diff --git a/ntu120_xset/b_1/20250503_153832.log b/ntu120_xset/b_1/20250503_153832.log new file mode 100644 index 0000000000000000000000000000000000000000..0db081448bfc79713991cd675d0931943810e336 --- /dev/null +++ b/ntu120_xset/b_1/20250503_153832.log @@ -0,0 +1,6355 @@ +2025-05-03 15:38:32,272 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-05-03 15:38:32,619 - pyskl - INFO - Config: modality = 'b' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu120_xset/b_1' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + num_classes=120, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=120, + in_channels=384, + work_dir='./work_dirs/ntu120_xset/b_1', + interval_epoch=10, + weight_1=0.2, + weight_2=0.5)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-05-03 15:38:32,620 - pyskl - INFO - Set random seed to 906277410, deterministic: False +2025-05-03 15:38:46,341 - pyskl - INFO - 54468 videos remain after valid thresholding +2025-05-03 15:38:55,692 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-05-03 15:38:55,733 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1 +2025-05-03 15:38:55,733 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-05-03 15:38:55,734 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-05-03 15:38:55,734 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1 by HardDiskBackend. +2025-05-03 15:40:05,156 - pyskl - INFO - Epoch [1][100/3405] lr: 2.500e-02, eta: 4 days, 2:28:03, time: 0.694, data_time: 0.234, memory: 13267, top1_acc: 0.0150, top5_acc: 0.0638, loss_cls: 14.0989, loss: 14.0989 +2025-05-03 15:40:50,263 - pyskl - INFO - Epoch [1][200/3405] lr: 2.500e-02, eta: 3 days, 9:12:34, time: 0.451, data_time: 0.000, memory: 13267, top1_acc: 0.0169, top5_acc: 0.0775, loss_cls: 11.6250, loss: 11.6250 +2025-05-03 15:41:35,327 - pyskl - INFO - Epoch [1][300/3405] lr: 2.500e-02, eta: 3 days, 3:25:39, time: 0.451, data_time: 0.000, memory: 13267, top1_acc: 0.0156, top5_acc: 0.0762, loss_cls: 11.4953, loss: 11.4953 +2025-05-03 15:42:20,473 - pyskl - INFO - Epoch [1][400/3405] lr: 2.500e-02, eta: 3 days, 0:33:35, time: 0.451, data_time: 0.000, memory: 13267, top1_acc: 0.0163, top5_acc: 0.0819, loss_cls: 11.2559, loss: 11.2559 +2025-05-03 15:43:05,573 - pyskl - INFO - Epoch [1][500/3405] lr: 2.500e-02, eta: 2 days, 22:49:15, time: 0.451, data_time: 0.000, memory: 13267, top1_acc: 0.0206, top5_acc: 0.0881, loss_cls: 11.2109, loss: 11.2109 +2025-05-03 15:43:50,714 - pyskl - INFO - Epoch [1][600/3405] lr: 2.500e-02, eta: 2 days, 21:40:01, time: 0.451, data_time: 0.000, memory: 13267, top1_acc: 0.0213, top5_acc: 0.0956, loss_cls: 11.1339, loss: 11.1339 +2025-05-03 15:44:35,887 - pyskl - INFO - Epoch [1][700/3405] lr: 2.500e-02, eta: 2 days, 20:50:45, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.0187, top5_acc: 0.0944, loss_cls: 11.1060, loss: 11.1060 +2025-05-03 15:45:21,078 - pyskl - INFO - Epoch [1][800/3405] lr: 2.500e-02, eta: 2 days, 20:13:48, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.0244, top5_acc: 0.0988, loss_cls: 11.0826, loss: 11.0826 +2025-05-03 15:46:06,305 - pyskl - INFO - Epoch [1][900/3405] lr: 2.500e-02, eta: 2 days, 19:45:14, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.0269, top5_acc: 0.1175, loss_cls: 10.9787, loss: 10.9787 +2025-05-03 15:46:51,564 - pyskl - INFO - Epoch [1][1000/3405] lr: 2.500e-02, eta: 2 days, 19:22:30, time: 0.453, data_time: 0.000, memory: 13267, top1_acc: 0.0319, top5_acc: 0.1412, loss_cls: 10.7842, loss: 10.7842 +2025-05-03 15:47:36,760 - pyskl - INFO - Epoch [1][1100/3405] lr: 2.500e-02, eta: 2 days, 19:03:17, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.0331, top5_acc: 0.1350, loss_cls: 10.8149, loss: 10.8149 +2025-05-03 15:48:21,919 - pyskl - INFO - Epoch [1][1200/3405] lr: 2.500e-02, eta: 2 days, 18:46:52, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.0369, top5_acc: 0.1519, loss_cls: 10.6864, loss: 10.6864 +2025-05-03 15:49:07,050 - pyskl - INFO - Epoch [1][1300/3405] lr: 2.500e-02, eta: 2 days, 18:32:41, time: 0.451, data_time: 0.000, memory: 13267, top1_acc: 0.0450, top5_acc: 0.1925, loss_cls: 10.5460, loss: 10.5460 +2025-05-03 15:49:52,295 - pyskl - INFO - Epoch [1][1400/3405] lr: 2.500e-02, eta: 2 days, 18:21:07, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.0431, top5_acc: 0.1775, loss_cls: 10.5782, loss: 10.5782 +2025-05-03 15:50:37,786 - pyskl - INFO - Epoch [1][1500/3405] lr: 2.500e-02, eta: 2 days, 18:12:23, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.0425, top5_acc: 0.1819, loss_cls: 10.4705, loss: 10.4705 +2025-05-03 15:51:23,090 - pyskl - INFO - Epoch [1][1600/3405] lr: 2.500e-02, eta: 2 days, 18:03:39, time: 0.453, data_time: 0.000, memory: 13267, top1_acc: 0.0456, top5_acc: 0.1856, loss_cls: 10.4353, loss: 10.4353 +2025-05-03 15:52:08,471 - pyskl - INFO - Epoch [1][1700/3405] lr: 2.500e-02, eta: 2 days, 17:56:14, time: 0.454, data_time: 0.000, memory: 13267, top1_acc: 0.0450, top5_acc: 0.2013, loss_cls: 10.3166, loss: 10.3166 +2025-05-03 15:52:53,880 - pyskl - INFO - Epoch [1][1800/3405] lr: 2.500e-02, eta: 2 days, 17:49:42, time: 0.454, data_time: 0.000, memory: 13267, top1_acc: 0.0525, top5_acc: 0.2213, loss_cls: 10.1975, loss: 10.1975 +2025-05-03 15:53:39,152 - pyskl - INFO - Epoch [1][1900/3405] lr: 2.500e-02, eta: 2 days, 17:43:09, time: 0.453, data_time: 0.000, memory: 13267, top1_acc: 0.0531, top5_acc: 0.2419, loss_cls: 10.1633, loss: 10.1633 +2025-05-03 15:54:24,368 - pyskl - INFO - Epoch [1][2000/3405] lr: 2.500e-02, eta: 2 days, 17:36:58, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.0725, top5_acc: 0.2537, loss_cls: 10.1204, loss: 10.1204 +2025-05-03 15:55:09,694 - pyskl - INFO - Epoch [1][2100/3405] lr: 2.500e-02, eta: 2 days, 17:31:43, time: 0.453, data_time: 0.000, memory: 13267, top1_acc: 0.0669, top5_acc: 0.2700, loss_cls: 9.9648, loss: 9.9648 +2025-05-03 15:55:54,931 - pyskl - INFO - Epoch [1][2200/3405] lr: 2.500e-02, eta: 2 days, 17:26:33, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.0775, top5_acc: 0.2825, loss_cls: 9.9848, loss: 9.9848 +2025-05-03 15:56:40,099 - pyskl - INFO - Epoch [1][2300/3405] lr: 2.500e-02, eta: 2 days, 17:21:30, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.0669, top5_acc: 0.2781, loss_cls: 9.8719, loss: 9.8719 +2025-05-03 15:57:25,236 - pyskl - INFO - Epoch [1][2400/3405] lr: 2.500e-02, eta: 2 days, 17:16:43, time: 0.451, data_time: 0.000, memory: 13267, top1_acc: 0.0731, top5_acc: 0.2900, loss_cls: 9.7858, loss: 9.7858 +2025-05-03 15:58:10,396 - pyskl - INFO - Epoch [1][2500/3405] lr: 2.500e-02, eta: 2 days, 17:12:19, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.0769, top5_acc: 0.3063, loss_cls: 9.7098, loss: 9.7098 +2025-05-03 15:58:55,560 - pyskl - INFO - Epoch [1][2600/3405] lr: 2.500e-02, eta: 2 days, 17:08:13, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.0969, top5_acc: 0.3319, loss_cls: 9.5557, loss: 9.5557 +2025-05-03 15:59:40,678 - pyskl - INFO - Epoch [1][2700/3405] lr: 2.500e-02, eta: 2 days, 17:04:13, time: 0.451, data_time: 0.000, memory: 13267, top1_acc: 0.0788, top5_acc: 0.3187, loss_cls: 9.5610, loss: 9.5610 +2025-05-03 16:00:25,764 - pyskl - INFO - Epoch [1][2800/3405] lr: 2.500e-02, eta: 2 days, 17:00:22, time: 0.451, data_time: 0.000, memory: 13267, top1_acc: 0.0994, top5_acc: 0.3438, loss_cls: 9.5159, loss: 9.5159 +2025-05-03 16:01:10,852 - pyskl - INFO - Epoch [1][2900/3405] lr: 2.500e-02, eta: 2 days, 16:56:43, time: 0.451, data_time: 0.000, memory: 13267, top1_acc: 0.1031, top5_acc: 0.3750, loss_cls: 9.3876, loss: 9.3876 +2025-05-03 16:01:56,003 - pyskl - INFO - Epoch [1][3000/3405] lr: 2.500e-02, eta: 2 days, 16:53:27, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.1144, top5_acc: 0.3881, loss_cls: 9.3311, loss: 9.3311 +2025-05-03 16:02:41,169 - pyskl - INFO - Epoch [1][3100/3405] lr: 2.500e-02, eta: 2 days, 16:50:23, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.1100, top5_acc: 0.3900, loss_cls: 9.3254, loss: 9.3254 +2025-05-03 16:03:26,316 - pyskl - INFO - Epoch [1][3200/3405] lr: 2.500e-02, eta: 2 days, 16:47:25, time: 0.451, data_time: 0.000, memory: 13267, top1_acc: 0.1138, top5_acc: 0.4044, loss_cls: 9.1214, loss: 9.1214 +2025-05-03 16:04:11,503 - pyskl - INFO - Epoch [1][3300/3405] lr: 2.500e-02, eta: 2 days, 16:44:40, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.1381, top5_acc: 0.4131, loss_cls: 9.0818, loss: 9.0818 +2025-05-03 16:04:56,748 - pyskl - INFO - Epoch [1][3400/3405] lr: 2.500e-02, eta: 2 days, 16:42:12, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.1281, top5_acc: 0.4281, loss_cls: 9.0008, loss: 9.0008 +2025-05-03 16:04:59,424 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-05-03 16:09:12,493 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 16:09:13,042 - pyskl - INFO - +top1_acc 0.1195 +top5_acc 0.4058 +2025-05-03 16:09:14,196 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-05-03 16:09:14,198 - pyskl - INFO - Best top1_acc is 0.1195 at 1 epoch. +2025-05-03 16:09:14,223 - pyskl - INFO - Epoch(val) [1][3718] top1_acc: 0.1195, top5_acc: 0.4058 +2025-05-03 16:10:23,398 - pyskl - INFO - Epoch [2][100/3405] lr: 2.500e-02, eta: 2 days, 17:31:57, time: 0.692, data_time: 0.237, memory: 13268, top1_acc: 0.1306, top5_acc: 0.4313, loss_cls: 9.0174, loss: 9.0174 +2025-05-03 16:11:08,846 - pyskl - INFO - Epoch [2][200/3405] lr: 2.500e-02, eta: 2 days, 17:28:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.1338, top5_acc: 0.4450, loss_cls: 8.9372, loss: 8.9372 +2025-05-03 16:11:54,255 - pyskl - INFO - Epoch [2][300/3405] lr: 2.500e-02, eta: 2 days, 17:25:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.1294, top5_acc: 0.4263, loss_cls: 8.9703, loss: 8.9703 +2025-05-03 16:12:39,828 - pyskl - INFO - Epoch [2][400/3405] lr: 2.500e-02, eta: 2 days, 17:22:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.1412, top5_acc: 0.4512, loss_cls: 8.9260, loss: 8.9260 +2025-05-03 16:13:25,179 - pyskl - INFO - Epoch [2][500/3405] lr: 2.500e-02, eta: 2 days, 17:19:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.1531, top5_acc: 0.4738, loss_cls: 8.8013, loss: 8.8013 +2025-05-03 16:14:10,418 - pyskl - INFO - Epoch [2][600/3405] lr: 2.500e-02, eta: 2 days, 17:16:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.1369, top5_acc: 0.4606, loss_cls: 8.9704, loss: 8.9704 +2025-05-03 16:14:55,591 - pyskl - INFO - Epoch [2][700/3405] lr: 2.500e-02, eta: 2 days, 17:13:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.1494, top5_acc: 0.4731, loss_cls: 8.7615, loss: 8.7615 +2025-05-03 16:15:40,734 - pyskl - INFO - Epoch [2][800/3405] lr: 2.500e-02, eta: 2 days, 17:09:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.1494, top5_acc: 0.4819, loss_cls: 8.7980, loss: 8.7980 +2025-05-03 16:16:25,820 - pyskl - INFO - Epoch [2][900/3405] lr: 2.500e-02, eta: 2 days, 17:06:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.1569, top5_acc: 0.4738, loss_cls: 8.8028, loss: 8.8028 +2025-05-03 16:17:10,964 - pyskl - INFO - Epoch [2][1000/3405] lr: 2.500e-02, eta: 2 days, 17:03:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.1631, top5_acc: 0.4813, loss_cls: 8.7312, loss: 8.7312 +2025-05-03 16:17:56,175 - pyskl - INFO - Epoch [2][1100/3405] lr: 2.500e-02, eta: 2 days, 17:01:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.1787, top5_acc: 0.5150, loss_cls: 8.6191, loss: 8.6191 +2025-05-03 16:18:41,363 - pyskl - INFO - Epoch [2][1200/3405] lr: 2.499e-02, eta: 2 days, 16:58:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.1600, top5_acc: 0.5150, loss_cls: 8.5753, loss: 8.5753 +2025-05-03 16:19:26,570 - pyskl - INFO - Epoch [2][1300/3405] lr: 2.499e-02, eta: 2 days, 16:55:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.1781, top5_acc: 0.5144, loss_cls: 8.5888, loss: 8.5888 +2025-05-03 16:20:11,524 - pyskl - INFO - Epoch [2][1400/3405] lr: 2.499e-02, eta: 2 days, 16:52:54, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.1825, top5_acc: 0.5169, loss_cls: 8.5084, loss: 8.5084 +2025-05-03 16:20:56,663 - pyskl - INFO - Epoch [2][1500/3405] lr: 2.499e-02, eta: 2 days, 16:50:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.1675, top5_acc: 0.5200, loss_cls: 8.4984, loss: 8.4984 +2025-05-03 16:21:41,864 - pyskl - INFO - Epoch [2][1600/3405] lr: 2.499e-02, eta: 2 days, 16:48:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.1881, top5_acc: 0.5306, loss_cls: 8.5398, loss: 8.5398 +2025-05-03 16:22:27,032 - pyskl - INFO - Epoch [2][1700/3405] lr: 2.499e-02, eta: 2 days, 16:45:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.1994, top5_acc: 0.5500, loss_cls: 8.5027, loss: 8.5027 +2025-05-03 16:23:12,344 - pyskl - INFO - Epoch [2][1800/3405] lr: 2.499e-02, eta: 2 days, 16:43:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.2013, top5_acc: 0.5506, loss_cls: 8.4022, loss: 8.4022 +2025-05-03 16:23:57,510 - pyskl - INFO - Epoch [2][1900/3405] lr: 2.499e-02, eta: 2 days, 16:41:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.1938, top5_acc: 0.5475, loss_cls: 8.3763, loss: 8.3763 +2025-05-03 16:24:43,084 - pyskl - INFO - Epoch [2][2000/3405] lr: 2.499e-02, eta: 2 days, 16:39:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.2162, top5_acc: 0.5594, loss_cls: 8.3208, loss: 8.3208 +2025-05-03 16:25:28,707 - pyskl - INFO - Epoch [2][2100/3405] lr: 2.499e-02, eta: 2 days, 16:38:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.2181, top5_acc: 0.5950, loss_cls: 8.3052, loss: 8.3052 +2025-05-03 16:26:14,122 - pyskl - INFO - Epoch [2][2200/3405] lr: 2.499e-02, eta: 2 days, 16:36:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.2281, top5_acc: 0.5750, loss_cls: 8.2419, loss: 8.2419 +2025-05-03 16:26:59,710 - pyskl - INFO - Epoch [2][2300/3405] lr: 2.499e-02, eta: 2 days, 16:35:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.2213, top5_acc: 0.5775, loss_cls: 8.2604, loss: 8.2604 +2025-05-03 16:27:45,283 - pyskl - INFO - Epoch [2][2400/3405] lr: 2.499e-02, eta: 2 days, 16:33:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.2269, top5_acc: 0.6038, loss_cls: 8.1035, loss: 8.1035 +2025-05-03 16:28:30,610 - pyskl - INFO - Epoch [2][2500/3405] lr: 2.499e-02, eta: 2 days, 16:31:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.2281, top5_acc: 0.5744, loss_cls: 8.1699, loss: 8.1699 +2025-05-03 16:29:15,819 - pyskl - INFO - Epoch [2][2600/3405] lr: 2.499e-02, eta: 2 days, 16:30:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.2319, top5_acc: 0.6038, loss_cls: 8.0944, loss: 8.0944 +2025-05-03 16:30:01,042 - pyskl - INFO - Epoch [2][2700/3405] lr: 2.499e-02, eta: 2 days, 16:28:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.2431, top5_acc: 0.6044, loss_cls: 8.2071, loss: 8.2071 +2025-05-03 16:30:46,310 - pyskl - INFO - Epoch [2][2800/3405] lr: 2.499e-02, eta: 2 days, 16:26:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.2531, top5_acc: 0.6231, loss_cls: 8.0357, loss: 8.0357 +2025-05-03 16:31:31,560 - pyskl - INFO - Epoch [2][2900/3405] lr: 2.499e-02, eta: 2 days, 16:24:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.2537, top5_acc: 0.6125, loss_cls: 7.9273, loss: 7.9273 +2025-05-03 16:32:16,937 - pyskl - INFO - Epoch [2][3000/3405] lr: 2.499e-02, eta: 2 days, 16:23:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.2569, top5_acc: 0.6381, loss_cls: 7.8814, loss: 7.8814 +2025-05-03 16:33:02,266 - pyskl - INFO - Epoch [2][3100/3405] lr: 2.499e-02, eta: 2 days, 16:21:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.2500, top5_acc: 0.6438, loss_cls: 7.7314, loss: 7.7314 +2025-05-03 16:33:47,505 - pyskl - INFO - Epoch [2][3200/3405] lr: 2.499e-02, eta: 2 days, 16:19:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.2650, top5_acc: 0.6294, loss_cls: 7.9053, loss: 7.9053 +2025-05-03 16:34:32,730 - pyskl - INFO - Epoch [2][3300/3405] lr: 2.499e-02, eta: 2 days, 16:18:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.2637, top5_acc: 0.6531, loss_cls: 7.7741, loss: 7.7741 +2025-05-03 16:35:18,115 - pyskl - INFO - Epoch [2][3400/3405] lr: 2.499e-02, eta: 2 days, 16:16:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.2694, top5_acc: 0.6569, loss_cls: 7.7978, loss: 7.7978 +2025-05-03 16:35:20,777 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-05-03 16:39:30,661 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 16:39:31,222 - pyskl - INFO - +top1_acc 0.2135 +top5_acc 0.5573 +2025-05-03 16:39:31,285 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_1.pth was removed +2025-05-03 16:39:32,441 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-05-03 16:39:32,443 - pyskl - INFO - Best top1_acc is 0.2135 at 2 epoch. +2025-05-03 16:39:32,469 - pyskl - INFO - Epoch(val) [2][3718] top1_acc: 0.2135, top5_acc: 0.5573 +2025-05-03 16:40:41,356 - pyskl - INFO - Epoch [3][100/3405] lr: 2.499e-02, eta: 2 days, 16:41:10, time: 0.689, data_time: 0.235, memory: 13268, top1_acc: 0.2925, top5_acc: 0.6594, loss_cls: 7.7420, loss: 7.7420 +2025-05-03 16:41:26,710 - pyskl - INFO - Epoch [3][200/3405] lr: 2.499e-02, eta: 2 days, 16:39:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.2612, top5_acc: 0.6556, loss_cls: 7.7639, loss: 7.7639 +2025-05-03 16:42:12,229 - pyskl - INFO - Epoch [3][300/3405] lr: 2.499e-02, eta: 2 days, 16:37:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.2762, top5_acc: 0.6719, loss_cls: 7.7623, loss: 7.7623 +2025-05-03 16:42:57,658 - pyskl - INFO - Epoch [3][400/3405] lr: 2.499e-02, eta: 2 days, 16:36:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.2894, top5_acc: 0.6744, loss_cls: 7.5792, loss: 7.5792 +2025-05-03 16:43:43,035 - pyskl - INFO - Epoch [3][500/3405] lr: 2.499e-02, eta: 2 days, 16:34:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.3094, top5_acc: 0.6763, loss_cls: 7.6311, loss: 7.6311 +2025-05-03 16:44:28,629 - pyskl - INFO - Epoch [3][600/3405] lr: 2.499e-02, eta: 2 days, 16:32:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.2769, top5_acc: 0.6756, loss_cls: 7.7026, loss: 7.7026 +2025-05-03 16:45:14,052 - pyskl - INFO - Epoch [3][700/3405] lr: 2.499e-02, eta: 2 days, 16:31:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.2956, top5_acc: 0.6906, loss_cls: 7.6861, loss: 7.6861 +2025-05-03 16:45:59,425 - pyskl - INFO - Epoch [3][800/3405] lr: 2.499e-02, eta: 2 days, 16:29:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.2938, top5_acc: 0.7144, loss_cls: 7.4836, loss: 7.4836 +2025-05-03 16:46:44,794 - pyskl - INFO - Epoch [3][900/3405] lr: 2.499e-02, eta: 2 days, 16:28:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.3200, top5_acc: 0.7044, loss_cls: 7.5441, loss: 7.5441 +2025-05-03 16:47:30,150 - pyskl - INFO - Epoch [3][1000/3405] lr: 2.499e-02, eta: 2 days, 16:26:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.3125, top5_acc: 0.7150, loss_cls: 7.4989, loss: 7.4989 +2025-05-03 16:48:15,483 - pyskl - INFO - Epoch [3][1100/3405] lr: 2.499e-02, eta: 2 days, 16:24:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.3063, top5_acc: 0.7106, loss_cls: 7.5025, loss: 7.5025 +2025-05-03 16:49:00,859 - pyskl - INFO - Epoch [3][1200/3405] lr: 2.498e-02, eta: 2 days, 16:23:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.3000, top5_acc: 0.6906, loss_cls: 7.5200, loss: 7.5200 +2025-05-03 16:49:46,071 - pyskl - INFO - Epoch [3][1300/3405] lr: 2.498e-02, eta: 2 days, 16:21:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.3294, top5_acc: 0.7262, loss_cls: 7.4341, loss: 7.4341 +2025-05-03 16:50:31,384 - pyskl - INFO - Epoch [3][1400/3405] lr: 2.498e-02, eta: 2 days, 16:20:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.3381, top5_acc: 0.7312, loss_cls: 7.3453, loss: 7.3453 +2025-05-03 16:51:16,694 - pyskl - INFO - Epoch [3][1500/3405] lr: 2.498e-02, eta: 2 days, 16:18:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.3475, top5_acc: 0.7362, loss_cls: 7.2121, loss: 7.2121 +2025-05-03 16:52:01,962 - pyskl - INFO - Epoch [3][1600/3405] lr: 2.498e-02, eta: 2 days, 16:16:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.3319, top5_acc: 0.7100, loss_cls: 7.3832, loss: 7.3832 +2025-05-03 16:52:47,218 - pyskl - INFO - Epoch [3][1700/3405] lr: 2.498e-02, eta: 2 days, 16:15:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.3412, top5_acc: 0.7238, loss_cls: 7.2704, loss: 7.2704 +2025-05-03 16:53:32,465 - pyskl - INFO - Epoch [3][1800/3405] lr: 2.498e-02, eta: 2 days, 16:13:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.3525, top5_acc: 0.7419, loss_cls: 7.2291, loss: 7.2291 +2025-05-03 16:54:17,726 - pyskl - INFO - Epoch [3][1900/3405] lr: 2.498e-02, eta: 2 days, 16:12:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.3644, top5_acc: 0.7456, loss_cls: 7.2290, loss: 7.2290 +2025-05-03 16:55:02,956 - pyskl - INFO - Epoch [3][2000/3405] lr: 2.498e-02, eta: 2 days, 16:10:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.3719, top5_acc: 0.7625, loss_cls: 7.1289, loss: 7.1289 +2025-05-03 16:55:48,230 - pyskl - INFO - Epoch [3][2100/3405] lr: 2.498e-02, eta: 2 days, 16:09:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.3681, top5_acc: 0.7550, loss_cls: 7.1203, loss: 7.1203 +2025-05-03 16:56:33,540 - pyskl - INFO - Epoch [3][2200/3405] lr: 2.498e-02, eta: 2 days, 16:07:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.3656, top5_acc: 0.7519, loss_cls: 7.1883, loss: 7.1883 +2025-05-03 16:57:18,873 - pyskl - INFO - Epoch [3][2300/3405] lr: 2.498e-02, eta: 2 days, 16:06:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.3494, top5_acc: 0.7369, loss_cls: 7.3019, loss: 7.3019 +2025-05-03 16:58:04,136 - pyskl - INFO - Epoch [3][2400/3405] lr: 2.498e-02, eta: 2 days, 16:05:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.3669, top5_acc: 0.7562, loss_cls: 7.1099, loss: 7.1099 +2025-05-03 16:58:49,359 - pyskl - INFO - Epoch [3][2500/3405] lr: 2.498e-02, eta: 2 days, 16:03:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.3794, top5_acc: 0.7519, loss_cls: 7.1002, loss: 7.1002 +2025-05-03 16:59:34,634 - pyskl - INFO - Epoch [3][2600/3405] lr: 2.498e-02, eta: 2 days, 16:02:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.3837, top5_acc: 0.7669, loss_cls: 7.0951, loss: 7.0951 +2025-05-03 17:00:19,875 - pyskl - INFO - Epoch [3][2700/3405] lr: 2.498e-02, eta: 2 days, 16:00:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.3962, top5_acc: 0.7831, loss_cls: 6.8716, loss: 6.8716 +2025-05-03 17:01:05,083 - pyskl - INFO - Epoch [3][2800/3405] lr: 2.498e-02, eta: 2 days, 15:59:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.3738, top5_acc: 0.7606, loss_cls: 7.0287, loss: 7.0287 +2025-05-03 17:01:50,340 - pyskl - INFO - Epoch [3][2900/3405] lr: 2.498e-02, eta: 2 days, 15:57:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.3781, top5_acc: 0.7488, loss_cls: 7.0758, loss: 7.0758 +2025-05-03 17:02:35,486 - pyskl - INFO - Epoch [3][3000/3405] lr: 2.498e-02, eta: 2 days, 15:56:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.4000, top5_acc: 0.7756, loss_cls: 6.8574, loss: 6.8574 +2025-05-03 17:03:20,544 - pyskl - INFO - Epoch [3][3100/3405] lr: 2.498e-02, eta: 2 days, 15:54:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.4281, top5_acc: 0.8031, loss_cls: 6.7016, loss: 6.7016 +2025-05-03 17:04:05,697 - pyskl - INFO - Epoch [3][3200/3405] lr: 2.498e-02, eta: 2 days, 15:53:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.4056, top5_acc: 0.7831, loss_cls: 6.8387, loss: 6.8387 +2025-05-03 17:04:50,959 - pyskl - INFO - Epoch [3][3300/3405] lr: 2.498e-02, eta: 2 days, 15:52:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.4200, top5_acc: 0.7750, loss_cls: 6.8636, loss: 6.8636 +2025-05-03 17:05:36,394 - pyskl - INFO - Epoch [3][3400/3405] lr: 2.498e-02, eta: 2 days, 15:51:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.4369, top5_acc: 0.7937, loss_cls: 6.7404, loss: 6.7404 +2025-05-03 17:05:39,257 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-05-03 17:09:52,070 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 17:09:52,636 - pyskl - INFO - +top1_acc 0.4070 +top5_acc 0.7930 +2025-05-03 17:09:52,710 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_2.pth was removed +2025-05-03 17:09:53,902 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-05-03 17:09:53,904 - pyskl - INFO - Best top1_acc is 0.4070 at 3 epoch. +2025-05-03 17:09:53,938 - pyskl - INFO - Epoch(val) [3][3718] top1_acc: 0.4070, top5_acc: 0.7930 +2025-05-03 17:11:02,592 - pyskl - INFO - Epoch [4][100/3405] lr: 2.497e-02, eta: 2 days, 16:06:46, time: 0.686, data_time: 0.235, memory: 13268, top1_acc: 0.4431, top5_acc: 0.8006, loss_cls: 6.6930, loss: 6.6930 +2025-05-03 17:11:47,704 - pyskl - INFO - Epoch [4][200/3405] lr: 2.497e-02, eta: 2 days, 16:05:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.4381, top5_acc: 0.8000, loss_cls: 6.6701, loss: 6.6701 +2025-05-03 17:12:32,874 - pyskl - INFO - Epoch [4][300/3405] lr: 2.497e-02, eta: 2 days, 16:03:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.4600, top5_acc: 0.8087, loss_cls: 6.6392, loss: 6.6392 +2025-05-03 17:13:17,953 - pyskl - INFO - Epoch [4][400/3405] lr: 2.497e-02, eta: 2 days, 16:02:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.4531, top5_acc: 0.8213, loss_cls: 6.5188, loss: 6.5188 +2025-05-03 17:14:03,062 - pyskl - INFO - Epoch [4][500/3405] lr: 2.497e-02, eta: 2 days, 16:00:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.4469, top5_acc: 0.7950, loss_cls: 6.7162, loss: 6.7162 +2025-05-03 17:14:48,279 - pyskl - INFO - Epoch [4][600/3405] lr: 2.497e-02, eta: 2 days, 15:59:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.4475, top5_acc: 0.8025, loss_cls: 6.5329, loss: 6.5329 +2025-05-03 17:15:33,531 - pyskl - INFO - Epoch [4][700/3405] lr: 2.497e-02, eta: 2 days, 15:57:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.4469, top5_acc: 0.7950, loss_cls: 6.7267, loss: 6.7267 +2025-05-03 17:16:18,888 - pyskl - INFO - Epoch [4][800/3405] lr: 2.497e-02, eta: 2 days, 15:56:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.4531, top5_acc: 0.8194, loss_cls: 6.6341, loss: 6.6341 +2025-05-03 17:17:04,296 - pyskl - INFO - Epoch [4][900/3405] lr: 2.497e-02, eta: 2 days, 15:55:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.4500, top5_acc: 0.8194, loss_cls: 6.6370, loss: 6.6370 +2025-05-03 17:17:49,759 - pyskl - INFO - Epoch [4][1000/3405] lr: 2.497e-02, eta: 2 days, 15:53:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.4525, top5_acc: 0.8044, loss_cls: 6.4776, loss: 6.4776 +2025-05-03 17:18:35,121 - pyskl - INFO - Epoch [4][1100/3405] lr: 2.497e-02, eta: 2 days, 15:52:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.4400, top5_acc: 0.8081, loss_cls: 6.6049, loss: 6.6049 +2025-05-03 17:19:20,386 - pyskl - INFO - Epoch [4][1200/3405] lr: 2.497e-02, eta: 2 days, 15:51:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.4619, top5_acc: 0.8331, loss_cls: 6.4802, loss: 6.4802 +2025-05-03 17:20:05,594 - pyskl - INFO - Epoch [4][1300/3405] lr: 2.497e-02, eta: 2 days, 15:49:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.4881, top5_acc: 0.8325, loss_cls: 6.3712, loss: 6.3712 +2025-05-03 17:20:50,837 - pyskl - INFO - Epoch [4][1400/3405] lr: 2.497e-02, eta: 2 days, 15:48:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.4681, top5_acc: 0.8156, loss_cls: 6.4890, loss: 6.4890 +2025-05-03 17:21:36,270 - pyskl - INFO - Epoch [4][1500/3405] lr: 2.497e-02, eta: 2 days, 15:47:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.4681, top5_acc: 0.8137, loss_cls: 6.4511, loss: 6.4511 +2025-05-03 17:22:21,633 - pyskl - INFO - Epoch [4][1600/3405] lr: 2.497e-02, eta: 2 days, 15:46:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5081, top5_acc: 0.8225, loss_cls: 6.4132, loss: 6.4132 +2025-05-03 17:23:06,943 - pyskl - INFO - Epoch [4][1700/3405] lr: 2.497e-02, eta: 2 days, 15:44:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.4869, top5_acc: 0.8406, loss_cls: 6.3515, loss: 6.3515 +2025-05-03 17:23:52,203 - pyskl - INFO - Epoch [4][1800/3405] lr: 2.497e-02, eta: 2 days, 15:43:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.4994, top5_acc: 0.8300, loss_cls: 6.2718, loss: 6.2718 +2025-05-03 17:24:37,479 - pyskl - INFO - Epoch [4][1900/3405] lr: 2.497e-02, eta: 2 days, 15:42:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.4763, top5_acc: 0.8300, loss_cls: 6.4007, loss: 6.4007 +2025-05-03 17:25:22,834 - pyskl - INFO - Epoch [4][2000/3405] lr: 2.496e-02, eta: 2 days, 15:41:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.4813, top5_acc: 0.8331, loss_cls: 6.3647, loss: 6.3647 +2025-05-03 17:26:08,239 - pyskl - INFO - Epoch [4][2100/3405] lr: 2.496e-02, eta: 2 days, 15:40:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.4888, top5_acc: 0.8150, loss_cls: 6.3853, loss: 6.3853 +2025-05-03 17:26:53,528 - pyskl - INFO - Epoch [4][2200/3405] lr: 2.496e-02, eta: 2 days, 15:38:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.4944, top5_acc: 0.8406, loss_cls: 6.3699, loss: 6.3699 +2025-05-03 17:27:38,706 - pyskl - INFO - Epoch [4][2300/3405] lr: 2.496e-02, eta: 2 days, 15:37:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.4831, top5_acc: 0.8469, loss_cls: 6.3209, loss: 6.3209 +2025-05-03 17:28:24,022 - pyskl - INFO - Epoch [4][2400/3405] lr: 2.496e-02, eta: 2 days, 15:36:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.4738, top5_acc: 0.8369, loss_cls: 6.3150, loss: 6.3150 +2025-05-03 17:29:09,259 - pyskl - INFO - Epoch [4][2500/3405] lr: 2.496e-02, eta: 2 days, 15:35:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.4994, top5_acc: 0.8456, loss_cls: 6.2548, loss: 6.2548 +2025-05-03 17:29:54,559 - pyskl - INFO - Epoch [4][2600/3405] lr: 2.496e-02, eta: 2 days, 15:33:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5100, top5_acc: 0.8419, loss_cls: 6.2690, loss: 6.2690 +2025-05-03 17:30:40,116 - pyskl - INFO - Epoch [4][2700/3405] lr: 2.496e-02, eta: 2 days, 15:32:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5175, top5_acc: 0.8588, loss_cls: 6.0501, loss: 6.0501 +2025-05-03 17:31:25,503 - pyskl - INFO - Epoch [4][2800/3405] lr: 2.496e-02, eta: 2 days, 15:31:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5112, top5_acc: 0.8325, loss_cls: 6.2368, loss: 6.2368 +2025-05-03 17:32:10,875 - pyskl - INFO - Epoch [4][2900/3405] lr: 2.496e-02, eta: 2 days, 15:30:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.4981, top5_acc: 0.8381, loss_cls: 6.1578, loss: 6.1578 +2025-05-03 17:32:56,050 - pyskl - INFO - Epoch [4][3000/3405] lr: 2.496e-02, eta: 2 days, 15:29:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.5206, top5_acc: 0.8544, loss_cls: 6.0998, loss: 6.0998 +2025-05-03 17:33:41,374 - pyskl - INFO - Epoch [4][3100/3405] lr: 2.496e-02, eta: 2 days, 15:28:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5325, top5_acc: 0.8550, loss_cls: 6.0214, loss: 6.0214 +2025-05-03 17:34:26,777 - pyskl - INFO - Epoch [4][3200/3405] lr: 2.496e-02, eta: 2 days, 15:27:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5300, top5_acc: 0.8544, loss_cls: 6.1024, loss: 6.1024 +2025-05-03 17:35:12,362 - pyskl - INFO - Epoch [4][3300/3405] lr: 2.496e-02, eta: 2 days, 15:26:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5413, top5_acc: 0.8594, loss_cls: 5.9276, loss: 5.9276 +2025-05-03 17:35:57,771 - pyskl - INFO - Epoch [4][3400/3405] lr: 2.496e-02, eta: 2 days, 15:25:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5269, top5_acc: 0.8494, loss_cls: 6.0080, loss: 6.0080 +2025-05-03 17:36:00,501 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-05-03 17:40:13,693 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 17:40:14,252 - pyskl - INFO - +top1_acc 0.5136 +top5_acc 0.8415 +2025-05-03 17:40:14,322 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_3.pth was removed +2025-05-03 17:40:15,513 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-05-03 17:40:15,515 - pyskl - INFO - Best top1_acc is 0.5136 at 4 epoch. +2025-05-03 17:40:15,539 - pyskl - INFO - Epoch(val) [4][3718] top1_acc: 0.5136, top5_acc: 0.8415 +2025-05-03 17:41:24,025 - pyskl - INFO - Epoch [5][100/3405] lr: 2.496e-02, eta: 2 days, 15:36:30, time: 0.685, data_time: 0.234, memory: 13268, top1_acc: 0.5437, top5_acc: 0.8625, loss_cls: 5.9319, loss: 5.9319 +2025-05-03 17:42:09,237 - pyskl - INFO - Epoch [5][200/3405] lr: 2.495e-02, eta: 2 days, 15:35:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.5531, top5_acc: 0.8719, loss_cls: 5.9583, loss: 5.9583 +2025-05-03 17:42:54,445 - pyskl - INFO - Epoch [5][300/3405] lr: 2.495e-02, eta: 2 days, 15:33:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.5581, top5_acc: 0.8625, loss_cls: 5.9686, loss: 5.9686 +2025-05-03 17:43:39,707 - pyskl - INFO - Epoch [5][400/3405] lr: 2.495e-02, eta: 2 days, 15:32:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5231, top5_acc: 0.8531, loss_cls: 6.0314, loss: 6.0314 +2025-05-03 17:44:25,048 - pyskl - INFO - Epoch [5][500/3405] lr: 2.495e-02, eta: 2 days, 15:31:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5394, top5_acc: 0.8675, loss_cls: 5.9825, loss: 5.9825 +2025-05-03 17:45:10,375 - pyskl - INFO - Epoch [5][600/3405] lr: 2.495e-02, eta: 2 days, 15:30:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5425, top5_acc: 0.8612, loss_cls: 5.9556, loss: 5.9556 +2025-05-03 17:45:55,617 - pyskl - INFO - Epoch [5][700/3405] lr: 2.495e-02, eta: 2 days, 15:29:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.5575, top5_acc: 0.8694, loss_cls: 5.8527, loss: 5.8527 +2025-05-03 17:46:41,143 - pyskl - INFO - Epoch [5][800/3405] lr: 2.495e-02, eta: 2 days, 15:28:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.5663, top5_acc: 0.8781, loss_cls: 5.7552, loss: 5.7552 +2025-05-03 17:47:26,575 - pyskl - INFO - Epoch [5][900/3405] lr: 2.495e-02, eta: 2 days, 15:26:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5206, top5_acc: 0.8506, loss_cls: 5.9651, loss: 5.9651 +2025-05-03 17:48:12,061 - pyskl - INFO - Epoch [5][1000/3405] lr: 2.495e-02, eta: 2 days, 15:25:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.5563, top5_acc: 0.8712, loss_cls: 5.8819, loss: 5.8819 +2025-05-03 17:48:57,407 - pyskl - INFO - Epoch [5][1100/3405] lr: 2.495e-02, eta: 2 days, 15:24:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5725, top5_acc: 0.8719, loss_cls: 5.8504, loss: 5.8504 +2025-05-03 17:49:42,881 - pyskl - INFO - Epoch [5][1200/3405] lr: 2.495e-02, eta: 2 days, 15:23:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.5637, top5_acc: 0.8788, loss_cls: 5.8298, loss: 5.8298 +2025-05-03 17:50:28,215 - pyskl - INFO - Epoch [5][1300/3405] lr: 2.495e-02, eta: 2 days, 15:22:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5681, top5_acc: 0.8781, loss_cls: 5.7597, loss: 5.7597 +2025-05-03 17:51:13,477 - pyskl - INFO - Epoch [5][1400/3405] lr: 2.495e-02, eta: 2 days, 15:21:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5619, top5_acc: 0.8638, loss_cls: 5.7801, loss: 5.7801 +2025-05-03 17:51:58,766 - pyskl - INFO - Epoch [5][1500/3405] lr: 2.495e-02, eta: 2 days, 15:20:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5406, top5_acc: 0.8575, loss_cls: 5.9363, loss: 5.9363 +2025-05-03 17:52:44,150 - pyskl - INFO - Epoch [5][1600/3405] lr: 2.495e-02, eta: 2 days, 15:19:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5619, top5_acc: 0.8762, loss_cls: 5.7440, loss: 5.7440 +2025-05-03 17:53:29,566 - pyskl - INFO - Epoch [5][1700/3405] lr: 2.494e-02, eta: 2 days, 15:17:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5706, top5_acc: 0.8850, loss_cls: 5.6352, loss: 5.6352 +2025-05-03 17:54:14,927 - pyskl - INFO - Epoch [5][1800/3405] lr: 2.494e-02, eta: 2 days, 15:16:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5675, top5_acc: 0.8712, loss_cls: 5.7806, loss: 5.7806 +2025-05-03 17:55:00,277 - pyskl - INFO - Epoch [5][1900/3405] lr: 2.494e-02, eta: 2 days, 15:15:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5694, top5_acc: 0.8788, loss_cls: 5.6914, loss: 5.6914 +2025-05-03 17:55:45,695 - pyskl - INFO - Epoch [5][2000/3405] lr: 2.494e-02, eta: 2 days, 15:14:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5906, top5_acc: 0.8875, loss_cls: 5.6308, loss: 5.6308 +2025-05-03 17:56:31,027 - pyskl - INFO - Epoch [5][2100/3405] lr: 2.494e-02, eta: 2 days, 15:13:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5750, top5_acc: 0.8675, loss_cls: 5.7171, loss: 5.7171 +2025-05-03 17:57:16,504 - pyskl - INFO - Epoch [5][2200/3405] lr: 2.494e-02, eta: 2 days, 15:12:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.5744, top5_acc: 0.8756, loss_cls: 5.7934, loss: 5.7934 +2025-05-03 17:58:01,738 - pyskl - INFO - Epoch [5][2300/3405] lr: 2.494e-02, eta: 2 days, 15:11:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.5831, top5_acc: 0.8781, loss_cls: 5.6967, loss: 5.6967 +2025-05-03 17:58:47,000 - pyskl - INFO - Epoch [5][2400/3405] lr: 2.494e-02, eta: 2 days, 15:10:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5919, top5_acc: 0.8888, loss_cls: 5.6495, loss: 5.6495 +2025-05-03 17:59:32,282 - pyskl - INFO - Epoch [5][2500/3405] lr: 2.494e-02, eta: 2 days, 15:09:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5763, top5_acc: 0.8831, loss_cls: 5.5980, loss: 5.5980 +2025-05-03 18:00:17,614 - pyskl - INFO - Epoch [5][2600/3405] lr: 2.494e-02, eta: 2 days, 15:08:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6012, top5_acc: 0.8856, loss_cls: 5.5809, loss: 5.5809 +2025-05-03 18:01:02,982 - pyskl - INFO - Epoch [5][2700/3405] lr: 2.494e-02, eta: 2 days, 15:06:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5563, top5_acc: 0.8750, loss_cls: 5.6824, loss: 5.6824 +2025-05-03 18:01:48,365 - pyskl - INFO - Epoch [5][2800/3405] lr: 2.494e-02, eta: 2 days, 15:05:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5781, top5_acc: 0.8712, loss_cls: 5.8460, loss: 5.8460 +2025-05-03 18:02:33,633 - pyskl - INFO - Epoch [5][2900/3405] lr: 2.494e-02, eta: 2 days, 15:04:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5988, top5_acc: 0.8850, loss_cls: 5.6857, loss: 5.6857 +2025-05-03 18:03:18,992 - pyskl - INFO - Epoch [5][3000/3405] lr: 2.493e-02, eta: 2 days, 15:03:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6050, top5_acc: 0.8938, loss_cls: 5.5229, loss: 5.5229 +2025-05-03 18:04:04,504 - pyskl - INFO - Epoch [5][3100/3405] lr: 2.493e-02, eta: 2 days, 15:02:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6250, top5_acc: 0.9050, loss_cls: 5.3983, loss: 5.3983 +2025-05-03 18:04:49,839 - pyskl - INFO - Epoch [5][3200/3405] lr: 2.493e-02, eta: 2 days, 15:01:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5938, top5_acc: 0.8850, loss_cls: 5.6499, loss: 5.6499 +2025-05-03 18:05:35,139 - pyskl - INFO - Epoch [5][3300/3405] lr: 2.493e-02, eta: 2 days, 15:00:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5925, top5_acc: 0.8819, loss_cls: 5.4929, loss: 5.4929 +2025-05-03 18:06:20,553 - pyskl - INFO - Epoch [5][3400/3405] lr: 2.493e-02, eta: 2 days, 14:59:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6106, top5_acc: 0.8875, loss_cls: 5.4368, loss: 5.4368 +2025-05-03 18:06:23,300 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-05-03 18:10:33,312 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 18:10:33,865 - pyskl - INFO - +top1_acc 0.5694 +top5_acc 0.8696 +2025-05-03 18:10:33,927 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_4.pth was removed +2025-05-03 18:10:35,048 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-05-03 18:10:35,050 - pyskl - INFO - Best top1_acc is 0.5694 at 5 epoch. +2025-05-03 18:10:35,074 - pyskl - INFO - Epoch(val) [5][3718] top1_acc: 0.5694, top5_acc: 0.8696 +2025-05-03 18:11:44,254 - pyskl - INFO - Epoch [6][100/3405] lr: 2.493e-02, eta: 2 days, 15:08:53, time: 0.692, data_time: 0.238, memory: 13268, top1_acc: 0.6006, top5_acc: 0.9062, loss_cls: 5.4818, loss: 5.4818 +2025-05-03 18:12:29,442 - pyskl - INFO - Epoch [6][200/3405] lr: 2.493e-02, eta: 2 days, 15:07:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.5975, top5_acc: 0.8938, loss_cls: 5.4726, loss: 5.4726 +2025-05-03 18:13:14,734 - pyskl - INFO - Epoch [6][300/3405] lr: 2.493e-02, eta: 2 days, 15:06:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6169, top5_acc: 0.9094, loss_cls: 5.3928, loss: 5.3928 +2025-05-03 18:14:00,026 - pyskl - INFO - Epoch [6][400/3405] lr: 2.493e-02, eta: 2 days, 15:05:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.9181, loss_cls: 5.2790, loss: 5.2790 +2025-05-03 18:14:45,279 - pyskl - INFO - Epoch [6][500/3405] lr: 2.493e-02, eta: 2 days, 15:04:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6188, top5_acc: 0.8869, loss_cls: 5.5920, loss: 5.5920 +2025-05-03 18:15:30,543 - pyskl - INFO - Epoch [6][600/3405] lr: 2.493e-02, eta: 2 days, 15:03:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6069, top5_acc: 0.9031, loss_cls: 5.4015, loss: 5.4015 +2025-05-03 18:16:15,813 - pyskl - INFO - Epoch [6][700/3405] lr: 2.493e-02, eta: 2 days, 15:02:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6100, top5_acc: 0.9000, loss_cls: 5.4333, loss: 5.4333 +2025-05-03 18:17:01,134 - pyskl - INFO - Epoch [6][800/3405] lr: 2.492e-02, eta: 2 days, 15:00:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6400, top5_acc: 0.9113, loss_cls: 5.3310, loss: 5.3310 +2025-05-03 18:17:46,419 - pyskl - INFO - Epoch [6][900/3405] lr: 2.492e-02, eta: 2 days, 14:59:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6050, top5_acc: 0.9044, loss_cls: 5.4478, loss: 5.4478 +2025-05-03 18:18:31,682 - pyskl - INFO - Epoch [6][1000/3405] lr: 2.492e-02, eta: 2 days, 14:58:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6275, top5_acc: 0.9094, loss_cls: 5.2720, loss: 5.2720 +2025-05-03 18:19:16,979 - pyskl - INFO - Epoch [6][1100/3405] lr: 2.492e-02, eta: 2 days, 14:57:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6175, top5_acc: 0.8975, loss_cls: 5.3901, loss: 5.3901 +2025-05-03 18:20:02,193 - pyskl - INFO - Epoch [6][1200/3405] lr: 2.492e-02, eta: 2 days, 14:56:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6156, top5_acc: 0.8988, loss_cls: 5.4639, loss: 5.4639 +2025-05-03 18:20:47,380 - pyskl - INFO - Epoch [6][1300/3405] lr: 2.492e-02, eta: 2 days, 14:55:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6056, top5_acc: 0.8988, loss_cls: 5.4480, loss: 5.4480 +2025-05-03 18:21:32,762 - pyskl - INFO - Epoch [6][1400/3405] lr: 2.492e-02, eta: 2 days, 14:54:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6119, top5_acc: 0.9087, loss_cls: 5.3420, loss: 5.3420 +2025-05-03 18:22:18,090 - pyskl - INFO - Epoch [6][1500/3405] lr: 2.492e-02, eta: 2 days, 14:53:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6075, top5_acc: 0.9000, loss_cls: 5.4812, loss: 5.4812 +2025-05-03 18:23:03,304 - pyskl - INFO - Epoch [6][1600/3405] lr: 2.492e-02, eta: 2 days, 14:52:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6225, top5_acc: 0.8956, loss_cls: 5.3950, loss: 5.3950 +2025-05-03 18:23:48,816 - pyskl - INFO - Epoch [6][1700/3405] lr: 2.492e-02, eta: 2 days, 14:51:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6200, top5_acc: 0.8925, loss_cls: 5.2866, loss: 5.2866 +2025-05-03 18:24:34,089 - pyskl - INFO - Epoch [6][1800/3405] lr: 2.492e-02, eta: 2 days, 14:50:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6119, top5_acc: 0.9100, loss_cls: 5.3068, loss: 5.3068 +2025-05-03 18:25:19,389 - pyskl - INFO - Epoch [6][1900/3405] lr: 2.492e-02, eta: 2 days, 14:49:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5981, top5_acc: 0.8925, loss_cls: 5.4615, loss: 5.4615 +2025-05-03 18:26:04,692 - pyskl - INFO - Epoch [6][2000/3405] lr: 2.491e-02, eta: 2 days, 14:48:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6250, top5_acc: 0.9056, loss_cls: 5.1941, loss: 5.1941 +2025-05-03 18:26:49,958 - pyskl - INFO - Epoch [6][2100/3405] lr: 2.491e-02, eta: 2 days, 14:46:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6119, top5_acc: 0.8956, loss_cls: 5.4071, loss: 5.4071 +2025-05-03 18:27:35,209 - pyskl - INFO - Epoch [6][2200/3405] lr: 2.491e-02, eta: 2 days, 14:45:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6412, top5_acc: 0.8912, loss_cls: 5.3154, loss: 5.3154 +2025-05-03 18:28:20,498 - pyskl - INFO - Epoch [6][2300/3405] lr: 2.491e-02, eta: 2 days, 14:44:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6356, top5_acc: 0.9100, loss_cls: 5.1843, loss: 5.1843 +2025-05-03 18:29:05,743 - pyskl - INFO - Epoch [6][2400/3405] lr: 2.491e-02, eta: 2 days, 14:43:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.5975, top5_acc: 0.9031, loss_cls: 5.3774, loss: 5.3774 +2025-05-03 18:29:51,039 - pyskl - INFO - Epoch [6][2500/3405] lr: 2.491e-02, eta: 2 days, 14:42:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6144, top5_acc: 0.8938, loss_cls: 5.3131, loss: 5.3131 +2025-05-03 18:30:36,332 - pyskl - INFO - Epoch [6][2600/3405] lr: 2.491e-02, eta: 2 days, 14:41:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6469, top5_acc: 0.9144, loss_cls: 5.1832, loss: 5.1832 +2025-05-03 18:31:21,594 - pyskl - INFO - Epoch [6][2700/3405] lr: 2.491e-02, eta: 2 days, 14:40:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6075, top5_acc: 0.9044, loss_cls: 5.3467, loss: 5.3467 +2025-05-03 18:32:06,872 - pyskl - INFO - Epoch [6][2800/3405] lr: 2.491e-02, eta: 2 days, 14:39:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6456, top5_acc: 0.9200, loss_cls: 5.1184, loss: 5.1184 +2025-05-03 18:32:52,173 - pyskl - INFO - Epoch [6][2900/3405] lr: 2.491e-02, eta: 2 days, 14:38:32, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6462, top5_acc: 0.9025, loss_cls: 5.2095, loss: 5.2095 +2025-05-03 18:33:37,477 - pyskl - INFO - Epoch [6][3000/3405] lr: 2.491e-02, eta: 2 days, 14:37:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6194, top5_acc: 0.9081, loss_cls: 5.3220, loss: 5.3220 +2025-05-03 18:34:22,806 - pyskl - INFO - Epoch [6][3100/3405] lr: 2.490e-02, eta: 2 days, 14:36:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6281, top5_acc: 0.9012, loss_cls: 5.2572, loss: 5.2572 +2025-05-03 18:35:08,117 - pyskl - INFO - Epoch [6][3200/3405] lr: 2.490e-02, eta: 2 days, 14:35:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6231, top5_acc: 0.9012, loss_cls: 5.1929, loss: 5.1929 +2025-05-03 18:35:53,495 - pyskl - INFO - Epoch [6][3300/3405] lr: 2.490e-02, eta: 2 days, 14:34:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6475, top5_acc: 0.9031, loss_cls: 5.2130, loss: 5.2130 +2025-05-03 18:36:38,830 - pyskl - INFO - Epoch [6][3400/3405] lr: 2.490e-02, eta: 2 days, 14:33:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6512, top5_acc: 0.9094, loss_cls: 5.2218, loss: 5.2218 +2025-05-03 18:36:41,563 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-05-03 18:40:51,250 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 18:40:51,815 - pyskl - INFO - +top1_acc 0.6305 +top5_acc 0.9058 +2025-05-03 18:40:51,886 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_5.pth was removed +2025-05-03 18:40:53,249 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-05-03 18:40:53,251 - pyskl - INFO - Best top1_acc is 0.6305 at 6 epoch. +2025-05-03 18:40:53,274 - pyskl - INFO - Epoch(val) [6][3718] top1_acc: 0.6305, top5_acc: 0.9058 +2025-05-03 18:42:02,172 - pyskl - INFO - Epoch [7][100/3405] lr: 2.490e-02, eta: 2 days, 14:40:53, time: 0.689, data_time: 0.239, memory: 13268, top1_acc: 0.6506, top5_acc: 0.9087, loss_cls: 5.1592, loss: 5.1592 +2025-05-03 18:42:47,546 - pyskl - INFO - Epoch [7][200/3405] lr: 2.490e-02, eta: 2 days, 14:39:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6425, top5_acc: 0.9200, loss_cls: 5.1120, loss: 5.1120 +2025-05-03 18:43:32,991 - pyskl - INFO - Epoch [7][300/3405] lr: 2.490e-02, eta: 2 days, 14:38:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6575, top5_acc: 0.9300, loss_cls: 5.0075, loss: 5.0075 +2025-05-03 18:44:18,420 - pyskl - INFO - Epoch [7][400/3405] lr: 2.490e-02, eta: 2 days, 14:37:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6462, top5_acc: 0.9081, loss_cls: 5.2084, loss: 5.2084 +2025-05-03 18:45:03,547 - pyskl - INFO - Epoch [7][500/3405] lr: 2.490e-02, eta: 2 days, 14:36:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6169, top5_acc: 0.9150, loss_cls: 5.2537, loss: 5.2537 +2025-05-03 18:45:48,783 - pyskl - INFO - Epoch [7][600/3405] lr: 2.490e-02, eta: 2 days, 14:35:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.9281, loss_cls: 5.0780, loss: 5.0780 +2025-05-03 18:46:33,940 - pyskl - INFO - Epoch [7][700/3405] lr: 2.489e-02, eta: 2 days, 14:34:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6594, top5_acc: 0.9263, loss_cls: 5.1538, loss: 5.1538 +2025-05-03 18:47:19,054 - pyskl - INFO - Epoch [7][800/3405] lr: 2.489e-02, eta: 2 days, 14:33:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6637, top5_acc: 0.9194, loss_cls: 5.1050, loss: 5.1050 +2025-05-03 18:48:04,193 - pyskl - INFO - Epoch [7][900/3405] lr: 2.489e-02, eta: 2 days, 14:32:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6419, top5_acc: 0.9163, loss_cls: 5.0741, loss: 5.0741 +2025-05-03 18:48:49,373 - pyskl - INFO - Epoch [7][1000/3405] lr: 2.489e-02, eta: 2 days, 14:31:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6637, top5_acc: 0.9194, loss_cls: 5.1378, loss: 5.1378 +2025-05-03 18:49:34,675 - pyskl - INFO - Epoch [7][1100/3405] lr: 2.489e-02, eta: 2 days, 14:30:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6431, top5_acc: 0.9050, loss_cls: 5.1477, loss: 5.1477 +2025-05-03 18:50:19,885 - pyskl - INFO - Epoch [7][1200/3405] lr: 2.489e-02, eta: 2 days, 14:29:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6450, top5_acc: 0.9225, loss_cls: 5.0793, loss: 5.0793 +2025-05-03 18:51:05,137 - pyskl - INFO - Epoch [7][1300/3405] lr: 2.489e-02, eta: 2 days, 14:28:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6306, top5_acc: 0.9206, loss_cls: 5.1142, loss: 5.1142 +2025-05-03 18:51:50,349 - pyskl - INFO - Epoch [7][1400/3405] lr: 2.489e-02, eta: 2 days, 14:27:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6469, top5_acc: 0.9169, loss_cls: 5.1843, loss: 5.1843 +2025-05-03 18:52:35,519 - pyskl - INFO - Epoch [7][1500/3405] lr: 2.489e-02, eta: 2 days, 14:26:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6419, top5_acc: 0.9050, loss_cls: 5.0732, loss: 5.0732 +2025-05-03 18:53:20,761 - pyskl - INFO - Epoch [7][1600/3405] lr: 2.489e-02, eta: 2 days, 14:24:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6375, top5_acc: 0.9081, loss_cls: 5.2215, loss: 5.2215 +2025-05-03 18:54:05,833 - pyskl - INFO - Epoch [7][1700/3405] lr: 2.488e-02, eta: 2 days, 14:23:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6531, top5_acc: 0.9175, loss_cls: 5.1362, loss: 5.1362 +2025-05-03 18:54:50,760 - pyskl - INFO - Epoch [7][1800/3405] lr: 2.488e-02, eta: 2 days, 14:22:44, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6450, top5_acc: 0.9156, loss_cls: 5.0882, loss: 5.0882 +2025-05-03 18:55:35,918 - pyskl - INFO - Epoch [7][1900/3405] lr: 2.488e-02, eta: 2 days, 14:21:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6544, top5_acc: 0.9106, loss_cls: 5.0809, loss: 5.0809 +2025-05-03 18:56:21,210 - pyskl - INFO - Epoch [7][2000/3405] lr: 2.488e-02, eta: 2 days, 14:20:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.9200, loss_cls: 5.0283, loss: 5.0283 +2025-05-03 18:57:06,419 - pyskl - INFO - Epoch [7][2100/3405] lr: 2.488e-02, eta: 2 days, 14:19:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6512, top5_acc: 0.9300, loss_cls: 4.8937, loss: 4.8937 +2025-05-03 18:57:51,574 - pyskl - INFO - Epoch [7][2200/3405] lr: 2.488e-02, eta: 2 days, 14:18:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6462, top5_acc: 0.9137, loss_cls: 5.1670, loss: 5.1670 +2025-05-03 18:58:36,955 - pyskl - INFO - Epoch [7][2300/3405] lr: 2.488e-02, eta: 2 days, 14:17:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6356, top5_acc: 0.9163, loss_cls: 5.2622, loss: 5.2622 +2025-05-03 18:59:22,431 - pyskl - INFO - Epoch [7][2400/3405] lr: 2.488e-02, eta: 2 days, 14:16:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.9119, loss_cls: 5.0610, loss: 5.0610 +2025-05-03 19:00:07,729 - pyskl - INFO - Epoch [7][2500/3405] lr: 2.488e-02, eta: 2 days, 14:15:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9287, loss_cls: 5.0501, loss: 5.0501 +2025-05-03 19:00:53,014 - pyskl - INFO - Epoch [7][2600/3405] lr: 2.487e-02, eta: 2 days, 14:14:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6656, top5_acc: 0.9269, loss_cls: 4.9521, loss: 4.9521 +2025-05-03 19:01:38,491 - pyskl - INFO - Epoch [7][2700/3405] lr: 2.487e-02, eta: 2 days, 14:13:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6406, top5_acc: 0.9287, loss_cls: 5.0789, loss: 5.0789 +2025-05-03 19:02:23,932 - pyskl - INFO - Epoch [7][2800/3405] lr: 2.487e-02, eta: 2 days, 14:12:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6544, top5_acc: 0.9075, loss_cls: 5.1132, loss: 5.1132 +2025-05-03 19:03:09,203 - pyskl - INFO - Epoch [7][2900/3405] lr: 2.487e-02, eta: 2 days, 14:11:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6531, top5_acc: 0.9094, loss_cls: 5.0551, loss: 5.0551 +2025-05-03 19:03:54,470 - pyskl - INFO - Epoch [7][3000/3405] lr: 2.487e-02, eta: 2 days, 14:10:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6687, top5_acc: 0.9206, loss_cls: 4.9737, loss: 4.9737 +2025-05-03 19:04:39,791 - pyskl - INFO - Epoch [7][3100/3405] lr: 2.487e-02, eta: 2 days, 14:09:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9319, loss_cls: 5.0788, loss: 5.0788 +2025-05-03 19:05:25,074 - pyskl - INFO - Epoch [7][3200/3405] lr: 2.487e-02, eta: 2 days, 14:08:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6500, top5_acc: 0.9050, loss_cls: 5.1330, loss: 5.1330 +2025-05-03 19:06:10,354 - pyskl - INFO - Epoch [7][3300/3405] lr: 2.487e-02, eta: 2 days, 14:07:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9219, loss_cls: 4.9132, loss: 4.9132 +2025-05-03 19:06:55,684 - pyskl - INFO - Epoch [7][3400/3405] lr: 2.487e-02, eta: 2 days, 14:06:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9213, loss_cls: 4.8934, loss: 4.8934 +2025-05-03 19:06:58,354 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-05-03 19:11:07,975 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 19:11:08,538 - pyskl - INFO - +top1_acc 0.6243 +top5_acc 0.8922 +2025-05-03 19:11:08,564 - pyskl - INFO - Epoch(val) [7][3718] top1_acc: 0.6243, top5_acc: 0.8922 +2025-05-03 19:12:17,358 - pyskl - INFO - Epoch [8][100/3405] lr: 2.486e-02, eta: 2 days, 14:13:03, time: 0.688, data_time: 0.236, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9313, loss_cls: 4.9091, loss: 4.9091 +2025-05-03 19:13:02,416 - pyskl - INFO - Epoch [8][200/3405] lr: 2.486e-02, eta: 2 days, 14:11:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9275, loss_cls: 4.9736, loss: 4.9736 +2025-05-03 19:13:47,531 - pyskl - INFO - Epoch [8][300/3405] lr: 2.486e-02, eta: 2 days, 14:10:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6613, top5_acc: 0.9375, loss_cls: 4.9847, loss: 4.9847 +2025-05-03 19:14:32,730 - pyskl - INFO - Epoch [8][400/3405] lr: 2.486e-02, eta: 2 days, 14:09:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9219, loss_cls: 4.9338, loss: 4.9338 +2025-05-03 19:15:17,979 - pyskl - INFO - Epoch [8][500/3405] lr: 2.486e-02, eta: 2 days, 14:08:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9269, loss_cls: 4.9292, loss: 4.9292 +2025-05-03 19:16:03,313 - pyskl - INFO - Epoch [8][600/3405] lr: 2.486e-02, eta: 2 days, 14:07:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9294, loss_cls: 4.8015, loss: 4.8015 +2025-05-03 19:16:48,582 - pyskl - INFO - Epoch [8][700/3405] lr: 2.486e-02, eta: 2 days, 14:06:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9337, loss_cls: 4.8460, loss: 4.8460 +2025-05-03 19:17:33,891 - pyskl - INFO - Epoch [8][800/3405] lr: 2.486e-02, eta: 2 days, 14:05:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9350, loss_cls: 4.7472, loss: 4.7472 +2025-05-03 19:18:19,155 - pyskl - INFO - Epoch [8][900/3405] lr: 2.486e-02, eta: 2 days, 14:04:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6631, top5_acc: 0.9237, loss_cls: 4.9934, loss: 4.9934 +2025-05-03 19:19:04,283 - pyskl - INFO - Epoch [8][1000/3405] lr: 2.485e-02, eta: 2 days, 14:03:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9325, loss_cls: 4.8236, loss: 4.8236 +2025-05-03 19:19:49,422 - pyskl - INFO - Epoch [8][1100/3405] lr: 2.485e-02, eta: 2 days, 14:02:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9369, loss_cls: 4.9317, loss: 4.9317 +2025-05-03 19:20:34,505 - pyskl - INFO - Epoch [8][1200/3405] lr: 2.485e-02, eta: 2 days, 14:01:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6637, top5_acc: 0.9237, loss_cls: 4.9177, loss: 4.9177 +2025-05-03 19:21:19,574 - pyskl - INFO - Epoch [8][1300/3405] lr: 2.485e-02, eta: 2 days, 14:00:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6581, top5_acc: 0.9206, loss_cls: 4.9649, loss: 4.9649 +2025-05-03 19:22:04,657 - pyskl - INFO - Epoch [8][1400/3405] lr: 2.485e-02, eta: 2 days, 13:59:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9237, loss_cls: 4.9483, loss: 4.9483 +2025-05-03 19:22:49,687 - pyskl - INFO - Epoch [8][1500/3405] lr: 2.485e-02, eta: 2 days, 13:58:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9187, loss_cls: 4.8726, loss: 4.8726 +2025-05-03 19:23:34,727 - pyskl - INFO - Epoch [8][1600/3405] lr: 2.485e-02, eta: 2 days, 13:57:28, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9294, loss_cls: 4.7947, loss: 4.7947 +2025-05-03 19:24:19,815 - pyskl - INFO - Epoch [8][1700/3405] lr: 2.485e-02, eta: 2 days, 13:56:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9313, loss_cls: 4.8417, loss: 4.8417 +2025-05-03 19:25:04,920 - pyskl - INFO - Epoch [8][1800/3405] lr: 2.484e-02, eta: 2 days, 13:55:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6481, top5_acc: 0.9213, loss_cls: 4.9735, loss: 4.9735 +2025-05-03 19:25:50,064 - pyskl - INFO - Epoch [8][1900/3405] lr: 2.484e-02, eta: 2 days, 13:54:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9281, loss_cls: 4.8995, loss: 4.8995 +2025-05-03 19:26:35,187 - pyskl - INFO - Epoch [8][2000/3405] lr: 2.484e-02, eta: 2 days, 13:53:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9213, loss_cls: 4.9461, loss: 4.9461 +2025-05-03 19:27:20,216 - pyskl - INFO - Epoch [8][2100/3405] lr: 2.484e-02, eta: 2 days, 13:52:18, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9181, loss_cls: 4.7595, loss: 4.7595 +2025-05-03 19:28:05,325 - pyskl - INFO - Epoch [8][2200/3405] lr: 2.484e-02, eta: 2 days, 13:51:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9306, loss_cls: 4.8656, loss: 4.8656 +2025-05-03 19:28:50,348 - pyskl - INFO - Epoch [8][2300/3405] lr: 2.484e-02, eta: 2 days, 13:50:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9369, loss_cls: 4.8165, loss: 4.8165 +2025-05-03 19:29:35,363 - pyskl - INFO - Epoch [8][2400/3405] lr: 2.484e-02, eta: 2 days, 13:49:11, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9319, loss_cls: 4.8125, loss: 4.8125 +2025-05-03 19:30:20,332 - pyskl - INFO - Epoch [8][2500/3405] lr: 2.484e-02, eta: 2 days, 13:48:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6681, top5_acc: 0.9206, loss_cls: 4.9814, loss: 4.9814 +2025-05-03 19:31:05,351 - pyskl - INFO - Epoch [8][2600/3405] lr: 2.484e-02, eta: 2 days, 13:47:04, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9256, loss_cls: 4.7391, loss: 4.7391 +2025-05-03 19:31:50,358 - pyskl - INFO - Epoch [8][2700/3405] lr: 2.483e-02, eta: 2 days, 13:46:02, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9263, loss_cls: 4.7772, loss: 4.7772 +2025-05-03 19:32:35,295 - pyskl - INFO - Epoch [8][2800/3405] lr: 2.483e-02, eta: 2 days, 13:44:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9225, loss_cls: 5.0232, loss: 5.0232 +2025-05-03 19:33:20,349 - pyskl - INFO - Epoch [8][2900/3405] lr: 2.483e-02, eta: 2 days, 13:43:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9169, loss_cls: 4.8361, loss: 4.8361 +2025-05-03 19:34:05,430 - pyskl - INFO - Epoch [8][3000/3405] lr: 2.483e-02, eta: 2 days, 13:42:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9237, loss_cls: 4.8231, loss: 4.8231 +2025-05-03 19:34:50,508 - pyskl - INFO - Epoch [8][3100/3405] lr: 2.483e-02, eta: 2 days, 13:41:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6731, top5_acc: 0.9200, loss_cls: 4.8928, loss: 4.8928 +2025-05-03 19:35:35,633 - pyskl - INFO - Epoch [8][3200/3405] lr: 2.483e-02, eta: 2 days, 13:40:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9231, loss_cls: 4.8628, loss: 4.8628 +2025-05-03 19:36:20,867 - pyskl - INFO - Epoch [8][3300/3405] lr: 2.483e-02, eta: 2 days, 13:39:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9263, loss_cls: 4.7508, loss: 4.7508 +2025-05-03 19:37:05,940 - pyskl - INFO - Epoch [8][3400/3405] lr: 2.483e-02, eta: 2 days, 13:38:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9313, loss_cls: 4.8052, loss: 4.8052 +2025-05-03 19:37:08,636 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-05-03 19:41:17,329 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 19:41:17,887 - pyskl - INFO - +top1_acc 0.6200 +top5_acc 0.8899 +2025-05-03 19:41:17,913 - pyskl - INFO - Epoch(val) [8][3718] top1_acc: 0.6200, top5_acc: 0.8899 +2025-05-03 19:42:26,568 - pyskl - INFO - Epoch [9][100/3405] lr: 2.482e-02, eta: 2 days, 13:44:09, time: 0.686, data_time: 0.235, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9419, loss_cls: 4.7704, loss: 4.7704 +2025-05-03 19:43:11,779 - pyskl - INFO - Epoch [9][200/3405] lr: 2.482e-02, eta: 2 days, 13:43:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9394, loss_cls: 4.6681, loss: 4.6681 +2025-05-03 19:43:57,024 - pyskl - INFO - Epoch [9][300/3405] lr: 2.482e-02, eta: 2 days, 13:42:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9419, loss_cls: 4.8768, loss: 4.8768 +2025-05-03 19:44:42,343 - pyskl - INFO - Epoch [9][400/3405] lr: 2.482e-02, eta: 2 days, 13:41:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9306, loss_cls: 4.6944, loss: 4.6944 +2025-05-03 19:45:27,683 - pyskl - INFO - Epoch [9][500/3405] lr: 2.482e-02, eta: 2 days, 13:40:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9275, loss_cls: 4.7413, loss: 4.7413 +2025-05-03 19:46:12,973 - pyskl - INFO - Epoch [9][600/3405] lr: 2.482e-02, eta: 2 days, 13:39:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9400, loss_cls: 4.6270, loss: 4.6270 +2025-05-03 19:46:58,213 - pyskl - INFO - Epoch [9][700/3405] lr: 2.482e-02, eta: 2 days, 13:38:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9306, loss_cls: 4.6988, loss: 4.6988 +2025-05-03 19:47:43,542 - pyskl - INFO - Epoch [9][800/3405] lr: 2.481e-02, eta: 2 days, 13:37:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9363, loss_cls: 4.7437, loss: 4.7437 +2025-05-03 19:48:28,940 - pyskl - INFO - Epoch [9][900/3405] lr: 2.481e-02, eta: 2 days, 13:36:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9313, loss_cls: 4.7567, loss: 4.7567 +2025-05-03 19:49:14,200 - pyskl - INFO - Epoch [9][1000/3405] lr: 2.481e-02, eta: 2 days, 13:35:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9225, loss_cls: 4.8287, loss: 4.8287 +2025-05-03 19:49:59,538 - pyskl - INFO - Epoch [9][1100/3405] lr: 2.481e-02, eta: 2 days, 13:34:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9344, loss_cls: 4.7510, loss: 4.7510 +2025-05-03 19:50:44,835 - pyskl - INFO - Epoch [9][1200/3405] lr: 2.481e-02, eta: 2 days, 13:33:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9331, loss_cls: 4.8516, loss: 4.8516 +2025-05-03 19:51:30,202 - pyskl - INFO - Epoch [9][1300/3405] lr: 2.481e-02, eta: 2 days, 13:32:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9369, loss_cls: 4.7541, loss: 4.7541 +2025-05-03 19:52:15,603 - pyskl - INFO - Epoch [9][1400/3405] lr: 2.481e-02, eta: 2 days, 13:31:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9300, loss_cls: 4.8566, loss: 4.8566 +2025-05-03 19:53:00,930 - pyskl - INFO - Epoch [9][1500/3405] lr: 2.481e-02, eta: 2 days, 13:30:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9313, loss_cls: 4.7045, loss: 4.7045 +2025-05-03 19:53:46,295 - pyskl - INFO - Epoch [9][1600/3405] lr: 2.480e-02, eta: 2 days, 13:29:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9300, loss_cls: 4.7371, loss: 4.7371 +2025-05-03 19:54:31,587 - pyskl - INFO - Epoch [9][1700/3405] lr: 2.480e-02, eta: 2 days, 13:28:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9250, loss_cls: 4.8119, loss: 4.8119 +2025-05-03 19:55:16,820 - pyskl - INFO - Epoch [9][1800/3405] lr: 2.480e-02, eta: 2 days, 13:28:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9406, loss_cls: 4.6809, loss: 4.6809 +2025-05-03 19:56:02,043 - pyskl - INFO - Epoch [9][1900/3405] lr: 2.480e-02, eta: 2 days, 13:27:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9281, loss_cls: 4.7951, loss: 4.7951 +2025-05-03 19:56:47,217 - pyskl - INFO - Epoch [9][2000/3405] lr: 2.480e-02, eta: 2 days, 13:26:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9413, loss_cls: 4.6724, loss: 4.6724 +2025-05-03 19:57:32,373 - pyskl - INFO - Epoch [9][2100/3405] lr: 2.480e-02, eta: 2 days, 13:25:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9319, loss_cls: 4.6656, loss: 4.6656 +2025-05-03 19:58:17,436 - pyskl - INFO - Epoch [9][2200/3405] lr: 2.480e-02, eta: 2 days, 13:24:05, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9356, loss_cls: 4.6607, loss: 4.6607 +2025-05-03 19:59:02,571 - pyskl - INFO - Epoch [9][2300/3405] lr: 2.479e-02, eta: 2 days, 13:23:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9363, loss_cls: 4.6567, loss: 4.6567 +2025-05-03 19:59:47,752 - pyskl - INFO - Epoch [9][2400/3405] lr: 2.479e-02, eta: 2 days, 13:22:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9331, loss_cls: 4.7628, loss: 4.7628 +2025-05-03 20:00:32,822 - pyskl - INFO - Epoch [9][2500/3405] lr: 2.479e-02, eta: 2 days, 13:21:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9331, loss_cls: 4.8160, loss: 4.8160 +2025-05-03 20:01:17,965 - pyskl - INFO - Epoch [9][2600/3405] lr: 2.479e-02, eta: 2 days, 13:20:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9325, loss_cls: 4.6772, loss: 4.6772 +2025-05-03 20:02:03,057 - pyskl - INFO - Epoch [9][2700/3405] lr: 2.479e-02, eta: 2 days, 13:19:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9256, loss_cls: 4.9341, loss: 4.9341 +2025-05-03 20:02:48,138 - pyskl - INFO - Epoch [9][2800/3405] lr: 2.479e-02, eta: 2 days, 13:18:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9337, loss_cls: 4.7166, loss: 4.7166 +2025-05-03 20:03:33,302 - pyskl - INFO - Epoch [9][2900/3405] lr: 2.479e-02, eta: 2 days, 13:17:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9325, loss_cls: 4.8102, loss: 4.8102 +2025-05-03 20:04:18,459 - pyskl - INFO - Epoch [9][3000/3405] lr: 2.478e-02, eta: 2 days, 13:16:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9231, loss_cls: 4.8190, loss: 4.8190 +2025-05-03 20:05:03,686 - pyskl - INFO - Epoch [9][3100/3405] lr: 2.478e-02, eta: 2 days, 13:15:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9387, loss_cls: 4.6463, loss: 4.6463 +2025-05-03 20:05:49,294 - pyskl - INFO - Epoch [9][3200/3405] lr: 2.478e-02, eta: 2 days, 13:14:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9387, loss_cls: 4.7733, loss: 4.7733 +2025-05-03 20:06:34,571 - pyskl - INFO - Epoch [9][3300/3405] lr: 2.478e-02, eta: 2 days, 13:13:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9306, loss_cls: 4.6418, loss: 4.6418 +2025-05-03 20:07:19,934 - pyskl - INFO - Epoch [9][3400/3405] lr: 2.478e-02, eta: 2 days, 13:12:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9281, loss_cls: 4.8034, loss: 4.8034 +2025-05-03 20:07:22,658 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-05-03 20:11:35,282 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 20:11:35,983 - pyskl - INFO - +top1_acc 0.6828 +top5_acc 0.9161 +2025-05-03 20:11:36,041 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_6.pth was removed +2025-05-03 20:11:37,192 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-05-03 20:11:37,194 - pyskl - INFO - Best top1_acc is 0.6828 at 9 epoch. +2025-05-03 20:11:37,220 - pyskl - INFO - Epoch(val) [9][3718] top1_acc: 0.6828, top5_acc: 0.9161 +2025-05-03 20:12:45,859 - pyskl - INFO - Epoch [10][100/3405] lr: 2.478e-02, eta: 2 days, 13:17:10, time: 0.686, data_time: 0.235, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9356, loss_cls: 4.5801, loss: 4.5801 +2025-05-03 20:13:31,155 - pyskl - INFO - Epoch [10][200/3405] lr: 2.478e-02, eta: 2 days, 13:16:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9437, loss_cls: 4.5756, loss: 4.5756 +2025-05-03 20:14:16,606 - pyskl - INFO - Epoch [10][300/3405] lr: 2.477e-02, eta: 2 days, 13:15:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9450, loss_cls: 4.4935, loss: 4.4935 +2025-05-03 20:15:01,781 - pyskl - INFO - Epoch [10][400/3405] lr: 2.477e-02, eta: 2 days, 13:14:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9387, loss_cls: 4.6215, loss: 4.6215 +2025-05-03 20:15:46,812 - pyskl - INFO - Epoch [10][500/3405] lr: 2.477e-02, eta: 2 days, 13:13:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9400, loss_cls: 4.5557, loss: 4.5557 +2025-05-03 20:16:32,029 - pyskl - INFO - Epoch [10][600/3405] lr: 2.477e-02, eta: 2 days, 13:12:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9444, loss_cls: 4.5858, loss: 4.5858 +2025-05-03 20:17:17,440 - pyskl - INFO - Epoch [10][700/3405] lr: 2.477e-02, eta: 2 days, 13:11:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9356, loss_cls: 4.7459, loss: 4.7459 +2025-05-03 20:18:02,893 - pyskl - INFO - Epoch [10][800/3405] lr: 2.477e-02, eta: 2 days, 13:10:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9337, loss_cls: 4.7231, loss: 4.7231 +2025-05-03 20:18:48,200 - pyskl - INFO - Epoch [10][900/3405] lr: 2.477e-02, eta: 2 days, 13:09:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9400, loss_cls: 4.5116, loss: 4.5116 +2025-05-03 20:19:33,477 - pyskl - INFO - Epoch [10][1000/3405] lr: 2.476e-02, eta: 2 days, 13:08:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9300, loss_cls: 4.7806, loss: 4.7806 +2025-05-03 20:20:18,909 - pyskl - INFO - Epoch [10][1100/3405] lr: 2.476e-02, eta: 2 days, 13:07:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9450, loss_cls: 4.5551, loss: 4.5551 +2025-05-03 20:21:04,314 - pyskl - INFO - Epoch [10][1200/3405] lr: 2.476e-02, eta: 2 days, 13:06:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9475, loss_cls: 4.6462, loss: 4.6462 +2025-05-03 20:21:49,624 - pyskl - INFO - Epoch [10][1300/3405] lr: 2.476e-02, eta: 2 days, 13:06:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9375, loss_cls: 4.6195, loss: 4.6195 +2025-05-03 20:22:34,980 - pyskl - INFO - Epoch [10][1400/3405] lr: 2.476e-02, eta: 2 days, 13:05:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9350, loss_cls: 4.6357, loss: 4.6357 +2025-05-03 20:23:20,335 - pyskl - INFO - Epoch [10][1500/3405] lr: 2.476e-02, eta: 2 days, 13:04:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9319, loss_cls: 4.6612, loss: 4.6612 +2025-05-03 20:24:05,646 - pyskl - INFO - Epoch [10][1600/3405] lr: 2.475e-02, eta: 2 days, 13:03:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9469, loss_cls: 4.6576, loss: 4.6576 +2025-05-03 20:24:50,928 - pyskl - INFO - Epoch [10][1700/3405] lr: 2.475e-02, eta: 2 days, 13:02:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9363, loss_cls: 4.7134, loss: 4.7134 +2025-05-03 20:25:36,129 - pyskl - INFO - Epoch [10][1800/3405] lr: 2.475e-02, eta: 2 days, 13:01:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9375, loss_cls: 4.6915, loss: 4.6915 +2025-05-03 20:26:21,359 - pyskl - INFO - Epoch [10][1900/3405] lr: 2.475e-02, eta: 2 days, 13:00:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9331, loss_cls: 4.7318, loss: 4.7318 +2025-05-03 20:27:06,657 - pyskl - INFO - Epoch [10][2000/3405] lr: 2.475e-02, eta: 2 days, 12:59:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9369, loss_cls: 4.5338, loss: 4.5338 +2025-05-03 20:27:51,882 - pyskl - INFO - Epoch [10][2100/3405] lr: 2.475e-02, eta: 2 days, 12:58:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9369, loss_cls: 4.6676, loss: 4.6676 +2025-05-03 20:28:37,105 - pyskl - INFO - Epoch [10][2200/3405] lr: 2.475e-02, eta: 2 days, 12:57:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9394, loss_cls: 4.7980, loss: 4.7980 +2025-05-03 20:29:22,437 - pyskl - INFO - Epoch [10][2300/3405] lr: 2.474e-02, eta: 2 days, 12:56:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9387, loss_cls: 4.6429, loss: 4.6429 +2025-05-03 20:30:07,754 - pyskl - INFO - Epoch [10][2400/3405] lr: 2.474e-02, eta: 2 days, 12:55:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9475, loss_cls: 4.6291, loss: 4.6291 +2025-05-03 20:30:53,102 - pyskl - INFO - Epoch [10][2500/3405] lr: 2.474e-02, eta: 2 days, 12:54:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9363, loss_cls: 4.6527, loss: 4.6527 +2025-05-03 20:31:38,331 - pyskl - INFO - Epoch [10][2600/3405] lr: 2.474e-02, eta: 2 days, 12:54:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9350, loss_cls: 4.6251, loss: 4.6251 +2025-05-03 20:32:23,522 - pyskl - INFO - Epoch [10][2700/3405] lr: 2.474e-02, eta: 2 days, 12:53:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9369, loss_cls: 4.5488, loss: 4.5488 +2025-05-03 20:33:08,815 - pyskl - INFO - Epoch [10][2800/3405] lr: 2.474e-02, eta: 2 days, 12:52:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9269, loss_cls: 4.6115, loss: 4.6115 +2025-05-03 20:33:54,055 - pyskl - INFO - Epoch [10][2900/3405] lr: 2.473e-02, eta: 2 days, 12:51:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9331, loss_cls: 4.6396, loss: 4.6396 +2025-05-03 20:34:39,308 - pyskl - INFO - Epoch [10][3000/3405] lr: 2.473e-02, eta: 2 days, 12:50:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9369, loss_cls: 4.6191, loss: 4.6191 +2025-05-03 20:35:24,599 - pyskl - INFO - Epoch [10][3100/3405] lr: 2.473e-02, eta: 2 days, 12:49:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9450, loss_cls: 4.4829, loss: 4.4829 +2025-05-03 20:36:09,823 - pyskl - INFO - Epoch [10][3200/3405] lr: 2.473e-02, eta: 2 days, 12:48:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9275, loss_cls: 4.5910, loss: 4.5910 +2025-05-03 20:36:55,100 - pyskl - INFO - Epoch [10][3300/3405] lr: 2.473e-02, eta: 2 days, 12:47:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9387, loss_cls: 4.5652, loss: 4.5652 +2025-05-03 20:37:40,442 - pyskl - INFO - Epoch [10][3400/3405] lr: 2.473e-02, eta: 2 days, 12:46:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9400, loss_cls: 4.4916, loss: 4.4916 +2025-05-03 20:37:43,139 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-05-03 20:41:55,440 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 20:41:56,017 - pyskl - INFO - +top1_acc 0.6911 +top5_acc 0.9275 +2025-05-03 20:41:56,077 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_9.pth was removed +2025-05-03 20:41:57,175 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2025-05-03 20:41:57,176 - pyskl - INFO - Best top1_acc is 0.6911 at 10 epoch. +2025-05-03 20:41:57,199 - pyskl - INFO - Epoch(val) [10][3718] top1_acc: 0.6911, top5_acc: 0.9275 +2025-05-03 20:43:06,121 - pyskl - INFO - Epoch [11][100/3405] lr: 2.473e-02, eta: 2 days, 12:50:42, time: 0.689, data_time: 0.237, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9425, loss_cls: 4.4765, loss: 4.4765 +2025-05-03 20:43:51,387 - pyskl - INFO - Epoch [11][200/3405] lr: 2.472e-02, eta: 2 days, 12:49:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9463, loss_cls: 4.3957, loss: 4.3957 +2025-05-03 20:44:36,700 - pyskl - INFO - Epoch [11][300/3405] lr: 2.472e-02, eta: 2 days, 12:48:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9456, loss_cls: 4.6035, loss: 4.6035 +2025-05-03 20:45:22,109 - pyskl - INFO - Epoch [11][400/3405] lr: 2.472e-02, eta: 2 days, 12:47:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9406, loss_cls: 4.4567, loss: 4.4567 +2025-05-03 20:46:07,455 - pyskl - INFO - Epoch [11][500/3405] lr: 2.472e-02, eta: 2 days, 12:47:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9313, loss_cls: 4.5662, loss: 4.5662 +2025-05-03 20:46:52,871 - pyskl - INFO - Epoch [11][600/3405] lr: 2.472e-02, eta: 2 days, 12:46:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9437, loss_cls: 4.5156, loss: 4.5156 +2025-05-03 20:47:38,461 - pyskl - INFO - Epoch [11][700/3405] lr: 2.472e-02, eta: 2 days, 12:45:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9300, loss_cls: 4.6766, loss: 4.6766 +2025-05-03 20:48:23,803 - pyskl - INFO - Epoch [11][800/3405] lr: 2.471e-02, eta: 2 days, 12:44:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9519, loss_cls: 4.5537, loss: 4.5537 +2025-05-03 20:49:09,203 - pyskl - INFO - Epoch [11][900/3405] lr: 2.471e-02, eta: 2 days, 12:43:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9331, loss_cls: 4.4697, loss: 4.4697 +2025-05-03 20:49:54,664 - pyskl - INFO - Epoch [11][1000/3405] lr: 2.471e-02, eta: 2 days, 12:42:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9400, loss_cls: 4.6505, loss: 4.6505 +2025-05-03 20:50:40,268 - pyskl - INFO - Epoch [11][1100/3405] lr: 2.471e-02, eta: 2 days, 12:41:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9456, loss_cls: 4.5816, loss: 4.5816 +2025-05-03 20:51:25,868 - pyskl - INFO - Epoch [11][1200/3405] lr: 2.471e-02, eta: 2 days, 12:40:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9313, loss_cls: 4.7658, loss: 4.7658 +2025-05-03 20:52:11,260 - pyskl - INFO - Epoch [11][1300/3405] lr: 2.471e-02, eta: 2 days, 12:40:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9319, loss_cls: 4.6988, loss: 4.6988 +2025-05-03 20:52:56,626 - pyskl - INFO - Epoch [11][1400/3405] lr: 2.470e-02, eta: 2 days, 12:39:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9381, loss_cls: 4.5246, loss: 4.5246 +2025-05-03 20:53:41,939 - pyskl - INFO - Epoch [11][1500/3405] lr: 2.470e-02, eta: 2 days, 12:38:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9463, loss_cls: 4.4100, loss: 4.4100 +2025-05-03 20:54:27,440 - pyskl - INFO - Epoch [11][1600/3405] lr: 2.470e-02, eta: 2 days, 12:37:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9500, loss_cls: 4.2861, loss: 4.2861 +2025-05-03 20:55:12,874 - pyskl - INFO - Epoch [11][1700/3405] lr: 2.470e-02, eta: 2 days, 12:36:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9456, loss_cls: 4.5242, loss: 4.5242 +2025-05-03 20:55:58,269 - pyskl - INFO - Epoch [11][1800/3405] lr: 2.470e-02, eta: 2 days, 12:35:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9406, loss_cls: 4.5627, loss: 4.5627 +2025-05-03 20:56:43,611 - pyskl - INFO - Epoch [11][1900/3405] lr: 2.470e-02, eta: 2 days, 12:34:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9437, loss_cls: 4.4317, loss: 4.4317 +2025-05-03 20:57:28,973 - pyskl - INFO - Epoch [11][2000/3405] lr: 2.469e-02, eta: 2 days, 12:33:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9475, loss_cls: 4.4988, loss: 4.4988 +2025-05-03 20:58:14,333 - pyskl - INFO - Epoch [11][2100/3405] lr: 2.469e-02, eta: 2 days, 12:32:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9400, loss_cls: 4.5710, loss: 4.5710 +2025-05-03 20:58:59,700 - pyskl - INFO - Epoch [11][2200/3405] lr: 2.469e-02, eta: 2 days, 12:32:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9394, loss_cls: 4.4956, loss: 4.4956 +2025-05-03 20:59:45,147 - pyskl - INFO - Epoch [11][2300/3405] lr: 2.469e-02, eta: 2 days, 12:31:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9506, loss_cls: 4.5558, loss: 4.5558 +2025-05-03 21:00:30,697 - pyskl - INFO - Epoch [11][2400/3405] lr: 2.469e-02, eta: 2 days, 12:30:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9425, loss_cls: 4.4873, loss: 4.4873 +2025-05-03 21:01:16,094 - pyskl - INFO - Epoch [11][2500/3405] lr: 2.469e-02, eta: 2 days, 12:29:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9425, loss_cls: 4.4722, loss: 4.4722 +2025-05-03 21:02:01,466 - pyskl - INFO - Epoch [11][2600/3405] lr: 2.468e-02, eta: 2 days, 12:28:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9513, loss_cls: 4.5616, loss: 4.5616 +2025-05-03 21:02:46,835 - pyskl - INFO - Epoch [11][2700/3405] lr: 2.468e-02, eta: 2 days, 12:27:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9487, loss_cls: 4.5264, loss: 4.5264 +2025-05-03 21:03:32,201 - pyskl - INFO - Epoch [11][2800/3405] lr: 2.468e-02, eta: 2 days, 12:26:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9369, loss_cls: 4.5604, loss: 4.5604 +2025-05-03 21:04:17,569 - pyskl - INFO - Epoch [11][2900/3405] lr: 2.468e-02, eta: 2 days, 12:25:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9356, loss_cls: 4.5381, loss: 4.5381 +2025-05-03 21:05:02,953 - pyskl - INFO - Epoch [11][3000/3405] lr: 2.468e-02, eta: 2 days, 12:25:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9350, loss_cls: 4.5863, loss: 4.5863 +2025-05-03 21:05:48,306 - pyskl - INFO - Epoch [11][3100/3405] lr: 2.468e-02, eta: 2 days, 12:24:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9375, loss_cls: 4.5929, loss: 4.5929 +2025-05-03 21:06:33,620 - pyskl - INFO - Epoch [11][3200/3405] lr: 2.467e-02, eta: 2 days, 12:23:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9250, loss_cls: 4.6625, loss: 4.6625 +2025-05-03 21:07:18,822 - pyskl - INFO - Epoch [11][3300/3405] lr: 2.467e-02, eta: 2 days, 12:22:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9337, loss_cls: 4.5884, loss: 4.5884 +2025-05-03 21:08:04,099 - pyskl - INFO - Epoch [11][3400/3405] lr: 2.467e-02, eta: 2 days, 12:21:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9431, loss_cls: 4.5485, loss: 4.5485 +2025-05-03 21:08:06,839 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-05-03 21:12:15,431 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 21:12:16,116 - pyskl - INFO - +top1_acc 0.6243 +top5_acc 0.8957 +2025-05-03 21:12:16,142 - pyskl - INFO - Epoch(val) [11][3718] top1_acc: 0.6243, top5_acc: 0.8957 +2025-05-03 21:13:24,746 - pyskl - INFO - Epoch [12][100/3405] lr: 2.467e-02, eta: 2 days, 12:24:58, time: 0.686, data_time: 0.234, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9544, loss_cls: 4.3489, loss: 4.3489 +2025-05-03 21:14:09,897 - pyskl - INFO - Epoch [12][200/3405] lr: 2.467e-02, eta: 2 days, 12:24:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9500, loss_cls: 4.4694, loss: 4.4694 +2025-05-03 21:14:55,082 - pyskl - INFO - Epoch [12][300/3405] lr: 2.466e-02, eta: 2 days, 12:23:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9606, loss_cls: 4.3609, loss: 4.3609 +2025-05-03 21:15:40,268 - pyskl - INFO - Epoch [12][400/3405] lr: 2.466e-02, eta: 2 days, 12:22:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9463, loss_cls: 4.3073, loss: 4.3073 +2025-05-03 21:16:25,500 - pyskl - INFO - Epoch [12][500/3405] lr: 2.466e-02, eta: 2 days, 12:21:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9425, loss_cls: 4.4929, loss: 4.4929 +2025-05-03 21:17:10,762 - pyskl - INFO - Epoch [12][600/3405] lr: 2.466e-02, eta: 2 days, 12:20:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9519, loss_cls: 4.4313, loss: 4.4313 +2025-05-03 21:17:55,870 - pyskl - INFO - Epoch [12][700/3405] lr: 2.466e-02, eta: 2 days, 12:19:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9469, loss_cls: 4.2893, loss: 4.2893 +2025-05-03 21:18:41,344 - pyskl - INFO - Epoch [12][800/3405] lr: 2.466e-02, eta: 2 days, 12:18:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9394, loss_cls: 4.5976, loss: 4.5976 +2025-05-03 21:19:26,550 - pyskl - INFO - Epoch [12][900/3405] lr: 2.465e-02, eta: 2 days, 12:17:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9544, loss_cls: 4.3254, loss: 4.3254 +2025-05-03 21:20:11,885 - pyskl - INFO - Epoch [12][1000/3405] lr: 2.465e-02, eta: 2 days, 12:16:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9463, loss_cls: 4.4262, loss: 4.4262 +2025-05-03 21:20:57,257 - pyskl - INFO - Epoch [12][1100/3405] lr: 2.465e-02, eta: 2 days, 12:15:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9519, loss_cls: 4.4521, loss: 4.4521 +2025-05-03 21:21:42,367 - pyskl - INFO - Epoch [12][1200/3405] lr: 2.465e-02, eta: 2 days, 12:14:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9450, loss_cls: 4.4777, loss: 4.4777 +2025-05-03 21:22:27,849 - pyskl - INFO - Epoch [12][1300/3405] lr: 2.465e-02, eta: 2 days, 12:14:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9387, loss_cls: 4.4946, loss: 4.4946 +2025-05-03 21:23:13,206 - pyskl - INFO - Epoch [12][1400/3405] lr: 2.464e-02, eta: 2 days, 12:13:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9444, loss_cls: 4.3400, loss: 4.3400 +2025-05-03 21:23:58,471 - pyskl - INFO - Epoch [12][1500/3405] lr: 2.464e-02, eta: 2 days, 12:12:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9319, loss_cls: 4.5423, loss: 4.5423 +2025-05-03 21:24:43,711 - pyskl - INFO - Epoch [12][1600/3405] lr: 2.464e-02, eta: 2 days, 12:11:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9387, loss_cls: 4.4778, loss: 4.4778 +2025-05-03 21:25:29,010 - pyskl - INFO - Epoch [12][1700/3405] lr: 2.464e-02, eta: 2 days, 12:10:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9425, loss_cls: 4.4288, loss: 4.4288 +2025-05-03 21:26:14,346 - pyskl - INFO - Epoch [12][1800/3405] lr: 2.464e-02, eta: 2 days, 12:09:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9469, loss_cls: 4.5682, loss: 4.5682 +2025-05-03 21:26:59,923 - pyskl - INFO - Epoch [12][1900/3405] lr: 2.464e-02, eta: 2 days, 12:08:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9400, loss_cls: 4.6164, loss: 4.6164 +2025-05-03 21:27:45,227 - pyskl - INFO - Epoch [12][2000/3405] lr: 2.463e-02, eta: 2 days, 12:07:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9381, loss_cls: 4.4857, loss: 4.4857 +2025-05-03 21:28:30,688 - pyskl - INFO - Epoch [12][2100/3405] lr: 2.463e-02, eta: 2 days, 12:07:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9437, loss_cls: 4.4157, loss: 4.4157 +2025-05-03 21:29:15,984 - pyskl - INFO - Epoch [12][2200/3405] lr: 2.463e-02, eta: 2 days, 12:06:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9369, loss_cls: 4.4074, loss: 4.4074 +2025-05-03 21:30:01,405 - pyskl - INFO - Epoch [12][2300/3405] lr: 2.463e-02, eta: 2 days, 12:05:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9500, loss_cls: 4.3728, loss: 4.3728 +2025-05-03 21:30:46,583 - pyskl - INFO - Epoch [12][2400/3405] lr: 2.463e-02, eta: 2 days, 12:04:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9481, loss_cls: 4.3823, loss: 4.3823 +2025-05-03 21:31:31,915 - pyskl - INFO - Epoch [12][2500/3405] lr: 2.462e-02, eta: 2 days, 12:03:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9463, loss_cls: 4.3984, loss: 4.3984 +2025-05-03 21:32:17,339 - pyskl - INFO - Epoch [12][2600/3405] lr: 2.462e-02, eta: 2 days, 12:02:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9519, loss_cls: 4.4096, loss: 4.4096 +2025-05-03 21:33:02,613 - pyskl - INFO - Epoch [12][2700/3405] lr: 2.462e-02, eta: 2 days, 12:01:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9375, loss_cls: 4.4742, loss: 4.4742 +2025-05-03 21:33:47,971 - pyskl - INFO - Epoch [12][2800/3405] lr: 2.462e-02, eta: 2 days, 12:00:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9444, loss_cls: 4.4109, loss: 4.4109 +2025-05-03 21:34:33,245 - pyskl - INFO - Epoch [12][2900/3405] lr: 2.462e-02, eta: 2 days, 11:59:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9444, loss_cls: 4.4812, loss: 4.4812 +2025-05-03 21:35:18,450 - pyskl - INFO - Epoch [12][3000/3405] lr: 2.462e-02, eta: 2 days, 11:59:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9494, loss_cls: 4.3409, loss: 4.3409 +2025-05-03 21:36:03,669 - pyskl - INFO - Epoch [12][3100/3405] lr: 2.461e-02, eta: 2 days, 11:58:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9525, loss_cls: 4.4572, loss: 4.4572 +2025-05-03 21:36:48,895 - pyskl - INFO - Epoch [12][3200/3405] lr: 2.461e-02, eta: 2 days, 11:57:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9387, loss_cls: 4.5357, loss: 4.5357 +2025-05-03 21:37:34,119 - pyskl - INFO - Epoch [12][3300/3405] lr: 2.461e-02, eta: 2 days, 11:56:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9419, loss_cls: 4.4592, loss: 4.4592 +2025-05-03 21:38:19,372 - pyskl - INFO - Epoch [12][3400/3405] lr: 2.461e-02, eta: 2 days, 11:55:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9513, loss_cls: 4.4162, loss: 4.4162 +2025-05-03 21:38:22,103 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-05-03 21:42:34,806 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 21:42:35,361 - pyskl - INFO - +top1_acc 0.6984 +top5_acc 0.9252 +2025-05-03 21:42:35,417 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_10.pth was removed +2025-05-03 21:42:36,506 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2025-05-03 21:42:36,507 - pyskl - INFO - Best top1_acc is 0.6984 at 12 epoch. +2025-05-03 21:42:36,528 - pyskl - INFO - Epoch(val) [12][3718] top1_acc: 0.6984, top5_acc: 0.9252 +2025-05-03 21:43:45,001 - pyskl - INFO - Epoch [13][100/3405] lr: 2.461e-02, eta: 2 days, 11:58:30, time: 0.685, data_time: 0.232, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9469, loss_cls: 4.3855, loss: 4.3855 +2025-05-03 21:44:30,203 - pyskl - INFO - Epoch [13][200/3405] lr: 2.460e-02, eta: 2 days, 11:57:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9494, loss_cls: 4.3297, loss: 4.3297 +2025-05-03 21:45:15,482 - pyskl - INFO - Epoch [13][300/3405] lr: 2.460e-02, eta: 2 days, 11:56:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9481, loss_cls: 4.3814, loss: 4.3814 +2025-05-03 21:46:00,815 - pyskl - INFO - Epoch [13][400/3405] lr: 2.460e-02, eta: 2 days, 11:55:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9587, loss_cls: 4.2925, loss: 4.2925 +2025-05-03 21:46:46,124 - pyskl - INFO - Epoch [13][500/3405] lr: 2.460e-02, eta: 2 days, 11:54:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9556, loss_cls: 4.3170, loss: 4.3170 +2025-05-03 21:47:31,404 - pyskl - INFO - Epoch [13][600/3405] lr: 2.460e-02, eta: 2 days, 11:54:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9481, loss_cls: 4.4239, loss: 4.4239 +2025-05-03 21:48:16,643 - pyskl - INFO - Epoch [13][700/3405] lr: 2.459e-02, eta: 2 days, 11:53:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9381, loss_cls: 4.4739, loss: 4.4739 +2025-05-03 21:49:01,908 - pyskl - INFO - Epoch [13][800/3405] lr: 2.459e-02, eta: 2 days, 11:52:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9425, loss_cls: 4.4739, loss: 4.4739 +2025-05-03 21:49:47,209 - pyskl - INFO - Epoch [13][900/3405] lr: 2.459e-02, eta: 2 days, 11:51:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9469, loss_cls: 4.2995, loss: 4.2995 +2025-05-03 21:50:32,488 - pyskl - INFO - Epoch [13][1000/3405] lr: 2.459e-02, eta: 2 days, 11:50:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9381, loss_cls: 4.4189, loss: 4.4189 +2025-05-03 21:51:17,851 - pyskl - INFO - Epoch [13][1100/3405] lr: 2.459e-02, eta: 2 days, 11:49:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9406, loss_cls: 4.4788, loss: 4.4788 +2025-05-03 21:52:03,257 - pyskl - INFO - Epoch [13][1200/3405] lr: 2.458e-02, eta: 2 days, 11:48:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9537, loss_cls: 4.4420, loss: 4.4420 +2025-05-03 21:52:48,646 - pyskl - INFO - Epoch [13][1300/3405] lr: 2.458e-02, eta: 2 days, 11:47:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9531, loss_cls: 4.1420, loss: 4.1420 +2025-05-03 21:53:33,930 - pyskl - INFO - Epoch [13][1400/3405] lr: 2.458e-02, eta: 2 days, 11:46:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9481, loss_cls: 4.2563, loss: 4.2563 +2025-05-03 21:54:19,214 - pyskl - INFO - Epoch [13][1500/3405] lr: 2.458e-02, eta: 2 days, 11:46:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9600, loss_cls: 4.2918, loss: 4.2918 +2025-05-03 21:55:04,509 - pyskl - INFO - Epoch [13][1600/3405] lr: 2.458e-02, eta: 2 days, 11:45:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9437, loss_cls: 4.4647, loss: 4.4647 +2025-05-03 21:55:49,886 - pyskl - INFO - Epoch [13][1700/3405] lr: 2.457e-02, eta: 2 days, 11:44:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9469, loss_cls: 4.3489, loss: 4.3489 +2025-05-03 21:56:35,456 - pyskl - INFO - Epoch [13][1800/3405] lr: 2.457e-02, eta: 2 days, 11:43:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9550, loss_cls: 4.2453, loss: 4.2453 +2025-05-03 21:57:20,851 - pyskl - INFO - Epoch [13][1900/3405] lr: 2.457e-02, eta: 2 days, 11:42:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9294, loss_cls: 4.5366, loss: 4.5366 +2025-05-03 21:58:06,222 - pyskl - INFO - Epoch [13][2000/3405] lr: 2.457e-02, eta: 2 days, 11:41:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9487, loss_cls: 4.4139, loss: 4.4139 +2025-05-03 21:58:51,567 - pyskl - INFO - Epoch [13][2100/3405] lr: 2.457e-02, eta: 2 days, 11:40:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9519, loss_cls: 4.3984, loss: 4.3984 +2025-05-03 21:59:37,086 - pyskl - INFO - Epoch [13][2200/3405] lr: 2.456e-02, eta: 2 days, 11:40:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9544, loss_cls: 4.3190, loss: 4.3190 +2025-05-03 22:00:22,398 - pyskl - INFO - Epoch [13][2300/3405] lr: 2.456e-02, eta: 2 days, 11:39:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9444, loss_cls: 4.4656, loss: 4.4656 +2025-05-03 22:01:07,873 - pyskl - INFO - Epoch [13][2400/3405] lr: 2.456e-02, eta: 2 days, 11:38:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9456, loss_cls: 4.3718, loss: 4.3718 +2025-05-03 22:01:53,105 - pyskl - INFO - Epoch [13][2500/3405] lr: 2.456e-02, eta: 2 days, 11:37:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9456, loss_cls: 4.4677, loss: 4.4677 +2025-05-03 22:02:38,311 - pyskl - INFO - Epoch [13][2600/3405] lr: 2.456e-02, eta: 2 days, 11:36:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9419, loss_cls: 4.4432, loss: 4.4432 +2025-05-03 22:03:23,635 - pyskl - INFO - Epoch [13][2700/3405] lr: 2.455e-02, eta: 2 days, 11:35:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9594, loss_cls: 4.3254, loss: 4.3254 +2025-05-03 22:04:08,864 - pyskl - INFO - Epoch [13][2800/3405] lr: 2.455e-02, eta: 2 days, 11:34:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9500, loss_cls: 4.3680, loss: 4.3680 +2025-05-03 22:04:54,088 - pyskl - INFO - Epoch [13][2900/3405] lr: 2.455e-02, eta: 2 days, 11:33:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9556, loss_cls: 4.1564, loss: 4.1564 +2025-05-03 22:05:39,375 - pyskl - INFO - Epoch [13][3000/3405] lr: 2.455e-02, eta: 2 days, 11:33:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9519, loss_cls: 4.3824, loss: 4.3824 +2025-05-03 22:06:24,637 - pyskl - INFO - Epoch [13][3100/3405] lr: 2.455e-02, eta: 2 days, 11:32:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9344, loss_cls: 4.5104, loss: 4.5104 +2025-05-03 22:07:09,918 - pyskl - INFO - Epoch [13][3200/3405] lr: 2.454e-02, eta: 2 days, 11:31:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9381, loss_cls: 4.4305, loss: 4.4305 +2025-05-03 22:07:55,121 - pyskl - INFO - Epoch [13][3300/3405] lr: 2.454e-02, eta: 2 days, 11:30:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9513, loss_cls: 4.2985, loss: 4.2985 +2025-05-03 22:08:40,227 - pyskl - INFO - Epoch [13][3400/3405] lr: 2.454e-02, eta: 2 days, 11:29:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9487, loss_cls: 4.3591, loss: 4.3591 +2025-05-03 22:08:42,961 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-05-03 22:12:51,864 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 22:12:52,422 - pyskl - INFO - +top1_acc 0.7153 +top5_acc 0.9323 +2025-05-03 22:12:52,488 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_12.pth was removed +2025-05-03 22:12:53,588 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. +2025-05-03 22:12:53,590 - pyskl - INFO - Best top1_acc is 0.7153 at 13 epoch. +2025-05-03 22:12:53,612 - pyskl - INFO - Epoch(val) [13][3718] top1_acc: 0.7153, top5_acc: 0.9323 +2025-05-03 22:14:02,659 - pyskl - INFO - Epoch [14][100/3405] lr: 2.454e-02, eta: 2 days, 11:32:18, time: 0.690, data_time: 0.237, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9563, loss_cls: 4.2046, loss: 4.2046 +2025-05-03 22:14:47,963 - pyskl - INFO - Epoch [14][200/3405] lr: 2.454e-02, eta: 2 days, 11:31:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9563, loss_cls: 4.1968, loss: 4.1968 +2025-05-03 22:15:33,328 - pyskl - INFO - Epoch [14][300/3405] lr: 2.453e-02, eta: 2 days, 11:30:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9519, loss_cls: 4.2963, loss: 4.2963 +2025-05-03 22:16:18,658 - pyskl - INFO - Epoch [14][400/3405] lr: 2.453e-02, eta: 2 days, 11:29:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9500, loss_cls: 4.1725, loss: 4.1725 +2025-05-03 22:17:04,097 - pyskl - INFO - Epoch [14][500/3405] lr: 2.453e-02, eta: 2 days, 11:28:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9450, loss_cls: 4.4611, loss: 4.4611 +2025-05-03 22:17:49,307 - pyskl - INFO - Epoch [14][600/3405] lr: 2.453e-02, eta: 2 days, 11:27:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9431, loss_cls: 4.3909, loss: 4.3909 +2025-05-03 22:18:34,472 - pyskl - INFO - Epoch [14][700/3405] lr: 2.452e-02, eta: 2 days, 11:27:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9506, loss_cls: 4.4083, loss: 4.4083 +2025-05-03 22:19:19,734 - pyskl - INFO - Epoch [14][800/3405] lr: 2.452e-02, eta: 2 days, 11:26:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9569, loss_cls: 4.2271, loss: 4.2271 +2025-05-03 22:20:05,011 - pyskl - INFO - Epoch [14][900/3405] lr: 2.452e-02, eta: 2 days, 11:25:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9531, loss_cls: 4.1782, loss: 4.1782 +2025-05-03 22:20:50,418 - pyskl - INFO - Epoch [14][1000/3405] lr: 2.452e-02, eta: 2 days, 11:24:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9550, loss_cls: 4.4076, loss: 4.4076 +2025-05-03 22:21:35,671 - pyskl - INFO - Epoch [14][1100/3405] lr: 2.452e-02, eta: 2 days, 11:23:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9431, loss_cls: 4.3935, loss: 4.3935 +2025-05-03 22:22:20,939 - pyskl - INFO - Epoch [14][1200/3405] lr: 2.451e-02, eta: 2 days, 11:22:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9594, loss_cls: 4.3459, loss: 4.3459 +2025-05-03 22:23:06,311 - pyskl - INFO - Epoch [14][1300/3405] lr: 2.451e-02, eta: 2 days, 11:21:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9425, loss_cls: 4.3563, loss: 4.3563 +2025-05-03 22:23:51,556 - pyskl - INFO - Epoch [14][1400/3405] lr: 2.451e-02, eta: 2 days, 11:20:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9513, loss_cls: 4.2847, loss: 4.2847 +2025-05-03 22:24:36,891 - pyskl - INFO - Epoch [14][1500/3405] lr: 2.451e-02, eta: 2 days, 11:20:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9525, loss_cls: 4.3330, loss: 4.3330 +2025-05-03 22:25:22,225 - pyskl - INFO - Epoch [14][1600/3405] lr: 2.451e-02, eta: 2 days, 11:19:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9444, loss_cls: 4.2609, loss: 4.2609 +2025-05-03 22:26:07,739 - pyskl - INFO - Epoch [14][1700/3405] lr: 2.450e-02, eta: 2 days, 11:18:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9506, loss_cls: 4.2765, loss: 4.2765 +2025-05-03 22:26:52,977 - pyskl - INFO - Epoch [14][1800/3405] lr: 2.450e-02, eta: 2 days, 11:17:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9419, loss_cls: 4.3689, loss: 4.3689 +2025-05-03 22:27:38,719 - pyskl - INFO - Epoch [14][1900/3405] lr: 2.450e-02, eta: 2 days, 11:16:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9594, loss_cls: 4.3109, loss: 4.3109 +2025-05-03 22:28:24,054 - pyskl - INFO - Epoch [14][2000/3405] lr: 2.450e-02, eta: 2 days, 11:15:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9519, loss_cls: 4.2592, loss: 4.2592 +2025-05-03 22:29:09,681 - pyskl - INFO - Epoch [14][2100/3405] lr: 2.450e-02, eta: 2 days, 11:14:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 4.3736, loss: 4.3736 +2025-05-03 22:29:55,121 - pyskl - INFO - Epoch [14][2200/3405] lr: 2.449e-02, eta: 2 days, 11:14:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9494, loss_cls: 4.2731, loss: 4.2731 +2025-05-03 22:30:40,481 - pyskl - INFO - Epoch [14][2300/3405] lr: 2.449e-02, eta: 2 days, 11:13:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9537, loss_cls: 4.3273, loss: 4.3273 +2025-05-03 22:31:25,848 - pyskl - INFO - Epoch [14][2400/3405] lr: 2.449e-02, eta: 2 days, 11:12:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9513, loss_cls: 4.3090, loss: 4.3090 +2025-05-03 22:32:11,145 - pyskl - INFO - Epoch [14][2500/3405] lr: 2.449e-02, eta: 2 days, 11:11:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9481, loss_cls: 4.3120, loss: 4.3120 +2025-05-03 22:32:56,481 - pyskl - INFO - Epoch [14][2600/3405] lr: 2.448e-02, eta: 2 days, 11:10:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9531, loss_cls: 4.4070, loss: 4.4070 +2025-05-03 22:33:41,703 - pyskl - INFO - Epoch [14][2700/3405] lr: 2.448e-02, eta: 2 days, 11:09:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9475, loss_cls: 4.3304, loss: 4.3304 +2025-05-03 22:34:26,911 - pyskl - INFO - Epoch [14][2800/3405] lr: 2.448e-02, eta: 2 days, 11:08:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9425, loss_cls: 4.4289, loss: 4.4289 +2025-05-03 22:35:12,193 - pyskl - INFO - Epoch [14][2900/3405] lr: 2.448e-02, eta: 2 days, 11:08:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9425, loss_cls: 4.2819, loss: 4.2819 +2025-05-03 22:35:57,432 - pyskl - INFO - Epoch [14][3000/3405] lr: 2.448e-02, eta: 2 days, 11:07:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9537, loss_cls: 4.2470, loss: 4.2470 +2025-05-03 22:36:42,746 - pyskl - INFO - Epoch [14][3100/3405] lr: 2.447e-02, eta: 2 days, 11:06:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9537, loss_cls: 4.3830, loss: 4.3830 +2025-05-03 22:37:28,006 - pyskl - INFO - Epoch [14][3200/3405] lr: 2.447e-02, eta: 2 days, 11:05:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9487, loss_cls: 4.3662, loss: 4.3662 +2025-05-03 22:38:13,226 - pyskl - INFO - Epoch [14][3300/3405] lr: 2.447e-02, eta: 2 days, 11:04:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 4.2234, loss: 4.2234 +2025-05-03 22:38:58,490 - pyskl - INFO - Epoch [14][3400/3405] lr: 2.447e-02, eta: 2 days, 11:03:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9487, loss_cls: 4.2302, loss: 4.2302 +2025-05-03 22:39:01,210 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-05-03 22:43:10,059 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 22:43:10,615 - pyskl - INFO - +top1_acc 0.7221 +top5_acc 0.9331 +2025-05-03 22:43:10,688 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_13.pth was removed +2025-05-03 22:43:11,839 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. +2025-05-03 22:43:11,840 - pyskl - INFO - Best top1_acc is 0.7221 at 14 epoch. +2025-05-03 22:43:11,863 - pyskl - INFO - Epoch(val) [14][3718] top1_acc: 0.7221, top5_acc: 0.9331 +2025-05-03 22:44:21,124 - pyskl - INFO - Epoch [15][100/3405] lr: 2.446e-02, eta: 2 days, 11:06:16, time: 0.693, data_time: 0.235, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9494, loss_cls: 4.3356, loss: 4.3356 +2025-05-03 22:45:06,302 - pyskl - INFO - Epoch [15][200/3405] lr: 2.446e-02, eta: 2 days, 11:05:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9525, loss_cls: 4.2696, loss: 4.2696 +2025-05-03 22:45:51,518 - pyskl - INFO - Epoch [15][300/3405] lr: 2.446e-02, eta: 2 days, 11:04:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9563, loss_cls: 4.2509, loss: 4.2509 +2025-05-03 22:46:36,673 - pyskl - INFO - Epoch [15][400/3405] lr: 2.446e-02, eta: 2 days, 11:03:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9494, loss_cls: 4.2794, loss: 4.2794 +2025-05-03 22:47:21,846 - pyskl - INFO - Epoch [15][500/3405] lr: 2.446e-02, eta: 2 days, 11:02:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9550, loss_cls: 4.3068, loss: 4.3068 +2025-05-03 22:48:07,019 - pyskl - INFO - Epoch [15][600/3405] lr: 2.445e-02, eta: 2 days, 11:01:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9406, loss_cls: 4.2929, loss: 4.2929 +2025-05-03 22:48:52,167 - pyskl - INFO - Epoch [15][700/3405] lr: 2.445e-02, eta: 2 days, 11:00:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9450, loss_cls: 4.3540, loss: 4.3540 +2025-05-03 22:49:37,365 - pyskl - INFO - Epoch [15][800/3405] lr: 2.445e-02, eta: 2 days, 11:00:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9544, loss_cls: 4.1925, loss: 4.1925 +2025-05-03 22:50:22,620 - pyskl - INFO - Epoch [15][900/3405] lr: 2.445e-02, eta: 2 days, 10:59:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9525, loss_cls: 4.1416, loss: 4.1416 +2025-05-03 22:51:07,803 - pyskl - INFO - Epoch [15][1000/3405] lr: 2.444e-02, eta: 2 days, 10:58:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9563, loss_cls: 4.1096, loss: 4.1096 +2025-05-03 22:51:53,027 - pyskl - INFO - Epoch [15][1100/3405] lr: 2.444e-02, eta: 2 days, 10:57:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9456, loss_cls: 4.3212, loss: 4.3212 +2025-05-03 22:52:38,187 - pyskl - INFO - Epoch [15][1200/3405] lr: 2.444e-02, eta: 2 days, 10:56:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9544, loss_cls: 4.2969, loss: 4.2969 +2025-05-03 22:53:23,458 - pyskl - INFO - Epoch [15][1300/3405] lr: 2.444e-02, eta: 2 days, 10:55:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9513, loss_cls: 4.3558, loss: 4.3558 +2025-05-03 22:54:08,730 - pyskl - INFO - Epoch [15][1400/3405] lr: 2.443e-02, eta: 2 days, 10:54:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 4.1635, loss: 4.1635 +2025-05-03 22:54:54,052 - pyskl - INFO - Epoch [15][1500/3405] lr: 2.443e-02, eta: 2 days, 10:53:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9550, loss_cls: 4.3844, loss: 4.3844 +2025-05-03 22:55:39,380 - pyskl - INFO - Epoch [15][1600/3405] lr: 2.443e-02, eta: 2 days, 10:53:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9531, loss_cls: 4.3444, loss: 4.3444 +2025-05-03 22:56:24,644 - pyskl - INFO - Epoch [15][1700/3405] lr: 2.443e-02, eta: 2 days, 10:52:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9525, loss_cls: 4.2550, loss: 4.2550 +2025-05-03 22:57:10,038 - pyskl - INFO - Epoch [15][1800/3405] lr: 2.443e-02, eta: 2 days, 10:51:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9456, loss_cls: 4.3100, loss: 4.3100 +2025-05-03 22:57:55,365 - pyskl - INFO - Epoch [15][1900/3405] lr: 2.442e-02, eta: 2 days, 10:50:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 4.1649, loss: 4.1649 +2025-05-03 22:58:40,632 - pyskl - INFO - Epoch [15][2000/3405] lr: 2.442e-02, eta: 2 days, 10:49:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9644, loss_cls: 4.2014, loss: 4.2014 +2025-05-03 22:59:25,985 - pyskl - INFO - Epoch [15][2100/3405] lr: 2.442e-02, eta: 2 days, 10:48:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9500, loss_cls: 4.1854, loss: 4.1854 +2025-05-03 23:00:11,208 - pyskl - INFO - Epoch [15][2200/3405] lr: 2.442e-02, eta: 2 days, 10:47:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9513, loss_cls: 4.2345, loss: 4.2345 +2025-05-03 23:00:56,449 - pyskl - INFO - Epoch [15][2300/3405] lr: 2.441e-02, eta: 2 days, 10:46:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9556, loss_cls: 4.1630, loss: 4.1630 +2025-05-03 23:01:41,643 - pyskl - INFO - Epoch [15][2400/3405] lr: 2.441e-02, eta: 2 days, 10:46:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9494, loss_cls: 4.0727, loss: 4.0727 +2025-05-03 23:02:26,706 - pyskl - INFO - Epoch [15][2500/3405] lr: 2.441e-02, eta: 2 days, 10:45:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 4.2679, loss: 4.2679 +2025-05-03 23:03:12,120 - pyskl - INFO - Epoch [15][2600/3405] lr: 2.441e-02, eta: 2 days, 10:44:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9531, loss_cls: 4.3215, loss: 4.3215 +2025-05-03 23:03:57,556 - pyskl - INFO - Epoch [15][2700/3405] lr: 2.440e-02, eta: 2 days, 10:43:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9500, loss_cls: 4.3116, loss: 4.3116 +2025-05-03 23:04:42,995 - pyskl - INFO - Epoch [15][2800/3405] lr: 2.440e-02, eta: 2 days, 10:42:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9563, loss_cls: 4.2169, loss: 4.2169 +2025-05-03 23:05:28,320 - pyskl - INFO - Epoch [15][2900/3405] lr: 2.440e-02, eta: 2 days, 10:41:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9494, loss_cls: 4.3836, loss: 4.3836 +2025-05-03 23:06:13,728 - pyskl - INFO - Epoch [15][3000/3405] lr: 2.440e-02, eta: 2 days, 10:40:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9456, loss_cls: 4.2551, loss: 4.2551 +2025-05-03 23:06:59,025 - pyskl - INFO - Epoch [15][3100/3405] lr: 2.440e-02, eta: 2 days, 10:40:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9537, loss_cls: 4.3453, loss: 4.3453 +2025-05-03 23:07:44,160 - pyskl - INFO - Epoch [15][3200/3405] lr: 2.439e-02, eta: 2 days, 10:39:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9519, loss_cls: 4.2318, loss: 4.2318 +2025-05-03 23:08:29,309 - pyskl - INFO - Epoch [15][3300/3405] lr: 2.439e-02, eta: 2 days, 10:38:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9587, loss_cls: 4.2039, loss: 4.2039 +2025-05-03 23:09:14,462 - pyskl - INFO - Epoch [15][3400/3405] lr: 2.439e-02, eta: 2 days, 10:37:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 4.1523, loss: 4.1523 +2025-05-03 23:09:17,199 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-05-03 23:13:25,828 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 23:13:26,389 - pyskl - INFO - +top1_acc 0.6735 +top5_acc 0.9059 +2025-05-03 23:13:26,413 - pyskl - INFO - Epoch(val) [15][3718] top1_acc: 0.6735, top5_acc: 0.9059 +2025-05-03 23:14:34,998 - pyskl - INFO - Epoch [16][100/3405] lr: 2.439e-02, eta: 2 days, 10:39:44, time: 0.686, data_time: 0.231, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9537, loss_cls: 4.2389, loss: 4.2389 +2025-05-03 23:15:20,325 - pyskl - INFO - Epoch [16][200/3405] lr: 2.438e-02, eta: 2 days, 10:38:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9563, loss_cls: 4.1937, loss: 4.1937 +2025-05-03 23:16:05,728 - pyskl - INFO - Epoch [16][300/3405] lr: 2.438e-02, eta: 2 days, 10:38:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9569, loss_cls: 4.2413, loss: 4.2413 +2025-05-03 23:16:51,091 - pyskl - INFO - Epoch [16][400/3405] lr: 2.438e-02, eta: 2 days, 10:37:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9663, loss_cls: 4.0762, loss: 4.0762 +2025-05-03 23:17:36,338 - pyskl - INFO - Epoch [16][500/3405] lr: 2.438e-02, eta: 2 days, 10:36:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9544, loss_cls: 4.2184, loss: 4.2184 +2025-05-03 23:18:21,545 - pyskl - INFO - Epoch [16][600/3405] lr: 2.437e-02, eta: 2 days, 10:35:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9563, loss_cls: 4.2615, loss: 4.2615 +2025-05-03 23:19:06,822 - pyskl - INFO - Epoch [16][700/3405] lr: 2.437e-02, eta: 2 days, 10:34:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9531, loss_cls: 4.0963, loss: 4.0963 +2025-05-03 23:19:52,103 - pyskl - INFO - Epoch [16][800/3405] lr: 2.437e-02, eta: 2 days, 10:33:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9519, loss_cls: 4.0423, loss: 4.0423 +2025-05-03 23:20:37,425 - pyskl - INFO - Epoch [16][900/3405] lr: 2.437e-02, eta: 2 days, 10:32:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9513, loss_cls: 4.1854, loss: 4.1854 +2025-05-03 23:21:22,691 - pyskl - INFO - Epoch [16][1000/3405] lr: 2.436e-02, eta: 2 days, 10:31:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9450, loss_cls: 4.3601, loss: 4.3601 +2025-05-03 23:22:07,995 - pyskl - INFO - Epoch [16][1100/3405] lr: 2.436e-02, eta: 2 days, 10:31:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9569, loss_cls: 4.1389, loss: 4.1389 +2025-05-03 23:22:53,261 - pyskl - INFO - Epoch [16][1200/3405] lr: 2.436e-02, eta: 2 days, 10:30:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9500, loss_cls: 4.2058, loss: 4.2058 +2025-05-03 23:23:38,726 - pyskl - INFO - Epoch [16][1300/3405] lr: 2.436e-02, eta: 2 days, 10:29:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9444, loss_cls: 4.3083, loss: 4.3083 +2025-05-03 23:24:23,927 - pyskl - INFO - Epoch [16][1400/3405] lr: 2.435e-02, eta: 2 days, 10:28:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 4.1584, loss: 4.1584 +2025-05-03 23:25:09,152 - pyskl - INFO - Epoch [16][1500/3405] lr: 2.435e-02, eta: 2 days, 10:27:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9481, loss_cls: 4.1991, loss: 4.1991 +2025-05-03 23:25:54,407 - pyskl - INFO - Epoch [16][1600/3405] lr: 2.435e-02, eta: 2 days, 10:26:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9575, loss_cls: 4.1836, loss: 4.1836 +2025-05-03 23:26:39,625 - pyskl - INFO - Epoch [16][1700/3405] lr: 2.435e-02, eta: 2 days, 10:25:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9494, loss_cls: 4.2175, loss: 4.2175 +2025-05-03 23:27:25,046 - pyskl - INFO - Epoch [16][1800/3405] lr: 2.434e-02, eta: 2 days, 10:25:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9463, loss_cls: 4.3602, loss: 4.3602 +2025-05-03 23:28:10,262 - pyskl - INFO - Epoch [16][1900/3405] lr: 2.434e-02, eta: 2 days, 10:24:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9587, loss_cls: 4.2425, loss: 4.2425 +2025-05-03 23:28:55,494 - pyskl - INFO - Epoch [16][2000/3405] lr: 2.434e-02, eta: 2 days, 10:23:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9475, loss_cls: 4.1524, loss: 4.1524 +2025-05-03 23:29:40,727 - pyskl - INFO - Epoch [16][2100/3405] lr: 2.434e-02, eta: 2 days, 10:22:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9525, loss_cls: 4.3475, loss: 4.3475 +2025-05-03 23:30:25,967 - pyskl - INFO - Epoch [16][2200/3405] lr: 2.433e-02, eta: 2 days, 10:21:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9531, loss_cls: 4.2261, loss: 4.2261 +2025-05-03 23:31:11,253 - pyskl - INFO - Epoch [16][2300/3405] lr: 2.433e-02, eta: 2 days, 10:20:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9413, loss_cls: 4.2942, loss: 4.2942 +2025-05-03 23:31:56,777 - pyskl - INFO - Epoch [16][2400/3405] lr: 2.433e-02, eta: 2 days, 10:19:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9594, loss_cls: 4.2835, loss: 4.2835 +2025-05-03 23:32:42,150 - pyskl - INFO - Epoch [16][2500/3405] lr: 2.433e-02, eta: 2 days, 10:19:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9444, loss_cls: 4.1707, loss: 4.1707 +2025-05-03 23:33:27,454 - pyskl - INFO - Epoch [16][2600/3405] lr: 2.432e-02, eta: 2 days, 10:18:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9506, loss_cls: 4.1794, loss: 4.1794 +2025-05-03 23:34:12,743 - pyskl - INFO - Epoch [16][2700/3405] lr: 2.432e-02, eta: 2 days, 10:17:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9537, loss_cls: 4.2843, loss: 4.2843 +2025-05-03 23:34:57,928 - pyskl - INFO - Epoch [16][2800/3405] lr: 2.432e-02, eta: 2 days, 10:16:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 4.2002, loss: 4.2002 +2025-05-03 23:35:43,168 - pyskl - INFO - Epoch [16][2900/3405] lr: 2.432e-02, eta: 2 days, 10:15:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9463, loss_cls: 4.2444, loss: 4.2444 +2025-05-03 23:36:28,248 - pyskl - INFO - Epoch [16][3000/3405] lr: 2.431e-02, eta: 2 days, 10:14:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9450, loss_cls: 4.1885, loss: 4.1885 +2025-05-03 23:37:13,725 - pyskl - INFO - Epoch [16][3100/3405] lr: 2.431e-02, eta: 2 days, 10:13:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9425, loss_cls: 4.3678, loss: 4.3678 +2025-05-03 23:37:58,995 - pyskl - INFO - Epoch [16][3200/3405] lr: 2.431e-02, eta: 2 days, 10:13:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9487, loss_cls: 4.2652, loss: 4.2652 +2025-05-03 23:38:44,283 - pyskl - INFO - Epoch [16][3300/3405] lr: 2.431e-02, eta: 2 days, 10:12:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9556, loss_cls: 4.1395, loss: 4.1395 +2025-05-03 23:39:29,528 - pyskl - INFO - Epoch [16][3400/3405] lr: 2.430e-02, eta: 2 days, 10:11:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9556, loss_cls: 4.0996, loss: 4.0996 +2025-05-03 23:39:32,229 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-05-03 23:43:41,313 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 23:43:41,872 - pyskl - INFO - +top1_acc 0.7288 +top5_acc 0.9330 +2025-05-03 23:43:41,946 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_14.pth was removed +2025-05-03 23:43:43,113 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2025-05-03 23:43:43,115 - pyskl - INFO - Best top1_acc is 0.7288 at 16 epoch. +2025-05-03 23:43:43,140 - pyskl - INFO - Epoch(val) [16][3718] top1_acc: 0.7288, top5_acc: 0.9330 +2025-05-03 23:44:51,967 - pyskl - INFO - Epoch [17][100/3405] lr: 2.430e-02, eta: 2 days, 10:13:28, time: 0.688, data_time: 0.236, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9569, loss_cls: 4.1341, loss: 4.1341 +2025-05-03 23:45:37,186 - pyskl - INFO - Epoch [17][200/3405] lr: 2.430e-02, eta: 2 days, 10:12:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9519, loss_cls: 4.1945, loss: 4.1945 +2025-05-03 23:46:22,508 - pyskl - INFO - Epoch [17][300/3405] lr: 2.430e-02, eta: 2 days, 10:11:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9637, loss_cls: 4.0588, loss: 4.0588 +2025-05-03 23:47:07,831 - pyskl - INFO - Epoch [17][400/3405] lr: 2.429e-02, eta: 2 days, 10:10:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9619, loss_cls: 4.1244, loss: 4.1244 +2025-05-03 23:47:53,251 - pyskl - INFO - Epoch [17][500/3405] lr: 2.429e-02, eta: 2 days, 10:10:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9481, loss_cls: 4.2251, loss: 4.2251 +2025-05-03 23:48:38,642 - pyskl - INFO - Epoch [17][600/3405] lr: 2.429e-02, eta: 2 days, 10:09:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9656, loss_cls: 4.0083, loss: 4.0083 +2025-05-03 23:49:24,015 - pyskl - INFO - Epoch [17][700/3405] lr: 2.429e-02, eta: 2 days, 10:08:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9444, loss_cls: 4.3503, loss: 4.3503 +2025-05-03 23:50:09,375 - pyskl - INFO - Epoch [17][800/3405] lr: 2.428e-02, eta: 2 days, 10:07:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9469, loss_cls: 4.3780, loss: 4.3780 +2025-05-03 23:50:54,668 - pyskl - INFO - Epoch [17][900/3405] lr: 2.428e-02, eta: 2 days, 10:06:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9544, loss_cls: 4.2623, loss: 4.2623 +2025-05-03 23:51:39,867 - pyskl - INFO - Epoch [17][1000/3405] lr: 2.428e-02, eta: 2 days, 10:05:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9475, loss_cls: 4.2196, loss: 4.2196 +2025-05-03 23:52:25,083 - pyskl - INFO - Epoch [17][1100/3405] lr: 2.428e-02, eta: 2 days, 10:04:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9613, loss_cls: 4.1393, loss: 4.1393 +2025-05-03 23:53:10,375 - pyskl - INFO - Epoch [17][1200/3405] lr: 2.427e-02, eta: 2 days, 10:04:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9637, loss_cls: 4.1513, loss: 4.1513 +2025-05-03 23:53:55,638 - pyskl - INFO - Epoch [17][1300/3405] lr: 2.427e-02, eta: 2 days, 10:03:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9563, loss_cls: 4.2108, loss: 4.2108 +2025-05-03 23:54:40,873 - pyskl - INFO - Epoch [17][1400/3405] lr: 2.427e-02, eta: 2 days, 10:02:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9563, loss_cls: 4.2123, loss: 4.2123 +2025-05-03 23:55:25,999 - pyskl - INFO - Epoch [17][1500/3405] lr: 2.427e-02, eta: 2 days, 10:01:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9419, loss_cls: 4.2513, loss: 4.2513 +2025-05-03 23:56:11,136 - pyskl - INFO - Epoch [17][1600/3405] lr: 2.426e-02, eta: 2 days, 10:00:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9606, loss_cls: 4.1008, loss: 4.1008 +2025-05-03 23:56:56,504 - pyskl - INFO - Epoch [17][1700/3405] lr: 2.426e-02, eta: 2 days, 9:59:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9600, loss_cls: 4.1129, loss: 4.1129 +2025-05-03 23:57:42,143 - pyskl - INFO - Epoch [17][1800/3405] lr: 2.426e-02, eta: 2 days, 9:58:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9537, loss_cls: 4.1509, loss: 4.1509 +2025-05-03 23:58:27,773 - pyskl - INFO - Epoch [17][1900/3405] lr: 2.426e-02, eta: 2 days, 9:58:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9556, loss_cls: 4.2440, loss: 4.2440 +2025-05-03 23:59:13,351 - pyskl - INFO - Epoch [17][2000/3405] lr: 2.425e-02, eta: 2 days, 9:57:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9600, loss_cls: 4.1271, loss: 4.1271 +2025-05-03 23:59:58,867 - pyskl - INFO - Epoch [17][2100/3405] lr: 2.425e-02, eta: 2 days, 9:56:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9606, loss_cls: 4.1998, loss: 4.1998 +2025-05-04 00:00:44,471 - pyskl - INFO - Epoch [17][2200/3405] lr: 2.425e-02, eta: 2 days, 9:55:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9563, loss_cls: 4.2550, loss: 4.2550 +2025-05-04 00:01:30,044 - pyskl - INFO - Epoch [17][2300/3405] lr: 2.425e-02, eta: 2 days, 9:54:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9450, loss_cls: 4.2829, loss: 4.2829 +2025-05-04 00:02:15,306 - pyskl - INFO - Epoch [17][2400/3405] lr: 2.424e-02, eta: 2 days, 9:54:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9437, loss_cls: 4.2168, loss: 4.2168 +2025-05-04 00:03:00,597 - pyskl - INFO - Epoch [17][2500/3405] lr: 2.424e-02, eta: 2 days, 9:53:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9556, loss_cls: 4.2802, loss: 4.2802 +2025-05-04 00:03:45,950 - pyskl - INFO - Epoch [17][2600/3405] lr: 2.424e-02, eta: 2 days, 9:52:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 4.2617, loss: 4.2617 +2025-05-04 00:04:31,415 - pyskl - INFO - Epoch [17][2700/3405] lr: 2.423e-02, eta: 2 days, 9:51:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9594, loss_cls: 4.2169, loss: 4.2169 +2025-05-04 00:05:16,724 - pyskl - INFO - Epoch [17][2800/3405] lr: 2.423e-02, eta: 2 days, 9:50:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9563, loss_cls: 4.1213, loss: 4.1213 +2025-05-04 00:06:02,014 - pyskl - INFO - Epoch [17][2900/3405] lr: 2.423e-02, eta: 2 days, 9:49:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9450, loss_cls: 4.2226, loss: 4.2226 +2025-05-04 00:06:47,366 - pyskl - INFO - Epoch [17][3000/3405] lr: 2.423e-02, eta: 2 days, 9:49:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9481, loss_cls: 4.3994, loss: 4.3994 +2025-05-04 00:07:32,565 - pyskl - INFO - Epoch [17][3100/3405] lr: 2.422e-02, eta: 2 days, 9:48:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9531, loss_cls: 4.2064, loss: 4.2064 +2025-05-04 00:08:17,818 - pyskl - INFO - Epoch [17][3200/3405] lr: 2.422e-02, eta: 2 days, 9:47:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9556, loss_cls: 4.0945, loss: 4.0945 +2025-05-04 00:09:02,984 - pyskl - INFO - Epoch [17][3300/3405] lr: 2.422e-02, eta: 2 days, 9:46:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9637, loss_cls: 4.0848, loss: 4.0848 +2025-05-04 00:09:48,194 - pyskl - INFO - Epoch [17][3400/3405] lr: 2.422e-02, eta: 2 days, 9:45:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9469, loss_cls: 4.2582, loss: 4.2582 +2025-05-04 00:09:50,930 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-05-04 00:14:03,651 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 00:14:04,364 - pyskl - INFO - +top1_acc 0.7294 +top5_acc 0.9372 +2025-05-04 00:14:04,434 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_16.pth was removed +2025-05-04 00:14:05,578 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. +2025-05-04 00:14:05,580 - pyskl - INFO - Best top1_acc is 0.7294 at 17 epoch. +2025-05-04 00:14:05,609 - pyskl - INFO - Epoch(val) [17][3718] top1_acc: 0.7294, top5_acc: 0.9372 +2025-05-04 00:15:14,572 - pyskl - INFO - Epoch [18][100/3405] lr: 2.421e-02, eta: 2 days, 9:47:28, time: 0.690, data_time: 0.238, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 4.0330, loss: 4.0330 +2025-05-04 00:15:59,744 - pyskl - INFO - Epoch [18][200/3405] lr: 2.421e-02, eta: 2 days, 9:46:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9525, loss_cls: 4.2067, loss: 4.2067 +2025-05-04 00:16:44,994 - pyskl - INFO - Epoch [18][300/3405] lr: 2.421e-02, eta: 2 days, 9:45:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 4.1413, loss: 4.1413 +2025-05-04 00:17:30,332 - pyskl - INFO - Epoch [18][400/3405] lr: 2.421e-02, eta: 2 days, 9:44:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9606, loss_cls: 4.2318, loss: 4.2318 +2025-05-04 00:18:15,644 - pyskl - INFO - Epoch [18][500/3405] lr: 2.420e-02, eta: 2 days, 9:44:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9481, loss_cls: 4.0952, loss: 4.0952 +2025-05-04 00:19:00,940 - pyskl - INFO - Epoch [18][600/3405] lr: 2.420e-02, eta: 2 days, 9:43:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9513, loss_cls: 4.1203, loss: 4.1203 +2025-05-04 00:19:46,227 - pyskl - INFO - Epoch [18][700/3405] lr: 2.420e-02, eta: 2 days, 9:42:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9600, loss_cls: 4.1608, loss: 4.1608 +2025-05-04 00:20:31,607 - pyskl - INFO - Epoch [18][800/3405] lr: 2.419e-02, eta: 2 days, 9:41:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9581, loss_cls: 4.2156, loss: 4.2156 +2025-05-04 00:21:17,060 - pyskl - INFO - Epoch [18][900/3405] lr: 2.419e-02, eta: 2 days, 9:40:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9619, loss_cls: 4.0817, loss: 4.0817 +2025-05-04 00:22:02,181 - pyskl - INFO - Epoch [18][1000/3405] lr: 2.419e-02, eta: 2 days, 9:39:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 4.1195, loss: 4.1195 +2025-05-04 00:22:47,374 - pyskl - INFO - Epoch [18][1100/3405] lr: 2.419e-02, eta: 2 days, 9:38:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9631, loss_cls: 4.1272, loss: 4.1272 +2025-05-04 00:23:32,616 - pyskl - INFO - Epoch [18][1200/3405] lr: 2.418e-02, eta: 2 days, 9:38:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9513, loss_cls: 4.1429, loss: 4.1429 +2025-05-04 00:24:17,811 - pyskl - INFO - Epoch [18][1300/3405] lr: 2.418e-02, eta: 2 days, 9:37:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9563, loss_cls: 4.1259, loss: 4.1259 +2025-05-04 00:25:02,853 - pyskl - INFO - Epoch [18][1400/3405] lr: 2.418e-02, eta: 2 days, 9:36:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9587, loss_cls: 4.1486, loss: 4.1486 +2025-05-04 00:25:47,866 - pyskl - INFO - Epoch [18][1500/3405] lr: 2.418e-02, eta: 2 days, 9:35:29, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9531, loss_cls: 4.1910, loss: 4.1910 +2025-05-04 00:26:33,163 - pyskl - INFO - Epoch [18][1600/3405] lr: 2.417e-02, eta: 2 days, 9:34:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9506, loss_cls: 4.2339, loss: 4.2339 +2025-05-04 00:27:18,129 - pyskl - INFO - Epoch [18][1700/3405] lr: 2.417e-02, eta: 2 days, 9:33:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9606, loss_cls: 4.0494, loss: 4.0494 +2025-05-04 00:28:03,375 - pyskl - INFO - Epoch [18][1800/3405] lr: 2.417e-02, eta: 2 days, 9:32:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9650, loss_cls: 4.0108, loss: 4.0108 +2025-05-04 00:28:48,597 - pyskl - INFO - Epoch [18][1900/3405] lr: 2.416e-02, eta: 2 days, 9:32:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9469, loss_cls: 4.1468, loss: 4.1468 +2025-05-04 00:29:33,628 - pyskl - INFO - Epoch [18][2000/3405] lr: 2.416e-02, eta: 2 days, 9:31:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9581, loss_cls: 4.0587, loss: 4.0587 +2025-05-04 00:30:18,774 - pyskl - INFO - Epoch [18][2100/3405] lr: 2.416e-02, eta: 2 days, 9:30:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9531, loss_cls: 4.1298, loss: 4.1298 +2025-05-04 00:31:04,063 - pyskl - INFO - Epoch [18][2200/3405] lr: 2.416e-02, eta: 2 days, 9:29:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9606, loss_cls: 3.9985, loss: 3.9985 +2025-05-04 00:31:49,326 - pyskl - INFO - Epoch [18][2300/3405] lr: 2.415e-02, eta: 2 days, 9:28:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9569, loss_cls: 4.0748, loss: 4.0748 +2025-05-04 00:32:35,093 - pyskl - INFO - Epoch [18][2400/3405] lr: 2.415e-02, eta: 2 days, 9:27:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9519, loss_cls: 4.1761, loss: 4.1761 +2025-05-04 00:33:20,401 - pyskl - INFO - Epoch [18][2500/3405] lr: 2.415e-02, eta: 2 days, 9:26:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9556, loss_cls: 4.1838, loss: 4.1838 +2025-05-04 00:34:05,685 - pyskl - INFO - Epoch [18][2600/3405] lr: 2.414e-02, eta: 2 days, 9:26:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9650, loss_cls: 3.9979, loss: 3.9979 +2025-05-04 00:34:51,068 - pyskl - INFO - Epoch [18][2700/3405] lr: 2.414e-02, eta: 2 days, 9:25:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9550, loss_cls: 4.1763, loss: 4.1763 +2025-05-04 00:35:36,408 - pyskl - INFO - Epoch [18][2800/3405] lr: 2.414e-02, eta: 2 days, 9:24:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9625, loss_cls: 4.1613, loss: 4.1613 +2025-05-04 00:36:21,706 - pyskl - INFO - Epoch [18][2900/3405] lr: 2.414e-02, eta: 2 days, 9:23:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9600, loss_cls: 4.0858, loss: 4.0858 +2025-05-04 00:37:07,039 - pyskl - INFO - Epoch [18][3000/3405] lr: 2.413e-02, eta: 2 days, 9:22:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9587, loss_cls: 4.2170, loss: 4.2170 +2025-05-04 00:37:52,306 - pyskl - INFO - Epoch [18][3100/3405] lr: 2.413e-02, eta: 2 days, 9:21:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9450, loss_cls: 4.0988, loss: 4.0988 +2025-05-04 00:38:37,585 - pyskl - INFO - Epoch [18][3200/3405] lr: 2.413e-02, eta: 2 days, 9:21:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9556, loss_cls: 4.2654, loss: 4.2654 +2025-05-04 00:39:22,822 - pyskl - INFO - Epoch [18][3300/3405] lr: 2.413e-02, eta: 2 days, 9:20:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9475, loss_cls: 4.1326, loss: 4.1326 +2025-05-04 00:40:08,099 - pyskl - INFO - Epoch [18][3400/3405] lr: 2.412e-02, eta: 2 days, 9:19:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9419, loss_cls: 4.2514, loss: 4.2514 +2025-05-04 00:40:10,780 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-05-04 00:44:22,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 00:44:23,156 - pyskl - INFO - +top1_acc 0.7181 +top5_acc 0.9381 +2025-05-04 00:44:23,179 - pyskl - INFO - Epoch(val) [18][3718] top1_acc: 0.7181, top5_acc: 0.9381 +2025-05-04 00:45:31,572 - pyskl - INFO - Epoch [19][100/3405] lr: 2.412e-02, eta: 2 days, 9:21:04, time: 0.684, data_time: 0.234, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9513, loss_cls: 4.1768, loss: 4.1768 +2025-05-04 00:46:16,675 - pyskl - INFO - Epoch [19][200/3405] lr: 2.412e-02, eta: 2 days, 9:20:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9619, loss_cls: 4.0651, loss: 4.0651 +2025-05-04 00:47:01,779 - pyskl - INFO - Epoch [19][300/3405] lr: 2.411e-02, eta: 2 days, 9:19:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 4.0203, loss: 4.0203 +2025-05-04 00:47:46,879 - pyskl - INFO - Epoch [19][400/3405] lr: 2.411e-02, eta: 2 days, 9:18:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 3.9853, loss: 3.9853 +2025-05-04 00:48:31,990 - pyskl - INFO - Epoch [19][500/3405] lr: 2.411e-02, eta: 2 days, 9:17:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 3.9425, loss: 3.9425 +2025-05-04 00:49:17,128 - pyskl - INFO - Epoch [19][600/3405] lr: 2.411e-02, eta: 2 days, 9:16:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9606, loss_cls: 4.1134, loss: 4.1134 +2025-05-04 00:50:02,243 - pyskl - INFO - Epoch [19][700/3405] lr: 2.410e-02, eta: 2 days, 9:15:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9506, loss_cls: 4.1644, loss: 4.1644 +2025-05-04 00:50:47,346 - pyskl - INFO - Epoch [19][800/3405] lr: 2.410e-02, eta: 2 days, 9:15:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 4.1275, loss: 4.1275 +2025-05-04 00:51:32,467 - pyskl - INFO - Epoch [19][900/3405] lr: 2.410e-02, eta: 2 days, 9:14:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 4.0339, loss: 4.0339 +2025-05-04 00:52:17,563 - pyskl - INFO - Epoch [19][1000/3405] lr: 2.409e-02, eta: 2 days, 9:13:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9544, loss_cls: 4.1844, loss: 4.1844 +2025-05-04 00:53:02,625 - pyskl - INFO - Epoch [19][1100/3405] lr: 2.409e-02, eta: 2 days, 9:12:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 3.9594, loss: 3.9594 +2025-05-04 00:53:47,705 - pyskl - INFO - Epoch [19][1200/3405] lr: 2.409e-02, eta: 2 days, 9:11:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9519, loss_cls: 4.2018, loss: 4.2018 +2025-05-04 00:54:32,836 - pyskl - INFO - Epoch [19][1300/3405] lr: 2.409e-02, eta: 2 days, 9:10:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 4.1036, loss: 4.1036 +2025-05-04 00:55:17,989 - pyskl - INFO - Epoch [19][1400/3405] lr: 2.408e-02, eta: 2 days, 9:09:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9525, loss_cls: 4.0321, loss: 4.0321 +2025-05-04 00:56:03,107 - pyskl - INFO - Epoch [19][1500/3405] lr: 2.408e-02, eta: 2 days, 9:08:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9606, loss_cls: 4.1198, loss: 4.1198 +2025-05-04 00:56:48,195 - pyskl - INFO - Epoch [19][1600/3405] lr: 2.408e-02, eta: 2 days, 9:08:05, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9594, loss_cls: 4.1649, loss: 4.1649 +2025-05-04 00:57:33,314 - pyskl - INFO - Epoch [19][1700/3405] lr: 2.407e-02, eta: 2 days, 9:07:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9487, loss_cls: 4.1112, loss: 4.1112 +2025-05-04 00:58:18,513 - pyskl - INFO - Epoch [19][1800/3405] lr: 2.407e-02, eta: 2 days, 9:06:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 4.0261, loss: 4.0261 +2025-05-04 00:59:03,744 - pyskl - INFO - Epoch [19][1900/3405] lr: 2.407e-02, eta: 2 days, 9:05:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 4.0738, loss: 4.0738 +2025-05-04 00:59:48,897 - pyskl - INFO - Epoch [19][2000/3405] lr: 2.406e-02, eta: 2 days, 9:04:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9594, loss_cls: 4.1371, loss: 4.1371 +2025-05-04 01:00:34,144 - pyskl - INFO - Epoch [19][2100/3405] lr: 2.406e-02, eta: 2 days, 9:03:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9563, loss_cls: 4.1998, loss: 4.1998 +2025-05-04 01:01:19,309 - pyskl - INFO - Epoch [19][2200/3405] lr: 2.406e-02, eta: 2 days, 9:02:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9594, loss_cls: 4.0217, loss: 4.0217 +2025-05-04 01:02:04,671 - pyskl - INFO - Epoch [19][2300/3405] lr: 2.406e-02, eta: 2 days, 9:02:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9487, loss_cls: 4.0694, loss: 4.0694 +2025-05-04 01:02:50,192 - pyskl - INFO - Epoch [19][2400/3405] lr: 2.405e-02, eta: 2 days, 9:01:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9650, loss_cls: 4.1518, loss: 4.1518 +2025-05-04 01:03:35,734 - pyskl - INFO - Epoch [19][2500/3405] lr: 2.405e-02, eta: 2 days, 9:00:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9513, loss_cls: 4.1276, loss: 4.1276 +2025-05-04 01:04:21,017 - pyskl - INFO - Epoch [19][2600/3405] lr: 2.405e-02, eta: 2 days, 8:59:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9550, loss_cls: 4.2419, loss: 4.2419 +2025-05-04 01:05:06,183 - pyskl - INFO - Epoch [19][2700/3405] lr: 2.404e-02, eta: 2 days, 8:58:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9481, loss_cls: 4.1549, loss: 4.1549 +2025-05-04 01:05:51,377 - pyskl - INFO - Epoch [19][2800/3405] lr: 2.404e-02, eta: 2 days, 8:57:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9444, loss_cls: 4.1935, loss: 4.1935 +2025-05-04 01:06:36,623 - pyskl - INFO - Epoch [19][2900/3405] lr: 2.404e-02, eta: 2 days, 8:57:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9506, loss_cls: 4.2635, loss: 4.2635 +2025-05-04 01:07:21,854 - pyskl - INFO - Epoch [19][3000/3405] lr: 2.404e-02, eta: 2 days, 8:56:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9631, loss_cls: 4.2021, loss: 4.2021 +2025-05-04 01:08:07,074 - pyskl - INFO - Epoch [19][3100/3405] lr: 2.403e-02, eta: 2 days, 8:55:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9544, loss_cls: 4.1325, loss: 4.1325 +2025-05-04 01:08:52,252 - pyskl - INFO - Epoch [19][3200/3405] lr: 2.403e-02, eta: 2 days, 8:54:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9500, loss_cls: 4.2574, loss: 4.2574 +2025-05-04 01:09:37,558 - pyskl - INFO - Epoch [19][3300/3405] lr: 2.403e-02, eta: 2 days, 8:53:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 4.1829, loss: 4.1829 +2025-05-04 01:10:22,923 - pyskl - INFO - Epoch [19][3400/3405] lr: 2.402e-02, eta: 2 days, 8:52:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 4.0376, loss: 4.0376 +2025-05-04 01:10:25,678 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-05-04 01:14:36,032 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 01:14:36,795 - pyskl - INFO - +top1_acc 0.7494 +top5_acc 0.9480 +2025-05-04 01:14:36,857 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_17.pth was removed +2025-05-04 01:14:37,977 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. +2025-05-04 01:14:37,978 - pyskl - INFO - Best top1_acc is 0.7494 at 19 epoch. +2025-05-04 01:14:37,999 - pyskl - INFO - Epoch(val) [19][3718] top1_acc: 0.7494, top5_acc: 0.9480 +2025-05-04 01:15:46,695 - pyskl - INFO - Epoch [20][100/3405] lr: 2.402e-02, eta: 2 days, 8:54:29, time: 0.687, data_time: 0.234, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9531, loss_cls: 4.1098, loss: 4.1098 +2025-05-04 01:16:32,059 - pyskl - INFO - Epoch [20][200/3405] lr: 2.402e-02, eta: 2 days, 8:53:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 4.0152, loss: 4.0152 +2025-05-04 01:17:17,331 - pyskl - INFO - Epoch [20][300/3405] lr: 2.401e-02, eta: 2 days, 8:52:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 4.1127, loss: 4.1127 +2025-05-04 01:18:02,560 - pyskl - INFO - Epoch [20][400/3405] lr: 2.401e-02, eta: 2 days, 8:51:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9563, loss_cls: 4.0538, loss: 4.0538 +2025-05-04 01:18:47,811 - pyskl - INFO - Epoch [20][500/3405] lr: 2.401e-02, eta: 2 days, 8:51:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9594, loss_cls: 4.1101, loss: 4.1101 +2025-05-04 01:19:33,037 - pyskl - INFO - Epoch [20][600/3405] lr: 2.401e-02, eta: 2 days, 8:50:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9625, loss_cls: 4.0620, loss: 4.0620 +2025-05-04 01:20:18,251 - pyskl - INFO - Epoch [20][700/3405] lr: 2.400e-02, eta: 2 days, 8:49:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9644, loss_cls: 3.9748, loss: 3.9748 +2025-05-04 01:21:03,624 - pyskl - INFO - Epoch [20][800/3405] lr: 2.400e-02, eta: 2 days, 8:48:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9644, loss_cls: 3.9288, loss: 3.9288 +2025-05-04 01:21:48,926 - pyskl - INFO - Epoch [20][900/3405] lr: 2.400e-02, eta: 2 days, 8:47:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9525, loss_cls: 4.2245, loss: 4.2245 +2025-05-04 01:22:34,270 - pyskl - INFO - Epoch [20][1000/3405] lr: 2.399e-02, eta: 2 days, 8:46:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 4.1346, loss: 4.1346 +2025-05-04 01:23:19,467 - pyskl - INFO - Epoch [20][1100/3405] lr: 2.399e-02, eta: 2 days, 8:46:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9594, loss_cls: 4.0577, loss: 4.0577 +2025-05-04 01:24:04,632 - pyskl - INFO - Epoch [20][1200/3405] lr: 2.399e-02, eta: 2 days, 8:45:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9631, loss_cls: 3.9758, loss: 3.9758 +2025-05-04 01:24:49,865 - pyskl - INFO - Epoch [20][1300/3405] lr: 2.398e-02, eta: 2 days, 8:44:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9613, loss_cls: 4.1975, loss: 4.1975 +2025-05-04 01:25:35,022 - pyskl - INFO - Epoch [20][1400/3405] lr: 2.398e-02, eta: 2 days, 8:43:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9531, loss_cls: 4.1208, loss: 4.1208 +2025-05-04 01:26:20,311 - pyskl - INFO - Epoch [20][1500/3405] lr: 2.398e-02, eta: 2 days, 8:42:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9631, loss_cls: 4.0154, loss: 4.0154 +2025-05-04 01:27:05,575 - pyskl - INFO - Epoch [20][1600/3405] lr: 2.398e-02, eta: 2 days, 8:41:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9444, loss_cls: 4.1608, loss: 4.1608 +2025-05-04 01:27:51,220 - pyskl - INFO - Epoch [20][1700/3405] lr: 2.397e-02, eta: 2 days, 8:41:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9394, loss_cls: 4.1789, loss: 4.1789 +2025-05-04 01:28:36,707 - pyskl - INFO - Epoch [20][1800/3405] lr: 2.397e-02, eta: 2 days, 8:40:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 4.1399, loss: 4.1399 +2025-05-04 01:29:22,134 - pyskl - INFO - Epoch [20][1900/3405] lr: 2.397e-02, eta: 2 days, 8:39:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 4.1824, loss: 4.1824 +2025-05-04 01:30:07,493 - pyskl - INFO - Epoch [20][2000/3405] lr: 2.396e-02, eta: 2 days, 8:38:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 4.1595, loss: 4.1595 +2025-05-04 01:30:52,776 - pyskl - INFO - Epoch [20][2100/3405] lr: 2.396e-02, eta: 2 days, 8:37:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 4.1513, loss: 4.1513 +2025-05-04 01:31:38,305 - pyskl - INFO - Epoch [20][2200/3405] lr: 2.396e-02, eta: 2 days, 8:36:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 4.0065, loss: 4.0065 +2025-05-04 01:32:23,662 - pyskl - INFO - Epoch [20][2300/3405] lr: 2.395e-02, eta: 2 days, 8:36:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9525, loss_cls: 4.0130, loss: 4.0130 +2025-05-04 01:33:08,869 - pyskl - INFO - Epoch [20][2400/3405] lr: 2.395e-02, eta: 2 days, 8:35:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9613, loss_cls: 4.1673, loss: 4.1673 +2025-05-04 01:33:54,078 - pyskl - INFO - Epoch [20][2500/3405] lr: 2.395e-02, eta: 2 days, 8:34:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9650, loss_cls: 4.0220, loss: 4.0220 +2025-05-04 01:34:39,316 - pyskl - INFO - Epoch [20][2600/3405] lr: 2.394e-02, eta: 2 days, 8:33:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 3.9975, loss: 3.9975 +2025-05-04 01:35:24,571 - pyskl - INFO - Epoch [20][2700/3405] lr: 2.394e-02, eta: 2 days, 8:32:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 3.9791, loss: 3.9791 +2025-05-04 01:36:09,765 - pyskl - INFO - Epoch [20][2800/3405] lr: 2.394e-02, eta: 2 days, 8:31:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 3.9404, loss: 3.9404 +2025-05-04 01:36:54,935 - pyskl - INFO - Epoch [20][2900/3405] lr: 2.394e-02, eta: 2 days, 8:31:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9619, loss_cls: 4.1198, loss: 4.1198 +2025-05-04 01:37:40,168 - pyskl - INFO - Epoch [20][3000/3405] lr: 2.393e-02, eta: 2 days, 8:30:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9569, loss_cls: 3.9982, loss: 3.9982 +2025-05-04 01:38:25,431 - pyskl - INFO - Epoch [20][3100/3405] lr: 2.393e-02, eta: 2 days, 8:29:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 3.9977, loss: 3.9977 +2025-05-04 01:39:10,623 - pyskl - INFO - Epoch [20][3200/3405] lr: 2.393e-02, eta: 2 days, 8:28:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9594, loss_cls: 4.0186, loss: 4.0186 +2025-05-04 01:39:55,842 - pyskl - INFO - Epoch [20][3300/3405] lr: 2.392e-02, eta: 2 days, 8:27:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9563, loss_cls: 4.0667, loss: 4.0667 +2025-05-04 01:40:41,158 - pyskl - INFO - Epoch [20][3400/3405] lr: 2.392e-02, eta: 2 days, 8:26:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9537, loss_cls: 4.1211, loss: 4.1211 +2025-05-04 01:40:43,878 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-05-04 01:44:52,846 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 01:44:53,403 - pyskl - INFO - +top1_acc 0.7251 +top5_acc 0.9395 +2025-05-04 01:44:53,427 - pyskl - INFO - Epoch(val) [20][3718] top1_acc: 0.7251, top5_acc: 0.9395 +2025-05-04 01:46:02,387 - pyskl - INFO - Epoch [21][100/3405] lr: 2.392e-02, eta: 2 days, 8:28:19, time: 0.690, data_time: 0.237, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9563, loss_cls: 3.9946, loss: 3.9946 +2025-05-04 01:46:47,547 - pyskl - INFO - Epoch [21][200/3405] lr: 2.391e-02, eta: 2 days, 8:27:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9700, loss_cls: 4.0425, loss: 4.0425 +2025-05-04 01:47:32,786 - pyskl - INFO - Epoch [21][300/3405] lr: 2.391e-02, eta: 2 days, 8:26:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9600, loss_cls: 3.8401, loss: 3.8401 +2025-05-04 01:48:17,991 - pyskl - INFO - Epoch [21][400/3405] lr: 2.391e-02, eta: 2 days, 8:25:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 4.0153, loss: 4.0153 +2025-05-04 01:49:03,328 - pyskl - INFO - Epoch [21][500/3405] lr: 2.390e-02, eta: 2 days, 8:24:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9506, loss_cls: 4.1652, loss: 4.1652 +2025-05-04 01:49:48,599 - pyskl - INFO - Epoch [21][600/3405] lr: 2.390e-02, eta: 2 days, 8:24:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 3.9507, loss: 3.9507 +2025-05-04 01:50:33,862 - pyskl - INFO - Epoch [21][700/3405] lr: 2.390e-02, eta: 2 days, 8:23:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9513, loss_cls: 4.0488, loss: 4.0488 +2025-05-04 01:51:19,153 - pyskl - INFO - Epoch [21][800/3405] lr: 2.389e-02, eta: 2 days, 8:22:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9537, loss_cls: 4.2168, loss: 4.2168 +2025-05-04 01:52:04,520 - pyskl - INFO - Epoch [21][900/3405] lr: 2.389e-02, eta: 2 days, 8:21:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9563, loss_cls: 4.0025, loss: 4.0025 +2025-05-04 01:52:49,874 - pyskl - INFO - Epoch [21][1000/3405] lr: 2.389e-02, eta: 2 days, 8:20:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9487, loss_cls: 4.1128, loss: 4.1128 +2025-05-04 01:53:35,326 - pyskl - INFO - Epoch [21][1100/3405] lr: 2.388e-02, eta: 2 days, 8:19:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 3.9601, loss: 3.9601 +2025-05-04 01:54:20,808 - pyskl - INFO - Epoch [21][1200/3405] lr: 2.388e-02, eta: 2 days, 8:19:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9519, loss_cls: 4.1887, loss: 4.1887 +2025-05-04 01:55:06,411 - pyskl - INFO - Epoch [21][1300/3405] lr: 2.388e-02, eta: 2 days, 8:18:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9581, loss_cls: 3.9866, loss: 3.9866 +2025-05-04 01:55:51,855 - pyskl - INFO - Epoch [21][1400/3405] lr: 2.388e-02, eta: 2 days, 8:17:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9656, loss_cls: 4.0211, loss: 4.0211 +2025-05-04 01:56:37,187 - pyskl - INFO - Epoch [21][1500/3405] lr: 2.387e-02, eta: 2 days, 8:16:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 4.1272, loss: 4.1272 +2025-05-04 01:57:22,690 - pyskl - INFO - Epoch [21][1600/3405] lr: 2.387e-02, eta: 2 days, 8:15:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 4.0458, loss: 4.0458 +2025-05-04 01:58:07,948 - pyskl - INFO - Epoch [21][1700/3405] lr: 2.387e-02, eta: 2 days, 8:15:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 4.0301, loss: 4.0301 +2025-05-04 01:58:53,145 - pyskl - INFO - Epoch [21][1800/3405] lr: 2.386e-02, eta: 2 days, 8:14:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9656, loss_cls: 4.1065, loss: 4.1065 +2025-05-04 01:59:38,292 - pyskl - INFO - Epoch [21][1900/3405] lr: 2.386e-02, eta: 2 days, 8:13:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9594, loss_cls: 4.0101, loss: 4.0101 +2025-05-04 02:00:23,388 - pyskl - INFO - Epoch [21][2000/3405] lr: 2.386e-02, eta: 2 days, 8:12:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 3.9426, loss: 3.9426 +2025-05-04 02:01:08,454 - pyskl - INFO - Epoch [21][2100/3405] lr: 2.385e-02, eta: 2 days, 8:11:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9625, loss_cls: 3.9722, loss: 3.9722 +2025-05-04 02:01:53,569 - pyskl - INFO - Epoch [21][2200/3405] lr: 2.385e-02, eta: 2 days, 8:10:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9644, loss_cls: 4.0183, loss: 4.0183 +2025-05-04 02:02:38,632 - pyskl - INFO - Epoch [21][2300/3405] lr: 2.385e-02, eta: 2 days, 8:09:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9544, loss_cls: 4.0946, loss: 4.0946 +2025-05-04 02:03:23,836 - pyskl - INFO - Epoch [21][2400/3405] lr: 2.384e-02, eta: 2 days, 8:09:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9619, loss_cls: 4.1632, loss: 4.1632 +2025-05-04 02:04:09,338 - pyskl - INFO - Epoch [21][2500/3405] lr: 2.384e-02, eta: 2 days, 8:08:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9619, loss_cls: 4.1293, loss: 4.1293 +2025-05-04 02:04:54,571 - pyskl - INFO - Epoch [21][2600/3405] lr: 2.384e-02, eta: 2 days, 8:07:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 4.0432, loss: 4.0432 +2025-05-04 02:05:39,795 - pyskl - INFO - Epoch [21][2700/3405] lr: 2.383e-02, eta: 2 days, 8:06:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9550, loss_cls: 4.2771, loss: 4.2771 +2025-05-04 02:06:25,030 - pyskl - INFO - Epoch [21][2800/3405] lr: 2.383e-02, eta: 2 days, 8:05:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9587, loss_cls: 4.0974, loss: 4.0974 +2025-05-04 02:07:10,211 - pyskl - INFO - Epoch [21][2900/3405] lr: 2.383e-02, eta: 2 days, 8:04:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 3.9346, loss: 3.9346 +2025-05-04 02:07:55,463 - pyskl - INFO - Epoch [21][3000/3405] lr: 2.382e-02, eta: 2 days, 8:04:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9581, loss_cls: 4.0434, loss: 4.0434 +2025-05-04 02:08:40,799 - pyskl - INFO - Epoch [21][3100/3405] lr: 2.382e-02, eta: 2 days, 8:03:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9563, loss_cls: 4.2020, loss: 4.2020 +2025-05-04 02:09:26,082 - pyskl - INFO - Epoch [21][3200/3405] lr: 2.382e-02, eta: 2 days, 8:02:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9575, loss_cls: 4.0999, loss: 4.0999 +2025-05-04 02:10:11,464 - pyskl - INFO - Epoch [21][3300/3405] lr: 2.381e-02, eta: 2 days, 8:01:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 4.0184, loss: 4.0184 +2025-05-04 02:10:56,797 - pyskl - INFO - Epoch [21][3400/3405] lr: 2.381e-02, eta: 2 days, 8:00:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9544, loss_cls: 4.2219, loss: 4.2219 +2025-05-04 02:10:59,538 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-05-04 02:15:08,348 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 02:15:09,233 - pyskl - INFO - +top1_acc 0.7495 +top5_acc 0.9456 +2025-05-04 02:15:09,295 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_19.pth was removed +2025-05-04 02:15:10,422 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_21.pth. +2025-05-04 02:15:10,424 - pyskl - INFO - Best top1_acc is 0.7495 at 21 epoch. +2025-05-04 02:15:10,449 - pyskl - INFO - Epoch(val) [21][3718] top1_acc: 0.7495, top5_acc: 0.9456 +2025-05-04 02:16:19,810 - pyskl - INFO - Epoch [22][100/3405] lr: 2.381e-02, eta: 2 days, 8:02:12, time: 0.694, data_time: 0.240, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 4.1318, loss: 4.1318 +2025-05-04 02:17:05,085 - pyskl - INFO - Epoch [22][200/3405] lr: 2.380e-02, eta: 2 days, 8:01:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9563, loss_cls: 4.0372, loss: 4.0372 +2025-05-04 02:17:50,342 - pyskl - INFO - Epoch [22][300/3405] lr: 2.380e-02, eta: 2 days, 8:00:32, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 4.0881, loss: 4.0881 +2025-05-04 02:18:35,730 - pyskl - INFO - Epoch [22][400/3405] lr: 2.380e-02, eta: 2 days, 7:59:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9700, loss_cls: 3.9997, loss: 3.9997 +2025-05-04 02:19:20,990 - pyskl - INFO - Epoch [22][500/3405] lr: 2.379e-02, eta: 2 days, 7:58:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9706, loss_cls: 3.9698, loss: 3.9698 +2025-05-04 02:20:06,097 - pyskl - INFO - Epoch [22][600/3405] lr: 2.379e-02, eta: 2 days, 7:58:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 3.9789, loss: 3.9789 +2025-05-04 02:20:51,261 - pyskl - INFO - Epoch [22][700/3405] lr: 2.379e-02, eta: 2 days, 7:57:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9613, loss_cls: 4.1390, loss: 4.1390 +2025-05-04 02:21:36,405 - pyskl - INFO - Epoch [22][800/3405] lr: 2.378e-02, eta: 2 days, 7:56:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9569, loss_cls: 4.1175, loss: 4.1175 +2025-05-04 02:22:21,515 - pyskl - INFO - Epoch [22][900/3405] lr: 2.378e-02, eta: 2 days, 7:55:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9569, loss_cls: 4.0345, loss: 4.0345 +2025-05-04 02:23:06,749 - pyskl - INFO - Epoch [22][1000/3405] lr: 2.378e-02, eta: 2 days, 7:54:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9619, loss_cls: 4.0376, loss: 4.0376 +2025-05-04 02:23:52,126 - pyskl - INFO - Epoch [22][1100/3405] lr: 2.377e-02, eta: 2 days, 7:53:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 4.0092, loss: 4.0092 +2025-05-04 02:24:37,359 - pyskl - INFO - Epoch [22][1200/3405] lr: 2.377e-02, eta: 2 days, 7:53:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9569, loss_cls: 4.0112, loss: 4.0112 +2025-05-04 02:25:22,578 - pyskl - INFO - Epoch [22][1300/3405] lr: 2.377e-02, eta: 2 days, 7:52:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9444, loss_cls: 4.2307, loss: 4.2307 +2025-05-04 02:26:07,862 - pyskl - INFO - Epoch [22][1400/3405] lr: 2.376e-02, eta: 2 days, 7:51:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 3.8990, loss: 3.8990 +2025-05-04 02:26:53,221 - pyskl - INFO - Epoch [22][1500/3405] lr: 2.376e-02, eta: 2 days, 7:50:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9656, loss_cls: 4.0102, loss: 4.0102 +2025-05-04 02:27:38,564 - pyskl - INFO - Epoch [22][1600/3405] lr: 2.376e-02, eta: 2 days, 7:49:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9544, loss_cls: 3.8871, loss: 3.8871 +2025-05-04 02:28:23,886 - pyskl - INFO - Epoch [22][1700/3405] lr: 2.375e-02, eta: 2 days, 7:48:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9469, loss_cls: 4.1077, loss: 4.1077 +2025-05-04 02:29:09,096 - pyskl - INFO - Epoch [22][1800/3405] lr: 2.375e-02, eta: 2 days, 7:48:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9569, loss_cls: 4.0842, loss: 4.0842 +2025-05-04 02:29:54,408 - pyskl - INFO - Epoch [22][1900/3405] lr: 2.375e-02, eta: 2 days, 7:47:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 4.0797, loss: 4.0797 +2025-05-04 02:30:39,748 - pyskl - INFO - Epoch [22][2000/3405] lr: 2.374e-02, eta: 2 days, 7:46:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9650, loss_cls: 3.9756, loss: 3.9756 +2025-05-04 02:31:25,078 - pyskl - INFO - Epoch [22][2100/3405] lr: 2.374e-02, eta: 2 days, 7:45:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9494, loss_cls: 3.9916, loss: 3.9916 +2025-05-04 02:32:10,342 - pyskl - INFO - Epoch [22][2200/3405] lr: 2.374e-02, eta: 2 days, 7:44:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9631, loss_cls: 4.0788, loss: 4.0788 +2025-05-04 02:32:55,562 - pyskl - INFO - Epoch [22][2300/3405] lr: 2.373e-02, eta: 2 days, 7:43:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 3.9924, loss: 3.9924 +2025-05-04 02:33:40,828 - pyskl - INFO - Epoch [22][2400/3405] lr: 2.373e-02, eta: 2 days, 7:43:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 3.9667, loss: 3.9667 +2025-05-04 02:34:26,036 - pyskl - INFO - Epoch [22][2500/3405] lr: 2.373e-02, eta: 2 days, 7:42:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9525, loss_cls: 4.0390, loss: 4.0390 +2025-05-04 02:35:11,303 - pyskl - INFO - Epoch [22][2600/3405] lr: 2.372e-02, eta: 2 days, 7:41:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9550, loss_cls: 4.0058, loss: 4.0058 +2025-05-04 02:35:56,523 - pyskl - INFO - Epoch [22][2700/3405] lr: 2.372e-02, eta: 2 days, 7:40:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9637, loss_cls: 3.9423, loss: 3.9423 +2025-05-04 02:36:41,741 - pyskl - INFO - Epoch [22][2800/3405] lr: 2.372e-02, eta: 2 days, 7:39:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9569, loss_cls: 4.1057, loss: 4.1057 +2025-05-04 02:37:26,953 - pyskl - INFO - Epoch [22][2900/3405] lr: 2.371e-02, eta: 2 days, 7:38:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9631, loss_cls: 4.1235, loss: 4.1235 +2025-05-04 02:38:12,264 - pyskl - INFO - Epoch [22][3000/3405] lr: 2.371e-02, eta: 2 days, 7:38:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9569, loss_cls: 4.0855, loss: 4.0855 +2025-05-04 02:38:57,519 - pyskl - INFO - Epoch [22][3100/3405] lr: 2.371e-02, eta: 2 days, 7:37:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9587, loss_cls: 4.1389, loss: 4.1389 +2025-05-04 02:39:42,756 - pyskl - INFO - Epoch [22][3200/3405] lr: 2.370e-02, eta: 2 days, 7:36:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 3.9528, loss: 3.9528 +2025-05-04 02:40:28,062 - pyskl - INFO - Epoch [22][3300/3405] lr: 2.370e-02, eta: 2 days, 7:35:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9669, loss_cls: 3.9746, loss: 3.9746 +2025-05-04 02:41:13,382 - pyskl - INFO - Epoch [22][3400/3405] lr: 2.370e-02, eta: 2 days, 7:34:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9625, loss_cls: 4.0223, loss: 4.0223 +2025-05-04 02:41:16,061 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-05-04 02:45:23,802 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 02:45:24,460 - pyskl - INFO - +top1_acc 0.7432 +top5_acc 0.9493 +2025-05-04 02:45:24,481 - pyskl - INFO - Epoch(val) [22][3718] top1_acc: 0.7432, top5_acc: 0.9493 +2025-05-04 02:46:32,490 - pyskl - INFO - Epoch [23][100/3405] lr: 2.369e-02, eta: 2 days, 7:35:53, time: 0.680, data_time: 0.229, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 4.0080, loss: 4.0080 +2025-05-04 02:47:17,662 - pyskl - INFO - Epoch [23][200/3405] lr: 2.369e-02, eta: 2 days, 7:35:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 4.1123, loss: 4.1123 +2025-05-04 02:48:03,046 - pyskl - INFO - Epoch [23][300/3405] lr: 2.369e-02, eta: 2 days, 7:34:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9600, loss_cls: 3.9754, loss: 3.9754 +2025-05-04 02:48:48,470 - pyskl - INFO - Epoch [23][400/3405] lr: 2.368e-02, eta: 2 days, 7:33:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9613, loss_cls: 4.1044, loss: 4.1044 +2025-05-04 02:49:33,815 - pyskl - INFO - Epoch [23][500/3405] lr: 2.368e-02, eta: 2 days, 7:32:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9669, loss_cls: 3.9683, loss: 3.9683 +2025-05-04 02:50:19,155 - pyskl - INFO - Epoch [23][600/3405] lr: 2.368e-02, eta: 2 days, 7:31:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9600, loss_cls: 3.9839, loss: 3.9839 +2025-05-04 02:51:04,570 - pyskl - INFO - Epoch [23][700/3405] lr: 2.367e-02, eta: 2 days, 7:30:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9675, loss_cls: 3.8592, loss: 3.8592 +2025-05-04 02:51:49,970 - pyskl - INFO - Epoch [23][800/3405] lr: 2.367e-02, eta: 2 days, 7:30:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9725, loss_cls: 3.9061, loss: 3.9061 +2025-05-04 02:52:35,416 - pyskl - INFO - Epoch [23][900/3405] lr: 2.367e-02, eta: 2 days, 7:29:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 4.0424, loss: 4.0424 +2025-05-04 02:53:20,623 - pyskl - INFO - Epoch [23][1000/3405] lr: 2.366e-02, eta: 2 days, 7:28:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9644, loss_cls: 4.0171, loss: 4.0171 +2025-05-04 02:54:05,838 - pyskl - INFO - Epoch [23][1100/3405] lr: 2.366e-02, eta: 2 days, 7:27:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 3.9689, loss: 3.9689 +2025-05-04 02:54:51,128 - pyskl - INFO - Epoch [23][1200/3405] lr: 2.366e-02, eta: 2 days, 7:26:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9575, loss_cls: 4.0539, loss: 4.0539 +2025-05-04 02:55:36,483 - pyskl - INFO - Epoch [23][1300/3405] lr: 2.365e-02, eta: 2 days, 7:26:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9444, loss_cls: 4.2256, loss: 4.2256 +2025-05-04 02:56:21,749 - pyskl - INFO - Epoch [23][1400/3405] lr: 2.365e-02, eta: 2 days, 7:25:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 3.9338, loss: 3.9338 +2025-05-04 02:57:06,895 - pyskl - INFO - Epoch [23][1500/3405] lr: 2.364e-02, eta: 2 days, 7:24:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9613, loss_cls: 3.9400, loss: 3.9400 +2025-05-04 02:57:52,053 - pyskl - INFO - Epoch [23][1600/3405] lr: 2.364e-02, eta: 2 days, 7:23:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 3.9790, loss: 3.9790 +2025-05-04 02:58:37,179 - pyskl - INFO - Epoch [23][1700/3405] lr: 2.364e-02, eta: 2 days, 7:22:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9637, loss_cls: 4.0159, loss: 4.0159 +2025-05-04 02:59:22,446 - pyskl - INFO - Epoch [23][1800/3405] lr: 2.363e-02, eta: 2 days, 7:21:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9587, loss_cls: 4.1038, loss: 4.1038 +2025-05-04 03:00:07,816 - pyskl - INFO - Epoch [23][1900/3405] lr: 2.363e-02, eta: 2 days, 7:21:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9625, loss_cls: 3.9545, loss: 3.9545 +2025-05-04 03:00:53,243 - pyskl - INFO - Epoch [23][2000/3405] lr: 2.363e-02, eta: 2 days, 7:20:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9613, loss_cls: 4.0345, loss: 4.0345 +2025-05-04 03:01:38,721 - pyskl - INFO - Epoch [23][2100/3405] lr: 2.362e-02, eta: 2 days, 7:19:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9550, loss_cls: 3.9400, loss: 3.9400 +2025-05-04 03:02:24,300 - pyskl - INFO - Epoch [23][2200/3405] lr: 2.362e-02, eta: 2 days, 7:18:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 4.0936, loss: 4.0936 +2025-05-04 03:03:09,650 - pyskl - INFO - Epoch [23][2300/3405] lr: 2.362e-02, eta: 2 days, 7:17:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9563, loss_cls: 4.0556, loss: 4.0556 +2025-05-04 03:03:54,830 - pyskl - INFO - Epoch [23][2400/3405] lr: 2.361e-02, eta: 2 days, 7:16:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9525, loss_cls: 4.1060, loss: 4.1060 +2025-05-04 03:04:40,114 - pyskl - INFO - Epoch [23][2500/3405] lr: 2.361e-02, eta: 2 days, 7:16:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 4.0997, loss: 4.0997 +2025-05-04 03:05:25,457 - pyskl - INFO - Epoch [23][2600/3405] lr: 2.361e-02, eta: 2 days, 7:15:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 3.9672, loss: 3.9672 +2025-05-04 03:06:10,713 - pyskl - INFO - Epoch [23][2700/3405] lr: 2.360e-02, eta: 2 days, 7:14:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 3.9050, loss: 3.9050 +2025-05-04 03:06:55,811 - pyskl - INFO - Epoch [23][2800/3405] lr: 2.360e-02, eta: 2 days, 7:13:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9681, loss_cls: 3.8660, loss: 3.8660 +2025-05-04 03:07:40,925 - pyskl - INFO - Epoch [23][2900/3405] lr: 2.360e-02, eta: 2 days, 7:12:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 3.9915, loss: 3.9915 +2025-05-04 03:08:25,964 - pyskl - INFO - Epoch [23][3000/3405] lr: 2.359e-02, eta: 2 days, 7:11:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 3.9909, loss: 3.9909 +2025-05-04 03:09:11,083 - pyskl - INFO - Epoch [23][3100/3405] lr: 2.359e-02, eta: 2 days, 7:11:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9594, loss_cls: 4.0172, loss: 4.0172 +2025-05-04 03:09:56,134 - pyskl - INFO - Epoch [23][3200/3405] lr: 2.358e-02, eta: 2 days, 7:10:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9513, loss_cls: 4.1044, loss: 4.1044 +2025-05-04 03:10:41,208 - pyskl - INFO - Epoch [23][3300/3405] lr: 2.358e-02, eta: 2 days, 7:09:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9513, loss_cls: 3.9945, loss: 3.9945 +2025-05-04 03:11:26,291 - pyskl - INFO - Epoch [23][3400/3405] lr: 2.358e-02, eta: 2 days, 7:08:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9487, loss_cls: 4.2156, loss: 4.2156 +2025-05-04 03:11:28,882 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-05-04 03:15:35,798 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 03:15:36,395 - pyskl - INFO - +top1_acc 0.7324 +top5_acc 0.9423 +2025-05-04 03:15:36,415 - pyskl - INFO - Epoch(val) [23][3718] top1_acc: 0.7324, top5_acc: 0.9423 +2025-05-04 03:16:44,247 - pyskl - INFO - Epoch [24][100/3405] lr: 2.357e-02, eta: 2 days, 7:09:35, time: 0.678, data_time: 0.226, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 3.8868, loss: 3.8868 +2025-05-04 03:17:29,355 - pyskl - INFO - Epoch [24][200/3405] lr: 2.357e-02, eta: 2 days, 7:08:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9656, loss_cls: 3.9343, loss: 3.9343 +2025-05-04 03:18:14,609 - pyskl - INFO - Epoch [24][300/3405] lr: 2.357e-02, eta: 2 days, 7:07:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 4.0410, loss: 4.0410 +2025-05-04 03:18:59,686 - pyskl - INFO - Epoch [24][400/3405] lr: 2.356e-02, eta: 2 days, 7:07:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9606, loss_cls: 4.0363, loss: 4.0363 +2025-05-04 03:19:44,772 - pyskl - INFO - Epoch [24][500/3405] lr: 2.356e-02, eta: 2 days, 7:06:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 3.8777, loss: 3.8777 +2025-05-04 03:20:29,913 - pyskl - INFO - Epoch [24][600/3405] lr: 2.356e-02, eta: 2 days, 7:05:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 3.8271, loss: 3.8271 +2025-05-04 03:21:15,167 - pyskl - INFO - Epoch [24][700/3405] lr: 2.355e-02, eta: 2 days, 7:04:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 3.9768, loss: 3.9768 +2025-05-04 03:22:00,364 - pyskl - INFO - Epoch [24][800/3405] lr: 2.355e-02, eta: 2 days, 7:03:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9581, loss_cls: 4.0201, loss: 4.0201 +2025-05-04 03:22:45,555 - pyskl - INFO - Epoch [24][900/3405] lr: 2.355e-02, eta: 2 days, 7:02:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9663, loss_cls: 4.0104, loss: 4.0104 +2025-05-04 03:23:30,791 - pyskl - INFO - Epoch [24][1000/3405] lr: 2.354e-02, eta: 2 days, 7:02:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9556, loss_cls: 4.1101, loss: 4.1101 +2025-05-04 03:24:15,909 - pyskl - INFO - Epoch [24][1100/3405] lr: 2.354e-02, eta: 2 days, 7:01:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9544, loss_cls: 4.0402, loss: 4.0402 +2025-05-04 03:25:00,982 - pyskl - INFO - Epoch [24][1200/3405] lr: 2.353e-02, eta: 2 days, 7:00:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9606, loss_cls: 3.9391, loss: 3.9391 +2025-05-04 03:25:46,093 - pyskl - INFO - Epoch [24][1300/3405] lr: 2.353e-02, eta: 2 days, 6:59:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 4.0961, loss: 4.0961 +2025-05-04 03:26:31,242 - pyskl - INFO - Epoch [24][1400/3405] lr: 2.353e-02, eta: 2 days, 6:58:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9613, loss_cls: 4.0831, loss: 4.0831 +2025-05-04 03:27:16,343 - pyskl - INFO - Epoch [24][1500/3405] lr: 2.352e-02, eta: 2 days, 6:57:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9594, loss_cls: 4.0428, loss: 4.0428 +2025-05-04 03:28:01,503 - pyskl - INFO - Epoch [24][1600/3405] lr: 2.352e-02, eta: 2 days, 6:57:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9594, loss_cls: 3.9845, loss: 3.9845 +2025-05-04 03:28:46,603 - pyskl - INFO - Epoch [24][1700/3405] lr: 2.352e-02, eta: 2 days, 6:56:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 3.9379, loss: 3.9379 +2025-05-04 03:29:31,763 - pyskl - INFO - Epoch [24][1800/3405] lr: 2.351e-02, eta: 2 days, 6:55:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9644, loss_cls: 3.9785, loss: 3.9785 +2025-05-04 03:30:16,953 - pyskl - INFO - Epoch [24][1900/3405] lr: 2.351e-02, eta: 2 days, 6:54:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9513, loss_cls: 4.0537, loss: 4.0537 +2025-05-04 03:31:02,085 - pyskl - INFO - Epoch [24][2000/3405] lr: 2.351e-02, eta: 2 days, 6:53:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9513, loss_cls: 4.0950, loss: 4.0950 +2025-05-04 03:31:47,225 - pyskl - INFO - Epoch [24][2100/3405] lr: 2.350e-02, eta: 2 days, 6:52:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 3.9756, loss: 3.9756 +2025-05-04 03:32:32,359 - pyskl - INFO - Epoch [24][2200/3405] lr: 2.350e-02, eta: 2 days, 6:52:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 3.8906, loss: 3.8906 +2025-05-04 03:33:17,516 - pyskl - INFO - Epoch [24][2300/3405] lr: 2.349e-02, eta: 2 days, 6:51:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9637, loss_cls: 4.0647, loss: 4.0647 +2025-05-04 03:34:02,642 - pyskl - INFO - Epoch [24][2400/3405] lr: 2.349e-02, eta: 2 days, 6:50:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9644, loss_cls: 3.9608, loss: 3.9608 +2025-05-04 03:34:47,853 - pyskl - INFO - Epoch [24][2500/3405] lr: 2.349e-02, eta: 2 days, 6:49:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9600, loss_cls: 3.9921, loss: 3.9921 +2025-05-04 03:35:33,199 - pyskl - INFO - Epoch [24][2600/3405] lr: 2.348e-02, eta: 2 days, 6:48:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9563, loss_cls: 3.9665, loss: 3.9665 +2025-05-04 03:36:18,547 - pyskl - INFO - Epoch [24][2700/3405] lr: 2.348e-02, eta: 2 days, 6:47:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 3.9390, loss: 3.9390 +2025-05-04 03:37:03,931 - pyskl - INFO - Epoch [24][2800/3405] lr: 2.348e-02, eta: 2 days, 6:47:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 4.0129, loss: 4.0129 +2025-05-04 03:37:49,142 - pyskl - INFO - Epoch [24][2900/3405] lr: 2.347e-02, eta: 2 days, 6:46:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 3.9952, loss: 3.9952 +2025-05-04 03:38:34,351 - pyskl - INFO - Epoch [24][3000/3405] lr: 2.347e-02, eta: 2 days, 6:45:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9694, loss_cls: 3.8751, loss: 3.8751 +2025-05-04 03:39:19,579 - pyskl - INFO - Epoch [24][3100/3405] lr: 2.347e-02, eta: 2 days, 6:44:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9594, loss_cls: 3.9560, loss: 3.9560 +2025-05-04 03:40:05,156 - pyskl - INFO - Epoch [24][3200/3405] lr: 2.346e-02, eta: 2 days, 6:43:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 3.9746, loss: 3.9746 +2025-05-04 03:40:50,907 - pyskl - INFO - Epoch [24][3300/3405] lr: 2.346e-02, eta: 2 days, 6:43:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 4.1682, loss: 4.1682 +2025-05-04 03:41:36,381 - pyskl - INFO - Epoch [24][3400/3405] lr: 2.345e-02, eta: 2 days, 6:42:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 3.9876, loss: 3.9876 +2025-05-04 03:41:38,968 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-05-04 03:45:46,511 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 03:45:47,057 - pyskl - INFO - +top1_acc 0.7199 +top5_acc 0.9361 +2025-05-04 03:45:47,080 - pyskl - INFO - Epoch(val) [24][3718] top1_acc: 0.7199, top5_acc: 0.9361 +2025-05-04 03:46:55,010 - pyskl - INFO - Epoch [25][100/3405] lr: 2.345e-02, eta: 2 days, 6:43:11, time: 0.679, data_time: 0.224, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9619, loss_cls: 4.0693, loss: 4.0693 +2025-05-04 03:47:40,446 - pyskl - INFO - Epoch [25][200/3405] lr: 2.345e-02, eta: 2 days, 6:42:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 3.8718, loss: 3.8718 +2025-05-04 03:48:25,571 - pyskl - INFO - Epoch [25][300/3405] lr: 2.344e-02, eta: 2 days, 6:41:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 3.8531, loss: 3.8531 +2025-05-04 03:49:10,719 - pyskl - INFO - Epoch [25][400/3405] lr: 2.344e-02, eta: 2 days, 6:40:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9669, loss_cls: 4.0470, loss: 4.0470 +2025-05-04 03:49:55,810 - pyskl - INFO - Epoch [25][500/3405] lr: 2.344e-02, eta: 2 days, 6:39:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9637, loss_cls: 3.9420, loss: 3.9420 +2025-05-04 03:50:40,951 - pyskl - INFO - Epoch [25][600/3405] lr: 2.343e-02, eta: 2 days, 6:39:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 3.8629, loss: 3.8629 +2025-05-04 03:51:25,987 - pyskl - INFO - Epoch [25][700/3405] lr: 2.343e-02, eta: 2 days, 6:38:11, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9681, loss_cls: 3.7632, loss: 3.7632 +2025-05-04 03:52:11,147 - pyskl - INFO - Epoch [25][800/3405] lr: 2.342e-02, eta: 2 days, 6:37:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 3.9037, loss: 3.9037 +2025-05-04 03:52:56,224 - pyskl - INFO - Epoch [25][900/3405] lr: 2.342e-02, eta: 2 days, 6:36:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 3.9568, loss: 3.9568 +2025-05-04 03:53:41,441 - pyskl - INFO - Epoch [25][1000/3405] lr: 2.342e-02, eta: 2 days, 6:35:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9656, loss_cls: 4.0195, loss: 4.0195 +2025-05-04 03:54:26,602 - pyskl - INFO - Epoch [25][1100/3405] lr: 2.341e-02, eta: 2 days, 6:34:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 3.9135, loss: 3.9135 +2025-05-04 03:55:11,750 - pyskl - INFO - Epoch [25][1200/3405] lr: 2.341e-02, eta: 2 days, 6:34:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 4.0413, loss: 4.0413 +2025-05-04 03:55:56,893 - pyskl - INFO - Epoch [25][1300/3405] lr: 2.341e-02, eta: 2 days, 6:33:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9569, loss_cls: 3.9854, loss: 3.9854 +2025-05-04 03:56:42,045 - pyskl - INFO - Epoch [25][1400/3405] lr: 2.340e-02, eta: 2 days, 6:32:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 4.0737, loss: 4.0737 +2025-05-04 03:57:27,197 - pyskl - INFO - Epoch [25][1500/3405] lr: 2.340e-02, eta: 2 days, 6:31:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 3.8836, loss: 3.8836 +2025-05-04 03:58:12,182 - pyskl - INFO - Epoch [25][1600/3405] lr: 2.339e-02, eta: 2 days, 6:30:42, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9675, loss_cls: 3.8254, loss: 3.8254 +2025-05-04 03:58:57,209 - pyskl - INFO - Epoch [25][1700/3405] lr: 2.339e-02, eta: 2 days, 6:29:51, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9587, loss_cls: 4.0051, loss: 4.0051 +2025-05-04 03:59:42,264 - pyskl - INFO - Epoch [25][1800/3405] lr: 2.339e-02, eta: 2 days, 6:29:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9675, loss_cls: 3.8420, loss: 3.8420 +2025-05-04 04:00:27,353 - pyskl - INFO - Epoch [25][1900/3405] lr: 2.338e-02, eta: 2 days, 6:28:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9594, loss_cls: 3.9940, loss: 3.9940 +2025-05-04 04:01:12,498 - pyskl - INFO - Epoch [25][2000/3405] lr: 2.338e-02, eta: 2 days, 6:27:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9688, loss_cls: 3.8630, loss: 3.8630 +2025-05-04 04:01:57,621 - pyskl - INFO - Epoch [25][2100/3405] lr: 2.338e-02, eta: 2 days, 6:26:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9519, loss_cls: 4.0462, loss: 4.0462 +2025-05-04 04:02:42,743 - pyskl - INFO - Epoch [25][2200/3405] lr: 2.337e-02, eta: 2 days, 6:25:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 3.9008, loss: 3.9008 +2025-05-04 04:03:27,849 - pyskl - INFO - Epoch [25][2300/3405] lr: 2.337e-02, eta: 2 days, 6:24:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9550, loss_cls: 4.0312, loss: 4.0312 +2025-05-04 04:04:13,060 - pyskl - INFO - Epoch [25][2400/3405] lr: 2.336e-02, eta: 2 days, 6:24:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9556, loss_cls: 4.0770, loss: 4.0770 +2025-05-04 04:04:58,178 - pyskl - INFO - Epoch [25][2500/3405] lr: 2.336e-02, eta: 2 days, 6:23:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9613, loss_cls: 3.9411, loss: 3.9411 +2025-05-04 04:05:43,389 - pyskl - INFO - Epoch [25][2600/3405] lr: 2.336e-02, eta: 2 days, 6:22:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9600, loss_cls: 3.9801, loss: 3.9801 +2025-05-04 04:06:28,504 - pyskl - INFO - Epoch [25][2700/3405] lr: 2.335e-02, eta: 2 days, 6:21:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9606, loss_cls: 3.9847, loss: 3.9847 +2025-05-04 04:07:13,610 - pyskl - INFO - Epoch [25][2800/3405] lr: 2.335e-02, eta: 2 days, 6:20:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9594, loss_cls: 4.1032, loss: 4.1032 +2025-05-04 04:07:58,685 - pyskl - INFO - Epoch [25][2900/3405] lr: 2.334e-02, eta: 2 days, 6:19:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9656, loss_cls: 3.9029, loss: 3.9029 +2025-05-04 04:08:43,723 - pyskl - INFO - Epoch [25][3000/3405] lr: 2.334e-02, eta: 2 days, 6:19:02, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9594, loss_cls: 3.8985, loss: 3.8985 +2025-05-04 04:09:28,800 - pyskl - INFO - Epoch [25][3100/3405] lr: 2.334e-02, eta: 2 days, 6:18:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 3.8043, loss: 3.8043 +2025-05-04 04:10:13,794 - pyskl - INFO - Epoch [25][3200/3405] lr: 2.333e-02, eta: 2 days, 6:17:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9663, loss_cls: 3.9814, loss: 3.9814 +2025-05-04 04:10:58,823 - pyskl - INFO - Epoch [25][3300/3405] lr: 2.333e-02, eta: 2 days, 6:16:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 3.9469, loss: 3.9469 +2025-05-04 04:11:43,908 - pyskl - INFO - Epoch [25][3400/3405] lr: 2.333e-02, eta: 2 days, 6:15:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9594, loss_cls: 4.0079, loss: 4.0079 +2025-05-04 04:11:46,559 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-05-04 04:15:53,321 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 04:15:53,856 - pyskl - INFO - +top1_acc 0.7503 +top5_acc 0.9438 +2025-05-04 04:15:53,913 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_21.pth was removed +2025-05-04 04:15:54,948 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. +2025-05-04 04:15:54,950 - pyskl - INFO - Best top1_acc is 0.7503 at 25 epoch. +2025-05-04 04:15:54,971 - pyskl - INFO - Epoch(val) [25][3718] top1_acc: 0.7503, top5_acc: 0.9438 +2025-05-04 04:17:02,442 - pyskl - INFO - Epoch [26][100/3405] lr: 2.332e-02, eta: 2 days, 6:16:30, time: 0.675, data_time: 0.225, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9700, loss_cls: 3.9881, loss: 3.9881 +2025-05-04 04:17:47,463 - pyskl - INFO - Epoch [26][200/3405] lr: 2.332e-02, eta: 2 days, 6:15:39, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 4.0022, loss: 4.0022 +2025-05-04 04:18:32,531 - pyskl - INFO - Epoch [26][300/3405] lr: 2.331e-02, eta: 2 days, 6:14:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 3.9351, loss: 3.9351 +2025-05-04 04:19:17,541 - pyskl - INFO - Epoch [26][400/3405] lr: 2.331e-02, eta: 2 days, 6:13:59, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9725, loss_cls: 3.7506, loss: 3.7506 +2025-05-04 04:20:02,607 - pyskl - INFO - Epoch [26][500/3405] lr: 2.331e-02, eta: 2 days, 6:13:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 3.8133, loss: 3.8133 +2025-05-04 04:20:47,638 - pyskl - INFO - Epoch [26][600/3405] lr: 2.330e-02, eta: 2 days, 6:12:18, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 3.9271, loss: 3.9271 +2025-05-04 04:21:32,726 - pyskl - INFO - Epoch [26][700/3405] lr: 2.330e-02, eta: 2 days, 6:11:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9556, loss_cls: 3.8559, loss: 3.8559 +2025-05-04 04:22:17,848 - pyskl - INFO - Epoch [26][800/3405] lr: 2.329e-02, eta: 2 days, 6:10:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 3.9217, loss: 3.9217 +2025-05-04 04:23:02,971 - pyskl - INFO - Epoch [26][900/3405] lr: 2.329e-02, eta: 2 days, 6:09:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9712, loss_cls: 3.8725, loss: 3.8725 +2025-05-04 04:23:48,095 - pyskl - INFO - Epoch [26][1000/3405] lr: 2.329e-02, eta: 2 days, 6:08:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9519, loss_cls: 4.0253, loss: 4.0253 +2025-05-04 04:24:33,259 - pyskl - INFO - Epoch [26][1100/3405] lr: 2.328e-02, eta: 2 days, 6:08:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9719, loss_cls: 3.9515, loss: 3.9515 +2025-05-04 04:25:18,465 - pyskl - INFO - Epoch [26][1200/3405] lr: 2.328e-02, eta: 2 days, 6:07:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 3.9369, loss: 3.9369 +2025-05-04 04:26:03,618 - pyskl - INFO - Epoch [26][1300/3405] lr: 2.328e-02, eta: 2 days, 6:06:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 3.9312, loss: 3.9312 +2025-05-04 04:26:48,891 - pyskl - INFO - Epoch [26][1400/3405] lr: 2.327e-02, eta: 2 days, 6:05:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9644, loss_cls: 3.8725, loss: 3.8725 +2025-05-04 04:27:34,076 - pyskl - INFO - Epoch [26][1500/3405] lr: 2.327e-02, eta: 2 days, 6:04:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9644, loss_cls: 4.0441, loss: 4.0441 +2025-05-04 04:28:19,232 - pyskl - INFO - Epoch [26][1600/3405] lr: 2.326e-02, eta: 2 days, 6:04:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 3.9135, loss: 3.9135 +2025-05-04 04:29:04,414 - pyskl - INFO - Epoch [26][1700/3405] lr: 2.326e-02, eta: 2 days, 6:03:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9675, loss_cls: 3.8209, loss: 3.8209 +2025-05-04 04:29:49,637 - pyskl - INFO - Epoch [26][1800/3405] lr: 2.326e-02, eta: 2 days, 6:02:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9663, loss_cls: 3.9088, loss: 3.9088 +2025-05-04 04:30:34,753 - pyskl - INFO - Epoch [26][1900/3405] lr: 2.325e-02, eta: 2 days, 6:01:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9600, loss_cls: 4.0320, loss: 4.0320 +2025-05-04 04:31:19,795 - pyskl - INFO - Epoch [26][2000/3405] lr: 2.325e-02, eta: 2 days, 6:00:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 3.9127, loss: 3.9127 +2025-05-04 04:32:04,906 - pyskl - INFO - Epoch [26][2100/3405] lr: 2.324e-02, eta: 2 days, 5:59:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9569, loss_cls: 4.0295, loss: 4.0295 +2025-05-04 04:32:50,009 - pyskl - INFO - Epoch [26][2200/3405] lr: 2.324e-02, eta: 2 days, 5:59:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 4.0177, loss: 4.0177 +2025-05-04 04:33:35,036 - pyskl - INFO - Epoch [26][2300/3405] lr: 2.324e-02, eta: 2 days, 5:58:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9644, loss_cls: 3.8985, loss: 3.8985 +2025-05-04 04:34:20,049 - pyskl - INFO - Epoch [26][2400/3405] lr: 2.323e-02, eta: 2 days, 5:57:24, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 3.9957, loss: 3.9957 +2025-05-04 04:35:05,128 - pyskl - INFO - Epoch [26][2500/3405] lr: 2.323e-02, eta: 2 days, 5:56:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9637, loss_cls: 3.8390, loss: 3.8390 +2025-05-04 04:35:50,178 - pyskl - INFO - Epoch [26][2600/3405] lr: 2.322e-02, eta: 2 days, 5:55:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9625, loss_cls: 4.0581, loss: 4.0581 +2025-05-04 04:36:35,343 - pyskl - INFO - Epoch [26][2700/3405] lr: 2.322e-02, eta: 2 days, 5:54:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 4.0264, loss: 4.0264 +2025-05-04 04:37:20,498 - pyskl - INFO - Epoch [26][2800/3405] lr: 2.322e-02, eta: 2 days, 5:54:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9637, loss_cls: 4.0777, loss: 4.0777 +2025-05-04 04:38:05,496 - pyskl - INFO - Epoch [26][2900/3405] lr: 2.321e-02, eta: 2 days, 5:53:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 4.0527, loss: 4.0527 +2025-05-04 04:38:50,852 - pyskl - INFO - Epoch [26][3000/3405] lr: 2.321e-02, eta: 2 days, 5:52:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9487, loss_cls: 3.9711, loss: 3.9711 +2025-05-04 04:39:36,335 - pyskl - INFO - Epoch [26][3100/3405] lr: 2.320e-02, eta: 2 days, 5:51:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9556, loss_cls: 3.9332, loss: 3.9332 +2025-05-04 04:40:21,587 - pyskl - INFO - Epoch [26][3200/3405] lr: 2.320e-02, eta: 2 days, 5:50:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 3.9380, loss: 3.9380 +2025-05-04 04:41:06,861 - pyskl - INFO - Epoch [26][3300/3405] lr: 2.320e-02, eta: 2 days, 5:50:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9631, loss_cls: 3.7540, loss: 3.7540 +2025-05-04 04:41:52,059 - pyskl - INFO - Epoch [26][3400/3405] lr: 2.319e-02, eta: 2 days, 5:49:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 3.9816, loss: 3.9816 +2025-05-04 04:41:54,700 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-05-04 04:46:01,561 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 04:46:02,105 - pyskl - INFO - +top1_acc 0.7403 +top5_acc 0.9382 +2025-05-04 04:46:02,126 - pyskl - INFO - Epoch(val) [26][3718] top1_acc: 0.7403, top5_acc: 0.9382 +2025-05-04 04:47:10,079 - pyskl - INFO - Epoch [27][100/3405] lr: 2.319e-02, eta: 2 days, 5:49:58, time: 0.679, data_time: 0.223, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9719, loss_cls: 3.6720, loss: 3.6720 +2025-05-04 04:47:55,331 - pyskl - INFO - Epoch [27][200/3405] lr: 2.318e-02, eta: 2 days, 5:49:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 3.9584, loss: 3.9584 +2025-05-04 04:48:40,568 - pyskl - INFO - Epoch [27][300/3405] lr: 2.318e-02, eta: 2 days, 5:48:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9700, loss_cls: 3.7990, loss: 3.7990 +2025-05-04 04:49:25,855 - pyskl - INFO - Epoch [27][400/3405] lr: 2.318e-02, eta: 2 days, 5:47:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9694, loss_cls: 3.8095, loss: 3.8095 +2025-05-04 04:50:11,087 - pyskl - INFO - Epoch [27][500/3405] lr: 2.317e-02, eta: 2 days, 5:46:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 3.8904, loss: 3.8904 +2025-05-04 04:50:56,259 - pyskl - INFO - Epoch [27][600/3405] lr: 2.317e-02, eta: 2 days, 5:45:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 3.8918, loss: 3.8918 +2025-05-04 04:51:41,549 - pyskl - INFO - Epoch [27][700/3405] lr: 2.316e-02, eta: 2 days, 5:45:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9644, loss_cls: 3.9419, loss: 3.9419 +2025-05-04 04:52:26,670 - pyskl - INFO - Epoch [27][800/3405] lr: 2.316e-02, eta: 2 days, 5:44:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.8022, loss: 3.8022 +2025-05-04 04:53:11,759 - pyskl - INFO - Epoch [27][900/3405] lr: 2.316e-02, eta: 2 days, 5:43:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9644, loss_cls: 3.8031, loss: 3.8031 +2025-05-04 04:53:56,862 - pyskl - INFO - Epoch [27][1000/3405] lr: 2.315e-02, eta: 2 days, 5:42:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 3.9802, loss: 3.9802 +2025-05-04 04:54:41,907 - pyskl - INFO - Epoch [27][1100/3405] lr: 2.315e-02, eta: 2 days, 5:41:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9650, loss_cls: 3.8913, loss: 3.8913 +2025-05-04 04:55:26,958 - pyskl - INFO - Epoch [27][1200/3405] lr: 2.314e-02, eta: 2 days, 5:40:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.9782, loss: 3.9782 +2025-05-04 04:56:11,999 - pyskl - INFO - Epoch [27][1300/3405] lr: 2.314e-02, eta: 2 days, 5:40:05, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 3.7628, loss: 3.7628 +2025-05-04 04:56:57,033 - pyskl - INFO - Epoch [27][1400/3405] lr: 2.314e-02, eta: 2 days, 5:39:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9625, loss_cls: 3.8668, loss: 3.8668 +2025-05-04 04:57:42,122 - pyskl - INFO - Epoch [27][1500/3405] lr: 2.313e-02, eta: 2 days, 5:38:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 3.8979, loss: 3.8979 +2025-05-04 04:58:27,159 - pyskl - INFO - Epoch [27][1600/3405] lr: 2.313e-02, eta: 2 days, 5:37:35, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9613, loss_cls: 3.8191, loss: 3.8191 +2025-05-04 04:59:12,339 - pyskl - INFO - Epoch [27][1700/3405] lr: 2.312e-02, eta: 2 days, 5:36:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9563, loss_cls: 3.9307, loss: 3.9307 +2025-05-04 04:59:57,443 - pyskl - INFO - Epoch [27][1800/3405] lr: 2.312e-02, eta: 2 days, 5:35:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9594, loss_cls: 4.0906, loss: 4.0906 +2025-05-04 05:00:42,557 - pyskl - INFO - Epoch [27][1900/3405] lr: 2.312e-02, eta: 2 days, 5:35:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9594, loss_cls: 3.8303, loss: 3.8303 +2025-05-04 05:01:27,579 - pyskl - INFO - Epoch [27][2000/3405] lr: 2.311e-02, eta: 2 days, 5:34:17, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 3.9086, loss: 3.9086 +2025-05-04 05:02:12,692 - pyskl - INFO - Epoch [27][2100/3405] lr: 2.311e-02, eta: 2 days, 5:33:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 3.8390, loss: 3.8390 +2025-05-04 05:02:57,887 - pyskl - INFO - Epoch [27][2200/3405] lr: 2.310e-02, eta: 2 days, 5:32:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9681, loss_cls: 3.7446, loss: 3.7446 +2025-05-04 05:03:42,997 - pyskl - INFO - Epoch [27][2300/3405] lr: 2.310e-02, eta: 2 days, 5:31:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 3.8565, loss: 3.8565 +2025-05-04 05:04:28,134 - pyskl - INFO - Epoch [27][2400/3405] lr: 2.310e-02, eta: 2 days, 5:30:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9544, loss_cls: 3.9222, loss: 3.9222 +2025-05-04 05:05:13,189 - pyskl - INFO - Epoch [27][2500/3405] lr: 2.309e-02, eta: 2 days, 5:30:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9537, loss_cls: 4.0967, loss: 4.0967 +2025-05-04 05:05:58,315 - pyskl - INFO - Epoch [27][2600/3405] lr: 2.309e-02, eta: 2 days, 5:29:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9531, loss_cls: 3.9893, loss: 3.9893 +2025-05-04 05:06:43,476 - pyskl - INFO - Epoch [27][2700/3405] lr: 2.308e-02, eta: 2 days, 5:28:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 3.8857, loss: 3.8857 +2025-05-04 05:07:28,746 - pyskl - INFO - Epoch [27][2800/3405] lr: 2.308e-02, eta: 2 days, 5:27:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9556, loss_cls: 3.9472, loss: 3.9472 +2025-05-04 05:08:13,902 - pyskl - INFO - Epoch [27][2900/3405] lr: 2.307e-02, eta: 2 days, 5:26:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9537, loss_cls: 4.0593, loss: 4.0593 +2025-05-04 05:08:59,067 - pyskl - INFO - Epoch [27][3000/3405] lr: 2.307e-02, eta: 2 days, 5:26:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 4.0186, loss: 4.0186 +2025-05-04 05:09:44,187 - pyskl - INFO - Epoch [27][3100/3405] lr: 2.307e-02, eta: 2 days, 5:25:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9544, loss_cls: 3.8963, loss: 3.8963 +2025-05-04 05:10:29,319 - pyskl - INFO - Epoch [27][3200/3405] lr: 2.306e-02, eta: 2 days, 5:24:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 3.9328, loss: 3.9328 +2025-05-04 05:11:14,459 - pyskl - INFO - Epoch [27][3300/3405] lr: 2.306e-02, eta: 2 days, 5:23:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 3.9037, loss: 3.9037 +2025-05-04 05:11:59,486 - pyskl - INFO - Epoch [27][3400/3405] lr: 2.305e-02, eta: 2 days, 5:22:46, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9663, loss_cls: 3.9746, loss: 3.9746 +2025-05-04 05:12:02,081 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-05-04 05:16:09,616 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 05:16:10,167 - pyskl - INFO - +top1_acc 0.7708 +top5_acc 0.9528 +2025-05-04 05:16:10,224 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_25.pth was removed +2025-05-04 05:16:11,316 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_27.pth. +2025-05-04 05:16:11,317 - pyskl - INFO - Best top1_acc is 0.7708 at 27 epoch. +2025-05-04 05:16:11,339 - pyskl - INFO - Epoch(val) [27][3718] top1_acc: 0.7708, top5_acc: 0.9528 +2025-05-04 05:17:19,523 - pyskl - INFO - Epoch [28][100/3405] lr: 2.305e-02, eta: 2 days, 5:23:29, time: 0.682, data_time: 0.230, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 3.8388, loss: 3.8388 +2025-05-04 05:18:04,654 - pyskl - INFO - Epoch [28][200/3405] lr: 2.305e-02, eta: 2 days, 5:22:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 3.9708, loss: 3.9708 +2025-05-04 05:18:49,762 - pyskl - INFO - Epoch [28][300/3405] lr: 2.304e-02, eta: 2 days, 5:21:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9631, loss_cls: 3.9280, loss: 3.9280 +2025-05-04 05:19:34,846 - pyskl - INFO - Epoch [28][400/3405] lr: 2.304e-02, eta: 2 days, 5:21:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9688, loss_cls: 3.8293, loss: 3.8293 +2025-05-04 05:20:19,882 - pyskl - INFO - Epoch [28][500/3405] lr: 2.303e-02, eta: 2 days, 5:20:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9631, loss_cls: 3.9645, loss: 3.9645 +2025-05-04 05:21:04,979 - pyskl - INFO - Epoch [28][600/3405] lr: 2.303e-02, eta: 2 days, 5:19:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9694, loss_cls: 3.7988, loss: 3.7988 +2025-05-04 05:21:50,031 - pyskl - INFO - Epoch [28][700/3405] lr: 2.303e-02, eta: 2 days, 5:18:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 3.7681, loss: 3.7681 +2025-05-04 05:22:35,069 - pyskl - INFO - Epoch [28][800/3405] lr: 2.302e-02, eta: 2 days, 5:17:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 4.0150, loss: 4.0150 +2025-05-04 05:23:20,195 - pyskl - INFO - Epoch [28][900/3405] lr: 2.302e-02, eta: 2 days, 5:16:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9663, loss_cls: 3.8650, loss: 3.8650 +2025-05-04 05:24:05,346 - pyskl - INFO - Epoch [28][1000/3405] lr: 2.301e-02, eta: 2 days, 5:16:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 3.7598, loss: 3.7598 +2025-05-04 05:24:50,502 - pyskl - INFO - Epoch [28][1100/3405] lr: 2.301e-02, eta: 2 days, 5:15:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 3.9046, loss: 3.9046 +2025-05-04 05:25:35,558 - pyskl - INFO - Epoch [28][1200/3405] lr: 2.300e-02, eta: 2 days, 5:14:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9675, loss_cls: 3.8818, loss: 3.8818 +2025-05-04 05:26:20,687 - pyskl - INFO - Epoch [28][1300/3405] lr: 2.300e-02, eta: 2 days, 5:13:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9625, loss_cls: 3.9357, loss: 3.9357 +2025-05-04 05:27:05,855 - pyskl - INFO - Epoch [28][1400/3405] lr: 2.300e-02, eta: 2 days, 5:12:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 3.9749, loss: 3.9749 +2025-05-04 05:27:50,984 - pyskl - INFO - Epoch [28][1500/3405] lr: 2.299e-02, eta: 2 days, 5:11:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 3.8220, loss: 3.8220 +2025-05-04 05:28:36,145 - pyskl - INFO - Epoch [28][1600/3405] lr: 2.299e-02, eta: 2 days, 5:11:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9644, loss_cls: 3.8800, loss: 3.8800 +2025-05-04 05:29:21,308 - pyskl - INFO - Epoch [28][1700/3405] lr: 2.298e-02, eta: 2 days, 5:10:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 3.9699, loss: 3.9699 +2025-05-04 05:30:06,456 - pyskl - INFO - Epoch [28][1800/3405] lr: 2.298e-02, eta: 2 days, 5:09:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 3.9172, loss: 3.9172 +2025-05-04 05:30:51,581 - pyskl - INFO - Epoch [28][1900/3405] lr: 2.298e-02, eta: 2 days, 5:08:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 3.8047, loss: 3.8047 +2025-05-04 05:31:36,707 - pyskl - INFO - Epoch [28][2000/3405] lr: 2.297e-02, eta: 2 days, 5:07:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9550, loss_cls: 3.8839, loss: 3.8839 +2025-05-04 05:32:21,875 - pyskl - INFO - Epoch [28][2100/3405] lr: 2.297e-02, eta: 2 days, 5:07:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9581, loss_cls: 3.9600, loss: 3.9600 +2025-05-04 05:33:06,950 - pyskl - INFO - Epoch [28][2200/3405] lr: 2.296e-02, eta: 2 days, 5:06:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 3.8611, loss: 3.8611 +2025-05-04 05:33:52,076 - pyskl - INFO - Epoch [28][2300/3405] lr: 2.296e-02, eta: 2 days, 5:05:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9594, loss_cls: 3.9705, loss: 3.9705 +2025-05-04 05:34:37,112 - pyskl - INFO - Epoch [28][2400/3405] lr: 2.295e-02, eta: 2 days, 5:04:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9587, loss_cls: 3.9467, loss: 3.9467 +2025-05-04 05:35:22,165 - pyskl - INFO - Epoch [28][2500/3405] lr: 2.295e-02, eta: 2 days, 5:03:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9513, loss_cls: 3.9942, loss: 3.9942 +2025-05-04 05:36:07,156 - pyskl - INFO - Epoch [28][2600/3405] lr: 2.295e-02, eta: 2 days, 5:02:53, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 3.8589, loss: 3.8589 +2025-05-04 05:36:52,185 - pyskl - INFO - Epoch [28][2700/3405] lr: 2.294e-02, eta: 2 days, 5:02:04, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 3.8737, loss: 3.8737 +2025-05-04 05:37:37,198 - pyskl - INFO - Epoch [28][2800/3405] lr: 2.294e-02, eta: 2 days, 5:01:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9700, loss_cls: 3.8196, loss: 3.8196 +2025-05-04 05:38:22,383 - pyskl - INFO - Epoch [28][2900/3405] lr: 2.293e-02, eta: 2 days, 5:00:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.7702, loss: 3.7702 +2025-05-04 05:39:07,492 - pyskl - INFO - Epoch [28][3000/3405] lr: 2.293e-02, eta: 2 days, 4:59:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.7380, loss: 3.7380 +2025-05-04 05:39:52,626 - pyskl - INFO - Epoch [28][3100/3405] lr: 2.292e-02, eta: 2 days, 4:58:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9563, loss_cls: 3.8780, loss: 3.8780 +2025-05-04 05:40:37,832 - pyskl - INFO - Epoch [28][3200/3405] lr: 2.292e-02, eta: 2 days, 4:57:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 3.9720, loss: 3.9720 +2025-05-04 05:41:22,917 - pyskl - INFO - Epoch [28][3300/3405] lr: 2.292e-02, eta: 2 days, 4:57:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 3.8910, loss: 3.8910 +2025-05-04 05:42:07,994 - pyskl - INFO - Epoch [28][3400/3405] lr: 2.291e-02, eta: 2 days, 4:56:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9544, loss_cls: 3.8786, loss: 3.8786 +2025-05-04 05:42:10,622 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-05-04 05:46:21,428 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 05:46:21,959 - pyskl - INFO - +top1_acc 0.7203 +top5_acc 0.9364 +2025-05-04 05:46:21,979 - pyskl - INFO - Epoch(val) [28][3718] top1_acc: 0.7203, top5_acc: 0.9364 +2025-05-04 05:47:29,183 - pyskl - INFO - Epoch [29][100/3405] lr: 2.291e-02, eta: 2 days, 4:56:54, time: 0.672, data_time: 0.221, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 3.9316, loss: 3.9316 +2025-05-04 05:48:14,232 - pyskl - INFO - Epoch [29][200/3405] lr: 2.290e-02, eta: 2 days, 4:56:04, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.8246, loss: 3.8246 +2025-05-04 05:48:59,312 - pyskl - INFO - Epoch [29][300/3405] lr: 2.290e-02, eta: 2 days, 4:55:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9688, loss_cls: 3.7825, loss: 3.7825 +2025-05-04 05:49:44,515 - pyskl - INFO - Epoch [29][400/3405] lr: 2.289e-02, eta: 2 days, 4:54:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9575, loss_cls: 3.9164, loss: 3.9164 +2025-05-04 05:50:29,603 - pyskl - INFO - Epoch [29][500/3405] lr: 2.289e-02, eta: 2 days, 4:53:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 3.6964, loss: 3.6964 +2025-05-04 05:51:14,724 - pyskl - INFO - Epoch [29][600/3405] lr: 2.289e-02, eta: 2 days, 4:52:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9587, loss_cls: 3.7933, loss: 3.7933 +2025-05-04 05:51:59,794 - pyskl - INFO - Epoch [29][700/3405] lr: 2.288e-02, eta: 2 days, 4:51:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9619, loss_cls: 3.9543, loss: 3.9543 +2025-05-04 05:52:44,946 - pyskl - INFO - Epoch [29][800/3405] lr: 2.288e-02, eta: 2 days, 4:51:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 3.7284, loss: 3.7284 +2025-05-04 05:53:30,049 - pyskl - INFO - Epoch [29][900/3405] lr: 2.287e-02, eta: 2 days, 4:50:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 3.7251, loss: 3.7251 +2025-05-04 05:54:15,143 - pyskl - INFO - Epoch [29][1000/3405] lr: 2.287e-02, eta: 2 days, 4:49:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.6872, loss: 3.6872 +2025-05-04 05:55:00,264 - pyskl - INFO - Epoch [29][1100/3405] lr: 2.286e-02, eta: 2 days, 4:48:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 3.6921, loss: 3.6921 +2025-05-04 05:55:45,469 - pyskl - INFO - Epoch [29][1200/3405] lr: 2.286e-02, eta: 2 days, 4:47:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9581, loss_cls: 3.8179, loss: 3.8179 +2025-05-04 05:56:30,578 - pyskl - INFO - Epoch [29][1300/3405] lr: 2.286e-02, eta: 2 days, 4:47:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 3.7762, loss: 3.7762 +2025-05-04 05:57:15,795 - pyskl - INFO - Epoch [29][1400/3405] lr: 2.285e-02, eta: 2 days, 4:46:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 3.8381, loss: 3.8381 +2025-05-04 05:58:01,010 - pyskl - INFO - Epoch [29][1500/3405] lr: 2.285e-02, eta: 2 days, 4:45:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 3.8606, loss: 3.8606 +2025-05-04 05:58:46,129 - pyskl - INFO - Epoch [29][1600/3405] lr: 2.284e-02, eta: 2 days, 4:44:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 3.8870, loss: 3.8870 +2025-05-04 05:59:31,341 - pyskl - INFO - Epoch [29][1700/3405] lr: 2.284e-02, eta: 2 days, 4:43:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9556, loss_cls: 3.9171, loss: 3.9171 +2025-05-04 06:00:16,485 - pyskl - INFO - Epoch [29][1800/3405] lr: 2.283e-02, eta: 2 days, 4:42:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9606, loss_cls: 4.0310, loss: 4.0310 +2025-05-04 06:01:01,552 - pyskl - INFO - Epoch [29][1900/3405] lr: 2.283e-02, eta: 2 days, 4:42:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 3.9292, loss: 3.9292 +2025-05-04 06:01:46,694 - pyskl - INFO - Epoch [29][2000/3405] lr: 2.283e-02, eta: 2 days, 4:41:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9712, loss_cls: 3.7898, loss: 3.7898 +2025-05-04 06:02:31,803 - pyskl - INFO - Epoch [29][2100/3405] lr: 2.282e-02, eta: 2 days, 4:40:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9613, loss_cls: 3.9592, loss: 3.9592 +2025-05-04 06:03:16,933 - pyskl - INFO - Epoch [29][2200/3405] lr: 2.282e-02, eta: 2 days, 4:39:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9537, loss_cls: 3.9532, loss: 3.9532 +2025-05-04 06:04:01,997 - pyskl - INFO - Epoch [29][2300/3405] lr: 2.281e-02, eta: 2 days, 4:38:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9644, loss_cls: 3.8824, loss: 3.8824 +2025-05-04 06:04:47,221 - pyskl - INFO - Epoch [29][2400/3405] lr: 2.281e-02, eta: 2 days, 4:38:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 3.8897, loss: 3.8897 +2025-05-04 06:05:32,455 - pyskl - INFO - Epoch [29][2500/3405] lr: 2.280e-02, eta: 2 days, 4:37:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.7760, loss: 3.7760 +2025-05-04 06:06:17,612 - pyskl - INFO - Epoch [29][2600/3405] lr: 2.280e-02, eta: 2 days, 4:36:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9606, loss_cls: 3.9035, loss: 3.9035 +2025-05-04 06:07:02,776 - pyskl - INFO - Epoch [29][2700/3405] lr: 2.280e-02, eta: 2 days, 4:35:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9625, loss_cls: 3.9042, loss: 3.9042 +2025-05-04 06:07:47,873 - pyskl - INFO - Epoch [29][2800/3405] lr: 2.279e-02, eta: 2 days, 4:34:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9537, loss_cls: 3.8286, loss: 3.8286 +2025-05-04 06:08:32,949 - pyskl - INFO - Epoch [29][2900/3405] lr: 2.279e-02, eta: 2 days, 4:33:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 3.9103, loss: 3.9103 +2025-05-04 06:09:18,022 - pyskl - INFO - Epoch [29][3000/3405] lr: 2.278e-02, eta: 2 days, 4:33:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9650, loss_cls: 3.7666, loss: 3.7666 +2025-05-04 06:10:03,015 - pyskl - INFO - Epoch [29][3100/3405] lr: 2.278e-02, eta: 2 days, 4:32:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9469, loss_cls: 4.0760, loss: 4.0760 +2025-05-04 06:10:48,051 - pyskl - INFO - Epoch [29][3200/3405] lr: 2.277e-02, eta: 2 days, 4:31:31, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9500, loss_cls: 3.8644, loss: 3.8644 +2025-05-04 06:11:33,170 - pyskl - INFO - Epoch [29][3300/3405] lr: 2.277e-02, eta: 2 days, 4:30:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9506, loss_cls: 3.9848, loss: 3.9848 +2025-05-04 06:12:18,344 - pyskl - INFO - Epoch [29][3400/3405] lr: 2.276e-02, eta: 2 days, 4:29:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9663, loss_cls: 3.8943, loss: 3.8943 +2025-05-04 06:12:20,987 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-05-04 06:16:27,987 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 06:16:28,528 - pyskl - INFO - +top1_acc 0.7181 +top5_acc 0.9379 +2025-05-04 06:16:28,552 - pyskl - INFO - Epoch(val) [29][3718] top1_acc: 0.7181, top5_acc: 0.9379 +2025-05-04 06:17:35,922 - pyskl - INFO - Epoch [30][100/3405] lr: 2.276e-02, eta: 2 days, 4:30:25, time: 0.674, data_time: 0.222, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9700, loss_cls: 3.7656, loss: 3.7656 +2025-05-04 06:18:20,944 - pyskl - INFO - Epoch [30][200/3405] lr: 2.276e-02, eta: 2 days, 4:29:35, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.7788, loss: 3.7788 +2025-05-04 06:19:06,111 - pyskl - INFO - Epoch [30][300/3405] lr: 2.275e-02, eta: 2 days, 4:28:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 3.7619, loss: 3.7619 +2025-05-04 06:19:51,167 - pyskl - INFO - Epoch [30][400/3405] lr: 2.275e-02, eta: 2 days, 4:27:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.7570, loss: 3.7570 +2025-05-04 06:20:36,270 - pyskl - INFO - Epoch [30][500/3405] lr: 2.274e-02, eta: 2 days, 4:27:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 3.7259, loss: 3.7259 +2025-05-04 06:21:21,426 - pyskl - INFO - Epoch [30][600/3405] lr: 2.274e-02, eta: 2 days, 4:26:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 3.8050, loss: 3.8050 +2025-05-04 06:22:06,592 - pyskl - INFO - Epoch [30][700/3405] lr: 2.273e-02, eta: 2 days, 4:25:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 3.6565, loss: 3.6565 +2025-05-04 06:22:51,746 - pyskl - INFO - Epoch [30][800/3405] lr: 2.273e-02, eta: 2 days, 4:24:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9712, loss_cls: 3.8865, loss: 3.8865 +2025-05-04 06:23:36,841 - pyskl - INFO - Epoch [30][900/3405] lr: 2.272e-02, eta: 2 days, 4:23:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9738, loss_cls: 3.7604, loss: 3.7604 +2025-05-04 06:24:21,978 - pyskl - INFO - Epoch [30][1000/3405] lr: 2.272e-02, eta: 2 days, 4:23:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 3.9122, loss: 3.9122 +2025-05-04 06:25:07,220 - pyskl - INFO - Epoch [30][1100/3405] lr: 2.272e-02, eta: 2 days, 4:22:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9600, loss_cls: 3.8467, loss: 3.8467 +2025-05-04 06:25:52,439 - pyskl - INFO - Epoch [30][1200/3405] lr: 2.271e-02, eta: 2 days, 4:21:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9606, loss_cls: 3.8277, loss: 3.8277 +2025-05-04 06:26:37,659 - pyskl - INFO - Epoch [30][1300/3405] lr: 2.271e-02, eta: 2 days, 4:20:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 3.7614, loss: 3.7614 +2025-05-04 06:27:22,823 - pyskl - INFO - Epoch [30][1400/3405] lr: 2.270e-02, eta: 2 days, 4:19:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9688, loss_cls: 3.8394, loss: 3.8394 +2025-05-04 06:28:07,991 - pyskl - INFO - Epoch [30][1500/3405] lr: 2.270e-02, eta: 2 days, 4:19:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 3.7372, loss: 3.7372 +2025-05-04 06:28:53,126 - pyskl - INFO - Epoch [30][1600/3405] lr: 2.269e-02, eta: 2 days, 4:18:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9525, loss_cls: 3.9831, loss: 3.9831 +2025-05-04 06:29:38,207 - pyskl - INFO - Epoch [30][1700/3405] lr: 2.269e-02, eta: 2 days, 4:17:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 3.7998, loss: 3.7998 +2025-05-04 06:30:23,289 - pyskl - INFO - Epoch [30][1800/3405] lr: 2.268e-02, eta: 2 days, 4:16:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9644, loss_cls: 3.9472, loss: 3.9472 +2025-05-04 06:31:08,360 - pyskl - INFO - Epoch [30][1900/3405] lr: 2.268e-02, eta: 2 days, 4:15:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9581, loss_cls: 3.9089, loss: 3.9089 +2025-05-04 06:31:53,494 - pyskl - INFO - Epoch [30][2000/3405] lr: 2.268e-02, eta: 2 days, 4:14:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9625, loss_cls: 3.8913, loss: 3.8913 +2025-05-04 06:32:38,531 - pyskl - INFO - Epoch [30][2100/3405] lr: 2.267e-02, eta: 2 days, 4:14:05, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9725, loss_cls: 3.7929, loss: 3.7929 +2025-05-04 06:33:23,635 - pyskl - INFO - Epoch [30][2200/3405] lr: 2.267e-02, eta: 2 days, 4:13:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 3.8387, loss: 3.8387 +2025-05-04 06:34:08,740 - pyskl - INFO - Epoch [30][2300/3405] lr: 2.266e-02, eta: 2 days, 4:12:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9575, loss_cls: 3.9372, loss: 3.9372 +2025-05-04 06:34:53,834 - pyskl - INFO - Epoch [30][2400/3405] lr: 2.266e-02, eta: 2 days, 4:11:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.8010, loss: 3.8010 +2025-05-04 06:35:38,902 - pyskl - INFO - Epoch [30][2500/3405] lr: 2.265e-02, eta: 2 days, 4:10:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 3.9405, loss: 3.9405 +2025-05-04 06:36:24,058 - pyskl - INFO - Epoch [30][2600/3405] lr: 2.265e-02, eta: 2 days, 4:10:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9644, loss_cls: 3.8129, loss: 3.8129 +2025-05-04 06:37:09,232 - pyskl - INFO - Epoch [30][2700/3405] lr: 2.264e-02, eta: 2 days, 4:09:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 3.9547, loss: 3.9547 +2025-05-04 06:37:54,377 - pyskl - INFO - Epoch [30][2800/3405] lr: 2.264e-02, eta: 2 days, 4:08:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 3.9398, loss: 3.9398 +2025-05-04 06:38:39,474 - pyskl - INFO - Epoch [30][2900/3405] lr: 2.264e-02, eta: 2 days, 4:07:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.7287, loss: 3.7287 +2025-05-04 06:39:24,585 - pyskl - INFO - Epoch [30][3000/3405] lr: 2.263e-02, eta: 2 days, 4:06:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 3.6454, loss: 3.6454 +2025-05-04 06:40:09,691 - pyskl - INFO - Epoch [30][3100/3405] lr: 2.263e-02, eta: 2 days, 4:05:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9569, loss_cls: 3.8503, loss: 3.8503 +2025-05-04 06:40:54,916 - pyskl - INFO - Epoch [30][3200/3405] lr: 2.262e-02, eta: 2 days, 4:05:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9550, loss_cls: 3.9182, loss: 3.9182 +2025-05-04 06:41:40,094 - pyskl - INFO - Epoch [30][3300/3405] lr: 2.262e-02, eta: 2 days, 4:04:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9506, loss_cls: 4.0779, loss: 4.0779 +2025-05-04 06:42:25,217 - pyskl - INFO - Epoch [30][3400/3405] lr: 2.261e-02, eta: 2 days, 4:03:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 3.8736, loss: 3.8736 +2025-05-04 06:42:27,810 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-05-04 06:46:34,901 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 06:46:35,443 - pyskl - INFO - +top1_acc 0.7536 +top5_acc 0.9484 +2025-05-04 06:46:35,463 - pyskl - INFO - Epoch(val) [30][3718] top1_acc: 0.7536, top5_acc: 0.9484 +2025-05-04 06:47:43,101 - pyskl - INFO - Epoch [31][100/3405] lr: 2.261e-02, eta: 2 days, 4:03:59, time: 0.676, data_time: 0.225, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.7680, loss: 3.7680 +2025-05-04 06:48:27,940 - pyskl - INFO - Epoch [31][200/3405] lr: 2.260e-02, eta: 2 days, 4:03:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 3.7767, loss: 3.7767 +2025-05-04 06:49:13,043 - pyskl - INFO - Epoch [31][300/3405] lr: 2.260e-02, eta: 2 days, 4:02:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9694, loss_cls: 3.7140, loss: 3.7140 +2025-05-04 06:49:58,094 - pyskl - INFO - Epoch [31][400/3405] lr: 2.259e-02, eta: 2 days, 4:01:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 3.7541, loss: 3.7541 +2025-05-04 06:50:43,278 - pyskl - INFO - Epoch [31][500/3405] lr: 2.259e-02, eta: 2 days, 4:00:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 3.8012, loss: 3.8012 +2025-05-04 06:51:28,492 - pyskl - INFO - Epoch [31][600/3405] lr: 2.259e-02, eta: 2 days, 3:59:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9656, loss_cls: 3.8789, loss: 3.8789 +2025-05-04 06:52:13,569 - pyskl - INFO - Epoch [31][700/3405] lr: 2.258e-02, eta: 2 days, 3:59:05, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 3.6204, loss: 3.6204 +2025-05-04 06:52:58,636 - pyskl - INFO - Epoch [31][800/3405] lr: 2.258e-02, eta: 2 days, 3:58:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 3.8094, loss: 3.8094 +2025-05-04 06:53:43,705 - pyskl - INFO - Epoch [31][900/3405] lr: 2.257e-02, eta: 2 days, 3:57:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.7308, loss: 3.7308 +2025-05-04 06:54:28,712 - pyskl - INFO - Epoch [31][1000/3405] lr: 2.257e-02, eta: 2 days, 3:56:37, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9681, loss_cls: 3.8102, loss: 3.8102 +2025-05-04 06:55:13,720 - pyskl - INFO - Epoch [31][1100/3405] lr: 2.256e-02, eta: 2 days, 3:55:48, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9688, loss_cls: 3.7997, loss: 3.7997 +2025-05-04 06:55:58,736 - pyskl - INFO - Epoch [31][1200/3405] lr: 2.256e-02, eta: 2 days, 3:54:59, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 3.7483, loss: 3.7483 +2025-05-04 06:56:43,801 - pyskl - INFO - Epoch [31][1300/3405] lr: 2.255e-02, eta: 2 days, 3:54:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 3.7795, loss: 3.7795 +2025-05-04 06:57:28,820 - pyskl - INFO - Epoch [31][1400/3405] lr: 2.255e-02, eta: 2 days, 3:53:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 3.8537, loss: 3.8537 +2025-05-04 06:58:13,890 - pyskl - INFO - Epoch [31][1500/3405] lr: 2.254e-02, eta: 2 days, 3:52:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9575, loss_cls: 3.9431, loss: 3.9431 +2025-05-04 06:58:58,936 - pyskl - INFO - Epoch [31][1600/3405] lr: 2.254e-02, eta: 2 days, 3:51:42, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9706, loss_cls: 3.7318, loss: 3.7318 +2025-05-04 06:59:44,024 - pyskl - INFO - Epoch [31][1700/3405] lr: 2.254e-02, eta: 2 days, 3:50:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9675, loss_cls: 3.7629, loss: 3.7629 +2025-05-04 07:00:29,007 - pyskl - INFO - Epoch [31][1800/3405] lr: 2.253e-02, eta: 2 days, 3:50:04, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 3.8369, loss: 3.8369 +2025-05-04 07:01:13,953 - pyskl - INFO - Epoch [31][1900/3405] lr: 2.253e-02, eta: 2 days, 3:49:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9619, loss_cls: 3.9684, loss: 3.9684 +2025-05-04 07:01:58,894 - pyskl - INFO - Epoch [31][2000/3405] lr: 2.252e-02, eta: 2 days, 3:48:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 3.8795, loss: 3.8795 +2025-05-04 07:02:43,879 - pyskl - INFO - Epoch [31][2100/3405] lr: 2.252e-02, eta: 2 days, 3:47:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9525, loss_cls: 3.8980, loss: 3.8980 +2025-05-04 07:03:28,865 - pyskl - INFO - Epoch [31][2200/3405] lr: 2.251e-02, eta: 2 days, 3:46:46, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9569, loss_cls: 3.8750, loss: 3.8750 +2025-05-04 07:04:13,920 - pyskl - INFO - Epoch [31][2300/3405] lr: 2.251e-02, eta: 2 days, 3:45:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9606, loss_cls: 3.7996, loss: 3.7996 +2025-05-04 07:04:58,927 - pyskl - INFO - Epoch [31][2400/3405] lr: 2.250e-02, eta: 2 days, 3:45:08, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 3.9515, loss: 3.9515 +2025-05-04 07:05:43,915 - pyskl - INFO - Epoch [31][2500/3405] lr: 2.250e-02, eta: 2 days, 3:44:19, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 3.8871, loss: 3.8871 +2025-05-04 07:06:29,006 - pyskl - INFO - Epoch [31][2600/3405] lr: 2.249e-02, eta: 2 days, 3:43:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 3.7608, loss: 3.7608 +2025-05-04 07:07:14,010 - pyskl - INFO - Epoch [31][2700/3405] lr: 2.249e-02, eta: 2 days, 3:42:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 3.8271, loss: 3.8271 +2025-05-04 07:07:59,016 - pyskl - INFO - Epoch [31][2800/3405] lr: 2.248e-02, eta: 2 days, 3:41:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9619, loss_cls: 3.7080, loss: 3.7080 +2025-05-04 07:08:44,029 - pyskl - INFO - Epoch [31][2900/3405] lr: 2.248e-02, eta: 2 days, 3:41:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 3.8564, loss: 3.8564 +2025-05-04 07:09:29,005 - pyskl - INFO - Epoch [31][3000/3405] lr: 2.248e-02, eta: 2 days, 3:40:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9637, loss_cls: 3.9592, loss: 3.9592 +2025-05-04 07:10:14,151 - pyskl - INFO - Epoch [31][3100/3405] lr: 2.247e-02, eta: 2 days, 3:39:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9594, loss_cls: 3.8536, loss: 3.8536 +2025-05-04 07:10:59,348 - pyskl - INFO - Epoch [31][3200/3405] lr: 2.247e-02, eta: 2 days, 3:38:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 3.9199, loss: 3.9199 +2025-05-04 07:11:44,451 - pyskl - INFO - Epoch [31][3300/3405] lr: 2.246e-02, eta: 2 days, 3:37:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9656, loss_cls: 3.8859, loss: 3.8859 +2025-05-04 07:12:29,513 - pyskl - INFO - Epoch [31][3400/3405] lr: 2.246e-02, eta: 2 days, 3:36:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9706, loss_cls: 3.8210, loss: 3.8210 +2025-05-04 07:12:32,123 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-05-04 07:16:39,391 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 07:16:39,932 - pyskl - INFO - +top1_acc 0.7554 +top5_acc 0.9453 +2025-05-04 07:16:39,952 - pyskl - INFO - Epoch(val) [31][3718] top1_acc: 0.7554, top5_acc: 0.9453 +2025-05-04 07:17:47,499 - pyskl - INFO - Epoch [32][100/3405] lr: 2.245e-02, eta: 2 days, 3:37:25, time: 0.675, data_time: 0.225, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 3.7473, loss: 3.7473 +2025-05-04 07:18:32,597 - pyskl - INFO - Epoch [32][200/3405] lr: 2.245e-02, eta: 2 days, 3:36:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 3.7562, loss: 3.7562 +2025-05-04 07:19:17,622 - pyskl - INFO - Epoch [32][300/3405] lr: 2.244e-02, eta: 2 days, 3:35:47, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 3.7240, loss: 3.7240 +2025-05-04 07:20:02,840 - pyskl - INFO - Epoch [32][400/3405] lr: 2.244e-02, eta: 2 days, 3:34:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9644, loss_cls: 3.8403, loss: 3.8403 +2025-05-04 07:20:47,710 - pyskl - INFO - Epoch [32][500/3405] lr: 2.243e-02, eta: 2 days, 3:34:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9637, loss_cls: 3.7197, loss: 3.7197 +2025-05-04 07:21:32,776 - pyskl - INFO - Epoch [32][600/3405] lr: 2.243e-02, eta: 2 days, 3:33:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 3.8671, loss: 3.8671 +2025-05-04 07:22:17,735 - pyskl - INFO - Epoch [32][700/3405] lr: 2.242e-02, eta: 2 days, 3:32:30, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9619, loss_cls: 3.9098, loss: 3.9098 +2025-05-04 07:23:02,749 - pyskl - INFO - Epoch [32][800/3405] lr: 2.242e-02, eta: 2 days, 3:31:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 3.7514, loss: 3.7514 +2025-05-04 07:23:47,762 - pyskl - INFO - Epoch [32][900/3405] lr: 2.241e-02, eta: 2 days, 3:30:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 3.7481, loss: 3.7481 +2025-05-04 07:24:32,740 - pyskl - INFO - Epoch [32][1000/3405] lr: 2.241e-02, eta: 2 days, 3:30:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9725, loss_cls: 3.8013, loss: 3.8013 +2025-05-04 07:25:17,547 - pyskl - INFO - Epoch [32][1100/3405] lr: 2.241e-02, eta: 2 days, 3:29:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 3.8687, loss: 3.8687 +2025-05-04 07:26:02,547 - pyskl - INFO - Epoch [32][1200/3405] lr: 2.240e-02, eta: 2 days, 3:28:24, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9744, loss_cls: 3.9563, loss: 3.9563 +2025-05-04 07:26:47,627 - pyskl - INFO - Epoch [32][1300/3405] lr: 2.240e-02, eta: 2 days, 3:27:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 3.7892, loss: 3.7892 +2025-05-04 07:27:32,563 - pyskl - INFO - Epoch [32][1400/3405] lr: 2.239e-02, eta: 2 days, 3:26:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 3.6848, loss: 3.6848 +2025-05-04 07:28:17,645 - pyskl - INFO - Epoch [32][1500/3405] lr: 2.239e-02, eta: 2 days, 3:25:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9719, loss_cls: 3.7759, loss: 3.7759 +2025-05-04 07:29:02,687 - pyskl - INFO - Epoch [32][1600/3405] lr: 2.238e-02, eta: 2 days, 3:25:08, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9744, loss_cls: 3.7466, loss: 3.7466 +2025-05-04 07:29:47,614 - pyskl - INFO - Epoch [32][1700/3405] lr: 2.238e-02, eta: 2 days, 3:24:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9719, loss_cls: 3.7690, loss: 3.7690 +2025-05-04 07:30:32,574 - pyskl - INFO - Epoch [32][1800/3405] lr: 2.237e-02, eta: 2 days, 3:23:29, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 3.7010, loss: 3.7010 +2025-05-04 07:31:17,478 - pyskl - INFO - Epoch [32][1900/3405] lr: 2.237e-02, eta: 2 days, 3:22:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9613, loss_cls: 3.9845, loss: 3.9845 +2025-05-04 07:32:02,437 - pyskl - INFO - Epoch [32][2000/3405] lr: 2.236e-02, eta: 2 days, 3:21:50, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9663, loss_cls: 3.7877, loss: 3.7877 +2025-05-04 07:32:47,364 - pyskl - INFO - Epoch [32][2100/3405] lr: 2.236e-02, eta: 2 days, 3:21:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9556, loss_cls: 3.8919, loss: 3.8919 +2025-05-04 07:33:32,230 - pyskl - INFO - Epoch [32][2200/3405] lr: 2.235e-02, eta: 2 days, 3:20:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9631, loss_cls: 3.8836, loss: 3.8836 +2025-05-04 07:34:17,189 - pyskl - INFO - Epoch [32][2300/3405] lr: 2.235e-02, eta: 2 days, 3:19:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9619, loss_cls: 3.9473, loss: 3.9473 +2025-05-04 07:35:02,498 - pyskl - INFO - Epoch [32][2400/3405] lr: 2.234e-02, eta: 2 days, 3:18:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.7468, loss: 3.7468 +2025-05-04 07:35:47,484 - pyskl - INFO - Epoch [32][2500/3405] lr: 2.234e-02, eta: 2 days, 3:17:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9663, loss_cls: 3.7818, loss: 3.7818 +2025-05-04 07:36:32,442 - pyskl - INFO - Epoch [32][2600/3405] lr: 2.233e-02, eta: 2 days, 3:16:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.7545, loss: 3.7545 +2025-05-04 07:37:17,422 - pyskl - INFO - Epoch [32][2700/3405] lr: 2.233e-02, eta: 2 days, 3:16:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 3.7912, loss: 3.7912 +2025-05-04 07:38:02,368 - pyskl - INFO - Epoch [32][2800/3405] lr: 2.233e-02, eta: 2 days, 3:15:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9587, loss_cls: 3.8947, loss: 3.8947 +2025-05-04 07:38:47,297 - pyskl - INFO - Epoch [32][2900/3405] lr: 2.232e-02, eta: 2 days, 3:14:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9681, loss_cls: 3.7743, loss: 3.7743 +2025-05-04 07:39:32,453 - pyskl - INFO - Epoch [32][3000/3405] lr: 2.232e-02, eta: 2 days, 3:13:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 3.7716, loss: 3.7716 +2025-05-04 07:40:17,661 - pyskl - INFO - Epoch [32][3100/3405] lr: 2.231e-02, eta: 2 days, 3:12:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9663, loss_cls: 3.7912, loss: 3.7912 +2025-05-04 07:41:02,799 - pyskl - INFO - Epoch [32][3200/3405] lr: 2.231e-02, eta: 2 days, 3:12:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 3.8033, loss: 3.8033 +2025-05-04 07:41:47,876 - pyskl - INFO - Epoch [32][3300/3405] lr: 2.230e-02, eta: 2 days, 3:11:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 3.7871, loss: 3.7871 +2025-05-04 07:42:33,116 - pyskl - INFO - Epoch [32][3400/3405] lr: 2.230e-02, eta: 2 days, 3:10:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.7843, loss: 3.7843 +2025-05-04 07:42:35,732 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-05-04 07:46:43,009 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 07:46:43,544 - pyskl - INFO - +top1_acc 0.7506 +top5_acc 0.9420 +2025-05-04 07:46:43,565 - pyskl - INFO - Epoch(val) [32][3718] top1_acc: 0.7506, top5_acc: 0.9420 +2025-05-04 07:47:51,383 - pyskl - INFO - Epoch [33][100/3405] lr: 2.229e-02, eta: 2 days, 3:10:51, time: 0.678, data_time: 0.225, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 3.7339, loss: 3.7339 +2025-05-04 07:48:36,556 - pyskl - INFO - Epoch [33][200/3405] lr: 2.229e-02, eta: 2 days, 3:10:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 3.7593, loss: 3.7593 +2025-05-04 07:49:21,878 - pyskl - INFO - Epoch [33][300/3405] lr: 2.228e-02, eta: 2 days, 3:09:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.7872, loss: 3.7872 +2025-05-04 07:50:07,112 - pyskl - INFO - Epoch [33][400/3405] lr: 2.228e-02, eta: 2 days, 3:08:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 3.7153, loss: 3.7153 +2025-05-04 07:50:52,297 - pyskl - INFO - Epoch [33][500/3405] lr: 2.227e-02, eta: 2 days, 3:07:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9719, loss_cls: 3.8111, loss: 3.8111 +2025-05-04 07:51:37,297 - pyskl - INFO - Epoch [33][600/3405] lr: 2.227e-02, eta: 2 days, 3:06:49, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 3.8701, loss: 3.8701 +2025-05-04 07:52:22,347 - pyskl - INFO - Epoch [33][700/3405] lr: 2.226e-02, eta: 2 days, 3:06:00, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9706, loss_cls: 3.8426, loss: 3.8426 +2025-05-04 07:53:07,477 - pyskl - INFO - Epoch [33][800/3405] lr: 2.226e-02, eta: 2 days, 3:05:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 3.7809, loss: 3.7809 +2025-05-04 07:53:52,571 - pyskl - INFO - Epoch [33][900/3405] lr: 2.225e-02, eta: 2 days, 3:04:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 3.7924, loss: 3.7924 +2025-05-04 07:54:37,526 - pyskl - INFO - Epoch [33][1000/3405] lr: 2.225e-02, eta: 2 days, 3:03:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.7366, loss: 3.7366 +2025-05-04 07:55:22,566 - pyskl - INFO - Epoch [33][1100/3405] lr: 2.224e-02, eta: 2 days, 3:02:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 3.8325, loss: 3.8325 +2025-05-04 07:56:07,600 - pyskl - INFO - Epoch [33][1200/3405] lr: 2.224e-02, eta: 2 days, 3:01:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9550, loss_cls: 3.6769, loss: 3.6769 +2025-05-04 07:56:52,565 - pyskl - INFO - Epoch [33][1300/3405] lr: 2.223e-02, eta: 2 days, 3:01:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9644, loss_cls: 3.9089, loss: 3.9089 +2025-05-04 07:57:37,615 - pyskl - INFO - Epoch [33][1400/3405] lr: 2.223e-02, eta: 2 days, 3:00:18, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9606, loss_cls: 3.7193, loss: 3.7193 +2025-05-04 07:58:22,706 - pyskl - INFO - Epoch [33][1500/3405] lr: 2.222e-02, eta: 2 days, 2:59:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9756, loss_cls: 3.7572, loss: 3.7572 +2025-05-04 07:59:07,819 - pyskl - INFO - Epoch [33][1600/3405] lr: 2.222e-02, eta: 2 days, 2:58:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 3.8692, loss: 3.8692 +2025-05-04 07:59:52,930 - pyskl - INFO - Epoch [33][1700/3405] lr: 2.221e-02, eta: 2 days, 2:57:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 3.7195, loss: 3.7195 +2025-05-04 08:00:37,878 - pyskl - INFO - Epoch [33][1800/3405] lr: 2.221e-02, eta: 2 days, 2:57:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.8213, loss: 3.8213 +2025-05-04 08:01:22,830 - pyskl - INFO - Epoch [33][1900/3405] lr: 2.220e-02, eta: 2 days, 2:56:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.7880, loss: 3.7880 +2025-05-04 08:02:07,827 - pyskl - INFO - Epoch [33][2000/3405] lr: 2.220e-02, eta: 2 days, 2:55:25, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.6952, loss: 3.6952 +2025-05-04 08:02:52,918 - pyskl - INFO - Epoch [33][2100/3405] lr: 2.220e-02, eta: 2 days, 2:54:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9688, loss_cls: 3.8435, loss: 3.8435 +2025-05-04 08:03:37,983 - pyskl - INFO - Epoch [33][2200/3405] lr: 2.219e-02, eta: 2 days, 2:53:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 3.8387, loss: 3.8387 +2025-05-04 08:04:23,020 - pyskl - INFO - Epoch [33][2300/3405] lr: 2.219e-02, eta: 2 days, 2:52:59, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9656, loss_cls: 3.8253, loss: 3.8253 +2025-05-04 08:05:08,134 - pyskl - INFO - Epoch [33][2400/3405] lr: 2.218e-02, eta: 2 days, 2:52:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 3.8768, loss: 3.8768 +2025-05-04 08:05:53,175 - pyskl - INFO - Epoch [33][2500/3405] lr: 2.218e-02, eta: 2 days, 2:51:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 3.8151, loss: 3.8151 +2025-05-04 08:06:38,236 - pyskl - INFO - Epoch [33][2600/3405] lr: 2.217e-02, eta: 2 days, 2:50:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9600, loss_cls: 3.9379, loss: 3.9379 +2025-05-04 08:07:23,264 - pyskl - INFO - Epoch [33][2700/3405] lr: 2.217e-02, eta: 2 days, 2:49:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9650, loss_cls: 3.9168, loss: 3.9168 +2025-05-04 08:08:08,388 - pyskl - INFO - Epoch [33][2800/3405] lr: 2.216e-02, eta: 2 days, 2:48:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9675, loss_cls: 3.7933, loss: 3.7933 +2025-05-04 08:08:53,519 - pyskl - INFO - Epoch [33][2900/3405] lr: 2.216e-02, eta: 2 days, 2:48:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9694, loss_cls: 3.7675, loss: 3.7675 +2025-05-04 08:09:38,610 - pyskl - INFO - Epoch [33][3000/3405] lr: 2.215e-02, eta: 2 days, 2:47:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9663, loss_cls: 3.7840, loss: 3.7840 +2025-05-04 08:10:23,682 - pyskl - INFO - Epoch [33][3100/3405] lr: 2.215e-02, eta: 2 days, 2:46:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 3.7888, loss: 3.7888 +2025-05-04 08:11:08,676 - pyskl - INFO - Epoch [33][3200/3405] lr: 2.214e-02, eta: 2 days, 2:45:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 3.6721, loss: 3.6721 +2025-05-04 08:11:53,716 - pyskl - INFO - Epoch [33][3300/3405] lr: 2.214e-02, eta: 2 days, 2:44:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 3.8486, loss: 3.8486 +2025-05-04 08:12:38,738 - pyskl - INFO - Epoch [33][3400/3405] lr: 2.213e-02, eta: 2 days, 2:44:04, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.7734, loss: 3.7734 +2025-05-04 08:12:41,301 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-05-04 08:16:48,051 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 08:16:48,589 - pyskl - INFO - +top1_acc 0.7630 +top5_acc 0.9497 +2025-05-04 08:16:48,609 - pyskl - INFO - Epoch(val) [33][3718] top1_acc: 0.7630, top5_acc: 0.9497 +2025-05-04 08:17:55,974 - pyskl - INFO - Epoch [34][100/3405] lr: 2.213e-02, eta: 2 days, 2:44:23, time: 0.674, data_time: 0.223, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 3.7267, loss: 3.7267 +2025-05-04 08:18:40,959 - pyskl - INFO - Epoch [34][200/3405] lr: 2.212e-02, eta: 2 days, 2:43:34, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9663, loss_cls: 3.7638, loss: 3.7638 +2025-05-04 08:19:26,023 - pyskl - INFO - Epoch [34][300/3405] lr: 2.212e-02, eta: 2 days, 2:42:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 3.7895, loss: 3.7895 +2025-05-04 08:20:11,037 - pyskl - INFO - Epoch [34][400/3405] lr: 2.211e-02, eta: 2 days, 2:41:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.7478, loss: 3.7478 +2025-05-04 08:20:56,199 - pyskl - INFO - Epoch [34][500/3405] lr: 2.211e-02, eta: 2 days, 2:41:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 3.6355, loss: 3.6355 +2025-05-04 08:21:41,310 - pyskl - INFO - Epoch [34][600/3405] lr: 2.210e-02, eta: 2 days, 2:40:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9712, loss_cls: 3.6761, loss: 3.6761 +2025-05-04 08:22:26,395 - pyskl - INFO - Epoch [34][700/3405] lr: 2.210e-02, eta: 2 days, 2:39:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 3.7508, loss: 3.7508 +2025-05-04 08:23:11,519 - pyskl - INFO - Epoch [34][800/3405] lr: 2.209e-02, eta: 2 days, 2:38:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9681, loss_cls: 3.7224, loss: 3.7224 +2025-05-04 08:23:56,695 - pyskl - INFO - Epoch [34][900/3405] lr: 2.209e-02, eta: 2 days, 2:37:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 3.8074, loss: 3.8074 +2025-05-04 08:24:41,789 - pyskl - INFO - Epoch [34][1000/3405] lr: 2.208e-02, eta: 2 days, 2:37:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 3.7191, loss: 3.7191 +2025-05-04 08:25:26,982 - pyskl - INFO - Epoch [34][1100/3405] lr: 2.208e-02, eta: 2 days, 2:36:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 3.7336, loss: 3.7336 +2025-05-04 08:26:12,255 - pyskl - INFO - Epoch [34][1200/3405] lr: 2.207e-02, eta: 2 days, 2:35:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 3.7864, loss: 3.7864 +2025-05-04 08:26:57,246 - pyskl - INFO - Epoch [34][1300/3405] lr: 2.207e-02, eta: 2 days, 2:34:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 3.8144, loss: 3.8144 +2025-05-04 08:27:42,289 - pyskl - INFO - Epoch [34][1400/3405] lr: 2.206e-02, eta: 2 days, 2:33:53, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 3.9006, loss: 3.9006 +2025-05-04 08:28:27,413 - pyskl - INFO - Epoch [34][1500/3405] lr: 2.206e-02, eta: 2 days, 2:33:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 3.7225, loss: 3.7225 +2025-05-04 08:29:12,491 - pyskl - INFO - Epoch [34][1600/3405] lr: 2.205e-02, eta: 2 days, 2:32:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9600, loss_cls: 3.9666, loss: 3.9666 +2025-05-04 08:29:57,423 - pyskl - INFO - Epoch [34][1700/3405] lr: 2.205e-02, eta: 2 days, 2:31:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 3.6647, loss: 3.6647 +2025-05-04 08:30:42,352 - pyskl - INFO - Epoch [34][1800/3405] lr: 2.204e-02, eta: 2 days, 2:30:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.6980, loss: 3.6980 +2025-05-04 08:31:27,370 - pyskl - INFO - Epoch [34][1900/3405] lr: 2.204e-02, eta: 2 days, 2:29:49, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.6900, loss: 3.6900 +2025-05-04 08:32:12,345 - pyskl - INFO - Epoch [34][2000/3405] lr: 2.203e-02, eta: 2 days, 2:29:00, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.6229, loss: 3.6229 +2025-05-04 08:32:57,322 - pyskl - INFO - Epoch [34][2100/3405] lr: 2.203e-02, eta: 2 days, 2:28:11, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 3.7308, loss: 3.7308 +2025-05-04 08:33:42,323 - pyskl - INFO - Epoch [34][2200/3405] lr: 2.202e-02, eta: 2 days, 2:27:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 3.8253, loss: 3.8253 +2025-05-04 08:34:27,337 - pyskl - INFO - Epoch [34][2300/3405] lr: 2.202e-02, eta: 2 days, 2:26:34, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 3.7546, loss: 3.7546 +2025-05-04 08:35:12,350 - pyskl - INFO - Epoch [34][2400/3405] lr: 2.201e-02, eta: 2 days, 2:25:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.7337, loss: 3.7337 +2025-05-04 08:35:57,438 - pyskl - INFO - Epoch [34][2500/3405] lr: 2.201e-02, eta: 2 days, 2:24:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 3.9181, loss: 3.9181 +2025-05-04 08:36:42,511 - pyskl - INFO - Epoch [34][2600/3405] lr: 2.200e-02, eta: 2 days, 2:24:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9600, loss_cls: 3.8187, loss: 3.8187 +2025-05-04 08:37:27,562 - pyskl - INFO - Epoch [34][2700/3405] lr: 2.200e-02, eta: 2 days, 2:23:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 3.7425, loss: 3.7425 +2025-05-04 08:38:12,587 - pyskl - INFO - Epoch [34][2800/3405] lr: 2.199e-02, eta: 2 days, 2:22:31, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9594, loss_cls: 3.8250, loss: 3.8250 +2025-05-04 08:38:57,598 - pyskl - INFO - Epoch [34][2900/3405] lr: 2.199e-02, eta: 2 days, 2:21:42, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.7540, loss: 3.7540 +2025-05-04 08:39:42,678 - pyskl - INFO - Epoch [34][3000/3405] lr: 2.198e-02, eta: 2 days, 2:20:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 3.8458, loss: 3.8458 +2025-05-04 08:40:27,694 - pyskl - INFO - Epoch [34][3100/3405] lr: 2.198e-02, eta: 2 days, 2:20:05, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 3.7237, loss: 3.7237 +2025-05-04 08:41:12,906 - pyskl - INFO - Epoch [34][3200/3405] lr: 2.197e-02, eta: 2 days, 2:19:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9656, loss_cls: 3.7771, loss: 3.7771 +2025-05-04 08:41:57,979 - pyskl - INFO - Epoch [34][3300/3405] lr: 2.197e-02, eta: 2 days, 2:18:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 3.7233, loss: 3.7233 +2025-05-04 08:42:43,037 - pyskl - INFO - Epoch [34][3400/3405] lr: 2.196e-02, eta: 2 days, 2:17:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 3.7483, loss: 3.7483 +2025-05-04 08:42:45,610 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-05-04 08:46:56,294 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 08:46:56,828 - pyskl - INFO - +top1_acc 0.7588 +top5_acc 0.9523 +2025-05-04 08:46:56,849 - pyskl - INFO - Epoch(val) [34][3718] top1_acc: 0.7588, top5_acc: 0.9523 +2025-05-04 08:48:03,889 - pyskl - INFO - Epoch [35][100/3405] lr: 2.196e-02, eta: 2 days, 2:17:56, time: 0.670, data_time: 0.221, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9631, loss_cls: 3.7579, loss: 3.7579 +2025-05-04 08:48:48,915 - pyskl - INFO - Epoch [35][200/3405] lr: 2.195e-02, eta: 2 days, 2:17:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.7960, loss: 3.7960 +2025-05-04 08:49:33,937 - pyskl - INFO - Epoch [35][300/3405] lr: 2.195e-02, eta: 2 days, 2:16:19, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 3.6770, loss: 3.6770 +2025-05-04 08:50:18,985 - pyskl - INFO - Epoch [35][400/3405] lr: 2.194e-02, eta: 2 days, 2:15:30, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 3.7497, loss: 3.7497 +2025-05-04 08:51:03,971 - pyskl - INFO - Epoch [35][500/3405] lr: 2.194e-02, eta: 2 days, 2:14:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 3.7213, loss: 3.7213 +2025-05-04 08:51:49,108 - pyskl - INFO - Epoch [35][600/3405] lr: 2.193e-02, eta: 2 days, 2:13:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9738, loss_cls: 3.6638, loss: 3.6638 +2025-05-04 08:52:34,091 - pyskl - INFO - Epoch [35][700/3405] lr: 2.193e-02, eta: 2 days, 2:13:04, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 3.7567, loss: 3.7567 +2025-05-04 08:53:19,158 - pyskl - INFO - Epoch [35][800/3405] lr: 2.192e-02, eta: 2 days, 2:12:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.7812, loss: 3.7812 +2025-05-04 08:54:04,220 - pyskl - INFO - Epoch [35][900/3405] lr: 2.192e-02, eta: 2 days, 2:11:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 3.7422, loss: 3.7422 +2025-05-04 08:54:49,372 - pyskl - INFO - Epoch [35][1000/3405] lr: 2.191e-02, eta: 2 days, 2:10:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 3.7519, loss: 3.7519 +2025-05-04 08:55:34,379 - pyskl - INFO - Epoch [35][1100/3405] lr: 2.191e-02, eta: 2 days, 2:09:50, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 3.7533, loss: 3.7533 +2025-05-04 08:56:19,377 - pyskl - INFO - Epoch [35][1200/3405] lr: 2.190e-02, eta: 2 days, 2:09:02, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 3.7317, loss: 3.7317 +2025-05-04 08:57:04,461 - pyskl - INFO - Epoch [35][1300/3405] lr: 2.190e-02, eta: 2 days, 2:08:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.7284, loss: 3.7284 +2025-05-04 08:57:49,531 - pyskl - INFO - Epoch [35][1400/3405] lr: 2.189e-02, eta: 2 days, 2:07:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9706, loss_cls: 3.7825, loss: 3.7825 +2025-05-04 08:58:34,506 - pyskl - INFO - Epoch [35][1500/3405] lr: 2.189e-02, eta: 2 days, 2:06:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 3.8402, loss: 3.8402 +2025-05-04 08:59:19,490 - pyskl - INFO - Epoch [35][1600/3405] lr: 2.188e-02, eta: 2 days, 2:05:47, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9644, loss_cls: 3.7824, loss: 3.7824 +2025-05-04 09:00:04,450 - pyskl - INFO - Epoch [35][1700/3405] lr: 2.188e-02, eta: 2 days, 2:04:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 3.6669, loss: 3.6669 +2025-05-04 09:00:49,388 - pyskl - INFO - Epoch [35][1800/3405] lr: 2.187e-02, eta: 2 days, 2:04:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9656, loss_cls: 3.7759, loss: 3.7759 +2025-05-04 09:01:34,285 - pyskl - INFO - Epoch [35][1900/3405] lr: 2.187e-02, eta: 2 days, 2:03:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 3.7189, loss: 3.7189 +2025-05-04 09:02:19,205 - pyskl - INFO - Epoch [35][2000/3405] lr: 2.186e-02, eta: 2 days, 2:02:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 3.8232, loss: 3.8232 +2025-05-04 09:03:04,195 - pyskl - INFO - Epoch [35][2100/3405] lr: 2.186e-02, eta: 2 days, 2:01:43, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 3.9150, loss: 3.9150 +2025-05-04 09:03:49,241 - pyskl - INFO - Epoch [35][2200/3405] lr: 2.185e-02, eta: 2 days, 2:00:54, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 3.7088, loss: 3.7088 +2025-05-04 09:04:34,230 - pyskl - INFO - Epoch [35][2300/3405] lr: 2.185e-02, eta: 2 days, 2:00:06, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 3.6624, loss: 3.6624 +2025-05-04 09:05:19,283 - pyskl - INFO - Epoch [35][2400/3405] lr: 2.184e-02, eta: 2 days, 1:59:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 3.8130, loss: 3.8130 +2025-05-04 09:06:04,326 - pyskl - INFO - Epoch [35][2500/3405] lr: 2.184e-02, eta: 2 days, 1:58:29, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9712, loss_cls: 3.6639, loss: 3.6639 +2025-05-04 09:06:49,394 - pyskl - INFO - Epoch [35][2600/3405] lr: 2.183e-02, eta: 2 days, 1:57:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9544, loss_cls: 3.8543, loss: 3.8543 +2025-05-04 09:07:34,391 - pyskl - INFO - Epoch [35][2700/3405] lr: 2.183e-02, eta: 2 days, 1:56:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9725, loss_cls: 3.7297, loss: 3.7297 +2025-05-04 09:08:19,408 - pyskl - INFO - Epoch [35][2800/3405] lr: 2.182e-02, eta: 2 days, 1:56:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9712, loss_cls: 3.7392, loss: 3.7392 +2025-05-04 09:09:04,504 - pyskl - INFO - Epoch [35][2900/3405] lr: 2.182e-02, eta: 2 days, 1:55:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9587, loss_cls: 3.8771, loss: 3.8771 +2025-05-04 09:09:49,530 - pyskl - INFO - Epoch [35][3000/3405] lr: 2.181e-02, eta: 2 days, 1:54:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 3.8634, loss: 3.8634 +2025-05-04 09:10:34,558 - pyskl - INFO - Epoch [35][3100/3405] lr: 2.181e-02, eta: 2 days, 1:53:38, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 3.6767, loss: 3.6767 +2025-05-04 09:11:19,625 - pyskl - INFO - Epoch [35][3200/3405] lr: 2.180e-02, eta: 2 days, 1:52:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 3.8837, loss: 3.8837 +2025-05-04 09:12:04,684 - pyskl - INFO - Epoch [35][3300/3405] lr: 2.179e-02, eta: 2 days, 1:52:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9650, loss_cls: 3.7821, loss: 3.7821 +2025-05-04 09:12:49,752 - pyskl - INFO - Epoch [35][3400/3405] lr: 2.179e-02, eta: 2 days, 1:51:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 3.8483, loss: 3.8483 +2025-05-04 09:12:52,349 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-05-04 09:16:58,994 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 09:16:59,532 - pyskl - INFO - +top1_acc 0.7502 +top5_acc 0.9485 +2025-05-04 09:16:59,552 - pyskl - INFO - Epoch(val) [35][3718] top1_acc: 0.7502, top5_acc: 0.9485 +2025-05-04 09:18:06,748 - pyskl - INFO - Epoch [36][100/3405] lr: 2.178e-02, eta: 2 days, 1:51:27, time: 0.672, data_time: 0.222, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.7028, loss: 3.7028 +2025-05-04 09:18:51,822 - pyskl - INFO - Epoch [36][200/3405] lr: 2.178e-02, eta: 2 days, 1:50:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.6180, loss: 3.6180 +2025-05-04 09:19:36,949 - pyskl - INFO - Epoch [36][300/3405] lr: 2.177e-02, eta: 2 days, 1:49:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 3.6993, loss: 3.6993 +2025-05-04 09:20:22,015 - pyskl - INFO - Epoch [36][400/3405] lr: 2.177e-02, eta: 2 days, 1:49:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 3.6812, loss: 3.6812 +2025-05-04 09:21:07,189 - pyskl - INFO - Epoch [36][500/3405] lr: 2.176e-02, eta: 2 days, 1:48:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 3.7541, loss: 3.7541 +2025-05-04 09:21:52,342 - pyskl - INFO - Epoch [36][600/3405] lr: 2.176e-02, eta: 2 days, 1:47:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 3.8954, loss: 3.8954 +2025-05-04 09:22:37,498 - pyskl - INFO - Epoch [36][700/3405] lr: 2.175e-02, eta: 2 days, 1:46:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.5611, loss: 3.5611 +2025-05-04 09:23:22,585 - pyskl - INFO - Epoch [36][800/3405] lr: 2.175e-02, eta: 2 days, 1:45:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9663, loss_cls: 3.5129, loss: 3.5129 +2025-05-04 09:24:07,662 - pyskl - INFO - Epoch [36][900/3405] lr: 2.174e-02, eta: 2 days, 1:45:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 3.8308, loss: 3.8308 +2025-05-04 09:24:52,698 - pyskl - INFO - Epoch [36][1000/3405] lr: 2.174e-02, eta: 2 days, 1:44:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9581, loss_cls: 3.7656, loss: 3.7656 +2025-05-04 09:25:37,732 - pyskl - INFO - Epoch [36][1100/3405] lr: 2.173e-02, eta: 2 days, 1:43:24, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 3.8206, loss: 3.8206 +2025-05-04 09:26:22,807 - pyskl - INFO - Epoch [36][1200/3405] lr: 2.173e-02, eta: 2 days, 1:42:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 3.9011, loss: 3.9011 +2025-05-04 09:27:08,106 - pyskl - INFO - Epoch [36][1300/3405] lr: 2.172e-02, eta: 2 days, 1:41:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9650, loss_cls: 3.7918, loss: 3.7918 +2025-05-04 09:27:53,214 - pyskl - INFO - Epoch [36][1400/3405] lr: 2.172e-02, eta: 2 days, 1:41:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 3.6595, loss: 3.6595 +2025-05-04 09:28:38,280 - pyskl - INFO - Epoch [36][1500/3405] lr: 2.171e-02, eta: 2 days, 1:40:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9738, loss_cls: 3.6214, loss: 3.6214 +2025-05-04 09:29:23,330 - pyskl - INFO - Epoch [36][1600/3405] lr: 2.171e-02, eta: 2 days, 1:39:24, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9644, loss_cls: 3.7883, loss: 3.7883 +2025-05-04 09:30:08,366 - pyskl - INFO - Epoch [36][1700/3405] lr: 2.170e-02, eta: 2 days, 1:38:35, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 3.7937, loss: 3.7937 +2025-05-04 09:30:53,348 - pyskl - INFO - Epoch [36][1800/3405] lr: 2.170e-02, eta: 2 days, 1:37:46, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 3.6520, loss: 3.6520 +2025-05-04 09:31:38,316 - pyskl - INFO - Epoch [36][1900/3405] lr: 2.169e-02, eta: 2 days, 1:36:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9537, loss_cls: 3.8364, loss: 3.8364 +2025-05-04 09:32:23,265 - pyskl - INFO - Epoch [36][2000/3405] lr: 2.169e-02, eta: 2 days, 1:36:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 3.7692, loss: 3.7692 +2025-05-04 09:33:08,236 - pyskl - INFO - Epoch [36][2100/3405] lr: 2.168e-02, eta: 2 days, 1:35:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 3.7992, loss: 3.7992 +2025-05-04 09:33:53,217 - pyskl - INFO - Epoch [36][2200/3405] lr: 2.168e-02, eta: 2 days, 1:34:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9688, loss_cls: 3.6123, loss: 3.6123 +2025-05-04 09:34:38,182 - pyskl - INFO - Epoch [36][2300/3405] lr: 2.167e-02, eta: 2 days, 1:33:43, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 3.7579, loss: 3.7579 +2025-05-04 09:35:23,162 - pyskl - INFO - Epoch [36][2400/3405] lr: 2.166e-02, eta: 2 days, 1:32:55, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9650, loss_cls: 3.7993, loss: 3.7993 +2025-05-04 09:36:08,159 - pyskl - INFO - Epoch [36][2500/3405] lr: 2.166e-02, eta: 2 days, 1:32:06, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9719, loss_cls: 3.7179, loss: 3.7179 +2025-05-04 09:36:53,137 - pyskl - INFO - Epoch [36][2600/3405] lr: 2.165e-02, eta: 2 days, 1:31:18, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9587, loss_cls: 3.8199, loss: 3.8199 +2025-05-04 09:37:38,163 - pyskl - INFO - Epoch [36][2700/3405] lr: 2.165e-02, eta: 2 days, 1:30:29, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 3.7450, loss: 3.7450 +2025-05-04 09:38:23,095 - pyskl - INFO - Epoch [36][2800/3405] lr: 2.164e-02, eta: 2 days, 1:29:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9619, loss_cls: 3.8682, loss: 3.8682 +2025-05-04 09:39:08,135 - pyskl - INFO - Epoch [36][2900/3405] lr: 2.164e-02, eta: 2 days, 1:28:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 3.7624, loss: 3.7624 +2025-05-04 09:39:53,198 - pyskl - INFO - Epoch [36][3000/3405] lr: 2.163e-02, eta: 2 days, 1:28:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9644, loss_cls: 3.6454, loss: 3.6454 +2025-05-04 09:40:38,179 - pyskl - INFO - Epoch [36][3100/3405] lr: 2.163e-02, eta: 2 days, 1:27:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 3.6763, loss: 3.6763 +2025-05-04 09:41:23,109 - pyskl - INFO - Epoch [36][3200/3405] lr: 2.162e-02, eta: 2 days, 1:26:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 3.7385, loss: 3.7385 +2025-05-04 09:42:07,973 - pyskl - INFO - Epoch [36][3300/3405] lr: 2.162e-02, eta: 2 days, 1:25:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 3.7151, loss: 3.7151 +2025-05-04 09:42:52,839 - pyskl - INFO - Epoch [36][3400/3405] lr: 2.161e-02, eta: 2 days, 1:24:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 3.6987, loss: 3.6987 +2025-05-04 09:42:55,426 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-05-04 09:47:02,020 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 09:47:02,555 - pyskl - INFO - +top1_acc 0.7586 +top5_acc 0.9475 +2025-05-04 09:47:02,576 - pyskl - INFO - Epoch(val) [36][3718] top1_acc: 0.7586, top5_acc: 0.9475 +2025-05-04 09:48:09,668 - pyskl - INFO - Epoch [37][100/3405] lr: 2.161e-02, eta: 2 days, 1:25:01, time: 0.671, data_time: 0.222, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 3.7071, loss: 3.7071 +2025-05-04 09:48:54,704 - pyskl - INFO - Epoch [37][200/3405] lr: 2.160e-02, eta: 2 days, 1:24:12, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 3.5265, loss: 3.5265 +2025-05-04 09:49:39,762 - pyskl - INFO - Epoch [37][300/3405] lr: 2.160e-02, eta: 2 days, 1:23:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 3.5907, loss: 3.5907 +2025-05-04 09:50:24,868 - pyskl - INFO - Epoch [37][400/3405] lr: 2.159e-02, eta: 2 days, 1:22:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 3.7548, loss: 3.7548 +2025-05-04 09:51:09,901 - pyskl - INFO - Epoch [37][500/3405] lr: 2.159e-02, eta: 2 days, 1:21:48, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.6575, loss: 3.6575 +2025-05-04 09:51:55,007 - pyskl - INFO - Epoch [37][600/3405] lr: 2.158e-02, eta: 2 days, 1:20:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9637, loss_cls: 3.5863, loss: 3.5863 +2025-05-04 09:52:40,142 - pyskl - INFO - Epoch [37][700/3405] lr: 2.158e-02, eta: 2 days, 1:20:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.7248, loss: 3.7248 +2025-05-04 09:53:25,191 - pyskl - INFO - Epoch [37][800/3405] lr: 2.157e-02, eta: 2 days, 1:19:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 3.8422, loss: 3.8422 +2025-05-04 09:54:10,281 - pyskl - INFO - Epoch [37][900/3405] lr: 2.156e-02, eta: 2 days, 1:18:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 3.6614, loss: 3.6614 +2025-05-04 09:54:55,379 - pyskl - INFO - Epoch [37][1000/3405] lr: 2.156e-02, eta: 2 days, 1:17:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 3.7760, loss: 3.7760 +2025-05-04 09:55:40,596 - pyskl - INFO - Epoch [37][1100/3405] lr: 2.155e-02, eta: 2 days, 1:16:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 3.6713, loss: 3.6713 +2025-05-04 09:56:25,722 - pyskl - INFO - Epoch [37][1200/3405] lr: 2.155e-02, eta: 2 days, 1:16:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 3.7010, loss: 3.7010 +2025-05-04 09:57:10,876 - pyskl - INFO - Epoch [37][1300/3405] lr: 2.154e-02, eta: 2 days, 1:15:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9556, loss_cls: 3.8359, loss: 3.8359 +2025-05-04 09:57:55,982 - pyskl - INFO - Epoch [37][1400/3405] lr: 2.154e-02, eta: 2 days, 1:14:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9719, loss_cls: 3.6363, loss: 3.6363 +2025-05-04 09:58:40,974 - pyskl - INFO - Epoch [37][1500/3405] lr: 2.153e-02, eta: 2 days, 1:13:46, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 3.7478, loss: 3.7478 +2025-05-04 09:59:26,048 - pyskl - INFO - Epoch [37][1600/3405] lr: 2.153e-02, eta: 2 days, 1:12:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9725, loss_cls: 3.6923, loss: 3.6923 +2025-05-04 10:00:11,122 - pyskl - INFO - Epoch [37][1700/3405] lr: 2.152e-02, eta: 2 days, 1:12:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9706, loss_cls: 3.7752, loss: 3.7752 +2025-05-04 10:00:56,255 - pyskl - INFO - Epoch [37][1800/3405] lr: 2.152e-02, eta: 2 days, 1:11:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 3.8600, loss: 3.8600 +2025-05-04 10:01:41,387 - pyskl - INFO - Epoch [37][1900/3405] lr: 2.151e-02, eta: 2 days, 1:10:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9688, loss_cls: 3.7373, loss: 3.7373 +2025-05-04 10:02:26,544 - pyskl - INFO - Epoch [37][2000/3405] lr: 2.151e-02, eta: 2 days, 1:09:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9694, loss_cls: 3.8657, loss: 3.8657 +2025-05-04 10:03:11,754 - pyskl - INFO - Epoch [37][2100/3405] lr: 2.150e-02, eta: 2 days, 1:08:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 3.6697, loss: 3.6697 +2025-05-04 10:03:56,904 - pyskl - INFO - Epoch [37][2200/3405] lr: 2.150e-02, eta: 2 days, 1:08:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 3.7975, loss: 3.7975 +2025-05-04 10:04:41,983 - pyskl - INFO - Epoch [37][2300/3405] lr: 2.149e-02, eta: 2 days, 1:07:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 3.8185, loss: 3.8185 +2025-05-04 10:05:27,293 - pyskl - INFO - Epoch [37][2400/3405] lr: 2.148e-02, eta: 2 days, 1:06:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 3.7161, loss: 3.7161 +2025-05-04 10:06:12,441 - pyskl - INFO - Epoch [37][2500/3405] lr: 2.148e-02, eta: 2 days, 1:05:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 3.7308, loss: 3.7308 +2025-05-04 10:06:57,528 - pyskl - INFO - Epoch [37][2600/3405] lr: 2.147e-02, eta: 2 days, 1:04:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 3.7719, loss: 3.7719 +2025-05-04 10:07:42,613 - pyskl - INFO - Epoch [37][2700/3405] lr: 2.147e-02, eta: 2 days, 1:04:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 3.7372, loss: 3.7372 +2025-05-04 10:08:27,726 - pyskl - INFO - Epoch [37][2800/3405] lr: 2.146e-02, eta: 2 days, 1:03:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9619, loss_cls: 3.9192, loss: 3.9192 +2025-05-04 10:09:12,846 - pyskl - INFO - Epoch [37][2900/3405] lr: 2.146e-02, eta: 2 days, 1:02:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 3.6588, loss: 3.6588 +2025-05-04 10:09:57,992 - pyskl - INFO - Epoch [37][3000/3405] lr: 2.145e-02, eta: 2 days, 1:01:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 3.7126, loss: 3.7126 +2025-05-04 10:10:43,136 - pyskl - INFO - Epoch [37][3100/3405] lr: 2.145e-02, eta: 2 days, 1:00:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 3.7140, loss: 3.7140 +2025-05-04 10:11:28,294 - pyskl - INFO - Epoch [37][3200/3405] lr: 2.144e-02, eta: 2 days, 1:00:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 3.6097, loss: 3.6097 +2025-05-04 10:12:13,399 - pyskl - INFO - Epoch [37][3300/3405] lr: 2.144e-02, eta: 2 days, 0:59:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 3.7056, loss: 3.7056 +2025-05-04 10:12:58,527 - pyskl - INFO - Epoch [37][3400/3405] lr: 2.143e-02, eta: 2 days, 0:58:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 3.6593, loss: 3.6593 +2025-05-04 10:13:01,120 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-05-04 10:17:07,857 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 10:17:08,397 - pyskl - INFO - +top1_acc 0.7801 +top5_acc 0.9550 +2025-05-04 10:17:08,455 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_27.pth was removed +2025-05-04 10:17:09,519 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_37.pth. +2025-05-04 10:17:09,520 - pyskl - INFO - Best top1_acc is 0.7801 at 37 epoch. +2025-05-04 10:17:09,544 - pyskl - INFO - Epoch(val) [37][3718] top1_acc: 0.7801, top5_acc: 0.9550 +2025-05-04 10:18:17,422 - pyskl - INFO - Epoch [38][100/3405] lr: 2.143e-02, eta: 2 days, 0:58:47, time: 0.679, data_time: 0.228, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9738, loss_cls: 3.6577, loss: 3.6577 +2025-05-04 10:19:02,534 - pyskl - INFO - Epoch [38][200/3405] lr: 2.142e-02, eta: 2 days, 0:57:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.6077, loss: 3.6077 +2025-05-04 10:19:47,574 - pyskl - INFO - Epoch [38][300/3405] lr: 2.141e-02, eta: 2 days, 0:57:11, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 3.7461, loss: 3.7461 +2025-05-04 10:20:32,582 - pyskl - INFO - Epoch [38][400/3405] lr: 2.141e-02, eta: 2 days, 0:56:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9700, loss_cls: 3.7190, loss: 3.7190 +2025-05-04 10:21:17,626 - pyskl - INFO - Epoch [38][500/3405] lr: 2.140e-02, eta: 2 days, 0:55:34, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.6623, loss: 3.6623 +2025-05-04 10:22:02,674 - pyskl - INFO - Epoch [38][600/3405] lr: 2.140e-02, eta: 2 days, 0:54:46, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9694, loss_cls: 3.6707, loss: 3.6707 +2025-05-04 10:22:47,719 - pyskl - INFO - Epoch [38][700/3405] lr: 2.139e-02, eta: 2 days, 0:53:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9756, loss_cls: 3.6551, loss: 3.6551 +2025-05-04 10:23:32,854 - pyskl - INFO - Epoch [38][800/3405] lr: 2.139e-02, eta: 2 days, 0:53:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 3.6301, loss: 3.6301 +2025-05-04 10:24:17,947 - pyskl - INFO - Epoch [38][900/3405] lr: 2.138e-02, eta: 2 days, 0:52:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 3.6007, loss: 3.6007 +2025-05-04 10:25:03,077 - pyskl - INFO - Epoch [38][1000/3405] lr: 2.138e-02, eta: 2 days, 0:51:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 3.6921, loss: 3.6921 +2025-05-04 10:25:48,178 - pyskl - INFO - Epoch [38][1100/3405] lr: 2.137e-02, eta: 2 days, 0:50:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 3.7076, loss: 3.7076 +2025-05-04 10:26:33,295 - pyskl - INFO - Epoch [38][1200/3405] lr: 2.137e-02, eta: 2 days, 0:49:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9712, loss_cls: 3.7399, loss: 3.7399 +2025-05-04 10:27:18,445 - pyskl - INFO - Epoch [38][1300/3405] lr: 2.136e-02, eta: 2 days, 0:49:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 3.5804, loss: 3.5804 +2025-05-04 10:28:03,581 - pyskl - INFO - Epoch [38][1400/3405] lr: 2.136e-02, eta: 2 days, 0:48:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9706, loss_cls: 3.7503, loss: 3.7503 +2025-05-04 10:28:48,695 - pyskl - INFO - Epoch [38][1500/3405] lr: 2.135e-02, eta: 2 days, 0:47:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.7999, loss: 3.7999 +2025-05-04 10:29:33,783 - pyskl - INFO - Epoch [38][1600/3405] lr: 2.134e-02, eta: 2 days, 0:46:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 3.7889, loss: 3.7889 +2025-05-04 10:30:18,978 - pyskl - INFO - Epoch [38][1700/3405] lr: 2.134e-02, eta: 2 days, 0:45:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9681, loss_cls: 3.8256, loss: 3.8256 +2025-05-04 10:31:04,057 - pyskl - INFO - Epoch [38][1800/3405] lr: 2.133e-02, eta: 2 days, 0:45:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9600, loss_cls: 3.9315, loss: 3.9315 +2025-05-04 10:31:49,274 - pyskl - INFO - Epoch [38][1900/3405] lr: 2.133e-02, eta: 2 days, 0:44:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 3.5608, loss: 3.5608 +2025-05-04 10:32:34,257 - pyskl - INFO - Epoch [38][2000/3405] lr: 2.132e-02, eta: 2 days, 0:43:34, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9694, loss_cls: 3.6744, loss: 3.6744 +2025-05-04 10:33:19,261 - pyskl - INFO - Epoch [38][2100/3405] lr: 2.132e-02, eta: 2 days, 0:42:46, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 3.7124, loss: 3.7124 +2025-05-04 10:34:04,300 - pyskl - INFO - Epoch [38][2200/3405] lr: 2.131e-02, eta: 2 days, 0:41:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9712, loss_cls: 3.7927, loss: 3.7927 +2025-05-04 10:34:49,308 - pyskl - INFO - Epoch [38][2300/3405] lr: 2.131e-02, eta: 2 days, 0:41:09, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9544, loss_cls: 3.7704, loss: 3.7704 +2025-05-04 10:35:34,237 - pyskl - INFO - Epoch [38][2400/3405] lr: 2.130e-02, eta: 2 days, 0:40:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.6902, loss: 3.6902 +2025-05-04 10:36:19,088 - pyskl - INFO - Epoch [38][2500/3405] lr: 2.130e-02, eta: 2 days, 0:39:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 3.6209, loss: 3.6209 +2025-05-04 10:37:04,024 - pyskl - INFO - Epoch [38][2600/3405] lr: 2.129e-02, eta: 2 days, 0:38:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 3.7923, loss: 3.7923 +2025-05-04 10:37:49,210 - pyskl - INFO - Epoch [38][2700/3405] lr: 2.128e-02, eta: 2 days, 0:37:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9706, loss_cls: 3.7021, loss: 3.7021 +2025-05-04 10:38:34,355 - pyskl - INFO - Epoch [38][2800/3405] lr: 2.128e-02, eta: 2 days, 0:37:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 3.6803, loss: 3.6803 +2025-05-04 10:39:19,506 - pyskl - INFO - Epoch [38][2900/3405] lr: 2.127e-02, eta: 2 days, 0:36:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9537, loss_cls: 3.6983, loss: 3.6983 +2025-05-04 10:40:04,569 - pyskl - INFO - Epoch [38][3000/3405] lr: 2.127e-02, eta: 2 days, 0:35:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 3.8109, loss: 3.8109 +2025-05-04 10:40:49,623 - pyskl - INFO - Epoch [38][3100/3405] lr: 2.126e-02, eta: 2 days, 0:34:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9637, loss_cls: 3.7840, loss: 3.7840 +2025-05-04 10:41:34,719 - pyskl - INFO - Epoch [38][3200/3405] lr: 2.126e-02, eta: 2 days, 0:33:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.7473, loss: 3.7473 +2025-05-04 10:42:19,947 - pyskl - INFO - Epoch [38][3300/3405] lr: 2.125e-02, eta: 2 days, 0:33:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9675, loss_cls: 3.7541, loss: 3.7541 +2025-05-04 10:43:05,216 - pyskl - INFO - Epoch [38][3400/3405] lr: 2.125e-02, eta: 2 days, 0:32:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.7236, loss: 3.7236 +2025-05-04 10:43:07,800 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-05-04 10:47:18,710 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 10:47:19,250 - pyskl - INFO - +top1_acc 0.7683 +top5_acc 0.9511 +2025-05-04 10:47:19,271 - pyskl - INFO - Epoch(val) [38][3718] top1_acc: 0.7683, top5_acc: 0.9511 +2025-05-04 10:48:26,796 - pyskl - INFO - Epoch [39][100/3405] lr: 2.124e-02, eta: 2 days, 0:32:30, time: 0.675, data_time: 0.221, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 3.6876, loss: 3.6876 +2025-05-04 10:49:12,090 - pyskl - INFO - Epoch [39][200/3405] lr: 2.123e-02, eta: 2 days, 0:31:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 3.6444, loss: 3.6444 +2025-05-04 10:49:57,494 - pyskl - INFO - Epoch [39][300/3405] lr: 2.123e-02, eta: 2 days, 0:30:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9788, loss_cls: 3.5604, loss: 3.5604 +2025-05-04 10:50:42,583 - pyskl - INFO - Epoch [39][400/3405] lr: 2.122e-02, eta: 2 days, 0:30:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.7296, loss: 3.7296 +2025-05-04 10:51:27,679 - pyskl - INFO - Epoch [39][500/3405] lr: 2.122e-02, eta: 2 days, 0:29:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 3.6084, loss: 3.6084 +2025-05-04 10:52:12,730 - pyskl - INFO - Epoch [39][600/3405] lr: 2.121e-02, eta: 2 days, 0:28:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 3.6520, loss: 3.6520 +2025-05-04 10:52:57,754 - pyskl - INFO - Epoch [39][700/3405] lr: 2.121e-02, eta: 2 days, 0:27:43, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 3.6544, loss: 3.6544 +2025-05-04 10:53:42,823 - pyskl - INFO - Epoch [39][800/3405] lr: 2.120e-02, eta: 2 days, 0:26:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 3.6018, loss: 3.6018 +2025-05-04 10:54:27,955 - pyskl - INFO - Epoch [39][900/3405] lr: 2.120e-02, eta: 2 days, 0:26:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 3.8177, loss: 3.8177 +2025-05-04 10:55:13,049 - pyskl - INFO - Epoch [39][1000/3405] lr: 2.119e-02, eta: 2 days, 0:25:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 3.5220, loss: 3.5220 +2025-05-04 10:55:58,090 - pyskl - INFO - Epoch [39][1100/3405] lr: 2.119e-02, eta: 2 days, 0:24:31, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 3.4718, loss: 3.4718 +2025-05-04 10:56:43,226 - pyskl - INFO - Epoch [39][1200/3405] lr: 2.118e-02, eta: 2 days, 0:23:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 3.6232, loss: 3.6232 +2025-05-04 10:57:28,322 - pyskl - INFO - Epoch [39][1300/3405] lr: 2.117e-02, eta: 2 days, 0:22:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.5653, loss: 3.5653 +2025-05-04 10:58:13,335 - pyskl - INFO - Epoch [39][1400/3405] lr: 2.117e-02, eta: 2 days, 0:22:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 3.7475, loss: 3.7475 +2025-05-04 10:58:58,375 - pyskl - INFO - Epoch [39][1500/3405] lr: 2.116e-02, eta: 2 days, 0:21:19, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9619, loss_cls: 3.6798, loss: 3.6798 +2025-05-04 10:59:43,461 - pyskl - INFO - Epoch [39][1600/3405] lr: 2.116e-02, eta: 2 days, 0:20:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9744, loss_cls: 3.6274, loss: 3.6274 +2025-05-04 11:00:28,613 - pyskl - INFO - Epoch [39][1700/3405] lr: 2.115e-02, eta: 2 days, 0:19:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9650, loss_cls: 3.6890, loss: 3.6890 +2025-05-04 11:01:13,760 - pyskl - INFO - Epoch [39][1800/3405] lr: 2.115e-02, eta: 2 days, 0:18:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 3.5698, loss: 3.5698 +2025-05-04 11:01:58,833 - pyskl - INFO - Epoch [39][1900/3405] lr: 2.114e-02, eta: 2 days, 0:18:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 3.7882, loss: 3.7882 +2025-05-04 11:02:43,911 - pyskl - INFO - Epoch [39][2000/3405] lr: 2.114e-02, eta: 2 days, 0:17:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 3.6217, loss: 3.6217 +2025-05-04 11:03:28,941 - pyskl - INFO - Epoch [39][2100/3405] lr: 2.113e-02, eta: 2 days, 0:16:31, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9594, loss_cls: 3.7767, loss: 3.7767 +2025-05-04 11:04:14,046 - pyskl - INFO - Epoch [39][2200/3405] lr: 2.112e-02, eta: 2 days, 0:15:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9681, loss_cls: 3.7658, loss: 3.7658 +2025-05-04 11:04:59,280 - pyskl - INFO - Epoch [39][2300/3405] lr: 2.112e-02, eta: 2 days, 0:14:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 3.7776, loss: 3.7776 +2025-05-04 11:05:44,425 - pyskl - INFO - Epoch [39][2400/3405] lr: 2.111e-02, eta: 2 days, 0:14:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 3.7566, loss: 3.7566 +2025-05-04 11:06:29,532 - pyskl - INFO - Epoch [39][2500/3405] lr: 2.111e-02, eta: 2 days, 0:13:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9569, loss_cls: 3.7160, loss: 3.7160 +2025-05-04 11:07:14,653 - pyskl - INFO - Epoch [39][2600/3405] lr: 2.110e-02, eta: 2 days, 0:12:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9700, loss_cls: 3.7875, loss: 3.7875 +2025-05-04 11:07:59,798 - pyskl - INFO - Epoch [39][2700/3405] lr: 2.110e-02, eta: 2 days, 0:11:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 3.6372, loss: 3.6372 +2025-05-04 11:08:44,863 - pyskl - INFO - Epoch [39][2800/3405] lr: 2.109e-02, eta: 2 days, 0:10:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 3.6538, loss: 3.6538 +2025-05-04 11:09:29,895 - pyskl - INFO - Epoch [39][2900/3405] lr: 2.109e-02, eta: 2 days, 0:10:08, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9694, loss_cls: 3.7081, loss: 3.7081 +2025-05-04 11:10:14,946 - pyskl - INFO - Epoch [39][3000/3405] lr: 2.108e-02, eta: 2 days, 0:09:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9675, loss_cls: 3.7227, loss: 3.7227 +2025-05-04 11:11:00,054 - pyskl - INFO - Epoch [39][3100/3405] lr: 2.107e-02, eta: 2 days, 0:08:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 3.6687, loss: 3.6687 +2025-05-04 11:11:45,073 - pyskl - INFO - Epoch [39][3200/3405] lr: 2.107e-02, eta: 2 days, 0:07:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 3.5735, loss: 3.5735 +2025-05-04 11:12:30,212 - pyskl - INFO - Epoch [39][3300/3405] lr: 2.106e-02, eta: 2 days, 0:06:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 3.7480, loss: 3.7480 +2025-05-04 11:13:15,329 - pyskl - INFO - Epoch [39][3400/3405] lr: 2.106e-02, eta: 2 days, 0:06:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 3.7437, loss: 3.7437 +2025-05-04 11:13:17,941 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-05-04 11:17:24,780 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 11:17:25,318 - pyskl - INFO - +top1_acc 0.7438 +top5_acc 0.9497 +2025-05-04 11:17:25,339 - pyskl - INFO - Epoch(val) [39][3718] top1_acc: 0.7438, top5_acc: 0.9497 +2025-05-04 11:18:32,703 - pyskl - INFO - Epoch [40][100/3405] lr: 2.105e-02, eta: 2 days, 0:06:16, time: 0.674, data_time: 0.224, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9775, loss_cls: 3.6169, loss: 3.6169 +2025-05-04 11:19:17,791 - pyskl - INFO - Epoch [40][200/3405] lr: 2.105e-02, eta: 2 days, 0:05:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 3.7498, loss: 3.7498 +2025-05-04 11:20:02,989 - pyskl - INFO - Epoch [40][300/3405] lr: 2.104e-02, eta: 2 days, 0:04:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 3.5230, loss: 3.5230 +2025-05-04 11:20:48,179 - pyskl - INFO - Epoch [40][400/3405] lr: 2.103e-02, eta: 2 days, 0:03:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 3.7302, loss: 3.7302 +2025-05-04 11:21:33,359 - pyskl - INFO - Epoch [40][500/3405] lr: 2.103e-02, eta: 2 days, 0:03:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9681, loss_cls: 3.7150, loss: 3.7150 +2025-05-04 11:22:18,560 - pyskl - INFO - Epoch [40][600/3405] lr: 2.102e-02, eta: 2 days, 0:02:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 3.5180, loss: 3.5180 +2025-05-04 11:23:03,797 - pyskl - INFO - Epoch [40][700/3405] lr: 2.102e-02, eta: 2 days, 0:01:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 3.5448, loss: 3.5448 +2025-05-04 11:23:49,113 - pyskl - INFO - Epoch [40][800/3405] lr: 2.101e-02, eta: 2 days, 0:00:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 3.5880, loss: 3.5880 +2025-05-04 11:24:34,262 - pyskl - INFO - Epoch [40][900/3405] lr: 2.101e-02, eta: 1 day, 23:59:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9769, loss_cls: 3.6351, loss: 3.6351 +2025-05-04 11:25:19,392 - pyskl - INFO - Epoch [40][1000/3405] lr: 2.100e-02, eta: 1 day, 23:59:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 3.7532, loss: 3.7532 +2025-05-04 11:26:04,471 - pyskl - INFO - Epoch [40][1100/3405] lr: 2.100e-02, eta: 1 day, 23:58:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9725, loss_cls: 3.5933, loss: 3.5933 +2025-05-04 11:26:49,667 - pyskl - INFO - Epoch [40][1200/3405] lr: 2.099e-02, eta: 1 day, 23:57:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9650, loss_cls: 3.7003, loss: 3.7003 +2025-05-04 11:27:34,800 - pyskl - INFO - Epoch [40][1300/3405] lr: 2.098e-02, eta: 1 day, 23:56:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.6410, loss: 3.6410 +2025-05-04 11:28:19,979 - pyskl - INFO - Epoch [40][1400/3405] lr: 2.098e-02, eta: 1 day, 23:55:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 3.5723, loss: 3.5723 +2025-05-04 11:29:05,108 - pyskl - INFO - Epoch [40][1500/3405] lr: 2.097e-02, eta: 1 day, 23:55:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.6826, loss: 3.6826 +2025-05-04 11:29:50,218 - pyskl - INFO - Epoch [40][1600/3405] lr: 2.097e-02, eta: 1 day, 23:54:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 3.7059, loss: 3.7059 +2025-05-04 11:30:35,323 - pyskl - INFO - Epoch [40][1700/3405] lr: 2.096e-02, eta: 1 day, 23:53:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9563, loss_cls: 3.9146, loss: 3.9146 +2025-05-04 11:31:20,389 - pyskl - INFO - Epoch [40][1800/3405] lr: 2.096e-02, eta: 1 day, 23:52:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9519, loss_cls: 3.6757, loss: 3.6757 +2025-05-04 11:32:05,457 - pyskl - INFO - Epoch [40][1900/3405] lr: 2.095e-02, eta: 1 day, 23:51:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9669, loss_cls: 3.7319, loss: 3.7319 +2025-05-04 11:32:50,582 - pyskl - INFO - Epoch [40][2000/3405] lr: 2.094e-02, eta: 1 day, 23:51:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 3.6987, loss: 3.6987 +2025-05-04 11:33:35,731 - pyskl - INFO - Epoch [40][2100/3405] lr: 2.094e-02, eta: 1 day, 23:50:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9700, loss_cls: 3.7251, loss: 3.7251 +2025-05-04 11:34:20,828 - pyskl - INFO - Epoch [40][2200/3405] lr: 2.093e-02, eta: 1 day, 23:49:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 3.6238, loss: 3.6238 +2025-05-04 11:35:05,914 - pyskl - INFO - Epoch [40][2300/3405] lr: 2.093e-02, eta: 1 day, 23:48:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 3.5185, loss: 3.5185 +2025-05-04 11:35:51,134 - pyskl - INFO - Epoch [40][2400/3405] lr: 2.092e-02, eta: 1 day, 23:47:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9700, loss_cls: 3.7499, loss: 3.7499 +2025-05-04 11:36:36,327 - pyskl - INFO - Epoch [40][2500/3405] lr: 2.092e-02, eta: 1 day, 23:47:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9719, loss_cls: 3.6326, loss: 3.6326 +2025-05-04 11:37:21,736 - pyskl - INFO - Epoch [40][2600/3405] lr: 2.091e-02, eta: 1 day, 23:46:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 3.6304, loss: 3.6304 +2025-05-04 11:38:07,035 - pyskl - INFO - Epoch [40][2700/3405] lr: 2.090e-02, eta: 1 day, 23:45:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9706, loss_cls: 3.5926, loss: 3.5926 +2025-05-04 11:38:52,261 - pyskl - INFO - Epoch [40][2800/3405] lr: 2.090e-02, eta: 1 day, 23:44:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 3.6267, loss: 3.6267 +2025-05-04 11:39:37,530 - pyskl - INFO - Epoch [40][2900/3405] lr: 2.089e-02, eta: 1 day, 23:44:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9719, loss_cls: 3.8010, loss: 3.8010 +2025-05-04 11:40:22,813 - pyskl - INFO - Epoch [40][3000/3405] lr: 2.089e-02, eta: 1 day, 23:43:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.7052, loss: 3.7052 +2025-05-04 11:41:08,034 - pyskl - INFO - Epoch [40][3100/3405] lr: 2.088e-02, eta: 1 day, 23:42:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9550, loss_cls: 3.7876, loss: 3.7876 +2025-05-04 11:41:53,258 - pyskl - INFO - Epoch [40][3200/3405] lr: 2.088e-02, eta: 1 day, 23:41:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.6798, loss: 3.6798 +2025-05-04 11:42:38,504 - pyskl - INFO - Epoch [40][3300/3405] lr: 2.087e-02, eta: 1 day, 23:40:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 3.5528, loss: 3.5528 +2025-05-04 11:43:23,716 - pyskl - INFO - Epoch [40][3400/3405] lr: 2.086e-02, eta: 1 day, 23:40:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 3.7673, loss: 3.7673 +2025-05-04 11:43:26,328 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-05-04 11:47:33,383 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 11:47:33,918 - pyskl - INFO - +top1_acc 0.7745 +top5_acc 0.9591 +2025-05-04 11:47:33,939 - pyskl - INFO - Epoch(val) [40][3718] top1_acc: 0.7745, top5_acc: 0.9591 +2025-05-04 11:48:40,795 - pyskl - INFO - Epoch [41][100/3405] lr: 2.086e-02, eta: 1 day, 23:40:08, time: 0.669, data_time: 0.218, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9700, loss_cls: 3.6902, loss: 3.6902 +2025-05-04 11:49:25,827 - pyskl - INFO - Epoch [41][200/3405] lr: 2.085e-02, eta: 1 day, 23:39:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.5488, loss: 3.5488 +2025-05-04 11:50:10,930 - pyskl - INFO - Epoch [41][300/3405] lr: 2.085e-02, eta: 1 day, 23:38:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 3.6126, loss: 3.6126 +2025-05-04 11:50:56,032 - pyskl - INFO - Epoch [41][400/3405] lr: 2.084e-02, eta: 1 day, 23:37:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9781, loss_cls: 3.5136, loss: 3.5136 +2025-05-04 11:51:41,139 - pyskl - INFO - Epoch [41][500/3405] lr: 2.084e-02, eta: 1 day, 23:36:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.4879, loss: 3.4879 +2025-05-04 11:52:26,292 - pyskl - INFO - Epoch [41][600/3405] lr: 2.083e-02, eta: 1 day, 23:36:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.5605, loss: 3.5605 +2025-05-04 11:53:11,386 - pyskl - INFO - Epoch [41][700/3405] lr: 2.082e-02, eta: 1 day, 23:35:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 3.7743, loss: 3.7743 +2025-05-04 11:53:56,420 - pyskl - INFO - Epoch [41][800/3405] lr: 2.082e-02, eta: 1 day, 23:34:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9794, loss_cls: 3.5390, loss: 3.5390 +2025-05-04 11:54:41,495 - pyskl - INFO - Epoch [41][900/3405] lr: 2.081e-02, eta: 1 day, 23:33:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.4848, loss: 3.4848 +2025-05-04 11:55:26,546 - pyskl - INFO - Epoch [41][1000/3405] lr: 2.081e-02, eta: 1 day, 23:32:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.6972, loss: 3.6972 +2025-05-04 11:56:11,571 - pyskl - INFO - Epoch [41][1100/3405] lr: 2.080e-02, eta: 1 day, 23:32:09, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.6607, loss: 3.6607 +2025-05-04 11:56:56,691 - pyskl - INFO - Epoch [41][1200/3405] lr: 2.080e-02, eta: 1 day, 23:31:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 3.6484, loss: 3.6484 +2025-05-04 11:57:41,768 - pyskl - INFO - Epoch [41][1300/3405] lr: 2.079e-02, eta: 1 day, 23:30:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9719, loss_cls: 3.6749, loss: 3.6749 +2025-05-04 11:58:26,779 - pyskl - INFO - Epoch [41][1400/3405] lr: 2.078e-02, eta: 1 day, 23:29:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 3.6656, loss: 3.6656 +2025-05-04 11:59:11,827 - pyskl - INFO - Epoch [41][1500/3405] lr: 2.078e-02, eta: 1 day, 23:28:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 3.6734, loss: 3.6734 +2025-05-04 11:59:56,854 - pyskl - INFO - Epoch [41][1600/3405] lr: 2.077e-02, eta: 1 day, 23:28:09, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9619, loss_cls: 3.7107, loss: 3.7107 +2025-05-04 12:00:41,833 - pyskl - INFO - Epoch [41][1700/3405] lr: 2.077e-02, eta: 1 day, 23:27:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 3.5103, loss: 3.5103 +2025-05-04 12:01:26,818 - pyskl - INFO - Epoch [41][1800/3405] lr: 2.076e-02, eta: 1 day, 23:26:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 3.5447, loss: 3.5447 +2025-05-04 12:02:11,834 - pyskl - INFO - Epoch [41][1900/3405] lr: 2.076e-02, eta: 1 day, 23:25:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9700, loss_cls: 3.7801, loss: 3.7801 +2025-05-04 12:02:56,867 - pyskl - INFO - Epoch [41][2000/3405] lr: 2.075e-02, eta: 1 day, 23:24:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9731, loss_cls: 3.6848, loss: 3.6848 +2025-05-04 12:03:41,994 - pyskl - INFO - Epoch [41][2100/3405] lr: 2.074e-02, eta: 1 day, 23:24:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9681, loss_cls: 3.8044, loss: 3.8044 +2025-05-04 12:04:26,988 - pyskl - INFO - Epoch [41][2200/3405] lr: 2.074e-02, eta: 1 day, 23:23:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 3.6226, loss: 3.6226 +2025-05-04 12:05:12,139 - pyskl - INFO - Epoch [41][2300/3405] lr: 2.073e-02, eta: 1 day, 23:22:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9694, loss_cls: 3.6109, loss: 3.6109 +2025-05-04 12:05:57,283 - pyskl - INFO - Epoch [41][2400/3405] lr: 2.073e-02, eta: 1 day, 23:21:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9706, loss_cls: 3.6342, loss: 3.6342 +2025-05-04 12:06:42,291 - pyskl - INFO - Epoch [41][2500/3405] lr: 2.072e-02, eta: 1 day, 23:20:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 3.6847, loss: 3.6847 +2025-05-04 12:07:27,316 - pyskl - INFO - Epoch [41][2600/3405] lr: 2.071e-02, eta: 1 day, 23:20:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.5892, loss: 3.5892 +2025-05-04 12:08:12,307 - pyskl - INFO - Epoch [41][2700/3405] lr: 2.071e-02, eta: 1 day, 23:19:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 3.6426, loss: 3.6426 +2025-05-04 12:08:57,378 - pyskl - INFO - Epoch [41][2800/3405] lr: 2.070e-02, eta: 1 day, 23:18:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9575, loss_cls: 3.7322, loss: 3.7322 +2025-05-04 12:09:42,521 - pyskl - INFO - Epoch [41][2900/3405] lr: 2.070e-02, eta: 1 day, 23:17:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 3.7034, loss: 3.7034 +2025-05-04 12:10:27,694 - pyskl - INFO - Epoch [41][3000/3405] lr: 2.069e-02, eta: 1 day, 23:16:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.6248, loss: 3.6248 +2025-05-04 12:11:12,786 - pyskl - INFO - Epoch [41][3100/3405] lr: 2.069e-02, eta: 1 day, 23:16:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9669, loss_cls: 3.5137, loss: 3.5137 +2025-05-04 12:11:57,869 - pyskl - INFO - Epoch [41][3200/3405] lr: 2.068e-02, eta: 1 day, 23:15:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 3.7152, loss: 3.7152 +2025-05-04 12:12:42,971 - pyskl - INFO - Epoch [41][3300/3405] lr: 2.067e-02, eta: 1 day, 23:14:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 3.6873, loss: 3.6873 +2025-05-04 12:13:28,105 - pyskl - INFO - Epoch [41][3400/3405] lr: 2.067e-02, eta: 1 day, 23:13:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9625, loss_cls: 3.6327, loss: 3.6327 +2025-05-04 12:13:30,721 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-05-04 12:17:38,205 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 12:17:38,741 - pyskl - INFO - +top1_acc 0.7797 +top5_acc 0.9542 +2025-05-04 12:17:38,762 - pyskl - INFO - Epoch(val) [41][3718] top1_acc: 0.7797, top5_acc: 0.9542 +2025-05-04 12:18:46,491 - pyskl - INFO - Epoch [42][100/3405] lr: 2.066e-02, eta: 1 day, 23:13:53, time: 0.677, data_time: 0.226, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.5198, loss: 3.5198 +2025-05-04 12:19:31,609 - pyskl - INFO - Epoch [42][200/3405] lr: 2.066e-02, eta: 1 day, 23:13:05, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 3.5690, loss: 3.5690 +2025-05-04 12:20:16,811 - pyskl - INFO - Epoch [42][300/3405] lr: 2.065e-02, eta: 1 day, 23:12:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.5473, loss: 3.5473 +2025-05-04 12:21:02,022 - pyskl - INFO - Epoch [42][400/3405] lr: 2.064e-02, eta: 1 day, 23:11:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9744, loss_cls: 3.5721, loss: 3.5721 +2025-05-04 12:21:47,079 - pyskl - INFO - Epoch [42][500/3405] lr: 2.064e-02, eta: 1 day, 23:10:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9631, loss_cls: 3.7149, loss: 3.7149 +2025-05-04 12:22:32,111 - pyskl - INFO - Epoch [42][600/3405] lr: 2.063e-02, eta: 1 day, 23:09:54, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9637, loss_cls: 3.7197, loss: 3.7197 +2025-05-04 12:23:17,170 - pyskl - INFO - Epoch [42][700/3405] lr: 2.063e-02, eta: 1 day, 23:09:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 3.4782, loss: 3.4782 +2025-05-04 12:24:02,243 - pyskl - INFO - Epoch [42][800/3405] lr: 2.062e-02, eta: 1 day, 23:08:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9631, loss_cls: 3.6723, loss: 3.6723 +2025-05-04 12:24:47,352 - pyskl - INFO - Epoch [42][900/3405] lr: 2.062e-02, eta: 1 day, 23:07:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 3.5781, loss: 3.5781 +2025-05-04 12:25:32,465 - pyskl - INFO - Epoch [42][1000/3405] lr: 2.061e-02, eta: 1 day, 23:06:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 3.6849, loss: 3.6849 +2025-05-04 12:26:17,568 - pyskl - INFO - Epoch [42][1100/3405] lr: 2.060e-02, eta: 1 day, 23:05:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 3.6424, loss: 3.6424 +2025-05-04 12:27:02,727 - pyskl - INFO - Epoch [42][1200/3405] lr: 2.060e-02, eta: 1 day, 23:05:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 3.7375, loss: 3.7375 +2025-05-04 12:27:47,788 - pyskl - INFO - Epoch [42][1300/3405] lr: 2.059e-02, eta: 1 day, 23:04:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9675, loss_cls: 3.5753, loss: 3.5753 +2025-05-04 12:28:32,914 - pyskl - INFO - Epoch [42][1400/3405] lr: 2.059e-02, eta: 1 day, 23:03:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 3.7187, loss: 3.7187 +2025-05-04 12:29:18,071 - pyskl - INFO - Epoch [42][1500/3405] lr: 2.058e-02, eta: 1 day, 23:02:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9694, loss_cls: 3.5683, loss: 3.5683 +2025-05-04 12:30:03,205 - pyskl - INFO - Epoch [42][1600/3405] lr: 2.057e-02, eta: 1 day, 23:01:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 3.6482, loss: 3.6482 +2025-05-04 12:30:48,376 - pyskl - INFO - Epoch [42][1700/3405] lr: 2.057e-02, eta: 1 day, 23:01:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9762, loss_cls: 3.6668, loss: 3.6668 +2025-05-04 12:31:33,510 - pyskl - INFO - Epoch [42][1800/3405] lr: 2.056e-02, eta: 1 day, 23:00:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9675, loss_cls: 3.6447, loss: 3.6447 +2025-05-04 12:32:18,642 - pyskl - INFO - Epoch [42][1900/3405] lr: 2.056e-02, eta: 1 day, 22:59:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9644, loss_cls: 3.5864, loss: 3.5864 +2025-05-04 12:33:03,790 - pyskl - INFO - Epoch [42][2000/3405] lr: 2.055e-02, eta: 1 day, 22:58:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 3.6034, loss: 3.6034 +2025-05-04 12:33:48,912 - pyskl - INFO - Epoch [42][2100/3405] lr: 2.054e-02, eta: 1 day, 22:57:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 3.5322, loss: 3.5322 +2025-05-04 12:34:34,045 - pyskl - INFO - Epoch [42][2200/3405] lr: 2.054e-02, eta: 1 day, 22:57:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 3.6701, loss: 3.6701 +2025-05-04 12:35:19,177 - pyskl - INFO - Epoch [42][2300/3405] lr: 2.053e-02, eta: 1 day, 22:56:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9631, loss_cls: 3.7200, loss: 3.7200 +2025-05-04 12:36:04,263 - pyskl - INFO - Epoch [42][2400/3405] lr: 2.053e-02, eta: 1 day, 22:55:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9550, loss_cls: 3.6832, loss: 3.6832 +2025-05-04 12:36:49,370 - pyskl - INFO - Epoch [42][2500/3405] lr: 2.052e-02, eta: 1 day, 22:54:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 3.6351, loss: 3.6351 +2025-05-04 12:37:34,525 - pyskl - INFO - Epoch [42][2600/3405] lr: 2.052e-02, eta: 1 day, 22:54:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 3.6271, loss: 3.6271 +2025-05-04 12:38:19,752 - pyskl - INFO - Epoch [42][2700/3405] lr: 2.051e-02, eta: 1 day, 22:53:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9706, loss_cls: 3.6401, loss: 3.6401 +2025-05-04 12:39:04,922 - pyskl - INFO - Epoch [42][2800/3405] lr: 2.050e-02, eta: 1 day, 22:52:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 3.5681, loss: 3.5681 +2025-05-04 12:39:50,135 - pyskl - INFO - Epoch [42][2900/3405] lr: 2.050e-02, eta: 1 day, 22:51:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 3.5786, loss: 3.5786 +2025-05-04 12:40:35,310 - pyskl - INFO - Epoch [42][3000/3405] lr: 2.049e-02, eta: 1 day, 22:50:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9637, loss_cls: 3.6303, loss: 3.6303 +2025-05-04 12:41:20,535 - pyskl - INFO - Epoch [42][3100/3405] lr: 2.049e-02, eta: 1 day, 22:50:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 3.5195, loss: 3.5195 +2025-05-04 12:42:05,748 - pyskl - INFO - Epoch [42][3200/3405] lr: 2.048e-02, eta: 1 day, 22:49:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9738, loss_cls: 3.6658, loss: 3.6658 +2025-05-04 12:42:50,982 - pyskl - INFO - Epoch [42][3300/3405] lr: 2.047e-02, eta: 1 day, 22:48:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 3.7753, loss: 3.7753 +2025-05-04 12:43:36,141 - pyskl - INFO - Epoch [42][3400/3405] lr: 2.047e-02, eta: 1 day, 22:47:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 3.6771, loss: 3.6771 +2025-05-04 12:43:38,740 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-05-04 12:47:49,738 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 12:47:50,273 - pyskl - INFO - +top1_acc 0.7852 +top5_acc 0.9544 +2025-05-04 12:47:50,329 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_37.pth was removed +2025-05-04 12:47:51,465 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. +2025-05-04 12:47:51,467 - pyskl - INFO - Best top1_acc is 0.7852 at 42 epoch. +2025-05-04 12:47:51,487 - pyskl - INFO - Epoch(val) [42][3718] top1_acc: 0.7852, top5_acc: 0.9544 +2025-05-04 12:48:58,998 - pyskl - INFO - Epoch [43][100/3405] lr: 2.046e-02, eta: 1 day, 22:47:44, time: 0.675, data_time: 0.224, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9788, loss_cls: 3.3924, loss: 3.3924 +2025-05-04 12:49:44,099 - pyskl - INFO - Epoch [43][200/3405] lr: 2.046e-02, eta: 1 day, 22:46:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9675, loss_cls: 3.5966, loss: 3.5966 +2025-05-04 12:50:29,135 - pyskl - INFO - Epoch [43][300/3405] lr: 2.045e-02, eta: 1 day, 22:46:08, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9637, loss_cls: 3.5966, loss: 3.5966 +2025-05-04 12:51:14,344 - pyskl - INFO - Epoch [43][400/3405] lr: 2.044e-02, eta: 1 day, 22:45:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9738, loss_cls: 3.5612, loss: 3.5612 +2025-05-04 12:51:59,306 - pyskl - INFO - Epoch [43][500/3405] lr: 2.044e-02, eta: 1 day, 22:44:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 3.5597, loss: 3.5597 +2025-05-04 12:52:44,307 - pyskl - INFO - Epoch [43][600/3405] lr: 2.043e-02, eta: 1 day, 22:43:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 3.7920, loss: 3.7920 +2025-05-04 12:53:29,228 - pyskl - INFO - Epoch [43][700/3405] lr: 2.043e-02, eta: 1 day, 22:42:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9650, loss_cls: 3.5946, loss: 3.5946 +2025-05-04 12:54:14,167 - pyskl - INFO - Epoch [43][800/3405] lr: 2.042e-02, eta: 1 day, 22:42:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 3.5250, loss: 3.5250 +2025-05-04 12:54:59,121 - pyskl - INFO - Epoch [43][900/3405] lr: 2.041e-02, eta: 1 day, 22:41:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 3.5967, loss: 3.5967 +2025-05-04 12:55:44,118 - pyskl - INFO - Epoch [43][1000/3405] lr: 2.041e-02, eta: 1 day, 22:40:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9775, loss_cls: 3.4227, loss: 3.4227 +2025-05-04 12:56:29,129 - pyskl - INFO - Epoch [43][1100/3405] lr: 2.040e-02, eta: 1 day, 22:39:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9756, loss_cls: 3.6244, loss: 3.6244 +2025-05-04 12:57:14,198 - pyskl - INFO - Epoch [43][1200/3405] lr: 2.040e-02, eta: 1 day, 22:38:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 3.5808, loss: 3.5808 +2025-05-04 12:57:59,238 - pyskl - INFO - Epoch [43][1300/3405] lr: 2.039e-02, eta: 1 day, 22:38:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9725, loss_cls: 3.7430, loss: 3.7430 +2025-05-04 12:58:44,291 - pyskl - INFO - Epoch [43][1400/3405] lr: 2.038e-02, eta: 1 day, 22:37:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.6215, loss: 3.6215 +2025-05-04 12:59:29,343 - pyskl - INFO - Epoch [43][1500/3405] lr: 2.038e-02, eta: 1 day, 22:36:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9587, loss_cls: 3.6811, loss: 3.6811 +2025-05-04 13:00:14,341 - pyskl - INFO - Epoch [43][1600/3405] lr: 2.037e-02, eta: 1 day, 22:35:46, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.6411, loss: 3.6411 +2025-05-04 13:00:59,400 - pyskl - INFO - Epoch [43][1700/3405] lr: 2.037e-02, eta: 1 day, 22:34:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 3.6157, loss: 3.6157 +2025-05-04 13:01:44,441 - pyskl - INFO - Epoch [43][1800/3405] lr: 2.036e-02, eta: 1 day, 22:34:11, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 3.6176, loss: 3.6176 +2025-05-04 13:02:29,497 - pyskl - INFO - Epoch [43][1900/3405] lr: 2.035e-02, eta: 1 day, 22:33:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.5512, loss: 3.5512 +2025-05-04 13:03:14,630 - pyskl - INFO - Epoch [43][2000/3405] lr: 2.035e-02, eta: 1 day, 22:32:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9669, loss_cls: 3.4478, loss: 3.4478 +2025-05-04 13:03:59,759 - pyskl - INFO - Epoch [43][2100/3405] lr: 2.034e-02, eta: 1 day, 22:31:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 3.7747, loss: 3.7747 +2025-05-04 13:04:44,858 - pyskl - INFO - Epoch [43][2200/3405] lr: 2.034e-02, eta: 1 day, 22:31:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9663, loss_cls: 3.4885, loss: 3.4885 +2025-05-04 13:05:29,901 - pyskl - INFO - Epoch [43][2300/3405] lr: 2.033e-02, eta: 1 day, 22:30:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 3.5321, loss: 3.5321 +2025-05-04 13:06:14,993 - pyskl - INFO - Epoch [43][2400/3405] lr: 2.032e-02, eta: 1 day, 22:29:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9712, loss_cls: 3.5769, loss: 3.5769 +2025-05-04 13:07:00,059 - pyskl - INFO - Epoch [43][2500/3405] lr: 2.032e-02, eta: 1 day, 22:28:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 3.7256, loss: 3.7256 +2025-05-04 13:07:45,096 - pyskl - INFO - Epoch [43][2600/3405] lr: 2.031e-02, eta: 1 day, 22:27:49, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.6523, loss: 3.6523 +2025-05-04 13:08:30,136 - pyskl - INFO - Epoch [43][2700/3405] lr: 2.031e-02, eta: 1 day, 22:27:02, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 3.6772, loss: 3.6772 +2025-05-04 13:09:15,184 - pyskl - INFO - Epoch [43][2800/3405] lr: 2.030e-02, eta: 1 day, 22:26:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9681, loss_cls: 3.6986, loss: 3.6986 +2025-05-04 13:10:00,267 - pyskl - INFO - Epoch [43][2900/3405] lr: 2.029e-02, eta: 1 day, 22:25:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 3.6387, loss: 3.6387 +2025-05-04 13:10:45,353 - pyskl - INFO - Epoch [43][3000/3405] lr: 2.029e-02, eta: 1 day, 22:24:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.5404, loss: 3.5404 +2025-05-04 13:11:30,458 - pyskl - INFO - Epoch [43][3100/3405] lr: 2.028e-02, eta: 1 day, 22:23:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 3.5344, loss: 3.5344 +2025-05-04 13:12:15,601 - pyskl - INFO - Epoch [43][3200/3405] lr: 2.028e-02, eta: 1 day, 22:23:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 3.7375, loss: 3.7375 +2025-05-04 13:13:00,678 - pyskl - INFO - Epoch [43][3300/3405] lr: 2.027e-02, eta: 1 day, 22:22:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 3.6001, loss: 3.6001 +2025-05-04 13:13:45,767 - pyskl - INFO - Epoch [43][3400/3405] lr: 2.026e-02, eta: 1 day, 22:21:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9725, loss_cls: 3.7226, loss: 3.7226 +2025-05-04 13:13:48,384 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-05-04 13:17:55,875 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 13:17:56,416 - pyskl - INFO - +top1_acc 0.7791 +top5_acc 0.9511 +2025-05-04 13:17:56,436 - pyskl - INFO - Epoch(val) [43][3718] top1_acc: 0.7791, top5_acc: 0.9511 +2025-05-04 13:19:03,958 - pyskl - INFO - Epoch [44][100/3405] lr: 2.026e-02, eta: 1 day, 22:21:29, time: 0.675, data_time: 0.224, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 3.4674, loss: 3.4674 +2025-05-04 13:19:49,029 - pyskl - INFO - Epoch [44][200/3405] lr: 2.025e-02, eta: 1 day, 22:20:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.4629, loss: 3.4629 +2025-05-04 13:20:34,235 - pyskl - INFO - Epoch [44][300/3405] lr: 2.025e-02, eta: 1 day, 22:19:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.5016, loss: 3.5016 +2025-05-04 13:21:19,318 - pyskl - INFO - Epoch [44][400/3405] lr: 2.024e-02, eta: 1 day, 22:19:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 3.7186, loss: 3.7186 +2025-05-04 13:22:04,389 - pyskl - INFO - Epoch [44][500/3405] lr: 2.023e-02, eta: 1 day, 22:18:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.6519, loss: 3.6519 +2025-05-04 13:22:49,394 - pyskl - INFO - Epoch [44][600/3405] lr: 2.023e-02, eta: 1 day, 22:17:31, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.3500, loss: 3.3500 +2025-05-04 13:23:34,406 - pyskl - INFO - Epoch [44][700/3405] lr: 2.022e-02, eta: 1 day, 22:16:43, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 3.5506, loss: 3.5506 +2025-05-04 13:24:19,483 - pyskl - INFO - Epoch [44][800/3405] lr: 2.022e-02, eta: 1 day, 22:15:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9650, loss_cls: 3.5491, loss: 3.5491 +2025-05-04 13:25:04,478 - pyskl - INFO - Epoch [44][900/3405] lr: 2.021e-02, eta: 1 day, 22:15:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9606, loss_cls: 3.6419, loss: 3.6419 +2025-05-04 13:25:49,489 - pyskl - INFO - Epoch [44][1000/3405] lr: 2.020e-02, eta: 1 day, 22:14:19, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 3.5974, loss: 3.5974 +2025-05-04 13:26:34,448 - pyskl - INFO - Epoch [44][1100/3405] lr: 2.020e-02, eta: 1 day, 22:13:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.5318, loss: 3.5318 +2025-05-04 13:27:19,464 - pyskl - INFO - Epoch [44][1200/3405] lr: 2.019e-02, eta: 1 day, 22:12:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 3.5824, loss: 3.5824 +2025-05-04 13:28:04,433 - pyskl - INFO - Epoch [44][1300/3405] lr: 2.019e-02, eta: 1 day, 22:11:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.5918, loss: 3.5918 +2025-05-04 13:28:49,448 - pyskl - INFO - Epoch [44][1400/3405] lr: 2.018e-02, eta: 1 day, 22:11:08, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 3.6426, loss: 3.6426 +2025-05-04 13:29:34,466 - pyskl - INFO - Epoch [44][1500/3405] lr: 2.017e-02, eta: 1 day, 22:10:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9656, loss_cls: 3.5587, loss: 3.5587 +2025-05-04 13:30:19,486 - pyskl - INFO - Epoch [44][1600/3405] lr: 2.017e-02, eta: 1 day, 22:09:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 3.5764, loss: 3.5764 +2025-05-04 13:31:04,548 - pyskl - INFO - Epoch [44][1700/3405] lr: 2.016e-02, eta: 1 day, 22:08:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.7361, loss: 3.7361 +2025-05-04 13:31:49,621 - pyskl - INFO - Epoch [44][1800/3405] lr: 2.016e-02, eta: 1 day, 22:07:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 3.5891, loss: 3.5891 +2025-05-04 13:32:34,625 - pyskl - INFO - Epoch [44][1900/3405] lr: 2.015e-02, eta: 1 day, 22:07:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 3.5509, loss: 3.5509 +2025-05-04 13:33:19,622 - pyskl - INFO - Epoch [44][2000/3405] lr: 2.014e-02, eta: 1 day, 22:06:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.5245, loss: 3.5245 +2025-05-04 13:34:04,665 - pyskl - INFO - Epoch [44][2100/3405] lr: 2.014e-02, eta: 1 day, 22:05:34, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9631, loss_cls: 3.5695, loss: 3.5695 +2025-05-04 13:34:49,722 - pyskl - INFO - Epoch [44][2200/3405] lr: 2.013e-02, eta: 1 day, 22:04:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 3.5871, loss: 3.5871 +2025-05-04 13:35:34,754 - pyskl - INFO - Epoch [44][2300/3405] lr: 2.013e-02, eta: 1 day, 22:03:59, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.6357, loss: 3.6357 +2025-05-04 13:36:19,758 - pyskl - INFO - Epoch [44][2400/3405] lr: 2.012e-02, eta: 1 day, 22:03:11, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 3.5330, loss: 3.5330 +2025-05-04 13:37:04,758 - pyskl - INFO - Epoch [44][2500/3405] lr: 2.011e-02, eta: 1 day, 22:02:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 3.5642, loss: 3.5642 +2025-05-04 13:37:49,818 - pyskl - INFO - Epoch [44][2600/3405] lr: 2.011e-02, eta: 1 day, 22:01:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 3.6875, loss: 3.6875 +2025-05-04 13:38:34,869 - pyskl - INFO - Epoch [44][2700/3405] lr: 2.010e-02, eta: 1 day, 22:00:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.5667, loss: 3.5667 +2025-05-04 13:39:19,903 - pyskl - INFO - Epoch [44][2800/3405] lr: 2.009e-02, eta: 1 day, 22:00:00, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 3.6715, loss: 3.6715 +2025-05-04 13:40:05,015 - pyskl - INFO - Epoch [44][2900/3405] lr: 2.009e-02, eta: 1 day, 21:59:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9744, loss_cls: 3.6525, loss: 3.6525 +2025-05-04 13:40:49,978 - pyskl - INFO - Epoch [44][3000/3405] lr: 2.008e-02, eta: 1 day, 21:58:25, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 3.7031, loss: 3.7031 +2025-05-04 13:41:35,107 - pyskl - INFO - Epoch [44][3100/3405] lr: 2.008e-02, eta: 1 day, 21:57:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 3.5920, loss: 3.5920 +2025-05-04 13:42:20,272 - pyskl - INFO - Epoch [44][3200/3405] lr: 2.007e-02, eta: 1 day, 21:56:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9756, loss_cls: 3.5773, loss: 3.5773 +2025-05-04 13:43:05,435 - pyskl - INFO - Epoch [44][3300/3405] lr: 2.006e-02, eta: 1 day, 21:56:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 3.5450, loss: 3.5450 +2025-05-04 13:43:50,577 - pyskl - INFO - Epoch [44][3400/3405] lr: 2.006e-02, eta: 1 day, 21:55:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9619, loss_cls: 3.5750, loss: 3.5750 +2025-05-04 13:43:53,164 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-05-04 13:47:59,855 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 13:48:00,403 - pyskl - INFO - +top1_acc 0.7665 +top5_acc 0.9521 +2025-05-04 13:48:00,426 - pyskl - INFO - Epoch(val) [44][3718] top1_acc: 0.7665, top5_acc: 0.9521 +2025-05-04 13:49:08,086 - pyskl - INFO - Epoch [45][100/3405] lr: 2.005e-02, eta: 1 day, 21:55:14, time: 0.677, data_time: 0.225, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9663, loss_cls: 3.5148, loss: 3.5148 +2025-05-04 13:49:53,173 - pyskl - INFO - Epoch [45][200/3405] lr: 2.005e-02, eta: 1 day, 21:54:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.5438, loss: 3.5438 +2025-05-04 13:50:38,308 - pyskl - INFO - Epoch [45][300/3405] lr: 2.004e-02, eta: 1 day, 21:53:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 3.3282, loss: 3.3282 +2025-05-04 13:51:23,351 - pyskl - INFO - Epoch [45][400/3405] lr: 2.003e-02, eta: 1 day, 21:52:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.4864, loss: 3.4864 +2025-05-04 13:52:08,464 - pyskl - INFO - Epoch [45][500/3405] lr: 2.003e-02, eta: 1 day, 21:52:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.6246, loss: 3.6246 +2025-05-04 13:52:53,517 - pyskl - INFO - Epoch [45][600/3405] lr: 2.002e-02, eta: 1 day, 21:51:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9700, loss_cls: 3.5485, loss: 3.5485 +2025-05-04 13:53:38,603 - pyskl - INFO - Epoch [45][700/3405] lr: 2.001e-02, eta: 1 day, 21:50:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 3.5388, loss: 3.5388 +2025-05-04 13:54:23,684 - pyskl - INFO - Epoch [45][800/3405] lr: 2.001e-02, eta: 1 day, 21:49:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 3.5002, loss: 3.5002 +2025-05-04 13:55:08,698 - pyskl - INFO - Epoch [45][900/3405] lr: 2.000e-02, eta: 1 day, 21:48:54, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 3.6916, loss: 3.6916 +2025-05-04 13:55:53,731 - pyskl - INFO - Epoch [45][1000/3405] lr: 2.000e-02, eta: 1 day, 21:48:06, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 3.6897, loss: 3.6897 +2025-05-04 13:56:38,777 - pyskl - INFO - Epoch [45][1100/3405] lr: 1.999e-02, eta: 1 day, 21:47:18, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 3.6734, loss: 3.6734 +2025-05-04 13:57:23,826 - pyskl - INFO - Epoch [45][1200/3405] lr: 1.998e-02, eta: 1 day, 21:46:31, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 3.5811, loss: 3.5811 +2025-05-04 13:58:08,888 - pyskl - INFO - Epoch [45][1300/3405] lr: 1.998e-02, eta: 1 day, 21:45:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9756, loss_cls: 3.5616, loss: 3.5616 +2025-05-04 13:58:53,897 - pyskl - INFO - Epoch [45][1400/3405] lr: 1.997e-02, eta: 1 day, 21:44:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9650, loss_cls: 3.7602, loss: 3.7602 +2025-05-04 13:59:38,980 - pyskl - INFO - Epoch [45][1500/3405] lr: 1.997e-02, eta: 1 day, 21:44:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.5221, loss: 3.5221 +2025-05-04 14:00:24,170 - pyskl - INFO - Epoch [45][1600/3405] lr: 1.996e-02, eta: 1 day, 21:43:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9781, loss_cls: 3.5189, loss: 3.5189 +2025-05-04 14:01:09,342 - pyskl - INFO - Epoch [45][1700/3405] lr: 1.995e-02, eta: 1 day, 21:42:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 3.4719, loss: 3.4719 +2025-05-04 14:01:54,569 - pyskl - INFO - Epoch [45][1800/3405] lr: 1.995e-02, eta: 1 day, 21:41:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9738, loss_cls: 3.5529, loss: 3.5529 +2025-05-04 14:02:39,673 - pyskl - INFO - Epoch [45][1900/3405] lr: 1.994e-02, eta: 1 day, 21:40:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 3.6910, loss: 3.6910 +2025-05-04 14:03:24,695 - pyskl - INFO - Epoch [45][2000/3405] lr: 1.993e-02, eta: 1 day, 21:40:11, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 3.6617, loss: 3.6617 +2025-05-04 14:04:09,677 - pyskl - INFO - Epoch [45][2100/3405] lr: 1.993e-02, eta: 1 day, 21:39:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 3.4897, loss: 3.4897 +2025-05-04 14:04:54,773 - pyskl - INFO - Epoch [45][2200/3405] lr: 1.992e-02, eta: 1 day, 21:38:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.5962, loss: 3.5962 +2025-05-04 14:05:39,880 - pyskl - INFO - Epoch [45][2300/3405] lr: 1.992e-02, eta: 1 day, 21:37:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 3.7006, loss: 3.7006 +2025-05-04 14:06:24,963 - pyskl - INFO - Epoch [45][2400/3405] lr: 1.991e-02, eta: 1 day, 21:37:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 3.5948, loss: 3.5948 +2025-05-04 14:07:10,072 - pyskl - INFO - Epoch [45][2500/3405] lr: 1.990e-02, eta: 1 day, 21:36:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.6225, loss: 3.6225 +2025-05-04 14:07:55,115 - pyskl - INFO - Epoch [45][2600/3405] lr: 1.990e-02, eta: 1 day, 21:35:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.5501, loss: 3.5501 +2025-05-04 14:08:40,258 - pyskl - INFO - Epoch [45][2700/3405] lr: 1.989e-02, eta: 1 day, 21:34:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 3.5114, loss: 3.5114 +2025-05-04 14:09:25,381 - pyskl - INFO - Epoch [45][2800/3405] lr: 1.988e-02, eta: 1 day, 21:33:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 3.7089, loss: 3.7089 +2025-05-04 14:10:10,359 - pyskl - INFO - Epoch [45][2900/3405] lr: 1.988e-02, eta: 1 day, 21:33:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.5926, loss: 3.5926 +2025-05-04 14:10:55,411 - pyskl - INFO - Epoch [45][3000/3405] lr: 1.987e-02, eta: 1 day, 21:32:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 3.6462, loss: 3.6462 +2025-05-04 14:11:40,388 - pyskl - INFO - Epoch [45][3100/3405] lr: 1.987e-02, eta: 1 day, 21:31:28, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.5185, loss: 3.5185 +2025-05-04 14:12:25,387 - pyskl - INFO - Epoch [45][3200/3405] lr: 1.986e-02, eta: 1 day, 21:30:40, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.5902, loss: 3.5902 +2025-05-04 14:13:10,410 - pyskl - INFO - Epoch [45][3300/3405] lr: 1.985e-02, eta: 1 day, 21:29:53, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9663, loss_cls: 3.5275, loss: 3.5275 +2025-05-04 14:13:55,431 - pyskl - INFO - Epoch [45][3400/3405] lr: 1.985e-02, eta: 1 day, 21:29:05, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 3.4837, loss: 3.4837 +2025-05-04 14:13:58,015 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-05-04 14:18:08,014 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 14:18:08,552 - pyskl - INFO - +top1_acc 0.7443 +top5_acc 0.9447 +2025-05-04 14:18:08,579 - pyskl - INFO - Epoch(val) [45][3718] top1_acc: 0.7443, top5_acc: 0.9447 +2025-05-04 14:19:15,373 - pyskl - INFO - Epoch [46][100/3405] lr: 1.984e-02, eta: 1 day, 21:29:01, time: 0.668, data_time: 0.218, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.5443, loss: 3.5443 +2025-05-04 14:20:00,453 - pyskl - INFO - Epoch [46][200/3405] lr: 1.983e-02, eta: 1 day, 21:28:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.5744, loss: 3.5744 +2025-05-04 14:20:45,294 - pyskl - INFO - Epoch [46][300/3405] lr: 1.983e-02, eta: 1 day, 21:27:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 3.5345, loss: 3.5345 +2025-05-04 14:21:30,154 - pyskl - INFO - Epoch [46][400/3405] lr: 1.982e-02, eta: 1 day, 21:26:37, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 3.4497, loss: 3.4497 +2025-05-04 14:22:15,061 - pyskl - INFO - Epoch [46][500/3405] lr: 1.982e-02, eta: 1 day, 21:25:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9812, loss_cls: 3.3650, loss: 3.3650 +2025-05-04 14:23:00,025 - pyskl - INFO - Epoch [46][600/3405] lr: 1.981e-02, eta: 1 day, 21:25:01, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.4422, loss: 3.4422 +2025-05-04 14:23:45,095 - pyskl - INFO - Epoch [46][700/3405] lr: 1.980e-02, eta: 1 day, 21:24:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9775, loss_cls: 3.5424, loss: 3.5424 +2025-05-04 14:24:30,102 - pyskl - INFO - Epoch [46][800/3405] lr: 1.980e-02, eta: 1 day, 21:23:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.4586, loss: 3.4586 +2025-05-04 14:25:15,045 - pyskl - INFO - Epoch [46][900/3405] lr: 1.979e-02, eta: 1 day, 21:22:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9756, loss_cls: 3.5751, loss: 3.5751 +2025-05-04 14:26:00,093 - pyskl - INFO - Epoch [46][1000/3405] lr: 1.979e-02, eta: 1 day, 21:21:51, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 3.5626, loss: 3.5626 +2025-05-04 14:26:45,098 - pyskl - INFO - Epoch [46][1100/3405] lr: 1.978e-02, eta: 1 day, 21:21:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 3.5869, loss: 3.5869 +2025-05-04 14:27:30,194 - pyskl - INFO - Epoch [46][1200/3405] lr: 1.977e-02, eta: 1 day, 21:20:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 3.6512, loss: 3.6512 +2025-05-04 14:28:15,351 - pyskl - INFO - Epoch [46][1300/3405] lr: 1.977e-02, eta: 1 day, 21:19:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 3.4682, loss: 3.4682 +2025-05-04 14:29:00,454 - pyskl - INFO - Epoch [46][1400/3405] lr: 1.976e-02, eta: 1 day, 21:18:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.5507, loss: 3.5507 +2025-05-04 14:29:45,597 - pyskl - INFO - Epoch [46][1500/3405] lr: 1.975e-02, eta: 1 day, 21:17:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9681, loss_cls: 3.6250, loss: 3.6250 +2025-05-04 14:30:30,779 - pyskl - INFO - Epoch [46][1600/3405] lr: 1.975e-02, eta: 1 day, 21:17:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9769, loss_cls: 3.5027, loss: 3.5027 +2025-05-04 14:31:15,976 - pyskl - INFO - Epoch [46][1700/3405] lr: 1.974e-02, eta: 1 day, 21:16:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 3.6391, loss: 3.6391 +2025-05-04 14:32:01,194 - pyskl - INFO - Epoch [46][1800/3405] lr: 1.973e-02, eta: 1 day, 21:15:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 3.5478, loss: 3.5478 +2025-05-04 14:32:46,287 - pyskl - INFO - Epoch [46][1900/3405] lr: 1.973e-02, eta: 1 day, 21:14:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.5886, loss: 3.5886 +2025-05-04 14:33:31,411 - pyskl - INFO - Epoch [46][2000/3405] lr: 1.972e-02, eta: 1 day, 21:13:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 3.4888, loss: 3.4888 +2025-05-04 14:34:16,510 - pyskl - INFO - Epoch [46][2100/3405] lr: 1.972e-02, eta: 1 day, 21:13:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9769, loss_cls: 3.4746, loss: 3.4746 +2025-05-04 14:35:01,548 - pyskl - INFO - Epoch [46][2200/3405] lr: 1.971e-02, eta: 1 day, 21:12:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.5468, loss: 3.5468 +2025-05-04 14:35:46,562 - pyskl - INFO - Epoch [46][2300/3405] lr: 1.970e-02, eta: 1 day, 21:11:35, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 3.6075, loss: 3.6075 +2025-05-04 14:36:31,626 - pyskl - INFO - Epoch [46][2400/3405] lr: 1.970e-02, eta: 1 day, 21:10:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 3.5972, loss: 3.5972 +2025-05-04 14:37:16,707 - pyskl - INFO - Epoch [46][2500/3405] lr: 1.969e-02, eta: 1 day, 21:10:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9744, loss_cls: 3.4774, loss: 3.4774 +2025-05-04 14:38:01,890 - pyskl - INFO - Epoch [46][2600/3405] lr: 1.968e-02, eta: 1 day, 21:09:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 3.6149, loss: 3.6149 +2025-05-04 14:38:47,044 - pyskl - INFO - Epoch [46][2700/3405] lr: 1.968e-02, eta: 1 day, 21:08:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9744, loss_cls: 3.6262, loss: 3.6262 +2025-05-04 14:39:32,173 - pyskl - INFO - Epoch [46][2800/3405] lr: 1.967e-02, eta: 1 day, 21:07:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 3.5951, loss: 3.5951 +2025-05-04 14:40:17,290 - pyskl - INFO - Epoch [46][2900/3405] lr: 1.967e-02, eta: 1 day, 21:06:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.6379, loss: 3.6379 +2025-05-04 14:41:02,400 - pyskl - INFO - Epoch [46][3000/3405] lr: 1.966e-02, eta: 1 day, 21:06:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 3.5955, loss: 3.5955 +2025-05-04 14:41:47,489 - pyskl - INFO - Epoch [46][3100/3405] lr: 1.965e-02, eta: 1 day, 21:05:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9700, loss_cls: 3.6503, loss: 3.6503 +2025-05-04 14:42:32,570 - pyskl - INFO - Epoch [46][3200/3405] lr: 1.965e-02, eta: 1 day, 21:04:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 3.6211, loss: 3.6211 +2025-05-04 14:43:17,617 - pyskl - INFO - Epoch [46][3300/3405] lr: 1.964e-02, eta: 1 day, 21:03:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.6474, loss: 3.6474 +2025-05-04 14:44:02,699 - pyskl - INFO - Epoch [46][3400/3405] lr: 1.963e-02, eta: 1 day, 21:02:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.5854, loss: 3.5854 +2025-05-04 14:44:05,268 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-05-04 14:48:12,274 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 14:48:12,818 - pyskl - INFO - +top1_acc 0.7762 +top5_acc 0.9527 +2025-05-04 14:48:12,841 - pyskl - INFO - Epoch(val) [46][3718] top1_acc: 0.7762, top5_acc: 0.9527 +2025-05-04 14:49:20,171 - pyskl - INFO - Epoch [47][100/3405] lr: 1.963e-02, eta: 1 day, 21:02:49, time: 0.673, data_time: 0.223, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 3.6531, loss: 3.6531 +2025-05-04 14:50:05,179 - pyskl - INFO - Epoch [47][200/3405] lr: 1.962e-02, eta: 1 day, 21:02:01, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9794, loss_cls: 3.4927, loss: 3.4927 +2025-05-04 14:50:50,215 - pyskl - INFO - Epoch [47][300/3405] lr: 1.962e-02, eta: 1 day, 21:01:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.3370, loss: 3.3370 +2025-05-04 14:51:35,262 - pyskl - INFO - Epoch [47][400/3405] lr: 1.961e-02, eta: 1 day, 21:00:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9794, loss_cls: 3.4791, loss: 3.4791 +2025-05-04 14:52:20,428 - pyskl - INFO - Epoch [47][500/3405] lr: 1.960e-02, eta: 1 day, 20:59:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.5167, loss: 3.5167 +2025-05-04 14:53:05,707 - pyskl - INFO - Epoch [47][600/3405] lr: 1.960e-02, eta: 1 day, 20:58:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 3.5700, loss: 3.5700 +2025-05-04 14:53:50,964 - pyskl - INFO - Epoch [47][700/3405] lr: 1.959e-02, eta: 1 day, 20:58:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 3.4959, loss: 3.4959 +2025-05-04 14:54:36,138 - pyskl - INFO - Epoch [47][800/3405] lr: 1.958e-02, eta: 1 day, 20:57:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 3.6068, loss: 3.6068 +2025-05-04 14:55:21,293 - pyskl - INFO - Epoch [47][900/3405] lr: 1.958e-02, eta: 1 day, 20:56:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 3.7755, loss: 3.7755 +2025-05-04 14:56:06,391 - pyskl - INFO - Epoch [47][1000/3405] lr: 1.957e-02, eta: 1 day, 20:55:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9644, loss_cls: 3.4845, loss: 3.4845 +2025-05-04 14:56:51,407 - pyskl - INFO - Epoch [47][1100/3405] lr: 1.956e-02, eta: 1 day, 20:54:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.3564, loss: 3.3564 +2025-05-04 14:57:36,417 - pyskl - INFO - Epoch [47][1200/3405] lr: 1.956e-02, eta: 1 day, 20:54:08, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.5044, loss: 3.5044 +2025-05-04 14:58:21,439 - pyskl - INFO - Epoch [47][1300/3405] lr: 1.955e-02, eta: 1 day, 20:53:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 3.6160, loss: 3.6160 +2025-05-04 14:59:06,426 - pyskl - INFO - Epoch [47][1400/3405] lr: 1.955e-02, eta: 1 day, 20:52:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9794, loss_cls: 3.5326, loss: 3.5326 +2025-05-04 14:59:51,466 - pyskl - INFO - Epoch [47][1500/3405] lr: 1.954e-02, eta: 1 day, 20:51:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 3.5469, loss: 3.5469 +2025-05-04 15:00:36,479 - pyskl - INFO - Epoch [47][1600/3405] lr: 1.953e-02, eta: 1 day, 20:50:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9812, loss_cls: 3.5066, loss: 3.5066 +2025-05-04 15:01:21,503 - pyskl - INFO - Epoch [47][1700/3405] lr: 1.953e-02, eta: 1 day, 20:50:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 3.6231, loss: 3.6231 +2025-05-04 15:02:06,496 - pyskl - INFO - Epoch [47][1800/3405] lr: 1.952e-02, eta: 1 day, 20:49:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.4231, loss: 3.4231 +2025-05-04 15:02:51,487 - pyskl - INFO - Epoch [47][1900/3405] lr: 1.951e-02, eta: 1 day, 20:48:35, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9788, loss_cls: 3.4706, loss: 3.4706 +2025-05-04 15:03:36,473 - pyskl - INFO - Epoch [47][2000/3405] lr: 1.951e-02, eta: 1 day, 20:47:47, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 3.6521, loss: 3.6521 +2025-05-04 15:04:21,571 - pyskl - INFO - Epoch [47][2100/3405] lr: 1.950e-02, eta: 1 day, 20:47:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9619, loss_cls: 3.5522, loss: 3.5522 +2025-05-04 15:05:06,610 - pyskl - INFO - Epoch [47][2200/3405] lr: 1.949e-02, eta: 1 day, 20:46:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9644, loss_cls: 3.5732, loss: 3.5732 +2025-05-04 15:05:51,674 - pyskl - INFO - Epoch [47][2300/3405] lr: 1.949e-02, eta: 1 day, 20:45:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 3.5822, loss: 3.5822 +2025-05-04 15:06:36,745 - pyskl - INFO - Epoch [47][2400/3405] lr: 1.948e-02, eta: 1 day, 20:44:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9688, loss_cls: 3.6979, loss: 3.6979 +2025-05-04 15:07:21,878 - pyskl - INFO - Epoch [47][2500/3405] lr: 1.948e-02, eta: 1 day, 20:43:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 3.6171, loss: 3.6171 +2025-05-04 15:08:06,907 - pyskl - INFO - Epoch [47][2600/3405] lr: 1.947e-02, eta: 1 day, 20:43:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.5537, loss: 3.5537 +2025-05-04 15:08:51,924 - pyskl - INFO - Epoch [47][2700/3405] lr: 1.946e-02, eta: 1 day, 20:42:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 3.5657, loss: 3.5657 +2025-05-04 15:09:37,011 - pyskl - INFO - Epoch [47][2800/3405] lr: 1.946e-02, eta: 1 day, 20:41:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9756, loss_cls: 3.5532, loss: 3.5532 +2025-05-04 15:10:22,381 - pyskl - INFO - Epoch [47][2900/3405] lr: 1.945e-02, eta: 1 day, 20:40:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 3.6375, loss: 3.6375 +2025-05-04 15:11:07,424 - pyskl - INFO - Epoch [47][3000/3405] lr: 1.944e-02, eta: 1 day, 20:39:54, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 3.4433, loss: 3.4433 +2025-05-04 15:11:52,596 - pyskl - INFO - Epoch [47][3100/3405] lr: 1.944e-02, eta: 1 day, 20:39:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 3.5200, loss: 3.5200 +2025-05-04 15:12:37,939 - pyskl - INFO - Epoch [47][3200/3405] lr: 1.943e-02, eta: 1 day, 20:38:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 3.5687, loss: 3.5687 +2025-05-04 15:13:23,372 - pyskl - INFO - Epoch [47][3300/3405] lr: 1.942e-02, eta: 1 day, 20:37:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.4749, loss: 3.4749 +2025-05-04 15:14:08,654 - pyskl - INFO - Epoch [47][3400/3405] lr: 1.942e-02, eta: 1 day, 20:36:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 3.5320, loss: 3.5320 +2025-05-04 15:14:11,284 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-05-04 15:18:23,545 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 15:18:24,097 - pyskl - INFO - +top1_acc 0.7595 +top5_acc 0.9455 +2025-05-04 15:18:24,119 - pyskl - INFO - Epoch(val) [47][3718] top1_acc: 0.7595, top5_acc: 0.9455 +2025-05-04 15:19:32,221 - pyskl - INFO - Epoch [48][100/3405] lr: 1.941e-02, eta: 1 day, 20:36:42, time: 0.681, data_time: 0.231, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 3.6268, loss: 3.6268 +2025-05-04 15:20:17,439 - pyskl - INFO - Epoch [48][200/3405] lr: 1.940e-02, eta: 1 day, 20:35:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 3.3286, loss: 3.3286 +2025-05-04 15:21:02,657 - pyskl - INFO - Epoch [48][300/3405] lr: 1.940e-02, eta: 1 day, 20:35:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 3.5043, loss: 3.5043 +2025-05-04 15:21:47,854 - pyskl - INFO - Epoch [48][400/3405] lr: 1.939e-02, eta: 1 day, 20:34:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 3.3806, loss: 3.3806 +2025-05-04 15:22:33,105 - pyskl - INFO - Epoch [48][500/3405] lr: 1.939e-02, eta: 1 day, 20:33:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.5546, loss: 3.5546 +2025-05-04 15:23:18,328 - pyskl - INFO - Epoch [48][600/3405] lr: 1.938e-02, eta: 1 day, 20:32:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.3520, loss: 3.3520 +2025-05-04 15:24:03,583 - pyskl - INFO - Epoch [48][700/3405] lr: 1.937e-02, eta: 1 day, 20:32:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.4187, loss: 3.4187 +2025-05-04 15:24:48,985 - pyskl - INFO - Epoch [48][800/3405] lr: 1.937e-02, eta: 1 day, 20:31:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 3.4435, loss: 3.4435 +2025-05-04 15:25:34,174 - pyskl - INFO - Epoch [48][900/3405] lr: 1.936e-02, eta: 1 day, 20:30:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 3.5770, loss: 3.5770 +2025-05-04 15:26:19,307 - pyskl - INFO - Epoch [48][1000/3405] lr: 1.935e-02, eta: 1 day, 20:29:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 3.5884, loss: 3.5884 +2025-05-04 15:27:04,430 - pyskl - INFO - Epoch [48][1100/3405] lr: 1.935e-02, eta: 1 day, 20:28:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 3.6536, loss: 3.6536 +2025-05-04 15:27:49,590 - pyskl - INFO - Epoch [48][1200/3405] lr: 1.934e-02, eta: 1 day, 20:28:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 3.5803, loss: 3.5803 +2025-05-04 15:28:34,952 - pyskl - INFO - Epoch [48][1300/3405] lr: 1.933e-02, eta: 1 day, 20:27:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.5268, loss: 3.5268 +2025-05-04 15:29:20,064 - pyskl - INFO - Epoch [48][1400/3405] lr: 1.933e-02, eta: 1 day, 20:26:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9750, loss_cls: 3.5189, loss: 3.5189 +2025-05-04 15:30:05,148 - pyskl - INFO - Epoch [48][1500/3405] lr: 1.932e-02, eta: 1 day, 20:25:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 3.8226, loss: 3.8226 +2025-05-04 15:30:50,290 - pyskl - INFO - Epoch [48][1600/3405] lr: 1.931e-02, eta: 1 day, 20:24:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9762, loss_cls: 3.5163, loss: 3.5163 +2025-05-04 15:31:35,373 - pyskl - INFO - Epoch [48][1700/3405] lr: 1.931e-02, eta: 1 day, 20:24:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 3.4350, loss: 3.4350 +2025-05-04 15:32:20,514 - pyskl - INFO - Epoch [48][1800/3405] lr: 1.930e-02, eta: 1 day, 20:23:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.5031, loss: 3.5031 +2025-05-04 15:33:05,852 - pyskl - INFO - Epoch [48][1900/3405] lr: 1.930e-02, eta: 1 day, 20:22:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.5070, loss: 3.5070 +2025-05-04 15:33:51,311 - pyskl - INFO - Epoch [48][2000/3405] lr: 1.929e-02, eta: 1 day, 20:21:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.4877, loss: 3.4877 +2025-05-04 15:34:36,632 - pyskl - INFO - Epoch [48][2100/3405] lr: 1.928e-02, eta: 1 day, 20:21:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 3.6201, loss: 3.6201 +2025-05-04 15:35:22,014 - pyskl - INFO - Epoch [48][2200/3405] lr: 1.928e-02, eta: 1 day, 20:20:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 3.6427, loss: 3.6427 +2025-05-04 15:36:07,399 - pyskl - INFO - Epoch [48][2300/3405] lr: 1.927e-02, eta: 1 day, 20:19:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9750, loss_cls: 3.5723, loss: 3.5723 +2025-05-04 15:36:52,750 - pyskl - INFO - Epoch [48][2400/3405] lr: 1.926e-02, eta: 1 day, 20:18:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9744, loss_cls: 3.5674, loss: 3.5674 +2025-05-04 15:37:38,143 - pyskl - INFO - Epoch [48][2500/3405] lr: 1.926e-02, eta: 1 day, 20:17:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 3.5403, loss: 3.5403 +2025-05-04 15:38:23,527 - pyskl - INFO - Epoch [48][2600/3405] lr: 1.925e-02, eta: 1 day, 20:17:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 3.4091, loss: 3.4091 +2025-05-04 15:39:09,029 - pyskl - INFO - Epoch [48][2700/3405] lr: 1.924e-02, eta: 1 day, 20:16:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9781, loss_cls: 3.6145, loss: 3.6145 +2025-05-04 15:39:54,288 - pyskl - INFO - Epoch [48][2800/3405] lr: 1.924e-02, eta: 1 day, 20:15:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 3.5528, loss: 3.5528 +2025-05-04 15:40:39,574 - pyskl - INFO - Epoch [48][2900/3405] lr: 1.923e-02, eta: 1 day, 20:14:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.5792, loss: 3.5792 +2025-05-04 15:41:24,822 - pyskl - INFO - Epoch [48][3000/3405] lr: 1.922e-02, eta: 1 day, 20:14:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 3.4900, loss: 3.4900 +2025-05-04 15:42:10,278 - pyskl - INFO - Epoch [48][3100/3405] lr: 1.922e-02, eta: 1 day, 20:13:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 3.6125, loss: 3.6125 +2025-05-04 15:42:55,680 - pyskl - INFO - Epoch [48][3200/3405] lr: 1.921e-02, eta: 1 day, 20:12:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 3.5895, loss: 3.5895 +2025-05-04 15:43:41,151 - pyskl - INFO - Epoch [48][3300/3405] lr: 1.920e-02, eta: 1 day, 20:11:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9656, loss_cls: 3.6995, loss: 3.6995 +2025-05-04 15:44:26,591 - pyskl - INFO - Epoch [48][3400/3405] lr: 1.920e-02, eta: 1 day, 20:10:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9719, loss_cls: 3.5430, loss: 3.5430 +2025-05-04 15:44:29,324 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-05-04 15:48:37,722 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 15:48:38,287 - pyskl - INFO - +top1_acc 0.7801 +top5_acc 0.9529 +2025-05-04 15:48:38,311 - pyskl - INFO - Epoch(val) [48][3718] top1_acc: 0.7801, top5_acc: 0.9529 +2025-05-04 15:49:46,241 - pyskl - INFO - Epoch [49][100/3405] lr: 1.919e-02, eta: 1 day, 20:10:48, time: 0.679, data_time: 0.228, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.6111, loss: 3.6111 +2025-05-04 15:50:31,416 - pyskl - INFO - Epoch [49][200/3405] lr: 1.918e-02, eta: 1 day, 20:10:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.4989, loss: 3.4989 +2025-05-04 15:51:16,596 - pyskl - INFO - Epoch [49][300/3405] lr: 1.918e-02, eta: 1 day, 20:09:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.4640, loss: 3.4640 +2025-05-04 15:52:01,614 - pyskl - INFO - Epoch [49][400/3405] lr: 1.917e-02, eta: 1 day, 20:08:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 3.3772, loss: 3.3772 +2025-05-04 15:52:46,830 - pyskl - INFO - Epoch [49][500/3405] lr: 1.917e-02, eta: 1 day, 20:07:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 3.4553, loss: 3.4553 +2025-05-04 15:53:31,943 - pyskl - INFO - Epoch [49][600/3405] lr: 1.916e-02, eta: 1 day, 20:06:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 3.4198, loss: 3.4198 +2025-05-04 15:54:17,178 - pyskl - INFO - Epoch [49][700/3405] lr: 1.915e-02, eta: 1 day, 20:06:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.4922, loss: 3.4922 +2025-05-04 15:55:02,332 - pyskl - INFO - Epoch [49][800/3405] lr: 1.915e-02, eta: 1 day, 20:05:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9825, loss_cls: 3.4228, loss: 3.4228 +2025-05-04 15:55:47,476 - pyskl - INFO - Epoch [49][900/3405] lr: 1.914e-02, eta: 1 day, 20:04:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.5896, loss: 3.5896 +2025-05-04 15:56:32,568 - pyskl - INFO - Epoch [49][1000/3405] lr: 1.913e-02, eta: 1 day, 20:03:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 3.3798, loss: 3.3798 +2025-05-04 15:57:17,718 - pyskl - INFO - Epoch [49][1100/3405] lr: 1.913e-02, eta: 1 day, 20:02:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.4419, loss: 3.4419 +2025-05-04 15:58:03,005 - pyskl - INFO - Epoch [49][1200/3405] lr: 1.912e-02, eta: 1 day, 20:02:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.4455, loss: 3.4455 +2025-05-04 15:58:48,213 - pyskl - INFO - Epoch [49][1300/3405] lr: 1.911e-02, eta: 1 day, 20:01:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9762, loss_cls: 3.5491, loss: 3.5491 +2025-05-04 15:59:33,346 - pyskl - INFO - Epoch [49][1400/3405] lr: 1.911e-02, eta: 1 day, 20:00:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 3.6093, loss: 3.6093 +2025-05-04 16:00:18,586 - pyskl - INFO - Epoch [49][1500/3405] lr: 1.910e-02, eta: 1 day, 19:59:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9669, loss_cls: 3.5820, loss: 3.5820 +2025-05-04 16:01:03,857 - pyskl - INFO - Epoch [49][1600/3405] lr: 1.909e-02, eta: 1 day, 19:59:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9688, loss_cls: 3.5222, loss: 3.5222 +2025-05-04 16:01:49,092 - pyskl - INFO - Epoch [49][1700/3405] lr: 1.909e-02, eta: 1 day, 19:58:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 3.5197, loss: 3.5197 +2025-05-04 16:02:34,260 - pyskl - INFO - Epoch [49][1800/3405] lr: 1.908e-02, eta: 1 day, 19:57:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.4240, loss: 3.4240 +2025-05-04 16:03:19,458 - pyskl - INFO - Epoch [49][1900/3405] lr: 1.907e-02, eta: 1 day, 19:56:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 3.6067, loss: 3.6067 +2025-05-04 16:04:04,620 - pyskl - INFO - Epoch [49][2000/3405] lr: 1.907e-02, eta: 1 day, 19:55:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 3.5207, loss: 3.5207 +2025-05-04 16:04:49,732 - pyskl - INFO - Epoch [49][2100/3405] lr: 1.906e-02, eta: 1 day, 19:55:05, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 3.5018, loss: 3.5018 +2025-05-04 16:05:34,829 - pyskl - INFO - Epoch [49][2200/3405] lr: 1.905e-02, eta: 1 day, 19:54:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 3.5523, loss: 3.5523 +2025-05-04 16:06:19,930 - pyskl - INFO - Epoch [49][2300/3405] lr: 1.905e-02, eta: 1 day, 19:53:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9663, loss_cls: 3.6295, loss: 3.6295 +2025-05-04 16:07:05,091 - pyskl - INFO - Epoch [49][2400/3405] lr: 1.904e-02, eta: 1 day, 19:52:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.5156, loss: 3.5156 +2025-05-04 16:07:50,121 - pyskl - INFO - Epoch [49][2500/3405] lr: 1.903e-02, eta: 1 day, 19:51:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 3.4005, loss: 3.4005 +2025-05-04 16:08:35,252 - pyskl - INFO - Epoch [49][2600/3405] lr: 1.903e-02, eta: 1 day, 19:51:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 3.5065, loss: 3.5065 +2025-05-04 16:09:20,376 - pyskl - INFO - Epoch [49][2700/3405] lr: 1.902e-02, eta: 1 day, 19:50:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 3.4571, loss: 3.4571 +2025-05-04 16:10:05,556 - pyskl - INFO - Epoch [49][2800/3405] lr: 1.902e-02, eta: 1 day, 19:49:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 3.6128, loss: 3.6128 +2025-05-04 16:10:50,809 - pyskl - INFO - Epoch [49][2900/3405] lr: 1.901e-02, eta: 1 day, 19:48:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.5670, loss: 3.5670 +2025-05-04 16:11:36,322 - pyskl - INFO - Epoch [49][3000/3405] lr: 1.900e-02, eta: 1 day, 19:48:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9650, loss_cls: 3.5112, loss: 3.5112 +2025-05-04 16:12:21,814 - pyskl - INFO - Epoch [49][3100/3405] lr: 1.900e-02, eta: 1 day, 19:47:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 3.4844, loss: 3.4844 +2025-05-04 16:13:06,979 - pyskl - INFO - Epoch [49][3200/3405] lr: 1.899e-02, eta: 1 day, 19:46:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9769, loss_cls: 3.4362, loss: 3.4362 +2025-05-04 16:13:52,103 - pyskl - INFO - Epoch [49][3300/3405] lr: 1.898e-02, eta: 1 day, 19:45:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 3.3913, loss: 3.3913 +2025-05-04 16:14:37,306 - pyskl - INFO - Epoch [49][3400/3405] lr: 1.898e-02, eta: 1 day, 19:44:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9606, loss_cls: 3.6301, loss: 3.6301 +2025-05-04 16:14:40,014 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-05-04 16:18:47,416 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 16:18:47,962 - pyskl - INFO - +top1_acc 0.7950 +top5_acc 0.9610 +2025-05-04 16:18:48,021 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_42.pth was removed +2025-05-04 16:18:49,082 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_49.pth. +2025-05-04 16:18:49,083 - pyskl - INFO - Best top1_acc is 0.7950 at 49 epoch. +2025-05-04 16:18:49,105 - pyskl - INFO - Epoch(val) [49][3718] top1_acc: 0.7950, top5_acc: 0.9610 +2025-05-04 16:19:57,586 - pyskl - INFO - Epoch [50][100/3405] lr: 1.897e-02, eta: 1 day, 19:44:48, time: 0.685, data_time: 0.234, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 3.5810, loss: 3.5810 +2025-05-04 16:20:42,760 - pyskl - INFO - Epoch [50][200/3405] lr: 1.896e-02, eta: 1 day, 19:44:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9812, loss_cls: 3.4437, loss: 3.4437 +2025-05-04 16:21:27,983 - pyskl - INFO - Epoch [50][300/3405] lr: 1.896e-02, eta: 1 day, 19:43:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9831, loss_cls: 3.3546, loss: 3.3546 +2025-05-04 16:22:13,191 - pyskl - INFO - Epoch [50][400/3405] lr: 1.895e-02, eta: 1 day, 19:42:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 3.4047, loss: 3.4047 +2025-05-04 16:22:58,410 - pyskl - INFO - Epoch [50][500/3405] lr: 1.894e-02, eta: 1 day, 19:41:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9769, loss_cls: 3.4153, loss: 3.4153 +2025-05-04 16:23:43,524 - pyskl - INFO - Epoch [50][600/3405] lr: 1.894e-02, eta: 1 day, 19:40:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 3.5543, loss: 3.5543 +2025-05-04 16:24:28,690 - pyskl - INFO - Epoch [50][700/3405] lr: 1.893e-02, eta: 1 day, 19:40:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 3.4493, loss: 3.4493 +2025-05-04 16:25:13,882 - pyskl - INFO - Epoch [50][800/3405] lr: 1.892e-02, eta: 1 day, 19:39:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 3.4858, loss: 3.4858 +2025-05-04 16:25:59,075 - pyskl - INFO - Epoch [50][900/3405] lr: 1.892e-02, eta: 1 day, 19:38:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9650, loss_cls: 3.6001, loss: 3.6001 +2025-05-04 16:26:44,272 - pyskl - INFO - Epoch [50][1000/3405] lr: 1.891e-02, eta: 1 day, 19:37:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 3.3561, loss: 3.3561 +2025-05-04 16:27:29,521 - pyskl - INFO - Epoch [50][1100/3405] lr: 1.890e-02, eta: 1 day, 19:36:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.4383, loss: 3.4383 +2025-05-04 16:28:14,866 - pyskl - INFO - Epoch [50][1200/3405] lr: 1.890e-02, eta: 1 day, 19:36:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 3.3605, loss: 3.3605 +2025-05-04 16:29:00,072 - pyskl - INFO - Epoch [50][1300/3405] lr: 1.889e-02, eta: 1 day, 19:35:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.5032, loss: 3.5032 +2025-05-04 16:29:45,315 - pyskl - INFO - Epoch [50][1400/3405] lr: 1.888e-02, eta: 1 day, 19:34:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 3.4111, loss: 3.4111 +2025-05-04 16:30:30,559 - pyskl - INFO - Epoch [50][1500/3405] lr: 1.888e-02, eta: 1 day, 19:33:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 3.5300, loss: 3.5300 +2025-05-04 16:31:15,757 - pyskl - INFO - Epoch [50][1600/3405] lr: 1.887e-02, eta: 1 day, 19:33:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9681, loss_cls: 3.5332, loss: 3.5332 +2025-05-04 16:32:00,983 - pyskl - INFO - Epoch [50][1700/3405] lr: 1.886e-02, eta: 1 day, 19:32:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.5846, loss: 3.5846 +2025-05-04 16:32:46,173 - pyskl - INFO - Epoch [50][1800/3405] lr: 1.886e-02, eta: 1 day, 19:31:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 3.6236, loss: 3.6236 +2025-05-04 16:33:31,419 - pyskl - INFO - Epoch [50][1900/3405] lr: 1.885e-02, eta: 1 day, 19:30:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.5938, loss: 3.5938 +2025-05-04 16:34:16,600 - pyskl - INFO - Epoch [50][2000/3405] lr: 1.884e-02, eta: 1 day, 19:29:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 3.5813, loss: 3.5813 +2025-05-04 16:35:01,805 - pyskl - INFO - Epoch [50][2100/3405] lr: 1.884e-02, eta: 1 day, 19:29:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 3.4561, loss: 3.4561 +2025-05-04 16:35:47,037 - pyskl - INFO - Epoch [50][2200/3405] lr: 1.883e-02, eta: 1 day, 19:28:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 3.4920, loss: 3.4920 +2025-05-04 16:36:32,332 - pyskl - INFO - Epoch [50][2300/3405] lr: 1.882e-02, eta: 1 day, 19:27:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 3.4658, loss: 3.4658 +2025-05-04 16:37:17,622 - pyskl - INFO - Epoch [50][2400/3405] lr: 1.882e-02, eta: 1 day, 19:26:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 3.5374, loss: 3.5374 +2025-05-04 16:38:02,933 - pyskl - INFO - Epoch [50][2500/3405] lr: 1.881e-02, eta: 1 day, 19:26:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.5321, loss: 3.5321 +2025-05-04 16:38:48,194 - pyskl - INFO - Epoch [50][2600/3405] lr: 1.880e-02, eta: 1 day, 19:25:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9781, loss_cls: 3.5859, loss: 3.5859 +2025-05-04 16:39:33,431 - pyskl - INFO - Epoch [50][2700/3405] lr: 1.880e-02, eta: 1 day, 19:24:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9631, loss_cls: 3.5976, loss: 3.5976 +2025-05-04 16:40:18,725 - pyskl - INFO - Epoch [50][2800/3405] lr: 1.879e-02, eta: 1 day, 19:23:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9738, loss_cls: 3.5224, loss: 3.5224 +2025-05-04 16:41:03,930 - pyskl - INFO - Epoch [50][2900/3405] lr: 1.878e-02, eta: 1 day, 19:22:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 3.5868, loss: 3.5868 +2025-05-04 16:41:49,263 - pyskl - INFO - Epoch [50][3000/3405] lr: 1.878e-02, eta: 1 day, 19:22:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9719, loss_cls: 3.5619, loss: 3.5619 +2025-05-04 16:42:34,493 - pyskl - INFO - Epoch [50][3100/3405] lr: 1.877e-02, eta: 1 day, 19:21:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 3.4025, loss: 3.4025 +2025-05-04 16:43:19,714 - pyskl - INFO - Epoch [50][3200/3405] lr: 1.876e-02, eta: 1 day, 19:20:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 3.5590, loss: 3.5590 +2025-05-04 16:44:04,861 - pyskl - INFO - Epoch [50][3300/3405] lr: 1.876e-02, eta: 1 day, 19:19:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9613, loss_cls: 3.5068, loss: 3.5068 +2025-05-04 16:44:50,085 - pyskl - INFO - Epoch [50][3400/3405] lr: 1.875e-02, eta: 1 day, 19:18:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9806, loss_cls: 3.4571, loss: 3.4571 +2025-05-04 16:44:52,806 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-05-04 16:49:01,046 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 16:49:01,610 - pyskl - INFO - +top1_acc 0.7677 +top5_acc 0.9573 +2025-05-04 16:49:01,636 - pyskl - INFO - Epoch(val) [50][3718] top1_acc: 0.7677, top5_acc: 0.9573 +2025-05-04 16:50:09,998 - pyskl - INFO - Epoch [51][100/3405] lr: 1.874e-02, eta: 1 day, 19:18:50, time: 0.684, data_time: 0.232, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 3.3996, loss: 3.3996 +2025-05-04 16:50:55,061 - pyskl - INFO - Epoch [51][200/3405] lr: 1.874e-02, eta: 1 day, 19:18:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.4811, loss: 3.4811 +2025-05-04 16:51:40,244 - pyskl - INFO - Epoch [51][300/3405] lr: 1.873e-02, eta: 1 day, 19:17:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 3.4676, loss: 3.4676 +2025-05-04 16:52:25,465 - pyskl - INFO - Epoch [51][400/3405] lr: 1.872e-02, eta: 1 day, 19:16:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 3.4292, loss: 3.4292 +2025-05-04 16:53:10,628 - pyskl - INFO - Epoch [51][500/3405] lr: 1.872e-02, eta: 1 day, 19:15:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 3.4484, loss: 3.4484 +2025-05-04 16:53:55,738 - pyskl - INFO - Epoch [51][600/3405] lr: 1.871e-02, eta: 1 day, 19:14:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.3183, loss: 3.3183 +2025-05-04 16:54:40,909 - pyskl - INFO - Epoch [51][700/3405] lr: 1.870e-02, eta: 1 day, 19:14:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 3.4370, loss: 3.4370 +2025-05-04 16:55:26,061 - pyskl - INFO - Epoch [51][800/3405] lr: 1.870e-02, eta: 1 day, 19:13:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 3.5351, loss: 3.5351 +2025-05-04 16:56:11,180 - pyskl - INFO - Epoch [51][900/3405] lr: 1.869e-02, eta: 1 day, 19:12:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 3.3192, loss: 3.3192 +2025-05-04 16:56:56,318 - pyskl - INFO - Epoch [51][1000/3405] lr: 1.868e-02, eta: 1 day, 19:11:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9669, loss_cls: 3.5570, loss: 3.5570 +2025-05-04 16:57:41,494 - pyskl - INFO - Epoch [51][1100/3405] lr: 1.868e-02, eta: 1 day, 19:10:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9694, loss_cls: 3.5316, loss: 3.5316 +2025-05-04 16:58:26,666 - pyskl - INFO - Epoch [51][1200/3405] lr: 1.867e-02, eta: 1 day, 19:10:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 3.4248, loss: 3.4248 +2025-05-04 16:59:11,820 - pyskl - INFO - Epoch [51][1300/3405] lr: 1.866e-02, eta: 1 day, 19:09:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9644, loss_cls: 3.5227, loss: 3.5227 +2025-05-04 16:59:57,044 - pyskl - INFO - Epoch [51][1400/3405] lr: 1.866e-02, eta: 1 day, 19:08:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9756, loss_cls: 3.4971, loss: 3.4971 +2025-05-04 17:00:42,243 - pyskl - INFO - Epoch [51][1500/3405] lr: 1.865e-02, eta: 1 day, 19:07:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 3.4452, loss: 3.4452 +2025-05-04 17:01:27,414 - pyskl - INFO - Epoch [51][1600/3405] lr: 1.864e-02, eta: 1 day, 19:07:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9781, loss_cls: 3.4924, loss: 3.4924 +2025-05-04 17:02:12,618 - pyskl - INFO - Epoch [51][1700/3405] lr: 1.864e-02, eta: 1 day, 19:06:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.4019, loss: 3.4019 +2025-05-04 17:02:57,794 - pyskl - INFO - Epoch [51][1800/3405] lr: 1.863e-02, eta: 1 day, 19:05:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 3.5482, loss: 3.5482 +2025-05-04 17:03:43,018 - pyskl - INFO - Epoch [51][1900/3405] lr: 1.862e-02, eta: 1 day, 19:04:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9750, loss_cls: 3.4967, loss: 3.4967 +2025-05-04 17:04:28,184 - pyskl - INFO - Epoch [51][2000/3405] lr: 1.862e-02, eta: 1 day, 19:03:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.4513, loss: 3.4513 +2025-05-04 17:05:13,553 - pyskl - INFO - Epoch [51][2100/3405] lr: 1.861e-02, eta: 1 day, 19:03:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 3.3951, loss: 3.3951 +2025-05-04 17:05:58,835 - pyskl - INFO - Epoch [51][2200/3405] lr: 1.860e-02, eta: 1 day, 19:02:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 3.5158, loss: 3.5158 +2025-05-04 17:06:44,105 - pyskl - INFO - Epoch [51][2300/3405] lr: 1.860e-02, eta: 1 day, 19:01:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.4671, loss: 3.4671 +2025-05-04 17:07:29,369 - pyskl - INFO - Epoch [51][2400/3405] lr: 1.859e-02, eta: 1 day, 19:00:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.5187, loss: 3.5187 +2025-05-04 17:08:14,616 - pyskl - INFO - Epoch [51][2500/3405] lr: 1.858e-02, eta: 1 day, 19:00:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.4485, loss: 3.4485 +2025-05-04 17:08:59,926 - pyskl - INFO - Epoch [51][2600/3405] lr: 1.858e-02, eta: 1 day, 18:59:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.3741, loss: 3.3741 +2025-05-04 17:09:45,189 - pyskl - INFO - Epoch [51][2700/3405] lr: 1.857e-02, eta: 1 day, 18:58:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.4949, loss: 3.4949 +2025-05-04 17:10:30,335 - pyskl - INFO - Epoch [51][2800/3405] lr: 1.856e-02, eta: 1 day, 18:57:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 3.5939, loss: 3.5939 +2025-05-04 17:11:15,561 - pyskl - INFO - Epoch [51][2900/3405] lr: 1.856e-02, eta: 1 day, 18:56:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 3.4986, loss: 3.4986 +2025-05-04 17:12:00,682 - pyskl - INFO - Epoch [51][3000/3405] lr: 1.855e-02, eta: 1 day, 18:56:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.5085, loss: 3.5085 +2025-05-04 17:12:45,807 - pyskl - INFO - Epoch [51][3100/3405] lr: 1.854e-02, eta: 1 day, 18:55:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9750, loss_cls: 3.5399, loss: 3.5399 +2025-05-04 17:13:30,989 - pyskl - INFO - Epoch [51][3200/3405] lr: 1.854e-02, eta: 1 day, 18:54:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9606, loss_cls: 3.6226, loss: 3.6226 +2025-05-04 17:14:16,202 - pyskl - INFO - Epoch [51][3300/3405] lr: 1.853e-02, eta: 1 day, 18:53:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9738, loss_cls: 3.5670, loss: 3.5670 +2025-05-04 17:15:01,400 - pyskl - INFO - Epoch [51][3400/3405] lr: 1.852e-02, eta: 1 day, 18:52:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 3.5488, loss: 3.5488 +2025-05-04 17:15:04,057 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-05-04 17:19:12,560 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 17:19:13,109 - pyskl - INFO - +top1_acc 0.7758 +top5_acc 0.9513 +2025-05-04 17:19:13,133 - pyskl - INFO - Epoch(val) [51][3718] top1_acc: 0.7758, top5_acc: 0.9513 +2025-05-04 17:20:21,542 - pyskl - INFO - Epoch [52][100/3405] lr: 1.852e-02, eta: 1 day, 18:52:51, time: 0.684, data_time: 0.233, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.4392, loss: 3.4392 +2025-05-04 17:21:06,647 - pyskl - INFO - Epoch [52][200/3405] lr: 1.851e-02, eta: 1 day, 18:52:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 3.3949, loss: 3.3949 +2025-05-04 17:21:51,742 - pyskl - INFO - Epoch [52][300/3405] lr: 1.850e-02, eta: 1 day, 18:51:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 3.3626, loss: 3.3626 +2025-05-04 17:22:36,886 - pyskl - INFO - Epoch [52][400/3405] lr: 1.850e-02, eta: 1 day, 18:50:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9794, loss_cls: 3.3630, loss: 3.3630 +2025-05-04 17:23:22,109 - pyskl - INFO - Epoch [52][500/3405] lr: 1.849e-02, eta: 1 day, 18:49:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 3.4635, loss: 3.4635 +2025-05-04 17:24:07,318 - pyskl - INFO - Epoch [52][600/3405] lr: 1.848e-02, eta: 1 day, 18:48:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 3.4491, loss: 3.4491 +2025-05-04 17:24:52,867 - pyskl - INFO - Epoch [52][700/3405] lr: 1.847e-02, eta: 1 day, 18:48:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 3.5283, loss: 3.5283 +2025-05-04 17:25:38,230 - pyskl - INFO - Epoch [52][800/3405] lr: 1.847e-02, eta: 1 day, 18:47:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 3.4586, loss: 3.4586 +2025-05-04 17:26:23,330 - pyskl - INFO - Epoch [52][900/3405] lr: 1.846e-02, eta: 1 day, 18:46:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 3.5546, loss: 3.5546 +2025-05-04 17:27:08,524 - pyskl - INFO - Epoch [52][1000/3405] lr: 1.845e-02, eta: 1 day, 18:45:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 3.3715, loss: 3.3715 +2025-05-04 17:27:53,781 - pyskl - INFO - Epoch [52][1100/3405] lr: 1.845e-02, eta: 1 day, 18:45:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9800, loss_cls: 3.4062, loss: 3.4062 +2025-05-04 17:28:39,006 - pyskl - INFO - Epoch [52][1200/3405] lr: 1.844e-02, eta: 1 day, 18:44:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9781, loss_cls: 3.3902, loss: 3.3902 +2025-05-04 17:29:24,417 - pyskl - INFO - Epoch [52][1300/3405] lr: 1.843e-02, eta: 1 day, 18:43:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 3.4934, loss: 3.4934 +2025-05-04 17:30:09,690 - pyskl - INFO - Epoch [52][1400/3405] lr: 1.843e-02, eta: 1 day, 18:42:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9600, loss_cls: 3.6313, loss: 3.6313 +2025-05-04 17:30:55,066 - pyskl - INFO - Epoch [52][1500/3405] lr: 1.842e-02, eta: 1 day, 18:41:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.5960, loss: 3.5960 +2025-05-04 17:31:40,311 - pyskl - INFO - Epoch [52][1600/3405] lr: 1.841e-02, eta: 1 day, 18:41:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.3742, loss: 3.3742 +2025-05-04 17:32:25,594 - pyskl - INFO - Epoch [52][1700/3405] lr: 1.841e-02, eta: 1 day, 18:40:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 3.3574, loss: 3.3574 +2025-05-04 17:33:10,943 - pyskl - INFO - Epoch [52][1800/3405] lr: 1.840e-02, eta: 1 day, 18:39:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.4315, loss: 3.4315 +2025-05-04 17:33:56,224 - pyskl - INFO - Epoch [52][1900/3405] lr: 1.839e-02, eta: 1 day, 18:38:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.4542, loss: 3.4542 +2025-05-04 17:34:41,596 - pyskl - INFO - Epoch [52][2000/3405] lr: 1.839e-02, eta: 1 day, 18:38:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.5114, loss: 3.5114 +2025-05-04 17:35:26,999 - pyskl - INFO - Epoch [52][2100/3405] lr: 1.838e-02, eta: 1 day, 18:37:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9744, loss_cls: 3.4998, loss: 3.4998 +2025-05-04 17:36:12,469 - pyskl - INFO - Epoch [52][2200/3405] lr: 1.837e-02, eta: 1 day, 18:36:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 3.4568, loss: 3.4568 +2025-05-04 17:36:57,942 - pyskl - INFO - Epoch [52][2300/3405] lr: 1.837e-02, eta: 1 day, 18:35:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 3.5191, loss: 3.5191 +2025-05-04 17:37:43,276 - pyskl - INFO - Epoch [52][2400/3405] lr: 1.836e-02, eta: 1 day, 18:34:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 3.4488, loss: 3.4488 +2025-05-04 17:38:28,685 - pyskl - INFO - Epoch [52][2500/3405] lr: 1.835e-02, eta: 1 day, 18:34:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.5368, loss: 3.5368 +2025-05-04 17:39:13,824 - pyskl - INFO - Epoch [52][2600/3405] lr: 1.835e-02, eta: 1 day, 18:33:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9781, loss_cls: 3.3522, loss: 3.3522 +2025-05-04 17:39:58,983 - pyskl - INFO - Epoch [52][2700/3405] lr: 1.834e-02, eta: 1 day, 18:32:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9656, loss_cls: 3.4985, loss: 3.4985 +2025-05-04 17:40:44,283 - pyskl - INFO - Epoch [52][2800/3405] lr: 1.833e-02, eta: 1 day, 18:31:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9688, loss_cls: 3.3274, loss: 3.3274 +2025-05-04 17:41:29,211 - pyskl - INFO - Epoch [52][2900/3405] lr: 1.833e-02, eta: 1 day, 18:31:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 3.4537, loss: 3.4537 +2025-05-04 17:42:14,221 - pyskl - INFO - Epoch [52][3000/3405] lr: 1.832e-02, eta: 1 day, 18:30:12, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.3670, loss: 3.3670 +2025-05-04 17:42:59,386 - pyskl - INFO - Epoch [52][3100/3405] lr: 1.831e-02, eta: 1 day, 18:29:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.4548, loss: 3.4548 +2025-05-04 17:43:44,596 - pyskl - INFO - Epoch [52][3200/3405] lr: 1.831e-02, eta: 1 day, 18:28:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 3.2817, loss: 3.2817 +2025-05-04 17:44:29,769 - pyskl - INFO - Epoch [52][3300/3405] lr: 1.830e-02, eta: 1 day, 18:27:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 3.4133, loss: 3.4133 +2025-05-04 17:45:14,796 - pyskl - INFO - Epoch [52][3400/3405] lr: 1.829e-02, eta: 1 day, 18:27:04, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 3.4129, loss: 3.4129 +2025-05-04 17:45:17,470 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-05-04 17:49:25,332 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 17:49:25,888 - pyskl - INFO - +top1_acc 0.7983 +top5_acc 0.9590 +2025-05-04 17:49:25,948 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_49.pth was removed +2025-05-04 17:49:27,072 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_52.pth. +2025-05-04 17:49:27,074 - pyskl - INFO - Best top1_acc is 0.7983 at 52 epoch. +2025-05-04 17:49:27,099 - pyskl - INFO - Epoch(val) [52][3718] top1_acc: 0.7983, top5_acc: 0.9590 +2025-05-04 17:50:35,414 - pyskl - INFO - Epoch [53][100/3405] lr: 1.828e-02, eta: 1 day, 18:26:54, time: 0.683, data_time: 0.233, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 3.3576, loss: 3.3576 +2025-05-04 17:51:20,432 - pyskl - INFO - Epoch [53][200/3405] lr: 1.828e-02, eta: 1 day, 18:26:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 3.4217, loss: 3.4217 +2025-05-04 17:52:05,386 - pyskl - INFO - Epoch [53][300/3405] lr: 1.827e-02, eta: 1 day, 18:25:19, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 3.2219, loss: 3.2219 +2025-05-04 17:52:50,375 - pyskl - INFO - Epoch [53][400/3405] lr: 1.826e-02, eta: 1 day, 18:24:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 3.4161, loss: 3.4161 +2025-05-04 17:53:35,495 - pyskl - INFO - Epoch [53][500/3405] lr: 1.826e-02, eta: 1 day, 18:23:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9688, loss_cls: 3.4219, loss: 3.4219 +2025-05-04 17:54:20,775 - pyskl - INFO - Epoch [53][600/3405] lr: 1.825e-02, eta: 1 day, 18:22:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 3.3579, loss: 3.3579 +2025-05-04 17:55:06,126 - pyskl - INFO - Epoch [53][700/3405] lr: 1.824e-02, eta: 1 day, 18:22:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 3.4020, loss: 3.4020 +2025-05-04 17:55:51,435 - pyskl - INFO - Epoch [53][800/3405] lr: 1.824e-02, eta: 1 day, 18:21:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.3093, loss: 3.3093 +2025-05-04 17:56:36,744 - pyskl - INFO - Epoch [53][900/3405] lr: 1.823e-02, eta: 1 day, 18:20:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 3.3580, loss: 3.3580 +2025-05-04 17:57:22,026 - pyskl - INFO - Epoch [53][1000/3405] lr: 1.822e-02, eta: 1 day, 18:19:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 3.3348, loss: 3.3348 +2025-05-04 17:58:07,375 - pyskl - INFO - Epoch [53][1100/3405] lr: 1.822e-02, eta: 1 day, 18:19:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.4884, loss: 3.4884 +2025-05-04 17:58:52,637 - pyskl - INFO - Epoch [53][1200/3405] lr: 1.821e-02, eta: 1 day, 18:18:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.4983, loss: 3.4983 +2025-05-04 17:59:37,978 - pyskl - INFO - Epoch [53][1300/3405] lr: 1.820e-02, eta: 1 day, 18:17:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9650, loss_cls: 3.4774, loss: 3.4774 +2025-05-04 18:00:23,250 - pyskl - INFO - Epoch [53][1400/3405] lr: 1.820e-02, eta: 1 day, 18:16:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 3.5823, loss: 3.5823 +2025-05-04 18:01:08,546 - pyskl - INFO - Epoch [53][1500/3405] lr: 1.819e-02, eta: 1 day, 18:15:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 3.4040, loss: 3.4040 +2025-05-04 18:01:53,755 - pyskl - INFO - Epoch [53][1600/3405] lr: 1.818e-02, eta: 1 day, 18:15:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 3.4584, loss: 3.4584 +2025-05-04 18:02:38,916 - pyskl - INFO - Epoch [53][1700/3405] lr: 1.818e-02, eta: 1 day, 18:14:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 3.3119, loss: 3.3119 +2025-05-04 18:03:24,336 - pyskl - INFO - Epoch [53][1800/3405] lr: 1.817e-02, eta: 1 day, 18:13:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9619, loss_cls: 3.5989, loss: 3.5989 +2025-05-04 18:04:10,199 - pyskl - INFO - Epoch [53][1900/3405] lr: 1.816e-02, eta: 1 day, 18:12:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.4091, loss: 3.4091 +2025-05-04 18:04:55,653 - pyskl - INFO - Epoch [53][2000/3405] lr: 1.815e-02, eta: 1 day, 18:12:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 3.3656, loss: 3.3656 +2025-05-04 18:05:40,861 - pyskl - INFO - Epoch [53][2100/3405] lr: 1.815e-02, eta: 1 day, 18:11:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.5520, loss: 3.5520 +2025-05-04 18:06:25,942 - pyskl - INFO - Epoch [53][2200/3405] lr: 1.814e-02, eta: 1 day, 18:10:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9669, loss_cls: 3.3990, loss: 3.3990 +2025-05-04 18:07:11,093 - pyskl - INFO - Epoch [53][2300/3405] lr: 1.813e-02, eta: 1 day, 18:09:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 3.5421, loss: 3.5421 +2025-05-04 18:07:56,286 - pyskl - INFO - Epoch [53][2400/3405] lr: 1.813e-02, eta: 1 day, 18:08:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9700, loss_cls: 3.3556, loss: 3.3556 +2025-05-04 18:08:41,564 - pyskl - INFO - Epoch [53][2500/3405] lr: 1.812e-02, eta: 1 day, 18:08:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9656, loss_cls: 3.4813, loss: 3.4813 +2025-05-04 18:09:26,834 - pyskl - INFO - Epoch [53][2600/3405] lr: 1.811e-02, eta: 1 day, 18:07:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 3.7237, loss: 3.7237 +2025-05-04 18:10:12,101 - pyskl - INFO - Epoch [53][2700/3405] lr: 1.811e-02, eta: 1 day, 18:06:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 3.3809, loss: 3.3809 +2025-05-04 18:10:57,347 - pyskl - INFO - Epoch [53][2800/3405] lr: 1.810e-02, eta: 1 day, 18:05:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.4119, loss: 3.4119 +2025-05-04 18:11:42,574 - pyskl - INFO - Epoch [53][2900/3405] lr: 1.809e-02, eta: 1 day, 18:05:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 3.4107, loss: 3.4107 +2025-05-04 18:12:27,771 - pyskl - INFO - Epoch [53][3000/3405] lr: 1.809e-02, eta: 1 day, 18:04:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 3.4176, loss: 3.4176 +2025-05-04 18:13:13,057 - pyskl - INFO - Epoch [53][3100/3405] lr: 1.808e-02, eta: 1 day, 18:03:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9619, loss_cls: 3.4860, loss: 3.4860 +2025-05-04 18:13:58,323 - pyskl - INFO - Epoch [53][3200/3405] lr: 1.807e-02, eta: 1 day, 18:02:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 3.4522, loss: 3.4522 +2025-05-04 18:14:43,622 - pyskl - INFO - Epoch [53][3300/3405] lr: 1.807e-02, eta: 1 day, 18:01:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 3.5567, loss: 3.5567 +2025-05-04 18:15:28,890 - pyskl - INFO - Epoch [53][3400/3405] lr: 1.806e-02, eta: 1 day, 18:01:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.5502, loss: 3.5502 +2025-05-04 18:15:31,548 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-05-04 18:19:43,439 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 18:19:43,999 - pyskl - INFO - +top1_acc 0.8003 +top5_acc 0.9618 +2025-05-04 18:19:44,063 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_52.pth was removed +2025-05-04 18:19:45,195 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_53.pth. +2025-05-04 18:19:45,197 - pyskl - INFO - Best top1_acc is 0.8003 at 53 epoch. +2025-05-04 18:19:45,221 - pyskl - INFO - Epoch(val) [53][3718] top1_acc: 0.8003, top5_acc: 0.9618 +2025-05-04 18:20:53,894 - pyskl - INFO - Epoch [54][100/3405] lr: 1.805e-02, eta: 1 day, 18:00:59, time: 0.687, data_time: 0.234, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 3.3680, loss: 3.3680 +2025-05-04 18:21:39,263 - pyskl - INFO - Epoch [54][200/3405] lr: 1.804e-02, eta: 1 day, 18:00:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 3.2733, loss: 3.2733 +2025-05-04 18:22:24,445 - pyskl - INFO - Epoch [54][300/3405] lr: 1.804e-02, eta: 1 day, 17:59:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 3.2483, loss: 3.2483 +2025-05-04 18:23:09,602 - pyskl - INFO - Epoch [54][400/3405] lr: 1.803e-02, eta: 1 day, 17:58:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.3528, loss: 3.3528 +2025-05-04 18:23:54,769 - pyskl - INFO - Epoch [54][500/3405] lr: 1.802e-02, eta: 1 day, 17:57:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.3952, loss: 3.3952 +2025-05-04 18:24:39,950 - pyskl - INFO - Epoch [54][600/3405] lr: 1.802e-02, eta: 1 day, 17:57:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.3090, loss: 3.3090 +2025-05-04 18:25:25,098 - pyskl - INFO - Epoch [54][700/3405] lr: 1.801e-02, eta: 1 day, 17:56:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.4659, loss: 3.4659 +2025-05-04 18:26:10,378 - pyskl - INFO - Epoch [54][800/3405] lr: 1.800e-02, eta: 1 day, 17:55:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 3.5000, loss: 3.5000 +2025-05-04 18:26:55,528 - pyskl - INFO - Epoch [54][900/3405] lr: 1.800e-02, eta: 1 day, 17:54:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9688, loss_cls: 3.4493, loss: 3.4493 +2025-05-04 18:27:40,965 - pyskl - INFO - Epoch [54][1000/3405] lr: 1.799e-02, eta: 1 day, 17:53:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9669, loss_cls: 3.5001, loss: 3.5001 +2025-05-04 18:28:26,323 - pyskl - INFO - Epoch [54][1100/3405] lr: 1.798e-02, eta: 1 day, 17:53:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9656, loss_cls: 3.4657, loss: 3.4657 +2025-05-04 18:29:11,492 - pyskl - INFO - Epoch [54][1200/3405] lr: 1.798e-02, eta: 1 day, 17:52:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 3.3302, loss: 3.3302 +2025-05-04 18:29:56,828 - pyskl - INFO - Epoch [54][1300/3405] lr: 1.797e-02, eta: 1 day, 17:51:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.5120, loss: 3.5120 +2025-05-04 18:30:42,043 - pyskl - INFO - Epoch [54][1400/3405] lr: 1.796e-02, eta: 1 day, 17:50:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.4833, loss: 3.4833 +2025-05-04 18:31:27,267 - pyskl - INFO - Epoch [54][1500/3405] lr: 1.795e-02, eta: 1 day, 17:50:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 3.5615, loss: 3.5615 +2025-05-04 18:32:12,603 - pyskl - INFO - Epoch [54][1600/3405] lr: 1.795e-02, eta: 1 day, 17:49:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 3.4933, loss: 3.4933 +2025-05-04 18:32:58,079 - pyskl - INFO - Epoch [54][1700/3405] lr: 1.794e-02, eta: 1 day, 17:48:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.4407, loss: 3.4407 +2025-05-04 18:33:43,523 - pyskl - INFO - Epoch [54][1800/3405] lr: 1.793e-02, eta: 1 day, 17:47:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9781, loss_cls: 3.4418, loss: 3.4418 +2025-05-04 18:34:28,928 - pyskl - INFO - Epoch [54][1900/3405] lr: 1.793e-02, eta: 1 day, 17:46:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 3.6064, loss: 3.6064 +2025-05-04 18:35:14,227 - pyskl - INFO - Epoch [54][2000/3405] lr: 1.792e-02, eta: 1 day, 17:46:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9644, loss_cls: 3.5884, loss: 3.5884 +2025-05-04 18:35:59,738 - pyskl - INFO - Epoch [54][2100/3405] lr: 1.791e-02, eta: 1 day, 17:45:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 3.4088, loss: 3.4088 +2025-05-04 18:36:45,138 - pyskl - INFO - Epoch [54][2200/3405] lr: 1.791e-02, eta: 1 day, 17:44:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 3.4648, loss: 3.4648 +2025-05-04 18:37:30,396 - pyskl - INFO - Epoch [54][2300/3405] lr: 1.790e-02, eta: 1 day, 17:43:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 3.4113, loss: 3.4113 +2025-05-04 18:38:15,554 - pyskl - INFO - Epoch [54][2400/3405] lr: 1.789e-02, eta: 1 day, 17:43:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9869, loss_cls: 3.3358, loss: 3.3358 +2025-05-04 18:39:00,993 - pyskl - INFO - Epoch [54][2500/3405] lr: 1.789e-02, eta: 1 day, 17:42:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.4809, loss: 3.4809 +2025-05-04 18:39:46,454 - pyskl - INFO - Epoch [54][2600/3405] lr: 1.788e-02, eta: 1 day, 17:41:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.3937, loss: 3.3937 +2025-05-04 18:40:31,795 - pyskl - INFO - Epoch [54][2700/3405] lr: 1.787e-02, eta: 1 day, 17:40:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 3.3721, loss: 3.3721 +2025-05-04 18:41:17,067 - pyskl - INFO - Epoch [54][2800/3405] lr: 1.786e-02, eta: 1 day, 17:39:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.4469, loss: 3.4469 +2025-05-04 18:42:02,297 - pyskl - INFO - Epoch [54][2900/3405] lr: 1.786e-02, eta: 1 day, 17:39:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 3.4279, loss: 3.4279 +2025-05-04 18:42:47,638 - pyskl - INFO - Epoch [54][3000/3405] lr: 1.785e-02, eta: 1 day, 17:38:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.3721, loss: 3.3721 +2025-05-04 18:43:32,946 - pyskl - INFO - Epoch [54][3100/3405] lr: 1.784e-02, eta: 1 day, 17:37:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9744, loss_cls: 3.3300, loss: 3.3300 +2025-05-04 18:44:18,146 - pyskl - INFO - Epoch [54][3200/3405] lr: 1.784e-02, eta: 1 day, 17:36:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9781, loss_cls: 3.3830, loss: 3.3830 +2025-05-04 18:45:03,378 - pyskl - INFO - Epoch [54][3300/3405] lr: 1.783e-02, eta: 1 day, 17:36:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 3.3644, loss: 3.3644 +2025-05-04 18:45:48,636 - pyskl - INFO - Epoch [54][3400/3405] lr: 1.782e-02, eta: 1 day, 17:35:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 3.5808, loss: 3.5808 +2025-05-04 18:45:51,349 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-05-04 18:50:03,981 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 18:50:04,546 - pyskl - INFO - +top1_acc 0.8026 +top5_acc 0.9612 +2025-05-04 18:50:04,612 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_53.pth was removed +2025-05-04 18:50:05,744 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_54.pth. +2025-05-04 18:50:05,746 - pyskl - INFO - Best top1_acc is 0.8026 at 54 epoch. +2025-05-04 18:50:05,772 - pyskl - INFO - Epoch(val) [54][3718] top1_acc: 0.8026, top5_acc: 0.9612 +2025-05-04 18:51:14,362 - pyskl - INFO - Epoch [55][100/3405] lr: 1.782e-02, eta: 1 day, 17:35:05, time: 0.686, data_time: 0.236, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 3.3289, loss: 3.3289 +2025-05-04 18:51:59,422 - pyskl - INFO - Epoch [55][200/3405] lr: 1.781e-02, eta: 1 day, 17:34:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9788, loss_cls: 3.3247, loss: 3.3247 +2025-05-04 18:52:44,590 - pyskl - INFO - Epoch [55][300/3405] lr: 1.780e-02, eta: 1 day, 17:33:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 3.3608, loss: 3.3608 +2025-05-04 18:53:29,653 - pyskl - INFO - Epoch [55][400/3405] lr: 1.779e-02, eta: 1 day, 17:32:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.3822, loss: 3.3822 +2025-05-04 18:54:14,760 - pyskl - INFO - Epoch [55][500/3405] lr: 1.779e-02, eta: 1 day, 17:31:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.4368, loss: 3.4368 +2025-05-04 18:54:59,918 - pyskl - INFO - Epoch [55][600/3405] lr: 1.778e-02, eta: 1 day, 17:31:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.3524, loss: 3.3524 +2025-05-04 18:55:45,093 - pyskl - INFO - Epoch [55][700/3405] lr: 1.777e-02, eta: 1 day, 17:30:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 3.3116, loss: 3.3116 +2025-05-04 18:56:30,257 - pyskl - INFO - Epoch [55][800/3405] lr: 1.777e-02, eta: 1 day, 17:29:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9831, loss_cls: 3.3813, loss: 3.3813 +2025-05-04 18:57:15,456 - pyskl - INFO - Epoch [55][900/3405] lr: 1.776e-02, eta: 1 day, 17:28:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 3.3943, loss: 3.3943 +2025-05-04 18:58:00,556 - pyskl - INFO - Epoch [55][1000/3405] lr: 1.775e-02, eta: 1 day, 17:28:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9700, loss_cls: 3.3898, loss: 3.3898 +2025-05-04 18:58:45,662 - pyskl - INFO - Epoch [55][1100/3405] lr: 1.775e-02, eta: 1 day, 17:27:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.4466, loss: 3.4466 +2025-05-04 18:59:30,840 - pyskl - INFO - Epoch [55][1200/3405] lr: 1.774e-02, eta: 1 day, 17:26:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 3.4123, loss: 3.4123 +2025-05-04 19:00:15,990 - pyskl - INFO - Epoch [55][1300/3405] lr: 1.773e-02, eta: 1 day, 17:25:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 3.3637, loss: 3.3637 +2025-05-04 19:01:01,148 - pyskl - INFO - Epoch [55][1400/3405] lr: 1.772e-02, eta: 1 day, 17:24:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9706, loss_cls: 3.4447, loss: 3.4447 +2025-05-04 19:01:46,692 - pyskl - INFO - Epoch [55][1500/3405] lr: 1.772e-02, eta: 1 day, 17:24:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 3.3114, loss: 3.3114 +2025-05-04 19:02:32,033 - pyskl - INFO - Epoch [55][1600/3405] lr: 1.771e-02, eta: 1 day, 17:23:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9825, loss_cls: 3.3747, loss: 3.3747 +2025-05-04 19:03:17,377 - pyskl - INFO - Epoch [55][1700/3405] lr: 1.770e-02, eta: 1 day, 17:22:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 3.5503, loss: 3.5503 +2025-05-04 19:04:02,775 - pyskl - INFO - Epoch [55][1800/3405] lr: 1.770e-02, eta: 1 day, 17:21:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.3508, loss: 3.3508 +2025-05-04 19:04:48,113 - pyskl - INFO - Epoch [55][1900/3405] lr: 1.769e-02, eta: 1 day, 17:21:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 3.5034, loss: 3.5034 +2025-05-04 19:05:33,408 - pyskl - INFO - Epoch [55][2000/3405] lr: 1.768e-02, eta: 1 day, 17:20:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 3.3941, loss: 3.3941 +2025-05-04 19:06:18,516 - pyskl - INFO - Epoch [55][2100/3405] lr: 1.768e-02, eta: 1 day, 17:19:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 3.4532, loss: 3.4532 +2025-05-04 19:07:03,615 - pyskl - INFO - Epoch [55][2200/3405] lr: 1.767e-02, eta: 1 day, 17:18:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.4100, loss: 3.4100 +2025-05-04 19:07:48,763 - pyskl - INFO - Epoch [55][2300/3405] lr: 1.766e-02, eta: 1 day, 17:17:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.5307, loss: 3.5307 +2025-05-04 19:08:34,035 - pyskl - INFO - Epoch [55][2400/3405] lr: 1.765e-02, eta: 1 day, 17:17:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9769, loss_cls: 3.4381, loss: 3.4381 +2025-05-04 19:09:19,499 - pyskl - INFO - Epoch [55][2500/3405] lr: 1.765e-02, eta: 1 day, 17:16:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 3.2625, loss: 3.2625 +2025-05-04 19:10:04,759 - pyskl - INFO - Epoch [55][2600/3405] lr: 1.764e-02, eta: 1 day, 17:15:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 3.4403, loss: 3.4403 +2025-05-04 19:10:50,027 - pyskl - INFO - Epoch [55][2700/3405] lr: 1.763e-02, eta: 1 day, 17:14:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 3.4056, loss: 3.4056 +2025-05-04 19:11:35,286 - pyskl - INFO - Epoch [55][2800/3405] lr: 1.763e-02, eta: 1 day, 17:14:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 3.5648, loss: 3.5648 +2025-05-04 19:12:20,625 - pyskl - INFO - Epoch [55][2900/3405] lr: 1.762e-02, eta: 1 day, 17:13:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 3.4123, loss: 3.4123 +2025-05-04 19:13:05,856 - pyskl - INFO - Epoch [55][3000/3405] lr: 1.761e-02, eta: 1 day, 17:12:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9669, loss_cls: 3.4151, loss: 3.4151 +2025-05-04 19:13:51,021 - pyskl - INFO - Epoch [55][3100/3405] lr: 1.761e-02, eta: 1 day, 17:11:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.4241, loss: 3.4241 +2025-05-04 19:14:36,203 - pyskl - INFO - Epoch [55][3200/3405] lr: 1.760e-02, eta: 1 day, 17:10:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 3.5092, loss: 3.5092 +2025-05-04 19:15:21,365 - pyskl - INFO - Epoch [55][3300/3405] lr: 1.759e-02, eta: 1 day, 17:10:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 3.3274, loss: 3.3274 +2025-05-04 19:16:06,511 - pyskl - INFO - Epoch [55][3400/3405] lr: 1.758e-02, eta: 1 day, 17:09:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 3.3707, loss: 3.3707 +2025-05-04 19:16:09,188 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-05-04 19:20:17,243 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 19:20:17,799 - pyskl - INFO - +top1_acc 0.7850 +top5_acc 0.9588 +2025-05-04 19:20:17,824 - pyskl - INFO - Epoch(val) [55][3718] top1_acc: 0.7850, top5_acc: 0.9588 +2025-05-04 19:21:26,616 - pyskl - INFO - Epoch [56][100/3405] lr: 1.758e-02, eta: 1 day, 17:09:07, time: 0.688, data_time: 0.236, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9700, loss_cls: 3.3464, loss: 3.3464 +2025-05-04 19:22:11,871 - pyskl - INFO - Epoch [56][200/3405] lr: 1.757e-02, eta: 1 day, 17:08:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9825, loss_cls: 3.3121, loss: 3.3121 +2025-05-04 19:22:57,102 - pyskl - INFO - Epoch [56][300/3405] lr: 1.756e-02, eta: 1 day, 17:07:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 3.3455, loss: 3.3455 +2025-05-04 19:23:42,335 - pyskl - INFO - Epoch [56][400/3405] lr: 1.756e-02, eta: 1 day, 17:06:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 3.4071, loss: 3.4071 +2025-05-04 19:24:27,527 - pyskl - INFO - Epoch [56][500/3405] lr: 1.755e-02, eta: 1 day, 17:05:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9794, loss_cls: 3.4522, loss: 3.4522 +2025-05-04 19:25:12,656 - pyskl - INFO - Epoch [56][600/3405] lr: 1.754e-02, eta: 1 day, 17:05:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9812, loss_cls: 3.3607, loss: 3.3607 +2025-05-04 19:25:57,847 - pyskl - INFO - Epoch [56][700/3405] lr: 1.754e-02, eta: 1 day, 17:04:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.3789, loss: 3.3789 +2025-05-04 19:26:43,084 - pyskl - INFO - Epoch [56][800/3405] lr: 1.753e-02, eta: 1 day, 17:03:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9794, loss_cls: 3.4371, loss: 3.4371 +2025-05-04 19:27:28,293 - pyskl - INFO - Epoch [56][900/3405] lr: 1.752e-02, eta: 1 day, 17:02:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.3551, loss: 3.3551 +2025-05-04 19:28:13,485 - pyskl - INFO - Epoch [56][1000/3405] lr: 1.751e-02, eta: 1 day, 17:02:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 3.4021, loss: 3.4021 +2025-05-04 19:28:58,703 - pyskl - INFO - Epoch [56][1100/3405] lr: 1.751e-02, eta: 1 day, 17:01:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.3688, loss: 3.3688 +2025-05-04 19:29:43,919 - pyskl - INFO - Epoch [56][1200/3405] lr: 1.750e-02, eta: 1 day, 17:00:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 3.2188, loss: 3.2188 +2025-05-04 19:30:29,273 - pyskl - INFO - Epoch [56][1300/3405] lr: 1.749e-02, eta: 1 day, 16:59:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 3.3562, loss: 3.3562 +2025-05-04 19:31:14,630 - pyskl - INFO - Epoch [56][1400/3405] lr: 1.749e-02, eta: 1 day, 16:58:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.2966, loss: 3.2966 +2025-05-04 19:31:59,963 - pyskl - INFO - Epoch [56][1500/3405] lr: 1.748e-02, eta: 1 day, 16:58:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9750, loss_cls: 3.4447, loss: 3.4447 +2025-05-04 19:32:45,385 - pyskl - INFO - Epoch [56][1600/3405] lr: 1.747e-02, eta: 1 day, 16:57:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9738, loss_cls: 3.4036, loss: 3.4036 +2025-05-04 19:33:30,687 - pyskl - INFO - Epoch [56][1700/3405] lr: 1.746e-02, eta: 1 day, 16:56:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 3.4454, loss: 3.4454 +2025-05-04 19:34:16,075 - pyskl - INFO - Epoch [56][1800/3405] lr: 1.746e-02, eta: 1 day, 16:55:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 3.4392, loss: 3.4392 +2025-05-04 19:35:01,417 - pyskl - INFO - Epoch [56][1900/3405] lr: 1.745e-02, eta: 1 day, 16:55:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 3.4325, loss: 3.4325 +2025-05-04 19:35:46,760 - pyskl - INFO - Epoch [56][2000/3405] lr: 1.744e-02, eta: 1 day, 16:54:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 3.4866, loss: 3.4866 +2025-05-04 19:36:31,934 - pyskl - INFO - Epoch [56][2100/3405] lr: 1.744e-02, eta: 1 day, 16:53:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9788, loss_cls: 3.5579, loss: 3.5579 +2025-05-04 19:37:17,080 - pyskl - INFO - Epoch [56][2200/3405] lr: 1.743e-02, eta: 1 day, 16:52:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.4688, loss: 3.4688 +2025-05-04 19:38:02,325 - pyskl - INFO - Epoch [56][2300/3405] lr: 1.742e-02, eta: 1 day, 16:51:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 3.4471, loss: 3.4471 +2025-05-04 19:38:47,551 - pyskl - INFO - Epoch [56][2400/3405] lr: 1.742e-02, eta: 1 day, 16:51:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9663, loss_cls: 3.3973, loss: 3.3973 +2025-05-04 19:39:32,804 - pyskl - INFO - Epoch [56][2500/3405] lr: 1.741e-02, eta: 1 day, 16:50:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.3956, loss: 3.3956 +2025-05-04 19:40:18,006 - pyskl - INFO - Epoch [56][2600/3405] lr: 1.740e-02, eta: 1 day, 16:49:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 3.2662, loss: 3.2662 +2025-05-04 19:41:03,573 - pyskl - INFO - Epoch [56][2700/3405] lr: 1.739e-02, eta: 1 day, 16:48:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9806, loss_cls: 3.3398, loss: 3.3398 +2025-05-04 19:41:48,740 - pyskl - INFO - Epoch [56][2800/3405] lr: 1.739e-02, eta: 1 day, 16:48:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 3.3611, loss: 3.3611 +2025-05-04 19:42:33,918 - pyskl - INFO - Epoch [56][2900/3405] lr: 1.738e-02, eta: 1 day, 16:47:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 3.3852, loss: 3.3852 +2025-05-04 19:43:19,212 - pyskl - INFO - Epoch [56][3000/3405] lr: 1.737e-02, eta: 1 day, 16:46:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 3.6615, loss: 3.6615 +2025-05-04 19:44:04,525 - pyskl - INFO - Epoch [56][3100/3405] lr: 1.737e-02, eta: 1 day, 16:45:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 3.4068, loss: 3.4068 +2025-05-04 19:44:49,763 - pyskl - INFO - Epoch [56][3200/3405] lr: 1.736e-02, eta: 1 day, 16:44:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 3.5286, loss: 3.5286 +2025-05-04 19:45:34,975 - pyskl - INFO - Epoch [56][3300/3405] lr: 1.735e-02, eta: 1 day, 16:44:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 3.4132, loss: 3.4132 +2025-05-04 19:46:20,367 - pyskl - INFO - Epoch [56][3400/3405] lr: 1.734e-02, eta: 1 day, 16:43:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 3.3982, loss: 3.3982 +2025-05-04 19:46:23,081 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-05-04 19:50:31,542 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 19:50:32,101 - pyskl - INFO - +top1_acc 0.7659 +top5_acc 0.9532 +2025-05-04 19:50:32,124 - pyskl - INFO - Epoch(val) [56][3718] top1_acc: 0.7659, top5_acc: 0.9532 +2025-05-04 19:51:40,490 - pyskl - INFO - Epoch [57][100/3405] lr: 1.734e-02, eta: 1 day, 16:43:10, time: 0.684, data_time: 0.233, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 3.2498, loss: 3.2498 +2025-05-04 19:52:25,676 - pyskl - INFO - Epoch [57][200/3405] lr: 1.733e-02, eta: 1 day, 16:42:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 3.2823, loss: 3.2823 +2025-05-04 19:53:10,959 - pyskl - INFO - Epoch [57][300/3405] lr: 1.732e-02, eta: 1 day, 16:41:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 3.3535, loss: 3.3535 +2025-05-04 19:53:56,154 - pyskl - INFO - Epoch [57][400/3405] lr: 1.732e-02, eta: 1 day, 16:40:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 3.2710, loss: 3.2710 +2025-05-04 19:54:41,402 - pyskl - INFO - Epoch [57][500/3405] lr: 1.731e-02, eta: 1 day, 16:40:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 3.2881, loss: 3.2881 +2025-05-04 19:55:26,643 - pyskl - INFO - Epoch [57][600/3405] lr: 1.730e-02, eta: 1 day, 16:39:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 3.3241, loss: 3.3241 +2025-05-04 19:56:11,893 - pyskl - INFO - Epoch [57][700/3405] lr: 1.729e-02, eta: 1 day, 16:38:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9844, loss_cls: 3.3295, loss: 3.3295 +2025-05-04 19:56:57,094 - pyskl - INFO - Epoch [57][800/3405] lr: 1.729e-02, eta: 1 day, 16:37:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 3.2887, loss: 3.2887 +2025-05-04 19:57:42,303 - pyskl - INFO - Epoch [57][900/3405] lr: 1.728e-02, eta: 1 day, 16:36:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.4558, loss: 3.4558 +2025-05-04 19:58:27,573 - pyskl - INFO - Epoch [57][1000/3405] lr: 1.727e-02, eta: 1 day, 16:36:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 3.4169, loss: 3.4169 +2025-05-04 19:59:12,826 - pyskl - INFO - Epoch [57][1100/3405] lr: 1.727e-02, eta: 1 day, 16:35:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.2081, loss: 3.2081 +2025-05-04 19:59:58,248 - pyskl - INFO - Epoch [57][1200/3405] lr: 1.726e-02, eta: 1 day, 16:34:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 3.4640, loss: 3.4640 +2025-05-04 20:00:43,615 - pyskl - INFO - Epoch [57][1300/3405] lr: 1.725e-02, eta: 1 day, 16:33:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9669, loss_cls: 3.3875, loss: 3.3875 +2025-05-04 20:01:29,402 - pyskl - INFO - Epoch [57][1400/3405] lr: 1.724e-02, eta: 1 day, 16:33:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 3.2897, loss: 3.2897 +2025-05-04 20:02:15,214 - pyskl - INFO - Epoch [57][1500/3405] lr: 1.724e-02, eta: 1 day, 16:32:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9806, loss_cls: 3.3157, loss: 3.3157 +2025-05-04 20:03:00,814 - pyskl - INFO - Epoch [57][1600/3405] lr: 1.723e-02, eta: 1 day, 16:31:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 3.4847, loss: 3.4847 +2025-05-04 20:03:46,123 - pyskl - INFO - Epoch [57][1700/3405] lr: 1.722e-02, eta: 1 day, 16:30:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 3.3772, loss: 3.3772 +2025-05-04 20:04:31,221 - pyskl - INFO - Epoch [57][1800/3405] lr: 1.722e-02, eta: 1 day, 16:29:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 3.3950, loss: 3.3950 +2025-05-04 20:05:16,503 - pyskl - INFO - Epoch [57][1900/3405] lr: 1.721e-02, eta: 1 day, 16:29:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 3.4209, loss: 3.4209 +2025-05-04 20:06:01,654 - pyskl - INFO - Epoch [57][2000/3405] lr: 1.720e-02, eta: 1 day, 16:28:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 3.3392, loss: 3.3392 +2025-05-04 20:06:46,971 - pyskl - INFO - Epoch [57][2100/3405] lr: 1.719e-02, eta: 1 day, 16:27:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 3.5174, loss: 3.5174 +2025-05-04 20:07:32,276 - pyskl - INFO - Epoch [57][2200/3405] lr: 1.719e-02, eta: 1 day, 16:26:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 3.4460, loss: 3.4460 +2025-05-04 20:08:17,624 - pyskl - INFO - Epoch [57][2300/3405] lr: 1.718e-02, eta: 1 day, 16:26:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9800, loss_cls: 3.4742, loss: 3.4742 +2025-05-04 20:09:02,967 - pyskl - INFO - Epoch [57][2400/3405] lr: 1.717e-02, eta: 1 day, 16:25:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 3.3599, loss: 3.3599 +2025-05-04 20:09:48,412 - pyskl - INFO - Epoch [57][2500/3405] lr: 1.717e-02, eta: 1 day, 16:24:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 3.3902, loss: 3.3902 +2025-05-04 20:10:33,712 - pyskl - INFO - Epoch [57][2600/3405] lr: 1.716e-02, eta: 1 day, 16:23:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.3963, loss: 3.3963 +2025-05-04 20:11:18,891 - pyskl - INFO - Epoch [57][2700/3405] lr: 1.715e-02, eta: 1 day, 16:22:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9800, loss_cls: 3.3110, loss: 3.3110 +2025-05-04 20:12:03,965 - pyskl - INFO - Epoch [57][2800/3405] lr: 1.714e-02, eta: 1 day, 16:22:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9769, loss_cls: 3.3775, loss: 3.3775 +2025-05-04 20:12:49,097 - pyskl - INFO - Epoch [57][2900/3405] lr: 1.714e-02, eta: 1 day, 16:21:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 3.4848, loss: 3.4848 +2025-05-04 20:13:34,196 - pyskl - INFO - Epoch [57][3000/3405] lr: 1.713e-02, eta: 1 day, 16:20:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9794, loss_cls: 3.3531, loss: 3.3531 +2025-05-04 20:14:19,330 - pyskl - INFO - Epoch [57][3100/3405] lr: 1.712e-02, eta: 1 day, 16:19:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 3.4567, loss: 3.4567 +2025-05-04 20:15:04,485 - pyskl - INFO - Epoch [57][3200/3405] lr: 1.712e-02, eta: 1 day, 16:19:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 3.2684, loss: 3.2684 +2025-05-04 20:15:49,671 - pyskl - INFO - Epoch [57][3300/3405] lr: 1.711e-02, eta: 1 day, 16:18:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 3.4083, loss: 3.4083 +2025-05-04 20:16:34,880 - pyskl - INFO - Epoch [57][3400/3405] lr: 1.710e-02, eta: 1 day, 16:17:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 3.3462, loss: 3.3462 +2025-05-04 20:16:37,555 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-05-04 20:20:49,972 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 20:20:50,530 - pyskl - INFO - +top1_acc 0.7919 +top5_acc 0.9602 +2025-05-04 20:20:50,553 - pyskl - INFO - Epoch(val) [57][3718] top1_acc: 0.7919, top5_acc: 0.9602 +2025-05-04 20:21:58,791 - pyskl - INFO - Epoch [58][100/3405] lr: 1.709e-02, eta: 1 day, 16:17:15, time: 0.682, data_time: 0.232, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9844, loss_cls: 3.4104, loss: 3.4104 +2025-05-04 20:22:43,851 - pyskl - INFO - Epoch [58][200/3405] lr: 1.709e-02, eta: 1 day, 16:16:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 3.2151, loss: 3.2151 +2025-05-04 20:23:28,884 - pyskl - INFO - Epoch [58][300/3405] lr: 1.708e-02, eta: 1 day, 16:15:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 3.3539, loss: 3.3539 +2025-05-04 20:24:13,936 - pyskl - INFO - Epoch [58][400/3405] lr: 1.707e-02, eta: 1 day, 16:14:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 3.4117, loss: 3.4117 +2025-05-04 20:24:59,038 - pyskl - INFO - Epoch [58][500/3405] lr: 1.707e-02, eta: 1 day, 16:14:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 3.3860, loss: 3.3860 +2025-05-04 20:25:44,164 - pyskl - INFO - Epoch [58][600/3405] lr: 1.706e-02, eta: 1 day, 16:13:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 3.3492, loss: 3.3492 +2025-05-04 20:26:29,348 - pyskl - INFO - Epoch [58][700/3405] lr: 1.705e-02, eta: 1 day, 16:12:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 3.3793, loss: 3.3793 +2025-05-04 20:27:14,552 - pyskl - INFO - Epoch [58][800/3405] lr: 1.704e-02, eta: 1 day, 16:11:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.3311, loss: 3.3311 +2025-05-04 20:27:59,705 - pyskl - INFO - Epoch [58][900/3405] lr: 1.704e-02, eta: 1 day, 16:10:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9788, loss_cls: 3.4069, loss: 3.4069 +2025-05-04 20:28:45,042 - pyskl - INFO - Epoch [58][1000/3405] lr: 1.703e-02, eta: 1 day, 16:10:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 3.4043, loss: 3.4043 +2025-05-04 20:29:30,359 - pyskl - INFO - Epoch [58][1100/3405] lr: 1.702e-02, eta: 1 day, 16:09:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.4666, loss: 3.4666 +2025-05-04 20:30:15,655 - pyskl - INFO - Epoch [58][1200/3405] lr: 1.702e-02, eta: 1 day, 16:08:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 3.3556, loss: 3.3556 +2025-05-04 20:31:00,796 - pyskl - INFO - Epoch [58][1300/3405] lr: 1.701e-02, eta: 1 day, 16:07:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.4337, loss: 3.4337 +2025-05-04 20:31:45,954 - pyskl - INFO - Epoch [58][1400/3405] lr: 1.700e-02, eta: 1 day, 16:07:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 3.3110, loss: 3.3110 +2025-05-04 20:32:31,203 - pyskl - INFO - Epoch [58][1500/3405] lr: 1.699e-02, eta: 1 day, 16:06:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9838, loss_cls: 3.4058, loss: 3.4058 +2025-05-04 20:33:16,559 - pyskl - INFO - Epoch [58][1600/3405] lr: 1.699e-02, eta: 1 day, 16:05:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 3.2671, loss: 3.2671 +2025-05-04 20:34:01,859 - pyskl - INFO - Epoch [58][1700/3405] lr: 1.698e-02, eta: 1 day, 16:04:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9806, loss_cls: 3.3166, loss: 3.3166 +2025-05-04 20:34:47,113 - pyskl - INFO - Epoch [58][1800/3405] lr: 1.697e-02, eta: 1 day, 16:03:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 3.4336, loss: 3.4336 +2025-05-04 20:35:32,431 - pyskl - INFO - Epoch [58][1900/3405] lr: 1.697e-02, eta: 1 day, 16:03:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 3.2499, loss: 3.2499 +2025-05-04 20:36:17,741 - pyskl - INFO - Epoch [58][2000/3405] lr: 1.696e-02, eta: 1 day, 16:02:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.3291, loss: 3.3291 +2025-05-04 20:37:03,076 - pyskl - INFO - Epoch [58][2100/3405] lr: 1.695e-02, eta: 1 day, 16:01:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.2962, loss: 3.2962 +2025-05-04 20:37:48,425 - pyskl - INFO - Epoch [58][2200/3405] lr: 1.694e-02, eta: 1 day, 16:00:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 3.2668, loss: 3.2668 +2025-05-04 20:38:33,687 - pyskl - INFO - Epoch [58][2300/3405] lr: 1.694e-02, eta: 1 day, 16:00:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 3.3614, loss: 3.3614 +2025-05-04 20:39:18,835 - pyskl - INFO - Epoch [58][2400/3405] lr: 1.693e-02, eta: 1 day, 15:59:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.3339, loss: 3.3339 +2025-05-04 20:40:03,988 - pyskl - INFO - Epoch [58][2500/3405] lr: 1.692e-02, eta: 1 day, 15:58:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9650, loss_cls: 3.3862, loss: 3.3862 +2025-05-04 20:40:49,199 - pyskl - INFO - Epoch [58][2600/3405] lr: 1.692e-02, eta: 1 day, 15:57:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.2844, loss: 3.2844 +2025-05-04 20:41:34,364 - pyskl - INFO - Epoch [58][2700/3405] lr: 1.691e-02, eta: 1 day, 15:56:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 3.3046, loss: 3.3046 +2025-05-04 20:42:19,621 - pyskl - INFO - Epoch [58][2800/3405] lr: 1.690e-02, eta: 1 day, 15:56:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9663, loss_cls: 3.3308, loss: 3.3308 +2025-05-04 20:43:04,823 - pyskl - INFO - Epoch [58][2900/3405] lr: 1.689e-02, eta: 1 day, 15:55:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 3.3172, loss: 3.3172 +2025-05-04 20:43:49,959 - pyskl - INFO - Epoch [58][3000/3405] lr: 1.689e-02, eta: 1 day, 15:54:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.3568, loss: 3.3568 +2025-05-04 20:44:35,124 - pyskl - INFO - Epoch [58][3100/3405] lr: 1.688e-02, eta: 1 day, 15:53:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 3.4884, loss: 3.4884 +2025-05-04 20:45:20,447 - pyskl - INFO - Epoch [58][3200/3405] lr: 1.687e-02, eta: 1 day, 15:53:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 3.4338, loss: 3.4338 +2025-05-04 20:46:05,678 - pyskl - INFO - Epoch [58][3300/3405] lr: 1.686e-02, eta: 1 day, 15:52:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 3.3648, loss: 3.3648 +2025-05-04 20:46:50,872 - pyskl - INFO - Epoch [58][3400/3405] lr: 1.686e-02, eta: 1 day, 15:51:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.4255, loss: 3.4255 +2025-05-04 20:46:53,527 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-05-04 20:51:05,365 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 20:51:05,922 - pyskl - INFO - +top1_acc 0.7673 +top5_acc 0.9492 +2025-05-04 20:51:05,943 - pyskl - INFO - Epoch(val) [58][3718] top1_acc: 0.7673, top5_acc: 0.9492 +2025-05-04 20:52:14,355 - pyskl - INFO - Epoch [59][100/3405] lr: 1.685e-02, eta: 1 day, 15:51:15, time: 0.684, data_time: 0.233, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 3.2129, loss: 3.2129 +2025-05-04 20:52:59,510 - pyskl - INFO - Epoch [59][200/3405] lr: 1.684e-02, eta: 1 day, 15:50:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 3.3197, loss: 3.3197 +2025-05-04 20:53:44,799 - pyskl - INFO - Epoch [59][300/3405] lr: 1.684e-02, eta: 1 day, 15:49:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 3.2028, loss: 3.2028 +2025-05-04 20:54:30,017 - pyskl - INFO - Epoch [59][400/3405] lr: 1.683e-02, eta: 1 day, 15:48:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.3113, loss: 3.3113 +2025-05-04 20:55:15,170 - pyskl - INFO - Epoch [59][500/3405] lr: 1.682e-02, eta: 1 day, 15:48:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 3.2924, loss: 3.2924 +2025-05-04 20:56:00,458 - pyskl - INFO - Epoch [59][600/3405] lr: 1.681e-02, eta: 1 day, 15:47:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.4544, loss: 3.4544 +2025-05-04 20:56:45,579 - pyskl - INFO - Epoch [59][700/3405] lr: 1.681e-02, eta: 1 day, 15:46:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 3.4081, loss: 3.4081 +2025-05-04 20:57:30,888 - pyskl - INFO - Epoch [59][800/3405] lr: 1.680e-02, eta: 1 day, 15:45:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 3.2508, loss: 3.2508 +2025-05-04 20:58:16,117 - pyskl - INFO - Epoch [59][900/3405] lr: 1.679e-02, eta: 1 day, 15:45:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.4757, loss: 3.4757 +2025-05-04 20:59:01,288 - pyskl - INFO - Epoch [59][1000/3405] lr: 1.679e-02, eta: 1 day, 15:44:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.2923, loss: 3.2923 +2025-05-04 20:59:46,481 - pyskl - INFO - Epoch [59][1100/3405] lr: 1.678e-02, eta: 1 day, 15:43:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9812, loss_cls: 3.3673, loss: 3.3673 +2025-05-04 21:00:31,734 - pyskl - INFO - Epoch [59][1200/3405] lr: 1.677e-02, eta: 1 day, 15:42:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 3.3738, loss: 3.3738 +2025-05-04 21:01:17,014 - pyskl - INFO - Epoch [59][1300/3405] lr: 1.676e-02, eta: 1 day, 15:41:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 3.3915, loss: 3.3915 +2025-05-04 21:02:02,332 - pyskl - INFO - Epoch [59][1400/3405] lr: 1.676e-02, eta: 1 day, 15:41:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 3.3054, loss: 3.3054 +2025-05-04 21:02:47,727 - pyskl - INFO - Epoch [59][1500/3405] lr: 1.675e-02, eta: 1 day, 15:40:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 3.2988, loss: 3.2988 +2025-05-04 21:03:33,123 - pyskl - INFO - Epoch [59][1600/3405] lr: 1.674e-02, eta: 1 day, 15:39:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.2855, loss: 3.2855 +2025-05-04 21:04:18,445 - pyskl - INFO - Epoch [59][1700/3405] lr: 1.673e-02, eta: 1 day, 15:38:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 3.1883, loss: 3.1883 +2025-05-04 21:05:03,694 - pyskl - INFO - Epoch [59][1800/3405] lr: 1.673e-02, eta: 1 day, 15:38:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 3.4117, loss: 3.4117 +2025-05-04 21:05:48,951 - pyskl - INFO - Epoch [59][1900/3405] lr: 1.672e-02, eta: 1 day, 15:37:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 3.3553, loss: 3.3553 +2025-05-04 21:06:34,348 - pyskl - INFO - Epoch [59][2000/3405] lr: 1.671e-02, eta: 1 day, 15:36:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 3.2090, loss: 3.2090 +2025-05-04 21:07:19,583 - pyskl - INFO - Epoch [59][2100/3405] lr: 1.671e-02, eta: 1 day, 15:35:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9675, loss_cls: 3.3954, loss: 3.3954 +2025-05-04 21:08:04,849 - pyskl - INFO - Epoch [59][2200/3405] lr: 1.670e-02, eta: 1 day, 15:34:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 3.2080, loss: 3.2080 +2025-05-04 21:08:50,019 - pyskl - INFO - Epoch [59][2300/3405] lr: 1.669e-02, eta: 1 day, 15:34:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9844, loss_cls: 3.3032, loss: 3.3032 +2025-05-04 21:09:35,162 - pyskl - INFO - Epoch [59][2400/3405] lr: 1.668e-02, eta: 1 day, 15:33:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.3989, loss: 3.3989 +2025-05-04 21:10:20,323 - pyskl - INFO - Epoch [59][2500/3405] lr: 1.668e-02, eta: 1 day, 15:32:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9775, loss_cls: 3.3847, loss: 3.3847 +2025-05-04 21:11:05,549 - pyskl - INFO - Epoch [59][2600/3405] lr: 1.667e-02, eta: 1 day, 15:31:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9688, loss_cls: 3.3674, loss: 3.3674 +2025-05-04 21:11:50,763 - pyskl - INFO - Epoch [59][2700/3405] lr: 1.666e-02, eta: 1 day, 15:31:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.3264, loss: 3.3264 +2025-05-04 21:12:35,916 - pyskl - INFO - Epoch [59][2800/3405] lr: 1.665e-02, eta: 1 day, 15:30:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9775, loss_cls: 3.3008, loss: 3.3008 +2025-05-04 21:13:21,126 - pyskl - INFO - Epoch [59][2900/3405] lr: 1.665e-02, eta: 1 day, 15:29:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 3.3019, loss: 3.3019 +2025-05-04 21:14:06,309 - pyskl - INFO - Epoch [59][3000/3405] lr: 1.664e-02, eta: 1 day, 15:28:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9819, loss_cls: 3.4034, loss: 3.4034 +2025-05-04 21:14:51,531 - pyskl - INFO - Epoch [59][3100/3405] lr: 1.663e-02, eta: 1 day, 15:27:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.3891, loss: 3.3891 +2025-05-04 21:15:36,806 - pyskl - INFO - Epoch [59][3200/3405] lr: 1.663e-02, eta: 1 day, 15:27:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9800, loss_cls: 3.3421, loss: 3.3421 +2025-05-04 21:16:22,045 - pyskl - INFO - Epoch [59][3300/3405] lr: 1.662e-02, eta: 1 day, 15:26:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 3.4566, loss: 3.4566 +2025-05-04 21:17:07,196 - pyskl - INFO - Epoch [59][3400/3405] lr: 1.661e-02, eta: 1 day, 15:25:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 3.2645, loss: 3.2645 +2025-05-04 21:17:09,866 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-05-04 21:21:18,007 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 21:21:18,563 - pyskl - INFO - +top1_acc 0.7661 +top5_acc 0.9482 +2025-05-04 21:21:18,587 - pyskl - INFO - Epoch(val) [59][3718] top1_acc: 0.7661, top5_acc: 0.9482 +2025-05-04 21:22:26,898 - pyskl - INFO - Epoch [60][100/3405] lr: 1.660e-02, eta: 1 day, 15:25:17, time: 0.683, data_time: 0.233, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 3.2682, loss: 3.2682 +2025-05-04 21:23:12,080 - pyskl - INFO - Epoch [60][200/3405] lr: 1.660e-02, eta: 1 day, 15:24:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9850, loss_cls: 3.2748, loss: 3.2748 +2025-05-04 21:23:57,339 - pyskl - INFO - Epoch [60][300/3405] lr: 1.659e-02, eta: 1 day, 15:23:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 3.2913, loss: 3.2913 +2025-05-04 21:24:42,613 - pyskl - INFO - Epoch [60][400/3405] lr: 1.658e-02, eta: 1 day, 15:22:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 3.2398, loss: 3.2398 +2025-05-04 21:25:27,885 - pyskl - INFO - Epoch [60][500/3405] lr: 1.657e-02, eta: 1 day, 15:22:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9831, loss_cls: 3.2901, loss: 3.2901 +2025-05-04 21:26:13,058 - pyskl - INFO - Epoch [60][600/3405] lr: 1.657e-02, eta: 1 day, 15:21:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 3.2503, loss: 3.2503 +2025-05-04 21:26:58,348 - pyskl - INFO - Epoch [60][700/3405] lr: 1.656e-02, eta: 1 day, 15:20:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 3.2640, loss: 3.2640 +2025-05-04 21:27:43,616 - pyskl - INFO - Epoch [60][800/3405] lr: 1.655e-02, eta: 1 day, 15:19:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.3954, loss: 3.3954 +2025-05-04 21:28:28,811 - pyskl - INFO - Epoch [60][900/3405] lr: 1.655e-02, eta: 1 day, 15:19:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 3.2859, loss: 3.2859 +2025-05-04 21:29:14,033 - pyskl - INFO - Epoch [60][1000/3405] lr: 1.654e-02, eta: 1 day, 15:18:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.3140, loss: 3.3140 +2025-05-04 21:29:59,218 - pyskl - INFO - Epoch [60][1100/3405] lr: 1.653e-02, eta: 1 day, 15:17:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 3.3234, loss: 3.3234 +2025-05-04 21:30:44,626 - pyskl - INFO - Epoch [60][1200/3405] lr: 1.652e-02, eta: 1 day, 15:16:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 3.1981, loss: 3.1981 +2025-05-04 21:31:29,828 - pyskl - INFO - Epoch [60][1300/3405] lr: 1.652e-02, eta: 1 day, 15:15:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 3.3691, loss: 3.3691 +2025-05-04 21:32:15,238 - pyskl - INFO - Epoch [60][1400/3405] lr: 1.651e-02, eta: 1 day, 15:15:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.3547, loss: 3.3547 +2025-05-04 21:33:00,519 - pyskl - INFO - Epoch [60][1500/3405] lr: 1.650e-02, eta: 1 day, 15:14:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.2730, loss: 3.2730 +2025-05-04 21:33:45,869 - pyskl - INFO - Epoch [60][1600/3405] lr: 1.649e-02, eta: 1 day, 15:13:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.3961, loss: 3.3961 +2025-05-04 21:34:31,029 - pyskl - INFO - Epoch [60][1700/3405] lr: 1.649e-02, eta: 1 day, 15:12:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 3.4236, loss: 3.4236 +2025-05-04 21:35:16,254 - pyskl - INFO - Epoch [60][1800/3405] lr: 1.648e-02, eta: 1 day, 15:12:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.2740, loss: 3.2740 +2025-05-04 21:36:01,892 - pyskl - INFO - Epoch [60][1900/3405] lr: 1.647e-02, eta: 1 day, 15:11:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.3915, loss: 3.3915 +2025-05-04 21:36:47,091 - pyskl - INFO - Epoch [60][2000/3405] lr: 1.647e-02, eta: 1 day, 15:10:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 3.2146, loss: 3.2146 +2025-05-04 21:37:32,268 - pyskl - INFO - Epoch [60][2100/3405] lr: 1.646e-02, eta: 1 day, 15:09:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.4613, loss: 3.4613 +2025-05-04 21:38:17,488 - pyskl - INFO - Epoch [60][2200/3405] lr: 1.645e-02, eta: 1 day, 15:08:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 3.3694, loss: 3.3694 +2025-05-04 21:39:02,714 - pyskl - INFO - Epoch [60][2300/3405] lr: 1.644e-02, eta: 1 day, 15:08:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 3.3230, loss: 3.3230 +2025-05-04 21:39:47,865 - pyskl - INFO - Epoch [60][2400/3405] lr: 1.644e-02, eta: 1 day, 15:07:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 3.3001, loss: 3.3001 +2025-05-04 21:40:32,994 - pyskl - INFO - Epoch [60][2500/3405] lr: 1.643e-02, eta: 1 day, 15:06:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.3533, loss: 3.3533 +2025-05-04 21:41:18,176 - pyskl - INFO - Epoch [60][2600/3405] lr: 1.642e-02, eta: 1 day, 15:05:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 3.4639, loss: 3.4639 +2025-05-04 21:42:03,285 - pyskl - INFO - Epoch [60][2700/3405] lr: 1.641e-02, eta: 1 day, 15:05:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9644, loss_cls: 3.5166, loss: 3.5166 +2025-05-04 21:42:48,371 - pyskl - INFO - Epoch [60][2800/3405] lr: 1.641e-02, eta: 1 day, 15:04:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 3.3189, loss: 3.3189 +2025-05-04 21:43:33,500 - pyskl - INFO - Epoch [60][2900/3405] lr: 1.640e-02, eta: 1 day, 15:03:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 3.2043, loss: 3.2043 +2025-05-04 21:44:18,675 - pyskl - INFO - Epoch [60][3000/3405] lr: 1.639e-02, eta: 1 day, 15:02:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 3.3900, loss: 3.3900 +2025-05-04 21:45:03,779 - pyskl - INFO - Epoch [60][3100/3405] lr: 1.639e-02, eta: 1 day, 15:01:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9850, loss_cls: 3.1851, loss: 3.1851 +2025-05-04 21:45:48,879 - pyskl - INFO - Epoch [60][3200/3405] lr: 1.638e-02, eta: 1 day, 15:01:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9700, loss_cls: 3.3682, loss: 3.3682 +2025-05-04 21:46:34,015 - pyskl - INFO - Epoch [60][3300/3405] lr: 1.637e-02, eta: 1 day, 15:00:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 3.3330, loss: 3.3330 +2025-05-04 21:47:19,143 - pyskl - INFO - Epoch [60][3400/3405] lr: 1.636e-02, eta: 1 day, 14:59:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.4253, loss: 3.4253 +2025-05-04 21:47:21,827 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-05-04 21:51:34,324 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 21:51:34,880 - pyskl - INFO - +top1_acc 0.7940 +top5_acc 0.9602 +2025-05-04 21:51:34,904 - pyskl - INFO - Epoch(val) [60][3718] top1_acc: 0.7940, top5_acc: 0.9602 +2025-05-04 21:52:43,479 - pyskl - INFO - Epoch [61][100/3405] lr: 1.636e-02, eta: 1 day, 14:59:18, time: 0.686, data_time: 0.231, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 3.3276, loss: 3.3276 +2025-05-04 21:53:28,811 - pyskl - INFO - Epoch [61][200/3405] lr: 1.635e-02, eta: 1 day, 14:58:32, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9819, loss_cls: 3.2468, loss: 3.2468 +2025-05-04 21:54:14,131 - pyskl - INFO - Epoch [61][300/3405] lr: 1.634e-02, eta: 1 day, 14:57:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9806, loss_cls: 3.2898, loss: 3.2898 +2025-05-04 21:54:59,462 - pyskl - INFO - Epoch [61][400/3405] lr: 1.633e-02, eta: 1 day, 14:56:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 3.2387, loss: 3.2387 +2025-05-04 21:55:45,017 - pyskl - INFO - Epoch [61][500/3405] lr: 1.633e-02, eta: 1 day, 14:56:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 3.1398, loss: 3.1398 +2025-05-04 21:56:30,326 - pyskl - INFO - Epoch [61][600/3405] lr: 1.632e-02, eta: 1 day, 14:55:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.2966, loss: 3.2966 +2025-05-04 21:57:15,569 - pyskl - INFO - Epoch [61][700/3405] lr: 1.631e-02, eta: 1 day, 14:54:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 3.2789, loss: 3.2789 +2025-05-04 21:58:00,854 - pyskl - INFO - Epoch [61][800/3405] lr: 1.630e-02, eta: 1 day, 14:53:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 3.2037, loss: 3.2037 +2025-05-04 21:58:46,098 - pyskl - INFO - Epoch [61][900/3405] lr: 1.630e-02, eta: 1 day, 14:53:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.4267, loss: 3.4267 +2025-05-04 21:59:31,463 - pyskl - INFO - Epoch [61][1000/3405] lr: 1.629e-02, eta: 1 day, 14:52:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 3.3700, loss: 3.3700 +2025-05-04 22:00:16,838 - pyskl - INFO - Epoch [61][1100/3405] lr: 1.628e-02, eta: 1 day, 14:51:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.3488, loss: 3.3488 +2025-05-04 22:01:02,138 - pyskl - INFO - Epoch [61][1200/3405] lr: 1.627e-02, eta: 1 day, 14:50:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.3613, loss: 3.3613 +2025-05-04 22:01:47,424 - pyskl - INFO - Epoch [61][1300/3405] lr: 1.627e-02, eta: 1 day, 14:50:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9800, loss_cls: 3.2903, loss: 3.2903 +2025-05-04 22:02:32,597 - pyskl - INFO - Epoch [61][1400/3405] lr: 1.626e-02, eta: 1 day, 14:49:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.2897, loss: 3.2897 +2025-05-04 22:03:17,730 - pyskl - INFO - Epoch [61][1500/3405] lr: 1.625e-02, eta: 1 day, 14:48:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 3.2286, loss: 3.2286 +2025-05-04 22:04:02,879 - pyskl - INFO - Epoch [61][1600/3405] lr: 1.625e-02, eta: 1 day, 14:47:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.3408, loss: 3.3408 +2025-05-04 22:04:48,046 - pyskl - INFO - Epoch [61][1700/3405] lr: 1.624e-02, eta: 1 day, 14:46:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 3.2272, loss: 3.2272 +2025-05-04 22:05:33,302 - pyskl - INFO - Epoch [61][1800/3405] lr: 1.623e-02, eta: 1 day, 14:46:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.1463, loss: 3.1463 +2025-05-04 22:06:18,539 - pyskl - INFO - Epoch [61][1900/3405] lr: 1.622e-02, eta: 1 day, 14:45:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 3.3247, loss: 3.3247 +2025-05-04 22:07:03,784 - pyskl - INFO - Epoch [61][2000/3405] lr: 1.622e-02, eta: 1 day, 14:44:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.3726, loss: 3.3726 +2025-05-04 22:07:49,045 - pyskl - INFO - Epoch [61][2100/3405] lr: 1.621e-02, eta: 1 day, 14:43:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 3.3254, loss: 3.3254 +2025-05-04 22:08:34,271 - pyskl - INFO - Epoch [61][2200/3405] lr: 1.620e-02, eta: 1 day, 14:42:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9800, loss_cls: 3.3234, loss: 3.3234 +2025-05-04 22:09:19,504 - pyskl - INFO - Epoch [61][2300/3405] lr: 1.619e-02, eta: 1 day, 14:42:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 3.1888, loss: 3.1888 +2025-05-04 22:10:04,712 - pyskl - INFO - Epoch [61][2400/3405] lr: 1.619e-02, eta: 1 day, 14:41:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 3.2777, loss: 3.2777 +2025-05-04 22:10:49,988 - pyskl - INFO - Epoch [61][2500/3405] lr: 1.618e-02, eta: 1 day, 14:40:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.2933, loss: 3.2933 +2025-05-04 22:11:35,243 - pyskl - INFO - Epoch [61][2600/3405] lr: 1.617e-02, eta: 1 day, 14:39:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.3174, loss: 3.3174 +2025-05-04 22:12:20,456 - pyskl - INFO - Epoch [61][2700/3405] lr: 1.616e-02, eta: 1 day, 14:39:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9838, loss_cls: 3.2453, loss: 3.2453 +2025-05-04 22:13:05,662 - pyskl - INFO - Epoch [61][2800/3405] lr: 1.616e-02, eta: 1 day, 14:38:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 3.2463, loss: 3.2463 +2025-05-04 22:13:50,752 - pyskl - INFO - Epoch [61][2900/3405] lr: 1.615e-02, eta: 1 day, 14:37:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.4047, loss: 3.4047 +2025-05-04 22:14:35,906 - pyskl - INFO - Epoch [61][3000/3405] lr: 1.614e-02, eta: 1 day, 14:36:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 3.3747, loss: 3.3747 +2025-05-04 22:15:21,154 - pyskl - INFO - Epoch [61][3100/3405] lr: 1.614e-02, eta: 1 day, 14:35:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9712, loss_cls: 3.3630, loss: 3.3630 +2025-05-04 22:16:06,360 - pyskl - INFO - Epoch [61][3200/3405] lr: 1.613e-02, eta: 1 day, 14:35:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 3.3080, loss: 3.3080 +2025-05-04 22:16:51,553 - pyskl - INFO - Epoch [61][3300/3405] lr: 1.612e-02, eta: 1 day, 14:34:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.2502, loss: 3.2502 +2025-05-04 22:17:36,695 - pyskl - INFO - Epoch [61][3400/3405] lr: 1.611e-02, eta: 1 day, 14:33:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 3.3155, loss: 3.3155 +2025-05-04 22:17:39,381 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-05-04 22:21:51,959 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 22:21:52,516 - pyskl - INFO - +top1_acc 0.7882 +top5_acc 0.9581 +2025-05-04 22:21:52,539 - pyskl - INFO - Epoch(val) [61][3718] top1_acc: 0.7882, top5_acc: 0.9581 +2025-05-04 22:23:01,318 - pyskl - INFO - Epoch [62][100/3405] lr: 1.611e-02, eta: 1 day, 14:33:21, time: 0.688, data_time: 0.236, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 3.2092, loss: 3.2092 +2025-05-04 22:23:46,491 - pyskl - INFO - Epoch [62][200/3405] lr: 1.610e-02, eta: 1 day, 14:32:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 3.1920, loss: 3.1920 +2025-05-04 22:24:32,041 - pyskl - INFO - Epoch [62][300/3405] lr: 1.609e-02, eta: 1 day, 14:31:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.3468, loss: 3.3468 +2025-05-04 22:25:18,266 - pyskl - INFO - Epoch [62][400/3405] lr: 1.608e-02, eta: 1 day, 14:31:03, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.2344, loss: 3.2344 +2025-05-04 22:26:04,209 - pyskl - INFO - Epoch [62][500/3405] lr: 1.608e-02, eta: 1 day, 14:30:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 3.2781, loss: 3.2781 +2025-05-04 22:26:50,205 - pyskl - INFO - Epoch [62][600/3405] lr: 1.607e-02, eta: 1 day, 14:29:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.3134, loss: 3.3134 +2025-05-04 22:27:36,064 - pyskl - INFO - Epoch [62][700/3405] lr: 1.606e-02, eta: 1 day, 14:28:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 3.3112, loss: 3.3112 +2025-05-04 22:28:21,814 - pyskl - INFO - Epoch [62][800/3405] lr: 1.605e-02, eta: 1 day, 14:28:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 3.2331, loss: 3.2331 +2025-05-04 22:29:07,592 - pyskl - INFO - Epoch [62][900/3405] lr: 1.605e-02, eta: 1 day, 14:27:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9806, loss_cls: 3.3637, loss: 3.3637 +2025-05-04 22:29:52,936 - pyskl - INFO - Epoch [62][1000/3405] lr: 1.604e-02, eta: 1 day, 14:26:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 3.2176, loss: 3.2176 +2025-05-04 22:30:38,283 - pyskl - INFO - Epoch [62][1100/3405] lr: 1.603e-02, eta: 1 day, 14:25:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9831, loss_cls: 3.2798, loss: 3.2798 +2025-05-04 22:31:23,494 - pyskl - INFO - Epoch [62][1200/3405] lr: 1.602e-02, eta: 1 day, 14:24:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 3.3881, loss: 3.3881 +2025-05-04 22:32:08,742 - pyskl - INFO - Epoch [62][1300/3405] lr: 1.602e-02, eta: 1 day, 14:24:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.3046, loss: 3.3046 +2025-05-04 22:32:54,088 - pyskl - INFO - Epoch [62][1400/3405] lr: 1.601e-02, eta: 1 day, 14:23:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9775, loss_cls: 3.1852, loss: 3.1852 +2025-05-04 22:33:39,271 - pyskl - INFO - Epoch [62][1500/3405] lr: 1.600e-02, eta: 1 day, 14:22:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 3.3197, loss: 3.3197 +2025-05-04 22:34:24,494 - pyskl - INFO - Epoch [62][1600/3405] lr: 1.600e-02, eta: 1 day, 14:21:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9838, loss_cls: 3.2028, loss: 3.2028 +2025-05-04 22:35:09,796 - pyskl - INFO - Epoch [62][1700/3405] lr: 1.599e-02, eta: 1 day, 14:21:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 3.2979, loss: 3.2979 +2025-05-04 22:35:55,226 - pyskl - INFO - Epoch [62][1800/3405] lr: 1.598e-02, eta: 1 day, 14:20:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.2730, loss: 3.2730 +2025-05-04 22:36:40,383 - pyskl - INFO - Epoch [62][1900/3405] lr: 1.597e-02, eta: 1 day, 14:19:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 3.2291, loss: 3.2291 +2025-05-04 22:37:25,550 - pyskl - INFO - Epoch [62][2000/3405] lr: 1.597e-02, eta: 1 day, 14:18:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9694, loss_cls: 3.2857, loss: 3.2857 +2025-05-04 22:38:10,649 - pyskl - INFO - Epoch [62][2100/3405] lr: 1.596e-02, eta: 1 day, 14:17:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.3527, loss: 3.3527 +2025-05-04 22:38:55,476 - pyskl - INFO - Epoch [62][2200/3405] lr: 1.595e-02, eta: 1 day, 14:17:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 3.3425, loss: 3.3425 +2025-05-04 22:39:40,870 - pyskl - INFO - Epoch [62][2300/3405] lr: 1.594e-02, eta: 1 day, 14:16:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 3.2816, loss: 3.2816 +2025-05-04 22:40:26,009 - pyskl - INFO - Epoch [62][2400/3405] lr: 1.594e-02, eta: 1 day, 14:15:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 3.2926, loss: 3.2926 +2025-05-04 22:41:11,107 - pyskl - INFO - Epoch [62][2500/3405] lr: 1.593e-02, eta: 1 day, 14:14:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 3.3818, loss: 3.3818 +2025-05-04 22:41:56,279 - pyskl - INFO - Epoch [62][2600/3405] lr: 1.592e-02, eta: 1 day, 14:14:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.2936, loss: 3.2936 +2025-05-04 22:42:41,456 - pyskl - INFO - Epoch [62][2700/3405] lr: 1.591e-02, eta: 1 day, 14:13:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 3.2680, loss: 3.2680 +2025-05-04 22:43:26,691 - pyskl - INFO - Epoch [62][2800/3405] lr: 1.591e-02, eta: 1 day, 14:12:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.2063, loss: 3.2063 +2025-05-04 22:44:11,935 - pyskl - INFO - Epoch [62][2900/3405] lr: 1.590e-02, eta: 1 day, 14:11:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 3.3281, loss: 3.3281 +2025-05-04 22:44:57,111 - pyskl - INFO - Epoch [62][3000/3405] lr: 1.589e-02, eta: 1 day, 14:10:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9819, loss_cls: 3.2752, loss: 3.2752 +2025-05-04 22:45:42,319 - pyskl - INFO - Epoch [62][3100/3405] lr: 1.588e-02, eta: 1 day, 14:10:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 3.3524, loss: 3.3524 +2025-05-04 22:46:27,482 - pyskl - INFO - Epoch [62][3200/3405] lr: 1.588e-02, eta: 1 day, 14:09:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 3.2131, loss: 3.2131 +2025-05-04 22:47:12,658 - pyskl - INFO - Epoch [62][3300/3405] lr: 1.587e-02, eta: 1 day, 14:08:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9756, loss_cls: 3.4069, loss: 3.4069 +2025-05-04 22:47:57,842 - pyskl - INFO - Epoch [62][3400/3405] lr: 1.586e-02, eta: 1 day, 14:07:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.3496, loss: 3.3496 +2025-05-04 22:48:00,484 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-05-04 22:52:08,793 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 22:52:09,346 - pyskl - INFO - +top1_acc 0.7957 +top5_acc 0.9622 +2025-05-04 22:52:09,370 - pyskl - INFO - Epoch(val) [62][3718] top1_acc: 0.7957, top5_acc: 0.9622 +2025-05-04 22:53:17,747 - pyskl - INFO - Epoch [63][100/3405] lr: 1.585e-02, eta: 1 day, 14:07:28, time: 0.684, data_time: 0.231, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.3366, loss: 3.3366 +2025-05-04 22:54:03,328 - pyskl - INFO - Epoch [63][200/3405] lr: 1.585e-02, eta: 1 day, 14:06:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 3.2115, loss: 3.2115 +2025-05-04 22:54:48,681 - pyskl - INFO - Epoch [63][300/3405] lr: 1.584e-02, eta: 1 day, 14:05:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.1727, loss: 3.1727 +2025-05-04 22:55:34,019 - pyskl - INFO - Epoch [63][400/3405] lr: 1.583e-02, eta: 1 day, 14:05:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 3.1733, loss: 3.1733 +2025-05-04 22:56:19,284 - pyskl - INFO - Epoch [63][500/3405] lr: 1.582e-02, eta: 1 day, 14:04:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.2627, loss: 3.2627 +2025-05-04 22:57:04,638 - pyskl - INFO - Epoch [63][600/3405] lr: 1.582e-02, eta: 1 day, 14:03:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 3.3371, loss: 3.3371 +2025-05-04 22:57:50,094 - pyskl - INFO - Epoch [63][700/3405] lr: 1.581e-02, eta: 1 day, 14:02:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.3247, loss: 3.3247 +2025-05-04 22:58:35,587 - pyskl - INFO - Epoch [63][800/3405] lr: 1.580e-02, eta: 1 day, 14:02:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9819, loss_cls: 3.3144, loss: 3.3144 +2025-05-04 22:59:20,796 - pyskl - INFO - Epoch [63][900/3405] lr: 1.579e-02, eta: 1 day, 14:01:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 3.2603, loss: 3.2603 +2025-05-04 23:00:05,984 - pyskl - INFO - Epoch [63][1000/3405] lr: 1.579e-02, eta: 1 day, 14:00:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9850, loss_cls: 3.2182, loss: 3.2182 +2025-05-04 23:00:51,108 - pyskl - INFO - Epoch [63][1100/3405] lr: 1.578e-02, eta: 1 day, 13:59:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 3.2323, loss: 3.2323 +2025-05-04 23:01:36,371 - pyskl - INFO - Epoch [63][1200/3405] lr: 1.577e-02, eta: 1 day, 13:58:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 3.4436, loss: 3.4436 +2025-05-04 23:02:21,500 - pyskl - INFO - Epoch [63][1300/3405] lr: 1.577e-02, eta: 1 day, 13:58:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 3.2695, loss: 3.2695 +2025-05-04 23:03:06,641 - pyskl - INFO - Epoch [63][1400/3405] lr: 1.576e-02, eta: 1 day, 13:57:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 3.2588, loss: 3.2588 +2025-05-04 23:03:51,850 - pyskl - INFO - Epoch [63][1500/3405] lr: 1.575e-02, eta: 1 day, 13:56:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 3.1993, loss: 3.1993 +2025-05-04 23:04:37,063 - pyskl - INFO - Epoch [63][1600/3405] lr: 1.574e-02, eta: 1 day, 13:55:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 3.3840, loss: 3.3840 +2025-05-04 23:05:22,252 - pyskl - INFO - Epoch [63][1700/3405] lr: 1.574e-02, eta: 1 day, 13:55:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 3.2396, loss: 3.2396 +2025-05-04 23:06:07,559 - pyskl - INFO - Epoch [63][1800/3405] lr: 1.573e-02, eta: 1 day, 13:54:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.3490, loss: 3.3490 +2025-05-04 23:06:52,851 - pyskl - INFO - Epoch [63][1900/3405] lr: 1.572e-02, eta: 1 day, 13:53:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.3957, loss: 3.3957 +2025-05-04 23:07:38,096 - pyskl - INFO - Epoch [63][2000/3405] lr: 1.571e-02, eta: 1 day, 13:52:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.3152, loss: 3.3152 +2025-05-04 23:08:23,302 - pyskl - INFO - Epoch [63][2100/3405] lr: 1.571e-02, eta: 1 day, 13:51:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9850, loss_cls: 3.2003, loss: 3.2003 +2025-05-04 23:09:08,526 - pyskl - INFO - Epoch [63][2200/3405] lr: 1.570e-02, eta: 1 day, 13:51:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 3.2872, loss: 3.2872 +2025-05-04 23:09:53,749 - pyskl - INFO - Epoch [63][2300/3405] lr: 1.569e-02, eta: 1 day, 13:50:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 3.1666, loss: 3.1666 +2025-05-04 23:10:38,996 - pyskl - INFO - Epoch [63][2400/3405] lr: 1.568e-02, eta: 1 day, 13:49:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 3.2432, loss: 3.2432 +2025-05-04 23:11:24,257 - pyskl - INFO - Epoch [63][2500/3405] lr: 1.568e-02, eta: 1 day, 13:48:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 3.2611, loss: 3.2611 +2025-05-04 23:12:09,475 - pyskl - INFO - Epoch [63][2600/3405] lr: 1.567e-02, eta: 1 day, 13:48:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9812, loss_cls: 3.3723, loss: 3.3723 +2025-05-04 23:12:54,620 - pyskl - INFO - Epoch [63][2700/3405] lr: 1.566e-02, eta: 1 day, 13:47:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9819, loss_cls: 3.3659, loss: 3.3659 +2025-05-04 23:13:39,777 - pyskl - INFO - Epoch [63][2800/3405] lr: 1.565e-02, eta: 1 day, 13:46:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9725, loss_cls: 3.2688, loss: 3.2688 +2025-05-04 23:14:24,905 - pyskl - INFO - Epoch [63][2900/3405] lr: 1.565e-02, eta: 1 day, 13:45:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.4090, loss: 3.4090 +2025-05-04 23:15:10,083 - pyskl - INFO - Epoch [63][3000/3405] lr: 1.564e-02, eta: 1 day, 13:44:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.2896, loss: 3.2896 +2025-05-04 23:15:55,208 - pyskl - INFO - Epoch [63][3100/3405] lr: 1.563e-02, eta: 1 day, 13:44:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 3.2294, loss: 3.2294 +2025-05-04 23:16:40,372 - pyskl - INFO - Epoch [63][3200/3405] lr: 1.562e-02, eta: 1 day, 13:43:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.1861, loss: 3.1861 +2025-05-04 23:17:25,492 - pyskl - INFO - Epoch [63][3300/3405] lr: 1.562e-02, eta: 1 day, 13:42:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 3.2050, loss: 3.2050 +2025-05-04 23:18:10,605 - pyskl - INFO - Epoch [63][3400/3405] lr: 1.561e-02, eta: 1 day, 13:41:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.3128, loss: 3.3128 +2025-05-04 23:18:13,265 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-05-04 23:22:21,615 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 23:22:22,194 - pyskl - INFO - +top1_acc 0.8101 +top5_acc 0.9627 +2025-05-04 23:22:22,258 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_54.pth was removed +2025-05-04 23:22:23,432 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_63.pth. +2025-05-04 23:22:23,434 - pyskl - INFO - Best top1_acc is 0.8101 at 63 epoch. +2025-05-04 23:22:23,462 - pyskl - INFO - Epoch(val) [63][3718] top1_acc: 0.8101, top5_acc: 0.9627 +2025-05-04 23:23:32,094 - pyskl - INFO - Epoch [64][100/3405] lr: 1.560e-02, eta: 1 day, 13:41:29, time: 0.686, data_time: 0.234, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 3.2108, loss: 3.2108 +2025-05-04 23:24:17,417 - pyskl - INFO - Epoch [64][200/3405] lr: 1.559e-02, eta: 1 day, 13:40:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 3.2532, loss: 3.2532 +2025-05-04 23:25:02,850 - pyskl - INFO - Epoch [64][300/3405] lr: 1.559e-02, eta: 1 day, 13:39:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9788, loss_cls: 3.0785, loss: 3.0785 +2025-05-04 23:25:48,123 - pyskl - INFO - Epoch [64][400/3405] lr: 1.558e-02, eta: 1 day, 13:39:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 3.3569, loss: 3.3569 +2025-05-04 23:26:33,556 - pyskl - INFO - Epoch [64][500/3405] lr: 1.557e-02, eta: 1 day, 13:38:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9869, loss_cls: 3.1558, loss: 3.1558 +2025-05-04 23:27:18,769 - pyskl - INFO - Epoch [64][600/3405] lr: 1.556e-02, eta: 1 day, 13:37:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 3.2068, loss: 3.2068 +2025-05-04 23:28:03,880 - pyskl - INFO - Epoch [64][700/3405] lr: 1.556e-02, eta: 1 day, 13:36:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 3.3295, loss: 3.3295 +2025-05-04 23:28:49,017 - pyskl - INFO - Epoch [64][800/3405] lr: 1.555e-02, eta: 1 day, 13:36:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 3.1587, loss: 3.1587 +2025-05-04 23:29:34,335 - pyskl - INFO - Epoch [64][900/3405] lr: 1.554e-02, eta: 1 day, 13:35:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 3.2624, loss: 3.2624 +2025-05-04 23:30:19,618 - pyskl - INFO - Epoch [64][1000/3405] lr: 1.553e-02, eta: 1 day, 13:34:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 3.2182, loss: 3.2182 +2025-05-04 23:31:04,912 - pyskl - INFO - Epoch [64][1100/3405] lr: 1.553e-02, eta: 1 day, 13:33:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 3.2685, loss: 3.2685 +2025-05-04 23:31:50,411 - pyskl - INFO - Epoch [64][1200/3405] lr: 1.552e-02, eta: 1 day, 13:32:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 3.2054, loss: 3.2054 +2025-05-04 23:32:35,822 - pyskl - INFO - Epoch [64][1300/3405] lr: 1.551e-02, eta: 1 day, 13:32:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.2543, loss: 3.2543 +2025-05-04 23:33:21,061 - pyskl - INFO - Epoch [64][1400/3405] lr: 1.550e-02, eta: 1 day, 13:31:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 3.2121, loss: 3.2121 +2025-05-04 23:34:06,314 - pyskl - INFO - Epoch [64][1500/3405] lr: 1.550e-02, eta: 1 day, 13:30:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 3.2420, loss: 3.2420 +2025-05-04 23:34:51,480 - pyskl - INFO - Epoch [64][1600/3405] lr: 1.549e-02, eta: 1 day, 13:29:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 3.2909, loss: 3.2909 +2025-05-04 23:35:37,277 - pyskl - INFO - Epoch [64][1700/3405] lr: 1.548e-02, eta: 1 day, 13:29:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 3.3157, loss: 3.3157 +2025-05-04 23:36:22,452 - pyskl - INFO - Epoch [64][1800/3405] lr: 1.547e-02, eta: 1 day, 13:28:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.3473, loss: 3.3473 +2025-05-04 23:37:07,603 - pyskl - INFO - Epoch [64][1900/3405] lr: 1.547e-02, eta: 1 day, 13:27:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.2715, loss: 3.2715 +2025-05-04 23:37:52,758 - pyskl - INFO - Epoch [64][2000/3405] lr: 1.546e-02, eta: 1 day, 13:26:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 3.1827, loss: 3.1827 +2025-05-04 23:38:38,052 - pyskl - INFO - Epoch [64][2100/3405] lr: 1.545e-02, eta: 1 day, 13:25:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 3.3872, loss: 3.3872 +2025-05-04 23:39:23,232 - pyskl - INFO - Epoch [64][2200/3405] lr: 1.544e-02, eta: 1 day, 13:25:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 3.2833, loss: 3.2833 +2025-05-04 23:40:08,440 - pyskl - INFO - Epoch [64][2300/3405] lr: 1.544e-02, eta: 1 day, 13:24:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9819, loss_cls: 3.3165, loss: 3.3165 +2025-05-04 23:40:53,606 - pyskl - INFO - Epoch [64][2400/3405] lr: 1.543e-02, eta: 1 day, 13:23:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 3.3343, loss: 3.3343 +2025-05-04 23:41:38,915 - pyskl - INFO - Epoch [64][2500/3405] lr: 1.542e-02, eta: 1 day, 13:22:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 3.2302, loss: 3.2302 +2025-05-04 23:42:24,331 - pyskl - INFO - Epoch [64][2600/3405] lr: 1.541e-02, eta: 1 day, 13:22:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9869, loss_cls: 3.1941, loss: 3.1941 +2025-05-04 23:43:09,580 - pyskl - INFO - Epoch [64][2700/3405] lr: 1.541e-02, eta: 1 day, 13:21:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 3.1606, loss: 3.1606 +2025-05-04 23:43:54,987 - pyskl - INFO - Epoch [64][2800/3405] lr: 1.540e-02, eta: 1 day, 13:20:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 3.2566, loss: 3.2566 +2025-05-04 23:44:40,356 - pyskl - INFO - Epoch [64][2900/3405] lr: 1.539e-02, eta: 1 day, 13:19:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 3.2940, loss: 3.2940 +2025-05-04 23:45:25,651 - pyskl - INFO - Epoch [64][3000/3405] lr: 1.538e-02, eta: 1 day, 13:19:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 3.1356, loss: 3.1356 +2025-05-04 23:46:10,985 - pyskl - INFO - Epoch [64][3100/3405] lr: 1.538e-02, eta: 1 day, 13:18:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 3.2967, loss: 3.2967 +2025-05-04 23:46:56,195 - pyskl - INFO - Epoch [64][3200/3405] lr: 1.537e-02, eta: 1 day, 13:17:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 3.2566, loss: 3.2566 +2025-05-04 23:47:41,358 - pyskl - INFO - Epoch [64][3300/3405] lr: 1.536e-02, eta: 1 day, 13:16:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 3.3237, loss: 3.3237 +2025-05-04 23:48:26,517 - pyskl - INFO - Epoch [64][3400/3405] lr: 1.535e-02, eta: 1 day, 13:15:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9700, loss_cls: 3.2627, loss: 3.2627 +2025-05-04 23:48:29,168 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-05-04 23:52:37,290 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 23:52:37,846 - pyskl - INFO - +top1_acc 0.8019 +top5_acc 0.9613 +2025-05-04 23:52:37,870 - pyskl - INFO - Epoch(val) [64][3718] top1_acc: 0.8019, top5_acc: 0.9613 +2025-05-04 23:53:46,446 - pyskl - INFO - Epoch [65][100/3405] lr: 1.535e-02, eta: 1 day, 13:15:33, time: 0.686, data_time: 0.235, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 3.0929, loss: 3.0929 +2025-05-04 23:54:31,633 - pyskl - INFO - Epoch [65][200/3405] lr: 1.534e-02, eta: 1 day, 13:14:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9888, loss_cls: 3.2535, loss: 3.2535 +2025-05-04 23:55:16,875 - pyskl - INFO - Epoch [65][300/3405] lr: 1.533e-02, eta: 1 day, 13:14:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 3.1628, loss: 3.1628 +2025-05-04 23:56:02,302 - pyskl - INFO - Epoch [65][400/3405] lr: 1.532e-02, eta: 1 day, 13:13:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 3.1989, loss: 3.1989 +2025-05-04 23:56:47,608 - pyskl - INFO - Epoch [65][500/3405] lr: 1.532e-02, eta: 1 day, 13:12:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 3.1841, loss: 3.1841 +2025-05-04 23:57:32,867 - pyskl - INFO - Epoch [65][600/3405] lr: 1.531e-02, eta: 1 day, 13:11:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 3.0957, loss: 3.0957 +2025-05-04 23:58:18,038 - pyskl - INFO - Epoch [65][700/3405] lr: 1.530e-02, eta: 1 day, 13:10:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 3.2608, loss: 3.2608 +2025-05-04 23:59:03,408 - pyskl - INFO - Epoch [65][800/3405] lr: 1.529e-02, eta: 1 day, 13:10:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9862, loss_cls: 3.1419, loss: 3.1419 +2025-05-04 23:59:48,507 - pyskl - INFO - Epoch [65][900/3405] lr: 1.529e-02, eta: 1 day, 13:09:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 3.1060, loss: 3.1060 +2025-05-05 00:00:33,553 - pyskl - INFO - Epoch [65][1000/3405] lr: 1.528e-02, eta: 1 day, 13:08:34, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.2898, loss: 3.2898 +2025-05-05 00:01:18,731 - pyskl - INFO - Epoch [65][1100/3405] lr: 1.527e-02, eta: 1 day, 13:07:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 3.2626, loss: 3.2626 +2025-05-05 00:02:03,726 - pyskl - INFO - Epoch [65][1200/3405] lr: 1.526e-02, eta: 1 day, 13:07:00, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 3.2770, loss: 3.2770 +2025-05-05 00:02:48,770 - pyskl - INFO - Epoch [65][1300/3405] lr: 1.526e-02, eta: 1 day, 13:06:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 3.3708, loss: 3.3708 +2025-05-05 00:03:33,814 - pyskl - INFO - Epoch [65][1400/3405] lr: 1.525e-02, eta: 1 day, 13:05:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.2743, loss: 3.2743 +2025-05-05 00:04:19,026 - pyskl - INFO - Epoch [65][1500/3405] lr: 1.524e-02, eta: 1 day, 13:04:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 3.1740, loss: 3.1740 +2025-05-05 00:05:04,395 - pyskl - INFO - Epoch [65][1600/3405] lr: 1.523e-02, eta: 1 day, 13:03:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9725, loss_cls: 3.1198, loss: 3.1198 +2025-05-05 00:05:49,572 - pyskl - INFO - Epoch [65][1700/3405] lr: 1.523e-02, eta: 1 day, 13:03:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9838, loss_cls: 3.1635, loss: 3.1635 +2025-05-05 00:06:34,798 - pyskl - INFO - Epoch [65][1800/3405] lr: 1.522e-02, eta: 1 day, 13:02:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.3576, loss: 3.3576 +2025-05-05 00:07:20,130 - pyskl - INFO - Epoch [65][1900/3405] lr: 1.521e-02, eta: 1 day, 13:01:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 3.2958, loss: 3.2958 +2025-05-05 00:08:05,714 - pyskl - INFO - Epoch [65][2000/3405] lr: 1.520e-02, eta: 1 day, 13:00:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 3.2791, loss: 3.2791 +2025-05-05 00:08:51,214 - pyskl - INFO - Epoch [65][2100/3405] lr: 1.520e-02, eta: 1 day, 13:00:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 3.0773, loss: 3.0773 +2025-05-05 00:09:36,589 - pyskl - INFO - Epoch [65][2200/3405] lr: 1.519e-02, eta: 1 day, 12:59:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9800, loss_cls: 3.2034, loss: 3.2034 +2025-05-05 00:10:21,901 - pyskl - INFO - Epoch [65][2300/3405] lr: 1.518e-02, eta: 1 day, 12:58:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.1516, loss: 3.1516 +2025-05-05 00:11:07,155 - pyskl - INFO - Epoch [65][2400/3405] lr: 1.517e-02, eta: 1 day, 12:57:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 3.2935, loss: 3.2935 +2025-05-05 00:11:52,350 - pyskl - INFO - Epoch [65][2500/3405] lr: 1.517e-02, eta: 1 day, 12:56:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 3.1677, loss: 3.1677 +2025-05-05 00:12:37,550 - pyskl - INFO - Epoch [65][2600/3405] lr: 1.516e-02, eta: 1 day, 12:56:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 3.3430, loss: 3.3430 +2025-05-05 00:13:22,847 - pyskl - INFO - Epoch [65][2700/3405] lr: 1.515e-02, eta: 1 day, 12:55:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9706, loss_cls: 3.3361, loss: 3.3361 +2025-05-05 00:14:08,128 - pyskl - INFO - Epoch [65][2800/3405] lr: 1.514e-02, eta: 1 day, 12:54:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 3.3244, loss: 3.3244 +2025-05-05 00:14:53,379 - pyskl - INFO - Epoch [65][2900/3405] lr: 1.514e-02, eta: 1 day, 12:53:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9831, loss_cls: 3.2690, loss: 3.2690 +2025-05-05 00:15:38,686 - pyskl - INFO - Epoch [65][3000/3405] lr: 1.513e-02, eta: 1 day, 12:53:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.2748, loss: 3.2748 +2025-05-05 00:16:24,055 - pyskl - INFO - Epoch [65][3100/3405] lr: 1.512e-02, eta: 1 day, 12:52:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 3.2319, loss: 3.2319 +2025-05-05 00:17:09,277 - pyskl - INFO - Epoch [65][3200/3405] lr: 1.511e-02, eta: 1 day, 12:51:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 3.2501, loss: 3.2501 +2025-05-05 00:17:54,449 - pyskl - INFO - Epoch [65][3300/3405] lr: 1.511e-02, eta: 1 day, 12:50:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.3148, loss: 3.3148 +2025-05-05 00:18:39,711 - pyskl - INFO - Epoch [65][3400/3405] lr: 1.510e-02, eta: 1 day, 12:49:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9681, loss_cls: 3.3589, loss: 3.3589 +2025-05-05 00:18:42,397 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-05-05 00:22:54,451 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 00:22:54,999 - pyskl - INFO - +top1_acc 0.8063 +top5_acc 0.9616 +2025-05-05 00:22:55,021 - pyskl - INFO - Epoch(val) [65][3718] top1_acc: 0.8063, top5_acc: 0.9616 +2025-05-05 00:24:02,884 - pyskl - INFO - Epoch [66][100/3405] lr: 1.509e-02, eta: 1 day, 12:49:34, time: 0.679, data_time: 0.227, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9781, loss_cls: 3.1769, loss: 3.1769 +2025-05-05 00:24:48,223 - pyskl - INFO - Epoch [66][200/3405] lr: 1.508e-02, eta: 1 day, 12:48:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 3.1732, loss: 3.1732 +2025-05-05 00:25:33,284 - pyskl - INFO - Epoch [66][300/3405] lr: 1.508e-02, eta: 1 day, 12:48:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9881, loss_cls: 3.0600, loss: 3.0600 +2025-05-05 00:26:18,529 - pyskl - INFO - Epoch [66][400/3405] lr: 1.507e-02, eta: 1 day, 12:47:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 3.1746, loss: 3.1746 +2025-05-05 00:27:03,765 - pyskl - INFO - Epoch [66][500/3405] lr: 1.506e-02, eta: 1 day, 12:46:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 3.3056, loss: 3.3056 +2025-05-05 00:27:48,990 - pyskl - INFO - Epoch [66][600/3405] lr: 1.505e-02, eta: 1 day, 12:45:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 3.0583, loss: 3.0583 +2025-05-05 00:28:34,376 - pyskl - INFO - Epoch [66][700/3405] lr: 1.505e-02, eta: 1 day, 12:44:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 3.0813, loss: 3.0813 +2025-05-05 00:29:19,707 - pyskl - INFO - Epoch [66][800/3405] lr: 1.504e-02, eta: 1 day, 12:44:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 3.3124, loss: 3.3124 +2025-05-05 00:30:04,994 - pyskl - INFO - Epoch [66][900/3405] lr: 1.503e-02, eta: 1 day, 12:43:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 3.2814, loss: 3.2814 +2025-05-05 00:30:50,212 - pyskl - INFO - Epoch [66][1000/3405] lr: 1.502e-02, eta: 1 day, 12:42:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 3.2741, loss: 3.2741 +2025-05-05 00:31:35,391 - pyskl - INFO - Epoch [66][1100/3405] lr: 1.502e-02, eta: 1 day, 12:41:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 3.3008, loss: 3.3008 +2025-05-05 00:32:20,773 - pyskl - INFO - Epoch [66][1200/3405] lr: 1.501e-02, eta: 1 day, 12:41:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.2439, loss: 3.2439 +2025-05-05 00:33:06,161 - pyskl - INFO - Epoch [66][1300/3405] lr: 1.500e-02, eta: 1 day, 12:40:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9875, loss_cls: 3.1083, loss: 3.1083 +2025-05-05 00:33:51,325 - pyskl - INFO - Epoch [66][1400/3405] lr: 1.499e-02, eta: 1 day, 12:39:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 3.1495, loss: 3.1495 +2025-05-05 00:34:36,510 - pyskl - INFO - Epoch [66][1500/3405] lr: 1.499e-02, eta: 1 day, 12:38:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 3.1689, loss: 3.1689 +2025-05-05 00:35:21,663 - pyskl - INFO - Epoch [66][1600/3405] lr: 1.498e-02, eta: 1 day, 12:37:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.2982, loss: 3.2982 +2025-05-05 00:36:06,830 - pyskl - INFO - Epoch [66][1700/3405] lr: 1.497e-02, eta: 1 day, 12:37:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 3.1813, loss: 3.1813 +2025-05-05 00:36:52,088 - pyskl - INFO - Epoch [66][1800/3405] lr: 1.496e-02, eta: 1 day, 12:36:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 3.1255, loss: 3.1255 +2025-05-05 00:37:37,320 - pyskl - INFO - Epoch [66][1900/3405] lr: 1.496e-02, eta: 1 day, 12:35:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.2554, loss: 3.2554 +2025-05-05 00:38:22,681 - pyskl - INFO - Epoch [66][2000/3405] lr: 1.495e-02, eta: 1 day, 12:34:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 3.2453, loss: 3.2453 +2025-05-05 00:39:08,163 - pyskl - INFO - Epoch [66][2100/3405] lr: 1.494e-02, eta: 1 day, 12:34:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 3.2665, loss: 3.2665 +2025-05-05 00:39:53,583 - pyskl - INFO - Epoch [66][2200/3405] lr: 1.493e-02, eta: 1 day, 12:33:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 3.1686, loss: 3.1686 +2025-05-05 00:40:38,866 - pyskl - INFO - Epoch [66][2300/3405] lr: 1.493e-02, eta: 1 day, 12:32:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.2311, loss: 3.2311 +2025-05-05 00:41:24,147 - pyskl - INFO - Epoch [66][2400/3405] lr: 1.492e-02, eta: 1 day, 12:31:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.2785, loss: 3.2785 +2025-05-05 00:42:09,476 - pyskl - INFO - Epoch [66][2500/3405] lr: 1.491e-02, eta: 1 day, 12:30:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 3.3325, loss: 3.3325 +2025-05-05 00:42:54,825 - pyskl - INFO - Epoch [66][2600/3405] lr: 1.490e-02, eta: 1 day, 12:30:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 3.2795, loss: 3.2795 +2025-05-05 00:43:40,109 - pyskl - INFO - Epoch [66][2700/3405] lr: 1.490e-02, eta: 1 day, 12:29:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 3.2765, loss: 3.2765 +2025-05-05 00:44:25,404 - pyskl - INFO - Epoch [66][2800/3405] lr: 1.489e-02, eta: 1 day, 12:28:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 3.2360, loss: 3.2360 +2025-05-05 00:45:10,706 - pyskl - INFO - Epoch [66][2900/3405] lr: 1.488e-02, eta: 1 day, 12:27:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 3.1823, loss: 3.1823 +2025-05-05 00:45:56,003 - pyskl - INFO - Epoch [66][3000/3405] lr: 1.487e-02, eta: 1 day, 12:27:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 3.3295, loss: 3.3295 +2025-05-05 00:46:41,299 - pyskl - INFO - Epoch [66][3100/3405] lr: 1.487e-02, eta: 1 day, 12:26:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 3.2969, loss: 3.2969 +2025-05-05 00:47:26,628 - pyskl - INFO - Epoch [66][3200/3405] lr: 1.486e-02, eta: 1 day, 12:25:32, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 3.2656, loss: 3.2656 +2025-05-05 00:48:11,916 - pyskl - INFO - Epoch [66][3300/3405] lr: 1.485e-02, eta: 1 day, 12:24:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 3.2017, loss: 3.2017 +2025-05-05 00:48:57,244 - pyskl - INFO - Epoch [66][3400/3405] lr: 1.484e-02, eta: 1 day, 12:23:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 3.1611, loss: 3.1611 +2025-05-05 00:48:59,925 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-05-05 00:53:09,653 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 00:53:10,235 - pyskl - INFO - +top1_acc 0.8199 +top5_acc 0.9645 +2025-05-05 00:53:10,301 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_63.pth was removed +2025-05-05 00:53:11,451 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_66.pth. +2025-05-05 00:53:11,453 - pyskl - INFO - Best top1_acc is 0.8199 at 66 epoch. +2025-05-05 00:53:11,480 - pyskl - INFO - Epoch(val) [66][3718] top1_acc: 0.8199, top5_acc: 0.9645 +2025-05-05 00:54:20,030 - pyskl - INFO - Epoch [67][100/3405] lr: 1.483e-02, eta: 1 day, 12:23:37, time: 0.685, data_time: 0.233, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 3.1180, loss: 3.1180 +2025-05-05 00:55:05,244 - pyskl - INFO - Epoch [67][200/3405] lr: 1.483e-02, eta: 1 day, 12:22:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 3.0319, loss: 3.0319 +2025-05-05 00:55:50,375 - pyskl - INFO - Epoch [67][300/3405] lr: 1.482e-02, eta: 1 day, 12:22:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.2818, loss: 3.2818 +2025-05-05 00:56:35,550 - pyskl - INFO - Epoch [67][400/3405] lr: 1.481e-02, eta: 1 day, 12:21:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 3.2049, loss: 3.2049 +2025-05-05 00:57:20,687 - pyskl - INFO - Epoch [67][500/3405] lr: 1.480e-02, eta: 1 day, 12:20:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 3.1714, loss: 3.1714 +2025-05-05 00:58:05,743 - pyskl - INFO - Epoch [67][600/3405] lr: 1.480e-02, eta: 1 day, 12:19:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 3.1019, loss: 3.1019 +2025-05-05 00:58:50,827 - pyskl - INFO - Epoch [67][700/3405] lr: 1.479e-02, eta: 1 day, 12:18:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 3.1094, loss: 3.1094 +2025-05-05 00:59:35,898 - pyskl - INFO - Epoch [67][800/3405] lr: 1.478e-02, eta: 1 day, 12:18:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9838, loss_cls: 3.2638, loss: 3.2638 +2025-05-05 01:00:20,935 - pyskl - INFO - Epoch [67][900/3405] lr: 1.477e-02, eta: 1 day, 12:17:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 3.1883, loss: 3.1883 +2025-05-05 01:01:05,968 - pyskl - INFO - Epoch [67][1000/3405] lr: 1.477e-02, eta: 1 day, 12:16:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 3.0788, loss: 3.0788 +2025-05-05 01:01:51,239 - pyskl - INFO - Epoch [67][1100/3405] lr: 1.476e-02, eta: 1 day, 12:15:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 3.1564, loss: 3.1564 +2025-05-05 01:02:36,454 - pyskl - INFO - Epoch [67][1200/3405] lr: 1.475e-02, eta: 1 day, 12:15:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 3.1755, loss: 3.1755 +2025-05-05 01:03:21,571 - pyskl - INFO - Epoch [67][1300/3405] lr: 1.474e-02, eta: 1 day, 12:14:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 3.2240, loss: 3.2240 +2025-05-05 01:04:06,667 - pyskl - INFO - Epoch [67][1400/3405] lr: 1.474e-02, eta: 1 day, 12:13:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 3.2304, loss: 3.2304 +2025-05-05 01:04:51,730 - pyskl - INFO - Epoch [67][1500/3405] lr: 1.473e-02, eta: 1 day, 12:12:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9862, loss_cls: 3.1169, loss: 3.1169 +2025-05-05 01:05:36,826 - pyskl - INFO - Epoch [67][1600/3405] lr: 1.472e-02, eta: 1 day, 12:11:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 3.0852, loss: 3.0852 +2025-05-05 01:06:21,955 - pyskl - INFO - Epoch [67][1700/3405] lr: 1.471e-02, eta: 1 day, 12:11:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9812, loss_cls: 3.2349, loss: 3.2349 +2025-05-05 01:07:07,176 - pyskl - INFO - Epoch [67][1800/3405] lr: 1.471e-02, eta: 1 day, 12:10:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 3.1642, loss: 3.1642 +2025-05-05 01:07:52,253 - pyskl - INFO - Epoch [67][1900/3405] lr: 1.470e-02, eta: 1 day, 12:09:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 3.1106, loss: 3.1106 +2025-05-05 01:08:37,379 - pyskl - INFO - Epoch [67][2000/3405] lr: 1.469e-02, eta: 1 day, 12:08:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.3115, loss: 3.3115 +2025-05-05 01:09:22,585 - pyskl - INFO - Epoch [67][2100/3405] lr: 1.468e-02, eta: 1 day, 12:08:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 3.2337, loss: 3.2337 +2025-05-05 01:10:07,839 - pyskl - INFO - Epoch [67][2200/3405] lr: 1.468e-02, eta: 1 day, 12:07:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 3.1737, loss: 3.1737 +2025-05-05 01:10:52,974 - pyskl - INFO - Epoch [67][2300/3405] lr: 1.467e-02, eta: 1 day, 12:06:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 3.2058, loss: 3.2058 +2025-05-05 01:11:38,126 - pyskl - INFO - Epoch [67][2400/3405] lr: 1.466e-02, eta: 1 day, 12:05:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9731, loss_cls: 3.1991, loss: 3.1991 +2025-05-05 01:12:23,348 - pyskl - INFO - Epoch [67][2500/3405] lr: 1.465e-02, eta: 1 day, 12:04:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 3.2626, loss: 3.2626 +2025-05-05 01:13:08,514 - pyskl - INFO - Epoch [67][2600/3405] lr: 1.465e-02, eta: 1 day, 12:04:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.1859, loss: 3.1859 +2025-05-05 01:13:53,744 - pyskl - INFO - Epoch [67][2700/3405] lr: 1.464e-02, eta: 1 day, 12:03:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.1948, loss: 3.1948 +2025-05-05 01:14:38,967 - pyskl - INFO - Epoch [67][2800/3405] lr: 1.463e-02, eta: 1 day, 12:02:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 3.1401, loss: 3.1401 +2025-05-05 01:15:24,196 - pyskl - INFO - Epoch [67][2900/3405] lr: 1.462e-02, eta: 1 day, 12:01:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 3.3489, loss: 3.3489 +2025-05-05 01:16:09,392 - pyskl - INFO - Epoch [67][3000/3405] lr: 1.462e-02, eta: 1 day, 12:01:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 3.1778, loss: 3.1778 +2025-05-05 01:16:54,597 - pyskl - INFO - Epoch [67][3100/3405] lr: 1.461e-02, eta: 1 day, 12:00:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 3.1928, loss: 3.1928 +2025-05-05 01:17:39,819 - pyskl - INFO - Epoch [67][3200/3405] lr: 1.460e-02, eta: 1 day, 11:59:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 3.3129, loss: 3.3129 +2025-05-05 01:18:25,016 - pyskl - INFO - Epoch [67][3300/3405] lr: 1.459e-02, eta: 1 day, 11:58:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.2794, loss: 3.2794 +2025-05-05 01:19:10,215 - pyskl - INFO - Epoch [67][3400/3405] lr: 1.459e-02, eta: 1 day, 11:57:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9831, loss_cls: 3.2241, loss: 3.2241 +2025-05-05 01:19:12,955 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-05-05 01:23:21,604 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 01:23:22,156 - pyskl - INFO - +top1_acc 0.8151 +top5_acc 0.9657 +2025-05-05 01:23:22,177 - pyskl - INFO - Epoch(val) [67][3718] top1_acc: 0.8151, top5_acc: 0.9657 +2025-05-05 01:24:30,376 - pyskl - INFO - Epoch [68][100/3405] lr: 1.458e-02, eta: 1 day, 11:57:34, time: 0.682, data_time: 0.230, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 3.1602, loss: 3.1602 +2025-05-05 01:25:15,637 - pyskl - INFO - Epoch [68][200/3405] lr: 1.457e-02, eta: 1 day, 11:56:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 3.2473, loss: 3.2473 +2025-05-05 01:26:00,838 - pyskl - INFO - Epoch [68][300/3405] lr: 1.456e-02, eta: 1 day, 11:56:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 3.1874, loss: 3.1874 +2025-05-05 01:26:46,053 - pyskl - INFO - Epoch [68][400/3405] lr: 1.455e-02, eta: 1 day, 11:55:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 3.0944, loss: 3.0944 +2025-05-05 01:27:31,282 - pyskl - INFO - Epoch [68][500/3405] lr: 1.455e-02, eta: 1 day, 11:54:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.1698, loss: 3.1698 +2025-05-05 01:28:16,532 - pyskl - INFO - Epoch [68][600/3405] lr: 1.454e-02, eta: 1 day, 11:53:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 3.0119, loss: 3.0119 +2025-05-05 01:29:01,739 - pyskl - INFO - Epoch [68][700/3405] lr: 1.453e-02, eta: 1 day, 11:52:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 3.1761, loss: 3.1761 +2025-05-05 01:29:46,922 - pyskl - INFO - Epoch [68][800/3405] lr: 1.452e-02, eta: 1 day, 11:52:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9850, loss_cls: 3.1730, loss: 3.1730 +2025-05-05 01:30:32,100 - pyskl - INFO - Epoch [68][900/3405] lr: 1.452e-02, eta: 1 day, 11:51:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 3.1594, loss: 3.1594 +2025-05-05 01:31:17,382 - pyskl - INFO - Epoch [68][1000/3405] lr: 1.451e-02, eta: 1 day, 11:50:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 3.0979, loss: 3.0979 +2025-05-05 01:32:02,692 - pyskl - INFO - Epoch [68][1100/3405] lr: 1.450e-02, eta: 1 day, 11:49:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 3.2365, loss: 3.2365 +2025-05-05 01:32:47,959 - pyskl - INFO - Epoch [68][1200/3405] lr: 1.449e-02, eta: 1 day, 11:49:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9900, loss_cls: 3.0917, loss: 3.0917 +2025-05-05 01:33:33,176 - pyskl - INFO - Epoch [68][1300/3405] lr: 1.449e-02, eta: 1 day, 11:48:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.0463, loss: 3.0463 +2025-05-05 01:34:18,411 - pyskl - INFO - Epoch [68][1400/3405] lr: 1.448e-02, eta: 1 day, 11:47:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 3.1134, loss: 3.1134 +2025-05-05 01:35:03,594 - pyskl - INFO - Epoch [68][1500/3405] lr: 1.447e-02, eta: 1 day, 11:46:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 3.2894, loss: 3.2894 +2025-05-05 01:35:48,894 - pyskl - INFO - Epoch [68][1600/3405] lr: 1.446e-02, eta: 1 day, 11:45:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 3.1414, loss: 3.1414 +2025-05-05 01:36:34,078 - pyskl - INFO - Epoch [68][1700/3405] lr: 1.446e-02, eta: 1 day, 11:45:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 3.2188, loss: 3.2188 +2025-05-05 01:37:19,289 - pyskl - INFO - Epoch [68][1800/3405] lr: 1.445e-02, eta: 1 day, 11:44:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 3.1812, loss: 3.1812 +2025-05-05 01:38:04,480 - pyskl - INFO - Epoch [68][1900/3405] lr: 1.444e-02, eta: 1 day, 11:43:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 3.2675, loss: 3.2675 +2025-05-05 01:38:49,684 - pyskl - INFO - Epoch [68][2000/3405] lr: 1.443e-02, eta: 1 day, 11:42:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 3.2994, loss: 3.2994 +2025-05-05 01:39:34,899 - pyskl - INFO - Epoch [68][2100/3405] lr: 1.443e-02, eta: 1 day, 11:42:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 3.1231, loss: 3.1231 +2025-05-05 01:40:20,082 - pyskl - INFO - Epoch [68][2200/3405] lr: 1.442e-02, eta: 1 day, 11:41:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.2401, loss: 3.2401 +2025-05-05 01:41:05,311 - pyskl - INFO - Epoch [68][2300/3405] lr: 1.441e-02, eta: 1 day, 11:40:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 3.1485, loss: 3.1485 +2025-05-05 01:41:50,528 - pyskl - INFO - Epoch [68][2400/3405] lr: 1.440e-02, eta: 1 day, 11:39:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 3.0565, loss: 3.0565 +2025-05-05 01:42:35,751 - pyskl - INFO - Epoch [68][2500/3405] lr: 1.439e-02, eta: 1 day, 11:38:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 3.2328, loss: 3.2328 +2025-05-05 01:43:20,938 - pyskl - INFO - Epoch [68][2600/3405] lr: 1.439e-02, eta: 1 day, 11:38:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 3.1499, loss: 3.1499 +2025-05-05 01:44:06,126 - pyskl - INFO - Epoch [68][2700/3405] lr: 1.438e-02, eta: 1 day, 11:37:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9844, loss_cls: 3.0964, loss: 3.0964 +2025-05-05 01:44:51,398 - pyskl - INFO - Epoch [68][2800/3405] lr: 1.437e-02, eta: 1 day, 11:36:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9725, loss_cls: 3.1853, loss: 3.1853 +2025-05-05 01:45:36,671 - pyskl - INFO - Epoch [68][2900/3405] lr: 1.436e-02, eta: 1 day, 11:35:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.1169, loss: 3.1169 +2025-05-05 01:46:21,871 - pyskl - INFO - Epoch [68][3000/3405] lr: 1.436e-02, eta: 1 day, 11:35:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 3.3028, loss: 3.3028 +2025-05-05 01:47:07,080 - pyskl - INFO - Epoch [68][3100/3405] lr: 1.435e-02, eta: 1 day, 11:34:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.2107, loss: 3.2107 +2025-05-05 01:47:52,297 - pyskl - INFO - Epoch [68][3200/3405] lr: 1.434e-02, eta: 1 day, 11:33:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 3.2828, loss: 3.2828 +2025-05-05 01:48:37,670 - pyskl - INFO - Epoch [68][3300/3405] lr: 1.433e-02, eta: 1 day, 11:32:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 3.2736, loss: 3.2736 +2025-05-05 01:49:22,941 - pyskl - INFO - Epoch [68][3400/3405] lr: 1.433e-02, eta: 1 day, 11:31:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.2855, loss: 3.2855 +2025-05-05 01:49:25,638 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-05-05 01:53:33,670 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 01:53:34,218 - pyskl - INFO - +top1_acc 0.8238 +top5_acc 0.9682 +2025-05-05 01:53:34,280 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_66.pth was removed +2025-05-05 01:53:35,342 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. +2025-05-05 01:53:35,344 - pyskl - INFO - Best top1_acc is 0.8238 at 68 epoch. +2025-05-05 01:53:35,366 - pyskl - INFO - Epoch(val) [68][3718] top1_acc: 0.8238, top5_acc: 0.9682 +2025-05-05 01:54:43,408 - pyskl - INFO - Epoch [69][100/3405] lr: 1.432e-02, eta: 1 day, 11:31:35, time: 0.680, data_time: 0.230, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 3.1399, loss: 3.1399 +2025-05-05 01:55:28,530 - pyskl - INFO - Epoch [69][200/3405] lr: 1.431e-02, eta: 1 day, 11:30:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 3.1235, loss: 3.1235 +2025-05-05 01:56:13,722 - pyskl - INFO - Epoch [69][300/3405] lr: 1.430e-02, eta: 1 day, 11:30:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9894, loss_cls: 2.9640, loss: 2.9640 +2025-05-05 01:56:58,972 - pyskl - INFO - Epoch [69][400/3405] lr: 1.430e-02, eta: 1 day, 11:29:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.9951, loss: 2.9951 +2025-05-05 01:57:44,138 - pyskl - INFO - Epoch [69][500/3405] lr: 1.429e-02, eta: 1 day, 11:28:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 3.0345, loss: 3.0345 +2025-05-05 01:58:29,559 - pyskl - INFO - Epoch [69][600/3405] lr: 1.428e-02, eta: 1 day, 11:27:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 3.1156, loss: 3.1156 +2025-05-05 01:59:14,867 - pyskl - INFO - Epoch [69][700/3405] lr: 1.427e-02, eta: 1 day, 11:26:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 3.1724, loss: 3.1724 +2025-05-05 02:00:00,155 - pyskl - INFO - Epoch [69][800/3405] lr: 1.427e-02, eta: 1 day, 11:26:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 3.0859, loss: 3.0859 +2025-05-05 02:00:45,553 - pyskl - INFO - Epoch [69][900/3405] lr: 1.426e-02, eta: 1 day, 11:25:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 3.0939, loss: 3.0939 +2025-05-05 02:01:30,959 - pyskl - INFO - Epoch [69][1000/3405] lr: 1.425e-02, eta: 1 day, 11:24:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 3.0033, loss: 3.0033 +2025-05-05 02:02:16,344 - pyskl - INFO - Epoch [69][1100/3405] lr: 1.424e-02, eta: 1 day, 11:23:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 3.1273, loss: 3.1273 +2025-05-05 02:03:01,591 - pyskl - INFO - Epoch [69][1200/3405] lr: 1.423e-02, eta: 1 day, 11:23:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 3.0443, loss: 3.0443 +2025-05-05 02:03:46,833 - pyskl - INFO - Epoch [69][1300/3405] lr: 1.423e-02, eta: 1 day, 11:22:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 3.2859, loss: 3.2859 +2025-05-05 02:04:32,162 - pyskl - INFO - Epoch [69][1400/3405] lr: 1.422e-02, eta: 1 day, 11:21:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 3.1635, loss: 3.1635 +2025-05-05 02:05:17,411 - pyskl - INFO - Epoch [69][1500/3405] lr: 1.421e-02, eta: 1 day, 11:20:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 3.1883, loss: 3.1883 +2025-05-05 02:06:02,476 - pyskl - INFO - Epoch [69][1600/3405] lr: 1.420e-02, eta: 1 day, 11:19:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9875, loss_cls: 3.0267, loss: 3.0267 +2025-05-05 02:06:47,497 - pyskl - INFO - Epoch [69][1700/3405] lr: 1.420e-02, eta: 1 day, 11:19:11, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.2586, loss: 3.2586 +2025-05-05 02:07:32,520 - pyskl - INFO - Epoch [69][1800/3405] lr: 1.419e-02, eta: 1 day, 11:18:24, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.1534, loss: 3.1534 +2025-05-05 02:08:17,621 - pyskl - INFO - Epoch [69][1900/3405] lr: 1.418e-02, eta: 1 day, 11:17:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 3.1358, loss: 3.1358 +2025-05-05 02:09:02,697 - pyskl - INFO - Epoch [69][2000/3405] lr: 1.417e-02, eta: 1 day, 11:16:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.1734, loss: 3.1734 +2025-05-05 02:09:47,768 - pyskl - INFO - Epoch [69][2100/3405] lr: 1.417e-02, eta: 1 day, 11:16:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.1339, loss: 3.1339 +2025-05-05 02:10:32,847 - pyskl - INFO - Epoch [69][2200/3405] lr: 1.416e-02, eta: 1 day, 11:15:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 3.1055, loss: 3.1055 +2025-05-05 02:11:17,933 - pyskl - INFO - Epoch [69][2300/3405] lr: 1.415e-02, eta: 1 day, 11:14:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 3.1922, loss: 3.1922 +2025-05-05 02:12:02,960 - pyskl - INFO - Epoch [69][2400/3405] lr: 1.414e-02, eta: 1 day, 11:13:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 3.1342, loss: 3.1342 +2025-05-05 02:12:47,989 - pyskl - INFO - Epoch [69][2500/3405] lr: 1.414e-02, eta: 1 day, 11:12:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 3.0552, loss: 3.0552 +2025-05-05 02:13:33,026 - pyskl - INFO - Epoch [69][2600/3405] lr: 1.413e-02, eta: 1 day, 11:12:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 3.2442, loss: 3.2442 +2025-05-05 02:14:18,104 - pyskl - INFO - Epoch [69][2700/3405] lr: 1.412e-02, eta: 1 day, 11:11:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.2587, loss: 3.2587 +2025-05-05 02:15:03,171 - pyskl - INFO - Epoch [69][2800/3405] lr: 1.411e-02, eta: 1 day, 11:10:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9875, loss_cls: 3.2115, loss: 3.2115 +2025-05-05 02:15:48,233 - pyskl - INFO - Epoch [69][2900/3405] lr: 1.411e-02, eta: 1 day, 11:09:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 3.0815, loss: 3.0815 +2025-05-05 02:16:33,509 - pyskl - INFO - Epoch [69][3000/3405] lr: 1.410e-02, eta: 1 day, 11:09:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9688, loss_cls: 3.3573, loss: 3.3573 +2025-05-05 02:17:18,756 - pyskl - INFO - Epoch [69][3100/3405] lr: 1.409e-02, eta: 1 day, 11:08:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9781, loss_cls: 3.3983, loss: 3.3983 +2025-05-05 02:18:04,011 - pyskl - INFO - Epoch [69][3200/3405] lr: 1.408e-02, eta: 1 day, 11:07:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 3.1941, loss: 3.1941 +2025-05-05 02:18:49,207 - pyskl - INFO - Epoch [69][3300/3405] lr: 1.407e-02, eta: 1 day, 11:06:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 3.1991, loss: 3.1991 +2025-05-05 02:19:34,443 - pyskl - INFO - Epoch [69][3400/3405] lr: 1.407e-02, eta: 1 day, 11:05:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 3.1599, loss: 3.1599 +2025-05-05 02:19:37,183 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-05-05 02:23:49,826 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 02:23:50,376 - pyskl - INFO - +top1_acc 0.8099 +top5_acc 0.9639 +2025-05-05 02:23:50,402 - pyskl - INFO - Epoch(val) [69][3718] top1_acc: 0.8099, top5_acc: 0.9639 +2025-05-05 02:24:58,971 - pyskl - INFO - Epoch [70][100/3405] lr: 1.406e-02, eta: 1 day, 11:05:33, time: 0.686, data_time: 0.234, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 3.0196, loss: 3.0196 +2025-05-05 02:25:44,244 - pyskl - INFO - Epoch [70][200/3405] lr: 1.405e-02, eta: 1 day, 11:04:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9844, loss_cls: 3.1551, loss: 3.1551 +2025-05-05 02:26:29,510 - pyskl - INFO - Epoch [70][300/3405] lr: 1.404e-02, eta: 1 day, 11:04:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 3.0376, loss: 3.0376 +2025-05-05 02:27:14,778 - pyskl - INFO - Epoch [70][400/3405] lr: 1.404e-02, eta: 1 day, 11:03:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 3.0917, loss: 3.0917 +2025-05-05 02:28:00,128 - pyskl - INFO - Epoch [70][500/3405] lr: 1.403e-02, eta: 1 day, 11:02:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 3.1050, loss: 3.1050 +2025-05-05 02:28:45,385 - pyskl - INFO - Epoch [70][600/3405] lr: 1.402e-02, eta: 1 day, 11:01:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9819, loss_cls: 3.1487, loss: 3.1487 +2025-05-05 02:29:30,521 - pyskl - INFO - Epoch [70][700/3405] lr: 1.401e-02, eta: 1 day, 11:00:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 3.2791, loss: 3.2791 +2025-05-05 02:30:15,723 - pyskl - INFO - Epoch [70][800/3405] lr: 1.401e-02, eta: 1 day, 11:00:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9869, loss_cls: 3.0785, loss: 3.0785 +2025-05-05 02:31:00,947 - pyskl - INFO - Epoch [70][900/3405] lr: 1.400e-02, eta: 1 day, 10:59:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 3.2677, loss: 3.2677 +2025-05-05 02:31:46,131 - pyskl - INFO - Epoch [70][1000/3405] lr: 1.399e-02, eta: 1 day, 10:58:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 3.1676, loss: 3.1676 +2025-05-05 02:32:31,267 - pyskl - INFO - Epoch [70][1100/3405] lr: 1.398e-02, eta: 1 day, 10:57:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 3.0575, loss: 3.0575 +2025-05-05 02:33:16,434 - pyskl - INFO - Epoch [70][1200/3405] lr: 1.398e-02, eta: 1 day, 10:57:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 3.1503, loss: 3.1503 +2025-05-05 02:34:01,615 - pyskl - INFO - Epoch [70][1300/3405] lr: 1.397e-02, eta: 1 day, 10:56:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 3.0950, loss: 3.0950 +2025-05-05 02:34:46,862 - pyskl - INFO - Epoch [70][1400/3405] lr: 1.396e-02, eta: 1 day, 10:55:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 3.0188, loss: 3.0188 +2025-05-05 02:35:32,038 - pyskl - INFO - Epoch [70][1500/3405] lr: 1.395e-02, eta: 1 day, 10:54:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 3.1580, loss: 3.1580 +2025-05-05 02:36:17,188 - pyskl - INFO - Epoch [70][1600/3405] lr: 1.394e-02, eta: 1 day, 10:53:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 3.2134, loss: 3.2134 +2025-05-05 02:37:02,397 - pyskl - INFO - Epoch [70][1700/3405] lr: 1.394e-02, eta: 1 day, 10:53:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9769, loss_cls: 3.1168, loss: 3.1168 +2025-05-05 02:37:47,566 - pyskl - INFO - Epoch [70][1800/3405] lr: 1.393e-02, eta: 1 day, 10:52:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 3.0869, loss: 3.0869 +2025-05-05 02:38:32,722 - pyskl - INFO - Epoch [70][1900/3405] lr: 1.392e-02, eta: 1 day, 10:51:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 3.1940, loss: 3.1940 +2025-05-05 02:39:17,770 - pyskl - INFO - Epoch [70][2000/3405] lr: 1.391e-02, eta: 1 day, 10:50:49, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.1978, loss: 3.1978 +2025-05-05 02:40:02,836 - pyskl - INFO - Epoch [70][2100/3405] lr: 1.391e-02, eta: 1 day, 10:50:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 3.1106, loss: 3.1106 +2025-05-05 02:40:47,893 - pyskl - INFO - Epoch [70][2200/3405] lr: 1.390e-02, eta: 1 day, 10:49:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 3.2301, loss: 3.2301 +2025-05-05 02:41:32,996 - pyskl - INFO - Epoch [70][2300/3405] lr: 1.389e-02, eta: 1 day, 10:48:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 3.0716, loss: 3.0716 +2025-05-05 02:42:18,105 - pyskl - INFO - Epoch [70][2400/3405] lr: 1.388e-02, eta: 1 day, 10:47:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 3.1801, loss: 3.1801 +2025-05-05 02:43:03,190 - pyskl - INFO - Epoch [70][2500/3405] lr: 1.388e-02, eta: 1 day, 10:46:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.9818, loss: 2.9818 +2025-05-05 02:43:48,299 - pyskl - INFO - Epoch [70][2600/3405] lr: 1.387e-02, eta: 1 day, 10:46:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 3.2535, loss: 3.2535 +2025-05-05 02:44:33,536 - pyskl - INFO - Epoch [70][2700/3405] lr: 1.386e-02, eta: 1 day, 10:45:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9725, loss_cls: 3.2547, loss: 3.2547 +2025-05-05 02:45:18,705 - pyskl - INFO - Epoch [70][2800/3405] lr: 1.385e-02, eta: 1 day, 10:44:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 3.2624, loss: 3.2624 +2025-05-05 02:46:04,027 - pyskl - INFO - Epoch [70][2900/3405] lr: 1.385e-02, eta: 1 day, 10:43:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 3.1416, loss: 3.1416 +2025-05-05 02:46:49,244 - pyskl - INFO - Epoch [70][3000/3405] lr: 1.384e-02, eta: 1 day, 10:43:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9794, loss_cls: 3.3106, loss: 3.3106 +2025-05-05 02:47:34,470 - pyskl - INFO - Epoch [70][3100/3405] lr: 1.383e-02, eta: 1 day, 10:42:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 3.2021, loss: 3.2021 +2025-05-05 02:48:19,651 - pyskl - INFO - Epoch [70][3200/3405] lr: 1.382e-02, eta: 1 day, 10:41:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.1781, loss: 3.1781 +2025-05-05 02:49:04,902 - pyskl - INFO - Epoch [70][3300/3405] lr: 1.381e-02, eta: 1 day, 10:40:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 3.2236, loss: 3.2236 +2025-05-05 02:49:50,163 - pyskl - INFO - Epoch [70][3400/3405] lr: 1.381e-02, eta: 1 day, 10:39:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 3.1213, loss: 3.1213 +2025-05-05 02:49:52,833 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-05-05 02:54:00,474 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 02:54:01,029 - pyskl - INFO - +top1_acc 0.8127 +top5_acc 0.9674 +2025-05-05 02:54:01,052 - pyskl - INFO - Epoch(val) [70][3718] top1_acc: 0.8127, top5_acc: 0.9674 +2025-05-05 02:55:09,321 - pyskl - INFO - Epoch [71][100/3405] lr: 1.380e-02, eta: 1 day, 10:39:32, time: 0.683, data_time: 0.231, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 3.0630, loss: 3.0630 +2025-05-05 02:55:54,598 - pyskl - INFO - Epoch [71][200/3405] lr: 1.379e-02, eta: 1 day, 10:38:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 3.0089, loss: 3.0089 +2025-05-05 02:56:39,836 - pyskl - INFO - Epoch [71][300/3405] lr: 1.378e-02, eta: 1 day, 10:37:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 3.0700, loss: 3.0700 +2025-05-05 02:57:25,073 - pyskl - INFO - Epoch [71][400/3405] lr: 1.378e-02, eta: 1 day, 10:37:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 3.1016, loss: 3.1016 +2025-05-05 02:58:10,355 - pyskl - INFO - Epoch [71][500/3405] lr: 1.377e-02, eta: 1 day, 10:36:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 3.0253, loss: 3.0253 +2025-05-05 02:58:55,611 - pyskl - INFO - Epoch [71][600/3405] lr: 1.376e-02, eta: 1 day, 10:35:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9825, loss_cls: 3.2258, loss: 3.2258 +2025-05-05 02:59:40,872 - pyskl - INFO - Epoch [71][700/3405] lr: 1.375e-02, eta: 1 day, 10:34:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9838, loss_cls: 3.0540, loss: 3.0540 +2025-05-05 03:00:26,026 - pyskl - INFO - Epoch [71][800/3405] lr: 1.375e-02, eta: 1 day, 10:34:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 3.1663, loss: 3.1663 +2025-05-05 03:01:11,152 - pyskl - INFO - Epoch [71][900/3405] lr: 1.374e-02, eta: 1 day, 10:33:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 3.0922, loss: 3.0922 +2025-05-05 03:01:56,208 - pyskl - INFO - Epoch [71][1000/3405] lr: 1.373e-02, eta: 1 day, 10:32:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 3.0465, loss: 3.0465 +2025-05-05 03:02:41,133 - pyskl - INFO - Epoch [71][1100/3405] lr: 1.372e-02, eta: 1 day, 10:31:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 3.0432, loss: 3.0432 +2025-05-05 03:03:26,195 - pyskl - INFO - Epoch [71][1200/3405] lr: 1.371e-02, eta: 1 day, 10:31:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 3.2327, loss: 3.2327 +2025-05-05 03:04:11,244 - pyskl - INFO - Epoch [71][1300/3405] lr: 1.371e-02, eta: 1 day, 10:30:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 3.1930, loss: 3.1930 +2025-05-05 03:04:56,071 - pyskl - INFO - Epoch [71][1400/3405] lr: 1.370e-02, eta: 1 day, 10:29:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.2306, loss: 3.2306 +2025-05-05 03:05:41,087 - pyskl - INFO - Epoch [71][1500/3405] lr: 1.369e-02, eta: 1 day, 10:28:40, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 3.2111, loss: 3.2111 +2025-05-05 03:06:26,402 - pyskl - INFO - Epoch [71][1600/3405] lr: 1.368e-02, eta: 1 day, 10:27:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 3.1048, loss: 3.1048 +2025-05-05 03:07:11,472 - pyskl - INFO - Epoch [71][1700/3405] lr: 1.368e-02, eta: 1 day, 10:27:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 3.1491, loss: 3.1491 +2025-05-05 03:07:56,451 - pyskl - INFO - Epoch [71][1800/3405] lr: 1.367e-02, eta: 1 day, 10:26:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 3.1858, loss: 3.1858 +2025-05-05 03:08:41,656 - pyskl - INFO - Epoch [71][1900/3405] lr: 1.366e-02, eta: 1 day, 10:25:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 3.1695, loss: 3.1695 +2025-05-05 03:09:26,711 - pyskl - INFO - Epoch [71][2000/3405] lr: 1.365e-02, eta: 1 day, 10:24:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.2631, loss: 3.2631 +2025-05-05 03:10:11,826 - pyskl - INFO - Epoch [71][2100/3405] lr: 1.365e-02, eta: 1 day, 10:24:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 3.1209, loss: 3.1209 +2025-05-05 03:10:56,979 - pyskl - INFO - Epoch [71][2200/3405] lr: 1.364e-02, eta: 1 day, 10:23:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 3.1243, loss: 3.1243 +2025-05-05 03:11:42,205 - pyskl - INFO - Epoch [71][2300/3405] lr: 1.363e-02, eta: 1 day, 10:22:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 3.0724, loss: 3.0724 +2025-05-05 03:12:27,364 - pyskl - INFO - Epoch [71][2400/3405] lr: 1.362e-02, eta: 1 day, 10:21:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.2940, loss: 3.2940 +2025-05-05 03:13:12,529 - pyskl - INFO - Epoch [71][2500/3405] lr: 1.362e-02, eta: 1 day, 10:20:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9762, loss_cls: 3.0644, loss: 3.0644 +2025-05-05 03:13:57,732 - pyskl - INFO - Epoch [71][2600/3405] lr: 1.361e-02, eta: 1 day, 10:20:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9769, loss_cls: 3.0316, loss: 3.0316 +2025-05-05 03:14:42,988 - pyskl - INFO - Epoch [71][2700/3405] lr: 1.360e-02, eta: 1 day, 10:19:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 3.1422, loss: 3.1422 +2025-05-05 03:15:28,293 - pyskl - INFO - Epoch [71][2800/3405] lr: 1.359e-02, eta: 1 day, 10:18:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.9931, loss: 2.9931 +2025-05-05 03:16:13,422 - pyskl - INFO - Epoch [71][2900/3405] lr: 1.358e-02, eta: 1 day, 10:17:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 3.1108, loss: 3.1108 +2025-05-05 03:16:58,600 - pyskl - INFO - Epoch [71][3000/3405] lr: 1.358e-02, eta: 1 day, 10:17:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.9172, loss: 2.9172 +2025-05-05 03:17:43,692 - pyskl - INFO - Epoch [71][3100/3405] lr: 1.357e-02, eta: 1 day, 10:16:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 3.1431, loss: 3.1431 +2025-05-05 03:18:29,011 - pyskl - INFO - Epoch [71][3200/3405] lr: 1.356e-02, eta: 1 day, 10:15:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 3.1508, loss: 3.1508 +2025-05-05 03:19:14,215 - pyskl - INFO - Epoch [71][3300/3405] lr: 1.355e-02, eta: 1 day, 10:14:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9750, loss_cls: 3.2067, loss: 3.2067 +2025-05-05 03:19:59,391 - pyskl - INFO - Epoch [71][3400/3405] lr: 1.355e-02, eta: 1 day, 10:13:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 3.1794, loss: 3.1794 +2025-05-05 03:20:02,069 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-05-05 03:24:10,226 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 03:24:10,769 - pyskl - INFO - +top1_acc 0.8152 +top5_acc 0.9631 +2025-05-05 03:24:10,792 - pyskl - INFO - Epoch(val) [71][3718] top1_acc: 0.8152, top5_acc: 0.9631 +2025-05-05 03:25:18,920 - pyskl - INFO - Epoch [72][100/3405] lr: 1.354e-02, eta: 1 day, 10:13:30, time: 0.681, data_time: 0.230, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 3.0265, loss: 3.0265 +2025-05-05 03:26:04,014 - pyskl - INFO - Epoch [72][200/3405] lr: 1.353e-02, eta: 1 day, 10:12:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 3.0290, loss: 3.0290 +2025-05-05 03:26:49,104 - pyskl - INFO - Epoch [72][300/3405] lr: 1.352e-02, eta: 1 day, 10:11:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 3.1248, loss: 3.1248 +2025-05-05 03:27:34,211 - pyskl - INFO - Epoch [72][400/3405] lr: 1.352e-02, eta: 1 day, 10:11:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 3.1681, loss: 3.1681 +2025-05-05 03:28:19,332 - pyskl - INFO - Epoch [72][500/3405] lr: 1.351e-02, eta: 1 day, 10:10:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 3.0847, loss: 3.0847 +2025-05-05 03:29:04,507 - pyskl - INFO - Epoch [72][600/3405] lr: 1.350e-02, eta: 1 day, 10:09:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 3.0228, loss: 3.0228 +2025-05-05 03:29:49,752 - pyskl - INFO - Epoch [72][700/3405] lr: 1.349e-02, eta: 1 day, 10:08:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 3.0829, loss: 3.0829 +2025-05-05 03:30:34,942 - pyskl - INFO - Epoch [72][800/3405] lr: 1.348e-02, eta: 1 day, 10:08:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 3.0178, loss: 3.0178 +2025-05-05 03:31:20,079 - pyskl - INFO - Epoch [72][900/3405] lr: 1.348e-02, eta: 1 day, 10:07:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 3.0436, loss: 3.0436 +2025-05-05 03:32:05,266 - pyskl - INFO - Epoch [72][1000/3405] lr: 1.347e-02, eta: 1 day, 10:06:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 3.0746, loss: 3.0746 +2025-05-05 03:32:50,460 - pyskl - INFO - Epoch [72][1100/3405] lr: 1.346e-02, eta: 1 day, 10:05:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 3.0951, loss: 3.0951 +2025-05-05 03:33:35,703 - pyskl - INFO - Epoch [72][1200/3405] lr: 1.345e-02, eta: 1 day, 10:04:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9794, loss_cls: 3.0457, loss: 3.0457 +2025-05-05 03:34:20,947 - pyskl - INFO - Epoch [72][1300/3405] lr: 1.345e-02, eta: 1 day, 10:04:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 3.1516, loss: 3.1516 +2025-05-05 03:35:06,285 - pyskl - INFO - Epoch [72][1400/3405] lr: 1.344e-02, eta: 1 day, 10:03:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 3.0714, loss: 3.0714 +2025-05-05 03:35:51,622 - pyskl - INFO - Epoch [72][1500/3405] lr: 1.343e-02, eta: 1 day, 10:02:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.2959, loss: 3.2959 +2025-05-05 03:36:36,913 - pyskl - INFO - Epoch [72][1600/3405] lr: 1.342e-02, eta: 1 day, 10:01:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 3.1817, loss: 3.1817 +2025-05-05 03:37:22,194 - pyskl - INFO - Epoch [72][1700/3405] lr: 1.342e-02, eta: 1 day, 10:01:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 3.1262, loss: 3.1262 +2025-05-05 03:38:07,434 - pyskl - INFO - Epoch [72][1800/3405] lr: 1.341e-02, eta: 1 day, 10:00:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 3.1597, loss: 3.1597 +2025-05-05 03:38:52,653 - pyskl - INFO - Epoch [72][1900/3405] lr: 1.340e-02, eta: 1 day, 9:59:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 2.9648, loss: 2.9648 +2025-05-05 03:39:37,954 - pyskl - INFO - Epoch [72][2000/3405] lr: 1.339e-02, eta: 1 day, 9:58:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 3.0627, loss: 3.0627 +2025-05-05 03:40:23,368 - pyskl - INFO - Epoch [72][2100/3405] lr: 1.339e-02, eta: 1 day, 9:58:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 3.0972, loss: 3.0972 +2025-05-05 03:41:08,578 - pyskl - INFO - Epoch [72][2200/3405] lr: 1.338e-02, eta: 1 day, 9:57:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 2.9929, loss: 2.9929 +2025-05-05 03:41:53,806 - pyskl - INFO - Epoch [72][2300/3405] lr: 1.337e-02, eta: 1 day, 9:56:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 3.2131, loss: 3.2131 +2025-05-05 03:42:39,022 - pyskl - INFO - Epoch [72][2400/3405] lr: 1.336e-02, eta: 1 day, 9:55:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9750, loss_cls: 3.0884, loss: 3.0884 +2025-05-05 03:43:24,236 - pyskl - INFO - Epoch [72][2500/3405] lr: 1.335e-02, eta: 1 day, 9:54:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.3756, loss: 3.3756 +2025-05-05 03:44:09,589 - pyskl - INFO - Epoch [72][2600/3405] lr: 1.335e-02, eta: 1 day, 9:54:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 3.1083, loss: 3.1083 +2025-05-05 03:44:54,899 - pyskl - INFO - Epoch [72][2700/3405] lr: 1.334e-02, eta: 1 day, 9:53:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 3.1148, loss: 3.1148 +2025-05-05 03:45:40,165 - pyskl - INFO - Epoch [72][2800/3405] lr: 1.333e-02, eta: 1 day, 9:52:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 3.1357, loss: 3.1357 +2025-05-05 03:46:25,394 - pyskl - INFO - Epoch [72][2900/3405] lr: 1.332e-02, eta: 1 day, 9:51:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 3.1607, loss: 3.1607 +2025-05-05 03:47:10,642 - pyskl - INFO - Epoch [72][3000/3405] lr: 1.332e-02, eta: 1 day, 9:51:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.2108, loss: 3.2108 +2025-05-05 03:47:55,986 - pyskl - INFO - Epoch [72][3100/3405] lr: 1.331e-02, eta: 1 day, 9:50:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.2554, loss: 3.2554 +2025-05-05 03:48:41,202 - pyskl - INFO - Epoch [72][3200/3405] lr: 1.330e-02, eta: 1 day, 9:49:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 3.2286, loss: 3.2286 +2025-05-05 03:49:26,501 - pyskl - INFO - Epoch [72][3300/3405] lr: 1.329e-02, eta: 1 day, 9:48:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 3.1042, loss: 3.1042 +2025-05-05 03:50:11,746 - pyskl - INFO - Epoch [72][3400/3405] lr: 1.329e-02, eta: 1 day, 9:47:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 3.1726, loss: 3.1726 +2025-05-05 03:50:14,493 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-05-05 03:54:23,458 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 03:54:24,028 - pyskl - INFO - +top1_acc 0.8172 +top5_acc 0.9655 +2025-05-05 03:54:24,054 - pyskl - INFO - Epoch(val) [72][3718] top1_acc: 0.8172, top5_acc: 0.9655 +2025-05-05 03:55:32,665 - pyskl - INFO - Epoch [73][100/3405] lr: 1.328e-02, eta: 1 day, 9:47:31, time: 0.686, data_time: 0.235, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.9996, loss: 2.9996 +2025-05-05 03:56:17,738 - pyskl - INFO - Epoch [73][200/3405] lr: 1.327e-02, eta: 1 day, 9:46:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9831, loss_cls: 3.0751, loss: 3.0751 +2025-05-05 03:57:02,835 - pyskl - INFO - Epoch [73][300/3405] lr: 1.326e-02, eta: 1 day, 9:45:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 3.0906, loss: 3.0906 +2025-05-05 03:57:47,960 - pyskl - INFO - Epoch [73][400/3405] lr: 1.325e-02, eta: 1 day, 9:45:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 3.1305, loss: 3.1305 +2025-05-05 03:58:33,503 - pyskl - INFO - Epoch [73][500/3405] lr: 1.325e-02, eta: 1 day, 9:44:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 3.1311, loss: 3.1311 +2025-05-05 03:59:19,077 - pyskl - INFO - Epoch [73][600/3405] lr: 1.324e-02, eta: 1 day, 9:43:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 3.2514, loss: 3.2514 +2025-05-05 04:00:04,359 - pyskl - INFO - Epoch [73][700/3405] lr: 1.323e-02, eta: 1 day, 9:42:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 3.0623, loss: 3.0623 +2025-05-05 04:00:49,608 - pyskl - INFO - Epoch [73][800/3405] lr: 1.322e-02, eta: 1 day, 9:42:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9888, loss_cls: 3.0142, loss: 3.0142 +2025-05-05 04:01:34,983 - pyskl - INFO - Epoch [73][900/3405] lr: 1.322e-02, eta: 1 day, 9:41:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 3.2512, loss: 3.2512 +2025-05-05 04:02:20,298 - pyskl - INFO - Epoch [73][1000/3405] lr: 1.321e-02, eta: 1 day, 9:40:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 3.1698, loss: 3.1698 +2025-05-05 04:03:05,561 - pyskl - INFO - Epoch [73][1100/3405] lr: 1.320e-02, eta: 1 day, 9:39:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.1730, loss: 3.1730 +2025-05-05 04:03:50,759 - pyskl - INFO - Epoch [73][1200/3405] lr: 1.319e-02, eta: 1 day, 9:39:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 3.1207, loss: 3.1207 +2025-05-05 04:04:35,959 - pyskl - INFO - Epoch [73][1300/3405] lr: 1.319e-02, eta: 1 day, 9:38:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9888, loss_cls: 3.0015, loss: 3.0015 +2025-05-05 04:05:21,198 - pyskl - INFO - Epoch [73][1400/3405] lr: 1.318e-02, eta: 1 day, 9:37:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 3.0942, loss: 3.0942 +2025-05-05 04:06:06,437 - pyskl - INFO - Epoch [73][1500/3405] lr: 1.317e-02, eta: 1 day, 9:36:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 3.0680, loss: 3.0680 +2025-05-05 04:06:51,691 - pyskl - INFO - Epoch [73][1600/3405] lr: 1.316e-02, eta: 1 day, 9:35:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 3.1073, loss: 3.1073 +2025-05-05 04:07:36,895 - pyskl - INFO - Epoch [73][1700/3405] lr: 1.315e-02, eta: 1 day, 9:35:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 3.0796, loss: 3.0796 +2025-05-05 04:08:22,178 - pyskl - INFO - Epoch [73][1800/3405] lr: 1.315e-02, eta: 1 day, 9:34:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 3.1144, loss: 3.1144 +2025-05-05 04:09:07,445 - pyskl - INFO - Epoch [73][1900/3405] lr: 1.314e-02, eta: 1 day, 9:33:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9875, loss_cls: 3.0229, loss: 3.0229 +2025-05-05 04:09:52,732 - pyskl - INFO - Epoch [73][2000/3405] lr: 1.313e-02, eta: 1 day, 9:32:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 3.1122, loss: 3.1122 +2025-05-05 04:10:37,989 - pyskl - INFO - Epoch [73][2100/3405] lr: 1.312e-02, eta: 1 day, 9:32:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 3.1248, loss: 3.1248 +2025-05-05 04:11:23,229 - pyskl - INFO - Epoch [73][2200/3405] lr: 1.312e-02, eta: 1 day, 9:31:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 3.1251, loss: 3.1251 +2025-05-05 04:12:08,348 - pyskl - INFO - Epoch [73][2300/3405] lr: 1.311e-02, eta: 1 day, 9:30:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9756, loss_cls: 3.1699, loss: 3.1699 +2025-05-05 04:12:53,912 - pyskl - INFO - Epoch [73][2400/3405] lr: 1.310e-02, eta: 1 day, 9:29:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 3.0497, loss: 3.0497 +2025-05-05 04:13:39,246 - pyskl - INFO - Epoch [73][2500/3405] lr: 1.309e-02, eta: 1 day, 9:28:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.2258, loss: 3.2258 +2025-05-05 04:14:24,652 - pyskl - INFO - Epoch [73][2600/3405] lr: 1.309e-02, eta: 1 day, 9:28:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 3.1023, loss: 3.1023 +2025-05-05 04:15:10,044 - pyskl - INFO - Epoch [73][2700/3405] lr: 1.308e-02, eta: 1 day, 9:27:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 3.1393, loss: 3.1393 +2025-05-05 04:15:55,235 - pyskl - INFO - Epoch [73][2800/3405] lr: 1.307e-02, eta: 1 day, 9:26:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 3.1453, loss: 3.1453 +2025-05-05 04:16:40,478 - pyskl - INFO - Epoch [73][2900/3405] lr: 1.306e-02, eta: 1 day, 9:25:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 3.0123, loss: 3.0123 +2025-05-05 04:17:25,869 - pyskl - INFO - Epoch [73][3000/3405] lr: 1.305e-02, eta: 1 day, 9:25:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 3.1016, loss: 3.1016 +2025-05-05 04:18:11,122 - pyskl - INFO - Epoch [73][3100/3405] lr: 1.305e-02, eta: 1 day, 9:24:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 3.1325, loss: 3.1325 +2025-05-05 04:18:56,357 - pyskl - INFO - Epoch [73][3200/3405] lr: 1.304e-02, eta: 1 day, 9:23:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 3.2032, loss: 3.2032 +2025-05-05 04:19:41,619 - pyskl - INFO - Epoch [73][3300/3405] lr: 1.303e-02, eta: 1 day, 9:22:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 3.0670, loss: 3.0670 +2025-05-05 04:20:26,825 - pyskl - INFO - Epoch [73][3400/3405] lr: 1.302e-02, eta: 1 day, 9:22:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 3.1176, loss: 3.1176 +2025-05-05 04:20:29,498 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-05-05 04:24:41,402 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 04:24:41,952 - pyskl - INFO - +top1_acc 0.8253 +top5_acc 0.9676 +2025-05-05 04:24:42,009 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_68.pth was removed +2025-05-05 04:24:43,083 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_73.pth. +2025-05-05 04:24:43,084 - pyskl - INFO - Best top1_acc is 0.8253 at 73 epoch. +2025-05-05 04:24:43,104 - pyskl - INFO - Epoch(val) [73][3718] top1_acc: 0.8253, top5_acc: 0.9676 +2025-05-05 04:25:51,382 - pyskl - INFO - Epoch [74][100/3405] lr: 1.302e-02, eta: 1 day, 9:21:33, time: 0.683, data_time: 0.231, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9906, loss_cls: 2.9588, loss: 2.9588 +2025-05-05 04:26:36,558 - pyskl - INFO - Epoch [74][200/3405] lr: 1.301e-02, eta: 1 day, 9:20:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 3.0606, loss: 3.0606 +2025-05-05 04:27:21,702 - pyskl - INFO - Epoch [74][300/3405] lr: 1.300e-02, eta: 1 day, 9:20:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.9927, loss: 2.9927 +2025-05-05 04:28:06,988 - pyskl - INFO - Epoch [74][400/3405] lr: 1.299e-02, eta: 1 day, 9:19:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 3.0023, loss: 3.0023 +2025-05-05 04:28:52,248 - pyskl - INFO - Epoch [74][500/3405] lr: 1.299e-02, eta: 1 day, 9:18:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9900, loss_cls: 3.0539, loss: 3.0539 +2025-05-05 04:29:37,552 - pyskl - INFO - Epoch [74][600/3405] lr: 1.298e-02, eta: 1 day, 9:17:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9788, loss_cls: 3.0172, loss: 3.0172 +2025-05-05 04:30:22,919 - pyskl - INFO - Epoch [74][700/3405] lr: 1.297e-02, eta: 1 day, 9:16:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 3.1453, loss: 3.1453 +2025-05-05 04:31:08,134 - pyskl - INFO - Epoch [74][800/3405] lr: 1.296e-02, eta: 1 day, 9:16:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 3.0267, loss: 3.0267 +2025-05-05 04:31:53,399 - pyskl - INFO - Epoch [74][900/3405] lr: 1.295e-02, eta: 1 day, 9:15:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.9555, loss: 2.9555 +2025-05-05 04:32:38,674 - pyskl - INFO - Epoch [74][1000/3405] lr: 1.295e-02, eta: 1 day, 9:14:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 3.0177, loss: 3.0177 +2025-05-05 04:33:24,002 - pyskl - INFO - Epoch [74][1100/3405] lr: 1.294e-02, eta: 1 day, 9:13:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.9373, loss: 2.9373 +2025-05-05 04:34:09,311 - pyskl - INFO - Epoch [74][1200/3405] lr: 1.293e-02, eta: 1 day, 9:13:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.9481, loss: 2.9481 +2025-05-05 04:34:54,649 - pyskl - INFO - Epoch [74][1300/3405] lr: 1.292e-02, eta: 1 day, 9:12:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 3.0245, loss: 3.0245 +2025-05-05 04:35:39,894 - pyskl - INFO - Epoch [74][1400/3405] lr: 1.292e-02, eta: 1 day, 9:11:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 3.1033, loss: 3.1033 +2025-05-05 04:36:25,009 - pyskl - INFO - Epoch [74][1500/3405] lr: 1.291e-02, eta: 1 day, 9:10:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 3.0606, loss: 3.0606 +2025-05-05 04:37:10,134 - pyskl - INFO - Epoch [74][1600/3405] lr: 1.290e-02, eta: 1 day, 9:09:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 3.1264, loss: 3.1264 +2025-05-05 04:37:55,254 - pyskl - INFO - Epoch [74][1700/3405] lr: 1.289e-02, eta: 1 day, 9:09:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 3.1255, loss: 3.1255 +2025-05-05 04:38:40,404 - pyskl - INFO - Epoch [74][1800/3405] lr: 1.289e-02, eta: 1 day, 9:08:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 3.0762, loss: 3.0762 +2025-05-05 04:39:25,534 - pyskl - INFO - Epoch [74][1900/3405] lr: 1.288e-02, eta: 1 day, 9:07:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 3.0660, loss: 3.0660 +2025-05-05 04:40:10,663 - pyskl - INFO - Epoch [74][2000/3405] lr: 1.287e-02, eta: 1 day, 9:06:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 3.0042, loss: 3.0042 +2025-05-05 04:40:55,856 - pyskl - INFO - Epoch [74][2100/3405] lr: 1.286e-02, eta: 1 day, 9:06:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.9148, loss: 2.9148 +2025-05-05 04:41:41,089 - pyskl - INFO - Epoch [74][2200/3405] lr: 1.285e-02, eta: 1 day, 9:05:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.9375, loss: 2.9375 +2025-05-05 04:42:26,264 - pyskl - INFO - Epoch [74][2300/3405] lr: 1.285e-02, eta: 1 day, 9:04:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9850, loss_cls: 3.0514, loss: 3.0514 +2025-05-05 04:43:11,366 - pyskl - INFO - Epoch [74][2400/3405] lr: 1.284e-02, eta: 1 day, 9:03:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 3.0690, loss: 3.0690 +2025-05-05 04:43:56,499 - pyskl - INFO - Epoch [74][2500/3405] lr: 1.283e-02, eta: 1 day, 9:02:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 3.0664, loss: 3.0664 +2025-05-05 04:44:41,655 - pyskl - INFO - Epoch [74][2600/3405] lr: 1.282e-02, eta: 1 day, 9:02:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 3.1226, loss: 3.1226 +2025-05-05 04:45:26,961 - pyskl - INFO - Epoch [74][2700/3405] lr: 1.282e-02, eta: 1 day, 9:01:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 3.0218, loss: 3.0218 +2025-05-05 04:46:12,111 - pyskl - INFO - Epoch [74][2800/3405] lr: 1.281e-02, eta: 1 day, 9:00:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 3.1967, loss: 3.1967 +2025-05-05 04:46:57,344 - pyskl - INFO - Epoch [74][2900/3405] lr: 1.280e-02, eta: 1 day, 8:59:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 3.1767, loss: 3.1767 +2025-05-05 04:47:42,499 - pyskl - INFO - Epoch [74][3000/3405] lr: 1.279e-02, eta: 1 day, 8:59:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.1656, loss: 3.1656 +2025-05-05 04:48:27,635 - pyskl - INFO - Epoch [74][3100/3405] lr: 1.279e-02, eta: 1 day, 8:58:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 3.0877, loss: 3.0877 +2025-05-05 04:49:12,783 - pyskl - INFO - Epoch [74][3200/3405] lr: 1.278e-02, eta: 1 day, 8:57:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 3.0516, loss: 3.0516 +2025-05-05 04:49:57,916 - pyskl - INFO - Epoch [74][3300/3405] lr: 1.277e-02, eta: 1 day, 8:56:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 3.1424, loss: 3.1424 +2025-05-05 04:50:43,380 - pyskl - INFO - Epoch [74][3400/3405] lr: 1.276e-02, eta: 1 day, 8:56:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.1829, loss: 3.1829 +2025-05-05 04:50:46,058 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-05-05 04:54:54,470 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 04:54:55,022 - pyskl - INFO - +top1_acc 0.8143 +top5_acc 0.9600 +2025-05-05 04:54:55,045 - pyskl - INFO - Epoch(val) [74][3718] top1_acc: 0.8143, top5_acc: 0.9600 +2025-05-05 04:56:03,846 - pyskl - INFO - Epoch [75][100/3405] lr: 1.275e-02, eta: 1 day, 8:55:33, time: 0.688, data_time: 0.235, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9800, loss_cls: 3.0574, loss: 3.0574 +2025-05-05 04:56:49,270 - pyskl - INFO - Epoch [75][200/3405] lr: 1.275e-02, eta: 1 day, 8:54:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 2.9883, loss: 2.9883 +2025-05-05 04:57:34,903 - pyskl - INFO - Epoch [75][300/3405] lr: 1.274e-02, eta: 1 day, 8:54:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.8844, loss: 2.8844 +2025-05-05 04:58:20,185 - pyskl - INFO - Epoch [75][400/3405] lr: 1.273e-02, eta: 1 day, 8:53:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9900, loss_cls: 2.9551, loss: 2.9551 +2025-05-05 04:59:05,449 - pyskl - INFO - Epoch [75][500/3405] lr: 1.272e-02, eta: 1 day, 8:52:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9875, loss_cls: 3.0972, loss: 3.0972 +2025-05-05 04:59:50,705 - pyskl - INFO - Epoch [75][600/3405] lr: 1.272e-02, eta: 1 day, 8:51:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 3.0881, loss: 3.0881 +2025-05-05 05:00:35,993 - pyskl - INFO - Epoch [75][700/3405] lr: 1.271e-02, eta: 1 day, 8:50:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 3.0284, loss: 3.0284 +2025-05-05 05:01:21,306 - pyskl - INFO - Epoch [75][800/3405] lr: 1.270e-02, eta: 1 day, 8:50:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9875, loss_cls: 3.1222, loss: 3.1222 +2025-05-05 05:02:06,662 - pyskl - INFO - Epoch [75][900/3405] lr: 1.269e-02, eta: 1 day, 8:49:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 3.0418, loss: 3.0418 +2025-05-05 05:02:52,008 - pyskl - INFO - Epoch [75][1000/3405] lr: 1.268e-02, eta: 1 day, 8:48:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.9439, loss: 2.9439 +2025-05-05 05:03:37,126 - pyskl - INFO - Epoch [75][1100/3405] lr: 1.268e-02, eta: 1 day, 8:47:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 3.0576, loss: 3.0576 +2025-05-05 05:04:22,336 - pyskl - INFO - Epoch [75][1200/3405] lr: 1.267e-02, eta: 1 day, 8:47:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 3.0129, loss: 3.0129 +2025-05-05 05:05:07,599 - pyskl - INFO - Epoch [75][1300/3405] lr: 1.266e-02, eta: 1 day, 8:46:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 3.0170, loss: 3.0170 +2025-05-05 05:05:52,853 - pyskl - INFO - Epoch [75][1400/3405] lr: 1.265e-02, eta: 1 day, 8:45:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9775, loss_cls: 3.0321, loss: 3.0321 +2025-05-05 05:06:38,127 - pyskl - INFO - Epoch [75][1500/3405] lr: 1.265e-02, eta: 1 day, 8:44:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9850, loss_cls: 3.0874, loss: 3.0874 +2025-05-05 05:07:23,346 - pyskl - INFO - Epoch [75][1600/3405] lr: 1.264e-02, eta: 1 day, 8:43:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 3.0368, loss: 3.0368 +2025-05-05 05:08:08,536 - pyskl - INFO - Epoch [75][1700/3405] lr: 1.263e-02, eta: 1 day, 8:43:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 3.0320, loss: 3.0320 +2025-05-05 05:08:53,682 - pyskl - INFO - Epoch [75][1800/3405] lr: 1.262e-02, eta: 1 day, 8:42:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 3.0095, loss: 3.0095 +2025-05-05 05:09:38,865 - pyskl - INFO - Epoch [75][1900/3405] lr: 1.262e-02, eta: 1 day, 8:41:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 3.1368, loss: 3.1368 +2025-05-05 05:10:24,144 - pyskl - INFO - Epoch [75][2000/3405] lr: 1.261e-02, eta: 1 day, 8:40:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9788, loss_cls: 2.9911, loss: 2.9911 +2025-05-05 05:11:09,435 - pyskl - INFO - Epoch [75][2100/3405] lr: 1.260e-02, eta: 1 day, 8:40:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 3.1545, loss: 3.1545 +2025-05-05 05:11:54,870 - pyskl - INFO - Epoch [75][2200/3405] lr: 1.259e-02, eta: 1 day, 8:39:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 3.1199, loss: 3.1199 +2025-05-05 05:12:40,051 - pyskl - INFO - Epoch [75][2300/3405] lr: 1.259e-02, eta: 1 day, 8:38:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 3.1249, loss: 3.1249 +2025-05-05 05:13:25,361 - pyskl - INFO - Epoch [75][2400/3405] lr: 1.258e-02, eta: 1 day, 8:37:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 3.0644, loss: 3.0644 +2025-05-05 05:14:10,711 - pyskl - INFO - Epoch [75][2500/3405] lr: 1.257e-02, eta: 1 day, 8:37:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 3.1622, loss: 3.1622 +2025-05-05 05:14:56,188 - pyskl - INFO - Epoch [75][2600/3405] lr: 1.256e-02, eta: 1 day, 8:36:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9850, loss_cls: 3.1470, loss: 3.1470 +2025-05-05 05:15:41,528 - pyskl - INFO - Epoch [75][2700/3405] lr: 1.255e-02, eta: 1 day, 8:35:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 3.0535, loss: 3.0535 +2025-05-05 05:16:26,768 - pyskl - INFO - Epoch [75][2800/3405] lr: 1.255e-02, eta: 1 day, 8:34:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 3.0518, loss: 3.0518 +2025-05-05 05:17:11,904 - pyskl - INFO - Epoch [75][2900/3405] lr: 1.254e-02, eta: 1 day, 8:33:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 3.0516, loss: 3.0516 +2025-05-05 05:17:57,098 - pyskl - INFO - Epoch [75][3000/3405] lr: 1.253e-02, eta: 1 day, 8:33:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 3.0664, loss: 3.0664 +2025-05-05 05:18:42,393 - pyskl - INFO - Epoch [75][3100/3405] lr: 1.252e-02, eta: 1 day, 8:32:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 3.0428, loss: 3.0428 +2025-05-05 05:19:27,551 - pyskl - INFO - Epoch [75][3200/3405] lr: 1.252e-02, eta: 1 day, 8:31:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.9715, loss: 2.9715 +2025-05-05 05:20:12,755 - pyskl - INFO - Epoch [75][3300/3405] lr: 1.251e-02, eta: 1 day, 8:30:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 3.1465, loss: 3.1465 +2025-05-05 05:20:57,910 - pyskl - INFO - Epoch [75][3400/3405] lr: 1.250e-02, eta: 1 day, 8:30:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 3.0243, loss: 3.0243 +2025-05-05 05:21:00,598 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-05-05 05:25:08,681 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 05:25:09,241 - pyskl - INFO - +top1_acc 0.7893 +top5_acc 0.9507 +2025-05-05 05:25:09,266 - pyskl - INFO - Epoch(val) [75][3718] top1_acc: 0.7893, top5_acc: 0.9507 +2025-05-05 05:26:18,582 - pyskl - INFO - Epoch [76][100/3405] lr: 1.249e-02, eta: 1 day, 8:29:36, time: 0.693, data_time: 0.235, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9894, loss_cls: 3.0005, loss: 3.0005 +2025-05-05 05:27:04,067 - pyskl - INFO - Epoch [76][200/3405] lr: 1.248e-02, eta: 1 day, 8:28:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.8945, loss: 2.8945 +2025-05-05 05:27:49,399 - pyskl - INFO - Epoch [76][300/3405] lr: 1.248e-02, eta: 1 day, 8:28:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 2.9518, loss: 2.9518 +2025-05-05 05:28:34,774 - pyskl - INFO - Epoch [76][400/3405] lr: 1.247e-02, eta: 1 day, 8:27:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 2.9368, loss: 2.9368 +2025-05-05 05:29:20,067 - pyskl - INFO - Epoch [76][500/3405] lr: 1.246e-02, eta: 1 day, 8:26:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 3.0082, loss: 3.0082 +2025-05-05 05:30:05,376 - pyskl - INFO - Epoch [76][600/3405] lr: 1.245e-02, eta: 1 day, 8:25:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 2.9389, loss: 2.9389 +2025-05-05 05:30:50,750 - pyskl - INFO - Epoch [76][700/3405] lr: 1.245e-02, eta: 1 day, 8:24:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.9867, loss: 2.9867 +2025-05-05 05:31:36,135 - pyskl - INFO - Epoch [76][800/3405] lr: 1.244e-02, eta: 1 day, 8:24:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.9064, loss: 2.9064 +2025-05-05 05:32:21,362 - pyskl - INFO - Epoch [76][900/3405] lr: 1.243e-02, eta: 1 day, 8:23:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9906, loss_cls: 2.9488, loss: 2.9488 +2025-05-05 05:33:06,596 - pyskl - INFO - Epoch [76][1000/3405] lr: 1.242e-02, eta: 1 day, 8:22:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 3.0142, loss: 3.0142 +2025-05-05 05:33:51,752 - pyskl - INFO - Epoch [76][1100/3405] lr: 1.242e-02, eta: 1 day, 8:21:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 2.9117, loss: 2.9117 +2025-05-05 05:34:36,891 - pyskl - INFO - Epoch [76][1200/3405] lr: 1.241e-02, eta: 1 day, 8:21:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 2.9240, loss: 2.9240 +2025-05-05 05:35:22,119 - pyskl - INFO - Epoch [76][1300/3405] lr: 1.240e-02, eta: 1 day, 8:20:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 3.0822, loss: 3.0822 +2025-05-05 05:36:07,346 - pyskl - INFO - Epoch [76][1400/3405] lr: 1.239e-02, eta: 1 day, 8:19:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 2.9865, loss: 2.9865 +2025-05-05 05:36:52,565 - pyskl - INFO - Epoch [76][1500/3405] lr: 1.238e-02, eta: 1 day, 8:18:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 3.0110, loss: 3.0110 +2025-05-05 05:37:37,804 - pyskl - INFO - Epoch [76][1600/3405] lr: 1.238e-02, eta: 1 day, 8:18:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 3.0494, loss: 3.0494 +2025-05-05 05:38:22,992 - pyskl - INFO - Epoch [76][1700/3405] lr: 1.237e-02, eta: 1 day, 8:17:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 2.9979, loss: 2.9979 +2025-05-05 05:39:08,161 - pyskl - INFO - Epoch [76][1800/3405] lr: 1.236e-02, eta: 1 day, 8:16:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 2.9612, loss: 2.9612 +2025-05-05 05:39:53,417 - pyskl - INFO - Epoch [76][1900/3405] lr: 1.235e-02, eta: 1 day, 8:15:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 2.9415, loss: 2.9415 +2025-05-05 05:40:38,792 - pyskl - INFO - Epoch [76][2000/3405] lr: 1.235e-02, eta: 1 day, 8:14:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 2.9200, loss: 2.9200 +2025-05-05 05:41:24,119 - pyskl - INFO - Epoch [76][2100/3405] lr: 1.234e-02, eta: 1 day, 8:14:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 3.0586, loss: 3.0586 +2025-05-05 05:42:09,348 - pyskl - INFO - Epoch [76][2200/3405] lr: 1.233e-02, eta: 1 day, 8:13:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 3.0567, loss: 3.0567 +2025-05-05 05:42:54,533 - pyskl - INFO - Epoch [76][2300/3405] lr: 1.232e-02, eta: 1 day, 8:12:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 3.0788, loss: 3.0788 +2025-05-05 05:43:39,910 - pyskl - INFO - Epoch [76][2400/3405] lr: 1.232e-02, eta: 1 day, 8:11:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.9917, loss: 2.9917 +2025-05-05 05:44:25,418 - pyskl - INFO - Epoch [76][2500/3405] lr: 1.231e-02, eta: 1 day, 8:11:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 3.0956, loss: 3.0956 +2025-05-05 05:45:11,026 - pyskl - INFO - Epoch [76][2600/3405] lr: 1.230e-02, eta: 1 day, 8:10:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 3.1702, loss: 3.1702 +2025-05-05 05:45:56,671 - pyskl - INFO - Epoch [76][2700/3405] lr: 1.229e-02, eta: 1 day, 8:09:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.9959, loss: 2.9959 +2025-05-05 05:46:42,060 - pyskl - INFO - Epoch [76][2800/3405] lr: 1.228e-02, eta: 1 day, 8:08:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9906, loss_cls: 2.9471, loss: 2.9471 +2025-05-05 05:47:27,343 - pyskl - INFO - Epoch [76][2900/3405] lr: 1.228e-02, eta: 1 day, 8:07:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9794, loss_cls: 3.0312, loss: 3.0312 +2025-05-05 05:48:12,602 - pyskl - INFO - Epoch [76][3000/3405] lr: 1.227e-02, eta: 1 day, 8:07:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 3.0912, loss: 3.0912 +2025-05-05 05:48:57,923 - pyskl - INFO - Epoch [76][3100/3405] lr: 1.226e-02, eta: 1 day, 8:06:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 3.1787, loss: 3.1787 +2025-05-05 05:49:43,136 - pyskl - INFO - Epoch [76][3200/3405] lr: 1.225e-02, eta: 1 day, 8:05:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.1455, loss: 3.1455 +2025-05-05 05:50:28,374 - pyskl - INFO - Epoch [76][3300/3405] lr: 1.225e-02, eta: 1 day, 8:04:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 3.1167, loss: 3.1167 +2025-05-05 05:51:13,642 - pyskl - INFO - Epoch [76][3400/3405] lr: 1.224e-02, eta: 1 day, 8:04:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 3.0301, loss: 3.0301 +2025-05-05 05:51:16,369 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-05-05 05:55:24,713 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 05:55:25,264 - pyskl - INFO - +top1_acc 0.8239 +top5_acc 0.9684 +2025-05-05 05:55:25,286 - pyskl - INFO - Epoch(val) [76][3718] top1_acc: 0.8239, top5_acc: 0.9684 +2025-05-05 05:56:33,273 - pyskl - INFO - Epoch [77][100/3405] lr: 1.223e-02, eta: 1 day, 8:03:38, time: 0.680, data_time: 0.231, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9738, loss_cls: 3.1531, loss: 3.1531 +2025-05-05 05:57:18,285 - pyskl - INFO - Epoch [77][200/3405] lr: 1.222e-02, eta: 1 day, 8:02:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.8983, loss: 2.8983 +2025-05-05 05:58:03,167 - pyskl - INFO - Epoch [77][300/3405] lr: 1.222e-02, eta: 1 day, 8:02:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9906, loss_cls: 2.8692, loss: 2.8692 +2025-05-05 05:58:48,123 - pyskl - INFO - Epoch [77][400/3405] lr: 1.221e-02, eta: 1 day, 8:01:18, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 2.9051, loss: 2.9051 +2025-05-05 05:59:33,299 - pyskl - INFO - Epoch [77][500/3405] lr: 1.220e-02, eta: 1 day, 8:00:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9856, loss_cls: 2.9694, loss: 2.9694 +2025-05-05 06:00:18,434 - pyskl - INFO - Epoch [77][600/3405] lr: 1.219e-02, eta: 1 day, 7:59:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.8717, loss: 2.8717 +2025-05-05 06:01:03,666 - pyskl - INFO - Epoch [77][700/3405] lr: 1.218e-02, eta: 1 day, 7:58:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.8411, loss: 2.8411 +2025-05-05 06:01:48,898 - pyskl - INFO - Epoch [77][800/3405] lr: 1.218e-02, eta: 1 day, 7:58:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 3.0247, loss: 3.0247 +2025-05-05 06:02:34,076 - pyskl - INFO - Epoch [77][900/3405] lr: 1.217e-02, eta: 1 day, 7:57:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 3.0378, loss: 3.0378 +2025-05-05 06:03:19,301 - pyskl - INFO - Epoch [77][1000/3405] lr: 1.216e-02, eta: 1 day, 7:56:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.9758, loss: 2.9758 +2025-05-05 06:04:04,501 - pyskl - INFO - Epoch [77][1100/3405] lr: 1.215e-02, eta: 1 day, 7:55:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.9599, loss: 2.9599 +2025-05-05 06:04:49,746 - pyskl - INFO - Epoch [77][1200/3405] lr: 1.215e-02, eta: 1 day, 7:55:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.9928, loss: 2.9928 +2025-05-05 06:05:34,958 - pyskl - INFO - Epoch [77][1300/3405] lr: 1.214e-02, eta: 1 day, 7:54:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 3.0853, loss: 3.0853 +2025-05-05 06:06:20,100 - pyskl - INFO - Epoch [77][1400/3405] lr: 1.213e-02, eta: 1 day, 7:53:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.9143, loss: 2.9143 +2025-05-05 06:07:05,462 - pyskl - INFO - Epoch [77][1500/3405] lr: 1.212e-02, eta: 1 day, 7:52:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 3.0628, loss: 3.0628 +2025-05-05 06:07:50,671 - pyskl - INFO - Epoch [77][1600/3405] lr: 1.212e-02, eta: 1 day, 7:52:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9881, loss_cls: 3.0248, loss: 3.0248 +2025-05-05 06:08:35,997 - pyskl - INFO - Epoch [77][1700/3405] lr: 1.211e-02, eta: 1 day, 7:51:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.9780, loss: 2.9780 +2025-05-05 06:09:21,385 - pyskl - INFO - Epoch [77][1800/3405] lr: 1.210e-02, eta: 1 day, 7:50:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9869, loss_cls: 3.1081, loss: 3.1081 +2025-05-05 06:10:06,811 - pyskl - INFO - Epoch [77][1900/3405] lr: 1.209e-02, eta: 1 day, 7:49:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 2.9106, loss: 2.9106 +2025-05-05 06:10:52,073 - pyskl - INFO - Epoch [77][2000/3405] lr: 1.208e-02, eta: 1 day, 7:48:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 3.0330, loss: 3.0330 +2025-05-05 06:11:37,469 - pyskl - INFO - Epoch [77][2100/3405] lr: 1.208e-02, eta: 1 day, 7:48:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 3.0429, loss: 3.0429 +2025-05-05 06:12:22,879 - pyskl - INFO - Epoch [77][2200/3405] lr: 1.207e-02, eta: 1 day, 7:47:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 2.9909, loss: 2.9909 +2025-05-05 06:13:08,170 - pyskl - INFO - Epoch [77][2300/3405] lr: 1.206e-02, eta: 1 day, 7:46:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 3.1320, loss: 3.1320 +2025-05-05 06:13:53,561 - pyskl - INFO - Epoch [77][2400/3405] lr: 1.205e-02, eta: 1 day, 7:45:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 3.0457, loss: 3.0457 +2025-05-05 06:14:38,927 - pyskl - INFO - Epoch [77][2500/3405] lr: 1.205e-02, eta: 1 day, 7:45:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.9002, loss: 2.9002 +2025-05-05 06:15:24,238 - pyskl - INFO - Epoch [77][2600/3405] lr: 1.204e-02, eta: 1 day, 7:44:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 2.9315, loss: 2.9315 +2025-05-05 06:16:09,489 - pyskl - INFO - Epoch [77][2700/3405] lr: 1.203e-02, eta: 1 day, 7:43:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 3.0174, loss: 3.0174 +2025-05-05 06:16:54,762 - pyskl - INFO - Epoch [77][2800/3405] lr: 1.202e-02, eta: 1 day, 7:42:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 3.1298, loss: 3.1298 +2025-05-05 06:17:40,011 - pyskl - INFO - Epoch [77][2900/3405] lr: 1.202e-02, eta: 1 day, 7:42:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 3.0083, loss: 3.0083 +2025-05-05 06:18:25,202 - pyskl - INFO - Epoch [77][3000/3405] lr: 1.201e-02, eta: 1 day, 7:41:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 3.0336, loss: 3.0336 +2025-05-05 06:19:10,371 - pyskl - INFO - Epoch [77][3100/3405] lr: 1.200e-02, eta: 1 day, 7:40:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 3.0116, loss: 3.0116 +2025-05-05 06:19:55,511 - pyskl - INFO - Epoch [77][3200/3405] lr: 1.199e-02, eta: 1 day, 7:39:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 3.1294, loss: 3.1294 +2025-05-05 06:20:40,678 - pyskl - INFO - Epoch [77][3300/3405] lr: 1.198e-02, eta: 1 day, 7:38:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 3.1040, loss: 3.1040 +2025-05-05 06:21:25,926 - pyskl - INFO - Epoch [77][3400/3405] lr: 1.198e-02, eta: 1 day, 7:38:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 3.1318, loss: 3.1318 +2025-05-05 06:21:28,611 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-05-05 06:25:36,719 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 06:25:37,274 - pyskl - INFO - +top1_acc 0.8319 +top5_acc 0.9684 +2025-05-05 06:25:37,331 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_73.pth was removed +2025-05-05 06:25:38,404 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_77.pth. +2025-05-05 06:25:38,406 - pyskl - INFO - Best top1_acc is 0.8319 at 77 epoch. +2025-05-05 06:25:38,430 - pyskl - INFO - Epoch(val) [77][3718] top1_acc: 0.8319, top5_acc: 0.9684 +2025-05-05 06:26:46,562 - pyskl - INFO - Epoch [78][100/3405] lr: 1.197e-02, eta: 1 day, 7:37:39, time: 0.681, data_time: 0.232, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.8866, loss: 2.8866 +2025-05-05 06:27:31,523 - pyskl - INFO - Epoch [78][200/3405] lr: 1.196e-02, eta: 1 day, 7:36:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9919, loss_cls: 2.8825, loss: 2.8825 +2025-05-05 06:28:16,557 - pyskl - INFO - Epoch [78][300/3405] lr: 1.195e-02, eta: 1 day, 7:36:05, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.8733, loss: 2.8733 +2025-05-05 06:29:01,601 - pyskl - INFO - Epoch [78][400/3405] lr: 1.195e-02, eta: 1 day, 7:35:19, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9850, loss_cls: 3.0194, loss: 3.0194 +2025-05-05 06:29:46,566 - pyskl - INFO - Epoch [78][500/3405] lr: 1.194e-02, eta: 1 day, 7:34:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.9830, loss: 2.9830 +2025-05-05 06:30:31,639 - pyskl - INFO - Epoch [78][600/3405] lr: 1.193e-02, eta: 1 day, 7:33:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.9062, loss: 2.9062 +2025-05-05 06:31:16,709 - pyskl - INFO - Epoch [78][700/3405] lr: 1.192e-02, eta: 1 day, 7:32:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 3.0848, loss: 3.0848 +2025-05-05 06:32:01,823 - pyskl - INFO - Epoch [78][800/3405] lr: 1.192e-02, eta: 1 day, 7:32:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 3.0140, loss: 3.0140 +2025-05-05 06:32:46,962 - pyskl - INFO - Epoch [78][900/3405] lr: 1.191e-02, eta: 1 day, 7:31:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9881, loss_cls: 2.9450, loss: 2.9450 +2025-05-05 06:33:32,071 - pyskl - INFO - Epoch [78][1000/3405] lr: 1.190e-02, eta: 1 day, 7:30:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 2.9426, loss: 2.9426 +2025-05-05 06:34:17,114 - pyskl - INFO - Epoch [78][1100/3405] lr: 1.189e-02, eta: 1 day, 7:29:53, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 2.9214, loss: 2.9214 +2025-05-05 06:35:02,127 - pyskl - INFO - Epoch [78][1200/3405] lr: 1.188e-02, eta: 1 day, 7:29:06, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 3.0063, loss: 3.0063 +2025-05-05 06:35:47,160 - pyskl - INFO - Epoch [78][1300/3405] lr: 1.188e-02, eta: 1 day, 7:28:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9775, loss_cls: 2.9805, loss: 2.9805 +2025-05-05 06:36:32,254 - pyskl - INFO - Epoch [78][1400/3405] lr: 1.187e-02, eta: 1 day, 7:27:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9862, loss_cls: 3.0007, loss: 3.0007 +2025-05-05 06:37:17,347 - pyskl - INFO - Epoch [78][1500/3405] lr: 1.186e-02, eta: 1 day, 7:26:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.9910, loss: 2.9910 +2025-05-05 06:38:02,526 - pyskl - INFO - Epoch [78][1600/3405] lr: 1.185e-02, eta: 1 day, 7:26:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 3.1055, loss: 3.1055 +2025-05-05 06:38:47,781 - pyskl - INFO - Epoch [78][1700/3405] lr: 1.185e-02, eta: 1 day, 7:25:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.9632, loss: 2.9632 +2025-05-05 06:39:33,062 - pyskl - INFO - Epoch [78][1800/3405] lr: 1.184e-02, eta: 1 day, 7:24:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 3.0512, loss: 3.0512 +2025-05-05 06:40:18,339 - pyskl - INFO - Epoch [78][1900/3405] lr: 1.183e-02, eta: 1 day, 7:23:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9869, loss_cls: 3.0751, loss: 3.0751 +2025-05-05 06:41:03,602 - pyskl - INFO - Epoch [78][2000/3405] lr: 1.182e-02, eta: 1 day, 7:22:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 2.9843, loss: 2.9843 +2025-05-05 06:41:49,005 - pyskl - INFO - Epoch [78][2100/3405] lr: 1.182e-02, eta: 1 day, 7:22:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 3.0389, loss: 3.0389 +2025-05-05 06:42:34,161 - pyskl - INFO - Epoch [78][2200/3405] lr: 1.181e-02, eta: 1 day, 7:21:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.8989, loss: 2.8989 +2025-05-05 06:43:19,242 - pyskl - INFO - Epoch [78][2300/3405] lr: 1.180e-02, eta: 1 day, 7:20:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 2.9609, loss: 2.9609 +2025-05-05 06:44:04,322 - pyskl - INFO - Epoch [78][2400/3405] lr: 1.179e-02, eta: 1 day, 7:19:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 3.0302, loss: 3.0302 +2025-05-05 06:44:49,486 - pyskl - INFO - Epoch [78][2500/3405] lr: 1.178e-02, eta: 1 day, 7:19:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 3.0103, loss: 3.0103 +2025-05-05 06:45:34,563 - pyskl - INFO - Epoch [78][2600/3405] lr: 1.178e-02, eta: 1 day, 7:18:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 2.9599, loss: 2.9599 +2025-05-05 06:46:19,764 - pyskl - INFO - Epoch [78][2700/3405] lr: 1.177e-02, eta: 1 day, 7:17:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9875, loss_cls: 2.9954, loss: 2.9954 +2025-05-05 06:47:04,893 - pyskl - INFO - Epoch [78][2800/3405] lr: 1.176e-02, eta: 1 day, 7:16:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 3.1151, loss: 3.1151 +2025-05-05 06:47:49,895 - pyskl - INFO - Epoch [78][2900/3405] lr: 1.175e-02, eta: 1 day, 7:15:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.9466, loss: 2.9466 +2025-05-05 06:48:35,081 - pyskl - INFO - Epoch [78][3000/3405] lr: 1.175e-02, eta: 1 day, 7:15:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9775, loss_cls: 3.0051, loss: 3.0051 +2025-05-05 06:49:20,506 - pyskl - INFO - Epoch [78][3100/3405] lr: 1.174e-02, eta: 1 day, 7:14:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 3.0188, loss: 3.0188 +2025-05-05 06:50:05,683 - pyskl - INFO - Epoch [78][3200/3405] lr: 1.173e-02, eta: 1 day, 7:13:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9781, loss_cls: 2.9762, loss: 2.9762 +2025-05-05 06:50:51,068 - pyskl - INFO - Epoch [78][3300/3405] lr: 1.172e-02, eta: 1 day, 7:12:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 2.9532, loss: 2.9532 +2025-05-05 06:51:36,397 - pyskl - INFO - Epoch [78][3400/3405] lr: 1.172e-02, eta: 1 day, 7:12:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.9454, loss: 2.9454 +2025-05-05 06:51:39,045 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-05-05 06:55:51,584 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 06:55:52,147 - pyskl - INFO - +top1_acc 0.8251 +top5_acc 0.9679 +2025-05-05 06:55:52,172 - pyskl - INFO - Epoch(val) [78][3718] top1_acc: 0.8251, top5_acc: 0.9679 +2025-05-05 06:57:00,465 - pyskl - INFO - Epoch [79][100/3405] lr: 1.171e-02, eta: 1 day, 7:11:36, time: 0.683, data_time: 0.233, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.8640, loss: 2.8640 +2025-05-05 06:57:45,457 - pyskl - INFO - Epoch [79][200/3405] lr: 1.170e-02, eta: 1 day, 7:10:50, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9900, loss_cls: 2.9018, loss: 2.9018 +2025-05-05 06:58:30,570 - pyskl - INFO - Epoch [79][300/3405] lr: 1.169e-02, eta: 1 day, 7:10:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9900, loss_cls: 2.9488, loss: 2.9488 +2025-05-05 06:59:15,659 - pyskl - INFO - Epoch [79][400/3405] lr: 1.168e-02, eta: 1 day, 7:09:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.8893, loss: 2.8893 +2025-05-05 07:00:00,758 - pyskl - INFO - Epoch [79][500/3405] lr: 1.168e-02, eta: 1 day, 7:08:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.9551, loss: 2.9551 +2025-05-05 07:00:45,891 - pyskl - INFO - Epoch [79][600/3405] lr: 1.167e-02, eta: 1 day, 7:07:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.7816, loss: 2.7816 +2025-05-05 07:01:31,076 - pyskl - INFO - Epoch [79][700/3405] lr: 1.166e-02, eta: 1 day, 7:06:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.9219, loss: 2.9219 +2025-05-05 07:02:16,198 - pyskl - INFO - Epoch [79][800/3405] lr: 1.165e-02, eta: 1 day, 7:06:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.0671, loss: 3.0671 +2025-05-05 07:03:01,295 - pyskl - INFO - Epoch [79][900/3405] lr: 1.165e-02, eta: 1 day, 7:05:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 3.0612, loss: 3.0612 +2025-05-05 07:03:46,352 - pyskl - INFO - Epoch [79][1000/3405] lr: 1.164e-02, eta: 1 day, 7:04:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.8488, loss: 2.8488 +2025-05-05 07:04:31,543 - pyskl - INFO - Epoch [79][1100/3405] lr: 1.163e-02, eta: 1 day, 7:03:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.9787, loss: 2.9787 +2025-05-05 07:05:16,611 - pyskl - INFO - Epoch [79][1200/3405] lr: 1.162e-02, eta: 1 day, 7:03:05, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.9108, loss: 2.9108 +2025-05-05 07:06:01,921 - pyskl - INFO - Epoch [79][1300/3405] lr: 1.162e-02, eta: 1 day, 7:02:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.9861, loss: 2.9861 +2025-05-05 07:06:47,268 - pyskl - INFO - Epoch [79][1400/3405] lr: 1.161e-02, eta: 1 day, 7:01:32, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.9054, loss: 2.9054 +2025-05-05 07:07:32,440 - pyskl - INFO - Epoch [79][1500/3405] lr: 1.160e-02, eta: 1 day, 7:00:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.9274, loss: 2.9274 +2025-05-05 07:08:17,595 - pyskl - INFO - Epoch [79][1600/3405] lr: 1.159e-02, eta: 1 day, 6:59:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 3.0114, loss: 3.0114 +2025-05-05 07:09:03,014 - pyskl - INFO - Epoch [79][1700/3405] lr: 1.158e-02, eta: 1 day, 6:59:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.9282, loss: 2.9282 +2025-05-05 07:09:48,470 - pyskl - INFO - Epoch [79][1800/3405] lr: 1.158e-02, eta: 1 day, 6:58:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 3.0406, loss: 3.0406 +2025-05-05 07:10:33,632 - pyskl - INFO - Epoch [79][1900/3405] lr: 1.157e-02, eta: 1 day, 6:57:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 3.0106, loss: 3.0106 +2025-05-05 07:11:18,826 - pyskl - INFO - Epoch [79][2000/3405] lr: 1.156e-02, eta: 1 day, 6:56:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.9330, loss: 2.9330 +2025-05-05 07:12:04,177 - pyskl - INFO - Epoch [79][2100/3405] lr: 1.155e-02, eta: 1 day, 6:56:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9750, loss_cls: 3.1157, loss: 3.1157 +2025-05-05 07:12:49,402 - pyskl - INFO - Epoch [79][2200/3405] lr: 1.155e-02, eta: 1 day, 6:55:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 3.0833, loss: 3.0833 +2025-05-05 07:13:34,580 - pyskl - INFO - Epoch [79][2300/3405] lr: 1.154e-02, eta: 1 day, 6:54:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9888, loss_cls: 2.9786, loss: 2.9786 +2025-05-05 07:14:19,720 - pyskl - INFO - Epoch [79][2400/3405] lr: 1.153e-02, eta: 1 day, 6:53:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 3.0180, loss: 3.0180 +2025-05-05 07:15:04,925 - pyskl - INFO - Epoch [79][2500/3405] lr: 1.152e-02, eta: 1 day, 6:53:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 2.9847, loss: 2.9847 +2025-05-05 07:15:49,996 - pyskl - INFO - Epoch [79][2600/3405] lr: 1.152e-02, eta: 1 day, 6:52:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 2.9598, loss: 2.9598 +2025-05-05 07:16:35,001 - pyskl - INFO - Epoch [79][2700/3405] lr: 1.151e-02, eta: 1 day, 6:51:29, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.9509, loss: 2.9509 +2025-05-05 07:17:20,101 - pyskl - INFO - Epoch [79][2800/3405] lr: 1.150e-02, eta: 1 day, 6:50:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 3.0637, loss: 3.0637 +2025-05-05 07:18:05,115 - pyskl - INFO - Epoch [79][2900/3405] lr: 1.149e-02, eta: 1 day, 6:49:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 3.1318, loss: 3.1318 +2025-05-05 07:18:50,178 - pyskl - INFO - Epoch [79][3000/3405] lr: 1.149e-02, eta: 1 day, 6:49:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 3.0684, loss: 3.0684 +2025-05-05 07:19:35,240 - pyskl - INFO - Epoch [79][3100/3405] lr: 1.148e-02, eta: 1 day, 6:48:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9769, loss_cls: 2.9970, loss: 2.9970 +2025-05-05 07:20:20,297 - pyskl - INFO - Epoch [79][3200/3405] lr: 1.147e-02, eta: 1 day, 6:47:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.9478, loss: 2.9478 +2025-05-05 07:21:05,480 - pyskl - INFO - Epoch [79][3300/3405] lr: 1.146e-02, eta: 1 day, 6:46:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 2.9621, loss: 2.9621 +2025-05-05 07:21:50,431 - pyskl - INFO - Epoch [79][3400/3405] lr: 1.145e-02, eta: 1 day, 6:46:04, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.8834, loss: 2.8834 +2025-05-05 07:21:53,087 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-05-05 07:26:01,058 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 07:26:01,611 - pyskl - INFO - +top1_acc 0.8301 +top5_acc 0.9697 +2025-05-05 07:26:01,636 - pyskl - INFO - Epoch(val) [79][3718] top1_acc: 0.8301, top5_acc: 0.9697 +2025-05-05 07:27:09,511 - pyskl - INFO - Epoch [80][100/3405] lr: 1.145e-02, eta: 1 day, 6:45:34, time: 0.679, data_time: 0.229, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.8101, loss: 2.8101 +2025-05-05 07:27:54,658 - pyskl - INFO - Epoch [80][200/3405] lr: 1.144e-02, eta: 1 day, 6:44:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.8868, loss: 2.8868 +2025-05-05 07:28:39,819 - pyskl - INFO - Epoch [80][300/3405] lr: 1.143e-02, eta: 1 day, 6:44:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.7444, loss: 2.7444 +2025-05-05 07:29:24,939 - pyskl - INFO - Epoch [80][400/3405] lr: 1.142e-02, eta: 1 day, 6:43:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.8750, loss: 2.8750 +2025-05-05 07:30:10,099 - pyskl - INFO - Epoch [80][500/3405] lr: 1.142e-02, eta: 1 day, 6:42:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 3.0010, loss: 3.0010 +2025-05-05 07:30:55,272 - pyskl - INFO - Epoch [80][600/3405] lr: 1.141e-02, eta: 1 day, 6:41:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9819, loss_cls: 2.9269, loss: 2.9269 +2025-05-05 07:31:40,468 - pyskl - INFO - Epoch [80][700/3405] lr: 1.140e-02, eta: 1 day, 6:40:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 2.7982, loss: 2.7982 +2025-05-05 07:32:25,592 - pyskl - INFO - Epoch [80][800/3405] lr: 1.139e-02, eta: 1 day, 6:40:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.7831, loss: 2.7831 +2025-05-05 07:33:10,817 - pyskl - INFO - Epoch [80][900/3405] lr: 1.139e-02, eta: 1 day, 6:39:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 3.0269, loss: 3.0269 +2025-05-05 07:33:55,964 - pyskl - INFO - Epoch [80][1000/3405] lr: 1.138e-02, eta: 1 day, 6:38:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.9410, loss: 2.9410 +2025-05-05 07:34:41,007 - pyskl - INFO - Epoch [80][1100/3405] lr: 1.137e-02, eta: 1 day, 6:37:49, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.9432, loss: 2.9432 +2025-05-05 07:35:26,094 - pyskl - INFO - Epoch [80][1200/3405] lr: 1.136e-02, eta: 1 day, 6:37:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 3.0050, loss: 3.0050 +2025-05-05 07:36:11,255 - pyskl - INFO - Epoch [80][1300/3405] lr: 1.135e-02, eta: 1 day, 6:36:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.8940, loss: 2.8940 +2025-05-05 07:36:56,531 - pyskl - INFO - Epoch [80][1400/3405] lr: 1.135e-02, eta: 1 day, 6:35:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.9353, loss: 2.9353 +2025-05-05 07:37:41,707 - pyskl - INFO - Epoch [80][1500/3405] lr: 1.134e-02, eta: 1 day, 6:34:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9881, loss_cls: 2.8876, loss: 2.8876 +2025-05-05 07:38:26,900 - pyskl - INFO - Epoch [80][1600/3405] lr: 1.133e-02, eta: 1 day, 6:33:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 2.9602, loss: 2.9602 +2025-05-05 07:39:12,072 - pyskl - INFO - Epoch [80][1700/3405] lr: 1.132e-02, eta: 1 day, 6:33:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.8232, loss: 2.8232 +2025-05-05 07:39:57,369 - pyskl - INFO - Epoch [80][1800/3405] lr: 1.132e-02, eta: 1 day, 6:32:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.9656, loss: 2.9656 +2025-05-05 07:40:42,756 - pyskl - INFO - Epoch [80][1900/3405] lr: 1.131e-02, eta: 1 day, 6:31:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.9359, loss: 2.9359 +2025-05-05 07:41:28,036 - pyskl - INFO - Epoch [80][2000/3405] lr: 1.130e-02, eta: 1 day, 6:30:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.9438, loss: 2.9438 +2025-05-05 07:42:13,234 - pyskl - INFO - Epoch [80][2100/3405] lr: 1.129e-02, eta: 1 day, 6:30:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 3.0419, loss: 3.0419 +2025-05-05 07:42:58,465 - pyskl - INFO - Epoch [80][2200/3405] lr: 1.129e-02, eta: 1 day, 6:29:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 2.9871, loss: 2.9871 +2025-05-05 07:43:43,768 - pyskl - INFO - Epoch [80][2300/3405] lr: 1.128e-02, eta: 1 day, 6:28:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 3.0173, loss: 3.0173 +2025-05-05 07:44:28,956 - pyskl - INFO - Epoch [80][2400/3405] lr: 1.127e-02, eta: 1 day, 6:27:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.9805, loss: 2.9805 +2025-05-05 07:45:14,257 - pyskl - INFO - Epoch [80][2500/3405] lr: 1.126e-02, eta: 1 day, 6:27:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 3.0036, loss: 3.0036 +2025-05-05 07:45:59,474 - pyskl - INFO - Epoch [80][2600/3405] lr: 1.126e-02, eta: 1 day, 6:26:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 2.9746, loss: 2.9746 +2025-05-05 07:46:44,780 - pyskl - INFO - Epoch [80][2700/3405] lr: 1.125e-02, eta: 1 day, 6:25:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 2.9575, loss: 2.9575 +2025-05-05 07:47:29,971 - pyskl - INFO - Epoch [80][2800/3405] lr: 1.124e-02, eta: 1 day, 6:24:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.9401, loss: 2.9401 +2025-05-05 07:48:15,224 - pyskl - INFO - Epoch [80][2900/3405] lr: 1.123e-02, eta: 1 day, 6:23:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.9993, loss: 2.9993 +2025-05-05 07:49:00,492 - pyskl - INFO - Epoch [80][3000/3405] lr: 1.122e-02, eta: 1 day, 6:23:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 3.1033, loss: 3.1033 +2025-05-05 07:49:45,938 - pyskl - INFO - Epoch [80][3100/3405] lr: 1.122e-02, eta: 1 day, 6:22:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.9600, loss: 2.9600 +2025-05-05 07:50:31,294 - pyskl - INFO - Epoch [80][3200/3405] lr: 1.121e-02, eta: 1 day, 6:21:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.9562, loss: 2.9562 +2025-05-05 07:51:16,514 - pyskl - INFO - Epoch [80][3300/3405] lr: 1.120e-02, eta: 1 day, 6:20:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 3.0166, loss: 3.0166 +2025-05-05 07:52:01,713 - pyskl - INFO - Epoch [80][3400/3405] lr: 1.119e-02, eta: 1 day, 6:20:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.9878, loss: 2.9878 +2025-05-05 07:52:04,430 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-05-05 07:56:12,458 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 07:56:13,008 - pyskl - INFO - +top1_acc 0.8296 +top5_acc 0.9682 +2025-05-05 07:56:13,031 - pyskl - INFO - Epoch(val) [80][3718] top1_acc: 0.8296, top5_acc: 0.9682 +2025-05-05 07:57:21,672 - pyskl - INFO - Epoch [81][100/3405] lr: 1.119e-02, eta: 1 day, 6:19:34, time: 0.686, data_time: 0.234, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 2.8663, loss: 2.8663 +2025-05-05 07:58:06,811 - pyskl - INFO - Epoch [81][200/3405] lr: 1.118e-02, eta: 1 day, 6:18:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 2.8509, loss: 2.8509 +2025-05-05 07:58:52,027 - pyskl - INFO - Epoch [81][300/3405] lr: 1.117e-02, eta: 1 day, 6:18:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.7710, loss: 2.7710 +2025-05-05 07:59:37,169 - pyskl - INFO - Epoch [81][400/3405] lr: 1.116e-02, eta: 1 day, 6:17:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.8573, loss: 2.8573 +2025-05-05 08:00:22,315 - pyskl - INFO - Epoch [81][500/3405] lr: 1.116e-02, eta: 1 day, 6:16:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 2.8495, loss: 2.8495 +2025-05-05 08:01:07,602 - pyskl - INFO - Epoch [81][600/3405] lr: 1.115e-02, eta: 1 day, 6:15:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.9095, loss: 2.9095 +2025-05-05 08:01:52,900 - pyskl - INFO - Epoch [81][700/3405] lr: 1.114e-02, eta: 1 day, 6:14:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.8901, loss: 2.8901 +2025-05-05 08:02:38,119 - pyskl - INFO - Epoch [81][800/3405] lr: 1.113e-02, eta: 1 day, 6:14:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.9634, loss: 2.9634 +2025-05-05 08:03:23,313 - pyskl - INFO - Epoch [81][900/3405] lr: 1.112e-02, eta: 1 day, 6:13:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9806, loss_cls: 2.9634, loss: 2.9634 +2025-05-05 08:04:08,521 - pyskl - INFO - Epoch [81][1000/3405] lr: 1.112e-02, eta: 1 day, 6:12:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.8884, loss: 2.8884 +2025-05-05 08:04:53,794 - pyskl - INFO - Epoch [81][1100/3405] lr: 1.111e-02, eta: 1 day, 6:11:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.9470, loss: 2.9470 +2025-05-05 08:05:38,996 - pyskl - INFO - Epoch [81][1200/3405] lr: 1.110e-02, eta: 1 day, 6:11:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.8735, loss: 2.8735 +2025-05-05 08:06:24,372 - pyskl - INFO - Epoch [81][1300/3405] lr: 1.109e-02, eta: 1 day, 6:10:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.9120, loss: 2.9120 +2025-05-05 08:07:09,637 - pyskl - INFO - Epoch [81][1400/3405] lr: 1.109e-02, eta: 1 day, 6:09:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.9870, loss: 2.9870 +2025-05-05 08:07:54,949 - pyskl - INFO - Epoch [81][1500/3405] lr: 1.108e-02, eta: 1 day, 6:08:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.9347, loss: 2.9347 +2025-05-05 08:08:40,175 - pyskl - INFO - Epoch [81][1600/3405] lr: 1.107e-02, eta: 1 day, 6:07:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.9577, loss: 2.9577 +2025-05-05 08:09:25,302 - pyskl - INFO - Epoch [81][1700/3405] lr: 1.106e-02, eta: 1 day, 6:07:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9819, loss_cls: 2.8996, loss: 2.8996 +2025-05-05 08:10:10,619 - pyskl - INFO - Epoch [81][1800/3405] lr: 1.106e-02, eta: 1 day, 6:06:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.9037, loss: 2.9037 +2025-05-05 08:10:55,928 - pyskl - INFO - Epoch [81][1900/3405] lr: 1.105e-02, eta: 1 day, 6:05:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.9501, loss: 2.9501 +2025-05-05 08:11:41,176 - pyskl - INFO - Epoch [81][2000/3405] lr: 1.104e-02, eta: 1 day, 6:04:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.8756, loss: 2.8756 +2025-05-05 08:12:26,343 - pyskl - INFO - Epoch [81][2100/3405] lr: 1.103e-02, eta: 1 day, 6:04:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.9447, loss: 2.9447 +2025-05-05 08:13:11,562 - pyskl - INFO - Epoch [81][2200/3405] lr: 1.103e-02, eta: 1 day, 6:03:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.9085, loss: 2.9085 +2025-05-05 08:13:56,795 - pyskl - INFO - Epoch [81][2300/3405] lr: 1.102e-02, eta: 1 day, 6:02:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.9659, loss: 2.9659 +2025-05-05 08:14:41,952 - pyskl - INFO - Epoch [81][2400/3405] lr: 1.101e-02, eta: 1 day, 6:01:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9894, loss_cls: 3.0496, loss: 3.0496 +2025-05-05 08:15:27,230 - pyskl - INFO - Epoch [81][2500/3405] lr: 1.100e-02, eta: 1 day, 6:01:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.9442, loss: 2.9442 +2025-05-05 08:16:12,371 - pyskl - INFO - Epoch [81][2600/3405] lr: 1.099e-02, eta: 1 day, 6:00:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 3.0088, loss: 3.0088 +2025-05-05 08:16:57,474 - pyskl - INFO - Epoch [81][2700/3405] lr: 1.099e-02, eta: 1 day, 5:59:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.9628, loss: 2.9628 +2025-05-05 08:17:42,581 - pyskl - INFO - Epoch [81][2800/3405] lr: 1.098e-02, eta: 1 day, 5:58:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 2.8717, loss: 2.8717 +2025-05-05 08:18:27,618 - pyskl - INFO - Epoch [81][2900/3405] lr: 1.097e-02, eta: 1 day, 5:57:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9894, loss_cls: 2.9387, loss: 2.9387 +2025-05-05 08:19:12,823 - pyskl - INFO - Epoch [81][3000/3405] lr: 1.096e-02, eta: 1 day, 5:57:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 3.0372, loss: 3.0372 +2025-05-05 08:19:57,994 - pyskl - INFO - Epoch [81][3100/3405] lr: 1.096e-02, eta: 1 day, 5:56:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.8104, loss: 2.8104 +2025-05-05 08:20:43,201 - pyskl - INFO - Epoch [81][3200/3405] lr: 1.095e-02, eta: 1 day, 5:55:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.9517, loss: 2.9517 +2025-05-05 08:21:28,388 - pyskl - INFO - Epoch [81][3300/3405] lr: 1.094e-02, eta: 1 day, 5:54:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 3.0175, loss: 3.0175 +2025-05-05 08:22:13,574 - pyskl - INFO - Epoch [81][3400/3405] lr: 1.093e-02, eta: 1 day, 5:54:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 2.9433, loss: 2.9433 +2025-05-05 08:22:16,224 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-05-05 08:26:28,413 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 08:26:28,964 - pyskl - INFO - +top1_acc 0.8379 +top5_acc 0.9700 +2025-05-05 08:26:29,021 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_77.pth was removed +2025-05-05 08:26:30,113 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_81.pth. +2025-05-05 08:26:30,114 - pyskl - INFO - Best top1_acc is 0.8379 at 81 epoch. +2025-05-05 08:26:30,137 - pyskl - INFO - Epoch(val) [81][3718] top1_acc: 0.8379, top5_acc: 0.9700 +2025-05-05 08:27:38,574 - pyskl - INFO - Epoch [82][100/3405] lr: 1.093e-02, eta: 1 day, 5:53:34, time: 0.684, data_time: 0.232, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.7495, loss: 2.7495 +2025-05-05 08:28:23,749 - pyskl - INFO - Epoch [82][200/3405] lr: 1.092e-02, eta: 1 day, 5:52:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9906, loss_cls: 2.8496, loss: 2.8496 +2025-05-05 08:29:08,934 - pyskl - INFO - Epoch [82][300/3405] lr: 1.091e-02, eta: 1 day, 5:52:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9912, loss_cls: 2.8514, loss: 2.8514 +2025-05-05 08:29:54,315 - pyskl - INFO - Epoch [82][400/3405] lr: 1.090e-02, eta: 1 day, 5:51:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.7623, loss: 2.7623 +2025-05-05 08:30:39,463 - pyskl - INFO - Epoch [82][500/3405] lr: 1.090e-02, eta: 1 day, 5:50:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 2.9379, loss: 2.9379 +2025-05-05 08:31:24,566 - pyskl - INFO - Epoch [82][600/3405] lr: 1.089e-02, eta: 1 day, 5:49:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.8147, loss: 2.8147 +2025-05-05 08:32:09,783 - pyskl - INFO - Epoch [82][700/3405] lr: 1.088e-02, eta: 1 day, 5:48:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9781, loss_cls: 2.9227, loss: 2.9227 +2025-05-05 08:32:54,899 - pyskl - INFO - Epoch [82][800/3405] lr: 1.087e-02, eta: 1 day, 5:48:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.8372, loss: 2.8372 +2025-05-05 08:33:40,354 - pyskl - INFO - Epoch [82][900/3405] lr: 1.086e-02, eta: 1 day, 5:47:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.8779, loss: 2.8779 +2025-05-05 08:34:25,715 - pyskl - INFO - Epoch [82][1000/3405] lr: 1.086e-02, eta: 1 day, 5:46:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.9063, loss: 2.9063 +2025-05-05 08:35:11,003 - pyskl - INFO - Epoch [82][1100/3405] lr: 1.085e-02, eta: 1 day, 5:45:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9931, loss_cls: 2.6996, loss: 2.6996 +2025-05-05 08:35:56,358 - pyskl - INFO - Epoch [82][1200/3405] lr: 1.084e-02, eta: 1 day, 5:45:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.9561, loss: 2.9561 +2025-05-05 08:36:41,597 - pyskl - INFO - Epoch [82][1300/3405] lr: 1.083e-02, eta: 1 day, 5:44:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9756, loss_cls: 2.9714, loss: 2.9714 +2025-05-05 08:37:26,816 - pyskl - INFO - Epoch [82][1400/3405] lr: 1.083e-02, eta: 1 day, 5:43:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 3.0213, loss: 3.0213 +2025-05-05 08:38:11,949 - pyskl - INFO - Epoch [82][1500/3405] lr: 1.082e-02, eta: 1 day, 5:42:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.8846, loss: 2.8846 +2025-05-05 08:38:57,157 - pyskl - INFO - Epoch [82][1600/3405] lr: 1.081e-02, eta: 1 day, 5:41:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.9154, loss: 2.9154 +2025-05-05 08:39:42,469 - pyskl - INFO - Epoch [82][1700/3405] lr: 1.080e-02, eta: 1 day, 5:41:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9881, loss_cls: 2.9039, loss: 2.9039 +2025-05-05 08:40:27,518 - pyskl - INFO - Epoch [82][1800/3405] lr: 1.080e-02, eta: 1 day, 5:40:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.9398, loss: 2.9398 +2025-05-05 08:41:12,635 - pyskl - INFO - Epoch [82][1900/3405] lr: 1.079e-02, eta: 1 day, 5:39:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.8452, loss: 2.8452 +2025-05-05 08:41:57,657 - pyskl - INFO - Epoch [82][2000/3405] lr: 1.078e-02, eta: 1 day, 5:38:53, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.9018, loss: 2.9018 +2025-05-05 08:42:42,738 - pyskl - INFO - Epoch [82][2100/3405] lr: 1.077e-02, eta: 1 day, 5:38:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9775, loss_cls: 2.9165, loss: 2.9165 +2025-05-05 08:43:27,914 - pyskl - INFO - Epoch [82][2200/3405] lr: 1.077e-02, eta: 1 day, 5:37:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.9479, loss: 2.9479 +2025-05-05 08:44:13,033 - pyskl - INFO - Epoch [82][2300/3405] lr: 1.076e-02, eta: 1 day, 5:36:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 3.0279, loss: 3.0279 +2025-05-05 08:44:58,198 - pyskl - INFO - Epoch [82][2400/3405] lr: 1.075e-02, eta: 1 day, 5:35:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.9291, loss: 2.9291 +2025-05-05 08:45:43,421 - pyskl - INFO - Epoch [82][2500/3405] lr: 1.074e-02, eta: 1 day, 5:35:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.9208, loss: 2.9208 +2025-05-05 08:46:28,345 - pyskl - INFO - Epoch [82][2600/3405] lr: 1.074e-02, eta: 1 day, 5:34:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 3.0034, loss: 3.0034 +2025-05-05 08:47:13,375 - pyskl - INFO - Epoch [82][2700/3405] lr: 1.073e-02, eta: 1 day, 5:33:28, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 3.0033, loss: 3.0033 +2025-05-05 08:47:58,588 - pyskl - INFO - Epoch [82][2800/3405] lr: 1.072e-02, eta: 1 day, 5:32:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.9121, loss: 2.9121 +2025-05-05 08:48:43,632 - pyskl - INFO - Epoch [82][2900/3405] lr: 1.071e-02, eta: 1 day, 5:31:55, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.8918, loss: 2.8918 +2025-05-05 08:49:28,770 - pyskl - INFO - Epoch [82][3000/3405] lr: 1.070e-02, eta: 1 day, 5:31:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.9116, loss: 2.9116 +2025-05-05 08:50:13,870 - pyskl - INFO - Epoch [82][3100/3405] lr: 1.070e-02, eta: 1 day, 5:30:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.8576, loss: 2.8576 +2025-05-05 08:50:58,949 - pyskl - INFO - Epoch [82][3200/3405] lr: 1.069e-02, eta: 1 day, 5:29:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9869, loss_cls: 3.0050, loss: 3.0050 +2025-05-05 08:51:44,075 - pyskl - INFO - Epoch [82][3300/3405] lr: 1.068e-02, eta: 1 day, 5:28:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.8300, loss: 2.8300 +2025-05-05 08:52:29,217 - pyskl - INFO - Epoch [82][3400/3405] lr: 1.067e-02, eta: 1 day, 5:28:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.8420, loss: 2.8420 +2025-05-05 08:52:31,916 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-05-05 08:56:40,240 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 08:56:40,791 - pyskl - INFO - +top1_acc 0.8226 +top5_acc 0.9646 +2025-05-05 08:56:40,812 - pyskl - INFO - Epoch(val) [82][3718] top1_acc: 0.8226, top5_acc: 0.9646 +2025-05-05 08:57:49,294 - pyskl - INFO - Epoch [83][100/3405] lr: 1.067e-02, eta: 1 day, 5:27:32, time: 0.685, data_time: 0.233, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.7819, loss: 2.7819 +2025-05-05 08:58:34,450 - pyskl - INFO - Epoch [83][200/3405] lr: 1.066e-02, eta: 1 day, 5:26:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.8879, loss: 2.8879 +2025-05-05 08:59:19,619 - pyskl - INFO - Epoch [83][300/3405] lr: 1.065e-02, eta: 1 day, 5:26:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.9228, loss: 2.9228 +2025-05-05 09:00:04,967 - pyskl - INFO - Epoch [83][400/3405] lr: 1.064e-02, eta: 1 day, 5:25:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.8705, loss: 2.8705 +2025-05-05 09:00:50,200 - pyskl - INFO - Epoch [83][500/3405] lr: 1.064e-02, eta: 1 day, 5:24:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9900, loss_cls: 2.9158, loss: 2.9158 +2025-05-05 09:01:35,430 - pyskl - INFO - Epoch [83][600/3405] lr: 1.063e-02, eta: 1 day, 5:23:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 2.8334, loss: 2.8334 +2025-05-05 09:02:20,766 - pyskl - INFO - Epoch [83][700/3405] lr: 1.062e-02, eta: 1 day, 5:22:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.8338, loss: 2.8338 +2025-05-05 09:03:06,029 - pyskl - INFO - Epoch [83][800/3405] lr: 1.061e-02, eta: 1 day, 5:22:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.7970, loss: 2.7970 +2025-05-05 09:03:51,414 - pyskl - INFO - Epoch [83][900/3405] lr: 1.061e-02, eta: 1 day, 5:21:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.9076, loss: 2.9076 +2025-05-05 09:04:36,648 - pyskl - INFO - Epoch [83][1000/3405] lr: 1.060e-02, eta: 1 day, 5:20:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.8362, loss: 2.8362 +2025-05-05 09:05:21,731 - pyskl - INFO - Epoch [83][1100/3405] lr: 1.059e-02, eta: 1 day, 5:19:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.9095, loss: 2.9095 +2025-05-05 09:06:06,879 - pyskl - INFO - Epoch [83][1200/3405] lr: 1.058e-02, eta: 1 day, 5:19:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.9122, loss: 2.9122 +2025-05-05 09:06:52,024 - pyskl - INFO - Epoch [83][1300/3405] lr: 1.058e-02, eta: 1 day, 5:18:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.8294, loss: 2.8294 +2025-05-05 09:07:37,172 - pyskl - INFO - Epoch [83][1400/3405] lr: 1.057e-02, eta: 1 day, 5:17:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.9502, loss: 2.9502 +2025-05-05 09:08:22,437 - pyskl - INFO - Epoch [83][1500/3405] lr: 1.056e-02, eta: 1 day, 5:16:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 3.0164, loss: 3.0164 +2025-05-05 09:09:07,654 - pyskl - INFO - Epoch [83][1600/3405] lr: 1.055e-02, eta: 1 day, 5:15:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.7195, loss: 2.7195 +2025-05-05 09:09:52,885 - pyskl - INFO - Epoch [83][1700/3405] lr: 1.054e-02, eta: 1 day, 5:15:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9844, loss_cls: 2.7506, loss: 2.7506 +2025-05-05 09:10:38,066 - pyskl - INFO - Epoch [83][1800/3405] lr: 1.054e-02, eta: 1 day, 5:14:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 2.9629, loss: 2.9629 +2025-05-05 09:11:23,183 - pyskl - INFO - Epoch [83][1900/3405] lr: 1.053e-02, eta: 1 day, 5:13:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.8929, loss: 2.8929 +2025-05-05 09:12:08,440 - pyskl - INFO - Epoch [83][2000/3405] lr: 1.052e-02, eta: 1 day, 5:12:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.9066, loss: 2.9066 +2025-05-05 09:12:53,622 - pyskl - INFO - Epoch [83][2100/3405] lr: 1.051e-02, eta: 1 day, 5:12:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.9065, loss: 2.9065 +2025-05-05 09:13:38,807 - pyskl - INFO - Epoch [83][2200/3405] lr: 1.051e-02, eta: 1 day, 5:11:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.8615, loss: 2.8615 +2025-05-05 09:14:24,107 - pyskl - INFO - Epoch [83][2300/3405] lr: 1.050e-02, eta: 1 day, 5:10:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 2.9850, loss: 2.9850 +2025-05-05 09:15:09,421 - pyskl - INFO - Epoch [83][2400/3405] lr: 1.049e-02, eta: 1 day, 5:09:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.8403, loss: 2.8403 +2025-05-05 09:15:54,680 - pyskl - INFO - Epoch [83][2500/3405] lr: 1.048e-02, eta: 1 day, 5:09:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.8943, loss: 2.8943 +2025-05-05 09:16:39,802 - pyskl - INFO - Epoch [83][2600/3405] lr: 1.048e-02, eta: 1 day, 5:08:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.7661, loss: 2.7661 +2025-05-05 09:17:24,923 - pyskl - INFO - Epoch [83][2700/3405] lr: 1.047e-02, eta: 1 day, 5:07:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9819, loss_cls: 2.8903, loss: 2.8903 +2025-05-05 09:18:10,190 - pyskl - INFO - Epoch [83][2800/3405] lr: 1.046e-02, eta: 1 day, 5:06:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 3.1155, loss: 3.1155 +2025-05-05 09:18:55,399 - pyskl - INFO - Epoch [83][2900/3405] lr: 1.045e-02, eta: 1 day, 5:05:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 2.9374, loss: 2.9374 +2025-05-05 09:19:40,521 - pyskl - INFO - Epoch [83][3000/3405] lr: 1.045e-02, eta: 1 day, 5:05:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.9396, loss: 2.9396 +2025-05-05 09:20:25,642 - pyskl - INFO - Epoch [83][3100/3405] lr: 1.044e-02, eta: 1 day, 5:04:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 3.0295, loss: 3.0295 +2025-05-05 09:21:10,764 - pyskl - INFO - Epoch [83][3200/3405] lr: 1.043e-02, eta: 1 day, 5:03:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.9585, loss: 2.9585 +2025-05-05 09:21:55,958 - pyskl - INFO - Epoch [83][3300/3405] lr: 1.042e-02, eta: 1 day, 5:02:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.9064, loss: 2.9064 +2025-05-05 09:22:41,106 - pyskl - INFO - Epoch [83][3400/3405] lr: 1.042e-02, eta: 1 day, 5:02:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 3.0072, loss: 3.0072 +2025-05-05 09:22:43,825 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-05-05 09:26:55,716 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 09:26:56,272 - pyskl - INFO - +top1_acc 0.8455 +top5_acc 0.9715 +2025-05-05 09:26:56,335 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_81.pth was removed +2025-05-05 09:26:57,459 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. +2025-05-05 09:26:57,460 - pyskl - INFO - Best top1_acc is 0.8455 at 83 epoch. +2025-05-05 09:26:57,484 - pyskl - INFO - Epoch(val) [83][3718] top1_acc: 0.8455, top5_acc: 0.9715 +2025-05-05 09:28:06,298 - pyskl - INFO - Epoch [84][100/3405] lr: 1.041e-02, eta: 1 day, 5:01:32, time: 0.688, data_time: 0.235, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9938, loss_cls: 2.7037, loss: 2.7037 +2025-05-05 09:28:51,543 - pyskl - INFO - Epoch [84][200/3405] lr: 1.040e-02, eta: 1 day, 5:00:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.7716, loss: 2.7716 +2025-05-05 09:29:36,729 - pyskl - INFO - Epoch [84][300/3405] lr: 1.039e-02, eta: 1 day, 5:00:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.7354, loss: 2.7354 +2025-05-05 09:30:21,950 - pyskl - INFO - Epoch [84][400/3405] lr: 1.039e-02, eta: 1 day, 4:59:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9919, loss_cls: 2.8580, loss: 2.8580 +2025-05-05 09:31:07,171 - pyskl - INFO - Epoch [84][500/3405] lr: 1.038e-02, eta: 1 day, 4:58:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.7490, loss: 2.7490 +2025-05-05 09:31:52,432 - pyskl - INFO - Epoch [84][600/3405] lr: 1.037e-02, eta: 1 day, 4:57:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.8593, loss: 2.8593 +2025-05-05 09:32:37,605 - pyskl - INFO - Epoch [84][700/3405] lr: 1.036e-02, eta: 1 day, 4:56:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9925, loss_cls: 2.7549, loss: 2.7549 +2025-05-05 09:33:22,939 - pyskl - INFO - Epoch [84][800/3405] lr: 1.035e-02, eta: 1 day, 4:56:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.7590, loss: 2.7590 +2025-05-05 09:34:08,153 - pyskl - INFO - Epoch [84][900/3405] lr: 1.035e-02, eta: 1 day, 4:55:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.8811, loss: 2.8811 +2025-05-05 09:34:53,335 - pyskl - INFO - Epoch [84][1000/3405] lr: 1.034e-02, eta: 1 day, 4:54:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.8481, loss: 2.8481 +2025-05-05 09:35:38,468 - pyskl - INFO - Epoch [84][1100/3405] lr: 1.033e-02, eta: 1 day, 4:53:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.7562, loss: 2.7562 +2025-05-05 09:36:23,730 - pyskl - INFO - Epoch [84][1200/3405] lr: 1.032e-02, eta: 1 day, 4:53:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.8012, loss: 2.8012 +2025-05-05 09:37:08,974 - pyskl - INFO - Epoch [84][1300/3405] lr: 1.032e-02, eta: 1 day, 4:52:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.7459, loss: 2.7459 +2025-05-05 09:37:54,143 - pyskl - INFO - Epoch [84][1400/3405] lr: 1.031e-02, eta: 1 day, 4:51:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 2.9428, loss: 2.9428 +2025-05-05 09:38:39,378 - pyskl - INFO - Epoch [84][1500/3405] lr: 1.030e-02, eta: 1 day, 4:50:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.9478, loss: 2.9478 +2025-05-05 09:39:24,538 - pyskl - INFO - Epoch [84][1600/3405] lr: 1.029e-02, eta: 1 day, 4:49:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9919, loss_cls: 2.8411, loss: 2.8411 +2025-05-05 09:40:09,747 - pyskl - INFO - Epoch [84][1700/3405] lr: 1.029e-02, eta: 1 day, 4:49:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9888, loss_cls: 2.9827, loss: 2.9827 +2025-05-05 09:40:55,019 - pyskl - INFO - Epoch [84][1800/3405] lr: 1.028e-02, eta: 1 day, 4:48:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.8295, loss: 2.8295 +2025-05-05 09:41:40,197 - pyskl - INFO - Epoch [84][1900/3405] lr: 1.027e-02, eta: 1 day, 4:47:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.8328, loss: 2.8328 +2025-05-05 09:42:25,390 - pyskl - INFO - Epoch [84][2000/3405] lr: 1.026e-02, eta: 1 day, 4:46:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 3.0446, loss: 3.0446 +2025-05-05 09:43:10,714 - pyskl - INFO - Epoch [84][2100/3405] lr: 1.026e-02, eta: 1 day, 4:46:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.8292, loss: 2.8292 +2025-05-05 09:43:55,968 - pyskl - INFO - Epoch [84][2200/3405] lr: 1.025e-02, eta: 1 day, 4:45:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 2.9801, loss: 2.9801 +2025-05-05 09:44:41,147 - pyskl - INFO - Epoch [84][2300/3405] lr: 1.024e-02, eta: 1 day, 4:44:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9812, loss_cls: 3.0028, loss: 3.0028 +2025-05-05 09:45:26,295 - pyskl - INFO - Epoch [84][2400/3405] lr: 1.023e-02, eta: 1 day, 4:43:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 2.9175, loss: 2.9175 +2025-05-05 09:46:11,448 - pyskl - INFO - Epoch [84][2500/3405] lr: 1.023e-02, eta: 1 day, 4:43:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.9428, loss: 2.9428 +2025-05-05 09:46:56,876 - pyskl - INFO - Epoch [84][2600/3405] lr: 1.022e-02, eta: 1 day, 4:42:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 2.9002, loss: 2.9002 +2025-05-05 09:47:42,426 - pyskl - INFO - Epoch [84][2700/3405] lr: 1.021e-02, eta: 1 day, 4:41:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 2.9117, loss: 2.9117 +2025-05-05 09:48:27,794 - pyskl - INFO - Epoch [84][2800/3405] lr: 1.020e-02, eta: 1 day, 4:40:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.8614, loss: 2.8614 +2025-05-05 09:49:12,971 - pyskl - INFO - Epoch [84][2900/3405] lr: 1.020e-02, eta: 1 day, 4:39:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.8151, loss: 2.8151 +2025-05-05 09:49:58,098 - pyskl - INFO - Epoch [84][3000/3405] lr: 1.019e-02, eta: 1 day, 4:39:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.8664, loss: 2.8664 +2025-05-05 09:50:43,273 - pyskl - INFO - Epoch [84][3100/3405] lr: 1.018e-02, eta: 1 day, 4:38:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 2.9575, loss: 2.9575 +2025-05-05 09:51:28,756 - pyskl - INFO - Epoch [84][3200/3405] lr: 1.017e-02, eta: 1 day, 4:37:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.9225, loss: 2.9225 +2025-05-05 09:52:13,987 - pyskl - INFO - Epoch [84][3300/3405] lr: 1.017e-02, eta: 1 day, 4:36:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.9000, loss: 2.9000 +2025-05-05 09:52:59,269 - pyskl - INFO - Epoch [84][3400/3405] lr: 1.016e-02, eta: 1 day, 4:36:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.9659, loss: 2.9659 +2025-05-05 09:53:01,970 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-05-05 09:57:10,161 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 09:57:10,718 - pyskl - INFO - +top1_acc 0.8337 +top5_acc 0.9708 +2025-05-05 09:57:10,742 - pyskl - INFO - Epoch(val) [84][3718] top1_acc: 0.8337, top5_acc: 0.9708 +2025-05-05 09:58:18,886 - pyskl - INFO - Epoch [85][100/3405] lr: 1.015e-02, eta: 1 day, 4:35:33, time: 0.681, data_time: 0.229, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 2.8561, loss: 2.8561 +2025-05-05 09:59:04,136 - pyskl - INFO - Epoch [85][200/3405] lr: 1.014e-02, eta: 1 day, 4:34:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.7559, loss: 2.7559 +2025-05-05 09:59:49,356 - pyskl - INFO - Epoch [85][300/3405] lr: 1.014e-02, eta: 1 day, 4:34:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.9020, loss: 2.9020 +2025-05-05 10:00:34,741 - pyskl - INFO - Epoch [85][400/3405] lr: 1.013e-02, eta: 1 day, 4:33:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 2.7800, loss: 2.7800 +2025-05-05 10:01:19,968 - pyskl - INFO - Epoch [85][500/3405] lr: 1.012e-02, eta: 1 day, 4:32:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.7744, loss: 2.7744 +2025-05-05 10:02:05,236 - pyskl - INFO - Epoch [85][600/3405] lr: 1.011e-02, eta: 1 day, 4:31:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.8180, loss: 2.8180 +2025-05-05 10:02:50,531 - pyskl - INFO - Epoch [85][700/3405] lr: 1.010e-02, eta: 1 day, 4:30:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 2.8188, loss: 2.8188 +2025-05-05 10:03:35,799 - pyskl - INFO - Epoch [85][800/3405] lr: 1.010e-02, eta: 1 day, 4:30:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 2.8139, loss: 2.8139 +2025-05-05 10:04:21,211 - pyskl - INFO - Epoch [85][900/3405] lr: 1.009e-02, eta: 1 day, 4:29:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9850, loss_cls: 2.6883, loss: 2.6883 +2025-05-05 10:05:06,655 - pyskl - INFO - Epoch [85][1000/3405] lr: 1.008e-02, eta: 1 day, 4:28:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.7574, loss: 2.7574 +2025-05-05 10:05:51,935 - pyskl - INFO - Epoch [85][1100/3405] lr: 1.007e-02, eta: 1 day, 4:27:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.8978, loss: 2.8978 +2025-05-05 10:06:37,249 - pyskl - INFO - Epoch [85][1200/3405] lr: 1.007e-02, eta: 1 day, 4:27:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 2.8186, loss: 2.8186 +2025-05-05 10:07:22,608 - pyskl - INFO - Epoch [85][1300/3405] lr: 1.006e-02, eta: 1 day, 4:26:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.8362, loss: 2.8362 +2025-05-05 10:08:07,817 - pyskl - INFO - Epoch [85][1400/3405] lr: 1.005e-02, eta: 1 day, 4:25:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.8865, loss: 2.8865 +2025-05-05 10:08:53,135 - pyskl - INFO - Epoch [85][1500/3405] lr: 1.004e-02, eta: 1 day, 4:24:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 2.9177, loss: 2.9177 +2025-05-05 10:09:38,361 - pyskl - INFO - Epoch [85][1600/3405] lr: 1.004e-02, eta: 1 day, 4:23:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.9422, loss: 2.9422 +2025-05-05 10:10:23,656 - pyskl - INFO - Epoch [85][1700/3405] lr: 1.003e-02, eta: 1 day, 4:23:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.8449, loss: 2.8449 +2025-05-05 10:11:08,950 - pyskl - INFO - Epoch [85][1800/3405] lr: 1.002e-02, eta: 1 day, 4:22:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.9670, loss: 2.9670 +2025-05-05 10:11:54,323 - pyskl - INFO - Epoch [85][1900/3405] lr: 1.001e-02, eta: 1 day, 4:21:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.8188, loss: 2.8188 +2025-05-05 10:12:39,614 - pyskl - INFO - Epoch [85][2000/3405] lr: 1.001e-02, eta: 1 day, 4:20:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.8114, loss: 2.8114 +2025-05-05 10:13:24,903 - pyskl - INFO - Epoch [85][2100/3405] lr: 9.999e-03, eta: 1 day, 4:20:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.8262, loss: 2.8262 +2025-05-05 10:14:10,114 - pyskl - INFO - Epoch [85][2200/3405] lr: 9.992e-03, eta: 1 day, 4:19:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.8922, loss: 2.8922 +2025-05-05 10:14:55,372 - pyskl - INFO - Epoch [85][2300/3405] lr: 9.984e-03, eta: 1 day, 4:18:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.8849, loss: 2.8849 +2025-05-05 10:15:40,701 - pyskl - INFO - Epoch [85][2400/3405] lr: 9.977e-03, eta: 1 day, 4:17:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.9005, loss: 2.9005 +2025-05-05 10:16:26,068 - pyskl - INFO - Epoch [85][2500/3405] lr: 9.969e-03, eta: 1 day, 4:17:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9844, loss_cls: 2.8154, loss: 2.8154 +2025-05-05 10:17:11,355 - pyskl - INFO - Epoch [85][2600/3405] lr: 9.962e-03, eta: 1 day, 4:16:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 2.8897, loss: 2.8897 +2025-05-05 10:17:56,621 - pyskl - INFO - Epoch [85][2700/3405] lr: 9.954e-03, eta: 1 day, 4:15:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 2.9939, loss: 2.9939 +2025-05-05 10:18:41,834 - pyskl - INFO - Epoch [85][2800/3405] lr: 9.947e-03, eta: 1 day, 4:14:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.8861, loss: 2.8861 +2025-05-05 10:19:26,992 - pyskl - INFO - Epoch [85][2900/3405] lr: 9.939e-03, eta: 1 day, 4:13:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.8102, loss: 2.8102 +2025-05-05 10:20:12,185 - pyskl - INFO - Epoch [85][3000/3405] lr: 9.932e-03, eta: 1 day, 4:13:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.7509, loss: 2.7509 +2025-05-05 10:20:57,450 - pyskl - INFO - Epoch [85][3100/3405] lr: 9.924e-03, eta: 1 day, 4:12:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.9234, loss: 2.9234 +2025-05-05 10:21:42,652 - pyskl - INFO - Epoch [85][3200/3405] lr: 9.917e-03, eta: 1 day, 4:11:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.8425, loss: 2.8425 +2025-05-05 10:22:27,799 - pyskl - INFO - Epoch [85][3300/3405] lr: 9.909e-03, eta: 1 day, 4:10:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.7608, loss: 2.7608 +2025-05-05 10:23:12,951 - pyskl - INFO - Epoch [85][3400/3405] lr: 9.902e-03, eta: 1 day, 4:10:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.9671, loss: 2.9671 +2025-05-05 10:23:15,586 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-05-05 10:27:24,259 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 10:27:24,818 - pyskl - INFO - +top1_acc 0.8321 +top5_acc 0.9662 +2025-05-05 10:27:24,842 - pyskl - INFO - Epoch(val) [85][3718] top1_acc: 0.8321, top5_acc: 0.9662 +2025-05-05 10:28:33,110 - pyskl - INFO - Epoch [86][100/3405] lr: 9.894e-03, eta: 1 day, 4:09:34, time: 0.683, data_time: 0.232, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.6835, loss: 2.6835 +2025-05-05 10:29:18,223 - pyskl - INFO - Epoch [86][200/3405] lr: 9.886e-03, eta: 1 day, 4:08:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.7625, loss: 2.7625 +2025-05-05 10:30:03,491 - pyskl - INFO - Epoch [86][300/3405] lr: 9.879e-03, eta: 1 day, 4:08:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.7564, loss: 2.7564 +2025-05-05 10:30:48,726 - pyskl - INFO - Epoch [86][400/3405] lr: 9.871e-03, eta: 1 day, 4:07:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.5923, loss: 2.5923 +2025-05-05 10:31:34,050 - pyskl - INFO - Epoch [86][500/3405] lr: 9.864e-03, eta: 1 day, 4:06:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.7369, loss: 2.7369 +2025-05-05 10:32:19,416 - pyskl - INFO - Epoch [86][600/3405] lr: 9.856e-03, eta: 1 day, 4:05:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.8619, loss: 2.8619 +2025-05-05 10:33:04,797 - pyskl - INFO - Epoch [86][700/3405] lr: 9.849e-03, eta: 1 day, 4:04:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.6810, loss: 2.6810 +2025-05-05 10:33:50,163 - pyskl - INFO - Epoch [86][800/3405] lr: 9.841e-03, eta: 1 day, 4:04:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.7550, loss: 2.7550 +2025-05-05 10:34:35,520 - pyskl - INFO - Epoch [86][900/3405] lr: 9.834e-03, eta: 1 day, 4:03:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.7670, loss: 2.7670 +2025-05-05 10:35:20,930 - pyskl - INFO - Epoch [86][1000/3405] lr: 9.826e-03, eta: 1 day, 4:02:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.8600, loss: 2.8600 +2025-05-05 10:36:06,276 - pyskl - INFO - Epoch [86][1100/3405] lr: 9.819e-03, eta: 1 day, 4:01:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.7811, loss: 2.7811 +2025-05-05 10:36:51,632 - pyskl - INFO - Epoch [86][1200/3405] lr: 9.811e-03, eta: 1 day, 4:01:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.9176, loss: 2.9176 +2025-05-05 10:37:37,068 - pyskl - INFO - Epoch [86][1300/3405] lr: 9.803e-03, eta: 1 day, 4:00:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.8665, loss: 2.8665 +2025-05-05 10:38:22,298 - pyskl - INFO - Epoch [86][1400/3405] lr: 9.796e-03, eta: 1 day, 3:59:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.7742, loss: 2.7742 +2025-05-05 10:39:07,515 - pyskl - INFO - Epoch [86][1500/3405] lr: 9.788e-03, eta: 1 day, 3:58:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.6882, loss: 2.6882 +2025-05-05 10:39:52,714 - pyskl - INFO - Epoch [86][1600/3405] lr: 9.781e-03, eta: 1 day, 3:58:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9900, loss_cls: 2.8534, loss: 2.8534 +2025-05-05 10:40:37,873 - pyskl - INFO - Epoch [86][1700/3405] lr: 9.773e-03, eta: 1 day, 3:57:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.9028, loss: 2.9028 +2025-05-05 10:41:23,065 - pyskl - INFO - Epoch [86][1800/3405] lr: 9.766e-03, eta: 1 day, 3:56:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.8956, loss: 2.8956 +2025-05-05 10:42:08,331 - pyskl - INFO - Epoch [86][1900/3405] lr: 9.758e-03, eta: 1 day, 3:55:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.7531, loss: 2.7531 +2025-05-05 10:42:53,451 - pyskl - INFO - Epoch [86][2000/3405] lr: 9.751e-03, eta: 1 day, 3:54:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.8610, loss: 2.8610 +2025-05-05 10:43:38,570 - pyskl - INFO - Epoch [86][2100/3405] lr: 9.743e-03, eta: 1 day, 3:54:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.8905, loss: 2.8905 +2025-05-05 10:44:23,649 - pyskl - INFO - Epoch [86][2200/3405] lr: 9.736e-03, eta: 1 day, 3:53:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.7134, loss: 2.7134 +2025-05-05 10:45:08,625 - pyskl - INFO - Epoch [86][2300/3405] lr: 9.728e-03, eta: 1 day, 3:52:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.8540, loss: 2.8540 +2025-05-05 10:45:53,850 - pyskl - INFO - Epoch [86][2400/3405] lr: 9.721e-03, eta: 1 day, 3:51:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.8144, loss: 2.8144 +2025-05-05 10:46:39,017 - pyskl - INFO - Epoch [86][2500/3405] lr: 9.713e-03, eta: 1 day, 3:51:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.7795, loss: 2.7795 +2025-05-05 10:47:24,199 - pyskl - INFO - Epoch [86][2600/3405] lr: 9.706e-03, eta: 1 day, 3:50:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.9821, loss: 2.9821 +2025-05-05 10:48:09,334 - pyskl - INFO - Epoch [86][2700/3405] lr: 9.698e-03, eta: 1 day, 3:49:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.8662, loss: 2.8662 +2025-05-05 10:48:54,358 - pyskl - INFO - Epoch [86][2800/3405] lr: 9.691e-03, eta: 1 day, 3:48:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.9338, loss: 2.9338 +2025-05-05 10:49:39,448 - pyskl - INFO - Epoch [86][2900/3405] lr: 9.684e-03, eta: 1 day, 3:47:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.8404, loss: 2.8404 +2025-05-05 10:50:24,695 - pyskl - INFO - Epoch [86][3000/3405] lr: 9.676e-03, eta: 1 day, 3:47:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.7522, loss: 2.7522 +2025-05-05 10:51:09,781 - pyskl - INFO - Epoch [86][3100/3405] lr: 9.669e-03, eta: 1 day, 3:46:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 3.0324, loss: 3.0324 +2025-05-05 10:51:54,892 - pyskl - INFO - Epoch [86][3200/3405] lr: 9.661e-03, eta: 1 day, 3:45:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 2.8316, loss: 2.8316 +2025-05-05 10:52:39,980 - pyskl - INFO - Epoch [86][3300/3405] lr: 9.654e-03, eta: 1 day, 3:44:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 2.8151, loss: 2.8151 +2025-05-05 10:53:25,040 - pyskl - INFO - Epoch [86][3400/3405] lr: 9.646e-03, eta: 1 day, 3:44:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.8478, loss: 2.8478 +2025-05-05 10:53:27,716 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-05-05 10:57:35,712 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 10:57:36,266 - pyskl - INFO - +top1_acc 0.8262 +top5_acc 0.9642 +2025-05-05 10:57:36,289 - pyskl - INFO - Epoch(val) [86][3718] top1_acc: 0.8262, top5_acc: 0.9642 +2025-05-05 10:58:44,455 - pyskl - INFO - Epoch [87][100/3405] lr: 9.638e-03, eta: 1 day, 3:43:33, time: 0.682, data_time: 0.230, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.7522, loss: 2.7522 +2025-05-05 10:59:29,639 - pyskl - INFO - Epoch [87][200/3405] lr: 9.631e-03, eta: 1 day, 3:42:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9944, loss_cls: 2.7351, loss: 2.7351 +2025-05-05 11:00:14,896 - pyskl - INFO - Epoch [87][300/3405] lr: 9.623e-03, eta: 1 day, 3:42:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.8351, loss: 2.8351 +2025-05-05 11:01:00,061 - pyskl - INFO - Epoch [87][400/3405] lr: 9.616e-03, eta: 1 day, 3:41:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.6410, loss: 2.6410 +2025-05-05 11:01:45,242 - pyskl - INFO - Epoch [87][500/3405] lr: 9.608e-03, eta: 1 day, 3:40:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.7273, loss: 2.7273 +2025-05-05 11:02:30,386 - pyskl - INFO - Epoch [87][600/3405] lr: 9.601e-03, eta: 1 day, 3:39:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.7078, loss: 2.7078 +2025-05-05 11:03:15,511 - pyskl - INFO - Epoch [87][700/3405] lr: 9.593e-03, eta: 1 day, 3:38:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.6954, loss: 2.6954 +2025-05-05 11:04:00,739 - pyskl - INFO - Epoch [87][800/3405] lr: 9.586e-03, eta: 1 day, 3:38:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.7361, loss: 2.7361 +2025-05-05 11:04:45,847 - pyskl - INFO - Epoch [87][900/3405] lr: 9.578e-03, eta: 1 day, 3:37:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 2.6307, loss: 2.6307 +2025-05-05 11:05:30,915 - pyskl - INFO - Epoch [87][1000/3405] lr: 9.571e-03, eta: 1 day, 3:36:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 2.8424, loss: 2.8424 +2025-05-05 11:06:16,135 - pyskl - INFO - Epoch [87][1100/3405] lr: 9.563e-03, eta: 1 day, 3:35:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 2.7920, loss: 2.7920 +2025-05-05 11:07:01,256 - pyskl - INFO - Epoch [87][1200/3405] lr: 9.556e-03, eta: 1 day, 3:35:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 2.8847, loss: 2.8847 +2025-05-05 11:07:46,342 - pyskl - INFO - Epoch [87][1300/3405] lr: 9.548e-03, eta: 1 day, 3:34:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.7465, loss: 2.7465 +2025-05-05 11:08:31,498 - pyskl - INFO - Epoch [87][1400/3405] lr: 9.541e-03, eta: 1 day, 3:33:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.6512, loss: 2.6512 +2025-05-05 11:09:16,605 - pyskl - INFO - Epoch [87][1500/3405] lr: 9.534e-03, eta: 1 day, 3:32:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.8037, loss: 2.8037 +2025-05-05 11:10:01,772 - pyskl - INFO - Epoch [87][1600/3405] lr: 9.526e-03, eta: 1 day, 3:31:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 2.7735, loss: 2.7735 +2025-05-05 11:10:46,975 - pyskl - INFO - Epoch [87][1700/3405] lr: 9.519e-03, eta: 1 day, 3:31:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.8592, loss: 2.8592 +2025-05-05 11:11:32,159 - pyskl - INFO - Epoch [87][1800/3405] lr: 9.511e-03, eta: 1 day, 3:30:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 2.9127, loss: 2.9127 +2025-05-05 11:12:17,347 - pyskl - INFO - Epoch [87][1900/3405] lr: 9.504e-03, eta: 1 day, 3:29:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.7973, loss: 2.7973 +2025-05-05 11:13:02,578 - pyskl - INFO - Epoch [87][2000/3405] lr: 9.496e-03, eta: 1 day, 3:28:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.9479, loss: 2.9479 +2025-05-05 11:13:47,821 - pyskl - INFO - Epoch [87][2100/3405] lr: 9.489e-03, eta: 1 day, 3:28:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 2.9369, loss: 2.9369 +2025-05-05 11:14:33,111 - pyskl - INFO - Epoch [87][2200/3405] lr: 9.481e-03, eta: 1 day, 3:27:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9938, loss_cls: 2.6335, loss: 2.6335 +2025-05-05 11:15:18,426 - pyskl - INFO - Epoch [87][2300/3405] lr: 9.474e-03, eta: 1 day, 3:26:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.8144, loss: 2.8144 +2025-05-05 11:16:03,604 - pyskl - INFO - Epoch [87][2400/3405] lr: 9.466e-03, eta: 1 day, 3:25:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9931, loss_cls: 2.7842, loss: 2.7842 +2025-05-05 11:16:48,820 - pyskl - INFO - Epoch [87][2500/3405] lr: 9.459e-03, eta: 1 day, 3:25:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.8845, loss: 2.8845 +2025-05-05 11:17:33,979 - pyskl - INFO - Epoch [87][2600/3405] lr: 9.451e-03, eta: 1 day, 3:24:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9906, loss_cls: 2.8382, loss: 2.8382 +2025-05-05 11:18:19,206 - pyskl - INFO - Epoch [87][2700/3405] lr: 9.444e-03, eta: 1 day, 3:23:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.8739, loss: 2.8739 +2025-05-05 11:19:04,551 - pyskl - INFO - Epoch [87][2800/3405] lr: 9.437e-03, eta: 1 day, 3:22:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.8101, loss: 2.8101 +2025-05-05 11:19:49,919 - pyskl - INFO - Epoch [87][2900/3405] lr: 9.429e-03, eta: 1 day, 3:21:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.7779, loss: 2.7779 +2025-05-05 11:20:35,318 - pyskl - INFO - Epoch [87][3000/3405] lr: 9.422e-03, eta: 1 day, 3:21:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.8561, loss: 2.8561 +2025-05-05 11:21:20,662 - pyskl - INFO - Epoch [87][3100/3405] lr: 9.414e-03, eta: 1 day, 3:20:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.8186, loss: 2.8186 +2025-05-05 11:22:05,932 - pyskl - INFO - Epoch [87][3200/3405] lr: 9.407e-03, eta: 1 day, 3:19:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.8149, loss: 2.8149 +2025-05-05 11:22:51,097 - pyskl - INFO - Epoch [87][3300/3405] lr: 9.399e-03, eta: 1 day, 3:18:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.7490, loss: 2.7490 +2025-05-05 11:23:36,212 - pyskl - INFO - Epoch [87][3400/3405] lr: 9.392e-03, eta: 1 day, 3:18:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.8638, loss: 2.8638 +2025-05-05 11:23:38,894 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-05-05 11:27:50,922 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 11:27:51,475 - pyskl - INFO - +top1_acc 0.8389 +top5_acc 0.9711 +2025-05-05 11:27:51,500 - pyskl - INFO - Epoch(val) [87][3718] top1_acc: 0.8389, top5_acc: 0.9711 +2025-05-05 11:29:00,498 - pyskl - INFO - Epoch [88][100/3405] lr: 9.384e-03, eta: 1 day, 3:17:33, time: 0.690, data_time: 0.237, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.8319, loss: 2.8319 +2025-05-05 11:29:45,842 - pyskl - INFO - Epoch [88][200/3405] lr: 9.377e-03, eta: 1 day, 3:16:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 2.7051, loss: 2.7051 +2025-05-05 11:30:31,239 - pyskl - INFO - Epoch [88][300/3405] lr: 9.369e-03, eta: 1 day, 3:16:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9862, loss_cls: 2.6642, loss: 2.6642 +2025-05-05 11:31:16,511 - pyskl - INFO - Epoch [88][400/3405] lr: 9.362e-03, eta: 1 day, 3:15:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 2.7638, loss: 2.7638 +2025-05-05 11:32:01,746 - pyskl - INFO - Epoch [88][500/3405] lr: 9.354e-03, eta: 1 day, 3:14:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 2.6658, loss: 2.6658 +2025-05-05 11:32:47,064 - pyskl - INFO - Epoch [88][600/3405] lr: 9.347e-03, eta: 1 day, 3:13:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.7107, loss: 2.7107 +2025-05-05 11:33:32,413 - pyskl - INFO - Epoch [88][700/3405] lr: 9.339e-03, eta: 1 day, 3:12:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.7182, loss: 2.7182 +2025-05-05 11:34:17,799 - pyskl - INFO - Epoch [88][800/3405] lr: 9.332e-03, eta: 1 day, 3:12:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.7545, loss: 2.7545 +2025-05-05 11:35:03,287 - pyskl - INFO - Epoch [88][900/3405] lr: 9.324e-03, eta: 1 day, 3:11:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.6958, loss: 2.6958 +2025-05-05 11:35:48,583 - pyskl - INFO - Epoch [88][1000/3405] lr: 9.317e-03, eta: 1 day, 3:10:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.7359, loss: 2.7359 +2025-05-05 11:36:33,915 - pyskl - INFO - Epoch [88][1100/3405] lr: 9.310e-03, eta: 1 day, 3:09:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9931, loss_cls: 2.7512, loss: 2.7512 +2025-05-05 11:37:19,379 - pyskl - INFO - Epoch [88][1200/3405] lr: 9.302e-03, eta: 1 day, 3:09:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.7610, loss: 2.7610 +2025-05-05 11:38:04,637 - pyskl - INFO - Epoch [88][1300/3405] lr: 9.295e-03, eta: 1 day, 3:08:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.7772, loss: 2.7772 +2025-05-05 11:38:49,890 - pyskl - INFO - Epoch [88][1400/3405] lr: 9.287e-03, eta: 1 day, 3:07:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.8173, loss: 2.8173 +2025-05-05 11:39:35,146 - pyskl - INFO - Epoch [88][1500/3405] lr: 9.280e-03, eta: 1 day, 3:06:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 2.7909, loss: 2.7909 +2025-05-05 11:40:20,317 - pyskl - INFO - Epoch [88][1600/3405] lr: 9.272e-03, eta: 1 day, 3:06:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.9042, loss: 2.9042 +2025-05-05 11:41:05,672 - pyskl - INFO - Epoch [88][1700/3405] lr: 9.265e-03, eta: 1 day, 3:05:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.8462, loss: 2.8462 +2025-05-05 11:41:51,136 - pyskl - INFO - Epoch [88][1800/3405] lr: 9.258e-03, eta: 1 day, 3:04:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.6117, loss: 2.6117 +2025-05-05 11:42:36,639 - pyskl - INFO - Epoch [88][1900/3405] lr: 9.250e-03, eta: 1 day, 3:03:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 2.7835, loss: 2.7835 +2025-05-05 11:43:21,904 - pyskl - INFO - Epoch [88][2000/3405] lr: 9.243e-03, eta: 1 day, 3:02:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.8048, loss: 2.8048 +2025-05-05 11:44:07,116 - pyskl - INFO - Epoch [88][2100/3405] lr: 9.235e-03, eta: 1 day, 3:02:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.7120, loss: 2.7120 +2025-05-05 11:44:52,354 - pyskl - INFO - Epoch [88][2200/3405] lr: 9.228e-03, eta: 1 day, 3:01:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9931, loss_cls: 2.7497, loss: 2.7497 +2025-05-05 11:45:37,203 - pyskl - INFO - Epoch [88][2300/3405] lr: 9.220e-03, eta: 1 day, 3:00:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.8342, loss: 2.8342 +2025-05-05 11:46:22,240 - pyskl - INFO - Epoch [88][2400/3405] lr: 9.213e-03, eta: 1 day, 2:59:51, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.8500, loss: 2.8500 +2025-05-05 11:47:07,071 - pyskl - INFO - Epoch [88][2500/3405] lr: 9.206e-03, eta: 1 day, 2:59:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 2.8359, loss: 2.8359 +2025-05-05 11:47:52,134 - pyskl - INFO - Epoch [88][2600/3405] lr: 9.198e-03, eta: 1 day, 2:58:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.7160, loss: 2.7160 +2025-05-05 11:48:37,279 - pyskl - INFO - Epoch [88][2700/3405] lr: 9.191e-03, eta: 1 day, 2:57:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.9003, loss: 2.9003 +2025-05-05 11:49:22,403 - pyskl - INFO - Epoch [88][2800/3405] lr: 9.183e-03, eta: 1 day, 2:56:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 2.8682, loss: 2.8682 +2025-05-05 11:50:07,564 - pyskl - INFO - Epoch [88][2900/3405] lr: 9.176e-03, eta: 1 day, 2:55:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.8575, loss: 2.8575 +2025-05-05 11:50:52,692 - pyskl - INFO - Epoch [88][3000/3405] lr: 9.169e-03, eta: 1 day, 2:55:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.7775, loss: 2.7775 +2025-05-05 11:51:37,774 - pyskl - INFO - Epoch [88][3100/3405] lr: 9.161e-03, eta: 1 day, 2:54:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.7880, loss: 2.7880 +2025-05-05 11:52:22,882 - pyskl - INFO - Epoch [88][3200/3405] lr: 9.154e-03, eta: 1 day, 2:53:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.8347, loss: 2.8347 +2025-05-05 11:53:08,035 - pyskl - INFO - Epoch [88][3300/3405] lr: 9.146e-03, eta: 1 day, 2:52:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9919, loss_cls: 2.8179, loss: 2.8179 +2025-05-05 11:53:53,192 - pyskl - INFO - Epoch [88][3400/3405] lr: 9.139e-03, eta: 1 day, 2:52:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.8253, loss: 2.8253 +2025-05-05 11:53:55,905 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-05-05 11:58:04,510 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 11:58:05,059 - pyskl - INFO - +top1_acc 0.8270 +top5_acc 0.9682 +2025-05-05 11:58:05,081 - pyskl - INFO - Epoch(val) [88][3718] top1_acc: 0.8270, top5_acc: 0.9682 +2025-05-05 11:59:13,375 - pyskl - INFO - Epoch [89][100/3405] lr: 9.131e-03, eta: 1 day, 2:51:34, time: 0.683, data_time: 0.230, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.7468, loss: 2.7468 +2025-05-05 11:59:58,863 - pyskl - INFO - Epoch [89][200/3405] lr: 9.124e-03, eta: 1 day, 2:50:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.7093, loss: 2.7093 +2025-05-05 12:00:44,422 - pyskl - INFO - Epoch [89][300/3405] lr: 9.116e-03, eta: 1 day, 2:50:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.5719, loss: 2.5719 +2025-05-05 12:01:29,689 - pyskl - INFO - Epoch [89][400/3405] lr: 9.109e-03, eta: 1 day, 2:49:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.6429, loss: 2.6429 +2025-05-05 12:02:14,976 - pyskl - INFO - Epoch [89][500/3405] lr: 9.102e-03, eta: 1 day, 2:48:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.7497, loss: 2.7497 +2025-05-05 12:03:00,260 - pyskl - INFO - Epoch [89][600/3405] lr: 9.094e-03, eta: 1 day, 2:47:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.6960, loss: 2.6960 +2025-05-05 12:03:45,392 - pyskl - INFO - Epoch [89][700/3405] lr: 9.087e-03, eta: 1 day, 2:46:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.6533, loss: 2.6533 +2025-05-05 12:04:30,574 - pyskl - INFO - Epoch [89][800/3405] lr: 9.079e-03, eta: 1 day, 2:46:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.7964, loss: 2.7964 +2025-05-05 12:05:15,742 - pyskl - INFO - Epoch [89][900/3405] lr: 9.072e-03, eta: 1 day, 2:45:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.7962, loss: 2.7962 +2025-05-05 12:06:00,911 - pyskl - INFO - Epoch [89][1000/3405] lr: 9.065e-03, eta: 1 day, 2:44:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.6682, loss: 2.6682 +2025-05-05 12:06:46,109 - pyskl - INFO - Epoch [89][1100/3405] lr: 9.057e-03, eta: 1 day, 2:43:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.6812, loss: 2.6812 +2025-05-05 12:07:31,272 - pyskl - INFO - Epoch [89][1200/3405] lr: 9.050e-03, eta: 1 day, 2:43:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.7125, loss: 2.7125 +2025-05-05 12:08:16,368 - pyskl - INFO - Epoch [89][1300/3405] lr: 9.042e-03, eta: 1 day, 2:42:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.7024, loss: 2.7024 +2025-05-05 12:09:01,468 - pyskl - INFO - Epoch [89][1400/3405] lr: 9.035e-03, eta: 1 day, 2:41:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.6715, loss: 2.6715 +2025-05-05 12:09:46,518 - pyskl - INFO - Epoch [89][1500/3405] lr: 9.028e-03, eta: 1 day, 2:40:46, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.8018, loss: 2.8018 +2025-05-05 12:10:31,683 - pyskl - INFO - Epoch [89][1600/3405] lr: 9.020e-03, eta: 1 day, 2:40:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.6879, loss: 2.6879 +2025-05-05 12:11:16,775 - pyskl - INFO - Epoch [89][1700/3405] lr: 9.013e-03, eta: 1 day, 2:39:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.6726, loss: 2.6726 +2025-05-05 12:12:01,948 - pyskl - INFO - Epoch [89][1800/3405] lr: 9.005e-03, eta: 1 day, 2:38:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.8248, loss: 2.8248 +2025-05-05 12:12:47,254 - pyskl - INFO - Epoch [89][1900/3405] lr: 8.998e-03, eta: 1 day, 2:37:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 2.7728, loss: 2.7728 +2025-05-05 12:13:32,460 - pyskl - INFO - Epoch [89][2000/3405] lr: 8.991e-03, eta: 1 day, 2:36:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.7489, loss: 2.7489 +2025-05-05 12:14:17,909 - pyskl - INFO - Epoch [89][2100/3405] lr: 8.983e-03, eta: 1 day, 2:36:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.9906, loss: 2.9906 +2025-05-05 12:15:03,475 - pyskl - INFO - Epoch [89][2200/3405] lr: 8.976e-03, eta: 1 day, 2:35:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.8160, loss: 2.8160 +2025-05-05 12:15:48,894 - pyskl - INFO - Epoch [89][2300/3405] lr: 8.969e-03, eta: 1 day, 2:34:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.7556, loss: 2.7556 +2025-05-05 12:16:34,238 - pyskl - INFO - Epoch [89][2400/3405] lr: 8.961e-03, eta: 1 day, 2:33:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 2.8294, loss: 2.8294 +2025-05-05 12:17:19,399 - pyskl - INFO - Epoch [89][2500/3405] lr: 8.954e-03, eta: 1 day, 2:33:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.6819, loss: 2.6819 +2025-05-05 12:18:04,697 - pyskl - INFO - Epoch [89][2600/3405] lr: 8.946e-03, eta: 1 day, 2:32:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9831, loss_cls: 2.8017, loss: 2.8017 +2025-05-05 12:18:49,876 - pyskl - INFO - Epoch [89][2700/3405] lr: 8.939e-03, eta: 1 day, 2:31:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 2.8296, loss: 2.8296 +2025-05-05 12:19:35,091 - pyskl - INFO - Epoch [89][2800/3405] lr: 8.932e-03, eta: 1 day, 2:30:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.8887, loss: 2.8887 +2025-05-05 12:20:20,395 - pyskl - INFO - Epoch [89][2900/3405] lr: 8.924e-03, eta: 1 day, 2:29:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9925, loss_cls: 2.7713, loss: 2.7713 +2025-05-05 12:21:05,547 - pyskl - INFO - Epoch [89][3000/3405] lr: 8.917e-03, eta: 1 day, 2:29:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 2.8395, loss: 2.8395 +2025-05-05 12:21:50,790 - pyskl - INFO - Epoch [89][3100/3405] lr: 8.910e-03, eta: 1 day, 2:28:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.7952, loss: 2.7952 +2025-05-05 12:22:35,892 - pyskl - INFO - Epoch [89][3200/3405] lr: 8.902e-03, eta: 1 day, 2:27:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.8143, loss: 2.8143 +2025-05-05 12:23:21,290 - pyskl - INFO - Epoch [89][3300/3405] lr: 8.895e-03, eta: 1 day, 2:26:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.6845, loss: 2.6845 +2025-05-05 12:24:06,755 - pyskl - INFO - Epoch [89][3400/3405] lr: 8.888e-03, eta: 1 day, 2:26:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 2.7346, loss: 2.7346 +2025-05-05 12:24:09,460 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-05-05 12:28:17,337 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 12:28:17,893 - pyskl - INFO - +top1_acc 0.8207 +top5_acc 0.9670 +2025-05-05 12:28:17,917 - pyskl - INFO - Epoch(val) [89][3718] top1_acc: 0.8207, top5_acc: 0.9670 +2025-05-05 12:29:27,471 - pyskl - INFO - Epoch [90][100/3405] lr: 8.880e-03, eta: 1 day, 2:25:35, time: 0.695, data_time: 0.241, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9875, loss_cls: 2.6394, loss: 2.6394 +2025-05-05 12:30:12,703 - pyskl - INFO - Epoch [90][200/3405] lr: 8.872e-03, eta: 1 day, 2:24:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.5670, loss: 2.5670 +2025-05-05 12:30:57,914 - pyskl - INFO - Epoch [90][300/3405] lr: 8.865e-03, eta: 1 day, 2:24:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.6559, loss: 2.6559 +2025-05-05 12:31:43,223 - pyskl - INFO - Epoch [90][400/3405] lr: 8.858e-03, eta: 1 day, 2:23:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.7422, loss: 2.7422 +2025-05-05 12:32:28,474 - pyskl - INFO - Epoch [90][500/3405] lr: 8.850e-03, eta: 1 day, 2:22:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.6632, loss: 2.6632 +2025-05-05 12:33:13,786 - pyskl - INFO - Epoch [90][600/3405] lr: 8.843e-03, eta: 1 day, 2:21:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.8432, loss: 2.8432 +2025-05-05 12:33:59,042 - pyskl - INFO - Epoch [90][700/3405] lr: 8.836e-03, eta: 1 day, 2:20:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.7728, loss: 2.7728 +2025-05-05 12:34:44,260 - pyskl - INFO - Epoch [90][800/3405] lr: 8.828e-03, eta: 1 day, 2:20:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.5818, loss: 2.5818 +2025-05-05 12:35:29,460 - pyskl - INFO - Epoch [90][900/3405] lr: 8.821e-03, eta: 1 day, 2:19:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.7110, loss: 2.7110 +2025-05-05 12:36:14,638 - pyskl - INFO - Epoch [90][1000/3405] lr: 8.814e-03, eta: 1 day, 2:18:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.8136, loss: 2.8136 +2025-05-05 12:36:59,802 - pyskl - INFO - Epoch [90][1100/3405] lr: 8.806e-03, eta: 1 day, 2:17:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.7228, loss: 2.7228 +2025-05-05 12:37:44,954 - pyskl - INFO - Epoch [90][1200/3405] lr: 8.799e-03, eta: 1 day, 2:17:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9881, loss_cls: 2.6323, loss: 2.6323 +2025-05-05 12:38:30,043 - pyskl - INFO - Epoch [90][1300/3405] lr: 8.792e-03, eta: 1 day, 2:16:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.6576, loss: 2.6576 +2025-05-05 12:39:15,161 - pyskl - INFO - Epoch [90][1400/3405] lr: 8.784e-03, eta: 1 day, 2:15:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.7693, loss: 2.7693 +2025-05-05 12:40:00,368 - pyskl - INFO - Epoch [90][1500/3405] lr: 8.777e-03, eta: 1 day, 2:14:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9938, loss_cls: 2.5823, loss: 2.5823 +2025-05-05 12:40:45,517 - pyskl - INFO - Epoch [90][1600/3405] lr: 8.770e-03, eta: 1 day, 2:14:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.7410, loss: 2.7410 +2025-05-05 12:41:30,761 - pyskl - INFO - Epoch [90][1700/3405] lr: 8.762e-03, eta: 1 day, 2:13:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 2.8223, loss: 2.8223 +2025-05-05 12:42:15,934 - pyskl - INFO - Epoch [90][1800/3405] lr: 8.755e-03, eta: 1 day, 2:12:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 2.6652, loss: 2.6652 +2025-05-05 12:43:01,125 - pyskl - INFO - Epoch [90][1900/3405] lr: 8.748e-03, eta: 1 day, 2:11:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.6701, loss: 2.6701 +2025-05-05 12:43:46,439 - pyskl - INFO - Epoch [90][2000/3405] lr: 8.740e-03, eta: 1 day, 2:10:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.8313, loss: 2.8313 +2025-05-05 12:44:31,803 - pyskl - INFO - Epoch [90][2100/3405] lr: 8.733e-03, eta: 1 day, 2:10:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.6896, loss: 2.6896 +2025-05-05 12:45:16,987 - pyskl - INFO - Epoch [90][2200/3405] lr: 8.726e-03, eta: 1 day, 2:09:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.8629, loss: 2.8629 +2025-05-05 12:46:02,121 - pyskl - INFO - Epoch [90][2300/3405] lr: 8.718e-03, eta: 1 day, 2:08:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.8201, loss: 2.8201 +2025-05-05 12:46:47,367 - pyskl - INFO - Epoch [90][2400/3405] lr: 8.711e-03, eta: 1 day, 2:07:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.6946, loss: 2.6946 +2025-05-05 12:47:32,591 - pyskl - INFO - Epoch [90][2500/3405] lr: 8.704e-03, eta: 1 day, 2:07:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.6894, loss: 2.6894 +2025-05-05 12:48:17,752 - pyskl - INFO - Epoch [90][2600/3405] lr: 8.696e-03, eta: 1 day, 2:06:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.7528, loss: 2.7528 +2025-05-05 12:49:02,983 - pyskl - INFO - Epoch [90][2700/3405] lr: 8.689e-03, eta: 1 day, 2:05:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 2.7604, loss: 2.7604 +2025-05-05 12:49:48,314 - pyskl - INFO - Epoch [90][2800/3405] lr: 8.682e-03, eta: 1 day, 2:04:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.7103, loss: 2.7103 +2025-05-05 12:50:33,474 - pyskl - INFO - Epoch [90][2900/3405] lr: 8.674e-03, eta: 1 day, 2:04:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.7604, loss: 2.7604 +2025-05-05 12:51:18,769 - pyskl - INFO - Epoch [90][3000/3405] lr: 8.667e-03, eta: 1 day, 2:03:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.8660, loss: 2.8660 +2025-05-05 12:52:03,984 - pyskl - INFO - Epoch [90][3100/3405] lr: 8.660e-03, eta: 1 day, 2:02:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.7441, loss: 2.7441 +2025-05-05 12:52:49,165 - pyskl - INFO - Epoch [90][3200/3405] lr: 8.652e-03, eta: 1 day, 2:01:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9912, loss_cls: 2.7853, loss: 2.7853 +2025-05-05 12:53:34,258 - pyskl - INFO - Epoch [90][3300/3405] lr: 8.645e-03, eta: 1 day, 2:00:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9925, loss_cls: 2.7964, loss: 2.7964 +2025-05-05 12:54:19,475 - pyskl - INFO - Epoch [90][3400/3405] lr: 8.638e-03, eta: 1 day, 2:00:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9850, loss_cls: 2.8142, loss: 2.8142 +2025-05-05 12:54:22,147 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-05-05 12:58:34,438 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 12:58:34,994 - pyskl - INFO - +top1_acc 0.8407 +top5_acc 0.9735 +2025-05-05 12:58:35,021 - pyskl - INFO - Epoch(val) [90][3718] top1_acc: 0.8407, top5_acc: 0.9735 +2025-05-05 12:59:43,920 - pyskl - INFO - Epoch [91][100/3405] lr: 8.630e-03, eta: 1 day, 1:59:35, time: 0.689, data_time: 0.238, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 2.6827, loss: 2.6827 +2025-05-05 13:00:29,261 - pyskl - INFO - Epoch [91][200/3405] lr: 8.623e-03, eta: 1 day, 1:58:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.6525, loss: 2.6525 +2025-05-05 13:01:14,633 - pyskl - INFO - Epoch [91][300/3405] lr: 8.615e-03, eta: 1 day, 1:58:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9956, loss_cls: 2.6197, loss: 2.6197 +2025-05-05 13:02:00,117 - pyskl - INFO - Epoch [91][400/3405] lr: 8.608e-03, eta: 1 day, 1:57:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.5850, loss: 2.5850 +2025-05-05 13:02:45,405 - pyskl - INFO - Epoch [91][500/3405] lr: 8.601e-03, eta: 1 day, 1:56:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 2.6290, loss: 2.6290 +2025-05-05 13:03:30,517 - pyskl - INFO - Epoch [91][600/3405] lr: 8.594e-03, eta: 1 day, 1:55:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 2.7559, loss: 2.7559 +2025-05-05 13:04:15,665 - pyskl - INFO - Epoch [91][700/3405] lr: 8.586e-03, eta: 1 day, 1:54:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9862, loss_cls: 2.5670, loss: 2.5670 +2025-05-05 13:05:00,924 - pyskl - INFO - Epoch [91][800/3405] lr: 8.579e-03, eta: 1 day, 1:54:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.6585, loss: 2.6585 +2025-05-05 13:05:46,223 - pyskl - INFO - Epoch [91][900/3405] lr: 8.572e-03, eta: 1 day, 1:53:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.6759, loss: 2.6759 +2025-05-05 13:06:31,596 - pyskl - INFO - Epoch [91][1000/3405] lr: 8.564e-03, eta: 1 day, 1:52:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 2.7105, loss: 2.7105 +2025-05-05 13:07:16,867 - pyskl - INFO - Epoch [91][1100/3405] lr: 8.557e-03, eta: 1 day, 1:51:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.6945, loss: 2.6945 +2025-05-05 13:08:02,166 - pyskl - INFO - Epoch [91][1200/3405] lr: 8.550e-03, eta: 1 day, 1:51:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9931, loss_cls: 2.7173, loss: 2.7173 +2025-05-05 13:08:47,418 - pyskl - INFO - Epoch [91][1300/3405] lr: 8.542e-03, eta: 1 day, 1:50:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 2.6565, loss: 2.6565 +2025-05-05 13:09:32,548 - pyskl - INFO - Epoch [91][1400/3405] lr: 8.535e-03, eta: 1 day, 1:49:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.7098, loss: 2.7098 +2025-05-05 13:10:17,803 - pyskl - INFO - Epoch [91][1500/3405] lr: 8.528e-03, eta: 1 day, 1:48:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.7334, loss: 2.7334 +2025-05-05 13:11:02,944 - pyskl - INFO - Epoch [91][1600/3405] lr: 8.521e-03, eta: 1 day, 1:48:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 2.7353, loss: 2.7353 +2025-05-05 13:11:48,055 - pyskl - INFO - Epoch [91][1700/3405] lr: 8.513e-03, eta: 1 day, 1:47:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.7866, loss: 2.7866 +2025-05-05 13:12:33,289 - pyskl - INFO - Epoch [91][1800/3405] lr: 8.506e-03, eta: 1 day, 1:46:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.7561, loss: 2.7561 +2025-05-05 13:13:18,553 - pyskl - INFO - Epoch [91][1900/3405] lr: 8.499e-03, eta: 1 day, 1:45:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 2.7055, loss: 2.7055 +2025-05-05 13:14:03,739 - pyskl - INFO - Epoch [91][2000/3405] lr: 8.491e-03, eta: 1 day, 1:44:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.7416, loss: 2.7416 +2025-05-05 13:14:49,023 - pyskl - INFO - Epoch [91][2100/3405] lr: 8.484e-03, eta: 1 day, 1:44:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.7167, loss: 2.7167 +2025-05-05 13:15:34,085 - pyskl - INFO - Epoch [91][2200/3405] lr: 8.477e-03, eta: 1 day, 1:43:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.6333, loss: 2.6333 +2025-05-05 13:16:19,245 - pyskl - INFO - Epoch [91][2300/3405] lr: 8.470e-03, eta: 1 day, 1:42:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.6326, loss: 2.6326 +2025-05-05 13:17:04,486 - pyskl - INFO - Epoch [91][2400/3405] lr: 8.462e-03, eta: 1 day, 1:41:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.6879, loss: 2.6879 +2025-05-05 13:17:49,674 - pyskl - INFO - Epoch [91][2500/3405] lr: 8.455e-03, eta: 1 day, 1:41:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.7076, loss: 2.7076 +2025-05-05 13:18:34,919 - pyskl - INFO - Epoch [91][2600/3405] lr: 8.448e-03, eta: 1 day, 1:40:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.7177, loss: 2.7177 +2025-05-05 13:19:20,095 - pyskl - INFO - Epoch [91][2700/3405] lr: 8.440e-03, eta: 1 day, 1:39:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 2.7995, loss: 2.7995 +2025-05-05 13:20:05,282 - pyskl - INFO - Epoch [91][2800/3405] lr: 8.433e-03, eta: 1 day, 1:38:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.7065, loss: 2.7065 +2025-05-05 13:20:50,433 - pyskl - INFO - Epoch [91][2900/3405] lr: 8.426e-03, eta: 1 day, 1:38:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 2.6835, loss: 2.6835 +2025-05-05 13:21:35,620 - pyskl - INFO - Epoch [91][3000/3405] lr: 8.419e-03, eta: 1 day, 1:37:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.6684, loss: 2.6684 +2025-05-05 13:22:20,787 - pyskl - INFO - Epoch [91][3100/3405] lr: 8.411e-03, eta: 1 day, 1:36:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.6944, loss: 2.6944 +2025-05-05 13:23:05,973 - pyskl - INFO - Epoch [91][3200/3405] lr: 8.404e-03, eta: 1 day, 1:35:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.8114, loss: 2.8114 +2025-05-05 13:23:50,974 - pyskl - INFO - Epoch [91][3300/3405] lr: 8.397e-03, eta: 1 day, 1:34:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.7795, loss: 2.7795 +2025-05-05 13:24:36,116 - pyskl - INFO - Epoch [91][3400/3405] lr: 8.390e-03, eta: 1 day, 1:34:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.7755, loss: 2.7755 +2025-05-05 13:24:38,799 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-05-05 13:28:51,627 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 13:28:52,187 - pyskl - INFO - +top1_acc 0.8498 +top5_acc 0.9715 +2025-05-05 13:28:52,248 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_83.pth was removed +2025-05-05 13:28:53,378 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_91.pth. +2025-05-05 13:28:53,380 - pyskl - INFO - Best top1_acc is 0.8498 at 91 epoch. +2025-05-05 13:28:53,403 - pyskl - INFO - Epoch(val) [91][3718] top1_acc: 0.8498, top5_acc: 0.9715 +2025-05-05 13:30:01,972 - pyskl - INFO - Epoch [92][100/3405] lr: 8.382e-03, eta: 1 day, 1:33:35, time: 0.686, data_time: 0.234, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.7032, loss: 2.7032 +2025-05-05 13:30:47,095 - pyskl - INFO - Epoch [92][200/3405] lr: 8.375e-03, eta: 1 day, 1:32:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 2.6038, loss: 2.6038 +2025-05-05 13:31:32,320 - pyskl - INFO - Epoch [92][300/3405] lr: 8.367e-03, eta: 1 day, 1:32:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.6285, loss: 2.6285 +2025-05-05 13:32:17,648 - pyskl - INFO - Epoch [92][400/3405] lr: 8.360e-03, eta: 1 day, 1:31:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.6434, loss: 2.6434 +2025-05-05 13:33:02,876 - pyskl - INFO - Epoch [92][500/3405] lr: 8.353e-03, eta: 1 day, 1:30:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.7999, loss: 2.7999 +2025-05-05 13:33:48,126 - pyskl - INFO - Epoch [92][600/3405] lr: 8.346e-03, eta: 1 day, 1:29:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 2.6250, loss: 2.6250 +2025-05-05 13:34:33,354 - pyskl - INFO - Epoch [92][700/3405] lr: 8.338e-03, eta: 1 day, 1:28:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9944, loss_cls: 2.6838, loss: 2.6838 +2025-05-05 13:35:18,557 - pyskl - INFO - Epoch [92][800/3405] lr: 8.331e-03, eta: 1 day, 1:28:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.6293, loss: 2.6293 +2025-05-05 13:36:03,777 - pyskl - INFO - Epoch [92][900/3405] lr: 8.324e-03, eta: 1 day, 1:27:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 2.8213, loss: 2.8213 +2025-05-05 13:36:48,962 - pyskl - INFO - Epoch [92][1000/3405] lr: 8.317e-03, eta: 1 day, 1:26:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.6917, loss: 2.6917 +2025-05-05 13:37:34,113 - pyskl - INFO - Epoch [92][1100/3405] lr: 8.309e-03, eta: 1 day, 1:25:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.6770, loss: 2.6770 +2025-05-05 13:38:19,375 - pyskl - INFO - Epoch [92][1200/3405] lr: 8.302e-03, eta: 1 day, 1:25:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.7587, loss: 2.7587 +2025-05-05 13:39:04,661 - pyskl - INFO - Epoch [92][1300/3405] lr: 8.295e-03, eta: 1 day, 1:24:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.6472, loss: 2.6472 +2025-05-05 13:39:49,808 - pyskl - INFO - Epoch [92][1400/3405] lr: 8.288e-03, eta: 1 day, 1:23:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9869, loss_cls: 2.6418, loss: 2.6418 +2025-05-05 13:40:34,947 - pyskl - INFO - Epoch [92][1500/3405] lr: 8.281e-03, eta: 1 day, 1:22:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.6199, loss: 2.6199 +2025-05-05 13:41:20,113 - pyskl - INFO - Epoch [92][1600/3405] lr: 8.273e-03, eta: 1 day, 1:22:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9981, loss_cls: 2.7051, loss: 2.7051 +2025-05-05 13:42:05,400 - pyskl - INFO - Epoch [92][1700/3405] lr: 8.266e-03, eta: 1 day, 1:21:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.5592, loss: 2.5592 +2025-05-05 13:42:50,776 - pyskl - INFO - Epoch [92][1800/3405] lr: 8.259e-03, eta: 1 day, 1:20:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.7070, loss: 2.7070 +2025-05-05 13:43:36,042 - pyskl - INFO - Epoch [92][1900/3405] lr: 8.252e-03, eta: 1 day, 1:19:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.6514, loss: 2.6514 +2025-05-05 13:44:21,234 - pyskl - INFO - Epoch [92][2000/3405] lr: 8.244e-03, eta: 1 day, 1:18:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9944, loss_cls: 2.7253, loss: 2.7253 +2025-05-05 13:45:06,426 - pyskl - INFO - Epoch [92][2100/3405] lr: 8.237e-03, eta: 1 day, 1:18:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.6650, loss: 2.6650 +2025-05-05 13:45:51,621 - pyskl - INFO - Epoch [92][2200/3405] lr: 8.230e-03, eta: 1 day, 1:17:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.8118, loss: 2.8118 +2025-05-05 13:46:37,043 - pyskl - INFO - Epoch [92][2300/3405] lr: 8.223e-03, eta: 1 day, 1:16:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.7303, loss: 2.7303 +2025-05-05 13:47:22,387 - pyskl - INFO - Epoch [92][2400/3405] lr: 8.215e-03, eta: 1 day, 1:15:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 2.6570, loss: 2.6570 +2025-05-05 13:48:07,695 - pyskl - INFO - Epoch [92][2500/3405] lr: 8.208e-03, eta: 1 day, 1:15:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.7619, loss: 2.7619 +2025-05-05 13:48:53,007 - pyskl - INFO - Epoch [92][2600/3405] lr: 8.201e-03, eta: 1 day, 1:14:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9838, loss_cls: 2.6389, loss: 2.6389 +2025-05-05 13:49:38,207 - pyskl - INFO - Epoch [92][2700/3405] lr: 8.194e-03, eta: 1 day, 1:13:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.6570, loss: 2.6570 +2025-05-05 13:50:23,574 - pyskl - INFO - Epoch [92][2800/3405] lr: 8.187e-03, eta: 1 day, 1:12:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.6175, loss: 2.6175 +2025-05-05 13:51:09,038 - pyskl - INFO - Epoch [92][2900/3405] lr: 8.179e-03, eta: 1 day, 1:12:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.6267, loss: 2.6267 +2025-05-05 13:51:54,496 - pyskl - INFO - Epoch [92][3000/3405] lr: 8.172e-03, eta: 1 day, 1:11:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 2.7100, loss: 2.7100 +2025-05-05 13:52:39,709 - pyskl - INFO - Epoch [92][3100/3405] lr: 8.165e-03, eta: 1 day, 1:10:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.5463, loss: 2.5463 +2025-05-05 13:53:24,838 - pyskl - INFO - Epoch [92][3200/3405] lr: 8.158e-03, eta: 1 day, 1:09:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.7540, loss: 2.7540 +2025-05-05 13:54:09,989 - pyskl - INFO - Epoch [92][3300/3405] lr: 8.150e-03, eta: 1 day, 1:08:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.6916, loss: 2.6916 +2025-05-05 13:54:55,455 - pyskl - INFO - Epoch [92][3400/3405] lr: 8.143e-03, eta: 1 day, 1:08:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.6946, loss: 2.6946 +2025-05-05 13:54:58,160 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-05-05 13:59:10,685 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 13:59:11,242 - pyskl - INFO - +top1_acc 0.8390 +top5_acc 0.9712 +2025-05-05 13:59:11,267 - pyskl - INFO - Epoch(val) [92][3718] top1_acc: 0.8390, top5_acc: 0.9712 +2025-05-05 14:00:19,268 - pyskl - INFO - Epoch [93][100/3405] lr: 8.136e-03, eta: 1 day, 1:07:35, time: 0.680, data_time: 0.230, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 2.7118, loss: 2.7118 +2025-05-05 14:01:04,329 - pyskl - INFO - Epoch [93][200/3405] lr: 8.129e-03, eta: 1 day, 1:06:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.4940, loss: 2.4940 +2025-05-05 14:01:49,444 - pyskl - INFO - Epoch [93][300/3405] lr: 8.121e-03, eta: 1 day, 1:06:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.6627, loss: 2.6627 +2025-05-05 14:02:34,602 - pyskl - INFO - Epoch [93][400/3405] lr: 8.114e-03, eta: 1 day, 1:05:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.5316, loss: 2.5316 +2025-05-05 14:03:19,669 - pyskl - INFO - Epoch [93][500/3405] lr: 8.107e-03, eta: 1 day, 1:04:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.6051, loss: 2.6051 +2025-05-05 14:04:04,796 - pyskl - INFO - Epoch [93][600/3405] lr: 8.100e-03, eta: 1 day, 1:03:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.5307, loss: 2.5307 +2025-05-05 14:04:49,938 - pyskl - INFO - Epoch [93][700/3405] lr: 8.093e-03, eta: 1 day, 1:02:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.5985, loss: 2.5985 +2025-05-05 14:05:35,211 - pyskl - INFO - Epoch [93][800/3405] lr: 8.085e-03, eta: 1 day, 1:02:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.6692, loss: 2.6692 +2025-05-05 14:06:20,094 - pyskl - INFO - Epoch [93][900/3405] lr: 8.078e-03, eta: 1 day, 1:01:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 2.7229, loss: 2.7229 +2025-05-05 14:07:05,136 - pyskl - INFO - Epoch [93][1000/3405] lr: 8.071e-03, eta: 1 day, 1:00:39, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.5371, loss: 2.5371 +2025-05-05 14:07:50,540 - pyskl - INFO - Epoch [93][1100/3405] lr: 8.064e-03, eta: 1 day, 0:59:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.5739, loss: 2.5739 +2025-05-05 14:08:35,975 - pyskl - INFO - Epoch [93][1200/3405] lr: 8.057e-03, eta: 1 day, 0:59:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.6503, loss: 2.6503 +2025-05-05 14:09:21,147 - pyskl - INFO - Epoch [93][1300/3405] lr: 8.049e-03, eta: 1 day, 0:58:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9944, loss_cls: 2.5096, loss: 2.5096 +2025-05-05 14:10:06,363 - pyskl - INFO - Epoch [93][1400/3405] lr: 8.042e-03, eta: 1 day, 0:57:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.5183, loss: 2.5183 +2025-05-05 14:10:51,734 - pyskl - INFO - Epoch [93][1500/3405] lr: 8.035e-03, eta: 1 day, 0:56:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.6802, loss: 2.6802 +2025-05-05 14:11:37,171 - pyskl - INFO - Epoch [93][1600/3405] lr: 8.028e-03, eta: 1 day, 0:56:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.5807, loss: 2.5807 +2025-05-05 14:12:22,398 - pyskl - INFO - Epoch [93][1700/3405] lr: 8.021e-03, eta: 1 day, 0:55:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.5673, loss: 2.5673 +2025-05-05 14:13:07,690 - pyskl - INFO - Epoch [93][1800/3405] lr: 8.013e-03, eta: 1 day, 0:54:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 2.6306, loss: 2.6306 +2025-05-05 14:13:52,863 - pyskl - INFO - Epoch [93][1900/3405] lr: 8.006e-03, eta: 1 day, 0:53:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 2.7399, loss: 2.7399 +2025-05-05 14:14:38,110 - pyskl - INFO - Epoch [93][2000/3405] lr: 7.999e-03, eta: 1 day, 0:52:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.6816, loss: 2.6816 +2025-05-05 14:15:23,325 - pyskl - INFO - Epoch [93][2100/3405] lr: 7.992e-03, eta: 1 day, 0:52:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.6838, loss: 2.6838 +2025-05-05 14:16:08,587 - pyskl - INFO - Epoch [93][2200/3405] lr: 7.985e-03, eta: 1 day, 0:51:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9962, loss_cls: 2.5686, loss: 2.5686 +2025-05-05 14:16:53,868 - pyskl - INFO - Epoch [93][2300/3405] lr: 7.978e-03, eta: 1 day, 0:50:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.6973, loss: 2.6973 +2025-05-05 14:17:39,132 - pyskl - INFO - Epoch [93][2400/3405] lr: 7.970e-03, eta: 1 day, 0:49:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 2.6728, loss: 2.6728 +2025-05-05 14:18:24,374 - pyskl - INFO - Epoch [93][2500/3405] lr: 7.963e-03, eta: 1 day, 0:49:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.7412, loss: 2.7412 +2025-05-05 14:19:09,717 - pyskl - INFO - Epoch [93][2600/3405] lr: 7.956e-03, eta: 1 day, 0:48:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.6485, loss: 2.6485 +2025-05-05 14:19:55,074 - pyskl - INFO - Epoch [93][2700/3405] lr: 7.949e-03, eta: 1 day, 0:47:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.5760, loss: 2.5760 +2025-05-05 14:20:40,321 - pyskl - INFO - Epoch [93][2800/3405] lr: 7.942e-03, eta: 1 day, 0:46:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.8801, loss: 2.8801 +2025-05-05 14:21:25,801 - pyskl - INFO - Epoch [93][2900/3405] lr: 7.935e-03, eta: 1 day, 0:46:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.6191, loss: 2.6191 +2025-05-05 14:22:11,207 - pyskl - INFO - Epoch [93][3000/3405] lr: 7.927e-03, eta: 1 day, 0:45:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.7215, loss: 2.7215 +2025-05-05 14:22:56,389 - pyskl - INFO - Epoch [93][3100/3405] lr: 7.920e-03, eta: 1 day, 0:44:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.7638, loss: 2.7638 +2025-05-05 14:23:41,597 - pyskl - INFO - Epoch [93][3200/3405] lr: 7.913e-03, eta: 1 day, 0:43:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9950, loss_cls: 2.5414, loss: 2.5414 +2025-05-05 14:24:26,794 - pyskl - INFO - Epoch [93][3300/3405] lr: 7.906e-03, eta: 1 day, 0:42:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.8873, loss: 2.8873 +2025-05-05 14:25:12,191 - pyskl - INFO - Epoch [93][3400/3405] lr: 7.899e-03, eta: 1 day, 0:42:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.6996, loss: 2.6996 +2025-05-05 14:25:14,913 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-05-05 14:29:24,092 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 14:29:24,650 - pyskl - INFO - +top1_acc 0.8429 +top5_acc 0.9720 +2025-05-05 14:29:24,672 - pyskl - INFO - Epoch(val) [93][3718] top1_acc: 0.8429, top5_acc: 0.9720 +2025-05-05 14:30:32,780 - pyskl - INFO - Epoch [94][100/3405] lr: 7.891e-03, eta: 1 day, 0:41:35, time: 0.681, data_time: 0.230, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9881, loss_cls: 2.6499, loss: 2.6499 +2025-05-05 14:31:17,931 - pyskl - INFO - Epoch [94][200/3405] lr: 7.884e-03, eta: 1 day, 0:40:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 2.4639, loss: 2.4639 +2025-05-05 14:32:03,177 - pyskl - INFO - Epoch [94][300/3405] lr: 7.877e-03, eta: 1 day, 0:40:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 2.5365, loss: 2.5365 +2025-05-05 14:32:48,406 - pyskl - INFO - Epoch [94][400/3405] lr: 7.870e-03, eta: 1 day, 0:39:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.7225, loss: 2.7225 +2025-05-05 14:33:33,780 - pyskl - INFO - Epoch [94][500/3405] lr: 7.863e-03, eta: 1 day, 0:38:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.4896, loss: 2.4896 +2025-05-05 14:34:19,039 - pyskl - INFO - Epoch [94][600/3405] lr: 7.856e-03, eta: 1 day, 0:37:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.6509, loss: 2.6509 +2025-05-05 14:35:04,184 - pyskl - INFO - Epoch [94][700/3405] lr: 7.849e-03, eta: 1 day, 0:36:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.6808, loss: 2.6808 +2025-05-05 14:35:49,277 - pyskl - INFO - Epoch [94][800/3405] lr: 7.841e-03, eta: 1 day, 0:36:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 2.5076, loss: 2.5076 +2025-05-05 14:36:34,277 - pyskl - INFO - Epoch [94][900/3405] lr: 7.834e-03, eta: 1 day, 0:35:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.5759, loss: 2.5759 +2025-05-05 14:37:19,522 - pyskl - INFO - Epoch [94][1000/3405] lr: 7.827e-03, eta: 1 day, 0:34:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.6617, loss: 2.6617 +2025-05-05 14:38:04,726 - pyskl - INFO - Epoch [94][1100/3405] lr: 7.820e-03, eta: 1 day, 0:33:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.7479, loss: 2.7479 +2025-05-05 14:38:49,862 - pyskl - INFO - Epoch [94][1200/3405] lr: 7.813e-03, eta: 1 day, 0:33:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.6448, loss: 2.6448 +2025-05-05 14:39:35,164 - pyskl - INFO - Epoch [94][1300/3405] lr: 7.806e-03, eta: 1 day, 0:32:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 2.6818, loss: 2.6818 +2025-05-05 14:40:20,419 - pyskl - INFO - Epoch [94][1400/3405] lr: 7.799e-03, eta: 1 day, 0:31:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.5848, loss: 2.5848 +2025-05-05 14:41:05,867 - pyskl - INFO - Epoch [94][1500/3405] lr: 7.791e-03, eta: 1 day, 0:30:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.5121, loss: 2.5121 +2025-05-05 14:41:51,039 - pyskl - INFO - Epoch [94][1600/3405] lr: 7.784e-03, eta: 1 day, 0:30:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9881, loss_cls: 2.5718, loss: 2.5718 +2025-05-05 14:42:36,221 - pyskl - INFO - Epoch [94][1700/3405] lr: 7.777e-03, eta: 1 day, 0:29:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.6748, loss: 2.6748 +2025-05-05 14:43:21,488 - pyskl - INFO - Epoch [94][1800/3405] lr: 7.770e-03, eta: 1 day, 0:28:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.7095, loss: 2.7095 +2025-05-05 14:44:06,616 - pyskl - INFO - Epoch [94][1900/3405] lr: 7.763e-03, eta: 1 day, 0:27:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 2.6836, loss: 2.6836 +2025-05-05 14:44:51,731 - pyskl - INFO - Epoch [94][2000/3405] lr: 7.756e-03, eta: 1 day, 0:26:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.6945, loss: 2.6945 +2025-05-05 14:45:36,860 - pyskl - INFO - Epoch [94][2100/3405] lr: 7.749e-03, eta: 1 day, 0:26:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.5014, loss: 2.5014 +2025-05-05 14:46:22,027 - pyskl - INFO - Epoch [94][2200/3405] lr: 7.742e-03, eta: 1 day, 0:25:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.6539, loss: 2.6539 +2025-05-05 14:47:07,130 - pyskl - INFO - Epoch [94][2300/3405] lr: 7.735e-03, eta: 1 day, 0:24:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.6130, loss: 2.6130 +2025-05-05 14:47:52,109 - pyskl - INFO - Epoch [94][2400/3405] lr: 7.727e-03, eta: 1 day, 0:23:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 2.6313, loss: 2.6313 +2025-05-05 14:48:37,131 - pyskl - INFO - Epoch [94][2500/3405] lr: 7.720e-03, eta: 1 day, 0:23:06, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9938, loss_cls: 2.6263, loss: 2.6263 +2025-05-05 14:49:22,279 - pyskl - INFO - Epoch [94][2600/3405] lr: 7.713e-03, eta: 1 day, 0:22:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.6482, loss: 2.6482 +2025-05-05 14:50:07,689 - pyskl - INFO - Epoch [94][2700/3405] lr: 7.706e-03, eta: 1 day, 0:21:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.6675, loss: 2.6675 +2025-05-05 14:50:52,982 - pyskl - INFO - Epoch [94][2800/3405] lr: 7.699e-03, eta: 1 day, 0:20:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9938, loss_cls: 2.6024, loss: 2.6024 +2025-05-05 14:51:38,198 - pyskl - INFO - Epoch [94][2900/3405] lr: 7.692e-03, eta: 1 day, 0:20:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.6349, loss: 2.6349 +2025-05-05 14:52:23,435 - pyskl - INFO - Epoch [94][3000/3405] lr: 7.685e-03, eta: 1 day, 0:19:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.5096, loss: 2.5096 +2025-05-05 14:53:08,825 - pyskl - INFO - Epoch [94][3100/3405] lr: 7.678e-03, eta: 1 day, 0:18:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.5905, loss: 2.5905 +2025-05-05 14:53:54,196 - pyskl - INFO - Epoch [94][3200/3405] lr: 7.671e-03, eta: 1 day, 0:17:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.6598, loss: 2.6598 +2025-05-05 14:54:39,318 - pyskl - INFO - Epoch [94][3300/3405] lr: 7.664e-03, eta: 1 day, 0:16:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.7131, loss: 2.7131 +2025-05-05 14:55:24,520 - pyskl - INFO - Epoch [94][3400/3405] lr: 7.656e-03, eta: 1 day, 0:16:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.7472, loss: 2.7472 +2025-05-05 14:55:27,219 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-05-05 14:59:35,653 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 14:59:36,206 - pyskl - INFO - +top1_acc 0.8303 +top5_acc 0.9679 +2025-05-05 14:59:36,231 - pyskl - INFO - Epoch(val) [94][3718] top1_acc: 0.8303, top5_acc: 0.9679 +2025-05-05 15:00:44,533 - pyskl - INFO - Epoch [95][100/3405] lr: 7.649e-03, eta: 1 day, 0:15:35, time: 0.683, data_time: 0.232, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 2.5561, loss: 2.5561 +2025-05-05 15:01:29,590 - pyskl - INFO - Epoch [95][200/3405] lr: 7.642e-03, eta: 1 day, 0:14:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9962, loss_cls: 2.6304, loss: 2.6304 +2025-05-05 15:02:14,696 - pyskl - INFO - Epoch [95][300/3405] lr: 7.635e-03, eta: 1 day, 0:14:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.5022, loss: 2.5022 +2025-05-05 15:02:59,796 - pyskl - INFO - Epoch [95][400/3405] lr: 7.628e-03, eta: 1 day, 0:13:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.5389, loss: 2.5389 +2025-05-05 15:03:44,762 - pyskl - INFO - Epoch [95][500/3405] lr: 7.621e-03, eta: 1 day, 0:12:30, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9950, loss_cls: 2.6209, loss: 2.6209 +2025-05-05 15:04:30,177 - pyskl - INFO - Epoch [95][600/3405] lr: 7.614e-03, eta: 1 day, 0:11:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.5592, loss: 2.5592 +2025-05-05 15:05:15,555 - pyskl - INFO - Epoch [95][700/3405] lr: 7.607e-03, eta: 1 day, 0:10:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 2.5716, loss: 2.5716 +2025-05-05 15:06:00,704 - pyskl - INFO - Epoch [95][800/3405] lr: 7.599e-03, eta: 1 day, 0:10:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.4386, loss: 2.4386 +2025-05-05 15:06:45,989 - pyskl - INFO - Epoch [95][900/3405] lr: 7.592e-03, eta: 1 day, 0:09:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.5847, loss: 2.5847 +2025-05-05 15:07:31,268 - pyskl - INFO - Epoch [95][1000/3405] lr: 7.585e-03, eta: 1 day, 0:08:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 2.6150, loss: 2.6150 +2025-05-05 15:08:16,619 - pyskl - INFO - Epoch [95][1100/3405] lr: 7.578e-03, eta: 1 day, 0:07:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.5254, loss: 2.5254 +2025-05-05 15:09:01,931 - pyskl - INFO - Epoch [95][1200/3405] lr: 7.571e-03, eta: 1 day, 0:07:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.6375, loss: 2.6375 +2025-05-05 15:09:47,253 - pyskl - INFO - Epoch [95][1300/3405] lr: 7.564e-03, eta: 1 day, 0:06:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.4937, loss: 2.4937 +2025-05-05 15:10:32,537 - pyskl - INFO - Epoch [95][1400/3405] lr: 7.557e-03, eta: 1 day, 0:05:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.5169, loss: 2.5169 +2025-05-05 15:11:17,790 - pyskl - INFO - Epoch [95][1500/3405] lr: 7.550e-03, eta: 1 day, 0:04:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.5899, loss: 2.5899 +2025-05-05 15:12:02,990 - pyskl - INFO - Epoch [95][1600/3405] lr: 7.543e-03, eta: 1 day, 0:04:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.5375, loss: 2.5375 +2025-05-05 15:12:48,196 - pyskl - INFO - Epoch [95][1700/3405] lr: 7.536e-03, eta: 1 day, 0:03:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.6115, loss: 2.6115 +2025-05-05 15:13:33,577 - pyskl - INFO - Epoch [95][1800/3405] lr: 7.529e-03, eta: 1 day, 0:02:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9950, loss_cls: 2.6221, loss: 2.6221 +2025-05-05 15:14:18,686 - pyskl - INFO - Epoch [95][1900/3405] lr: 7.522e-03, eta: 1 day, 0:01:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 2.6733, loss: 2.6733 +2025-05-05 15:15:03,987 - pyskl - INFO - Epoch [95][2000/3405] lr: 7.515e-03, eta: 1 day, 0:00:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 2.5894, loss: 2.5894 +2025-05-05 15:15:49,240 - pyskl - INFO - Epoch [95][2100/3405] lr: 7.508e-03, eta: 1 day, 0:00:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9912, loss_cls: 2.7516, loss: 2.7516 +2025-05-05 15:16:34,375 - pyskl - INFO - Epoch [95][2200/3405] lr: 7.501e-03, eta: 23:59:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 2.5651, loss: 2.5651 +2025-05-05 15:17:19,502 - pyskl - INFO - Epoch [95][2300/3405] lr: 7.494e-03, eta: 23:58:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.6993, loss: 2.6993 +2025-05-05 15:18:04,766 - pyskl - INFO - Epoch [95][2400/3405] lr: 7.487e-03, eta: 23:57:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.4603, loss: 2.4603 +2025-05-05 15:18:50,071 - pyskl - INFO - Epoch [95][2500/3405] lr: 7.480e-03, eta: 23:57:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 2.5825, loss: 2.5825 +2025-05-05 15:19:35,290 - pyskl - INFO - Epoch [95][2600/3405] lr: 7.472e-03, eta: 23:56:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9944, loss_cls: 2.6149, loss: 2.6149 +2025-05-05 15:20:20,528 - pyskl - INFO - Epoch [95][2700/3405] lr: 7.465e-03, eta: 23:55:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.6554, loss: 2.6554 +2025-05-05 15:21:05,926 - pyskl - INFO - Epoch [95][2800/3405] lr: 7.458e-03, eta: 23:54:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9938, loss_cls: 2.6316, loss: 2.6316 +2025-05-05 15:21:51,177 - pyskl - INFO - Epoch [95][2900/3405] lr: 7.451e-03, eta: 23:54:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.5269, loss: 2.5269 +2025-05-05 15:22:36,408 - pyskl - INFO - Epoch [95][3000/3405] lr: 7.444e-03, eta: 23:53:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 2.6904, loss: 2.6904 +2025-05-05 15:23:21,899 - pyskl - INFO - Epoch [95][3100/3405] lr: 7.437e-03, eta: 23:52:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.6486, loss: 2.6486 +2025-05-05 15:24:07,162 - pyskl - INFO - Epoch [95][3200/3405] lr: 7.430e-03, eta: 23:51:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.6859, loss: 2.6859 +2025-05-05 15:24:52,288 - pyskl - INFO - Epoch [95][3300/3405] lr: 7.423e-03, eta: 23:50:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.5383, loss: 2.5383 +2025-05-05 15:25:37,485 - pyskl - INFO - Epoch [95][3400/3405] lr: 7.416e-03, eta: 23:50:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.5729, loss: 2.5729 +2025-05-05 15:25:40,131 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-05-05 15:29:48,544 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 15:29:49,106 - pyskl - INFO - +top1_acc 0.8482 +top5_acc 0.9725 +2025-05-05 15:29:49,132 - pyskl - INFO - Epoch(val) [95][3718] top1_acc: 0.8482, top5_acc: 0.9725 +2025-05-05 15:30:57,318 - pyskl - INFO - Epoch [96][100/3405] lr: 7.409e-03, eta: 23:49:35, time: 0.682, data_time: 0.231, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.5264, loss: 2.5264 +2025-05-05 15:31:42,425 - pyskl - INFO - Epoch [96][200/3405] lr: 7.402e-03, eta: 23:48:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.5972, loss: 2.5972 +2025-05-05 15:32:27,620 - pyskl - INFO - Epoch [96][300/3405] lr: 7.395e-03, eta: 23:48:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9888, loss_cls: 2.4455, loss: 2.4455 +2025-05-05 15:33:12,792 - pyskl - INFO - Epoch [96][400/3405] lr: 7.388e-03, eta: 23:47:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 2.5431, loss: 2.5431 +2025-05-05 15:33:57,931 - pyskl - INFO - Epoch [96][500/3405] lr: 7.381e-03, eta: 23:46:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.4791, loss: 2.4791 +2025-05-05 15:34:43,117 - pyskl - INFO - Epoch [96][600/3405] lr: 7.374e-03, eta: 23:45:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 2.4902, loss: 2.4902 +2025-05-05 15:35:28,285 - pyskl - INFO - Epoch [96][700/3405] lr: 7.367e-03, eta: 23:44:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.4632, loss: 2.4632 +2025-05-05 15:36:13,476 - pyskl - INFO - Epoch [96][800/3405] lr: 7.360e-03, eta: 23:44:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.5966, loss: 2.5966 +2025-05-05 15:36:58,664 - pyskl - INFO - Epoch [96][900/3405] lr: 7.353e-03, eta: 23:43:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.5157, loss: 2.5157 +2025-05-05 15:37:43,904 - pyskl - INFO - Epoch [96][1000/3405] lr: 7.346e-03, eta: 23:42:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.5367, loss: 2.5367 +2025-05-05 15:38:29,122 - pyskl - INFO - Epoch [96][1100/3405] lr: 7.339e-03, eta: 23:41:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.5355, loss: 2.5355 +2025-05-05 15:39:14,369 - pyskl - INFO - Epoch [96][1200/3405] lr: 7.332e-03, eta: 23:41:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.5570, loss: 2.5570 +2025-05-05 15:39:59,686 - pyskl - INFO - Epoch [96][1300/3405] lr: 7.325e-03, eta: 23:40:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.6198, loss: 2.6198 +2025-05-05 15:40:45,011 - pyskl - INFO - Epoch [96][1400/3405] lr: 7.318e-03, eta: 23:39:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.5790, loss: 2.5790 +2025-05-05 15:41:30,260 - pyskl - INFO - Epoch [96][1500/3405] lr: 7.311e-03, eta: 23:38:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.4020, loss: 2.4020 +2025-05-05 15:42:15,566 - pyskl - INFO - Epoch [96][1600/3405] lr: 7.304e-03, eta: 23:38:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.6812, loss: 2.6812 +2025-05-05 15:43:00,986 - pyskl - INFO - Epoch [96][1700/3405] lr: 7.297e-03, eta: 23:37:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.6055, loss: 2.6055 +2025-05-05 15:43:46,502 - pyskl - INFO - Epoch [96][1800/3405] lr: 7.290e-03, eta: 23:36:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.6142, loss: 2.6142 +2025-05-05 15:44:31,879 - pyskl - INFO - Epoch [96][1900/3405] lr: 7.283e-03, eta: 23:35:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.5033, loss: 2.5033 +2025-05-05 15:45:17,154 - pyskl - INFO - Epoch [96][2000/3405] lr: 7.276e-03, eta: 23:34:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.6079, loss: 2.6079 +2025-05-05 15:46:02,429 - pyskl - INFO - Epoch [96][2100/3405] lr: 7.269e-03, eta: 23:34:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 2.6057, loss: 2.6057 +2025-05-05 15:46:47,643 - pyskl - INFO - Epoch [96][2200/3405] lr: 7.262e-03, eta: 23:33:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9950, loss_cls: 2.5488, loss: 2.5488 +2025-05-05 15:47:32,863 - pyskl - INFO - Epoch [96][2300/3405] lr: 7.255e-03, eta: 23:32:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 2.6328, loss: 2.6328 +2025-05-05 15:48:18,173 - pyskl - INFO - Epoch [96][2400/3405] lr: 7.248e-03, eta: 23:31:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.6146, loss: 2.6146 +2025-05-05 15:49:03,474 - pyskl - INFO - Epoch [96][2500/3405] lr: 7.241e-03, eta: 23:31:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.6587, loss: 2.6587 +2025-05-05 15:49:48,643 - pyskl - INFO - Epoch [96][2600/3405] lr: 7.234e-03, eta: 23:30:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.4951, loss: 2.4951 +2025-05-05 15:50:33,910 - pyskl - INFO - Epoch [96][2700/3405] lr: 7.227e-03, eta: 23:29:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.5526, loss: 2.5526 +2025-05-05 15:51:19,317 - pyskl - INFO - Epoch [96][2800/3405] lr: 7.220e-03, eta: 23:28:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 2.5801, loss: 2.5801 +2025-05-05 15:52:04,489 - pyskl - INFO - Epoch [96][2900/3405] lr: 7.213e-03, eta: 23:28:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9888, loss_cls: 2.5022, loss: 2.5022 +2025-05-05 15:52:49,671 - pyskl - INFO - Epoch [96][3000/3405] lr: 7.206e-03, eta: 23:27:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.5888, loss: 2.5888 +2025-05-05 15:53:34,757 - pyskl - INFO - Epoch [96][3100/3405] lr: 7.199e-03, eta: 23:26:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.6462, loss: 2.6462 +2025-05-05 15:54:20,010 - pyskl - INFO - Epoch [96][3200/3405] lr: 7.192e-03, eta: 23:25:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9938, loss_cls: 2.6232, loss: 2.6232 +2025-05-05 15:55:05,209 - pyskl - INFO - Epoch [96][3300/3405] lr: 7.185e-03, eta: 23:24:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.7131, loss: 2.7131 +2025-05-05 15:55:50,366 - pyskl - INFO - Epoch [96][3400/3405] lr: 7.178e-03, eta: 23:24:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.7290, loss: 2.7290 +2025-05-05 15:55:53,040 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-05-05 16:00:01,293 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 16:00:01,853 - pyskl - INFO - +top1_acc 0.8499 +top5_acc 0.9738 +2025-05-05 16:00:01,917 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_91.pth was removed +2025-05-05 16:00:03,042 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_96.pth. +2025-05-05 16:00:03,044 - pyskl - INFO - Best top1_acc is 0.8499 at 96 epoch. +2025-05-05 16:00:03,067 - pyskl - INFO - Epoch(val) [96][3718] top1_acc: 0.8499, top5_acc: 0.9738 +2025-05-05 16:01:11,609 - pyskl - INFO - Epoch [97][100/3405] lr: 7.171e-03, eta: 23:23:35, time: 0.685, data_time: 0.235, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.5548, loss: 2.5548 +2025-05-05 16:01:56,805 - pyskl - INFO - Epoch [97][200/3405] lr: 7.164e-03, eta: 23:22:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9950, loss_cls: 2.5887, loss: 2.5887 +2025-05-05 16:02:41,981 - pyskl - INFO - Epoch [97][300/3405] lr: 7.157e-03, eta: 23:22:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 2.5963, loss: 2.5963 +2025-05-05 16:03:27,154 - pyskl - INFO - Epoch [97][400/3405] lr: 7.150e-03, eta: 23:21:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9969, loss_cls: 2.5049, loss: 2.5049 +2025-05-05 16:04:12,345 - pyskl - INFO - Epoch [97][500/3405] lr: 7.143e-03, eta: 23:20:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.5249, loss: 2.5249 +2025-05-05 16:04:57,574 - pyskl - INFO - Epoch [97][600/3405] lr: 7.136e-03, eta: 23:19:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.4659, loss: 2.4659 +2025-05-05 16:05:42,683 - pyskl - INFO - Epoch [97][700/3405] lr: 7.129e-03, eta: 23:18:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.4260, loss: 2.4260 +2025-05-05 16:06:27,733 - pyskl - INFO - Epoch [97][800/3405] lr: 7.122e-03, eta: 23:18:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.4527, loss: 2.4527 +2025-05-05 16:07:12,881 - pyskl - INFO - Epoch [97][900/3405] lr: 7.115e-03, eta: 23:17:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.4255, loss: 2.4255 +2025-05-05 16:07:57,946 - pyskl - INFO - Epoch [97][1000/3405] lr: 7.108e-03, eta: 23:16:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.4676, loss: 2.4676 +2025-05-05 16:08:43,089 - pyskl - INFO - Epoch [97][1100/3405] lr: 7.101e-03, eta: 23:15:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.5191, loss: 2.5191 +2025-05-05 16:09:28,187 - pyskl - INFO - Epoch [97][1200/3405] lr: 7.094e-03, eta: 23:15:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.4877, loss: 2.4877 +2025-05-05 16:10:13,288 - pyskl - INFO - Epoch [97][1300/3405] lr: 7.088e-03, eta: 23:14:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 2.5224, loss: 2.5224 +2025-05-05 16:10:58,417 - pyskl - INFO - Epoch [97][1400/3405] lr: 7.081e-03, eta: 23:13:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.5509, loss: 2.5509 +2025-05-05 16:11:43,550 - pyskl - INFO - Epoch [97][1500/3405] lr: 7.074e-03, eta: 23:12:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.5821, loss: 2.5821 +2025-05-05 16:12:28,717 - pyskl - INFO - Epoch [97][1600/3405] lr: 7.067e-03, eta: 23:12:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9969, loss_cls: 2.4634, loss: 2.4634 +2025-05-05 16:13:13,934 - pyskl - INFO - Epoch [97][1700/3405] lr: 7.060e-03, eta: 23:11:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.5146, loss: 2.5146 +2025-05-05 16:13:59,198 - pyskl - INFO - Epoch [97][1800/3405] lr: 7.053e-03, eta: 23:10:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.5681, loss: 2.5681 +2025-05-05 16:14:44,334 - pyskl - INFO - Epoch [97][1900/3405] lr: 7.046e-03, eta: 23:09:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 2.5725, loss: 2.5725 +2025-05-05 16:15:29,498 - pyskl - INFO - Epoch [97][2000/3405] lr: 7.039e-03, eta: 23:08:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.5942, loss: 2.5942 +2025-05-05 16:16:14,653 - pyskl - INFO - Epoch [97][2100/3405] lr: 7.032e-03, eta: 23:08:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9869, loss_cls: 2.5760, loss: 2.5760 +2025-05-05 16:16:59,899 - pyskl - INFO - Epoch [97][2200/3405] lr: 7.025e-03, eta: 23:07:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9931, loss_cls: 2.6936, loss: 2.6936 +2025-05-05 16:17:45,082 - pyskl - INFO - Epoch [97][2300/3405] lr: 7.018e-03, eta: 23:06:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.6121, loss: 2.6121 +2025-05-05 16:18:30,261 - pyskl - INFO - Epoch [97][2400/3405] lr: 7.011e-03, eta: 23:05:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.6384, loss: 2.6384 +2025-05-05 16:19:15,426 - pyskl - INFO - Epoch [97][2500/3405] lr: 7.005e-03, eta: 23:05:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.5389, loss: 2.5389 +2025-05-05 16:20:00,706 - pyskl - INFO - Epoch [97][2600/3405] lr: 6.998e-03, eta: 23:04:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9894, loss_cls: 2.5019, loss: 2.5019 +2025-05-05 16:20:45,999 - pyskl - INFO - Epoch [97][2700/3405] lr: 6.991e-03, eta: 23:03:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 2.5488, loss: 2.5488 +2025-05-05 16:21:31,477 - pyskl - INFO - Epoch [97][2800/3405] lr: 6.984e-03, eta: 23:02:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.4790, loss: 2.4790 +2025-05-05 16:22:16,752 - pyskl - INFO - Epoch [97][2900/3405] lr: 6.977e-03, eta: 23:02:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 2.6429, loss: 2.6429 +2025-05-05 16:23:02,075 - pyskl - INFO - Epoch [97][3000/3405] lr: 6.970e-03, eta: 23:01:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.6625, loss: 2.6625 +2025-05-05 16:23:47,285 - pyskl - INFO - Epoch [97][3100/3405] lr: 6.963e-03, eta: 23:00:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.5333, loss: 2.5333 +2025-05-05 16:24:32,397 - pyskl - INFO - Epoch [97][3200/3405] lr: 6.956e-03, eta: 22:59:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.5921, loss: 2.5921 +2025-05-05 16:25:17,557 - pyskl - INFO - Epoch [97][3300/3405] lr: 6.949e-03, eta: 22:58:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.5690, loss: 2.5690 +2025-05-05 16:26:02,720 - pyskl - INFO - Epoch [97][3400/3405] lr: 6.942e-03, eta: 22:58:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.6481, loss: 2.6481 +2025-05-05 16:26:05,389 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-05-05 16:30:12,671 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 16:30:13,221 - pyskl - INFO - +top1_acc 0.8222 +top5_acc 0.9686 +2025-05-05 16:30:13,244 - pyskl - INFO - Epoch(val) [97][3718] top1_acc: 0.8222, top5_acc: 0.9686 +2025-05-05 16:31:21,298 - pyskl - INFO - Epoch [98][100/3405] lr: 6.935e-03, eta: 22:57:34, time: 0.680, data_time: 0.230, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 2.6126, loss: 2.6126 +2025-05-05 16:32:06,410 - pyskl - INFO - Epoch [98][200/3405] lr: 6.928e-03, eta: 22:56:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9969, loss_cls: 2.5187, loss: 2.5187 +2025-05-05 16:32:51,510 - pyskl - INFO - Epoch [98][300/3405] lr: 6.921e-03, eta: 22:56:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.4496, loss: 2.4496 +2025-05-05 16:33:36,664 - pyskl - INFO - Epoch [98][400/3405] lr: 6.915e-03, eta: 22:55:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 2.3386, loss: 2.3386 +2025-05-05 16:34:21,905 - pyskl - INFO - Epoch [98][500/3405] lr: 6.908e-03, eta: 22:54:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9975, loss_cls: 2.4967, loss: 2.4967 +2025-05-05 16:35:07,153 - pyskl - INFO - Epoch [98][600/3405] lr: 6.901e-03, eta: 22:53:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 2.4775, loss: 2.4775 +2025-05-05 16:35:52,320 - pyskl - INFO - Epoch [98][700/3405] lr: 6.894e-03, eta: 22:52:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.4574, loss: 2.4574 +2025-05-05 16:36:37,531 - pyskl - INFO - Epoch [98][800/3405] lr: 6.887e-03, eta: 22:52:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.4883, loss: 2.4883 +2025-05-05 16:37:22,684 - pyskl - INFO - Epoch [98][900/3405] lr: 6.880e-03, eta: 22:51:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 2.4454, loss: 2.4454 +2025-05-05 16:38:07,928 - pyskl - INFO - Epoch [98][1000/3405] lr: 6.873e-03, eta: 22:50:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.4461, loss: 2.4461 +2025-05-05 16:38:53,166 - pyskl - INFO - Epoch [98][1100/3405] lr: 6.867e-03, eta: 22:49:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.3808, loss: 2.3808 +2025-05-05 16:39:38,521 - pyskl - INFO - Epoch [98][1200/3405] lr: 6.860e-03, eta: 22:49:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9962, loss_cls: 2.4919, loss: 2.4919 +2025-05-05 16:40:23,583 - pyskl - INFO - Epoch [98][1300/3405] lr: 6.853e-03, eta: 22:48:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9931, loss_cls: 2.5527, loss: 2.5527 +2025-05-05 16:41:08,737 - pyskl - INFO - Epoch [98][1400/3405] lr: 6.846e-03, eta: 22:47:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.6195, loss: 2.6195 +2025-05-05 16:41:53,858 - pyskl - INFO - Epoch [98][1500/3405] lr: 6.839e-03, eta: 22:46:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.6435, loss: 2.6435 +2025-05-05 16:42:39,079 - pyskl - INFO - Epoch [98][1600/3405] lr: 6.832e-03, eta: 22:46:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.5197, loss: 2.5197 +2025-05-05 16:43:24,236 - pyskl - INFO - Epoch [98][1700/3405] lr: 6.825e-03, eta: 22:45:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.4992, loss: 2.4992 +2025-05-05 16:44:09,416 - pyskl - INFO - Epoch [98][1800/3405] lr: 6.819e-03, eta: 22:44:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.4581, loss: 2.4581 +2025-05-05 16:44:54,623 - pyskl - INFO - Epoch [98][1900/3405] lr: 6.812e-03, eta: 22:43:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.5193, loss: 2.5193 +2025-05-05 16:45:39,918 - pyskl - INFO - Epoch [98][2000/3405] lr: 6.805e-03, eta: 22:42:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.5762, loss: 2.5762 +2025-05-05 16:46:25,287 - pyskl - INFO - Epoch [98][2100/3405] lr: 6.798e-03, eta: 22:42:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.4467, loss: 2.4467 +2025-05-05 16:47:10,696 - pyskl - INFO - Epoch [98][2200/3405] lr: 6.791e-03, eta: 22:41:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.5336, loss: 2.5336 +2025-05-05 16:47:56,044 - pyskl - INFO - Epoch [98][2300/3405] lr: 6.784e-03, eta: 22:40:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.5940, loss: 2.5940 +2025-05-05 16:48:41,390 - pyskl - INFO - Epoch [98][2400/3405] lr: 6.777e-03, eta: 22:39:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.5449, loss: 2.5449 +2025-05-05 16:49:26,842 - pyskl - INFO - Epoch [98][2500/3405] lr: 6.771e-03, eta: 22:39:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.4744, loss: 2.4744 +2025-05-05 16:50:12,197 - pyskl - INFO - Epoch [98][2600/3405] lr: 6.764e-03, eta: 22:38:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.5864, loss: 2.5864 +2025-05-05 16:50:57,551 - pyskl - INFO - Epoch [98][2700/3405] lr: 6.757e-03, eta: 22:37:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.5849, loss: 2.5849 +2025-05-05 16:51:42,825 - pyskl - INFO - Epoch [98][2800/3405] lr: 6.750e-03, eta: 22:36:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9950, loss_cls: 2.5933, loss: 2.5933 +2025-05-05 16:52:28,089 - pyskl - INFO - Epoch [98][2900/3405] lr: 6.743e-03, eta: 22:36:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.6161, loss: 2.6161 +2025-05-05 16:53:13,400 - pyskl - INFO - Epoch [98][3000/3405] lr: 6.736e-03, eta: 22:35:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.5687, loss: 2.5687 +2025-05-05 16:53:58,675 - pyskl - INFO - Epoch [98][3100/3405] lr: 6.730e-03, eta: 22:34:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.6135, loss: 2.6135 +2025-05-05 16:54:43,852 - pyskl - INFO - Epoch [98][3200/3405] lr: 6.723e-03, eta: 22:33:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.4957, loss: 2.4957 +2025-05-05 16:55:29,080 - pyskl - INFO - Epoch [98][3300/3405] lr: 6.716e-03, eta: 22:32:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.6643, loss: 2.6643 +2025-05-05 16:56:14,308 - pyskl - INFO - Epoch [98][3400/3405] lr: 6.709e-03, eta: 22:32:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.5297, loss: 2.5297 +2025-05-05 16:56:17,020 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-05-05 17:00:24,564 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 17:00:25,116 - pyskl - INFO - +top1_acc 0.8495 +top5_acc 0.9713 +2025-05-05 17:00:25,140 - pyskl - INFO - Epoch(val) [98][3718] top1_acc: 0.8495, top5_acc: 0.9713 +2025-05-05 17:01:33,303 - pyskl - INFO - Epoch [99][100/3405] lr: 6.702e-03, eta: 22:31:34, time: 0.682, data_time: 0.231, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.3815, loss: 2.3815 +2025-05-05 17:02:18,478 - pyskl - INFO - Epoch [99][200/3405] lr: 6.695e-03, eta: 22:30:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.3969, loss: 2.3969 +2025-05-05 17:03:03,717 - pyskl - INFO - Epoch [99][300/3405] lr: 6.688e-03, eta: 22:30:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.4177, loss: 2.4177 +2025-05-05 17:03:48,886 - pyskl - INFO - Epoch [99][400/3405] lr: 6.682e-03, eta: 22:29:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.4514, loss: 2.4514 +2025-05-05 17:04:34,084 - pyskl - INFO - Epoch [99][500/3405] lr: 6.675e-03, eta: 22:28:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.4502, loss: 2.4502 +2025-05-05 17:05:19,242 - pyskl - INFO - Epoch [99][600/3405] lr: 6.668e-03, eta: 22:27:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.4864, loss: 2.4864 +2025-05-05 17:06:04,407 - pyskl - INFO - Epoch [99][700/3405] lr: 6.661e-03, eta: 22:26:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.4117, loss: 2.4117 +2025-05-05 17:06:49,491 - pyskl - INFO - Epoch [99][800/3405] lr: 6.654e-03, eta: 22:26:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.5034, loss: 2.5034 +2025-05-05 17:07:34,720 - pyskl - INFO - Epoch [99][900/3405] lr: 6.648e-03, eta: 22:25:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.5077, loss: 2.5077 +2025-05-05 17:08:19,978 - pyskl - INFO - Epoch [99][1000/3405] lr: 6.641e-03, eta: 22:24:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.4680, loss: 2.4680 +2025-05-05 17:09:05,127 - pyskl - INFO - Epoch [99][1100/3405] lr: 6.634e-03, eta: 22:23:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.5352, loss: 2.5352 +2025-05-05 17:09:50,242 - pyskl - INFO - Epoch [99][1200/3405] lr: 6.627e-03, eta: 22:23:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 2.4776, loss: 2.4776 +2025-05-05 17:10:35,414 - pyskl - INFO - Epoch [99][1300/3405] lr: 6.620e-03, eta: 22:22:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.5596, loss: 2.5596 +2025-05-05 17:11:20,486 - pyskl - INFO - Epoch [99][1400/3405] lr: 6.614e-03, eta: 22:21:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.5979, loss: 2.5979 +2025-05-05 17:12:05,800 - pyskl - INFO - Epoch [99][1500/3405] lr: 6.607e-03, eta: 22:20:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.6096, loss: 2.6096 +2025-05-05 17:12:50,972 - pyskl - INFO - Epoch [99][1600/3405] lr: 6.600e-03, eta: 22:20:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9956, loss_cls: 2.5389, loss: 2.5389 +2025-05-05 17:13:36,143 - pyskl - INFO - Epoch [99][1700/3405] lr: 6.593e-03, eta: 22:19:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.4480, loss: 2.4480 +2025-05-05 17:14:21,322 - pyskl - INFO - Epoch [99][1800/3405] lr: 6.587e-03, eta: 22:18:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.5583, loss: 2.5583 +2025-05-05 17:15:06,536 - pyskl - INFO - Epoch [99][1900/3405] lr: 6.580e-03, eta: 22:17:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.5566, loss: 2.5566 +2025-05-05 17:15:51,838 - pyskl - INFO - Epoch [99][2000/3405] lr: 6.573e-03, eta: 22:16:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.4622, loss: 2.4622 +2025-05-05 17:16:37,021 - pyskl - INFO - Epoch [99][2100/3405] lr: 6.566e-03, eta: 22:16:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.3986, loss: 2.3986 +2025-05-05 17:17:22,219 - pyskl - INFO - Epoch [99][2200/3405] lr: 6.559e-03, eta: 22:15:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.5235, loss: 2.5235 +2025-05-05 17:18:07,395 - pyskl - INFO - Epoch [99][2300/3405] lr: 6.553e-03, eta: 22:14:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.4315, loss: 2.4315 +2025-05-05 17:18:52,569 - pyskl - INFO - Epoch [99][2400/3405] lr: 6.546e-03, eta: 22:13:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 2.3994, loss: 2.3994 +2025-05-05 17:19:37,682 - pyskl - INFO - Epoch [99][2500/3405] lr: 6.539e-03, eta: 22:13:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9938, loss_cls: 2.5793, loss: 2.5793 +2025-05-05 17:20:22,728 - pyskl - INFO - Epoch [99][2600/3405] lr: 6.532e-03, eta: 22:12:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.4509, loss: 2.4509 +2025-05-05 17:21:07,834 - pyskl - INFO - Epoch [99][2700/3405] lr: 6.526e-03, eta: 22:11:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.6358, loss: 2.6358 +2025-05-05 17:21:52,965 - pyskl - INFO - Epoch [99][2800/3405] lr: 6.519e-03, eta: 22:10:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9950, loss_cls: 2.5799, loss: 2.5799 +2025-05-05 17:22:38,099 - pyskl - INFO - Epoch [99][2900/3405] lr: 6.512e-03, eta: 22:10:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.5669, loss: 2.5669 +2025-05-05 17:23:23,161 - pyskl - INFO - Epoch [99][3000/3405] lr: 6.505e-03, eta: 22:09:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.4715, loss: 2.4715 +2025-05-05 17:24:08,306 - pyskl - INFO - Epoch [99][3100/3405] lr: 6.499e-03, eta: 22:08:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.5670, loss: 2.5670 +2025-05-05 17:24:53,420 - pyskl - INFO - Epoch [99][3200/3405] lr: 6.492e-03, eta: 22:07:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.5258, loss: 2.5258 +2025-05-05 17:25:38,625 - pyskl - INFO - Epoch [99][3300/3405] lr: 6.485e-03, eta: 22:06:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.5218, loss: 2.5218 +2025-05-05 17:26:23,806 - pyskl - INFO - Epoch [99][3400/3405] lr: 6.478e-03, eta: 22:06:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.5841, loss: 2.5841 +2025-05-05 17:26:26,463 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-05-05 17:30:37,933 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 17:30:38,490 - pyskl - INFO - +top1_acc 0.8471 +top5_acc 0.9730 +2025-05-05 17:30:38,513 - pyskl - INFO - Epoch(val) [99][3718] top1_acc: 0.8471, top5_acc: 0.9730 +2025-05-05 17:31:46,354 - pyskl - INFO - Epoch [100][100/3405] lr: 6.471e-03, eta: 22:05:32, time: 0.678, data_time: 0.228, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.5573, loss: 2.5573 +2025-05-05 17:32:31,473 - pyskl - INFO - Epoch [100][200/3405] lr: 6.465e-03, eta: 22:04:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.4601, loss: 2.4601 +2025-05-05 17:33:16,617 - pyskl - INFO - Epoch [100][300/3405] lr: 6.458e-03, eta: 22:04:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.4896, loss: 2.4896 +2025-05-05 17:34:01,963 - pyskl - INFO - Epoch [100][400/3405] lr: 6.451e-03, eta: 22:03:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.4116, loss: 2.4116 +2025-05-05 17:34:47,200 - pyskl - INFO - Epoch [100][500/3405] lr: 6.444e-03, eta: 22:02:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.3206, loss: 2.3206 +2025-05-05 17:35:32,421 - pyskl - INFO - Epoch [100][600/3405] lr: 6.438e-03, eta: 22:01:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9975, loss_cls: 2.3763, loss: 2.3763 +2025-05-05 17:36:17,759 - pyskl - INFO - Epoch [100][700/3405] lr: 6.431e-03, eta: 22:00:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.3592, loss: 2.3592 +2025-05-05 17:37:03,122 - pyskl - INFO - Epoch [100][800/3405] lr: 6.424e-03, eta: 22:00:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 2.4627, loss: 2.4627 +2025-05-05 17:37:48,484 - pyskl - INFO - Epoch [100][900/3405] lr: 6.418e-03, eta: 21:59:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9962, loss_cls: 2.4314, loss: 2.4314 +2025-05-05 17:38:33,852 - pyskl - INFO - Epoch [100][1000/3405] lr: 6.411e-03, eta: 21:58:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.6105, loss: 2.6105 +2025-05-05 17:39:19,256 - pyskl - INFO - Epoch [100][1100/3405] lr: 6.404e-03, eta: 21:57:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.4240, loss: 2.4240 +2025-05-05 17:40:04,792 - pyskl - INFO - Epoch [100][1200/3405] lr: 6.397e-03, eta: 21:57:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.4752, loss: 2.4752 +2025-05-05 17:40:50,206 - pyskl - INFO - Epoch [100][1300/3405] lr: 6.391e-03, eta: 21:56:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.3621, loss: 2.3621 +2025-05-05 17:41:35,541 - pyskl - INFO - Epoch [100][1400/3405] lr: 6.384e-03, eta: 21:55:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.4954, loss: 2.4954 +2025-05-05 17:42:20,627 - pyskl - INFO - Epoch [100][1500/3405] lr: 6.377e-03, eta: 21:54:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.4951, loss: 2.4951 +2025-05-05 17:43:05,735 - pyskl - INFO - Epoch [100][1600/3405] lr: 6.371e-03, eta: 21:54:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.5139, loss: 2.5139 +2025-05-05 17:43:50,899 - pyskl - INFO - Epoch [100][1700/3405] lr: 6.364e-03, eta: 21:53:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.5037, loss: 2.5037 +2025-05-05 17:44:36,036 - pyskl - INFO - Epoch [100][1800/3405] lr: 6.357e-03, eta: 21:52:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 2.4943, loss: 2.4943 +2025-05-05 17:45:21,192 - pyskl - INFO - Epoch [100][1900/3405] lr: 6.351e-03, eta: 21:51:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 2.3744, loss: 2.3744 +2025-05-05 17:46:06,351 - pyskl - INFO - Epoch [100][2000/3405] lr: 6.344e-03, eta: 21:50:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.5349, loss: 2.5349 +2025-05-05 17:46:51,171 - pyskl - INFO - Epoch [100][2100/3405] lr: 6.337e-03, eta: 21:50:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.6148, loss: 2.6148 +2025-05-05 17:47:36,441 - pyskl - INFO - Epoch [100][2200/3405] lr: 6.330e-03, eta: 21:49:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.4514, loss: 2.4514 +2025-05-05 17:48:21,798 - pyskl - INFO - Epoch [100][2300/3405] lr: 6.324e-03, eta: 21:48:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.5214, loss: 2.5214 +2025-05-05 17:49:07,089 - pyskl - INFO - Epoch [100][2400/3405] lr: 6.317e-03, eta: 21:47:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 2.5540, loss: 2.5540 +2025-05-05 17:49:52,386 - pyskl - INFO - Epoch [100][2500/3405] lr: 6.310e-03, eta: 21:47:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.3740, loss: 2.3740 +2025-05-05 17:50:37,664 - pyskl - INFO - Epoch [100][2600/3405] lr: 6.304e-03, eta: 21:46:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.4790, loss: 2.4790 +2025-05-05 17:51:23,000 - pyskl - INFO - Epoch [100][2700/3405] lr: 6.297e-03, eta: 21:45:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.5373, loss: 2.5373 +2025-05-05 17:52:08,292 - pyskl - INFO - Epoch [100][2800/3405] lr: 6.290e-03, eta: 21:44:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.5522, loss: 2.5522 +2025-05-05 17:52:53,664 - pyskl - INFO - Epoch [100][2900/3405] lr: 6.284e-03, eta: 21:44:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.5933, loss: 2.5933 +2025-05-05 17:53:38,942 - pyskl - INFO - Epoch [100][3000/3405] lr: 6.277e-03, eta: 21:43:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9944, loss_cls: 2.5189, loss: 2.5189 +2025-05-05 17:54:24,272 - pyskl - INFO - Epoch [100][3100/3405] lr: 6.270e-03, eta: 21:42:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.5722, loss: 2.5722 +2025-05-05 17:55:09,536 - pyskl - INFO - Epoch [100][3200/3405] lr: 6.264e-03, eta: 21:41:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.5763, loss: 2.5763 +2025-05-05 17:55:54,831 - pyskl - INFO - Epoch [100][3300/3405] lr: 6.257e-03, eta: 21:40:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 2.4321, loss: 2.4321 +2025-05-05 17:56:40,075 - pyskl - INFO - Epoch [100][3400/3405] lr: 6.250e-03, eta: 21:40:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.5970, loss: 2.5970 +2025-05-05 17:56:42,789 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-05-05 18:00:54,582 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 18:00:55,126 - pyskl - INFO - +top1_acc 0.8592 +top5_acc 0.9755 +2025-05-05 18:00:55,187 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_96.pth was removed +2025-05-05 18:00:56,257 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_100.pth. +2025-05-05 18:00:56,259 - pyskl - INFO - Best top1_acc is 0.8592 at 100 epoch. +2025-05-05 18:00:56,280 - pyskl - INFO - Epoch(val) [100][3718] top1_acc: 0.8592, top5_acc: 0.9755 +2025-05-05 18:02:04,485 - pyskl - INFO - Epoch [101][100/3405] lr: 6.243e-03, eta: 21:39:33, time: 0.682, data_time: 0.232, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 2.4863, loss: 2.4863 +2025-05-05 18:02:49,858 - pyskl - INFO - Epoch [101][200/3405] lr: 6.237e-03, eta: 21:38:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.4397, loss: 2.4397 +2025-05-05 18:03:35,034 - pyskl - INFO - Epoch [101][300/3405] lr: 6.230e-03, eta: 21:38:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.3936, loss: 2.3936 +2025-05-05 18:04:20,247 - pyskl - INFO - Epoch [101][400/3405] lr: 6.223e-03, eta: 21:37:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 2.3560, loss: 2.3560 +2025-05-05 18:05:05,546 - pyskl - INFO - Epoch [101][500/3405] lr: 6.217e-03, eta: 21:36:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 2.5287, loss: 2.5287 +2025-05-05 18:05:50,699 - pyskl - INFO - Epoch [101][600/3405] lr: 6.210e-03, eta: 21:35:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.3929, loss: 2.3929 +2025-05-05 18:06:35,910 - pyskl - INFO - Epoch [101][700/3405] lr: 6.204e-03, eta: 21:34:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.3581, loss: 2.3581 +2025-05-05 18:07:21,091 - pyskl - INFO - Epoch [101][800/3405] lr: 6.197e-03, eta: 21:34:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.4641, loss: 2.4641 +2025-05-05 18:08:06,219 - pyskl - INFO - Epoch [101][900/3405] lr: 6.190e-03, eta: 21:33:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.4288, loss: 2.4288 +2025-05-05 18:08:51,343 - pyskl - INFO - Epoch [101][1000/3405] lr: 6.184e-03, eta: 21:32:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.3803, loss: 2.3803 +2025-05-05 18:09:36,490 - pyskl - INFO - Epoch [101][1100/3405] lr: 6.177e-03, eta: 21:31:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 2.3741, loss: 2.3741 +2025-05-05 18:10:21,597 - pyskl - INFO - Epoch [101][1200/3405] lr: 6.170e-03, eta: 21:31:05, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 2.4268, loss: 2.4268 +2025-05-05 18:11:06,946 - pyskl - INFO - Epoch [101][1300/3405] lr: 6.164e-03, eta: 21:30:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.4541, loss: 2.4541 +2025-05-05 18:11:52,119 - pyskl - INFO - Epoch [101][1400/3405] lr: 6.157e-03, eta: 21:29:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.4564, loss: 2.4564 +2025-05-05 18:12:37,255 - pyskl - INFO - Epoch [101][1500/3405] lr: 6.150e-03, eta: 21:28:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.4372, loss: 2.4372 +2025-05-05 18:13:22,637 - pyskl - INFO - Epoch [101][1600/3405] lr: 6.144e-03, eta: 21:28:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.4247, loss: 2.4247 +2025-05-05 18:14:08,033 - pyskl - INFO - Epoch [101][1700/3405] lr: 6.137e-03, eta: 21:27:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.5286, loss: 2.5286 +2025-05-05 18:14:53,245 - pyskl - INFO - Epoch [101][1800/3405] lr: 6.131e-03, eta: 21:26:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.3863, loss: 2.3863 +2025-05-05 18:15:38,411 - pyskl - INFO - Epoch [101][1900/3405] lr: 6.124e-03, eta: 21:25:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.4401, loss: 2.4401 +2025-05-05 18:16:23,605 - pyskl - INFO - Epoch [101][2000/3405] lr: 6.117e-03, eta: 21:24:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.4137, loss: 2.4137 +2025-05-05 18:17:09,122 - pyskl - INFO - Epoch [101][2100/3405] lr: 6.111e-03, eta: 21:24:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.5126, loss: 2.5126 +2025-05-05 18:17:54,761 - pyskl - INFO - Epoch [101][2200/3405] lr: 6.104e-03, eta: 21:23:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.4720, loss: 2.4720 +2025-05-05 18:18:40,091 - pyskl - INFO - Epoch [101][2300/3405] lr: 6.098e-03, eta: 21:22:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 2.4440, loss: 2.4440 +2025-05-05 18:19:25,330 - pyskl - INFO - Epoch [101][2400/3405] lr: 6.091e-03, eta: 21:21:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9962, loss_cls: 2.4939, loss: 2.4939 +2025-05-05 18:20:10,666 - pyskl - INFO - Epoch [101][2500/3405] lr: 6.084e-03, eta: 21:21:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.4425, loss: 2.4425 +2025-05-05 18:20:55,896 - pyskl - INFO - Epoch [101][2600/3405] lr: 6.078e-03, eta: 21:20:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.5041, loss: 2.5041 +2025-05-05 18:21:41,054 - pyskl - INFO - Epoch [101][2700/3405] lr: 6.071e-03, eta: 21:19:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.4046, loss: 2.4046 +2025-05-05 18:22:26,296 - pyskl - INFO - Epoch [101][2800/3405] lr: 6.065e-03, eta: 21:18:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9900, loss_cls: 2.4913, loss: 2.4913 +2025-05-05 18:23:11,517 - pyskl - INFO - Epoch [101][2900/3405] lr: 6.058e-03, eta: 21:18:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.4499, loss: 2.4499 +2025-05-05 18:23:56,772 - pyskl - INFO - Epoch [101][3000/3405] lr: 6.051e-03, eta: 21:17:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.4704, loss: 2.4704 +2025-05-05 18:24:42,034 - pyskl - INFO - Epoch [101][3100/3405] lr: 6.045e-03, eta: 21:16:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.5627, loss: 2.5627 +2025-05-05 18:25:27,274 - pyskl - INFO - Epoch [101][3200/3405] lr: 6.038e-03, eta: 21:15:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9956, loss_cls: 2.5020, loss: 2.5020 +2025-05-05 18:26:12,500 - pyskl - INFO - Epoch [101][3300/3405] lr: 6.032e-03, eta: 21:14:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9850, loss_cls: 2.5589, loss: 2.5589 +2025-05-05 18:26:57,900 - pyskl - INFO - Epoch [101][3400/3405] lr: 6.025e-03, eta: 21:14:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.5494, loss: 2.5494 +2025-05-05 18:27:00,652 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-05-05 18:31:08,397 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 18:31:08,957 - pyskl - INFO - +top1_acc 0.8706 +top5_acc 0.9765 +2025-05-05 18:31:09,022 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_100.pth was removed +2025-05-05 18:31:10,153 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_101.pth. +2025-05-05 18:31:10,155 - pyskl - INFO - Best top1_acc is 0.8706 at 101 epoch. +2025-05-05 18:31:10,180 - pyskl - INFO - Epoch(val) [101][3718] top1_acc: 0.8706, top5_acc: 0.9765 +2025-05-05 18:32:18,161 - pyskl - INFO - Epoch [102][100/3405] lr: 6.018e-03, eta: 21:13:33, time: 0.680, data_time: 0.228, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.3076, loss: 2.3076 +2025-05-05 18:33:03,370 - pyskl - INFO - Epoch [102][200/3405] lr: 6.012e-03, eta: 21:12:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 2.3240, loss: 2.3240 +2025-05-05 18:33:48,534 - pyskl - INFO - Epoch [102][300/3405] lr: 6.005e-03, eta: 21:12:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.3057, loss: 2.3057 +2025-05-05 18:34:33,725 - pyskl - INFO - Epoch [102][400/3405] lr: 5.998e-03, eta: 21:11:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 2.3744, loss: 2.3744 +2025-05-05 18:35:18,903 - pyskl - INFO - Epoch [102][500/3405] lr: 5.992e-03, eta: 21:10:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.3413, loss: 2.3413 +2025-05-05 18:36:04,299 - pyskl - INFO - Epoch [102][600/3405] lr: 5.985e-03, eta: 21:09:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.3467, loss: 2.3467 +2025-05-05 18:36:49,389 - pyskl - INFO - Epoch [102][700/3405] lr: 5.979e-03, eta: 21:08:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.4413, loss: 2.4413 +2025-05-05 18:37:34,888 - pyskl - INFO - Epoch [102][800/3405] lr: 5.972e-03, eta: 21:08:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.4556, loss: 2.4556 +2025-05-05 18:38:20,182 - pyskl - INFO - Epoch [102][900/3405] lr: 5.966e-03, eta: 21:07:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9969, loss_cls: 2.4223, loss: 2.4223 +2025-05-05 18:39:05,404 - pyskl - INFO - Epoch [102][1000/3405] lr: 5.959e-03, eta: 21:06:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 2.4698, loss: 2.4698 +2025-05-05 18:39:50,611 - pyskl - INFO - Epoch [102][1100/3405] lr: 5.953e-03, eta: 21:05:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.3276, loss: 2.3276 +2025-05-05 18:40:35,853 - pyskl - INFO - Epoch [102][1200/3405] lr: 5.946e-03, eta: 21:05:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.4327, loss: 2.4327 +2025-05-05 18:41:21,053 - pyskl - INFO - Epoch [102][1300/3405] lr: 5.939e-03, eta: 21:04:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.3444, loss: 2.3444 +2025-05-05 18:42:06,311 - pyskl - INFO - Epoch [102][1400/3405] lr: 5.933e-03, eta: 21:03:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.3724, loss: 2.3724 +2025-05-05 18:42:51,843 - pyskl - INFO - Epoch [102][1500/3405] lr: 5.926e-03, eta: 21:02:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 2.4343, loss: 2.4343 +2025-05-05 18:43:37,276 - pyskl - INFO - Epoch [102][1600/3405] lr: 5.920e-03, eta: 21:02:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.3843, loss: 2.3843 +2025-05-05 18:44:22,619 - pyskl - INFO - Epoch [102][1700/3405] lr: 5.913e-03, eta: 21:01:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.3840, loss: 2.3840 +2025-05-05 18:45:07,930 - pyskl - INFO - Epoch [102][1800/3405] lr: 5.907e-03, eta: 21:00:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.5718, loss: 2.5718 +2025-05-05 18:45:53,265 - pyskl - INFO - Epoch [102][1900/3405] lr: 5.900e-03, eta: 20:59:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.4456, loss: 2.4456 +2025-05-05 18:46:38,666 - pyskl - INFO - Epoch [102][2000/3405] lr: 5.894e-03, eta: 20:58:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 2.4339, loss: 2.4339 +2025-05-05 18:47:23,977 - pyskl - INFO - Epoch [102][2100/3405] lr: 5.887e-03, eta: 20:58:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.4644, loss: 2.4644 +2025-05-05 18:48:09,300 - pyskl - INFO - Epoch [102][2200/3405] lr: 5.881e-03, eta: 20:57:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 2.4735, loss: 2.4735 +2025-05-05 18:48:54,501 - pyskl - INFO - Epoch [102][2300/3405] lr: 5.874e-03, eta: 20:56:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.4643, loss: 2.4643 +2025-05-05 18:49:39,788 - pyskl - INFO - Epoch [102][2400/3405] lr: 5.868e-03, eta: 20:55:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 2.4345, loss: 2.4345 +2025-05-05 18:50:25,017 - pyskl - INFO - Epoch [102][2500/3405] lr: 5.861e-03, eta: 20:55:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9962, loss_cls: 2.3925, loss: 2.3925 +2025-05-05 18:51:10,186 - pyskl - INFO - Epoch [102][2600/3405] lr: 5.855e-03, eta: 20:54:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.4083, loss: 2.4083 +2025-05-05 18:51:55,378 - pyskl - INFO - Epoch [102][2700/3405] lr: 5.848e-03, eta: 20:53:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.5192, loss: 2.5192 +2025-05-05 18:52:40,578 - pyskl - INFO - Epoch [102][2800/3405] lr: 5.842e-03, eta: 20:52:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.4556, loss: 2.4556 +2025-05-05 18:53:25,863 - pyskl - INFO - Epoch [102][2900/3405] lr: 5.835e-03, eta: 20:52:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.4033, loss: 2.4033 +2025-05-05 18:54:11,164 - pyskl - INFO - Epoch [102][3000/3405] lr: 5.829e-03, eta: 20:51:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 2.4324, loss: 2.4324 +2025-05-05 18:54:56,392 - pyskl - INFO - Epoch [102][3100/3405] lr: 5.822e-03, eta: 20:50:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9869, loss_cls: 2.5030, loss: 2.5030 +2025-05-05 18:55:41,634 - pyskl - INFO - Epoch [102][3200/3405] lr: 5.816e-03, eta: 20:49:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.5193, loss: 2.5193 +2025-05-05 18:56:26,858 - pyskl - INFO - Epoch [102][3300/3405] lr: 5.809e-03, eta: 20:48:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.4522, loss: 2.4522 +2025-05-05 18:57:12,016 - pyskl - INFO - Epoch [102][3400/3405] lr: 5.803e-03, eta: 20:48:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.4837, loss: 2.4837 +2025-05-05 18:57:14,697 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-05-05 19:01:22,375 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 19:01:22,935 - pyskl - INFO - +top1_acc 0.8581 +top5_acc 0.9746 +2025-05-05 19:01:22,958 - pyskl - INFO - Epoch(val) [102][3718] top1_acc: 0.8581, top5_acc: 0.9746 +2025-05-05 19:02:30,883 - pyskl - INFO - Epoch [103][100/3405] lr: 5.796e-03, eta: 20:47:33, time: 0.679, data_time: 0.229, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.3427, loss: 2.3427 +2025-05-05 19:03:16,051 - pyskl - INFO - Epoch [103][200/3405] lr: 5.789e-03, eta: 20:46:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 2.3094, loss: 2.3094 +2025-05-05 19:04:01,281 - pyskl - INFO - Epoch [103][300/3405] lr: 5.783e-03, eta: 20:46:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 2.4082, loss: 2.4082 +2025-05-05 19:04:46,483 - pyskl - INFO - Epoch [103][400/3405] lr: 5.776e-03, eta: 20:45:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.3113, loss: 2.3113 +2025-05-05 19:05:31,783 - pyskl - INFO - Epoch [103][500/3405] lr: 5.770e-03, eta: 20:44:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.3079, loss: 2.3079 +2025-05-05 19:06:17,025 - pyskl - INFO - Epoch [103][600/3405] lr: 5.763e-03, eta: 20:43:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.2681, loss: 2.2681 +2025-05-05 19:07:02,175 - pyskl - INFO - Epoch [103][700/3405] lr: 5.757e-03, eta: 20:42:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.3832, loss: 2.3832 +2025-05-05 19:07:47,403 - pyskl - INFO - Epoch [103][800/3405] lr: 5.750e-03, eta: 20:42:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.3347, loss: 2.3347 +2025-05-05 19:08:32,690 - pyskl - INFO - Epoch [103][900/3405] lr: 5.744e-03, eta: 20:41:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 2.4815, loss: 2.4815 +2025-05-05 19:09:18,156 - pyskl - INFO - Epoch [103][1000/3405] lr: 5.737e-03, eta: 20:40:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.3403, loss: 2.3403 +2025-05-05 19:10:03,371 - pyskl - INFO - Epoch [103][1100/3405] lr: 5.731e-03, eta: 20:39:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.4354, loss: 2.4354 +2025-05-05 19:10:48,688 - pyskl - INFO - Epoch [103][1200/3405] lr: 5.725e-03, eta: 20:39:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 2.4336, loss: 2.4336 +2025-05-05 19:11:34,079 - pyskl - INFO - Epoch [103][1300/3405] lr: 5.718e-03, eta: 20:38:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 2.4288, loss: 2.4288 +2025-05-05 19:12:19,325 - pyskl - INFO - Epoch [103][1400/3405] lr: 5.712e-03, eta: 20:37:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 2.4144, loss: 2.4144 +2025-05-05 19:13:04,601 - pyskl - INFO - Epoch [103][1500/3405] lr: 5.705e-03, eta: 20:36:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.4355, loss: 2.4355 +2025-05-05 19:13:49,715 - pyskl - INFO - Epoch [103][1600/3405] lr: 5.699e-03, eta: 20:36:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.4348, loss: 2.4348 +2025-05-05 19:14:35,031 - pyskl - INFO - Epoch [103][1700/3405] lr: 5.692e-03, eta: 20:35:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.3959, loss: 2.3959 +2025-05-05 19:15:20,198 - pyskl - INFO - Epoch [103][1800/3405] lr: 5.686e-03, eta: 20:34:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.4060, loss: 2.4060 +2025-05-05 19:16:05,432 - pyskl - INFO - Epoch [103][1900/3405] lr: 5.679e-03, eta: 20:33:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.4573, loss: 2.4573 +2025-05-05 19:16:50,782 - pyskl - INFO - Epoch [103][2000/3405] lr: 5.673e-03, eta: 20:32:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.4407, loss: 2.4407 +2025-05-05 19:17:35,899 - pyskl - INFO - Epoch [103][2100/3405] lr: 5.666e-03, eta: 20:32:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.3866, loss: 2.3866 +2025-05-05 19:18:21,244 - pyskl - INFO - Epoch [103][2200/3405] lr: 5.660e-03, eta: 20:31:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.2978, loss: 2.2978 +2025-05-05 19:19:06,429 - pyskl - INFO - Epoch [103][2300/3405] lr: 5.654e-03, eta: 20:30:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9975, loss_cls: 2.5010, loss: 2.5010 +2025-05-05 19:19:51,642 - pyskl - INFO - Epoch [103][2400/3405] lr: 5.647e-03, eta: 20:29:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.4832, loss: 2.4832 +2025-05-05 19:20:36,827 - pyskl - INFO - Epoch [103][2500/3405] lr: 5.641e-03, eta: 20:29:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.4197, loss: 2.4197 +2025-05-05 19:21:22,034 - pyskl - INFO - Epoch [103][2600/3405] lr: 5.634e-03, eta: 20:28:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.4522, loss: 2.4522 +2025-05-05 19:22:07,286 - pyskl - INFO - Epoch [103][2700/3405] lr: 5.628e-03, eta: 20:27:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.3546, loss: 2.3546 +2025-05-05 19:22:52,445 - pyskl - INFO - Epoch [103][2800/3405] lr: 5.621e-03, eta: 20:26:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9962, loss_cls: 2.3962, loss: 2.3962 +2025-05-05 19:23:37,675 - pyskl - INFO - Epoch [103][2900/3405] lr: 5.615e-03, eta: 20:26:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.4433, loss: 2.4433 +2025-05-05 19:24:22,939 - pyskl - INFO - Epoch [103][3000/3405] lr: 5.609e-03, eta: 20:25:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.4293, loss: 2.4293 +2025-05-05 19:25:08,145 - pyskl - INFO - Epoch [103][3100/3405] lr: 5.602e-03, eta: 20:24:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.4999, loss: 2.4999 +2025-05-05 19:25:53,351 - pyskl - INFO - Epoch [103][3200/3405] lr: 5.596e-03, eta: 20:23:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9969, loss_cls: 2.5249, loss: 2.5249 +2025-05-05 19:26:38,503 - pyskl - INFO - Epoch [103][3300/3405] lr: 5.589e-03, eta: 20:22:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.3766, loss: 2.3766 +2025-05-05 19:27:23,701 - pyskl - INFO - Epoch [103][3400/3405] lr: 5.583e-03, eta: 20:22:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 2.3993, loss: 2.3993 +2025-05-05 19:27:26,415 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-05-05 19:31:34,645 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 19:31:35,210 - pyskl - INFO - +top1_acc 0.8555 +top5_acc 0.9736 +2025-05-05 19:31:35,235 - pyskl - INFO - Epoch(val) [103][3718] top1_acc: 0.8555, top5_acc: 0.9736 +2025-05-05 19:32:43,318 - pyskl - INFO - Epoch [104][100/3405] lr: 5.576e-03, eta: 20:21:33, time: 0.681, data_time: 0.231, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.3398, loss: 2.3398 +2025-05-05 19:33:28,403 - pyskl - INFO - Epoch [104][200/3405] lr: 5.570e-03, eta: 20:20:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 2.2909, loss: 2.2909 +2025-05-05 19:34:13,548 - pyskl - INFO - Epoch [104][300/3405] lr: 5.563e-03, eta: 20:20:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 2.3899, loss: 2.3899 +2025-05-05 19:34:58,842 - pyskl - INFO - Epoch [104][400/3405] lr: 5.557e-03, eta: 20:19:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.2883, loss: 2.2883 +2025-05-05 19:35:43,664 - pyskl - INFO - Epoch [104][500/3405] lr: 5.551e-03, eta: 20:18:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.3340, loss: 2.3340 +2025-05-05 19:36:28,723 - pyskl - INFO - Epoch [104][600/3405] lr: 5.544e-03, eta: 20:17:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 2.1919, loss: 2.1919 +2025-05-05 19:37:13,812 - pyskl - INFO - Epoch [104][700/3405] lr: 5.538e-03, eta: 20:16:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 2.3007, loss: 2.3007 +2025-05-05 19:37:58,937 - pyskl - INFO - Epoch [104][800/3405] lr: 5.532e-03, eta: 20:16:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.3634, loss: 2.3634 +2025-05-05 19:38:44,079 - pyskl - INFO - Epoch [104][900/3405] lr: 5.525e-03, eta: 20:15:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 2.3569, loss: 2.3569 +2025-05-05 19:39:29,485 - pyskl - INFO - Epoch [104][1000/3405] lr: 5.519e-03, eta: 20:14:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.4115, loss: 2.4115 +2025-05-05 19:40:14,770 - pyskl - INFO - Epoch [104][1100/3405] lr: 5.512e-03, eta: 20:13:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 2.2766, loss: 2.2766 +2025-05-05 19:40:59,890 - pyskl - INFO - Epoch [104][1200/3405] lr: 5.506e-03, eta: 20:13:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9981, loss_cls: 2.4247, loss: 2.4247 +2025-05-05 19:41:45,004 - pyskl - INFO - Epoch [104][1300/3405] lr: 5.500e-03, eta: 20:12:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9981, loss_cls: 2.3346, loss: 2.3346 +2025-05-05 19:42:30,073 - pyskl - INFO - Epoch [104][1400/3405] lr: 5.493e-03, eta: 20:11:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 2.3092, loss: 2.3092 +2025-05-05 19:43:15,357 - pyskl - INFO - Epoch [104][1500/3405] lr: 5.487e-03, eta: 20:10:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.3204, loss: 2.3204 +2025-05-05 19:44:00,740 - pyskl - INFO - Epoch [104][1600/3405] lr: 5.481e-03, eta: 20:10:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.3578, loss: 2.3578 +2025-05-05 19:44:46,293 - pyskl - INFO - Epoch [104][1700/3405] lr: 5.474e-03, eta: 20:09:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 2.4259, loss: 2.4259 +2025-05-05 19:45:31,636 - pyskl - INFO - Epoch [104][1800/3405] lr: 5.468e-03, eta: 20:08:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.2920, loss: 2.2920 +2025-05-05 19:46:16,978 - pyskl - INFO - Epoch [104][1900/3405] lr: 5.461e-03, eta: 20:07:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.3555, loss: 2.3555 +2025-05-05 19:47:02,392 - pyskl - INFO - Epoch [104][2000/3405] lr: 5.455e-03, eta: 20:06:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.4250, loss: 2.4250 +2025-05-05 19:47:47,930 - pyskl - INFO - Epoch [104][2100/3405] lr: 5.449e-03, eta: 20:06:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.3329, loss: 2.3329 +2025-05-05 19:48:33,208 - pyskl - INFO - Epoch [104][2200/3405] lr: 5.442e-03, eta: 20:05:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.4137, loss: 2.4137 +2025-05-05 19:49:18,414 - pyskl - INFO - Epoch [104][2300/3405] lr: 5.436e-03, eta: 20:04:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 2.3526, loss: 2.3526 +2025-05-05 19:50:03,559 - pyskl - INFO - Epoch [104][2400/3405] lr: 5.430e-03, eta: 20:03:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.3413, loss: 2.3413 +2025-05-05 19:50:48,727 - pyskl - INFO - Epoch [104][2500/3405] lr: 5.423e-03, eta: 20:03:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.2685, loss: 2.2685 +2025-05-05 19:51:33,910 - pyskl - INFO - Epoch [104][2600/3405] lr: 5.417e-03, eta: 20:02:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.3855, loss: 2.3855 +2025-05-05 19:52:19,043 - pyskl - INFO - Epoch [104][2700/3405] lr: 5.411e-03, eta: 20:01:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.4493, loss: 2.4493 +2025-05-05 19:53:04,159 - pyskl - INFO - Epoch [104][2800/3405] lr: 5.404e-03, eta: 20:00:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.4532, loss: 2.4532 +2025-05-05 19:53:49,315 - pyskl - INFO - Epoch [104][2900/3405] lr: 5.398e-03, eta: 20:00:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.3928, loss: 2.3928 +2025-05-05 19:54:34,419 - pyskl - INFO - Epoch [104][3000/3405] lr: 5.392e-03, eta: 19:59:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.4720, loss: 2.4720 +2025-05-05 19:55:19,563 - pyskl - INFO - Epoch [104][3100/3405] lr: 5.385e-03, eta: 19:58:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.4526, loss: 2.4526 +2025-05-05 19:56:04,681 - pyskl - INFO - Epoch [104][3200/3405] lr: 5.379e-03, eta: 19:57:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.4194, loss: 2.4194 +2025-05-05 19:56:49,802 - pyskl - INFO - Epoch [104][3300/3405] lr: 5.373e-03, eta: 19:56:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 2.4595, loss: 2.4595 +2025-05-05 19:57:34,923 - pyskl - INFO - Epoch [104][3400/3405] lr: 5.366e-03, eta: 19:56:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.3825, loss: 2.3825 +2025-05-05 19:57:37,637 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-05-05 20:01:49,088 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 20:01:49,644 - pyskl - INFO - +top1_acc 0.8602 +top5_acc 0.9733 +2025-05-05 20:01:49,665 - pyskl - INFO - Epoch(val) [104][3718] top1_acc: 0.8602, top5_acc: 0.9733 +2025-05-05 20:02:57,831 - pyskl - INFO - Epoch [105][100/3405] lr: 5.360e-03, eta: 19:55:32, time: 0.682, data_time: 0.230, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.3571, loss: 2.3571 +2025-05-05 20:03:43,050 - pyskl - INFO - Epoch [105][200/3405] lr: 5.354e-03, eta: 19:54:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.3208, loss: 2.3208 +2025-05-05 20:04:28,338 - pyskl - INFO - Epoch [105][300/3405] lr: 5.347e-03, eta: 19:54:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.3077, loss: 2.3077 +2025-05-05 20:05:13,502 - pyskl - INFO - Epoch [105][400/3405] lr: 5.341e-03, eta: 19:53:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 2.2614, loss: 2.2614 +2025-05-05 20:05:58,799 - pyskl - INFO - Epoch [105][500/3405] lr: 5.335e-03, eta: 19:52:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9975, loss_cls: 2.2575, loss: 2.2575 +2025-05-05 20:06:44,082 - pyskl - INFO - Epoch [105][600/3405] lr: 5.328e-03, eta: 19:51:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 2.3765, loss: 2.3765 +2025-05-05 20:07:29,399 - pyskl - INFO - Epoch [105][700/3405] lr: 5.322e-03, eta: 19:50:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 2.2062, loss: 2.2062 +2025-05-05 20:08:14,647 - pyskl - INFO - Epoch [105][800/3405] lr: 5.316e-03, eta: 19:50:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.4028, loss: 2.4028 +2025-05-05 20:08:59,942 - pyskl - INFO - Epoch [105][900/3405] lr: 5.309e-03, eta: 19:49:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9994, loss_cls: 2.3219, loss: 2.3219 +2025-05-05 20:09:45,184 - pyskl - INFO - Epoch [105][1000/3405] lr: 5.303e-03, eta: 19:48:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 2.2565, loss: 2.2565 +2025-05-05 20:10:30,327 - pyskl - INFO - Epoch [105][1100/3405] lr: 5.297e-03, eta: 19:47:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 2.2731, loss: 2.2731 +2025-05-05 20:11:15,510 - pyskl - INFO - Epoch [105][1200/3405] lr: 5.291e-03, eta: 19:47:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.3367, loss: 2.3367 +2025-05-05 20:12:00,678 - pyskl - INFO - Epoch [105][1300/3405] lr: 5.284e-03, eta: 19:46:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.3941, loss: 2.3941 +2025-05-05 20:12:45,963 - pyskl - INFO - Epoch [105][1400/3405] lr: 5.278e-03, eta: 19:45:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9988, loss_cls: 2.3048, loss: 2.3048 +2025-05-05 20:13:31,277 - pyskl - INFO - Epoch [105][1500/3405] lr: 5.272e-03, eta: 19:44:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.4210, loss: 2.4210 +2025-05-05 20:14:16,550 - pyskl - INFO - Epoch [105][1600/3405] lr: 5.265e-03, eta: 19:44:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.3127, loss: 2.3127 +2025-05-05 20:15:01,755 - pyskl - INFO - Epoch [105][1700/3405] lr: 5.259e-03, eta: 19:43:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 2.3669, loss: 2.3669 +2025-05-05 20:15:47,029 - pyskl - INFO - Epoch [105][1800/3405] lr: 5.253e-03, eta: 19:42:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.3261, loss: 2.3261 +2025-05-05 20:16:32,455 - pyskl - INFO - Epoch [105][1900/3405] lr: 5.247e-03, eta: 19:41:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 2.3260, loss: 2.3260 +2025-05-05 20:17:17,715 - pyskl - INFO - Epoch [105][2000/3405] lr: 5.240e-03, eta: 19:40:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 2.2961, loss: 2.2961 +2025-05-05 20:18:02,892 - pyskl - INFO - Epoch [105][2100/3405] lr: 5.234e-03, eta: 19:40:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 2.3400, loss: 2.3400 +2025-05-05 20:18:48,178 - pyskl - INFO - Epoch [105][2200/3405] lr: 5.228e-03, eta: 19:39:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.2840, loss: 2.2840 +2025-05-05 20:19:33,417 - pyskl - INFO - Epoch [105][2300/3405] lr: 5.222e-03, eta: 19:38:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.3072, loss: 2.3072 +2025-05-05 20:20:18,582 - pyskl - INFO - Epoch [105][2400/3405] lr: 5.215e-03, eta: 19:37:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.3495, loss: 2.3495 +2025-05-05 20:21:03,866 - pyskl - INFO - Epoch [105][2500/3405] lr: 5.209e-03, eta: 19:37:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.4108, loss: 2.4108 +2025-05-05 20:21:49,054 - pyskl - INFO - Epoch [105][2600/3405] lr: 5.203e-03, eta: 19:36:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.4026, loss: 2.4026 +2025-05-05 20:22:34,234 - pyskl - INFO - Epoch [105][2700/3405] lr: 5.197e-03, eta: 19:35:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9981, loss_cls: 2.3866, loss: 2.3866 +2025-05-05 20:23:19,406 - pyskl - INFO - Epoch [105][2800/3405] lr: 5.190e-03, eta: 19:34:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 2.3667, loss: 2.3667 +2025-05-05 20:24:04,658 - pyskl - INFO - Epoch [105][2900/3405] lr: 5.184e-03, eta: 19:34:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.3901, loss: 2.3901 +2025-05-05 20:24:49,834 - pyskl - INFO - Epoch [105][3000/3405] lr: 5.178e-03, eta: 19:33:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.3659, loss: 2.3659 +2025-05-05 20:25:35,025 - pyskl - INFO - Epoch [105][3100/3405] lr: 5.172e-03, eta: 19:32:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.3644, loss: 2.3644 +2025-05-05 20:26:20,217 - pyskl - INFO - Epoch [105][3200/3405] lr: 5.166e-03, eta: 19:31:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.3604, loss: 2.3604 +2025-05-05 20:27:05,377 - pyskl - INFO - Epoch [105][3300/3405] lr: 5.159e-03, eta: 19:30:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9969, loss_cls: 2.4111, loss: 2.4111 +2025-05-05 20:27:50,599 - pyskl - INFO - Epoch [105][3400/3405] lr: 5.153e-03, eta: 19:30:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.2902, loss: 2.2902 +2025-05-05 20:27:53,307 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-05-05 20:32:01,075 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 20:32:01,636 - pyskl - INFO - +top1_acc 0.8687 +top5_acc 0.9766 +2025-05-05 20:32:01,660 - pyskl - INFO - Epoch(val) [105][3718] top1_acc: 0.8687, top5_acc: 0.9766 +2025-05-05 20:33:10,004 - pyskl - INFO - Epoch [106][100/3405] lr: 5.147e-03, eta: 19:29:32, time: 0.683, data_time: 0.232, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.3163, loss: 2.3163 +2025-05-05 20:33:55,270 - pyskl - INFO - Epoch [106][200/3405] lr: 5.140e-03, eta: 19:28:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.2790, loss: 2.2790 +2025-05-05 20:34:40,445 - pyskl - INFO - Epoch [106][300/3405] lr: 5.134e-03, eta: 19:28:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 2.2833, loss: 2.2833 +2025-05-05 20:35:25,591 - pyskl - INFO - Epoch [106][400/3405] lr: 5.128e-03, eta: 19:27:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 2.2374, loss: 2.2374 +2025-05-05 20:36:10,792 - pyskl - INFO - Epoch [106][500/3405] lr: 5.122e-03, eta: 19:26:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 2.3115, loss: 2.3115 +2025-05-05 20:36:56,105 - pyskl - INFO - Epoch [106][600/3405] lr: 5.115e-03, eta: 19:25:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 2.2406, loss: 2.2406 +2025-05-05 20:37:41,352 - pyskl - INFO - Epoch [106][700/3405] lr: 5.109e-03, eta: 19:24:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 2.2943, loss: 2.2943 +2025-05-05 20:38:26,748 - pyskl - INFO - Epoch [106][800/3405] lr: 5.103e-03, eta: 19:24:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 2.3411, loss: 2.3411 +2025-05-05 20:39:12,176 - pyskl - INFO - Epoch [106][900/3405] lr: 5.097e-03, eta: 19:23:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.4260, loss: 2.4260 +2025-05-05 20:39:57,474 - pyskl - INFO - Epoch [106][1000/3405] lr: 5.091e-03, eta: 19:22:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 2.3085, loss: 2.3085 +2025-05-05 20:40:42,698 - pyskl - INFO - Epoch [106][1100/3405] lr: 5.084e-03, eta: 19:21:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.2766, loss: 2.2766 +2025-05-05 20:41:28,026 - pyskl - INFO - Epoch [106][1200/3405] lr: 5.078e-03, eta: 19:21:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9975, loss_cls: 2.3813, loss: 2.3813 +2025-05-05 20:42:13,418 - pyskl - INFO - Epoch [106][1300/3405] lr: 5.072e-03, eta: 19:20:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.3226, loss: 2.3226 +2025-05-05 20:42:58,589 - pyskl - INFO - Epoch [106][1400/3405] lr: 5.066e-03, eta: 19:19:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9994, loss_cls: 2.1972, loss: 2.1972 +2025-05-05 20:43:43,795 - pyskl - INFO - Epoch [106][1500/3405] lr: 5.060e-03, eta: 19:18:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 2.3558, loss: 2.3558 +2025-05-05 20:44:29,033 - pyskl - INFO - Epoch [106][1600/3405] lr: 5.054e-03, eta: 19:18:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.3812, loss: 2.3812 +2025-05-05 20:45:14,231 - pyskl - INFO - Epoch [106][1700/3405] lr: 5.047e-03, eta: 19:17:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.2188, loss: 2.2188 +2025-05-05 20:45:59,326 - pyskl - INFO - Epoch [106][1800/3405] lr: 5.041e-03, eta: 19:16:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 2.3353, loss: 2.3353 +2025-05-05 20:46:44,500 - pyskl - INFO - Epoch [106][1900/3405] lr: 5.035e-03, eta: 19:15:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.2198, loss: 2.2198 +2025-05-05 20:47:29,633 - pyskl - INFO - Epoch [106][2000/3405] lr: 5.029e-03, eta: 19:14:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.2892, loss: 2.2892 +2025-05-05 20:48:14,829 - pyskl - INFO - Epoch [106][2100/3405] lr: 5.023e-03, eta: 19:14:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.3471, loss: 2.3471 +2025-05-05 20:49:00,059 - pyskl - INFO - Epoch [106][2200/3405] lr: 5.017e-03, eta: 19:13:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.2898, loss: 2.2898 +2025-05-05 20:49:45,218 - pyskl - INFO - Epoch [106][2300/3405] lr: 5.010e-03, eta: 19:12:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.2858, loss: 2.2858 +2025-05-05 20:50:30,436 - pyskl - INFO - Epoch [106][2400/3405] lr: 5.004e-03, eta: 19:11:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.3273, loss: 2.3273 +2025-05-05 20:51:15,658 - pyskl - INFO - Epoch [106][2500/3405] lr: 4.998e-03, eta: 19:11:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.2856, loss: 2.2856 +2025-05-05 20:52:00,830 - pyskl - INFO - Epoch [106][2600/3405] lr: 4.992e-03, eta: 19:10:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.3475, loss: 2.3475 +2025-05-05 20:52:45,889 - pyskl - INFO - Epoch [106][2700/3405] lr: 4.986e-03, eta: 19:09:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 2.3811, loss: 2.3811 +2025-05-05 20:53:30,889 - pyskl - INFO - Epoch [106][2800/3405] lr: 4.980e-03, eta: 19:08:48, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.2866, loss: 2.2866 +2025-05-05 20:54:15,965 - pyskl - INFO - Epoch [106][2900/3405] lr: 4.974e-03, eta: 19:08:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.4522, loss: 2.4522 +2025-05-05 20:55:01,026 - pyskl - INFO - Epoch [106][3000/3405] lr: 4.967e-03, eta: 19:07:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.3766, loss: 2.3766 +2025-05-05 20:55:46,166 - pyskl - INFO - Epoch [106][3100/3405] lr: 4.961e-03, eta: 19:06:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.3247, loss: 2.3247 +2025-05-05 20:56:30,994 - pyskl - INFO - Epoch [106][3200/3405] lr: 4.955e-03, eta: 19:05:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.3843, loss: 2.3843 +2025-05-05 20:57:16,080 - pyskl - INFO - Epoch [106][3300/3405] lr: 4.949e-03, eta: 19:04:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.3592, loss: 2.3592 +2025-05-05 20:58:01,314 - pyskl - INFO - Epoch [106][3400/3405] lr: 4.943e-03, eta: 19:04:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 2.3327, loss: 2.3327 +2025-05-05 20:58:03,909 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-05-05 21:02:15,609 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 21:02:16,171 - pyskl - INFO - +top1_acc 0.8708 +top5_acc 0.9769 +2025-05-05 21:02:16,239 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_101.pth was removed +2025-05-05 21:02:17,372 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2025-05-05 21:02:17,374 - pyskl - INFO - Best top1_acc is 0.8708 at 106 epoch. +2025-05-05 21:02:17,400 - pyskl - INFO - Epoch(val) [106][3718] top1_acc: 0.8708, top5_acc: 0.9769 +2025-05-05 21:03:26,257 - pyskl - INFO - Epoch [107][100/3405] lr: 4.936e-03, eta: 19:03:32, time: 0.688, data_time: 0.236, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9988, loss_cls: 2.3543, loss: 2.3543 +2025-05-05 21:04:11,600 - pyskl - INFO - Epoch [107][200/3405] lr: 4.930e-03, eta: 19:02:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.2086, loss: 2.2086 +2025-05-05 21:04:56,916 - pyskl - INFO - Epoch [107][300/3405] lr: 4.924e-03, eta: 19:02:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 2.2139, loss: 2.2139 +2025-05-05 21:05:42,230 - pyskl - INFO - Epoch [107][400/3405] lr: 4.918e-03, eta: 19:01:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 2.2607, loss: 2.2607 +2025-05-05 21:06:27,566 - pyskl - INFO - Epoch [107][500/3405] lr: 4.912e-03, eta: 19:00:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 2.2826, loss: 2.2826 +2025-05-05 21:07:12,913 - pyskl - INFO - Epoch [107][600/3405] lr: 4.906e-03, eta: 18:59:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 2.1807, loss: 2.1807 +2025-05-05 21:07:58,123 - pyskl - INFO - Epoch [107][700/3405] lr: 4.900e-03, eta: 18:58:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 2.2174, loss: 2.2174 +2025-05-05 21:08:43,294 - pyskl - INFO - Epoch [107][800/3405] lr: 4.894e-03, eta: 18:58:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 2.2778, loss: 2.2778 +2025-05-05 21:09:28,525 - pyskl - INFO - Epoch [107][900/3405] lr: 4.888e-03, eta: 18:57:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 2.1942, loss: 2.1942 +2025-05-05 21:10:13,774 - pyskl - INFO - Epoch [107][1000/3405] lr: 4.881e-03, eta: 18:56:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 2.3858, loss: 2.3858 +2025-05-05 21:10:59,112 - pyskl - INFO - Epoch [107][1100/3405] lr: 4.875e-03, eta: 18:55:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9994, loss_cls: 2.1946, loss: 2.1946 +2025-05-05 21:11:44,417 - pyskl - INFO - Epoch [107][1200/3405] lr: 4.869e-03, eta: 18:55:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 2.3088, loss: 2.3088 +2025-05-05 21:12:29,810 - pyskl - INFO - Epoch [107][1300/3405] lr: 4.863e-03, eta: 18:54:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.1668, loss: 2.1668 +2025-05-05 21:13:15,216 - pyskl - INFO - Epoch [107][1400/3405] lr: 4.857e-03, eta: 18:53:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.2846, loss: 2.2846 +2025-05-05 21:14:00,759 - pyskl - INFO - Epoch [107][1500/3405] lr: 4.851e-03, eta: 18:52:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.3236, loss: 2.3236 +2025-05-05 21:14:46,317 - pyskl - INFO - Epoch [107][1600/3405] lr: 4.845e-03, eta: 18:52:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.2535, loss: 2.2535 +2025-05-05 21:15:31,678 - pyskl - INFO - Epoch [107][1700/3405] lr: 4.839e-03, eta: 18:51:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.2702, loss: 2.2702 +2025-05-05 21:16:16,983 - pyskl - INFO - Epoch [107][1800/3405] lr: 4.833e-03, eta: 18:50:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 2.2997, loss: 2.2997 +2025-05-05 21:17:02,218 - pyskl - INFO - Epoch [107][1900/3405] lr: 4.827e-03, eta: 18:49:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 2.1963, loss: 2.1963 +2025-05-05 21:17:47,468 - pyskl - INFO - Epoch [107][2000/3405] lr: 4.821e-03, eta: 18:48:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.3378, loss: 2.3378 +2025-05-05 21:18:32,701 - pyskl - INFO - Epoch [107][2100/3405] lr: 4.815e-03, eta: 18:48:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.3564, loss: 2.3564 +2025-05-05 21:19:18,010 - pyskl - INFO - Epoch [107][2200/3405] lr: 4.809e-03, eta: 18:47:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 2.3254, loss: 2.3254 +2025-05-05 21:20:03,263 - pyskl - INFO - Epoch [107][2300/3405] lr: 4.802e-03, eta: 18:46:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 2.3828, loss: 2.3828 +2025-05-05 21:20:48,528 - pyskl - INFO - Epoch [107][2400/3405] lr: 4.796e-03, eta: 18:45:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.2564, loss: 2.2564 +2025-05-05 21:21:33,700 - pyskl - INFO - Epoch [107][2500/3405] lr: 4.790e-03, eta: 18:45:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.3918, loss: 2.3918 +2025-05-05 21:22:18,916 - pyskl - INFO - Epoch [107][2600/3405] lr: 4.784e-03, eta: 18:44:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 2.3397, loss: 2.3397 +2025-05-05 21:23:04,321 - pyskl - INFO - Epoch [107][2700/3405] lr: 4.778e-03, eta: 18:43:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 2.4204, loss: 2.4204 +2025-05-05 21:23:49,529 - pyskl - INFO - Epoch [107][2800/3405] lr: 4.772e-03, eta: 18:42:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 2.2807, loss: 2.2807 +2025-05-05 21:24:34,814 - pyskl - INFO - Epoch [107][2900/3405] lr: 4.766e-03, eta: 18:42:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.3303, loss: 2.3303 +2025-05-05 21:25:20,176 - pyskl - INFO - Epoch [107][3000/3405] lr: 4.760e-03, eta: 18:41:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.3544, loss: 2.3544 +2025-05-05 21:26:05,604 - pyskl - INFO - Epoch [107][3100/3405] lr: 4.754e-03, eta: 18:40:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9919, loss_cls: 2.3148, loss: 2.3148 +2025-05-05 21:26:50,942 - pyskl - INFO - Epoch [107][3200/3405] lr: 4.748e-03, eta: 18:39:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.3018, loss: 2.3018 +2025-05-05 21:27:36,273 - pyskl - INFO - Epoch [107][3300/3405] lr: 4.742e-03, eta: 18:38:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.2473, loss: 2.2473 +2025-05-05 21:28:21,475 - pyskl - INFO - Epoch [107][3400/3405] lr: 4.736e-03, eta: 18:38:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.3306, loss: 2.3306 +2025-05-05 21:28:24,154 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-05-05 21:32:32,429 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 21:32:32,996 - pyskl - INFO - +top1_acc 0.8703 +top5_acc 0.9760 +2025-05-05 21:32:33,021 - pyskl - INFO - Epoch(val) [107][3718] top1_acc: 0.8703, top5_acc: 0.9760 +2025-05-05 21:33:41,379 - pyskl - INFO - Epoch [108][100/3405] lr: 4.730e-03, eta: 18:37:33, time: 0.684, data_time: 0.231, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 2.2250, loss: 2.2250 +2025-05-05 21:34:26,604 - pyskl - INFO - Epoch [108][200/3405] lr: 4.724e-03, eta: 18:36:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.2123, loss: 2.2123 +2025-05-05 21:35:11,830 - pyskl - INFO - Epoch [108][300/3405] lr: 4.718e-03, eta: 18:36:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 2.2031, loss: 2.2031 +2025-05-05 21:35:57,231 - pyskl - INFO - Epoch [108][400/3405] lr: 4.712e-03, eta: 18:35:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 2.1500, loss: 2.1500 +2025-05-05 21:36:42,772 - pyskl - INFO - Epoch [108][500/3405] lr: 4.706e-03, eta: 18:34:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 2.1787, loss: 2.1787 +2025-05-05 21:37:28,157 - pyskl - INFO - Epoch [108][600/3405] lr: 4.700e-03, eta: 18:33:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 2.1666, loss: 2.1666 +2025-05-05 21:38:13,541 - pyskl - INFO - Epoch [108][700/3405] lr: 4.694e-03, eta: 18:32:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 2.2229, loss: 2.2229 +2025-05-05 21:38:58,863 - pyskl - INFO - Epoch [108][800/3405] lr: 4.688e-03, eta: 18:32:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 2.1772, loss: 2.1772 +2025-05-05 21:39:44,113 - pyskl - INFO - Epoch [108][900/3405] lr: 4.682e-03, eta: 18:31:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 2.1265, loss: 2.1265 +2025-05-05 21:40:29,342 - pyskl - INFO - Epoch [108][1000/3405] lr: 4.676e-03, eta: 18:30:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9994, loss_cls: 2.1893, loss: 2.1893 +2025-05-05 21:41:14,553 - pyskl - INFO - Epoch [108][1100/3405] lr: 4.670e-03, eta: 18:29:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.3114, loss: 2.3114 +2025-05-05 21:41:59,712 - pyskl - INFO - Epoch [108][1200/3405] lr: 4.664e-03, eta: 18:29:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 2.2071, loss: 2.2071 +2025-05-05 21:42:44,833 - pyskl - INFO - Epoch [108][1300/3405] lr: 4.658e-03, eta: 18:28:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.2315, loss: 2.2315 +2025-05-05 21:43:29,945 - pyskl - INFO - Epoch [108][1400/3405] lr: 4.652e-03, eta: 18:27:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 2.2153, loss: 2.2153 +2025-05-05 21:44:15,010 - pyskl - INFO - Epoch [108][1500/3405] lr: 4.646e-03, eta: 18:26:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.3209, loss: 2.3209 +2025-05-05 21:45:00,105 - pyskl - INFO - Epoch [108][1600/3405] lr: 4.640e-03, eta: 18:26:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 2.3145, loss: 2.3145 +2025-05-05 21:45:45,408 - pyskl - INFO - Epoch [108][1700/3405] lr: 4.634e-03, eta: 18:25:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 2.2524, loss: 2.2524 +2025-05-05 21:46:30,533 - pyskl - INFO - Epoch [108][1800/3405] lr: 4.628e-03, eta: 18:24:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 2.3315, loss: 2.3315 +2025-05-05 21:47:15,682 - pyskl - INFO - Epoch [108][1900/3405] lr: 4.622e-03, eta: 18:23:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 2.1520, loss: 2.1520 +2025-05-05 21:48:00,727 - pyskl - INFO - Epoch [108][2000/3405] lr: 4.616e-03, eta: 18:22:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9981, loss_cls: 2.2808, loss: 2.2808 +2025-05-05 21:48:45,986 - pyskl - INFO - Epoch [108][2100/3405] lr: 4.610e-03, eta: 18:22:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.2553, loss: 2.2553 +2025-05-05 21:49:31,239 - pyskl - INFO - Epoch [108][2200/3405] lr: 4.604e-03, eta: 18:21:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 2.3376, loss: 2.3376 +2025-05-05 21:50:16,396 - pyskl - INFO - Epoch [108][2300/3405] lr: 4.598e-03, eta: 18:20:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.3238, loss: 2.3238 +2025-05-05 21:51:01,534 - pyskl - INFO - Epoch [108][2400/3405] lr: 4.592e-03, eta: 18:19:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.2935, loss: 2.2935 +2025-05-05 21:51:46,680 - pyskl - INFO - Epoch [108][2500/3405] lr: 4.586e-03, eta: 18:19:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 2.3130, loss: 2.3130 +2025-05-05 21:52:31,871 - pyskl - INFO - Epoch [108][2600/3405] lr: 4.580e-03, eta: 18:18:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.3230, loss: 2.3230 +2025-05-05 21:53:17,006 - pyskl - INFO - Epoch [108][2700/3405] lr: 4.574e-03, eta: 18:17:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9981, loss_cls: 2.2805, loss: 2.2805 +2025-05-05 21:54:02,172 - pyskl - INFO - Epoch [108][2800/3405] lr: 4.568e-03, eta: 18:16:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.3067, loss: 2.3067 +2025-05-05 21:54:47,354 - pyskl - INFO - Epoch [108][2900/3405] lr: 4.562e-03, eta: 18:16:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9988, loss_cls: 2.2988, loss: 2.2988 +2025-05-05 21:55:32,561 - pyskl - INFO - Epoch [108][3000/3405] lr: 4.556e-03, eta: 18:15:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 2.2976, loss: 2.2976 +2025-05-05 21:56:17,769 - pyskl - INFO - Epoch [108][3100/3405] lr: 4.550e-03, eta: 18:14:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.2571, loss: 2.2571 +2025-05-05 21:57:02,955 - pyskl - INFO - Epoch [108][3200/3405] lr: 4.544e-03, eta: 18:13:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.4545, loss: 2.4545 +2025-05-05 21:57:48,175 - pyskl - INFO - Epoch [108][3300/3405] lr: 4.538e-03, eta: 18:12:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 2.2284, loss: 2.2284 +2025-05-05 21:58:33,395 - pyskl - INFO - Epoch [108][3400/3405] lr: 4.533e-03, eta: 18:12:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.2507, loss: 2.2507 +2025-05-05 21:58:36,113 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-05-05 22:02:43,883 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 22:02:44,567 - pyskl - INFO - +top1_acc 0.8708 +top5_acc 0.9775 +2025-05-05 22:02:44,635 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_106.pth was removed +2025-05-05 22:02:45,796 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. +2025-05-05 22:02:45,798 - pyskl - INFO - Best top1_acc is 0.8708 at 108 epoch. +2025-05-05 22:02:45,829 - pyskl - INFO - Epoch(val) [108][3718] top1_acc: 0.8708, top5_acc: 0.9775 +2025-05-05 22:03:54,230 - pyskl - INFO - Epoch [109][100/3405] lr: 4.526e-03, eta: 18:11:32, time: 0.684, data_time: 0.233, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 2.1357, loss: 2.1357 +2025-05-05 22:04:39,408 - pyskl - INFO - Epoch [109][200/3405] lr: 4.520e-03, eta: 18:10:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 2.1474, loss: 2.1474 +2025-05-05 22:05:24,662 - pyskl - INFO - Epoch [109][300/3405] lr: 4.515e-03, eta: 18:10:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 2.1775, loss: 2.1775 +2025-05-05 22:06:09,935 - pyskl - INFO - Epoch [109][400/3405] lr: 4.509e-03, eta: 18:09:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 2.1201, loss: 2.1201 +2025-05-05 22:06:55,097 - pyskl - INFO - Epoch [109][500/3405] lr: 4.503e-03, eta: 18:08:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.2130, loss: 2.2130 +2025-05-05 22:07:40,177 - pyskl - INFO - Epoch [109][600/3405] lr: 4.497e-03, eta: 18:07:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.2131, loss: 2.2131 +2025-05-05 22:08:25,271 - pyskl - INFO - Epoch [109][700/3405] lr: 4.491e-03, eta: 18:06:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 2.2452, loss: 2.2452 +2025-05-05 22:09:10,762 - pyskl - INFO - Epoch [109][800/3405] lr: 4.485e-03, eta: 18:06:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 2.2792, loss: 2.2792 +2025-05-05 22:09:56,039 - pyskl - INFO - Epoch [109][900/3405] lr: 4.479e-03, eta: 18:05:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 2.2514, loss: 2.2514 +2025-05-05 22:10:41,261 - pyskl - INFO - Epoch [109][1000/3405] lr: 4.473e-03, eta: 18:04:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 2.1809, loss: 2.1809 +2025-05-05 22:11:27,163 - pyskl - INFO - Epoch [109][1100/3405] lr: 4.467e-03, eta: 18:03:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 2.2576, loss: 2.2576 +2025-05-05 22:12:13,282 - pyskl - INFO - Epoch [109][1200/3405] lr: 4.461e-03, eta: 18:03:06, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 2.1818, loss: 2.1818 +2025-05-05 22:12:59,319 - pyskl - INFO - Epoch [109][1300/3405] lr: 4.455e-03, eta: 18:02:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.2769, loss: 2.2769 +2025-05-05 22:13:45,225 - pyskl - INFO - Epoch [109][1400/3405] lr: 4.450e-03, eta: 18:01:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 2.2180, loss: 2.2180 +2025-05-05 22:14:31,015 - pyskl - INFO - Epoch [109][1500/3405] lr: 4.444e-03, eta: 18:00:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 2.2414, loss: 2.2414 +2025-05-05 22:15:16,812 - pyskl - INFO - Epoch [109][1600/3405] lr: 4.438e-03, eta: 18:00:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.2237, loss: 2.2237 +2025-05-05 22:16:02,639 - pyskl - INFO - Epoch [109][1700/3405] lr: 4.432e-03, eta: 17:59:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 2.2044, loss: 2.2044 +2025-05-05 22:16:48,507 - pyskl - INFO - Epoch [109][1800/3405] lr: 4.426e-03, eta: 17:58:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 2.2478, loss: 2.2478 +2025-05-05 22:17:34,304 - pyskl - INFO - Epoch [109][1900/3405] lr: 4.420e-03, eta: 17:57:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 2.2211, loss: 2.2211 +2025-05-05 22:18:20,087 - pyskl - INFO - Epoch [109][2000/3405] lr: 4.414e-03, eta: 17:57:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 2.2638, loss: 2.2638 +2025-05-05 22:19:05,871 - pyskl - INFO - Epoch [109][2100/3405] lr: 4.409e-03, eta: 17:56:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.3384, loss: 2.3384 +2025-05-05 22:19:51,654 - pyskl - INFO - Epoch [109][2200/3405] lr: 4.403e-03, eta: 17:55:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.2943, loss: 2.2943 +2025-05-05 22:20:37,415 - pyskl - INFO - Epoch [109][2300/3405] lr: 4.397e-03, eta: 17:54:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 2.2014, loss: 2.2014 +2025-05-05 22:21:23,172 - pyskl - INFO - Epoch [109][2400/3405] lr: 4.391e-03, eta: 17:53:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.3250, loss: 2.3250 +2025-05-05 22:22:08,942 - pyskl - INFO - Epoch [109][2500/3405] lr: 4.385e-03, eta: 17:53:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 2.1399, loss: 2.1399 +2025-05-05 22:22:54,883 - pyskl - INFO - Epoch [109][2600/3405] lr: 4.379e-03, eta: 17:52:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 2.2404, loss: 2.2404 +2025-05-05 22:23:40,690 - pyskl - INFO - Epoch [109][2700/3405] lr: 4.373e-03, eta: 17:51:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 2.2665, loss: 2.2665 +2025-05-05 22:24:26,487 - pyskl - INFO - Epoch [109][2800/3405] lr: 4.368e-03, eta: 17:50:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9925, loss_cls: 2.3150, loss: 2.3150 +2025-05-05 22:25:12,295 - pyskl - INFO - Epoch [109][2900/3405] lr: 4.362e-03, eta: 17:50:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 2.2085, loss: 2.2085 +2025-05-05 22:25:57,997 - pyskl - INFO - Epoch [109][3000/3405] lr: 4.356e-03, eta: 17:49:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 2.1985, loss: 2.1985 +2025-05-05 22:26:43,790 - pyskl - INFO - Epoch [109][3100/3405] lr: 4.350e-03, eta: 17:48:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.3306, loss: 2.3306 +2025-05-05 22:27:29,614 - pyskl - INFO - Epoch [109][3200/3405] lr: 4.344e-03, eta: 17:47:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9981, loss_cls: 2.1937, loss: 2.1937 +2025-05-05 22:28:15,466 - pyskl - INFO - Epoch [109][3300/3405] lr: 4.338e-03, eta: 17:47:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 2.2875, loss: 2.2875 +2025-05-05 22:29:01,223 - pyskl - INFO - Epoch [109][3400/3405] lr: 4.333e-03, eta: 17:46:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.1745, loss: 2.1745 +2025-05-05 22:29:03,948 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-05-05 22:33:12,029 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 22:33:12,596 - pyskl - INFO - +top1_acc 0.8704 +top5_acc 0.9757 +2025-05-05 22:33:12,622 - pyskl - INFO - Epoch(val) [109][3718] top1_acc: 0.8704, top5_acc: 0.9757 +2025-05-05 22:34:21,558 - pyskl - INFO - Epoch [110][100/3405] lr: 4.326e-03, eta: 17:45:37, time: 0.689, data_time: 0.236, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 2.1866, loss: 2.1866 +2025-05-05 22:35:06,883 - pyskl - INFO - Epoch [110][200/3405] lr: 4.321e-03, eta: 17:44:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 2.1444, loss: 2.1444 +2025-05-05 22:35:52,083 - pyskl - INFO - Epoch [110][300/3405] lr: 4.315e-03, eta: 17:44:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 2.2415, loss: 2.2415 +2025-05-05 22:36:37,160 - pyskl - INFO - Epoch [110][400/3405] lr: 4.309e-03, eta: 17:43:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 2.0528, loss: 2.0528 +2025-05-05 22:37:22,275 - pyskl - INFO - Epoch [110][500/3405] lr: 4.303e-03, eta: 17:42:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 2.1001, loss: 2.1001 +2025-05-05 22:38:07,757 - pyskl - INFO - Epoch [110][600/3405] lr: 4.297e-03, eta: 17:41:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 2.1770, loss: 2.1770 +2025-05-05 22:38:52,949 - pyskl - INFO - Epoch [110][700/3405] lr: 4.292e-03, eta: 17:41:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 2.2147, loss: 2.2147 +2025-05-05 22:39:38,276 - pyskl - INFO - Epoch [110][800/3405] lr: 4.286e-03, eta: 17:40:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 2.1456, loss: 2.1456 +2025-05-05 22:40:23,574 - pyskl - INFO - Epoch [110][900/3405] lr: 4.280e-03, eta: 17:39:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9944, loss_cls: 2.2414, loss: 2.2414 +2025-05-05 22:41:09,036 - pyskl - INFO - Epoch [110][1000/3405] lr: 4.274e-03, eta: 17:38:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 2.1612, loss: 2.1612 +2025-05-05 22:41:54,156 - pyskl - INFO - Epoch [110][1100/3405] lr: 4.268e-03, eta: 17:37:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 2.2538, loss: 2.2538 +2025-05-05 22:42:39,138 - pyskl - INFO - Epoch [110][1200/3405] lr: 4.263e-03, eta: 17:37:11, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 2.1936, loss: 2.1936 +2025-05-05 22:43:24,234 - pyskl - INFO - Epoch [110][1300/3405] lr: 4.257e-03, eta: 17:36:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 2.2657, loss: 2.2657 +2025-05-05 22:44:09,266 - pyskl - INFO - Epoch [110][1400/3405] lr: 4.251e-03, eta: 17:35:39, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.2091, loss: 2.2091 +2025-05-05 22:44:54,294 - pyskl - INFO - Epoch [110][1500/3405] lr: 4.245e-03, eta: 17:34:53, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.2183, loss: 2.2183 +2025-05-05 22:45:39,438 - pyskl - INFO - Epoch [110][1600/3405] lr: 4.240e-03, eta: 17:34:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 1.0000, loss_cls: 2.1506, loss: 2.1506 +2025-05-05 22:46:24,558 - pyskl - INFO - Epoch [110][1700/3405] lr: 4.234e-03, eta: 17:33:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 2.1552, loss: 2.1552 +2025-05-05 22:47:09,666 - pyskl - INFO - Epoch [110][1800/3405] lr: 4.228e-03, eta: 17:32:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 2.2155, loss: 2.2155 +2025-05-05 22:47:54,838 - pyskl - INFO - Epoch [110][1900/3405] lr: 4.222e-03, eta: 17:31:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.2863, loss: 2.2863 +2025-05-05 22:48:39,943 - pyskl - INFO - Epoch [110][2000/3405] lr: 4.217e-03, eta: 17:31:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 2.1475, loss: 2.1475 +2025-05-05 22:49:25,082 - pyskl - INFO - Epoch [110][2100/3405] lr: 4.211e-03, eta: 17:30:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 2.2018, loss: 2.2018 +2025-05-05 22:50:10,159 - pyskl - INFO - Epoch [110][2200/3405] lr: 4.205e-03, eta: 17:29:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9994, loss_cls: 2.1928, loss: 2.1928 +2025-05-05 22:50:55,211 - pyskl - INFO - Epoch [110][2300/3405] lr: 4.199e-03, eta: 17:28:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 2.2013, loss: 2.2013 +2025-05-05 22:51:40,349 - pyskl - INFO - Epoch [110][2400/3405] lr: 4.194e-03, eta: 17:27:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.2934, loss: 2.2934 +2025-05-05 22:52:25,520 - pyskl - INFO - Epoch [110][2500/3405] lr: 4.188e-03, eta: 17:27:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 2.2420, loss: 2.2420 +2025-05-05 22:53:10,539 - pyskl - INFO - Epoch [110][2600/3405] lr: 4.182e-03, eta: 17:26:25, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 2.2970, loss: 2.2970 +2025-05-05 22:53:55,574 - pyskl - INFO - Epoch [110][2700/3405] lr: 4.176e-03, eta: 17:25:39, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 2.2175, loss: 2.2175 +2025-05-05 22:54:40,758 - pyskl - INFO - Epoch [110][2800/3405] lr: 4.171e-03, eta: 17:24:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 2.1854, loss: 2.1854 +2025-05-05 22:55:25,845 - pyskl - INFO - Epoch [110][2900/3405] lr: 4.165e-03, eta: 17:24:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.2148, loss: 2.2148 +2025-05-05 22:56:11,069 - pyskl - INFO - Epoch [110][3000/3405] lr: 4.159e-03, eta: 17:23:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 2.2142, loss: 2.2142 +2025-05-05 22:56:56,179 - pyskl - INFO - Epoch [110][3100/3405] lr: 4.153e-03, eta: 17:22:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 2.2802, loss: 2.2802 +2025-05-05 22:57:41,436 - pyskl - INFO - Epoch [110][3200/3405] lr: 4.148e-03, eta: 17:21:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.3010, loss: 2.3010 +2025-05-05 22:58:26,566 - pyskl - INFO - Epoch [110][3300/3405] lr: 4.142e-03, eta: 17:21:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.2233, loss: 2.2233 +2025-05-05 22:59:11,838 - pyskl - INFO - Epoch [110][3400/3405] lr: 4.136e-03, eta: 17:20:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 2.3061, loss: 2.3061 +2025-05-05 22:59:14,524 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-05-05 23:03:27,000 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 23:03:27,703 - pyskl - INFO - +top1_acc 0.8725 +top5_acc 0.9773 +2025-05-05 23:03:27,767 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_108.pth was removed +2025-05-05 23:03:28,960 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. +2025-05-05 23:03:28,962 - pyskl - INFO - Best top1_acc is 0.8725 at 110 epoch. +2025-05-05 23:03:28,999 - pyskl - INFO - Epoch(val) [110][3718] top1_acc: 0.8725, top5_acc: 0.9773 +2025-05-05 23:04:38,699 - pyskl - INFO - Epoch [111][100/3405] lr: 4.130e-03, eta: 17:19:37, time: 0.697, data_time: 0.243, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 2.1081, loss: 2.1081 +2025-05-05 23:05:24,300 - pyskl - INFO - Epoch [111][200/3405] lr: 4.125e-03, eta: 17:18:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.1486, loss: 2.1486 +2025-05-05 23:06:09,799 - pyskl - INFO - Epoch [111][300/3405] lr: 4.119e-03, eta: 17:18:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 2.0983, loss: 2.0983 +2025-05-05 23:06:55,359 - pyskl - INFO - Epoch [111][400/3405] lr: 4.113e-03, eta: 17:17:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9994, loss_cls: 2.2484, loss: 2.2484 +2025-05-05 23:07:40,748 - pyskl - INFO - Epoch [111][500/3405] lr: 4.107e-03, eta: 17:16:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 2.2257, loss: 2.2257 +2025-05-05 23:08:26,071 - pyskl - INFO - Epoch [111][600/3405] lr: 4.102e-03, eta: 17:15:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 2.1652, loss: 2.1652 +2025-05-05 23:09:11,266 - pyskl - INFO - Epoch [111][700/3405] lr: 4.096e-03, eta: 17:15:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.1991, loss: 2.1991 +2025-05-05 23:09:56,427 - pyskl - INFO - Epoch [111][800/3405] lr: 4.090e-03, eta: 17:14:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 2.2111, loss: 2.2111 +2025-05-05 23:10:41,695 - pyskl - INFO - Epoch [111][900/3405] lr: 4.085e-03, eta: 17:13:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 2.1858, loss: 2.1858 +2025-05-05 23:11:27,107 - pyskl - INFO - Epoch [111][1000/3405] lr: 4.079e-03, eta: 17:12:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 2.1505, loss: 2.1505 +2025-05-05 23:12:12,353 - pyskl - INFO - Epoch [111][1100/3405] lr: 4.073e-03, eta: 17:11:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 2.1730, loss: 2.1730 +2025-05-05 23:12:57,495 - pyskl - INFO - Epoch [111][1200/3405] lr: 4.068e-03, eta: 17:11:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 2.0877, loss: 2.0877 +2025-05-05 23:13:42,728 - pyskl - INFO - Epoch [111][1300/3405] lr: 4.062e-03, eta: 17:10:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 2.1907, loss: 2.1907 +2025-05-05 23:14:27,920 - pyskl - INFO - Epoch [111][1400/3405] lr: 4.056e-03, eta: 17:09:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 2.2331, loss: 2.2331 +2025-05-05 23:15:13,125 - pyskl - INFO - Epoch [111][1500/3405] lr: 4.051e-03, eta: 17:08:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 2.1696, loss: 2.1696 +2025-05-05 23:15:58,384 - pyskl - INFO - Epoch [111][1600/3405] lr: 4.045e-03, eta: 17:08:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 2.1718, loss: 2.1718 +2025-05-05 23:16:43,700 - pyskl - INFO - Epoch [111][1700/3405] lr: 4.039e-03, eta: 17:07:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 2.1492, loss: 2.1492 +2025-05-05 23:17:29,057 - pyskl - INFO - Epoch [111][1800/3405] lr: 4.034e-03, eta: 17:06:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 2.0999, loss: 2.0999 +2025-05-05 23:18:14,358 - pyskl - INFO - Epoch [111][1900/3405] lr: 4.028e-03, eta: 17:05:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 2.2001, loss: 2.2001 +2025-05-05 23:18:59,649 - pyskl - INFO - Epoch [111][2000/3405] lr: 4.022e-03, eta: 17:05:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 2.0908, loss: 2.0908 +2025-05-05 23:19:44,859 - pyskl - INFO - Epoch [111][2100/3405] lr: 4.017e-03, eta: 17:04:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 2.2017, loss: 2.2017 +2025-05-05 23:20:30,005 - pyskl - INFO - Epoch [111][2200/3405] lr: 4.011e-03, eta: 17:03:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 2.1130, loss: 2.1130 +2025-05-05 23:21:15,006 - pyskl - INFO - Epoch [111][2300/3405] lr: 4.005e-03, eta: 17:02:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.1742, loss: 2.1742 +2025-05-05 23:22:00,040 - pyskl - INFO - Epoch [111][2400/3405] lr: 4.000e-03, eta: 17:01:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 2.1494, loss: 2.1494 +2025-05-05 23:22:45,120 - pyskl - INFO - Epoch [111][2500/3405] lr: 3.994e-03, eta: 17:01:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9975, loss_cls: 2.2470, loss: 2.2470 +2025-05-05 23:23:30,261 - pyskl - INFO - Epoch [111][2600/3405] lr: 3.988e-03, eta: 17:00:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 2.2204, loss: 2.2204 +2025-05-05 23:24:15,337 - pyskl - INFO - Epoch [111][2700/3405] lr: 3.983e-03, eta: 16:59:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.2581, loss: 2.2581 +2025-05-05 23:25:00,431 - pyskl - INFO - Epoch [111][2800/3405] lr: 3.977e-03, eta: 16:58:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 2.1665, loss: 2.1665 +2025-05-05 23:25:45,550 - pyskl - INFO - Epoch [111][2900/3405] lr: 3.972e-03, eta: 16:58:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 2.1386, loss: 2.1386 +2025-05-05 23:26:30,653 - pyskl - INFO - Epoch [111][3000/3405] lr: 3.966e-03, eta: 16:57:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.1540, loss: 2.1540 +2025-05-05 23:27:15,927 - pyskl - INFO - Epoch [111][3100/3405] lr: 3.960e-03, eta: 16:56:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 2.2809, loss: 2.2809 +2025-05-05 23:28:01,430 - pyskl - INFO - Epoch [111][3200/3405] lr: 3.955e-03, eta: 16:55:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 2.2789, loss: 2.2789 +2025-05-05 23:28:46,711 - pyskl - INFO - Epoch [111][3300/3405] lr: 3.949e-03, eta: 16:55:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 2.2045, loss: 2.2045 +2025-05-05 23:29:32,079 - pyskl - INFO - Epoch [111][3400/3405] lr: 3.943e-03, eta: 16:54:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9988, loss_cls: 2.1913, loss: 2.1913 +2025-05-05 23:29:34,712 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-05-05 23:33:47,301 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 23:33:47,901 - pyskl - INFO - +top1_acc 0.8619 +top5_acc 0.9754 +2025-05-05 23:33:47,921 - pyskl - INFO - Epoch(val) [111][3718] top1_acc: 0.8619, top5_acc: 0.9754 +2025-05-05 23:34:56,470 - pyskl - INFO - Epoch [112][100/3405] lr: 3.938e-03, eta: 16:53:37, time: 0.685, data_time: 0.235, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 2.1384, loss: 2.1384 +2025-05-05 23:35:41,646 - pyskl - INFO - Epoch [112][200/3405] lr: 3.932e-03, eta: 16:52:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 2.1078, loss: 2.1078 +2025-05-05 23:36:26,993 - pyskl - INFO - Epoch [112][300/3405] lr: 3.926e-03, eta: 16:52:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.2054, loss: 2.2054 +2025-05-05 23:37:12,219 - pyskl - INFO - Epoch [112][400/3405] lr: 3.921e-03, eta: 16:51:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 2.1571, loss: 2.1571 +2025-05-05 23:37:57,469 - pyskl - INFO - Epoch [112][500/3405] lr: 3.915e-03, eta: 16:50:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 2.0439, loss: 2.0439 +2025-05-05 23:38:42,696 - pyskl - INFO - Epoch [112][600/3405] lr: 3.910e-03, eta: 16:49:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 2.1459, loss: 2.1459 +2025-05-05 23:39:27,946 - pyskl - INFO - Epoch [112][700/3405] lr: 3.904e-03, eta: 16:49:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 2.0961, loss: 2.0961 +2025-05-05 23:40:13,261 - pyskl - INFO - Epoch [112][800/3405] lr: 3.898e-03, eta: 16:48:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 2.0962, loss: 2.0962 +2025-05-05 23:40:58,518 - pyskl - INFO - Epoch [112][900/3405] lr: 3.893e-03, eta: 16:47:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 1.0000, loss_cls: 2.0148, loss: 2.0148 +2025-05-05 23:41:43,702 - pyskl - INFO - Epoch [112][1000/3405] lr: 3.887e-03, eta: 16:46:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.1967, loss: 2.1967 +2025-05-05 23:42:28,854 - pyskl - INFO - Epoch [112][1100/3405] lr: 3.882e-03, eta: 16:45:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 2.1971, loss: 2.1971 +2025-05-05 23:43:14,016 - pyskl - INFO - Epoch [112][1200/3405] lr: 3.876e-03, eta: 16:45:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.0500, loss: 2.0500 +2025-05-05 23:43:59,154 - pyskl - INFO - Epoch [112][1300/3405] lr: 3.871e-03, eta: 16:44:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.1647, loss: 2.1647 +2025-05-05 23:44:44,357 - pyskl - INFO - Epoch [112][1400/3405] lr: 3.865e-03, eta: 16:43:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 2.1654, loss: 2.1654 +2025-05-05 23:45:29,434 - pyskl - INFO - Epoch [112][1500/3405] lr: 3.860e-03, eta: 16:42:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 2.2408, loss: 2.2408 +2025-05-05 23:46:14,624 - pyskl - INFO - Epoch [112][1600/3405] lr: 3.854e-03, eta: 16:42:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 2.0779, loss: 2.0779 +2025-05-05 23:46:59,828 - pyskl - INFO - Epoch [112][1700/3405] lr: 3.848e-03, eta: 16:41:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 2.1980, loss: 2.1980 +2025-05-05 23:47:44,913 - pyskl - INFO - Epoch [112][1800/3405] lr: 3.843e-03, eta: 16:40:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 2.1236, loss: 2.1236 +2025-05-05 23:48:29,928 - pyskl - INFO - Epoch [112][1900/3405] lr: 3.837e-03, eta: 16:39:48, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 2.0813, loss: 2.0813 +2025-05-05 23:49:15,051 - pyskl - INFO - Epoch [112][2000/3405] lr: 3.832e-03, eta: 16:39:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 2.1843, loss: 2.1843 +2025-05-05 23:50:00,200 - pyskl - INFO - Epoch [112][2100/3405] lr: 3.826e-03, eta: 16:38:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 2.1433, loss: 2.1433 +2025-05-05 23:50:45,438 - pyskl - INFO - Epoch [112][2200/3405] lr: 3.821e-03, eta: 16:37:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 2.0582, loss: 2.0582 +2025-05-05 23:51:30,630 - pyskl - INFO - Epoch [112][2300/3405] lr: 3.815e-03, eta: 16:36:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 2.1110, loss: 2.1110 +2025-05-05 23:52:15,762 - pyskl - INFO - Epoch [112][2400/3405] lr: 3.810e-03, eta: 16:35:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 2.1268, loss: 2.1268 +2025-05-05 23:53:00,866 - pyskl - INFO - Epoch [112][2500/3405] lr: 3.804e-03, eta: 16:35:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 2.2043, loss: 2.2043 +2025-05-05 23:53:46,028 - pyskl - INFO - Epoch [112][2600/3405] lr: 3.799e-03, eta: 16:34:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9988, loss_cls: 2.2126, loss: 2.2126 +2025-05-05 23:54:31,220 - pyskl - INFO - Epoch [112][2700/3405] lr: 3.793e-03, eta: 16:33:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 2.1905, loss: 2.1905 +2025-05-05 23:55:16,352 - pyskl - INFO - Epoch [112][2800/3405] lr: 3.788e-03, eta: 16:32:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 2.1184, loss: 2.1184 +2025-05-05 23:56:01,550 - pyskl - INFO - Epoch [112][2900/3405] lr: 3.782e-03, eta: 16:32:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 2.2133, loss: 2.2133 +2025-05-05 23:56:46,699 - pyskl - INFO - Epoch [112][3000/3405] lr: 3.777e-03, eta: 16:31:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 2.1058, loss: 2.1058 +2025-05-05 23:57:31,786 - pyskl - INFO - Epoch [112][3100/3405] lr: 3.771e-03, eta: 16:30:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 2.1099, loss: 2.1099 +2025-05-05 23:58:16,964 - pyskl - INFO - Epoch [112][3200/3405] lr: 3.766e-03, eta: 16:29:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.1898, loss: 2.1898 +2025-05-05 23:59:02,098 - pyskl - INFO - Epoch [112][3300/3405] lr: 3.760e-03, eta: 16:29:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.2232, loss: 2.2232 +2025-05-05 23:59:47,266 - pyskl - INFO - Epoch [112][3400/3405] lr: 3.755e-03, eta: 16:28:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.1505, loss: 2.1505 +2025-05-05 23:59:49,886 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-05-06 00:03:58,345 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 00:03:59,082 - pyskl - INFO - +top1_acc 0.8582 +top5_acc 0.9742 +2025-05-06 00:03:59,119 - pyskl - INFO - Epoch(val) [112][3718] top1_acc: 0.8582, top5_acc: 0.9742 +2025-05-06 00:05:08,469 - pyskl - INFO - Epoch [113][100/3405] lr: 3.749e-03, eta: 16:27:36, time: 0.693, data_time: 0.240, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 2.0948, loss: 2.0948 +2025-05-06 00:05:53,795 - pyskl - INFO - Epoch [113][200/3405] lr: 3.743e-03, eta: 16:26:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 2.0419, loss: 2.0419 +2025-05-06 00:06:39,201 - pyskl - INFO - Epoch [113][300/3405] lr: 3.738e-03, eta: 16:26:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 2.0129, loss: 2.0129 +2025-05-06 00:07:24,522 - pyskl - INFO - Epoch [113][400/3405] lr: 3.732e-03, eta: 16:25:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 2.1047, loss: 2.1047 +2025-05-06 00:08:09,748 - pyskl - INFO - Epoch [113][500/3405] lr: 3.727e-03, eta: 16:24:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 2.0618, loss: 2.0618 +2025-05-06 00:08:54,901 - pyskl - INFO - Epoch [113][600/3405] lr: 3.721e-03, eta: 16:23:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 2.0756, loss: 2.0756 +2025-05-06 00:09:40,008 - pyskl - INFO - Epoch [113][700/3405] lr: 3.716e-03, eta: 16:23:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 2.0975, loss: 2.0975 +2025-05-06 00:10:25,189 - pyskl - INFO - Epoch [113][800/3405] lr: 3.710e-03, eta: 16:22:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.0574, loss: 2.0574 +2025-05-06 00:11:10,351 - pyskl - INFO - Epoch [113][900/3405] lr: 3.705e-03, eta: 16:21:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 2.0852, loss: 2.0852 +2025-05-06 00:11:55,555 - pyskl - INFO - Epoch [113][1000/3405] lr: 3.699e-03, eta: 16:20:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 2.1288, loss: 2.1288 +2025-05-06 00:12:40,746 - pyskl - INFO - Epoch [113][1100/3405] lr: 3.694e-03, eta: 16:19:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 2.0310, loss: 2.0310 +2025-05-06 00:13:25,892 - pyskl - INFO - Epoch [113][1200/3405] lr: 3.689e-03, eta: 16:19:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 2.1063, loss: 2.1063 +2025-05-06 00:14:11,075 - pyskl - INFO - Epoch [113][1300/3405] lr: 3.683e-03, eta: 16:18:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 2.1345, loss: 2.1345 +2025-05-06 00:14:56,264 - pyskl - INFO - Epoch [113][1400/3405] lr: 3.678e-03, eta: 16:17:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.1777, loss: 2.1777 +2025-05-06 00:15:41,371 - pyskl - INFO - Epoch [113][1500/3405] lr: 3.672e-03, eta: 16:16:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 2.0742, loss: 2.0742 +2025-05-06 00:16:26,552 - pyskl - INFO - Epoch [113][1600/3405] lr: 3.667e-03, eta: 16:16:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.0976, loss: 2.0976 +2025-05-06 00:17:11,733 - pyskl - INFO - Epoch [113][1700/3405] lr: 3.661e-03, eta: 16:15:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 2.1489, loss: 2.1489 +2025-05-06 00:17:56,934 - pyskl - INFO - Epoch [113][1800/3405] lr: 3.656e-03, eta: 16:14:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 2.1685, loss: 2.1685 +2025-05-06 00:18:42,192 - pyskl - INFO - Epoch [113][1900/3405] lr: 3.650e-03, eta: 16:13:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.1196, loss: 2.1196 +2025-05-06 00:19:27,386 - pyskl - INFO - Epoch [113][2000/3405] lr: 3.645e-03, eta: 16:13:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 1.0000, loss_cls: 2.1160, loss: 2.1160 +2025-05-06 00:20:12,585 - pyskl - INFO - Epoch [113][2100/3405] lr: 3.640e-03, eta: 16:12:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 2.0734, loss: 2.0734 +2025-05-06 00:20:57,849 - pyskl - INFO - Epoch [113][2200/3405] lr: 3.634e-03, eta: 16:11:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.1882, loss: 2.1882 +2025-05-06 00:21:43,018 - pyskl - INFO - Epoch [113][2300/3405] lr: 3.629e-03, eta: 16:10:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 2.2289, loss: 2.2289 +2025-05-06 00:22:28,134 - pyskl - INFO - Epoch [113][2400/3405] lr: 3.623e-03, eta: 16:09:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.0632, loss: 2.0632 +2025-05-06 00:23:13,260 - pyskl - INFO - Epoch [113][2500/3405] lr: 3.618e-03, eta: 16:09:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 2.1271, loss: 2.1271 +2025-05-06 00:23:58,427 - pyskl - INFO - Epoch [113][2600/3405] lr: 3.613e-03, eta: 16:08:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 2.1533, loss: 2.1533 +2025-05-06 00:24:43,580 - pyskl - INFO - Epoch [113][2700/3405] lr: 3.607e-03, eta: 16:07:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 2.0862, loss: 2.0862 +2025-05-06 00:25:28,765 - pyskl - INFO - Epoch [113][2800/3405] lr: 3.602e-03, eta: 16:06:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.2184, loss: 2.2184 +2025-05-06 00:26:13,939 - pyskl - INFO - Epoch [113][2900/3405] lr: 3.596e-03, eta: 16:06:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9988, loss_cls: 2.2101, loss: 2.2101 +2025-05-06 00:26:59,134 - pyskl - INFO - Epoch [113][3000/3405] lr: 3.591e-03, eta: 16:05:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 2.1171, loss: 2.1171 +2025-05-06 00:27:44,356 - pyskl - INFO - Epoch [113][3100/3405] lr: 3.586e-03, eta: 16:04:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.2379, loss: 2.2379 +2025-05-06 00:28:29,559 - pyskl - INFO - Epoch [113][3200/3405] lr: 3.580e-03, eta: 16:03:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 2.1590, loss: 2.1590 +2025-05-06 00:29:14,764 - pyskl - INFO - Epoch [113][3300/3405] lr: 3.575e-03, eta: 16:03:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.0890, loss: 2.0890 +2025-05-06 00:30:00,130 - pyskl - INFO - Epoch [113][3400/3405] lr: 3.569e-03, eta: 16:02:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 2.1786, loss: 2.1786 +2025-05-06 00:30:02,864 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-05-06 00:34:11,961 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 00:34:12,512 - pyskl - INFO - +top1_acc 0.8777 +top5_acc 0.9783 +2025-05-06 00:34:12,570 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_110.pth was removed +2025-05-06 00:34:13,633 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2025-05-06 00:34:13,634 - pyskl - INFO - Best top1_acc is 0.8777 at 113 epoch. +2025-05-06 00:34:13,654 - pyskl - INFO - Epoch(val) [113][3718] top1_acc: 0.8777, top5_acc: 0.9783 +2025-05-06 00:35:22,398 - pyskl - INFO - Epoch [114][100/3405] lr: 3.564e-03, eta: 16:01:35, time: 0.687, data_time: 0.235, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.0424, loss: 2.0424 +2025-05-06 00:36:07,632 - pyskl - INFO - Epoch [114][200/3405] lr: 3.558e-03, eta: 16:00:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.9876, loss: 1.9876 +2025-05-06 00:36:52,932 - pyskl - INFO - Epoch [114][300/3405] lr: 3.553e-03, eta: 16:00:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 2.0282, loss: 2.0282 +2025-05-06 00:37:38,189 - pyskl - INFO - Epoch [114][400/3405] lr: 3.548e-03, eta: 15:59:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 2.0510, loss: 2.0510 +2025-05-06 00:38:23,426 - pyskl - INFO - Epoch [114][500/3405] lr: 3.542e-03, eta: 15:58:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 2.0224, loss: 2.0224 +2025-05-06 00:39:08,676 - pyskl - INFO - Epoch [114][600/3405] lr: 3.537e-03, eta: 15:57:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 2.0084, loss: 2.0084 +2025-05-06 00:39:53,823 - pyskl - INFO - Epoch [114][700/3405] lr: 3.532e-03, eta: 15:56:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.9978, loss: 1.9978 +2025-05-06 00:40:39,066 - pyskl - INFO - Epoch [114][800/3405] lr: 3.526e-03, eta: 15:56:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 2.0689, loss: 2.0689 +2025-05-06 00:41:24,282 - pyskl - INFO - Epoch [114][900/3405] lr: 3.521e-03, eta: 15:55:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.0454, loss: 2.0454 +2025-05-06 00:42:09,571 - pyskl - INFO - Epoch [114][1000/3405] lr: 3.516e-03, eta: 15:54:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 2.0664, loss: 2.0664 +2025-05-06 00:42:54,818 - pyskl - INFO - Epoch [114][1100/3405] lr: 3.510e-03, eta: 15:53:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 2.1154, loss: 2.1154 +2025-05-06 00:43:40,156 - pyskl - INFO - Epoch [114][1200/3405] lr: 3.505e-03, eta: 15:53:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.0584, loss: 2.0584 +2025-05-06 00:44:25,315 - pyskl - INFO - Epoch [114][1300/3405] lr: 3.499e-03, eta: 15:52:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 2.0716, loss: 2.0716 +2025-05-06 00:45:10,422 - pyskl - INFO - Epoch [114][1400/3405] lr: 3.494e-03, eta: 15:51:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 2.0949, loss: 2.0949 +2025-05-06 00:45:55,552 - pyskl - INFO - Epoch [114][1500/3405] lr: 3.489e-03, eta: 15:50:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 2.0996, loss: 2.0996 +2025-05-06 00:46:40,832 - pyskl - INFO - Epoch [114][1600/3405] lr: 3.484e-03, eta: 15:50:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 2.0579, loss: 2.0579 +2025-05-06 00:47:26,315 - pyskl - INFO - Epoch [114][1700/3405] lr: 3.478e-03, eta: 15:49:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 2.0462, loss: 2.0462 +2025-05-06 00:48:11,644 - pyskl - INFO - Epoch [114][1800/3405] lr: 3.473e-03, eta: 15:48:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 2.1134, loss: 2.1134 +2025-05-06 00:48:57,076 - pyskl - INFO - Epoch [114][1900/3405] lr: 3.468e-03, eta: 15:47:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 2.0420, loss: 2.0420 +2025-05-06 00:49:42,442 - pyskl - INFO - Epoch [114][2000/3405] lr: 3.462e-03, eta: 15:47:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 2.0233, loss: 2.0233 +2025-05-06 00:50:27,722 - pyskl - INFO - Epoch [114][2100/3405] lr: 3.457e-03, eta: 15:46:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 2.0973, loss: 2.0973 +2025-05-06 00:51:13,052 - pyskl - INFO - Epoch [114][2200/3405] lr: 3.452e-03, eta: 15:45:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 2.1132, loss: 2.1132 +2025-05-06 00:51:58,264 - pyskl - INFO - Epoch [114][2300/3405] lr: 3.446e-03, eta: 15:44:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 2.0202, loss: 2.0202 +2025-05-06 00:52:43,474 - pyskl - INFO - Epoch [114][2400/3405] lr: 3.441e-03, eta: 15:43:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 2.0941, loss: 2.0941 +2025-05-06 00:53:28,704 - pyskl - INFO - Epoch [114][2500/3405] lr: 3.436e-03, eta: 15:43:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 2.0978, loss: 2.0978 +2025-05-06 00:54:13,919 - pyskl - INFO - Epoch [114][2600/3405] lr: 3.430e-03, eta: 15:42:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 2.1503, loss: 2.1503 +2025-05-06 00:54:59,238 - pyskl - INFO - Epoch [114][2700/3405] lr: 3.425e-03, eta: 15:41:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 2.0266, loss: 2.0266 +2025-05-06 00:55:44,490 - pyskl - INFO - Epoch [114][2800/3405] lr: 3.420e-03, eta: 15:40:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 2.0867, loss: 2.0867 +2025-05-06 00:56:29,768 - pyskl - INFO - Epoch [114][2900/3405] lr: 3.415e-03, eta: 15:40:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 2.0571, loss: 2.0571 +2025-05-06 00:57:14,984 - pyskl - INFO - Epoch [114][3000/3405] lr: 3.409e-03, eta: 15:39:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 1.0000, loss_cls: 2.2013, loss: 2.2013 +2025-05-06 00:58:00,050 - pyskl - INFO - Epoch [114][3100/3405] lr: 3.404e-03, eta: 15:38:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 2.1575, loss: 2.1575 +2025-05-06 00:58:45,275 - pyskl - INFO - Epoch [114][3200/3405] lr: 3.399e-03, eta: 15:37:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 2.1695, loss: 2.1695 +2025-05-06 00:59:30,556 - pyskl - INFO - Epoch [114][3300/3405] lr: 3.393e-03, eta: 15:37:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 2.2419, loss: 2.2419 +2025-05-06 01:00:15,860 - pyskl - INFO - Epoch [114][3400/3405] lr: 3.388e-03, eta: 15:36:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 2.0349, loss: 2.0349 +2025-05-06 01:00:18,550 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-05-06 01:04:27,505 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 01:04:28,056 - pyskl - INFO - +top1_acc 0.8809 +top5_acc 0.9791 +2025-05-06 01:04:28,113 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_113.pth was removed +2025-05-06 01:04:29,196 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. +2025-05-06 01:04:29,198 - pyskl - INFO - Best top1_acc is 0.8809 at 114 epoch. +2025-05-06 01:04:29,221 - pyskl - INFO - Epoch(val) [114][3718] top1_acc: 0.8809, top5_acc: 0.9791 +2025-05-06 01:05:37,554 - pyskl - INFO - Epoch [115][100/3405] lr: 3.383e-03, eta: 15:35:35, time: 0.683, data_time: 0.231, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.0350, loss: 2.0350 +2025-05-06 01:06:22,730 - pyskl - INFO - Epoch [115][200/3405] lr: 3.377e-03, eta: 15:34:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.0307, loss: 2.0307 +2025-05-06 01:07:07,995 - pyskl - INFO - Epoch [115][300/3405] lr: 3.372e-03, eta: 15:34:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.9849, loss: 1.9849 +2025-05-06 01:07:53,250 - pyskl - INFO - Epoch [115][400/3405] lr: 3.367e-03, eta: 15:33:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 2.0161, loss: 2.0161 +2025-05-06 01:08:38,486 - pyskl - INFO - Epoch [115][500/3405] lr: 3.362e-03, eta: 15:32:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 2.0264, loss: 2.0264 +2025-05-06 01:09:23,705 - pyskl - INFO - Epoch [115][600/3405] lr: 3.356e-03, eta: 15:31:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.9292, loss: 1.9292 +2025-05-06 01:10:08,845 - pyskl - INFO - Epoch [115][700/3405] lr: 3.351e-03, eta: 15:30:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 2.0800, loss: 2.0800 +2025-05-06 01:10:53,954 - pyskl - INFO - Epoch [115][800/3405] lr: 3.346e-03, eta: 15:30:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 2.0427, loss: 2.0427 +2025-05-06 01:11:39,089 - pyskl - INFO - Epoch [115][900/3405] lr: 3.341e-03, eta: 15:29:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.9609, loss: 1.9609 +2025-05-06 01:12:24,245 - pyskl - INFO - Epoch [115][1000/3405] lr: 3.335e-03, eta: 15:28:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 2.0011, loss: 2.0011 +2025-05-06 01:13:09,414 - pyskl - INFO - Epoch [115][1100/3405] lr: 3.330e-03, eta: 15:27:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 2.1009, loss: 2.1009 +2025-05-06 01:13:54,596 - pyskl - INFO - Epoch [115][1200/3405] lr: 3.325e-03, eta: 15:27:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 2.0982, loss: 2.0982 +2025-05-06 01:14:39,747 - pyskl - INFO - Epoch [115][1300/3405] lr: 3.320e-03, eta: 15:26:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 2.0307, loss: 2.0307 +2025-05-06 01:15:24,882 - pyskl - INFO - Epoch [115][1400/3405] lr: 3.315e-03, eta: 15:25:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9994, loss_cls: 2.1284, loss: 2.1284 +2025-05-06 01:16:10,050 - pyskl - INFO - Epoch [115][1500/3405] lr: 3.309e-03, eta: 15:24:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 2.1531, loss: 2.1531 +2025-05-06 01:16:55,454 - pyskl - INFO - Epoch [115][1600/3405] lr: 3.304e-03, eta: 15:24:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 2.0263, loss: 2.0263 +2025-05-06 01:17:40,728 - pyskl - INFO - Epoch [115][1700/3405] lr: 3.299e-03, eta: 15:23:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 2.0599, loss: 2.0599 +2025-05-06 01:18:25,893 - pyskl - INFO - Epoch [115][1800/3405] lr: 3.294e-03, eta: 15:22:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 2.0419, loss: 2.0419 +2025-05-06 01:19:11,097 - pyskl - INFO - Epoch [115][1900/3405] lr: 3.289e-03, eta: 15:21:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 2.0926, loss: 2.0926 +2025-05-06 01:19:56,282 - pyskl - INFO - Epoch [115][2000/3405] lr: 3.283e-03, eta: 15:21:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 2.0717, loss: 2.0717 +2025-05-06 01:20:41,670 - pyskl - INFO - Epoch [115][2100/3405] lr: 3.278e-03, eta: 15:20:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 1.0000, loss_cls: 2.0798, loss: 2.0798 +2025-05-06 01:21:27,207 - pyskl - INFO - Epoch [115][2200/3405] lr: 3.273e-03, eta: 15:19:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 2.0582, loss: 2.0582 +2025-05-06 01:22:12,712 - pyskl - INFO - Epoch [115][2300/3405] lr: 3.268e-03, eta: 15:18:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 2.0540, loss: 2.0540 +2025-05-06 01:22:58,107 - pyskl - INFO - Epoch [115][2400/3405] lr: 3.263e-03, eta: 15:17:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 2.0893, loss: 2.0893 +2025-05-06 01:23:43,464 - pyskl - INFO - Epoch [115][2500/3405] lr: 3.257e-03, eta: 15:17:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 2.0728, loss: 2.0728 +2025-05-06 01:24:28,826 - pyskl - INFO - Epoch [115][2600/3405] lr: 3.252e-03, eta: 15:16:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 2.1238, loss: 2.1238 +2025-05-06 01:25:14,176 - pyskl - INFO - Epoch [115][2700/3405] lr: 3.247e-03, eta: 15:15:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 2.0175, loss: 2.0175 +2025-05-06 01:25:59,482 - pyskl - INFO - Epoch [115][2800/3405] lr: 3.242e-03, eta: 15:14:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 2.0625, loss: 2.0625 +2025-05-06 01:26:44,831 - pyskl - INFO - Epoch [115][2900/3405] lr: 3.237e-03, eta: 15:14:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 2.1097, loss: 2.1097 +2025-05-06 01:27:30,022 - pyskl - INFO - Epoch [115][3000/3405] lr: 3.232e-03, eta: 15:13:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 2.1214, loss: 2.1214 +2025-05-06 01:28:15,346 - pyskl - INFO - Epoch [115][3100/3405] lr: 3.226e-03, eta: 15:12:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 2.1249, loss: 2.1249 +2025-05-06 01:29:00,625 - pyskl - INFO - Epoch [115][3200/3405] lr: 3.221e-03, eta: 15:11:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.1238, loss: 2.1238 +2025-05-06 01:29:45,755 - pyskl - INFO - Epoch [115][3300/3405] lr: 3.216e-03, eta: 15:11:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 2.0736, loss: 2.0736 +2025-05-06 01:30:30,938 - pyskl - INFO - Epoch [115][3400/3405] lr: 3.211e-03, eta: 15:10:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 2.0476, loss: 2.0476 +2025-05-06 01:30:33,658 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-05-06 01:34:41,874 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 01:34:42,428 - pyskl - INFO - +top1_acc 0.8765 +top5_acc 0.9784 +2025-05-06 01:34:42,450 - pyskl - INFO - Epoch(val) [115][3718] top1_acc: 0.8765, top5_acc: 0.9784 +2025-05-06 01:35:50,673 - pyskl - INFO - Epoch [116][100/3405] lr: 3.206e-03, eta: 15:09:35, time: 0.682, data_time: 0.229, memory: 13268, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.9769, loss: 1.9769 +2025-05-06 01:36:35,872 - pyskl - INFO - Epoch [116][200/3405] lr: 3.200e-03, eta: 15:08:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.9068, loss: 1.9068 +2025-05-06 01:37:21,060 - pyskl - INFO - Epoch [116][300/3405] lr: 3.195e-03, eta: 15:08:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 2.0341, loss: 2.0341 +2025-05-06 01:38:06,162 - pyskl - INFO - Epoch [116][400/3405] lr: 3.190e-03, eta: 15:07:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.9998, loss: 1.9998 +2025-05-06 01:38:51,403 - pyskl - INFO - Epoch [116][500/3405] lr: 3.185e-03, eta: 15:06:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.9977, loss: 1.9977 +2025-05-06 01:39:36,545 - pyskl - INFO - Epoch [116][600/3405] lr: 3.180e-03, eta: 15:05:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.9621, loss: 1.9621 +2025-05-06 01:40:21,768 - pyskl - INFO - Epoch [116][700/3405] lr: 3.175e-03, eta: 15:04:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.9894, loss: 1.9894 +2025-05-06 01:41:06,842 - pyskl - INFO - Epoch [116][800/3405] lr: 3.170e-03, eta: 15:04:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.0214, loss: 2.0214 +2025-05-06 01:41:51,988 - pyskl - INFO - Epoch [116][900/3405] lr: 3.165e-03, eta: 15:03:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 2.0373, loss: 2.0373 +2025-05-06 01:42:37,114 - pyskl - INFO - Epoch [116][1000/3405] lr: 3.159e-03, eta: 15:02:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 1.0000, loss_cls: 2.0283, loss: 2.0283 +2025-05-06 01:43:22,170 - pyskl - INFO - Epoch [116][1100/3405] lr: 3.154e-03, eta: 15:01:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 2.0653, loss: 2.0653 +2025-05-06 01:44:07,299 - pyskl - INFO - Epoch [116][1200/3405] lr: 3.149e-03, eta: 15:01:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 2.0485, loss: 2.0485 +2025-05-06 01:44:52,401 - pyskl - INFO - Epoch [116][1300/3405] lr: 3.144e-03, eta: 15:00:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 2.1222, loss: 2.1222 +2025-05-06 01:45:37,506 - pyskl - INFO - Epoch [116][1400/3405] lr: 3.139e-03, eta: 14:59:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 2.0570, loss: 2.0570 +2025-05-06 01:46:22,643 - pyskl - INFO - Epoch [116][1500/3405] lr: 3.134e-03, eta: 14:58:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 2.0289, loss: 2.0289 +2025-05-06 01:47:07,863 - pyskl - INFO - Epoch [116][1600/3405] lr: 3.129e-03, eta: 14:58:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 2.0663, loss: 2.0663 +2025-05-06 01:47:52,909 - pyskl - INFO - Epoch [116][1700/3405] lr: 3.124e-03, eta: 14:57:18, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 2.1377, loss: 2.1377 +2025-05-06 01:48:37,981 - pyskl - INFO - Epoch [116][1800/3405] lr: 3.119e-03, eta: 14:56:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 2.0401, loss: 2.0401 +2025-05-06 01:49:22,964 - pyskl - INFO - Epoch [116][1900/3405] lr: 3.114e-03, eta: 14:55:46, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.0550, loss: 2.0550 +2025-05-06 01:50:08,038 - pyskl - INFO - Epoch [116][2000/3405] lr: 3.109e-03, eta: 14:55:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.9972, loss: 1.9972 +2025-05-06 01:50:53,112 - pyskl - INFO - Epoch [116][2100/3405] lr: 3.103e-03, eta: 14:54:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 2.0845, loss: 2.0845 +2025-05-06 01:51:38,306 - pyskl - INFO - Epoch [116][2200/3405] lr: 3.098e-03, eta: 14:53:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 2.0439, loss: 2.0439 +2025-05-06 01:52:23,509 - pyskl - INFO - Epoch [116][2300/3405] lr: 3.093e-03, eta: 14:52:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 2.0337, loss: 2.0337 +2025-05-06 01:53:08,694 - pyskl - INFO - Epoch [116][2400/3405] lr: 3.088e-03, eta: 14:51:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 2.0492, loss: 2.0492 +2025-05-06 01:53:53,959 - pyskl - INFO - Epoch [116][2500/3405] lr: 3.083e-03, eta: 14:51:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.9551, loss: 1.9551 +2025-05-06 01:54:39,131 - pyskl - INFO - Epoch [116][2600/3405] lr: 3.078e-03, eta: 14:50:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.0402, loss: 2.0402 +2025-05-06 01:55:24,460 - pyskl - INFO - Epoch [116][2700/3405] lr: 3.073e-03, eta: 14:49:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 2.0921, loss: 2.0921 +2025-05-06 01:56:09,626 - pyskl - INFO - Epoch [116][2800/3405] lr: 3.068e-03, eta: 14:48:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 2.0792, loss: 2.0792 +2025-05-06 01:56:54,718 - pyskl - INFO - Epoch [116][2900/3405] lr: 3.063e-03, eta: 14:48:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 2.0470, loss: 2.0470 +2025-05-06 01:57:39,941 - pyskl - INFO - Epoch [116][3000/3405] lr: 3.058e-03, eta: 14:47:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.0038, loss: 2.0038 +2025-05-06 01:58:25,171 - pyskl - INFO - Epoch [116][3100/3405] lr: 3.053e-03, eta: 14:46:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 2.1906, loss: 2.1906 +2025-05-06 01:59:10,402 - pyskl - INFO - Epoch [116][3200/3405] lr: 3.048e-03, eta: 14:45:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 2.0657, loss: 2.0657 +2025-05-06 01:59:55,641 - pyskl - INFO - Epoch [116][3300/3405] lr: 3.043e-03, eta: 14:45:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.0582, loss: 2.0582 +2025-05-06 02:00:40,888 - pyskl - INFO - Epoch [116][3400/3405] lr: 3.038e-03, eta: 14:44:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 2.0552, loss: 2.0552 +2025-05-06 02:00:43,532 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-05-06 02:04:55,862 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 02:04:56,419 - pyskl - INFO - +top1_acc 0.8813 +top5_acc 0.9784 +2025-05-06 02:04:56,484 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_114.pth was removed +2025-05-06 02:04:57,597 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2025-05-06 02:04:57,599 - pyskl - INFO - Best top1_acc is 0.8813 at 116 epoch. +2025-05-06 02:04:57,622 - pyskl - INFO - Epoch(val) [116][3718] top1_acc: 0.8813, top5_acc: 0.9784 +2025-05-06 02:06:05,825 - pyskl - INFO - Epoch [117][100/3405] lr: 3.033e-03, eta: 14:43:33, time: 0.682, data_time: 0.230, memory: 13268, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 2.0393, loss: 2.0393 +2025-05-06 02:06:51,093 - pyskl - INFO - Epoch [117][200/3405] lr: 3.028e-03, eta: 14:42:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.9805, loss: 1.9805 +2025-05-06 02:07:36,235 - pyskl - INFO - Epoch [117][300/3405] lr: 3.023e-03, eta: 14:42:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.9809, loss: 1.9809 +2025-05-06 02:08:21,588 - pyskl - INFO - Epoch [117][400/3405] lr: 3.018e-03, eta: 14:41:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.9438, loss: 1.9438 +2025-05-06 02:09:07,179 - pyskl - INFO - Epoch [117][500/3405] lr: 3.013e-03, eta: 14:40:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.9541, loss: 1.9541 +2025-05-06 02:09:52,457 - pyskl - INFO - Epoch [117][600/3405] lr: 3.008e-03, eta: 14:39:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9656, loss: 1.9656 +2025-05-06 02:10:37,753 - pyskl - INFO - Epoch [117][700/3405] lr: 3.003e-03, eta: 14:38:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.9096, loss: 1.9096 +2025-05-06 02:11:22,979 - pyskl - INFO - Epoch [117][800/3405] lr: 2.998e-03, eta: 14:38:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.0146, loss: 2.0146 +2025-05-06 02:12:08,225 - pyskl - INFO - Epoch [117][900/3405] lr: 2.993e-03, eta: 14:37:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.0501, loss: 2.0501 +2025-05-06 02:12:53,367 - pyskl - INFO - Epoch [117][1000/3405] lr: 2.988e-03, eta: 14:36:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 2.0459, loss: 2.0459 +2025-05-06 02:13:38,558 - pyskl - INFO - Epoch [117][1100/3405] lr: 2.983e-03, eta: 14:35:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 2.0233, loss: 2.0233 +2025-05-06 02:14:23,759 - pyskl - INFO - Epoch [117][1200/3405] lr: 2.978e-03, eta: 14:35:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 2.0167, loss: 2.0167 +2025-05-06 02:15:08,946 - pyskl - INFO - Epoch [117][1300/3405] lr: 2.973e-03, eta: 14:34:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.9479, loss: 1.9479 +2025-05-06 02:15:54,196 - pyskl - INFO - Epoch [117][1400/3405] lr: 2.968e-03, eta: 14:33:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.9964, loss: 1.9964 +2025-05-06 02:16:39,376 - pyskl - INFO - Epoch [117][1500/3405] lr: 2.963e-03, eta: 14:32:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 2.0446, loss: 2.0446 +2025-05-06 02:17:24,620 - pyskl - INFO - Epoch [117][1600/3405] lr: 2.958e-03, eta: 14:32:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 2.0003, loss: 2.0003 +2025-05-06 02:18:09,645 - pyskl - INFO - Epoch [117][1700/3405] lr: 2.953e-03, eta: 14:31:17, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.0113, loss: 2.0113 +2025-05-06 02:18:54,734 - pyskl - INFO - Epoch [117][1800/3405] lr: 2.948e-03, eta: 14:30:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 2.0442, loss: 2.0442 +2025-05-06 02:19:39,782 - pyskl - INFO - Epoch [117][1900/3405] lr: 2.943e-03, eta: 14:29:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.0066, loss: 2.0066 +2025-05-06 02:20:24,857 - pyskl - INFO - Epoch [117][2000/3405] lr: 2.938e-03, eta: 14:28:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 2.0295, loss: 2.0295 +2025-05-06 02:21:10,022 - pyskl - INFO - Epoch [117][2100/3405] lr: 2.933e-03, eta: 14:28:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.9222, loss: 1.9222 +2025-05-06 02:21:55,174 - pyskl - INFO - Epoch [117][2200/3405] lr: 2.928e-03, eta: 14:27:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.9429, loss: 1.9429 +2025-05-06 02:22:40,353 - pyskl - INFO - Epoch [117][2300/3405] lr: 2.923e-03, eta: 14:26:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.9951, loss: 1.9951 +2025-05-06 02:23:25,491 - pyskl - INFO - Epoch [117][2400/3405] lr: 2.918e-03, eta: 14:25:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.9875, loss: 1.9875 +2025-05-06 02:24:10,660 - pyskl - INFO - Epoch [117][2500/3405] lr: 2.913e-03, eta: 14:25:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.9684, loss: 1.9684 +2025-05-06 02:24:55,874 - pyskl - INFO - Epoch [117][2600/3405] lr: 2.908e-03, eta: 14:24:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.9752, loss: 1.9752 +2025-05-06 02:25:40,967 - pyskl - INFO - Epoch [117][2700/3405] lr: 2.903e-03, eta: 14:23:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 2.0833, loss: 2.0833 +2025-05-06 02:26:26,121 - pyskl - INFO - Epoch [117][2800/3405] lr: 2.898e-03, eta: 14:22:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.9525, loss: 1.9525 +2025-05-06 02:27:11,352 - pyskl - INFO - Epoch [117][2900/3405] lr: 2.893e-03, eta: 14:22:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 1.9871, loss: 1.9871 +2025-05-06 02:27:56,554 - pyskl - INFO - Epoch [117][3000/3405] lr: 2.889e-03, eta: 14:21:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.0538, loss: 2.0538 +2025-05-06 02:28:41,769 - pyskl - INFO - Epoch [117][3100/3405] lr: 2.884e-03, eta: 14:20:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.0362, loss: 2.0362 +2025-05-06 02:29:27,042 - pyskl - INFO - Epoch [117][3200/3405] lr: 2.879e-03, eta: 14:19:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.9746, loss: 1.9746 +2025-05-06 02:30:12,286 - pyskl - INFO - Epoch [117][3300/3405] lr: 2.874e-03, eta: 14:19:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 2.0262, loss: 2.0262 +2025-05-06 02:30:57,673 - pyskl - INFO - Epoch [117][3400/3405] lr: 2.869e-03, eta: 14:18:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 2.0047, loss: 2.0047 +2025-05-06 02:31:00,409 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-05-06 02:35:12,852 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 02:35:13,410 - pyskl - INFO - +top1_acc 0.8794 +top5_acc 0.9792 +2025-05-06 02:35:13,434 - pyskl - INFO - Epoch(val) [117][3718] top1_acc: 0.8794, top5_acc: 0.9792 +2025-05-06 02:36:21,595 - pyskl - INFO - Epoch [118][100/3405] lr: 2.864e-03, eta: 14:17:33, time: 0.682, data_time: 0.231, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.9303, loss: 1.9303 +2025-05-06 02:37:06,737 - pyskl - INFO - Epoch [118][200/3405] lr: 2.859e-03, eta: 14:16:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.9412, loss: 1.9412 +2025-05-06 02:37:51,908 - pyskl - INFO - Epoch [118][300/3405] lr: 2.854e-03, eta: 14:16:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.9114, loss: 1.9114 +2025-05-06 02:38:37,103 - pyskl - INFO - Epoch [118][400/3405] lr: 2.849e-03, eta: 14:15:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.9192, loss: 1.9192 +2025-05-06 02:39:22,310 - pyskl - INFO - Epoch [118][500/3405] lr: 2.844e-03, eta: 14:14:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.8768, loss: 1.8768 +2025-05-06 02:40:07,503 - pyskl - INFO - Epoch [118][600/3405] lr: 2.839e-03, eta: 14:13:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.9376, loss: 1.9376 +2025-05-06 02:40:52,639 - pyskl - INFO - Epoch [118][700/3405] lr: 2.834e-03, eta: 14:12:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.9214, loss: 1.9214 +2025-05-06 02:41:37,746 - pyskl - INFO - Epoch [118][800/3405] lr: 2.830e-03, eta: 14:12:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.0307, loss: 2.0307 +2025-05-06 02:42:22,924 - pyskl - INFO - Epoch [118][900/3405] lr: 2.825e-03, eta: 14:11:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.9146, loss: 1.9146 +2025-05-06 02:43:08,053 - pyskl - INFO - Epoch [118][1000/3405] lr: 2.820e-03, eta: 14:10:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.9371, loss: 1.9371 +2025-05-06 02:43:53,234 - pyskl - INFO - Epoch [118][1100/3405] lr: 2.815e-03, eta: 14:09:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.9356, loss: 1.9356 +2025-05-06 02:44:38,415 - pyskl - INFO - Epoch [118][1200/3405] lr: 2.810e-03, eta: 14:09:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.9941, loss: 1.9941 +2025-05-06 02:45:23,574 - pyskl - INFO - Epoch [118][1300/3405] lr: 2.805e-03, eta: 14:08:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 2.0268, loss: 2.0268 +2025-05-06 02:46:08,748 - pyskl - INFO - Epoch [118][1400/3405] lr: 2.800e-03, eta: 14:07:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 2.0097, loss: 2.0097 +2025-05-06 02:46:53,900 - pyskl - INFO - Epoch [118][1500/3405] lr: 2.796e-03, eta: 14:06:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.9117, loss: 1.9117 +2025-05-06 02:47:39,187 - pyskl - INFO - Epoch [118][1600/3405] lr: 2.791e-03, eta: 14:06:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.8915, loss: 1.8915 +2025-05-06 02:48:24,372 - pyskl - INFO - Epoch [118][1700/3405] lr: 2.786e-03, eta: 14:05:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.9190, loss: 1.9190 +2025-05-06 02:49:09,517 - pyskl - INFO - Epoch [118][1800/3405] lr: 2.781e-03, eta: 14:04:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.9500, loss: 1.9500 +2025-05-06 02:49:54,674 - pyskl - INFO - Epoch [118][1900/3405] lr: 2.776e-03, eta: 14:03:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.9573, loss: 1.9573 +2025-05-06 02:50:39,875 - pyskl - INFO - Epoch [118][2000/3405] lr: 2.771e-03, eta: 14:02:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.9209, loss: 1.9209 +2025-05-06 02:51:25,134 - pyskl - INFO - Epoch [118][2100/3405] lr: 2.767e-03, eta: 14:02:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.9229, loss: 1.9229 +2025-05-06 02:52:10,311 - pyskl - INFO - Epoch [118][2200/3405] lr: 2.762e-03, eta: 14:01:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.9852, loss: 1.9852 +2025-05-06 02:52:55,434 - pyskl - INFO - Epoch [118][2300/3405] lr: 2.757e-03, eta: 14:00:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.8946, loss: 1.8946 +2025-05-06 02:53:40,567 - pyskl - INFO - Epoch [118][2400/3405] lr: 2.752e-03, eta: 13:59:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.0263, loss: 2.0263 +2025-05-06 02:54:25,809 - pyskl - INFO - Epoch [118][2500/3405] lr: 2.747e-03, eta: 13:59:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.9455, loss: 1.9455 +2025-05-06 02:55:10,953 - pyskl - INFO - Epoch [118][2600/3405] lr: 2.742e-03, eta: 13:58:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.0300, loss: 2.0300 +2025-05-06 02:55:56,215 - pyskl - INFO - Epoch [118][2700/3405] lr: 2.738e-03, eta: 13:57:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.9818, loss: 1.9818 +2025-05-06 02:56:41,605 - pyskl - INFO - Epoch [118][2800/3405] lr: 2.733e-03, eta: 13:56:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.9042, loss: 1.9042 +2025-05-06 02:57:26,836 - pyskl - INFO - Epoch [118][2900/3405] lr: 2.728e-03, eta: 13:56:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.9074, loss: 1.9074 +2025-05-06 02:58:11,926 - pyskl - INFO - Epoch [118][3000/3405] lr: 2.723e-03, eta: 13:55:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 2.0023, loss: 2.0023 +2025-05-06 02:58:56,976 - pyskl - INFO - Epoch [118][3100/3405] lr: 2.718e-03, eta: 13:54:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.0867, loss: 2.0867 +2025-05-06 02:59:42,159 - pyskl - INFO - Epoch [118][3200/3405] lr: 2.714e-03, eta: 13:53:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.9341, loss: 1.9341 +2025-05-06 03:00:27,503 - pyskl - INFO - Epoch [118][3300/3405] lr: 2.709e-03, eta: 13:53:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.9721, loss: 1.9721 +2025-05-06 03:01:12,643 - pyskl - INFO - Epoch [118][3400/3405] lr: 2.704e-03, eta: 13:52:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.9702, loss: 1.9702 +2025-05-06 03:01:15,348 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-05-06 03:05:23,236 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 03:05:23,809 - pyskl - INFO - +top1_acc 0.8900 +top5_acc 0.9785 +2025-05-06 03:05:23,871 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_116.pth was removed +2025-05-06 03:05:25,002 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2025-05-06 03:05:25,003 - pyskl - INFO - Best top1_acc is 0.8900 at 118 epoch. +2025-05-06 03:05:25,029 - pyskl - INFO - Epoch(val) [118][3718] top1_acc: 0.8900, top5_acc: 0.9785 +2025-05-06 03:06:33,295 - pyskl - INFO - Epoch [119][100/3405] lr: 2.699e-03, eta: 13:51:32, time: 0.683, data_time: 0.232, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.8477, loss: 1.8477 +2025-05-06 03:07:18,415 - pyskl - INFO - Epoch [119][200/3405] lr: 2.694e-03, eta: 13:50:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.8985, loss: 1.8985 +2025-05-06 03:08:03,589 - pyskl - INFO - Epoch [119][300/3405] lr: 2.690e-03, eta: 13:50:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.8890, loss: 1.8890 +2025-05-06 03:08:48,659 - pyskl - INFO - Epoch [119][400/3405] lr: 2.685e-03, eta: 13:49:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.9158, loss: 1.9158 +2025-05-06 03:09:33,799 - pyskl - INFO - Epoch [119][500/3405] lr: 2.680e-03, eta: 13:48:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.8961, loss: 1.8961 +2025-05-06 03:10:18,909 - pyskl - INFO - Epoch [119][600/3405] lr: 2.675e-03, eta: 13:47:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.9483, loss: 1.9483 +2025-05-06 03:11:04,027 - pyskl - INFO - Epoch [119][700/3405] lr: 2.671e-03, eta: 13:46:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.8943, loss: 1.8943 +2025-05-06 03:11:49,109 - pyskl - INFO - Epoch [119][800/3405] lr: 2.666e-03, eta: 13:46:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.9247, loss: 1.9247 +2025-05-06 03:12:34,260 - pyskl - INFO - Epoch [119][900/3405] lr: 2.661e-03, eta: 13:45:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.9694, loss: 1.9694 +2025-05-06 03:13:19,429 - pyskl - INFO - Epoch [119][1000/3405] lr: 2.656e-03, eta: 13:44:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.9283, loss: 1.9283 +2025-05-06 03:14:04,618 - pyskl - INFO - Epoch [119][1100/3405] lr: 2.652e-03, eta: 13:43:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.8838, loss: 1.8838 +2025-05-06 03:14:49,799 - pyskl - INFO - Epoch [119][1200/3405] lr: 2.647e-03, eta: 13:43:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.9257, loss: 1.9257 +2025-05-06 03:15:34,967 - pyskl - INFO - Epoch [119][1300/3405] lr: 2.642e-03, eta: 13:42:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.8396, loss: 1.8396 +2025-05-06 03:16:20,156 - pyskl - INFO - Epoch [119][1400/3405] lr: 2.637e-03, eta: 13:41:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.9504, loss: 1.9504 +2025-05-06 03:17:05,199 - pyskl - INFO - Epoch [119][1500/3405] lr: 2.633e-03, eta: 13:40:48, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.8994, loss: 1.8994 +2025-05-06 03:17:50,396 - pyskl - INFO - Epoch [119][1600/3405] lr: 2.628e-03, eta: 13:40:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.9516, loss: 1.9516 +2025-05-06 03:18:35,812 - pyskl - INFO - Epoch [119][1700/3405] lr: 2.623e-03, eta: 13:39:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.8577, loss: 1.8577 +2025-05-06 03:19:21,185 - pyskl - INFO - Epoch [119][1800/3405] lr: 2.619e-03, eta: 13:38:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.8900, loss: 1.8900 +2025-05-06 03:20:06,431 - pyskl - INFO - Epoch [119][1900/3405] lr: 2.614e-03, eta: 13:37:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.8928, loss: 1.8928 +2025-05-06 03:20:51,584 - pyskl - INFO - Epoch [119][2000/3405] lr: 2.609e-03, eta: 13:36:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.9332, loss: 1.9332 +2025-05-06 03:21:36,733 - pyskl - INFO - Epoch [119][2100/3405] lr: 2.604e-03, eta: 13:36:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.8993, loss: 1.8993 +2025-05-06 03:22:21,868 - pyskl - INFO - Epoch [119][2200/3405] lr: 2.600e-03, eta: 13:35:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.9085, loss: 1.9085 +2025-05-06 03:23:07,078 - pyskl - INFO - Epoch [119][2300/3405] lr: 2.595e-03, eta: 13:34:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.9794, loss: 1.9794 +2025-05-06 03:23:52,143 - pyskl - INFO - Epoch [119][2400/3405] lr: 2.590e-03, eta: 13:33:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.9309, loss: 1.9309 +2025-05-06 03:24:37,271 - pyskl - INFO - Epoch [119][2500/3405] lr: 2.586e-03, eta: 13:33:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.9470, loss: 1.9470 +2025-05-06 03:25:22,307 - pyskl - INFO - Epoch [119][2600/3405] lr: 2.581e-03, eta: 13:32:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.9124, loss: 1.9124 +2025-05-06 03:26:07,446 - pyskl - INFO - Epoch [119][2700/3405] lr: 2.576e-03, eta: 13:31:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.9269, loss: 1.9269 +2025-05-06 03:26:52,466 - pyskl - INFO - Epoch [119][2800/3405] lr: 2.572e-03, eta: 13:30:49, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.8978, loss: 1.8978 +2025-05-06 03:27:37,487 - pyskl - INFO - Epoch [119][2900/3405] lr: 2.567e-03, eta: 13:30:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.9127, loss: 1.9127 +2025-05-06 03:28:22,734 - pyskl - INFO - Epoch [119][3000/3405] lr: 2.562e-03, eta: 13:29:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 2.0104, loss: 2.0104 +2025-05-06 03:29:07,579 - pyskl - INFO - Epoch [119][3100/3405] lr: 2.558e-03, eta: 13:28:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.8640, loss: 1.8640 +2025-05-06 03:29:52,616 - pyskl - INFO - Epoch [119][3200/3405] lr: 2.553e-03, eta: 13:27:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.9812, loss: 1.9812 +2025-05-06 03:30:37,669 - pyskl - INFO - Epoch [119][3300/3405] lr: 2.548e-03, eta: 13:26:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.9730, loss: 1.9730 +2025-05-06 03:31:22,766 - pyskl - INFO - Epoch [119][3400/3405] lr: 2.544e-03, eta: 13:26:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.9683, loss: 1.9683 +2025-05-06 03:31:25,455 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-05-06 03:35:33,279 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 03:35:33,828 - pyskl - INFO - +top1_acc 0.8858 +top5_acc 0.9795 +2025-05-06 03:35:33,849 - pyskl - INFO - Epoch(val) [119][3718] top1_acc: 0.8858, top5_acc: 0.9795 +2025-05-06 03:36:41,869 - pyskl - INFO - Epoch [120][100/3405] lr: 2.539e-03, eta: 13:25:30, time: 0.680, data_time: 0.230, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.9528, loss: 1.9528 +2025-05-06 03:37:27,018 - pyskl - INFO - Epoch [120][200/3405] lr: 2.534e-03, eta: 13:24:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.9101, loss: 1.9101 +2025-05-06 03:38:12,191 - pyskl - INFO - Epoch [120][300/3405] lr: 2.529e-03, eta: 13:23:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8425, loss: 1.8425 +2025-05-06 03:38:57,426 - pyskl - INFO - Epoch [120][400/3405] lr: 2.525e-03, eta: 13:23:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.9126, loss: 1.9126 +2025-05-06 03:39:42,526 - pyskl - INFO - Epoch [120][500/3405] lr: 2.520e-03, eta: 13:22:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.9304, loss: 1.9304 +2025-05-06 03:40:27,746 - pyskl - INFO - Epoch [120][600/3405] lr: 2.516e-03, eta: 13:21:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.9271, loss: 1.9271 +2025-05-06 03:41:12,986 - pyskl - INFO - Epoch [120][700/3405] lr: 2.511e-03, eta: 13:20:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.8985, loss: 1.8985 +2025-05-06 03:41:58,115 - pyskl - INFO - Epoch [120][800/3405] lr: 2.506e-03, eta: 13:20:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.8371, loss: 1.8371 +2025-05-06 03:42:43,262 - pyskl - INFO - Epoch [120][900/3405] lr: 2.502e-03, eta: 13:19:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.8875, loss: 1.8875 +2025-05-06 03:43:28,297 - pyskl - INFO - Epoch [120][1000/3405] lr: 2.497e-03, eta: 13:18:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.9310, loss: 1.9310 +2025-05-06 03:44:13,409 - pyskl - INFO - Epoch [120][1100/3405] lr: 2.493e-03, eta: 13:17:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.8263, loss: 1.8263 +2025-05-06 03:44:58,501 - pyskl - INFO - Epoch [120][1200/3405] lr: 2.488e-03, eta: 13:17:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.8914, loss: 1.8914 +2025-05-06 03:45:43,609 - pyskl - INFO - Epoch [120][1300/3405] lr: 2.483e-03, eta: 13:16:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.8339, loss: 1.8339 +2025-05-06 03:46:28,717 - pyskl - INFO - Epoch [120][1400/3405] lr: 2.479e-03, eta: 13:15:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.8926, loss: 1.8926 +2025-05-06 03:47:13,842 - pyskl - INFO - Epoch [120][1500/3405] lr: 2.474e-03, eta: 13:14:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.9700, loss: 1.9700 +2025-05-06 03:47:59,081 - pyskl - INFO - Epoch [120][1600/3405] lr: 2.470e-03, eta: 13:14:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.8094, loss: 1.8094 +2025-05-06 03:48:44,199 - pyskl - INFO - Epoch [120][1700/3405] lr: 2.465e-03, eta: 13:13:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.8337, loss: 1.8337 +2025-05-06 03:49:29,363 - pyskl - INFO - Epoch [120][1800/3405] lr: 2.460e-03, eta: 13:12:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 2.0145, loss: 2.0145 +2025-05-06 03:50:14,445 - pyskl - INFO - Epoch [120][1900/3405] lr: 2.456e-03, eta: 13:11:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.9158, loss: 1.9158 +2025-05-06 03:50:59,555 - pyskl - INFO - Epoch [120][2000/3405] lr: 2.451e-03, eta: 13:10:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.9232, loss: 1.9232 +2025-05-06 03:51:44,794 - pyskl - INFO - Epoch [120][2100/3405] lr: 2.447e-03, eta: 13:10:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.9214, loss: 1.9214 +2025-05-06 03:52:29,933 - pyskl - INFO - Epoch [120][2200/3405] lr: 2.442e-03, eta: 13:09:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.8780, loss: 1.8780 +2025-05-06 03:53:14,954 - pyskl - INFO - Epoch [120][2300/3405] lr: 2.438e-03, eta: 13:08:38, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.9561, loss: 1.9561 +2025-05-06 03:53:59,961 - pyskl - INFO - Epoch [120][2400/3405] lr: 2.433e-03, eta: 13:07:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.8967, loss: 1.8967 +2025-05-06 03:54:44,855 - pyskl - INFO - Epoch [120][2500/3405] lr: 2.428e-03, eta: 13:07:06, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.8836, loss: 1.8836 +2025-05-06 03:55:29,936 - pyskl - INFO - Epoch [120][2600/3405] lr: 2.424e-03, eta: 13:06:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.9097, loss: 1.9097 +2025-05-06 03:56:14,955 - pyskl - INFO - Epoch [120][2700/3405] lr: 2.419e-03, eta: 13:05:34, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.9344, loss: 1.9344 +2025-05-06 03:57:00,152 - pyskl - INFO - Epoch [120][2800/3405] lr: 2.415e-03, eta: 13:04:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.9107, loss: 1.9107 +2025-05-06 03:57:45,487 - pyskl - INFO - Epoch [120][2900/3405] lr: 2.410e-03, eta: 13:04:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.9064, loss: 1.9064 +2025-05-06 03:58:30,694 - pyskl - INFO - Epoch [120][3000/3405] lr: 2.406e-03, eta: 13:03:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.8959, loss: 1.8959 +2025-05-06 03:59:15,889 - pyskl - INFO - Epoch [120][3100/3405] lr: 2.401e-03, eta: 13:02:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.9388, loss: 1.9388 +2025-05-06 04:00:00,936 - pyskl - INFO - Epoch [120][3200/3405] lr: 2.397e-03, eta: 13:01:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.9678, loss: 1.9678 +2025-05-06 04:00:46,088 - pyskl - INFO - Epoch [120][3300/3405] lr: 2.392e-03, eta: 13:00:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.8440, loss: 1.8440 +2025-05-06 04:01:31,121 - pyskl - INFO - Epoch [120][3400/3405] lr: 2.388e-03, eta: 13:00:12, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.9402, loss: 1.9402 +2025-05-06 04:01:33,834 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-05-06 04:05:46,025 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 04:05:46,586 - pyskl - INFO - +top1_acc 0.8901 +top5_acc 0.9804 +2025-05-06 04:05:46,648 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_118.pth was removed +2025-05-06 04:05:47,776 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2025-05-06 04:05:47,778 - pyskl - INFO - Best top1_acc is 0.8901 at 120 epoch. +2025-05-06 04:05:47,801 - pyskl - INFO - Epoch(val) [120][3718] top1_acc: 0.8901, top5_acc: 0.9804 +2025-05-06 04:06:56,178 - pyskl - INFO - Epoch [121][100/3405] lr: 2.383e-03, eta: 12:59:29, time: 0.684, data_time: 0.233, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.8480, loss: 1.8480 +2025-05-06 04:07:41,420 - pyskl - INFO - Epoch [121][200/3405] lr: 2.378e-03, eta: 12:58:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8376, loss: 1.8376 +2025-05-06 04:08:26,778 - pyskl - INFO - Epoch [121][300/3405] lr: 2.374e-03, eta: 12:57:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.9115, loss: 1.9115 +2025-05-06 04:09:12,253 - pyskl - INFO - Epoch [121][400/3405] lr: 2.369e-03, eta: 12:57:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.8661, loss: 1.8661 +2025-05-06 04:09:57,421 - pyskl - INFO - Epoch [121][500/3405] lr: 2.365e-03, eta: 12:56:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.8878, loss: 1.8878 +2025-05-06 04:10:42,702 - pyskl - INFO - Epoch [121][600/3405] lr: 2.360e-03, eta: 12:55:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.8988, loss: 1.8988 +2025-05-06 04:11:27,993 - pyskl - INFO - Epoch [121][700/3405] lr: 2.356e-03, eta: 12:54:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.7489, loss: 1.7489 +2025-05-06 04:12:13,239 - pyskl - INFO - Epoch [121][800/3405] lr: 2.351e-03, eta: 12:54:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.8573, loss: 1.8573 +2025-05-06 04:12:58,404 - pyskl - INFO - Epoch [121][900/3405] lr: 2.347e-03, eta: 12:53:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.8826, loss: 1.8826 +2025-05-06 04:13:43,611 - pyskl - INFO - Epoch [121][1000/3405] lr: 2.342e-03, eta: 12:52:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.8892, loss: 1.8892 +2025-05-06 04:14:28,843 - pyskl - INFO - Epoch [121][1100/3405] lr: 2.338e-03, eta: 12:51:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.9463, loss: 1.9463 +2025-05-06 04:15:14,116 - pyskl - INFO - Epoch [121][1200/3405] lr: 2.333e-03, eta: 12:51:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.9099, loss: 1.9099 +2025-05-06 04:15:59,342 - pyskl - INFO - Epoch [121][1300/3405] lr: 2.329e-03, eta: 12:50:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.8886, loss: 1.8886 +2025-05-06 04:16:44,556 - pyskl - INFO - Epoch [121][1400/3405] lr: 2.324e-03, eta: 12:49:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.9948, loss: 1.9948 +2025-05-06 04:17:29,736 - pyskl - INFO - Epoch [121][1500/3405] lr: 2.320e-03, eta: 12:48:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.8033, loss: 1.8033 +2025-05-06 04:18:14,979 - pyskl - INFO - Epoch [121][1600/3405] lr: 2.316e-03, eta: 12:48:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.8729, loss: 1.8729 +2025-05-06 04:19:00,179 - pyskl - INFO - Epoch [121][1700/3405] lr: 2.311e-03, eta: 12:47:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.8773, loss: 1.8773 +2025-05-06 04:19:45,314 - pyskl - INFO - Epoch [121][1800/3405] lr: 2.307e-03, eta: 12:46:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7905, loss: 1.7905 +2025-05-06 04:20:30,421 - pyskl - INFO - Epoch [121][1900/3405] lr: 2.302e-03, eta: 12:45:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.9090, loss: 1.9090 +2025-05-06 04:21:15,559 - pyskl - INFO - Epoch [121][2000/3405] lr: 2.298e-03, eta: 12:44:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.8430, loss: 1.8430 +2025-05-06 04:22:00,870 - pyskl - INFO - Epoch [121][2100/3405] lr: 2.293e-03, eta: 12:44:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.8372, loss: 1.8372 +2025-05-06 04:22:46,202 - pyskl - INFO - Epoch [121][2200/3405] lr: 2.289e-03, eta: 12:43:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.7832, loss: 1.7832 +2025-05-06 04:23:31,421 - pyskl - INFO - Epoch [121][2300/3405] lr: 2.284e-03, eta: 12:42:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.8941, loss: 1.8941 +2025-05-06 04:24:16,653 - pyskl - INFO - Epoch [121][2400/3405] lr: 2.280e-03, eta: 12:41:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.8503, loss: 1.8503 +2025-05-06 04:25:01,954 - pyskl - INFO - Epoch [121][2500/3405] lr: 2.276e-03, eta: 12:41:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.8652, loss: 1.8652 +2025-05-06 04:25:47,179 - pyskl - INFO - Epoch [121][2600/3405] lr: 2.271e-03, eta: 12:40:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.9559, loss: 1.9559 +2025-05-06 04:26:32,431 - pyskl - INFO - Epoch [121][2700/3405] lr: 2.267e-03, eta: 12:39:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.8574, loss: 1.8574 +2025-05-06 04:27:17,676 - pyskl - INFO - Epoch [121][2800/3405] lr: 2.262e-03, eta: 12:38:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.8495, loss: 1.8495 +2025-05-06 04:28:02,891 - pyskl - INFO - Epoch [121][2900/3405] lr: 2.258e-03, eta: 12:38:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.9476, loss: 1.9476 +2025-05-06 04:28:48,164 - pyskl - INFO - Epoch [121][3000/3405] lr: 2.253e-03, eta: 12:37:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8715, loss: 1.8715 +2025-05-06 04:29:33,351 - pyskl - INFO - Epoch [121][3100/3405] lr: 2.249e-03, eta: 12:36:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.8758, loss: 1.8758 +2025-05-06 04:30:18,807 - pyskl - INFO - Epoch [121][3200/3405] lr: 2.245e-03, eta: 12:35:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.8827, loss: 1.8827 +2025-05-06 04:31:04,229 - pyskl - INFO - Epoch [121][3300/3405] lr: 2.240e-03, eta: 12:34:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.8915, loss: 1.8915 +2025-05-06 04:31:49,476 - pyskl - INFO - Epoch [121][3400/3405] lr: 2.236e-03, eta: 12:34:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.9419, loss: 1.9419 +2025-05-06 04:31:52,152 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-05-06 04:36:00,024 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 04:36:00,577 - pyskl - INFO - +top1_acc 0.8897 +top5_acc 0.9803 +2025-05-06 04:36:00,601 - pyskl - INFO - Epoch(val) [121][3718] top1_acc: 0.8897, top5_acc: 0.9803 +2025-05-06 04:37:08,942 - pyskl - INFO - Epoch [122][100/3405] lr: 2.231e-03, eta: 12:33:29, time: 0.683, data_time: 0.232, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.8225, loss: 1.8225 +2025-05-06 04:37:54,037 - pyskl - INFO - Epoch [122][200/3405] lr: 2.227e-03, eta: 12:32:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7064, loss: 1.7064 +2025-05-06 04:38:39,206 - pyskl - INFO - Epoch [122][300/3405] lr: 2.223e-03, eta: 12:31:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.8169, loss: 1.8169 +2025-05-06 04:39:24,325 - pyskl - INFO - Epoch [122][400/3405] lr: 2.218e-03, eta: 12:31:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.7705, loss: 1.7705 +2025-05-06 04:40:09,491 - pyskl - INFO - Epoch [122][500/3405] lr: 2.214e-03, eta: 12:30:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7443, loss: 1.7443 +2025-05-06 04:40:54,722 - pyskl - INFO - Epoch [122][600/3405] lr: 2.209e-03, eta: 12:29:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.8363, loss: 1.8363 +2025-05-06 04:41:39,954 - pyskl - INFO - Epoch [122][700/3405] lr: 2.205e-03, eta: 12:28:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.8363, loss: 1.8363 +2025-05-06 04:42:25,131 - pyskl - INFO - Epoch [122][800/3405] lr: 2.201e-03, eta: 12:28:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8331, loss: 1.8331 +2025-05-06 04:43:10,356 - pyskl - INFO - Epoch [122][900/3405] lr: 2.196e-03, eta: 12:27:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8700, loss: 1.8700 +2025-05-06 04:43:55,370 - pyskl - INFO - Epoch [122][1000/3405] lr: 2.192e-03, eta: 12:26:35, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8490, loss: 1.8490 +2025-05-06 04:44:40,250 - pyskl - INFO - Epoch [122][1100/3405] lr: 2.188e-03, eta: 12:25:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.8229, loss: 1.8229 +2025-05-06 04:45:25,480 - pyskl - INFO - Epoch [122][1200/3405] lr: 2.183e-03, eta: 12:25:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7593, loss: 1.7593 +2025-05-06 04:46:10,813 - pyskl - INFO - Epoch [122][1300/3405] lr: 2.179e-03, eta: 12:24:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2025-05-06 04:46:55,937 - pyskl - INFO - Epoch [122][1400/3405] lr: 2.175e-03, eta: 12:23:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.8216, loss: 1.8216 +2025-05-06 04:47:41,301 - pyskl - INFO - Epoch [122][1500/3405] lr: 2.170e-03, eta: 12:22:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.8456, loss: 1.8456 +2025-05-06 04:48:26,596 - pyskl - INFO - Epoch [122][1600/3405] lr: 2.166e-03, eta: 12:21:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.7832, loss: 1.7832 +2025-05-06 04:49:11,830 - pyskl - INFO - Epoch [122][1700/3405] lr: 2.162e-03, eta: 12:21:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.8551, loss: 1.8551 +2025-05-06 04:49:57,055 - pyskl - INFO - Epoch [122][1800/3405] lr: 2.157e-03, eta: 12:20:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.9154, loss: 1.9154 +2025-05-06 04:50:42,271 - pyskl - INFO - Epoch [122][1900/3405] lr: 2.153e-03, eta: 12:19:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.7907, loss: 1.7907 +2025-05-06 04:51:27,594 - pyskl - INFO - Epoch [122][2000/3405] lr: 2.149e-03, eta: 12:18:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.8017, loss: 1.8017 +2025-05-06 04:52:12,978 - pyskl - INFO - Epoch [122][2100/3405] lr: 2.144e-03, eta: 12:18:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.8043, loss: 1.8043 +2025-05-06 04:52:58,147 - pyskl - INFO - Epoch [122][2200/3405] lr: 2.140e-03, eta: 12:17:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.8551, loss: 1.8551 +2025-05-06 04:53:43,284 - pyskl - INFO - Epoch [122][2300/3405] lr: 2.136e-03, eta: 12:16:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.7818, loss: 1.7818 +2025-05-06 04:54:28,308 - pyskl - INFO - Epoch [122][2400/3405] lr: 2.131e-03, eta: 12:15:51, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.8278, loss: 1.8278 +2025-05-06 04:55:13,505 - pyskl - INFO - Epoch [122][2500/3405] lr: 2.127e-03, eta: 12:15:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8348, loss: 1.8348 +2025-05-06 04:55:58,693 - pyskl - INFO - Epoch [122][2600/3405] lr: 2.123e-03, eta: 12:14:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.7967, loss: 1.7967 +2025-05-06 04:56:43,658 - pyskl - INFO - Epoch [122][2700/3405] lr: 2.119e-03, eta: 12:13:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 1.8971, loss: 1.8971 +2025-05-06 04:57:28,687 - pyskl - INFO - Epoch [122][2800/3405] lr: 2.114e-03, eta: 12:12:47, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.8922, loss: 1.8922 +2025-05-06 04:58:13,840 - pyskl - INFO - Epoch [122][2900/3405] lr: 2.110e-03, eta: 12:12:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.9140, loss: 1.9140 +2025-05-06 04:58:59,019 - pyskl - INFO - Epoch [122][3000/3405] lr: 2.106e-03, eta: 12:11:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8531, loss: 1.8531 +2025-05-06 04:59:44,219 - pyskl - INFO - Epoch [122][3100/3405] lr: 2.102e-03, eta: 12:10:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.9158, loss: 1.9158 +2025-05-06 05:00:29,390 - pyskl - INFO - Epoch [122][3200/3405] lr: 2.097e-03, eta: 12:09:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.8517, loss: 1.8517 +2025-05-06 05:01:14,603 - pyskl - INFO - Epoch [122][3300/3405] lr: 2.093e-03, eta: 12:08:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.8668, loss: 1.8668 +2025-05-06 05:01:59,866 - pyskl - INFO - Epoch [122][3400/3405] lr: 2.089e-03, eta: 12:08:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.8711, loss: 1.8711 +2025-05-06 05:02:02,553 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-05-06 05:06:14,498 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 05:06:15,064 - pyskl - INFO - +top1_acc 0.8879 +top5_acc 0.9802 +2025-05-06 05:06:15,090 - pyskl - INFO - Epoch(val) [122][3718] top1_acc: 0.8879, top5_acc: 0.9802 +2025-05-06 05:07:23,440 - pyskl - INFO - Epoch [123][100/3405] lr: 2.084e-03, eta: 12:07:28, time: 0.683, data_time: 0.233, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9067, loss: 1.9067 +2025-05-06 05:08:08,572 - pyskl - INFO - Epoch [123][200/3405] lr: 2.080e-03, eta: 12:06:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7926, loss: 1.7926 +2025-05-06 05:08:53,702 - pyskl - INFO - Epoch [123][300/3405] lr: 2.076e-03, eta: 12:05:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8066, loss: 1.8066 +2025-05-06 05:09:38,887 - pyskl - INFO - Epoch [123][400/3405] lr: 2.072e-03, eta: 12:05:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7892, loss: 1.7892 +2025-05-06 05:10:24,033 - pyskl - INFO - Epoch [123][500/3405] lr: 2.067e-03, eta: 12:04:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.8146, loss: 1.8146 +2025-05-06 05:11:09,293 - pyskl - INFO - Epoch [123][600/3405] lr: 2.063e-03, eta: 12:03:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7794, loss: 1.7794 +2025-05-06 05:11:54,665 - pyskl - INFO - Epoch [123][700/3405] lr: 2.059e-03, eta: 12:02:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8031, loss: 1.8031 +2025-05-06 05:12:39,947 - pyskl - INFO - Epoch [123][800/3405] lr: 2.055e-03, eta: 12:02:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.7842, loss: 1.7842 +2025-05-06 05:13:25,232 - pyskl - INFO - Epoch [123][900/3405] lr: 2.050e-03, eta: 12:01:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.8399, loss: 1.8399 +2025-05-06 05:14:10,458 - pyskl - INFO - Epoch [123][1000/3405] lr: 2.046e-03, eta: 12:00:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7891, loss: 1.7891 +2025-05-06 05:14:55,732 - pyskl - INFO - Epoch [123][1100/3405] lr: 2.042e-03, eta: 11:59:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8531, loss: 1.8531 +2025-05-06 05:15:41,081 - pyskl - INFO - Epoch [123][1200/3405] lr: 2.038e-03, eta: 11:59:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7217, loss: 1.7217 +2025-05-06 05:16:26,266 - pyskl - INFO - Epoch [123][1300/3405] lr: 2.034e-03, eta: 11:58:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.8290, loss: 1.8290 +2025-05-06 05:17:11,515 - pyskl - INFO - Epoch [123][1400/3405] lr: 2.029e-03, eta: 11:57:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.8205, loss: 1.8205 +2025-05-06 05:17:56,739 - pyskl - INFO - Epoch [123][1500/3405] lr: 2.025e-03, eta: 11:56:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8007, loss: 1.8007 +2025-05-06 05:18:42,190 - pyskl - INFO - Epoch [123][1600/3405] lr: 2.021e-03, eta: 11:55:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7944, loss: 1.7944 +2025-05-06 05:19:27,427 - pyskl - INFO - Epoch [123][1700/3405] lr: 2.017e-03, eta: 11:55:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.8104, loss: 1.8104 +2025-05-06 05:20:12,670 - pyskl - INFO - Epoch [123][1800/3405] lr: 2.013e-03, eta: 11:54:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.7272, loss: 1.7272 +2025-05-06 05:20:57,861 - pyskl - INFO - Epoch [123][1900/3405] lr: 2.008e-03, eta: 11:53:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.8893, loss: 1.8893 +2025-05-06 05:21:43,066 - pyskl - INFO - Epoch [123][2000/3405] lr: 2.004e-03, eta: 11:52:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.8159, loss: 1.8159 +2025-05-06 05:22:28,407 - pyskl - INFO - Epoch [123][2100/3405] lr: 2.000e-03, eta: 11:52:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7553, loss: 1.7553 +2025-05-06 05:23:13,743 - pyskl - INFO - Epoch [123][2200/3405] lr: 1.996e-03, eta: 11:51:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.7514, loss: 1.7514 +2025-05-06 05:23:58,983 - pyskl - INFO - Epoch [123][2300/3405] lr: 1.992e-03, eta: 11:50:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8176, loss: 1.8176 +2025-05-06 05:24:44,417 - pyskl - INFO - Epoch [123][2400/3405] lr: 1.988e-03, eta: 11:49:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.9219, loss: 1.9219 +2025-05-06 05:25:29,683 - pyskl - INFO - Epoch [123][2500/3405] lr: 1.983e-03, eta: 11:49:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8290, loss: 1.8290 +2025-05-06 05:26:14,894 - pyskl - INFO - Epoch [123][2600/3405] lr: 1.979e-03, eta: 11:48:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7493, loss: 1.7493 +2025-05-06 05:27:00,048 - pyskl - INFO - Epoch [123][2700/3405] lr: 1.975e-03, eta: 11:47:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7550, loss: 1.7550 +2025-05-06 05:27:45,475 - pyskl - INFO - Epoch [123][2800/3405] lr: 1.971e-03, eta: 11:46:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.8254, loss: 1.8254 +2025-05-06 05:28:30,789 - pyskl - INFO - Epoch [123][2900/3405] lr: 1.967e-03, eta: 11:46:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8319, loss: 1.8319 +2025-05-06 05:29:16,011 - pyskl - INFO - Epoch [123][3000/3405] lr: 1.963e-03, eta: 11:45:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.7895, loss: 1.7895 +2025-05-06 05:30:01,205 - pyskl - INFO - Epoch [123][3100/3405] lr: 1.959e-03, eta: 11:44:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.8412, loss: 1.8412 +2025-05-06 05:30:46,354 - pyskl - INFO - Epoch [123][3200/3405] lr: 1.954e-03, eta: 11:43:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.8191, loss: 1.8191 +2025-05-06 05:31:31,566 - pyskl - INFO - Epoch [123][3300/3405] lr: 1.950e-03, eta: 11:42:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.8305, loss: 1.8305 +2025-05-06 05:32:16,843 - pyskl - INFO - Epoch [123][3400/3405] lr: 1.946e-03, eta: 11:42:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.8279, loss: 1.8279 +2025-05-06 05:32:19,553 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-05-06 05:36:27,438 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 05:36:27,994 - pyskl - INFO - +top1_acc 0.8895 +top5_acc 0.9794 +2025-05-06 05:36:28,021 - pyskl - INFO - Epoch(val) [123][3718] top1_acc: 0.8895, top5_acc: 0.9794 +2025-05-06 05:37:36,049 - pyskl - INFO - Epoch [124][100/3405] lr: 1.942e-03, eta: 11:41:28, time: 0.680, data_time: 0.230, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7773, loss: 1.7773 +2025-05-06 05:38:21,189 - pyskl - INFO - Epoch [124][200/3405] lr: 1.938e-03, eta: 11:40:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7912, loss: 1.7912 +2025-05-06 05:39:06,306 - pyskl - INFO - Epoch [124][300/3405] lr: 1.934e-03, eta: 11:39:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7962, loss: 1.7962 +2025-05-06 05:39:51,435 - pyskl - INFO - Epoch [124][400/3405] lr: 1.929e-03, eta: 11:39:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7865, loss: 1.7865 +2025-05-06 05:40:36,576 - pyskl - INFO - Epoch [124][500/3405] lr: 1.925e-03, eta: 11:38:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7907, loss: 1.7907 +2025-05-06 05:41:21,734 - pyskl - INFO - Epoch [124][600/3405] lr: 1.921e-03, eta: 11:37:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7502, loss: 1.7502 +2025-05-06 05:42:06,856 - pyskl - INFO - Epoch [124][700/3405] lr: 1.917e-03, eta: 11:36:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7776, loss: 1.7776 +2025-05-06 05:42:52,006 - pyskl - INFO - Epoch [124][800/3405] lr: 1.913e-03, eta: 11:36:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7940, loss: 1.7940 +2025-05-06 05:43:37,145 - pyskl - INFO - Epoch [124][900/3405] lr: 1.909e-03, eta: 11:35:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7923, loss: 1.7923 +2025-05-06 05:44:22,346 - pyskl - INFO - Epoch [124][1000/3405] lr: 1.905e-03, eta: 11:34:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7646, loss: 1.7646 +2025-05-06 05:45:07,512 - pyskl - INFO - Epoch [124][1100/3405] lr: 1.901e-03, eta: 11:33:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.7461, loss: 1.7461 +2025-05-06 05:45:52,686 - pyskl - INFO - Epoch [124][1200/3405] lr: 1.897e-03, eta: 11:33:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7875, loss: 1.7875 +2025-05-06 05:46:37,855 - pyskl - INFO - Epoch [124][1300/3405] lr: 1.893e-03, eta: 11:32:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7633, loss: 1.7633 +2025-05-06 05:47:23,003 - pyskl - INFO - Epoch [124][1400/3405] lr: 1.889e-03, eta: 11:31:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7472, loss: 1.7472 +2025-05-06 05:48:08,260 - pyskl - INFO - Epoch [124][1500/3405] lr: 1.885e-03, eta: 11:30:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7491, loss: 1.7491 +2025-05-06 05:48:53,416 - pyskl - INFO - Epoch [124][1600/3405] lr: 1.881e-03, eta: 11:29:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.8053, loss: 1.8053 +2025-05-06 05:49:38,662 - pyskl - INFO - Epoch [124][1700/3405] lr: 1.876e-03, eta: 11:29:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7824, loss: 1.7824 +2025-05-06 05:50:23,947 - pyskl - INFO - Epoch [124][1800/3405] lr: 1.872e-03, eta: 11:28:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.8172, loss: 1.8172 +2025-05-06 05:51:09,105 - pyskl - INFO - Epoch [124][1900/3405] lr: 1.868e-03, eta: 11:27:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7834, loss: 1.7834 +2025-05-06 05:51:54,172 - pyskl - INFO - Epoch [124][2000/3405] lr: 1.864e-03, eta: 11:26:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8172, loss: 1.8172 +2025-05-06 05:52:39,593 - pyskl - INFO - Epoch [124][2100/3405] lr: 1.860e-03, eta: 11:26:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.7278, loss: 1.7278 +2025-05-06 05:53:25,007 - pyskl - INFO - Epoch [124][2200/3405] lr: 1.856e-03, eta: 11:25:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7792, loss: 1.7792 +2025-05-06 05:54:10,387 - pyskl - INFO - Epoch [124][2300/3405] lr: 1.852e-03, eta: 11:24:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.8273, loss: 1.8273 +2025-05-06 05:54:55,735 - pyskl - INFO - Epoch [124][2400/3405] lr: 1.848e-03, eta: 11:23:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.8330, loss: 1.8330 +2025-05-06 05:55:41,144 - pyskl - INFO - Epoch [124][2500/3405] lr: 1.844e-03, eta: 11:23:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.8102, loss: 1.8102 +2025-05-06 05:56:26,501 - pyskl - INFO - Epoch [124][2600/3405] lr: 1.840e-03, eta: 11:22:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.7943, loss: 1.7943 +2025-05-06 05:57:11,761 - pyskl - INFO - Epoch [124][2700/3405] lr: 1.836e-03, eta: 11:21:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7674, loss: 1.7674 +2025-05-06 05:57:57,069 - pyskl - INFO - Epoch [124][2800/3405] lr: 1.832e-03, eta: 11:20:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.8097, loss: 1.8097 +2025-05-06 05:58:42,227 - pyskl - INFO - Epoch [124][2900/3405] lr: 1.828e-03, eta: 11:20:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.8184, loss: 1.8184 +2025-05-06 05:59:27,375 - pyskl - INFO - Epoch [124][3000/3405] lr: 1.824e-03, eta: 11:19:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7889, loss: 1.7889 +2025-05-06 06:00:12,560 - pyskl - INFO - Epoch [124][3100/3405] lr: 1.820e-03, eta: 11:18:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7416, loss: 1.7416 +2025-05-06 06:00:57,691 - pyskl - INFO - Epoch [124][3200/3405] lr: 1.816e-03, eta: 11:17:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7557, loss: 1.7557 +2025-05-06 06:01:42,973 - pyskl - INFO - Epoch [124][3300/3405] lr: 1.812e-03, eta: 11:16:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7728, loss: 1.7728 +2025-05-06 06:02:28,082 - pyskl - INFO - Epoch [124][3400/3405] lr: 1.808e-03, eta: 11:16:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.8544, loss: 1.8544 +2025-05-06 06:02:30,771 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-05-06 06:06:39,007 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 06:06:39,556 - pyskl - INFO - +top1_acc 0.8921 +top5_acc 0.9808 +2025-05-06 06:06:39,614 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_120.pth was removed +2025-05-06 06:06:40,675 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2025-05-06 06:06:40,676 - pyskl - INFO - Best top1_acc is 0.8921 at 124 epoch. +2025-05-06 06:06:40,697 - pyskl - INFO - Epoch(val) [124][3718] top1_acc: 0.8921, top5_acc: 0.9808 +2025-05-06 06:07:48,801 - pyskl - INFO - Epoch [125][100/3405] lr: 1.804e-03, eta: 11:15:27, time: 0.681, data_time: 0.229, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7409, loss: 1.7409 +2025-05-06 06:08:33,914 - pyskl - INFO - Epoch [125][200/3405] lr: 1.800e-03, eta: 11:14:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7411, loss: 1.7411 +2025-05-06 06:09:19,194 - pyskl - INFO - Epoch [125][300/3405] lr: 1.796e-03, eta: 11:13:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7586, loss: 1.7586 +2025-05-06 06:10:04,368 - pyskl - INFO - Epoch [125][400/3405] lr: 1.792e-03, eta: 11:13:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6534, loss: 1.6534 +2025-05-06 06:10:49,640 - pyskl - INFO - Epoch [125][500/3405] lr: 1.788e-03, eta: 11:12:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6900, loss: 1.6900 +2025-05-06 06:11:34,878 - pyskl - INFO - Epoch [125][600/3405] lr: 1.784e-03, eta: 11:11:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7066, loss: 1.7066 +2025-05-06 06:12:20,091 - pyskl - INFO - Epoch [125][700/3405] lr: 1.780e-03, eta: 11:10:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6817, loss: 1.6817 +2025-05-06 06:13:05,430 - pyskl - INFO - Epoch [125][800/3405] lr: 1.776e-03, eta: 11:10:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7370, loss: 1.7370 +2025-05-06 06:13:50,604 - pyskl - INFO - Epoch [125][900/3405] lr: 1.772e-03, eta: 11:09:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7020, loss: 1.7020 +2025-05-06 06:14:35,762 - pyskl - INFO - Epoch [125][1000/3405] lr: 1.768e-03, eta: 11:08:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7152, loss: 1.7152 +2025-05-06 06:15:20,869 - pyskl - INFO - Epoch [125][1100/3405] lr: 1.764e-03, eta: 11:07:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7345, loss: 1.7345 +2025-05-06 06:16:05,960 - pyskl - INFO - Epoch [125][1200/3405] lr: 1.760e-03, eta: 11:07:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7334, loss: 1.7334 +2025-05-06 06:16:51,062 - pyskl - INFO - Epoch [125][1300/3405] lr: 1.757e-03, eta: 11:06:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6910, loss: 1.6910 +2025-05-06 06:17:36,179 - pyskl - INFO - Epoch [125][1400/3405] lr: 1.753e-03, eta: 11:05:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7387, loss: 1.7387 +2025-05-06 06:18:21,410 - pyskl - INFO - Epoch [125][1500/3405] lr: 1.749e-03, eta: 11:04:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7745, loss: 1.7745 +2025-05-06 06:19:06,583 - pyskl - INFO - Epoch [125][1600/3405] lr: 1.745e-03, eta: 11:03:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7178, loss: 1.7178 +2025-05-06 06:19:51,829 - pyskl - INFO - Epoch [125][1700/3405] lr: 1.741e-03, eta: 11:03:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7245, loss: 1.7245 +2025-05-06 06:20:37,070 - pyskl - INFO - Epoch [125][1800/3405] lr: 1.737e-03, eta: 11:02:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7262, loss: 1.7262 +2025-05-06 06:21:22,287 - pyskl - INFO - Epoch [125][1900/3405] lr: 1.733e-03, eta: 11:01:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.7534, loss: 1.7534 +2025-05-06 06:22:07,516 - pyskl - INFO - Epoch [125][2000/3405] lr: 1.729e-03, eta: 11:00:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.7354, loss: 1.7354 +2025-05-06 06:22:52,942 - pyskl - INFO - Epoch [125][2100/3405] lr: 1.725e-03, eta: 11:00:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.7335, loss: 1.7335 +2025-05-06 06:23:38,212 - pyskl - INFO - Epoch [125][2200/3405] lr: 1.721e-03, eta: 10:59:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7254, loss: 1.7254 +2025-05-06 06:24:23,419 - pyskl - INFO - Epoch [125][2300/3405] lr: 1.717e-03, eta: 10:58:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.7794, loss: 1.7794 +2025-05-06 06:25:08,625 - pyskl - INFO - Epoch [125][2400/3405] lr: 1.714e-03, eta: 10:57:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7096, loss: 1.7096 +2025-05-06 06:25:53,932 - pyskl - INFO - Epoch [125][2500/3405] lr: 1.710e-03, eta: 10:57:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7425, loss: 1.7425 +2025-05-06 06:26:39,230 - pyskl - INFO - Epoch [125][2600/3405] lr: 1.706e-03, eta: 10:56:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.7592, loss: 1.7592 +2025-05-06 06:27:24,521 - pyskl - INFO - Epoch [125][2700/3405] lr: 1.702e-03, eta: 10:55:32, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7670, loss: 1.7670 +2025-05-06 06:28:09,798 - pyskl - INFO - Epoch [125][2800/3405] lr: 1.698e-03, eta: 10:54:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7651, loss: 1.7651 +2025-05-06 06:28:55,140 - pyskl - INFO - Epoch [125][2900/3405] lr: 1.694e-03, eta: 10:54:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.7198, loss: 1.7198 +2025-05-06 06:29:40,353 - pyskl - INFO - Epoch [125][3000/3405] lr: 1.690e-03, eta: 10:53:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8261, loss: 1.8261 +2025-05-06 06:30:25,727 - pyskl - INFO - Epoch [125][3100/3405] lr: 1.686e-03, eta: 10:52:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7717, loss: 1.7717 +2025-05-06 06:31:10,989 - pyskl - INFO - Epoch [125][3200/3405] lr: 1.683e-03, eta: 10:51:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7106, loss: 1.7106 +2025-05-06 06:31:56,250 - pyskl - INFO - Epoch [125][3300/3405] lr: 1.679e-03, eta: 10:50:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7925, loss: 1.7925 +2025-05-06 06:32:41,815 - pyskl - INFO - Epoch [125][3400/3405] lr: 1.675e-03, eta: 10:50:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6870, loss: 1.6870 +2025-05-06 06:32:44,484 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-05-06 06:36:57,117 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 06:36:57,681 - pyskl - INFO - +top1_acc 0.8920 +top5_acc 0.9812 +2025-05-06 06:36:57,704 - pyskl - INFO - Epoch(val) [125][3718] top1_acc: 0.8920, top5_acc: 0.9812 +2025-05-06 06:38:06,426 - pyskl - INFO - Epoch [126][100/3405] lr: 1.671e-03, eta: 10:49:27, time: 0.687, data_time: 0.236, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6814, loss: 1.6814 +2025-05-06 06:38:51,479 - pyskl - INFO - Epoch [126][200/3405] lr: 1.667e-03, eta: 10:48:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7592, loss: 1.7592 +2025-05-06 06:39:36,568 - pyskl - INFO - Epoch [126][300/3405] lr: 1.663e-03, eta: 10:47:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7437, loss: 1.7437 +2025-05-06 06:40:21,673 - pyskl - INFO - Epoch [126][400/3405] lr: 1.659e-03, eta: 10:47:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7324, loss: 1.7324 +2025-05-06 06:41:06,770 - pyskl - INFO - Epoch [126][500/3405] lr: 1.656e-03, eta: 10:46:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7635, loss: 1.7635 +2025-05-06 06:41:51,916 - pyskl - INFO - Epoch [126][600/3405] lr: 1.652e-03, eta: 10:45:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6960, loss: 1.6960 +2025-05-06 06:42:37,061 - pyskl - INFO - Epoch [126][700/3405] lr: 1.648e-03, eta: 10:44:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6998, loss: 1.6998 +2025-05-06 06:43:22,230 - pyskl - INFO - Epoch [126][800/3405] lr: 1.644e-03, eta: 10:44:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6907, loss: 1.6907 +2025-05-06 06:44:07,424 - pyskl - INFO - Epoch [126][900/3405] lr: 1.640e-03, eta: 10:43:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6760, loss: 1.6760 +2025-05-06 06:44:52,646 - pyskl - INFO - Epoch [126][1000/3405] lr: 1.636e-03, eta: 10:42:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6547, loss: 1.6547 +2025-05-06 06:45:37,824 - pyskl - INFO - Epoch [126][1100/3405] lr: 1.633e-03, eta: 10:41:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6737, loss: 1.6737 +2025-05-06 06:46:23,003 - pyskl - INFO - Epoch [126][1200/3405] lr: 1.629e-03, eta: 10:41:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7377, loss: 1.7377 +2025-05-06 06:47:08,213 - pyskl - INFO - Epoch [126][1300/3405] lr: 1.625e-03, eta: 10:40:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6633, loss: 1.6633 +2025-05-06 06:47:53,497 - pyskl - INFO - Epoch [126][1400/3405] lr: 1.621e-03, eta: 10:39:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7524, loss: 1.7524 +2025-05-06 06:48:38,803 - pyskl - INFO - Epoch [126][1500/3405] lr: 1.618e-03, eta: 10:38:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.6833, loss: 1.6833 +2025-05-06 06:49:24,082 - pyskl - INFO - Epoch [126][1600/3405] lr: 1.614e-03, eta: 10:37:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6658, loss: 1.6658 +2025-05-06 06:50:09,330 - pyskl - INFO - Epoch [126][1700/3405] lr: 1.610e-03, eta: 10:37:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7247, loss: 1.7247 +2025-05-06 06:50:54,507 - pyskl - INFO - Epoch [126][1800/3405] lr: 1.606e-03, eta: 10:36:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7254, loss: 1.7254 +2025-05-06 06:51:39,854 - pyskl - INFO - Epoch [126][1900/3405] lr: 1.602e-03, eta: 10:35:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6450, loss: 1.6450 +2025-05-06 06:52:25,186 - pyskl - INFO - Epoch [126][2000/3405] lr: 1.599e-03, eta: 10:34:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7305, loss: 1.7305 +2025-05-06 06:53:10,514 - pyskl - INFO - Epoch [126][2100/3405] lr: 1.595e-03, eta: 10:34:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7218, loss: 1.7218 +2025-05-06 06:53:55,714 - pyskl - INFO - Epoch [126][2200/3405] lr: 1.591e-03, eta: 10:33:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.7363, loss: 1.7363 +2025-05-06 06:54:40,826 - pyskl - INFO - Epoch [126][2300/3405] lr: 1.587e-03, eta: 10:32:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7416, loss: 1.7416 +2025-05-06 06:55:26,049 - pyskl - INFO - Epoch [126][2400/3405] lr: 1.584e-03, eta: 10:31:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.6733, loss: 1.6733 +2025-05-06 06:56:11,290 - pyskl - INFO - Epoch [126][2500/3405] lr: 1.580e-03, eta: 10:31:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7339, loss: 1.7339 +2025-05-06 06:56:56,494 - pyskl - INFO - Epoch [126][2600/3405] lr: 1.576e-03, eta: 10:30:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7213, loss: 1.7213 +2025-05-06 06:57:41,696 - pyskl - INFO - Epoch [126][2700/3405] lr: 1.572e-03, eta: 10:29:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.7269, loss: 1.7269 +2025-05-06 06:58:26,921 - pyskl - INFO - Epoch [126][2800/3405] lr: 1.569e-03, eta: 10:28:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7143, loss: 1.7143 +2025-05-06 06:59:12,130 - pyskl - INFO - Epoch [126][2900/3405] lr: 1.565e-03, eta: 10:28:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6686, loss: 1.6686 +2025-05-06 06:59:57,332 - pyskl - INFO - Epoch [126][3000/3405] lr: 1.561e-03, eta: 10:27:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7430, loss: 1.7430 +2025-05-06 07:00:42,565 - pyskl - INFO - Epoch [126][3100/3405] lr: 1.558e-03, eta: 10:26:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6791, loss: 1.6791 +2025-05-06 07:01:27,729 - pyskl - INFO - Epoch [126][3200/3405] lr: 1.554e-03, eta: 10:25:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6422, loss: 1.6422 +2025-05-06 07:02:12,935 - pyskl - INFO - Epoch [126][3300/3405] lr: 1.550e-03, eta: 10:24:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7407, loss: 1.7407 +2025-05-06 07:02:58,105 - pyskl - INFO - Epoch [126][3400/3405] lr: 1.546e-03, eta: 10:24:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6731, loss: 1.6731 +2025-05-06 07:03:00,824 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-05-06 07:07:08,408 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 07:07:08,962 - pyskl - INFO - +top1_acc 0.8955 +top5_acc 0.9814 +2025-05-06 07:07:09,021 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_124.pth was removed +2025-05-06 07:07:10,103 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-05-06 07:07:10,104 - pyskl - INFO - Best top1_acc is 0.8955 at 126 epoch. +2025-05-06 07:07:10,128 - pyskl - INFO - Epoch(val) [126][3718] top1_acc: 0.8955, top5_acc: 0.9814 +2025-05-06 07:08:18,600 - pyskl - INFO - Epoch [127][100/3405] lr: 1.543e-03, eta: 10:23:26, time: 0.685, data_time: 0.234, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6736, loss: 1.6736 +2025-05-06 07:09:03,734 - pyskl - INFO - Epoch [127][200/3405] lr: 1.539e-03, eta: 10:22:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7317, loss: 1.7317 +2025-05-06 07:09:48,931 - pyskl - INFO - Epoch [127][300/3405] lr: 1.535e-03, eta: 10:21:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7124, loss: 1.7124 +2025-05-06 07:10:34,124 - pyskl - INFO - Epoch [127][400/3405] lr: 1.531e-03, eta: 10:21:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7602, loss: 1.7602 +2025-05-06 07:11:19,286 - pyskl - INFO - Epoch [127][500/3405] lr: 1.528e-03, eta: 10:20:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6696, loss: 1.6696 +2025-05-06 07:12:04,511 - pyskl - INFO - Epoch [127][600/3405] lr: 1.524e-03, eta: 10:19:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7406, loss: 1.7406 +2025-05-06 07:12:49,595 - pyskl - INFO - Epoch [127][700/3405] lr: 1.520e-03, eta: 10:18:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.6880, loss: 1.6880 +2025-05-06 07:13:34,736 - pyskl - INFO - Epoch [127][800/3405] lr: 1.517e-03, eta: 10:18:05, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7358, loss: 1.7358 +2025-05-06 07:14:19,963 - pyskl - INFO - Epoch [127][900/3405] lr: 1.513e-03, eta: 10:17:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6907, loss: 1.6907 +2025-05-06 07:15:05,191 - pyskl - INFO - Epoch [127][1000/3405] lr: 1.509e-03, eta: 10:16:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6587, loss: 1.6587 +2025-05-06 07:15:50,395 - pyskl - INFO - Epoch [127][1100/3405] lr: 1.506e-03, eta: 10:15:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6514, loss: 1.6514 +2025-05-06 07:16:35,703 - pyskl - INFO - Epoch [127][1200/3405] lr: 1.502e-03, eta: 10:15:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6990, loss: 1.6990 +2025-05-06 07:17:20,915 - pyskl - INFO - Epoch [127][1300/3405] lr: 1.498e-03, eta: 10:14:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6082, loss: 1.6082 +2025-05-06 07:18:06,197 - pyskl - INFO - Epoch [127][1400/3405] lr: 1.495e-03, eta: 10:13:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6608, loss: 1.6608 +2025-05-06 07:18:51,550 - pyskl - INFO - Epoch [127][1500/3405] lr: 1.491e-03, eta: 10:12:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6772, loss: 1.6772 +2025-05-06 07:19:36,866 - pyskl - INFO - Epoch [127][1600/3405] lr: 1.487e-03, eta: 10:11:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6716, loss: 1.6716 +2025-05-06 07:20:22,130 - pyskl - INFO - Epoch [127][1700/3405] lr: 1.484e-03, eta: 10:11:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7191, loss: 1.7191 +2025-05-06 07:21:07,436 - pyskl - INFO - Epoch [127][1800/3405] lr: 1.480e-03, eta: 10:10:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.6847, loss: 1.6847 +2025-05-06 07:21:52,346 - pyskl - INFO - Epoch [127][1900/3405] lr: 1.477e-03, eta: 10:09:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7063, loss: 1.7063 +2025-05-06 07:22:37,183 - pyskl - INFO - Epoch [127][2000/3405] lr: 1.473e-03, eta: 10:08:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7058, loss: 1.7058 +2025-05-06 07:23:22,457 - pyskl - INFO - Epoch [127][2100/3405] lr: 1.469e-03, eta: 10:08:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.7830, loss: 1.7830 +2025-05-06 07:24:07,584 - pyskl - INFO - Epoch [127][2200/3405] lr: 1.466e-03, eta: 10:07:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6873, loss: 1.6873 +2025-05-06 07:24:52,937 - pyskl - INFO - Epoch [127][2300/3405] lr: 1.462e-03, eta: 10:06:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.8444, loss: 1.8444 +2025-05-06 07:25:38,160 - pyskl - INFO - Epoch [127][2400/3405] lr: 1.459e-03, eta: 10:05:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6867, loss: 1.6867 +2025-05-06 07:26:23,323 - pyskl - INFO - Epoch [127][2500/3405] lr: 1.455e-03, eta: 10:05:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6492, loss: 1.6492 +2025-05-06 07:27:08,567 - pyskl - INFO - Epoch [127][2600/3405] lr: 1.451e-03, eta: 10:04:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.7325, loss: 1.7325 +2025-05-06 07:27:53,746 - pyskl - INFO - Epoch [127][2700/3405] lr: 1.448e-03, eta: 10:03:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6869, loss: 1.6869 +2025-05-06 07:28:38,948 - pyskl - INFO - Epoch [127][2800/3405] lr: 1.444e-03, eta: 10:02:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6948, loss: 1.6948 +2025-05-06 07:29:24,114 - pyskl - INFO - Epoch [127][2900/3405] lr: 1.441e-03, eta: 10:02:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6985, loss: 1.6985 +2025-05-06 07:30:09,259 - pyskl - INFO - Epoch [127][3000/3405] lr: 1.437e-03, eta: 10:01:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6712, loss: 1.6712 +2025-05-06 07:30:54,462 - pyskl - INFO - Epoch [127][3100/3405] lr: 1.433e-03, eta: 10:00:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7596, loss: 1.7596 +2025-05-06 07:31:39,692 - pyskl - INFO - Epoch [127][3200/3405] lr: 1.430e-03, eta: 9:59:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6982, loss: 1.6982 +2025-05-06 07:32:24,915 - pyskl - INFO - Epoch [127][3300/3405] lr: 1.426e-03, eta: 9:58:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6977, loss: 1.6977 +2025-05-06 07:33:10,110 - pyskl - INFO - Epoch [127][3400/3405] lr: 1.423e-03, eta: 9:58:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7196, loss: 1.7196 +2025-05-06 07:33:12,804 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-05-06 07:37:20,981 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 07:37:21,547 - pyskl - INFO - +top1_acc 0.8934 +top5_acc 0.9814 +2025-05-06 07:37:21,570 - pyskl - INFO - Epoch(val) [127][3718] top1_acc: 0.8934, top5_acc: 0.9814 +2025-05-06 07:38:29,970 - pyskl - INFO - Epoch [128][100/3405] lr: 1.419e-03, eta: 9:57:26, time: 0.684, data_time: 0.233, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6649, loss: 1.6649 +2025-05-06 07:39:15,047 - pyskl - INFO - Epoch [128][200/3405] lr: 1.415e-03, eta: 9:56:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6368, loss: 1.6368 +2025-05-06 07:40:00,196 - pyskl - INFO - Epoch [128][300/3405] lr: 1.412e-03, eta: 9:55:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6497, loss: 1.6497 +2025-05-06 07:40:45,268 - pyskl - INFO - Epoch [128][400/3405] lr: 1.408e-03, eta: 9:55:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5981, loss: 1.5981 +2025-05-06 07:41:30,409 - pyskl - INFO - Epoch [128][500/3405] lr: 1.405e-03, eta: 9:54:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6087, loss: 1.6087 +2025-05-06 07:42:15,618 - pyskl - INFO - Epoch [128][600/3405] lr: 1.401e-03, eta: 9:53:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6803, loss: 1.6803 +2025-05-06 07:43:00,830 - pyskl - INFO - Epoch [128][700/3405] lr: 1.398e-03, eta: 9:52:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7186, loss: 1.7186 +2025-05-06 07:43:46,040 - pyskl - INFO - Epoch [128][800/3405] lr: 1.394e-03, eta: 9:52:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6495, loss: 1.6495 +2025-05-06 07:44:31,261 - pyskl - INFO - Epoch [128][900/3405] lr: 1.391e-03, eta: 9:51:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.6604, loss: 1.6604 +2025-05-06 07:45:16,451 - pyskl - INFO - Epoch [128][1000/3405] lr: 1.387e-03, eta: 9:50:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6883, loss: 1.6883 +2025-05-06 07:46:01,614 - pyskl - INFO - Epoch [128][1100/3405] lr: 1.384e-03, eta: 9:49:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5973, loss: 1.5973 +2025-05-06 07:46:46,846 - pyskl - INFO - Epoch [128][1200/3405] lr: 1.380e-03, eta: 9:49:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7292, loss: 1.7292 +2025-05-06 07:47:32,053 - pyskl - INFO - Epoch [128][1300/3405] lr: 1.377e-03, eta: 9:48:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6511, loss: 1.6511 +2025-05-06 07:48:17,305 - pyskl - INFO - Epoch [128][1400/3405] lr: 1.373e-03, eta: 9:47:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6344, loss: 1.6344 +2025-05-06 07:49:02,677 - pyskl - INFO - Epoch [128][1500/3405] lr: 1.370e-03, eta: 9:46:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6478, loss: 1.6478 +2025-05-06 07:49:47,984 - pyskl - INFO - Epoch [128][1600/3405] lr: 1.366e-03, eta: 9:45:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6723, loss: 1.6723 +2025-05-06 07:50:33,037 - pyskl - INFO - Epoch [128][1700/3405] lr: 1.363e-03, eta: 9:45:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6567, loss: 1.6567 +2025-05-06 07:51:18,114 - pyskl - INFO - Epoch [128][1800/3405] lr: 1.359e-03, eta: 9:44:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6958, loss: 1.6958 +2025-05-06 07:52:03,092 - pyskl - INFO - Epoch [128][1900/3405] lr: 1.356e-03, eta: 9:43:39, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6228, loss: 1.6228 +2025-05-06 07:52:48,277 - pyskl - INFO - Epoch [128][2000/3405] lr: 1.352e-03, eta: 9:42:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.6409, loss: 1.6409 +2025-05-06 07:53:33,742 - pyskl - INFO - Epoch [128][2100/3405] lr: 1.349e-03, eta: 9:42:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6658, loss: 1.6658 +2025-05-06 07:54:19,174 - pyskl - INFO - Epoch [128][2200/3405] lr: 1.345e-03, eta: 9:41:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7120, loss: 1.7120 +2025-05-06 07:55:04,439 - pyskl - INFO - Epoch [128][2300/3405] lr: 1.342e-03, eta: 9:40:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6618, loss: 1.6618 +2025-05-06 07:55:49,547 - pyskl - INFO - Epoch [128][2400/3405] lr: 1.338e-03, eta: 9:39:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6168, loss: 1.6168 +2025-05-06 07:56:34,722 - pyskl - INFO - Epoch [128][2500/3405] lr: 1.335e-03, eta: 9:39:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7182, loss: 1.7182 +2025-05-06 07:57:19,890 - pyskl - INFO - Epoch [128][2600/3405] lr: 1.331e-03, eta: 9:38:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5857, loss: 1.5857 +2025-05-06 07:58:04,972 - pyskl - INFO - Epoch [128][2700/3405] lr: 1.328e-03, eta: 9:37:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6595, loss: 1.6595 +2025-05-06 07:58:50,081 - pyskl - INFO - Epoch [128][2800/3405] lr: 1.324e-03, eta: 9:36:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.7550, loss: 1.7550 +2025-05-06 07:59:35,257 - pyskl - INFO - Epoch [128][2900/3405] lr: 1.321e-03, eta: 9:35:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6624, loss: 1.6624 +2025-05-06 08:00:20,568 - pyskl - INFO - Epoch [128][3000/3405] lr: 1.318e-03, eta: 9:35:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6533, loss: 1.6533 +2025-05-06 08:01:05,839 - pyskl - INFO - Epoch [128][3100/3405] lr: 1.314e-03, eta: 9:34:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6822, loss: 1.6822 +2025-05-06 08:01:50,992 - pyskl - INFO - Epoch [128][3200/3405] lr: 1.311e-03, eta: 9:33:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6076, loss: 1.6076 +2025-05-06 08:02:36,266 - pyskl - INFO - Epoch [128][3300/3405] lr: 1.307e-03, eta: 9:32:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6895, loss: 1.6895 +2025-05-06 08:03:21,541 - pyskl - INFO - Epoch [128][3400/3405] lr: 1.304e-03, eta: 9:32:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6874, loss: 1.6874 +2025-05-06 08:03:24,231 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-05-06 08:07:36,503 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 08:07:37,056 - pyskl - INFO - +top1_acc 0.8917 +top5_acc 0.9799 +2025-05-06 08:07:37,078 - pyskl - INFO - Epoch(val) [128][3718] top1_acc: 0.8917, top5_acc: 0.9799 +2025-05-06 08:08:45,079 - pyskl - INFO - Epoch [129][100/3405] lr: 1.300e-03, eta: 9:31:25, time: 0.680, data_time: 0.230, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6646, loss: 1.6646 +2025-05-06 08:09:30,111 - pyskl - INFO - Epoch [129][200/3405] lr: 1.297e-03, eta: 9:30:39, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6124, loss: 1.6124 +2025-05-06 08:10:15,253 - pyskl - INFO - Epoch [129][300/3405] lr: 1.293e-03, eta: 9:29:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6281, loss: 1.6281 +2025-05-06 08:11:00,328 - pyskl - INFO - Epoch [129][400/3405] lr: 1.290e-03, eta: 9:29:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6523, loss: 1.6523 +2025-05-06 08:11:45,437 - pyskl - INFO - Epoch [129][500/3405] lr: 1.287e-03, eta: 9:28:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5437, loss: 1.5437 +2025-05-06 08:12:30,552 - pyskl - INFO - Epoch [129][600/3405] lr: 1.283e-03, eta: 9:27:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6551, loss: 1.6551 +2025-05-06 08:13:15,659 - pyskl - INFO - Epoch [129][700/3405] lr: 1.280e-03, eta: 9:26:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6183, loss: 1.6183 +2025-05-06 08:14:00,770 - pyskl - INFO - Epoch [129][800/3405] lr: 1.276e-03, eta: 9:26:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6470, loss: 1.6470 +2025-05-06 08:14:45,863 - pyskl - INFO - Epoch [129][900/3405] lr: 1.273e-03, eta: 9:25:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.6932, loss: 1.6932 +2025-05-06 08:15:30,998 - pyskl - INFO - Epoch [129][1000/3405] lr: 1.270e-03, eta: 9:24:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6325, loss: 1.6325 +2025-05-06 08:16:16,127 - pyskl - INFO - Epoch [129][1100/3405] lr: 1.266e-03, eta: 9:23:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6750, loss: 1.6750 +2025-05-06 08:17:01,240 - pyskl - INFO - Epoch [129][1200/3405] lr: 1.263e-03, eta: 9:22:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6802, loss: 1.6802 +2025-05-06 08:17:46,378 - pyskl - INFO - Epoch [129][1300/3405] lr: 1.260e-03, eta: 9:22:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6758, loss: 1.6758 +2025-05-06 08:18:31,551 - pyskl - INFO - Epoch [129][1400/3405] lr: 1.256e-03, eta: 9:21:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6361, loss: 1.6361 +2025-05-06 08:19:16,925 - pyskl - INFO - Epoch [129][1500/3405] lr: 1.253e-03, eta: 9:20:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6615, loss: 1.6615 +2025-05-06 08:20:02,210 - pyskl - INFO - Epoch [129][1600/3405] lr: 1.249e-03, eta: 9:19:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6646, loss: 1.6646 +2025-05-06 08:20:47,402 - pyskl - INFO - Epoch [129][1700/3405] lr: 1.246e-03, eta: 9:19:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6495, loss: 1.6495 +2025-05-06 08:21:32,680 - pyskl - INFO - Epoch [129][1800/3405] lr: 1.243e-03, eta: 9:18:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6148, loss: 1.6148 +2025-05-06 08:22:17,923 - pyskl - INFO - Epoch [129][1900/3405] lr: 1.239e-03, eta: 9:17:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6144, loss: 1.6144 +2025-05-06 08:23:03,350 - pyskl - INFO - Epoch [129][2000/3405] lr: 1.236e-03, eta: 9:16:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5997, loss: 1.5997 +2025-05-06 08:23:48,500 - pyskl - INFO - Epoch [129][2100/3405] lr: 1.233e-03, eta: 9:16:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5761, loss: 1.5761 +2025-05-06 08:24:33,604 - pyskl - INFO - Epoch [129][2200/3405] lr: 1.229e-03, eta: 9:15:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5486, loss: 1.5486 +2025-05-06 08:25:18,754 - pyskl - INFO - Epoch [129][2300/3405] lr: 1.226e-03, eta: 9:14:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6307, loss: 1.6307 +2025-05-06 08:26:03,840 - pyskl - INFO - Epoch [129][2400/3405] lr: 1.223e-03, eta: 9:13:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6867, loss: 1.6867 +2025-05-06 08:26:48,959 - pyskl - INFO - Epoch [129][2500/3405] lr: 1.219e-03, eta: 9:13:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5929, loss: 1.5929 +2025-05-06 08:27:34,053 - pyskl - INFO - Epoch [129][2600/3405] lr: 1.216e-03, eta: 9:12:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6215, loss: 1.6215 +2025-05-06 08:28:19,158 - pyskl - INFO - Epoch [129][2700/3405] lr: 1.213e-03, eta: 9:11:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6455, loss: 1.6455 +2025-05-06 08:29:04,229 - pyskl - INFO - Epoch [129][2800/3405] lr: 1.210e-03, eta: 9:10:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6418, loss: 1.6418 +2025-05-06 08:29:49,397 - pyskl - INFO - Epoch [129][2900/3405] lr: 1.206e-03, eta: 9:09:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6255, loss: 1.6255 +2025-05-06 08:30:34,443 - pyskl - INFO - Epoch [129][3000/3405] lr: 1.203e-03, eta: 9:09:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7080, loss: 1.7080 +2025-05-06 08:31:19,528 - pyskl - INFO - Epoch [129][3100/3405] lr: 1.200e-03, eta: 9:08:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6944, loss: 1.6944 +2025-05-06 08:32:04,695 - pyskl - INFO - Epoch [129][3200/3405] lr: 1.196e-03, eta: 9:07:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6421, loss: 1.6421 +2025-05-06 08:32:49,786 - pyskl - INFO - Epoch [129][3300/3405] lr: 1.193e-03, eta: 9:06:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5768, loss: 1.5768 +2025-05-06 08:33:34,976 - pyskl - INFO - Epoch [129][3400/3405] lr: 1.190e-03, eta: 9:06:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6376, loss: 1.6376 +2025-05-06 08:33:37,630 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-05-06 08:37:49,076 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 08:37:49,627 - pyskl - INFO - +top1_acc 0.9032 +top5_acc 0.9821 +2025-05-06 08:37:49,687 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_126.pth was removed +2025-05-06 08:37:50,781 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2025-05-06 08:37:50,783 - pyskl - INFO - Best top1_acc is 0.9032 at 129 epoch. +2025-05-06 08:37:50,806 - pyskl - INFO - Epoch(val) [129][3718] top1_acc: 0.9032, top5_acc: 0.9821 +2025-05-06 08:38:58,848 - pyskl - INFO - Epoch [130][100/3405] lr: 1.186e-03, eta: 9:05:24, time: 0.680, data_time: 0.231, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6104, loss: 1.6104 +2025-05-06 08:39:43,910 - pyskl - INFO - Epoch [130][200/3405] lr: 1.183e-03, eta: 9:04:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5725, loss: 1.5725 +2025-05-06 08:40:28,940 - pyskl - INFO - Epoch [130][300/3405] lr: 1.180e-03, eta: 9:03:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6140, loss: 1.6140 +2025-05-06 08:41:14,009 - pyskl - INFO - Epoch [130][400/3405] lr: 1.177e-03, eta: 9:03:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5483, loss: 1.5483 +2025-05-06 08:41:59,035 - pyskl - INFO - Epoch [130][500/3405] lr: 1.173e-03, eta: 9:02:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5693, loss: 1.5693 +2025-05-06 08:42:44,106 - pyskl - INFO - Epoch [130][600/3405] lr: 1.170e-03, eta: 9:01:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6280, loss: 1.6280 +2025-05-06 08:43:29,118 - pyskl - INFO - Epoch [130][700/3405] lr: 1.167e-03, eta: 9:00:48, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5892, loss: 1.5892 +2025-05-06 08:44:14,108 - pyskl - INFO - Epoch [130][800/3405] lr: 1.164e-03, eta: 9:00:02, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6785, loss: 1.6785 +2025-05-06 08:44:59,152 - pyskl - INFO - Epoch [130][900/3405] lr: 1.160e-03, eta: 8:59:16, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6578, loss: 1.6578 +2025-05-06 08:45:44,256 - pyskl - INFO - Epoch [130][1000/3405] lr: 1.157e-03, eta: 8:58:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6184, loss: 1.6184 +2025-05-06 08:46:29,254 - pyskl - INFO - Epoch [130][1100/3405] lr: 1.154e-03, eta: 8:57:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6341, loss: 1.6341 +2025-05-06 08:47:14,216 - pyskl - INFO - Epoch [130][1200/3405] lr: 1.151e-03, eta: 8:56:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6865, loss: 1.6865 +2025-05-06 08:47:59,330 - pyskl - INFO - Epoch [130][1300/3405] lr: 1.147e-03, eta: 8:56:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6153, loss: 1.6153 +2025-05-06 08:48:44,530 - pyskl - INFO - Epoch [130][1400/3405] lr: 1.144e-03, eta: 8:55:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6196, loss: 1.6196 +2025-05-06 08:49:29,759 - pyskl - INFO - Epoch [130][1500/3405] lr: 1.141e-03, eta: 8:54:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5902, loss: 1.5902 +2025-05-06 08:50:14,883 - pyskl - INFO - Epoch [130][1600/3405] lr: 1.138e-03, eta: 8:53:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6525, loss: 1.6525 +2025-05-06 08:50:59,943 - pyskl - INFO - Epoch [130][1700/3405] lr: 1.135e-03, eta: 8:53:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6618, loss: 1.6618 +2025-05-06 08:51:45,045 - pyskl - INFO - Epoch [130][1800/3405] lr: 1.131e-03, eta: 8:52:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5903, loss: 1.5903 +2025-05-06 08:52:30,144 - pyskl - INFO - Epoch [130][1900/3405] lr: 1.128e-03, eta: 8:51:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5791, loss: 1.5791 +2025-05-06 08:53:15,347 - pyskl - INFO - Epoch [130][2000/3405] lr: 1.125e-03, eta: 8:50:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5956, loss: 1.5956 +2025-05-06 08:54:00,577 - pyskl - INFO - Epoch [130][2100/3405] lr: 1.122e-03, eta: 8:50:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5247, loss: 1.5247 +2025-05-06 08:54:45,746 - pyskl - INFO - Epoch [130][2200/3405] lr: 1.119e-03, eta: 8:49:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6104, loss: 1.6104 +2025-05-06 08:55:31,006 - pyskl - INFO - Epoch [130][2300/3405] lr: 1.116e-03, eta: 8:48:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6562, loss: 1.6562 +2025-05-06 08:56:16,110 - pyskl - INFO - Epoch [130][2400/3405] lr: 1.112e-03, eta: 8:47:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5808, loss: 1.5808 +2025-05-06 08:57:01,343 - pyskl - INFO - Epoch [130][2500/3405] lr: 1.109e-03, eta: 8:47:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5908, loss: 1.5908 +2025-05-06 08:57:46,777 - pyskl - INFO - Epoch [130][2600/3405] lr: 1.106e-03, eta: 8:46:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.6406, loss: 1.6406 +2025-05-06 08:58:31,918 - pyskl - INFO - Epoch [130][2700/3405] lr: 1.103e-03, eta: 8:45:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5815, loss: 1.5815 +2025-05-06 08:59:17,037 - pyskl - INFO - Epoch [130][2800/3405] lr: 1.100e-03, eta: 8:44:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6287, loss: 1.6287 +2025-05-06 09:00:02,095 - pyskl - INFO - Epoch [130][2900/3405] lr: 1.097e-03, eta: 8:43:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6388, loss: 1.6388 +2025-05-06 09:00:47,068 - pyskl - INFO - Epoch [130][3000/3405] lr: 1.093e-03, eta: 8:43:12, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6080, loss: 1.6080 +2025-05-06 09:01:32,203 - pyskl - INFO - Epoch [130][3100/3405] lr: 1.090e-03, eta: 8:42:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6303, loss: 1.6303 +2025-05-06 09:02:17,284 - pyskl - INFO - Epoch [130][3200/3405] lr: 1.087e-03, eta: 8:41:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6537, loss: 1.6537 +2025-05-06 09:03:02,279 - pyskl - INFO - Epoch [130][3300/3405] lr: 1.084e-03, eta: 8:40:54, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5807, loss: 1.5807 +2025-05-06 09:03:47,195 - pyskl - INFO - Epoch [130][3400/3405] lr: 1.081e-03, eta: 8:40:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6338, loss: 1.6338 +2025-05-06 09:03:49,915 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-05-06 09:08:01,714 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 09:08:02,277 - pyskl - INFO - +top1_acc 0.9048 +top5_acc 0.9823 +2025-05-06 09:08:02,337 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_129.pth was removed +2025-05-06 09:08:03,463 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2025-05-06 09:08:03,464 - pyskl - INFO - Best top1_acc is 0.9048 at 130 epoch. +2025-05-06 09:08:03,490 - pyskl - INFO - Epoch(val) [130][3718] top1_acc: 0.9048, top5_acc: 0.9823 +2025-05-06 09:09:11,982 - pyskl - INFO - Epoch [131][100/3405] lr: 1.078e-03, eta: 8:39:23, time: 0.685, data_time: 0.235, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6391, loss: 1.6391 +2025-05-06 09:09:57,034 - pyskl - INFO - Epoch [131][200/3405] lr: 1.074e-03, eta: 8:38:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5641, loss: 1.5641 +2025-05-06 09:10:42,223 - pyskl - INFO - Epoch [131][300/3405] lr: 1.071e-03, eta: 8:37:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5927, loss: 1.5927 +2025-05-06 09:11:27,295 - pyskl - INFO - Epoch [131][400/3405] lr: 1.068e-03, eta: 8:37:05, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6149, loss: 1.6149 +2025-05-06 09:12:12,490 - pyskl - INFO - Epoch [131][500/3405] lr: 1.065e-03, eta: 8:36:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5287, loss: 1.5287 +2025-05-06 09:12:57,627 - pyskl - INFO - Epoch [131][600/3405] lr: 1.062e-03, eta: 8:35:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6286, loss: 1.6286 +2025-05-06 09:13:42,723 - pyskl - INFO - Epoch [131][700/3405] lr: 1.059e-03, eta: 8:34:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5969, loss: 1.5969 +2025-05-06 09:14:27,974 - pyskl - INFO - Epoch [131][800/3405] lr: 1.056e-03, eta: 8:34:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6000, loss: 1.6000 +2025-05-06 09:15:13,202 - pyskl - INFO - Epoch [131][900/3405] lr: 1.053e-03, eta: 8:33:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4962, loss: 1.4962 +2025-05-06 09:15:58,397 - pyskl - INFO - Epoch [131][1000/3405] lr: 1.050e-03, eta: 8:32:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5730, loss: 1.5730 +2025-05-06 09:16:43,495 - pyskl - INFO - Epoch [131][1100/3405] lr: 1.047e-03, eta: 8:31:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5849, loss: 1.5849 +2025-05-06 09:17:28,701 - pyskl - INFO - Epoch [131][1200/3405] lr: 1.043e-03, eta: 8:30:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5586, loss: 1.5586 +2025-05-06 09:18:13,947 - pyskl - INFO - Epoch [131][1300/3405] lr: 1.040e-03, eta: 8:30:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5857, loss: 1.5857 +2025-05-06 09:18:59,203 - pyskl - INFO - Epoch [131][1400/3405] lr: 1.037e-03, eta: 8:29:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5536, loss: 1.5536 +2025-05-06 09:19:44,563 - pyskl - INFO - Epoch [131][1500/3405] lr: 1.034e-03, eta: 8:28:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6149, loss: 1.6149 +2025-05-06 09:20:29,857 - pyskl - INFO - Epoch [131][1600/3405] lr: 1.031e-03, eta: 8:27:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5828, loss: 1.5828 +2025-05-06 09:21:15,303 - pyskl - INFO - Epoch [131][1700/3405] lr: 1.028e-03, eta: 8:27:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5556, loss: 1.5556 +2025-05-06 09:22:00,577 - pyskl - INFO - Epoch [131][1800/3405] lr: 1.025e-03, eta: 8:26:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5319, loss: 1.5319 +2025-05-06 09:22:45,549 - pyskl - INFO - Epoch [131][1900/3405] lr: 1.022e-03, eta: 8:25:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6129, loss: 1.6129 +2025-05-06 09:23:30,783 - pyskl - INFO - Epoch [131][2000/3405] lr: 1.019e-03, eta: 8:24:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5861, loss: 1.5861 +2025-05-06 09:24:16,176 - pyskl - INFO - Epoch [131][2100/3405] lr: 1.016e-03, eta: 8:24:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5888, loss: 1.5888 +2025-05-06 09:25:01,332 - pyskl - INFO - Epoch [131][2200/3405] lr: 1.013e-03, eta: 8:23:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5806, loss: 1.5806 +2025-05-06 09:25:46,576 - pyskl - INFO - Epoch [131][2300/3405] lr: 1.010e-03, eta: 8:22:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5372, loss: 1.5372 +2025-05-06 09:26:31,774 - pyskl - INFO - Epoch [131][2400/3405] lr: 1.007e-03, eta: 8:21:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5966, loss: 1.5966 +2025-05-06 09:27:16,981 - pyskl - INFO - Epoch [131][2500/3405] lr: 1.004e-03, eta: 8:21:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6190, loss: 1.6190 +2025-05-06 09:28:02,307 - pyskl - INFO - Epoch [131][2600/3405] lr: 1.001e-03, eta: 8:20:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6057, loss: 1.6057 +2025-05-06 09:28:47,426 - pyskl - INFO - Epoch [131][2700/3405] lr: 9.979e-04, eta: 8:19:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6062, loss: 1.6062 +2025-05-06 09:29:32,512 - pyskl - INFO - Epoch [131][2800/3405] lr: 9.948e-04, eta: 8:18:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6414, loss: 1.6414 +2025-05-06 09:30:17,530 - pyskl - INFO - Epoch [131][2900/3405] lr: 9.918e-04, eta: 8:17:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5802, loss: 1.5802 +2025-05-06 09:31:02,853 - pyskl - INFO - Epoch [131][3000/3405] lr: 9.888e-04, eta: 8:17:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5607, loss: 1.5607 +2025-05-06 09:31:48,431 - pyskl - INFO - Epoch [131][3100/3405] lr: 9.858e-04, eta: 8:16:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5949, loss: 1.5949 +2025-05-06 09:32:33,809 - pyskl - INFO - Epoch [131][3200/3405] lr: 9.829e-04, eta: 8:15:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5411, loss: 1.5411 +2025-05-06 09:33:19,127 - pyskl - INFO - Epoch [131][3300/3405] lr: 9.799e-04, eta: 8:14:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5686, loss: 1.5686 +2025-05-06 09:34:04,368 - pyskl - INFO - Epoch [131][3400/3405] lr: 9.769e-04, eta: 8:14:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5359, loss: 1.5359 +2025-05-06 09:34:07,088 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-05-06 09:38:15,394 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 09:38:15,951 - pyskl - INFO - +top1_acc 0.9025 +top5_acc 0.9822 +2025-05-06 09:38:15,977 - pyskl - INFO - Epoch(val) [131][3718] top1_acc: 0.9025, top5_acc: 0.9822 +2025-05-06 09:39:24,396 - pyskl - INFO - Epoch [132][100/3405] lr: 9.738e-04, eta: 8:13:23, time: 0.684, data_time: 0.233, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5594, loss: 1.5594 +2025-05-06 09:40:09,583 - pyskl - INFO - Epoch [132][200/3405] lr: 9.708e-04, eta: 8:12:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5901, loss: 1.5901 +2025-05-06 09:40:54,801 - pyskl - INFO - Epoch [132][300/3405] lr: 9.678e-04, eta: 8:11:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5711, loss: 1.5711 +2025-05-06 09:41:40,196 - pyskl - INFO - Epoch [132][400/3405] lr: 9.649e-04, eta: 8:11:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6149, loss: 1.6149 +2025-05-06 09:42:25,448 - pyskl - INFO - Epoch [132][500/3405] lr: 9.619e-04, eta: 8:10:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5863, loss: 1.5863 +2025-05-06 09:43:10,857 - pyskl - INFO - Epoch [132][600/3405] lr: 9.589e-04, eta: 8:09:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5632, loss: 1.5632 +2025-05-06 09:43:56,150 - pyskl - INFO - Epoch [132][700/3405] lr: 9.560e-04, eta: 8:08:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5303, loss: 1.5303 +2025-05-06 09:44:41,490 - pyskl - INFO - Epoch [132][800/3405] lr: 9.530e-04, eta: 8:08:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6189, loss: 1.6189 +2025-05-06 09:45:26,906 - pyskl - INFO - Epoch [132][900/3405] lr: 9.501e-04, eta: 8:07:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5686, loss: 1.5686 +2025-05-06 09:46:12,159 - pyskl - INFO - Epoch [132][1000/3405] lr: 9.472e-04, eta: 8:06:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5587, loss: 1.5587 +2025-05-06 09:46:57,488 - pyskl - INFO - Epoch [132][1100/3405] lr: 9.442e-04, eta: 8:05:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6016, loss: 1.6016 +2025-05-06 09:47:42,879 - pyskl - INFO - Epoch [132][1200/3405] lr: 9.413e-04, eta: 8:04:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5346, loss: 1.5346 +2025-05-06 09:48:28,143 - pyskl - INFO - Epoch [132][1300/3405] lr: 9.384e-04, eta: 8:04:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5861, loss: 1.5861 +2025-05-06 09:49:13,319 - pyskl - INFO - Epoch [132][1400/3405] lr: 9.355e-04, eta: 8:03:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5891, loss: 1.5891 +2025-05-06 09:49:58,579 - pyskl - INFO - Epoch [132][1500/3405] lr: 9.325e-04, eta: 8:02:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5300, loss: 1.5300 +2025-05-06 09:50:43,698 - pyskl - INFO - Epoch [132][1600/3405] lr: 9.296e-04, eta: 8:01:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5876, loss: 1.5876 +2025-05-06 09:51:28,850 - pyskl - INFO - Epoch [132][1700/3405] lr: 9.267e-04, eta: 8:01:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6016, loss: 1.6016 +2025-05-06 09:52:13,954 - pyskl - INFO - Epoch [132][1800/3405] lr: 9.238e-04, eta: 8:00:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6242, loss: 1.6242 +2025-05-06 09:52:59,222 - pyskl - INFO - Epoch [132][1900/3405] lr: 9.209e-04, eta: 7:59:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5215, loss: 1.5215 +2025-05-06 09:53:44,390 - pyskl - INFO - Epoch [132][2000/3405] lr: 9.180e-04, eta: 7:58:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5947, loss: 1.5947 +2025-05-06 09:54:29,533 - pyskl - INFO - Epoch [132][2100/3405] lr: 9.151e-04, eta: 7:58:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5861, loss: 1.5861 +2025-05-06 09:55:14,673 - pyskl - INFO - Epoch [132][2200/3405] lr: 9.122e-04, eta: 7:57:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5738, loss: 1.5738 +2025-05-06 09:55:59,795 - pyskl - INFO - Epoch [132][2300/3405] lr: 9.094e-04, eta: 7:56:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6463, loss: 1.6463 +2025-05-06 09:56:44,945 - pyskl - INFO - Epoch [132][2400/3405] lr: 9.065e-04, eta: 7:55:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5816, loss: 1.5816 +2025-05-06 09:57:30,073 - pyskl - INFO - Epoch [132][2500/3405] lr: 9.036e-04, eta: 7:55:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5789, loss: 1.5789 +2025-05-06 09:58:15,164 - pyskl - INFO - Epoch [132][2600/3405] lr: 9.007e-04, eta: 7:54:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5497, loss: 1.5497 +2025-05-06 09:59:00,294 - pyskl - INFO - Epoch [132][2700/3405] lr: 8.979e-04, eta: 7:53:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5404, loss: 1.5404 +2025-05-06 09:59:45,455 - pyskl - INFO - Epoch [132][2800/3405] lr: 8.950e-04, eta: 7:52:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5605, loss: 1.5605 +2025-05-06 10:00:30,664 - pyskl - INFO - Epoch [132][2900/3405] lr: 8.922e-04, eta: 7:51:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5828, loss: 1.5828 +2025-05-06 10:01:15,979 - pyskl - INFO - Epoch [132][3000/3405] lr: 8.893e-04, eta: 7:51:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6077, loss: 1.6077 +2025-05-06 10:02:01,164 - pyskl - INFO - Epoch [132][3100/3405] lr: 8.865e-04, eta: 7:50:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5663, loss: 1.5663 +2025-05-06 10:02:46,298 - pyskl - INFO - Epoch [132][3200/3405] lr: 8.836e-04, eta: 7:49:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5426, loss: 1.5426 +2025-05-06 10:03:31,469 - pyskl - INFO - Epoch [132][3300/3405] lr: 8.808e-04, eta: 7:48:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5988, loss: 1.5988 +2025-05-06 10:04:16,703 - pyskl - INFO - Epoch [132][3400/3405] lr: 8.780e-04, eta: 7:48:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5266, loss: 1.5266 +2025-05-06 10:04:19,419 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-05-06 10:08:27,573 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 10:08:28,285 - pyskl - INFO - +top1_acc 0.9044 +top5_acc 0.9822 +2025-05-06 10:08:28,310 - pyskl - INFO - Epoch(val) [132][3718] top1_acc: 0.9044, top5_acc: 0.9822 +2025-05-06 10:09:37,218 - pyskl - INFO - Epoch [133][100/3405] lr: 8.750e-04, eta: 7:47:22, time: 0.689, data_time: 0.237, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5477, loss: 1.5477 +2025-05-06 10:10:22,393 - pyskl - INFO - Epoch [133][200/3405] lr: 8.722e-04, eta: 7:46:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5474, loss: 1.5474 +2025-05-06 10:11:07,562 - pyskl - INFO - Epoch [133][300/3405] lr: 8.694e-04, eta: 7:45:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5267, loss: 1.5267 +2025-05-06 10:11:52,631 - pyskl - INFO - Epoch [133][400/3405] lr: 8.665e-04, eta: 7:45:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5361, loss: 1.5361 +2025-05-06 10:12:37,804 - pyskl - INFO - Epoch [133][500/3405] lr: 8.637e-04, eta: 7:44:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4933, loss: 1.4933 +2025-05-06 10:13:22,965 - pyskl - INFO - Epoch [133][600/3405] lr: 8.609e-04, eta: 7:43:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5446, loss: 1.5446 +2025-05-06 10:14:08,228 - pyskl - INFO - Epoch [133][700/3405] lr: 8.581e-04, eta: 7:42:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5623, loss: 1.5623 +2025-05-06 10:14:53,502 - pyskl - INFO - Epoch [133][800/3405] lr: 8.553e-04, eta: 7:42:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4809, loss: 1.4809 +2025-05-06 10:15:38,744 - pyskl - INFO - Epoch [133][900/3405] lr: 8.525e-04, eta: 7:41:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5744, loss: 1.5744 +2025-05-06 10:16:24,134 - pyskl - INFO - Epoch [133][1000/3405] lr: 8.497e-04, eta: 7:40:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4589, loss: 1.4589 +2025-05-06 10:17:09,359 - pyskl - INFO - Epoch [133][1100/3405] lr: 8.470e-04, eta: 7:39:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5394, loss: 1.5394 +2025-05-06 10:17:54,584 - pyskl - INFO - Epoch [133][1200/3405] lr: 8.442e-04, eta: 7:38:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5233, loss: 1.5233 +2025-05-06 10:18:39,904 - pyskl - INFO - Epoch [133][1300/3405] lr: 8.414e-04, eta: 7:38:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5943, loss: 1.5943 +2025-05-06 10:19:25,273 - pyskl - INFO - Epoch [133][1400/3405] lr: 8.386e-04, eta: 7:37:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5150, loss: 1.5150 +2025-05-06 10:20:10,565 - pyskl - INFO - Epoch [133][1500/3405] lr: 8.359e-04, eta: 7:36:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5400, loss: 1.5400 +2025-05-06 10:20:55,863 - pyskl - INFO - Epoch [133][1600/3405] lr: 8.331e-04, eta: 7:35:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5427, loss: 1.5427 +2025-05-06 10:21:41,021 - pyskl - INFO - Epoch [133][1700/3405] lr: 8.303e-04, eta: 7:35:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5453, loss: 1.5453 +2025-05-06 10:22:26,406 - pyskl - INFO - Epoch [133][1800/3405] lr: 8.276e-04, eta: 7:34:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5269, loss: 1.5269 +2025-05-06 10:23:11,584 - pyskl - INFO - Epoch [133][1900/3405] lr: 8.248e-04, eta: 7:33:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5397, loss: 1.5397 +2025-05-06 10:23:56,881 - pyskl - INFO - Epoch [133][2000/3405] lr: 8.221e-04, eta: 7:32:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4764, loss: 1.4764 +2025-05-06 10:24:42,324 - pyskl - INFO - Epoch [133][2100/3405] lr: 8.194e-04, eta: 7:32:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5563, loss: 1.5563 +2025-05-06 10:25:27,702 - pyskl - INFO - Epoch [133][2200/3405] lr: 8.166e-04, eta: 7:31:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5462, loss: 1.5462 +2025-05-06 10:26:13,008 - pyskl - INFO - Epoch [133][2300/3405] lr: 8.139e-04, eta: 7:30:32, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5788, loss: 1.5788 +2025-05-06 10:26:58,499 - pyskl - INFO - Epoch [133][2400/3405] lr: 8.112e-04, eta: 7:29:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5758, loss: 1.5758 +2025-05-06 10:27:43,922 - pyskl - INFO - Epoch [133][2500/3405] lr: 8.084e-04, eta: 7:29:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4932, loss: 1.4932 +2025-05-06 10:28:29,294 - pyskl - INFO - Epoch [133][2600/3405] lr: 8.057e-04, eta: 7:28:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5302, loss: 1.5302 +2025-05-06 10:29:14,726 - pyskl - INFO - Epoch [133][2700/3405] lr: 8.030e-04, eta: 7:27:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5419, loss: 1.5419 +2025-05-06 10:30:00,008 - pyskl - INFO - Epoch [133][2800/3405] lr: 8.003e-04, eta: 7:26:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5405, loss: 1.5405 +2025-05-06 10:30:45,106 - pyskl - INFO - Epoch [133][2900/3405] lr: 7.976e-04, eta: 7:25:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5586, loss: 1.5586 +2025-05-06 10:31:30,250 - pyskl - INFO - Epoch [133][3000/3405] lr: 7.949e-04, eta: 7:25:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5257, loss: 1.5257 +2025-05-06 10:32:15,307 - pyskl - INFO - Epoch [133][3100/3405] lr: 7.922e-04, eta: 7:24:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5987, loss: 1.5987 +2025-05-06 10:33:00,327 - pyskl - INFO - Epoch [133][3200/3405] lr: 7.895e-04, eta: 7:23:39, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4952, loss: 1.4952 +2025-05-06 10:33:45,514 - pyskl - INFO - Epoch [133][3300/3405] lr: 7.868e-04, eta: 7:22:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5478, loss: 1.5478 +2025-05-06 10:34:30,658 - pyskl - INFO - Epoch [133][3400/3405] lr: 7.841e-04, eta: 7:22:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5125, loss: 1.5125 +2025-05-06 10:34:33,311 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-05-06 10:38:41,200 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 10:38:41,761 - pyskl - INFO - +top1_acc 0.9037 +top5_acc 0.9819 +2025-05-06 10:38:41,785 - pyskl - INFO - Epoch(val) [133][3718] top1_acc: 0.9037, top5_acc: 0.9819 +2025-05-06 10:39:50,153 - pyskl - INFO - Epoch [134][100/3405] lr: 7.813e-04, eta: 7:21:22, time: 0.684, data_time: 0.230, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5625, loss: 1.5625 +2025-05-06 10:40:35,451 - pyskl - INFO - Epoch [134][200/3405] lr: 7.787e-04, eta: 7:20:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5394, loss: 1.5394 +2025-05-06 10:41:20,639 - pyskl - INFO - Epoch [134][300/3405] lr: 7.760e-04, eta: 7:19:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4943, loss: 1.4943 +2025-05-06 10:42:05,970 - pyskl - INFO - Epoch [134][400/3405] lr: 7.733e-04, eta: 7:19:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5413, loss: 1.5413 +2025-05-06 10:42:51,338 - pyskl - INFO - Epoch [134][500/3405] lr: 7.707e-04, eta: 7:18:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4806, loss: 1.4806 +2025-05-06 10:43:36,596 - pyskl - INFO - Epoch [134][600/3405] lr: 7.680e-04, eta: 7:17:32, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5660, loss: 1.5660 +2025-05-06 10:44:22,034 - pyskl - INFO - Epoch [134][700/3405] lr: 7.653e-04, eta: 7:16:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5286, loss: 1.5286 +2025-05-06 10:45:07,286 - pyskl - INFO - Epoch [134][800/3405] lr: 7.627e-04, eta: 7:16:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4597, loss: 1.4597 +2025-05-06 10:45:52,407 - pyskl - INFO - Epoch [134][900/3405] lr: 7.601e-04, eta: 7:15:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5035, loss: 1.5035 +2025-05-06 10:46:37,526 - pyskl - INFO - Epoch [134][1000/3405] lr: 7.574e-04, eta: 7:14:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4699, loss: 1.4699 +2025-05-06 10:47:22,697 - pyskl - INFO - Epoch [134][1100/3405] lr: 7.548e-04, eta: 7:13:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4991, loss: 1.4991 +2025-05-06 10:48:08,050 - pyskl - INFO - Epoch [134][1200/3405] lr: 7.522e-04, eta: 7:12:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5030, loss: 1.5030 +2025-05-06 10:48:53,280 - pyskl - INFO - Epoch [134][1300/3405] lr: 7.495e-04, eta: 7:12:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5466, loss: 1.5466 +2025-05-06 10:49:38,636 - pyskl - INFO - Epoch [134][1400/3405] lr: 7.469e-04, eta: 7:11:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5265, loss: 1.5265 +2025-05-06 10:50:23,948 - pyskl - INFO - Epoch [134][1500/3405] lr: 7.443e-04, eta: 7:10:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5683, loss: 1.5683 +2025-05-06 10:51:09,053 - pyskl - INFO - Epoch [134][1600/3405] lr: 7.417e-04, eta: 7:09:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5246, loss: 1.5246 +2025-05-06 10:51:54,247 - pyskl - INFO - Epoch [134][1700/3405] lr: 7.391e-04, eta: 7:09:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5058, loss: 1.5058 +2025-05-06 10:52:39,364 - pyskl - INFO - Epoch [134][1800/3405] lr: 7.365e-04, eta: 7:08:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5779, loss: 1.5779 +2025-05-06 10:53:24,580 - pyskl - INFO - Epoch [134][1900/3405] lr: 7.339e-04, eta: 7:07:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4934, loss: 1.4934 +2025-05-06 10:54:09,824 - pyskl - INFO - Epoch [134][2000/3405] lr: 7.313e-04, eta: 7:06:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5382, loss: 1.5382 +2025-05-06 10:54:55,088 - pyskl - INFO - Epoch [134][2100/3405] lr: 7.287e-04, eta: 7:06:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4953, loss: 1.4953 +2025-05-06 10:55:40,318 - pyskl - INFO - Epoch [134][2200/3405] lr: 7.261e-04, eta: 7:05:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5192, loss: 1.5192 +2025-05-06 10:56:25,555 - pyskl - INFO - Epoch [134][2300/3405] lr: 7.235e-04, eta: 7:04:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5789, loss: 1.5789 +2025-05-06 10:57:10,780 - pyskl - INFO - Epoch [134][2400/3405] lr: 7.210e-04, eta: 7:03:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4898, loss: 1.4898 +2025-05-06 10:57:56,037 - pyskl - INFO - Epoch [134][2500/3405] lr: 7.184e-04, eta: 7:03:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4543, loss: 1.4543 +2025-05-06 10:58:41,246 - pyskl - INFO - Epoch [134][2600/3405] lr: 7.158e-04, eta: 7:02:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5243, loss: 1.5243 +2025-05-06 10:59:26,419 - pyskl - INFO - Epoch [134][2700/3405] lr: 7.133e-04, eta: 7:01:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5418, loss: 1.5418 +2025-05-06 11:00:11,572 - pyskl - INFO - Epoch [134][2800/3405] lr: 7.107e-04, eta: 7:00:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5644, loss: 1.5644 +2025-05-06 11:00:56,754 - pyskl - INFO - Epoch [134][2900/3405] lr: 7.081e-04, eta: 6:59:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5044, loss: 1.5044 +2025-05-06 11:01:41,927 - pyskl - INFO - Epoch [134][3000/3405] lr: 7.056e-04, eta: 6:59:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5232, loss: 1.5232 +2025-05-06 11:02:27,036 - pyskl - INFO - Epoch [134][3100/3405] lr: 7.031e-04, eta: 6:58:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5309, loss: 1.5309 +2025-05-06 11:03:12,186 - pyskl - INFO - Epoch [134][3200/3405] lr: 7.005e-04, eta: 6:57:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4852, loss: 1.4852 +2025-05-06 11:03:57,308 - pyskl - INFO - Epoch [134][3300/3405] lr: 6.980e-04, eta: 6:56:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5049, loss: 1.5049 +2025-05-06 11:04:42,402 - pyskl - INFO - Epoch [134][3400/3405] lr: 6.954e-04, eta: 6:56:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5298, loss: 1.5298 +2025-05-06 11:04:45,085 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-05-06 11:08:53,148 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 11:08:53,773 - pyskl - INFO - +top1_acc 0.9035 +top5_acc 0.9829 +2025-05-06 11:08:53,796 - pyskl - INFO - Epoch(val) [134][3718] top1_acc: 0.9035, top5_acc: 0.9829 +2025-05-06 11:10:02,150 - pyskl - INFO - Epoch [135][100/3405] lr: 6.928e-04, eta: 6:55:21, time: 0.683, data_time: 0.230, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5455, loss: 1.5455 +2025-05-06 11:10:47,371 - pyskl - INFO - Epoch [135][200/3405] lr: 6.903e-04, eta: 6:54:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5067, loss: 1.5067 +2025-05-06 11:11:32,587 - pyskl - INFO - Epoch [135][300/3405] lr: 6.878e-04, eta: 6:53:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5088, loss: 1.5088 +2025-05-06 11:12:17,902 - pyskl - INFO - Epoch [135][400/3405] lr: 6.852e-04, eta: 6:53:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5011, loss: 1.5011 +2025-05-06 11:13:03,149 - pyskl - INFO - Epoch [135][500/3405] lr: 6.827e-04, eta: 6:52:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5062, loss: 1.5062 +2025-05-06 11:13:48,296 - pyskl - INFO - Epoch [135][600/3405] lr: 6.802e-04, eta: 6:51:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5342, loss: 1.5342 +2025-05-06 11:14:33,555 - pyskl - INFO - Epoch [135][700/3405] lr: 6.777e-04, eta: 6:50:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5103, loss: 1.5103 +2025-05-06 11:15:18,803 - pyskl - INFO - Epoch [135][800/3405] lr: 6.752e-04, eta: 6:50:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5270, loss: 1.5270 +2025-05-06 11:16:04,041 - pyskl - INFO - Epoch [135][900/3405] lr: 6.727e-04, eta: 6:49:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5185, loss: 1.5185 +2025-05-06 11:16:49,155 - pyskl - INFO - Epoch [135][1000/3405] lr: 6.703e-04, eta: 6:48:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4625, loss: 1.4625 +2025-05-06 11:17:34,343 - pyskl - INFO - Epoch [135][1100/3405] lr: 6.678e-04, eta: 6:47:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4884, loss: 1.4884 +2025-05-06 11:18:19,442 - pyskl - INFO - Epoch [135][1200/3405] lr: 6.653e-04, eta: 6:46:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4367, loss: 1.4367 +2025-05-06 11:19:04,556 - pyskl - INFO - Epoch [135][1300/3405] lr: 6.628e-04, eta: 6:46:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4766, loss: 1.4766 +2025-05-06 11:19:49,726 - pyskl - INFO - Epoch [135][1400/3405] lr: 6.604e-04, eta: 6:45:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5077, loss: 1.5077 +2025-05-06 11:20:35,045 - pyskl - INFO - Epoch [135][1500/3405] lr: 6.579e-04, eta: 6:44:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5442, loss: 1.5442 +2025-05-06 11:21:20,207 - pyskl - INFO - Epoch [135][1600/3405] lr: 6.554e-04, eta: 6:43:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4948, loss: 1.4948 +2025-05-06 11:22:05,345 - pyskl - INFO - Epoch [135][1700/3405] lr: 6.530e-04, eta: 6:43:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5003, loss: 1.5003 +2025-05-06 11:22:50,502 - pyskl - INFO - Epoch [135][1800/3405] lr: 6.505e-04, eta: 6:42:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5241, loss: 1.5241 +2025-05-06 11:23:35,648 - pyskl - INFO - Epoch [135][1900/3405] lr: 6.481e-04, eta: 6:41:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5077, loss: 1.5077 +2025-05-06 11:24:20,862 - pyskl - INFO - Epoch [135][2000/3405] lr: 6.456e-04, eta: 6:40:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4336, loss: 1.4336 +2025-05-06 11:25:05,943 - pyskl - INFO - Epoch [135][2100/3405] lr: 6.432e-04, eta: 6:40:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4758, loss: 1.4758 +2025-05-06 11:25:50,960 - pyskl - INFO - Epoch [135][2200/3405] lr: 6.408e-04, eta: 6:39:17, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4796, loss: 1.4796 +2025-05-06 11:26:35,989 - pyskl - INFO - Epoch [135][2300/3405] lr: 6.383e-04, eta: 6:38:31, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4369, loss: 1.4369 +2025-05-06 11:27:21,138 - pyskl - INFO - Epoch [135][2400/3405] lr: 6.359e-04, eta: 6:37:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5324, loss: 1.5324 +2025-05-06 11:28:06,223 - pyskl - INFO - Epoch [135][2500/3405] lr: 6.335e-04, eta: 6:37:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5574, loss: 1.5574 +2025-05-06 11:28:51,252 - pyskl - INFO - Epoch [135][2600/3405] lr: 6.311e-04, eta: 6:36:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4520, loss: 1.4520 +2025-05-06 11:29:36,327 - pyskl - INFO - Epoch [135][2700/3405] lr: 6.287e-04, eta: 6:35:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5247, loss: 1.5247 +2025-05-06 11:30:21,427 - pyskl - INFO - Epoch [135][2800/3405] lr: 6.263e-04, eta: 6:34:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5516, loss: 1.5516 +2025-05-06 11:31:06,618 - pyskl - INFO - Epoch [135][2900/3405] lr: 6.239e-04, eta: 6:33:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4663, loss: 1.4663 +2025-05-06 11:31:51,747 - pyskl - INFO - Epoch [135][3000/3405] lr: 6.215e-04, eta: 6:33:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4788, loss: 1.4788 +2025-05-06 11:32:36,827 - pyskl - INFO - Epoch [135][3100/3405] lr: 6.191e-04, eta: 6:32:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5045, loss: 1.5045 +2025-05-06 11:33:22,036 - pyskl - INFO - Epoch [135][3200/3405] lr: 6.167e-04, eta: 6:31:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4544, loss: 1.4544 +2025-05-06 11:34:07,028 - pyskl - INFO - Epoch [135][3300/3405] lr: 6.143e-04, eta: 6:30:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5562, loss: 1.5562 +2025-05-06 11:34:52,037 - pyskl - INFO - Epoch [135][3400/3405] lr: 6.119e-04, eta: 6:30:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5394, loss: 1.5394 +2025-05-06 11:34:54,674 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-05-06 11:39:06,628 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 11:39:07,184 - pyskl - INFO - +top1_acc 0.9093 +top5_acc 0.9828 +2025-05-06 11:39:07,250 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_130.pth was removed +2025-05-06 11:39:08,383 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-05-06 11:39:08,385 - pyskl - INFO - Best top1_acc is 0.9093 at 135 epoch. +2025-05-06 11:39:08,409 - pyskl - INFO - Epoch(val) [135][3718] top1_acc: 0.9093, top5_acc: 0.9828 +2025-05-06 11:40:16,718 - pyskl - INFO - Epoch [136][100/3405] lr: 6.094e-04, eta: 6:29:21, time: 0.683, data_time: 0.231, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5245, loss: 1.5245 +2025-05-06 11:41:01,933 - pyskl - INFO - Epoch [136][200/3405] lr: 6.071e-04, eta: 6:28:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4586, loss: 1.4586 +2025-05-06 11:41:47,138 - pyskl - INFO - Epoch [136][300/3405] lr: 6.047e-04, eta: 6:27:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5667, loss: 1.5667 +2025-05-06 11:42:32,589 - pyskl - INFO - Epoch [136][400/3405] lr: 6.023e-04, eta: 6:27:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5208, loss: 1.5208 +2025-05-06 11:43:17,952 - pyskl - INFO - Epoch [136][500/3405] lr: 6.000e-04, eta: 6:26:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4368, loss: 1.4368 +2025-05-06 11:44:03,221 - pyskl - INFO - Epoch [136][600/3405] lr: 5.976e-04, eta: 6:25:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5170, loss: 1.5170 +2025-05-06 11:44:48,399 - pyskl - INFO - Epoch [136][700/3405] lr: 5.953e-04, eta: 6:24:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4869, loss: 1.4869 +2025-05-06 11:45:33,554 - pyskl - INFO - Epoch [136][800/3405] lr: 5.930e-04, eta: 6:23:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5141, loss: 1.5141 +2025-05-06 11:46:18,837 - pyskl - INFO - Epoch [136][900/3405] lr: 5.906e-04, eta: 6:23:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5053, loss: 1.5053 +2025-05-06 11:47:04,336 - pyskl - INFO - Epoch [136][1000/3405] lr: 5.883e-04, eta: 6:22:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4493, loss: 1.4493 +2025-05-06 11:47:49,604 - pyskl - INFO - Epoch [136][1100/3405] lr: 5.860e-04, eta: 6:21:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4220, loss: 1.4220 +2025-05-06 11:48:34,879 - pyskl - INFO - Epoch [136][1200/3405] lr: 5.836e-04, eta: 6:20:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4756, loss: 1.4756 +2025-05-06 11:49:20,062 - pyskl - INFO - Epoch [136][1300/3405] lr: 5.813e-04, eta: 6:20:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4535, loss: 1.4535 +2025-05-06 11:50:05,384 - pyskl - INFO - Epoch [136][1400/3405] lr: 5.790e-04, eta: 6:19:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4315, loss: 1.4315 +2025-05-06 11:50:50,589 - pyskl - INFO - Epoch [136][1500/3405] lr: 5.767e-04, eta: 6:18:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4947, loss: 1.4947 +2025-05-06 11:51:35,778 - pyskl - INFO - Epoch [136][1600/3405] lr: 5.744e-04, eta: 6:17:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4556, loss: 1.4556 +2025-05-06 11:52:20,952 - pyskl - INFO - Epoch [136][1700/3405] lr: 5.721e-04, eta: 6:17:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5341, loss: 1.5341 +2025-05-06 11:53:06,106 - pyskl - INFO - Epoch [136][1800/3405] lr: 5.698e-04, eta: 6:16:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5257, loss: 1.5257 +2025-05-06 11:53:51,222 - pyskl - INFO - Epoch [136][1900/3405] lr: 5.675e-04, eta: 6:15:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4636, loss: 1.4636 +2025-05-06 11:54:36,692 - pyskl - INFO - Epoch [136][2000/3405] lr: 5.652e-04, eta: 6:14:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4999, loss: 1.4999 +2025-05-06 11:55:22,344 - pyskl - INFO - Epoch [136][2100/3405] lr: 5.629e-04, eta: 6:14:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4670, loss: 1.4670 +2025-05-06 11:56:07,639 - pyskl - INFO - Epoch [136][2200/3405] lr: 5.606e-04, eta: 6:13:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4915, loss: 1.4915 +2025-05-06 11:56:52,882 - pyskl - INFO - Epoch [136][2300/3405] lr: 5.584e-04, eta: 6:12:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5362, loss: 1.5362 +2025-05-06 11:57:38,084 - pyskl - INFO - Epoch [136][2400/3405] lr: 5.561e-04, eta: 6:11:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5121, loss: 1.5121 +2025-05-06 11:58:23,264 - pyskl - INFO - Epoch [136][2500/3405] lr: 5.538e-04, eta: 6:10:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5030, loss: 1.5030 +2025-05-06 11:59:08,532 - pyskl - INFO - Epoch [136][2600/3405] lr: 5.516e-04, eta: 6:10:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.4714, loss: 1.4714 +2025-05-06 11:59:53,752 - pyskl - INFO - Epoch [136][2700/3405] lr: 5.493e-04, eta: 6:09:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4568, loss: 1.4568 +2025-05-06 12:00:38,913 - pyskl - INFO - Epoch [136][2800/3405] lr: 5.471e-04, eta: 6:08:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5034, loss: 1.5034 +2025-05-06 12:01:24,089 - pyskl - INFO - Epoch [136][2900/3405] lr: 5.448e-04, eta: 6:07:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5132, loss: 1.5132 +2025-05-06 12:02:09,160 - pyskl - INFO - Epoch [136][3000/3405] lr: 5.426e-04, eta: 6:07:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4929, loss: 1.4929 +2025-05-06 12:02:54,258 - pyskl - INFO - Epoch [136][3100/3405] lr: 5.403e-04, eta: 6:06:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5137, loss: 1.5137 +2025-05-06 12:03:39,390 - pyskl - INFO - Epoch [136][3200/3405] lr: 5.381e-04, eta: 6:05:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4575, loss: 1.4575 +2025-05-06 12:04:24,552 - pyskl - INFO - Epoch [136][3300/3405] lr: 5.359e-04, eta: 6:04:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4914, loss: 1.4914 +2025-05-06 12:05:09,691 - pyskl - INFO - Epoch [136][3400/3405] lr: 5.336e-04, eta: 6:04:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4527, loss: 1.4527 +2025-05-06 12:05:12,375 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-05-06 12:09:20,302 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 12:09:20,858 - pyskl - INFO - +top1_acc 0.9070 +top5_acc 0.9831 +2025-05-06 12:09:20,879 - pyskl - INFO - Epoch(val) [136][3718] top1_acc: 0.9070, top5_acc: 0.9831 +2025-05-06 12:10:29,096 - pyskl - INFO - Epoch [137][100/3405] lr: 5.313e-04, eta: 6:03:20, time: 0.682, data_time: 0.231, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4972, loss: 1.4972 +2025-05-06 12:11:14,308 - pyskl - INFO - Epoch [137][200/3405] lr: 5.291e-04, eta: 6:02:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4160, loss: 1.4160 +2025-05-06 12:11:59,549 - pyskl - INFO - Epoch [137][300/3405] lr: 5.269e-04, eta: 6:01:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4942, loss: 1.4942 +2025-05-06 12:12:44,897 - pyskl - INFO - Epoch [137][400/3405] lr: 5.247e-04, eta: 6:01:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4508, loss: 1.4508 +2025-05-06 12:13:30,043 - pyskl - INFO - Epoch [137][500/3405] lr: 5.225e-04, eta: 6:00:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4775, loss: 1.4775 +2025-05-06 12:14:15,167 - pyskl - INFO - Epoch [137][600/3405] lr: 5.203e-04, eta: 5:59:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4545, loss: 1.4545 +2025-05-06 12:15:00,314 - pyskl - INFO - Epoch [137][700/3405] lr: 5.181e-04, eta: 5:58:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4642, loss: 1.4642 +2025-05-06 12:15:45,722 - pyskl - INFO - Epoch [137][800/3405] lr: 5.159e-04, eta: 5:57:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4494, loss: 1.4494 +2025-05-06 12:16:30,960 - pyskl - INFO - Epoch [137][900/3405] lr: 5.137e-04, eta: 5:57:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5254, loss: 1.5254 +2025-05-06 12:17:16,286 - pyskl - INFO - Epoch [137][1000/3405] lr: 5.115e-04, eta: 5:56:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4467, loss: 1.4467 +2025-05-06 12:18:01,450 - pyskl - INFO - Epoch [137][1100/3405] lr: 5.094e-04, eta: 5:55:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4141, loss: 1.4141 +2025-05-06 12:18:46,634 - pyskl - INFO - Epoch [137][1200/3405] lr: 5.072e-04, eta: 5:54:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4803, loss: 1.4803 +2025-05-06 12:19:31,840 - pyskl - INFO - Epoch [137][1300/3405] lr: 5.050e-04, eta: 5:54:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4112, loss: 1.4112 +2025-05-06 12:20:17,099 - pyskl - INFO - Epoch [137][1400/3405] lr: 5.029e-04, eta: 5:53:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4333, loss: 1.4333 +2025-05-06 12:21:02,362 - pyskl - INFO - Epoch [137][1500/3405] lr: 5.007e-04, eta: 5:52:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4739, loss: 1.4739 +2025-05-06 12:21:47,560 - pyskl - INFO - Epoch [137][1600/3405] lr: 4.986e-04, eta: 5:51:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4639, loss: 1.4639 +2025-05-06 12:22:32,887 - pyskl - INFO - Epoch [137][1700/3405] lr: 4.964e-04, eta: 5:51:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4517, loss: 1.4517 +2025-05-06 12:23:18,156 - pyskl - INFO - Epoch [137][1800/3405] lr: 4.943e-04, eta: 5:50:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4647, loss: 1.4647 +2025-05-06 12:24:03,392 - pyskl - INFO - Epoch [137][1900/3405] lr: 4.921e-04, eta: 5:49:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4825, loss: 1.4825 +2025-05-06 12:24:48,785 - pyskl - INFO - Epoch [137][2000/3405] lr: 4.900e-04, eta: 5:48:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4607, loss: 1.4607 +2025-05-06 12:25:34,047 - pyskl - INFO - Epoch [137][2100/3405] lr: 4.879e-04, eta: 5:48:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5014, loss: 1.5014 +2025-05-06 12:26:19,275 - pyskl - INFO - Epoch [137][2200/3405] lr: 4.857e-04, eta: 5:47:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5711, loss: 1.5711 +2025-05-06 12:27:04,400 - pyskl - INFO - Epoch [137][2300/3405] lr: 4.836e-04, eta: 5:46:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4706, loss: 1.4706 +2025-05-06 12:27:49,580 - pyskl - INFO - Epoch [137][2400/3405] lr: 4.815e-04, eta: 5:45:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4459, loss: 1.4459 +2025-05-06 12:28:34,747 - pyskl - INFO - Epoch [137][2500/3405] lr: 4.794e-04, eta: 5:44:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4511, loss: 1.4511 +2025-05-06 12:29:19,934 - pyskl - INFO - Epoch [137][2600/3405] lr: 4.773e-04, eta: 5:44:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4485, loss: 1.4485 +2025-05-06 12:30:05,150 - pyskl - INFO - Epoch [137][2700/3405] lr: 4.752e-04, eta: 5:43:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3885, loss: 1.3885 +2025-05-06 12:30:50,451 - pyskl - INFO - Epoch [137][2800/3405] lr: 4.731e-04, eta: 5:42:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4196, loss: 1.4196 +2025-05-06 12:31:35,790 - pyskl - INFO - Epoch [137][2900/3405] lr: 4.710e-04, eta: 5:41:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4781, loss: 1.4781 +2025-05-06 12:32:20,998 - pyskl - INFO - Epoch [137][3000/3405] lr: 4.689e-04, eta: 5:41:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4174, loss: 1.4174 +2025-05-06 12:33:06,202 - pyskl - INFO - Epoch [137][3100/3405] lr: 4.668e-04, eta: 5:40:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4044, loss: 1.4044 +2025-05-06 12:33:51,590 - pyskl - INFO - Epoch [137][3200/3405] lr: 4.647e-04, eta: 5:39:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4332, loss: 1.4332 +2025-05-06 12:34:36,942 - pyskl - INFO - Epoch [137][3300/3405] lr: 4.627e-04, eta: 5:38:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5011, loss: 1.5011 +2025-05-06 12:35:22,218 - pyskl - INFO - Epoch [137][3400/3405] lr: 4.606e-04, eta: 5:38:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5155, loss: 1.5155 +2025-05-06 12:35:24,836 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-05-06 12:39:36,321 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 12:39:36,881 - pyskl - INFO - +top1_acc 0.9100 +top5_acc 0.9826 +2025-05-06 12:39:36,944 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_135.pth was removed +2025-05-06 12:39:38,064 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2025-05-06 12:39:38,065 - pyskl - INFO - Best top1_acc is 0.9100 at 137 epoch. +2025-05-06 12:39:38,090 - pyskl - INFO - Epoch(val) [137][3718] top1_acc: 0.9100, top5_acc: 0.9826 +2025-05-06 12:40:46,480 - pyskl - INFO - Epoch [138][100/3405] lr: 4.584e-04, eta: 5:37:20, time: 0.684, data_time: 0.231, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4836, loss: 1.4836 +2025-05-06 12:41:31,708 - pyskl - INFO - Epoch [138][200/3405] lr: 4.564e-04, eta: 5:36:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4625, loss: 1.4625 +2025-05-06 12:42:17,089 - pyskl - INFO - Epoch [138][300/3405] lr: 4.543e-04, eta: 5:35:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4643, loss: 1.4643 +2025-05-06 12:43:02,525 - pyskl - INFO - Epoch [138][400/3405] lr: 4.523e-04, eta: 5:35:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4769, loss: 1.4769 +2025-05-06 12:43:47,702 - pyskl - INFO - Epoch [138][500/3405] lr: 4.502e-04, eta: 5:34:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4282, loss: 1.4282 +2025-05-06 12:44:33,118 - pyskl - INFO - Epoch [138][600/3405] lr: 4.482e-04, eta: 5:33:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4528, loss: 1.4528 +2025-05-06 12:45:18,360 - pyskl - INFO - Epoch [138][700/3405] lr: 4.461e-04, eta: 5:32:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4847, loss: 1.4847 +2025-05-06 12:46:03,759 - pyskl - INFO - Epoch [138][800/3405] lr: 4.441e-04, eta: 5:31:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4373, loss: 1.4373 +2025-05-06 12:46:49,109 - pyskl - INFO - Epoch [138][900/3405] lr: 4.421e-04, eta: 5:31:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4884, loss: 1.4884 +2025-05-06 12:47:34,641 - pyskl - INFO - Epoch [138][1000/3405] lr: 4.400e-04, eta: 5:30:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4451, loss: 1.4451 +2025-05-06 12:48:19,913 - pyskl - INFO - Epoch [138][1100/3405] lr: 4.380e-04, eta: 5:29:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4535, loss: 1.4535 +2025-05-06 12:49:05,170 - pyskl - INFO - Epoch [138][1200/3405] lr: 4.360e-04, eta: 5:28:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4564, loss: 1.4564 +2025-05-06 12:49:50,472 - pyskl - INFO - Epoch [138][1300/3405] lr: 4.340e-04, eta: 5:28:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4465, loss: 1.4465 +2025-05-06 12:50:35,777 - pyskl - INFO - Epoch [138][1400/3405] lr: 4.320e-04, eta: 5:27:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4766, loss: 1.4766 +2025-05-06 12:51:21,076 - pyskl - INFO - Epoch [138][1500/3405] lr: 4.300e-04, eta: 5:26:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4478, loss: 1.4478 +2025-05-06 12:52:06,220 - pyskl - INFO - Epoch [138][1600/3405] lr: 4.280e-04, eta: 5:25:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4180, loss: 1.4180 +2025-05-06 12:52:51,332 - pyskl - INFO - Epoch [138][1700/3405] lr: 4.260e-04, eta: 5:25:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4634, loss: 1.4634 +2025-05-06 12:53:36,488 - pyskl - INFO - Epoch [138][1800/3405] lr: 4.240e-04, eta: 5:24:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4249, loss: 1.4249 +2025-05-06 12:54:21,676 - pyskl - INFO - Epoch [138][1900/3405] lr: 4.220e-04, eta: 5:23:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4391, loss: 1.4391 +2025-05-06 12:55:07,080 - pyskl - INFO - Epoch [138][2000/3405] lr: 4.200e-04, eta: 5:22:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4946, loss: 1.4946 +2025-05-06 12:55:52,358 - pyskl - INFO - Epoch [138][2100/3405] lr: 4.181e-04, eta: 5:22:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4928, loss: 1.4928 +2025-05-06 12:56:37,668 - pyskl - INFO - Epoch [138][2200/3405] lr: 4.161e-04, eta: 5:21:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4456, loss: 1.4456 +2025-05-06 12:57:22,939 - pyskl - INFO - Epoch [138][2300/3405] lr: 4.141e-04, eta: 5:20:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4699, loss: 1.4699 +2025-05-06 12:58:08,183 - pyskl - INFO - Epoch [138][2400/3405] lr: 4.122e-04, eta: 5:19:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5181, loss: 1.5181 +2025-05-06 12:58:53,480 - pyskl - INFO - Epoch [138][2500/3405] lr: 4.102e-04, eta: 5:18:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3970, loss: 1.3970 +2025-05-06 12:59:38,747 - pyskl - INFO - Epoch [138][2600/3405] lr: 4.083e-04, eta: 5:18:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4867, loss: 1.4867 +2025-05-06 13:00:23,981 - pyskl - INFO - Epoch [138][2700/3405] lr: 4.063e-04, eta: 5:17:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3880, loss: 1.3880 +2025-05-06 13:01:09,182 - pyskl - INFO - Epoch [138][2800/3405] lr: 4.044e-04, eta: 5:16:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4029, loss: 1.4029 +2025-05-06 13:01:54,563 - pyskl - INFO - Epoch [138][2900/3405] lr: 4.024e-04, eta: 5:15:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4422, loss: 1.4422 +2025-05-06 13:02:39,908 - pyskl - INFO - Epoch [138][3000/3405] lr: 4.005e-04, eta: 5:15:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5112, loss: 1.5112 +2025-05-06 13:03:25,240 - pyskl - INFO - Epoch [138][3100/3405] lr: 3.986e-04, eta: 5:14:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4697, loss: 1.4697 +2025-05-06 13:04:10,510 - pyskl - INFO - Epoch [138][3200/3405] lr: 3.967e-04, eta: 5:13:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5084, loss: 1.5084 +2025-05-06 13:04:55,793 - pyskl - INFO - Epoch [138][3300/3405] lr: 3.947e-04, eta: 5:12:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4419, loss: 1.4419 +2025-05-06 13:05:41,034 - pyskl - INFO - Epoch [138][3400/3405] lr: 3.928e-04, eta: 5:12:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4879, loss: 1.4879 +2025-05-06 13:05:43,719 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-05-06 13:09:52,095 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 13:09:52,782 - pyskl - INFO - +top1_acc 0.9098 +top5_acc 0.9834 +2025-05-06 13:09:52,806 - pyskl - INFO - Epoch(val) [138][3718] top1_acc: 0.9098, top5_acc: 0.9834 +2025-05-06 13:11:01,327 - pyskl - INFO - Epoch [139][100/3405] lr: 3.908e-04, eta: 5:11:20, time: 0.685, data_time: 0.233, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4259, loss: 1.4259 +2025-05-06 13:11:46,669 - pyskl - INFO - Epoch [139][200/3405] lr: 3.889e-04, eta: 5:10:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4250, loss: 1.4250 +2025-05-06 13:12:31,956 - pyskl - INFO - Epoch [139][300/3405] lr: 3.870e-04, eta: 5:09:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3858, loss: 1.3858 +2025-05-06 13:13:17,091 - pyskl - INFO - Epoch [139][400/3405] lr: 3.851e-04, eta: 5:09:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4485, loss: 1.4485 +2025-05-06 13:14:02,473 - pyskl - INFO - Epoch [139][500/3405] lr: 3.832e-04, eta: 5:08:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4331, loss: 1.4331 +2025-05-06 13:14:47,764 - pyskl - INFO - Epoch [139][600/3405] lr: 3.813e-04, eta: 5:07:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4480, loss: 1.4480 +2025-05-06 13:15:33,115 - pyskl - INFO - Epoch [139][700/3405] lr: 3.795e-04, eta: 5:06:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4347, loss: 1.4347 +2025-05-06 13:16:18,453 - pyskl - INFO - Epoch [139][800/3405] lr: 3.776e-04, eta: 5:05:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3556, loss: 1.3556 +2025-05-06 13:17:03,812 - pyskl - INFO - Epoch [139][900/3405] lr: 3.757e-04, eta: 5:05:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4939, loss: 1.4939 +2025-05-06 13:17:49,274 - pyskl - INFO - Epoch [139][1000/3405] lr: 3.738e-04, eta: 5:04:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4473, loss: 1.4473 +2025-05-06 13:18:34,575 - pyskl - INFO - Epoch [139][1100/3405] lr: 3.720e-04, eta: 5:03:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3741, loss: 1.3741 +2025-05-06 13:19:19,860 - pyskl - INFO - Epoch [139][1200/3405] lr: 3.701e-04, eta: 5:02:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3651, loss: 1.3651 +2025-05-06 13:20:05,111 - pyskl - INFO - Epoch [139][1300/3405] lr: 3.683e-04, eta: 5:02:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4688, loss: 1.4688 +2025-05-06 13:20:50,399 - pyskl - INFO - Epoch [139][1400/3405] lr: 3.664e-04, eta: 5:01:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4464, loss: 1.4464 +2025-05-06 13:21:35,797 - pyskl - INFO - Epoch [139][1500/3405] lr: 3.646e-04, eta: 5:00:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3696, loss: 1.3696 +2025-05-06 13:22:21,144 - pyskl - INFO - Epoch [139][1600/3405] lr: 3.627e-04, eta: 4:59:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4094, loss: 1.4094 +2025-05-06 13:23:06,385 - pyskl - INFO - Epoch [139][1700/3405] lr: 3.609e-04, eta: 4:59:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4192, loss: 1.4192 +2025-05-06 13:23:51,344 - pyskl - INFO - Epoch [139][1800/3405] lr: 3.591e-04, eta: 4:58:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4207, loss: 1.4207 +2025-05-06 13:24:36,497 - pyskl - INFO - Epoch [139][1900/3405] lr: 3.572e-04, eta: 4:57:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4174, loss: 1.4174 +2025-05-06 13:25:21,552 - pyskl - INFO - Epoch [139][2000/3405] lr: 3.554e-04, eta: 4:56:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4316, loss: 1.4316 +2025-05-06 13:26:06,760 - pyskl - INFO - Epoch [139][2100/3405] lr: 3.536e-04, eta: 4:56:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4487, loss: 1.4487 +2025-05-06 13:26:51,692 - pyskl - INFO - Epoch [139][2200/3405] lr: 3.518e-04, eta: 4:55:16, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4543, loss: 1.4543 +2025-05-06 13:27:36,717 - pyskl - INFO - Epoch [139][2300/3405] lr: 3.500e-04, eta: 4:54:30, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4764, loss: 1.4764 +2025-05-06 13:28:21,911 - pyskl - INFO - Epoch [139][2400/3405] lr: 3.482e-04, eta: 4:53:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4106, loss: 1.4106 +2025-05-06 13:29:07,094 - pyskl - INFO - Epoch [139][2500/3405] lr: 3.464e-04, eta: 4:52:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4196, loss: 1.4196 +2025-05-06 13:29:52,187 - pyskl - INFO - Epoch [139][2600/3405] lr: 3.446e-04, eta: 4:52:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4656, loss: 1.4656 +2025-05-06 13:30:37,313 - pyskl - INFO - Epoch [139][2700/3405] lr: 3.428e-04, eta: 4:51:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4433, loss: 1.4433 +2025-05-06 13:31:22,418 - pyskl - INFO - Epoch [139][2800/3405] lr: 3.410e-04, eta: 4:50:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4473, loss: 1.4473 +2025-05-06 13:32:07,606 - pyskl - INFO - Epoch [139][2900/3405] lr: 3.392e-04, eta: 4:49:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4332, loss: 1.4332 +2025-05-06 13:32:52,765 - pyskl - INFO - Epoch [139][3000/3405] lr: 3.374e-04, eta: 4:49:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4353, loss: 1.4353 +2025-05-06 13:33:37,926 - pyskl - INFO - Epoch [139][3100/3405] lr: 3.357e-04, eta: 4:48:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3755, loss: 1.3755 +2025-05-06 13:34:23,088 - pyskl - INFO - Epoch [139][3200/3405] lr: 3.339e-04, eta: 4:47:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4616, loss: 1.4616 +2025-05-06 13:35:08,253 - pyskl - INFO - Epoch [139][3300/3405] lr: 3.321e-04, eta: 4:46:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4568, loss: 1.4568 +2025-05-06 13:35:53,360 - pyskl - INFO - Epoch [139][3400/3405] lr: 3.304e-04, eta: 4:46:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4568, loss: 1.4568 +2025-05-06 13:35:55,958 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-05-06 13:40:03,853 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 13:40:04,406 - pyskl - INFO - +top1_acc 0.9120 +top5_acc 0.9839 +2025-05-06 13:40:04,473 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_137.pth was removed +2025-05-06 13:40:05,716 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2025-05-06 13:40:05,718 - pyskl - INFO - Best top1_acc is 0.9120 at 139 epoch. +2025-05-06 13:40:05,742 - pyskl - INFO - Epoch(val) [139][3718] top1_acc: 0.9120, top5_acc: 0.9839 +2025-05-06 13:41:15,092 - pyskl - INFO - Epoch [140][100/3405] lr: 3.285e-04, eta: 4:45:19, time: 0.693, data_time: 0.234, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4781, loss: 1.4781 +2025-05-06 13:42:00,910 - pyskl - INFO - Epoch [140][200/3405] lr: 3.268e-04, eta: 4:44:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4881, loss: 1.4881 +2025-05-06 13:42:46,197 - pyskl - INFO - Epoch [140][300/3405] lr: 3.250e-04, eta: 4:43:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4077, loss: 1.4077 +2025-05-06 13:43:31,408 - pyskl - INFO - Epoch [140][400/3405] lr: 3.233e-04, eta: 4:43:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4355, loss: 1.4355 +2025-05-06 13:44:16,622 - pyskl - INFO - Epoch [140][500/3405] lr: 3.216e-04, eta: 4:42:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3903, loss: 1.3903 +2025-05-06 13:45:01,891 - pyskl - INFO - Epoch [140][600/3405] lr: 3.198e-04, eta: 4:41:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4917, loss: 1.4917 +2025-05-06 13:45:47,033 - pyskl - INFO - Epoch [140][700/3405] lr: 3.181e-04, eta: 4:40:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4102, loss: 1.4102 +2025-05-06 13:46:32,235 - pyskl - INFO - Epoch [140][800/3405] lr: 3.164e-04, eta: 4:39:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3978, loss: 1.3978 +2025-05-06 13:47:17,373 - pyskl - INFO - Epoch [140][900/3405] lr: 3.147e-04, eta: 4:39:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3527, loss: 1.3527 +2025-05-06 13:48:02,519 - pyskl - INFO - Epoch [140][1000/3405] lr: 3.130e-04, eta: 4:38:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4154, loss: 1.4154 +2025-05-06 13:48:47,733 - pyskl - INFO - Epoch [140][1100/3405] lr: 3.112e-04, eta: 4:37:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3482, loss: 1.3482 +2025-05-06 13:49:32,939 - pyskl - INFO - Epoch [140][1200/3405] lr: 3.095e-04, eta: 4:36:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4579, loss: 1.4579 +2025-05-06 13:50:18,166 - pyskl - INFO - Epoch [140][1300/3405] lr: 3.078e-04, eta: 4:36:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4154, loss: 1.4154 +2025-05-06 13:51:03,658 - pyskl - INFO - Epoch [140][1400/3405] lr: 3.062e-04, eta: 4:35:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3892, loss: 1.3892 +2025-05-06 13:51:48,959 - pyskl - INFO - Epoch [140][1500/3405] lr: 3.045e-04, eta: 4:34:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3947, loss: 1.3947 +2025-05-06 13:52:34,134 - pyskl - INFO - Epoch [140][1600/3405] lr: 3.028e-04, eta: 4:33:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4137, loss: 1.4137 +2025-05-06 13:53:19,293 - pyskl - INFO - Epoch [140][1700/3405] lr: 3.011e-04, eta: 4:33:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3754, loss: 1.3754 +2025-05-06 13:54:04,529 - pyskl - INFO - Epoch [140][1800/3405] lr: 2.994e-04, eta: 4:32:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4074, loss: 1.4074 +2025-05-06 13:54:49,633 - pyskl - INFO - Epoch [140][1900/3405] lr: 2.978e-04, eta: 4:31:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4190, loss: 1.4190 +2025-05-06 13:55:34,830 - pyskl - INFO - Epoch [140][2000/3405] lr: 2.961e-04, eta: 4:30:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4398, loss: 1.4398 +2025-05-06 13:56:20,172 - pyskl - INFO - Epoch [140][2100/3405] lr: 2.944e-04, eta: 4:30:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4486, loss: 1.4486 +2025-05-06 13:57:05,395 - pyskl - INFO - Epoch [140][2200/3405] lr: 2.928e-04, eta: 4:29:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5063, loss: 1.5063 +2025-05-06 13:57:50,560 - pyskl - INFO - Epoch [140][2300/3405] lr: 2.911e-04, eta: 4:28:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4731, loss: 1.4731 +2025-05-06 13:58:35,682 - pyskl - INFO - Epoch [140][2400/3405] lr: 2.895e-04, eta: 4:27:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4089, loss: 1.4089 +2025-05-06 13:59:20,856 - pyskl - INFO - Epoch [140][2500/3405] lr: 2.878e-04, eta: 4:26:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4176, loss: 1.4176 +2025-05-06 14:00:05,971 - pyskl - INFO - Epoch [140][2600/3405] lr: 2.862e-04, eta: 4:26:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4613, loss: 1.4613 +2025-05-06 14:00:51,179 - pyskl - INFO - Epoch [140][2700/3405] lr: 2.846e-04, eta: 4:25:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3765, loss: 1.3765 +2025-05-06 14:01:36,241 - pyskl - INFO - Epoch [140][2800/3405] lr: 2.829e-04, eta: 4:24:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4676, loss: 1.4676 +2025-05-06 14:02:21,341 - pyskl - INFO - Epoch [140][2900/3405] lr: 2.813e-04, eta: 4:23:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3974, loss: 1.3974 +2025-05-06 14:03:06,485 - pyskl - INFO - Epoch [140][3000/3405] lr: 2.797e-04, eta: 4:23:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4039, loss: 1.4039 +2025-05-06 14:03:51,535 - pyskl - INFO - Epoch [140][3100/3405] lr: 2.781e-04, eta: 4:22:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4166, loss: 1.4166 +2025-05-06 14:04:36,629 - pyskl - INFO - Epoch [140][3200/3405] lr: 2.765e-04, eta: 4:21:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4068, loss: 1.4068 +2025-05-06 14:05:21,625 - pyskl - INFO - Epoch [140][3300/3405] lr: 2.749e-04, eta: 4:20:51, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4212, loss: 1.4212 +2025-05-06 14:06:06,718 - pyskl - INFO - Epoch [140][3400/3405] lr: 2.733e-04, eta: 4:20:05, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4472, loss: 1.4472 +2025-05-06 14:06:09,372 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-05-06 14:10:17,072 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 14:10:17,636 - pyskl - INFO - +top1_acc 0.9103 +top5_acc 0.9843 +2025-05-06 14:10:17,660 - pyskl - INFO - Epoch(val) [140][3718] top1_acc: 0.9103, top5_acc: 0.9843 +2025-05-06 14:11:25,864 - pyskl - INFO - Epoch [141][100/3405] lr: 2.716e-04, eta: 4:19:19, time: 0.682, data_time: 0.232, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4403, loss: 1.4403 +2025-05-06 14:12:10,818 - pyskl - INFO - Epoch [141][200/3405] lr: 2.700e-04, eta: 4:18:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4197, loss: 1.4197 +2025-05-06 14:12:55,859 - pyskl - INFO - Epoch [141][300/3405] lr: 2.684e-04, eta: 4:17:47, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4085, loss: 1.4085 +2025-05-06 14:13:40,992 - pyskl - INFO - Epoch [141][400/3405] lr: 2.668e-04, eta: 4:17:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4153, loss: 1.4153 +2025-05-06 14:14:26,133 - pyskl - INFO - Epoch [141][500/3405] lr: 2.652e-04, eta: 4:16:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3775, loss: 1.3775 +2025-05-06 14:15:11,264 - pyskl - INFO - Epoch [141][600/3405] lr: 2.637e-04, eta: 4:15:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4403, loss: 1.4403 +2025-05-06 14:15:56,273 - pyskl - INFO - Epoch [141][700/3405] lr: 2.621e-04, eta: 4:14:43, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3959, loss: 1.3959 +2025-05-06 14:16:41,363 - pyskl - INFO - Epoch [141][800/3405] lr: 2.605e-04, eta: 4:13:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3926, loss: 1.3926 +2025-05-06 14:17:26,617 - pyskl - INFO - Epoch [141][900/3405] lr: 2.590e-04, eta: 4:13:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4487, loss: 1.4487 +2025-05-06 14:18:11,839 - pyskl - INFO - Epoch [141][1000/3405] lr: 2.574e-04, eta: 4:12:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3765, loss: 1.3765 +2025-05-06 14:18:57,023 - pyskl - INFO - Epoch [141][1100/3405] lr: 2.559e-04, eta: 4:11:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3833, loss: 1.3833 +2025-05-06 14:19:42,179 - pyskl - INFO - Epoch [141][1200/3405] lr: 2.543e-04, eta: 4:10:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3806, loss: 1.3806 +2025-05-06 14:20:27,390 - pyskl - INFO - Epoch [141][1300/3405] lr: 2.528e-04, eta: 4:10:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4117, loss: 1.4117 +2025-05-06 14:21:12,651 - pyskl - INFO - Epoch [141][1400/3405] lr: 2.512e-04, eta: 4:09:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3532, loss: 1.3532 +2025-05-06 14:21:57,789 - pyskl - INFO - Epoch [141][1500/3405] lr: 2.497e-04, eta: 4:08:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4215, loss: 1.4215 +2025-05-06 14:22:42,888 - pyskl - INFO - Epoch [141][1600/3405] lr: 2.482e-04, eta: 4:07:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4346, loss: 1.4346 +2025-05-06 14:23:28,128 - pyskl - INFO - Epoch [141][1700/3405] lr: 2.467e-04, eta: 4:07:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4321, loss: 1.4321 +2025-05-06 14:24:13,587 - pyskl - INFO - Epoch [141][1800/3405] lr: 2.451e-04, eta: 4:06:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3466, loss: 1.3466 +2025-05-06 14:24:59,082 - pyskl - INFO - Epoch [141][1900/3405] lr: 2.436e-04, eta: 4:05:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4432, loss: 1.4432 +2025-05-06 14:25:44,509 - pyskl - INFO - Epoch [141][2000/3405] lr: 2.421e-04, eta: 4:04:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4073, loss: 1.4073 +2025-05-06 14:26:29,828 - pyskl - INFO - Epoch [141][2100/3405] lr: 2.406e-04, eta: 4:04:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4597, loss: 1.4597 +2025-05-06 14:27:15,079 - pyskl - INFO - Epoch [141][2200/3405] lr: 2.391e-04, eta: 4:03:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4349, loss: 1.4349 +2025-05-06 14:28:00,220 - pyskl - INFO - Epoch [141][2300/3405] lr: 2.376e-04, eta: 4:02:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4252, loss: 1.4252 +2025-05-06 14:28:45,414 - pyskl - INFO - Epoch [141][2400/3405] lr: 2.361e-04, eta: 4:01:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4095, loss: 1.4095 +2025-05-06 14:29:30,639 - pyskl - INFO - Epoch [141][2500/3405] lr: 2.347e-04, eta: 4:00:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4745, loss: 1.4745 +2025-05-06 14:30:15,790 - pyskl - INFO - Epoch [141][2600/3405] lr: 2.332e-04, eta: 4:00:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4239, loss: 1.4239 +2025-05-06 14:31:00,986 - pyskl - INFO - Epoch [141][2700/3405] lr: 2.317e-04, eta: 3:59:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4249, loss: 1.4249 +2025-05-06 14:31:46,320 - pyskl - INFO - Epoch [141][2800/3405] lr: 2.302e-04, eta: 3:58:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3796, loss: 1.3796 +2025-05-06 14:32:31,674 - pyskl - INFO - Epoch [141][2900/3405] lr: 2.288e-04, eta: 3:57:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4081, loss: 1.4081 +2025-05-06 14:33:16,970 - pyskl - INFO - Epoch [141][3000/3405] lr: 2.273e-04, eta: 3:57:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4354, loss: 1.4354 +2025-05-06 14:34:02,271 - pyskl - INFO - Epoch [141][3100/3405] lr: 2.258e-04, eta: 3:56:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3682, loss: 1.3682 +2025-05-06 14:34:47,510 - pyskl - INFO - Epoch [141][3200/3405] lr: 2.244e-04, eta: 3:55:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4104, loss: 1.4104 +2025-05-06 14:35:32,463 - pyskl - INFO - Epoch [141][3300/3405] lr: 2.229e-04, eta: 3:54:51, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4462, loss: 1.4462 +2025-05-06 14:36:17,888 - pyskl - INFO - Epoch [141][3400/3405] lr: 2.215e-04, eta: 3:54:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3708, loss: 1.3708 +2025-05-06 14:36:20,612 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-05-06 14:40:28,598 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 14:40:29,152 - pyskl - INFO - +top1_acc 0.9111 +top5_acc 0.9839 +2025-05-06 14:40:29,176 - pyskl - INFO - Epoch(val) [141][3718] top1_acc: 0.9111, top5_acc: 0.9839 +2025-05-06 14:41:37,586 - pyskl - INFO - Epoch [142][100/3405] lr: 2.200e-04, eta: 3:53:18, time: 0.684, data_time: 0.233, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3941, loss: 1.3941 +2025-05-06 14:42:22,714 - pyskl - INFO - Epoch [142][200/3405] lr: 2.186e-04, eta: 3:52:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3899, loss: 1.3899 +2025-05-06 14:43:07,880 - pyskl - INFO - Epoch [142][300/3405] lr: 2.171e-04, eta: 3:51:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4056, loss: 1.4056 +2025-05-06 14:43:52,969 - pyskl - INFO - Epoch [142][400/3405] lr: 2.157e-04, eta: 3:51:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4471, loss: 1.4471 +2025-05-06 14:44:38,098 - pyskl - INFO - Epoch [142][500/3405] lr: 2.143e-04, eta: 3:50:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3661, loss: 1.3661 +2025-05-06 14:45:23,258 - pyskl - INFO - Epoch [142][600/3405] lr: 2.129e-04, eta: 3:49:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4225, loss: 1.4225 +2025-05-06 14:46:08,352 - pyskl - INFO - Epoch [142][700/3405] lr: 2.115e-04, eta: 3:48:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3921, loss: 1.3921 +2025-05-06 14:46:53,453 - pyskl - INFO - Epoch [142][800/3405] lr: 2.100e-04, eta: 3:47:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4091, loss: 1.4091 +2025-05-06 14:47:38,520 - pyskl - INFO - Epoch [142][900/3405] lr: 2.086e-04, eta: 3:47:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3998, loss: 1.3998 +2025-05-06 14:48:23,610 - pyskl - INFO - Epoch [142][1000/3405] lr: 2.072e-04, eta: 3:46:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4018, loss: 1.4018 +2025-05-06 14:49:08,689 - pyskl - INFO - Epoch [142][1100/3405] lr: 2.059e-04, eta: 3:45:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3802, loss: 1.3802 +2025-05-06 14:49:53,777 - pyskl - INFO - Epoch [142][1200/3405] lr: 2.045e-04, eta: 3:44:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4837, loss: 1.4837 +2025-05-06 14:50:38,870 - pyskl - INFO - Epoch [142][1300/3405] lr: 2.031e-04, eta: 3:44:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3565, loss: 1.3565 +2025-05-06 14:51:24,062 - pyskl - INFO - Epoch [142][1400/3405] lr: 2.017e-04, eta: 3:43:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3968, loss: 1.3968 +2025-05-06 14:52:09,072 - pyskl - INFO - Epoch [142][1500/3405] lr: 2.003e-04, eta: 3:42:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3898, loss: 1.3898 +2025-05-06 14:52:54,053 - pyskl - INFO - Epoch [142][1600/3405] lr: 1.990e-04, eta: 3:41:50, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3911, loss: 1.3911 +2025-05-06 14:53:39,203 - pyskl - INFO - Epoch [142][1700/3405] lr: 1.976e-04, eta: 3:41:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3714, loss: 1.3714 +2025-05-06 14:54:24,305 - pyskl - INFO - Epoch [142][1800/3405] lr: 1.962e-04, eta: 3:40:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4166, loss: 1.4166 +2025-05-06 14:55:09,451 - pyskl - INFO - Epoch [142][1900/3405] lr: 1.949e-04, eta: 3:39:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3763, loss: 1.3763 +2025-05-06 14:55:54,650 - pyskl - INFO - Epoch [142][2000/3405] lr: 1.935e-04, eta: 3:38:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3822, loss: 1.3822 +2025-05-06 14:56:39,772 - pyskl - INFO - Epoch [142][2100/3405] lr: 1.922e-04, eta: 3:38:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3811, loss: 1.3811 +2025-05-06 14:57:25,010 - pyskl - INFO - Epoch [142][2200/3405] lr: 1.909e-04, eta: 3:37:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4408, loss: 1.4408 +2025-05-06 14:58:10,177 - pyskl - INFO - Epoch [142][2300/3405] lr: 1.895e-04, eta: 3:36:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3962, loss: 1.3962 +2025-05-06 14:58:55,367 - pyskl - INFO - Epoch [142][2400/3405] lr: 1.882e-04, eta: 3:35:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3648, loss: 1.3648 +2025-05-06 14:59:40,656 - pyskl - INFO - Epoch [142][2500/3405] lr: 1.869e-04, eta: 3:34:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4019, loss: 1.4019 +2025-05-06 15:00:25,962 - pyskl - INFO - Epoch [142][2600/3405] lr: 1.855e-04, eta: 3:34:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3715, loss: 1.3715 +2025-05-06 15:01:11,078 - pyskl - INFO - Epoch [142][2700/3405] lr: 1.842e-04, eta: 3:33:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4095, loss: 1.4095 +2025-05-06 15:01:56,367 - pyskl - INFO - Epoch [142][2800/3405] lr: 1.829e-04, eta: 3:32:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4509, loss: 1.4509 +2025-05-06 15:02:41,595 - pyskl - INFO - Epoch [142][2900/3405] lr: 1.816e-04, eta: 3:31:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4096, loss: 1.4096 +2025-05-06 15:03:26,617 - pyskl - INFO - Epoch [142][3000/3405] lr: 1.803e-04, eta: 3:31:08, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3636, loss: 1.3636 +2025-05-06 15:04:11,656 - pyskl - INFO - Epoch [142][3100/3405] lr: 1.790e-04, eta: 3:30:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4198, loss: 1.4198 +2025-05-06 15:04:56,847 - pyskl - INFO - Epoch [142][3200/3405] lr: 1.777e-04, eta: 3:29:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4209, loss: 1.4209 +2025-05-06 15:05:42,084 - pyskl - INFO - Epoch [142][3300/3405] lr: 1.764e-04, eta: 3:28:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4182, loss: 1.4182 +2025-05-06 15:06:27,346 - pyskl - INFO - Epoch [142][3400/3405] lr: 1.751e-04, eta: 3:28:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3842, loss: 1.3842 +2025-05-06 15:06:30,045 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-05-06 15:10:38,624 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 15:10:39,177 - pyskl - INFO - +top1_acc 0.9127 +top5_acc 0.9843 +2025-05-06 15:10:39,242 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_139.pth was removed +2025-05-06 15:10:40,383 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2025-05-06 15:10:40,384 - pyskl - INFO - Best top1_acc is 0.9127 at 142 epoch. +2025-05-06 15:10:40,406 - pyskl - INFO - Epoch(val) [142][3718] top1_acc: 0.9127, top5_acc: 0.9843 +2025-05-06 15:11:48,755 - pyskl - INFO - Epoch [143][100/3405] lr: 1.738e-04, eta: 3:27:18, time: 0.683, data_time: 0.233, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4682, loss: 1.4682 +2025-05-06 15:12:33,851 - pyskl - INFO - Epoch [143][200/3405] lr: 1.725e-04, eta: 3:26:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4106, loss: 1.4106 +2025-05-06 15:13:19,038 - pyskl - INFO - Epoch [143][300/3405] lr: 1.712e-04, eta: 3:25:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3771, loss: 1.3771 +2025-05-06 15:14:04,144 - pyskl - INFO - Epoch [143][400/3405] lr: 1.700e-04, eta: 3:25:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4138, loss: 1.4138 +2025-05-06 15:14:49,266 - pyskl - INFO - Epoch [143][500/3405] lr: 1.687e-04, eta: 3:24:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4334, loss: 1.4334 +2025-05-06 15:15:34,456 - pyskl - INFO - Epoch [143][600/3405] lr: 1.675e-04, eta: 3:23:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3703, loss: 1.3703 +2025-05-06 15:16:19,707 - pyskl - INFO - Epoch [143][700/3405] lr: 1.662e-04, eta: 3:22:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4440, loss: 1.4440 +2025-05-06 15:17:05,042 - pyskl - INFO - Epoch [143][800/3405] lr: 1.650e-04, eta: 3:21:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3980, loss: 1.3980 +2025-05-06 15:17:50,262 - pyskl - INFO - Epoch [143][900/3405] lr: 1.637e-04, eta: 3:21:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4100, loss: 1.4100 +2025-05-06 15:18:35,444 - pyskl - INFO - Epoch [143][1000/3405] lr: 1.625e-04, eta: 3:20:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4223, loss: 1.4223 +2025-05-06 15:19:20,721 - pyskl - INFO - Epoch [143][1100/3405] lr: 1.612e-04, eta: 3:19:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3783, loss: 1.3783 +2025-05-06 15:20:05,931 - pyskl - INFO - Epoch [143][1200/3405] lr: 1.600e-04, eta: 3:18:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3655, loss: 1.3655 +2025-05-06 15:20:51,179 - pyskl - INFO - Epoch [143][1300/3405] lr: 1.588e-04, eta: 3:18:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3842, loss: 1.3842 +2025-05-06 15:21:36,510 - pyskl - INFO - Epoch [143][1400/3405] lr: 1.576e-04, eta: 3:17:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3859, loss: 1.3859 +2025-05-06 15:22:21,741 - pyskl - INFO - Epoch [143][1500/3405] lr: 1.564e-04, eta: 3:16:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3563, loss: 1.3563 +2025-05-06 15:23:06,964 - pyskl - INFO - Epoch [143][1600/3405] lr: 1.551e-04, eta: 3:15:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3961, loss: 1.3961 +2025-05-06 15:23:52,224 - pyskl - INFO - Epoch [143][1700/3405] lr: 1.539e-04, eta: 3:15:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3811, loss: 1.3811 +2025-05-06 15:24:37,445 - pyskl - INFO - Epoch [143][1800/3405] lr: 1.527e-04, eta: 3:14:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3506, loss: 1.3506 +2025-05-06 15:25:22,763 - pyskl - INFO - Epoch [143][1900/3405] lr: 1.515e-04, eta: 3:13:32, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4252, loss: 1.4252 +2025-05-06 15:26:08,006 - pyskl - INFO - Epoch [143][2000/3405] lr: 1.504e-04, eta: 3:12:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3860, loss: 1.3860 +2025-05-06 15:26:53,239 - pyskl - INFO - Epoch [143][2100/3405] lr: 1.492e-04, eta: 3:12:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3834, loss: 1.3834 +2025-05-06 15:27:38,379 - pyskl - INFO - Epoch [143][2200/3405] lr: 1.480e-04, eta: 3:11:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3893, loss: 1.3893 +2025-05-06 15:28:23,558 - pyskl - INFO - Epoch [143][2300/3405] lr: 1.468e-04, eta: 3:10:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4033, loss: 1.4033 +2025-05-06 15:29:08,824 - pyskl - INFO - Epoch [143][2400/3405] lr: 1.456e-04, eta: 3:09:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3445, loss: 1.3445 +2025-05-06 15:29:54,106 - pyskl - INFO - Epoch [143][2500/3405] lr: 1.445e-04, eta: 3:08:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3815, loss: 1.3815 +2025-05-06 15:30:39,358 - pyskl - INFO - Epoch [143][2600/3405] lr: 1.433e-04, eta: 3:08:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3782, loss: 1.3782 +2025-05-06 15:31:24,607 - pyskl - INFO - Epoch [143][2700/3405] lr: 1.421e-04, eta: 3:07:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3990, loss: 1.3990 +2025-05-06 15:32:09,853 - pyskl - INFO - Epoch [143][2800/3405] lr: 1.410e-04, eta: 3:06:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3628, loss: 1.3628 +2025-05-06 15:32:55,317 - pyskl - INFO - Epoch [143][2900/3405] lr: 1.398e-04, eta: 3:05:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3967, loss: 1.3967 +2025-05-06 15:33:40,634 - pyskl - INFO - Epoch [143][3000/3405] lr: 1.387e-04, eta: 3:05:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3788, loss: 1.3788 +2025-05-06 15:34:25,937 - pyskl - INFO - Epoch [143][3100/3405] lr: 1.376e-04, eta: 3:04:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3761, loss: 1.3761 +2025-05-06 15:35:11,260 - pyskl - INFO - Epoch [143][3200/3405] lr: 1.364e-04, eta: 3:03:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3953, loss: 1.3953 +2025-05-06 15:35:56,484 - pyskl - INFO - Epoch [143][3300/3405] lr: 1.353e-04, eta: 3:02:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4301, loss: 1.4301 +2025-05-06 15:36:41,660 - pyskl - INFO - Epoch [143][3400/3405] lr: 1.342e-04, eta: 3:02:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3548, loss: 1.3548 +2025-05-06 15:36:44,352 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-05-06 15:40:52,866 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 15:40:53,423 - pyskl - INFO - +top1_acc 0.9123 +top5_acc 0.9837 +2025-05-06 15:40:53,443 - pyskl - INFO - Epoch(val) [143][3718] top1_acc: 0.9123, top5_acc: 0.9837 +2025-05-06 15:42:01,738 - pyskl - INFO - Epoch [144][100/3405] lr: 1.330e-04, eta: 3:01:17, time: 0.683, data_time: 0.232, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3544, loss: 1.3544 +2025-05-06 15:42:46,712 - pyskl - INFO - Epoch [144][200/3405] lr: 1.319e-04, eta: 3:00:31, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4315, loss: 1.4315 +2025-05-06 15:43:31,928 - pyskl - INFO - Epoch [144][300/3405] lr: 1.308e-04, eta: 2:59:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3405, loss: 1.3405 +2025-05-06 15:44:16,971 - pyskl - INFO - Epoch [144][400/3405] lr: 1.297e-04, eta: 2:58:59, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3902, loss: 1.3902 +2025-05-06 15:45:01,764 - pyskl - INFO - Epoch [144][500/3405] lr: 1.285e-04, eta: 2:58:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4574, loss: 1.4574 +2025-05-06 15:45:46,938 - pyskl - INFO - Epoch [144][600/3405] lr: 1.275e-04, eta: 2:57:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3837, loss: 1.3837 +2025-05-06 15:46:32,325 - pyskl - INFO - Epoch [144][700/3405] lr: 1.264e-04, eta: 2:56:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4065, loss: 1.4065 +2025-05-06 15:47:17,472 - pyskl - INFO - Epoch [144][800/3405] lr: 1.253e-04, eta: 2:55:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3704, loss: 1.3704 +2025-05-06 15:48:02,688 - pyskl - INFO - Epoch [144][900/3405] lr: 1.242e-04, eta: 2:55:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3569, loss: 1.3569 +2025-05-06 15:48:47,777 - pyskl - INFO - Epoch [144][1000/3405] lr: 1.231e-04, eta: 2:54:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3845, loss: 1.3845 +2025-05-06 15:49:32,949 - pyskl - INFO - Epoch [144][1100/3405] lr: 1.220e-04, eta: 2:53:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3786, loss: 1.3786 +2025-05-06 15:50:18,037 - pyskl - INFO - Epoch [144][1200/3405] lr: 1.210e-04, eta: 2:52:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3905, loss: 1.3905 +2025-05-06 15:51:03,149 - pyskl - INFO - Epoch [144][1300/3405] lr: 1.199e-04, eta: 2:52:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3889, loss: 1.3889 +2025-05-06 15:51:48,376 - pyskl - INFO - Epoch [144][1400/3405] lr: 1.188e-04, eta: 2:51:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3370, loss: 1.3370 +2025-05-06 15:52:33,517 - pyskl - INFO - Epoch [144][1500/3405] lr: 1.178e-04, eta: 2:50:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3581, loss: 1.3581 +2025-05-06 15:53:18,714 - pyskl - INFO - Epoch [144][1600/3405] lr: 1.167e-04, eta: 2:49:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3772, loss: 1.3772 +2025-05-06 15:54:03,875 - pyskl - INFO - Epoch [144][1700/3405] lr: 1.157e-04, eta: 2:49:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3459, loss: 1.3459 +2025-05-06 15:54:49,205 - pyskl - INFO - Epoch [144][1800/3405] lr: 1.146e-04, eta: 2:48:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3537, loss: 1.3537 +2025-05-06 15:55:34,383 - pyskl - INFO - Epoch [144][1900/3405] lr: 1.136e-04, eta: 2:47:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3787, loss: 1.3787 +2025-05-06 15:56:19,621 - pyskl - INFO - Epoch [144][2000/3405] lr: 1.126e-04, eta: 2:46:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4154, loss: 1.4154 +2025-05-06 15:57:04,693 - pyskl - INFO - Epoch [144][2100/3405] lr: 1.116e-04, eta: 2:46:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4233, loss: 1.4233 +2025-05-06 15:57:49,777 - pyskl - INFO - Epoch [144][2200/3405] lr: 1.105e-04, eta: 2:45:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3875, loss: 1.3875 +2025-05-06 15:58:34,916 - pyskl - INFO - Epoch [144][2300/3405] lr: 1.095e-04, eta: 2:44:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3972, loss: 1.3972 +2025-05-06 15:59:20,127 - pyskl - INFO - Epoch [144][2400/3405] lr: 1.085e-04, eta: 2:43:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3369, loss: 1.3369 +2025-05-06 16:00:05,278 - pyskl - INFO - Epoch [144][2500/3405] lr: 1.075e-04, eta: 2:42:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3282, loss: 1.3282 +2025-05-06 16:00:50,450 - pyskl - INFO - Epoch [144][2600/3405] lr: 1.065e-04, eta: 2:42:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4015, loss: 1.4015 +2025-05-06 16:01:35,695 - pyskl - INFO - Epoch [144][2700/3405] lr: 1.055e-04, eta: 2:41:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4367, loss: 1.4367 +2025-05-06 16:02:21,039 - pyskl - INFO - Epoch [144][2800/3405] lr: 1.045e-04, eta: 2:40:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3685, loss: 1.3685 +2025-05-06 16:03:06,207 - pyskl - INFO - Epoch [144][2900/3405] lr: 1.035e-04, eta: 2:39:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3982, loss: 1.3982 +2025-05-06 16:03:51,451 - pyskl - INFO - Epoch [144][3000/3405] lr: 1.025e-04, eta: 2:39:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4307, loss: 1.4307 +2025-05-06 16:04:36,847 - pyskl - INFO - Epoch [144][3100/3405] lr: 1.015e-04, eta: 2:38:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3753, loss: 1.3753 +2025-05-06 16:05:22,266 - pyskl - INFO - Epoch [144][3200/3405] lr: 1.006e-04, eta: 2:37:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4126, loss: 1.4126 +2025-05-06 16:06:07,647 - pyskl - INFO - Epoch [144][3300/3405] lr: 9.959e-05, eta: 2:36:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3753, loss: 1.3753 +2025-05-06 16:06:52,835 - pyskl - INFO - Epoch [144][3400/3405] lr: 9.862e-05, eta: 2:36:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3715, loss: 1.3715 +2025-05-06 16:06:55,524 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-05-06 16:11:03,654 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 16:11:04,207 - pyskl - INFO - +top1_acc 0.9125 +top5_acc 0.9842 +2025-05-06 16:11:04,228 - pyskl - INFO - Epoch(val) [144][3718] top1_acc: 0.9125, top5_acc: 0.9842 +2025-05-06 16:12:12,478 - pyskl - INFO - Epoch [145][100/3405] lr: 9.761e-05, eta: 2:35:17, time: 0.682, data_time: 0.230, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3822, loss: 1.3822 +2025-05-06 16:12:57,568 - pyskl - INFO - Epoch [145][200/3405] lr: 9.666e-05, eta: 2:34:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3298, loss: 1.3298 +2025-05-06 16:13:42,700 - pyskl - INFO - Epoch [145][300/3405] lr: 9.571e-05, eta: 2:33:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3934, loss: 1.3934 +2025-05-06 16:14:27,876 - pyskl - INFO - Epoch [145][400/3405] lr: 9.476e-05, eta: 2:32:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3281, loss: 1.3281 +2025-05-06 16:15:12,992 - pyskl - INFO - Epoch [145][500/3405] lr: 9.382e-05, eta: 2:32:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3623, loss: 1.3623 +2025-05-06 16:15:58,098 - pyskl - INFO - Epoch [145][600/3405] lr: 9.288e-05, eta: 2:31:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3578, loss: 1.3578 +2025-05-06 16:16:43,181 - pyskl - INFO - Epoch [145][700/3405] lr: 9.194e-05, eta: 2:30:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3888, loss: 1.3888 +2025-05-06 16:17:28,352 - pyskl - INFO - Epoch [145][800/3405] lr: 9.102e-05, eta: 2:29:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4085, loss: 1.4085 +2025-05-06 16:18:13,523 - pyskl - INFO - Epoch [145][900/3405] lr: 9.009e-05, eta: 2:29:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4121, loss: 1.4121 +2025-05-06 16:18:58,684 - pyskl - INFO - Epoch [145][1000/3405] lr: 8.917e-05, eta: 2:28:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3875, loss: 1.3875 +2025-05-06 16:19:43,818 - pyskl - INFO - Epoch [145][1100/3405] lr: 8.826e-05, eta: 2:27:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2923, loss: 1.2923 +2025-05-06 16:20:28,894 - pyskl - INFO - Epoch [145][1200/3405] lr: 8.735e-05, eta: 2:26:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3710, loss: 1.3710 +2025-05-06 16:21:14,095 - pyskl - INFO - Epoch [145][1300/3405] lr: 8.644e-05, eta: 2:26:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3510, loss: 1.3510 +2025-05-06 16:21:59,211 - pyskl - INFO - Epoch [145][1400/3405] lr: 8.554e-05, eta: 2:25:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3111, loss: 1.3111 +2025-05-06 16:22:44,372 - pyskl - INFO - Epoch [145][1500/3405] lr: 8.465e-05, eta: 2:24:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4138, loss: 1.4138 +2025-05-06 16:23:29,640 - pyskl - INFO - Epoch [145][1600/3405] lr: 8.376e-05, eta: 2:23:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3142, loss: 1.3142 +2025-05-06 16:24:14,886 - pyskl - INFO - Epoch [145][1700/3405] lr: 8.287e-05, eta: 2:23:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3621, loss: 1.3621 +2025-05-06 16:25:00,023 - pyskl - INFO - Epoch [145][1800/3405] lr: 8.199e-05, eta: 2:22:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3677, loss: 1.3677 +2025-05-06 16:25:45,156 - pyskl - INFO - Epoch [145][1900/3405] lr: 8.111e-05, eta: 2:21:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3960, loss: 1.3960 +2025-05-06 16:26:30,473 - pyskl - INFO - Epoch [145][2000/3405] lr: 8.024e-05, eta: 2:20:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4031, loss: 1.4031 +2025-05-06 16:27:15,625 - pyskl - INFO - Epoch [145][2100/3405] lr: 7.937e-05, eta: 2:19:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4121, loss: 1.4121 +2025-05-06 16:28:00,808 - pyskl - INFO - Epoch [145][2200/3405] lr: 7.851e-05, eta: 2:19:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3395, loss: 1.3395 +2025-05-06 16:28:46,007 - pyskl - INFO - Epoch [145][2300/3405] lr: 7.765e-05, eta: 2:18:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3615, loss: 1.3615 +2025-05-06 16:29:31,162 - pyskl - INFO - Epoch [145][2400/3405] lr: 7.680e-05, eta: 2:17:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4138, loss: 1.4138 +2025-05-06 16:30:16,284 - pyskl - INFO - Epoch [145][2500/3405] lr: 7.595e-05, eta: 2:16:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3673, loss: 1.3673 +2025-05-06 16:31:01,466 - pyskl - INFO - Epoch [145][2600/3405] lr: 7.511e-05, eta: 2:16:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3933, loss: 1.3933 +2025-05-06 16:31:46,628 - pyskl - INFO - Epoch [145][2700/3405] lr: 7.427e-05, eta: 2:15:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3953, loss: 1.3953 +2025-05-06 16:32:31,822 - pyskl - INFO - Epoch [145][2800/3405] lr: 7.343e-05, eta: 2:14:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3622, loss: 1.3622 +2025-05-06 16:33:17,039 - pyskl - INFO - Epoch [145][2900/3405] lr: 7.260e-05, eta: 2:13:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3795, loss: 1.3795 +2025-05-06 16:34:02,348 - pyskl - INFO - Epoch [145][3000/3405] lr: 7.178e-05, eta: 2:13:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3908, loss: 1.3908 +2025-05-06 16:34:47,658 - pyskl - INFO - Epoch [145][3100/3405] lr: 7.096e-05, eta: 2:12:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3721, loss: 1.3721 +2025-05-06 16:35:32,875 - pyskl - INFO - Epoch [145][3200/3405] lr: 7.014e-05, eta: 2:11:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3537, loss: 1.3537 +2025-05-06 16:36:18,140 - pyskl - INFO - Epoch [145][3300/3405] lr: 6.933e-05, eta: 2:10:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3579, loss: 1.3579 +2025-05-06 16:37:03,519 - pyskl - INFO - Epoch [145][3400/3405] lr: 6.852e-05, eta: 2:10:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4271, loss: 1.4271 +2025-05-06 16:37:06,184 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-05-06 16:41:17,964 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 16:41:18,510 - pyskl - INFO - +top1_acc 0.9137 +top5_acc 0.9841 +2025-05-06 16:41:18,566 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_142.pth was removed +2025-05-06 16:41:19,631 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2025-05-06 16:41:19,632 - pyskl - INFO - Best top1_acc is 0.9137 at 145 epoch. +2025-05-06 16:41:19,655 - pyskl - INFO - Epoch(val) [145][3718] top1_acc: 0.9137, top5_acc: 0.9841 +2025-05-06 16:42:28,018 - pyskl - INFO - Epoch [146][100/3405] lr: 6.768e-05, eta: 2:09:16, time: 0.684, data_time: 0.229, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4253, loss: 1.4253 +2025-05-06 16:43:13,459 - pyskl - INFO - Epoch [146][200/3405] lr: 6.689e-05, eta: 2:08:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3137, loss: 1.3137 +2025-05-06 16:43:59,037 - pyskl - INFO - Epoch [146][300/3405] lr: 6.609e-05, eta: 2:07:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3912, loss: 1.3912 +2025-05-06 16:44:44,393 - pyskl - INFO - Epoch [146][400/3405] lr: 6.531e-05, eta: 2:06:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3336, loss: 1.3336 +2025-05-06 16:45:29,571 - pyskl - INFO - Epoch [146][500/3405] lr: 6.452e-05, eta: 2:06:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3870, loss: 1.3870 +2025-05-06 16:46:14,753 - pyskl - INFO - Epoch [146][600/3405] lr: 6.375e-05, eta: 2:05:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.3940, loss: 1.3940 +2025-05-06 16:46:59,968 - pyskl - INFO - Epoch [146][700/3405] lr: 6.297e-05, eta: 2:04:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3960, loss: 1.3960 +2025-05-06 16:47:45,180 - pyskl - INFO - Epoch [146][800/3405] lr: 6.221e-05, eta: 2:03:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3377, loss: 1.3377 +2025-05-06 16:48:30,282 - pyskl - INFO - Epoch [146][900/3405] lr: 6.144e-05, eta: 2:03:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3560, loss: 1.3560 +2025-05-06 16:49:15,497 - pyskl - INFO - Epoch [146][1000/3405] lr: 6.068e-05, eta: 2:02:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3376, loss: 1.3376 +2025-05-06 16:50:00,662 - pyskl - INFO - Epoch [146][1100/3405] lr: 5.993e-05, eta: 2:01:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4206, loss: 1.4206 +2025-05-06 16:50:45,878 - pyskl - INFO - Epoch [146][1200/3405] lr: 5.918e-05, eta: 2:00:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3160, loss: 1.3160 +2025-05-06 16:51:30,996 - pyskl - INFO - Epoch [146][1300/3405] lr: 5.843e-05, eta: 2:00:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3405, loss: 1.3405 +2025-05-06 16:52:16,372 - pyskl - INFO - Epoch [146][1400/3405] lr: 5.769e-05, eta: 1:59:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3576, loss: 1.3576 +2025-05-06 16:53:01,834 - pyskl - INFO - Epoch [146][1500/3405] lr: 5.696e-05, eta: 1:58:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3367, loss: 1.3367 +2025-05-06 16:53:47,200 - pyskl - INFO - Epoch [146][1600/3405] lr: 5.623e-05, eta: 1:57:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3095, loss: 1.3095 +2025-05-06 16:54:32,536 - pyskl - INFO - Epoch [146][1700/3405] lr: 5.550e-05, eta: 1:57:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4292, loss: 1.4292 +2025-05-06 16:55:17,802 - pyskl - INFO - Epoch [146][1800/3405] lr: 5.478e-05, eta: 1:56:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3569, loss: 1.3569 +2025-05-06 16:56:03,073 - pyskl - INFO - Epoch [146][1900/3405] lr: 5.406e-05, eta: 1:55:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3731, loss: 1.3731 +2025-05-06 16:56:48,360 - pyskl - INFO - Epoch [146][2000/3405] lr: 5.335e-05, eta: 1:54:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3621, loss: 1.3621 +2025-05-06 16:57:33,566 - pyskl - INFO - Epoch [146][2100/3405] lr: 5.264e-05, eta: 1:53:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3528, loss: 1.3528 +2025-05-06 16:58:18,804 - pyskl - INFO - Epoch [146][2200/3405] lr: 5.194e-05, eta: 1:53:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3323, loss: 1.3323 +2025-05-06 16:59:03,984 - pyskl - INFO - Epoch [146][2300/3405] lr: 5.124e-05, eta: 1:52:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3705, loss: 1.3705 +2025-05-06 16:59:49,230 - pyskl - INFO - Epoch [146][2400/3405] lr: 5.055e-05, eta: 1:51:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3911, loss: 1.3911 +2025-05-06 17:00:34,391 - pyskl - INFO - Epoch [146][2500/3405] lr: 4.986e-05, eta: 1:50:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3343, loss: 1.3343 +2025-05-06 17:01:19,568 - pyskl - INFO - Epoch [146][2600/3405] lr: 4.918e-05, eta: 1:50:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3285, loss: 1.3285 +2025-05-06 17:02:04,827 - pyskl - INFO - Epoch [146][2700/3405] lr: 4.850e-05, eta: 1:49:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3322, loss: 1.3322 +2025-05-06 17:02:49,960 - pyskl - INFO - Epoch [146][2800/3405] lr: 4.782e-05, eta: 1:48:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4061, loss: 1.4061 +2025-05-06 17:03:35,007 - pyskl - INFO - Epoch [146][2900/3405] lr: 4.716e-05, eta: 1:47:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3762, loss: 1.3762 +2025-05-06 17:04:20,212 - pyskl - INFO - Epoch [146][3000/3405] lr: 4.649e-05, eta: 1:47:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3196, loss: 1.3196 +2025-05-06 17:05:05,408 - pyskl - INFO - Epoch [146][3100/3405] lr: 4.583e-05, eta: 1:46:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3665, loss: 1.3665 +2025-05-06 17:05:50,752 - pyskl - INFO - Epoch [146][3200/3405] lr: 4.517e-05, eta: 1:45:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4105, loss: 1.4105 +2025-05-06 17:06:36,035 - pyskl - INFO - Epoch [146][3300/3405] lr: 4.452e-05, eta: 1:44:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3838, loss: 1.3838 +2025-05-06 17:07:21,407 - pyskl - INFO - Epoch [146][3400/3405] lr: 4.388e-05, eta: 1:44:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3742, loss: 1.3742 +2025-05-06 17:07:24,086 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-05-06 17:11:35,531 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 17:11:36,081 - pyskl - INFO - +top1_acc 0.9127 +top5_acc 0.9820 +2025-05-06 17:11:36,103 - pyskl - INFO - Epoch(val) [146][3718] top1_acc: 0.9127, top5_acc: 0.9820 +2025-05-06 17:12:44,358 - pyskl - INFO - Epoch [147][100/3405] lr: 4.320e-05, eta: 1:43:16, time: 0.682, data_time: 0.232, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3416, loss: 1.3416 +2025-05-06 17:13:29,512 - pyskl - INFO - Epoch [147][200/3405] lr: 4.257e-05, eta: 1:42:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3360, loss: 1.3360 +2025-05-06 17:14:14,742 - pyskl - INFO - Epoch [147][300/3405] lr: 4.194e-05, eta: 1:41:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3857, loss: 1.3857 +2025-05-06 17:14:59,974 - pyskl - INFO - Epoch [147][400/3405] lr: 4.131e-05, eta: 1:40:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3942, loss: 1.3942 +2025-05-06 17:15:45,171 - pyskl - INFO - Epoch [147][500/3405] lr: 4.069e-05, eta: 1:40:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3024, loss: 1.3024 +2025-05-06 17:16:30,387 - pyskl - INFO - Epoch [147][600/3405] lr: 4.007e-05, eta: 1:39:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3605, loss: 1.3605 +2025-05-06 17:17:15,643 - pyskl - INFO - Epoch [147][700/3405] lr: 3.946e-05, eta: 1:38:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3376, loss: 1.3376 +2025-05-06 17:18:00,810 - pyskl - INFO - Epoch [147][800/3405] lr: 3.885e-05, eta: 1:37:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3803, loss: 1.3803 +2025-05-06 17:18:46,020 - pyskl - INFO - Epoch [147][900/3405] lr: 3.825e-05, eta: 1:37:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3368, loss: 1.3368 +2025-05-06 17:19:31,172 - pyskl - INFO - Epoch [147][1000/3405] lr: 3.765e-05, eta: 1:36:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3636, loss: 1.3636 +2025-05-06 17:20:16,304 - pyskl - INFO - Epoch [147][1100/3405] lr: 3.705e-05, eta: 1:35:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3181, loss: 1.3181 +2025-05-06 17:21:01,412 - pyskl - INFO - Epoch [147][1200/3405] lr: 3.646e-05, eta: 1:34:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3896, loss: 1.3896 +2025-05-06 17:21:46,509 - pyskl - INFO - Epoch [147][1300/3405] lr: 3.588e-05, eta: 1:34:05, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2833, loss: 1.2833 +2025-05-06 17:22:31,735 - pyskl - INFO - Epoch [147][1400/3405] lr: 3.530e-05, eta: 1:33:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3678, loss: 1.3678 +2025-05-06 17:23:17,110 - pyskl - INFO - Epoch [147][1500/3405] lr: 3.472e-05, eta: 1:32:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3595, loss: 1.3595 +2025-05-06 17:24:02,318 - pyskl - INFO - Epoch [147][1600/3405] lr: 3.415e-05, eta: 1:31:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3946, loss: 1.3946 +2025-05-06 17:24:47,506 - pyskl - INFO - Epoch [147][1700/3405] lr: 3.359e-05, eta: 1:31:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3652, loss: 1.3652 +2025-05-06 17:25:32,621 - pyskl - INFO - Epoch [147][1800/3405] lr: 3.303e-05, eta: 1:30:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3990, loss: 1.3990 +2025-05-06 17:26:17,753 - pyskl - INFO - Epoch [147][1900/3405] lr: 3.247e-05, eta: 1:29:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3773, loss: 1.3773 +2025-05-06 17:27:03,250 - pyskl - INFO - Epoch [147][2000/3405] lr: 3.192e-05, eta: 1:28:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3256, loss: 1.3256 +2025-05-06 17:27:48,529 - pyskl - INFO - Epoch [147][2100/3405] lr: 3.137e-05, eta: 1:27:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3700, loss: 1.3700 +2025-05-06 17:28:33,798 - pyskl - INFO - Epoch [147][2200/3405] lr: 3.083e-05, eta: 1:27:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3469, loss: 1.3469 +2025-05-06 17:29:19,152 - pyskl - INFO - Epoch [147][2300/3405] lr: 3.029e-05, eta: 1:26:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3853, loss: 1.3853 +2025-05-06 17:30:04,408 - pyskl - INFO - Epoch [147][2400/3405] lr: 2.976e-05, eta: 1:25:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3445, loss: 1.3445 +2025-05-06 17:30:49,734 - pyskl - INFO - Epoch [147][2500/3405] lr: 2.923e-05, eta: 1:24:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3167, loss: 1.3167 +2025-05-06 17:31:35,087 - pyskl - INFO - Epoch [147][2600/3405] lr: 2.871e-05, eta: 1:24:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3514, loss: 1.3514 +2025-05-06 17:32:20,393 - pyskl - INFO - Epoch [147][2700/3405] lr: 2.819e-05, eta: 1:23:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3627, loss: 1.3627 +2025-05-06 17:33:05,686 - pyskl - INFO - Epoch [147][2800/3405] lr: 2.768e-05, eta: 1:22:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3480, loss: 1.3480 +2025-05-06 17:33:50,874 - pyskl - INFO - Epoch [147][2900/3405] lr: 2.717e-05, eta: 1:21:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3744, loss: 1.3744 +2025-05-06 17:34:36,188 - pyskl - INFO - Epoch [147][3000/3405] lr: 2.666e-05, eta: 1:21:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3775, loss: 1.3775 +2025-05-06 17:35:21,399 - pyskl - INFO - Epoch [147][3100/3405] lr: 2.617e-05, eta: 1:20:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3929, loss: 1.3929 +2025-05-06 17:36:06,608 - pyskl - INFO - Epoch [147][3200/3405] lr: 2.567e-05, eta: 1:19:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3955, loss: 1.3955 +2025-05-06 17:36:51,795 - pyskl - INFO - Epoch [147][3300/3405] lr: 2.518e-05, eta: 1:18:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3592, loss: 1.3592 +2025-05-06 17:37:36,986 - pyskl - INFO - Epoch [147][3400/3405] lr: 2.469e-05, eta: 1:18:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3105, loss: 1.3105 +2025-05-06 17:37:39,679 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-05-06 17:41:51,316 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 17:41:52,011 - pyskl - INFO - +top1_acc 0.9114 +top5_acc 0.9794 +2025-05-06 17:41:52,032 - pyskl - INFO - Epoch(val) [147][3718] top1_acc: 0.9114, top5_acc: 0.9794 +2025-05-06 17:43:00,255 - pyskl - INFO - Epoch [148][100/3405] lr: 2.419e-05, eta: 1:17:15, time: 0.682, data_time: 0.232, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3918, loss: 1.3918 +2025-05-06 17:43:45,247 - pyskl - INFO - Epoch [148][200/3405] lr: 2.371e-05, eta: 1:16:29, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3437, loss: 1.3437 +2025-05-06 17:44:30,484 - pyskl - INFO - Epoch [148][300/3405] lr: 2.324e-05, eta: 1:15:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3666, loss: 1.3666 +2025-05-06 17:45:15,714 - pyskl - INFO - Epoch [148][400/3405] lr: 2.278e-05, eta: 1:14:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3567, loss: 1.3567 +2025-05-06 17:46:00,929 - pyskl - INFO - Epoch [148][500/3405] lr: 2.232e-05, eta: 1:14:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2899, loss: 1.2899 +2025-05-06 17:46:46,117 - pyskl - INFO - Epoch [148][600/3405] lr: 2.186e-05, eta: 1:13:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3784, loss: 1.3784 +2025-05-06 17:47:31,302 - pyskl - INFO - Epoch [148][700/3405] lr: 2.141e-05, eta: 1:12:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3640, loss: 1.3640 +2025-05-06 17:48:16,480 - pyskl - INFO - Epoch [148][800/3405] lr: 2.096e-05, eta: 1:11:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3483, loss: 1.3483 +2025-05-06 17:49:01,655 - pyskl - INFO - Epoch [148][900/3405] lr: 2.052e-05, eta: 1:11:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3543, loss: 1.3543 +2025-05-06 17:49:46,850 - pyskl - INFO - Epoch [148][1000/3405] lr: 2.008e-05, eta: 1:10:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3828, loss: 1.3828 +2025-05-06 17:50:31,987 - pyskl - INFO - Epoch [148][1100/3405] lr: 1.965e-05, eta: 1:09:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4029, loss: 1.4029 +2025-05-06 17:51:17,108 - pyskl - INFO - Epoch [148][1200/3405] lr: 1.922e-05, eta: 1:08:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3550, loss: 1.3550 +2025-05-06 17:52:02,399 - pyskl - INFO - Epoch [148][1300/3405] lr: 1.879e-05, eta: 1:08:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3621, loss: 1.3621 +2025-05-06 17:52:47,583 - pyskl - INFO - Epoch [148][1400/3405] lr: 1.837e-05, eta: 1:07:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3380, loss: 1.3380 +2025-05-06 17:53:32,654 - pyskl - INFO - Epoch [148][1500/3405] lr: 1.796e-05, eta: 1:06:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2954, loss: 1.2954 +2025-05-06 17:54:17,758 - pyskl - INFO - Epoch [148][1600/3405] lr: 1.755e-05, eta: 1:05:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3579, loss: 1.3579 +2025-05-06 17:55:02,888 - pyskl - INFO - Epoch [148][1700/3405] lr: 1.714e-05, eta: 1:05:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2934, loss: 1.2934 +2025-05-06 17:55:48,015 - pyskl - INFO - Epoch [148][1800/3405] lr: 1.674e-05, eta: 1:04:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3394, loss: 1.3394 +2025-05-06 17:56:33,114 - pyskl - INFO - Epoch [148][1900/3405] lr: 1.635e-05, eta: 1:03:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3343, loss: 1.3343 +2025-05-06 17:57:18,339 - pyskl - INFO - Epoch [148][2000/3405] lr: 1.596e-05, eta: 1:02:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3879, loss: 1.3879 +2025-05-06 17:58:03,454 - pyskl - INFO - Epoch [148][2100/3405] lr: 1.557e-05, eta: 1:01:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3510, loss: 1.3510 +2025-05-06 17:58:48,586 - pyskl - INFO - Epoch [148][2200/3405] lr: 1.519e-05, eta: 1:01:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3677, loss: 1.3677 +2025-05-06 17:59:33,701 - pyskl - INFO - Epoch [148][2300/3405] lr: 1.481e-05, eta: 1:00:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4172, loss: 1.4172 +2025-05-06 18:00:18,887 - pyskl - INFO - Epoch [148][2400/3405] lr: 1.444e-05, eta: 0:59:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3167, loss: 1.3167 +2025-05-06 18:01:03,959 - pyskl - INFO - Epoch [148][2500/3405] lr: 1.408e-05, eta: 0:58:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4257, loss: 1.4257 +2025-05-06 18:01:49,138 - pyskl - INFO - Epoch [148][2600/3405] lr: 1.371e-05, eta: 0:58:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3947, loss: 1.3947 +2025-05-06 18:02:34,441 - pyskl - INFO - Epoch [148][2700/3405] lr: 1.336e-05, eta: 0:57:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3610, loss: 1.3610 +2025-05-06 18:03:19,541 - pyskl - INFO - Epoch [148][2800/3405] lr: 1.300e-05, eta: 0:56:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3587, loss: 1.3587 +2025-05-06 18:04:04,697 - pyskl - INFO - Epoch [148][2900/3405] lr: 1.265e-05, eta: 0:55:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3558, loss: 1.3558 +2025-05-06 18:04:49,881 - pyskl - INFO - Epoch [148][3000/3405] lr: 1.231e-05, eta: 0:55:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3099, loss: 1.3099 +2025-05-06 18:05:35,184 - pyskl - INFO - Epoch [148][3100/3405] lr: 1.197e-05, eta: 0:54:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3046, loss: 1.3046 +2025-05-06 18:06:20,419 - pyskl - INFO - Epoch [148][3200/3405] lr: 1.164e-05, eta: 0:53:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3848, loss: 1.3848 +2025-05-06 18:07:05,679 - pyskl - INFO - Epoch [148][3300/3405] lr: 1.131e-05, eta: 0:52:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3761, loss: 1.3761 +2025-05-06 18:07:50,868 - pyskl - INFO - Epoch [148][3400/3405] lr: 1.098e-05, eta: 0:52:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3403, loss: 1.3403 +2025-05-06 18:07:53,545 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-05-06 18:12:01,424 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 18:12:02,116 - pyskl - INFO - +top1_acc 0.9128 +top5_acc 0.9839 +2025-05-06 18:12:02,138 - pyskl - INFO - Epoch(val) [148][3718] top1_acc: 0.9128, top5_acc: 0.9839 +2025-05-06 18:13:10,658 - pyskl - INFO - Epoch [149][100/3405] lr: 1.065e-05, eta: 0:51:15, time: 0.685, data_time: 0.232, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3839, loss: 1.3839 +2025-05-06 18:13:55,942 - pyskl - INFO - Epoch [149][200/3405] lr: 1.033e-05, eta: 0:50:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3641, loss: 1.3641 +2025-05-06 18:14:41,186 - pyskl - INFO - Epoch [149][300/3405] lr: 1.002e-05, eta: 0:49:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3919, loss: 1.3919 +2025-05-06 18:15:26,441 - pyskl - INFO - Epoch [149][400/3405] lr: 9.718e-06, eta: 0:48:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3086, loss: 1.3086 +2025-05-06 18:16:11,711 - pyskl - INFO - Epoch [149][500/3405] lr: 9.417e-06, eta: 0:48:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3728, loss: 1.3728 +2025-05-06 18:16:56,978 - pyskl - INFO - Epoch [149][600/3405] lr: 9.121e-06, eta: 0:47:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3869, loss: 1.3869 +2025-05-06 18:17:42,214 - pyskl - INFO - Epoch [149][700/3405] lr: 8.830e-06, eta: 0:46:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3784, loss: 1.3784 +2025-05-06 18:18:27,542 - pyskl - INFO - Epoch [149][800/3405] lr: 8.543e-06, eta: 0:45:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3573, loss: 1.3573 +2025-05-06 18:19:12,806 - pyskl - INFO - Epoch [149][900/3405] lr: 8.261e-06, eta: 0:45:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3542, loss: 1.3542 +2025-05-06 18:19:58,043 - pyskl - INFO - Epoch [149][1000/3405] lr: 7.984e-06, eta: 0:44:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3337, loss: 1.3337 +2025-05-06 18:20:43,207 - pyskl - INFO - Epoch [149][1100/3405] lr: 7.712e-06, eta: 0:43:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4072, loss: 1.4072 +2025-05-06 18:21:28,377 - pyskl - INFO - Epoch [149][1200/3405] lr: 7.444e-06, eta: 0:42:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3926, loss: 1.3926 +2025-05-06 18:22:13,458 - pyskl - INFO - Epoch [149][1300/3405] lr: 7.181e-06, eta: 0:42:05, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3608, loss: 1.3608 +2025-05-06 18:22:58,799 - pyskl - INFO - Epoch [149][1400/3405] lr: 6.923e-06, eta: 0:41:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3684, loss: 1.3684 +2025-05-06 18:23:44,375 - pyskl - INFO - Epoch [149][1500/3405] lr: 6.669e-06, eta: 0:40:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3253, loss: 1.3253 +2025-05-06 18:24:29,700 - pyskl - INFO - Epoch [149][1600/3405] lr: 6.420e-06, eta: 0:39:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3362, loss: 1.3362 +2025-05-06 18:25:14,991 - pyskl - INFO - Epoch [149][1700/3405] lr: 6.176e-06, eta: 0:39:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4038, loss: 1.4038 +2025-05-06 18:26:00,294 - pyskl - INFO - Epoch [149][1800/3405] lr: 5.937e-06, eta: 0:38:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3886, loss: 1.3886 +2025-05-06 18:26:45,643 - pyskl - INFO - Epoch [149][1900/3405] lr: 5.703e-06, eta: 0:37:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3335, loss: 1.3335 +2025-05-06 18:27:31,333 - pyskl - INFO - Epoch [149][2000/3405] lr: 5.473e-06, eta: 0:36:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3801, loss: 1.3801 +2025-05-06 18:28:16,383 - pyskl - INFO - Epoch [149][2100/3405] lr: 5.248e-06, eta: 0:35:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3097, loss: 1.3097 +2025-05-06 18:29:01,651 - pyskl - INFO - Epoch [149][2200/3405] lr: 5.027e-06, eta: 0:35:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3204, loss: 1.3204 +2025-05-06 18:29:46,858 - pyskl - INFO - Epoch [149][2300/3405] lr: 4.812e-06, eta: 0:34:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3972, loss: 1.3972 +2025-05-06 18:30:32,144 - pyskl - INFO - Epoch [149][2400/3405] lr: 4.601e-06, eta: 0:33:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3368, loss: 1.3368 +2025-05-06 18:31:17,400 - pyskl - INFO - Epoch [149][2500/3405] lr: 4.394e-06, eta: 0:32:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3822, loss: 1.3822 +2025-05-06 18:32:02,675 - pyskl - INFO - Epoch [149][2600/3405] lr: 4.193e-06, eta: 0:32:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3157, loss: 1.3157 +2025-05-06 18:32:47,981 - pyskl - INFO - Epoch [149][2700/3405] lr: 3.996e-06, eta: 0:31:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3359, loss: 1.3359 +2025-05-06 18:33:33,276 - pyskl - INFO - Epoch [149][2800/3405] lr: 3.804e-06, eta: 0:30:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3817, loss: 1.3817 +2025-05-06 18:34:18,525 - pyskl - INFO - Epoch [149][2900/3405] lr: 3.617e-06, eta: 0:29:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3670, loss: 1.3670 +2025-05-06 18:35:03,773 - pyskl - INFO - Epoch [149][3000/3405] lr: 3.434e-06, eta: 0:29:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3526, loss: 1.3526 +2025-05-06 18:35:48,990 - pyskl - INFO - Epoch [149][3100/3405] lr: 3.256e-06, eta: 0:28:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3621, loss: 1.3621 +2025-05-06 18:36:34,280 - pyskl - INFO - Epoch [149][3200/3405] lr: 3.083e-06, eta: 0:27:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3425, loss: 1.3425 +2025-05-06 18:37:19,510 - pyskl - INFO - Epoch [149][3300/3405] lr: 2.915e-06, eta: 0:26:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3591, loss: 1.3591 +2025-05-06 18:38:04,789 - pyskl - INFO - Epoch [149][3400/3405] lr: 2.751e-06, eta: 0:26:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3865, loss: 1.3865 +2025-05-06 18:38:07,507 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-05-06 18:42:14,701 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 18:42:15,250 - pyskl - INFO - +top1_acc 0.9135 +top5_acc 0.9830 +2025-05-06 18:42:15,272 - pyskl - INFO - Epoch(val) [149][3718] top1_acc: 0.9135, top5_acc: 0.9830 +2025-05-06 18:43:23,273 - pyskl - INFO - Epoch [150][100/3405] lr: 2.584e-06, eta: 0:25:14, time: 0.680, data_time: 0.228, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4077, loss: 1.4077 +2025-05-06 18:44:08,420 - pyskl - INFO - Epoch [150][200/3405] lr: 2.430e-06, eta: 0:24:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3801, loss: 1.3801 +2025-05-06 18:44:53,485 - pyskl - INFO - Epoch [150][300/3405] lr: 2.281e-06, eta: 0:23:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4165, loss: 1.4165 +2025-05-06 18:45:38,554 - pyskl - INFO - Epoch [150][400/3405] lr: 2.137e-06, eta: 0:22:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3112, loss: 1.3112 +2025-05-06 18:46:23,935 - pyskl - INFO - Epoch [150][500/3405] lr: 1.997e-06, eta: 0:22:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3322, loss: 1.3322 +2025-05-06 18:47:09,099 - pyskl - INFO - Epoch [150][600/3405] lr: 1.862e-06, eta: 0:21:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3560, loss: 1.3560 +2025-05-06 18:47:54,306 - pyskl - INFO - Epoch [150][700/3405] lr: 1.731e-06, eta: 0:20:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3507, loss: 1.3507 +2025-05-06 18:48:39,522 - pyskl - INFO - Epoch [150][800/3405] lr: 1.606e-06, eta: 0:19:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3479, loss: 1.3479 +2025-05-06 18:49:24,759 - pyskl - INFO - Epoch [150][900/3405] lr: 1.485e-06, eta: 0:19:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3872, loss: 1.3872 +2025-05-06 18:50:09,920 - pyskl - INFO - Epoch [150][1000/3405] lr: 1.369e-06, eta: 0:18:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3880, loss: 1.3880 +2025-05-06 18:50:55,125 - pyskl - INFO - Epoch [150][1100/3405] lr: 1.257e-06, eta: 0:17:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3570, loss: 1.3570 +2025-05-06 18:51:40,460 - pyskl - INFO - Epoch [150][1200/3405] lr: 1.151e-06, eta: 0:16:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3919, loss: 1.3919 +2025-05-06 18:52:25,689 - pyskl - INFO - Epoch [150][1300/3405] lr: 1.049e-06, eta: 0:16:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2884, loss: 1.2884 +2025-05-06 18:53:11,165 - pyskl - INFO - Epoch [150][1400/3405] lr: 9.515e-07, eta: 0:15:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3018, loss: 1.3018 +2025-05-06 18:53:56,615 - pyskl - INFO - Epoch [150][1500/3405] lr: 8.590e-07, eta: 0:14:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3157, loss: 1.3157 +2025-05-06 18:54:41,816 - pyskl - INFO - Epoch [150][1600/3405] lr: 7.712e-07, eta: 0:13:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4107, loss: 1.4107 +2025-05-06 18:55:27,010 - pyskl - INFO - Epoch [150][1700/3405] lr: 6.882e-07, eta: 0:13:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3130, loss: 1.3130 +2025-05-06 18:56:12,321 - pyskl - INFO - Epoch [150][1800/3405] lr: 6.099e-07, eta: 0:12:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3616, loss: 1.3616 +2025-05-06 18:56:57,610 - pyskl - INFO - Epoch [150][1900/3405] lr: 5.363e-07, eta: 0:11:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3109, loss: 1.3109 +2025-05-06 18:57:42,926 - pyskl - INFO - Epoch [150][2000/3405] lr: 4.674e-07, eta: 0:10:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3965, loss: 1.3965 +2025-05-06 18:58:28,163 - pyskl - INFO - Epoch [150][2100/3405] lr: 4.033e-07, eta: 0:09:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3799, loss: 1.3799 +2025-05-06 18:59:13,351 - pyskl - INFO - Epoch [150][2200/3405] lr: 3.439e-07, eta: 0:09:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3847, loss: 1.3847 +2025-05-06 18:59:58,500 - pyskl - INFO - Epoch [150][2300/3405] lr: 2.892e-07, eta: 0:08:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3161, loss: 1.3161 +2025-05-06 19:00:43,671 - pyskl - INFO - Epoch [150][2400/3405] lr: 2.393e-07, eta: 0:07:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3890, loss: 1.3890 +2025-05-06 19:01:29,053 - pyskl - INFO - Epoch [150][2500/3405] lr: 1.941e-07, eta: 0:06:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3963, loss: 1.3963 +2025-05-06 19:02:14,310 - pyskl - INFO - Epoch [150][2600/3405] lr: 1.536e-07, eta: 0:06:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3281, loss: 1.3281 +2025-05-06 19:02:59,566 - pyskl - INFO - Epoch [150][2700/3405] lr: 1.179e-07, eta: 0:05:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4133, loss: 1.4133 +2025-05-06 19:03:44,813 - pyskl - INFO - Epoch [150][2800/3405] lr: 8.684e-08, eta: 0:04:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3519, loss: 1.3519 +2025-05-06 19:04:30,010 - pyskl - INFO - Epoch [150][2900/3405] lr: 6.054e-08, eta: 0:03:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3170, loss: 1.3170 +2025-05-06 19:05:15,195 - pyskl - INFO - Epoch [150][3000/3405] lr: 3.898e-08, eta: 0:03:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3460, loss: 1.3460 +2025-05-06 19:06:00,395 - pyskl - INFO - Epoch [150][3100/3405] lr: 2.214e-08, eta: 0:02:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3478, loss: 1.3478 +2025-05-06 19:06:45,603 - pyskl - INFO - Epoch [150][3200/3405] lr: 1.003e-08, eta: 0:01:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3036, loss: 1.3036 +2025-05-06 19:07:30,800 - pyskl - INFO - Epoch [150][3300/3405] lr: 2.657e-09, eta: 0:00:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3384, loss: 1.3384 +2025-05-06 19:08:16,043 - pyskl - INFO - Epoch [150][3400/3405] lr: 8.513e-12, eta: 0:00:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3545, loss: 1.3545 +2025-05-06 19:08:18,698 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-05-06 19:12:30,159 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 19:12:30,718 - pyskl - INFO - +top1_acc 0.9142 +top5_acc 0.9848 +2025-05-06 19:12:30,784 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_145.pth was removed +2025-05-06 19:12:31,874 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_150.pth. +2025-05-06 19:12:31,876 - pyskl - INFO - Best top1_acc is 0.9142 at 150 epoch. +2025-05-06 19:12:31,900 - pyskl - INFO - Epoch(val) [150][3718] top1_acc: 0.9142, top5_acc: 0.9848 +2025-05-06 19:12:43,565 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-05-06 19:47:31,671 - pyskl - INFO - Testing results of the last checkpoint +2025-05-06 19:47:31,672 - pyskl - INFO - top1_acc: 0.9157 +2025-05-06 19:47:31,672 - pyskl - INFO - top5_acc: 0.9851 +2025-05-06 19:47:31,673 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_150.pth +2025-05-06 20:21:56,524 - pyskl - INFO - Testing results of the best checkpoint +2025-05-06 20:21:56,524 - pyskl - INFO - top1_acc: 0.9157 +2025-05-06 20:21:56,524 - pyskl - INFO - top5_acc: 0.9851 diff --git a/ntu120_xset/b_1/best_pred.pkl b/ntu120_xset/b_1/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..81dcda120dd74a149ae7791951ae57dc2ae64716 --- /dev/null +++ b/ntu120_xset/b_1/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:463a960d5ffc47a27ce16fd0a71ff2e51cbf98ccee9fbb8bfe308125215769c7 +size 43570339 diff --git a/ntu120_xset/b_1/best_top1_acc_epoch_150.pth b/ntu120_xset/b_1/best_top1_acc_epoch_150.pth new file mode 100644 index 0000000000000000000000000000000000000000..7210f77a5d12fd4b277eae9a4d1448b5e3855445 --- /dev/null +++ b/ntu120_xset/b_1/best_top1_acc_epoch_150.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:329ba4e6da516e2c185758d6039b4dd6eff15a8a70c73925368b9d30f6582030 +size 16396379 diff --git a/ntu120_xset/b_2/20250623_102101.log b/ntu120_xset/b_2/20250623_102101.log new file mode 100644 index 0000000000000000000000000000000000000000..f7a30d91b1beaad44f4b76e14bb535d4affbe8a4 --- /dev/null +++ b/ntu120_xset/b_2/20250623_102101.log @@ -0,0 +1,6326 @@ +2025-06-23 10:21:01,584 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-06-23 10:21:01,903 - pyskl - INFO - Config: modality = 'b' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu120_xset/b_2' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='b', + num_classes=120, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=120, + in_channels=384, + work_dir='./work_dirs/ntu120_xset/b_2', + interval_epoch=5, + weight_1=0.3, + weight_2=0.3)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-06-23 10:21:01,904 - pyskl - INFO - Set random seed to 777191217, deterministic: False +2025-06-23 10:21:15,699 - pyskl - INFO - 54468 videos remain after valid thresholding +2025-06-23 10:21:25,905 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-06-23 10:21:25,950 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2 +2025-06-23 10:21:25,950 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-06-23 10:21:25,950 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-06-23 10:21:25,951 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2 by HardDiskBackend. +2025-06-23 10:22:36,009 - pyskl - INFO - Epoch [1][100/3405] lr: 2.500e-02, eta: 4 days, 3:22:00, time: 0.701, data_time: 0.230, memory: 13267, top1_acc: 0.0112, top5_acc: 0.0462, loss_cls: 13.0119, loss: 13.0119 +2025-06-23 10:23:22,380 - pyskl - INFO - Epoch [1][200/3405] lr: 2.500e-02, eta: 3 days, 10:33:16, time: 0.464, data_time: 0.000, memory: 13267, top1_acc: 0.0219, top5_acc: 0.0869, loss_cls: 11.6039, loss: 11.6039 +2025-06-23 10:24:08,919 - pyskl - INFO - Epoch [1][300/3405] lr: 2.500e-02, eta: 3 days, 5:01:18, time: 0.465, data_time: 0.000, memory: 13267, top1_acc: 0.0187, top5_acc: 0.0938, loss_cls: 11.3879, loss: 11.3879 +2025-06-23 10:24:55,456 - pyskl - INFO - Epoch [1][400/3405] lr: 2.500e-02, eta: 3 days, 2:14:52, time: 0.465, data_time: 0.000, memory: 13267, top1_acc: 0.0187, top5_acc: 0.0919, loss_cls: 11.1683, loss: 11.1683 +2025-06-23 10:25:41,737 - pyskl - INFO - Epoch [1][500/3405] lr: 2.500e-02, eta: 3 days, 0:30:21, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.0194, top5_acc: 0.0906, loss_cls: 11.1381, loss: 11.1381 +2025-06-23 10:26:28,100 - pyskl - INFO - Epoch [1][600/3405] lr: 2.500e-02, eta: 2 days, 23:21:35, time: 0.464, data_time: 0.000, memory: 13267, top1_acc: 0.0300, top5_acc: 0.1156, loss_cls: 11.0188, loss: 11.0188 +2025-06-23 10:27:14,411 - pyskl - INFO - Epoch [1][700/3405] lr: 2.500e-02, eta: 2 days, 22:31:36, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.0331, top5_acc: 0.1331, loss_cls: 10.8963, loss: 10.8963 +2025-06-23 10:28:00,793 - pyskl - INFO - Epoch [1][800/3405] lr: 2.500e-02, eta: 2 days, 21:54:41, time: 0.464, data_time: 0.000, memory: 13267, top1_acc: 0.0413, top5_acc: 0.1681, loss_cls: 10.7345, loss: 10.7345 +2025-06-23 10:28:47,140 - pyskl - INFO - Epoch [1][900/3405] lr: 2.500e-02, eta: 2 days, 21:25:27, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.0519, top5_acc: 0.1862, loss_cls: 10.6125, loss: 10.6125 +2025-06-23 10:29:33,464 - pyskl - INFO - Epoch [1][1000/3405] lr: 2.500e-02, eta: 2 days, 21:01:44, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.0394, top5_acc: 0.2069, loss_cls: 10.4439, loss: 10.4439 +2025-06-23 10:30:19,722 - pyskl - INFO - Epoch [1][1100/3405] lr: 2.500e-02, eta: 2 days, 20:41:40, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.0550, top5_acc: 0.2313, loss_cls: 10.2711, loss: 10.2711 +2025-06-23 10:31:06,012 - pyskl - INFO - Epoch [1][1200/3405] lr: 2.500e-02, eta: 2 days, 20:25:03, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.0813, top5_acc: 0.3013, loss_cls: 9.9255, loss: 9.9255 +2025-06-23 10:31:52,283 - pyskl - INFO - Epoch [1][1300/3405] lr: 2.500e-02, eta: 2 days, 20:10:45, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.0737, top5_acc: 0.2825, loss_cls: 9.9355, loss: 9.9355 +2025-06-23 10:32:38,538 - pyskl - INFO - Epoch [1][1400/3405] lr: 2.500e-02, eta: 2 days, 19:58:17, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.0856, top5_acc: 0.2950, loss_cls: 9.9150, loss: 9.9150 +2025-06-23 10:33:24,781 - pyskl - INFO - Epoch [1][1500/3405] lr: 2.500e-02, eta: 2 days, 19:47:18, time: 0.462, data_time: 0.000, memory: 13267, top1_acc: 0.0869, top5_acc: 0.3281, loss_cls: 9.7113, loss: 9.7113 +2025-06-23 10:34:11,000 - pyskl - INFO - Epoch [1][1600/3405] lr: 2.500e-02, eta: 2 days, 19:37:28, time: 0.462, data_time: 0.000, memory: 13267, top1_acc: 0.1056, top5_acc: 0.3319, loss_cls: 9.6138, loss: 9.6138 +2025-06-23 10:34:57,224 - pyskl - INFO - Epoch [1][1700/3405] lr: 2.500e-02, eta: 2 days, 19:28:44, time: 0.462, data_time: 0.000, memory: 13267, top1_acc: 0.0963, top5_acc: 0.3625, loss_cls: 9.5602, loss: 9.5602 +2025-06-23 10:35:43,492 - pyskl - INFO - Epoch [1][1800/3405] lr: 2.500e-02, eta: 2 days, 19:21:05, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.1263, top5_acc: 0.3831, loss_cls: 9.3874, loss: 9.3874 +2025-06-23 10:36:29,794 - pyskl - INFO - Epoch [1][1900/3405] lr: 2.500e-02, eta: 2 days, 19:14:19, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.1231, top5_acc: 0.3844, loss_cls: 9.3840, loss: 9.3840 +2025-06-23 10:37:16,133 - pyskl - INFO - Epoch [1][2000/3405] lr: 2.500e-02, eta: 2 days, 19:08:18, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.1212, top5_acc: 0.4113, loss_cls: 9.1927, loss: 9.1927 +2025-06-23 10:38:02,532 - pyskl - INFO - Epoch [1][2100/3405] lr: 2.500e-02, eta: 2 days, 19:03:02, time: 0.464, data_time: 0.000, memory: 13267, top1_acc: 0.1331, top5_acc: 0.4188, loss_cls: 9.3051, loss: 9.3051 +2025-06-23 10:38:48,861 - pyskl - INFO - Epoch [1][2200/3405] lr: 2.500e-02, eta: 2 days, 18:57:54, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.1237, top5_acc: 0.4263, loss_cls: 9.1787, loss: 9.1787 +2025-06-23 10:39:35,141 - pyskl - INFO - Epoch [1][2300/3405] lr: 2.500e-02, eta: 2 days, 18:52:58, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.1437, top5_acc: 0.4437, loss_cls: 9.0697, loss: 9.0697 +2025-06-23 10:40:21,376 - pyskl - INFO - Epoch [1][2400/3405] lr: 2.500e-02, eta: 2 days, 18:48:13, time: 0.462, data_time: 0.000, memory: 13267, top1_acc: 0.1431, top5_acc: 0.4731, loss_cls: 8.8700, loss: 8.8700 +2025-06-23 10:41:07,671 - pyskl - INFO - Epoch [1][2500/3405] lr: 2.500e-02, eta: 2 days, 18:44:00, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.1719, top5_acc: 0.4875, loss_cls: 8.8876, loss: 8.8876 +2025-06-23 10:41:53,918 - pyskl - INFO - Epoch [1][2600/3405] lr: 2.500e-02, eta: 2 days, 18:39:53, time: 0.462, data_time: 0.000, memory: 13267, top1_acc: 0.1456, top5_acc: 0.4794, loss_cls: 9.0274, loss: 9.0274 +2025-06-23 10:42:40,168 - pyskl - INFO - Epoch [1][2700/3405] lr: 2.500e-02, eta: 2 days, 18:36:01, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.1694, top5_acc: 0.5025, loss_cls: 8.8156, loss: 8.8156 +2025-06-23 10:43:26,541 - pyskl - INFO - Epoch [1][2800/3405] lr: 2.500e-02, eta: 2 days, 18:32:45, time: 0.464, data_time: 0.000, memory: 13267, top1_acc: 0.1700, top5_acc: 0.5175, loss_cls: 8.8204, loss: 8.8204 +2025-06-23 10:44:12,893 - pyskl - INFO - Epoch [1][2900/3405] lr: 2.500e-02, eta: 2 days, 18:29:36, time: 0.464, data_time: 0.000, memory: 13267, top1_acc: 0.1731, top5_acc: 0.5225, loss_cls: 8.7269, loss: 8.7269 +2025-06-23 10:44:59,191 - pyskl - INFO - Epoch [1][3000/3405] lr: 2.500e-02, eta: 2 days, 18:26:27, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.2100, top5_acc: 0.5425, loss_cls: 8.6229, loss: 8.6229 +2025-06-23 10:45:45,538 - pyskl - INFO - Epoch [1][3100/3405] lr: 2.500e-02, eta: 2 days, 18:23:35, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.1862, top5_acc: 0.5306, loss_cls: 8.6066, loss: 8.6066 +2025-06-23 10:46:31,919 - pyskl - INFO - Epoch [1][3200/3405] lr: 2.500e-02, eta: 2 days, 18:20:57, time: 0.464, data_time: 0.000, memory: 13267, top1_acc: 0.1894, top5_acc: 0.5500, loss_cls: 8.6235, loss: 8.6235 +2025-06-23 10:47:18,329 - pyskl - INFO - Epoch [1][3300/3405] lr: 2.500e-02, eta: 2 days, 18:18:30, time: 0.464, data_time: 0.000, memory: 13267, top1_acc: 0.2069, top5_acc: 0.5631, loss_cls: 8.5420, loss: 8.5420 +2025-06-23 10:48:04,842 - pyskl - INFO - Epoch [1][3400/3405] lr: 2.500e-02, eta: 2 days, 18:16:24, time: 0.465, data_time: 0.000, memory: 13267, top1_acc: 0.2112, top5_acc: 0.5831, loss_cls: 8.4780, loss: 8.4780 +2025-06-23 10:48:07,506 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-06-23 10:52:22,452 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 10:52:23,073 - pyskl - INFO - +top1_acc 0.2196 +top5_acc 0.5733 +2025-06-23 10:52:24,129 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-06-23 10:52:24,130 - pyskl - INFO - Best top1_acc is 0.2196 at 1 epoch. +2025-06-23 10:52:24,153 - pyskl - INFO - Epoch(val) [1][3718] top1_acc: 0.2196, top5_acc: 0.5733 +2025-06-23 10:53:33,306 - pyskl - INFO - Epoch [2][100/3405] lr: 2.500e-02, eta: 2 days, 19:03:16, time: 0.691, data_time: 0.229, memory: 13268, top1_acc: 0.2250, top5_acc: 0.5706, loss_cls: 8.5249, loss: 8.5249 +2025-06-23 10:54:19,544 - pyskl - INFO - Epoch [2][200/3405] lr: 2.500e-02, eta: 2 days, 18:59:18, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.2288, top5_acc: 0.5981, loss_cls: 8.4079, loss: 8.4079 +2025-06-23 10:55:05,622 - pyskl - INFO - Epoch [2][300/3405] lr: 2.500e-02, eta: 2 days, 18:55:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.2231, top5_acc: 0.6181, loss_cls: 8.1830, loss: 8.1830 +2025-06-23 10:55:51,728 - pyskl - INFO - Epoch [2][400/3405] lr: 2.500e-02, eta: 2 days, 18:51:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.2569, top5_acc: 0.6175, loss_cls: 8.2425, loss: 8.2425 +2025-06-23 10:56:37,980 - pyskl - INFO - Epoch [2][500/3405] lr: 2.500e-02, eta: 2 days, 18:47:47, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.2700, top5_acc: 0.6312, loss_cls: 8.1092, loss: 8.1092 +2025-06-23 10:57:24,173 - pyskl - INFO - Epoch [2][600/3405] lr: 2.500e-02, eta: 2 days, 18:44:21, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.2512, top5_acc: 0.6244, loss_cls: 8.2230, loss: 8.2230 +2025-06-23 10:58:10,247 - pyskl - INFO - Epoch [2][700/3405] lr: 2.500e-02, eta: 2 days, 18:40:49, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.2913, top5_acc: 0.6538, loss_cls: 7.9915, loss: 7.9915 +2025-06-23 10:58:56,323 - pyskl - INFO - Epoch [2][800/3405] lr: 2.500e-02, eta: 2 days, 18:37:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.2612, top5_acc: 0.6381, loss_cls: 8.1036, loss: 8.1036 +2025-06-23 10:59:42,304 - pyskl - INFO - Epoch [2][900/3405] lr: 2.500e-02, eta: 2 days, 18:33:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.2856, top5_acc: 0.6631, loss_cls: 7.9905, loss: 7.9905 +2025-06-23 11:00:28,054 - pyskl - INFO - Epoch [2][1000/3405] lr: 2.500e-02, eta: 2 days, 18:30:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.2756, top5_acc: 0.6825, loss_cls: 7.9987, loss: 7.9987 +2025-06-23 11:01:13,930 - pyskl - INFO - Epoch [2][1100/3405] lr: 2.500e-02, eta: 2 days, 18:26:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.2888, top5_acc: 0.6669, loss_cls: 7.9326, loss: 7.9326 +2025-06-23 11:01:59,845 - pyskl - INFO - Epoch [2][1200/3405] lr: 2.499e-02, eta: 2 days, 18:23:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.3200, top5_acc: 0.6963, loss_cls: 7.6807, loss: 7.6807 +2025-06-23 11:02:45,791 - pyskl - INFO - Epoch [2][1300/3405] lr: 2.499e-02, eta: 2 days, 18:20:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.3244, top5_acc: 0.7044, loss_cls: 7.6271, loss: 7.6271 +2025-06-23 11:03:31,747 - pyskl - INFO - Epoch [2][1400/3405] lr: 2.499e-02, eta: 2 days, 18:17:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.3231, top5_acc: 0.7094, loss_cls: 7.7013, loss: 7.7013 +2025-06-23 11:04:17,576 - pyskl - INFO - Epoch [2][1500/3405] lr: 2.499e-02, eta: 2 days, 18:14:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.3300, top5_acc: 0.7381, loss_cls: 7.6196, loss: 7.6196 +2025-06-23 11:05:03,553 - pyskl - INFO - Epoch [2][1600/3405] lr: 2.499e-02, eta: 2 days, 18:11:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.3575, top5_acc: 0.7325, loss_cls: 7.4337, loss: 7.4337 +2025-06-23 11:05:49,496 - pyskl - INFO - Epoch [2][1700/3405] lr: 2.499e-02, eta: 2 days, 18:08:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.3319, top5_acc: 0.7212, loss_cls: 7.6154, loss: 7.6154 +2025-06-23 11:06:35,420 - pyskl - INFO - Epoch [2][1800/3405] lr: 2.499e-02, eta: 2 days, 18:06:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.3594, top5_acc: 0.7137, loss_cls: 7.4875, loss: 7.4875 +2025-06-23 11:07:21,315 - pyskl - INFO - Epoch [2][1900/3405] lr: 2.499e-02, eta: 2 days, 18:03:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.3475, top5_acc: 0.7156, loss_cls: 7.5944, loss: 7.5944 +2025-06-23 11:08:07,057 - pyskl - INFO - Epoch [2][2000/3405] lr: 2.499e-02, eta: 2 days, 18:00:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.3531, top5_acc: 0.7425, loss_cls: 7.4770, loss: 7.4770 +2025-06-23 11:08:52,778 - pyskl - INFO - Epoch [2][2100/3405] lr: 2.499e-02, eta: 2 days, 17:57:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.3762, top5_acc: 0.7300, loss_cls: 7.4056, loss: 7.4056 +2025-06-23 11:09:38,527 - pyskl - INFO - Epoch [2][2200/3405] lr: 2.499e-02, eta: 2 days, 17:55:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.3775, top5_acc: 0.7312, loss_cls: 7.3926, loss: 7.3926 +2025-06-23 11:10:24,311 - pyskl - INFO - Epoch [2][2300/3405] lr: 2.499e-02, eta: 2 days, 17:52:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.3862, top5_acc: 0.7406, loss_cls: 7.3252, loss: 7.3252 +2025-06-23 11:11:10,203 - pyskl - INFO - Epoch [2][2400/3405] lr: 2.499e-02, eta: 2 days, 17:50:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.3812, top5_acc: 0.7494, loss_cls: 7.3445, loss: 7.3445 +2025-06-23 11:11:56,020 - pyskl - INFO - Epoch [2][2500/3405] lr: 2.499e-02, eta: 2 days, 17:48:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.4156, top5_acc: 0.7775, loss_cls: 7.1982, loss: 7.1982 +2025-06-23 11:12:41,933 - pyskl - INFO - Epoch [2][2600/3405] lr: 2.499e-02, eta: 2 days, 17:45:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.3969, top5_acc: 0.7606, loss_cls: 7.2195, loss: 7.2195 +2025-06-23 11:13:27,835 - pyskl - INFO - Epoch [2][2700/3405] lr: 2.499e-02, eta: 2 days, 17:43:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.4050, top5_acc: 0.7700, loss_cls: 7.0969, loss: 7.0969 +2025-06-23 11:14:13,668 - pyskl - INFO - Epoch [2][2800/3405] lr: 2.499e-02, eta: 2 days, 17:41:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.4056, top5_acc: 0.7781, loss_cls: 7.1360, loss: 7.1360 +2025-06-23 11:14:59,582 - pyskl - INFO - Epoch [2][2900/3405] lr: 2.499e-02, eta: 2 days, 17:39:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.4231, top5_acc: 0.7762, loss_cls: 7.0689, loss: 7.0689 +2025-06-23 11:15:45,469 - pyskl - INFO - Epoch [2][3000/3405] lr: 2.499e-02, eta: 2 days, 17:37:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.4094, top5_acc: 0.8013, loss_cls: 7.1256, loss: 7.1256 +2025-06-23 11:16:31,445 - pyskl - INFO - Epoch [2][3100/3405] lr: 2.499e-02, eta: 2 days, 17:35:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.4344, top5_acc: 0.7969, loss_cls: 7.0593, loss: 7.0593 +2025-06-23 11:17:17,410 - pyskl - INFO - Epoch [2][3200/3405] lr: 2.499e-02, eta: 2 days, 17:33:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.4306, top5_acc: 0.8025, loss_cls: 6.9136, loss: 6.9136 +2025-06-23 11:18:03,801 - pyskl - INFO - Epoch [2][3300/3405] lr: 2.499e-02, eta: 2 days, 17:32:14, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.4431, top5_acc: 0.7919, loss_cls: 6.8926, loss: 6.8926 +2025-06-23 11:18:49,952 - pyskl - INFO - Epoch [2][3400/3405] lr: 2.499e-02, eta: 2 days, 17:30:39, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4419, top5_acc: 0.8087, loss_cls: 6.8681, loss: 6.8681 +2025-06-23 11:18:52,635 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-06-23 11:23:04,394 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 11:23:04,953 - pyskl - INFO - +top1_acc 0.4126 +top5_acc 0.7795 +2025-06-23 11:23:05,005 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_1.pth was removed +2025-06-23 11:23:06,065 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-06-23 11:23:06,067 - pyskl - INFO - Best top1_acc is 0.4126 at 2 epoch. +2025-06-23 11:23:06,086 - pyskl - INFO - Epoch(val) [2][3718] top1_acc: 0.4126, top5_acc: 0.7795 +2025-06-23 11:24:14,803 - pyskl - INFO - Epoch [3][100/3405] lr: 2.499e-02, eta: 2 days, 17:53:37, time: 0.687, data_time: 0.226, memory: 13268, top1_acc: 0.4437, top5_acc: 0.8069, loss_cls: 6.8166, loss: 6.8166 +2025-06-23 11:25:00,952 - pyskl - INFO - Epoch [3][200/3405] lr: 2.499e-02, eta: 2 days, 17:51:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4481, top5_acc: 0.7906, loss_cls: 6.9197, loss: 6.9197 +2025-06-23 11:25:47,124 - pyskl - INFO - Epoch [3][300/3405] lr: 2.499e-02, eta: 2 days, 17:49:52, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.4612, top5_acc: 0.8131, loss_cls: 6.6967, loss: 6.6967 +2025-06-23 11:26:33,179 - pyskl - INFO - Epoch [3][400/3405] lr: 2.499e-02, eta: 2 days, 17:47:55, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4537, top5_acc: 0.8169, loss_cls: 6.7292, loss: 6.7292 +2025-06-23 11:27:19,220 - pyskl - INFO - Epoch [3][500/3405] lr: 2.499e-02, eta: 2 days, 17:45:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.4725, top5_acc: 0.8231, loss_cls: 6.5941, loss: 6.5941 +2025-06-23 11:28:05,481 - pyskl - INFO - Epoch [3][600/3405] lr: 2.499e-02, eta: 2 days, 17:44:20, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.4813, top5_acc: 0.8156, loss_cls: 6.6795, loss: 6.6795 +2025-06-23 11:28:51,552 - pyskl - INFO - Epoch [3][700/3405] lr: 2.499e-02, eta: 2 days, 17:42:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4800, top5_acc: 0.8313, loss_cls: 6.5465, loss: 6.5465 +2025-06-23 11:29:37,582 - pyskl - INFO - Epoch [3][800/3405] lr: 2.499e-02, eta: 2 days, 17:40:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.4756, top5_acc: 0.8387, loss_cls: 6.5446, loss: 6.5446 +2025-06-23 11:30:23,610 - pyskl - INFO - Epoch [3][900/3405] lr: 2.499e-02, eta: 2 days, 17:38:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.4694, top5_acc: 0.8187, loss_cls: 6.7611, loss: 6.7611 +2025-06-23 11:31:09,629 - pyskl - INFO - Epoch [3][1000/3405] lr: 2.499e-02, eta: 2 days, 17:36:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5038, top5_acc: 0.8269, loss_cls: 6.5585, loss: 6.5585 +2025-06-23 11:31:55,730 - pyskl - INFO - Epoch [3][1100/3405] lr: 2.499e-02, eta: 2 days, 17:35:17, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4994, top5_acc: 0.8381, loss_cls: 6.3673, loss: 6.3673 +2025-06-23 11:32:41,765 - pyskl - INFO - Epoch [3][1200/3405] lr: 2.498e-02, eta: 2 days, 17:33:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5056, top5_acc: 0.8500, loss_cls: 6.4367, loss: 6.4367 +2025-06-23 11:33:27,833 - pyskl - INFO - Epoch [3][1300/3405] lr: 2.498e-02, eta: 2 days, 17:31:50, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4894, top5_acc: 0.8306, loss_cls: 6.5642, loss: 6.5642 +2025-06-23 11:34:13,858 - pyskl - INFO - Epoch [3][1400/3405] lr: 2.498e-02, eta: 2 days, 17:30:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5106, top5_acc: 0.8325, loss_cls: 6.4185, loss: 6.4185 +2025-06-23 11:34:59,872 - pyskl - INFO - Epoch [3][1500/3405] lr: 2.498e-02, eta: 2 days, 17:28:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5112, top5_acc: 0.8287, loss_cls: 6.3661, loss: 6.3661 +2025-06-23 11:35:45,893 - pyskl - INFO - Epoch [3][1600/3405] lr: 2.498e-02, eta: 2 days, 17:26:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5175, top5_acc: 0.8556, loss_cls: 6.3488, loss: 6.3488 +2025-06-23 11:36:31,940 - pyskl - INFO - Epoch [3][1700/3405] lr: 2.498e-02, eta: 2 days, 17:25:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5244, top5_acc: 0.8644, loss_cls: 6.3309, loss: 6.3309 +2025-06-23 11:37:17,962 - pyskl - INFO - Epoch [3][1800/3405] lr: 2.498e-02, eta: 2 days, 17:23:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5219, top5_acc: 0.8444, loss_cls: 6.4499, loss: 6.4499 +2025-06-23 11:38:04,022 - pyskl - INFO - Epoch [3][1900/3405] lr: 2.498e-02, eta: 2 days, 17:21:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5056, top5_acc: 0.8363, loss_cls: 6.4506, loss: 6.4506 +2025-06-23 11:38:50,075 - pyskl - INFO - Epoch [3][2000/3405] lr: 2.498e-02, eta: 2 days, 17:20:23, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5337, top5_acc: 0.8606, loss_cls: 6.2366, loss: 6.2366 +2025-06-23 11:39:36,135 - pyskl - INFO - Epoch [3][2100/3405] lr: 2.498e-02, eta: 2 days, 17:18:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5281, top5_acc: 0.8519, loss_cls: 6.2870, loss: 6.2870 +2025-06-23 11:40:22,185 - pyskl - INFO - Epoch [3][2200/3405] lr: 2.498e-02, eta: 2 days, 17:17:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.4981, top5_acc: 0.8431, loss_cls: 6.4112, loss: 6.4112 +2025-06-23 11:41:08,176 - pyskl - INFO - Epoch [3][2300/3405] lr: 2.498e-02, eta: 2 days, 17:15:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5206, top5_acc: 0.8456, loss_cls: 6.3279, loss: 6.3279 +2025-06-23 11:41:54,190 - pyskl - INFO - Epoch [3][2400/3405] lr: 2.498e-02, eta: 2 days, 17:14:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5300, top5_acc: 0.8481, loss_cls: 6.3834, loss: 6.3834 +2025-06-23 11:42:40,227 - pyskl - INFO - Epoch [3][2500/3405] lr: 2.498e-02, eta: 2 days, 17:12:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5288, top5_acc: 0.8387, loss_cls: 6.2505, loss: 6.2505 +2025-06-23 11:43:26,249 - pyskl - INFO - Epoch [3][2600/3405] lr: 2.498e-02, eta: 2 days, 17:11:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5219, top5_acc: 0.8469, loss_cls: 6.2768, loss: 6.2768 +2025-06-23 11:44:12,290 - pyskl - INFO - Epoch [3][2700/3405] lr: 2.498e-02, eta: 2 days, 17:09:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5031, top5_acc: 0.8344, loss_cls: 6.3561, loss: 6.3561 +2025-06-23 11:44:58,285 - pyskl - INFO - Epoch [3][2800/3405] lr: 2.498e-02, eta: 2 days, 17:08:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5288, top5_acc: 0.8625, loss_cls: 6.2175, loss: 6.2175 +2025-06-23 11:45:44,298 - pyskl - INFO - Epoch [3][2900/3405] lr: 2.498e-02, eta: 2 days, 17:06:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5419, top5_acc: 0.8694, loss_cls: 5.9878, loss: 5.9878 +2025-06-23 11:46:30,411 - pyskl - INFO - Epoch [3][3000/3405] lr: 2.498e-02, eta: 2 days, 17:05:31, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5469, top5_acc: 0.8738, loss_cls: 6.0802, loss: 6.0802 +2025-06-23 11:47:16,689 - pyskl - INFO - Epoch [3][3100/3405] lr: 2.498e-02, eta: 2 days, 17:04:19, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.5244, top5_acc: 0.8569, loss_cls: 6.2723, loss: 6.2723 +2025-06-23 11:48:02,746 - pyskl - INFO - Epoch [3][3200/3405] lr: 2.498e-02, eta: 2 days, 17:02:56, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5469, top5_acc: 0.8562, loss_cls: 6.0946, loss: 6.0946 +2025-06-23 11:48:48,800 - pyskl - INFO - Epoch [3][3300/3405] lr: 2.498e-02, eta: 2 days, 17:01:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5587, top5_acc: 0.8644, loss_cls: 6.0801, loss: 6.0801 +2025-06-23 11:49:34,907 - pyskl - INFO - Epoch [3][3400/3405] lr: 2.498e-02, eta: 2 days, 17:00:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5431, top5_acc: 0.8562, loss_cls: 6.0429, loss: 6.0429 +2025-06-23 11:49:37,546 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-06-23 11:53:49,498 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 11:53:50,044 - pyskl - INFO - +top1_acc 0.5254 +top5_acc 0.8611 +2025-06-23 11:53:50,103 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_2.pth was removed +2025-06-23 11:53:51,205 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-06-23 11:53:51,207 - pyskl - INFO - Best top1_acc is 0.5254 at 3 epoch. +2025-06-23 11:53:51,229 - pyskl - INFO - Epoch(val) [3][3718] top1_acc: 0.5254, top5_acc: 0.8611 +2025-06-23 11:54:59,844 - pyskl - INFO - Epoch [4][100/3405] lr: 2.497e-02, eta: 2 days, 17:15:13, time: 0.686, data_time: 0.225, memory: 13268, top1_acc: 0.5631, top5_acc: 0.8750, loss_cls: 5.8471, loss: 5.8471 +2025-06-23 11:55:45,892 - pyskl - INFO - Epoch [4][200/3405] lr: 2.497e-02, eta: 2 days, 17:13:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5294, top5_acc: 0.8438, loss_cls: 6.1121, loss: 6.1121 +2025-06-23 11:56:31,963 - pyskl - INFO - Epoch [4][300/3405] lr: 2.497e-02, eta: 2 days, 17:12:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5569, top5_acc: 0.8838, loss_cls: 5.7779, loss: 5.7779 +2025-06-23 11:57:17,958 - pyskl - INFO - Epoch [4][400/3405] lr: 2.497e-02, eta: 2 days, 17:10:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5650, top5_acc: 0.8675, loss_cls: 5.9546, loss: 5.9546 +2025-06-23 11:58:03,994 - pyskl - INFO - Epoch [4][500/3405] lr: 2.497e-02, eta: 2 days, 17:09:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5644, top5_acc: 0.8588, loss_cls: 5.9048, loss: 5.9048 +2025-06-23 11:58:49,938 - pyskl - INFO - Epoch [4][600/3405] lr: 2.497e-02, eta: 2 days, 17:07:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5644, top5_acc: 0.8906, loss_cls: 5.9140, loss: 5.9140 +2025-06-23 11:59:36,003 - pyskl - INFO - Epoch [4][700/3405] lr: 2.497e-02, eta: 2 days, 17:06:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5831, top5_acc: 0.8838, loss_cls: 5.7642, loss: 5.7642 +2025-06-23 12:00:22,050 - pyskl - INFO - Epoch [4][800/3405] lr: 2.497e-02, eta: 2 days, 17:04:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5694, top5_acc: 0.8856, loss_cls: 5.8835, loss: 5.8835 +2025-06-23 12:01:08,170 - pyskl - INFO - Epoch [4][900/3405] lr: 2.497e-02, eta: 2 days, 17:03:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5406, top5_acc: 0.8550, loss_cls: 6.0336, loss: 6.0336 +2025-06-23 12:01:54,239 - pyskl - INFO - Epoch [4][1000/3405] lr: 2.497e-02, eta: 2 days, 17:02:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5700, top5_acc: 0.8662, loss_cls: 5.9264, loss: 5.9264 +2025-06-23 12:02:40,410 - pyskl - INFO - Epoch [4][1100/3405] lr: 2.497e-02, eta: 2 days, 17:00:53, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.5806, top5_acc: 0.8812, loss_cls: 5.8910, loss: 5.8910 +2025-06-23 12:03:26,353 - pyskl - INFO - Epoch [4][1200/3405] lr: 2.497e-02, eta: 2 days, 16:59:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5769, top5_acc: 0.8856, loss_cls: 5.9160, loss: 5.9160 +2025-06-23 12:04:12,283 - pyskl - INFO - Epoch [4][1300/3405] lr: 2.497e-02, eta: 2 days, 16:57:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5656, top5_acc: 0.8812, loss_cls: 5.7923, loss: 5.7923 +2025-06-23 12:04:58,223 - pyskl - INFO - Epoch [4][1400/3405] lr: 2.497e-02, eta: 2 days, 16:56:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5700, top5_acc: 0.8656, loss_cls: 5.9460, loss: 5.9460 +2025-06-23 12:05:44,140 - pyskl - INFO - Epoch [4][1500/3405] lr: 2.497e-02, eta: 2 days, 16:55:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5750, top5_acc: 0.8838, loss_cls: 5.8269, loss: 5.8269 +2025-06-23 12:06:30,073 - pyskl - INFO - Epoch [4][1600/3405] lr: 2.497e-02, eta: 2 days, 16:53:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5700, top5_acc: 0.8694, loss_cls: 5.8431, loss: 5.8431 +2025-06-23 12:07:16,015 - pyskl - INFO - Epoch [4][1700/3405] lr: 2.497e-02, eta: 2 days, 16:52:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5775, top5_acc: 0.8919, loss_cls: 5.7692, loss: 5.7692 +2025-06-23 12:08:01,909 - pyskl - INFO - Epoch [4][1800/3405] lr: 2.497e-02, eta: 2 days, 16:50:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6019, top5_acc: 0.8881, loss_cls: 5.6678, loss: 5.6678 +2025-06-23 12:08:47,816 - pyskl - INFO - Epoch [4][1900/3405] lr: 2.497e-02, eta: 2 days, 16:49:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5894, top5_acc: 0.8756, loss_cls: 5.7901, loss: 5.7901 +2025-06-23 12:09:33,717 - pyskl - INFO - Epoch [4][2000/3405] lr: 2.496e-02, eta: 2 days, 16:48:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6181, top5_acc: 0.9106, loss_cls: 5.6149, loss: 5.6149 +2025-06-23 12:10:19,623 - pyskl - INFO - Epoch [4][2100/3405] lr: 2.496e-02, eta: 2 days, 16:46:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5994, top5_acc: 0.8800, loss_cls: 5.7168, loss: 5.7168 +2025-06-23 12:11:05,515 - pyskl - INFO - Epoch [4][2200/3405] lr: 2.496e-02, eta: 2 days, 16:45:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5925, top5_acc: 0.8838, loss_cls: 5.7182, loss: 5.7182 +2025-06-23 12:11:51,414 - pyskl - INFO - Epoch [4][2300/3405] lr: 2.496e-02, eta: 2 days, 16:43:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6119, top5_acc: 0.9012, loss_cls: 5.6265, loss: 5.6265 +2025-06-23 12:12:37,319 - pyskl - INFO - Epoch [4][2400/3405] lr: 2.496e-02, eta: 2 days, 16:42:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6019, top5_acc: 0.8869, loss_cls: 5.7515, loss: 5.7515 +2025-06-23 12:13:23,242 - pyskl - INFO - Epoch [4][2500/3405] lr: 2.496e-02, eta: 2 days, 16:41:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5831, top5_acc: 0.8862, loss_cls: 5.7617, loss: 5.7617 +2025-06-23 12:14:09,169 - pyskl - INFO - Epoch [4][2600/3405] lr: 2.496e-02, eta: 2 days, 16:39:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5919, top5_acc: 0.8856, loss_cls: 5.7073, loss: 5.7073 +2025-06-23 12:14:55,076 - pyskl - INFO - Epoch [4][2700/3405] lr: 2.496e-02, eta: 2 days, 16:38:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5763, top5_acc: 0.8744, loss_cls: 5.7709, loss: 5.7709 +2025-06-23 12:15:41,034 - pyskl - INFO - Epoch [4][2800/3405] lr: 2.496e-02, eta: 2 days, 16:37:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6031, top5_acc: 0.9031, loss_cls: 5.6777, loss: 5.6777 +2025-06-23 12:16:27,023 - pyskl - INFO - Epoch [4][2900/3405] lr: 2.496e-02, eta: 2 days, 16:36:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5756, top5_acc: 0.8875, loss_cls: 5.6958, loss: 5.6958 +2025-06-23 12:17:12,909 - pyskl - INFO - Epoch [4][3000/3405] lr: 2.496e-02, eta: 2 days, 16:34:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6194, top5_acc: 0.8900, loss_cls: 5.5568, loss: 5.5568 +2025-06-23 12:17:58,944 - pyskl - INFO - Epoch [4][3100/3405] lr: 2.496e-02, eta: 2 days, 16:33:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5956, top5_acc: 0.8912, loss_cls: 5.6497, loss: 5.6497 +2025-06-23 12:18:44,986 - pyskl - INFO - Epoch [4][3200/3405] lr: 2.496e-02, eta: 2 days, 16:32:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6050, top5_acc: 0.9087, loss_cls: 5.6281, loss: 5.6281 +2025-06-23 12:19:31,006 - pyskl - INFO - Epoch [4][3300/3405] lr: 2.496e-02, eta: 2 days, 16:31:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6250, top5_acc: 0.9038, loss_cls: 5.4686, loss: 5.4686 +2025-06-23 12:20:17,216 - pyskl - INFO - Epoch [4][3400/3405] lr: 2.496e-02, eta: 2 days, 16:30:06, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6131, top5_acc: 0.9069, loss_cls: 5.5319, loss: 5.5319 +2025-06-23 12:20:19,866 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-06-23 12:24:31,557 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 12:24:32,108 - pyskl - INFO - +top1_acc 0.5656 +top5_acc 0.8791 +2025-06-23 12:24:32,162 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_3.pth was removed +2025-06-23 12:24:33,257 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-06-23 12:24:33,259 - pyskl - INFO - Best top1_acc is 0.5656 at 4 epoch. +2025-06-23 12:24:33,281 - pyskl - INFO - Epoch(val) [4][3718] top1_acc: 0.5656, top5_acc: 0.8791 +2025-06-23 12:25:42,392 - pyskl - INFO - Epoch [5][100/3405] lr: 2.496e-02, eta: 2 days, 16:41:23, time: 0.691, data_time: 0.230, memory: 13268, top1_acc: 0.6238, top5_acc: 0.9062, loss_cls: 5.4485, loss: 5.4485 +2025-06-23 12:26:28,487 - pyskl - INFO - Epoch [5][200/3405] lr: 2.495e-02, eta: 2 days, 16:40:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6075, top5_acc: 0.8956, loss_cls: 5.5412, loss: 5.5412 +2025-06-23 12:27:14,638 - pyskl - INFO - Epoch [5][300/3405] lr: 2.495e-02, eta: 2 days, 16:38:57, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6331, top5_acc: 0.9012, loss_cls: 5.5203, loss: 5.5203 +2025-06-23 12:28:00,732 - pyskl - INFO - Epoch [5][400/3405] lr: 2.495e-02, eta: 2 days, 16:37:44, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6169, top5_acc: 0.8919, loss_cls: 5.5268, loss: 5.5268 +2025-06-23 12:28:46,774 - pyskl - INFO - Epoch [5][500/3405] lr: 2.495e-02, eta: 2 days, 16:36:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6300, top5_acc: 0.8869, loss_cls: 5.4854, loss: 5.4854 +2025-06-23 12:29:32,788 - pyskl - INFO - Epoch [5][600/3405] lr: 2.495e-02, eta: 2 days, 16:35:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6150, top5_acc: 0.9044, loss_cls: 5.3437, loss: 5.3437 +2025-06-23 12:30:18,811 - pyskl - INFO - Epoch [5][700/3405] lr: 2.495e-02, eta: 2 days, 16:33:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6231, top5_acc: 0.9150, loss_cls: 5.4511, loss: 5.4511 +2025-06-23 12:31:04,908 - pyskl - INFO - Epoch [5][800/3405] lr: 2.495e-02, eta: 2 days, 16:32:47, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6231, top5_acc: 0.9000, loss_cls: 5.5276, loss: 5.5276 +2025-06-23 12:31:50,955 - pyskl - INFO - Epoch [5][900/3405] lr: 2.495e-02, eta: 2 days, 16:31:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6444, top5_acc: 0.9119, loss_cls: 5.3218, loss: 5.3218 +2025-06-23 12:32:37,096 - pyskl - INFO - Epoch [5][1000/3405] lr: 2.495e-02, eta: 2 days, 16:30:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6206, top5_acc: 0.9000, loss_cls: 5.3474, loss: 5.3474 +2025-06-23 12:33:23,175 - pyskl - INFO - Epoch [5][1100/3405] lr: 2.495e-02, eta: 2 days, 16:29:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6050, top5_acc: 0.8956, loss_cls: 5.6552, loss: 5.6552 +2025-06-23 12:34:09,193 - pyskl - INFO - Epoch [5][1200/3405] lr: 2.495e-02, eta: 2 days, 16:28:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6044, top5_acc: 0.9087, loss_cls: 5.5226, loss: 5.5226 +2025-06-23 12:34:55,231 - pyskl - INFO - Epoch [5][1300/3405] lr: 2.495e-02, eta: 2 days, 16:26:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6138, top5_acc: 0.9056, loss_cls: 5.4331, loss: 5.4331 +2025-06-23 12:35:41,273 - pyskl - INFO - Epoch [5][1400/3405] lr: 2.495e-02, eta: 2 days, 16:25:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6306, top5_acc: 0.9019, loss_cls: 5.3547, loss: 5.3547 +2025-06-23 12:36:27,411 - pyskl - INFO - Epoch [5][1500/3405] lr: 2.495e-02, eta: 2 days, 16:24:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6262, top5_acc: 0.9056, loss_cls: 5.2780, loss: 5.2780 +2025-06-23 12:37:13,619 - pyskl - INFO - Epoch [5][1600/3405] lr: 2.495e-02, eta: 2 days, 16:23:23, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6144, top5_acc: 0.9006, loss_cls: 5.4210, loss: 5.4210 +2025-06-23 12:37:59,603 - pyskl - INFO - Epoch [5][1700/3405] lr: 2.494e-02, eta: 2 days, 16:22:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6319, top5_acc: 0.9056, loss_cls: 5.3660, loss: 5.3660 +2025-06-23 12:38:45,567 - pyskl - INFO - Epoch [5][1800/3405] lr: 2.494e-02, eta: 2 days, 16:20:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6138, top5_acc: 0.9012, loss_cls: 5.5169, loss: 5.5169 +2025-06-23 12:39:31,723 - pyskl - INFO - Epoch [5][1900/3405] lr: 2.494e-02, eta: 2 days, 16:19:51, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6344, top5_acc: 0.9125, loss_cls: 5.3384, loss: 5.3384 +2025-06-23 12:40:17,734 - pyskl - INFO - Epoch [5][2000/3405] lr: 2.494e-02, eta: 2 days, 16:18:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.9044, loss_cls: 5.3521, loss: 5.3521 +2025-06-23 12:41:03,829 - pyskl - INFO - Epoch [5][2100/3405] lr: 2.494e-02, eta: 2 days, 16:17:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6219, top5_acc: 0.8938, loss_cls: 5.4994, loss: 5.4994 +2025-06-23 12:41:49,836 - pyskl - INFO - Epoch [5][2200/3405] lr: 2.494e-02, eta: 2 days, 16:16:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6288, top5_acc: 0.9044, loss_cls: 5.3226, loss: 5.3226 +2025-06-23 12:42:35,859 - pyskl - INFO - Epoch [5][2300/3405] lr: 2.494e-02, eta: 2 days, 16:15:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6544, top5_acc: 0.9137, loss_cls: 5.2880, loss: 5.2880 +2025-06-23 12:43:21,878 - pyskl - INFO - Epoch [5][2400/3405] lr: 2.494e-02, eta: 2 days, 16:14:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6219, top5_acc: 0.9025, loss_cls: 5.4233, loss: 5.4233 +2025-06-23 12:44:07,846 - pyskl - INFO - Epoch [5][2500/3405] lr: 2.494e-02, eta: 2 days, 16:12:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9119, loss_cls: 5.2211, loss: 5.2211 +2025-06-23 12:44:53,801 - pyskl - INFO - Epoch [5][2600/3405] lr: 2.494e-02, eta: 2 days, 16:11:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6425, top5_acc: 0.9056, loss_cls: 5.3857, loss: 5.3857 +2025-06-23 12:45:39,871 - pyskl - INFO - Epoch [5][2700/3405] lr: 2.494e-02, eta: 2 days, 16:10:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6562, top5_acc: 0.9331, loss_cls: 5.2389, loss: 5.2389 +2025-06-23 12:46:25,809 - pyskl - INFO - Epoch [5][2800/3405] lr: 2.494e-02, eta: 2 days, 16:09:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6400, top5_acc: 0.9087, loss_cls: 5.2031, loss: 5.2031 +2025-06-23 12:47:11,693 - pyskl - INFO - Epoch [5][2900/3405] lr: 2.494e-02, eta: 2 days, 16:08:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6244, top5_acc: 0.9019, loss_cls: 5.3545, loss: 5.3545 +2025-06-23 12:47:57,503 - pyskl - INFO - Epoch [5][3000/3405] lr: 2.493e-02, eta: 2 days, 16:07:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.9131, loss_cls: 5.2111, loss: 5.2111 +2025-06-23 12:48:43,351 - pyskl - INFO - Epoch [5][3100/3405] lr: 2.493e-02, eta: 2 days, 16:05:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6525, top5_acc: 0.9119, loss_cls: 5.4583, loss: 5.4583 +2025-06-23 12:49:29,195 - pyskl - INFO - Epoch [5][3200/3405] lr: 2.493e-02, eta: 2 days, 16:04:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6269, top5_acc: 0.8994, loss_cls: 5.4478, loss: 5.4478 +2025-06-23 12:50:15,007 - pyskl - INFO - Epoch [5][3300/3405] lr: 2.493e-02, eta: 2 days, 16:03:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6613, top5_acc: 0.9131, loss_cls: 5.1900, loss: 5.1900 +2025-06-23 12:51:00,871 - pyskl - INFO - Epoch [5][3400/3405] lr: 2.493e-02, eta: 2 days, 16:02:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6450, top5_acc: 0.9169, loss_cls: 5.2152, loss: 5.2152 +2025-06-23 12:51:03,451 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-06-23 13:09:33,394 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 13:09:33,926 - pyskl - INFO - +top1_acc 0.6395 +top5_acc 0.9045 +2025-06-23 13:09:33,978 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_4.pth was removed +2025-06-23 13:09:35,020 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-06-23 13:09:35,022 - pyskl - INFO - Best top1_acc is 0.6395 at 5 epoch. +2025-06-23 13:09:35,044 - pyskl - INFO - Epoch(val) [5][3718] top1_acc: 0.6395, top5_acc: 0.9045 +2025-06-23 13:10:43,284 - pyskl - INFO - Epoch [6][100/3405] lr: 2.493e-02, eta: 2 days, 16:10:37, time: 0.682, data_time: 0.221, memory: 13268, top1_acc: 0.6481, top5_acc: 0.9169, loss_cls: 5.2516, loss: 5.2516 +2025-06-23 13:11:29,409 - pyskl - INFO - Epoch [6][200/3405] lr: 2.493e-02, eta: 2 days, 16:09:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6469, top5_acc: 0.9125, loss_cls: 5.3113, loss: 5.3113 +2025-06-23 13:12:15,484 - pyskl - INFO - Epoch [6][300/3405] lr: 2.493e-02, eta: 2 days, 16:08:23, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9275, loss_cls: 5.1251, loss: 5.1251 +2025-06-23 13:13:01,559 - pyskl - INFO - Epoch [6][400/3405] lr: 2.493e-02, eta: 2 days, 16:07:16, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9269, loss_cls: 5.0002, loss: 5.0002 +2025-06-23 13:13:47,605 - pyskl - INFO - Epoch [6][500/3405] lr: 2.493e-02, eta: 2 days, 16:06:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6731, top5_acc: 0.9294, loss_cls: 5.0114, loss: 5.0114 +2025-06-23 13:14:33,652 - pyskl - INFO - Epoch [6][600/3405] lr: 2.493e-02, eta: 2 days, 16:05:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6700, top5_acc: 0.9231, loss_cls: 5.1011, loss: 5.1011 +2025-06-23 13:15:19,747 - pyskl - INFO - Epoch [6][700/3405] lr: 2.493e-02, eta: 2 days, 16:03:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6312, top5_acc: 0.9125, loss_cls: 5.2997, loss: 5.2997 +2025-06-23 13:16:05,820 - pyskl - INFO - Epoch [6][800/3405] lr: 2.492e-02, eta: 2 days, 16:02:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6331, top5_acc: 0.9087, loss_cls: 5.2621, loss: 5.2621 +2025-06-23 13:16:51,976 - pyskl - INFO - Epoch [6][900/3405] lr: 2.492e-02, eta: 2 days, 16:01:44, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6687, top5_acc: 0.9200, loss_cls: 5.0808, loss: 5.0808 +2025-06-23 13:17:38,109 - pyskl - INFO - Epoch [6][1000/3405] lr: 2.492e-02, eta: 2 days, 16:00:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9156, loss_cls: 5.1680, loss: 5.1680 +2025-06-23 13:18:24,261 - pyskl - INFO - Epoch [6][1100/3405] lr: 2.492e-02, eta: 2 days, 15:59:36, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9287, loss_cls: 5.0628, loss: 5.0628 +2025-06-23 13:19:10,344 - pyskl - INFO - Epoch [6][1200/3405] lr: 2.492e-02, eta: 2 days, 15:58:31, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6412, top5_acc: 0.9144, loss_cls: 5.3051, loss: 5.3051 +2025-06-23 13:19:56,462 - pyskl - INFO - Epoch [6][1300/3405] lr: 2.492e-02, eta: 2 days, 15:57:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6637, top5_acc: 0.9181, loss_cls: 5.0696, loss: 5.0696 +2025-06-23 13:20:42,424 - pyskl - INFO - Epoch [6][1400/3405] lr: 2.492e-02, eta: 2 days, 15:56:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6412, top5_acc: 0.9081, loss_cls: 5.1896, loss: 5.1896 +2025-06-23 13:21:28,491 - pyskl - INFO - Epoch [6][1500/3405] lr: 2.492e-02, eta: 2 days, 15:55:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9231, loss_cls: 5.0874, loss: 5.0874 +2025-06-23 13:22:14,603 - pyskl - INFO - Epoch [6][1600/3405] lr: 2.492e-02, eta: 2 days, 15:54:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.8994, loss_cls: 5.2188, loss: 5.2188 +2025-06-23 13:23:00,791 - pyskl - INFO - Epoch [6][1700/3405] lr: 2.492e-02, eta: 2 days, 15:53:09, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6531, top5_acc: 0.9206, loss_cls: 5.1249, loss: 5.1249 +2025-06-23 13:23:47,118 - pyskl - INFO - Epoch [6][1800/3405] lr: 2.492e-02, eta: 2 days, 15:52:11, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.6581, top5_acc: 0.9231, loss_cls: 5.0287, loss: 5.0287 +2025-06-23 13:24:33,318 - pyskl - INFO - Epoch [6][1900/3405] lr: 2.492e-02, eta: 2 days, 15:51:10, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9181, loss_cls: 5.1332, loss: 5.1332 +2025-06-23 13:25:19,492 - pyskl - INFO - Epoch [6][2000/3405] lr: 2.491e-02, eta: 2 days, 15:50:09, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9194, loss_cls: 5.1772, loss: 5.1772 +2025-06-23 13:26:05,719 - pyskl - INFO - Epoch [6][2100/3405] lr: 2.491e-02, eta: 2 days, 15:49:09, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6531, top5_acc: 0.9263, loss_cls: 5.1912, loss: 5.1912 +2025-06-23 13:26:51,783 - pyskl - INFO - Epoch [6][2200/3405] lr: 2.491e-02, eta: 2 days, 15:48:06, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6562, top5_acc: 0.9156, loss_cls: 5.1164, loss: 5.1164 +2025-06-23 13:27:37,892 - pyskl - INFO - Epoch [6][2300/3405] lr: 2.491e-02, eta: 2 days, 15:47:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.9275, loss_cls: 5.0426, loss: 5.0426 +2025-06-23 13:28:24,071 - pyskl - INFO - Epoch [6][2400/3405] lr: 2.491e-02, eta: 2 days, 15:46:02, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6519, top5_acc: 0.9200, loss_cls: 5.0997, loss: 5.0997 +2025-06-23 13:29:10,244 - pyskl - INFO - Epoch [6][2500/3405] lr: 2.491e-02, eta: 2 days, 15:45:02, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6450, top5_acc: 0.9194, loss_cls: 5.0800, loss: 5.0800 +2025-06-23 13:29:56,493 - pyskl - INFO - Epoch [6][2600/3405] lr: 2.491e-02, eta: 2 days, 15:44:03, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9287, loss_cls: 4.9783, loss: 4.9783 +2025-06-23 13:30:42,588 - pyskl - INFO - Epoch [6][2700/3405] lr: 2.491e-02, eta: 2 days, 15:43:01, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6525, top5_acc: 0.9194, loss_cls: 5.1643, loss: 5.1643 +2025-06-23 13:31:28,802 - pyskl - INFO - Epoch [6][2800/3405] lr: 2.491e-02, eta: 2 days, 15:42:02, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6713, top5_acc: 0.9294, loss_cls: 5.0359, loss: 5.0359 +2025-06-23 13:32:15,237 - pyskl - INFO - Epoch [6][2900/3405] lr: 2.491e-02, eta: 2 days, 15:41:08, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.6594, top5_acc: 0.9150, loss_cls: 5.0117, loss: 5.0117 +2025-06-23 13:33:01,346 - pyskl - INFO - Epoch [6][3000/3405] lr: 2.491e-02, eta: 2 days, 15:40:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9256, loss_cls: 5.0144, loss: 5.0144 +2025-06-23 13:33:47,771 - pyskl - INFO - Epoch [6][3100/3405] lr: 2.490e-02, eta: 2 days, 15:39:13, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9094, loss_cls: 5.1531, loss: 5.1531 +2025-06-23 13:34:33,984 - pyskl - INFO - Epoch [6][3200/3405] lr: 2.490e-02, eta: 2 days, 15:38:15, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9313, loss_cls: 4.9671, loss: 4.9671 +2025-06-23 13:35:20,180 - pyskl - INFO - Epoch [6][3300/3405] lr: 2.490e-02, eta: 2 days, 15:37:16, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6575, top5_acc: 0.9213, loss_cls: 5.2028, loss: 5.2028 +2025-06-23 13:36:06,346 - pyskl - INFO - Epoch [6][3400/3405] lr: 2.490e-02, eta: 2 days, 15:36:16, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9200, loss_cls: 5.1163, loss: 5.1163 +2025-06-23 13:36:08,986 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-06-23 13:40:20,796 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 13:40:21,422 - pyskl - INFO - +top1_acc 0.6166 +top5_acc 0.8906 +2025-06-23 13:40:21,442 - pyskl - INFO - Epoch(val) [6][3718] top1_acc: 0.6166, top5_acc: 0.8906 +2025-06-23 13:41:29,994 - pyskl - INFO - Epoch [7][100/3405] lr: 2.490e-02, eta: 2 days, 15:43:13, time: 0.685, data_time: 0.225, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9275, loss_cls: 5.0063, loss: 5.0063 +2025-06-23 13:42:15,975 - pyskl - INFO - Epoch [7][200/3405] lr: 2.490e-02, eta: 2 days, 15:42:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9144, loss_cls: 5.1023, loss: 5.1023 +2025-06-23 13:43:01,946 - pyskl - INFO - Epoch [7][300/3405] lr: 2.490e-02, eta: 2 days, 15:41:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9356, loss_cls: 4.8499, loss: 4.8499 +2025-06-23 13:43:47,952 - pyskl - INFO - Epoch [7][400/3405] lr: 2.490e-02, eta: 2 days, 15:39:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9369, loss_cls: 5.0062, loss: 5.0062 +2025-06-23 13:44:33,948 - pyskl - INFO - Epoch [7][500/3405] lr: 2.490e-02, eta: 2 days, 15:38:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9263, loss_cls: 5.0736, loss: 5.0736 +2025-06-23 13:45:20,163 - pyskl - INFO - Epoch [7][600/3405] lr: 2.490e-02, eta: 2 days, 15:37:50, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9281, loss_cls: 4.9840, loss: 4.9840 +2025-06-23 13:46:06,132 - pyskl - INFO - Epoch [7][700/3405] lr: 2.489e-02, eta: 2 days, 15:36:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9363, loss_cls: 4.9601, loss: 4.9601 +2025-06-23 13:46:52,056 - pyskl - INFO - Epoch [7][800/3405] lr: 2.489e-02, eta: 2 days, 15:35:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9325, loss_cls: 4.9255, loss: 4.9255 +2025-06-23 13:47:38,100 - pyskl - INFO - Epoch [7][900/3405] lr: 2.489e-02, eta: 2 days, 15:34:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6700, top5_acc: 0.9213, loss_cls: 5.0288, loss: 5.0288 +2025-06-23 13:48:24,095 - pyskl - INFO - Epoch [7][1000/3405] lr: 2.489e-02, eta: 2 days, 15:33:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9244, loss_cls: 4.9124, loss: 4.9124 +2025-06-23 13:49:10,131 - pyskl - INFO - Epoch [7][1100/3405] lr: 2.489e-02, eta: 2 days, 15:32:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9319, loss_cls: 5.0116, loss: 5.0116 +2025-06-23 13:49:56,096 - pyskl - INFO - Epoch [7][1200/3405] lr: 2.489e-02, eta: 2 days, 15:31:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6806, top5_acc: 0.9294, loss_cls: 4.8814, loss: 4.8814 +2025-06-23 13:50:42,201 - pyskl - INFO - Epoch [7][1300/3405] lr: 2.489e-02, eta: 2 days, 15:30:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9300, loss_cls: 4.9370, loss: 4.9370 +2025-06-23 13:51:28,248 - pyskl - INFO - Epoch [7][1400/3405] lr: 2.489e-02, eta: 2 days, 15:29:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9325, loss_cls: 4.8930, loss: 4.8930 +2025-06-23 13:52:14,204 - pyskl - INFO - Epoch [7][1500/3405] lr: 2.489e-02, eta: 2 days, 15:28:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9275, loss_cls: 4.9500, loss: 4.9500 +2025-06-23 13:53:00,208 - pyskl - INFO - Epoch [7][1600/3405] lr: 2.489e-02, eta: 2 days, 15:27:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9381, loss_cls: 4.7935, loss: 4.7935 +2025-06-23 13:53:46,184 - pyskl - INFO - Epoch [7][1700/3405] lr: 2.488e-02, eta: 2 days, 15:26:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9325, loss_cls: 4.9438, loss: 4.9438 +2025-06-23 13:54:32,309 - pyskl - INFO - Epoch [7][1800/3405] lr: 2.488e-02, eta: 2 days, 15:25:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9344, loss_cls: 4.9091, loss: 4.9091 +2025-06-23 13:55:18,335 - pyskl - INFO - Epoch [7][1900/3405] lr: 2.488e-02, eta: 2 days, 15:24:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9269, loss_cls: 4.9058, loss: 4.9058 +2025-06-23 13:56:04,464 - pyskl - INFO - Epoch [7][2000/3405] lr: 2.488e-02, eta: 2 days, 15:23:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9456, loss_cls: 4.7573, loss: 4.7573 +2025-06-23 13:56:50,715 - pyskl - INFO - Epoch [7][2100/3405] lr: 2.488e-02, eta: 2 days, 15:22:08, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9287, loss_cls: 4.9070, loss: 4.9070 +2025-06-23 13:57:36,772 - pyskl - INFO - Epoch [7][2200/3405] lr: 2.488e-02, eta: 2 days, 15:21:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9294, loss_cls: 4.8848, loss: 4.8848 +2025-06-23 13:58:22,797 - pyskl - INFO - Epoch [7][2300/3405] lr: 2.488e-02, eta: 2 days, 15:20:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6606, top5_acc: 0.9313, loss_cls: 5.0067, loss: 5.0067 +2025-06-23 13:59:08,877 - pyskl - INFO - Epoch [7][2400/3405] lr: 2.488e-02, eta: 2 days, 15:19:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9206, loss_cls: 5.1007, loss: 5.1007 +2025-06-23 13:59:54,922 - pyskl - INFO - Epoch [7][2500/3405] lr: 2.488e-02, eta: 2 days, 15:18:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9275, loss_cls: 4.9573, loss: 4.9573 +2025-06-23 14:00:41,042 - pyskl - INFO - Epoch [7][2600/3405] lr: 2.487e-02, eta: 2 days, 15:17:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9244, loss_cls: 4.8766, loss: 4.8766 +2025-06-23 14:01:27,204 - pyskl - INFO - Epoch [7][2700/3405] lr: 2.487e-02, eta: 2 days, 15:16:06, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9275, loss_cls: 4.8191, loss: 4.8191 +2025-06-23 14:02:13,296 - pyskl - INFO - Epoch [7][2800/3405] lr: 2.487e-02, eta: 2 days, 15:15:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9313, loss_cls: 4.8598, loss: 4.8598 +2025-06-23 14:02:59,459 - pyskl - INFO - Epoch [7][2900/3405] lr: 2.487e-02, eta: 2 days, 15:14:09, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9431, loss_cls: 4.9579, loss: 4.9579 +2025-06-23 14:03:45,528 - pyskl - INFO - Epoch [7][3000/3405] lr: 2.487e-02, eta: 2 days, 15:13:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9306, loss_cls: 4.9163, loss: 4.9163 +2025-06-23 14:04:31,583 - pyskl - INFO - Epoch [7][3100/3405] lr: 2.487e-02, eta: 2 days, 15:12:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9313, loss_cls: 4.7014, loss: 4.7014 +2025-06-23 14:05:17,528 - pyskl - INFO - Epoch [7][3200/3405] lr: 2.487e-02, eta: 2 days, 15:11:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9256, loss_cls: 4.9242, loss: 4.9242 +2025-06-23 14:06:03,490 - pyskl - INFO - Epoch [7][3300/3405] lr: 2.487e-02, eta: 2 days, 15:10:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9281, loss_cls: 4.8233, loss: 4.8233 +2025-06-23 14:06:49,612 - pyskl - INFO - Epoch [7][3400/3405] lr: 2.487e-02, eta: 2 days, 15:09:06, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9256, loss_cls: 5.0326, loss: 5.0326 +2025-06-23 14:06:52,297 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-06-23 14:11:04,414 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 14:11:05,066 - pyskl - INFO - +top1_acc 0.6896 +top5_acc 0.9250 +2025-06-23 14:11:05,143 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_5.pth was removed +2025-06-23 14:11:06,235 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-06-23 14:11:06,237 - pyskl - INFO - Best top1_acc is 0.6896 at 7 epoch. +2025-06-23 14:11:06,272 - pyskl - INFO - Epoch(val) [7][3718] top1_acc: 0.6896, top5_acc: 0.9250 +2025-06-23 14:12:15,546 - pyskl - INFO - Epoch [8][100/3405] lr: 2.486e-02, eta: 2 days, 15:15:09, time: 0.693, data_time: 0.231, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9387, loss_cls: 4.7639, loss: 4.7639 +2025-06-23 14:13:01,605 - pyskl - INFO - Epoch [8][200/3405] lr: 2.486e-02, eta: 2 days, 15:14:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9387, loss_cls: 4.7845, loss: 4.7845 +2025-06-23 14:13:47,667 - pyskl - INFO - Epoch [8][300/3405] lr: 2.486e-02, eta: 2 days, 15:13:06, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9400, loss_cls: 4.8136, loss: 4.8136 +2025-06-23 14:14:33,656 - pyskl - INFO - Epoch [8][400/3405] lr: 2.486e-02, eta: 2 days, 15:12:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9431, loss_cls: 4.8290, loss: 4.8290 +2025-06-23 14:15:19,690 - pyskl - INFO - Epoch [8][500/3405] lr: 2.486e-02, eta: 2 days, 15:11:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9337, loss_cls: 4.7861, loss: 4.7861 +2025-06-23 14:16:05,669 - pyskl - INFO - Epoch [8][600/3405] lr: 2.486e-02, eta: 2 days, 15:10:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9400, loss_cls: 4.8427, loss: 4.8427 +2025-06-23 14:16:51,707 - pyskl - INFO - Epoch [8][700/3405] lr: 2.486e-02, eta: 2 days, 15:08:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9300, loss_cls: 4.8425, loss: 4.8425 +2025-06-23 14:17:37,740 - pyskl - INFO - Epoch [8][800/3405] lr: 2.486e-02, eta: 2 days, 15:07:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9344, loss_cls: 4.8243, loss: 4.8243 +2025-06-23 14:18:23,829 - pyskl - INFO - Epoch [8][900/3405] lr: 2.486e-02, eta: 2 days, 15:06:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9219, loss_cls: 4.9409, loss: 4.9409 +2025-06-23 14:19:09,974 - pyskl - INFO - Epoch [8][1000/3405] lr: 2.485e-02, eta: 2 days, 15:06:00, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9337, loss_cls: 4.8551, loss: 4.8551 +2025-06-23 14:19:56,070 - pyskl - INFO - Epoch [8][1100/3405] lr: 2.485e-02, eta: 2 days, 15:05:00, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9325, loss_cls: 4.8389, loss: 4.8389 +2025-06-23 14:20:42,454 - pyskl - INFO - Epoch [8][1200/3405] lr: 2.485e-02, eta: 2 days, 15:04:06, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9425, loss_cls: 4.6085, loss: 4.6085 +2025-06-23 14:21:28,587 - pyskl - INFO - Epoch [8][1300/3405] lr: 2.485e-02, eta: 2 days, 15:03:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9444, loss_cls: 4.7753, loss: 4.7753 +2025-06-23 14:22:14,687 - pyskl - INFO - Epoch [8][1400/3405] lr: 2.485e-02, eta: 2 days, 15:02:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9313, loss_cls: 4.9383, loss: 4.9383 +2025-06-23 14:23:00,638 - pyskl - INFO - Epoch [8][1500/3405] lr: 2.485e-02, eta: 2 days, 15:01:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9387, loss_cls: 4.7599, loss: 4.7599 +2025-06-23 14:23:46,604 - pyskl - INFO - Epoch [8][1600/3405] lr: 2.485e-02, eta: 2 days, 15:00:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9275, loss_cls: 4.9374, loss: 4.9374 +2025-06-23 14:24:32,619 - pyskl - INFO - Epoch [8][1700/3405] lr: 2.485e-02, eta: 2 days, 14:59:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9325, loss_cls: 4.7966, loss: 4.7966 +2025-06-23 14:25:18,567 - pyskl - INFO - Epoch [8][1800/3405] lr: 2.484e-02, eta: 2 days, 14:58:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9387, loss_cls: 4.8566, loss: 4.8566 +2025-06-23 14:26:04,516 - pyskl - INFO - Epoch [8][1900/3405] lr: 2.484e-02, eta: 2 days, 14:57:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9481, loss_cls: 4.6528, loss: 4.6528 +2025-06-23 14:26:50,506 - pyskl - INFO - Epoch [8][2000/3405] lr: 2.484e-02, eta: 2 days, 14:56:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9250, loss_cls: 4.8403, loss: 4.8403 +2025-06-23 14:27:36,698 - pyskl - INFO - Epoch [8][2100/3405] lr: 2.484e-02, eta: 2 days, 14:55:05, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9381, loss_cls: 4.7560, loss: 4.7560 +2025-06-23 14:28:22,828 - pyskl - INFO - Epoch [8][2200/3405] lr: 2.484e-02, eta: 2 days, 14:54:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9363, loss_cls: 4.8182, loss: 4.8182 +2025-06-23 14:29:08,997 - pyskl - INFO - Epoch [8][2300/3405] lr: 2.484e-02, eta: 2 days, 14:53:10, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9263, loss_cls: 4.8781, loss: 4.8781 +2025-06-23 14:29:55,126 - pyskl - INFO - Epoch [8][2400/3405] lr: 2.484e-02, eta: 2 days, 14:52:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9244, loss_cls: 4.7562, loss: 4.7562 +2025-06-23 14:30:41,305 - pyskl - INFO - Epoch [8][2500/3405] lr: 2.484e-02, eta: 2 days, 14:51:16, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9331, loss_cls: 4.7572, loss: 4.7572 +2025-06-23 14:31:27,283 - pyskl - INFO - Epoch [8][2600/3405] lr: 2.484e-02, eta: 2 days, 14:50:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9463, loss_cls: 4.6337, loss: 4.6337 +2025-06-23 14:32:13,463 - pyskl - INFO - Epoch [8][2700/3405] lr: 2.483e-02, eta: 2 days, 14:49:20, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9394, loss_cls: 4.8258, loss: 4.8258 +2025-06-23 14:32:59,616 - pyskl - INFO - Epoch [8][2800/3405] lr: 2.483e-02, eta: 2 days, 14:48:23, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9381, loss_cls: 4.7492, loss: 4.7492 +2025-06-23 14:33:45,737 - pyskl - INFO - Epoch [8][2900/3405] lr: 2.483e-02, eta: 2 days, 14:47:25, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9425, loss_cls: 4.6725, loss: 4.6725 +2025-06-23 14:34:31,727 - pyskl - INFO - Epoch [8][3000/3405] lr: 2.483e-02, eta: 2 days, 14:46:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9325, loss_cls: 4.8384, loss: 4.8384 +2025-06-23 14:35:17,709 - pyskl - INFO - Epoch [8][3100/3405] lr: 2.483e-02, eta: 2 days, 14:45:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9344, loss_cls: 4.8172, loss: 4.8172 +2025-06-23 14:36:03,668 - pyskl - INFO - Epoch [8][3200/3405] lr: 2.483e-02, eta: 2 days, 14:44:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9394, loss_cls: 4.7180, loss: 4.7180 +2025-06-23 14:36:49,573 - pyskl - INFO - Epoch [8][3300/3405] lr: 2.483e-02, eta: 2 days, 14:43:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9294, loss_cls: 4.7129, loss: 4.7129 +2025-06-23 14:37:35,579 - pyskl - INFO - Epoch [8][3400/3405] lr: 2.483e-02, eta: 2 days, 14:42:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9287, loss_cls: 4.7597, loss: 4.7597 +2025-06-23 14:37:38,285 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-06-23 14:41:53,838 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 14:41:54,375 - pyskl - INFO - +top1_acc 0.6959 +top5_acc 0.9241 +2025-06-23 14:41:54,425 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_7.pth was removed +2025-06-23 14:41:55,457 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2025-06-23 14:41:55,459 - pyskl - INFO - Best top1_acc is 0.6959 at 8 epoch. +2025-06-23 14:41:55,478 - pyskl - INFO - Epoch(val) [8][3718] top1_acc: 0.6959, top5_acc: 0.9241 +2025-06-23 14:43:03,583 - pyskl - INFO - Epoch [9][100/3405] lr: 2.482e-02, eta: 2 days, 14:47:15, time: 0.681, data_time: 0.222, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9287, loss_cls: 4.7413, loss: 4.7413 +2025-06-23 14:43:49,604 - pyskl - INFO - Epoch [9][200/3405] lr: 2.482e-02, eta: 2 days, 14:46:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9394, loss_cls: 4.6366, loss: 4.6366 +2025-06-23 14:44:35,876 - pyskl - INFO - Epoch [9][300/3405] lr: 2.482e-02, eta: 2 days, 14:45:20, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9406, loss_cls: 4.7691, loss: 4.7691 +2025-06-23 14:45:21,821 - pyskl - INFO - Epoch [9][400/3405] lr: 2.482e-02, eta: 2 days, 14:44:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9456, loss_cls: 4.8081, loss: 4.8081 +2025-06-23 14:46:07,774 - pyskl - INFO - Epoch [9][500/3405] lr: 2.482e-02, eta: 2 days, 14:43:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9319, loss_cls: 4.7688, loss: 4.7688 +2025-06-23 14:46:53,910 - pyskl - INFO - Epoch [9][600/3405] lr: 2.482e-02, eta: 2 days, 14:42:21, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9450, loss_cls: 4.7933, loss: 4.7933 +2025-06-23 14:47:39,860 - pyskl - INFO - Epoch [9][700/3405] lr: 2.482e-02, eta: 2 days, 14:41:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9244, loss_cls: 4.9238, loss: 4.9238 +2025-06-23 14:48:25,786 - pyskl - INFO - Epoch [9][800/3405] lr: 2.481e-02, eta: 2 days, 14:40:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9344, loss_cls: 4.7082, loss: 4.7082 +2025-06-23 14:49:11,727 - pyskl - INFO - Epoch [9][900/3405] lr: 2.481e-02, eta: 2 days, 14:39:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9269, loss_cls: 4.7608, loss: 4.7608 +2025-06-23 14:49:57,715 - pyskl - INFO - Epoch [9][1000/3405] lr: 2.481e-02, eta: 2 days, 14:38:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9356, loss_cls: 4.7628, loss: 4.7628 +2025-06-23 14:50:43,686 - pyskl - INFO - Epoch [9][1100/3405] lr: 2.481e-02, eta: 2 days, 14:37:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9419, loss_cls: 4.6919, loss: 4.6919 +2025-06-23 14:51:29,672 - pyskl - INFO - Epoch [9][1200/3405] lr: 2.481e-02, eta: 2 days, 14:36:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9306, loss_cls: 4.8866, loss: 4.8866 +2025-06-23 14:52:15,676 - pyskl - INFO - Epoch [9][1300/3405] lr: 2.481e-02, eta: 2 days, 14:35:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9356, loss_cls: 4.6301, loss: 4.6301 +2025-06-23 14:53:01,651 - pyskl - INFO - Epoch [9][1400/3405] lr: 2.481e-02, eta: 2 days, 14:34:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9356, loss_cls: 4.7584, loss: 4.7584 +2025-06-23 14:53:47,580 - pyskl - INFO - Epoch [9][1500/3405] lr: 2.481e-02, eta: 2 days, 14:33:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9381, loss_cls: 4.6679, loss: 4.6679 +2025-06-23 14:54:33,505 - pyskl - INFO - Epoch [9][1600/3405] lr: 2.480e-02, eta: 2 days, 14:32:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9425, loss_cls: 4.6900, loss: 4.6900 +2025-06-23 14:55:19,460 - pyskl - INFO - Epoch [9][1700/3405] lr: 2.480e-02, eta: 2 days, 14:31:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9331, loss_cls: 4.7335, loss: 4.7335 +2025-06-23 14:56:05,379 - pyskl - INFO - Epoch [9][1800/3405] lr: 2.480e-02, eta: 2 days, 14:30:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9519, loss_cls: 4.4635, loss: 4.4635 +2025-06-23 14:56:51,348 - pyskl - INFO - Epoch [9][1900/3405] lr: 2.480e-02, eta: 2 days, 14:29:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9363, loss_cls: 4.7587, loss: 4.7587 +2025-06-23 14:57:37,325 - pyskl - INFO - Epoch [9][2000/3405] lr: 2.480e-02, eta: 2 days, 14:28:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9344, loss_cls: 4.7713, loss: 4.7713 +2025-06-23 14:58:23,408 - pyskl - INFO - Epoch [9][2100/3405] lr: 2.480e-02, eta: 2 days, 14:27:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9494, loss_cls: 4.4768, loss: 4.4768 +2025-06-23 14:59:09,669 - pyskl - INFO - Epoch [9][2200/3405] lr: 2.480e-02, eta: 2 days, 14:26:34, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9337, loss_cls: 4.6383, loss: 4.6383 +2025-06-23 14:59:56,125 - pyskl - INFO - Epoch [9][2300/3405] lr: 2.479e-02, eta: 2 days, 14:25:43, time: 0.465, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9300, loss_cls: 4.8002, loss: 4.8002 +2025-06-23 15:00:42,004 - pyskl - INFO - Epoch [9][2400/3405] lr: 2.479e-02, eta: 2 days, 14:24:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9500, loss_cls: 4.6654, loss: 4.6654 +2025-06-23 15:01:27,832 - pyskl - INFO - Epoch [9][2500/3405] lr: 2.479e-02, eta: 2 days, 14:23:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9325, loss_cls: 4.7192, loss: 4.7192 +2025-06-23 15:02:13,837 - pyskl - INFO - Epoch [9][2600/3405] lr: 2.479e-02, eta: 2 days, 14:22:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9356, loss_cls: 4.6768, loss: 4.6768 +2025-06-23 15:02:59,825 - pyskl - INFO - Epoch [9][2700/3405] lr: 2.479e-02, eta: 2 days, 14:21:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9475, loss_cls: 4.6339, loss: 4.6339 +2025-06-23 15:03:45,922 - pyskl - INFO - Epoch [9][2800/3405] lr: 2.479e-02, eta: 2 days, 14:20:50, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9394, loss_cls: 4.6387, loss: 4.6387 +2025-06-23 15:04:31,668 - pyskl - INFO - Epoch [9][2900/3405] lr: 2.479e-02, eta: 2 days, 14:19:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9406, loss_cls: 4.6460, loss: 4.6460 +2025-06-23 15:05:17,413 - pyskl - INFO - Epoch [9][3000/3405] lr: 2.478e-02, eta: 2 days, 14:18:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9287, loss_cls: 4.7614, loss: 4.7614 +2025-06-23 15:06:03,150 - pyskl - INFO - Epoch [9][3100/3405] lr: 2.478e-02, eta: 2 days, 14:17:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9369, loss_cls: 4.6966, loss: 4.6966 +2025-06-23 15:06:48,857 - pyskl - INFO - Epoch [9][3200/3405] lr: 2.478e-02, eta: 2 days, 14:16:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9344, loss_cls: 4.7839, loss: 4.7839 +2025-06-23 15:07:34,789 - pyskl - INFO - Epoch [9][3300/3405] lr: 2.478e-02, eta: 2 days, 14:15:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9469, loss_cls: 4.6762, loss: 4.6762 +2025-06-23 15:08:20,493 - pyskl - INFO - Epoch [9][3400/3405] lr: 2.478e-02, eta: 2 days, 14:14:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9369, loss_cls: 4.6489, loss: 4.6489 +2025-06-23 15:08:23,227 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-06-23 15:12:36,929 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 15:12:37,629 - pyskl - INFO - +top1_acc 0.6873 +top5_acc 0.9188 +2025-06-23 15:12:37,653 - pyskl - INFO - Epoch(val) [9][3718] top1_acc: 0.6873, top5_acc: 0.9188 +2025-06-23 15:13:48,372 - pyskl - INFO - Epoch [10][100/3405] lr: 2.478e-02, eta: 2 days, 14:19:32, time: 0.707, data_time: 0.243, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9350, loss_cls: 4.7886, loss: 4.7886 +2025-06-23 15:14:34,491 - pyskl - INFO - Epoch [10][200/3405] lr: 2.478e-02, eta: 2 days, 14:18:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9525, loss_cls: 4.5173, loss: 4.5173 +2025-06-23 15:15:20,556 - pyskl - INFO - Epoch [10][300/3405] lr: 2.477e-02, eta: 2 days, 14:17:39, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9544, loss_cls: 4.5354, loss: 4.5354 +2025-06-23 15:16:06,617 - pyskl - INFO - Epoch [10][400/3405] lr: 2.477e-02, eta: 2 days, 14:16:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9387, loss_cls: 4.5942, loss: 4.5942 +2025-06-23 15:16:52,653 - pyskl - INFO - Epoch [10][500/3405] lr: 2.477e-02, eta: 2 days, 14:15:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9325, loss_cls: 4.7087, loss: 4.7087 +2025-06-23 15:17:38,659 - pyskl - INFO - Epoch [10][600/3405] lr: 2.477e-02, eta: 2 days, 14:14:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9413, loss_cls: 4.6277, loss: 4.6277 +2025-06-23 15:18:24,761 - pyskl - INFO - Epoch [10][700/3405] lr: 2.477e-02, eta: 2 days, 14:13:49, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9350, loss_cls: 4.6845, loss: 4.6845 +2025-06-23 15:19:10,840 - pyskl - INFO - Epoch [10][800/3405] lr: 2.477e-02, eta: 2 days, 14:12:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9431, loss_cls: 4.6298, loss: 4.6298 +2025-06-23 15:19:56,882 - pyskl - INFO - Epoch [10][900/3405] lr: 2.477e-02, eta: 2 days, 14:11:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9450, loss_cls: 4.7136, loss: 4.7136 +2025-06-23 15:20:42,953 - pyskl - INFO - Epoch [10][1000/3405] lr: 2.476e-02, eta: 2 days, 14:10:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9463, loss_cls: 4.5796, loss: 4.5796 +2025-06-23 15:21:29,072 - pyskl - INFO - Epoch [10][1100/3405] lr: 2.476e-02, eta: 2 days, 14:10:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9419, loss_cls: 4.6518, loss: 4.6518 +2025-06-23 15:22:15,181 - pyskl - INFO - Epoch [10][1200/3405] lr: 2.476e-02, eta: 2 days, 14:09:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9369, loss_cls: 4.7859, loss: 4.7859 +2025-06-23 15:23:01,299 - pyskl - INFO - Epoch [10][1300/3405] lr: 2.476e-02, eta: 2 days, 14:08:11, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9400, loss_cls: 4.5895, loss: 4.5895 +2025-06-23 15:23:47,457 - pyskl - INFO - Epoch [10][1400/3405] lr: 2.476e-02, eta: 2 days, 14:07:16, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9444, loss_cls: 4.6029, loss: 4.6029 +2025-06-23 15:24:33,521 - pyskl - INFO - Epoch [10][1500/3405] lr: 2.476e-02, eta: 2 days, 14:06:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9450, loss_cls: 4.5153, loss: 4.5153 +2025-06-23 15:25:19,623 - pyskl - INFO - Epoch [10][1600/3405] lr: 2.475e-02, eta: 2 days, 14:05:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9406, loss_cls: 4.6160, loss: 4.6160 +2025-06-23 15:26:05,644 - pyskl - INFO - Epoch [10][1700/3405] lr: 2.475e-02, eta: 2 days, 14:04:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9463, loss_cls: 4.4969, loss: 4.4969 +2025-06-23 15:26:51,678 - pyskl - INFO - Epoch [10][1800/3405] lr: 2.475e-02, eta: 2 days, 14:03:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9337, loss_cls: 4.7626, loss: 4.7626 +2025-06-23 15:27:37,749 - pyskl - INFO - Epoch [10][1900/3405] lr: 2.475e-02, eta: 2 days, 14:02:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9425, loss_cls: 4.6362, loss: 4.6362 +2025-06-23 15:28:23,707 - pyskl - INFO - Epoch [10][2000/3405] lr: 2.475e-02, eta: 2 days, 14:01:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9469, loss_cls: 4.4938, loss: 4.4938 +2025-06-23 15:29:09,923 - pyskl - INFO - Epoch [10][2100/3405] lr: 2.475e-02, eta: 2 days, 14:00:43, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9413, loss_cls: 4.5109, loss: 4.5109 +2025-06-23 15:29:56,044 - pyskl - INFO - Epoch [10][2200/3405] lr: 2.475e-02, eta: 2 days, 13:59:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9350, loss_cls: 4.7422, loss: 4.7422 +2025-06-23 15:30:42,034 - pyskl - INFO - Epoch [10][2300/3405] lr: 2.474e-02, eta: 2 days, 13:58:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9450, loss_cls: 4.5979, loss: 4.5979 +2025-06-23 15:31:27,895 - pyskl - INFO - Epoch [10][2400/3405] lr: 2.474e-02, eta: 2 days, 13:57:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9381, loss_cls: 4.5750, loss: 4.5750 +2025-06-23 15:32:13,698 - pyskl - INFO - Epoch [10][2500/3405] lr: 2.474e-02, eta: 2 days, 13:56:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9469, loss_cls: 4.7121, loss: 4.7121 +2025-06-23 15:32:59,661 - pyskl - INFO - Epoch [10][2600/3405] lr: 2.474e-02, eta: 2 days, 13:55:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9450, loss_cls: 4.6321, loss: 4.6321 +2025-06-23 15:33:45,456 - pyskl - INFO - Epoch [10][2700/3405] lr: 2.474e-02, eta: 2 days, 13:54:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9369, loss_cls: 4.6757, loss: 4.6757 +2025-06-23 15:34:31,275 - pyskl - INFO - Epoch [10][2800/3405] lr: 2.474e-02, eta: 2 days, 13:53:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9406, loss_cls: 4.6923, loss: 4.6923 +2025-06-23 15:35:17,096 - pyskl - INFO - Epoch [10][2900/3405] lr: 2.473e-02, eta: 2 days, 13:52:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9369, loss_cls: 4.6984, loss: 4.6984 +2025-06-23 15:36:02,979 - pyskl - INFO - Epoch [10][3000/3405] lr: 2.473e-02, eta: 2 days, 13:51:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9463, loss_cls: 4.5222, loss: 4.5222 +2025-06-23 15:36:48,767 - pyskl - INFO - Epoch [10][3100/3405] lr: 2.473e-02, eta: 2 days, 13:51:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9413, loss_cls: 4.5536, loss: 4.5536 +2025-06-23 15:37:34,728 - pyskl - INFO - Epoch [10][3200/3405] lr: 2.473e-02, eta: 2 days, 13:50:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9356, loss_cls: 4.6698, loss: 4.6698 +2025-06-23 15:38:20,787 - pyskl - INFO - Epoch [10][3300/3405] lr: 2.473e-02, eta: 2 days, 13:49:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9419, loss_cls: 4.4346, loss: 4.4346 +2025-06-23 15:39:06,646 - pyskl - INFO - Epoch [10][3400/3405] lr: 2.473e-02, eta: 2 days, 13:48:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9381, loss_cls: 4.4654, loss: 4.4654 +2025-06-23 15:39:09,246 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-06-23 15:59:03,401 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 15:59:03,952 - pyskl - INFO - +top1_acc 0.6768 +top5_acc 0.9037 +2025-06-23 15:59:03,975 - pyskl - INFO - Epoch(val) [10][3718] top1_acc: 0.6768, top5_acc: 0.9037 +2025-06-23 16:00:13,094 - pyskl - INFO - Epoch [11][100/3405] lr: 2.473e-02, eta: 2 days, 13:52:01, time: 0.691, data_time: 0.230, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9537, loss_cls: 4.4477, loss: 4.4477 +2025-06-23 16:00:59,204 - pyskl - INFO - Epoch [11][200/3405] lr: 2.472e-02, eta: 2 days, 13:51:06, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9456, loss_cls: 4.5252, loss: 4.5252 +2025-06-23 16:01:45,315 - pyskl - INFO - Epoch [11][300/3405] lr: 2.472e-02, eta: 2 days, 13:50:11, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9456, loss_cls: 4.4828, loss: 4.4828 +2025-06-23 16:02:31,711 - pyskl - INFO - Epoch [11][400/3405] lr: 2.472e-02, eta: 2 days, 13:49:19, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9494, loss_cls: 4.4959, loss: 4.4959 +2025-06-23 16:03:17,819 - pyskl - INFO - Epoch [11][500/3405] lr: 2.472e-02, eta: 2 days, 13:48:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9406, loss_cls: 4.4796, loss: 4.4796 +2025-06-23 16:04:03,868 - pyskl - INFO - Epoch [11][600/3405] lr: 2.472e-02, eta: 2 days, 13:47:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9513, loss_cls: 4.5063, loss: 4.5063 +2025-06-23 16:04:49,837 - pyskl - INFO - Epoch [11][700/3405] lr: 2.472e-02, eta: 2 days, 13:46:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9437, loss_cls: 4.5767, loss: 4.5767 +2025-06-23 16:05:35,853 - pyskl - INFO - Epoch [11][800/3405] lr: 2.471e-02, eta: 2 days, 13:45:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9437, loss_cls: 4.5566, loss: 4.5566 +2025-06-23 16:06:21,769 - pyskl - INFO - Epoch [11][900/3405] lr: 2.471e-02, eta: 2 days, 13:44:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9456, loss_cls: 4.5713, loss: 4.5713 +2025-06-23 16:07:07,844 - pyskl - INFO - Epoch [11][1000/3405] lr: 2.471e-02, eta: 2 days, 13:43:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9413, loss_cls: 4.6136, loss: 4.6136 +2025-06-23 16:07:53,951 - pyskl - INFO - Epoch [11][1100/3405] lr: 2.471e-02, eta: 2 days, 13:42:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9425, loss_cls: 4.5894, loss: 4.5894 +2025-06-23 16:08:39,968 - pyskl - INFO - Epoch [11][1200/3405] lr: 2.471e-02, eta: 2 days, 13:41:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9356, loss_cls: 4.7165, loss: 4.7165 +2025-06-23 16:09:25,930 - pyskl - INFO - Epoch [11][1300/3405] lr: 2.471e-02, eta: 2 days, 13:40:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9456, loss_cls: 4.4467, loss: 4.4467 +2025-06-23 16:10:11,967 - pyskl - INFO - Epoch [11][1400/3405] lr: 2.470e-02, eta: 2 days, 13:39:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9431, loss_cls: 4.5990, loss: 4.5990 +2025-06-23 16:10:58,149 - pyskl - INFO - Epoch [11][1500/3405] lr: 2.470e-02, eta: 2 days, 13:39:04, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9469, loss_cls: 4.4833, loss: 4.4833 +2025-06-23 16:11:44,194 - pyskl - INFO - Epoch [11][1600/3405] lr: 2.470e-02, eta: 2 days, 13:38:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9444, loss_cls: 4.4330, loss: 4.4330 +2025-06-23 16:12:30,232 - pyskl - INFO - Epoch [11][1700/3405] lr: 2.470e-02, eta: 2 days, 13:37:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9394, loss_cls: 4.6650, loss: 4.6650 +2025-06-23 16:13:16,210 - pyskl - INFO - Epoch [11][1800/3405] lr: 2.470e-02, eta: 2 days, 13:36:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9581, loss_cls: 4.4444, loss: 4.4444 +2025-06-23 16:14:02,507 - pyskl - INFO - Epoch [11][1900/3405] lr: 2.470e-02, eta: 2 days, 13:35:25, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9413, loss_cls: 4.5018, loss: 4.5018 +2025-06-23 16:14:48,648 - pyskl - INFO - Epoch [11][2000/3405] lr: 2.469e-02, eta: 2 days, 13:34:31, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9525, loss_cls: 4.4868, loss: 4.4868 +2025-06-23 16:15:34,637 - pyskl - INFO - Epoch [11][2100/3405] lr: 2.469e-02, eta: 2 days, 13:33:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9494, loss_cls: 4.5709, loss: 4.5709 +2025-06-23 16:16:20,619 - pyskl - INFO - Epoch [11][2200/3405] lr: 2.469e-02, eta: 2 days, 13:32:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9444, loss_cls: 4.6533, loss: 4.6533 +2025-06-23 16:17:06,529 - pyskl - INFO - Epoch [11][2300/3405] lr: 2.469e-02, eta: 2 days, 13:31:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9481, loss_cls: 4.4642, loss: 4.4642 +2025-06-23 16:17:52,496 - pyskl - INFO - Epoch [11][2400/3405] lr: 2.469e-02, eta: 2 days, 13:30:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9556, loss_cls: 4.5226, loss: 4.5226 +2025-06-23 16:18:38,532 - pyskl - INFO - Epoch [11][2500/3405] lr: 2.469e-02, eta: 2 days, 13:29:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9387, loss_cls: 4.5251, loss: 4.5251 +2025-06-23 16:19:24,570 - pyskl - INFO - Epoch [11][2600/3405] lr: 2.468e-02, eta: 2 days, 13:28:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9494, loss_cls: 4.5476, loss: 4.5476 +2025-06-23 16:20:10,539 - pyskl - INFO - Epoch [11][2700/3405] lr: 2.468e-02, eta: 2 days, 13:27:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9463, loss_cls: 4.4995, loss: 4.4995 +2025-06-23 16:20:56,556 - pyskl - INFO - Epoch [11][2800/3405] lr: 2.468e-02, eta: 2 days, 13:27:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9537, loss_cls: 4.3447, loss: 4.3447 +2025-06-23 16:21:42,598 - pyskl - INFO - Epoch [11][2900/3405] lr: 2.468e-02, eta: 2 days, 13:26:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9500, loss_cls: 4.4129, loss: 4.4129 +2025-06-23 16:22:28,803 - pyskl - INFO - Epoch [11][3000/3405] lr: 2.468e-02, eta: 2 days, 13:25:16, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9506, loss_cls: 4.5787, loss: 4.5787 +2025-06-23 16:23:14,832 - pyskl - INFO - Epoch [11][3100/3405] lr: 2.468e-02, eta: 2 days, 13:24:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9375, loss_cls: 4.5044, loss: 4.5044 +2025-06-23 16:24:00,785 - pyskl - INFO - Epoch [11][3200/3405] lr: 2.467e-02, eta: 2 days, 13:23:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9331, loss_cls: 4.7063, loss: 4.7063 +2025-06-23 16:24:46,702 - pyskl - INFO - Epoch [11][3300/3405] lr: 2.467e-02, eta: 2 days, 13:22:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9406, loss_cls: 4.5133, loss: 4.5133 +2025-06-23 16:25:32,677 - pyskl - INFO - Epoch [11][3400/3405] lr: 2.467e-02, eta: 2 days, 13:21:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9381, loss_cls: 4.6487, loss: 4.6487 +2025-06-23 16:25:35,324 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-06-23 16:29:45,706 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 16:29:46,242 - pyskl - INFO - +top1_acc 0.7017 +top5_acc 0.9327 +2025-06-23 16:29:46,295 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_8.pth was removed +2025-06-23 16:29:47,341 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2025-06-23 16:29:47,343 - pyskl - INFO - Best top1_acc is 0.7017 at 11 epoch. +2025-06-23 16:29:47,363 - pyskl - INFO - Epoch(val) [11][3718] top1_acc: 0.7017, top5_acc: 0.9327 +2025-06-23 16:30:55,635 - pyskl - INFO - Epoch [12][100/3405] lr: 2.467e-02, eta: 2 days, 13:24:48, time: 0.683, data_time: 0.224, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9581, loss_cls: 4.4701, loss: 4.4701 +2025-06-23 16:31:41,520 - pyskl - INFO - Epoch [12][200/3405] lr: 2.467e-02, eta: 2 days, 13:23:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 4.4355, loss: 4.4355 +2025-06-23 16:32:27,336 - pyskl - INFO - Epoch [12][300/3405] lr: 2.466e-02, eta: 2 days, 13:22:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 4.4424, loss: 4.4424 +2025-06-23 16:33:13,187 - pyskl - INFO - Epoch [12][400/3405] lr: 2.466e-02, eta: 2 days, 13:21:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 4.3837, loss: 4.3837 +2025-06-23 16:33:59,015 - pyskl - INFO - Epoch [12][500/3405] lr: 2.466e-02, eta: 2 days, 13:20:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9425, loss_cls: 4.4458, loss: 4.4458 +2025-06-23 16:34:44,827 - pyskl - INFO - Epoch [12][600/3405] lr: 2.466e-02, eta: 2 days, 13:19:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9369, loss_cls: 4.5427, loss: 4.5427 +2025-06-23 16:35:30,737 - pyskl - INFO - Epoch [12][700/3405] lr: 2.466e-02, eta: 2 days, 13:19:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9387, loss_cls: 4.5350, loss: 4.5350 +2025-06-23 16:36:16,620 - pyskl - INFO - Epoch [12][800/3405] lr: 2.466e-02, eta: 2 days, 13:18:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9506, loss_cls: 4.4514, loss: 4.4514 +2025-06-23 16:37:02,444 - pyskl - INFO - Epoch [12][900/3405] lr: 2.465e-02, eta: 2 days, 13:17:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9444, loss_cls: 4.4432, loss: 4.4432 +2025-06-23 16:37:48,230 - pyskl - INFO - Epoch [12][1000/3405] lr: 2.465e-02, eta: 2 days, 13:16:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9475, loss_cls: 4.5873, loss: 4.5873 +2025-06-23 16:38:34,081 - pyskl - INFO - Epoch [12][1100/3405] lr: 2.465e-02, eta: 2 days, 13:15:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9475, loss_cls: 4.4181, loss: 4.4181 +2025-06-23 16:39:19,949 - pyskl - INFO - Epoch [12][1200/3405] lr: 2.465e-02, eta: 2 days, 13:14:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9537, loss_cls: 4.4996, loss: 4.4996 +2025-06-23 16:40:05,783 - pyskl - INFO - Epoch [12][1300/3405] lr: 2.465e-02, eta: 2 days, 13:13:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9450, loss_cls: 4.5004, loss: 4.5004 +2025-06-23 16:40:51,571 - pyskl - INFO - Epoch [12][1400/3405] lr: 2.464e-02, eta: 2 days, 13:12:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9494, loss_cls: 4.4514, loss: 4.4514 +2025-06-23 16:41:37,423 - pyskl - INFO - Epoch [12][1500/3405] lr: 2.464e-02, eta: 2 days, 13:11:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9525, loss_cls: 4.4339, loss: 4.4339 +2025-06-23 16:42:23,282 - pyskl - INFO - Epoch [12][1600/3405] lr: 2.464e-02, eta: 2 days, 13:10:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9494, loss_cls: 4.4667, loss: 4.4667 +2025-06-23 16:43:09,159 - pyskl - INFO - Epoch [12][1700/3405] lr: 2.464e-02, eta: 2 days, 13:09:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9550, loss_cls: 4.3891, loss: 4.3891 +2025-06-23 16:43:55,104 - pyskl - INFO - Epoch [12][1800/3405] lr: 2.464e-02, eta: 2 days, 13:08:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9587, loss_cls: 4.4604, loss: 4.4604 +2025-06-23 16:44:41,027 - pyskl - INFO - Epoch [12][1900/3405] lr: 2.464e-02, eta: 2 days, 13:07:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9494, loss_cls: 4.4028, loss: 4.4028 +2025-06-23 16:45:26,938 - pyskl - INFO - Epoch [12][2000/3405] lr: 2.463e-02, eta: 2 days, 13:06:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9394, loss_cls: 4.5936, loss: 4.5936 +2025-06-23 16:46:12,840 - pyskl - INFO - Epoch [12][2100/3405] lr: 2.463e-02, eta: 2 days, 13:05:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9606, loss_cls: 4.4222, loss: 4.4222 +2025-06-23 16:46:58,755 - pyskl - INFO - Epoch [12][2200/3405] lr: 2.463e-02, eta: 2 days, 13:04:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9494, loss_cls: 4.4892, loss: 4.4892 +2025-06-23 16:47:44,678 - pyskl - INFO - Epoch [12][2300/3405] lr: 2.463e-02, eta: 2 days, 13:03:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9406, loss_cls: 4.6066, loss: 4.6066 +2025-06-23 16:48:30,508 - pyskl - INFO - Epoch [12][2400/3405] lr: 2.463e-02, eta: 2 days, 13:03:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9513, loss_cls: 4.4803, loss: 4.4803 +2025-06-23 16:49:16,367 - pyskl - INFO - Epoch [12][2500/3405] lr: 2.462e-02, eta: 2 days, 13:02:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9494, loss_cls: 4.4766, loss: 4.4766 +2025-06-23 16:50:02,124 - pyskl - INFO - Epoch [12][2600/3405] lr: 2.462e-02, eta: 2 days, 13:01:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 4.4293, loss: 4.4293 +2025-06-23 16:50:47,936 - pyskl - INFO - Epoch [12][2700/3405] lr: 2.462e-02, eta: 2 days, 13:00:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9487, loss_cls: 4.4736, loss: 4.4736 +2025-06-23 16:51:33,748 - pyskl - INFO - Epoch [12][2800/3405] lr: 2.462e-02, eta: 2 days, 12:59:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9381, loss_cls: 4.5623, loss: 4.5623 +2025-06-23 16:52:19,565 - pyskl - INFO - Epoch [12][2900/3405] lr: 2.462e-02, eta: 2 days, 12:58:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9487, loss_cls: 4.4261, loss: 4.4261 +2025-06-23 16:53:05,362 - pyskl - INFO - Epoch [12][3000/3405] lr: 2.462e-02, eta: 2 days, 12:57:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9506, loss_cls: 4.4016, loss: 4.4016 +2025-06-23 16:53:51,107 - pyskl - INFO - Epoch [12][3100/3405] lr: 2.461e-02, eta: 2 days, 12:56:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9475, loss_cls: 4.4602, loss: 4.4602 +2025-06-23 16:54:37,015 - pyskl - INFO - Epoch [12][3200/3405] lr: 2.461e-02, eta: 2 days, 12:55:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9531, loss_cls: 4.4014, loss: 4.4014 +2025-06-23 16:55:22,812 - pyskl - INFO - Epoch [12][3300/3405] lr: 2.461e-02, eta: 2 days, 12:54:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9494, loss_cls: 4.5125, loss: 4.5125 +2025-06-23 16:56:08,693 - pyskl - INFO - Epoch [12][3400/3405] lr: 2.461e-02, eta: 2 days, 12:53:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9431, loss_cls: 4.4809, loss: 4.4809 +2025-06-23 16:56:11,341 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-06-23 17:00:21,650 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 17:00:22,185 - pyskl - INFO - +top1_acc 0.7183 +top5_acc 0.9392 +2025-06-23 17:00:22,239 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_11.pth was removed +2025-06-23 17:00:23,263 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2025-06-23 17:00:23,265 - pyskl - INFO - Best top1_acc is 0.7183 at 12 epoch. +2025-06-23 17:00:23,284 - pyskl - INFO - Epoch(val) [12][3718] top1_acc: 0.7183, top5_acc: 0.9392 +2025-06-23 17:01:31,757 - pyskl - INFO - Epoch [13][100/3405] lr: 2.461e-02, eta: 2 days, 12:56:29, time: 0.685, data_time: 0.226, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9531, loss_cls: 4.4404, loss: 4.4404 +2025-06-23 17:02:17,679 - pyskl - INFO - Epoch [13][200/3405] lr: 2.460e-02, eta: 2 days, 12:55:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9513, loss_cls: 4.3774, loss: 4.3774 +2025-06-23 17:03:03,595 - pyskl - INFO - Epoch [13][300/3405] lr: 2.460e-02, eta: 2 days, 12:54:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9450, loss_cls: 4.3574, loss: 4.3574 +2025-06-23 17:03:49,472 - pyskl - INFO - Epoch [13][400/3405] lr: 2.460e-02, eta: 2 days, 12:53:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9569, loss_cls: 4.2335, loss: 4.2335 +2025-06-23 17:04:35,487 - pyskl - INFO - Epoch [13][500/3405] lr: 2.460e-02, eta: 2 days, 12:52:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9513, loss_cls: 4.5226, loss: 4.5226 +2025-06-23 17:05:21,461 - pyskl - INFO - Epoch [13][600/3405] lr: 2.460e-02, eta: 2 days, 12:51:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9475, loss_cls: 4.2294, loss: 4.2294 +2025-06-23 17:06:07,268 - pyskl - INFO - Epoch [13][700/3405] lr: 2.459e-02, eta: 2 days, 12:50:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9519, loss_cls: 4.4815, loss: 4.4815 +2025-06-23 17:06:53,082 - pyskl - INFO - Epoch [13][800/3405] lr: 2.459e-02, eta: 2 days, 12:49:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9519, loss_cls: 4.3540, loss: 4.3540 +2025-06-23 17:07:38,877 - pyskl - INFO - Epoch [13][900/3405] lr: 2.459e-02, eta: 2 days, 12:49:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9587, loss_cls: 4.3967, loss: 4.3967 +2025-06-23 17:08:24,714 - pyskl - INFO - Epoch [13][1000/3405] lr: 2.459e-02, eta: 2 days, 12:48:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9450, loss_cls: 4.4128, loss: 4.4128 +2025-06-23 17:09:10,678 - pyskl - INFO - Epoch [13][1100/3405] lr: 2.459e-02, eta: 2 days, 12:47:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9494, loss_cls: 4.4217, loss: 4.4217 +2025-06-23 17:09:56,652 - pyskl - INFO - Epoch [13][1200/3405] lr: 2.458e-02, eta: 2 days, 12:46:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9456, loss_cls: 4.4349, loss: 4.4349 +2025-06-23 17:10:42,404 - pyskl - INFO - Epoch [13][1300/3405] lr: 2.458e-02, eta: 2 days, 12:45:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9494, loss_cls: 4.4305, loss: 4.4305 +2025-06-23 17:11:28,494 - pyskl - INFO - Epoch [13][1400/3405] lr: 2.458e-02, eta: 2 days, 12:44:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9519, loss_cls: 4.3044, loss: 4.3044 +2025-06-23 17:12:14,526 - pyskl - INFO - Epoch [13][1500/3405] lr: 2.458e-02, eta: 2 days, 12:43:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9556, loss_cls: 4.3670, loss: 4.3670 +2025-06-23 17:13:00,576 - pyskl - INFO - Epoch [13][1600/3405] lr: 2.458e-02, eta: 2 days, 12:42:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9531, loss_cls: 4.3688, loss: 4.3688 +2025-06-23 17:13:46,628 - pyskl - INFO - Epoch [13][1700/3405] lr: 2.457e-02, eta: 2 days, 12:41:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9487, loss_cls: 4.5250, loss: 4.5250 +2025-06-23 17:14:32,655 - pyskl - INFO - Epoch [13][1800/3405] lr: 2.457e-02, eta: 2 days, 12:40:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9519, loss_cls: 4.3923, loss: 4.3923 +2025-06-23 17:15:18,856 - pyskl - INFO - Epoch [13][1900/3405] lr: 2.457e-02, eta: 2 days, 12:40:01, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9487, loss_cls: 4.6108, loss: 4.6108 +2025-06-23 17:16:04,824 - pyskl - INFO - Epoch [13][2000/3405] lr: 2.457e-02, eta: 2 days, 12:39:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9556, loss_cls: 4.3518, loss: 4.3518 +2025-06-23 17:16:50,827 - pyskl - INFO - Epoch [13][2100/3405] lr: 2.457e-02, eta: 2 days, 12:38:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9556, loss_cls: 4.5114, loss: 4.5114 +2025-06-23 17:17:36,997 - pyskl - INFO - Epoch [13][2200/3405] lr: 2.456e-02, eta: 2 days, 12:37:20, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9594, loss_cls: 4.3511, loss: 4.3511 +2025-06-23 17:18:23,139 - pyskl - INFO - Epoch [13][2300/3405] lr: 2.456e-02, eta: 2 days, 12:36:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9456, loss_cls: 4.4892, loss: 4.4892 +2025-06-23 17:19:09,235 - pyskl - INFO - Epoch [13][2400/3405] lr: 2.456e-02, eta: 2 days, 12:35:35, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9400, loss_cls: 4.5733, loss: 4.5733 +2025-06-23 17:19:55,151 - pyskl - INFO - Epoch [13][2500/3405] lr: 2.456e-02, eta: 2 days, 12:34:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9519, loss_cls: 4.2690, loss: 4.2690 +2025-06-23 17:20:41,106 - pyskl - INFO - Epoch [13][2600/3405] lr: 2.456e-02, eta: 2 days, 12:33:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9531, loss_cls: 4.4279, loss: 4.4279 +2025-06-23 17:21:27,083 - pyskl - INFO - Epoch [13][2700/3405] lr: 2.455e-02, eta: 2 days, 12:32:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9469, loss_cls: 4.5134, loss: 4.5134 +2025-06-23 17:22:12,997 - pyskl - INFO - Epoch [13][2800/3405] lr: 2.455e-02, eta: 2 days, 12:31:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9481, loss_cls: 4.4239, loss: 4.4239 +2025-06-23 17:22:58,895 - pyskl - INFO - Epoch [13][2900/3405] lr: 2.455e-02, eta: 2 days, 12:31:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9437, loss_cls: 4.5816, loss: 4.5816 +2025-06-23 17:23:44,787 - pyskl - INFO - Epoch [13][3000/3405] lr: 2.455e-02, eta: 2 days, 12:30:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9437, loss_cls: 4.4795, loss: 4.4795 +2025-06-23 17:24:30,665 - pyskl - INFO - Epoch [13][3100/3405] lr: 2.455e-02, eta: 2 days, 12:29:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9469, loss_cls: 4.4635, loss: 4.4635 +2025-06-23 17:25:16,588 - pyskl - INFO - Epoch [13][3200/3405] lr: 2.454e-02, eta: 2 days, 12:28:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9450, loss_cls: 4.3634, loss: 4.3634 +2025-06-23 17:26:02,500 - pyskl - INFO - Epoch [13][3300/3405] lr: 2.454e-02, eta: 2 days, 12:27:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9575, loss_cls: 4.2312, loss: 4.2312 +2025-06-23 17:26:48,331 - pyskl - INFO - Epoch [13][3400/3405] lr: 2.454e-02, eta: 2 days, 12:26:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9500, loss_cls: 4.4359, loss: 4.4359 +2025-06-23 17:26:50,919 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-06-23 17:31:01,200 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 17:31:01,737 - pyskl - INFO - +top1_acc 0.7142 +top5_acc 0.9330 +2025-06-23 17:31:01,757 - pyskl - INFO - Epoch(val) [13][3718] top1_acc: 0.7142, top5_acc: 0.9330 +2025-06-23 17:32:10,367 - pyskl - INFO - Epoch [14][100/3405] lr: 2.454e-02, eta: 2 days, 12:29:07, time: 0.686, data_time: 0.226, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 4.3478, loss: 4.3478 +2025-06-23 17:32:56,280 - pyskl - INFO - Epoch [14][200/3405] lr: 2.454e-02, eta: 2 days, 12:28:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 4.2846, loss: 4.2846 +2025-06-23 17:33:42,178 - pyskl - INFO - Epoch [14][300/3405] lr: 2.453e-02, eta: 2 days, 12:27:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9494, loss_cls: 4.3812, loss: 4.3812 +2025-06-23 17:34:28,125 - pyskl - INFO - Epoch [14][400/3405] lr: 2.453e-02, eta: 2 days, 12:26:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9544, loss_cls: 4.3490, loss: 4.3490 +2025-06-23 17:35:14,043 - pyskl - INFO - Epoch [14][500/3405] lr: 2.453e-02, eta: 2 days, 12:25:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9381, loss_cls: 4.5979, loss: 4.5979 +2025-06-23 17:35:59,948 - pyskl - INFO - Epoch [14][600/3405] lr: 2.453e-02, eta: 2 days, 12:24:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9437, loss_cls: 4.4087, loss: 4.4087 +2025-06-23 17:36:45,844 - pyskl - INFO - Epoch [14][700/3405] lr: 2.452e-02, eta: 2 days, 12:23:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9556, loss_cls: 4.3120, loss: 4.3120 +2025-06-23 17:37:31,990 - pyskl - INFO - Epoch [14][800/3405] lr: 2.452e-02, eta: 2 days, 12:22:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9487, loss_cls: 4.3869, loss: 4.3869 +2025-06-23 17:38:17,932 - pyskl - INFO - Epoch [14][900/3405] lr: 2.452e-02, eta: 2 days, 12:21:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 4.3839, loss: 4.3839 +2025-06-23 17:39:03,782 - pyskl - INFO - Epoch [14][1000/3405] lr: 2.452e-02, eta: 2 days, 12:20:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9550, loss_cls: 4.3208, loss: 4.3208 +2025-06-23 17:39:49,627 - pyskl - INFO - Epoch [14][1100/3405] lr: 2.452e-02, eta: 2 days, 12:20:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9494, loss_cls: 4.3501, loss: 4.3501 +2025-06-23 17:40:35,547 - pyskl - INFO - Epoch [14][1200/3405] lr: 2.451e-02, eta: 2 days, 12:19:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9463, loss_cls: 4.4027, loss: 4.4027 +2025-06-23 17:41:21,458 - pyskl - INFO - Epoch [14][1300/3405] lr: 2.451e-02, eta: 2 days, 12:18:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9600, loss_cls: 4.2367, loss: 4.2367 +2025-06-23 17:42:07,419 - pyskl - INFO - Epoch [14][1400/3405] lr: 2.451e-02, eta: 2 days, 12:17:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9419, loss_cls: 4.4501, loss: 4.4501 +2025-06-23 17:42:53,586 - pyskl - INFO - Epoch [14][1500/3405] lr: 2.451e-02, eta: 2 days, 12:16:27, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9500, loss_cls: 4.3424, loss: 4.3424 +2025-06-23 17:43:39,860 - pyskl - INFO - Epoch [14][1600/3405] lr: 2.451e-02, eta: 2 days, 12:15:37, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9469, loss_cls: 4.3105, loss: 4.3105 +2025-06-23 17:44:26,054 - pyskl - INFO - Epoch [14][1700/3405] lr: 2.450e-02, eta: 2 days, 12:14:45, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9425, loss_cls: 4.3665, loss: 4.3665 +2025-06-23 17:45:12,177 - pyskl - INFO - Epoch [14][1800/3405] lr: 2.450e-02, eta: 2 days, 12:13:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9506, loss_cls: 4.3168, loss: 4.3168 +2025-06-23 17:45:58,194 - pyskl - INFO - Epoch [14][1900/3405] lr: 2.450e-02, eta: 2 days, 12:13:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9487, loss_cls: 4.4517, loss: 4.4517 +2025-06-23 17:46:44,140 - pyskl - INFO - Epoch [14][2000/3405] lr: 2.450e-02, eta: 2 days, 12:12:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9569, loss_cls: 4.3370, loss: 4.3370 +2025-06-23 17:47:30,062 - pyskl - INFO - Epoch [14][2100/3405] lr: 2.450e-02, eta: 2 days, 12:11:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9487, loss_cls: 4.4030, loss: 4.4030 +2025-06-23 17:48:15,964 - pyskl - INFO - Epoch [14][2200/3405] lr: 2.449e-02, eta: 2 days, 12:10:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9550, loss_cls: 4.2972, loss: 4.2972 +2025-06-23 17:49:01,978 - pyskl - INFO - Epoch [14][2300/3405] lr: 2.449e-02, eta: 2 days, 12:09:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9500, loss_cls: 4.4117, loss: 4.4117 +2025-06-23 17:49:48,019 - pyskl - INFO - Epoch [14][2400/3405] lr: 2.449e-02, eta: 2 days, 12:08:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9587, loss_cls: 4.4377, loss: 4.4377 +2025-06-23 17:50:34,004 - pyskl - INFO - Epoch [14][2500/3405] lr: 2.449e-02, eta: 2 days, 12:07:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9425, loss_cls: 4.4659, loss: 4.4659 +2025-06-23 17:51:20,007 - pyskl - INFO - Epoch [14][2600/3405] lr: 2.448e-02, eta: 2 days, 12:06:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9531, loss_cls: 4.3731, loss: 4.3731 +2025-06-23 17:52:05,950 - pyskl - INFO - Epoch [14][2700/3405] lr: 2.448e-02, eta: 2 days, 12:05:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9475, loss_cls: 4.3174, loss: 4.3174 +2025-06-23 17:52:52,008 - pyskl - INFO - Epoch [14][2800/3405] lr: 2.448e-02, eta: 2 days, 12:04:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9513, loss_cls: 4.3025, loss: 4.3025 +2025-06-23 17:53:37,895 - pyskl - INFO - Epoch [14][2900/3405] lr: 2.448e-02, eta: 2 days, 12:04:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9500, loss_cls: 4.3807, loss: 4.3807 +2025-06-23 17:54:23,810 - pyskl - INFO - Epoch [14][3000/3405] lr: 2.448e-02, eta: 2 days, 12:03:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9469, loss_cls: 4.5848, loss: 4.5848 +2025-06-23 17:55:09,726 - pyskl - INFO - Epoch [14][3100/3405] lr: 2.447e-02, eta: 2 days, 12:02:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9594, loss_cls: 4.2098, loss: 4.2098 +2025-06-23 17:55:55,631 - pyskl - INFO - Epoch [14][3200/3405] lr: 2.447e-02, eta: 2 days, 12:01:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9519, loss_cls: 4.2319, loss: 4.2319 +2025-06-23 17:56:41,520 - pyskl - INFO - Epoch [14][3300/3405] lr: 2.447e-02, eta: 2 days, 12:00:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9587, loss_cls: 4.3166, loss: 4.3166 +2025-06-23 17:57:27,523 - pyskl - INFO - Epoch [14][3400/3405] lr: 2.447e-02, eta: 2 days, 11:59:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9525, loss_cls: 4.2995, loss: 4.2995 +2025-06-23 17:57:30,156 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-06-23 18:01:43,487 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 18:01:44,019 - pyskl - INFO - +top1_acc 0.7143 +top5_acc 0.9288 +2025-06-23 18:01:44,040 - pyskl - INFO - Epoch(val) [14][3718] top1_acc: 0.7143, top5_acc: 0.9288 +2025-06-23 18:02:52,384 - pyskl - INFO - Epoch [15][100/3405] lr: 2.446e-02, eta: 2 days, 12:01:56, time: 0.683, data_time: 0.223, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9506, loss_cls: 4.2362, loss: 4.2362 +2025-06-23 18:03:38,266 - pyskl - INFO - Epoch [15][200/3405] lr: 2.446e-02, eta: 2 days, 12:01:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9475, loss_cls: 4.2755, loss: 4.2755 +2025-06-23 18:04:24,234 - pyskl - INFO - Epoch [15][300/3405] lr: 2.446e-02, eta: 2 days, 12:00:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9519, loss_cls: 4.2133, loss: 4.2133 +2025-06-23 18:05:10,226 - pyskl - INFO - Epoch [15][400/3405] lr: 2.446e-02, eta: 2 days, 11:59:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9537, loss_cls: 4.2904, loss: 4.2904 +2025-06-23 18:05:56,127 - pyskl - INFO - Epoch [15][500/3405] lr: 2.446e-02, eta: 2 days, 11:58:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9556, loss_cls: 4.3155, loss: 4.3155 +2025-06-23 18:06:42,030 - pyskl - INFO - Epoch [15][600/3405] lr: 2.445e-02, eta: 2 days, 11:57:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9656, loss_cls: 4.2851, loss: 4.2851 +2025-06-23 18:07:27,983 - pyskl - INFO - Epoch [15][700/3405] lr: 2.445e-02, eta: 2 days, 11:56:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9525, loss_cls: 4.2515, loss: 4.2515 +2025-06-23 18:08:13,971 - pyskl - INFO - Epoch [15][800/3405] lr: 2.445e-02, eta: 2 days, 11:55:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9463, loss_cls: 4.3124, loss: 4.3124 +2025-06-23 18:08:59,901 - pyskl - INFO - Epoch [15][900/3405] lr: 2.445e-02, eta: 2 days, 11:54:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9650, loss_cls: 4.2698, loss: 4.2698 +2025-06-23 18:09:45,961 - pyskl - INFO - Epoch [15][1000/3405] lr: 2.444e-02, eta: 2 days, 11:53:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9506, loss_cls: 4.3611, loss: 4.3611 +2025-06-23 18:10:31,887 - pyskl - INFO - Epoch [15][1100/3405] lr: 2.444e-02, eta: 2 days, 11:53:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9525, loss_cls: 4.2550, loss: 4.2550 +2025-06-23 18:11:17,879 - pyskl - INFO - Epoch [15][1200/3405] lr: 2.444e-02, eta: 2 days, 11:52:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9637, loss_cls: 4.3520, loss: 4.3520 +2025-06-23 18:12:03,748 - pyskl - INFO - Epoch [15][1300/3405] lr: 2.444e-02, eta: 2 days, 11:51:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9500, loss_cls: 4.4318, loss: 4.4318 +2025-06-23 18:12:49,596 - pyskl - INFO - Epoch [15][1400/3405] lr: 2.443e-02, eta: 2 days, 11:50:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9675, loss_cls: 4.1924, loss: 4.1924 +2025-06-23 18:13:35,408 - pyskl - INFO - Epoch [15][1500/3405] lr: 2.443e-02, eta: 2 days, 11:49:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9519, loss_cls: 4.3948, loss: 4.3948 +2025-06-23 18:14:21,317 - pyskl - INFO - Epoch [15][1600/3405] lr: 2.443e-02, eta: 2 days, 11:48:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9506, loss_cls: 4.3900, loss: 4.3900 +2025-06-23 18:15:07,105 - pyskl - INFO - Epoch [15][1700/3405] lr: 2.443e-02, eta: 2 days, 11:47:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9531, loss_cls: 4.4263, loss: 4.4263 +2025-06-23 18:15:52,911 - pyskl - INFO - Epoch [15][1800/3405] lr: 2.443e-02, eta: 2 days, 11:46:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 4.4062, loss: 4.4062 +2025-06-23 18:16:38,765 - pyskl - INFO - Epoch [15][1900/3405] lr: 2.442e-02, eta: 2 days, 11:45:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9375, loss_cls: 4.4935, loss: 4.4935 +2025-06-23 18:17:24,549 - pyskl - INFO - Epoch [15][2000/3405] lr: 2.442e-02, eta: 2 days, 11:44:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9500, loss_cls: 4.3030, loss: 4.3030 +2025-06-23 18:18:10,321 - pyskl - INFO - Epoch [15][2100/3405] lr: 2.442e-02, eta: 2 days, 11:43:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9569, loss_cls: 4.3171, loss: 4.3171 +2025-06-23 18:18:56,106 - pyskl - INFO - Epoch [15][2200/3405] lr: 2.442e-02, eta: 2 days, 11:43:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9544, loss_cls: 4.3193, loss: 4.3193 +2025-06-23 18:19:41,863 - pyskl - INFO - Epoch [15][2300/3405] lr: 2.441e-02, eta: 2 days, 11:42:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9556, loss_cls: 4.3623, loss: 4.3623 +2025-06-23 18:20:27,651 - pyskl - INFO - Epoch [15][2400/3405] lr: 2.441e-02, eta: 2 days, 11:41:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 4.2479, loss: 4.2479 +2025-06-23 18:21:13,391 - pyskl - INFO - Epoch [15][2500/3405] lr: 2.441e-02, eta: 2 days, 11:40:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9469, loss_cls: 4.3798, loss: 4.3798 +2025-06-23 18:21:59,199 - pyskl - INFO - Epoch [15][2600/3405] lr: 2.441e-02, eta: 2 days, 11:39:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9587, loss_cls: 4.3459, loss: 4.3459 +2025-06-23 18:22:45,065 - pyskl - INFO - Epoch [15][2700/3405] lr: 2.440e-02, eta: 2 days, 11:38:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9544, loss_cls: 4.2596, loss: 4.2596 +2025-06-23 18:23:30,919 - pyskl - INFO - Epoch [15][2800/3405] lr: 2.440e-02, eta: 2 days, 11:37:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 4.2917, loss: 4.2917 +2025-06-23 18:24:16,796 - pyskl - INFO - Epoch [15][2900/3405] lr: 2.440e-02, eta: 2 days, 11:36:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9544, loss_cls: 4.3207, loss: 4.3207 +2025-06-23 18:25:02,711 - pyskl - INFO - Epoch [15][3000/3405] lr: 2.440e-02, eta: 2 days, 11:35:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9500, loss_cls: 4.3338, loss: 4.3338 +2025-06-23 18:25:48,583 - pyskl - INFO - Epoch [15][3100/3405] lr: 2.440e-02, eta: 2 days, 11:34:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 4.1560, loss: 4.1560 +2025-06-23 18:26:34,469 - pyskl - INFO - Epoch [15][3200/3405] lr: 2.439e-02, eta: 2 days, 11:34:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9437, loss_cls: 4.3476, loss: 4.3476 +2025-06-23 18:27:20,354 - pyskl - INFO - Epoch [15][3300/3405] lr: 2.439e-02, eta: 2 days, 11:33:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9481, loss_cls: 4.4515, loss: 4.4515 +2025-06-23 18:28:06,505 - pyskl - INFO - Epoch [15][3400/3405] lr: 2.439e-02, eta: 2 days, 11:32:18, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9463, loss_cls: 4.3324, loss: 4.3324 +2025-06-23 18:28:09,125 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-06-23 18:46:39,722 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 18:46:40,258 - pyskl - INFO - +top1_acc 0.7370 +top5_acc 0.9359 +2025-06-23 18:46:40,308 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_12.pth was removed +2025-06-23 18:46:41,296 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. +2025-06-23 18:46:41,298 - pyskl - INFO - Best top1_acc is 0.7370 at 15 epoch. +2025-06-23 18:46:41,318 - pyskl - INFO - Epoch(val) [15][3718] top1_acc: 0.7370, top5_acc: 0.9359 +2025-06-23 18:47:49,411 - pyskl - INFO - Epoch [16][100/3405] lr: 2.439e-02, eta: 2 days, 11:34:21, time: 0.681, data_time: 0.221, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9569, loss_cls: 4.2521, loss: 4.2521 +2025-06-23 18:48:35,371 - pyskl - INFO - Epoch [16][200/3405] lr: 2.438e-02, eta: 2 days, 11:33:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9581, loss_cls: 4.3345, loss: 4.3345 +2025-06-23 18:49:21,303 - pyskl - INFO - Epoch [16][300/3405] lr: 2.438e-02, eta: 2 days, 11:32:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 4.0730, loss: 4.0730 +2025-06-23 18:50:07,218 - pyskl - INFO - Epoch [16][400/3405] lr: 2.438e-02, eta: 2 days, 11:31:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9594, loss_cls: 4.2474, loss: 4.2474 +2025-06-23 18:50:53,200 - pyskl - INFO - Epoch [16][500/3405] lr: 2.438e-02, eta: 2 days, 11:30:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9556, loss_cls: 4.3050, loss: 4.3050 +2025-06-23 18:51:39,175 - pyskl - INFO - Epoch [16][600/3405] lr: 2.437e-02, eta: 2 days, 11:29:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9556, loss_cls: 4.3693, loss: 4.3693 +2025-06-23 18:52:25,095 - pyskl - INFO - Epoch [16][700/3405] lr: 2.437e-02, eta: 2 days, 11:29:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 4.1705, loss: 4.1705 +2025-06-23 18:53:11,045 - pyskl - INFO - Epoch [16][800/3405] lr: 2.437e-02, eta: 2 days, 11:28:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 4.1508, loss: 4.1508 +2025-06-23 18:53:57,182 - pyskl - INFO - Epoch [16][900/3405] lr: 2.437e-02, eta: 2 days, 11:27:19, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9431, loss_cls: 4.4540, loss: 4.4540 +2025-06-23 18:54:43,331 - pyskl - INFO - Epoch [16][1000/3405] lr: 2.436e-02, eta: 2 days, 11:26:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9431, loss_cls: 4.3383, loss: 4.3383 +2025-06-23 18:55:29,298 - pyskl - INFO - Epoch [16][1100/3405] lr: 2.436e-02, eta: 2 days, 11:25:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 4.2826, loss: 4.2826 +2025-06-23 18:56:15,424 - pyskl - INFO - Epoch [16][1200/3405] lr: 2.436e-02, eta: 2 days, 11:24:44, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 4.2283, loss: 4.2283 +2025-06-23 18:57:01,509 - pyskl - INFO - Epoch [16][1300/3405] lr: 2.436e-02, eta: 2 days, 11:23:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9544, loss_cls: 4.3000, loss: 4.3000 +2025-06-23 18:57:47,535 - pyskl - INFO - Epoch [16][1400/3405] lr: 2.435e-02, eta: 2 days, 11:23:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 4.0874, loss: 4.0874 +2025-06-23 18:58:33,689 - pyskl - INFO - Epoch [16][1500/3405] lr: 2.435e-02, eta: 2 days, 11:22:09, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9650, loss_cls: 4.3148, loss: 4.3148 +2025-06-23 18:59:19,729 - pyskl - INFO - Epoch [16][1600/3405] lr: 2.435e-02, eta: 2 days, 11:21:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 4.3393, loss: 4.3393 +2025-06-23 19:00:05,771 - pyskl - INFO - Epoch [16][1700/3405] lr: 2.435e-02, eta: 2 days, 11:20:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9481, loss_cls: 4.3021, loss: 4.3021 +2025-06-23 19:00:51,821 - pyskl - INFO - Epoch [16][1800/3405] lr: 2.434e-02, eta: 2 days, 11:19:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9594, loss_cls: 4.3737, loss: 4.3737 +2025-06-23 19:01:37,755 - pyskl - INFO - Epoch [16][1900/3405] lr: 2.434e-02, eta: 2 days, 11:18:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 4.1740, loss: 4.1740 +2025-06-23 19:02:23,729 - pyskl - INFO - Epoch [16][2000/3405] lr: 2.434e-02, eta: 2 days, 11:17:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9581, loss_cls: 4.3281, loss: 4.3281 +2025-06-23 19:03:09,787 - pyskl - INFO - Epoch [16][2100/3405] lr: 2.434e-02, eta: 2 days, 11:16:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9531, loss_cls: 4.2576, loss: 4.2576 +2025-06-23 19:03:55,880 - pyskl - INFO - Epoch [16][2200/3405] lr: 2.433e-02, eta: 2 days, 11:16:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9456, loss_cls: 4.4494, loss: 4.4494 +2025-06-23 19:04:41,942 - pyskl - INFO - Epoch [16][2300/3405] lr: 2.433e-02, eta: 2 days, 11:15:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9481, loss_cls: 4.2706, loss: 4.2706 +2025-06-23 19:05:27,956 - pyskl - INFO - Epoch [16][2400/3405] lr: 2.433e-02, eta: 2 days, 11:14:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9475, loss_cls: 4.4489, loss: 4.4489 +2025-06-23 19:06:13,870 - pyskl - INFO - Epoch [16][2500/3405] lr: 2.433e-02, eta: 2 days, 11:13:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9494, loss_cls: 4.3794, loss: 4.3794 +2025-06-23 19:06:59,726 - pyskl - INFO - Epoch [16][2600/3405] lr: 2.432e-02, eta: 2 days, 11:12:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 4.1966, loss: 4.1966 +2025-06-23 19:07:45,633 - pyskl - INFO - Epoch [16][2700/3405] lr: 2.432e-02, eta: 2 days, 11:11:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9581, loss_cls: 4.2947, loss: 4.2947 +2025-06-23 19:08:31,504 - pyskl - INFO - Epoch [16][2800/3405] lr: 2.432e-02, eta: 2 days, 11:10:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 4.3012, loss: 4.3012 +2025-06-23 19:09:17,421 - pyskl - INFO - Epoch [16][2900/3405] lr: 2.432e-02, eta: 2 days, 11:09:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9506, loss_cls: 4.3126, loss: 4.3126 +2025-06-23 19:10:03,435 - pyskl - INFO - Epoch [16][3000/3405] lr: 2.431e-02, eta: 2 days, 11:09:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 4.3175, loss: 4.3175 +2025-06-23 19:10:49,524 - pyskl - INFO - Epoch [16][3100/3405] lr: 2.431e-02, eta: 2 days, 11:08:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 4.3298, loss: 4.3298 +2025-06-23 19:11:35,419 - pyskl - INFO - Epoch [16][3200/3405] lr: 2.431e-02, eta: 2 days, 11:07:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9494, loss_cls: 4.3031, loss: 4.3031 +2025-06-23 19:12:21,358 - pyskl - INFO - Epoch [16][3300/3405] lr: 2.431e-02, eta: 2 days, 11:06:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9500, loss_cls: 4.3128, loss: 4.3128 +2025-06-23 19:13:07,303 - pyskl - INFO - Epoch [16][3400/3405] lr: 2.430e-02, eta: 2 days, 11:05:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9563, loss_cls: 4.4104, loss: 4.4104 +2025-06-23 19:13:09,903 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-06-23 19:17:21,280 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 19:17:21,814 - pyskl - INFO - +top1_acc 0.7043 +top5_acc 0.9292 +2025-06-23 19:17:21,834 - pyskl - INFO - Epoch(val) [16][3718] top1_acc: 0.7043, top5_acc: 0.9292 +2025-06-23 19:18:30,098 - pyskl - INFO - Epoch [17][100/3405] lr: 2.430e-02, eta: 2 days, 11:07:29, time: 0.683, data_time: 0.224, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9444, loss_cls: 4.2303, loss: 4.2303 +2025-06-23 19:19:15,976 - pyskl - INFO - Epoch [17][200/3405] lr: 2.430e-02, eta: 2 days, 11:06:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 4.3113, loss: 4.3113 +2025-06-23 19:20:01,914 - pyskl - INFO - Epoch [17][300/3405] lr: 2.430e-02, eta: 2 days, 11:05:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9619, loss_cls: 4.2088, loss: 4.2088 +2025-06-23 19:20:47,864 - pyskl - INFO - Epoch [17][400/3405] lr: 2.429e-02, eta: 2 days, 11:04:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 4.2097, loss: 4.2097 +2025-06-23 19:21:33,822 - pyskl - INFO - Epoch [17][500/3405] lr: 2.429e-02, eta: 2 days, 11:03:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9537, loss_cls: 4.2952, loss: 4.2952 +2025-06-23 19:22:19,841 - pyskl - INFO - Epoch [17][600/3405] lr: 2.429e-02, eta: 2 days, 11:03:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9575, loss_cls: 4.2510, loss: 4.2510 +2025-06-23 19:23:06,048 - pyskl - INFO - Epoch [17][700/3405] lr: 2.429e-02, eta: 2 days, 11:02:16, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 4.1769, loss: 4.1769 +2025-06-23 19:23:52,236 - pyskl - INFO - Epoch [17][800/3405] lr: 2.428e-02, eta: 2 days, 11:01:25, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9581, loss_cls: 4.1159, loss: 4.1159 +2025-06-23 19:24:38,323 - pyskl - INFO - Epoch [17][900/3405] lr: 2.428e-02, eta: 2 days, 11:00:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 4.1822, loss: 4.1822 +2025-06-23 19:25:24,497 - pyskl - INFO - Epoch [17][1000/3405] lr: 2.428e-02, eta: 2 days, 10:59:43, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9450, loss_cls: 4.2114, loss: 4.2114 +2025-06-23 19:26:10,784 - pyskl - INFO - Epoch [17][1100/3405] lr: 2.428e-02, eta: 2 days, 10:58:54, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9625, loss_cls: 4.1594, loss: 4.1594 +2025-06-23 19:26:56,858 - pyskl - INFO - Epoch [17][1200/3405] lr: 2.427e-02, eta: 2 days, 10:58:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9519, loss_cls: 4.2981, loss: 4.2981 +2025-06-23 19:27:42,824 - pyskl - INFO - Epoch [17][1300/3405] lr: 2.427e-02, eta: 2 days, 10:57:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 4.2142, loss: 4.2142 +2025-06-23 19:28:28,746 - pyskl - INFO - Epoch [17][1400/3405] lr: 2.427e-02, eta: 2 days, 10:56:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 4.3439, loss: 4.3439 +2025-06-23 19:29:14,689 - pyskl - INFO - Epoch [17][1500/3405] lr: 2.427e-02, eta: 2 days, 10:55:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9594, loss_cls: 4.1689, loss: 4.1689 +2025-06-23 19:30:00,654 - pyskl - INFO - Epoch [17][1600/3405] lr: 2.426e-02, eta: 2 days, 10:54:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9463, loss_cls: 4.4193, loss: 4.4193 +2025-06-23 19:30:46,625 - pyskl - INFO - Epoch [17][1700/3405] lr: 2.426e-02, eta: 2 days, 10:53:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9513, loss_cls: 4.3792, loss: 4.3792 +2025-06-23 19:31:32,646 - pyskl - INFO - Epoch [17][1800/3405] lr: 2.426e-02, eta: 2 days, 10:52:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9619, loss_cls: 4.2179, loss: 4.2179 +2025-06-23 19:32:18,680 - pyskl - INFO - Epoch [17][1900/3405] lr: 2.426e-02, eta: 2 days, 10:51:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9581, loss_cls: 4.1959, loss: 4.1959 +2025-06-23 19:33:04,663 - pyskl - INFO - Epoch [17][2000/3405] lr: 2.425e-02, eta: 2 days, 10:51:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9487, loss_cls: 4.1928, loss: 4.1928 +2025-06-23 19:33:50,688 - pyskl - INFO - Epoch [17][2100/3405] lr: 2.425e-02, eta: 2 days, 10:50:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9569, loss_cls: 4.2558, loss: 4.2558 +2025-06-23 19:34:36,707 - pyskl - INFO - Epoch [17][2200/3405] lr: 2.425e-02, eta: 2 days, 10:49:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9519, loss_cls: 4.3085, loss: 4.3085 +2025-06-23 19:35:22,735 - pyskl - INFO - Epoch [17][2300/3405] lr: 2.425e-02, eta: 2 days, 10:48:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9513, loss_cls: 4.2897, loss: 4.2897 +2025-06-23 19:36:08,701 - pyskl - INFO - Epoch [17][2400/3405] lr: 2.424e-02, eta: 2 days, 10:47:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 4.1967, loss: 4.1967 +2025-06-23 19:36:54,637 - pyskl - INFO - Epoch [17][2500/3405] lr: 2.424e-02, eta: 2 days, 10:46:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 4.3161, loss: 4.3161 +2025-06-23 19:37:40,668 - pyskl - INFO - Epoch [17][2600/3405] lr: 2.424e-02, eta: 2 days, 10:45:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9550, loss_cls: 4.2067, loss: 4.2067 +2025-06-23 19:38:26,702 - pyskl - INFO - Epoch [17][2700/3405] lr: 2.423e-02, eta: 2 days, 10:45:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9525, loss_cls: 4.2357, loss: 4.2357 +2025-06-23 19:39:12,697 - pyskl - INFO - Epoch [17][2800/3405] lr: 2.423e-02, eta: 2 days, 10:44:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9631, loss_cls: 4.3249, loss: 4.3249 +2025-06-23 19:39:58,699 - pyskl - INFO - Epoch [17][2900/3405] lr: 2.423e-02, eta: 2 days, 10:43:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9681, loss_cls: 4.2733, loss: 4.2733 +2025-06-23 19:40:44,751 - pyskl - INFO - Epoch [17][3000/3405] lr: 2.423e-02, eta: 2 days, 10:42:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9537, loss_cls: 4.3458, loss: 4.3458 +2025-06-23 19:41:30,872 - pyskl - INFO - Epoch [17][3100/3405] lr: 2.422e-02, eta: 2 days, 10:41:39, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9481, loss_cls: 4.2430, loss: 4.2430 +2025-06-23 19:42:17,068 - pyskl - INFO - Epoch [17][3200/3405] lr: 2.422e-02, eta: 2 days, 10:40:49, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9494, loss_cls: 4.3171, loss: 4.3171 +2025-06-23 19:43:03,085 - pyskl - INFO - Epoch [17][3300/3405] lr: 2.422e-02, eta: 2 days, 10:39:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9600, loss_cls: 4.1230, loss: 4.1230 +2025-06-23 19:43:49,241 - pyskl - INFO - Epoch [17][3400/3405] lr: 2.422e-02, eta: 2 days, 10:39:07, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 4.1330, loss: 4.1330 +2025-06-23 19:43:51,915 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-06-23 19:48:05,534 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 19:48:06,139 - pyskl - INFO - +top1_acc 0.7330 +top5_acc 0.9459 +2025-06-23 19:48:06,160 - pyskl - INFO - Epoch(val) [17][3718] top1_acc: 0.7330, top5_acc: 0.9459 +2025-06-23 19:49:14,436 - pyskl - INFO - Epoch [18][100/3405] lr: 2.421e-02, eta: 2 days, 10:40:49, time: 0.683, data_time: 0.223, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 4.2393, loss: 4.2393 +2025-06-23 19:50:00,436 - pyskl - INFO - Epoch [18][200/3405] lr: 2.421e-02, eta: 2 days, 10:39:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9650, loss_cls: 4.0409, loss: 4.0409 +2025-06-23 19:50:46,452 - pyskl - INFO - Epoch [18][300/3405] lr: 2.421e-02, eta: 2 days, 10:39:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9506, loss_cls: 4.3003, loss: 4.3003 +2025-06-23 19:51:32,457 - pyskl - INFO - Epoch [18][400/3405] lr: 2.421e-02, eta: 2 days, 10:38:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9587, loss_cls: 4.1700, loss: 4.1700 +2025-06-23 19:52:18,634 - pyskl - INFO - Epoch [18][500/3405] lr: 2.420e-02, eta: 2 days, 10:37:24, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9637, loss_cls: 4.0558, loss: 4.0558 +2025-06-23 19:53:04,902 - pyskl - INFO - Epoch [18][600/3405] lr: 2.420e-02, eta: 2 days, 10:36:34, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9537, loss_cls: 4.0992, loss: 4.0992 +2025-06-23 19:53:51,011 - pyskl - INFO - Epoch [18][700/3405] lr: 2.420e-02, eta: 2 days, 10:35:43, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9531, loss_cls: 4.1578, loss: 4.1578 +2025-06-23 19:54:37,063 - pyskl - INFO - Epoch [18][800/3405] lr: 2.419e-02, eta: 2 days, 10:34:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9581, loss_cls: 4.2625, loss: 4.2625 +2025-06-23 19:55:23,239 - pyskl - INFO - Epoch [18][900/3405] lr: 2.419e-02, eta: 2 days, 10:34:02, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9519, loss_cls: 4.2428, loss: 4.2428 +2025-06-23 19:56:09,366 - pyskl - INFO - Epoch [18][1000/3405] lr: 2.419e-02, eta: 2 days, 10:33:11, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9594, loss_cls: 4.2247, loss: 4.2247 +2025-06-23 19:56:55,349 - pyskl - INFO - Epoch [18][1100/3405] lr: 2.419e-02, eta: 2 days, 10:32:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9619, loss_cls: 4.1546, loss: 4.1546 +2025-06-23 19:57:41,320 - pyskl - INFO - Epoch [18][1200/3405] lr: 2.418e-02, eta: 2 days, 10:31:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 4.1329, loss: 4.1329 +2025-06-23 19:58:27,336 - pyskl - INFO - Epoch [18][1300/3405] lr: 2.418e-02, eta: 2 days, 10:30:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9513, loss_cls: 4.2077, loss: 4.2077 +2025-06-23 19:59:13,332 - pyskl - INFO - Epoch [18][1400/3405] lr: 2.418e-02, eta: 2 days, 10:29:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9594, loss_cls: 4.0661, loss: 4.0661 +2025-06-23 19:59:59,339 - pyskl - INFO - Epoch [18][1500/3405] lr: 2.418e-02, eta: 2 days, 10:28:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 4.2981, loss: 4.2981 +2025-06-23 20:00:45,298 - pyskl - INFO - Epoch [18][1600/3405] lr: 2.417e-02, eta: 2 days, 10:28:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9500, loss_cls: 4.2636, loss: 4.2636 +2025-06-23 20:01:31,386 - pyskl - INFO - Epoch [18][1700/3405] lr: 2.417e-02, eta: 2 days, 10:27:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9481, loss_cls: 4.3545, loss: 4.3545 +2025-06-23 20:02:17,500 - pyskl - INFO - Epoch [18][1800/3405] lr: 2.417e-02, eta: 2 days, 10:26:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9550, loss_cls: 4.2046, loss: 4.2046 +2025-06-23 20:03:03,634 - pyskl - INFO - Epoch [18][1900/3405] lr: 2.416e-02, eta: 2 days, 10:25:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9575, loss_cls: 4.1874, loss: 4.1874 +2025-06-23 20:03:49,681 - pyskl - INFO - Epoch [18][2000/3405] lr: 2.416e-02, eta: 2 days, 10:24:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 4.2079, loss: 4.2079 +2025-06-23 20:04:35,824 - pyskl - INFO - Epoch [18][2100/3405] lr: 2.416e-02, eta: 2 days, 10:23:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9531, loss_cls: 4.1880, loss: 4.1880 +2025-06-23 20:05:21,898 - pyskl - INFO - Epoch [18][2200/3405] lr: 2.416e-02, eta: 2 days, 10:22:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9581, loss_cls: 4.1569, loss: 4.1569 +2025-06-23 20:06:07,923 - pyskl - INFO - Epoch [18][2300/3405] lr: 2.415e-02, eta: 2 days, 10:22:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 4.1312, loss: 4.1312 +2025-06-23 20:06:53,956 - pyskl - INFO - Epoch [18][2400/3405] lr: 2.415e-02, eta: 2 days, 10:21:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 4.2276, loss: 4.2276 +2025-06-23 20:07:40,002 - pyskl - INFO - Epoch [18][2500/3405] lr: 2.415e-02, eta: 2 days, 10:20:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9537, loss_cls: 4.2591, loss: 4.2591 +2025-06-23 20:08:26,192 - pyskl - INFO - Epoch [18][2600/3405] lr: 2.414e-02, eta: 2 days, 10:19:33, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 4.1064, loss: 4.1064 +2025-06-23 20:09:12,233 - pyskl - INFO - Epoch [18][2700/3405] lr: 2.414e-02, eta: 2 days, 10:18:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9525, loss_cls: 4.2336, loss: 4.2336 +2025-06-23 20:09:58,285 - pyskl - INFO - Epoch [18][2800/3405] lr: 2.414e-02, eta: 2 days, 10:17:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9469, loss_cls: 4.2375, loss: 4.2375 +2025-06-23 20:10:44,275 - pyskl - INFO - Epoch [18][2900/3405] lr: 2.414e-02, eta: 2 days, 10:17:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9537, loss_cls: 4.2594, loss: 4.2594 +2025-06-23 20:11:30,313 - pyskl - INFO - Epoch [18][3000/3405] lr: 2.413e-02, eta: 2 days, 10:16:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 4.1805, loss: 4.1805 +2025-06-23 20:12:16,413 - pyskl - INFO - Epoch [18][3100/3405] lr: 2.413e-02, eta: 2 days, 10:15:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9606, loss_cls: 4.1986, loss: 4.1986 +2025-06-23 20:13:02,544 - pyskl - INFO - Epoch [18][3200/3405] lr: 2.413e-02, eta: 2 days, 10:14:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9550, loss_cls: 4.1387, loss: 4.1387 +2025-06-23 20:13:48,565 - pyskl - INFO - Epoch [18][3300/3405] lr: 2.413e-02, eta: 2 days, 10:13:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9513, loss_cls: 4.2899, loss: 4.2899 +2025-06-23 20:14:34,500 - pyskl - INFO - Epoch [18][3400/3405] lr: 2.412e-02, eta: 2 days, 10:12:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9494, loss_cls: 4.3395, loss: 4.3395 +2025-06-23 20:14:37,116 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-06-23 20:18:51,016 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 20:18:51,581 - pyskl - INFO - +top1_acc 0.7287 +top5_acc 0.9404 +2025-06-23 20:18:51,602 - pyskl - INFO - Epoch(val) [18][3718] top1_acc: 0.7287, top5_acc: 0.9404 +2025-06-23 20:20:00,043 - pyskl - INFO - Epoch [19][100/3405] lr: 2.412e-02, eta: 2 days, 10:14:19, time: 0.684, data_time: 0.225, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9594, loss_cls: 4.2301, loss: 4.2301 +2025-06-23 20:20:45,959 - pyskl - INFO - Epoch [19][200/3405] lr: 2.412e-02, eta: 2 days, 10:13:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 4.0803, loss: 4.0803 +2025-06-23 20:21:32,151 - pyskl - INFO - Epoch [19][300/3405] lr: 2.411e-02, eta: 2 days, 10:12:37, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9575, loss_cls: 4.1929, loss: 4.1929 +2025-06-23 20:22:18,227 - pyskl - INFO - Epoch [19][400/3405] lr: 2.411e-02, eta: 2 days, 10:11:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9537, loss_cls: 4.2614, loss: 4.2614 +2025-06-23 20:23:04,149 - pyskl - INFO - Epoch [19][500/3405] lr: 2.411e-02, eta: 2 days, 10:10:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9519, loss_cls: 4.3551, loss: 4.3551 +2025-06-23 20:23:50,089 - pyskl - INFO - Epoch [19][600/3405] lr: 2.411e-02, eta: 2 days, 10:10:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9606, loss_cls: 4.1756, loss: 4.1756 +2025-06-23 20:24:36,101 - pyskl - INFO - Epoch [19][700/3405] lr: 2.410e-02, eta: 2 days, 10:09:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9569, loss_cls: 4.2586, loss: 4.2586 +2025-06-23 20:25:22,449 - pyskl - INFO - Epoch [19][800/3405] lr: 2.410e-02, eta: 2 days, 10:08:22, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 4.1669, loss: 4.1669 +2025-06-23 20:26:08,491 - pyskl - INFO - Epoch [19][900/3405] lr: 2.410e-02, eta: 2 days, 10:07:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 4.1422, loss: 4.1422 +2025-06-23 20:26:54,524 - pyskl - INFO - Epoch [19][1000/3405] lr: 2.409e-02, eta: 2 days, 10:06:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 4.1890, loss: 4.1890 +2025-06-23 20:27:40,563 - pyskl - INFO - Epoch [19][1100/3405] lr: 2.409e-02, eta: 2 days, 10:05:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9619, loss_cls: 4.2319, loss: 4.2319 +2025-06-23 20:28:26,650 - pyskl - INFO - Epoch [19][1200/3405] lr: 2.409e-02, eta: 2 days, 10:04:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9681, loss_cls: 4.1209, loss: 4.1209 +2025-06-23 20:29:12,665 - pyskl - INFO - Epoch [19][1300/3405] lr: 2.409e-02, eta: 2 days, 10:04:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9531, loss_cls: 4.1190, loss: 4.1190 +2025-06-23 20:29:58,588 - pyskl - INFO - Epoch [19][1400/3405] lr: 2.408e-02, eta: 2 days, 10:03:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9525, loss_cls: 4.1934, loss: 4.1934 +2025-06-23 20:30:44,619 - pyskl - INFO - Epoch [19][1500/3405] lr: 2.408e-02, eta: 2 days, 10:02:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 4.2612, loss: 4.2612 +2025-06-23 20:31:30,788 - pyskl - INFO - Epoch [19][1600/3405] lr: 2.408e-02, eta: 2 days, 10:01:34, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9575, loss_cls: 4.1651, loss: 4.1651 +2025-06-23 20:32:16,857 - pyskl - INFO - Epoch [19][1700/3405] lr: 2.407e-02, eta: 2 days, 10:00:43, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 4.3187, loss: 4.3187 +2025-06-23 20:33:02,865 - pyskl - INFO - Epoch [19][1800/3405] lr: 2.407e-02, eta: 2 days, 9:59:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9587, loss_cls: 4.2226, loss: 4.2226 +2025-06-23 20:33:48,941 - pyskl - INFO - Epoch [19][1900/3405] lr: 2.407e-02, eta: 2 days, 9:59:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9631, loss_cls: 4.1870, loss: 4.1870 +2025-06-23 20:34:34,971 - pyskl - INFO - Epoch [19][2000/3405] lr: 2.406e-02, eta: 2 days, 9:58:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9431, loss_cls: 4.2856, loss: 4.2856 +2025-06-23 20:35:20,975 - pyskl - INFO - Epoch [19][2100/3405] lr: 2.406e-02, eta: 2 days, 9:57:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9575, loss_cls: 4.1331, loss: 4.1331 +2025-06-23 20:36:06,971 - pyskl - INFO - Epoch [19][2200/3405] lr: 2.406e-02, eta: 2 days, 9:56:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9400, loss_cls: 4.4568, loss: 4.4568 +2025-06-23 20:36:53,065 - pyskl - INFO - Epoch [19][2300/3405] lr: 2.406e-02, eta: 2 days, 9:55:38, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9587, loss_cls: 4.1708, loss: 4.1708 +2025-06-23 20:37:39,097 - pyskl - INFO - Epoch [19][2400/3405] lr: 2.405e-02, eta: 2 days, 9:54:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 4.1395, loss: 4.1395 +2025-06-23 20:38:25,402 - pyskl - INFO - Epoch [19][2500/3405] lr: 2.405e-02, eta: 2 days, 9:53:58, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9537, loss_cls: 4.2247, loss: 4.2247 +2025-06-23 20:39:11,552 - pyskl - INFO - Epoch [19][2600/3405] lr: 2.405e-02, eta: 2 days, 9:53:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9587, loss_cls: 4.2949, loss: 4.2949 +2025-06-23 20:39:57,855 - pyskl - INFO - Epoch [19][2700/3405] lr: 2.404e-02, eta: 2 days, 9:52:19, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9631, loss_cls: 4.2977, loss: 4.2977 +2025-06-23 20:40:44,020 - pyskl - INFO - Epoch [19][2800/3405] lr: 2.404e-02, eta: 2 days, 9:51:29, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 4.0783, loss: 4.0783 +2025-06-23 20:41:30,113 - pyskl - INFO - Epoch [19][2900/3405] lr: 2.404e-02, eta: 2 days, 9:50:39, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9550, loss_cls: 4.0968, loss: 4.0968 +2025-06-23 20:42:16,093 - pyskl - INFO - Epoch [19][3000/3405] lr: 2.404e-02, eta: 2 days, 9:49:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 4.1318, loss: 4.1318 +2025-06-23 20:43:02,112 - pyskl - INFO - Epoch [19][3100/3405] lr: 2.403e-02, eta: 2 days, 9:48:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9475, loss_cls: 4.2805, loss: 4.2805 +2025-06-23 20:43:48,093 - pyskl - INFO - Epoch [19][3200/3405] lr: 2.403e-02, eta: 2 days, 9:48:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9506, loss_cls: 4.2094, loss: 4.2094 +2025-06-23 20:44:34,130 - pyskl - INFO - Epoch [19][3300/3405] lr: 2.403e-02, eta: 2 days, 9:47:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9581, loss_cls: 4.2772, loss: 4.2772 +2025-06-23 20:45:20,244 - pyskl - INFO - Epoch [19][3400/3405] lr: 2.402e-02, eta: 2 days, 9:46:25, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9537, loss_cls: 4.2561, loss: 4.2561 +2025-06-23 20:45:22,853 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-06-23 20:49:34,237 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 20:49:34,766 - pyskl - INFO - +top1_acc 0.6966 +top5_acc 0.9292 +2025-06-23 20:49:34,785 - pyskl - INFO - Epoch(val) [19][3718] top1_acc: 0.6966, top5_acc: 0.9292 +2025-06-23 20:50:43,198 - pyskl - INFO - Epoch [20][100/3405] lr: 2.402e-02, eta: 2 days, 9:47:50, time: 0.684, data_time: 0.225, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 4.2249, loss: 4.2249 +2025-06-23 20:51:29,167 - pyskl - INFO - Epoch [20][200/3405] lr: 2.402e-02, eta: 2 days, 9:46:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9613, loss_cls: 4.1351, loss: 4.1351 +2025-06-23 20:52:15,024 - pyskl - INFO - Epoch [20][300/3405] lr: 2.401e-02, eta: 2 days, 9:46:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9613, loss_cls: 4.2057, loss: 4.2057 +2025-06-23 20:53:00,891 - pyskl - INFO - Epoch [20][400/3405] lr: 2.401e-02, eta: 2 days, 9:45:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9613, loss_cls: 4.0202, loss: 4.0202 +2025-06-23 20:53:46,779 - pyskl - INFO - Epoch [20][500/3405] lr: 2.401e-02, eta: 2 days, 9:44:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9500, loss_cls: 4.2534, loss: 4.2534 +2025-06-23 20:54:32,748 - pyskl - INFO - Epoch [20][600/3405] lr: 2.401e-02, eta: 2 days, 9:43:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9481, loss_cls: 4.1969, loss: 4.1969 +2025-06-23 20:55:18,660 - pyskl - INFO - Epoch [20][700/3405] lr: 2.400e-02, eta: 2 days, 9:42:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9531, loss_cls: 4.1427, loss: 4.1427 +2025-06-23 20:56:04,478 - pyskl - INFO - Epoch [20][800/3405] lr: 2.400e-02, eta: 2 days, 9:41:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9587, loss_cls: 4.1403, loss: 4.1403 +2025-06-23 20:56:50,241 - pyskl - INFO - Epoch [20][900/3405] lr: 2.400e-02, eta: 2 days, 9:40:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9575, loss_cls: 4.2747, loss: 4.2747 +2025-06-23 20:57:36,013 - pyskl - INFO - Epoch [20][1000/3405] lr: 2.399e-02, eta: 2 days, 9:40:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 4.0869, loss: 4.0869 +2025-06-23 20:58:21,779 - pyskl - INFO - Epoch [20][1100/3405] lr: 2.399e-02, eta: 2 days, 9:39:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9506, loss_cls: 4.3121, loss: 4.3121 +2025-06-23 20:59:07,520 - pyskl - INFO - Epoch [20][1200/3405] lr: 2.399e-02, eta: 2 days, 9:38:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 3.9982, loss: 3.9982 +2025-06-23 20:59:53,272 - pyskl - INFO - Epoch [20][1300/3405] lr: 2.398e-02, eta: 2 days, 9:37:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 4.1667, loss: 4.1667 +2025-06-23 21:00:38,990 - pyskl - INFO - Epoch [20][1400/3405] lr: 2.398e-02, eta: 2 days, 9:36:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.9730, loss: 3.9730 +2025-06-23 21:01:24,767 - pyskl - INFO - Epoch [20][1500/3405] lr: 2.398e-02, eta: 2 days, 9:35:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9650, loss_cls: 4.1985, loss: 4.1985 +2025-06-23 21:02:10,599 - pyskl - INFO - Epoch [20][1600/3405] lr: 2.398e-02, eta: 2 days, 9:34:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9600, loss_cls: 4.1651, loss: 4.1651 +2025-06-23 21:02:56,368 - pyskl - INFO - Epoch [20][1700/3405] lr: 2.397e-02, eta: 2 days, 9:33:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9587, loss_cls: 4.1092, loss: 4.1092 +2025-06-23 21:03:42,197 - pyskl - INFO - Epoch [20][1800/3405] lr: 2.397e-02, eta: 2 days, 9:33:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 4.0673, loss: 4.0673 +2025-06-23 21:04:28,035 - pyskl - INFO - Epoch [20][1900/3405] lr: 2.397e-02, eta: 2 days, 9:32:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9544, loss_cls: 4.2519, loss: 4.2519 +2025-06-23 21:05:13,815 - pyskl - INFO - Epoch [20][2000/3405] lr: 2.396e-02, eta: 2 days, 9:31:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9481, loss_cls: 4.3038, loss: 4.3038 +2025-06-23 21:05:59,704 - pyskl - INFO - Epoch [20][2100/3405] lr: 2.396e-02, eta: 2 days, 9:30:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9519, loss_cls: 4.3028, loss: 4.3028 +2025-06-23 21:06:45,511 - pyskl - INFO - Epoch [20][2200/3405] lr: 2.396e-02, eta: 2 days, 9:29:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 4.2168, loss: 4.2168 +2025-06-23 21:07:31,447 - pyskl - INFO - Epoch [20][2300/3405] lr: 2.395e-02, eta: 2 days, 9:28:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9587, loss_cls: 4.1856, loss: 4.1856 +2025-06-23 21:08:17,451 - pyskl - INFO - Epoch [20][2400/3405] lr: 2.395e-02, eta: 2 days, 9:27:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9625, loss_cls: 4.0505, loss: 4.0505 +2025-06-23 21:09:03,342 - pyskl - INFO - Epoch [20][2500/3405] lr: 2.395e-02, eta: 2 days, 9:27:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9531, loss_cls: 4.1780, loss: 4.1780 +2025-06-23 21:09:49,243 - pyskl - INFO - Epoch [20][2600/3405] lr: 2.394e-02, eta: 2 days, 9:26:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9625, loss_cls: 4.1739, loss: 4.1739 +2025-06-23 21:10:35,150 - pyskl - INFO - Epoch [20][2700/3405] lr: 2.394e-02, eta: 2 days, 9:25:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9550, loss_cls: 4.1600, loss: 4.1600 +2025-06-23 21:11:21,088 - pyskl - INFO - Epoch [20][2800/3405] lr: 2.394e-02, eta: 2 days, 9:24:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9613, loss_cls: 4.0348, loss: 4.0348 +2025-06-23 21:12:06,955 - pyskl - INFO - Epoch [20][2900/3405] lr: 2.394e-02, eta: 2 days, 9:23:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9494, loss_cls: 4.1890, loss: 4.1890 +2025-06-23 21:12:53,132 - pyskl - INFO - Epoch [20][3000/3405] lr: 2.393e-02, eta: 2 days, 9:22:45, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 4.1346, loss: 4.1346 +2025-06-23 21:13:39,170 - pyskl - INFO - Epoch [20][3100/3405] lr: 2.393e-02, eta: 2 days, 9:21:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 4.2143, loss: 4.2143 +2025-06-23 21:14:25,004 - pyskl - INFO - Epoch [20][3200/3405] lr: 2.393e-02, eta: 2 days, 9:21:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 4.2119, loss: 4.2119 +2025-06-23 21:15:10,839 - pyskl - INFO - Epoch [20][3300/3405] lr: 2.392e-02, eta: 2 days, 9:20:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9594, loss_cls: 4.2175, loss: 4.2175 +2025-06-23 21:15:56,833 - pyskl - INFO - Epoch [20][3400/3405] lr: 2.392e-02, eta: 2 days, 9:19:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9550, loss_cls: 4.2475, loss: 4.2475 +2025-06-23 21:15:59,611 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-06-23 21:35:11,164 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 21:35:11,710 - pyskl - INFO - +top1_acc 0.7159 +top5_acc 0.9363 +2025-06-23 21:35:11,735 - pyskl - INFO - Epoch(val) [20][3718] top1_acc: 0.7159, top5_acc: 0.9363 +2025-06-23 21:36:19,970 - pyskl - INFO - Epoch [21][100/3405] lr: 2.392e-02, eta: 2 days, 9:20:37, time: 0.682, data_time: 0.222, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9700, loss_cls: 4.1044, loss: 4.1044 +2025-06-23 21:37:06,009 - pyskl - INFO - Epoch [21][200/3405] lr: 2.391e-02, eta: 2 days, 9:19:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9569, loss_cls: 4.3057, loss: 4.3057 +2025-06-23 21:37:52,197 - pyskl - INFO - Epoch [21][300/3405] lr: 2.391e-02, eta: 2 days, 9:18:56, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9519, loss_cls: 4.1786, loss: 4.1786 +2025-06-23 21:38:38,566 - pyskl - INFO - Epoch [21][400/3405] lr: 2.391e-02, eta: 2 days, 9:18:08, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 4.0757, loss: 4.0757 +2025-06-23 21:39:24,791 - pyskl - INFO - Epoch [21][500/3405] lr: 2.390e-02, eta: 2 days, 9:17:19, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9656, loss_cls: 4.1511, loss: 4.1511 +2025-06-23 21:40:11,077 - pyskl - INFO - Epoch [21][600/3405] lr: 2.390e-02, eta: 2 days, 9:16:30, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9631, loss_cls: 4.1474, loss: 4.1474 +2025-06-23 21:40:57,300 - pyskl - INFO - Epoch [21][700/3405] lr: 2.390e-02, eta: 2 days, 9:15:40, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9613, loss_cls: 4.0773, loss: 4.0773 +2025-06-23 21:41:43,418 - pyskl - INFO - Epoch [21][800/3405] lr: 2.389e-02, eta: 2 days, 9:14:50, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9544, loss_cls: 4.2702, loss: 4.2702 +2025-06-23 21:42:29,484 - pyskl - INFO - Epoch [21][900/3405] lr: 2.389e-02, eta: 2 days, 9:14:00, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9575, loss_cls: 4.1501, loss: 4.1501 +2025-06-23 21:43:15,653 - pyskl - INFO - Epoch [21][1000/3405] lr: 2.389e-02, eta: 2 days, 9:13:10, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 4.1468, loss: 4.1468 +2025-06-23 21:44:01,786 - pyskl - INFO - Epoch [21][1100/3405] lr: 2.388e-02, eta: 2 days, 9:12:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9619, loss_cls: 4.2414, loss: 4.2414 +2025-06-23 21:44:47,963 - pyskl - INFO - Epoch [21][1200/3405] lr: 2.388e-02, eta: 2 days, 9:11:31, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9575, loss_cls: 4.1210, loss: 4.1210 +2025-06-23 21:45:34,104 - pyskl - INFO - Epoch [21][1300/3405] lr: 2.388e-02, eta: 2 days, 9:10:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9681, loss_cls: 4.0701, loss: 4.0701 +2025-06-23 21:46:20,282 - pyskl - INFO - Epoch [21][1400/3405] lr: 2.388e-02, eta: 2 days, 9:09:51, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9581, loss_cls: 4.1702, loss: 4.1702 +2025-06-23 21:47:06,639 - pyskl - INFO - Epoch [21][1500/3405] lr: 2.387e-02, eta: 2 days, 9:09:03, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 4.0586, loss: 4.0586 +2025-06-23 21:47:52,786 - pyskl - INFO - Epoch [21][1600/3405] lr: 2.387e-02, eta: 2 days, 9:08:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 3.9458, loss: 3.9458 +2025-06-23 21:48:38,965 - pyskl - INFO - Epoch [21][1700/3405] lr: 2.387e-02, eta: 2 days, 9:07:24, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9537, loss_cls: 4.1320, loss: 4.1320 +2025-06-23 21:49:25,036 - pyskl - INFO - Epoch [21][1800/3405] lr: 2.386e-02, eta: 2 days, 9:06:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9463, loss_cls: 4.2416, loss: 4.2416 +2025-06-23 21:50:11,173 - pyskl - INFO - Epoch [21][1900/3405] lr: 2.386e-02, eta: 2 days, 9:05:44, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9556, loss_cls: 4.0500, loss: 4.0500 +2025-06-23 21:50:57,248 - pyskl - INFO - Epoch [21][2000/3405] lr: 2.386e-02, eta: 2 days, 9:04:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9719, loss_cls: 4.0682, loss: 4.0682 +2025-06-23 21:51:43,339 - pyskl - INFO - Epoch [21][2100/3405] lr: 2.385e-02, eta: 2 days, 9:04:04, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9550, loss_cls: 4.2350, loss: 4.2350 +2025-06-23 21:52:29,450 - pyskl - INFO - Epoch [21][2200/3405] lr: 2.385e-02, eta: 2 days, 9:03:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 4.0851, loss: 4.0851 +2025-06-23 21:53:15,467 - pyskl - INFO - Epoch [21][2300/3405] lr: 2.385e-02, eta: 2 days, 9:02:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9519, loss_cls: 4.1800, loss: 4.1800 +2025-06-23 21:54:01,583 - pyskl - INFO - Epoch [21][2400/3405] lr: 2.384e-02, eta: 2 days, 9:01:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9600, loss_cls: 4.0479, loss: 4.0479 +2025-06-23 21:54:47,619 - pyskl - INFO - Epoch [21][2500/3405] lr: 2.384e-02, eta: 2 days, 9:00:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 4.0953, loss: 4.0953 +2025-06-23 21:55:33,690 - pyskl - INFO - Epoch [21][2600/3405] lr: 2.384e-02, eta: 2 days, 8:59:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9575, loss_cls: 4.1523, loss: 4.1523 +2025-06-23 21:56:19,760 - pyskl - INFO - Epoch [21][2700/3405] lr: 2.383e-02, eta: 2 days, 8:59:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 4.0332, loss: 4.0332 +2025-06-23 21:57:05,807 - pyskl - INFO - Epoch [21][2800/3405] lr: 2.383e-02, eta: 2 days, 8:58:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9581, loss_cls: 4.1243, loss: 4.1243 +2025-06-23 21:57:51,810 - pyskl - INFO - Epoch [21][2900/3405] lr: 2.383e-02, eta: 2 days, 8:57:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9625, loss_cls: 4.0732, loss: 4.0732 +2025-06-23 21:58:37,860 - pyskl - INFO - Epoch [21][3000/3405] lr: 2.382e-02, eta: 2 days, 8:56:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 4.0981, loss: 4.0981 +2025-06-23 21:59:23,978 - pyskl - INFO - Epoch [21][3100/3405] lr: 2.382e-02, eta: 2 days, 8:55:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9606, loss_cls: 4.0541, loss: 4.0541 +2025-06-23 22:00:10,089 - pyskl - INFO - Epoch [21][3200/3405] lr: 2.382e-02, eta: 2 days, 8:54:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9600, loss_cls: 4.1195, loss: 4.1195 +2025-06-23 22:00:56,198 - pyskl - INFO - Epoch [21][3300/3405] lr: 2.381e-02, eta: 2 days, 8:54:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9556, loss_cls: 4.0573, loss: 4.0573 +2025-06-23 22:01:42,295 - pyskl - INFO - Epoch [21][3400/3405] lr: 2.381e-02, eta: 2 days, 8:53:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9531, loss_cls: 4.2409, loss: 4.2409 +2025-06-23 22:01:44,916 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-06-23 22:05:58,837 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 22:05:59,384 - pyskl - INFO - +top1_acc 0.7252 +top5_acc 0.9361 +2025-06-23 22:05:59,407 - pyskl - INFO - Epoch(val) [21][3718] top1_acc: 0.7252, top5_acc: 0.9361 +2025-06-23 22:07:07,925 - pyskl - INFO - Epoch [22][100/3405] lr: 2.381e-02, eta: 2 days, 8:54:24, time: 0.685, data_time: 0.225, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9606, loss_cls: 4.0347, loss: 4.0347 +2025-06-23 22:07:54,201 - pyskl - INFO - Epoch [22][200/3405] lr: 2.380e-02, eta: 2 days, 8:53:35, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9531, loss_cls: 4.1802, loss: 4.1802 +2025-06-23 22:08:40,274 - pyskl - INFO - Epoch [22][300/3405] lr: 2.380e-02, eta: 2 days, 8:52:44, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 4.0077, loss: 4.0077 +2025-06-23 22:09:26,386 - pyskl - INFO - Epoch [22][400/3405] lr: 2.380e-02, eta: 2 days, 8:51:55, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9613, loss_cls: 4.0926, loss: 4.0926 +2025-06-23 22:10:12,561 - pyskl - INFO - Epoch [22][500/3405] lr: 2.379e-02, eta: 2 days, 8:51:05, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9650, loss_cls: 4.1290, loss: 4.1290 +2025-06-23 22:10:58,733 - pyskl - INFO - Epoch [22][600/3405] lr: 2.379e-02, eta: 2 days, 8:50:15, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 4.0246, loss: 4.0246 +2025-06-23 22:11:44,917 - pyskl - INFO - Epoch [22][700/3405] lr: 2.379e-02, eta: 2 days, 8:49:26, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9656, loss_cls: 4.1868, loss: 4.1868 +2025-06-23 22:12:31,207 - pyskl - INFO - Epoch [22][800/3405] lr: 2.378e-02, eta: 2 days, 8:48:37, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9550, loss_cls: 4.1992, loss: 4.1992 +2025-06-23 22:13:17,376 - pyskl - INFO - Epoch [22][900/3405] lr: 2.378e-02, eta: 2 days, 8:47:48, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 4.0481, loss: 4.0481 +2025-06-23 22:14:03,483 - pyskl - INFO - Epoch [22][1000/3405] lr: 2.378e-02, eta: 2 days, 8:46:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 4.1402, loss: 4.1402 +2025-06-23 22:14:49,550 - pyskl - INFO - Epoch [22][1100/3405] lr: 2.377e-02, eta: 2 days, 8:46:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9450, loss_cls: 4.3125, loss: 4.3125 +2025-06-23 22:15:35,641 - pyskl - INFO - Epoch [22][1200/3405] lr: 2.377e-02, eta: 2 days, 8:45:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 4.0069, loss: 4.0069 +2025-06-23 22:16:21,691 - pyskl - INFO - Epoch [22][1300/3405] lr: 2.377e-02, eta: 2 days, 8:44:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9525, loss_cls: 4.1916, loss: 4.1916 +2025-06-23 22:17:07,748 - pyskl - INFO - Epoch [22][1400/3405] lr: 2.376e-02, eta: 2 days, 8:43:37, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9556, loss_cls: 4.1369, loss: 4.1369 +2025-06-23 22:17:53,775 - pyskl - INFO - Epoch [22][1500/3405] lr: 2.376e-02, eta: 2 days, 8:42:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9481, loss_cls: 4.2700, loss: 4.2700 +2025-06-23 22:18:39,887 - pyskl - INFO - Epoch [22][1600/3405] lr: 2.376e-02, eta: 2 days, 8:41:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9513, loss_cls: 4.1160, loss: 4.1160 +2025-06-23 22:19:25,990 - pyskl - INFO - Epoch [22][1700/3405] lr: 2.375e-02, eta: 2 days, 8:41:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9481, loss_cls: 4.3586, loss: 4.3586 +2025-06-23 22:20:12,106 - pyskl - INFO - Epoch [22][1800/3405] lr: 2.375e-02, eta: 2 days, 8:40:17, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 4.2053, loss: 4.2053 +2025-06-23 22:20:58,217 - pyskl - INFO - Epoch [22][1900/3405] lr: 2.375e-02, eta: 2 days, 8:39:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9625, loss_cls: 4.0562, loss: 4.0562 +2025-06-23 22:21:44,282 - pyskl - INFO - Epoch [22][2000/3405] lr: 2.374e-02, eta: 2 days, 8:38:38, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 4.1554, loss: 4.1554 +2025-06-23 22:22:30,249 - pyskl - INFO - Epoch [22][2100/3405] lr: 2.374e-02, eta: 2 days, 8:37:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 4.1622, loss: 4.1622 +2025-06-23 22:23:16,062 - pyskl - INFO - Epoch [22][2200/3405] lr: 2.374e-02, eta: 2 days, 8:36:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9600, loss_cls: 4.1554, loss: 4.1554 +2025-06-23 22:24:02,096 - pyskl - INFO - Epoch [22][2300/3405] lr: 2.373e-02, eta: 2 days, 8:36:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 4.1700, loss: 4.1700 +2025-06-23 22:24:48,163 - pyskl - INFO - Epoch [22][2400/3405] lr: 2.373e-02, eta: 2 days, 8:35:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9556, loss_cls: 4.1464, loss: 4.1464 +2025-06-23 22:25:34,240 - pyskl - INFO - Epoch [22][2500/3405] lr: 2.373e-02, eta: 2 days, 8:34:25, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9587, loss_cls: 3.9704, loss: 3.9704 +2025-06-23 22:26:20,318 - pyskl - INFO - Epoch [22][2600/3405] lr: 2.372e-02, eta: 2 days, 8:33:35, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9650, loss_cls: 3.9865, loss: 3.9865 +2025-06-23 22:27:06,428 - pyskl - INFO - Epoch [22][2700/3405] lr: 2.372e-02, eta: 2 days, 8:32:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 4.0054, loss: 4.0054 +2025-06-23 22:27:52,505 - pyskl - INFO - Epoch [22][2800/3405] lr: 2.372e-02, eta: 2 days, 8:31:56, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 4.1491, loss: 4.1491 +2025-06-23 22:28:38,551 - pyskl - INFO - Epoch [22][2900/3405] lr: 2.371e-02, eta: 2 days, 8:31:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9606, loss_cls: 4.1568, loss: 4.1568 +2025-06-23 22:29:24,682 - pyskl - INFO - Epoch [22][3000/3405] lr: 2.371e-02, eta: 2 days, 8:30:16, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 4.0465, loss: 4.0465 +2025-06-23 22:30:10,819 - pyskl - INFO - Epoch [22][3100/3405] lr: 2.371e-02, eta: 2 days, 8:29:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 4.1063, loss: 4.1063 +2025-06-23 22:30:56,852 - pyskl - INFO - Epoch [22][3200/3405] lr: 2.370e-02, eta: 2 days, 8:28:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9644, loss_cls: 4.1006, loss: 4.1006 +2025-06-23 22:31:42,883 - pyskl - INFO - Epoch [22][3300/3405] lr: 2.370e-02, eta: 2 days, 8:27:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9619, loss_cls: 4.2297, loss: 4.2297 +2025-06-23 22:32:29,005 - pyskl - INFO - Epoch [22][3400/3405] lr: 2.370e-02, eta: 2 days, 8:26:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9525, loss_cls: 4.1233, loss: 4.1233 +2025-06-23 22:32:31,635 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-06-23 22:36:43,156 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 22:36:43,696 - pyskl - INFO - +top1_acc 0.7535 +top5_acc 0.9465 +2025-06-23 22:36:43,749 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_15.pth was removed +2025-06-23 22:36:44,828 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. +2025-06-23 22:36:44,830 - pyskl - INFO - Best top1_acc is 0.7535 at 22 epoch. +2025-06-23 22:36:44,851 - pyskl - INFO - Epoch(val) [22][3718] top1_acc: 0.7535, top5_acc: 0.9465 +2025-06-23 22:37:53,680 - pyskl - INFO - Epoch [23][100/3405] lr: 2.369e-02, eta: 2 days, 8:28:03, time: 0.688, data_time: 0.228, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.9877, loss: 3.9877 +2025-06-23 22:38:39,712 - pyskl - INFO - Epoch [23][200/3405] lr: 2.369e-02, eta: 2 days, 8:27:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 4.1384, loss: 4.1384 +2025-06-23 22:39:25,961 - pyskl - INFO - Epoch [23][300/3405] lr: 2.369e-02, eta: 2 days, 8:26:24, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9637, loss_cls: 4.0670, loss: 4.0670 +2025-06-23 22:40:12,067 - pyskl - INFO - Epoch [23][400/3405] lr: 2.368e-02, eta: 2 days, 8:25:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9688, loss_cls: 4.0648, loss: 4.0648 +2025-06-23 22:40:58,116 - pyskl - INFO - Epoch [23][500/3405] lr: 2.368e-02, eta: 2 days, 8:24:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 4.0053, loss: 4.0053 +2025-06-23 22:41:44,120 - pyskl - INFO - Epoch [23][600/3405] lr: 2.368e-02, eta: 2 days, 8:23:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 4.0976, loss: 4.0976 +2025-06-23 22:42:30,146 - pyskl - INFO - Epoch [23][700/3405] lr: 2.367e-02, eta: 2 days, 8:23:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9581, loss_cls: 4.2503, loss: 4.2503 +2025-06-23 22:43:16,141 - pyskl - INFO - Epoch [23][800/3405] lr: 2.367e-02, eta: 2 days, 8:22:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9650, loss_cls: 4.2295, loss: 4.2295 +2025-06-23 22:44:02,143 - pyskl - INFO - Epoch [23][900/3405] lr: 2.367e-02, eta: 2 days, 8:21:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9550, loss_cls: 4.2989, loss: 4.2989 +2025-06-23 22:44:48,272 - pyskl - INFO - Epoch [23][1000/3405] lr: 2.366e-02, eta: 2 days, 8:20:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 4.0277, loss: 4.0277 +2025-06-23 22:45:34,304 - pyskl - INFO - Epoch [23][1100/3405] lr: 2.366e-02, eta: 2 days, 8:19:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9631, loss_cls: 4.1136, loss: 4.1136 +2025-06-23 22:46:20,357 - pyskl - INFO - Epoch [23][1200/3405] lr: 2.366e-02, eta: 2 days, 8:18:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9606, loss_cls: 4.2024, loss: 4.2024 +2025-06-23 22:47:06,411 - pyskl - INFO - Epoch [23][1300/3405] lr: 2.365e-02, eta: 2 days, 8:18:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 4.0646, loss: 4.0646 +2025-06-23 22:47:52,419 - pyskl - INFO - Epoch [23][1400/3405] lr: 2.365e-02, eta: 2 days, 8:17:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9537, loss_cls: 4.1892, loss: 4.1892 +2025-06-23 22:48:38,542 - pyskl - INFO - Epoch [23][1500/3405] lr: 2.364e-02, eta: 2 days, 8:16:23, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 3.9772, loss: 3.9772 +2025-06-23 22:49:24,607 - pyskl - INFO - Epoch [23][1600/3405] lr: 2.364e-02, eta: 2 days, 8:15:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9531, loss_cls: 3.9770, loss: 3.9770 +2025-06-23 22:50:10,640 - pyskl - INFO - Epoch [23][1700/3405] lr: 2.364e-02, eta: 2 days, 8:14:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9563, loss_cls: 4.1053, loss: 4.1053 +2025-06-23 22:50:56,679 - pyskl - INFO - Epoch [23][1800/3405] lr: 2.363e-02, eta: 2 days, 8:13:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9637, loss_cls: 4.0994, loss: 4.0994 +2025-06-23 22:51:42,651 - pyskl - INFO - Epoch [23][1900/3405] lr: 2.363e-02, eta: 2 days, 8:13:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 4.0989, loss: 4.0989 +2025-06-23 22:52:28,718 - pyskl - INFO - Epoch [23][2000/3405] lr: 2.363e-02, eta: 2 days, 8:12:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 4.0776, loss: 4.0776 +2025-06-23 22:53:14,745 - pyskl - INFO - Epoch [23][2100/3405] lr: 2.362e-02, eta: 2 days, 8:11:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 4.1869, loss: 4.1869 +2025-06-23 22:54:00,798 - pyskl - INFO - Epoch [23][2200/3405] lr: 2.362e-02, eta: 2 days, 8:10:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 3.9975, loss: 3.9975 +2025-06-23 22:54:46,865 - pyskl - INFO - Epoch [23][2300/3405] lr: 2.362e-02, eta: 2 days, 8:09:43, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9575, loss_cls: 4.0771, loss: 4.0771 +2025-06-23 22:55:32,888 - pyskl - INFO - Epoch [23][2400/3405] lr: 2.361e-02, eta: 2 days, 8:08:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9613, loss_cls: 4.0450, loss: 4.0450 +2025-06-23 22:56:18,850 - pyskl - INFO - Epoch [23][2500/3405] lr: 2.361e-02, eta: 2 days, 8:08:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 4.0660, loss: 4.0660 +2025-06-23 22:57:04,903 - pyskl - INFO - Epoch [23][2600/3405] lr: 2.361e-02, eta: 2 days, 8:07:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9569, loss_cls: 4.0759, loss: 4.0759 +2025-06-23 22:57:50,852 - pyskl - INFO - Epoch [23][2700/3405] lr: 2.360e-02, eta: 2 days, 8:06:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9606, loss_cls: 4.0420, loss: 4.0420 +2025-06-23 22:58:36,793 - pyskl - INFO - Epoch [23][2800/3405] lr: 2.360e-02, eta: 2 days, 8:05:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9663, loss_cls: 4.0274, loss: 4.0274 +2025-06-23 22:59:22,682 - pyskl - INFO - Epoch [23][2900/3405] lr: 2.360e-02, eta: 2 days, 8:04:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9563, loss_cls: 4.2111, loss: 4.2111 +2025-06-23 23:00:08,561 - pyskl - INFO - Epoch [23][3000/3405] lr: 2.359e-02, eta: 2 days, 8:03:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 4.1647, loss: 4.1647 +2025-06-23 23:00:54,474 - pyskl - INFO - Epoch [23][3100/3405] lr: 2.359e-02, eta: 2 days, 8:03:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9587, loss_cls: 3.9232, loss: 3.9232 +2025-06-23 23:01:40,353 - pyskl - INFO - Epoch [23][3200/3405] lr: 2.358e-02, eta: 2 days, 8:02:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9637, loss_cls: 4.1343, loss: 4.1343 +2025-06-23 23:02:26,352 - pyskl - INFO - Epoch [23][3300/3405] lr: 2.358e-02, eta: 2 days, 8:01:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9513, loss_cls: 4.1510, loss: 4.1510 +2025-06-23 23:03:12,323 - pyskl - INFO - Epoch [23][3400/3405] lr: 2.358e-02, eta: 2 days, 8:00:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9644, loss_cls: 4.0819, loss: 4.0819 +2025-06-23 23:03:14,903 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-06-23 23:07:26,630 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 23:07:27,250 - pyskl - INFO - +top1_acc 0.7490 +top5_acc 0.9454 +2025-06-23 23:07:27,270 - pyskl - INFO - Epoch(val) [23][3718] top1_acc: 0.7490, top5_acc: 0.9454 +2025-06-23 23:08:35,934 - pyskl - INFO - Epoch [24][100/3405] lr: 2.357e-02, eta: 2 days, 8:01:28, time: 0.687, data_time: 0.225, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 4.0828, loss: 4.0828 +2025-06-23 23:09:21,869 - pyskl - INFO - Epoch [24][200/3405] lr: 2.357e-02, eta: 2 days, 8:00:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9631, loss_cls: 4.1085, loss: 4.1085 +2025-06-23 23:10:08,098 - pyskl - INFO - Epoch [24][300/3405] lr: 2.357e-02, eta: 2 days, 7:59:49, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 3.9930, loss: 3.9930 +2025-06-23 23:10:54,395 - pyskl - INFO - Epoch [24][400/3405] lr: 2.356e-02, eta: 2 days, 7:59:00, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 3.9265, loss: 3.9265 +2025-06-23 23:11:40,672 - pyskl - INFO - Epoch [24][500/3405] lr: 2.356e-02, eta: 2 days, 7:58:11, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9556, loss_cls: 4.0145, loss: 4.0145 +2025-06-23 23:12:26,807 - pyskl - INFO - Epoch [24][600/3405] lr: 2.356e-02, eta: 2 days, 7:57:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9613, loss_cls: 4.0792, loss: 4.0792 +2025-06-23 23:13:12,823 - pyskl - INFO - Epoch [24][700/3405] lr: 2.355e-02, eta: 2 days, 7:56:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 4.0152, loss: 4.0152 +2025-06-23 23:13:58,879 - pyskl - INFO - Epoch [24][800/3405] lr: 2.355e-02, eta: 2 days, 7:55:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9681, loss_cls: 3.8647, loss: 3.8647 +2025-06-23 23:14:44,822 - pyskl - INFO - Epoch [24][900/3405] lr: 2.355e-02, eta: 2 days, 7:54:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 4.1265, loss: 4.1265 +2025-06-23 23:15:30,765 - pyskl - INFO - Epoch [24][1000/3405] lr: 2.354e-02, eta: 2 days, 7:54:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9750, loss_cls: 3.9655, loss: 3.9655 +2025-06-23 23:16:16,753 - pyskl - INFO - Epoch [24][1100/3405] lr: 2.354e-02, eta: 2 days, 7:53:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 4.1672, loss: 4.1672 +2025-06-23 23:17:02,716 - pyskl - INFO - Epoch [24][1200/3405] lr: 2.353e-02, eta: 2 days, 7:52:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9644, loss_cls: 4.0185, loss: 4.0185 +2025-06-23 23:17:48,711 - pyskl - INFO - Epoch [24][1300/3405] lr: 2.353e-02, eta: 2 days, 7:51:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9556, loss_cls: 4.0641, loss: 4.0641 +2025-06-23 23:18:34,712 - pyskl - INFO - Epoch [24][1400/3405] lr: 2.353e-02, eta: 2 days, 7:50:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9544, loss_cls: 4.1639, loss: 4.1639 +2025-06-23 23:19:20,690 - pyskl - INFO - Epoch [24][1500/3405] lr: 2.352e-02, eta: 2 days, 7:49:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 4.2127, loss: 4.2127 +2025-06-23 23:20:06,649 - pyskl - INFO - Epoch [24][1600/3405] lr: 2.352e-02, eta: 2 days, 7:48:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 4.1323, loss: 4.1323 +2025-06-23 23:20:52,624 - pyskl - INFO - Epoch [24][1700/3405] lr: 2.352e-02, eta: 2 days, 7:48:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9631, loss_cls: 4.0761, loss: 4.0761 +2025-06-23 23:21:38,611 - pyskl - INFO - Epoch [24][1800/3405] lr: 2.351e-02, eta: 2 days, 7:47:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9581, loss_cls: 4.0039, loss: 4.0039 +2025-06-23 23:22:24,601 - pyskl - INFO - Epoch [24][1900/3405] lr: 2.351e-02, eta: 2 days, 7:46:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9556, loss_cls: 4.2325, loss: 4.2325 +2025-06-23 23:23:10,554 - pyskl - INFO - Epoch [24][2000/3405] lr: 2.351e-02, eta: 2 days, 7:45:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9531, loss_cls: 4.0819, loss: 4.0819 +2025-06-23 23:23:56,519 - pyskl - INFO - Epoch [24][2100/3405] lr: 2.350e-02, eta: 2 days, 7:44:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9619, loss_cls: 4.0548, loss: 4.0548 +2025-06-23 23:24:42,588 - pyskl - INFO - Epoch [24][2200/3405] lr: 2.350e-02, eta: 2 days, 7:43:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 4.1767, loss: 4.1767 +2025-06-23 23:25:28,730 - pyskl - INFO - Epoch [24][2300/3405] lr: 2.349e-02, eta: 2 days, 7:43:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9500, loss_cls: 4.1158, loss: 4.1158 +2025-06-23 23:26:14,864 - pyskl - INFO - Epoch [24][2400/3405] lr: 2.349e-02, eta: 2 days, 7:42:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 4.2021, loss: 4.2021 +2025-06-23 23:27:00,914 - pyskl - INFO - Epoch [24][2500/3405] lr: 2.349e-02, eta: 2 days, 7:41:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 4.1655, loss: 4.1655 +2025-06-23 23:27:46,961 - pyskl - INFO - Epoch [24][2600/3405] lr: 2.348e-02, eta: 2 days, 7:40:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9556, loss_cls: 3.9411, loss: 3.9411 +2025-06-23 23:28:33,108 - pyskl - INFO - Epoch [24][2700/3405] lr: 2.348e-02, eta: 2 days, 7:39:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9669, loss_cls: 3.9680, loss: 3.9680 +2025-06-23 23:29:19,515 - pyskl - INFO - Epoch [24][2800/3405] lr: 2.348e-02, eta: 2 days, 7:39:04, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9644, loss_cls: 4.1638, loss: 4.1638 +2025-06-23 23:30:05,603 - pyskl - INFO - Epoch [24][2900/3405] lr: 2.347e-02, eta: 2 days, 7:38:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9525, loss_cls: 4.0894, loss: 4.0894 +2025-06-23 23:30:51,867 - pyskl - INFO - Epoch [24][3000/3405] lr: 2.347e-02, eta: 2 days, 7:37:26, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 4.0449, loss: 4.0449 +2025-06-23 23:31:38,189 - pyskl - INFO - Epoch [24][3100/3405] lr: 2.347e-02, eta: 2 days, 7:36:37, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9700, loss_cls: 4.0012, loss: 4.0012 +2025-06-23 23:32:24,300 - pyskl - INFO - Epoch [24][3200/3405] lr: 2.346e-02, eta: 2 days, 7:35:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9556, loss_cls: 4.1181, loss: 4.1181 +2025-06-23 23:33:10,402 - pyskl - INFO - Epoch [24][3300/3405] lr: 2.346e-02, eta: 2 days, 7:34:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 3.9863, loss: 3.9863 +2025-06-23 23:33:56,677 - pyskl - INFO - Epoch [24][3400/3405] lr: 2.345e-02, eta: 2 days, 7:34:10, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 4.2391, loss: 4.2391 +2025-06-23 23:33:59,269 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-06-23 23:38:10,578 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 23:38:11,109 - pyskl - INFO - +top1_acc 0.7260 +top5_acc 0.9419 +2025-06-23 23:38:11,129 - pyskl - INFO - Epoch(val) [24][3718] top1_acc: 0.7260, top5_acc: 0.9419 +2025-06-23 23:39:20,031 - pyskl - INFO - Epoch [25][100/3405] lr: 2.345e-02, eta: 2 days, 7:35:06, time: 0.689, data_time: 0.231, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 3.8752, loss: 3.8752 +2025-06-23 23:40:05,930 - pyskl - INFO - Epoch [25][200/3405] lr: 2.345e-02, eta: 2 days, 7:34:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 4.1468, loss: 4.1468 +2025-06-23 23:40:51,790 - pyskl - INFO - Epoch [25][300/3405] lr: 2.344e-02, eta: 2 days, 7:33:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 4.1240, loss: 4.1240 +2025-06-23 23:41:37,623 - pyskl - INFO - Epoch [25][400/3405] lr: 2.344e-02, eta: 2 days, 7:32:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 3.8642, loss: 3.8642 +2025-06-23 23:42:23,441 - pyskl - INFO - Epoch [25][500/3405] lr: 2.344e-02, eta: 2 days, 7:31:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 3.9572, loss: 3.9572 +2025-06-23 23:43:09,268 - pyskl - INFO - Epoch [25][600/3405] lr: 2.343e-02, eta: 2 days, 7:30:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 3.9140, loss: 3.9140 +2025-06-23 23:43:55,286 - pyskl - INFO - Epoch [25][700/3405] lr: 2.343e-02, eta: 2 days, 7:30:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9600, loss_cls: 4.1023, loss: 4.1023 +2025-06-23 23:44:41,158 - pyskl - INFO - Epoch [25][800/3405] lr: 2.342e-02, eta: 2 days, 7:29:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9619, loss_cls: 4.1103, loss: 4.1103 +2025-06-23 23:45:27,020 - pyskl - INFO - Epoch [25][900/3405] lr: 2.342e-02, eta: 2 days, 7:28:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9581, loss_cls: 4.0006, loss: 4.0006 +2025-06-23 23:46:12,878 - pyskl - INFO - Epoch [25][1000/3405] lr: 2.342e-02, eta: 2 days, 7:27:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9675, loss_cls: 3.9599, loss: 3.9599 +2025-06-23 23:46:58,810 - pyskl - INFO - Epoch [25][1100/3405] lr: 2.341e-02, eta: 2 days, 7:26:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 3.9989, loss: 3.9989 +2025-06-23 23:47:44,778 - pyskl - INFO - Epoch [25][1200/3405] lr: 2.341e-02, eta: 2 days, 7:25:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 3.9174, loss: 3.9174 +2025-06-23 23:48:30,865 - pyskl - INFO - Epoch [25][1300/3405] lr: 2.341e-02, eta: 2 days, 7:24:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9606, loss_cls: 4.0648, loss: 4.0648 +2025-06-23 23:49:16,864 - pyskl - INFO - Epoch [25][1400/3405] lr: 2.340e-02, eta: 2 days, 7:24:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 4.0745, loss: 4.0745 +2025-06-23 23:50:02,870 - pyskl - INFO - Epoch [25][1500/3405] lr: 2.340e-02, eta: 2 days, 7:23:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9556, loss_cls: 3.8928, loss: 3.8928 +2025-06-23 23:50:48,940 - pyskl - INFO - Epoch [25][1600/3405] lr: 2.339e-02, eta: 2 days, 7:22:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9644, loss_cls: 4.0618, loss: 4.0618 +2025-06-23 23:51:34,941 - pyskl - INFO - Epoch [25][1700/3405] lr: 2.339e-02, eta: 2 days, 7:21:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9613, loss_cls: 4.1692, loss: 4.1692 +2025-06-23 23:52:21,030 - pyskl - INFO - Epoch [25][1800/3405] lr: 2.339e-02, eta: 2 days, 7:20:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 4.1269, loss: 4.1269 +2025-06-23 23:53:07,164 - pyskl - INFO - Epoch [25][1900/3405] lr: 2.338e-02, eta: 2 days, 7:20:01, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9594, loss_cls: 4.1132, loss: 4.1132 +2025-06-23 23:53:53,207 - pyskl - INFO - Epoch [25][2000/3405] lr: 2.338e-02, eta: 2 days, 7:19:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9731, loss_cls: 4.0127, loss: 4.0127 +2025-06-23 23:54:39,253 - pyskl - INFO - Epoch [25][2100/3405] lr: 2.338e-02, eta: 2 days, 7:18:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9556, loss_cls: 4.1462, loss: 4.1462 +2025-06-23 23:55:25,173 - pyskl - INFO - Epoch [25][2200/3405] lr: 2.337e-02, eta: 2 days, 7:17:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9525, loss_cls: 4.1993, loss: 4.1993 +2025-06-23 23:56:11,087 - pyskl - INFO - Epoch [25][2300/3405] lr: 2.337e-02, eta: 2 days, 7:16:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9569, loss_cls: 4.0704, loss: 4.0704 +2025-06-23 23:56:56,963 - pyskl - INFO - Epoch [25][2400/3405] lr: 2.336e-02, eta: 2 days, 7:15:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9637, loss_cls: 4.0615, loss: 4.0615 +2025-06-23 23:57:42,806 - pyskl - INFO - Epoch [25][2500/3405] lr: 2.336e-02, eta: 2 days, 7:15:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9563, loss_cls: 3.9867, loss: 3.9867 +2025-06-23 23:58:28,708 - pyskl - INFO - Epoch [25][2600/3405] lr: 2.336e-02, eta: 2 days, 7:14:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9663, loss_cls: 4.1679, loss: 4.1679 +2025-06-23 23:59:14,596 - pyskl - INFO - Epoch [25][2700/3405] lr: 2.335e-02, eta: 2 days, 7:13:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 4.0428, loss: 4.0428 +2025-06-24 00:00:00,579 - pyskl - INFO - Epoch [25][2800/3405] lr: 2.335e-02, eta: 2 days, 7:12:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 4.0456, loss: 4.0456 +2025-06-24 00:00:46,574 - pyskl - INFO - Epoch [25][2900/3405] lr: 2.334e-02, eta: 2 days, 7:11:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 3.9594, loss: 3.9594 +2025-06-24 00:01:32,544 - pyskl - INFO - Epoch [25][3000/3405] lr: 2.334e-02, eta: 2 days, 7:10:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 4.1492, loss: 4.1492 +2025-06-24 00:02:18,710 - pyskl - INFO - Epoch [25][3100/3405] lr: 2.334e-02, eta: 2 days, 7:10:01, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 4.2318, loss: 4.2318 +2025-06-24 00:03:04,695 - pyskl - INFO - Epoch [25][3200/3405] lr: 2.333e-02, eta: 2 days, 7:09:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9531, loss_cls: 4.1507, loss: 4.1507 +2025-06-24 00:03:50,778 - pyskl - INFO - Epoch [25][3300/3405] lr: 2.333e-02, eta: 2 days, 7:08:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9587, loss_cls: 4.0729, loss: 4.0729 +2025-06-24 00:04:36,988 - pyskl - INFO - Epoch [25][3400/3405] lr: 2.333e-02, eta: 2 days, 7:07:33, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 4.1567, loss: 4.1567 +2025-06-24 00:04:39,681 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-06-24 00:24:38,292 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 00:24:38,830 - pyskl - INFO - +top1_acc 0.7457 +top5_acc 0.9464 +2025-06-24 00:24:38,852 - pyskl - INFO - Epoch(val) [25][3718] top1_acc: 0.7457, top5_acc: 0.9464 +2025-06-24 00:25:47,283 - pyskl - INFO - Epoch [26][100/3405] lr: 2.332e-02, eta: 2 days, 7:08:21, time: 0.684, data_time: 0.224, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9594, loss_cls: 4.1263, loss: 4.1263 +2025-06-24 00:26:33,301 - pyskl - INFO - Epoch [26][200/3405] lr: 2.332e-02, eta: 2 days, 7:07:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 4.0540, loss: 4.0540 +2025-06-24 00:27:19,316 - pyskl - INFO - Epoch [26][300/3405] lr: 2.331e-02, eta: 2 days, 7:06:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 3.9642, loss: 3.9642 +2025-06-24 00:28:05,260 - pyskl - INFO - Epoch [26][400/3405] lr: 2.331e-02, eta: 2 days, 7:05:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9631, loss_cls: 4.0134, loss: 4.0134 +2025-06-24 00:28:51,232 - pyskl - INFO - Epoch [26][500/3405] lr: 2.331e-02, eta: 2 days, 7:05:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9525, loss_cls: 3.9884, loss: 3.9884 +2025-06-24 00:29:37,142 - pyskl - INFO - Epoch [26][600/3405] lr: 2.330e-02, eta: 2 days, 7:04:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 3.8646, loss: 3.8646 +2025-06-24 00:30:23,070 - pyskl - INFO - Epoch [26][700/3405] lr: 2.330e-02, eta: 2 days, 7:03:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9550, loss_cls: 3.9969, loss: 3.9969 +2025-06-24 00:31:09,338 - pyskl - INFO - Epoch [26][800/3405] lr: 2.329e-02, eta: 2 days, 7:02:33, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 3.9323, loss: 3.9323 +2025-06-24 00:31:55,425 - pyskl - INFO - Epoch [26][900/3405] lr: 2.329e-02, eta: 2 days, 7:01:43, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9688, loss_cls: 4.1561, loss: 4.1561 +2025-06-24 00:32:41,378 - pyskl - INFO - Epoch [26][1000/3405] lr: 2.329e-02, eta: 2 days, 7:00:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9650, loss_cls: 4.1208, loss: 4.1208 +2025-06-24 00:33:27,337 - pyskl - INFO - Epoch [26][1100/3405] lr: 2.328e-02, eta: 2 days, 7:00:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9563, loss_cls: 4.0216, loss: 4.0216 +2025-06-24 00:34:13,289 - pyskl - INFO - Epoch [26][1200/3405] lr: 2.328e-02, eta: 2 days, 6:59:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9556, loss_cls: 4.0346, loss: 4.0346 +2025-06-24 00:34:59,224 - pyskl - INFO - Epoch [26][1300/3405] lr: 2.328e-02, eta: 2 days, 6:58:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 4.1275, loss: 4.1275 +2025-06-24 00:35:45,106 - pyskl - INFO - Epoch [26][1400/3405] lr: 2.327e-02, eta: 2 days, 6:57:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9525, loss_cls: 4.0475, loss: 4.0475 +2025-06-24 00:36:31,168 - pyskl - INFO - Epoch [26][1500/3405] lr: 2.327e-02, eta: 2 days, 6:56:43, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9694, loss_cls: 3.9630, loss: 3.9630 +2025-06-24 00:37:17,143 - pyskl - INFO - Epoch [26][1600/3405] lr: 2.326e-02, eta: 2 days, 6:55:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 4.0320, loss: 4.0320 +2025-06-24 00:38:03,100 - pyskl - INFO - Epoch [26][1700/3405] lr: 2.326e-02, eta: 2 days, 6:55:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9631, loss_cls: 3.9545, loss: 3.9545 +2025-06-24 00:38:49,083 - pyskl - INFO - Epoch [26][1800/3405] lr: 2.326e-02, eta: 2 days, 6:54:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.9037, loss: 3.9037 +2025-06-24 00:39:35,103 - pyskl - INFO - Epoch [26][1900/3405] lr: 2.325e-02, eta: 2 days, 6:53:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 3.9905, loss: 3.9905 +2025-06-24 00:40:21,411 - pyskl - INFO - Epoch [26][2000/3405] lr: 2.325e-02, eta: 2 days, 6:52:36, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 3.9904, loss: 3.9904 +2025-06-24 00:41:07,374 - pyskl - INFO - Epoch [26][2100/3405] lr: 2.324e-02, eta: 2 days, 6:51:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9600, loss_cls: 4.1073, loss: 4.1073 +2025-06-24 00:41:53,489 - pyskl - INFO - Epoch [26][2200/3405] lr: 2.324e-02, eta: 2 days, 6:50:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 4.0752, loss: 4.0752 +2025-06-24 00:42:39,576 - pyskl - INFO - Epoch [26][2300/3405] lr: 2.324e-02, eta: 2 days, 6:50:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9587, loss_cls: 4.0650, loss: 4.0650 +2025-06-24 00:43:25,626 - pyskl - INFO - Epoch [26][2400/3405] lr: 2.323e-02, eta: 2 days, 6:49:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9631, loss_cls: 4.0378, loss: 4.0378 +2025-06-24 00:44:11,767 - pyskl - INFO - Epoch [26][2500/3405] lr: 2.323e-02, eta: 2 days, 6:48:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9544, loss_cls: 4.1052, loss: 4.1052 +2025-06-24 00:44:57,958 - pyskl - INFO - Epoch [26][2600/3405] lr: 2.322e-02, eta: 2 days, 6:47:40, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9500, loss_cls: 4.1370, loss: 4.1370 +2025-06-24 00:45:44,210 - pyskl - INFO - Epoch [26][2700/3405] lr: 2.322e-02, eta: 2 days, 6:46:52, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 4.0711, loss: 4.0711 +2025-06-24 00:46:30,294 - pyskl - INFO - Epoch [26][2800/3405] lr: 2.322e-02, eta: 2 days, 6:46:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 3.9740, loss: 3.9740 +2025-06-24 00:47:16,346 - pyskl - INFO - Epoch [26][2900/3405] lr: 2.321e-02, eta: 2 days, 6:45:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 3.9852, loss: 3.9852 +2025-06-24 00:48:02,367 - pyskl - INFO - Epoch [26][3000/3405] lr: 2.321e-02, eta: 2 days, 6:44:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9581, loss_cls: 3.9967, loss: 3.9967 +2025-06-24 00:48:48,432 - pyskl - INFO - Epoch [26][3100/3405] lr: 2.320e-02, eta: 2 days, 6:43:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9600, loss_cls: 3.9352, loss: 3.9352 +2025-06-24 00:49:34,564 - pyskl - INFO - Epoch [26][3200/3405] lr: 2.320e-02, eta: 2 days, 6:42:45, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9600, loss_cls: 4.1241, loss: 4.1241 +2025-06-24 00:50:20,800 - pyskl - INFO - Epoch [26][3300/3405] lr: 2.320e-02, eta: 2 days, 6:41:57, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9556, loss_cls: 4.0949, loss: 4.0949 +2025-06-24 00:51:06,979 - pyskl - INFO - Epoch [26][3400/3405] lr: 2.319e-02, eta: 2 days, 6:41:08, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9531, loss_cls: 4.0225, loss: 4.0225 +2025-06-24 00:51:09,618 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-06-24 00:55:25,018 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 00:55:25,557 - pyskl - INFO - +top1_acc 0.7117 +top5_acc 0.9377 +2025-06-24 00:55:25,577 - pyskl - INFO - Epoch(val) [26][3718] top1_acc: 0.7117, top5_acc: 0.9377 +2025-06-24 00:56:33,986 - pyskl - INFO - Epoch [27][100/3405] lr: 2.319e-02, eta: 2 days, 6:41:52, time: 0.684, data_time: 0.225, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9675, loss_cls: 3.9501, loss: 3.9501 +2025-06-24 00:57:19,955 - pyskl - INFO - Epoch [27][200/3405] lr: 2.318e-02, eta: 2 days, 6:41:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 3.9483, loss: 3.9483 +2025-06-24 00:58:05,971 - pyskl - INFO - Epoch [27][300/3405] lr: 2.318e-02, eta: 2 days, 6:40:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9675, loss_cls: 3.9483, loss: 3.9483 +2025-06-24 00:58:51,966 - pyskl - INFO - Epoch [27][400/3405] lr: 2.318e-02, eta: 2 days, 6:39:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9600, loss_cls: 4.0782, loss: 4.0782 +2025-06-24 00:59:37,957 - pyskl - INFO - Epoch [27][500/3405] lr: 2.317e-02, eta: 2 days, 6:38:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9738, loss_cls: 3.9032, loss: 3.9032 +2025-06-24 01:00:23,958 - pyskl - INFO - Epoch [27][600/3405] lr: 2.317e-02, eta: 2 days, 6:37:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 3.9907, loss: 3.9907 +2025-06-24 01:01:10,048 - pyskl - INFO - Epoch [27][700/3405] lr: 2.316e-02, eta: 2 days, 6:36:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 4.0700, loss: 4.0700 +2025-06-24 01:01:56,087 - pyskl - INFO - Epoch [27][800/3405] lr: 2.316e-02, eta: 2 days, 6:36:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 3.9915, loss: 3.9915 +2025-06-24 01:02:42,077 - pyskl - INFO - Epoch [27][900/3405] lr: 2.316e-02, eta: 2 days, 6:35:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 4.0511, loss: 4.0511 +2025-06-24 01:03:27,980 - pyskl - INFO - Epoch [27][1000/3405] lr: 2.315e-02, eta: 2 days, 6:34:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9537, loss_cls: 3.9535, loss: 3.9535 +2025-06-24 01:04:13,825 - pyskl - INFO - Epoch [27][1100/3405] lr: 2.315e-02, eta: 2 days, 6:33:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9587, loss_cls: 3.9856, loss: 3.9856 +2025-06-24 01:04:59,771 - pyskl - INFO - Epoch [27][1200/3405] lr: 2.314e-02, eta: 2 days, 6:32:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9619, loss_cls: 3.9133, loss: 3.9133 +2025-06-24 01:05:46,056 - pyskl - INFO - Epoch [27][1300/3405] lr: 2.314e-02, eta: 2 days, 6:31:56, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9650, loss_cls: 4.1247, loss: 4.1247 +2025-06-24 01:06:32,422 - pyskl - INFO - Epoch [27][1400/3405] lr: 2.314e-02, eta: 2 days, 6:31:08, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9644, loss_cls: 4.0890, loss: 4.0890 +2025-06-24 01:07:18,725 - pyskl - INFO - Epoch [27][1500/3405] lr: 2.313e-02, eta: 2 days, 6:30:20, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 4.0315, loss: 4.0315 +2025-06-24 01:08:05,149 - pyskl - INFO - Epoch [27][1600/3405] lr: 2.313e-02, eta: 2 days, 6:29:32, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 4.0474, loss: 4.0474 +2025-06-24 01:08:51,622 - pyskl - INFO - Epoch [27][1700/3405] lr: 2.312e-02, eta: 2 days, 6:28:44, time: 0.465, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9544, loss_cls: 3.9481, loss: 3.9481 +2025-06-24 01:09:37,928 - pyskl - INFO - Epoch [27][1800/3405] lr: 2.312e-02, eta: 2 days, 6:27:56, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9569, loss_cls: 4.0398, loss: 4.0398 +2025-06-24 01:10:24,356 - pyskl - INFO - Epoch [27][1900/3405] lr: 2.312e-02, eta: 2 days, 6:27:09, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9556, loss_cls: 4.0087, loss: 4.0087 +2025-06-24 01:11:10,698 - pyskl - INFO - Epoch [27][2000/3405] lr: 2.311e-02, eta: 2 days, 6:26:21, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9637, loss_cls: 4.0531, loss: 4.0531 +2025-06-24 01:11:56,846 - pyskl - INFO - Epoch [27][2100/3405] lr: 2.311e-02, eta: 2 days, 6:25:32, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 4.0951, loss: 4.0951 +2025-06-24 01:12:43,164 - pyskl - INFO - Epoch [27][2200/3405] lr: 2.310e-02, eta: 2 days, 6:24:44, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9575, loss_cls: 3.9852, loss: 3.9852 +2025-06-24 01:13:29,487 - pyskl - INFO - Epoch [27][2300/3405] lr: 2.310e-02, eta: 2 days, 6:23:56, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9644, loss_cls: 4.0292, loss: 4.0292 +2025-06-24 01:14:15,846 - pyskl - INFO - Epoch [27][2400/3405] lr: 2.310e-02, eta: 2 days, 6:23:08, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9637, loss_cls: 4.1112, loss: 4.1112 +2025-06-24 01:15:02,109 - pyskl - INFO - Epoch [27][2500/3405] lr: 2.309e-02, eta: 2 days, 6:22:19, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9731, loss_cls: 3.8330, loss: 3.8330 +2025-06-24 01:15:48,126 - pyskl - INFO - Epoch [27][2600/3405] lr: 2.309e-02, eta: 2 days, 6:21:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 4.0842, loss: 4.0842 +2025-06-24 01:16:34,256 - pyskl - INFO - Epoch [27][2700/3405] lr: 2.308e-02, eta: 2 days, 6:20:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9637, loss_cls: 4.0512, loss: 4.0512 +2025-06-24 01:17:20,352 - pyskl - INFO - Epoch [27][2800/3405] lr: 2.308e-02, eta: 2 days, 6:19:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9625, loss_cls: 3.9912, loss: 3.9912 +2025-06-24 01:18:06,472 - pyskl - INFO - Epoch [27][2900/3405] lr: 2.307e-02, eta: 2 days, 6:19:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 4.0730, loss: 4.0730 +2025-06-24 01:18:52,601 - pyskl - INFO - Epoch [27][3000/3405] lr: 2.307e-02, eta: 2 days, 6:18:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 4.0291, loss: 4.0291 +2025-06-24 01:19:39,055 - pyskl - INFO - Epoch [27][3100/3405] lr: 2.307e-02, eta: 2 days, 6:17:26, time: 0.465, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 4.1032, loss: 4.1032 +2025-06-24 01:20:25,372 - pyskl - INFO - Epoch [27][3200/3405] lr: 2.306e-02, eta: 2 days, 6:16:38, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9550, loss_cls: 4.0777, loss: 4.0777 +2025-06-24 01:21:11,445 - pyskl - INFO - Epoch [27][3300/3405] lr: 2.306e-02, eta: 2 days, 6:15:49, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9569, loss_cls: 4.1545, loss: 4.1545 +2025-06-24 01:21:57,527 - pyskl - INFO - Epoch [27][3400/3405] lr: 2.305e-02, eta: 2 days, 6:15:00, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 4.1840, loss: 4.1840 +2025-06-24 01:22:00,169 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-06-24 01:26:13,882 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 01:26:14,423 - pyskl - INFO - +top1_acc 0.7608 +top5_acc 0.9510 +2025-06-24 01:26:14,478 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_22.pth was removed +2025-06-24 01:26:15,561 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_27.pth. +2025-06-24 01:26:15,563 - pyskl - INFO - Best top1_acc is 0.7608 at 27 epoch. +2025-06-24 01:26:15,586 - pyskl - INFO - Epoch(val) [27][3718] top1_acc: 0.7608, top5_acc: 0.9510 +2025-06-24 01:27:24,185 - pyskl - INFO - Epoch [28][100/3405] lr: 2.305e-02, eta: 2 days, 6:15:40, time: 0.686, data_time: 0.226, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 3.8813, loss: 3.8813 +2025-06-24 01:28:10,155 - pyskl - INFO - Epoch [28][200/3405] lr: 2.305e-02, eta: 2 days, 6:14:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 4.0385, loss: 4.0385 +2025-06-24 01:28:56,107 - pyskl - INFO - Epoch [28][300/3405] lr: 2.304e-02, eta: 2 days, 6:14:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 3.7439, loss: 3.7439 +2025-06-24 01:29:42,077 - pyskl - INFO - Epoch [28][400/3405] lr: 2.304e-02, eta: 2 days, 6:13:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 3.9789, loss: 3.9789 +2025-06-24 01:30:28,195 - pyskl - INFO - Epoch [28][500/3405] lr: 2.303e-02, eta: 2 days, 6:12:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 4.0336, loss: 4.0336 +2025-06-24 01:31:14,455 - pyskl - INFO - Epoch [28][600/3405] lr: 2.303e-02, eta: 2 days, 6:11:33, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9544, loss_cls: 3.9064, loss: 3.9064 +2025-06-24 01:32:00,697 - pyskl - INFO - Epoch [28][700/3405] lr: 2.303e-02, eta: 2 days, 6:10:45, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9675, loss_cls: 4.0685, loss: 4.0685 +2025-06-24 01:32:47,015 - pyskl - INFO - Epoch [28][800/3405] lr: 2.302e-02, eta: 2 days, 6:09:57, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.9554, loss: 3.9554 +2025-06-24 01:33:33,236 - pyskl - INFO - Epoch [28][900/3405] lr: 2.302e-02, eta: 2 days, 6:09:08, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9719, loss_cls: 3.8320, loss: 3.8320 +2025-06-24 01:34:19,323 - pyskl - INFO - Epoch [28][1000/3405] lr: 2.301e-02, eta: 2 days, 6:08:19, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9694, loss_cls: 3.9318, loss: 3.9318 +2025-06-24 01:35:05,348 - pyskl - INFO - Epoch [28][1100/3405] lr: 2.301e-02, eta: 2 days, 6:07:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 3.8938, loss: 3.8938 +2025-06-24 01:35:51,315 - pyskl - INFO - Epoch [28][1200/3405] lr: 2.300e-02, eta: 2 days, 6:06:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 4.0376, loss: 4.0376 +2025-06-24 01:36:37,291 - pyskl - INFO - Epoch [28][1300/3405] lr: 2.300e-02, eta: 2 days, 6:05:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 4.1273, loss: 4.1273 +2025-06-24 01:37:23,246 - pyskl - INFO - Epoch [28][1400/3405] lr: 2.300e-02, eta: 2 days, 6:05:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 3.9271, loss: 3.9271 +2025-06-24 01:38:09,211 - pyskl - INFO - Epoch [28][1500/3405] lr: 2.299e-02, eta: 2 days, 6:04:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9587, loss_cls: 4.1101, loss: 4.1101 +2025-06-24 01:38:55,226 - pyskl - INFO - Epoch [28][1600/3405] lr: 2.299e-02, eta: 2 days, 6:03:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9563, loss_cls: 4.0739, loss: 4.0739 +2025-06-24 01:39:41,255 - pyskl - INFO - Epoch [28][1700/3405] lr: 2.298e-02, eta: 2 days, 6:02:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9688, loss_cls: 4.0502, loss: 4.0502 +2025-06-24 01:40:27,267 - pyskl - INFO - Epoch [28][1800/3405] lr: 2.298e-02, eta: 2 days, 6:01:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 3.8511, loss: 3.8511 +2025-06-24 01:41:13,387 - pyskl - INFO - Epoch [28][1900/3405] lr: 2.298e-02, eta: 2 days, 6:00:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 4.0353, loss: 4.0353 +2025-06-24 01:41:59,470 - pyskl - INFO - Epoch [28][2000/3405] lr: 2.297e-02, eta: 2 days, 6:00:04, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 3.9451, loss: 3.9451 +2025-06-24 01:42:45,625 - pyskl - INFO - Epoch [28][2100/3405] lr: 2.297e-02, eta: 2 days, 5:59:16, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 3.9167, loss: 3.9167 +2025-06-24 01:43:31,689 - pyskl - INFO - Epoch [28][2200/3405] lr: 2.296e-02, eta: 2 days, 5:58:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9506, loss_cls: 4.0923, loss: 4.0923 +2025-06-24 01:44:17,711 - pyskl - INFO - Epoch [28][2300/3405] lr: 2.296e-02, eta: 2 days, 5:57:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9619, loss_cls: 3.9690, loss: 3.9690 +2025-06-24 01:45:03,841 - pyskl - INFO - Epoch [28][2400/3405] lr: 2.295e-02, eta: 2 days, 5:56:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 3.8544, loss: 3.8544 +2025-06-24 01:45:49,899 - pyskl - INFO - Epoch [28][2500/3405] lr: 2.295e-02, eta: 2 days, 5:55:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 3.9805, loss: 3.9805 +2025-06-24 01:46:35,886 - pyskl - INFO - Epoch [28][2600/3405] lr: 2.295e-02, eta: 2 days, 5:55:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9563, loss_cls: 4.1289, loss: 4.1289 +2025-06-24 01:47:21,982 - pyskl - INFO - Epoch [28][2700/3405] lr: 2.294e-02, eta: 2 days, 5:54:21, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 4.0909, loss: 4.0909 +2025-06-24 01:48:08,195 - pyskl - INFO - Epoch [28][2800/3405] lr: 2.294e-02, eta: 2 days, 5:53:32, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 3.9842, loss: 3.9842 +2025-06-24 01:48:54,298 - pyskl - INFO - Epoch [28][2900/3405] lr: 2.293e-02, eta: 2 days, 5:52:43, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9500, loss_cls: 4.0912, loss: 4.0912 +2025-06-24 01:49:40,353 - pyskl - INFO - Epoch [28][3000/3405] lr: 2.293e-02, eta: 2 days, 5:51:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9563, loss_cls: 4.0786, loss: 4.0786 +2025-06-24 01:50:26,350 - pyskl - INFO - Epoch [28][3100/3405] lr: 2.292e-02, eta: 2 days, 5:51:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9587, loss_cls: 4.0386, loss: 4.0386 +2025-06-24 01:51:12,375 - pyskl - INFO - Epoch [28][3200/3405] lr: 2.292e-02, eta: 2 days, 5:50:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9550, loss_cls: 3.9515, loss: 3.9515 +2025-06-24 01:51:58,375 - pyskl - INFO - Epoch [28][3300/3405] lr: 2.292e-02, eta: 2 days, 5:49:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9544, loss_cls: 4.0079, loss: 4.0079 +2025-06-24 01:52:44,378 - pyskl - INFO - Epoch [28][3400/3405] lr: 2.291e-02, eta: 2 days, 5:48:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 4.0333, loss: 4.0333 +2025-06-24 01:52:47,023 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-06-24 01:57:02,071 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 01:57:02,724 - pyskl - INFO - +top1_acc 0.7615 +top5_acc 0.9534 +2025-06-24 01:57:02,777 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_27.pth was removed +2025-06-24 01:57:03,828 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_28.pth. +2025-06-24 01:57:03,830 - pyskl - INFO - Best top1_acc is 0.7615 at 28 epoch. +2025-06-24 01:57:03,850 - pyskl - INFO - Epoch(val) [28][3718] top1_acc: 0.7615, top5_acc: 0.9534 +2025-06-24 01:58:12,900 - pyskl - INFO - Epoch [29][100/3405] lr: 2.291e-02, eta: 2 days, 5:49:15, time: 0.690, data_time: 0.230, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 3.9408, loss: 3.9408 +2025-06-24 01:58:58,874 - pyskl - INFO - Epoch [29][200/3405] lr: 2.290e-02, eta: 2 days, 5:48:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 3.9310, loss: 3.9310 +2025-06-24 01:59:44,854 - pyskl - INFO - Epoch [29][300/3405] lr: 2.290e-02, eta: 2 days, 5:47:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9613, loss_cls: 3.8907, loss: 3.8907 +2025-06-24 02:00:30,853 - pyskl - INFO - Epoch [29][400/3405] lr: 2.289e-02, eta: 2 days, 5:46:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 4.0163, loss: 4.0163 +2025-06-24 02:01:16,863 - pyskl - INFO - Epoch [29][500/3405] lr: 2.289e-02, eta: 2 days, 5:45:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9681, loss_cls: 3.8966, loss: 3.8966 +2025-06-24 02:02:02,845 - pyskl - INFO - Epoch [29][600/3405] lr: 2.289e-02, eta: 2 days, 5:45:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.9219, loss: 3.9219 +2025-06-24 02:02:48,783 - pyskl - INFO - Epoch [29][700/3405] lr: 2.288e-02, eta: 2 days, 5:44:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9550, loss_cls: 3.9051, loss: 3.9051 +2025-06-24 02:03:34,828 - pyskl - INFO - Epoch [29][800/3405] lr: 2.288e-02, eta: 2 days, 5:43:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9613, loss_cls: 3.9397, loss: 3.9397 +2025-06-24 02:04:20,836 - pyskl - INFO - Epoch [29][900/3405] lr: 2.287e-02, eta: 2 days, 5:42:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 3.8511, loss: 3.8511 +2025-06-24 02:05:06,920 - pyskl - INFO - Epoch [29][1000/3405] lr: 2.287e-02, eta: 2 days, 5:41:50, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 4.0459, loss: 4.0459 +2025-06-24 02:05:52,958 - pyskl - INFO - Epoch [29][1100/3405] lr: 2.286e-02, eta: 2 days, 5:41:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 3.8346, loss: 3.8346 +2025-06-24 02:06:39,088 - pyskl - INFO - Epoch [29][1200/3405] lr: 2.286e-02, eta: 2 days, 5:40:12, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9663, loss_cls: 4.0198, loss: 4.0198 +2025-06-24 02:07:25,191 - pyskl - INFO - Epoch [29][1300/3405] lr: 2.286e-02, eta: 2 days, 5:39:23, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 3.9618, loss: 3.9618 +2025-06-24 02:08:11,197 - pyskl - INFO - Epoch [29][1400/3405] lr: 2.285e-02, eta: 2 days, 5:38:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 4.0507, loss: 4.0507 +2025-06-24 02:08:57,185 - pyskl - INFO - Epoch [29][1500/3405] lr: 2.285e-02, eta: 2 days, 5:37:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 4.0286, loss: 4.0286 +2025-06-24 02:09:43,204 - pyskl - INFO - Epoch [29][1600/3405] lr: 2.284e-02, eta: 2 days, 5:36:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9637, loss_cls: 3.9123, loss: 3.9123 +2025-06-24 02:10:29,239 - pyskl - INFO - Epoch [29][1700/3405] lr: 2.284e-02, eta: 2 days, 5:36:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9581, loss_cls: 4.0094, loss: 4.0094 +2025-06-24 02:11:15,316 - pyskl - INFO - Epoch [29][1800/3405] lr: 2.283e-02, eta: 2 days, 5:35:16, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 4.1058, loss: 4.1058 +2025-06-24 02:12:01,431 - pyskl - INFO - Epoch [29][1900/3405] lr: 2.283e-02, eta: 2 days, 5:34:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9556, loss_cls: 4.1076, loss: 4.1076 +2025-06-24 02:12:47,499 - pyskl - INFO - Epoch [29][2000/3405] lr: 2.283e-02, eta: 2 days, 5:33:38, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9644, loss_cls: 3.9663, loss: 3.9663 +2025-06-24 02:13:33,481 - pyskl - INFO - Epoch [29][2100/3405] lr: 2.282e-02, eta: 2 days, 5:32:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 4.0096, loss: 4.0096 +2025-06-24 02:14:19,479 - pyskl - INFO - Epoch [29][2200/3405] lr: 2.282e-02, eta: 2 days, 5:31:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 3.9633, loss: 3.9633 +2025-06-24 02:15:05,500 - pyskl - INFO - Epoch [29][2300/3405] lr: 2.281e-02, eta: 2 days, 5:31:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 3.8918, loss: 3.8918 +2025-06-24 02:15:51,455 - pyskl - INFO - Epoch [29][2400/3405] lr: 2.281e-02, eta: 2 days, 5:30:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9544, loss_cls: 4.2349, loss: 4.2349 +2025-06-24 02:16:37,487 - pyskl - INFO - Epoch [29][2500/3405] lr: 2.280e-02, eta: 2 days, 5:29:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 4.0283, loss: 4.0283 +2025-06-24 02:17:23,490 - pyskl - INFO - Epoch [29][2600/3405] lr: 2.280e-02, eta: 2 days, 5:28:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 4.0496, loss: 4.0496 +2025-06-24 02:18:09,420 - pyskl - INFO - Epoch [29][2700/3405] lr: 2.280e-02, eta: 2 days, 5:27:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 3.9625, loss: 3.9625 +2025-06-24 02:18:55,324 - pyskl - INFO - Epoch [29][2800/3405] lr: 2.279e-02, eta: 2 days, 5:27:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 3.9577, loss: 3.9577 +2025-06-24 02:19:41,228 - pyskl - INFO - Epoch [29][2900/3405] lr: 2.279e-02, eta: 2 days, 5:26:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9650, loss_cls: 4.0674, loss: 4.0674 +2025-06-24 02:20:27,149 - pyskl - INFO - Epoch [29][3000/3405] lr: 2.278e-02, eta: 2 days, 5:25:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 3.8567, loss: 3.8567 +2025-06-24 02:21:13,020 - pyskl - INFO - Epoch [29][3100/3405] lr: 2.278e-02, eta: 2 days, 5:24:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 4.0102, loss: 4.0102 +2025-06-24 02:21:58,866 - pyskl - INFO - Epoch [29][3200/3405] lr: 2.277e-02, eta: 2 days, 5:23:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 4.0148, loss: 4.0148 +2025-06-24 02:22:44,792 - pyskl - INFO - Epoch [29][3300/3405] lr: 2.277e-02, eta: 2 days, 5:22:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9675, loss_cls: 3.9248, loss: 3.9248 +2025-06-24 02:23:30,715 - pyskl - INFO - Epoch [29][3400/3405] lr: 2.276e-02, eta: 2 days, 5:22:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 4.1079, loss: 4.1079 +2025-06-24 02:23:33,310 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-06-24 02:27:44,157 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 02:27:44,687 - pyskl - INFO - +top1_acc 0.6676 +top5_acc 0.9150 +2025-06-24 02:27:44,707 - pyskl - INFO - Epoch(val) [29][3718] top1_acc: 0.6676, top5_acc: 0.9150 +2025-06-24 02:28:52,636 - pyskl - INFO - Epoch [30][100/3405] lr: 2.276e-02, eta: 2 days, 5:22:35, time: 0.679, data_time: 0.221, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 3.7484, loss: 3.7484 +2025-06-24 02:29:38,827 - pyskl - INFO - Epoch [30][200/3405] lr: 2.276e-02, eta: 2 days, 5:21:46, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 3.8573, loss: 3.8573 +2025-06-24 02:30:24,925 - pyskl - INFO - Epoch [30][300/3405] lr: 2.275e-02, eta: 2 days, 5:20:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 3.9035, loss: 3.9035 +2025-06-24 02:31:10,904 - pyskl - INFO - Epoch [30][400/3405] lr: 2.275e-02, eta: 2 days, 5:20:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9681, loss_cls: 3.9000, loss: 3.9000 +2025-06-24 02:31:56,884 - pyskl - INFO - Epoch [30][500/3405] lr: 2.274e-02, eta: 2 days, 5:19:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 4.0558, loss: 4.0558 +2025-06-24 02:32:42,887 - pyskl - INFO - Epoch [30][600/3405] lr: 2.274e-02, eta: 2 days, 5:18:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 4.0189, loss: 4.0189 +2025-06-24 02:33:28,998 - pyskl - INFO - Epoch [30][700/3405] lr: 2.273e-02, eta: 2 days, 5:17:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 3.8319, loss: 3.8319 +2025-06-24 02:34:15,009 - pyskl - INFO - Epoch [30][800/3405] lr: 2.273e-02, eta: 2 days, 5:16:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 3.9603, loss: 3.9603 +2025-06-24 02:35:01,043 - pyskl - INFO - Epoch [30][900/3405] lr: 2.272e-02, eta: 2 days, 5:16:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 4.0108, loss: 4.0108 +2025-06-24 02:35:47,051 - pyskl - INFO - Epoch [30][1000/3405] lr: 2.272e-02, eta: 2 days, 5:15:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9712, loss_cls: 4.0121, loss: 4.0121 +2025-06-24 02:36:33,241 - pyskl - INFO - Epoch [30][1100/3405] lr: 2.272e-02, eta: 2 days, 5:14:24, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9556, loss_cls: 3.9758, loss: 3.9758 +2025-06-24 02:37:19,267 - pyskl - INFO - Epoch [30][1200/3405] lr: 2.271e-02, eta: 2 days, 5:13:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 3.9110, loss: 3.9110 +2025-06-24 02:38:05,265 - pyskl - INFO - Epoch [30][1300/3405] lr: 2.271e-02, eta: 2 days, 5:12:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 3.9411, loss: 3.9411 +2025-06-24 02:38:51,284 - pyskl - INFO - Epoch [30][1400/3405] lr: 2.270e-02, eta: 2 days, 5:11:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 3.9814, loss: 3.9814 +2025-06-24 02:39:37,142 - pyskl - INFO - Epoch [30][1500/3405] lr: 2.270e-02, eta: 2 days, 5:11:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9650, loss_cls: 3.9435, loss: 3.9435 +2025-06-24 02:40:23,100 - pyskl - INFO - Epoch [30][1600/3405] lr: 2.269e-02, eta: 2 days, 5:10:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9613, loss_cls: 3.8983, loss: 3.8983 +2025-06-24 02:41:09,053 - pyskl - INFO - Epoch [30][1700/3405] lr: 2.269e-02, eta: 2 days, 5:09:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9537, loss_cls: 4.0718, loss: 4.0718 +2025-06-24 02:41:54,878 - pyskl - INFO - Epoch [30][1800/3405] lr: 2.268e-02, eta: 2 days, 5:08:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9719, loss_cls: 3.8600, loss: 3.8600 +2025-06-24 02:42:41,065 - pyskl - INFO - Epoch [30][1900/3405] lr: 2.268e-02, eta: 2 days, 5:07:49, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 4.0107, loss: 4.0107 +2025-06-24 02:43:27,036 - pyskl - INFO - Epoch [30][2000/3405] lr: 2.268e-02, eta: 2 days, 5:06:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9587, loss_cls: 3.9883, loss: 3.9883 +2025-06-24 02:44:12,878 - pyskl - INFO - Epoch [30][2100/3405] lr: 2.267e-02, eta: 2 days, 5:06:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9556, loss_cls: 4.0086, loss: 4.0086 +2025-06-24 02:44:58,926 - pyskl - INFO - Epoch [30][2200/3405] lr: 2.267e-02, eta: 2 days, 5:05:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 3.9729, loss: 3.9729 +2025-06-24 02:45:44,823 - pyskl - INFO - Epoch [30][2300/3405] lr: 2.266e-02, eta: 2 days, 5:04:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9550, loss_cls: 3.8777, loss: 3.8777 +2025-06-24 02:46:30,724 - pyskl - INFO - Epoch [30][2400/3405] lr: 2.266e-02, eta: 2 days, 5:03:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 4.0559, loss: 4.0559 +2025-06-24 02:47:16,628 - pyskl - INFO - Epoch [30][2500/3405] lr: 2.265e-02, eta: 2 days, 5:02:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 4.0556, loss: 4.0556 +2025-06-24 02:48:02,487 - pyskl - INFO - Epoch [30][2600/3405] lr: 2.265e-02, eta: 2 days, 5:02:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 3.9569, loss: 3.9569 +2025-06-24 02:48:48,401 - pyskl - INFO - Epoch [30][2700/3405] lr: 2.264e-02, eta: 2 days, 5:01:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9550, loss_cls: 4.0057, loss: 4.0057 +2025-06-24 02:49:34,299 - pyskl - INFO - Epoch [30][2800/3405] lr: 2.264e-02, eta: 2 days, 5:00:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 4.0501, loss: 4.0501 +2025-06-24 02:50:20,213 - pyskl - INFO - Epoch [30][2900/3405] lr: 2.264e-02, eta: 2 days, 4:59:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9613, loss_cls: 3.9850, loss: 3.9850 +2025-06-24 02:51:06,129 - pyskl - INFO - Epoch [30][3000/3405] lr: 2.263e-02, eta: 2 days, 4:58:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9575, loss_cls: 3.9462, loss: 3.9462 +2025-06-24 02:51:51,994 - pyskl - INFO - Epoch [30][3100/3405] lr: 2.263e-02, eta: 2 days, 4:57:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9550, loss_cls: 4.0294, loss: 4.0294 +2025-06-24 02:52:37,892 - pyskl - INFO - Epoch [30][3200/3405] lr: 2.262e-02, eta: 2 days, 4:57:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9644, loss_cls: 3.9477, loss: 3.9477 +2025-06-24 02:53:23,795 - pyskl - INFO - Epoch [30][3300/3405] lr: 2.262e-02, eta: 2 days, 4:56:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9537, loss_cls: 3.9857, loss: 3.9857 +2025-06-24 02:54:09,677 - pyskl - INFO - Epoch [30][3400/3405] lr: 2.261e-02, eta: 2 days, 4:55:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9694, loss_cls: 3.8576, loss: 3.8576 +2025-06-24 02:54:12,294 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-06-24 03:12:59,835 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 03:13:00,394 - pyskl - INFO - +top1_acc 0.7233 +top5_acc 0.9368 +2025-06-24 03:13:00,417 - pyskl - INFO - Epoch(val) [30][3718] top1_acc: 0.7233, top5_acc: 0.9368 +2025-06-24 03:14:09,104 - pyskl - INFO - Epoch [31][100/3405] lr: 2.261e-02, eta: 2 days, 4:55:55, time: 0.687, data_time: 0.226, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9625, loss_cls: 4.0775, loss: 4.0775 +2025-06-24 03:14:55,001 - pyskl - INFO - Epoch [31][200/3405] lr: 2.260e-02, eta: 2 days, 4:55:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 3.9341, loss: 3.9341 +2025-06-24 03:15:40,883 - pyskl - INFO - Epoch [31][300/3405] lr: 2.260e-02, eta: 2 days, 4:54:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 3.9889, loss: 3.9889 +2025-06-24 03:16:26,756 - pyskl - INFO - Epoch [31][400/3405] lr: 2.259e-02, eta: 2 days, 4:53:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9669, loss_cls: 3.9705, loss: 3.9705 +2025-06-24 03:17:12,585 - pyskl - INFO - Epoch [31][500/3405] lr: 2.259e-02, eta: 2 days, 4:52:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9644, loss_cls: 3.9264, loss: 3.9264 +2025-06-24 03:17:58,466 - pyskl - INFO - Epoch [31][600/3405] lr: 2.259e-02, eta: 2 days, 4:51:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 3.9790, loss: 3.9790 +2025-06-24 03:18:44,386 - pyskl - INFO - Epoch [31][700/3405] lr: 2.258e-02, eta: 2 days, 4:50:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9581, loss_cls: 3.9257, loss: 3.9257 +2025-06-24 03:19:30,266 - pyskl - INFO - Epoch [31][800/3405] lr: 2.258e-02, eta: 2 days, 4:50:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9631, loss_cls: 3.9091, loss: 3.9091 +2025-06-24 03:20:16,169 - pyskl - INFO - Epoch [31][900/3405] lr: 2.257e-02, eta: 2 days, 4:49:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 3.9135, loss: 3.9135 +2025-06-24 03:21:02,092 - pyskl - INFO - Epoch [31][1000/3405] lr: 2.257e-02, eta: 2 days, 4:48:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 3.9091, loss: 3.9091 +2025-06-24 03:21:47,998 - pyskl - INFO - Epoch [31][1100/3405] lr: 2.256e-02, eta: 2 days, 4:47:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 4.0084, loss: 4.0084 +2025-06-24 03:22:33,848 - pyskl - INFO - Epoch [31][1200/3405] lr: 2.256e-02, eta: 2 days, 4:46:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 4.0734, loss: 4.0734 +2025-06-24 03:23:19,745 - pyskl - INFO - Epoch [31][1300/3405] lr: 2.255e-02, eta: 2 days, 4:45:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 3.9544, loss: 3.9544 +2025-06-24 03:24:05,601 - pyskl - INFO - Epoch [31][1400/3405] lr: 2.255e-02, eta: 2 days, 4:45:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 3.9327, loss: 3.9327 +2025-06-24 03:24:51,500 - pyskl - INFO - Epoch [31][1500/3405] lr: 2.254e-02, eta: 2 days, 4:44:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9656, loss_cls: 3.8981, loss: 3.8981 +2025-06-24 03:25:37,396 - pyskl - INFO - Epoch [31][1600/3405] lr: 2.254e-02, eta: 2 days, 4:43:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 3.9279, loss: 3.9279 +2025-06-24 03:26:23,262 - pyskl - INFO - Epoch [31][1700/3405] lr: 2.254e-02, eta: 2 days, 4:42:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9712, loss_cls: 3.7983, loss: 3.7983 +2025-06-24 03:27:09,143 - pyskl - INFO - Epoch [31][1800/3405] lr: 2.253e-02, eta: 2 days, 4:41:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9550, loss_cls: 4.0111, loss: 4.0111 +2025-06-24 03:27:55,012 - pyskl - INFO - Epoch [31][1900/3405] lr: 2.253e-02, eta: 2 days, 4:41:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9544, loss_cls: 4.0200, loss: 4.0200 +2025-06-24 03:28:40,971 - pyskl - INFO - Epoch [31][2000/3405] lr: 2.252e-02, eta: 2 days, 4:40:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.8963, loss: 3.8963 +2025-06-24 03:29:26,850 - pyskl - INFO - Epoch [31][2100/3405] lr: 2.252e-02, eta: 2 days, 4:39:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9669, loss_cls: 3.9435, loss: 3.9435 +2025-06-24 03:30:12,761 - pyskl - INFO - Epoch [31][2200/3405] lr: 2.251e-02, eta: 2 days, 4:38:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9619, loss_cls: 3.9267, loss: 3.9267 +2025-06-24 03:30:58,772 - pyskl - INFO - Epoch [31][2300/3405] lr: 2.251e-02, eta: 2 days, 4:37:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 4.0548, loss: 4.0548 +2025-06-24 03:31:44,712 - pyskl - INFO - Epoch [31][2400/3405] lr: 2.250e-02, eta: 2 days, 4:36:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9606, loss_cls: 3.9751, loss: 3.9751 +2025-06-24 03:32:30,758 - pyskl - INFO - Epoch [31][2500/3405] lr: 2.250e-02, eta: 2 days, 4:36:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9575, loss_cls: 4.0105, loss: 4.0105 +2025-06-24 03:33:16,726 - pyskl - INFO - Epoch [31][2600/3405] lr: 2.249e-02, eta: 2 days, 4:35:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9712, loss_cls: 3.9592, loss: 3.9592 +2025-06-24 03:34:02,649 - pyskl - INFO - Epoch [31][2700/3405] lr: 2.249e-02, eta: 2 days, 4:34:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 3.9203, loss: 3.9203 +2025-06-24 03:34:48,811 - pyskl - INFO - Epoch [31][2800/3405] lr: 2.248e-02, eta: 2 days, 4:33:39, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9587, loss_cls: 4.0559, loss: 4.0559 +2025-06-24 03:35:34,784 - pyskl - INFO - Epoch [31][2900/3405] lr: 2.248e-02, eta: 2 days, 4:32:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 3.9098, loss: 3.9098 +2025-06-24 03:36:20,746 - pyskl - INFO - Epoch [31][3000/3405] lr: 2.248e-02, eta: 2 days, 4:32:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9569, loss_cls: 3.9960, loss: 3.9960 +2025-06-24 03:37:06,698 - pyskl - INFO - Epoch [31][3100/3405] lr: 2.247e-02, eta: 2 days, 4:31:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9556, loss_cls: 3.9935, loss: 3.9935 +2025-06-24 03:37:52,642 - pyskl - INFO - Epoch [31][3200/3405] lr: 2.247e-02, eta: 2 days, 4:30:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9525, loss_cls: 3.9831, loss: 3.9831 +2025-06-24 03:38:38,667 - pyskl - INFO - Epoch [31][3300/3405] lr: 2.246e-02, eta: 2 days, 4:29:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 4.0299, loss: 4.0299 +2025-06-24 03:39:24,626 - pyskl - INFO - Epoch [31][3400/3405] lr: 2.246e-02, eta: 2 days, 4:28:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9563, loss_cls: 4.0280, loss: 4.0280 +2025-06-24 03:39:27,270 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-06-24 03:43:38,371 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 03:43:38,918 - pyskl - INFO - +top1_acc 0.7692 +top5_acc 0.9473 +2025-06-24 03:43:38,973 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_28.pth was removed +2025-06-24 03:43:40,053 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_31.pth. +2025-06-24 03:43:40,055 - pyskl - INFO - Best top1_acc is 0.7692 at 31 epoch. +2025-06-24 03:43:40,078 - pyskl - INFO - Epoch(val) [31][3718] top1_acc: 0.7692, top5_acc: 0.9473 +2025-06-24 03:44:48,628 - pyskl - INFO - Epoch [32][100/3405] lr: 2.245e-02, eta: 2 days, 4:29:10, time: 0.685, data_time: 0.227, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9613, loss_cls: 3.8426, loss: 3.8426 +2025-06-24 03:45:34,499 - pyskl - INFO - Epoch [32][200/3405] lr: 2.245e-02, eta: 2 days, 4:28:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9587, loss_cls: 3.8049, loss: 3.8049 +2025-06-24 03:46:20,423 - pyskl - INFO - Epoch [32][300/3405] lr: 2.244e-02, eta: 2 days, 4:27:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.9183, loss: 3.9183 +2025-06-24 03:47:06,286 - pyskl - INFO - Epoch [32][400/3405] lr: 2.244e-02, eta: 2 days, 4:26:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9788, loss_cls: 3.7945, loss: 3.7945 +2025-06-24 03:47:52,198 - pyskl - INFO - Epoch [32][500/3405] lr: 2.243e-02, eta: 2 days, 4:25:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9625, loss_cls: 3.9846, loss: 3.9846 +2025-06-24 03:48:38,080 - pyskl - INFO - Epoch [32][600/3405] lr: 2.243e-02, eta: 2 days, 4:25:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9644, loss_cls: 3.8288, loss: 3.8288 +2025-06-24 03:49:23,997 - pyskl - INFO - Epoch [32][700/3405] lr: 2.242e-02, eta: 2 days, 4:24:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 3.9531, loss: 3.9531 +2025-06-24 03:50:09,863 - pyskl - INFO - Epoch [32][800/3405] lr: 2.242e-02, eta: 2 days, 4:23:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9738, loss_cls: 3.9085, loss: 3.9085 +2025-06-24 03:50:55,902 - pyskl - INFO - Epoch [32][900/3405] lr: 2.241e-02, eta: 2 days, 4:22:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9619, loss_cls: 3.8995, loss: 3.8995 +2025-06-24 03:51:41,837 - pyskl - INFO - Epoch [32][1000/3405] lr: 2.241e-02, eta: 2 days, 4:21:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 4.0162, loss: 4.0162 +2025-06-24 03:52:27,766 - pyskl - INFO - Epoch [32][1100/3405] lr: 2.241e-02, eta: 2 days, 4:20:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9625, loss_cls: 4.0011, loss: 4.0011 +2025-06-24 03:53:13,687 - pyskl - INFO - Epoch [32][1200/3405] lr: 2.240e-02, eta: 2 days, 4:20:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9712, loss_cls: 3.9525, loss: 3.9525 +2025-06-24 03:53:59,595 - pyskl - INFO - Epoch [32][1300/3405] lr: 2.240e-02, eta: 2 days, 4:19:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 3.9757, loss: 3.9757 +2025-06-24 03:54:45,502 - pyskl - INFO - Epoch [32][1400/3405] lr: 2.239e-02, eta: 2 days, 4:18:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 3.9379, loss: 3.9379 +2025-06-24 03:55:31,419 - pyskl - INFO - Epoch [32][1500/3405] lr: 2.239e-02, eta: 2 days, 4:17:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 3.9716, loss: 3.9716 +2025-06-24 03:56:17,346 - pyskl - INFO - Epoch [32][1600/3405] lr: 2.238e-02, eta: 2 days, 4:16:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 3.9931, loss: 3.9931 +2025-06-24 03:57:03,268 - pyskl - INFO - Epoch [32][1700/3405] lr: 2.238e-02, eta: 2 days, 4:16:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 3.8089, loss: 3.8089 +2025-06-24 03:57:49,376 - pyskl - INFO - Epoch [32][1800/3405] lr: 2.237e-02, eta: 2 days, 4:15:12, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9650, loss_cls: 3.9993, loss: 3.9993 +2025-06-24 03:58:35,392 - pyskl - INFO - Epoch [32][1900/3405] lr: 2.237e-02, eta: 2 days, 4:14:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 4.0628, loss: 4.0628 +2025-06-24 03:59:21,301 - pyskl - INFO - Epoch [32][2000/3405] lr: 2.236e-02, eta: 2 days, 4:13:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9656, loss_cls: 4.0676, loss: 4.0676 +2025-06-24 04:00:07,323 - pyskl - INFO - Epoch [32][2100/3405] lr: 2.236e-02, eta: 2 days, 4:12:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 3.9198, loss: 3.9198 +2025-06-24 04:00:53,337 - pyskl - INFO - Epoch [32][2200/3405] lr: 2.235e-02, eta: 2 days, 4:11:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9650, loss_cls: 4.0257, loss: 4.0257 +2025-06-24 04:01:39,575 - pyskl - INFO - Epoch [32][2300/3405] lr: 2.235e-02, eta: 2 days, 4:11:07, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9600, loss_cls: 3.8499, loss: 3.8499 +2025-06-24 04:02:25,690 - pyskl - INFO - Epoch [32][2400/3405] lr: 2.234e-02, eta: 2 days, 4:10:19, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9506, loss_cls: 4.1336, loss: 4.1336 +2025-06-24 04:03:11,594 - pyskl - INFO - Epoch [32][2500/3405] lr: 2.234e-02, eta: 2 days, 4:09:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9637, loss_cls: 4.1386, loss: 4.1386 +2025-06-24 04:03:57,575 - pyskl - INFO - Epoch [32][2600/3405] lr: 2.233e-02, eta: 2 days, 4:08:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 4.0225, loss: 4.0225 +2025-06-24 04:04:43,614 - pyskl - INFO - Epoch [32][2700/3405] lr: 2.233e-02, eta: 2 days, 4:07:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 4.0576, loss: 4.0576 +2025-06-24 04:05:29,610 - pyskl - INFO - Epoch [32][2800/3405] lr: 2.233e-02, eta: 2 days, 4:07:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9700, loss_cls: 3.9626, loss: 3.9626 +2025-06-24 04:06:15,683 - pyskl - INFO - Epoch [32][2900/3405] lr: 2.232e-02, eta: 2 days, 4:06:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 3.8777, loss: 3.8777 +2025-06-24 04:07:01,812 - pyskl - INFO - Epoch [32][3000/3405] lr: 2.232e-02, eta: 2 days, 4:05:25, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 3.9148, loss: 3.9148 +2025-06-24 04:07:47,827 - pyskl - INFO - Epoch [32][3100/3405] lr: 2.231e-02, eta: 2 days, 4:04:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9556, loss_cls: 4.1172, loss: 4.1172 +2025-06-24 04:08:33,966 - pyskl - INFO - Epoch [32][3200/3405] lr: 2.231e-02, eta: 2 days, 4:03:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9656, loss_cls: 3.8143, loss: 3.8143 +2025-06-24 04:09:20,152 - pyskl - INFO - Epoch [32][3300/3405] lr: 2.230e-02, eta: 2 days, 4:03:00, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9587, loss_cls: 3.9433, loss: 3.9433 +2025-06-24 04:10:06,269 - pyskl - INFO - Epoch [32][3400/3405] lr: 2.230e-02, eta: 2 days, 4:02:11, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 4.0066, loss: 4.0066 +2025-06-24 04:10:08,953 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-06-24 04:14:20,445 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 04:14:20,987 - pyskl - INFO - +top1_acc 0.7573 +top5_acc 0.9507 +2025-06-24 04:14:21,010 - pyskl - INFO - Epoch(val) [32][3718] top1_acc: 0.7573, top5_acc: 0.9507 +2025-06-24 04:15:29,588 - pyskl - INFO - Epoch [33][100/3405] lr: 2.229e-02, eta: 2 days, 4:02:35, time: 0.686, data_time: 0.226, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 3.8343, loss: 3.8343 +2025-06-24 04:16:15,678 - pyskl - INFO - Epoch [33][200/3405] lr: 2.229e-02, eta: 2 days, 4:01:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9669, loss_cls: 3.9422, loss: 3.9422 +2025-06-24 04:17:01,793 - pyskl - INFO - Epoch [33][300/3405] lr: 2.228e-02, eta: 2 days, 4:00:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9712, loss_cls: 3.9991, loss: 3.9991 +2025-06-24 04:17:47,832 - pyskl - INFO - Epoch [33][400/3405] lr: 2.228e-02, eta: 2 days, 4:00:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 4.0224, loss: 4.0224 +2025-06-24 04:18:33,875 - pyskl - INFO - Epoch [33][500/3405] lr: 2.227e-02, eta: 2 days, 3:59:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 3.8751, loss: 3.8751 +2025-06-24 04:19:19,928 - pyskl - INFO - Epoch [33][600/3405] lr: 2.227e-02, eta: 2 days, 3:58:31, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9587, loss_cls: 3.9125, loss: 3.9125 +2025-06-24 04:20:05,968 - pyskl - INFO - Epoch [33][700/3405] lr: 2.226e-02, eta: 2 days, 3:57:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 3.8587, loss: 3.8587 +2025-06-24 04:20:51,960 - pyskl - INFO - Epoch [33][800/3405] lr: 2.226e-02, eta: 2 days, 3:56:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.9454, loss: 3.9454 +2025-06-24 04:21:37,924 - pyskl - INFO - Epoch [33][900/3405] lr: 2.225e-02, eta: 2 days, 3:56:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.9722, loss: 3.9722 +2025-06-24 04:22:23,962 - pyskl - INFO - Epoch [33][1000/3405] lr: 2.225e-02, eta: 2 days, 3:55:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9688, loss_cls: 3.9173, loss: 3.9173 +2025-06-24 04:23:09,899 - pyskl - INFO - Epoch [33][1100/3405] lr: 2.224e-02, eta: 2 days, 3:54:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.9564, loss: 3.9564 +2025-06-24 04:23:55,786 - pyskl - INFO - Epoch [33][1200/3405] lr: 2.224e-02, eta: 2 days, 3:53:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 3.9750, loss: 3.9750 +2025-06-24 04:24:41,725 - pyskl - INFO - Epoch [33][1300/3405] lr: 2.223e-02, eta: 2 days, 3:52:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 3.9330, loss: 3.9330 +2025-06-24 04:25:27,679 - pyskl - INFO - Epoch [33][1400/3405] lr: 2.223e-02, eta: 2 days, 3:51:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 3.8821, loss: 3.8821 +2025-06-24 04:26:13,606 - pyskl - INFO - Epoch [33][1500/3405] lr: 2.222e-02, eta: 2 days, 3:51:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 3.9094, loss: 3.9094 +2025-06-24 04:26:59,726 - pyskl - INFO - Epoch [33][1600/3405] lr: 2.222e-02, eta: 2 days, 3:50:21, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 3.9483, loss: 3.9483 +2025-06-24 04:27:45,779 - pyskl - INFO - Epoch [33][1700/3405] lr: 2.221e-02, eta: 2 days, 3:49:32, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9637, loss_cls: 3.9612, loss: 3.9612 +2025-06-24 04:28:31,787 - pyskl - INFO - Epoch [33][1800/3405] lr: 2.221e-02, eta: 2 days, 3:48:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 3.9365, loss: 3.9365 +2025-06-24 04:29:17,851 - pyskl - INFO - Epoch [33][1900/3405] lr: 2.220e-02, eta: 2 days, 3:47:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9575, loss_cls: 3.9326, loss: 3.9326 +2025-06-24 04:30:04,106 - pyskl - INFO - Epoch [33][2000/3405] lr: 2.220e-02, eta: 2 days, 3:47:06, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 4.0355, loss: 4.0355 +2025-06-24 04:30:50,212 - pyskl - INFO - Epoch [33][2100/3405] lr: 2.220e-02, eta: 2 days, 3:46:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9575, loss_cls: 4.1290, loss: 4.1290 +2025-06-24 04:31:36,311 - pyskl - INFO - Epoch [33][2200/3405] lr: 2.219e-02, eta: 2 days, 3:45:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9669, loss_cls: 3.9737, loss: 3.9737 +2025-06-24 04:32:22,291 - pyskl - INFO - Epoch [33][2300/3405] lr: 2.219e-02, eta: 2 days, 3:44:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9594, loss_cls: 4.0175, loss: 4.0175 +2025-06-24 04:33:08,303 - pyskl - INFO - Epoch [33][2400/3405] lr: 2.218e-02, eta: 2 days, 3:43:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9637, loss_cls: 3.7939, loss: 3.7939 +2025-06-24 04:33:54,466 - pyskl - INFO - Epoch [33][2500/3405] lr: 2.218e-02, eta: 2 days, 3:43:03, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 3.9967, loss: 3.9967 +2025-06-24 04:34:40,720 - pyskl - INFO - Epoch [33][2600/3405] lr: 2.217e-02, eta: 2 days, 3:42:15, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9650, loss_cls: 4.0409, loss: 4.0409 +2025-06-24 04:35:26,852 - pyskl - INFO - Epoch [33][2700/3405] lr: 2.217e-02, eta: 2 days, 3:41:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 3.8966, loss: 3.8966 +2025-06-24 04:36:12,866 - pyskl - INFO - Epoch [33][2800/3405] lr: 2.216e-02, eta: 2 days, 3:40:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.8479, loss: 3.8479 +2025-06-24 04:36:58,867 - pyskl - INFO - Epoch [33][2900/3405] lr: 2.216e-02, eta: 2 days, 3:39:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 3.9993, loss: 3.9993 +2025-06-24 04:37:45,087 - pyskl - INFO - Epoch [33][3000/3405] lr: 2.215e-02, eta: 2 days, 3:39:01, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 4.0535, loss: 4.0535 +2025-06-24 04:38:31,037 - pyskl - INFO - Epoch [33][3100/3405] lr: 2.215e-02, eta: 2 days, 3:38:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9550, loss_cls: 3.9698, loss: 3.9698 +2025-06-24 04:39:17,272 - pyskl - INFO - Epoch [33][3200/3405] lr: 2.214e-02, eta: 2 days, 3:37:24, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9587, loss_cls: 3.8614, loss: 3.8614 +2025-06-24 04:40:03,399 - pyskl - INFO - Epoch [33][3300/3405] lr: 2.214e-02, eta: 2 days, 3:36:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 4.0207, loss: 4.0207 +2025-06-24 04:40:49,454 - pyskl - INFO - Epoch [33][3400/3405] lr: 2.213e-02, eta: 2 days, 3:35:47, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 3.9432, loss: 3.9432 +2025-06-24 04:40:52,099 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-06-24 04:45:02,415 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 04:45:02,941 - pyskl - INFO - +top1_acc 0.7454 +top5_acc 0.9404 +2025-06-24 04:45:02,961 - pyskl - INFO - Epoch(val) [33][3718] top1_acc: 0.7454, top5_acc: 0.9404 +2025-06-24 04:46:11,268 - pyskl - INFO - Epoch [34][100/3405] lr: 2.213e-02, eta: 2 days, 3:36:07, time: 0.683, data_time: 0.225, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9587, loss_cls: 3.8716, loss: 3.8716 +2025-06-24 04:46:57,066 - pyskl - INFO - Epoch [34][200/3405] lr: 2.212e-02, eta: 2 days, 3:35:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9706, loss_cls: 3.9164, loss: 3.9164 +2025-06-24 04:47:42,971 - pyskl - INFO - Epoch [34][300/3405] lr: 2.212e-02, eta: 2 days, 3:34:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9700, loss_cls: 3.8330, loss: 3.8330 +2025-06-24 04:48:28,816 - pyskl - INFO - Epoch [34][400/3405] lr: 2.211e-02, eta: 2 days, 3:33:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 3.8576, loss: 3.8576 +2025-06-24 04:49:14,623 - pyskl - INFO - Epoch [34][500/3405] lr: 2.211e-02, eta: 2 days, 3:32:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9681, loss_cls: 3.9978, loss: 3.9978 +2025-06-24 04:50:00,441 - pyskl - INFO - Epoch [34][600/3405] lr: 2.210e-02, eta: 2 days, 3:31:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.7452, loss: 3.7452 +2025-06-24 04:50:46,304 - pyskl - INFO - Epoch [34][700/3405] lr: 2.210e-02, eta: 2 days, 3:31:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 3.8828, loss: 3.8828 +2025-06-24 04:51:32,121 - pyskl - INFO - Epoch [34][800/3405] lr: 2.209e-02, eta: 2 days, 3:30:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 3.9279, loss: 3.9279 +2025-06-24 04:52:17,917 - pyskl - INFO - Epoch [34][900/3405] lr: 2.209e-02, eta: 2 days, 3:29:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9587, loss_cls: 3.9672, loss: 3.9672 +2025-06-24 04:53:03,796 - pyskl - INFO - Epoch [34][1000/3405] lr: 2.208e-02, eta: 2 days, 3:28:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9587, loss_cls: 3.9039, loss: 3.9039 +2025-06-24 04:53:49,627 - pyskl - INFO - Epoch [34][1100/3405] lr: 2.208e-02, eta: 2 days, 3:27:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.8505, loss: 3.8505 +2025-06-24 04:54:35,534 - pyskl - INFO - Epoch [34][1200/3405] lr: 2.207e-02, eta: 2 days, 3:27:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 3.8363, loss: 3.8363 +2025-06-24 04:55:21,400 - pyskl - INFO - Epoch [34][1300/3405] lr: 2.207e-02, eta: 2 days, 3:26:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9656, loss_cls: 3.9675, loss: 3.9675 +2025-06-24 04:56:07,236 - pyskl - INFO - Epoch [34][1400/3405] lr: 2.206e-02, eta: 2 days, 3:25:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9644, loss_cls: 3.9029, loss: 3.9029 +2025-06-24 04:56:53,099 - pyskl - INFO - Epoch [34][1500/3405] lr: 2.206e-02, eta: 2 days, 3:24:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9694, loss_cls: 3.9261, loss: 3.9261 +2025-06-24 04:57:38,943 - pyskl - INFO - Epoch [34][1600/3405] lr: 2.205e-02, eta: 2 days, 3:23:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9631, loss_cls: 3.9537, loss: 3.9537 +2025-06-24 04:58:24,750 - pyskl - INFO - Epoch [34][1700/3405] lr: 2.205e-02, eta: 2 days, 3:22:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9613, loss_cls: 3.8491, loss: 3.8491 +2025-06-24 04:59:10,539 - pyskl - INFO - Epoch [34][1800/3405] lr: 2.204e-02, eta: 2 days, 3:22:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9613, loss_cls: 3.9221, loss: 3.9221 +2025-06-24 04:59:56,323 - pyskl - INFO - Epoch [34][1900/3405] lr: 2.204e-02, eta: 2 days, 3:21:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 3.8781, loss: 3.8781 +2025-06-24 05:00:42,102 - pyskl - INFO - Epoch [34][2000/3405] lr: 2.203e-02, eta: 2 days, 3:20:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.8161, loss: 3.8161 +2025-06-24 05:01:27,841 - pyskl - INFO - Epoch [34][2100/3405] lr: 2.203e-02, eta: 2 days, 3:19:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9569, loss_cls: 3.9665, loss: 3.9665 +2025-06-24 05:02:13,521 - pyskl - INFO - Epoch [34][2200/3405] lr: 2.202e-02, eta: 2 days, 3:18:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 3.9291, loss: 3.9291 +2025-06-24 05:02:59,178 - pyskl - INFO - Epoch [34][2300/3405] lr: 2.202e-02, eta: 2 days, 3:17:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 4.0646, loss: 4.0646 +2025-06-24 05:03:44,899 - pyskl - INFO - Epoch [34][2400/3405] lr: 2.201e-02, eta: 2 days, 3:17:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 4.0863, loss: 4.0863 +2025-06-24 05:04:30,692 - pyskl - INFO - Epoch [34][2500/3405] lr: 2.201e-02, eta: 2 days, 3:16:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 3.9376, loss: 3.9376 +2025-06-24 05:05:16,430 - pyskl - INFO - Epoch [34][2600/3405] lr: 2.200e-02, eta: 2 days, 3:15:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 3.9359, loss: 3.9359 +2025-06-24 05:06:02,151 - pyskl - INFO - Epoch [34][2700/3405] lr: 2.200e-02, eta: 2 days, 3:14:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.9501, loss: 3.9501 +2025-06-24 05:06:47,874 - pyskl - INFO - Epoch [34][2800/3405] lr: 2.199e-02, eta: 2 days, 3:13:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 4.0425, loss: 4.0425 +2025-06-24 05:07:33,694 - pyskl - INFO - Epoch [34][2900/3405] lr: 2.199e-02, eta: 2 days, 3:13:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 3.9340, loss: 3.9340 +2025-06-24 05:08:19,420 - pyskl - INFO - Epoch [34][3000/3405] lr: 2.198e-02, eta: 2 days, 3:12:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9663, loss_cls: 3.9644, loss: 3.9644 +2025-06-24 05:09:05,161 - pyskl - INFO - Epoch [34][3100/3405] lr: 2.198e-02, eta: 2 days, 3:11:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9537, loss_cls: 3.9705, loss: 3.9705 +2025-06-24 05:09:50,873 - pyskl - INFO - Epoch [34][3200/3405] lr: 2.197e-02, eta: 2 days, 3:10:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9656, loss_cls: 3.9812, loss: 3.9812 +2025-06-24 05:10:36,575 - pyskl - INFO - Epoch [34][3300/3405] lr: 2.197e-02, eta: 2 days, 3:09:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 4.0042, loss: 4.0042 +2025-06-24 05:11:22,394 - pyskl - INFO - Epoch [34][3400/3405] lr: 2.196e-02, eta: 2 days, 3:08:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.7852, loss: 3.7852 +2025-06-24 05:11:25,053 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-06-24 05:15:35,919 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 05:15:36,495 - pyskl - INFO - +top1_acc 0.7577 +top5_acc 0.9506 +2025-06-24 05:15:36,518 - pyskl - INFO - Epoch(val) [34][3718] top1_acc: 0.7577, top5_acc: 0.9506 +2025-06-24 05:16:45,647 - pyskl - INFO - Epoch [35][100/3405] lr: 2.196e-02, eta: 2 days, 3:09:11, time: 0.691, data_time: 0.230, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 3.9782, loss: 3.9782 +2025-06-24 05:17:31,656 - pyskl - INFO - Epoch [35][200/3405] lr: 2.195e-02, eta: 2 days, 3:08:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 3.8037, loss: 3.8037 +2025-06-24 05:18:17,742 - pyskl - INFO - Epoch [35][300/3405] lr: 2.195e-02, eta: 2 days, 3:07:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9619, loss_cls: 3.7889, loss: 3.7889 +2025-06-24 05:19:03,753 - pyskl - INFO - Epoch [35][400/3405] lr: 2.194e-02, eta: 2 days, 3:06:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.8259, loss: 3.8259 +2025-06-24 05:19:49,774 - pyskl - INFO - Epoch [35][500/3405] lr: 2.194e-02, eta: 2 days, 3:05:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 3.9547, loss: 3.9547 +2025-06-24 05:20:35,711 - pyskl - INFO - Epoch [35][600/3405] lr: 2.193e-02, eta: 2 days, 3:05:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 3.7900, loss: 3.7900 +2025-06-24 05:21:21,665 - pyskl - INFO - Epoch [35][700/3405] lr: 2.193e-02, eta: 2 days, 3:04:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9550, loss_cls: 3.8849, loss: 3.8849 +2025-06-24 05:22:07,550 - pyskl - INFO - Epoch [35][800/3405] lr: 2.192e-02, eta: 2 days, 3:03:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 3.9626, loss: 3.9626 +2025-06-24 05:22:53,461 - pyskl - INFO - Epoch [35][900/3405] lr: 2.192e-02, eta: 2 days, 3:02:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 3.8671, loss: 3.8671 +2025-06-24 05:23:39,373 - pyskl - INFO - Epoch [35][1000/3405] lr: 2.191e-02, eta: 2 days, 3:01:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.8023, loss: 3.8023 +2025-06-24 05:24:25,341 - pyskl - INFO - Epoch [35][1100/3405] lr: 2.191e-02, eta: 2 days, 3:01:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.8256, loss: 3.8256 +2025-06-24 05:25:11,270 - pyskl - INFO - Epoch [35][1200/3405] lr: 2.190e-02, eta: 2 days, 3:00:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9675, loss_cls: 3.8755, loss: 3.8755 +2025-06-24 05:25:57,228 - pyskl - INFO - Epoch [35][1300/3405] lr: 2.190e-02, eta: 2 days, 2:59:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9613, loss_cls: 3.9764, loss: 3.9764 +2025-06-24 05:26:43,171 - pyskl - INFO - Epoch [35][1400/3405] lr: 2.189e-02, eta: 2 days, 2:58:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9688, loss_cls: 3.9899, loss: 3.9899 +2025-06-24 05:27:29,174 - pyskl - INFO - Epoch [35][1500/3405] lr: 2.189e-02, eta: 2 days, 2:57:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 3.9421, loss: 3.9421 +2025-06-24 05:28:15,267 - pyskl - INFO - Epoch [35][1600/3405] lr: 2.188e-02, eta: 2 days, 2:56:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.8865, loss: 3.8865 +2025-06-24 05:29:01,287 - pyskl - INFO - Epoch [35][1700/3405] lr: 2.188e-02, eta: 2 days, 2:56:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 3.7963, loss: 3.7963 +2025-06-24 05:29:47,318 - pyskl - INFO - Epoch [35][1800/3405] lr: 2.187e-02, eta: 2 days, 2:55:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 3.9729, loss: 3.9729 +2025-06-24 05:30:33,389 - pyskl - INFO - Epoch [35][1900/3405] lr: 2.187e-02, eta: 2 days, 2:54:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 3.9889, loss: 3.9889 +2025-06-24 05:31:19,442 - pyskl - INFO - Epoch [35][2000/3405] lr: 2.186e-02, eta: 2 days, 2:53:44, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 3.8740, loss: 3.8740 +2025-06-24 05:32:05,420 - pyskl - INFO - Epoch [35][2100/3405] lr: 2.186e-02, eta: 2 days, 2:52:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9656, loss_cls: 3.8052, loss: 3.8052 +2025-06-24 05:32:51,449 - pyskl - INFO - Epoch [35][2200/3405] lr: 2.185e-02, eta: 2 days, 2:52:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9581, loss_cls: 3.8245, loss: 3.8245 +2025-06-24 05:33:37,540 - pyskl - INFO - Epoch [35][2300/3405] lr: 2.185e-02, eta: 2 days, 2:51:19, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 4.0916, loss: 4.0916 +2025-06-24 05:34:23,535 - pyskl - INFO - Epoch [35][2400/3405] lr: 2.184e-02, eta: 2 days, 2:50:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9563, loss_cls: 3.9634, loss: 3.9634 +2025-06-24 05:35:09,579 - pyskl - INFO - Epoch [35][2500/3405] lr: 2.184e-02, eta: 2 days, 2:49:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9525, loss_cls: 3.9577, loss: 3.9577 +2025-06-24 05:35:55,557 - pyskl - INFO - Epoch [35][2600/3405] lr: 2.183e-02, eta: 2 days, 2:48:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9537, loss_cls: 3.9620, loss: 3.9620 +2025-06-24 05:36:41,513 - pyskl - INFO - Epoch [35][2700/3405] lr: 2.183e-02, eta: 2 days, 2:48:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 3.8916, loss: 3.8916 +2025-06-24 05:37:27,480 - pyskl - INFO - Epoch [35][2800/3405] lr: 2.182e-02, eta: 2 days, 2:47:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9594, loss_cls: 3.9233, loss: 3.9233 +2025-06-24 05:38:13,763 - pyskl - INFO - Epoch [35][2900/3405] lr: 2.182e-02, eta: 2 days, 2:46:27, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9563, loss_cls: 3.9230, loss: 3.9230 +2025-06-24 05:38:59,806 - pyskl - INFO - Epoch [35][3000/3405] lr: 2.181e-02, eta: 2 days, 2:45:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 3.8536, loss: 3.8536 +2025-06-24 05:39:45,773 - pyskl - INFO - Epoch [35][3100/3405] lr: 2.181e-02, eta: 2 days, 2:44:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 3.9224, loss: 3.9224 +2025-06-24 05:40:32,106 - pyskl - INFO - Epoch [35][3200/3405] lr: 2.180e-02, eta: 2 days, 2:44:02, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9725, loss_cls: 3.7685, loss: 3.7685 +2025-06-24 05:41:18,361 - pyskl - INFO - Epoch [35][3300/3405] lr: 2.179e-02, eta: 2 days, 2:43:15, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 3.7504, loss: 3.7504 +2025-06-24 05:42:04,692 - pyskl - INFO - Epoch [35][3400/3405] lr: 2.179e-02, eta: 2 days, 2:42:27, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 3.9629, loss: 3.9629 +2025-06-24 05:42:07,402 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-06-24 06:01:26,296 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 06:01:26,840 - pyskl - INFO - +top1_acc 0.7330 +top5_acc 0.9446 +2025-06-24 06:01:26,862 - pyskl - INFO - Epoch(val) [35][3718] top1_acc: 0.7330, top5_acc: 0.9446 +2025-06-24 06:02:35,173 - pyskl - INFO - Epoch [36][100/3405] lr: 2.178e-02, eta: 2 days, 2:42:42, time: 0.683, data_time: 0.225, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.8915, loss: 3.8915 +2025-06-24 06:03:21,015 - pyskl - INFO - Epoch [36][200/3405] lr: 2.178e-02, eta: 2 days, 2:41:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9625, loss_cls: 3.8537, loss: 3.8537 +2025-06-24 06:04:06,899 - pyskl - INFO - Epoch [36][300/3405] lr: 2.177e-02, eta: 2 days, 2:41:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9738, loss_cls: 3.8466, loss: 3.8466 +2025-06-24 06:04:52,774 - pyskl - INFO - Epoch [36][400/3405] lr: 2.177e-02, eta: 2 days, 2:40:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 3.7278, loss: 3.7278 +2025-06-24 06:05:38,631 - pyskl - INFO - Epoch [36][500/3405] lr: 2.176e-02, eta: 2 days, 2:39:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 3.7888, loss: 3.7888 +2025-06-24 06:06:24,476 - pyskl - INFO - Epoch [36][600/3405] lr: 2.176e-02, eta: 2 days, 2:38:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 3.9612, loss: 3.9612 +2025-06-24 06:07:10,363 - pyskl - INFO - Epoch [36][700/3405] lr: 2.175e-02, eta: 2 days, 2:37:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9669, loss_cls: 3.8683, loss: 3.8683 +2025-06-24 06:07:56,313 - pyskl - INFO - Epoch [36][800/3405] lr: 2.175e-02, eta: 2 days, 2:36:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 4.0015, loss: 4.0015 +2025-06-24 06:08:42,206 - pyskl - INFO - Epoch [36][900/3405] lr: 2.174e-02, eta: 2 days, 2:36:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9669, loss_cls: 3.7423, loss: 3.7423 +2025-06-24 06:09:28,152 - pyskl - INFO - Epoch [36][1000/3405] lr: 2.174e-02, eta: 2 days, 2:35:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 3.7799, loss: 3.7799 +2025-06-24 06:10:14,144 - pyskl - INFO - Epoch [36][1100/3405] lr: 2.173e-02, eta: 2 days, 2:34:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9550, loss_cls: 3.9775, loss: 3.9775 +2025-06-24 06:11:00,055 - pyskl - INFO - Epoch [36][1200/3405] lr: 2.173e-02, eta: 2 days, 2:33:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 3.9026, loss: 3.9026 +2025-06-24 06:11:45,987 - pyskl - INFO - Epoch [36][1300/3405] lr: 2.172e-02, eta: 2 days, 2:32:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 3.8177, loss: 3.8177 +2025-06-24 06:12:31,826 - pyskl - INFO - Epoch [36][1400/3405] lr: 2.172e-02, eta: 2 days, 2:32:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 3.9335, loss: 3.9335 +2025-06-24 06:13:17,860 - pyskl - INFO - Epoch [36][1500/3405] lr: 2.171e-02, eta: 2 days, 2:31:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9738, loss_cls: 3.8257, loss: 3.8257 +2025-06-24 06:14:03,863 - pyskl - INFO - Epoch [36][1600/3405] lr: 2.171e-02, eta: 2 days, 2:30:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9587, loss_cls: 3.8493, loss: 3.8493 +2025-06-24 06:14:49,816 - pyskl - INFO - Epoch [36][1700/3405] lr: 2.170e-02, eta: 2 days, 2:29:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9681, loss_cls: 3.8218, loss: 3.8218 +2025-06-24 06:15:35,752 - pyskl - INFO - Epoch [36][1800/3405] lr: 2.170e-02, eta: 2 days, 2:28:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9537, loss_cls: 4.0690, loss: 4.0690 +2025-06-24 06:16:21,666 - pyskl - INFO - Epoch [36][1900/3405] lr: 2.169e-02, eta: 2 days, 2:28:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9569, loss_cls: 3.8198, loss: 3.8198 +2025-06-24 06:17:07,711 - pyskl - INFO - Epoch [36][2000/3405] lr: 2.169e-02, eta: 2 days, 2:27:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 3.9590, loss: 3.9590 +2025-06-24 06:17:53,708 - pyskl - INFO - Epoch [36][2100/3405] lr: 2.168e-02, eta: 2 days, 2:26:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9581, loss_cls: 3.8628, loss: 3.8628 +2025-06-24 06:18:39,656 - pyskl - INFO - Epoch [36][2200/3405] lr: 2.168e-02, eta: 2 days, 2:25:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.9350, loss: 3.9350 +2025-06-24 06:19:25,628 - pyskl - INFO - Epoch [36][2300/3405] lr: 2.167e-02, eta: 2 days, 2:24:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 3.8509, loss: 3.8509 +2025-06-24 06:20:11,595 - pyskl - INFO - Epoch [36][2400/3405] lr: 2.166e-02, eta: 2 days, 2:23:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9613, loss_cls: 3.8693, loss: 3.8693 +2025-06-24 06:20:57,499 - pyskl - INFO - Epoch [36][2500/3405] lr: 2.166e-02, eta: 2 days, 2:23:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9600, loss_cls: 3.8851, loss: 3.8851 +2025-06-24 06:21:43,425 - pyskl - INFO - Epoch [36][2600/3405] lr: 2.165e-02, eta: 2 days, 2:22:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.8286, loss: 3.8286 +2025-06-24 06:22:29,334 - pyskl - INFO - Epoch [36][2700/3405] lr: 2.165e-02, eta: 2 days, 2:21:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9644, loss_cls: 3.7876, loss: 3.7876 +2025-06-24 06:23:15,247 - pyskl - INFO - Epoch [36][2800/3405] lr: 2.164e-02, eta: 2 days, 2:20:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9631, loss_cls: 3.8424, loss: 3.8424 +2025-06-24 06:24:01,119 - pyskl - INFO - Epoch [36][2900/3405] lr: 2.164e-02, eta: 2 days, 2:19:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 3.9714, loss: 3.9714 +2025-06-24 06:24:46,960 - pyskl - INFO - Epoch [36][3000/3405] lr: 2.163e-02, eta: 2 days, 2:19:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 3.7845, loss: 3.7845 +2025-06-24 06:25:32,819 - pyskl - INFO - Epoch [36][3100/3405] lr: 2.163e-02, eta: 2 days, 2:18:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 3.9430, loss: 3.9430 +2025-06-24 06:26:18,655 - pyskl - INFO - Epoch [36][3200/3405] lr: 2.162e-02, eta: 2 days, 2:17:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9719, loss_cls: 3.8777, loss: 3.8777 +2025-06-24 06:27:04,595 - pyskl - INFO - Epoch [36][3300/3405] lr: 2.162e-02, eta: 2 days, 2:16:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 3.9365, loss: 3.9365 +2025-06-24 06:27:50,428 - pyskl - INFO - Epoch [36][3400/3405] lr: 2.161e-02, eta: 2 days, 2:15:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9544, loss_cls: 3.9526, loss: 3.9526 +2025-06-24 06:27:53,109 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-06-24 06:32:07,430 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 06:32:07,973 - pyskl - INFO - +top1_acc 0.7448 +top5_acc 0.9422 +2025-06-24 06:32:07,993 - pyskl - INFO - Epoch(val) [36][3718] top1_acc: 0.7448, top5_acc: 0.9422 +2025-06-24 06:33:16,767 - pyskl - INFO - Epoch [37][100/3405] lr: 2.161e-02, eta: 2 days, 2:16:01, time: 0.688, data_time: 0.227, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9731, loss_cls: 3.8726, loss: 3.8726 +2025-06-24 06:34:02,720 - pyskl - INFO - Epoch [37][200/3405] lr: 2.160e-02, eta: 2 days, 2:15:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 3.7061, loss: 3.7061 +2025-06-24 06:34:48,668 - pyskl - INFO - Epoch [37][300/3405] lr: 2.160e-02, eta: 2 days, 2:14:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.6446, loss: 3.6446 +2025-06-24 06:35:34,611 - pyskl - INFO - Epoch [37][400/3405] lr: 2.159e-02, eta: 2 days, 2:13:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 3.7819, loss: 3.7819 +2025-06-24 06:36:20,531 - pyskl - INFO - Epoch [37][500/3405] lr: 2.159e-02, eta: 2 days, 2:12:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.7238, loss: 3.7238 +2025-06-24 06:37:06,499 - pyskl - INFO - Epoch [37][600/3405] lr: 2.158e-02, eta: 2 days, 2:11:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 3.9241, loss: 3.9241 +2025-06-24 06:37:52,526 - pyskl - INFO - Epoch [37][700/3405] lr: 2.158e-02, eta: 2 days, 2:11:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 3.8830, loss: 3.8830 +2025-06-24 06:38:38,392 - pyskl - INFO - Epoch [37][800/3405] lr: 2.157e-02, eta: 2 days, 2:10:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 3.9413, loss: 3.9413 +2025-06-24 06:39:24,221 - pyskl - INFO - Epoch [37][900/3405] lr: 2.156e-02, eta: 2 days, 2:09:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.7563, loss: 3.7563 +2025-06-24 06:40:10,133 - pyskl - INFO - Epoch [37][1000/3405] lr: 2.156e-02, eta: 2 days, 2:08:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 3.7892, loss: 3.7892 +2025-06-24 06:40:55,924 - pyskl - INFO - Epoch [37][1100/3405] lr: 2.155e-02, eta: 2 days, 2:07:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 3.9771, loss: 3.9771 +2025-06-24 06:41:41,770 - pyskl - INFO - Epoch [37][1200/3405] lr: 2.155e-02, eta: 2 days, 2:07:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 3.9507, loss: 3.9507 +2025-06-24 06:42:27,660 - pyskl - INFO - Epoch [37][1300/3405] lr: 2.154e-02, eta: 2 days, 2:06:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 3.7562, loss: 3.7562 +2025-06-24 06:43:13,755 - pyskl - INFO - Epoch [37][1400/3405] lr: 2.154e-02, eta: 2 days, 2:05:26, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9669, loss_cls: 3.9459, loss: 3.9459 +2025-06-24 06:43:59,695 - pyskl - INFO - Epoch [37][1500/3405] lr: 2.153e-02, eta: 2 days, 2:04:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9706, loss_cls: 3.9127, loss: 3.9127 +2025-06-24 06:44:45,611 - pyskl - INFO - Epoch [37][1600/3405] lr: 2.153e-02, eta: 2 days, 2:03:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 4.0392, loss: 4.0392 +2025-06-24 06:45:31,567 - pyskl - INFO - Epoch [37][1700/3405] lr: 2.152e-02, eta: 2 days, 2:03:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9688, loss_cls: 3.8267, loss: 3.8267 +2025-06-24 06:46:17,641 - pyskl - INFO - Epoch [37][1800/3405] lr: 2.152e-02, eta: 2 days, 2:02:12, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 3.9831, loss: 3.9831 +2025-06-24 06:47:03,620 - pyskl - INFO - Epoch [37][1900/3405] lr: 2.151e-02, eta: 2 days, 2:01:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9650, loss_cls: 3.8903, loss: 3.8903 +2025-06-24 06:47:49,491 - pyskl - INFO - Epoch [37][2000/3405] lr: 2.151e-02, eta: 2 days, 2:00:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9750, loss_cls: 3.8161, loss: 3.8161 +2025-06-24 06:48:35,360 - pyskl - INFO - Epoch [37][2100/3405] lr: 2.150e-02, eta: 2 days, 1:59:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 3.8202, loss: 3.8202 +2025-06-24 06:49:21,169 - pyskl - INFO - Epoch [37][2200/3405] lr: 2.150e-02, eta: 2 days, 1:58:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 3.9078, loss: 3.9078 +2025-06-24 06:50:06,993 - pyskl - INFO - Epoch [37][2300/3405] lr: 2.149e-02, eta: 2 days, 1:58:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.9241, loss: 3.9241 +2025-06-24 06:50:52,919 - pyskl - INFO - Epoch [37][2400/3405] lr: 2.148e-02, eta: 2 days, 1:57:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 3.9122, loss: 3.9122 +2025-06-24 06:51:39,055 - pyskl - INFO - Epoch [37][2500/3405] lr: 2.148e-02, eta: 2 days, 1:56:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 3.8727, loss: 3.8727 +2025-06-24 06:52:25,083 - pyskl - INFO - Epoch [37][2600/3405] lr: 2.147e-02, eta: 2 days, 1:55:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9675, loss_cls: 3.8638, loss: 3.8638 +2025-06-24 06:53:11,110 - pyskl - INFO - Epoch [37][2700/3405] lr: 2.147e-02, eta: 2 days, 1:54:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 3.9572, loss: 3.9572 +2025-06-24 06:53:57,210 - pyskl - INFO - Epoch [37][2800/3405] lr: 2.146e-02, eta: 2 days, 1:54:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.7895, loss: 3.7895 +2025-06-24 06:54:43,122 - pyskl - INFO - Epoch [37][2900/3405] lr: 2.146e-02, eta: 2 days, 1:53:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 3.7453, loss: 3.7453 +2025-06-24 06:55:28,928 - pyskl - INFO - Epoch [37][3000/3405] lr: 2.145e-02, eta: 2 days, 1:52:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 3.8523, loss: 3.8523 +2025-06-24 06:56:14,692 - pyskl - INFO - Epoch [37][3100/3405] lr: 2.145e-02, eta: 2 days, 1:51:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 3.9942, loss: 3.9942 +2025-06-24 06:57:00,648 - pyskl - INFO - Epoch [37][3200/3405] lr: 2.144e-02, eta: 2 days, 1:50:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 3.7809, loss: 3.7809 +2025-06-24 06:57:46,603 - pyskl - INFO - Epoch [37][3300/3405] lr: 2.144e-02, eta: 2 days, 1:50:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9738, loss_cls: 3.7417, loss: 3.7417 +2025-06-24 06:58:32,718 - pyskl - INFO - Epoch [37][3400/3405] lr: 2.143e-02, eta: 2 days, 1:49:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 3.9206, loss: 3.9206 +2025-06-24 06:58:35,344 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-06-24 07:02:48,621 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 07:02:49,197 - pyskl - INFO - +top1_acc 0.7730 +top5_acc 0.9561 +2025-06-24 07:02:49,251 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_31.pth was removed +2025-06-24 07:02:50,303 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_37.pth. +2025-06-24 07:02:50,304 - pyskl - INFO - Best top1_acc is 0.7730 at 37 epoch. +2025-06-24 07:02:50,324 - pyskl - INFO - Epoch(val) [37][3718] top1_acc: 0.7730, top5_acc: 0.9561 +2025-06-24 07:03:59,172 - pyskl - INFO - Epoch [38][100/3405] lr: 2.143e-02, eta: 2 days, 1:49:24, time: 0.688, data_time: 0.227, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.7321, loss: 3.7321 +2025-06-24 07:04:45,037 - pyskl - INFO - Epoch [38][200/3405] lr: 2.142e-02, eta: 2 days, 1:48:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9650, loss_cls: 3.8343, loss: 3.8343 +2025-06-24 07:05:30,885 - pyskl - INFO - Epoch [38][300/3405] lr: 2.141e-02, eta: 2 days, 1:47:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.7614, loss: 3.7614 +2025-06-24 07:06:16,723 - pyskl - INFO - Epoch [38][400/3405] lr: 2.141e-02, eta: 2 days, 1:46:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9725, loss_cls: 3.7694, loss: 3.7694 +2025-06-24 07:07:02,634 - pyskl - INFO - Epoch [38][500/3405] lr: 2.140e-02, eta: 2 days, 1:46:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 3.8063, loss: 3.8063 +2025-06-24 07:07:48,526 - pyskl - INFO - Epoch [38][600/3405] lr: 2.140e-02, eta: 2 days, 1:45:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 3.8175, loss: 3.8175 +2025-06-24 07:08:34,384 - pyskl - INFO - Epoch [38][700/3405] lr: 2.139e-02, eta: 2 days, 1:44:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.8430, loss: 3.8430 +2025-06-24 07:09:20,320 - pyskl - INFO - Epoch [38][800/3405] lr: 2.139e-02, eta: 2 days, 1:43:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.6656, loss: 3.6656 +2025-06-24 07:10:06,314 - pyskl - INFO - Epoch [38][900/3405] lr: 2.138e-02, eta: 2 days, 1:42:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 3.8466, loss: 3.8466 +2025-06-24 07:10:52,205 - pyskl - INFO - Epoch [38][1000/3405] lr: 2.138e-02, eta: 2 days, 1:42:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 3.8873, loss: 3.8873 +2025-06-24 07:11:38,173 - pyskl - INFO - Epoch [38][1100/3405] lr: 2.137e-02, eta: 2 days, 1:41:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 3.8654, loss: 3.8654 +2025-06-24 07:12:24,227 - pyskl - INFO - Epoch [38][1200/3405] lr: 2.137e-02, eta: 2 days, 1:40:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9600, loss_cls: 3.7552, loss: 3.7552 +2025-06-24 07:13:10,206 - pyskl - INFO - Epoch [38][1300/3405] lr: 2.136e-02, eta: 2 days, 1:39:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 3.9233, loss: 3.9233 +2025-06-24 07:13:56,042 - pyskl - INFO - Epoch [38][1400/3405] lr: 2.136e-02, eta: 2 days, 1:38:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9719, loss_cls: 3.9347, loss: 3.9347 +2025-06-24 07:14:41,887 - pyskl - INFO - Epoch [38][1500/3405] lr: 2.135e-02, eta: 2 days, 1:38:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9613, loss_cls: 3.7940, loss: 3.7940 +2025-06-24 07:15:27,805 - pyskl - INFO - Epoch [38][1600/3405] lr: 2.134e-02, eta: 2 days, 1:37:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9631, loss_cls: 3.7989, loss: 3.7989 +2025-06-24 07:16:13,735 - pyskl - INFO - Epoch [38][1700/3405] lr: 2.134e-02, eta: 2 days, 1:36:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.8524, loss: 3.8524 +2025-06-24 07:16:59,535 - pyskl - INFO - Epoch [38][1800/3405] lr: 2.133e-02, eta: 2 days, 1:35:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9613, loss_cls: 4.0015, loss: 4.0015 +2025-06-24 07:17:45,373 - pyskl - INFO - Epoch [38][1900/3405] lr: 2.133e-02, eta: 2 days, 1:34:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 3.8683, loss: 3.8683 +2025-06-24 07:18:31,234 - pyskl - INFO - Epoch [38][2000/3405] lr: 2.132e-02, eta: 2 days, 1:33:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.8215, loss: 3.8215 +2025-06-24 07:19:17,136 - pyskl - INFO - Epoch [38][2100/3405] lr: 2.132e-02, eta: 2 days, 1:33:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9706, loss_cls: 3.7565, loss: 3.7565 +2025-06-24 07:20:02,982 - pyskl - INFO - Epoch [38][2200/3405] lr: 2.131e-02, eta: 2 days, 1:32:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.6495, loss: 3.6495 +2025-06-24 07:20:48,823 - pyskl - INFO - Epoch [38][2300/3405] lr: 2.131e-02, eta: 2 days, 1:31:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9613, loss_cls: 3.8090, loss: 3.8090 +2025-06-24 07:21:34,694 - pyskl - INFO - Epoch [38][2400/3405] lr: 2.130e-02, eta: 2 days, 1:30:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9656, loss_cls: 3.8768, loss: 3.8768 +2025-06-24 07:22:20,614 - pyskl - INFO - Epoch [38][2500/3405] lr: 2.130e-02, eta: 2 days, 1:29:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 3.8803, loss: 3.8803 +2025-06-24 07:23:06,436 - pyskl - INFO - Epoch [38][2600/3405] lr: 2.129e-02, eta: 2 days, 1:29:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9681, loss_cls: 3.8274, loss: 3.8274 +2025-06-24 07:23:52,229 - pyskl - INFO - Epoch [38][2700/3405] lr: 2.128e-02, eta: 2 days, 1:28:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 3.8487, loss: 3.8487 +2025-06-24 07:24:37,995 - pyskl - INFO - Epoch [38][2800/3405] lr: 2.128e-02, eta: 2 days, 1:27:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9762, loss_cls: 3.7532, loss: 3.7532 +2025-06-24 07:25:23,745 - pyskl - INFO - Epoch [38][2900/3405] lr: 2.127e-02, eta: 2 days, 1:26:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.8130, loss: 3.8130 +2025-06-24 07:26:09,535 - pyskl - INFO - Epoch [38][3000/3405] lr: 2.127e-02, eta: 2 days, 1:25:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 4.0679, loss: 4.0679 +2025-06-24 07:26:55,347 - pyskl - INFO - Epoch [38][3100/3405] lr: 2.126e-02, eta: 2 days, 1:24:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9738, loss_cls: 3.7682, loss: 3.7682 +2025-06-24 07:27:41,155 - pyskl - INFO - Epoch [38][3200/3405] lr: 2.126e-02, eta: 2 days, 1:24:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9569, loss_cls: 3.8917, loss: 3.8917 +2025-06-24 07:28:26,934 - pyskl - INFO - Epoch [38][3300/3405] lr: 2.125e-02, eta: 2 days, 1:23:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 3.8742, loss: 3.8742 +2025-06-24 07:29:12,696 - pyskl - INFO - Epoch [38][3400/3405] lr: 2.125e-02, eta: 2 days, 1:22:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9594, loss_cls: 3.8863, loss: 3.8863 +2025-06-24 07:29:15,352 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-06-24 07:33:25,365 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 07:33:25,905 - pyskl - INFO - +top1_acc 0.7605 +top5_acc 0.9478 +2025-06-24 07:33:25,926 - pyskl - INFO - Epoch(val) [38][3718] top1_acc: 0.7605, top5_acc: 0.9478 +2025-06-24 07:34:34,561 - pyskl - INFO - Epoch [39][100/3405] lr: 2.124e-02, eta: 2 days, 1:22:40, time: 0.686, data_time: 0.227, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9656, loss_cls: 3.8229, loss: 3.8229 +2025-06-24 07:35:20,435 - pyskl - INFO - Epoch [39][200/3405] lr: 2.123e-02, eta: 2 days, 1:21:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 3.6598, loss: 3.6598 +2025-06-24 07:36:06,240 - pyskl - INFO - Epoch [39][300/3405] lr: 2.123e-02, eta: 2 days, 1:21:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 3.7289, loss: 3.7289 +2025-06-24 07:36:52,300 - pyskl - INFO - Epoch [39][400/3405] lr: 2.122e-02, eta: 2 days, 1:20:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 3.6316, loss: 3.6316 +2025-06-24 07:37:38,267 - pyskl - INFO - Epoch [39][500/3405] lr: 2.122e-02, eta: 2 days, 1:19:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9663, loss_cls: 3.8225, loss: 3.8225 +2025-06-24 07:38:24,056 - pyskl - INFO - Epoch [39][600/3405] lr: 2.121e-02, eta: 2 days, 1:18:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 3.8431, loss: 3.8431 +2025-06-24 07:39:09,888 - pyskl - INFO - Epoch [39][700/3405] lr: 2.121e-02, eta: 2 days, 1:17:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9619, loss_cls: 3.7762, loss: 3.7762 +2025-06-24 07:39:55,665 - pyskl - INFO - Epoch [39][800/3405] lr: 2.120e-02, eta: 2 days, 1:16:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 3.8447, loss: 3.8447 +2025-06-24 07:40:41,453 - pyskl - INFO - Epoch [39][900/3405] lr: 2.120e-02, eta: 2 days, 1:16:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 3.8002, loss: 3.8002 +2025-06-24 07:41:27,324 - pyskl - INFO - Epoch [39][1000/3405] lr: 2.119e-02, eta: 2 days, 1:15:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 3.8506, loss: 3.8506 +2025-06-24 07:42:13,133 - pyskl - INFO - Epoch [39][1100/3405] lr: 2.119e-02, eta: 2 days, 1:14:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.8253, loss: 3.8253 +2025-06-24 07:42:58,939 - pyskl - INFO - Epoch [39][1200/3405] lr: 2.118e-02, eta: 2 days, 1:13:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9725, loss_cls: 3.7956, loss: 3.7956 +2025-06-24 07:43:44,667 - pyskl - INFO - Epoch [39][1300/3405] lr: 2.117e-02, eta: 2 days, 1:12:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9663, loss_cls: 3.9047, loss: 3.9047 +2025-06-24 07:44:30,395 - pyskl - INFO - Epoch [39][1400/3405] lr: 2.117e-02, eta: 2 days, 1:12:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 3.8565, loss: 3.8565 +2025-06-24 07:45:16,127 - pyskl - INFO - Epoch [39][1500/3405] lr: 2.116e-02, eta: 2 days, 1:11:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 3.8971, loss: 3.8971 +2025-06-24 07:46:01,888 - pyskl - INFO - Epoch [39][1600/3405] lr: 2.116e-02, eta: 2 days, 1:10:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 3.7619, loss: 3.7619 +2025-06-24 07:46:47,662 - pyskl - INFO - Epoch [39][1700/3405] lr: 2.115e-02, eta: 2 days, 1:09:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 4.0366, loss: 4.0366 +2025-06-24 07:47:33,372 - pyskl - INFO - Epoch [39][1800/3405] lr: 2.115e-02, eta: 2 days, 1:08:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9625, loss_cls: 3.8298, loss: 3.8298 +2025-06-24 07:48:19,059 - pyskl - INFO - Epoch [39][1900/3405] lr: 2.114e-02, eta: 2 days, 1:07:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 3.8088, loss: 3.8088 +2025-06-24 07:49:04,760 - pyskl - INFO - Epoch [39][2000/3405] lr: 2.114e-02, eta: 2 days, 1:07:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 3.7349, loss: 3.7349 +2025-06-24 07:49:50,488 - pyskl - INFO - Epoch [39][2100/3405] lr: 2.113e-02, eta: 2 days, 1:06:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 4.0273, loss: 4.0273 +2025-06-24 07:50:36,167 - pyskl - INFO - Epoch [39][2200/3405] lr: 2.112e-02, eta: 2 days, 1:05:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9600, loss_cls: 3.7884, loss: 3.7884 +2025-06-24 07:51:21,843 - pyskl - INFO - Epoch [39][2300/3405] lr: 2.112e-02, eta: 2 days, 1:04:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.7317, loss: 3.7317 +2025-06-24 07:52:07,992 - pyskl - INFO - Epoch [39][2400/3405] lr: 2.111e-02, eta: 2 days, 1:03:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.8486, loss: 3.8486 +2025-06-24 07:52:53,915 - pyskl - INFO - Epoch [39][2500/3405] lr: 2.111e-02, eta: 2 days, 1:03:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9631, loss_cls: 3.7833, loss: 3.7833 +2025-06-24 07:53:39,677 - pyskl - INFO - Epoch [39][2600/3405] lr: 2.110e-02, eta: 2 days, 1:02:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 3.9329, loss: 3.9329 +2025-06-24 07:54:25,483 - pyskl - INFO - Epoch [39][2700/3405] lr: 2.110e-02, eta: 2 days, 1:01:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 3.8856, loss: 3.8856 +2025-06-24 07:55:11,309 - pyskl - INFO - Epoch [39][2800/3405] lr: 2.109e-02, eta: 2 days, 1:00:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 3.8931, loss: 3.8931 +2025-06-24 07:55:57,212 - pyskl - INFO - Epoch [39][2900/3405] lr: 2.109e-02, eta: 2 days, 0:59:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 3.9384, loss: 3.9384 +2025-06-24 07:56:43,257 - pyskl - INFO - Epoch [39][3000/3405] lr: 2.108e-02, eta: 2 days, 0:59:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9775, loss_cls: 3.8117, loss: 3.8117 +2025-06-24 07:57:29,211 - pyskl - INFO - Epoch [39][3100/3405] lr: 2.107e-02, eta: 2 days, 0:58:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 3.8800, loss: 3.8800 +2025-06-24 07:58:15,143 - pyskl - INFO - Epoch [39][3200/3405] lr: 2.107e-02, eta: 2 days, 0:57:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9625, loss_cls: 3.8087, loss: 3.8087 +2025-06-24 07:59:01,392 - pyskl - INFO - Epoch [39][3300/3405] lr: 2.106e-02, eta: 2 days, 0:56:37, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 3.9621, loss: 3.9621 +2025-06-24 07:59:47,394 - pyskl - INFO - Epoch [39][3400/3405] lr: 2.106e-02, eta: 2 days, 0:55:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 3.8976, loss: 3.8976 +2025-06-24 07:59:50,030 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-06-24 08:04:00,788 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 08:04:01,571 - pyskl - INFO - +top1_acc 0.7672 +top5_acc 0.9541 +2025-06-24 08:04:01,600 - pyskl - INFO - Epoch(val) [39][3718] top1_acc: 0.7672, top5_acc: 0.9541 +2025-06-24 08:05:12,299 - pyskl - INFO - Epoch [40][100/3405] lr: 2.105e-02, eta: 2 days, 0:56:01, time: 0.707, data_time: 0.243, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 3.6855, loss: 3.6855 +2025-06-24 08:05:58,809 - pyskl - INFO - Epoch [40][200/3405] lr: 2.105e-02, eta: 2 days, 0:55:14, time: 0.465, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 3.7715, loss: 3.7715 +2025-06-24 08:06:45,066 - pyskl - INFO - Epoch [40][300/3405] lr: 2.104e-02, eta: 2 days, 0:54:26, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 3.7284, loss: 3.7284 +2025-06-24 08:07:31,343 - pyskl - INFO - Epoch [40][400/3405] lr: 2.103e-02, eta: 2 days, 0:53:39, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 3.7924, loss: 3.7924 +2025-06-24 08:08:17,517 - pyskl - INFO - Epoch [40][500/3405] lr: 2.103e-02, eta: 2 days, 0:52:51, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 3.6757, loss: 3.6757 +2025-06-24 08:09:03,597 - pyskl - INFO - Epoch [40][600/3405] lr: 2.102e-02, eta: 2 days, 0:52:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.7248, loss: 3.7248 +2025-06-24 08:09:49,651 - pyskl - INFO - Epoch [40][700/3405] lr: 2.102e-02, eta: 2 days, 0:51:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 3.7324, loss: 3.7324 +2025-06-24 08:10:35,660 - pyskl - INFO - Epoch [40][800/3405] lr: 2.101e-02, eta: 2 days, 0:50:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.6418, loss: 3.6418 +2025-06-24 08:11:21,680 - pyskl - INFO - Epoch [40][900/3405] lr: 2.101e-02, eta: 2 days, 0:49:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9731, loss_cls: 3.8164, loss: 3.8164 +2025-06-24 08:12:07,758 - pyskl - INFO - Epoch [40][1000/3405] lr: 2.100e-02, eta: 2 days, 0:48:50, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 3.7835, loss: 3.7835 +2025-06-24 08:12:53,707 - pyskl - INFO - Epoch [40][1100/3405] lr: 2.100e-02, eta: 2 days, 0:48:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9663, loss_cls: 3.7411, loss: 3.7411 +2025-06-24 08:13:39,673 - pyskl - INFO - Epoch [40][1200/3405] lr: 2.099e-02, eta: 2 days, 0:47:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.8067, loss: 3.8067 +2025-06-24 08:14:25,612 - pyskl - INFO - Epoch [40][1300/3405] lr: 2.098e-02, eta: 2 days, 0:46:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9650, loss_cls: 3.8461, loss: 3.8461 +2025-06-24 08:15:11,631 - pyskl - INFO - Epoch [40][1400/3405] lr: 2.098e-02, eta: 2 days, 0:45:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.8032, loss: 3.8032 +2025-06-24 08:15:57,598 - pyskl - INFO - Epoch [40][1500/3405] lr: 2.097e-02, eta: 2 days, 0:44:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 3.8131, loss: 3.8131 +2025-06-24 08:16:43,616 - pyskl - INFO - Epoch [40][1600/3405] lr: 2.097e-02, eta: 2 days, 0:43:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 3.8485, loss: 3.8485 +2025-06-24 08:17:29,597 - pyskl - INFO - Epoch [40][1700/3405] lr: 2.096e-02, eta: 2 days, 0:43:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 3.8501, loss: 3.8501 +2025-06-24 08:18:15,604 - pyskl - INFO - Epoch [40][1800/3405] lr: 2.096e-02, eta: 2 days, 0:42:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.7512, loss: 3.7512 +2025-06-24 08:19:01,570 - pyskl - INFO - Epoch [40][1900/3405] lr: 2.095e-02, eta: 2 days, 0:41:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 3.8788, loss: 3.8788 +2025-06-24 08:19:47,537 - pyskl - INFO - Epoch [40][2000/3405] lr: 2.094e-02, eta: 2 days, 0:40:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 3.8707, loss: 3.8707 +2025-06-24 08:20:33,499 - pyskl - INFO - Epoch [40][2100/3405] lr: 2.094e-02, eta: 2 days, 0:39:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 3.7581, loss: 3.7581 +2025-06-24 08:21:19,458 - pyskl - INFO - Epoch [40][2200/3405] lr: 2.093e-02, eta: 2 days, 0:39:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 3.8802, loss: 3.8802 +2025-06-24 08:22:05,401 - pyskl - INFO - Epoch [40][2300/3405] lr: 2.093e-02, eta: 2 days, 0:38:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 3.7926, loss: 3.7926 +2025-06-24 08:22:51,416 - pyskl - INFO - Epoch [40][2400/3405] lr: 2.092e-02, eta: 2 days, 0:37:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9688, loss_cls: 3.8297, loss: 3.8297 +2025-06-24 08:23:37,470 - pyskl - INFO - Epoch [40][2500/3405] lr: 2.092e-02, eta: 2 days, 0:36:44, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 3.7215, loss: 3.7215 +2025-06-24 08:24:23,290 - pyskl - INFO - Epoch [40][2600/3405] lr: 2.091e-02, eta: 2 days, 0:35:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.8763, loss: 3.8763 +2025-06-24 08:25:09,179 - pyskl - INFO - Epoch [40][2700/3405] lr: 2.090e-02, eta: 2 days, 0:35:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 3.9084, loss: 3.9084 +2025-06-24 08:25:55,288 - pyskl - INFO - Epoch [40][2800/3405] lr: 2.090e-02, eta: 2 days, 0:34:19, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 3.7769, loss: 3.7769 +2025-06-24 08:26:41,598 - pyskl - INFO - Epoch [40][2900/3405] lr: 2.089e-02, eta: 2 days, 0:33:31, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 3.8196, loss: 3.8196 +2025-06-24 08:27:27,634 - pyskl - INFO - Epoch [40][3000/3405] lr: 2.089e-02, eta: 2 days, 0:32:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 3.8676, loss: 3.8676 +2025-06-24 08:28:13,548 - pyskl - INFO - Epoch [40][3100/3405] lr: 2.088e-02, eta: 2 days, 0:31:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 3.8521, loss: 3.8521 +2025-06-24 08:28:59,561 - pyskl - INFO - Epoch [40][3200/3405] lr: 2.088e-02, eta: 2 days, 0:31:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 3.6937, loss: 3.6937 +2025-06-24 08:29:45,435 - pyskl - INFO - Epoch [40][3300/3405] lr: 2.087e-02, eta: 2 days, 0:30:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9544, loss_cls: 3.8620, loss: 3.8620 +2025-06-24 08:30:31,267 - pyskl - INFO - Epoch [40][3400/3405] lr: 2.086e-02, eta: 2 days, 0:29:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 3.8487, loss: 3.8487 +2025-06-24 08:30:33,868 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-06-24 08:48:58,623 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 08:48:59,206 - pyskl - INFO - +top1_acc 0.7694 +top5_acc 0.9540 +2025-06-24 08:48:59,230 - pyskl - INFO - Epoch(val) [40][3718] top1_acc: 0.7694, top5_acc: 0.9540 +2025-06-24 08:50:08,130 - pyskl - INFO - Epoch [41][100/3405] lr: 2.086e-02, eta: 2 days, 0:29:35, time: 0.689, data_time: 0.230, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 3.6749, loss: 3.6749 +2025-06-24 08:50:54,031 - pyskl - INFO - Epoch [41][200/3405] lr: 2.085e-02, eta: 2 days, 0:28:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9650, loss_cls: 3.7148, loss: 3.7148 +2025-06-24 08:51:39,977 - pyskl - INFO - Epoch [41][300/3405] lr: 2.085e-02, eta: 2 days, 0:27:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 3.7322, loss: 3.7322 +2025-06-24 08:52:25,982 - pyskl - INFO - Epoch [41][400/3405] lr: 2.084e-02, eta: 2 days, 0:27:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 3.9163, loss: 3.9163 +2025-06-24 08:53:12,201 - pyskl - INFO - Epoch [41][500/3405] lr: 2.084e-02, eta: 2 days, 0:26:22, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 3.7890, loss: 3.7890 +2025-06-24 08:53:58,632 - pyskl - INFO - Epoch [41][600/3405] lr: 2.083e-02, eta: 2 days, 0:25:34, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 3.7232, loss: 3.7232 +2025-06-24 08:54:44,747 - pyskl - INFO - Epoch [41][700/3405] lr: 2.082e-02, eta: 2 days, 0:24:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.7749, loss: 3.7749 +2025-06-24 08:55:30,753 - pyskl - INFO - Epoch [41][800/3405] lr: 2.082e-02, eta: 2 days, 0:23:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.7542, loss: 3.7542 +2025-06-24 08:56:16,779 - pyskl - INFO - Epoch [41][900/3405] lr: 2.081e-02, eta: 2 days, 0:23:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 3.8129, loss: 3.8129 +2025-06-24 08:57:02,780 - pyskl - INFO - Epoch [41][1000/3405] lr: 2.081e-02, eta: 2 days, 0:22:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 3.6844, loss: 3.6844 +2025-06-24 08:57:48,750 - pyskl - INFO - Epoch [41][1100/3405] lr: 2.080e-02, eta: 2 days, 0:21:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 3.8179, loss: 3.8179 +2025-06-24 08:58:34,743 - pyskl - INFO - Epoch [41][1200/3405] lr: 2.080e-02, eta: 2 days, 0:20:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 3.6391, loss: 3.6391 +2025-06-24 08:59:20,603 - pyskl - INFO - Epoch [41][1300/3405] lr: 2.079e-02, eta: 2 days, 0:19:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 3.9160, loss: 3.9160 +2025-06-24 09:00:06,431 - pyskl - INFO - Epoch [41][1400/3405] lr: 2.078e-02, eta: 2 days, 0:19:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9719, loss_cls: 3.8229, loss: 3.8229 +2025-06-24 09:00:52,267 - pyskl - INFO - Epoch [41][1500/3405] lr: 2.078e-02, eta: 2 days, 0:18:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9700, loss_cls: 3.8225, loss: 3.8225 +2025-06-24 09:01:38,266 - pyskl - INFO - Epoch [41][1600/3405] lr: 2.077e-02, eta: 2 days, 0:17:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.7675, loss: 3.7675 +2025-06-24 09:02:24,240 - pyskl - INFO - Epoch [41][1700/3405] lr: 2.077e-02, eta: 2 days, 0:16:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 3.9028, loss: 3.9028 +2025-06-24 09:03:10,121 - pyskl - INFO - Epoch [41][1800/3405] lr: 2.076e-02, eta: 2 days, 0:15:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9619, loss_cls: 3.8538, loss: 3.8538 +2025-06-24 09:03:56,064 - pyskl - INFO - Epoch [41][1900/3405] lr: 2.076e-02, eta: 2 days, 0:15:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9613, loss_cls: 3.8585, loss: 3.8585 +2025-06-24 09:04:41,954 - pyskl - INFO - Epoch [41][2000/3405] lr: 2.075e-02, eta: 2 days, 0:14:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 3.9006, loss: 3.9006 +2025-06-24 09:05:27,892 - pyskl - INFO - Epoch [41][2100/3405] lr: 2.074e-02, eta: 2 days, 0:13:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9563, loss_cls: 3.8507, loss: 3.8507 +2025-06-24 09:06:13,789 - pyskl - INFO - Epoch [41][2200/3405] lr: 2.074e-02, eta: 2 days, 0:12:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9644, loss_cls: 3.7230, loss: 3.7230 +2025-06-24 09:06:59,704 - pyskl - INFO - Epoch [41][2300/3405] lr: 2.073e-02, eta: 2 days, 0:11:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 3.8071, loss: 3.8071 +2025-06-24 09:07:45,648 - pyskl - INFO - Epoch [41][2400/3405] lr: 2.073e-02, eta: 2 days, 0:11:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.6902, loss: 3.6902 +2025-06-24 09:08:31,518 - pyskl - INFO - Epoch [41][2500/3405] lr: 2.072e-02, eta: 2 days, 0:10:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9744, loss_cls: 3.7496, loss: 3.7496 +2025-06-24 09:09:17,450 - pyskl - INFO - Epoch [41][2600/3405] lr: 2.071e-02, eta: 2 days, 0:09:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9688, loss_cls: 3.9223, loss: 3.9223 +2025-06-24 09:10:03,474 - pyskl - INFO - Epoch [41][2700/3405] lr: 2.071e-02, eta: 2 days, 0:08:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 3.9329, loss: 3.9329 +2025-06-24 09:10:49,408 - pyskl - INFO - Epoch [41][2800/3405] lr: 2.070e-02, eta: 2 days, 0:07:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 3.9144, loss: 3.9144 +2025-06-24 09:11:35,301 - pyskl - INFO - Epoch [41][2900/3405] lr: 2.070e-02, eta: 2 days, 0:07:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 3.8805, loss: 3.8805 +2025-06-24 09:12:21,209 - pyskl - INFO - Epoch [41][3000/3405] lr: 2.069e-02, eta: 2 days, 0:06:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 3.8485, loss: 3.8485 +2025-06-24 09:13:07,204 - pyskl - INFO - Epoch [41][3100/3405] lr: 2.069e-02, eta: 2 days, 0:05:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9725, loss_cls: 3.8171, loss: 3.8171 +2025-06-24 09:13:53,154 - pyskl - INFO - Epoch [41][3200/3405] lr: 2.068e-02, eta: 2 days, 0:04:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9594, loss_cls: 3.8731, loss: 3.8731 +2025-06-24 09:14:39,112 - pyskl - INFO - Epoch [41][3300/3405] lr: 2.067e-02, eta: 2 days, 0:03:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 3.7287, loss: 3.7287 +2025-06-24 09:15:25,066 - pyskl - INFO - Epoch [41][3400/3405] lr: 2.067e-02, eta: 2 days, 0:02:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9744, loss_cls: 3.7633, loss: 3.7633 +2025-06-24 09:15:27,690 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-06-24 09:19:42,383 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 09:19:42,931 - pyskl - INFO - +top1_acc 0.7593 +top5_acc 0.9436 +2025-06-24 09:19:42,951 - pyskl - INFO - Epoch(val) [41][3718] top1_acc: 0.7593, top5_acc: 0.9436 +2025-06-24 09:20:51,635 - pyskl - INFO - Epoch [42][100/3405] lr: 2.066e-02, eta: 2 days, 0:03:02, time: 0.687, data_time: 0.227, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.8174, loss: 3.8174 +2025-06-24 09:21:37,530 - pyskl - INFO - Epoch [42][200/3405] lr: 2.066e-02, eta: 2 days, 0:02:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.6664, loss: 3.6664 +2025-06-24 09:22:23,534 - pyskl - INFO - Epoch [42][300/3405] lr: 2.065e-02, eta: 2 days, 0:01:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 3.7903, loss: 3.7903 +2025-06-24 09:23:09,468 - pyskl - INFO - Epoch [42][400/3405] lr: 2.064e-02, eta: 2 days, 0:00:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 3.7923, loss: 3.7923 +2025-06-24 09:23:55,460 - pyskl - INFO - Epoch [42][500/3405] lr: 2.064e-02, eta: 1 day, 23:59:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.5650, loss: 3.5650 +2025-06-24 09:24:41,600 - pyskl - INFO - Epoch [42][600/3405] lr: 2.063e-02, eta: 1 day, 23:59:01, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9750, loss_cls: 3.7355, loss: 3.7355 +2025-06-24 09:25:27,770 - pyskl - INFO - Epoch [42][700/3405] lr: 2.063e-02, eta: 1 day, 23:58:13, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 3.8839, loss: 3.8839 +2025-06-24 09:26:13,795 - pyskl - INFO - Epoch [42][800/3405] lr: 2.062e-02, eta: 1 day, 23:57:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 3.7747, loss: 3.7747 +2025-06-24 09:26:59,671 - pyskl - INFO - Epoch [42][900/3405] lr: 2.062e-02, eta: 1 day, 23:56:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.7395, loss: 3.7395 +2025-06-24 09:27:45,593 - pyskl - INFO - Epoch [42][1000/3405] lr: 2.061e-02, eta: 1 day, 23:55:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9800, loss_cls: 3.6466, loss: 3.6466 +2025-06-24 09:28:31,545 - pyskl - INFO - Epoch [42][1100/3405] lr: 2.060e-02, eta: 1 day, 23:54:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 3.8475, loss: 3.8475 +2025-06-24 09:29:17,462 - pyskl - INFO - Epoch [42][1200/3405] lr: 2.060e-02, eta: 1 day, 23:54:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 3.7955, loss: 3.7955 +2025-06-24 09:30:03,475 - pyskl - INFO - Epoch [42][1300/3405] lr: 2.059e-02, eta: 1 day, 23:53:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9681, loss_cls: 3.5725, loss: 3.5725 +2025-06-24 09:30:49,358 - pyskl - INFO - Epoch [42][1400/3405] lr: 2.059e-02, eta: 1 day, 23:52:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 3.7378, loss: 3.7378 +2025-06-24 09:31:35,291 - pyskl - INFO - Epoch [42][1500/3405] lr: 2.058e-02, eta: 1 day, 23:51:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.8260, loss: 3.8260 +2025-06-24 09:32:21,240 - pyskl - INFO - Epoch [42][1600/3405] lr: 2.057e-02, eta: 1 day, 23:50:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9550, loss_cls: 3.9515, loss: 3.9515 +2025-06-24 09:33:07,191 - pyskl - INFO - Epoch [42][1700/3405] lr: 2.057e-02, eta: 1 day, 23:50:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 3.7230, loss: 3.7230 +2025-06-24 09:33:53,074 - pyskl - INFO - Epoch [42][1800/3405] lr: 2.056e-02, eta: 1 day, 23:49:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.7453, loss: 3.7453 +2025-06-24 09:34:38,934 - pyskl - INFO - Epoch [42][1900/3405] lr: 2.056e-02, eta: 1 day, 23:48:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 3.8278, loss: 3.8278 +2025-06-24 09:35:24,855 - pyskl - INFO - Epoch [42][2000/3405] lr: 2.055e-02, eta: 1 day, 23:47:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 3.8140, loss: 3.8140 +2025-06-24 09:36:10,805 - pyskl - INFO - Epoch [42][2100/3405] lr: 2.054e-02, eta: 1 day, 23:46:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.7490, loss: 3.7490 +2025-06-24 09:36:56,665 - pyskl - INFO - Epoch [42][2200/3405] lr: 2.054e-02, eta: 1 day, 23:46:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.7484, loss: 3.7484 +2025-06-24 09:37:42,537 - pyskl - INFO - Epoch [42][2300/3405] lr: 2.053e-02, eta: 1 day, 23:45:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 3.9160, loss: 3.9160 +2025-06-24 09:38:28,364 - pyskl - INFO - Epoch [42][2400/3405] lr: 2.053e-02, eta: 1 day, 23:44:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.8303, loss: 3.8303 +2025-06-24 09:39:14,270 - pyskl - INFO - Epoch [42][2500/3405] lr: 2.052e-02, eta: 1 day, 23:43:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.6740, loss: 3.6740 +2025-06-24 09:40:00,359 - pyskl - INFO - Epoch [42][2600/3405] lr: 2.052e-02, eta: 1 day, 23:42:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 3.8097, loss: 3.8097 +2025-06-24 09:40:46,615 - pyskl - INFO - Epoch [42][2700/3405] lr: 2.051e-02, eta: 1 day, 23:42:06, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 3.7509, loss: 3.7509 +2025-06-24 09:41:32,576 - pyskl - INFO - Epoch [42][2800/3405] lr: 2.050e-02, eta: 1 day, 23:41:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 3.7366, loss: 3.7366 +2025-06-24 09:42:18,631 - pyskl - INFO - Epoch [42][2900/3405] lr: 2.050e-02, eta: 1 day, 23:40:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 3.8023, loss: 3.8023 +2025-06-24 09:43:04,684 - pyskl - INFO - Epoch [42][3000/3405] lr: 2.049e-02, eta: 1 day, 23:39:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9706, loss_cls: 3.7358, loss: 3.7358 +2025-06-24 09:43:50,866 - pyskl - INFO - Epoch [42][3100/3405] lr: 2.049e-02, eta: 1 day, 23:38:54, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 3.8115, loss: 3.8115 +2025-06-24 09:44:37,167 - pyskl - INFO - Epoch [42][3200/3405] lr: 2.048e-02, eta: 1 day, 23:38:06, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 3.9400, loss: 3.9400 +2025-06-24 09:45:23,413 - pyskl - INFO - Epoch [42][3300/3405] lr: 2.047e-02, eta: 1 day, 23:37:19, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.8314, loss: 3.8314 +2025-06-24 09:46:09,456 - pyskl - INFO - Epoch [42][3400/3405] lr: 2.047e-02, eta: 1 day, 23:36:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9663, loss_cls: 3.8437, loss: 3.8437 +2025-06-24 09:46:12,114 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-06-24 09:50:22,717 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 09:50:23,328 - pyskl - INFO - +top1_acc 0.7790 +top5_acc 0.9529 +2025-06-24 09:50:23,382 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_37.pth was removed +2025-06-24 09:50:24,474 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. +2025-06-24 09:50:24,475 - pyskl - INFO - Best top1_acc is 0.7790 at 42 epoch. +2025-06-24 09:50:24,499 - pyskl - INFO - Epoch(val) [42][3718] top1_acc: 0.7790, top5_acc: 0.9529 +2025-06-24 09:51:33,851 - pyskl - INFO - Epoch [43][100/3405] lr: 2.046e-02, eta: 1 day, 23:36:34, time: 0.693, data_time: 0.232, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.5868, loss: 3.5868 +2025-06-24 09:52:19,973 - pyskl - INFO - Epoch [43][200/3405] lr: 2.046e-02, eta: 1 day, 23:35:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 3.8710, loss: 3.8710 +2025-06-24 09:53:06,104 - pyskl - INFO - Epoch [43][300/3405] lr: 2.045e-02, eta: 1 day, 23:34:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.6299, loss: 3.6299 +2025-06-24 09:53:52,283 - pyskl - INFO - Epoch [43][400/3405] lr: 2.044e-02, eta: 1 day, 23:34:11, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 3.8228, loss: 3.8228 +2025-06-24 09:54:38,259 - pyskl - INFO - Epoch [43][500/3405] lr: 2.044e-02, eta: 1 day, 23:33:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 3.6627, loss: 3.6627 +2025-06-24 09:55:24,263 - pyskl - INFO - Epoch [43][600/3405] lr: 2.043e-02, eta: 1 day, 23:32:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 3.7908, loss: 3.7908 +2025-06-24 09:56:10,253 - pyskl - INFO - Epoch [43][700/3405] lr: 2.043e-02, eta: 1 day, 23:31:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.7343, loss: 3.7343 +2025-06-24 09:56:56,213 - pyskl - INFO - Epoch [43][800/3405] lr: 2.042e-02, eta: 1 day, 23:30:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.7431, loss: 3.7431 +2025-06-24 09:57:42,226 - pyskl - INFO - Epoch [43][900/3405] lr: 2.041e-02, eta: 1 day, 23:30:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.6971, loss: 3.6971 +2025-06-24 09:58:28,334 - pyskl - INFO - Epoch [43][1000/3405] lr: 2.041e-02, eta: 1 day, 23:29:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9600, loss_cls: 3.7394, loss: 3.7394 +2025-06-24 09:59:14,502 - pyskl - INFO - Epoch [43][1100/3405] lr: 2.040e-02, eta: 1 day, 23:28:34, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.7402, loss: 3.7402 +2025-06-24 10:00:00,656 - pyskl - INFO - Epoch [43][1200/3405] lr: 2.040e-02, eta: 1 day, 23:27:46, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.8412, loss: 3.8412 +2025-06-24 10:00:46,880 - pyskl - INFO - Epoch [43][1300/3405] lr: 2.039e-02, eta: 1 day, 23:26:58, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9563, loss_cls: 3.8685, loss: 3.8685 +2025-06-24 10:01:32,886 - pyskl - INFO - Epoch [43][1400/3405] lr: 2.038e-02, eta: 1 day, 23:26:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 3.8123, loss: 3.8123 +2025-06-24 10:02:18,891 - pyskl - INFO - Epoch [43][1500/3405] lr: 2.038e-02, eta: 1 day, 23:25:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 3.7374, loss: 3.7374 +2025-06-24 10:03:05,014 - pyskl - INFO - Epoch [43][1600/3405] lr: 2.037e-02, eta: 1 day, 23:24:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 3.8103, loss: 3.8103 +2025-06-24 10:03:51,148 - pyskl - INFO - Epoch [43][1700/3405] lr: 2.037e-02, eta: 1 day, 23:23:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 3.7381, loss: 3.7381 +2025-06-24 10:04:37,325 - pyskl - INFO - Epoch [43][1800/3405] lr: 2.036e-02, eta: 1 day, 23:22:59, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 3.8615, loss: 3.8615 +2025-06-24 10:05:23,271 - pyskl - INFO - Epoch [43][1900/3405] lr: 2.035e-02, eta: 1 day, 23:22:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 3.8360, loss: 3.8360 +2025-06-24 10:06:09,340 - pyskl - INFO - Epoch [43][2000/3405] lr: 2.035e-02, eta: 1 day, 23:21:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.6712, loss: 3.6712 +2025-06-24 10:06:55,359 - pyskl - INFO - Epoch [43][2100/3405] lr: 2.034e-02, eta: 1 day, 23:20:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9688, loss_cls: 3.8407, loss: 3.8407 +2025-06-24 10:07:41,345 - pyskl - INFO - Epoch [43][2200/3405] lr: 2.034e-02, eta: 1 day, 23:19:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 3.7443, loss: 3.7443 +2025-06-24 10:08:27,395 - pyskl - INFO - Epoch [43][2300/3405] lr: 2.033e-02, eta: 1 day, 23:18:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9594, loss_cls: 3.8740, loss: 3.8740 +2025-06-24 10:09:13,356 - pyskl - INFO - Epoch [43][2400/3405] lr: 2.032e-02, eta: 1 day, 23:18:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.7015, loss: 3.7015 +2025-06-24 10:09:59,347 - pyskl - INFO - Epoch [43][2500/3405] lr: 2.032e-02, eta: 1 day, 23:17:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 3.8075, loss: 3.8075 +2025-06-24 10:10:45,508 - pyskl - INFO - Epoch [43][2600/3405] lr: 2.031e-02, eta: 1 day, 23:16:34, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9681, loss_cls: 3.8056, loss: 3.8056 +2025-06-24 10:11:31,720 - pyskl - INFO - Epoch [43][2700/3405] lr: 2.031e-02, eta: 1 day, 23:15:46, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 3.7558, loss: 3.7558 +2025-06-24 10:12:18,013 - pyskl - INFO - Epoch [43][2800/3405] lr: 2.030e-02, eta: 1 day, 23:14:59, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 3.7242, loss: 3.7242 +2025-06-24 10:13:04,268 - pyskl - INFO - Epoch [43][2900/3405] lr: 2.029e-02, eta: 1 day, 23:14:11, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 3.7758, loss: 3.7758 +2025-06-24 10:13:50,294 - pyskl - INFO - Epoch [43][3000/3405] lr: 2.029e-02, eta: 1 day, 23:13:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 3.6664, loss: 3.6664 +2025-06-24 10:14:36,251 - pyskl - INFO - Epoch [43][3100/3405] lr: 2.028e-02, eta: 1 day, 23:12:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9762, loss_cls: 3.6123, loss: 3.6123 +2025-06-24 10:15:22,260 - pyskl - INFO - Epoch [43][3200/3405] lr: 2.028e-02, eta: 1 day, 23:11:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 3.6983, loss: 3.6983 +2025-06-24 10:16:08,260 - pyskl - INFO - Epoch [43][3300/3405] lr: 2.027e-02, eta: 1 day, 23:10:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 3.7412, loss: 3.7412 +2025-06-24 10:16:54,199 - pyskl - INFO - Epoch [43][3400/3405] lr: 2.026e-02, eta: 1 day, 23:10:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9600, loss_cls: 3.8562, loss: 3.8562 +2025-06-24 10:16:56,896 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-06-24 10:21:10,222 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 10:21:10,759 - pyskl - INFO - +top1_acc 0.7688 +top5_acc 0.9483 +2025-06-24 10:21:10,779 - pyskl - INFO - Epoch(val) [43][3718] top1_acc: 0.7688, top5_acc: 0.9483 +2025-06-24 10:22:19,241 - pyskl - INFO - Epoch [44][100/3405] lr: 2.026e-02, eta: 1 day, 23:10:10, time: 0.685, data_time: 0.223, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 3.6378, loss: 3.6378 +2025-06-24 10:23:05,321 - pyskl - INFO - Epoch [44][200/3405] lr: 2.025e-02, eta: 1 day, 23:09:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9613, loss_cls: 3.8429, loss: 3.8429 +2025-06-24 10:23:51,291 - pyskl - INFO - Epoch [44][300/3405] lr: 2.025e-02, eta: 1 day, 23:08:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 3.7430, loss: 3.7430 +2025-06-24 10:24:37,124 - pyskl - INFO - Epoch [44][400/3405] lr: 2.024e-02, eta: 1 day, 23:07:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 3.6677, loss: 3.6677 +2025-06-24 10:25:22,936 - pyskl - INFO - Epoch [44][500/3405] lr: 2.023e-02, eta: 1 day, 23:06:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.6890, loss: 3.6890 +2025-06-24 10:26:08,617 - pyskl - INFO - Epoch [44][600/3405] lr: 2.023e-02, eta: 1 day, 23:06:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 3.6296, loss: 3.6296 +2025-06-24 10:26:54,359 - pyskl - INFO - Epoch [44][700/3405] lr: 2.022e-02, eta: 1 day, 23:05:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.6183, loss: 3.6183 +2025-06-24 10:27:40,129 - pyskl - INFO - Epoch [44][800/3405] lr: 2.022e-02, eta: 1 day, 23:04:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.7723, loss: 3.7723 +2025-06-24 10:28:26,021 - pyskl - INFO - Epoch [44][900/3405] lr: 2.021e-02, eta: 1 day, 23:03:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 3.7750, loss: 3.7750 +2025-06-24 10:29:11,955 - pyskl - INFO - Epoch [44][1000/3405] lr: 2.020e-02, eta: 1 day, 23:02:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9706, loss_cls: 3.8203, loss: 3.8203 +2025-06-24 10:29:57,720 - pyskl - INFO - Epoch [44][1100/3405] lr: 2.020e-02, eta: 1 day, 23:02:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 3.7273, loss: 3.7273 +2025-06-24 10:30:43,643 - pyskl - INFO - Epoch [44][1200/3405] lr: 2.019e-02, eta: 1 day, 23:01:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9725, loss_cls: 3.7470, loss: 3.7470 +2025-06-24 10:31:29,444 - pyskl - INFO - Epoch [44][1300/3405] lr: 2.019e-02, eta: 1 day, 23:00:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 3.8254, loss: 3.8254 +2025-06-24 10:32:15,238 - pyskl - INFO - Epoch [44][1400/3405] lr: 2.018e-02, eta: 1 day, 22:59:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.7447, loss: 3.7447 +2025-06-24 10:33:01,017 - pyskl - INFO - Epoch [44][1500/3405] lr: 2.017e-02, eta: 1 day, 22:58:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9650, loss_cls: 3.7677, loss: 3.7677 +2025-06-24 10:33:46,861 - pyskl - INFO - Epoch [44][1600/3405] lr: 2.017e-02, eta: 1 day, 22:58:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 3.7062, loss: 3.7062 +2025-06-24 10:34:32,613 - pyskl - INFO - Epoch [44][1700/3405] lr: 2.016e-02, eta: 1 day, 22:57:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 3.6905, loss: 3.6905 +2025-06-24 10:35:18,415 - pyskl - INFO - Epoch [44][1800/3405] lr: 2.016e-02, eta: 1 day, 22:56:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 3.8454, loss: 3.8454 +2025-06-24 10:36:04,399 - pyskl - INFO - Epoch [44][1900/3405] lr: 2.015e-02, eta: 1 day, 22:55:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.7051, loss: 3.7051 +2025-06-24 10:36:50,382 - pyskl - INFO - Epoch [44][2000/3405] lr: 2.014e-02, eta: 1 day, 22:54:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 3.7403, loss: 3.7403 +2025-06-24 10:37:36,368 - pyskl - INFO - Epoch [44][2100/3405] lr: 2.014e-02, eta: 1 day, 22:54:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 3.7528, loss: 3.7528 +2025-06-24 10:38:22,523 - pyskl - INFO - Epoch [44][2200/3405] lr: 2.013e-02, eta: 1 day, 22:53:13, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.7286, loss: 3.7286 +2025-06-24 10:39:08,800 - pyskl - INFO - Epoch [44][2300/3405] lr: 2.013e-02, eta: 1 day, 22:52:25, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 3.5831, loss: 3.5831 +2025-06-24 10:39:55,372 - pyskl - INFO - Epoch [44][2400/3405] lr: 2.012e-02, eta: 1 day, 22:51:38, time: 0.466, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 3.7113, loss: 3.7113 +2025-06-24 10:40:41,451 - pyskl - INFO - Epoch [44][2500/3405] lr: 2.011e-02, eta: 1 day, 22:50:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 3.7287, loss: 3.7287 +2025-06-24 10:41:27,402 - pyskl - INFO - Epoch [44][2600/3405] lr: 2.011e-02, eta: 1 day, 22:50:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.7408, loss: 3.7408 +2025-06-24 10:42:13,473 - pyskl - INFO - Epoch [44][2700/3405] lr: 2.010e-02, eta: 1 day, 22:49:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 3.9304, loss: 3.9304 +2025-06-24 10:42:59,378 - pyskl - INFO - Epoch [44][2800/3405] lr: 2.009e-02, eta: 1 day, 22:48:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.8904, loss: 3.8904 +2025-06-24 10:43:45,466 - pyskl - INFO - Epoch [44][2900/3405] lr: 2.009e-02, eta: 1 day, 22:47:38, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 3.7127, loss: 3.7127 +2025-06-24 10:44:31,392 - pyskl - INFO - Epoch [44][3000/3405] lr: 2.008e-02, eta: 1 day, 22:46:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.6157, loss: 3.6157 +2025-06-24 10:45:17,231 - pyskl - INFO - Epoch [44][3100/3405] lr: 2.008e-02, eta: 1 day, 22:46:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.7628, loss: 3.7628 +2025-06-24 10:46:03,169 - pyskl - INFO - Epoch [44][3200/3405] lr: 2.007e-02, eta: 1 day, 22:45:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 3.8198, loss: 3.8198 +2025-06-24 10:46:49,101 - pyskl - INFO - Epoch [44][3300/3405] lr: 2.006e-02, eta: 1 day, 22:44:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 3.6657, loss: 3.6657 +2025-06-24 10:47:34,919 - pyskl - INFO - Epoch [44][3400/3405] lr: 2.006e-02, eta: 1 day, 22:43:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 3.7860, loss: 3.7860 +2025-06-24 10:47:37,552 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-06-24 10:51:48,179 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 10:51:48,711 - pyskl - INFO - +top1_acc 0.7600 +top5_acc 0.9487 +2025-06-24 10:51:48,731 - pyskl - INFO - Epoch(val) [44][3718] top1_acc: 0.7600, top5_acc: 0.9487 +2025-06-24 10:52:57,183 - pyskl - INFO - Epoch [45][100/3405] lr: 2.005e-02, eta: 1 day, 22:43:35, time: 0.684, data_time: 0.226, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9675, loss_cls: 3.7327, loss: 3.7327 +2025-06-24 10:53:42,983 - pyskl - INFO - Epoch [45][200/3405] lr: 2.005e-02, eta: 1 day, 22:42:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.6783, loss: 3.6783 +2025-06-24 10:54:28,872 - pyskl - INFO - Epoch [45][300/3405] lr: 2.004e-02, eta: 1 day, 22:41:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 3.8183, loss: 3.8183 +2025-06-24 10:55:14,803 - pyskl - INFO - Epoch [45][400/3405] lr: 2.003e-02, eta: 1 day, 22:41:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 3.7363, loss: 3.7363 +2025-06-24 10:56:00,761 - pyskl - INFO - Epoch [45][500/3405] lr: 2.003e-02, eta: 1 day, 22:40:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 3.6696, loss: 3.6696 +2025-06-24 10:56:46,665 - pyskl - INFO - Epoch [45][600/3405] lr: 2.002e-02, eta: 1 day, 22:39:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 3.7025, loss: 3.7025 +2025-06-24 10:57:32,573 - pyskl - INFO - Epoch [45][700/3405] lr: 2.001e-02, eta: 1 day, 22:38:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 3.7556, loss: 3.7556 +2025-06-24 10:58:18,543 - pyskl - INFO - Epoch [45][800/3405] lr: 2.001e-02, eta: 1 day, 22:37:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 3.6888, loss: 3.6888 +2025-06-24 10:59:04,459 - pyskl - INFO - Epoch [45][900/3405] lr: 2.000e-02, eta: 1 day, 22:37:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 3.6995, loss: 3.6995 +2025-06-24 10:59:50,374 - pyskl - INFO - Epoch [45][1000/3405] lr: 2.000e-02, eta: 1 day, 22:36:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.6865, loss: 3.6865 +2025-06-24 11:00:36,296 - pyskl - INFO - Epoch [45][1100/3405] lr: 1.999e-02, eta: 1 day, 22:35:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9625, loss_cls: 3.7877, loss: 3.7877 +2025-06-24 11:01:22,229 - pyskl - INFO - Epoch [45][1200/3405] lr: 1.998e-02, eta: 1 day, 22:34:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9631, loss_cls: 3.6888, loss: 3.6888 +2025-06-24 11:02:08,059 - pyskl - INFO - Epoch [45][1300/3405] lr: 1.998e-02, eta: 1 day, 22:33:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.6096, loss: 3.6096 +2025-06-24 11:02:53,866 - pyskl - INFO - Epoch [45][1400/3405] lr: 1.997e-02, eta: 1 day, 22:33:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 3.6576, loss: 3.6576 +2025-06-24 11:03:39,756 - pyskl - INFO - Epoch [45][1500/3405] lr: 1.997e-02, eta: 1 day, 22:32:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9756, loss_cls: 3.6438, loss: 3.6438 +2025-06-24 11:04:25,901 - pyskl - INFO - Epoch [45][1600/3405] lr: 1.996e-02, eta: 1 day, 22:31:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9619, loss_cls: 3.6947, loss: 3.6947 +2025-06-24 11:05:11,875 - pyskl - INFO - Epoch [45][1700/3405] lr: 1.995e-02, eta: 1 day, 22:30:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 3.7979, loss: 3.7979 +2025-06-24 11:05:57,736 - pyskl - INFO - Epoch [45][1800/3405] lr: 1.995e-02, eta: 1 day, 22:29:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9613, loss_cls: 3.8099, loss: 3.8099 +2025-06-24 11:06:43,678 - pyskl - INFO - Epoch [45][1900/3405] lr: 1.994e-02, eta: 1 day, 22:29:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 3.8859, loss: 3.8859 +2025-06-24 11:07:29,470 - pyskl - INFO - Epoch [45][2000/3405] lr: 1.993e-02, eta: 1 day, 22:28:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 3.6518, loss: 3.6518 +2025-06-24 11:08:15,639 - pyskl - INFO - Epoch [45][2100/3405] lr: 1.993e-02, eta: 1 day, 22:27:29, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.7813, loss: 3.7813 +2025-06-24 11:09:01,571 - pyskl - INFO - Epoch [45][2200/3405] lr: 1.992e-02, eta: 1 day, 22:26:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9631, loss_cls: 3.8192, loss: 3.8192 +2025-06-24 11:09:47,483 - pyskl - INFO - Epoch [45][2300/3405] lr: 1.992e-02, eta: 1 day, 22:25:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 3.7359, loss: 3.7359 +2025-06-24 11:10:33,388 - pyskl - INFO - Epoch [45][2400/3405] lr: 1.991e-02, eta: 1 day, 22:25:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.6266, loss: 3.6266 +2025-06-24 11:11:19,333 - pyskl - INFO - Epoch [45][2500/3405] lr: 1.990e-02, eta: 1 day, 22:24:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 3.7363, loss: 3.7363 +2025-06-24 11:12:05,316 - pyskl - INFO - Epoch [45][2600/3405] lr: 1.990e-02, eta: 1 day, 22:23:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 3.7683, loss: 3.7683 +2025-06-24 11:12:51,247 - pyskl - INFO - Epoch [45][2700/3405] lr: 1.989e-02, eta: 1 day, 22:22:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9613, loss_cls: 3.7553, loss: 3.7553 +2025-06-24 11:13:37,170 - pyskl - INFO - Epoch [45][2800/3405] lr: 1.988e-02, eta: 1 day, 22:21:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.7007, loss: 3.7007 +2025-06-24 11:14:23,089 - pyskl - INFO - Epoch [45][2900/3405] lr: 1.988e-02, eta: 1 day, 22:21:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 3.6383, loss: 3.6383 +2025-06-24 11:15:08,995 - pyskl - INFO - Epoch [45][3000/3405] lr: 1.987e-02, eta: 1 day, 22:20:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9669, loss_cls: 3.9495, loss: 3.9495 +2025-06-24 11:15:54,937 - pyskl - INFO - Epoch [45][3100/3405] lr: 1.987e-02, eta: 1 day, 22:19:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 3.6876, loss: 3.6876 +2025-06-24 11:16:40,838 - pyskl - INFO - Epoch [45][3200/3405] lr: 1.986e-02, eta: 1 day, 22:18:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 3.8059, loss: 3.8059 +2025-06-24 11:17:26,790 - pyskl - INFO - Epoch [45][3300/3405] lr: 1.985e-02, eta: 1 day, 22:17:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 3.6839, loss: 3.6839 +2025-06-24 11:18:12,788 - pyskl - INFO - Epoch [45][3400/3405] lr: 1.985e-02, eta: 1 day, 22:17:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9606, loss_cls: 3.8627, loss: 3.8627 +2025-06-24 11:18:15,449 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-06-24 11:37:02,914 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 11:37:03,488 - pyskl - INFO - +top1_acc 0.7796 +top5_acc 0.9519 +2025-06-24 11:37:03,547 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_42.pth was removed +2025-06-24 11:37:04,626 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_45.pth. +2025-06-24 11:37:04,628 - pyskl - INFO - Best top1_acc is 0.7796 at 45 epoch. +2025-06-24 11:37:04,648 - pyskl - INFO - Epoch(val) [45][3718] top1_acc: 0.7796, top5_acc: 0.9519 +2025-06-24 11:38:13,566 - pyskl - INFO - Epoch [46][100/3405] lr: 1.984e-02, eta: 1 day, 22:17:01, time: 0.689, data_time: 0.229, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 3.6640, loss: 3.6640 +2025-06-24 11:38:59,517 - pyskl - INFO - Epoch [46][200/3405] lr: 1.983e-02, eta: 1 day, 22:16:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9731, loss_cls: 3.6271, loss: 3.6271 +2025-06-24 11:39:45,637 - pyskl - INFO - Epoch [46][300/3405] lr: 1.983e-02, eta: 1 day, 22:15:25, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9788, loss_cls: 3.6889, loss: 3.6889 +2025-06-24 11:40:31,755 - pyskl - INFO - Epoch [46][400/3405] lr: 1.982e-02, eta: 1 day, 22:14:37, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9788, loss_cls: 3.5573, loss: 3.5573 +2025-06-24 11:41:17,851 - pyskl - INFO - Epoch [46][500/3405] lr: 1.982e-02, eta: 1 day, 22:13:49, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 3.5756, loss: 3.5756 +2025-06-24 11:42:04,039 - pyskl - INFO - Epoch [46][600/3405] lr: 1.981e-02, eta: 1 day, 22:13:01, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9838, loss_cls: 3.6918, loss: 3.6918 +2025-06-24 11:42:50,015 - pyskl - INFO - Epoch [46][700/3405] lr: 1.980e-02, eta: 1 day, 22:12:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 3.8445, loss: 3.8445 +2025-06-24 11:43:36,175 - pyskl - INFO - Epoch [46][800/3405] lr: 1.980e-02, eta: 1 day, 22:11:26, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9675, loss_cls: 3.8487, loss: 3.8487 +2025-06-24 11:44:22,188 - pyskl - INFO - Epoch [46][900/3405] lr: 1.979e-02, eta: 1 day, 22:10:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 3.6734, loss: 3.6734 +2025-06-24 11:45:08,125 - pyskl - INFO - Epoch [46][1000/3405] lr: 1.979e-02, eta: 1 day, 22:09:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 3.6071, loss: 3.6071 +2025-06-24 11:45:54,150 - pyskl - INFO - Epoch [46][1100/3405] lr: 1.978e-02, eta: 1 day, 22:09:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 3.7053, loss: 3.7053 +2025-06-24 11:46:40,337 - pyskl - INFO - Epoch [46][1200/3405] lr: 1.977e-02, eta: 1 day, 22:08:14, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 3.7113, loss: 3.7113 +2025-06-24 11:47:26,256 - pyskl - INFO - Epoch [46][1300/3405] lr: 1.977e-02, eta: 1 day, 22:07:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 3.7624, loss: 3.7624 +2025-06-24 11:48:12,137 - pyskl - INFO - Epoch [46][1400/3405] lr: 1.976e-02, eta: 1 day, 22:06:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 3.9751, loss: 3.9751 +2025-06-24 11:48:58,069 - pyskl - INFO - Epoch [46][1500/3405] lr: 1.975e-02, eta: 1 day, 22:05:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 3.7560, loss: 3.7560 +2025-06-24 11:49:44,021 - pyskl - INFO - Epoch [46][1600/3405] lr: 1.975e-02, eta: 1 day, 22:05:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 3.6506, loss: 3.6506 +2025-06-24 11:50:29,964 - pyskl - INFO - Epoch [46][1700/3405] lr: 1.974e-02, eta: 1 day, 22:04:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 3.8449, loss: 3.8449 +2025-06-24 11:51:15,974 - pyskl - INFO - Epoch [46][1800/3405] lr: 1.973e-02, eta: 1 day, 22:03:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 3.6370, loss: 3.6370 +2025-06-24 11:52:01,959 - pyskl - INFO - Epoch [46][1900/3405] lr: 1.973e-02, eta: 1 day, 22:02:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 3.9085, loss: 3.9085 +2025-06-24 11:52:47,928 - pyskl - INFO - Epoch [46][2000/3405] lr: 1.972e-02, eta: 1 day, 22:01:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9712, loss_cls: 3.7576, loss: 3.7576 +2025-06-24 11:53:33,931 - pyskl - INFO - Epoch [46][2100/3405] lr: 1.972e-02, eta: 1 day, 22:01:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9625, loss_cls: 3.8029, loss: 3.8029 +2025-06-24 11:54:19,982 - pyskl - INFO - Epoch [46][2200/3405] lr: 1.971e-02, eta: 1 day, 22:00:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9694, loss_cls: 3.8820, loss: 3.8820 +2025-06-24 11:55:06,045 - pyskl - INFO - Epoch [46][2300/3405] lr: 1.970e-02, eta: 1 day, 21:59:25, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9756, loss_cls: 3.6436, loss: 3.6436 +2025-06-24 11:55:52,077 - pyskl - INFO - Epoch [46][2400/3405] lr: 1.970e-02, eta: 1 day, 21:58:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 3.8286, loss: 3.8286 +2025-06-24 11:56:38,065 - pyskl - INFO - Epoch [46][2500/3405] lr: 1.969e-02, eta: 1 day, 21:57:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 3.7275, loss: 3.7275 +2025-06-24 11:57:24,054 - pyskl - INFO - Epoch [46][2600/3405] lr: 1.968e-02, eta: 1 day, 21:57:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 3.7754, loss: 3.7754 +2025-06-24 11:58:10,008 - pyskl - INFO - Epoch [46][2700/3405] lr: 1.968e-02, eta: 1 day, 21:56:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 3.7510, loss: 3.7510 +2025-06-24 11:58:55,977 - pyskl - INFO - Epoch [46][2800/3405] lr: 1.967e-02, eta: 1 day, 21:55:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.6999, loss: 3.6999 +2025-06-24 11:59:41,973 - pyskl - INFO - Epoch [46][2900/3405] lr: 1.967e-02, eta: 1 day, 21:54:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 3.9192, loss: 3.9192 +2025-06-24 12:00:27,906 - pyskl - INFO - Epoch [46][3000/3405] lr: 1.966e-02, eta: 1 day, 21:53:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 3.7463, loss: 3.7463 +2025-06-24 12:01:13,903 - pyskl - INFO - Epoch [46][3100/3405] lr: 1.965e-02, eta: 1 day, 21:53:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.7311, loss: 3.7311 +2025-06-24 12:01:59,893 - pyskl - INFO - Epoch [46][3200/3405] lr: 1.965e-02, eta: 1 day, 21:52:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 3.7540, loss: 3.7540 +2025-06-24 12:02:45,813 - pyskl - INFO - Epoch [46][3300/3405] lr: 1.964e-02, eta: 1 day, 21:51:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.5733, loss: 3.5733 +2025-06-24 12:03:32,013 - pyskl - INFO - Epoch [46][3400/3405] lr: 1.963e-02, eta: 1 day, 21:50:37, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9669, loss_cls: 3.6625, loss: 3.6625 +2025-06-24 12:03:34,661 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-06-24 12:07:48,445 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 12:07:49,023 - pyskl - INFO - +top1_acc 0.7765 +top5_acc 0.9572 +2025-06-24 12:07:49,042 - pyskl - INFO - Epoch(val) [46][3718] top1_acc: 0.7765, top5_acc: 0.9572 +2025-06-24 12:08:57,935 - pyskl - INFO - Epoch [47][100/3405] lr: 1.963e-02, eta: 1 day, 21:50:33, time: 0.689, data_time: 0.228, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 3.6804, loss: 3.6804 +2025-06-24 12:09:43,873 - pyskl - INFO - Epoch [47][200/3405] lr: 1.962e-02, eta: 1 day, 21:49:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 3.5468, loss: 3.5468 +2025-06-24 12:10:29,804 - pyskl - INFO - Epoch [47][300/3405] lr: 1.962e-02, eta: 1 day, 21:48:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 3.6630, loss: 3.6630 +2025-06-24 12:11:15,764 - pyskl - INFO - Epoch [47][400/3405] lr: 1.961e-02, eta: 1 day, 21:48:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 3.6257, loss: 3.6257 +2025-06-24 12:12:01,668 - pyskl - INFO - Epoch [47][500/3405] lr: 1.960e-02, eta: 1 day, 21:47:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 3.7754, loss: 3.7754 +2025-06-24 12:12:47,627 - pyskl - INFO - Epoch [47][600/3405] lr: 1.960e-02, eta: 1 day, 21:46:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 3.7171, loss: 3.7171 +2025-06-24 12:13:33,577 - pyskl - INFO - Epoch [47][700/3405] lr: 1.959e-02, eta: 1 day, 21:45:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 3.8724, loss: 3.8724 +2025-06-24 12:14:19,526 - pyskl - INFO - Epoch [47][800/3405] lr: 1.958e-02, eta: 1 day, 21:44:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.5994, loss: 3.5994 +2025-06-24 12:15:05,475 - pyskl - INFO - Epoch [47][900/3405] lr: 1.958e-02, eta: 1 day, 21:44:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.6048, loss: 3.6048 +2025-06-24 12:15:51,346 - pyskl - INFO - Epoch [47][1000/3405] lr: 1.957e-02, eta: 1 day, 21:43:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 3.6243, loss: 3.6243 +2025-06-24 12:16:37,252 - pyskl - INFO - Epoch [47][1100/3405] lr: 1.956e-02, eta: 1 day, 21:42:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.6735, loss: 3.6735 +2025-06-24 12:17:23,172 - pyskl - INFO - Epoch [47][1200/3405] lr: 1.956e-02, eta: 1 day, 21:41:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 3.6991, loss: 3.6991 +2025-06-24 12:18:09,021 - pyskl - INFO - Epoch [47][1300/3405] lr: 1.955e-02, eta: 1 day, 21:40:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9637, loss_cls: 3.6791, loss: 3.6791 +2025-06-24 12:18:54,957 - pyskl - INFO - Epoch [47][1400/3405] lr: 1.955e-02, eta: 1 day, 21:40:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 3.6499, loss: 3.6499 +2025-06-24 12:19:40,859 - pyskl - INFO - Epoch [47][1500/3405] lr: 1.954e-02, eta: 1 day, 21:39:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9594, loss_cls: 3.7932, loss: 3.7932 +2025-06-24 12:20:26,734 - pyskl - INFO - Epoch [47][1600/3405] lr: 1.953e-02, eta: 1 day, 21:38:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 3.7321, loss: 3.7321 +2025-06-24 12:21:12,618 - pyskl - INFO - Epoch [47][1700/3405] lr: 1.953e-02, eta: 1 day, 21:37:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9656, loss_cls: 3.6758, loss: 3.6758 +2025-06-24 12:21:58,482 - pyskl - INFO - Epoch [47][1800/3405] lr: 1.952e-02, eta: 1 day, 21:36:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.6714, loss: 3.6714 +2025-06-24 12:22:44,331 - pyskl - INFO - Epoch [47][1900/3405] lr: 1.951e-02, eta: 1 day, 21:36:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9688, loss_cls: 3.8674, loss: 3.8674 +2025-06-24 12:23:30,315 - pyskl - INFO - Epoch [47][2000/3405] lr: 1.951e-02, eta: 1 day, 21:35:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9831, loss_cls: 3.5678, loss: 3.5678 +2025-06-24 12:24:16,241 - pyskl - INFO - Epoch [47][2100/3405] lr: 1.950e-02, eta: 1 day, 21:34:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9694, loss_cls: 3.6756, loss: 3.6756 +2025-06-24 12:25:02,098 - pyskl - INFO - Epoch [47][2200/3405] lr: 1.949e-02, eta: 1 day, 21:33:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 3.7583, loss: 3.7583 +2025-06-24 12:25:48,054 - pyskl - INFO - Epoch [47][2300/3405] lr: 1.949e-02, eta: 1 day, 21:32:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9663, loss_cls: 3.6317, loss: 3.6317 +2025-06-24 12:26:33,948 - pyskl - INFO - Epoch [47][2400/3405] lr: 1.948e-02, eta: 1 day, 21:32:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 3.5701, loss: 3.5701 +2025-06-24 12:27:19,801 - pyskl - INFO - Epoch [47][2500/3405] lr: 1.948e-02, eta: 1 day, 21:31:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 3.7611, loss: 3.7611 +2025-06-24 12:28:05,679 - pyskl - INFO - Epoch [47][2600/3405] lr: 1.947e-02, eta: 1 day, 21:30:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.7631, loss: 3.7631 +2025-06-24 12:28:51,560 - pyskl - INFO - Epoch [47][2700/3405] lr: 1.946e-02, eta: 1 day, 21:29:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.5691, loss: 3.5691 +2025-06-24 12:29:37,452 - pyskl - INFO - Epoch [47][2800/3405] lr: 1.946e-02, eta: 1 day, 21:28:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 3.8158, loss: 3.8158 +2025-06-24 12:30:23,364 - pyskl - INFO - Epoch [47][2900/3405] lr: 1.945e-02, eta: 1 day, 21:28:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9694, loss_cls: 3.8015, loss: 3.8015 +2025-06-24 12:31:09,321 - pyskl - INFO - Epoch [47][3000/3405] lr: 1.944e-02, eta: 1 day, 21:27:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 3.6798, loss: 3.6798 +2025-06-24 12:31:55,300 - pyskl - INFO - Epoch [47][3100/3405] lr: 1.944e-02, eta: 1 day, 21:26:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.6663, loss: 3.6663 +2025-06-24 12:32:41,282 - pyskl - INFO - Epoch [47][3200/3405] lr: 1.943e-02, eta: 1 day, 21:25:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 3.6999, loss: 3.6999 +2025-06-24 12:33:27,407 - pyskl - INFO - Epoch [47][3300/3405] lr: 1.942e-02, eta: 1 day, 21:24:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 3.7515, loss: 3.7515 +2025-06-24 12:34:13,371 - pyskl - INFO - Epoch [47][3400/3405] lr: 1.942e-02, eta: 1 day, 21:24:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9738, loss_cls: 3.7159, loss: 3.7159 +2025-06-24 12:34:16,008 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-06-24 12:38:29,305 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 12:38:29,843 - pyskl - INFO - +top1_acc 0.7580 +top5_acc 0.9513 +2025-06-24 12:38:29,862 - pyskl - INFO - Epoch(val) [47][3718] top1_acc: 0.7580, top5_acc: 0.9513 +2025-06-24 12:39:38,339 - pyskl - INFO - Epoch [48][100/3405] lr: 1.941e-02, eta: 1 day, 21:23:58, time: 0.685, data_time: 0.225, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.5574, loss: 3.5574 +2025-06-24 12:40:24,418 - pyskl - INFO - Epoch [48][200/3405] lr: 1.940e-02, eta: 1 day, 21:23:11, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.7326, loss: 3.7326 +2025-06-24 12:41:10,619 - pyskl - INFO - Epoch [48][300/3405] lr: 1.940e-02, eta: 1 day, 21:22:23, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 3.7045, loss: 3.7045 +2025-06-24 12:41:56,588 - pyskl - INFO - Epoch [48][400/3405] lr: 1.939e-02, eta: 1 day, 21:21:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 3.6261, loss: 3.6261 +2025-06-24 12:42:42,785 - pyskl - INFO - Epoch [48][500/3405] lr: 1.939e-02, eta: 1 day, 21:20:48, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9800, loss_cls: 3.6245, loss: 3.6245 +2025-06-24 12:43:28,797 - pyskl - INFO - Epoch [48][600/3405] lr: 1.938e-02, eta: 1 day, 21:20:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9644, loss_cls: 3.6172, loss: 3.6172 +2025-06-24 12:44:14,795 - pyskl - INFO - Epoch [48][700/3405] lr: 1.937e-02, eta: 1 day, 21:19:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 3.7551, loss: 3.7551 +2025-06-24 12:45:00,783 - pyskl - INFO - Epoch [48][800/3405] lr: 1.937e-02, eta: 1 day, 21:18:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 3.6591, loss: 3.6591 +2025-06-24 12:45:46,901 - pyskl - INFO - Epoch [48][900/3405] lr: 1.936e-02, eta: 1 day, 21:17:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9625, loss_cls: 3.7716, loss: 3.7716 +2025-06-24 12:46:32,798 - pyskl - INFO - Epoch [48][1000/3405] lr: 1.935e-02, eta: 1 day, 21:16:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 3.7349, loss: 3.7349 +2025-06-24 12:47:18,661 - pyskl - INFO - Epoch [48][1100/3405] lr: 1.935e-02, eta: 1 day, 21:16:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9762, loss_cls: 3.6372, loss: 3.6372 +2025-06-24 12:48:04,506 - pyskl - INFO - Epoch [48][1200/3405] lr: 1.934e-02, eta: 1 day, 21:15:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9719, loss_cls: 3.7456, loss: 3.7456 +2025-06-24 12:48:50,329 - pyskl - INFO - Epoch [48][1300/3405] lr: 1.933e-02, eta: 1 day, 21:14:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 3.6755, loss: 3.6755 +2025-06-24 12:49:36,227 - pyskl - INFO - Epoch [48][1400/3405] lr: 1.933e-02, eta: 1 day, 21:13:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.6880, loss: 3.6880 +2025-06-24 12:50:22,340 - pyskl - INFO - Epoch [48][1500/3405] lr: 1.932e-02, eta: 1 day, 21:12:47, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 3.7293, loss: 3.7293 +2025-06-24 12:51:08,639 - pyskl - INFO - Epoch [48][1600/3405] lr: 1.931e-02, eta: 1 day, 21:12:00, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9675, loss_cls: 3.5163, loss: 3.5163 +2025-06-24 12:51:54,597 - pyskl - INFO - Epoch [48][1700/3405] lr: 1.931e-02, eta: 1 day, 21:11:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 3.6728, loss: 3.6728 +2025-06-24 12:52:40,732 - pyskl - INFO - Epoch [48][1800/3405] lr: 1.930e-02, eta: 1 day, 21:10:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 3.7250, loss: 3.7250 +2025-06-24 12:53:26,772 - pyskl - INFO - Epoch [48][1900/3405] lr: 1.930e-02, eta: 1 day, 21:09:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 3.6488, loss: 3.6488 +2025-06-24 12:54:12,874 - pyskl - INFO - Epoch [48][2000/3405] lr: 1.929e-02, eta: 1 day, 21:08:49, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9769, loss_cls: 3.5730, loss: 3.5730 +2025-06-24 12:54:58,614 - pyskl - INFO - Epoch [48][2100/3405] lr: 1.928e-02, eta: 1 day, 21:08:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.6416, loss: 3.6416 +2025-06-24 12:55:44,468 - pyskl - INFO - Epoch [48][2200/3405] lr: 1.928e-02, eta: 1 day, 21:07:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 3.6409, loss: 3.6409 +2025-06-24 12:56:30,288 - pyskl - INFO - Epoch [48][2300/3405] lr: 1.927e-02, eta: 1 day, 21:06:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9775, loss_cls: 3.6063, loss: 3.6063 +2025-06-24 12:57:16,098 - pyskl - INFO - Epoch [48][2400/3405] lr: 1.926e-02, eta: 1 day, 21:05:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.6268, loss: 3.6268 +2025-06-24 12:58:01,882 - pyskl - INFO - Epoch [48][2500/3405] lr: 1.926e-02, eta: 1 day, 21:04:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 3.7429, loss: 3.7429 +2025-06-24 12:58:47,758 - pyskl - INFO - Epoch [48][2600/3405] lr: 1.925e-02, eta: 1 day, 21:03:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.7505, loss: 3.7505 +2025-06-24 12:59:33,588 - pyskl - INFO - Epoch [48][2700/3405] lr: 1.924e-02, eta: 1 day, 21:03:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9750, loss_cls: 3.7688, loss: 3.7688 +2025-06-24 13:00:19,348 - pyskl - INFO - Epoch [48][2800/3405] lr: 1.924e-02, eta: 1 day, 21:02:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9744, loss_cls: 3.7448, loss: 3.7448 +2025-06-24 13:01:05,054 - pyskl - INFO - Epoch [48][2900/3405] lr: 1.923e-02, eta: 1 day, 21:01:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.6326, loss: 3.6326 +2025-06-24 13:01:50,768 - pyskl - INFO - Epoch [48][3000/3405] lr: 1.922e-02, eta: 1 day, 21:00:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 3.6194, loss: 3.6194 +2025-06-24 13:02:36,611 - pyskl - INFO - Epoch [48][3100/3405] lr: 1.922e-02, eta: 1 day, 20:59:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 3.7402, loss: 3.7402 +2025-06-24 13:03:22,484 - pyskl - INFO - Epoch [48][3200/3405] lr: 1.921e-02, eta: 1 day, 20:59:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.5776, loss: 3.5776 +2025-06-24 13:04:08,636 - pyskl - INFO - Epoch [48][3300/3405] lr: 1.920e-02, eta: 1 day, 20:58:21, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 3.6919, loss: 3.6919 +2025-06-24 13:04:54,627 - pyskl - INFO - Epoch [48][3400/3405] lr: 1.920e-02, eta: 1 day, 20:57:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 3.7480, loss: 3.7480 +2025-06-24 13:04:57,242 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-06-24 13:09:10,991 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 13:09:11,583 - pyskl - INFO - +top1_acc 0.7973 +top5_acc 0.9604 +2025-06-24 13:09:11,634 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_45.pth was removed +2025-06-24 13:09:12,647 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_48.pth. +2025-06-24 13:09:12,648 - pyskl - INFO - Best top1_acc is 0.7973 at 48 epoch. +2025-06-24 13:09:12,669 - pyskl - INFO - Epoch(val) [48][3718] top1_acc: 0.7973, top5_acc: 0.9604 +2025-06-24 13:10:20,967 - pyskl - INFO - Epoch [49][100/3405] lr: 1.919e-02, eta: 1 day, 20:57:26, time: 0.683, data_time: 0.226, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 3.5611, loss: 3.5611 +2025-06-24 13:11:06,669 - pyskl - INFO - Epoch [49][200/3405] lr: 1.918e-02, eta: 1 day, 20:56:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 3.6128, loss: 3.6128 +2025-06-24 13:11:52,461 - pyskl - INFO - Epoch [49][300/3405] lr: 1.918e-02, eta: 1 day, 20:55:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 3.6935, loss: 3.6935 +2025-06-24 13:12:38,230 - pyskl - INFO - Epoch [49][400/3405] lr: 1.917e-02, eta: 1 day, 20:55:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9700, loss_cls: 3.6775, loss: 3.6775 +2025-06-24 13:13:23,971 - pyskl - INFO - Epoch [49][500/3405] lr: 1.917e-02, eta: 1 day, 20:54:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.7058, loss: 3.7058 +2025-06-24 13:14:09,723 - pyskl - INFO - Epoch [49][600/3405] lr: 1.916e-02, eta: 1 day, 20:53:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 3.8442, loss: 3.8442 +2025-06-24 13:14:55,525 - pyskl - INFO - Epoch [49][700/3405] lr: 1.915e-02, eta: 1 day, 20:52:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 3.6386, loss: 3.6386 +2025-06-24 13:15:41,220 - pyskl - INFO - Epoch [49][800/3405] lr: 1.915e-02, eta: 1 day, 20:51:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 3.8057, loss: 3.8057 +2025-06-24 13:16:26,985 - pyskl - INFO - Epoch [49][900/3405] lr: 1.914e-02, eta: 1 day, 20:50:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 3.6645, loss: 3.6645 +2025-06-24 13:17:12,805 - pyskl - INFO - Epoch [49][1000/3405] lr: 1.913e-02, eta: 1 day, 20:50:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.5905, loss: 3.5905 +2025-06-24 13:17:58,624 - pyskl - INFO - Epoch [49][1100/3405] lr: 1.913e-02, eta: 1 day, 20:49:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9675, loss_cls: 3.6331, loss: 3.6331 +2025-06-24 13:18:44,352 - pyskl - INFO - Epoch [49][1200/3405] lr: 1.912e-02, eta: 1 day, 20:48:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 3.8163, loss: 3.8163 +2025-06-24 13:19:30,164 - pyskl - INFO - Epoch [49][1300/3405] lr: 1.911e-02, eta: 1 day, 20:47:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 3.6528, loss: 3.6528 +2025-06-24 13:20:16,062 - pyskl - INFO - Epoch [49][1400/3405] lr: 1.911e-02, eta: 1 day, 20:46:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 3.5971, loss: 3.5971 +2025-06-24 13:21:01,975 - pyskl - INFO - Epoch [49][1500/3405] lr: 1.910e-02, eta: 1 day, 20:46:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 3.5235, loss: 3.5235 +2025-06-24 13:21:47,972 - pyskl - INFO - Epoch [49][1600/3405] lr: 1.909e-02, eta: 1 day, 20:45:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9656, loss_cls: 3.7140, loss: 3.7140 +2025-06-24 13:22:33,907 - pyskl - INFO - Epoch [49][1700/3405] lr: 1.909e-02, eta: 1 day, 20:44:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 3.5258, loss: 3.5258 +2025-06-24 13:23:19,801 - pyskl - INFO - Epoch [49][1800/3405] lr: 1.908e-02, eta: 1 day, 20:43:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.6916, loss: 3.6916 +2025-06-24 13:24:05,698 - pyskl - INFO - Epoch [49][1900/3405] lr: 1.907e-02, eta: 1 day, 20:42:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 3.6309, loss: 3.6309 +2025-06-24 13:24:51,564 - pyskl - INFO - Epoch [49][2000/3405] lr: 1.907e-02, eta: 1 day, 20:42:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 3.7983, loss: 3.7983 +2025-06-24 13:25:37,522 - pyskl - INFO - Epoch [49][2100/3405] lr: 1.906e-02, eta: 1 day, 20:41:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 3.6002, loss: 3.6002 +2025-06-24 13:26:23,435 - pyskl - INFO - Epoch [49][2200/3405] lr: 1.905e-02, eta: 1 day, 20:40:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9738, loss_cls: 3.7688, loss: 3.7688 +2025-06-24 13:27:09,362 - pyskl - INFO - Epoch [49][2300/3405] lr: 1.905e-02, eta: 1 day, 20:39:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 3.7716, loss: 3.7716 +2025-06-24 13:27:55,291 - pyskl - INFO - Epoch [49][2400/3405] lr: 1.904e-02, eta: 1 day, 20:38:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 3.7401, loss: 3.7401 +2025-06-24 13:28:41,138 - pyskl - INFO - Epoch [49][2500/3405] lr: 1.903e-02, eta: 1 day, 20:38:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 3.6308, loss: 3.6308 +2025-06-24 13:29:27,073 - pyskl - INFO - Epoch [49][2600/3405] lr: 1.903e-02, eta: 1 day, 20:37:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 3.6666, loss: 3.6666 +2025-06-24 13:30:12,926 - pyskl - INFO - Epoch [49][2700/3405] lr: 1.902e-02, eta: 1 day, 20:36:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 3.6511, loss: 3.6511 +2025-06-24 13:30:58,992 - pyskl - INFO - Epoch [49][2800/3405] lr: 1.902e-02, eta: 1 day, 20:35:44, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.6337, loss: 3.6337 +2025-06-24 13:31:44,966 - pyskl - INFO - Epoch [49][2900/3405] lr: 1.901e-02, eta: 1 day, 20:34:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 3.6536, loss: 3.6536 +2025-06-24 13:32:30,808 - pyskl - INFO - Epoch [49][3000/3405] lr: 1.900e-02, eta: 1 day, 20:34:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 3.5884, loss: 3.5884 +2025-06-24 13:33:16,664 - pyskl - INFO - Epoch [49][3100/3405] lr: 1.900e-02, eta: 1 day, 20:33:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.5990, loss: 3.5990 +2025-06-24 13:34:02,636 - pyskl - INFO - Epoch [49][3200/3405] lr: 1.899e-02, eta: 1 day, 20:32:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 3.7672, loss: 3.7672 +2025-06-24 13:34:48,626 - pyskl - INFO - Epoch [49][3300/3405] lr: 1.898e-02, eta: 1 day, 20:31:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.7005, loss: 3.7005 +2025-06-24 13:35:34,641 - pyskl - INFO - Epoch [49][3400/3405] lr: 1.898e-02, eta: 1 day, 20:30:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 3.6865, loss: 3.6865 +2025-06-24 13:35:37,326 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-06-24 13:39:48,833 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 13:39:49,369 - pyskl - INFO - +top1_acc 0.7789 +top5_acc 0.9558 +2025-06-24 13:39:49,390 - pyskl - INFO - Epoch(val) [49][3718] top1_acc: 0.7789, top5_acc: 0.9558 +2025-06-24 13:40:57,595 - pyskl - INFO - Epoch [50][100/3405] lr: 1.897e-02, eta: 1 day, 20:30:47, time: 0.682, data_time: 0.223, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.5681, loss: 3.5681 +2025-06-24 13:41:43,499 - pyskl - INFO - Epoch [50][200/3405] lr: 1.896e-02, eta: 1 day, 20:29:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 3.5393, loss: 3.5393 +2025-06-24 13:42:29,365 - pyskl - INFO - Epoch [50][300/3405] lr: 1.896e-02, eta: 1 day, 20:29:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 3.5955, loss: 3.5955 +2025-06-24 13:43:15,195 - pyskl - INFO - Epoch [50][400/3405] lr: 1.895e-02, eta: 1 day, 20:28:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9650, loss_cls: 3.5937, loss: 3.5937 +2025-06-24 13:44:01,044 - pyskl - INFO - Epoch [50][500/3405] lr: 1.894e-02, eta: 1 day, 20:27:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.6640, loss: 3.6640 +2025-06-24 13:44:46,886 - pyskl - INFO - Epoch [50][600/3405] lr: 1.894e-02, eta: 1 day, 20:26:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 3.4871, loss: 3.4871 +2025-06-24 13:45:32,981 - pyskl - INFO - Epoch [50][700/3405] lr: 1.893e-02, eta: 1 day, 20:25:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.5217, loss: 3.5217 +2025-06-24 13:46:19,066 - pyskl - INFO - Epoch [50][800/3405] lr: 1.892e-02, eta: 1 day, 20:25:11, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.5878, loss: 3.5878 +2025-06-24 13:47:04,979 - pyskl - INFO - Epoch [50][900/3405] lr: 1.892e-02, eta: 1 day, 20:24:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9694, loss_cls: 3.7290, loss: 3.7290 +2025-06-24 13:47:50,894 - pyskl - INFO - Epoch [50][1000/3405] lr: 1.891e-02, eta: 1 day, 20:23:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 3.6779, loss: 3.6779 +2025-06-24 13:48:36,843 - pyskl - INFO - Epoch [50][1100/3405] lr: 1.890e-02, eta: 1 day, 20:22:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9637, loss_cls: 3.6784, loss: 3.6784 +2025-06-24 13:49:22,812 - pyskl - INFO - Epoch [50][1200/3405] lr: 1.890e-02, eta: 1 day, 20:21:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 3.6844, loss: 3.6844 +2025-06-24 13:50:08,686 - pyskl - INFO - Epoch [50][1300/3405] lr: 1.889e-02, eta: 1 day, 20:21:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 3.7026, loss: 3.7026 +2025-06-24 13:50:54,610 - pyskl - INFO - Epoch [50][1400/3405] lr: 1.888e-02, eta: 1 day, 20:20:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 3.6127, loss: 3.6127 +2025-06-24 13:51:40,479 - pyskl - INFO - Epoch [50][1500/3405] lr: 1.888e-02, eta: 1 day, 20:19:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 3.7825, loss: 3.7825 +2025-06-24 13:52:26,340 - pyskl - INFO - Epoch [50][1600/3405] lr: 1.887e-02, eta: 1 day, 20:18:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9725, loss_cls: 3.6488, loss: 3.6488 +2025-06-24 13:53:12,263 - pyskl - INFO - Epoch [50][1700/3405] lr: 1.886e-02, eta: 1 day, 20:17:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.8040, loss: 3.8040 +2025-06-24 13:53:58,148 - pyskl - INFO - Epoch [50][1800/3405] lr: 1.886e-02, eta: 1 day, 20:17:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.5379, loss: 3.5379 +2025-06-24 13:54:44,088 - pyskl - INFO - Epoch [50][1900/3405] lr: 1.885e-02, eta: 1 day, 20:16:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.6022, loss: 3.6022 +2025-06-24 13:55:30,061 - pyskl - INFO - Epoch [50][2000/3405] lr: 1.884e-02, eta: 1 day, 20:15:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.6524, loss: 3.6524 +2025-06-24 13:56:15,876 - pyskl - INFO - Epoch [50][2100/3405] lr: 1.884e-02, eta: 1 day, 20:14:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9650, loss_cls: 3.6915, loss: 3.6915 +2025-06-24 13:57:01,723 - pyskl - INFO - Epoch [50][2200/3405] lr: 1.883e-02, eta: 1 day, 20:13:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 3.6293, loss: 3.6293 +2025-06-24 13:57:47,642 - pyskl - INFO - Epoch [50][2300/3405] lr: 1.882e-02, eta: 1 day, 20:13:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.6970, loss: 3.6970 +2025-06-24 13:58:33,468 - pyskl - INFO - Epoch [50][2400/3405] lr: 1.882e-02, eta: 1 day, 20:12:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.6776, loss: 3.6776 +2025-06-24 13:59:19,332 - pyskl - INFO - Epoch [50][2500/3405] lr: 1.881e-02, eta: 1 day, 20:11:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.5901, loss: 3.5901 +2025-06-24 14:00:05,160 - pyskl - INFO - Epoch [50][2600/3405] lr: 1.880e-02, eta: 1 day, 20:10:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9663, loss_cls: 3.5878, loss: 3.5878 +2025-06-24 14:00:51,032 - pyskl - INFO - Epoch [50][2700/3405] lr: 1.880e-02, eta: 1 day, 20:09:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 3.7286, loss: 3.7286 +2025-06-24 14:01:36,952 - pyskl - INFO - Epoch [50][2800/3405] lr: 1.879e-02, eta: 1 day, 20:09:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 3.5070, loss: 3.5070 +2025-06-24 14:02:22,923 - pyskl - INFO - Epoch [50][2900/3405] lr: 1.878e-02, eta: 1 day, 20:08:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9669, loss_cls: 3.6120, loss: 3.6120 +2025-06-24 14:03:08,908 - pyskl - INFO - Epoch [50][3000/3405] lr: 1.878e-02, eta: 1 day, 20:07:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9750, loss_cls: 3.6105, loss: 3.6105 +2025-06-24 14:03:54,893 - pyskl - INFO - Epoch [50][3100/3405] lr: 1.877e-02, eta: 1 day, 20:06:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 3.6481, loss: 3.6481 +2025-06-24 14:04:40,856 - pyskl - INFO - Epoch [50][3200/3405] lr: 1.876e-02, eta: 1 day, 20:05:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 3.5982, loss: 3.5982 +2025-06-24 14:05:26,785 - pyskl - INFO - Epoch [50][3300/3405] lr: 1.876e-02, eta: 1 day, 20:05:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 3.6700, loss: 3.6700 +2025-06-24 14:06:12,799 - pyskl - INFO - Epoch [50][3400/3405] lr: 1.875e-02, eta: 1 day, 20:04:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 3.6487, loss: 3.6487 +2025-06-24 14:06:15,467 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-06-24 14:26:10,686 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 14:26:11,229 - pyskl - INFO - +top1_acc 0.7761 +top5_acc 0.9545 +2025-06-24 14:26:11,251 - pyskl - INFO - Epoch(val) [50][3718] top1_acc: 0.7761, top5_acc: 0.9545 +2025-06-24 14:27:19,583 - pyskl - INFO - Epoch [51][100/3405] lr: 1.874e-02, eta: 1 day, 20:04:13, time: 0.683, data_time: 0.223, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.5914, loss: 3.5914 +2025-06-24 14:28:05,393 - pyskl - INFO - Epoch [51][200/3405] lr: 1.874e-02, eta: 1 day, 20:03:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 3.6509, loss: 3.6509 +2025-06-24 14:28:51,219 - pyskl - INFO - Epoch [51][300/3405] lr: 1.873e-02, eta: 1 day, 20:02:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 3.6747, loss: 3.6747 +2025-06-24 14:29:37,031 - pyskl - INFO - Epoch [51][400/3405] lr: 1.872e-02, eta: 1 day, 20:01:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 3.6685, loss: 3.6685 +2025-06-24 14:30:23,055 - pyskl - INFO - Epoch [51][500/3405] lr: 1.872e-02, eta: 1 day, 20:01:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9850, loss_cls: 3.4485, loss: 3.4485 +2025-06-24 14:31:08,878 - pyskl - INFO - Epoch [51][600/3405] lr: 1.871e-02, eta: 1 day, 20:00:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.5286, loss: 3.5286 +2025-06-24 14:31:54,694 - pyskl - INFO - Epoch [51][700/3405] lr: 1.870e-02, eta: 1 day, 19:59:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 3.5761, loss: 3.5761 +2025-06-24 14:32:40,533 - pyskl - INFO - Epoch [51][800/3405] lr: 1.870e-02, eta: 1 day, 19:58:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9819, loss_cls: 3.5206, loss: 3.5206 +2025-06-24 14:33:26,346 - pyskl - INFO - Epoch [51][900/3405] lr: 1.869e-02, eta: 1 day, 19:57:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 3.7213, loss: 3.7213 +2025-06-24 14:34:12,163 - pyskl - INFO - Epoch [51][1000/3405] lr: 1.868e-02, eta: 1 day, 19:57:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.6515, loss: 3.6515 +2025-06-24 14:34:58,005 - pyskl - INFO - Epoch [51][1100/3405] lr: 1.868e-02, eta: 1 day, 19:56:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.7320, loss: 3.7320 +2025-06-24 14:35:43,792 - pyskl - INFO - Epoch [51][1200/3405] lr: 1.867e-02, eta: 1 day, 19:55:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.6004, loss: 3.6004 +2025-06-24 14:36:29,743 - pyskl - INFO - Epoch [51][1300/3405] lr: 1.866e-02, eta: 1 day, 19:54:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 3.6578, loss: 3.6578 +2025-06-24 14:37:15,608 - pyskl - INFO - Epoch [51][1400/3405] lr: 1.866e-02, eta: 1 day, 19:53:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.6463, loss: 3.6463 +2025-06-24 14:38:01,528 - pyskl - INFO - Epoch [51][1500/3405] lr: 1.865e-02, eta: 1 day, 19:53:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9769, loss_cls: 3.6466, loss: 3.6466 +2025-06-24 14:38:47,424 - pyskl - INFO - Epoch [51][1600/3405] lr: 1.864e-02, eta: 1 day, 19:52:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 3.5447, loss: 3.5447 +2025-06-24 14:39:33,380 - pyskl - INFO - Epoch [51][1700/3405] lr: 1.864e-02, eta: 1 day, 19:51:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 3.7258, loss: 3.7258 +2025-06-24 14:40:19,323 - pyskl - INFO - Epoch [51][1800/3405] lr: 1.863e-02, eta: 1 day, 19:50:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 3.7367, loss: 3.7367 +2025-06-24 14:41:05,179 - pyskl - INFO - Epoch [51][1900/3405] lr: 1.862e-02, eta: 1 day, 19:49:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 3.4202, loss: 3.4202 +2025-06-24 14:41:51,054 - pyskl - INFO - Epoch [51][2000/3405] lr: 1.862e-02, eta: 1 day, 19:49:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 3.4816, loss: 3.4816 +2025-06-24 14:42:36,938 - pyskl - INFO - Epoch [51][2100/3405] lr: 1.861e-02, eta: 1 day, 19:48:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 3.7090, loss: 3.7090 +2025-06-24 14:43:22,788 - pyskl - INFO - Epoch [51][2200/3405] lr: 1.860e-02, eta: 1 day, 19:47:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9756, loss_cls: 3.5814, loss: 3.5814 +2025-06-24 14:44:08,719 - pyskl - INFO - Epoch [51][2300/3405] lr: 1.860e-02, eta: 1 day, 19:46:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9744, loss_cls: 3.6122, loss: 3.6122 +2025-06-24 14:44:54,578 - pyskl - INFO - Epoch [51][2400/3405] lr: 1.859e-02, eta: 1 day, 19:45:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 3.6246, loss: 3.6246 +2025-06-24 14:45:40,548 - pyskl - INFO - Epoch [51][2500/3405] lr: 1.858e-02, eta: 1 day, 19:45:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 3.4798, loss: 3.4798 +2025-06-24 14:46:26,396 - pyskl - INFO - Epoch [51][2600/3405] lr: 1.858e-02, eta: 1 day, 19:44:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 3.6970, loss: 3.6970 +2025-06-24 14:47:12,295 - pyskl - INFO - Epoch [51][2700/3405] lr: 1.857e-02, eta: 1 day, 19:43:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 3.7227, loss: 3.7227 +2025-06-24 14:47:58,215 - pyskl - INFO - Epoch [51][2800/3405] lr: 1.856e-02, eta: 1 day, 19:42:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9619, loss_cls: 3.6542, loss: 3.6542 +2025-06-24 14:48:44,083 - pyskl - INFO - Epoch [51][2900/3405] lr: 1.856e-02, eta: 1 day, 19:41:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 3.7432, loss: 3.7432 +2025-06-24 14:49:29,881 - pyskl - INFO - Epoch [51][3000/3405] lr: 1.855e-02, eta: 1 day, 19:41:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.4825, loss: 3.4825 +2025-06-24 14:50:15,756 - pyskl - INFO - Epoch [51][3100/3405] lr: 1.854e-02, eta: 1 day, 19:40:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9700, loss_cls: 3.6688, loss: 3.6688 +2025-06-24 14:51:01,660 - pyskl - INFO - Epoch [51][3200/3405] lr: 1.854e-02, eta: 1 day, 19:39:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9681, loss_cls: 3.5988, loss: 3.5988 +2025-06-24 14:51:47,481 - pyskl - INFO - Epoch [51][3300/3405] lr: 1.853e-02, eta: 1 day, 19:38:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 3.7197, loss: 3.7197 +2025-06-24 14:52:33,297 - pyskl - INFO - Epoch [51][3400/3405] lr: 1.852e-02, eta: 1 day, 19:37:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.6570, loss: 3.6570 +2025-06-24 14:52:35,916 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-06-24 14:56:48,991 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 14:56:49,528 - pyskl - INFO - +top1_acc 0.7807 +top5_acc 0.9559 +2025-06-24 14:56:49,548 - pyskl - INFO - Epoch(val) [51][3718] top1_acc: 0.7807, top5_acc: 0.9559 +2025-06-24 14:57:57,875 - pyskl - INFO - Epoch [52][100/3405] lr: 1.852e-02, eta: 1 day, 19:37:37, time: 0.683, data_time: 0.225, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9800, loss_cls: 3.6009, loss: 3.6009 +2025-06-24 14:58:43,671 - pyskl - INFO - Epoch [52][200/3405] lr: 1.851e-02, eta: 1 day, 19:36:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.5717, loss: 3.5717 +2025-06-24 14:59:29,427 - pyskl - INFO - Epoch [52][300/3405] lr: 1.850e-02, eta: 1 day, 19:36:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 3.6298, loss: 3.6298 +2025-06-24 15:00:15,263 - pyskl - INFO - Epoch [52][400/3405] lr: 1.850e-02, eta: 1 day, 19:35:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.5391, loss: 3.5391 +2025-06-24 15:01:01,027 - pyskl - INFO - Epoch [52][500/3405] lr: 1.849e-02, eta: 1 day, 19:34:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 3.5011, loss: 3.5011 +2025-06-24 15:01:46,756 - pyskl - INFO - Epoch [52][600/3405] lr: 1.848e-02, eta: 1 day, 19:33:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.7013, loss: 3.7013 +2025-06-24 15:02:32,515 - pyskl - INFO - Epoch [52][700/3405] lr: 1.847e-02, eta: 1 day, 19:32:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 3.6544, loss: 3.6544 +2025-06-24 15:03:18,272 - pyskl - INFO - Epoch [52][800/3405] lr: 1.847e-02, eta: 1 day, 19:31:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 3.5691, loss: 3.5691 +2025-06-24 15:04:04,131 - pyskl - INFO - Epoch [52][900/3405] lr: 1.846e-02, eta: 1 day, 19:31:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.6354, loss: 3.6354 +2025-06-24 15:04:50,047 - pyskl - INFO - Epoch [52][1000/3405] lr: 1.845e-02, eta: 1 day, 19:30:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 3.5686, loss: 3.5686 +2025-06-24 15:05:35,994 - pyskl - INFO - Epoch [52][1100/3405] lr: 1.845e-02, eta: 1 day, 19:29:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.5996, loss: 3.5996 +2025-06-24 15:06:21,902 - pyskl - INFO - Epoch [52][1200/3405] lr: 1.844e-02, eta: 1 day, 19:28:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 3.6823, loss: 3.6823 +2025-06-24 15:07:07,783 - pyskl - INFO - Epoch [52][1300/3405] lr: 1.843e-02, eta: 1 day, 19:27:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 3.6159, loss: 3.6159 +2025-06-24 15:07:53,770 - pyskl - INFO - Epoch [52][1400/3405] lr: 1.843e-02, eta: 1 day, 19:27:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.5990, loss: 3.5990 +2025-06-24 15:08:39,692 - pyskl - INFO - Epoch [52][1500/3405] lr: 1.842e-02, eta: 1 day, 19:26:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9644, loss_cls: 3.6055, loss: 3.6055 +2025-06-24 15:09:25,738 - pyskl - INFO - Epoch [52][1600/3405] lr: 1.841e-02, eta: 1 day, 19:25:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 3.6244, loss: 3.6244 +2025-06-24 15:10:11,672 - pyskl - INFO - Epoch [52][1700/3405] lr: 1.841e-02, eta: 1 day, 19:24:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 3.5986, loss: 3.5986 +2025-06-24 15:10:57,528 - pyskl - INFO - Epoch [52][1800/3405] lr: 1.840e-02, eta: 1 day, 19:24:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 3.6049, loss: 3.6049 +2025-06-24 15:11:43,419 - pyskl - INFO - Epoch [52][1900/3405] lr: 1.839e-02, eta: 1 day, 19:23:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 3.5530, loss: 3.5530 +2025-06-24 15:12:29,344 - pyskl - INFO - Epoch [52][2000/3405] lr: 1.839e-02, eta: 1 day, 19:22:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.5756, loss: 3.5756 +2025-06-24 15:13:15,171 - pyskl - INFO - Epoch [52][2100/3405] lr: 1.838e-02, eta: 1 day, 19:21:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 3.6002, loss: 3.6002 +2025-06-24 15:14:01,137 - pyskl - INFO - Epoch [52][2200/3405] lr: 1.837e-02, eta: 1 day, 19:20:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 3.4648, loss: 3.4648 +2025-06-24 15:14:46,988 - pyskl - INFO - Epoch [52][2300/3405] lr: 1.837e-02, eta: 1 day, 19:20:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 3.7969, loss: 3.7969 +2025-06-24 15:15:32,879 - pyskl - INFO - Epoch [52][2400/3405] lr: 1.836e-02, eta: 1 day, 19:19:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 3.5682, loss: 3.5682 +2025-06-24 15:16:18,761 - pyskl - INFO - Epoch [52][2500/3405] lr: 1.835e-02, eta: 1 day, 19:18:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 3.6505, loss: 3.6505 +2025-06-24 15:17:04,606 - pyskl - INFO - Epoch [52][2600/3405] lr: 1.835e-02, eta: 1 day, 19:17:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 3.5424, loss: 3.5424 +2025-06-24 15:17:50,542 - pyskl - INFO - Epoch [52][2700/3405] lr: 1.834e-02, eta: 1 day, 19:16:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 3.6218, loss: 3.6218 +2025-06-24 15:18:36,460 - pyskl - INFO - Epoch [52][2800/3405] lr: 1.833e-02, eta: 1 day, 19:16:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 3.5344, loss: 3.5344 +2025-06-24 15:19:22,488 - pyskl - INFO - Epoch [52][2900/3405] lr: 1.833e-02, eta: 1 day, 19:15:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 3.8627, loss: 3.8627 +2025-06-24 15:20:08,441 - pyskl - INFO - Epoch [52][3000/3405] lr: 1.832e-02, eta: 1 day, 19:14:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 3.5943, loss: 3.5943 +2025-06-24 15:20:54,295 - pyskl - INFO - Epoch [52][3100/3405] lr: 1.831e-02, eta: 1 day, 19:13:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 3.6942, loss: 3.6942 +2025-06-24 15:21:40,218 - pyskl - INFO - Epoch [52][3200/3405] lr: 1.831e-02, eta: 1 day, 19:12:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9744, loss_cls: 3.5786, loss: 3.5786 +2025-06-24 15:22:26,089 - pyskl - INFO - Epoch [52][3300/3405] lr: 1.830e-02, eta: 1 day, 19:12:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 3.5367, loss: 3.5367 +2025-06-24 15:23:11,967 - pyskl - INFO - Epoch [52][3400/3405] lr: 1.829e-02, eta: 1 day, 19:11:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9613, loss_cls: 3.8148, loss: 3.8148 +2025-06-24 15:23:14,586 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-06-24 15:27:24,471 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 15:27:25,016 - pyskl - INFO - +top1_acc 0.7885 +top5_acc 0.9586 +2025-06-24 15:27:25,039 - pyskl - INFO - Epoch(val) [52][3718] top1_acc: 0.7885, top5_acc: 0.9586 +2025-06-24 15:28:33,430 - pyskl - INFO - Epoch [53][100/3405] lr: 1.828e-02, eta: 1 day, 19:11:01, time: 0.684, data_time: 0.224, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 3.4977, loss: 3.4977 +2025-06-24 15:29:19,389 - pyskl - INFO - Epoch [53][200/3405] lr: 1.828e-02, eta: 1 day, 19:10:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9631, loss_cls: 3.5563, loss: 3.5563 +2025-06-24 15:30:05,213 - pyskl - INFO - Epoch [53][300/3405] lr: 1.827e-02, eta: 1 day, 19:09:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.5304, loss: 3.5304 +2025-06-24 15:30:51,167 - pyskl - INFO - Epoch [53][400/3405] lr: 1.826e-02, eta: 1 day, 19:08:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9650, loss_cls: 3.6046, loss: 3.6046 +2025-06-24 15:31:37,252 - pyskl - INFO - Epoch [53][500/3405] lr: 1.826e-02, eta: 1 day, 19:07:50, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.4768, loss: 3.4768 +2025-06-24 15:32:23,037 - pyskl - INFO - Epoch [53][600/3405] lr: 1.825e-02, eta: 1 day, 19:07:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9844, loss_cls: 3.4954, loss: 3.4954 +2025-06-24 15:33:08,798 - pyskl - INFO - Epoch [53][700/3405] lr: 1.824e-02, eta: 1 day, 19:06:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 3.5736, loss: 3.5736 +2025-06-24 15:33:54,707 - pyskl - INFO - Epoch [53][800/3405] lr: 1.824e-02, eta: 1 day, 19:05:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 3.6074, loss: 3.6074 +2025-06-24 15:34:40,670 - pyskl - INFO - Epoch [53][900/3405] lr: 1.823e-02, eta: 1 day, 19:04:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 3.5663, loss: 3.5663 +2025-06-24 15:35:26,529 - pyskl - INFO - Epoch [53][1000/3405] lr: 1.822e-02, eta: 1 day, 19:03:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 3.6429, loss: 3.6429 +2025-06-24 15:36:12,340 - pyskl - INFO - Epoch [53][1100/3405] lr: 1.822e-02, eta: 1 day, 19:03:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.6154, loss: 3.6154 +2025-06-24 15:36:58,299 - pyskl - INFO - Epoch [53][1200/3405] lr: 1.821e-02, eta: 1 day, 19:02:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9681, loss_cls: 3.5180, loss: 3.5180 +2025-06-24 15:37:44,283 - pyskl - INFO - Epoch [53][1300/3405] lr: 1.820e-02, eta: 1 day, 19:01:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9694, loss_cls: 3.6004, loss: 3.6004 +2025-06-24 15:38:30,097 - pyskl - INFO - Epoch [53][1400/3405] lr: 1.820e-02, eta: 1 day, 19:00:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 3.5871, loss: 3.5871 +2025-06-24 15:39:16,069 - pyskl - INFO - Epoch [53][1500/3405] lr: 1.819e-02, eta: 1 day, 18:59:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.7229, loss: 3.7229 +2025-06-24 15:40:02,103 - pyskl - INFO - Epoch [53][1600/3405] lr: 1.818e-02, eta: 1 day, 18:59:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.5970, loss: 3.5970 +2025-06-24 15:40:48,154 - pyskl - INFO - Epoch [53][1700/3405] lr: 1.818e-02, eta: 1 day, 18:58:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.6041, loss: 3.6041 +2025-06-24 15:41:33,966 - pyskl - INFO - Epoch [53][1800/3405] lr: 1.817e-02, eta: 1 day, 18:57:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.5301, loss: 3.5301 +2025-06-24 15:42:19,931 - pyskl - INFO - Epoch [53][1900/3405] lr: 1.816e-02, eta: 1 day, 18:56:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9694, loss_cls: 3.5407, loss: 3.5407 +2025-06-24 15:43:05,933 - pyskl - INFO - Epoch [53][2000/3405] lr: 1.815e-02, eta: 1 day, 18:55:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.6912, loss: 3.6912 +2025-06-24 15:43:51,874 - pyskl - INFO - Epoch [53][2100/3405] lr: 1.815e-02, eta: 1 day, 18:55:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 3.6950, loss: 3.6950 +2025-06-24 15:44:37,823 - pyskl - INFO - Epoch [53][2200/3405] lr: 1.814e-02, eta: 1 day, 18:54:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 3.6433, loss: 3.6433 +2025-06-24 15:45:23,895 - pyskl - INFO - Epoch [53][2300/3405] lr: 1.813e-02, eta: 1 day, 18:53:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 3.5035, loss: 3.5035 +2025-06-24 15:46:09,803 - pyskl - INFO - Epoch [53][2400/3405] lr: 1.813e-02, eta: 1 day, 18:52:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 3.7465, loss: 3.7465 +2025-06-24 15:46:55,541 - pyskl - INFO - Epoch [53][2500/3405] lr: 1.812e-02, eta: 1 day, 18:51:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 3.6598, loss: 3.6598 +2025-06-24 15:47:41,322 - pyskl - INFO - Epoch [53][2600/3405] lr: 1.811e-02, eta: 1 day, 18:51:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 3.6391, loss: 3.6391 +2025-06-24 15:48:27,074 - pyskl - INFO - Epoch [53][2700/3405] lr: 1.811e-02, eta: 1 day, 18:50:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.5320, loss: 3.5320 +2025-06-24 15:49:13,003 - pyskl - INFO - Epoch [53][2800/3405] lr: 1.810e-02, eta: 1 day, 18:49:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.6260, loss: 3.6260 +2025-06-24 15:49:58,845 - pyskl - INFO - Epoch [53][2900/3405] lr: 1.809e-02, eta: 1 day, 18:48:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9644, loss_cls: 3.7111, loss: 3.7111 +2025-06-24 15:50:44,633 - pyskl - INFO - Epoch [53][3000/3405] lr: 1.809e-02, eta: 1 day, 18:47:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9613, loss_cls: 3.5904, loss: 3.5904 +2025-06-24 15:51:30,391 - pyskl - INFO - Epoch [53][3100/3405] lr: 1.808e-02, eta: 1 day, 18:47:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 3.6240, loss: 3.6240 +2025-06-24 15:52:16,104 - pyskl - INFO - Epoch [53][3200/3405] lr: 1.807e-02, eta: 1 day, 18:46:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 3.5023, loss: 3.5023 +2025-06-24 15:53:01,815 - pyskl - INFO - Epoch [53][3300/3405] lr: 1.807e-02, eta: 1 day, 18:45:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 3.7169, loss: 3.7169 +2025-06-24 15:53:47,540 - pyskl - INFO - Epoch [53][3400/3405] lr: 1.806e-02, eta: 1 day, 18:44:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.6281, loss: 3.6281 +2025-06-24 15:53:50,136 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-06-24 15:58:03,526 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 15:58:04,054 - pyskl - INFO - +top1_acc 0.7607 +top5_acc 0.9500 +2025-06-24 15:58:04,074 - pyskl - INFO - Epoch(val) [53][3718] top1_acc: 0.7607, top5_acc: 0.9500 +2025-06-24 15:59:12,301 - pyskl - INFO - Epoch [54][100/3405] lr: 1.805e-02, eta: 1 day, 18:44:26, time: 0.682, data_time: 0.223, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 3.3713, loss: 3.3713 +2025-06-24 15:59:58,401 - pyskl - INFO - Epoch [54][200/3405] lr: 1.804e-02, eta: 1 day, 18:43:39, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 3.4259, loss: 3.4259 +2025-06-24 16:00:44,611 - pyskl - INFO - Epoch [54][300/3405] lr: 1.804e-02, eta: 1 day, 18:42:51, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 3.3709, loss: 3.3709 +2025-06-24 16:01:30,748 - pyskl - INFO - Epoch [54][400/3405] lr: 1.803e-02, eta: 1 day, 18:42:04, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 3.5428, loss: 3.5428 +2025-06-24 16:02:16,934 - pyskl - INFO - Epoch [54][500/3405] lr: 1.802e-02, eta: 1 day, 18:41:17, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9675, loss_cls: 3.6133, loss: 3.6133 +2025-06-24 16:03:03,021 - pyskl - INFO - Epoch [54][600/3405] lr: 1.802e-02, eta: 1 day, 18:40:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 3.5291, loss: 3.5291 +2025-06-24 16:03:49,047 - pyskl - INFO - Epoch [54][700/3405] lr: 1.801e-02, eta: 1 day, 18:39:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 3.5692, loss: 3.5692 +2025-06-24 16:04:35,097 - pyskl - INFO - Epoch [54][800/3405] lr: 1.800e-02, eta: 1 day, 18:38:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 3.6155, loss: 3.6155 +2025-06-24 16:05:21,156 - pyskl - INFO - Epoch [54][900/3405] lr: 1.800e-02, eta: 1 day, 18:38:06, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.5704, loss: 3.5704 +2025-06-24 16:06:07,152 - pyskl - INFO - Epoch [54][1000/3405] lr: 1.799e-02, eta: 1 day, 18:37:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9650, loss_cls: 3.6013, loss: 3.6013 +2025-06-24 16:06:53,099 - pyskl - INFO - Epoch [54][1100/3405] lr: 1.798e-02, eta: 1 day, 18:36:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 3.5178, loss: 3.5178 +2025-06-24 16:07:39,031 - pyskl - INFO - Epoch [54][1200/3405] lr: 1.798e-02, eta: 1 day, 18:35:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.6344, loss: 3.6344 +2025-06-24 16:08:25,044 - pyskl - INFO - Epoch [54][1300/3405] lr: 1.797e-02, eta: 1 day, 18:34:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 3.5231, loss: 3.5231 +2025-06-24 16:09:10,988 - pyskl - INFO - Epoch [54][1400/3405] lr: 1.796e-02, eta: 1 day, 18:34:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 3.6119, loss: 3.6119 +2025-06-24 16:09:56,945 - pyskl - INFO - Epoch [54][1500/3405] lr: 1.795e-02, eta: 1 day, 18:33:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.6330, loss: 3.6330 +2025-06-24 16:10:42,820 - pyskl - INFO - Epoch [54][1600/3405] lr: 1.795e-02, eta: 1 day, 18:32:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.5845, loss: 3.5845 +2025-06-24 16:11:28,731 - pyskl - INFO - Epoch [54][1700/3405] lr: 1.794e-02, eta: 1 day, 18:31:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 3.5552, loss: 3.5552 +2025-06-24 16:12:14,671 - pyskl - INFO - Epoch [54][1800/3405] lr: 1.793e-02, eta: 1 day, 18:30:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.6628, loss: 3.6628 +2025-06-24 16:13:00,603 - pyskl - INFO - Epoch [54][1900/3405] lr: 1.793e-02, eta: 1 day, 18:30:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9663, loss_cls: 3.6460, loss: 3.6460 +2025-06-24 16:13:46,535 - pyskl - INFO - Epoch [54][2000/3405] lr: 1.792e-02, eta: 1 day, 18:29:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 3.7293, loss: 3.7293 +2025-06-24 16:14:32,450 - pyskl - INFO - Epoch [54][2100/3405] lr: 1.791e-02, eta: 1 day, 18:28:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 3.5830, loss: 3.5830 +2025-06-24 16:15:18,382 - pyskl - INFO - Epoch [54][2200/3405] lr: 1.791e-02, eta: 1 day, 18:27:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.6342, loss: 3.6342 +2025-06-24 16:16:04,261 - pyskl - INFO - Epoch [54][2300/3405] lr: 1.790e-02, eta: 1 day, 18:26:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 3.6702, loss: 3.6702 +2025-06-24 16:16:50,116 - pyskl - INFO - Epoch [54][2400/3405] lr: 1.789e-02, eta: 1 day, 18:26:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.4617, loss: 3.4617 +2025-06-24 16:17:35,954 - pyskl - INFO - Epoch [54][2500/3405] lr: 1.789e-02, eta: 1 day, 18:25:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 3.5611, loss: 3.5611 +2025-06-24 16:18:21,867 - pyskl - INFO - Epoch [54][2600/3405] lr: 1.788e-02, eta: 1 day, 18:24:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.7132, loss: 3.7132 +2025-06-24 16:19:07,755 - pyskl - INFO - Epoch [54][2700/3405] lr: 1.787e-02, eta: 1 day, 18:23:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 3.5836, loss: 3.5836 +2025-06-24 16:19:53,686 - pyskl - INFO - Epoch [54][2800/3405] lr: 1.786e-02, eta: 1 day, 18:22:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 3.5759, loss: 3.5759 +2025-06-24 16:20:39,606 - pyskl - INFO - Epoch [54][2900/3405] lr: 1.786e-02, eta: 1 day, 18:22:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 3.5732, loss: 3.5732 +2025-06-24 16:21:25,561 - pyskl - INFO - Epoch [54][3000/3405] lr: 1.785e-02, eta: 1 day, 18:21:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 3.5108, loss: 3.5108 +2025-06-24 16:22:11,475 - pyskl - INFO - Epoch [54][3100/3405] lr: 1.784e-02, eta: 1 day, 18:20:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.4236, loss: 3.4236 +2025-06-24 16:22:57,324 - pyskl - INFO - Epoch [54][3200/3405] lr: 1.784e-02, eta: 1 day, 18:19:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 3.5561, loss: 3.5561 +2025-06-24 16:23:43,137 - pyskl - INFO - Epoch [54][3300/3405] lr: 1.783e-02, eta: 1 day, 18:18:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 3.7562, loss: 3.7562 +2025-06-24 16:24:28,989 - pyskl - INFO - Epoch [54][3400/3405] lr: 1.782e-02, eta: 1 day, 18:18:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 3.6693, loss: 3.6693 +2025-06-24 16:24:31,668 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-06-24 16:28:42,263 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 16:28:42,797 - pyskl - INFO - +top1_acc 0.7935 +top5_acc 0.9556 +2025-06-24 16:28:42,817 - pyskl - INFO - Epoch(val) [54][3718] top1_acc: 0.7935, top5_acc: 0.9556 +2025-06-24 16:29:51,373 - pyskl - INFO - Epoch [55][100/3405] lr: 1.782e-02, eta: 1 day, 18:17:57, time: 0.686, data_time: 0.227, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 3.5252, loss: 3.5252 +2025-06-24 16:30:37,244 - pyskl - INFO - Epoch [55][200/3405] lr: 1.781e-02, eta: 1 day, 18:17:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 3.5810, loss: 3.5810 +2025-06-24 16:31:23,122 - pyskl - INFO - Epoch [55][300/3405] lr: 1.780e-02, eta: 1 day, 18:16:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 3.5319, loss: 3.5319 +2025-06-24 16:32:09,032 - pyskl - INFO - Epoch [55][400/3405] lr: 1.779e-02, eta: 1 day, 18:15:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.5406, loss: 3.5406 +2025-06-24 16:32:54,861 - pyskl - INFO - Epoch [55][500/3405] lr: 1.779e-02, eta: 1 day, 18:14:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9788, loss_cls: 3.5443, loss: 3.5443 +2025-06-24 16:33:40,831 - pyskl - INFO - Epoch [55][600/3405] lr: 1.778e-02, eta: 1 day, 18:13:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 3.6236, loss: 3.6236 +2025-06-24 16:34:26,707 - pyskl - INFO - Epoch [55][700/3405] lr: 1.777e-02, eta: 1 day, 18:13:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.5756, loss: 3.5756 +2025-06-24 16:35:12,652 - pyskl - INFO - Epoch [55][800/3405] lr: 1.777e-02, eta: 1 day, 18:12:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9725, loss_cls: 3.4401, loss: 3.4401 +2025-06-24 16:35:58,535 - pyskl - INFO - Epoch [55][900/3405] lr: 1.776e-02, eta: 1 day, 18:11:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 3.4775, loss: 3.4775 +2025-06-24 16:36:44,421 - pyskl - INFO - Epoch [55][1000/3405] lr: 1.775e-02, eta: 1 day, 18:10:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9663, loss_cls: 3.5647, loss: 3.5647 +2025-06-24 16:37:30,261 - pyskl - INFO - Epoch [55][1100/3405] lr: 1.775e-02, eta: 1 day, 18:09:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.4106, loss: 3.4106 +2025-06-24 16:38:16,092 - pyskl - INFO - Epoch [55][1200/3405] lr: 1.774e-02, eta: 1 day, 18:09:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 3.8364, loss: 3.8364 +2025-06-24 16:39:01,962 - pyskl - INFO - Epoch [55][1300/3405] lr: 1.773e-02, eta: 1 day, 18:08:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 3.5622, loss: 3.5622 +2025-06-24 16:39:47,784 - pyskl - INFO - Epoch [55][1400/3405] lr: 1.772e-02, eta: 1 day, 18:07:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 3.7269, loss: 3.7269 +2025-06-24 16:40:33,600 - pyskl - INFO - Epoch [55][1500/3405] lr: 1.772e-02, eta: 1 day, 18:06:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 3.5641, loss: 3.5641 +2025-06-24 16:41:19,453 - pyskl - INFO - Epoch [55][1600/3405] lr: 1.771e-02, eta: 1 day, 18:05:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.4629, loss: 3.4629 +2025-06-24 16:42:05,288 - pyskl - INFO - Epoch [55][1700/3405] lr: 1.770e-02, eta: 1 day, 18:05:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 3.4457, loss: 3.4457 +2025-06-24 16:42:51,121 - pyskl - INFO - Epoch [55][1800/3405] lr: 1.770e-02, eta: 1 day, 18:04:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.5487, loss: 3.5487 +2025-06-24 16:43:36,974 - pyskl - INFO - Epoch [55][1900/3405] lr: 1.769e-02, eta: 1 day, 18:03:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 3.6363, loss: 3.6363 +2025-06-24 16:44:22,813 - pyskl - INFO - Epoch [55][2000/3405] lr: 1.768e-02, eta: 1 day, 18:02:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 3.5639, loss: 3.5639 +2025-06-24 16:45:08,791 - pyskl - INFO - Epoch [55][2100/3405] lr: 1.768e-02, eta: 1 day, 18:01:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 3.6349, loss: 3.6349 +2025-06-24 16:45:54,866 - pyskl - INFO - Epoch [55][2200/3405] lr: 1.767e-02, eta: 1 day, 18:01:12, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.4775, loss: 3.4775 +2025-06-24 16:46:40,587 - pyskl - INFO - Epoch [55][2300/3405] lr: 1.766e-02, eta: 1 day, 18:00:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9750, loss_cls: 3.3720, loss: 3.3720 +2025-06-24 16:47:26,407 - pyskl - INFO - Epoch [55][2400/3405] lr: 1.765e-02, eta: 1 day, 17:59:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 3.6111, loss: 3.6111 +2025-06-24 16:48:12,374 - pyskl - INFO - Epoch [55][2500/3405] lr: 1.765e-02, eta: 1 day, 17:58:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.5592, loss: 3.5592 +2025-06-24 16:48:58,174 - pyskl - INFO - Epoch [55][2600/3405] lr: 1.764e-02, eta: 1 day, 17:58:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 3.7409, loss: 3.7409 +2025-06-24 16:49:44,021 - pyskl - INFO - Epoch [55][2700/3405] lr: 1.763e-02, eta: 1 day, 17:57:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 3.5164, loss: 3.5164 +2025-06-24 16:50:30,099 - pyskl - INFO - Epoch [55][2800/3405] lr: 1.763e-02, eta: 1 day, 17:56:25, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.4725, loss: 3.4725 +2025-06-24 16:51:16,258 - pyskl - INFO - Epoch [55][2900/3405] lr: 1.762e-02, eta: 1 day, 17:55:37, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9619, loss_cls: 3.6807, loss: 3.6807 +2025-06-24 16:52:02,184 - pyskl - INFO - Epoch [55][3000/3405] lr: 1.761e-02, eta: 1 day, 17:54:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 3.4954, loss: 3.4954 +2025-06-24 16:52:48,002 - pyskl - INFO - Epoch [55][3100/3405] lr: 1.761e-02, eta: 1 day, 17:54:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9613, loss_cls: 3.7042, loss: 3.7042 +2025-06-24 16:53:33,803 - pyskl - INFO - Epoch [55][3200/3405] lr: 1.760e-02, eta: 1 day, 17:53:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 3.4878, loss: 3.4878 +2025-06-24 16:54:19,609 - pyskl - INFO - Epoch [55][3300/3405] lr: 1.759e-02, eta: 1 day, 17:52:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9744, loss_cls: 3.6216, loss: 3.6216 +2025-06-24 16:55:05,429 - pyskl - INFO - Epoch [55][3400/3405] lr: 1.758e-02, eta: 1 day, 17:51:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.4125, loss: 3.4125 +2025-06-24 16:55:08,061 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-06-24 17:13:53,519 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 17:13:54,061 - pyskl - INFO - +top1_acc 0.7603 +top5_acc 0.9529 +2025-06-24 17:13:54,082 - pyskl - INFO - Epoch(val) [55][3718] top1_acc: 0.7603, top5_acc: 0.9529 +2025-06-24 17:15:02,159 - pyskl - INFO - Epoch [56][100/3405] lr: 1.758e-02, eta: 1 day, 17:51:22, time: 0.681, data_time: 0.223, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9812, loss_cls: 3.5770, loss: 3.5770 +2025-06-24 17:15:47,987 - pyskl - INFO - Epoch [56][200/3405] lr: 1.757e-02, eta: 1 day, 17:50:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 3.4877, loss: 3.4877 +2025-06-24 17:16:33,812 - pyskl - INFO - Epoch [56][300/3405] lr: 1.756e-02, eta: 1 day, 17:49:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.4759, loss: 3.4759 +2025-06-24 17:17:19,672 - pyskl - INFO - Epoch [56][400/3405] lr: 1.756e-02, eta: 1 day, 17:48:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9825, loss_cls: 3.4176, loss: 3.4176 +2025-06-24 17:18:05,562 - pyskl - INFO - Epoch [56][500/3405] lr: 1.755e-02, eta: 1 day, 17:48:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.4923, loss: 3.4923 +2025-06-24 17:18:51,390 - pyskl - INFO - Epoch [56][600/3405] lr: 1.754e-02, eta: 1 day, 17:47:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 3.4233, loss: 3.4233 +2025-06-24 17:19:37,241 - pyskl - INFO - Epoch [56][700/3405] lr: 1.754e-02, eta: 1 day, 17:46:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.7124, loss: 3.7124 +2025-06-24 17:20:23,116 - pyskl - INFO - Epoch [56][800/3405] lr: 1.753e-02, eta: 1 day, 17:45:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 3.5545, loss: 3.5545 +2025-06-24 17:21:08,988 - pyskl - INFO - Epoch [56][900/3405] lr: 1.752e-02, eta: 1 day, 17:44:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 3.5281, loss: 3.5281 +2025-06-24 17:21:54,872 - pyskl - INFO - Epoch [56][1000/3405] lr: 1.751e-02, eta: 1 day, 17:44:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 3.5382, loss: 3.5382 +2025-06-24 17:22:40,699 - pyskl - INFO - Epoch [56][1100/3405] lr: 1.751e-02, eta: 1 day, 17:43:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 3.6382, loss: 3.6382 +2025-06-24 17:23:26,575 - pyskl - INFO - Epoch [56][1200/3405] lr: 1.750e-02, eta: 1 day, 17:42:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 3.5149, loss: 3.5149 +2025-06-24 17:24:12,365 - pyskl - INFO - Epoch [56][1300/3405] lr: 1.749e-02, eta: 1 day, 17:41:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.4795, loss: 3.4795 +2025-06-24 17:24:58,226 - pyskl - INFO - Epoch [56][1400/3405] lr: 1.749e-02, eta: 1 day, 17:41:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 3.6532, loss: 3.6532 +2025-06-24 17:25:44,060 - pyskl - INFO - Epoch [56][1500/3405] lr: 1.748e-02, eta: 1 day, 17:40:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 3.6383, loss: 3.6383 +2025-06-24 17:26:30,011 - pyskl - INFO - Epoch [56][1600/3405] lr: 1.747e-02, eta: 1 day, 17:39:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9644, loss_cls: 3.5801, loss: 3.5801 +2025-06-24 17:27:15,895 - pyskl - INFO - Epoch [56][1700/3405] lr: 1.746e-02, eta: 1 day, 17:38:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9637, loss_cls: 3.6408, loss: 3.6408 +2025-06-24 17:28:01,844 - pyskl - INFO - Epoch [56][1800/3405] lr: 1.746e-02, eta: 1 day, 17:37:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.4962, loss: 3.4962 +2025-06-24 17:28:48,097 - pyskl - INFO - Epoch [56][1900/3405] lr: 1.745e-02, eta: 1 day, 17:37:02, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9681, loss_cls: 3.6064, loss: 3.6064 +2025-06-24 17:29:34,332 - pyskl - INFO - Epoch [56][2000/3405] lr: 1.744e-02, eta: 1 day, 17:36:14, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9706, loss_cls: 3.6465, loss: 3.6465 +2025-06-24 17:30:20,320 - pyskl - INFO - Epoch [56][2100/3405] lr: 1.744e-02, eta: 1 day, 17:35:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 3.5280, loss: 3.5280 +2025-06-24 17:31:06,237 - pyskl - INFO - Epoch [56][2200/3405] lr: 1.743e-02, eta: 1 day, 17:34:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.4640, loss: 3.4640 +2025-06-24 17:31:51,995 - pyskl - INFO - Epoch [56][2300/3405] lr: 1.742e-02, eta: 1 day, 17:33:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 3.5361, loss: 3.5361 +2025-06-24 17:32:37,904 - pyskl - INFO - Epoch [56][2400/3405] lr: 1.742e-02, eta: 1 day, 17:33:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.5088, loss: 3.5088 +2025-06-24 17:33:23,781 - pyskl - INFO - Epoch [56][2500/3405] lr: 1.741e-02, eta: 1 day, 17:32:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9656, loss_cls: 3.6472, loss: 3.6472 +2025-06-24 17:34:09,688 - pyskl - INFO - Epoch [56][2600/3405] lr: 1.740e-02, eta: 1 day, 17:31:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9631, loss_cls: 3.6730, loss: 3.6730 +2025-06-24 17:34:55,539 - pyskl - INFO - Epoch [56][2700/3405] lr: 1.739e-02, eta: 1 day, 17:30:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 3.5029, loss: 3.5029 +2025-06-24 17:35:41,543 - pyskl - INFO - Epoch [56][2800/3405] lr: 1.739e-02, eta: 1 day, 17:29:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9812, loss_cls: 3.4244, loss: 3.4244 +2025-06-24 17:36:27,524 - pyskl - INFO - Epoch [56][2900/3405] lr: 1.738e-02, eta: 1 day, 17:29:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 3.5639, loss: 3.5639 +2025-06-24 17:37:13,645 - pyskl - INFO - Epoch [56][3000/3405] lr: 1.737e-02, eta: 1 day, 17:28:17, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.3844, loss: 3.3844 +2025-06-24 17:37:59,657 - pyskl - INFO - Epoch [56][3100/3405] lr: 1.737e-02, eta: 1 day, 17:27:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 3.5554, loss: 3.5554 +2025-06-24 17:38:45,620 - pyskl - INFO - Epoch [56][3200/3405] lr: 1.736e-02, eta: 1 day, 17:26:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9594, loss_cls: 3.6058, loss: 3.6058 +2025-06-24 17:39:31,628 - pyskl - INFO - Epoch [56][3300/3405] lr: 1.735e-02, eta: 1 day, 17:25:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.5370, loss: 3.5370 +2025-06-24 17:40:17,502 - pyskl - INFO - Epoch [56][3400/3405] lr: 1.734e-02, eta: 1 day, 17:25:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9775, loss_cls: 3.4924, loss: 3.4924 +2025-06-24 17:40:20,097 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-06-24 17:44:30,099 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 17:44:30,642 - pyskl - INFO - +top1_acc 0.7887 +top5_acc 0.9586 +2025-06-24 17:44:30,665 - pyskl - INFO - Epoch(val) [56][3718] top1_acc: 0.7887, top5_acc: 0.9586 +2025-06-24 17:45:38,921 - pyskl - INFO - Epoch [57][100/3405] lr: 1.734e-02, eta: 1 day, 17:24:50, time: 0.683, data_time: 0.223, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9769, loss_cls: 3.6042, loss: 3.6042 +2025-06-24 17:46:24,889 - pyskl - INFO - Epoch [57][200/3405] lr: 1.733e-02, eta: 1 day, 17:24:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 3.3718, loss: 3.3718 +2025-06-24 17:47:10,845 - pyskl - INFO - Epoch [57][300/3405] lr: 1.732e-02, eta: 1 day, 17:23:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 3.4629, loss: 3.4629 +2025-06-24 17:47:56,773 - pyskl - INFO - Epoch [57][400/3405] lr: 1.732e-02, eta: 1 day, 17:22:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.5264, loss: 3.5264 +2025-06-24 17:48:42,726 - pyskl - INFO - Epoch [57][500/3405] lr: 1.731e-02, eta: 1 day, 17:21:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.5310, loss: 3.5310 +2025-06-24 17:49:28,646 - pyskl - INFO - Epoch [57][600/3405] lr: 1.730e-02, eta: 1 day, 17:20:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 3.4584, loss: 3.4584 +2025-06-24 17:50:14,574 - pyskl - INFO - Epoch [57][700/3405] lr: 1.729e-02, eta: 1 day, 17:20:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 3.3819, loss: 3.3819 +2025-06-24 17:51:00,541 - pyskl - INFO - Epoch [57][800/3405] lr: 1.729e-02, eta: 1 day, 17:19:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.4507, loss: 3.4507 +2025-06-24 17:51:46,422 - pyskl - INFO - Epoch [57][900/3405] lr: 1.728e-02, eta: 1 day, 17:18:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 3.5551, loss: 3.5551 +2025-06-24 17:52:32,366 - pyskl - INFO - Epoch [57][1000/3405] lr: 1.727e-02, eta: 1 day, 17:17:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 3.5182, loss: 3.5182 +2025-06-24 17:53:18,320 - pyskl - INFO - Epoch [57][1100/3405] lr: 1.727e-02, eta: 1 day, 17:16:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 3.6234, loss: 3.6234 +2025-06-24 17:54:04,258 - pyskl - INFO - Epoch [57][1200/3405] lr: 1.726e-02, eta: 1 day, 17:16:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9819, loss_cls: 3.4422, loss: 3.4422 +2025-06-24 17:54:50,198 - pyskl - INFO - Epoch [57][1300/3405] lr: 1.725e-02, eta: 1 day, 17:15:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 3.5688, loss: 3.5688 +2025-06-24 17:55:36,166 - pyskl - INFO - Epoch [57][1400/3405] lr: 1.724e-02, eta: 1 day, 17:14:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.5093, loss: 3.5093 +2025-06-24 17:56:22,304 - pyskl - INFO - Epoch [57][1500/3405] lr: 1.724e-02, eta: 1 day, 17:13:43, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 3.4192, loss: 3.4192 +2025-06-24 17:57:08,322 - pyskl - INFO - Epoch [57][1600/3405] lr: 1.723e-02, eta: 1 day, 17:12:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.5750, loss: 3.5750 +2025-06-24 17:57:54,318 - pyskl - INFO - Epoch [57][1700/3405] lr: 1.722e-02, eta: 1 day, 17:12:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 3.5375, loss: 3.5375 +2025-06-24 17:58:40,558 - pyskl - INFO - Epoch [57][1800/3405] lr: 1.722e-02, eta: 1 day, 17:11:21, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 3.4218, loss: 3.4218 +2025-06-24 17:59:26,576 - pyskl - INFO - Epoch [57][1900/3405] lr: 1.721e-02, eta: 1 day, 17:10:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.5636, loss: 3.5636 +2025-06-24 18:00:12,663 - pyskl - INFO - Epoch [57][2000/3405] lr: 1.720e-02, eta: 1 day, 17:09:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 3.7143, loss: 3.7143 +2025-06-24 18:00:58,711 - pyskl - INFO - Epoch [57][2100/3405] lr: 1.719e-02, eta: 1 day, 17:08:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.4984, loss: 3.4984 +2025-06-24 18:01:44,710 - pyskl - INFO - Epoch [57][2200/3405] lr: 1.719e-02, eta: 1 day, 17:08:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 3.5660, loss: 3.5660 +2025-06-24 18:02:30,818 - pyskl - INFO - Epoch [57][2300/3405] lr: 1.718e-02, eta: 1 day, 17:07:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9675, loss_cls: 3.6087, loss: 3.6087 +2025-06-24 18:03:16,832 - pyskl - INFO - Epoch [57][2400/3405] lr: 1.717e-02, eta: 1 day, 17:06:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9738, loss_cls: 3.4894, loss: 3.4894 +2025-06-24 18:04:02,757 - pyskl - INFO - Epoch [57][2500/3405] lr: 1.717e-02, eta: 1 day, 17:05:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 3.5007, loss: 3.5007 +2025-06-24 18:04:48,710 - pyskl - INFO - Epoch [57][2600/3405] lr: 1.716e-02, eta: 1 day, 17:05:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.4582, loss: 3.4582 +2025-06-24 18:05:34,687 - pyskl - INFO - Epoch [57][2700/3405] lr: 1.715e-02, eta: 1 day, 17:04:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 3.5188, loss: 3.5188 +2025-06-24 18:06:20,693 - pyskl - INFO - Epoch [57][2800/3405] lr: 1.714e-02, eta: 1 day, 17:03:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 3.6888, loss: 3.6888 +2025-06-24 18:07:06,643 - pyskl - INFO - Epoch [57][2900/3405] lr: 1.714e-02, eta: 1 day, 17:02:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 3.5985, loss: 3.5985 +2025-06-24 18:07:52,646 - pyskl - INFO - Epoch [57][3000/3405] lr: 1.713e-02, eta: 1 day, 17:01:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 3.5350, loss: 3.5350 +2025-06-24 18:08:38,753 - pyskl - INFO - Epoch [57][3100/3405] lr: 1.712e-02, eta: 1 day, 17:01:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 3.5481, loss: 3.5481 +2025-06-24 18:09:24,911 - pyskl - INFO - Epoch [57][3200/3405] lr: 1.712e-02, eta: 1 day, 17:00:16, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.4350, loss: 3.4350 +2025-06-24 18:10:10,955 - pyskl - INFO - Epoch [57][3300/3405] lr: 1.711e-02, eta: 1 day, 16:59:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 3.5049, loss: 3.5049 +2025-06-24 18:10:57,188 - pyskl - INFO - Epoch [57][3400/3405] lr: 1.710e-02, eta: 1 day, 16:58:41, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 3.5050, loss: 3.5050 +2025-06-24 18:10:59,787 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-06-24 18:15:12,899 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 18:15:13,497 - pyskl - INFO - +top1_acc 0.7721 +top5_acc 0.9551 +2025-06-24 18:15:13,518 - pyskl - INFO - Epoch(val) [57][3718] top1_acc: 0.7721, top5_acc: 0.9551 +2025-06-24 18:16:21,610 - pyskl - INFO - Epoch [58][100/3405] lr: 1.709e-02, eta: 1 day, 16:58:23, time: 0.681, data_time: 0.221, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 3.4024, loss: 3.4024 +2025-06-24 18:17:07,647 - pyskl - INFO - Epoch [58][200/3405] lr: 1.709e-02, eta: 1 day, 16:57:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 3.4183, loss: 3.4183 +2025-06-24 18:17:53,650 - pyskl - INFO - Epoch [58][300/3405] lr: 1.708e-02, eta: 1 day, 16:56:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 3.4790, loss: 3.4790 +2025-06-24 18:18:39,692 - pyskl - INFO - Epoch [58][400/3405] lr: 1.707e-02, eta: 1 day, 16:56:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 3.4672, loss: 3.4672 +2025-06-24 18:19:25,782 - pyskl - INFO - Epoch [58][500/3405] lr: 1.707e-02, eta: 1 day, 16:55:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 3.4586, loss: 3.4586 +2025-06-24 18:20:11,753 - pyskl - INFO - Epoch [58][600/3405] lr: 1.706e-02, eta: 1 day, 16:54:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9838, loss_cls: 3.3194, loss: 3.3194 +2025-06-24 18:20:57,795 - pyskl - INFO - Epoch [58][700/3405] lr: 1.705e-02, eta: 1 day, 16:53:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 3.5525, loss: 3.5525 +2025-06-24 18:21:43,809 - pyskl - INFO - Epoch [58][800/3405] lr: 1.704e-02, eta: 1 day, 16:52:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9675, loss_cls: 3.5376, loss: 3.5376 +2025-06-24 18:22:29,847 - pyskl - INFO - Epoch [58][900/3405] lr: 1.704e-02, eta: 1 day, 16:52:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 3.5388, loss: 3.5388 +2025-06-24 18:23:15,878 - pyskl - INFO - Epoch [58][1000/3405] lr: 1.703e-02, eta: 1 day, 16:51:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 3.6191, loss: 3.6191 +2025-06-24 18:24:01,883 - pyskl - INFO - Epoch [58][1100/3405] lr: 1.702e-02, eta: 1 day, 16:50:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.5384, loss: 3.5384 +2025-06-24 18:24:47,859 - pyskl - INFO - Epoch [58][1200/3405] lr: 1.702e-02, eta: 1 day, 16:49:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 3.4500, loss: 3.4500 +2025-06-24 18:25:34,033 - pyskl - INFO - Epoch [58][1300/3405] lr: 1.701e-02, eta: 1 day, 16:48:53, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.5815, loss: 3.5815 +2025-06-24 18:26:20,196 - pyskl - INFO - Epoch [58][1400/3405] lr: 1.700e-02, eta: 1 day, 16:48:06, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 3.4974, loss: 3.4974 +2025-06-24 18:27:06,322 - pyskl - INFO - Epoch [58][1500/3405] lr: 1.699e-02, eta: 1 day, 16:47:19, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.6039, loss: 3.6039 +2025-06-24 18:27:52,377 - pyskl - INFO - Epoch [58][1600/3405] lr: 1.699e-02, eta: 1 day, 16:46:31, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.4584, loss: 3.4584 +2025-06-24 18:28:38,396 - pyskl - INFO - Epoch [58][1700/3405] lr: 1.698e-02, eta: 1 day, 16:45:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.3510, loss: 3.3510 +2025-06-24 18:29:24,426 - pyskl - INFO - Epoch [58][1800/3405] lr: 1.697e-02, eta: 1 day, 16:44:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 3.6301, loss: 3.6301 +2025-06-24 18:30:10,423 - pyskl - INFO - Epoch [58][1900/3405] lr: 1.697e-02, eta: 1 day, 16:44:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9669, loss_cls: 3.4910, loss: 3.4910 +2025-06-24 18:30:56,315 - pyskl - INFO - Epoch [58][2000/3405] lr: 1.696e-02, eta: 1 day, 16:43:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9675, loss_cls: 3.5077, loss: 3.5077 +2025-06-24 18:31:42,290 - pyskl - INFO - Epoch [58][2100/3405] lr: 1.695e-02, eta: 1 day, 16:42:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9800, loss_cls: 3.5406, loss: 3.5406 +2025-06-24 18:32:28,185 - pyskl - INFO - Epoch [58][2200/3405] lr: 1.694e-02, eta: 1 day, 16:41:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 3.5059, loss: 3.5059 +2025-06-24 18:33:14,087 - pyskl - INFO - Epoch [58][2300/3405] lr: 1.694e-02, eta: 1 day, 16:40:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9781, loss_cls: 3.4403, loss: 3.4403 +2025-06-24 18:33:59,932 - pyskl - INFO - Epoch [58][2400/3405] lr: 1.693e-02, eta: 1 day, 16:40:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.5486, loss: 3.5486 +2025-06-24 18:34:45,751 - pyskl - INFO - Epoch [58][2500/3405] lr: 1.692e-02, eta: 1 day, 16:39:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.5572, loss: 3.5572 +2025-06-24 18:35:31,628 - pyskl - INFO - Epoch [58][2600/3405] lr: 1.692e-02, eta: 1 day, 16:38:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 3.3486, loss: 3.3486 +2025-06-24 18:36:17,465 - pyskl - INFO - Epoch [58][2700/3405] lr: 1.691e-02, eta: 1 day, 16:37:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 3.4776, loss: 3.4776 +2025-06-24 18:37:03,295 - pyskl - INFO - Epoch [58][2800/3405] lr: 1.690e-02, eta: 1 day, 16:36:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.6712, loss: 3.6712 +2025-06-24 18:37:49,103 - pyskl - INFO - Epoch [58][2900/3405] lr: 1.689e-02, eta: 1 day, 16:36:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.4270, loss: 3.4270 +2025-06-24 18:38:34,940 - pyskl - INFO - Epoch [58][3000/3405] lr: 1.689e-02, eta: 1 day, 16:35:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.6518, loss: 3.6518 +2025-06-24 18:39:20,780 - pyskl - INFO - Epoch [58][3100/3405] lr: 1.688e-02, eta: 1 day, 16:34:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 3.5165, loss: 3.5165 +2025-06-24 18:40:06,635 - pyskl - INFO - Epoch [58][3200/3405] lr: 1.687e-02, eta: 1 day, 16:33:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.4928, loss: 3.4928 +2025-06-24 18:40:52,637 - pyskl - INFO - Epoch [58][3300/3405] lr: 1.686e-02, eta: 1 day, 16:33:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 3.5930, loss: 3.5930 +2025-06-24 18:41:38,651 - pyskl - INFO - Epoch [58][3400/3405] lr: 1.686e-02, eta: 1 day, 16:32:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.4168, loss: 3.4168 +2025-06-24 18:41:41,251 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-06-24 18:45:51,884 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 18:45:52,493 - pyskl - INFO - +top1_acc 0.7709 +top5_acc 0.9495 +2025-06-24 18:45:52,515 - pyskl - INFO - Epoch(val) [58][3718] top1_acc: 0.7709, top5_acc: 0.9495 +2025-06-24 18:47:01,232 - pyskl - INFO - Epoch [59][100/3405] lr: 1.685e-02, eta: 1 day, 16:31:56, time: 0.687, data_time: 0.229, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 3.4313, loss: 3.4313 +2025-06-24 18:47:47,136 - pyskl - INFO - Epoch [59][200/3405] lr: 1.684e-02, eta: 1 day, 16:31:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9881, loss_cls: 3.3263, loss: 3.3263 +2025-06-24 18:48:32,905 - pyskl - INFO - Epoch [59][300/3405] lr: 1.684e-02, eta: 1 day, 16:30:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 3.4593, loss: 3.4593 +2025-06-24 18:49:18,691 - pyskl - INFO - Epoch [59][400/3405] lr: 1.683e-02, eta: 1 day, 16:29:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9712, loss_cls: 3.4467, loss: 3.4467 +2025-06-24 18:50:04,455 - pyskl - INFO - Epoch [59][500/3405] lr: 1.682e-02, eta: 1 day, 16:28:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.6345, loss: 3.6345 +2025-06-24 18:50:50,246 - pyskl - INFO - Epoch [59][600/3405] lr: 1.681e-02, eta: 1 day, 16:27:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 3.5218, loss: 3.5218 +2025-06-24 18:51:36,115 - pyskl - INFO - Epoch [59][700/3405] lr: 1.681e-02, eta: 1 day, 16:27:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.4437, loss: 3.4437 +2025-06-24 18:52:21,913 - pyskl - INFO - Epoch [59][800/3405] lr: 1.680e-02, eta: 1 day, 16:26:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 3.4872, loss: 3.4872 +2025-06-24 18:53:07,704 - pyskl - INFO - Epoch [59][900/3405] lr: 1.679e-02, eta: 1 day, 16:25:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 3.4520, loss: 3.4520 +2025-06-24 18:53:53,599 - pyskl - INFO - Epoch [59][1000/3405] lr: 1.679e-02, eta: 1 day, 16:24:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 3.4156, loss: 3.4156 +2025-06-24 18:54:39,477 - pyskl - INFO - Epoch [59][1100/3405] lr: 1.678e-02, eta: 1 day, 16:23:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 3.5203, loss: 3.5203 +2025-06-24 18:55:25,388 - pyskl - INFO - Epoch [59][1200/3405] lr: 1.677e-02, eta: 1 day, 16:23:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 3.3871, loss: 3.3871 +2025-06-24 18:56:11,316 - pyskl - INFO - Epoch [59][1300/3405] lr: 1.676e-02, eta: 1 day, 16:22:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 3.6274, loss: 3.6274 +2025-06-24 18:56:57,195 - pyskl - INFO - Epoch [59][1400/3405] lr: 1.676e-02, eta: 1 day, 16:21:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9681, loss_cls: 3.5356, loss: 3.5356 +2025-06-24 18:57:43,090 - pyskl - INFO - Epoch [59][1500/3405] lr: 1.675e-02, eta: 1 day, 16:20:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 3.3653, loss: 3.3653 +2025-06-24 18:58:28,893 - pyskl - INFO - Epoch [59][1600/3405] lr: 1.674e-02, eta: 1 day, 16:19:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 3.6512, loss: 3.6512 +2025-06-24 18:59:14,764 - pyskl - INFO - Epoch [59][1700/3405] lr: 1.673e-02, eta: 1 day, 16:19:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.4096, loss: 3.4096 +2025-06-24 19:00:00,585 - pyskl - INFO - Epoch [59][1800/3405] lr: 1.673e-02, eta: 1 day, 16:18:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9775, loss_cls: 3.5827, loss: 3.5827 +2025-06-24 19:00:46,464 - pyskl - INFO - Epoch [59][1900/3405] lr: 1.672e-02, eta: 1 day, 16:17:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.6024, loss: 3.6024 +2025-06-24 19:01:32,344 - pyskl - INFO - Epoch [59][2000/3405] lr: 1.671e-02, eta: 1 day, 16:16:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.5083, loss: 3.5083 +2025-06-24 19:02:18,311 - pyskl - INFO - Epoch [59][2100/3405] lr: 1.671e-02, eta: 1 day, 16:16:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 3.4400, loss: 3.4400 +2025-06-24 19:03:04,280 - pyskl - INFO - Epoch [59][2200/3405] lr: 1.670e-02, eta: 1 day, 16:15:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 3.5101, loss: 3.5101 +2025-06-24 19:03:50,143 - pyskl - INFO - Epoch [59][2300/3405] lr: 1.669e-02, eta: 1 day, 16:14:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.5182, loss: 3.5182 +2025-06-24 19:04:36,064 - pyskl - INFO - Epoch [59][2400/3405] lr: 1.668e-02, eta: 1 day, 16:13:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9800, loss_cls: 3.3636, loss: 3.3636 +2025-06-24 19:05:21,932 - pyskl - INFO - Epoch [59][2500/3405] lr: 1.668e-02, eta: 1 day, 16:12:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 3.5620, loss: 3.5620 +2025-06-24 19:06:07,902 - pyskl - INFO - Epoch [59][2600/3405] lr: 1.667e-02, eta: 1 day, 16:12:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 3.6567, loss: 3.6567 +2025-06-24 19:06:54,086 - pyskl - INFO - Epoch [59][2700/3405] lr: 1.666e-02, eta: 1 day, 16:11:15, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9650, loss_cls: 3.6150, loss: 3.6150 +2025-06-24 19:07:39,936 - pyskl - INFO - Epoch [59][2800/3405] lr: 1.665e-02, eta: 1 day, 16:10:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.5611, loss: 3.5611 +2025-06-24 19:08:25,824 - pyskl - INFO - Epoch [59][2900/3405] lr: 1.665e-02, eta: 1 day, 16:09:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 3.3651, loss: 3.3651 +2025-06-24 19:09:11,771 - pyskl - INFO - Epoch [59][3000/3405] lr: 1.664e-02, eta: 1 day, 16:08:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 3.4864, loss: 3.4864 +2025-06-24 19:09:57,553 - pyskl - INFO - Epoch [59][3100/3405] lr: 1.663e-02, eta: 1 day, 16:08:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.4124, loss: 3.4124 +2025-06-24 19:10:43,451 - pyskl - INFO - Epoch [59][3200/3405] lr: 1.663e-02, eta: 1 day, 16:07:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 3.5899, loss: 3.5899 +2025-06-24 19:11:29,318 - pyskl - INFO - Epoch [59][3300/3405] lr: 1.662e-02, eta: 1 day, 16:06:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.4717, loss: 3.4717 +2025-06-24 19:12:15,203 - pyskl - INFO - Epoch [59][3400/3405] lr: 1.661e-02, eta: 1 day, 16:05:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 3.6413, loss: 3.6413 +2025-06-24 19:12:17,830 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-06-24 19:16:28,964 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 19:16:29,495 - pyskl - INFO - +top1_acc 0.7750 +top5_acc 0.9538 +2025-06-24 19:16:29,514 - pyskl - INFO - Epoch(val) [59][3718] top1_acc: 0.7750, top5_acc: 0.9538 +2025-06-24 19:17:38,098 - pyskl - INFO - Epoch [60][100/3405] lr: 1.660e-02, eta: 1 day, 16:05:23, time: 0.686, data_time: 0.228, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.4477, loss: 3.4477 +2025-06-24 19:18:23,875 - pyskl - INFO - Epoch [60][200/3405] lr: 1.660e-02, eta: 1 day, 16:04:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 3.4263, loss: 3.4263 +2025-06-24 19:19:09,632 - pyskl - INFO - Epoch [60][300/3405] lr: 1.659e-02, eta: 1 day, 16:03:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 3.5917, loss: 3.5917 +2025-06-24 19:19:55,391 - pyskl - INFO - Epoch [60][400/3405] lr: 1.658e-02, eta: 1 day, 16:02:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.3164, loss: 3.3164 +2025-06-24 19:20:41,126 - pyskl - INFO - Epoch [60][500/3405] lr: 1.657e-02, eta: 1 day, 16:02:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9731, loss_cls: 3.3993, loss: 3.3993 +2025-06-24 19:21:26,945 - pyskl - INFO - Epoch [60][600/3405] lr: 1.657e-02, eta: 1 day, 16:01:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 3.4163, loss: 3.4163 +2025-06-24 19:22:12,711 - pyskl - INFO - Epoch [60][700/3405] lr: 1.656e-02, eta: 1 day, 16:00:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 3.4080, loss: 3.4080 +2025-06-24 19:22:58,565 - pyskl - INFO - Epoch [60][800/3405] lr: 1.655e-02, eta: 1 day, 15:59:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 3.4865, loss: 3.4865 +2025-06-24 19:23:44,339 - pyskl - INFO - Epoch [60][900/3405] lr: 1.655e-02, eta: 1 day, 15:59:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9656, loss_cls: 3.5236, loss: 3.5236 +2025-06-24 19:24:30,089 - pyskl - INFO - Epoch [60][1000/3405] lr: 1.654e-02, eta: 1 day, 15:58:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 3.5057, loss: 3.5057 +2025-06-24 19:25:15,898 - pyskl - INFO - Epoch [60][1100/3405] lr: 1.653e-02, eta: 1 day, 15:57:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 3.4825, loss: 3.4825 +2025-06-24 19:26:01,764 - pyskl - INFO - Epoch [60][1200/3405] lr: 1.652e-02, eta: 1 day, 15:56:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.5261, loss: 3.5261 +2025-06-24 19:26:47,539 - pyskl - INFO - Epoch [60][1300/3405] lr: 1.652e-02, eta: 1 day, 15:55:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9744, loss_cls: 3.4285, loss: 3.4285 +2025-06-24 19:27:33,312 - pyskl - INFO - Epoch [60][1400/3405] lr: 1.651e-02, eta: 1 day, 15:55:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9719, loss_cls: 3.3848, loss: 3.3848 +2025-06-24 19:28:19,073 - pyskl - INFO - Epoch [60][1500/3405] lr: 1.650e-02, eta: 1 day, 15:54:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 3.4212, loss: 3.4212 +2025-06-24 19:29:04,936 - pyskl - INFO - Epoch [60][1600/3405] lr: 1.649e-02, eta: 1 day, 15:53:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9706, loss_cls: 3.4184, loss: 3.4184 +2025-06-24 19:29:50,847 - pyskl - INFO - Epoch [60][1700/3405] lr: 1.649e-02, eta: 1 day, 15:52:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9681, loss_cls: 3.5493, loss: 3.5493 +2025-06-24 19:30:36,901 - pyskl - INFO - Epoch [60][1800/3405] lr: 1.648e-02, eta: 1 day, 15:51:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 3.5267, loss: 3.5267 +2025-06-24 19:31:22,871 - pyskl - INFO - Epoch [60][1900/3405] lr: 1.647e-02, eta: 1 day, 15:51:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 3.5412, loss: 3.5412 +2025-06-24 19:32:08,753 - pyskl - INFO - Epoch [60][2000/3405] lr: 1.647e-02, eta: 1 day, 15:50:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.3854, loss: 3.3854 +2025-06-24 19:32:54,599 - pyskl - INFO - Epoch [60][2100/3405] lr: 1.646e-02, eta: 1 day, 15:49:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 3.5002, loss: 3.5002 +2025-06-24 19:33:40,652 - pyskl - INFO - Epoch [60][2200/3405] lr: 1.645e-02, eta: 1 day, 15:48:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 3.3721, loss: 3.3721 +2025-06-24 19:34:26,777 - pyskl - INFO - Epoch [60][2300/3405] lr: 1.644e-02, eta: 1 day, 15:47:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 3.4321, loss: 3.4321 +2025-06-24 19:35:12,807 - pyskl - INFO - Epoch [60][2400/3405] lr: 1.644e-02, eta: 1 day, 15:47:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 3.3921, loss: 3.3921 +2025-06-24 19:35:58,872 - pyskl - INFO - Epoch [60][2500/3405] lr: 1.643e-02, eta: 1 day, 15:46:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9769, loss_cls: 3.5442, loss: 3.5442 +2025-06-24 19:36:44,770 - pyskl - INFO - Epoch [60][2600/3405] lr: 1.642e-02, eta: 1 day, 15:45:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 3.4774, loss: 3.4774 +2025-06-24 19:37:30,569 - pyskl - INFO - Epoch [60][2700/3405] lr: 1.641e-02, eta: 1 day, 15:44:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.4668, loss: 3.4668 +2025-06-24 19:38:16,235 - pyskl - INFO - Epoch [60][2800/3405] lr: 1.641e-02, eta: 1 day, 15:43:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 3.5625, loss: 3.5625 +2025-06-24 19:39:02,038 - pyskl - INFO - Epoch [60][2900/3405] lr: 1.640e-02, eta: 1 day, 15:43:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9769, loss_cls: 3.4529, loss: 3.4529 +2025-06-24 19:39:47,960 - pyskl - INFO - Epoch [60][3000/3405] lr: 1.639e-02, eta: 1 day, 15:42:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 3.4372, loss: 3.4372 +2025-06-24 19:40:34,002 - pyskl - INFO - Epoch [60][3100/3405] lr: 1.639e-02, eta: 1 day, 15:41:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.4745, loss: 3.4745 +2025-06-24 19:41:19,888 - pyskl - INFO - Epoch [60][3200/3405] lr: 1.638e-02, eta: 1 day, 15:40:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 3.4819, loss: 3.4819 +2025-06-24 19:42:05,765 - pyskl - INFO - Epoch [60][3300/3405] lr: 1.637e-02, eta: 1 day, 15:39:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9663, loss_cls: 3.5061, loss: 3.5061 +2025-06-24 19:42:51,640 - pyskl - INFO - Epoch [60][3400/3405] lr: 1.636e-02, eta: 1 day, 15:39:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 3.6584, loss: 3.6584 +2025-06-24 19:42:54,280 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-06-24 20:02:11,439 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 20:02:12,075 - pyskl - INFO - +top1_acc 0.7868 +top5_acc 0.9552 +2025-06-24 20:02:12,098 - pyskl - INFO - Epoch(val) [60][3718] top1_acc: 0.7868, top5_acc: 0.9552 +2025-06-24 20:03:20,896 - pyskl - INFO - Epoch [61][100/3405] lr: 1.636e-02, eta: 1 day, 15:38:50, time: 0.688, data_time: 0.229, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.4693, loss: 3.4693 +2025-06-24 20:04:06,841 - pyskl - INFO - Epoch [61][200/3405] lr: 1.635e-02, eta: 1 day, 15:38:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 3.3607, loss: 3.3607 +2025-06-24 20:04:52,809 - pyskl - INFO - Epoch [61][300/3405] lr: 1.634e-02, eta: 1 day, 15:37:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 3.3780, loss: 3.3780 +2025-06-24 20:05:38,744 - pyskl - INFO - Epoch [61][400/3405] lr: 1.633e-02, eta: 1 day, 15:36:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9731, loss_cls: 3.4066, loss: 3.4066 +2025-06-24 20:06:24,766 - pyskl - INFO - Epoch [61][500/3405] lr: 1.633e-02, eta: 1 day, 15:35:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 3.2941, loss: 3.2941 +2025-06-24 20:07:10,791 - pyskl - INFO - Epoch [61][600/3405] lr: 1.632e-02, eta: 1 day, 15:34:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9812, loss_cls: 3.4117, loss: 3.4117 +2025-06-24 20:07:56,746 - pyskl - INFO - Epoch [61][700/3405] lr: 1.631e-02, eta: 1 day, 15:34:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 3.3742, loss: 3.3742 +2025-06-24 20:08:42,682 - pyskl - INFO - Epoch [61][800/3405] lr: 1.630e-02, eta: 1 day, 15:33:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 3.3956, loss: 3.3956 +2025-06-24 20:09:28,627 - pyskl - INFO - Epoch [61][900/3405] lr: 1.630e-02, eta: 1 day, 15:32:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 3.4574, loss: 3.4574 +2025-06-24 20:10:14,608 - pyskl - INFO - Epoch [61][1000/3405] lr: 1.629e-02, eta: 1 day, 15:31:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 3.3824, loss: 3.3824 +2025-06-24 20:11:00,646 - pyskl - INFO - Epoch [61][1100/3405] lr: 1.628e-02, eta: 1 day, 15:30:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.4881, loss: 3.4881 +2025-06-24 20:11:46,630 - pyskl - INFO - Epoch [61][1200/3405] lr: 1.627e-02, eta: 1 day, 15:30:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 3.3074, loss: 3.3074 +2025-06-24 20:12:32,950 - pyskl - INFO - Epoch [61][1300/3405] lr: 1.627e-02, eta: 1 day, 15:29:21, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 3.5220, loss: 3.5220 +2025-06-24 20:13:19,233 - pyskl - INFO - Epoch [61][1400/3405] lr: 1.626e-02, eta: 1 day, 15:28:34, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.4986, loss: 3.4986 +2025-06-24 20:14:05,280 - pyskl - INFO - Epoch [61][1500/3405] lr: 1.625e-02, eta: 1 day, 15:27:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9788, loss_cls: 3.4112, loss: 3.4112 +2025-06-24 20:14:51,195 - pyskl - INFO - Epoch [61][1600/3405] lr: 1.625e-02, eta: 1 day, 15:26:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 3.3258, loss: 3.3258 +2025-06-24 20:15:37,109 - pyskl - INFO - Epoch [61][1700/3405] lr: 1.624e-02, eta: 1 day, 15:26:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 3.5728, loss: 3.5728 +2025-06-24 20:16:23,023 - pyskl - INFO - Epoch [61][1800/3405] lr: 1.623e-02, eta: 1 day, 15:25:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 3.2961, loss: 3.2961 +2025-06-24 20:17:08,960 - pyskl - INFO - Epoch [61][1900/3405] lr: 1.622e-02, eta: 1 day, 15:24:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.3484, loss: 3.3484 +2025-06-24 20:17:54,938 - pyskl - INFO - Epoch [61][2000/3405] lr: 1.622e-02, eta: 1 day, 15:23:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 3.5223, loss: 3.5223 +2025-06-24 20:18:40,923 - pyskl - INFO - Epoch [61][2100/3405] lr: 1.621e-02, eta: 1 day, 15:23:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.4474, loss: 3.4474 +2025-06-24 20:19:26,846 - pyskl - INFO - Epoch [61][2200/3405] lr: 1.620e-02, eta: 1 day, 15:22:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9831, loss_cls: 3.4712, loss: 3.4712 +2025-06-24 20:20:12,753 - pyskl - INFO - Epoch [61][2300/3405] lr: 1.619e-02, eta: 1 day, 15:21:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.4432, loss: 3.4432 +2025-06-24 20:20:58,628 - pyskl - INFO - Epoch [61][2400/3405] lr: 1.619e-02, eta: 1 day, 15:20:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 3.5834, loss: 3.5834 +2025-06-24 20:21:44,563 - pyskl - INFO - Epoch [61][2500/3405] lr: 1.618e-02, eta: 1 day, 15:19:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 3.5698, loss: 3.5698 +2025-06-24 20:22:30,468 - pyskl - INFO - Epoch [61][2600/3405] lr: 1.617e-02, eta: 1 day, 15:19:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 3.4799, loss: 3.4799 +2025-06-24 20:23:16,395 - pyskl - INFO - Epoch [61][2700/3405] lr: 1.616e-02, eta: 1 day, 15:18:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.3601, loss: 3.3601 +2025-06-24 20:24:02,431 - pyskl - INFO - Epoch [61][2800/3405] lr: 1.616e-02, eta: 1 day, 15:17:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 3.5107, loss: 3.5107 +2025-06-24 20:24:48,496 - pyskl - INFO - Epoch [61][2900/3405] lr: 1.615e-02, eta: 1 day, 15:16:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 3.5487, loss: 3.5487 +2025-06-24 20:25:34,529 - pyskl - INFO - Epoch [61][3000/3405] lr: 1.614e-02, eta: 1 day, 15:15:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 3.3925, loss: 3.3925 +2025-06-24 20:26:20,576 - pyskl - INFO - Epoch [61][3100/3405] lr: 1.614e-02, eta: 1 day, 15:15:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.3731, loss: 3.3731 +2025-06-24 20:27:06,682 - pyskl - INFO - Epoch [61][3200/3405] lr: 1.613e-02, eta: 1 day, 15:14:19, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9656, loss_cls: 3.4886, loss: 3.4886 +2025-06-24 20:27:52,697 - pyskl - INFO - Epoch [61][3300/3405] lr: 1.612e-02, eta: 1 day, 15:13:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9675, loss_cls: 3.5316, loss: 3.5316 +2025-06-24 20:28:38,712 - pyskl - INFO - Epoch [61][3400/3405] lr: 1.611e-02, eta: 1 day, 15:12:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9656, loss_cls: 3.5971, loss: 3.5971 +2025-06-24 20:28:41,365 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-06-24 20:32:56,503 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 20:32:57,042 - pyskl - INFO - +top1_acc 0.8093 +top5_acc 0.9614 +2025-06-24 20:32:57,096 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_48.pth was removed +2025-06-24 20:32:58,139 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_61.pth. +2025-06-24 20:32:58,141 - pyskl - INFO - Best top1_acc is 0.8093 at 61 epoch. +2025-06-24 20:32:58,160 - pyskl - INFO - Epoch(val) [61][3718] top1_acc: 0.8093, top5_acc: 0.9614 +2025-06-24 20:34:06,361 - pyskl - INFO - Epoch [62][100/3405] lr: 1.611e-02, eta: 1 day, 15:12:23, time: 0.682, data_time: 0.222, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9869, loss_cls: 3.3845, loss: 3.3845 +2025-06-24 20:34:52,591 - pyskl - INFO - Epoch [62][200/3405] lr: 1.610e-02, eta: 1 day, 15:11:36, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9856, loss_cls: 3.3541, loss: 3.3541 +2025-06-24 20:35:38,753 - pyskl - INFO - Epoch [62][300/3405] lr: 1.609e-02, eta: 1 day, 15:10:49, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 3.2669, loss: 3.2669 +2025-06-24 20:36:24,881 - pyskl - INFO - Epoch [62][400/3405] lr: 1.608e-02, eta: 1 day, 15:10:01, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 3.4370, loss: 3.4370 +2025-06-24 20:37:11,040 - pyskl - INFO - Epoch [62][500/3405] lr: 1.608e-02, eta: 1 day, 15:09:14, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.5710, loss: 3.5710 +2025-06-24 20:37:57,152 - pyskl - INFO - Epoch [62][600/3405] lr: 1.607e-02, eta: 1 day, 15:08:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 3.4003, loss: 3.4003 +2025-06-24 20:38:43,558 - pyskl - INFO - Epoch [62][700/3405] lr: 1.606e-02, eta: 1 day, 15:07:40, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 3.2971, loss: 3.2971 +2025-06-24 20:39:29,876 - pyskl - INFO - Epoch [62][800/3405] lr: 1.605e-02, eta: 1 day, 15:06:53, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9800, loss_cls: 3.4568, loss: 3.4568 +2025-06-24 20:40:16,110 - pyskl - INFO - Epoch [62][900/3405] lr: 1.605e-02, eta: 1 day, 15:06:06, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9675, loss_cls: 3.4080, loss: 3.4080 +2025-06-24 20:41:02,267 - pyskl - INFO - Epoch [62][1000/3405] lr: 1.604e-02, eta: 1 day, 15:05:19, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9838, loss_cls: 3.3752, loss: 3.3752 +2025-06-24 20:41:48,378 - pyskl - INFO - Epoch [62][1100/3405] lr: 1.603e-02, eta: 1 day, 15:04:32, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 3.3413, loss: 3.3413 +2025-06-24 20:42:34,611 - pyskl - INFO - Epoch [62][1200/3405] lr: 1.602e-02, eta: 1 day, 15:03:44, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.4587, loss: 3.4587 +2025-06-24 20:43:20,783 - pyskl - INFO - Epoch [62][1300/3405] lr: 1.602e-02, eta: 1 day, 15:02:57, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 3.5214, loss: 3.5214 +2025-06-24 20:44:06,974 - pyskl - INFO - Epoch [62][1400/3405] lr: 1.601e-02, eta: 1 day, 15:02:10, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.6045, loss: 3.6045 +2025-06-24 20:44:53,159 - pyskl - INFO - Epoch [62][1500/3405] lr: 1.600e-02, eta: 1 day, 15:01:23, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 3.3842, loss: 3.3842 +2025-06-24 20:45:39,317 - pyskl - INFO - Epoch [62][1600/3405] lr: 1.600e-02, eta: 1 day, 15:00:36, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.4385, loss: 3.4385 +2025-06-24 20:46:25,423 - pyskl - INFO - Epoch [62][1700/3405] lr: 1.599e-02, eta: 1 day, 14:59:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 3.6073, loss: 3.6073 +2025-06-24 20:47:11,538 - pyskl - INFO - Epoch [62][1800/3405] lr: 1.598e-02, eta: 1 day, 14:59:01, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.5359, loss: 3.5359 +2025-06-24 20:47:57,600 - pyskl - INFO - Epoch [62][1900/3405] lr: 1.597e-02, eta: 1 day, 14:58:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 3.4330, loss: 3.4330 +2025-06-24 20:48:43,592 - pyskl - INFO - Epoch [62][2000/3405] lr: 1.597e-02, eta: 1 day, 14:57:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 3.3555, loss: 3.3555 +2025-06-24 20:49:29,600 - pyskl - INFO - Epoch [62][2100/3405] lr: 1.596e-02, eta: 1 day, 14:56:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.3885, loss: 3.3885 +2025-06-24 20:50:15,617 - pyskl - INFO - Epoch [62][2200/3405] lr: 1.595e-02, eta: 1 day, 14:55:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.3799, loss: 3.3799 +2025-06-24 20:51:01,644 - pyskl - INFO - Epoch [62][2300/3405] lr: 1.594e-02, eta: 1 day, 14:55:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9738, loss_cls: 3.3365, loss: 3.3365 +2025-06-24 20:51:47,602 - pyskl - INFO - Epoch [62][2400/3405] lr: 1.594e-02, eta: 1 day, 14:54:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9706, loss_cls: 3.5516, loss: 3.5516 +2025-06-24 20:52:33,598 - pyskl - INFO - Epoch [62][2500/3405] lr: 1.593e-02, eta: 1 day, 14:53:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 3.4983, loss: 3.4983 +2025-06-24 20:53:19,591 - pyskl - INFO - Epoch [62][2600/3405] lr: 1.592e-02, eta: 1 day, 14:52:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.3291, loss: 3.3291 +2025-06-24 20:54:05,614 - pyskl - INFO - Epoch [62][2700/3405] lr: 1.591e-02, eta: 1 day, 14:51:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.4978, loss: 3.4978 +2025-06-24 20:54:51,656 - pyskl - INFO - Epoch [62][2800/3405] lr: 1.591e-02, eta: 1 day, 14:51:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9738, loss_cls: 3.3061, loss: 3.3061 +2025-06-24 20:55:37,701 - pyskl - INFO - Epoch [62][2900/3405] lr: 1.590e-02, eta: 1 day, 14:50:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9706, loss_cls: 3.4262, loss: 3.4262 +2025-06-24 20:56:23,738 - pyskl - INFO - Epoch [62][3000/3405] lr: 1.589e-02, eta: 1 day, 14:49:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9700, loss_cls: 3.4338, loss: 3.4338 +2025-06-24 20:57:09,815 - pyskl - INFO - Epoch [62][3100/3405] lr: 1.588e-02, eta: 1 day, 14:48:45, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 3.4611, loss: 3.4611 +2025-06-24 20:57:55,874 - pyskl - INFO - Epoch [62][3200/3405] lr: 1.588e-02, eta: 1 day, 14:47:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 3.3005, loss: 3.3005 +2025-06-24 20:58:41,917 - pyskl - INFO - Epoch [62][3300/3405] lr: 1.587e-02, eta: 1 day, 14:47:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 3.4589, loss: 3.4589 +2025-06-24 20:59:28,017 - pyskl - INFO - Epoch [62][3400/3405] lr: 1.586e-02, eta: 1 day, 14:46:23, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9700, loss_cls: 3.4644, loss: 3.4644 +2025-06-24 20:59:30,670 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-06-24 21:03:41,859 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 21:03:42,391 - pyskl - INFO - +top1_acc 0.7950 +top5_acc 0.9574 +2025-06-24 21:03:42,412 - pyskl - INFO - Epoch(val) [62][3718] top1_acc: 0.7950, top5_acc: 0.9574 +2025-06-24 21:04:50,896 - pyskl - INFO - Epoch [63][100/3405] lr: 1.585e-02, eta: 1 day, 14:46:02, time: 0.685, data_time: 0.226, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 3.5186, loss: 3.5186 +2025-06-24 21:05:36,873 - pyskl - INFO - Epoch [63][200/3405] lr: 1.585e-02, eta: 1 day, 14:45:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 3.3528, loss: 3.3528 +2025-06-24 21:06:22,819 - pyskl - INFO - Epoch [63][300/3405] lr: 1.584e-02, eta: 1 day, 14:44:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9706, loss_cls: 3.3372, loss: 3.3372 +2025-06-24 21:07:08,820 - pyskl - INFO - Epoch [63][400/3405] lr: 1.583e-02, eta: 1 day, 14:43:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 3.3046, loss: 3.3046 +2025-06-24 21:07:54,869 - pyskl - INFO - Epoch [63][500/3405] lr: 1.582e-02, eta: 1 day, 14:42:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 3.3882, loss: 3.3882 +2025-06-24 21:08:40,825 - pyskl - INFO - Epoch [63][600/3405] lr: 1.582e-02, eta: 1 day, 14:42:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 3.2974, loss: 3.2974 +2025-06-24 21:09:26,741 - pyskl - INFO - Epoch [63][700/3405] lr: 1.581e-02, eta: 1 day, 14:41:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.4410, loss: 3.4410 +2025-06-24 21:10:12,634 - pyskl - INFO - Epoch [63][800/3405] lr: 1.580e-02, eta: 1 day, 14:40:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 3.2753, loss: 3.2753 +2025-06-24 21:10:58,531 - pyskl - INFO - Epoch [63][900/3405] lr: 1.579e-02, eta: 1 day, 14:39:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.4657, loss: 3.4657 +2025-06-24 21:11:44,452 - pyskl - INFO - Epoch [63][1000/3405] lr: 1.579e-02, eta: 1 day, 14:38:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9719, loss_cls: 3.3720, loss: 3.3720 +2025-06-24 21:12:30,368 - pyskl - INFO - Epoch [63][1100/3405] lr: 1.578e-02, eta: 1 day, 14:38:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.4453, loss: 3.4453 +2025-06-24 21:13:16,376 - pyskl - INFO - Epoch [63][1200/3405] lr: 1.577e-02, eta: 1 day, 14:37:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.3477, loss: 3.3477 +2025-06-24 21:14:02,303 - pyskl - INFO - Epoch [63][1300/3405] lr: 1.577e-02, eta: 1 day, 14:36:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 3.4187, loss: 3.4187 +2025-06-24 21:14:48,131 - pyskl - INFO - Epoch [63][1400/3405] lr: 1.576e-02, eta: 1 day, 14:35:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.4023, loss: 3.4023 +2025-06-24 21:15:33,948 - pyskl - INFO - Epoch [63][1500/3405] lr: 1.575e-02, eta: 1 day, 14:34:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.4510, loss: 3.4510 +2025-06-24 21:16:19,693 - pyskl - INFO - Epoch [63][1600/3405] lr: 1.574e-02, eta: 1 day, 14:34:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9656, loss_cls: 3.5243, loss: 3.5243 +2025-06-24 21:17:05,487 - pyskl - INFO - Epoch [63][1700/3405] lr: 1.574e-02, eta: 1 day, 14:33:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.5092, loss: 3.5092 +2025-06-24 21:17:51,291 - pyskl - INFO - Epoch [63][1800/3405] lr: 1.573e-02, eta: 1 day, 14:32:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9812, loss_cls: 3.4688, loss: 3.4688 +2025-06-24 21:18:37,301 - pyskl - INFO - Epoch [63][1900/3405] lr: 1.572e-02, eta: 1 day, 14:31:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 3.4642, loss: 3.4642 +2025-06-24 21:19:23,214 - pyskl - INFO - Epoch [63][2000/3405] lr: 1.571e-02, eta: 1 day, 14:30:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9694, loss_cls: 3.4762, loss: 3.4762 +2025-06-24 21:20:09,331 - pyskl - INFO - Epoch [63][2100/3405] lr: 1.571e-02, eta: 1 day, 14:30:11, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9850, loss_cls: 3.3152, loss: 3.3152 +2025-06-24 21:20:55,460 - pyskl - INFO - Epoch [63][2200/3405] lr: 1.570e-02, eta: 1 day, 14:29:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9712, loss_cls: 3.3952, loss: 3.3952 +2025-06-24 21:21:41,328 - pyskl - INFO - Epoch [63][2300/3405] lr: 1.569e-02, eta: 1 day, 14:28:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.3067, loss: 3.3067 +2025-06-24 21:22:27,228 - pyskl - INFO - Epoch [63][2400/3405] lr: 1.568e-02, eta: 1 day, 14:27:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.3759, loss: 3.3759 +2025-06-24 21:23:12,994 - pyskl - INFO - Epoch [63][2500/3405] lr: 1.568e-02, eta: 1 day, 14:27:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9812, loss_cls: 3.4338, loss: 3.4338 +2025-06-24 21:23:58,992 - pyskl - INFO - Epoch [63][2600/3405] lr: 1.567e-02, eta: 1 day, 14:26:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.5042, loss: 3.5042 +2025-06-24 21:24:45,098 - pyskl - INFO - Epoch [63][2700/3405] lr: 1.566e-02, eta: 1 day, 14:25:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 3.5421, loss: 3.5421 +2025-06-24 21:25:30,929 - pyskl - INFO - Epoch [63][2800/3405] lr: 1.565e-02, eta: 1 day, 14:24:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 3.3427, loss: 3.3427 +2025-06-24 21:26:16,641 - pyskl - INFO - Epoch [63][2900/3405] lr: 1.565e-02, eta: 1 day, 14:23:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 3.5716, loss: 3.5716 +2025-06-24 21:27:02,299 - pyskl - INFO - Epoch [63][3000/3405] lr: 1.564e-02, eta: 1 day, 14:23:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9675, loss_cls: 3.3445, loss: 3.3445 +2025-06-24 21:27:47,889 - pyskl - INFO - Epoch [63][3100/3405] lr: 1.563e-02, eta: 1 day, 14:22:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.3784, loss: 3.3784 +2025-06-24 21:28:33,656 - pyskl - INFO - Epoch [63][3200/3405] lr: 1.562e-02, eta: 1 day, 14:21:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9756, loss_cls: 3.5263, loss: 3.5263 +2025-06-24 21:29:19,486 - pyskl - INFO - Epoch [63][3300/3405] lr: 1.562e-02, eta: 1 day, 14:20:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 3.4212, loss: 3.4212 +2025-06-24 21:30:05,314 - pyskl - INFO - Epoch [63][3400/3405] lr: 1.561e-02, eta: 1 day, 14:19:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9831, loss_cls: 3.2739, loss: 3.2739 +2025-06-24 21:30:07,945 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-06-24 21:34:19,371 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 21:34:19,905 - pyskl - INFO - +top1_acc 0.7847 +top5_acc 0.9522 +2025-06-24 21:34:19,926 - pyskl - INFO - Epoch(val) [63][3718] top1_acc: 0.7847, top5_acc: 0.9522 +2025-06-24 21:35:28,497 - pyskl - INFO - Epoch [64][100/3405] lr: 1.560e-02, eta: 1 day, 14:19:31, time: 0.686, data_time: 0.227, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 3.3828, loss: 3.3828 +2025-06-24 21:36:14,436 - pyskl - INFO - Epoch [64][200/3405] lr: 1.559e-02, eta: 1 day, 14:18:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9856, loss_cls: 3.3157, loss: 3.3157 +2025-06-24 21:37:00,365 - pyskl - INFO - Epoch [64][300/3405] lr: 1.559e-02, eta: 1 day, 14:17:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 3.3343, loss: 3.3343 +2025-06-24 21:37:46,260 - pyskl - INFO - Epoch [64][400/3405] lr: 1.558e-02, eta: 1 day, 14:17:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.5168, loss: 3.5168 +2025-06-24 21:38:32,107 - pyskl - INFO - Epoch [64][500/3405] lr: 1.557e-02, eta: 1 day, 14:16:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 3.3808, loss: 3.3808 +2025-06-24 21:39:18,034 - pyskl - INFO - Epoch [64][600/3405] lr: 1.556e-02, eta: 1 day, 14:15:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 3.3742, loss: 3.3742 +2025-06-24 21:40:03,875 - pyskl - INFO - Epoch [64][700/3405] lr: 1.556e-02, eta: 1 day, 14:14:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 3.3486, loss: 3.3486 +2025-06-24 21:40:49,645 - pyskl - INFO - Epoch [64][800/3405] lr: 1.555e-02, eta: 1 day, 14:13:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.4273, loss: 3.4273 +2025-06-24 21:41:35,600 - pyskl - INFO - Epoch [64][900/3405] lr: 1.554e-02, eta: 1 day, 14:13:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 3.3662, loss: 3.3662 +2025-06-24 21:42:21,575 - pyskl - INFO - Epoch [64][1000/3405] lr: 1.553e-02, eta: 1 day, 14:12:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 3.3644, loss: 3.3644 +2025-06-24 21:43:07,667 - pyskl - INFO - Epoch [64][1100/3405] lr: 1.553e-02, eta: 1 day, 14:11:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9775, loss_cls: 3.4292, loss: 3.4292 +2025-06-24 21:43:53,974 - pyskl - INFO - Epoch [64][1200/3405] lr: 1.552e-02, eta: 1 day, 14:10:49, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9825, loss_cls: 3.4896, loss: 3.4896 +2025-06-24 21:44:40,267 - pyskl - INFO - Epoch [64][1300/3405] lr: 1.551e-02, eta: 1 day, 14:10:02, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 3.5934, loss: 3.5934 +2025-06-24 21:45:26,231 - pyskl - INFO - Epoch [64][1400/3405] lr: 1.550e-02, eta: 1 day, 14:09:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.5174, loss: 3.5174 +2025-06-24 21:46:12,167 - pyskl - INFO - Epoch [64][1500/3405] lr: 1.550e-02, eta: 1 day, 14:08:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 3.4680, loss: 3.4680 +2025-06-24 21:46:57,992 - pyskl - INFO - Epoch [64][1600/3405] lr: 1.549e-02, eta: 1 day, 14:07:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 3.4568, loss: 3.4568 +2025-06-24 21:47:43,841 - pyskl - INFO - Epoch [64][1700/3405] lr: 1.548e-02, eta: 1 day, 14:06:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9669, loss_cls: 3.4527, loss: 3.4527 +2025-06-24 21:48:29,702 - pyskl - INFO - Epoch [64][1800/3405] lr: 1.547e-02, eta: 1 day, 14:06:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9694, loss_cls: 3.5069, loss: 3.5069 +2025-06-24 21:49:15,612 - pyskl - INFO - Epoch [64][1900/3405] lr: 1.547e-02, eta: 1 day, 14:05:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 3.3704, loss: 3.3704 +2025-06-24 21:50:01,447 - pyskl - INFO - Epoch [64][2000/3405] lr: 1.546e-02, eta: 1 day, 14:04:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.3739, loss: 3.3739 +2025-06-24 21:50:47,248 - pyskl - INFO - Epoch [64][2100/3405] lr: 1.545e-02, eta: 1 day, 14:03:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9738, loss_cls: 3.4036, loss: 3.4036 +2025-06-24 21:51:33,136 - pyskl - INFO - Epoch [64][2200/3405] lr: 1.544e-02, eta: 1 day, 14:02:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 3.3493, loss: 3.3493 +2025-06-24 21:52:19,090 - pyskl - INFO - Epoch [64][2300/3405] lr: 1.544e-02, eta: 1 day, 14:02:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.4469, loss: 3.4469 +2025-06-24 21:53:05,166 - pyskl - INFO - Epoch [64][2400/3405] lr: 1.543e-02, eta: 1 day, 14:01:19, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 3.5242, loss: 3.5242 +2025-06-24 21:53:51,022 - pyskl - INFO - Epoch [64][2500/3405] lr: 1.542e-02, eta: 1 day, 14:00:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 3.3516, loss: 3.3516 +2025-06-24 21:54:37,067 - pyskl - INFO - Epoch [64][2600/3405] lr: 1.541e-02, eta: 1 day, 13:59:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9731, loss_cls: 3.3692, loss: 3.3692 +2025-06-24 21:55:22,988 - pyskl - INFO - Epoch [64][2700/3405] lr: 1.541e-02, eta: 1 day, 13:58:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9819, loss_cls: 3.4269, loss: 3.4269 +2025-06-24 21:56:09,034 - pyskl - INFO - Epoch [64][2800/3405] lr: 1.540e-02, eta: 1 day, 13:58:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.4053, loss: 3.4053 +2025-06-24 21:56:55,094 - pyskl - INFO - Epoch [64][2900/3405] lr: 1.539e-02, eta: 1 day, 13:57:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.3907, loss: 3.3907 +2025-06-24 21:57:41,098 - pyskl - INFO - Epoch [64][3000/3405] lr: 1.538e-02, eta: 1 day, 13:56:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9731, loss_cls: 3.3538, loss: 3.3538 +2025-06-24 21:58:27,142 - pyskl - INFO - Epoch [64][3100/3405] lr: 1.538e-02, eta: 1 day, 13:55:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 3.4707, loss: 3.4707 +2025-06-24 21:59:13,064 - pyskl - INFO - Epoch [64][3200/3405] lr: 1.537e-02, eta: 1 day, 13:55:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9762, loss_cls: 3.5346, loss: 3.5346 +2025-06-24 21:59:58,963 - pyskl - INFO - Epoch [64][3300/3405] lr: 1.536e-02, eta: 1 day, 13:54:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9725, loss_cls: 3.4107, loss: 3.4107 +2025-06-24 22:00:44,873 - pyskl - INFO - Epoch [64][3400/3405] lr: 1.535e-02, eta: 1 day, 13:53:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 3.3890, loss: 3.3890 +2025-06-24 22:00:47,521 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-06-24 22:04:58,411 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 22:04:58,948 - pyskl - INFO - +top1_acc 0.7847 +top5_acc 0.9570 +2025-06-24 22:04:58,969 - pyskl - INFO - Epoch(val) [64][3718] top1_acc: 0.7847, top5_acc: 0.9570 +2025-06-24 22:06:07,525 - pyskl - INFO - Epoch [65][100/3405] lr: 1.535e-02, eta: 1 day, 13:53:02, time: 0.685, data_time: 0.227, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 3.3685, loss: 3.3685 +2025-06-24 22:06:53,309 - pyskl - INFO - Epoch [65][200/3405] lr: 1.534e-02, eta: 1 day, 13:52:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 3.3333, loss: 3.3333 +2025-06-24 22:07:39,081 - pyskl - INFO - Epoch [65][300/3405] lr: 1.533e-02, eta: 1 day, 13:51:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 3.2918, loss: 3.2918 +2025-06-24 22:08:24,919 - pyskl - INFO - Epoch [65][400/3405] lr: 1.532e-02, eta: 1 day, 13:50:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 3.3039, loss: 3.3039 +2025-06-24 22:09:10,763 - pyskl - INFO - Epoch [65][500/3405] lr: 1.532e-02, eta: 1 day, 13:49:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.3127, loss: 3.3127 +2025-06-24 22:09:56,557 - pyskl - INFO - Epoch [65][600/3405] lr: 1.531e-02, eta: 1 day, 13:49:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 3.5771, loss: 3.5771 +2025-06-24 22:10:42,355 - pyskl - INFO - Epoch [65][700/3405] lr: 1.530e-02, eta: 1 day, 13:48:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9744, loss_cls: 3.3686, loss: 3.3686 +2025-06-24 22:11:28,268 - pyskl - INFO - Epoch [65][800/3405] lr: 1.529e-02, eta: 1 day, 13:47:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 3.4016, loss: 3.4016 +2025-06-24 22:12:14,199 - pyskl - INFO - Epoch [65][900/3405] lr: 1.529e-02, eta: 1 day, 13:46:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 3.3962, loss: 3.3962 +2025-06-24 22:13:00,069 - pyskl - INFO - Epoch [65][1000/3405] lr: 1.528e-02, eta: 1 day, 13:45:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 3.3883, loss: 3.3883 +2025-06-24 22:13:46,022 - pyskl - INFO - Epoch [65][1100/3405] lr: 1.527e-02, eta: 1 day, 13:45:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 3.2326, loss: 3.2326 +2025-06-24 22:14:31,967 - pyskl - INFO - Epoch [65][1200/3405] lr: 1.526e-02, eta: 1 day, 13:44:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.4875, loss: 3.4875 +2025-06-24 22:15:17,953 - pyskl - INFO - Epoch [65][1300/3405] lr: 1.526e-02, eta: 1 day, 13:43:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 3.4182, loss: 3.4182 +2025-06-24 22:16:03,804 - pyskl - INFO - Epoch [65][1400/3405] lr: 1.525e-02, eta: 1 day, 13:42:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 3.3838, loss: 3.3838 +2025-06-24 22:16:49,638 - pyskl - INFO - Epoch [65][1500/3405] lr: 1.524e-02, eta: 1 day, 13:41:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.3267, loss: 3.3267 +2025-06-24 22:17:35,336 - pyskl - INFO - Epoch [65][1600/3405] lr: 1.523e-02, eta: 1 day, 13:41:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9819, loss_cls: 3.3653, loss: 3.3653 +2025-06-24 22:18:21,203 - pyskl - INFO - Epoch [65][1700/3405] lr: 1.523e-02, eta: 1 day, 13:40:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.3598, loss: 3.3598 +2025-06-24 22:19:07,010 - pyskl - INFO - Epoch [65][1800/3405] lr: 1.522e-02, eta: 1 day, 13:39:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.5232, loss: 3.5232 +2025-06-24 22:19:52,756 - pyskl - INFO - Epoch [65][1900/3405] lr: 1.521e-02, eta: 1 day, 13:38:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 3.5457, loss: 3.5457 +2025-06-24 22:20:38,556 - pyskl - INFO - Epoch [65][2000/3405] lr: 1.520e-02, eta: 1 day, 13:37:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9663, loss_cls: 3.5220, loss: 3.5220 +2025-06-24 22:21:24,386 - pyskl - INFO - Epoch [65][2100/3405] lr: 1.520e-02, eta: 1 day, 13:37:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.4187, loss: 3.4187 +2025-06-24 22:22:10,445 - pyskl - INFO - Epoch [65][2200/3405] lr: 1.519e-02, eta: 1 day, 13:36:23, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 3.4869, loss: 3.4869 +2025-06-24 22:22:56,505 - pyskl - INFO - Epoch [65][2300/3405] lr: 1.518e-02, eta: 1 day, 13:35:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 3.4031, loss: 3.4031 +2025-06-24 22:23:42,521 - pyskl - INFO - Epoch [65][2400/3405] lr: 1.517e-02, eta: 1 day, 13:34:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.3786, loss: 3.3786 +2025-06-24 22:24:28,497 - pyskl - INFO - Epoch [65][2500/3405] lr: 1.517e-02, eta: 1 day, 13:34:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.4535, loss: 3.4535 +2025-06-24 22:25:14,416 - pyskl - INFO - Epoch [65][2600/3405] lr: 1.516e-02, eta: 1 day, 13:33:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 3.3541, loss: 3.3541 +2025-06-24 22:26:00,426 - pyskl - INFO - Epoch [65][2700/3405] lr: 1.515e-02, eta: 1 day, 13:32:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.4719, loss: 3.4719 +2025-06-24 22:26:46,376 - pyskl - INFO - Epoch [65][2800/3405] lr: 1.514e-02, eta: 1 day, 13:31:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.3805, loss: 3.3805 +2025-06-24 22:27:32,319 - pyskl - INFO - Epoch [65][2900/3405] lr: 1.514e-02, eta: 1 day, 13:30:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.4450, loss: 3.4450 +2025-06-24 22:28:18,230 - pyskl - INFO - Epoch [65][3000/3405] lr: 1.513e-02, eta: 1 day, 13:30:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 3.3091, loss: 3.3091 +2025-06-24 22:29:04,130 - pyskl - INFO - Epoch [65][3100/3405] lr: 1.512e-02, eta: 1 day, 13:29:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 3.3550, loss: 3.3550 +2025-06-24 22:29:50,260 - pyskl - INFO - Epoch [65][3200/3405] lr: 1.511e-02, eta: 1 day, 13:28:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 3.3589, loss: 3.3589 +2025-06-24 22:30:36,281 - pyskl - INFO - Epoch [65][3300/3405] lr: 1.511e-02, eta: 1 day, 13:27:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 3.3310, loss: 3.3310 +2025-06-24 22:31:22,231 - pyskl - INFO - Epoch [65][3400/3405] lr: 1.510e-02, eta: 1 day, 13:26:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 3.2848, loss: 3.2848 +2025-06-24 22:31:24,836 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-06-24 22:49:53,449 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 22:49:53,989 - pyskl - INFO - +top1_acc 0.7748 +top5_acc 0.9523 +2025-06-24 22:49:54,012 - pyskl - INFO - Epoch(val) [65][3718] top1_acc: 0.7748, top5_acc: 0.9523 +2025-06-24 22:51:02,490 - pyskl - INFO - Epoch [66][100/3405] lr: 1.509e-02, eta: 1 day, 13:26:32, time: 0.685, data_time: 0.223, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 3.3057, loss: 3.3057 +2025-06-24 22:51:48,424 - pyskl - INFO - Epoch [66][200/3405] lr: 1.508e-02, eta: 1 day, 13:25:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 3.2722, loss: 3.2722 +2025-06-24 22:52:34,365 - pyskl - INFO - Epoch [66][300/3405] lr: 1.508e-02, eta: 1 day, 13:24:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 3.2856, loss: 3.2856 +2025-06-24 22:53:20,226 - pyskl - INFO - Epoch [66][400/3405] lr: 1.507e-02, eta: 1 day, 13:24:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9750, loss_cls: 3.3076, loss: 3.3076 +2025-06-24 22:54:06,090 - pyskl - INFO - Epoch [66][500/3405] lr: 1.506e-02, eta: 1 day, 13:23:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9844, loss_cls: 3.2601, loss: 3.2601 +2025-06-24 22:54:51,951 - pyskl - INFO - Epoch [66][600/3405] lr: 1.505e-02, eta: 1 day, 13:22:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9712, loss_cls: 3.3637, loss: 3.3637 +2025-06-24 22:55:37,925 - pyskl - INFO - Epoch [66][700/3405] lr: 1.505e-02, eta: 1 day, 13:21:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 3.4025, loss: 3.4025 +2025-06-24 22:56:23,838 - pyskl - INFO - Epoch [66][800/3405] lr: 1.504e-02, eta: 1 day, 13:20:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9794, loss_cls: 3.5078, loss: 3.5078 +2025-06-24 22:57:09,806 - pyskl - INFO - Epoch [66][900/3405] lr: 1.503e-02, eta: 1 day, 13:20:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 3.3572, loss: 3.3572 +2025-06-24 22:57:55,630 - pyskl - INFO - Epoch [66][1000/3405] lr: 1.502e-02, eta: 1 day, 13:19:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9744, loss_cls: 3.3306, loss: 3.3306 +2025-06-24 22:58:41,468 - pyskl - INFO - Epoch [66][1100/3405] lr: 1.502e-02, eta: 1 day, 13:18:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9769, loss_cls: 3.5359, loss: 3.5359 +2025-06-24 22:59:27,283 - pyskl - INFO - Epoch [66][1200/3405] lr: 1.501e-02, eta: 1 day, 13:17:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 3.3202, loss: 3.3202 +2025-06-24 23:00:13,080 - pyskl - INFO - Epoch [66][1300/3405] lr: 1.500e-02, eta: 1 day, 13:17:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9800, loss_cls: 3.4391, loss: 3.4391 +2025-06-24 23:00:58,888 - pyskl - INFO - Epoch [66][1400/3405] lr: 1.499e-02, eta: 1 day, 13:16:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 3.3300, loss: 3.3300 +2025-06-24 23:01:44,693 - pyskl - INFO - Epoch [66][1500/3405] lr: 1.499e-02, eta: 1 day, 13:15:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 3.3602, loss: 3.3602 +2025-06-24 23:02:30,667 - pyskl - INFO - Epoch [66][1600/3405] lr: 1.498e-02, eta: 1 day, 13:14:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.3933, loss: 3.3933 +2025-06-24 23:03:16,612 - pyskl - INFO - Epoch [66][1700/3405] lr: 1.497e-02, eta: 1 day, 13:13:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 3.2239, loss: 3.2239 +2025-06-24 23:04:02,527 - pyskl - INFO - Epoch [66][1800/3405] lr: 1.496e-02, eta: 1 day, 13:13:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.3991, loss: 3.3991 +2025-06-24 23:04:48,340 - pyskl - INFO - Epoch [66][1900/3405] lr: 1.496e-02, eta: 1 day, 13:12:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 3.3786, loss: 3.3786 +2025-06-24 23:05:34,285 - pyskl - INFO - Epoch [66][2000/3405] lr: 1.495e-02, eta: 1 day, 13:11:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.4059, loss: 3.4059 +2025-06-24 23:06:20,086 - pyskl - INFO - Epoch [66][2100/3405] lr: 1.494e-02, eta: 1 day, 13:10:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9706, loss_cls: 3.4474, loss: 3.4474 +2025-06-24 23:07:05,880 - pyskl - INFO - Epoch [66][2200/3405] lr: 1.493e-02, eta: 1 day, 13:09:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 3.3504, loss: 3.3504 +2025-06-24 23:07:51,618 - pyskl - INFO - Epoch [66][2300/3405] lr: 1.493e-02, eta: 1 day, 13:09:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 3.3234, loss: 3.3234 +2025-06-24 23:08:37,361 - pyskl - INFO - Epoch [66][2400/3405] lr: 1.492e-02, eta: 1 day, 13:08:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9788, loss_cls: 3.3833, loss: 3.3833 +2025-06-24 23:09:23,126 - pyskl - INFO - Epoch [66][2500/3405] lr: 1.491e-02, eta: 1 day, 13:07:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.3993, loss: 3.3993 +2025-06-24 23:10:08,904 - pyskl - INFO - Epoch [66][2600/3405] lr: 1.490e-02, eta: 1 day, 13:06:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 3.4386, loss: 3.4386 +2025-06-24 23:10:54,704 - pyskl - INFO - Epoch [66][2700/3405] lr: 1.490e-02, eta: 1 day, 13:05:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9688, loss_cls: 3.3653, loss: 3.3653 +2025-06-24 23:11:40,477 - pyskl - INFO - Epoch [66][2800/3405] lr: 1.489e-02, eta: 1 day, 13:05:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 3.4544, loss: 3.4544 +2025-06-24 23:12:26,267 - pyskl - INFO - Epoch [66][2900/3405] lr: 1.488e-02, eta: 1 day, 13:04:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.2885, loss: 3.2885 +2025-06-24 23:13:12,039 - pyskl - INFO - Epoch [66][3000/3405] lr: 1.487e-02, eta: 1 day, 13:03:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.3707, loss: 3.3707 +2025-06-24 23:13:57,848 - pyskl - INFO - Epoch [66][3100/3405] lr: 1.487e-02, eta: 1 day, 13:02:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.5786, loss: 3.5786 +2025-06-24 23:14:43,730 - pyskl - INFO - Epoch [66][3200/3405] lr: 1.486e-02, eta: 1 day, 13:01:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9719, loss_cls: 3.4184, loss: 3.4184 +2025-06-24 23:15:29,612 - pyskl - INFO - Epoch [66][3300/3405] lr: 1.485e-02, eta: 1 day, 13:01:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 3.2483, loss: 3.2483 +2025-06-24 23:16:15,589 - pyskl - INFO - Epoch [66][3400/3405] lr: 1.484e-02, eta: 1 day, 13:00:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.4734, loss: 3.4734 +2025-06-24 23:16:18,248 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-06-24 23:20:28,335 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 23:20:28,871 - pyskl - INFO - +top1_acc 0.7666 +top5_acc 0.9458 +2025-06-24 23:20:28,892 - pyskl - INFO - Epoch(val) [66][3718] top1_acc: 0.7666, top5_acc: 0.9458 +2025-06-24 23:21:37,542 - pyskl - INFO - Epoch [67][100/3405] lr: 1.483e-02, eta: 1 day, 12:59:59, time: 0.686, data_time: 0.226, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 3.3905, loss: 3.3905 +2025-06-24 23:22:23,452 - pyskl - INFO - Epoch [67][200/3405] lr: 1.483e-02, eta: 1 day, 12:59:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.3340, loss: 3.3340 +2025-06-24 23:23:09,419 - pyskl - INFO - Epoch [67][300/3405] lr: 1.482e-02, eta: 1 day, 12:58:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 3.2937, loss: 3.2937 +2025-06-24 23:23:55,359 - pyskl - INFO - Epoch [67][400/3405] lr: 1.481e-02, eta: 1 day, 12:57:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9881, loss_cls: 3.3468, loss: 3.3468 +2025-06-24 23:24:41,384 - pyskl - INFO - Epoch [67][500/3405] lr: 1.480e-02, eta: 1 day, 12:56:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 3.3201, loss: 3.3201 +2025-06-24 23:25:28,069 - pyskl - INFO - Epoch [67][600/3405] lr: 1.480e-02, eta: 1 day, 12:56:03, time: 0.467, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 3.3974, loss: 3.3974 +2025-06-24 23:26:13,979 - pyskl - INFO - Epoch [67][700/3405] lr: 1.479e-02, eta: 1 day, 12:55:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 3.2783, loss: 3.2783 +2025-06-24 23:26:59,958 - pyskl - INFO - Epoch [67][800/3405] lr: 1.478e-02, eta: 1 day, 12:54:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.5124, loss: 3.5124 +2025-06-24 23:27:45,895 - pyskl - INFO - Epoch [67][900/3405] lr: 1.477e-02, eta: 1 day, 12:53:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 3.3236, loss: 3.3236 +2025-06-24 23:28:32,021 - pyskl - INFO - Epoch [67][1000/3405] lr: 1.477e-02, eta: 1 day, 12:52:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 3.2437, loss: 3.2437 +2025-06-24 23:29:17,974 - pyskl - INFO - Epoch [67][1100/3405] lr: 1.476e-02, eta: 1 day, 12:52:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 3.1987, loss: 3.1987 +2025-06-24 23:30:03,912 - pyskl - INFO - Epoch [67][1200/3405] lr: 1.475e-02, eta: 1 day, 12:51:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 3.2972, loss: 3.2972 +2025-06-24 23:30:49,810 - pyskl - INFO - Epoch [67][1300/3405] lr: 1.474e-02, eta: 1 day, 12:50:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 3.2847, loss: 3.2847 +2025-06-24 23:31:35,653 - pyskl - INFO - Epoch [67][1400/3405] lr: 1.474e-02, eta: 1 day, 12:49:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 3.2911, loss: 3.2911 +2025-06-24 23:32:21,483 - pyskl - INFO - Epoch [67][1500/3405] lr: 1.473e-02, eta: 1 day, 12:48:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 3.2998, loss: 3.2998 +2025-06-24 23:33:07,336 - pyskl - INFO - Epoch [67][1600/3405] lr: 1.472e-02, eta: 1 day, 12:48:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 3.2198, loss: 3.2198 +2025-06-24 23:33:53,182 - pyskl - INFO - Epoch [67][1700/3405] lr: 1.471e-02, eta: 1 day, 12:47:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.2965, loss: 3.2965 +2025-06-24 23:34:39,034 - pyskl - INFO - Epoch [67][1800/3405] lr: 1.471e-02, eta: 1 day, 12:46:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 3.4651, loss: 3.4651 +2025-06-24 23:35:25,168 - pyskl - INFO - Epoch [67][1900/3405] lr: 1.470e-02, eta: 1 day, 12:45:47, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 3.3524, loss: 3.3524 +2025-06-24 23:36:11,051 - pyskl - INFO - Epoch [67][2000/3405] lr: 1.469e-02, eta: 1 day, 12:45:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 3.3614, loss: 3.3614 +2025-06-24 23:36:57,048 - pyskl - INFO - Epoch [67][2100/3405] lr: 1.468e-02, eta: 1 day, 12:44:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 3.3825, loss: 3.3825 +2025-06-24 23:37:42,903 - pyskl - INFO - Epoch [67][2200/3405] lr: 1.468e-02, eta: 1 day, 12:43:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9663, loss_cls: 3.4802, loss: 3.4802 +2025-06-24 23:38:28,688 - pyskl - INFO - Epoch [67][2300/3405] lr: 1.467e-02, eta: 1 day, 12:42:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 3.3407, loss: 3.3407 +2025-06-24 23:39:14,435 - pyskl - INFO - Epoch [67][2400/3405] lr: 1.466e-02, eta: 1 day, 12:41:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 3.3751, loss: 3.3751 +2025-06-24 23:40:00,310 - pyskl - INFO - Epoch [67][2500/3405] lr: 1.465e-02, eta: 1 day, 12:41:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 3.3669, loss: 3.3669 +2025-06-24 23:40:46,214 - pyskl - INFO - Epoch [67][2600/3405] lr: 1.465e-02, eta: 1 day, 12:40:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 3.3550, loss: 3.3550 +2025-06-24 23:41:32,138 - pyskl - INFO - Epoch [67][2700/3405] lr: 1.464e-02, eta: 1 day, 12:39:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 3.2538, loss: 3.2538 +2025-06-24 23:42:18,004 - pyskl - INFO - Epoch [67][2800/3405] lr: 1.463e-02, eta: 1 day, 12:38:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 3.2838, loss: 3.2838 +2025-06-24 23:43:03,875 - pyskl - INFO - Epoch [67][2900/3405] lr: 1.462e-02, eta: 1 day, 12:37:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.5495, loss: 3.5495 +2025-06-24 23:43:49,719 - pyskl - INFO - Epoch [67][3000/3405] lr: 1.462e-02, eta: 1 day, 12:37:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9706, loss_cls: 3.3539, loss: 3.3539 +2025-06-24 23:44:35,615 - pyskl - INFO - Epoch [67][3100/3405] lr: 1.461e-02, eta: 1 day, 12:36:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 3.3243, loss: 3.3243 +2025-06-24 23:45:21,465 - pyskl - INFO - Epoch [67][3200/3405] lr: 1.460e-02, eta: 1 day, 12:35:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 3.3668, loss: 3.3668 +2025-06-24 23:46:07,278 - pyskl - INFO - Epoch [67][3300/3405] lr: 1.459e-02, eta: 1 day, 12:34:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.2429, loss: 3.2429 +2025-06-24 23:46:53,073 - pyskl - INFO - Epoch [67][3400/3405] lr: 1.459e-02, eta: 1 day, 12:33:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.3474, loss: 3.3474 +2025-06-24 23:46:55,724 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-06-24 23:51:05,619 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 23:51:06,150 - pyskl - INFO - +top1_acc 0.8022 +top5_acc 0.9647 +2025-06-24 23:51:06,172 - pyskl - INFO - Epoch(val) [67][3718] top1_acc: 0.8022, top5_acc: 0.9647 +2025-06-24 23:52:14,664 - pyskl - INFO - Epoch [68][100/3405] lr: 1.458e-02, eta: 1 day, 12:33:30, time: 0.685, data_time: 0.227, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 3.2564, loss: 3.2564 +2025-06-24 23:53:00,456 - pyskl - INFO - Epoch [68][200/3405] lr: 1.457e-02, eta: 1 day, 12:32:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.2671, loss: 3.2671 +2025-06-24 23:53:46,241 - pyskl - INFO - Epoch [68][300/3405] lr: 1.456e-02, eta: 1 day, 12:31:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 3.3879, loss: 3.3879 +2025-06-24 23:54:32,038 - pyskl - INFO - Epoch [68][400/3405] lr: 1.455e-02, eta: 1 day, 12:31:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 3.2409, loss: 3.2409 +2025-06-24 23:55:17,835 - pyskl - INFO - Epoch [68][500/3405] lr: 1.455e-02, eta: 1 day, 12:30:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.4324, loss: 3.4324 +2025-06-24 23:56:03,660 - pyskl - INFO - Epoch [68][600/3405] lr: 1.454e-02, eta: 1 day, 12:29:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 3.2248, loss: 3.2248 +2025-06-24 23:56:49,463 - pyskl - INFO - Epoch [68][700/3405] lr: 1.453e-02, eta: 1 day, 12:28:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9819, loss_cls: 3.3279, loss: 3.3279 +2025-06-24 23:57:35,288 - pyskl - INFO - Epoch [68][800/3405] lr: 1.452e-02, eta: 1 day, 12:27:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 3.2939, loss: 3.2939 +2025-06-24 23:58:21,047 - pyskl - INFO - Epoch [68][900/3405] lr: 1.452e-02, eta: 1 day, 12:27:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 3.2628, loss: 3.2628 +2025-06-24 23:59:06,886 - pyskl - INFO - Epoch [68][1000/3405] lr: 1.451e-02, eta: 1 day, 12:26:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.3856, loss: 3.3856 +2025-06-24 23:59:52,671 - pyskl - INFO - Epoch [68][1100/3405] lr: 1.450e-02, eta: 1 day, 12:25:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 3.2814, loss: 3.2814 +2025-06-25 00:00:38,434 - pyskl - INFO - Epoch [68][1200/3405] lr: 1.449e-02, eta: 1 day, 12:24:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 3.3833, loss: 3.3833 +2025-06-25 00:01:24,213 - pyskl - INFO - Epoch [68][1300/3405] lr: 1.449e-02, eta: 1 day, 12:24:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 3.2783, loss: 3.2783 +2025-06-25 00:02:09,995 - pyskl - INFO - Epoch [68][1400/3405] lr: 1.448e-02, eta: 1 day, 12:23:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 3.4309, loss: 3.4309 +2025-06-25 00:02:55,817 - pyskl - INFO - Epoch [68][1500/3405] lr: 1.447e-02, eta: 1 day, 12:22:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 3.2985, loss: 3.2985 +2025-06-25 00:03:41,602 - pyskl - INFO - Epoch [68][1600/3405] lr: 1.446e-02, eta: 1 day, 12:21:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.3460, loss: 3.3460 +2025-06-25 00:04:27,310 - pyskl - INFO - Epoch [68][1700/3405] lr: 1.446e-02, eta: 1 day, 12:20:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 3.2682, loss: 3.2682 +2025-06-25 00:05:13,006 - pyskl - INFO - Epoch [68][1800/3405] lr: 1.445e-02, eta: 1 day, 12:20:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 3.3535, loss: 3.3535 +2025-06-25 00:05:58,679 - pyskl - INFO - Epoch [68][1900/3405] lr: 1.444e-02, eta: 1 day, 12:19:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 3.2943, loss: 3.2943 +2025-06-25 00:06:44,455 - pyskl - INFO - Epoch [68][2000/3405] lr: 1.443e-02, eta: 1 day, 12:18:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9731, loss_cls: 3.2204, loss: 3.2204 +2025-06-25 00:07:30,317 - pyskl - INFO - Epoch [68][2100/3405] lr: 1.443e-02, eta: 1 day, 12:17:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 3.2645, loss: 3.2645 +2025-06-25 00:08:16,368 - pyskl - INFO - Epoch [68][2200/3405] lr: 1.442e-02, eta: 1 day, 12:16:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 3.3036, loss: 3.3036 +2025-06-25 00:09:02,291 - pyskl - INFO - Epoch [68][2300/3405] lr: 1.441e-02, eta: 1 day, 12:16:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9806, loss_cls: 3.4055, loss: 3.4055 +2025-06-25 00:09:48,250 - pyskl - INFO - Epoch [68][2400/3405] lr: 1.440e-02, eta: 1 day, 12:15:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.3764, loss: 3.3764 +2025-06-25 00:10:34,062 - pyskl - INFO - Epoch [68][2500/3405] lr: 1.439e-02, eta: 1 day, 12:14:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 3.4001, loss: 3.4001 +2025-06-25 00:11:19,903 - pyskl - INFO - Epoch [68][2600/3405] lr: 1.439e-02, eta: 1 day, 12:13:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 3.3431, loss: 3.3431 +2025-06-25 00:12:05,751 - pyskl - INFO - Epoch [68][2700/3405] lr: 1.438e-02, eta: 1 day, 12:12:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.3509, loss: 3.3509 +2025-06-25 00:12:51,624 - pyskl - INFO - Epoch [68][2800/3405] lr: 1.437e-02, eta: 1 day, 12:12:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 3.2539, loss: 3.2539 +2025-06-25 00:13:37,538 - pyskl - INFO - Epoch [68][2900/3405] lr: 1.436e-02, eta: 1 day, 12:11:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.4022, loss: 3.4022 +2025-06-25 00:14:23,427 - pyskl - INFO - Epoch [68][3000/3405] lr: 1.436e-02, eta: 1 day, 12:10:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.2957, loss: 3.2957 +2025-06-25 00:15:09,342 - pyskl - INFO - Epoch [68][3100/3405] lr: 1.435e-02, eta: 1 day, 12:09:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 3.5119, loss: 3.5119 +2025-06-25 00:15:55,190 - pyskl - INFO - Epoch [68][3200/3405] lr: 1.434e-02, eta: 1 day, 12:08:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9688, loss_cls: 3.4740, loss: 3.4740 +2025-06-25 00:16:41,032 - pyskl - INFO - Epoch [68][3300/3405] lr: 1.433e-02, eta: 1 day, 12:08:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.4434, loss: 3.4434 +2025-06-25 00:17:26,821 - pyskl - INFO - Epoch [68][3400/3405] lr: 1.433e-02, eta: 1 day, 12:07:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.3283, loss: 3.3283 +2025-06-25 00:17:29,485 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-06-25 00:21:42,613 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 00:21:43,146 - pyskl - INFO - +top1_acc 0.7950 +top5_acc 0.9606 +2025-06-25 00:21:43,166 - pyskl - INFO - Epoch(val) [68][3718] top1_acc: 0.7950, top5_acc: 0.9606 +2025-06-25 00:22:51,596 - pyskl - INFO - Epoch [69][100/3405] lr: 1.432e-02, eta: 1 day, 12:06:57, time: 0.684, data_time: 0.225, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 3.2500, loss: 3.2500 +2025-06-25 00:23:37,466 - pyskl - INFO - Epoch [69][200/3405] lr: 1.431e-02, eta: 1 day, 12:06:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 3.1529, loss: 3.1529 +2025-06-25 00:24:23,362 - pyskl - INFO - Epoch [69][300/3405] lr: 1.430e-02, eta: 1 day, 12:05:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 3.3610, loss: 3.3610 +2025-06-25 00:25:09,317 - pyskl - INFO - Epoch [69][400/3405] lr: 1.430e-02, eta: 1 day, 12:04:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 3.2362, loss: 3.2362 +2025-06-25 00:25:55,351 - pyskl - INFO - Epoch [69][500/3405] lr: 1.429e-02, eta: 1 day, 12:03:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 3.3528, loss: 3.3528 +2025-06-25 00:26:41,392 - pyskl - INFO - Epoch [69][600/3405] lr: 1.428e-02, eta: 1 day, 12:03:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 3.3035, loss: 3.3035 +2025-06-25 00:27:27,479 - pyskl - INFO - Epoch [69][700/3405] lr: 1.427e-02, eta: 1 day, 12:02:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.3588, loss: 3.3588 +2025-06-25 00:28:13,519 - pyskl - INFO - Epoch [69][800/3405] lr: 1.427e-02, eta: 1 day, 12:01:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 3.1830, loss: 3.1830 +2025-06-25 00:28:59,616 - pyskl - INFO - Epoch [69][900/3405] lr: 1.426e-02, eta: 1 day, 12:00:39, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 3.4364, loss: 3.4364 +2025-06-25 00:29:45,733 - pyskl - INFO - Epoch [69][1000/3405] lr: 1.425e-02, eta: 1 day, 11:59:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.1676, loss: 3.1676 +2025-06-25 00:30:31,856 - pyskl - INFO - Epoch [69][1100/3405] lr: 1.424e-02, eta: 1 day, 11:59:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 3.3978, loss: 3.3978 +2025-06-25 00:31:17,831 - pyskl - INFO - Epoch [69][1200/3405] lr: 1.423e-02, eta: 1 day, 11:58:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 3.2294, loss: 3.2294 +2025-06-25 00:32:03,914 - pyskl - INFO - Epoch [69][1300/3405] lr: 1.423e-02, eta: 1 day, 11:57:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 3.2885, loss: 3.2885 +2025-06-25 00:32:49,907 - pyskl - INFO - Epoch [69][1400/3405] lr: 1.422e-02, eta: 1 day, 11:56:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 3.3480, loss: 3.3480 +2025-06-25 00:33:35,922 - pyskl - INFO - Epoch [69][1500/3405] lr: 1.421e-02, eta: 1 day, 11:55:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 3.1973, loss: 3.1973 +2025-06-25 00:34:21,857 - pyskl - INFO - Epoch [69][1600/3405] lr: 1.420e-02, eta: 1 day, 11:55:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9738, loss_cls: 3.3685, loss: 3.3685 +2025-06-25 00:35:07,748 - pyskl - INFO - Epoch [69][1700/3405] lr: 1.420e-02, eta: 1 day, 11:54:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 3.3236, loss: 3.3236 +2025-06-25 00:35:53,827 - pyskl - INFO - Epoch [69][1800/3405] lr: 1.419e-02, eta: 1 day, 11:53:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 3.3288, loss: 3.3288 +2025-06-25 00:36:39,802 - pyskl - INFO - Epoch [69][1900/3405] lr: 1.418e-02, eta: 1 day, 11:52:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 3.3260, loss: 3.3260 +2025-06-25 00:37:25,896 - pyskl - INFO - Epoch [69][2000/3405] lr: 1.417e-02, eta: 1 day, 11:51:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9825, loss_cls: 3.2799, loss: 3.2799 +2025-06-25 00:38:12,066 - pyskl - INFO - Epoch [69][2100/3405] lr: 1.417e-02, eta: 1 day, 11:51:12, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 3.2800, loss: 3.2800 +2025-06-25 00:38:58,016 - pyskl - INFO - Epoch [69][2200/3405] lr: 1.416e-02, eta: 1 day, 11:50:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.2803, loss: 3.2803 +2025-06-25 00:39:44,076 - pyskl - INFO - Epoch [69][2300/3405] lr: 1.415e-02, eta: 1 day, 11:49:38, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 3.3991, loss: 3.3991 +2025-06-25 00:40:30,227 - pyskl - INFO - Epoch [69][2400/3405] lr: 1.414e-02, eta: 1 day, 11:48:51, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 3.1474, loss: 3.1474 +2025-06-25 00:41:16,327 - pyskl - INFO - Epoch [69][2500/3405] lr: 1.414e-02, eta: 1 day, 11:48:04, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 3.2455, loss: 3.2455 +2025-06-25 00:42:02,246 - pyskl - INFO - Epoch [69][2600/3405] lr: 1.413e-02, eta: 1 day, 11:47:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9725, loss_cls: 3.3587, loss: 3.3587 +2025-06-25 00:42:48,194 - pyskl - INFO - Epoch [69][2700/3405] lr: 1.412e-02, eta: 1 day, 11:46:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.5537, loss: 3.5537 +2025-06-25 00:43:34,468 - pyskl - INFO - Epoch [69][2800/3405] lr: 1.411e-02, eta: 1 day, 11:45:42, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.3618, loss: 3.3618 +2025-06-25 00:44:20,604 - pyskl - INFO - Epoch [69][2900/3405] lr: 1.411e-02, eta: 1 day, 11:44:55, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.3050, loss: 3.3050 +2025-06-25 00:45:06,487 - pyskl - INFO - Epoch [69][3000/3405] lr: 1.410e-02, eta: 1 day, 11:44:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 3.3512, loss: 3.3512 +2025-06-25 00:45:52,396 - pyskl - INFO - Epoch [69][3100/3405] lr: 1.409e-02, eta: 1 day, 11:43:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 3.2812, loss: 3.2812 +2025-06-25 00:46:38,337 - pyskl - INFO - Epoch [69][3200/3405] lr: 1.408e-02, eta: 1 day, 11:42:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 3.3955, loss: 3.3955 +2025-06-25 00:47:24,365 - pyskl - INFO - Epoch [69][3300/3405] lr: 1.407e-02, eta: 1 day, 11:41:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 3.3071, loss: 3.3071 +2025-06-25 00:48:10,303 - pyskl - INFO - Epoch [69][3400/3405] lr: 1.407e-02, eta: 1 day, 11:40:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 3.1237, loss: 3.1237 +2025-06-25 00:48:12,925 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-06-25 00:52:22,903 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 00:52:23,437 - pyskl - INFO - +top1_acc 0.7943 +top5_acc 0.9600 +2025-06-25 00:52:23,458 - pyskl - INFO - Epoch(val) [69][3718] top1_acc: 0.7943, top5_acc: 0.9600 +2025-06-25 00:53:31,822 - pyskl - INFO - Epoch [70][100/3405] lr: 1.406e-02, eta: 1 day, 11:40:32, time: 0.684, data_time: 0.223, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9819, loss_cls: 3.2483, loss: 3.2483 +2025-06-25 00:54:17,868 - pyskl - INFO - Epoch [70][200/3405] lr: 1.405e-02, eta: 1 day, 11:39:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 3.3272, loss: 3.3272 +2025-06-25 00:55:03,890 - pyskl - INFO - Epoch [70][300/3405] lr: 1.404e-02, eta: 1 day, 11:38:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 3.1830, loss: 3.1830 +2025-06-25 00:55:49,815 - pyskl - INFO - Epoch [70][400/3405] lr: 1.404e-02, eta: 1 day, 11:38:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.3069, loss: 3.3069 +2025-06-25 00:56:36,110 - pyskl - INFO - Epoch [70][500/3405] lr: 1.403e-02, eta: 1 day, 11:37:23, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 3.2603, loss: 3.2603 +2025-06-25 00:57:22,279 - pyskl - INFO - Epoch [70][600/3405] lr: 1.402e-02, eta: 1 day, 11:36:36, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 3.2276, loss: 3.2276 +2025-06-25 00:58:08,502 - pyskl - INFO - Epoch [70][700/3405] lr: 1.401e-02, eta: 1 day, 11:35:49, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 3.2715, loss: 3.2715 +2025-06-25 00:58:54,587 - pyskl - INFO - Epoch [70][800/3405] lr: 1.401e-02, eta: 1 day, 11:35:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 3.3364, loss: 3.3364 +2025-06-25 00:59:40,718 - pyskl - INFO - Epoch [70][900/3405] lr: 1.400e-02, eta: 1 day, 11:34:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 3.2281, loss: 3.2281 +2025-06-25 01:00:26,817 - pyskl - INFO - Epoch [70][1000/3405] lr: 1.399e-02, eta: 1 day, 11:33:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9750, loss_cls: 3.3098, loss: 3.3098 +2025-06-25 01:01:12,809 - pyskl - INFO - Epoch [70][1100/3405] lr: 1.398e-02, eta: 1 day, 11:32:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 3.2752, loss: 3.2752 +2025-06-25 01:01:58,821 - pyskl - INFO - Epoch [70][1200/3405] lr: 1.398e-02, eta: 1 day, 11:31:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 3.2993, loss: 3.2993 +2025-06-25 01:02:44,917 - pyskl - INFO - Epoch [70][1300/3405] lr: 1.397e-02, eta: 1 day, 11:31:06, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9712, loss_cls: 3.2656, loss: 3.2656 +2025-06-25 01:03:31,008 - pyskl - INFO - Epoch [70][1400/3405] lr: 1.396e-02, eta: 1 day, 11:30:19, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 3.3444, loss: 3.3444 +2025-06-25 01:04:17,055 - pyskl - INFO - Epoch [70][1500/3405] lr: 1.395e-02, eta: 1 day, 11:29:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.4133, loss: 3.4133 +2025-06-25 01:05:03,206 - pyskl - INFO - Epoch [70][1600/3405] lr: 1.394e-02, eta: 1 day, 11:28:45, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.3845, loss: 3.3845 +2025-06-25 01:05:49,201 - pyskl - INFO - Epoch [70][1700/3405] lr: 1.394e-02, eta: 1 day, 11:27:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 3.3370, loss: 3.3370 +2025-06-25 01:06:35,165 - pyskl - INFO - Epoch [70][1800/3405] lr: 1.393e-02, eta: 1 day, 11:27:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.3710, loss: 3.3710 +2025-06-25 01:07:21,131 - pyskl - INFO - Epoch [70][1900/3405] lr: 1.392e-02, eta: 1 day, 11:26:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 3.4273, loss: 3.4273 +2025-06-25 01:08:07,092 - pyskl - INFO - Epoch [70][2000/3405] lr: 1.391e-02, eta: 1 day, 11:25:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 3.3921, loss: 3.3921 +2025-06-25 01:08:53,323 - pyskl - INFO - Epoch [70][2100/3405] lr: 1.391e-02, eta: 1 day, 11:24:49, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.2498, loss: 3.2498 +2025-06-25 01:09:39,546 - pyskl - INFO - Epoch [70][2200/3405] lr: 1.390e-02, eta: 1 day, 11:24:02, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 3.3216, loss: 3.3216 +2025-06-25 01:10:25,759 - pyskl - INFO - Epoch [70][2300/3405] lr: 1.389e-02, eta: 1 day, 11:23:15, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 3.2792, loss: 3.2792 +2025-06-25 01:11:11,738 - pyskl - INFO - Epoch [70][2400/3405] lr: 1.388e-02, eta: 1 day, 11:22:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 3.3789, loss: 3.3789 +2025-06-25 01:11:57,770 - pyskl - INFO - Epoch [70][2500/3405] lr: 1.388e-02, eta: 1 day, 11:21:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9738, loss_cls: 3.3136, loss: 3.3136 +2025-06-25 01:12:43,851 - pyskl - INFO - Epoch [70][2600/3405] lr: 1.387e-02, eta: 1 day, 11:20:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 3.2834, loss: 3.2834 +2025-06-25 01:13:29,849 - pyskl - INFO - Epoch [70][2700/3405] lr: 1.386e-02, eta: 1 day, 11:20:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 3.2890, loss: 3.2890 +2025-06-25 01:14:15,816 - pyskl - INFO - Epoch [70][2800/3405] lr: 1.385e-02, eta: 1 day, 11:19:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 3.3372, loss: 3.3372 +2025-06-25 01:15:01,664 - pyskl - INFO - Epoch [70][2900/3405] lr: 1.385e-02, eta: 1 day, 11:18:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9819, loss_cls: 3.2616, loss: 3.2616 +2025-06-25 01:15:47,547 - pyskl - INFO - Epoch [70][3000/3405] lr: 1.384e-02, eta: 1 day, 11:17:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9694, loss_cls: 3.3602, loss: 3.3602 +2025-06-25 01:16:33,556 - pyskl - INFO - Epoch [70][3100/3405] lr: 1.383e-02, eta: 1 day, 11:16:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 3.3564, loss: 3.3564 +2025-06-25 01:17:19,438 - pyskl - INFO - Epoch [70][3200/3405] lr: 1.382e-02, eta: 1 day, 11:16:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.4433, loss: 3.4433 +2025-06-25 01:18:05,258 - pyskl - INFO - Epoch [70][3300/3405] lr: 1.381e-02, eta: 1 day, 11:15:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9869, loss_cls: 3.2710, loss: 3.2710 +2025-06-25 01:18:51,008 - pyskl - INFO - Epoch [70][3400/3405] lr: 1.381e-02, eta: 1 day, 11:14:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 3.3386, loss: 3.3386 +2025-06-25 01:18:53,631 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-06-25 01:39:05,814 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 01:39:06,504 - pyskl - INFO - +top1_acc 0.8104 +top5_acc 0.9641 +2025-06-25 01:39:06,559 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_61.pth was removed +2025-06-25 01:39:07,631 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. +2025-06-25 01:39:07,633 - pyskl - INFO - Best top1_acc is 0.8104 at 70 epoch. +2025-06-25 01:39:07,656 - pyskl - INFO - Epoch(val) [70][3718] top1_acc: 0.8104, top5_acc: 0.9641 +2025-06-25 01:40:15,993 - pyskl - INFO - Epoch [71][100/3405] lr: 1.380e-02, eta: 1 day, 11:14:08, time: 0.683, data_time: 0.223, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 3.1610, loss: 3.1610 +2025-06-25 01:41:01,823 - pyskl - INFO - Epoch [71][200/3405] lr: 1.379e-02, eta: 1 day, 11:13:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 3.1098, loss: 3.1098 +2025-06-25 01:41:47,685 - pyskl - INFO - Epoch [71][300/3405] lr: 1.378e-02, eta: 1 day, 11:12:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.2044, loss: 3.2044 +2025-06-25 01:42:33,540 - pyskl - INFO - Epoch [71][400/3405] lr: 1.378e-02, eta: 1 day, 11:11:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 3.3122, loss: 3.3122 +2025-06-25 01:43:19,439 - pyskl - INFO - Epoch [71][500/3405] lr: 1.377e-02, eta: 1 day, 11:10:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 3.1597, loss: 3.1597 +2025-06-25 01:44:05,254 - pyskl - INFO - Epoch [71][600/3405] lr: 1.376e-02, eta: 1 day, 11:10:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 3.1573, loss: 3.1573 +2025-06-25 01:44:51,089 - pyskl - INFO - Epoch [71][700/3405] lr: 1.375e-02, eta: 1 day, 11:09:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.3383, loss: 3.3383 +2025-06-25 01:45:37,020 - pyskl - INFO - Epoch [71][800/3405] lr: 1.375e-02, eta: 1 day, 11:08:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 3.2136, loss: 3.2136 +2025-06-25 01:46:22,946 - pyskl - INFO - Epoch [71][900/3405] lr: 1.374e-02, eta: 1 day, 11:07:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 3.2281, loss: 3.2281 +2025-06-25 01:47:08,899 - pyskl - INFO - Epoch [71][1000/3405] lr: 1.373e-02, eta: 1 day, 11:07:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9838, loss_cls: 3.3044, loss: 3.3044 +2025-06-25 01:47:54,789 - pyskl - INFO - Epoch [71][1100/3405] lr: 1.372e-02, eta: 1 day, 11:06:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 3.2459, loss: 3.2459 +2025-06-25 01:48:40,716 - pyskl - INFO - Epoch [71][1200/3405] lr: 1.371e-02, eta: 1 day, 11:05:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 3.3097, loss: 3.3097 +2025-06-25 01:49:26,567 - pyskl - INFO - Epoch [71][1300/3405] lr: 1.371e-02, eta: 1 day, 11:04:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9744, loss_cls: 3.2356, loss: 3.2356 +2025-06-25 01:50:12,567 - pyskl - INFO - Epoch [71][1400/3405] lr: 1.370e-02, eta: 1 day, 11:03:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 3.3619, loss: 3.3619 +2025-06-25 01:50:58,475 - pyskl - INFO - Epoch [71][1500/3405] lr: 1.369e-02, eta: 1 day, 11:03:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 3.2232, loss: 3.2232 +2025-06-25 01:51:44,406 - pyskl - INFO - Epoch [71][1600/3405] lr: 1.368e-02, eta: 1 day, 11:02:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 3.2103, loss: 3.2103 +2025-06-25 01:52:30,213 - pyskl - INFO - Epoch [71][1700/3405] lr: 1.368e-02, eta: 1 day, 11:01:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.3445, loss: 3.3445 +2025-06-25 01:53:16,136 - pyskl - INFO - Epoch [71][1800/3405] lr: 1.367e-02, eta: 1 day, 11:00:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 3.2462, loss: 3.2462 +2025-06-25 01:54:01,964 - pyskl - INFO - Epoch [71][1900/3405] lr: 1.366e-02, eta: 1 day, 10:59:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 3.2681, loss: 3.2681 +2025-06-25 01:54:47,793 - pyskl - INFO - Epoch [71][2000/3405] lr: 1.365e-02, eta: 1 day, 10:59:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9825, loss_cls: 3.3309, loss: 3.3309 +2025-06-25 01:55:33,632 - pyskl - INFO - Epoch [71][2100/3405] lr: 1.365e-02, eta: 1 day, 10:58:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 3.1670, loss: 3.1670 +2025-06-25 01:56:19,512 - pyskl - INFO - Epoch [71][2200/3405] lr: 1.364e-02, eta: 1 day, 10:57:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 3.1699, loss: 3.1699 +2025-06-25 01:57:05,415 - pyskl - INFO - Epoch [71][2300/3405] lr: 1.363e-02, eta: 1 day, 10:56:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9725, loss_cls: 3.3033, loss: 3.3033 +2025-06-25 01:57:51,290 - pyskl - INFO - Epoch [71][2400/3405] lr: 1.362e-02, eta: 1 day, 10:55:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 3.2645, loss: 3.2645 +2025-06-25 01:58:37,198 - pyskl - INFO - Epoch [71][2500/3405] lr: 1.362e-02, eta: 1 day, 10:55:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 3.3303, loss: 3.3303 +2025-06-25 01:59:23,104 - pyskl - INFO - Epoch [71][2600/3405] lr: 1.361e-02, eta: 1 day, 10:54:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 3.1852, loss: 3.1852 +2025-06-25 02:00:09,005 - pyskl - INFO - Epoch [71][2700/3405] lr: 1.360e-02, eta: 1 day, 10:53:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 3.3339, loss: 3.3339 +2025-06-25 02:00:55,002 - pyskl - INFO - Epoch [71][2800/3405] lr: 1.359e-02, eta: 1 day, 10:52:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 3.4124, loss: 3.4124 +2025-06-25 02:01:40,969 - pyskl - INFO - Epoch [71][2900/3405] lr: 1.358e-02, eta: 1 day, 10:52:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9712, loss_cls: 3.2630, loss: 3.2630 +2025-06-25 02:02:26,875 - pyskl - INFO - Epoch [71][3000/3405] lr: 1.358e-02, eta: 1 day, 10:51:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 3.2313, loss: 3.2313 +2025-06-25 02:03:12,744 - pyskl - INFO - Epoch [71][3100/3405] lr: 1.357e-02, eta: 1 day, 10:50:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 3.2900, loss: 3.2900 +2025-06-25 02:03:58,733 - pyskl - INFO - Epoch [71][3200/3405] lr: 1.356e-02, eta: 1 day, 10:49:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9844, loss_cls: 3.4004, loss: 3.4004 +2025-06-25 02:04:45,058 - pyskl - INFO - Epoch [71][3300/3405] lr: 1.355e-02, eta: 1 day, 10:48:53, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 3.1077, loss: 3.1077 +2025-06-25 02:05:31,232 - pyskl - INFO - Epoch [71][3400/3405] lr: 1.355e-02, eta: 1 day, 10:48:06, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 3.2125, loss: 3.2125 +2025-06-25 02:05:33,878 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-06-25 02:09:45,341 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 02:09:45,876 - pyskl - INFO - +top1_acc 0.8000 +top5_acc 0.9600 +2025-06-25 02:09:45,899 - pyskl - INFO - Epoch(val) [71][3718] top1_acc: 0.8000, top5_acc: 0.9600 +2025-06-25 02:10:54,285 - pyskl - INFO - Epoch [72][100/3405] lr: 1.354e-02, eta: 1 day, 10:47:39, time: 0.684, data_time: 0.225, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 3.2516, loss: 3.2516 +2025-06-25 02:11:40,239 - pyskl - INFO - Epoch [72][200/3405] lr: 1.353e-02, eta: 1 day, 10:46:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9869, loss_cls: 3.2176, loss: 3.2176 +2025-06-25 02:12:26,205 - pyskl - INFO - Epoch [72][300/3405] lr: 1.352e-02, eta: 1 day, 10:46:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 3.3163, loss: 3.3163 +2025-06-25 02:13:12,128 - pyskl - INFO - Epoch [72][400/3405] lr: 1.352e-02, eta: 1 day, 10:45:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.3516, loss: 3.3516 +2025-06-25 02:13:58,000 - pyskl - INFO - Epoch [72][500/3405] lr: 1.351e-02, eta: 1 day, 10:44:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 3.1492, loss: 3.1492 +2025-06-25 02:14:43,823 - pyskl - INFO - Epoch [72][600/3405] lr: 1.350e-02, eta: 1 day, 10:43:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 3.2383, loss: 3.2383 +2025-06-25 02:15:29,675 - pyskl - INFO - Epoch [72][700/3405] lr: 1.349e-02, eta: 1 day, 10:42:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 3.1746, loss: 3.1746 +2025-06-25 02:16:15,543 - pyskl - INFO - Epoch [72][800/3405] lr: 1.348e-02, eta: 1 day, 10:42:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 3.2956, loss: 3.2956 +2025-06-25 02:17:01,419 - pyskl - INFO - Epoch [72][900/3405] lr: 1.348e-02, eta: 1 day, 10:41:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 3.2468, loss: 3.2468 +2025-06-25 02:17:47,291 - pyskl - INFO - Epoch [72][1000/3405] lr: 1.347e-02, eta: 1 day, 10:40:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 3.1606, loss: 3.1606 +2025-06-25 02:18:33,277 - pyskl - INFO - Epoch [72][1100/3405] lr: 1.346e-02, eta: 1 day, 10:39:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9862, loss_cls: 3.1723, loss: 3.1723 +2025-06-25 02:19:19,162 - pyskl - INFO - Epoch [72][1200/3405] lr: 1.345e-02, eta: 1 day, 10:38:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 3.0364, loss: 3.0364 +2025-06-25 02:20:05,154 - pyskl - INFO - Epoch [72][1300/3405] lr: 1.345e-02, eta: 1 day, 10:38:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 3.2595, loss: 3.2595 +2025-06-25 02:20:51,142 - pyskl - INFO - Epoch [72][1400/3405] lr: 1.344e-02, eta: 1 day, 10:37:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9819, loss_cls: 3.2532, loss: 3.2532 +2025-06-25 02:21:37,231 - pyskl - INFO - Epoch [72][1500/3405] lr: 1.343e-02, eta: 1 day, 10:36:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9862, loss_cls: 3.1802, loss: 3.1802 +2025-06-25 02:22:23,400 - pyskl - INFO - Epoch [72][1600/3405] lr: 1.342e-02, eta: 1 day, 10:35:49, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9856, loss_cls: 3.2181, loss: 3.2181 +2025-06-25 02:23:09,779 - pyskl - INFO - Epoch [72][1700/3405] lr: 1.342e-02, eta: 1 day, 10:35:02, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 3.2904, loss: 3.2904 +2025-06-25 02:23:55,892 - pyskl - INFO - Epoch [72][1800/3405] lr: 1.341e-02, eta: 1 day, 10:34:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 3.3427, loss: 3.3427 +2025-06-25 02:24:41,802 - pyskl - INFO - Epoch [72][1900/3405] lr: 1.340e-02, eta: 1 day, 10:33:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9738, loss_cls: 3.2873, loss: 3.2873 +2025-06-25 02:25:27,679 - pyskl - INFO - Epoch [72][2000/3405] lr: 1.339e-02, eta: 1 day, 10:32:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 3.2508, loss: 3.2508 +2025-06-25 02:26:13,630 - pyskl - INFO - Epoch [72][2100/3405] lr: 1.339e-02, eta: 1 day, 10:31:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 3.2196, loss: 3.2196 +2025-06-25 02:26:59,476 - pyskl - INFO - Epoch [72][2200/3405] lr: 1.338e-02, eta: 1 day, 10:31:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 3.3191, loss: 3.3191 +2025-06-25 02:27:45,452 - pyskl - INFO - Epoch [72][2300/3405] lr: 1.337e-02, eta: 1 day, 10:30:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 3.2477, loss: 3.2477 +2025-06-25 02:28:31,402 - pyskl - INFO - Epoch [72][2400/3405] lr: 1.336e-02, eta: 1 day, 10:29:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 3.2266, loss: 3.2266 +2025-06-25 02:29:17,434 - pyskl - INFO - Epoch [72][2500/3405] lr: 1.335e-02, eta: 1 day, 10:28:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 3.2059, loss: 3.2059 +2025-06-25 02:30:03,441 - pyskl - INFO - Epoch [72][2600/3405] lr: 1.335e-02, eta: 1 day, 10:27:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9738, loss_cls: 3.2145, loss: 3.2145 +2025-06-25 02:30:49,421 - pyskl - INFO - Epoch [72][2700/3405] lr: 1.334e-02, eta: 1 day, 10:27:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 3.3020, loss: 3.3020 +2025-06-25 02:31:35,406 - pyskl - INFO - Epoch [72][2800/3405] lr: 1.333e-02, eta: 1 day, 10:26:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.2849, loss: 3.2849 +2025-06-25 02:32:21,423 - pyskl - INFO - Epoch [72][2900/3405] lr: 1.332e-02, eta: 1 day, 10:25:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 3.2235, loss: 3.2235 +2025-06-25 02:33:07,664 - pyskl - INFO - Epoch [72][3000/3405] lr: 1.332e-02, eta: 1 day, 10:24:49, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9850, loss_cls: 3.2034, loss: 3.2034 +2025-06-25 02:33:53,680 - pyskl - INFO - Epoch [72][3100/3405] lr: 1.331e-02, eta: 1 day, 10:24:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 3.3221, loss: 3.3221 +2025-06-25 02:34:39,852 - pyskl - INFO - Epoch [72][3200/3405] lr: 1.330e-02, eta: 1 day, 10:23:14, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 3.3467, loss: 3.3467 +2025-06-25 02:35:25,939 - pyskl - INFO - Epoch [72][3300/3405] lr: 1.329e-02, eta: 1 day, 10:22:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 3.2526, loss: 3.2526 +2025-06-25 02:36:11,925 - pyskl - INFO - Epoch [72][3400/3405] lr: 1.329e-02, eta: 1 day, 10:21:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.3722, loss: 3.3722 +2025-06-25 02:36:14,526 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-06-25 02:40:25,588 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 02:40:26,127 - pyskl - INFO - +top1_acc 0.8248 +top5_acc 0.9664 +2025-06-25 02:40:26,180 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_70.pth was removed +2025-06-25 02:40:27,209 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_72.pth. +2025-06-25 02:40:27,210 - pyskl - INFO - Best top1_acc is 0.8248 at 72 epoch. +2025-06-25 02:40:27,230 - pyskl - INFO - Epoch(val) [72][3718] top1_acc: 0.8248, top5_acc: 0.9664 +2025-06-25 02:41:35,770 - pyskl - INFO - Epoch [73][100/3405] lr: 1.328e-02, eta: 1 day, 10:21:12, time: 0.685, data_time: 0.227, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 3.1592, loss: 3.1592 +2025-06-25 02:42:21,570 - pyskl - INFO - Epoch [73][200/3405] lr: 1.327e-02, eta: 1 day, 10:20:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9850, loss_cls: 3.2158, loss: 3.2158 +2025-06-25 02:43:07,324 - pyskl - INFO - Epoch [73][300/3405] lr: 1.326e-02, eta: 1 day, 10:19:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 3.1606, loss: 3.1606 +2025-06-25 02:43:53,165 - pyskl - INFO - Epoch [73][400/3405] lr: 1.325e-02, eta: 1 day, 10:18:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 3.1201, loss: 3.1201 +2025-06-25 02:44:39,018 - pyskl - INFO - Epoch [73][500/3405] lr: 1.325e-02, eta: 1 day, 10:18:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 3.2206, loss: 3.2206 +2025-06-25 02:45:24,826 - pyskl - INFO - Epoch [73][600/3405] lr: 1.324e-02, eta: 1 day, 10:17:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 3.1878, loss: 3.1878 +2025-06-25 02:46:10,661 - pyskl - INFO - Epoch [73][700/3405] lr: 1.323e-02, eta: 1 day, 10:16:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 3.2747, loss: 3.2747 +2025-06-25 02:46:56,474 - pyskl - INFO - Epoch [73][800/3405] lr: 1.322e-02, eta: 1 day, 10:15:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 3.2513, loss: 3.2513 +2025-06-25 02:47:42,397 - pyskl - INFO - Epoch [73][900/3405] lr: 1.322e-02, eta: 1 day, 10:14:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 3.2231, loss: 3.2231 +2025-06-25 02:48:28,181 - pyskl - INFO - Epoch [73][1000/3405] lr: 1.321e-02, eta: 1 day, 10:14:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 3.1586, loss: 3.1586 +2025-06-25 02:49:14,045 - pyskl - INFO - Epoch [73][1100/3405] lr: 1.320e-02, eta: 1 day, 10:13:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 3.1660, loss: 3.1660 +2025-06-25 02:50:00,035 - pyskl - INFO - Epoch [73][1200/3405] lr: 1.319e-02, eta: 1 day, 10:12:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 3.1863, loss: 3.1863 +2025-06-25 02:50:45,941 - pyskl - INFO - Epoch [73][1300/3405] lr: 1.319e-02, eta: 1 day, 10:11:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 3.3062, loss: 3.3062 +2025-06-25 02:51:31,839 - pyskl - INFO - Epoch [73][1400/3405] lr: 1.318e-02, eta: 1 day, 10:10:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 3.3190, loss: 3.3190 +2025-06-25 02:52:17,646 - pyskl - INFO - Epoch [73][1500/3405] lr: 1.317e-02, eta: 1 day, 10:10:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 3.2300, loss: 3.2300 +2025-06-25 02:53:03,622 - pyskl - INFO - Epoch [73][1600/3405] lr: 1.316e-02, eta: 1 day, 10:09:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 3.1527, loss: 3.1527 +2025-06-25 02:53:49,596 - pyskl - INFO - Epoch [73][1700/3405] lr: 1.315e-02, eta: 1 day, 10:08:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9856, loss_cls: 3.1715, loss: 3.1715 +2025-06-25 02:54:35,563 - pyskl - INFO - Epoch [73][1800/3405] lr: 1.315e-02, eta: 1 day, 10:07:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 3.2924, loss: 3.2924 +2025-06-25 02:55:21,780 - pyskl - INFO - Epoch [73][1900/3405] lr: 1.314e-02, eta: 1 day, 10:07:01, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.3582, loss: 3.3582 +2025-06-25 02:56:07,785 - pyskl - INFO - Epoch [73][2000/3405] lr: 1.313e-02, eta: 1 day, 10:06:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.3160, loss: 3.3160 +2025-06-25 02:56:54,027 - pyskl - INFO - Epoch [73][2100/3405] lr: 1.312e-02, eta: 1 day, 10:05:26, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.2191, loss: 3.2191 +2025-06-25 02:57:40,268 - pyskl - INFO - Epoch [73][2200/3405] lr: 1.312e-02, eta: 1 day, 10:04:39, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 3.2324, loss: 3.2324 +2025-06-25 02:58:26,321 - pyskl - INFO - Epoch [73][2300/3405] lr: 1.311e-02, eta: 1 day, 10:03:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 3.2834, loss: 3.2834 +2025-06-25 02:59:12,321 - pyskl - INFO - Epoch [73][2400/3405] lr: 1.310e-02, eta: 1 day, 10:03:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9750, loss_cls: 3.2052, loss: 3.2052 +2025-06-25 02:59:58,298 - pyskl - INFO - Epoch [73][2500/3405] lr: 1.309e-02, eta: 1 day, 10:02:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 3.1901, loss: 3.1901 +2025-06-25 03:00:44,172 - pyskl - INFO - Epoch [73][2600/3405] lr: 1.309e-02, eta: 1 day, 10:01:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 3.1951, loss: 3.1951 +2025-06-25 03:01:29,979 - pyskl - INFO - Epoch [73][2700/3405] lr: 1.308e-02, eta: 1 day, 10:00:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.3672, loss: 3.3672 +2025-06-25 03:02:15,868 - pyskl - INFO - Epoch [73][2800/3405] lr: 1.307e-02, eta: 1 day, 9:59:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 3.1634, loss: 3.1634 +2025-06-25 03:03:01,803 - pyskl - INFO - Epoch [73][2900/3405] lr: 1.306e-02, eta: 1 day, 9:59:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 3.2018, loss: 3.2018 +2025-06-25 03:03:47,778 - pyskl - INFO - Epoch [73][3000/3405] lr: 1.305e-02, eta: 1 day, 9:58:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 3.3359, loss: 3.3359 +2025-06-25 03:04:33,816 - pyskl - INFO - Epoch [73][3100/3405] lr: 1.305e-02, eta: 1 day, 9:57:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 3.1566, loss: 3.1566 +2025-06-25 03:05:19,727 - pyskl - INFO - Epoch [73][3200/3405] lr: 1.304e-02, eta: 1 day, 9:56:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.2879, loss: 3.2879 +2025-06-25 03:06:05,571 - pyskl - INFO - Epoch [73][3300/3405] lr: 1.303e-02, eta: 1 day, 9:56:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 3.1706, loss: 3.1706 +2025-06-25 03:06:51,532 - pyskl - INFO - Epoch [73][3400/3405] lr: 1.302e-02, eta: 1 day, 9:55:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 3.1689, loss: 3.1689 +2025-06-25 03:06:54,145 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-06-25 03:11:08,740 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 03:11:09,274 - pyskl - INFO - +top1_acc 0.8059 +top5_acc 0.9621 +2025-06-25 03:11:09,295 - pyskl - INFO - Epoch(val) [73][3718] top1_acc: 0.8059, top5_acc: 0.9621 +2025-06-25 03:12:17,996 - pyskl - INFO - Epoch [74][100/3405] lr: 1.302e-02, eta: 1 day, 9:54:44, time: 0.687, data_time: 0.227, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 3.0969, loss: 3.0969 +2025-06-25 03:13:04,088 - pyskl - INFO - Epoch [74][200/3405] lr: 1.301e-02, eta: 1 day, 9:53:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 3.1527, loss: 3.1527 +2025-06-25 03:13:50,075 - pyskl - INFO - Epoch [74][300/3405] lr: 1.300e-02, eta: 1 day, 9:53:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 3.0637, loss: 3.0637 +2025-06-25 03:14:35,937 - pyskl - INFO - Epoch [74][400/3405] lr: 1.299e-02, eta: 1 day, 9:52:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 3.0826, loss: 3.0826 +2025-06-25 03:15:21,836 - pyskl - INFO - Epoch [74][500/3405] lr: 1.299e-02, eta: 1 day, 9:51:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.1932, loss: 3.1932 +2025-06-25 03:16:07,715 - pyskl - INFO - Epoch [74][600/3405] lr: 1.298e-02, eta: 1 day, 9:50:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 3.2625, loss: 3.2625 +2025-06-25 03:16:53,591 - pyskl - INFO - Epoch [74][700/3405] lr: 1.297e-02, eta: 1 day, 9:50:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.3983, loss: 3.3983 +2025-06-25 03:17:39,689 - pyskl - INFO - Epoch [74][800/3405] lr: 1.296e-02, eta: 1 day, 9:49:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 3.2245, loss: 3.2245 +2025-06-25 03:18:25,779 - pyskl - INFO - Epoch [74][900/3405] lr: 1.295e-02, eta: 1 day, 9:48:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 3.2356, loss: 3.2356 +2025-06-25 03:19:11,835 - pyskl - INFO - Epoch [74][1000/3405] lr: 1.295e-02, eta: 1 day, 9:47:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 3.2026, loss: 3.2026 +2025-06-25 03:19:57,862 - pyskl - INFO - Epoch [74][1100/3405] lr: 1.294e-02, eta: 1 day, 9:46:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 3.2225, loss: 3.2225 +2025-06-25 03:20:43,810 - pyskl - INFO - Epoch [74][1200/3405] lr: 1.293e-02, eta: 1 day, 9:46:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 3.1493, loss: 3.1493 +2025-06-25 03:21:29,671 - pyskl - INFO - Epoch [74][1300/3405] lr: 1.292e-02, eta: 1 day, 9:45:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 3.2127, loss: 3.2127 +2025-06-25 03:22:15,559 - pyskl - INFO - Epoch [74][1400/3405] lr: 1.292e-02, eta: 1 day, 9:44:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 3.2618, loss: 3.2618 +2025-06-25 03:23:01,526 - pyskl - INFO - Epoch [74][1500/3405] lr: 1.291e-02, eta: 1 day, 9:43:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 3.1564, loss: 3.1564 +2025-06-25 03:23:47,523 - pyskl - INFO - Epoch [74][1600/3405] lr: 1.290e-02, eta: 1 day, 9:42:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 3.1020, loss: 3.1020 +2025-06-25 03:24:33,544 - pyskl - INFO - Epoch [74][1700/3405] lr: 1.289e-02, eta: 1 day, 9:42:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 3.2160, loss: 3.2160 +2025-06-25 03:25:19,451 - pyskl - INFO - Epoch [74][1800/3405] lr: 1.289e-02, eta: 1 day, 9:41:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 3.1463, loss: 3.1463 +2025-06-25 03:26:05,284 - pyskl - INFO - Epoch [74][1900/3405] lr: 1.288e-02, eta: 1 day, 9:40:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 3.2120, loss: 3.2120 +2025-06-25 03:26:51,239 - pyskl - INFO - Epoch [74][2000/3405] lr: 1.287e-02, eta: 1 day, 9:39:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 3.2035, loss: 3.2035 +2025-06-25 03:27:37,161 - pyskl - INFO - Epoch [74][2100/3405] lr: 1.286e-02, eta: 1 day, 9:39:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 3.1265, loss: 3.1265 +2025-06-25 03:28:23,044 - pyskl - INFO - Epoch [74][2200/3405] lr: 1.285e-02, eta: 1 day, 9:38:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 3.1785, loss: 3.1785 +2025-06-25 03:29:08,955 - pyskl - INFO - Epoch [74][2300/3405] lr: 1.285e-02, eta: 1 day, 9:37:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 3.3071, loss: 3.3071 +2025-06-25 03:29:54,820 - pyskl - INFO - Epoch [74][2400/3405] lr: 1.284e-02, eta: 1 day, 9:36:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 3.3383, loss: 3.3383 +2025-06-25 03:30:40,715 - pyskl - INFO - Epoch [74][2500/3405] lr: 1.283e-02, eta: 1 day, 9:35:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.3532, loss: 3.3532 +2025-06-25 03:31:26,667 - pyskl - INFO - Epoch [74][2600/3405] lr: 1.282e-02, eta: 1 day, 9:35:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9775, loss_cls: 3.0661, loss: 3.0661 +2025-06-25 03:32:12,611 - pyskl - INFO - Epoch [74][2700/3405] lr: 1.282e-02, eta: 1 day, 9:34:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 3.2704, loss: 3.2704 +2025-06-25 03:32:58,508 - pyskl - INFO - Epoch [74][2800/3405] lr: 1.281e-02, eta: 1 day, 9:33:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 3.1926, loss: 3.1926 +2025-06-25 03:33:44,462 - pyskl - INFO - Epoch [74][2900/3405] lr: 1.280e-02, eta: 1 day, 9:32:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.2465, loss: 3.2465 +2025-06-25 03:34:30,333 - pyskl - INFO - Epoch [74][3000/3405] lr: 1.279e-02, eta: 1 day, 9:31:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9712, loss_cls: 3.3928, loss: 3.3928 +2025-06-25 03:35:16,197 - pyskl - INFO - Epoch [74][3100/3405] lr: 1.279e-02, eta: 1 day, 9:31:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 3.2906, loss: 3.2906 +2025-06-25 03:36:02,076 - pyskl - INFO - Epoch [74][3200/3405] lr: 1.278e-02, eta: 1 day, 9:30:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 3.1681, loss: 3.1681 +2025-06-25 03:36:47,995 - pyskl - INFO - Epoch [74][3300/3405] lr: 1.277e-02, eta: 1 day, 9:29:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 3.2037, loss: 3.2037 +2025-06-25 03:37:33,877 - pyskl - INFO - Epoch [74][3400/3405] lr: 1.276e-02, eta: 1 day, 9:28:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 3.1659, loss: 3.1659 +2025-06-25 03:37:36,527 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-06-25 03:41:46,518 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 03:41:47,136 - pyskl - INFO - +top1_acc 0.8156 +top5_acc 0.9652 +2025-06-25 03:41:47,157 - pyskl - INFO - Epoch(val) [74][3718] top1_acc: 0.8156, top5_acc: 0.9652 +2025-06-25 03:42:55,684 - pyskl - INFO - Epoch [75][100/3405] lr: 1.275e-02, eta: 1 day, 9:28:17, time: 0.685, data_time: 0.225, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 3.1506, loss: 3.1506 +2025-06-25 03:43:41,661 - pyskl - INFO - Epoch [75][200/3405] lr: 1.275e-02, eta: 1 day, 9:27:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 3.0818, loss: 3.0818 +2025-06-25 03:44:27,592 - pyskl - INFO - Epoch [75][300/3405] lr: 1.274e-02, eta: 1 day, 9:26:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 3.0078, loss: 3.0078 +2025-06-25 03:45:13,497 - pyskl - INFO - Epoch [75][400/3405] lr: 1.273e-02, eta: 1 day, 9:25:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 3.2021, loss: 3.2021 +2025-06-25 03:45:59,531 - pyskl - INFO - Epoch [75][500/3405] lr: 1.272e-02, eta: 1 day, 9:25:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 3.1290, loss: 3.1290 +2025-06-25 03:46:45,544 - pyskl - INFO - Epoch [75][600/3405] lr: 1.272e-02, eta: 1 day, 9:24:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 3.3040, loss: 3.3040 +2025-06-25 03:47:31,508 - pyskl - INFO - Epoch [75][700/3405] lr: 1.271e-02, eta: 1 day, 9:23:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 3.1420, loss: 3.1420 +2025-06-25 03:48:17,456 - pyskl - INFO - Epoch [75][800/3405] lr: 1.270e-02, eta: 1 day, 9:22:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 3.1841, loss: 3.1841 +2025-06-25 03:49:03,319 - pyskl - INFO - Epoch [75][900/3405] lr: 1.269e-02, eta: 1 day, 9:21:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 3.2307, loss: 3.2307 +2025-06-25 03:49:49,206 - pyskl - INFO - Epoch [75][1000/3405] lr: 1.268e-02, eta: 1 day, 9:21:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9844, loss_cls: 3.1504, loss: 3.1504 +2025-06-25 03:50:35,190 - pyskl - INFO - Epoch [75][1100/3405] lr: 1.268e-02, eta: 1 day, 9:20:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 3.2492, loss: 3.2492 +2025-06-25 03:51:21,150 - pyskl - INFO - Epoch [75][1200/3405] lr: 1.267e-02, eta: 1 day, 9:19:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 3.2766, loss: 3.2766 +2025-06-25 03:52:07,090 - pyskl - INFO - Epoch [75][1300/3405] lr: 1.266e-02, eta: 1 day, 9:18:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9869, loss_cls: 3.1997, loss: 3.1997 +2025-06-25 03:52:53,130 - pyskl - INFO - Epoch [75][1400/3405] lr: 1.265e-02, eta: 1 day, 9:18:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 3.0957, loss: 3.0957 +2025-06-25 03:53:39,063 - pyskl - INFO - Epoch [75][1500/3405] lr: 1.265e-02, eta: 1 day, 9:17:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9862, loss_cls: 3.1259, loss: 3.1259 +2025-06-25 03:54:25,010 - pyskl - INFO - Epoch [75][1600/3405] lr: 1.264e-02, eta: 1 day, 9:16:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 3.2077, loss: 3.2077 +2025-06-25 03:55:10,912 - pyskl - INFO - Epoch [75][1700/3405] lr: 1.263e-02, eta: 1 day, 9:15:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9844, loss_cls: 3.2748, loss: 3.2748 +2025-06-25 03:55:56,888 - pyskl - INFO - Epoch [75][1800/3405] lr: 1.262e-02, eta: 1 day, 9:14:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 3.2561, loss: 3.2561 +2025-06-25 03:56:42,772 - pyskl - INFO - Epoch [75][1900/3405] lr: 1.262e-02, eta: 1 day, 9:14:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 3.2453, loss: 3.2453 +2025-06-25 03:57:28,548 - pyskl - INFO - Epoch [75][2000/3405] lr: 1.261e-02, eta: 1 day, 9:13:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 3.2246, loss: 3.2246 +2025-06-25 03:58:14,417 - pyskl - INFO - Epoch [75][2100/3405] lr: 1.260e-02, eta: 1 day, 9:12:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 3.1882, loss: 3.1882 +2025-06-25 03:59:00,311 - pyskl - INFO - Epoch [75][2200/3405] lr: 1.259e-02, eta: 1 day, 9:11:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 3.0116, loss: 3.0116 +2025-06-25 03:59:46,248 - pyskl - INFO - Epoch [75][2300/3405] lr: 1.259e-02, eta: 1 day, 9:10:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 3.2022, loss: 3.2022 +2025-06-25 04:00:32,122 - pyskl - INFO - Epoch [75][2400/3405] lr: 1.258e-02, eta: 1 day, 9:10:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 3.1526, loss: 3.1526 +2025-06-25 04:01:18,033 - pyskl - INFO - Epoch [75][2500/3405] lr: 1.257e-02, eta: 1 day, 9:09:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.3162, loss: 3.3162 +2025-06-25 04:02:03,917 - pyskl - INFO - Epoch [75][2600/3405] lr: 1.256e-02, eta: 1 day, 9:08:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 3.2048, loss: 3.2048 +2025-06-25 04:02:49,815 - pyskl - INFO - Epoch [75][2700/3405] lr: 1.255e-02, eta: 1 day, 9:07:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 3.3117, loss: 3.3117 +2025-06-25 04:03:35,704 - pyskl - INFO - Epoch [75][2800/3405] lr: 1.255e-02, eta: 1 day, 9:07:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 3.2026, loss: 3.2026 +2025-06-25 04:04:21,633 - pyskl - INFO - Epoch [75][2900/3405] lr: 1.254e-02, eta: 1 day, 9:06:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 3.2089, loss: 3.2089 +2025-06-25 04:05:07,488 - pyskl - INFO - Epoch [75][3000/3405] lr: 1.253e-02, eta: 1 day, 9:05:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 3.1169, loss: 3.1169 +2025-06-25 04:05:53,367 - pyskl - INFO - Epoch [75][3100/3405] lr: 1.252e-02, eta: 1 day, 9:04:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 3.1861, loss: 3.1861 +2025-06-25 04:06:39,261 - pyskl - INFO - Epoch [75][3200/3405] lr: 1.252e-02, eta: 1 day, 9:03:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9731, loss_cls: 3.1786, loss: 3.1786 +2025-06-25 04:07:25,096 - pyskl - INFO - Epoch [75][3300/3405] lr: 1.251e-02, eta: 1 day, 9:03:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 3.2158, loss: 3.2158 +2025-06-25 04:08:10,925 - pyskl - INFO - Epoch [75][3400/3405] lr: 1.250e-02, eta: 1 day, 9:02:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 3.2455, loss: 3.2455 +2025-06-25 04:08:13,567 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-06-25 04:26:59,616 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 04:27:00,149 - pyskl - INFO - +top1_acc 0.8194 +top5_acc 0.9650 +2025-06-25 04:27:00,169 - pyskl - INFO - Epoch(val) [75][3718] top1_acc: 0.8194, top5_acc: 0.9650 +2025-06-25 04:28:08,168 - pyskl - INFO - Epoch [76][100/3405] lr: 1.249e-02, eta: 1 day, 9:01:48, time: 0.680, data_time: 0.220, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 3.0464, loss: 3.0464 +2025-06-25 04:28:54,238 - pyskl - INFO - Epoch [76][200/3405] lr: 1.248e-02, eta: 1 day, 9:01:00, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 3.1036, loss: 3.1036 +2025-06-25 04:29:40,324 - pyskl - INFO - Epoch [76][300/3405] lr: 1.248e-02, eta: 1 day, 9:00:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 3.0116, loss: 3.0116 +2025-06-25 04:30:26,367 - pyskl - INFO - Epoch [76][400/3405] lr: 1.247e-02, eta: 1 day, 8:59:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 3.1619, loss: 3.1619 +2025-06-25 04:31:12,642 - pyskl - INFO - Epoch [76][500/3405] lr: 1.246e-02, eta: 1 day, 8:58:39, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 3.0271, loss: 3.0271 +2025-06-25 04:31:58,805 - pyskl - INFO - Epoch [76][600/3405] lr: 1.245e-02, eta: 1 day, 8:57:52, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 3.1097, loss: 3.1097 +2025-06-25 04:32:44,902 - pyskl - INFO - Epoch [76][700/3405] lr: 1.245e-02, eta: 1 day, 8:57:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 3.1370, loss: 3.1370 +2025-06-25 04:33:31,016 - pyskl - INFO - Epoch [76][800/3405] lr: 1.244e-02, eta: 1 day, 8:56:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 3.1703, loss: 3.1703 +2025-06-25 04:34:17,176 - pyskl - INFO - Epoch [76][900/3405] lr: 1.243e-02, eta: 1 day, 8:55:31, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 3.0870, loss: 3.0870 +2025-06-25 04:35:03,289 - pyskl - INFO - Epoch [76][1000/3405] lr: 1.242e-02, eta: 1 day, 8:54:44, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 3.0185, loss: 3.0185 +2025-06-25 04:35:49,406 - pyskl - INFO - Epoch [76][1100/3405] lr: 1.242e-02, eta: 1 day, 8:53:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 3.2767, loss: 3.2767 +2025-06-25 04:36:35,523 - pyskl - INFO - Epoch [76][1200/3405] lr: 1.241e-02, eta: 1 day, 8:53:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 3.1394, loss: 3.1394 +2025-06-25 04:37:21,570 - pyskl - INFO - Epoch [76][1300/3405] lr: 1.240e-02, eta: 1 day, 8:52:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 3.1339, loss: 3.1339 +2025-06-25 04:38:07,588 - pyskl - INFO - Epoch [76][1400/3405] lr: 1.239e-02, eta: 1 day, 8:51:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 3.2282, loss: 3.2282 +2025-06-25 04:38:53,754 - pyskl - INFO - Epoch [76][1500/3405] lr: 1.238e-02, eta: 1 day, 8:50:49, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.2173, loss: 3.2173 +2025-06-25 04:39:39,892 - pyskl - INFO - Epoch [76][1600/3405] lr: 1.238e-02, eta: 1 day, 8:50:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 3.2734, loss: 3.2734 +2025-06-25 04:40:26,012 - pyskl - INFO - Epoch [76][1700/3405] lr: 1.237e-02, eta: 1 day, 8:49:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 3.1420, loss: 3.1420 +2025-06-25 04:41:12,059 - pyskl - INFO - Epoch [76][1800/3405] lr: 1.236e-02, eta: 1 day, 8:48:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 3.2076, loss: 3.2076 +2025-06-25 04:41:58,070 - pyskl - INFO - Epoch [76][1900/3405] lr: 1.235e-02, eta: 1 day, 8:47:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 3.0993, loss: 3.0993 +2025-06-25 04:42:44,270 - pyskl - INFO - Epoch [76][2000/3405] lr: 1.235e-02, eta: 1 day, 8:46:54, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 3.1095, loss: 3.1095 +2025-06-25 04:43:30,402 - pyskl - INFO - Epoch [76][2100/3405] lr: 1.234e-02, eta: 1 day, 8:46:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 3.1696, loss: 3.1696 +2025-06-25 04:44:16,530 - pyskl - INFO - Epoch [76][2200/3405] lr: 1.233e-02, eta: 1 day, 8:45:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 3.1362, loss: 3.1362 +2025-06-25 04:45:02,667 - pyskl - INFO - Epoch [76][2300/3405] lr: 1.232e-02, eta: 1 day, 8:44:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 3.0785, loss: 3.0785 +2025-06-25 04:45:48,760 - pyskl - INFO - Epoch [76][2400/3405] lr: 1.232e-02, eta: 1 day, 8:43:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 3.2337, loss: 3.2337 +2025-06-25 04:46:34,826 - pyskl - INFO - Epoch [76][2500/3405] lr: 1.231e-02, eta: 1 day, 8:42:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 3.1819, loss: 3.1819 +2025-06-25 04:47:20,931 - pyskl - INFO - Epoch [76][2600/3405] lr: 1.230e-02, eta: 1 day, 8:42:12, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 3.1886, loss: 3.1886 +2025-06-25 04:48:07,005 - pyskl - INFO - Epoch [76][2700/3405] lr: 1.229e-02, eta: 1 day, 8:41:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9856, loss_cls: 3.2124, loss: 3.2124 +2025-06-25 04:48:53,152 - pyskl - INFO - Epoch [76][2800/3405] lr: 1.228e-02, eta: 1 day, 8:40:37, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 3.2551, loss: 3.2551 +2025-06-25 04:49:39,358 - pyskl - INFO - Epoch [76][2900/3405] lr: 1.228e-02, eta: 1 day, 8:39:51, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 3.2012, loss: 3.2012 +2025-06-25 04:50:25,550 - pyskl - INFO - Epoch [76][3000/3405] lr: 1.227e-02, eta: 1 day, 8:39:04, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 3.2071, loss: 3.2071 +2025-06-25 04:51:11,534 - pyskl - INFO - Epoch [76][3100/3405] lr: 1.226e-02, eta: 1 day, 8:38:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9762, loss_cls: 3.1645, loss: 3.1645 +2025-06-25 04:51:57,559 - pyskl - INFO - Epoch [76][3200/3405] lr: 1.225e-02, eta: 1 day, 8:37:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9750, loss_cls: 3.2002, loss: 3.2002 +2025-06-25 04:52:43,621 - pyskl - INFO - Epoch [76][3300/3405] lr: 1.225e-02, eta: 1 day, 8:36:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.2315, loss: 3.2315 +2025-06-25 04:53:29,649 - pyskl - INFO - Epoch [76][3400/3405] lr: 1.224e-02, eta: 1 day, 8:35:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 3.1630, loss: 3.1630 +2025-06-25 04:53:32,273 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-06-25 04:57:46,369 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 04:57:46,908 - pyskl - INFO - +top1_acc 0.8226 +top5_acc 0.9655 +2025-06-25 04:57:46,929 - pyskl - INFO - Epoch(val) [76][3718] top1_acc: 0.8226, top5_acc: 0.9655 +2025-06-25 04:58:55,617 - pyskl - INFO - Epoch [77][100/3405] lr: 1.223e-02, eta: 1 day, 8:35:25, time: 0.687, data_time: 0.227, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 3.0591, loss: 3.0591 +2025-06-25 04:59:41,573 - pyskl - INFO - Epoch [77][200/3405] lr: 1.222e-02, eta: 1 day, 8:34:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 2.9493, loss: 2.9493 +2025-06-25 05:00:27,430 - pyskl - INFO - Epoch [77][300/3405] lr: 1.222e-02, eta: 1 day, 8:33:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 3.0128, loss: 3.0128 +2025-06-25 05:01:13,342 - pyskl - INFO - Epoch [77][400/3405] lr: 1.221e-02, eta: 1 day, 8:33:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 3.2023, loss: 3.2023 +2025-06-25 05:01:59,441 - pyskl - INFO - Epoch [77][500/3405] lr: 1.220e-02, eta: 1 day, 8:32:17, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 3.0898, loss: 3.0898 +2025-06-25 05:02:45,432 - pyskl - INFO - Epoch [77][600/3405] lr: 1.219e-02, eta: 1 day, 8:31:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 3.0956, loss: 3.0956 +2025-06-25 05:03:31,457 - pyskl - INFO - Epoch [77][700/3405] lr: 1.218e-02, eta: 1 day, 8:30:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 3.1473, loss: 3.1473 +2025-06-25 05:04:17,495 - pyskl - INFO - Epoch [77][800/3405] lr: 1.218e-02, eta: 1 day, 8:29:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 3.0680, loss: 3.0680 +2025-06-25 05:05:03,435 - pyskl - INFO - Epoch [77][900/3405] lr: 1.217e-02, eta: 1 day, 8:29:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 3.0284, loss: 3.0284 +2025-06-25 05:05:49,475 - pyskl - INFO - Epoch [77][1000/3405] lr: 1.216e-02, eta: 1 day, 8:28:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 3.1596, loss: 3.1596 +2025-06-25 05:06:35,411 - pyskl - INFO - Epoch [77][1100/3405] lr: 1.215e-02, eta: 1 day, 8:27:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 3.1968, loss: 3.1968 +2025-06-25 05:07:21,428 - pyskl - INFO - Epoch [77][1200/3405] lr: 1.215e-02, eta: 1 day, 8:26:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 3.1146, loss: 3.1146 +2025-06-25 05:08:07,326 - pyskl - INFO - Epoch [77][1300/3405] lr: 1.214e-02, eta: 1 day, 8:25:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 3.1151, loss: 3.1151 +2025-06-25 05:08:53,315 - pyskl - INFO - Epoch [77][1400/3405] lr: 1.213e-02, eta: 1 day, 8:25:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 3.1940, loss: 3.1940 +2025-06-25 05:09:39,303 - pyskl - INFO - Epoch [77][1500/3405] lr: 1.212e-02, eta: 1 day, 8:24:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9738, loss_cls: 3.1581, loss: 3.1581 +2025-06-25 05:10:25,229 - pyskl - INFO - Epoch [77][1600/3405] lr: 1.212e-02, eta: 1 day, 8:23:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9725, loss_cls: 3.2335, loss: 3.2335 +2025-06-25 05:11:11,046 - pyskl - INFO - Epoch [77][1700/3405] lr: 1.211e-02, eta: 1 day, 8:22:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 3.1059, loss: 3.1059 +2025-06-25 05:11:56,815 - pyskl - INFO - Epoch [77][1800/3405] lr: 1.210e-02, eta: 1 day, 8:22:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 3.0004, loss: 3.0004 +2025-06-25 05:12:42,639 - pyskl - INFO - Epoch [77][1900/3405] lr: 1.209e-02, eta: 1 day, 8:21:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 3.0983, loss: 3.0983 +2025-06-25 05:13:28,561 - pyskl - INFO - Epoch [77][2000/3405] lr: 1.208e-02, eta: 1 day, 8:20:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 3.2180, loss: 3.2180 +2025-06-25 05:14:14,633 - pyskl - INFO - Epoch [77][2100/3405] lr: 1.208e-02, eta: 1 day, 8:19:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 3.1950, loss: 3.1950 +2025-06-25 05:15:00,564 - pyskl - INFO - Epoch [77][2200/3405] lr: 1.207e-02, eta: 1 day, 8:18:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 3.1479, loss: 3.1479 +2025-06-25 05:15:46,454 - pyskl - INFO - Epoch [77][2300/3405] lr: 1.206e-02, eta: 1 day, 8:18:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 3.1356, loss: 3.1356 +2025-06-25 05:16:32,489 - pyskl - INFO - Epoch [77][2400/3405] lr: 1.205e-02, eta: 1 day, 8:17:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 3.2143, loss: 3.2143 +2025-06-25 05:17:18,382 - pyskl - INFO - Epoch [77][2500/3405] lr: 1.205e-02, eta: 1 day, 8:16:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 3.1636, loss: 3.1636 +2025-06-25 05:18:04,295 - pyskl - INFO - Epoch [77][2600/3405] lr: 1.204e-02, eta: 1 day, 8:15:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 3.2090, loss: 3.2090 +2025-06-25 05:18:50,295 - pyskl - INFO - Epoch [77][2700/3405] lr: 1.203e-02, eta: 1 day, 8:14:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 3.3538, loss: 3.3538 +2025-06-25 05:19:36,151 - pyskl - INFO - Epoch [77][2800/3405] lr: 1.202e-02, eta: 1 day, 8:14:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 3.1810, loss: 3.1810 +2025-06-25 05:20:21,942 - pyskl - INFO - Epoch [77][2900/3405] lr: 1.202e-02, eta: 1 day, 8:13:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 3.2118, loss: 3.2118 +2025-06-25 05:21:07,854 - pyskl - INFO - Epoch [77][3000/3405] lr: 1.201e-02, eta: 1 day, 8:12:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.2742, loss: 3.2742 +2025-06-25 05:21:53,726 - pyskl - INFO - Epoch [77][3100/3405] lr: 1.200e-02, eta: 1 day, 8:11:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 3.2316, loss: 3.2316 +2025-06-25 05:22:39,522 - pyskl - INFO - Epoch [77][3200/3405] lr: 1.199e-02, eta: 1 day, 8:11:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 3.1315, loss: 3.1315 +2025-06-25 05:23:25,276 - pyskl - INFO - Epoch [77][3300/3405] lr: 1.198e-02, eta: 1 day, 8:10:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.1897, loss: 3.1897 +2025-06-25 05:24:11,087 - pyskl - INFO - Epoch [77][3400/3405] lr: 1.198e-02, eta: 1 day, 8:09:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 3.2674, loss: 3.2674 +2025-06-25 05:24:13,794 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-06-25 05:28:23,597 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 05:28:24,132 - pyskl - INFO - +top1_acc 0.8096 +top5_acc 0.9626 +2025-06-25 05:28:24,151 - pyskl - INFO - Epoch(val) [77][3718] top1_acc: 0.8096, top5_acc: 0.9626 +2025-06-25 05:29:32,058 - pyskl - INFO - Epoch [78][100/3405] lr: 1.197e-02, eta: 1 day, 8:08:57, time: 0.679, data_time: 0.221, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 3.0723, loss: 3.0723 +2025-06-25 05:30:17,962 - pyskl - INFO - Epoch [78][200/3405] lr: 1.196e-02, eta: 1 day, 8:08:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 3.1019, loss: 3.1019 +2025-06-25 05:31:03,902 - pyskl - INFO - Epoch [78][300/3405] lr: 1.195e-02, eta: 1 day, 8:07:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.9218, loss: 2.9218 +2025-06-25 05:31:49,713 - pyskl - INFO - Epoch [78][400/3405] lr: 1.195e-02, eta: 1 day, 8:06:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 3.0194, loss: 3.0194 +2025-06-25 05:32:35,488 - pyskl - INFO - Epoch [78][500/3405] lr: 1.194e-02, eta: 1 day, 8:05:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 3.1118, loss: 3.1118 +2025-06-25 05:33:21,410 - pyskl - INFO - Epoch [78][600/3405] lr: 1.193e-02, eta: 1 day, 8:05:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 3.0189, loss: 3.0189 +2025-06-25 05:34:07,367 - pyskl - INFO - Epoch [78][700/3405] lr: 1.192e-02, eta: 1 day, 8:04:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 3.0150, loss: 3.0150 +2025-06-25 05:34:53,385 - pyskl - INFO - Epoch [78][800/3405] lr: 1.192e-02, eta: 1 day, 8:03:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 3.0945, loss: 3.0945 +2025-06-25 05:35:39,355 - pyskl - INFO - Epoch [78][900/3405] lr: 1.191e-02, eta: 1 day, 8:02:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9744, loss_cls: 3.1008, loss: 3.1008 +2025-06-25 05:36:25,192 - pyskl - INFO - Epoch [78][1000/3405] lr: 1.190e-02, eta: 1 day, 8:01:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 3.1801, loss: 3.1801 +2025-06-25 05:37:11,039 - pyskl - INFO - Epoch [78][1100/3405] lr: 1.189e-02, eta: 1 day, 8:01:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 3.1832, loss: 3.1832 +2025-06-25 05:37:57,032 - pyskl - INFO - Epoch [78][1200/3405] lr: 1.188e-02, eta: 1 day, 8:00:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 3.0080, loss: 3.0080 +2025-06-25 05:38:43,064 - pyskl - INFO - Epoch [78][1300/3405] lr: 1.188e-02, eta: 1 day, 7:59:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 3.1207, loss: 3.1207 +2025-06-25 05:39:29,056 - pyskl - INFO - Epoch [78][1400/3405] lr: 1.187e-02, eta: 1 day, 7:58:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9856, loss_cls: 3.2020, loss: 3.2020 +2025-06-25 05:40:15,011 - pyskl - INFO - Epoch [78][1500/3405] lr: 1.186e-02, eta: 1 day, 7:57:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 3.1076, loss: 3.1076 +2025-06-25 05:41:01,123 - pyskl - INFO - Epoch [78][1600/3405] lr: 1.185e-02, eta: 1 day, 7:57:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 3.1866, loss: 3.1866 +2025-06-25 05:41:47,049 - pyskl - INFO - Epoch [78][1700/3405] lr: 1.185e-02, eta: 1 day, 7:56:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 3.1353, loss: 3.1353 +2025-06-25 05:42:32,988 - pyskl - INFO - Epoch [78][1800/3405] lr: 1.184e-02, eta: 1 day, 7:55:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 3.2469, loss: 3.2469 +2025-06-25 05:43:18,878 - pyskl - INFO - Epoch [78][1900/3405] lr: 1.183e-02, eta: 1 day, 7:54:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 3.2411, loss: 3.2411 +2025-06-25 05:44:04,760 - pyskl - INFO - Epoch [78][2000/3405] lr: 1.182e-02, eta: 1 day, 7:54:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 3.0041, loss: 3.0041 +2025-06-25 05:44:50,691 - pyskl - INFO - Epoch [78][2100/3405] lr: 1.182e-02, eta: 1 day, 7:53:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 3.1652, loss: 3.1652 +2025-06-25 05:45:36,688 - pyskl - INFO - Epoch [78][2200/3405] lr: 1.181e-02, eta: 1 day, 7:52:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.2158, loss: 3.2158 +2025-06-25 05:46:22,631 - pyskl - INFO - Epoch [78][2300/3405] lr: 1.180e-02, eta: 1 day, 7:51:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 3.1690, loss: 3.1690 +2025-06-25 05:47:08,643 - pyskl - INFO - Epoch [78][2400/3405] lr: 1.179e-02, eta: 1 day, 7:50:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 3.0497, loss: 3.0497 +2025-06-25 05:47:54,572 - pyskl - INFO - Epoch [78][2500/3405] lr: 1.178e-02, eta: 1 day, 7:50:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 3.2274, loss: 3.2274 +2025-06-25 05:48:40,441 - pyskl - INFO - Epoch [78][2600/3405] lr: 1.178e-02, eta: 1 day, 7:49:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 3.1552, loss: 3.1552 +2025-06-25 05:49:26,343 - pyskl - INFO - Epoch [78][2700/3405] lr: 1.177e-02, eta: 1 day, 7:48:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 3.1158, loss: 3.1158 +2025-06-25 05:50:12,260 - pyskl - INFO - Epoch [78][2800/3405] lr: 1.176e-02, eta: 1 day, 7:47:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 3.2478, loss: 3.2478 +2025-06-25 05:50:58,182 - pyskl - INFO - Epoch [78][2900/3405] lr: 1.175e-02, eta: 1 day, 7:46:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 3.0988, loss: 3.0988 +2025-06-25 05:51:44,094 - pyskl - INFO - Epoch [78][3000/3405] lr: 1.175e-02, eta: 1 day, 7:46:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 3.1687, loss: 3.1687 +2025-06-25 05:52:30,083 - pyskl - INFO - Epoch [78][3100/3405] lr: 1.174e-02, eta: 1 day, 7:45:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 3.1177, loss: 3.1177 +2025-06-25 05:53:16,156 - pyskl - INFO - Epoch [78][3200/3405] lr: 1.173e-02, eta: 1 day, 7:44:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.9723, loss: 2.9723 +2025-06-25 05:54:02,250 - pyskl - INFO - Epoch [78][3300/3405] lr: 1.172e-02, eta: 1 day, 7:43:47, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 3.1244, loss: 3.1244 +2025-06-25 05:54:48,377 - pyskl - INFO - Epoch [78][3400/3405] lr: 1.172e-02, eta: 1 day, 7:43:00, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 3.1696, loss: 3.1696 +2025-06-25 05:54:50,999 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-06-25 05:59:04,738 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 05:59:05,275 - pyskl - INFO - +top1_acc 0.8091 +top5_acc 0.9639 +2025-06-25 05:59:05,295 - pyskl - INFO - Epoch(val) [78][3718] top1_acc: 0.8091, top5_acc: 0.9639 +2025-06-25 06:00:14,039 - pyskl - INFO - Epoch [79][100/3405] lr: 1.171e-02, eta: 1 day, 7:42:30, time: 0.687, data_time: 0.226, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9856, loss_cls: 3.2388, loss: 3.2388 +2025-06-25 06:01:00,048 - pyskl - INFO - Epoch [79][200/3405] lr: 1.170e-02, eta: 1 day, 7:41:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 3.0370, loss: 3.0370 +2025-06-25 06:01:46,081 - pyskl - INFO - Epoch [79][300/3405] lr: 1.169e-02, eta: 1 day, 7:40:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 3.0294, loss: 3.0294 +2025-06-25 06:02:32,135 - pyskl - INFO - Epoch [79][400/3405] lr: 1.168e-02, eta: 1 day, 7:40:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 3.0362, loss: 3.0362 +2025-06-25 06:03:18,071 - pyskl - INFO - Epoch [79][500/3405] lr: 1.168e-02, eta: 1 day, 7:39:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 3.1453, loss: 3.1453 +2025-06-25 06:04:03,985 - pyskl - INFO - Epoch [79][600/3405] lr: 1.167e-02, eta: 1 day, 7:38:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 3.0098, loss: 3.0098 +2025-06-25 06:04:49,911 - pyskl - INFO - Epoch [79][700/3405] lr: 1.166e-02, eta: 1 day, 7:37:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 3.1171, loss: 3.1171 +2025-06-25 06:05:35,805 - pyskl - INFO - Epoch [79][800/3405] lr: 1.165e-02, eta: 1 day, 7:37:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 3.0611, loss: 3.0611 +2025-06-25 06:06:21,832 - pyskl - INFO - Epoch [79][900/3405] lr: 1.165e-02, eta: 1 day, 7:36:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 3.1664, loss: 3.1664 +2025-06-25 06:07:07,874 - pyskl - INFO - Epoch [79][1000/3405] lr: 1.164e-02, eta: 1 day, 7:35:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 3.0465, loss: 3.0465 +2025-06-25 06:07:53,975 - pyskl - INFO - Epoch [79][1100/3405] lr: 1.163e-02, eta: 1 day, 7:34:39, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 3.1508, loss: 3.1508 +2025-06-25 06:08:40,049 - pyskl - INFO - Epoch [79][1200/3405] lr: 1.162e-02, eta: 1 day, 7:33:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 3.1123, loss: 3.1123 +2025-06-25 06:09:26,025 - pyskl - INFO - Epoch [79][1300/3405] lr: 1.162e-02, eta: 1 day, 7:33:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 3.1024, loss: 3.1024 +2025-06-25 06:10:12,018 - pyskl - INFO - Epoch [79][1400/3405] lr: 1.161e-02, eta: 1 day, 7:32:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 3.1183, loss: 3.1183 +2025-06-25 06:10:58,024 - pyskl - INFO - Epoch [79][1500/3405] lr: 1.160e-02, eta: 1 day, 7:31:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 3.0558, loss: 3.0558 +2025-06-25 06:11:44,018 - pyskl - INFO - Epoch [79][1600/3405] lr: 1.159e-02, eta: 1 day, 7:30:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.9949, loss: 2.9949 +2025-06-25 06:12:29,925 - pyskl - INFO - Epoch [79][1700/3405] lr: 1.158e-02, eta: 1 day, 7:29:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 3.1395, loss: 3.1395 +2025-06-25 06:13:15,856 - pyskl - INFO - Epoch [79][1800/3405] lr: 1.158e-02, eta: 1 day, 7:29:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 3.0348, loss: 3.0348 +2025-06-25 06:14:01,806 - pyskl - INFO - Epoch [79][1900/3405] lr: 1.157e-02, eta: 1 day, 7:28:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 3.0274, loss: 3.0274 +2025-06-25 06:14:47,796 - pyskl - INFO - Epoch [79][2000/3405] lr: 1.156e-02, eta: 1 day, 7:27:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 3.0634, loss: 3.0634 +2025-06-25 06:15:33,704 - pyskl - INFO - Epoch [79][2100/3405] lr: 1.155e-02, eta: 1 day, 7:26:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 3.0935, loss: 3.0935 +2025-06-25 06:16:19,661 - pyskl - INFO - Epoch [79][2200/3405] lr: 1.155e-02, eta: 1 day, 7:26:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 3.0691, loss: 3.0691 +2025-06-25 06:17:05,681 - pyskl - INFO - Epoch [79][2300/3405] lr: 1.154e-02, eta: 1 day, 7:25:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 3.2588, loss: 3.2588 +2025-06-25 06:17:51,601 - pyskl - INFO - Epoch [79][2400/3405] lr: 1.153e-02, eta: 1 day, 7:24:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 3.1260, loss: 3.1260 +2025-06-25 06:18:37,511 - pyskl - INFO - Epoch [79][2500/3405] lr: 1.152e-02, eta: 1 day, 7:23:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 3.1536, loss: 3.1536 +2025-06-25 06:19:23,545 - pyskl - INFO - Epoch [79][2600/3405] lr: 1.152e-02, eta: 1 day, 7:22:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.9660, loss: 2.9660 +2025-06-25 06:20:09,527 - pyskl - INFO - Epoch [79][2700/3405] lr: 1.151e-02, eta: 1 day, 7:22:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 3.0179, loss: 3.0179 +2025-06-25 06:20:55,424 - pyskl - INFO - Epoch [79][2800/3405] lr: 1.150e-02, eta: 1 day, 7:21:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 3.1059, loss: 3.1059 +2025-06-25 06:21:41,331 - pyskl - INFO - Epoch [79][2900/3405] lr: 1.149e-02, eta: 1 day, 7:20:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 3.1399, loss: 3.1399 +2025-06-25 06:22:27,326 - pyskl - INFO - Epoch [79][3000/3405] lr: 1.149e-02, eta: 1 day, 7:19:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9788, loss_cls: 2.9872, loss: 2.9872 +2025-06-25 06:23:13,294 - pyskl - INFO - Epoch [79][3100/3405] lr: 1.148e-02, eta: 1 day, 7:18:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 3.2399, loss: 3.2399 +2025-06-25 06:23:59,214 - pyskl - INFO - Epoch [79][3200/3405] lr: 1.147e-02, eta: 1 day, 7:18:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9725, loss_cls: 3.2238, loss: 3.2238 +2025-06-25 06:24:45,135 - pyskl - INFO - Epoch [79][3300/3405] lr: 1.146e-02, eta: 1 day, 7:17:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 3.2814, loss: 3.2814 +2025-06-25 06:25:30,988 - pyskl - INFO - Epoch [79][3400/3405] lr: 1.145e-02, eta: 1 day, 7:16:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 3.1409, loss: 3.1409 +2025-06-25 06:25:33,636 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-06-25 06:29:44,070 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 06:29:44,710 - pyskl - INFO - +top1_acc 0.8157 +top5_acc 0.9655 +2025-06-25 06:29:44,732 - pyskl - INFO - Epoch(val) [79][3718] top1_acc: 0.8157, top5_acc: 0.9655 +2025-06-25 06:30:53,312 - pyskl - INFO - Epoch [80][100/3405] lr: 1.145e-02, eta: 1 day, 7:16:03, time: 0.686, data_time: 0.227, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 3.0469, loss: 3.0469 +2025-06-25 06:31:39,295 - pyskl - INFO - Epoch [80][200/3405] lr: 1.144e-02, eta: 1 day, 7:15:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 3.0047, loss: 3.0047 +2025-06-25 06:32:25,623 - pyskl - INFO - Epoch [80][300/3405] lr: 1.143e-02, eta: 1 day, 7:14:29, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.9707, loss: 2.9707 +2025-06-25 06:33:11,928 - pyskl - INFO - Epoch [80][400/3405] lr: 1.142e-02, eta: 1 day, 7:13:42, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 3.0160, loss: 3.0160 +2025-06-25 06:33:57,881 - pyskl - INFO - Epoch [80][500/3405] lr: 1.142e-02, eta: 1 day, 7:12:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 3.1696, loss: 3.1696 +2025-06-25 06:34:43,771 - pyskl - INFO - Epoch [80][600/3405] lr: 1.141e-02, eta: 1 day, 7:12:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 3.0330, loss: 3.0330 +2025-06-25 06:35:29,655 - pyskl - INFO - Epoch [80][700/3405] lr: 1.140e-02, eta: 1 day, 7:11:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.9501, loss: 2.9501 +2025-06-25 06:36:15,612 - pyskl - INFO - Epoch [80][800/3405] lr: 1.139e-02, eta: 1 day, 7:10:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 3.0496, loss: 3.0496 +2025-06-25 06:37:01,406 - pyskl - INFO - Epoch [80][900/3405] lr: 1.139e-02, eta: 1 day, 7:09:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 3.1296, loss: 3.1296 +2025-06-25 06:37:47,251 - pyskl - INFO - Epoch [80][1000/3405] lr: 1.138e-02, eta: 1 day, 7:08:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 3.0295, loss: 3.0295 +2025-06-25 06:38:33,020 - pyskl - INFO - Epoch [80][1100/3405] lr: 1.137e-02, eta: 1 day, 7:08:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 3.1018, loss: 3.1018 +2025-06-25 06:39:18,860 - pyskl - INFO - Epoch [80][1200/3405] lr: 1.136e-02, eta: 1 day, 7:07:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 3.1630, loss: 3.1630 +2025-06-25 06:40:04,795 - pyskl - INFO - Epoch [80][1300/3405] lr: 1.135e-02, eta: 1 day, 7:06:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 3.0465, loss: 3.0465 +2025-06-25 06:40:50,652 - pyskl - INFO - Epoch [80][1400/3405] lr: 1.135e-02, eta: 1 day, 7:05:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 3.0498, loss: 3.0498 +2025-06-25 06:41:36,535 - pyskl - INFO - Epoch [80][1500/3405] lr: 1.134e-02, eta: 1 day, 7:05:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.9792, loss: 2.9792 +2025-06-25 06:42:22,370 - pyskl - INFO - Epoch [80][1600/3405] lr: 1.133e-02, eta: 1 day, 7:04:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.9788, loss: 2.9788 +2025-06-25 06:43:08,192 - pyskl - INFO - Epoch [80][1700/3405] lr: 1.132e-02, eta: 1 day, 7:03:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.9700, loss: 2.9700 +2025-06-25 06:43:54,079 - pyskl - INFO - Epoch [80][1800/3405] lr: 1.132e-02, eta: 1 day, 7:02:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9862, loss_cls: 3.0532, loss: 3.0532 +2025-06-25 06:44:39,989 - pyskl - INFO - Epoch [80][1900/3405] lr: 1.131e-02, eta: 1 day, 7:01:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 3.0021, loss: 3.0021 +2025-06-25 06:45:25,826 - pyskl - INFO - Epoch [80][2000/3405] lr: 1.130e-02, eta: 1 day, 7:01:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9738, loss_cls: 3.2218, loss: 3.2218 +2025-06-25 06:46:11,678 - pyskl - INFO - Epoch [80][2100/3405] lr: 1.129e-02, eta: 1 day, 7:00:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 3.1246, loss: 3.1246 +2025-06-25 06:46:57,541 - pyskl - INFO - Epoch [80][2200/3405] lr: 1.129e-02, eta: 1 day, 6:59:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 3.0890, loss: 3.0890 +2025-06-25 06:47:43,379 - pyskl - INFO - Epoch [80][2300/3405] lr: 1.128e-02, eta: 1 day, 6:58:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 3.1947, loss: 3.1947 +2025-06-25 06:48:29,110 - pyskl - INFO - Epoch [80][2400/3405] lr: 1.127e-02, eta: 1 day, 6:57:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 3.1933, loss: 3.1933 +2025-06-25 06:49:14,804 - pyskl - INFO - Epoch [80][2500/3405] lr: 1.126e-02, eta: 1 day, 6:57:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 3.1182, loss: 3.1182 +2025-06-25 06:50:00,575 - pyskl - INFO - Epoch [80][2600/3405] lr: 1.126e-02, eta: 1 day, 6:56:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.9598, loss: 2.9598 +2025-06-25 06:50:46,815 - pyskl - INFO - Epoch [80][2700/3405] lr: 1.125e-02, eta: 1 day, 6:55:37, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 3.0920, loss: 3.0920 +2025-06-25 06:51:32,633 - pyskl - INFO - Epoch [80][2800/3405] lr: 1.124e-02, eta: 1 day, 6:54:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9756, loss_cls: 3.1839, loss: 3.1839 +2025-06-25 06:52:18,372 - pyskl - INFO - Epoch [80][2900/3405] lr: 1.123e-02, eta: 1 day, 6:54:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 3.0882, loss: 3.0882 +2025-06-25 06:53:04,108 - pyskl - INFO - Epoch [80][3000/3405] lr: 1.122e-02, eta: 1 day, 6:53:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.9926, loss: 2.9926 +2025-06-25 06:53:49,719 - pyskl - INFO - Epoch [80][3100/3405] lr: 1.122e-02, eta: 1 day, 6:52:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 3.1431, loss: 3.1431 +2025-06-25 06:54:35,494 - pyskl - INFO - Epoch [80][3200/3405] lr: 1.121e-02, eta: 1 day, 6:51:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 3.1104, loss: 3.1104 +2025-06-25 06:55:21,264 - pyskl - INFO - Epoch [80][3300/3405] lr: 1.120e-02, eta: 1 day, 6:50:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 3.0558, loss: 3.0558 +2025-06-25 06:56:06,992 - pyskl - INFO - Epoch [80][3400/3405] lr: 1.119e-02, eta: 1 day, 6:50:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 3.0987, loss: 3.0987 +2025-06-25 06:56:09,620 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-06-25 07:14:50,303 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 07:14:50,840 - pyskl - INFO - +top1_acc 0.8237 +top5_acc 0.9663 +2025-06-25 07:14:50,860 - pyskl - INFO - Epoch(val) [80][3718] top1_acc: 0.8237, top5_acc: 0.9663 +2025-06-25 07:15:58,973 - pyskl - INFO - Epoch [81][100/3405] lr: 1.119e-02, eta: 1 day, 6:49:33, time: 0.681, data_time: 0.223, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 3.0063, loss: 3.0063 +2025-06-25 07:16:44,866 - pyskl - INFO - Epoch [81][200/3405] lr: 1.118e-02, eta: 1 day, 6:48:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 3.0822, loss: 3.0822 +2025-06-25 07:17:30,741 - pyskl - INFO - Epoch [81][300/3405] lr: 1.117e-02, eta: 1 day, 6:47:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 3.0185, loss: 3.0185 +2025-06-25 07:18:16,703 - pyskl - INFO - Epoch [81][400/3405] lr: 1.116e-02, eta: 1 day, 6:47:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 3.0393, loss: 3.0393 +2025-06-25 07:19:02,594 - pyskl - INFO - Epoch [81][500/3405] lr: 1.116e-02, eta: 1 day, 6:46:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 3.0287, loss: 3.0287 +2025-06-25 07:19:48,520 - pyskl - INFO - Epoch [81][600/3405] lr: 1.115e-02, eta: 1 day, 6:45:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.9500, loss: 2.9500 +2025-06-25 07:20:34,494 - pyskl - INFO - Epoch [81][700/3405] lr: 1.114e-02, eta: 1 day, 6:44:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 3.0174, loss: 3.0174 +2025-06-25 07:21:20,404 - pyskl - INFO - Epoch [81][800/3405] lr: 1.113e-02, eta: 1 day, 6:44:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 3.0913, loss: 3.0913 +2025-06-25 07:22:06,363 - pyskl - INFO - Epoch [81][900/3405] lr: 1.112e-02, eta: 1 day, 6:43:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 3.1116, loss: 3.1116 +2025-06-25 07:22:52,224 - pyskl - INFO - Epoch [81][1000/3405] lr: 1.112e-02, eta: 1 day, 6:42:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 3.0899, loss: 3.0899 +2025-06-25 07:23:38,098 - pyskl - INFO - Epoch [81][1100/3405] lr: 1.111e-02, eta: 1 day, 6:41:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 3.0346, loss: 3.0346 +2025-06-25 07:24:23,926 - pyskl - INFO - Epoch [81][1200/3405] lr: 1.110e-02, eta: 1 day, 6:40:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.9378, loss: 2.9378 +2025-06-25 07:25:09,713 - pyskl - INFO - Epoch [81][1300/3405] lr: 1.109e-02, eta: 1 day, 6:40:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9800, loss_cls: 3.0949, loss: 3.0949 +2025-06-25 07:25:55,559 - pyskl - INFO - Epoch [81][1400/3405] lr: 1.109e-02, eta: 1 day, 6:39:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 3.1704, loss: 3.1704 +2025-06-25 07:26:41,384 - pyskl - INFO - Epoch [81][1500/3405] lr: 1.108e-02, eta: 1 day, 6:38:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.9177, loss: 2.9177 +2025-06-25 07:27:27,336 - pyskl - INFO - Epoch [81][1600/3405] lr: 1.107e-02, eta: 1 day, 6:37:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 3.0782, loss: 3.0782 +2025-06-25 07:28:13,289 - pyskl - INFO - Epoch [81][1700/3405] lr: 1.106e-02, eta: 1 day, 6:36:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 3.1511, loss: 3.1511 +2025-06-25 07:28:59,279 - pyskl - INFO - Epoch [81][1800/3405] lr: 1.106e-02, eta: 1 day, 6:36:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 3.0862, loss: 3.0862 +2025-06-25 07:29:45,248 - pyskl - INFO - Epoch [81][1900/3405] lr: 1.105e-02, eta: 1 day, 6:35:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 3.1244, loss: 3.1244 +2025-06-25 07:30:31,286 - pyskl - INFO - Epoch [81][2000/3405] lr: 1.104e-02, eta: 1 day, 6:34:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 3.0804, loss: 3.0804 +2025-06-25 07:31:17,217 - pyskl - INFO - Epoch [81][2100/3405] lr: 1.103e-02, eta: 1 day, 6:33:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 3.0037, loss: 3.0037 +2025-06-25 07:32:03,087 - pyskl - INFO - Epoch [81][2200/3405] lr: 1.103e-02, eta: 1 day, 6:33:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 3.0879, loss: 3.0879 +2025-06-25 07:32:49,051 - pyskl - INFO - Epoch [81][2300/3405] lr: 1.102e-02, eta: 1 day, 6:32:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.9225, loss: 2.9225 +2025-06-25 07:33:35,026 - pyskl - INFO - Epoch [81][2400/3405] lr: 1.101e-02, eta: 1 day, 6:31:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 3.0870, loss: 3.0870 +2025-06-25 07:34:21,118 - pyskl - INFO - Epoch [81][2500/3405] lr: 1.100e-02, eta: 1 day, 6:30:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 3.1085, loss: 3.1085 +2025-06-25 07:35:07,714 - pyskl - INFO - Epoch [81][2600/3405] lr: 1.099e-02, eta: 1 day, 6:29:55, time: 0.466, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 3.1295, loss: 3.1295 +2025-06-25 07:35:54,304 - pyskl - INFO - Epoch [81][2700/3405] lr: 1.099e-02, eta: 1 day, 6:29:09, time: 0.466, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9875, loss_cls: 3.1210, loss: 3.1210 +2025-06-25 07:36:40,760 - pyskl - INFO - Epoch [81][2800/3405] lr: 1.098e-02, eta: 1 day, 6:28:22, time: 0.465, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 3.1757, loss: 3.1757 +2025-06-25 07:37:27,178 - pyskl - INFO - Epoch [81][2900/3405] lr: 1.097e-02, eta: 1 day, 6:27:35, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9825, loss_cls: 2.9924, loss: 2.9924 +2025-06-25 07:38:13,624 - pyskl - INFO - Epoch [81][3000/3405] lr: 1.096e-02, eta: 1 day, 6:26:49, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 3.0630, loss: 3.0630 +2025-06-25 07:39:00,078 - pyskl - INFO - Epoch [81][3100/3405] lr: 1.096e-02, eta: 1 day, 6:26:02, time: 0.465, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 3.1256, loss: 3.1256 +2025-06-25 07:39:46,408 - pyskl - INFO - Epoch [81][3200/3405] lr: 1.095e-02, eta: 1 day, 6:25:15, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.9995, loss: 2.9995 +2025-06-25 07:40:32,831 - pyskl - INFO - Epoch [81][3300/3405] lr: 1.094e-02, eta: 1 day, 6:24:29, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 3.0827, loss: 3.0827 +2025-06-25 07:41:19,261 - pyskl - INFO - Epoch [81][3400/3405] lr: 1.093e-02, eta: 1 day, 6:23:42, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9762, loss_cls: 3.0708, loss: 3.0708 +2025-06-25 07:41:21,893 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-06-25 07:45:32,658 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 07:45:33,293 - pyskl - INFO - +top1_acc 0.8098 +top5_acc 0.9611 +2025-06-25 07:45:33,315 - pyskl - INFO - Epoch(val) [81][3718] top1_acc: 0.8098, top5_acc: 0.9611 +2025-06-25 07:46:41,543 - pyskl - INFO - Epoch [82][100/3405] lr: 1.093e-02, eta: 1 day, 6:23:09, time: 0.682, data_time: 0.223, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.9674, loss: 2.9674 +2025-06-25 07:47:27,364 - pyskl - INFO - Epoch [82][200/3405] lr: 1.092e-02, eta: 1 day, 6:22:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 3.0036, loss: 3.0036 +2025-06-25 07:48:13,230 - pyskl - INFO - Epoch [82][300/3405] lr: 1.091e-02, eta: 1 day, 6:21:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 3.0265, loss: 3.0265 +2025-06-25 07:48:59,068 - pyskl - INFO - Epoch [82][400/3405] lr: 1.090e-02, eta: 1 day, 6:20:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.8443, loss: 2.8443 +2025-06-25 07:49:44,926 - pyskl - INFO - Epoch [82][500/3405] lr: 1.090e-02, eta: 1 day, 6:20:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.9137, loss: 2.9137 +2025-06-25 07:50:30,783 - pyskl - INFO - Epoch [82][600/3405] lr: 1.089e-02, eta: 1 day, 6:19:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 3.0540, loss: 3.0540 +2025-06-25 07:51:16,610 - pyskl - INFO - Epoch [82][700/3405] lr: 1.088e-02, eta: 1 day, 6:18:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 3.1407, loss: 3.1407 +2025-06-25 07:52:02,439 - pyskl - INFO - Epoch [82][800/3405] lr: 1.087e-02, eta: 1 day, 6:17:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 3.0214, loss: 3.0214 +2025-06-25 07:52:48,298 - pyskl - INFO - Epoch [82][900/3405] lr: 1.086e-02, eta: 1 day, 6:16:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 3.0299, loss: 3.0299 +2025-06-25 07:53:34,230 - pyskl - INFO - Epoch [82][1000/3405] lr: 1.086e-02, eta: 1 day, 6:16:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 3.0389, loss: 3.0389 +2025-06-25 07:54:20,095 - pyskl - INFO - Epoch [82][1100/3405] lr: 1.085e-02, eta: 1 day, 6:15:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 3.1433, loss: 3.1433 +2025-06-25 07:55:05,953 - pyskl - INFO - Epoch [82][1200/3405] lr: 1.084e-02, eta: 1 day, 6:14:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 3.0843, loss: 3.0843 +2025-06-25 07:55:51,777 - pyskl - INFO - Epoch [82][1300/3405] lr: 1.083e-02, eta: 1 day, 6:13:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 3.0639, loss: 3.0639 +2025-06-25 07:56:37,852 - pyskl - INFO - Epoch [82][1400/3405] lr: 1.083e-02, eta: 1 day, 6:12:56, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9906, loss_cls: 2.9786, loss: 2.9786 +2025-06-25 07:57:23,808 - pyskl - INFO - Epoch [82][1500/3405] lr: 1.082e-02, eta: 1 day, 6:12:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 3.0893, loss: 3.0893 +2025-06-25 07:58:09,804 - pyskl - INFO - Epoch [82][1600/3405] lr: 1.081e-02, eta: 1 day, 6:11:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 3.0946, loss: 3.0946 +2025-06-25 07:58:55,737 - pyskl - INFO - Epoch [82][1700/3405] lr: 1.080e-02, eta: 1 day, 6:10:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 3.0711, loss: 3.0711 +2025-06-25 07:59:41,612 - pyskl - INFO - Epoch [82][1800/3405] lr: 1.080e-02, eta: 1 day, 6:09:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9869, loss_cls: 3.1388, loss: 3.1388 +2025-06-25 08:00:27,495 - pyskl - INFO - Epoch [82][1900/3405] lr: 1.079e-02, eta: 1 day, 6:09:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 3.0963, loss: 3.0963 +2025-06-25 08:01:13,425 - pyskl - INFO - Epoch [82][2000/3405] lr: 1.078e-02, eta: 1 day, 6:08:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 3.2487, loss: 3.2487 +2025-06-25 08:01:59,375 - pyskl - INFO - Epoch [82][2100/3405] lr: 1.077e-02, eta: 1 day, 6:07:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9762, loss_cls: 3.1375, loss: 3.1375 +2025-06-25 08:02:45,346 - pyskl - INFO - Epoch [82][2200/3405] lr: 1.077e-02, eta: 1 day, 6:06:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 3.0584, loss: 3.0584 +2025-06-25 08:03:31,331 - pyskl - INFO - Epoch [82][2300/3405] lr: 1.076e-02, eta: 1 day, 6:05:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 3.0464, loss: 3.0464 +2025-06-25 08:04:17,304 - pyskl - INFO - Epoch [82][2400/3405] lr: 1.075e-02, eta: 1 day, 6:05:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 3.0624, loss: 3.0624 +2025-06-25 08:05:03,195 - pyskl - INFO - Epoch [82][2500/3405] lr: 1.074e-02, eta: 1 day, 6:04:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9781, loss_cls: 3.0278, loss: 3.0278 +2025-06-25 08:05:49,049 - pyskl - INFO - Epoch [82][2600/3405] lr: 1.074e-02, eta: 1 day, 6:03:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.1112, loss: 3.1112 +2025-06-25 08:06:34,826 - pyskl - INFO - Epoch [82][2700/3405] lr: 1.073e-02, eta: 1 day, 6:02:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 3.1955, loss: 3.1955 +2025-06-25 08:07:20,645 - pyskl - INFO - Epoch [82][2800/3405] lr: 1.072e-02, eta: 1 day, 6:01:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 3.0596, loss: 3.0596 +2025-06-25 08:08:06,439 - pyskl - INFO - Epoch [82][2900/3405] lr: 1.071e-02, eta: 1 day, 6:01:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 2.9495, loss: 2.9495 +2025-06-25 08:08:52,291 - pyskl - INFO - Epoch [82][3000/3405] lr: 1.070e-02, eta: 1 day, 6:00:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 3.0400, loss: 3.0400 +2025-06-25 08:09:38,162 - pyskl - INFO - Epoch [82][3100/3405] lr: 1.070e-02, eta: 1 day, 5:59:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9750, loss_cls: 3.0599, loss: 3.0599 +2025-06-25 08:10:24,008 - pyskl - INFO - Epoch [82][3200/3405] lr: 1.069e-02, eta: 1 day, 5:58:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 3.1901, loss: 3.1901 +2025-06-25 08:11:09,869 - pyskl - INFO - Epoch [82][3300/3405] lr: 1.068e-02, eta: 1 day, 5:58:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 3.0564, loss: 3.0564 +2025-06-25 08:11:55,708 - pyskl - INFO - Epoch [82][3400/3405] lr: 1.067e-02, eta: 1 day, 5:57:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 3.0957, loss: 3.0957 +2025-06-25 08:11:58,316 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-06-25 08:16:09,116 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 08:16:09,652 - pyskl - INFO - +top1_acc 0.8207 +top5_acc 0.9679 +2025-06-25 08:16:09,673 - pyskl - INFO - Epoch(val) [82][3718] top1_acc: 0.8207, top5_acc: 0.9679 +2025-06-25 08:17:18,104 - pyskl - INFO - Epoch [83][100/3405] lr: 1.067e-02, eta: 1 day, 5:56:41, time: 0.684, data_time: 0.226, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.9372, loss: 2.9372 +2025-06-25 08:18:03,915 - pyskl - INFO - Epoch [83][200/3405] lr: 1.066e-02, eta: 1 day, 5:55:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 3.0051, loss: 3.0051 +2025-06-25 08:18:49,782 - pyskl - INFO - Epoch [83][300/3405] lr: 1.065e-02, eta: 1 day, 5:55:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 3.0422, loss: 3.0422 +2025-06-25 08:19:35,623 - pyskl - INFO - Epoch [83][400/3405] lr: 1.064e-02, eta: 1 day, 5:54:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 3.0168, loss: 3.0168 +2025-06-25 08:20:21,506 - pyskl - INFO - Epoch [83][500/3405] lr: 1.064e-02, eta: 1 day, 5:53:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 2.8733, loss: 2.8733 +2025-06-25 08:21:07,408 - pyskl - INFO - Epoch [83][600/3405] lr: 1.063e-02, eta: 1 day, 5:52:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 2.8983, loss: 2.8983 +2025-06-25 08:21:53,365 - pyskl - INFO - Epoch [83][700/3405] lr: 1.062e-02, eta: 1 day, 5:51:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 3.0011, loss: 3.0011 +2025-06-25 08:22:39,363 - pyskl - INFO - Epoch [83][800/3405] lr: 1.061e-02, eta: 1 day, 5:51:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.9450, loss: 2.9450 +2025-06-25 08:23:25,331 - pyskl - INFO - Epoch [83][900/3405] lr: 1.061e-02, eta: 1 day, 5:50:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.9445, loss: 2.9445 +2025-06-25 08:24:11,322 - pyskl - INFO - Epoch [83][1000/3405] lr: 1.060e-02, eta: 1 day, 5:49:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 3.0186, loss: 3.0186 +2025-06-25 08:24:57,266 - pyskl - INFO - Epoch [83][1100/3405] lr: 1.059e-02, eta: 1 day, 5:48:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.9195, loss: 2.9195 +2025-06-25 08:25:43,203 - pyskl - INFO - Epoch [83][1200/3405] lr: 1.058e-02, eta: 1 day, 5:48:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9894, loss_cls: 3.0615, loss: 3.0615 +2025-06-25 08:26:29,128 - pyskl - INFO - Epoch [83][1300/3405] lr: 1.058e-02, eta: 1 day, 5:47:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 3.0287, loss: 3.0287 +2025-06-25 08:27:15,191 - pyskl - INFO - Epoch [83][1400/3405] lr: 1.057e-02, eta: 1 day, 5:46:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 3.0666, loss: 3.0666 +2025-06-25 08:28:01,214 - pyskl - INFO - Epoch [83][1500/3405] lr: 1.056e-02, eta: 1 day, 5:45:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 3.0359, loss: 3.0359 +2025-06-25 08:28:47,204 - pyskl - INFO - Epoch [83][1600/3405] lr: 1.055e-02, eta: 1 day, 5:44:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.8936, loss: 2.8936 +2025-06-25 08:29:33,154 - pyskl - INFO - Epoch [83][1700/3405] lr: 1.054e-02, eta: 1 day, 5:44:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 3.0135, loss: 3.0135 +2025-06-25 08:30:19,224 - pyskl - INFO - Epoch [83][1800/3405] lr: 1.054e-02, eta: 1 day, 5:43:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 3.0616, loss: 3.0616 +2025-06-25 08:31:05,278 - pyskl - INFO - Epoch [83][1900/3405] lr: 1.053e-02, eta: 1 day, 5:42:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9794, loss_cls: 2.9816, loss: 2.9816 +2025-06-25 08:31:51,273 - pyskl - INFO - Epoch [83][2000/3405] lr: 1.052e-02, eta: 1 day, 5:41:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 3.3493, loss: 3.3493 +2025-06-25 08:32:37,427 - pyskl - INFO - Epoch [83][2100/3405] lr: 1.051e-02, eta: 1 day, 5:40:59, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.9846, loss: 2.9846 +2025-06-25 08:33:23,569 - pyskl - INFO - Epoch [83][2200/3405] lr: 1.051e-02, eta: 1 day, 5:40:12, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9856, loss_cls: 3.1273, loss: 3.1273 +2025-06-25 08:34:09,743 - pyskl - INFO - Epoch [83][2300/3405] lr: 1.050e-02, eta: 1 day, 5:39:25, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 3.1166, loss: 3.1166 +2025-06-25 08:34:55,927 - pyskl - INFO - Epoch [83][2400/3405] lr: 1.049e-02, eta: 1 day, 5:38:38, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.9584, loss: 2.9584 +2025-06-25 08:35:42,004 - pyskl - INFO - Epoch [83][2500/3405] lr: 1.048e-02, eta: 1 day, 5:37:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.9718, loss: 2.9718 +2025-06-25 08:36:28,015 - pyskl - INFO - Epoch [83][2600/3405] lr: 1.048e-02, eta: 1 day, 5:37:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 3.1724, loss: 3.1724 +2025-06-25 08:37:14,020 - pyskl - INFO - Epoch [83][2700/3405] lr: 1.047e-02, eta: 1 day, 5:36:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.9060, loss: 2.9060 +2025-06-25 08:38:00,250 - pyskl - INFO - Epoch [83][2800/3405] lr: 1.046e-02, eta: 1 day, 5:35:30, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.9797, loss: 2.9797 +2025-06-25 08:38:46,254 - pyskl - INFO - Epoch [83][2900/3405] lr: 1.045e-02, eta: 1 day, 5:34:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 3.0842, loss: 3.0842 +2025-06-25 08:39:32,281 - pyskl - INFO - Epoch [83][3000/3405] lr: 1.045e-02, eta: 1 day, 5:33:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 3.0807, loss: 3.0807 +2025-06-25 08:40:18,281 - pyskl - INFO - Epoch [83][3100/3405] lr: 1.044e-02, eta: 1 day, 5:33:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 3.0856, loss: 3.0856 +2025-06-25 08:41:04,340 - pyskl - INFO - Epoch [83][3200/3405] lr: 1.043e-02, eta: 1 day, 5:32:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 2.9722, loss: 2.9722 +2025-06-25 08:41:50,367 - pyskl - INFO - Epoch [83][3300/3405] lr: 1.042e-02, eta: 1 day, 5:31:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.9851, loss: 2.9851 +2025-06-25 08:42:36,391 - pyskl - INFO - Epoch [83][3400/3405] lr: 1.042e-02, eta: 1 day, 5:30:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 3.0580, loss: 3.0580 +2025-06-25 08:42:39,068 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-06-25 08:46:53,526 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 08:46:54,063 - pyskl - INFO - +top1_acc 0.8325 +top5_acc 0.9684 +2025-06-25 08:46:54,115 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_72.pth was removed +2025-06-25 08:46:55,134 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. +2025-06-25 08:46:55,136 - pyskl - INFO - Best top1_acc is 0.8325 at 83 epoch. +2025-06-25 08:46:55,157 - pyskl - INFO - Epoch(val) [83][3718] top1_acc: 0.8325, top5_acc: 0.9684 +2025-06-25 08:48:04,032 - pyskl - INFO - Epoch [84][100/3405] lr: 1.041e-02, eta: 1 day, 5:30:15, time: 0.689, data_time: 0.229, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.9654, loss: 2.9654 +2025-06-25 08:48:50,105 - pyskl - INFO - Epoch [84][200/3405] lr: 1.040e-02, eta: 1 day, 5:29:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 2.9469, loss: 2.9469 +2025-06-25 08:49:36,211 - pyskl - INFO - Epoch [84][300/3405] lr: 1.039e-02, eta: 1 day, 5:28:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 3.0737, loss: 3.0737 +2025-06-25 08:50:22,209 - pyskl - INFO - Epoch [84][400/3405] lr: 1.039e-02, eta: 1 day, 5:27:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9894, loss_cls: 2.9939, loss: 2.9939 +2025-06-25 08:51:08,194 - pyskl - INFO - Epoch [84][500/3405] lr: 1.038e-02, eta: 1 day, 5:27:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9788, loss_cls: 3.0240, loss: 3.0240 +2025-06-25 08:51:54,343 - pyskl - INFO - Epoch [84][600/3405] lr: 1.037e-02, eta: 1 day, 5:26:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.8340, loss: 2.8340 +2025-06-25 08:52:40,413 - pyskl - INFO - Epoch [84][700/3405] lr: 1.036e-02, eta: 1 day, 5:25:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9812, loss_cls: 2.9449, loss: 2.9449 +2025-06-25 08:53:26,500 - pyskl - INFO - Epoch [84][800/3405] lr: 1.035e-02, eta: 1 day, 5:24:47, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.8530, loss: 2.8530 +2025-06-25 08:54:12,624 - pyskl - INFO - Epoch [84][900/3405] lr: 1.035e-02, eta: 1 day, 5:24:00, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.9752, loss: 2.9752 +2025-06-25 08:54:58,694 - pyskl - INFO - Epoch [84][1000/3405] lr: 1.034e-02, eta: 1 day, 5:23:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 3.0267, loss: 3.0267 +2025-06-25 08:55:44,778 - pyskl - INFO - Epoch [84][1100/3405] lr: 1.033e-02, eta: 1 day, 5:22:26, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 2.9753, loss: 2.9753 +2025-06-25 08:56:30,844 - pyskl - INFO - Epoch [84][1200/3405] lr: 1.032e-02, eta: 1 day, 5:21:39, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 3.0511, loss: 3.0511 +2025-06-25 08:57:16,996 - pyskl - INFO - Epoch [84][1300/3405] lr: 1.032e-02, eta: 1 day, 5:20:52, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.8686, loss: 2.8686 +2025-06-25 08:58:03,113 - pyskl - INFO - Epoch [84][1400/3405] lr: 1.031e-02, eta: 1 day, 5:20:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9825, loss_cls: 2.9229, loss: 2.9229 +2025-06-25 08:58:49,182 - pyskl - INFO - Epoch [84][1500/3405] lr: 1.030e-02, eta: 1 day, 5:19:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 3.1226, loss: 3.1226 +2025-06-25 08:59:35,177 - pyskl - INFO - Epoch [84][1600/3405] lr: 1.029e-02, eta: 1 day, 5:18:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.9479, loss: 2.9479 +2025-06-25 09:00:21,203 - pyskl - INFO - Epoch [84][1700/3405] lr: 1.029e-02, eta: 1 day, 5:17:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.9943, loss: 2.9943 +2025-06-25 09:01:07,283 - pyskl - INFO - Epoch [84][1800/3405] lr: 1.028e-02, eta: 1 day, 5:16:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.9605, loss: 2.9605 +2025-06-25 09:01:53,343 - pyskl - INFO - Epoch [84][1900/3405] lr: 1.027e-02, eta: 1 day, 5:16:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 3.0782, loss: 3.0782 +2025-06-25 09:02:39,371 - pyskl - INFO - Epoch [84][2000/3405] lr: 1.026e-02, eta: 1 day, 5:15:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 3.1042, loss: 3.1042 +2025-06-25 09:03:25,384 - pyskl - INFO - Epoch [84][2100/3405] lr: 1.026e-02, eta: 1 day, 5:14:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 3.0334, loss: 3.0334 +2025-06-25 09:04:11,324 - pyskl - INFO - Epoch [84][2200/3405] lr: 1.025e-02, eta: 1 day, 5:13:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 3.0675, loss: 3.0675 +2025-06-25 09:04:57,194 - pyskl - INFO - Epoch [84][2300/3405] lr: 1.024e-02, eta: 1 day, 5:13:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9812, loss_cls: 2.9470, loss: 2.9470 +2025-06-25 09:05:43,169 - pyskl - INFO - Epoch [84][2400/3405] lr: 1.023e-02, eta: 1 day, 5:12:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.9906, loss: 2.9906 +2025-06-25 09:06:29,181 - pyskl - INFO - Epoch [84][2500/3405] lr: 1.023e-02, eta: 1 day, 5:11:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 3.1326, loss: 3.1326 +2025-06-25 09:07:15,377 - pyskl - INFO - Epoch [84][2600/3405] lr: 1.022e-02, eta: 1 day, 5:10:41, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 2.9141, loss: 2.9141 +2025-06-25 09:08:01,448 - pyskl - INFO - Epoch [84][2700/3405] lr: 1.021e-02, eta: 1 day, 5:09:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 3.0403, loss: 3.0403 +2025-06-25 09:08:47,503 - pyskl - INFO - Epoch [84][2800/3405] lr: 1.020e-02, eta: 1 day, 5:09:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.9234, loss: 2.9234 +2025-06-25 09:09:33,564 - pyskl - INFO - Epoch [84][2900/3405] lr: 1.020e-02, eta: 1 day, 5:08:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 3.0366, loss: 3.0366 +2025-06-25 09:10:19,678 - pyskl - INFO - Epoch [84][3000/3405] lr: 1.019e-02, eta: 1 day, 5:07:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 3.0547, loss: 3.0547 +2025-06-25 09:11:05,748 - pyskl - INFO - Epoch [84][3100/3405] lr: 1.018e-02, eta: 1 day, 5:06:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 3.0394, loss: 3.0394 +2025-06-25 09:11:51,859 - pyskl - INFO - Epoch [84][3200/3405] lr: 1.017e-02, eta: 1 day, 5:05:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.9519, loss: 2.9519 +2025-06-25 09:12:37,982 - pyskl - INFO - Epoch [84][3300/3405] lr: 1.017e-02, eta: 1 day, 5:05:12, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.9006, loss: 2.9006 +2025-06-25 09:13:24,018 - pyskl - INFO - Epoch [84][3400/3405] lr: 1.016e-02, eta: 1 day, 5:04:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 3.0362, loss: 3.0362 +2025-06-25 09:13:26,666 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-06-25 09:17:37,571 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 09:17:38,119 - pyskl - INFO - +top1_acc 0.8338 +top5_acc 0.9686 +2025-06-25 09:17:38,172 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_83.pth was removed +2025-06-25 09:17:39,220 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_84.pth. +2025-06-25 09:17:39,222 - pyskl - INFO - Best top1_acc is 0.8338 at 84 epoch. +2025-06-25 09:17:39,242 - pyskl - INFO - Epoch(val) [84][3718] top1_acc: 0.8338, top5_acc: 0.9686 +2025-06-25 09:18:48,208 - pyskl - INFO - Epoch [85][100/3405] lr: 1.015e-02, eta: 1 day, 5:03:52, time: 0.690, data_time: 0.227, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.9028, loss: 2.9028 +2025-06-25 09:19:34,265 - pyskl - INFO - Epoch [85][200/3405] lr: 1.014e-02, eta: 1 day, 5:03:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.9082, loss: 2.9082 +2025-06-25 09:20:20,344 - pyskl - INFO - Epoch [85][300/3405] lr: 1.014e-02, eta: 1 day, 5:02:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.9140, loss: 2.9140 +2025-06-25 09:21:06,462 - pyskl - INFO - Epoch [85][400/3405] lr: 1.013e-02, eta: 1 day, 5:01:31, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 2.9104, loss: 2.9104 +2025-06-25 09:21:52,522 - pyskl - INFO - Epoch [85][500/3405] lr: 1.012e-02, eta: 1 day, 5:00:44, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.9084, loss: 2.9084 +2025-06-25 09:22:38,527 - pyskl - INFO - Epoch [85][600/3405] lr: 1.011e-02, eta: 1 day, 4:59:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 3.0413, loss: 3.0413 +2025-06-25 09:23:24,594 - pyskl - INFO - Epoch [85][700/3405] lr: 1.010e-02, eta: 1 day, 4:59:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 2.9388, loss: 2.9388 +2025-06-25 09:24:10,748 - pyskl - INFO - Epoch [85][800/3405] lr: 1.010e-02, eta: 1 day, 4:58:23, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.8683, loss: 2.8683 +2025-06-25 09:24:57,068 - pyskl - INFO - Epoch [85][900/3405] lr: 1.009e-02, eta: 1 day, 4:57:36, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.8497, loss: 2.8497 +2025-06-25 09:25:43,311 - pyskl - INFO - Epoch [85][1000/3405] lr: 1.008e-02, eta: 1 day, 4:56:49, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.9191, loss: 2.9191 +2025-06-25 09:26:29,540 - pyskl - INFO - Epoch [85][1100/3405] lr: 1.007e-02, eta: 1 day, 4:56:02, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 3.0330, loss: 3.0330 +2025-06-25 09:27:15,742 - pyskl - INFO - Epoch [85][1200/3405] lr: 1.007e-02, eta: 1 day, 4:55:16, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 3.0119, loss: 3.0119 +2025-06-25 09:28:01,955 - pyskl - INFO - Epoch [85][1300/3405] lr: 1.006e-02, eta: 1 day, 4:54:29, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.8819, loss: 2.8819 +2025-06-25 09:28:48,167 - pyskl - INFO - Epoch [85][1400/3405] lr: 1.005e-02, eta: 1 day, 4:53:42, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.8928, loss: 2.8928 +2025-06-25 09:29:34,572 - pyskl - INFO - Epoch [85][1500/3405] lr: 1.004e-02, eta: 1 day, 4:52:55, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.9194, loss: 2.9194 +2025-06-25 09:30:20,672 - pyskl - INFO - Epoch [85][1600/3405] lr: 1.004e-02, eta: 1 day, 4:52:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.9109, loss: 2.9109 +2025-06-25 09:31:06,859 - pyskl - INFO - Epoch [85][1700/3405] lr: 1.003e-02, eta: 1 day, 4:51:21, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.9367, loss: 2.9367 +2025-06-25 09:31:52,918 - pyskl - INFO - Epoch [85][1800/3405] lr: 1.002e-02, eta: 1 day, 4:50:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.9643, loss: 2.9643 +2025-06-25 09:32:39,247 - pyskl - INFO - Epoch [85][1900/3405] lr: 1.001e-02, eta: 1 day, 4:49:48, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.9383, loss: 2.9383 +2025-06-25 09:33:25,342 - pyskl - INFO - Epoch [85][2000/3405] lr: 1.001e-02, eta: 1 day, 4:49:01, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 2.9466, loss: 2.9466 +2025-06-25 09:34:11,519 - pyskl - INFO - Epoch [85][2100/3405] lr: 9.999e-03, eta: 1 day, 4:48:14, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 3.1496, loss: 3.1496 +2025-06-25 09:34:57,643 - pyskl - INFO - Epoch [85][2200/3405] lr: 9.992e-03, eta: 1 day, 4:47:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.9791, loss: 2.9791 +2025-06-25 09:35:43,691 - pyskl - INFO - Epoch [85][2300/3405] lr: 9.984e-03, eta: 1 day, 4:46:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 3.0250, loss: 3.0250 +2025-06-25 09:36:29,744 - pyskl - INFO - Epoch [85][2400/3405] lr: 9.977e-03, eta: 1 day, 4:45:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.9902, loss: 2.9902 +2025-06-25 09:37:15,908 - pyskl - INFO - Epoch [85][2500/3405] lr: 9.969e-03, eta: 1 day, 4:45:06, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 3.0316, loss: 3.0316 +2025-06-25 09:38:02,261 - pyskl - INFO - Epoch [85][2600/3405] lr: 9.962e-03, eta: 1 day, 4:44:19, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 2.9379, loss: 2.9379 +2025-06-25 09:38:48,378 - pyskl - INFO - Epoch [85][2700/3405] lr: 9.954e-03, eta: 1 day, 4:43:32, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.9758, loss: 2.9758 +2025-06-25 09:39:34,709 - pyskl - INFO - Epoch [85][2800/3405] lr: 9.947e-03, eta: 1 day, 4:42:46, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 2.9798, loss: 2.9798 +2025-06-25 09:40:21,175 - pyskl - INFO - Epoch [85][2900/3405] lr: 9.939e-03, eta: 1 day, 4:41:59, time: 0.465, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9781, loss_cls: 3.0537, loss: 3.0537 +2025-06-25 09:41:07,703 - pyskl - INFO - Epoch [85][3000/3405] lr: 9.932e-03, eta: 1 day, 4:41:12, time: 0.465, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 3.2020, loss: 3.2020 +2025-06-25 09:41:54,411 - pyskl - INFO - Epoch [85][3100/3405] lr: 9.924e-03, eta: 1 day, 4:40:26, time: 0.467, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 2.9334, loss: 2.9334 +2025-06-25 09:42:41,054 - pyskl - INFO - Epoch [85][3200/3405] lr: 9.917e-03, eta: 1 day, 4:39:39, time: 0.466, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.9545, loss: 2.9545 +2025-06-25 09:43:27,618 - pyskl - INFO - Epoch [85][3300/3405] lr: 9.909e-03, eta: 1 day, 4:38:53, time: 0.466, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.9551, loss: 2.9551 +2025-06-25 09:44:13,928 - pyskl - INFO - Epoch [85][3400/3405] lr: 9.902e-03, eta: 1 day, 4:38:06, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9894, loss_cls: 3.0235, loss: 3.0235 +2025-06-25 09:44:16,632 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-06-25 10:03:53,413 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 10:03:53,955 - pyskl - INFO - +top1_acc 0.8249 +top5_acc 0.9671 +2025-06-25 10:03:53,976 - pyskl - INFO - Epoch(val) [85][3718] top1_acc: 0.8249, top5_acc: 0.9671 +2025-06-25 10:05:02,567 - pyskl - INFO - Epoch [86][100/3405] lr: 9.894e-03, eta: 1 day, 4:37:32, time: 0.686, data_time: 0.227, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 3.0042, loss: 3.0042 +2025-06-25 10:05:48,488 - pyskl - INFO - Epoch [86][200/3405] lr: 9.886e-03, eta: 1 day, 4:36:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.8693, loss: 2.8693 +2025-06-25 10:06:34,522 - pyskl - INFO - Epoch [86][300/3405] lr: 9.879e-03, eta: 1 day, 4:35:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.9454, loss: 2.9454 +2025-06-25 10:07:20,476 - pyskl - INFO - Epoch [86][400/3405] lr: 9.871e-03, eta: 1 day, 4:35:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.9086, loss: 2.9086 +2025-06-25 10:08:06,433 - pyskl - INFO - Epoch [86][500/3405] lr: 9.864e-03, eta: 1 day, 4:34:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.8477, loss: 2.8477 +2025-06-25 10:08:52,412 - pyskl - INFO - Epoch [86][600/3405] lr: 9.856e-03, eta: 1 day, 4:33:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.8693, loss: 2.8693 +2025-06-25 10:09:38,430 - pyskl - INFO - Epoch [86][700/3405] lr: 9.849e-03, eta: 1 day, 4:32:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 3.0902, loss: 3.0902 +2025-06-25 10:10:24,405 - pyskl - INFO - Epoch [86][800/3405] lr: 9.841e-03, eta: 1 day, 4:32:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 3.0083, loss: 3.0083 +2025-06-25 10:11:10,487 - pyskl - INFO - Epoch [86][900/3405] lr: 9.834e-03, eta: 1 day, 4:31:16, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.8528, loss: 2.8528 +2025-06-25 10:11:56,628 - pyskl - INFO - Epoch [86][1000/3405] lr: 9.826e-03, eta: 1 day, 4:30:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.9738, loss: 2.9738 +2025-06-25 10:12:42,767 - pyskl - INFO - Epoch [86][1100/3405] lr: 9.819e-03, eta: 1 day, 4:29:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 3.1455, loss: 3.1455 +2025-06-25 10:13:28,702 - pyskl - INFO - Epoch [86][1200/3405] lr: 9.811e-03, eta: 1 day, 4:28:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 2.8928, loss: 2.8928 +2025-06-25 10:14:14,678 - pyskl - INFO - Epoch [86][1300/3405] lr: 9.803e-03, eta: 1 day, 4:28:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 3.0835, loss: 3.0835 +2025-06-25 10:15:00,641 - pyskl - INFO - Epoch [86][1400/3405] lr: 9.796e-03, eta: 1 day, 4:27:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.8314, loss: 2.8314 +2025-06-25 10:15:46,539 - pyskl - INFO - Epoch [86][1500/3405] lr: 9.788e-03, eta: 1 day, 4:26:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.9623, loss: 2.9623 +2025-06-25 10:16:32,748 - pyskl - INFO - Epoch [86][1600/3405] lr: 9.781e-03, eta: 1 day, 4:25:47, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.9225, loss: 2.9225 +2025-06-25 10:17:18,650 - pyskl - INFO - Epoch [86][1700/3405] lr: 9.773e-03, eta: 1 day, 4:25:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 3.0221, loss: 3.0221 +2025-06-25 10:18:04,716 - pyskl - INFO - Epoch [86][1800/3405] lr: 9.766e-03, eta: 1 day, 4:24:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.9679, loss: 2.9679 +2025-06-25 10:18:50,866 - pyskl - INFO - Epoch [86][1900/3405] lr: 9.758e-03, eta: 1 day, 4:23:26, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 3.0267, loss: 3.0267 +2025-06-25 10:19:36,846 - pyskl - INFO - Epoch [86][2000/3405] lr: 9.751e-03, eta: 1 day, 4:22:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 3.0556, loss: 3.0556 +2025-06-25 10:20:22,738 - pyskl - INFO - Epoch [86][2100/3405] lr: 9.743e-03, eta: 1 day, 4:21:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 3.0722, loss: 3.0722 +2025-06-25 10:21:08,512 - pyskl - INFO - Epoch [86][2200/3405] lr: 9.736e-03, eta: 1 day, 4:21:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9881, loss_cls: 3.0373, loss: 3.0373 +2025-06-25 10:21:54,304 - pyskl - INFO - Epoch [86][2300/3405] lr: 9.728e-03, eta: 1 day, 4:20:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 2.9780, loss: 2.9780 +2025-06-25 10:22:40,159 - pyskl - INFO - Epoch [86][2400/3405] lr: 9.721e-03, eta: 1 day, 4:19:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.9653, loss: 2.9653 +2025-06-25 10:23:25,942 - pyskl - INFO - Epoch [86][2500/3405] lr: 9.713e-03, eta: 1 day, 4:18:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.9022, loss: 2.9022 +2025-06-25 10:24:11,869 - pyskl - INFO - Epoch [86][2600/3405] lr: 9.706e-03, eta: 1 day, 4:17:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 3.1375, loss: 3.1375 +2025-06-25 10:24:57,698 - pyskl - INFO - Epoch [86][2700/3405] lr: 9.698e-03, eta: 1 day, 4:17:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9812, loss_cls: 2.9580, loss: 2.9580 +2025-06-25 10:25:43,541 - pyskl - INFO - Epoch [86][2800/3405] lr: 9.691e-03, eta: 1 day, 4:16:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.8490, loss: 2.8490 +2025-06-25 10:26:29,392 - pyskl - INFO - Epoch [86][2900/3405] lr: 9.684e-03, eta: 1 day, 4:15:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.9942, loss: 2.9942 +2025-06-25 10:27:15,290 - pyskl - INFO - Epoch [86][3000/3405] lr: 9.676e-03, eta: 1 day, 4:14:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.9251, loss: 2.9251 +2025-06-25 10:28:01,171 - pyskl - INFO - Epoch [86][3100/3405] lr: 9.669e-03, eta: 1 day, 4:14:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.8375, loss: 2.8375 +2025-06-25 10:28:47,147 - pyskl - INFO - Epoch [86][3200/3405] lr: 9.661e-03, eta: 1 day, 4:13:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.9325, loss: 2.9325 +2025-06-25 10:29:33,118 - pyskl - INFO - Epoch [86][3300/3405] lr: 9.654e-03, eta: 1 day, 4:12:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 2.8182, loss: 2.8182 +2025-06-25 10:30:19,150 - pyskl - INFO - Epoch [86][3400/3405] lr: 9.646e-03, eta: 1 day, 4:11:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.9932, loss: 2.9932 +2025-06-25 10:30:21,775 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-06-25 10:34:33,725 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 10:34:34,263 - pyskl - INFO - +top1_acc 0.8237 +top5_acc 0.9675 +2025-06-25 10:34:34,283 - pyskl - INFO - Epoch(val) [86][3718] top1_acc: 0.8237, top5_acc: 0.9675 +2025-06-25 10:35:43,042 - pyskl - INFO - Epoch [87][100/3405] lr: 9.638e-03, eta: 1 day, 4:11:05, time: 0.688, data_time: 0.228, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9819, loss_cls: 2.8922, loss: 2.8922 +2025-06-25 10:36:29,157 - pyskl - INFO - Epoch [87][200/3405] lr: 9.631e-03, eta: 1 day, 4:10:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 2.9071, loss: 2.9071 +2025-06-25 10:37:15,120 - pyskl - INFO - Epoch [87][300/3405] lr: 9.623e-03, eta: 1 day, 4:09:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.7074, loss: 2.7074 +2025-06-25 10:38:01,164 - pyskl - INFO - Epoch [87][400/3405] lr: 9.616e-03, eta: 1 day, 4:08:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.8372, loss: 2.8372 +2025-06-25 10:38:47,183 - pyskl - INFO - Epoch [87][500/3405] lr: 9.608e-03, eta: 1 day, 4:07:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 2.8280, loss: 2.8280 +2025-06-25 10:39:33,219 - pyskl - INFO - Epoch [87][600/3405] lr: 9.601e-03, eta: 1 day, 4:07:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.9227, loss: 2.9227 +2025-06-25 10:40:19,323 - pyskl - INFO - Epoch [87][700/3405] lr: 9.593e-03, eta: 1 day, 4:06:23, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.7899, loss: 2.7899 +2025-06-25 10:41:05,324 - pyskl - INFO - Epoch [87][800/3405] lr: 9.586e-03, eta: 1 day, 4:05:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.9852, loss: 2.9852 +2025-06-25 10:41:51,322 - pyskl - INFO - Epoch [87][900/3405] lr: 9.578e-03, eta: 1 day, 4:04:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.8970, loss: 2.8970 +2025-06-25 10:42:37,343 - pyskl - INFO - Epoch [87][1000/3405] lr: 9.571e-03, eta: 1 day, 4:04:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.8797, loss: 2.8797 +2025-06-25 10:43:23,346 - pyskl - INFO - Epoch [87][1100/3405] lr: 9.563e-03, eta: 1 day, 4:03:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 3.0721, loss: 3.0721 +2025-06-25 10:44:09,330 - pyskl - INFO - Epoch [87][1200/3405] lr: 9.556e-03, eta: 1 day, 4:02:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.9186, loss: 2.9186 +2025-06-25 10:44:55,258 - pyskl - INFO - Epoch [87][1300/3405] lr: 9.548e-03, eta: 1 day, 4:01:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 2.9946, loss: 2.9946 +2025-06-25 10:45:41,196 - pyskl - INFO - Epoch [87][1400/3405] lr: 9.541e-03, eta: 1 day, 4:00:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 3.0280, loss: 3.0280 +2025-06-25 10:46:27,046 - pyskl - INFO - Epoch [87][1500/3405] lr: 9.534e-03, eta: 1 day, 4:00:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.9235, loss: 2.9235 +2025-06-25 10:47:12,911 - pyskl - INFO - Epoch [87][1600/3405] lr: 9.526e-03, eta: 1 day, 3:59:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9888, loss_cls: 2.8240, loss: 2.8240 +2025-06-25 10:47:58,738 - pyskl - INFO - Epoch [87][1700/3405] lr: 9.519e-03, eta: 1 day, 3:58:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 2.9488, loss: 2.9488 +2025-06-25 10:48:44,564 - pyskl - INFO - Epoch [87][1800/3405] lr: 9.511e-03, eta: 1 day, 3:57:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9906, loss_cls: 2.8911, loss: 2.8911 +2025-06-25 10:49:30,428 - pyskl - INFO - Epoch [87][1900/3405] lr: 9.504e-03, eta: 1 day, 3:56:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.9453, loss: 2.9453 +2025-06-25 10:50:16,268 - pyskl - INFO - Epoch [87][2000/3405] lr: 9.496e-03, eta: 1 day, 3:56:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 3.0200, loss: 3.0200 +2025-06-25 10:51:01,975 - pyskl - INFO - Epoch [87][2100/3405] lr: 9.489e-03, eta: 1 day, 3:55:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.8656, loss: 2.8656 +2025-06-25 10:51:47,730 - pyskl - INFO - Epoch [87][2200/3405] lr: 9.481e-03, eta: 1 day, 3:54:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.9159, loss: 2.9159 +2025-06-25 10:52:33,430 - pyskl - INFO - Epoch [87][2300/3405] lr: 9.474e-03, eta: 1 day, 3:53:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.8824, loss: 2.8824 +2025-06-25 10:53:19,105 - pyskl - INFO - Epoch [87][2400/3405] lr: 9.466e-03, eta: 1 day, 3:53:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 2.9683, loss: 2.9683 +2025-06-25 10:54:04,852 - pyskl - INFO - Epoch [87][2500/3405] lr: 9.459e-03, eta: 1 day, 3:52:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.9693, loss: 2.9693 +2025-06-25 10:54:50,612 - pyskl - INFO - Epoch [87][2600/3405] lr: 9.451e-03, eta: 1 day, 3:51:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 3.0106, loss: 3.0106 +2025-06-25 10:55:36,659 - pyskl - INFO - Epoch [87][2700/3405] lr: 9.444e-03, eta: 1 day, 3:50:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 3.0348, loss: 3.0348 +2025-06-25 10:56:22,617 - pyskl - INFO - Epoch [87][2800/3405] lr: 9.437e-03, eta: 1 day, 3:49:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.9691, loss: 2.9691 +2025-06-25 10:57:08,435 - pyskl - INFO - Epoch [87][2900/3405] lr: 9.429e-03, eta: 1 day, 3:49:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.9114, loss: 2.9114 +2025-06-25 10:57:54,429 - pyskl - INFO - Epoch [87][3000/3405] lr: 9.422e-03, eta: 1 day, 3:48:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 2.9751, loss: 2.9751 +2025-06-25 10:58:40,270 - pyskl - INFO - Epoch [87][3100/3405] lr: 9.414e-03, eta: 1 day, 3:47:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.8904, loss: 2.8904 +2025-06-25 10:59:26,116 - pyskl - INFO - Epoch [87][3200/3405] lr: 9.407e-03, eta: 1 day, 3:46:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.9580, loss: 2.9580 +2025-06-25 11:00:11,999 - pyskl - INFO - Epoch [87][3300/3405] lr: 9.399e-03, eta: 1 day, 3:45:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.9701, loss: 2.9701 +2025-06-25 11:00:58,168 - pyskl - INFO - Epoch [87][3400/3405] lr: 9.392e-03, eta: 1 day, 3:45:12, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.8425, loss: 2.8425 +2025-06-25 11:01:00,872 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-06-25 11:05:13,113 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 11:05:13,650 - pyskl - INFO - +top1_acc 0.8262 +top5_acc 0.9692 +2025-06-25 11:05:13,671 - pyskl - INFO - Epoch(val) [87][3718] top1_acc: 0.8262, top5_acc: 0.9692 +2025-06-25 11:06:22,169 - pyskl - INFO - Epoch [88][100/3405] lr: 9.384e-03, eta: 1 day, 3:44:37, time: 0.685, data_time: 0.227, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.8919, loss: 2.8919 +2025-06-25 11:07:08,036 - pyskl - INFO - Epoch [88][200/3405] lr: 9.377e-03, eta: 1 day, 3:43:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.7955, loss: 2.7955 +2025-06-25 11:07:53,990 - pyskl - INFO - Epoch [88][300/3405] lr: 9.369e-03, eta: 1 day, 3:43:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.9054, loss: 2.9054 +2025-06-25 11:08:39,938 - pyskl - INFO - Epoch [88][400/3405] lr: 9.362e-03, eta: 1 day, 3:42:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.9080, loss: 2.9080 +2025-06-25 11:09:25,854 - pyskl - INFO - Epoch [88][500/3405] lr: 9.354e-03, eta: 1 day, 3:41:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.8117, loss: 2.8117 +2025-06-25 11:10:11,876 - pyskl - INFO - Epoch [88][600/3405] lr: 9.347e-03, eta: 1 day, 3:40:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.8206, loss: 2.8206 +2025-06-25 11:10:57,921 - pyskl - INFO - Epoch [88][700/3405] lr: 9.339e-03, eta: 1 day, 3:39:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.8177, loss: 2.8177 +2025-06-25 11:11:43,815 - pyskl - INFO - Epoch [88][800/3405] lr: 9.332e-03, eta: 1 day, 3:39:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.7608, loss: 2.7608 +2025-06-25 11:12:29,669 - pyskl - INFO - Epoch [88][900/3405] lr: 9.324e-03, eta: 1 day, 3:38:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9812, loss_cls: 2.8973, loss: 2.8973 +2025-06-25 11:13:15,557 - pyskl - INFO - Epoch [88][1000/3405] lr: 9.317e-03, eta: 1 day, 3:37:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.9119, loss: 2.9119 +2025-06-25 11:14:01,478 - pyskl - INFO - Epoch [88][1100/3405] lr: 9.310e-03, eta: 1 day, 3:36:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.9790, loss: 2.9790 +2025-06-25 11:14:47,427 - pyskl - INFO - Epoch [88][1200/3405] lr: 9.302e-03, eta: 1 day, 3:36:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.8863, loss: 2.8863 +2025-06-25 11:15:33,291 - pyskl - INFO - Epoch [88][1300/3405] lr: 9.295e-03, eta: 1 day, 3:35:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.8884, loss: 2.8884 +2025-06-25 11:16:19,199 - pyskl - INFO - Epoch [88][1400/3405] lr: 9.287e-03, eta: 1 day, 3:34:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.8526, loss: 2.8526 +2025-06-25 11:17:05,103 - pyskl - INFO - Epoch [88][1500/3405] lr: 9.280e-03, eta: 1 day, 3:33:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.8791, loss: 2.8791 +2025-06-25 11:17:50,944 - pyskl - INFO - Epoch [88][1600/3405] lr: 9.272e-03, eta: 1 day, 3:32:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.8807, loss: 2.8807 +2025-06-25 11:18:36,845 - pyskl - INFO - Epoch [88][1700/3405] lr: 9.265e-03, eta: 1 day, 3:32:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.8518, loss: 2.8518 +2025-06-25 11:19:22,827 - pyskl - INFO - Epoch [88][1800/3405] lr: 9.258e-03, eta: 1 day, 3:31:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 2.9427, loss: 2.9427 +2025-06-25 11:20:08,865 - pyskl - INFO - Epoch [88][1900/3405] lr: 9.250e-03, eta: 1 day, 3:30:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9812, loss_cls: 2.9902, loss: 2.9902 +2025-06-25 11:20:54,824 - pyskl - INFO - Epoch [88][2000/3405] lr: 9.243e-03, eta: 1 day, 3:29:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 2.8679, loss: 2.8679 +2025-06-25 11:21:40,861 - pyskl - INFO - Epoch [88][2100/3405] lr: 9.235e-03, eta: 1 day, 3:28:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 3.0157, loss: 3.0157 +2025-06-25 11:22:27,024 - pyskl - INFO - Epoch [88][2200/3405] lr: 9.228e-03, eta: 1 day, 3:28:10, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.9483, loss: 2.9483 +2025-06-25 11:23:13,132 - pyskl - INFO - Epoch [88][2300/3405] lr: 9.220e-03, eta: 1 day, 3:27:23, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 3.0480, loss: 3.0480 +2025-06-25 11:23:59,204 - pyskl - INFO - Epoch [88][2400/3405] lr: 9.213e-03, eta: 1 day, 3:26:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 3.0500, loss: 3.0500 +2025-06-25 11:24:45,175 - pyskl - INFO - Epoch [88][2500/3405] lr: 9.206e-03, eta: 1 day, 3:25:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9894, loss_cls: 2.8789, loss: 2.8789 +2025-06-25 11:25:31,063 - pyskl - INFO - Epoch [88][2600/3405] lr: 9.198e-03, eta: 1 day, 3:25:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.8323, loss: 2.8323 +2025-06-25 11:26:17,078 - pyskl - INFO - Epoch [88][2700/3405] lr: 9.191e-03, eta: 1 day, 3:24:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.8818, loss: 2.8818 +2025-06-25 11:27:03,058 - pyskl - INFO - Epoch [88][2800/3405] lr: 9.183e-03, eta: 1 day, 3:23:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9825, loss_cls: 2.8595, loss: 2.8595 +2025-06-25 11:27:48,860 - pyskl - INFO - Epoch [88][2900/3405] lr: 9.176e-03, eta: 1 day, 3:22:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.9106, loss: 2.9106 +2025-06-25 11:28:34,843 - pyskl - INFO - Epoch [88][3000/3405] lr: 9.169e-03, eta: 1 day, 3:21:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9825, loss_cls: 2.9253, loss: 2.9253 +2025-06-25 11:29:21,055 - pyskl - INFO - Epoch [88][3100/3405] lr: 9.161e-03, eta: 1 day, 3:21:07, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.9248, loss: 2.9248 +2025-06-25 11:30:07,211 - pyskl - INFO - Epoch [88][3200/3405] lr: 9.154e-03, eta: 1 day, 3:20:20, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 2.9718, loss: 2.9718 +2025-06-25 11:30:53,076 - pyskl - INFO - Epoch [88][3300/3405] lr: 9.146e-03, eta: 1 day, 3:19:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 2.9927, loss: 2.9927 +2025-06-25 11:31:39,215 - pyskl - INFO - Epoch [88][3400/3405] lr: 9.139e-03, eta: 1 day, 3:18:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.9016, loss: 2.9016 +2025-06-25 11:31:41,862 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-06-25 11:35:53,522 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 11:35:54,063 - pyskl - INFO - +top1_acc 0.8322 +top5_acc 0.9690 +2025-06-25 11:35:54,084 - pyskl - INFO - Epoch(val) [88][3718] top1_acc: 0.8322, top5_acc: 0.9690 +2025-06-25 11:37:03,229 - pyskl - INFO - Epoch [89][100/3405] lr: 9.131e-03, eta: 1 day, 3:18:11, time: 0.691, data_time: 0.229, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.7262, loss: 2.7262 +2025-06-25 11:37:49,410 - pyskl - INFO - Epoch [89][200/3405] lr: 9.124e-03, eta: 1 day, 3:17:24, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.8374, loss: 2.8374 +2025-06-25 11:38:35,588 - pyskl - INFO - Epoch [89][300/3405] lr: 9.116e-03, eta: 1 day, 3:16:38, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.8628, loss: 2.8628 +2025-06-25 11:39:21,702 - pyskl - INFO - Epoch [89][400/3405] lr: 9.109e-03, eta: 1 day, 3:15:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.9257, loss: 2.9257 +2025-06-25 11:40:07,751 - pyskl - INFO - Epoch [89][500/3405] lr: 9.102e-03, eta: 1 day, 3:15:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.7684, loss: 2.7684 +2025-06-25 11:40:53,718 - pyskl - INFO - Epoch [89][600/3405] lr: 9.094e-03, eta: 1 day, 3:14:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9925, loss_cls: 2.8175, loss: 2.8175 +2025-06-25 11:41:39,689 - pyskl - INFO - Epoch [89][700/3405] lr: 9.087e-03, eta: 1 day, 3:13:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.8290, loss: 2.8290 +2025-06-25 11:42:25,962 - pyskl - INFO - Epoch [89][800/3405] lr: 9.079e-03, eta: 1 day, 3:12:43, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.7551, loss: 2.7551 +2025-06-25 11:43:12,078 - pyskl - INFO - Epoch [89][900/3405] lr: 9.072e-03, eta: 1 day, 3:11:56, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 2.8733, loss: 2.8733 +2025-06-25 11:43:58,104 - pyskl - INFO - Epoch [89][1000/3405] lr: 9.065e-03, eta: 1 day, 3:11:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.9415, loss: 2.9415 +2025-06-25 11:44:44,027 - pyskl - INFO - Epoch [89][1100/3405] lr: 9.057e-03, eta: 1 day, 3:10:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.9130, loss: 2.9130 +2025-06-25 11:45:29,934 - pyskl - INFO - Epoch [89][1200/3405] lr: 9.050e-03, eta: 1 day, 3:09:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.8515, loss: 2.8515 +2025-06-25 11:46:15,893 - pyskl - INFO - Epoch [89][1300/3405] lr: 9.042e-03, eta: 1 day, 3:08:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9819, loss_cls: 2.9049, loss: 2.9049 +2025-06-25 11:47:01,883 - pyskl - INFO - Epoch [89][1400/3405] lr: 9.035e-03, eta: 1 day, 3:08:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.7554, loss: 2.7554 +2025-06-25 11:47:47,833 - pyskl - INFO - Epoch [89][1500/3405] lr: 9.028e-03, eta: 1 day, 3:07:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 2.9274, loss: 2.9274 +2025-06-25 11:48:33,788 - pyskl - INFO - Epoch [89][1600/3405] lr: 9.020e-03, eta: 1 day, 3:06:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.9619, loss: 2.9619 +2025-06-25 11:49:19,766 - pyskl - INFO - Epoch [89][1700/3405] lr: 9.013e-03, eta: 1 day, 3:05:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.8514, loss: 2.8514 +2025-06-25 11:50:05,729 - pyskl - INFO - Epoch [89][1800/3405] lr: 9.005e-03, eta: 1 day, 3:04:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.8744, loss: 2.8744 +2025-06-25 11:50:51,720 - pyskl - INFO - Epoch [89][1900/3405] lr: 8.998e-03, eta: 1 day, 3:04:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9881, loss_cls: 2.9124, loss: 2.9124 +2025-06-25 11:51:37,723 - pyskl - INFO - Epoch [89][2000/3405] lr: 8.991e-03, eta: 1 day, 3:03:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9888, loss_cls: 2.9606, loss: 2.9606 +2025-06-25 11:52:23,802 - pyskl - INFO - Epoch [89][2100/3405] lr: 8.983e-03, eta: 1 day, 3:02:32, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.9370, loss: 2.9370 +2025-06-25 11:53:09,919 - pyskl - INFO - Epoch [89][2200/3405] lr: 8.976e-03, eta: 1 day, 3:01:45, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9925, loss_cls: 2.8635, loss: 2.8635 +2025-06-25 11:53:56,102 - pyskl - INFO - Epoch [89][2300/3405] lr: 8.969e-03, eta: 1 day, 3:00:58, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9812, loss_cls: 2.8407, loss: 2.8407 +2025-06-25 11:54:42,440 - pyskl - INFO - Epoch [89][2400/3405] lr: 8.961e-03, eta: 1 day, 3:00:11, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.9532, loss: 2.9532 +2025-06-25 11:55:28,658 - pyskl - INFO - Epoch [89][2500/3405] lr: 8.954e-03, eta: 1 day, 2:59:25, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.9125, loss: 2.9125 +2025-06-25 11:56:14,827 - pyskl - INFO - Epoch [89][2600/3405] lr: 8.946e-03, eta: 1 day, 2:58:38, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.8630, loss: 2.8630 +2025-06-25 11:57:00,907 - pyskl - INFO - Epoch [89][2700/3405] lr: 8.939e-03, eta: 1 day, 2:57:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.9182, loss: 2.9182 +2025-06-25 11:57:46,848 - pyskl - INFO - Epoch [89][2800/3405] lr: 8.932e-03, eta: 1 day, 2:57:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.9152, loss: 2.9152 +2025-06-25 11:58:32,895 - pyskl - INFO - Epoch [89][2900/3405] lr: 8.924e-03, eta: 1 day, 2:56:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.8528, loss: 2.8528 +2025-06-25 11:59:19,089 - pyskl - INFO - Epoch [89][3000/3405] lr: 8.917e-03, eta: 1 day, 2:55:30, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 3.0048, loss: 3.0048 +2025-06-25 12:00:05,249 - pyskl - INFO - Epoch [89][3100/3405] lr: 8.910e-03, eta: 1 day, 2:54:43, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.8492, loss: 2.8492 +2025-06-25 12:00:51,383 - pyskl - INFO - Epoch [89][3200/3405] lr: 8.902e-03, eta: 1 day, 2:53:56, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 3.0001, loss: 3.0001 +2025-06-25 12:01:37,348 - pyskl - INFO - Epoch [89][3300/3405] lr: 8.895e-03, eta: 1 day, 2:53:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9794, loss_cls: 2.9692, loss: 2.9692 +2025-06-25 12:02:23,322 - pyskl - INFO - Epoch [89][3400/3405] lr: 8.888e-03, eta: 1 day, 2:52:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.9575, loss: 2.9575 +2025-06-25 12:02:25,962 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-06-25 12:06:41,374 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 12:06:41,915 - pyskl - INFO - +top1_acc 0.8342 +top5_acc 0.9658 +2025-06-25 12:06:41,970 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_84.pth was removed +2025-06-25 12:06:43,022 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. +2025-06-25 12:06:43,024 - pyskl - INFO - Best top1_acc is 0.8342 at 89 epoch. +2025-06-25 12:06:43,044 - pyskl - INFO - Epoch(val) [89][3718] top1_acc: 0.8342, top5_acc: 0.9658 +2025-06-25 12:07:51,960 - pyskl - INFO - Epoch [90][100/3405] lr: 8.880e-03, eta: 1 day, 2:51:47, time: 0.689, data_time: 0.228, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.7842, loss: 2.7842 +2025-06-25 12:08:37,942 - pyskl - INFO - Epoch [90][200/3405] lr: 8.872e-03, eta: 1 day, 2:51:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.7448, loss: 2.7448 +2025-06-25 12:09:23,959 - pyskl - INFO - Epoch [90][300/3405] lr: 8.865e-03, eta: 1 day, 2:50:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 2.8055, loss: 2.8055 +2025-06-25 12:10:09,889 - pyskl - INFO - Epoch [90][400/3405] lr: 8.858e-03, eta: 1 day, 2:49:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.8632, loss: 2.8632 +2025-06-25 12:10:55,891 - pyskl - INFO - Epoch [90][500/3405] lr: 8.850e-03, eta: 1 day, 2:48:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.8559, loss: 2.8559 +2025-06-25 12:11:41,932 - pyskl - INFO - Epoch [90][600/3405] lr: 8.843e-03, eta: 1 day, 2:47:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.8042, loss: 2.8042 +2025-06-25 12:12:27,913 - pyskl - INFO - Epoch [90][700/3405] lr: 8.836e-03, eta: 1 day, 2:47:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.7804, loss: 2.7804 +2025-06-25 12:13:13,890 - pyskl - INFO - Epoch [90][800/3405] lr: 8.828e-03, eta: 1 day, 2:46:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.7937, loss: 2.7937 +2025-06-25 12:13:59,896 - pyskl - INFO - Epoch [90][900/3405] lr: 8.821e-03, eta: 1 day, 2:45:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.7635, loss: 2.7635 +2025-06-25 12:14:45,859 - pyskl - INFO - Epoch [90][1000/3405] lr: 8.814e-03, eta: 1 day, 2:44:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9944, loss_cls: 2.8102, loss: 2.8102 +2025-06-25 12:15:31,832 - pyskl - INFO - Epoch [90][1100/3405] lr: 8.806e-03, eta: 1 day, 2:43:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.7960, loss: 2.7960 +2025-06-25 12:16:17,797 - pyskl - INFO - Epoch [90][1200/3405] lr: 8.799e-03, eta: 1 day, 2:43:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.9232, loss: 2.9232 +2025-06-25 12:17:03,823 - pyskl - INFO - Epoch [90][1300/3405] lr: 8.792e-03, eta: 1 day, 2:42:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 2.7916, loss: 2.7916 +2025-06-25 12:17:49,729 - pyskl - INFO - Epoch [90][1400/3405] lr: 8.784e-03, eta: 1 day, 2:41:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.8943, loss: 2.8943 +2025-06-25 12:18:35,639 - pyskl - INFO - Epoch [90][1500/3405] lr: 8.777e-03, eta: 1 day, 2:40:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9838, loss_cls: 2.8848, loss: 2.8848 +2025-06-25 12:19:21,605 - pyskl - INFO - Epoch [90][1600/3405] lr: 8.770e-03, eta: 1 day, 2:40:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.9006, loss: 2.9006 +2025-06-25 12:20:07,526 - pyskl - INFO - Epoch [90][1700/3405] lr: 8.762e-03, eta: 1 day, 2:39:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9931, loss_cls: 2.7598, loss: 2.7598 +2025-06-25 12:20:53,458 - pyskl - INFO - Epoch [90][1800/3405] lr: 8.755e-03, eta: 1 day, 2:38:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 3.0220, loss: 3.0220 +2025-06-25 12:21:39,505 - pyskl - INFO - Epoch [90][1900/3405] lr: 8.748e-03, eta: 1 day, 2:37:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.8549, loss: 2.8549 +2025-06-25 12:22:25,434 - pyskl - INFO - Epoch [90][2000/3405] lr: 8.740e-03, eta: 1 day, 2:36:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.8408, loss: 2.8408 +2025-06-25 12:23:11,305 - pyskl - INFO - Epoch [90][2100/3405] lr: 8.733e-03, eta: 1 day, 2:36:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 2.8682, loss: 2.8682 +2025-06-25 12:23:57,401 - pyskl - INFO - Epoch [90][2200/3405] lr: 8.726e-03, eta: 1 day, 2:35:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 2.9981, loss: 2.9981 +2025-06-25 12:24:43,415 - pyskl - INFO - Epoch [90][2300/3405] lr: 8.718e-03, eta: 1 day, 2:34:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.9426, loss: 2.9426 +2025-06-25 12:25:29,449 - pyskl - INFO - Epoch [90][2400/3405] lr: 8.711e-03, eta: 1 day, 2:33:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.8197, loss: 2.8197 +2025-06-25 12:26:15,507 - pyskl - INFO - Epoch [90][2500/3405] lr: 8.704e-03, eta: 1 day, 2:32:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.9198, loss: 2.9198 +2025-06-25 12:27:01,451 - pyskl - INFO - Epoch [90][2600/3405] lr: 8.696e-03, eta: 1 day, 2:32:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9781, loss_cls: 3.0587, loss: 3.0587 +2025-06-25 12:27:47,392 - pyskl - INFO - Epoch [90][2700/3405] lr: 8.689e-03, eta: 1 day, 2:31:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.7974, loss: 2.7974 +2025-06-25 12:28:33,424 - pyskl - INFO - Epoch [90][2800/3405] lr: 8.682e-03, eta: 1 day, 2:30:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9881, loss_cls: 2.9697, loss: 2.9697 +2025-06-25 12:29:19,368 - pyskl - INFO - Epoch [90][2900/3405] lr: 8.674e-03, eta: 1 day, 2:29:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.8543, loss: 2.8543 +2025-06-25 12:30:05,334 - pyskl - INFO - Epoch [90][3000/3405] lr: 8.667e-03, eta: 1 day, 2:29:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.7530, loss: 2.7530 +2025-06-25 12:30:51,271 - pyskl - INFO - Epoch [90][3100/3405] lr: 8.660e-03, eta: 1 day, 2:28:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.7983, loss: 2.7983 +2025-06-25 12:31:37,284 - pyskl - INFO - Epoch [90][3200/3405] lr: 8.652e-03, eta: 1 day, 2:27:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.8837, loss: 2.8837 +2025-06-25 12:32:23,272 - pyskl - INFO - Epoch [90][3300/3405] lr: 8.645e-03, eta: 1 day, 2:26:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 3.0185, loss: 3.0185 +2025-06-25 12:33:09,233 - pyskl - INFO - Epoch [90][3400/3405] lr: 8.638e-03, eta: 1 day, 2:25:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.8026, loss: 2.8026 +2025-06-25 12:33:11,921 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-06-25 12:52:54,588 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 12:52:55,244 - pyskl - INFO - +top1_acc 0.8379 +top5_acc 0.9689 +2025-06-25 12:52:55,298 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_89.pth was removed +2025-06-25 12:52:56,361 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_90.pth. +2025-06-25 12:52:56,363 - pyskl - INFO - Best top1_acc is 0.8379 at 90 epoch. +2025-06-25 12:52:56,384 - pyskl - INFO - Epoch(val) [90][3718] top1_acc: 0.8379, top5_acc: 0.9689 +2025-06-25 12:54:05,163 - pyskl - INFO - Epoch [91][100/3405] lr: 8.630e-03, eta: 1 day, 2:25:21, time: 0.688, data_time: 0.227, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.7687, loss: 2.7687 +2025-06-25 12:54:51,163 - pyskl - INFO - Epoch [91][200/3405] lr: 8.623e-03, eta: 1 day, 2:24:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.7117, loss: 2.7117 +2025-06-25 12:55:37,146 - pyskl - INFO - Epoch [91][300/3405] lr: 8.615e-03, eta: 1 day, 2:23:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.8125, loss: 2.8125 +2025-06-25 12:56:23,099 - pyskl - INFO - Epoch [91][400/3405] lr: 8.608e-03, eta: 1 day, 2:23:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.7571, loss: 2.7571 +2025-06-25 12:57:09,045 - pyskl - INFO - Epoch [91][500/3405] lr: 8.601e-03, eta: 1 day, 2:22:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.8192, loss: 2.8192 +2025-06-25 12:57:55,250 - pyskl - INFO - Epoch [91][600/3405] lr: 8.594e-03, eta: 1 day, 2:21:26, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.8150, loss: 2.8150 +2025-06-25 12:58:41,227 - pyskl - INFO - Epoch [91][700/3405] lr: 8.586e-03, eta: 1 day, 2:20:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.8969, loss: 2.8969 +2025-06-25 12:59:27,488 - pyskl - INFO - Epoch [91][800/3405] lr: 8.579e-03, eta: 1 day, 2:19:52, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.7835, loss: 2.7835 +2025-06-25 13:00:13,591 - pyskl - INFO - Epoch [91][900/3405] lr: 8.572e-03, eta: 1 day, 2:19:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.7831, loss: 2.7831 +2025-06-25 13:00:59,593 - pyskl - INFO - Epoch [91][1000/3405] lr: 8.564e-03, eta: 1 day, 2:18:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.8324, loss: 2.8324 +2025-06-25 13:01:45,602 - pyskl - INFO - Epoch [91][1100/3405] lr: 8.557e-03, eta: 1 day, 2:17:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 2.8300, loss: 2.8300 +2025-06-25 13:02:31,580 - pyskl - INFO - Epoch [91][1200/3405] lr: 8.550e-03, eta: 1 day, 2:16:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 2.8487, loss: 2.8487 +2025-06-25 13:03:17,532 - pyskl - INFO - Epoch [91][1300/3405] lr: 8.542e-03, eta: 1 day, 2:15:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.7924, loss: 2.7924 +2025-06-25 13:04:03,458 - pyskl - INFO - Epoch [91][1400/3405] lr: 8.535e-03, eta: 1 day, 2:15:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.7458, loss: 2.7458 +2025-06-25 13:04:49,647 - pyskl - INFO - Epoch [91][1500/3405] lr: 8.528e-03, eta: 1 day, 2:14:24, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.8076, loss: 2.8076 +2025-06-25 13:05:35,653 - pyskl - INFO - Epoch [91][1600/3405] lr: 8.521e-03, eta: 1 day, 2:13:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.8174, loss: 2.8174 +2025-06-25 13:06:21,554 - pyskl - INFO - Epoch [91][1700/3405] lr: 8.513e-03, eta: 1 day, 2:12:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.7396, loss: 2.7396 +2025-06-25 13:07:07,539 - pyskl - INFO - Epoch [91][1800/3405] lr: 8.506e-03, eta: 1 day, 2:12:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.8999, loss: 2.8999 +2025-06-25 13:07:53,426 - pyskl - INFO - Epoch [91][1900/3405] lr: 8.499e-03, eta: 1 day, 2:11:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.8376, loss: 2.8376 +2025-06-25 13:08:39,354 - pyskl - INFO - Epoch [91][2000/3405] lr: 8.491e-03, eta: 1 day, 2:10:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.7564, loss: 2.7564 +2025-06-25 13:09:25,277 - pyskl - INFO - Epoch [91][2100/3405] lr: 8.484e-03, eta: 1 day, 2:09:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.8424, loss: 2.8424 +2025-06-25 13:10:11,167 - pyskl - INFO - Epoch [91][2200/3405] lr: 8.477e-03, eta: 1 day, 2:08:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9812, loss_cls: 2.8709, loss: 2.8709 +2025-06-25 13:10:57,097 - pyskl - INFO - Epoch [91][2300/3405] lr: 8.470e-03, eta: 1 day, 2:08:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9906, loss_cls: 2.9033, loss: 2.9033 +2025-06-25 13:11:42,985 - pyskl - INFO - Epoch [91][2400/3405] lr: 8.462e-03, eta: 1 day, 2:07:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.8824, loss: 2.8824 +2025-06-25 13:12:28,894 - pyskl - INFO - Epoch [91][2500/3405] lr: 8.455e-03, eta: 1 day, 2:06:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9906, loss_cls: 2.8382, loss: 2.8382 +2025-06-25 13:13:14,828 - pyskl - INFO - Epoch [91][2600/3405] lr: 8.448e-03, eta: 1 day, 2:05:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.7915, loss: 2.7915 +2025-06-25 13:14:00,844 - pyskl - INFO - Epoch [91][2700/3405] lr: 8.440e-03, eta: 1 day, 2:05:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 2.8577, loss: 2.8577 +2025-06-25 13:14:46,719 - pyskl - INFO - Epoch [91][2800/3405] lr: 8.433e-03, eta: 1 day, 2:04:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 2.8308, loss: 2.8308 +2025-06-25 13:15:32,711 - pyskl - INFO - Epoch [91][2900/3405] lr: 8.426e-03, eta: 1 day, 2:03:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.8402, loss: 2.8402 +2025-06-25 13:16:18,567 - pyskl - INFO - Epoch [91][3000/3405] lr: 8.419e-03, eta: 1 day, 2:02:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9931, loss_cls: 2.7575, loss: 2.7575 +2025-06-25 13:17:04,507 - pyskl - INFO - Epoch [91][3100/3405] lr: 8.411e-03, eta: 1 day, 2:01:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 2.9608, loss: 2.9608 +2025-06-25 13:17:50,363 - pyskl - INFO - Epoch [91][3200/3405] lr: 8.404e-03, eta: 1 day, 2:01:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.8167, loss: 2.8167 +2025-06-25 13:18:36,371 - pyskl - INFO - Epoch [91][3300/3405] lr: 8.397e-03, eta: 1 day, 2:00:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.7743, loss: 2.7743 +2025-06-25 13:19:22,314 - pyskl - INFO - Epoch [91][3400/3405] lr: 8.390e-03, eta: 1 day, 1:59:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.8707, loss: 2.8707 +2025-06-25 13:19:24,910 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-06-25 13:23:34,809 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 13:23:35,348 - pyskl - INFO - +top1_acc 0.8146 +top5_acc 0.9647 +2025-06-25 13:23:35,369 - pyskl - INFO - Epoch(val) [91][3718] top1_acc: 0.8146, top5_acc: 0.9647 +2025-06-25 13:24:44,044 - pyskl - INFO - Epoch [92][100/3405] lr: 8.382e-03, eta: 1 day, 1:58:55, time: 0.687, data_time: 0.226, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.7775, loss: 2.7775 +2025-06-25 13:25:29,919 - pyskl - INFO - Epoch [92][200/3405] lr: 8.375e-03, eta: 1 day, 1:58:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 2.7042, loss: 2.7042 +2025-06-25 13:26:15,779 - pyskl - INFO - Epoch [92][300/3405] lr: 8.367e-03, eta: 1 day, 1:57:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.8062, loss: 2.8062 +2025-06-25 13:27:01,579 - pyskl - INFO - Epoch [92][400/3405] lr: 8.360e-03, eta: 1 day, 1:56:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 2.7363, loss: 2.7363 +2025-06-25 13:27:47,482 - pyskl - INFO - Epoch [92][500/3405] lr: 8.353e-03, eta: 1 day, 1:55:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.7879, loss: 2.7879 +2025-06-25 13:28:33,603 - pyskl - INFO - Epoch [92][600/3405] lr: 8.346e-03, eta: 1 day, 1:54:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.7920, loss: 2.7920 +2025-06-25 13:29:19,651 - pyskl - INFO - Epoch [92][700/3405] lr: 8.338e-03, eta: 1 day, 1:54:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 2.8780, loss: 2.8780 +2025-06-25 13:30:05,422 - pyskl - INFO - Epoch [92][800/3405] lr: 8.331e-03, eta: 1 day, 1:53:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.7942, loss: 2.7942 +2025-06-25 13:30:51,271 - pyskl - INFO - Epoch [92][900/3405] lr: 8.324e-03, eta: 1 day, 1:52:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.7610, loss: 2.7610 +2025-06-25 13:31:37,069 - pyskl - INFO - Epoch [92][1000/3405] lr: 8.317e-03, eta: 1 day, 1:51:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.6457, loss: 2.6457 +2025-06-25 13:32:22,829 - pyskl - INFO - Epoch [92][1100/3405] lr: 8.309e-03, eta: 1 day, 1:51:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.6967, loss: 2.6967 +2025-06-25 13:33:08,653 - pyskl - INFO - Epoch [92][1200/3405] lr: 8.302e-03, eta: 1 day, 1:50:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.8451, loss: 2.8451 +2025-06-25 13:33:54,442 - pyskl - INFO - Epoch [92][1300/3405] lr: 8.295e-03, eta: 1 day, 1:49:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9894, loss_cls: 2.9262, loss: 2.9262 +2025-06-25 13:34:40,193 - pyskl - INFO - Epoch [92][1400/3405] lr: 8.288e-03, eta: 1 day, 1:48:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.8232, loss: 2.8232 +2025-06-25 13:35:26,053 - pyskl - INFO - Epoch [92][1500/3405] lr: 8.281e-03, eta: 1 day, 1:47:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.8574, loss: 2.8574 +2025-06-25 13:36:11,923 - pyskl - INFO - Epoch [92][1600/3405] lr: 8.273e-03, eta: 1 day, 1:47:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.8961, loss: 2.8961 +2025-06-25 13:36:57,725 - pyskl - INFO - Epoch [92][1700/3405] lr: 8.266e-03, eta: 1 day, 1:46:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.8488, loss: 2.8488 +2025-06-25 13:37:43,562 - pyskl - INFO - Epoch [92][1800/3405] lr: 8.259e-03, eta: 1 day, 1:45:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 2.7611, loss: 2.7611 +2025-06-25 13:38:29,507 - pyskl - INFO - Epoch [92][1900/3405] lr: 8.252e-03, eta: 1 day, 1:44:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 2.9457, loss: 2.9457 +2025-06-25 13:39:15,619 - pyskl - INFO - Epoch [92][2000/3405] lr: 8.244e-03, eta: 1 day, 1:44:01, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9831, loss_cls: 2.8234, loss: 2.8234 +2025-06-25 13:40:01,510 - pyskl - INFO - Epoch [92][2100/3405] lr: 8.237e-03, eta: 1 day, 1:43:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.8062, loss: 2.8062 +2025-06-25 13:40:47,371 - pyskl - INFO - Epoch [92][2200/3405] lr: 8.230e-03, eta: 1 day, 1:42:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.7072, loss: 2.7072 +2025-06-25 13:41:33,234 - pyskl - INFO - Epoch [92][2300/3405] lr: 8.223e-03, eta: 1 day, 1:41:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.9079, loss: 2.9079 +2025-06-25 13:42:19,090 - pyskl - INFO - Epoch [92][2400/3405] lr: 8.215e-03, eta: 1 day, 1:40:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9856, loss_cls: 2.7236, loss: 2.7236 +2025-06-25 13:43:04,958 - pyskl - INFO - Epoch [92][2500/3405] lr: 8.208e-03, eta: 1 day, 1:40:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.7822, loss: 2.7822 +2025-06-25 13:43:50,767 - pyskl - INFO - Epoch [92][2600/3405] lr: 8.201e-03, eta: 1 day, 1:39:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.8105, loss: 2.8105 +2025-06-25 13:44:36,652 - pyskl - INFO - Epoch [92][2700/3405] lr: 8.194e-03, eta: 1 day, 1:38:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9912, loss_cls: 2.7253, loss: 2.7253 +2025-06-25 13:45:22,524 - pyskl - INFO - Epoch [92][2800/3405] lr: 8.187e-03, eta: 1 day, 1:37:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.8274, loss: 2.8274 +2025-06-25 13:46:08,399 - pyskl - INFO - Epoch [92][2900/3405] lr: 8.179e-03, eta: 1 day, 1:36:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.7229, loss: 2.7229 +2025-06-25 13:46:54,300 - pyskl - INFO - Epoch [92][3000/3405] lr: 8.172e-03, eta: 1 day, 1:36:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.7502, loss: 2.7502 +2025-06-25 13:47:40,189 - pyskl - INFO - Epoch [92][3100/3405] lr: 8.165e-03, eta: 1 day, 1:35:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.8427, loss: 2.8427 +2025-06-25 13:48:26,039 - pyskl - INFO - Epoch [92][3200/3405] lr: 8.158e-03, eta: 1 day, 1:34:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 2.9345, loss: 2.9345 +2025-06-25 13:49:11,936 - pyskl - INFO - Epoch [92][3300/3405] lr: 8.150e-03, eta: 1 day, 1:33:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.8073, loss: 2.8073 +2025-06-25 13:49:57,719 - pyskl - INFO - Epoch [92][3400/3405] lr: 8.143e-03, eta: 1 day, 1:33:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.8691, loss: 2.8691 +2025-06-25 13:50:00,349 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-06-25 13:54:11,015 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 13:54:11,586 - pyskl - INFO - +top1_acc 0.8230 +top5_acc 0.9664 +2025-06-25 13:54:11,608 - pyskl - INFO - Epoch(val) [92][3718] top1_acc: 0.8230, top5_acc: 0.9664 +2025-06-25 13:55:20,243 - pyskl - INFO - Epoch [93][100/3405] lr: 8.136e-03, eta: 1 day, 1:32:26, time: 0.686, data_time: 0.227, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.6837, loss: 2.6837 +2025-06-25 13:56:06,216 - pyskl - INFO - Epoch [93][200/3405] lr: 8.129e-03, eta: 1 day, 1:31:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 2.7682, loss: 2.7682 +2025-06-25 13:56:52,062 - pyskl - INFO - Epoch [93][300/3405] lr: 8.121e-03, eta: 1 day, 1:30:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.7661, loss: 2.7661 +2025-06-25 13:57:37,986 - pyskl - INFO - Epoch [93][400/3405] lr: 8.114e-03, eta: 1 day, 1:30:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 2.7588, loss: 2.7588 +2025-06-25 13:58:23,931 - pyskl - INFO - Epoch [93][500/3405] lr: 8.107e-03, eta: 1 day, 1:29:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9950, loss_cls: 2.7238, loss: 2.7238 +2025-06-25 13:59:09,736 - pyskl - INFO - Epoch [93][600/3405] lr: 8.100e-03, eta: 1 day, 1:28:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.8205, loss: 2.8205 +2025-06-25 13:59:55,509 - pyskl - INFO - Epoch [93][700/3405] lr: 8.093e-03, eta: 1 day, 1:27:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.8812, loss: 2.8812 +2025-06-25 14:00:41,482 - pyskl - INFO - Epoch [93][800/3405] lr: 8.085e-03, eta: 1 day, 1:26:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9919, loss_cls: 2.8123, loss: 2.8123 +2025-06-25 14:01:27,760 - pyskl - INFO - Epoch [93][900/3405] lr: 8.078e-03, eta: 1 day, 1:26:10, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.7502, loss: 2.7502 +2025-06-25 14:02:13,708 - pyskl - INFO - Epoch [93][1000/3405] lr: 8.071e-03, eta: 1 day, 1:25:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.8280, loss: 2.8280 +2025-06-25 14:02:59,619 - pyskl - INFO - Epoch [93][1100/3405] lr: 8.064e-03, eta: 1 day, 1:24:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.7820, loss: 2.7820 +2025-06-25 14:03:45,640 - pyskl - INFO - Epoch [93][1200/3405] lr: 8.057e-03, eta: 1 day, 1:23:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.7782, loss: 2.7782 +2025-06-25 14:04:31,603 - pyskl - INFO - Epoch [93][1300/3405] lr: 8.049e-03, eta: 1 day, 1:23:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.7747, loss: 2.7747 +2025-06-25 14:05:17,435 - pyskl - INFO - Epoch [93][1400/3405] lr: 8.042e-03, eta: 1 day, 1:22:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 2.8646, loss: 2.8646 +2025-06-25 14:06:03,360 - pyskl - INFO - Epoch [93][1500/3405] lr: 8.035e-03, eta: 1 day, 1:21:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.7499, loss: 2.7499 +2025-06-25 14:06:49,165 - pyskl - INFO - Epoch [93][1600/3405] lr: 8.028e-03, eta: 1 day, 1:20:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.8012, loss: 2.8012 +2025-06-25 14:07:34,938 - pyskl - INFO - Epoch [93][1700/3405] lr: 8.021e-03, eta: 1 day, 1:19:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 2.7078, loss: 2.7078 +2025-06-25 14:08:20,904 - pyskl - INFO - Epoch [93][1800/3405] lr: 8.013e-03, eta: 1 day, 1:19:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 2.7103, loss: 2.7103 +2025-06-25 14:09:06,883 - pyskl - INFO - Epoch [93][1900/3405] lr: 8.006e-03, eta: 1 day, 1:18:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.7984, loss: 2.7984 +2025-06-25 14:09:52,815 - pyskl - INFO - Epoch [93][2000/3405] lr: 7.999e-03, eta: 1 day, 1:17:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.8620, loss: 2.8620 +2025-06-25 14:10:38,762 - pyskl - INFO - Epoch [93][2100/3405] lr: 7.992e-03, eta: 1 day, 1:16:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 2.8228, loss: 2.8228 +2025-06-25 14:11:24,740 - pyskl - INFO - Epoch [93][2200/3405] lr: 7.985e-03, eta: 1 day, 1:15:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.9033, loss: 2.9033 +2025-06-25 14:12:10,581 - pyskl - INFO - Epoch [93][2300/3405] lr: 7.978e-03, eta: 1 day, 1:15:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.6970, loss: 2.6970 +2025-06-25 14:12:56,619 - pyskl - INFO - Epoch [93][2400/3405] lr: 7.970e-03, eta: 1 day, 1:14:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9819, loss_cls: 2.8862, loss: 2.8862 +2025-06-25 14:13:42,561 - pyskl - INFO - Epoch [93][2500/3405] lr: 7.963e-03, eta: 1 day, 1:13:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9838, loss_cls: 2.7409, loss: 2.7409 +2025-06-25 14:14:28,419 - pyskl - INFO - Epoch [93][2600/3405] lr: 7.956e-03, eta: 1 day, 1:12:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.7855, loss: 2.7855 +2025-06-25 14:15:14,309 - pyskl - INFO - Epoch [93][2700/3405] lr: 7.949e-03, eta: 1 day, 1:12:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.8245, loss: 2.8245 +2025-06-25 14:16:00,199 - pyskl - INFO - Epoch [93][2800/3405] lr: 7.942e-03, eta: 1 day, 1:11:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.8225, loss: 2.8225 +2025-06-25 14:16:46,125 - pyskl - INFO - Epoch [93][2900/3405] lr: 7.935e-03, eta: 1 day, 1:10:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.8583, loss: 2.8583 +2025-06-25 14:17:32,050 - pyskl - INFO - Epoch [93][3000/3405] lr: 7.927e-03, eta: 1 day, 1:09:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.7001, loss: 2.7001 +2025-06-25 14:18:17,910 - pyskl - INFO - Epoch [93][3100/3405] lr: 7.920e-03, eta: 1 day, 1:08:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.7077, loss: 2.7077 +2025-06-25 14:19:03,810 - pyskl - INFO - Epoch [93][3200/3405] lr: 7.913e-03, eta: 1 day, 1:08:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.6436, loss: 2.6436 +2025-06-25 14:19:49,693 - pyskl - INFO - Epoch [93][3300/3405] lr: 7.906e-03, eta: 1 day, 1:07:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.8417, loss: 2.8417 +2025-06-25 14:20:35,562 - pyskl - INFO - Epoch [93][3400/3405] lr: 7.899e-03, eta: 1 day, 1:06:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.7955, loss: 2.7955 +2025-06-25 14:20:38,163 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-06-25 14:24:48,366 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 14:24:48,903 - pyskl - INFO - +top1_acc 0.8369 +top5_acc 0.9693 +2025-06-25 14:24:48,923 - pyskl - INFO - Epoch(val) [93][3718] top1_acc: 0.8369, top5_acc: 0.9693 +2025-06-25 14:25:57,530 - pyskl - INFO - Epoch [94][100/3405] lr: 7.891e-03, eta: 1 day, 1:05:59, time: 0.686, data_time: 0.228, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.6359, loss: 2.6359 +2025-06-25 14:26:43,370 - pyskl - INFO - Epoch [94][200/3405] lr: 7.884e-03, eta: 1 day, 1:05:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.7257, loss: 2.7257 +2025-06-25 14:27:29,238 - pyskl - INFO - Epoch [94][300/3405] lr: 7.877e-03, eta: 1 day, 1:04:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.6234, loss: 2.6234 +2025-06-25 14:28:15,050 - pyskl - INFO - Epoch [94][400/3405] lr: 7.870e-03, eta: 1 day, 1:03:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 2.7271, loss: 2.7271 +2025-06-25 14:29:00,877 - pyskl - INFO - Epoch [94][500/3405] lr: 7.863e-03, eta: 1 day, 1:02:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9969, loss_cls: 2.6165, loss: 2.6165 +2025-06-25 14:29:46,699 - pyskl - INFO - Epoch [94][600/3405] lr: 7.856e-03, eta: 1 day, 1:02:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 2.7066, loss: 2.7066 +2025-06-25 14:30:32,517 - pyskl - INFO - Epoch [94][700/3405] lr: 7.849e-03, eta: 1 day, 1:01:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.8066, loss: 2.8066 +2025-06-25 14:31:18,305 - pyskl - INFO - Epoch [94][800/3405] lr: 7.841e-03, eta: 1 day, 1:00:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 2.6870, loss: 2.6870 +2025-06-25 14:32:04,055 - pyskl - INFO - Epoch [94][900/3405] lr: 7.834e-03, eta: 1 day, 0:59:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9938, loss_cls: 2.7550, loss: 2.7550 +2025-06-25 14:32:49,912 - pyskl - INFO - Epoch [94][1000/3405] lr: 7.827e-03, eta: 1 day, 0:58:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.7629, loss: 2.7629 +2025-06-25 14:33:35,897 - pyskl - INFO - Epoch [94][1100/3405] lr: 7.820e-03, eta: 1 day, 0:58:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.7788, loss: 2.7788 +2025-06-25 14:34:21,791 - pyskl - INFO - Epoch [94][1200/3405] lr: 7.813e-03, eta: 1 day, 0:57:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.5981, loss: 2.5981 +2025-06-25 14:35:07,714 - pyskl - INFO - Epoch [94][1300/3405] lr: 7.806e-03, eta: 1 day, 0:56:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.7080, loss: 2.7080 +2025-06-25 14:35:53,660 - pyskl - INFO - Epoch [94][1400/3405] lr: 7.799e-03, eta: 1 day, 0:55:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.7647, loss: 2.7647 +2025-06-25 14:36:39,525 - pyskl - INFO - Epoch [94][1500/3405] lr: 7.791e-03, eta: 1 day, 0:55:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.7600, loss: 2.7600 +2025-06-25 14:37:25,728 - pyskl - INFO - Epoch [94][1600/3405] lr: 7.784e-03, eta: 1 day, 0:54:14, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.6788, loss: 2.6788 +2025-06-25 14:38:12,004 - pyskl - INFO - Epoch [94][1700/3405] lr: 7.777e-03, eta: 1 day, 0:53:27, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.7124, loss: 2.7124 +2025-06-25 14:38:58,010 - pyskl - INFO - Epoch [94][1800/3405] lr: 7.770e-03, eta: 1 day, 0:52:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 2.7415, loss: 2.7415 +2025-06-25 14:39:43,921 - pyskl - INFO - Epoch [94][1900/3405] lr: 7.763e-03, eta: 1 day, 0:51:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.9191, loss: 2.9191 +2025-06-25 14:40:29,761 - pyskl - INFO - Epoch [94][2000/3405] lr: 7.756e-03, eta: 1 day, 0:51:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.6575, loss: 2.6575 +2025-06-25 14:41:15,593 - pyskl - INFO - Epoch [94][2100/3405] lr: 7.749e-03, eta: 1 day, 0:50:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.8294, loss: 2.8294 +2025-06-25 14:42:01,450 - pyskl - INFO - Epoch [94][2200/3405] lr: 7.742e-03, eta: 1 day, 0:49:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9925, loss_cls: 2.7593, loss: 2.7593 +2025-06-25 14:42:47,240 - pyskl - INFO - Epoch [94][2300/3405] lr: 7.735e-03, eta: 1 day, 0:48:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.8602, loss: 2.8602 +2025-06-25 14:43:32,953 - pyskl - INFO - Epoch [94][2400/3405] lr: 7.727e-03, eta: 1 day, 0:47:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.8037, loss: 2.8037 +2025-06-25 14:44:18,780 - pyskl - INFO - Epoch [94][2500/3405] lr: 7.720e-03, eta: 1 day, 0:47:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.7228, loss: 2.7228 +2025-06-25 14:45:04,636 - pyskl - INFO - Epoch [94][2600/3405] lr: 7.713e-03, eta: 1 day, 0:46:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.8015, loss: 2.8015 +2025-06-25 14:45:50,456 - pyskl - INFO - Epoch [94][2700/3405] lr: 7.706e-03, eta: 1 day, 0:45:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.7407, loss: 2.7407 +2025-06-25 14:46:36,365 - pyskl - INFO - Epoch [94][2800/3405] lr: 7.699e-03, eta: 1 day, 0:44:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.8019, loss: 2.8019 +2025-06-25 14:47:22,139 - pyskl - INFO - Epoch [94][2900/3405] lr: 7.692e-03, eta: 1 day, 0:44:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.8369, loss: 2.8369 +2025-06-25 14:48:07,989 - pyskl - INFO - Epoch [94][3000/3405] lr: 7.685e-03, eta: 1 day, 0:43:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.6840, loss: 2.6840 +2025-06-25 14:48:53,785 - pyskl - INFO - Epoch [94][3100/3405] lr: 7.678e-03, eta: 1 day, 0:42:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.6929, loss: 2.6929 +2025-06-25 14:49:39,598 - pyskl - INFO - Epoch [94][3200/3405] lr: 7.671e-03, eta: 1 day, 0:41:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.8785, loss: 2.8785 +2025-06-25 14:50:25,376 - pyskl - INFO - Epoch [94][3300/3405] lr: 7.664e-03, eta: 1 day, 0:40:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.7526, loss: 2.7526 +2025-06-25 14:51:11,255 - pyskl - INFO - Epoch [94][3400/3405] lr: 7.656e-03, eta: 1 day, 0:40:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.7864, loss: 2.7864 +2025-06-25 14:51:13,851 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-06-25 14:55:24,567 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 14:55:25,107 - pyskl - INFO - +top1_acc 0.8349 +top5_acc 0.9679 +2025-06-25 14:55:25,129 - pyskl - INFO - Epoch(val) [94][3718] top1_acc: 0.8349, top5_acc: 0.9679 +2025-06-25 14:56:33,681 - pyskl - INFO - Epoch [95][100/3405] lr: 7.649e-03, eta: 1 day, 0:39:30, time: 0.685, data_time: 0.226, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.6441, loss: 2.6441 +2025-06-25 14:57:19,641 - pyskl - INFO - Epoch [95][200/3405] lr: 7.642e-03, eta: 1 day, 0:38:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 2.6308, loss: 2.6308 +2025-06-25 14:58:05,584 - pyskl - INFO - Epoch [95][300/3405] lr: 7.635e-03, eta: 1 day, 0:37:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.6444, loss: 2.6444 +2025-06-25 14:58:51,555 - pyskl - INFO - Epoch [95][400/3405] lr: 7.628e-03, eta: 1 day, 0:37:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.7620, loss: 2.7620 +2025-06-25 14:59:37,410 - pyskl - INFO - Epoch [95][500/3405] lr: 7.621e-03, eta: 1 day, 0:36:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.7196, loss: 2.7196 +2025-06-25 15:00:23,259 - pyskl - INFO - Epoch [95][600/3405] lr: 7.614e-03, eta: 1 day, 0:35:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.6344, loss: 2.6344 +2025-06-25 15:01:09,171 - pyskl - INFO - Epoch [95][700/3405] lr: 7.607e-03, eta: 1 day, 0:34:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.7494, loss: 2.7494 +2025-06-25 15:01:54,945 - pyskl - INFO - Epoch [95][800/3405] lr: 7.599e-03, eta: 1 day, 0:34:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.7787, loss: 2.7787 +2025-06-25 15:02:40,755 - pyskl - INFO - Epoch [95][900/3405] lr: 7.592e-03, eta: 1 day, 0:33:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.5661, loss: 2.5661 +2025-06-25 15:03:26,563 - pyskl - INFO - Epoch [95][1000/3405] lr: 7.585e-03, eta: 1 day, 0:32:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.6208, loss: 2.6208 +2025-06-25 15:04:12,370 - pyskl - INFO - Epoch [95][1100/3405] lr: 7.578e-03, eta: 1 day, 0:31:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.6544, loss: 2.6544 +2025-06-25 15:04:58,164 - pyskl - INFO - Epoch [95][1200/3405] lr: 7.571e-03, eta: 1 day, 0:30:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9944, loss_cls: 2.7026, loss: 2.7026 +2025-06-25 15:05:44,002 - pyskl - INFO - Epoch [95][1300/3405] lr: 7.564e-03, eta: 1 day, 0:30:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.6017, loss: 2.6017 +2025-06-25 15:06:29,932 - pyskl - INFO - Epoch [95][1400/3405] lr: 7.557e-03, eta: 1 day, 0:29:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.6174, loss: 2.6174 +2025-06-25 15:07:15,956 - pyskl - INFO - Epoch [95][1500/3405] lr: 7.550e-03, eta: 1 day, 0:28:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 2.8683, loss: 2.8683 +2025-06-25 15:08:01,948 - pyskl - INFO - Epoch [95][1600/3405] lr: 7.543e-03, eta: 1 day, 0:27:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 2.7471, loss: 2.7471 +2025-06-25 15:08:47,896 - pyskl - INFO - Epoch [95][1700/3405] lr: 7.536e-03, eta: 1 day, 0:26:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9831, loss_cls: 2.7679, loss: 2.7679 +2025-06-25 15:09:33,829 - pyskl - INFO - Epoch [95][1800/3405] lr: 7.529e-03, eta: 1 day, 0:26:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.7681, loss: 2.7681 +2025-06-25 15:10:19,783 - pyskl - INFO - Epoch [95][1900/3405] lr: 7.522e-03, eta: 1 day, 0:25:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.7562, loss: 2.7562 +2025-06-25 15:11:05,696 - pyskl - INFO - Epoch [95][2000/3405] lr: 7.515e-03, eta: 1 day, 0:24:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.6974, loss: 2.6974 +2025-06-25 15:11:51,664 - pyskl - INFO - Epoch [95][2100/3405] lr: 7.508e-03, eta: 1 day, 0:23:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.8583, loss: 2.8583 +2025-06-25 15:12:37,639 - pyskl - INFO - Epoch [95][2200/3405] lr: 7.501e-03, eta: 1 day, 0:23:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9938, loss_cls: 2.6830, loss: 2.6830 +2025-06-25 15:13:23,459 - pyskl - INFO - Epoch [95][2300/3405] lr: 7.494e-03, eta: 1 day, 0:22:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 2.7880, loss: 2.7880 +2025-06-25 15:14:09,323 - pyskl - INFO - Epoch [95][2400/3405] lr: 7.487e-03, eta: 1 day, 0:21:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.7407, loss: 2.7407 +2025-06-25 15:14:55,187 - pyskl - INFO - Epoch [95][2500/3405] lr: 7.480e-03, eta: 1 day, 0:20:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.6856, loss: 2.6856 +2025-06-25 15:15:41,129 - pyskl - INFO - Epoch [95][2600/3405] lr: 7.472e-03, eta: 1 day, 0:19:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.8486, loss: 2.8486 +2025-06-25 15:16:27,340 - pyskl - INFO - Epoch [95][2700/3405] lr: 7.465e-03, eta: 1 day, 0:19:09, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.7038, loss: 2.7038 +2025-06-25 15:17:13,331 - pyskl - INFO - Epoch [95][2800/3405] lr: 7.458e-03, eta: 1 day, 0:18:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.6501, loss: 2.6501 +2025-06-25 15:17:59,166 - pyskl - INFO - Epoch [95][2900/3405] lr: 7.451e-03, eta: 1 day, 0:17:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.6792, loss: 2.6792 +2025-06-25 15:18:44,962 - pyskl - INFO - Epoch [95][3000/3405] lr: 7.444e-03, eta: 1 day, 0:16:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9856, loss_cls: 2.7391, loss: 2.7391 +2025-06-25 15:19:30,775 - pyskl - INFO - Epoch [95][3100/3405] lr: 7.437e-03, eta: 1 day, 0:16:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 2.6897, loss: 2.6897 +2025-06-25 15:20:16,568 - pyskl - INFO - Epoch [95][3200/3405] lr: 7.430e-03, eta: 1 day, 0:15:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.6191, loss: 2.6191 +2025-06-25 15:21:02,393 - pyskl - INFO - Epoch [95][3300/3405] lr: 7.423e-03, eta: 1 day, 0:14:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 2.7621, loss: 2.7621 +2025-06-25 15:21:48,229 - pyskl - INFO - Epoch [95][3400/3405] lr: 7.416e-03, eta: 1 day, 0:13:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.8879, loss: 2.8879 +2025-06-25 15:21:50,874 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-06-25 15:40:40,061 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 15:40:40,598 - pyskl - INFO - +top1_acc 0.8152 +top5_acc 0.9674 +2025-06-25 15:40:40,619 - pyskl - INFO - Epoch(val) [95][3718] top1_acc: 0.8152, top5_acc: 0.9674 +2025-06-25 15:41:49,349 - pyskl - INFO - Epoch [96][100/3405] lr: 7.409e-03, eta: 1 day, 0:13:03, time: 0.687, data_time: 0.226, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.7697, loss: 2.7697 +2025-06-25 15:42:35,334 - pyskl - INFO - Epoch [96][200/3405] lr: 7.402e-03, eta: 1 day, 0:12:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.6059, loss: 2.6059 +2025-06-25 15:43:21,375 - pyskl - INFO - Epoch [96][300/3405] lr: 7.395e-03, eta: 1 day, 0:11:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9881, loss_cls: 2.5498, loss: 2.5498 +2025-06-25 15:44:07,368 - pyskl - INFO - Epoch [96][400/3405] lr: 7.388e-03, eta: 1 day, 0:10:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.6581, loss: 2.6581 +2025-06-25 15:44:53,368 - pyskl - INFO - Epoch [96][500/3405] lr: 7.381e-03, eta: 1 day, 0:09:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 2.6501, loss: 2.6501 +2025-06-25 15:45:39,416 - pyskl - INFO - Epoch [96][600/3405] lr: 7.374e-03, eta: 1 day, 0:09:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.6042, loss: 2.6042 +2025-06-25 15:46:25,461 - pyskl - INFO - Epoch [96][700/3405] lr: 7.367e-03, eta: 1 day, 0:08:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.6898, loss: 2.6898 +2025-06-25 15:47:11,469 - pyskl - INFO - Epoch [96][800/3405] lr: 7.360e-03, eta: 1 day, 0:07:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.6979, loss: 2.6979 +2025-06-25 15:47:57,525 - pyskl - INFO - Epoch [96][900/3405] lr: 7.353e-03, eta: 1 day, 0:06:47, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.7960, loss: 2.7960 +2025-06-25 15:48:43,608 - pyskl - INFO - Epoch [96][1000/3405] lr: 7.346e-03, eta: 1 day, 0:06:01, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.6883, loss: 2.6883 +2025-06-25 15:49:29,683 - pyskl - INFO - Epoch [96][1100/3405] lr: 7.339e-03, eta: 1 day, 0:05:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.7255, loss: 2.7255 +2025-06-25 15:50:15,783 - pyskl - INFO - Epoch [96][1200/3405] lr: 7.332e-03, eta: 1 day, 0:04:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.7215, loss: 2.7215 +2025-06-25 15:51:01,945 - pyskl - INFO - Epoch [96][1300/3405] lr: 7.325e-03, eta: 1 day, 0:03:40, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.7357, loss: 2.7357 +2025-06-25 15:51:47,825 - pyskl - INFO - Epoch [96][1400/3405] lr: 7.318e-03, eta: 1 day, 0:02:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.5617, loss: 2.5617 +2025-06-25 15:52:33,737 - pyskl - INFO - Epoch [96][1500/3405] lr: 7.311e-03, eta: 1 day, 0:02:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.7888, loss: 2.7888 +2025-06-25 15:53:19,671 - pyskl - INFO - Epoch [96][1600/3405] lr: 7.304e-03, eta: 1 day, 0:01:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.6329, loss: 2.6329 +2025-06-25 15:54:05,606 - pyskl - INFO - Epoch [96][1700/3405] lr: 7.297e-03, eta: 1 day, 0:00:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.7532, loss: 2.7532 +2025-06-25 15:54:51,531 - pyskl - INFO - Epoch [96][1800/3405] lr: 7.290e-03, eta: 23:59:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.6604, loss: 2.6604 +2025-06-25 15:55:37,591 - pyskl - INFO - Epoch [96][1900/3405] lr: 7.283e-03, eta: 23:58:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.6406, loss: 2.6406 +2025-06-25 15:56:23,539 - pyskl - INFO - Epoch [96][2000/3405] lr: 7.276e-03, eta: 23:58:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.6166, loss: 2.6166 +2025-06-25 15:57:09,457 - pyskl - INFO - Epoch [96][2100/3405] lr: 7.269e-03, eta: 23:57:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.6202, loss: 2.6202 +2025-06-25 15:57:55,485 - pyskl - INFO - Epoch [96][2200/3405] lr: 7.262e-03, eta: 23:56:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 2.7298, loss: 2.7298 +2025-06-25 15:58:41,492 - pyskl - INFO - Epoch [96][2300/3405] lr: 7.255e-03, eta: 23:55:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.7974, loss: 2.7974 +2025-06-25 15:59:27,440 - pyskl - INFO - Epoch [96][2400/3405] lr: 7.248e-03, eta: 23:55:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 2.6875, loss: 2.6875 +2025-06-25 16:00:13,233 - pyskl - INFO - Epoch [96][2500/3405] lr: 7.241e-03, eta: 23:54:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9862, loss_cls: 2.7989, loss: 2.7989 +2025-06-25 16:00:58,912 - pyskl - INFO - Epoch [96][2600/3405] lr: 7.234e-03, eta: 23:53:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.7002, loss: 2.7002 +2025-06-25 16:01:44,777 - pyskl - INFO - Epoch [96][2700/3405] lr: 7.227e-03, eta: 23:52:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 2.6527, loss: 2.6527 +2025-06-25 16:02:30,751 - pyskl - INFO - Epoch [96][2800/3405] lr: 7.220e-03, eta: 23:51:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.6527, loss: 2.6527 +2025-06-25 16:03:16,685 - pyskl - INFO - Epoch [96][2900/3405] lr: 7.213e-03, eta: 23:51:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 2.7746, loss: 2.7746 +2025-06-25 16:04:02,567 - pyskl - INFO - Epoch [96][3000/3405] lr: 7.206e-03, eta: 23:50:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9931, loss_cls: 2.6626, loss: 2.6626 +2025-06-25 16:04:48,483 - pyskl - INFO - Epoch [96][3100/3405] lr: 7.199e-03, eta: 23:49:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9944, loss_cls: 2.8070, loss: 2.8070 +2025-06-25 16:05:34,372 - pyskl - INFO - Epoch [96][3200/3405] lr: 7.192e-03, eta: 23:48:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.6962, loss: 2.6962 +2025-06-25 16:06:20,274 - pyskl - INFO - Epoch [96][3300/3405] lr: 7.185e-03, eta: 23:48:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9856, loss_cls: 2.7361, loss: 2.7361 +2025-06-25 16:07:06,130 - pyskl - INFO - Epoch [96][3400/3405] lr: 7.178e-03, eta: 23:47:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.7437, loss: 2.7437 +2025-06-25 16:07:08,762 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-06-25 16:11:19,071 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 16:11:19,612 - pyskl - INFO - +top1_acc 0.8496 +top5_acc 0.9705 +2025-06-25 16:11:19,670 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_90.pth was removed +2025-06-25 16:11:20,734 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_96.pth. +2025-06-25 16:11:20,736 - pyskl - INFO - Best top1_acc is 0.8496 at 96 epoch. +2025-06-25 16:11:20,757 - pyskl - INFO - Epoch(val) [96][3718] top1_acc: 0.8496, top5_acc: 0.9705 +2025-06-25 16:12:29,380 - pyskl - INFO - Epoch [97][100/3405] lr: 7.171e-03, eta: 23:46:36, time: 0.686, data_time: 0.226, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.5508, loss: 2.5508 +2025-06-25 16:13:15,682 - pyskl - INFO - Epoch [97][200/3405] lr: 7.164e-03, eta: 23:45:50, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 2.5836, loss: 2.5836 +2025-06-25 16:14:01,771 - pyskl - INFO - Epoch [97][300/3405] lr: 7.157e-03, eta: 23:45:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 2.5395, loss: 2.5395 +2025-06-25 16:14:47,810 - pyskl - INFO - Epoch [97][400/3405] lr: 7.150e-03, eta: 23:44:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.7163, loss: 2.7163 +2025-06-25 16:15:33,663 - pyskl - INFO - Epoch [97][500/3405] lr: 7.143e-03, eta: 23:43:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.6331, loss: 2.6331 +2025-06-25 16:16:19,520 - pyskl - INFO - Epoch [97][600/3405] lr: 7.136e-03, eta: 23:42:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.5279, loss: 2.5279 +2025-06-25 16:17:05,346 - pyskl - INFO - Epoch [97][700/3405] lr: 7.129e-03, eta: 23:41:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 2.5931, loss: 2.5931 +2025-06-25 16:17:51,391 - pyskl - INFO - Epoch [97][800/3405] lr: 7.122e-03, eta: 23:41:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9944, loss_cls: 2.6090, loss: 2.6090 +2025-06-25 16:18:37,395 - pyskl - INFO - Epoch [97][900/3405] lr: 7.115e-03, eta: 23:40:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.4564, loss: 2.4564 +2025-06-25 16:19:23,338 - pyskl - INFO - Epoch [97][1000/3405] lr: 7.108e-03, eta: 23:39:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.7565, loss: 2.7565 +2025-06-25 16:20:09,233 - pyskl - INFO - Epoch [97][1100/3405] lr: 7.101e-03, eta: 23:38:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.6049, loss: 2.6049 +2025-06-25 16:20:55,038 - pyskl - INFO - Epoch [97][1200/3405] lr: 7.094e-03, eta: 23:38:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.6158, loss: 2.6158 +2025-06-25 16:21:40,896 - pyskl - INFO - Epoch [97][1300/3405] lr: 7.088e-03, eta: 23:37:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.7598, loss: 2.7598 +2025-06-25 16:22:26,692 - pyskl - INFO - Epoch [97][1400/3405] lr: 7.081e-03, eta: 23:36:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9862, loss_cls: 2.6692, loss: 2.6692 +2025-06-25 16:23:12,481 - pyskl - INFO - Epoch [97][1500/3405] lr: 7.074e-03, eta: 23:35:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.6450, loss: 2.6450 +2025-06-25 16:23:58,304 - pyskl - INFO - Epoch [97][1600/3405] lr: 7.067e-03, eta: 23:34:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.6180, loss: 2.6180 +2025-06-25 16:24:44,170 - pyskl - INFO - Epoch [97][1700/3405] lr: 7.060e-03, eta: 23:34:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.7293, loss: 2.7293 +2025-06-25 16:25:29,906 - pyskl - INFO - Epoch [97][1800/3405] lr: 7.053e-03, eta: 23:33:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 2.6924, loss: 2.6924 +2025-06-25 16:26:15,623 - pyskl - INFO - Epoch [97][1900/3405] lr: 7.046e-03, eta: 23:32:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.6980, loss: 2.6980 +2025-06-25 16:27:01,367 - pyskl - INFO - Epoch [97][2000/3405] lr: 7.039e-03, eta: 23:31:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.7499, loss: 2.7499 +2025-06-25 16:27:47,204 - pyskl - INFO - Epoch [97][2100/3405] lr: 7.032e-03, eta: 23:30:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.6817, loss: 2.6817 +2025-06-25 16:28:33,224 - pyskl - INFO - Epoch [97][2200/3405] lr: 7.025e-03, eta: 23:30:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.6652, loss: 2.6652 +2025-06-25 16:29:19,208 - pyskl - INFO - Epoch [97][2300/3405] lr: 7.018e-03, eta: 23:29:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.6455, loss: 2.6455 +2025-06-25 16:30:05,186 - pyskl - INFO - Epoch [97][2400/3405] lr: 7.011e-03, eta: 23:28:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.6920, loss: 2.6920 +2025-06-25 16:30:51,088 - pyskl - INFO - Epoch [97][2500/3405] lr: 7.005e-03, eta: 23:27:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 2.6979, loss: 2.6979 +2025-06-25 16:31:36,951 - pyskl - INFO - Epoch [97][2600/3405] lr: 6.998e-03, eta: 23:27:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.6648, loss: 2.6648 +2025-06-25 16:32:22,776 - pyskl - INFO - Epoch [97][2700/3405] lr: 6.991e-03, eta: 23:26:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.7239, loss: 2.7239 +2025-06-25 16:33:08,612 - pyskl - INFO - Epoch [97][2800/3405] lr: 6.984e-03, eta: 23:25:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.8016, loss: 2.8016 +2025-06-25 16:33:54,457 - pyskl - INFO - Epoch [97][2900/3405] lr: 6.977e-03, eta: 23:24:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 2.7312, loss: 2.7312 +2025-06-25 16:34:40,394 - pyskl - INFO - Epoch [97][3000/3405] lr: 6.970e-03, eta: 23:23:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.7783, loss: 2.7783 +2025-06-25 16:35:26,283 - pyskl - INFO - Epoch [97][3100/3405] lr: 6.963e-03, eta: 23:23:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 2.4933, loss: 2.4933 +2025-06-25 16:36:11,980 - pyskl - INFO - Epoch [97][3200/3405] lr: 6.956e-03, eta: 23:22:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 2.6813, loss: 2.6813 +2025-06-25 16:36:57,653 - pyskl - INFO - Epoch [97][3300/3405] lr: 6.949e-03, eta: 23:21:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9862, loss_cls: 2.6585, loss: 2.6585 +2025-06-25 16:37:43,387 - pyskl - INFO - Epoch [97][3400/3405] lr: 6.942e-03, eta: 23:20:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.7059, loss: 2.7059 +2025-06-25 16:37:45,978 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-06-25 16:41:59,515 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 16:42:00,051 - pyskl - INFO - +top1_acc 0.8405 +top5_acc 0.9725 +2025-06-25 16:42:00,072 - pyskl - INFO - Epoch(val) [97][3718] top1_acc: 0.8405, top5_acc: 0.9725 +2025-06-25 16:43:08,570 - pyskl - INFO - Epoch [98][100/3405] lr: 6.935e-03, eta: 23:20:08, time: 0.685, data_time: 0.225, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.7022, loss: 2.7022 +2025-06-25 16:43:54,478 - pyskl - INFO - Epoch [98][200/3405] lr: 6.928e-03, eta: 23:19:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.5749, loss: 2.5749 +2025-06-25 16:44:40,357 - pyskl - INFO - Epoch [98][300/3405] lr: 6.921e-03, eta: 23:18:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.5168, loss: 2.5168 +2025-06-25 16:45:26,271 - pyskl - INFO - Epoch [98][400/3405] lr: 6.915e-03, eta: 23:17:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.5311, loss: 2.5311 +2025-06-25 16:46:12,194 - pyskl - INFO - Epoch [98][500/3405] lr: 6.908e-03, eta: 23:17:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9875, loss_cls: 2.6392, loss: 2.6392 +2025-06-25 16:46:58,247 - pyskl - INFO - Epoch [98][600/3405] lr: 6.901e-03, eta: 23:16:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 2.4491, loss: 2.4491 +2025-06-25 16:47:44,211 - pyskl - INFO - Epoch [98][700/3405] lr: 6.894e-03, eta: 23:15:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.6045, loss: 2.6045 +2025-06-25 16:48:30,146 - pyskl - INFO - Epoch [98][800/3405] lr: 6.887e-03, eta: 23:14:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.4921, loss: 2.4921 +2025-06-25 16:49:16,015 - pyskl - INFO - Epoch [98][900/3405] lr: 6.880e-03, eta: 23:13:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.5676, loss: 2.5676 +2025-06-25 16:50:02,191 - pyskl - INFO - Epoch [98][1000/3405] lr: 6.873e-03, eta: 23:13:06, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.5466, loss: 2.5466 +2025-06-25 16:50:48,185 - pyskl - INFO - Epoch [98][1100/3405] lr: 6.867e-03, eta: 23:12:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 2.6951, loss: 2.6951 +2025-06-25 16:51:34,097 - pyskl - INFO - Epoch [98][1200/3405] lr: 6.860e-03, eta: 23:11:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.6562, loss: 2.6562 +2025-06-25 16:52:20,120 - pyskl - INFO - Epoch [98][1300/3405] lr: 6.853e-03, eta: 23:10:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 2.7097, loss: 2.7097 +2025-06-25 16:53:05,993 - pyskl - INFO - Epoch [98][1400/3405] lr: 6.846e-03, eta: 23:09:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.5744, loss: 2.5744 +2025-06-25 16:53:51,958 - pyskl - INFO - Epoch [98][1500/3405] lr: 6.839e-03, eta: 23:09:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 2.6354, loss: 2.6354 +2025-06-25 16:54:37,910 - pyskl - INFO - Epoch [98][1600/3405] lr: 6.832e-03, eta: 23:08:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9956, loss_cls: 2.5467, loss: 2.5467 +2025-06-25 16:55:23,890 - pyskl - INFO - Epoch [98][1700/3405] lr: 6.825e-03, eta: 23:07:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9869, loss_cls: 2.5959, loss: 2.5959 +2025-06-25 16:56:09,915 - pyskl - INFO - Epoch [98][1800/3405] lr: 6.819e-03, eta: 23:06:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.5240, loss: 2.5240 +2025-06-25 16:56:55,896 - pyskl - INFO - Epoch [98][1900/3405] lr: 6.812e-03, eta: 23:06:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 2.7642, loss: 2.7642 +2025-06-25 16:57:41,826 - pyskl - INFO - Epoch [98][2000/3405] lr: 6.805e-03, eta: 23:05:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.6615, loss: 2.6615 +2025-06-25 16:58:27,828 - pyskl - INFO - Epoch [98][2100/3405] lr: 6.798e-03, eta: 23:04:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.7217, loss: 2.7217 +2025-06-25 16:59:13,848 - pyskl - INFO - Epoch [98][2200/3405] lr: 6.791e-03, eta: 23:03:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.6126, loss: 2.6126 +2025-06-25 16:59:59,803 - pyskl - INFO - Epoch [98][2300/3405] lr: 6.784e-03, eta: 23:02:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.6691, loss: 2.6691 +2025-06-25 17:00:45,585 - pyskl - INFO - Epoch [98][2400/3405] lr: 6.777e-03, eta: 23:02:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.6038, loss: 2.6038 +2025-06-25 17:01:31,528 - pyskl - INFO - Epoch [98][2500/3405] lr: 6.771e-03, eta: 23:01:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.5437, loss: 2.5437 +2025-06-25 17:02:17,495 - pyskl - INFO - Epoch [98][2600/3405] lr: 6.764e-03, eta: 23:00:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.7095, loss: 2.7095 +2025-06-25 17:03:03,516 - pyskl - INFO - Epoch [98][2700/3405] lr: 6.757e-03, eta: 22:59:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.6956, loss: 2.6956 +2025-06-25 17:03:49,676 - pyskl - INFO - Epoch [98][2800/3405] lr: 6.750e-03, eta: 22:59:02, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.6861, loss: 2.6861 +2025-06-25 17:04:35,753 - pyskl - INFO - Epoch [98][2900/3405] lr: 6.743e-03, eta: 22:58:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.7503, loss: 2.7503 +2025-06-25 17:05:21,791 - pyskl - INFO - Epoch [98][3000/3405] lr: 6.736e-03, eta: 22:57:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.6904, loss: 2.6904 +2025-06-25 17:06:07,764 - pyskl - INFO - Epoch [98][3100/3405] lr: 6.730e-03, eta: 22:56:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 2.6259, loss: 2.6259 +2025-06-25 17:06:53,694 - pyskl - INFO - Epoch [98][3200/3405] lr: 6.723e-03, eta: 22:55:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 2.6741, loss: 2.6741 +2025-06-25 17:07:39,832 - pyskl - INFO - Epoch [98][3300/3405] lr: 6.716e-03, eta: 22:55:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.6990, loss: 2.6990 +2025-06-25 17:08:25,815 - pyskl - INFO - Epoch [98][3400/3405] lr: 6.709e-03, eta: 22:54:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9831, loss_cls: 2.7058, loss: 2.7058 +2025-06-25 17:08:28,439 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-06-25 17:12:38,376 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 17:12:38,918 - pyskl - INFO - +top1_acc 0.8513 +top5_acc 0.9731 +2025-06-25 17:12:38,974 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_96.pth was removed +2025-06-25 17:12:40,058 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_98.pth. +2025-06-25 17:12:40,060 - pyskl - INFO - Best top1_acc is 0.8513 at 98 epoch. +2025-06-25 17:12:40,082 - pyskl - INFO - Epoch(val) [98][3718] top1_acc: 0.8513, top5_acc: 0.9731 +2025-06-25 17:13:48,530 - pyskl - INFO - Epoch [99][100/3405] lr: 6.702e-03, eta: 22:53:42, time: 0.684, data_time: 0.225, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 2.4779, loss: 2.4779 +2025-06-25 17:14:34,483 - pyskl - INFO - Epoch [99][200/3405] lr: 6.695e-03, eta: 22:52:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.5674, loss: 2.5674 +2025-06-25 17:15:20,421 - pyskl - INFO - Epoch [99][300/3405] lr: 6.688e-03, eta: 22:52:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.6167, loss: 2.6167 +2025-06-25 17:16:06,451 - pyskl - INFO - Epoch [99][400/3405] lr: 6.682e-03, eta: 22:51:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.6258, loss: 2.6258 +2025-06-25 17:16:52,524 - pyskl - INFO - Epoch [99][500/3405] lr: 6.675e-03, eta: 22:50:35, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.4942, loss: 2.4942 +2025-06-25 17:17:38,616 - pyskl - INFO - Epoch [99][600/3405] lr: 6.668e-03, eta: 22:49:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.6963, loss: 2.6963 +2025-06-25 17:18:24,589 - pyskl - INFO - Epoch [99][700/3405] lr: 6.661e-03, eta: 22:49:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.5941, loss: 2.5941 +2025-06-25 17:19:10,489 - pyskl - INFO - Epoch [99][800/3405] lr: 6.654e-03, eta: 22:48:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9962, loss_cls: 2.4982, loss: 2.4982 +2025-06-25 17:19:56,515 - pyskl - INFO - Epoch [99][900/3405] lr: 6.648e-03, eta: 22:47:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 2.3811, loss: 2.3811 +2025-06-25 17:20:42,451 - pyskl - INFO - Epoch [99][1000/3405] lr: 6.641e-03, eta: 22:46:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.5748, loss: 2.5748 +2025-06-25 17:21:28,384 - pyskl - INFO - Epoch [99][1100/3405] lr: 6.634e-03, eta: 22:45:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 2.5380, loss: 2.5380 +2025-06-25 17:22:14,321 - pyskl - INFO - Epoch [99][1200/3405] lr: 6.627e-03, eta: 22:45:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9850, loss_cls: 2.6621, loss: 2.6621 +2025-06-25 17:23:00,225 - pyskl - INFO - Epoch [99][1300/3405] lr: 6.620e-03, eta: 22:44:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.5981, loss: 2.5981 +2025-06-25 17:23:46,251 - pyskl - INFO - Epoch [99][1400/3405] lr: 6.614e-03, eta: 22:43:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.5065, loss: 2.5065 +2025-06-25 17:24:32,230 - pyskl - INFO - Epoch [99][1500/3405] lr: 6.607e-03, eta: 22:42:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.6698, loss: 2.6698 +2025-06-25 17:25:18,144 - pyskl - INFO - Epoch [99][1600/3405] lr: 6.600e-03, eta: 22:41:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.5920, loss: 2.5920 +2025-06-25 17:26:04,081 - pyskl - INFO - Epoch [99][1700/3405] lr: 6.593e-03, eta: 22:41:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.5465, loss: 2.5465 +2025-06-25 17:26:49,963 - pyskl - INFO - Epoch [99][1800/3405] lr: 6.587e-03, eta: 22:40:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.5891, loss: 2.5891 +2025-06-25 17:27:35,923 - pyskl - INFO - Epoch [99][1900/3405] lr: 6.580e-03, eta: 22:39:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.6969, loss: 2.6969 +2025-06-25 17:28:21,957 - pyskl - INFO - Epoch [99][2000/3405] lr: 6.573e-03, eta: 22:38:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.7040, loss: 2.7040 +2025-06-25 17:29:08,112 - pyskl - INFO - Epoch [99][2100/3405] lr: 6.566e-03, eta: 22:38:05, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.6264, loss: 2.6264 +2025-06-25 17:29:54,053 - pyskl - INFO - Epoch [99][2200/3405] lr: 6.559e-03, eta: 22:37:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9938, loss_cls: 2.5982, loss: 2.5982 +2025-06-25 17:30:39,921 - pyskl - INFO - Epoch [99][2300/3405] lr: 6.553e-03, eta: 22:36:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.6348, loss: 2.6348 +2025-06-25 17:31:25,828 - pyskl - INFO - Epoch [99][2400/3405] lr: 6.546e-03, eta: 22:35:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.4502, loss: 2.4502 +2025-06-25 17:32:11,706 - pyskl - INFO - Epoch [99][2500/3405] lr: 6.539e-03, eta: 22:34:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.7181, loss: 2.7181 +2025-06-25 17:32:57,644 - pyskl - INFO - Epoch [99][2600/3405] lr: 6.532e-03, eta: 22:34:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.6395, loss: 2.6395 +2025-06-25 17:33:43,659 - pyskl - INFO - Epoch [99][2700/3405] lr: 6.526e-03, eta: 22:33:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.5982, loss: 2.5982 +2025-06-25 17:34:29,580 - pyskl - INFO - Epoch [99][2800/3405] lr: 6.519e-03, eta: 22:32:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.6691, loss: 2.6691 +2025-06-25 17:35:15,508 - pyskl - INFO - Epoch [99][2900/3405] lr: 6.512e-03, eta: 22:31:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.6539, loss: 2.6539 +2025-06-25 17:36:01,520 - pyskl - INFO - Epoch [99][3000/3405] lr: 6.505e-03, eta: 22:31:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.6953, loss: 2.6953 +2025-06-25 17:36:47,596 - pyskl - INFO - Epoch [99][3100/3405] lr: 6.499e-03, eta: 22:30:16, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9906, loss_cls: 2.7224, loss: 2.7224 +2025-06-25 17:37:33,671 - pyskl - INFO - Epoch [99][3200/3405] lr: 6.492e-03, eta: 22:29:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.6230, loss: 2.6230 +2025-06-25 17:38:19,734 - pyskl - INFO - Epoch [99][3300/3405] lr: 6.485e-03, eta: 22:28:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 2.5916, loss: 2.5916 +2025-06-25 17:39:05,668 - pyskl - INFO - Epoch [99][3400/3405] lr: 6.478e-03, eta: 22:27:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 2.5812, loss: 2.5812 +2025-06-25 17:39:08,326 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-06-25 17:43:18,405 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 17:43:18,943 - pyskl - INFO - +top1_acc 0.8372 +top5_acc 0.9673 +2025-06-25 17:43:18,965 - pyskl - INFO - Epoch(val) [99][3718] top1_acc: 0.8372, top5_acc: 0.9673 +2025-06-25 17:44:28,330 - pyskl - INFO - Epoch [100][100/3405] lr: 6.471e-03, eta: 22:27:17, time: 0.694, data_time: 0.233, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.5585, loss: 2.5585 +2025-06-25 17:45:14,350 - pyskl - INFO - Epoch [100][200/3405] lr: 6.465e-03, eta: 22:26:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9962, loss_cls: 2.5205, loss: 2.5205 +2025-06-25 17:46:00,522 - pyskl - INFO - Epoch [100][300/3405] lr: 6.458e-03, eta: 22:25:43, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.6318, loss: 2.6318 +2025-06-25 17:46:46,457 - pyskl - INFO - Epoch [100][400/3405] lr: 6.451e-03, eta: 22:24:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.5441, loss: 2.5441 +2025-06-25 17:47:32,359 - pyskl - INFO - Epoch [100][500/3405] lr: 6.444e-03, eta: 22:24:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.4692, loss: 2.4692 +2025-06-25 17:48:18,239 - pyskl - INFO - Epoch [100][600/3405] lr: 6.438e-03, eta: 22:23:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.5738, loss: 2.5738 +2025-06-25 17:49:04,119 - pyskl - INFO - Epoch [100][700/3405] lr: 6.431e-03, eta: 22:22:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.6362, loss: 2.6362 +2025-06-25 17:49:49,941 - pyskl - INFO - Epoch [100][800/3405] lr: 6.424e-03, eta: 22:21:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.4681, loss: 2.4681 +2025-06-25 17:50:36,193 - pyskl - INFO - Epoch [100][900/3405] lr: 6.418e-03, eta: 22:21:02, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.5868, loss: 2.5868 +2025-06-25 17:51:22,157 - pyskl - INFO - Epoch [100][1000/3405] lr: 6.411e-03, eta: 22:20:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.6011, loss: 2.6011 +2025-06-25 17:52:07,972 - pyskl - INFO - Epoch [100][1100/3405] lr: 6.404e-03, eta: 22:19:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9869, loss_cls: 2.6867, loss: 2.6867 +2025-06-25 17:52:53,768 - pyskl - INFO - Epoch [100][1200/3405] lr: 6.397e-03, eta: 22:18:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.5674, loss: 2.5674 +2025-06-25 17:53:39,564 - pyskl - INFO - Epoch [100][1300/3405] lr: 6.391e-03, eta: 22:17:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.6981, loss: 2.6981 +2025-06-25 17:54:25,540 - pyskl - INFO - Epoch [100][1400/3405] lr: 6.384e-03, eta: 22:17:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.5152, loss: 2.5152 +2025-06-25 17:55:11,394 - pyskl - INFO - Epoch [100][1500/3405] lr: 6.377e-03, eta: 22:16:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 2.4954, loss: 2.4954 +2025-06-25 17:55:57,266 - pyskl - INFO - Epoch [100][1600/3405] lr: 6.371e-03, eta: 22:15:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.6086, loss: 2.6086 +2025-06-25 17:56:43,175 - pyskl - INFO - Epoch [100][1700/3405] lr: 6.364e-03, eta: 22:14:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.6029, loss: 2.6029 +2025-06-25 17:57:29,196 - pyskl - INFO - Epoch [100][1800/3405] lr: 6.357e-03, eta: 22:13:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9950, loss_cls: 2.6141, loss: 2.6141 +2025-06-25 17:58:15,106 - pyskl - INFO - Epoch [100][1900/3405] lr: 6.351e-03, eta: 22:13:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.6222, loss: 2.6222 +2025-06-25 17:59:00,985 - pyskl - INFO - Epoch [100][2000/3405] lr: 6.344e-03, eta: 22:12:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.6923, loss: 2.6923 +2025-06-25 17:59:46,890 - pyskl - INFO - Epoch [100][2100/3405] lr: 6.337e-03, eta: 22:11:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.5983, loss: 2.5983 +2025-06-25 18:00:32,858 - pyskl - INFO - Epoch [100][2200/3405] lr: 6.330e-03, eta: 22:10:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.5878, loss: 2.5878 +2025-06-25 18:01:18,780 - pyskl - INFO - Epoch [100][2300/3405] lr: 6.324e-03, eta: 22:10:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 2.6133, loss: 2.6133 +2025-06-25 18:02:04,657 - pyskl - INFO - Epoch [100][2400/3405] lr: 6.317e-03, eta: 22:09:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.5860, loss: 2.5860 +2025-06-25 18:02:50,676 - pyskl - INFO - Epoch [100][2500/3405] lr: 6.310e-03, eta: 22:08:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.5962, loss: 2.5962 +2025-06-25 18:03:36,689 - pyskl - INFO - Epoch [100][2600/3405] lr: 6.304e-03, eta: 22:07:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.7479, loss: 2.7479 +2025-06-25 18:04:22,723 - pyskl - INFO - Epoch [100][2700/3405] lr: 6.297e-03, eta: 22:06:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.5233, loss: 2.5233 +2025-06-25 18:05:08,676 - pyskl - INFO - Epoch [100][2800/3405] lr: 6.290e-03, eta: 22:06:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.6097, loss: 2.6097 +2025-06-25 18:05:54,554 - pyskl - INFO - Epoch [100][2900/3405] lr: 6.284e-03, eta: 22:05:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.5094, loss: 2.5094 +2025-06-25 18:06:40,546 - pyskl - INFO - Epoch [100][3000/3405] lr: 6.277e-03, eta: 22:04:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.4439, loss: 2.4439 +2025-06-25 18:07:26,563 - pyskl - INFO - Epoch [100][3100/3405] lr: 6.270e-03, eta: 22:03:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.5936, loss: 2.5936 +2025-06-25 18:08:12,429 - pyskl - INFO - Epoch [100][3200/3405] lr: 6.264e-03, eta: 22:03:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.5141, loss: 2.5141 +2025-06-25 18:08:58,378 - pyskl - INFO - Epoch [100][3300/3405] lr: 6.257e-03, eta: 22:02:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.5616, loss: 2.5616 +2025-06-25 18:09:44,367 - pyskl - INFO - Epoch [100][3400/3405] lr: 6.250e-03, eta: 22:01:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.6288, loss: 2.6288 +2025-06-25 18:09:46,987 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-06-25 18:28:39,256 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 18:28:39,794 - pyskl - INFO - +top1_acc 0.8517 +top5_acc 0.9724 +2025-06-25 18:28:39,846 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_98.pth was removed +2025-06-25 18:28:40,880 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_100.pth. +2025-06-25 18:28:40,882 - pyskl - INFO - Best top1_acc is 0.8517 at 100 epoch. +2025-06-25 18:28:40,901 - pyskl - INFO - Epoch(val) [100][3718] top1_acc: 0.8517, top5_acc: 0.9724 +2025-06-25 18:29:49,699 - pyskl - INFO - Epoch [101][100/3405] lr: 6.243e-03, eta: 22:00:50, time: 0.688, data_time: 0.224, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.4738, loss: 2.4738 +2025-06-25 18:30:35,815 - pyskl - INFO - Epoch [101][200/3405] lr: 6.237e-03, eta: 22:00:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9962, loss_cls: 2.4373, loss: 2.4373 +2025-06-25 18:31:21,825 - pyskl - INFO - Epoch [101][300/3405] lr: 6.230e-03, eta: 21:59:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.5579, loss: 2.5579 +2025-06-25 18:32:07,859 - pyskl - INFO - Epoch [101][400/3405] lr: 6.223e-03, eta: 21:58:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.5259, loss: 2.5259 +2025-06-25 18:32:53,960 - pyskl - INFO - Epoch [101][500/3405] lr: 6.217e-03, eta: 21:57:43, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.5217, loss: 2.5217 +2025-06-25 18:33:40,026 - pyskl - INFO - Epoch [101][600/3405] lr: 6.210e-03, eta: 21:56:56, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 2.3970, loss: 2.3970 +2025-06-25 18:34:26,132 - pyskl - INFO - Epoch [101][700/3405] lr: 6.204e-03, eta: 21:56:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.4996, loss: 2.4996 +2025-06-25 18:35:12,158 - pyskl - INFO - Epoch [101][800/3405] lr: 6.197e-03, eta: 21:55:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9944, loss_cls: 2.4569, loss: 2.4569 +2025-06-25 18:35:58,122 - pyskl - INFO - Epoch [101][900/3405] lr: 6.190e-03, eta: 21:54:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 2.5630, loss: 2.5630 +2025-06-25 18:36:44,079 - pyskl - INFO - Epoch [101][1000/3405] lr: 6.184e-03, eta: 21:53:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 2.6413, loss: 2.6413 +2025-06-25 18:37:30,074 - pyskl - INFO - Epoch [101][1100/3405] lr: 6.177e-03, eta: 21:53:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 2.6429, loss: 2.6429 +2025-06-25 18:38:16,070 - pyskl - INFO - Epoch [101][1200/3405] lr: 6.170e-03, eta: 21:52:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.5128, loss: 2.5128 +2025-06-25 18:39:01,952 - pyskl - INFO - Epoch [101][1300/3405] lr: 6.164e-03, eta: 21:51:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.5447, loss: 2.5447 +2025-06-25 18:39:48,031 - pyskl - INFO - Epoch [101][1400/3405] lr: 6.157e-03, eta: 21:50:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.5710, loss: 2.5710 +2025-06-25 18:40:34,404 - pyskl - INFO - Epoch [101][1500/3405] lr: 6.150e-03, eta: 21:49:54, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.6095, loss: 2.6095 +2025-06-25 18:41:20,317 - pyskl - INFO - Epoch [101][1600/3405] lr: 6.144e-03, eta: 21:49:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9875, loss_cls: 2.6038, loss: 2.6038 +2025-06-25 18:42:06,177 - pyskl - INFO - Epoch [101][1700/3405] lr: 6.137e-03, eta: 21:48:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.5420, loss: 2.5420 +2025-06-25 18:42:52,108 - pyskl - INFO - Epoch [101][1800/3405] lr: 6.131e-03, eta: 21:47:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.6038, loss: 2.6038 +2025-06-25 18:43:38,035 - pyskl - INFO - Epoch [101][1900/3405] lr: 6.124e-03, eta: 21:46:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.6138, loss: 2.6138 +2025-06-25 18:44:24,018 - pyskl - INFO - Epoch [101][2000/3405] lr: 6.117e-03, eta: 21:46:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.5873, loss: 2.5873 +2025-06-25 18:45:09,906 - pyskl - INFO - Epoch [101][2100/3405] lr: 6.111e-03, eta: 21:45:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.6243, loss: 2.6243 +2025-06-25 18:45:55,776 - pyskl - INFO - Epoch [101][2200/3405] lr: 6.104e-03, eta: 21:44:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.5616, loss: 2.5616 +2025-06-25 18:46:41,673 - pyskl - INFO - Epoch [101][2300/3405] lr: 6.098e-03, eta: 21:43:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 2.5704, loss: 2.5704 +2025-06-25 18:47:27,756 - pyskl - INFO - Epoch [101][2400/3405] lr: 6.091e-03, eta: 21:42:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.6056, loss: 2.6056 +2025-06-25 18:48:13,787 - pyskl - INFO - Epoch [101][2500/3405] lr: 6.084e-03, eta: 21:42:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9944, loss_cls: 2.5677, loss: 2.5677 +2025-06-25 18:48:59,612 - pyskl - INFO - Epoch [101][2600/3405] lr: 6.078e-03, eta: 21:41:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.5765, loss: 2.5765 +2025-06-25 18:49:45,696 - pyskl - INFO - Epoch [101][2700/3405] lr: 6.071e-03, eta: 21:40:32, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.6022, loss: 2.6022 +2025-06-25 18:50:31,913 - pyskl - INFO - Epoch [101][2800/3405] lr: 6.065e-03, eta: 21:39:45, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 2.4459, loss: 2.4459 +2025-06-25 18:51:17,972 - pyskl - INFO - Epoch [101][2900/3405] lr: 6.058e-03, eta: 21:38:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.5956, loss: 2.5956 +2025-06-25 18:52:04,117 - pyskl - INFO - Epoch [101][3000/3405] lr: 6.051e-03, eta: 21:38:11, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.5032, loss: 2.5032 +2025-06-25 18:52:50,158 - pyskl - INFO - Epoch [101][3100/3405] lr: 6.045e-03, eta: 21:37:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.5533, loss: 2.5533 +2025-06-25 18:53:36,084 - pyskl - INFO - Epoch [101][3200/3405] lr: 6.038e-03, eta: 21:36:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.5593, loss: 2.5593 +2025-06-25 18:54:22,009 - pyskl - INFO - Epoch [101][3300/3405] lr: 6.032e-03, eta: 21:35:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.7391, loss: 2.7391 +2025-06-25 18:55:07,831 - pyskl - INFO - Epoch [101][3400/3405] lr: 6.025e-03, eta: 21:35:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.4804, loss: 2.4804 +2025-06-25 18:55:10,412 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-06-25 18:59:21,197 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 18:59:21,760 - pyskl - INFO - +top1_acc 0.8344 +top5_acc 0.9656 +2025-06-25 18:59:21,785 - pyskl - INFO - Epoch(val) [101][3718] top1_acc: 0.8344, top5_acc: 0.9656 +2025-06-25 19:00:30,870 - pyskl - INFO - Epoch [102][100/3405] lr: 6.018e-03, eta: 21:34:25, time: 0.691, data_time: 0.232, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.3841, loss: 2.3841 +2025-06-25 19:01:16,728 - pyskl - INFO - Epoch [102][200/3405] lr: 6.012e-03, eta: 21:33:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.4778, loss: 2.4778 +2025-06-25 19:02:02,535 - pyskl - INFO - Epoch [102][300/3405] lr: 6.005e-03, eta: 21:32:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 2.4205, loss: 2.4205 +2025-06-25 19:02:48,527 - pyskl - INFO - Epoch [102][400/3405] lr: 5.998e-03, eta: 21:32:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.3873, loss: 2.3873 +2025-06-25 19:03:34,149 - pyskl - INFO - Epoch [102][500/3405] lr: 5.992e-03, eta: 21:31:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9956, loss_cls: 2.4895, loss: 2.4895 +2025-06-25 19:04:19,977 - pyskl - INFO - Epoch [102][600/3405] lr: 5.985e-03, eta: 21:30:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.5014, loss: 2.5014 +2025-06-25 19:05:05,854 - pyskl - INFO - Epoch [102][700/3405] lr: 5.979e-03, eta: 21:29:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.4429, loss: 2.4429 +2025-06-25 19:05:51,636 - pyskl - INFO - Epoch [102][800/3405] lr: 5.972e-03, eta: 21:28:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.5610, loss: 2.5610 +2025-06-25 19:06:37,395 - pyskl - INFO - Epoch [102][900/3405] lr: 5.966e-03, eta: 21:28:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 2.5169, loss: 2.5169 +2025-06-25 19:07:23,555 - pyskl - INFO - Epoch [102][1000/3405] lr: 5.959e-03, eta: 21:27:22, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.5451, loss: 2.5451 +2025-06-25 19:08:09,554 - pyskl - INFO - Epoch [102][1100/3405] lr: 5.953e-03, eta: 21:26:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.5215, loss: 2.5215 +2025-06-25 19:08:55,349 - pyskl - INFO - Epoch [102][1200/3405] lr: 5.946e-03, eta: 21:25:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.5447, loss: 2.5447 +2025-06-25 19:09:41,187 - pyskl - INFO - Epoch [102][1300/3405] lr: 5.939e-03, eta: 21:25:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9944, loss_cls: 2.5375, loss: 2.5375 +2025-06-25 19:10:27,108 - pyskl - INFO - Epoch [102][1400/3405] lr: 5.933e-03, eta: 21:24:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.5662, loss: 2.5662 +2025-06-25 19:11:13,073 - pyskl - INFO - Epoch [102][1500/3405] lr: 5.926e-03, eta: 21:23:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.3871, loss: 2.3871 +2025-06-25 19:11:59,192 - pyskl - INFO - Epoch [102][1600/3405] lr: 5.920e-03, eta: 21:22:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.5019, loss: 2.5019 +2025-06-25 19:12:45,327 - pyskl - INFO - Epoch [102][1700/3405] lr: 5.913e-03, eta: 21:21:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.5382, loss: 2.5382 +2025-06-25 19:13:31,353 - pyskl - INFO - Epoch [102][1800/3405] lr: 5.907e-03, eta: 21:21:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.4320, loss: 2.4320 +2025-06-25 19:14:17,248 - pyskl - INFO - Epoch [102][1900/3405] lr: 5.900e-03, eta: 21:20:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.5428, loss: 2.5428 +2025-06-25 19:15:03,111 - pyskl - INFO - Epoch [102][2000/3405] lr: 5.894e-03, eta: 21:19:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.5873, loss: 2.5873 +2025-06-25 19:15:49,033 - pyskl - INFO - Epoch [102][2100/3405] lr: 5.887e-03, eta: 21:18:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.4875, loss: 2.4875 +2025-06-25 19:16:35,070 - pyskl - INFO - Epoch [102][2200/3405] lr: 5.881e-03, eta: 21:18:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.4875, loss: 2.4875 +2025-06-25 19:17:21,056 - pyskl - INFO - Epoch [102][2300/3405] lr: 5.874e-03, eta: 21:17:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.5850, loss: 2.5850 +2025-06-25 19:18:07,012 - pyskl - INFO - Epoch [102][2400/3405] lr: 5.868e-03, eta: 21:16:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 2.5731, loss: 2.5731 +2025-06-25 19:18:52,943 - pyskl - INFO - Epoch [102][2500/3405] lr: 5.861e-03, eta: 21:15:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9944, loss_cls: 2.4714, loss: 2.4714 +2025-06-25 19:19:39,223 - pyskl - INFO - Epoch [102][2600/3405] lr: 5.855e-03, eta: 21:14:53, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.4733, loss: 2.4733 +2025-06-25 19:20:25,230 - pyskl - INFO - Epoch [102][2700/3405] lr: 5.848e-03, eta: 21:14:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9881, loss_cls: 2.4973, loss: 2.4973 +2025-06-25 19:21:11,216 - pyskl - INFO - Epoch [102][2800/3405] lr: 5.842e-03, eta: 21:13:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.5638, loss: 2.5638 +2025-06-25 19:21:57,096 - pyskl - INFO - Epoch [102][2900/3405] lr: 5.835e-03, eta: 21:12:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9950, loss_cls: 2.5424, loss: 2.5424 +2025-06-25 19:22:42,982 - pyskl - INFO - Epoch [102][3000/3405] lr: 5.829e-03, eta: 21:11:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 2.5603, loss: 2.5603 +2025-06-25 19:23:28,899 - pyskl - INFO - Epoch [102][3100/3405] lr: 5.822e-03, eta: 21:10:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.6302, loss: 2.6302 +2025-06-25 19:24:14,787 - pyskl - INFO - Epoch [102][3200/3405] lr: 5.816e-03, eta: 21:10:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.5584, loss: 2.5584 +2025-06-25 19:25:00,630 - pyskl - INFO - Epoch [102][3300/3405] lr: 5.809e-03, eta: 21:09:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.5927, loss: 2.5927 +2025-06-25 19:25:46,469 - pyskl - INFO - Epoch [102][3400/3405] lr: 5.803e-03, eta: 21:08:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9956, loss_cls: 2.5175, loss: 2.5175 +2025-06-25 19:25:49,185 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-06-25 19:30:00,461 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 19:30:01,002 - pyskl - INFO - +top1_acc 0.8400 +top5_acc 0.9697 +2025-06-25 19:30:01,022 - pyskl - INFO - Epoch(val) [102][3718] top1_acc: 0.8400, top5_acc: 0.9697 +2025-06-25 19:31:09,542 - pyskl - INFO - Epoch [103][100/3405] lr: 5.796e-03, eta: 21:07:58, time: 0.685, data_time: 0.225, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9975, loss_cls: 2.4950, loss: 2.4950 +2025-06-25 19:31:55,456 - pyskl - INFO - Epoch [103][200/3405] lr: 5.789e-03, eta: 21:07:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 2.5103, loss: 2.5103 +2025-06-25 19:32:41,436 - pyskl - INFO - Epoch [103][300/3405] lr: 5.783e-03, eta: 21:06:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.4939, loss: 2.4939 +2025-06-25 19:33:27,354 - pyskl - INFO - Epoch [103][400/3405] lr: 5.776e-03, eta: 21:05:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 2.4012, loss: 2.4012 +2025-06-25 19:34:13,216 - pyskl - INFO - Epoch [103][500/3405] lr: 5.770e-03, eta: 21:04:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.5180, loss: 2.5180 +2025-06-25 19:34:59,160 - pyskl - INFO - Epoch [103][600/3405] lr: 5.763e-03, eta: 21:04:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 2.5060, loss: 2.5060 +2025-06-25 19:35:45,227 - pyskl - INFO - Epoch [103][700/3405] lr: 5.757e-03, eta: 21:03:17, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.3893, loss: 2.3893 +2025-06-25 19:36:31,175 - pyskl - INFO - Epoch [103][800/3405] lr: 5.750e-03, eta: 21:02:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.5224, loss: 2.5224 +2025-06-25 19:37:17,131 - pyskl - INFO - Epoch [103][900/3405] lr: 5.744e-03, eta: 21:01:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.4817, loss: 2.4817 +2025-06-25 19:38:03,268 - pyskl - INFO - Epoch [103][1000/3405] lr: 5.737e-03, eta: 21:00:56, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.4652, loss: 2.4652 +2025-06-25 19:38:49,407 - pyskl - INFO - Epoch [103][1100/3405] lr: 5.731e-03, eta: 21:00:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.4155, loss: 2.4155 +2025-06-25 19:39:35,303 - pyskl - INFO - Epoch [103][1200/3405] lr: 5.725e-03, eta: 20:59:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.4872, loss: 2.4872 +2025-06-25 19:40:21,364 - pyskl - INFO - Epoch [103][1300/3405] lr: 5.718e-03, eta: 20:58:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9900, loss_cls: 2.4829, loss: 2.4829 +2025-06-25 19:41:07,748 - pyskl - INFO - Epoch [103][1400/3405] lr: 5.712e-03, eta: 20:57:49, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.4538, loss: 2.4538 +2025-06-25 19:41:53,880 - pyskl - INFO - Epoch [103][1500/3405] lr: 5.705e-03, eta: 20:57:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 2.4631, loss: 2.4631 +2025-06-25 19:42:39,969 - pyskl - INFO - Epoch [103][1600/3405] lr: 5.699e-03, eta: 20:56:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.6066, loss: 2.6066 +2025-06-25 19:43:26,030 - pyskl - INFO - Epoch [103][1700/3405] lr: 5.692e-03, eta: 20:55:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.4538, loss: 2.4538 +2025-06-25 19:44:12,040 - pyskl - INFO - Epoch [103][1800/3405] lr: 5.686e-03, eta: 20:54:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.4465, loss: 2.4465 +2025-06-25 19:44:58,097 - pyskl - INFO - Epoch [103][1900/3405] lr: 5.679e-03, eta: 20:53:55, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.4790, loss: 2.4790 +2025-06-25 19:45:44,042 - pyskl - INFO - Epoch [103][2000/3405] lr: 5.673e-03, eta: 20:53:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.5197, loss: 2.5197 +2025-06-25 19:46:29,995 - pyskl - INFO - Epoch [103][2100/3405] lr: 5.666e-03, eta: 20:52:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.4525, loss: 2.4525 +2025-06-25 19:47:15,971 - pyskl - INFO - Epoch [103][2200/3405] lr: 5.660e-03, eta: 20:51:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.5058, loss: 2.5058 +2025-06-25 19:48:01,851 - pyskl - INFO - Epoch [103][2300/3405] lr: 5.654e-03, eta: 20:50:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9938, loss_cls: 2.5960, loss: 2.5960 +2025-06-25 19:48:47,784 - pyskl - INFO - Epoch [103][2400/3405] lr: 5.647e-03, eta: 20:50:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9875, loss_cls: 2.5639, loss: 2.5639 +2025-06-25 19:49:33,761 - pyskl - INFO - Epoch [103][2500/3405] lr: 5.641e-03, eta: 20:49:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 2.4664, loss: 2.4664 +2025-06-25 19:50:19,842 - pyskl - INFO - Epoch [103][2600/3405] lr: 5.634e-03, eta: 20:48:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.4982, loss: 2.4982 +2025-06-25 19:51:05,771 - pyskl - INFO - Epoch [103][2700/3405] lr: 5.628e-03, eta: 20:47:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.5605, loss: 2.5605 +2025-06-25 19:51:51,709 - pyskl - INFO - Epoch [103][2800/3405] lr: 5.621e-03, eta: 20:46:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9850, loss_cls: 2.5831, loss: 2.5831 +2025-06-25 19:52:37,647 - pyskl - INFO - Epoch [103][2900/3405] lr: 5.615e-03, eta: 20:46:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.4614, loss: 2.4614 +2025-06-25 19:53:23,588 - pyskl - INFO - Epoch [103][3000/3405] lr: 5.609e-03, eta: 20:45:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.5201, loss: 2.5201 +2025-06-25 19:54:09,617 - pyskl - INFO - Epoch [103][3100/3405] lr: 5.602e-03, eta: 20:44:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9950, loss_cls: 2.4883, loss: 2.4883 +2025-06-25 19:54:55,667 - pyskl - INFO - Epoch [103][3200/3405] lr: 5.596e-03, eta: 20:43:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9975, loss_cls: 2.5490, loss: 2.5490 +2025-06-25 19:55:41,655 - pyskl - INFO - Epoch [103][3300/3405] lr: 5.589e-03, eta: 20:42:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.5051, loss: 2.5051 +2025-06-25 19:56:27,588 - pyskl - INFO - Epoch [103][3400/3405] lr: 5.583e-03, eta: 20:42:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.5074, loss: 2.5074 +2025-06-25 19:56:30,235 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-06-25 20:00:44,391 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 20:00:44,931 - pyskl - INFO - +top1_acc 0.8490 +top5_acc 0.9713 +2025-06-25 20:00:44,952 - pyskl - INFO - Epoch(val) [103][3718] top1_acc: 0.8490, top5_acc: 0.9713 +2025-06-25 20:01:53,932 - pyskl - INFO - Epoch [104][100/3405] lr: 5.576e-03, eta: 20:41:32, time: 0.690, data_time: 0.229, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.4429, loss: 2.4429 +2025-06-25 20:02:39,915 - pyskl - INFO - Epoch [104][200/3405] lr: 5.570e-03, eta: 20:40:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.4176, loss: 2.4176 +2025-06-25 20:03:25,892 - pyskl - INFO - Epoch [104][300/3405] lr: 5.563e-03, eta: 20:39:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.5275, loss: 2.5275 +2025-06-25 20:04:12,048 - pyskl - INFO - Epoch [104][400/3405] lr: 5.557e-03, eta: 20:39:12, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.5927, loss: 2.5927 +2025-06-25 20:04:58,212 - pyskl - INFO - Epoch [104][500/3405] lr: 5.551e-03, eta: 20:38:25, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.2934, loss: 2.2934 +2025-06-25 20:05:44,216 - pyskl - INFO - Epoch [104][600/3405] lr: 5.544e-03, eta: 20:37:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.3780, loss: 2.3780 +2025-06-25 20:06:30,236 - pyskl - INFO - Epoch [104][700/3405] lr: 5.538e-03, eta: 20:36:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.4715, loss: 2.4715 +2025-06-25 20:07:16,381 - pyskl - INFO - Epoch [104][800/3405] lr: 5.532e-03, eta: 20:36:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.4335, loss: 2.4335 +2025-06-25 20:08:02,401 - pyskl - INFO - Epoch [104][900/3405] lr: 5.525e-03, eta: 20:35:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.4420, loss: 2.4420 +2025-06-25 20:08:48,435 - pyskl - INFO - Epoch [104][1000/3405] lr: 5.519e-03, eta: 20:34:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.4933, loss: 2.4933 +2025-06-25 20:09:34,391 - pyskl - INFO - Epoch [104][1100/3405] lr: 5.512e-03, eta: 20:33:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.5471, loss: 2.5471 +2025-06-25 20:10:20,335 - pyskl - INFO - Epoch [104][1200/3405] lr: 5.506e-03, eta: 20:32:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.4465, loss: 2.4465 +2025-06-25 20:11:06,351 - pyskl - INFO - Epoch [104][1300/3405] lr: 5.500e-03, eta: 20:32:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.4073, loss: 2.4073 +2025-06-25 20:11:52,267 - pyskl - INFO - Epoch [104][1400/3405] lr: 5.493e-03, eta: 20:31:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.5059, loss: 2.5059 +2025-06-25 20:12:38,133 - pyskl - INFO - Epoch [104][1500/3405] lr: 5.487e-03, eta: 20:30:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.4230, loss: 2.4230 +2025-06-25 20:13:24,015 - pyskl - INFO - Epoch [104][1600/3405] lr: 5.481e-03, eta: 20:29:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.4237, loss: 2.4237 +2025-06-25 20:14:09,889 - pyskl - INFO - Epoch [104][1700/3405] lr: 5.474e-03, eta: 20:29:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.5449, loss: 2.5449 +2025-06-25 20:14:55,764 - pyskl - INFO - Epoch [104][1800/3405] lr: 5.468e-03, eta: 20:28:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.4885, loss: 2.4885 +2025-06-25 20:15:41,635 - pyskl - INFO - Epoch [104][1900/3405] lr: 5.461e-03, eta: 20:27:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 2.5852, loss: 2.5852 +2025-06-25 20:16:27,461 - pyskl - INFO - Epoch [104][2000/3405] lr: 5.455e-03, eta: 20:26:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.5101, loss: 2.5101 +2025-06-25 20:17:13,295 - pyskl - INFO - Epoch [104][2100/3405] lr: 5.449e-03, eta: 20:25:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.4290, loss: 2.4290 +2025-06-25 20:17:59,198 - pyskl - INFO - Epoch [104][2200/3405] lr: 5.442e-03, eta: 20:25:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.4375, loss: 2.4375 +2025-06-25 20:18:45,230 - pyskl - INFO - Epoch [104][2300/3405] lr: 5.436e-03, eta: 20:24:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.5228, loss: 2.5228 +2025-06-25 20:19:31,242 - pyskl - INFO - Epoch [104][2400/3405] lr: 5.430e-03, eta: 20:23:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9962, loss_cls: 2.4810, loss: 2.4810 +2025-06-25 20:20:17,283 - pyskl - INFO - Epoch [104][2500/3405] lr: 5.423e-03, eta: 20:22:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.4182, loss: 2.4182 +2025-06-25 20:21:03,276 - pyskl - INFO - Epoch [104][2600/3405] lr: 5.417e-03, eta: 20:22:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.4697, loss: 2.4697 +2025-06-25 20:21:49,195 - pyskl - INFO - Epoch [104][2700/3405] lr: 5.411e-03, eta: 20:21:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.4800, loss: 2.4800 +2025-06-25 20:22:35,160 - pyskl - INFO - Epoch [104][2800/3405] lr: 5.404e-03, eta: 20:20:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.4610, loss: 2.4610 +2025-06-25 20:23:21,049 - pyskl - INFO - Epoch [104][2900/3405] lr: 5.398e-03, eta: 20:19:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.4553, loss: 2.4553 +2025-06-25 20:24:06,836 - pyskl - INFO - Epoch [104][3000/3405] lr: 5.392e-03, eta: 20:18:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.4875, loss: 2.4875 +2025-06-25 20:24:52,686 - pyskl - INFO - Epoch [104][3100/3405] lr: 5.385e-03, eta: 20:18:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9888, loss_cls: 2.4483, loss: 2.4483 +2025-06-25 20:25:38,513 - pyskl - INFO - Epoch [104][3200/3405] lr: 5.379e-03, eta: 20:17:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.4754, loss: 2.4754 +2025-06-25 20:26:24,278 - pyskl - INFO - Epoch [104][3300/3405] lr: 5.373e-03, eta: 20:16:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.3967, loss: 2.3967 +2025-06-25 20:27:10,214 - pyskl - INFO - Epoch [104][3400/3405] lr: 5.366e-03, eta: 20:15:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.4530, loss: 2.4530 +2025-06-25 20:27:12,853 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-06-25 20:31:24,341 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 20:31:24,876 - pyskl - INFO - +top1_acc 0.8519 +top5_acc 0.9733 +2025-06-25 20:31:24,931 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_100.pth was removed +2025-06-25 20:31:25,967 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. +2025-06-25 20:31:25,969 - pyskl - INFO - Best top1_acc is 0.8519 at 104 epoch. +2025-06-25 20:31:25,988 - pyskl - INFO - Epoch(val) [104][3718] top1_acc: 0.8519, top5_acc: 0.9733 +2025-06-25 20:32:34,221 - pyskl - INFO - Epoch [105][100/3405] lr: 5.360e-03, eta: 20:15:06, time: 0.682, data_time: 0.223, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.4129, loss: 2.4129 +2025-06-25 20:33:20,178 - pyskl - INFO - Epoch [105][200/3405] lr: 5.354e-03, eta: 20:14:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.3388, loss: 2.3388 +2025-06-25 20:34:06,159 - pyskl - INFO - Epoch [105][300/3405] lr: 5.347e-03, eta: 20:13:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.4109, loss: 2.4109 +2025-06-25 20:34:52,194 - pyskl - INFO - Epoch [105][400/3405] lr: 5.341e-03, eta: 20:12:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.2870, loss: 2.2870 +2025-06-25 20:35:38,125 - pyskl - INFO - Epoch [105][500/3405] lr: 5.335e-03, eta: 20:11:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.2993, loss: 2.2993 +2025-06-25 20:36:24,078 - pyskl - INFO - Epoch [105][600/3405] lr: 5.328e-03, eta: 20:11:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.3538, loss: 2.3538 +2025-06-25 20:37:10,124 - pyskl - INFO - Epoch [105][700/3405] lr: 5.322e-03, eta: 20:10:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.4411, loss: 2.4411 +2025-06-25 20:37:56,175 - pyskl - INFO - Epoch [105][800/3405] lr: 5.316e-03, eta: 20:09:38, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 2.4562, loss: 2.4562 +2025-06-25 20:38:41,975 - pyskl - INFO - Epoch [105][900/3405] lr: 5.309e-03, eta: 20:08:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.3820, loss: 2.3820 +2025-06-25 20:39:27,764 - pyskl - INFO - Epoch [105][1000/3405] lr: 5.303e-03, eta: 20:08:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 2.4418, loss: 2.4418 +2025-06-25 20:40:13,613 - pyskl - INFO - Epoch [105][1100/3405] lr: 5.297e-03, eta: 20:07:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.4129, loss: 2.4129 +2025-06-25 20:40:59,581 - pyskl - INFO - Epoch [105][1200/3405] lr: 5.291e-03, eta: 20:06:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.4336, loss: 2.4336 +2025-06-25 20:41:45,456 - pyskl - INFO - Epoch [105][1300/3405] lr: 5.284e-03, eta: 20:05:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 2.3442, loss: 2.3442 +2025-06-25 20:42:31,368 - pyskl - INFO - Epoch [105][1400/3405] lr: 5.278e-03, eta: 20:04:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.5002, loss: 2.5002 +2025-06-25 20:43:17,272 - pyskl - INFO - Epoch [105][1500/3405] lr: 5.272e-03, eta: 20:04:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.5073, loss: 2.5073 +2025-06-25 20:44:03,128 - pyskl - INFO - Epoch [105][1600/3405] lr: 5.265e-03, eta: 20:03:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.3113, loss: 2.3113 +2025-06-25 20:44:49,002 - pyskl - INFO - Epoch [105][1700/3405] lr: 5.259e-03, eta: 20:02:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.5125, loss: 2.5125 +2025-06-25 20:45:34,927 - pyskl - INFO - Epoch [105][1800/3405] lr: 5.253e-03, eta: 20:01:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 2.4144, loss: 2.4144 +2025-06-25 20:46:20,899 - pyskl - INFO - Epoch [105][1900/3405] lr: 5.247e-03, eta: 20:01:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.3909, loss: 2.3909 +2025-06-25 20:47:06,767 - pyskl - INFO - Epoch [105][2000/3405] lr: 5.240e-03, eta: 20:00:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.4624, loss: 2.4624 +2025-06-25 20:47:52,580 - pyskl - INFO - Epoch [105][2100/3405] lr: 5.234e-03, eta: 19:59:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.3705, loss: 2.3705 +2025-06-25 20:48:38,460 - pyskl - INFO - Epoch [105][2200/3405] lr: 5.228e-03, eta: 19:58:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.4480, loss: 2.4480 +2025-06-25 20:49:24,291 - pyskl - INFO - Epoch [105][2300/3405] lr: 5.222e-03, eta: 19:57:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9869, loss_cls: 2.4143, loss: 2.4143 +2025-06-25 20:50:10,301 - pyskl - INFO - Epoch [105][2400/3405] lr: 5.215e-03, eta: 19:57:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 2.3274, loss: 2.3274 +2025-06-25 20:50:56,368 - pyskl - INFO - Epoch [105][2500/3405] lr: 5.209e-03, eta: 19:56:21, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 2.3026, loss: 2.3026 +2025-06-25 20:51:42,235 - pyskl - INFO - Epoch [105][2600/3405] lr: 5.203e-03, eta: 19:55:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.4960, loss: 2.4960 +2025-06-25 20:52:28,023 - pyskl - INFO - Epoch [105][2700/3405] lr: 5.197e-03, eta: 19:54:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.4811, loss: 2.4811 +2025-06-25 20:53:13,851 - pyskl - INFO - Epoch [105][2800/3405] lr: 5.190e-03, eta: 19:54:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.4596, loss: 2.4596 +2025-06-25 20:53:59,731 - pyskl - INFO - Epoch [105][2900/3405] lr: 5.184e-03, eta: 19:53:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 2.6217, loss: 2.6217 +2025-06-25 20:54:45,548 - pyskl - INFO - Epoch [105][3000/3405] lr: 5.178e-03, eta: 19:52:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.4337, loss: 2.4337 +2025-06-25 20:55:31,457 - pyskl - INFO - Epoch [105][3100/3405] lr: 5.172e-03, eta: 19:51:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.5414, loss: 2.5414 +2025-06-25 20:56:17,283 - pyskl - INFO - Epoch [105][3200/3405] lr: 5.166e-03, eta: 19:50:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9956, loss_cls: 2.5096, loss: 2.5096 +2025-06-25 20:57:03,138 - pyskl - INFO - Epoch [105][3300/3405] lr: 5.159e-03, eta: 19:50:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.6161, loss: 2.6161 +2025-06-25 20:57:49,002 - pyskl - INFO - Epoch [105][3400/3405] lr: 5.153e-03, eta: 19:49:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 2.4505, loss: 2.4505 +2025-06-25 20:57:51,673 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-06-25 21:16:02,443 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 21:16:02,991 - pyskl - INFO - +top1_acc 0.8494 +top5_acc 0.9718 +2025-06-25 21:16:03,012 - pyskl - INFO - Epoch(val) [105][3718] top1_acc: 0.8494, top5_acc: 0.9718 +2025-06-25 21:17:11,528 - pyskl - INFO - Epoch [106][100/3405] lr: 5.147e-03, eta: 19:48:39, time: 0.685, data_time: 0.228, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.3666, loss: 2.3666 +2025-06-25 21:17:57,324 - pyskl - INFO - Epoch [106][200/3405] lr: 5.140e-03, eta: 19:47:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.3008, loss: 2.3008 +2025-06-25 21:18:43,276 - pyskl - INFO - Epoch [106][300/3405] lr: 5.134e-03, eta: 19:47:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.3290, loss: 2.3290 +2025-06-25 21:19:29,196 - pyskl - INFO - Epoch [106][400/3405] lr: 5.128e-03, eta: 19:46:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9975, loss_cls: 2.3829, loss: 2.3829 +2025-06-25 21:20:15,044 - pyskl - INFO - Epoch [106][500/3405] lr: 5.122e-03, eta: 19:45:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.4349, loss: 2.4349 +2025-06-25 21:21:00,993 - pyskl - INFO - Epoch [106][600/3405] lr: 5.115e-03, eta: 19:44:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.3885, loss: 2.3885 +2025-06-25 21:21:46,904 - pyskl - INFO - Epoch [106][700/3405] lr: 5.109e-03, eta: 19:43:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 2.3634, loss: 2.3634 +2025-06-25 21:22:32,771 - pyskl - INFO - Epoch [106][800/3405] lr: 5.103e-03, eta: 19:43:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.2480, loss: 2.2480 +2025-06-25 21:23:18,687 - pyskl - INFO - Epoch [106][900/3405] lr: 5.097e-03, eta: 19:42:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9969, loss_cls: 2.3678, loss: 2.3678 +2025-06-25 21:24:04,590 - pyskl - INFO - Epoch [106][1000/3405] lr: 5.091e-03, eta: 19:41:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 2.3067, loss: 2.3067 +2025-06-25 21:24:50,442 - pyskl - INFO - Epoch [106][1100/3405] lr: 5.084e-03, eta: 19:40:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 2.4497, loss: 2.4497 +2025-06-25 21:25:36,291 - pyskl - INFO - Epoch [106][1200/3405] lr: 5.078e-03, eta: 19:40:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.3887, loss: 2.3887 +2025-06-25 21:26:22,457 - pyskl - INFO - Epoch [106][1300/3405] lr: 5.072e-03, eta: 19:39:17, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 2.4196, loss: 2.4196 +2025-06-25 21:27:08,411 - pyskl - INFO - Epoch [106][1400/3405] lr: 5.066e-03, eta: 19:38:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.4498, loss: 2.4498 +2025-06-25 21:27:54,168 - pyskl - INFO - Epoch [106][1500/3405] lr: 5.060e-03, eta: 19:37:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.3565, loss: 2.3565 +2025-06-25 21:28:39,903 - pyskl - INFO - Epoch [106][1600/3405] lr: 5.054e-03, eta: 19:36:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.4413, loss: 2.4413 +2025-06-25 21:29:25,737 - pyskl - INFO - Epoch [106][1700/3405] lr: 5.047e-03, eta: 19:36:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.3923, loss: 2.3923 +2025-06-25 21:30:11,514 - pyskl - INFO - Epoch [106][1800/3405] lr: 5.041e-03, eta: 19:35:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 2.3713, loss: 2.3713 +2025-06-25 21:30:57,253 - pyskl - INFO - Epoch [106][1900/3405] lr: 5.035e-03, eta: 19:34:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.4347, loss: 2.4347 +2025-06-25 21:31:42,960 - pyskl - INFO - Epoch [106][2000/3405] lr: 5.029e-03, eta: 19:33:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.3397, loss: 2.3397 +2025-06-25 21:32:28,752 - pyskl - INFO - Epoch [106][2100/3405] lr: 5.023e-03, eta: 19:33:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9900, loss_cls: 2.3577, loss: 2.3577 +2025-06-25 21:33:14,509 - pyskl - INFO - Epoch [106][2200/3405] lr: 5.017e-03, eta: 19:32:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9881, loss_cls: 2.3655, loss: 2.3655 +2025-06-25 21:34:00,320 - pyskl - INFO - Epoch [106][2300/3405] lr: 5.010e-03, eta: 19:31:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.5891, loss: 2.5891 +2025-06-25 21:34:46,078 - pyskl - INFO - Epoch [106][2400/3405] lr: 5.004e-03, eta: 19:30:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 2.2815, loss: 2.2815 +2025-06-25 21:35:31,890 - pyskl - INFO - Epoch [106][2500/3405] lr: 4.998e-03, eta: 19:29:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.4100, loss: 2.4100 +2025-06-25 21:36:17,584 - pyskl - INFO - Epoch [106][2600/3405] lr: 4.992e-03, eta: 19:29:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 2.4661, loss: 2.4661 +2025-06-25 21:37:03,112 - pyskl - INFO - Epoch [106][2700/3405] lr: 4.986e-03, eta: 19:28:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 2.3922, loss: 2.3922 +2025-06-25 21:37:48,799 - pyskl - INFO - Epoch [106][2800/3405] lr: 4.980e-03, eta: 19:27:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.4138, loss: 2.4138 +2025-06-25 21:38:34,519 - pyskl - INFO - Epoch [106][2900/3405] lr: 4.974e-03, eta: 19:26:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.5166, loss: 2.5166 +2025-06-25 21:39:20,218 - pyskl - INFO - Epoch [106][3000/3405] lr: 4.967e-03, eta: 19:25:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.4682, loss: 2.4682 +2025-06-25 21:40:05,932 - pyskl - INFO - Epoch [106][3100/3405] lr: 4.961e-03, eta: 19:25:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.3594, loss: 2.3594 +2025-06-25 21:40:51,935 - pyskl - INFO - Epoch [106][3200/3405] lr: 4.955e-03, eta: 19:24:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.4820, loss: 2.4820 +2025-06-25 21:41:37,948 - pyskl - INFO - Epoch [106][3300/3405] lr: 4.949e-03, eta: 19:23:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 2.4909, loss: 2.4909 +2025-06-25 21:42:23,954 - pyskl - INFO - Epoch [106][3400/3405] lr: 4.943e-03, eta: 19:22:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.4059, loss: 2.4059 +2025-06-25 21:42:26,569 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-06-25 21:46:36,938 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 21:46:37,470 - pyskl - INFO - +top1_acc 0.8662 +top5_acc 0.9750 +2025-06-25 21:46:37,523 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_104.pth was removed +2025-06-25 21:46:38,558 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2025-06-25 21:46:38,559 - pyskl - INFO - Best top1_acc is 0.8662 at 106 epoch. +2025-06-25 21:46:38,579 - pyskl - INFO - Epoch(val) [106][3718] top1_acc: 0.8662, top5_acc: 0.9750 +2025-06-25 21:47:47,235 - pyskl - INFO - Epoch [107][100/3405] lr: 4.936e-03, eta: 19:22:11, time: 0.686, data_time: 0.228, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 2.2817, loss: 2.2817 +2025-06-25 21:48:33,225 - pyskl - INFO - Epoch [107][200/3405] lr: 4.930e-03, eta: 19:21:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.3370, loss: 2.3370 +2025-06-25 21:49:19,301 - pyskl - INFO - Epoch [107][300/3405] lr: 4.924e-03, eta: 19:20:37, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.3148, loss: 2.3148 +2025-06-25 21:50:05,163 - pyskl - INFO - Epoch [107][400/3405] lr: 4.918e-03, eta: 19:19:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.2718, loss: 2.2718 +2025-06-25 21:50:50,874 - pyskl - INFO - Epoch [107][500/3405] lr: 4.912e-03, eta: 19:19:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 2.3799, loss: 2.3799 +2025-06-25 21:51:36,920 - pyskl - INFO - Epoch [107][600/3405] lr: 4.906e-03, eta: 19:18:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.3267, loss: 2.3267 +2025-06-25 21:52:22,922 - pyskl - INFO - Epoch [107][700/3405] lr: 4.900e-03, eta: 19:17:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9975, loss_cls: 2.4347, loss: 2.4347 +2025-06-25 21:53:09,023 - pyskl - INFO - Epoch [107][800/3405] lr: 4.894e-03, eta: 19:16:43, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.3659, loss: 2.3659 +2025-06-25 21:53:55,087 - pyskl - INFO - Epoch [107][900/3405] lr: 4.888e-03, eta: 19:15:56, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 2.3197, loss: 2.3197 +2025-06-25 21:54:41,151 - pyskl - INFO - Epoch [107][1000/3405] lr: 4.881e-03, eta: 19:15:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 2.4987, loss: 2.4987 +2025-06-25 21:55:27,148 - pyskl - INFO - Epoch [107][1100/3405] lr: 4.875e-03, eta: 19:14:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 2.2791, loss: 2.2791 +2025-06-25 21:56:13,097 - pyskl - INFO - Epoch [107][1200/3405] lr: 4.869e-03, eta: 19:13:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.4311, loss: 2.4311 +2025-06-25 21:56:59,022 - pyskl - INFO - Epoch [107][1300/3405] lr: 4.863e-03, eta: 19:12:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.4107, loss: 2.4107 +2025-06-25 21:57:44,958 - pyskl - INFO - Epoch [107][1400/3405] lr: 4.857e-03, eta: 19:12:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 2.3420, loss: 2.3420 +2025-06-25 21:58:30,867 - pyskl - INFO - Epoch [107][1500/3405] lr: 4.851e-03, eta: 19:11:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.3892, loss: 2.3892 +2025-06-25 21:59:16,788 - pyskl - INFO - Epoch [107][1600/3405] lr: 4.845e-03, eta: 19:10:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.3292, loss: 2.3292 +2025-06-25 22:00:02,736 - pyskl - INFO - Epoch [107][1700/3405] lr: 4.839e-03, eta: 19:09:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 2.3451, loss: 2.3451 +2025-06-25 22:00:48,646 - pyskl - INFO - Epoch [107][1800/3405] lr: 4.833e-03, eta: 19:08:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 2.3855, loss: 2.3855 +2025-06-25 22:01:34,559 - pyskl - INFO - Epoch [107][1900/3405] lr: 4.827e-03, eta: 19:08:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.3881, loss: 2.3881 +2025-06-25 22:02:20,470 - pyskl - INFO - Epoch [107][2000/3405] lr: 4.821e-03, eta: 19:07:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.4314, loss: 2.4314 +2025-06-25 22:03:06,374 - pyskl - INFO - Epoch [107][2100/3405] lr: 4.815e-03, eta: 19:06:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.3755, loss: 2.3755 +2025-06-25 22:03:52,165 - pyskl - INFO - Epoch [107][2200/3405] lr: 4.809e-03, eta: 19:05:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 2.3732, loss: 2.3732 +2025-06-25 22:04:38,030 - pyskl - INFO - Epoch [107][2300/3405] lr: 4.802e-03, eta: 19:05:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.4196, loss: 2.4196 +2025-06-25 22:05:23,854 - pyskl - INFO - Epoch [107][2400/3405] lr: 4.796e-03, eta: 19:04:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9975, loss_cls: 2.3321, loss: 2.3321 +2025-06-25 22:06:09,639 - pyskl - INFO - Epoch [107][2500/3405] lr: 4.790e-03, eta: 19:03:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.4028, loss: 2.4028 +2025-06-25 22:06:55,416 - pyskl - INFO - Epoch [107][2600/3405] lr: 4.784e-03, eta: 19:02:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 2.3932, loss: 2.3932 +2025-06-25 22:07:41,177 - pyskl - INFO - Epoch [107][2700/3405] lr: 4.778e-03, eta: 19:01:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.3806, loss: 2.3806 +2025-06-25 22:08:26,938 - pyskl - INFO - Epoch [107][2800/3405] lr: 4.772e-03, eta: 19:01:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.4168, loss: 2.4168 +2025-06-25 22:09:12,808 - pyskl - INFO - Epoch [107][2900/3405] lr: 4.766e-03, eta: 19:00:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 2.3345, loss: 2.3345 +2025-06-25 22:09:58,955 - pyskl - INFO - Epoch [107][3000/3405] lr: 4.760e-03, eta: 18:59:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 2.2901, loss: 2.2901 +2025-06-25 22:10:45,048 - pyskl - INFO - Epoch [107][3100/3405] lr: 4.754e-03, eta: 18:58:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 2.3891, loss: 2.3891 +2025-06-25 22:11:31,190 - pyskl - INFO - Epoch [107][3200/3405] lr: 4.748e-03, eta: 18:57:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.3638, loss: 2.3638 +2025-06-25 22:12:17,375 - pyskl - INFO - Epoch [107][3300/3405] lr: 4.742e-03, eta: 18:57:12, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 2.4174, loss: 2.4174 +2025-06-25 22:13:03,375 - pyskl - INFO - Epoch [107][3400/3405] lr: 4.736e-03, eta: 18:56:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.4054, loss: 2.4054 +2025-06-25 22:13:06,007 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-06-25 22:17:17,132 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 22:17:17,673 - pyskl - INFO - +top1_acc 0.8602 +top5_acc 0.9724 +2025-06-25 22:17:17,696 - pyskl - INFO - Epoch(val) [107][3718] top1_acc: 0.8602, top5_acc: 0.9724 +2025-06-25 22:18:26,145 - pyskl - INFO - Epoch [108][100/3405] lr: 4.730e-03, eta: 18:55:45, time: 0.684, data_time: 0.225, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 2.2622, loss: 2.2622 +2025-06-25 22:19:12,059 - pyskl - INFO - Epoch [108][200/3405] lr: 4.724e-03, eta: 18:54:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 2.2854, loss: 2.2854 +2025-06-25 22:19:58,030 - pyskl - INFO - Epoch [108][300/3405] lr: 4.718e-03, eta: 18:54:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.2487, loss: 2.2487 +2025-06-25 22:20:44,001 - pyskl - INFO - Epoch [108][400/3405] lr: 4.712e-03, eta: 18:53:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.2090, loss: 2.2090 +2025-06-25 22:21:30,016 - pyskl - INFO - Epoch [108][500/3405] lr: 4.706e-03, eta: 18:52:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.3028, loss: 2.3028 +2025-06-25 22:22:16,010 - pyskl - INFO - Epoch [108][600/3405] lr: 4.700e-03, eta: 18:51:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 2.3090, loss: 2.3090 +2025-06-25 22:23:01,941 - pyskl - INFO - Epoch [108][700/3405] lr: 4.694e-03, eta: 18:51:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.3922, loss: 2.3922 +2025-06-25 22:23:47,825 - pyskl - INFO - Epoch [108][800/3405] lr: 4.688e-03, eta: 18:50:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 2.2243, loss: 2.2243 +2025-06-25 22:24:33,542 - pyskl - INFO - Epoch [108][900/3405] lr: 4.682e-03, eta: 18:49:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.3177, loss: 2.3177 +2025-06-25 22:25:19,263 - pyskl - INFO - Epoch [108][1000/3405] lr: 4.676e-03, eta: 18:48:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.3675, loss: 2.3675 +2025-06-25 22:26:05,035 - pyskl - INFO - Epoch [108][1100/3405] lr: 4.670e-03, eta: 18:47:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 2.3772, loss: 2.3772 +2025-06-25 22:26:50,996 - pyskl - INFO - Epoch [108][1200/3405] lr: 4.664e-03, eta: 18:47:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9956, loss_cls: 2.4677, loss: 2.4677 +2025-06-25 22:27:36,868 - pyskl - INFO - Epoch [108][1300/3405] lr: 4.658e-03, eta: 18:46:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 2.4035, loss: 2.4035 +2025-06-25 22:28:22,684 - pyskl - INFO - Epoch [108][1400/3405] lr: 4.652e-03, eta: 18:45:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.2849, loss: 2.2849 +2025-06-25 22:29:08,745 - pyskl - INFO - Epoch [108][1500/3405] lr: 4.646e-03, eta: 18:44:49, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.3652, loss: 2.3652 +2025-06-25 22:29:54,692 - pyskl - INFO - Epoch [108][1600/3405] lr: 4.640e-03, eta: 18:44:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 2.4322, loss: 2.4322 +2025-06-25 22:30:40,657 - pyskl - INFO - Epoch [108][1700/3405] lr: 4.634e-03, eta: 18:43:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.3182, loss: 2.3182 +2025-06-25 22:31:26,619 - pyskl - INFO - Epoch [108][1800/3405] lr: 4.628e-03, eta: 18:42:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.3414, loss: 2.3414 +2025-06-25 22:32:12,471 - pyskl - INFO - Epoch [108][1900/3405] lr: 4.622e-03, eta: 18:41:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.3858, loss: 2.3858 +2025-06-25 22:32:58,370 - pyskl - INFO - Epoch [108][2000/3405] lr: 4.616e-03, eta: 18:40:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.3800, loss: 2.3800 +2025-06-25 22:33:44,220 - pyskl - INFO - Epoch [108][2100/3405] lr: 4.610e-03, eta: 18:40:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.3104, loss: 2.3104 +2025-06-25 22:34:29,997 - pyskl - INFO - Epoch [108][2200/3405] lr: 4.604e-03, eta: 18:39:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.3981, loss: 2.3981 +2025-06-25 22:35:15,774 - pyskl - INFO - Epoch [108][2300/3405] lr: 4.598e-03, eta: 18:38:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 2.3171, loss: 2.3171 +2025-06-25 22:36:01,530 - pyskl - INFO - Epoch [108][2400/3405] lr: 4.592e-03, eta: 18:37:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.2605, loss: 2.2605 +2025-06-25 22:36:47,402 - pyskl - INFO - Epoch [108][2500/3405] lr: 4.586e-03, eta: 18:37:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.3116, loss: 2.3116 +2025-06-25 22:37:33,227 - pyskl - INFO - Epoch [108][2600/3405] lr: 4.580e-03, eta: 18:36:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.4203, loss: 2.4203 +2025-06-25 22:38:19,051 - pyskl - INFO - Epoch [108][2700/3405] lr: 4.574e-03, eta: 18:35:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.3808, loss: 2.3808 +2025-06-25 22:39:04,912 - pyskl - INFO - Epoch [108][2800/3405] lr: 4.568e-03, eta: 18:34:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.2924, loss: 2.2924 +2025-06-25 22:39:50,763 - pyskl - INFO - Epoch [108][2900/3405] lr: 4.562e-03, eta: 18:33:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 2.3437, loss: 2.3437 +2025-06-25 22:40:36,635 - pyskl - INFO - Epoch [108][3000/3405] lr: 4.556e-03, eta: 18:33:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.3671, loss: 2.3671 +2025-06-25 22:41:22,559 - pyskl - INFO - Epoch [108][3100/3405] lr: 4.550e-03, eta: 18:32:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 2.2646, loss: 2.2646 +2025-06-25 22:42:08,477 - pyskl - INFO - Epoch [108][3200/3405] lr: 4.544e-03, eta: 18:31:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 2.3412, loss: 2.3412 +2025-06-25 22:42:54,456 - pyskl - INFO - Epoch [108][3300/3405] lr: 4.538e-03, eta: 18:30:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 2.5612, loss: 2.5612 +2025-06-25 22:43:40,392 - pyskl - INFO - Epoch [108][3400/3405] lr: 4.533e-03, eta: 18:29:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.3508, loss: 2.3508 +2025-06-25 22:43:43,009 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-06-25 22:47:53,522 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 22:47:54,204 - pyskl - INFO - +top1_acc 0.8540 +top5_acc 0.9721 +2025-06-25 22:47:54,223 - pyskl - INFO - Epoch(val) [108][3718] top1_acc: 0.8540, top5_acc: 0.9721 +2025-06-25 22:49:02,815 - pyskl - INFO - Epoch [109][100/3405] lr: 4.526e-03, eta: 18:29:17, time: 0.686, data_time: 0.227, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.3283, loss: 2.3283 +2025-06-25 22:49:48,710 - pyskl - INFO - Epoch [109][200/3405] lr: 4.520e-03, eta: 18:28:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 2.1703, loss: 2.1703 +2025-06-25 22:50:34,576 - pyskl - INFO - Epoch [109][300/3405] lr: 4.515e-03, eta: 18:27:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 2.2239, loss: 2.2239 +2025-06-25 22:51:20,473 - pyskl - INFO - Epoch [109][400/3405] lr: 4.509e-03, eta: 18:26:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.3583, loss: 2.3583 +2025-06-25 22:52:06,663 - pyskl - INFO - Epoch [109][500/3405] lr: 4.503e-03, eta: 18:26:10, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.2869, loss: 2.2869 +2025-06-25 22:52:52,588 - pyskl - INFO - Epoch [109][600/3405] lr: 4.497e-03, eta: 18:25:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.2773, loss: 2.2773 +2025-06-25 22:53:38,391 - pyskl - INFO - Epoch [109][700/3405] lr: 4.491e-03, eta: 18:24:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.3434, loss: 2.3434 +2025-06-25 22:54:24,190 - pyskl - INFO - Epoch [109][800/3405] lr: 4.485e-03, eta: 18:23:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.2525, loss: 2.2525 +2025-06-25 22:55:09,978 - pyskl - INFO - Epoch [109][900/3405] lr: 4.479e-03, eta: 18:23:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 2.2311, loss: 2.2311 +2025-06-25 22:55:55,759 - pyskl - INFO - Epoch [109][1000/3405] lr: 4.473e-03, eta: 18:22:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.2965, loss: 2.2965 +2025-06-25 22:56:41,575 - pyskl - INFO - Epoch [109][1100/3405] lr: 4.467e-03, eta: 18:21:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 2.3127, loss: 2.3127 +2025-06-25 22:57:27,355 - pyskl - INFO - Epoch [109][1200/3405] lr: 4.461e-03, eta: 18:20:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.3100, loss: 2.3100 +2025-06-25 22:58:13,161 - pyskl - INFO - Epoch [109][1300/3405] lr: 4.455e-03, eta: 18:19:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 2.3225, loss: 2.3225 +2025-06-25 22:58:58,985 - pyskl - INFO - Epoch [109][1400/3405] lr: 4.450e-03, eta: 18:19:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.2963, loss: 2.2963 +2025-06-25 22:59:44,791 - pyskl - INFO - Epoch [109][1500/3405] lr: 4.444e-03, eta: 18:18:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 2.2600, loss: 2.2600 +2025-06-25 23:00:30,592 - pyskl - INFO - Epoch [109][1600/3405] lr: 4.438e-03, eta: 18:17:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.4318, loss: 2.4318 +2025-06-25 23:01:16,532 - pyskl - INFO - Epoch [109][1700/3405] lr: 4.432e-03, eta: 18:16:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.3509, loss: 2.3509 +2025-06-25 23:02:02,440 - pyskl - INFO - Epoch [109][1800/3405] lr: 4.426e-03, eta: 18:16:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 2.2530, loss: 2.2530 +2025-06-25 23:02:48,304 - pyskl - INFO - Epoch [109][1900/3405] lr: 4.420e-03, eta: 18:15:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.4571, loss: 2.4571 +2025-06-25 23:03:34,164 - pyskl - INFO - Epoch [109][2000/3405] lr: 4.414e-03, eta: 18:14:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.4397, loss: 2.4397 +2025-06-25 23:04:20,112 - pyskl - INFO - Epoch [109][2100/3405] lr: 4.409e-03, eta: 18:13:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.2837, loss: 2.2837 +2025-06-25 23:05:05,918 - pyskl - INFO - Epoch [109][2200/3405] lr: 4.403e-03, eta: 18:12:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 2.2885, loss: 2.2885 +2025-06-25 23:05:51,678 - pyskl - INFO - Epoch [109][2300/3405] lr: 4.397e-03, eta: 18:12:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.3671, loss: 2.3671 +2025-06-25 23:06:37,515 - pyskl - INFO - Epoch [109][2400/3405] lr: 4.391e-03, eta: 18:11:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9969, loss_cls: 2.3384, loss: 2.3384 +2025-06-25 23:07:23,403 - pyskl - INFO - Epoch [109][2500/3405] lr: 4.385e-03, eta: 18:10:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.2174, loss: 2.2174 +2025-06-25 23:08:09,307 - pyskl - INFO - Epoch [109][2600/3405] lr: 4.379e-03, eta: 18:09:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 2.3847, loss: 2.3847 +2025-06-25 23:08:55,340 - pyskl - INFO - Epoch [109][2700/3405] lr: 4.373e-03, eta: 18:09:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.3762, loss: 2.3762 +2025-06-25 23:09:41,277 - pyskl - INFO - Epoch [109][2800/3405] lr: 4.368e-03, eta: 18:08:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.3099, loss: 2.3099 +2025-06-25 23:10:27,075 - pyskl - INFO - Epoch [109][2900/3405] lr: 4.362e-03, eta: 18:07:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 2.2909, loss: 2.2909 +2025-06-25 23:11:13,057 - pyskl - INFO - Epoch [109][3000/3405] lr: 4.356e-03, eta: 18:06:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.3239, loss: 2.3239 +2025-06-25 23:11:58,943 - pyskl - INFO - Epoch [109][3100/3405] lr: 4.350e-03, eta: 18:05:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9912, loss_cls: 2.2911, loss: 2.2911 +2025-06-25 23:12:44,961 - pyskl - INFO - Epoch [109][3200/3405] lr: 4.344e-03, eta: 18:05:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.3315, loss: 2.3315 +2025-06-25 23:13:30,965 - pyskl - INFO - Epoch [109][3300/3405] lr: 4.338e-03, eta: 18:04:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.3361, loss: 2.3361 +2025-06-25 23:14:16,772 - pyskl - INFO - Epoch [109][3400/3405] lr: 4.333e-03, eta: 18:03:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 2.3035, loss: 2.3035 +2025-06-25 23:14:19,369 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-06-25 23:18:28,901 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 23:18:29,442 - pyskl - INFO - +top1_acc 0.8605 +top5_acc 0.9759 +2025-06-25 23:18:29,463 - pyskl - INFO - Epoch(val) [109][3718] top1_acc: 0.8605, top5_acc: 0.9759 +2025-06-25 23:19:38,506 - pyskl - INFO - Epoch [110][100/3405] lr: 4.326e-03, eta: 18:02:51, time: 0.690, data_time: 0.231, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 2.1806, loss: 2.1806 +2025-06-25 23:20:24,406 - pyskl - INFO - Epoch [110][200/3405] lr: 4.321e-03, eta: 18:02:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9988, loss_cls: 2.2064, loss: 2.2064 +2025-06-25 23:21:10,342 - pyskl - INFO - Epoch [110][300/3405] lr: 4.315e-03, eta: 18:01:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.1286, loss: 2.1286 +2025-06-25 23:21:56,383 - pyskl - INFO - Epoch [110][400/3405] lr: 4.309e-03, eta: 18:00:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.2190, loss: 2.2190 +2025-06-25 23:22:42,375 - pyskl - INFO - Epoch [110][500/3405] lr: 4.303e-03, eta: 17:59:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.2355, loss: 2.2355 +2025-06-25 23:23:28,195 - pyskl - INFO - Epoch [110][600/3405] lr: 4.297e-03, eta: 17:58:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.2330, loss: 2.2330 +2025-06-25 23:24:14,001 - pyskl - INFO - Epoch [110][700/3405] lr: 4.292e-03, eta: 17:58:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 2.2946, loss: 2.2946 +2025-06-25 23:24:59,829 - pyskl - INFO - Epoch [110][800/3405] lr: 4.286e-03, eta: 17:57:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.3266, loss: 2.3266 +2025-06-25 23:25:45,780 - pyskl - INFO - Epoch [110][900/3405] lr: 4.280e-03, eta: 17:56:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 2.3249, loss: 2.3249 +2025-06-25 23:26:31,695 - pyskl - INFO - Epoch [110][1000/3405] lr: 4.274e-03, eta: 17:55:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.2237, loss: 2.2237 +2025-06-25 23:27:17,667 - pyskl - INFO - Epoch [110][1100/3405] lr: 4.268e-03, eta: 17:55:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 2.2677, loss: 2.2677 +2025-06-25 23:28:03,631 - pyskl - INFO - Epoch [110][1200/3405] lr: 4.263e-03, eta: 17:54:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.3075, loss: 2.3075 +2025-06-25 23:28:49,844 - pyskl - INFO - Epoch [110][1300/3405] lr: 4.257e-03, eta: 17:53:29, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 2.3683, loss: 2.3683 +2025-06-25 23:29:35,761 - pyskl - INFO - Epoch [110][1400/3405] lr: 4.251e-03, eta: 17:52:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.2426, loss: 2.2426 +2025-06-25 23:30:21,578 - pyskl - INFO - Epoch [110][1500/3405] lr: 4.245e-03, eta: 17:51:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 2.2599, loss: 2.2599 +2025-06-25 23:31:07,445 - pyskl - INFO - Epoch [110][1600/3405] lr: 4.240e-03, eta: 17:51:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.3353, loss: 2.3353 +2025-06-25 23:31:53,275 - pyskl - INFO - Epoch [110][1700/3405] lr: 4.234e-03, eta: 17:50:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.2651, loss: 2.2651 +2025-06-25 23:32:39,151 - pyskl - INFO - Epoch [110][1800/3405] lr: 4.228e-03, eta: 17:49:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 2.2253, loss: 2.2253 +2025-06-25 23:33:25,108 - pyskl - INFO - Epoch [110][1900/3405] lr: 4.222e-03, eta: 17:48:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 2.3183, loss: 2.3183 +2025-06-25 23:34:11,130 - pyskl - INFO - Epoch [110][2000/3405] lr: 4.217e-03, eta: 17:48:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 2.2739, loss: 2.2739 +2025-06-25 23:34:57,059 - pyskl - INFO - Epoch [110][2100/3405] lr: 4.211e-03, eta: 17:47:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 2.3357, loss: 2.3357 +2025-06-25 23:35:42,955 - pyskl - INFO - Epoch [110][2200/3405] lr: 4.205e-03, eta: 17:46:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.2762, loss: 2.2762 +2025-06-25 23:36:28,868 - pyskl - INFO - Epoch [110][2300/3405] lr: 4.199e-03, eta: 17:45:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.2085, loss: 2.2085 +2025-06-25 23:37:14,795 - pyskl - INFO - Epoch [110][2400/3405] lr: 4.194e-03, eta: 17:44:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 2.2350, loss: 2.2350 +2025-06-25 23:38:01,037 - pyskl - INFO - Epoch [110][2500/3405] lr: 4.188e-03, eta: 17:44:07, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9906, loss_cls: 2.3298, loss: 2.3298 +2025-06-25 23:38:47,107 - pyskl - INFO - Epoch [110][2600/3405] lr: 4.182e-03, eta: 17:43:21, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.3397, loss: 2.3397 +2025-06-25 23:39:33,005 - pyskl - INFO - Epoch [110][2700/3405] lr: 4.176e-03, eta: 17:42:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 2.2764, loss: 2.2764 +2025-06-25 23:40:18,831 - pyskl - INFO - Epoch [110][2800/3405] lr: 4.171e-03, eta: 17:41:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 2.2686, loss: 2.2686 +2025-06-25 23:41:04,709 - pyskl - INFO - Epoch [110][2900/3405] lr: 4.165e-03, eta: 17:41:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 2.1898, loss: 2.1898 +2025-06-25 23:41:50,588 - pyskl - INFO - Epoch [110][3000/3405] lr: 4.159e-03, eta: 17:40:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.2947, loss: 2.2947 +2025-06-25 23:42:36,464 - pyskl - INFO - Epoch [110][3100/3405] lr: 4.153e-03, eta: 17:39:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.2429, loss: 2.2429 +2025-06-25 23:43:22,303 - pyskl - INFO - Epoch [110][3200/3405] lr: 4.148e-03, eta: 17:38:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.1812, loss: 2.1812 +2025-06-25 23:44:08,141 - pyskl - INFO - Epoch [110][3300/3405] lr: 4.142e-03, eta: 17:37:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.3295, loss: 2.3295 +2025-06-25 23:44:53,996 - pyskl - INFO - Epoch [110][3400/3405] lr: 4.136e-03, eta: 17:37:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.4130, loss: 2.4130 +2025-06-25 23:44:56,637 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-06-26 00:04:28,626 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 00:04:29,164 - pyskl - INFO - +top1_acc 0.8569 +top5_acc 0.9722 +2025-06-26 00:04:29,184 - pyskl - INFO - Epoch(val) [110][3718] top1_acc: 0.8569, top5_acc: 0.9722 +2025-06-26 00:05:37,838 - pyskl - INFO - Epoch [111][100/3405] lr: 4.130e-03, eta: 17:36:24, time: 0.686, data_time: 0.226, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.1780, loss: 2.1780 +2025-06-26 00:06:23,678 - pyskl - INFO - Epoch [111][200/3405] lr: 4.125e-03, eta: 17:35:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.2567, loss: 2.2567 +2025-06-26 00:07:09,663 - pyskl - INFO - Epoch [111][300/3405] lr: 4.119e-03, eta: 17:34:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 2.1914, loss: 2.1914 +2025-06-26 00:07:55,584 - pyskl - INFO - Epoch [111][400/3405] lr: 4.113e-03, eta: 17:34:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.2546, loss: 2.2546 +2025-06-26 00:08:41,454 - pyskl - INFO - Epoch [111][500/3405] lr: 4.107e-03, eta: 17:33:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.2417, loss: 2.2417 +2025-06-26 00:09:27,420 - pyskl - INFO - Epoch [111][600/3405] lr: 4.102e-03, eta: 17:32:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.1730, loss: 2.1730 +2025-06-26 00:10:13,339 - pyskl - INFO - Epoch [111][700/3405] lr: 4.096e-03, eta: 17:31:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.1557, loss: 2.1557 +2025-06-26 00:10:59,059 - pyskl - INFO - Epoch [111][800/3405] lr: 4.090e-03, eta: 17:30:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.2007, loss: 2.2007 +2025-06-26 00:11:44,807 - pyskl - INFO - Epoch [111][900/3405] lr: 4.085e-03, eta: 17:30:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 2.2258, loss: 2.2258 +2025-06-26 00:12:30,560 - pyskl - INFO - Epoch [111][1000/3405] lr: 4.079e-03, eta: 17:29:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.2443, loss: 2.2443 +2025-06-26 00:13:16,323 - pyskl - INFO - Epoch [111][1100/3405] lr: 4.073e-03, eta: 17:28:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 2.1865, loss: 2.1865 +2025-06-26 00:14:02,084 - pyskl - INFO - Epoch [111][1200/3405] lr: 4.068e-03, eta: 17:27:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.2811, loss: 2.2811 +2025-06-26 00:14:47,825 - pyskl - INFO - Epoch [111][1300/3405] lr: 4.062e-03, eta: 17:27:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.1645, loss: 2.1645 +2025-06-26 00:15:33,596 - pyskl - INFO - Epoch [111][1400/3405] lr: 4.056e-03, eta: 17:26:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 2.2775, loss: 2.2775 +2025-06-26 00:16:19,444 - pyskl - INFO - Epoch [111][1500/3405] lr: 4.051e-03, eta: 17:25:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 2.2584, loss: 2.2584 +2025-06-26 00:17:05,296 - pyskl - INFO - Epoch [111][1600/3405] lr: 4.045e-03, eta: 17:24:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 2.2651, loss: 2.2651 +2025-06-26 00:17:51,240 - pyskl - INFO - Epoch [111][1700/3405] lr: 4.039e-03, eta: 17:23:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.1086, loss: 2.1086 +2025-06-26 00:18:37,078 - pyskl - INFO - Epoch [111][1800/3405] lr: 4.034e-03, eta: 17:23:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 2.1940, loss: 2.1940 +2025-06-26 00:19:22,909 - pyskl - INFO - Epoch [111][1900/3405] lr: 4.028e-03, eta: 17:22:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.1598, loss: 2.1598 +2025-06-26 00:20:08,779 - pyskl - INFO - Epoch [111][2000/3405] lr: 4.022e-03, eta: 17:21:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.2447, loss: 2.2447 +2025-06-26 00:20:54,567 - pyskl - INFO - Epoch [111][2100/3405] lr: 4.017e-03, eta: 17:20:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.3048, loss: 2.3048 +2025-06-26 00:21:40,305 - pyskl - INFO - Epoch [111][2200/3405] lr: 4.011e-03, eta: 17:20:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 2.2656, loss: 2.2656 +2025-06-26 00:22:26,225 - pyskl - INFO - Epoch [111][2300/3405] lr: 4.005e-03, eta: 17:19:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9981, loss_cls: 2.2260, loss: 2.2260 +2025-06-26 00:23:12,220 - pyskl - INFO - Epoch [111][2400/3405] lr: 4.000e-03, eta: 17:18:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 2.2179, loss: 2.2179 +2025-06-26 00:23:58,199 - pyskl - INFO - Epoch [111][2500/3405] lr: 3.994e-03, eta: 17:17:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 2.3014, loss: 2.3014 +2025-06-26 00:24:44,178 - pyskl - INFO - Epoch [111][2600/3405] lr: 3.988e-03, eta: 17:16:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.1389, loss: 2.1389 +2025-06-26 00:25:30,167 - pyskl - INFO - Epoch [111][2700/3405] lr: 3.983e-03, eta: 17:16:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.3130, loss: 2.3130 +2025-06-26 00:26:16,075 - pyskl - INFO - Epoch [111][2800/3405] lr: 3.977e-03, eta: 17:15:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.2597, loss: 2.2597 +2025-06-26 00:27:01,850 - pyskl - INFO - Epoch [111][2900/3405] lr: 3.972e-03, eta: 17:14:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.3307, loss: 2.3307 +2025-06-26 00:27:47,614 - pyskl - INFO - Epoch [111][3000/3405] lr: 3.966e-03, eta: 17:13:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.2970, loss: 2.2970 +2025-06-26 00:28:33,396 - pyskl - INFO - Epoch [111][3100/3405] lr: 3.960e-03, eta: 17:12:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.2912, loss: 2.2912 +2025-06-26 00:29:19,178 - pyskl - INFO - Epoch [111][3200/3405] lr: 3.955e-03, eta: 17:12:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.2406, loss: 2.2406 +2025-06-26 00:30:04,922 - pyskl - INFO - Epoch [111][3300/3405] lr: 3.949e-03, eta: 17:11:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.2823, loss: 2.2823 +2025-06-26 00:30:50,628 - pyskl - INFO - Epoch [111][3400/3405] lr: 3.943e-03, eta: 17:10:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 2.2564, loss: 2.2564 +2025-06-26 00:30:53,232 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-06-26 00:38:47,308 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 00:38:47,848 - pyskl - INFO - +top1_acc 0.8631 +top5_acc 0.9724 +2025-06-26 00:38:47,868 - pyskl - INFO - Epoch(val) [111][3718] top1_acc: 0.8631, top5_acc: 0.9724 +2025-06-26 00:39:56,330 - pyskl - INFO - Epoch [112][100/3405] lr: 3.938e-03, eta: 17:09:57, time: 0.685, data_time: 0.225, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 2.1794, loss: 2.1794 +2025-06-26 00:40:42,279 - pyskl - INFO - Epoch [112][200/3405] lr: 3.932e-03, eta: 17:09:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9988, loss_cls: 2.2526, loss: 2.2526 +2025-06-26 00:41:28,254 - pyskl - INFO - Epoch [112][300/3405] lr: 3.926e-03, eta: 17:08:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.2474, loss: 2.2474 +2025-06-26 00:42:14,215 - pyskl - INFO - Epoch [112][400/3405] lr: 3.921e-03, eta: 17:07:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9912, loss_cls: 2.1895, loss: 2.1895 +2025-06-26 00:43:00,078 - pyskl - INFO - Epoch [112][500/3405] lr: 3.915e-03, eta: 17:06:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.1962, loss: 2.1962 +2025-06-26 00:43:45,960 - pyskl - INFO - Epoch [112][600/3405] lr: 3.910e-03, eta: 17:06:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 2.1656, loss: 2.1656 +2025-06-26 00:44:31,848 - pyskl - INFO - Epoch [112][700/3405] lr: 3.904e-03, eta: 17:05:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 2.1201, loss: 2.1201 +2025-06-26 00:45:17,738 - pyskl - INFO - Epoch [112][800/3405] lr: 3.898e-03, eta: 17:04:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9925, loss_cls: 2.2475, loss: 2.2475 +2025-06-26 00:46:03,650 - pyskl - INFO - Epoch [112][900/3405] lr: 3.893e-03, eta: 17:03:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 2.2188, loss: 2.2188 +2025-06-26 00:46:49,738 - pyskl - INFO - Epoch [112][1000/3405] lr: 3.887e-03, eta: 17:02:56, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 2.1815, loss: 2.1815 +2025-06-26 00:47:35,798 - pyskl - INFO - Epoch [112][1100/3405] lr: 3.882e-03, eta: 17:02:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 2.1984, loss: 2.1984 +2025-06-26 00:48:21,777 - pyskl - INFO - Epoch [112][1200/3405] lr: 3.876e-03, eta: 17:01:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 2.2261, loss: 2.2261 +2025-06-26 00:49:07,833 - pyskl - INFO - Epoch [112][1300/3405] lr: 3.871e-03, eta: 17:00:35, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.1598, loss: 2.1598 +2025-06-26 00:49:53,793 - pyskl - INFO - Epoch [112][1400/3405] lr: 3.865e-03, eta: 16:59:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 2.2213, loss: 2.2213 +2025-06-26 00:50:39,691 - pyskl - INFO - Epoch [112][1500/3405] lr: 3.860e-03, eta: 16:59:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.1967, loss: 2.1967 +2025-06-26 00:51:25,646 - pyskl - INFO - Epoch [112][1600/3405] lr: 3.854e-03, eta: 16:58:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 2.1672, loss: 2.1672 +2025-06-26 00:52:11,717 - pyskl - INFO - Epoch [112][1700/3405] lr: 3.848e-03, eta: 16:57:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 2.1944, loss: 2.1944 +2025-06-26 00:52:57,710 - pyskl - INFO - Epoch [112][1800/3405] lr: 3.843e-03, eta: 16:56:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 2.1390, loss: 2.1390 +2025-06-26 00:53:43,705 - pyskl - INFO - Epoch [112][1900/3405] lr: 3.837e-03, eta: 16:55:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.2043, loss: 2.2043 +2025-06-26 00:54:29,709 - pyskl - INFO - Epoch [112][2000/3405] lr: 3.832e-03, eta: 16:55:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.2813, loss: 2.2813 +2025-06-26 00:55:15,728 - pyskl - INFO - Epoch [112][2100/3405] lr: 3.826e-03, eta: 16:54:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.1705, loss: 2.1705 +2025-06-26 00:56:01,769 - pyskl - INFO - Epoch [112][2200/3405] lr: 3.821e-03, eta: 16:53:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.2006, loss: 2.2006 +2025-06-26 00:56:47,784 - pyskl - INFO - Epoch [112][2300/3405] lr: 3.815e-03, eta: 16:52:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.2836, loss: 2.2836 +2025-06-26 00:57:33,737 - pyskl - INFO - Epoch [112][2400/3405] lr: 3.810e-03, eta: 16:52:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.2605, loss: 2.2605 +2025-06-26 00:58:19,698 - pyskl - INFO - Epoch [112][2500/3405] lr: 3.804e-03, eta: 16:51:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.2354, loss: 2.2354 +2025-06-26 00:59:05,653 - pyskl - INFO - Epoch [112][2600/3405] lr: 3.799e-03, eta: 16:50:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.2725, loss: 2.2725 +2025-06-26 00:59:51,694 - pyskl - INFO - Epoch [112][2700/3405] lr: 3.793e-03, eta: 16:49:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.2649, loss: 2.2649 +2025-06-26 01:00:37,717 - pyskl - INFO - Epoch [112][2800/3405] lr: 3.788e-03, eta: 16:48:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.1634, loss: 2.1634 +2025-06-26 01:01:23,735 - pyskl - INFO - Epoch [112][2900/3405] lr: 3.782e-03, eta: 16:48:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 2.2216, loss: 2.2216 +2025-06-26 01:02:09,822 - pyskl - INFO - Epoch [112][3000/3405] lr: 3.777e-03, eta: 16:47:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.1825, loss: 2.1825 +2025-06-26 01:02:55,752 - pyskl - INFO - Epoch [112][3100/3405] lr: 3.771e-03, eta: 16:46:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.1595, loss: 2.1595 +2025-06-26 01:03:41,841 - pyskl - INFO - Epoch [112][3200/3405] lr: 3.766e-03, eta: 16:45:47, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9969, loss_cls: 2.2556, loss: 2.2556 +2025-06-26 01:04:27,978 - pyskl - INFO - Epoch [112][3300/3405] lr: 3.760e-03, eta: 16:45:00, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9988, loss_cls: 2.1377, loss: 2.1377 +2025-06-26 01:05:14,065 - pyskl - INFO - Epoch [112][3400/3405] lr: 3.755e-03, eta: 16:44:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.2610, loss: 2.2610 +2025-06-26 01:05:16,749 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-06-26 01:09:28,535 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 01:09:29,080 - pyskl - INFO - +top1_acc 0.8554 +top5_acc 0.9740 +2025-06-26 01:09:29,101 - pyskl - INFO - Epoch(val) [112][3718] top1_acc: 0.8554, top5_acc: 0.9740 +2025-06-26 01:10:38,003 - pyskl - INFO - Epoch [113][100/3405] lr: 3.749e-03, eta: 16:43:31, time: 0.689, data_time: 0.227, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.1247, loss: 2.1247 +2025-06-26 01:11:24,188 - pyskl - INFO - Epoch [113][200/3405] lr: 3.743e-03, eta: 16:42:45, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 2.1770, loss: 2.1770 +2025-06-26 01:12:10,217 - pyskl - INFO - Epoch [113][300/3405] lr: 3.738e-03, eta: 16:41:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 2.1343, loss: 2.1343 +2025-06-26 01:12:56,126 - pyskl - INFO - Epoch [113][400/3405] lr: 3.732e-03, eta: 16:41:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.2185, loss: 2.2185 +2025-06-26 01:13:41,980 - pyskl - INFO - Epoch [113][500/3405] lr: 3.727e-03, eta: 16:40:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 2.1271, loss: 2.1271 +2025-06-26 01:14:27,804 - pyskl - INFO - Epoch [113][600/3405] lr: 3.721e-03, eta: 16:39:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 2.0792, loss: 2.0792 +2025-06-26 01:15:13,553 - pyskl - INFO - Epoch [113][700/3405] lr: 3.716e-03, eta: 16:38:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 2.0359, loss: 2.0359 +2025-06-26 01:15:59,381 - pyskl - INFO - Epoch [113][800/3405] lr: 3.710e-03, eta: 16:38:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 2.1219, loss: 2.1219 +2025-06-26 01:16:45,433 - pyskl - INFO - Epoch [113][900/3405] lr: 3.705e-03, eta: 16:37:17, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 2.2361, loss: 2.2361 +2025-06-26 01:17:31,160 - pyskl - INFO - Epoch [113][1000/3405] lr: 3.699e-03, eta: 16:36:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.2003, loss: 2.2003 +2025-06-26 01:18:16,878 - pyskl - INFO - Epoch [113][1100/3405] lr: 3.694e-03, eta: 16:35:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 2.1788, loss: 2.1788 +2025-06-26 01:19:02,626 - pyskl - INFO - Epoch [113][1200/3405] lr: 3.689e-03, eta: 16:34:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 2.1973, loss: 2.1973 +2025-06-26 01:19:48,361 - pyskl - INFO - Epoch [113][1300/3405] lr: 3.683e-03, eta: 16:34:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.2192, loss: 2.2192 +2025-06-26 01:20:34,161 - pyskl - INFO - Epoch [113][1400/3405] lr: 3.678e-03, eta: 16:33:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 2.1007, loss: 2.1007 +2025-06-26 01:21:20,005 - pyskl - INFO - Epoch [113][1500/3405] lr: 3.672e-03, eta: 16:32:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 2.1934, loss: 2.1934 +2025-06-26 01:22:05,843 - pyskl - INFO - Epoch [113][1600/3405] lr: 3.667e-03, eta: 16:31:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.1736, loss: 2.1736 +2025-06-26 01:22:51,756 - pyskl - INFO - Epoch [113][1700/3405] lr: 3.661e-03, eta: 16:31:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 2.2400, loss: 2.2400 +2025-06-26 01:23:37,698 - pyskl - INFO - Epoch [113][1800/3405] lr: 3.656e-03, eta: 16:30:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.2355, loss: 2.2355 +2025-06-26 01:24:23,625 - pyskl - INFO - Epoch [113][1900/3405] lr: 3.650e-03, eta: 16:29:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 2.2402, loss: 2.2402 +2025-06-26 01:25:09,529 - pyskl - INFO - Epoch [113][2000/3405] lr: 3.645e-03, eta: 16:28:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.1520, loss: 2.1520 +2025-06-26 01:25:55,411 - pyskl - INFO - Epoch [113][2100/3405] lr: 3.640e-03, eta: 16:27:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.1347, loss: 2.1347 +2025-06-26 01:26:41,304 - pyskl - INFO - Epoch [113][2200/3405] lr: 3.634e-03, eta: 16:27:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 2.1834, loss: 2.1834 +2025-06-26 01:27:27,049 - pyskl - INFO - Epoch [113][2300/3405] lr: 3.629e-03, eta: 16:26:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.0974, loss: 2.0974 +2025-06-26 01:28:12,783 - pyskl - INFO - Epoch [113][2400/3405] lr: 3.623e-03, eta: 16:25:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.2315, loss: 2.2315 +2025-06-26 01:28:58,572 - pyskl - INFO - Epoch [113][2500/3405] lr: 3.618e-03, eta: 16:24:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 2.1271, loss: 2.1271 +2025-06-26 01:29:44,408 - pyskl - INFO - Epoch [113][2600/3405] lr: 3.613e-03, eta: 16:24:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 2.1880, loss: 2.1880 +2025-06-26 01:30:30,236 - pyskl - INFO - Epoch [113][2700/3405] lr: 3.607e-03, eta: 16:23:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 2.2396, loss: 2.2396 +2025-06-26 01:31:16,221 - pyskl - INFO - Epoch [113][2800/3405] lr: 3.602e-03, eta: 16:22:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 2.1520, loss: 2.1520 +2025-06-26 01:32:02,184 - pyskl - INFO - Epoch [113][2900/3405] lr: 3.596e-03, eta: 16:21:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 2.2635, loss: 2.2635 +2025-06-26 01:32:48,325 - pyskl - INFO - Epoch [113][3000/3405] lr: 3.591e-03, eta: 16:20:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.2905, loss: 2.2905 +2025-06-26 01:33:34,316 - pyskl - INFO - Epoch [113][3100/3405] lr: 3.586e-03, eta: 16:20:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 2.1743, loss: 2.1743 +2025-06-26 01:34:20,463 - pyskl - INFO - Epoch [113][3200/3405] lr: 3.580e-03, eta: 16:19:21, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.2158, loss: 2.2158 +2025-06-26 01:35:06,525 - pyskl - INFO - Epoch [113][3300/3405] lr: 3.575e-03, eta: 16:18:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 2.1415, loss: 2.1415 +2025-06-26 01:35:52,455 - pyskl - INFO - Epoch [113][3400/3405] lr: 3.569e-03, eta: 16:17:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.1728, loss: 2.1728 +2025-06-26 01:35:55,105 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-06-26 01:40:09,778 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 01:40:10,315 - pyskl - INFO - +top1_acc 0.8592 +top5_acc 0.9720 +2025-06-26 01:40:10,335 - pyskl - INFO - Epoch(val) [113][3718] top1_acc: 0.8592, top5_acc: 0.9720 +2025-06-26 01:41:18,366 - pyskl - INFO - Epoch [114][100/3405] lr: 3.564e-03, eta: 16:17:05, time: 0.680, data_time: 0.222, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 2.0699, loss: 2.0699 +2025-06-26 01:42:04,119 - pyskl - INFO - Epoch [114][200/3405] lr: 3.558e-03, eta: 16:16:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 2.1307, loss: 2.1307 +2025-06-26 01:42:49,922 - pyskl - INFO - Epoch [114][300/3405] lr: 3.553e-03, eta: 16:15:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.9747, loss: 1.9747 +2025-06-26 01:43:35,751 - pyskl - INFO - Epoch [114][400/3405] lr: 3.548e-03, eta: 16:14:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 2.1111, loss: 2.1111 +2025-06-26 01:44:21,664 - pyskl - INFO - Epoch [114][500/3405] lr: 3.542e-03, eta: 16:13:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.0830, loss: 2.0830 +2025-06-26 01:45:07,559 - pyskl - INFO - Epoch [114][600/3405] lr: 3.537e-03, eta: 16:13:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 2.0691, loss: 2.0691 +2025-06-26 01:45:53,457 - pyskl - INFO - Epoch [114][700/3405] lr: 3.532e-03, eta: 16:12:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 2.1099, loss: 2.1099 +2025-06-26 01:46:39,331 - pyskl - INFO - Epoch [114][800/3405] lr: 3.526e-03, eta: 16:11:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.0554, loss: 2.0554 +2025-06-26 01:47:25,419 - pyskl - INFO - Epoch [114][900/3405] lr: 3.521e-03, eta: 16:10:50, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 2.1827, loss: 2.1827 +2025-06-26 01:48:11,247 - pyskl - INFO - Epoch [114][1000/3405] lr: 3.516e-03, eta: 16:10:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 2.1167, loss: 2.1167 +2025-06-26 01:48:57,096 - pyskl - INFO - Epoch [114][1100/3405] lr: 3.510e-03, eta: 16:09:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 2.0835, loss: 2.0835 +2025-06-26 01:49:42,911 - pyskl - INFO - Epoch [114][1200/3405] lr: 3.505e-03, eta: 16:08:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.1161, loss: 2.1161 +2025-06-26 01:50:28,955 - pyskl - INFO - Epoch [114][1300/3405] lr: 3.499e-03, eta: 16:07:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 2.0809, loss: 2.0809 +2025-06-26 01:51:14,910 - pyskl - INFO - Epoch [114][1400/3405] lr: 3.494e-03, eta: 16:06:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 2.0493, loss: 2.0493 +2025-06-26 01:52:00,787 - pyskl - INFO - Epoch [114][1500/3405] lr: 3.489e-03, eta: 16:06:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.1854, loss: 2.1854 +2025-06-26 01:52:46,703 - pyskl - INFO - Epoch [114][1600/3405] lr: 3.484e-03, eta: 16:05:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.0921, loss: 2.0921 +2025-06-26 01:53:32,661 - pyskl - INFO - Epoch [114][1700/3405] lr: 3.478e-03, eta: 16:04:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 2.1085, loss: 2.1085 +2025-06-26 01:54:18,692 - pyskl - INFO - Epoch [114][1800/3405] lr: 3.473e-03, eta: 16:03:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 2.2474, loss: 2.2474 +2025-06-26 01:55:04,570 - pyskl - INFO - Epoch [114][1900/3405] lr: 3.468e-03, eta: 16:03:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.1088, loss: 2.1088 +2025-06-26 01:55:50,436 - pyskl - INFO - Epoch [114][2000/3405] lr: 3.462e-03, eta: 16:02:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.2061, loss: 2.2061 +2025-06-26 01:56:36,263 - pyskl - INFO - Epoch [114][2100/3405] lr: 3.457e-03, eta: 16:01:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 2.1767, loss: 2.1767 +2025-06-26 01:57:22,147 - pyskl - INFO - Epoch [114][2200/3405] lr: 3.452e-03, eta: 16:00:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 2.1618, loss: 2.1618 +2025-06-26 01:58:07,997 - pyskl - INFO - Epoch [114][2300/3405] lr: 3.446e-03, eta: 15:59:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 2.1544, loss: 2.1544 +2025-06-26 01:58:53,855 - pyskl - INFO - Epoch [114][2400/3405] lr: 3.441e-03, eta: 15:59:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.2421, loss: 2.2421 +2025-06-26 01:59:39,731 - pyskl - INFO - Epoch [114][2500/3405] lr: 3.436e-03, eta: 15:58:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.0971, loss: 2.0971 +2025-06-26 02:00:25,604 - pyskl - INFO - Epoch [114][2600/3405] lr: 3.430e-03, eta: 15:57:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.1138, loss: 2.1138 +2025-06-26 02:01:11,704 - pyskl - INFO - Epoch [114][2700/3405] lr: 3.425e-03, eta: 15:56:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.0889, loss: 2.0889 +2025-06-26 02:01:57,702 - pyskl - INFO - Epoch [114][2800/3405] lr: 3.420e-03, eta: 15:56:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 2.2099, loss: 2.2099 +2025-06-26 02:02:43,700 - pyskl - INFO - Epoch [114][2900/3405] lr: 3.415e-03, eta: 15:55:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.2087, loss: 2.2087 +2025-06-26 02:03:29,630 - pyskl - INFO - Epoch [114][3000/3405] lr: 3.409e-03, eta: 15:54:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 2.1635, loss: 2.1635 +2025-06-26 02:04:15,608 - pyskl - INFO - Epoch [114][3100/3405] lr: 3.404e-03, eta: 15:53:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.1364, loss: 2.1364 +2025-06-26 02:05:01,663 - pyskl - INFO - Epoch [114][3200/3405] lr: 3.399e-03, eta: 15:52:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.2076, loss: 2.2076 +2025-06-26 02:05:47,547 - pyskl - INFO - Epoch [114][3300/3405] lr: 3.393e-03, eta: 15:52:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.1578, loss: 2.1578 +2025-06-26 02:06:33,437 - pyskl - INFO - Epoch [114][3400/3405] lr: 3.388e-03, eta: 15:51:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.2007, loss: 2.2007 +2025-06-26 02:06:36,095 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-06-26 02:10:46,194 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 02:10:46,739 - pyskl - INFO - +top1_acc 0.8480 +top5_acc 0.9689 +2025-06-26 02:10:46,759 - pyskl - INFO - Epoch(val) [114][3718] top1_acc: 0.8480, top5_acc: 0.9689 +2025-06-26 02:11:55,187 - pyskl - INFO - Epoch [115][100/3405] lr: 3.383e-03, eta: 15:50:38, time: 0.684, data_time: 0.225, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.1741, loss: 2.1741 +2025-06-26 02:12:41,176 - pyskl - INFO - Epoch [115][200/3405] lr: 3.377e-03, eta: 15:49:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.1465, loss: 2.1465 +2025-06-26 02:13:27,223 - pyskl - INFO - Epoch [115][300/3405] lr: 3.372e-03, eta: 15:49:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 2.1491, loss: 2.1491 +2025-06-26 02:14:13,223 - pyskl - INFO - Epoch [115][400/3405] lr: 3.367e-03, eta: 15:48:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 2.1439, loss: 2.1439 +2025-06-26 02:14:59,283 - pyskl - INFO - Epoch [115][500/3405] lr: 3.362e-03, eta: 15:47:31, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.0280, loss: 2.0280 +2025-06-26 02:15:45,301 - pyskl - INFO - Epoch [115][600/3405] lr: 3.356e-03, eta: 15:46:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 2.0487, loss: 2.0487 +2025-06-26 02:16:31,157 - pyskl - INFO - Epoch [115][700/3405] lr: 3.351e-03, eta: 15:45:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.1407, loss: 2.1407 +2025-06-26 02:17:17,061 - pyskl - INFO - Epoch [115][800/3405] lr: 3.346e-03, eta: 15:45:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.1349, loss: 2.1349 +2025-06-26 02:18:02,975 - pyskl - INFO - Epoch [115][900/3405] lr: 3.341e-03, eta: 15:44:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.0855, loss: 2.0855 +2025-06-26 02:18:48,908 - pyskl - INFO - Epoch [115][1000/3405] lr: 3.335e-03, eta: 15:43:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 2.0700, loss: 2.0700 +2025-06-26 02:19:34,913 - pyskl - INFO - Epoch [115][1100/3405] lr: 3.330e-03, eta: 15:42:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.1093, loss: 2.1093 +2025-06-26 02:20:21,024 - pyskl - INFO - Epoch [115][1200/3405] lr: 3.325e-03, eta: 15:42:04, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 2.1135, loss: 2.1135 +2025-06-26 02:21:07,049 - pyskl - INFO - Epoch [115][1300/3405] lr: 3.320e-03, eta: 15:41:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 2.0593, loss: 2.0593 +2025-06-26 02:21:53,020 - pyskl - INFO - Epoch [115][1400/3405] lr: 3.315e-03, eta: 15:40:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 2.0667, loss: 2.0667 +2025-06-26 02:22:39,058 - pyskl - INFO - Epoch [115][1500/3405] lr: 3.309e-03, eta: 15:39:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 2.0518, loss: 2.0518 +2025-06-26 02:23:25,023 - pyskl - INFO - Epoch [115][1600/3405] lr: 3.304e-03, eta: 15:38:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.0554, loss: 2.0554 +2025-06-26 02:24:11,030 - pyskl - INFO - Epoch [115][1700/3405] lr: 3.299e-03, eta: 15:38:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.0728, loss: 2.0728 +2025-06-26 02:24:56,908 - pyskl - INFO - Epoch [115][1800/3405] lr: 3.294e-03, eta: 15:37:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.1609, loss: 2.1609 +2025-06-26 02:25:42,812 - pyskl - INFO - Epoch [115][1900/3405] lr: 3.289e-03, eta: 15:36:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 2.0789, loss: 2.0789 +2025-06-26 02:26:28,670 - pyskl - INFO - Epoch [115][2000/3405] lr: 3.283e-03, eta: 15:35:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 2.1578, loss: 2.1578 +2025-06-26 02:27:14,635 - pyskl - INFO - Epoch [115][2100/3405] lr: 3.278e-03, eta: 15:35:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 2.0588, loss: 2.0588 +2025-06-26 02:28:00,463 - pyskl - INFO - Epoch [115][2200/3405] lr: 3.273e-03, eta: 15:34:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 2.1257, loss: 2.1257 +2025-06-26 02:28:46,380 - pyskl - INFO - Epoch [115][2300/3405] lr: 3.268e-03, eta: 15:33:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 2.0730, loss: 2.0730 +2025-06-26 02:29:32,261 - pyskl - INFO - Epoch [115][2400/3405] lr: 3.263e-03, eta: 15:32:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.1238, loss: 2.1238 +2025-06-26 02:30:18,267 - pyskl - INFO - Epoch [115][2500/3405] lr: 3.257e-03, eta: 15:31:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 2.1103, loss: 2.1103 +2025-06-26 02:31:04,384 - pyskl - INFO - Epoch [115][2600/3405] lr: 3.252e-03, eta: 15:31:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.1766, loss: 2.1766 +2025-06-26 02:31:50,537 - pyskl - INFO - Epoch [115][2700/3405] lr: 3.247e-03, eta: 15:30:23, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 2.0879, loss: 2.0879 +2025-06-26 02:32:36,580 - pyskl - INFO - Epoch [115][2800/3405] lr: 3.242e-03, eta: 15:29:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 2.0991, loss: 2.0991 +2025-06-26 02:33:22,480 - pyskl - INFO - Epoch [115][2900/3405] lr: 3.237e-03, eta: 15:28:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.2950, loss: 2.2950 +2025-06-26 02:34:08,528 - pyskl - INFO - Epoch [115][3000/3405] lr: 3.232e-03, eta: 15:28:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.1723, loss: 2.1723 +2025-06-26 02:34:54,635 - pyskl - INFO - Epoch [115][3100/3405] lr: 3.226e-03, eta: 15:27:16, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 2.1280, loss: 2.1280 +2025-06-26 02:35:40,604 - pyskl - INFO - Epoch [115][3200/3405] lr: 3.221e-03, eta: 15:26:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 2.0935, loss: 2.0935 +2025-06-26 02:36:26,491 - pyskl - INFO - Epoch [115][3300/3405] lr: 3.216e-03, eta: 15:25:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 2.1925, loss: 2.1925 +2025-06-26 02:37:12,381 - pyskl - INFO - Epoch [115][3400/3405] lr: 3.211e-03, eta: 15:24:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 2.1295, loss: 2.1295 +2025-06-26 02:37:15,032 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-06-26 02:55:42,509 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 02:55:43,041 - pyskl - INFO - +top1_acc 0.8682 +top5_acc 0.9747 +2025-06-26 02:55:43,092 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_106.pth was removed +2025-06-26 02:55:44,113 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2025-06-26 02:55:44,115 - pyskl - INFO - Best top1_acc is 0.8682 at 115 epoch. +2025-06-26 02:55:44,134 - pyskl - INFO - Epoch(val) [115][3718] top1_acc: 0.8682, top5_acc: 0.9747 +2025-06-26 02:56:52,790 - pyskl - INFO - Epoch [116][100/3405] lr: 3.206e-03, eta: 15:24:12, time: 0.686, data_time: 0.229, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 2.0536, loss: 2.0536 +2025-06-26 02:57:38,607 - pyskl - INFO - Epoch [116][200/3405] lr: 3.200e-03, eta: 15:23:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.9504, loss: 1.9504 +2025-06-26 02:58:24,491 - pyskl - INFO - Epoch [116][300/3405] lr: 3.195e-03, eta: 15:22:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 2.0692, loss: 2.0692 +2025-06-26 02:59:10,404 - pyskl - INFO - Epoch [116][400/3405] lr: 3.190e-03, eta: 15:21:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.0263, loss: 2.0263 +2025-06-26 02:59:56,384 - pyskl - INFO - Epoch [116][500/3405] lr: 3.185e-03, eta: 15:21:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 2.0471, loss: 2.0471 +2025-06-26 03:00:42,462 - pyskl - INFO - Epoch [116][600/3405] lr: 3.180e-03, eta: 15:20:19, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 2.0407, loss: 2.0407 +2025-06-26 03:01:28,424 - pyskl - INFO - Epoch [116][700/3405] lr: 3.175e-03, eta: 15:19:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 2.0649, loss: 2.0649 +2025-06-26 03:02:14,481 - pyskl - INFO - Epoch [116][800/3405] lr: 3.170e-03, eta: 15:18:45, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.9933, loss: 1.9933 +2025-06-26 03:03:00,301 - pyskl - INFO - Epoch [116][900/3405] lr: 3.165e-03, eta: 15:17:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 2.0314, loss: 2.0314 +2025-06-26 03:03:46,131 - pyskl - INFO - Epoch [116][1000/3405] lr: 3.159e-03, eta: 15:17:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 2.0655, loss: 2.0655 +2025-06-26 03:04:32,185 - pyskl - INFO - Epoch [116][1100/3405] lr: 3.154e-03, eta: 15:16:25, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.8948, loss: 1.8948 +2025-06-26 03:05:18,121 - pyskl - INFO - Epoch [116][1200/3405] lr: 3.149e-03, eta: 15:15:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.9614, loss: 1.9614 +2025-06-26 03:06:04,060 - pyskl - INFO - Epoch [116][1300/3405] lr: 3.144e-03, eta: 15:14:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 2.1171, loss: 2.1171 +2025-06-26 03:06:49,939 - pyskl - INFO - Epoch [116][1400/3405] lr: 3.139e-03, eta: 15:14:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 2.1428, loss: 2.1428 +2025-06-26 03:07:35,955 - pyskl - INFO - Epoch [116][1500/3405] lr: 3.134e-03, eta: 15:13:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.0034, loss: 2.0034 +2025-06-26 03:08:21,837 - pyskl - INFO - Epoch [116][1600/3405] lr: 3.129e-03, eta: 15:12:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.9657, loss: 1.9657 +2025-06-26 03:09:07,711 - pyskl - INFO - Epoch [116][1700/3405] lr: 3.124e-03, eta: 15:11:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 2.1843, loss: 2.1843 +2025-06-26 03:09:53,609 - pyskl - INFO - Epoch [116][1800/3405] lr: 3.119e-03, eta: 15:10:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.9997, loss: 1.9997 +2025-06-26 03:10:39,475 - pyskl - INFO - Epoch [116][1900/3405] lr: 3.114e-03, eta: 15:10:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 2.1356, loss: 2.1356 +2025-06-26 03:11:25,418 - pyskl - INFO - Epoch [116][2000/3405] lr: 3.109e-03, eta: 15:09:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 2.0361, loss: 2.0361 +2025-06-26 03:12:11,354 - pyskl - INFO - Epoch [116][2100/3405] lr: 3.103e-03, eta: 15:08:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 2.1353, loss: 2.1353 +2025-06-26 03:12:57,226 - pyskl - INFO - Epoch [116][2200/3405] lr: 3.098e-03, eta: 15:07:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 2.0528, loss: 2.0528 +2025-06-26 03:13:43,069 - pyskl - INFO - Epoch [116][2300/3405] lr: 3.093e-03, eta: 15:07:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 2.0850, loss: 2.0850 +2025-06-26 03:14:28,930 - pyskl - INFO - Epoch [116][2400/3405] lr: 3.088e-03, eta: 15:06:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.1014, loss: 2.1014 +2025-06-26 03:15:14,796 - pyskl - INFO - Epoch [116][2500/3405] lr: 3.083e-03, eta: 15:05:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 2.0435, loss: 2.0435 +2025-06-26 03:16:00,749 - pyskl - INFO - Epoch [116][2600/3405] lr: 3.078e-03, eta: 15:04:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9950, loss_cls: 2.0060, loss: 2.0060 +2025-06-26 03:16:46,642 - pyskl - INFO - Epoch [116][2700/3405] lr: 3.073e-03, eta: 15:03:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.0727, loss: 2.0727 +2025-06-26 03:17:32,605 - pyskl - INFO - Epoch [116][2800/3405] lr: 3.068e-03, eta: 15:03:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.1203, loss: 2.1203 +2025-06-26 03:18:18,533 - pyskl - INFO - Epoch [116][2900/3405] lr: 3.063e-03, eta: 15:02:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.1023, loss: 2.1023 +2025-06-26 03:19:04,507 - pyskl - INFO - Epoch [116][3000/3405] lr: 3.058e-03, eta: 15:01:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.1505, loss: 2.1505 +2025-06-26 03:19:50,397 - pyskl - INFO - Epoch [116][3100/3405] lr: 3.053e-03, eta: 15:00:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 2.0768, loss: 2.0768 +2025-06-26 03:20:36,368 - pyskl - INFO - Epoch [116][3200/3405] lr: 3.048e-03, eta: 15:00:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.0897, loss: 2.0897 +2025-06-26 03:21:22,378 - pyskl - INFO - Epoch [116][3300/3405] lr: 3.043e-03, eta: 14:59:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 2.1292, loss: 2.1292 +2025-06-26 03:22:08,406 - pyskl - INFO - Epoch [116][3400/3405] lr: 3.038e-03, eta: 14:58:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.1244, loss: 2.1244 +2025-06-26 03:22:11,075 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-06-26 03:26:21,803 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 03:26:22,343 - pyskl - INFO - +top1_acc 0.8653 +top5_acc 0.9743 +2025-06-26 03:26:22,364 - pyskl - INFO - Epoch(val) [116][3718] top1_acc: 0.8653, top5_acc: 0.9743 +2025-06-26 03:27:30,623 - pyskl - INFO - Epoch [117][100/3405] lr: 3.033e-03, eta: 14:57:46, time: 0.683, data_time: 0.223, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 2.1060, loss: 2.1060 +2025-06-26 03:28:16,541 - pyskl - INFO - Epoch [117][200/3405] lr: 3.028e-03, eta: 14:56:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 2.0948, loss: 2.0948 +2025-06-26 03:29:02,779 - pyskl - INFO - Epoch [117][300/3405] lr: 3.023e-03, eta: 14:56:13, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.9434, loss: 1.9434 +2025-06-26 03:29:48,796 - pyskl - INFO - Epoch [117][400/3405] lr: 3.018e-03, eta: 14:55:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 2.0062, loss: 2.0062 +2025-06-26 03:30:34,788 - pyskl - INFO - Epoch [117][500/3405] lr: 3.013e-03, eta: 14:54:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.9417, loss: 1.9417 +2025-06-26 03:31:20,668 - pyskl - INFO - Epoch [117][600/3405] lr: 3.008e-03, eta: 14:53:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 2.0323, loss: 2.0323 +2025-06-26 03:32:06,641 - pyskl - INFO - Epoch [117][700/3405] lr: 3.003e-03, eta: 14:53:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 2.0061, loss: 2.0061 +2025-06-26 03:32:52,641 - pyskl - INFO - Epoch [117][800/3405] lr: 2.998e-03, eta: 14:52:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 2.0387, loss: 2.0387 +2025-06-26 03:33:38,652 - pyskl - INFO - Epoch [117][900/3405] lr: 2.993e-03, eta: 14:51:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.9980, loss: 1.9980 +2025-06-26 03:34:24,506 - pyskl - INFO - Epoch [117][1000/3405] lr: 2.988e-03, eta: 14:50:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 2.0723, loss: 2.0723 +2025-06-26 03:35:10,487 - pyskl - INFO - Epoch [117][1100/3405] lr: 2.983e-03, eta: 14:49:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 2.0135, loss: 2.0135 +2025-06-26 03:35:56,492 - pyskl - INFO - Epoch [117][1200/3405] lr: 2.978e-03, eta: 14:49:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 1.0000, loss_cls: 1.9919, loss: 1.9919 +2025-06-26 03:36:42,512 - pyskl - INFO - Epoch [117][1300/3405] lr: 2.973e-03, eta: 14:48:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 2.0115, loss: 2.0115 +2025-06-26 03:37:28,468 - pyskl - INFO - Epoch [117][1400/3405] lr: 2.968e-03, eta: 14:47:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.9666, loss: 1.9666 +2025-06-26 03:38:14,487 - pyskl - INFO - Epoch [117][1500/3405] lr: 2.963e-03, eta: 14:46:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.0465, loss: 2.0465 +2025-06-26 03:39:00,536 - pyskl - INFO - Epoch [117][1600/3405] lr: 2.958e-03, eta: 14:46:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.0456, loss: 2.0456 +2025-06-26 03:39:46,625 - pyskl - INFO - Epoch [117][1700/3405] lr: 2.953e-03, eta: 14:45:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 2.0109, loss: 2.0109 +2025-06-26 03:40:32,717 - pyskl - INFO - Epoch [117][1800/3405] lr: 2.948e-03, eta: 14:44:32, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.9633, loss: 1.9633 +2025-06-26 03:41:18,600 - pyskl - INFO - Epoch [117][1900/3405] lr: 2.943e-03, eta: 14:43:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 2.0060, loss: 2.0060 +2025-06-26 03:42:04,509 - pyskl - INFO - Epoch [117][2000/3405] lr: 2.938e-03, eta: 14:42:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 2.0971, loss: 2.0971 +2025-06-26 03:42:50,363 - pyskl - INFO - Epoch [117][2100/3405] lr: 2.933e-03, eta: 14:42:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 2.0063, loss: 2.0063 +2025-06-26 03:43:36,200 - pyskl - INFO - Epoch [117][2200/3405] lr: 2.928e-03, eta: 14:41:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 2.0200, loss: 2.0200 +2025-06-26 03:44:22,267 - pyskl - INFO - Epoch [117][2300/3405] lr: 2.923e-03, eta: 14:40:38, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 2.0563, loss: 2.0563 +2025-06-26 03:45:08,381 - pyskl - INFO - Epoch [117][2400/3405] lr: 2.918e-03, eta: 14:39:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 2.0612, loss: 2.0612 +2025-06-26 03:45:54,447 - pyskl - INFO - Epoch [117][2500/3405] lr: 2.913e-03, eta: 14:39:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 2.1277, loss: 2.1277 +2025-06-26 03:46:40,455 - pyskl - INFO - Epoch [117][2600/3405] lr: 2.908e-03, eta: 14:38:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 2.0338, loss: 2.0338 +2025-06-26 03:47:26,440 - pyskl - INFO - Epoch [117][2700/3405] lr: 2.903e-03, eta: 14:37:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 2.0573, loss: 2.0573 +2025-06-26 03:48:12,300 - pyskl - INFO - Epoch [117][2800/3405] lr: 2.898e-03, eta: 14:36:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 2.0406, loss: 2.0406 +2025-06-26 03:48:58,252 - pyskl - INFO - Epoch [117][2900/3405] lr: 2.893e-03, eta: 14:35:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 2.0259, loss: 2.0259 +2025-06-26 03:49:44,256 - pyskl - INFO - Epoch [117][3000/3405] lr: 2.889e-03, eta: 14:35:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 2.0849, loss: 2.0849 +2025-06-26 03:50:30,124 - pyskl - INFO - Epoch [117][3100/3405] lr: 2.884e-03, eta: 14:34:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 2.0044, loss: 2.0044 +2025-06-26 03:51:16,307 - pyskl - INFO - Epoch [117][3200/3405] lr: 2.879e-03, eta: 14:33:37, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.0545, loss: 2.0545 +2025-06-26 03:52:02,523 - pyskl - INFO - Epoch [117][3300/3405] lr: 2.874e-03, eta: 14:32:51, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9969, loss_cls: 2.1621, loss: 2.1621 +2025-06-26 03:52:48,535 - pyskl - INFO - Epoch [117][3400/3405] lr: 2.869e-03, eta: 14:32:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 2.0813, loss: 2.0813 +2025-06-26 03:52:51,205 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-06-26 03:57:02,458 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 03:57:02,997 - pyskl - INFO - +top1_acc 0.8649 +top5_acc 0.9744 +2025-06-26 03:57:03,018 - pyskl - INFO - Epoch(val) [117][3718] top1_acc: 0.8649, top5_acc: 0.9744 +2025-06-26 03:58:11,604 - pyskl - INFO - Epoch [118][100/3405] lr: 2.864e-03, eta: 14:31:21, time: 0.686, data_time: 0.224, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 2.0504, loss: 2.0504 +2025-06-26 03:58:57,643 - pyskl - INFO - Epoch [118][200/3405] lr: 2.859e-03, eta: 14:30:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.9723, loss: 1.9723 +2025-06-26 03:59:43,748 - pyskl - INFO - Epoch [118][300/3405] lr: 2.854e-03, eta: 14:29:47, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 1.9232, loss: 1.9232 +2025-06-26 04:00:29,730 - pyskl - INFO - Epoch [118][400/3405] lr: 2.849e-03, eta: 14:29:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.9971, loss: 1.9971 +2025-06-26 04:01:15,719 - pyskl - INFO - Epoch [118][500/3405] lr: 2.844e-03, eta: 14:28:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.9126, loss: 1.9126 +2025-06-26 04:02:01,691 - pyskl - INFO - Epoch [118][600/3405] lr: 2.839e-03, eta: 14:27:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.9527, loss: 1.9527 +2025-06-26 04:02:47,771 - pyskl - INFO - Epoch [118][700/3405] lr: 2.834e-03, eta: 14:26:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.9208, loss: 1.9208 +2025-06-26 04:03:33,772 - pyskl - INFO - Epoch [118][800/3405] lr: 2.830e-03, eta: 14:25:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.8644, loss: 1.8644 +2025-06-26 04:04:19,894 - pyskl - INFO - Epoch [118][900/3405] lr: 2.825e-03, eta: 14:25:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.8997, loss: 1.8997 +2025-06-26 04:05:05,852 - pyskl - INFO - Epoch [118][1000/3405] lr: 2.820e-03, eta: 14:24:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.9769, loss: 1.9769 +2025-06-26 04:05:51,877 - pyskl - INFO - Epoch [118][1100/3405] lr: 2.815e-03, eta: 14:23:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 2.0563, loss: 2.0563 +2025-06-26 04:06:37,906 - pyskl - INFO - Epoch [118][1200/3405] lr: 2.810e-03, eta: 14:22:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 1.9765, loss: 1.9765 +2025-06-26 04:07:24,131 - pyskl - INFO - Epoch [118][1300/3405] lr: 2.805e-03, eta: 14:22:00, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 2.0015, loss: 2.0015 +2025-06-26 04:08:10,027 - pyskl - INFO - Epoch [118][1400/3405] lr: 2.800e-03, eta: 14:21:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 2.0407, loss: 2.0407 +2025-06-26 04:08:56,048 - pyskl - INFO - Epoch [118][1500/3405] lr: 2.796e-03, eta: 14:20:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 2.0729, loss: 2.0729 +2025-06-26 04:09:42,085 - pyskl - INFO - Epoch [118][1600/3405] lr: 2.791e-03, eta: 14:19:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 2.0137, loss: 2.0137 +2025-06-26 04:10:28,043 - pyskl - INFO - Epoch [118][1700/3405] lr: 2.786e-03, eta: 14:18:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.0892, loss: 2.0892 +2025-06-26 04:11:13,993 - pyskl - INFO - Epoch [118][1800/3405] lr: 2.781e-03, eta: 14:18:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.0803, loss: 2.0803 +2025-06-26 04:11:59,939 - pyskl - INFO - Epoch [118][1900/3405] lr: 2.776e-03, eta: 14:17:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.9183, loss: 1.9183 +2025-06-26 04:12:45,888 - pyskl - INFO - Epoch [118][2000/3405] lr: 2.771e-03, eta: 14:16:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.9324, loss: 1.9324 +2025-06-26 04:13:31,982 - pyskl - INFO - Epoch [118][2100/3405] lr: 2.767e-03, eta: 14:15:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 2.0434, loss: 2.0434 +2025-06-26 04:14:17,997 - pyskl - INFO - Epoch [118][2200/3405] lr: 2.762e-03, eta: 14:15:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.9661, loss: 1.9661 +2025-06-26 04:15:03,932 - pyskl - INFO - Epoch [118][2300/3405] lr: 2.757e-03, eta: 14:14:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 1.9263, loss: 1.9263 +2025-06-26 04:15:49,805 - pyskl - INFO - Epoch [118][2400/3405] lr: 2.752e-03, eta: 14:13:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 2.0355, loss: 2.0355 +2025-06-26 04:16:35,680 - pyskl - INFO - Epoch [118][2500/3405] lr: 2.747e-03, eta: 14:12:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.1005, loss: 2.1005 +2025-06-26 04:17:21,631 - pyskl - INFO - Epoch [118][2600/3405] lr: 2.742e-03, eta: 14:11:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 2.0540, loss: 2.0540 +2025-06-26 04:18:07,572 - pyskl - INFO - Epoch [118][2700/3405] lr: 2.738e-03, eta: 14:11:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.0618, loss: 2.0618 +2025-06-26 04:18:53,437 - pyskl - INFO - Epoch [118][2800/3405] lr: 2.733e-03, eta: 14:10:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.0484, loss: 2.0484 +2025-06-26 04:19:39,338 - pyskl - INFO - Epoch [118][2900/3405] lr: 2.728e-03, eta: 14:09:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 2.0168, loss: 2.0168 +2025-06-26 04:20:25,172 - pyskl - INFO - Epoch [118][3000/3405] lr: 2.723e-03, eta: 14:08:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 1.9654, loss: 1.9654 +2025-06-26 04:21:11,022 - pyskl - INFO - Epoch [118][3100/3405] lr: 2.718e-03, eta: 14:07:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.9660, loss: 1.9660 +2025-06-26 04:21:56,907 - pyskl - INFO - Epoch [118][3200/3405] lr: 2.714e-03, eta: 14:07:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.9865, loss: 1.9865 +2025-06-26 04:22:42,740 - pyskl - INFO - Epoch [118][3300/3405] lr: 2.709e-03, eta: 14:06:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.0782, loss: 2.0782 +2025-06-26 04:23:28,539 - pyskl - INFO - Epoch [118][3400/3405] lr: 2.704e-03, eta: 14:05:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 2.0650, loss: 2.0650 +2025-06-26 04:23:31,134 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-06-26 04:27:44,571 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 04:27:45,106 - pyskl - INFO - +top1_acc 0.8667 +top5_acc 0.9744 +2025-06-26 04:27:45,125 - pyskl - INFO - Epoch(val) [118][3718] top1_acc: 0.8667, top5_acc: 0.9744 +2025-06-26 04:28:53,490 - pyskl - INFO - Epoch [119][100/3405] lr: 2.699e-03, eta: 14:04:55, time: 0.684, data_time: 0.226, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.9239, loss: 1.9239 +2025-06-26 04:29:39,433 - pyskl - INFO - Epoch [119][200/3405] lr: 2.694e-03, eta: 14:04:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.9812, loss: 1.9812 +2025-06-26 04:30:25,428 - pyskl - INFO - Epoch [119][300/3405] lr: 2.690e-03, eta: 14:03:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.8692, loss: 1.8692 +2025-06-26 04:31:11,378 - pyskl - INFO - Epoch [119][400/3405] lr: 2.685e-03, eta: 14:02:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.9364, loss: 1.9364 +2025-06-26 04:31:57,363 - pyskl - INFO - Epoch [119][500/3405] lr: 2.680e-03, eta: 14:01:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.9815, loss: 1.9815 +2025-06-26 04:32:43,326 - pyskl - INFO - Epoch [119][600/3405] lr: 2.675e-03, eta: 14:01:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.9199, loss: 1.9199 +2025-06-26 04:33:29,234 - pyskl - INFO - Epoch [119][700/3405] lr: 2.671e-03, eta: 14:00:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.8548, loss: 1.8548 +2025-06-26 04:34:15,244 - pyskl - INFO - Epoch [119][800/3405] lr: 2.666e-03, eta: 13:59:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.9863, loss: 1.9863 +2025-06-26 04:35:01,213 - pyskl - INFO - Epoch [119][900/3405] lr: 2.661e-03, eta: 13:58:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.9219, loss: 1.9219 +2025-06-26 04:35:47,385 - pyskl - INFO - Epoch [119][1000/3405] lr: 2.656e-03, eta: 13:57:54, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 2.0630, loss: 2.0630 +2025-06-26 04:36:33,326 - pyskl - INFO - Epoch [119][1100/3405] lr: 2.652e-03, eta: 13:57:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.9458, loss: 1.9458 +2025-06-26 04:37:19,434 - pyskl - INFO - Epoch [119][1200/3405] lr: 2.647e-03, eta: 13:56:21, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.8812, loss: 1.8812 +2025-06-26 04:38:05,430 - pyskl - INFO - Epoch [119][1300/3405] lr: 2.642e-03, eta: 13:55:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.9449, loss: 1.9449 +2025-06-26 04:38:51,392 - pyskl - INFO - Epoch [119][1400/3405] lr: 2.637e-03, eta: 13:54:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.9392, loss: 1.9392 +2025-06-26 04:39:37,385 - pyskl - INFO - Epoch [119][1500/3405] lr: 2.633e-03, eta: 13:54:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.9230, loss: 1.9230 +2025-06-26 04:40:23,340 - pyskl - INFO - Epoch [119][1600/3405] lr: 2.628e-03, eta: 13:53:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.9327, loss: 1.9327 +2025-06-26 04:41:09,261 - pyskl - INFO - Epoch [119][1700/3405] lr: 2.623e-03, eta: 13:52:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.8728, loss: 1.8728 +2025-06-26 04:41:55,167 - pyskl - INFO - Epoch [119][1800/3405] lr: 2.619e-03, eta: 13:51:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.9351, loss: 1.9351 +2025-06-26 04:42:41,114 - pyskl - INFO - Epoch [119][1900/3405] lr: 2.614e-03, eta: 13:50:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.9897, loss: 1.9897 +2025-06-26 04:43:27,113 - pyskl - INFO - Epoch [119][2000/3405] lr: 2.609e-03, eta: 13:50:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.9301, loss: 1.9301 +2025-06-26 04:44:13,177 - pyskl - INFO - Epoch [119][2100/3405] lr: 2.604e-03, eta: 13:49:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.9828, loss: 1.9828 +2025-06-26 04:44:59,092 - pyskl - INFO - Epoch [119][2200/3405] lr: 2.600e-03, eta: 13:48:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.9389, loss: 1.9389 +2025-06-26 04:45:45,015 - pyskl - INFO - Epoch [119][2300/3405] lr: 2.595e-03, eta: 13:47:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.9248, loss: 1.9248 +2025-06-26 04:46:30,950 - pyskl - INFO - Epoch [119][2400/3405] lr: 2.590e-03, eta: 13:47:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 1.9909, loss: 1.9909 +2025-06-26 04:47:16,951 - pyskl - INFO - Epoch [119][2500/3405] lr: 2.586e-03, eta: 13:46:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.9650, loss: 1.9650 +2025-06-26 04:48:02,951 - pyskl - INFO - Epoch [119][2600/3405] lr: 2.581e-03, eta: 13:45:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.9175, loss: 1.9175 +2025-06-26 04:48:48,900 - pyskl - INFO - Epoch [119][2700/3405] lr: 2.576e-03, eta: 13:44:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 2.0320, loss: 2.0320 +2025-06-26 04:49:34,854 - pyskl - INFO - Epoch [119][2800/3405] lr: 2.572e-03, eta: 13:43:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 2.0395, loss: 2.0395 +2025-06-26 04:50:20,784 - pyskl - INFO - Epoch [119][2900/3405] lr: 2.567e-03, eta: 13:43:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.9414, loss: 1.9414 +2025-06-26 04:51:06,662 - pyskl - INFO - Epoch [119][3000/3405] lr: 2.562e-03, eta: 13:42:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.9833, loss: 1.9833 +2025-06-26 04:51:52,594 - pyskl - INFO - Epoch [119][3100/3405] lr: 2.558e-03, eta: 13:41:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.9332, loss: 1.9332 +2025-06-26 04:52:38,511 - pyskl - INFO - Epoch [119][3200/3405] lr: 2.553e-03, eta: 13:40:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.9687, loss: 1.9687 +2025-06-26 04:53:24,435 - pyskl - INFO - Epoch [119][3300/3405] lr: 2.548e-03, eta: 13:40:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.8827, loss: 1.8827 +2025-06-26 04:54:10,327 - pyskl - INFO - Epoch [119][3400/3405] lr: 2.544e-03, eta: 13:39:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.9636, loss: 1.9636 +2025-06-26 04:54:12,966 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-06-26 04:58:24,357 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 04:58:24,893 - pyskl - INFO - +top1_acc 0.8746 +top5_acc 0.9743 +2025-06-26 04:58:24,948 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_115.pth was removed +2025-06-26 04:58:25,993 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2025-06-26 04:58:25,995 - pyskl - INFO - Best top1_acc is 0.8746 at 119 epoch. +2025-06-26 04:58:26,016 - pyskl - INFO - Epoch(val) [119][3718] top1_acc: 0.8746, top5_acc: 0.9743 +2025-06-26 04:59:34,497 - pyskl - INFO - Epoch [120][100/3405] lr: 2.539e-03, eta: 13:38:29, time: 0.685, data_time: 0.226, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.8870, loss: 1.8870 +2025-06-26 05:00:20,579 - pyskl - INFO - Epoch [120][200/3405] lr: 2.534e-03, eta: 13:37:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.7644, loss: 1.7644 +2025-06-26 05:01:06,500 - pyskl - INFO - Epoch [120][300/3405] lr: 2.529e-03, eta: 13:36:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.9268, loss: 1.9268 +2025-06-26 05:01:52,845 - pyskl - INFO - Epoch [120][400/3405] lr: 2.525e-03, eta: 13:36:09, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.9115, loss: 1.9115 +2025-06-26 05:02:38,882 - pyskl - INFO - Epoch [120][500/3405] lr: 2.520e-03, eta: 13:35:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.8703, loss: 1.8703 +2025-06-26 05:03:25,008 - pyskl - INFO - Epoch [120][600/3405] lr: 2.516e-03, eta: 13:34:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.8647, loss: 1.8647 +2025-06-26 05:04:10,884 - pyskl - INFO - Epoch [120][700/3405] lr: 2.511e-03, eta: 13:33:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.8531, loss: 1.8531 +2025-06-26 05:04:56,904 - pyskl - INFO - Epoch [120][800/3405] lr: 2.506e-03, eta: 13:33:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.8814, loss: 1.8814 +2025-06-26 05:05:43,204 - pyskl - INFO - Epoch [120][900/3405] lr: 2.502e-03, eta: 13:32:16, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.8295, loss: 1.8295 +2025-06-26 05:06:29,322 - pyskl - INFO - Epoch [120][1000/3405] lr: 2.497e-03, eta: 13:31:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.9098, loss: 1.9098 +2025-06-26 05:07:15,275 - pyskl - INFO - Epoch [120][1100/3405] lr: 2.493e-03, eta: 13:30:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.8645, loss: 1.8645 +2025-06-26 05:08:01,176 - pyskl - INFO - Epoch [120][1200/3405] lr: 2.488e-03, eta: 13:29:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 1.9099, loss: 1.9099 +2025-06-26 05:08:47,094 - pyskl - INFO - Epoch [120][1300/3405] lr: 2.483e-03, eta: 13:29:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.9282, loss: 1.9282 +2025-06-26 05:09:33,092 - pyskl - INFO - Epoch [120][1400/3405] lr: 2.479e-03, eta: 13:28:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.9328, loss: 1.9328 +2025-06-26 05:10:19,093 - pyskl - INFO - Epoch [120][1500/3405] lr: 2.474e-03, eta: 13:27:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.9197, loss: 1.9197 +2025-06-26 05:11:05,098 - pyskl - INFO - Epoch [120][1600/3405] lr: 2.470e-03, eta: 13:26:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.8813, loss: 1.8813 +2025-06-26 05:11:51,004 - pyskl - INFO - Epoch [120][1700/3405] lr: 2.465e-03, eta: 13:26:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.8806, loss: 1.8806 +2025-06-26 05:12:36,957 - pyskl - INFO - Epoch [120][1800/3405] lr: 2.460e-03, eta: 13:25:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.8907, loss: 1.8907 +2025-06-26 05:13:22,972 - pyskl - INFO - Epoch [120][1900/3405] lr: 2.456e-03, eta: 13:24:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.8661, loss: 1.8661 +2025-06-26 05:14:08,977 - pyskl - INFO - Epoch [120][2000/3405] lr: 2.451e-03, eta: 13:23:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 1.9439, loss: 1.9439 +2025-06-26 05:14:55,023 - pyskl - INFO - Epoch [120][2100/3405] lr: 2.447e-03, eta: 13:22:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.8480, loss: 1.8480 +2025-06-26 05:15:41,082 - pyskl - INFO - Epoch [120][2200/3405] lr: 2.442e-03, eta: 13:22:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.8542, loss: 1.8542 +2025-06-26 05:16:27,124 - pyskl - INFO - Epoch [120][2300/3405] lr: 2.438e-03, eta: 13:21:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 2.0025, loss: 2.0025 +2025-06-26 05:17:13,046 - pyskl - INFO - Epoch [120][2400/3405] lr: 2.433e-03, eta: 13:20:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.9799, loss: 1.9799 +2025-06-26 05:17:58,951 - pyskl - INFO - Epoch [120][2500/3405] lr: 2.428e-03, eta: 13:19:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.8403, loss: 1.8403 +2025-06-26 05:18:44,921 - pyskl - INFO - Epoch [120][2600/3405] lr: 2.424e-03, eta: 13:19:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.8922, loss: 1.8922 +2025-06-26 05:19:30,845 - pyskl - INFO - Epoch [120][2700/3405] lr: 2.419e-03, eta: 13:18:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 2.0294, loss: 2.0294 +2025-06-26 05:20:16,760 - pyskl - INFO - Epoch [120][2800/3405] lr: 2.415e-03, eta: 13:17:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.9460, loss: 1.9460 +2025-06-26 05:21:02,553 - pyskl - INFO - Epoch [120][2900/3405] lr: 2.410e-03, eta: 13:16:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.9264, loss: 1.9264 +2025-06-26 05:21:48,402 - pyskl - INFO - Epoch [120][3000/3405] lr: 2.406e-03, eta: 13:15:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.9100, loss: 1.9100 +2025-06-26 05:22:34,211 - pyskl - INFO - Epoch [120][3100/3405] lr: 2.401e-03, eta: 13:15:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.9359, loss: 1.9359 +2025-06-26 05:23:20,071 - pyskl - INFO - Epoch [120][3200/3405] lr: 2.397e-03, eta: 13:14:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.9723, loss: 1.9723 +2025-06-26 05:24:05,922 - pyskl - INFO - Epoch [120][3300/3405] lr: 2.392e-03, eta: 13:13:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 1.9352, loss: 1.9352 +2025-06-26 05:24:51,741 - pyskl - INFO - Epoch [120][3400/3405] lr: 2.388e-03, eta: 13:12:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.9166, loss: 1.9166 +2025-06-26 05:24:54,360 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-06-26 05:44:06,307 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 05:44:06,847 - pyskl - INFO - +top1_acc 0.8733 +top5_acc 0.9758 +2025-06-26 05:44:06,869 - pyskl - INFO - Epoch(val) [120][3718] top1_acc: 0.8733, top5_acc: 0.9758 +2025-06-26 05:45:15,105 - pyskl - INFO - Epoch [121][100/3405] lr: 2.383e-03, eta: 13:12:03, time: 0.682, data_time: 0.224, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.9019, loss: 1.9019 +2025-06-26 05:46:00,823 - pyskl - INFO - Epoch [121][200/3405] lr: 2.378e-03, eta: 13:11:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.8694, loss: 1.8694 +2025-06-26 05:46:46,724 - pyskl - INFO - Epoch [121][300/3405] lr: 2.374e-03, eta: 13:10:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.8771, loss: 1.8771 +2025-06-26 05:47:32,964 - pyskl - INFO - Epoch [121][400/3405] lr: 2.369e-03, eta: 13:09:43, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.7742, loss: 1.7742 +2025-06-26 05:48:19,005 - pyskl - INFO - Epoch [121][500/3405] lr: 2.365e-03, eta: 13:08:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.8877, loss: 1.8877 +2025-06-26 05:49:05,142 - pyskl - INFO - Epoch [121][600/3405] lr: 2.360e-03, eta: 13:08:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.8746, loss: 1.8746 +2025-06-26 05:49:51,188 - pyskl - INFO - Epoch [121][700/3405] lr: 2.356e-03, eta: 13:07:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.9334, loss: 1.9334 +2025-06-26 05:50:37,041 - pyskl - INFO - Epoch [121][800/3405] lr: 2.351e-03, eta: 13:06:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.8298, loss: 1.8298 +2025-06-26 05:51:22,878 - pyskl - INFO - Epoch [121][900/3405] lr: 2.347e-03, eta: 13:05:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.8165, loss: 1.8165 +2025-06-26 05:52:08,758 - pyskl - INFO - Epoch [121][1000/3405] lr: 2.342e-03, eta: 13:05:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 1.9415, loss: 1.9415 +2025-06-26 05:52:54,601 - pyskl - INFO - Epoch [121][1100/3405] lr: 2.338e-03, eta: 13:04:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.8923, loss: 1.8923 +2025-06-26 05:53:40,516 - pyskl - INFO - Epoch [121][1200/3405] lr: 2.333e-03, eta: 13:03:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.8595, loss: 1.8595 +2025-06-26 05:54:26,383 - pyskl - INFO - Epoch [121][1300/3405] lr: 2.329e-03, eta: 13:02:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.9302, loss: 1.9302 +2025-06-26 05:55:12,254 - pyskl - INFO - Epoch [121][1400/3405] lr: 2.324e-03, eta: 13:01:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.8960, loss: 1.8960 +2025-06-26 05:55:58,114 - pyskl - INFO - Epoch [121][1500/3405] lr: 2.320e-03, eta: 13:01:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.8822, loss: 1.8822 +2025-06-26 05:56:43,962 - pyskl - INFO - Epoch [121][1600/3405] lr: 2.316e-03, eta: 13:00:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.8680, loss: 1.8680 +2025-06-26 05:57:29,784 - pyskl - INFO - Epoch [121][1700/3405] lr: 2.311e-03, eta: 12:59:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.7916, loss: 1.7916 +2025-06-26 05:58:15,653 - pyskl - INFO - Epoch [121][1800/3405] lr: 2.307e-03, eta: 12:58:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.8733, loss: 1.8733 +2025-06-26 05:59:01,496 - pyskl - INFO - Epoch [121][1900/3405] lr: 2.302e-03, eta: 12:58:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.8564, loss: 1.8564 +2025-06-26 05:59:47,422 - pyskl - INFO - Epoch [121][2000/3405] lr: 2.298e-03, eta: 12:57:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.9552, loss: 1.9552 +2025-06-26 06:00:33,321 - pyskl - INFO - Epoch [121][2100/3405] lr: 2.293e-03, eta: 12:56:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.8996, loss: 1.8996 +2025-06-26 06:01:19,257 - pyskl - INFO - Epoch [121][2200/3405] lr: 2.289e-03, eta: 12:55:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.7766, loss: 1.7766 +2025-06-26 06:02:05,089 - pyskl - INFO - Epoch [121][2300/3405] lr: 2.284e-03, eta: 12:54:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.8654, loss: 1.8654 +2025-06-26 06:02:51,048 - pyskl - INFO - Epoch [121][2400/3405] lr: 2.280e-03, eta: 12:54:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.9289, loss: 1.9289 +2025-06-26 06:03:37,070 - pyskl - INFO - Epoch [121][2500/3405] lr: 2.276e-03, eta: 12:53:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.8761, loss: 1.8761 +2025-06-26 06:04:23,034 - pyskl - INFO - Epoch [121][2600/3405] lr: 2.271e-03, eta: 12:52:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.8907, loss: 1.8907 +2025-06-26 06:05:08,990 - pyskl - INFO - Epoch [121][2700/3405] lr: 2.267e-03, eta: 12:51:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.9253, loss: 1.9253 +2025-06-26 06:05:55,009 - pyskl - INFO - Epoch [121][2800/3405] lr: 2.262e-03, eta: 12:51:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.8812, loss: 1.8812 +2025-06-26 06:06:41,008 - pyskl - INFO - Epoch [121][2900/3405] lr: 2.258e-03, eta: 12:50:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.8798, loss: 1.8798 +2025-06-26 06:07:27,061 - pyskl - INFO - Epoch [121][3000/3405] lr: 2.253e-03, eta: 12:49:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.8862, loss: 1.8862 +2025-06-26 06:08:13,147 - pyskl - INFO - Epoch [121][3100/3405] lr: 2.249e-03, eta: 12:48:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.9133, loss: 1.9133 +2025-06-26 06:08:59,158 - pyskl - INFO - Epoch [121][3200/3405] lr: 2.245e-03, eta: 12:47:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 1.9750, loss: 1.9750 +2025-06-26 06:09:45,175 - pyskl - INFO - Epoch [121][3300/3405] lr: 2.240e-03, eta: 12:47:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.9342, loss: 1.9342 +2025-06-26 06:10:31,185 - pyskl - INFO - Epoch [121][3400/3405] lr: 2.236e-03, eta: 12:46:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.9895, loss: 1.9895 +2025-06-26 06:10:33,830 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-06-26 06:14:45,123 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 06:14:45,666 - pyskl - INFO - +top1_acc 0.8781 +top5_acc 0.9760 +2025-06-26 06:14:45,720 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_119.pth was removed +2025-06-26 06:14:46,717 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2025-06-26 06:14:46,718 - pyskl - INFO - Best top1_acc is 0.8781 at 121 epoch. +2025-06-26 06:14:46,739 - pyskl - INFO - Epoch(val) [121][3718] top1_acc: 0.8781, top5_acc: 0.9760 +2025-06-26 06:15:55,253 - pyskl - INFO - Epoch [122][100/3405] lr: 2.231e-03, eta: 12:45:37, time: 0.685, data_time: 0.226, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.8767, loss: 1.8767 +2025-06-26 06:16:41,111 - pyskl - INFO - Epoch [122][200/3405] lr: 2.227e-03, eta: 12:44:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.9276, loss: 1.9276 +2025-06-26 06:17:26,974 - pyskl - INFO - Epoch [122][300/3405] lr: 2.223e-03, eta: 12:44:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.8836, loss: 1.8836 +2025-06-26 06:18:12,837 - pyskl - INFO - Epoch [122][400/3405] lr: 2.218e-03, eta: 12:43:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.7943, loss: 1.7943 +2025-06-26 06:18:58,759 - pyskl - INFO - Epoch [122][500/3405] lr: 2.214e-03, eta: 12:42:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.8769, loss: 1.8769 +2025-06-26 06:19:44,946 - pyskl - INFO - Epoch [122][600/3405] lr: 2.209e-03, eta: 12:41:44, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7291, loss: 1.7291 +2025-06-26 06:20:31,159 - pyskl - INFO - Epoch [122][700/3405] lr: 2.205e-03, eta: 12:40:57, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.8564, loss: 1.8564 +2025-06-26 06:21:17,056 - pyskl - INFO - Epoch [122][800/3405] lr: 2.201e-03, eta: 12:40:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.8530, loss: 1.8530 +2025-06-26 06:22:03,087 - pyskl - INFO - Epoch [122][900/3405] lr: 2.196e-03, eta: 12:39:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.7773, loss: 1.7773 +2025-06-26 06:22:48,947 - pyskl - INFO - Epoch [122][1000/3405] lr: 2.192e-03, eta: 12:38:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.8479, loss: 1.8479 +2025-06-26 06:23:34,843 - pyskl - INFO - Epoch [122][1100/3405] lr: 2.188e-03, eta: 12:37:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.8037, loss: 1.8037 +2025-06-26 06:24:20,652 - pyskl - INFO - Epoch [122][1200/3405] lr: 2.183e-03, eta: 12:37:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.8143, loss: 1.8143 +2025-06-26 06:25:06,516 - pyskl - INFO - Epoch [122][1300/3405] lr: 2.179e-03, eta: 12:36:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.8318, loss: 1.8318 +2025-06-26 06:25:52,597 - pyskl - INFO - Epoch [122][1400/3405] lr: 2.175e-03, eta: 12:35:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.8261, loss: 1.8261 +2025-06-26 06:26:38,560 - pyskl - INFO - Epoch [122][1500/3405] lr: 2.170e-03, eta: 12:34:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.7901, loss: 1.7901 +2025-06-26 06:27:24,527 - pyskl - INFO - Epoch [122][1600/3405] lr: 2.166e-03, eta: 12:33:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.8399, loss: 1.8399 +2025-06-26 06:28:10,570 - pyskl - INFO - Epoch [122][1700/3405] lr: 2.162e-03, eta: 12:33:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.8392, loss: 1.8392 +2025-06-26 06:28:56,477 - pyskl - INFO - Epoch [122][1800/3405] lr: 2.157e-03, eta: 12:32:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.8273, loss: 1.8273 +2025-06-26 06:29:42,577 - pyskl - INFO - Epoch [122][1900/3405] lr: 2.153e-03, eta: 12:31:37, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.8415, loss: 1.8415 +2025-06-26 06:30:28,573 - pyskl - INFO - Epoch [122][2000/3405] lr: 2.149e-03, eta: 12:30:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 1.0000, loss_cls: 1.9421, loss: 1.9421 +2025-06-26 06:31:14,474 - pyskl - INFO - Epoch [122][2100/3405] lr: 2.144e-03, eta: 12:30:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.8115, loss: 1.8115 +2025-06-26 06:32:00,405 - pyskl - INFO - Epoch [122][2200/3405] lr: 2.140e-03, eta: 12:29:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 1.8100, loss: 1.8100 +2025-06-26 06:32:46,335 - pyskl - INFO - Epoch [122][2300/3405] lr: 2.136e-03, eta: 12:28:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.8494, loss: 1.8494 +2025-06-26 06:33:32,172 - pyskl - INFO - Epoch [122][2400/3405] lr: 2.131e-03, eta: 12:27:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.8055, loss: 1.8055 +2025-06-26 06:34:18,014 - pyskl - INFO - Epoch [122][2500/3405] lr: 2.127e-03, eta: 12:26:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.8863, loss: 1.8863 +2025-06-26 06:35:03,822 - pyskl - INFO - Epoch [122][2600/3405] lr: 2.123e-03, eta: 12:26:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.8739, loss: 1.8739 +2025-06-26 06:35:49,672 - pyskl - INFO - Epoch [122][2700/3405] lr: 2.119e-03, eta: 12:25:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.9360, loss: 1.9360 +2025-06-26 06:36:35,579 - pyskl - INFO - Epoch [122][2800/3405] lr: 2.114e-03, eta: 12:24:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.8399, loss: 1.8399 +2025-06-26 06:37:21,479 - pyskl - INFO - Epoch [122][2900/3405] lr: 2.110e-03, eta: 12:23:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 1.8802, loss: 1.8802 +2025-06-26 06:38:07,390 - pyskl - INFO - Epoch [122][3000/3405] lr: 2.106e-03, eta: 12:23:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 1.8612, loss: 1.8612 +2025-06-26 06:38:53,205 - pyskl - INFO - Epoch [122][3100/3405] lr: 2.102e-03, eta: 12:22:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.8505, loss: 1.8505 +2025-06-26 06:39:39,103 - pyskl - INFO - Epoch [122][3200/3405] lr: 2.097e-03, eta: 12:21:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.8786, loss: 1.8786 +2025-06-26 06:40:24,948 - pyskl - INFO - Epoch [122][3300/3405] lr: 2.093e-03, eta: 12:20:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.8985, loss: 1.8985 +2025-06-26 06:41:11,128 - pyskl - INFO - Epoch [122][3400/3405] lr: 2.089e-03, eta: 12:19:56, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.8605, loss: 1.8605 +2025-06-26 06:41:13,776 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-06-26 06:45:26,772 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 06:45:27,311 - pyskl - INFO - +top1_acc 0.8760 +top5_acc 0.9744 +2025-06-26 06:45:27,331 - pyskl - INFO - Epoch(val) [122][3718] top1_acc: 0.8760, top5_acc: 0.9744 +2025-06-26 06:46:35,947 - pyskl - INFO - Epoch [123][100/3405] lr: 2.084e-03, eta: 12:19:12, time: 0.686, data_time: 0.226, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.8130, loss: 1.8130 +2025-06-26 06:47:21,867 - pyskl - INFO - Epoch [123][200/3405] lr: 2.080e-03, eta: 12:18:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.7726, loss: 1.7726 +2025-06-26 06:48:07,751 - pyskl - INFO - Epoch [123][300/3405] lr: 2.076e-03, eta: 12:17:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.7398, loss: 1.7398 +2025-06-26 06:48:53,525 - pyskl - INFO - Epoch [123][400/3405] lr: 2.072e-03, eta: 12:16:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.7198, loss: 1.7198 +2025-06-26 06:49:39,488 - pyskl - INFO - Epoch [123][500/3405] lr: 2.067e-03, eta: 12:16:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.8044, loss: 1.8044 +2025-06-26 06:50:25,529 - pyskl - INFO - Epoch [123][600/3405] lr: 2.063e-03, eta: 12:15:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.8162, loss: 1.8162 +2025-06-26 06:51:11,457 - pyskl - INFO - Epoch [123][700/3405] lr: 2.059e-03, eta: 12:14:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.8559, loss: 1.8559 +2025-06-26 06:51:57,372 - pyskl - INFO - Epoch [123][800/3405] lr: 2.055e-03, eta: 12:13:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.7213, loss: 1.7213 +2025-06-26 06:52:43,306 - pyskl - INFO - Epoch [123][900/3405] lr: 2.050e-03, eta: 12:12:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.7518, loss: 1.7518 +2025-06-26 06:53:29,168 - pyskl - INFO - Epoch [123][1000/3405] lr: 2.046e-03, eta: 12:12:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.7487, loss: 1.7487 +2025-06-26 06:54:15,116 - pyskl - INFO - Epoch [123][1100/3405] lr: 2.042e-03, eta: 12:11:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.7560, loss: 1.7560 +2025-06-26 06:55:00,997 - pyskl - INFO - Epoch [123][1200/3405] lr: 2.038e-03, eta: 12:10:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.8755, loss: 1.8755 +2025-06-26 06:55:46,892 - pyskl - INFO - Epoch [123][1300/3405] lr: 2.034e-03, eta: 12:09:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.7715, loss: 1.7715 +2025-06-26 06:56:32,776 - pyskl - INFO - Epoch [123][1400/3405] lr: 2.029e-03, eta: 12:09:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.7714, loss: 1.7714 +2025-06-26 06:57:18,821 - pyskl - INFO - Epoch [123][1500/3405] lr: 2.025e-03, eta: 12:08:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.7697, loss: 1.7697 +2025-06-26 06:58:04,756 - pyskl - INFO - Epoch [123][1600/3405] lr: 2.021e-03, eta: 12:07:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.8500, loss: 1.8500 +2025-06-26 06:58:50,706 - pyskl - INFO - Epoch [123][1700/3405] lr: 2.017e-03, eta: 12:06:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.7468, loss: 1.7468 +2025-06-26 06:59:36,579 - pyskl - INFO - Epoch [123][1800/3405] lr: 2.013e-03, eta: 12:05:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 1.7864, loss: 1.7864 +2025-06-26 07:00:22,371 - pyskl - INFO - Epoch [123][1900/3405] lr: 2.008e-03, eta: 12:05:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.8839, loss: 1.8839 +2025-06-26 07:01:08,239 - pyskl - INFO - Epoch [123][2000/3405] lr: 2.004e-03, eta: 12:04:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.8422, loss: 1.8422 +2025-06-26 07:01:54,140 - pyskl - INFO - Epoch [123][2100/3405] lr: 2.000e-03, eta: 12:03:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.8074, loss: 1.8074 +2025-06-26 07:02:40,001 - pyskl - INFO - Epoch [123][2200/3405] lr: 1.996e-03, eta: 12:02:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.8172, loss: 1.8172 +2025-06-26 07:03:25,900 - pyskl - INFO - Epoch [123][2300/3405] lr: 1.992e-03, eta: 12:02:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.8183, loss: 1.8183 +2025-06-26 07:04:11,804 - pyskl - INFO - Epoch [123][2400/3405] lr: 1.988e-03, eta: 12:01:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.8242, loss: 1.8242 +2025-06-26 07:04:57,599 - pyskl - INFO - Epoch [123][2500/3405] lr: 1.983e-03, eta: 12:00:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.7686, loss: 1.7686 +2025-06-26 07:05:43,415 - pyskl - INFO - Epoch [123][2600/3405] lr: 1.979e-03, eta: 11:59:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.7085, loss: 1.7085 +2025-06-26 07:06:29,248 - pyskl - INFO - Epoch [123][2700/3405] lr: 1.975e-03, eta: 11:58:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.8100, loss: 1.8100 +2025-06-26 07:07:15,113 - pyskl - INFO - Epoch [123][2800/3405] lr: 1.971e-03, eta: 11:58:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.8423, loss: 1.8423 +2025-06-26 07:08:00,924 - pyskl - INFO - Epoch [123][2900/3405] lr: 1.967e-03, eta: 11:57:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.8445, loss: 1.8445 +2025-06-26 07:08:46,731 - pyskl - INFO - Epoch [123][3000/3405] lr: 1.963e-03, eta: 11:56:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.8256, loss: 1.8256 +2025-06-26 07:09:32,571 - pyskl - INFO - Epoch [123][3100/3405] lr: 1.959e-03, eta: 11:55:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.8517, loss: 1.8517 +2025-06-26 07:10:18,488 - pyskl - INFO - Epoch [123][3200/3405] lr: 1.954e-03, eta: 11:55:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.7663, loss: 1.7663 +2025-06-26 07:11:04,374 - pyskl - INFO - Epoch [123][3300/3405] lr: 1.950e-03, eta: 11:54:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.8369, loss: 1.8369 +2025-06-26 07:11:50,213 - pyskl - INFO - Epoch [123][3400/3405] lr: 1.946e-03, eta: 11:53:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.7741, loss: 1.7741 +2025-06-26 07:11:52,847 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-06-26 07:16:04,170 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 07:16:04,780 - pyskl - INFO - +top1_acc 0.8793 +top5_acc 0.9774 +2025-06-26 07:16:04,840 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_121.pth was removed +2025-06-26 07:16:05,919 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2025-06-26 07:16:05,921 - pyskl - INFO - Best top1_acc is 0.8793 at 123 epoch. +2025-06-26 07:16:05,944 - pyskl - INFO - Epoch(val) [123][3718] top1_acc: 0.8793, top5_acc: 0.9774 +2025-06-26 07:17:14,365 - pyskl - INFO - Epoch [124][100/3405] lr: 1.942e-03, eta: 11:52:45, time: 0.684, data_time: 0.226, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.7023, loss: 1.7023 +2025-06-26 07:18:00,259 - pyskl - INFO - Epoch [124][200/3405] lr: 1.938e-03, eta: 11:51:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.6963, loss: 1.6963 +2025-06-26 07:18:46,055 - pyskl - INFO - Epoch [124][300/3405] lr: 1.934e-03, eta: 11:51:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7634, loss: 1.7634 +2025-06-26 07:19:31,849 - pyskl - INFO - Epoch [124][400/3405] lr: 1.929e-03, eta: 11:50:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.7481, loss: 1.7481 +2025-06-26 07:20:17,667 - pyskl - INFO - Epoch [124][500/3405] lr: 1.925e-03, eta: 11:49:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.7786, loss: 1.7786 +2025-06-26 07:21:03,520 - pyskl - INFO - Epoch [124][600/3405] lr: 1.921e-03, eta: 11:48:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.7547, loss: 1.7547 +2025-06-26 07:21:49,352 - pyskl - INFO - Epoch [124][700/3405] lr: 1.917e-03, eta: 11:48:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.7354, loss: 1.7354 +2025-06-26 07:22:35,226 - pyskl - INFO - Epoch [124][800/3405] lr: 1.913e-03, eta: 11:47:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.7461, loss: 1.7461 +2025-06-26 07:23:21,018 - pyskl - INFO - Epoch [124][900/3405] lr: 1.909e-03, eta: 11:46:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.7610, loss: 1.7610 +2025-06-26 07:24:06,826 - pyskl - INFO - Epoch [124][1000/3405] lr: 1.905e-03, eta: 11:45:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.7645, loss: 1.7645 +2025-06-26 07:24:52,695 - pyskl - INFO - Epoch [124][1100/3405] lr: 1.901e-03, eta: 11:44:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.7111, loss: 1.7111 +2025-06-26 07:25:38,665 - pyskl - INFO - Epoch [124][1200/3405] lr: 1.897e-03, eta: 11:44:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.7502, loss: 1.7502 +2025-06-26 07:26:24,569 - pyskl - INFO - Epoch [124][1300/3405] lr: 1.893e-03, eta: 11:43:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.6961, loss: 1.6961 +2025-06-26 07:27:10,451 - pyskl - INFO - Epoch [124][1400/3405] lr: 1.889e-03, eta: 11:42:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.7927, loss: 1.7927 +2025-06-26 07:27:56,449 - pyskl - INFO - Epoch [124][1500/3405] lr: 1.885e-03, eta: 11:41:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.7940, loss: 1.7940 +2025-06-26 07:28:42,409 - pyskl - INFO - Epoch [124][1600/3405] lr: 1.881e-03, eta: 11:41:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.8123, loss: 1.8123 +2025-06-26 07:29:28,434 - pyskl - INFO - Epoch [124][1700/3405] lr: 1.876e-03, eta: 11:40:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.8140, loss: 1.8140 +2025-06-26 07:30:14,403 - pyskl - INFO - Epoch [124][1800/3405] lr: 1.872e-03, eta: 11:39:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.7640, loss: 1.7640 +2025-06-26 07:31:00,491 - pyskl - INFO - Epoch [124][1900/3405] lr: 1.868e-03, eta: 11:38:44, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.7366, loss: 1.7366 +2025-06-26 07:31:46,663 - pyskl - INFO - Epoch [124][2000/3405] lr: 1.864e-03, eta: 11:37:58, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.7290, loss: 1.7290 +2025-06-26 07:32:32,683 - pyskl - INFO - Epoch [124][2100/3405] lr: 1.860e-03, eta: 11:37:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.7404, loss: 1.7404 +2025-06-26 07:33:18,610 - pyskl - INFO - Epoch [124][2200/3405] lr: 1.856e-03, eta: 11:36:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7714, loss: 1.7714 +2025-06-26 07:34:04,466 - pyskl - INFO - Epoch [124][2300/3405] lr: 1.852e-03, eta: 11:35:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.8005, loss: 1.8005 +2025-06-26 07:34:50,313 - pyskl - INFO - Epoch [124][2400/3405] lr: 1.848e-03, eta: 11:34:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.7758, loss: 1.7758 +2025-06-26 07:35:36,220 - pyskl - INFO - Epoch [124][2500/3405] lr: 1.844e-03, eta: 11:34:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.8195, loss: 1.8195 +2025-06-26 07:36:22,104 - pyskl - INFO - Epoch [124][2600/3405] lr: 1.840e-03, eta: 11:33:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.7387, loss: 1.7387 +2025-06-26 07:37:07,977 - pyskl - INFO - Epoch [124][2700/3405] lr: 1.836e-03, eta: 11:32:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 1.8390, loss: 1.8390 +2025-06-26 07:37:53,922 - pyskl - INFO - Epoch [124][2800/3405] lr: 1.832e-03, eta: 11:31:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.7743, loss: 1.7743 +2025-06-26 07:38:39,829 - pyskl - INFO - Epoch [124][2900/3405] lr: 1.828e-03, eta: 11:30:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.7702, loss: 1.7702 +2025-06-26 07:39:25,768 - pyskl - INFO - Epoch [124][3000/3405] lr: 1.824e-03, eta: 11:30:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.7198, loss: 1.7198 +2025-06-26 07:40:11,714 - pyskl - INFO - Epoch [124][3100/3405] lr: 1.820e-03, eta: 11:29:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.8223, loss: 1.8223 +2025-06-26 07:40:57,668 - pyskl - INFO - Epoch [124][3200/3405] lr: 1.816e-03, eta: 11:28:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.8406, loss: 1.8406 +2025-06-26 07:41:43,632 - pyskl - INFO - Epoch [124][3300/3405] lr: 1.812e-03, eta: 11:27:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.7405, loss: 1.7405 +2025-06-26 07:42:29,598 - pyskl - INFO - Epoch [124][3400/3405] lr: 1.808e-03, eta: 11:27:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.8198, loss: 1.8198 +2025-06-26 07:42:32,255 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-06-26 07:46:44,190 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 07:46:44,735 - pyskl - INFO - +top1_acc 0.8789 +top5_acc 0.9764 +2025-06-26 07:46:44,758 - pyskl - INFO - Epoch(val) [124][3718] top1_acc: 0.8789, top5_acc: 0.9764 +2025-06-26 07:47:53,351 - pyskl - INFO - Epoch [125][100/3405] lr: 1.804e-03, eta: 11:26:19, time: 0.686, data_time: 0.225, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.7261, loss: 1.7261 +2025-06-26 07:48:39,228 - pyskl - INFO - Epoch [125][200/3405] lr: 1.800e-03, eta: 11:25:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6818, loss: 1.6818 +2025-06-26 07:49:25,116 - pyskl - INFO - Epoch [125][300/3405] lr: 1.796e-03, eta: 11:24:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.6960, loss: 1.6960 +2025-06-26 07:50:10,920 - pyskl - INFO - Epoch [125][400/3405] lr: 1.792e-03, eta: 11:23:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.7566, loss: 1.7566 +2025-06-26 07:50:56,788 - pyskl - INFO - Epoch [125][500/3405] lr: 1.788e-03, eta: 11:23:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7044, loss: 1.7044 +2025-06-26 07:51:42,604 - pyskl - INFO - Epoch [125][600/3405] lr: 1.784e-03, eta: 11:22:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7254, loss: 1.7254 +2025-06-26 07:52:28,438 - pyskl - INFO - Epoch [125][700/3405] lr: 1.780e-03, eta: 11:21:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.7359, loss: 1.7359 +2025-06-26 07:53:14,279 - pyskl - INFO - Epoch [125][800/3405] lr: 1.776e-03, eta: 11:20:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.7220, loss: 1.7220 +2025-06-26 07:54:00,098 - pyskl - INFO - Epoch [125][900/3405] lr: 1.772e-03, eta: 11:20:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.7558, loss: 1.7558 +2025-06-26 07:54:45,930 - pyskl - INFO - Epoch [125][1000/3405] lr: 1.768e-03, eta: 11:19:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.7552, loss: 1.7552 +2025-06-26 07:55:31,778 - pyskl - INFO - Epoch [125][1100/3405] lr: 1.764e-03, eta: 11:18:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.7287, loss: 1.7287 +2025-06-26 07:56:17,654 - pyskl - INFO - Epoch [125][1200/3405] lr: 1.760e-03, eta: 11:17:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.7444, loss: 1.7444 +2025-06-26 07:57:03,586 - pyskl - INFO - Epoch [125][1300/3405] lr: 1.757e-03, eta: 11:16:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.8533, loss: 1.8533 +2025-06-26 07:57:49,431 - pyskl - INFO - Epoch [125][1400/3405] lr: 1.753e-03, eta: 11:16:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.7924, loss: 1.7924 +2025-06-26 07:58:35,389 - pyskl - INFO - Epoch [125][1500/3405] lr: 1.749e-03, eta: 11:15:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.7771, loss: 1.7771 +2025-06-26 07:59:21,322 - pyskl - INFO - Epoch [125][1600/3405] lr: 1.745e-03, eta: 11:14:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.7675, loss: 1.7675 +2025-06-26 08:00:07,209 - pyskl - INFO - Epoch [125][1700/3405] lr: 1.741e-03, eta: 11:13:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7198, loss: 1.7198 +2025-06-26 08:00:53,244 - pyskl - INFO - Epoch [125][1800/3405] lr: 1.737e-03, eta: 11:13:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.7104, loss: 1.7104 +2025-06-26 08:01:39,345 - pyskl - INFO - Epoch [125][1900/3405] lr: 1.733e-03, eta: 11:12:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.7287, loss: 1.7287 +2025-06-26 08:02:25,159 - pyskl - INFO - Epoch [125][2000/3405] lr: 1.729e-03, eta: 11:11:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.6622, loss: 1.6622 +2025-06-26 08:03:10,960 - pyskl - INFO - Epoch [125][2100/3405] lr: 1.725e-03, eta: 11:10:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.6350, loss: 1.6350 +2025-06-26 08:03:56,839 - pyskl - INFO - Epoch [125][2200/3405] lr: 1.721e-03, eta: 11:09:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.7439, loss: 1.7439 +2025-06-26 08:04:42,802 - pyskl - INFO - Epoch [125][2300/3405] lr: 1.717e-03, eta: 11:09:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.7733, loss: 1.7733 +2025-06-26 08:05:28,579 - pyskl - INFO - Epoch [125][2400/3405] lr: 1.714e-03, eta: 11:08:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7089, loss: 1.7089 +2025-06-26 08:06:14,566 - pyskl - INFO - Epoch [125][2500/3405] lr: 1.710e-03, eta: 11:07:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.7459, loss: 1.7459 +2025-06-26 08:07:00,609 - pyskl - INFO - Epoch [125][2600/3405] lr: 1.706e-03, eta: 11:06:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.7484, loss: 1.7484 +2025-06-26 08:07:46,340 - pyskl - INFO - Epoch [125][2700/3405] lr: 1.702e-03, eta: 11:06:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.7324, loss: 1.7324 +2025-06-26 08:08:32,293 - pyskl - INFO - Epoch [125][2800/3405] lr: 1.698e-03, eta: 11:05:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.7094, loss: 1.7094 +2025-06-26 08:09:18,352 - pyskl - INFO - Epoch [125][2900/3405] lr: 1.694e-03, eta: 11:04:31, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.7130, loss: 1.7130 +2025-06-26 08:10:04,300 - pyskl - INFO - Epoch [125][3000/3405] lr: 1.690e-03, eta: 11:03:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.7343, loss: 1.7343 +2025-06-26 08:10:50,202 - pyskl - INFO - Epoch [125][3100/3405] lr: 1.686e-03, eta: 11:02:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.7040, loss: 1.7040 +2025-06-26 08:11:36,186 - pyskl - INFO - Epoch [125][3200/3405] lr: 1.683e-03, eta: 11:02:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7371, loss: 1.7371 +2025-06-26 08:12:22,163 - pyskl - INFO - Epoch [125][3300/3405] lr: 1.679e-03, eta: 11:01:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.7117, loss: 1.7117 +2025-06-26 08:13:07,941 - pyskl - INFO - Epoch [125][3400/3405] lr: 1.675e-03, eta: 11:00:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.7185, loss: 1.7185 +2025-06-26 08:13:10,544 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-06-26 08:32:47,292 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 08:32:47,829 - pyskl - INFO - +top1_acc 0.8747 +top5_acc 0.9763 +2025-06-26 08:32:47,850 - pyskl - INFO - Epoch(val) [125][3718] top1_acc: 0.8747, top5_acc: 0.9763 +2025-06-26 08:33:55,963 - pyskl - INFO - Epoch [126][100/3405] lr: 1.671e-03, eta: 10:59:53, time: 0.681, data_time: 0.223, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.7391, loss: 1.7391 +2025-06-26 08:34:41,856 - pyskl - INFO - Epoch [126][200/3405] lr: 1.667e-03, eta: 10:59:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6799, loss: 1.6799 +2025-06-26 08:35:27,687 - pyskl - INFO - Epoch [126][300/3405] lr: 1.663e-03, eta: 10:58:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.7223, loss: 1.7223 +2025-06-26 08:36:13,497 - pyskl - INFO - Epoch [126][400/3405] lr: 1.659e-03, eta: 10:57:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.7259, loss: 1.7259 +2025-06-26 08:36:59,452 - pyskl - INFO - Epoch [126][500/3405] lr: 1.656e-03, eta: 10:56:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.6772, loss: 1.6772 +2025-06-26 08:37:45,377 - pyskl - INFO - Epoch [126][600/3405] lr: 1.652e-03, eta: 10:55:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.7296, loss: 1.7296 +2025-06-26 08:38:31,226 - pyskl - INFO - Epoch [126][700/3405] lr: 1.648e-03, eta: 10:55:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.7054, loss: 1.7054 +2025-06-26 08:39:17,047 - pyskl - INFO - Epoch [126][800/3405] lr: 1.644e-03, eta: 10:54:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.6426, loss: 1.6426 +2025-06-26 08:40:02,890 - pyskl - INFO - Epoch [126][900/3405] lr: 1.640e-03, eta: 10:53:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.7019, loss: 1.7019 +2025-06-26 08:40:48,744 - pyskl - INFO - Epoch [126][1000/3405] lr: 1.636e-03, eta: 10:52:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.6725, loss: 1.6725 +2025-06-26 08:41:34,515 - pyskl - INFO - Epoch [126][1100/3405] lr: 1.633e-03, eta: 10:52:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.6524, loss: 1.6524 +2025-06-26 08:42:20,342 - pyskl - INFO - Epoch [126][1200/3405] lr: 1.629e-03, eta: 10:51:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7168, loss: 1.7168 +2025-06-26 08:43:06,330 - pyskl - INFO - Epoch [126][1300/3405] lr: 1.625e-03, eta: 10:50:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.6878, loss: 1.6878 +2025-06-26 08:43:52,294 - pyskl - INFO - Epoch [126][1400/3405] lr: 1.621e-03, eta: 10:49:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7144, loss: 1.7144 +2025-06-26 08:44:38,182 - pyskl - INFO - Epoch [126][1500/3405] lr: 1.618e-03, eta: 10:48:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.7216, loss: 1.7216 +2025-06-26 08:45:24,062 - pyskl - INFO - Epoch [126][1600/3405] lr: 1.614e-03, eta: 10:48:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7557, loss: 1.7557 +2025-06-26 08:46:09,932 - pyskl - INFO - Epoch [126][1700/3405] lr: 1.610e-03, eta: 10:47:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.7493, loss: 1.7493 +2025-06-26 08:46:55,822 - pyskl - INFO - Epoch [126][1800/3405] lr: 1.606e-03, eta: 10:46:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.7394, loss: 1.7394 +2025-06-26 08:47:41,705 - pyskl - INFO - Epoch [126][1900/3405] lr: 1.602e-03, eta: 10:45:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.6995, loss: 1.6995 +2025-06-26 08:48:27,532 - pyskl - INFO - Epoch [126][2000/3405] lr: 1.599e-03, eta: 10:45:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7142, loss: 1.7142 +2025-06-26 08:49:13,381 - pyskl - INFO - Epoch [126][2100/3405] lr: 1.595e-03, eta: 10:44:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.6701, loss: 1.6701 +2025-06-26 08:49:59,323 - pyskl - INFO - Epoch [126][2200/3405] lr: 1.591e-03, eta: 10:43:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7058, loss: 1.7058 +2025-06-26 08:50:45,191 - pyskl - INFO - Epoch [126][2300/3405] lr: 1.587e-03, eta: 10:42:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.7437, loss: 1.7437 +2025-06-26 08:51:31,106 - pyskl - INFO - Epoch [126][2400/3405] lr: 1.584e-03, eta: 10:41:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.6607, loss: 1.6607 +2025-06-26 08:52:16,983 - pyskl - INFO - Epoch [126][2500/3405] lr: 1.580e-03, eta: 10:41:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.6830, loss: 1.6830 +2025-06-26 08:53:02,790 - pyskl - INFO - Epoch [126][2600/3405] lr: 1.576e-03, eta: 10:40:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7270, loss: 1.7270 +2025-06-26 08:53:48,617 - pyskl - INFO - Epoch [126][2700/3405] lr: 1.572e-03, eta: 10:39:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.7471, loss: 1.7471 +2025-06-26 08:54:34,507 - pyskl - INFO - Epoch [126][2800/3405] lr: 1.569e-03, eta: 10:38:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.7453, loss: 1.7453 +2025-06-26 08:55:20,375 - pyskl - INFO - Epoch [126][2900/3405] lr: 1.565e-03, eta: 10:38:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.7014, loss: 1.7014 +2025-06-26 08:56:06,202 - pyskl - INFO - Epoch [126][3000/3405] lr: 1.561e-03, eta: 10:37:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7038, loss: 1.7038 +2025-06-26 08:56:52,162 - pyskl - INFO - Epoch [126][3100/3405] lr: 1.558e-03, eta: 10:36:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.6716, loss: 1.6716 +2025-06-26 08:57:38,237 - pyskl - INFO - Epoch [126][3200/3405] lr: 1.554e-03, eta: 10:35:45, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.6915, loss: 1.6915 +2025-06-26 08:58:24,181 - pyskl - INFO - Epoch [126][3300/3405] lr: 1.550e-03, eta: 10:34:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7064, loss: 1.7064 +2025-06-26 08:59:10,142 - pyskl - INFO - Epoch [126][3400/3405] lr: 1.546e-03, eta: 10:34:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.7327, loss: 1.7327 +2025-06-26 08:59:12,752 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-06-26 09:03:26,315 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 09:03:26,854 - pyskl - INFO - +top1_acc 0.8829 +top5_acc 0.9763 +2025-06-26 09:03:26,909 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_123.pth was removed +2025-06-26 09:03:27,992 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-06-26 09:03:27,994 - pyskl - INFO - Best top1_acc is 0.8829 at 126 epoch. +2025-06-26 09:03:28,015 - pyskl - INFO - Epoch(val) [126][3718] top1_acc: 0.8829, top5_acc: 0.9763 +2025-06-26 09:04:36,618 - pyskl - INFO - Epoch [127][100/3405] lr: 1.543e-03, eta: 10:33:27, time: 0.686, data_time: 0.227, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6216, loss: 1.6216 +2025-06-26 09:05:22,600 - pyskl - INFO - Epoch [127][200/3405] lr: 1.539e-03, eta: 10:32:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6437, loss: 1.6437 +2025-06-26 09:06:08,616 - pyskl - INFO - Epoch [127][300/3405] lr: 1.535e-03, eta: 10:31:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.6644, loss: 1.6644 +2025-06-26 09:06:54,607 - pyskl - INFO - Epoch [127][400/3405] lr: 1.531e-03, eta: 10:31:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5876, loss: 1.5876 +2025-06-26 09:07:40,682 - pyskl - INFO - Epoch [127][500/3405] lr: 1.528e-03, eta: 10:30:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.6651, loss: 1.6651 +2025-06-26 09:08:26,773 - pyskl - INFO - Epoch [127][600/3405] lr: 1.524e-03, eta: 10:29:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.6418, loss: 1.6418 +2025-06-26 09:09:12,895 - pyskl - INFO - Epoch [127][700/3405] lr: 1.520e-03, eta: 10:28:47, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5872, loss: 1.5872 +2025-06-26 09:09:58,973 - pyskl - INFO - Epoch [127][800/3405] lr: 1.517e-03, eta: 10:28:00, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6256, loss: 1.6256 +2025-06-26 09:10:45,128 - pyskl - INFO - Epoch [127][900/3405] lr: 1.513e-03, eta: 10:27:14, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5727, loss: 1.5727 +2025-06-26 09:11:31,300 - pyskl - INFO - Epoch [127][1000/3405] lr: 1.509e-03, eta: 10:26:27, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6335, loss: 1.6335 +2025-06-26 09:12:17,342 - pyskl - INFO - Epoch [127][1100/3405] lr: 1.506e-03, eta: 10:25:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6283, loss: 1.6283 +2025-06-26 09:13:03,422 - pyskl - INFO - Epoch [127][1200/3405] lr: 1.502e-03, eta: 10:24:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.6166, loss: 1.6166 +2025-06-26 09:13:49,419 - pyskl - INFO - Epoch [127][1300/3405] lr: 1.498e-03, eta: 10:24:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6907, loss: 1.6907 +2025-06-26 09:14:35,590 - pyskl - INFO - Epoch [127][1400/3405] lr: 1.495e-03, eta: 10:23:20, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6188, loss: 1.6188 +2025-06-26 09:15:21,660 - pyskl - INFO - Epoch [127][1500/3405] lr: 1.491e-03, eta: 10:22:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.6585, loss: 1.6585 +2025-06-26 09:16:07,850 - pyskl - INFO - Epoch [127][1600/3405] lr: 1.487e-03, eta: 10:21:47, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6159, loss: 1.6159 +2025-06-26 09:16:54,119 - pyskl - INFO - Epoch [127][1700/3405] lr: 1.484e-03, eta: 10:21:00, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.6388, loss: 1.6388 +2025-06-26 09:17:40,375 - pyskl - INFO - Epoch [127][1800/3405] lr: 1.480e-03, eta: 10:20:14, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5860, loss: 1.5860 +2025-06-26 09:18:26,446 - pyskl - INFO - Epoch [127][1900/3405] lr: 1.477e-03, eta: 10:19:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.6318, loss: 1.6318 +2025-06-26 09:19:12,518 - pyskl - INFO - Epoch [127][2000/3405] lr: 1.473e-03, eta: 10:18:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.6574, loss: 1.6574 +2025-06-26 09:19:58,621 - pyskl - INFO - Epoch [127][2100/3405] lr: 1.469e-03, eta: 10:17:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6335, loss: 1.6335 +2025-06-26 09:20:44,704 - pyskl - INFO - Epoch [127][2200/3405] lr: 1.466e-03, eta: 10:17:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.6589, loss: 1.6589 +2025-06-26 09:21:30,863 - pyskl - INFO - Epoch [127][2300/3405] lr: 1.462e-03, eta: 10:16:20, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.6239, loss: 1.6239 +2025-06-26 09:22:16,882 - pyskl - INFO - Epoch [127][2400/3405] lr: 1.459e-03, eta: 10:15:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.6775, loss: 1.6775 +2025-06-26 09:23:02,873 - pyskl - INFO - Epoch [127][2500/3405] lr: 1.455e-03, eta: 10:14:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.6286, loss: 1.6286 +2025-06-26 09:23:48,930 - pyskl - INFO - Epoch [127][2600/3405] lr: 1.451e-03, eta: 10:14:00, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.7191, loss: 1.7191 +2025-06-26 09:24:34,958 - pyskl - INFO - Epoch [127][2700/3405] lr: 1.448e-03, eta: 10:13:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.6420, loss: 1.6420 +2025-06-26 09:25:21,046 - pyskl - INFO - Epoch [127][2800/3405] lr: 1.444e-03, eta: 10:12:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7156, loss: 1.7156 +2025-06-26 09:26:07,119 - pyskl - INFO - Epoch [127][2900/3405] lr: 1.441e-03, eta: 10:11:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6909, loss: 1.6909 +2025-06-26 09:26:53,158 - pyskl - INFO - Epoch [127][3000/3405] lr: 1.437e-03, eta: 10:10:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6502, loss: 1.6502 +2025-06-26 09:27:39,223 - pyskl - INFO - Epoch [127][3100/3405] lr: 1.433e-03, eta: 10:10:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.6195, loss: 1.6195 +2025-06-26 09:28:25,257 - pyskl - INFO - Epoch [127][3200/3405] lr: 1.430e-03, eta: 10:09:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7154, loss: 1.7154 +2025-06-26 09:29:11,330 - pyskl - INFO - Epoch [127][3300/3405] lr: 1.426e-03, eta: 10:08:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6111, loss: 1.6111 +2025-06-26 09:29:57,432 - pyskl - INFO - Epoch [127][3400/3405] lr: 1.423e-03, eta: 10:07:47, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.6362, loss: 1.6362 +2025-06-26 09:30:00,052 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-06-26 09:34:10,135 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 09:34:10,675 - pyskl - INFO - +top1_acc 0.8786 +top5_acc 0.9763 +2025-06-26 09:34:10,694 - pyskl - INFO - Epoch(val) [127][3718] top1_acc: 0.8786, top5_acc: 0.9763 +2025-06-26 09:35:19,001 - pyskl - INFO - Epoch [128][100/3405] lr: 1.419e-03, eta: 10:07:02, time: 0.683, data_time: 0.225, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6116, loss: 1.6116 +2025-06-26 09:36:04,796 - pyskl - INFO - Epoch [128][200/3405] lr: 1.415e-03, eta: 10:06:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.5853, loss: 1.5853 +2025-06-26 09:36:50,613 - pyskl - INFO - Epoch [128][300/3405] lr: 1.412e-03, eta: 10:05:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.6037, loss: 1.6037 +2025-06-26 09:37:36,449 - pyskl - INFO - Epoch [128][400/3405] lr: 1.408e-03, eta: 10:04:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.6477, loss: 1.6477 +2025-06-26 09:38:22,319 - pyskl - INFO - Epoch [128][500/3405] lr: 1.405e-03, eta: 10:03:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6206, loss: 1.6206 +2025-06-26 09:39:08,337 - pyskl - INFO - Epoch [128][600/3405] lr: 1.401e-03, eta: 10:03:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6677, loss: 1.6677 +2025-06-26 09:39:54,379 - pyskl - INFO - Epoch [128][700/3405] lr: 1.398e-03, eta: 10:02:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5731, loss: 1.5731 +2025-06-26 09:40:40,256 - pyskl - INFO - Epoch [128][800/3405] lr: 1.394e-03, eta: 10:01:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.5772, loss: 1.5772 +2025-06-26 09:41:26,102 - pyskl - INFO - Epoch [128][900/3405] lr: 1.391e-03, eta: 10:00:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6040, loss: 1.6040 +2025-06-26 09:42:12,185 - pyskl - INFO - Epoch [128][1000/3405] lr: 1.387e-03, eta: 10:00:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6627, loss: 1.6627 +2025-06-26 09:42:58,242 - pyskl - INFO - Epoch [128][1100/3405] lr: 1.384e-03, eta: 9:59:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5970, loss: 1.5970 +2025-06-26 09:43:44,279 - pyskl - INFO - Epoch [128][1200/3405] lr: 1.380e-03, eta: 9:58:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6643, loss: 1.6643 +2025-06-26 09:44:30,141 - pyskl - INFO - Epoch [128][1300/3405] lr: 1.377e-03, eta: 9:57:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5956, loss: 1.5956 +2025-06-26 09:45:16,043 - pyskl - INFO - Epoch [128][1400/3405] lr: 1.373e-03, eta: 9:56:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5933, loss: 1.5933 +2025-06-26 09:46:02,105 - pyskl - INFO - Epoch [128][1500/3405] lr: 1.370e-03, eta: 9:56:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6080, loss: 1.6080 +2025-06-26 09:46:48,064 - pyskl - INFO - Epoch [128][1600/3405] lr: 1.366e-03, eta: 9:55:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5487, loss: 1.5487 +2025-06-26 09:47:33,883 - pyskl - INFO - Epoch [128][1700/3405] lr: 1.363e-03, eta: 9:54:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6333, loss: 1.6333 +2025-06-26 09:48:19,797 - pyskl - INFO - Epoch [128][1800/3405] lr: 1.359e-03, eta: 9:53:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6315, loss: 1.6315 +2025-06-26 09:49:05,627 - pyskl - INFO - Epoch [128][1900/3405] lr: 1.356e-03, eta: 9:53:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.6360, loss: 1.6360 +2025-06-26 09:49:51,475 - pyskl - INFO - Epoch [128][2000/3405] lr: 1.352e-03, eta: 9:52:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5688, loss: 1.5688 +2025-06-26 09:50:37,348 - pyskl - INFO - Epoch [128][2100/3405] lr: 1.349e-03, eta: 9:51:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6015, loss: 1.6015 +2025-06-26 09:51:23,175 - pyskl - INFO - Epoch [128][2200/3405] lr: 1.345e-03, eta: 9:50:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.6162, loss: 1.6162 +2025-06-26 09:52:09,252 - pyskl - INFO - Epoch [128][2300/3405] lr: 1.342e-03, eta: 9:49:55, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6145, loss: 1.6145 +2025-06-26 09:52:55,329 - pyskl - INFO - Epoch [128][2400/3405] lr: 1.338e-03, eta: 9:49:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5977, loss: 1.5977 +2025-06-26 09:53:41,322 - pyskl - INFO - Epoch [128][2500/3405] lr: 1.335e-03, eta: 9:48:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5600, loss: 1.5600 +2025-06-26 09:54:27,200 - pyskl - INFO - Epoch [128][2600/3405] lr: 1.331e-03, eta: 9:47:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5265, loss: 1.5265 +2025-06-26 09:55:13,203 - pyskl - INFO - Epoch [128][2700/3405] lr: 1.328e-03, eta: 9:46:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5976, loss: 1.5976 +2025-06-26 09:55:59,103 - pyskl - INFO - Epoch [128][2800/3405] lr: 1.324e-03, eta: 9:46:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.5252, loss: 1.5252 +2025-06-26 09:56:45,053 - pyskl - INFO - Epoch [128][2900/3405] lr: 1.321e-03, eta: 9:45:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.6406, loss: 1.6406 +2025-06-26 09:57:31,014 - pyskl - INFO - Epoch [128][3000/3405] lr: 1.318e-03, eta: 9:44:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.6574, loss: 1.6574 +2025-06-26 09:58:17,097 - pyskl - INFO - Epoch [128][3100/3405] lr: 1.314e-03, eta: 9:43:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6246, loss: 1.6246 +2025-06-26 09:59:03,211 - pyskl - INFO - Epoch [128][3200/3405] lr: 1.311e-03, eta: 9:42:55, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.6113, loss: 1.6113 +2025-06-26 09:59:49,196 - pyskl - INFO - Epoch [128][3300/3405] lr: 1.307e-03, eta: 9:42:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.6643, loss: 1.6643 +2025-06-26 10:00:35,099 - pyskl - INFO - Epoch [128][3400/3405] lr: 1.304e-03, eta: 9:41:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.5840, loss: 1.5840 +2025-06-26 10:00:37,715 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-06-26 10:04:48,515 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 10:04:49,066 - pyskl - INFO - +top1_acc 0.8929 +top5_acc 0.9787 +2025-06-26 10:04:49,122 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_126.pth was removed +2025-06-26 10:04:50,212 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2025-06-26 10:04:50,213 - pyskl - INFO - Best top1_acc is 0.8929 at 128 epoch. +2025-06-26 10:04:50,235 - pyskl - INFO - Epoch(val) [128][3718] top1_acc: 0.8929, top5_acc: 0.9787 +2025-06-26 10:05:58,904 - pyskl - INFO - Epoch [129][100/3405] lr: 1.300e-03, eta: 9:40:36, time: 0.687, data_time: 0.228, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.5625, loss: 1.5625 +2025-06-26 10:06:44,852 - pyskl - INFO - Epoch [129][200/3405] lr: 1.297e-03, eta: 9:39:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6196, loss: 1.6196 +2025-06-26 10:07:30,764 - pyskl - INFO - Epoch [129][300/3405] lr: 1.293e-03, eta: 9:39:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.5543, loss: 1.5543 +2025-06-26 10:08:16,740 - pyskl - INFO - Epoch [129][400/3405] lr: 1.290e-03, eta: 9:38:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5493, loss: 1.5493 +2025-06-26 10:09:02,800 - pyskl - INFO - Epoch [129][500/3405] lr: 1.287e-03, eta: 9:37:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5691, loss: 1.5691 +2025-06-26 10:09:48,828 - pyskl - INFO - Epoch [129][600/3405] lr: 1.283e-03, eta: 9:36:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5583, loss: 1.5583 +2025-06-26 10:10:34,852 - pyskl - INFO - Epoch [129][700/3405] lr: 1.280e-03, eta: 9:35:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5085, loss: 1.5085 +2025-06-26 10:11:20,907 - pyskl - INFO - Epoch [129][800/3405] lr: 1.276e-03, eta: 9:35:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5699, loss: 1.5699 +2025-06-26 10:12:07,002 - pyskl - INFO - Epoch [129][900/3405] lr: 1.273e-03, eta: 9:34:23, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5505, loss: 1.5505 +2025-06-26 10:12:53,060 - pyskl - INFO - Epoch [129][1000/3405] lr: 1.270e-03, eta: 9:33:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5364, loss: 1.5364 +2025-06-26 10:13:39,163 - pyskl - INFO - Epoch [129][1100/3405] lr: 1.266e-03, eta: 9:32:50, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5698, loss: 1.5698 +2025-06-26 10:14:25,157 - pyskl - INFO - Epoch [129][1200/3405] lr: 1.263e-03, eta: 9:32:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5868, loss: 1.5868 +2025-06-26 10:15:11,052 - pyskl - INFO - Epoch [129][1300/3405] lr: 1.260e-03, eta: 9:31:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.5703, loss: 1.5703 +2025-06-26 10:15:56,952 - pyskl - INFO - Epoch [129][1400/3405] lr: 1.256e-03, eta: 9:30:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5779, loss: 1.5779 +2025-06-26 10:16:42,740 - pyskl - INFO - Epoch [129][1500/3405] lr: 1.253e-03, eta: 9:29:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5501, loss: 1.5501 +2025-06-26 10:17:28,663 - pyskl - INFO - Epoch [129][1600/3405] lr: 1.249e-03, eta: 9:28:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6234, loss: 1.6234 +2025-06-26 10:18:14,747 - pyskl - INFO - Epoch [129][1700/3405] lr: 1.246e-03, eta: 9:28:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5583, loss: 1.5583 +2025-06-26 10:19:00,806 - pyskl - INFO - Epoch [129][1800/3405] lr: 1.243e-03, eta: 9:27:23, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5742, loss: 1.5742 +2025-06-26 10:19:46,715 - pyskl - INFO - Epoch [129][1900/3405] lr: 1.239e-03, eta: 9:26:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5390, loss: 1.5390 +2025-06-26 10:20:32,541 - pyskl - INFO - Epoch [129][2000/3405] lr: 1.236e-03, eta: 9:25:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5592, loss: 1.5592 +2025-06-26 10:21:18,375 - pyskl - INFO - Epoch [129][2100/3405] lr: 1.233e-03, eta: 9:25:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5588, loss: 1.5588 +2025-06-26 10:22:04,230 - pyskl - INFO - Epoch [129][2200/3405] lr: 1.229e-03, eta: 9:24:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5677, loss: 1.5677 +2025-06-26 10:22:50,030 - pyskl - INFO - Epoch [129][2300/3405] lr: 1.226e-03, eta: 9:23:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5532, loss: 1.5532 +2025-06-26 10:23:35,851 - pyskl - INFO - Epoch [129][2400/3405] lr: 1.223e-03, eta: 9:22:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5714, loss: 1.5714 +2025-06-26 10:24:21,796 - pyskl - INFO - Epoch [129][2500/3405] lr: 1.219e-03, eta: 9:21:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6010, loss: 1.6010 +2025-06-26 10:25:07,656 - pyskl - INFO - Epoch [129][2600/3405] lr: 1.216e-03, eta: 9:21:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.5630, loss: 1.5630 +2025-06-26 10:25:53,533 - pyskl - INFO - Epoch [129][2700/3405] lr: 1.213e-03, eta: 9:20:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5733, loss: 1.5733 +2025-06-26 10:26:39,352 - pyskl - INFO - Epoch [129][2800/3405] lr: 1.210e-03, eta: 9:19:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.5520, loss: 1.5520 +2025-06-26 10:27:25,157 - pyskl - INFO - Epoch [129][2900/3405] lr: 1.206e-03, eta: 9:18:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.6061, loss: 1.6061 +2025-06-26 10:28:11,001 - pyskl - INFO - Epoch [129][3000/3405] lr: 1.203e-03, eta: 9:18:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5873, loss: 1.5873 +2025-06-26 10:28:56,842 - pyskl - INFO - Epoch [129][3100/3405] lr: 1.200e-03, eta: 9:17:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5969, loss: 1.5969 +2025-06-26 10:29:42,795 - pyskl - INFO - Epoch [129][3200/3405] lr: 1.196e-03, eta: 9:16:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6113, loss: 1.6113 +2025-06-26 10:30:28,640 - pyskl - INFO - Epoch [129][3300/3405] lr: 1.193e-03, eta: 9:15:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5423, loss: 1.5423 +2025-06-26 10:31:14,526 - pyskl - INFO - Epoch [129][3400/3405] lr: 1.190e-03, eta: 9:14:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5604, loss: 1.5604 +2025-06-26 10:31:17,123 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-06-26 10:35:27,317 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 10:35:27,949 - pyskl - INFO - +top1_acc 0.8759 +top5_acc 0.9744 +2025-06-26 10:35:27,971 - pyskl - INFO - Epoch(val) [129][3718] top1_acc: 0.8759, top5_acc: 0.9744 +2025-06-26 10:36:36,663 - pyskl - INFO - Epoch [130][100/3405] lr: 1.186e-03, eta: 9:14:10, time: 0.687, data_time: 0.228, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4942, loss: 1.4942 +2025-06-26 10:37:22,597 - pyskl - INFO - Epoch [130][200/3405] lr: 1.183e-03, eta: 9:13:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5779, loss: 1.5779 +2025-06-26 10:38:08,514 - pyskl - INFO - Epoch [130][300/3405] lr: 1.180e-03, eta: 9:12:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5784, loss: 1.5784 +2025-06-26 10:38:54,457 - pyskl - INFO - Epoch [130][400/3405] lr: 1.177e-03, eta: 9:11:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5489, loss: 1.5489 +2025-06-26 10:39:40,387 - pyskl - INFO - Epoch [130][500/3405] lr: 1.173e-03, eta: 9:11:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5520, loss: 1.5520 +2025-06-26 10:40:26,357 - pyskl - INFO - Epoch [130][600/3405] lr: 1.170e-03, eta: 9:10:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5905, loss: 1.5905 +2025-06-26 10:41:12,364 - pyskl - INFO - Epoch [130][700/3405] lr: 1.167e-03, eta: 9:09:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5663, loss: 1.5663 +2025-06-26 10:41:58,512 - pyskl - INFO - Epoch [130][800/3405] lr: 1.164e-03, eta: 9:08:44, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5715, loss: 1.5715 +2025-06-26 10:42:44,361 - pyskl - INFO - Epoch [130][900/3405] lr: 1.160e-03, eta: 9:07:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5187, loss: 1.5187 +2025-06-26 10:43:30,280 - pyskl - INFO - Epoch [130][1000/3405] lr: 1.157e-03, eta: 9:07:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.5690, loss: 1.5690 +2025-06-26 10:44:16,088 - pyskl - INFO - Epoch [130][1100/3405] lr: 1.154e-03, eta: 9:06:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5355, loss: 1.5355 +2025-06-26 10:45:01,951 - pyskl - INFO - Epoch [130][1200/3405] lr: 1.151e-03, eta: 9:05:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5129, loss: 1.5129 +2025-06-26 10:45:47,803 - pyskl - INFO - Epoch [130][1300/3405] lr: 1.147e-03, eta: 9:04:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5693, loss: 1.5693 +2025-06-26 10:46:33,674 - pyskl - INFO - Epoch [130][1400/3405] lr: 1.144e-03, eta: 9:04:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.5176, loss: 1.5176 +2025-06-26 10:47:19,475 - pyskl - INFO - Epoch [130][1500/3405] lr: 1.141e-03, eta: 9:03:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5659, loss: 1.5659 +2025-06-26 10:48:05,369 - pyskl - INFO - Epoch [130][1600/3405] lr: 1.138e-03, eta: 9:02:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5327, loss: 1.5327 +2025-06-26 10:48:51,303 - pyskl - INFO - Epoch [130][1700/3405] lr: 1.135e-03, eta: 9:01:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5259, loss: 1.5259 +2025-06-26 10:49:37,221 - pyskl - INFO - Epoch [130][1800/3405] lr: 1.131e-03, eta: 9:00:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5552, loss: 1.5552 +2025-06-26 10:50:23,298 - pyskl - INFO - Epoch [130][1900/3405] lr: 1.128e-03, eta: 9:00:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5385, loss: 1.5385 +2025-06-26 10:51:09,473 - pyskl - INFO - Epoch [130][2000/3405] lr: 1.125e-03, eta: 8:59:24, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5749, loss: 1.5749 +2025-06-26 10:51:55,331 - pyskl - INFO - Epoch [130][2100/3405] lr: 1.122e-03, eta: 8:58:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5875, loss: 1.5875 +2025-06-26 10:52:41,210 - pyskl - INFO - Epoch [130][2200/3405] lr: 1.119e-03, eta: 8:57:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5568, loss: 1.5568 +2025-06-26 10:53:27,071 - pyskl - INFO - Epoch [130][2300/3405] lr: 1.116e-03, eta: 8:57:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4519, loss: 1.4519 +2025-06-26 10:54:12,929 - pyskl - INFO - Epoch [130][2400/3405] lr: 1.112e-03, eta: 8:56:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.5970, loss: 1.5970 +2025-06-26 10:54:58,697 - pyskl - INFO - Epoch [130][2500/3405] lr: 1.109e-03, eta: 8:55:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5056, loss: 1.5056 +2025-06-26 10:55:44,539 - pyskl - INFO - Epoch [130][2600/3405] lr: 1.106e-03, eta: 8:54:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5147, loss: 1.5147 +2025-06-26 10:56:30,338 - pyskl - INFO - Epoch [130][2700/3405] lr: 1.103e-03, eta: 8:53:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.5644, loss: 1.5644 +2025-06-26 10:57:16,230 - pyskl - INFO - Epoch [130][2800/3405] lr: 1.100e-03, eta: 8:53:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5360, loss: 1.5360 +2025-06-26 10:58:02,371 - pyskl - INFO - Epoch [130][2900/3405] lr: 1.097e-03, eta: 8:52:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5359, loss: 1.5359 +2025-06-26 10:58:48,369 - pyskl - INFO - Epoch [130][3000/3405] lr: 1.093e-03, eta: 8:51:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5201, loss: 1.5201 +2025-06-26 10:59:34,104 - pyskl - INFO - Epoch [130][3100/3405] lr: 1.090e-03, eta: 8:50:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5664, loss: 1.5664 +2025-06-26 11:00:19,849 - pyskl - INFO - Epoch [130][3200/3405] lr: 1.087e-03, eta: 8:50:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5541, loss: 1.5541 +2025-06-26 11:01:05,601 - pyskl - INFO - Epoch [130][3300/3405] lr: 1.084e-03, eta: 8:49:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4721, loss: 1.4721 +2025-06-26 11:01:51,379 - pyskl - INFO - Epoch [130][3400/3405] lr: 1.081e-03, eta: 8:48:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4067, loss: 1.4067 +2025-06-26 11:01:53,963 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-06-26 11:21:39,084 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 11:21:39,620 - pyskl - INFO - +top1_acc 0.8788 +top5_acc 0.9659 +2025-06-26 11:21:39,639 - pyskl - INFO - Epoch(val) [130][3718] top1_acc: 0.8788, top5_acc: 0.9659 +2025-06-26 11:22:48,003 - pyskl - INFO - Epoch [131][100/3405] lr: 1.078e-03, eta: 8:47:44, time: 0.684, data_time: 0.225, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5386, loss: 1.5386 +2025-06-26 11:23:33,898 - pyskl - INFO - Epoch [131][200/3405] lr: 1.074e-03, eta: 8:46:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5504, loss: 1.5504 +2025-06-26 11:24:19,878 - pyskl - INFO - Epoch [131][300/3405] lr: 1.071e-03, eta: 8:46:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5058, loss: 1.5058 +2025-06-26 11:25:05,797 - pyskl - INFO - Epoch [131][400/3405] lr: 1.068e-03, eta: 8:45:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4696, loss: 1.4696 +2025-06-26 11:25:51,742 - pyskl - INFO - Epoch [131][500/3405] lr: 1.065e-03, eta: 8:44:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5042, loss: 1.5042 +2025-06-26 11:26:37,775 - pyskl - INFO - Epoch [131][600/3405] lr: 1.062e-03, eta: 8:43:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4657, loss: 1.4657 +2025-06-26 11:27:23,819 - pyskl - INFO - Epoch [131][700/3405] lr: 1.059e-03, eta: 8:43:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4975, loss: 1.4975 +2025-06-26 11:28:09,707 - pyskl - INFO - Epoch [131][800/3405] lr: 1.056e-03, eta: 8:42:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5722, loss: 1.5722 +2025-06-26 11:28:55,608 - pyskl - INFO - Epoch [131][900/3405] lr: 1.053e-03, eta: 8:41:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4857, loss: 1.4857 +2025-06-26 11:29:41,579 - pyskl - INFO - Epoch [131][1000/3405] lr: 1.050e-03, eta: 8:40:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4575, loss: 1.4575 +2025-06-26 11:30:27,515 - pyskl - INFO - Epoch [131][1100/3405] lr: 1.047e-03, eta: 8:39:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4673, loss: 1.4673 +2025-06-26 11:31:13,425 - pyskl - INFO - Epoch [131][1200/3405] lr: 1.043e-03, eta: 8:39:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4883, loss: 1.4883 +2025-06-26 11:31:59,365 - pyskl - INFO - Epoch [131][1300/3405] lr: 1.040e-03, eta: 8:38:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4915, loss: 1.4915 +2025-06-26 11:32:45,341 - pyskl - INFO - Epoch [131][1400/3405] lr: 1.037e-03, eta: 8:37:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5067, loss: 1.5067 +2025-06-26 11:33:31,252 - pyskl - INFO - Epoch [131][1500/3405] lr: 1.034e-03, eta: 8:36:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4549, loss: 1.4549 +2025-06-26 11:34:17,178 - pyskl - INFO - Epoch [131][1600/3405] lr: 1.031e-03, eta: 8:36:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4906, loss: 1.4906 +2025-06-26 11:35:03,108 - pyskl - INFO - Epoch [131][1700/3405] lr: 1.028e-03, eta: 8:35:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5220, loss: 1.5220 +2025-06-26 11:35:49,052 - pyskl - INFO - Epoch [131][1800/3405] lr: 1.025e-03, eta: 8:34:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6044, loss: 1.6044 +2025-06-26 11:36:35,022 - pyskl - INFO - Epoch [131][1900/3405] lr: 1.022e-03, eta: 8:33:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5194, loss: 1.5194 +2025-06-26 11:37:20,980 - pyskl - INFO - Epoch [131][2000/3405] lr: 1.019e-03, eta: 8:32:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4900, loss: 1.4900 +2025-06-26 11:38:06,959 - pyskl - INFO - Epoch [131][2100/3405] lr: 1.016e-03, eta: 8:32:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4833, loss: 1.4833 +2025-06-26 11:38:52,894 - pyskl - INFO - Epoch [131][2200/3405] lr: 1.013e-03, eta: 8:31:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5306, loss: 1.5306 +2025-06-26 11:39:38,852 - pyskl - INFO - Epoch [131][2300/3405] lr: 1.010e-03, eta: 8:30:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5327, loss: 1.5327 +2025-06-26 11:40:24,778 - pyskl - INFO - Epoch [131][2400/3405] lr: 1.007e-03, eta: 8:29:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5455, loss: 1.5455 +2025-06-26 11:41:10,758 - pyskl - INFO - Epoch [131][2500/3405] lr: 1.004e-03, eta: 8:29:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5254, loss: 1.5254 +2025-06-26 11:41:56,704 - pyskl - INFO - Epoch [131][2600/3405] lr: 1.001e-03, eta: 8:28:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.4927, loss: 1.4927 +2025-06-26 11:42:42,996 - pyskl - INFO - Epoch [131][2700/3405] lr: 9.979e-04, eta: 8:27:31, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5433, loss: 1.5433 +2025-06-26 11:43:28,971 - pyskl - INFO - Epoch [131][2800/3405] lr: 9.948e-04, eta: 8:26:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5482, loss: 1.5482 +2025-06-26 11:44:14,844 - pyskl - INFO - Epoch [131][2900/3405] lr: 9.918e-04, eta: 8:25:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5315, loss: 1.5315 +2025-06-26 11:45:00,744 - pyskl - INFO - Epoch [131][3000/3405] lr: 9.888e-04, eta: 8:25:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5462, loss: 1.5462 +2025-06-26 11:45:46,652 - pyskl - INFO - Epoch [131][3100/3405] lr: 9.858e-04, eta: 8:24:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5505, loss: 1.5505 +2025-06-26 11:46:32,541 - pyskl - INFO - Epoch [131][3200/3405] lr: 9.829e-04, eta: 8:23:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.5500, loss: 1.5500 +2025-06-26 11:47:18,356 - pyskl - INFO - Epoch [131][3300/3405] lr: 9.799e-04, eta: 8:22:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5784, loss: 1.5784 +2025-06-26 11:48:04,277 - pyskl - INFO - Epoch [131][3400/3405] lr: 9.769e-04, eta: 8:22:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5454, loss: 1.5454 +2025-06-26 11:48:06,949 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-06-26 11:52:21,918 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 11:52:22,528 - pyskl - INFO - +top1_acc 0.8918 +top5_acc 0.9794 +2025-06-26 11:52:22,548 - pyskl - INFO - Epoch(val) [131][3718] top1_acc: 0.8918, top5_acc: 0.9794 +2025-06-26 11:53:31,428 - pyskl - INFO - Epoch [132][100/3405] lr: 9.738e-04, eta: 8:21:19, time: 0.689, data_time: 0.229, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4984, loss: 1.4984 +2025-06-26 11:54:17,412 - pyskl - INFO - Epoch [132][200/3405] lr: 9.708e-04, eta: 8:20:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5027, loss: 1.5027 +2025-06-26 11:55:03,266 - pyskl - INFO - Epoch [132][300/3405] lr: 9.678e-04, eta: 8:19:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4457, loss: 1.4457 +2025-06-26 11:55:49,267 - pyskl - INFO - Epoch [132][400/3405] lr: 9.649e-04, eta: 8:18:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5426, loss: 1.5426 +2025-06-26 11:56:35,315 - pyskl - INFO - Epoch [132][500/3405] lr: 9.619e-04, eta: 8:18:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4699, loss: 1.4699 +2025-06-26 11:57:21,267 - pyskl - INFO - Epoch [132][600/3405] lr: 9.589e-04, eta: 8:17:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.4549, loss: 1.4549 +2025-06-26 11:58:07,286 - pyskl - INFO - Epoch [132][700/3405] lr: 9.560e-04, eta: 8:16:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.4638, loss: 1.4638 +2025-06-26 11:58:53,388 - pyskl - INFO - Epoch [132][800/3405] lr: 9.530e-04, eta: 8:15:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5011, loss: 1.5011 +2025-06-26 11:59:39,455 - pyskl - INFO - Epoch [132][900/3405] lr: 9.501e-04, eta: 8:15:06, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4751, loss: 1.4751 +2025-06-26 12:00:25,506 - pyskl - INFO - Epoch [132][1000/3405] lr: 9.472e-04, eta: 8:14:19, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4738, loss: 1.4738 +2025-06-26 12:01:11,572 - pyskl - INFO - Epoch [132][1100/3405] lr: 9.442e-04, eta: 8:13:32, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4913, loss: 1.4913 +2025-06-26 12:01:57,506 - pyskl - INFO - Epoch [132][1200/3405] lr: 9.413e-04, eta: 8:12:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4921, loss: 1.4921 +2025-06-26 12:02:43,580 - pyskl - INFO - Epoch [132][1300/3405] lr: 9.384e-04, eta: 8:11:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4895, loss: 1.4895 +2025-06-26 12:03:29,506 - pyskl - INFO - Epoch [132][1400/3405] lr: 9.355e-04, eta: 8:11:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.4569, loss: 1.4569 +2025-06-26 12:04:15,585 - pyskl - INFO - Epoch [132][1500/3405] lr: 9.325e-04, eta: 8:10:26, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4385, loss: 1.4385 +2025-06-26 12:05:01,704 - pyskl - INFO - Epoch [132][1600/3405] lr: 9.296e-04, eta: 8:09:39, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5092, loss: 1.5092 +2025-06-26 12:05:47,723 - pyskl - INFO - Epoch [132][1700/3405] lr: 9.267e-04, eta: 8:08:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5210, loss: 1.5210 +2025-06-26 12:06:33,619 - pyskl - INFO - Epoch [132][1800/3405] lr: 9.238e-04, eta: 8:08:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4979, loss: 1.4979 +2025-06-26 12:07:19,602 - pyskl - INFO - Epoch [132][1900/3405] lr: 9.209e-04, eta: 8:07:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4455, loss: 1.4455 +2025-06-26 12:08:05,947 - pyskl - INFO - Epoch [132][2000/3405] lr: 9.180e-04, eta: 8:06:33, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4722, loss: 1.4722 +2025-06-26 12:08:52,075 - pyskl - INFO - Epoch [132][2100/3405] lr: 9.151e-04, eta: 8:05:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5036, loss: 1.5036 +2025-06-26 12:09:38,315 - pyskl - INFO - Epoch [132][2200/3405] lr: 9.122e-04, eta: 8:04:59, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.4773, loss: 1.4773 +2025-06-26 12:10:24,664 - pyskl - INFO - Epoch [132][2300/3405] lr: 9.094e-04, eta: 8:04:13, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.4165, loss: 1.4165 +2025-06-26 12:11:10,960 - pyskl - INFO - Epoch [132][2400/3405] lr: 9.065e-04, eta: 8:03:26, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5073, loss: 1.5073 +2025-06-26 12:11:57,319 - pyskl - INFO - Epoch [132][2500/3405] lr: 9.036e-04, eta: 8:02:39, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4607, loss: 1.4607 +2025-06-26 12:12:43,490 - pyskl - INFO - Epoch [132][2600/3405] lr: 9.007e-04, eta: 8:01:53, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4473, loss: 1.4473 +2025-06-26 12:13:29,434 - pyskl - INFO - Epoch [132][2700/3405] lr: 8.979e-04, eta: 8:01:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4813, loss: 1.4813 +2025-06-26 12:14:15,388 - pyskl - INFO - Epoch [132][2800/3405] lr: 8.950e-04, eta: 8:00:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4486, loss: 1.4486 +2025-06-26 12:15:01,280 - pyskl - INFO - Epoch [132][2900/3405] lr: 8.922e-04, eta: 7:59:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4855, loss: 1.4855 +2025-06-26 12:15:47,198 - pyskl - INFO - Epoch [132][3000/3405] lr: 8.893e-04, eta: 7:58:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4670, loss: 1.4670 +2025-06-26 12:16:33,094 - pyskl - INFO - Epoch [132][3100/3405] lr: 8.865e-04, eta: 7:58:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4920, loss: 1.4920 +2025-06-26 12:17:19,016 - pyskl - INFO - Epoch [132][3200/3405] lr: 8.836e-04, eta: 7:57:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4930, loss: 1.4930 +2025-06-26 12:18:05,041 - pyskl - INFO - Epoch [132][3300/3405] lr: 8.808e-04, eta: 7:56:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4509, loss: 1.4509 +2025-06-26 12:18:51,175 - pyskl - INFO - Epoch [132][3400/3405] lr: 8.780e-04, eta: 7:55:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4408, loss: 1.4408 +2025-06-26 12:18:53,805 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-06-26 12:23:05,482 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 12:23:06,020 - pyskl - INFO - +top1_acc 0.8825 +top5_acc 0.9767 +2025-06-26 12:23:06,040 - pyskl - INFO - Epoch(val) [132][3718] top1_acc: 0.8825, top5_acc: 0.9767 +2025-06-26 12:24:14,732 - pyskl - INFO - Epoch [133][100/3405] lr: 8.750e-04, eta: 7:54:54, time: 0.687, data_time: 0.225, memory: 13268, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.4469, loss: 1.4469 +2025-06-26 12:25:00,790 - pyskl - INFO - Epoch [133][200/3405] lr: 8.722e-04, eta: 7:54:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4264, loss: 1.4264 +2025-06-26 12:25:46,812 - pyskl - INFO - Epoch [133][300/3405] lr: 8.694e-04, eta: 7:53:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4771, loss: 1.4771 +2025-06-26 12:26:33,060 - pyskl - INFO - Epoch [133][400/3405] lr: 8.665e-04, eta: 7:52:34, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5049, loss: 1.5049 +2025-06-26 12:27:19,091 - pyskl - INFO - Epoch [133][500/3405] lr: 8.637e-04, eta: 7:51:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4686, loss: 1.4686 +2025-06-26 12:28:05,033 - pyskl - INFO - Epoch [133][600/3405] lr: 8.609e-04, eta: 7:51:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4753, loss: 1.4753 +2025-06-26 12:28:50,880 - pyskl - INFO - Epoch [133][700/3405] lr: 8.581e-04, eta: 7:50:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4583, loss: 1.4583 +2025-06-26 12:29:36,904 - pyskl - INFO - Epoch [133][800/3405] lr: 8.553e-04, eta: 7:49:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4374, loss: 1.4374 +2025-06-26 12:30:22,997 - pyskl - INFO - Epoch [133][900/3405] lr: 8.525e-04, eta: 7:48:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4916, loss: 1.4916 +2025-06-26 12:31:09,238 - pyskl - INFO - Epoch [133][1000/3405] lr: 8.497e-04, eta: 7:47:54, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4798, loss: 1.4798 +2025-06-26 12:31:55,319 - pyskl - INFO - Epoch [133][1100/3405] lr: 8.470e-04, eta: 7:47:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4325, loss: 1.4325 +2025-06-26 12:32:41,410 - pyskl - INFO - Epoch [133][1200/3405] lr: 8.442e-04, eta: 7:46:21, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4812, loss: 1.4812 +2025-06-26 12:33:27,483 - pyskl - INFO - Epoch [133][1300/3405] lr: 8.414e-04, eta: 7:45:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4525, loss: 1.4525 +2025-06-26 12:34:13,466 - pyskl - INFO - Epoch [133][1400/3405] lr: 8.386e-04, eta: 7:44:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4522, loss: 1.4522 +2025-06-26 12:34:59,438 - pyskl - INFO - Epoch [133][1500/3405] lr: 8.359e-04, eta: 7:44:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4794, loss: 1.4794 +2025-06-26 12:35:45,381 - pyskl - INFO - Epoch [133][1600/3405] lr: 8.331e-04, eta: 7:43:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4884, loss: 1.4884 +2025-06-26 12:36:31,274 - pyskl - INFO - Epoch [133][1700/3405] lr: 8.303e-04, eta: 7:42:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4541, loss: 1.4541 +2025-06-26 12:37:17,264 - pyskl - INFO - Epoch [133][1800/3405] lr: 8.276e-04, eta: 7:41:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4604, loss: 1.4604 +2025-06-26 12:38:03,183 - pyskl - INFO - Epoch [133][1900/3405] lr: 8.248e-04, eta: 7:40:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4396, loss: 1.4396 +2025-06-26 12:38:49,213 - pyskl - INFO - Epoch [133][2000/3405] lr: 8.221e-04, eta: 7:40:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4819, loss: 1.4819 +2025-06-26 12:39:35,237 - pyskl - INFO - Epoch [133][2100/3405] lr: 8.194e-04, eta: 7:39:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4714, loss: 1.4714 +2025-06-26 12:40:21,071 - pyskl - INFO - Epoch [133][2200/3405] lr: 8.166e-04, eta: 7:38:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4697, loss: 1.4697 +2025-06-26 12:41:07,296 - pyskl - INFO - Epoch [133][2300/3405] lr: 8.139e-04, eta: 7:37:48, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4606, loss: 1.4606 +2025-06-26 12:41:53,345 - pyskl - INFO - Epoch [133][2400/3405] lr: 8.112e-04, eta: 7:37:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4214, loss: 1.4214 +2025-06-26 12:42:39,376 - pyskl - INFO - Epoch [133][2500/3405] lr: 8.084e-04, eta: 7:36:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4522, loss: 1.4522 +2025-06-26 12:43:25,679 - pyskl - INFO - Epoch [133][2600/3405] lr: 8.057e-04, eta: 7:35:28, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4577, loss: 1.4577 +2025-06-26 12:44:11,848 - pyskl - INFO - Epoch [133][2700/3405] lr: 8.030e-04, eta: 7:34:41, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4901, loss: 1.4901 +2025-06-26 12:44:57,809 - pyskl - INFO - Epoch [133][2800/3405] lr: 8.003e-04, eta: 7:33:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4919, loss: 1.4919 +2025-06-26 12:45:43,774 - pyskl - INFO - Epoch [133][2900/3405] lr: 7.976e-04, eta: 7:33:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.4007, loss: 1.4007 +2025-06-26 12:46:29,778 - pyskl - INFO - Epoch [133][3000/3405] lr: 7.949e-04, eta: 7:32:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4347, loss: 1.4347 +2025-06-26 12:47:15,614 - pyskl - INFO - Epoch [133][3100/3405] lr: 7.922e-04, eta: 7:31:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.4336, loss: 1.4336 +2025-06-26 12:48:01,517 - pyskl - INFO - Epoch [133][3200/3405] lr: 7.895e-04, eta: 7:30:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4223, loss: 1.4223 +2025-06-26 12:48:47,469 - pyskl - INFO - Epoch [133][3300/3405] lr: 7.868e-04, eta: 7:30:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4470, loss: 1.4470 +2025-06-26 12:49:33,484 - pyskl - INFO - Epoch [133][3400/3405] lr: 7.841e-04, eta: 7:29:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4370, loss: 1.4370 +2025-06-26 12:49:36,152 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-06-26 12:53:47,330 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 12:53:47,879 - pyskl - INFO - +top1_acc 0.8801 +top5_acc 0.9676 +2025-06-26 12:53:47,902 - pyskl - INFO - Epoch(val) [133][3718] top1_acc: 0.8801, top5_acc: 0.9676 +2025-06-26 12:54:56,661 - pyskl - INFO - Epoch [134][100/3405] lr: 7.813e-04, eta: 7:28:28, time: 0.688, data_time: 0.228, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4317, loss: 1.4317 +2025-06-26 12:55:42,810 - pyskl - INFO - Epoch [134][200/3405] lr: 7.787e-04, eta: 7:27:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4485, loss: 1.4485 +2025-06-26 12:56:28,914 - pyskl - INFO - Epoch [134][300/3405] lr: 7.760e-04, eta: 7:26:55, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4003, loss: 1.4003 +2025-06-26 12:57:15,123 - pyskl - INFO - Epoch [134][400/3405] lr: 7.733e-04, eta: 7:26:08, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4093, loss: 1.4093 +2025-06-26 12:58:01,169 - pyskl - INFO - Epoch [134][500/3405] lr: 7.707e-04, eta: 7:25:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4223, loss: 1.4223 +2025-06-26 12:58:47,207 - pyskl - INFO - Epoch [134][600/3405] lr: 7.680e-04, eta: 7:24:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4483, loss: 1.4483 +2025-06-26 12:59:33,304 - pyskl - INFO - Epoch [134][700/3405] lr: 7.653e-04, eta: 7:23:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4524, loss: 1.4524 +2025-06-26 13:00:19,446 - pyskl - INFO - Epoch [134][800/3405] lr: 7.627e-04, eta: 7:23:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4084, loss: 1.4084 +2025-06-26 13:01:05,580 - pyskl - INFO - Epoch [134][900/3405] lr: 7.601e-04, eta: 7:22:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4078, loss: 1.4078 +2025-06-26 13:01:51,516 - pyskl - INFO - Epoch [134][1000/3405] lr: 7.574e-04, eta: 7:21:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4612, loss: 1.4612 +2025-06-26 13:02:37,503 - pyskl - INFO - Epoch [134][1100/3405] lr: 7.548e-04, eta: 7:20:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4620, loss: 1.4620 +2025-06-26 13:03:23,508 - pyskl - INFO - Epoch [134][1200/3405] lr: 7.522e-04, eta: 7:19:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4388, loss: 1.4388 +2025-06-26 13:04:09,454 - pyskl - INFO - Epoch [134][1300/3405] lr: 7.495e-04, eta: 7:19:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4354, loss: 1.4354 +2025-06-26 13:04:55,476 - pyskl - INFO - Epoch [134][1400/3405] lr: 7.469e-04, eta: 7:18:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4233, loss: 1.4233 +2025-06-26 13:05:41,594 - pyskl - INFO - Epoch [134][1500/3405] lr: 7.443e-04, eta: 7:17:35, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.4047, loss: 1.4047 +2025-06-26 13:06:27,685 - pyskl - INFO - Epoch [134][1600/3405] lr: 7.417e-04, eta: 7:16:49, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4523, loss: 1.4523 +2025-06-26 13:07:13,708 - pyskl - INFO - Epoch [134][1700/3405] lr: 7.391e-04, eta: 7:16:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4781, loss: 1.4781 +2025-06-26 13:07:59,673 - pyskl - INFO - Epoch [134][1800/3405] lr: 7.365e-04, eta: 7:15:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4417, loss: 1.4417 +2025-06-26 13:08:45,712 - pyskl - INFO - Epoch [134][1900/3405] lr: 7.339e-04, eta: 7:14:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4220, loss: 1.4220 +2025-06-26 13:09:31,682 - pyskl - INFO - Epoch [134][2000/3405] lr: 7.313e-04, eta: 7:13:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4421, loss: 1.4421 +2025-06-26 13:10:17,750 - pyskl - INFO - Epoch [134][2100/3405] lr: 7.287e-04, eta: 7:12:56, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4621, loss: 1.4621 +2025-06-26 13:11:03,818 - pyskl - INFO - Epoch [134][2200/3405] lr: 7.261e-04, eta: 7:12:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4522, loss: 1.4522 +2025-06-26 13:11:49,880 - pyskl - INFO - Epoch [134][2300/3405] lr: 7.235e-04, eta: 7:11:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4759, loss: 1.4759 +2025-06-26 13:12:35,856 - pyskl - INFO - Epoch [134][2400/3405] lr: 7.210e-04, eta: 7:10:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4062, loss: 1.4062 +2025-06-26 13:13:21,901 - pyskl - INFO - Epoch [134][2500/3405] lr: 7.184e-04, eta: 7:09:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4434, loss: 1.4434 +2025-06-26 13:14:07,918 - pyskl - INFO - Epoch [134][2600/3405] lr: 7.158e-04, eta: 7:09:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4528, loss: 1.4528 +2025-06-26 13:14:53,733 - pyskl - INFO - Epoch [134][2700/3405] lr: 7.133e-04, eta: 7:08:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4295, loss: 1.4295 +2025-06-26 13:15:39,601 - pyskl - INFO - Epoch [134][2800/3405] lr: 7.107e-04, eta: 7:07:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4291, loss: 1.4291 +2025-06-26 13:16:25,485 - pyskl - INFO - Epoch [134][2900/3405] lr: 7.081e-04, eta: 7:06:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4183, loss: 1.4183 +2025-06-26 13:17:11,396 - pyskl - INFO - Epoch [134][3000/3405] lr: 7.056e-04, eta: 7:05:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3765, loss: 1.3765 +2025-06-26 13:17:57,398 - pyskl - INFO - Epoch [134][3100/3405] lr: 7.031e-04, eta: 7:05:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4553, loss: 1.4553 +2025-06-26 13:18:43,331 - pyskl - INFO - Epoch [134][3200/3405] lr: 7.005e-04, eta: 7:04:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4172, loss: 1.4172 +2025-06-26 13:19:29,237 - pyskl - INFO - Epoch [134][3300/3405] lr: 6.980e-04, eta: 7:03:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4457, loss: 1.4457 +2025-06-26 13:20:15,212 - pyskl - INFO - Epoch [134][3400/3405] lr: 6.954e-04, eta: 7:02:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4239, loss: 1.4239 +2025-06-26 13:20:17,908 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-06-26 13:24:32,259 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 13:24:32,804 - pyskl - INFO - +top1_acc 0.8968 +top5_acc 0.9794 +2025-06-26 13:24:32,862 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_128.pth was removed +2025-06-26 13:24:33,943 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2025-06-26 13:24:33,945 - pyskl - INFO - Best top1_acc is 0.8968 at 134 epoch. +2025-06-26 13:24:33,966 - pyskl - INFO - Epoch(val) [134][3718] top1_acc: 0.8968, top5_acc: 0.9794 +2025-06-26 13:25:42,327 - pyskl - INFO - Epoch [135][100/3405] lr: 6.928e-04, eta: 7:02:03, time: 0.684, data_time: 0.225, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4035, loss: 1.4035 +2025-06-26 13:26:28,274 - pyskl - INFO - Epoch [135][200/3405] lr: 6.903e-04, eta: 7:01:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4062, loss: 1.4062 +2025-06-26 13:27:14,320 - pyskl - INFO - Epoch [135][300/3405] lr: 6.878e-04, eta: 7:00:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4278, loss: 1.4278 +2025-06-26 13:28:00,471 - pyskl - INFO - Epoch [135][400/3405] lr: 6.852e-04, eta: 6:59:43, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4017, loss: 1.4017 +2025-06-26 13:28:46,511 - pyskl - INFO - Epoch [135][500/3405] lr: 6.827e-04, eta: 6:58:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3881, loss: 1.3881 +2025-06-26 13:29:32,641 - pyskl - INFO - Epoch [135][600/3405] lr: 6.802e-04, eta: 6:58:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3955, loss: 1.3955 +2025-06-26 13:30:18,722 - pyskl - INFO - Epoch [135][700/3405] lr: 6.777e-04, eta: 6:57:23, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3951, loss: 1.3951 +2025-06-26 13:31:04,840 - pyskl - INFO - Epoch [135][800/3405] lr: 6.752e-04, eta: 6:56:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3940, loss: 1.3940 +2025-06-26 13:31:50,896 - pyskl - INFO - Epoch [135][900/3405] lr: 6.727e-04, eta: 6:55:50, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3728, loss: 1.3728 +2025-06-26 13:32:37,017 - pyskl - INFO - Epoch [135][1000/3405] lr: 6.703e-04, eta: 6:55:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3778, loss: 1.3778 +2025-06-26 13:33:23,075 - pyskl - INFO - Epoch [135][1100/3405] lr: 6.678e-04, eta: 6:54:16, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4068, loss: 1.4068 +2025-06-26 13:34:09,037 - pyskl - INFO - Epoch [135][1200/3405] lr: 6.653e-04, eta: 6:53:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3421, loss: 1.3421 +2025-06-26 13:34:55,049 - pyskl - INFO - Epoch [135][1300/3405] lr: 6.628e-04, eta: 6:52:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4180, loss: 1.4180 +2025-06-26 13:35:41,220 - pyskl - INFO - Epoch [135][1400/3405] lr: 6.604e-04, eta: 6:51:57, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3983, loss: 1.3983 +2025-06-26 13:36:27,355 - pyskl - INFO - Epoch [135][1500/3405] lr: 6.579e-04, eta: 6:51:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3585, loss: 1.3585 +2025-06-26 13:37:13,381 - pyskl - INFO - Epoch [135][1600/3405] lr: 6.554e-04, eta: 6:50:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.3977, loss: 1.3977 +2025-06-26 13:37:59,328 - pyskl - INFO - Epoch [135][1700/3405] lr: 6.530e-04, eta: 6:49:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4081, loss: 1.4081 +2025-06-26 13:38:45,323 - pyskl - INFO - Epoch [135][1800/3405] lr: 6.505e-04, eta: 6:48:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4372, loss: 1.4372 +2025-06-26 13:39:31,294 - pyskl - INFO - Epoch [135][1900/3405] lr: 6.481e-04, eta: 6:48:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4328, loss: 1.4328 +2025-06-26 13:40:17,288 - pyskl - INFO - Epoch [135][2000/3405] lr: 6.456e-04, eta: 6:47:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4169, loss: 1.4169 +2025-06-26 13:41:03,275 - pyskl - INFO - Epoch [135][2100/3405] lr: 6.432e-04, eta: 6:46:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4079, loss: 1.4079 +2025-06-26 13:41:49,253 - pyskl - INFO - Epoch [135][2200/3405] lr: 6.408e-04, eta: 6:45:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4141, loss: 1.4141 +2025-06-26 13:42:35,275 - pyskl - INFO - Epoch [135][2300/3405] lr: 6.383e-04, eta: 6:44:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4103, loss: 1.4103 +2025-06-26 13:43:21,282 - pyskl - INFO - Epoch [135][2400/3405] lr: 6.359e-04, eta: 6:44:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4644, loss: 1.4644 +2025-06-26 13:44:07,348 - pyskl - INFO - Epoch [135][2500/3405] lr: 6.335e-04, eta: 6:43:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3978, loss: 1.3978 +2025-06-26 13:44:53,385 - pyskl - INFO - Epoch [135][2600/3405] lr: 6.311e-04, eta: 6:42:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3577, loss: 1.3577 +2025-06-26 13:45:39,351 - pyskl - INFO - Epoch [135][2700/3405] lr: 6.287e-04, eta: 6:41:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4346, loss: 1.4346 +2025-06-26 13:46:25,316 - pyskl - INFO - Epoch [135][2800/3405] lr: 6.263e-04, eta: 6:41:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4306, loss: 1.4306 +2025-06-26 13:47:11,292 - pyskl - INFO - Epoch [135][2900/3405] lr: 6.239e-04, eta: 6:40:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4047, loss: 1.4047 +2025-06-26 13:47:57,289 - pyskl - INFO - Epoch [135][3000/3405] lr: 6.215e-04, eta: 6:39:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3746, loss: 1.3746 +2025-06-26 13:48:43,303 - pyskl - INFO - Epoch [135][3100/3405] lr: 6.191e-04, eta: 6:38:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4328, loss: 1.4328 +2025-06-26 13:49:29,318 - pyskl - INFO - Epoch [135][3200/3405] lr: 6.167e-04, eta: 6:37:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4166, loss: 1.4166 +2025-06-26 13:50:15,393 - pyskl - INFO - Epoch [135][3300/3405] lr: 6.143e-04, eta: 6:37:11, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4332, loss: 1.4332 +2025-06-26 13:51:01,472 - pyskl - INFO - Epoch [135][3400/3405] lr: 6.119e-04, eta: 6:36:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4199, loss: 1.4199 +2025-06-26 13:51:04,079 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-06-26 14:10:14,088 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 14:10:14,629 - pyskl - INFO - +top1_acc 0.8976 +top5_acc 0.9794 +2025-06-26 14:10:14,683 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_134.pth was removed +2025-06-26 14:10:15,723 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-06-26 14:10:15,725 - pyskl - INFO - Best top1_acc is 0.8976 at 135 epoch. +2025-06-26 14:10:15,744 - pyskl - INFO - Epoch(val) [135][3718] top1_acc: 0.8976, top5_acc: 0.9794 +2025-06-26 14:11:24,062 - pyskl - INFO - Epoch [136][100/3405] lr: 6.094e-04, eta: 6:35:37, time: 0.683, data_time: 0.223, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4024, loss: 1.4024 +2025-06-26 14:12:10,139 - pyskl - INFO - Epoch [136][200/3405] lr: 6.071e-04, eta: 6:34:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3690, loss: 1.3690 +2025-06-26 14:12:56,219 - pyskl - INFO - Epoch [136][300/3405] lr: 6.047e-04, eta: 6:34:04, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4097, loss: 1.4097 +2025-06-26 14:13:42,365 - pyskl - INFO - Epoch [136][400/3405] lr: 6.023e-04, eta: 6:33:17, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3760, loss: 1.3760 +2025-06-26 14:14:28,458 - pyskl - INFO - Epoch [136][500/3405] lr: 6.000e-04, eta: 6:32:31, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3688, loss: 1.3688 +2025-06-26 14:15:14,611 - pyskl - INFO - Epoch [136][600/3405] lr: 5.976e-04, eta: 6:31:44, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4130, loss: 1.4130 +2025-06-26 14:16:00,729 - pyskl - INFO - Epoch [136][700/3405] lr: 5.953e-04, eta: 6:30:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3928, loss: 1.3928 +2025-06-26 14:16:46,819 - pyskl - INFO - Epoch [136][800/3405] lr: 5.930e-04, eta: 6:30:11, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4143, loss: 1.4143 +2025-06-26 14:17:32,916 - pyskl - INFO - Epoch [136][900/3405] lr: 5.906e-04, eta: 6:29:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3658, loss: 1.3658 +2025-06-26 14:18:19,008 - pyskl - INFO - Epoch [136][1000/3405] lr: 5.883e-04, eta: 6:28:38, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4014, loss: 1.4014 +2025-06-26 14:19:05,093 - pyskl - INFO - Epoch [136][1100/3405] lr: 5.860e-04, eta: 6:27:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4425, loss: 1.4425 +2025-06-26 14:19:51,286 - pyskl - INFO - Epoch [136][1200/3405] lr: 5.836e-04, eta: 6:27:05, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3933, loss: 1.3933 +2025-06-26 14:20:37,325 - pyskl - INFO - Epoch [136][1300/3405] lr: 5.813e-04, eta: 6:26:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3986, loss: 1.3986 +2025-06-26 14:21:23,591 - pyskl - INFO - Epoch [136][1400/3405] lr: 5.790e-04, eta: 6:25:31, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3333, loss: 1.3333 +2025-06-26 14:22:09,771 - pyskl - INFO - Epoch [136][1500/3405] lr: 5.767e-04, eta: 6:24:45, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3854, loss: 1.3854 +2025-06-26 14:22:55,884 - pyskl - INFO - Epoch [136][1600/3405] lr: 5.744e-04, eta: 6:23:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4021, loss: 1.4021 +2025-06-26 14:23:42,003 - pyskl - INFO - Epoch [136][1700/3405] lr: 5.721e-04, eta: 6:23:11, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4012, loss: 1.4012 +2025-06-26 14:24:28,001 - pyskl - INFO - Epoch [136][1800/3405] lr: 5.698e-04, eta: 6:22:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4079, loss: 1.4079 +2025-06-26 14:25:14,107 - pyskl - INFO - Epoch [136][1900/3405] lr: 5.675e-04, eta: 6:21:38, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3958, loss: 1.3958 +2025-06-26 14:26:00,135 - pyskl - INFO - Epoch [136][2000/3405] lr: 5.652e-04, eta: 6:20:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.3915, loss: 1.3915 +2025-06-26 14:26:46,168 - pyskl - INFO - Epoch [136][2100/3405] lr: 5.629e-04, eta: 6:20:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3634, loss: 1.3634 +2025-06-26 14:27:32,127 - pyskl - INFO - Epoch [136][2200/3405] lr: 5.606e-04, eta: 6:19:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3979, loss: 1.3979 +2025-06-26 14:28:18,112 - pyskl - INFO - Epoch [136][2300/3405] lr: 5.584e-04, eta: 6:18:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3948, loss: 1.3948 +2025-06-26 14:29:04,165 - pyskl - INFO - Epoch [136][2400/3405] lr: 5.561e-04, eta: 6:17:45, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3938, loss: 1.3938 +2025-06-26 14:29:50,190 - pyskl - INFO - Epoch [136][2500/3405] lr: 5.538e-04, eta: 6:16:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3890, loss: 1.3890 +2025-06-26 14:30:36,222 - pyskl - INFO - Epoch [136][2600/3405] lr: 5.516e-04, eta: 6:16:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4402, loss: 1.4402 +2025-06-26 14:31:22,303 - pyskl - INFO - Epoch [136][2700/3405] lr: 5.493e-04, eta: 6:15:25, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3868, loss: 1.3868 +2025-06-26 14:32:08,331 - pyskl - INFO - Epoch [136][2800/3405] lr: 5.471e-04, eta: 6:14:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4061, loss: 1.4061 +2025-06-26 14:32:54,394 - pyskl - INFO - Epoch [136][2900/3405] lr: 5.448e-04, eta: 6:13:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3665, loss: 1.3665 +2025-06-26 14:33:40,387 - pyskl - INFO - Epoch [136][3000/3405] lr: 5.426e-04, eta: 6:13:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3892, loss: 1.3892 +2025-06-26 14:34:26,408 - pyskl - INFO - Epoch [136][3100/3405] lr: 5.403e-04, eta: 6:12:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3946, loss: 1.3946 +2025-06-26 14:35:12,636 - pyskl - INFO - Epoch [136][3200/3405] lr: 5.381e-04, eta: 6:11:32, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3934, loss: 1.3934 +2025-06-26 14:35:58,896 - pyskl - INFO - Epoch [136][3300/3405] lr: 5.359e-04, eta: 6:10:46, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3853, loss: 1.3853 +2025-06-26 14:36:45,138 - pyskl - INFO - Epoch [136][3400/3405] lr: 5.336e-04, eta: 6:09:59, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3879, loss: 1.3879 +2025-06-26 14:36:47,782 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-06-26 14:40:59,208 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 14:40:59,756 - pyskl - INFO - +top1_acc 0.8904 +top5_acc 0.9772 +2025-06-26 14:40:59,778 - pyskl - INFO - Epoch(val) [136][3718] top1_acc: 0.8904, top5_acc: 0.9772 +2025-06-26 14:42:08,259 - pyskl - INFO - Epoch [137][100/3405] lr: 5.313e-04, eta: 6:09:12, time: 0.685, data_time: 0.225, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3675, loss: 1.3675 +2025-06-26 14:42:54,093 - pyskl - INFO - Epoch [137][200/3405] lr: 5.291e-04, eta: 6:08:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3558, loss: 1.3558 +2025-06-26 14:43:39,947 - pyskl - INFO - Epoch [137][300/3405] lr: 5.269e-04, eta: 6:07:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4162, loss: 1.4162 +2025-06-26 14:44:25,776 - pyskl - INFO - Epoch [137][400/3405] lr: 5.247e-04, eta: 6:06:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3615, loss: 1.3615 +2025-06-26 14:45:11,666 - pyskl - INFO - Epoch [137][500/3405] lr: 5.225e-04, eta: 6:06:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3923, loss: 1.3923 +2025-06-26 14:45:57,518 - pyskl - INFO - Epoch [137][600/3405] lr: 5.203e-04, eta: 6:05:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3508, loss: 1.3508 +2025-06-26 14:46:43,412 - pyskl - INFO - Epoch [137][700/3405] lr: 5.181e-04, eta: 6:04:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3799, loss: 1.3799 +2025-06-26 14:47:29,238 - pyskl - INFO - Epoch [137][800/3405] lr: 5.159e-04, eta: 6:03:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3659, loss: 1.3659 +2025-06-26 14:48:15,135 - pyskl - INFO - Epoch [137][900/3405] lr: 5.137e-04, eta: 6:02:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3821, loss: 1.3821 +2025-06-26 14:49:01,184 - pyskl - INFO - Epoch [137][1000/3405] lr: 5.115e-04, eta: 6:02:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3659, loss: 1.3659 +2025-06-26 14:49:47,036 - pyskl - INFO - Epoch [137][1100/3405] lr: 5.094e-04, eta: 6:01:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4200, loss: 1.4200 +2025-06-26 14:50:32,918 - pyskl - INFO - Epoch [137][1200/3405] lr: 5.072e-04, eta: 6:00:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3643, loss: 1.3643 +2025-06-26 14:51:18,777 - pyskl - INFO - Epoch [137][1300/3405] lr: 5.050e-04, eta: 5:59:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3804, loss: 1.3804 +2025-06-26 14:52:04,983 - pyskl - INFO - Epoch [137][1400/3405] lr: 5.029e-04, eta: 5:59:06, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4234, loss: 1.4234 +2025-06-26 14:52:51,041 - pyskl - INFO - Epoch [137][1500/3405] lr: 5.007e-04, eta: 5:58:19, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3910, loss: 1.3910 +2025-06-26 14:53:36,932 - pyskl - INFO - Epoch [137][1600/3405] lr: 4.986e-04, eta: 5:57:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3623, loss: 1.3623 +2025-06-26 14:54:22,801 - pyskl - INFO - Epoch [137][1700/3405] lr: 4.964e-04, eta: 5:56:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3280, loss: 1.3280 +2025-06-26 14:55:08,848 - pyskl - INFO - Epoch [137][1800/3405] lr: 4.943e-04, eta: 5:55:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3978, loss: 1.3978 +2025-06-26 14:55:54,696 - pyskl - INFO - Epoch [137][1900/3405] lr: 4.921e-04, eta: 5:55:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3825, loss: 1.3825 +2025-06-26 14:56:40,503 - pyskl - INFO - Epoch [137][2000/3405] lr: 4.900e-04, eta: 5:54:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3277, loss: 1.3277 +2025-06-26 14:57:26,316 - pyskl - INFO - Epoch [137][2100/3405] lr: 4.879e-04, eta: 5:53:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3796, loss: 1.3796 +2025-06-26 14:58:12,140 - pyskl - INFO - Epoch [137][2200/3405] lr: 4.857e-04, eta: 5:52:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3610, loss: 1.3610 +2025-06-26 14:58:57,856 - pyskl - INFO - Epoch [137][2300/3405] lr: 4.836e-04, eta: 5:52:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3854, loss: 1.3854 +2025-06-26 14:59:43,583 - pyskl - INFO - Epoch [137][2400/3405] lr: 4.815e-04, eta: 5:51:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3429, loss: 1.3429 +2025-06-26 15:00:29,430 - pyskl - INFO - Epoch [137][2500/3405] lr: 4.794e-04, eta: 5:50:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3545, loss: 1.3545 +2025-06-26 15:01:15,215 - pyskl - INFO - Epoch [137][2600/3405] lr: 4.773e-04, eta: 5:49:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3709, loss: 1.3709 +2025-06-26 15:02:01,033 - pyskl - INFO - Epoch [137][2700/3405] lr: 4.752e-04, eta: 5:49:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3479, loss: 1.3479 +2025-06-26 15:02:46,873 - pyskl - INFO - Epoch [137][2800/3405] lr: 4.731e-04, eta: 5:48:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3803, loss: 1.3803 +2025-06-26 15:03:32,711 - pyskl - INFO - Epoch [137][2900/3405] lr: 4.710e-04, eta: 5:47:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4030, loss: 1.4030 +2025-06-26 15:04:18,639 - pyskl - INFO - Epoch [137][3000/3405] lr: 4.689e-04, eta: 5:46:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3468, loss: 1.3468 +2025-06-26 15:05:04,671 - pyskl - INFO - Epoch [137][3100/3405] lr: 4.668e-04, eta: 5:45:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3415, loss: 1.3415 +2025-06-26 15:05:50,548 - pyskl - INFO - Epoch [137][3200/3405] lr: 4.647e-04, eta: 5:45:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3010, loss: 1.3010 +2025-06-26 15:06:36,404 - pyskl - INFO - Epoch [137][3300/3405] lr: 4.627e-04, eta: 5:44:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3659, loss: 1.3659 +2025-06-26 15:07:22,365 - pyskl - INFO - Epoch [137][3400/3405] lr: 4.606e-04, eta: 5:43:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3389, loss: 1.3389 +2025-06-26 15:07:25,021 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-06-26 15:11:39,268 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 15:11:39,807 - pyskl - INFO - +top1_acc 0.8975 +top5_acc 0.9794 +2025-06-26 15:11:39,827 - pyskl - INFO - Epoch(val) [137][3718] top1_acc: 0.8975, top5_acc: 0.9794 +2025-06-26 15:12:48,381 - pyskl - INFO - Epoch [138][100/3405] lr: 4.584e-04, eta: 5:42:46, time: 0.685, data_time: 0.225, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3797, loss: 1.3797 +2025-06-26 15:13:34,250 - pyskl - INFO - Epoch [138][200/3405] lr: 4.564e-04, eta: 5:42:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.3751, loss: 1.3751 +2025-06-26 15:14:20,282 - pyskl - INFO - Epoch [138][300/3405] lr: 4.543e-04, eta: 5:41:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3541, loss: 1.3541 +2025-06-26 15:15:06,214 - pyskl - INFO - Epoch [138][400/3405] lr: 4.523e-04, eta: 5:40:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3473, loss: 1.3473 +2025-06-26 15:15:52,174 - pyskl - INFO - Epoch [138][500/3405] lr: 4.502e-04, eta: 5:39:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3527, loss: 1.3527 +2025-06-26 15:16:38,096 - pyskl - INFO - Epoch [138][600/3405] lr: 4.482e-04, eta: 5:38:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3473, loss: 1.3473 +2025-06-26 15:17:23,895 - pyskl - INFO - Epoch [138][700/3405] lr: 4.461e-04, eta: 5:38:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3182, loss: 1.3182 +2025-06-26 15:18:09,894 - pyskl - INFO - Epoch [138][800/3405] lr: 4.441e-04, eta: 5:37:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3571, loss: 1.3571 +2025-06-26 15:18:55,946 - pyskl - INFO - Epoch [138][900/3405] lr: 4.421e-04, eta: 5:36:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3315, loss: 1.3315 +2025-06-26 15:19:41,879 - pyskl - INFO - Epoch [138][1000/3405] lr: 4.400e-04, eta: 5:35:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3697, loss: 1.3697 +2025-06-26 15:20:27,834 - pyskl - INFO - Epoch [138][1100/3405] lr: 4.380e-04, eta: 5:35:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3686, loss: 1.3686 +2025-06-26 15:21:13,663 - pyskl - INFO - Epoch [138][1200/3405] lr: 4.360e-04, eta: 5:34:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3906, loss: 1.3906 +2025-06-26 15:21:59,547 - pyskl - INFO - Epoch [138][1300/3405] lr: 4.340e-04, eta: 5:33:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3390, loss: 1.3390 +2025-06-26 15:22:45,364 - pyskl - INFO - Epoch [138][1400/3405] lr: 4.320e-04, eta: 5:32:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3756, loss: 1.3756 +2025-06-26 15:23:31,172 - pyskl - INFO - Epoch [138][1500/3405] lr: 4.300e-04, eta: 5:31:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3771, loss: 1.3771 +2025-06-26 15:24:17,345 - pyskl - INFO - Epoch [138][1600/3405] lr: 4.280e-04, eta: 5:31:07, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3849, loss: 1.3849 +2025-06-26 15:25:03,342 - pyskl - INFO - Epoch [138][1700/3405] lr: 4.260e-04, eta: 5:30:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3633, loss: 1.3633 +2025-06-26 15:25:49,118 - pyskl - INFO - Epoch [138][1800/3405] lr: 4.240e-04, eta: 5:29:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3635, loss: 1.3635 +2025-06-26 15:26:34,907 - pyskl - INFO - Epoch [138][1900/3405] lr: 4.220e-04, eta: 5:28:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3372, loss: 1.3372 +2025-06-26 15:27:20,776 - pyskl - INFO - Epoch [138][2000/3405] lr: 4.200e-04, eta: 5:28:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3340, loss: 1.3340 +2025-06-26 15:28:06,552 - pyskl - INFO - Epoch [138][2100/3405] lr: 4.181e-04, eta: 5:27:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3189, loss: 1.3189 +2025-06-26 15:28:52,355 - pyskl - INFO - Epoch [138][2200/3405] lr: 4.161e-04, eta: 5:26:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3506, loss: 1.3506 +2025-06-26 15:29:38,161 - pyskl - INFO - Epoch [138][2300/3405] lr: 4.141e-04, eta: 5:25:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3292, loss: 1.3292 +2025-06-26 15:30:23,850 - pyskl - INFO - Epoch [138][2400/3405] lr: 4.122e-04, eta: 5:24:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3388, loss: 1.3388 +2025-06-26 15:31:09,617 - pyskl - INFO - Epoch [138][2500/3405] lr: 4.102e-04, eta: 5:24:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.3374, loss: 1.3374 +2025-06-26 15:31:55,419 - pyskl - INFO - Epoch [138][2600/3405] lr: 4.083e-04, eta: 5:23:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3795, loss: 1.3795 +2025-06-26 15:32:41,328 - pyskl - INFO - Epoch [138][2700/3405] lr: 4.063e-04, eta: 5:22:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3443, loss: 1.3443 +2025-06-26 15:33:27,228 - pyskl - INFO - Epoch [138][2800/3405] lr: 4.044e-04, eta: 5:21:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3925, loss: 1.3925 +2025-06-26 15:34:13,093 - pyskl - INFO - Epoch [138][2900/3405] lr: 4.024e-04, eta: 5:21:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3403, loss: 1.3403 +2025-06-26 15:34:58,908 - pyskl - INFO - Epoch [138][3000/3405] lr: 4.005e-04, eta: 5:20:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3679, loss: 1.3679 +2025-06-26 15:35:44,854 - pyskl - INFO - Epoch [138][3100/3405] lr: 3.986e-04, eta: 5:19:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3359, loss: 1.3359 +2025-06-26 15:36:30,700 - pyskl - INFO - Epoch [138][3200/3405] lr: 3.967e-04, eta: 5:18:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3799, loss: 1.3799 +2025-06-26 15:37:16,568 - pyskl - INFO - Epoch [138][3300/3405] lr: 3.947e-04, eta: 5:17:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2892, loss: 1.2892 +2025-06-26 15:38:02,731 - pyskl - INFO - Epoch [138][3400/3405] lr: 3.928e-04, eta: 5:17:07, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3683, loss: 1.3683 +2025-06-26 15:38:05,361 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-06-26 15:42:19,106 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 15:42:19,655 - pyskl - INFO - +top1_acc 0.8916 +top5_acc 0.9791 +2025-06-26 15:42:19,679 - pyskl - INFO - Epoch(val) [138][3718] top1_acc: 0.8916, top5_acc: 0.9791 +2025-06-26 15:43:29,354 - pyskl - INFO - Epoch [139][100/3405] lr: 3.908e-04, eta: 5:16:20, time: 0.697, data_time: 0.232, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3372, loss: 1.3372 +2025-06-26 15:44:15,560 - pyskl - INFO - Epoch [139][200/3405] lr: 3.889e-04, eta: 5:15:34, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3287, loss: 1.3287 +2025-06-26 15:45:01,475 - pyskl - INFO - Epoch [139][300/3405] lr: 3.870e-04, eta: 5:14:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3703, loss: 1.3703 +2025-06-26 15:45:47,328 - pyskl - INFO - Epoch [139][400/3405] lr: 3.851e-04, eta: 5:14:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3731, loss: 1.3731 +2025-06-26 15:46:33,174 - pyskl - INFO - Epoch [139][500/3405] lr: 3.832e-04, eta: 5:13:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3525, loss: 1.3525 +2025-06-26 15:47:19,055 - pyskl - INFO - Epoch [139][600/3405] lr: 3.813e-04, eta: 5:12:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3822, loss: 1.3822 +2025-06-26 15:48:04,946 - pyskl - INFO - Epoch [139][700/3405] lr: 3.795e-04, eta: 5:11:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2944, loss: 1.2944 +2025-06-26 15:48:50,880 - pyskl - INFO - Epoch [139][800/3405] lr: 3.776e-04, eta: 5:10:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3249, loss: 1.3249 +2025-06-26 15:49:36,836 - pyskl - INFO - Epoch [139][900/3405] lr: 3.757e-04, eta: 5:10:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3661, loss: 1.3661 +2025-06-26 15:50:22,693 - pyskl - INFO - Epoch [139][1000/3405] lr: 3.738e-04, eta: 5:09:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3141, loss: 1.3141 +2025-06-26 15:51:08,618 - pyskl - INFO - Epoch [139][1100/3405] lr: 3.720e-04, eta: 5:08:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2995, loss: 1.2995 +2025-06-26 15:51:54,435 - pyskl - INFO - Epoch [139][1200/3405] lr: 3.701e-04, eta: 5:07:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3411, loss: 1.3411 +2025-06-26 15:52:40,325 - pyskl - INFO - Epoch [139][1300/3405] lr: 3.683e-04, eta: 5:07:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3769, loss: 1.3769 +2025-06-26 15:53:26,211 - pyskl - INFO - Epoch [139][1400/3405] lr: 3.664e-04, eta: 5:06:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3620, loss: 1.3620 +2025-06-26 15:54:12,082 - pyskl - INFO - Epoch [139][1500/3405] lr: 3.646e-04, eta: 5:05:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3648, loss: 1.3648 +2025-06-26 15:54:57,955 - pyskl - INFO - Epoch [139][1600/3405] lr: 3.627e-04, eta: 5:04:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3186, loss: 1.3186 +2025-06-26 15:55:43,884 - pyskl - INFO - Epoch [139][1700/3405] lr: 3.609e-04, eta: 5:03:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3232, loss: 1.3232 +2025-06-26 15:56:29,719 - pyskl - INFO - Epoch [139][1800/3405] lr: 3.591e-04, eta: 5:03:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3330, loss: 1.3330 +2025-06-26 15:57:15,583 - pyskl - INFO - Epoch [139][1900/3405] lr: 3.572e-04, eta: 5:02:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3298, loss: 1.3298 +2025-06-26 15:58:01,385 - pyskl - INFO - Epoch [139][2000/3405] lr: 3.554e-04, eta: 5:01:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3338, loss: 1.3338 +2025-06-26 15:58:47,195 - pyskl - INFO - Epoch [139][2100/3405] lr: 3.536e-04, eta: 5:00:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3402, loss: 1.3402 +2025-06-26 15:59:33,051 - pyskl - INFO - Epoch [139][2200/3405] lr: 3.518e-04, eta: 5:00:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3429, loss: 1.3429 +2025-06-26 16:00:18,852 - pyskl - INFO - Epoch [139][2300/3405] lr: 3.500e-04, eta: 4:59:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3325, loss: 1.3325 +2025-06-26 16:01:04,727 - pyskl - INFO - Epoch [139][2400/3405] lr: 3.482e-04, eta: 4:58:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3827, loss: 1.3827 +2025-06-26 16:01:50,783 - pyskl - INFO - Epoch [139][2500/3405] lr: 3.464e-04, eta: 4:57:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2940, loss: 1.2940 +2025-06-26 16:02:36,588 - pyskl - INFO - Epoch [139][2600/3405] lr: 3.446e-04, eta: 4:56:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3654, loss: 1.3654 +2025-06-26 16:03:22,434 - pyskl - INFO - Epoch [139][2700/3405] lr: 3.428e-04, eta: 4:56:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3497, loss: 1.3497 +2025-06-26 16:04:08,316 - pyskl - INFO - Epoch [139][2800/3405] lr: 3.410e-04, eta: 4:55:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3254, loss: 1.3254 +2025-06-26 16:04:54,111 - pyskl - INFO - Epoch [139][2900/3405] lr: 3.392e-04, eta: 4:54:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2718, loss: 1.2718 +2025-06-26 16:05:39,963 - pyskl - INFO - Epoch [139][3000/3405] lr: 3.374e-04, eta: 4:53:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3479, loss: 1.3479 +2025-06-26 16:06:25,785 - pyskl - INFO - Epoch [139][3100/3405] lr: 3.357e-04, eta: 4:53:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3077, loss: 1.3077 +2025-06-26 16:07:11,699 - pyskl - INFO - Epoch [139][3200/3405] lr: 3.339e-04, eta: 4:52:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3751, loss: 1.3751 +2025-06-26 16:07:57,563 - pyskl - INFO - Epoch [139][3300/3405] lr: 3.321e-04, eta: 4:51:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3352, loss: 1.3352 +2025-06-26 16:08:43,413 - pyskl - INFO - Epoch [139][3400/3405] lr: 3.304e-04, eta: 4:50:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3421, loss: 1.3421 +2025-06-26 16:08:46,092 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-06-26 16:12:57,078 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 16:12:57,616 - pyskl - INFO - +top1_acc 0.9017 +top5_acc 0.9794 +2025-06-26 16:12:57,671 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_135.pth was removed +2025-06-26 16:12:58,716 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2025-06-26 16:12:58,718 - pyskl - INFO - Best top1_acc is 0.9017 at 139 epoch. +2025-06-26 16:12:58,739 - pyskl - INFO - Epoch(val) [139][3718] top1_acc: 0.9017, top5_acc: 0.9794 +2025-06-26 16:14:07,505 - pyskl - INFO - Epoch [140][100/3405] lr: 3.285e-04, eta: 4:49:55, time: 0.688, data_time: 0.226, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3870, loss: 1.3870 +2025-06-26 16:14:53,329 - pyskl - INFO - Epoch [140][200/3405] lr: 3.268e-04, eta: 4:49:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3373, loss: 1.3373 +2025-06-26 16:15:39,099 - pyskl - INFO - Epoch [140][300/3405] lr: 3.250e-04, eta: 4:48:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3588, loss: 1.3588 +2025-06-26 16:16:24,873 - pyskl - INFO - Epoch [140][400/3405] lr: 3.233e-04, eta: 4:47:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3535, loss: 1.3535 +2025-06-26 16:17:10,928 - pyskl - INFO - Epoch [140][500/3405] lr: 3.216e-04, eta: 4:46:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3289, loss: 1.3289 +2025-06-26 16:17:56,863 - pyskl - INFO - Epoch [140][600/3405] lr: 3.198e-04, eta: 4:46:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3477, loss: 1.3477 +2025-06-26 16:18:42,805 - pyskl - INFO - Epoch [140][700/3405] lr: 3.181e-04, eta: 4:45:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3339, loss: 1.3339 +2025-06-26 16:19:28,572 - pyskl - INFO - Epoch [140][800/3405] lr: 3.164e-04, eta: 4:44:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3228, loss: 1.3228 +2025-06-26 16:20:14,416 - pyskl - INFO - Epoch [140][900/3405] lr: 3.147e-04, eta: 4:43:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3433, loss: 1.3433 +2025-06-26 16:21:00,204 - pyskl - INFO - Epoch [140][1000/3405] lr: 3.130e-04, eta: 4:42:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3207, loss: 1.3207 +2025-06-26 16:21:45,940 - pyskl - INFO - Epoch [140][1100/3405] lr: 3.112e-04, eta: 4:42:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3131, loss: 1.3131 +2025-06-26 16:22:31,719 - pyskl - INFO - Epoch [140][1200/3405] lr: 3.095e-04, eta: 4:41:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3222, loss: 1.3222 +2025-06-26 16:23:17,640 - pyskl - INFO - Epoch [140][1300/3405] lr: 3.078e-04, eta: 4:40:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3339, loss: 1.3339 +2025-06-26 16:24:03,462 - pyskl - INFO - Epoch [140][1400/3405] lr: 3.062e-04, eta: 4:39:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3020, loss: 1.3020 +2025-06-26 16:24:49,331 - pyskl - INFO - Epoch [140][1500/3405] lr: 3.045e-04, eta: 4:39:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3505, loss: 1.3505 +2025-06-26 16:25:35,082 - pyskl - INFO - Epoch [140][1600/3405] lr: 3.028e-04, eta: 4:38:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3317, loss: 1.3317 +2025-06-26 16:26:20,800 - pyskl - INFO - Epoch [140][1700/3405] lr: 3.011e-04, eta: 4:37:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3023, loss: 1.3023 +2025-06-26 16:27:06,591 - pyskl - INFO - Epoch [140][1800/3405] lr: 2.994e-04, eta: 4:36:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3633, loss: 1.3633 +2025-06-26 16:27:52,399 - pyskl - INFO - Epoch [140][1900/3405] lr: 2.978e-04, eta: 4:35:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3255, loss: 1.3255 +2025-06-26 16:28:38,171 - pyskl - INFO - Epoch [140][2000/3405] lr: 2.961e-04, eta: 4:35:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2730, loss: 1.2730 +2025-06-26 16:29:24,044 - pyskl - INFO - Epoch [140][2100/3405] lr: 2.944e-04, eta: 4:34:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3466, loss: 1.3466 +2025-06-26 16:30:09,951 - pyskl - INFO - Epoch [140][2200/3405] lr: 2.928e-04, eta: 4:33:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3138, loss: 1.3138 +2025-06-26 16:30:55,840 - pyskl - INFO - Epoch [140][2300/3405] lr: 2.911e-04, eta: 4:32:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3551, loss: 1.3551 +2025-06-26 16:31:41,708 - pyskl - INFO - Epoch [140][2400/3405] lr: 2.895e-04, eta: 4:32:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3507, loss: 1.3507 +2025-06-26 16:32:27,632 - pyskl - INFO - Epoch [140][2500/3405] lr: 2.878e-04, eta: 4:31:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3500, loss: 1.3500 +2025-06-26 16:33:13,613 - pyskl - INFO - Epoch [140][2600/3405] lr: 2.862e-04, eta: 4:30:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3300, loss: 1.3300 +2025-06-26 16:33:59,744 - pyskl - INFO - Epoch [140][2700/3405] lr: 2.846e-04, eta: 4:29:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3492, loss: 1.3492 +2025-06-26 16:34:45,896 - pyskl - INFO - Epoch [140][2800/3405] lr: 2.829e-04, eta: 4:28:56, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3580, loss: 1.3580 +2025-06-26 16:35:31,991 - pyskl - INFO - Epoch [140][2900/3405] lr: 2.813e-04, eta: 4:28:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3051, loss: 1.3051 +2025-06-26 16:36:18,041 - pyskl - INFO - Epoch [140][3000/3405] lr: 2.797e-04, eta: 4:27:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3097, loss: 1.3097 +2025-06-26 16:37:03,897 - pyskl - INFO - Epoch [140][3100/3405] lr: 2.781e-04, eta: 4:26:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3332, loss: 1.3332 +2025-06-26 16:37:49,882 - pyskl - INFO - Epoch [140][3200/3405] lr: 2.765e-04, eta: 4:25:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3362, loss: 1.3362 +2025-06-26 16:38:36,027 - pyskl - INFO - Epoch [140][3300/3405] lr: 2.749e-04, eta: 4:25:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3048, loss: 1.3048 +2025-06-26 16:39:21,914 - pyskl - INFO - Epoch [140][3400/3405] lr: 2.733e-04, eta: 4:24:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3297, loss: 1.3297 +2025-06-26 16:39:24,551 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-06-26 16:58:25,112 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 16:58:25,654 - pyskl - INFO - +top1_acc 0.8893 +top5_acc 0.9773 +2025-06-26 16:58:25,676 - pyskl - INFO - Epoch(val) [140][3718] top1_acc: 0.8893, top5_acc: 0.9773 +2025-06-26 16:59:34,388 - pyskl - INFO - Epoch [141][100/3405] lr: 2.716e-04, eta: 4:23:29, time: 0.687, data_time: 0.228, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3687, loss: 1.3687 +2025-06-26 17:00:20,173 - pyskl - INFO - Epoch [141][200/3405] lr: 2.700e-04, eta: 4:22:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3219, loss: 1.3219 +2025-06-26 17:01:05,989 - pyskl - INFO - Epoch [141][300/3405] lr: 2.684e-04, eta: 4:21:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3294, loss: 1.3294 +2025-06-26 17:01:51,949 - pyskl - INFO - Epoch [141][400/3405] lr: 2.668e-04, eta: 4:21:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3189, loss: 1.3189 +2025-06-26 17:02:38,000 - pyskl - INFO - Epoch [141][500/3405] lr: 2.652e-04, eta: 4:20:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3873, loss: 1.3873 +2025-06-26 17:03:23,950 - pyskl - INFO - Epoch [141][600/3405] lr: 2.637e-04, eta: 4:19:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3406, loss: 1.3406 +2025-06-26 17:04:09,880 - pyskl - INFO - Epoch [141][700/3405] lr: 2.621e-04, eta: 4:18:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3001, loss: 1.3001 +2025-06-26 17:04:55,807 - pyskl - INFO - Epoch [141][800/3405] lr: 2.605e-04, eta: 4:18:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3183, loss: 1.3183 +2025-06-26 17:05:41,644 - pyskl - INFO - Epoch [141][900/3405] lr: 2.590e-04, eta: 4:17:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2897, loss: 1.2897 +2025-06-26 17:06:27,423 - pyskl - INFO - Epoch [141][1000/3405] lr: 2.574e-04, eta: 4:16:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3482, loss: 1.3482 +2025-06-26 17:07:13,248 - pyskl - INFO - Epoch [141][1100/3405] lr: 2.559e-04, eta: 4:15:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3269, loss: 1.3269 +2025-06-26 17:07:59,088 - pyskl - INFO - Epoch [141][1200/3405] lr: 2.543e-04, eta: 4:14:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3402, loss: 1.3402 +2025-06-26 17:08:44,932 - pyskl - INFO - Epoch [141][1300/3405] lr: 2.528e-04, eta: 4:14:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3552, loss: 1.3552 +2025-06-26 17:09:30,812 - pyskl - INFO - Epoch [141][1400/3405] lr: 2.512e-04, eta: 4:13:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3173, loss: 1.3173 +2025-06-26 17:10:16,747 - pyskl - INFO - Epoch [141][1500/3405] lr: 2.497e-04, eta: 4:12:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3308, loss: 1.3308 +2025-06-26 17:11:02,536 - pyskl - INFO - Epoch [141][1600/3405] lr: 2.482e-04, eta: 4:11:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3583, loss: 1.3583 +2025-06-26 17:11:48,338 - pyskl - INFO - Epoch [141][1700/3405] lr: 2.467e-04, eta: 4:11:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3361, loss: 1.3361 +2025-06-26 17:12:34,135 - pyskl - INFO - Epoch [141][1800/3405] lr: 2.451e-04, eta: 4:10:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3149, loss: 1.3149 +2025-06-26 17:13:19,959 - pyskl - INFO - Epoch [141][1900/3405] lr: 2.436e-04, eta: 4:09:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3135, loss: 1.3135 +2025-06-26 17:14:05,894 - pyskl - INFO - Epoch [141][2000/3405] lr: 2.421e-04, eta: 4:08:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3463, loss: 1.3463 +2025-06-26 17:14:51,695 - pyskl - INFO - Epoch [141][2100/3405] lr: 2.406e-04, eta: 4:07:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3152, loss: 1.3152 +2025-06-26 17:15:37,518 - pyskl - INFO - Epoch [141][2200/3405] lr: 2.391e-04, eta: 4:07:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3267, loss: 1.3267 +2025-06-26 17:16:23,453 - pyskl - INFO - Epoch [141][2300/3405] lr: 2.376e-04, eta: 4:06:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3495, loss: 1.3495 +2025-06-26 17:17:09,412 - pyskl - INFO - Epoch [141][2400/3405] lr: 2.361e-04, eta: 4:05:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3092, loss: 1.3092 +2025-06-26 17:17:55,187 - pyskl - INFO - Epoch [141][2500/3405] lr: 2.347e-04, eta: 4:04:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3362, loss: 1.3362 +2025-06-26 17:18:41,028 - pyskl - INFO - Epoch [141][2600/3405] lr: 2.332e-04, eta: 4:04:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3147, loss: 1.3147 +2025-06-26 17:19:26,929 - pyskl - INFO - Epoch [141][2700/3405] lr: 2.317e-04, eta: 4:03:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3378, loss: 1.3378 +2025-06-26 17:20:12,710 - pyskl - INFO - Epoch [141][2800/3405] lr: 2.302e-04, eta: 4:02:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3397, loss: 1.3397 +2025-06-26 17:20:58,462 - pyskl - INFO - Epoch [141][2900/3405] lr: 2.288e-04, eta: 4:01:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3469, loss: 1.3469 +2025-06-26 17:21:44,201 - pyskl - INFO - Epoch [141][3000/3405] lr: 2.273e-04, eta: 4:00:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3226, loss: 1.3226 +2025-06-26 17:22:30,082 - pyskl - INFO - Epoch [141][3100/3405] lr: 2.258e-04, eta: 4:00:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3141, loss: 1.3141 +2025-06-26 17:23:15,979 - pyskl - INFO - Epoch [141][3200/3405] lr: 2.244e-04, eta: 3:59:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3321, loss: 1.3321 +2025-06-26 17:24:01,829 - pyskl - INFO - Epoch [141][3300/3405] lr: 2.229e-04, eta: 3:58:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3280, loss: 1.3280 +2025-06-26 17:24:47,711 - pyskl - INFO - Epoch [141][3400/3405] lr: 2.215e-04, eta: 3:57:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2719, loss: 1.2719 +2025-06-26 17:24:50,329 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-06-26 17:29:04,121 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 17:29:04,662 - pyskl - INFO - +top1_acc 0.9017 +top5_acc 0.9803 +2025-06-26 17:29:04,684 - pyskl - INFO - Epoch(val) [141][3718] top1_acc: 0.9017, top5_acc: 0.9803 +2025-06-26 17:30:13,043 - pyskl - INFO - Epoch [142][100/3405] lr: 2.200e-04, eta: 3:57:03, time: 0.684, data_time: 0.226, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3109, loss: 1.3109 +2025-06-26 17:30:58,997 - pyskl - INFO - Epoch [142][200/3405] lr: 2.186e-04, eta: 3:56:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2960, loss: 1.2960 +2025-06-26 17:31:44,873 - pyskl - INFO - Epoch [142][300/3405] lr: 2.171e-04, eta: 3:55:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3262, loss: 1.3262 +2025-06-26 17:32:30,711 - pyskl - INFO - Epoch [142][400/3405] lr: 2.157e-04, eta: 3:54:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2946, loss: 1.2946 +2025-06-26 17:33:16,579 - pyskl - INFO - Epoch [142][500/3405] lr: 2.143e-04, eta: 3:53:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3406, loss: 1.3406 +2025-06-26 17:34:02,356 - pyskl - INFO - Epoch [142][600/3405] lr: 2.129e-04, eta: 3:53:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3627, loss: 1.3627 +2025-06-26 17:34:48,387 - pyskl - INFO - Epoch [142][700/3405] lr: 2.115e-04, eta: 3:52:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2753, loss: 1.2753 +2025-06-26 17:35:34,288 - pyskl - INFO - Epoch [142][800/3405] lr: 2.100e-04, eta: 3:51:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3102, loss: 1.3102 +2025-06-26 17:36:20,111 - pyskl - INFO - Epoch [142][900/3405] lr: 2.086e-04, eta: 3:50:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2940, loss: 1.2940 +2025-06-26 17:37:05,962 - pyskl - INFO - Epoch [142][1000/3405] lr: 2.072e-04, eta: 3:50:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3316, loss: 1.3316 +2025-06-26 17:37:51,899 - pyskl - INFO - Epoch [142][1100/3405] lr: 2.059e-04, eta: 3:49:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3058, loss: 1.3058 +2025-06-26 17:38:37,721 - pyskl - INFO - Epoch [142][1200/3405] lr: 2.045e-04, eta: 3:48:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2999, loss: 1.2999 +2025-06-26 17:39:23,554 - pyskl - INFO - Epoch [142][1300/3405] lr: 2.031e-04, eta: 3:47:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2803, loss: 1.2803 +2025-06-26 17:40:09,352 - pyskl - INFO - Epoch [142][1400/3405] lr: 2.017e-04, eta: 3:46:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3133, loss: 1.3133 +2025-06-26 17:40:55,208 - pyskl - INFO - Epoch [142][1500/3405] lr: 2.003e-04, eta: 3:46:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3172, loss: 1.3172 +2025-06-26 17:41:41,071 - pyskl - INFO - Epoch [142][1600/3405] lr: 1.990e-04, eta: 3:45:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2919, loss: 1.2919 +2025-06-26 17:42:26,835 - pyskl - INFO - Epoch [142][1700/3405] lr: 1.976e-04, eta: 3:44:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2999, loss: 1.2999 +2025-06-26 17:43:12,630 - pyskl - INFO - Epoch [142][1800/3405] lr: 1.962e-04, eta: 3:43:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3303, loss: 1.3303 +2025-06-26 17:43:58,460 - pyskl - INFO - Epoch [142][1900/3405] lr: 1.949e-04, eta: 3:43:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3128, loss: 1.3128 +2025-06-26 17:44:44,332 - pyskl - INFO - Epoch [142][2000/3405] lr: 1.935e-04, eta: 3:42:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3241, loss: 1.3241 +2025-06-26 17:45:30,216 - pyskl - INFO - Epoch [142][2100/3405] lr: 1.922e-04, eta: 3:41:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3365, loss: 1.3365 +2025-06-26 17:46:16,136 - pyskl - INFO - Epoch [142][2200/3405] lr: 1.909e-04, eta: 3:40:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3128, loss: 1.3128 +2025-06-26 17:47:02,051 - pyskl - INFO - Epoch [142][2300/3405] lr: 1.895e-04, eta: 3:39:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2879, loss: 1.2879 +2025-06-26 17:47:47,871 - pyskl - INFO - Epoch [142][2400/3405] lr: 1.882e-04, eta: 3:39:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3375, loss: 1.3375 +2025-06-26 17:48:33,680 - pyskl - INFO - Epoch [142][2500/3405] lr: 1.869e-04, eta: 3:38:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3300, loss: 1.3300 +2025-06-26 17:49:19,556 - pyskl - INFO - Epoch [142][2600/3405] lr: 1.855e-04, eta: 3:37:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2845, loss: 1.2845 +2025-06-26 17:50:05,431 - pyskl - INFO - Epoch [142][2700/3405] lr: 1.842e-04, eta: 3:36:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3172, loss: 1.3172 +2025-06-26 17:50:51,372 - pyskl - INFO - Epoch [142][2800/3405] lr: 1.829e-04, eta: 3:36:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3138, loss: 1.3138 +2025-06-26 17:51:37,235 - pyskl - INFO - Epoch [142][2900/3405] lr: 1.816e-04, eta: 3:35:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3215, loss: 1.3215 +2025-06-26 17:52:23,114 - pyskl - INFO - Epoch [142][3000/3405] lr: 1.803e-04, eta: 3:34:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3047, loss: 1.3047 +2025-06-26 17:53:09,268 - pyskl - INFO - Epoch [142][3100/3405] lr: 1.790e-04, eta: 3:33:45, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3119, loss: 1.3119 +2025-06-26 17:53:55,339 - pyskl - INFO - Epoch [142][3200/3405] lr: 1.777e-04, eta: 3:32:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3231, loss: 1.3231 +2025-06-26 17:54:41,365 - pyskl - INFO - Epoch [142][3300/3405] lr: 1.764e-04, eta: 3:32:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3086, loss: 1.3086 +2025-06-26 17:55:27,271 - pyskl - INFO - Epoch [142][3400/3405] lr: 1.751e-04, eta: 3:31:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3366, loss: 1.3366 +2025-06-26 17:55:29,906 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-06-26 17:59:43,302 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 17:59:43,837 - pyskl - INFO - +top1_acc 0.8946 +top5_acc 0.9801 +2025-06-26 17:59:43,858 - pyskl - INFO - Epoch(val) [142][3718] top1_acc: 0.8946, top5_acc: 0.9801 +2025-06-26 18:00:52,249 - pyskl - INFO - Epoch [143][100/3405] lr: 1.738e-04, eta: 3:30:37, time: 0.684, data_time: 0.223, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3153, loss: 1.3153 +2025-06-26 18:01:38,349 - pyskl - INFO - Epoch [143][200/3405] lr: 1.725e-04, eta: 3:29:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3717, loss: 1.3717 +2025-06-26 18:02:24,287 - pyskl - INFO - Epoch [143][300/3405] lr: 1.712e-04, eta: 3:29:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3237, loss: 1.3237 +2025-06-26 18:03:10,180 - pyskl - INFO - Epoch [143][400/3405] lr: 1.700e-04, eta: 3:28:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3389, loss: 1.3389 +2025-06-26 18:03:56,092 - pyskl - INFO - Epoch [143][500/3405] lr: 1.687e-04, eta: 3:27:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2747, loss: 1.2747 +2025-06-26 18:04:42,015 - pyskl - INFO - Epoch [143][600/3405] lr: 1.675e-04, eta: 3:26:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3036, loss: 1.3036 +2025-06-26 18:05:27,915 - pyskl - INFO - Epoch [143][700/3405] lr: 1.662e-04, eta: 3:25:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3372, loss: 1.3372 +2025-06-26 18:06:13,788 - pyskl - INFO - Epoch [143][800/3405] lr: 1.650e-04, eta: 3:25:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2963, loss: 1.2963 +2025-06-26 18:06:59,596 - pyskl - INFO - Epoch [143][900/3405] lr: 1.637e-04, eta: 3:24:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3491, loss: 1.3491 +2025-06-26 18:07:45,516 - pyskl - INFO - Epoch [143][1000/3405] lr: 1.625e-04, eta: 3:23:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2955, loss: 1.2955 +2025-06-26 18:08:31,731 - pyskl - INFO - Epoch [143][1100/3405] lr: 1.612e-04, eta: 3:22:51, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2938, loss: 1.2938 +2025-06-26 18:09:17,782 - pyskl - INFO - Epoch [143][1200/3405] lr: 1.600e-04, eta: 3:22:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3338, loss: 1.3338 +2025-06-26 18:10:03,738 - pyskl - INFO - Epoch [143][1300/3405] lr: 1.588e-04, eta: 3:21:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2564, loss: 1.2564 +2025-06-26 18:10:49,625 - pyskl - INFO - Epoch [143][1400/3405] lr: 1.576e-04, eta: 3:20:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3288, loss: 1.3288 +2025-06-26 18:11:35,500 - pyskl - INFO - Epoch [143][1500/3405] lr: 1.564e-04, eta: 3:19:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2935, loss: 1.2935 +2025-06-26 18:12:21,415 - pyskl - INFO - Epoch [143][1600/3405] lr: 1.551e-04, eta: 3:18:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3141, loss: 1.3141 +2025-06-26 18:13:07,375 - pyskl - INFO - Epoch [143][1700/3405] lr: 1.539e-04, eta: 3:18:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3245, loss: 1.3245 +2025-06-26 18:13:53,429 - pyskl - INFO - Epoch [143][1800/3405] lr: 1.527e-04, eta: 3:17:25, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2922, loss: 1.2922 +2025-06-26 18:14:39,330 - pyskl - INFO - Epoch [143][1900/3405] lr: 1.515e-04, eta: 3:16:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3007, loss: 1.3007 +2025-06-26 18:15:25,171 - pyskl - INFO - Epoch [143][2000/3405] lr: 1.504e-04, eta: 3:15:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2718, loss: 1.2718 +2025-06-26 18:16:11,096 - pyskl - INFO - Epoch [143][2100/3405] lr: 1.492e-04, eta: 3:15:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2954, loss: 1.2954 +2025-06-26 18:16:57,007 - pyskl - INFO - Epoch [143][2200/3405] lr: 1.480e-04, eta: 3:14:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2884, loss: 1.2884 +2025-06-26 18:17:42,898 - pyskl - INFO - Epoch [143][2300/3405] lr: 1.468e-04, eta: 3:13:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2745, loss: 1.2745 +2025-06-26 18:18:28,860 - pyskl - INFO - Epoch [143][2400/3405] lr: 1.456e-04, eta: 3:12:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2991, loss: 1.2991 +2025-06-26 18:19:14,755 - pyskl - INFO - Epoch [143][2500/3405] lr: 1.445e-04, eta: 3:11:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2971, loss: 1.2971 +2025-06-26 18:20:00,838 - pyskl - INFO - Epoch [143][2600/3405] lr: 1.433e-04, eta: 3:11:12, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2913, loss: 1.2913 +2025-06-26 18:20:46,775 - pyskl - INFO - Epoch [143][2700/3405] lr: 1.421e-04, eta: 3:10:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2994, loss: 1.2994 +2025-06-26 18:21:32,735 - pyskl - INFO - Epoch [143][2800/3405] lr: 1.410e-04, eta: 3:09:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3005, loss: 1.3005 +2025-06-26 18:22:18,699 - pyskl - INFO - Epoch [143][2900/3405] lr: 1.398e-04, eta: 3:08:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3393, loss: 1.3393 +2025-06-26 18:23:04,679 - pyskl - INFO - Epoch [143][3000/3405] lr: 1.387e-04, eta: 3:08:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3282, loss: 1.3282 +2025-06-26 18:23:50,608 - pyskl - INFO - Epoch [143][3100/3405] lr: 1.376e-04, eta: 3:07:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3217, loss: 1.3217 +2025-06-26 18:24:36,521 - pyskl - INFO - Epoch [143][3200/3405] lr: 1.364e-04, eta: 3:06:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2800, loss: 1.2800 +2025-06-26 18:25:22,396 - pyskl - INFO - Epoch [143][3300/3405] lr: 1.353e-04, eta: 3:05:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3027, loss: 1.3027 +2025-06-26 18:26:08,267 - pyskl - INFO - Epoch [143][3400/3405] lr: 1.342e-04, eta: 3:05:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2905, loss: 1.2905 +2025-06-26 18:26:10,917 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-06-26 18:30:21,123 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 18:30:21,673 - pyskl - INFO - +top1_acc 0.9040 +top5_acc 0.9803 +2025-06-26 18:30:21,731 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_139.pth was removed +2025-06-26 18:30:22,833 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. +2025-06-26 18:30:22,835 - pyskl - INFO - Best top1_acc is 0.9040 at 143 epoch. +2025-06-26 18:30:22,857 - pyskl - INFO - Epoch(val) [143][3718] top1_acc: 0.9040, top5_acc: 0.9803 +2025-06-26 18:31:31,816 - pyskl - INFO - Epoch [144][100/3405] lr: 1.330e-04, eta: 3:04:12, time: 0.690, data_time: 0.229, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3200, loss: 1.3200 +2025-06-26 18:32:17,796 - pyskl - INFO - Epoch [144][200/3405] lr: 1.319e-04, eta: 3:03:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2625, loss: 1.2625 +2025-06-26 18:33:03,663 - pyskl - INFO - Epoch [144][300/3405] lr: 1.308e-04, eta: 3:02:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2969, loss: 1.2969 +2025-06-26 18:33:49,524 - pyskl - INFO - Epoch [144][400/3405] lr: 1.297e-04, eta: 3:01:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2783, loss: 1.2783 +2025-06-26 18:34:35,315 - pyskl - INFO - Epoch [144][500/3405] lr: 1.285e-04, eta: 3:01:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3216, loss: 1.3216 +2025-06-26 18:35:21,155 - pyskl - INFO - Epoch [144][600/3405] lr: 1.275e-04, eta: 3:00:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3219, loss: 1.3219 +2025-06-26 18:36:06,890 - pyskl - INFO - Epoch [144][700/3405] lr: 1.264e-04, eta: 2:59:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2768, loss: 1.2768 +2025-06-26 18:36:52,733 - pyskl - INFO - Epoch [144][800/3405] lr: 1.253e-04, eta: 2:58:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2793, loss: 1.2793 +2025-06-26 18:37:38,594 - pyskl - INFO - Epoch [144][900/3405] lr: 1.242e-04, eta: 2:57:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2886, loss: 1.2886 +2025-06-26 18:38:24,365 - pyskl - INFO - Epoch [144][1000/3405] lr: 1.231e-04, eta: 2:57:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2776, loss: 1.2776 +2025-06-26 18:39:10,219 - pyskl - INFO - Epoch [144][1100/3405] lr: 1.220e-04, eta: 2:56:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3005, loss: 1.3005 +2025-06-26 18:39:56,058 - pyskl - INFO - Epoch [144][1200/3405] lr: 1.210e-04, eta: 2:55:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2958, loss: 1.2958 +2025-06-26 18:40:42,043 - pyskl - INFO - Epoch [144][1300/3405] lr: 1.199e-04, eta: 2:54:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2971, loss: 1.2971 +2025-06-26 18:41:27,960 - pyskl - INFO - Epoch [144][1400/3405] lr: 1.188e-04, eta: 2:54:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3410, loss: 1.3410 +2025-06-26 18:42:13,794 - pyskl - INFO - Epoch [144][1500/3405] lr: 1.178e-04, eta: 2:53:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2835, loss: 1.2835 +2025-06-26 18:42:59,552 - pyskl - INFO - Epoch [144][1600/3405] lr: 1.167e-04, eta: 2:52:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3477, loss: 1.3477 +2025-06-26 18:43:45,393 - pyskl - INFO - Epoch [144][1700/3405] lr: 1.157e-04, eta: 2:51:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2813, loss: 1.2813 +2025-06-26 18:44:31,311 - pyskl - INFO - Epoch [144][1800/3405] lr: 1.146e-04, eta: 2:50:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3056, loss: 1.3056 +2025-06-26 18:45:17,180 - pyskl - INFO - Epoch [144][1900/3405] lr: 1.136e-04, eta: 2:50:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3242, loss: 1.3242 +2025-06-26 18:46:03,139 - pyskl - INFO - Epoch [144][2000/3405] lr: 1.126e-04, eta: 2:49:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2913, loss: 1.2913 +2025-06-26 18:46:48,986 - pyskl - INFO - Epoch [144][2100/3405] lr: 1.116e-04, eta: 2:48:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3012, loss: 1.3012 +2025-06-26 18:47:34,952 - pyskl - INFO - Epoch [144][2200/3405] lr: 1.105e-04, eta: 2:47:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2804, loss: 1.2804 +2025-06-26 18:48:20,839 - pyskl - INFO - Epoch [144][2300/3405] lr: 1.095e-04, eta: 2:47:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3187, loss: 1.3187 +2025-06-26 18:49:06,733 - pyskl - INFO - Epoch [144][2400/3405] lr: 1.085e-04, eta: 2:46:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2958, loss: 1.2958 +2025-06-26 18:49:52,590 - pyskl - INFO - Epoch [144][2500/3405] lr: 1.075e-04, eta: 2:45:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3401, loss: 1.3401 +2025-06-26 18:50:38,425 - pyskl - INFO - Epoch [144][2600/3405] lr: 1.065e-04, eta: 2:44:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3079, loss: 1.3079 +2025-06-26 18:51:24,344 - pyskl - INFO - Epoch [144][2700/3405] lr: 1.055e-04, eta: 2:44:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3112, loss: 1.3112 +2025-06-26 18:52:10,349 - pyskl - INFO - Epoch [144][2800/3405] lr: 1.045e-04, eta: 2:43:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3179, loss: 1.3179 +2025-06-26 18:52:56,564 - pyskl - INFO - Epoch [144][2900/3405] lr: 1.035e-04, eta: 2:42:27, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2611, loss: 1.2611 +2025-06-26 18:53:42,497 - pyskl - INFO - Epoch [144][3000/3405] lr: 1.025e-04, eta: 2:41:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3115, loss: 1.3115 +2025-06-26 18:54:28,467 - pyskl - INFO - Epoch [144][3100/3405] lr: 1.015e-04, eta: 2:40:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2895, loss: 1.2895 +2025-06-26 18:55:14,400 - pyskl - INFO - Epoch [144][3200/3405] lr: 1.006e-04, eta: 2:40:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2918, loss: 1.2918 +2025-06-26 18:56:00,363 - pyskl - INFO - Epoch [144][3300/3405] lr: 9.959e-05, eta: 2:39:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3285, loss: 1.3285 +2025-06-26 18:56:46,390 - pyskl - INFO - Epoch [144][3400/3405] lr: 9.862e-05, eta: 2:38:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2857, loss: 1.2857 +2025-06-26 18:56:49,046 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-06-26 19:01:02,235 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 19:01:02,777 - pyskl - INFO - +top1_acc 0.9001 +top5_acc 0.9804 +2025-06-26 19:01:02,798 - pyskl - INFO - Epoch(val) [144][3718] top1_acc: 0.9001, top5_acc: 0.9804 +2025-06-26 19:02:11,232 - pyskl - INFO - Epoch [145][100/3405] lr: 9.761e-05, eta: 2:37:46, time: 0.684, data_time: 0.225, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2572, loss: 1.2572 +2025-06-26 19:02:57,310 - pyskl - INFO - Epoch [145][200/3405] lr: 9.666e-05, eta: 2:36:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3356, loss: 1.3356 +2025-06-26 19:03:43,207 - pyskl - INFO - Epoch [145][300/3405] lr: 9.571e-05, eta: 2:36:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3057, loss: 1.3057 +2025-06-26 19:04:29,047 - pyskl - INFO - Epoch [145][400/3405] lr: 9.476e-05, eta: 2:35:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3125, loss: 1.3125 +2025-06-26 19:05:14,960 - pyskl - INFO - Epoch [145][500/3405] lr: 9.382e-05, eta: 2:34:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3160, loss: 1.3160 +2025-06-26 19:06:00,815 - pyskl - INFO - Epoch [145][600/3405] lr: 9.288e-05, eta: 2:33:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3096, loss: 1.3096 +2025-06-26 19:06:46,709 - pyskl - INFO - Epoch [145][700/3405] lr: 9.194e-05, eta: 2:33:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2774, loss: 1.2774 +2025-06-26 19:07:32,633 - pyskl - INFO - Epoch [145][800/3405] lr: 9.102e-05, eta: 2:32:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3059, loss: 1.3059 +2025-06-26 19:08:18,558 - pyskl - INFO - Epoch [145][900/3405] lr: 9.009e-05, eta: 2:31:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2758, loss: 1.2758 +2025-06-26 19:09:04,428 - pyskl - INFO - Epoch [145][1000/3405] lr: 8.917e-05, eta: 2:30:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2634, loss: 1.2634 +2025-06-26 19:09:50,335 - pyskl - INFO - Epoch [145][1100/3405] lr: 8.826e-05, eta: 2:30:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3098, loss: 1.3098 +2025-06-26 19:10:36,308 - pyskl - INFO - Epoch [145][1200/3405] lr: 8.735e-05, eta: 2:29:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2809, loss: 1.2809 +2025-06-26 19:11:22,241 - pyskl - INFO - Epoch [145][1300/3405] lr: 8.644e-05, eta: 2:28:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2914, loss: 1.2914 +2025-06-26 19:12:08,095 - pyskl - INFO - Epoch [145][1400/3405] lr: 8.554e-05, eta: 2:27:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3006, loss: 1.3006 +2025-06-26 19:12:53,863 - pyskl - INFO - Epoch [145][1500/3405] lr: 8.465e-05, eta: 2:26:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3194, loss: 1.3194 +2025-06-26 19:13:39,984 - pyskl - INFO - Epoch [145][1600/3405] lr: 8.376e-05, eta: 2:26:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3171, loss: 1.3171 +2025-06-26 19:14:26,217 - pyskl - INFO - Epoch [145][1700/3405] lr: 8.287e-05, eta: 2:25:21, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3055, loss: 1.3055 +2025-06-26 19:15:12,200 - pyskl - INFO - Epoch [145][1800/3405] lr: 8.199e-05, eta: 2:24:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2746, loss: 1.2746 +2025-06-26 19:15:58,164 - pyskl - INFO - Epoch [145][1900/3405] lr: 8.111e-05, eta: 2:23:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2917, loss: 1.2917 +2025-06-26 19:16:44,047 - pyskl - INFO - Epoch [145][2000/3405] lr: 8.024e-05, eta: 2:23:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2795, loss: 1.2795 +2025-06-26 19:17:29,972 - pyskl - INFO - Epoch [145][2100/3405] lr: 7.937e-05, eta: 2:22:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3310, loss: 1.3310 +2025-06-26 19:18:15,889 - pyskl - INFO - Epoch [145][2200/3405] lr: 7.851e-05, eta: 2:21:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3351, loss: 1.3351 +2025-06-26 19:19:02,130 - pyskl - INFO - Epoch [145][2300/3405] lr: 7.765e-05, eta: 2:20:41, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2921, loss: 1.2921 +2025-06-26 19:19:48,291 - pyskl - INFO - Epoch [145][2400/3405] lr: 7.680e-05, eta: 2:19:55, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3146, loss: 1.3146 +2025-06-26 19:20:34,479 - pyskl - INFO - Epoch [145][2500/3405] lr: 7.595e-05, eta: 2:19:08, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3343, loss: 1.3343 +2025-06-26 19:21:20,528 - pyskl - INFO - Epoch [145][2600/3405] lr: 7.511e-05, eta: 2:18:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2883, loss: 1.2883 +2025-06-26 19:22:06,664 - pyskl - INFO - Epoch [145][2700/3405] lr: 7.427e-05, eta: 2:17:35, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3077, loss: 1.3077 +2025-06-26 19:22:52,593 - pyskl - INFO - Epoch [145][2800/3405] lr: 7.343e-05, eta: 2:16:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2616, loss: 1.2616 +2025-06-26 19:23:38,500 - pyskl - INFO - Epoch [145][2900/3405] lr: 7.260e-05, eta: 2:16:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2472, loss: 1.2472 +2025-06-26 19:24:24,439 - pyskl - INFO - Epoch [145][3000/3405] lr: 7.178e-05, eta: 2:15:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2995, loss: 1.2995 +2025-06-26 19:25:10,373 - pyskl - INFO - Epoch [145][3100/3405] lr: 7.096e-05, eta: 2:14:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3021, loss: 1.3021 +2025-06-26 19:25:56,337 - pyskl - INFO - Epoch [145][3200/3405] lr: 7.014e-05, eta: 2:13:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3227, loss: 1.3227 +2025-06-26 19:26:42,148 - pyskl - INFO - Epoch [145][3300/3405] lr: 6.933e-05, eta: 2:12:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3021, loss: 1.3021 +2025-06-26 19:27:28,231 - pyskl - INFO - Epoch [145][3400/3405] lr: 6.852e-05, eta: 2:12:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2989, loss: 1.2989 +2025-06-26 19:27:30,855 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-06-26 19:47:39,127 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 19:47:39,764 - pyskl - INFO - +top1_acc 0.8967 +top5_acc 0.9795 +2025-06-26 19:47:39,784 - pyskl - INFO - Epoch(val) [145][3718] top1_acc: 0.8967, top5_acc: 0.9795 +2025-06-26 19:48:47,867 - pyskl - INFO - Epoch [146][100/3405] lr: 6.768e-05, eta: 2:11:20, time: 0.681, data_time: 0.221, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3189, loss: 1.3189 +2025-06-26 19:49:33,761 - pyskl - INFO - Epoch [146][200/3405] lr: 6.689e-05, eta: 2:10:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3213, loss: 1.3213 +2025-06-26 19:50:19,690 - pyskl - INFO - Epoch [146][300/3405] lr: 6.609e-05, eta: 2:09:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2596, loss: 1.2596 +2025-06-26 19:51:05,633 - pyskl - INFO - Epoch [146][400/3405] lr: 6.531e-05, eta: 2:09:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3274, loss: 1.3274 +2025-06-26 19:51:51,562 - pyskl - INFO - Epoch [146][500/3405] lr: 6.452e-05, eta: 2:08:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2868, loss: 1.2868 +2025-06-26 19:52:37,588 - pyskl - INFO - Epoch [146][600/3405] lr: 6.375e-05, eta: 2:07:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3065, loss: 1.3065 +2025-06-26 19:53:23,495 - pyskl - INFO - Epoch [146][700/3405] lr: 6.297e-05, eta: 2:06:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2967, loss: 1.2967 +2025-06-26 19:54:09,491 - pyskl - INFO - Epoch [146][800/3405] lr: 6.221e-05, eta: 2:05:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2988, loss: 1.2988 +2025-06-26 19:54:55,455 - pyskl - INFO - Epoch [146][900/3405] lr: 6.144e-05, eta: 2:05:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3080, loss: 1.3080 +2025-06-26 19:55:41,562 - pyskl - INFO - Epoch [146][1000/3405] lr: 6.068e-05, eta: 2:04:21, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2718, loss: 1.2718 +2025-06-26 19:56:27,814 - pyskl - INFO - Epoch [146][1100/3405] lr: 5.993e-05, eta: 2:03:35, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2971, loss: 1.2971 +2025-06-26 19:57:13,817 - pyskl - INFO - Epoch [146][1200/3405] lr: 5.918e-05, eta: 2:02:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3240, loss: 1.3240 +2025-06-26 19:57:59,814 - pyskl - INFO - Epoch [146][1300/3405] lr: 5.843e-05, eta: 2:02:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2733, loss: 1.2733 +2025-06-26 19:58:45,897 - pyskl - INFO - Epoch [146][1400/3405] lr: 5.769e-05, eta: 2:01:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2935, loss: 1.2935 +2025-06-26 19:59:32,274 - pyskl - INFO - Epoch [146][1500/3405] lr: 5.696e-05, eta: 2:00:28, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2862, loss: 1.2862 +2025-06-26 20:00:18,398 - pyskl - INFO - Epoch [146][1600/3405] lr: 5.623e-05, eta: 1:59:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2706, loss: 1.2706 +2025-06-26 20:01:04,703 - pyskl - INFO - Epoch [146][1700/3405] lr: 5.550e-05, eta: 1:58:55, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2951, loss: 1.2951 +2025-06-26 20:01:51,103 - pyskl - INFO - Epoch [146][1800/3405] lr: 5.478e-05, eta: 1:58:09, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3104, loss: 1.3104 +2025-06-26 20:02:37,461 - pyskl - INFO - Epoch [146][1900/3405] lr: 5.406e-05, eta: 1:57:22, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2847, loss: 1.2847 +2025-06-26 20:03:23,544 - pyskl - INFO - Epoch [146][2000/3405] lr: 5.335e-05, eta: 1:56:35, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2779, loss: 1.2779 +2025-06-26 20:04:09,451 - pyskl - INFO - Epoch [146][2100/3405] lr: 5.264e-05, eta: 1:55:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2830, loss: 1.2830 +2025-06-26 20:04:55,799 - pyskl - INFO - Epoch [146][2200/3405] lr: 5.194e-05, eta: 1:55:02, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3225, loss: 1.3225 +2025-06-26 20:05:41,794 - pyskl - INFO - Epoch [146][2300/3405] lr: 5.124e-05, eta: 1:54:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2716, loss: 1.2716 +2025-06-26 20:06:27,766 - pyskl - INFO - Epoch [146][2400/3405] lr: 5.055e-05, eta: 1:53:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3094, loss: 1.3094 +2025-06-26 20:07:13,738 - pyskl - INFO - Epoch [146][2500/3405] lr: 4.986e-05, eta: 1:52:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2718, loss: 1.2718 +2025-06-26 20:07:59,643 - pyskl - INFO - Epoch [146][2600/3405] lr: 4.918e-05, eta: 1:51:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2971, loss: 1.2971 +2025-06-26 20:08:45,600 - pyskl - INFO - Epoch [146][2700/3405] lr: 4.850e-05, eta: 1:51:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3027, loss: 1.3027 +2025-06-26 20:09:31,475 - pyskl - INFO - Epoch [146][2800/3405] lr: 4.782e-05, eta: 1:50:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3043, loss: 1.3043 +2025-06-26 20:10:17,370 - pyskl - INFO - Epoch [146][2900/3405] lr: 4.716e-05, eta: 1:49:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2895, loss: 1.2895 +2025-06-26 20:11:03,182 - pyskl - INFO - Epoch [146][3000/3405] lr: 4.649e-05, eta: 1:48:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2540, loss: 1.2540 +2025-06-26 20:11:49,044 - pyskl - INFO - Epoch [146][3100/3405] lr: 4.583e-05, eta: 1:48:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3071, loss: 1.3071 +2025-06-26 20:12:34,891 - pyskl - INFO - Epoch [146][3200/3405] lr: 4.517e-05, eta: 1:47:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3043, loss: 1.3043 +2025-06-26 20:13:20,728 - pyskl - INFO - Epoch [146][3300/3405] lr: 4.452e-05, eta: 1:46:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3117, loss: 1.3117 +2025-06-26 20:14:06,704 - pyskl - INFO - Epoch [146][3400/3405] lr: 4.388e-05, eta: 1:45:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2760, loss: 1.2760 +2025-06-26 20:14:09,310 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-06-26 20:18:20,059 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 20:18:20,598 - pyskl - INFO - +top1_acc 0.9042 +top5_acc 0.9806 +2025-06-26 20:18:20,654 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_143.pth was removed +2025-06-26 20:18:21,709 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_146.pth. +2025-06-26 20:18:21,711 - pyskl - INFO - Best top1_acc is 0.9042 at 146 epoch. +2025-06-26 20:18:21,731 - pyskl - INFO - Epoch(val) [146][3718] top1_acc: 0.9042, top5_acc: 0.9806 +2025-06-26 20:19:30,254 - pyskl - INFO - Epoch [147][100/3405] lr: 4.320e-05, eta: 1:44:55, time: 0.685, data_time: 0.226, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3015, loss: 1.3015 +2025-06-26 20:20:16,214 - pyskl - INFO - Epoch [147][200/3405] lr: 4.257e-05, eta: 1:44:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3023, loss: 1.3023 +2025-06-26 20:21:02,238 - pyskl - INFO - Epoch [147][300/3405] lr: 4.194e-05, eta: 1:43:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2842, loss: 1.2842 +2025-06-26 20:21:48,257 - pyskl - INFO - Epoch [147][400/3405] lr: 4.131e-05, eta: 1:42:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2951, loss: 1.2951 +2025-06-26 20:22:34,175 - pyskl - INFO - Epoch [147][500/3405] lr: 4.069e-05, eta: 1:41:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2736, loss: 1.2736 +2025-06-26 20:23:20,180 - pyskl - INFO - Epoch [147][600/3405] lr: 4.007e-05, eta: 1:41:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2868, loss: 1.2868 +2025-06-26 20:24:06,141 - pyskl - INFO - Epoch [147][700/3405] lr: 3.946e-05, eta: 1:40:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3027, loss: 1.3027 +2025-06-26 20:24:52,096 - pyskl - INFO - Epoch [147][800/3405] lr: 3.885e-05, eta: 1:39:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3094, loss: 1.3094 +2025-06-26 20:25:38,019 - pyskl - INFO - Epoch [147][900/3405] lr: 3.825e-05, eta: 1:38:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3336, loss: 1.3336 +2025-06-26 20:26:23,923 - pyskl - INFO - Epoch [147][1000/3405] lr: 3.765e-05, eta: 1:37:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2541, loss: 1.2541 +2025-06-26 20:27:09,786 - pyskl - INFO - Epoch [147][1100/3405] lr: 3.705e-05, eta: 1:37:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2675, loss: 1.2675 +2025-06-26 20:27:55,620 - pyskl - INFO - Epoch [147][1200/3405] lr: 3.646e-05, eta: 1:36:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2593, loss: 1.2593 +2025-06-26 20:28:41,426 - pyskl - INFO - Epoch [147][1300/3405] lr: 3.588e-05, eta: 1:35:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2966, loss: 1.2966 +2025-06-26 20:29:27,219 - pyskl - INFO - Epoch [147][1400/3405] lr: 3.530e-05, eta: 1:34:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2639, loss: 1.2639 +2025-06-26 20:30:13,073 - pyskl - INFO - Epoch [147][1500/3405] lr: 3.472e-05, eta: 1:34:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2828, loss: 1.2828 +2025-06-26 20:30:58,837 - pyskl - INFO - Epoch [147][1600/3405] lr: 3.415e-05, eta: 1:33:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2978, loss: 1.2978 +2025-06-26 20:31:44,671 - pyskl - INFO - Epoch [147][1700/3405] lr: 3.359e-05, eta: 1:32:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2886, loss: 1.2886 +2025-06-26 20:32:30,464 - pyskl - INFO - Epoch [147][1800/3405] lr: 3.303e-05, eta: 1:31:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2984, loss: 1.2984 +2025-06-26 20:33:16,279 - pyskl - INFO - Epoch [147][1900/3405] lr: 3.247e-05, eta: 1:30:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3010, loss: 1.3010 +2025-06-26 20:34:02,162 - pyskl - INFO - Epoch [147][2000/3405] lr: 3.192e-05, eta: 1:30:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2996, loss: 1.2996 +2025-06-26 20:34:48,123 - pyskl - INFO - Epoch [147][2100/3405] lr: 3.137e-05, eta: 1:29:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2740, loss: 1.2740 +2025-06-26 20:35:34,120 - pyskl - INFO - Epoch [147][2200/3405] lr: 3.083e-05, eta: 1:28:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2959, loss: 1.2959 +2025-06-26 20:36:19,983 - pyskl - INFO - Epoch [147][2300/3405] lr: 3.029e-05, eta: 1:27:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3148, loss: 1.3148 +2025-06-26 20:37:05,903 - pyskl - INFO - Epoch [147][2400/3405] lr: 2.976e-05, eta: 1:27:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2952, loss: 1.2952 +2025-06-26 20:37:51,801 - pyskl - INFO - Epoch [147][2500/3405] lr: 2.923e-05, eta: 1:26:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2800, loss: 1.2800 +2025-06-26 20:38:37,682 - pyskl - INFO - Epoch [147][2600/3405] lr: 2.871e-05, eta: 1:25:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2718, loss: 1.2718 +2025-06-26 20:39:23,458 - pyskl - INFO - Epoch [147][2700/3405] lr: 2.819e-05, eta: 1:24:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2663, loss: 1.2663 +2025-06-26 20:40:09,265 - pyskl - INFO - Epoch [147][2800/3405] lr: 2.768e-05, eta: 1:23:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2956, loss: 1.2956 +2025-06-26 20:40:55,065 - pyskl - INFO - Epoch [147][2900/3405] lr: 2.717e-05, eta: 1:23:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2860, loss: 1.2860 +2025-06-26 20:41:40,898 - pyskl - INFO - Epoch [147][3000/3405] lr: 2.666e-05, eta: 1:22:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2794, loss: 1.2794 +2025-06-26 20:42:26,729 - pyskl - INFO - Epoch [147][3100/3405] lr: 2.617e-05, eta: 1:21:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2595, loss: 1.2595 +2025-06-26 20:43:12,632 - pyskl - INFO - Epoch [147][3200/3405] lr: 2.567e-05, eta: 1:20:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2718, loss: 1.2718 +2025-06-26 20:43:58,472 - pyskl - INFO - Epoch [147][3300/3405] lr: 2.518e-05, eta: 1:20:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2653, loss: 1.2653 +2025-06-26 20:44:44,287 - pyskl - INFO - Epoch [147][3400/3405] lr: 2.469e-05, eta: 1:19:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2787, loss: 1.2787 +2025-06-26 20:44:46,883 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-06-26 20:48:56,874 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 20:48:57,409 - pyskl - INFO - +top1_acc 0.9069 +top5_acc 0.9807 +2025-06-26 20:48:57,463 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_146.pth was removed +2025-06-26 20:48:58,490 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_147.pth. +2025-06-26 20:48:58,491 - pyskl - INFO - Best top1_acc is 0.9069 at 147 epoch. +2025-06-26 20:48:58,510 - pyskl - INFO - Epoch(val) [147][3718] top1_acc: 0.9069, top5_acc: 0.9807 +2025-06-26 20:50:07,426 - pyskl - INFO - Epoch [148][100/3405] lr: 2.419e-05, eta: 1:18:29, time: 0.689, data_time: 0.227, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2306, loss: 1.2306 +2025-06-26 20:50:53,465 - pyskl - INFO - Epoch [148][200/3405] lr: 2.371e-05, eta: 1:17:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2826, loss: 1.2826 +2025-06-26 20:51:39,533 - pyskl - INFO - Epoch [148][300/3405] lr: 2.324e-05, eta: 1:16:56, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2756, loss: 1.2756 +2025-06-26 20:52:25,661 - pyskl - INFO - Epoch [148][400/3405] lr: 2.278e-05, eta: 1:16:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2878, loss: 1.2878 +2025-06-26 20:53:11,599 - pyskl - INFO - Epoch [148][500/3405] lr: 2.232e-05, eta: 1:15:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3381, loss: 1.3381 +2025-06-26 20:53:57,450 - pyskl - INFO - Epoch [148][600/3405] lr: 2.186e-05, eta: 1:14:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3368, loss: 1.3368 +2025-06-26 20:54:43,282 - pyskl - INFO - Epoch [148][700/3405] lr: 2.141e-05, eta: 1:13:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2724, loss: 1.2724 +2025-06-26 20:55:29,178 - pyskl - INFO - Epoch [148][800/3405] lr: 2.096e-05, eta: 1:13:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3083, loss: 1.3083 +2025-06-26 20:56:15,076 - pyskl - INFO - Epoch [148][900/3405] lr: 2.052e-05, eta: 1:12:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2692, loss: 1.2692 +2025-06-26 20:57:00,920 - pyskl - INFO - Epoch [148][1000/3405] lr: 2.008e-05, eta: 1:11:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2861, loss: 1.2861 +2025-06-26 20:57:46,822 - pyskl - INFO - Epoch [148][1100/3405] lr: 1.965e-05, eta: 1:10:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2989, loss: 1.2989 +2025-06-26 20:58:32,593 - pyskl - INFO - Epoch [148][1200/3405] lr: 1.922e-05, eta: 1:09:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3167, loss: 1.3167 +2025-06-26 20:59:18,379 - pyskl - INFO - Epoch [148][1300/3405] lr: 1.879e-05, eta: 1:09:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3182, loss: 1.3182 +2025-06-26 21:00:04,231 - pyskl - INFO - Epoch [148][1400/3405] lr: 1.837e-05, eta: 1:08:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2956, loss: 1.2956 +2025-06-26 21:00:50,184 - pyskl - INFO - Epoch [148][1500/3405] lr: 1.796e-05, eta: 1:07:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2785, loss: 1.2785 +2025-06-26 21:01:36,192 - pyskl - INFO - Epoch [148][1600/3405] lr: 1.755e-05, eta: 1:06:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2863, loss: 1.2863 +2025-06-26 21:02:21,978 - pyskl - INFO - Epoch [148][1700/3405] lr: 1.714e-05, eta: 1:06:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2964, loss: 1.2964 +2025-06-26 21:03:07,775 - pyskl - INFO - Epoch [148][1800/3405] lr: 1.674e-05, eta: 1:05:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3109, loss: 1.3109 +2025-06-26 21:03:53,671 - pyskl - INFO - Epoch [148][1900/3405] lr: 1.635e-05, eta: 1:04:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2961, loss: 1.2961 +2025-06-26 21:04:39,573 - pyskl - INFO - Epoch [148][2000/3405] lr: 1.596e-05, eta: 1:03:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2881, loss: 1.2881 +2025-06-26 21:05:25,632 - pyskl - INFO - Epoch [148][2100/3405] lr: 1.557e-05, eta: 1:02:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2963, loss: 1.2963 +2025-06-26 21:06:11,443 - pyskl - INFO - Epoch [148][2200/3405] lr: 1.519e-05, eta: 1:02:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2539, loss: 1.2539 +2025-06-26 21:06:57,307 - pyskl - INFO - Epoch [148][2300/3405] lr: 1.481e-05, eta: 1:01:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2607, loss: 1.2607 +2025-06-26 21:07:43,250 - pyskl - INFO - Epoch [148][2400/3405] lr: 1.444e-05, eta: 1:00:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2718, loss: 1.2718 +2025-06-26 21:08:29,200 - pyskl - INFO - Epoch [148][2500/3405] lr: 1.408e-05, eta: 0:59:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2795, loss: 1.2795 +2025-06-26 21:09:15,441 - pyskl - INFO - Epoch [148][2600/3405] lr: 1.371e-05, eta: 0:59:05, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3312, loss: 1.3312 +2025-06-26 21:10:01,492 - pyskl - INFO - Epoch [148][2700/3405] lr: 1.336e-05, eta: 0:58:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3323, loss: 1.3323 +2025-06-26 21:10:47,515 - pyskl - INFO - Epoch [148][2800/3405] lr: 1.300e-05, eta: 0:57:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2898, loss: 1.2898 +2025-06-26 21:11:33,480 - pyskl - INFO - Epoch [148][2900/3405] lr: 1.265e-05, eta: 0:56:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2624, loss: 1.2624 +2025-06-26 21:12:19,395 - pyskl - INFO - Epoch [148][3000/3405] lr: 1.231e-05, eta: 0:55:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2581, loss: 1.2581 +2025-06-26 21:13:05,306 - pyskl - INFO - Epoch [148][3100/3405] lr: 1.197e-05, eta: 0:55:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3160, loss: 1.3160 +2025-06-26 21:13:51,170 - pyskl - INFO - Epoch [148][3200/3405] lr: 1.164e-05, eta: 0:54:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3038, loss: 1.3038 +2025-06-26 21:14:37,087 - pyskl - INFO - Epoch [148][3300/3405] lr: 1.131e-05, eta: 0:53:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3105, loss: 1.3105 +2025-06-26 21:15:22,983 - pyskl - INFO - Epoch [148][3400/3405] lr: 1.098e-05, eta: 0:52:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3019, loss: 1.3019 +2025-06-26 21:15:25,575 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-06-26 21:19:38,910 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 21:19:39,457 - pyskl - INFO - +top1_acc 0.8993 +top5_acc 0.9805 +2025-06-26 21:19:39,482 - pyskl - INFO - Epoch(val) [148][3718] top1_acc: 0.8993, top5_acc: 0.9805 +2025-06-26 21:20:48,031 - pyskl - INFO - Epoch [149][100/3405] lr: 1.065e-05, eta: 0:52:04, time: 0.685, data_time: 0.229, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2760, loss: 1.2760 +2025-06-26 21:21:33,810 - pyskl - INFO - Epoch [149][200/3405] lr: 1.033e-05, eta: 0:51:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3188, loss: 1.3188 +2025-06-26 21:22:19,588 - pyskl - INFO - Epoch [149][300/3405] lr: 1.002e-05, eta: 0:50:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3041, loss: 1.3041 +2025-06-26 21:23:05,366 - pyskl - INFO - Epoch [149][400/3405] lr: 9.718e-06, eta: 0:49:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3144, loss: 1.3144 +2025-06-26 21:23:51,113 - pyskl - INFO - Epoch [149][500/3405] lr: 9.417e-06, eta: 0:48:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2964, loss: 1.2964 +2025-06-26 21:24:36,904 - pyskl - INFO - Epoch [149][600/3405] lr: 9.121e-06, eta: 0:48:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2895, loss: 1.2895 +2025-06-26 21:25:22,748 - pyskl - INFO - Epoch [149][700/3405] lr: 8.830e-06, eta: 0:47:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2865, loss: 1.2865 +2025-06-26 21:26:08,597 - pyskl - INFO - Epoch [149][800/3405] lr: 8.543e-06, eta: 0:46:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2561, loss: 1.2561 +2025-06-26 21:26:54,419 - pyskl - INFO - Epoch [149][900/3405] lr: 8.261e-06, eta: 0:45:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3063, loss: 1.3063 +2025-06-26 21:27:40,287 - pyskl - INFO - Epoch [149][1000/3405] lr: 7.984e-06, eta: 0:45:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2382, loss: 1.2382 +2025-06-26 21:28:26,057 - pyskl - INFO - Epoch [149][1100/3405] lr: 7.712e-06, eta: 0:44:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2758, loss: 1.2758 +2025-06-26 21:29:11,932 - pyskl - INFO - Epoch [149][1200/3405] lr: 7.444e-06, eta: 0:43:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3063, loss: 1.3063 +2025-06-26 21:29:57,796 - pyskl - INFO - Epoch [149][1300/3405] lr: 7.181e-06, eta: 0:42:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2831, loss: 1.2831 +2025-06-26 21:30:43,618 - pyskl - INFO - Epoch [149][1400/3405] lr: 6.923e-06, eta: 0:41:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2601, loss: 1.2601 +2025-06-26 21:31:29,479 - pyskl - INFO - Epoch [149][1500/3405] lr: 6.669e-06, eta: 0:41:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3323, loss: 1.3323 +2025-06-26 21:32:15,359 - pyskl - INFO - Epoch [149][1600/3405] lr: 6.420e-06, eta: 0:40:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2550, loss: 1.2550 +2025-06-26 21:33:01,159 - pyskl - INFO - Epoch [149][1700/3405] lr: 6.176e-06, eta: 0:39:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3292, loss: 1.3292 +2025-06-26 21:33:46,967 - pyskl - INFO - Epoch [149][1800/3405] lr: 5.937e-06, eta: 0:38:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2770, loss: 1.2770 +2025-06-26 21:34:32,810 - pyskl - INFO - Epoch [149][1900/3405] lr: 5.703e-06, eta: 0:38:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3029, loss: 1.3029 +2025-06-26 21:35:18,612 - pyskl - INFO - Epoch [149][2000/3405] lr: 5.473e-06, eta: 0:37:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2921, loss: 1.2921 +2025-06-26 21:36:04,459 - pyskl - INFO - Epoch [149][2100/3405] lr: 5.248e-06, eta: 0:36:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2916, loss: 1.2916 +2025-06-26 21:36:50,353 - pyskl - INFO - Epoch [149][2200/3405] lr: 5.027e-06, eta: 0:35:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3030, loss: 1.3030 +2025-06-26 21:37:36,159 - pyskl - INFO - Epoch [149][2300/3405] lr: 4.812e-06, eta: 0:34:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3042, loss: 1.3042 +2025-06-26 21:38:21,997 - pyskl - INFO - Epoch [149][2400/3405] lr: 4.601e-06, eta: 0:34:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3000, loss: 1.3000 +2025-06-26 21:39:07,811 - pyskl - INFO - Epoch [149][2500/3405] lr: 4.394e-06, eta: 0:33:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2821, loss: 1.2821 +2025-06-26 21:39:53,815 - pyskl - INFO - Epoch [149][2600/3405] lr: 4.193e-06, eta: 0:32:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2966, loss: 1.2966 +2025-06-26 21:40:39,729 - pyskl - INFO - Epoch [149][2700/3405] lr: 3.996e-06, eta: 0:31:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2755, loss: 1.2755 +2025-06-26 21:41:25,616 - pyskl - INFO - Epoch [149][2800/3405] lr: 3.804e-06, eta: 0:31:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2829, loss: 1.2829 +2025-06-26 21:42:11,467 - pyskl - INFO - Epoch [149][2900/3405] lr: 3.617e-06, eta: 0:30:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2677, loss: 1.2677 +2025-06-26 21:42:57,290 - pyskl - INFO - Epoch [149][3000/3405] lr: 3.434e-06, eta: 0:29:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3073, loss: 1.3073 +2025-06-26 21:43:43,278 - pyskl - INFO - Epoch [149][3100/3405] lr: 3.256e-06, eta: 0:28:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2496, loss: 1.2496 +2025-06-26 21:44:29,203 - pyskl - INFO - Epoch [149][3200/3405] lr: 3.083e-06, eta: 0:28:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2556, loss: 1.2556 +2025-06-26 21:45:15,061 - pyskl - INFO - Epoch [149][3300/3405] lr: 2.915e-06, eta: 0:27:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2658, loss: 1.2658 +2025-06-26 21:46:00,931 - pyskl - INFO - Epoch [149][3400/3405] lr: 2.751e-06, eta: 0:26:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2666, loss: 1.2666 +2025-06-26 21:46:03,477 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-06-26 21:50:14,054 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 21:50:14,588 - pyskl - INFO - +top1_acc 0.9067 +top5_acc 0.9806 +2025-06-26 21:50:14,610 - pyskl - INFO - Epoch(val) [149][3718] top1_acc: 0.9067, top5_acc: 0.9806 +2025-06-26 21:51:22,940 - pyskl - INFO - Epoch [150][100/3405] lr: 2.584e-06, eta: 0:25:38, time: 0.683, data_time: 0.227, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2853, loss: 1.2853 +2025-06-26 21:52:08,611 - pyskl - INFO - Epoch [150][200/3405] lr: 2.430e-06, eta: 0:24:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2750, loss: 1.2750 +2025-06-26 21:52:54,332 - pyskl - INFO - Epoch [150][300/3405] lr: 2.281e-06, eta: 0:24:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3113, loss: 1.3113 +2025-06-26 21:53:40,098 - pyskl - INFO - Epoch [150][400/3405] lr: 2.137e-06, eta: 0:23:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2550, loss: 1.2550 +2025-06-26 21:54:25,815 - pyskl - INFO - Epoch [150][500/3405] lr: 1.997e-06, eta: 0:22:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2815, loss: 1.2815 +2025-06-26 21:55:11,514 - pyskl - INFO - Epoch [150][600/3405] lr: 1.862e-06, eta: 0:21:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3033, loss: 1.3033 +2025-06-26 21:55:57,218 - pyskl - INFO - Epoch [150][700/3405] lr: 1.731e-06, eta: 0:20:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3179, loss: 1.3179 +2025-06-26 21:56:43,194 - pyskl - INFO - Epoch [150][800/3405] lr: 1.606e-06, eta: 0:20:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2774, loss: 1.2774 +2025-06-26 21:57:29,016 - pyskl - INFO - Epoch [150][900/3405] lr: 1.485e-06, eta: 0:19:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3073, loss: 1.3073 +2025-06-26 21:58:14,817 - pyskl - INFO - Epoch [150][1000/3405] lr: 1.369e-06, eta: 0:18:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2693, loss: 1.2693 +2025-06-26 21:59:00,610 - pyskl - INFO - Epoch [150][1100/3405] lr: 1.257e-06, eta: 0:17:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2921, loss: 1.2921 +2025-06-26 21:59:46,348 - pyskl - INFO - Epoch [150][1200/3405] lr: 1.151e-06, eta: 0:17:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3406, loss: 1.3406 +2025-06-26 22:00:32,115 - pyskl - INFO - Epoch [150][1300/3405] lr: 1.049e-06, eta: 0:16:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2726, loss: 1.2726 +2025-06-26 22:01:17,930 - pyskl - INFO - Epoch [150][1400/3405] lr: 9.515e-07, eta: 0:15:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2912, loss: 1.2912 +2025-06-26 22:02:03,733 - pyskl - INFO - Epoch [150][1500/3405] lr: 8.590e-07, eta: 0:14:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3029, loss: 1.3029 +2025-06-26 22:02:49,470 - pyskl - INFO - Epoch [150][1600/3405] lr: 7.712e-07, eta: 0:14:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3014, loss: 1.3014 +2025-06-26 22:03:35,255 - pyskl - INFO - Epoch [150][1700/3405] lr: 6.882e-07, eta: 0:13:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2985, loss: 1.2985 +2025-06-26 22:04:20,986 - pyskl - INFO - Epoch [150][1800/3405] lr: 6.099e-07, eta: 0:12:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3051, loss: 1.3051 +2025-06-26 22:05:06,716 - pyskl - INFO - Epoch [150][1900/3405] lr: 5.363e-07, eta: 0:11:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3087, loss: 1.3087 +2025-06-26 22:05:52,416 - pyskl - INFO - Epoch [150][2000/3405] lr: 4.674e-07, eta: 0:10:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3250, loss: 1.3250 +2025-06-26 22:06:38,121 - pyskl - INFO - Epoch [150][2100/3405] lr: 4.033e-07, eta: 0:10:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2448, loss: 1.2448 +2025-06-26 22:07:23,833 - pyskl - INFO - Epoch [150][2200/3405] lr: 3.439e-07, eta: 0:09:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2854, loss: 1.2854 +2025-06-26 22:08:09,536 - pyskl - INFO - Epoch [150][2300/3405] lr: 2.892e-07, eta: 0:08:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2805, loss: 1.2805 +2025-06-26 22:08:55,303 - pyskl - INFO - Epoch [150][2400/3405] lr: 2.393e-07, eta: 0:07:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2869, loss: 1.2869 +2025-06-26 22:09:40,994 - pyskl - INFO - Epoch [150][2500/3405] lr: 1.941e-07, eta: 0:07:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2726, loss: 1.2726 +2025-06-26 22:10:26,684 - pyskl - INFO - Epoch [150][2600/3405] lr: 1.536e-07, eta: 0:06:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3013, loss: 1.3013 +2025-06-26 22:11:12,426 - pyskl - INFO - Epoch [150][2700/3405] lr: 1.179e-07, eta: 0:05:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2846, loss: 1.2846 +2025-06-26 22:11:58,143 - pyskl - INFO - Epoch [150][2800/3405] lr: 8.684e-08, eta: 0:04:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2781, loss: 1.2781 +2025-06-26 22:12:43,968 - pyskl - INFO - Epoch [150][2900/3405] lr: 6.054e-08, eta: 0:03:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2782, loss: 1.2782 +2025-06-26 22:13:29,929 - pyskl - INFO - Epoch [150][3000/3405] lr: 3.898e-08, eta: 0:03:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3049, loss: 1.3049 +2025-06-26 22:14:15,751 - pyskl - INFO - Epoch [150][3100/3405] lr: 2.214e-08, eta: 0:02:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3064, loss: 1.3064 +2025-06-26 22:15:01,547 - pyskl - INFO - Epoch [150][3200/3405] lr: 1.003e-08, eta: 0:01:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3077, loss: 1.3077 +2025-06-26 22:15:47,376 - pyskl - INFO - Epoch [150][3300/3405] lr: 2.657e-09, eta: 0:00:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2799, loss: 1.2799 +2025-06-26 22:16:33,203 - pyskl - INFO - Epoch [150][3400/3405] lr: 8.513e-12, eta: 0:00:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2684, loss: 1.2684 +2025-06-26 22:16:35,771 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-06-26 22:20:45,894 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 22:20:46,425 - pyskl - INFO - +top1_acc 0.8951 +top5_acc 0.9772 +2025-06-26 22:20:46,444 - pyskl - INFO - Epoch(val) [150][3718] top1_acc: 0.8951, top5_acc: 0.9772 +2025-06-26 22:20:58,397 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-06-26 22:55:52,830 - pyskl - INFO - Testing results of the last checkpoint +2025-06-26 22:55:52,830 - pyskl - INFO - top1_acc: 0.8962 +2025-06-26 22:55:52,830 - pyskl - INFO - top5_acc: 0.9785 +2025-06-26 22:55:52,831 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_147.pth +2025-06-26 23:30:52,694 - pyskl - INFO - Testing results of the best checkpoint +2025-06-26 23:30:52,695 - pyskl - INFO - top1_acc: 0.9085 +2025-06-26 23:30:52,695 - pyskl - INFO - top5_acc: 0.9818 diff --git a/ntu120_xset/b_2/best_pred.pkl b/ntu120_xset/b_2/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..dda516b964f210a13e88e37675acb359b19e9685 --- /dev/null +++ b/ntu120_xset/b_2/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:eaf05f340e97519829a47cfdcbeb532c15ea1e20ec7957214af8e8c6e38acc37 +size 43578507 diff --git a/ntu120_xset/b_2/best_top1_acc_epoch_147.pth b/ntu120_xset/b_2/best_top1_acc_epoch_147.pth new file mode 100644 index 0000000000000000000000000000000000000000..1553d9061721ff42aa91f67dc72f4ea7b4eb0a6b --- /dev/null +++ b/ntu120_xset/b_2/best_top1_acc_epoch_147.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5dee5e18c18b99350197ec5c32b1379ecaabfcd989081e3462bce14d3317d39d +size 16396379 diff --git a/ntu120_xset/bm/20250623_102341.log b/ntu120_xset/bm/20250623_102341.log new file mode 100644 index 0000000000000000000000000000000000000000..9d7f572ab76f1d74c3c618de8210caebae462d59 --- /dev/null +++ b/ntu120_xset/bm/20250623_102341.log @@ -0,0 +1,6350 @@ +2025-06-23 10:23:41,407 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-06-23 10:23:41,740 - pyskl - INFO - Config: modality = 'bm' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu120_xset/bm' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='bm', + num_classes=120, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=120, + in_channels=384, + work_dir='./work_dirs/ntu120_xset/bm', + interval_epoch=5, + weight_1=0.3, + weight_2=0.3)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['bm']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['bm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['bm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['bm']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['bm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['bm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-06-23 10:23:41,740 - pyskl - INFO - Set random seed to 450036961, deterministic: False +2025-06-23 10:23:55,378 - pyskl - INFO - 54468 videos remain after valid thresholding +2025-06-23 10:24:04,721 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-06-23 10:24:04,764 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm +2025-06-23 10:24:04,764 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-06-23 10:24:04,764 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-06-23 10:24:04,764 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm by HardDiskBackend. +2025-06-23 10:25:14,643 - pyskl - INFO - Epoch [1][100/3405] lr: 2.500e-02, eta: 4 days, 3:06:56, time: 0.699, data_time: 0.246, memory: 13267, top1_acc: 0.0138, top5_acc: 0.0525, loss_cls: 13.2286, loss: 13.2286 +2025-06-23 10:25:59,207 - pyskl - INFO - Epoch [1][200/3405] lr: 2.500e-02, eta: 3 days, 9:08:53, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0194, top5_acc: 0.0725, loss_cls: 11.6914, loss: 11.6914 +2025-06-23 10:26:44,079 - pyskl - INFO - Epoch [1][300/3405] lr: 2.500e-02, eta: 3 days, 3:17:45, time: 0.449, data_time: 0.000, memory: 13267, top1_acc: 0.0294, top5_acc: 0.1075, loss_cls: 11.4994, loss: 11.4994 +2025-06-23 10:27:28,875 - pyskl - INFO - Epoch [1][400/3405] lr: 2.500e-02, eta: 3 days, 0:20:13, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.0250, top5_acc: 0.1175, loss_cls: 11.2119, loss: 11.2119 +2025-06-23 10:28:13,698 - pyskl - INFO - Epoch [1][500/3405] lr: 2.500e-02, eta: 2 days, 22:33:51, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.0325, top5_acc: 0.1394, loss_cls: 11.0353, loss: 11.0353 +2025-06-23 10:28:58,337 - pyskl - INFO - Epoch [1][600/3405] lr: 2.500e-02, eta: 2 days, 21:20:05, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0338, top5_acc: 0.1356, loss_cls: 10.8614, loss: 10.8614 +2025-06-23 10:29:42,886 - pyskl - INFO - Epoch [1][700/3405] lr: 2.500e-02, eta: 2 days, 20:26:05, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0387, top5_acc: 0.1525, loss_cls: 10.7805, loss: 10.7805 +2025-06-23 10:30:27,538 - pyskl - INFO - Epoch [1][800/3405] lr: 2.500e-02, eta: 2 days, 19:46:29, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.0338, top5_acc: 0.1681, loss_cls: 10.6594, loss: 10.6594 +2025-06-23 10:31:12,109 - pyskl - INFO - Epoch [1][900/3405] lr: 2.500e-02, eta: 2 days, 19:14:46, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0413, top5_acc: 0.1869, loss_cls: 10.5012, loss: 10.5012 +2025-06-23 10:31:56,675 - pyskl - INFO - Epoch [1][1000/3405] lr: 2.500e-02, eta: 2 days, 18:49:12, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0425, top5_acc: 0.1725, loss_cls: 10.5344, loss: 10.5344 +2025-06-23 10:32:41,168 - pyskl - INFO - Epoch [1][1100/3405] lr: 2.500e-02, eta: 2 days, 18:27:35, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0469, top5_acc: 0.1906, loss_cls: 10.3693, loss: 10.3693 +2025-06-23 10:33:25,814 - pyskl - INFO - Epoch [1][1200/3405] lr: 2.500e-02, eta: 2 days, 18:10:32, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0431, top5_acc: 0.2188, loss_cls: 10.2956, loss: 10.2956 +2025-06-23 10:34:10,460 - pyskl - INFO - Epoch [1][1300/3405] lr: 2.500e-02, eta: 2 days, 17:55:59, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0488, top5_acc: 0.2062, loss_cls: 10.3504, loss: 10.3504 +2025-06-23 10:34:55,103 - pyskl - INFO - Epoch [1][1400/3405] lr: 2.500e-02, eta: 2 days, 17:43:23, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0575, top5_acc: 0.2225, loss_cls: 10.2460, loss: 10.2460 +2025-06-23 10:35:39,705 - pyskl - INFO - Epoch [1][1500/3405] lr: 2.500e-02, eta: 2 days, 17:32:09, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0688, top5_acc: 0.2319, loss_cls: 10.2346, loss: 10.2346 +2025-06-23 10:36:24,276 - pyskl - INFO - Epoch [1][1600/3405] lr: 2.500e-02, eta: 2 days, 17:22:03, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0669, top5_acc: 0.2619, loss_cls: 10.0958, loss: 10.0958 +2025-06-23 10:37:08,877 - pyskl - INFO - Epoch [1][1700/3405] lr: 2.500e-02, eta: 2 days, 17:13:12, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0737, top5_acc: 0.2856, loss_cls: 10.0088, loss: 10.0088 +2025-06-23 10:37:53,475 - pyskl - INFO - Epoch [1][1800/3405] lr: 2.500e-02, eta: 2 days, 17:05:15, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0831, top5_acc: 0.3063, loss_cls: 9.8857, loss: 9.8857 +2025-06-23 10:38:38,087 - pyskl - INFO - Epoch [1][1900/3405] lr: 2.500e-02, eta: 2 days, 16:58:06, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1013, top5_acc: 0.3294, loss_cls: 9.6865, loss: 9.6865 +2025-06-23 10:39:22,673 - pyskl - INFO - Epoch [1][2000/3405] lr: 2.500e-02, eta: 2 days, 16:51:30, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0988, top5_acc: 0.3463, loss_cls: 9.6666, loss: 9.6666 +2025-06-23 10:40:07,176 - pyskl - INFO - Epoch [1][2100/3405] lr: 2.500e-02, eta: 2 days, 16:45:06, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1113, top5_acc: 0.3481, loss_cls: 9.5223, loss: 9.5223 +2025-06-23 10:40:51,682 - pyskl - INFO - Epoch [1][2200/3405] lr: 2.500e-02, eta: 2 days, 16:39:15, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1225, top5_acc: 0.3756, loss_cls: 9.4117, loss: 9.4117 +2025-06-23 10:41:36,154 - pyskl - INFO - Epoch [1][2300/3405] lr: 2.500e-02, eta: 2 days, 16:33:42, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1356, top5_acc: 0.3837, loss_cls: 9.3272, loss: 9.3272 +2025-06-23 10:42:20,650 - pyskl - INFO - Epoch [1][2400/3405] lr: 2.500e-02, eta: 2 days, 16:28:39, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1231, top5_acc: 0.3900, loss_cls: 9.3450, loss: 9.3450 +2025-06-23 10:43:05,212 - pyskl - INFO - Epoch [1][2500/3405] lr: 2.500e-02, eta: 2 days, 16:24:10, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1350, top5_acc: 0.4163, loss_cls: 9.2591, loss: 9.2591 +2025-06-23 10:43:49,767 - pyskl - INFO - Epoch [1][2600/3405] lr: 2.500e-02, eta: 2 days, 16:19:56, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1363, top5_acc: 0.4181, loss_cls: 9.1718, loss: 9.1718 +2025-06-23 10:44:34,292 - pyskl - INFO - Epoch [1][2700/3405] lr: 2.500e-02, eta: 2 days, 16:15:53, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1450, top5_acc: 0.4294, loss_cls: 9.1691, loss: 9.1691 +2025-06-23 10:45:18,809 - pyskl - INFO - Epoch [1][2800/3405] lr: 2.500e-02, eta: 2 days, 16:12:02, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1575, top5_acc: 0.4494, loss_cls: 9.0660, loss: 9.0660 +2025-06-23 10:46:03,357 - pyskl - INFO - Epoch [1][2900/3405] lr: 2.500e-02, eta: 2 days, 16:08:30, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1525, top5_acc: 0.4769, loss_cls: 9.0360, loss: 9.0360 +2025-06-23 10:46:47,966 - pyskl - INFO - Epoch [1][3000/3405] lr: 2.500e-02, eta: 2 days, 16:05:19, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1588, top5_acc: 0.4719, loss_cls: 8.9752, loss: 8.9752 +2025-06-23 10:47:32,545 - pyskl - INFO - Epoch [1][3100/3405] lr: 2.500e-02, eta: 2 days, 16:02:12, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1694, top5_acc: 0.4506, loss_cls: 8.9663, loss: 8.9663 +2025-06-23 10:48:17,349 - pyskl - INFO - Epoch [1][3200/3405] lr: 2.500e-02, eta: 2 days, 15:59:50, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.1638, top5_acc: 0.4825, loss_cls: 8.9028, loss: 8.9028 +2025-06-23 10:49:02,228 - pyskl - INFO - Epoch [1][3300/3405] lr: 2.500e-02, eta: 2 days, 15:57:46, time: 0.449, data_time: 0.000, memory: 13267, top1_acc: 0.1831, top5_acc: 0.5019, loss_cls: 8.7948, loss: 8.7948 +2025-06-23 10:49:46,911 - pyskl - INFO - Epoch [1][3400/3405] lr: 2.500e-02, eta: 2 days, 15:55:17, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.1862, top5_acc: 0.5062, loss_cls: 8.7947, loss: 8.7947 +2025-06-23 10:49:49,643 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-06-23 10:53:50,685 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 10:53:51,353 - pyskl - INFO - +top1_acc 0.1350 +top5_acc 0.4364 +2025-06-23 10:53:52,404 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-06-23 10:53:52,406 - pyskl - INFO - Best top1_acc is 0.1350 at 1 epoch. +2025-06-23 10:53:52,425 - pyskl - INFO - Epoch(val) [1][3718] top1_acc: 0.1350, top5_acc: 0.4364 +2025-06-23 10:55:00,181 - pyskl - INFO - Epoch [2][100/3405] lr: 2.500e-02, eta: 2 days, 16:43:02, time: 0.677, data_time: 0.232, memory: 13268, top1_acc: 0.2137, top5_acc: 0.5444, loss_cls: 8.6274, loss: 8.6274 +2025-06-23 10:55:44,886 - pyskl - INFO - Epoch [2][200/3405] lr: 2.500e-02, eta: 2 days, 16:39:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.2013, top5_acc: 0.5444, loss_cls: 8.5982, loss: 8.5982 +2025-06-23 10:56:29,505 - pyskl - INFO - Epoch [2][300/3405] lr: 2.500e-02, eta: 2 days, 16:35:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.2169, top5_acc: 0.5350, loss_cls: 8.7105, loss: 8.7105 +2025-06-23 10:57:14,171 - pyskl - INFO - Epoch [2][400/3405] lr: 2.500e-02, eta: 2 days, 16:32:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.2275, top5_acc: 0.5525, loss_cls: 8.5147, loss: 8.5147 +2025-06-23 10:57:58,829 - pyskl - INFO - Epoch [2][500/3405] lr: 2.500e-02, eta: 2 days, 16:28:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.2006, top5_acc: 0.5481, loss_cls: 8.4851, loss: 8.4851 +2025-06-23 10:58:43,454 - pyskl - INFO - Epoch [2][600/3405] lr: 2.500e-02, eta: 2 days, 16:25:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.2106, top5_acc: 0.5750, loss_cls: 8.4186, loss: 8.4186 +2025-06-23 10:59:28,018 - pyskl - INFO - Epoch [2][700/3405] lr: 2.500e-02, eta: 2 days, 16:22:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.2225, top5_acc: 0.5606, loss_cls: 8.5108, loss: 8.5108 +2025-06-23 11:00:12,548 - pyskl - INFO - Epoch [2][800/3405] lr: 2.500e-02, eta: 2 days, 16:19:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.2431, top5_acc: 0.5869, loss_cls: 8.2383, loss: 8.2383 +2025-06-23 11:00:57,066 - pyskl - INFO - Epoch [2][900/3405] lr: 2.500e-02, eta: 2 days, 16:16:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.2631, top5_acc: 0.5994, loss_cls: 8.2364, loss: 8.2364 +2025-06-23 11:01:41,783 - pyskl - INFO - Epoch [2][1000/3405] lr: 2.500e-02, eta: 2 days, 16:13:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.2431, top5_acc: 0.5981, loss_cls: 8.3026, loss: 8.3026 +2025-06-23 11:02:26,434 - pyskl - INFO - Epoch [2][1100/3405] lr: 2.500e-02, eta: 2 days, 16:10:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.2556, top5_acc: 0.6119, loss_cls: 8.2224, loss: 8.2224 +2025-06-23 11:03:11,067 - pyskl - INFO - Epoch [2][1200/3405] lr: 2.499e-02, eta: 2 days, 16:08:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.2700, top5_acc: 0.6119, loss_cls: 8.2519, loss: 8.2519 +2025-06-23 11:03:55,571 - pyskl - INFO - Epoch [2][1300/3405] lr: 2.499e-02, eta: 2 days, 16:05:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.2775, top5_acc: 0.6194, loss_cls: 8.0899, loss: 8.0899 +2025-06-23 11:04:40,183 - pyskl - INFO - Epoch [2][1400/3405] lr: 2.499e-02, eta: 2 days, 16:03:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.2856, top5_acc: 0.6388, loss_cls: 7.9789, loss: 7.9789 +2025-06-23 11:05:24,702 - pyskl - INFO - Epoch [2][1500/3405] lr: 2.499e-02, eta: 2 days, 16:00:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.2831, top5_acc: 0.6469, loss_cls: 8.0262, loss: 8.0262 +2025-06-23 11:06:09,312 - pyskl - INFO - Epoch [2][1600/3405] lr: 2.499e-02, eta: 2 days, 15:58:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.2756, top5_acc: 0.6512, loss_cls: 8.1395, loss: 8.1395 +2025-06-23 11:06:53,774 - pyskl - INFO - Epoch [2][1700/3405] lr: 2.499e-02, eta: 2 days, 15:55:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.3069, top5_acc: 0.6619, loss_cls: 7.9751, loss: 7.9751 +2025-06-23 11:07:38,560 - pyskl - INFO - Epoch [2][1800/3405] lr: 2.499e-02, eta: 2 days, 15:53:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.2994, top5_acc: 0.6556, loss_cls: 7.9350, loss: 7.9350 +2025-06-23 11:08:23,287 - pyskl - INFO - Epoch [2][1900/3405] lr: 2.499e-02, eta: 2 days, 15:51:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3225, top5_acc: 0.6700, loss_cls: 7.8321, loss: 7.8321 +2025-06-23 11:09:07,922 - pyskl - INFO - Epoch [2][2000/3405] lr: 2.499e-02, eta: 2 days, 15:49:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3275, top5_acc: 0.6694, loss_cls: 7.7796, loss: 7.7796 +2025-06-23 11:09:52,439 - pyskl - INFO - Epoch [2][2100/3405] lr: 2.499e-02, eta: 2 days, 15:47:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.3262, top5_acc: 0.6831, loss_cls: 7.6630, loss: 7.6630 +2025-06-23 11:10:37,011 - pyskl - INFO - Epoch [2][2200/3405] lr: 2.499e-02, eta: 2 days, 15:45:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3337, top5_acc: 0.6944, loss_cls: 7.6287, loss: 7.6287 +2025-06-23 11:11:21,702 - pyskl - INFO - Epoch [2][2300/3405] lr: 2.499e-02, eta: 2 days, 15:43:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3212, top5_acc: 0.6913, loss_cls: 7.6631, loss: 7.6631 +2025-06-23 11:12:06,265 - pyskl - INFO - Epoch [2][2400/3405] lr: 2.499e-02, eta: 2 days, 15:41:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3781, top5_acc: 0.7163, loss_cls: 7.4368, loss: 7.4368 +2025-06-23 11:12:50,720 - pyskl - INFO - Epoch [2][2500/3405] lr: 2.499e-02, eta: 2 days, 15:39:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.3663, top5_acc: 0.7175, loss_cls: 7.4948, loss: 7.4948 +2025-06-23 11:13:35,535 - pyskl - INFO - Epoch [2][2600/3405] lr: 2.499e-02, eta: 2 days, 15:37:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.3456, top5_acc: 0.7131, loss_cls: 7.5597, loss: 7.5597 +2025-06-23 11:14:20,484 - pyskl - INFO - Epoch [2][2700/3405] lr: 2.499e-02, eta: 2 days, 15:36:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.3513, top5_acc: 0.6994, loss_cls: 7.5914, loss: 7.5914 +2025-06-23 11:15:05,127 - pyskl - INFO - Epoch [2][2800/3405] lr: 2.499e-02, eta: 2 days, 15:34:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3775, top5_acc: 0.7275, loss_cls: 7.4155, loss: 7.4155 +2025-06-23 11:15:49,837 - pyskl - INFO - Epoch [2][2900/3405] lr: 2.499e-02, eta: 2 days, 15:33:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3812, top5_acc: 0.7394, loss_cls: 7.2748, loss: 7.2748 +2025-06-23 11:16:34,547 - pyskl - INFO - Epoch [2][3000/3405] lr: 2.499e-02, eta: 2 days, 15:31:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3837, top5_acc: 0.7456, loss_cls: 7.3034, loss: 7.3034 +2025-06-23 11:17:19,253 - pyskl - INFO - Epoch [2][3100/3405] lr: 2.499e-02, eta: 2 days, 15:29:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3837, top5_acc: 0.7412, loss_cls: 7.3689, loss: 7.3689 +2025-06-23 11:18:03,961 - pyskl - INFO - Epoch [2][3200/3405] lr: 2.499e-02, eta: 2 days, 15:28:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3869, top5_acc: 0.7400, loss_cls: 7.3249, loss: 7.3249 +2025-06-23 11:18:48,543 - pyskl - INFO - Epoch [2][3300/3405] lr: 2.499e-02, eta: 2 days, 15:26:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4006, top5_acc: 0.7562, loss_cls: 7.3724, loss: 7.3724 +2025-06-23 11:19:33,451 - pyskl - INFO - Epoch [2][3400/3405] lr: 2.499e-02, eta: 2 days, 15:25:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.3981, top5_acc: 0.7550, loss_cls: 7.2842, loss: 7.2842 +2025-06-23 11:19:36,045 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-06-23 11:23:36,899 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 11:23:37,447 - pyskl - INFO - +top1_acc 0.3564 +top5_acc 0.7248 +2025-06-23 11:23:37,504 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_1.pth was removed +2025-06-23 11:23:38,620 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-06-23 11:23:38,621 - pyskl - INFO - Best top1_acc is 0.3564 at 2 epoch. +2025-06-23 11:23:38,644 - pyskl - INFO - Epoch(val) [2][3718] top1_acc: 0.3564, top5_acc: 0.7248 +2025-06-23 11:24:46,243 - pyskl - INFO - Epoch [3][100/3405] lr: 2.499e-02, eta: 2 days, 15:48:53, time: 0.676, data_time: 0.227, memory: 13268, top1_acc: 0.4125, top5_acc: 0.7725, loss_cls: 7.1518, loss: 7.1518 +2025-06-23 11:25:31,254 - pyskl - INFO - Epoch [3][200/3405] lr: 2.499e-02, eta: 2 days, 15:47:25, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.4037, top5_acc: 0.7575, loss_cls: 7.1336, loss: 7.1336 +2025-06-23 11:26:16,074 - pyskl - INFO - Epoch [3][300/3405] lr: 2.499e-02, eta: 2 days, 15:45:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.3800, top5_acc: 0.7594, loss_cls: 7.2435, loss: 7.2435 +2025-06-23 11:27:00,922 - pyskl - INFO - Epoch [3][400/3405] lr: 2.499e-02, eta: 2 days, 15:44:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4238, top5_acc: 0.7869, loss_cls: 7.1020, loss: 7.1020 +2025-06-23 11:27:45,720 - pyskl - INFO - Epoch [3][500/3405] lr: 2.499e-02, eta: 2 days, 15:42:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4331, top5_acc: 0.7781, loss_cls: 6.9838, loss: 6.9838 +2025-06-23 11:28:30,504 - pyskl - INFO - Epoch [3][600/3405] lr: 2.499e-02, eta: 2 days, 15:40:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4269, top5_acc: 0.7944, loss_cls: 6.9695, loss: 6.9695 +2025-06-23 11:29:15,439 - pyskl - INFO - Epoch [3][700/3405] lr: 2.499e-02, eta: 2 days, 15:39:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.4456, top5_acc: 0.7994, loss_cls: 6.8630, loss: 6.8630 +2025-06-23 11:30:00,299 - pyskl - INFO - Epoch [3][800/3405] lr: 2.499e-02, eta: 2 days, 15:37:55, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.4419, top5_acc: 0.7969, loss_cls: 6.8610, loss: 6.8610 +2025-06-23 11:30:45,142 - pyskl - INFO - Epoch [3][900/3405] lr: 2.499e-02, eta: 2 days, 15:36:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4644, top5_acc: 0.7963, loss_cls: 6.7927, loss: 6.7927 +2025-06-23 11:31:29,909 - pyskl - INFO - Epoch [3][1000/3405] lr: 2.499e-02, eta: 2 days, 15:34:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4819, top5_acc: 0.8231, loss_cls: 6.7849, loss: 6.7849 +2025-06-23 11:32:14,767 - pyskl - INFO - Epoch [3][1100/3405] lr: 2.499e-02, eta: 2 days, 15:33:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.4631, top5_acc: 0.7981, loss_cls: 6.8126, loss: 6.8126 +2025-06-23 11:32:59,518 - pyskl - INFO - Epoch [3][1200/3405] lr: 2.498e-02, eta: 2 days, 15:31:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4544, top5_acc: 0.7994, loss_cls: 6.7933, loss: 6.7933 +2025-06-23 11:33:44,233 - pyskl - INFO - Epoch [3][1300/3405] lr: 2.498e-02, eta: 2 days, 15:30:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4537, top5_acc: 0.8056, loss_cls: 6.8037, loss: 6.8037 +2025-06-23 11:34:28,909 - pyskl - INFO - Epoch [3][1400/3405] lr: 2.498e-02, eta: 2 days, 15:28:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4919, top5_acc: 0.8275, loss_cls: 6.6553, loss: 6.6553 +2025-06-23 11:35:13,625 - pyskl - INFO - Epoch [3][1500/3405] lr: 2.498e-02, eta: 2 days, 15:27:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4619, top5_acc: 0.8150, loss_cls: 6.6817, loss: 6.6817 +2025-06-23 11:35:58,314 - pyskl - INFO - Epoch [3][1600/3405] lr: 2.498e-02, eta: 2 days, 15:25:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4400, top5_acc: 0.8069, loss_cls: 6.7932, loss: 6.7932 +2025-06-23 11:36:43,051 - pyskl - INFO - Epoch [3][1700/3405] lr: 2.498e-02, eta: 2 days, 15:24:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5062, top5_acc: 0.8269, loss_cls: 6.4821, loss: 6.4821 +2025-06-23 11:37:27,851 - pyskl - INFO - Epoch [3][1800/3405] lr: 2.498e-02, eta: 2 days, 15:22:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5006, top5_acc: 0.8325, loss_cls: 6.5623, loss: 6.5623 +2025-06-23 11:38:12,635 - pyskl - INFO - Epoch [3][1900/3405] lr: 2.498e-02, eta: 2 days, 15:21:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4700, top5_acc: 0.8137, loss_cls: 6.7141, loss: 6.7141 +2025-06-23 11:38:57,317 - pyskl - INFO - Epoch [3][2000/3405] lr: 2.498e-02, eta: 2 days, 15:19:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4981, top5_acc: 0.8237, loss_cls: 6.6158, loss: 6.6158 +2025-06-23 11:39:42,049 - pyskl - INFO - Epoch [3][2100/3405] lr: 2.498e-02, eta: 2 days, 15:18:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4919, top5_acc: 0.8281, loss_cls: 6.5564, loss: 6.5564 +2025-06-23 11:40:26,715 - pyskl - INFO - Epoch [3][2200/3405] lr: 2.498e-02, eta: 2 days, 15:17:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5112, top5_acc: 0.8281, loss_cls: 6.5484, loss: 6.5484 +2025-06-23 11:41:11,391 - pyskl - INFO - Epoch [3][2300/3405] lr: 2.498e-02, eta: 2 days, 15:15:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4994, top5_acc: 0.8294, loss_cls: 6.5307, loss: 6.5307 +2025-06-23 11:41:56,199 - pyskl - INFO - Epoch [3][2400/3405] lr: 2.498e-02, eta: 2 days, 15:14:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5181, top5_acc: 0.8450, loss_cls: 6.4834, loss: 6.4834 +2025-06-23 11:42:40,904 - pyskl - INFO - Epoch [3][2500/3405] lr: 2.498e-02, eta: 2 days, 15:12:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5188, top5_acc: 0.8381, loss_cls: 6.4708, loss: 6.4708 +2025-06-23 11:43:25,632 - pyskl - INFO - Epoch [3][2600/3405] lr: 2.498e-02, eta: 2 days, 15:11:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5269, top5_acc: 0.8394, loss_cls: 6.3931, loss: 6.3931 +2025-06-23 11:44:10,355 - pyskl - INFO - Epoch [3][2700/3405] lr: 2.498e-02, eta: 2 days, 15:10:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5463, top5_acc: 0.8556, loss_cls: 6.3335, loss: 6.3335 +2025-06-23 11:44:55,071 - pyskl - INFO - Epoch [3][2800/3405] lr: 2.498e-02, eta: 2 days, 15:09:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5062, top5_acc: 0.8438, loss_cls: 6.3658, loss: 6.3658 +2025-06-23 11:45:39,758 - pyskl - INFO - Epoch [3][2900/3405] lr: 2.498e-02, eta: 2 days, 15:07:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5250, top5_acc: 0.8444, loss_cls: 6.3280, loss: 6.3280 +2025-06-23 11:46:24,494 - pyskl - INFO - Epoch [3][3000/3405] lr: 2.498e-02, eta: 2 days, 15:06:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5469, top5_acc: 0.8438, loss_cls: 6.2117, loss: 6.2117 +2025-06-23 11:47:09,240 - pyskl - INFO - Epoch [3][3100/3405] lr: 2.498e-02, eta: 2 days, 15:05:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5188, top5_acc: 0.8550, loss_cls: 6.3897, loss: 6.3897 +2025-06-23 11:47:53,958 - pyskl - INFO - Epoch [3][3200/3405] lr: 2.498e-02, eta: 2 days, 15:03:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5038, top5_acc: 0.8475, loss_cls: 6.2919, loss: 6.2919 +2025-06-23 11:48:38,783 - pyskl - INFO - Epoch [3][3300/3405] lr: 2.498e-02, eta: 2 days, 15:02:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5175, top5_acc: 0.8550, loss_cls: 6.3348, loss: 6.3348 +2025-06-23 11:49:23,458 - pyskl - INFO - Epoch [3][3400/3405] lr: 2.498e-02, eta: 2 days, 15:01:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5225, top5_acc: 0.8556, loss_cls: 6.2896, loss: 6.2896 +2025-06-23 11:49:26,137 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-06-23 11:53:26,299 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 11:53:26,852 - pyskl - INFO - +top1_acc 0.5390 +top5_acc 0.8435 +2025-06-23 11:53:26,908 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_2.pth was removed +2025-06-23 11:53:28,019 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-06-23 11:53:28,020 - pyskl - INFO - Best top1_acc is 0.5390 at 3 epoch. +2025-06-23 11:53:28,045 - pyskl - INFO - Epoch(val) [3][3718] top1_acc: 0.5390, top5_acc: 0.8435 +2025-06-23 11:54:35,486 - pyskl - INFO - Epoch [4][100/3405] lr: 2.497e-02, eta: 2 days, 15:16:36, time: 0.674, data_time: 0.228, memory: 13268, top1_acc: 0.5537, top5_acc: 0.8525, loss_cls: 6.2141, loss: 6.2141 +2025-06-23 11:55:20,378 - pyskl - INFO - Epoch [4][200/3405] lr: 2.497e-02, eta: 2 days, 15:15:20, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5281, top5_acc: 0.8331, loss_cls: 6.3464, loss: 6.3464 +2025-06-23 11:56:05,191 - pyskl - INFO - Epoch [4][300/3405] lr: 2.497e-02, eta: 2 days, 15:14:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5413, top5_acc: 0.8538, loss_cls: 6.3068, loss: 6.3068 +2025-06-23 11:56:49,753 - pyskl - INFO - Epoch [4][400/3405] lr: 2.497e-02, eta: 2 days, 15:12:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5487, top5_acc: 0.8631, loss_cls: 6.0747, loss: 6.0747 +2025-06-23 11:57:34,414 - pyskl - INFO - Epoch [4][500/3405] lr: 2.497e-02, eta: 2 days, 15:11:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5188, top5_acc: 0.8506, loss_cls: 6.2891, loss: 6.2891 +2025-06-23 11:58:19,194 - pyskl - INFO - Epoch [4][600/3405] lr: 2.497e-02, eta: 2 days, 15:09:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5644, top5_acc: 0.8600, loss_cls: 6.1340, loss: 6.1340 +2025-06-23 11:59:04,093 - pyskl - INFO - Epoch [4][700/3405] lr: 2.497e-02, eta: 2 days, 15:08:36, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5394, top5_acc: 0.8538, loss_cls: 6.1791, loss: 6.1791 +2025-06-23 11:59:48,836 - pyskl - INFO - Epoch [4][800/3405] lr: 2.497e-02, eta: 2 days, 15:07:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5650, top5_acc: 0.8706, loss_cls: 6.1374, loss: 6.1374 +2025-06-23 12:00:33,528 - pyskl - INFO - Epoch [4][900/3405] lr: 2.497e-02, eta: 2 days, 15:05:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5375, top5_acc: 0.8550, loss_cls: 6.1546, loss: 6.1546 +2025-06-23 12:01:18,163 - pyskl - INFO - Epoch [4][1000/3405] lr: 2.497e-02, eta: 2 days, 15:04:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5613, top5_acc: 0.8694, loss_cls: 6.1137, loss: 6.1137 +2025-06-23 12:02:02,883 - pyskl - INFO - Epoch [4][1100/3405] lr: 2.497e-02, eta: 2 days, 15:03:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5713, top5_acc: 0.8638, loss_cls: 6.0756, loss: 6.0756 +2025-06-23 12:02:47,503 - pyskl - INFO - Epoch [4][1200/3405] lr: 2.497e-02, eta: 2 days, 15:01:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5481, top5_acc: 0.8619, loss_cls: 6.0986, loss: 6.0986 +2025-06-23 12:03:32,095 - pyskl - INFO - Epoch [4][1300/3405] lr: 2.497e-02, eta: 2 days, 15:00:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5606, top5_acc: 0.8581, loss_cls: 6.1677, loss: 6.1677 +2025-06-23 12:04:16,741 - pyskl - INFO - Epoch [4][1400/3405] lr: 2.497e-02, eta: 2 days, 14:59:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5606, top5_acc: 0.8712, loss_cls: 6.0144, loss: 6.0144 +2025-06-23 12:05:01,375 - pyskl - INFO - Epoch [4][1500/3405] lr: 2.497e-02, eta: 2 days, 14:57:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5581, top5_acc: 0.8731, loss_cls: 6.0428, loss: 6.0428 +2025-06-23 12:05:46,091 - pyskl - INFO - Epoch [4][1600/3405] lr: 2.497e-02, eta: 2 days, 14:56:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5556, top5_acc: 0.8756, loss_cls: 6.0872, loss: 6.0872 +2025-06-23 12:06:30,714 - pyskl - INFO - Epoch [4][1700/3405] lr: 2.497e-02, eta: 2 days, 14:55:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5606, top5_acc: 0.8619, loss_cls: 6.1173, loss: 6.1173 +2025-06-23 12:07:15,225 - pyskl - INFO - Epoch [4][1800/3405] lr: 2.497e-02, eta: 2 days, 14:53:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5894, top5_acc: 0.8738, loss_cls: 5.8883, loss: 5.8883 +2025-06-23 12:07:59,710 - pyskl - INFO - Epoch [4][1900/3405] lr: 2.497e-02, eta: 2 days, 14:52:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5587, top5_acc: 0.8769, loss_cls: 5.9811, loss: 5.9811 +2025-06-23 12:08:44,437 - pyskl - INFO - Epoch [4][2000/3405] lr: 2.496e-02, eta: 2 days, 14:51:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5844, top5_acc: 0.8750, loss_cls: 5.9575, loss: 5.9575 +2025-06-23 12:09:29,055 - pyskl - INFO - Epoch [4][2100/3405] lr: 2.496e-02, eta: 2 days, 14:50:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5763, top5_acc: 0.8888, loss_cls: 5.8073, loss: 5.8073 +2025-06-23 12:10:13,685 - pyskl - INFO - Epoch [4][2200/3405] lr: 2.496e-02, eta: 2 days, 14:48:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5619, top5_acc: 0.8731, loss_cls: 6.1038, loss: 6.1038 +2025-06-23 12:10:58,463 - pyskl - INFO - Epoch [4][2300/3405] lr: 2.496e-02, eta: 2 days, 14:47:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5706, top5_acc: 0.8800, loss_cls: 5.8907, loss: 5.8907 +2025-06-23 12:11:43,273 - pyskl - INFO - Epoch [4][2400/3405] lr: 2.496e-02, eta: 2 days, 14:46:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5894, top5_acc: 0.8775, loss_cls: 5.8966, loss: 5.8966 +2025-06-23 12:12:28,096 - pyskl - INFO - Epoch [4][2500/3405] lr: 2.496e-02, eta: 2 days, 14:45:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5681, top5_acc: 0.8719, loss_cls: 6.0268, loss: 6.0268 +2025-06-23 12:13:12,888 - pyskl - INFO - Epoch [4][2600/3405] lr: 2.496e-02, eta: 2 days, 14:44:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5831, top5_acc: 0.8900, loss_cls: 5.8462, loss: 5.8462 +2025-06-23 12:13:57,617 - pyskl - INFO - Epoch [4][2700/3405] lr: 2.496e-02, eta: 2 days, 14:43:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5787, top5_acc: 0.8644, loss_cls: 6.0028, loss: 6.0028 +2025-06-23 12:14:42,183 - pyskl - INFO - Epoch [4][2800/3405] lr: 2.496e-02, eta: 2 days, 14:41:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5887, top5_acc: 0.8900, loss_cls: 5.8382, loss: 5.8382 +2025-06-23 12:15:26,729 - pyskl - INFO - Epoch [4][2900/3405] lr: 2.496e-02, eta: 2 days, 14:40:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5800, top5_acc: 0.8769, loss_cls: 5.8072, loss: 5.8072 +2025-06-23 12:16:11,414 - pyskl - INFO - Epoch [4][3000/3405] lr: 2.496e-02, eta: 2 days, 14:39:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5869, top5_acc: 0.8881, loss_cls: 5.8356, loss: 5.8356 +2025-06-23 12:16:56,167 - pyskl - INFO - Epoch [4][3100/3405] lr: 2.496e-02, eta: 2 days, 14:38:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5756, top5_acc: 0.8800, loss_cls: 5.8656, loss: 5.8656 +2025-06-23 12:17:41,047 - pyskl - INFO - Epoch [4][3200/3405] lr: 2.496e-02, eta: 2 days, 14:37:17, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5731, top5_acc: 0.8669, loss_cls: 5.8071, loss: 5.8071 +2025-06-23 12:18:25,817 - pyskl - INFO - Epoch [4][3300/3405] lr: 2.496e-02, eta: 2 days, 14:36:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5713, top5_acc: 0.8806, loss_cls: 5.8715, loss: 5.8715 +2025-06-23 12:19:10,513 - pyskl - INFO - Epoch [4][3400/3405] lr: 2.496e-02, eta: 2 days, 14:35:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5769, top5_acc: 0.8806, loss_cls: 5.8686, loss: 5.8686 +2025-06-23 12:19:13,168 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-06-23 12:23:10,838 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 12:23:11,483 - pyskl - INFO - +top1_acc 0.5618 +top5_acc 0.8611 +2025-06-23 12:23:11,539 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_3.pth was removed +2025-06-23 12:23:12,647 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-06-23 12:23:12,649 - pyskl - INFO - Best top1_acc is 0.5618 at 4 epoch. +2025-06-23 12:23:12,672 - pyskl - INFO - Epoch(val) [4][3718] top1_acc: 0.5618, top5_acc: 0.8611 +2025-06-23 12:24:19,858 - pyskl - INFO - Epoch [5][100/3405] lr: 2.496e-02, eta: 2 days, 14:46:05, time: 0.672, data_time: 0.226, memory: 13268, top1_acc: 0.6106, top5_acc: 0.8975, loss_cls: 5.6726, loss: 5.6726 +2025-06-23 12:25:04,410 - pyskl - INFO - Epoch [5][200/3405] lr: 2.495e-02, eta: 2 days, 14:44:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5988, top5_acc: 0.8906, loss_cls: 5.7681, loss: 5.7681 +2025-06-23 12:25:49,012 - pyskl - INFO - Epoch [5][300/3405] lr: 2.495e-02, eta: 2 days, 14:43:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5806, top5_acc: 0.8869, loss_cls: 5.9055, loss: 5.9055 +2025-06-23 12:26:33,756 - pyskl - INFO - Epoch [5][400/3405] lr: 2.495e-02, eta: 2 days, 14:42:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5856, top5_acc: 0.8925, loss_cls: 5.6882, loss: 5.6882 +2025-06-23 12:27:18,648 - pyskl - INFO - Epoch [5][500/3405] lr: 2.495e-02, eta: 2 days, 14:41:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6112, top5_acc: 0.8931, loss_cls: 5.7029, loss: 5.7029 +2025-06-23 12:28:03,458 - pyskl - INFO - Epoch [5][600/3405] lr: 2.495e-02, eta: 2 days, 14:40:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5919, top5_acc: 0.8806, loss_cls: 5.8788, loss: 5.8788 +2025-06-23 12:28:48,266 - pyskl - INFO - Epoch [5][700/3405] lr: 2.495e-02, eta: 2 days, 14:39:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6131, top5_acc: 0.8775, loss_cls: 5.7253, loss: 5.7253 +2025-06-23 12:29:32,954 - pyskl - INFO - Epoch [5][800/3405] lr: 2.495e-02, eta: 2 days, 14:37:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5775, top5_acc: 0.8850, loss_cls: 5.7815, loss: 5.7815 +2025-06-23 12:30:17,618 - pyskl - INFO - Epoch [5][900/3405] lr: 2.495e-02, eta: 2 days, 14:36:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5962, top5_acc: 0.8706, loss_cls: 5.7213, loss: 5.7213 +2025-06-23 12:31:02,432 - pyskl - INFO - Epoch [5][1000/3405] lr: 2.495e-02, eta: 2 days, 14:35:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6012, top5_acc: 0.8894, loss_cls: 5.6645, loss: 5.6645 +2025-06-23 12:31:47,171 - pyskl - INFO - Epoch [5][1100/3405] lr: 2.495e-02, eta: 2 days, 14:34:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5969, top5_acc: 0.8881, loss_cls: 5.7496, loss: 5.7496 +2025-06-23 12:32:32,026 - pyskl - INFO - Epoch [5][1200/3405] lr: 2.495e-02, eta: 2 days, 14:33:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5925, top5_acc: 0.8881, loss_cls: 5.7881, loss: 5.7881 +2025-06-23 12:33:16,665 - pyskl - INFO - Epoch [5][1300/3405] lr: 2.495e-02, eta: 2 days, 14:32:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6069, top5_acc: 0.8919, loss_cls: 5.6258, loss: 5.6258 +2025-06-23 12:34:01,216 - pyskl - INFO - Epoch [5][1400/3405] lr: 2.495e-02, eta: 2 days, 14:30:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6031, top5_acc: 0.8919, loss_cls: 5.7129, loss: 5.7129 +2025-06-23 12:34:45,865 - pyskl - INFO - Epoch [5][1500/3405] lr: 2.495e-02, eta: 2 days, 14:29:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5981, top5_acc: 0.8900, loss_cls: 5.8075, loss: 5.8075 +2025-06-23 12:35:30,481 - pyskl - INFO - Epoch [5][1600/3405] lr: 2.495e-02, eta: 2 days, 14:28:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5994, top5_acc: 0.8938, loss_cls: 5.7394, loss: 5.7394 +2025-06-23 12:36:15,079 - pyskl - INFO - Epoch [5][1700/3405] lr: 2.494e-02, eta: 2 days, 14:27:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5925, top5_acc: 0.8881, loss_cls: 5.6860, loss: 5.6860 +2025-06-23 12:36:59,706 - pyskl - INFO - Epoch [5][1800/3405] lr: 2.494e-02, eta: 2 days, 14:26:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5962, top5_acc: 0.8769, loss_cls: 5.7787, loss: 5.7787 +2025-06-23 12:37:44,226 - pyskl - INFO - Epoch [5][1900/3405] lr: 2.494e-02, eta: 2 days, 14:25:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6025, top5_acc: 0.8906, loss_cls: 5.6345, loss: 5.6345 +2025-06-23 12:38:28,841 - pyskl - INFO - Epoch [5][2000/3405] lr: 2.494e-02, eta: 2 days, 14:23:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6012, top5_acc: 0.8962, loss_cls: 5.6356, loss: 5.6356 +2025-06-23 12:39:13,422 - pyskl - INFO - Epoch [5][2100/3405] lr: 2.494e-02, eta: 2 days, 14:22:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5919, top5_acc: 0.8894, loss_cls: 5.7395, loss: 5.7395 +2025-06-23 12:39:57,999 - pyskl - INFO - Epoch [5][2200/3405] lr: 2.494e-02, eta: 2 days, 14:21:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6000, top5_acc: 0.8819, loss_cls: 5.5788, loss: 5.5788 +2025-06-23 12:40:42,599 - pyskl - INFO - Epoch [5][2300/3405] lr: 2.494e-02, eta: 2 days, 14:20:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5856, top5_acc: 0.8850, loss_cls: 5.8103, loss: 5.8103 +2025-06-23 12:41:27,238 - pyskl - INFO - Epoch [5][2400/3405] lr: 2.494e-02, eta: 2 days, 14:19:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6388, top5_acc: 0.8938, loss_cls: 5.5510, loss: 5.5510 +2025-06-23 12:42:11,778 - pyskl - INFO - Epoch [5][2500/3405] lr: 2.494e-02, eta: 2 days, 14:18:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6206, top5_acc: 0.9069, loss_cls: 5.6216, loss: 5.6216 +2025-06-23 12:42:56,227 - pyskl - INFO - Epoch [5][2600/3405] lr: 2.494e-02, eta: 2 days, 14:16:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6050, top5_acc: 0.8962, loss_cls: 5.6492, loss: 5.6492 +2025-06-23 12:43:40,807 - pyskl - INFO - Epoch [5][2700/3405] lr: 2.494e-02, eta: 2 days, 14:15:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6181, top5_acc: 0.8900, loss_cls: 5.6524, loss: 5.6524 +2025-06-23 12:44:25,426 - pyskl - INFO - Epoch [5][2800/3405] lr: 2.494e-02, eta: 2 days, 14:14:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6150, top5_acc: 0.8906, loss_cls: 5.6635, loss: 5.6635 +2025-06-23 12:45:09,987 - pyskl - INFO - Epoch [5][2900/3405] lr: 2.494e-02, eta: 2 days, 14:13:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6169, top5_acc: 0.8975, loss_cls: 5.6606, loss: 5.6606 +2025-06-23 12:45:54,564 - pyskl - INFO - Epoch [5][3000/3405] lr: 2.493e-02, eta: 2 days, 14:12:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6194, top5_acc: 0.9050, loss_cls: 5.4926, loss: 5.4926 +2025-06-23 12:46:39,119 - pyskl - INFO - Epoch [5][3100/3405] lr: 2.493e-02, eta: 2 days, 14:11:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6206, top5_acc: 0.8938, loss_cls: 5.5827, loss: 5.5827 +2025-06-23 12:47:23,690 - pyskl - INFO - Epoch [5][3200/3405] lr: 2.493e-02, eta: 2 days, 14:10:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6319, top5_acc: 0.8938, loss_cls: 5.6324, loss: 5.6324 +2025-06-23 12:48:08,186 - pyskl - INFO - Epoch [5][3300/3405] lr: 2.493e-02, eta: 2 days, 14:08:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6275, top5_acc: 0.9081, loss_cls: 5.5193, loss: 5.5193 +2025-06-23 12:48:52,830 - pyskl - INFO - Epoch [5][3400/3405] lr: 2.493e-02, eta: 2 days, 14:07:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6162, top5_acc: 0.9019, loss_cls: 5.6555, loss: 5.6555 +2025-06-23 12:48:55,440 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-06-23 13:07:57,762 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 13:07:58,417 - pyskl - INFO - +top1_acc 0.5710 +top5_acc 0.8612 +2025-06-23 13:07:58,477 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_4.pth was removed +2025-06-23 13:07:59,541 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-06-23 13:07:59,543 - pyskl - INFO - Best top1_acc is 0.5710 at 5 epoch. +2025-06-23 13:07:59,566 - pyskl - INFO - Epoch(val) [5][3718] top1_acc: 0.5710, top5_acc: 0.8612 +2025-06-23 13:09:06,241 - pyskl - INFO - Epoch [6][100/3405] lr: 2.493e-02, eta: 2 days, 14:16:15, time: 0.667, data_time: 0.222, memory: 13268, top1_acc: 0.6038, top5_acc: 0.8950, loss_cls: 5.6313, loss: 5.6313 +2025-06-23 13:09:50,849 - pyskl - INFO - Epoch [6][200/3405] lr: 2.493e-02, eta: 2 days, 14:15:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6075, top5_acc: 0.8912, loss_cls: 5.5987, loss: 5.5987 +2025-06-23 13:10:35,419 - pyskl - INFO - Epoch [6][300/3405] lr: 2.493e-02, eta: 2 days, 14:13:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6438, top5_acc: 0.9025, loss_cls: 5.5411, loss: 5.5411 +2025-06-23 13:11:20,096 - pyskl - INFO - Epoch [6][400/3405] lr: 2.493e-02, eta: 2 days, 14:12:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6062, top5_acc: 0.8931, loss_cls: 5.5896, loss: 5.5896 +2025-06-23 13:12:04,805 - pyskl - INFO - Epoch [6][500/3405] lr: 2.493e-02, eta: 2 days, 14:11:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6250, top5_acc: 0.8888, loss_cls: 5.5970, loss: 5.5970 +2025-06-23 13:12:49,710 - pyskl - INFO - Epoch [6][600/3405] lr: 2.493e-02, eta: 2 days, 14:10:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6269, top5_acc: 0.9106, loss_cls: 5.5122, loss: 5.5122 +2025-06-23 13:13:34,517 - pyskl - INFO - Epoch [6][700/3405] lr: 2.493e-02, eta: 2 days, 14:09:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.9069, loss_cls: 5.3954, loss: 5.3954 +2025-06-23 13:14:19,317 - pyskl - INFO - Epoch [6][800/3405] lr: 2.492e-02, eta: 2 days, 14:08:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6375, top5_acc: 0.9094, loss_cls: 5.4669, loss: 5.4669 +2025-06-23 13:15:04,081 - pyskl - INFO - Epoch [6][900/3405] lr: 2.492e-02, eta: 2 days, 14:07:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6319, top5_acc: 0.9050, loss_cls: 5.4758, loss: 5.4758 +2025-06-23 13:15:48,658 - pyskl - INFO - Epoch [6][1000/3405] lr: 2.492e-02, eta: 2 days, 14:06:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6144, top5_acc: 0.9206, loss_cls: 5.4496, loss: 5.4496 +2025-06-23 13:16:33,192 - pyskl - INFO - Epoch [6][1100/3405] lr: 2.492e-02, eta: 2 days, 14:05:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6138, top5_acc: 0.8881, loss_cls: 5.6788, loss: 5.6788 +2025-06-23 13:17:17,712 - pyskl - INFO - Epoch [6][1200/3405] lr: 2.492e-02, eta: 2 days, 14:04:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6200, top5_acc: 0.9000, loss_cls: 5.5092, loss: 5.5092 +2025-06-23 13:18:02,380 - pyskl - INFO - Epoch [6][1300/3405] lr: 2.492e-02, eta: 2 days, 14:03:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6256, top5_acc: 0.9106, loss_cls: 5.3600, loss: 5.3600 +2025-06-23 13:18:47,118 - pyskl - INFO - Epoch [6][1400/3405] lr: 2.492e-02, eta: 2 days, 14:02:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6300, top5_acc: 0.9081, loss_cls: 5.4666, loss: 5.4666 +2025-06-23 13:19:31,751 - pyskl - INFO - Epoch [6][1500/3405] lr: 2.492e-02, eta: 2 days, 14:01:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6431, top5_acc: 0.8969, loss_cls: 5.4389, loss: 5.4389 +2025-06-23 13:20:16,362 - pyskl - INFO - Epoch [6][1600/3405] lr: 2.492e-02, eta: 2 days, 14:00:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6294, top5_acc: 0.8906, loss_cls: 5.5323, loss: 5.5323 +2025-06-23 13:21:01,251 - pyskl - INFO - Epoch [6][1700/3405] lr: 2.492e-02, eta: 2 days, 13:59:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6425, top5_acc: 0.9012, loss_cls: 5.3753, loss: 5.3753 +2025-06-23 13:21:45,884 - pyskl - INFO - Epoch [6][1800/3405] lr: 2.492e-02, eta: 2 days, 13:57:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6431, top5_acc: 0.9025, loss_cls: 5.3244, loss: 5.3244 +2025-06-23 13:22:30,441 - pyskl - INFO - Epoch [6][1900/3405] lr: 2.492e-02, eta: 2 days, 13:56:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6538, top5_acc: 0.9075, loss_cls: 5.4571, loss: 5.4571 +2025-06-23 13:23:15,051 - pyskl - INFO - Epoch [6][2000/3405] lr: 2.491e-02, eta: 2 days, 13:55:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6375, top5_acc: 0.8994, loss_cls: 5.4911, loss: 5.4911 +2025-06-23 13:23:59,653 - pyskl - INFO - Epoch [6][2100/3405] lr: 2.491e-02, eta: 2 days, 13:54:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6262, top5_acc: 0.9069, loss_cls: 5.4801, loss: 5.4801 +2025-06-23 13:24:44,298 - pyskl - INFO - Epoch [6][2200/3405] lr: 2.491e-02, eta: 2 days, 13:53:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6475, top5_acc: 0.9087, loss_cls: 5.3462, loss: 5.3462 +2025-06-23 13:25:28,960 - pyskl - INFO - Epoch [6][2300/3405] lr: 2.491e-02, eta: 2 days, 13:52:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6444, top5_acc: 0.8988, loss_cls: 5.4601, loss: 5.4601 +2025-06-23 13:26:13,596 - pyskl - INFO - Epoch [6][2400/3405] lr: 2.491e-02, eta: 2 days, 13:51:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6481, top5_acc: 0.9000, loss_cls: 5.4249, loss: 5.4249 +2025-06-23 13:26:58,199 - pyskl - INFO - Epoch [6][2500/3405] lr: 2.491e-02, eta: 2 days, 13:50:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6300, top5_acc: 0.8969, loss_cls: 5.4187, loss: 5.4187 +2025-06-23 13:27:42,728 - pyskl - INFO - Epoch [6][2600/3405] lr: 2.491e-02, eta: 2 days, 13:49:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6369, top5_acc: 0.9056, loss_cls: 5.4723, loss: 5.4723 +2025-06-23 13:28:27,224 - pyskl - INFO - Epoch [6][2700/3405] lr: 2.491e-02, eta: 2 days, 13:48:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.9062, loss_cls: 5.4241, loss: 5.4241 +2025-06-23 13:29:11,742 - pyskl - INFO - Epoch [6][2800/3405] lr: 2.491e-02, eta: 2 days, 13:47:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6456, top5_acc: 0.9050, loss_cls: 5.3440, loss: 5.3440 +2025-06-23 13:29:56,452 - pyskl - INFO - Epoch [6][2900/3405] lr: 2.491e-02, eta: 2 days, 13:46:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6119, top5_acc: 0.8962, loss_cls: 5.6207, loss: 5.6207 +2025-06-23 13:30:41,071 - pyskl - INFO - Epoch [6][3000/3405] lr: 2.491e-02, eta: 2 days, 13:45:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6575, top5_acc: 0.9094, loss_cls: 5.3899, loss: 5.3899 +2025-06-23 13:31:25,727 - pyskl - INFO - Epoch [6][3100/3405] lr: 2.490e-02, eta: 2 days, 13:44:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6394, top5_acc: 0.9031, loss_cls: 5.4252, loss: 5.4252 +2025-06-23 13:32:10,326 - pyskl - INFO - Epoch [6][3200/3405] lr: 2.490e-02, eta: 2 days, 13:43:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6475, top5_acc: 0.9069, loss_cls: 5.3888, loss: 5.3888 +2025-06-23 13:32:55,053 - pyskl - INFO - Epoch [6][3300/3405] lr: 2.490e-02, eta: 2 days, 13:42:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.9062, loss_cls: 5.3421, loss: 5.3421 +2025-06-23 13:33:39,678 - pyskl - INFO - Epoch [6][3400/3405] lr: 2.490e-02, eta: 2 days, 13:41:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6656, top5_acc: 0.9106, loss_cls: 5.3180, loss: 5.3180 +2025-06-23 13:33:42,223 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-06-23 13:37:40,315 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 13:37:40,859 - pyskl - INFO - +top1_acc 0.5488 +top5_acc 0.8640 +2025-06-23 13:37:40,883 - pyskl - INFO - Epoch(val) [6][3718] top1_acc: 0.5488, top5_acc: 0.8640 +2025-06-23 13:38:48,793 - pyskl - INFO - Epoch [7][100/3405] lr: 2.490e-02, eta: 2 days, 13:48:29, time: 0.679, data_time: 0.231, memory: 13268, top1_acc: 0.6587, top5_acc: 0.9131, loss_cls: 5.4186, loss: 5.4186 +2025-06-23 13:39:33,431 - pyskl - INFO - Epoch [7][200/3405] lr: 2.490e-02, eta: 2 days, 13:47:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6450, top5_acc: 0.9056, loss_cls: 5.5161, loss: 5.5161 +2025-06-23 13:40:18,052 - pyskl - INFO - Epoch [7][300/3405] lr: 2.490e-02, eta: 2 days, 13:46:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6550, top5_acc: 0.9100, loss_cls: 5.3589, loss: 5.3589 +2025-06-23 13:41:02,672 - pyskl - INFO - Epoch [7][400/3405] lr: 2.490e-02, eta: 2 days, 13:45:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6587, top5_acc: 0.9119, loss_cls: 5.2830, loss: 5.2830 +2025-06-23 13:41:47,209 - pyskl - INFO - Epoch [7][500/3405] lr: 2.490e-02, eta: 2 days, 13:44:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9206, loss_cls: 5.1223, loss: 5.1223 +2025-06-23 13:42:31,739 - pyskl - INFO - Epoch [7][600/3405] lr: 2.490e-02, eta: 2 days, 13:43:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.8994, loss_cls: 5.3289, loss: 5.3289 +2025-06-23 13:43:16,242 - pyskl - INFO - Epoch [7][700/3405] lr: 2.489e-02, eta: 2 days, 13:42:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6431, top5_acc: 0.9169, loss_cls: 5.4242, loss: 5.4242 +2025-06-23 13:44:00,699 - pyskl - INFO - Epoch [7][800/3405] lr: 2.489e-02, eta: 2 days, 13:40:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6406, top5_acc: 0.9081, loss_cls: 5.3567, loss: 5.3567 +2025-06-23 13:44:45,210 - pyskl - INFO - Epoch [7][900/3405] lr: 2.489e-02, eta: 2 days, 13:39:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6331, top5_acc: 0.9069, loss_cls: 5.2905, loss: 5.2905 +2025-06-23 13:45:29,676 - pyskl - INFO - Epoch [7][1000/3405] lr: 2.489e-02, eta: 2 days, 13:38:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9119, loss_cls: 5.2434, loss: 5.2434 +2025-06-23 13:46:14,193 - pyskl - INFO - Epoch [7][1100/3405] lr: 2.489e-02, eta: 2 days, 13:37:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6462, top5_acc: 0.9038, loss_cls: 5.4010, loss: 5.4010 +2025-06-23 13:46:58,736 - pyskl - INFO - Epoch [7][1200/3405] lr: 2.489e-02, eta: 2 days, 13:36:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9231, loss_cls: 5.2799, loss: 5.2799 +2025-06-23 13:47:43,551 - pyskl - INFO - Epoch [7][1300/3405] lr: 2.489e-02, eta: 2 days, 13:35:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6731, top5_acc: 0.9156, loss_cls: 5.2090, loss: 5.2090 +2025-06-23 13:48:28,347 - pyskl - INFO - Epoch [7][1400/3405] lr: 2.489e-02, eta: 2 days, 13:34:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6525, top5_acc: 0.9175, loss_cls: 5.2161, loss: 5.2161 +2025-06-23 13:49:13,154 - pyskl - INFO - Epoch [7][1500/3405] lr: 2.489e-02, eta: 2 days, 13:33:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9244, loss_cls: 5.2394, loss: 5.2394 +2025-06-23 13:49:58,026 - pyskl - INFO - Epoch [7][1600/3405] lr: 2.489e-02, eta: 2 days, 13:32:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6575, top5_acc: 0.9038, loss_cls: 5.2515, loss: 5.2515 +2025-06-23 13:50:42,879 - pyskl - INFO - Epoch [7][1700/3405] lr: 2.488e-02, eta: 2 days, 13:31:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.9137, loss_cls: 5.1668, loss: 5.1668 +2025-06-23 13:51:27,700 - pyskl - INFO - Epoch [7][1800/3405] lr: 2.488e-02, eta: 2 days, 13:30:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6544, top5_acc: 0.9038, loss_cls: 5.3535, loss: 5.3535 +2025-06-23 13:52:12,396 - pyskl - INFO - Epoch [7][1900/3405] lr: 2.488e-02, eta: 2 days, 13:29:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6400, top5_acc: 0.8950, loss_cls: 5.4245, loss: 5.4245 +2025-06-23 13:52:57,012 - pyskl - INFO - Epoch [7][2000/3405] lr: 2.488e-02, eta: 2 days, 13:28:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6481, top5_acc: 0.9200, loss_cls: 5.2659, loss: 5.2659 +2025-06-23 13:53:41,674 - pyskl - INFO - Epoch [7][2100/3405] lr: 2.488e-02, eta: 2 days, 13:27:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9156, loss_cls: 5.2583, loss: 5.2583 +2025-06-23 13:54:26,266 - pyskl - INFO - Epoch [7][2200/3405] lr: 2.488e-02, eta: 2 days, 13:26:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9131, loss_cls: 5.3162, loss: 5.3162 +2025-06-23 13:55:10,896 - pyskl - INFO - Epoch [7][2300/3405] lr: 2.488e-02, eta: 2 days, 13:25:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6544, top5_acc: 0.9187, loss_cls: 5.2084, loss: 5.2084 +2025-06-23 13:55:55,499 - pyskl - INFO - Epoch [7][2400/3405] lr: 2.488e-02, eta: 2 days, 13:24:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6300, top5_acc: 0.9081, loss_cls: 5.3858, loss: 5.3858 +2025-06-23 13:56:40,039 - pyskl - INFO - Epoch [7][2500/3405] lr: 2.488e-02, eta: 2 days, 13:23:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.9137, loss_cls: 5.3842, loss: 5.3842 +2025-06-23 13:57:24,571 - pyskl - INFO - Epoch [7][2600/3405] lr: 2.487e-02, eta: 2 days, 13:22:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6500, top5_acc: 0.9125, loss_cls: 5.2363, loss: 5.2363 +2025-06-23 13:58:09,205 - pyskl - INFO - Epoch [7][2700/3405] lr: 2.487e-02, eta: 2 days, 13:21:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.9050, loss_cls: 5.3431, loss: 5.3431 +2025-06-23 13:58:53,701 - pyskl - INFO - Epoch [7][2800/3405] lr: 2.487e-02, eta: 2 days, 13:20:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6462, top5_acc: 0.9062, loss_cls: 5.2892, loss: 5.2892 +2025-06-23 13:59:38,297 - pyskl - INFO - Epoch [7][2900/3405] lr: 2.487e-02, eta: 2 days, 13:19:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6369, top5_acc: 0.9069, loss_cls: 5.3297, loss: 5.3297 +2025-06-23 14:00:22,919 - pyskl - INFO - Epoch [7][3000/3405] lr: 2.487e-02, eta: 2 days, 13:18:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.9100, loss_cls: 5.2868, loss: 5.2868 +2025-06-23 14:01:07,560 - pyskl - INFO - Epoch [7][3100/3405] lr: 2.487e-02, eta: 2 days, 13:17:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6550, top5_acc: 0.9156, loss_cls: 5.2275, loss: 5.2275 +2025-06-23 14:01:52,125 - pyskl - INFO - Epoch [7][3200/3405] lr: 2.487e-02, eta: 2 days, 13:16:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6556, top5_acc: 0.9075, loss_cls: 5.1263, loss: 5.1263 +2025-06-23 14:02:36,735 - pyskl - INFO - Epoch [7][3300/3405] lr: 2.487e-02, eta: 2 days, 13:15:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9263, loss_cls: 5.1602, loss: 5.1602 +2025-06-23 14:03:21,391 - pyskl - INFO - Epoch [7][3400/3405] lr: 2.487e-02, eta: 2 days, 13:14:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9144, loss_cls: 5.1701, loss: 5.1701 +2025-06-23 14:03:23,953 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-06-23 14:07:22,445 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 14:07:22,986 - pyskl - INFO - +top1_acc 0.5745 +top5_acc 0.8692 +2025-06-23 14:07:23,040 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_5.pth was removed +2025-06-23 14:07:24,097 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-06-23 14:07:24,098 - pyskl - INFO - Best top1_acc is 0.5745 at 7 epoch. +2025-06-23 14:07:24,119 - pyskl - INFO - Epoch(val) [7][3718] top1_acc: 0.5745, top5_acc: 0.8692 +2025-06-23 14:08:31,485 - pyskl - INFO - Epoch [8][100/3405] lr: 2.486e-02, eta: 2 days, 13:20:50, time: 0.674, data_time: 0.228, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9231, loss_cls: 5.1035, loss: 5.1035 +2025-06-23 14:09:16,125 - pyskl - INFO - Epoch [8][200/3405] lr: 2.486e-02, eta: 2 days, 13:19:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9381, loss_cls: 5.1206, loss: 5.1206 +2025-06-23 14:10:00,780 - pyskl - INFO - Epoch [8][300/3405] lr: 2.486e-02, eta: 2 days, 13:18:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6562, top5_acc: 0.9069, loss_cls: 5.3087, loss: 5.3087 +2025-06-23 14:10:45,448 - pyskl - INFO - Epoch [8][400/3405] lr: 2.486e-02, eta: 2 days, 13:17:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9300, loss_cls: 5.1323, loss: 5.1323 +2025-06-23 14:11:29,971 - pyskl - INFO - Epoch [8][500/3405] lr: 2.486e-02, eta: 2 days, 13:16:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9062, loss_cls: 5.1425, loss: 5.1425 +2025-06-23 14:12:14,658 - pyskl - INFO - Epoch [8][600/3405] lr: 2.486e-02, eta: 2 days, 13:15:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6750, top5_acc: 0.9331, loss_cls: 5.0744, loss: 5.0744 +2025-06-23 14:12:59,283 - pyskl - INFO - Epoch [8][700/3405] lr: 2.486e-02, eta: 2 days, 13:14:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6519, top5_acc: 0.9219, loss_cls: 5.2340, loss: 5.2340 +2025-06-23 14:13:43,895 - pyskl - INFO - Epoch [8][800/3405] lr: 2.486e-02, eta: 2 days, 13:13:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9075, loss_cls: 5.2512, loss: 5.2512 +2025-06-23 14:14:28,428 - pyskl - INFO - Epoch [8][900/3405] lr: 2.486e-02, eta: 2 days, 13:12:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9150, loss_cls: 5.1420, loss: 5.1420 +2025-06-23 14:15:12,946 - pyskl - INFO - Epoch [8][1000/3405] lr: 2.485e-02, eta: 2 days, 13:11:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9056, loss_cls: 5.2498, loss: 5.2498 +2025-06-23 14:15:57,557 - pyskl - INFO - Epoch [8][1100/3405] lr: 2.485e-02, eta: 2 days, 13:10:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9263, loss_cls: 5.1744, loss: 5.1744 +2025-06-23 14:16:42,061 - pyskl - INFO - Epoch [8][1200/3405] lr: 2.485e-02, eta: 2 days, 13:09:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9219, loss_cls: 5.0625, loss: 5.0625 +2025-06-23 14:17:26,634 - pyskl - INFO - Epoch [8][1300/3405] lr: 2.485e-02, eta: 2 days, 13:08:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9100, loss_cls: 5.0362, loss: 5.0362 +2025-06-23 14:18:11,272 - pyskl - INFO - Epoch [8][1400/3405] lr: 2.485e-02, eta: 2 days, 13:07:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9131, loss_cls: 5.2746, loss: 5.2746 +2025-06-23 14:18:55,887 - pyskl - INFO - Epoch [8][1500/3405] lr: 2.485e-02, eta: 2 days, 13:06:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9256, loss_cls: 5.0725, loss: 5.0725 +2025-06-23 14:19:40,554 - pyskl - INFO - Epoch [8][1600/3405] lr: 2.485e-02, eta: 2 days, 13:05:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6700, top5_acc: 0.9144, loss_cls: 5.1951, loss: 5.1951 +2025-06-23 14:20:25,239 - pyskl - INFO - Epoch [8][1700/3405] lr: 2.485e-02, eta: 2 days, 13:04:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9244, loss_cls: 5.1531, loss: 5.1531 +2025-06-23 14:21:09,765 - pyskl - INFO - Epoch [8][1800/3405] lr: 2.484e-02, eta: 2 days, 13:03:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9306, loss_cls: 5.0193, loss: 5.0193 +2025-06-23 14:21:54,216 - pyskl - INFO - Epoch [8][1900/3405] lr: 2.484e-02, eta: 2 days, 13:02:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.9225, loss_cls: 5.1672, loss: 5.1672 +2025-06-23 14:22:38,709 - pyskl - INFO - Epoch [8][2000/3405] lr: 2.484e-02, eta: 2 days, 13:01:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9125, loss_cls: 5.1500, loss: 5.1500 +2025-06-23 14:23:23,209 - pyskl - INFO - Epoch [8][2100/3405] lr: 2.484e-02, eta: 2 days, 13:00:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6500, top5_acc: 0.9187, loss_cls: 5.3063, loss: 5.3063 +2025-06-23 14:24:07,870 - pyskl - INFO - Epoch [8][2200/3405] lr: 2.484e-02, eta: 2 days, 12:59:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6475, top5_acc: 0.9119, loss_cls: 5.2542, loss: 5.2542 +2025-06-23 14:24:52,397 - pyskl - INFO - Epoch [8][2300/3405] lr: 2.484e-02, eta: 2 days, 12:58:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9206, loss_cls: 5.0931, loss: 5.0931 +2025-06-23 14:25:36,870 - pyskl - INFO - Epoch [8][2400/3405] lr: 2.484e-02, eta: 2 days, 12:57:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6606, top5_acc: 0.9100, loss_cls: 5.1954, loss: 5.1954 +2025-06-23 14:26:21,394 - pyskl - INFO - Epoch [8][2500/3405] lr: 2.484e-02, eta: 2 days, 12:56:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9287, loss_cls: 4.9988, loss: 4.9988 +2025-06-23 14:27:06,047 - pyskl - INFO - Epoch [8][2600/3405] lr: 2.484e-02, eta: 2 days, 12:55:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9119, loss_cls: 5.1557, loss: 5.1557 +2025-06-23 14:27:50,394 - pyskl - INFO - Epoch [8][2700/3405] lr: 2.483e-02, eta: 2 days, 12:54:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9100, loss_cls: 5.2195, loss: 5.2195 +2025-06-23 14:28:34,907 - pyskl - INFO - Epoch [8][2800/3405] lr: 2.483e-02, eta: 2 days, 12:53:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6637, top5_acc: 0.9194, loss_cls: 5.2351, loss: 5.2351 +2025-06-23 14:29:19,778 - pyskl - INFO - Epoch [8][2900/3405] lr: 2.483e-02, eta: 2 days, 12:53:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9244, loss_cls: 5.0906, loss: 5.0906 +2025-06-23 14:30:04,479 - pyskl - INFO - Epoch [8][3000/3405] lr: 2.483e-02, eta: 2 days, 12:52:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9206, loss_cls: 5.2351, loss: 5.2351 +2025-06-23 14:30:49,086 - pyskl - INFO - Epoch [8][3100/3405] lr: 2.483e-02, eta: 2 days, 12:51:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9219, loss_cls: 5.0007, loss: 5.0007 +2025-06-23 14:31:33,665 - pyskl - INFO - Epoch [8][3200/3405] lr: 2.483e-02, eta: 2 days, 12:50:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9256, loss_cls: 5.1119, loss: 5.1119 +2025-06-23 14:32:18,336 - pyskl - INFO - Epoch [8][3300/3405] lr: 2.483e-02, eta: 2 days, 12:49:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9156, loss_cls: 5.0985, loss: 5.0985 +2025-06-23 14:33:02,985 - pyskl - INFO - Epoch [8][3400/3405] lr: 2.483e-02, eta: 2 days, 12:48:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9231, loss_cls: 5.1259, loss: 5.1259 +2025-06-23 14:33:05,635 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-06-23 14:37:06,247 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 14:37:06,808 - pyskl - INFO - +top1_acc 0.5884 +top5_acc 0.8668 +2025-06-23 14:37:06,869 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_7.pth was removed +2025-06-23 14:37:07,980 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2025-06-23 14:37:07,982 - pyskl - INFO - Best top1_acc is 0.5884 at 8 epoch. +2025-06-23 14:37:08,007 - pyskl - INFO - Epoch(val) [8][3718] top1_acc: 0.5884, top5_acc: 0.8668 +2025-06-23 14:38:15,317 - pyskl - INFO - Epoch [9][100/3405] lr: 2.482e-02, eta: 2 days, 12:53:20, time: 0.673, data_time: 0.227, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9250, loss_cls: 5.0345, loss: 5.0345 +2025-06-23 14:38:59,918 - pyskl - INFO - Epoch [9][200/3405] lr: 2.482e-02, eta: 2 days, 12:52:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9331, loss_cls: 4.9310, loss: 4.9310 +2025-06-23 14:39:44,408 - pyskl - INFO - Epoch [9][300/3405] lr: 2.482e-02, eta: 2 days, 12:51:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9213, loss_cls: 5.1420, loss: 5.1420 +2025-06-23 14:40:29,001 - pyskl - INFO - Epoch [9][400/3405] lr: 2.482e-02, eta: 2 days, 12:50:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9181, loss_cls: 5.1504, loss: 5.1504 +2025-06-23 14:41:13,548 - pyskl - INFO - Epoch [9][500/3405] lr: 2.482e-02, eta: 2 days, 12:49:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9325, loss_cls: 4.9732, loss: 4.9732 +2025-06-23 14:41:58,122 - pyskl - INFO - Epoch [9][600/3405] lr: 2.482e-02, eta: 2 days, 12:48:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9275, loss_cls: 5.0204, loss: 5.0204 +2025-06-23 14:42:42,641 - pyskl - INFO - Epoch [9][700/3405] lr: 2.482e-02, eta: 2 days, 12:47:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9350, loss_cls: 5.0226, loss: 5.0226 +2025-06-23 14:43:27,139 - pyskl - INFO - Epoch [9][800/3405] lr: 2.481e-02, eta: 2 days, 12:46:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9156, loss_cls: 5.1958, loss: 5.1958 +2025-06-23 14:44:11,694 - pyskl - INFO - Epoch [9][900/3405] lr: 2.481e-02, eta: 2 days, 12:45:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9300, loss_cls: 4.8224, loss: 4.8224 +2025-06-23 14:44:56,117 - pyskl - INFO - Epoch [9][1000/3405] lr: 2.481e-02, eta: 2 days, 12:44:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9244, loss_cls: 5.0800, loss: 5.0800 +2025-06-23 14:45:40,586 - pyskl - INFO - Epoch [9][1100/3405] lr: 2.481e-02, eta: 2 days, 12:43:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9225, loss_cls: 5.0377, loss: 5.0377 +2025-06-23 14:46:25,128 - pyskl - INFO - Epoch [9][1200/3405] lr: 2.481e-02, eta: 2 days, 12:42:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9313, loss_cls: 5.0598, loss: 5.0598 +2025-06-23 14:47:09,680 - pyskl - INFO - Epoch [9][1300/3405] lr: 2.481e-02, eta: 2 days, 12:41:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9287, loss_cls: 4.8839, loss: 4.8839 +2025-06-23 14:47:54,120 - pyskl - INFO - Epoch [9][1400/3405] lr: 2.481e-02, eta: 2 days, 12:40:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9294, loss_cls: 5.0280, loss: 5.0280 +2025-06-23 14:48:38,717 - pyskl - INFO - Epoch [9][1500/3405] lr: 2.481e-02, eta: 2 days, 12:39:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9331, loss_cls: 4.9809, loss: 4.9809 +2025-06-23 14:49:23,244 - pyskl - INFO - Epoch [9][1600/3405] lr: 2.480e-02, eta: 2 days, 12:38:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6656, top5_acc: 0.9244, loss_cls: 5.1327, loss: 5.1327 +2025-06-23 14:50:07,645 - pyskl - INFO - Epoch [9][1700/3405] lr: 2.480e-02, eta: 2 days, 12:37:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9219, loss_cls: 5.0440, loss: 5.0440 +2025-06-23 14:50:52,084 - pyskl - INFO - Epoch [9][1800/3405] lr: 2.480e-02, eta: 2 days, 12:36:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9213, loss_cls: 5.0147, loss: 5.0147 +2025-06-23 14:51:36,524 - pyskl - INFO - Epoch [9][1900/3405] lr: 2.480e-02, eta: 2 days, 12:35:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9181, loss_cls: 5.0175, loss: 5.0175 +2025-06-23 14:52:20,970 - pyskl - INFO - Epoch [9][2000/3405] lr: 2.480e-02, eta: 2 days, 12:34:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6713, top5_acc: 0.9106, loss_cls: 5.1001, loss: 5.1001 +2025-06-23 14:53:05,456 - pyskl - INFO - Epoch [9][2100/3405] lr: 2.480e-02, eta: 2 days, 12:33:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9219, loss_cls: 5.1137, loss: 5.1137 +2025-06-23 14:53:49,767 - pyskl - INFO - Epoch [9][2200/3405] lr: 2.480e-02, eta: 2 days, 12:32:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9250, loss_cls: 5.1187, loss: 5.1187 +2025-06-23 14:54:34,199 - pyskl - INFO - Epoch [9][2300/3405] lr: 2.479e-02, eta: 2 days, 12:31:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9213, loss_cls: 5.0593, loss: 5.0593 +2025-06-23 14:55:18,707 - pyskl - INFO - Epoch [9][2400/3405] lr: 2.479e-02, eta: 2 days, 12:30:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9106, loss_cls: 5.0245, loss: 5.0245 +2025-06-23 14:56:03,298 - pyskl - INFO - Epoch [9][2500/3405] lr: 2.479e-02, eta: 2 days, 12:29:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9200, loss_cls: 5.0771, loss: 5.0771 +2025-06-23 14:56:47,903 - pyskl - INFO - Epoch [9][2600/3405] lr: 2.479e-02, eta: 2 days, 12:28:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6594, top5_acc: 0.9100, loss_cls: 5.0297, loss: 5.0297 +2025-06-23 14:57:32,671 - pyskl - INFO - Epoch [9][2700/3405] lr: 2.479e-02, eta: 2 days, 12:27:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9350, loss_cls: 4.9096, loss: 4.9096 +2025-06-23 14:58:17,352 - pyskl - INFO - Epoch [9][2800/3405] lr: 2.479e-02, eta: 2 days, 12:26:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9187, loss_cls: 5.2309, loss: 5.2309 +2025-06-23 14:59:02,015 - pyskl - INFO - Epoch [9][2900/3405] lr: 2.479e-02, eta: 2 days, 12:26:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9187, loss_cls: 5.0803, loss: 5.0803 +2025-06-23 14:59:46,930 - pyskl - INFO - Epoch [9][3000/3405] lr: 2.478e-02, eta: 2 days, 12:25:13, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9150, loss_cls: 5.0007, loss: 5.0007 +2025-06-23 15:00:31,772 - pyskl - INFO - Epoch [9][3100/3405] lr: 2.478e-02, eta: 2 days, 12:24:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9337, loss_cls: 4.8937, loss: 4.8937 +2025-06-23 15:01:16,454 - pyskl - INFO - Epoch [9][3200/3405] lr: 2.478e-02, eta: 2 days, 12:23:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9169, loss_cls: 5.0030, loss: 5.0030 +2025-06-23 15:02:01,336 - pyskl - INFO - Epoch [9][3300/3405] lr: 2.478e-02, eta: 2 days, 12:22:35, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9169, loss_cls: 5.0033, loss: 5.0033 +2025-06-23 15:02:46,226 - pyskl - INFO - Epoch [9][3400/3405] lr: 2.478e-02, eta: 2 days, 12:21:44, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6806, top5_acc: 0.9219, loss_cls: 5.0018, loss: 5.0018 +2025-06-23 15:02:48,947 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-06-23 15:06:46,638 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 15:06:47,259 - pyskl - INFO - +top1_acc 0.6035 +top5_acc 0.8639 +2025-06-23 15:06:47,313 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_8.pth was removed +2025-06-23 15:06:48,370 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-06-23 15:06:48,371 - pyskl - INFO - Best top1_acc is 0.6035 at 9 epoch. +2025-06-23 15:06:48,390 - pyskl - INFO - Epoch(val) [9][3718] top1_acc: 0.6035, top5_acc: 0.8639 +2025-06-23 15:07:55,957 - pyskl - INFO - Epoch [10][100/3405] lr: 2.478e-02, eta: 2 days, 12:26:10, time: 0.676, data_time: 0.228, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9169, loss_cls: 5.0557, loss: 5.0557 +2025-06-23 15:08:40,692 - pyskl - INFO - Epoch [10][200/3405] lr: 2.478e-02, eta: 2 days, 12:25:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9419, loss_cls: 4.8804, loss: 4.8804 +2025-06-23 15:09:25,319 - pyskl - INFO - Epoch [10][300/3405] lr: 2.477e-02, eta: 2 days, 12:24:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9331, loss_cls: 4.8754, loss: 4.8754 +2025-06-23 15:10:09,825 - pyskl - INFO - Epoch [10][400/3405] lr: 2.477e-02, eta: 2 days, 12:23:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9250, loss_cls: 4.9595, loss: 4.9595 +2025-06-23 15:10:54,508 - pyskl - INFO - Epoch [10][500/3405] lr: 2.477e-02, eta: 2 days, 12:22:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9213, loss_cls: 4.9998, loss: 4.9998 +2025-06-23 15:11:39,053 - pyskl - INFO - Epoch [10][600/3405] lr: 2.477e-02, eta: 2 days, 12:21:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9281, loss_cls: 4.8904, loss: 4.8904 +2025-06-23 15:12:23,573 - pyskl - INFO - Epoch [10][700/3405] lr: 2.477e-02, eta: 2 days, 12:20:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9350, loss_cls: 4.9321, loss: 4.9321 +2025-06-23 15:13:08,081 - pyskl - INFO - Epoch [10][800/3405] lr: 2.477e-02, eta: 2 days, 12:19:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9287, loss_cls: 5.0674, loss: 5.0674 +2025-06-23 15:13:52,734 - pyskl - INFO - Epoch [10][900/3405] lr: 2.477e-02, eta: 2 days, 12:18:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6531, top5_acc: 0.9181, loss_cls: 5.0883, loss: 5.0883 +2025-06-23 15:14:37,374 - pyskl - INFO - Epoch [10][1000/3405] lr: 2.476e-02, eta: 2 days, 12:17:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9350, loss_cls: 4.9443, loss: 4.9443 +2025-06-23 15:15:21,853 - pyskl - INFO - Epoch [10][1100/3405] lr: 2.476e-02, eta: 2 days, 12:16:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9225, loss_cls: 5.0198, loss: 5.0198 +2025-06-23 15:16:06,360 - pyskl - INFO - Epoch [10][1200/3405] lr: 2.476e-02, eta: 2 days, 12:15:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9250, loss_cls: 5.0380, loss: 5.0380 +2025-06-23 15:16:50,938 - pyskl - INFO - Epoch [10][1300/3405] lr: 2.476e-02, eta: 2 days, 12:14:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9256, loss_cls: 5.0063, loss: 5.0063 +2025-06-23 15:17:35,432 - pyskl - INFO - Epoch [10][1400/3405] lr: 2.476e-02, eta: 2 days, 12:13:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9369, loss_cls: 4.8888, loss: 4.8888 +2025-06-23 15:18:19,955 - pyskl - INFO - Epoch [10][1500/3405] lr: 2.476e-02, eta: 2 days, 12:12:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9244, loss_cls: 5.0595, loss: 5.0595 +2025-06-23 15:19:04,476 - pyskl - INFO - Epoch [10][1600/3405] lr: 2.475e-02, eta: 2 days, 12:12:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9300, loss_cls: 4.8848, loss: 4.8848 +2025-06-23 15:19:48,993 - pyskl - INFO - Epoch [10][1700/3405] lr: 2.475e-02, eta: 2 days, 12:11:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9263, loss_cls: 4.9465, loss: 4.9465 +2025-06-23 15:20:33,442 - pyskl - INFO - Epoch [10][1800/3405] lr: 2.475e-02, eta: 2 days, 12:10:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9206, loss_cls: 4.9590, loss: 4.9590 +2025-06-23 15:21:17,943 - pyskl - INFO - Epoch [10][1900/3405] lr: 2.475e-02, eta: 2 days, 12:09:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9319, loss_cls: 4.9988, loss: 4.9988 +2025-06-23 15:22:02,506 - pyskl - INFO - Epoch [10][2000/3405] lr: 2.475e-02, eta: 2 days, 12:08:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9225, loss_cls: 4.9817, loss: 4.9817 +2025-06-23 15:22:47,098 - pyskl - INFO - Epoch [10][2100/3405] lr: 2.475e-02, eta: 2 days, 12:07:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9325, loss_cls: 4.8611, loss: 4.8611 +2025-06-23 15:23:31,653 - pyskl - INFO - Epoch [10][2200/3405] lr: 2.475e-02, eta: 2 days, 12:06:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9250, loss_cls: 4.8819, loss: 4.8819 +2025-06-23 15:24:16,147 - pyskl - INFO - Epoch [10][2300/3405] lr: 2.474e-02, eta: 2 days, 12:05:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9213, loss_cls: 4.8915, loss: 4.8915 +2025-06-23 15:25:00,635 - pyskl - INFO - Epoch [10][2400/3405] lr: 2.474e-02, eta: 2 days, 12:04:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9356, loss_cls: 4.8267, loss: 4.8267 +2025-06-23 15:25:45,029 - pyskl - INFO - Epoch [10][2500/3405] lr: 2.474e-02, eta: 2 days, 12:03:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9306, loss_cls: 4.8833, loss: 4.8833 +2025-06-23 15:26:29,553 - pyskl - INFO - Epoch [10][2600/3405] lr: 2.474e-02, eta: 2 days, 12:02:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9294, loss_cls: 4.8879, loss: 4.8879 +2025-06-23 15:27:14,232 - pyskl - INFO - Epoch [10][2700/3405] lr: 2.474e-02, eta: 2 days, 12:01:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9225, loss_cls: 5.0450, loss: 5.0450 +2025-06-23 15:27:58,738 - pyskl - INFO - Epoch [10][2800/3405] lr: 2.474e-02, eta: 2 days, 12:00:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9294, loss_cls: 4.8465, loss: 4.8465 +2025-06-23 15:28:43,280 - pyskl - INFO - Epoch [10][2900/3405] lr: 2.473e-02, eta: 2 days, 11:59:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9287, loss_cls: 4.9891, loss: 4.9891 +2025-06-23 15:29:27,746 - pyskl - INFO - Epoch [10][3000/3405] lr: 2.473e-02, eta: 2 days, 11:58:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9244, loss_cls: 4.9051, loss: 4.9051 +2025-06-23 15:30:12,439 - pyskl - INFO - Epoch [10][3100/3405] lr: 2.473e-02, eta: 2 days, 11:58:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9269, loss_cls: 5.0463, loss: 5.0463 +2025-06-23 15:30:57,467 - pyskl - INFO - Epoch [10][3200/3405] lr: 2.473e-02, eta: 2 days, 11:57:11, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9144, loss_cls: 5.0319, loss: 5.0319 +2025-06-23 15:31:42,143 - pyskl - INFO - Epoch [10][3300/3405] lr: 2.473e-02, eta: 2 days, 11:56:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9263, loss_cls: 4.9540, loss: 4.9540 +2025-06-23 15:32:26,810 - pyskl - INFO - Epoch [10][3400/3405] lr: 2.473e-02, eta: 2 days, 11:55:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9269, loss_cls: 4.9251, loss: 4.9251 +2025-06-23 15:32:29,487 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-06-23 15:51:45,058 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 15:51:45,614 - pyskl - INFO - +top1_acc 0.5916 +top5_acc 0.8530 +2025-06-23 15:51:45,638 - pyskl - INFO - Epoch(val) [10][3718] top1_acc: 0.5916, top5_acc: 0.8530 +2025-06-23 15:52:52,685 - pyskl - INFO - Epoch [11][100/3405] lr: 2.473e-02, eta: 2 days, 11:59:10, time: 0.670, data_time: 0.225, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9337, loss_cls: 4.9072, loss: 4.9072 +2025-06-23 15:53:37,258 - pyskl - INFO - Epoch [11][200/3405] lr: 2.472e-02, eta: 2 days, 11:58:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9425, loss_cls: 4.7780, loss: 4.7780 +2025-06-23 15:54:21,848 - pyskl - INFO - Epoch [11][300/3405] lr: 2.472e-02, eta: 2 days, 11:57:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9350, loss_cls: 4.8852, loss: 4.8852 +2025-06-23 15:55:06,358 - pyskl - INFO - Epoch [11][400/3405] lr: 2.472e-02, eta: 2 days, 11:56:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9406, loss_cls: 4.8167, loss: 4.8167 +2025-06-23 15:55:51,071 - pyskl - INFO - Epoch [11][500/3405] lr: 2.472e-02, eta: 2 days, 11:55:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9319, loss_cls: 4.9372, loss: 4.9372 +2025-06-23 15:56:35,638 - pyskl - INFO - Epoch [11][600/3405] lr: 2.472e-02, eta: 2 days, 11:54:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9413, loss_cls: 4.7892, loss: 4.7892 +2025-06-23 15:57:20,463 - pyskl - INFO - Epoch [11][700/3405] lr: 2.472e-02, eta: 2 days, 11:53:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9363, loss_cls: 4.8907, loss: 4.8907 +2025-06-23 15:58:05,223 - pyskl - INFO - Epoch [11][800/3405] lr: 2.471e-02, eta: 2 days, 11:52:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9225, loss_cls: 4.8749, loss: 4.8749 +2025-06-23 15:58:49,902 - pyskl - INFO - Epoch [11][900/3405] lr: 2.471e-02, eta: 2 days, 11:51:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9350, loss_cls: 4.8657, loss: 4.8657 +2025-06-23 15:59:34,605 - pyskl - INFO - Epoch [11][1000/3405] lr: 2.471e-02, eta: 2 days, 11:51:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9287, loss_cls: 4.9593, loss: 4.9593 +2025-06-23 16:00:19,198 - pyskl - INFO - Epoch [11][1100/3405] lr: 2.471e-02, eta: 2 days, 11:50:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9281, loss_cls: 4.8151, loss: 4.8151 +2025-06-23 16:01:03,822 - pyskl - INFO - Epoch [11][1200/3405] lr: 2.471e-02, eta: 2 days, 11:49:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9269, loss_cls: 4.9244, loss: 4.9244 +2025-06-23 16:01:48,427 - pyskl - INFO - Epoch [11][1300/3405] lr: 2.471e-02, eta: 2 days, 11:48:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9325, loss_cls: 5.0768, loss: 5.0768 +2025-06-23 16:02:33,029 - pyskl - INFO - Epoch [11][1400/3405] lr: 2.470e-02, eta: 2 days, 11:47:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9131, loss_cls: 4.9296, loss: 4.9296 +2025-06-23 16:03:17,688 - pyskl - INFO - Epoch [11][1500/3405] lr: 2.470e-02, eta: 2 days, 11:46:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9281, loss_cls: 4.8991, loss: 4.8991 +2025-06-23 16:04:02,293 - pyskl - INFO - Epoch [11][1600/3405] lr: 2.470e-02, eta: 2 days, 11:45:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9219, loss_cls: 4.9367, loss: 4.9367 +2025-06-23 16:04:46,909 - pyskl - INFO - Epoch [11][1700/3405] lr: 2.470e-02, eta: 2 days, 11:44:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9319, loss_cls: 4.9407, loss: 4.9407 +2025-06-23 16:05:31,460 - pyskl - INFO - Epoch [11][1800/3405] lr: 2.470e-02, eta: 2 days, 11:43:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9200, loss_cls: 5.0323, loss: 5.0323 +2025-06-23 16:06:16,092 - pyskl - INFO - Epoch [11][1900/3405] lr: 2.470e-02, eta: 2 days, 11:42:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9050, loss_cls: 4.9888, loss: 4.9888 +2025-06-23 16:07:00,806 - pyskl - INFO - Epoch [11][2000/3405] lr: 2.469e-02, eta: 2 days, 11:42:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9319, loss_cls: 5.0312, loss: 5.0312 +2025-06-23 16:07:45,410 - pyskl - INFO - Epoch [11][2100/3405] lr: 2.469e-02, eta: 2 days, 11:41:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9269, loss_cls: 4.9959, loss: 4.9959 +2025-06-23 16:08:29,889 - pyskl - INFO - Epoch [11][2200/3405] lr: 2.469e-02, eta: 2 days, 11:40:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9213, loss_cls: 4.9094, loss: 4.9094 +2025-06-23 16:09:14,316 - pyskl - INFO - Epoch [11][2300/3405] lr: 2.469e-02, eta: 2 days, 11:39:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9337, loss_cls: 4.9823, loss: 4.9823 +2025-06-23 16:09:58,699 - pyskl - INFO - Epoch [11][2400/3405] lr: 2.469e-02, eta: 2 days, 11:38:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9375, loss_cls: 4.7441, loss: 4.7441 +2025-06-23 16:10:43,202 - pyskl - INFO - Epoch [11][2500/3405] lr: 2.469e-02, eta: 2 days, 11:37:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9344, loss_cls: 4.7680, loss: 4.7680 +2025-06-23 16:11:27,813 - pyskl - INFO - Epoch [11][2600/3405] lr: 2.468e-02, eta: 2 days, 11:36:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9306, loss_cls: 5.0209, loss: 5.0209 +2025-06-23 16:12:12,387 - pyskl - INFO - Epoch [11][2700/3405] lr: 2.468e-02, eta: 2 days, 11:35:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9269, loss_cls: 4.8441, loss: 4.8441 +2025-06-23 16:12:56,921 - pyskl - INFO - Epoch [11][2800/3405] lr: 2.468e-02, eta: 2 days, 11:34:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9269, loss_cls: 4.8139, loss: 4.8139 +2025-06-23 16:13:41,340 - pyskl - INFO - Epoch [11][2900/3405] lr: 2.468e-02, eta: 2 days, 11:33:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9337, loss_cls: 4.8231, loss: 4.8231 +2025-06-23 16:14:25,905 - pyskl - INFO - Epoch [11][3000/3405] lr: 2.468e-02, eta: 2 days, 11:32:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9250, loss_cls: 4.9948, loss: 4.9948 +2025-06-23 16:15:10,319 - pyskl - INFO - Epoch [11][3100/3405] lr: 2.468e-02, eta: 2 days, 11:31:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9375, loss_cls: 4.7973, loss: 4.7973 +2025-06-23 16:15:54,811 - pyskl - INFO - Epoch [11][3200/3405] lr: 2.467e-02, eta: 2 days, 11:30:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9313, loss_cls: 4.8288, loss: 4.8288 +2025-06-23 16:16:39,335 - pyskl - INFO - Epoch [11][3300/3405] lr: 2.467e-02, eta: 2 days, 11:30:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9263, loss_cls: 4.8624, loss: 4.8624 +2025-06-23 16:17:23,734 - pyskl - INFO - Epoch [11][3400/3405] lr: 2.467e-02, eta: 2 days, 11:29:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9313, loss_cls: 4.9341, loss: 4.9341 +2025-06-23 16:17:26,299 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-06-23 16:21:24,350 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 16:21:24,916 - pyskl - INFO - +top1_acc 0.6501 +top5_acc 0.8930 +2025-06-23 16:21:24,969 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_9.pth was removed +2025-06-23 16:21:25,993 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2025-06-23 16:21:25,995 - pyskl - INFO - Best top1_acc is 0.6501 at 11 epoch. +2025-06-23 16:21:26,015 - pyskl - INFO - Epoch(val) [11][3718] top1_acc: 0.6501, top5_acc: 0.8930 +2025-06-23 16:22:33,653 - pyskl - INFO - Epoch [12][100/3405] lr: 2.467e-02, eta: 2 days, 11:32:34, time: 0.676, data_time: 0.231, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9387, loss_cls: 4.8204, loss: 4.8204 +2025-06-23 16:23:18,175 - pyskl - INFO - Epoch [12][200/3405] lr: 2.467e-02, eta: 2 days, 11:31:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9256, loss_cls: 4.9445, loss: 4.9445 +2025-06-23 16:24:02,620 - pyskl - INFO - Epoch [12][300/3405] lr: 2.466e-02, eta: 2 days, 11:30:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9369, loss_cls: 4.7905, loss: 4.7905 +2025-06-23 16:24:47,145 - pyskl - INFO - Epoch [12][400/3405] lr: 2.466e-02, eta: 2 days, 11:29:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9431, loss_cls: 4.8597, loss: 4.8597 +2025-06-23 16:25:31,728 - pyskl - INFO - Epoch [12][500/3405] lr: 2.466e-02, eta: 2 days, 11:28:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9325, loss_cls: 4.8036, loss: 4.8036 +2025-06-23 16:26:16,301 - pyskl - INFO - Epoch [12][600/3405] lr: 2.466e-02, eta: 2 days, 11:28:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9344, loss_cls: 4.7553, loss: 4.7553 +2025-06-23 16:27:00,711 - pyskl - INFO - Epoch [12][700/3405] lr: 2.466e-02, eta: 2 days, 11:27:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9281, loss_cls: 4.8591, loss: 4.8591 +2025-06-23 16:27:45,135 - pyskl - INFO - Epoch [12][800/3405] lr: 2.466e-02, eta: 2 days, 11:26:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9281, loss_cls: 4.9322, loss: 4.9322 +2025-06-23 16:28:29,636 - pyskl - INFO - Epoch [12][900/3405] lr: 2.465e-02, eta: 2 days, 11:25:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9369, loss_cls: 4.9512, loss: 4.9512 +2025-06-23 16:29:14,243 - pyskl - INFO - Epoch [12][1000/3405] lr: 2.465e-02, eta: 2 days, 11:24:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9356, loss_cls: 4.8367, loss: 4.8367 +2025-06-23 16:29:58,874 - pyskl - INFO - Epoch [12][1100/3405] lr: 2.465e-02, eta: 2 days, 11:23:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9256, loss_cls: 4.7999, loss: 4.7999 +2025-06-23 16:30:43,467 - pyskl - INFO - Epoch [12][1200/3405] lr: 2.465e-02, eta: 2 days, 11:22:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9344, loss_cls: 4.6980, loss: 4.6980 +2025-06-23 16:31:27,983 - pyskl - INFO - Epoch [12][1300/3405] lr: 2.465e-02, eta: 2 days, 11:21:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9363, loss_cls: 4.7449, loss: 4.7449 +2025-06-23 16:32:12,476 - pyskl - INFO - Epoch [12][1400/3405] lr: 2.464e-02, eta: 2 days, 11:20:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9231, loss_cls: 4.8910, loss: 4.8910 +2025-06-23 16:32:57,343 - pyskl - INFO - Epoch [12][1500/3405] lr: 2.464e-02, eta: 2 days, 11:19:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9331, loss_cls: 4.7934, loss: 4.7934 +2025-06-23 16:33:41,858 - pyskl - INFO - Epoch [12][1600/3405] lr: 2.464e-02, eta: 2 days, 11:18:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9250, loss_cls: 4.8237, loss: 4.8237 +2025-06-23 16:34:26,389 - pyskl - INFO - Epoch [12][1700/3405] lr: 2.464e-02, eta: 2 days, 11:18:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9275, loss_cls: 4.8284, loss: 4.8284 +2025-06-23 16:35:10,756 - pyskl - INFO - Epoch [12][1800/3405] lr: 2.464e-02, eta: 2 days, 11:17:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9344, loss_cls: 4.9437, loss: 4.9437 +2025-06-23 16:35:55,148 - pyskl - INFO - Epoch [12][1900/3405] lr: 2.464e-02, eta: 2 days, 11:16:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9263, loss_cls: 4.8276, loss: 4.8276 +2025-06-23 16:36:39,581 - pyskl - INFO - Epoch [12][2000/3405] lr: 2.463e-02, eta: 2 days, 11:15:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9300, loss_cls: 4.8193, loss: 4.8193 +2025-06-23 16:37:24,055 - pyskl - INFO - Epoch [12][2100/3405] lr: 2.463e-02, eta: 2 days, 11:14:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9494, loss_cls: 4.7080, loss: 4.7080 +2025-06-23 16:38:08,578 - pyskl - INFO - Epoch [12][2200/3405] lr: 2.463e-02, eta: 2 days, 11:13:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9369, loss_cls: 4.8236, loss: 4.8236 +2025-06-23 16:38:53,029 - pyskl - INFO - Epoch [12][2300/3405] lr: 2.463e-02, eta: 2 days, 11:12:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9287, loss_cls: 4.7925, loss: 4.7925 +2025-06-23 16:39:37,521 - pyskl - INFO - Epoch [12][2400/3405] lr: 2.463e-02, eta: 2 days, 11:11:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9213, loss_cls: 4.9141, loss: 4.9141 +2025-06-23 16:40:21,935 - pyskl - INFO - Epoch [12][2500/3405] lr: 2.462e-02, eta: 2 days, 11:10:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9381, loss_cls: 4.8358, loss: 4.8358 +2025-06-23 16:41:06,284 - pyskl - INFO - Epoch [12][2600/3405] lr: 2.462e-02, eta: 2 days, 11:09:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9344, loss_cls: 4.8784, loss: 4.8784 +2025-06-23 16:41:50,744 - pyskl - INFO - Epoch [12][2700/3405] lr: 2.462e-02, eta: 2 days, 11:08:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9344, loss_cls: 4.8267, loss: 4.8267 +2025-06-23 16:42:35,132 - pyskl - INFO - Epoch [12][2800/3405] lr: 2.462e-02, eta: 2 days, 11:07:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9175, loss_cls: 4.8556, loss: 4.8556 +2025-06-23 16:43:19,598 - pyskl - INFO - Epoch [12][2900/3405] lr: 2.462e-02, eta: 2 days, 11:07:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9319, loss_cls: 4.6326, loss: 4.6326 +2025-06-23 16:44:04,051 - pyskl - INFO - Epoch [12][3000/3405] lr: 2.462e-02, eta: 2 days, 11:06:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9319, loss_cls: 4.7701, loss: 4.7701 +2025-06-23 16:44:48,684 - pyskl - INFO - Epoch [12][3100/3405] lr: 2.461e-02, eta: 2 days, 11:05:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9363, loss_cls: 4.7218, loss: 4.7218 +2025-06-23 16:45:33,036 - pyskl - INFO - Epoch [12][3200/3405] lr: 2.461e-02, eta: 2 days, 11:04:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9281, loss_cls: 4.8315, loss: 4.8315 +2025-06-23 16:46:17,478 - pyskl - INFO - Epoch [12][3300/3405] lr: 2.461e-02, eta: 2 days, 11:03:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9263, loss_cls: 4.9678, loss: 4.9678 +2025-06-23 16:47:01,993 - pyskl - INFO - Epoch [12][3400/3405] lr: 2.461e-02, eta: 2 days, 11:02:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9313, loss_cls: 4.7111, loss: 4.7111 +2025-06-23 16:47:04,626 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-06-23 16:51:05,306 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 16:51:05,911 - pyskl - INFO - +top1_acc 0.6707 +top5_acc 0.9166 +2025-06-23 16:51:05,968 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_11.pth was removed +2025-06-23 16:51:07,097 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2025-06-23 16:51:07,099 - pyskl - INFO - Best top1_acc is 0.6707 at 12 epoch. +2025-06-23 16:51:07,123 - pyskl - INFO - Epoch(val) [12][3718] top1_acc: 0.6707, top5_acc: 0.9166 +2025-06-23 16:52:15,602 - pyskl - INFO - Epoch [13][100/3405] lr: 2.461e-02, eta: 2 days, 11:05:47, time: 0.685, data_time: 0.236, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9325, loss_cls: 4.7105, loss: 4.7105 +2025-06-23 16:53:00,329 - pyskl - INFO - Epoch [13][200/3405] lr: 2.460e-02, eta: 2 days, 11:04:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9387, loss_cls: 4.6646, loss: 4.6646 +2025-06-23 16:53:44,956 - pyskl - INFO - Epoch [13][300/3405] lr: 2.460e-02, eta: 2 days, 11:04:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9375, loss_cls: 4.7839, loss: 4.7839 +2025-06-23 16:54:29,515 - pyskl - INFO - Epoch [13][400/3405] lr: 2.460e-02, eta: 2 days, 11:03:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9413, loss_cls: 4.7972, loss: 4.7972 +2025-06-23 16:55:14,118 - pyskl - INFO - Epoch [13][500/3405] lr: 2.460e-02, eta: 2 days, 11:02:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9394, loss_cls: 4.7782, loss: 4.7782 +2025-06-23 16:55:58,776 - pyskl - INFO - Epoch [13][600/3405] lr: 2.460e-02, eta: 2 days, 11:01:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9413, loss_cls: 4.8519, loss: 4.8519 +2025-06-23 16:56:43,462 - pyskl - INFO - Epoch [13][700/3405] lr: 2.459e-02, eta: 2 days, 11:00:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9437, loss_cls: 4.4874, loss: 4.4874 +2025-06-23 16:57:28,134 - pyskl - INFO - Epoch [13][800/3405] lr: 2.459e-02, eta: 2 days, 10:59:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9337, loss_cls: 4.7379, loss: 4.7379 +2025-06-23 16:58:12,815 - pyskl - INFO - Epoch [13][900/3405] lr: 2.459e-02, eta: 2 days, 10:58:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9431, loss_cls: 4.7662, loss: 4.7662 +2025-06-23 16:58:57,510 - pyskl - INFO - Epoch [13][1000/3405] lr: 2.459e-02, eta: 2 days, 10:57:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9394, loss_cls: 4.7090, loss: 4.7090 +2025-06-23 16:59:42,139 - pyskl - INFO - Epoch [13][1100/3405] lr: 2.459e-02, eta: 2 days, 10:57:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9281, loss_cls: 4.7924, loss: 4.7924 +2025-06-23 17:00:26,765 - pyskl - INFO - Epoch [13][1200/3405] lr: 2.458e-02, eta: 2 days, 10:56:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9306, loss_cls: 4.8850, loss: 4.8850 +2025-06-23 17:01:11,315 - pyskl - INFO - Epoch [13][1300/3405] lr: 2.458e-02, eta: 2 days, 10:55:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9287, loss_cls: 4.8725, loss: 4.8725 +2025-06-23 17:01:55,882 - pyskl - INFO - Epoch [13][1400/3405] lr: 2.458e-02, eta: 2 days, 10:54:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9394, loss_cls: 4.6180, loss: 4.6180 +2025-06-23 17:02:40,399 - pyskl - INFO - Epoch [13][1500/3405] lr: 2.458e-02, eta: 2 days, 10:53:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9237, loss_cls: 4.8636, loss: 4.8636 +2025-06-23 17:03:25,115 - pyskl - INFO - Epoch [13][1600/3405] lr: 2.458e-02, eta: 2 days, 10:52:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9419, loss_cls: 4.7387, loss: 4.7387 +2025-06-23 17:04:09,646 - pyskl - INFO - Epoch [13][1700/3405] lr: 2.457e-02, eta: 2 days, 10:51:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9313, loss_cls: 4.7718, loss: 4.7718 +2025-06-23 17:04:54,189 - pyskl - INFO - Epoch [13][1800/3405] lr: 2.457e-02, eta: 2 days, 10:50:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9213, loss_cls: 5.0366, loss: 5.0366 +2025-06-23 17:05:38,663 - pyskl - INFO - Epoch [13][1900/3405] lr: 2.457e-02, eta: 2 days, 10:50:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9325, loss_cls: 4.8202, loss: 4.8202 +2025-06-23 17:06:23,180 - pyskl - INFO - Epoch [13][2000/3405] lr: 2.457e-02, eta: 2 days, 10:49:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9375, loss_cls: 4.5403, loss: 4.5403 +2025-06-23 17:07:07,698 - pyskl - INFO - Epoch [13][2100/3405] lr: 2.457e-02, eta: 2 days, 10:48:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9387, loss_cls: 4.7300, loss: 4.7300 +2025-06-23 17:07:52,246 - pyskl - INFO - Epoch [13][2200/3405] lr: 2.456e-02, eta: 2 days, 10:47:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9325, loss_cls: 4.8180, loss: 4.8180 +2025-06-23 17:08:36,740 - pyskl - INFO - Epoch [13][2300/3405] lr: 2.456e-02, eta: 2 days, 10:46:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9313, loss_cls: 4.7640, loss: 4.7640 +2025-06-23 17:09:21,297 - pyskl - INFO - Epoch [13][2400/3405] lr: 2.456e-02, eta: 2 days, 10:45:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9344, loss_cls: 4.8543, loss: 4.8543 +2025-06-23 17:10:05,809 - pyskl - INFO - Epoch [13][2500/3405] lr: 2.456e-02, eta: 2 days, 10:44:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9325, loss_cls: 4.8850, loss: 4.8850 +2025-06-23 17:10:50,313 - pyskl - INFO - Epoch [13][2600/3405] lr: 2.456e-02, eta: 2 days, 10:43:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9419, loss_cls: 4.6673, loss: 4.6673 +2025-06-23 17:11:34,921 - pyskl - INFO - Epoch [13][2700/3405] lr: 2.455e-02, eta: 2 days, 10:42:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9350, loss_cls: 4.8435, loss: 4.8435 +2025-06-23 17:12:19,530 - pyskl - INFO - Epoch [13][2800/3405] lr: 2.455e-02, eta: 2 days, 10:42:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9444, loss_cls: 4.6226, loss: 4.6226 +2025-06-23 17:13:04,152 - pyskl - INFO - Epoch [13][2900/3405] lr: 2.455e-02, eta: 2 days, 10:41:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9300, loss_cls: 4.8292, loss: 4.8292 +2025-06-23 17:13:48,765 - pyskl - INFO - Epoch [13][3000/3405] lr: 2.455e-02, eta: 2 days, 10:40:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9325, loss_cls: 4.7769, loss: 4.7769 +2025-06-23 17:14:33,255 - pyskl - INFO - Epoch [13][3100/3405] lr: 2.455e-02, eta: 2 days, 10:39:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9363, loss_cls: 4.8239, loss: 4.8239 +2025-06-23 17:15:17,878 - pyskl - INFO - Epoch [13][3200/3405] lr: 2.454e-02, eta: 2 days, 10:38:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9300, loss_cls: 4.8591, loss: 4.8591 +2025-06-23 17:16:02,453 - pyskl - INFO - Epoch [13][3300/3405] lr: 2.454e-02, eta: 2 days, 10:37:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9231, loss_cls: 4.8440, loss: 4.8440 +2025-06-23 17:16:46,948 - pyskl - INFO - Epoch [13][3400/3405] lr: 2.454e-02, eta: 2 days, 10:36:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9413, loss_cls: 4.7180, loss: 4.7180 +2025-06-23 17:16:49,536 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-06-23 17:20:48,151 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 17:20:48,890 - pyskl - INFO - +top1_acc 0.6683 +top5_acc 0.9166 +2025-06-23 17:20:48,913 - pyskl - INFO - Epoch(val) [13][3718] top1_acc: 0.6683, top5_acc: 0.9166 +2025-06-23 17:21:57,118 - pyskl - INFO - Epoch [14][100/3405] lr: 2.454e-02, eta: 2 days, 10:39:39, time: 0.682, data_time: 0.235, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9350, loss_cls: 4.7486, loss: 4.7486 +2025-06-23 17:22:41,592 - pyskl - INFO - Epoch [14][200/3405] lr: 2.454e-02, eta: 2 days, 10:38:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9506, loss_cls: 4.5419, loss: 4.5419 +2025-06-23 17:23:26,179 - pyskl - INFO - Epoch [14][300/3405] lr: 2.453e-02, eta: 2 days, 10:37:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9369, loss_cls: 4.7236, loss: 4.7236 +2025-06-23 17:24:11,146 - pyskl - INFO - Epoch [14][400/3405] lr: 2.453e-02, eta: 2 days, 10:37:05, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9456, loss_cls: 4.5080, loss: 4.5080 +2025-06-23 17:24:55,847 - pyskl - INFO - Epoch [14][500/3405] lr: 2.453e-02, eta: 2 days, 10:36:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9444, loss_cls: 4.7590, loss: 4.7590 +2025-06-23 17:25:40,477 - pyskl - INFO - Epoch [14][600/3405] lr: 2.453e-02, eta: 2 days, 10:35:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9313, loss_cls: 4.7115, loss: 4.7115 +2025-06-23 17:26:25,090 - pyskl - INFO - Epoch [14][700/3405] lr: 2.452e-02, eta: 2 days, 10:34:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9363, loss_cls: 4.7169, loss: 4.7169 +2025-06-23 17:27:09,812 - pyskl - INFO - Epoch [14][800/3405] lr: 2.452e-02, eta: 2 days, 10:33:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9306, loss_cls: 4.6535, loss: 4.6535 +2025-06-23 17:27:54,422 - pyskl - INFO - Epoch [14][900/3405] lr: 2.452e-02, eta: 2 days, 10:32:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9375, loss_cls: 4.6068, loss: 4.6068 +2025-06-23 17:28:39,026 - pyskl - INFO - Epoch [14][1000/3405] lr: 2.452e-02, eta: 2 days, 10:31:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9387, loss_cls: 4.6964, loss: 4.6964 +2025-06-23 17:29:23,530 - pyskl - INFO - Epoch [14][1100/3405] lr: 2.452e-02, eta: 2 days, 10:31:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9344, loss_cls: 4.8064, loss: 4.8064 +2025-06-23 17:30:08,114 - pyskl - INFO - Epoch [14][1200/3405] lr: 2.451e-02, eta: 2 days, 10:30:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9381, loss_cls: 4.7921, loss: 4.7921 +2025-06-23 17:30:52,898 - pyskl - INFO - Epoch [14][1300/3405] lr: 2.451e-02, eta: 2 days, 10:29:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9225, loss_cls: 4.8132, loss: 4.8132 +2025-06-23 17:31:37,638 - pyskl - INFO - Epoch [14][1400/3405] lr: 2.451e-02, eta: 2 days, 10:28:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9356, loss_cls: 4.7444, loss: 4.7444 +2025-06-23 17:32:22,187 - pyskl - INFO - Epoch [14][1500/3405] lr: 2.451e-02, eta: 2 days, 10:27:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9406, loss_cls: 4.7345, loss: 4.7345 +2025-06-23 17:33:06,773 - pyskl - INFO - Epoch [14][1600/3405] lr: 2.451e-02, eta: 2 days, 10:26:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9387, loss_cls: 4.7959, loss: 4.7959 +2025-06-23 17:33:51,386 - pyskl - INFO - Epoch [14][1700/3405] lr: 2.450e-02, eta: 2 days, 10:25:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9281, loss_cls: 4.7001, loss: 4.7001 +2025-06-23 17:34:35,998 - pyskl - INFO - Epoch [14][1800/3405] lr: 2.450e-02, eta: 2 days, 10:25:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9387, loss_cls: 4.8309, loss: 4.8309 +2025-06-23 17:35:20,528 - pyskl - INFO - Epoch [14][1900/3405] lr: 2.450e-02, eta: 2 days, 10:24:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9494, loss_cls: 4.5675, loss: 4.5675 +2025-06-23 17:36:05,015 - pyskl - INFO - Epoch [14][2000/3405] lr: 2.450e-02, eta: 2 days, 10:23:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9394, loss_cls: 4.6551, loss: 4.6551 +2025-06-23 17:36:49,620 - pyskl - INFO - Epoch [14][2100/3405] lr: 2.450e-02, eta: 2 days, 10:22:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9356, loss_cls: 4.7463, loss: 4.7463 +2025-06-23 17:37:34,191 - pyskl - INFO - Epoch [14][2200/3405] lr: 2.449e-02, eta: 2 days, 10:21:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9319, loss_cls: 4.7745, loss: 4.7745 +2025-06-23 17:38:18,748 - pyskl - INFO - Epoch [14][2300/3405] lr: 2.449e-02, eta: 2 days, 10:20:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9537, loss_cls: 4.5176, loss: 4.5176 +2025-06-23 17:39:03,377 - pyskl - INFO - Epoch [14][2400/3405] lr: 2.449e-02, eta: 2 days, 10:19:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9263, loss_cls: 4.7579, loss: 4.7579 +2025-06-23 17:39:47,947 - pyskl - INFO - Epoch [14][2500/3405] lr: 2.449e-02, eta: 2 days, 10:18:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9406, loss_cls: 4.6831, loss: 4.6831 +2025-06-23 17:40:32,543 - pyskl - INFO - Epoch [14][2600/3405] lr: 2.448e-02, eta: 2 days, 10:18:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9400, loss_cls: 4.5530, loss: 4.5530 +2025-06-23 17:41:17,043 - pyskl - INFO - Epoch [14][2700/3405] lr: 2.448e-02, eta: 2 days, 10:17:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9481, loss_cls: 4.6718, loss: 4.6718 +2025-06-23 17:42:01,608 - pyskl - INFO - Epoch [14][2800/3405] lr: 2.448e-02, eta: 2 days, 10:16:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9244, loss_cls: 4.7308, loss: 4.7308 +2025-06-23 17:42:45,924 - pyskl - INFO - Epoch [14][2900/3405] lr: 2.448e-02, eta: 2 days, 10:15:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9319, loss_cls: 4.7704, loss: 4.7704 +2025-06-23 17:43:30,286 - pyskl - INFO - Epoch [14][3000/3405] lr: 2.448e-02, eta: 2 days, 10:14:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9275, loss_cls: 4.8769, loss: 4.8769 +2025-06-23 17:44:14,828 - pyskl - INFO - Epoch [14][3100/3405] lr: 2.447e-02, eta: 2 days, 10:13:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9331, loss_cls: 4.7926, loss: 4.7926 +2025-06-23 17:44:59,207 - pyskl - INFO - Epoch [14][3200/3405] lr: 2.447e-02, eta: 2 days, 10:12:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9269, loss_cls: 4.9053, loss: 4.9053 +2025-06-23 17:45:43,660 - pyskl - INFO - Epoch [14][3300/3405] lr: 2.447e-02, eta: 2 days, 10:11:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9319, loss_cls: 4.7780, loss: 4.7780 +2025-06-23 17:46:28,018 - pyskl - INFO - Epoch [14][3400/3405] lr: 2.447e-02, eta: 2 days, 10:10:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9419, loss_cls: 4.7425, loss: 4.7425 +2025-06-23 17:46:30,571 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-06-23 17:50:28,574 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 17:50:29,121 - pyskl - INFO - +top1_acc 0.6428 +top5_acc 0.9085 +2025-06-23 17:50:29,145 - pyskl - INFO - Epoch(val) [14][3718] top1_acc: 0.6428, top5_acc: 0.9085 +2025-06-23 17:51:37,166 - pyskl - INFO - Epoch [15][100/3405] lr: 2.446e-02, eta: 2 days, 10:13:29, time: 0.680, data_time: 0.235, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9475, loss_cls: 4.6368, loss: 4.6368 +2025-06-23 17:52:21,647 - pyskl - INFO - Epoch [15][200/3405] lr: 2.446e-02, eta: 2 days, 10:12:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9413, loss_cls: 4.7003, loss: 4.7003 +2025-06-23 17:53:06,319 - pyskl - INFO - Epoch [15][300/3405] lr: 2.446e-02, eta: 2 days, 10:11:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9475, loss_cls: 4.6297, loss: 4.6297 +2025-06-23 17:53:50,992 - pyskl - INFO - Epoch [15][400/3405] lr: 2.446e-02, eta: 2 days, 10:10:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9481, loss_cls: 4.6342, loss: 4.6342 +2025-06-23 17:54:35,849 - pyskl - INFO - Epoch [15][500/3405] lr: 2.446e-02, eta: 2 days, 10:10:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9263, loss_cls: 4.7544, loss: 4.7544 +2025-06-23 17:55:20,486 - pyskl - INFO - Epoch [15][600/3405] lr: 2.445e-02, eta: 2 days, 10:09:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9400, loss_cls: 4.7262, loss: 4.7262 +2025-06-23 17:56:05,084 - pyskl - INFO - Epoch [15][700/3405] lr: 2.445e-02, eta: 2 days, 10:08:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9369, loss_cls: 4.6403, loss: 4.6403 +2025-06-23 17:56:49,827 - pyskl - INFO - Epoch [15][800/3405] lr: 2.445e-02, eta: 2 days, 10:07:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9381, loss_cls: 4.5677, loss: 4.5677 +2025-06-23 17:57:34,579 - pyskl - INFO - Epoch [15][900/3405] lr: 2.445e-02, eta: 2 days, 10:06:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9506, loss_cls: 4.4727, loss: 4.4727 +2025-06-23 17:58:19,197 - pyskl - INFO - Epoch [15][1000/3405] lr: 2.444e-02, eta: 2 days, 10:05:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9331, loss_cls: 4.7557, loss: 4.7557 +2025-06-23 17:59:03,783 - pyskl - INFO - Epoch [15][1100/3405] lr: 2.444e-02, eta: 2 days, 10:04:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9356, loss_cls: 4.6567, loss: 4.6567 +2025-06-23 17:59:48,370 - pyskl - INFO - Epoch [15][1200/3405] lr: 2.444e-02, eta: 2 days, 10:04:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9437, loss_cls: 4.5690, loss: 4.5690 +2025-06-23 18:00:33,152 - pyskl - INFO - Epoch [15][1300/3405] lr: 2.444e-02, eta: 2 days, 10:03:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9500, loss_cls: 4.6239, loss: 4.6239 +2025-06-23 18:01:17,931 - pyskl - INFO - Epoch [15][1400/3405] lr: 2.443e-02, eta: 2 days, 10:02:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9369, loss_cls: 4.6091, loss: 4.6091 +2025-06-23 18:02:02,656 - pyskl - INFO - Epoch [15][1500/3405] lr: 2.443e-02, eta: 2 days, 10:01:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9394, loss_cls: 4.7222, loss: 4.7222 +2025-06-23 18:02:47,238 - pyskl - INFO - Epoch [15][1600/3405] lr: 2.443e-02, eta: 2 days, 10:00:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9319, loss_cls: 4.7698, loss: 4.7698 +2025-06-23 18:03:31,923 - pyskl - INFO - Epoch [15][1700/3405] lr: 2.443e-02, eta: 2 days, 9:59:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9519, loss_cls: 4.5392, loss: 4.5392 +2025-06-23 18:04:16,525 - pyskl - INFO - Epoch [15][1800/3405] lr: 2.443e-02, eta: 2 days, 9:59:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9444, loss_cls: 4.6364, loss: 4.6364 +2025-06-23 18:05:01,115 - pyskl - INFO - Epoch [15][1900/3405] lr: 2.442e-02, eta: 2 days, 9:58:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9287, loss_cls: 4.7635, loss: 4.7635 +2025-06-23 18:05:45,740 - pyskl - INFO - Epoch [15][2000/3405] lr: 2.442e-02, eta: 2 days, 9:57:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9394, loss_cls: 4.7260, loss: 4.7260 +2025-06-23 18:06:30,394 - pyskl - INFO - Epoch [15][2100/3405] lr: 2.442e-02, eta: 2 days, 9:56:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9363, loss_cls: 4.6487, loss: 4.6487 +2025-06-23 18:07:15,053 - pyskl - INFO - Epoch [15][2200/3405] lr: 2.442e-02, eta: 2 days, 9:55:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9300, loss_cls: 4.6101, loss: 4.6101 +2025-06-23 18:07:59,718 - pyskl - INFO - Epoch [15][2300/3405] lr: 2.441e-02, eta: 2 days, 9:54:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9413, loss_cls: 4.6711, loss: 4.6711 +2025-06-23 18:08:44,362 - pyskl - INFO - Epoch [15][2400/3405] lr: 2.441e-02, eta: 2 days, 9:53:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9413, loss_cls: 4.6145, loss: 4.6145 +2025-06-23 18:09:28,988 - pyskl - INFO - Epoch [15][2500/3405] lr: 2.441e-02, eta: 2 days, 9:53:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9500, loss_cls: 4.6838, loss: 4.6838 +2025-06-23 18:10:13,583 - pyskl - INFO - Epoch [15][2600/3405] lr: 2.441e-02, eta: 2 days, 9:52:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9313, loss_cls: 4.6872, loss: 4.6872 +2025-06-23 18:10:58,155 - pyskl - INFO - Epoch [15][2700/3405] lr: 2.440e-02, eta: 2 days, 9:51:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9431, loss_cls: 4.6999, loss: 4.6999 +2025-06-23 18:11:42,794 - pyskl - INFO - Epoch [15][2800/3405] lr: 2.440e-02, eta: 2 days, 9:50:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9325, loss_cls: 4.7946, loss: 4.7946 +2025-06-23 18:12:27,448 - pyskl - INFO - Epoch [15][2900/3405] lr: 2.440e-02, eta: 2 days, 9:49:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9406, loss_cls: 4.6940, loss: 4.6940 +2025-06-23 18:13:12,132 - pyskl - INFO - Epoch [15][3000/3405] lr: 2.440e-02, eta: 2 days, 9:48:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9463, loss_cls: 4.5957, loss: 4.5957 +2025-06-23 18:13:56,715 - pyskl - INFO - Epoch [15][3100/3405] lr: 2.440e-02, eta: 2 days, 9:48:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9425, loss_cls: 4.6823, loss: 4.6823 +2025-06-23 18:14:41,703 - pyskl - INFO - Epoch [15][3200/3405] lr: 2.439e-02, eta: 2 days, 9:47:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9369, loss_cls: 4.7105, loss: 4.7105 +2025-06-23 18:15:26,568 - pyskl - INFO - Epoch [15][3300/3405] lr: 2.439e-02, eta: 2 days, 9:46:26, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9456, loss_cls: 4.6843, loss: 4.6843 +2025-06-23 18:16:11,462 - pyskl - INFO - Epoch [15][3400/3405] lr: 2.439e-02, eta: 2 days, 9:45:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9413, loss_cls: 4.8054, loss: 4.8054 +2025-06-23 18:16:14,083 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-06-23 18:35:37,724 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 18:35:38,381 - pyskl - INFO - +top1_acc 0.6513 +top5_acc 0.9010 +2025-06-23 18:35:38,404 - pyskl - INFO - Epoch(val) [15][3718] top1_acc: 0.6513, top5_acc: 0.9010 +2025-06-23 18:36:46,465 - pyskl - INFO - Epoch [16][100/3405] lr: 2.439e-02, eta: 2 days, 9:47:55, time: 0.681, data_time: 0.234, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9469, loss_cls: 4.6228, loss: 4.6228 +2025-06-23 18:37:31,023 - pyskl - INFO - Epoch [16][200/3405] lr: 2.438e-02, eta: 2 days, 9:47:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9469, loss_cls: 4.5737, loss: 4.5737 +2025-06-23 18:38:15,626 - pyskl - INFO - Epoch [16][300/3405] lr: 2.438e-02, eta: 2 days, 9:46:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9450, loss_cls: 4.4521, loss: 4.4521 +2025-06-23 18:39:00,171 - pyskl - INFO - Epoch [16][400/3405] lr: 2.438e-02, eta: 2 days, 9:45:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9425, loss_cls: 4.6595, loss: 4.6595 +2025-06-23 18:39:44,918 - pyskl - INFO - Epoch [16][500/3405] lr: 2.438e-02, eta: 2 days, 9:44:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9387, loss_cls: 4.6041, loss: 4.6041 +2025-06-23 18:40:29,491 - pyskl - INFO - Epoch [16][600/3405] lr: 2.437e-02, eta: 2 days, 9:43:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9413, loss_cls: 4.5344, loss: 4.5344 +2025-06-23 18:41:14,146 - pyskl - INFO - Epoch [16][700/3405] lr: 2.437e-02, eta: 2 days, 9:42:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9269, loss_cls: 4.7249, loss: 4.7249 +2025-06-23 18:41:58,983 - pyskl - INFO - Epoch [16][800/3405] lr: 2.437e-02, eta: 2 days, 9:41:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 4.5285, loss: 4.5285 +2025-06-23 18:42:43,837 - pyskl - INFO - Epoch [16][900/3405] lr: 2.437e-02, eta: 2 days, 9:41:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9506, loss_cls: 4.6614, loss: 4.6614 +2025-06-23 18:43:28,390 - pyskl - INFO - Epoch [16][1000/3405] lr: 2.436e-02, eta: 2 days, 9:40:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9444, loss_cls: 4.5657, loss: 4.5657 +2025-06-23 18:44:12,933 - pyskl - INFO - Epoch [16][1100/3405] lr: 2.436e-02, eta: 2 days, 9:39:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9356, loss_cls: 4.7401, loss: 4.7401 +2025-06-23 18:44:57,552 - pyskl - INFO - Epoch [16][1200/3405] lr: 2.436e-02, eta: 2 days, 9:38:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9431, loss_cls: 4.6011, loss: 4.6011 +2025-06-23 18:45:42,151 - pyskl - INFO - Epoch [16][1300/3405] lr: 2.436e-02, eta: 2 days, 9:37:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9431, loss_cls: 4.4443, loss: 4.4443 +2025-06-23 18:46:26,822 - pyskl - INFO - Epoch [16][1400/3405] lr: 2.435e-02, eta: 2 days, 9:36:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9506, loss_cls: 4.5438, loss: 4.5438 +2025-06-23 18:47:11,421 - pyskl - INFO - Epoch [16][1500/3405] lr: 2.435e-02, eta: 2 days, 9:36:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9387, loss_cls: 4.6577, loss: 4.6577 +2025-06-23 18:47:55,862 - pyskl - INFO - Epoch [16][1600/3405] lr: 2.435e-02, eta: 2 days, 9:35:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9325, loss_cls: 4.6438, loss: 4.6438 +2025-06-23 18:48:40,404 - pyskl - INFO - Epoch [16][1700/3405] lr: 2.435e-02, eta: 2 days, 9:34:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9319, loss_cls: 4.6238, loss: 4.6238 +2025-06-23 18:49:25,000 - pyskl - INFO - Epoch [16][1800/3405] lr: 2.434e-02, eta: 2 days, 9:33:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9375, loss_cls: 4.6946, loss: 4.6946 +2025-06-23 18:50:09,715 - pyskl - INFO - Epoch [16][1900/3405] lr: 2.434e-02, eta: 2 days, 9:32:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9350, loss_cls: 4.6921, loss: 4.6921 +2025-06-23 18:50:54,539 - pyskl - INFO - Epoch [16][2000/3405] lr: 2.434e-02, eta: 2 days, 9:31:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9400, loss_cls: 4.7572, loss: 4.7572 +2025-06-23 18:51:39,397 - pyskl - INFO - Epoch [16][2100/3405] lr: 2.434e-02, eta: 2 days, 9:31:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9450, loss_cls: 4.6812, loss: 4.6812 +2025-06-23 18:52:24,216 - pyskl - INFO - Epoch [16][2200/3405] lr: 2.433e-02, eta: 2 days, 9:30:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9481, loss_cls: 4.5880, loss: 4.5880 +2025-06-23 18:53:08,898 - pyskl - INFO - Epoch [16][2300/3405] lr: 2.433e-02, eta: 2 days, 9:29:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9363, loss_cls: 4.6698, loss: 4.6698 +2025-06-23 18:53:53,491 - pyskl - INFO - Epoch [16][2400/3405] lr: 2.433e-02, eta: 2 days, 9:28:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9437, loss_cls: 4.6308, loss: 4.6308 +2025-06-23 18:54:38,027 - pyskl - INFO - Epoch [16][2500/3405] lr: 2.433e-02, eta: 2 days, 9:27:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9369, loss_cls: 4.6385, loss: 4.6385 +2025-06-23 18:55:22,508 - pyskl - INFO - Epoch [16][2600/3405] lr: 2.432e-02, eta: 2 days, 9:26:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9350, loss_cls: 4.6227, loss: 4.6227 +2025-06-23 18:56:07,035 - pyskl - INFO - Epoch [16][2700/3405] lr: 2.432e-02, eta: 2 days, 9:25:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9444, loss_cls: 4.6629, loss: 4.6629 +2025-06-23 18:56:51,594 - pyskl - INFO - Epoch [16][2800/3405] lr: 2.432e-02, eta: 2 days, 9:25:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9350, loss_cls: 4.7449, loss: 4.7449 +2025-06-23 18:57:36,138 - pyskl - INFO - Epoch [16][2900/3405] lr: 2.432e-02, eta: 2 days, 9:24:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9519, loss_cls: 4.3910, loss: 4.3910 +2025-06-23 18:58:20,627 - pyskl - INFO - Epoch [16][3000/3405] lr: 2.431e-02, eta: 2 days, 9:23:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9475, loss_cls: 4.5935, loss: 4.5935 +2025-06-23 18:59:05,168 - pyskl - INFO - Epoch [16][3100/3405] lr: 2.431e-02, eta: 2 days, 9:22:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9337, loss_cls: 4.6248, loss: 4.6248 +2025-06-23 18:59:49,611 - pyskl - INFO - Epoch [16][3200/3405] lr: 2.431e-02, eta: 2 days, 9:21:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9400, loss_cls: 4.5718, loss: 4.5718 +2025-06-23 19:00:34,274 - pyskl - INFO - Epoch [16][3300/3405] lr: 2.431e-02, eta: 2 days, 9:20:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9431, loss_cls: 4.6462, loss: 4.6462 +2025-06-23 19:01:18,826 - pyskl - INFO - Epoch [16][3400/3405] lr: 2.430e-02, eta: 2 days, 9:19:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9450, loss_cls: 4.5498, loss: 4.5498 +2025-06-23 19:01:21,543 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-06-23 19:05:19,487 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 19:05:20,036 - pyskl - INFO - +top1_acc 0.6772 +top5_acc 0.9108 +2025-06-23 19:05:20,089 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_12.pth was removed +2025-06-23 19:05:21,115 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2025-06-23 19:05:21,117 - pyskl - INFO - Best top1_acc is 0.6772 at 16 epoch. +2025-06-23 19:05:21,137 - pyskl - INFO - Epoch(val) [16][3718] top1_acc: 0.6772, top5_acc: 0.9108 +2025-06-23 19:06:28,716 - pyskl - INFO - Epoch [17][100/3405] lr: 2.430e-02, eta: 2 days, 9:21:59, time: 0.676, data_time: 0.230, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9531, loss_cls: 4.4869, loss: 4.4869 +2025-06-23 19:07:13,206 - pyskl - INFO - Epoch [17][200/3405] lr: 2.430e-02, eta: 2 days, 9:21:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9519, loss_cls: 4.4549, loss: 4.4549 +2025-06-23 19:07:57,834 - pyskl - INFO - Epoch [17][300/3405] lr: 2.430e-02, eta: 2 days, 9:20:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9337, loss_cls: 4.6445, loss: 4.6445 +2025-06-23 19:08:42,446 - pyskl - INFO - Epoch [17][400/3405] lr: 2.429e-02, eta: 2 days, 9:19:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9487, loss_cls: 4.5747, loss: 4.5747 +2025-06-23 19:09:26,962 - pyskl - INFO - Epoch [17][500/3405] lr: 2.429e-02, eta: 2 days, 9:18:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9363, loss_cls: 4.5921, loss: 4.5921 +2025-06-23 19:10:11,458 - pyskl - INFO - Epoch [17][600/3405] lr: 2.429e-02, eta: 2 days, 9:17:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9369, loss_cls: 4.6362, loss: 4.6362 +2025-06-23 19:10:56,002 - pyskl - INFO - Epoch [17][700/3405] lr: 2.429e-02, eta: 2 days, 9:16:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9494, loss_cls: 4.5882, loss: 4.5882 +2025-06-23 19:11:40,468 - pyskl - INFO - Epoch [17][800/3405] lr: 2.428e-02, eta: 2 days, 9:15:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9344, loss_cls: 4.6180, loss: 4.6180 +2025-06-23 19:12:24,948 - pyskl - INFO - Epoch [17][900/3405] lr: 2.428e-02, eta: 2 days, 9:15:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9450, loss_cls: 4.5888, loss: 4.5888 +2025-06-23 19:13:09,494 - pyskl - INFO - Epoch [17][1000/3405] lr: 2.428e-02, eta: 2 days, 9:14:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9456, loss_cls: 4.5818, loss: 4.5818 +2025-06-23 19:13:54,013 - pyskl - INFO - Epoch [17][1100/3405] lr: 2.428e-02, eta: 2 days, 9:13:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9356, loss_cls: 4.6088, loss: 4.6088 +2025-06-23 19:14:38,523 - pyskl - INFO - Epoch [17][1200/3405] lr: 2.427e-02, eta: 2 days, 9:12:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9425, loss_cls: 4.4719, loss: 4.4719 +2025-06-23 19:15:22,931 - pyskl - INFO - Epoch [17][1300/3405] lr: 2.427e-02, eta: 2 days, 9:11:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9463, loss_cls: 4.5099, loss: 4.5099 +2025-06-23 19:16:07,456 - pyskl - INFO - Epoch [17][1400/3405] lr: 2.427e-02, eta: 2 days, 9:10:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9350, loss_cls: 4.6190, loss: 4.6190 +2025-06-23 19:16:51,930 - pyskl - INFO - Epoch [17][1500/3405] lr: 2.427e-02, eta: 2 days, 9:09:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9425, loss_cls: 4.5668, loss: 4.5668 +2025-06-23 19:17:36,794 - pyskl - INFO - Epoch [17][1600/3405] lr: 2.426e-02, eta: 2 days, 9:09:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9381, loss_cls: 4.5982, loss: 4.5982 +2025-06-23 19:18:21,243 - pyskl - INFO - Epoch [17][1700/3405] lr: 2.426e-02, eta: 2 days, 9:08:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9387, loss_cls: 4.5759, loss: 4.5759 +2025-06-23 19:19:05,745 - pyskl - INFO - Epoch [17][1800/3405] lr: 2.426e-02, eta: 2 days, 9:07:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9469, loss_cls: 4.7413, loss: 4.7413 +2025-06-23 19:19:50,307 - pyskl - INFO - Epoch [17][1900/3405] lr: 2.426e-02, eta: 2 days, 9:06:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9444, loss_cls: 4.6419, loss: 4.6419 +2025-06-23 19:20:34,821 - pyskl - INFO - Epoch [17][2000/3405] lr: 2.425e-02, eta: 2 days, 9:05:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9456, loss_cls: 4.4310, loss: 4.4310 +2025-06-23 19:21:19,334 - pyskl - INFO - Epoch [17][2100/3405] lr: 2.425e-02, eta: 2 days, 9:04:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9381, loss_cls: 4.5901, loss: 4.5901 +2025-06-23 19:22:03,857 - pyskl - INFO - Epoch [17][2200/3405] lr: 2.425e-02, eta: 2 days, 9:04:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9406, loss_cls: 4.6944, loss: 4.6944 +2025-06-23 19:22:48,399 - pyskl - INFO - Epoch [17][2300/3405] lr: 2.425e-02, eta: 2 days, 9:03:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9431, loss_cls: 4.6437, loss: 4.6437 +2025-06-23 19:23:32,941 - pyskl - INFO - Epoch [17][2400/3405] lr: 2.424e-02, eta: 2 days, 9:02:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9413, loss_cls: 4.7062, loss: 4.7062 +2025-06-23 19:24:17,359 - pyskl - INFO - Epoch [17][2500/3405] lr: 2.424e-02, eta: 2 days, 9:01:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9463, loss_cls: 4.5165, loss: 4.5165 +2025-06-23 19:25:01,873 - pyskl - INFO - Epoch [17][2600/3405] lr: 2.424e-02, eta: 2 days, 9:00:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9469, loss_cls: 4.4927, loss: 4.4927 +2025-06-23 19:25:46,343 - pyskl - INFO - Epoch [17][2700/3405] lr: 2.423e-02, eta: 2 days, 8:59:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9487, loss_cls: 4.5433, loss: 4.5433 +2025-06-23 19:26:30,661 - pyskl - INFO - Epoch [17][2800/3405] lr: 2.423e-02, eta: 2 days, 8:58:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9269, loss_cls: 4.8292, loss: 4.8292 +2025-06-23 19:27:15,204 - pyskl - INFO - Epoch [17][2900/3405] lr: 2.423e-02, eta: 2 days, 8:58:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9263, loss_cls: 4.8410, loss: 4.8410 +2025-06-23 19:27:59,867 - pyskl - INFO - Epoch [17][3000/3405] lr: 2.423e-02, eta: 2 days, 8:57:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9444, loss_cls: 4.5325, loss: 4.5325 +2025-06-23 19:28:44,352 - pyskl - INFO - Epoch [17][3100/3405] lr: 2.422e-02, eta: 2 days, 8:56:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9319, loss_cls: 4.6420, loss: 4.6420 +2025-06-23 19:29:29,040 - pyskl - INFO - Epoch [17][3200/3405] lr: 2.422e-02, eta: 2 days, 8:55:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9344, loss_cls: 4.6358, loss: 4.6358 +2025-06-23 19:30:13,485 - pyskl - INFO - Epoch [17][3300/3405] lr: 2.422e-02, eta: 2 days, 8:54:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9381, loss_cls: 4.6540, loss: 4.6540 +2025-06-23 19:30:57,856 - pyskl - INFO - Epoch [17][3400/3405] lr: 2.422e-02, eta: 2 days, 8:53:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9406, loss_cls: 4.7576, loss: 4.7576 +2025-06-23 19:31:00,566 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-06-23 19:35:01,459 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 19:35:02,001 - pyskl - INFO - +top1_acc 0.6789 +top5_acc 0.9206 +2025-06-23 19:35:02,055 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_16.pth was removed +2025-06-23 19:35:03,127 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. +2025-06-23 19:35:03,129 - pyskl - INFO - Best top1_acc is 0.6789 at 17 epoch. +2025-06-23 19:35:03,151 - pyskl - INFO - Epoch(val) [17][3718] top1_acc: 0.6789, top5_acc: 0.9206 +2025-06-23 19:36:11,454 - pyskl - INFO - Epoch [18][100/3405] lr: 2.421e-02, eta: 2 days, 8:55:45, time: 0.683, data_time: 0.236, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9419, loss_cls: 4.6475, loss: 4.6475 +2025-06-23 19:36:56,202 - pyskl - INFO - Epoch [18][200/3405] lr: 2.421e-02, eta: 2 days, 8:54:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9300, loss_cls: 4.6443, loss: 4.6443 +2025-06-23 19:37:40,799 - pyskl - INFO - Epoch [18][300/3405] lr: 2.421e-02, eta: 2 days, 8:54:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9456, loss_cls: 4.5022, loss: 4.5022 +2025-06-23 19:38:25,373 - pyskl - INFO - Epoch [18][400/3405] lr: 2.421e-02, eta: 2 days, 8:53:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9413, loss_cls: 4.6715, loss: 4.6715 +2025-06-23 19:39:09,996 - pyskl - INFO - Epoch [18][500/3405] lr: 2.420e-02, eta: 2 days, 8:52:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9450, loss_cls: 4.5998, loss: 4.5998 +2025-06-23 19:39:54,563 - pyskl - INFO - Epoch [18][600/3405] lr: 2.420e-02, eta: 2 days, 8:51:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9375, loss_cls: 4.6284, loss: 4.6284 +2025-06-23 19:40:39,071 - pyskl - INFO - Epoch [18][700/3405] lr: 2.420e-02, eta: 2 days, 8:50:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9481, loss_cls: 4.4669, loss: 4.4669 +2025-06-23 19:41:23,566 - pyskl - INFO - Epoch [18][800/3405] lr: 2.419e-02, eta: 2 days, 8:49:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9581, loss_cls: 4.4742, loss: 4.4742 +2025-06-23 19:42:08,166 - pyskl - INFO - Epoch [18][900/3405] lr: 2.419e-02, eta: 2 days, 8:49:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9337, loss_cls: 4.7017, loss: 4.7017 +2025-06-23 19:42:52,700 - pyskl - INFO - Epoch [18][1000/3405] lr: 2.419e-02, eta: 2 days, 8:48:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9337, loss_cls: 4.5523, loss: 4.5523 +2025-06-23 19:43:37,218 - pyskl - INFO - Epoch [18][1100/3405] lr: 2.419e-02, eta: 2 days, 8:47:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9444, loss_cls: 4.5177, loss: 4.5177 +2025-06-23 19:44:21,727 - pyskl - INFO - Epoch [18][1200/3405] lr: 2.418e-02, eta: 2 days, 8:46:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9337, loss_cls: 4.7148, loss: 4.7148 +2025-06-23 19:45:06,321 - pyskl - INFO - Epoch [18][1300/3405] lr: 2.418e-02, eta: 2 days, 8:45:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9363, loss_cls: 4.5753, loss: 4.5753 +2025-06-23 19:45:50,881 - pyskl - INFO - Epoch [18][1400/3405] lr: 2.418e-02, eta: 2 days, 8:44:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9425, loss_cls: 4.5504, loss: 4.5504 +2025-06-23 19:46:35,401 - pyskl - INFO - Epoch [18][1500/3405] lr: 2.418e-02, eta: 2 days, 8:43:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9363, loss_cls: 4.7401, loss: 4.7401 +2025-06-23 19:47:19,914 - pyskl - INFO - Epoch [18][1600/3405] lr: 2.417e-02, eta: 2 days, 8:43:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9506, loss_cls: 4.6015, loss: 4.6015 +2025-06-23 19:48:04,410 - pyskl - INFO - Epoch [18][1700/3405] lr: 2.417e-02, eta: 2 days, 8:42:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9413, loss_cls: 4.5882, loss: 4.5882 +2025-06-23 19:48:48,990 - pyskl - INFO - Epoch [18][1800/3405] lr: 2.417e-02, eta: 2 days, 8:41:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 4.3447, loss: 4.3447 +2025-06-23 19:49:33,536 - pyskl - INFO - Epoch [18][1900/3405] lr: 2.416e-02, eta: 2 days, 8:40:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9425, loss_cls: 4.4814, loss: 4.4814 +2025-06-23 19:50:18,053 - pyskl - INFO - Epoch [18][2000/3405] lr: 2.416e-02, eta: 2 days, 8:39:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9400, loss_cls: 4.4505, loss: 4.4505 +2025-06-23 19:51:02,624 - pyskl - INFO - Epoch [18][2100/3405] lr: 2.416e-02, eta: 2 days, 8:38:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9381, loss_cls: 4.6561, loss: 4.6561 +2025-06-23 19:51:47,238 - pyskl - INFO - Epoch [18][2200/3405] lr: 2.416e-02, eta: 2 days, 8:38:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9425, loss_cls: 4.5245, loss: 4.5245 +2025-06-23 19:52:31,895 - pyskl - INFO - Epoch [18][2300/3405] lr: 2.415e-02, eta: 2 days, 8:37:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9469, loss_cls: 4.5364, loss: 4.5364 +2025-06-23 19:53:16,539 - pyskl - INFO - Epoch [18][2400/3405] lr: 2.415e-02, eta: 2 days, 8:36:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9363, loss_cls: 4.6003, loss: 4.6003 +2025-06-23 19:54:01,098 - pyskl - INFO - Epoch [18][2500/3405] lr: 2.415e-02, eta: 2 days, 8:35:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9444, loss_cls: 4.6108, loss: 4.6108 +2025-06-23 19:54:45,737 - pyskl - INFO - Epoch [18][2600/3405] lr: 2.414e-02, eta: 2 days, 8:34:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9525, loss_cls: 4.4985, loss: 4.4985 +2025-06-23 19:55:30,664 - pyskl - INFO - Epoch [18][2700/3405] lr: 2.414e-02, eta: 2 days, 8:33:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9431, loss_cls: 4.4545, loss: 4.4545 +2025-06-23 19:56:15,472 - pyskl - INFO - Epoch [18][2800/3405] lr: 2.414e-02, eta: 2 days, 8:33:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9419, loss_cls: 4.6519, loss: 4.6519 +2025-06-23 19:57:00,170 - pyskl - INFO - Epoch [18][2900/3405] lr: 2.414e-02, eta: 2 days, 8:32:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9400, loss_cls: 4.5903, loss: 4.5903 +2025-06-23 19:57:44,815 - pyskl - INFO - Epoch [18][3000/3405] lr: 2.413e-02, eta: 2 days, 8:31:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9419, loss_cls: 4.7980, loss: 4.7980 +2025-06-23 19:58:29,507 - pyskl - INFO - Epoch [18][3100/3405] lr: 2.413e-02, eta: 2 days, 8:30:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9463, loss_cls: 4.4371, loss: 4.4371 +2025-06-23 19:59:14,224 - pyskl - INFO - Epoch [18][3200/3405] lr: 2.413e-02, eta: 2 days, 8:29:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9375, loss_cls: 4.5178, loss: 4.5178 +2025-06-23 19:59:58,935 - pyskl - INFO - Epoch [18][3300/3405] lr: 2.413e-02, eta: 2 days, 8:29:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9475, loss_cls: 4.3621, loss: 4.3621 +2025-06-23 20:00:43,591 - pyskl - INFO - Epoch [18][3400/3405] lr: 2.412e-02, eta: 2 days, 8:28:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9394, loss_cls: 4.5216, loss: 4.5216 +2025-06-23 20:00:46,174 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-06-23 20:04:46,587 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 20:04:47,133 - pyskl - INFO - +top1_acc 0.6417 +top5_acc 0.8912 +2025-06-23 20:04:47,154 - pyskl - INFO - Epoch(val) [18][3718] top1_acc: 0.6417, top5_acc: 0.8912 +2025-06-23 20:05:54,794 - pyskl - INFO - Epoch [19][100/3405] lr: 2.412e-02, eta: 2 days, 8:29:53, time: 0.676, data_time: 0.230, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9531, loss_cls: 4.4522, loss: 4.4522 +2025-06-23 20:06:39,378 - pyskl - INFO - Epoch [19][200/3405] lr: 2.412e-02, eta: 2 days, 8:29:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9487, loss_cls: 4.5080, loss: 4.5080 +2025-06-23 20:07:23,893 - pyskl - INFO - Epoch [19][300/3405] lr: 2.411e-02, eta: 2 days, 8:28:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9431, loss_cls: 4.5512, loss: 4.5512 +2025-06-23 20:08:08,388 - pyskl - INFO - Epoch [19][400/3405] lr: 2.411e-02, eta: 2 days, 8:27:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9463, loss_cls: 4.5746, loss: 4.5746 +2025-06-23 20:08:52,910 - pyskl - INFO - Epoch [19][500/3405] lr: 2.411e-02, eta: 2 days, 8:26:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9419, loss_cls: 4.4353, loss: 4.4353 +2025-06-23 20:09:37,447 - pyskl - INFO - Epoch [19][600/3405] lr: 2.411e-02, eta: 2 days, 8:25:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9506, loss_cls: 4.5112, loss: 4.5112 +2025-06-23 20:10:22,068 - pyskl - INFO - Epoch [19][700/3405] lr: 2.410e-02, eta: 2 days, 8:24:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9463, loss_cls: 4.5491, loss: 4.5491 +2025-06-23 20:11:06,612 - pyskl - INFO - Epoch [19][800/3405] lr: 2.410e-02, eta: 2 days, 8:23:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9406, loss_cls: 4.5630, loss: 4.5630 +2025-06-23 20:11:51,154 - pyskl - INFO - Epoch [19][900/3405] lr: 2.410e-02, eta: 2 days, 8:23:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9481, loss_cls: 4.5092, loss: 4.5092 +2025-06-23 20:12:35,639 - pyskl - INFO - Epoch [19][1000/3405] lr: 2.409e-02, eta: 2 days, 8:22:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9344, loss_cls: 4.5851, loss: 4.5851 +2025-06-23 20:13:20,155 - pyskl - INFO - Epoch [19][1100/3405] lr: 2.409e-02, eta: 2 days, 8:21:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9487, loss_cls: 4.5784, loss: 4.5784 +2025-06-23 20:14:04,747 - pyskl - INFO - Epoch [19][1200/3405] lr: 2.409e-02, eta: 2 days, 8:20:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9463, loss_cls: 4.4868, loss: 4.4868 +2025-06-23 20:14:49,318 - pyskl - INFO - Epoch [19][1300/3405] lr: 2.409e-02, eta: 2 days, 8:19:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9431, loss_cls: 4.5843, loss: 4.5843 +2025-06-23 20:15:33,841 - pyskl - INFO - Epoch [19][1400/3405] lr: 2.408e-02, eta: 2 days, 8:18:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9506, loss_cls: 4.4701, loss: 4.4701 +2025-06-23 20:16:18,409 - pyskl - INFO - Epoch [19][1500/3405] lr: 2.408e-02, eta: 2 days, 8:18:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9456, loss_cls: 4.5855, loss: 4.5855 +2025-06-23 20:17:02,980 - pyskl - INFO - Epoch [19][1600/3405] lr: 2.408e-02, eta: 2 days, 8:17:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9519, loss_cls: 4.5093, loss: 4.5093 +2025-06-23 20:17:47,511 - pyskl - INFO - Epoch [19][1700/3405] lr: 2.407e-02, eta: 2 days, 8:16:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9469, loss_cls: 4.6320, loss: 4.6320 +2025-06-23 20:18:32,074 - pyskl - INFO - Epoch [19][1800/3405] lr: 2.407e-02, eta: 2 days, 8:15:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9563, loss_cls: 4.5268, loss: 4.5268 +2025-06-23 20:19:16,924 - pyskl - INFO - Epoch [19][1900/3405] lr: 2.407e-02, eta: 2 days, 8:14:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9325, loss_cls: 4.6653, loss: 4.6653 +2025-06-23 20:20:01,937 - pyskl - INFO - Epoch [19][2000/3405] lr: 2.406e-02, eta: 2 days, 8:14:02, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9487, loss_cls: 4.5631, loss: 4.5631 +2025-06-23 20:20:46,755 - pyskl - INFO - Epoch [19][2100/3405] lr: 2.406e-02, eta: 2 days, 8:13:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9419, loss_cls: 4.6619, loss: 4.6619 +2025-06-23 20:21:31,351 - pyskl - INFO - Epoch [19][2200/3405] lr: 2.406e-02, eta: 2 days, 8:12:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9406, loss_cls: 4.5028, loss: 4.5028 +2025-06-23 20:22:15,867 - pyskl - INFO - Epoch [19][2300/3405] lr: 2.406e-02, eta: 2 days, 8:11:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9537, loss_cls: 4.4537, loss: 4.4537 +2025-06-23 20:23:00,450 - pyskl - INFO - Epoch [19][2400/3405] lr: 2.405e-02, eta: 2 days, 8:10:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9406, loss_cls: 4.4822, loss: 4.4822 +2025-06-23 20:23:45,006 - pyskl - INFO - Epoch [19][2500/3405] lr: 2.405e-02, eta: 2 days, 8:09:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9387, loss_cls: 4.5031, loss: 4.5031 +2025-06-23 20:24:29,712 - pyskl - INFO - Epoch [19][2600/3405] lr: 2.405e-02, eta: 2 days, 8:09:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9400, loss_cls: 4.5619, loss: 4.5619 +2025-06-23 20:25:14,665 - pyskl - INFO - Epoch [19][2700/3405] lr: 2.404e-02, eta: 2 days, 8:08:17, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9469, loss_cls: 4.5702, loss: 4.5702 +2025-06-23 20:25:59,457 - pyskl - INFO - Epoch [19][2800/3405] lr: 2.404e-02, eta: 2 days, 8:07:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9413, loss_cls: 4.6689, loss: 4.6689 +2025-06-23 20:26:44,268 - pyskl - INFO - Epoch [19][2900/3405] lr: 2.404e-02, eta: 2 days, 8:06:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9369, loss_cls: 4.6213, loss: 4.6213 +2025-06-23 20:27:29,187 - pyskl - INFO - Epoch [19][3000/3405] lr: 2.404e-02, eta: 2 days, 8:05:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9494, loss_cls: 4.4223, loss: 4.4223 +2025-06-23 20:28:14,011 - pyskl - INFO - Epoch [19][3100/3405] lr: 2.403e-02, eta: 2 days, 8:05:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9494, loss_cls: 4.3809, loss: 4.3809 +2025-06-23 20:28:58,838 - pyskl - INFO - Epoch [19][3200/3405] lr: 2.403e-02, eta: 2 days, 8:04:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9375, loss_cls: 4.6452, loss: 4.6452 +2025-06-23 20:29:43,555 - pyskl - INFO - Epoch [19][3300/3405] lr: 2.403e-02, eta: 2 days, 8:03:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9381, loss_cls: 4.5043, loss: 4.5043 +2025-06-23 20:30:28,339 - pyskl - INFO - Epoch [19][3400/3405] lr: 2.402e-02, eta: 2 days, 8:02:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9387, loss_cls: 4.5078, loss: 4.5078 +2025-06-23 20:30:31,045 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-06-23 20:34:31,360 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 20:34:31,950 - pyskl - INFO - +top1_acc 0.7077 +top5_acc 0.9327 +2025-06-23 20:34:32,007 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_17.pth was removed +2025-06-23 20:34:33,107 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. +2025-06-23 20:34:33,109 - pyskl - INFO - Best top1_acc is 0.7077 at 19 epoch. +2025-06-23 20:34:33,130 - pyskl - INFO - Epoch(val) [19][3718] top1_acc: 0.7077, top5_acc: 0.9327 +2025-06-23 20:35:40,994 - pyskl - INFO - Epoch [20][100/3405] lr: 2.402e-02, eta: 2 days, 8:04:13, time: 0.679, data_time: 0.232, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9444, loss_cls: 4.5668, loss: 4.5668 +2025-06-23 20:36:25,651 - pyskl - INFO - Epoch [20][200/3405] lr: 2.402e-02, eta: 2 days, 8:03:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9537, loss_cls: 4.4593, loss: 4.4593 +2025-06-23 20:37:10,286 - pyskl - INFO - Epoch [20][300/3405] lr: 2.401e-02, eta: 2 days, 8:02:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9437, loss_cls: 4.4779, loss: 4.4779 +2025-06-23 20:37:54,858 - pyskl - INFO - Epoch [20][400/3405] lr: 2.401e-02, eta: 2 days, 8:01:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9469, loss_cls: 4.4228, loss: 4.4228 +2025-06-23 20:38:39,486 - pyskl - INFO - Epoch [20][500/3405] lr: 2.401e-02, eta: 2 days, 8:00:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9525, loss_cls: 4.3958, loss: 4.3958 +2025-06-23 20:39:23,941 - pyskl - INFO - Epoch [20][600/3405] lr: 2.401e-02, eta: 2 days, 8:00:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9487, loss_cls: 4.4859, loss: 4.4859 +2025-06-23 20:40:08,456 - pyskl - INFO - Epoch [20][700/3405] lr: 2.400e-02, eta: 2 days, 7:59:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9425, loss_cls: 4.5682, loss: 4.5682 +2025-06-23 20:40:52,934 - pyskl - INFO - Epoch [20][800/3405] lr: 2.400e-02, eta: 2 days, 7:58:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9481, loss_cls: 4.5710, loss: 4.5710 +2025-06-23 20:41:37,466 - pyskl - INFO - Epoch [20][900/3405] lr: 2.400e-02, eta: 2 days, 7:57:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9406, loss_cls: 4.4854, loss: 4.4854 +2025-06-23 20:42:21,977 - pyskl - INFO - Epoch [20][1000/3405] lr: 2.399e-02, eta: 2 days, 7:56:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9569, loss_cls: 4.4091, loss: 4.4091 +2025-06-23 20:43:06,486 - pyskl - INFO - Epoch [20][1100/3405] lr: 2.399e-02, eta: 2 days, 7:55:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9437, loss_cls: 4.5703, loss: 4.5703 +2025-06-23 20:43:51,007 - pyskl - INFO - Epoch [20][1200/3405] lr: 2.399e-02, eta: 2 days, 7:55:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9387, loss_cls: 4.5038, loss: 4.5038 +2025-06-23 20:44:35,490 - pyskl - INFO - Epoch [20][1300/3405] lr: 2.398e-02, eta: 2 days, 7:54:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9431, loss_cls: 4.5858, loss: 4.5858 +2025-06-23 20:45:19,959 - pyskl - INFO - Epoch [20][1400/3405] lr: 2.398e-02, eta: 2 days, 7:53:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9325, loss_cls: 4.5825, loss: 4.5825 +2025-06-23 20:46:04,536 - pyskl - INFO - Epoch [20][1500/3405] lr: 2.398e-02, eta: 2 days, 7:52:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 4.4498, loss: 4.4498 +2025-06-23 20:46:49,075 - pyskl - INFO - Epoch [20][1600/3405] lr: 2.398e-02, eta: 2 days, 7:51:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9406, loss_cls: 4.4383, loss: 4.4383 +2025-06-23 20:47:33,532 - pyskl - INFO - Epoch [20][1700/3405] lr: 2.397e-02, eta: 2 days, 7:50:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9400, loss_cls: 4.4246, loss: 4.4246 +2025-06-23 20:48:17,977 - pyskl - INFO - Epoch [20][1800/3405] lr: 2.397e-02, eta: 2 days, 7:50:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9506, loss_cls: 4.3403, loss: 4.3403 +2025-06-23 20:49:02,425 - pyskl - INFO - Epoch [20][1900/3405] lr: 2.397e-02, eta: 2 days, 7:49:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9400, loss_cls: 4.5092, loss: 4.5092 +2025-06-23 20:49:46,820 - pyskl - INFO - Epoch [20][2000/3405] lr: 2.396e-02, eta: 2 days, 7:48:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9406, loss_cls: 4.5516, loss: 4.5516 +2025-06-23 20:50:31,254 - pyskl - INFO - Epoch [20][2100/3405] lr: 2.396e-02, eta: 2 days, 7:47:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9506, loss_cls: 4.4181, loss: 4.4181 +2025-06-23 20:51:15,651 - pyskl - INFO - Epoch [20][2200/3405] lr: 2.396e-02, eta: 2 days, 7:46:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9444, loss_cls: 4.5459, loss: 4.5459 +2025-06-23 20:52:00,067 - pyskl - INFO - Epoch [20][2300/3405] lr: 2.395e-02, eta: 2 days, 7:45:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9419, loss_cls: 4.4719, loss: 4.4719 +2025-06-23 20:52:44,510 - pyskl - INFO - Epoch [20][2400/3405] lr: 2.395e-02, eta: 2 days, 7:44:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9437, loss_cls: 4.4688, loss: 4.4688 +2025-06-23 20:53:29,190 - pyskl - INFO - Epoch [20][2500/3405] lr: 2.395e-02, eta: 2 days, 7:44:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9413, loss_cls: 4.4839, loss: 4.4839 +2025-06-23 20:54:13,801 - pyskl - INFO - Epoch [20][2600/3405] lr: 2.394e-02, eta: 2 days, 7:43:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9406, loss_cls: 4.6005, loss: 4.6005 +2025-06-23 20:54:58,841 - pyskl - INFO - Epoch [20][2700/3405] lr: 2.394e-02, eta: 2 days, 7:42:31, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9369, loss_cls: 4.4622, loss: 4.4622 +2025-06-23 20:55:43,839 - pyskl - INFO - Epoch [20][2800/3405] lr: 2.394e-02, eta: 2 days, 7:41:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9387, loss_cls: 4.5448, loss: 4.5448 +2025-06-23 20:56:28,939 - pyskl - INFO - Epoch [20][2900/3405] lr: 2.394e-02, eta: 2 days, 7:40:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9400, loss_cls: 4.5204, loss: 4.5204 +2025-06-23 20:57:13,779 - pyskl - INFO - Epoch [20][3000/3405] lr: 2.393e-02, eta: 2 days, 7:40:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9325, loss_cls: 4.6520, loss: 4.6520 +2025-06-23 20:57:58,798 - pyskl - INFO - Epoch [20][3100/3405] lr: 2.393e-02, eta: 2 days, 7:39:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9469, loss_cls: 4.5001, loss: 4.5001 +2025-06-23 20:58:44,272 - pyskl - INFO - Epoch [20][3200/3405] lr: 2.393e-02, eta: 2 days, 7:38:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9525, loss_cls: 4.4550, loss: 4.4550 +2025-06-23 20:59:29,345 - pyskl - INFO - Epoch [20][3300/3405] lr: 2.392e-02, eta: 2 days, 7:37:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9444, loss_cls: 4.5241, loss: 4.5241 +2025-06-23 21:00:14,626 - pyskl - INFO - Epoch [20][3400/3405] lr: 2.392e-02, eta: 2 days, 7:37:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9444, loss_cls: 4.4973, loss: 4.4973 +2025-06-23 21:00:17,338 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-06-23 21:18:23,891 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 21:18:24,481 - pyskl - INFO - +top1_acc 0.7131 +top5_acc 0.9365 +2025-06-23 21:18:24,535 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_19.pth was removed +2025-06-23 21:18:25,572 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. +2025-06-23 21:18:25,573 - pyskl - INFO - Best top1_acc is 0.7131 at 20 epoch. +2025-06-23 21:18:25,595 - pyskl - INFO - Epoch(val) [20][3718] top1_acc: 0.7131, top5_acc: 0.9365 +2025-06-23 21:19:33,314 - pyskl - INFO - Epoch [21][100/3405] lr: 2.392e-02, eta: 2 days, 7:38:32, time: 0.677, data_time: 0.229, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9500, loss_cls: 4.3393, loss: 4.3393 +2025-06-23 21:20:17,948 - pyskl - INFO - Epoch [21][200/3405] lr: 2.391e-02, eta: 2 days, 7:37:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9425, loss_cls: 4.6173, loss: 4.6173 +2025-06-23 21:21:02,759 - pyskl - INFO - Epoch [21][300/3405] lr: 2.391e-02, eta: 2 days, 7:36:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9556, loss_cls: 4.3298, loss: 4.3298 +2025-06-23 21:21:47,474 - pyskl - INFO - Epoch [21][400/3405] lr: 2.391e-02, eta: 2 days, 7:36:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9456, loss_cls: 4.4522, loss: 4.4522 +2025-06-23 21:22:32,052 - pyskl - INFO - Epoch [21][500/3405] lr: 2.390e-02, eta: 2 days, 7:35:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9437, loss_cls: 4.5287, loss: 4.5287 +2025-06-23 21:23:16,658 - pyskl - INFO - Epoch [21][600/3405] lr: 2.390e-02, eta: 2 days, 7:34:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9506, loss_cls: 4.3631, loss: 4.3631 +2025-06-23 21:24:01,276 - pyskl - INFO - Epoch [21][700/3405] lr: 2.390e-02, eta: 2 days, 7:33:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9419, loss_cls: 4.5091, loss: 4.5091 +2025-06-23 21:24:45,847 - pyskl - INFO - Epoch [21][800/3405] lr: 2.389e-02, eta: 2 days, 7:32:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9394, loss_cls: 4.4874, loss: 4.4874 +2025-06-23 21:25:30,346 - pyskl - INFO - Epoch [21][900/3405] lr: 2.389e-02, eta: 2 days, 7:31:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9463, loss_cls: 4.5961, loss: 4.5961 +2025-06-23 21:26:14,840 - pyskl - INFO - Epoch [21][1000/3405] lr: 2.389e-02, eta: 2 days, 7:31:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9513, loss_cls: 4.4426, loss: 4.4426 +2025-06-23 21:26:59,384 - pyskl - INFO - Epoch [21][1100/3405] lr: 2.388e-02, eta: 2 days, 7:30:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9506, loss_cls: 4.4777, loss: 4.4777 +2025-06-23 21:27:43,887 - pyskl - INFO - Epoch [21][1200/3405] lr: 2.388e-02, eta: 2 days, 7:29:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9325, loss_cls: 4.6412, loss: 4.6412 +2025-06-23 21:28:28,425 - pyskl - INFO - Epoch [21][1300/3405] lr: 2.388e-02, eta: 2 days, 7:28:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9437, loss_cls: 4.4620, loss: 4.4620 +2025-06-23 21:29:13,007 - pyskl - INFO - Epoch [21][1400/3405] lr: 2.388e-02, eta: 2 days, 7:27:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9519, loss_cls: 4.3272, loss: 4.3272 +2025-06-23 21:29:57,478 - pyskl - INFO - Epoch [21][1500/3405] lr: 2.387e-02, eta: 2 days, 7:26:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9475, loss_cls: 4.5012, loss: 4.5012 +2025-06-23 21:30:42,243 - pyskl - INFO - Epoch [21][1600/3405] lr: 2.387e-02, eta: 2 days, 7:26:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9456, loss_cls: 4.5353, loss: 4.5353 +2025-06-23 21:31:27,062 - pyskl - INFO - Epoch [21][1700/3405] lr: 2.387e-02, eta: 2 days, 7:25:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9544, loss_cls: 4.5429, loss: 4.5429 +2025-06-23 21:32:11,884 - pyskl - INFO - Epoch [21][1800/3405] lr: 2.386e-02, eta: 2 days, 7:24:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9419, loss_cls: 4.5123, loss: 4.5123 +2025-06-23 21:32:56,632 - pyskl - INFO - Epoch [21][1900/3405] lr: 2.386e-02, eta: 2 days, 7:23:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9419, loss_cls: 4.4142, loss: 4.4142 +2025-06-23 21:33:41,318 - pyskl - INFO - Epoch [21][2000/3405] lr: 2.386e-02, eta: 2 days, 7:22:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9444, loss_cls: 4.4284, loss: 4.4284 +2025-06-23 21:34:26,071 - pyskl - INFO - Epoch [21][2100/3405] lr: 2.385e-02, eta: 2 days, 7:22:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9406, loss_cls: 4.4480, loss: 4.4480 +2025-06-23 21:35:11,112 - pyskl - INFO - Epoch [21][2200/3405] lr: 2.385e-02, eta: 2 days, 7:21:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9581, loss_cls: 4.3836, loss: 4.3836 +2025-06-23 21:35:55,910 - pyskl - INFO - Epoch [21][2300/3405] lr: 2.385e-02, eta: 2 days, 7:20:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9400, loss_cls: 4.5646, loss: 4.5646 +2025-06-23 21:36:40,577 - pyskl - INFO - Epoch [21][2400/3405] lr: 2.384e-02, eta: 2 days, 7:19:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9387, loss_cls: 4.4567, loss: 4.4567 +2025-06-23 21:37:25,147 - pyskl - INFO - Epoch [21][2500/3405] lr: 2.384e-02, eta: 2 days, 7:18:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9481, loss_cls: 4.5034, loss: 4.5034 +2025-06-23 21:38:09,769 - pyskl - INFO - Epoch [21][2600/3405] lr: 2.384e-02, eta: 2 days, 7:18:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9394, loss_cls: 4.4709, loss: 4.4709 +2025-06-23 21:38:54,447 - pyskl - INFO - Epoch [21][2700/3405] lr: 2.383e-02, eta: 2 days, 7:17:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9481, loss_cls: 4.4864, loss: 4.4864 +2025-06-23 21:39:39,052 - pyskl - INFO - Epoch [21][2800/3405] lr: 2.383e-02, eta: 2 days, 7:16:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9456, loss_cls: 4.5222, loss: 4.5222 +2025-06-23 21:40:23,640 - pyskl - INFO - Epoch [21][2900/3405] lr: 2.383e-02, eta: 2 days, 7:15:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9494, loss_cls: 4.4348, loss: 4.4348 +2025-06-23 21:41:08,338 - pyskl - INFO - Epoch [21][3000/3405] lr: 2.382e-02, eta: 2 days, 7:14:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9419, loss_cls: 4.4825, loss: 4.4825 +2025-06-23 21:41:52,874 - pyskl - INFO - Epoch [21][3100/3405] lr: 2.382e-02, eta: 2 days, 7:14:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9494, loss_cls: 4.3522, loss: 4.3522 +2025-06-23 21:42:37,491 - pyskl - INFO - Epoch [21][3200/3405] lr: 2.382e-02, eta: 2 days, 7:13:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9431, loss_cls: 4.5583, loss: 4.5583 +2025-06-23 21:43:22,075 - pyskl - INFO - Epoch [21][3300/3405] lr: 2.381e-02, eta: 2 days, 7:12:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9394, loss_cls: 4.5440, loss: 4.5440 +2025-06-23 21:44:06,800 - pyskl - INFO - Epoch [21][3400/3405] lr: 2.381e-02, eta: 2 days, 7:11:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9413, loss_cls: 4.5159, loss: 4.5159 +2025-06-23 21:44:09,424 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-06-23 21:48:10,401 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 21:48:11,029 - pyskl - INFO - +top1_acc 0.6851 +top5_acc 0.9093 +2025-06-23 21:48:11,054 - pyskl - INFO - Epoch(val) [21][3718] top1_acc: 0.6851, top5_acc: 0.9093 +2025-06-23 21:49:19,420 - pyskl - INFO - Epoch [22][100/3405] lr: 2.381e-02, eta: 2 days, 7:12:55, time: 0.684, data_time: 0.237, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9556, loss_cls: 4.3497, loss: 4.3497 +2025-06-23 21:50:04,116 - pyskl - INFO - Epoch [22][200/3405] lr: 2.380e-02, eta: 2 days, 7:12:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 4.3272, loss: 4.3272 +2025-06-23 21:50:48,810 - pyskl - INFO - Epoch [22][300/3405] lr: 2.380e-02, eta: 2 days, 7:11:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9456, loss_cls: 4.2931, loss: 4.2931 +2025-06-23 21:51:33,384 - pyskl - INFO - Epoch [22][400/3405] lr: 2.380e-02, eta: 2 days, 7:10:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9519, loss_cls: 4.3387, loss: 4.3387 +2025-06-23 21:52:17,869 - pyskl - INFO - Epoch [22][500/3405] lr: 2.379e-02, eta: 2 days, 7:09:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9375, loss_cls: 4.4378, loss: 4.4378 +2025-06-23 21:53:02,376 - pyskl - INFO - Epoch [22][600/3405] lr: 2.379e-02, eta: 2 days, 7:08:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9381, loss_cls: 4.5474, loss: 4.5474 +2025-06-23 21:53:46,946 - pyskl - INFO - Epoch [22][700/3405] lr: 2.379e-02, eta: 2 days, 7:07:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9487, loss_cls: 4.4564, loss: 4.4564 +2025-06-23 21:54:31,419 - pyskl - INFO - Epoch [22][800/3405] lr: 2.378e-02, eta: 2 days, 7:07:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9519, loss_cls: 4.3177, loss: 4.3177 +2025-06-23 21:55:15,986 - pyskl - INFO - Epoch [22][900/3405] lr: 2.378e-02, eta: 2 days, 7:06:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9469, loss_cls: 4.4799, loss: 4.4799 +2025-06-23 21:56:00,570 - pyskl - INFO - Epoch [22][1000/3405] lr: 2.378e-02, eta: 2 days, 7:05:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9450, loss_cls: 4.5345, loss: 4.5345 +2025-06-23 21:56:45,139 - pyskl - INFO - Epoch [22][1100/3405] lr: 2.377e-02, eta: 2 days, 7:04:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9525, loss_cls: 4.4338, loss: 4.4338 +2025-06-23 21:57:29,726 - pyskl - INFO - Epoch [22][1200/3405] lr: 2.377e-02, eta: 2 days, 7:03:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9450, loss_cls: 4.4705, loss: 4.4705 +2025-06-23 21:58:14,270 - pyskl - INFO - Epoch [22][1300/3405] lr: 2.377e-02, eta: 2 days, 7:03:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9519, loss_cls: 4.4269, loss: 4.4269 +2025-06-23 21:58:58,851 - pyskl - INFO - Epoch [22][1400/3405] lr: 2.376e-02, eta: 2 days, 7:02:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9419, loss_cls: 4.5787, loss: 4.5787 +2025-06-23 21:59:43,486 - pyskl - INFO - Epoch [22][1500/3405] lr: 2.376e-02, eta: 2 days, 7:01:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9444, loss_cls: 4.5909, loss: 4.5909 +2025-06-23 22:00:28,081 - pyskl - INFO - Epoch [22][1600/3405] lr: 2.376e-02, eta: 2 days, 7:00:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9444, loss_cls: 4.4179, loss: 4.4179 +2025-06-23 22:01:12,618 - pyskl - INFO - Epoch [22][1700/3405] lr: 2.375e-02, eta: 2 days, 6:59:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9413, loss_cls: 4.5234, loss: 4.5234 +2025-06-23 22:01:57,215 - pyskl - INFO - Epoch [22][1800/3405] lr: 2.375e-02, eta: 2 days, 6:58:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9525, loss_cls: 4.3763, loss: 4.3763 +2025-06-23 22:02:41,810 - pyskl - INFO - Epoch [22][1900/3405] lr: 2.375e-02, eta: 2 days, 6:58:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9444, loss_cls: 4.5341, loss: 4.5341 +2025-06-23 22:03:26,398 - pyskl - INFO - Epoch [22][2000/3405] lr: 2.374e-02, eta: 2 days, 6:57:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9444, loss_cls: 4.5654, loss: 4.5654 +2025-06-23 22:04:11,150 - pyskl - INFO - Epoch [22][2100/3405] lr: 2.374e-02, eta: 2 days, 6:56:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9481, loss_cls: 4.5087, loss: 4.5087 +2025-06-23 22:04:55,814 - pyskl - INFO - Epoch [22][2200/3405] lr: 2.374e-02, eta: 2 days, 6:55:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9406, loss_cls: 4.5038, loss: 4.5038 +2025-06-23 22:05:40,477 - pyskl - INFO - Epoch [22][2300/3405] lr: 2.373e-02, eta: 2 days, 6:54:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9350, loss_cls: 4.6208, loss: 4.6208 +2025-06-23 22:06:25,138 - pyskl - INFO - Epoch [22][2400/3405] lr: 2.373e-02, eta: 2 days, 6:54:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9369, loss_cls: 4.5014, loss: 4.5014 +2025-06-23 22:07:09,754 - pyskl - INFO - Epoch [22][2500/3405] lr: 2.373e-02, eta: 2 days, 6:53:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9531, loss_cls: 4.4321, loss: 4.4321 +2025-06-23 22:07:54,362 - pyskl - INFO - Epoch [22][2600/3405] lr: 2.372e-02, eta: 2 days, 6:52:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9400, loss_cls: 4.3090, loss: 4.3090 +2025-06-23 22:08:38,895 - pyskl - INFO - Epoch [22][2700/3405] lr: 2.372e-02, eta: 2 days, 6:51:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9500, loss_cls: 4.4193, loss: 4.4193 +2025-06-23 22:09:23,401 - pyskl - INFO - Epoch [22][2800/3405] lr: 2.372e-02, eta: 2 days, 6:50:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9356, loss_cls: 4.4785, loss: 4.4785 +2025-06-23 22:10:07,945 - pyskl - INFO - Epoch [22][2900/3405] lr: 2.371e-02, eta: 2 days, 6:49:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9425, loss_cls: 4.5594, loss: 4.5594 +2025-06-23 22:10:52,375 - pyskl - INFO - Epoch [22][3000/3405] lr: 2.371e-02, eta: 2 days, 6:49:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9413, loss_cls: 4.5372, loss: 4.5372 +2025-06-23 22:11:36,816 - pyskl - INFO - Epoch [22][3100/3405] lr: 2.371e-02, eta: 2 days, 6:48:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9275, loss_cls: 4.5030, loss: 4.5030 +2025-06-23 22:12:21,506 - pyskl - INFO - Epoch [22][3200/3405] lr: 2.370e-02, eta: 2 days, 6:47:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9494, loss_cls: 4.4748, loss: 4.4748 +2025-06-23 22:13:06,021 - pyskl - INFO - Epoch [22][3300/3405] lr: 2.370e-02, eta: 2 days, 6:46:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9494, loss_cls: 4.5088, loss: 4.5088 +2025-06-23 22:13:50,612 - pyskl - INFO - Epoch [22][3400/3405] lr: 2.370e-02, eta: 2 days, 6:45:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9437, loss_cls: 4.4885, loss: 4.4885 +2025-06-23 22:13:53,206 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-06-23 22:17:53,444 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 22:17:54,041 - pyskl - INFO - +top1_acc 0.6869 +top5_acc 0.9177 +2025-06-23 22:17:54,063 - pyskl - INFO - Epoch(val) [22][3718] top1_acc: 0.6869, top5_acc: 0.9177 +2025-06-23 22:19:01,161 - pyskl - INFO - Epoch [23][100/3405] lr: 2.369e-02, eta: 2 days, 6:46:56, time: 0.671, data_time: 0.224, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9431, loss_cls: 4.5013, loss: 4.5013 +2025-06-23 22:19:45,789 - pyskl - INFO - Epoch [23][200/3405] lr: 2.369e-02, eta: 2 days, 6:46:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9519, loss_cls: 4.3807, loss: 4.3807 +2025-06-23 22:20:30,731 - pyskl - INFO - Epoch [23][300/3405] lr: 2.369e-02, eta: 2 days, 6:45:20, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9463, loss_cls: 4.2959, loss: 4.2959 +2025-06-23 22:21:15,442 - pyskl - INFO - Epoch [23][400/3405] lr: 2.368e-02, eta: 2 days, 6:44:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9487, loss_cls: 4.3973, loss: 4.3973 +2025-06-23 22:21:59,973 - pyskl - INFO - Epoch [23][500/3405] lr: 2.368e-02, eta: 2 days, 6:43:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9513, loss_cls: 4.2595, loss: 4.2595 +2025-06-23 22:22:44,571 - pyskl - INFO - Epoch [23][600/3405] lr: 2.368e-02, eta: 2 days, 6:42:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9500, loss_cls: 4.3077, loss: 4.3077 +2025-06-23 22:23:29,151 - pyskl - INFO - Epoch [23][700/3405] lr: 2.367e-02, eta: 2 days, 6:42:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9481, loss_cls: 4.4133, loss: 4.4133 +2025-06-23 22:24:13,757 - pyskl - INFO - Epoch [23][800/3405] lr: 2.367e-02, eta: 2 days, 6:41:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9413, loss_cls: 4.3753, loss: 4.3753 +2025-06-23 22:24:58,307 - pyskl - INFO - Epoch [23][900/3405] lr: 2.367e-02, eta: 2 days, 6:40:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9506, loss_cls: 4.4072, loss: 4.4072 +2025-06-23 22:25:42,834 - pyskl - INFO - Epoch [23][1000/3405] lr: 2.366e-02, eta: 2 days, 6:39:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9437, loss_cls: 4.4317, loss: 4.4317 +2025-06-23 22:26:27,361 - pyskl - INFO - Epoch [23][1100/3405] lr: 2.366e-02, eta: 2 days, 6:38:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9413, loss_cls: 4.5272, loss: 4.5272 +2025-06-23 22:27:11,954 - pyskl - INFO - Epoch [23][1200/3405] lr: 2.366e-02, eta: 2 days, 6:37:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9469, loss_cls: 4.3286, loss: 4.3286 +2025-06-23 22:27:56,502 - pyskl - INFO - Epoch [23][1300/3405] lr: 2.365e-02, eta: 2 days, 6:37:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9581, loss_cls: 4.3130, loss: 4.3130 +2025-06-23 22:28:40,976 - pyskl - INFO - Epoch [23][1400/3405] lr: 2.365e-02, eta: 2 days, 6:36:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9375, loss_cls: 4.5827, loss: 4.5827 +2025-06-23 22:29:25,472 - pyskl - INFO - Epoch [23][1500/3405] lr: 2.364e-02, eta: 2 days, 6:35:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9419, loss_cls: 4.5640, loss: 4.5640 +2025-06-23 22:30:10,178 - pyskl - INFO - Epoch [23][1600/3405] lr: 2.364e-02, eta: 2 days, 6:34:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9456, loss_cls: 4.3094, loss: 4.3094 +2025-06-23 22:30:54,732 - pyskl - INFO - Epoch [23][1700/3405] lr: 2.364e-02, eta: 2 days, 6:33:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9431, loss_cls: 4.3694, loss: 4.3694 +2025-06-23 22:31:39,422 - pyskl - INFO - Epoch [23][1800/3405] lr: 2.363e-02, eta: 2 days, 6:33:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9487, loss_cls: 4.4348, loss: 4.4348 +2025-06-23 22:32:24,003 - pyskl - INFO - Epoch [23][1900/3405] lr: 2.363e-02, eta: 2 days, 6:32:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9600, loss_cls: 4.4452, loss: 4.4452 +2025-06-23 22:33:08,706 - pyskl - INFO - Epoch [23][2000/3405] lr: 2.363e-02, eta: 2 days, 6:31:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9463, loss_cls: 4.4687, loss: 4.4687 +2025-06-23 22:33:53,399 - pyskl - INFO - Epoch [23][2100/3405] lr: 2.362e-02, eta: 2 days, 6:30:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9463, loss_cls: 4.3462, loss: 4.3462 +2025-06-23 22:34:37,971 - pyskl - INFO - Epoch [23][2200/3405] lr: 2.362e-02, eta: 2 days, 6:29:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9375, loss_cls: 4.5196, loss: 4.5196 +2025-06-23 22:35:22,538 - pyskl - INFO - Epoch [23][2300/3405] lr: 2.362e-02, eta: 2 days, 6:29:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9450, loss_cls: 4.4922, loss: 4.4922 +2025-06-23 22:36:07,078 - pyskl - INFO - Epoch [23][2400/3405] lr: 2.361e-02, eta: 2 days, 6:28:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9337, loss_cls: 4.7821, loss: 4.7821 +2025-06-23 22:36:51,656 - pyskl - INFO - Epoch [23][2500/3405] lr: 2.361e-02, eta: 2 days, 6:27:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9506, loss_cls: 4.3891, loss: 4.3891 +2025-06-23 22:37:36,233 - pyskl - INFO - Epoch [23][2600/3405] lr: 2.361e-02, eta: 2 days, 6:26:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9475, loss_cls: 4.3660, loss: 4.3660 +2025-06-23 22:38:20,858 - pyskl - INFO - Epoch [23][2700/3405] lr: 2.360e-02, eta: 2 days, 6:25:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9350, loss_cls: 4.5987, loss: 4.5987 +2025-06-23 22:39:05,477 - pyskl - INFO - Epoch [23][2800/3405] lr: 2.360e-02, eta: 2 days, 6:24:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9456, loss_cls: 4.5611, loss: 4.5611 +2025-06-23 22:39:50,176 - pyskl - INFO - Epoch [23][2900/3405] lr: 2.360e-02, eta: 2 days, 6:24:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9537, loss_cls: 4.5243, loss: 4.5243 +2025-06-23 22:40:34,721 - pyskl - INFO - Epoch [23][3000/3405] lr: 2.359e-02, eta: 2 days, 6:23:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9537, loss_cls: 4.3685, loss: 4.3685 +2025-06-23 22:41:19,314 - pyskl - INFO - Epoch [23][3100/3405] lr: 2.359e-02, eta: 2 days, 6:22:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 4.2615, loss: 4.2615 +2025-06-23 22:42:03,942 - pyskl - INFO - Epoch [23][3200/3405] lr: 2.358e-02, eta: 2 days, 6:21:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9556, loss_cls: 4.4139, loss: 4.4139 +2025-06-23 22:42:48,497 - pyskl - INFO - Epoch [23][3300/3405] lr: 2.358e-02, eta: 2 days, 6:20:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9469, loss_cls: 4.4581, loss: 4.4581 +2025-06-23 22:43:33,051 - pyskl - INFO - Epoch [23][3400/3405] lr: 2.358e-02, eta: 2 days, 6:20:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9475, loss_cls: 4.4829, loss: 4.4829 +2025-06-23 22:43:35,594 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-06-23 22:47:36,369 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 22:47:36,930 - pyskl - INFO - +top1_acc 0.7070 +top5_acc 0.9338 +2025-06-23 22:47:36,954 - pyskl - INFO - Epoch(val) [23][3718] top1_acc: 0.7070, top5_acc: 0.9338 +2025-06-23 22:48:44,791 - pyskl - INFO - Epoch [24][100/3405] lr: 2.357e-02, eta: 2 days, 6:21:07, time: 0.678, data_time: 0.231, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9587, loss_cls: 4.2648, loss: 4.2648 +2025-06-23 22:49:29,517 - pyskl - INFO - Epoch [24][200/3405] lr: 2.357e-02, eta: 2 days, 6:20:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9469, loss_cls: 4.2863, loss: 4.2863 +2025-06-23 22:50:14,204 - pyskl - INFO - Epoch [24][300/3405] lr: 2.357e-02, eta: 2 days, 6:19:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9481, loss_cls: 4.2906, loss: 4.2906 +2025-06-23 22:50:58,965 - pyskl - INFO - Epoch [24][400/3405] lr: 2.356e-02, eta: 2 days, 6:18:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9513, loss_cls: 4.3533, loss: 4.3533 +2025-06-23 22:51:43,554 - pyskl - INFO - Epoch [24][500/3405] lr: 2.356e-02, eta: 2 days, 6:17:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9450, loss_cls: 4.4800, loss: 4.4800 +2025-06-23 22:52:28,017 - pyskl - INFO - Epoch [24][600/3405] lr: 2.356e-02, eta: 2 days, 6:17:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 4.3922, loss: 4.3922 +2025-06-23 22:53:12,298 - pyskl - INFO - Epoch [24][700/3405] lr: 2.355e-02, eta: 2 days, 6:16:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9494, loss_cls: 4.3658, loss: 4.3658 +2025-06-23 22:53:56,814 - pyskl - INFO - Epoch [24][800/3405] lr: 2.355e-02, eta: 2 days, 6:15:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9569, loss_cls: 4.3601, loss: 4.3601 +2025-06-23 22:54:41,364 - pyskl - INFO - Epoch [24][900/3405] lr: 2.355e-02, eta: 2 days, 6:14:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9406, loss_cls: 4.4812, loss: 4.4812 +2025-06-23 22:55:25,911 - pyskl - INFO - Epoch [24][1000/3405] lr: 2.354e-02, eta: 2 days, 6:13:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9513, loss_cls: 4.3902, loss: 4.3902 +2025-06-23 22:56:10,462 - pyskl - INFO - Epoch [24][1100/3405] lr: 2.354e-02, eta: 2 days, 6:12:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9587, loss_cls: 4.3112, loss: 4.3112 +2025-06-23 22:56:54,927 - pyskl - INFO - Epoch [24][1200/3405] lr: 2.353e-02, eta: 2 days, 6:12:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9469, loss_cls: 4.3989, loss: 4.3989 +2025-06-23 22:57:39,455 - pyskl - INFO - Epoch [24][1300/3405] lr: 2.353e-02, eta: 2 days, 6:11:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9413, loss_cls: 4.4217, loss: 4.4217 +2025-06-23 22:58:24,041 - pyskl - INFO - Epoch [24][1400/3405] lr: 2.353e-02, eta: 2 days, 6:10:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9463, loss_cls: 4.4039, loss: 4.4039 +2025-06-23 22:59:08,598 - pyskl - INFO - Epoch [24][1500/3405] lr: 2.352e-02, eta: 2 days, 6:09:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9413, loss_cls: 4.3617, loss: 4.3617 +2025-06-23 22:59:53,190 - pyskl - INFO - Epoch [24][1600/3405] lr: 2.352e-02, eta: 2 days, 6:08:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9456, loss_cls: 4.3395, loss: 4.3395 +2025-06-23 23:00:37,762 - pyskl - INFO - Epoch [24][1700/3405] lr: 2.352e-02, eta: 2 days, 6:08:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9419, loss_cls: 4.4021, loss: 4.4021 +2025-06-23 23:01:22,359 - pyskl - INFO - Epoch [24][1800/3405] lr: 2.351e-02, eta: 2 days, 6:07:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9525, loss_cls: 4.3782, loss: 4.3782 +2025-06-23 23:02:07,018 - pyskl - INFO - Epoch [24][1900/3405] lr: 2.351e-02, eta: 2 days, 6:06:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9463, loss_cls: 4.4701, loss: 4.4701 +2025-06-23 23:02:51,690 - pyskl - INFO - Epoch [24][2000/3405] lr: 2.351e-02, eta: 2 days, 6:05:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9481, loss_cls: 4.4331, loss: 4.4331 +2025-06-23 23:03:36,189 - pyskl - INFO - Epoch [24][2100/3405] lr: 2.350e-02, eta: 2 days, 6:04:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9450, loss_cls: 4.5350, loss: 4.5350 +2025-06-23 23:04:20,804 - pyskl - INFO - Epoch [24][2200/3405] lr: 2.350e-02, eta: 2 days, 6:04:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9431, loss_cls: 4.3841, loss: 4.3841 +2025-06-23 23:05:05,271 - pyskl - INFO - Epoch [24][2300/3405] lr: 2.349e-02, eta: 2 days, 6:03:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9519, loss_cls: 4.3851, loss: 4.3851 +2025-06-23 23:05:49,795 - pyskl - INFO - Epoch [24][2400/3405] lr: 2.349e-02, eta: 2 days, 6:02:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9394, loss_cls: 4.4779, loss: 4.4779 +2025-06-23 23:06:34,309 - pyskl - INFO - Epoch [24][2500/3405] lr: 2.349e-02, eta: 2 days, 6:01:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9437, loss_cls: 4.5098, loss: 4.5098 +2025-06-23 23:07:18,808 - pyskl - INFO - Epoch [24][2600/3405] lr: 2.348e-02, eta: 2 days, 6:00:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9381, loss_cls: 4.4660, loss: 4.4660 +2025-06-23 23:08:03,442 - pyskl - INFO - Epoch [24][2700/3405] lr: 2.348e-02, eta: 2 days, 5:59:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9444, loss_cls: 4.4869, loss: 4.4869 +2025-06-23 23:08:48,225 - pyskl - INFO - Epoch [24][2800/3405] lr: 2.348e-02, eta: 2 days, 5:59:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9444, loss_cls: 4.5499, loss: 4.5499 +2025-06-23 23:09:32,927 - pyskl - INFO - Epoch [24][2900/3405] lr: 2.347e-02, eta: 2 days, 5:58:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9506, loss_cls: 4.5025, loss: 4.5025 +2025-06-23 23:10:17,622 - pyskl - INFO - Epoch [24][3000/3405] lr: 2.347e-02, eta: 2 days, 5:57:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9594, loss_cls: 4.3861, loss: 4.3861 +2025-06-23 23:11:02,331 - pyskl - INFO - Epoch [24][3100/3405] lr: 2.347e-02, eta: 2 days, 5:56:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9381, loss_cls: 4.4752, loss: 4.4752 +2025-06-23 23:11:47,102 - pyskl - INFO - Epoch [24][3200/3405] lr: 2.346e-02, eta: 2 days, 5:55:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9437, loss_cls: 4.5479, loss: 4.5479 +2025-06-23 23:12:31,918 - pyskl - INFO - Epoch [24][3300/3405] lr: 2.346e-02, eta: 2 days, 5:55:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9481, loss_cls: 4.4118, loss: 4.4118 +2025-06-23 23:13:16,652 - pyskl - INFO - Epoch [24][3400/3405] lr: 2.345e-02, eta: 2 days, 5:54:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9375, loss_cls: 4.5995, loss: 4.5995 +2025-06-23 23:13:19,219 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-06-23 23:17:19,939 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 23:17:20,523 - pyskl - INFO - +top1_acc 0.6875 +top5_acc 0.9212 +2025-06-23 23:17:20,545 - pyskl - INFO - Epoch(val) [24][3718] top1_acc: 0.6875, top5_acc: 0.9212 +2025-06-23 23:18:28,429 - pyskl - INFO - Epoch [25][100/3405] lr: 2.345e-02, eta: 2 days, 5:55:19, time: 0.679, data_time: 0.232, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9537, loss_cls: 4.3340, loss: 4.3340 +2025-06-23 23:19:13,191 - pyskl - INFO - Epoch [25][200/3405] lr: 2.345e-02, eta: 2 days, 5:54:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9556, loss_cls: 4.1246, loss: 4.1246 +2025-06-23 23:19:57,868 - pyskl - INFO - Epoch [25][300/3405] lr: 2.344e-02, eta: 2 days, 5:53:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9575, loss_cls: 4.3074, loss: 4.3074 +2025-06-23 23:20:42,568 - pyskl - INFO - Epoch [25][400/3405] lr: 2.344e-02, eta: 2 days, 5:52:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9475, loss_cls: 4.3856, loss: 4.3856 +2025-06-23 23:21:27,269 - pyskl - INFO - Epoch [25][500/3405] lr: 2.344e-02, eta: 2 days, 5:52:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9537, loss_cls: 4.3640, loss: 4.3640 +2025-06-23 23:22:11,870 - pyskl - INFO - Epoch [25][600/3405] lr: 2.343e-02, eta: 2 days, 5:51:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9525, loss_cls: 4.3971, loss: 4.3971 +2025-06-23 23:22:56,534 - pyskl - INFO - Epoch [25][700/3405] lr: 2.343e-02, eta: 2 days, 5:50:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9575, loss_cls: 4.2518, loss: 4.2518 +2025-06-23 23:23:41,117 - pyskl - INFO - Epoch [25][800/3405] lr: 2.342e-02, eta: 2 days, 5:49:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9419, loss_cls: 4.4169, loss: 4.4169 +2025-06-23 23:24:25,659 - pyskl - INFO - Epoch [25][900/3405] lr: 2.342e-02, eta: 2 days, 5:48:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9400, loss_cls: 4.4267, loss: 4.4267 +2025-06-23 23:25:10,312 - pyskl - INFO - Epoch [25][1000/3405] lr: 2.342e-02, eta: 2 days, 5:48:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9469, loss_cls: 4.3080, loss: 4.3080 +2025-06-23 23:25:54,934 - pyskl - INFO - Epoch [25][1100/3405] lr: 2.341e-02, eta: 2 days, 5:47:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9531, loss_cls: 4.2899, loss: 4.2899 +2025-06-23 23:26:39,500 - pyskl - INFO - Epoch [25][1200/3405] lr: 2.341e-02, eta: 2 days, 5:46:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9463, loss_cls: 4.5473, loss: 4.5473 +2025-06-23 23:27:24,130 - pyskl - INFO - Epoch [25][1300/3405] lr: 2.341e-02, eta: 2 days, 5:45:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9463, loss_cls: 4.4320, loss: 4.4320 +2025-06-23 23:28:08,788 - pyskl - INFO - Epoch [25][1400/3405] lr: 2.340e-02, eta: 2 days, 5:44:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9519, loss_cls: 4.1973, loss: 4.1973 +2025-06-23 23:28:53,549 - pyskl - INFO - Epoch [25][1500/3405] lr: 2.340e-02, eta: 2 days, 5:44:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9325, loss_cls: 4.4170, loss: 4.4170 +2025-06-23 23:29:38,184 - pyskl - INFO - Epoch [25][1600/3405] lr: 2.339e-02, eta: 2 days, 5:43:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9537, loss_cls: 4.4040, loss: 4.4040 +2025-06-23 23:30:22,752 - pyskl - INFO - Epoch [25][1700/3405] lr: 2.339e-02, eta: 2 days, 5:42:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9575, loss_cls: 4.2918, loss: 4.2918 +2025-06-23 23:31:07,483 - pyskl - INFO - Epoch [25][1800/3405] lr: 2.339e-02, eta: 2 days, 5:41:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 4.3477, loss: 4.3477 +2025-06-23 23:31:52,156 - pyskl - INFO - Epoch [25][1900/3405] lr: 2.338e-02, eta: 2 days, 5:40:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9537, loss_cls: 4.3235, loss: 4.3235 +2025-06-23 23:32:36,746 - pyskl - INFO - Epoch [25][2000/3405] lr: 2.338e-02, eta: 2 days, 5:40:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9437, loss_cls: 4.4236, loss: 4.4236 +2025-06-23 23:33:21,412 - pyskl - INFO - Epoch [25][2100/3405] lr: 2.338e-02, eta: 2 days, 5:39:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9444, loss_cls: 4.4232, loss: 4.4232 +2025-06-23 23:34:06,131 - pyskl - INFO - Epoch [25][2200/3405] lr: 2.337e-02, eta: 2 days, 5:38:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9469, loss_cls: 4.4880, loss: 4.4880 +2025-06-23 23:34:50,883 - pyskl - INFO - Epoch [25][2300/3405] lr: 2.337e-02, eta: 2 days, 5:37:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9331, loss_cls: 4.3711, loss: 4.3711 +2025-06-23 23:35:35,535 - pyskl - INFO - Epoch [25][2400/3405] lr: 2.336e-02, eta: 2 days, 5:36:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9363, loss_cls: 4.4909, loss: 4.4909 +2025-06-23 23:36:20,254 - pyskl - INFO - Epoch [25][2500/3405] lr: 2.336e-02, eta: 2 days, 5:36:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9350, loss_cls: 4.4897, loss: 4.4897 +2025-06-23 23:37:04,853 - pyskl - INFO - Epoch [25][2600/3405] lr: 2.336e-02, eta: 2 days, 5:35:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9463, loss_cls: 4.3284, loss: 4.3284 +2025-06-23 23:37:49,462 - pyskl - INFO - Epoch [25][2700/3405] lr: 2.335e-02, eta: 2 days, 5:34:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9375, loss_cls: 4.4438, loss: 4.4438 +2025-06-23 23:38:34,073 - pyskl - INFO - Epoch [25][2800/3405] lr: 2.335e-02, eta: 2 days, 5:33:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9400, loss_cls: 4.4320, loss: 4.4320 +2025-06-23 23:39:18,634 - pyskl - INFO - Epoch [25][2900/3405] lr: 2.334e-02, eta: 2 days, 5:32:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9375, loss_cls: 4.4640, loss: 4.4640 +2025-06-23 23:40:03,113 - pyskl - INFO - Epoch [25][3000/3405] lr: 2.334e-02, eta: 2 days, 5:31:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9487, loss_cls: 4.4587, loss: 4.4587 +2025-06-23 23:40:47,692 - pyskl - INFO - Epoch [25][3100/3405] lr: 2.334e-02, eta: 2 days, 5:31:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9500, loss_cls: 4.3535, loss: 4.3535 +2025-06-23 23:41:33,030 - pyskl - INFO - Epoch [25][3200/3405] lr: 2.333e-02, eta: 2 days, 5:30:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9437, loss_cls: 4.4364, loss: 4.4364 +2025-06-23 23:42:18,289 - pyskl - INFO - Epoch [25][3300/3405] lr: 2.333e-02, eta: 2 days, 5:29:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9481, loss_cls: 4.4039, loss: 4.4039 +2025-06-23 23:43:03,601 - pyskl - INFO - Epoch [25][3400/3405] lr: 2.333e-02, eta: 2 days, 5:28:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9569, loss_cls: 4.3478, loss: 4.3478 +2025-06-23 23:43:06,202 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-06-24 00:01:30,611 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 00:01:31,191 - pyskl - INFO - +top1_acc 0.6821 +top5_acc 0.9164 +2025-06-24 00:01:31,230 - pyskl - INFO - Epoch(val) [25][3718] top1_acc: 0.6821, top5_acc: 0.9164 +2025-06-24 00:02:40,385 - pyskl - INFO - Epoch [26][100/3405] lr: 2.332e-02, eta: 2 days, 5:29:55, time: 0.691, data_time: 0.243, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9500, loss_cls: 4.2872, loss: 4.2872 +2025-06-24 00:03:25,005 - pyskl - INFO - Epoch [26][200/3405] lr: 2.332e-02, eta: 2 days, 5:29:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9537, loss_cls: 4.4033, loss: 4.4033 +2025-06-24 00:04:09,536 - pyskl - INFO - Epoch [26][300/3405] lr: 2.331e-02, eta: 2 days, 5:28:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9519, loss_cls: 4.3920, loss: 4.3920 +2025-06-24 00:04:54,142 - pyskl - INFO - Epoch [26][400/3405] lr: 2.331e-02, eta: 2 days, 5:27:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9463, loss_cls: 4.2855, loss: 4.2855 +2025-06-24 00:05:38,781 - pyskl - INFO - Epoch [26][500/3405] lr: 2.331e-02, eta: 2 days, 5:26:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9537, loss_cls: 4.3069, loss: 4.3069 +2025-06-24 00:06:23,618 - pyskl - INFO - Epoch [26][600/3405] lr: 2.330e-02, eta: 2 days, 5:25:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9431, loss_cls: 4.3793, loss: 4.3793 +2025-06-24 00:07:08,499 - pyskl - INFO - Epoch [26][700/3405] lr: 2.330e-02, eta: 2 days, 5:25:06, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9569, loss_cls: 4.4064, loss: 4.4064 +2025-06-24 00:07:53,194 - pyskl - INFO - Epoch [26][800/3405] lr: 2.329e-02, eta: 2 days, 5:24:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9437, loss_cls: 4.5589, loss: 4.5589 +2025-06-24 00:08:37,873 - pyskl - INFO - Epoch [26][900/3405] lr: 2.329e-02, eta: 2 days, 5:23:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9569, loss_cls: 4.3174, loss: 4.3174 +2025-06-24 00:09:22,415 - pyskl - INFO - Epoch [26][1000/3405] lr: 2.329e-02, eta: 2 days, 5:22:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9369, loss_cls: 4.3097, loss: 4.3097 +2025-06-24 00:10:07,030 - pyskl - INFO - Epoch [26][1100/3405] lr: 2.328e-02, eta: 2 days, 5:21:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9481, loss_cls: 4.3820, loss: 4.3820 +2025-06-24 00:10:51,742 - pyskl - INFO - Epoch [26][1200/3405] lr: 2.328e-02, eta: 2 days, 5:21:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9444, loss_cls: 4.5430, loss: 4.5430 +2025-06-24 00:11:36,354 - pyskl - INFO - Epoch [26][1300/3405] lr: 2.328e-02, eta: 2 days, 5:20:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9587, loss_cls: 4.3149, loss: 4.3149 +2025-06-24 00:12:20,959 - pyskl - INFO - Epoch [26][1400/3405] lr: 2.327e-02, eta: 2 days, 5:19:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9431, loss_cls: 4.4997, loss: 4.4997 +2025-06-24 00:13:05,403 - pyskl - INFO - Epoch [26][1500/3405] lr: 2.327e-02, eta: 2 days, 5:18:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9587, loss_cls: 4.3495, loss: 4.3495 +2025-06-24 00:13:49,875 - pyskl - INFO - Epoch [26][1600/3405] lr: 2.326e-02, eta: 2 days, 5:17:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9494, loss_cls: 4.4030, loss: 4.4030 +2025-06-24 00:14:34,242 - pyskl - INFO - Epoch [26][1700/3405] lr: 2.326e-02, eta: 2 days, 5:17:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9544, loss_cls: 4.3335, loss: 4.3335 +2025-06-24 00:15:18,741 - pyskl - INFO - Epoch [26][1800/3405] lr: 2.326e-02, eta: 2 days, 5:16:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9437, loss_cls: 4.4058, loss: 4.4058 +2025-06-24 00:16:03,219 - pyskl - INFO - Epoch [26][1900/3405] lr: 2.325e-02, eta: 2 days, 5:15:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9387, loss_cls: 4.4615, loss: 4.4615 +2025-06-24 00:16:47,741 - pyskl - INFO - Epoch [26][2000/3405] lr: 2.325e-02, eta: 2 days, 5:14:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9481, loss_cls: 4.5502, loss: 4.5502 +2025-06-24 00:17:32,208 - pyskl - INFO - Epoch [26][2100/3405] lr: 2.324e-02, eta: 2 days, 5:13:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9369, loss_cls: 4.4093, loss: 4.4093 +2025-06-24 00:18:16,781 - pyskl - INFO - Epoch [26][2200/3405] lr: 2.324e-02, eta: 2 days, 5:12:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9519, loss_cls: 4.3956, loss: 4.3956 +2025-06-24 00:19:01,406 - pyskl - INFO - Epoch [26][2300/3405] lr: 2.324e-02, eta: 2 days, 5:12:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9513, loss_cls: 4.3439, loss: 4.3439 +2025-06-24 00:19:46,085 - pyskl - INFO - Epoch [26][2400/3405] lr: 2.323e-02, eta: 2 days, 5:11:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9481, loss_cls: 4.4133, loss: 4.4133 +2025-06-24 00:20:30,866 - pyskl - INFO - Epoch [26][2500/3405] lr: 2.323e-02, eta: 2 days, 5:10:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9494, loss_cls: 4.4233, loss: 4.4233 +2025-06-24 00:21:15,643 - pyskl - INFO - Epoch [26][2600/3405] lr: 2.322e-02, eta: 2 days, 5:09:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9569, loss_cls: 4.3427, loss: 4.3427 +2025-06-24 00:22:00,247 - pyskl - INFO - Epoch [26][2700/3405] lr: 2.322e-02, eta: 2 days, 5:08:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9494, loss_cls: 4.2441, loss: 4.2441 +2025-06-24 00:22:44,802 - pyskl - INFO - Epoch [26][2800/3405] lr: 2.322e-02, eta: 2 days, 5:08:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9469, loss_cls: 4.4117, loss: 4.4117 +2025-06-24 00:23:29,349 - pyskl - INFO - Epoch [26][2900/3405] lr: 2.321e-02, eta: 2 days, 5:07:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9431, loss_cls: 4.2528, loss: 4.2528 +2025-06-24 00:24:13,857 - pyskl - INFO - Epoch [26][3000/3405] lr: 2.321e-02, eta: 2 days, 5:06:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9487, loss_cls: 4.4749, loss: 4.4749 +2025-06-24 00:24:58,421 - pyskl - INFO - Epoch [26][3100/3405] lr: 2.320e-02, eta: 2 days, 5:05:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9387, loss_cls: 4.4397, loss: 4.4397 +2025-06-24 00:25:43,004 - pyskl - INFO - Epoch [26][3200/3405] lr: 2.320e-02, eta: 2 days, 5:04:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9506, loss_cls: 4.3378, loss: 4.3378 +2025-06-24 00:26:27,480 - pyskl - INFO - Epoch [26][3300/3405] lr: 2.320e-02, eta: 2 days, 5:04:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9419, loss_cls: 4.4177, loss: 4.4177 +2025-06-24 00:27:12,091 - pyskl - INFO - Epoch [26][3400/3405] lr: 2.319e-02, eta: 2 days, 5:03:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9487, loss_cls: 4.2481, loss: 4.2481 +2025-06-24 00:27:14,642 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-06-24 00:31:13,603 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 00:31:14,218 - pyskl - INFO - +top1_acc 0.7301 +top5_acc 0.9363 +2025-06-24 00:31:14,271 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_20.pth was removed +2025-06-24 00:31:15,310 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. +2025-06-24 00:31:15,311 - pyskl - INFO - Best top1_acc is 0.7301 at 26 epoch. +2025-06-24 00:31:15,335 - pyskl - INFO - Epoch(val) [26][3718] top1_acc: 0.7301, top5_acc: 0.9363 +2025-06-24 00:32:24,215 - pyskl - INFO - Epoch [27][100/3405] lr: 2.319e-02, eta: 2 days, 5:04:11, time: 0.689, data_time: 0.240, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 4.3103, loss: 4.3103 +2025-06-24 00:33:09,129 - pyskl - INFO - Epoch [27][200/3405] lr: 2.318e-02, eta: 2 days, 5:03:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9531, loss_cls: 4.1807, loss: 4.1807 +2025-06-24 00:33:53,949 - pyskl - INFO - Epoch [27][300/3405] lr: 2.318e-02, eta: 2 days, 5:02:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9569, loss_cls: 4.3037, loss: 4.3037 +2025-06-24 00:34:38,838 - pyskl - INFO - Epoch [27][400/3405] lr: 2.318e-02, eta: 2 days, 5:01:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9587, loss_cls: 4.1815, loss: 4.1815 +2025-06-24 00:35:23,441 - pyskl - INFO - Epoch [27][500/3405] lr: 2.317e-02, eta: 2 days, 5:01:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 4.4031, loss: 4.4031 +2025-06-24 00:36:08,006 - pyskl - INFO - Epoch [27][600/3405] lr: 2.317e-02, eta: 2 days, 5:00:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9506, loss_cls: 4.2518, loss: 4.2518 +2025-06-24 00:36:52,488 - pyskl - INFO - Epoch [27][700/3405] lr: 2.316e-02, eta: 2 days, 4:59:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9581, loss_cls: 4.2884, loss: 4.2884 +2025-06-24 00:37:37,150 - pyskl - INFO - Epoch [27][800/3405] lr: 2.316e-02, eta: 2 days, 4:58:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9444, loss_cls: 4.3963, loss: 4.3963 +2025-06-24 00:38:21,775 - pyskl - INFO - Epoch [27][900/3405] lr: 2.316e-02, eta: 2 days, 4:57:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9544, loss_cls: 4.2111, loss: 4.2111 +2025-06-24 00:39:06,379 - pyskl - INFO - Epoch [27][1000/3405] lr: 2.315e-02, eta: 2 days, 4:56:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9387, loss_cls: 4.4528, loss: 4.4528 +2025-06-24 00:39:50,976 - pyskl - INFO - Epoch [27][1100/3405] lr: 2.315e-02, eta: 2 days, 4:56:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9531, loss_cls: 4.2969, loss: 4.2969 +2025-06-24 00:40:35,578 - pyskl - INFO - Epoch [27][1200/3405] lr: 2.314e-02, eta: 2 days, 4:55:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 4.3306, loss: 4.3306 +2025-06-24 00:41:20,156 - pyskl - INFO - Epoch [27][1300/3405] lr: 2.314e-02, eta: 2 days, 4:54:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9500, loss_cls: 4.3930, loss: 4.3930 +2025-06-24 00:42:04,806 - pyskl - INFO - Epoch [27][1400/3405] lr: 2.314e-02, eta: 2 days, 4:53:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9425, loss_cls: 4.3453, loss: 4.3453 +2025-06-24 00:42:49,417 - pyskl - INFO - Epoch [27][1500/3405] lr: 2.313e-02, eta: 2 days, 4:52:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9550, loss_cls: 4.3994, loss: 4.3994 +2025-06-24 00:43:34,135 - pyskl - INFO - Epoch [27][1600/3405] lr: 2.313e-02, eta: 2 days, 4:52:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9463, loss_cls: 4.3933, loss: 4.3933 +2025-06-24 00:44:18,719 - pyskl - INFO - Epoch [27][1700/3405] lr: 2.312e-02, eta: 2 days, 4:51:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9350, loss_cls: 4.4869, loss: 4.4869 +2025-06-24 00:45:03,391 - pyskl - INFO - Epoch [27][1800/3405] lr: 2.312e-02, eta: 2 days, 4:50:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9537, loss_cls: 4.2714, loss: 4.2714 +2025-06-24 00:45:48,020 - pyskl - INFO - Epoch [27][1900/3405] lr: 2.312e-02, eta: 2 days, 4:49:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9469, loss_cls: 4.4418, loss: 4.4418 +2025-06-24 00:46:32,666 - pyskl - INFO - Epoch [27][2000/3405] lr: 2.311e-02, eta: 2 days, 4:48:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9456, loss_cls: 4.3524, loss: 4.3524 +2025-06-24 00:47:17,337 - pyskl - INFO - Epoch [27][2100/3405] lr: 2.311e-02, eta: 2 days, 4:48:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9463, loss_cls: 4.3005, loss: 4.3005 +2025-06-24 00:48:01,940 - pyskl - INFO - Epoch [27][2200/3405] lr: 2.310e-02, eta: 2 days, 4:47:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9456, loss_cls: 4.3849, loss: 4.3849 +2025-06-24 00:48:46,519 - pyskl - INFO - Epoch [27][2300/3405] lr: 2.310e-02, eta: 2 days, 4:46:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9550, loss_cls: 4.2655, loss: 4.2655 +2025-06-24 00:49:31,091 - pyskl - INFO - Epoch [27][2400/3405] lr: 2.310e-02, eta: 2 days, 4:45:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9513, loss_cls: 4.3190, loss: 4.3190 +2025-06-24 00:50:15,776 - pyskl - INFO - Epoch [27][2500/3405] lr: 2.309e-02, eta: 2 days, 4:44:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9669, loss_cls: 4.2055, loss: 4.2055 +2025-06-24 00:51:00,350 - pyskl - INFO - Epoch [27][2600/3405] lr: 2.309e-02, eta: 2 days, 4:44:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9450, loss_cls: 4.4075, loss: 4.4075 +2025-06-24 00:51:44,981 - pyskl - INFO - Epoch [27][2700/3405] lr: 2.308e-02, eta: 2 days, 4:43:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9456, loss_cls: 4.3649, loss: 4.3649 +2025-06-24 00:52:29,537 - pyskl - INFO - Epoch [27][2800/3405] lr: 2.308e-02, eta: 2 days, 4:42:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9469, loss_cls: 4.4108, loss: 4.4108 +2025-06-24 00:53:14,180 - pyskl - INFO - Epoch [27][2900/3405] lr: 2.307e-02, eta: 2 days, 4:41:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9531, loss_cls: 4.3795, loss: 4.3795 +2025-06-24 00:53:58,747 - pyskl - INFO - Epoch [27][3000/3405] lr: 2.307e-02, eta: 2 days, 4:40:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9394, loss_cls: 4.5378, loss: 4.5378 +2025-06-24 00:54:43,370 - pyskl - INFO - Epoch [27][3100/3405] lr: 2.307e-02, eta: 2 days, 4:40:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9444, loss_cls: 4.4340, loss: 4.4340 +2025-06-24 00:55:27,944 - pyskl - INFO - Epoch [27][3200/3405] lr: 2.306e-02, eta: 2 days, 4:39:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9375, loss_cls: 4.5562, loss: 4.5562 +2025-06-24 00:56:12,534 - pyskl - INFO - Epoch [27][3300/3405] lr: 2.306e-02, eta: 2 days, 4:38:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9444, loss_cls: 4.4808, loss: 4.4808 +2025-06-24 00:56:57,230 - pyskl - INFO - Epoch [27][3400/3405] lr: 2.305e-02, eta: 2 days, 4:37:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9519, loss_cls: 4.4489, loss: 4.4489 +2025-06-24 00:56:59,950 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-06-24 01:00:59,100 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 01:00:59,788 - pyskl - INFO - +top1_acc 0.6983 +top5_acc 0.9282 +2025-06-24 01:00:59,808 - pyskl - INFO - Epoch(val) [27][3718] top1_acc: 0.6983, top5_acc: 0.9282 +2025-06-24 01:02:08,115 - pyskl - INFO - Epoch [28][100/3405] lr: 2.305e-02, eta: 2 days, 4:38:31, time: 0.683, data_time: 0.235, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 4.2751, loss: 4.2751 +2025-06-24 01:02:52,887 - pyskl - INFO - Epoch [28][200/3405] lr: 2.305e-02, eta: 2 days, 4:37:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9594, loss_cls: 4.3039, loss: 4.3039 +2025-06-24 01:03:37,493 - pyskl - INFO - Epoch [28][300/3405] lr: 2.304e-02, eta: 2 days, 4:36:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9569, loss_cls: 4.2941, loss: 4.2941 +2025-06-24 01:04:22,149 - pyskl - INFO - Epoch [28][400/3405] lr: 2.304e-02, eta: 2 days, 4:36:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9625, loss_cls: 4.4004, loss: 4.4004 +2025-06-24 01:05:06,867 - pyskl - INFO - Epoch [28][500/3405] lr: 2.303e-02, eta: 2 days, 4:35:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9556, loss_cls: 4.2897, loss: 4.2897 +2025-06-24 01:05:51,578 - pyskl - INFO - Epoch [28][600/3405] lr: 2.303e-02, eta: 2 days, 4:34:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9531, loss_cls: 4.1839, loss: 4.1839 +2025-06-24 01:06:36,143 - pyskl - INFO - Epoch [28][700/3405] lr: 2.303e-02, eta: 2 days, 4:33:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9400, loss_cls: 4.4614, loss: 4.4614 +2025-06-24 01:07:20,692 - pyskl - INFO - Epoch [28][800/3405] lr: 2.302e-02, eta: 2 days, 4:32:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9450, loss_cls: 4.4190, loss: 4.4190 +2025-06-24 01:08:05,247 - pyskl - INFO - Epoch [28][900/3405] lr: 2.302e-02, eta: 2 days, 4:32:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9506, loss_cls: 4.3049, loss: 4.3049 +2025-06-24 01:08:49,807 - pyskl - INFO - Epoch [28][1000/3405] lr: 2.301e-02, eta: 2 days, 4:31:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9494, loss_cls: 4.3353, loss: 4.3353 +2025-06-24 01:09:34,389 - pyskl - INFO - Epoch [28][1100/3405] lr: 2.301e-02, eta: 2 days, 4:30:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 4.3468, loss: 4.3468 +2025-06-24 01:10:18,933 - pyskl - INFO - Epoch [28][1200/3405] lr: 2.300e-02, eta: 2 days, 4:29:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9513, loss_cls: 4.3370, loss: 4.3370 +2025-06-24 01:11:03,558 - pyskl - INFO - Epoch [28][1300/3405] lr: 2.300e-02, eta: 2 days, 4:28:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 4.3724, loss: 4.3724 +2025-06-24 01:11:48,317 - pyskl - INFO - Epoch [28][1400/3405] lr: 2.300e-02, eta: 2 days, 4:28:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 4.3037, loss: 4.3037 +2025-06-24 01:12:33,135 - pyskl - INFO - Epoch [28][1500/3405] lr: 2.299e-02, eta: 2 days, 4:27:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9400, loss_cls: 4.3598, loss: 4.3598 +2025-06-24 01:13:17,717 - pyskl - INFO - Epoch [28][1600/3405] lr: 2.299e-02, eta: 2 days, 4:26:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9544, loss_cls: 4.1641, loss: 4.1641 +2025-06-24 01:14:02,294 - pyskl - INFO - Epoch [28][1700/3405] lr: 2.298e-02, eta: 2 days, 4:25:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 4.3650, loss: 4.3650 +2025-06-24 01:14:46,923 - pyskl - INFO - Epoch [28][1800/3405] lr: 2.298e-02, eta: 2 days, 4:24:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9481, loss_cls: 4.4462, loss: 4.4462 +2025-06-24 01:15:31,357 - pyskl - INFO - Epoch [28][1900/3405] lr: 2.298e-02, eta: 2 days, 4:24:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 4.1070, loss: 4.1070 +2025-06-24 01:16:15,888 - pyskl - INFO - Epoch [28][2000/3405] lr: 2.297e-02, eta: 2 days, 4:23:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9325, loss_cls: 4.5737, loss: 4.5737 +2025-06-24 01:17:00,573 - pyskl - INFO - Epoch [28][2100/3405] lr: 2.297e-02, eta: 2 days, 4:22:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9425, loss_cls: 4.3526, loss: 4.3526 +2025-06-24 01:17:45,276 - pyskl - INFO - Epoch [28][2200/3405] lr: 2.296e-02, eta: 2 days, 4:21:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9556, loss_cls: 4.2643, loss: 4.2643 +2025-06-24 01:18:29,930 - pyskl - INFO - Epoch [28][2300/3405] lr: 2.296e-02, eta: 2 days, 4:20:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 4.3358, loss: 4.3358 +2025-06-24 01:19:14,492 - pyskl - INFO - Epoch [28][2400/3405] lr: 2.295e-02, eta: 2 days, 4:20:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9463, loss_cls: 4.3367, loss: 4.3367 +2025-06-24 01:19:59,123 - pyskl - INFO - Epoch [28][2500/3405] lr: 2.295e-02, eta: 2 days, 4:19:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9513, loss_cls: 4.2720, loss: 4.2720 +2025-06-24 01:20:43,711 - pyskl - INFO - Epoch [28][2600/3405] lr: 2.295e-02, eta: 2 days, 4:18:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9494, loss_cls: 4.3801, loss: 4.3801 +2025-06-24 01:21:28,342 - pyskl - INFO - Epoch [28][2700/3405] lr: 2.294e-02, eta: 2 days, 4:17:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9419, loss_cls: 4.4472, loss: 4.4472 +2025-06-24 01:22:12,996 - pyskl - INFO - Epoch [28][2800/3405] lr: 2.294e-02, eta: 2 days, 4:16:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9513, loss_cls: 4.4648, loss: 4.4648 +2025-06-24 01:22:57,616 - pyskl - INFO - Epoch [28][2900/3405] lr: 2.293e-02, eta: 2 days, 4:16:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9506, loss_cls: 4.2738, loss: 4.2738 +2025-06-24 01:23:42,573 - pyskl - INFO - Epoch [28][3000/3405] lr: 2.293e-02, eta: 2 days, 4:15:19, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9413, loss_cls: 4.3138, loss: 4.3138 +2025-06-24 01:24:27,366 - pyskl - INFO - Epoch [28][3100/3405] lr: 2.292e-02, eta: 2 days, 4:14:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9500, loss_cls: 4.3407, loss: 4.3407 +2025-06-24 01:25:11,938 - pyskl - INFO - Epoch [28][3200/3405] lr: 2.292e-02, eta: 2 days, 4:13:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9550, loss_cls: 4.3890, loss: 4.3890 +2025-06-24 01:25:56,584 - pyskl - INFO - Epoch [28][3300/3405] lr: 2.292e-02, eta: 2 days, 4:12:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9469, loss_cls: 4.4005, loss: 4.4005 +2025-06-24 01:26:41,143 - pyskl - INFO - Epoch [28][3400/3405] lr: 2.291e-02, eta: 2 days, 4:12:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9600, loss_cls: 4.3054, loss: 4.3054 +2025-06-24 01:26:43,796 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-06-24 01:30:43,454 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 01:30:44,003 - pyskl - INFO - +top1_acc 0.7241 +top5_acc 0.9343 +2025-06-24 01:30:44,026 - pyskl - INFO - Epoch(val) [28][3718] top1_acc: 0.7241, top5_acc: 0.9343 +2025-06-24 01:31:51,718 - pyskl - INFO - Epoch [29][100/3405] lr: 2.291e-02, eta: 2 days, 4:12:48, time: 0.677, data_time: 0.232, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9587, loss_cls: 4.2754, loss: 4.2754 +2025-06-24 01:32:36,300 - pyskl - INFO - Epoch [29][200/3405] lr: 2.290e-02, eta: 2 days, 4:12:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 4.1784, loss: 4.1784 +2025-06-24 01:33:20,821 - pyskl - INFO - Epoch [29][300/3405] lr: 2.290e-02, eta: 2 days, 4:11:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9606, loss_cls: 4.2078, loss: 4.2078 +2025-06-24 01:34:05,195 - pyskl - INFO - Epoch [29][400/3405] lr: 2.289e-02, eta: 2 days, 4:10:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9525, loss_cls: 4.2092, loss: 4.2092 +2025-06-24 01:34:49,566 - pyskl - INFO - Epoch [29][500/3405] lr: 2.289e-02, eta: 2 days, 4:09:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9500, loss_cls: 4.2770, loss: 4.2770 +2025-06-24 01:35:33,835 - pyskl - INFO - Epoch [29][600/3405] lr: 2.289e-02, eta: 2 days, 4:08:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9569, loss_cls: 4.1835, loss: 4.1835 +2025-06-24 01:36:18,248 - pyskl - INFO - Epoch [29][700/3405] lr: 2.288e-02, eta: 2 days, 4:07:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 4.3630, loss: 4.3630 +2025-06-24 01:37:02,734 - pyskl - INFO - Epoch [29][800/3405] lr: 2.288e-02, eta: 2 days, 4:07:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 4.2276, loss: 4.2276 +2025-06-24 01:37:47,182 - pyskl - INFO - Epoch [29][900/3405] lr: 2.287e-02, eta: 2 days, 4:06:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 4.2190, loss: 4.2190 +2025-06-24 01:38:31,690 - pyskl - INFO - Epoch [29][1000/3405] lr: 2.287e-02, eta: 2 days, 4:05:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9550, loss_cls: 4.3232, loss: 4.3232 +2025-06-24 01:39:16,135 - pyskl - INFO - Epoch [29][1100/3405] lr: 2.286e-02, eta: 2 days, 4:04:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9587, loss_cls: 4.2603, loss: 4.2603 +2025-06-24 01:40:00,608 - pyskl - INFO - Epoch [29][1200/3405] lr: 2.286e-02, eta: 2 days, 4:03:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9456, loss_cls: 4.4203, loss: 4.4203 +2025-06-24 01:40:45,094 - pyskl - INFO - Epoch [29][1300/3405] lr: 2.286e-02, eta: 2 days, 4:03:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 4.1779, loss: 4.1779 +2025-06-24 01:41:29,755 - pyskl - INFO - Epoch [29][1400/3405] lr: 2.285e-02, eta: 2 days, 4:02:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9544, loss_cls: 4.2988, loss: 4.2988 +2025-06-24 01:42:14,506 - pyskl - INFO - Epoch [29][1500/3405] lr: 2.285e-02, eta: 2 days, 4:01:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9387, loss_cls: 4.3192, loss: 4.3192 +2025-06-24 01:42:59,099 - pyskl - INFO - Epoch [29][1600/3405] lr: 2.284e-02, eta: 2 days, 4:00:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 4.2251, loss: 4.2251 +2025-06-24 01:43:43,655 - pyskl - INFO - Epoch [29][1700/3405] lr: 2.284e-02, eta: 2 days, 3:59:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9419, loss_cls: 4.3555, loss: 4.3555 +2025-06-24 01:44:28,185 - pyskl - INFO - Epoch [29][1800/3405] lr: 2.283e-02, eta: 2 days, 3:59:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9513, loss_cls: 4.2511, loss: 4.2511 +2025-06-24 01:45:12,737 - pyskl - INFO - Epoch [29][1900/3405] lr: 2.283e-02, eta: 2 days, 3:58:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9463, loss_cls: 4.4681, loss: 4.4681 +2025-06-24 01:45:57,297 - pyskl - INFO - Epoch [29][2000/3405] lr: 2.283e-02, eta: 2 days, 3:57:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9587, loss_cls: 4.2747, loss: 4.2747 +2025-06-24 01:46:41,942 - pyskl - INFO - Epoch [29][2100/3405] lr: 2.282e-02, eta: 2 days, 3:56:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9475, loss_cls: 4.3554, loss: 4.3554 +2025-06-24 01:47:26,601 - pyskl - INFO - Epoch [29][2200/3405] lr: 2.282e-02, eta: 2 days, 3:55:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9556, loss_cls: 4.4827, loss: 4.4827 +2025-06-24 01:48:11,282 - pyskl - INFO - Epoch [29][2300/3405] lr: 2.281e-02, eta: 2 days, 3:55:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 4.3307, loss: 4.3307 +2025-06-24 01:48:55,881 - pyskl - INFO - Epoch [29][2400/3405] lr: 2.281e-02, eta: 2 days, 3:54:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 4.3701, loss: 4.3701 +2025-06-24 01:49:40,453 - pyskl - INFO - Epoch [29][2500/3405] lr: 2.280e-02, eta: 2 days, 3:53:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9519, loss_cls: 4.2377, loss: 4.2377 +2025-06-24 01:50:24,947 - pyskl - INFO - Epoch [29][2600/3405] lr: 2.280e-02, eta: 2 days, 3:52:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9537, loss_cls: 4.3109, loss: 4.3109 +2025-06-24 01:51:09,454 - pyskl - INFO - Epoch [29][2700/3405] lr: 2.280e-02, eta: 2 days, 3:51:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9413, loss_cls: 4.4027, loss: 4.4027 +2025-06-24 01:51:53,986 - pyskl - INFO - Epoch [29][2800/3405] lr: 2.279e-02, eta: 2 days, 3:51:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9506, loss_cls: 4.3765, loss: 4.3765 +2025-06-24 01:52:38,506 - pyskl - INFO - Epoch [29][2900/3405] lr: 2.279e-02, eta: 2 days, 3:50:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9456, loss_cls: 4.4347, loss: 4.4347 +2025-06-24 01:53:23,192 - pyskl - INFO - Epoch [29][3000/3405] lr: 2.278e-02, eta: 2 days, 3:49:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9481, loss_cls: 4.3477, loss: 4.3477 +2025-06-24 01:54:07,501 - pyskl - INFO - Epoch [29][3100/3405] lr: 2.278e-02, eta: 2 days, 3:48:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9481, loss_cls: 4.3651, loss: 4.3651 +2025-06-24 01:54:51,953 - pyskl - INFO - Epoch [29][3200/3405] lr: 2.277e-02, eta: 2 days, 3:47:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9450, loss_cls: 4.4050, loss: 4.4050 +2025-06-24 01:55:36,492 - pyskl - INFO - Epoch [29][3300/3405] lr: 2.277e-02, eta: 2 days, 3:47:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9500, loss_cls: 4.3862, loss: 4.3862 +2025-06-24 01:56:20,995 - pyskl - INFO - Epoch [29][3400/3405] lr: 2.276e-02, eta: 2 days, 3:46:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9469, loss_cls: 4.2054, loss: 4.2054 +2025-06-24 01:56:23,723 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-06-24 02:00:21,481 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 02:00:22,023 - pyskl - INFO - +top1_acc 0.6769 +top5_acc 0.9143 +2025-06-24 02:00:22,044 - pyskl - INFO - Epoch(val) [29][3718] top1_acc: 0.6769, top5_acc: 0.9143 +2025-06-24 02:01:29,832 - pyskl - INFO - Epoch [30][100/3405] lr: 2.276e-02, eta: 2 days, 3:46:50, time: 0.678, data_time: 0.234, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 4.1480, loss: 4.1480 +2025-06-24 02:02:14,356 - pyskl - INFO - Epoch [30][200/3405] lr: 2.276e-02, eta: 2 days, 3:46:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9500, loss_cls: 4.3184, loss: 4.3184 +2025-06-24 02:02:58,922 - pyskl - INFO - Epoch [30][300/3405] lr: 2.275e-02, eta: 2 days, 3:45:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 4.2785, loss: 4.2785 +2025-06-24 02:03:43,539 - pyskl - INFO - Epoch [30][400/3405] lr: 2.275e-02, eta: 2 days, 3:44:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9506, loss_cls: 4.2887, loss: 4.2887 +2025-06-24 02:04:28,191 - pyskl - INFO - Epoch [30][500/3405] lr: 2.274e-02, eta: 2 days, 3:43:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9563, loss_cls: 4.2222, loss: 4.2222 +2025-06-24 02:05:12,630 - pyskl - INFO - Epoch [30][600/3405] lr: 2.274e-02, eta: 2 days, 3:42:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9581, loss_cls: 4.1847, loss: 4.1847 +2025-06-24 02:05:57,065 - pyskl - INFO - Epoch [30][700/3405] lr: 2.273e-02, eta: 2 days, 3:42:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9500, loss_cls: 4.2890, loss: 4.2890 +2025-06-24 02:06:41,455 - pyskl - INFO - Epoch [30][800/3405] lr: 2.273e-02, eta: 2 days, 3:41:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9525, loss_cls: 4.2685, loss: 4.2685 +2025-06-24 02:07:25,906 - pyskl - INFO - Epoch [30][900/3405] lr: 2.272e-02, eta: 2 days, 3:40:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9581, loss_cls: 4.3143, loss: 4.3143 +2025-06-24 02:08:10,394 - pyskl - INFO - Epoch [30][1000/3405] lr: 2.272e-02, eta: 2 days, 3:39:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9469, loss_cls: 4.3213, loss: 4.3213 +2025-06-24 02:08:54,715 - pyskl - INFO - Epoch [30][1100/3405] lr: 2.272e-02, eta: 2 days, 3:38:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 4.3007, loss: 4.3007 +2025-06-24 02:09:39,153 - pyskl - INFO - Epoch [30][1200/3405] lr: 2.271e-02, eta: 2 days, 3:37:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9556, loss_cls: 4.3152, loss: 4.3152 +2025-06-24 02:10:23,655 - pyskl - INFO - Epoch [30][1300/3405] lr: 2.271e-02, eta: 2 days, 3:37:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9481, loss_cls: 4.3715, loss: 4.3715 +2025-06-24 02:11:08,069 - pyskl - INFO - Epoch [30][1400/3405] lr: 2.270e-02, eta: 2 days, 3:36:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9500, loss_cls: 4.3651, loss: 4.3651 +2025-06-24 02:11:52,488 - pyskl - INFO - Epoch [30][1500/3405] lr: 2.270e-02, eta: 2 days, 3:35:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9519, loss_cls: 4.3291, loss: 4.3291 +2025-06-24 02:12:36,961 - pyskl - INFO - Epoch [30][1600/3405] lr: 2.269e-02, eta: 2 days, 3:34:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9487, loss_cls: 4.3125, loss: 4.3125 +2025-06-24 02:13:21,526 - pyskl - INFO - Epoch [30][1700/3405] lr: 2.269e-02, eta: 2 days, 3:33:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9513, loss_cls: 4.2855, loss: 4.2855 +2025-06-24 02:14:06,154 - pyskl - INFO - Epoch [30][1800/3405] lr: 2.268e-02, eta: 2 days, 3:33:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9475, loss_cls: 4.3485, loss: 4.3485 +2025-06-24 02:14:50,727 - pyskl - INFO - Epoch [30][1900/3405] lr: 2.268e-02, eta: 2 days, 3:32:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9463, loss_cls: 4.3704, loss: 4.3704 +2025-06-24 02:15:35,313 - pyskl - INFO - Epoch [30][2000/3405] lr: 2.268e-02, eta: 2 days, 3:31:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 4.3153, loss: 4.3153 +2025-06-24 02:16:19,826 - pyskl - INFO - Epoch [30][2100/3405] lr: 2.267e-02, eta: 2 days, 3:30:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9556, loss_cls: 4.3584, loss: 4.3584 +2025-06-24 02:17:04,347 - pyskl - INFO - Epoch [30][2200/3405] lr: 2.267e-02, eta: 2 days, 3:29:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 4.2027, loss: 4.2027 +2025-06-24 02:17:48,692 - pyskl - INFO - Epoch [30][2300/3405] lr: 2.266e-02, eta: 2 days, 3:29:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9494, loss_cls: 4.4177, loss: 4.4177 +2025-06-24 02:18:33,141 - pyskl - INFO - Epoch [30][2400/3405] lr: 2.266e-02, eta: 2 days, 3:28:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9569, loss_cls: 4.2338, loss: 4.2338 +2025-06-24 02:19:17,733 - pyskl - INFO - Epoch [30][2500/3405] lr: 2.265e-02, eta: 2 days, 3:27:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9475, loss_cls: 4.2220, loss: 4.2220 +2025-06-24 02:20:02,291 - pyskl - INFO - Epoch [30][2600/3405] lr: 2.265e-02, eta: 2 days, 3:26:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9444, loss_cls: 4.3056, loss: 4.3056 +2025-06-24 02:20:46,802 - pyskl - INFO - Epoch [30][2700/3405] lr: 2.264e-02, eta: 2 days, 3:25:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9519, loss_cls: 4.2845, loss: 4.2845 +2025-06-24 02:21:31,369 - pyskl - INFO - Epoch [30][2800/3405] lr: 2.264e-02, eta: 2 days, 3:25:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9450, loss_cls: 4.3911, loss: 4.3911 +2025-06-24 02:22:15,918 - pyskl - INFO - Epoch [30][2900/3405] lr: 2.264e-02, eta: 2 days, 3:24:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9494, loss_cls: 4.4616, loss: 4.4616 +2025-06-24 02:23:00,510 - pyskl - INFO - Epoch [30][3000/3405] lr: 2.263e-02, eta: 2 days, 3:23:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9500, loss_cls: 4.1501, loss: 4.1501 +2025-06-24 02:23:45,087 - pyskl - INFO - Epoch [30][3100/3405] lr: 2.263e-02, eta: 2 days, 3:22:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9537, loss_cls: 4.2911, loss: 4.2911 +2025-06-24 02:24:29,730 - pyskl - INFO - Epoch [30][3200/3405] lr: 2.262e-02, eta: 2 days, 3:21:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9413, loss_cls: 4.3910, loss: 4.3910 +2025-06-24 02:25:14,360 - pyskl - INFO - Epoch [30][3300/3405] lr: 2.262e-02, eta: 2 days, 3:21:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9550, loss_cls: 4.2593, loss: 4.2593 +2025-06-24 02:25:59,005 - pyskl - INFO - Epoch [30][3400/3405] lr: 2.261e-02, eta: 2 days, 3:20:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9406, loss_cls: 4.3118, loss: 4.3118 +2025-06-24 02:26:01,605 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-06-24 02:44:13,328 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 02:44:13,880 - pyskl - INFO - +top1_acc 0.6971 +top5_acc 0.9223 +2025-06-24 02:44:13,903 - pyskl - INFO - Epoch(val) [30][3718] top1_acc: 0.6971, top5_acc: 0.9223 +2025-06-24 02:45:21,811 - pyskl - INFO - Epoch [31][100/3405] lr: 2.261e-02, eta: 2 days, 3:20:53, time: 0.679, data_time: 0.230, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9500, loss_cls: 4.1924, loss: 4.1924 +2025-06-24 02:46:06,592 - pyskl - INFO - Epoch [31][200/3405] lr: 2.260e-02, eta: 2 days, 3:20:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9519, loss_cls: 4.1662, loss: 4.1662 +2025-06-24 02:46:51,349 - pyskl - INFO - Epoch [31][300/3405] lr: 2.260e-02, eta: 2 days, 3:19:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9563, loss_cls: 4.2633, loss: 4.2633 +2025-06-24 02:47:36,095 - pyskl - INFO - Epoch [31][400/3405] lr: 2.259e-02, eta: 2 days, 3:18:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9513, loss_cls: 4.4094, loss: 4.4094 +2025-06-24 02:48:20,935 - pyskl - INFO - Epoch [31][500/3405] lr: 2.259e-02, eta: 2 days, 3:17:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9606, loss_cls: 4.2756, loss: 4.2756 +2025-06-24 02:49:05,597 - pyskl - INFO - Epoch [31][600/3405] lr: 2.259e-02, eta: 2 days, 3:16:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9469, loss_cls: 4.2998, loss: 4.2998 +2025-06-24 02:49:50,280 - pyskl - INFO - Epoch [31][700/3405] lr: 2.258e-02, eta: 2 days, 3:16:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9487, loss_cls: 4.4263, loss: 4.4263 +2025-06-24 02:50:34,847 - pyskl - INFO - Epoch [31][800/3405] lr: 2.258e-02, eta: 2 days, 3:15:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 4.2138, loss: 4.2138 +2025-06-24 02:51:19,391 - pyskl - INFO - Epoch [31][900/3405] lr: 2.257e-02, eta: 2 days, 3:14:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9525, loss_cls: 4.2478, loss: 4.2478 +2025-06-24 02:52:03,931 - pyskl - INFO - Epoch [31][1000/3405] lr: 2.257e-02, eta: 2 days, 3:13:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9519, loss_cls: 4.2354, loss: 4.2354 +2025-06-24 02:52:48,379 - pyskl - INFO - Epoch [31][1100/3405] lr: 2.256e-02, eta: 2 days, 3:12:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9531, loss_cls: 4.2870, loss: 4.2870 +2025-06-24 02:53:32,872 - pyskl - INFO - Epoch [31][1200/3405] lr: 2.256e-02, eta: 2 days, 3:12:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 4.2082, loss: 4.2082 +2025-06-24 02:54:17,405 - pyskl - INFO - Epoch [31][1300/3405] lr: 2.255e-02, eta: 2 days, 3:11:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9581, loss_cls: 4.2433, loss: 4.2433 +2025-06-24 02:55:01,925 - pyskl - INFO - Epoch [31][1400/3405] lr: 2.255e-02, eta: 2 days, 3:10:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9494, loss_cls: 4.2810, loss: 4.2810 +2025-06-24 02:55:46,454 - pyskl - INFO - Epoch [31][1500/3405] lr: 2.254e-02, eta: 2 days, 3:09:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9581, loss_cls: 4.2221, loss: 4.2221 +2025-06-24 02:56:31,114 - pyskl - INFO - Epoch [31][1600/3405] lr: 2.254e-02, eta: 2 days, 3:08:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9513, loss_cls: 4.2275, loss: 4.2275 +2025-06-24 02:57:15,670 - pyskl - INFO - Epoch [31][1700/3405] lr: 2.254e-02, eta: 2 days, 3:08:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9469, loss_cls: 4.4339, loss: 4.4339 +2025-06-24 02:58:00,270 - pyskl - INFO - Epoch [31][1800/3405] lr: 2.253e-02, eta: 2 days, 3:07:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9487, loss_cls: 4.2547, loss: 4.2547 +2025-06-24 02:58:44,894 - pyskl - INFO - Epoch [31][1900/3405] lr: 2.253e-02, eta: 2 days, 3:06:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9463, loss_cls: 4.2091, loss: 4.2091 +2025-06-24 02:59:29,816 - pyskl - INFO - Epoch [31][2000/3405] lr: 2.252e-02, eta: 2 days, 3:05:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9506, loss_cls: 4.1532, loss: 4.1532 +2025-06-24 03:00:14,604 - pyskl - INFO - Epoch [31][2100/3405] lr: 2.252e-02, eta: 2 days, 3:05:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9456, loss_cls: 4.2950, loss: 4.2950 +2025-06-24 03:00:59,274 - pyskl - INFO - Epoch [31][2200/3405] lr: 2.251e-02, eta: 2 days, 3:04:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9481, loss_cls: 4.3850, loss: 4.3850 +2025-06-24 03:01:43,994 - pyskl - INFO - Epoch [31][2300/3405] lr: 2.251e-02, eta: 2 days, 3:03:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9575, loss_cls: 4.3345, loss: 4.3345 +2025-06-24 03:02:28,638 - pyskl - INFO - Epoch [31][2400/3405] lr: 2.250e-02, eta: 2 days, 3:02:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9531, loss_cls: 4.3323, loss: 4.3323 +2025-06-24 03:03:13,475 - pyskl - INFO - Epoch [31][2500/3405] lr: 2.250e-02, eta: 2 days, 3:01:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9531, loss_cls: 4.2880, loss: 4.2880 +2025-06-24 03:03:58,215 - pyskl - INFO - Epoch [31][2600/3405] lr: 2.249e-02, eta: 2 days, 3:01:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9494, loss_cls: 4.2059, loss: 4.2059 +2025-06-24 03:04:42,886 - pyskl - INFO - Epoch [31][2700/3405] lr: 2.249e-02, eta: 2 days, 3:00:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9537, loss_cls: 4.1647, loss: 4.1647 +2025-06-24 03:05:27,652 - pyskl - INFO - Epoch [31][2800/3405] lr: 2.248e-02, eta: 2 days, 2:59:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9463, loss_cls: 4.3529, loss: 4.3529 +2025-06-24 03:06:12,389 - pyskl - INFO - Epoch [31][2900/3405] lr: 2.248e-02, eta: 2 days, 2:58:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9575, loss_cls: 4.1977, loss: 4.1977 +2025-06-24 03:06:57,130 - pyskl - INFO - Epoch [31][3000/3405] lr: 2.248e-02, eta: 2 days, 2:57:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9537, loss_cls: 4.2153, loss: 4.2153 +2025-06-24 03:07:41,828 - pyskl - INFO - Epoch [31][3100/3405] lr: 2.247e-02, eta: 2 days, 2:57:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9450, loss_cls: 4.2901, loss: 4.2901 +2025-06-24 03:08:26,402 - pyskl - INFO - Epoch [31][3200/3405] lr: 2.247e-02, eta: 2 days, 2:56:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9475, loss_cls: 4.3749, loss: 4.3749 +2025-06-24 03:09:11,025 - pyskl - INFO - Epoch [31][3300/3405] lr: 2.246e-02, eta: 2 days, 2:55:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 4.2021, loss: 4.2021 +2025-06-24 03:09:55,675 - pyskl - INFO - Epoch [31][3400/3405] lr: 2.246e-02, eta: 2 days, 2:54:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9400, loss_cls: 4.4766, loss: 4.4766 +2025-06-24 03:09:58,418 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-06-24 03:13:55,454 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 03:13:55,993 - pyskl - INFO - +top1_acc 0.7171 +top5_acc 0.9291 +2025-06-24 03:13:56,014 - pyskl - INFO - Epoch(val) [31][3718] top1_acc: 0.7171, top5_acc: 0.9291 +2025-06-24 03:15:03,802 - pyskl - INFO - Epoch [32][100/3405] lr: 2.245e-02, eta: 2 days, 2:55:16, time: 0.678, data_time: 0.229, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9631, loss_cls: 4.1824, loss: 4.1824 +2025-06-24 03:15:48,432 - pyskl - INFO - Epoch [32][200/3405] lr: 2.245e-02, eta: 2 days, 2:54:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 4.1281, loss: 4.1281 +2025-06-24 03:16:32,940 - pyskl - INFO - Epoch [32][300/3405] lr: 2.244e-02, eta: 2 days, 2:53:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9519, loss_cls: 4.2834, loss: 4.2834 +2025-06-24 03:17:17,432 - pyskl - INFO - Epoch [32][400/3405] lr: 2.244e-02, eta: 2 days, 2:52:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 4.1356, loss: 4.1356 +2025-06-24 03:18:01,923 - pyskl - INFO - Epoch [32][500/3405] lr: 2.243e-02, eta: 2 days, 2:52:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9519, loss_cls: 4.4203, loss: 4.4203 +2025-06-24 03:18:46,419 - pyskl - INFO - Epoch [32][600/3405] lr: 2.243e-02, eta: 2 days, 2:51:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9481, loss_cls: 4.2243, loss: 4.2243 +2025-06-24 03:19:30,977 - pyskl - INFO - Epoch [32][700/3405] lr: 2.242e-02, eta: 2 days, 2:50:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9513, loss_cls: 4.2598, loss: 4.2598 +2025-06-24 03:20:15,538 - pyskl - INFO - Epoch [32][800/3405] lr: 2.242e-02, eta: 2 days, 2:49:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 4.1919, loss: 4.1919 +2025-06-24 03:21:00,102 - pyskl - INFO - Epoch [32][900/3405] lr: 2.241e-02, eta: 2 days, 2:48:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9537, loss_cls: 4.3163, loss: 4.3163 +2025-06-24 03:21:44,693 - pyskl - INFO - Epoch [32][1000/3405] lr: 2.241e-02, eta: 2 days, 2:48:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9419, loss_cls: 4.3178, loss: 4.3178 +2025-06-24 03:22:29,384 - pyskl - INFO - Epoch [32][1100/3405] lr: 2.241e-02, eta: 2 days, 2:47:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9519, loss_cls: 4.4018, loss: 4.4018 +2025-06-24 03:23:14,042 - pyskl - INFO - Epoch [32][1200/3405] lr: 2.240e-02, eta: 2 days, 2:46:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9513, loss_cls: 4.2945, loss: 4.2945 +2025-06-24 03:23:58,664 - pyskl - INFO - Epoch [32][1300/3405] lr: 2.240e-02, eta: 2 days, 2:45:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9563, loss_cls: 4.2425, loss: 4.2425 +2025-06-24 03:24:43,299 - pyskl - INFO - Epoch [32][1400/3405] lr: 2.239e-02, eta: 2 days, 2:44:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9463, loss_cls: 4.2979, loss: 4.2979 +2025-06-24 03:25:27,854 - pyskl - INFO - Epoch [32][1500/3405] lr: 2.239e-02, eta: 2 days, 2:44:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9581, loss_cls: 4.2656, loss: 4.2656 +2025-06-24 03:26:12,503 - pyskl - INFO - Epoch [32][1600/3405] lr: 2.238e-02, eta: 2 days, 2:43:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9444, loss_cls: 4.1990, loss: 4.1990 +2025-06-24 03:26:57,114 - pyskl - INFO - Epoch [32][1700/3405] lr: 2.238e-02, eta: 2 days, 2:42:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9506, loss_cls: 4.3664, loss: 4.3664 +2025-06-24 03:27:41,782 - pyskl - INFO - Epoch [32][1800/3405] lr: 2.237e-02, eta: 2 days, 2:41:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9437, loss_cls: 4.2950, loss: 4.2950 +2025-06-24 03:28:26,374 - pyskl - INFO - Epoch [32][1900/3405] lr: 2.237e-02, eta: 2 days, 2:40:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 4.1706, loss: 4.1706 +2025-06-24 03:29:10,960 - pyskl - INFO - Epoch [32][2000/3405] lr: 2.236e-02, eta: 2 days, 2:40:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9444, loss_cls: 4.2822, loss: 4.2822 +2025-06-24 03:29:55,514 - pyskl - INFO - Epoch [32][2100/3405] lr: 2.236e-02, eta: 2 days, 2:39:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9437, loss_cls: 4.2689, loss: 4.2689 +2025-06-24 03:30:40,069 - pyskl - INFO - Epoch [32][2200/3405] lr: 2.235e-02, eta: 2 days, 2:38:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 4.3176, loss: 4.3176 +2025-06-24 03:31:24,696 - pyskl - INFO - Epoch [32][2300/3405] lr: 2.235e-02, eta: 2 days, 2:37:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9525, loss_cls: 4.2943, loss: 4.2943 +2025-06-24 03:32:09,346 - pyskl - INFO - Epoch [32][2400/3405] lr: 2.234e-02, eta: 2 days, 2:36:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9469, loss_cls: 4.4290, loss: 4.4290 +2025-06-24 03:32:53,939 - pyskl - INFO - Epoch [32][2500/3405] lr: 2.234e-02, eta: 2 days, 2:36:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9544, loss_cls: 4.2317, loss: 4.2317 +2025-06-24 03:33:38,480 - pyskl - INFO - Epoch [32][2600/3405] lr: 2.233e-02, eta: 2 days, 2:35:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9513, loss_cls: 4.2734, loss: 4.2734 +2025-06-24 03:34:23,140 - pyskl - INFO - Epoch [32][2700/3405] lr: 2.233e-02, eta: 2 days, 2:34:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9481, loss_cls: 4.3792, loss: 4.3792 +2025-06-24 03:35:07,739 - pyskl - INFO - Epoch [32][2800/3405] lr: 2.233e-02, eta: 2 days, 2:33:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9481, loss_cls: 4.1351, loss: 4.1351 +2025-06-24 03:35:52,373 - pyskl - INFO - Epoch [32][2900/3405] lr: 2.232e-02, eta: 2 days, 2:33:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9450, loss_cls: 4.4564, loss: 4.4564 +2025-06-24 03:36:36,942 - pyskl - INFO - Epoch [32][3000/3405] lr: 2.232e-02, eta: 2 days, 2:32:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9456, loss_cls: 4.3691, loss: 4.3691 +2025-06-24 03:37:21,510 - pyskl - INFO - Epoch [32][3100/3405] lr: 2.231e-02, eta: 2 days, 2:31:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9487, loss_cls: 4.3838, loss: 4.3838 +2025-06-24 03:38:06,077 - pyskl - INFO - Epoch [32][3200/3405] lr: 2.231e-02, eta: 2 days, 2:30:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9544, loss_cls: 4.3372, loss: 4.3372 +2025-06-24 03:38:50,666 - pyskl - INFO - Epoch [32][3300/3405] lr: 2.230e-02, eta: 2 days, 2:29:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 4.0953, loss: 4.0953 +2025-06-24 03:39:35,219 - pyskl - INFO - Epoch [32][3400/3405] lr: 2.230e-02, eta: 2 days, 2:29:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9469, loss_cls: 4.2842, loss: 4.2842 +2025-06-24 03:39:37,859 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-06-24 03:43:37,653 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 03:43:38,199 - pyskl - INFO - +top1_acc 0.7226 +top5_acc 0.9330 +2025-06-24 03:43:38,221 - pyskl - INFO - Epoch(val) [32][3718] top1_acc: 0.7226, top5_acc: 0.9330 +2025-06-24 03:44:45,410 - pyskl - INFO - Epoch [33][100/3405] lr: 2.229e-02, eta: 2 days, 2:29:26, time: 0.672, data_time: 0.227, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 4.2779, loss: 4.2779 +2025-06-24 03:45:29,994 - pyskl - INFO - Epoch [33][200/3405] lr: 2.229e-02, eta: 2 days, 2:28:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9544, loss_cls: 4.1953, loss: 4.1953 +2025-06-24 03:46:14,630 - pyskl - INFO - Epoch [33][300/3405] lr: 2.228e-02, eta: 2 days, 2:27:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9575, loss_cls: 4.1737, loss: 4.1737 +2025-06-24 03:46:59,250 - pyskl - INFO - Epoch [33][400/3405] lr: 2.228e-02, eta: 2 days, 2:27:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 4.1465, loss: 4.1465 +2025-06-24 03:47:43,756 - pyskl - INFO - Epoch [33][500/3405] lr: 2.227e-02, eta: 2 days, 2:26:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9563, loss_cls: 4.2044, loss: 4.2044 +2025-06-24 03:48:28,296 - pyskl - INFO - Epoch [33][600/3405] lr: 2.227e-02, eta: 2 days, 2:25:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9556, loss_cls: 4.1658, loss: 4.1658 +2025-06-24 03:49:12,747 - pyskl - INFO - Epoch [33][700/3405] lr: 2.226e-02, eta: 2 days, 2:24:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9550, loss_cls: 4.4119, loss: 4.4119 +2025-06-24 03:49:57,382 - pyskl - INFO - Epoch [33][800/3405] lr: 2.226e-02, eta: 2 days, 2:23:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9587, loss_cls: 4.1530, loss: 4.1530 +2025-06-24 03:50:41,988 - pyskl - INFO - Epoch [33][900/3405] lr: 2.225e-02, eta: 2 days, 2:23:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9600, loss_cls: 4.1822, loss: 4.1822 +2025-06-24 03:51:26,689 - pyskl - INFO - Epoch [33][1000/3405] lr: 2.225e-02, eta: 2 days, 2:22:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9537, loss_cls: 4.2281, loss: 4.2281 +2025-06-24 03:52:10,999 - pyskl - INFO - Epoch [33][1100/3405] lr: 2.224e-02, eta: 2 days, 2:21:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9669, loss_cls: 4.1402, loss: 4.1402 +2025-06-24 03:52:55,895 - pyskl - INFO - Epoch [33][1200/3405] lr: 2.224e-02, eta: 2 days, 2:20:42, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9481, loss_cls: 4.3464, loss: 4.3464 +2025-06-24 03:53:40,354 - pyskl - INFO - Epoch [33][1300/3405] lr: 2.223e-02, eta: 2 days, 2:19:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9494, loss_cls: 4.3613, loss: 4.3613 +2025-06-24 03:54:24,887 - pyskl - INFO - Epoch [33][1400/3405] lr: 2.223e-02, eta: 2 days, 2:19:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9513, loss_cls: 4.3791, loss: 4.3791 +2025-06-24 03:55:09,422 - pyskl - INFO - Epoch [33][1500/3405] lr: 2.222e-02, eta: 2 days, 2:18:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9494, loss_cls: 4.3730, loss: 4.3730 +2025-06-24 03:55:54,073 - pyskl - INFO - Epoch [33][1600/3405] lr: 2.222e-02, eta: 2 days, 2:17:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9531, loss_cls: 4.2040, loss: 4.2040 +2025-06-24 03:56:38,643 - pyskl - INFO - Epoch [33][1700/3405] lr: 2.221e-02, eta: 2 days, 2:16:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9363, loss_cls: 4.2935, loss: 4.2935 +2025-06-24 03:57:23,408 - pyskl - INFO - Epoch [33][1800/3405] lr: 2.221e-02, eta: 2 days, 2:15:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9569, loss_cls: 4.3485, loss: 4.3485 +2025-06-24 03:58:08,034 - pyskl - INFO - Epoch [33][1900/3405] lr: 2.220e-02, eta: 2 days, 2:15:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9537, loss_cls: 4.2203, loss: 4.2203 +2025-06-24 03:58:52,582 - pyskl - INFO - Epoch [33][2000/3405] lr: 2.220e-02, eta: 2 days, 2:14:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9569, loss_cls: 4.2010, loss: 4.2010 +2025-06-24 03:59:37,150 - pyskl - INFO - Epoch [33][2100/3405] lr: 2.220e-02, eta: 2 days, 2:13:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9556, loss_cls: 4.3308, loss: 4.3308 +2025-06-24 04:00:21,750 - pyskl - INFO - Epoch [33][2200/3405] lr: 2.219e-02, eta: 2 days, 2:12:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9537, loss_cls: 4.1771, loss: 4.1771 +2025-06-24 04:01:06,239 - pyskl - INFO - Epoch [33][2300/3405] lr: 2.219e-02, eta: 2 days, 2:11:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9650, loss_cls: 4.3061, loss: 4.3061 +2025-06-24 04:01:50,735 - pyskl - INFO - Epoch [33][2400/3405] lr: 2.218e-02, eta: 2 days, 2:11:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9481, loss_cls: 4.3826, loss: 4.3826 +2025-06-24 04:02:35,195 - pyskl - INFO - Epoch [33][2500/3405] lr: 2.218e-02, eta: 2 days, 2:10:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9550, loss_cls: 4.2762, loss: 4.2762 +2025-06-24 04:03:19,678 - pyskl - INFO - Epoch [33][2600/3405] lr: 2.217e-02, eta: 2 days, 2:09:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9594, loss_cls: 4.2684, loss: 4.2684 +2025-06-24 04:04:04,183 - pyskl - INFO - Epoch [33][2700/3405] lr: 2.217e-02, eta: 2 days, 2:08:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9506, loss_cls: 4.2589, loss: 4.2589 +2025-06-24 04:04:48,663 - pyskl - INFO - Epoch [33][2800/3405] lr: 2.216e-02, eta: 2 days, 2:07:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9506, loss_cls: 4.3321, loss: 4.3321 +2025-06-24 04:05:33,204 - pyskl - INFO - Epoch [33][2900/3405] lr: 2.216e-02, eta: 2 days, 2:07:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9594, loss_cls: 4.2374, loss: 4.2374 +2025-06-24 04:06:17,710 - pyskl - INFO - Epoch [33][3000/3405] lr: 2.215e-02, eta: 2 days, 2:06:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9500, loss_cls: 4.1618, loss: 4.1618 +2025-06-24 04:07:02,242 - pyskl - INFO - Epoch [33][3100/3405] lr: 2.215e-02, eta: 2 days, 2:05:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 4.1644, loss: 4.1644 +2025-06-24 04:07:46,754 - pyskl - INFO - Epoch [33][3200/3405] lr: 2.214e-02, eta: 2 days, 2:04:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9419, loss_cls: 4.3394, loss: 4.3394 +2025-06-24 04:08:31,198 - pyskl - INFO - Epoch [33][3300/3405] lr: 2.214e-02, eta: 2 days, 2:03:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9475, loss_cls: 4.2746, loss: 4.2746 +2025-06-24 04:09:15,758 - pyskl - INFO - Epoch [33][3400/3405] lr: 2.213e-02, eta: 2 days, 2:03:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9437, loss_cls: 4.3120, loss: 4.3120 +2025-06-24 04:09:18,356 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-06-24 04:13:17,439 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 04:13:18,027 - pyskl - INFO - +top1_acc 0.6858 +top5_acc 0.9237 +2025-06-24 04:13:18,049 - pyskl - INFO - Epoch(val) [33][3718] top1_acc: 0.6858, top5_acc: 0.9237 +2025-06-24 04:14:24,480 - pyskl - INFO - Epoch [34][100/3405] lr: 2.213e-02, eta: 2 days, 2:03:31, time: 0.664, data_time: 0.221, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9481, loss_cls: 4.2745, loss: 4.2745 +2025-06-24 04:15:08,821 - pyskl - INFO - Epoch [34][200/3405] lr: 2.212e-02, eta: 2 days, 2:02:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9550, loss_cls: 4.2106, loss: 4.2106 +2025-06-24 04:15:53,521 - pyskl - INFO - Epoch [34][300/3405] lr: 2.212e-02, eta: 2 days, 2:01:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9531, loss_cls: 4.2296, loss: 4.2296 +2025-06-24 04:16:38,179 - pyskl - INFO - Epoch [34][400/3405] lr: 2.211e-02, eta: 2 days, 2:01:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 4.1822, loss: 4.1822 +2025-06-24 04:17:22,643 - pyskl - INFO - Epoch [34][500/3405] lr: 2.211e-02, eta: 2 days, 2:00:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 4.2627, loss: 4.2627 +2025-06-24 04:18:07,228 - pyskl - INFO - Epoch [34][600/3405] lr: 2.210e-02, eta: 2 days, 1:59:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9531, loss_cls: 4.3668, loss: 4.3668 +2025-06-24 04:18:51,515 - pyskl - INFO - Epoch [34][700/3405] lr: 2.210e-02, eta: 2 days, 1:58:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9531, loss_cls: 4.2871, loss: 4.2871 +2025-06-24 04:19:36,008 - pyskl - INFO - Epoch [34][800/3405] lr: 2.209e-02, eta: 2 days, 1:57:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9494, loss_cls: 4.1964, loss: 4.1964 +2025-06-24 04:20:20,519 - pyskl - INFO - Epoch [34][900/3405] lr: 2.209e-02, eta: 2 days, 1:57:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9606, loss_cls: 4.1942, loss: 4.1942 +2025-06-24 04:21:05,060 - pyskl - INFO - Epoch [34][1000/3405] lr: 2.208e-02, eta: 2 days, 1:56:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 4.1864, loss: 4.1864 +2025-06-24 04:21:49,714 - pyskl - INFO - Epoch [34][1100/3405] lr: 2.208e-02, eta: 2 days, 1:55:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9494, loss_cls: 4.1216, loss: 4.1216 +2025-06-24 04:22:34,647 - pyskl - INFO - Epoch [34][1200/3405] lr: 2.207e-02, eta: 2 days, 1:54:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9450, loss_cls: 4.2925, loss: 4.2925 +2025-06-24 04:23:19,254 - pyskl - INFO - Epoch [34][1300/3405] lr: 2.207e-02, eta: 2 days, 1:54:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9500, loss_cls: 4.3142, loss: 4.3142 +2025-06-24 04:24:03,997 - pyskl - INFO - Epoch [34][1400/3405] lr: 2.206e-02, eta: 2 days, 1:53:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9487, loss_cls: 4.2190, loss: 4.2190 +2025-06-24 04:24:48,779 - pyskl - INFO - Epoch [34][1500/3405] lr: 2.206e-02, eta: 2 days, 1:52:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 4.2479, loss: 4.2479 +2025-06-24 04:25:33,487 - pyskl - INFO - Epoch [34][1600/3405] lr: 2.205e-02, eta: 2 days, 1:51:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9581, loss_cls: 4.3732, loss: 4.3732 +2025-06-24 04:26:17,989 - pyskl - INFO - Epoch [34][1700/3405] lr: 2.205e-02, eta: 2 days, 1:50:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9487, loss_cls: 4.3999, loss: 4.3999 +2025-06-24 04:27:02,643 - pyskl - INFO - Epoch [34][1800/3405] lr: 2.204e-02, eta: 2 days, 1:50:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 4.1567, loss: 4.1567 +2025-06-24 04:27:47,187 - pyskl - INFO - Epoch [34][1900/3405] lr: 2.204e-02, eta: 2 days, 1:49:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9456, loss_cls: 4.2484, loss: 4.2484 +2025-06-24 04:28:31,717 - pyskl - INFO - Epoch [34][2000/3405] lr: 2.203e-02, eta: 2 days, 1:48:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 4.1276, loss: 4.1276 +2025-06-24 04:29:16,240 - pyskl - INFO - Epoch [34][2100/3405] lr: 2.203e-02, eta: 2 days, 1:47:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 4.2740, loss: 4.2740 +2025-06-24 04:30:01,031 - pyskl - INFO - Epoch [34][2200/3405] lr: 2.202e-02, eta: 2 days, 1:46:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9613, loss_cls: 4.1963, loss: 4.1963 +2025-06-24 04:30:45,921 - pyskl - INFO - Epoch [34][2300/3405] lr: 2.202e-02, eta: 2 days, 1:46:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 4.2795, loss: 4.2795 +2025-06-24 04:31:30,670 - pyskl - INFO - Epoch [34][2400/3405] lr: 2.201e-02, eta: 2 days, 1:45:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9444, loss_cls: 4.2674, loss: 4.2674 +2025-06-24 04:32:15,330 - pyskl - INFO - Epoch [34][2500/3405] lr: 2.201e-02, eta: 2 days, 1:44:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9531, loss_cls: 4.2256, loss: 4.2256 +2025-06-24 04:32:59,923 - pyskl - INFO - Epoch [34][2600/3405] lr: 2.200e-02, eta: 2 days, 1:43:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9569, loss_cls: 4.3595, loss: 4.3595 +2025-06-24 04:33:44,598 - pyskl - INFO - Epoch [34][2700/3405] lr: 2.200e-02, eta: 2 days, 1:42:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9650, loss_cls: 4.1470, loss: 4.1470 +2025-06-24 04:34:29,145 - pyskl - INFO - Epoch [34][2800/3405] lr: 2.199e-02, eta: 2 days, 1:42:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9506, loss_cls: 4.1094, loss: 4.1094 +2025-06-24 04:35:13,605 - pyskl - INFO - Epoch [34][2900/3405] lr: 2.199e-02, eta: 2 days, 1:41:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9537, loss_cls: 4.3788, loss: 4.3788 +2025-06-24 04:35:58,065 - pyskl - INFO - Epoch [34][3000/3405] lr: 2.198e-02, eta: 2 days, 1:40:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9500, loss_cls: 4.3357, loss: 4.3357 +2025-06-24 04:36:42,515 - pyskl - INFO - Epoch [34][3100/3405] lr: 2.198e-02, eta: 2 days, 1:39:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9581, loss_cls: 4.3962, loss: 4.3962 +2025-06-24 04:37:27,025 - pyskl - INFO - Epoch [34][3200/3405] lr: 2.197e-02, eta: 2 days, 1:39:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9506, loss_cls: 4.0622, loss: 4.0622 +2025-06-24 04:38:11,508 - pyskl - INFO - Epoch [34][3300/3405] lr: 2.197e-02, eta: 2 days, 1:38:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9500, loss_cls: 4.2305, loss: 4.2305 +2025-06-24 04:38:55,973 - pyskl - INFO - Epoch [34][3400/3405] lr: 2.196e-02, eta: 2 days, 1:37:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9587, loss_cls: 4.2461, loss: 4.2461 +2025-06-24 04:38:58,555 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-06-24 04:42:58,311 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 04:42:58,880 - pyskl - INFO - +top1_acc 0.6951 +top5_acc 0.9280 +2025-06-24 04:42:58,903 - pyskl - INFO - Epoch(val) [34][3718] top1_acc: 0.6951, top5_acc: 0.9280 +2025-06-24 04:44:05,949 - pyskl - INFO - Epoch [35][100/3405] lr: 2.196e-02, eta: 2 days, 1:37:43, time: 0.670, data_time: 0.225, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9525, loss_cls: 4.2893, loss: 4.2893 +2025-06-24 04:44:50,537 - pyskl - INFO - Epoch [35][200/3405] lr: 2.195e-02, eta: 2 days, 1:36:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9494, loss_cls: 4.2217, loss: 4.2217 +2025-06-24 04:45:35,147 - pyskl - INFO - Epoch [35][300/3405] lr: 2.195e-02, eta: 2 days, 1:36:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 4.1650, loss: 4.1650 +2025-06-24 04:46:19,631 - pyskl - INFO - Epoch [35][400/3405] lr: 2.194e-02, eta: 2 days, 1:35:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9581, loss_cls: 4.0255, loss: 4.0255 +2025-06-24 04:47:04,190 - pyskl - INFO - Epoch [35][500/3405] lr: 2.194e-02, eta: 2 days, 1:34:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 4.2649, loss: 4.2649 +2025-06-24 04:47:48,854 - pyskl - INFO - Epoch [35][600/3405] lr: 2.193e-02, eta: 2 days, 1:33:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 4.0275, loss: 4.0275 +2025-06-24 04:48:33,582 - pyskl - INFO - Epoch [35][700/3405] lr: 2.193e-02, eta: 2 days, 1:32:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9556, loss_cls: 4.3150, loss: 4.3150 +2025-06-24 04:49:18,073 - pyskl - INFO - Epoch [35][800/3405] lr: 2.192e-02, eta: 2 days, 1:32:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9481, loss_cls: 4.3974, loss: 4.3974 +2025-06-24 04:50:02,361 - pyskl - INFO - Epoch [35][900/3405] lr: 2.192e-02, eta: 2 days, 1:31:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9500, loss_cls: 4.2642, loss: 4.2642 +2025-06-24 04:50:46,672 - pyskl - INFO - Epoch [35][1000/3405] lr: 2.191e-02, eta: 2 days, 1:30:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9700, loss_cls: 4.1082, loss: 4.1082 +2025-06-24 04:51:31,104 - pyskl - INFO - Epoch [35][1100/3405] lr: 2.191e-02, eta: 2 days, 1:29:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9475, loss_cls: 4.3000, loss: 4.3000 +2025-06-24 04:52:15,475 - pyskl - INFO - Epoch [35][1200/3405] lr: 2.190e-02, eta: 2 days, 1:28:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9437, loss_cls: 4.2887, loss: 4.2887 +2025-06-24 04:52:59,800 - pyskl - INFO - Epoch [35][1300/3405] lr: 2.190e-02, eta: 2 days, 1:28:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9631, loss_cls: 4.1542, loss: 4.1542 +2025-06-24 04:53:44,145 - pyskl - INFO - Epoch [35][1400/3405] lr: 2.189e-02, eta: 2 days, 1:27:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9644, loss_cls: 4.1227, loss: 4.1227 +2025-06-24 04:54:28,526 - pyskl - INFO - Epoch [35][1500/3405] lr: 2.189e-02, eta: 2 days, 1:26:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9537, loss_cls: 4.4070, loss: 4.4070 +2025-06-24 04:55:12,898 - pyskl - INFO - Epoch [35][1600/3405] lr: 2.188e-02, eta: 2 days, 1:25:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9513, loss_cls: 4.2813, loss: 4.2813 +2025-06-24 04:55:57,311 - pyskl - INFO - Epoch [35][1700/3405] lr: 2.188e-02, eta: 2 days, 1:24:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 4.1530, loss: 4.1530 +2025-06-24 04:56:41,801 - pyskl - INFO - Epoch [35][1800/3405] lr: 2.187e-02, eta: 2 days, 1:24:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9531, loss_cls: 4.2279, loss: 4.2279 +2025-06-24 04:57:26,120 - pyskl - INFO - Epoch [35][1900/3405] lr: 2.187e-02, eta: 2 days, 1:23:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9519, loss_cls: 4.1584, loss: 4.1584 +2025-06-24 04:58:10,801 - pyskl - INFO - Epoch [35][2000/3405] lr: 2.186e-02, eta: 2 days, 1:22:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9544, loss_cls: 4.2546, loss: 4.2546 +2025-06-24 04:58:55,407 - pyskl - INFO - Epoch [35][2100/3405] lr: 2.186e-02, eta: 2 days, 1:21:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9550, loss_cls: 4.1581, loss: 4.1581 +2025-06-24 04:59:40,163 - pyskl - INFO - Epoch [35][2200/3405] lr: 2.185e-02, eta: 2 days, 1:21:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9519, loss_cls: 4.2533, loss: 4.2533 +2025-06-24 05:00:24,713 - pyskl - INFO - Epoch [35][2300/3405] lr: 2.185e-02, eta: 2 days, 1:20:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9688, loss_cls: 4.0344, loss: 4.0344 +2025-06-24 05:01:09,283 - pyskl - INFO - Epoch [35][2400/3405] lr: 2.184e-02, eta: 2 days, 1:19:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9519, loss_cls: 4.2242, loss: 4.2242 +2025-06-24 05:01:53,811 - pyskl - INFO - Epoch [35][2500/3405] lr: 2.184e-02, eta: 2 days, 1:18:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9500, loss_cls: 4.1827, loss: 4.1827 +2025-06-24 05:02:38,268 - pyskl - INFO - Epoch [35][2600/3405] lr: 2.183e-02, eta: 2 days, 1:17:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9569, loss_cls: 4.3145, loss: 4.3145 +2025-06-24 05:03:22,714 - pyskl - INFO - Epoch [35][2700/3405] lr: 2.183e-02, eta: 2 days, 1:17:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9506, loss_cls: 4.3163, loss: 4.3163 +2025-06-24 05:04:07,173 - pyskl - INFO - Epoch [35][2800/3405] lr: 2.182e-02, eta: 2 days, 1:16:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9600, loss_cls: 4.1690, loss: 4.1690 +2025-06-24 05:04:51,699 - pyskl - INFO - Epoch [35][2900/3405] lr: 2.182e-02, eta: 2 days, 1:15:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 4.3010, loss: 4.3010 +2025-06-24 05:05:36,194 - pyskl - INFO - Epoch [35][3000/3405] lr: 2.181e-02, eta: 2 days, 1:14:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9456, loss_cls: 4.2456, loss: 4.2456 +2025-06-24 05:06:20,710 - pyskl - INFO - Epoch [35][3100/3405] lr: 2.181e-02, eta: 2 days, 1:13:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 4.2187, loss: 4.2187 +2025-06-24 05:07:05,421 - pyskl - INFO - Epoch [35][3200/3405] lr: 2.180e-02, eta: 2 days, 1:13:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9544, loss_cls: 4.2467, loss: 4.2467 +2025-06-24 05:07:50,080 - pyskl - INFO - Epoch [35][3300/3405] lr: 2.179e-02, eta: 2 days, 1:12:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9531, loss_cls: 4.2807, loss: 4.2807 +2025-06-24 05:08:34,635 - pyskl - INFO - Epoch [35][3400/3405] lr: 2.179e-02, eta: 2 days, 1:11:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9581, loss_cls: 4.2651, loss: 4.2651 +2025-06-24 05:08:37,273 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-06-24 05:27:04,783 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 05:27:05,352 - pyskl - INFO - +top1_acc 0.6552 +top5_acc 0.9135 +2025-06-24 05:27:05,373 - pyskl - INFO - Epoch(val) [35][3718] top1_acc: 0.6552, top5_acc: 0.9135 +2025-06-24 05:28:12,840 - pyskl - INFO - Epoch [36][100/3405] lr: 2.178e-02, eta: 2 days, 1:11:48, time: 0.675, data_time: 0.230, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9606, loss_cls: 4.2745, loss: 4.2745 +2025-06-24 05:28:57,283 - pyskl - INFO - Epoch [36][200/3405] lr: 2.178e-02, eta: 2 days, 1:11:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 4.1260, loss: 4.1260 +2025-06-24 05:29:41,792 - pyskl - INFO - Epoch [36][300/3405] lr: 2.177e-02, eta: 2 days, 1:10:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9656, loss_cls: 4.1910, loss: 4.1910 +2025-06-24 05:30:26,323 - pyskl - INFO - Epoch [36][400/3405] lr: 2.177e-02, eta: 2 days, 1:09:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9531, loss_cls: 4.1209, loss: 4.1209 +2025-06-24 05:31:11,101 - pyskl - INFO - Epoch [36][500/3405] lr: 2.176e-02, eta: 2 days, 1:08:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9556, loss_cls: 4.2334, loss: 4.2334 +2025-06-24 05:31:56,296 - pyskl - INFO - Epoch [36][600/3405] lr: 2.176e-02, eta: 2 days, 1:07:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9525, loss_cls: 4.1666, loss: 4.1666 +2025-06-24 05:32:41,086 - pyskl - INFO - Epoch [36][700/3405] lr: 2.175e-02, eta: 2 days, 1:07:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9544, loss_cls: 4.2391, loss: 4.2391 +2025-06-24 05:33:25,590 - pyskl - INFO - Epoch [36][800/3405] lr: 2.175e-02, eta: 2 days, 1:06:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9463, loss_cls: 4.2004, loss: 4.2004 +2025-06-24 05:34:10,501 - pyskl - INFO - Epoch [36][900/3405] lr: 2.174e-02, eta: 2 days, 1:05:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 4.1389, loss: 4.1389 +2025-06-24 05:34:55,272 - pyskl - INFO - Epoch [36][1000/3405] lr: 2.174e-02, eta: 2 days, 1:04:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9544, loss_cls: 4.1798, loss: 4.1798 +2025-06-24 05:35:40,147 - pyskl - INFO - Epoch [36][1100/3405] lr: 2.173e-02, eta: 2 days, 1:03:59, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 4.2962, loss: 4.2962 +2025-06-24 05:36:24,916 - pyskl - INFO - Epoch [36][1200/3405] lr: 2.173e-02, eta: 2 days, 1:03:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9575, loss_cls: 4.1509, loss: 4.1509 +2025-06-24 05:37:09,572 - pyskl - INFO - Epoch [36][1300/3405] lr: 2.172e-02, eta: 2 days, 1:02:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 4.2752, loss: 4.2752 +2025-06-24 05:37:54,123 - pyskl - INFO - Epoch [36][1400/3405] lr: 2.172e-02, eta: 2 days, 1:01:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9544, loss_cls: 4.2302, loss: 4.2302 +2025-06-24 05:38:38,706 - pyskl - INFO - Epoch [36][1500/3405] lr: 2.171e-02, eta: 2 days, 1:00:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 4.1789, loss: 4.1789 +2025-06-24 05:39:23,361 - pyskl - INFO - Epoch [36][1600/3405] lr: 2.171e-02, eta: 2 days, 1:00:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9425, loss_cls: 4.2407, loss: 4.2407 +2025-06-24 05:40:08,120 - pyskl - INFO - Epoch [36][1700/3405] lr: 2.170e-02, eta: 2 days, 0:59:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9569, loss_cls: 4.0859, loss: 4.0859 +2025-06-24 05:40:53,007 - pyskl - INFO - Epoch [36][1800/3405] lr: 2.170e-02, eta: 2 days, 0:58:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9537, loss_cls: 4.2933, loss: 4.2933 +2025-06-24 05:41:37,740 - pyskl - INFO - Epoch [36][1900/3405] lr: 2.169e-02, eta: 2 days, 0:57:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 4.2895, loss: 4.2895 +2025-06-24 05:42:22,462 - pyskl - INFO - Epoch [36][2000/3405] lr: 2.169e-02, eta: 2 days, 0:56:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 4.3167, loss: 4.3167 +2025-06-24 05:43:07,287 - pyskl - INFO - Epoch [36][2100/3405] lr: 2.168e-02, eta: 2 days, 0:56:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9481, loss_cls: 4.2039, loss: 4.2039 +2025-06-24 05:43:51,983 - pyskl - INFO - Epoch [36][2200/3405] lr: 2.168e-02, eta: 2 days, 0:55:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9513, loss_cls: 4.1652, loss: 4.1652 +2025-06-24 05:44:36,654 - pyskl - INFO - Epoch [36][2300/3405] lr: 2.167e-02, eta: 2 days, 0:54:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9500, loss_cls: 4.3478, loss: 4.3478 +2025-06-24 05:45:21,313 - pyskl - INFO - Epoch [36][2400/3405] lr: 2.166e-02, eta: 2 days, 0:53:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 4.1564, loss: 4.1564 +2025-06-24 05:46:06,087 - pyskl - INFO - Epoch [36][2500/3405] lr: 2.166e-02, eta: 2 days, 0:53:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9537, loss_cls: 4.1926, loss: 4.1926 +2025-06-24 05:46:50,710 - pyskl - INFO - Epoch [36][2600/3405] lr: 2.165e-02, eta: 2 days, 0:52:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 4.1324, loss: 4.1324 +2025-06-24 05:47:35,371 - pyskl - INFO - Epoch [36][2700/3405] lr: 2.165e-02, eta: 2 days, 0:51:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 4.3336, loss: 4.3336 +2025-06-24 05:48:19,948 - pyskl - INFO - Epoch [36][2800/3405] lr: 2.164e-02, eta: 2 days, 0:50:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 4.1358, loss: 4.1358 +2025-06-24 05:49:04,757 - pyskl - INFO - Epoch [36][2900/3405] lr: 2.164e-02, eta: 2 days, 0:49:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9513, loss_cls: 4.2983, loss: 4.2983 +2025-06-24 05:49:49,574 - pyskl - INFO - Epoch [36][3000/3405] lr: 2.163e-02, eta: 2 days, 0:49:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9600, loss_cls: 4.2653, loss: 4.2653 +2025-06-24 05:50:34,222 - pyskl - INFO - Epoch [36][3100/3405] lr: 2.163e-02, eta: 2 days, 0:48:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9569, loss_cls: 4.0316, loss: 4.0316 +2025-06-24 05:51:18,893 - pyskl - INFO - Epoch [36][3200/3405] lr: 2.162e-02, eta: 2 days, 0:47:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9563, loss_cls: 4.2245, loss: 4.2245 +2025-06-24 05:52:03,444 - pyskl - INFO - Epoch [36][3300/3405] lr: 2.162e-02, eta: 2 days, 0:46:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 4.2419, loss: 4.2419 +2025-06-24 05:52:48,018 - pyskl - INFO - Epoch [36][3400/3405] lr: 2.161e-02, eta: 2 days, 0:45:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9513, loss_cls: 4.3731, loss: 4.3731 +2025-06-24 05:52:50,651 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-06-24 05:56:50,705 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 05:56:51,352 - pyskl - INFO - +top1_acc 0.7114 +top5_acc 0.9308 +2025-06-24 05:56:51,375 - pyskl - INFO - Epoch(val) [36][3718] top1_acc: 0.7114, top5_acc: 0.9308 +2025-06-24 05:57:58,978 - pyskl - INFO - Epoch [37][100/3405] lr: 2.161e-02, eta: 2 days, 0:46:15, time: 0.676, data_time: 0.227, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 4.1077, loss: 4.1077 +2025-06-24 05:58:43,770 - pyskl - INFO - Epoch [37][200/3405] lr: 2.160e-02, eta: 2 days, 0:45:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 4.0085, loss: 4.0085 +2025-06-24 05:59:28,539 - pyskl - INFO - Epoch [37][300/3405] lr: 2.160e-02, eta: 2 days, 0:44:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9537, loss_cls: 4.1774, loss: 4.1774 +2025-06-24 06:00:13,299 - pyskl - INFO - Epoch [37][400/3405] lr: 2.159e-02, eta: 2 days, 0:43:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 4.2230, loss: 4.2230 +2025-06-24 06:00:58,034 - pyskl - INFO - Epoch [37][500/3405] lr: 2.159e-02, eta: 2 days, 0:43:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9694, loss_cls: 4.0535, loss: 4.0535 +2025-06-24 06:01:42,631 - pyskl - INFO - Epoch [37][600/3405] lr: 2.158e-02, eta: 2 days, 0:42:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 4.1393, loss: 4.1393 +2025-06-24 06:02:27,328 - pyskl - INFO - Epoch [37][700/3405] lr: 2.158e-02, eta: 2 days, 0:41:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9606, loss_cls: 3.9919, loss: 3.9919 +2025-06-24 06:03:12,026 - pyskl - INFO - Epoch [37][800/3405] lr: 2.157e-02, eta: 2 days, 0:40:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 4.1099, loss: 4.1099 +2025-06-24 06:03:56,760 - pyskl - INFO - Epoch [37][900/3405] lr: 2.156e-02, eta: 2 days, 0:40:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9581, loss_cls: 4.1226, loss: 4.1226 +2025-06-24 06:04:41,515 - pyskl - INFO - Epoch [37][1000/3405] lr: 2.156e-02, eta: 2 days, 0:39:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 4.2115, loss: 4.2115 +2025-06-24 06:05:26,177 - pyskl - INFO - Epoch [37][1100/3405] lr: 2.155e-02, eta: 2 days, 0:38:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9525, loss_cls: 4.1446, loss: 4.1446 +2025-06-24 06:06:10,916 - pyskl - INFO - Epoch [37][1200/3405] lr: 2.155e-02, eta: 2 days, 0:37:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9550, loss_cls: 4.2039, loss: 4.2039 +2025-06-24 06:06:55,614 - pyskl - INFO - Epoch [37][1300/3405] lr: 2.154e-02, eta: 2 days, 0:36:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 4.0857, loss: 4.0857 +2025-06-24 06:07:40,300 - pyskl - INFO - Epoch [37][1400/3405] lr: 2.154e-02, eta: 2 days, 0:36:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9587, loss_cls: 4.2177, loss: 4.2177 +2025-06-24 06:08:25,045 - pyskl - INFO - Epoch [37][1500/3405] lr: 2.153e-02, eta: 2 days, 0:35:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9513, loss_cls: 4.2084, loss: 4.2084 +2025-06-24 06:09:09,587 - pyskl - INFO - Epoch [37][1600/3405] lr: 2.153e-02, eta: 2 days, 0:34:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9531, loss_cls: 4.3271, loss: 4.3271 +2025-06-24 06:09:54,083 - pyskl - INFO - Epoch [37][1700/3405] lr: 2.152e-02, eta: 2 days, 0:33:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 4.2941, loss: 4.2941 +2025-06-24 06:10:38,771 - pyskl - INFO - Epoch [37][1800/3405] lr: 2.152e-02, eta: 2 days, 0:32:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9487, loss_cls: 4.2188, loss: 4.2188 +2025-06-24 06:11:23,470 - pyskl - INFO - Epoch [37][1900/3405] lr: 2.151e-02, eta: 2 days, 0:32:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9606, loss_cls: 4.2254, loss: 4.2254 +2025-06-24 06:12:08,467 - pyskl - INFO - Epoch [37][2000/3405] lr: 2.151e-02, eta: 2 days, 0:31:24, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9525, loss_cls: 4.3262, loss: 4.3262 +2025-06-24 06:12:53,190 - pyskl - INFO - Epoch [37][2100/3405] lr: 2.150e-02, eta: 2 days, 0:30:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9650, loss_cls: 4.0982, loss: 4.0982 +2025-06-24 06:13:38,058 - pyskl - INFO - Epoch [37][2200/3405] lr: 2.150e-02, eta: 2 days, 0:29:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9619, loss_cls: 4.2573, loss: 4.2573 +2025-06-24 06:14:22,925 - pyskl - INFO - Epoch [37][2300/3405] lr: 2.149e-02, eta: 2 days, 0:29:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9456, loss_cls: 4.2513, loss: 4.2513 +2025-06-24 06:15:07,454 - pyskl - INFO - Epoch [37][2400/3405] lr: 2.148e-02, eta: 2 days, 0:28:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9556, loss_cls: 4.1128, loss: 4.1128 +2025-06-24 06:15:52,113 - pyskl - INFO - Epoch [37][2500/3405] lr: 2.148e-02, eta: 2 days, 0:27:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9519, loss_cls: 4.2587, loss: 4.2587 +2025-06-24 06:16:36,767 - pyskl - INFO - Epoch [37][2600/3405] lr: 2.147e-02, eta: 2 days, 0:26:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9537, loss_cls: 4.0762, loss: 4.0762 +2025-06-24 06:17:21,401 - pyskl - INFO - Epoch [37][2700/3405] lr: 2.147e-02, eta: 2 days, 0:25:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 4.1804, loss: 4.1804 +2025-06-24 06:18:05,970 - pyskl - INFO - Epoch [37][2800/3405] lr: 2.146e-02, eta: 2 days, 0:25:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 4.2602, loss: 4.2602 +2025-06-24 06:18:50,597 - pyskl - INFO - Epoch [37][2900/3405] lr: 2.146e-02, eta: 2 days, 0:24:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 4.0974, loss: 4.0974 +2025-06-24 06:19:35,191 - pyskl - INFO - Epoch [37][3000/3405] lr: 2.145e-02, eta: 2 days, 0:23:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9513, loss_cls: 4.4343, loss: 4.4343 +2025-06-24 06:20:19,711 - pyskl - INFO - Epoch [37][3100/3405] lr: 2.145e-02, eta: 2 days, 0:22:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9575, loss_cls: 4.2794, loss: 4.2794 +2025-06-24 06:21:04,233 - pyskl - INFO - Epoch [37][3200/3405] lr: 2.144e-02, eta: 2 days, 0:21:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9537, loss_cls: 4.1498, loss: 4.1498 +2025-06-24 06:21:48,848 - pyskl - INFO - Epoch [37][3300/3405] lr: 2.144e-02, eta: 2 days, 0:21:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9506, loss_cls: 4.2092, loss: 4.2092 +2025-06-24 06:22:33,476 - pyskl - INFO - Epoch [37][3400/3405] lr: 2.143e-02, eta: 2 days, 0:20:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 4.0930, loss: 4.0930 +2025-06-24 06:22:36,169 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-06-24 06:26:36,173 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 06:26:36,767 - pyskl - INFO - +top1_acc 0.7405 +top5_acc 0.9400 +2025-06-24 06:26:36,825 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_26.pth was removed +2025-06-24 06:26:37,913 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_37.pth. +2025-06-24 06:26:37,915 - pyskl - INFO - Best top1_acc is 0.7405 at 37 epoch. +2025-06-24 06:26:37,936 - pyskl - INFO - Epoch(val) [37][3718] top1_acc: 0.7405, top5_acc: 0.9400 +2025-06-24 06:27:45,242 - pyskl - INFO - Epoch [38][100/3405] lr: 2.143e-02, eta: 2 days, 0:20:38, time: 0.673, data_time: 0.227, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 4.1198, loss: 4.1198 +2025-06-24 06:28:29,891 - pyskl - INFO - Epoch [38][200/3405] lr: 2.142e-02, eta: 2 days, 0:19:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9688, loss_cls: 4.0885, loss: 4.0885 +2025-06-24 06:29:14,514 - pyskl - INFO - Epoch [38][300/3405] lr: 2.141e-02, eta: 2 days, 0:19:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9637, loss_cls: 4.1340, loss: 4.1340 +2025-06-24 06:29:59,121 - pyskl - INFO - Epoch [38][400/3405] lr: 2.141e-02, eta: 2 days, 0:18:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 4.1585, loss: 4.1585 +2025-06-24 06:30:43,769 - pyskl - INFO - Epoch [38][500/3405] lr: 2.140e-02, eta: 2 days, 0:17:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 4.1407, loss: 4.1407 +2025-06-24 06:31:28,441 - pyskl - INFO - Epoch [38][600/3405] lr: 2.140e-02, eta: 2 days, 0:16:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 4.1143, loss: 4.1143 +2025-06-24 06:32:13,033 - pyskl - INFO - Epoch [38][700/3405] lr: 2.139e-02, eta: 2 days, 0:15:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9525, loss_cls: 4.0455, loss: 4.0455 +2025-06-24 06:32:57,559 - pyskl - INFO - Epoch [38][800/3405] lr: 2.139e-02, eta: 2 days, 0:15:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 4.0256, loss: 4.0256 +2025-06-24 06:33:42,064 - pyskl - INFO - Epoch [38][900/3405] lr: 2.138e-02, eta: 2 days, 0:14:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 4.1727, loss: 4.1727 +2025-06-24 06:34:26,815 - pyskl - INFO - Epoch [38][1000/3405] lr: 2.138e-02, eta: 2 days, 0:13:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9569, loss_cls: 4.1240, loss: 4.1240 +2025-06-24 06:35:11,490 - pyskl - INFO - Epoch [38][1100/3405] lr: 2.137e-02, eta: 2 days, 0:12:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 4.1974, loss: 4.1974 +2025-06-24 06:35:56,099 - pyskl - INFO - Epoch [38][1200/3405] lr: 2.137e-02, eta: 2 days, 0:12:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9525, loss_cls: 4.3078, loss: 4.3078 +2025-06-24 06:36:40,570 - pyskl - INFO - Epoch [38][1300/3405] lr: 2.136e-02, eta: 2 days, 0:11:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9594, loss_cls: 4.1290, loss: 4.1290 +2025-06-24 06:37:25,172 - pyskl - INFO - Epoch [38][1400/3405] lr: 2.136e-02, eta: 2 days, 0:10:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9550, loss_cls: 4.1023, loss: 4.1023 +2025-06-24 06:38:09,770 - pyskl - INFO - Epoch [38][1500/3405] lr: 2.135e-02, eta: 2 days, 0:09:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9550, loss_cls: 4.2839, loss: 4.2839 +2025-06-24 06:38:54,291 - pyskl - INFO - Epoch [38][1600/3405] lr: 2.134e-02, eta: 2 days, 0:08:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9569, loss_cls: 4.1541, loss: 4.1541 +2025-06-24 06:39:38,841 - pyskl - INFO - Epoch [38][1700/3405] lr: 2.134e-02, eta: 2 days, 0:08:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9556, loss_cls: 4.2684, loss: 4.2684 +2025-06-24 06:40:23,394 - pyskl - INFO - Epoch [38][1800/3405] lr: 2.133e-02, eta: 2 days, 0:07:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 4.1201, loss: 4.1201 +2025-06-24 06:41:07,974 - pyskl - INFO - Epoch [38][1900/3405] lr: 2.133e-02, eta: 2 days, 0:06:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 4.2502, loss: 4.2502 +2025-06-24 06:41:52,616 - pyskl - INFO - Epoch [38][2000/3405] lr: 2.132e-02, eta: 2 days, 0:05:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9494, loss_cls: 4.2152, loss: 4.2152 +2025-06-24 06:42:37,250 - pyskl - INFO - Epoch [38][2100/3405] lr: 2.132e-02, eta: 2 days, 0:04:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9525, loss_cls: 4.2568, loss: 4.2568 +2025-06-24 06:43:21,937 - pyskl - INFO - Epoch [38][2200/3405] lr: 2.131e-02, eta: 2 days, 0:04:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9413, loss_cls: 4.3580, loss: 4.3580 +2025-06-24 06:44:06,639 - pyskl - INFO - Epoch [38][2300/3405] lr: 2.131e-02, eta: 2 days, 0:03:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9650, loss_cls: 4.0606, loss: 4.0606 +2025-06-24 06:44:51,274 - pyskl - INFO - Epoch [38][2400/3405] lr: 2.130e-02, eta: 2 days, 0:02:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9481, loss_cls: 4.2277, loss: 4.2277 +2025-06-24 06:45:35,913 - pyskl - INFO - Epoch [38][2500/3405] lr: 2.130e-02, eta: 2 days, 0:01:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9519, loss_cls: 4.1496, loss: 4.1496 +2025-06-24 06:46:20,523 - pyskl - INFO - Epoch [38][2600/3405] lr: 2.129e-02, eta: 2 days, 0:01:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9637, loss_cls: 4.1497, loss: 4.1497 +2025-06-24 06:47:05,103 - pyskl - INFO - Epoch [38][2700/3405] lr: 2.128e-02, eta: 2 days, 0:00:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 4.1527, loss: 4.1527 +2025-06-24 06:47:49,617 - pyskl - INFO - Epoch [38][2800/3405] lr: 2.128e-02, eta: 1 day, 23:59:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9594, loss_cls: 4.2206, loss: 4.2206 +2025-06-24 06:48:34,118 - pyskl - INFO - Epoch [38][2900/3405] lr: 2.127e-02, eta: 1 day, 23:58:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9481, loss_cls: 4.2577, loss: 4.2577 +2025-06-24 06:49:18,630 - pyskl - INFO - Epoch [38][3000/3405] lr: 2.127e-02, eta: 1 day, 23:57:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9569, loss_cls: 4.1691, loss: 4.1691 +2025-06-24 06:50:03,104 - pyskl - INFO - Epoch [38][3100/3405] lr: 2.126e-02, eta: 1 day, 23:57:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9481, loss_cls: 4.2035, loss: 4.2035 +2025-06-24 06:50:47,634 - pyskl - INFO - Epoch [38][3200/3405] lr: 2.126e-02, eta: 1 day, 23:56:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9531, loss_cls: 4.1211, loss: 4.1211 +2025-06-24 06:51:32,204 - pyskl - INFO - Epoch [38][3300/3405] lr: 2.125e-02, eta: 1 day, 23:55:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9437, loss_cls: 4.2415, loss: 4.2415 +2025-06-24 06:52:16,733 - pyskl - INFO - Epoch [38][3400/3405] lr: 2.125e-02, eta: 1 day, 23:54:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9531, loss_cls: 4.2138, loss: 4.2138 +2025-06-24 06:52:19,296 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-06-24 06:56:18,333 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 06:56:18,981 - pyskl - INFO - +top1_acc 0.7175 +top5_acc 0.9321 +2025-06-24 06:56:19,002 - pyskl - INFO - Epoch(val) [38][3718] top1_acc: 0.7175, top5_acc: 0.9321 +2025-06-24 06:57:26,455 - pyskl - INFO - Epoch [39][100/3405] lr: 2.124e-02, eta: 1 day, 23:54:53, time: 0.674, data_time: 0.229, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 4.2788, loss: 4.2788 +2025-06-24 06:58:11,094 - pyskl - INFO - Epoch [39][200/3405] lr: 2.123e-02, eta: 1 day, 23:54:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9600, loss_cls: 4.0222, loss: 4.0222 +2025-06-24 06:58:55,945 - pyskl - INFO - Epoch [39][300/3405] lr: 2.123e-02, eta: 1 day, 23:53:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9556, loss_cls: 4.1269, loss: 4.1269 +2025-06-24 06:59:40,566 - pyskl - INFO - Epoch [39][400/3405] lr: 2.122e-02, eta: 1 day, 23:52:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.9319, loss: 3.9319 +2025-06-24 07:00:25,199 - pyskl - INFO - Epoch [39][500/3405] lr: 2.122e-02, eta: 1 day, 23:51:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 4.1360, loss: 4.1360 +2025-06-24 07:01:09,847 - pyskl - INFO - Epoch [39][600/3405] lr: 2.121e-02, eta: 1 day, 23:50:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9581, loss_cls: 4.1146, loss: 4.1146 +2025-06-24 07:01:54,457 - pyskl - INFO - Epoch [39][700/3405] lr: 2.121e-02, eta: 1 day, 23:50:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9500, loss_cls: 4.2882, loss: 4.2882 +2025-06-24 07:02:39,106 - pyskl - INFO - Epoch [39][800/3405] lr: 2.120e-02, eta: 1 day, 23:49:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 4.2005, loss: 4.2005 +2025-06-24 07:03:23,827 - pyskl - INFO - Epoch [39][900/3405] lr: 2.120e-02, eta: 1 day, 23:48:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9563, loss_cls: 4.1113, loss: 4.1113 +2025-06-24 07:04:08,421 - pyskl - INFO - Epoch [39][1000/3405] lr: 2.119e-02, eta: 1 day, 23:47:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9606, loss_cls: 4.0718, loss: 4.0718 +2025-06-24 07:04:53,166 - pyskl - INFO - Epoch [39][1100/3405] lr: 2.119e-02, eta: 1 day, 23:47:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 4.1439, loss: 4.1439 +2025-06-24 07:05:37,809 - pyskl - INFO - Epoch [39][1200/3405] lr: 2.118e-02, eta: 1 day, 23:46:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9494, loss_cls: 4.2119, loss: 4.2119 +2025-06-24 07:06:22,472 - pyskl - INFO - Epoch [39][1300/3405] lr: 2.117e-02, eta: 1 day, 23:45:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9519, loss_cls: 4.2508, loss: 4.2508 +2025-06-24 07:07:07,081 - pyskl - INFO - Epoch [39][1400/3405] lr: 2.117e-02, eta: 1 day, 23:44:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9463, loss_cls: 4.1445, loss: 4.1445 +2025-06-24 07:07:51,783 - pyskl - INFO - Epoch [39][1500/3405] lr: 2.116e-02, eta: 1 day, 23:43:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9581, loss_cls: 4.0905, loss: 4.0905 +2025-06-24 07:08:36,366 - pyskl - INFO - Epoch [39][1600/3405] lr: 2.116e-02, eta: 1 day, 23:43:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9550, loss_cls: 4.1302, loss: 4.1302 +2025-06-24 07:09:21,033 - pyskl - INFO - Epoch [39][1700/3405] lr: 2.115e-02, eta: 1 day, 23:42:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 4.2588, loss: 4.2588 +2025-06-24 07:10:05,605 - pyskl - INFO - Epoch [39][1800/3405] lr: 2.115e-02, eta: 1 day, 23:41:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 4.1145, loss: 4.1145 +2025-06-24 07:10:50,098 - pyskl - INFO - Epoch [39][1900/3405] lr: 2.114e-02, eta: 1 day, 23:40:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9637, loss_cls: 4.0649, loss: 4.0649 +2025-06-24 07:11:34,361 - pyskl - INFO - Epoch [39][2000/3405] lr: 2.114e-02, eta: 1 day, 23:39:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 3.9792, loss: 3.9792 +2025-06-24 07:12:18,988 - pyskl - INFO - Epoch [39][2100/3405] lr: 2.113e-02, eta: 1 day, 23:39:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9531, loss_cls: 4.0927, loss: 4.0927 +2025-06-24 07:13:03,767 - pyskl - INFO - Epoch [39][2200/3405] lr: 2.112e-02, eta: 1 day, 23:38:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9556, loss_cls: 4.2921, loss: 4.2921 +2025-06-24 07:13:48,435 - pyskl - INFO - Epoch [39][2300/3405] lr: 2.112e-02, eta: 1 day, 23:37:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9581, loss_cls: 4.1317, loss: 4.1317 +2025-06-24 07:14:32,958 - pyskl - INFO - Epoch [39][2400/3405] lr: 2.111e-02, eta: 1 day, 23:36:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9606, loss_cls: 4.1786, loss: 4.1786 +2025-06-24 07:15:17,437 - pyskl - INFO - Epoch [39][2500/3405] lr: 2.111e-02, eta: 1 day, 23:36:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9606, loss_cls: 4.0725, loss: 4.0725 +2025-06-24 07:16:02,086 - pyskl - INFO - Epoch [39][2600/3405] lr: 2.110e-02, eta: 1 day, 23:35:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9681, loss_cls: 3.9572, loss: 3.9572 +2025-06-24 07:16:46,687 - pyskl - INFO - Epoch [39][2700/3405] lr: 2.110e-02, eta: 1 day, 23:34:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 4.1264, loss: 4.1264 +2025-06-24 07:17:31,315 - pyskl - INFO - Epoch [39][2800/3405] lr: 2.109e-02, eta: 1 day, 23:33:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9481, loss_cls: 4.3131, loss: 4.3131 +2025-06-24 07:18:15,973 - pyskl - INFO - Epoch [39][2900/3405] lr: 2.109e-02, eta: 1 day, 23:32:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9400, loss_cls: 4.2184, loss: 4.2184 +2025-06-24 07:19:00,606 - pyskl - INFO - Epoch [39][3000/3405] lr: 2.108e-02, eta: 1 day, 23:32:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9563, loss_cls: 4.2123, loss: 4.2123 +2025-06-24 07:19:45,178 - pyskl - INFO - Epoch [39][3100/3405] lr: 2.107e-02, eta: 1 day, 23:31:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9556, loss_cls: 4.1291, loss: 4.1291 +2025-06-24 07:20:29,649 - pyskl - INFO - Epoch [39][3200/3405] lr: 2.107e-02, eta: 1 day, 23:30:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9569, loss_cls: 4.1152, loss: 4.1152 +2025-06-24 07:21:14,119 - pyskl - INFO - Epoch [39][3300/3405] lr: 2.106e-02, eta: 1 day, 23:29:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9569, loss_cls: 4.1803, loss: 4.1803 +2025-06-24 07:21:58,743 - pyskl - INFO - Epoch [39][3400/3405] lr: 2.106e-02, eta: 1 day, 23:29:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9556, loss_cls: 4.1568, loss: 4.1568 +2025-06-24 07:22:01,369 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-06-24 07:26:00,674 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 07:26:01,268 - pyskl - INFO - +top1_acc 0.7325 +top5_acc 0.9399 +2025-06-24 07:26:01,289 - pyskl - INFO - Epoch(val) [39][3718] top1_acc: 0.7325, top5_acc: 0.9399 +2025-06-24 07:27:08,683 - pyskl - INFO - Epoch [40][100/3405] lr: 2.105e-02, eta: 1 day, 23:29:10, time: 0.674, data_time: 0.226, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 4.0324, loss: 4.0324 +2025-06-24 07:27:53,274 - pyskl - INFO - Epoch [40][200/3405] lr: 2.105e-02, eta: 1 day, 23:28:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 4.2105, loss: 4.2105 +2025-06-24 07:28:37,885 - pyskl - INFO - Epoch [40][300/3405] lr: 2.104e-02, eta: 1 day, 23:27:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 4.1314, loss: 4.1314 +2025-06-24 07:29:22,469 - pyskl - INFO - Epoch [40][400/3405] lr: 2.103e-02, eta: 1 day, 23:26:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 4.2081, loss: 4.2081 +2025-06-24 07:30:07,058 - pyskl - INFO - Epoch [40][500/3405] lr: 2.103e-02, eta: 1 day, 23:26:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 4.1503, loss: 4.1503 +2025-06-24 07:30:51,637 - pyskl - INFO - Epoch [40][600/3405] lr: 2.102e-02, eta: 1 day, 23:25:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 4.2415, loss: 4.2415 +2025-06-24 07:31:36,246 - pyskl - INFO - Epoch [40][700/3405] lr: 2.102e-02, eta: 1 day, 23:24:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9637, loss_cls: 4.0979, loss: 4.0979 +2025-06-24 07:32:20,790 - pyskl - INFO - Epoch [40][800/3405] lr: 2.101e-02, eta: 1 day, 23:23:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9494, loss_cls: 4.1514, loss: 4.1514 +2025-06-24 07:33:05,401 - pyskl - INFO - Epoch [40][900/3405] lr: 2.101e-02, eta: 1 day, 23:22:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9606, loss_cls: 3.9693, loss: 3.9693 +2025-06-24 07:33:50,094 - pyskl - INFO - Epoch [40][1000/3405] lr: 2.100e-02, eta: 1 day, 23:22:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 4.1257, loss: 4.1257 +2025-06-24 07:34:34,755 - pyskl - INFO - Epoch [40][1100/3405] lr: 2.100e-02, eta: 1 day, 23:21:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 4.2211, loss: 4.2211 +2025-06-24 07:35:19,367 - pyskl - INFO - Epoch [40][1200/3405] lr: 2.099e-02, eta: 1 day, 23:20:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 4.1091, loss: 4.1091 +2025-06-24 07:36:03,949 - pyskl - INFO - Epoch [40][1300/3405] lr: 2.098e-02, eta: 1 day, 23:19:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9506, loss_cls: 4.2910, loss: 4.2910 +2025-06-24 07:36:48,521 - pyskl - INFO - Epoch [40][1400/3405] lr: 2.098e-02, eta: 1 day, 23:18:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9600, loss_cls: 4.1860, loss: 4.1860 +2025-06-24 07:37:32,981 - pyskl - INFO - Epoch [40][1500/3405] lr: 2.097e-02, eta: 1 day, 23:18:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9581, loss_cls: 4.1699, loss: 4.1699 +2025-06-24 07:38:17,562 - pyskl - INFO - Epoch [40][1600/3405] lr: 2.097e-02, eta: 1 day, 23:17:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9506, loss_cls: 4.3307, loss: 4.3307 +2025-06-24 07:39:02,065 - pyskl - INFO - Epoch [40][1700/3405] lr: 2.096e-02, eta: 1 day, 23:16:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9625, loss_cls: 4.1394, loss: 4.1394 +2025-06-24 07:39:46,580 - pyskl - INFO - Epoch [40][1800/3405] lr: 2.096e-02, eta: 1 day, 23:15:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 4.1452, loss: 4.1452 +2025-06-24 07:40:31,085 - pyskl - INFO - Epoch [40][1900/3405] lr: 2.095e-02, eta: 1 day, 23:15:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9581, loss_cls: 4.2176, loss: 4.2176 +2025-06-24 07:41:15,580 - pyskl - INFO - Epoch [40][2000/3405] lr: 2.094e-02, eta: 1 day, 23:14:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 4.1718, loss: 4.1718 +2025-06-24 07:42:00,102 - pyskl - INFO - Epoch [40][2100/3405] lr: 2.094e-02, eta: 1 day, 23:13:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9581, loss_cls: 4.1882, loss: 4.1882 +2025-06-24 07:42:44,596 - pyskl - INFO - Epoch [40][2200/3405] lr: 2.093e-02, eta: 1 day, 23:12:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9513, loss_cls: 4.1548, loss: 4.1548 +2025-06-24 07:43:29,088 - pyskl - INFO - Epoch [40][2300/3405] lr: 2.093e-02, eta: 1 day, 23:11:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9506, loss_cls: 4.1584, loss: 4.1584 +2025-06-24 07:44:13,498 - pyskl - INFO - Epoch [40][2400/3405] lr: 2.092e-02, eta: 1 day, 23:11:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 4.0776, loss: 4.0776 +2025-06-24 07:44:57,965 - pyskl - INFO - Epoch [40][2500/3405] lr: 2.092e-02, eta: 1 day, 23:10:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9525, loss_cls: 4.1276, loss: 4.1276 +2025-06-24 07:45:42,349 - pyskl - INFO - Epoch [40][2600/3405] lr: 2.091e-02, eta: 1 day, 23:09:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 4.0672, loss: 4.0672 +2025-06-24 07:46:26,863 - pyskl - INFO - Epoch [40][2700/3405] lr: 2.090e-02, eta: 1 day, 23:08:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9406, loss_cls: 4.2231, loss: 4.2231 +2025-06-24 07:47:11,397 - pyskl - INFO - Epoch [40][2800/3405] lr: 2.090e-02, eta: 1 day, 23:07:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 3.9797, loss: 3.9797 +2025-06-24 07:47:55,934 - pyskl - INFO - Epoch [40][2900/3405] lr: 2.089e-02, eta: 1 day, 23:07:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9581, loss_cls: 4.2276, loss: 4.2276 +2025-06-24 07:48:40,493 - pyskl - INFO - Epoch [40][3000/3405] lr: 2.089e-02, eta: 1 day, 23:06:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9487, loss_cls: 4.1995, loss: 4.1995 +2025-06-24 07:49:25,052 - pyskl - INFO - Epoch [40][3100/3405] lr: 2.088e-02, eta: 1 day, 23:05:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9537, loss_cls: 4.2686, loss: 4.2686 +2025-06-24 07:50:09,564 - pyskl - INFO - Epoch [40][3200/3405] lr: 2.088e-02, eta: 1 day, 23:04:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9688, loss_cls: 4.1202, loss: 4.1202 +2025-06-24 07:50:54,036 - pyskl - INFO - Epoch [40][3300/3405] lr: 2.087e-02, eta: 1 day, 23:04:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9450, loss_cls: 4.1783, loss: 4.1783 +2025-06-24 07:51:38,553 - pyskl - INFO - Epoch [40][3400/3405] lr: 2.086e-02, eta: 1 day, 23:03:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9519, loss_cls: 4.1495, loss: 4.1495 +2025-06-24 07:51:41,173 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-06-24 08:11:23,460 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 08:11:24,087 - pyskl - INFO - +top1_acc 0.7186 +top5_acc 0.9251 +2025-06-24 08:11:24,108 - pyskl - INFO - Epoch(val) [40][3718] top1_acc: 0.7186, top5_acc: 0.9251 +2025-06-24 08:12:31,611 - pyskl - INFO - Epoch [41][100/3405] lr: 2.086e-02, eta: 1 day, 23:03:21, time: 0.675, data_time: 0.229, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9694, loss_cls: 3.8979, loss: 3.8979 +2025-06-24 08:13:16,304 - pyskl - INFO - Epoch [41][200/3405] lr: 2.085e-02, eta: 1 day, 23:02:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9712, loss_cls: 4.0860, loss: 4.0860 +2025-06-24 08:14:01,024 - pyskl - INFO - Epoch [41][300/3405] lr: 2.085e-02, eta: 1 day, 23:01:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 3.9974, loss: 3.9974 +2025-06-24 08:14:45,670 - pyskl - INFO - Epoch [41][400/3405] lr: 2.084e-02, eta: 1 day, 23:01:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9550, loss_cls: 4.0847, loss: 4.0847 +2025-06-24 08:15:30,316 - pyskl - INFO - Epoch [41][500/3405] lr: 2.084e-02, eta: 1 day, 23:00:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 4.0184, loss: 4.0184 +2025-06-24 08:16:14,870 - pyskl - INFO - Epoch [41][600/3405] lr: 2.083e-02, eta: 1 day, 22:59:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9525, loss_cls: 4.1448, loss: 4.1448 +2025-06-24 08:16:59,395 - pyskl - INFO - Epoch [41][700/3405] lr: 2.082e-02, eta: 1 day, 22:58:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 4.1004, loss: 4.1004 +2025-06-24 08:17:44,141 - pyskl - INFO - Epoch [41][800/3405] lr: 2.082e-02, eta: 1 day, 22:57:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 4.1005, loss: 4.1005 +2025-06-24 08:18:28,658 - pyskl - INFO - Epoch [41][900/3405] lr: 2.081e-02, eta: 1 day, 22:57:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9663, loss_cls: 4.0174, loss: 4.0174 +2025-06-24 08:19:13,273 - pyskl - INFO - Epoch [41][1000/3405] lr: 2.081e-02, eta: 1 day, 22:56:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9581, loss_cls: 4.1830, loss: 4.1830 +2025-06-24 08:19:57,828 - pyskl - INFO - Epoch [41][1100/3405] lr: 2.080e-02, eta: 1 day, 22:55:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9600, loss_cls: 4.1828, loss: 4.1828 +2025-06-24 08:20:42,275 - pyskl - INFO - Epoch [41][1200/3405] lr: 2.080e-02, eta: 1 day, 22:54:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9575, loss_cls: 4.1549, loss: 4.1549 +2025-06-24 08:21:26,776 - pyskl - INFO - Epoch [41][1300/3405] lr: 2.079e-02, eta: 1 day, 22:53:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9637, loss_cls: 4.1324, loss: 4.1324 +2025-06-24 08:22:11,371 - pyskl - INFO - Epoch [41][1400/3405] lr: 2.078e-02, eta: 1 day, 22:53:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9556, loss_cls: 4.1881, loss: 4.1881 +2025-06-24 08:22:55,946 - pyskl - INFO - Epoch [41][1500/3405] lr: 2.078e-02, eta: 1 day, 22:52:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9625, loss_cls: 4.0040, loss: 4.0040 +2025-06-24 08:23:40,475 - pyskl - INFO - Epoch [41][1600/3405] lr: 2.077e-02, eta: 1 day, 22:51:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 4.0072, loss: 4.0072 +2025-06-24 08:24:25,083 - pyskl - INFO - Epoch [41][1700/3405] lr: 2.077e-02, eta: 1 day, 22:50:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 4.0216, loss: 4.0216 +2025-06-24 08:25:09,640 - pyskl - INFO - Epoch [41][1800/3405] lr: 2.076e-02, eta: 1 day, 22:50:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 4.1524, loss: 4.1524 +2025-06-24 08:25:54,226 - pyskl - INFO - Epoch [41][1900/3405] lr: 2.076e-02, eta: 1 day, 22:49:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 4.0522, loss: 4.0522 +2025-06-24 08:26:38,753 - pyskl - INFO - Epoch [41][2000/3405] lr: 2.075e-02, eta: 1 day, 22:48:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9556, loss_cls: 4.2138, loss: 4.2138 +2025-06-24 08:27:23,387 - pyskl - INFO - Epoch [41][2100/3405] lr: 2.074e-02, eta: 1 day, 22:47:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9550, loss_cls: 4.2161, loss: 4.2161 +2025-06-24 08:28:07,931 - pyskl - INFO - Epoch [41][2200/3405] lr: 2.074e-02, eta: 1 day, 22:46:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9525, loss_cls: 4.1588, loss: 4.1588 +2025-06-24 08:28:52,553 - pyskl - INFO - Epoch [41][2300/3405] lr: 2.073e-02, eta: 1 day, 22:46:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9519, loss_cls: 4.0631, loss: 4.0631 +2025-06-24 08:29:37,001 - pyskl - INFO - Epoch [41][2400/3405] lr: 2.073e-02, eta: 1 day, 22:45:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9575, loss_cls: 4.2872, loss: 4.2872 +2025-06-24 08:30:21,580 - pyskl - INFO - Epoch [41][2500/3405] lr: 2.072e-02, eta: 1 day, 22:44:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 4.0731, loss: 4.0731 +2025-06-24 08:31:06,202 - pyskl - INFO - Epoch [41][2600/3405] lr: 2.071e-02, eta: 1 day, 22:43:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 4.0963, loss: 4.0963 +2025-06-24 08:31:50,857 - pyskl - INFO - Epoch [41][2700/3405] lr: 2.071e-02, eta: 1 day, 22:42:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 4.1040, loss: 4.1040 +2025-06-24 08:32:35,332 - pyskl - INFO - Epoch [41][2800/3405] lr: 2.070e-02, eta: 1 day, 22:42:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9613, loss_cls: 4.0736, loss: 4.0736 +2025-06-24 08:33:19,830 - pyskl - INFO - Epoch [41][2900/3405] lr: 2.070e-02, eta: 1 day, 22:41:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 4.1709, loss: 4.1709 +2025-06-24 08:34:04,272 - pyskl - INFO - Epoch [41][3000/3405] lr: 2.069e-02, eta: 1 day, 22:40:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 4.1069, loss: 4.1069 +2025-06-24 08:34:48,783 - pyskl - INFO - Epoch [41][3100/3405] lr: 2.069e-02, eta: 1 day, 22:39:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9613, loss_cls: 4.1729, loss: 4.1729 +2025-06-24 08:35:33,320 - pyskl - INFO - Epoch [41][3200/3405] lr: 2.068e-02, eta: 1 day, 22:39:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9550, loss_cls: 4.2306, loss: 4.2306 +2025-06-24 08:36:17,870 - pyskl - INFO - Epoch [41][3300/3405] lr: 2.067e-02, eta: 1 day, 22:38:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9475, loss_cls: 4.2917, loss: 4.2917 +2025-06-24 08:37:02,339 - pyskl - INFO - Epoch [41][3400/3405] lr: 2.067e-02, eta: 1 day, 22:37:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9594, loss_cls: 4.2167, loss: 4.2167 +2025-06-24 08:37:04,976 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-06-24 08:41:05,184 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 08:41:05,852 - pyskl - INFO - +top1_acc 0.7068 +top5_acc 0.9197 +2025-06-24 08:41:05,875 - pyskl - INFO - Epoch(val) [41][3718] top1_acc: 0.7068, top5_acc: 0.9197 +2025-06-24 08:42:13,049 - pyskl - INFO - Epoch [42][100/3405] lr: 2.066e-02, eta: 1 day, 22:37:33, time: 0.672, data_time: 0.227, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9556, loss_cls: 4.1107, loss: 4.1107 +2025-06-24 08:42:57,501 - pyskl - INFO - Epoch [42][200/3405] lr: 2.066e-02, eta: 1 day, 22:36:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 3.9166, loss: 3.9166 +2025-06-24 08:43:41,971 - pyskl - INFO - Epoch [42][300/3405] lr: 2.065e-02, eta: 1 day, 22:35:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 4.0649, loss: 4.0649 +2025-06-24 08:44:26,461 - pyskl - INFO - Epoch [42][400/3405] lr: 2.064e-02, eta: 1 day, 22:35:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 4.0682, loss: 4.0682 +2025-06-24 08:45:10,947 - pyskl - INFO - Epoch [42][500/3405] lr: 2.064e-02, eta: 1 day, 22:34:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9544, loss_cls: 4.1502, loss: 4.1502 +2025-06-24 08:45:55,713 - pyskl - INFO - Epoch [42][600/3405] lr: 2.063e-02, eta: 1 day, 22:33:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9500, loss_cls: 4.1677, loss: 4.1677 +2025-06-24 08:46:40,402 - pyskl - INFO - Epoch [42][700/3405] lr: 2.063e-02, eta: 1 day, 22:32:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 4.0124, loss: 4.0124 +2025-06-24 08:47:25,163 - pyskl - INFO - Epoch [42][800/3405] lr: 2.062e-02, eta: 1 day, 22:32:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9556, loss_cls: 4.0040, loss: 4.0040 +2025-06-24 08:48:09,863 - pyskl - INFO - Epoch [42][900/3405] lr: 2.062e-02, eta: 1 day, 22:31:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9644, loss_cls: 3.9131, loss: 3.9131 +2025-06-24 08:48:54,367 - pyskl - INFO - Epoch [42][1000/3405] lr: 2.061e-02, eta: 1 day, 22:30:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 4.0440, loss: 4.0440 +2025-06-24 08:49:38,778 - pyskl - INFO - Epoch [42][1100/3405] lr: 2.060e-02, eta: 1 day, 22:29:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9637, loss_cls: 4.0831, loss: 4.0831 +2025-06-24 08:50:23,082 - pyskl - INFO - Epoch [42][1200/3405] lr: 2.060e-02, eta: 1 day, 22:28:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9525, loss_cls: 4.0874, loss: 4.0874 +2025-06-24 08:51:07,466 - pyskl - INFO - Epoch [42][1300/3405] lr: 2.059e-02, eta: 1 day, 22:28:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9600, loss_cls: 4.0737, loss: 4.0737 +2025-06-24 08:51:51,944 - pyskl - INFO - Epoch [42][1400/3405] lr: 2.059e-02, eta: 1 day, 22:27:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9537, loss_cls: 4.1610, loss: 4.1610 +2025-06-24 08:52:36,486 - pyskl - INFO - Epoch [42][1500/3405] lr: 2.058e-02, eta: 1 day, 22:26:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9556, loss_cls: 4.1888, loss: 4.1888 +2025-06-24 08:53:21,053 - pyskl - INFO - Epoch [42][1600/3405] lr: 2.057e-02, eta: 1 day, 22:25:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9637, loss_cls: 4.1632, loss: 4.1632 +2025-06-24 08:54:05,643 - pyskl - INFO - Epoch [42][1700/3405] lr: 2.057e-02, eta: 1 day, 22:25:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 4.0459, loss: 4.0459 +2025-06-24 08:54:50,304 - pyskl - INFO - Epoch [42][1800/3405] lr: 2.056e-02, eta: 1 day, 22:24:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9669, loss_cls: 4.0450, loss: 4.0450 +2025-06-24 08:55:34,975 - pyskl - INFO - Epoch [42][1900/3405] lr: 2.056e-02, eta: 1 day, 22:23:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 4.2193, loss: 4.2193 +2025-06-24 08:56:19,702 - pyskl - INFO - Epoch [42][2000/3405] lr: 2.055e-02, eta: 1 day, 22:22:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9600, loss_cls: 4.2057, loss: 4.2057 +2025-06-24 08:57:04,221 - pyskl - INFO - Epoch [42][2100/3405] lr: 2.054e-02, eta: 1 day, 22:21:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9550, loss_cls: 4.1259, loss: 4.1259 +2025-06-24 08:57:48,821 - pyskl - INFO - Epoch [42][2200/3405] lr: 2.054e-02, eta: 1 day, 22:21:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9556, loss_cls: 4.1619, loss: 4.1619 +2025-06-24 08:58:33,373 - pyskl - INFO - Epoch [42][2300/3405] lr: 2.053e-02, eta: 1 day, 22:20:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9519, loss_cls: 4.1107, loss: 4.1107 +2025-06-24 08:59:17,976 - pyskl - INFO - Epoch [42][2400/3405] lr: 2.053e-02, eta: 1 day, 22:19:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9469, loss_cls: 4.1635, loss: 4.1635 +2025-06-24 09:00:02,538 - pyskl - INFO - Epoch [42][2500/3405] lr: 2.052e-02, eta: 1 day, 22:18:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 3.9452, loss: 3.9452 +2025-06-24 09:00:47,045 - pyskl - INFO - Epoch [42][2600/3405] lr: 2.052e-02, eta: 1 day, 22:17:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9569, loss_cls: 4.2060, loss: 4.2060 +2025-06-24 09:01:31,690 - pyskl - INFO - Epoch [42][2700/3405] lr: 2.051e-02, eta: 1 day, 22:17:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9675, loss_cls: 3.9998, loss: 3.9998 +2025-06-24 09:02:16,366 - pyskl - INFO - Epoch [42][2800/3405] lr: 2.050e-02, eta: 1 day, 22:16:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9556, loss_cls: 4.1072, loss: 4.1072 +2025-06-24 09:03:01,014 - pyskl - INFO - Epoch [42][2900/3405] lr: 2.050e-02, eta: 1 day, 22:15:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9556, loss_cls: 4.1293, loss: 4.1293 +2025-06-24 09:03:45,544 - pyskl - INFO - Epoch [42][3000/3405] lr: 2.049e-02, eta: 1 day, 22:14:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9513, loss_cls: 4.1930, loss: 4.1930 +2025-06-24 09:04:30,057 - pyskl - INFO - Epoch [42][3100/3405] lr: 2.049e-02, eta: 1 day, 22:14:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9563, loss_cls: 4.1709, loss: 4.1709 +2025-06-24 09:05:14,643 - pyskl - INFO - Epoch [42][3200/3405] lr: 2.048e-02, eta: 1 day, 22:13:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9513, loss_cls: 4.2381, loss: 4.2381 +2025-06-24 09:05:59,199 - pyskl - INFO - Epoch [42][3300/3405] lr: 2.047e-02, eta: 1 day, 22:12:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 3.9954, loss: 3.9954 +2025-06-24 09:06:43,684 - pyskl - INFO - Epoch [42][3400/3405] lr: 2.047e-02, eta: 1 day, 22:11:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 4.0494, loss: 4.0494 +2025-06-24 09:06:46,279 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-06-24 09:10:46,274 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 09:10:46,850 - pyskl - INFO - +top1_acc 0.7172 +top5_acc 0.9300 +2025-06-24 09:10:46,874 - pyskl - INFO - Epoch(val) [42][3718] top1_acc: 0.7172, top5_acc: 0.9300 +2025-06-24 09:11:54,597 - pyskl - INFO - Epoch [43][100/3405] lr: 2.046e-02, eta: 1 day, 22:11:48, time: 0.677, data_time: 0.230, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.8622, loss: 3.8622 +2025-06-24 09:12:39,485 - pyskl - INFO - Epoch [43][200/3405] lr: 2.046e-02, eta: 1 day, 22:11:02, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9519, loss_cls: 4.0135, loss: 4.0135 +2025-06-24 09:13:24,101 - pyskl - INFO - Epoch [43][300/3405] lr: 2.045e-02, eta: 1 day, 22:10:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 4.0632, loss: 4.0632 +2025-06-24 09:14:08,803 - pyskl - INFO - Epoch [43][400/3405] lr: 2.044e-02, eta: 1 day, 22:09:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 4.0313, loss: 4.0313 +2025-06-24 09:14:53,545 - pyskl - INFO - Epoch [43][500/3405] lr: 2.044e-02, eta: 1 day, 22:08:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9513, loss_cls: 4.0497, loss: 4.0497 +2025-06-24 09:15:38,218 - pyskl - INFO - Epoch [43][600/3405] lr: 2.043e-02, eta: 1 day, 22:07:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9600, loss_cls: 3.9266, loss: 3.9266 +2025-06-24 09:16:22,918 - pyskl - INFO - Epoch [43][700/3405] lr: 2.043e-02, eta: 1 day, 22:07:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9625, loss_cls: 4.0944, loss: 4.0944 +2025-06-24 09:17:07,310 - pyskl - INFO - Epoch [43][800/3405] lr: 2.042e-02, eta: 1 day, 22:06:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9594, loss_cls: 4.0390, loss: 4.0390 +2025-06-24 09:17:51,877 - pyskl - INFO - Epoch [43][900/3405] lr: 2.041e-02, eta: 1 day, 22:05:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.9436, loss: 3.9436 +2025-06-24 09:18:36,653 - pyskl - INFO - Epoch [43][1000/3405] lr: 2.041e-02, eta: 1 day, 22:04:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 4.0893, loss: 4.0893 +2025-06-24 09:19:21,265 - pyskl - INFO - Epoch [43][1100/3405] lr: 2.040e-02, eta: 1 day, 22:04:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 4.1162, loss: 4.1162 +2025-06-24 09:20:05,839 - pyskl - INFO - Epoch [43][1200/3405] lr: 2.040e-02, eta: 1 day, 22:03:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 4.0378, loss: 4.0378 +2025-06-24 09:20:50,325 - pyskl - INFO - Epoch [43][1300/3405] lr: 2.039e-02, eta: 1 day, 22:02:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9587, loss_cls: 4.0627, loss: 4.0627 +2025-06-24 09:21:34,692 - pyskl - INFO - Epoch [43][1400/3405] lr: 2.038e-02, eta: 1 day, 22:01:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 4.1613, loss: 4.1613 +2025-06-24 09:22:19,430 - pyskl - INFO - Epoch [43][1500/3405] lr: 2.038e-02, eta: 1 day, 22:00:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9669, loss_cls: 3.9732, loss: 3.9732 +2025-06-24 09:23:04,033 - pyskl - INFO - Epoch [43][1600/3405] lr: 2.037e-02, eta: 1 day, 22:00:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9619, loss_cls: 4.0471, loss: 4.0471 +2025-06-24 09:23:48,734 - pyskl - INFO - Epoch [43][1700/3405] lr: 2.037e-02, eta: 1 day, 21:59:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9600, loss_cls: 4.1264, loss: 4.1264 +2025-06-24 09:24:33,375 - pyskl - INFO - Epoch [43][1800/3405] lr: 2.036e-02, eta: 1 day, 21:58:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9587, loss_cls: 4.1156, loss: 4.1156 +2025-06-24 09:25:17,889 - pyskl - INFO - Epoch [43][1900/3405] lr: 2.035e-02, eta: 1 day, 21:57:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9519, loss_cls: 4.2470, loss: 4.2470 +2025-06-24 09:26:02,554 - pyskl - INFO - Epoch [43][2000/3405] lr: 2.035e-02, eta: 1 day, 21:56:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9450, loss_cls: 4.1341, loss: 4.1341 +2025-06-24 09:26:47,085 - pyskl - INFO - Epoch [43][2100/3405] lr: 2.034e-02, eta: 1 day, 21:56:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9494, loss_cls: 4.0181, loss: 4.0181 +2025-06-24 09:27:31,698 - pyskl - INFO - Epoch [43][2200/3405] lr: 2.034e-02, eta: 1 day, 21:55:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9531, loss_cls: 4.0989, loss: 4.0989 +2025-06-24 09:28:16,398 - pyskl - INFO - Epoch [43][2300/3405] lr: 2.033e-02, eta: 1 day, 21:54:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 3.9034, loss: 3.9034 +2025-06-24 09:29:01,074 - pyskl - INFO - Epoch [43][2400/3405] lr: 2.032e-02, eta: 1 day, 21:53:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 4.1280, loss: 4.1280 +2025-06-24 09:29:45,862 - pyskl - INFO - Epoch [43][2500/3405] lr: 2.032e-02, eta: 1 day, 21:53:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9537, loss_cls: 4.1242, loss: 4.1242 +2025-06-24 09:30:30,398 - pyskl - INFO - Epoch [43][2600/3405] lr: 2.031e-02, eta: 1 day, 21:52:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 4.0550, loss: 4.0550 +2025-06-24 09:31:15,073 - pyskl - INFO - Epoch [43][2700/3405] lr: 2.031e-02, eta: 1 day, 21:51:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 3.9943, loss: 3.9943 +2025-06-24 09:31:59,918 - pyskl - INFO - Epoch [43][2800/3405] lr: 2.030e-02, eta: 1 day, 21:50:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9506, loss_cls: 4.1336, loss: 4.1336 +2025-06-24 09:32:44,599 - pyskl - INFO - Epoch [43][2900/3405] lr: 2.029e-02, eta: 1 day, 21:50:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9544, loss_cls: 4.0943, loss: 4.0943 +2025-06-24 09:33:29,207 - pyskl - INFO - Epoch [43][3000/3405] lr: 2.029e-02, eta: 1 day, 21:49:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9525, loss_cls: 4.1405, loss: 4.1405 +2025-06-24 09:34:13,926 - pyskl - INFO - Epoch [43][3100/3405] lr: 2.028e-02, eta: 1 day, 21:48:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9463, loss_cls: 4.3178, loss: 4.3178 +2025-06-24 09:34:58,587 - pyskl - INFO - Epoch [43][3200/3405] lr: 2.028e-02, eta: 1 day, 21:47:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9519, loss_cls: 4.2085, loss: 4.2085 +2025-06-24 09:35:43,310 - pyskl - INFO - Epoch [43][3300/3405] lr: 2.027e-02, eta: 1 day, 21:46:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9587, loss_cls: 4.1782, loss: 4.1782 +2025-06-24 09:36:27,994 - pyskl - INFO - Epoch [43][3400/3405] lr: 2.026e-02, eta: 1 day, 21:46:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9556, loss_cls: 3.9784, loss: 3.9784 +2025-06-24 09:36:30,637 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-06-24 09:40:28,681 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 09:40:29,229 - pyskl - INFO - +top1_acc 0.7190 +top5_acc 0.9270 +2025-06-24 09:40:29,250 - pyskl - INFO - Epoch(val) [43][3718] top1_acc: 0.7190, top5_acc: 0.9270 +2025-06-24 09:41:36,414 - pyskl - INFO - Epoch [44][100/3405] lr: 2.026e-02, eta: 1 day, 21:46:08, time: 0.672, data_time: 0.227, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 3.9837, loss: 3.9837 +2025-06-24 09:42:20,949 - pyskl - INFO - Epoch [44][200/3405] lr: 2.025e-02, eta: 1 day, 21:45:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9581, loss_cls: 4.1295, loss: 4.1295 +2025-06-24 09:43:05,490 - pyskl - INFO - Epoch [44][300/3405] lr: 2.025e-02, eta: 1 day, 21:44:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9494, loss_cls: 4.0434, loss: 4.0434 +2025-06-24 09:43:50,114 - pyskl - INFO - Epoch [44][400/3405] lr: 2.024e-02, eta: 1 day, 21:43:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 4.0227, loss: 4.0227 +2025-06-24 09:44:34,729 - pyskl - INFO - Epoch [44][500/3405] lr: 2.023e-02, eta: 1 day, 21:43:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9700, loss_cls: 4.0095, loss: 4.0095 +2025-06-24 09:45:19,336 - pyskl - INFO - Epoch [44][600/3405] lr: 2.023e-02, eta: 1 day, 21:42:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 3.8955, loss: 3.8955 +2025-06-24 09:46:03,805 - pyskl - INFO - Epoch [44][700/3405] lr: 2.022e-02, eta: 1 day, 21:41:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 4.1171, loss: 4.1171 +2025-06-24 09:46:48,290 - pyskl - INFO - Epoch [44][800/3405] lr: 2.022e-02, eta: 1 day, 21:40:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9587, loss_cls: 4.1582, loss: 4.1582 +2025-06-24 09:47:32,978 - pyskl - INFO - Epoch [44][900/3405] lr: 2.021e-02, eta: 1 day, 21:39:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 3.9908, loss: 3.9908 +2025-06-24 09:48:17,522 - pyskl - INFO - Epoch [44][1000/3405] lr: 2.020e-02, eta: 1 day, 21:39:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9575, loss_cls: 3.9867, loss: 3.9867 +2025-06-24 09:49:02,159 - pyskl - INFO - Epoch [44][1100/3405] lr: 2.020e-02, eta: 1 day, 21:38:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 4.1395, loss: 4.1395 +2025-06-24 09:49:46,735 - pyskl - INFO - Epoch [44][1200/3405] lr: 2.019e-02, eta: 1 day, 21:37:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9606, loss_cls: 3.9772, loss: 3.9772 +2025-06-24 09:50:31,403 - pyskl - INFO - Epoch [44][1300/3405] lr: 2.019e-02, eta: 1 day, 21:36:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9656, loss_cls: 4.0667, loss: 4.0667 +2025-06-24 09:51:16,195 - pyskl - INFO - Epoch [44][1400/3405] lr: 2.018e-02, eta: 1 day, 21:36:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9525, loss_cls: 4.1685, loss: 4.1685 +2025-06-24 09:52:00,785 - pyskl - INFO - Epoch [44][1500/3405] lr: 2.017e-02, eta: 1 day, 21:35:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9544, loss_cls: 4.0146, loss: 4.0146 +2025-06-24 09:52:45,496 - pyskl - INFO - Epoch [44][1600/3405] lr: 2.017e-02, eta: 1 day, 21:34:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9494, loss_cls: 4.2447, loss: 4.2447 +2025-06-24 09:53:30,253 - pyskl - INFO - Epoch [44][1700/3405] lr: 2.016e-02, eta: 1 day, 21:33:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9600, loss_cls: 3.9679, loss: 3.9679 +2025-06-24 09:54:14,812 - pyskl - INFO - Epoch [44][1800/3405] lr: 2.016e-02, eta: 1 day, 21:32:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9494, loss_cls: 4.1589, loss: 4.1589 +2025-06-24 09:54:59,300 - pyskl - INFO - Epoch [44][1900/3405] lr: 2.015e-02, eta: 1 day, 21:32:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9581, loss_cls: 4.2115, loss: 4.2115 +2025-06-24 09:55:44,143 - pyskl - INFO - Epoch [44][2000/3405] lr: 2.014e-02, eta: 1 day, 21:31:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 3.9957, loss: 3.9957 +2025-06-24 09:56:28,871 - pyskl - INFO - Epoch [44][2100/3405] lr: 2.014e-02, eta: 1 day, 21:30:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9594, loss_cls: 4.0715, loss: 4.0715 +2025-06-24 09:57:13,623 - pyskl - INFO - Epoch [44][2200/3405] lr: 2.013e-02, eta: 1 day, 21:29:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9556, loss_cls: 4.1234, loss: 4.1234 +2025-06-24 09:57:58,363 - pyskl - INFO - Epoch [44][2300/3405] lr: 2.013e-02, eta: 1 day, 21:29:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9494, loss_cls: 4.1342, loss: 4.1342 +2025-06-24 09:58:43,122 - pyskl - INFO - Epoch [44][2400/3405] lr: 2.012e-02, eta: 1 day, 21:28:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9556, loss_cls: 4.0317, loss: 4.0317 +2025-06-24 09:59:27,908 - pyskl - INFO - Epoch [44][2500/3405] lr: 2.011e-02, eta: 1 day, 21:27:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 3.9696, loss: 3.9696 +2025-06-24 10:00:12,825 - pyskl - INFO - Epoch [44][2600/3405] lr: 2.011e-02, eta: 1 day, 21:26:42, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 4.1969, loss: 4.1969 +2025-06-24 10:00:57,634 - pyskl - INFO - Epoch [44][2700/3405] lr: 2.010e-02, eta: 1 day, 21:25:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9431, loss_cls: 4.1540, loss: 4.1540 +2025-06-24 10:01:42,388 - pyskl - INFO - Epoch [44][2800/3405] lr: 2.009e-02, eta: 1 day, 21:25:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9437, loss_cls: 4.1712, loss: 4.1712 +2025-06-24 10:02:27,143 - pyskl - INFO - Epoch [44][2900/3405] lr: 2.009e-02, eta: 1 day, 21:24:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9569, loss_cls: 4.1170, loss: 4.1170 +2025-06-24 10:03:11,782 - pyskl - INFO - Epoch [44][3000/3405] lr: 2.008e-02, eta: 1 day, 21:23:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 4.0468, loss: 4.0468 +2025-06-24 10:03:56,422 - pyskl - INFO - Epoch [44][3100/3405] lr: 2.008e-02, eta: 1 day, 21:22:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9625, loss_cls: 4.1252, loss: 4.1252 +2025-06-24 10:04:41,136 - pyskl - INFO - Epoch [44][3200/3405] lr: 2.007e-02, eta: 1 day, 21:22:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9606, loss_cls: 4.2750, loss: 4.2750 +2025-06-24 10:05:25,734 - pyskl - INFO - Epoch [44][3300/3405] lr: 2.006e-02, eta: 1 day, 21:21:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9537, loss_cls: 4.1909, loss: 4.1909 +2025-06-24 10:06:10,492 - pyskl - INFO - Epoch [44][3400/3405] lr: 2.006e-02, eta: 1 day, 21:20:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9513, loss_cls: 4.2500, loss: 4.2500 +2025-06-24 10:06:13,131 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-06-24 10:10:13,526 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 10:10:14,079 - pyskl - INFO - +top1_acc 0.7187 +top5_acc 0.9290 +2025-06-24 10:10:14,099 - pyskl - INFO - Epoch(val) [44][3718] top1_acc: 0.7187, top5_acc: 0.9290 +2025-06-24 10:11:20,939 - pyskl - INFO - Epoch [45][100/3405] lr: 2.005e-02, eta: 1 day, 21:20:29, time: 0.668, data_time: 0.223, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 3.9320, loss: 3.9320 +2025-06-24 10:12:05,523 - pyskl - INFO - Epoch [45][200/3405] lr: 2.005e-02, eta: 1 day, 21:19:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.9259, loss: 3.9259 +2025-06-24 10:12:50,150 - pyskl - INFO - Epoch [45][300/3405] lr: 2.004e-02, eta: 1 day, 21:18:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 3.9529, loss: 3.9529 +2025-06-24 10:13:34,699 - pyskl - INFO - Epoch [45][400/3405] lr: 2.003e-02, eta: 1 day, 21:18:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 3.9889, loss: 3.9889 +2025-06-24 10:14:19,255 - pyskl - INFO - Epoch [45][500/3405] lr: 2.003e-02, eta: 1 day, 21:17:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9537, loss_cls: 3.9910, loss: 3.9910 +2025-06-24 10:15:03,813 - pyskl - INFO - Epoch [45][600/3405] lr: 2.002e-02, eta: 1 day, 21:16:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 3.8803, loss: 3.8803 +2025-06-24 10:15:48,503 - pyskl - INFO - Epoch [45][700/3405] lr: 2.001e-02, eta: 1 day, 21:15:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9637, loss_cls: 4.0270, loss: 4.0270 +2025-06-24 10:16:33,089 - pyskl - INFO - Epoch [45][800/3405] lr: 2.001e-02, eta: 1 day, 21:15:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.8450, loss: 3.8450 +2025-06-24 10:17:17,698 - pyskl - INFO - Epoch [45][900/3405] lr: 2.000e-02, eta: 1 day, 21:14:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 4.0009, loss: 4.0009 +2025-06-24 10:18:02,297 - pyskl - INFO - Epoch [45][1000/3405] lr: 2.000e-02, eta: 1 day, 21:13:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 4.1151, loss: 4.1151 +2025-06-24 10:18:47,015 - pyskl - INFO - Epoch [45][1100/3405] lr: 1.999e-02, eta: 1 day, 21:12:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9600, loss_cls: 4.1588, loss: 4.1588 +2025-06-24 10:19:31,676 - pyskl - INFO - Epoch [45][1200/3405] lr: 1.998e-02, eta: 1 day, 21:11:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 4.0348, loss: 4.0348 +2025-06-24 10:20:16,342 - pyskl - INFO - Epoch [45][1300/3405] lr: 1.998e-02, eta: 1 day, 21:11:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 4.0666, loss: 4.0666 +2025-06-24 10:21:00,865 - pyskl - INFO - Epoch [45][1400/3405] lr: 1.997e-02, eta: 1 day, 21:10:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9544, loss_cls: 4.0273, loss: 4.0273 +2025-06-24 10:21:45,477 - pyskl - INFO - Epoch [45][1500/3405] lr: 1.997e-02, eta: 1 day, 21:09:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9694, loss_cls: 3.9484, loss: 3.9484 +2025-06-24 10:22:30,034 - pyskl - INFO - Epoch [45][1600/3405] lr: 1.996e-02, eta: 1 day, 21:08:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9519, loss_cls: 4.0576, loss: 4.0576 +2025-06-24 10:23:14,593 - pyskl - INFO - Epoch [45][1700/3405] lr: 1.995e-02, eta: 1 day, 21:08:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9513, loss_cls: 4.1980, loss: 4.1980 +2025-06-24 10:23:59,145 - pyskl - INFO - Epoch [45][1800/3405] lr: 1.995e-02, eta: 1 day, 21:07:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9406, loss_cls: 4.1521, loss: 4.1521 +2025-06-24 10:24:43,563 - pyskl - INFO - Epoch [45][1900/3405] lr: 1.994e-02, eta: 1 day, 21:06:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9594, loss_cls: 4.0370, loss: 4.0370 +2025-06-24 10:25:28,032 - pyskl - INFO - Epoch [45][2000/3405] lr: 1.993e-02, eta: 1 day, 21:05:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 4.0263, loss: 4.0263 +2025-06-24 10:26:12,445 - pyskl - INFO - Epoch [45][2100/3405] lr: 1.993e-02, eta: 1 day, 21:04:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 4.0620, loss: 4.0620 +2025-06-24 10:26:56,842 - pyskl - INFO - Epoch [45][2200/3405] lr: 1.992e-02, eta: 1 day, 21:04:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 4.0062, loss: 4.0062 +2025-06-24 10:27:41,265 - pyskl - INFO - Epoch [45][2300/3405] lr: 1.992e-02, eta: 1 day, 21:03:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9606, loss_cls: 4.0349, loss: 4.0349 +2025-06-24 10:28:25,681 - pyskl - INFO - Epoch [45][2400/3405] lr: 1.991e-02, eta: 1 day, 21:02:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9506, loss_cls: 4.1145, loss: 4.1145 +2025-06-24 10:29:10,096 - pyskl - INFO - Epoch [45][2500/3405] lr: 1.990e-02, eta: 1 day, 21:01:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9563, loss_cls: 4.2319, loss: 4.2319 +2025-06-24 10:29:54,459 - pyskl - INFO - Epoch [45][2600/3405] lr: 1.990e-02, eta: 1 day, 21:00:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 4.1416, loss: 4.1416 +2025-06-24 10:30:38,806 - pyskl - INFO - Epoch [45][2700/3405] lr: 1.989e-02, eta: 1 day, 21:00:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9519, loss_cls: 4.2040, loss: 4.2040 +2025-06-24 10:31:23,198 - pyskl - INFO - Epoch [45][2800/3405] lr: 1.988e-02, eta: 1 day, 20:59:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9587, loss_cls: 4.1840, loss: 4.1840 +2025-06-24 10:32:07,578 - pyskl - INFO - Epoch [45][2900/3405] lr: 1.988e-02, eta: 1 day, 20:58:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9644, loss_cls: 4.1017, loss: 4.1017 +2025-06-24 10:32:51,915 - pyskl - INFO - Epoch [45][3000/3405] lr: 1.987e-02, eta: 1 day, 20:57:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9644, loss_cls: 4.0857, loss: 4.0857 +2025-06-24 10:33:36,307 - pyskl - INFO - Epoch [45][3100/3405] lr: 1.987e-02, eta: 1 day, 20:57:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9688, loss_cls: 4.0202, loss: 4.0202 +2025-06-24 10:34:20,757 - pyskl - INFO - Epoch [45][3200/3405] lr: 1.986e-02, eta: 1 day, 20:56:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9575, loss_cls: 4.1568, loss: 4.1568 +2025-06-24 10:35:05,126 - pyskl - INFO - Epoch [45][3300/3405] lr: 1.985e-02, eta: 1 day, 20:55:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9487, loss_cls: 4.1865, loss: 4.1865 +2025-06-24 10:35:49,510 - pyskl - INFO - Epoch [45][3400/3405] lr: 1.985e-02, eta: 1 day, 20:54:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9469, loss_cls: 4.1857, loss: 4.1857 +2025-06-24 10:35:52,113 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-06-24 10:55:04,475 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 10:55:05,061 - pyskl - INFO - +top1_acc 0.7309 +top5_acc 0.9334 +2025-06-24 10:55:05,084 - pyskl - INFO - Epoch(val) [45][3718] top1_acc: 0.7309, top5_acc: 0.9334 +2025-06-24 10:56:12,135 - pyskl - INFO - Epoch [46][100/3405] lr: 1.984e-02, eta: 1 day, 20:54:38, time: 0.670, data_time: 0.225, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9606, loss_cls: 4.0001, loss: 4.0001 +2025-06-24 10:56:56,729 - pyskl - INFO - Epoch [46][200/3405] lr: 1.983e-02, eta: 1 day, 20:53:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 3.9316, loss: 3.9316 +2025-06-24 10:57:41,323 - pyskl - INFO - Epoch [46][300/3405] lr: 1.983e-02, eta: 1 day, 20:53:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9700, loss_cls: 3.9139, loss: 3.9139 +2025-06-24 10:58:25,815 - pyskl - INFO - Epoch [46][400/3405] lr: 1.982e-02, eta: 1 day, 20:52:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9675, loss_cls: 3.8895, loss: 3.8895 +2025-06-24 10:59:10,256 - pyskl - INFO - Epoch [46][500/3405] lr: 1.982e-02, eta: 1 day, 20:51:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 4.0814, loss: 4.0814 +2025-06-24 10:59:54,726 - pyskl - INFO - Epoch [46][600/3405] lr: 1.981e-02, eta: 1 day, 20:50:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 4.0291, loss: 4.0291 +2025-06-24 11:00:39,220 - pyskl - INFO - Epoch [46][700/3405] lr: 1.980e-02, eta: 1 day, 20:49:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9606, loss_cls: 4.1001, loss: 4.1001 +2025-06-24 11:01:24,042 - pyskl - INFO - Epoch [46][800/3405] lr: 1.980e-02, eta: 1 day, 20:49:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9556, loss_cls: 4.0257, loss: 4.0257 +2025-06-24 11:02:08,643 - pyskl - INFO - Epoch [46][900/3405] lr: 1.979e-02, eta: 1 day, 20:48:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9644, loss_cls: 4.0109, loss: 4.0109 +2025-06-24 11:02:53,128 - pyskl - INFO - Epoch [46][1000/3405] lr: 1.979e-02, eta: 1 day, 20:47:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 4.0508, loss: 4.0508 +2025-06-24 11:03:37,733 - pyskl - INFO - Epoch [46][1100/3405] lr: 1.978e-02, eta: 1 day, 20:46:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 4.0161, loss: 4.0161 +2025-06-24 11:04:22,350 - pyskl - INFO - Epoch [46][1200/3405] lr: 1.977e-02, eta: 1 day, 20:46:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 3.9999, loss: 3.9999 +2025-06-24 11:05:06,997 - pyskl - INFO - Epoch [46][1300/3405] lr: 1.977e-02, eta: 1 day, 20:45:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9587, loss_cls: 4.2596, loss: 4.2596 +2025-06-24 11:05:51,575 - pyskl - INFO - Epoch [46][1400/3405] lr: 1.976e-02, eta: 1 day, 20:44:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 4.0094, loss: 4.0094 +2025-06-24 11:06:36,202 - pyskl - INFO - Epoch [46][1500/3405] lr: 1.975e-02, eta: 1 day, 20:43:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9581, loss_cls: 4.0448, loss: 4.0448 +2025-06-24 11:07:20,789 - pyskl - INFO - Epoch [46][1600/3405] lr: 1.975e-02, eta: 1 day, 20:42:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9613, loss_cls: 4.0492, loss: 4.0492 +2025-06-24 11:08:05,519 - pyskl - INFO - Epoch [46][1700/3405] lr: 1.974e-02, eta: 1 day, 20:42:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9544, loss_cls: 4.2740, loss: 4.2740 +2025-06-24 11:08:50,160 - pyskl - INFO - Epoch [46][1800/3405] lr: 1.973e-02, eta: 1 day, 20:41:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9619, loss_cls: 4.0619, loss: 4.0619 +2025-06-24 11:09:34,657 - pyskl - INFO - Epoch [46][1900/3405] lr: 1.973e-02, eta: 1 day, 20:40:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9550, loss_cls: 4.0687, loss: 4.0687 +2025-06-24 11:10:19,197 - pyskl - INFO - Epoch [46][2000/3405] lr: 1.972e-02, eta: 1 day, 20:39:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9537, loss_cls: 4.2056, loss: 4.2056 +2025-06-24 11:11:03,763 - pyskl - INFO - Epoch [46][2100/3405] lr: 1.972e-02, eta: 1 day, 20:39:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9606, loss_cls: 4.1501, loss: 4.1501 +2025-06-24 11:11:48,339 - pyskl - INFO - Epoch [46][2200/3405] lr: 1.971e-02, eta: 1 day, 20:38:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 4.1130, loss: 4.1130 +2025-06-24 11:12:32,958 - pyskl - INFO - Epoch [46][2300/3405] lr: 1.970e-02, eta: 1 day, 20:37:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 4.0483, loss: 4.0483 +2025-06-24 11:13:17,716 - pyskl - INFO - Epoch [46][2400/3405] lr: 1.970e-02, eta: 1 day, 20:36:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9656, loss_cls: 4.0285, loss: 4.0285 +2025-06-24 11:14:02,195 - pyskl - INFO - Epoch [46][2500/3405] lr: 1.969e-02, eta: 1 day, 20:35:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9619, loss_cls: 3.9538, loss: 3.9538 +2025-06-24 11:14:46,740 - pyskl - INFO - Epoch [46][2600/3405] lr: 1.968e-02, eta: 1 day, 20:35:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9656, loss_cls: 4.1472, loss: 4.1472 +2025-06-24 11:15:31,364 - pyskl - INFO - Epoch [46][2700/3405] lr: 1.968e-02, eta: 1 day, 20:34:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9619, loss_cls: 4.0850, loss: 4.0850 +2025-06-24 11:16:15,991 - pyskl - INFO - Epoch [46][2800/3405] lr: 1.967e-02, eta: 1 day, 20:33:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9550, loss_cls: 4.1079, loss: 4.1079 +2025-06-24 11:17:00,629 - pyskl - INFO - Epoch [46][2900/3405] lr: 1.967e-02, eta: 1 day, 20:32:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 4.1203, loss: 4.1203 +2025-06-24 11:17:45,215 - pyskl - INFO - Epoch [46][3000/3405] lr: 1.966e-02, eta: 1 day, 20:32:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 3.8987, loss: 3.8987 +2025-06-24 11:18:29,904 - pyskl - INFO - Epoch [46][3100/3405] lr: 1.965e-02, eta: 1 day, 20:31:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9513, loss_cls: 4.1604, loss: 4.1604 +2025-06-24 11:19:14,581 - pyskl - INFO - Epoch [46][3200/3405] lr: 1.965e-02, eta: 1 day, 20:30:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 4.1131, loss: 4.1131 +2025-06-24 11:19:59,146 - pyskl - INFO - Epoch [46][3300/3405] lr: 1.964e-02, eta: 1 day, 20:29:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 3.9449, loss: 3.9449 +2025-06-24 11:20:43,707 - pyskl - INFO - Epoch [46][3400/3405] lr: 1.963e-02, eta: 1 day, 20:28:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9637, loss_cls: 3.9913, loss: 3.9913 +2025-06-24 11:20:46,294 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-06-24 11:24:45,934 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 11:24:46,480 - pyskl - INFO - +top1_acc 0.7473 +top5_acc 0.9432 +2025-06-24 11:24:46,535 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_37.pth was removed +2025-06-24 11:24:47,565 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. +2025-06-24 11:24:47,566 - pyskl - INFO - Best top1_acc is 0.7473 at 46 epoch. +2025-06-24 11:24:47,585 - pyskl - INFO - Epoch(val) [46][3718] top1_acc: 0.7473, top5_acc: 0.9432 +2025-06-24 11:25:55,012 - pyskl - INFO - Epoch [47][100/3405] lr: 1.963e-02, eta: 1 day, 20:28:55, time: 0.674, data_time: 0.229, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9656, loss_cls: 3.9437, loss: 3.9437 +2025-06-24 11:26:39,532 - pyskl - INFO - Epoch [47][200/3405] lr: 1.962e-02, eta: 1 day, 20:28:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9556, loss_cls: 3.9919, loss: 3.9919 +2025-06-24 11:27:23,986 - pyskl - INFO - Epoch [47][300/3405] lr: 1.962e-02, eta: 1 day, 20:27:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9756, loss_cls: 3.8727, loss: 3.8727 +2025-06-24 11:28:08,456 - pyskl - INFO - Epoch [47][400/3405] lr: 1.961e-02, eta: 1 day, 20:26:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9594, loss_cls: 3.9694, loss: 3.9694 +2025-06-24 11:28:52,910 - pyskl - INFO - Epoch [47][500/3405] lr: 1.960e-02, eta: 1 day, 20:25:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 4.0133, loss: 4.0133 +2025-06-24 11:29:37,418 - pyskl - INFO - Epoch [47][600/3405] lr: 1.960e-02, eta: 1 day, 20:25:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 3.9125, loss: 3.9125 +2025-06-24 11:30:21,968 - pyskl - INFO - Epoch [47][700/3405] lr: 1.959e-02, eta: 1 day, 20:24:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9537, loss_cls: 4.0500, loss: 4.0500 +2025-06-24 11:31:06,462 - pyskl - INFO - Epoch [47][800/3405] lr: 1.958e-02, eta: 1 day, 20:23:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.8402, loss: 3.8402 +2025-06-24 11:31:50,916 - pyskl - INFO - Epoch [47][900/3405] lr: 1.958e-02, eta: 1 day, 20:22:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9581, loss_cls: 4.0109, loss: 4.0109 +2025-06-24 11:32:35,388 - pyskl - INFO - Epoch [47][1000/3405] lr: 1.957e-02, eta: 1 day, 20:21:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 4.1138, loss: 4.1138 +2025-06-24 11:33:20,078 - pyskl - INFO - Epoch [47][1100/3405] lr: 1.956e-02, eta: 1 day, 20:21:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 3.9261, loss: 3.9261 +2025-06-24 11:34:04,872 - pyskl - INFO - Epoch [47][1200/3405] lr: 1.956e-02, eta: 1 day, 20:20:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 4.0839, loss: 4.0839 +2025-06-24 11:34:49,452 - pyskl - INFO - Epoch [47][1300/3405] lr: 1.955e-02, eta: 1 day, 20:19:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9650, loss_cls: 4.0346, loss: 4.0346 +2025-06-24 11:35:33,997 - pyskl - INFO - Epoch [47][1400/3405] lr: 1.955e-02, eta: 1 day, 20:18:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9469, loss_cls: 4.0665, loss: 4.0665 +2025-06-24 11:36:18,698 - pyskl - INFO - Epoch [47][1500/3405] lr: 1.954e-02, eta: 1 day, 20:18:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 4.1576, loss: 4.1576 +2025-06-24 11:37:03,306 - pyskl - INFO - Epoch [47][1600/3405] lr: 1.953e-02, eta: 1 day, 20:17:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 4.1348, loss: 4.1348 +2025-06-24 11:37:47,986 - pyskl - INFO - Epoch [47][1700/3405] lr: 1.953e-02, eta: 1 day, 20:16:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9531, loss_cls: 4.0300, loss: 4.0300 +2025-06-24 11:38:32,582 - pyskl - INFO - Epoch [47][1800/3405] lr: 1.952e-02, eta: 1 day, 20:15:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9531, loss_cls: 4.0388, loss: 4.0388 +2025-06-24 11:39:17,220 - pyskl - INFO - Epoch [47][1900/3405] lr: 1.951e-02, eta: 1 day, 20:14:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9631, loss_cls: 3.9535, loss: 3.9535 +2025-06-24 11:40:02,092 - pyskl - INFO - Epoch [47][2000/3405] lr: 1.951e-02, eta: 1 day, 20:14:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9613, loss_cls: 3.9237, loss: 3.9237 +2025-06-24 11:40:46,607 - pyskl - INFO - Epoch [47][2100/3405] lr: 1.950e-02, eta: 1 day, 20:13:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9681, loss_cls: 3.9474, loss: 3.9474 +2025-06-24 11:41:31,536 - pyskl - INFO - Epoch [47][2200/3405] lr: 1.949e-02, eta: 1 day, 20:12:35, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 4.1643, loss: 4.1643 +2025-06-24 11:42:16,416 - pyskl - INFO - Epoch [47][2300/3405] lr: 1.949e-02, eta: 1 day, 20:11:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 3.9417, loss: 3.9417 +2025-06-24 11:43:00,985 - pyskl - INFO - Epoch [47][2400/3405] lr: 1.948e-02, eta: 1 day, 20:11:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 4.0995, loss: 4.0995 +2025-06-24 11:43:45,734 - pyskl - INFO - Epoch [47][2500/3405] lr: 1.948e-02, eta: 1 day, 20:10:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 4.1255, loss: 4.1255 +2025-06-24 11:44:30,112 - pyskl - INFO - Epoch [47][2600/3405] lr: 1.947e-02, eta: 1 day, 20:09:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9469, loss_cls: 4.0954, loss: 4.0954 +2025-06-24 11:45:14,934 - pyskl - INFO - Epoch [47][2700/3405] lr: 1.946e-02, eta: 1 day, 20:08:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9619, loss_cls: 4.0851, loss: 4.0851 +2025-06-24 11:45:59,602 - pyskl - INFO - Epoch [47][2800/3405] lr: 1.946e-02, eta: 1 day, 20:07:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.9814, loss: 3.9814 +2025-06-24 11:46:44,082 - pyskl - INFO - Epoch [47][2900/3405] lr: 1.945e-02, eta: 1 day, 20:07:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9531, loss_cls: 4.1037, loss: 4.1037 +2025-06-24 11:47:28,587 - pyskl - INFO - Epoch [47][3000/3405] lr: 1.944e-02, eta: 1 day, 20:06:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9575, loss_cls: 4.1254, loss: 4.1254 +2025-06-24 11:48:12,976 - pyskl - INFO - Epoch [47][3100/3405] lr: 1.944e-02, eta: 1 day, 20:05:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9500, loss_cls: 4.1730, loss: 4.1730 +2025-06-24 11:48:57,351 - pyskl - INFO - Epoch [47][3200/3405] lr: 1.943e-02, eta: 1 day, 20:04:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9487, loss_cls: 4.2287, loss: 4.2287 +2025-06-24 11:49:41,883 - pyskl - INFO - Epoch [47][3300/3405] lr: 1.942e-02, eta: 1 day, 20:04:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9456, loss_cls: 4.1681, loss: 4.1681 +2025-06-24 11:50:26,395 - pyskl - INFO - Epoch [47][3400/3405] lr: 1.942e-02, eta: 1 day, 20:03:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9556, loss_cls: 3.9599, loss: 3.9599 +2025-06-24 11:50:29,025 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-06-24 11:54:26,689 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 11:54:27,243 - pyskl - INFO - +top1_acc 0.7228 +top5_acc 0.9340 +2025-06-24 11:54:27,264 - pyskl - INFO - Epoch(val) [47][3718] top1_acc: 0.7228, top5_acc: 0.9340 +2025-06-24 11:55:35,014 - pyskl - INFO - Epoch [48][100/3405] lr: 1.941e-02, eta: 1 day, 20:03:12, time: 0.677, data_time: 0.230, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 3.9549, loss: 3.9549 +2025-06-24 11:56:19,559 - pyskl - INFO - Epoch [48][200/3405] lr: 1.940e-02, eta: 1 day, 20:02:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 3.9184, loss: 3.9184 +2025-06-24 11:57:03,967 - pyskl - INFO - Epoch [48][300/3405] lr: 1.940e-02, eta: 1 day, 20:01:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 4.0578, loss: 4.0578 +2025-06-24 11:57:48,341 - pyskl - INFO - Epoch [48][400/3405] lr: 1.939e-02, eta: 1 day, 20:00:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 3.9284, loss: 3.9284 +2025-06-24 11:58:32,672 - pyskl - INFO - Epoch [48][500/3405] lr: 1.939e-02, eta: 1 day, 20:00:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 4.0351, loss: 4.0351 +2025-06-24 11:59:17,168 - pyskl - INFO - Epoch [48][600/3405] lr: 1.938e-02, eta: 1 day, 19:59:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 3.9980, loss: 3.9980 +2025-06-24 12:00:01,659 - pyskl - INFO - Epoch [48][700/3405] lr: 1.937e-02, eta: 1 day, 19:58:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 3.9795, loss: 3.9795 +2025-06-24 12:00:46,175 - pyskl - INFO - Epoch [48][800/3405] lr: 1.937e-02, eta: 1 day, 19:57:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 3.8969, loss: 3.8969 +2025-06-24 12:01:30,543 - pyskl - INFO - Epoch [48][900/3405] lr: 1.936e-02, eta: 1 day, 19:56:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9475, loss_cls: 4.0094, loss: 4.0094 +2025-06-24 12:02:15,066 - pyskl - INFO - Epoch [48][1000/3405] lr: 1.935e-02, eta: 1 day, 19:56:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 3.9032, loss: 3.9032 +2025-06-24 12:02:59,623 - pyskl - INFO - Epoch [48][1100/3405] lr: 1.935e-02, eta: 1 day, 19:55:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 3.9280, loss: 3.9280 +2025-06-24 12:03:44,395 - pyskl - INFO - Epoch [48][1200/3405] lr: 1.934e-02, eta: 1 day, 19:54:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 4.0231, loss: 4.0231 +2025-06-24 12:04:29,188 - pyskl - INFO - Epoch [48][1300/3405] lr: 1.933e-02, eta: 1 day, 19:53:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9556, loss_cls: 4.0473, loss: 4.0473 +2025-06-24 12:05:13,961 - pyskl - INFO - Epoch [48][1400/3405] lr: 1.933e-02, eta: 1 day, 19:53:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 4.0909, loss: 4.0909 +2025-06-24 12:05:58,618 - pyskl - INFO - Epoch [48][1500/3405] lr: 1.932e-02, eta: 1 day, 19:52:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 4.0653, loss: 4.0653 +2025-06-24 12:06:43,266 - pyskl - INFO - Epoch [48][1600/3405] lr: 1.931e-02, eta: 1 day, 19:51:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9675, loss_cls: 4.0090, loss: 4.0090 +2025-06-24 12:07:27,950 - pyskl - INFO - Epoch [48][1700/3405] lr: 1.931e-02, eta: 1 day, 19:50:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9594, loss_cls: 4.2104, loss: 4.2104 +2025-06-24 12:08:12,518 - pyskl - INFO - Epoch [48][1800/3405] lr: 1.930e-02, eta: 1 day, 19:49:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 4.1725, loss: 4.1725 +2025-06-24 12:08:56,988 - pyskl - INFO - Epoch [48][1900/3405] lr: 1.930e-02, eta: 1 day, 19:49:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9644, loss_cls: 3.9814, loss: 3.9814 +2025-06-24 12:09:41,597 - pyskl - INFO - Epoch [48][2000/3405] lr: 1.929e-02, eta: 1 day, 19:48:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9563, loss_cls: 4.1613, loss: 4.1613 +2025-06-24 12:10:26,316 - pyskl - INFO - Epoch [48][2100/3405] lr: 1.928e-02, eta: 1 day, 19:47:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 3.8561, loss: 3.8561 +2025-06-24 12:11:11,078 - pyskl - INFO - Epoch [48][2200/3405] lr: 1.928e-02, eta: 1 day, 19:46:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 3.9713, loss: 3.9713 +2025-06-24 12:11:55,767 - pyskl - INFO - Epoch [48][2300/3405] lr: 1.927e-02, eta: 1 day, 19:46:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 3.9931, loss: 3.9931 +2025-06-24 12:12:40,362 - pyskl - INFO - Epoch [48][2400/3405] lr: 1.926e-02, eta: 1 day, 19:45:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9613, loss_cls: 4.1437, loss: 4.1437 +2025-06-24 12:13:24,937 - pyskl - INFO - Epoch [48][2500/3405] lr: 1.926e-02, eta: 1 day, 19:44:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 3.9573, loss: 3.9573 +2025-06-24 12:14:09,481 - pyskl - INFO - Epoch [48][2600/3405] lr: 1.925e-02, eta: 1 day, 19:43:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9581, loss_cls: 4.1320, loss: 4.1320 +2025-06-24 12:14:54,211 - pyskl - INFO - Epoch [48][2700/3405] lr: 1.924e-02, eta: 1 day, 19:43:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 4.1089, loss: 4.1089 +2025-06-24 12:15:38,811 - pyskl - INFO - Epoch [48][2800/3405] lr: 1.924e-02, eta: 1 day, 19:42:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9637, loss_cls: 4.0744, loss: 4.0744 +2025-06-24 12:16:23,432 - pyskl - INFO - Epoch [48][2900/3405] lr: 1.923e-02, eta: 1 day, 19:41:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9544, loss_cls: 4.0011, loss: 4.0011 +2025-06-24 12:17:08,086 - pyskl - INFO - Epoch [48][3000/3405] lr: 1.922e-02, eta: 1 day, 19:40:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 4.0720, loss: 4.0720 +2025-06-24 12:17:52,714 - pyskl - INFO - Epoch [48][3100/3405] lr: 1.922e-02, eta: 1 day, 19:39:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 4.0813, loss: 4.0813 +2025-06-24 12:18:37,306 - pyskl - INFO - Epoch [48][3200/3405] lr: 1.921e-02, eta: 1 day, 19:39:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 3.9976, loss: 3.9976 +2025-06-24 12:19:21,847 - pyskl - INFO - Epoch [48][3300/3405] lr: 1.920e-02, eta: 1 day, 19:38:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9619, loss_cls: 4.1121, loss: 4.1121 +2025-06-24 12:20:06,349 - pyskl - INFO - Epoch [48][3400/3405] lr: 1.920e-02, eta: 1 day, 19:37:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9606, loss_cls: 4.0850, loss: 4.0850 +2025-06-24 12:20:08,897 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-06-24 12:24:09,204 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 12:24:09,781 - pyskl - INFO - +top1_acc 0.7196 +top5_acc 0.9206 +2025-06-24 12:24:09,804 - pyskl - INFO - Epoch(val) [48][3718] top1_acc: 0.7196, top5_acc: 0.9206 +2025-06-24 12:25:17,574 - pyskl - INFO - Epoch [49][100/3405] lr: 1.919e-02, eta: 1 day, 19:37:30, time: 0.678, data_time: 0.231, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9600, loss_cls: 4.0090, loss: 4.0090 +2025-06-24 12:26:02,363 - pyskl - INFO - Epoch [49][200/3405] lr: 1.918e-02, eta: 1 day, 19:36:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 3.9761, loss: 3.9761 +2025-06-24 12:26:47,012 - pyskl - INFO - Epoch [49][300/3405] lr: 1.918e-02, eta: 1 day, 19:35:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 4.0181, loss: 4.0181 +2025-06-24 12:27:31,378 - pyskl - INFO - Epoch [49][400/3405] lr: 1.917e-02, eta: 1 day, 19:35:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 4.0211, loss: 4.0211 +2025-06-24 12:28:15,959 - pyskl - INFO - Epoch [49][500/3405] lr: 1.917e-02, eta: 1 day, 19:34:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 3.7370, loss: 3.7370 +2025-06-24 12:29:00,675 - pyskl - INFO - Epoch [49][600/3405] lr: 1.916e-02, eta: 1 day, 19:33:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 4.0394, loss: 4.0394 +2025-06-24 12:29:45,302 - pyskl - INFO - Epoch [49][700/3405] lr: 1.915e-02, eta: 1 day, 19:32:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 3.9174, loss: 3.9174 +2025-06-24 12:30:29,957 - pyskl - INFO - Epoch [49][800/3405] lr: 1.915e-02, eta: 1 day, 19:32:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 4.0742, loss: 4.0742 +2025-06-24 12:31:14,503 - pyskl - INFO - Epoch [49][900/3405] lr: 1.914e-02, eta: 1 day, 19:31:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 3.9583, loss: 3.9583 +2025-06-24 12:31:59,202 - pyskl - INFO - Epoch [49][1000/3405] lr: 1.913e-02, eta: 1 day, 19:30:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 3.9118, loss: 3.9118 +2025-06-24 12:32:43,921 - pyskl - INFO - Epoch [49][1100/3405] lr: 1.913e-02, eta: 1 day, 19:29:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9531, loss_cls: 4.2245, loss: 4.2245 +2025-06-24 12:33:28,584 - pyskl - INFO - Epoch [49][1200/3405] lr: 1.912e-02, eta: 1 day, 19:28:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 3.9064, loss: 3.9064 +2025-06-24 12:34:13,365 - pyskl - INFO - Epoch [49][1300/3405] lr: 1.911e-02, eta: 1 day, 19:28:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9594, loss_cls: 4.0136, loss: 4.0136 +2025-06-24 12:34:58,150 - pyskl - INFO - Epoch [49][1400/3405] lr: 1.911e-02, eta: 1 day, 19:27:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9663, loss_cls: 3.9759, loss: 3.9759 +2025-06-24 12:35:42,818 - pyskl - INFO - Epoch [49][1500/3405] lr: 1.910e-02, eta: 1 day, 19:26:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9637, loss_cls: 4.0256, loss: 4.0256 +2025-06-24 12:36:27,691 - pyskl - INFO - Epoch [49][1600/3405] lr: 1.909e-02, eta: 1 day, 19:25:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9481, loss_cls: 4.0888, loss: 4.0888 +2025-06-24 12:37:12,474 - pyskl - INFO - Epoch [49][1700/3405] lr: 1.909e-02, eta: 1 day, 19:25:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 3.9892, loss: 3.9892 +2025-06-24 12:37:57,171 - pyskl - INFO - Epoch [49][1800/3405] lr: 1.908e-02, eta: 1 day, 19:24:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 4.0083, loss: 4.0083 +2025-06-24 12:38:41,923 - pyskl - INFO - Epoch [49][1900/3405] lr: 1.907e-02, eta: 1 day, 19:23:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 3.8627, loss: 3.8627 +2025-06-24 12:39:26,943 - pyskl - INFO - Epoch [49][2000/3405] lr: 1.907e-02, eta: 1 day, 19:22:49, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9537, loss_cls: 4.1223, loss: 4.1223 +2025-06-24 12:40:11,969 - pyskl - INFO - Epoch [49][2100/3405] lr: 1.906e-02, eta: 1 day, 19:22:04, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9513, loss_cls: 4.1032, loss: 4.1032 +2025-06-24 12:40:56,774 - pyskl - INFO - Epoch [49][2200/3405] lr: 1.905e-02, eta: 1 day, 19:21:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9556, loss_cls: 4.0862, loss: 4.0862 +2025-06-24 12:41:41,321 - pyskl - INFO - Epoch [49][2300/3405] lr: 1.905e-02, eta: 1 day, 19:20:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9563, loss_cls: 4.0690, loss: 4.0690 +2025-06-24 12:42:26,189 - pyskl - INFO - Epoch [49][2400/3405] lr: 1.904e-02, eta: 1 day, 19:19:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9581, loss_cls: 3.9368, loss: 3.9368 +2025-06-24 12:43:10,769 - pyskl - INFO - Epoch [49][2500/3405] lr: 1.903e-02, eta: 1 day, 19:18:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 3.9728, loss: 3.9728 +2025-06-24 12:43:55,362 - pyskl - INFO - Epoch [49][2600/3405] lr: 1.903e-02, eta: 1 day, 19:18:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9637, loss_cls: 3.9182, loss: 3.9182 +2025-06-24 12:44:40,015 - pyskl - INFO - Epoch [49][2700/3405] lr: 1.902e-02, eta: 1 day, 19:17:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 3.9256, loss: 3.9256 +2025-06-24 12:45:24,630 - pyskl - INFO - Epoch [49][2800/3405] lr: 1.902e-02, eta: 1 day, 19:16:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9669, loss_cls: 3.9922, loss: 3.9922 +2025-06-24 12:46:09,389 - pyskl - INFO - Epoch [49][2900/3405] lr: 1.901e-02, eta: 1 day, 19:15:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 3.9048, loss: 3.9048 +2025-06-24 12:46:54,120 - pyskl - INFO - Epoch [49][3000/3405] lr: 1.900e-02, eta: 1 day, 19:15:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9556, loss_cls: 4.1444, loss: 4.1444 +2025-06-24 12:47:38,811 - pyskl - INFO - Epoch [49][3100/3405] lr: 1.900e-02, eta: 1 day, 19:14:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9637, loss_cls: 4.0613, loss: 4.0613 +2025-06-24 12:48:23,606 - pyskl - INFO - Epoch [49][3200/3405] lr: 1.899e-02, eta: 1 day, 19:13:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9537, loss_cls: 4.1823, loss: 4.1823 +2025-06-24 12:49:08,323 - pyskl - INFO - Epoch [49][3300/3405] lr: 1.898e-02, eta: 1 day, 19:12:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9519, loss_cls: 4.1491, loss: 4.1491 +2025-06-24 12:49:53,100 - pyskl - INFO - Epoch [49][3400/3405] lr: 1.898e-02, eta: 1 day, 19:12:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 3.8585, loss: 3.8585 +2025-06-24 12:49:55,673 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-06-24 12:53:53,599 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 12:53:54,170 - pyskl - INFO - +top1_acc 0.7426 +top5_acc 0.9419 +2025-06-24 12:53:54,192 - pyskl - INFO - Epoch(val) [49][3718] top1_acc: 0.7426, top5_acc: 0.9419 +2025-06-24 12:55:02,214 - pyskl - INFO - Epoch [50][100/3405] lr: 1.897e-02, eta: 1 day, 19:11:57, time: 0.680, data_time: 0.232, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9613, loss_cls: 3.9972, loss: 3.9972 +2025-06-24 12:55:46,834 - pyskl - INFO - Epoch [50][200/3405] lr: 1.896e-02, eta: 1 day, 19:11:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9688, loss_cls: 3.8638, loss: 3.8638 +2025-06-24 12:56:31,551 - pyskl - INFO - Epoch [50][300/3405] lr: 1.896e-02, eta: 1 day, 19:10:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 3.9722, loss: 3.9722 +2025-06-24 12:57:16,242 - pyskl - INFO - Epoch [50][400/3405] lr: 1.895e-02, eta: 1 day, 19:09:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 3.9423, loss: 3.9423 +2025-06-24 12:58:00,934 - pyskl - INFO - Epoch [50][500/3405] lr: 1.894e-02, eta: 1 day, 19:08:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 4.1077, loss: 4.1077 +2025-06-24 12:58:45,642 - pyskl - INFO - Epoch [50][600/3405] lr: 1.894e-02, eta: 1 day, 19:08:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9563, loss_cls: 3.9156, loss: 3.9156 +2025-06-24 12:59:30,290 - pyskl - INFO - Epoch [50][700/3405] lr: 1.893e-02, eta: 1 day, 19:07:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 3.9782, loss: 3.9782 +2025-06-24 13:00:14,917 - pyskl - INFO - Epoch [50][800/3405] lr: 1.892e-02, eta: 1 day, 19:06:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 3.9559, loss: 3.9559 +2025-06-24 13:00:59,495 - pyskl - INFO - Epoch [50][900/3405] lr: 1.892e-02, eta: 1 day, 19:05:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 3.9059, loss: 3.9059 +2025-06-24 13:01:43,997 - pyskl - INFO - Epoch [50][1000/3405] lr: 1.891e-02, eta: 1 day, 19:04:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9756, loss_cls: 3.9215, loss: 3.9215 +2025-06-24 13:02:28,526 - pyskl - INFO - Epoch [50][1100/3405] lr: 1.890e-02, eta: 1 day, 19:04:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 4.0127, loss: 4.0127 +2025-06-24 13:03:13,113 - pyskl - INFO - Epoch [50][1200/3405] lr: 1.890e-02, eta: 1 day, 19:03:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 4.1346, loss: 4.1346 +2025-06-24 13:03:57,758 - pyskl - INFO - Epoch [50][1300/3405] lr: 1.889e-02, eta: 1 day, 19:02:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 3.9360, loss: 3.9360 +2025-06-24 13:04:42,513 - pyskl - INFO - Epoch [50][1400/3405] lr: 1.888e-02, eta: 1 day, 19:01:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9531, loss_cls: 3.9862, loss: 3.9862 +2025-06-24 13:05:27,067 - pyskl - INFO - Epoch [50][1500/3405] lr: 1.888e-02, eta: 1 day, 19:01:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 3.8754, loss: 3.8754 +2025-06-24 13:06:11,636 - pyskl - INFO - Epoch [50][1600/3405] lr: 1.887e-02, eta: 1 day, 19:00:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9550, loss_cls: 3.9724, loss: 3.9724 +2025-06-24 13:06:56,095 - pyskl - INFO - Epoch [50][1700/3405] lr: 1.886e-02, eta: 1 day, 18:59:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 3.9801, loss: 3.9801 +2025-06-24 13:07:40,475 - pyskl - INFO - Epoch [50][1800/3405] lr: 1.886e-02, eta: 1 day, 18:58:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9619, loss_cls: 3.9960, loss: 3.9960 +2025-06-24 13:08:24,873 - pyskl - INFO - Epoch [50][1900/3405] lr: 1.885e-02, eta: 1 day, 18:57:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 3.8433, loss: 3.8433 +2025-06-24 13:09:09,231 - pyskl - INFO - Epoch [50][2000/3405] lr: 1.884e-02, eta: 1 day, 18:57:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 4.0488, loss: 4.0488 +2025-06-24 13:09:53,689 - pyskl - INFO - Epoch [50][2100/3405] lr: 1.884e-02, eta: 1 day, 18:56:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9556, loss_cls: 4.0548, loss: 4.0548 +2025-06-24 13:10:38,104 - pyskl - INFO - Epoch [50][2200/3405] lr: 1.883e-02, eta: 1 day, 18:55:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 4.0538, loss: 4.0538 +2025-06-24 13:11:22,523 - pyskl - INFO - Epoch [50][2300/3405] lr: 1.882e-02, eta: 1 day, 18:54:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9519, loss_cls: 3.8515, loss: 3.8515 +2025-06-24 13:12:07,013 - pyskl - INFO - Epoch [50][2400/3405] lr: 1.882e-02, eta: 1 day, 18:54:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 4.0114, loss: 4.0114 +2025-06-24 13:12:51,233 - pyskl - INFO - Epoch [50][2500/3405] lr: 1.881e-02, eta: 1 day, 18:53:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 3.9900, loss: 3.9900 +2025-06-24 13:13:35,652 - pyskl - INFO - Epoch [50][2600/3405] lr: 1.880e-02, eta: 1 day, 18:52:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9637, loss_cls: 4.0167, loss: 4.0167 +2025-06-24 13:14:19,908 - pyskl - INFO - Epoch [50][2700/3405] lr: 1.880e-02, eta: 1 day, 18:51:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 4.0033, loss: 4.0033 +2025-06-24 13:15:04,358 - pyskl - INFO - Epoch [50][2800/3405] lr: 1.879e-02, eta: 1 day, 18:50:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9487, loss_cls: 4.0139, loss: 4.0139 +2025-06-24 13:15:48,636 - pyskl - INFO - Epoch [50][2900/3405] lr: 1.878e-02, eta: 1 day, 18:50:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 3.9212, loss: 3.9212 +2025-06-24 13:16:32,932 - pyskl - INFO - Epoch [50][3000/3405] lr: 1.878e-02, eta: 1 day, 18:49:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 3.9680, loss: 3.9680 +2025-06-24 13:17:17,377 - pyskl - INFO - Epoch [50][3100/3405] lr: 1.877e-02, eta: 1 day, 18:48:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 3.9734, loss: 3.9734 +2025-06-24 13:18:01,679 - pyskl - INFO - Epoch [50][3200/3405] lr: 1.876e-02, eta: 1 day, 18:47:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9581, loss_cls: 3.9587, loss: 3.9587 +2025-06-24 13:18:45,945 - pyskl - INFO - Epoch [50][3300/3405] lr: 1.876e-02, eta: 1 day, 18:47:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 4.0721, loss: 4.0721 +2025-06-24 13:19:30,234 - pyskl - INFO - Epoch [50][3400/3405] lr: 1.875e-02, eta: 1 day, 18:46:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 4.1187, loss: 4.1187 +2025-06-24 13:19:32,791 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-06-24 13:38:18,886 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 13:38:19,457 - pyskl - INFO - +top1_acc 0.7311 +top5_acc 0.9383 +2025-06-24 13:38:19,482 - pyskl - INFO - Epoch(val) [50][3718] top1_acc: 0.7311, top5_acc: 0.9383 +2025-06-24 13:39:27,524 - pyskl - INFO - Epoch [51][100/3405] lr: 1.874e-02, eta: 1 day, 18:46:08, time: 0.680, data_time: 0.231, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 3.8757, loss: 3.8757 +2025-06-24 13:40:12,324 - pyskl - INFO - Epoch [51][200/3405] lr: 1.874e-02, eta: 1 day, 18:45:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9613, loss_cls: 3.8807, loss: 3.8807 +2025-06-24 13:40:57,022 - pyskl - INFO - Epoch [51][300/3405] lr: 1.873e-02, eta: 1 day, 18:44:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.9486, loss: 3.9486 +2025-06-24 13:41:41,727 - pyskl - INFO - Epoch [51][400/3405] lr: 1.872e-02, eta: 1 day, 18:43:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.8255, loss: 3.8255 +2025-06-24 13:42:26,284 - pyskl - INFO - Epoch [51][500/3405] lr: 1.872e-02, eta: 1 day, 18:43:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 3.9659, loss: 3.9659 +2025-06-24 13:43:10,752 - pyskl - INFO - Epoch [51][600/3405] lr: 1.871e-02, eta: 1 day, 18:42:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9625, loss_cls: 3.8884, loss: 3.8884 +2025-06-24 13:43:55,316 - pyskl - INFO - Epoch [51][700/3405] lr: 1.870e-02, eta: 1 day, 18:41:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 3.9341, loss: 3.9341 +2025-06-24 13:44:39,866 - pyskl - INFO - Epoch [51][800/3405] lr: 1.870e-02, eta: 1 day, 18:40:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 3.9699, loss: 3.9699 +2025-06-24 13:45:24,533 - pyskl - INFO - Epoch [51][900/3405] lr: 1.869e-02, eta: 1 day, 18:39:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 4.0376, loss: 4.0376 +2025-06-24 13:46:09,095 - pyskl - INFO - Epoch [51][1000/3405] lr: 1.868e-02, eta: 1 day, 18:39:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9631, loss_cls: 4.0180, loss: 4.0180 +2025-06-24 13:46:53,716 - pyskl - INFO - Epoch [51][1100/3405] lr: 1.868e-02, eta: 1 day, 18:38:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9556, loss_cls: 4.0826, loss: 4.0826 +2025-06-24 13:47:38,350 - pyskl - INFO - Epoch [51][1200/3405] lr: 1.867e-02, eta: 1 day, 18:37:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 4.0446, loss: 4.0446 +2025-06-24 13:48:22,912 - pyskl - INFO - Epoch [51][1300/3405] lr: 1.866e-02, eta: 1 day, 18:36:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9556, loss_cls: 4.1318, loss: 4.1318 +2025-06-24 13:49:07,510 - pyskl - INFO - Epoch [51][1400/3405] lr: 1.866e-02, eta: 1 day, 18:36:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 4.0465, loss: 4.0465 +2025-06-24 13:49:52,097 - pyskl - INFO - Epoch [51][1500/3405] lr: 1.865e-02, eta: 1 day, 18:35:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9563, loss_cls: 4.0105, loss: 4.0105 +2025-06-24 13:50:36,657 - pyskl - INFO - Epoch [51][1600/3405] lr: 1.864e-02, eta: 1 day, 18:34:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9644, loss_cls: 4.1236, loss: 4.1236 +2025-06-24 13:51:21,158 - pyskl - INFO - Epoch [51][1700/3405] lr: 1.864e-02, eta: 1 day, 18:33:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 3.9966, loss: 3.9966 +2025-06-24 13:52:05,781 - pyskl - INFO - Epoch [51][1800/3405] lr: 1.863e-02, eta: 1 day, 18:32:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9556, loss_cls: 4.0077, loss: 4.0077 +2025-06-24 13:52:50,367 - pyskl - INFO - Epoch [51][1900/3405] lr: 1.862e-02, eta: 1 day, 18:32:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9600, loss_cls: 4.0658, loss: 4.0658 +2025-06-24 13:53:34,931 - pyskl - INFO - Epoch [51][2000/3405] lr: 1.862e-02, eta: 1 day, 18:31:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9531, loss_cls: 4.0974, loss: 4.0974 +2025-06-24 13:54:19,503 - pyskl - INFO - Epoch [51][2100/3405] lr: 1.861e-02, eta: 1 day, 18:30:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 4.0229, loss: 4.0229 +2025-06-24 13:55:04,187 - pyskl - INFO - Epoch [51][2200/3405] lr: 1.860e-02, eta: 1 day, 18:29:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.9146, loss: 3.9146 +2025-06-24 13:55:48,831 - pyskl - INFO - Epoch [51][2300/3405] lr: 1.860e-02, eta: 1 day, 18:29:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 3.9008, loss: 3.9008 +2025-06-24 13:56:33,494 - pyskl - INFO - Epoch [51][2400/3405] lr: 1.859e-02, eta: 1 day, 18:28:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9594, loss_cls: 3.9197, loss: 3.9197 +2025-06-24 13:57:18,091 - pyskl - INFO - Epoch [51][2500/3405] lr: 1.858e-02, eta: 1 day, 18:27:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 4.0230, loss: 4.0230 +2025-06-24 13:58:02,665 - pyskl - INFO - Epoch [51][2600/3405] lr: 1.858e-02, eta: 1 day, 18:26:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9600, loss_cls: 3.9972, loss: 3.9972 +2025-06-24 13:58:47,294 - pyskl - INFO - Epoch [51][2700/3405] lr: 1.857e-02, eta: 1 day, 18:26:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 3.8589, loss: 3.8589 +2025-06-24 13:59:31,902 - pyskl - INFO - Epoch [51][2800/3405] lr: 1.856e-02, eta: 1 day, 18:25:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 4.0348, loss: 4.0348 +2025-06-24 14:00:16,662 - pyskl - INFO - Epoch [51][2900/3405] lr: 1.856e-02, eta: 1 day, 18:24:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 4.2059, loss: 4.2059 +2025-06-24 14:01:01,383 - pyskl - INFO - Epoch [51][3000/3405] lr: 1.855e-02, eta: 1 day, 18:23:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9637, loss_cls: 3.9706, loss: 3.9706 +2025-06-24 14:01:46,105 - pyskl - INFO - Epoch [51][3100/3405] lr: 1.854e-02, eta: 1 day, 18:22:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9581, loss_cls: 4.0485, loss: 4.0485 +2025-06-24 14:02:30,815 - pyskl - INFO - Epoch [51][3200/3405] lr: 1.854e-02, eta: 1 day, 18:22:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 3.9252, loss: 3.9252 +2025-06-24 14:03:15,549 - pyskl - INFO - Epoch [51][3300/3405] lr: 1.853e-02, eta: 1 day, 18:21:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 3.8226, loss: 3.8226 +2025-06-24 14:04:00,338 - pyskl - INFO - Epoch [51][3400/3405] lr: 1.852e-02, eta: 1 day, 18:20:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 3.8497, loss: 3.8497 +2025-06-24 14:04:02,946 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-06-24 14:08:03,156 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 14:08:03,743 - pyskl - INFO - +top1_acc 0.7459 +top5_acc 0.9386 +2025-06-24 14:08:03,767 - pyskl - INFO - Epoch(val) [51][3718] top1_acc: 0.7459, top5_acc: 0.9386 +2025-06-24 14:09:11,723 - pyskl - INFO - Epoch [52][100/3405] lr: 1.852e-02, eta: 1 day, 18:20:29, time: 0.679, data_time: 0.232, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9762, loss_cls: 3.9004, loss: 3.9004 +2025-06-24 14:09:56,334 - pyskl - INFO - Epoch [52][200/3405] lr: 1.851e-02, eta: 1 day, 18:19:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.8261, loss: 3.8261 +2025-06-24 14:10:40,970 - pyskl - INFO - Epoch [52][300/3405] lr: 1.850e-02, eta: 1 day, 18:18:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 3.8974, loss: 3.8974 +2025-06-24 14:11:25,518 - pyskl - INFO - Epoch [52][400/3405] lr: 1.850e-02, eta: 1 day, 18:18:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 3.9179, loss: 3.9179 +2025-06-24 14:12:09,949 - pyskl - INFO - Epoch [52][500/3405] lr: 1.849e-02, eta: 1 day, 18:17:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 3.9310, loss: 3.9310 +2025-06-24 14:12:54,479 - pyskl - INFO - Epoch [52][600/3405] lr: 1.848e-02, eta: 1 day, 18:16:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 3.9577, loss: 3.9577 +2025-06-24 14:13:38,951 - pyskl - INFO - Epoch [52][700/3405] lr: 1.847e-02, eta: 1 day, 18:15:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 3.9270, loss: 3.9270 +2025-06-24 14:14:23,613 - pyskl - INFO - Epoch [52][800/3405] lr: 1.847e-02, eta: 1 day, 18:15:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 3.9621, loss: 3.9621 +2025-06-24 14:15:08,146 - pyskl - INFO - Epoch [52][900/3405] lr: 1.846e-02, eta: 1 day, 18:14:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 4.0574, loss: 4.0574 +2025-06-24 14:15:52,701 - pyskl - INFO - Epoch [52][1000/3405] lr: 1.845e-02, eta: 1 day, 18:13:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9663, loss_cls: 3.8962, loss: 3.8962 +2025-06-24 14:16:37,321 - pyskl - INFO - Epoch [52][1100/3405] lr: 1.845e-02, eta: 1 day, 18:12:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 3.8662, loss: 3.8662 +2025-06-24 14:17:21,862 - pyskl - INFO - Epoch [52][1200/3405] lr: 1.844e-02, eta: 1 day, 18:11:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9569, loss_cls: 4.1447, loss: 4.1447 +2025-06-24 14:18:06,441 - pyskl - INFO - Epoch [52][1300/3405] lr: 1.843e-02, eta: 1 day, 18:11:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9600, loss_cls: 4.0401, loss: 4.0401 +2025-06-24 14:18:51,057 - pyskl - INFO - Epoch [52][1400/3405] lr: 1.843e-02, eta: 1 day, 18:10:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9594, loss_cls: 4.2122, loss: 4.2122 +2025-06-24 14:19:35,566 - pyskl - INFO - Epoch [52][1500/3405] lr: 1.842e-02, eta: 1 day, 18:09:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 3.9121, loss: 3.9121 +2025-06-24 14:20:20,276 - pyskl - INFO - Epoch [52][1600/3405] lr: 1.841e-02, eta: 1 day, 18:08:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9575, loss_cls: 3.9594, loss: 3.9594 +2025-06-24 14:21:05,032 - pyskl - INFO - Epoch [52][1700/3405] lr: 1.841e-02, eta: 1 day, 18:08:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 4.0260, loss: 4.0260 +2025-06-24 14:21:49,649 - pyskl - INFO - Epoch [52][1800/3405] lr: 1.840e-02, eta: 1 day, 18:07:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 4.0260, loss: 4.0260 +2025-06-24 14:22:34,155 - pyskl - INFO - Epoch [52][1900/3405] lr: 1.839e-02, eta: 1 day, 18:06:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 3.9307, loss: 3.9307 +2025-06-24 14:23:18,775 - pyskl - INFO - Epoch [52][2000/3405] lr: 1.839e-02, eta: 1 day, 18:05:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 3.9044, loss: 3.9044 +2025-06-24 14:24:03,388 - pyskl - INFO - Epoch [52][2100/3405] lr: 1.838e-02, eta: 1 day, 18:05:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 4.0310, loss: 4.0310 +2025-06-24 14:24:47,962 - pyskl - INFO - Epoch [52][2200/3405] lr: 1.837e-02, eta: 1 day, 18:04:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 4.0208, loss: 4.0208 +2025-06-24 14:25:32,436 - pyskl - INFO - Epoch [52][2300/3405] lr: 1.837e-02, eta: 1 day, 18:03:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9581, loss_cls: 4.0166, loss: 4.0166 +2025-06-24 14:26:16,890 - pyskl - INFO - Epoch [52][2400/3405] lr: 1.836e-02, eta: 1 day, 18:02:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 4.0051, loss: 4.0051 +2025-06-24 14:27:01,341 - pyskl - INFO - Epoch [52][2500/3405] lr: 1.835e-02, eta: 1 day, 18:01:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9563, loss_cls: 3.9962, loss: 3.9962 +2025-06-24 14:27:45,829 - pyskl - INFO - Epoch [52][2600/3405] lr: 1.835e-02, eta: 1 day, 18:01:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 3.9469, loss: 3.9469 +2025-06-24 14:28:30,310 - pyskl - INFO - Epoch [52][2700/3405] lr: 1.834e-02, eta: 1 day, 18:00:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9525, loss_cls: 4.0774, loss: 4.0774 +2025-06-24 14:29:14,838 - pyskl - INFO - Epoch [52][2800/3405] lr: 1.833e-02, eta: 1 day, 17:59:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9669, loss_cls: 3.8670, loss: 3.8670 +2025-06-24 14:29:59,443 - pyskl - INFO - Epoch [52][2900/3405] lr: 1.833e-02, eta: 1 day, 17:58:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9694, loss_cls: 3.9695, loss: 3.9695 +2025-06-24 14:30:44,021 - pyskl - INFO - Epoch [52][3000/3405] lr: 1.832e-02, eta: 1 day, 17:58:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.8756, loss: 3.8756 +2025-06-24 14:31:28,574 - pyskl - INFO - Epoch [52][3100/3405] lr: 1.831e-02, eta: 1 day, 17:57:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 3.9543, loss: 3.9543 +2025-06-24 14:32:13,112 - pyskl - INFO - Epoch [52][3200/3405] lr: 1.831e-02, eta: 1 day, 17:56:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 3.9101, loss: 3.9101 +2025-06-24 14:32:57,680 - pyskl - INFO - Epoch [52][3300/3405] lr: 1.830e-02, eta: 1 day, 17:55:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 3.8885, loss: 3.8885 +2025-06-24 14:33:42,196 - pyskl - INFO - Epoch [52][3400/3405] lr: 1.829e-02, eta: 1 day, 17:54:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9644, loss_cls: 3.8368, loss: 3.8368 +2025-06-24 14:33:44,738 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-06-24 14:37:45,597 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 14:37:46,425 - pyskl - INFO - +top1_acc 0.7192 +top5_acc 0.9293 +2025-06-24 14:37:46,446 - pyskl - INFO - Epoch(val) [52][3718] top1_acc: 0.7192, top5_acc: 0.9293 +2025-06-24 14:38:54,558 - pyskl - INFO - Epoch [53][100/3405] lr: 1.828e-02, eta: 1 day, 17:54:46, time: 0.681, data_time: 0.234, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9688, loss_cls: 3.9736, loss: 3.9736 +2025-06-24 14:39:39,238 - pyskl - INFO - Epoch [53][200/3405] lr: 1.828e-02, eta: 1 day, 17:54:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 3.8385, loss: 3.8385 +2025-06-24 14:40:23,862 - pyskl - INFO - Epoch [53][300/3405] lr: 1.827e-02, eta: 1 day, 17:53:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 3.7344, loss: 3.7344 +2025-06-24 14:41:08,524 - pyskl - INFO - Epoch [53][400/3405] lr: 1.826e-02, eta: 1 day, 17:52:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9613, loss_cls: 3.7722, loss: 3.7722 +2025-06-24 14:41:53,424 - pyskl - INFO - Epoch [53][500/3405] lr: 1.826e-02, eta: 1 day, 17:51:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9613, loss_cls: 3.9995, loss: 3.9995 +2025-06-24 14:42:38,107 - pyskl - INFO - Epoch [53][600/3405] lr: 1.825e-02, eta: 1 day, 17:50:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 3.9429, loss: 3.9429 +2025-06-24 14:43:22,822 - pyskl - INFO - Epoch [53][700/3405] lr: 1.824e-02, eta: 1 day, 17:50:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 3.8080, loss: 3.8080 +2025-06-24 14:44:07,521 - pyskl - INFO - Epoch [53][800/3405] lr: 1.824e-02, eta: 1 day, 17:49:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 3.9423, loss: 3.9423 +2025-06-24 14:44:52,134 - pyskl - INFO - Epoch [53][900/3405] lr: 1.823e-02, eta: 1 day, 17:48:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 3.7507, loss: 3.7507 +2025-06-24 14:45:36,684 - pyskl - INFO - Epoch [53][1000/3405] lr: 1.822e-02, eta: 1 day, 17:47:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9712, loss_cls: 3.9356, loss: 3.9356 +2025-06-24 14:46:21,256 - pyskl - INFO - Epoch [53][1100/3405] lr: 1.822e-02, eta: 1 day, 17:47:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9506, loss_cls: 4.0786, loss: 4.0786 +2025-06-24 14:47:05,831 - pyskl - INFO - Epoch [53][1200/3405] lr: 1.821e-02, eta: 1 day, 17:46:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9644, loss_cls: 3.9840, loss: 3.9840 +2025-06-24 14:47:50,454 - pyskl - INFO - Epoch [53][1300/3405] lr: 1.820e-02, eta: 1 day, 17:45:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 4.0015, loss: 4.0015 +2025-06-24 14:48:35,082 - pyskl - INFO - Epoch [53][1400/3405] lr: 1.820e-02, eta: 1 day, 17:44:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9619, loss_cls: 4.0654, loss: 4.0654 +2025-06-24 14:49:19,452 - pyskl - INFO - Epoch [53][1500/3405] lr: 1.819e-02, eta: 1 day, 17:43:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 3.7889, loss: 3.7889 +2025-06-24 14:50:04,150 - pyskl - INFO - Epoch [53][1600/3405] lr: 1.818e-02, eta: 1 day, 17:43:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 3.8570, loss: 3.8570 +2025-06-24 14:50:48,731 - pyskl - INFO - Epoch [53][1700/3405] lr: 1.818e-02, eta: 1 day, 17:42:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 3.7482, loss: 3.7482 +2025-06-24 14:51:33,297 - pyskl - INFO - Epoch [53][1800/3405] lr: 1.817e-02, eta: 1 day, 17:41:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9619, loss_cls: 4.0362, loss: 4.0362 +2025-06-24 14:52:17,931 - pyskl - INFO - Epoch [53][1900/3405] lr: 1.816e-02, eta: 1 day, 17:40:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9556, loss_cls: 3.9646, loss: 3.9646 +2025-06-24 14:53:02,608 - pyskl - INFO - Epoch [53][2000/3405] lr: 1.815e-02, eta: 1 day, 17:40:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 3.9647, loss: 3.9647 +2025-06-24 14:53:47,278 - pyskl - INFO - Epoch [53][2100/3405] lr: 1.815e-02, eta: 1 day, 17:39:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 4.0384, loss: 4.0384 +2025-06-24 14:54:31,967 - pyskl - INFO - Epoch [53][2200/3405] lr: 1.814e-02, eta: 1 day, 17:38:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 3.9065, loss: 3.9065 +2025-06-24 14:55:16,707 - pyskl - INFO - Epoch [53][2300/3405] lr: 1.813e-02, eta: 1 day, 17:37:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9587, loss_cls: 4.0355, loss: 4.0355 +2025-06-24 14:56:01,326 - pyskl - INFO - Epoch [53][2400/3405] lr: 1.813e-02, eta: 1 day, 17:37:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9619, loss_cls: 4.0244, loss: 4.0244 +2025-06-24 14:56:46,021 - pyskl - INFO - Epoch [53][2500/3405] lr: 1.812e-02, eta: 1 day, 17:36:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 3.8842, loss: 3.8842 +2025-06-24 14:57:30,650 - pyskl - INFO - Epoch [53][2600/3405] lr: 1.811e-02, eta: 1 day, 17:35:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 3.9574, loss: 3.9574 +2025-06-24 14:58:15,201 - pyskl - INFO - Epoch [53][2700/3405] lr: 1.811e-02, eta: 1 day, 17:34:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9669, loss_cls: 3.9603, loss: 3.9603 +2025-06-24 14:58:59,769 - pyskl - INFO - Epoch [53][2800/3405] lr: 1.810e-02, eta: 1 day, 17:33:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 4.0851, loss: 4.0851 +2025-06-24 14:59:44,373 - pyskl - INFO - Epoch [53][2900/3405] lr: 1.809e-02, eta: 1 day, 17:33:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9619, loss_cls: 3.9937, loss: 3.9937 +2025-06-24 15:00:28,999 - pyskl - INFO - Epoch [53][3000/3405] lr: 1.809e-02, eta: 1 day, 17:32:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9637, loss_cls: 3.7943, loss: 3.7943 +2025-06-24 15:01:13,627 - pyskl - INFO - Epoch [53][3100/3405] lr: 1.808e-02, eta: 1 day, 17:31:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9556, loss_cls: 4.0553, loss: 4.0553 +2025-06-24 15:01:58,183 - pyskl - INFO - Epoch [53][3200/3405] lr: 1.807e-02, eta: 1 day, 17:30:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 3.8339, loss: 3.8339 +2025-06-24 15:02:42,795 - pyskl - INFO - Epoch [53][3300/3405] lr: 1.807e-02, eta: 1 day, 17:30:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9712, loss_cls: 3.8482, loss: 3.8482 +2025-06-24 15:03:27,469 - pyskl - INFO - Epoch [53][3400/3405] lr: 1.806e-02, eta: 1 day, 17:29:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 3.9708, loss: 3.9708 +2025-06-24 15:03:30,033 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-06-24 15:07:28,798 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 15:07:29,481 - pyskl - INFO - +top1_acc 0.7442 +top5_acc 0.9391 +2025-06-24 15:07:29,504 - pyskl - INFO - Epoch(val) [53][3718] top1_acc: 0.7442, top5_acc: 0.9391 +2025-06-24 15:08:38,171 - pyskl - INFO - Epoch [54][100/3405] lr: 1.805e-02, eta: 1 day, 17:29:08, time: 0.687, data_time: 0.238, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9669, loss_cls: 3.9004, loss: 3.9004 +2025-06-24 15:09:22,877 - pyskl - INFO - Epoch [54][200/3405] lr: 1.804e-02, eta: 1 day, 17:28:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9644, loss_cls: 3.7452, loss: 3.7452 +2025-06-24 15:10:07,530 - pyskl - INFO - Epoch [54][300/3405] lr: 1.804e-02, eta: 1 day, 17:27:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9700, loss_cls: 3.8740, loss: 3.8740 +2025-06-24 15:10:52,168 - pyskl - INFO - Epoch [54][400/3405] lr: 1.803e-02, eta: 1 day, 17:26:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 3.8931, loss: 3.8931 +2025-06-24 15:11:36,766 - pyskl - INFO - Epoch [54][500/3405] lr: 1.802e-02, eta: 1 day, 17:26:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9637, loss_cls: 3.9761, loss: 3.9761 +2025-06-24 15:12:21,966 - pyskl - INFO - Epoch [54][600/3405] lr: 1.802e-02, eta: 1 day, 17:25:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 3.8612, loss: 3.8612 +2025-06-24 15:13:06,775 - pyskl - INFO - Epoch [54][700/3405] lr: 1.801e-02, eta: 1 day, 17:24:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 4.0500, loss: 4.0500 +2025-06-24 15:13:51,572 - pyskl - INFO - Epoch [54][800/3405] lr: 1.800e-02, eta: 1 day, 17:23:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.8274, loss: 3.8274 +2025-06-24 15:14:36,127 - pyskl - INFO - Epoch [54][900/3405] lr: 1.800e-02, eta: 1 day, 17:22:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 3.7624, loss: 3.7624 +2025-06-24 15:15:20,901 - pyskl - INFO - Epoch [54][1000/3405] lr: 1.799e-02, eta: 1 day, 17:22:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 3.9280, loss: 3.9280 +2025-06-24 15:16:05,306 - pyskl - INFO - Epoch [54][1100/3405] lr: 1.798e-02, eta: 1 day, 17:21:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 3.9742, loss: 3.9742 +2025-06-24 15:16:50,030 - pyskl - INFO - Epoch [54][1200/3405] lr: 1.798e-02, eta: 1 day, 17:20:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 3.9273, loss: 3.9273 +2025-06-24 15:17:34,690 - pyskl - INFO - Epoch [54][1300/3405] lr: 1.797e-02, eta: 1 day, 17:19:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 3.9857, loss: 3.9857 +2025-06-24 15:18:19,318 - pyskl - INFO - Epoch [54][1400/3405] lr: 1.796e-02, eta: 1 day, 17:19:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 3.8677, loss: 3.8677 +2025-06-24 15:19:04,003 - pyskl - INFO - Epoch [54][1500/3405] lr: 1.795e-02, eta: 1 day, 17:18:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9637, loss_cls: 3.8973, loss: 3.8973 +2025-06-24 15:19:48,699 - pyskl - INFO - Epoch [54][1600/3405] lr: 1.795e-02, eta: 1 day, 17:17:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 3.9228, loss: 3.9228 +2025-06-24 15:20:33,414 - pyskl - INFO - Epoch [54][1700/3405] lr: 1.794e-02, eta: 1 day, 17:16:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 3.9119, loss: 3.9119 +2025-06-24 15:21:18,056 - pyskl - INFO - Epoch [54][1800/3405] lr: 1.793e-02, eta: 1 day, 17:16:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 4.0255, loss: 4.0255 +2025-06-24 15:22:02,761 - pyskl - INFO - Epoch [54][1900/3405] lr: 1.793e-02, eta: 1 day, 17:15:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9594, loss_cls: 3.8780, loss: 3.8780 +2025-06-24 15:22:47,438 - pyskl - INFO - Epoch [54][2000/3405] lr: 1.792e-02, eta: 1 day, 17:14:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 3.7486, loss: 3.7486 +2025-06-24 15:23:32,243 - pyskl - INFO - Epoch [54][2100/3405] lr: 1.791e-02, eta: 1 day, 17:13:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9631, loss_cls: 4.0063, loss: 4.0063 +2025-06-24 15:24:16,984 - pyskl - INFO - Epoch [54][2200/3405] lr: 1.791e-02, eta: 1 day, 17:12:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 3.9086, loss: 3.9086 +2025-06-24 15:25:01,600 - pyskl - INFO - Epoch [54][2300/3405] lr: 1.790e-02, eta: 1 day, 17:12:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 3.9003, loss: 3.9003 +2025-06-24 15:25:46,307 - pyskl - INFO - Epoch [54][2400/3405] lr: 1.789e-02, eta: 1 day, 17:11:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9606, loss_cls: 3.9629, loss: 3.9629 +2025-06-24 15:26:31,069 - pyskl - INFO - Epoch [54][2500/3405] lr: 1.789e-02, eta: 1 day, 17:10:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9681, loss_cls: 3.8940, loss: 3.8940 +2025-06-24 15:27:15,703 - pyskl - INFO - Epoch [54][2600/3405] lr: 1.788e-02, eta: 1 day, 17:09:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9669, loss_cls: 3.9264, loss: 3.9264 +2025-06-24 15:28:00,205 - pyskl - INFO - Epoch [54][2700/3405] lr: 1.787e-02, eta: 1 day, 17:09:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 3.8073, loss: 3.8073 +2025-06-24 15:28:44,766 - pyskl - INFO - Epoch [54][2800/3405] lr: 1.786e-02, eta: 1 day, 17:08:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9631, loss_cls: 3.8589, loss: 3.8589 +2025-06-24 15:29:29,411 - pyskl - INFO - Epoch [54][2900/3405] lr: 1.786e-02, eta: 1 day, 17:07:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 4.0079, loss: 4.0079 +2025-06-24 15:30:14,055 - pyskl - INFO - Epoch [54][3000/3405] lr: 1.785e-02, eta: 1 day, 17:06:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9525, loss_cls: 3.9404, loss: 3.9404 +2025-06-24 15:30:58,728 - pyskl - INFO - Epoch [54][3100/3405] lr: 1.784e-02, eta: 1 day, 17:06:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9569, loss_cls: 3.9521, loss: 3.9521 +2025-06-24 15:31:43,478 - pyskl - INFO - Epoch [54][3200/3405] lr: 1.784e-02, eta: 1 day, 17:05:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9537, loss_cls: 3.9993, loss: 3.9993 +2025-06-24 15:32:28,144 - pyskl - INFO - Epoch [54][3300/3405] lr: 1.783e-02, eta: 1 day, 17:04:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9675, loss_cls: 3.9985, loss: 3.9985 +2025-06-24 15:33:12,692 - pyskl - INFO - Epoch [54][3400/3405] lr: 1.782e-02, eta: 1 day, 17:03:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 3.8996, loss: 3.8996 +2025-06-24 15:33:15,438 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-06-24 15:37:16,872 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 15:37:17,571 - pyskl - INFO - +top1_acc 0.7520 +top5_acc 0.9463 +2025-06-24 15:37:17,626 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_46.pth was removed +2025-06-24 15:37:18,691 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_54.pth. +2025-06-24 15:37:18,692 - pyskl - INFO - Best top1_acc is 0.7520 at 54 epoch. +2025-06-24 15:37:18,713 - pyskl - INFO - Epoch(val) [54][3718] top1_acc: 0.7520, top5_acc: 0.9463 +2025-06-24 15:38:27,352 - pyskl - INFO - Epoch [55][100/3405] lr: 1.782e-02, eta: 1 day, 17:03:34, time: 0.686, data_time: 0.238, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.8919, loss: 3.8919 +2025-06-24 15:39:12,293 - pyskl - INFO - Epoch [55][200/3405] lr: 1.781e-02, eta: 1 day, 17:02:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9762, loss_cls: 3.7750, loss: 3.7750 +2025-06-24 15:39:57,073 - pyskl - INFO - Epoch [55][300/3405] lr: 1.780e-02, eta: 1 day, 17:02:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.8529, loss: 3.8529 +2025-06-24 15:40:41,807 - pyskl - INFO - Epoch [55][400/3405] lr: 1.779e-02, eta: 1 day, 17:01:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 3.7632, loss: 3.7632 +2025-06-24 15:41:26,517 - pyskl - INFO - Epoch [55][500/3405] lr: 1.779e-02, eta: 1 day, 17:00:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 3.8970, loss: 3.8970 +2025-06-24 15:42:11,239 - pyskl - INFO - Epoch [55][600/3405] lr: 1.778e-02, eta: 1 day, 16:59:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 3.8769, loss: 3.8769 +2025-06-24 15:42:55,686 - pyskl - INFO - Epoch [55][700/3405] lr: 1.777e-02, eta: 1 day, 16:58:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 3.8205, loss: 3.8205 +2025-06-24 15:43:40,091 - pyskl - INFO - Epoch [55][800/3405] lr: 1.777e-02, eta: 1 day, 16:58:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9637, loss_cls: 3.7575, loss: 3.7575 +2025-06-24 15:44:24,410 - pyskl - INFO - Epoch [55][900/3405] lr: 1.776e-02, eta: 1 day, 16:57:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9569, loss_cls: 3.8983, loss: 3.8983 +2025-06-24 15:45:08,854 - pyskl - INFO - Epoch [55][1000/3405] lr: 1.775e-02, eta: 1 day, 16:56:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 3.8958, loss: 3.8958 +2025-06-24 15:45:53,547 - pyskl - INFO - Epoch [55][1100/3405] lr: 1.775e-02, eta: 1 day, 16:55:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9675, loss_cls: 3.9852, loss: 3.9852 +2025-06-24 15:46:38,058 - pyskl - INFO - Epoch [55][1200/3405] lr: 1.774e-02, eta: 1 day, 16:55:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9669, loss_cls: 3.9797, loss: 3.9797 +2025-06-24 15:47:22,482 - pyskl - INFO - Epoch [55][1300/3405] lr: 1.773e-02, eta: 1 day, 16:54:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 3.9828, loss: 3.9828 +2025-06-24 15:48:06,905 - pyskl - INFO - Epoch [55][1400/3405] lr: 1.772e-02, eta: 1 day, 16:53:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 3.8790, loss: 3.8790 +2025-06-24 15:48:51,494 - pyskl - INFO - Epoch [55][1500/3405] lr: 1.772e-02, eta: 1 day, 16:52:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 3.9230, loss: 3.9230 +2025-06-24 15:49:36,042 - pyskl - INFO - Epoch [55][1600/3405] lr: 1.771e-02, eta: 1 day, 16:51:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 3.8974, loss: 3.8974 +2025-06-24 15:50:20,591 - pyskl - INFO - Epoch [55][1700/3405] lr: 1.770e-02, eta: 1 day, 16:51:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 3.9853, loss: 3.9853 +2025-06-24 15:51:05,165 - pyskl - INFO - Epoch [55][1800/3405] lr: 1.770e-02, eta: 1 day, 16:50:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9675, loss_cls: 3.9774, loss: 3.9774 +2025-06-24 15:51:49,642 - pyskl - INFO - Epoch [55][1900/3405] lr: 1.769e-02, eta: 1 day, 16:49:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9556, loss_cls: 3.9950, loss: 3.9950 +2025-06-24 15:52:34,140 - pyskl - INFO - Epoch [55][2000/3405] lr: 1.768e-02, eta: 1 day, 16:48:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 3.8697, loss: 3.8697 +2025-06-24 15:53:18,689 - pyskl - INFO - Epoch [55][2100/3405] lr: 1.768e-02, eta: 1 day, 16:48:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9556, loss_cls: 4.0124, loss: 4.0124 +2025-06-24 15:54:03,134 - pyskl - INFO - Epoch [55][2200/3405] lr: 1.767e-02, eta: 1 day, 16:47:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 3.9943, loss: 3.9943 +2025-06-24 15:54:47,595 - pyskl - INFO - Epoch [55][2300/3405] lr: 1.766e-02, eta: 1 day, 16:46:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 3.9155, loss: 3.9155 +2025-06-24 15:55:31,950 - pyskl - INFO - Epoch [55][2400/3405] lr: 1.765e-02, eta: 1 day, 16:45:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.8174, loss: 3.8174 +2025-06-24 15:56:16,380 - pyskl - INFO - Epoch [55][2500/3405] lr: 1.765e-02, eta: 1 day, 16:44:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 3.9798, loss: 3.9798 +2025-06-24 15:57:00,796 - pyskl - INFO - Epoch [55][2600/3405] lr: 1.764e-02, eta: 1 day, 16:44:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.9389, loss: 3.9389 +2025-06-24 15:57:45,237 - pyskl - INFO - Epoch [55][2700/3405] lr: 1.763e-02, eta: 1 day, 16:43:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 3.9597, loss: 3.9597 +2025-06-24 15:58:29,638 - pyskl - INFO - Epoch [55][2800/3405] lr: 1.763e-02, eta: 1 day, 16:42:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 4.0695, loss: 4.0695 +2025-06-24 15:59:14,042 - pyskl - INFO - Epoch [55][2900/3405] lr: 1.762e-02, eta: 1 day, 16:41:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 3.8983, loss: 3.8983 +2025-06-24 15:59:58,411 - pyskl - INFO - Epoch [55][3000/3405] lr: 1.761e-02, eta: 1 day, 16:41:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 3.8507, loss: 3.8507 +2025-06-24 16:00:42,843 - pyskl - INFO - Epoch [55][3100/3405] lr: 1.761e-02, eta: 1 day, 16:40:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9625, loss_cls: 3.7814, loss: 3.7814 +2025-06-24 16:01:27,361 - pyskl - INFO - Epoch [55][3200/3405] lr: 1.760e-02, eta: 1 day, 16:39:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 3.9263, loss: 3.9263 +2025-06-24 16:02:11,863 - pyskl - INFO - Epoch [55][3300/3405] lr: 1.759e-02, eta: 1 day, 16:38:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 3.9692, loss: 3.9692 +2025-06-24 16:02:56,242 - pyskl - INFO - Epoch [55][3400/3405] lr: 1.758e-02, eta: 1 day, 16:38:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 4.0882, loss: 4.0882 +2025-06-24 16:02:58,809 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-06-24 16:21:25,741 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 16:21:26,304 - pyskl - INFO - +top1_acc 0.7355 +top5_acc 0.9439 +2025-06-24 16:21:26,326 - pyskl - INFO - Epoch(val) [55][3718] top1_acc: 0.7355, top5_acc: 0.9439 +2025-06-24 16:22:34,130 - pyskl - INFO - Epoch [56][100/3405] lr: 1.758e-02, eta: 1 day, 16:37:47, time: 0.678, data_time: 0.231, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9750, loss_cls: 3.8416, loss: 3.8416 +2025-06-24 16:23:18,833 - pyskl - INFO - Epoch [56][200/3405] lr: 1.757e-02, eta: 1 day, 16:37:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.7563, loss: 3.7563 +2025-06-24 16:24:03,507 - pyskl - INFO - Epoch [56][300/3405] lr: 1.756e-02, eta: 1 day, 16:36:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 3.8807, loss: 3.8807 +2025-06-24 16:24:48,286 - pyskl - INFO - Epoch [56][400/3405] lr: 1.756e-02, eta: 1 day, 16:35:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9725, loss_cls: 3.8652, loss: 3.8652 +2025-06-24 16:25:32,987 - pyskl - INFO - Epoch [56][500/3405] lr: 1.755e-02, eta: 1 day, 16:34:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 3.8839, loss: 3.8839 +2025-06-24 16:26:17,582 - pyskl - INFO - Epoch [56][600/3405] lr: 1.754e-02, eta: 1 day, 16:33:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 3.8723, loss: 3.8723 +2025-06-24 16:27:02,418 - pyskl - INFO - Epoch [56][700/3405] lr: 1.754e-02, eta: 1 day, 16:33:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 3.9794, loss: 3.9794 +2025-06-24 16:27:47,281 - pyskl - INFO - Epoch [56][800/3405] lr: 1.753e-02, eta: 1 day, 16:32:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 3.9853, loss: 3.9853 +2025-06-24 16:28:31,993 - pyskl - INFO - Epoch [56][900/3405] lr: 1.752e-02, eta: 1 day, 16:31:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.7621, loss: 3.7621 +2025-06-24 16:29:16,540 - pyskl - INFO - Epoch [56][1000/3405] lr: 1.751e-02, eta: 1 day, 16:30:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 3.9307, loss: 3.9307 +2025-06-24 16:30:01,249 - pyskl - INFO - Epoch [56][1100/3405] lr: 1.751e-02, eta: 1 day, 16:30:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9587, loss_cls: 3.7962, loss: 3.7962 +2025-06-24 16:30:45,903 - pyskl - INFO - Epoch [56][1200/3405] lr: 1.750e-02, eta: 1 day, 16:29:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.8743, loss: 3.8743 +2025-06-24 16:31:30,503 - pyskl - INFO - Epoch [56][1300/3405] lr: 1.749e-02, eta: 1 day, 16:28:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 3.8911, loss: 3.8911 +2025-06-24 16:32:15,202 - pyskl - INFO - Epoch [56][1400/3405] lr: 1.749e-02, eta: 1 day, 16:27:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9581, loss_cls: 4.0409, loss: 4.0409 +2025-06-24 16:32:59,837 - pyskl - INFO - Epoch [56][1500/3405] lr: 1.748e-02, eta: 1 day, 16:27:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9594, loss_cls: 3.8884, loss: 3.8884 +2025-06-24 16:33:44,482 - pyskl - INFO - Epoch [56][1600/3405] lr: 1.747e-02, eta: 1 day, 16:26:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 3.9086, loss: 3.9086 +2025-06-24 16:34:29,060 - pyskl - INFO - Epoch [56][1700/3405] lr: 1.746e-02, eta: 1 day, 16:25:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 3.8457, loss: 3.8457 +2025-06-24 16:35:13,566 - pyskl - INFO - Epoch [56][1800/3405] lr: 1.746e-02, eta: 1 day, 16:24:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 3.8997, loss: 3.8997 +2025-06-24 16:35:58,151 - pyskl - INFO - Epoch [56][1900/3405] lr: 1.745e-02, eta: 1 day, 16:23:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9669, loss_cls: 3.9027, loss: 3.9027 +2025-06-24 16:36:42,863 - pyskl - INFO - Epoch [56][2000/3405] lr: 1.744e-02, eta: 1 day, 16:23:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 4.0096, loss: 4.0096 +2025-06-24 16:37:27,587 - pyskl - INFO - Epoch [56][2100/3405] lr: 1.744e-02, eta: 1 day, 16:22:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9587, loss_cls: 3.8794, loss: 3.8794 +2025-06-24 16:38:12,173 - pyskl - INFO - Epoch [56][2200/3405] lr: 1.743e-02, eta: 1 day, 16:21:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 3.8485, loss: 3.8485 +2025-06-24 16:38:56,730 - pyskl - INFO - Epoch [56][2300/3405] lr: 1.742e-02, eta: 1 day, 16:20:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 4.0557, loss: 4.0557 +2025-06-24 16:39:41,258 - pyskl - INFO - Epoch [56][2400/3405] lr: 1.742e-02, eta: 1 day, 16:20:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9675, loss_cls: 3.9589, loss: 3.9589 +2025-06-24 16:40:25,761 - pyskl - INFO - Epoch [56][2500/3405] lr: 1.741e-02, eta: 1 day, 16:19:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9500, loss_cls: 3.8840, loss: 3.8840 +2025-06-24 16:41:10,282 - pyskl - INFO - Epoch [56][2600/3405] lr: 1.740e-02, eta: 1 day, 16:18:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9706, loss_cls: 3.8488, loss: 3.8488 +2025-06-24 16:41:54,859 - pyskl - INFO - Epoch [56][2700/3405] lr: 1.739e-02, eta: 1 day, 16:17:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9606, loss_cls: 3.9268, loss: 3.9268 +2025-06-24 16:42:39,345 - pyskl - INFO - Epoch [56][2800/3405] lr: 1.739e-02, eta: 1 day, 16:16:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 3.9183, loss: 3.9183 +2025-06-24 16:43:23,874 - pyskl - INFO - Epoch [56][2900/3405] lr: 1.738e-02, eta: 1 day, 16:16:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 3.8398, loss: 3.8398 +2025-06-24 16:44:08,403 - pyskl - INFO - Epoch [56][3000/3405] lr: 1.737e-02, eta: 1 day, 16:15:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.9534, loss: 3.9534 +2025-06-24 16:44:52,981 - pyskl - INFO - Epoch [56][3100/3405] lr: 1.737e-02, eta: 1 day, 16:14:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 4.0031, loss: 4.0031 +2025-06-24 16:45:37,558 - pyskl - INFO - Epoch [56][3200/3405] lr: 1.736e-02, eta: 1 day, 16:13:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 3.9413, loss: 3.9413 +2025-06-24 16:46:22,111 - pyskl - INFO - Epoch [56][3300/3405] lr: 1.735e-02, eta: 1 day, 16:13:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 3.7379, loss: 3.7379 +2025-06-24 16:47:06,637 - pyskl - INFO - Epoch [56][3400/3405] lr: 1.734e-02, eta: 1 day, 16:12:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9669, loss_cls: 3.9436, loss: 3.9436 +2025-06-24 16:47:09,212 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-06-24 16:51:08,082 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 16:51:08,626 - pyskl - INFO - +top1_acc 0.7433 +top5_acc 0.9406 +2025-06-24 16:51:08,647 - pyskl - INFO - Epoch(val) [56][3718] top1_acc: 0.7433, top5_acc: 0.9406 +2025-06-24 16:52:16,439 - pyskl - INFO - Epoch [57][100/3405] lr: 1.734e-02, eta: 1 day, 16:12:07, time: 0.678, data_time: 0.230, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.6897, loss: 3.6897 +2025-06-24 16:53:01,207 - pyskl - INFO - Epoch [57][200/3405] lr: 1.733e-02, eta: 1 day, 16:11:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 3.9223, loss: 3.9223 +2025-06-24 16:53:45,756 - pyskl - INFO - Epoch [57][300/3405] lr: 1.732e-02, eta: 1 day, 16:10:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 3.8347, loss: 3.8347 +2025-06-24 16:54:30,340 - pyskl - INFO - Epoch [57][400/3405] lr: 1.732e-02, eta: 1 day, 16:09:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.7059, loss: 3.7059 +2025-06-24 16:55:14,977 - pyskl - INFO - Epoch [57][500/3405] lr: 1.731e-02, eta: 1 day, 16:09:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9700, loss_cls: 3.8959, loss: 3.8959 +2025-06-24 16:55:59,563 - pyskl - INFO - Epoch [57][600/3405] lr: 1.730e-02, eta: 1 day, 16:08:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 3.8252, loss: 3.8252 +2025-06-24 16:56:44,069 - pyskl - INFO - Epoch [57][700/3405] lr: 1.729e-02, eta: 1 day, 16:07:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 3.8524, loss: 3.8524 +2025-06-24 16:57:28,658 - pyskl - INFO - Epoch [57][800/3405] lr: 1.729e-02, eta: 1 day, 16:06:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 3.8583, loss: 3.8583 +2025-06-24 16:58:13,161 - pyskl - INFO - Epoch [57][900/3405] lr: 1.728e-02, eta: 1 day, 16:05:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.6880, loss: 3.6880 +2025-06-24 16:58:57,674 - pyskl - INFO - Epoch [57][1000/3405] lr: 1.727e-02, eta: 1 day, 16:05:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 3.8803, loss: 3.8803 +2025-06-24 16:59:42,212 - pyskl - INFO - Epoch [57][1100/3405] lr: 1.727e-02, eta: 1 day, 16:04:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 3.8606, loss: 3.8606 +2025-06-24 17:00:26,718 - pyskl - INFO - Epoch [57][1200/3405] lr: 1.726e-02, eta: 1 day, 16:03:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9631, loss_cls: 3.9675, loss: 3.9675 +2025-06-24 17:01:11,259 - pyskl - INFO - Epoch [57][1300/3405] lr: 1.725e-02, eta: 1 day, 16:02:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9725, loss_cls: 3.8959, loss: 3.8959 +2025-06-24 17:01:55,869 - pyskl - INFO - Epoch [57][1400/3405] lr: 1.724e-02, eta: 1 day, 16:02:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 3.8693, loss: 3.8693 +2025-06-24 17:02:40,617 - pyskl - INFO - Epoch [57][1500/3405] lr: 1.724e-02, eta: 1 day, 16:01:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9550, loss_cls: 3.9323, loss: 3.9323 +2025-06-24 17:03:25,304 - pyskl - INFO - Epoch [57][1600/3405] lr: 1.723e-02, eta: 1 day, 16:00:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 3.8514, loss: 3.8514 +2025-06-24 17:04:09,953 - pyskl - INFO - Epoch [57][1700/3405] lr: 1.722e-02, eta: 1 day, 15:59:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9581, loss_cls: 3.9126, loss: 3.9126 +2025-06-24 17:04:54,594 - pyskl - INFO - Epoch [57][1800/3405] lr: 1.722e-02, eta: 1 day, 15:59:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9569, loss_cls: 3.9193, loss: 3.9193 +2025-06-24 17:05:39,176 - pyskl - INFO - Epoch [57][1900/3405] lr: 1.721e-02, eta: 1 day, 15:58:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.7368, loss: 3.7368 +2025-06-24 17:06:24,036 - pyskl - INFO - Epoch [57][2000/3405] lr: 1.720e-02, eta: 1 day, 15:57:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9656, loss_cls: 3.9519, loss: 3.9519 +2025-06-24 17:07:08,794 - pyskl - INFO - Epoch [57][2100/3405] lr: 1.719e-02, eta: 1 day, 15:56:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9706, loss_cls: 3.9728, loss: 3.9728 +2025-06-24 17:07:53,503 - pyskl - INFO - Epoch [57][2200/3405] lr: 1.719e-02, eta: 1 day, 15:55:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9606, loss_cls: 4.0253, loss: 4.0253 +2025-06-24 17:08:38,220 - pyskl - INFO - Epoch [57][2300/3405] lr: 1.718e-02, eta: 1 day, 15:55:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 3.8359, loss: 3.8359 +2025-06-24 17:09:22,862 - pyskl - INFO - Epoch [57][2400/3405] lr: 1.717e-02, eta: 1 day, 15:54:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 3.8598, loss: 3.8598 +2025-06-24 17:10:07,402 - pyskl - INFO - Epoch [57][2500/3405] lr: 1.717e-02, eta: 1 day, 15:53:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 3.7109, loss: 3.7109 +2025-06-24 17:10:51,955 - pyskl - INFO - Epoch [57][2600/3405] lr: 1.716e-02, eta: 1 day, 15:52:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9650, loss_cls: 3.9989, loss: 3.9989 +2025-06-24 17:11:36,529 - pyskl - INFO - Epoch [57][2700/3405] lr: 1.715e-02, eta: 1 day, 15:52:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 4.0066, loss: 4.0066 +2025-06-24 17:12:21,044 - pyskl - INFO - Epoch [57][2800/3405] lr: 1.714e-02, eta: 1 day, 15:51:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 3.9421, loss: 3.9421 +2025-06-24 17:13:05,547 - pyskl - INFO - Epoch [57][2900/3405] lr: 1.714e-02, eta: 1 day, 15:50:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 3.9847, loss: 3.9847 +2025-06-24 17:13:50,172 - pyskl - INFO - Epoch [57][3000/3405] lr: 1.713e-02, eta: 1 day, 15:49:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.9210, loss: 3.9210 +2025-06-24 17:14:34,702 - pyskl - INFO - Epoch [57][3100/3405] lr: 1.712e-02, eta: 1 day, 15:49:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 3.8920, loss: 3.8920 +2025-06-24 17:15:19,169 - pyskl - INFO - Epoch [57][3200/3405] lr: 1.712e-02, eta: 1 day, 15:48:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 3.9162, loss: 3.9162 +2025-06-24 17:16:03,665 - pyskl - INFO - Epoch [57][3300/3405] lr: 1.711e-02, eta: 1 day, 15:47:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9712, loss_cls: 3.8830, loss: 3.8830 +2025-06-24 17:16:48,120 - pyskl - INFO - Epoch [57][3400/3405] lr: 1.710e-02, eta: 1 day, 15:46:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9606, loss_cls: 3.9792, loss: 3.9792 +2025-06-24 17:16:50,699 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-06-24 17:20:48,725 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 17:20:49,277 - pyskl - INFO - +top1_acc 0.7515 +top5_acc 0.9442 +2025-06-24 17:20:49,301 - pyskl - INFO - Epoch(val) [57][3718] top1_acc: 0.7515, top5_acc: 0.9442 +2025-06-24 17:21:57,607 - pyskl - INFO - Epoch [58][100/3405] lr: 1.709e-02, eta: 1 day, 15:46:27, time: 0.683, data_time: 0.237, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 3.7511, loss: 3.7511 +2025-06-24 17:22:42,191 - pyskl - INFO - Epoch [58][200/3405] lr: 1.709e-02, eta: 1 day, 15:45:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 3.6534, loss: 3.6534 +2025-06-24 17:23:26,754 - pyskl - INFO - Epoch [58][300/3405] lr: 1.708e-02, eta: 1 day, 15:44:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 3.8152, loss: 3.8152 +2025-06-24 17:24:11,232 - pyskl - INFO - Epoch [58][400/3405] lr: 1.707e-02, eta: 1 day, 15:44:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 3.7256, loss: 3.7256 +2025-06-24 17:24:55,693 - pyskl - INFO - Epoch [58][500/3405] lr: 1.707e-02, eta: 1 day, 15:43:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.7070, loss: 3.7070 +2025-06-24 17:25:40,188 - pyskl - INFO - Epoch [58][600/3405] lr: 1.706e-02, eta: 1 day, 15:42:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9769, loss_cls: 3.8464, loss: 3.8464 +2025-06-24 17:26:24,661 - pyskl - INFO - Epoch [58][700/3405] lr: 1.705e-02, eta: 1 day, 15:41:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 3.8322, loss: 3.8322 +2025-06-24 17:27:09,231 - pyskl - INFO - Epoch [58][800/3405] lr: 1.704e-02, eta: 1 day, 15:41:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 3.7065, loss: 3.7065 +2025-06-24 17:27:53,716 - pyskl - INFO - Epoch [58][900/3405] lr: 1.704e-02, eta: 1 day, 15:40:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9594, loss_cls: 3.8911, loss: 3.8911 +2025-06-24 17:28:38,293 - pyskl - INFO - Epoch [58][1000/3405] lr: 1.703e-02, eta: 1 day, 15:39:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 3.8650, loss: 3.8650 +2025-06-24 17:29:22,894 - pyskl - INFO - Epoch [58][1100/3405] lr: 1.702e-02, eta: 1 day, 15:38:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9738, loss_cls: 3.9134, loss: 3.9134 +2025-06-24 17:30:07,471 - pyskl - INFO - Epoch [58][1200/3405] lr: 1.702e-02, eta: 1 day, 15:37:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9550, loss_cls: 3.8262, loss: 3.8262 +2025-06-24 17:30:51,934 - pyskl - INFO - Epoch [58][1300/3405] lr: 1.701e-02, eta: 1 day, 15:37:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 3.9872, loss: 3.9872 +2025-06-24 17:31:36,438 - pyskl - INFO - Epoch [58][1400/3405] lr: 1.700e-02, eta: 1 day, 15:36:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 3.8641, loss: 3.8641 +2025-06-24 17:32:20,957 - pyskl - INFO - Epoch [58][1500/3405] lr: 1.699e-02, eta: 1 day, 15:35:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9669, loss_cls: 3.7277, loss: 3.7277 +2025-06-24 17:33:05,641 - pyskl - INFO - Epoch [58][1600/3405] lr: 1.699e-02, eta: 1 day, 15:34:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 3.7591, loss: 3.7591 +2025-06-24 17:33:50,252 - pyskl - INFO - Epoch [58][1700/3405] lr: 1.698e-02, eta: 1 day, 15:34:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9625, loss_cls: 3.7885, loss: 3.7885 +2025-06-24 17:34:34,902 - pyskl - INFO - Epoch [58][1800/3405] lr: 1.697e-02, eta: 1 day, 15:33:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 3.8767, loss: 3.8767 +2025-06-24 17:35:19,490 - pyskl - INFO - Epoch [58][1900/3405] lr: 1.697e-02, eta: 1 day, 15:32:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 3.8845, loss: 3.8845 +2025-06-24 17:36:04,107 - pyskl - INFO - Epoch [58][2000/3405] lr: 1.696e-02, eta: 1 day, 15:31:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9619, loss_cls: 3.8078, loss: 3.8078 +2025-06-24 17:36:48,606 - pyskl - INFO - Epoch [58][2100/3405] lr: 1.695e-02, eta: 1 day, 15:31:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 3.8194, loss: 3.8194 +2025-06-24 17:37:33,160 - pyskl - INFO - Epoch [58][2200/3405] lr: 1.694e-02, eta: 1 day, 15:30:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9681, loss_cls: 3.9981, loss: 3.9981 +2025-06-24 17:38:17,717 - pyskl - INFO - Epoch [58][2300/3405] lr: 1.694e-02, eta: 1 day, 15:29:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 3.9848, loss: 3.9848 +2025-06-24 17:39:02,322 - pyskl - INFO - Epoch [58][2400/3405] lr: 1.693e-02, eta: 1 day, 15:28:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 3.8651, loss: 3.8651 +2025-06-24 17:39:46,896 - pyskl - INFO - Epoch [58][2500/3405] lr: 1.692e-02, eta: 1 day, 15:27:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.8779, loss: 3.8779 +2025-06-24 17:40:31,446 - pyskl - INFO - Epoch [58][2600/3405] lr: 1.692e-02, eta: 1 day, 15:27:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9663, loss_cls: 3.9310, loss: 3.9310 +2025-06-24 17:41:16,170 - pyskl - INFO - Epoch [58][2700/3405] lr: 1.691e-02, eta: 1 day, 15:26:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9706, loss_cls: 3.9189, loss: 3.9189 +2025-06-24 17:42:00,824 - pyskl - INFO - Epoch [58][2800/3405] lr: 1.690e-02, eta: 1 day, 15:25:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 3.8607, loss: 3.8607 +2025-06-24 17:42:45,476 - pyskl - INFO - Epoch [58][2900/3405] lr: 1.689e-02, eta: 1 day, 15:24:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 3.7787, loss: 3.7787 +2025-06-24 17:43:30,240 - pyskl - INFO - Epoch [58][3000/3405] lr: 1.689e-02, eta: 1 day, 15:24:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 3.8644, loss: 3.8644 +2025-06-24 17:44:14,882 - pyskl - INFO - Epoch [58][3100/3405] lr: 1.688e-02, eta: 1 day, 15:23:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 3.9044, loss: 3.9044 +2025-06-24 17:44:59,558 - pyskl - INFO - Epoch [58][3200/3405] lr: 1.687e-02, eta: 1 day, 15:22:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 3.7985, loss: 3.7985 +2025-06-24 17:45:44,143 - pyskl - INFO - Epoch [58][3300/3405] lr: 1.686e-02, eta: 1 day, 15:21:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9544, loss_cls: 3.9672, loss: 3.9672 +2025-06-24 17:46:28,886 - pyskl - INFO - Epoch [58][3400/3405] lr: 1.686e-02, eta: 1 day, 15:21:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9556, loss_cls: 3.8497, loss: 3.8497 +2025-06-24 17:46:31,540 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-06-24 17:50:29,649 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 17:50:30,203 - pyskl - INFO - +top1_acc 0.7307 +top5_acc 0.9311 +2025-06-24 17:50:30,227 - pyskl - INFO - Epoch(val) [58][3718] top1_acc: 0.7307, top5_acc: 0.9311 +2025-06-24 17:51:38,846 - pyskl - INFO - Epoch [59][100/3405] lr: 1.685e-02, eta: 1 day, 15:20:46, time: 0.686, data_time: 0.236, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9587, loss_cls: 4.0815, loss: 4.0815 +2025-06-24 17:52:23,698 - pyskl - INFO - Epoch [59][200/3405] lr: 1.684e-02, eta: 1 day, 15:20:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 3.8930, loss: 3.8930 +2025-06-24 17:53:08,399 - pyskl - INFO - Epoch [59][300/3405] lr: 1.684e-02, eta: 1 day, 15:19:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 3.7856, loss: 3.7856 +2025-06-24 17:53:53,047 - pyskl - INFO - Epoch [59][400/3405] lr: 1.683e-02, eta: 1 day, 15:18:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9719, loss_cls: 3.7526, loss: 3.7526 +2025-06-24 17:54:37,766 - pyskl - INFO - Epoch [59][500/3405] lr: 1.682e-02, eta: 1 day, 15:17:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 3.8272, loss: 3.8272 +2025-06-24 17:55:22,751 - pyskl - INFO - Epoch [59][600/3405] lr: 1.681e-02, eta: 1 day, 15:16:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 3.7655, loss: 3.7655 +2025-06-24 17:56:07,584 - pyskl - INFO - Epoch [59][700/3405] lr: 1.681e-02, eta: 1 day, 15:16:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 3.7911, loss: 3.7911 +2025-06-24 17:56:52,158 - pyskl - INFO - Epoch [59][800/3405] lr: 1.680e-02, eta: 1 day, 15:15:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 3.8497, loss: 3.8497 +2025-06-24 17:57:36,710 - pyskl - INFO - Epoch [59][900/3405] lr: 1.679e-02, eta: 1 day, 15:14:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 3.8547, loss: 3.8547 +2025-06-24 17:58:21,216 - pyskl - INFO - Epoch [59][1000/3405] lr: 1.679e-02, eta: 1 day, 15:13:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 3.9192, loss: 3.9192 +2025-06-24 17:59:05,695 - pyskl - INFO - Epoch [59][1100/3405] lr: 1.678e-02, eta: 1 day, 15:13:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 3.8351, loss: 3.8351 +2025-06-24 17:59:50,209 - pyskl - INFO - Epoch [59][1200/3405] lr: 1.677e-02, eta: 1 day, 15:12:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 3.7587, loss: 3.7587 +2025-06-24 18:00:34,739 - pyskl - INFO - Epoch [59][1300/3405] lr: 1.676e-02, eta: 1 day, 15:11:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 3.9054, loss: 3.9054 +2025-06-24 18:01:19,252 - pyskl - INFO - Epoch [59][1400/3405] lr: 1.676e-02, eta: 1 day, 15:10:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9688, loss_cls: 3.8309, loss: 3.8309 +2025-06-24 18:02:03,891 - pyskl - INFO - Epoch [59][1500/3405] lr: 1.675e-02, eta: 1 day, 15:10:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 3.9008, loss: 3.9008 +2025-06-24 18:02:48,534 - pyskl - INFO - Epoch [59][1600/3405] lr: 1.674e-02, eta: 1 day, 15:09:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 3.8266, loss: 3.8266 +2025-06-24 18:03:33,117 - pyskl - INFO - Epoch [59][1700/3405] lr: 1.673e-02, eta: 1 day, 15:08:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 3.8726, loss: 3.8726 +2025-06-24 18:04:17,698 - pyskl - INFO - Epoch [59][1800/3405] lr: 1.673e-02, eta: 1 day, 15:07:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 3.9765, loss: 3.9765 +2025-06-24 18:05:02,241 - pyskl - INFO - Epoch [59][1900/3405] lr: 1.672e-02, eta: 1 day, 15:06:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 3.9788, loss: 3.9788 +2025-06-24 18:05:46,874 - pyskl - INFO - Epoch [59][2000/3405] lr: 1.671e-02, eta: 1 day, 15:06:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.9749, loss: 3.9749 +2025-06-24 18:06:31,524 - pyskl - INFO - Epoch [59][2100/3405] lr: 1.671e-02, eta: 1 day, 15:05:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 3.7370, loss: 3.7370 +2025-06-24 18:07:16,225 - pyskl - INFO - Epoch [59][2200/3405] lr: 1.670e-02, eta: 1 day, 15:04:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 4.0043, loss: 4.0043 +2025-06-24 18:08:00,914 - pyskl - INFO - Epoch [59][2300/3405] lr: 1.669e-02, eta: 1 day, 15:03:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.9304, loss: 3.9304 +2025-06-24 18:08:45,592 - pyskl - INFO - Epoch [59][2400/3405] lr: 1.668e-02, eta: 1 day, 15:03:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 3.9097, loss: 3.9097 +2025-06-24 18:09:30,303 - pyskl - INFO - Epoch [59][2500/3405] lr: 1.668e-02, eta: 1 day, 15:02:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 3.8447, loss: 3.8447 +2025-06-24 18:10:15,032 - pyskl - INFO - Epoch [59][2600/3405] lr: 1.667e-02, eta: 1 day, 15:01:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 3.7353, loss: 3.7353 +2025-06-24 18:10:59,567 - pyskl - INFO - Epoch [59][2700/3405] lr: 1.666e-02, eta: 1 day, 15:00:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9537, loss_cls: 3.8811, loss: 3.8811 +2025-06-24 18:11:44,139 - pyskl - INFO - Epoch [59][2800/3405] lr: 1.665e-02, eta: 1 day, 15:00:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 3.7694, loss: 3.7694 +2025-06-24 18:12:28,691 - pyskl - INFO - Epoch [59][2900/3405] lr: 1.665e-02, eta: 1 day, 14:59:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.8445, loss: 3.8445 +2025-06-24 18:13:13,260 - pyskl - INFO - Epoch [59][3000/3405] lr: 1.664e-02, eta: 1 day, 14:58:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9625, loss_cls: 3.9190, loss: 3.9190 +2025-06-24 18:13:57,746 - pyskl - INFO - Epoch [59][3100/3405] lr: 1.663e-02, eta: 1 day, 14:57:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 3.8172, loss: 3.8172 +2025-06-24 18:14:42,282 - pyskl - INFO - Epoch [59][3200/3405] lr: 1.663e-02, eta: 1 day, 14:56:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9631, loss_cls: 3.8887, loss: 3.8887 +2025-06-24 18:15:26,858 - pyskl - INFO - Epoch [59][3300/3405] lr: 1.662e-02, eta: 1 day, 14:56:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 3.9220, loss: 3.9220 +2025-06-24 18:16:11,478 - pyskl - INFO - Epoch [59][3400/3405] lr: 1.661e-02, eta: 1 day, 14:55:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 3.9562, loss: 3.9562 +2025-06-24 18:16:14,103 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-06-24 18:20:14,914 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 18:20:15,461 - pyskl - INFO - +top1_acc 0.7337 +top5_acc 0.9336 +2025-06-24 18:20:15,482 - pyskl - INFO - Epoch(val) [59][3718] top1_acc: 0.7337, top5_acc: 0.9336 +2025-06-24 18:21:23,383 - pyskl - INFO - Epoch [60][100/3405] lr: 1.660e-02, eta: 1 day, 14:55:07, time: 0.679, data_time: 0.231, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.6850, loss: 3.6850 +2025-06-24 18:22:08,043 - pyskl - INFO - Epoch [60][200/3405] lr: 1.660e-02, eta: 1 day, 14:54:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9700, loss_cls: 3.9168, loss: 3.9168 +2025-06-24 18:22:52,766 - pyskl - INFO - Epoch [60][300/3405] lr: 1.659e-02, eta: 1 day, 14:53:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 3.7869, loss: 3.7869 +2025-06-24 18:23:37,378 - pyskl - INFO - Epoch [60][400/3405] lr: 1.658e-02, eta: 1 day, 14:52:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.7276, loss: 3.7276 +2025-06-24 18:24:22,006 - pyskl - INFO - Epoch [60][500/3405] lr: 1.657e-02, eta: 1 day, 14:52:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 3.7453, loss: 3.7453 +2025-06-24 18:25:06,598 - pyskl - INFO - Epoch [60][600/3405] lr: 1.657e-02, eta: 1 day, 14:51:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 3.6564, loss: 3.6564 +2025-06-24 18:25:51,087 - pyskl - INFO - Epoch [60][700/3405] lr: 1.656e-02, eta: 1 day, 14:50:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.9162, loss: 3.9162 +2025-06-24 18:26:35,654 - pyskl - INFO - Epoch [60][800/3405] lr: 1.655e-02, eta: 1 day, 14:49:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.8286, loss: 3.8286 +2025-06-24 18:27:20,226 - pyskl - INFO - Epoch [60][900/3405] lr: 1.655e-02, eta: 1 day, 14:48:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 3.7575, loss: 3.7575 +2025-06-24 18:28:04,845 - pyskl - INFO - Epoch [60][1000/3405] lr: 1.654e-02, eta: 1 day, 14:48:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 3.6969, loss: 3.6969 +2025-06-24 18:28:49,298 - pyskl - INFO - Epoch [60][1100/3405] lr: 1.653e-02, eta: 1 day, 14:47:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9681, loss_cls: 3.7887, loss: 3.7887 +2025-06-24 18:29:33,761 - pyskl - INFO - Epoch [60][1200/3405] lr: 1.652e-02, eta: 1 day, 14:46:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9600, loss_cls: 3.6831, loss: 3.6831 +2025-06-24 18:30:18,204 - pyskl - INFO - Epoch [60][1300/3405] lr: 1.652e-02, eta: 1 day, 14:45:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9625, loss_cls: 3.8278, loss: 3.8278 +2025-06-24 18:31:02,614 - pyskl - INFO - Epoch [60][1400/3405] lr: 1.651e-02, eta: 1 day, 14:45:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9606, loss_cls: 3.7761, loss: 3.7761 +2025-06-24 18:31:47,075 - pyskl - INFO - Epoch [60][1500/3405] lr: 1.650e-02, eta: 1 day, 14:44:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 3.8076, loss: 3.8076 +2025-06-24 18:32:31,528 - pyskl - INFO - Epoch [60][1600/3405] lr: 1.649e-02, eta: 1 day, 14:43:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 3.9622, loss: 3.9622 +2025-06-24 18:33:16,077 - pyskl - INFO - Epoch [60][1700/3405] lr: 1.649e-02, eta: 1 day, 14:42:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.8250, loss: 3.8250 +2025-06-24 18:34:00,577 - pyskl - INFO - Epoch [60][1800/3405] lr: 1.648e-02, eta: 1 day, 14:42:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 3.8193, loss: 3.8193 +2025-06-24 18:34:45,021 - pyskl - INFO - Epoch [60][1900/3405] lr: 1.647e-02, eta: 1 day, 14:41:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 3.8738, loss: 3.8738 +2025-06-24 18:35:29,382 - pyskl - INFO - Epoch [60][2000/3405] lr: 1.647e-02, eta: 1 day, 14:40:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9644, loss_cls: 3.7804, loss: 3.7804 +2025-06-24 18:36:13,855 - pyskl - INFO - Epoch [60][2100/3405] lr: 1.646e-02, eta: 1 day, 14:39:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9644, loss_cls: 3.8008, loss: 3.8008 +2025-06-24 18:36:58,274 - pyskl - INFO - Epoch [60][2200/3405] lr: 1.645e-02, eta: 1 day, 14:38:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 3.9690, loss: 3.9690 +2025-06-24 18:37:42,797 - pyskl - INFO - Epoch [60][2300/3405] lr: 1.644e-02, eta: 1 day, 14:38:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9637, loss_cls: 3.8392, loss: 3.8392 +2025-06-24 18:38:27,224 - pyskl - INFO - Epoch [60][2400/3405] lr: 1.644e-02, eta: 1 day, 14:37:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 3.8063, loss: 3.8063 +2025-06-24 18:39:11,763 - pyskl - INFO - Epoch [60][2500/3405] lr: 1.643e-02, eta: 1 day, 14:36:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9725, loss_cls: 3.9017, loss: 3.9017 +2025-06-24 18:39:56,203 - pyskl - INFO - Epoch [60][2600/3405] lr: 1.642e-02, eta: 1 day, 14:35:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9556, loss_cls: 3.9973, loss: 3.9973 +2025-06-24 18:40:40,664 - pyskl - INFO - Epoch [60][2700/3405] lr: 1.641e-02, eta: 1 day, 14:35:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 3.8546, loss: 3.8546 +2025-06-24 18:41:25,255 - pyskl - INFO - Epoch [60][2800/3405] lr: 1.641e-02, eta: 1 day, 14:34:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9544, loss_cls: 3.8922, loss: 3.8922 +2025-06-24 18:42:09,921 - pyskl - INFO - Epoch [60][2900/3405] lr: 1.640e-02, eta: 1 day, 14:33:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 3.8493, loss: 3.8493 +2025-06-24 18:42:54,427 - pyskl - INFO - Epoch [60][3000/3405] lr: 1.639e-02, eta: 1 day, 14:32:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9525, loss_cls: 3.9919, loss: 3.9919 +2025-06-24 18:43:39,036 - pyskl - INFO - Epoch [60][3100/3405] lr: 1.639e-02, eta: 1 day, 14:31:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 3.8991, loss: 3.8991 +2025-06-24 18:44:23,595 - pyskl - INFO - Epoch [60][3200/3405] lr: 1.638e-02, eta: 1 day, 14:31:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 3.8505, loss: 3.8505 +2025-06-24 18:45:08,217 - pyskl - INFO - Epoch [60][3300/3405] lr: 1.637e-02, eta: 1 day, 14:30:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9575, loss_cls: 3.9715, loss: 3.9715 +2025-06-24 18:45:52,756 - pyskl - INFO - Epoch [60][3400/3405] lr: 1.636e-02, eta: 1 day, 14:29:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9587, loss_cls: 3.9388, loss: 3.9388 +2025-06-24 18:45:55,314 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-06-24 19:05:23,608 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 19:05:24,197 - pyskl - INFO - +top1_acc 0.7601 +top5_acc 0.9502 +2025-06-24 19:05:24,255 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_54.pth was removed +2025-06-24 19:05:25,376 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_60.pth. +2025-06-24 19:05:25,378 - pyskl - INFO - Best top1_acc is 0.7601 at 60 epoch. +2025-06-24 19:05:25,402 - pyskl - INFO - Epoch(val) [60][3718] top1_acc: 0.7601, top5_acc: 0.9502 +2025-06-24 19:06:33,236 - pyskl - INFO - Epoch [61][100/3405] lr: 1.636e-02, eta: 1 day, 14:29:22, time: 0.678, data_time: 0.230, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9663, loss_cls: 3.8090, loss: 3.8090 +2025-06-24 19:07:17,837 - pyskl - INFO - Epoch [61][200/3405] lr: 1.635e-02, eta: 1 day, 14:28:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 3.6946, loss: 3.6946 +2025-06-24 19:08:02,455 - pyskl - INFO - Epoch [61][300/3405] lr: 1.634e-02, eta: 1 day, 14:27:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.6551, loss: 3.6551 +2025-06-24 19:08:46,982 - pyskl - INFO - Epoch [61][400/3405] lr: 1.633e-02, eta: 1 day, 14:27:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 3.7334, loss: 3.7334 +2025-06-24 19:09:31,691 - pyskl - INFO - Epoch [61][500/3405] lr: 1.633e-02, eta: 1 day, 14:26:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9663, loss_cls: 3.7600, loss: 3.7600 +2025-06-24 19:10:16,387 - pyskl - INFO - Epoch [61][600/3405] lr: 1.632e-02, eta: 1 day, 14:25:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 3.6608, loss: 3.6608 +2025-06-24 19:11:01,116 - pyskl - INFO - Epoch [61][700/3405] lr: 1.631e-02, eta: 1 day, 14:24:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.9017, loss: 3.9017 +2025-06-24 19:11:45,760 - pyskl - INFO - Epoch [61][800/3405] lr: 1.630e-02, eta: 1 day, 14:24:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 3.7586, loss: 3.7586 +2025-06-24 19:12:30,428 - pyskl - INFO - Epoch [61][900/3405] lr: 1.630e-02, eta: 1 day, 14:23:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9719, loss_cls: 3.9128, loss: 3.9128 +2025-06-24 19:13:15,104 - pyskl - INFO - Epoch [61][1000/3405] lr: 1.629e-02, eta: 1 day, 14:22:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 3.7367, loss: 3.7367 +2025-06-24 19:13:59,813 - pyskl - INFO - Epoch [61][1100/3405] lr: 1.628e-02, eta: 1 day, 14:21:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 3.8021, loss: 3.8021 +2025-06-24 19:14:44,469 - pyskl - INFO - Epoch [61][1200/3405] lr: 1.627e-02, eta: 1 day, 14:20:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.7206, loss: 3.7206 +2025-06-24 19:15:29,044 - pyskl - INFO - Epoch [61][1300/3405] lr: 1.627e-02, eta: 1 day, 14:20:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9606, loss_cls: 3.7558, loss: 3.7558 +2025-06-24 19:16:13,633 - pyskl - INFO - Epoch [61][1400/3405] lr: 1.626e-02, eta: 1 day, 14:19:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9725, loss_cls: 3.7143, loss: 3.7143 +2025-06-24 19:16:58,289 - pyskl - INFO - Epoch [61][1500/3405] lr: 1.625e-02, eta: 1 day, 14:18:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 3.8392, loss: 3.8392 +2025-06-24 19:17:42,854 - pyskl - INFO - Epoch [61][1600/3405] lr: 1.625e-02, eta: 1 day, 14:17:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9625, loss_cls: 3.8067, loss: 3.8067 +2025-06-24 19:18:27,526 - pyskl - INFO - Epoch [61][1700/3405] lr: 1.624e-02, eta: 1 day, 14:17:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 3.8814, loss: 3.8814 +2025-06-24 19:19:12,231 - pyskl - INFO - Epoch [61][1800/3405] lr: 1.623e-02, eta: 1 day, 14:16:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 3.7555, loss: 3.7555 +2025-06-24 19:19:56,751 - pyskl - INFO - Epoch [61][1900/3405] lr: 1.622e-02, eta: 1 day, 14:15:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 3.8198, loss: 3.8198 +2025-06-24 19:20:41,159 - pyskl - INFO - Epoch [61][2000/3405] lr: 1.622e-02, eta: 1 day, 14:14:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9637, loss_cls: 3.8304, loss: 3.8304 +2025-06-24 19:21:25,663 - pyskl - INFO - Epoch [61][2100/3405] lr: 1.621e-02, eta: 1 day, 14:14:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9675, loss_cls: 3.6936, loss: 3.6936 +2025-06-24 19:22:10,240 - pyskl - INFO - Epoch [61][2200/3405] lr: 1.620e-02, eta: 1 day, 14:13:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9706, loss_cls: 3.8532, loss: 3.8532 +2025-06-24 19:22:54,746 - pyskl - INFO - Epoch [61][2300/3405] lr: 1.619e-02, eta: 1 day, 14:12:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 3.8934, loss: 3.8934 +2025-06-24 19:23:39,329 - pyskl - INFO - Epoch [61][2400/3405] lr: 1.619e-02, eta: 1 day, 14:11:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 3.8161, loss: 3.8161 +2025-06-24 19:24:23,846 - pyskl - INFO - Epoch [61][2500/3405] lr: 1.618e-02, eta: 1 day, 14:10:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9550, loss_cls: 4.0136, loss: 4.0136 +2025-06-24 19:25:08,422 - pyskl - INFO - Epoch [61][2600/3405] lr: 1.617e-02, eta: 1 day, 14:10:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 3.9242, loss: 3.9242 +2025-06-24 19:25:52,983 - pyskl - INFO - Epoch [61][2700/3405] lr: 1.616e-02, eta: 1 day, 14:09:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9563, loss_cls: 3.9601, loss: 3.9601 +2025-06-24 19:26:37,440 - pyskl - INFO - Epoch [61][2800/3405] lr: 1.616e-02, eta: 1 day, 14:08:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 3.7315, loss: 3.7315 +2025-06-24 19:27:21,960 - pyskl - INFO - Epoch [61][2900/3405] lr: 1.615e-02, eta: 1 day, 14:07:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9750, loss_cls: 3.8304, loss: 3.8304 +2025-06-24 19:28:06,382 - pyskl - INFO - Epoch [61][3000/3405] lr: 1.614e-02, eta: 1 day, 14:07:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 3.8418, loss: 3.8418 +2025-06-24 19:28:51,116 - pyskl - INFO - Epoch [61][3100/3405] lr: 1.614e-02, eta: 1 day, 14:06:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 3.7672, loss: 3.7672 +2025-06-24 19:29:35,702 - pyskl - INFO - Epoch [61][3200/3405] lr: 1.613e-02, eta: 1 day, 14:05:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 3.7762, loss: 3.7762 +2025-06-24 19:30:20,369 - pyskl - INFO - Epoch [61][3300/3405] lr: 1.612e-02, eta: 1 day, 14:04:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 3.7362, loss: 3.7362 +2025-06-24 19:31:04,893 - pyskl - INFO - Epoch [61][3400/3405] lr: 1.611e-02, eta: 1 day, 14:03:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9581, loss_cls: 4.0530, loss: 4.0530 +2025-06-24 19:31:07,505 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-06-24 19:35:05,081 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 19:35:05,661 - pyskl - INFO - +top1_acc 0.7542 +top5_acc 0.9437 +2025-06-24 19:35:05,680 - pyskl - INFO - Epoch(val) [61][3718] top1_acc: 0.7542, top5_acc: 0.9437 +2025-06-24 19:36:13,403 - pyskl - INFO - Epoch [62][100/3405] lr: 1.611e-02, eta: 1 day, 14:03:41, time: 0.677, data_time: 0.230, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9637, loss_cls: 3.8086, loss: 3.8086 +2025-06-24 19:36:58,090 - pyskl - INFO - Epoch [62][200/3405] lr: 1.610e-02, eta: 1 day, 14:02:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 3.6956, loss: 3.6956 +2025-06-24 19:37:42,899 - pyskl - INFO - Epoch [62][300/3405] lr: 1.609e-02, eta: 1 day, 14:02:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9694, loss_cls: 3.6843, loss: 3.6843 +2025-06-24 19:38:27,655 - pyskl - INFO - Epoch [62][400/3405] lr: 1.608e-02, eta: 1 day, 14:01:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 3.6841, loss: 3.6841 +2025-06-24 19:39:12,479 - pyskl - INFO - Epoch [62][500/3405] lr: 1.608e-02, eta: 1 day, 14:00:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 3.7966, loss: 3.7966 +2025-06-24 19:39:57,361 - pyskl - INFO - Epoch [62][600/3405] lr: 1.607e-02, eta: 1 day, 13:59:52, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.7408, loss: 3.7408 +2025-06-24 19:40:42,047 - pyskl - INFO - Epoch [62][700/3405] lr: 1.606e-02, eta: 1 day, 13:59:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.6109, loss: 3.6109 +2025-06-24 19:41:26,545 - pyskl - INFO - Epoch [62][800/3405] lr: 1.605e-02, eta: 1 day, 13:58:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9681, loss_cls: 3.6288, loss: 3.6288 +2025-06-24 19:42:10,825 - pyskl - INFO - Epoch [62][900/3405] lr: 1.605e-02, eta: 1 day, 13:57:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9650, loss_cls: 3.6171, loss: 3.6171 +2025-06-24 19:42:55,326 - pyskl - INFO - Epoch [62][1000/3405] lr: 1.604e-02, eta: 1 day, 13:56:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.7158, loss: 3.7158 +2025-06-24 19:43:40,063 - pyskl - INFO - Epoch [62][1100/3405] lr: 1.603e-02, eta: 1 day, 13:56:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9637, loss_cls: 3.9146, loss: 3.9146 +2025-06-24 19:44:24,593 - pyskl - INFO - Epoch [62][1200/3405] lr: 1.602e-02, eta: 1 day, 13:55:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 3.7294, loss: 3.7294 +2025-06-24 19:45:09,143 - pyskl - INFO - Epoch [62][1300/3405] lr: 1.602e-02, eta: 1 day, 13:54:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9719, loss_cls: 3.8099, loss: 3.8099 +2025-06-24 19:45:53,685 - pyskl - INFO - Epoch [62][1400/3405] lr: 1.601e-02, eta: 1 day, 13:53:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9688, loss_cls: 3.6859, loss: 3.6859 +2025-06-24 19:46:38,177 - pyskl - INFO - Epoch [62][1500/3405] lr: 1.600e-02, eta: 1 day, 13:52:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9600, loss_cls: 3.9118, loss: 3.9118 +2025-06-24 19:47:22,774 - pyskl - INFO - Epoch [62][1600/3405] lr: 1.600e-02, eta: 1 day, 13:52:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9850, loss_cls: 3.6688, loss: 3.6688 +2025-06-24 19:48:07,361 - pyskl - INFO - Epoch [62][1700/3405] lr: 1.599e-02, eta: 1 day, 13:51:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 3.7445, loss: 3.7445 +2025-06-24 19:48:51,917 - pyskl - INFO - Epoch [62][1800/3405] lr: 1.598e-02, eta: 1 day, 13:50:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.7791, loss: 3.7791 +2025-06-24 19:49:36,458 - pyskl - INFO - Epoch [62][1900/3405] lr: 1.597e-02, eta: 1 day, 13:49:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9694, loss_cls: 3.8614, loss: 3.8614 +2025-06-24 19:50:20,966 - pyskl - INFO - Epoch [62][2000/3405] lr: 1.597e-02, eta: 1 day, 13:49:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 3.7474, loss: 3.7474 +2025-06-24 19:51:05,594 - pyskl - INFO - Epoch [62][2100/3405] lr: 1.596e-02, eta: 1 day, 13:48:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 3.8755, loss: 3.8755 +2025-06-24 19:51:50,061 - pyskl - INFO - Epoch [62][2200/3405] lr: 1.595e-02, eta: 1 day, 13:47:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 3.8637, loss: 3.8637 +2025-06-24 19:52:34,550 - pyskl - INFO - Epoch [62][2300/3405] lr: 1.594e-02, eta: 1 day, 13:46:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 3.9231, loss: 3.9231 +2025-06-24 19:53:19,035 - pyskl - INFO - Epoch [62][2400/3405] lr: 1.594e-02, eta: 1 day, 13:46:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 3.7460, loss: 3.7460 +2025-06-24 19:54:03,534 - pyskl - INFO - Epoch [62][2500/3405] lr: 1.593e-02, eta: 1 day, 13:45:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.7591, loss: 3.7591 +2025-06-24 19:54:48,093 - pyskl - INFO - Epoch [62][2600/3405] lr: 1.592e-02, eta: 1 day, 13:44:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 3.7647, loss: 3.7647 +2025-06-24 19:55:32,686 - pyskl - INFO - Epoch [62][2700/3405] lr: 1.591e-02, eta: 1 day, 13:43:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 3.8710, loss: 3.8710 +2025-06-24 19:56:17,256 - pyskl - INFO - Epoch [62][2800/3405] lr: 1.591e-02, eta: 1 day, 13:42:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 3.7067, loss: 3.7067 +2025-06-24 19:57:01,906 - pyskl - INFO - Epoch [62][2900/3405] lr: 1.590e-02, eta: 1 day, 13:42:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.8672, loss: 3.8672 +2025-06-24 19:57:46,497 - pyskl - INFO - Epoch [62][3000/3405] lr: 1.589e-02, eta: 1 day, 13:41:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 3.7471, loss: 3.7471 +2025-06-24 19:58:31,121 - pyskl - INFO - Epoch [62][3100/3405] lr: 1.588e-02, eta: 1 day, 13:40:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 3.9523, loss: 3.9523 +2025-06-24 19:59:15,921 - pyskl - INFO - Epoch [62][3200/3405] lr: 1.588e-02, eta: 1 day, 13:39:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 3.8237, loss: 3.8237 +2025-06-24 20:00:00,629 - pyskl - INFO - Epoch [62][3300/3405] lr: 1.587e-02, eta: 1 day, 13:39:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 3.9900, loss: 3.9900 +2025-06-24 20:00:45,284 - pyskl - INFO - Epoch [62][3400/3405] lr: 1.586e-02, eta: 1 day, 13:38:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9606, loss_cls: 3.8810, loss: 3.8810 +2025-06-24 20:00:47,847 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-06-24 20:04:48,290 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 20:04:48,834 - pyskl - INFO - +top1_acc 0.7348 +top5_acc 0.9389 +2025-06-24 20:04:48,857 - pyskl - INFO - Epoch(val) [62][3718] top1_acc: 0.7348, top5_acc: 0.9389 +2025-06-24 20:05:56,727 - pyskl - INFO - Epoch [63][100/3405] lr: 1.585e-02, eta: 1 day, 13:38:01, time: 0.679, data_time: 0.231, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 3.7269, loss: 3.7269 +2025-06-24 20:06:41,490 - pyskl - INFO - Epoch [63][200/3405] lr: 1.585e-02, eta: 1 day, 13:37:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 3.5192, loss: 3.5192 +2025-06-24 20:07:26,163 - pyskl - INFO - Epoch [63][300/3405] lr: 1.584e-02, eta: 1 day, 13:36:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9700, loss_cls: 3.7438, loss: 3.7438 +2025-06-24 20:08:10,896 - pyskl - INFO - Epoch [63][400/3405] lr: 1.583e-02, eta: 1 day, 13:35:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.5781, loss: 3.5781 +2025-06-24 20:08:55,675 - pyskl - INFO - Epoch [63][500/3405] lr: 1.582e-02, eta: 1 day, 13:34:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 3.8604, loss: 3.8604 +2025-06-24 20:09:40,486 - pyskl - INFO - Epoch [63][600/3405] lr: 1.582e-02, eta: 1 day, 13:34:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 3.8172, loss: 3.8172 +2025-06-24 20:10:25,337 - pyskl - INFO - Epoch [63][700/3405] lr: 1.581e-02, eta: 1 day, 13:33:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.7063, loss: 3.7063 +2025-06-24 20:11:10,077 - pyskl - INFO - Epoch [63][800/3405] lr: 1.580e-02, eta: 1 day, 13:32:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.8332, loss: 3.8332 +2025-06-24 20:11:54,694 - pyskl - INFO - Epoch [63][900/3405] lr: 1.579e-02, eta: 1 day, 13:31:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 3.7578, loss: 3.7578 +2025-06-24 20:12:39,367 - pyskl - INFO - Epoch [63][1000/3405] lr: 1.579e-02, eta: 1 day, 13:31:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 3.7601, loss: 3.7601 +2025-06-24 20:13:24,142 - pyskl - INFO - Epoch [63][1100/3405] lr: 1.578e-02, eta: 1 day, 13:30:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9781, loss_cls: 3.6991, loss: 3.6991 +2025-06-24 20:14:08,991 - pyskl - INFO - Epoch [63][1200/3405] lr: 1.577e-02, eta: 1 day, 13:29:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 3.7281, loss: 3.7281 +2025-06-24 20:14:53,619 - pyskl - INFO - Epoch [63][1300/3405] lr: 1.577e-02, eta: 1 day, 13:28:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 3.7258, loss: 3.7258 +2025-06-24 20:15:38,146 - pyskl - INFO - Epoch [63][1400/3405] lr: 1.576e-02, eta: 1 day, 13:28:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.8058, loss: 3.8058 +2025-06-24 20:16:22,797 - pyskl - INFO - Epoch [63][1500/3405] lr: 1.575e-02, eta: 1 day, 13:27:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 3.6839, loss: 3.6839 +2025-06-24 20:17:07,347 - pyskl - INFO - Epoch [63][1600/3405] lr: 1.574e-02, eta: 1 day, 13:26:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 3.7922, loss: 3.7922 +2025-06-24 20:17:52,041 - pyskl - INFO - Epoch [63][1700/3405] lr: 1.574e-02, eta: 1 day, 13:25:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.7300, loss: 3.7300 +2025-06-24 20:18:36,863 - pyskl - INFO - Epoch [63][1800/3405] lr: 1.573e-02, eta: 1 day, 13:24:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.8376, loss: 3.8376 +2025-06-24 20:19:21,628 - pyskl - INFO - Epoch [63][1900/3405] lr: 1.572e-02, eta: 1 day, 13:24:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9644, loss_cls: 3.7527, loss: 3.7527 +2025-06-24 20:20:06,340 - pyskl - INFO - Epoch [63][2000/3405] lr: 1.571e-02, eta: 1 day, 13:23:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9625, loss_cls: 3.7533, loss: 3.7533 +2025-06-24 20:20:51,107 - pyskl - INFO - Epoch [63][2100/3405] lr: 1.571e-02, eta: 1 day, 13:22:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9700, loss_cls: 3.8612, loss: 3.8612 +2025-06-24 20:21:35,946 - pyskl - INFO - Epoch [63][2200/3405] lr: 1.570e-02, eta: 1 day, 13:21:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 3.7785, loss: 3.7785 +2025-06-24 20:22:20,747 - pyskl - INFO - Epoch [63][2300/3405] lr: 1.569e-02, eta: 1 day, 13:21:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.7783, loss: 3.7783 +2025-06-24 20:23:05,459 - pyskl - INFO - Epoch [63][2400/3405] lr: 1.568e-02, eta: 1 day, 13:20:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.7220, loss: 3.7220 +2025-06-24 20:23:50,115 - pyskl - INFO - Epoch [63][2500/3405] lr: 1.568e-02, eta: 1 day, 13:19:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 3.7913, loss: 3.7913 +2025-06-24 20:24:34,846 - pyskl - INFO - Epoch [63][2600/3405] lr: 1.567e-02, eta: 1 day, 13:18:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9700, loss_cls: 3.9310, loss: 3.9310 +2025-06-24 20:25:19,619 - pyskl - INFO - Epoch [63][2700/3405] lr: 1.566e-02, eta: 1 day, 13:18:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 3.8094, loss: 3.8094 +2025-06-24 20:26:04,370 - pyskl - INFO - Epoch [63][2800/3405] lr: 1.565e-02, eta: 1 day, 13:17:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 3.7923, loss: 3.7923 +2025-06-24 20:26:49,071 - pyskl - INFO - Epoch [63][2900/3405] lr: 1.565e-02, eta: 1 day, 13:16:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 3.7962, loss: 3.7962 +2025-06-24 20:27:33,856 - pyskl - INFO - Epoch [63][3000/3405] lr: 1.564e-02, eta: 1 day, 13:15:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 3.8759, loss: 3.8759 +2025-06-24 20:28:18,511 - pyskl - INFO - Epoch [63][3100/3405] lr: 1.563e-02, eta: 1 day, 13:15:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.6326, loss: 3.6326 +2025-06-24 20:29:03,233 - pyskl - INFO - Epoch [63][3200/3405] lr: 1.562e-02, eta: 1 day, 13:14:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 3.8242, loss: 3.8242 +2025-06-24 20:29:48,099 - pyskl - INFO - Epoch [63][3300/3405] lr: 1.562e-02, eta: 1 day, 13:13:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 3.8974, loss: 3.8974 +2025-06-24 20:30:32,938 - pyskl - INFO - Epoch [63][3400/3405] lr: 1.561e-02, eta: 1 day, 13:12:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9613, loss_cls: 3.8495, loss: 3.8495 +2025-06-24 20:30:35,550 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-06-24 20:34:36,964 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 20:34:37,515 - pyskl - INFO - +top1_acc 0.7332 +top5_acc 0.9373 +2025-06-24 20:34:37,539 - pyskl - INFO - Epoch(val) [63][3718] top1_acc: 0.7332, top5_acc: 0.9373 +2025-06-24 20:35:45,758 - pyskl - INFO - Epoch [64][100/3405] lr: 1.560e-02, eta: 1 day, 13:12:26, time: 0.682, data_time: 0.234, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 3.7143, loss: 3.7143 +2025-06-24 20:36:30,347 - pyskl - INFO - Epoch [64][200/3405] lr: 1.559e-02, eta: 1 day, 13:11:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9650, loss_cls: 3.6701, loss: 3.6701 +2025-06-24 20:37:14,988 - pyskl - INFO - Epoch [64][300/3405] lr: 1.559e-02, eta: 1 day, 13:10:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 3.5985, loss: 3.5985 +2025-06-24 20:37:59,487 - pyskl - INFO - Epoch [64][400/3405] lr: 1.558e-02, eta: 1 day, 13:10:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 3.7639, loss: 3.7639 +2025-06-24 20:38:44,635 - pyskl - INFO - Epoch [64][500/3405] lr: 1.557e-02, eta: 1 day, 13:09:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 3.6484, loss: 3.6484 +2025-06-24 20:39:29,213 - pyskl - INFO - Epoch [64][600/3405] lr: 1.556e-02, eta: 1 day, 13:08:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 3.7182, loss: 3.7182 +2025-06-24 20:40:13,712 - pyskl - INFO - Epoch [64][700/3405] lr: 1.556e-02, eta: 1 day, 13:07:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.6908, loss: 3.6908 +2025-06-24 20:40:58,226 - pyskl - INFO - Epoch [64][800/3405] lr: 1.555e-02, eta: 1 day, 13:07:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 3.6848, loss: 3.6848 +2025-06-24 20:41:42,669 - pyskl - INFO - Epoch [64][900/3405] lr: 1.554e-02, eta: 1 day, 13:06:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9669, loss_cls: 3.7343, loss: 3.7343 +2025-06-24 20:42:27,143 - pyskl - INFO - Epoch [64][1000/3405] lr: 1.553e-02, eta: 1 day, 13:05:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 3.8287, loss: 3.8287 +2025-06-24 20:43:11,616 - pyskl - INFO - Epoch [64][1100/3405] lr: 1.553e-02, eta: 1 day, 13:04:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.6599, loss: 3.6599 +2025-06-24 20:43:56,209 - pyskl - INFO - Epoch [64][1200/3405] lr: 1.552e-02, eta: 1 day, 13:03:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9725, loss_cls: 3.7337, loss: 3.7337 +2025-06-24 20:44:40,785 - pyskl - INFO - Epoch [64][1300/3405] lr: 1.551e-02, eta: 1 day, 13:03:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9688, loss_cls: 3.8049, loss: 3.8049 +2025-06-24 20:45:25,490 - pyskl - INFO - Epoch [64][1400/3405] lr: 1.550e-02, eta: 1 day, 13:02:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 3.8449, loss: 3.8449 +2025-06-24 20:46:09,966 - pyskl - INFO - Epoch [64][1500/3405] lr: 1.550e-02, eta: 1 day, 13:01:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 3.7057, loss: 3.7057 +2025-06-24 20:46:54,430 - pyskl - INFO - Epoch [64][1600/3405] lr: 1.549e-02, eta: 1 day, 13:00:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9769, loss_cls: 3.7418, loss: 3.7418 +2025-06-24 20:47:38,995 - pyskl - INFO - Epoch [64][1700/3405] lr: 1.548e-02, eta: 1 day, 13:00:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 3.8740, loss: 3.8740 +2025-06-24 20:48:23,585 - pyskl - INFO - Epoch [64][1800/3405] lr: 1.547e-02, eta: 1 day, 12:59:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 3.7292, loss: 3.7292 +2025-06-24 20:49:08,076 - pyskl - INFO - Epoch [64][1900/3405] lr: 1.547e-02, eta: 1 day, 12:58:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9700, loss_cls: 3.8427, loss: 3.8427 +2025-06-24 20:49:52,559 - pyskl - INFO - Epoch [64][2000/3405] lr: 1.546e-02, eta: 1 day, 12:57:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 3.7427, loss: 3.7427 +2025-06-24 20:50:37,121 - pyskl - INFO - Epoch [64][2100/3405] lr: 1.545e-02, eta: 1 day, 12:57:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 3.8644, loss: 3.8644 +2025-06-24 20:51:21,932 - pyskl - INFO - Epoch [64][2200/3405] lr: 1.544e-02, eta: 1 day, 12:56:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.7563, loss: 3.7563 +2025-06-24 20:52:06,513 - pyskl - INFO - Epoch [64][2300/3405] lr: 1.544e-02, eta: 1 day, 12:55:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9619, loss_cls: 3.8327, loss: 3.8327 +2025-06-24 20:52:51,119 - pyskl - INFO - Epoch [64][2400/3405] lr: 1.543e-02, eta: 1 day, 12:54:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9556, loss_cls: 3.8150, loss: 3.8150 +2025-06-24 20:53:35,679 - pyskl - INFO - Epoch [64][2500/3405] lr: 1.542e-02, eta: 1 day, 12:54:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9550, loss_cls: 3.8063, loss: 3.8063 +2025-06-24 20:54:20,219 - pyskl - INFO - Epoch [64][2600/3405] lr: 1.541e-02, eta: 1 day, 12:53:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.6609, loss: 3.6609 +2025-06-24 20:55:04,830 - pyskl - INFO - Epoch [64][2700/3405] lr: 1.541e-02, eta: 1 day, 12:52:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 3.7017, loss: 3.7017 +2025-06-24 20:55:49,533 - pyskl - INFO - Epoch [64][2800/3405] lr: 1.540e-02, eta: 1 day, 12:51:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9663, loss_cls: 3.7594, loss: 3.7594 +2025-06-24 20:56:34,066 - pyskl - INFO - Epoch [64][2900/3405] lr: 1.539e-02, eta: 1 day, 12:50:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 3.7962, loss: 3.7962 +2025-06-24 20:57:18,723 - pyskl - INFO - Epoch [64][3000/3405] lr: 1.538e-02, eta: 1 day, 12:50:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 3.8154, loss: 3.8154 +2025-06-24 20:58:03,313 - pyskl - INFO - Epoch [64][3100/3405] lr: 1.538e-02, eta: 1 day, 12:49:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 3.6494, loss: 3.6494 +2025-06-24 20:58:47,907 - pyskl - INFO - Epoch [64][3200/3405] lr: 1.537e-02, eta: 1 day, 12:48:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 3.8097, loss: 3.8097 +2025-06-24 20:59:32,564 - pyskl - INFO - Epoch [64][3300/3405] lr: 1.536e-02, eta: 1 day, 12:47:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.6970, loss: 3.6970 +2025-06-24 21:00:17,196 - pyskl - INFO - Epoch [64][3400/3405] lr: 1.535e-02, eta: 1 day, 12:47:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 3.6838, loss: 3.6838 +2025-06-24 21:00:19,836 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-06-24 21:04:20,791 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 21:04:21,352 - pyskl - INFO - +top1_acc 0.7184 +top5_acc 0.9339 +2025-06-24 21:04:21,373 - pyskl - INFO - Epoch(val) [64][3718] top1_acc: 0.7184, top5_acc: 0.9339 +2025-06-24 21:05:29,263 - pyskl - INFO - Epoch [65][100/3405] lr: 1.535e-02, eta: 1 day, 12:46:45, time: 0.679, data_time: 0.233, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 3.7334, loss: 3.7334 +2025-06-24 21:06:13,710 - pyskl - INFO - Epoch [65][200/3405] lr: 1.534e-02, eta: 1 day, 12:45:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 3.6719, loss: 3.6719 +2025-06-24 21:06:58,205 - pyskl - INFO - Epoch [65][300/3405] lr: 1.533e-02, eta: 1 day, 12:45:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.6959, loss: 3.6959 +2025-06-24 21:07:42,749 - pyskl - INFO - Epoch [65][400/3405] lr: 1.532e-02, eta: 1 day, 12:44:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9775, loss_cls: 3.6620, loss: 3.6620 +2025-06-24 21:08:27,390 - pyskl - INFO - Epoch [65][500/3405] lr: 1.532e-02, eta: 1 day, 12:43:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.7574, loss: 3.7574 +2025-06-24 21:09:12,006 - pyskl - INFO - Epoch [65][600/3405] lr: 1.531e-02, eta: 1 day, 12:42:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 3.7017, loss: 3.7017 +2025-06-24 21:09:56,573 - pyskl - INFO - Epoch [65][700/3405] lr: 1.530e-02, eta: 1 day, 12:42:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 3.7281, loss: 3.7281 +2025-06-24 21:10:41,084 - pyskl - INFO - Epoch [65][800/3405] lr: 1.529e-02, eta: 1 day, 12:41:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 3.6425, loss: 3.6425 +2025-06-24 21:11:25,649 - pyskl - INFO - Epoch [65][900/3405] lr: 1.529e-02, eta: 1 day, 12:40:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 3.7016, loss: 3.7016 +2025-06-24 21:12:10,350 - pyskl - INFO - Epoch [65][1000/3405] lr: 1.528e-02, eta: 1 day, 12:39:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9775, loss_cls: 3.7534, loss: 3.7534 +2025-06-24 21:12:54,837 - pyskl - INFO - Epoch [65][1100/3405] lr: 1.527e-02, eta: 1 day, 12:39:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 3.7318, loss: 3.7318 +2025-06-24 21:13:39,236 - pyskl - INFO - Epoch [65][1200/3405] lr: 1.526e-02, eta: 1 day, 12:38:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 3.8012, loss: 3.8012 +2025-06-24 21:14:23,642 - pyskl - INFO - Epoch [65][1300/3405] lr: 1.526e-02, eta: 1 day, 12:37:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.7029, loss: 3.7029 +2025-06-24 21:15:08,082 - pyskl - INFO - Epoch [65][1400/3405] lr: 1.525e-02, eta: 1 day, 12:36:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 3.6843, loss: 3.6843 +2025-06-24 21:15:52,644 - pyskl - INFO - Epoch [65][1500/3405] lr: 1.524e-02, eta: 1 day, 12:35:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.6867, loss: 3.6867 +2025-06-24 21:16:37,105 - pyskl - INFO - Epoch [65][1600/3405] lr: 1.523e-02, eta: 1 day, 12:35:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.7597, loss: 3.7597 +2025-06-24 21:17:21,504 - pyskl - INFO - Epoch [65][1700/3405] lr: 1.523e-02, eta: 1 day, 12:34:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 3.6323, loss: 3.6323 +2025-06-24 21:18:06,142 - pyskl - INFO - Epoch [65][1800/3405] lr: 1.522e-02, eta: 1 day, 12:33:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9688, loss_cls: 3.8770, loss: 3.8770 +2025-06-24 21:18:50,714 - pyskl - INFO - Epoch [65][1900/3405] lr: 1.521e-02, eta: 1 day, 12:32:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 3.7174, loss: 3.7174 +2025-06-24 21:19:35,131 - pyskl - INFO - Epoch [65][2000/3405] lr: 1.520e-02, eta: 1 day, 12:32:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 3.8011, loss: 3.8011 +2025-06-24 21:20:19,572 - pyskl - INFO - Epoch [65][2100/3405] lr: 1.520e-02, eta: 1 day, 12:31:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9663, loss_cls: 3.7437, loss: 3.7437 +2025-06-24 21:21:03,872 - pyskl - INFO - Epoch [65][2200/3405] lr: 1.519e-02, eta: 1 day, 12:30:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 3.5826, loss: 3.5826 +2025-06-24 21:21:48,374 - pyskl - INFO - Epoch [65][2300/3405] lr: 1.518e-02, eta: 1 day, 12:29:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 3.7569, loss: 3.7569 +2025-06-24 21:22:32,990 - pyskl - INFO - Epoch [65][2400/3405] lr: 1.517e-02, eta: 1 day, 12:29:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 3.9980, loss: 3.9980 +2025-06-24 21:23:17,415 - pyskl - INFO - Epoch [65][2500/3405] lr: 1.517e-02, eta: 1 day, 12:28:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 3.7948, loss: 3.7948 +2025-06-24 21:24:01,810 - pyskl - INFO - Epoch [65][2600/3405] lr: 1.516e-02, eta: 1 day, 12:27:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 3.8140, loss: 3.8140 +2025-06-24 21:24:46,268 - pyskl - INFO - Epoch [65][2700/3405] lr: 1.515e-02, eta: 1 day, 12:26:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.7419, loss: 3.7419 +2025-06-24 21:25:30,616 - pyskl - INFO - Epoch [65][2800/3405] lr: 1.514e-02, eta: 1 day, 12:25:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 3.8534, loss: 3.8534 +2025-06-24 21:26:15,060 - pyskl - INFO - Epoch [65][2900/3405] lr: 1.514e-02, eta: 1 day, 12:25:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 3.8078, loss: 3.8078 +2025-06-24 21:26:59,498 - pyskl - INFO - Epoch [65][3000/3405] lr: 1.513e-02, eta: 1 day, 12:24:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.7303, loss: 3.7303 +2025-06-24 21:27:43,923 - pyskl - INFO - Epoch [65][3100/3405] lr: 1.512e-02, eta: 1 day, 12:23:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 3.6967, loss: 3.6967 +2025-06-24 21:28:28,328 - pyskl - INFO - Epoch [65][3200/3405] lr: 1.511e-02, eta: 1 day, 12:22:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.6835, loss: 3.6835 +2025-06-24 21:29:12,735 - pyskl - INFO - Epoch [65][3300/3405] lr: 1.511e-02, eta: 1 day, 12:22:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 3.7757, loss: 3.7757 +2025-06-24 21:29:57,126 - pyskl - INFO - Epoch [65][3400/3405] lr: 1.510e-02, eta: 1 day, 12:21:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 3.8865, loss: 3.8865 +2025-06-24 21:29:59,722 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-06-24 21:48:45,946 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 21:48:46,521 - pyskl - INFO - +top1_acc 0.7217 +top5_acc 0.9308 +2025-06-24 21:48:46,546 - pyskl - INFO - Epoch(val) [65][3718] top1_acc: 0.7217, top5_acc: 0.9308 +2025-06-24 21:49:55,295 - pyskl - INFO - Epoch [66][100/3405] lr: 1.509e-02, eta: 1 day, 12:21:00, time: 0.687, data_time: 0.239, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.7757, loss: 3.7757 +2025-06-24 21:50:39,984 - pyskl - INFO - Epoch [66][200/3405] lr: 1.508e-02, eta: 1 day, 12:20:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.5115, loss: 3.5115 +2025-06-24 21:51:24,662 - pyskl - INFO - Epoch [66][300/3405] lr: 1.508e-02, eta: 1 day, 12:19:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.7220, loss: 3.7220 +2025-06-24 21:52:09,402 - pyskl - INFO - Epoch [66][400/3405] lr: 1.507e-02, eta: 1 day, 12:18:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 3.6165, loss: 3.6165 +2025-06-24 21:52:54,143 - pyskl - INFO - Epoch [66][500/3405] lr: 1.506e-02, eta: 1 day, 12:17:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 3.7450, loss: 3.7450 +2025-06-24 21:53:38,770 - pyskl - INFO - Epoch [66][600/3405] lr: 1.505e-02, eta: 1 day, 12:17:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9788, loss_cls: 3.5822, loss: 3.5822 +2025-06-24 21:54:23,323 - pyskl - INFO - Epoch [66][700/3405] lr: 1.505e-02, eta: 1 day, 12:16:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.6801, loss: 3.6801 +2025-06-24 21:55:07,938 - pyskl - INFO - Epoch [66][800/3405] lr: 1.504e-02, eta: 1 day, 12:15:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.6552, loss: 3.6552 +2025-06-24 21:55:52,605 - pyskl - INFO - Epoch [66][900/3405] lr: 1.503e-02, eta: 1 day, 12:14:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.6173, loss: 3.6173 +2025-06-24 21:56:37,132 - pyskl - INFO - Epoch [66][1000/3405] lr: 1.502e-02, eta: 1 day, 12:14:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 3.6522, loss: 3.6522 +2025-06-24 21:57:21,591 - pyskl - INFO - Epoch [66][1100/3405] lr: 1.502e-02, eta: 1 day, 12:13:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.7016, loss: 3.7016 +2025-06-24 21:58:06,217 - pyskl - INFO - Epoch [66][1200/3405] lr: 1.501e-02, eta: 1 day, 12:12:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.7152, loss: 3.7152 +2025-06-24 21:58:50,801 - pyskl - INFO - Epoch [66][1300/3405] lr: 1.500e-02, eta: 1 day, 12:11:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.7000, loss: 3.7000 +2025-06-24 21:59:35,416 - pyskl - INFO - Epoch [66][1400/3405] lr: 1.499e-02, eta: 1 day, 12:11:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 3.7945, loss: 3.7945 +2025-06-24 22:00:20,026 - pyskl - INFO - Epoch [66][1500/3405] lr: 1.499e-02, eta: 1 day, 12:10:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 3.5810, loss: 3.5810 +2025-06-24 22:01:04,581 - pyskl - INFO - Epoch [66][1600/3405] lr: 1.498e-02, eta: 1 day, 12:09:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.7462, loss: 3.7462 +2025-06-24 22:01:49,211 - pyskl - INFO - Epoch [66][1700/3405] lr: 1.497e-02, eta: 1 day, 12:08:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.8592, loss: 3.8592 +2025-06-24 22:02:33,839 - pyskl - INFO - Epoch [66][1800/3405] lr: 1.496e-02, eta: 1 day, 12:07:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.7130, loss: 3.7130 +2025-06-24 22:03:18,523 - pyskl - INFO - Epoch [66][1900/3405] lr: 1.496e-02, eta: 1 day, 12:07:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.6198, loss: 3.6198 +2025-06-24 22:04:03,191 - pyskl - INFO - Epoch [66][2000/3405] lr: 1.495e-02, eta: 1 day, 12:06:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 3.7567, loss: 3.7567 +2025-06-24 22:04:47,810 - pyskl - INFO - Epoch [66][2100/3405] lr: 1.494e-02, eta: 1 day, 12:05:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.7820, loss: 3.7820 +2025-06-24 22:05:32,511 - pyskl - INFO - Epoch [66][2200/3405] lr: 1.493e-02, eta: 1 day, 12:04:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 3.7612, loss: 3.7612 +2025-06-24 22:06:17,159 - pyskl - INFO - Epoch [66][2300/3405] lr: 1.493e-02, eta: 1 day, 12:04:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 3.7996, loss: 3.7996 +2025-06-24 22:07:01,739 - pyskl - INFO - Epoch [66][2400/3405] lr: 1.492e-02, eta: 1 day, 12:03:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 3.7153, loss: 3.7153 +2025-06-24 22:07:46,273 - pyskl - INFO - Epoch [66][2500/3405] lr: 1.491e-02, eta: 1 day, 12:02:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 3.7183, loss: 3.7183 +2025-06-24 22:08:30,972 - pyskl - INFO - Epoch [66][2600/3405] lr: 1.490e-02, eta: 1 day, 12:01:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9675, loss_cls: 3.7933, loss: 3.7933 +2025-06-24 22:09:15,578 - pyskl - INFO - Epoch [66][2700/3405] lr: 1.490e-02, eta: 1 day, 12:01:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 3.7400, loss: 3.7400 +2025-06-24 22:10:00,113 - pyskl - INFO - Epoch [66][2800/3405] lr: 1.489e-02, eta: 1 day, 12:00:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 3.7936, loss: 3.7936 +2025-06-24 22:10:44,712 - pyskl - INFO - Epoch [66][2900/3405] lr: 1.488e-02, eta: 1 day, 11:59:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.7992, loss: 3.7992 +2025-06-24 22:11:29,398 - pyskl - INFO - Epoch [66][3000/3405] lr: 1.487e-02, eta: 1 day, 11:58:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9712, loss_cls: 3.7390, loss: 3.7390 +2025-06-24 22:12:13,955 - pyskl - INFO - Epoch [66][3100/3405] lr: 1.487e-02, eta: 1 day, 11:58:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 3.7660, loss: 3.7660 +2025-06-24 22:12:58,523 - pyskl - INFO - Epoch [66][3200/3405] lr: 1.486e-02, eta: 1 day, 11:57:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9581, loss_cls: 3.7664, loss: 3.7664 +2025-06-24 22:13:43,181 - pyskl - INFO - Epoch [66][3300/3405] lr: 1.485e-02, eta: 1 day, 11:56:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9669, loss_cls: 3.7171, loss: 3.7171 +2025-06-24 22:14:27,822 - pyskl - INFO - Epoch [66][3400/3405] lr: 1.484e-02, eta: 1 day, 11:55:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.6858, loss: 3.6858 +2025-06-24 22:14:30,505 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-06-24 22:18:28,162 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 22:18:28,724 - pyskl - INFO - +top1_acc 0.7531 +top5_acc 0.9396 +2025-06-24 22:18:28,746 - pyskl - INFO - Epoch(val) [66][3718] top1_acc: 0.7531, top5_acc: 0.9396 +2025-06-24 22:19:36,475 - pyskl - INFO - Epoch [67][100/3405] lr: 1.483e-02, eta: 1 day, 11:55:21, time: 0.677, data_time: 0.231, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 3.4595, loss: 3.4595 +2025-06-24 22:20:21,063 - pyskl - INFO - Epoch [67][200/3405] lr: 1.483e-02, eta: 1 day, 11:54:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 3.5862, loss: 3.5862 +2025-06-24 22:21:05,675 - pyskl - INFO - Epoch [67][300/3405] lr: 1.482e-02, eta: 1 day, 11:53:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 3.6057, loss: 3.6057 +2025-06-24 22:21:50,235 - pyskl - INFO - Epoch [67][400/3405] lr: 1.481e-02, eta: 1 day, 11:53:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 3.6392, loss: 3.6392 +2025-06-24 22:22:34,782 - pyskl - INFO - Epoch [67][500/3405] lr: 1.480e-02, eta: 1 day, 11:52:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.5787, loss: 3.5787 +2025-06-24 22:23:19,300 - pyskl - INFO - Epoch [67][600/3405] lr: 1.480e-02, eta: 1 day, 11:51:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.6341, loss: 3.6341 +2025-06-24 22:24:03,798 - pyskl - INFO - Epoch [67][700/3405] lr: 1.479e-02, eta: 1 day, 11:50:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9650, loss_cls: 3.6763, loss: 3.6763 +2025-06-24 22:24:48,450 - pyskl - INFO - Epoch [67][800/3405] lr: 1.478e-02, eta: 1 day, 11:49:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 3.6585, loss: 3.6585 +2025-06-24 22:25:33,083 - pyskl - INFO - Epoch [67][900/3405] lr: 1.477e-02, eta: 1 day, 11:49:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 3.7141, loss: 3.7141 +2025-06-24 22:26:17,665 - pyskl - INFO - Epoch [67][1000/3405] lr: 1.477e-02, eta: 1 day, 11:48:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 3.6548, loss: 3.6548 +2025-06-24 22:27:02,211 - pyskl - INFO - Epoch [67][1100/3405] lr: 1.476e-02, eta: 1 day, 11:47:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.7097, loss: 3.7097 +2025-06-24 22:27:47,069 - pyskl - INFO - Epoch [67][1200/3405] lr: 1.475e-02, eta: 1 day, 11:46:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.6418, loss: 3.6418 +2025-06-24 22:28:32,074 - pyskl - INFO - Epoch [67][1300/3405] lr: 1.474e-02, eta: 1 day, 11:46:09, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 3.5496, loss: 3.5496 +2025-06-24 22:29:16,936 - pyskl - INFO - Epoch [67][1400/3405] lr: 1.474e-02, eta: 1 day, 11:45:23, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 3.6780, loss: 3.6780 +2025-06-24 22:30:01,601 - pyskl - INFO - Epoch [67][1500/3405] lr: 1.473e-02, eta: 1 day, 11:44:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9681, loss_cls: 3.6992, loss: 3.6992 +2025-06-24 22:30:46,315 - pyskl - INFO - Epoch [67][1600/3405] lr: 1.472e-02, eta: 1 day, 11:43:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.7405, loss: 3.7405 +2025-06-24 22:31:31,168 - pyskl - INFO - Epoch [67][1700/3405] lr: 1.471e-02, eta: 1 day, 11:43:06, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9694, loss_cls: 3.7894, loss: 3.7894 +2025-06-24 22:32:15,614 - pyskl - INFO - Epoch [67][1800/3405] lr: 1.471e-02, eta: 1 day, 11:42:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.7781, loss: 3.7781 +2025-06-24 22:33:00,215 - pyskl - INFO - Epoch [67][1900/3405] lr: 1.470e-02, eta: 1 day, 11:41:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 3.6509, loss: 3.6509 +2025-06-24 22:33:44,958 - pyskl - INFO - Epoch [67][2000/3405] lr: 1.469e-02, eta: 1 day, 11:40:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.6302, loss: 3.6302 +2025-06-24 22:34:29,498 - pyskl - INFO - Epoch [67][2100/3405] lr: 1.468e-02, eta: 1 day, 11:40:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 3.6311, loss: 3.6311 +2025-06-24 22:35:14,105 - pyskl - INFO - Epoch [67][2200/3405] lr: 1.468e-02, eta: 1 day, 11:39:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 3.7837, loss: 3.7837 +2025-06-24 22:35:58,560 - pyskl - INFO - Epoch [67][2300/3405] lr: 1.467e-02, eta: 1 day, 11:38:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 3.7533, loss: 3.7533 +2025-06-24 22:36:43,201 - pyskl - INFO - Epoch [67][2400/3405] lr: 1.466e-02, eta: 1 day, 11:37:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9756, loss_cls: 3.7256, loss: 3.7256 +2025-06-24 22:37:27,728 - pyskl - INFO - Epoch [67][2500/3405] lr: 1.465e-02, eta: 1 day, 11:36:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 3.7138, loss: 3.7138 +2025-06-24 22:38:12,272 - pyskl - INFO - Epoch [67][2600/3405] lr: 1.465e-02, eta: 1 day, 11:36:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.6337, loss: 3.6337 +2025-06-24 22:38:56,883 - pyskl - INFO - Epoch [67][2700/3405] lr: 1.464e-02, eta: 1 day, 11:35:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 3.7382, loss: 3.7382 +2025-06-24 22:39:41,555 - pyskl - INFO - Epoch [67][2800/3405] lr: 1.463e-02, eta: 1 day, 11:34:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.7423, loss: 3.7423 +2025-06-24 22:40:26,170 - pyskl - INFO - Epoch [67][2900/3405] lr: 1.462e-02, eta: 1 day, 11:33:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 3.8490, loss: 3.8490 +2025-06-24 22:41:10,702 - pyskl - INFO - Epoch [67][3000/3405] lr: 1.462e-02, eta: 1 day, 11:33:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 3.5793, loss: 3.5793 +2025-06-24 22:41:55,355 - pyskl - INFO - Epoch [67][3100/3405] lr: 1.461e-02, eta: 1 day, 11:32:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 3.7790, loss: 3.7790 +2025-06-24 22:42:39,976 - pyskl - INFO - Epoch [67][3200/3405] lr: 1.460e-02, eta: 1 day, 11:31:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 3.6945, loss: 3.6945 +2025-06-24 22:43:24,545 - pyskl - INFO - Epoch [67][3300/3405] lr: 1.459e-02, eta: 1 day, 11:30:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.6673, loss: 3.6673 +2025-06-24 22:44:09,126 - pyskl - INFO - Epoch [67][3400/3405] lr: 1.459e-02, eta: 1 day, 11:30:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 3.7469, loss: 3.7469 +2025-06-24 22:44:11,697 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-06-24 22:48:10,496 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 22:48:11,143 - pyskl - INFO - +top1_acc 0.7558 +top5_acc 0.9416 +2025-06-24 22:48:11,165 - pyskl - INFO - Epoch(val) [67][3718] top1_acc: 0.7558, top5_acc: 0.9416 +2025-06-24 22:49:19,316 - pyskl - INFO - Epoch [68][100/3405] lr: 1.458e-02, eta: 1 day, 11:29:41, time: 0.681, data_time: 0.236, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 3.6171, loss: 3.6171 +2025-06-24 22:50:03,978 - pyskl - INFO - Epoch [68][200/3405] lr: 1.457e-02, eta: 1 day, 11:28:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9806, loss_cls: 3.4991, loss: 3.4991 +2025-06-24 22:50:48,726 - pyskl - INFO - Epoch [68][300/3405] lr: 1.456e-02, eta: 1 day, 11:28:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 3.5688, loss: 3.5688 +2025-06-24 22:51:33,250 - pyskl - INFO - Epoch [68][400/3405] lr: 1.455e-02, eta: 1 day, 11:27:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 3.6529, loss: 3.6529 +2025-06-24 22:52:17,832 - pyskl - INFO - Epoch [68][500/3405] lr: 1.455e-02, eta: 1 day, 11:26:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.6331, loss: 3.6331 +2025-06-24 22:53:02,557 - pyskl - INFO - Epoch [68][600/3405] lr: 1.454e-02, eta: 1 day, 11:25:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 3.7991, loss: 3.7991 +2025-06-24 22:53:47,007 - pyskl - INFO - Epoch [68][700/3405] lr: 1.453e-02, eta: 1 day, 11:25:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 3.6337, loss: 3.6337 +2025-06-24 22:54:31,272 - pyskl - INFO - Epoch [68][800/3405] lr: 1.452e-02, eta: 1 day, 11:24:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.7190, loss: 3.7190 +2025-06-24 22:55:15,839 - pyskl - INFO - Epoch [68][900/3405] lr: 1.452e-02, eta: 1 day, 11:23:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 3.6809, loss: 3.6809 +2025-06-24 22:56:00,488 - pyskl - INFO - Epoch [68][1000/3405] lr: 1.451e-02, eta: 1 day, 11:22:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 3.6339, loss: 3.6339 +2025-06-24 22:56:45,094 - pyskl - INFO - Epoch [68][1100/3405] lr: 1.450e-02, eta: 1 day, 11:22:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 3.8121, loss: 3.8121 +2025-06-24 22:57:29,822 - pyskl - INFO - Epoch [68][1200/3405] lr: 1.449e-02, eta: 1 day, 11:21:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9656, loss_cls: 3.6632, loss: 3.6632 +2025-06-24 22:58:14,442 - pyskl - INFO - Epoch [68][1300/3405] lr: 1.449e-02, eta: 1 day, 11:20:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 3.4944, loss: 3.4944 +2025-06-24 22:58:59,155 - pyskl - INFO - Epoch [68][1400/3405] lr: 1.448e-02, eta: 1 day, 11:19:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.6627, loss: 3.6627 +2025-06-24 22:59:43,887 - pyskl - INFO - Epoch [68][1500/3405] lr: 1.447e-02, eta: 1 day, 11:18:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 3.6356, loss: 3.6356 +2025-06-24 23:00:28,523 - pyskl - INFO - Epoch [68][1600/3405] lr: 1.446e-02, eta: 1 day, 11:18:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9762, loss_cls: 3.6499, loss: 3.6499 +2025-06-24 23:01:13,145 - pyskl - INFO - Epoch [68][1700/3405] lr: 1.446e-02, eta: 1 day, 11:17:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 3.7333, loss: 3.7333 +2025-06-24 23:01:57,826 - pyskl - INFO - Epoch [68][1800/3405] lr: 1.445e-02, eta: 1 day, 11:16:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 3.7484, loss: 3.7484 +2025-06-24 23:02:42,504 - pyskl - INFO - Epoch [68][1900/3405] lr: 1.444e-02, eta: 1 day, 11:15:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 3.6509, loss: 3.6509 +2025-06-24 23:03:27,206 - pyskl - INFO - Epoch [68][2000/3405] lr: 1.443e-02, eta: 1 day, 11:15:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 3.6395, loss: 3.6395 +2025-06-24 23:04:11,813 - pyskl - INFO - Epoch [68][2100/3405] lr: 1.443e-02, eta: 1 day, 11:14:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9725, loss_cls: 3.7392, loss: 3.7392 +2025-06-24 23:04:56,397 - pyskl - INFO - Epoch [68][2200/3405] lr: 1.442e-02, eta: 1 day, 11:13:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 3.7528, loss: 3.7528 +2025-06-24 23:05:41,080 - pyskl - INFO - Epoch [68][2300/3405] lr: 1.441e-02, eta: 1 day, 11:12:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 3.7413, loss: 3.7413 +2025-06-24 23:06:25,695 - pyskl - INFO - Epoch [68][2400/3405] lr: 1.440e-02, eta: 1 day, 11:12:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9725, loss_cls: 3.7767, loss: 3.7767 +2025-06-24 23:07:10,351 - pyskl - INFO - Epoch [68][2500/3405] lr: 1.439e-02, eta: 1 day, 11:11:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.6501, loss: 3.6501 +2025-06-24 23:07:55,000 - pyskl - INFO - Epoch [68][2600/3405] lr: 1.439e-02, eta: 1 day, 11:10:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9700, loss_cls: 3.7440, loss: 3.7440 +2025-06-24 23:08:39,632 - pyskl - INFO - Epoch [68][2700/3405] lr: 1.438e-02, eta: 1 day, 11:09:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9625, loss_cls: 3.7864, loss: 3.7864 +2025-06-24 23:09:24,217 - pyskl - INFO - Epoch [68][2800/3405] lr: 1.437e-02, eta: 1 day, 11:09:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.5708, loss: 3.5708 +2025-06-24 23:10:08,983 - pyskl - INFO - Epoch [68][2900/3405] lr: 1.436e-02, eta: 1 day, 11:08:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 3.5409, loss: 3.5409 +2025-06-24 23:10:53,576 - pyskl - INFO - Epoch [68][3000/3405] lr: 1.436e-02, eta: 1 day, 11:07:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9788, loss_cls: 3.6315, loss: 3.6315 +2025-06-24 23:11:38,071 - pyskl - INFO - Epoch [68][3100/3405] lr: 1.435e-02, eta: 1 day, 11:06:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 3.6397, loss: 3.6397 +2025-06-24 23:12:22,651 - pyskl - INFO - Epoch [68][3200/3405] lr: 1.434e-02, eta: 1 day, 11:05:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.6075, loss: 3.6075 +2025-06-24 23:13:07,235 - pyskl - INFO - Epoch [68][3300/3405] lr: 1.433e-02, eta: 1 day, 11:05:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 3.6148, loss: 3.6148 +2025-06-24 23:13:51,967 - pyskl - INFO - Epoch [68][3400/3405] lr: 1.433e-02, eta: 1 day, 11:04:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 3.7108, loss: 3.7108 +2025-06-24 23:13:54,534 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-06-24 23:17:52,978 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 23:17:53,533 - pyskl - INFO - +top1_acc 0.7415 +top5_acc 0.9406 +2025-06-24 23:17:53,554 - pyskl - INFO - Epoch(val) [68][3718] top1_acc: 0.7415, top5_acc: 0.9406 +2025-06-24 23:19:01,836 - pyskl - INFO - Epoch [69][100/3405] lr: 1.432e-02, eta: 1 day, 11:04:02, time: 0.683, data_time: 0.235, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 3.6434, loss: 3.6434 +2025-06-24 23:19:46,630 - pyskl - INFO - Epoch [69][200/3405] lr: 1.431e-02, eta: 1 day, 11:03:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.5868, loss: 3.5868 +2025-06-24 23:20:31,271 - pyskl - INFO - Epoch [69][300/3405] lr: 1.430e-02, eta: 1 day, 11:02:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 3.6638, loss: 3.6638 +2025-06-24 23:21:16,131 - pyskl - INFO - Epoch [69][400/3405] lr: 1.430e-02, eta: 1 day, 11:01:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 3.5665, loss: 3.5665 +2025-06-24 23:22:00,950 - pyskl - INFO - Epoch [69][500/3405] lr: 1.429e-02, eta: 1 day, 11:00:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9838, loss_cls: 3.6406, loss: 3.6406 +2025-06-24 23:22:45,794 - pyskl - INFO - Epoch [69][600/3405] lr: 1.428e-02, eta: 1 day, 11:00:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 3.7050, loss: 3.7050 +2025-06-24 23:23:30,555 - pyskl - INFO - Epoch [69][700/3405] lr: 1.427e-02, eta: 1 day, 10:59:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.6146, loss: 3.6146 +2025-06-24 23:24:15,282 - pyskl - INFO - Epoch [69][800/3405] lr: 1.427e-02, eta: 1 day, 10:58:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 3.7220, loss: 3.7220 +2025-06-24 23:24:59,999 - pyskl - INFO - Epoch [69][900/3405] lr: 1.426e-02, eta: 1 day, 10:57:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 3.5669, loss: 3.5669 +2025-06-24 23:25:44,788 - pyskl - INFO - Epoch [69][1000/3405] lr: 1.425e-02, eta: 1 day, 10:57:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9663, loss_cls: 3.6679, loss: 3.6679 +2025-06-24 23:26:29,463 - pyskl - INFO - Epoch [69][1100/3405] lr: 1.424e-02, eta: 1 day, 10:56:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9663, loss_cls: 3.7755, loss: 3.7755 +2025-06-24 23:27:14,095 - pyskl - INFO - Epoch [69][1200/3405] lr: 1.423e-02, eta: 1 day, 10:55:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.7464, loss: 3.7464 +2025-06-24 23:27:58,758 - pyskl - INFO - Epoch [69][1300/3405] lr: 1.423e-02, eta: 1 day, 10:54:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.5805, loss: 3.5805 +2025-06-24 23:28:43,411 - pyskl - INFO - Epoch [69][1400/3405] lr: 1.422e-02, eta: 1 day, 10:54:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9806, loss_cls: 3.4953, loss: 3.4953 +2025-06-24 23:29:28,250 - pyskl - INFO - Epoch [69][1500/3405] lr: 1.421e-02, eta: 1 day, 10:53:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 3.5703, loss: 3.5703 +2025-06-24 23:30:12,865 - pyskl - INFO - Epoch [69][1600/3405] lr: 1.420e-02, eta: 1 day, 10:52:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.6035, loss: 3.6035 +2025-06-24 23:30:57,384 - pyskl - INFO - Epoch [69][1700/3405] lr: 1.420e-02, eta: 1 day, 10:51:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 3.6488, loss: 3.6488 +2025-06-24 23:31:41,907 - pyskl - INFO - Epoch [69][1800/3405] lr: 1.419e-02, eta: 1 day, 10:51:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9631, loss_cls: 3.7267, loss: 3.7267 +2025-06-24 23:32:26,490 - pyskl - INFO - Epoch [69][1900/3405] lr: 1.418e-02, eta: 1 day, 10:50:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 3.8017, loss: 3.8017 +2025-06-24 23:33:11,156 - pyskl - INFO - Epoch [69][2000/3405] lr: 1.417e-02, eta: 1 day, 10:49:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.7734, loss: 3.7734 +2025-06-24 23:33:55,875 - pyskl - INFO - Epoch [69][2100/3405] lr: 1.417e-02, eta: 1 day, 10:48:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.6201, loss: 3.6201 +2025-06-24 23:34:40,332 - pyskl - INFO - Epoch [69][2200/3405] lr: 1.416e-02, eta: 1 day, 10:47:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.6255, loss: 3.6255 +2025-06-24 23:35:25,137 - pyskl - INFO - Epoch [69][2300/3405] lr: 1.415e-02, eta: 1 day, 10:47:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9675, loss_cls: 3.6772, loss: 3.6772 +2025-06-24 23:36:09,967 - pyskl - INFO - Epoch [69][2400/3405] lr: 1.414e-02, eta: 1 day, 10:46:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9706, loss_cls: 3.7884, loss: 3.7884 +2025-06-24 23:36:54,808 - pyskl - INFO - Epoch [69][2500/3405] lr: 1.414e-02, eta: 1 day, 10:45:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.7867, loss: 3.7867 +2025-06-24 23:37:39,647 - pyskl - INFO - Epoch [69][2600/3405] lr: 1.413e-02, eta: 1 day, 10:44:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 3.9382, loss: 3.9382 +2025-06-24 23:38:24,443 - pyskl - INFO - Epoch [69][2700/3405] lr: 1.412e-02, eta: 1 day, 10:44:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.7241, loss: 3.7241 +2025-06-24 23:39:09,137 - pyskl - INFO - Epoch [69][2800/3405] lr: 1.411e-02, eta: 1 day, 10:43:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 3.7237, loss: 3.7237 +2025-06-24 23:39:53,849 - pyskl - INFO - Epoch [69][2900/3405] lr: 1.411e-02, eta: 1 day, 10:42:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 3.7268, loss: 3.7268 +2025-06-24 23:40:38,544 - pyskl - INFO - Epoch [69][3000/3405] lr: 1.410e-02, eta: 1 day, 10:41:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 3.8009, loss: 3.8009 +2025-06-24 23:41:23,225 - pyskl - INFO - Epoch [69][3100/3405] lr: 1.409e-02, eta: 1 day, 10:41:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.6540, loss: 3.6540 +2025-06-24 23:42:07,826 - pyskl - INFO - Epoch [69][3200/3405] lr: 1.408e-02, eta: 1 day, 10:40:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 3.6651, loss: 3.6651 +2025-06-24 23:42:52,383 - pyskl - INFO - Epoch [69][3300/3405] lr: 1.407e-02, eta: 1 day, 10:39:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 3.5689, loss: 3.5689 +2025-06-24 23:43:37,029 - pyskl - INFO - Epoch [69][3400/3405] lr: 1.407e-02, eta: 1 day, 10:38:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9719, loss_cls: 3.6884, loss: 3.6884 +2025-06-24 23:43:39,589 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-06-24 23:47:40,874 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 23:47:41,422 - pyskl - INFO - +top1_acc 0.7654 +top5_acc 0.9488 +2025-06-24 23:47:41,482 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_60.pth was removed +2025-06-24 23:47:42,593 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_69.pth. +2025-06-24 23:47:42,594 - pyskl - INFO - Best top1_acc is 0.7654 at 69 epoch. +2025-06-24 23:47:42,618 - pyskl - INFO - Epoch(val) [69][3718] top1_acc: 0.7654, top5_acc: 0.9488 +2025-06-24 23:48:51,173 - pyskl - INFO - Epoch [70][100/3405] lr: 1.406e-02, eta: 1 day, 10:38:26, time: 0.685, data_time: 0.238, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 3.5088, loss: 3.5088 +2025-06-24 23:49:35,738 - pyskl - INFO - Epoch [70][200/3405] lr: 1.405e-02, eta: 1 day, 10:37:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 3.4205, loss: 3.4205 +2025-06-24 23:50:20,322 - pyskl - INFO - Epoch [70][300/3405] lr: 1.404e-02, eta: 1 day, 10:36:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9700, loss_cls: 3.5243, loss: 3.5243 +2025-06-24 23:51:04,812 - pyskl - INFO - Epoch [70][400/3405] lr: 1.404e-02, eta: 1 day, 10:36:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9806, loss_cls: 3.6241, loss: 3.6241 +2025-06-24 23:51:49,440 - pyskl - INFO - Epoch [70][500/3405] lr: 1.403e-02, eta: 1 day, 10:35:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.6101, loss: 3.6101 +2025-06-24 23:52:33,959 - pyskl - INFO - Epoch [70][600/3405] lr: 1.402e-02, eta: 1 day, 10:34:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9769, loss_cls: 3.5065, loss: 3.5065 +2025-06-24 23:53:18,500 - pyskl - INFO - Epoch [70][700/3405] lr: 1.401e-02, eta: 1 day, 10:33:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 3.5036, loss: 3.5036 +2025-06-24 23:54:02,973 - pyskl - INFO - Epoch [70][800/3405] lr: 1.401e-02, eta: 1 day, 10:33:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9812, loss_cls: 3.4042, loss: 3.4042 +2025-06-24 23:54:47,455 - pyskl - INFO - Epoch [70][900/3405] lr: 1.400e-02, eta: 1 day, 10:32:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.6402, loss: 3.6402 +2025-06-24 23:55:32,010 - pyskl - INFO - Epoch [70][1000/3405] lr: 1.399e-02, eta: 1 day, 10:31:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.6043, loss: 3.6043 +2025-06-24 23:56:16,503 - pyskl - INFO - Epoch [70][1100/3405] lr: 1.398e-02, eta: 1 day, 10:30:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.6174, loss: 3.6174 +2025-06-24 23:57:01,068 - pyskl - INFO - Epoch [70][1200/3405] lr: 1.398e-02, eta: 1 day, 10:30:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.6565, loss: 3.6565 +2025-06-24 23:57:45,487 - pyskl - INFO - Epoch [70][1300/3405] lr: 1.397e-02, eta: 1 day, 10:29:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.6149, loss: 3.6149 +2025-06-24 23:58:30,259 - pyskl - INFO - Epoch [70][1400/3405] lr: 1.396e-02, eta: 1 day, 10:28:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.5414, loss: 3.5414 +2025-06-24 23:59:14,721 - pyskl - INFO - Epoch [70][1500/3405] lr: 1.395e-02, eta: 1 day, 10:27:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 3.7210, loss: 3.7210 +2025-06-24 23:59:59,409 - pyskl - INFO - Epoch [70][1600/3405] lr: 1.394e-02, eta: 1 day, 10:26:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.6870, loss: 3.6870 +2025-06-25 00:00:43,967 - pyskl - INFO - Epoch [70][1700/3405] lr: 1.394e-02, eta: 1 day, 10:26:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9656, loss_cls: 3.7294, loss: 3.7294 +2025-06-25 00:01:28,388 - pyskl - INFO - Epoch [70][1800/3405] lr: 1.393e-02, eta: 1 day, 10:25:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.5977, loss: 3.5977 +2025-06-25 00:02:12,841 - pyskl - INFO - Epoch [70][1900/3405] lr: 1.392e-02, eta: 1 day, 10:24:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 3.6769, loss: 3.6769 +2025-06-25 00:02:57,256 - pyskl - INFO - Epoch [70][2000/3405] lr: 1.391e-02, eta: 1 day, 10:23:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.4350, loss: 3.4350 +2025-06-25 00:03:41,863 - pyskl - INFO - Epoch [70][2100/3405] lr: 1.391e-02, eta: 1 day, 10:23:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 3.7240, loss: 3.7240 +2025-06-25 00:04:26,285 - pyskl - INFO - Epoch [70][2200/3405] lr: 1.390e-02, eta: 1 day, 10:22:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 3.7084, loss: 3.7084 +2025-06-25 00:05:10,948 - pyskl - INFO - Epoch [70][2300/3405] lr: 1.389e-02, eta: 1 day, 10:21:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9756, loss_cls: 3.7499, loss: 3.7499 +2025-06-25 00:05:55,515 - pyskl - INFO - Epoch [70][2400/3405] lr: 1.388e-02, eta: 1 day, 10:20:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9744, loss_cls: 3.8139, loss: 3.8139 +2025-06-25 00:06:40,028 - pyskl - INFO - Epoch [70][2500/3405] lr: 1.388e-02, eta: 1 day, 10:20:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 3.7723, loss: 3.7723 +2025-06-25 00:07:24,509 - pyskl - INFO - Epoch [70][2600/3405] lr: 1.387e-02, eta: 1 day, 10:19:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9700, loss_cls: 3.7662, loss: 3.7662 +2025-06-25 00:08:09,183 - pyskl - INFO - Epoch [70][2700/3405] lr: 1.386e-02, eta: 1 day, 10:18:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9769, loss_cls: 3.6331, loss: 3.6331 +2025-06-25 00:08:53,676 - pyskl - INFO - Epoch [70][2800/3405] lr: 1.385e-02, eta: 1 day, 10:17:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 3.6009, loss: 3.6009 +2025-06-25 00:09:38,553 - pyskl - INFO - Epoch [70][2900/3405] lr: 1.385e-02, eta: 1 day, 10:16:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9694, loss_cls: 3.6426, loss: 3.6426 +2025-06-25 00:10:23,246 - pyskl - INFO - Epoch [70][3000/3405] lr: 1.384e-02, eta: 1 day, 10:16:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 3.5588, loss: 3.5588 +2025-06-25 00:11:07,982 - pyskl - INFO - Epoch [70][3100/3405] lr: 1.383e-02, eta: 1 day, 10:15:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 3.6853, loss: 3.6853 +2025-06-25 00:11:52,740 - pyskl - INFO - Epoch [70][3200/3405] lr: 1.382e-02, eta: 1 day, 10:14:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 3.7885, loss: 3.7885 +2025-06-25 00:12:37,611 - pyskl - INFO - Epoch [70][3300/3405] lr: 1.381e-02, eta: 1 day, 10:13:55, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 3.6647, loss: 3.6647 +2025-06-25 00:13:22,349 - pyskl - INFO - Epoch [70][3400/3405] lr: 1.381e-02, eta: 1 day, 10:13:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.6096, loss: 3.6096 +2025-06-25 00:13:25,027 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-06-25 00:33:09,997 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 00:33:10,618 - pyskl - INFO - +top1_acc 0.7642 +top5_acc 0.9497 +2025-06-25 00:33:10,644 - pyskl - INFO - Epoch(val) [70][3718] top1_acc: 0.7642, top5_acc: 0.9497 +2025-06-25 00:34:18,648 - pyskl - INFO - Epoch [71][100/3405] lr: 1.380e-02, eta: 1 day, 10:12:45, time: 0.680, data_time: 0.233, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.4843, loss: 3.4843 +2025-06-25 00:35:03,093 - pyskl - INFO - Epoch [71][200/3405] lr: 1.379e-02, eta: 1 day, 10:11:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 3.6451, loss: 3.6451 +2025-06-25 00:35:47,619 - pyskl - INFO - Epoch [71][300/3405] lr: 1.378e-02, eta: 1 day, 10:11:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 3.5621, loss: 3.5621 +2025-06-25 00:36:32,158 - pyskl - INFO - Epoch [71][400/3405] lr: 1.378e-02, eta: 1 day, 10:10:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 3.6170, loss: 3.6170 +2025-06-25 00:37:16,720 - pyskl - INFO - Epoch [71][500/3405] lr: 1.377e-02, eta: 1 day, 10:09:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.6303, loss: 3.6303 +2025-06-25 00:38:01,234 - pyskl - INFO - Epoch [71][600/3405] lr: 1.376e-02, eta: 1 day, 10:08:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 3.5409, loss: 3.5409 +2025-06-25 00:38:45,773 - pyskl - INFO - Epoch [71][700/3405] lr: 1.375e-02, eta: 1 day, 10:08:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 3.5982, loss: 3.5982 +2025-06-25 00:39:30,319 - pyskl - INFO - Epoch [71][800/3405] lr: 1.375e-02, eta: 1 day, 10:07:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.7111, loss: 3.7111 +2025-06-25 00:40:14,904 - pyskl - INFO - Epoch [71][900/3405] lr: 1.374e-02, eta: 1 day, 10:06:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 3.6994, loss: 3.6994 +2025-06-25 00:40:59,555 - pyskl - INFO - Epoch [71][1000/3405] lr: 1.373e-02, eta: 1 day, 10:05:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 3.7215, loss: 3.7215 +2025-06-25 00:41:44,189 - pyskl - INFO - Epoch [71][1100/3405] lr: 1.372e-02, eta: 1 day, 10:05:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 3.6866, loss: 3.6866 +2025-06-25 00:42:28,887 - pyskl - INFO - Epoch [71][1200/3405] lr: 1.371e-02, eta: 1 day, 10:04:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 3.5771, loss: 3.5771 +2025-06-25 00:43:13,472 - pyskl - INFO - Epoch [71][1300/3405] lr: 1.371e-02, eta: 1 day, 10:03:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 3.4389, loss: 3.4389 +2025-06-25 00:43:58,071 - pyskl - INFO - Epoch [71][1400/3405] lr: 1.370e-02, eta: 1 day, 10:02:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 3.6284, loss: 3.6284 +2025-06-25 00:44:42,763 - pyskl - INFO - Epoch [71][1500/3405] lr: 1.369e-02, eta: 1 day, 10:02:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.7565, loss: 3.7565 +2025-06-25 00:45:27,358 - pyskl - INFO - Epoch [71][1600/3405] lr: 1.368e-02, eta: 1 day, 10:01:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 3.6681, loss: 3.6681 +2025-06-25 00:46:12,081 - pyskl - INFO - Epoch [71][1700/3405] lr: 1.368e-02, eta: 1 day, 10:00:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9681, loss_cls: 3.5490, loss: 3.5490 +2025-06-25 00:46:56,654 - pyskl - INFO - Epoch [71][1800/3405] lr: 1.367e-02, eta: 1 day, 9:59:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 3.7740, loss: 3.7740 +2025-06-25 00:47:41,244 - pyskl - INFO - Epoch [71][1900/3405] lr: 1.366e-02, eta: 1 day, 9:58:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9775, loss_cls: 3.6971, loss: 3.6971 +2025-06-25 00:48:25,835 - pyskl - INFO - Epoch [71][2000/3405] lr: 1.365e-02, eta: 1 day, 9:58:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 3.5890, loss: 3.5890 +2025-06-25 00:49:10,409 - pyskl - INFO - Epoch [71][2100/3405] lr: 1.365e-02, eta: 1 day, 9:57:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.5831, loss: 3.5831 +2025-06-25 00:49:55,230 - pyskl - INFO - Epoch [71][2200/3405] lr: 1.364e-02, eta: 1 day, 9:56:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 3.7563, loss: 3.7563 +2025-06-25 00:50:40,002 - pyskl - INFO - Epoch [71][2300/3405] lr: 1.363e-02, eta: 1 day, 9:55:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 3.4986, loss: 3.4986 +2025-06-25 00:51:24,666 - pyskl - INFO - Epoch [71][2400/3405] lr: 1.362e-02, eta: 1 day, 9:55:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.5566, loss: 3.5566 +2025-06-25 00:52:09,351 - pyskl - INFO - Epoch [71][2500/3405] lr: 1.362e-02, eta: 1 day, 9:54:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.6226, loss: 3.6226 +2025-06-25 00:52:53,967 - pyskl - INFO - Epoch [71][2600/3405] lr: 1.361e-02, eta: 1 day, 9:53:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 3.5573, loss: 3.5573 +2025-06-25 00:53:38,643 - pyskl - INFO - Epoch [71][2700/3405] lr: 1.360e-02, eta: 1 day, 9:52:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.5295, loss: 3.5295 +2025-06-25 00:54:23,260 - pyskl - INFO - Epoch [71][2800/3405] lr: 1.359e-02, eta: 1 day, 9:52:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9650, loss_cls: 3.6123, loss: 3.6123 +2025-06-25 00:55:07,839 - pyskl - INFO - Epoch [71][2900/3405] lr: 1.358e-02, eta: 1 day, 9:51:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9656, loss_cls: 3.6144, loss: 3.6144 +2025-06-25 00:55:52,550 - pyskl - INFO - Epoch [71][3000/3405] lr: 1.358e-02, eta: 1 day, 9:50:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.6370, loss: 3.6370 +2025-06-25 00:56:37,254 - pyskl - INFO - Epoch [71][3100/3405] lr: 1.357e-02, eta: 1 day, 9:49:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 3.6388, loss: 3.6388 +2025-06-25 00:57:21,914 - pyskl - INFO - Epoch [71][3200/3405] lr: 1.356e-02, eta: 1 day, 9:49:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 3.6980, loss: 3.6980 +2025-06-25 00:58:06,619 - pyskl - INFO - Epoch [71][3300/3405] lr: 1.355e-02, eta: 1 day, 9:48:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 3.7271, loss: 3.7271 +2025-06-25 00:58:51,304 - pyskl - INFO - Epoch [71][3400/3405] lr: 1.355e-02, eta: 1 day, 9:47:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 3.7710, loss: 3.7710 +2025-06-25 00:58:53,884 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-06-25 01:02:51,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 01:02:52,178 - pyskl - INFO - +top1_acc 0.7578 +top5_acc 0.9506 +2025-06-25 01:02:52,198 - pyskl - INFO - Epoch(val) [71][3718] top1_acc: 0.7578, top5_acc: 0.9506 +2025-06-25 01:03:59,989 - pyskl - INFO - Epoch [72][100/3405] lr: 1.354e-02, eta: 1 day, 9:47:05, time: 0.678, data_time: 0.229, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9812, loss_cls: 3.5043, loss: 3.5043 +2025-06-25 01:04:45,162 - pyskl - INFO - Epoch [72][200/3405] lr: 1.353e-02, eta: 1 day, 9:46:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 3.4826, loss: 3.4826 +2025-06-25 01:05:30,068 - pyskl - INFO - Epoch [72][300/3405] lr: 1.352e-02, eta: 1 day, 9:45:34, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.5851, loss: 3.5851 +2025-06-25 01:06:14,842 - pyskl - INFO - Epoch [72][400/3405] lr: 1.352e-02, eta: 1 day, 9:44:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 3.5869, loss: 3.5869 +2025-06-25 01:06:59,554 - pyskl - INFO - Epoch [72][500/3405] lr: 1.351e-02, eta: 1 day, 9:44:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.5470, loss: 3.5470 +2025-06-25 01:07:44,216 - pyskl - INFO - Epoch [72][600/3405] lr: 1.350e-02, eta: 1 day, 9:43:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9694, loss_cls: 3.5564, loss: 3.5564 +2025-06-25 01:08:28,927 - pyskl - INFO - Epoch [72][700/3405] lr: 1.349e-02, eta: 1 day, 9:42:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9669, loss_cls: 3.6258, loss: 3.6258 +2025-06-25 01:09:13,602 - pyskl - INFO - Epoch [72][800/3405] lr: 1.348e-02, eta: 1 day, 9:41:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.4521, loss: 3.4521 +2025-06-25 01:09:58,322 - pyskl - INFO - Epoch [72][900/3405] lr: 1.348e-02, eta: 1 day, 9:41:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.6120, loss: 3.6120 +2025-06-25 01:10:43,046 - pyskl - INFO - Epoch [72][1000/3405] lr: 1.347e-02, eta: 1 day, 9:40:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 3.4865, loss: 3.4865 +2025-06-25 01:11:27,727 - pyskl - INFO - Epoch [72][1100/3405] lr: 1.346e-02, eta: 1 day, 9:39:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9712, loss_cls: 3.5797, loss: 3.5797 +2025-06-25 01:12:12,410 - pyskl - INFO - Epoch [72][1200/3405] lr: 1.345e-02, eta: 1 day, 9:38:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 3.4718, loss: 3.4718 +2025-06-25 01:12:57,082 - pyskl - INFO - Epoch [72][1300/3405] lr: 1.345e-02, eta: 1 day, 9:37:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9775, loss_cls: 3.5321, loss: 3.5321 +2025-06-25 01:13:41,697 - pyskl - INFO - Epoch [72][1400/3405] lr: 1.344e-02, eta: 1 day, 9:37:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 3.4952, loss: 3.4952 +2025-06-25 01:14:26,318 - pyskl - INFO - Epoch [72][1500/3405] lr: 1.343e-02, eta: 1 day, 9:36:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.6347, loss: 3.6347 +2025-06-25 01:15:10,955 - pyskl - INFO - Epoch [72][1600/3405] lr: 1.342e-02, eta: 1 day, 9:35:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.6330, loss: 3.6330 +2025-06-25 01:15:55,572 - pyskl - INFO - Epoch [72][1700/3405] lr: 1.342e-02, eta: 1 day, 9:34:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9806, loss_cls: 3.6530, loss: 3.6530 +2025-06-25 01:16:40,112 - pyskl - INFO - Epoch [72][1800/3405] lr: 1.341e-02, eta: 1 day, 9:34:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 3.6323, loss: 3.6323 +2025-06-25 01:17:24,752 - pyskl - INFO - Epoch [72][1900/3405] lr: 1.340e-02, eta: 1 day, 9:33:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 3.7937, loss: 3.7937 +2025-06-25 01:18:09,338 - pyskl - INFO - Epoch [72][2000/3405] lr: 1.339e-02, eta: 1 day, 9:32:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 3.6709, loss: 3.6709 +2025-06-25 01:18:53,939 - pyskl - INFO - Epoch [72][2100/3405] lr: 1.339e-02, eta: 1 day, 9:31:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.7186, loss: 3.7186 +2025-06-25 01:19:38,658 - pyskl - INFO - Epoch [72][2200/3405] lr: 1.338e-02, eta: 1 day, 9:31:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 3.5605, loss: 3.5605 +2025-06-25 01:20:23,252 - pyskl - INFO - Epoch [72][2300/3405] lr: 1.337e-02, eta: 1 day, 9:30:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.5924, loss: 3.5924 +2025-06-25 01:21:07,827 - pyskl - INFO - Epoch [72][2400/3405] lr: 1.336e-02, eta: 1 day, 9:29:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9663, loss_cls: 3.6624, loss: 3.6624 +2025-06-25 01:21:52,419 - pyskl - INFO - Epoch [72][2500/3405] lr: 1.335e-02, eta: 1 day, 9:28:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 3.5520, loss: 3.5520 +2025-06-25 01:22:37,088 - pyskl - INFO - Epoch [72][2600/3405] lr: 1.335e-02, eta: 1 day, 9:28:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.6099, loss: 3.6099 +2025-06-25 01:23:21,690 - pyskl - INFO - Epoch [72][2700/3405] lr: 1.334e-02, eta: 1 day, 9:27:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9744, loss_cls: 3.5738, loss: 3.5738 +2025-06-25 01:24:06,334 - pyskl - INFO - Epoch [72][2800/3405] lr: 1.333e-02, eta: 1 day, 9:26:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 3.7607, loss: 3.7607 +2025-06-25 01:24:50,920 - pyskl - INFO - Epoch [72][2900/3405] lr: 1.332e-02, eta: 1 day, 9:25:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.6299, loss: 3.6299 +2025-06-25 01:25:35,489 - pyskl - INFO - Epoch [72][3000/3405] lr: 1.332e-02, eta: 1 day, 9:24:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 3.7909, loss: 3.7909 +2025-06-25 01:26:20,126 - pyskl - INFO - Epoch [72][3100/3405] lr: 1.331e-02, eta: 1 day, 9:24:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 3.7296, loss: 3.7296 +2025-06-25 01:27:04,891 - pyskl - INFO - Epoch [72][3200/3405] lr: 1.330e-02, eta: 1 day, 9:23:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 3.5562, loss: 3.5562 +2025-06-25 01:27:49,438 - pyskl - INFO - Epoch [72][3300/3405] lr: 1.329e-02, eta: 1 day, 9:22:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.6114, loss: 3.6114 +2025-06-25 01:28:33,983 - pyskl - INFO - Epoch [72][3400/3405] lr: 1.329e-02, eta: 1 day, 9:21:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 3.7790, loss: 3.7790 +2025-06-25 01:28:36,549 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-06-25 01:32:36,616 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 01:32:37,197 - pyskl - INFO - +top1_acc 0.7595 +top5_acc 0.9460 +2025-06-25 01:32:37,218 - pyskl - INFO - Epoch(val) [72][3718] top1_acc: 0.7595, top5_acc: 0.9460 +2025-06-25 01:33:45,297 - pyskl - INFO - Epoch [73][100/3405] lr: 1.328e-02, eta: 1 day, 9:21:27, time: 0.681, data_time: 0.236, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9869, loss_cls: 3.5263, loss: 3.5263 +2025-06-25 01:34:29,764 - pyskl - INFO - Epoch [73][200/3405] lr: 1.327e-02, eta: 1 day, 9:20:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 3.4132, loss: 3.4132 +2025-06-25 01:35:14,449 - pyskl - INFO - Epoch [73][300/3405] lr: 1.326e-02, eta: 1 day, 9:19:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 3.5358, loss: 3.5358 +2025-06-25 01:35:59,013 - pyskl - INFO - Epoch [73][400/3405] lr: 1.325e-02, eta: 1 day, 9:19:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 3.4558, loss: 3.4558 +2025-06-25 01:36:43,562 - pyskl - INFO - Epoch [73][500/3405] lr: 1.325e-02, eta: 1 day, 9:18:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9762, loss_cls: 3.3568, loss: 3.3568 +2025-06-25 01:37:28,006 - pyskl - INFO - Epoch [73][600/3405] lr: 1.324e-02, eta: 1 day, 9:17:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.5099, loss: 3.5099 +2025-06-25 01:38:12,569 - pyskl - INFO - Epoch [73][700/3405] lr: 1.323e-02, eta: 1 day, 9:16:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9700, loss_cls: 3.5815, loss: 3.5815 +2025-06-25 01:38:57,218 - pyskl - INFO - Epoch [73][800/3405] lr: 1.322e-02, eta: 1 day, 9:16:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 3.5015, loss: 3.5015 +2025-06-25 01:39:41,806 - pyskl - INFO - Epoch [73][900/3405] lr: 1.322e-02, eta: 1 day, 9:15:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 3.5115, loss: 3.5115 +2025-06-25 01:40:26,362 - pyskl - INFO - Epoch [73][1000/3405] lr: 1.321e-02, eta: 1 day, 9:14:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.6890, loss: 3.6890 +2025-06-25 01:41:10,954 - pyskl - INFO - Epoch [73][1100/3405] lr: 1.320e-02, eta: 1 day, 9:13:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9625, loss_cls: 3.6311, loss: 3.6311 +2025-06-25 01:41:55,511 - pyskl - INFO - Epoch [73][1200/3405] lr: 1.319e-02, eta: 1 day, 9:13:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 3.6911, loss: 3.6911 +2025-06-25 01:42:40,057 - pyskl - INFO - Epoch [73][1300/3405] lr: 1.319e-02, eta: 1 day, 9:12:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 3.6717, loss: 3.6717 +2025-06-25 01:43:24,634 - pyskl - INFO - Epoch [73][1400/3405] lr: 1.318e-02, eta: 1 day, 9:11:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 3.5084, loss: 3.5084 +2025-06-25 01:44:09,182 - pyskl - INFO - Epoch [73][1500/3405] lr: 1.317e-02, eta: 1 day, 9:10:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 3.6739, loss: 3.6739 +2025-06-25 01:44:53,719 - pyskl - INFO - Epoch [73][1600/3405] lr: 1.316e-02, eta: 1 day, 9:09:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.6296, loss: 3.6296 +2025-06-25 01:45:38,152 - pyskl - INFO - Epoch [73][1700/3405] lr: 1.315e-02, eta: 1 day, 9:09:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 3.6363, loss: 3.6363 +2025-06-25 01:46:22,558 - pyskl - INFO - Epoch [73][1800/3405] lr: 1.315e-02, eta: 1 day, 9:08:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.6022, loss: 3.6022 +2025-06-25 01:47:07,446 - pyskl - INFO - Epoch [73][1900/3405] lr: 1.314e-02, eta: 1 day, 9:07:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.5172, loss: 3.5172 +2025-06-25 01:47:52,150 - pyskl - INFO - Epoch [73][2000/3405] lr: 1.313e-02, eta: 1 day, 9:06:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9613, loss_cls: 3.7030, loss: 3.7030 +2025-06-25 01:48:36,730 - pyskl - INFO - Epoch [73][2100/3405] lr: 1.312e-02, eta: 1 day, 9:06:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.7756, loss: 3.7756 +2025-06-25 01:49:21,152 - pyskl - INFO - Epoch [73][2200/3405] lr: 1.312e-02, eta: 1 day, 9:05:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.6038, loss: 3.6038 +2025-06-25 01:50:05,687 - pyskl - INFO - Epoch [73][2300/3405] lr: 1.311e-02, eta: 1 day, 9:04:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9644, loss_cls: 3.6876, loss: 3.6876 +2025-06-25 01:50:50,228 - pyskl - INFO - Epoch [73][2400/3405] lr: 1.310e-02, eta: 1 day, 9:03:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.6165, loss: 3.6165 +2025-06-25 01:51:34,548 - pyskl - INFO - Epoch [73][2500/3405] lr: 1.309e-02, eta: 1 day, 9:03:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 3.7281, loss: 3.7281 +2025-06-25 01:52:18,834 - pyskl - INFO - Epoch [73][2600/3405] lr: 1.309e-02, eta: 1 day, 9:02:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.5332, loss: 3.5332 +2025-06-25 01:53:03,387 - pyskl - INFO - Epoch [73][2700/3405] lr: 1.308e-02, eta: 1 day, 9:01:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 3.5755, loss: 3.5755 +2025-06-25 01:53:47,988 - pyskl - INFO - Epoch [73][2800/3405] lr: 1.307e-02, eta: 1 day, 9:00:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 3.6012, loss: 3.6012 +2025-06-25 01:54:32,574 - pyskl - INFO - Epoch [73][2900/3405] lr: 1.306e-02, eta: 1 day, 9:00:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9631, loss_cls: 3.6632, loss: 3.6632 +2025-06-25 01:55:17,118 - pyskl - INFO - Epoch [73][3000/3405] lr: 1.305e-02, eta: 1 day, 8:59:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 3.4928, loss: 3.4928 +2025-06-25 01:56:01,693 - pyskl - INFO - Epoch [73][3100/3405] lr: 1.305e-02, eta: 1 day, 8:58:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 3.6820, loss: 3.6820 +2025-06-25 01:56:46,274 - pyskl - INFO - Epoch [73][3200/3405] lr: 1.304e-02, eta: 1 day, 8:57:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 3.5947, loss: 3.5947 +2025-06-25 01:57:30,807 - pyskl - INFO - Epoch [73][3300/3405] lr: 1.303e-02, eta: 1 day, 8:56:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 3.5688, loss: 3.5688 +2025-06-25 01:58:15,337 - pyskl - INFO - Epoch [73][3400/3405] lr: 1.302e-02, eta: 1 day, 8:56:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.6715, loss: 3.6715 +2025-06-25 01:58:17,892 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-06-25 02:02:15,896 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 02:02:16,521 - pyskl - INFO - +top1_acc 0.7766 +top5_acc 0.9526 +2025-06-25 02:02:16,579 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_69.pth was removed +2025-06-25 02:02:17,659 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_73.pth. +2025-06-25 02:02:17,660 - pyskl - INFO - Best top1_acc is 0.7766 at 73 epoch. +2025-06-25 02:02:17,681 - pyskl - INFO - Epoch(val) [73][3718] top1_acc: 0.7766, top5_acc: 0.9526 +2025-06-25 02:03:25,587 - pyskl - INFO - Epoch [74][100/3405] lr: 1.302e-02, eta: 1 day, 8:55:45, time: 0.679, data_time: 0.234, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 3.4554, loss: 3.4554 +2025-06-25 02:04:10,580 - pyskl - INFO - Epoch [74][200/3405] lr: 1.301e-02, eta: 1 day, 8:54:59, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9856, loss_cls: 3.4055, loss: 3.4055 +2025-06-25 02:04:55,422 - pyskl - INFO - Epoch [74][300/3405] lr: 1.300e-02, eta: 1 day, 8:54:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 3.3052, loss: 3.3052 +2025-06-25 02:05:40,439 - pyskl - INFO - Epoch [74][400/3405] lr: 1.299e-02, eta: 1 day, 8:53:28, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 3.4600, loss: 3.4600 +2025-06-25 02:06:25,327 - pyskl - INFO - Epoch [74][500/3405] lr: 1.299e-02, eta: 1 day, 8:52:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 3.5912, loss: 3.5912 +2025-06-25 02:07:10,129 - pyskl - INFO - Epoch [74][600/3405] lr: 1.298e-02, eta: 1 day, 8:51:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 3.5442, loss: 3.5442 +2025-06-25 02:07:54,890 - pyskl - INFO - Epoch [74][700/3405] lr: 1.297e-02, eta: 1 day, 8:51:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 3.5577, loss: 3.5577 +2025-06-25 02:08:39,433 - pyskl - INFO - Epoch [74][800/3405] lr: 1.296e-02, eta: 1 day, 8:50:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9775, loss_cls: 3.4865, loss: 3.4865 +2025-06-25 02:09:23,891 - pyskl - INFO - Epoch [74][900/3405] lr: 1.295e-02, eta: 1 day, 8:49:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 3.5930, loss: 3.5930 +2025-06-25 02:10:08,424 - pyskl - INFO - Epoch [74][1000/3405] lr: 1.295e-02, eta: 1 day, 8:48:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 3.3796, loss: 3.3796 +2025-06-25 02:10:52,962 - pyskl - INFO - Epoch [74][1100/3405] lr: 1.294e-02, eta: 1 day, 8:48:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 3.6212, loss: 3.6212 +2025-06-25 02:11:37,487 - pyskl - INFO - Epoch [74][1200/3405] lr: 1.293e-02, eta: 1 day, 8:47:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.5863, loss: 3.5863 +2025-06-25 02:12:22,038 - pyskl - INFO - Epoch [74][1300/3405] lr: 1.292e-02, eta: 1 day, 8:46:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9806, loss_cls: 3.5037, loss: 3.5037 +2025-06-25 02:13:06,651 - pyskl - INFO - Epoch [74][1400/3405] lr: 1.292e-02, eta: 1 day, 8:45:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 3.4555, loss: 3.4555 +2025-06-25 02:13:51,161 - pyskl - INFO - Epoch [74][1500/3405] lr: 1.291e-02, eta: 1 day, 8:45:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9794, loss_cls: 3.5161, loss: 3.5161 +2025-06-25 02:14:35,838 - pyskl - INFO - Epoch [74][1600/3405] lr: 1.290e-02, eta: 1 day, 8:44:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9712, loss_cls: 3.5157, loss: 3.5157 +2025-06-25 02:15:20,414 - pyskl - INFO - Epoch [74][1700/3405] lr: 1.289e-02, eta: 1 day, 8:43:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9712, loss_cls: 3.5500, loss: 3.5500 +2025-06-25 02:16:04,933 - pyskl - INFO - Epoch [74][1800/3405] lr: 1.289e-02, eta: 1 day, 8:42:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.5762, loss: 3.5762 +2025-06-25 02:16:49,388 - pyskl - INFO - Epoch [74][1900/3405] lr: 1.288e-02, eta: 1 day, 8:42:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9712, loss_cls: 3.5973, loss: 3.5973 +2025-06-25 02:17:34,003 - pyskl - INFO - Epoch [74][2000/3405] lr: 1.287e-02, eta: 1 day, 8:41:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.7190, loss: 3.7190 +2025-06-25 02:18:18,618 - pyskl - INFO - Epoch [74][2100/3405] lr: 1.286e-02, eta: 1 day, 8:40:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9800, loss_cls: 3.6705, loss: 3.6705 +2025-06-25 02:19:03,201 - pyskl - INFO - Epoch [74][2200/3405] lr: 1.285e-02, eta: 1 day, 8:39:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.7405, loss: 3.7405 +2025-06-25 02:19:47,874 - pyskl - INFO - Epoch [74][2300/3405] lr: 1.285e-02, eta: 1 day, 8:38:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 3.5999, loss: 3.5999 +2025-06-25 02:20:32,466 - pyskl - INFO - Epoch [74][2400/3405] lr: 1.284e-02, eta: 1 day, 8:38:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.5092, loss: 3.5092 +2025-06-25 02:21:17,014 - pyskl - INFO - Epoch [74][2500/3405] lr: 1.283e-02, eta: 1 day, 8:37:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 3.4824, loss: 3.4824 +2025-06-25 02:22:01,581 - pyskl - INFO - Epoch [74][2600/3405] lr: 1.282e-02, eta: 1 day, 8:36:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.5604, loss: 3.5604 +2025-06-25 02:22:46,119 - pyskl - INFO - Epoch [74][2700/3405] lr: 1.282e-02, eta: 1 day, 8:35:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.5067, loss: 3.5067 +2025-06-25 02:23:30,730 - pyskl - INFO - Epoch [74][2800/3405] lr: 1.281e-02, eta: 1 day, 8:35:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 3.5977, loss: 3.5977 +2025-06-25 02:24:15,302 - pyskl - INFO - Epoch [74][2900/3405] lr: 1.280e-02, eta: 1 day, 8:34:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 3.5396, loss: 3.5396 +2025-06-25 02:24:59,770 - pyskl - INFO - Epoch [74][3000/3405] lr: 1.279e-02, eta: 1 day, 8:33:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 3.5901, loss: 3.5901 +2025-06-25 02:25:44,289 - pyskl - INFO - Epoch [74][3100/3405] lr: 1.279e-02, eta: 1 day, 8:32:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9838, loss_cls: 3.5223, loss: 3.5223 +2025-06-25 02:26:28,810 - pyskl - INFO - Epoch [74][3200/3405] lr: 1.278e-02, eta: 1 day, 8:32:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.6213, loss: 3.6213 +2025-06-25 02:27:13,301 - pyskl - INFO - Epoch [74][3300/3405] lr: 1.277e-02, eta: 1 day, 8:31:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 3.6520, loss: 3.6520 +2025-06-25 02:27:57,852 - pyskl - INFO - Epoch [74][3400/3405] lr: 1.276e-02, eta: 1 day, 8:30:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.6541, loss: 3.6541 +2025-06-25 02:28:00,408 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-06-25 02:32:01,022 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 02:32:01,662 - pyskl - INFO - +top1_acc 0.7575 +top5_acc 0.9459 +2025-06-25 02:32:01,683 - pyskl - INFO - Epoch(val) [74][3718] top1_acc: 0.7575, top5_acc: 0.9459 +2025-06-25 02:33:09,272 - pyskl - INFO - Epoch [75][100/3405] lr: 1.275e-02, eta: 1 day, 8:30:04, time: 0.676, data_time: 0.230, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 3.4551, loss: 3.4551 +2025-06-25 02:33:53,845 - pyskl - INFO - Epoch [75][200/3405] lr: 1.275e-02, eta: 1 day, 8:29:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 3.4233, loss: 3.4233 +2025-06-25 02:34:38,515 - pyskl - INFO - Epoch [75][300/3405] lr: 1.274e-02, eta: 1 day, 8:28:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.5295, loss: 3.5295 +2025-06-25 02:35:23,196 - pyskl - INFO - Epoch [75][400/3405] lr: 1.273e-02, eta: 1 day, 8:27:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 3.3852, loss: 3.3852 +2025-06-25 02:36:07,821 - pyskl - INFO - Epoch [75][500/3405] lr: 1.272e-02, eta: 1 day, 8:27:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.3917, loss: 3.3917 +2025-06-25 02:36:52,400 - pyskl - INFO - Epoch [75][600/3405] lr: 1.272e-02, eta: 1 day, 8:26:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9762, loss_cls: 3.4544, loss: 3.4544 +2025-06-25 02:37:37,025 - pyskl - INFO - Epoch [75][700/3405] lr: 1.271e-02, eta: 1 day, 8:25:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 3.4884, loss: 3.4884 +2025-06-25 02:38:21,806 - pyskl - INFO - Epoch [75][800/3405] lr: 1.270e-02, eta: 1 day, 8:24:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 3.4175, loss: 3.4175 +2025-06-25 02:39:06,405 - pyskl - INFO - Epoch [75][900/3405] lr: 1.269e-02, eta: 1 day, 8:23:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.4407, loss: 3.4407 +2025-06-25 02:39:50,947 - pyskl - INFO - Epoch [75][1000/3405] lr: 1.268e-02, eta: 1 day, 8:23:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.5263, loss: 3.5263 +2025-06-25 02:40:35,533 - pyskl - INFO - Epoch [75][1100/3405] lr: 1.268e-02, eta: 1 day, 8:22:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.4847, loss: 3.4847 +2025-06-25 02:41:20,064 - pyskl - INFO - Epoch [75][1200/3405] lr: 1.267e-02, eta: 1 day, 8:21:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 3.4968, loss: 3.4968 +2025-06-25 02:42:04,434 - pyskl - INFO - Epoch [75][1300/3405] lr: 1.266e-02, eta: 1 day, 8:20:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 3.4627, loss: 3.4627 +2025-06-25 02:42:48,931 - pyskl - INFO - Epoch [75][1400/3405] lr: 1.265e-02, eta: 1 day, 8:20:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 3.5752, loss: 3.5752 +2025-06-25 02:43:33,342 - pyskl - INFO - Epoch [75][1500/3405] lr: 1.265e-02, eta: 1 day, 8:19:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.5404, loss: 3.5404 +2025-06-25 02:44:17,769 - pyskl - INFO - Epoch [75][1600/3405] lr: 1.264e-02, eta: 1 day, 8:18:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 3.5187, loss: 3.5187 +2025-06-25 02:45:02,259 - pyskl - INFO - Epoch [75][1700/3405] lr: 1.263e-02, eta: 1 day, 8:17:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9675, loss_cls: 3.5312, loss: 3.5312 +2025-06-25 02:45:46,722 - pyskl - INFO - Epoch [75][1800/3405] lr: 1.262e-02, eta: 1 day, 8:17:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 3.4497, loss: 3.4497 +2025-06-25 02:46:31,170 - pyskl - INFO - Epoch [75][1900/3405] lr: 1.262e-02, eta: 1 day, 8:16:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 3.5791, loss: 3.5791 +2025-06-25 02:47:15,641 - pyskl - INFO - Epoch [75][2000/3405] lr: 1.261e-02, eta: 1 day, 8:15:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9637, loss_cls: 3.6326, loss: 3.6326 +2025-06-25 02:48:00,127 - pyskl - INFO - Epoch [75][2100/3405] lr: 1.260e-02, eta: 1 day, 8:14:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 3.4665, loss: 3.4665 +2025-06-25 02:48:44,671 - pyskl - INFO - Epoch [75][2200/3405] lr: 1.259e-02, eta: 1 day, 8:14:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9694, loss_cls: 3.5156, loss: 3.5156 +2025-06-25 02:49:29,218 - pyskl - INFO - Epoch [75][2300/3405] lr: 1.259e-02, eta: 1 day, 8:13:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9712, loss_cls: 3.5317, loss: 3.5317 +2025-06-25 02:50:13,807 - pyskl - INFO - Epoch [75][2400/3405] lr: 1.258e-02, eta: 1 day, 8:12:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 3.6284, loss: 3.6284 +2025-06-25 02:50:58,352 - pyskl - INFO - Epoch [75][2500/3405] lr: 1.257e-02, eta: 1 day, 8:11:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.6263, loss: 3.6263 +2025-06-25 02:51:42,875 - pyskl - INFO - Epoch [75][2600/3405] lr: 1.256e-02, eta: 1 day, 8:10:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 3.5809, loss: 3.5809 +2025-06-25 02:52:27,366 - pyskl - INFO - Epoch [75][2700/3405] lr: 1.255e-02, eta: 1 day, 8:10:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 3.6423, loss: 3.6423 +2025-06-25 02:53:11,938 - pyskl - INFO - Epoch [75][2800/3405] lr: 1.255e-02, eta: 1 day, 8:09:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9812, loss_cls: 3.4945, loss: 3.4945 +2025-06-25 02:53:56,509 - pyskl - INFO - Epoch [75][2900/3405] lr: 1.254e-02, eta: 1 day, 8:08:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9838, loss_cls: 3.5008, loss: 3.5008 +2025-06-25 02:54:40,986 - pyskl - INFO - Epoch [75][3000/3405] lr: 1.253e-02, eta: 1 day, 8:07:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 3.7099, loss: 3.7099 +2025-06-25 02:55:25,542 - pyskl - INFO - Epoch [75][3100/3405] lr: 1.252e-02, eta: 1 day, 8:07:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 3.5774, loss: 3.5774 +2025-06-25 02:56:10,181 - pyskl - INFO - Epoch [75][3200/3405] lr: 1.252e-02, eta: 1 day, 8:06:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.6268, loss: 3.6268 +2025-06-25 02:56:54,813 - pyskl - INFO - Epoch [75][3300/3405] lr: 1.251e-02, eta: 1 day, 8:05:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 3.6694, loss: 3.6694 +2025-06-25 02:57:39,495 - pyskl - INFO - Epoch [75][3400/3405] lr: 1.250e-02, eta: 1 day, 8:04:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 3.6342, loss: 3.6342 +2025-06-25 02:57:42,083 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-06-25 03:17:37,372 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 03:17:37,933 - pyskl - INFO - +top1_acc 0.7737 +top5_acc 0.9525 +2025-06-25 03:17:37,955 - pyskl - INFO - Epoch(val) [75][3718] top1_acc: 0.7737, top5_acc: 0.9525 +2025-06-25 03:18:45,811 - pyskl - INFO - Epoch [76][100/3405] lr: 1.249e-02, eta: 1 day, 8:04:22, time: 0.678, data_time: 0.230, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 3.5335, loss: 3.5335 +2025-06-25 03:19:30,646 - pyskl - INFO - Epoch [76][200/3405] lr: 1.248e-02, eta: 1 day, 8:03:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.5406, loss: 3.5406 +2025-06-25 03:20:15,484 - pyskl - INFO - Epoch [76][300/3405] lr: 1.248e-02, eta: 1 day, 8:02:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.4343, loss: 3.4343 +2025-06-25 03:21:00,282 - pyskl - INFO - Epoch [76][400/3405] lr: 1.247e-02, eta: 1 day, 8:02:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 3.3398, loss: 3.3398 +2025-06-25 03:21:45,306 - pyskl - INFO - Epoch [76][500/3405] lr: 1.246e-02, eta: 1 day, 8:01:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 3.4396, loss: 3.4396 +2025-06-25 03:22:30,079 - pyskl - INFO - Epoch [76][600/3405] lr: 1.245e-02, eta: 1 day, 8:00:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 3.4285, loss: 3.4285 +2025-06-25 03:23:14,679 - pyskl - INFO - Epoch [76][700/3405] lr: 1.245e-02, eta: 1 day, 7:59:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9812, loss_cls: 3.3891, loss: 3.3891 +2025-06-25 03:23:59,202 - pyskl - INFO - Epoch [76][800/3405] lr: 1.244e-02, eta: 1 day, 7:59:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9812, loss_cls: 3.5117, loss: 3.5117 +2025-06-25 03:24:43,847 - pyskl - INFO - Epoch [76][900/3405] lr: 1.243e-02, eta: 1 day, 7:58:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 3.4569, loss: 3.4569 +2025-06-25 03:25:28,478 - pyskl - INFO - Epoch [76][1000/3405] lr: 1.242e-02, eta: 1 day, 7:57:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9831, loss_cls: 3.4370, loss: 3.4370 +2025-06-25 03:26:13,108 - pyskl - INFO - Epoch [76][1100/3405] lr: 1.242e-02, eta: 1 day, 7:56:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 3.4181, loss: 3.4181 +2025-06-25 03:26:57,793 - pyskl - INFO - Epoch [76][1200/3405] lr: 1.241e-02, eta: 1 day, 7:55:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 3.4279, loss: 3.4279 +2025-06-25 03:27:42,405 - pyskl - INFO - Epoch [76][1300/3405] lr: 1.240e-02, eta: 1 day, 7:55:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 3.4567, loss: 3.4567 +2025-06-25 03:28:26,932 - pyskl - INFO - Epoch [76][1400/3405] lr: 1.239e-02, eta: 1 day, 7:54:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 3.6077, loss: 3.6077 +2025-06-25 03:29:11,461 - pyskl - INFO - Epoch [76][1500/3405] lr: 1.238e-02, eta: 1 day, 7:53:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 3.5307, loss: 3.5307 +2025-06-25 03:29:55,973 - pyskl - INFO - Epoch [76][1600/3405] lr: 1.238e-02, eta: 1 day, 7:52:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9800, loss_cls: 3.5381, loss: 3.5381 +2025-06-25 03:30:40,498 - pyskl - INFO - Epoch [76][1700/3405] lr: 1.237e-02, eta: 1 day, 7:52:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 3.5110, loss: 3.5110 +2025-06-25 03:31:24,953 - pyskl - INFO - Epoch [76][1800/3405] lr: 1.236e-02, eta: 1 day, 7:51:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9731, loss_cls: 3.5642, loss: 3.5642 +2025-06-25 03:32:09,463 - pyskl - INFO - Epoch [76][1900/3405] lr: 1.235e-02, eta: 1 day, 7:50:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 3.5746, loss: 3.5746 +2025-06-25 03:32:54,005 - pyskl - INFO - Epoch [76][2000/3405] lr: 1.235e-02, eta: 1 day, 7:49:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9694, loss_cls: 3.5897, loss: 3.5897 +2025-06-25 03:33:38,507 - pyskl - INFO - Epoch [76][2100/3405] lr: 1.234e-02, eta: 1 day, 7:49:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9775, loss_cls: 3.5823, loss: 3.5823 +2025-06-25 03:34:23,041 - pyskl - INFO - Epoch [76][2200/3405] lr: 1.233e-02, eta: 1 day, 7:48:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.5743, loss: 3.5743 +2025-06-25 03:35:07,622 - pyskl - INFO - Epoch [76][2300/3405] lr: 1.232e-02, eta: 1 day, 7:47:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 3.6142, loss: 3.6142 +2025-06-25 03:35:52,167 - pyskl - INFO - Epoch [76][2400/3405] lr: 1.232e-02, eta: 1 day, 7:46:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 3.5369, loss: 3.5369 +2025-06-25 03:36:36,677 - pyskl - INFO - Epoch [76][2500/3405] lr: 1.231e-02, eta: 1 day, 7:46:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 3.5018, loss: 3.5018 +2025-06-25 03:37:21,139 - pyskl - INFO - Epoch [76][2600/3405] lr: 1.230e-02, eta: 1 day, 7:45:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 3.6909, loss: 3.6909 +2025-06-25 03:38:05,704 - pyskl - INFO - Epoch [76][2700/3405] lr: 1.229e-02, eta: 1 day, 7:44:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.5089, loss: 3.5089 +2025-06-25 03:38:50,316 - pyskl - INFO - Epoch [76][2800/3405] lr: 1.228e-02, eta: 1 day, 7:43:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.5504, loss: 3.5504 +2025-06-25 03:39:34,877 - pyskl - INFO - Epoch [76][2900/3405] lr: 1.228e-02, eta: 1 day, 7:42:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9769, loss_cls: 3.6409, loss: 3.6409 +2025-06-25 03:40:19,462 - pyskl - INFO - Epoch [76][3000/3405] lr: 1.227e-02, eta: 1 day, 7:42:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.5757, loss: 3.5757 +2025-06-25 03:41:04,046 - pyskl - INFO - Epoch [76][3100/3405] lr: 1.226e-02, eta: 1 day, 7:41:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 3.5674, loss: 3.5674 +2025-06-25 03:41:48,587 - pyskl - INFO - Epoch [76][3200/3405] lr: 1.225e-02, eta: 1 day, 7:40:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 3.5455, loss: 3.5455 +2025-06-25 03:42:33,080 - pyskl - INFO - Epoch [76][3300/3405] lr: 1.225e-02, eta: 1 day, 7:39:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 3.4235, loss: 3.4235 +2025-06-25 03:43:17,585 - pyskl - INFO - Epoch [76][3400/3405] lr: 1.224e-02, eta: 1 day, 7:39:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.5136, loss: 3.5136 +2025-06-25 03:43:20,123 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-06-25 03:47:17,175 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 03:47:17,733 - pyskl - INFO - +top1_acc 0.7596 +top5_acc 0.9504 +2025-06-25 03:47:17,756 - pyskl - INFO - Epoch(val) [76][3718] top1_acc: 0.7596, top5_acc: 0.9504 +2025-06-25 03:48:25,698 - pyskl - INFO - Epoch [77][100/3405] lr: 1.223e-02, eta: 1 day, 7:38:42, time: 0.679, data_time: 0.233, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 3.5000, loss: 3.5000 +2025-06-25 03:49:10,462 - pyskl - INFO - Epoch [77][200/3405] lr: 1.222e-02, eta: 1 day, 7:37:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 3.3475, loss: 3.3475 +2025-06-25 03:49:55,198 - pyskl - INFO - Epoch [77][300/3405] lr: 1.222e-02, eta: 1 day, 7:37:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.4995, loss: 3.4995 +2025-06-25 03:50:39,875 - pyskl - INFO - Epoch [77][400/3405] lr: 1.221e-02, eta: 1 day, 7:36:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 3.4990, loss: 3.4990 +2025-06-25 03:51:24,671 - pyskl - INFO - Epoch [77][500/3405] lr: 1.220e-02, eta: 1 day, 7:35:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 3.4542, loss: 3.4542 +2025-06-25 03:52:09,444 - pyskl - INFO - Epoch [77][600/3405] lr: 1.219e-02, eta: 1 day, 7:34:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 3.3641, loss: 3.3641 +2025-06-25 03:52:53,899 - pyskl - INFO - Epoch [77][700/3405] lr: 1.218e-02, eta: 1 day, 7:34:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 3.2551, loss: 3.2551 +2025-06-25 03:53:38,357 - pyskl - INFO - Epoch [77][800/3405] lr: 1.218e-02, eta: 1 day, 7:33:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 3.4218, loss: 3.4218 +2025-06-25 03:54:22,870 - pyskl - INFO - Epoch [77][900/3405] lr: 1.217e-02, eta: 1 day, 7:32:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.5673, loss: 3.5673 +2025-06-25 03:55:07,365 - pyskl - INFO - Epoch [77][1000/3405] lr: 1.216e-02, eta: 1 day, 7:31:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 3.4996, loss: 3.4996 +2025-06-25 03:55:51,851 - pyskl - INFO - Epoch [77][1100/3405] lr: 1.215e-02, eta: 1 day, 7:31:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.4333, loss: 3.4333 +2025-06-25 03:56:36,647 - pyskl - INFO - Epoch [77][1200/3405] lr: 1.215e-02, eta: 1 day, 7:30:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.5033, loss: 3.5033 +2025-06-25 03:57:21,059 - pyskl - INFO - Epoch [77][1300/3405] lr: 1.214e-02, eta: 1 day, 7:29:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.6203, loss: 3.6203 +2025-06-25 03:58:05,533 - pyskl - INFO - Epoch [77][1400/3405] lr: 1.213e-02, eta: 1 day, 7:28:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 3.5527, loss: 3.5527 +2025-06-25 03:58:50,191 - pyskl - INFO - Epoch [77][1500/3405] lr: 1.212e-02, eta: 1 day, 7:28:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 3.3453, loss: 3.3453 +2025-06-25 03:59:34,793 - pyskl - INFO - Epoch [77][1600/3405] lr: 1.212e-02, eta: 1 day, 7:27:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9706, loss_cls: 3.4429, loss: 3.4429 +2025-06-25 04:00:19,413 - pyskl - INFO - Epoch [77][1700/3405] lr: 1.211e-02, eta: 1 day, 7:26:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.4986, loss: 3.4986 +2025-06-25 04:01:03,969 - pyskl - INFO - Epoch [77][1800/3405] lr: 1.210e-02, eta: 1 day, 7:25:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 3.5487, loss: 3.5487 +2025-06-25 04:01:48,602 - pyskl - INFO - Epoch [77][1900/3405] lr: 1.209e-02, eta: 1 day, 7:24:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.4570, loss: 3.4570 +2025-06-25 04:02:33,226 - pyskl - INFO - Epoch [77][2000/3405] lr: 1.208e-02, eta: 1 day, 7:24:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 3.3682, loss: 3.3682 +2025-06-25 04:03:17,822 - pyskl - INFO - Epoch [77][2100/3405] lr: 1.208e-02, eta: 1 day, 7:23:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 3.4101, loss: 3.4101 +2025-06-25 04:04:02,358 - pyskl - INFO - Epoch [77][2200/3405] lr: 1.207e-02, eta: 1 day, 7:22:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.5709, loss: 3.5709 +2025-06-25 04:04:47,093 - pyskl - INFO - Epoch [77][2300/3405] lr: 1.206e-02, eta: 1 day, 7:21:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 3.5405, loss: 3.5405 +2025-06-25 04:05:31,689 - pyskl - INFO - Epoch [77][2400/3405] lr: 1.205e-02, eta: 1 day, 7:21:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9788, loss_cls: 3.5319, loss: 3.5319 +2025-06-25 04:06:16,295 - pyskl - INFO - Epoch [77][2500/3405] lr: 1.205e-02, eta: 1 day, 7:20:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.5227, loss: 3.5227 +2025-06-25 04:07:00,966 - pyskl - INFO - Epoch [77][2600/3405] lr: 1.204e-02, eta: 1 day, 7:19:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.6229, loss: 3.6229 +2025-06-25 04:07:45,550 - pyskl - INFO - Epoch [77][2700/3405] lr: 1.203e-02, eta: 1 day, 7:18:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9812, loss_cls: 3.5096, loss: 3.5096 +2025-06-25 04:08:30,275 - pyskl - INFO - Epoch [77][2800/3405] lr: 1.202e-02, eta: 1 day, 7:18:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 3.5327, loss: 3.5327 +2025-06-25 04:09:14,743 - pyskl - INFO - Epoch [77][2900/3405] lr: 1.202e-02, eta: 1 day, 7:17:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 3.5709, loss: 3.5709 +2025-06-25 04:09:59,211 - pyskl - INFO - Epoch [77][3000/3405] lr: 1.201e-02, eta: 1 day, 7:16:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 3.5811, loss: 3.5811 +2025-06-25 04:10:43,697 - pyskl - INFO - Epoch [77][3100/3405] lr: 1.200e-02, eta: 1 day, 7:15:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9819, loss_cls: 3.4958, loss: 3.4958 +2025-06-25 04:11:28,189 - pyskl - INFO - Epoch [77][3200/3405] lr: 1.199e-02, eta: 1 day, 7:15:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 3.5531, loss: 3.5531 +2025-06-25 04:12:12,783 - pyskl - INFO - Epoch [77][3300/3405] lr: 1.198e-02, eta: 1 day, 7:14:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.4577, loss: 3.4577 +2025-06-25 04:12:57,385 - pyskl - INFO - Epoch [77][3400/3405] lr: 1.198e-02, eta: 1 day, 7:13:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9819, loss_cls: 3.4980, loss: 3.4980 +2025-06-25 04:12:59,963 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-06-25 04:16:58,335 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 04:16:58,964 - pyskl - INFO - +top1_acc 0.7753 +top5_acc 0.9524 +2025-06-25 04:16:58,988 - pyskl - INFO - Epoch(val) [77][3718] top1_acc: 0.7753, top5_acc: 0.9524 +2025-06-25 04:18:06,891 - pyskl - INFO - Epoch [78][100/3405] lr: 1.197e-02, eta: 1 day, 7:13:01, time: 0.679, data_time: 0.232, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.4317, loss: 3.4317 +2025-06-25 04:18:51,629 - pyskl - INFO - Epoch [78][200/3405] lr: 1.196e-02, eta: 1 day, 7:12:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 3.4004, loss: 3.4004 +2025-06-25 04:19:36,066 - pyskl - INFO - Epoch [78][300/3405] lr: 1.195e-02, eta: 1 day, 7:11:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.4690, loss: 3.4690 +2025-06-25 04:20:20,505 - pyskl - INFO - Epoch [78][400/3405] lr: 1.195e-02, eta: 1 day, 7:10:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9869, loss_cls: 3.3329, loss: 3.3329 +2025-06-25 04:21:04,954 - pyskl - INFO - Epoch [78][500/3405] lr: 1.194e-02, eta: 1 day, 7:09:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.4213, loss: 3.4213 +2025-06-25 04:21:49,420 - pyskl - INFO - Epoch [78][600/3405] lr: 1.193e-02, eta: 1 day, 7:09:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 3.4254, loss: 3.4254 +2025-06-25 04:22:33,857 - pyskl - INFO - Epoch [78][700/3405] lr: 1.192e-02, eta: 1 day, 7:08:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 3.4041, loss: 3.4041 +2025-06-25 04:23:18,402 - pyskl - INFO - Epoch [78][800/3405] lr: 1.192e-02, eta: 1 day, 7:07:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9856, loss_cls: 3.2863, loss: 3.2863 +2025-06-25 04:24:02,906 - pyskl - INFO - Epoch [78][900/3405] lr: 1.191e-02, eta: 1 day, 7:06:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.4376, loss: 3.4376 +2025-06-25 04:24:47,514 - pyskl - INFO - Epoch [78][1000/3405] lr: 1.190e-02, eta: 1 day, 7:06:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.3729, loss: 3.3729 +2025-06-25 04:25:32,082 - pyskl - INFO - Epoch [78][1100/3405] lr: 1.189e-02, eta: 1 day, 7:05:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 3.4389, loss: 3.4389 +2025-06-25 04:26:16,639 - pyskl - INFO - Epoch [78][1200/3405] lr: 1.188e-02, eta: 1 day, 7:04:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.5752, loss: 3.5752 +2025-06-25 04:27:01,062 - pyskl - INFO - Epoch [78][1300/3405] lr: 1.188e-02, eta: 1 day, 7:03:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9731, loss_cls: 3.4227, loss: 3.4227 +2025-06-25 04:27:45,514 - pyskl - INFO - Epoch [78][1400/3405] lr: 1.187e-02, eta: 1 day, 7:03:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9862, loss_cls: 3.4517, loss: 3.4517 +2025-06-25 04:28:29,910 - pyskl - INFO - Epoch [78][1500/3405] lr: 1.186e-02, eta: 1 day, 7:02:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 3.4324, loss: 3.4324 +2025-06-25 04:29:14,376 - pyskl - INFO - Epoch [78][1600/3405] lr: 1.185e-02, eta: 1 day, 7:01:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.4431, loss: 3.4431 +2025-06-25 04:29:58,798 - pyskl - INFO - Epoch [78][1700/3405] lr: 1.185e-02, eta: 1 day, 7:00:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 3.4865, loss: 3.4865 +2025-06-25 04:30:43,240 - pyskl - INFO - Epoch [78][1800/3405] lr: 1.184e-02, eta: 1 day, 7:00:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 3.5017, loss: 3.5017 +2025-06-25 04:31:27,790 - pyskl - INFO - Epoch [78][1900/3405] lr: 1.183e-02, eta: 1 day, 6:59:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.5213, loss: 3.5213 +2025-06-25 04:32:12,326 - pyskl - INFO - Epoch [78][2000/3405] lr: 1.182e-02, eta: 1 day, 6:58:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 3.4073, loss: 3.4073 +2025-06-25 04:32:56,926 - pyskl - INFO - Epoch [78][2100/3405] lr: 1.182e-02, eta: 1 day, 6:57:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.6058, loss: 3.6058 +2025-06-25 04:33:41,490 - pyskl - INFO - Epoch [78][2200/3405] lr: 1.181e-02, eta: 1 day, 6:56:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 3.5635, loss: 3.5635 +2025-06-25 04:34:25,977 - pyskl - INFO - Epoch [78][2300/3405] lr: 1.180e-02, eta: 1 day, 6:56:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 3.4087, loss: 3.4087 +2025-06-25 04:35:10,590 - pyskl - INFO - Epoch [78][2400/3405] lr: 1.179e-02, eta: 1 day, 6:55:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.4844, loss: 3.4844 +2025-06-25 04:35:55,085 - pyskl - INFO - Epoch [78][2500/3405] lr: 1.178e-02, eta: 1 day, 6:54:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 3.5164, loss: 3.5164 +2025-06-25 04:36:39,489 - pyskl - INFO - Epoch [78][2600/3405] lr: 1.178e-02, eta: 1 day, 6:53:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 3.5978, loss: 3.5978 +2025-06-25 04:37:24,007 - pyskl - INFO - Epoch [78][2700/3405] lr: 1.177e-02, eta: 1 day, 6:53:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 3.5851, loss: 3.5851 +2025-06-25 04:38:08,525 - pyskl - INFO - Epoch [78][2800/3405] lr: 1.176e-02, eta: 1 day, 6:52:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.4161, loss: 3.4161 +2025-06-25 04:38:53,033 - pyskl - INFO - Epoch [78][2900/3405] lr: 1.175e-02, eta: 1 day, 6:51:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 3.5191, loss: 3.5191 +2025-06-25 04:39:37,667 - pyskl - INFO - Epoch [78][3000/3405] lr: 1.175e-02, eta: 1 day, 6:50:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 3.5683, loss: 3.5683 +2025-06-25 04:40:22,334 - pyskl - INFO - Epoch [78][3100/3405] lr: 1.174e-02, eta: 1 day, 6:50:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9706, loss_cls: 3.5290, loss: 3.5290 +2025-06-25 04:41:06,871 - pyskl - INFO - Epoch [78][3200/3405] lr: 1.173e-02, eta: 1 day, 6:49:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 3.5950, loss: 3.5950 +2025-06-25 04:41:51,289 - pyskl - INFO - Epoch [78][3300/3405] lr: 1.172e-02, eta: 1 day, 6:48:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9712, loss_cls: 3.4963, loss: 3.4963 +2025-06-25 04:42:35,913 - pyskl - INFO - Epoch [78][3400/3405] lr: 1.172e-02, eta: 1 day, 6:47:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.4416, loss: 3.4416 +2025-06-25 04:42:38,450 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-06-25 04:46:37,108 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 04:46:37,775 - pyskl - INFO - +top1_acc 0.7696 +top5_acc 0.9503 +2025-06-25 04:46:37,798 - pyskl - INFO - Epoch(val) [78][3718] top1_acc: 0.7696, top5_acc: 0.9503 +2025-06-25 04:47:45,956 - pyskl - INFO - Epoch [79][100/3405] lr: 1.171e-02, eta: 1 day, 6:47:18, time: 0.682, data_time: 0.237, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9762, loss_cls: 3.3333, loss: 3.3333 +2025-06-25 04:48:30,481 - pyskl - INFO - Epoch [79][200/3405] lr: 1.170e-02, eta: 1 day, 6:46:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 3.3453, loss: 3.3453 +2025-06-25 04:49:15,026 - pyskl - INFO - Epoch [79][300/3405] lr: 1.169e-02, eta: 1 day, 6:45:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 3.3651, loss: 3.3651 +2025-06-25 04:49:59,614 - pyskl - INFO - Epoch [79][400/3405] lr: 1.168e-02, eta: 1 day, 6:45:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 3.5264, loss: 3.5264 +2025-06-25 04:50:44,158 - pyskl - INFO - Epoch [79][500/3405] lr: 1.168e-02, eta: 1 day, 6:44:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 3.3261, loss: 3.3261 +2025-06-25 04:51:28,738 - pyskl - INFO - Epoch [79][600/3405] lr: 1.167e-02, eta: 1 day, 6:43:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 3.2898, loss: 3.2898 +2025-06-25 04:52:13,236 - pyskl - INFO - Epoch [79][700/3405] lr: 1.166e-02, eta: 1 day, 6:42:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 3.3325, loss: 3.3325 +2025-06-25 04:52:57,726 - pyskl - INFO - Epoch [79][800/3405] lr: 1.165e-02, eta: 1 day, 6:41:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 3.2980, loss: 3.2980 +2025-06-25 04:53:42,215 - pyskl - INFO - Epoch [79][900/3405] lr: 1.165e-02, eta: 1 day, 6:41:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.3942, loss: 3.3942 +2025-06-25 04:54:26,692 - pyskl - INFO - Epoch [79][1000/3405] lr: 1.164e-02, eta: 1 day, 6:40:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 3.4402, loss: 3.4402 +2025-06-25 04:55:11,261 - pyskl - INFO - Epoch [79][1100/3405] lr: 1.163e-02, eta: 1 day, 6:39:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 3.4977, loss: 3.4977 +2025-06-25 04:55:55,916 - pyskl - INFO - Epoch [79][1200/3405] lr: 1.162e-02, eta: 1 day, 6:38:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.3482, loss: 3.3482 +2025-06-25 04:56:40,439 - pyskl - INFO - Epoch [79][1300/3405] lr: 1.162e-02, eta: 1 day, 6:38:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 3.3726, loss: 3.3726 +2025-06-25 04:57:24,992 - pyskl - INFO - Epoch [79][1400/3405] lr: 1.161e-02, eta: 1 day, 6:37:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9694, loss_cls: 3.4873, loss: 3.4873 +2025-06-25 04:58:09,590 - pyskl - INFO - Epoch [79][1500/3405] lr: 1.160e-02, eta: 1 day, 6:36:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.5714, loss: 3.5714 +2025-06-25 04:58:54,164 - pyskl - INFO - Epoch [79][1600/3405] lr: 1.159e-02, eta: 1 day, 6:35:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 3.4753, loss: 3.4753 +2025-06-25 04:59:38,680 - pyskl - INFO - Epoch [79][1700/3405] lr: 1.158e-02, eta: 1 day, 6:35:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9831, loss_cls: 3.3748, loss: 3.3748 +2025-06-25 05:00:23,292 - pyskl - INFO - Epoch [79][1800/3405] lr: 1.158e-02, eta: 1 day, 6:34:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9700, loss_cls: 3.4437, loss: 3.4437 +2025-06-25 05:01:07,862 - pyskl - INFO - Epoch [79][1900/3405] lr: 1.157e-02, eta: 1 day, 6:33:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.5211, loss: 3.5211 +2025-06-25 05:01:52,389 - pyskl - INFO - Epoch [79][2000/3405] lr: 1.156e-02, eta: 1 day, 6:32:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 3.4044, loss: 3.4044 +2025-06-25 05:02:37,032 - pyskl - INFO - Epoch [79][2100/3405] lr: 1.155e-02, eta: 1 day, 6:32:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9681, loss_cls: 3.4595, loss: 3.4595 +2025-06-25 05:03:21,482 - pyskl - INFO - Epoch [79][2200/3405] lr: 1.155e-02, eta: 1 day, 6:31:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.5256, loss: 3.5256 +2025-06-25 05:04:05,866 - pyskl - INFO - Epoch [79][2300/3405] lr: 1.154e-02, eta: 1 day, 6:30:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 3.2964, loss: 3.2964 +2025-06-25 05:04:50,470 - pyskl - INFO - Epoch [79][2400/3405] lr: 1.153e-02, eta: 1 day, 6:29:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 3.4013, loss: 3.4013 +2025-06-25 05:05:35,085 - pyskl - INFO - Epoch [79][2500/3405] lr: 1.152e-02, eta: 1 day, 6:28:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 3.4184, loss: 3.4184 +2025-06-25 05:06:19,527 - pyskl - INFO - Epoch [79][2600/3405] lr: 1.152e-02, eta: 1 day, 6:28:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.4203, loss: 3.4203 +2025-06-25 05:07:04,046 - pyskl - INFO - Epoch [79][2700/3405] lr: 1.151e-02, eta: 1 day, 6:27:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.4824, loss: 3.4824 +2025-06-25 05:07:48,601 - pyskl - INFO - Epoch [79][2800/3405] lr: 1.150e-02, eta: 1 day, 6:26:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.5192, loss: 3.5192 +2025-06-25 05:08:33,158 - pyskl - INFO - Epoch [79][2900/3405] lr: 1.149e-02, eta: 1 day, 6:25:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 3.4896, loss: 3.4896 +2025-06-25 05:09:18,011 - pyskl - INFO - Epoch [79][3000/3405] lr: 1.149e-02, eta: 1 day, 6:25:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.4995, loss: 3.4995 +2025-06-25 05:10:02,627 - pyskl - INFO - Epoch [79][3100/3405] lr: 1.148e-02, eta: 1 day, 6:24:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 3.3730, loss: 3.3730 +2025-06-25 05:10:47,265 - pyskl - INFO - Epoch [79][3200/3405] lr: 1.147e-02, eta: 1 day, 6:23:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 3.5211, loss: 3.5211 +2025-06-25 05:11:31,909 - pyskl - INFO - Epoch [79][3300/3405] lr: 1.146e-02, eta: 1 day, 6:22:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9706, loss_cls: 3.4753, loss: 3.4753 +2025-06-25 05:12:16,488 - pyskl - INFO - Epoch [79][3400/3405] lr: 1.145e-02, eta: 1 day, 6:22:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 3.4381, loss: 3.4381 +2025-06-25 05:12:19,080 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-06-25 05:16:19,349 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 05:16:20,004 - pyskl - INFO - +top1_acc 0.7791 +top5_acc 0.9539 +2025-06-25 05:16:20,060 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_73.pth was removed +2025-06-25 05:16:21,143 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. +2025-06-25 05:16:21,144 - pyskl - INFO - Best top1_acc is 0.7791 at 79 epoch. +2025-06-25 05:16:21,168 - pyskl - INFO - Epoch(val) [79][3718] top1_acc: 0.7791, top5_acc: 0.9539 +2025-06-25 05:17:28,700 - pyskl - INFO - Epoch [80][100/3405] lr: 1.145e-02, eta: 1 day, 6:21:36, time: 0.675, data_time: 0.228, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 3.4164, loss: 3.4164 +2025-06-25 05:18:13,361 - pyskl - INFO - Epoch [80][200/3405] lr: 1.144e-02, eta: 1 day, 6:20:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9850, loss_cls: 3.3081, loss: 3.3081 +2025-06-25 05:18:57,956 - pyskl - INFO - Epoch [80][300/3405] lr: 1.143e-02, eta: 1 day, 6:20:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 3.3501, loss: 3.3501 +2025-06-25 05:19:42,715 - pyskl - INFO - Epoch [80][400/3405] lr: 1.142e-02, eta: 1 day, 6:19:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 3.3263, loss: 3.3263 +2025-06-25 05:20:27,368 - pyskl - INFO - Epoch [80][500/3405] lr: 1.142e-02, eta: 1 day, 6:18:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9831, loss_cls: 3.4520, loss: 3.4520 +2025-06-25 05:21:11,994 - pyskl - INFO - Epoch [80][600/3405] lr: 1.141e-02, eta: 1 day, 6:17:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 3.3731, loss: 3.3731 +2025-06-25 05:21:56,589 - pyskl - INFO - Epoch [80][700/3405] lr: 1.140e-02, eta: 1 day, 6:17:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.4394, loss: 3.4394 +2025-06-25 05:22:41,206 - pyskl - INFO - Epoch [80][800/3405] lr: 1.139e-02, eta: 1 day, 6:16:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9719, loss_cls: 3.4548, loss: 3.4548 +2025-06-25 05:23:25,656 - pyskl - INFO - Epoch [80][900/3405] lr: 1.139e-02, eta: 1 day, 6:15:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 3.4271, loss: 3.4271 +2025-06-25 05:24:10,140 - pyskl - INFO - Epoch [80][1000/3405] lr: 1.138e-02, eta: 1 day, 6:14:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 3.3922, loss: 3.3922 +2025-06-25 05:24:54,658 - pyskl - INFO - Epoch [80][1100/3405] lr: 1.137e-02, eta: 1 day, 6:13:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 3.4079, loss: 3.4079 +2025-06-25 05:25:39,241 - pyskl - INFO - Epoch [80][1200/3405] lr: 1.136e-02, eta: 1 day, 6:13:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 3.4744, loss: 3.4744 +2025-06-25 05:26:23,746 - pyskl - INFO - Epoch [80][1300/3405] lr: 1.135e-02, eta: 1 day, 6:12:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 3.4585, loss: 3.4585 +2025-06-25 05:27:08,338 - pyskl - INFO - Epoch [80][1400/3405] lr: 1.135e-02, eta: 1 day, 6:11:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 3.3107, loss: 3.3107 +2025-06-25 05:27:53,235 - pyskl - INFO - Epoch [80][1500/3405] lr: 1.134e-02, eta: 1 day, 6:10:55, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.4540, loss: 3.4540 +2025-06-25 05:28:38,126 - pyskl - INFO - Epoch [80][1600/3405] lr: 1.133e-02, eta: 1 day, 6:10:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.4355, loss: 3.4355 +2025-06-25 05:29:22,851 - pyskl - INFO - Epoch [80][1700/3405] lr: 1.132e-02, eta: 1 day, 6:09:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 3.4602, loss: 3.4602 +2025-06-25 05:30:07,267 - pyskl - INFO - Epoch [80][1800/3405] lr: 1.132e-02, eta: 1 day, 6:08:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 3.3786, loss: 3.3786 +2025-06-25 05:30:51,934 - pyskl - INFO - Epoch [80][1900/3405] lr: 1.131e-02, eta: 1 day, 6:07:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.5029, loss: 3.5029 +2025-06-25 05:31:36,432 - pyskl - INFO - Epoch [80][2000/3405] lr: 1.130e-02, eta: 1 day, 6:07:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 3.5065, loss: 3.5065 +2025-06-25 05:32:20,963 - pyskl - INFO - Epoch [80][2100/3405] lr: 1.129e-02, eta: 1 day, 6:06:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 3.4220, loss: 3.4220 +2025-06-25 05:33:05,476 - pyskl - INFO - Epoch [80][2200/3405] lr: 1.129e-02, eta: 1 day, 6:05:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.5669, loss: 3.5669 +2025-06-25 05:33:49,910 - pyskl - INFO - Epoch [80][2300/3405] lr: 1.128e-02, eta: 1 day, 6:04:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 3.4685, loss: 3.4685 +2025-06-25 05:34:34,463 - pyskl - INFO - Epoch [80][2400/3405] lr: 1.127e-02, eta: 1 day, 6:04:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.4421, loss: 3.4421 +2025-06-25 05:35:18,980 - pyskl - INFO - Epoch [80][2500/3405] lr: 1.126e-02, eta: 1 day, 6:03:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 3.5164, loss: 3.5164 +2025-06-25 05:36:03,518 - pyskl - INFO - Epoch [80][2600/3405] lr: 1.126e-02, eta: 1 day, 6:02:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 3.4394, loss: 3.4394 +2025-06-25 05:36:48,145 - pyskl - INFO - Epoch [80][2700/3405] lr: 1.125e-02, eta: 1 day, 6:01:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 3.3864, loss: 3.3864 +2025-06-25 05:37:32,794 - pyskl - INFO - Epoch [80][2800/3405] lr: 1.124e-02, eta: 1 day, 6:01:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.4674, loss: 3.4674 +2025-06-25 05:38:17,465 - pyskl - INFO - Epoch [80][2900/3405] lr: 1.123e-02, eta: 1 day, 6:00:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 3.4924, loss: 3.4924 +2025-06-25 05:39:02,128 - pyskl - INFO - Epoch [80][3000/3405] lr: 1.122e-02, eta: 1 day, 5:59:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.4191, loss: 3.4191 +2025-06-25 05:39:46,685 - pyskl - INFO - Epoch [80][3100/3405] lr: 1.122e-02, eta: 1 day, 5:58:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 3.4497, loss: 3.4497 +2025-06-25 05:40:31,367 - pyskl - INFO - Epoch [80][3200/3405] lr: 1.121e-02, eta: 1 day, 5:57:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 3.3042, loss: 3.3042 +2025-06-25 05:41:16,046 - pyskl - INFO - Epoch [80][3300/3405] lr: 1.120e-02, eta: 1 day, 5:57:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 3.3703, loss: 3.3703 +2025-06-25 05:42:00,883 - pyskl - INFO - Epoch [80][3400/3405] lr: 1.119e-02, eta: 1 day, 5:56:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 3.4462, loss: 3.4462 +2025-06-25 05:42:03,677 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-06-25 06:01:04,473 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 06:01:05,035 - pyskl - INFO - +top1_acc 0.7689 +top5_acc 0.9529 +2025-06-25 06:01:05,057 - pyskl - INFO - Epoch(val) [80][3718] top1_acc: 0.7689, top5_acc: 0.9529 +2025-06-25 06:02:13,116 - pyskl - INFO - Epoch [81][100/3405] lr: 1.119e-02, eta: 1 day, 5:55:56, time: 0.681, data_time: 0.230, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 3.3547, loss: 3.3547 +2025-06-25 06:02:57,995 - pyskl - INFO - Epoch [81][200/3405] lr: 1.118e-02, eta: 1 day, 5:55:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 3.2132, loss: 3.2132 +2025-06-25 06:03:42,827 - pyskl - INFO - Epoch [81][300/3405] lr: 1.117e-02, eta: 1 day, 5:54:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 3.3735, loss: 3.3735 +2025-06-25 06:04:27,454 - pyskl - INFO - Epoch [81][400/3405] lr: 1.116e-02, eta: 1 day, 5:53:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 3.2440, loss: 3.2440 +2025-06-25 06:05:12,185 - pyskl - INFO - Epoch [81][500/3405] lr: 1.116e-02, eta: 1 day, 5:52:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 3.3979, loss: 3.3979 +2025-06-25 06:05:57,003 - pyskl - INFO - Epoch [81][600/3405] lr: 1.115e-02, eta: 1 day, 5:52:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 3.3232, loss: 3.3232 +2025-06-25 06:06:41,763 - pyskl - INFO - Epoch [81][700/3405] lr: 1.114e-02, eta: 1 day, 5:51:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 3.3574, loss: 3.3574 +2025-06-25 06:07:26,531 - pyskl - INFO - Epoch [81][800/3405] lr: 1.113e-02, eta: 1 day, 5:50:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 3.4038, loss: 3.4038 +2025-06-25 06:08:11,258 - pyskl - INFO - Epoch [81][900/3405] lr: 1.112e-02, eta: 1 day, 5:49:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 3.4164, loss: 3.4164 +2025-06-25 06:08:55,934 - pyskl - INFO - Epoch [81][1000/3405] lr: 1.112e-02, eta: 1 day, 5:49:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 3.4021, loss: 3.4021 +2025-06-25 06:09:40,661 - pyskl - INFO - Epoch [81][1100/3405] lr: 1.111e-02, eta: 1 day, 5:48:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.4375, loss: 3.4375 +2025-06-25 06:10:25,234 - pyskl - INFO - Epoch [81][1200/3405] lr: 1.110e-02, eta: 1 day, 5:47:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 3.2585, loss: 3.2585 +2025-06-25 06:11:09,788 - pyskl - INFO - Epoch [81][1300/3405] lr: 1.109e-02, eta: 1 day, 5:46:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.3338, loss: 3.3338 +2025-06-25 06:11:54,564 - pyskl - INFO - Epoch [81][1400/3405] lr: 1.109e-02, eta: 1 day, 5:46:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 3.4791, loss: 3.4791 +2025-06-25 06:12:39,158 - pyskl - INFO - Epoch [81][1500/3405] lr: 1.108e-02, eta: 1 day, 5:45:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 3.5084, loss: 3.5084 +2025-06-25 06:13:23,721 - pyskl - INFO - Epoch [81][1600/3405] lr: 1.107e-02, eta: 1 day, 5:44:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 3.2285, loss: 3.2285 +2025-06-25 06:14:08,288 - pyskl - INFO - Epoch [81][1700/3405] lr: 1.106e-02, eta: 1 day, 5:43:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 3.4431, loss: 3.4431 +2025-06-25 06:14:52,981 - pyskl - INFO - Epoch [81][1800/3405] lr: 1.106e-02, eta: 1 day, 5:43:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 3.3470, loss: 3.3470 +2025-06-25 06:15:37,672 - pyskl - INFO - Epoch [81][1900/3405] lr: 1.105e-02, eta: 1 day, 5:42:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 3.4567, loss: 3.4567 +2025-06-25 06:16:22,310 - pyskl - INFO - Epoch [81][2000/3405] lr: 1.104e-02, eta: 1 day, 5:41:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 3.5071, loss: 3.5071 +2025-06-25 06:17:07,035 - pyskl - INFO - Epoch [81][2100/3405] lr: 1.103e-02, eta: 1 day, 5:40:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 3.4739, loss: 3.4739 +2025-06-25 06:17:51,866 - pyskl - INFO - Epoch [81][2200/3405] lr: 1.103e-02, eta: 1 day, 5:39:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 3.3082, loss: 3.3082 +2025-06-25 06:18:36,661 - pyskl - INFO - Epoch [81][2300/3405] lr: 1.102e-02, eta: 1 day, 5:39:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9869, loss_cls: 3.3503, loss: 3.3503 +2025-06-25 06:19:21,419 - pyskl - INFO - Epoch [81][2400/3405] lr: 1.101e-02, eta: 1 day, 5:38:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 3.3882, loss: 3.3882 +2025-06-25 06:20:06,234 - pyskl - INFO - Epoch [81][2500/3405] lr: 1.100e-02, eta: 1 day, 5:37:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9831, loss_cls: 3.4700, loss: 3.4700 +2025-06-25 06:20:50,908 - pyskl - INFO - Epoch [81][2600/3405] lr: 1.099e-02, eta: 1 day, 5:36:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 3.5431, loss: 3.5431 +2025-06-25 06:21:35,691 - pyskl - INFO - Epoch [81][2700/3405] lr: 1.099e-02, eta: 1 day, 5:36:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.4202, loss: 3.4202 +2025-06-25 06:22:20,362 - pyskl - INFO - Epoch [81][2800/3405] lr: 1.098e-02, eta: 1 day, 5:35:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9850, loss_cls: 3.3908, loss: 3.3908 +2025-06-25 06:23:05,046 - pyskl - INFO - Epoch [81][2900/3405] lr: 1.097e-02, eta: 1 day, 5:34:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 3.4489, loss: 3.4489 +2025-06-25 06:23:49,670 - pyskl - INFO - Epoch [81][3000/3405] lr: 1.096e-02, eta: 1 day, 5:33:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.4367, loss: 3.4367 +2025-06-25 06:24:34,133 - pyskl - INFO - Epoch [81][3100/3405] lr: 1.096e-02, eta: 1 day, 5:33:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 3.5820, loss: 3.5820 +2025-06-25 06:25:18,649 - pyskl - INFO - Epoch [81][3200/3405] lr: 1.095e-02, eta: 1 day, 5:32:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 3.5233, loss: 3.5233 +2025-06-25 06:26:03,303 - pyskl - INFO - Epoch [81][3300/3405] lr: 1.094e-02, eta: 1 day, 5:31:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 3.4198, loss: 3.4198 +2025-06-25 06:26:48,001 - pyskl - INFO - Epoch [81][3400/3405] lr: 1.093e-02, eta: 1 day, 5:30:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.4857, loss: 3.4857 +2025-06-25 06:26:50,656 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-06-25 06:30:49,169 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 06:30:49,838 - pyskl - INFO - +top1_acc 0.7899 +top5_acc 0.9576 +2025-06-25 06:30:49,894 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_79.pth was removed +2025-06-25 06:30:50,963 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_81.pth. +2025-06-25 06:30:50,965 - pyskl - INFO - Best top1_acc is 0.7899 at 81 epoch. +2025-06-25 06:30:50,985 - pyskl - INFO - Epoch(val) [81][3718] top1_acc: 0.7899, top5_acc: 0.9576 +2025-06-25 06:31:58,969 - pyskl - INFO - Epoch [82][100/3405] lr: 1.093e-02, eta: 1 day, 5:30:19, time: 0.680, data_time: 0.232, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 3.3367, loss: 3.3367 +2025-06-25 06:32:43,714 - pyskl - INFO - Epoch [82][200/3405] lr: 1.092e-02, eta: 1 day, 5:29:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9744, loss_cls: 3.4287, loss: 3.4287 +2025-06-25 06:33:28,371 - pyskl - INFO - Epoch [82][300/3405] lr: 1.091e-02, eta: 1 day, 5:28:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 3.1644, loss: 3.1644 +2025-06-25 06:34:12,871 - pyskl - INFO - Epoch [82][400/3405] lr: 1.090e-02, eta: 1 day, 5:28:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 3.3348, loss: 3.3348 +2025-06-25 06:34:57,353 - pyskl - INFO - Epoch [82][500/3405] lr: 1.090e-02, eta: 1 day, 5:27:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 3.2767, loss: 3.2767 +2025-06-25 06:35:42,153 - pyskl - INFO - Epoch [82][600/3405] lr: 1.089e-02, eta: 1 day, 5:26:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 3.2511, loss: 3.2511 +2025-06-25 06:36:26,714 - pyskl - INFO - Epoch [82][700/3405] lr: 1.088e-02, eta: 1 day, 5:25:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 3.4197, loss: 3.4197 +2025-06-25 06:37:11,172 - pyskl - INFO - Epoch [82][800/3405] lr: 1.087e-02, eta: 1 day, 5:24:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 3.3089, loss: 3.3089 +2025-06-25 06:37:55,574 - pyskl - INFO - Epoch [82][900/3405] lr: 1.086e-02, eta: 1 day, 5:24:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 3.3204, loss: 3.3204 +2025-06-25 06:38:40,119 - pyskl - INFO - Epoch [82][1000/3405] lr: 1.086e-02, eta: 1 day, 5:23:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9775, loss_cls: 3.3862, loss: 3.3862 +2025-06-25 06:39:24,810 - pyskl - INFO - Epoch [82][1100/3405] lr: 1.085e-02, eta: 1 day, 5:22:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9881, loss_cls: 3.4495, loss: 3.4495 +2025-06-25 06:40:09,383 - pyskl - INFO - Epoch [82][1200/3405] lr: 1.084e-02, eta: 1 day, 5:21:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 3.3879, loss: 3.3879 +2025-06-25 06:40:53,959 - pyskl - INFO - Epoch [82][1300/3405] lr: 1.083e-02, eta: 1 day, 5:21:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 3.3441, loss: 3.3441 +2025-06-25 06:41:38,638 - pyskl - INFO - Epoch [82][1400/3405] lr: 1.083e-02, eta: 1 day, 5:20:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 3.3225, loss: 3.3225 +2025-06-25 06:42:23,260 - pyskl - INFO - Epoch [82][1500/3405] lr: 1.082e-02, eta: 1 day, 5:19:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.4698, loss: 3.4698 +2025-06-25 06:43:07,975 - pyskl - INFO - Epoch [82][1600/3405] lr: 1.081e-02, eta: 1 day, 5:18:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9700, loss_cls: 3.4141, loss: 3.4141 +2025-06-25 06:43:52,623 - pyskl - INFO - Epoch [82][1700/3405] lr: 1.080e-02, eta: 1 day, 5:18:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 3.3804, loss: 3.3804 +2025-06-25 06:44:37,229 - pyskl - INFO - Epoch [82][1800/3405] lr: 1.080e-02, eta: 1 day, 5:17:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 3.4635, loss: 3.4635 +2025-06-25 06:45:21,698 - pyskl - INFO - Epoch [82][1900/3405] lr: 1.079e-02, eta: 1 day, 5:16:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 3.4245, loss: 3.4245 +2025-06-25 06:46:06,095 - pyskl - INFO - Epoch [82][2000/3405] lr: 1.078e-02, eta: 1 day, 5:15:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.2657, loss: 3.2657 +2025-06-25 06:46:50,566 - pyskl - INFO - Epoch [82][2100/3405] lr: 1.077e-02, eta: 1 day, 5:15:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 3.3367, loss: 3.3367 +2025-06-25 06:47:34,980 - pyskl - INFO - Epoch [82][2200/3405] lr: 1.077e-02, eta: 1 day, 5:14:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9838, loss_cls: 3.4288, loss: 3.4288 +2025-06-25 06:48:19,564 - pyskl - INFO - Epoch [82][2300/3405] lr: 1.076e-02, eta: 1 day, 5:13:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9694, loss_cls: 3.5250, loss: 3.5250 +2025-06-25 06:49:04,426 - pyskl - INFO - Epoch [82][2400/3405] lr: 1.075e-02, eta: 1 day, 5:12:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9663, loss_cls: 3.5542, loss: 3.5542 +2025-06-25 06:49:49,127 - pyskl - INFO - Epoch [82][2500/3405] lr: 1.074e-02, eta: 1 day, 5:12:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 3.4113, loss: 3.4113 +2025-06-25 06:50:33,628 - pyskl - INFO - Epoch [82][2600/3405] lr: 1.074e-02, eta: 1 day, 5:11:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 3.3015, loss: 3.3015 +2025-06-25 06:51:18,151 - pyskl - INFO - Epoch [82][2700/3405] lr: 1.073e-02, eta: 1 day, 5:10:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 3.3713, loss: 3.3713 +2025-06-25 06:52:02,626 - pyskl - INFO - Epoch [82][2800/3405] lr: 1.072e-02, eta: 1 day, 5:09:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 3.3060, loss: 3.3060 +2025-06-25 06:52:47,136 - pyskl - INFO - Epoch [82][2900/3405] lr: 1.071e-02, eta: 1 day, 5:08:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 3.4592, loss: 3.4592 +2025-06-25 06:53:31,625 - pyskl - INFO - Epoch [82][3000/3405] lr: 1.070e-02, eta: 1 day, 5:08:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 3.5130, loss: 3.5130 +2025-06-25 06:54:16,140 - pyskl - INFO - Epoch [82][3100/3405] lr: 1.070e-02, eta: 1 day, 5:07:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 3.4506, loss: 3.4506 +2025-06-25 06:55:00,641 - pyskl - INFO - Epoch [82][3200/3405] lr: 1.069e-02, eta: 1 day, 5:06:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.3248, loss: 3.3248 +2025-06-25 06:55:45,375 - pyskl - INFO - Epoch [82][3300/3405] lr: 1.068e-02, eta: 1 day, 5:05:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 3.4585, loss: 3.4585 +2025-06-25 06:56:30,062 - pyskl - INFO - Epoch [82][3400/3405] lr: 1.067e-02, eta: 1 day, 5:05:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.4083, loss: 3.4083 +2025-06-25 06:56:32,716 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-06-25 07:00:32,401 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 07:00:32,959 - pyskl - INFO - +top1_acc 0.7789 +top5_acc 0.9530 +2025-06-25 07:00:32,982 - pyskl - INFO - Epoch(val) [82][3718] top1_acc: 0.7789, top5_acc: 0.9530 +2025-06-25 07:01:40,851 - pyskl - INFO - Epoch [83][100/3405] lr: 1.067e-02, eta: 1 day, 5:04:38, time: 0.679, data_time: 0.232, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 3.2304, loss: 3.2304 +2025-06-25 07:02:25,549 - pyskl - INFO - Epoch [83][200/3405] lr: 1.066e-02, eta: 1 day, 5:03:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 3.2779, loss: 3.2779 +2025-06-25 07:03:10,141 - pyskl - INFO - Epoch [83][300/3405] lr: 1.065e-02, eta: 1 day, 5:03:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9788, loss_cls: 3.1702, loss: 3.1702 +2025-06-25 07:03:54,782 - pyskl - INFO - Epoch [83][400/3405] lr: 1.064e-02, eta: 1 day, 5:02:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 3.2252, loss: 3.2252 +2025-06-25 07:04:39,628 - pyskl - INFO - Epoch [83][500/3405] lr: 1.064e-02, eta: 1 day, 5:01:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 3.3720, loss: 3.3720 +2025-06-25 07:05:24,506 - pyskl - INFO - Epoch [83][600/3405] lr: 1.063e-02, eta: 1 day, 5:00:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 3.2183, loss: 3.2183 +2025-06-25 07:06:09,218 - pyskl - INFO - Epoch [83][700/3405] lr: 1.062e-02, eta: 1 day, 5:00:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 3.4059, loss: 3.4059 +2025-06-25 07:06:53,993 - pyskl - INFO - Epoch [83][800/3405] lr: 1.061e-02, eta: 1 day, 4:59:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 3.2468, loss: 3.2468 +2025-06-25 07:07:38,520 - pyskl - INFO - Epoch [83][900/3405] lr: 1.061e-02, eta: 1 day, 4:58:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 3.2911, loss: 3.2911 +2025-06-25 07:08:23,223 - pyskl - INFO - Epoch [83][1000/3405] lr: 1.060e-02, eta: 1 day, 4:57:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.3872, loss: 3.3872 +2025-06-25 07:09:07,772 - pyskl - INFO - Epoch [83][1100/3405] lr: 1.059e-02, eta: 1 day, 4:57:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 3.3371, loss: 3.3371 +2025-06-25 07:09:52,440 - pyskl - INFO - Epoch [83][1200/3405] lr: 1.058e-02, eta: 1 day, 4:56:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 3.3020, loss: 3.3020 +2025-06-25 07:10:37,030 - pyskl - INFO - Epoch [83][1300/3405] lr: 1.058e-02, eta: 1 day, 4:55:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 3.3315, loss: 3.3315 +2025-06-25 07:11:21,694 - pyskl - INFO - Epoch [83][1400/3405] lr: 1.057e-02, eta: 1 day, 4:54:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9819, loss_cls: 3.4227, loss: 3.4227 +2025-06-25 07:12:06,327 - pyskl - INFO - Epoch [83][1500/3405] lr: 1.056e-02, eta: 1 day, 4:53:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 3.5312, loss: 3.5312 +2025-06-25 07:12:50,967 - pyskl - INFO - Epoch [83][1600/3405] lr: 1.055e-02, eta: 1 day, 4:53:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.4077, loss: 3.4077 +2025-06-25 07:13:35,563 - pyskl - INFO - Epoch [83][1700/3405] lr: 1.054e-02, eta: 1 day, 4:52:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9844, loss_cls: 3.3176, loss: 3.3176 +2025-06-25 07:14:20,178 - pyskl - INFO - Epoch [83][1800/3405] lr: 1.054e-02, eta: 1 day, 4:51:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 3.4760, loss: 3.4760 +2025-06-25 07:15:04,905 - pyskl - INFO - Epoch [83][1900/3405] lr: 1.053e-02, eta: 1 day, 4:50:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 3.4666, loss: 3.4666 +2025-06-25 07:15:49,571 - pyskl - INFO - Epoch [83][2000/3405] lr: 1.052e-02, eta: 1 day, 4:50:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 3.3415, loss: 3.3415 +2025-06-25 07:16:34,175 - pyskl - INFO - Epoch [83][2100/3405] lr: 1.051e-02, eta: 1 day, 4:49:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 3.2496, loss: 3.2496 +2025-06-25 07:17:18,795 - pyskl - INFO - Epoch [83][2200/3405] lr: 1.051e-02, eta: 1 day, 4:48:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 3.3018, loss: 3.3018 +2025-06-25 07:18:03,469 - pyskl - INFO - Epoch [83][2300/3405] lr: 1.050e-02, eta: 1 day, 4:47:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.4034, loss: 3.4034 +2025-06-25 07:18:48,037 - pyskl - INFO - Epoch [83][2400/3405] lr: 1.049e-02, eta: 1 day, 4:47:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 3.3175, loss: 3.3175 +2025-06-25 07:19:32,505 - pyskl - INFO - Epoch [83][2500/3405] lr: 1.048e-02, eta: 1 day, 4:46:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 3.3465, loss: 3.3465 +2025-06-25 07:20:16,961 - pyskl - INFO - Epoch [83][2600/3405] lr: 1.048e-02, eta: 1 day, 4:45:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 3.4431, loss: 3.4431 +2025-06-25 07:21:01,430 - pyskl - INFO - Epoch [83][2700/3405] lr: 1.047e-02, eta: 1 day, 4:44:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 3.4031, loss: 3.4031 +2025-06-25 07:21:46,001 - pyskl - INFO - Epoch [83][2800/3405] lr: 1.046e-02, eta: 1 day, 4:44:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9725, loss_cls: 3.4873, loss: 3.4873 +2025-06-25 07:22:30,614 - pyskl - INFO - Epoch [83][2900/3405] lr: 1.045e-02, eta: 1 day, 4:43:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 3.3385, loss: 3.3385 +2025-06-25 07:23:15,080 - pyskl - INFO - Epoch [83][3000/3405] lr: 1.045e-02, eta: 1 day, 4:42:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.2670, loss: 3.2670 +2025-06-25 07:23:59,548 - pyskl - INFO - Epoch [83][3100/3405] lr: 1.044e-02, eta: 1 day, 4:41:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 3.3497, loss: 3.3497 +2025-06-25 07:24:44,030 - pyskl - INFO - Epoch [83][3200/3405] lr: 1.043e-02, eta: 1 day, 4:41:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 3.3540, loss: 3.3540 +2025-06-25 07:25:28,548 - pyskl - INFO - Epoch [83][3300/3405] lr: 1.042e-02, eta: 1 day, 4:40:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9775, loss_cls: 3.4817, loss: 3.4817 +2025-06-25 07:26:12,989 - pyskl - INFO - Epoch [83][3400/3405] lr: 1.042e-02, eta: 1 day, 4:39:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 3.3880, loss: 3.3880 +2025-06-25 07:26:15,492 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-06-25 07:30:15,383 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 07:30:16,080 - pyskl - INFO - +top1_acc 0.7910 +top5_acc 0.9571 +2025-06-25 07:30:16,136 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_81.pth was removed +2025-06-25 07:30:17,196 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. +2025-06-25 07:30:17,197 - pyskl - INFO - Best top1_acc is 0.7910 at 83 epoch. +2025-06-25 07:30:17,221 - pyskl - INFO - Epoch(val) [83][3718] top1_acc: 0.7910, top5_acc: 0.9571 +2025-06-25 07:31:24,674 - pyskl - INFO - Epoch [84][100/3405] lr: 1.041e-02, eta: 1 day, 4:38:57, time: 0.674, data_time: 0.228, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9744, loss_cls: 3.2537, loss: 3.2537 +2025-06-25 07:32:09,458 - pyskl - INFO - Epoch [84][200/3405] lr: 1.040e-02, eta: 1 day, 4:38:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 3.2540, loss: 3.2540 +2025-06-25 07:32:54,123 - pyskl - INFO - Epoch [84][300/3405] lr: 1.039e-02, eta: 1 day, 4:37:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 3.3618, loss: 3.3618 +2025-06-25 07:33:38,769 - pyskl - INFO - Epoch [84][400/3405] lr: 1.039e-02, eta: 1 day, 4:36:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9775, loss_cls: 3.2056, loss: 3.2056 +2025-06-25 07:34:23,324 - pyskl - INFO - Epoch [84][500/3405] lr: 1.038e-02, eta: 1 day, 4:35:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 3.3111, loss: 3.3111 +2025-06-25 07:35:07,883 - pyskl - INFO - Epoch [84][600/3405] lr: 1.037e-02, eta: 1 day, 4:35:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 3.3357, loss: 3.3357 +2025-06-25 07:35:52,547 - pyskl - INFO - Epoch [84][700/3405] lr: 1.036e-02, eta: 1 day, 4:34:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 3.2155, loss: 3.2155 +2025-06-25 07:36:37,190 - pyskl - INFO - Epoch [84][800/3405] lr: 1.035e-02, eta: 1 day, 4:33:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 3.2476, loss: 3.2476 +2025-06-25 07:37:21,730 - pyskl - INFO - Epoch [84][900/3405] lr: 1.035e-02, eta: 1 day, 4:32:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9869, loss_cls: 3.4394, loss: 3.4394 +2025-06-25 07:38:06,393 - pyskl - INFO - Epoch [84][1000/3405] lr: 1.034e-02, eta: 1 day, 4:32:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 3.3631, loss: 3.3631 +2025-06-25 07:38:50,867 - pyskl - INFO - Epoch [84][1100/3405] lr: 1.033e-02, eta: 1 day, 4:31:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9844, loss_cls: 3.3477, loss: 3.3477 +2025-06-25 07:39:35,413 - pyskl - INFO - Epoch [84][1200/3405] lr: 1.032e-02, eta: 1 day, 4:30:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 3.4155, loss: 3.4155 +2025-06-25 07:40:20,080 - pyskl - INFO - Epoch [84][1300/3405] lr: 1.032e-02, eta: 1 day, 4:29:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 3.2646, loss: 3.2646 +2025-06-25 07:41:04,661 - pyskl - INFO - Epoch [84][1400/3405] lr: 1.031e-02, eta: 1 day, 4:29:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 3.3866, loss: 3.3866 +2025-06-25 07:41:49,305 - pyskl - INFO - Epoch [84][1500/3405] lr: 1.030e-02, eta: 1 day, 4:28:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9719, loss_cls: 3.4845, loss: 3.4845 +2025-06-25 07:42:33,898 - pyskl - INFO - Epoch [84][1600/3405] lr: 1.029e-02, eta: 1 day, 4:27:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 3.2759, loss: 3.2759 +2025-06-25 07:43:18,380 - pyskl - INFO - Epoch [84][1700/3405] lr: 1.029e-02, eta: 1 day, 4:26:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 3.3764, loss: 3.3764 +2025-06-25 07:44:02,919 - pyskl - INFO - Epoch [84][1800/3405] lr: 1.028e-02, eta: 1 day, 4:26:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 3.3786, loss: 3.3786 +2025-06-25 07:44:47,454 - pyskl - INFO - Epoch [84][1900/3405] lr: 1.027e-02, eta: 1 day, 4:25:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9912, loss_cls: 3.2615, loss: 3.2615 +2025-06-25 07:45:31,997 - pyskl - INFO - Epoch [84][2000/3405] lr: 1.026e-02, eta: 1 day, 4:24:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 3.3772, loss: 3.3772 +2025-06-25 07:46:16,498 - pyskl - INFO - Epoch [84][2100/3405] lr: 1.026e-02, eta: 1 day, 4:23:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.4235, loss: 3.4235 +2025-06-25 07:47:01,081 - pyskl - INFO - Epoch [84][2200/3405] lr: 1.025e-02, eta: 1 day, 4:22:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 3.2994, loss: 3.2994 +2025-06-25 07:47:45,540 - pyskl - INFO - Epoch [84][2300/3405] lr: 1.024e-02, eta: 1 day, 4:22:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 3.3119, loss: 3.3119 +2025-06-25 07:48:29,904 - pyskl - INFO - Epoch [84][2400/3405] lr: 1.023e-02, eta: 1 day, 4:21:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 3.3275, loss: 3.3275 +2025-06-25 07:49:14,280 - pyskl - INFO - Epoch [84][2500/3405] lr: 1.023e-02, eta: 1 day, 4:20:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 3.2296, loss: 3.2296 +2025-06-25 07:49:58,820 - pyskl - INFO - Epoch [84][2600/3405] lr: 1.022e-02, eta: 1 day, 4:19:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.3654, loss: 3.3654 +2025-06-25 07:50:43,294 - pyskl - INFO - Epoch [84][2700/3405] lr: 1.021e-02, eta: 1 day, 4:19:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9744, loss_cls: 3.3063, loss: 3.3063 +2025-06-25 07:51:27,693 - pyskl - INFO - Epoch [84][2800/3405] lr: 1.020e-02, eta: 1 day, 4:18:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 3.3536, loss: 3.3536 +2025-06-25 07:52:12,120 - pyskl - INFO - Epoch [84][2900/3405] lr: 1.020e-02, eta: 1 day, 4:17:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 3.1823, loss: 3.1823 +2025-06-25 07:52:56,553 - pyskl - INFO - Epoch [84][3000/3405] lr: 1.019e-02, eta: 1 day, 4:16:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.4292, loss: 3.4292 +2025-06-25 07:53:41,157 - pyskl - INFO - Epoch [84][3100/3405] lr: 1.018e-02, eta: 1 day, 4:16:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.3619, loss: 3.3619 +2025-06-25 07:54:25,510 - pyskl - INFO - Epoch [84][3200/3405] lr: 1.017e-02, eta: 1 day, 4:15:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 3.3943, loss: 3.3943 +2025-06-25 07:55:10,056 - pyskl - INFO - Epoch [84][3300/3405] lr: 1.017e-02, eta: 1 day, 4:14:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9706, loss_cls: 3.3725, loss: 3.3725 +2025-06-25 07:55:54,594 - pyskl - INFO - Epoch [84][3400/3405] lr: 1.016e-02, eta: 1 day, 4:13:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.4879, loss: 3.4879 +2025-06-25 07:55:57,192 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-06-25 07:59:55,604 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 07:59:56,306 - pyskl - INFO - +top1_acc 0.7903 +top5_acc 0.9537 +2025-06-25 07:59:56,327 - pyskl - INFO - Epoch(val) [84][3718] top1_acc: 0.7903, top5_acc: 0.9537 +2025-06-25 08:01:04,027 - pyskl - INFO - Epoch [85][100/3405] lr: 1.015e-02, eta: 1 day, 4:13:15, time: 0.677, data_time: 0.231, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 3.2443, loss: 3.2443 +2025-06-25 08:01:48,603 - pyskl - INFO - Epoch [85][200/3405] lr: 1.014e-02, eta: 1 day, 4:12:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 3.1810, loss: 3.1810 +2025-06-25 08:02:33,262 - pyskl - INFO - Epoch [85][300/3405] lr: 1.014e-02, eta: 1 day, 4:11:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 3.2188, loss: 3.2188 +2025-06-25 08:03:17,857 - pyskl - INFO - Epoch [85][400/3405] lr: 1.013e-02, eta: 1 day, 4:10:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 3.2665, loss: 3.2665 +2025-06-25 08:04:02,417 - pyskl - INFO - Epoch [85][500/3405] lr: 1.012e-02, eta: 1 day, 4:10:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 3.2494, loss: 3.2494 +2025-06-25 08:04:46,974 - pyskl - INFO - Epoch [85][600/3405] lr: 1.011e-02, eta: 1 day, 4:09:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 3.1799, loss: 3.1799 +2025-06-25 08:05:31,554 - pyskl - INFO - Epoch [85][700/3405] lr: 1.010e-02, eta: 1 day, 4:08:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 3.2404, loss: 3.2404 +2025-06-25 08:06:16,115 - pyskl - INFO - Epoch [85][800/3405] lr: 1.010e-02, eta: 1 day, 4:07:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 3.2859, loss: 3.2859 +2025-06-25 08:07:00,641 - pyskl - INFO - Epoch [85][900/3405] lr: 1.009e-02, eta: 1 day, 4:07:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9838, loss_cls: 3.2947, loss: 3.2947 +2025-06-25 08:07:45,143 - pyskl - INFO - Epoch [85][1000/3405] lr: 1.008e-02, eta: 1 day, 4:06:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 3.3398, loss: 3.3398 +2025-06-25 08:08:29,535 - pyskl - INFO - Epoch [85][1100/3405] lr: 1.007e-02, eta: 1 day, 4:05:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 3.2870, loss: 3.2870 +2025-06-25 08:09:13,914 - pyskl - INFO - Epoch [85][1200/3405] lr: 1.007e-02, eta: 1 day, 4:04:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 3.3910, loss: 3.3910 +2025-06-25 08:09:58,235 - pyskl - INFO - Epoch [85][1300/3405] lr: 1.006e-02, eta: 1 day, 4:04:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 3.2809, loss: 3.2809 +2025-06-25 08:10:42,412 - pyskl - INFO - Epoch [85][1400/3405] lr: 1.005e-02, eta: 1 day, 4:03:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 3.2354, loss: 3.2354 +2025-06-25 08:11:26,784 - pyskl - INFO - Epoch [85][1500/3405] lr: 1.004e-02, eta: 1 day, 4:02:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 3.2272, loss: 3.2272 +2025-06-25 08:12:11,211 - pyskl - INFO - Epoch [85][1600/3405] lr: 1.004e-02, eta: 1 day, 4:01:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.4136, loss: 3.4136 +2025-06-25 08:12:55,726 - pyskl - INFO - Epoch [85][1700/3405] lr: 1.003e-02, eta: 1 day, 4:01:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 3.3717, loss: 3.3717 +2025-06-25 08:13:40,289 - pyskl - INFO - Epoch [85][1800/3405] lr: 1.002e-02, eta: 1 day, 4:00:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 3.3024, loss: 3.3024 +2025-06-25 08:14:25,102 - pyskl - INFO - Epoch [85][1900/3405] lr: 1.001e-02, eta: 1 day, 3:59:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 3.4663, loss: 3.4663 +2025-06-25 08:15:09,827 - pyskl - INFO - Epoch [85][2000/3405] lr: 1.001e-02, eta: 1 day, 3:58:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 3.2743, loss: 3.2743 +2025-06-25 08:15:54,327 - pyskl - INFO - Epoch [85][2100/3405] lr: 9.999e-03, eta: 1 day, 3:58:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 3.3848, loss: 3.3848 +2025-06-25 08:16:38,758 - pyskl - INFO - Epoch [85][2200/3405] lr: 9.992e-03, eta: 1 day, 3:57:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 3.3651, loss: 3.3651 +2025-06-25 08:17:23,781 - pyskl - INFO - Epoch [85][2300/3405] lr: 9.984e-03, eta: 1 day, 3:56:29, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 3.3530, loss: 3.3530 +2025-06-25 08:18:08,206 - pyskl - INFO - Epoch [85][2400/3405] lr: 9.977e-03, eta: 1 day, 3:55:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 3.3302, loss: 3.3302 +2025-06-25 08:18:52,608 - pyskl - INFO - Epoch [85][2500/3405] lr: 9.969e-03, eta: 1 day, 3:54:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 3.2131, loss: 3.2131 +2025-06-25 08:19:37,036 - pyskl - INFO - Epoch [85][2600/3405] lr: 9.962e-03, eta: 1 day, 3:54:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.3479, loss: 3.3479 +2025-06-25 08:20:21,692 - pyskl - INFO - Epoch [85][2700/3405] lr: 9.954e-03, eta: 1 day, 3:53:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 3.3309, loss: 3.3309 +2025-06-25 08:21:06,315 - pyskl - INFO - Epoch [85][2800/3405] lr: 9.947e-03, eta: 1 day, 3:52:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.2709, loss: 3.2709 +2025-06-25 08:21:50,811 - pyskl - INFO - Epoch [85][2900/3405] lr: 9.939e-03, eta: 1 day, 3:51:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9738, loss_cls: 3.4239, loss: 3.4239 +2025-06-25 08:22:35,241 - pyskl - INFO - Epoch [85][3000/3405] lr: 9.932e-03, eta: 1 day, 3:51:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 3.2819, loss: 3.2819 +2025-06-25 08:23:19,712 - pyskl - INFO - Epoch [85][3100/3405] lr: 9.924e-03, eta: 1 day, 3:50:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 3.3105, loss: 3.3105 +2025-06-25 08:24:04,191 - pyskl - INFO - Epoch [85][3200/3405] lr: 9.917e-03, eta: 1 day, 3:49:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 3.4000, loss: 3.4000 +2025-06-25 08:24:48,765 - pyskl - INFO - Epoch [85][3300/3405] lr: 9.909e-03, eta: 1 day, 3:48:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 3.3813, loss: 3.3813 +2025-06-25 08:25:33,191 - pyskl - INFO - Epoch [85][3400/3405] lr: 9.902e-03, eta: 1 day, 3:48:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 3.3197, loss: 3.3197 +2025-06-25 08:25:35,753 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-06-25 08:44:26,072 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 08:44:26,672 - pyskl - INFO - +top1_acc 0.7962 +top5_acc 0.9586 +2025-06-25 08:44:26,733 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_83.pth was removed +2025-06-25 08:44:27,874 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_85.pth. +2025-06-25 08:44:27,875 - pyskl - INFO - Best top1_acc is 0.7962 at 85 epoch. +2025-06-25 08:44:27,899 - pyskl - INFO - Epoch(val) [85][3718] top1_acc: 0.7962, top5_acc: 0.9586 +2025-06-25 08:45:36,059 - pyskl - INFO - Epoch [86][100/3405] lr: 9.894e-03, eta: 1 day, 3:47:33, time: 0.682, data_time: 0.235, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 3.1057, loss: 3.1057 +2025-06-25 08:46:20,571 - pyskl - INFO - Epoch [86][200/3405] lr: 9.886e-03, eta: 1 day, 3:46:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 3.1789, loss: 3.1789 +2025-06-25 08:47:05,240 - pyskl - INFO - Epoch [86][300/3405] lr: 9.879e-03, eta: 1 day, 3:46:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9794, loss_cls: 3.1476, loss: 3.1476 +2025-06-25 08:47:49,871 - pyskl - INFO - Epoch [86][400/3405] lr: 9.871e-03, eta: 1 day, 3:45:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 3.3628, loss: 3.3628 +2025-06-25 08:48:34,502 - pyskl - INFO - Epoch [86][500/3405] lr: 9.864e-03, eta: 1 day, 3:44:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 3.2308, loss: 3.2308 +2025-06-25 08:49:19,221 - pyskl - INFO - Epoch [86][600/3405] lr: 9.856e-03, eta: 1 day, 3:43:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 3.2885, loss: 3.2885 +2025-06-25 08:50:03,793 - pyskl - INFO - Epoch [86][700/3405] lr: 9.849e-03, eta: 1 day, 3:42:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9750, loss_cls: 3.2732, loss: 3.2732 +2025-06-25 08:50:48,373 - pyskl - INFO - Epoch [86][800/3405] lr: 9.841e-03, eta: 1 day, 3:42:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 3.1493, loss: 3.1493 +2025-06-25 08:51:33,077 - pyskl - INFO - Epoch [86][900/3405] lr: 9.834e-03, eta: 1 day, 3:41:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 3.2779, loss: 3.2779 +2025-06-25 08:52:17,846 - pyskl - INFO - Epoch [86][1000/3405] lr: 9.826e-03, eta: 1 day, 3:40:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 3.3438, loss: 3.3438 +2025-06-25 08:53:02,341 - pyskl - INFO - Epoch [86][1100/3405] lr: 9.819e-03, eta: 1 day, 3:39:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 3.2575, loss: 3.2575 +2025-06-25 08:53:46,915 - pyskl - INFO - Epoch [86][1200/3405] lr: 9.811e-03, eta: 1 day, 3:39:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 3.2795, loss: 3.2795 +2025-06-25 08:54:31,412 - pyskl - INFO - Epoch [86][1300/3405] lr: 9.803e-03, eta: 1 day, 3:38:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9762, loss_cls: 3.3195, loss: 3.3195 +2025-06-25 08:55:15,890 - pyskl - INFO - Epoch [86][1400/3405] lr: 9.796e-03, eta: 1 day, 3:37:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 3.2182, loss: 3.2182 +2025-06-25 08:56:00,540 - pyskl - INFO - Epoch [86][1500/3405] lr: 9.788e-03, eta: 1 day, 3:36:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9788, loss_cls: 3.1416, loss: 3.1416 +2025-06-25 08:56:45,420 - pyskl - INFO - Epoch [86][1600/3405] lr: 9.781e-03, eta: 1 day, 3:36:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 3.1568, loss: 3.1568 +2025-06-25 08:57:29,962 - pyskl - INFO - Epoch [86][1700/3405] lr: 9.773e-03, eta: 1 day, 3:35:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 3.2755, loss: 3.2755 +2025-06-25 08:58:14,553 - pyskl - INFO - Epoch [86][1800/3405] lr: 9.766e-03, eta: 1 day, 3:34:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.3823, loss: 3.3823 +2025-06-25 08:58:59,093 - pyskl - INFO - Epoch [86][1900/3405] lr: 9.758e-03, eta: 1 day, 3:33:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9750, loss_cls: 3.3937, loss: 3.3937 +2025-06-25 08:59:43,629 - pyskl - INFO - Epoch [86][2000/3405] lr: 9.751e-03, eta: 1 day, 3:33:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 3.2948, loss: 3.2948 +2025-06-25 09:00:28,187 - pyskl - INFO - Epoch [86][2100/3405] lr: 9.743e-03, eta: 1 day, 3:32:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 3.3331, loss: 3.3331 +2025-06-25 09:01:12,796 - pyskl - INFO - Epoch [86][2200/3405] lr: 9.736e-03, eta: 1 day, 3:31:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 3.2668, loss: 3.2668 +2025-06-25 09:01:57,310 - pyskl - INFO - Epoch [86][2300/3405] lr: 9.728e-03, eta: 1 day, 3:30:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 3.3609, loss: 3.3609 +2025-06-25 09:02:41,714 - pyskl - INFO - Epoch [86][2400/3405] lr: 9.721e-03, eta: 1 day, 3:30:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 3.3178, loss: 3.3178 +2025-06-25 09:03:26,295 - pyskl - INFO - Epoch [86][2500/3405] lr: 9.713e-03, eta: 1 day, 3:29:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 3.4498, loss: 3.4498 +2025-06-25 09:04:10,684 - pyskl - INFO - Epoch [86][2600/3405] lr: 9.706e-03, eta: 1 day, 3:28:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9875, loss_cls: 3.1629, loss: 3.1629 +2025-06-25 09:04:55,172 - pyskl - INFO - Epoch [86][2700/3405] lr: 9.698e-03, eta: 1 day, 3:27:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 3.3074, loss: 3.3074 +2025-06-25 09:05:39,626 - pyskl - INFO - Epoch [86][2800/3405] lr: 9.691e-03, eta: 1 day, 3:26:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 3.1988, loss: 3.1988 +2025-06-25 09:06:24,016 - pyskl - INFO - Epoch [86][2900/3405] lr: 9.684e-03, eta: 1 day, 3:26:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 3.3789, loss: 3.3789 +2025-06-25 09:07:08,561 - pyskl - INFO - Epoch [86][3000/3405] lr: 9.676e-03, eta: 1 day, 3:25:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.2948, loss: 3.2948 +2025-06-25 09:07:52,972 - pyskl - INFO - Epoch [86][3100/3405] lr: 9.669e-03, eta: 1 day, 3:24:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 3.3256, loss: 3.3256 +2025-06-25 09:08:37,460 - pyskl - INFO - Epoch [86][3200/3405] lr: 9.661e-03, eta: 1 day, 3:23:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 3.3528, loss: 3.3528 +2025-06-25 09:09:21,898 - pyskl - INFO - Epoch [86][3300/3405] lr: 9.654e-03, eta: 1 day, 3:23:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 3.3562, loss: 3.3562 +2025-06-25 09:10:06,438 - pyskl - INFO - Epoch [86][3400/3405] lr: 9.646e-03, eta: 1 day, 3:22:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 3.3241, loss: 3.3241 +2025-06-25 09:10:09,043 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-06-25 09:14:07,281 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 09:14:07,843 - pyskl - INFO - +top1_acc 0.7930 +top5_acc 0.9570 +2025-06-25 09:14:07,865 - pyskl - INFO - Epoch(val) [86][3718] top1_acc: 0.7930, top5_acc: 0.9570 +2025-06-25 09:15:16,328 - pyskl - INFO - Epoch [87][100/3405] lr: 9.638e-03, eta: 1 day, 3:21:52, time: 0.685, data_time: 0.236, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9831, loss_cls: 3.1197, loss: 3.1197 +2025-06-25 09:16:01,039 - pyskl - INFO - Epoch [87][200/3405] lr: 9.631e-03, eta: 1 day, 3:21:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 3.1684, loss: 3.1684 +2025-06-25 09:16:45,762 - pyskl - INFO - Epoch [87][300/3405] lr: 9.623e-03, eta: 1 day, 3:20:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 3.1730, loss: 3.1730 +2025-06-25 09:17:30,361 - pyskl - INFO - Epoch [87][400/3405] lr: 9.616e-03, eta: 1 day, 3:19:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 3.2095, loss: 3.2095 +2025-06-25 09:18:15,054 - pyskl - INFO - Epoch [87][500/3405] lr: 9.608e-03, eta: 1 day, 3:18:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 3.2315, loss: 3.2315 +2025-06-25 09:18:59,739 - pyskl - INFO - Epoch [87][600/3405] lr: 9.601e-03, eta: 1 day, 3:18:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9812, loss_cls: 3.1953, loss: 3.1953 +2025-06-25 09:19:44,400 - pyskl - INFO - Epoch [87][700/3405] lr: 9.593e-03, eta: 1 day, 3:17:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 3.2635, loss: 3.2635 +2025-06-25 09:20:28,963 - pyskl - INFO - Epoch [87][800/3405] lr: 9.586e-03, eta: 1 day, 3:16:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 3.3118, loss: 3.3118 +2025-06-25 09:21:13,607 - pyskl - INFO - Epoch [87][900/3405] lr: 9.578e-03, eta: 1 day, 3:15:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 3.1323, loss: 3.1323 +2025-06-25 09:21:58,544 - pyskl - INFO - Epoch [87][1000/3405] lr: 9.571e-03, eta: 1 day, 3:15:02, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 3.2842, loss: 3.2842 +2025-06-25 09:22:43,519 - pyskl - INFO - Epoch [87][1100/3405] lr: 9.563e-03, eta: 1 day, 3:14:16, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 3.1541, loss: 3.1541 +2025-06-25 09:23:28,463 - pyskl - INFO - Epoch [87][1200/3405] lr: 9.556e-03, eta: 1 day, 3:13:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 3.3254, loss: 3.3254 +2025-06-25 09:24:13,358 - pyskl - INFO - Epoch [87][1300/3405] lr: 9.548e-03, eta: 1 day, 3:12:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 3.2837, loss: 3.2837 +2025-06-25 09:24:58,152 - pyskl - INFO - Epoch [87][1400/3405] lr: 9.541e-03, eta: 1 day, 3:12:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 3.2956, loss: 3.2956 +2025-06-25 09:25:42,989 - pyskl - INFO - Epoch [87][1500/3405] lr: 9.534e-03, eta: 1 day, 3:11:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 3.2194, loss: 3.2194 +2025-06-25 09:26:27,827 - pyskl - INFO - Epoch [87][1600/3405] lr: 9.526e-03, eta: 1 day, 3:10:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 3.1498, loss: 3.1498 +2025-06-25 09:27:12,584 - pyskl - INFO - Epoch [87][1700/3405] lr: 9.519e-03, eta: 1 day, 3:09:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 3.2402, loss: 3.2402 +2025-06-25 09:27:57,297 - pyskl - INFO - Epoch [87][1800/3405] lr: 9.511e-03, eta: 1 day, 3:08:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.3159, loss: 3.3159 +2025-06-25 09:28:42,030 - pyskl - INFO - Epoch [87][1900/3405] lr: 9.504e-03, eta: 1 day, 3:08:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9788, loss_cls: 3.1691, loss: 3.1691 +2025-06-25 09:29:26,998 - pyskl - INFO - Epoch [87][2000/3405] lr: 9.496e-03, eta: 1 day, 3:07:27, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 3.2497, loss: 3.2497 +2025-06-25 09:30:11,634 - pyskl - INFO - Epoch [87][2100/3405] lr: 9.489e-03, eta: 1 day, 3:06:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 3.1765, loss: 3.1765 +2025-06-25 09:30:56,279 - pyskl - INFO - Epoch [87][2200/3405] lr: 9.481e-03, eta: 1 day, 3:05:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 3.2791, loss: 3.2791 +2025-06-25 09:31:40,865 - pyskl - INFO - Epoch [87][2300/3405] lr: 9.474e-03, eta: 1 day, 3:05:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 3.2309, loss: 3.2309 +2025-06-25 09:32:25,477 - pyskl - INFO - Epoch [87][2400/3405] lr: 9.466e-03, eta: 1 day, 3:04:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 3.2812, loss: 3.2812 +2025-06-25 09:33:10,126 - pyskl - INFO - Epoch [87][2500/3405] lr: 9.459e-03, eta: 1 day, 3:03:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 3.1025, loss: 3.1025 +2025-06-25 09:33:54,842 - pyskl - INFO - Epoch [87][2600/3405] lr: 9.451e-03, eta: 1 day, 3:02:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 3.2832, loss: 3.2832 +2025-06-25 09:34:39,610 - pyskl - INFO - Epoch [87][2700/3405] lr: 9.444e-03, eta: 1 day, 3:02:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9775, loss_cls: 3.2252, loss: 3.2252 +2025-06-25 09:35:24,327 - pyskl - INFO - Epoch [87][2800/3405] lr: 9.437e-03, eta: 1 day, 3:01:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 3.2681, loss: 3.2681 +2025-06-25 09:36:08,956 - pyskl - INFO - Epoch [87][2900/3405] lr: 9.429e-03, eta: 1 day, 3:00:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9762, loss_cls: 3.1682, loss: 3.1682 +2025-06-25 09:36:53,619 - pyskl - INFO - Epoch [87][3000/3405] lr: 9.422e-03, eta: 1 day, 2:59:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9856, loss_cls: 3.2055, loss: 3.2055 +2025-06-25 09:37:38,390 - pyskl - INFO - Epoch [87][3100/3405] lr: 9.414e-03, eta: 1 day, 2:59:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 3.2934, loss: 3.2934 +2025-06-25 09:38:23,119 - pyskl - INFO - Epoch [87][3200/3405] lr: 9.407e-03, eta: 1 day, 2:58:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 3.2102, loss: 3.2102 +2025-06-25 09:39:07,822 - pyskl - INFO - Epoch [87][3300/3405] lr: 9.399e-03, eta: 1 day, 2:57:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 3.3331, loss: 3.3331 +2025-06-25 09:39:52,451 - pyskl - INFO - Epoch [87][3400/3405] lr: 9.392e-03, eta: 1 day, 2:56:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 3.2684, loss: 3.2684 +2025-06-25 09:39:55,153 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-06-25 09:43:53,616 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 09:43:54,269 - pyskl - INFO - +top1_acc 0.7803 +top5_acc 0.9538 +2025-06-25 09:43:54,293 - pyskl - INFO - Epoch(val) [87][3718] top1_acc: 0.7803, top5_acc: 0.9538 +2025-06-25 09:45:02,399 - pyskl - INFO - Epoch [88][100/3405] lr: 9.384e-03, eta: 1 day, 2:56:16, time: 0.681, data_time: 0.233, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 3.0867, loss: 3.0867 +2025-06-25 09:45:47,108 - pyskl - INFO - Epoch [88][200/3405] lr: 9.377e-03, eta: 1 day, 2:55:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 3.1253, loss: 3.1253 +2025-06-25 09:46:31,645 - pyskl - INFO - Epoch [88][300/3405] lr: 9.369e-03, eta: 1 day, 2:54:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 3.0966, loss: 3.0966 +2025-06-25 09:47:16,254 - pyskl - INFO - Epoch [88][400/3405] lr: 9.362e-03, eta: 1 day, 2:53:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9888, loss_cls: 3.1951, loss: 3.1951 +2025-06-25 09:48:00,907 - pyskl - INFO - Epoch [88][500/3405] lr: 9.354e-03, eta: 1 day, 2:53:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 3.2129, loss: 3.2129 +2025-06-25 09:48:45,775 - pyskl - INFO - Epoch [88][600/3405] lr: 9.347e-03, eta: 1 day, 2:52:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 3.1830, loss: 3.1830 +2025-06-25 09:49:30,706 - pyskl - INFO - Epoch [88][700/3405] lr: 9.339e-03, eta: 1 day, 2:51:42, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 3.1250, loss: 3.1250 +2025-06-25 09:50:15,720 - pyskl - INFO - Epoch [88][800/3405] lr: 9.332e-03, eta: 1 day, 2:50:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 3.1323, loss: 3.1323 +2025-06-25 09:51:00,510 - pyskl - INFO - Epoch [88][900/3405] lr: 9.324e-03, eta: 1 day, 2:50:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 3.1696, loss: 3.1696 +2025-06-25 09:51:45,101 - pyskl - INFO - Epoch [88][1000/3405] lr: 9.317e-03, eta: 1 day, 2:49:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 3.1295, loss: 3.1295 +2025-06-25 09:52:29,664 - pyskl - INFO - Epoch [88][1100/3405] lr: 9.310e-03, eta: 1 day, 2:48:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 3.1549, loss: 3.1549 +2025-06-25 09:53:14,315 - pyskl - INFO - Epoch [88][1200/3405] lr: 9.302e-03, eta: 1 day, 2:47:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9869, loss_cls: 3.1924, loss: 3.1924 +2025-06-25 09:53:58,881 - pyskl - INFO - Epoch [88][1300/3405] lr: 9.295e-03, eta: 1 day, 2:47:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 3.3127, loss: 3.3127 +2025-06-25 09:54:43,621 - pyskl - INFO - Epoch [88][1400/3405] lr: 9.287e-03, eta: 1 day, 2:46:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9862, loss_cls: 3.1565, loss: 3.1565 +2025-06-25 09:55:28,355 - pyskl - INFO - Epoch [88][1500/3405] lr: 9.280e-03, eta: 1 day, 2:45:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 3.2547, loss: 3.2547 +2025-06-25 09:56:12,957 - pyskl - INFO - Epoch [88][1600/3405] lr: 9.272e-03, eta: 1 day, 2:44:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9888, loss_cls: 3.2240, loss: 3.2240 +2025-06-25 09:56:57,519 - pyskl - INFO - Epoch [88][1700/3405] lr: 9.265e-03, eta: 1 day, 2:44:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 3.1505, loss: 3.1505 +2025-06-25 09:57:42,294 - pyskl - INFO - Epoch [88][1800/3405] lr: 9.258e-03, eta: 1 day, 2:43:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9762, loss_cls: 3.2791, loss: 3.2791 +2025-06-25 09:58:26,787 - pyskl - INFO - Epoch [88][1900/3405] lr: 9.250e-03, eta: 1 day, 2:42:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 3.2174, loss: 3.2174 +2025-06-25 09:59:11,306 - pyskl - INFO - Epoch [88][2000/3405] lr: 9.243e-03, eta: 1 day, 2:41:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 3.1033, loss: 3.1033 +2025-06-25 09:59:55,926 - pyskl - INFO - Epoch [88][2100/3405] lr: 9.235e-03, eta: 1 day, 2:41:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9894, loss_cls: 3.0898, loss: 3.0898 +2025-06-25 10:00:40,549 - pyskl - INFO - Epoch [88][2200/3405] lr: 9.228e-03, eta: 1 day, 2:40:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 3.2360, loss: 3.2360 +2025-06-25 10:01:25,167 - pyskl - INFO - Epoch [88][2300/3405] lr: 9.220e-03, eta: 1 day, 2:39:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 3.1950, loss: 3.1950 +2025-06-25 10:02:09,958 - pyskl - INFO - Epoch [88][2400/3405] lr: 9.213e-03, eta: 1 day, 2:38:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 3.3293, loss: 3.3293 +2025-06-25 10:02:54,633 - pyskl - INFO - Epoch [88][2500/3405] lr: 9.206e-03, eta: 1 day, 2:38:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 3.1493, loss: 3.1493 +2025-06-25 10:03:39,247 - pyskl - INFO - Epoch [88][2600/3405] lr: 9.198e-03, eta: 1 day, 2:37:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9769, loss_cls: 3.2791, loss: 3.2791 +2025-06-25 10:04:23,844 - pyskl - INFO - Epoch [88][2700/3405] lr: 9.191e-03, eta: 1 day, 2:36:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 3.1525, loss: 3.1525 +2025-06-25 10:05:08,502 - pyskl - INFO - Epoch [88][2800/3405] lr: 9.183e-03, eta: 1 day, 2:35:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 3.3097, loss: 3.3097 +2025-06-25 10:05:53,057 - pyskl - INFO - Epoch [88][2900/3405] lr: 9.176e-03, eta: 1 day, 2:34:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 3.1641, loss: 3.1641 +2025-06-25 10:06:37,833 - pyskl - INFO - Epoch [88][3000/3405] lr: 9.169e-03, eta: 1 day, 2:34:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 3.2845, loss: 3.2845 +2025-06-25 10:07:22,413 - pyskl - INFO - Epoch [88][3100/3405] lr: 9.161e-03, eta: 1 day, 2:33:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 3.2810, loss: 3.2810 +2025-06-25 10:08:07,069 - pyskl - INFO - Epoch [88][3200/3405] lr: 9.154e-03, eta: 1 day, 2:32:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 3.2486, loss: 3.2486 +2025-06-25 10:08:51,750 - pyskl - INFO - Epoch [88][3300/3405] lr: 9.146e-03, eta: 1 day, 2:31:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 3.4285, loss: 3.4285 +2025-06-25 10:09:36,478 - pyskl - INFO - Epoch [88][3400/3405] lr: 9.139e-03, eta: 1 day, 2:31:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 3.3176, loss: 3.3176 +2025-06-25 10:09:39,068 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-06-25 10:13:40,557 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 10:13:41,188 - pyskl - INFO - +top1_acc 0.7830 +top5_acc 0.9537 +2025-06-25 10:13:41,211 - pyskl - INFO - Epoch(val) [88][3718] top1_acc: 0.7830, top5_acc: 0.9537 +2025-06-25 10:14:49,334 - pyskl - INFO - Epoch [89][100/3405] lr: 9.131e-03, eta: 1 day, 2:30:37, time: 0.681, data_time: 0.233, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 3.1435, loss: 3.1435 +2025-06-25 10:15:33,966 - pyskl - INFO - Epoch [89][200/3405] lr: 9.124e-03, eta: 1 day, 2:29:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 3.1269, loss: 3.1269 +2025-06-25 10:16:18,704 - pyskl - INFO - Epoch [89][300/3405] lr: 9.116e-03, eta: 1 day, 2:29:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 3.1038, loss: 3.1038 +2025-06-25 10:17:03,264 - pyskl - INFO - Epoch [89][400/3405] lr: 9.109e-03, eta: 1 day, 2:28:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 3.1254, loss: 3.1254 +2025-06-25 10:17:47,939 - pyskl - INFO - Epoch [89][500/3405] lr: 9.102e-03, eta: 1 day, 2:27:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 3.0852, loss: 3.0852 +2025-06-25 10:18:32,697 - pyskl - INFO - Epoch [89][600/3405] lr: 9.094e-03, eta: 1 day, 2:26:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 3.0943, loss: 3.0943 +2025-06-25 10:19:17,309 - pyskl - INFO - Epoch [89][700/3405] lr: 9.087e-03, eta: 1 day, 2:26:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 3.1781, loss: 3.1781 +2025-06-25 10:20:01,910 - pyskl - INFO - Epoch [89][800/3405] lr: 9.079e-03, eta: 1 day, 2:25:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 3.1215, loss: 3.1215 +2025-06-25 10:20:46,433 - pyskl - INFO - Epoch [89][900/3405] lr: 9.072e-03, eta: 1 day, 2:24:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 3.2823, loss: 3.2823 +2025-06-25 10:21:30,993 - pyskl - INFO - Epoch [89][1000/3405] lr: 9.065e-03, eta: 1 day, 2:23:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 3.2111, loss: 3.2111 +2025-06-25 10:22:15,488 - pyskl - INFO - Epoch [89][1100/3405] lr: 9.057e-03, eta: 1 day, 2:23:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 3.1845, loss: 3.1845 +2025-06-25 10:23:00,014 - pyskl - INFO - Epoch [89][1200/3405] lr: 9.050e-03, eta: 1 day, 2:22:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 3.1969, loss: 3.1969 +2025-06-25 10:23:44,538 - pyskl - INFO - Epoch [89][1300/3405] lr: 9.042e-03, eta: 1 day, 2:21:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 3.1357, loss: 3.1357 +2025-06-25 10:24:29,108 - pyskl - INFO - Epoch [89][1400/3405] lr: 9.035e-03, eta: 1 day, 2:20:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 3.2289, loss: 3.2289 +2025-06-25 10:25:13,697 - pyskl - INFO - Epoch [89][1500/3405] lr: 9.028e-03, eta: 1 day, 2:19:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 3.2522, loss: 3.2522 +2025-06-25 10:25:58,290 - pyskl - INFO - Epoch [89][1600/3405] lr: 9.020e-03, eta: 1 day, 2:19:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 3.0649, loss: 3.0649 +2025-06-25 10:26:42,858 - pyskl - INFO - Epoch [89][1700/3405] lr: 9.013e-03, eta: 1 day, 2:18:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 3.2041, loss: 3.2041 +2025-06-25 10:27:27,409 - pyskl - INFO - Epoch [89][1800/3405] lr: 9.005e-03, eta: 1 day, 2:17:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 3.2828, loss: 3.2828 +2025-06-25 10:28:11,941 - pyskl - INFO - Epoch [89][1900/3405] lr: 8.998e-03, eta: 1 day, 2:16:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 3.2217, loss: 3.2217 +2025-06-25 10:28:56,521 - pyskl - INFO - Epoch [89][2000/3405] lr: 8.991e-03, eta: 1 day, 2:16:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 3.2345, loss: 3.2345 +2025-06-25 10:29:41,089 - pyskl - INFO - Epoch [89][2100/3405] lr: 8.983e-03, eta: 1 day, 2:15:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 3.3482, loss: 3.3482 +2025-06-25 10:30:25,671 - pyskl - INFO - Epoch [89][2200/3405] lr: 8.976e-03, eta: 1 day, 2:14:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.2950, loss: 3.2950 +2025-06-25 10:31:10,288 - pyskl - INFO - Epoch [89][2300/3405] lr: 8.969e-03, eta: 1 day, 2:13:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 3.3223, loss: 3.3223 +2025-06-25 10:31:54,911 - pyskl - INFO - Epoch [89][2400/3405] lr: 8.961e-03, eta: 1 day, 2:13:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9775, loss_cls: 3.2930, loss: 3.2930 +2025-06-25 10:32:39,538 - pyskl - INFO - Epoch [89][2500/3405] lr: 8.954e-03, eta: 1 day, 2:12:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 3.2040, loss: 3.2040 +2025-06-25 10:33:24,112 - pyskl - INFO - Epoch [89][2600/3405] lr: 8.946e-03, eta: 1 day, 2:11:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 3.2090, loss: 3.2090 +2025-06-25 10:34:08,635 - pyskl - INFO - Epoch [89][2700/3405] lr: 8.939e-03, eta: 1 day, 2:10:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 3.2947, loss: 3.2947 +2025-06-25 10:34:53,213 - pyskl - INFO - Epoch [89][2800/3405] lr: 8.932e-03, eta: 1 day, 2:10:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 3.1432, loss: 3.1432 +2025-06-25 10:35:37,893 - pyskl - INFO - Epoch [89][2900/3405] lr: 8.924e-03, eta: 1 day, 2:09:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 3.1398, loss: 3.1398 +2025-06-25 10:36:22,370 - pyskl - INFO - Epoch [89][3000/3405] lr: 8.917e-03, eta: 1 day, 2:08:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 3.2117, loss: 3.2117 +2025-06-25 10:37:06,895 - pyskl - INFO - Epoch [89][3100/3405] lr: 8.910e-03, eta: 1 day, 2:07:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 3.1090, loss: 3.1090 +2025-06-25 10:37:51,489 - pyskl - INFO - Epoch [89][3200/3405] lr: 8.902e-03, eta: 1 day, 2:07:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 3.1459, loss: 3.1459 +2025-06-25 10:38:36,149 - pyskl - INFO - Epoch [89][3300/3405] lr: 8.895e-03, eta: 1 day, 2:06:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 3.1620, loss: 3.1620 +2025-06-25 10:39:20,704 - pyskl - INFO - Epoch [89][3400/3405] lr: 8.888e-03, eta: 1 day, 2:05:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 3.2597, loss: 3.2597 +2025-06-25 10:39:23,399 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-06-25 10:43:22,159 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 10:43:22,729 - pyskl - INFO - +top1_acc 0.7422 +top5_acc 0.9330 +2025-06-25 10:43:22,753 - pyskl - INFO - Epoch(val) [89][3718] top1_acc: 0.7422, top5_acc: 0.9330 +2025-06-25 10:44:31,041 - pyskl - INFO - Epoch [90][100/3405] lr: 8.880e-03, eta: 1 day, 2:04:57, time: 0.683, data_time: 0.235, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9881, loss_cls: 3.1502, loss: 3.1502 +2025-06-25 10:45:15,859 - pyskl - INFO - Epoch [90][200/3405] lr: 8.872e-03, eta: 1 day, 2:04:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 3.1026, loss: 3.1026 +2025-06-25 10:46:00,422 - pyskl - INFO - Epoch [90][300/3405] lr: 8.865e-03, eta: 1 day, 2:03:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9931, loss_cls: 2.9553, loss: 2.9553 +2025-06-25 10:46:45,081 - pyskl - INFO - Epoch [90][400/3405] lr: 8.858e-03, eta: 1 day, 2:02:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 3.2005, loss: 3.2005 +2025-06-25 10:47:29,892 - pyskl - INFO - Epoch [90][500/3405] lr: 8.850e-03, eta: 1 day, 2:01:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 3.1598, loss: 3.1598 +2025-06-25 10:48:14,577 - pyskl - INFO - Epoch [90][600/3405] lr: 8.843e-03, eta: 1 day, 2:01:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 3.1225, loss: 3.1225 +2025-06-25 10:48:59,184 - pyskl - INFO - Epoch [90][700/3405] lr: 8.836e-03, eta: 1 day, 2:00:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 3.0295, loss: 3.0295 +2025-06-25 10:49:43,636 - pyskl - INFO - Epoch [90][800/3405] lr: 8.828e-03, eta: 1 day, 1:59:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 3.1271, loss: 3.1271 +2025-06-25 10:50:28,100 - pyskl - INFO - Epoch [90][900/3405] lr: 8.821e-03, eta: 1 day, 1:58:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 3.1572, loss: 3.1572 +2025-06-25 10:51:12,521 - pyskl - INFO - Epoch [90][1000/3405] lr: 8.814e-03, eta: 1 day, 1:58:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 3.1091, loss: 3.1091 +2025-06-25 10:51:56,897 - pyskl - INFO - Epoch [90][1100/3405] lr: 8.806e-03, eta: 1 day, 1:57:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9881, loss_cls: 3.2373, loss: 3.2373 +2025-06-25 10:52:41,222 - pyskl - INFO - Epoch [90][1200/3405] lr: 8.799e-03, eta: 1 day, 1:56:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 3.2482, loss: 3.2482 +2025-06-25 10:53:25,749 - pyskl - INFO - Epoch [90][1300/3405] lr: 8.792e-03, eta: 1 day, 1:55:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 3.1040, loss: 3.1040 +2025-06-25 10:54:10,333 - pyskl - INFO - Epoch [90][1400/3405] lr: 8.784e-03, eta: 1 day, 1:55:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 3.2145, loss: 3.2145 +2025-06-25 10:54:55,051 - pyskl - INFO - Epoch [90][1500/3405] lr: 8.777e-03, eta: 1 day, 1:54:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 3.1959, loss: 3.1959 +2025-06-25 10:55:39,701 - pyskl - INFO - Epoch [90][1600/3405] lr: 8.770e-03, eta: 1 day, 1:53:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.2620, loss: 3.2620 +2025-06-25 10:56:24,222 - pyskl - INFO - Epoch [90][1700/3405] lr: 8.762e-03, eta: 1 day, 1:52:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 3.1392, loss: 3.1392 +2025-06-25 10:57:08,888 - pyskl - INFO - Epoch [90][1800/3405] lr: 8.755e-03, eta: 1 day, 1:52:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 3.1289, loss: 3.1289 +2025-06-25 10:57:53,428 - pyskl - INFO - Epoch [90][1900/3405] lr: 8.748e-03, eta: 1 day, 1:51:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 3.2217, loss: 3.2217 +2025-06-25 10:58:37,903 - pyskl - INFO - Epoch [90][2000/3405] lr: 8.740e-03, eta: 1 day, 1:50:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 3.1978, loss: 3.1978 +2025-06-25 10:59:22,470 - pyskl - INFO - Epoch [90][2100/3405] lr: 8.733e-03, eta: 1 day, 1:49:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 3.2389, loss: 3.2389 +2025-06-25 11:00:07,062 - pyskl - INFO - Epoch [90][2200/3405] lr: 8.726e-03, eta: 1 day, 1:48:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 3.0953, loss: 3.0953 +2025-06-25 11:00:51,650 - pyskl - INFO - Epoch [90][2300/3405] lr: 8.718e-03, eta: 1 day, 1:48:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 3.1253, loss: 3.1253 +2025-06-25 11:01:36,148 - pyskl - INFO - Epoch [90][2400/3405] lr: 8.711e-03, eta: 1 day, 1:47:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 3.1615, loss: 3.1615 +2025-06-25 11:02:20,740 - pyskl - INFO - Epoch [90][2500/3405] lr: 8.704e-03, eta: 1 day, 1:46:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 3.1253, loss: 3.1253 +2025-06-25 11:03:05,481 - pyskl - INFO - Epoch [90][2600/3405] lr: 8.696e-03, eta: 1 day, 1:45:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 3.1943, loss: 3.1943 +2025-06-25 11:03:50,277 - pyskl - INFO - Epoch [90][2700/3405] lr: 8.689e-03, eta: 1 day, 1:45:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 3.2684, loss: 3.2684 +2025-06-25 11:04:35,092 - pyskl - INFO - Epoch [90][2800/3405] lr: 8.682e-03, eta: 1 day, 1:44:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 3.2848, loss: 3.2848 +2025-06-25 11:05:19,935 - pyskl - INFO - Epoch [90][2900/3405] lr: 8.674e-03, eta: 1 day, 1:43:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 3.2126, loss: 3.2126 +2025-06-25 11:06:04,612 - pyskl - INFO - Epoch [90][3000/3405] lr: 8.667e-03, eta: 1 day, 1:42:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 3.1307, loss: 3.1307 +2025-06-25 11:06:49,268 - pyskl - INFO - Epoch [90][3100/3405] lr: 8.660e-03, eta: 1 day, 1:42:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 3.1985, loss: 3.1985 +2025-06-25 11:07:33,941 - pyskl - INFO - Epoch [90][3200/3405] lr: 8.652e-03, eta: 1 day, 1:41:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 3.1791, loss: 3.1791 +2025-06-25 11:08:18,782 - pyskl - INFO - Epoch [90][3300/3405] lr: 8.645e-03, eta: 1 day, 1:40:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 3.2943, loss: 3.2943 +2025-06-25 11:09:03,553 - pyskl - INFO - Epoch [90][3400/3405] lr: 8.638e-03, eta: 1 day, 1:39:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 3.1557, loss: 3.1557 +2025-06-25 11:09:06,155 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-06-25 11:28:01,005 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 11:28:01,546 - pyskl - INFO - +top1_acc 0.7843 +top5_acc 0.9575 +2025-06-25 11:28:01,567 - pyskl - INFO - Epoch(val) [90][3718] top1_acc: 0.7843, top5_acc: 0.9575 +2025-06-25 11:29:09,093 - pyskl - INFO - Epoch [91][100/3405] lr: 8.630e-03, eta: 1 day, 1:39:17, time: 0.675, data_time: 0.230, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 3.1062, loss: 3.1062 +2025-06-25 11:29:53,719 - pyskl - INFO - Epoch [91][200/3405] lr: 8.623e-03, eta: 1 day, 1:38:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 3.0802, loss: 3.0802 +2025-06-25 11:30:38,317 - pyskl - INFO - Epoch [91][300/3405] lr: 8.615e-03, eta: 1 day, 1:37:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9900, loss_cls: 3.0260, loss: 3.0260 +2025-06-25 11:31:22,874 - pyskl - INFO - Epoch [91][400/3405] lr: 8.608e-03, eta: 1 day, 1:37:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 3.0990, loss: 3.0990 +2025-06-25 11:32:07,759 - pyskl - INFO - Epoch [91][500/3405] lr: 8.601e-03, eta: 1 day, 1:36:14, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 3.0814, loss: 3.0814 +2025-06-25 11:32:52,477 - pyskl - INFO - Epoch [91][600/3405] lr: 8.594e-03, eta: 1 day, 1:35:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 3.1033, loss: 3.1033 +2025-06-25 11:33:37,240 - pyskl - INFO - Epoch [91][700/3405] lr: 8.586e-03, eta: 1 day, 1:34:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 3.1174, loss: 3.1174 +2025-06-25 11:34:22,010 - pyskl - INFO - Epoch [91][800/3405] lr: 8.579e-03, eta: 1 day, 1:33:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 3.1424, loss: 3.1424 +2025-06-25 11:35:06,691 - pyskl - INFO - Epoch [91][900/3405] lr: 8.572e-03, eta: 1 day, 1:33:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 3.2872, loss: 3.2872 +2025-06-25 11:35:51,547 - pyskl - INFO - Epoch [91][1000/3405] lr: 8.564e-03, eta: 1 day, 1:32:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 3.1142, loss: 3.1142 +2025-06-25 11:36:36,151 - pyskl - INFO - Epoch [91][1100/3405] lr: 8.557e-03, eta: 1 day, 1:31:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 3.1375, loss: 3.1375 +2025-06-25 11:37:20,933 - pyskl - INFO - Epoch [91][1200/3405] lr: 8.550e-03, eta: 1 day, 1:30:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9875, loss_cls: 3.1339, loss: 3.1339 +2025-06-25 11:38:05,614 - pyskl - INFO - Epoch [91][1300/3405] lr: 8.542e-03, eta: 1 day, 1:30:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 3.1338, loss: 3.1338 +2025-06-25 11:38:50,412 - pyskl - INFO - Epoch [91][1400/3405] lr: 8.535e-03, eta: 1 day, 1:29:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 3.1541, loss: 3.1541 +2025-06-25 11:39:35,063 - pyskl - INFO - Epoch [91][1500/3405] lr: 8.528e-03, eta: 1 day, 1:28:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 3.2311, loss: 3.2311 +2025-06-25 11:40:19,672 - pyskl - INFO - Epoch [91][1600/3405] lr: 8.521e-03, eta: 1 day, 1:27:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 3.0027, loss: 3.0027 +2025-06-25 11:41:04,187 - pyskl - INFO - Epoch [91][1700/3405] lr: 8.513e-03, eta: 1 day, 1:27:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 3.1160, loss: 3.1160 +2025-06-25 11:41:48,850 - pyskl - INFO - Epoch [91][1800/3405] lr: 8.506e-03, eta: 1 day, 1:26:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 3.3407, loss: 3.3407 +2025-06-25 11:42:33,468 - pyskl - INFO - Epoch [91][1900/3405] lr: 8.499e-03, eta: 1 day, 1:25:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 3.1739, loss: 3.1739 +2025-06-25 11:43:18,074 - pyskl - INFO - Epoch [91][2000/3405] lr: 8.491e-03, eta: 1 day, 1:24:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 3.0924, loss: 3.0924 +2025-06-25 11:44:02,710 - pyskl - INFO - Epoch [91][2100/3405] lr: 8.484e-03, eta: 1 day, 1:24:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 3.0841, loss: 3.0841 +2025-06-25 11:44:47,306 - pyskl - INFO - Epoch [91][2200/3405] lr: 8.477e-03, eta: 1 day, 1:23:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 3.1621, loss: 3.1621 +2025-06-25 11:45:32,009 - pyskl - INFO - Epoch [91][2300/3405] lr: 8.470e-03, eta: 1 day, 1:22:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 3.2160, loss: 3.2160 +2025-06-25 11:46:16,654 - pyskl - INFO - Epoch [91][2400/3405] lr: 8.462e-03, eta: 1 day, 1:21:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 3.1988, loss: 3.1988 +2025-06-25 11:47:01,246 - pyskl - INFO - Epoch [91][2500/3405] lr: 8.455e-03, eta: 1 day, 1:21:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 3.1524, loss: 3.1524 +2025-06-25 11:47:45,847 - pyskl - INFO - Epoch [91][2600/3405] lr: 8.448e-03, eta: 1 day, 1:20:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 3.2246, loss: 3.2246 +2025-06-25 11:48:30,519 - pyskl - INFO - Epoch [91][2700/3405] lr: 8.440e-03, eta: 1 day, 1:19:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 3.1074, loss: 3.1074 +2025-06-25 11:49:15,342 - pyskl - INFO - Epoch [91][2800/3405] lr: 8.433e-03, eta: 1 day, 1:18:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 3.2673, loss: 3.2673 +2025-06-25 11:50:00,055 - pyskl - INFO - Epoch [91][2900/3405] lr: 8.426e-03, eta: 1 day, 1:18:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 3.1482, loss: 3.1482 +2025-06-25 11:50:44,801 - pyskl - INFO - Epoch [91][3000/3405] lr: 8.419e-03, eta: 1 day, 1:17:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 3.2485, loss: 3.2485 +2025-06-25 11:51:29,535 - pyskl - INFO - Epoch [91][3100/3405] lr: 8.411e-03, eta: 1 day, 1:16:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9881, loss_cls: 3.1216, loss: 3.1216 +2025-06-25 11:52:14,174 - pyskl - INFO - Epoch [91][3200/3405] lr: 8.404e-03, eta: 1 day, 1:15:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 3.2953, loss: 3.2953 +2025-06-25 11:52:58,867 - pyskl - INFO - Epoch [91][3300/3405] lr: 8.397e-03, eta: 1 day, 1:14:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 3.2656, loss: 3.2656 +2025-06-25 11:53:43,462 - pyskl - INFO - Epoch [91][3400/3405] lr: 8.390e-03, eta: 1 day, 1:14:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 3.1190, loss: 3.1190 +2025-06-25 11:53:46,064 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-06-25 11:57:47,487 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 11:57:48,047 - pyskl - INFO - +top1_acc 0.7719 +top5_acc 0.9491 +2025-06-25 11:57:48,070 - pyskl - INFO - Epoch(val) [91][3718] top1_acc: 0.7719, top5_acc: 0.9491 +2025-06-25 11:58:56,364 - pyskl - INFO - Epoch [92][100/3405] lr: 8.382e-03, eta: 1 day, 1:13:38, time: 0.683, data_time: 0.236, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 3.1363, loss: 3.1363 +2025-06-25 11:59:41,103 - pyskl - INFO - Epoch [92][200/3405] lr: 8.375e-03, eta: 1 day, 1:12:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 3.1312, loss: 3.1312 +2025-06-25 12:00:25,831 - pyskl - INFO - Epoch [92][300/3405] lr: 8.367e-03, eta: 1 day, 1:12:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 3.0682, loss: 3.0682 +2025-06-25 12:01:10,413 - pyskl - INFO - Epoch [92][400/3405] lr: 8.360e-03, eta: 1 day, 1:11:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.9894, loss: 2.9894 +2025-06-25 12:01:55,218 - pyskl - INFO - Epoch [92][500/3405] lr: 8.353e-03, eta: 1 day, 1:10:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.9897, loss: 2.9897 +2025-06-25 12:02:39,957 - pyskl - INFO - Epoch [92][600/3405] lr: 8.346e-03, eta: 1 day, 1:09:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 3.1807, loss: 3.1807 +2025-06-25 12:03:24,701 - pyskl - INFO - Epoch [92][700/3405] lr: 8.338e-03, eta: 1 day, 1:09:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 3.0190, loss: 3.0190 +2025-06-25 12:04:09,379 - pyskl - INFO - Epoch [92][800/3405] lr: 8.331e-03, eta: 1 day, 1:08:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 3.0851, loss: 3.0851 +2025-06-25 12:04:53,970 - pyskl - INFO - Epoch [92][900/3405] lr: 8.324e-03, eta: 1 day, 1:07:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 3.0330, loss: 3.0330 +2025-06-25 12:05:38,627 - pyskl - INFO - Epoch [92][1000/3405] lr: 8.317e-03, eta: 1 day, 1:06:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 3.0979, loss: 3.0979 +2025-06-25 12:06:23,229 - pyskl - INFO - Epoch [92][1100/3405] lr: 8.309e-03, eta: 1 day, 1:06:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 3.1051, loss: 3.1051 +2025-06-25 12:07:07,897 - pyskl - INFO - Epoch [92][1200/3405] lr: 8.302e-03, eta: 1 day, 1:05:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 3.1058, loss: 3.1058 +2025-06-25 12:07:52,518 - pyskl - INFO - Epoch [92][1300/3405] lr: 8.295e-03, eta: 1 day, 1:04:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 3.0802, loss: 3.0802 +2025-06-25 12:08:37,113 - pyskl - INFO - Epoch [92][1400/3405] lr: 8.288e-03, eta: 1 day, 1:03:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 3.0617, loss: 3.0617 +2025-06-25 12:09:21,628 - pyskl - INFO - Epoch [92][1500/3405] lr: 8.281e-03, eta: 1 day, 1:03:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 3.0555, loss: 3.0555 +2025-06-25 12:10:06,146 - pyskl - INFO - Epoch [92][1600/3405] lr: 8.273e-03, eta: 1 day, 1:02:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.3362, loss: 3.3362 +2025-06-25 12:10:50,759 - pyskl - INFO - Epoch [92][1700/3405] lr: 8.266e-03, eta: 1 day, 1:01:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9881, loss_cls: 3.2053, loss: 3.2053 +2025-06-25 12:11:35,502 - pyskl - INFO - Epoch [92][1800/3405] lr: 8.259e-03, eta: 1 day, 1:00:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9894, loss_cls: 3.1039, loss: 3.1039 +2025-06-25 12:12:20,376 - pyskl - INFO - Epoch [92][1900/3405] lr: 8.252e-03, eta: 1 day, 0:59:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9881, loss_cls: 3.2143, loss: 3.2143 +2025-06-25 12:13:05,043 - pyskl - INFO - Epoch [92][2000/3405] lr: 8.244e-03, eta: 1 day, 0:59:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 3.0515, loss: 3.0515 +2025-06-25 12:13:49,591 - pyskl - INFO - Epoch [92][2100/3405] lr: 8.237e-03, eta: 1 day, 0:58:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 3.1336, loss: 3.1336 +2025-06-25 12:14:34,205 - pyskl - INFO - Epoch [92][2200/3405] lr: 8.230e-03, eta: 1 day, 0:57:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 3.1915, loss: 3.1915 +2025-06-25 12:15:18,904 - pyskl - INFO - Epoch [92][2300/3405] lr: 8.223e-03, eta: 1 day, 0:56:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 3.1227, loss: 3.1227 +2025-06-25 12:16:03,611 - pyskl - INFO - Epoch [92][2400/3405] lr: 8.215e-03, eta: 1 day, 0:56:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9875, loss_cls: 3.1980, loss: 3.1980 +2025-06-25 12:16:48,207 - pyskl - INFO - Epoch [92][2500/3405] lr: 8.208e-03, eta: 1 day, 0:55:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.9697, loss: 2.9697 +2025-06-25 12:17:32,817 - pyskl - INFO - Epoch [92][2600/3405] lr: 8.201e-03, eta: 1 day, 0:54:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 3.0976, loss: 3.0976 +2025-06-25 12:18:17,413 - pyskl - INFO - Epoch [92][2700/3405] lr: 8.194e-03, eta: 1 day, 0:53:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 3.0496, loss: 3.0496 +2025-06-25 12:19:02,070 - pyskl - INFO - Epoch [92][2800/3405] lr: 8.187e-03, eta: 1 day, 0:53:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 3.2965, loss: 3.2965 +2025-06-25 12:19:46,634 - pyskl - INFO - Epoch [92][2900/3405] lr: 8.179e-03, eta: 1 day, 0:52:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 3.0847, loss: 3.0847 +2025-06-25 12:20:31,255 - pyskl - INFO - Epoch [92][3000/3405] lr: 8.172e-03, eta: 1 day, 0:51:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 3.0511, loss: 3.0511 +2025-06-25 12:21:15,819 - pyskl - INFO - Epoch [92][3100/3405] lr: 8.165e-03, eta: 1 day, 0:50:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 3.2402, loss: 3.2402 +2025-06-25 12:22:00,537 - pyskl - INFO - Epoch [92][3200/3405] lr: 8.158e-03, eta: 1 day, 0:50:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9894, loss_cls: 3.0197, loss: 3.0197 +2025-06-25 12:22:45,147 - pyskl - INFO - Epoch [92][3300/3405] lr: 8.150e-03, eta: 1 day, 0:49:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 3.1640, loss: 3.1640 +2025-06-25 12:23:29,769 - pyskl - INFO - Epoch [92][3400/3405] lr: 8.143e-03, eta: 1 day, 0:48:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 3.1444, loss: 3.1444 +2025-06-25 12:23:32,377 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-06-25 12:27:30,735 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 12:27:31,304 - pyskl - INFO - +top1_acc 0.8062 +top5_acc 0.9619 +2025-06-25 12:27:31,363 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_85.pth was removed +2025-06-25 12:27:32,451 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. +2025-06-25 12:27:32,453 - pyskl - INFO - Best top1_acc is 0.8062 at 92 epoch. +2025-06-25 12:27:32,475 - pyskl - INFO - Epoch(val) [92][3718] top1_acc: 0.8062, top5_acc: 0.9619 +2025-06-25 12:28:40,909 - pyskl - INFO - Epoch [93][100/3405] lr: 8.136e-03, eta: 1 day, 0:47:59, time: 0.684, data_time: 0.236, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.9871, loss: 2.9871 +2025-06-25 12:29:25,426 - pyskl - INFO - Epoch [93][200/3405] lr: 8.129e-03, eta: 1 day, 0:47:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 3.0227, loss: 3.0227 +2025-06-25 12:30:09,972 - pyskl - INFO - Epoch [93][300/3405] lr: 8.121e-03, eta: 1 day, 0:46:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 3.0594, loss: 3.0594 +2025-06-25 12:30:54,874 - pyskl - INFO - Epoch [93][400/3405] lr: 8.114e-03, eta: 1 day, 0:45:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9900, loss_cls: 3.1232, loss: 3.1232 +2025-06-25 12:31:39,495 - pyskl - INFO - Epoch [93][500/3405] lr: 8.107e-03, eta: 1 day, 0:44:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 3.0146, loss: 3.0146 +2025-06-25 12:32:24,167 - pyskl - INFO - Epoch [93][600/3405] lr: 8.100e-03, eta: 1 day, 0:44:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 3.1081, loss: 3.1081 +2025-06-25 12:33:08,716 - pyskl - INFO - Epoch [93][700/3405] lr: 8.093e-03, eta: 1 day, 0:43:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 3.0090, loss: 3.0090 +2025-06-25 12:33:53,331 - pyskl - INFO - Epoch [93][800/3405] lr: 8.085e-03, eta: 1 day, 0:42:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 3.1643, loss: 3.1643 +2025-06-25 12:34:37,888 - pyskl - INFO - Epoch [93][900/3405] lr: 8.078e-03, eta: 1 day, 0:41:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9912, loss_cls: 3.0946, loss: 3.0946 +2025-06-25 12:35:22,449 - pyskl - INFO - Epoch [93][1000/3405] lr: 8.071e-03, eta: 1 day, 0:41:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 3.0549, loss: 3.0549 +2025-06-25 12:36:07,037 - pyskl - INFO - Epoch [93][1100/3405] lr: 8.064e-03, eta: 1 day, 0:40:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9900, loss_cls: 2.9758, loss: 2.9758 +2025-06-25 12:36:51,630 - pyskl - INFO - Epoch [93][1200/3405] lr: 8.057e-03, eta: 1 day, 0:39:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 3.1566, loss: 3.1566 +2025-06-25 12:37:36,297 - pyskl - INFO - Epoch [93][1300/3405] lr: 8.049e-03, eta: 1 day, 0:38:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 3.0496, loss: 3.0496 +2025-06-25 12:38:20,841 - pyskl - INFO - Epoch [93][1400/3405] lr: 8.042e-03, eta: 1 day, 0:38:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 3.0105, loss: 3.0105 +2025-06-25 12:39:05,409 - pyskl - INFO - Epoch [93][1500/3405] lr: 8.035e-03, eta: 1 day, 0:37:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 3.2260, loss: 3.2260 +2025-06-25 12:39:49,974 - pyskl - INFO - Epoch [93][1600/3405] lr: 8.028e-03, eta: 1 day, 0:36:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 3.1688, loss: 3.1688 +2025-06-25 12:40:34,640 - pyskl - INFO - Epoch [93][1700/3405] lr: 8.021e-03, eta: 1 day, 0:35:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 3.0966, loss: 3.0966 +2025-06-25 12:41:19,249 - pyskl - INFO - Epoch [93][1800/3405] lr: 8.013e-03, eta: 1 day, 0:35:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 3.1292, loss: 3.1292 +2025-06-25 12:42:03,703 - pyskl - INFO - Epoch [93][1900/3405] lr: 8.006e-03, eta: 1 day, 0:34:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 3.1002, loss: 3.1002 +2025-06-25 12:42:48,185 - pyskl - INFO - Epoch [93][2000/3405] lr: 7.999e-03, eta: 1 day, 0:33:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 3.0667, loss: 3.0667 +2025-06-25 12:43:32,656 - pyskl - INFO - Epoch [93][2100/3405] lr: 7.992e-03, eta: 1 day, 0:32:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 3.0970, loss: 3.0970 +2025-06-25 12:44:17,118 - pyskl - INFO - Epoch [93][2200/3405] lr: 7.985e-03, eta: 1 day, 0:32:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 3.0341, loss: 3.0341 +2025-06-25 12:45:01,573 - pyskl - INFO - Epoch [93][2300/3405] lr: 7.978e-03, eta: 1 day, 0:31:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 3.1465, loss: 3.1465 +2025-06-25 12:45:46,033 - pyskl - INFO - Epoch [93][2400/3405] lr: 7.970e-03, eta: 1 day, 0:30:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 3.0592, loss: 3.0592 +2025-06-25 12:46:30,454 - pyskl - INFO - Epoch [93][2500/3405] lr: 7.963e-03, eta: 1 day, 0:29:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 3.0523, loss: 3.0523 +2025-06-25 12:47:14,826 - pyskl - INFO - Epoch [93][2600/3405] lr: 7.956e-03, eta: 1 day, 0:28:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 3.1335, loss: 3.1335 +2025-06-25 12:47:59,616 - pyskl - INFO - Epoch [93][2700/3405] lr: 7.949e-03, eta: 1 day, 0:28:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9844, loss_cls: 3.1779, loss: 3.1779 +2025-06-25 12:48:44,036 - pyskl - INFO - Epoch [93][2800/3405] lr: 7.942e-03, eta: 1 day, 0:27:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 3.1188, loss: 3.1188 +2025-06-25 12:49:28,382 - pyskl - INFO - Epoch [93][2900/3405] lr: 7.935e-03, eta: 1 day, 0:26:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 3.2227, loss: 3.2227 +2025-06-25 12:50:12,688 - pyskl - INFO - Epoch [93][3000/3405] lr: 7.927e-03, eta: 1 day, 0:25:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 3.0512, loss: 3.0512 +2025-06-25 12:50:57,171 - pyskl - INFO - Epoch [93][3100/3405] lr: 7.920e-03, eta: 1 day, 0:25:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 3.0897, loss: 3.0897 +2025-06-25 12:51:41,623 - pyskl - INFO - Epoch [93][3200/3405] lr: 7.913e-03, eta: 1 day, 0:24:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 3.1433, loss: 3.1433 +2025-06-25 12:52:25,927 - pyskl - INFO - Epoch [93][3300/3405] lr: 7.906e-03, eta: 1 day, 0:23:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 3.0562, loss: 3.0562 +2025-06-25 12:53:10,556 - pyskl - INFO - Epoch [93][3400/3405] lr: 7.899e-03, eta: 1 day, 0:22:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.9991, loss: 2.9991 +2025-06-25 12:53:13,337 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-06-25 12:57:11,485 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 12:57:12,033 - pyskl - INFO - +top1_acc 0.7909 +top5_acc 0.9570 +2025-06-25 12:57:12,054 - pyskl - INFO - Epoch(val) [93][3718] top1_acc: 0.7909, top5_acc: 0.9570 +2025-06-25 12:58:20,282 - pyskl - INFO - Epoch [94][100/3405] lr: 7.891e-03, eta: 1 day, 0:22:18, time: 0.682, data_time: 0.235, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9900, loss_cls: 2.9980, loss: 2.9980 +2025-06-25 12:59:05,185 - pyskl - INFO - Epoch [94][200/3405] lr: 7.884e-03, eta: 1 day, 0:21:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.9268, loss: 2.9268 +2025-06-25 12:59:49,774 - pyskl - INFO - Epoch [94][300/3405] lr: 7.877e-03, eta: 1 day, 0:20:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 3.0474, loss: 3.0474 +2025-06-25 13:00:34,335 - pyskl - INFO - Epoch [94][400/3405] lr: 7.870e-03, eta: 1 day, 0:20:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.9888, loss: 2.9888 +2025-06-25 13:01:18,774 - pyskl - INFO - Epoch [94][500/3405] lr: 7.863e-03, eta: 1 day, 0:19:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 3.0122, loss: 3.0122 +2025-06-25 13:02:03,395 - pyskl - INFO - Epoch [94][600/3405] lr: 7.856e-03, eta: 1 day, 0:18:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 3.1547, loss: 3.1547 +2025-06-25 13:02:47,948 - pyskl - INFO - Epoch [94][700/3405] lr: 7.849e-03, eta: 1 day, 0:17:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 3.1608, loss: 3.1608 +2025-06-25 13:03:32,472 - pyskl - INFO - Epoch [94][800/3405] lr: 7.841e-03, eta: 1 day, 0:16:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.9874, loss: 2.9874 +2025-06-25 13:04:17,047 - pyskl - INFO - Epoch [94][900/3405] lr: 7.834e-03, eta: 1 day, 0:16:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9931, loss_cls: 2.9812, loss: 2.9812 +2025-06-25 13:05:01,516 - pyskl - INFO - Epoch [94][1000/3405] lr: 7.827e-03, eta: 1 day, 0:15:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9900, loss_cls: 3.0903, loss: 3.0903 +2025-06-25 13:05:45,959 - pyskl - INFO - Epoch [94][1100/3405] lr: 7.820e-03, eta: 1 day, 0:14:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 3.0528, loss: 3.0528 +2025-06-25 13:06:30,418 - pyskl - INFO - Epoch [94][1200/3405] lr: 7.813e-03, eta: 1 day, 0:13:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 3.0506, loss: 3.0506 +2025-06-25 13:07:14,999 - pyskl - INFO - Epoch [94][1300/3405] lr: 7.806e-03, eta: 1 day, 0:13:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.9312, loss: 2.9312 +2025-06-25 13:07:59,690 - pyskl - INFO - Epoch [94][1400/3405] lr: 7.799e-03, eta: 1 day, 0:12:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 3.1148, loss: 3.1148 +2025-06-25 13:08:44,230 - pyskl - INFO - Epoch [94][1500/3405] lr: 7.791e-03, eta: 1 day, 0:11:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 3.1856, loss: 3.1856 +2025-06-25 13:09:28,701 - pyskl - INFO - Epoch [94][1600/3405] lr: 7.784e-03, eta: 1 day, 0:10:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 3.0210, loss: 3.0210 +2025-06-25 13:10:13,167 - pyskl - INFO - Epoch [94][1700/3405] lr: 7.777e-03, eta: 1 day, 0:10:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 3.0317, loss: 3.0317 +2025-06-25 13:10:57,930 - pyskl - INFO - Epoch [94][1800/3405] lr: 7.770e-03, eta: 1 day, 0:09:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9831, loss_cls: 3.0555, loss: 3.0555 +2025-06-25 13:11:42,579 - pyskl - INFO - Epoch [94][1900/3405] lr: 7.763e-03, eta: 1 day, 0:08:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 3.0522, loss: 3.0522 +2025-06-25 13:12:27,052 - pyskl - INFO - Epoch [94][2000/3405] lr: 7.756e-03, eta: 1 day, 0:07:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 3.1411, loss: 3.1411 +2025-06-25 13:13:11,523 - pyskl - INFO - Epoch [94][2100/3405] lr: 7.749e-03, eta: 1 day, 0:07:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9806, loss_cls: 3.1012, loss: 3.1012 +2025-06-25 13:13:56,039 - pyskl - INFO - Epoch [94][2200/3405] lr: 7.742e-03, eta: 1 day, 0:06:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 3.1137, loss: 3.1137 +2025-06-25 13:14:40,473 - pyskl - INFO - Epoch [94][2300/3405] lr: 7.735e-03, eta: 1 day, 0:05:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 3.0449, loss: 3.0449 +2025-06-25 13:15:25,149 - pyskl - INFO - Epoch [94][2400/3405] lr: 7.727e-03, eta: 1 day, 0:04:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 3.1444, loss: 3.1444 +2025-06-25 13:16:09,638 - pyskl - INFO - Epoch [94][2500/3405] lr: 7.720e-03, eta: 1 day, 0:04:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 3.0978, loss: 3.0978 +2025-06-25 13:16:54,144 - pyskl - INFO - Epoch [94][2600/3405] lr: 7.713e-03, eta: 1 day, 0:03:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 3.1592, loss: 3.1592 +2025-06-25 13:17:38,657 - pyskl - INFO - Epoch [94][2700/3405] lr: 7.706e-03, eta: 1 day, 0:02:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 3.0955, loss: 3.0955 +2025-06-25 13:18:23,341 - pyskl - INFO - Epoch [94][2800/3405] lr: 7.699e-03, eta: 1 day, 0:01:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.9928, loss: 2.9928 +2025-06-25 13:19:07,886 - pyskl - INFO - Epoch [94][2900/3405] lr: 7.692e-03, eta: 1 day, 0:01:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 3.2000, loss: 3.2000 +2025-06-25 13:19:52,483 - pyskl - INFO - Epoch [94][3000/3405] lr: 7.685e-03, eta: 1 day, 0:00:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 3.0369, loss: 3.0369 +2025-06-25 13:20:37,078 - pyskl - INFO - Epoch [94][3100/3405] lr: 7.678e-03, eta: 23:59:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 3.1647, loss: 3.1647 +2025-06-25 13:21:21,659 - pyskl - INFO - Epoch [94][3200/3405] lr: 7.671e-03, eta: 23:58:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 3.0483, loss: 3.0483 +2025-06-25 13:22:06,231 - pyskl - INFO - Epoch [94][3300/3405] lr: 7.664e-03, eta: 23:57:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 3.0816, loss: 3.0816 +2025-06-25 13:22:50,715 - pyskl - INFO - Epoch [94][3400/3405] lr: 7.656e-03, eta: 23:57:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.9910, loss: 2.9910 +2025-06-25 13:22:53,246 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-06-25 13:26:51,421 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 13:26:51,970 - pyskl - INFO - +top1_acc 0.8038 +top5_acc 0.9602 +2025-06-25 13:26:51,991 - pyskl - INFO - Epoch(val) [94][3718] top1_acc: 0.8038, top5_acc: 0.9602 +2025-06-25 13:27:59,447 - pyskl - INFO - Epoch [95][100/3405] lr: 7.649e-03, eta: 23:56:36, time: 0.674, data_time: 0.227, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9844, loss_cls: 2.9141, loss: 2.9141 +2025-06-25 13:28:44,095 - pyskl - INFO - Epoch [95][200/3405] lr: 7.642e-03, eta: 23:55:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 2.7411, loss: 2.7411 +2025-06-25 13:29:28,644 - pyskl - INFO - Epoch [95][300/3405] lr: 7.635e-03, eta: 23:55:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.8726, loss: 2.8726 +2025-06-25 13:30:13,199 - pyskl - INFO - Epoch [95][400/3405] lr: 7.628e-03, eta: 23:54:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9969, loss_cls: 2.9754, loss: 2.9754 +2025-06-25 13:30:57,859 - pyskl - INFO - Epoch [95][500/3405] lr: 7.621e-03, eta: 23:53:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.9160, loss: 2.9160 +2025-06-25 13:31:42,308 - pyskl - INFO - Epoch [95][600/3405] lr: 7.614e-03, eta: 23:52:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9925, loss_cls: 2.9325, loss: 2.9325 +2025-06-25 13:32:26,810 - pyskl - INFO - Epoch [95][700/3405] lr: 7.607e-03, eta: 23:52:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 3.0594, loss: 3.0594 +2025-06-25 13:33:11,277 - pyskl - INFO - Epoch [95][800/3405] lr: 7.599e-03, eta: 23:51:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 3.0228, loss: 3.0228 +2025-06-25 13:33:55,831 - pyskl - INFO - Epoch [95][900/3405] lr: 7.592e-03, eta: 23:50:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.9372, loss: 2.9372 +2025-06-25 13:34:40,774 - pyskl - INFO - Epoch [95][1000/3405] lr: 7.585e-03, eta: 23:49:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 3.0214, loss: 3.0214 +2025-06-25 13:35:25,667 - pyskl - INFO - Epoch [95][1100/3405] lr: 7.578e-03, eta: 23:49:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 3.0591, loss: 3.0591 +2025-06-25 13:36:10,269 - pyskl - INFO - Epoch [95][1200/3405] lr: 7.571e-03, eta: 23:48:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.9989, loss: 2.9989 +2025-06-25 13:36:54,924 - pyskl - INFO - Epoch [95][1300/3405] lr: 7.564e-03, eta: 23:47:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 3.1113, loss: 3.1113 +2025-06-25 13:37:39,826 - pyskl - INFO - Epoch [95][1400/3405] lr: 7.557e-03, eta: 23:46:44, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.9780, loss: 2.9780 +2025-06-25 13:38:24,532 - pyskl - INFO - Epoch [95][1500/3405] lr: 7.550e-03, eta: 23:45:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 3.0394, loss: 3.0394 +2025-06-25 13:39:09,235 - pyskl - INFO - Epoch [95][1600/3405] lr: 7.543e-03, eta: 23:45:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 3.0653, loss: 3.0653 +2025-06-25 13:39:53,858 - pyskl - INFO - Epoch [95][1700/3405] lr: 7.536e-03, eta: 23:44:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 3.1226, loss: 3.1226 +2025-06-25 13:40:38,394 - pyskl - INFO - Epoch [95][1800/3405] lr: 7.529e-03, eta: 23:43:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 3.0529, loss: 3.0529 +2025-06-25 13:41:22,953 - pyskl - INFO - Epoch [95][1900/3405] lr: 7.522e-03, eta: 23:42:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 3.0528, loss: 3.0528 +2025-06-25 13:42:07,560 - pyskl - INFO - Epoch [95][2000/3405] lr: 7.515e-03, eta: 23:42:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 3.0392, loss: 3.0392 +2025-06-25 13:42:52,122 - pyskl - INFO - Epoch [95][2100/3405] lr: 7.508e-03, eta: 23:41:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 3.0873, loss: 3.0873 +2025-06-25 13:43:36,751 - pyskl - INFO - Epoch [95][2200/3405] lr: 7.501e-03, eta: 23:40:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 3.0598, loss: 3.0598 +2025-06-25 13:44:21,498 - pyskl - INFO - Epoch [95][2300/3405] lr: 7.494e-03, eta: 23:39:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 3.0216, loss: 3.0216 +2025-06-25 13:45:06,100 - pyskl - INFO - Epoch [95][2400/3405] lr: 7.487e-03, eta: 23:39:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 3.0601, loss: 3.0601 +2025-06-25 13:45:50,715 - pyskl - INFO - Epoch [95][2500/3405] lr: 7.480e-03, eta: 23:38:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.9765, loss: 2.9765 +2025-06-25 13:46:35,326 - pyskl - INFO - Epoch [95][2600/3405] lr: 7.472e-03, eta: 23:37:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9800, loss_cls: 3.0702, loss: 3.0702 +2025-06-25 13:47:19,998 - pyskl - INFO - Epoch [95][2700/3405] lr: 7.465e-03, eta: 23:36:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 3.0398, loss: 3.0398 +2025-06-25 13:48:04,615 - pyskl - INFO - Epoch [95][2800/3405] lr: 7.458e-03, eta: 23:36:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 3.1073, loss: 3.1073 +2025-06-25 13:48:49,288 - pyskl - INFO - Epoch [95][2900/3405] lr: 7.451e-03, eta: 23:35:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 3.0529, loss: 3.0529 +2025-06-25 13:49:34,195 - pyskl - INFO - Epoch [95][3000/3405] lr: 7.444e-03, eta: 23:34:35, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 3.2499, loss: 3.2499 +2025-06-25 13:50:18,814 - pyskl - INFO - Epoch [95][3100/3405] lr: 7.437e-03, eta: 23:33:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 3.1039, loss: 3.1039 +2025-06-25 13:51:03,373 - pyskl - INFO - Epoch [95][3200/3405] lr: 7.430e-03, eta: 23:33:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.9796, loss: 2.9796 +2025-06-25 13:51:47,982 - pyskl - INFO - Epoch [95][3300/3405] lr: 7.423e-03, eta: 23:32:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 3.0841, loss: 3.0841 +2025-06-25 13:52:32,570 - pyskl - INFO - Epoch [95][3400/3405] lr: 7.416e-03, eta: 23:31:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 3.0252, loss: 3.0252 +2025-06-25 13:52:35,138 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-06-25 14:10:36,823 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 14:10:37,487 - pyskl - INFO - +top1_acc 0.8054 +top5_acc 0.9600 +2025-06-25 14:10:37,510 - pyskl - INFO - Epoch(val) [95][3718] top1_acc: 0.8054, top5_acc: 0.9600 +2025-06-25 14:11:46,367 - pyskl - INFO - Epoch [96][100/3405] lr: 7.409e-03, eta: 23:30:58, time: 0.688, data_time: 0.239, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.8316, loss: 2.8316 +2025-06-25 14:12:31,051 - pyskl - INFO - Epoch [96][200/3405] lr: 7.402e-03, eta: 23:30:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.9309, loss: 2.9309 +2025-06-25 14:13:15,830 - pyskl - INFO - Epoch [96][300/3405] lr: 7.395e-03, eta: 23:29:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 2.9785, loss: 2.9785 +2025-06-25 14:14:00,480 - pyskl - INFO - Epoch [96][400/3405] lr: 7.388e-03, eta: 23:28:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 2.9615, loss: 2.9615 +2025-06-25 14:14:45,170 - pyskl - INFO - Epoch [96][500/3405] lr: 7.381e-03, eta: 23:27:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9931, loss_cls: 2.9104, loss: 2.9104 +2025-06-25 14:15:29,867 - pyskl - INFO - Epoch [96][600/3405] lr: 7.374e-03, eta: 23:27:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 2.9963, loss: 2.9963 +2025-06-25 14:16:14,597 - pyskl - INFO - Epoch [96][700/3405] lr: 7.367e-03, eta: 23:26:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.8999, loss: 2.8999 +2025-06-25 14:16:59,395 - pyskl - INFO - Epoch [96][800/3405] lr: 7.360e-03, eta: 23:25:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.9958, loss: 2.9958 +2025-06-25 14:17:43,981 - pyskl - INFO - Epoch [96][900/3405] lr: 7.353e-03, eta: 23:24:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 2.9857, loss: 2.9857 +2025-06-25 14:18:28,558 - pyskl - INFO - Epoch [96][1000/3405] lr: 7.346e-03, eta: 23:24:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9919, loss_cls: 3.0209, loss: 3.0209 +2025-06-25 14:19:13,176 - pyskl - INFO - Epoch [96][1100/3405] lr: 7.339e-03, eta: 23:23:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 3.1193, loss: 3.1193 +2025-06-25 14:19:57,863 - pyskl - INFO - Epoch [96][1200/3405] lr: 7.332e-03, eta: 23:22:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.9985, loss: 2.9985 +2025-06-25 14:20:42,511 - pyskl - INFO - Epoch [96][1300/3405] lr: 7.325e-03, eta: 23:21:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 3.1482, loss: 3.1482 +2025-06-25 14:21:27,291 - pyskl - INFO - Epoch [96][1400/3405] lr: 7.318e-03, eta: 23:21:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 3.0441, loss: 3.0441 +2025-06-25 14:22:11,860 - pyskl - INFO - Epoch [96][1500/3405] lr: 7.311e-03, eta: 23:20:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 3.0393, loss: 3.0393 +2025-06-25 14:22:56,749 - pyskl - INFO - Epoch [96][1600/3405] lr: 7.304e-03, eta: 23:19:34, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.9741, loss: 2.9741 +2025-06-25 14:23:41,661 - pyskl - INFO - Epoch [96][1700/3405] lr: 7.297e-03, eta: 23:18:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 3.0686, loss: 3.0686 +2025-06-25 14:24:26,591 - pyskl - INFO - Epoch [96][1800/3405] lr: 7.290e-03, eta: 23:18:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9919, loss_cls: 3.0058, loss: 3.0058 +2025-06-25 14:25:11,323 - pyskl - INFO - Epoch [96][1900/3405] lr: 7.283e-03, eta: 23:17:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 3.0218, loss: 3.0218 +2025-06-25 14:25:55,954 - pyskl - INFO - Epoch [96][2000/3405] lr: 7.276e-03, eta: 23:16:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.9976, loss: 2.9976 +2025-06-25 14:26:40,619 - pyskl - INFO - Epoch [96][2100/3405] lr: 7.269e-03, eta: 23:15:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.9519, loss: 2.9519 +2025-06-25 14:27:25,168 - pyskl - INFO - Epoch [96][2200/3405] lr: 7.262e-03, eta: 23:15:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.9844, loss: 2.9844 +2025-06-25 14:28:09,683 - pyskl - INFO - Epoch [96][2300/3405] lr: 7.255e-03, eta: 23:14:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 2.9638, loss: 2.9638 +2025-06-25 14:28:54,243 - pyskl - INFO - Epoch [96][2400/3405] lr: 7.248e-03, eta: 23:13:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9875, loss_cls: 3.1250, loss: 3.1250 +2025-06-25 14:29:39,009 - pyskl - INFO - Epoch [96][2500/3405] lr: 7.241e-03, eta: 23:12:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.9560, loss: 2.9560 +2025-06-25 14:30:23,551 - pyskl - INFO - Epoch [96][2600/3405] lr: 7.234e-03, eta: 23:11:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 2.9820, loss: 2.9820 +2025-06-25 14:31:08,196 - pyskl - INFO - Epoch [96][2700/3405] lr: 7.227e-03, eta: 23:11:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 3.0554, loss: 3.0554 +2025-06-25 14:31:52,686 - pyskl - INFO - Epoch [96][2800/3405] lr: 7.220e-03, eta: 23:10:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.9094, loss: 2.9094 +2025-06-25 14:32:37,264 - pyskl - INFO - Epoch [96][2900/3405] lr: 7.213e-03, eta: 23:09:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 3.0880, loss: 3.0880 +2025-06-25 14:33:21,703 - pyskl - INFO - Epoch [96][3000/3405] lr: 7.206e-03, eta: 23:08:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 3.0715, loss: 3.0715 +2025-06-25 14:34:06,491 - pyskl - INFO - Epoch [96][3100/3405] lr: 7.199e-03, eta: 23:08:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9900, loss_cls: 3.0606, loss: 3.0606 +2025-06-25 14:34:51,187 - pyskl - INFO - Epoch [96][3200/3405] lr: 7.192e-03, eta: 23:07:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 3.0403, loss: 3.0403 +2025-06-25 14:35:35,977 - pyskl - INFO - Epoch [96][3300/3405] lr: 7.185e-03, eta: 23:06:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 3.1104, loss: 3.1104 +2025-06-25 14:36:20,589 - pyskl - INFO - Epoch [96][3400/3405] lr: 7.178e-03, eta: 23:05:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.9983, loss: 2.9983 +2025-06-25 14:36:23,174 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-06-25 14:40:21,354 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 14:40:21,911 - pyskl - INFO - +top1_acc 0.8094 +top5_acc 0.9613 +2025-06-25 14:40:21,969 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_92.pth was removed +2025-06-25 14:40:23,084 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_96.pth. +2025-06-25 14:40:23,085 - pyskl - INFO - Best top1_acc is 0.8094 at 96 epoch. +2025-06-25 14:40:23,110 - pyskl - INFO - Epoch(val) [96][3718] top1_acc: 0.8094, top5_acc: 0.9613 +2025-06-25 14:41:32,038 - pyskl - INFO - Epoch [97][100/3405] lr: 7.171e-03, eta: 23:05:19, time: 0.689, data_time: 0.240, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 3.0420, loss: 3.0420 +2025-06-25 14:42:16,871 - pyskl - INFO - Epoch [97][200/3405] lr: 7.164e-03, eta: 23:04:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.9002, loss: 2.9002 +2025-06-25 14:43:01,372 - pyskl - INFO - Epoch [97][300/3405] lr: 7.157e-03, eta: 23:03:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9938, loss_cls: 2.9078, loss: 2.9078 +2025-06-25 14:43:45,836 - pyskl - INFO - Epoch [97][400/3405] lr: 7.150e-03, eta: 23:03:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.8537, loss: 2.8537 +2025-06-25 14:44:30,275 - pyskl - INFO - Epoch [97][500/3405] lr: 7.143e-03, eta: 23:02:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.8747, loss: 2.8747 +2025-06-25 14:45:14,687 - pyskl - INFO - Epoch [97][600/3405] lr: 7.136e-03, eta: 23:01:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.9113, loss: 2.9113 +2025-06-25 14:45:59,428 - pyskl - INFO - Epoch [97][700/3405] lr: 7.129e-03, eta: 23:00:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 3.0805, loss: 3.0805 +2025-06-25 14:46:44,086 - pyskl - INFO - Epoch [97][800/3405] lr: 7.122e-03, eta: 23:00:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.9470, loss: 2.9470 +2025-06-25 14:47:28,446 - pyskl - INFO - Epoch [97][900/3405] lr: 7.115e-03, eta: 22:59:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.8299, loss: 2.8299 +2025-06-25 14:48:13,024 - pyskl - INFO - Epoch [97][1000/3405] lr: 7.108e-03, eta: 22:58:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 2.9602, loss: 2.9602 +2025-06-25 14:48:57,493 - pyskl - INFO - Epoch [97][1100/3405] lr: 7.101e-03, eta: 22:57:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 3.0045, loss: 3.0045 +2025-06-25 14:49:42,063 - pyskl - INFO - Epoch [97][1200/3405] lr: 7.094e-03, eta: 22:56:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.9730, loss: 2.9730 +2025-06-25 14:50:26,552 - pyskl - INFO - Epoch [97][1300/3405] lr: 7.088e-03, eta: 22:56:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 2.9355, loss: 2.9355 +2025-06-25 14:51:11,138 - pyskl - INFO - Epoch [97][1400/3405] lr: 7.081e-03, eta: 22:55:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 2.9881, loss: 2.9881 +2025-06-25 14:51:55,677 - pyskl - INFO - Epoch [97][1500/3405] lr: 7.074e-03, eta: 22:54:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9919, loss_cls: 2.9983, loss: 2.9983 +2025-06-25 14:52:40,133 - pyskl - INFO - Epoch [97][1600/3405] lr: 7.067e-03, eta: 22:53:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 3.0648, loss: 3.0648 +2025-06-25 14:53:24,759 - pyskl - INFO - Epoch [97][1700/3405] lr: 7.060e-03, eta: 22:53:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.9561, loss: 2.9561 +2025-06-25 14:54:09,327 - pyskl - INFO - Epoch [97][1800/3405] lr: 7.053e-03, eta: 22:52:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.9327, loss: 2.9327 +2025-06-25 14:54:53,852 - pyskl - INFO - Epoch [97][1900/3405] lr: 7.046e-03, eta: 22:51:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 3.0284, loss: 3.0284 +2025-06-25 14:55:38,475 - pyskl - INFO - Epoch [97][2000/3405] lr: 7.039e-03, eta: 22:50:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.9568, loss: 2.9568 +2025-06-25 14:56:23,064 - pyskl - INFO - Epoch [97][2100/3405] lr: 7.032e-03, eta: 22:50:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 2.9359, loss: 2.9359 +2025-06-25 14:57:07,676 - pyskl - INFO - Epoch [97][2200/3405] lr: 7.025e-03, eta: 22:49:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.9268, loss: 2.9268 +2025-06-25 14:57:52,327 - pyskl - INFO - Epoch [97][2300/3405] lr: 7.018e-03, eta: 22:48:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9925, loss_cls: 2.9904, loss: 2.9904 +2025-06-25 14:58:36,991 - pyskl - INFO - Epoch [97][2400/3405] lr: 7.011e-03, eta: 22:47:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 3.1715, loss: 3.1715 +2025-06-25 14:59:21,631 - pyskl - INFO - Epoch [97][2500/3405] lr: 7.005e-03, eta: 22:47:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 3.1633, loss: 3.1633 +2025-06-25 15:00:06,242 - pyskl - INFO - Epoch [97][2600/3405] lr: 6.998e-03, eta: 22:46:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 3.0275, loss: 3.0275 +2025-06-25 15:00:50,903 - pyskl - INFO - Epoch [97][2700/3405] lr: 6.991e-03, eta: 22:45:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9925, loss_cls: 2.8953, loss: 2.8953 +2025-06-25 15:01:35,710 - pyskl - INFO - Epoch [97][2800/3405] lr: 6.984e-03, eta: 22:44:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 3.0124, loss: 3.0124 +2025-06-25 15:02:20,419 - pyskl - INFO - Epoch [97][2900/3405] lr: 6.977e-03, eta: 22:44:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 3.0230, loss: 3.0230 +2025-06-25 15:03:05,162 - pyskl - INFO - Epoch [97][3000/3405] lr: 6.970e-03, eta: 22:43:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.9945, loss: 2.9945 +2025-06-25 15:03:49,833 - pyskl - INFO - Epoch [97][3100/3405] lr: 6.963e-03, eta: 22:42:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 3.0411, loss: 3.0411 +2025-06-25 15:04:34,500 - pyskl - INFO - Epoch [97][3200/3405] lr: 6.956e-03, eta: 22:41:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.9055, loss: 2.9055 +2025-06-25 15:05:19,110 - pyskl - INFO - Epoch [97][3300/3405] lr: 6.949e-03, eta: 22:41:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 3.0351, loss: 3.0351 +2025-06-25 15:06:03,711 - pyskl - INFO - Epoch [97][3400/3405] lr: 6.942e-03, eta: 22:40:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.9436, loss: 2.9436 +2025-06-25 15:06:06,303 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-06-25 15:10:04,753 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 15:10:05,308 - pyskl - INFO - +top1_acc 0.8078 +top5_acc 0.9609 +2025-06-25 15:10:05,333 - pyskl - INFO - Epoch(val) [97][3718] top1_acc: 0.8078, top5_acc: 0.9609 +2025-06-25 15:11:13,311 - pyskl - INFO - Epoch [98][100/3405] lr: 6.935e-03, eta: 22:39:39, time: 0.680, data_time: 0.232, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9956, loss_cls: 2.8543, loss: 2.8543 +2025-06-25 15:11:58,069 - pyskl - INFO - Epoch [98][200/3405] lr: 6.928e-03, eta: 22:38:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.8299, loss: 2.8299 +2025-06-25 15:12:42,830 - pyskl - INFO - Epoch [98][300/3405] lr: 6.921e-03, eta: 22:38:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.9035, loss: 2.9035 +2025-06-25 15:13:27,505 - pyskl - INFO - Epoch [98][400/3405] lr: 6.915e-03, eta: 22:37:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.8166, loss: 2.8166 +2025-06-25 15:14:12,164 - pyskl - INFO - Epoch [98][500/3405] lr: 6.908e-03, eta: 22:36:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.8825, loss: 2.8825 +2025-06-25 15:14:56,806 - pyskl - INFO - Epoch [98][600/3405] lr: 6.901e-03, eta: 22:35:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.9401, loss: 2.9401 +2025-06-25 15:15:41,678 - pyskl - INFO - Epoch [98][700/3405] lr: 6.894e-03, eta: 22:35:06, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.9583, loss: 2.9583 +2025-06-25 15:16:26,323 - pyskl - INFO - Epoch [98][800/3405] lr: 6.887e-03, eta: 22:34:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 3.0573, loss: 3.0573 +2025-06-25 15:17:10,911 - pyskl - INFO - Epoch [98][900/3405] lr: 6.880e-03, eta: 22:33:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.9008, loss: 2.9008 +2025-06-25 15:17:55,550 - pyskl - INFO - Epoch [98][1000/3405] lr: 6.873e-03, eta: 22:32:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.8910, loss: 2.8910 +2025-06-25 15:18:40,233 - pyskl - INFO - Epoch [98][1100/3405] lr: 6.867e-03, eta: 22:32:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 3.0048, loss: 3.0048 +2025-06-25 15:19:24,894 - pyskl - INFO - Epoch [98][1200/3405] lr: 6.860e-03, eta: 22:31:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9931, loss_cls: 2.9313, loss: 2.9313 +2025-06-25 15:20:09,507 - pyskl - INFO - Epoch [98][1300/3405] lr: 6.853e-03, eta: 22:30:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.9306, loss: 2.9306 +2025-06-25 15:20:54,050 - pyskl - INFO - Epoch [98][1400/3405] lr: 6.846e-03, eta: 22:29:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.9285, loss: 2.9285 +2025-06-25 15:21:38,651 - pyskl - INFO - Epoch [98][1500/3405] lr: 6.839e-03, eta: 22:29:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 2.8086, loss: 2.8086 +2025-06-25 15:22:23,263 - pyskl - INFO - Epoch [98][1600/3405] lr: 6.832e-03, eta: 22:28:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9925, loss_cls: 2.8842, loss: 2.8842 +2025-06-25 15:23:07,837 - pyskl - INFO - Epoch [98][1700/3405] lr: 6.825e-03, eta: 22:27:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.9365, loss: 2.9365 +2025-06-25 15:23:52,489 - pyskl - INFO - Epoch [98][1800/3405] lr: 6.819e-03, eta: 22:26:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.8737, loss: 2.8737 +2025-06-25 15:24:37,141 - pyskl - INFO - Epoch [98][1900/3405] lr: 6.812e-03, eta: 22:25:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 3.0589, loss: 3.0589 +2025-06-25 15:25:21,751 - pyskl - INFO - Epoch [98][2000/3405] lr: 6.805e-03, eta: 22:25:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 2.9088, loss: 2.9088 +2025-06-25 15:26:06,381 - pyskl - INFO - Epoch [98][2100/3405] lr: 6.798e-03, eta: 22:24:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.9794, loss: 2.9794 +2025-06-25 15:26:51,017 - pyskl - INFO - Epoch [98][2200/3405] lr: 6.791e-03, eta: 22:23:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 3.0026, loss: 3.0026 +2025-06-25 15:27:35,638 - pyskl - INFO - Epoch [98][2300/3405] lr: 6.784e-03, eta: 22:22:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9906, loss_cls: 3.0315, loss: 3.0315 +2025-06-25 15:28:20,152 - pyskl - INFO - Epoch [98][2400/3405] lr: 6.777e-03, eta: 22:22:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 3.0594, loss: 3.0594 +2025-06-25 15:29:04,887 - pyskl - INFO - Epoch [98][2500/3405] lr: 6.771e-03, eta: 22:21:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9912, loss_cls: 3.0307, loss: 3.0307 +2025-06-25 15:29:49,587 - pyskl - INFO - Epoch [98][2600/3405] lr: 6.764e-03, eta: 22:20:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 3.0245, loss: 3.0245 +2025-06-25 15:30:34,185 - pyskl - INFO - Epoch [98][2700/3405] lr: 6.757e-03, eta: 22:19:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.9692, loss: 2.9692 +2025-06-25 15:31:18,741 - pyskl - INFO - Epoch [98][2800/3405] lr: 6.750e-03, eta: 22:19:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9900, loss_cls: 2.9375, loss: 2.9375 +2025-06-25 15:32:03,325 - pyskl - INFO - Epoch [98][2900/3405] lr: 6.743e-03, eta: 22:18:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 3.0586, loss: 3.0586 +2025-06-25 15:32:47,958 - pyskl - INFO - Epoch [98][3000/3405] lr: 6.736e-03, eta: 22:17:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.8945, loss: 2.8945 +2025-06-25 15:33:32,557 - pyskl - INFO - Epoch [98][3100/3405] lr: 6.730e-03, eta: 22:16:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 2.9885, loss: 2.9885 +2025-06-25 15:34:17,135 - pyskl - INFO - Epoch [98][3200/3405] lr: 6.723e-03, eta: 22:16:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 2.9995, loss: 2.9995 +2025-06-25 15:35:01,746 - pyskl - INFO - Epoch [98][3300/3405] lr: 6.716e-03, eta: 22:15:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.8821, loss: 2.8821 +2025-06-25 15:35:46,299 - pyskl - INFO - Epoch [98][3400/3405] lr: 6.709e-03, eta: 22:14:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 2.9709, loss: 2.9709 +2025-06-25 15:35:48,906 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-06-25 15:39:48,262 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 15:39:48,819 - pyskl - INFO - +top1_acc 0.8096 +top5_acc 0.9626 +2025-06-25 15:39:48,878 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_96.pth was removed +2025-06-25 15:39:49,983 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_98.pth. +2025-06-25 15:39:49,985 - pyskl - INFO - Best top1_acc is 0.8096 at 98 epoch. +2025-06-25 15:39:50,009 - pyskl - INFO - Epoch(val) [98][3718] top1_acc: 0.8096, top5_acc: 0.9626 +2025-06-25 15:40:58,490 - pyskl - INFO - Epoch [99][100/3405] lr: 6.702e-03, eta: 22:13:59, time: 0.685, data_time: 0.237, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9925, loss_cls: 2.9645, loss: 2.9645 +2025-06-25 15:41:43,156 - pyskl - INFO - Epoch [99][200/3405] lr: 6.695e-03, eta: 22:13:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.7756, loss: 2.7756 +2025-06-25 15:42:27,778 - pyskl - INFO - Epoch [99][300/3405] lr: 6.688e-03, eta: 22:12:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.8373, loss: 2.8373 +2025-06-25 15:43:12,302 - pyskl - INFO - Epoch [99][400/3405] lr: 6.682e-03, eta: 22:11:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.8393, loss: 2.8393 +2025-06-25 15:43:56,833 - pyskl - INFO - Epoch [99][500/3405] lr: 6.675e-03, eta: 22:10:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 2.8517, loss: 2.8517 +2025-06-25 15:44:41,406 - pyskl - INFO - Epoch [99][600/3405] lr: 6.668e-03, eta: 22:10:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.9856, loss: 2.9856 +2025-06-25 15:45:26,184 - pyskl - INFO - Epoch [99][700/3405] lr: 6.661e-03, eta: 22:09:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.9561, loss: 2.9561 +2025-06-25 15:46:10,849 - pyskl - INFO - Epoch [99][800/3405] lr: 6.654e-03, eta: 22:08:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.9759, loss: 2.9759 +2025-06-25 15:46:55,442 - pyskl - INFO - Epoch [99][900/3405] lr: 6.648e-03, eta: 22:07:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.8093, loss: 2.8093 +2025-06-25 15:47:40,049 - pyskl - INFO - Epoch [99][1000/3405] lr: 6.641e-03, eta: 22:07:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9844, loss_cls: 2.9159, loss: 2.9159 +2025-06-25 15:48:24,527 - pyskl - INFO - Epoch [99][1100/3405] lr: 6.634e-03, eta: 22:06:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9938, loss_cls: 2.8086, loss: 2.8086 +2025-06-25 15:49:09,026 - pyskl - INFO - Epoch [99][1200/3405] lr: 6.627e-03, eta: 22:05:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.9686, loss: 2.9686 +2025-06-25 15:49:53,531 - pyskl - INFO - Epoch [99][1300/3405] lr: 6.620e-03, eta: 22:04:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.9028, loss: 2.9028 +2025-06-25 15:50:38,025 - pyskl - INFO - Epoch [99][1400/3405] lr: 6.614e-03, eta: 22:04:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.9000, loss: 2.9000 +2025-06-25 15:51:22,589 - pyskl - INFO - Epoch [99][1500/3405] lr: 6.607e-03, eta: 22:03:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 2.9254, loss: 2.9254 +2025-06-25 15:52:07,165 - pyskl - INFO - Epoch [99][1600/3405] lr: 6.600e-03, eta: 22:02:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9912, loss_cls: 3.0053, loss: 3.0053 +2025-06-25 15:52:51,666 - pyskl - INFO - Epoch [99][1700/3405] lr: 6.593e-03, eta: 22:01:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9938, loss_cls: 2.9684, loss: 2.9684 +2025-06-25 15:53:36,191 - pyskl - INFO - Epoch [99][1800/3405] lr: 6.587e-03, eta: 22:01:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 2.9517, loss: 2.9517 +2025-06-25 15:54:20,723 - pyskl - INFO - Epoch [99][1900/3405] lr: 6.580e-03, eta: 22:00:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.8696, loss: 2.8696 +2025-06-25 15:55:05,318 - pyskl - INFO - Epoch [99][2000/3405] lr: 6.573e-03, eta: 21:59:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 3.1396, loss: 3.1396 +2025-06-25 15:55:49,951 - pyskl - INFO - Epoch [99][2100/3405] lr: 6.566e-03, eta: 21:58:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9925, loss_cls: 2.9341, loss: 2.9341 +2025-06-25 15:56:34,513 - pyskl - INFO - Epoch [99][2200/3405] lr: 6.559e-03, eta: 21:58:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.8506, loss: 2.8506 +2025-06-25 15:57:19,030 - pyskl - INFO - Epoch [99][2300/3405] lr: 6.553e-03, eta: 21:57:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.8667, loss: 2.8667 +2025-06-25 15:58:03,526 - pyskl - INFO - Epoch [99][2400/3405] lr: 6.546e-03, eta: 21:56:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.9068, loss: 2.9068 +2025-06-25 15:58:48,089 - pyskl - INFO - Epoch [99][2500/3405] lr: 6.539e-03, eta: 21:55:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.9403, loss: 2.9403 +2025-06-25 15:59:32,714 - pyskl - INFO - Epoch [99][2600/3405] lr: 6.532e-03, eta: 21:55:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.9419, loss: 2.9419 +2025-06-25 16:00:17,341 - pyskl - INFO - Epoch [99][2700/3405] lr: 6.526e-03, eta: 21:54:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.9534, loss: 2.9534 +2025-06-25 16:01:01,957 - pyskl - INFO - Epoch [99][2800/3405] lr: 6.519e-03, eta: 21:53:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.9568, loss: 2.9568 +2025-06-25 16:01:46,468 - pyskl - INFO - Epoch [99][2900/3405] lr: 6.512e-03, eta: 21:52:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.9706, loss: 2.9706 +2025-06-25 16:02:31,021 - pyskl - INFO - Epoch [99][3000/3405] lr: 6.505e-03, eta: 21:51:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.9707, loss: 2.9707 +2025-06-25 16:03:15,502 - pyskl - INFO - Epoch [99][3100/3405] lr: 6.499e-03, eta: 21:51:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.9559, loss: 2.9559 +2025-06-25 16:04:00,019 - pyskl - INFO - Epoch [99][3200/3405] lr: 6.492e-03, eta: 21:50:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 3.0353, loss: 3.0353 +2025-06-25 16:04:44,528 - pyskl - INFO - Epoch [99][3300/3405] lr: 6.485e-03, eta: 21:49:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.9845, loss: 2.9845 +2025-06-25 16:05:29,118 - pyskl - INFO - Epoch [99][3400/3405] lr: 6.478e-03, eta: 21:48:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.8357, loss: 2.8357 +2025-06-25 16:05:31,734 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-06-25 16:09:31,225 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 16:09:31,825 - pyskl - INFO - +top1_acc 0.8168 +top5_acc 0.9642 +2025-06-25 16:09:31,879 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_98.pth was removed +2025-06-25 16:09:32,918 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. +2025-06-25 16:09:32,920 - pyskl - INFO - Best top1_acc is 0.8168 at 99 epoch. +2025-06-25 16:09:32,943 - pyskl - INFO - Epoch(val) [99][3718] top1_acc: 0.8168, top5_acc: 0.9642 +2025-06-25 16:10:41,440 - pyskl - INFO - Epoch [100][100/3405] lr: 6.471e-03, eta: 21:48:19, time: 0.685, data_time: 0.238, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.7844, loss: 2.7844 +2025-06-25 16:11:26,078 - pyskl - INFO - Epoch [100][200/3405] lr: 6.465e-03, eta: 21:47:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.8044, loss: 2.8044 +2025-06-25 16:12:10,755 - pyskl - INFO - Epoch [100][300/3405] lr: 6.458e-03, eta: 21:46:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.7813, loss: 2.7813 +2025-06-25 16:12:55,482 - pyskl - INFO - Epoch [100][400/3405] lr: 6.451e-03, eta: 21:46:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.8321, loss: 2.8321 +2025-06-25 16:13:40,003 - pyskl - INFO - Epoch [100][500/3405] lr: 6.444e-03, eta: 21:45:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9962, loss_cls: 2.8150, loss: 2.8150 +2025-06-25 16:14:24,613 - pyskl - INFO - Epoch [100][600/3405] lr: 6.438e-03, eta: 21:44:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.8460, loss: 2.8460 +2025-06-25 16:15:09,197 - pyskl - INFO - Epoch [100][700/3405] lr: 6.431e-03, eta: 21:43:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 2.7637, loss: 2.7637 +2025-06-25 16:15:53,701 - pyskl - INFO - Epoch [100][800/3405] lr: 6.424e-03, eta: 21:43:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 3.0298, loss: 3.0298 +2025-06-25 16:16:38,264 - pyskl - INFO - Epoch [100][900/3405] lr: 6.418e-03, eta: 21:42:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.7546, loss: 2.7546 +2025-06-25 16:17:22,854 - pyskl - INFO - Epoch [100][1000/3405] lr: 6.411e-03, eta: 21:41:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9862, loss_cls: 2.8417, loss: 2.8417 +2025-06-25 16:18:07,463 - pyskl - INFO - Epoch [100][1100/3405] lr: 6.404e-03, eta: 21:40:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9912, loss_cls: 2.8820, loss: 2.8820 +2025-06-25 16:18:52,035 - pyskl - INFO - Epoch [100][1200/3405] lr: 6.397e-03, eta: 21:39:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.9092, loss: 2.9092 +2025-06-25 16:19:36,608 - pyskl - INFO - Epoch [100][1300/3405] lr: 6.391e-03, eta: 21:39:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.9825, loss: 2.9825 +2025-06-25 16:20:21,154 - pyskl - INFO - Epoch [100][1400/3405] lr: 6.384e-03, eta: 21:38:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.9804, loss: 2.9804 +2025-06-25 16:21:05,682 - pyskl - INFO - Epoch [100][1500/3405] lr: 6.377e-03, eta: 21:37:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9856, loss_cls: 2.8702, loss: 2.8702 +2025-06-25 16:21:50,163 - pyskl - INFO - Epoch [100][1600/3405] lr: 6.371e-03, eta: 21:36:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 2.8628, loss: 2.8628 +2025-06-25 16:22:34,623 - pyskl - INFO - Epoch [100][1700/3405] lr: 6.364e-03, eta: 21:36:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 3.0482, loss: 3.0482 +2025-06-25 16:23:19,087 - pyskl - INFO - Epoch [100][1800/3405] lr: 6.357e-03, eta: 21:35:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 2.9660, loss: 2.9660 +2025-06-25 16:24:03,500 - pyskl - INFO - Epoch [100][1900/3405] lr: 6.351e-03, eta: 21:34:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.8929, loss: 2.8929 +2025-06-25 16:24:48,049 - pyskl - INFO - Epoch [100][2000/3405] lr: 6.344e-03, eta: 21:33:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.8941, loss: 2.8941 +2025-06-25 16:25:32,543 - pyskl - INFO - Epoch [100][2100/3405] lr: 6.337e-03, eta: 21:33:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.9180, loss: 2.9180 +2025-06-25 16:26:17,065 - pyskl - INFO - Epoch [100][2200/3405] lr: 6.330e-03, eta: 21:32:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.9094, loss: 2.9094 +2025-06-25 16:27:01,691 - pyskl - INFO - Epoch [100][2300/3405] lr: 6.324e-03, eta: 21:31:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.8844, loss: 2.8844 +2025-06-25 16:27:46,424 - pyskl - INFO - Epoch [100][2400/3405] lr: 6.317e-03, eta: 21:30:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 2.8335, loss: 2.8335 +2025-06-25 16:28:31,027 - pyskl - INFO - Epoch [100][2500/3405] lr: 6.310e-03, eta: 21:30:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 2.9084, loss: 2.9084 +2025-06-25 16:29:15,590 - pyskl - INFO - Epoch [100][2600/3405] lr: 6.304e-03, eta: 21:29:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.9307, loss: 2.9307 +2025-06-25 16:30:00,157 - pyskl - INFO - Epoch [100][2700/3405] lr: 6.297e-03, eta: 21:28:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.9479, loss: 2.9479 +2025-06-25 16:30:44,653 - pyskl - INFO - Epoch [100][2800/3405] lr: 6.290e-03, eta: 21:27:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.8519, loss: 2.8519 +2025-06-25 16:31:29,174 - pyskl - INFO - Epoch [100][2900/3405] lr: 6.284e-03, eta: 21:27:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.9389, loss: 2.9389 +2025-06-25 16:32:13,682 - pyskl - INFO - Epoch [100][3000/3405] lr: 6.277e-03, eta: 21:26:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 3.0485, loss: 3.0485 +2025-06-25 16:32:58,226 - pyskl - INFO - Epoch [100][3100/3405] lr: 6.270e-03, eta: 21:25:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 3.0277, loss: 3.0277 +2025-06-25 16:33:42,749 - pyskl - INFO - Epoch [100][3200/3405] lr: 6.264e-03, eta: 21:24:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.9426, loss: 2.9426 +2025-06-25 16:34:27,406 - pyskl - INFO - Epoch [100][3300/3405] lr: 6.257e-03, eta: 21:24:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.9281, loss: 2.9281 +2025-06-25 16:35:11,986 - pyskl - INFO - Epoch [100][3400/3405] lr: 6.250e-03, eta: 21:23:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.9154, loss: 2.9154 +2025-06-25 16:35:14,724 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-06-25 16:54:18,934 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 16:54:19,515 - pyskl - INFO - +top1_acc 0.8107 +top5_acc 0.9605 +2025-06-25 16:54:19,538 - pyskl - INFO - Epoch(val) [100][3718] top1_acc: 0.8107, top5_acc: 0.9605 +2025-06-25 16:55:28,072 - pyskl - INFO - Epoch [101][100/3405] lr: 6.243e-03, eta: 21:22:38, time: 0.685, data_time: 0.238, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.7963, loss: 2.7963 +2025-06-25 16:56:12,727 - pyskl - INFO - Epoch [101][200/3405] lr: 6.237e-03, eta: 21:21:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.7785, loss: 2.7785 +2025-06-25 16:56:57,261 - pyskl - INFO - Epoch [101][300/3405] lr: 6.230e-03, eta: 21:21:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 2.8485, loss: 2.8485 +2025-06-25 16:57:41,938 - pyskl - INFO - Epoch [101][400/3405] lr: 6.223e-03, eta: 21:20:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 2.8030, loss: 2.8030 +2025-06-25 16:58:26,477 - pyskl - INFO - Epoch [101][500/3405] lr: 6.217e-03, eta: 21:19:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.8893, loss: 2.8893 +2025-06-25 16:59:11,170 - pyskl - INFO - Epoch [101][600/3405] lr: 6.210e-03, eta: 21:18:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.8581, loss: 2.8581 +2025-06-25 16:59:55,799 - pyskl - INFO - Epoch [101][700/3405] lr: 6.204e-03, eta: 21:18:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.7908, loss: 2.7908 +2025-06-25 17:00:40,497 - pyskl - INFO - Epoch [101][800/3405] lr: 6.197e-03, eta: 21:17:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.6533, loss: 2.6533 +2025-06-25 17:01:25,158 - pyskl - INFO - Epoch [101][900/3405] lr: 6.190e-03, eta: 21:16:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.7179, loss: 2.7179 +2025-06-25 17:02:09,898 - pyskl - INFO - Epoch [101][1000/3405] lr: 6.184e-03, eta: 21:15:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.7978, loss: 2.7978 +2025-06-25 17:02:54,615 - pyskl - INFO - Epoch [101][1100/3405] lr: 6.177e-03, eta: 21:15:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.8749, loss: 2.8749 +2025-06-25 17:03:39,222 - pyskl - INFO - Epoch [101][1200/3405] lr: 6.170e-03, eta: 21:14:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.7814, loss: 2.7814 +2025-06-25 17:04:23,854 - pyskl - INFO - Epoch [101][1300/3405] lr: 6.164e-03, eta: 21:13:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.7735, loss: 2.7735 +2025-06-25 17:05:08,460 - pyskl - INFO - Epoch [101][1400/3405] lr: 6.157e-03, eta: 21:12:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.8166, loss: 2.8166 +2025-06-25 17:05:53,100 - pyskl - INFO - Epoch [101][1500/3405] lr: 6.150e-03, eta: 21:12:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9944, loss_cls: 2.8212, loss: 2.8212 +2025-06-25 17:06:37,677 - pyskl - INFO - Epoch [101][1600/3405] lr: 6.144e-03, eta: 21:11:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.9674, loss: 2.9674 +2025-06-25 17:07:22,172 - pyskl - INFO - Epoch [101][1700/3405] lr: 6.137e-03, eta: 21:10:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 2.8722, loss: 2.8722 +2025-06-25 17:08:06,606 - pyskl - INFO - Epoch [101][1800/3405] lr: 6.131e-03, eta: 21:09:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.7321, loss: 2.7321 +2025-06-25 17:08:51,150 - pyskl - INFO - Epoch [101][1900/3405] lr: 6.124e-03, eta: 21:08:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9938, loss_cls: 2.8768, loss: 2.8768 +2025-06-25 17:09:35,575 - pyskl - INFO - Epoch [101][2000/3405] lr: 6.117e-03, eta: 21:08:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 2.9130, loss: 2.9130 +2025-06-25 17:10:19,894 - pyskl - INFO - Epoch [101][2100/3405] lr: 6.111e-03, eta: 21:07:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.8640, loss: 2.8640 +2025-06-25 17:11:04,586 - pyskl - INFO - Epoch [101][2200/3405] lr: 6.104e-03, eta: 21:06:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.9883, loss: 2.9883 +2025-06-25 17:11:49,177 - pyskl - INFO - Epoch [101][2300/3405] lr: 6.098e-03, eta: 21:05:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.8700, loss: 2.8700 +2025-06-25 17:12:33,749 - pyskl - INFO - Epoch [101][2400/3405] lr: 6.091e-03, eta: 21:05:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.8816, loss: 2.8816 +2025-06-25 17:13:18,329 - pyskl - INFO - Epoch [101][2500/3405] lr: 6.084e-03, eta: 21:04:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 2.7543, loss: 2.7543 +2025-06-25 17:14:02,800 - pyskl - INFO - Epoch [101][2600/3405] lr: 6.078e-03, eta: 21:03:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.9199, loss: 2.9199 +2025-06-25 17:14:47,195 - pyskl - INFO - Epoch [101][2700/3405] lr: 6.071e-03, eta: 21:02:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.9625, loss: 2.9625 +2025-06-25 17:15:31,663 - pyskl - INFO - Epoch [101][2800/3405] lr: 6.065e-03, eta: 21:02:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.8242, loss: 2.8242 +2025-06-25 17:16:16,202 - pyskl - INFO - Epoch [101][2900/3405] lr: 6.058e-03, eta: 21:01:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.8810, loss: 2.8810 +2025-06-25 17:17:00,653 - pyskl - INFO - Epoch [101][3000/3405] lr: 6.051e-03, eta: 21:00:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.8234, loss: 2.8234 +2025-06-25 17:17:45,128 - pyskl - INFO - Epoch [101][3100/3405] lr: 6.045e-03, eta: 20:59:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 3.0002, loss: 3.0002 +2025-06-25 17:18:29,768 - pyskl - INFO - Epoch [101][3200/3405] lr: 6.038e-03, eta: 20:59:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 2.9870, loss: 2.9870 +2025-06-25 17:19:14,654 - pyskl - INFO - Epoch [101][3300/3405] lr: 6.032e-03, eta: 20:58:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.8724, loss: 2.8724 +2025-06-25 17:19:59,076 - pyskl - INFO - Epoch [101][3400/3405] lr: 6.025e-03, eta: 20:57:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.9641, loss: 2.9641 +2025-06-25 17:20:01,703 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-06-25 17:24:00,254 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 17:24:00,799 - pyskl - INFO - +top1_acc 0.8052 +top5_acc 0.9616 +2025-06-25 17:24:00,821 - pyskl - INFO - Epoch(val) [101][3718] top1_acc: 0.8052, top5_acc: 0.9616 +2025-06-25 17:25:09,682 - pyskl - INFO - Epoch [102][100/3405] lr: 6.018e-03, eta: 20:56:58, time: 0.689, data_time: 0.241, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.7639, loss: 2.7639 +2025-06-25 17:25:54,247 - pyskl - INFO - Epoch [102][200/3405] lr: 6.012e-03, eta: 20:56:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.7477, loss: 2.7477 +2025-06-25 17:26:38,845 - pyskl - INFO - Epoch [102][300/3405] lr: 6.005e-03, eta: 20:55:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.7450, loss: 2.7450 +2025-06-25 17:27:23,520 - pyskl - INFO - Epoch [102][400/3405] lr: 5.998e-03, eta: 20:54:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.7794, loss: 2.7794 +2025-06-25 17:28:08,238 - pyskl - INFO - Epoch [102][500/3405] lr: 5.992e-03, eta: 20:53:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 2.7720, loss: 2.7720 +2025-06-25 17:28:52,884 - pyskl - INFO - Epoch [102][600/3405] lr: 5.985e-03, eta: 20:53:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.6168, loss: 2.6168 +2025-06-25 17:29:37,430 - pyskl - INFO - Epoch [102][700/3405] lr: 5.979e-03, eta: 20:52:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.8247, loss: 2.8247 +2025-06-25 17:30:21,981 - pyskl - INFO - Epoch [102][800/3405] lr: 5.972e-03, eta: 20:51:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.8668, loss: 2.8668 +2025-06-25 17:31:06,508 - pyskl - INFO - Epoch [102][900/3405] lr: 5.966e-03, eta: 20:50:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.7225, loss: 2.7225 +2025-06-25 17:31:51,104 - pyskl - INFO - Epoch [102][1000/3405] lr: 5.959e-03, eta: 20:50:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 2.7670, loss: 2.7670 +2025-06-25 17:32:35,671 - pyskl - INFO - Epoch [102][1100/3405] lr: 5.953e-03, eta: 20:49:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.7687, loss: 2.7687 +2025-06-25 17:33:20,240 - pyskl - INFO - Epoch [102][1200/3405] lr: 5.946e-03, eta: 20:48:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9981, loss_cls: 2.7287, loss: 2.7287 +2025-06-25 17:34:04,894 - pyskl - INFO - Epoch [102][1300/3405] lr: 5.939e-03, eta: 20:47:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.8136, loss: 2.8136 +2025-06-25 17:34:49,456 - pyskl - INFO - Epoch [102][1400/3405] lr: 5.933e-03, eta: 20:47:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.8948, loss: 2.8948 +2025-06-25 17:35:33,930 - pyskl - INFO - Epoch [102][1500/3405] lr: 5.926e-03, eta: 20:46:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 2.8518, loss: 2.8518 +2025-06-25 17:36:18,414 - pyskl - INFO - Epoch [102][1600/3405] lr: 5.920e-03, eta: 20:45:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.8338, loss: 2.8338 +2025-06-25 17:37:02,933 - pyskl - INFO - Epoch [102][1700/3405] lr: 5.913e-03, eta: 20:44:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.8875, loss: 2.8875 +2025-06-25 17:37:47,463 - pyskl - INFO - Epoch [102][1800/3405] lr: 5.907e-03, eta: 20:44:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.8801, loss: 2.8801 +2025-06-25 17:38:32,080 - pyskl - INFO - Epoch [102][1900/3405] lr: 5.900e-03, eta: 20:43:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.8832, loss: 2.8832 +2025-06-25 17:39:16,418 - pyskl - INFO - Epoch [102][2000/3405] lr: 5.894e-03, eta: 20:42:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.8340, loss: 2.8340 +2025-06-25 17:40:00,880 - pyskl - INFO - Epoch [102][2100/3405] lr: 5.887e-03, eta: 20:41:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9950, loss_cls: 2.9189, loss: 2.9189 +2025-06-25 17:40:45,502 - pyskl - INFO - Epoch [102][2200/3405] lr: 5.881e-03, eta: 20:41:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.9825, loss: 2.9825 +2025-06-25 17:41:29,969 - pyskl - INFO - Epoch [102][2300/3405] lr: 5.874e-03, eta: 20:40:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9950, loss_cls: 2.8527, loss: 2.8527 +2025-06-25 17:42:14,345 - pyskl - INFO - Epoch [102][2400/3405] lr: 5.868e-03, eta: 20:39:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9931, loss_cls: 2.9713, loss: 2.9713 +2025-06-25 17:42:58,871 - pyskl - INFO - Epoch [102][2500/3405] lr: 5.861e-03, eta: 20:38:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.6303, loss: 2.6303 +2025-06-25 17:43:43,434 - pyskl - INFO - Epoch [102][2600/3405] lr: 5.855e-03, eta: 20:37:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9938, loss_cls: 2.8131, loss: 2.8131 +2025-06-25 17:44:27,965 - pyskl - INFO - Epoch [102][2700/3405] lr: 5.848e-03, eta: 20:37:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 2.7996, loss: 2.7996 +2025-06-25 17:45:12,538 - pyskl - INFO - Epoch [102][2800/3405] lr: 5.842e-03, eta: 20:36:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.7880, loss: 2.7880 +2025-06-25 17:45:57,052 - pyskl - INFO - Epoch [102][2900/3405] lr: 5.835e-03, eta: 20:35:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.8393, loss: 2.8393 +2025-06-25 17:46:41,496 - pyskl - INFO - Epoch [102][3000/3405] lr: 5.829e-03, eta: 20:34:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.7639, loss: 2.7639 +2025-06-25 17:47:25,911 - pyskl - INFO - Epoch [102][3100/3405] lr: 5.822e-03, eta: 20:34:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.9340, loss: 2.9340 +2025-06-25 17:48:10,320 - pyskl - INFO - Epoch [102][3200/3405] lr: 5.816e-03, eta: 20:33:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.8552, loss: 2.8552 +2025-06-25 17:48:54,787 - pyskl - INFO - Epoch [102][3300/3405] lr: 5.809e-03, eta: 20:32:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.8655, loss: 2.8655 +2025-06-25 17:49:39,221 - pyskl - INFO - Epoch [102][3400/3405] lr: 5.803e-03, eta: 20:31:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.9318, loss: 2.9318 +2025-06-25 17:49:41,802 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-06-25 17:53:40,774 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 17:53:41,320 - pyskl - INFO - +top1_acc 0.8144 +top5_acc 0.9626 +2025-06-25 17:53:41,341 - pyskl - INFO - Epoch(val) [102][3718] top1_acc: 0.8144, top5_acc: 0.9626 +2025-06-25 17:54:49,945 - pyskl - INFO - Epoch [103][100/3405] lr: 5.796e-03, eta: 20:31:17, time: 0.686, data_time: 0.238, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 2.7270, loss: 2.7270 +2025-06-25 17:55:34,647 - pyskl - INFO - Epoch [103][200/3405] lr: 5.789e-03, eta: 20:30:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 2.7250, loss: 2.7250 +2025-06-25 17:56:19,393 - pyskl - INFO - Epoch [103][300/3405] lr: 5.783e-03, eta: 20:29:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.6865, loss: 2.6865 +2025-06-25 17:57:03,925 - pyskl - INFO - Epoch [103][400/3405] lr: 5.776e-03, eta: 20:29:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9950, loss_cls: 2.7739, loss: 2.7739 +2025-06-25 17:57:48,424 - pyskl - INFO - Epoch [103][500/3405] lr: 5.770e-03, eta: 20:28:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.7127, loss: 2.7127 +2025-06-25 17:58:32,965 - pyskl - INFO - Epoch [103][600/3405] lr: 5.763e-03, eta: 20:27:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.6700, loss: 2.6700 +2025-06-25 17:59:17,583 - pyskl - INFO - Epoch [103][700/3405] lr: 5.757e-03, eta: 20:26:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.8433, loss: 2.8433 +2025-06-25 18:00:02,196 - pyskl - INFO - Epoch [103][800/3405] lr: 5.750e-03, eta: 20:25:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.6975, loss: 2.6975 +2025-06-25 18:00:46,671 - pyskl - INFO - Epoch [103][900/3405] lr: 5.744e-03, eta: 20:25:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.7808, loss: 2.7808 +2025-06-25 18:01:31,113 - pyskl - INFO - Epoch [103][1000/3405] lr: 5.737e-03, eta: 20:24:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9950, loss_cls: 2.7512, loss: 2.7512 +2025-06-25 18:02:15,669 - pyskl - INFO - Epoch [103][1100/3405] lr: 5.731e-03, eta: 20:23:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.8225, loss: 2.8225 +2025-06-25 18:02:59,965 - pyskl - INFO - Epoch [103][1200/3405] lr: 5.725e-03, eta: 20:22:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.7756, loss: 2.7756 +2025-06-25 18:03:44,304 - pyskl - INFO - Epoch [103][1300/3405] lr: 5.718e-03, eta: 20:22:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 2.8724, loss: 2.8724 +2025-06-25 18:04:28,761 - pyskl - INFO - Epoch [103][1400/3405] lr: 5.712e-03, eta: 20:21:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9931, loss_cls: 2.8301, loss: 2.8301 +2025-06-25 18:05:13,238 - pyskl - INFO - Epoch [103][1500/3405] lr: 5.705e-03, eta: 20:20:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 2.7891, loss: 2.7891 +2025-06-25 18:05:57,557 - pyskl - INFO - Epoch [103][1600/3405] lr: 5.699e-03, eta: 20:19:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.8913, loss: 2.8913 +2025-06-25 18:06:42,075 - pyskl - INFO - Epoch [103][1700/3405] lr: 5.692e-03, eta: 20:19:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.8217, loss: 2.8217 +2025-06-25 18:07:26,415 - pyskl - INFO - Epoch [103][1800/3405] lr: 5.686e-03, eta: 20:18:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.7418, loss: 2.7418 +2025-06-25 18:08:10,859 - pyskl - INFO - Epoch [103][1900/3405] lr: 5.679e-03, eta: 20:17:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 2.7681, loss: 2.7681 +2025-06-25 18:08:55,251 - pyskl - INFO - Epoch [103][2000/3405] lr: 5.673e-03, eta: 20:16:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.8763, loss: 2.8763 +2025-06-25 18:09:39,712 - pyskl - INFO - Epoch [103][2100/3405] lr: 5.666e-03, eta: 20:16:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.9233, loss: 2.9233 +2025-06-25 18:10:24,172 - pyskl - INFO - Epoch [103][2200/3405] lr: 5.660e-03, eta: 20:15:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.8031, loss: 2.8031 +2025-06-25 18:11:08,549 - pyskl - INFO - Epoch [103][2300/3405] lr: 5.654e-03, eta: 20:14:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.8763, loss: 2.8763 +2025-06-25 18:11:52,997 - pyskl - INFO - Epoch [103][2400/3405] lr: 5.647e-03, eta: 20:13:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.8692, loss: 2.8692 +2025-06-25 18:12:37,417 - pyskl - INFO - Epoch [103][2500/3405] lr: 5.641e-03, eta: 20:13:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.8707, loss: 2.8707 +2025-06-25 18:13:21,886 - pyskl - INFO - Epoch [103][2600/3405] lr: 5.634e-03, eta: 20:12:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.8767, loss: 2.8767 +2025-06-25 18:14:06,434 - pyskl - INFO - Epoch [103][2700/3405] lr: 5.628e-03, eta: 20:11:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.9522, loss: 2.9522 +2025-06-25 18:14:50,995 - pyskl - INFO - Epoch [103][2800/3405] lr: 5.621e-03, eta: 20:10:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.8565, loss: 2.8565 +2025-06-25 18:15:35,498 - pyskl - INFO - Epoch [103][2900/3405] lr: 5.615e-03, eta: 20:10:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.8742, loss: 2.8742 +2025-06-25 18:16:19,978 - pyskl - INFO - Epoch [103][3000/3405] lr: 5.609e-03, eta: 20:09:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.8327, loss: 2.8327 +2025-06-25 18:17:04,534 - pyskl - INFO - Epoch [103][3100/3405] lr: 5.602e-03, eta: 20:08:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.7598, loss: 2.7598 +2025-06-25 18:17:49,013 - pyskl - INFO - Epoch [103][3200/3405] lr: 5.596e-03, eta: 20:07:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9925, loss_cls: 2.8825, loss: 2.8825 +2025-06-25 18:18:33,444 - pyskl - INFO - Epoch [103][3300/3405] lr: 5.589e-03, eta: 20:06:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.8756, loss: 2.8756 +2025-06-25 18:19:18,098 - pyskl - INFO - Epoch [103][3400/3405] lr: 5.583e-03, eta: 20:06:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.8616, loss: 2.8616 +2025-06-25 18:19:20,682 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-06-25 18:23:19,279 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 18:23:19,879 - pyskl - INFO - +top1_acc 0.8160 +top5_acc 0.9623 +2025-06-25 18:23:19,902 - pyskl - INFO - Epoch(val) [103][3718] top1_acc: 0.8160, top5_acc: 0.9623 +2025-06-25 18:24:28,423 - pyskl - INFO - Epoch [104][100/3405] lr: 5.576e-03, eta: 20:05:35, time: 0.685, data_time: 0.238, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 2.7025, loss: 2.7025 +2025-06-25 18:25:12,959 - pyskl - INFO - Epoch [104][200/3405] lr: 5.570e-03, eta: 20:04:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.6591, loss: 2.6591 +2025-06-25 18:25:57,481 - pyskl - INFO - Epoch [104][300/3405] lr: 5.563e-03, eta: 20:04:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.6583, loss: 2.6583 +2025-06-25 18:26:42,007 - pyskl - INFO - Epoch [104][400/3405] lr: 5.557e-03, eta: 20:03:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 2.7071, loss: 2.7071 +2025-06-25 18:27:26,629 - pyskl - INFO - Epoch [104][500/3405] lr: 5.551e-03, eta: 20:02:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.7875, loss: 2.7875 +2025-06-25 18:28:11,284 - pyskl - INFO - Epoch [104][600/3405] lr: 5.544e-03, eta: 20:01:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.6748, loss: 2.6748 +2025-06-25 18:28:55,811 - pyskl - INFO - Epoch [104][700/3405] lr: 5.538e-03, eta: 20:01:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.6954, loss: 2.6954 +2025-06-25 18:29:40,327 - pyskl - INFO - Epoch [104][800/3405] lr: 5.532e-03, eta: 20:00:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.7264, loss: 2.7264 +2025-06-25 18:30:24,844 - pyskl - INFO - Epoch [104][900/3405] lr: 5.525e-03, eta: 19:59:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.6699, loss: 2.6699 +2025-06-25 18:31:09,311 - pyskl - INFO - Epoch [104][1000/3405] lr: 5.519e-03, eta: 19:58:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.7110, loss: 2.7110 +2025-06-25 18:31:53,754 - pyskl - INFO - Epoch [104][1100/3405] lr: 5.512e-03, eta: 19:58:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9869, loss_cls: 2.7789, loss: 2.7789 +2025-06-25 18:32:38,246 - pyskl - INFO - Epoch [104][1200/3405] lr: 5.506e-03, eta: 19:57:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 2.7376, loss: 2.7376 +2025-06-25 18:33:22,777 - pyskl - INFO - Epoch [104][1300/3405] lr: 5.500e-03, eta: 19:56:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.7331, loss: 2.7331 +2025-06-25 18:34:07,497 - pyskl - INFO - Epoch [104][1400/3405] lr: 5.493e-03, eta: 19:55:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.7135, loss: 2.7135 +2025-06-25 18:34:51,966 - pyskl - INFO - Epoch [104][1500/3405] lr: 5.487e-03, eta: 19:54:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.7690, loss: 2.7690 +2025-06-25 18:35:36,486 - pyskl - INFO - Epoch [104][1600/3405] lr: 5.481e-03, eta: 19:54:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 2.7840, loss: 2.7840 +2025-06-25 18:36:21,079 - pyskl - INFO - Epoch [104][1700/3405] lr: 5.474e-03, eta: 19:53:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.7897, loss: 2.7897 +2025-06-25 18:37:05,603 - pyskl - INFO - Epoch [104][1800/3405] lr: 5.468e-03, eta: 19:52:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.7416, loss: 2.7416 +2025-06-25 18:37:50,029 - pyskl - INFO - Epoch [104][1900/3405] lr: 5.461e-03, eta: 19:51:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9950, loss_cls: 2.6862, loss: 2.6862 +2025-06-25 18:38:34,608 - pyskl - INFO - Epoch [104][2000/3405] lr: 5.455e-03, eta: 19:51:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.8338, loss: 2.8338 +2025-06-25 18:39:19,044 - pyskl - INFO - Epoch [104][2100/3405] lr: 5.449e-03, eta: 19:50:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.8516, loss: 2.8516 +2025-06-25 18:40:03,575 - pyskl - INFO - Epoch [104][2200/3405] lr: 5.442e-03, eta: 19:49:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.7251, loss: 2.7251 +2025-06-25 18:40:48,021 - pyskl - INFO - Epoch [104][2300/3405] lr: 5.436e-03, eta: 19:48:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9950, loss_cls: 2.7040, loss: 2.7040 +2025-06-25 18:41:32,473 - pyskl - INFO - Epoch [104][2400/3405] lr: 5.430e-03, eta: 19:48:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9956, loss_cls: 2.8138, loss: 2.8138 +2025-06-25 18:42:16,994 - pyskl - INFO - Epoch [104][2500/3405] lr: 5.423e-03, eta: 19:47:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.9197, loss: 2.9197 +2025-06-25 18:43:01,426 - pyskl - INFO - Epoch [104][2600/3405] lr: 5.417e-03, eta: 19:46:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.7666, loss: 2.7666 +2025-06-25 18:43:45,981 - pyskl - INFO - Epoch [104][2700/3405] lr: 5.411e-03, eta: 19:45:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 2.8129, loss: 2.8129 +2025-06-25 18:44:30,550 - pyskl - INFO - Epoch [104][2800/3405] lr: 5.404e-03, eta: 19:45:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.8214, loss: 2.8214 +2025-06-25 18:45:14,961 - pyskl - INFO - Epoch [104][2900/3405] lr: 5.398e-03, eta: 19:44:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9862, loss_cls: 2.8211, loss: 2.8211 +2025-06-25 18:45:59,369 - pyskl - INFO - Epoch [104][3000/3405] lr: 5.392e-03, eta: 19:43:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.7429, loss: 2.7429 +2025-06-25 18:46:43,906 - pyskl - INFO - Epoch [104][3100/3405] lr: 5.385e-03, eta: 19:42:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9856, loss_cls: 2.8696, loss: 2.8696 +2025-06-25 18:47:28,352 - pyskl - INFO - Epoch [104][3200/3405] lr: 5.379e-03, eta: 19:42:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 2.8575, loss: 2.8575 +2025-06-25 18:48:12,915 - pyskl - INFO - Epoch [104][3300/3405] lr: 5.373e-03, eta: 19:41:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.7681, loss: 2.7681 +2025-06-25 18:48:57,475 - pyskl - INFO - Epoch [104][3400/3405] lr: 5.366e-03, eta: 19:40:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.8470, loss: 2.8470 +2025-06-25 18:49:00,073 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-06-25 18:52:59,162 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 18:52:59,861 - pyskl - INFO - +top1_acc 0.8143 +top5_acc 0.9636 +2025-06-25 18:52:59,884 - pyskl - INFO - Epoch(val) [104][3718] top1_acc: 0.8143, top5_acc: 0.9636 +2025-06-25 18:54:08,075 - pyskl - INFO - Epoch [105][100/3405] lr: 5.360e-03, eta: 19:39:54, time: 0.682, data_time: 0.234, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.6619, loss: 2.6619 +2025-06-25 18:54:52,853 - pyskl - INFO - Epoch [105][200/3405] lr: 5.354e-03, eta: 19:39:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.6548, loss: 2.6548 +2025-06-25 18:55:37,520 - pyskl - INFO - Epoch [105][300/3405] lr: 5.347e-03, eta: 19:38:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 2.5854, loss: 2.5854 +2025-06-25 18:56:22,059 - pyskl - INFO - Epoch [105][400/3405] lr: 5.341e-03, eta: 19:37:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.6538, loss: 2.6538 +2025-06-25 18:57:06,626 - pyskl - INFO - Epoch [105][500/3405] lr: 5.335e-03, eta: 19:36:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.7032, loss: 2.7032 +2025-06-25 18:57:51,199 - pyskl - INFO - Epoch [105][600/3405] lr: 5.328e-03, eta: 19:36:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 2.6148, loss: 2.6148 +2025-06-25 18:58:35,750 - pyskl - INFO - Epoch [105][700/3405] lr: 5.322e-03, eta: 19:35:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 2.6822, loss: 2.6822 +2025-06-25 18:59:20,225 - pyskl - INFO - Epoch [105][800/3405] lr: 5.316e-03, eta: 19:34:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 2.6902, loss: 2.6902 +2025-06-25 19:00:04,784 - pyskl - INFO - Epoch [105][900/3405] lr: 5.309e-03, eta: 19:33:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.6528, loss: 2.6528 +2025-06-25 19:00:49,411 - pyskl - INFO - Epoch [105][1000/3405] lr: 5.303e-03, eta: 19:33:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.6727, loss: 2.6727 +2025-06-25 19:01:33,969 - pyskl - INFO - Epoch [105][1100/3405] lr: 5.297e-03, eta: 19:32:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.8029, loss: 2.8029 +2025-06-25 19:02:18,461 - pyskl - INFO - Epoch [105][1200/3405] lr: 5.291e-03, eta: 19:31:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.7530, loss: 2.7530 +2025-06-25 19:03:03,084 - pyskl - INFO - Epoch [105][1300/3405] lr: 5.284e-03, eta: 19:30:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.7269, loss: 2.7269 +2025-06-25 19:03:47,705 - pyskl - INFO - Epoch [105][1400/3405] lr: 5.278e-03, eta: 19:30:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 2.7945, loss: 2.7945 +2025-06-25 19:04:32,258 - pyskl - INFO - Epoch [105][1500/3405] lr: 5.272e-03, eta: 19:29:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9894, loss_cls: 2.6973, loss: 2.6973 +2025-06-25 19:05:16,790 - pyskl - INFO - Epoch [105][1600/3405] lr: 5.265e-03, eta: 19:28:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9969, loss_cls: 2.6547, loss: 2.6547 +2025-06-25 19:06:01,288 - pyskl - INFO - Epoch [105][1700/3405] lr: 5.259e-03, eta: 19:27:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.7677, loss: 2.7677 +2025-06-25 19:06:45,824 - pyskl - INFO - Epoch [105][1800/3405] lr: 5.253e-03, eta: 19:27:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.7348, loss: 2.7348 +2025-06-25 19:07:30,296 - pyskl - INFO - Epoch [105][1900/3405] lr: 5.247e-03, eta: 19:26:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.7157, loss: 2.7157 +2025-06-25 19:08:14,817 - pyskl - INFO - Epoch [105][2000/3405] lr: 5.240e-03, eta: 19:25:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.7773, loss: 2.7773 +2025-06-25 19:08:59,412 - pyskl - INFO - Epoch [105][2100/3405] lr: 5.234e-03, eta: 19:24:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.8281, loss: 2.8281 +2025-06-25 19:09:43,913 - pyskl - INFO - Epoch [105][2200/3405] lr: 5.228e-03, eta: 19:23:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.6951, loss: 2.6951 +2025-06-25 19:10:28,353 - pyskl - INFO - Epoch [105][2300/3405] lr: 5.222e-03, eta: 19:23:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.8033, loss: 2.8033 +2025-06-25 19:11:12,882 - pyskl - INFO - Epoch [105][2400/3405] lr: 5.215e-03, eta: 19:22:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.7749, loss: 2.7749 +2025-06-25 19:11:57,442 - pyskl - INFO - Epoch [105][2500/3405] lr: 5.209e-03, eta: 19:21:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.7600, loss: 2.7600 +2025-06-25 19:12:42,110 - pyskl - INFO - Epoch [105][2600/3405] lr: 5.203e-03, eta: 19:20:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.7973, loss: 2.7973 +2025-06-25 19:13:26,754 - pyskl - INFO - Epoch [105][2700/3405] lr: 5.197e-03, eta: 19:20:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.7528, loss: 2.7528 +2025-06-25 19:14:11,375 - pyskl - INFO - Epoch [105][2800/3405] lr: 5.190e-03, eta: 19:19:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.8570, loss: 2.8570 +2025-06-25 19:14:55,954 - pyskl - INFO - Epoch [105][2900/3405] lr: 5.184e-03, eta: 19:18:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.7035, loss: 2.7035 +2025-06-25 19:15:40,631 - pyskl - INFO - Epoch [105][3000/3405] lr: 5.178e-03, eta: 19:17:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9956, loss_cls: 2.7555, loss: 2.7555 +2025-06-25 19:16:25,225 - pyskl - INFO - Epoch [105][3100/3405] lr: 5.172e-03, eta: 19:17:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9831, loss_cls: 2.8119, loss: 2.8119 +2025-06-25 19:17:09,894 - pyskl - INFO - Epoch [105][3200/3405] lr: 5.166e-03, eta: 19:16:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9881, loss_cls: 2.7366, loss: 2.7366 +2025-06-25 19:17:54,487 - pyskl - INFO - Epoch [105][3300/3405] lr: 5.159e-03, eta: 19:15:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 2.7542, loss: 2.7542 +2025-06-25 19:18:39,044 - pyskl - INFO - Epoch [105][3400/3405] lr: 5.153e-03, eta: 19:14:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 2.7815, loss: 2.7815 +2025-06-25 19:18:41,662 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-06-25 19:37:57,844 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 19:37:58,416 - pyskl - INFO - +top1_acc 0.8115 +top5_acc 0.9593 +2025-06-25 19:37:58,438 - pyskl - INFO - Epoch(val) [105][3718] top1_acc: 0.8115, top5_acc: 0.9593 +2025-06-25 19:39:07,083 - pyskl - INFO - Epoch [106][100/3405] lr: 5.147e-03, eta: 19:14:14, time: 0.686, data_time: 0.239, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 2.7168, loss: 2.7168 +2025-06-25 19:39:51,726 - pyskl - INFO - Epoch [106][200/3405] lr: 5.140e-03, eta: 19:13:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.6660, loss: 2.6660 +2025-06-25 19:40:36,368 - pyskl - INFO - Epoch [106][300/3405] lr: 5.134e-03, eta: 19:12:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.6645, loss: 2.6645 +2025-06-25 19:41:21,115 - pyskl - INFO - Epoch [106][400/3405] lr: 5.128e-03, eta: 19:11:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.8141, loss: 2.8141 +2025-06-25 19:42:05,886 - pyskl - INFO - Epoch [106][500/3405] lr: 5.122e-03, eta: 19:11:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 2.6494, loss: 2.6494 +2025-06-25 19:42:50,619 - pyskl - INFO - Epoch [106][600/3405] lr: 5.115e-03, eta: 19:10:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9956, loss_cls: 2.6518, loss: 2.6518 +2025-06-25 19:43:35,248 - pyskl - INFO - Epoch [106][700/3405] lr: 5.109e-03, eta: 19:09:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.6966, loss: 2.6966 +2025-06-25 19:44:19,971 - pyskl - INFO - Epoch [106][800/3405] lr: 5.103e-03, eta: 19:08:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 2.7187, loss: 2.7187 +2025-06-25 19:45:04,647 - pyskl - INFO - Epoch [106][900/3405] lr: 5.097e-03, eta: 19:08:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 2.6430, loss: 2.6430 +2025-06-25 19:45:49,319 - pyskl - INFO - Epoch [106][1000/3405] lr: 5.091e-03, eta: 19:07:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.6755, loss: 2.6755 +2025-06-25 19:46:33,981 - pyskl - INFO - Epoch [106][1100/3405] lr: 5.084e-03, eta: 19:06:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 2.6938, loss: 2.6938 +2025-06-25 19:47:18,644 - pyskl - INFO - Epoch [106][1200/3405] lr: 5.078e-03, eta: 19:05:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 2.7431, loss: 2.7431 +2025-06-25 19:48:03,353 - pyskl - INFO - Epoch [106][1300/3405] lr: 5.072e-03, eta: 19:05:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.5269, loss: 2.5269 +2025-06-25 19:48:48,018 - pyskl - INFO - Epoch [106][1400/3405] lr: 5.066e-03, eta: 19:04:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.7315, loss: 2.7315 +2025-06-25 19:49:32,671 - pyskl - INFO - Epoch [106][1500/3405] lr: 5.060e-03, eta: 19:03:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 2.7447, loss: 2.7447 +2025-06-25 19:50:17,333 - pyskl - INFO - Epoch [106][1600/3405] lr: 5.054e-03, eta: 19:02:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.6379, loss: 2.6379 +2025-06-25 19:51:01,955 - pyskl - INFO - Epoch [106][1700/3405] lr: 5.047e-03, eta: 19:02:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.6710, loss: 2.6710 +2025-06-25 19:51:46,586 - pyskl - INFO - Epoch [106][1800/3405] lr: 5.041e-03, eta: 19:01:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9956, loss_cls: 2.6789, loss: 2.6789 +2025-06-25 19:52:31,267 - pyskl - INFO - Epoch [106][1900/3405] lr: 5.035e-03, eta: 19:00:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.8417, loss: 2.8417 +2025-06-25 19:53:15,882 - pyskl - INFO - Epoch [106][2000/3405] lr: 5.029e-03, eta: 18:59:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.7744, loss: 2.7744 +2025-06-25 19:54:00,571 - pyskl - INFO - Epoch [106][2100/3405] lr: 5.023e-03, eta: 18:59:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9862, loss_cls: 2.8058, loss: 2.8058 +2025-06-25 19:54:45,367 - pyskl - INFO - Epoch [106][2200/3405] lr: 5.017e-03, eta: 18:58:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.6539, loss: 2.6539 +2025-06-25 19:55:30,107 - pyskl - INFO - Epoch [106][2300/3405] lr: 5.010e-03, eta: 18:57:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9962, loss_cls: 2.6408, loss: 2.6408 +2025-06-25 19:56:14,886 - pyskl - INFO - Epoch [106][2400/3405] lr: 5.004e-03, eta: 18:56:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9944, loss_cls: 2.6869, loss: 2.6869 +2025-06-25 19:56:59,799 - pyskl - INFO - Epoch [106][2500/3405] lr: 4.998e-03, eta: 18:56:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.6910, loss: 2.6910 +2025-06-25 19:57:44,505 - pyskl - INFO - Epoch [106][2600/3405] lr: 4.992e-03, eta: 18:55:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.7468, loss: 2.7468 +2025-06-25 19:58:29,002 - pyskl - INFO - Epoch [106][2700/3405] lr: 4.986e-03, eta: 18:54:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.7075, loss: 2.7075 +2025-06-25 19:59:13,566 - pyskl - INFO - Epoch [106][2800/3405] lr: 4.980e-03, eta: 18:53:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.6450, loss: 2.6450 +2025-06-25 19:59:58,163 - pyskl - INFO - Epoch [106][2900/3405] lr: 4.974e-03, eta: 18:53:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.7575, loss: 2.7575 +2025-06-25 20:00:42,725 - pyskl - INFO - Epoch [106][3000/3405] lr: 4.967e-03, eta: 18:52:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.7755, loss: 2.7755 +2025-06-25 20:01:27,276 - pyskl - INFO - Epoch [106][3100/3405] lr: 4.961e-03, eta: 18:51:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 2.6830, loss: 2.6830 +2025-06-25 20:02:11,934 - pyskl - INFO - Epoch [106][3200/3405] lr: 4.955e-03, eta: 18:50:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.7306, loss: 2.7306 +2025-06-25 20:02:56,525 - pyskl - INFO - Epoch [106][3300/3405] lr: 4.949e-03, eta: 18:49:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.8257, loss: 2.8257 +2025-06-25 20:03:41,046 - pyskl - INFO - Epoch [106][3400/3405] lr: 4.943e-03, eta: 18:49:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.7022, loss: 2.7022 +2025-06-25 20:03:43,648 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-06-25 20:07:44,872 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 20:07:45,552 - pyskl - INFO - +top1_acc 0.8169 +top5_acc 0.9625 +2025-06-25 20:07:45,607 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_99.pth was removed +2025-06-25 20:07:46,843 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2025-06-25 20:07:46,845 - pyskl - INFO - Best top1_acc is 0.8169 at 106 epoch. +2025-06-25 20:07:46,868 - pyskl - INFO - Epoch(val) [106][3718] top1_acc: 0.8169, top5_acc: 0.9625 +2025-06-25 20:08:55,395 - pyskl - INFO - Epoch [107][100/3405] lr: 4.936e-03, eta: 18:48:35, time: 0.685, data_time: 0.238, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.7110, loss: 2.7110 +2025-06-25 20:09:40,118 - pyskl - INFO - Epoch [107][200/3405] lr: 4.930e-03, eta: 18:47:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.6841, loss: 2.6841 +2025-06-25 20:10:24,821 - pyskl - INFO - Epoch [107][300/3405] lr: 4.924e-03, eta: 18:47:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9962, loss_cls: 2.5760, loss: 2.5760 +2025-06-25 20:11:09,686 - pyskl - INFO - Epoch [107][400/3405] lr: 4.918e-03, eta: 18:46:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 2.7068, loss: 2.7068 +2025-06-25 20:11:54,470 - pyskl - INFO - Epoch [107][500/3405] lr: 4.912e-03, eta: 18:45:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 2.6080, loss: 2.6080 +2025-06-25 20:12:39,192 - pyskl - INFO - Epoch [107][600/3405] lr: 4.906e-03, eta: 18:44:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.7247, loss: 2.7247 +2025-06-25 20:13:23,799 - pyskl - INFO - Epoch [107][700/3405] lr: 4.900e-03, eta: 18:44:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.5702, loss: 2.5702 +2025-06-25 20:14:08,422 - pyskl - INFO - Epoch [107][800/3405] lr: 4.894e-03, eta: 18:43:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9994, loss_cls: 2.5392, loss: 2.5392 +2025-06-25 20:14:53,011 - pyskl - INFO - Epoch [107][900/3405] lr: 4.888e-03, eta: 18:42:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.4682, loss: 2.4682 +2025-06-25 20:15:37,625 - pyskl - INFO - Epoch [107][1000/3405] lr: 4.881e-03, eta: 18:41:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.5660, loss: 2.5660 +2025-06-25 20:16:22,390 - pyskl - INFO - Epoch [107][1100/3405] lr: 4.875e-03, eta: 18:41:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 2.7793, loss: 2.7793 +2025-06-25 20:17:07,048 - pyskl - INFO - Epoch [107][1200/3405] lr: 4.869e-03, eta: 18:40:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.6646, loss: 2.6646 +2025-06-25 20:17:51,734 - pyskl - INFO - Epoch [107][1300/3405] lr: 4.863e-03, eta: 18:39:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.6610, loss: 2.6610 +2025-06-25 20:18:36,362 - pyskl - INFO - Epoch [107][1400/3405] lr: 4.857e-03, eta: 18:38:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.7496, loss: 2.7496 +2025-06-25 20:19:20,970 - pyskl - INFO - Epoch [107][1500/3405] lr: 4.851e-03, eta: 18:37:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.5741, loss: 2.5741 +2025-06-25 20:20:05,562 - pyskl - INFO - Epoch [107][1600/3405] lr: 4.845e-03, eta: 18:37:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9950, loss_cls: 2.7321, loss: 2.7321 +2025-06-25 20:20:50,163 - pyskl - INFO - Epoch [107][1700/3405] lr: 4.839e-03, eta: 18:36:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.7036, loss: 2.7036 +2025-06-25 20:21:34,765 - pyskl - INFO - Epoch [107][1800/3405] lr: 4.833e-03, eta: 18:35:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.6977, loss: 2.6977 +2025-06-25 20:22:19,382 - pyskl - INFO - Epoch [107][1900/3405] lr: 4.827e-03, eta: 18:34:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.7232, loss: 2.7232 +2025-06-25 20:23:04,066 - pyskl - INFO - Epoch [107][2000/3405] lr: 4.821e-03, eta: 18:34:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 2.8123, loss: 2.8123 +2025-06-25 20:23:48,711 - pyskl - INFO - Epoch [107][2100/3405] lr: 4.815e-03, eta: 18:33:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9969, loss_cls: 2.6389, loss: 2.6389 +2025-06-25 20:24:33,433 - pyskl - INFO - Epoch [107][2200/3405] lr: 4.809e-03, eta: 18:32:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.7322, loss: 2.7322 +2025-06-25 20:25:18,088 - pyskl - INFO - Epoch [107][2300/3405] lr: 4.802e-03, eta: 18:31:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.7031, loss: 2.7031 +2025-06-25 20:26:02,728 - pyskl - INFO - Epoch [107][2400/3405] lr: 4.796e-03, eta: 18:31:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.6478, loss: 2.6478 +2025-06-25 20:26:47,310 - pyskl - INFO - Epoch [107][2500/3405] lr: 4.790e-03, eta: 18:30:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9956, loss_cls: 2.6626, loss: 2.6626 +2025-06-25 20:27:32,068 - pyskl - INFO - Epoch [107][2600/3405] lr: 4.784e-03, eta: 18:29:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.6890, loss: 2.6890 +2025-06-25 20:28:16,695 - pyskl - INFO - Epoch [107][2700/3405] lr: 4.778e-03, eta: 18:28:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.7316, loss: 2.7316 +2025-06-25 20:29:01,275 - pyskl - INFO - Epoch [107][2800/3405] lr: 4.772e-03, eta: 18:28:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.7452, loss: 2.7452 +2025-06-25 20:29:45,861 - pyskl - INFO - Epoch [107][2900/3405] lr: 4.766e-03, eta: 18:27:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.6674, loss: 2.6674 +2025-06-25 20:30:30,525 - pyskl - INFO - Epoch [107][3000/3405] lr: 4.760e-03, eta: 18:26:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.6319, loss: 2.6319 +2025-06-25 20:31:15,324 - pyskl - INFO - Epoch [107][3100/3405] lr: 4.754e-03, eta: 18:25:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.7014, loss: 2.7014 +2025-06-25 20:32:00,079 - pyskl - INFO - Epoch [107][3200/3405] lr: 4.748e-03, eta: 18:25:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.7891, loss: 2.7891 +2025-06-25 20:32:44,777 - pyskl - INFO - Epoch [107][3300/3405] lr: 4.742e-03, eta: 18:24:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.6539, loss: 2.6539 +2025-06-25 20:33:29,394 - pyskl - INFO - Epoch [107][3400/3405] lr: 4.736e-03, eta: 18:23:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9962, loss_cls: 2.6257, loss: 2.6257 +2025-06-25 20:33:31,979 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-06-25 20:37:30,845 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 20:37:31,540 - pyskl - INFO - +top1_acc 0.8251 +top5_acc 0.9653 +2025-06-25 20:37:31,602 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_106.pth was removed +2025-06-25 20:37:32,710 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. +2025-06-25 20:37:32,712 - pyskl - INFO - Best top1_acc is 0.8251 at 107 epoch. +2025-06-25 20:37:32,734 - pyskl - INFO - Epoch(val) [107][3718] top1_acc: 0.8251, top5_acc: 0.9653 +2025-06-25 20:38:40,766 - pyskl - INFO - Epoch [108][100/3405] lr: 4.730e-03, eta: 18:22:56, time: 0.680, data_time: 0.233, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.4459, loss: 2.4459 +2025-06-25 20:39:25,402 - pyskl - INFO - Epoch [108][200/3405] lr: 4.724e-03, eta: 18:22:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 2.5139, loss: 2.5139 +2025-06-25 20:40:09,964 - pyskl - INFO - Epoch [108][300/3405] lr: 4.718e-03, eta: 18:21:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 2.5358, loss: 2.5358 +2025-06-25 20:40:54,508 - pyskl - INFO - Epoch [108][400/3405] lr: 4.712e-03, eta: 18:20:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 2.5947, loss: 2.5947 +2025-06-25 20:41:39,071 - pyskl - INFO - Epoch [108][500/3405] lr: 4.706e-03, eta: 18:19:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9975, loss_cls: 2.6421, loss: 2.6421 +2025-06-25 20:42:23,596 - pyskl - INFO - Epoch [108][600/3405] lr: 4.700e-03, eta: 18:19:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.5747, loss: 2.5747 +2025-06-25 20:43:08,133 - pyskl - INFO - Epoch [108][700/3405] lr: 4.694e-03, eta: 18:18:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.6119, loss: 2.6119 +2025-06-25 20:43:52,689 - pyskl - INFO - Epoch [108][800/3405] lr: 4.688e-03, eta: 18:17:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 2.5948, loss: 2.5948 +2025-06-25 20:44:37,207 - pyskl - INFO - Epoch [108][900/3405] lr: 4.682e-03, eta: 18:16:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.6567, loss: 2.6567 +2025-06-25 20:45:21,711 - pyskl - INFO - Epoch [108][1000/3405] lr: 4.676e-03, eta: 18:16:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 2.6870, loss: 2.6870 +2025-06-25 20:46:06,345 - pyskl - INFO - Epoch [108][1100/3405] lr: 4.670e-03, eta: 18:15:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.5977, loss: 2.5977 +2025-06-25 20:46:50,926 - pyskl - INFO - Epoch [108][1200/3405] lr: 4.664e-03, eta: 18:14:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 2.5706, loss: 2.5706 +2025-06-25 20:47:35,485 - pyskl - INFO - Epoch [108][1300/3405] lr: 4.658e-03, eta: 18:13:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.6892, loss: 2.6892 +2025-06-25 20:48:20,036 - pyskl - INFO - Epoch [108][1400/3405] lr: 4.652e-03, eta: 18:13:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.5578, loss: 2.5578 +2025-06-25 20:49:04,627 - pyskl - INFO - Epoch [108][1500/3405] lr: 4.646e-03, eta: 18:12:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 2.6515, loss: 2.6515 +2025-06-25 20:49:49,187 - pyskl - INFO - Epoch [108][1600/3405] lr: 4.640e-03, eta: 18:11:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9956, loss_cls: 2.6448, loss: 2.6448 +2025-06-25 20:50:33,734 - pyskl - INFO - Epoch [108][1700/3405] lr: 4.634e-03, eta: 18:10:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9888, loss_cls: 2.6468, loss: 2.6468 +2025-06-25 20:51:18,251 - pyskl - INFO - Epoch [108][1800/3405] lr: 4.628e-03, eta: 18:10:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.7525, loss: 2.7525 +2025-06-25 20:52:02,757 - pyskl - INFO - Epoch [108][1900/3405] lr: 4.622e-03, eta: 18:09:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.6836, loss: 2.6836 +2025-06-25 20:52:47,262 - pyskl - INFO - Epoch [108][2000/3405] lr: 4.616e-03, eta: 18:08:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 2.7351, loss: 2.7351 +2025-06-25 20:53:31,758 - pyskl - INFO - Epoch [108][2100/3405] lr: 4.610e-03, eta: 18:07:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.5377, loss: 2.5377 +2025-06-25 20:54:16,215 - pyskl - INFO - Epoch [108][2200/3405] lr: 4.604e-03, eta: 18:07:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.6785, loss: 2.6785 +2025-06-25 20:55:00,956 - pyskl - INFO - Epoch [108][2300/3405] lr: 4.598e-03, eta: 18:06:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.6549, loss: 2.6549 +2025-06-25 20:55:45,511 - pyskl - INFO - Epoch [108][2400/3405] lr: 4.592e-03, eta: 18:05:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.6272, loss: 2.6272 +2025-06-25 20:56:30,082 - pyskl - INFO - Epoch [108][2500/3405] lr: 4.586e-03, eta: 18:04:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9962, loss_cls: 2.6513, loss: 2.6513 +2025-06-25 20:57:14,633 - pyskl - INFO - Epoch [108][2600/3405] lr: 4.580e-03, eta: 18:03:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.6524, loss: 2.6524 +2025-06-25 20:57:59,265 - pyskl - INFO - Epoch [108][2700/3405] lr: 4.574e-03, eta: 18:03:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.7570, loss: 2.7570 +2025-06-25 20:58:43,919 - pyskl - INFO - Epoch [108][2800/3405] lr: 4.568e-03, eta: 18:02:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 2.6188, loss: 2.6188 +2025-06-25 20:59:28,578 - pyskl - INFO - Epoch [108][2900/3405] lr: 4.562e-03, eta: 18:01:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 2.6821, loss: 2.6821 +2025-06-25 21:00:13,256 - pyskl - INFO - Epoch [108][3000/3405] lr: 4.556e-03, eta: 18:00:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9956, loss_cls: 2.6500, loss: 2.6500 +2025-06-25 21:00:57,785 - pyskl - INFO - Epoch [108][3100/3405] lr: 4.550e-03, eta: 18:00:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 2.7024, loss: 2.7024 +2025-06-25 21:01:42,324 - pyskl - INFO - Epoch [108][3200/3405] lr: 4.544e-03, eta: 17:59:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9975, loss_cls: 2.6808, loss: 2.6808 +2025-06-25 21:02:26,784 - pyskl - INFO - Epoch [108][3300/3405] lr: 4.538e-03, eta: 17:58:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 2.7304, loss: 2.7304 +2025-06-25 21:03:11,248 - pyskl - INFO - Epoch [108][3400/3405] lr: 4.533e-03, eta: 17:57:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9962, loss_cls: 2.6489, loss: 2.6489 +2025-06-25 21:03:13,776 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-06-25 21:07:11,875 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 21:07:12,470 - pyskl - INFO - +top1_acc 0.8273 +top5_acc 0.9652 +2025-06-25 21:07:12,526 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_107.pth was removed +2025-06-25 21:07:13,573 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. +2025-06-25 21:07:13,575 - pyskl - INFO - Best top1_acc is 0.8273 at 108 epoch. +2025-06-25 21:07:13,595 - pyskl - INFO - Epoch(val) [108][3718] top1_acc: 0.8273, top5_acc: 0.9652 +2025-06-25 21:08:21,635 - pyskl - INFO - Epoch [109][100/3405] lr: 4.526e-03, eta: 17:57:15, time: 0.680, data_time: 0.235, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.6346, loss: 2.6346 +2025-06-25 21:09:06,175 - pyskl - INFO - Epoch [109][200/3405] lr: 4.520e-03, eta: 17:56:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.4934, loss: 2.4934 +2025-06-25 21:09:50,958 - pyskl - INFO - Epoch [109][300/3405] lr: 4.515e-03, eta: 17:55:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.6424, loss: 2.6424 +2025-06-25 21:10:35,991 - pyskl - INFO - Epoch [109][400/3405] lr: 4.509e-03, eta: 17:54:59, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.5902, loss: 2.5902 +2025-06-25 21:11:20,597 - pyskl - INFO - Epoch [109][500/3405] lr: 4.503e-03, eta: 17:54:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 2.4881, loss: 2.4881 +2025-06-25 21:12:05,007 - pyskl - INFO - Epoch [109][600/3405] lr: 4.497e-03, eta: 17:53:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.4850, loss: 2.4850 +2025-06-25 21:12:49,439 - pyskl - INFO - Epoch [109][700/3405] lr: 4.491e-03, eta: 17:52:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.4702, loss: 2.4702 +2025-06-25 21:13:34,269 - pyskl - INFO - Epoch [109][800/3405] lr: 4.485e-03, eta: 17:51:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.5290, loss: 2.5290 +2025-06-25 21:14:18,787 - pyskl - INFO - Epoch [109][900/3405] lr: 4.479e-03, eta: 17:51:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.5646, loss: 2.5646 +2025-06-25 21:15:03,320 - pyskl - INFO - Epoch [109][1000/3405] lr: 4.473e-03, eta: 17:50:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.6018, loss: 2.6018 +2025-06-25 21:15:47,797 - pyskl - INFO - Epoch [109][1100/3405] lr: 4.467e-03, eta: 17:49:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.5991, loss: 2.5991 +2025-06-25 21:16:32,340 - pyskl - INFO - Epoch [109][1200/3405] lr: 4.461e-03, eta: 17:48:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9950, loss_cls: 2.7224, loss: 2.7224 +2025-06-25 21:17:16,809 - pyskl - INFO - Epoch [109][1300/3405] lr: 4.455e-03, eta: 17:48:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.4453, loss: 2.4453 +2025-06-25 21:18:01,123 - pyskl - INFO - Epoch [109][1400/3405] lr: 4.450e-03, eta: 17:47:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.5426, loss: 2.5426 +2025-06-25 21:18:45,633 - pyskl - INFO - Epoch [109][1500/3405] lr: 4.444e-03, eta: 17:46:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.5571, loss: 2.5571 +2025-06-25 21:19:30,265 - pyskl - INFO - Epoch [109][1600/3405] lr: 4.438e-03, eta: 17:45:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.6556, loss: 2.6556 +2025-06-25 21:20:14,857 - pyskl - INFO - Epoch [109][1700/3405] lr: 4.432e-03, eta: 17:45:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 2.5371, loss: 2.5371 +2025-06-25 21:20:59,587 - pyskl - INFO - Epoch [109][1800/3405] lr: 4.426e-03, eta: 17:44:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.6042, loss: 2.6042 +2025-06-25 21:21:44,289 - pyskl - INFO - Epoch [109][1900/3405] lr: 4.420e-03, eta: 17:43:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.6293, loss: 2.6293 +2025-06-25 21:22:28,859 - pyskl - INFO - Epoch [109][2000/3405] lr: 4.414e-03, eta: 17:42:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9962, loss_cls: 2.6035, loss: 2.6035 +2025-06-25 21:23:13,349 - pyskl - INFO - Epoch [109][2100/3405] lr: 4.409e-03, eta: 17:42:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.5835, loss: 2.5835 +2025-06-25 21:23:57,989 - pyskl - INFO - Epoch [109][2200/3405] lr: 4.403e-03, eta: 17:41:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.6479, loss: 2.6479 +2025-06-25 21:24:42,662 - pyskl - INFO - Epoch [109][2300/3405] lr: 4.397e-03, eta: 17:40:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.5939, loss: 2.5939 +2025-06-25 21:25:27,258 - pyskl - INFO - Epoch [109][2400/3405] lr: 4.391e-03, eta: 17:39:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.5613, loss: 2.5613 +2025-06-25 21:26:11,867 - pyskl - INFO - Epoch [109][2500/3405] lr: 4.385e-03, eta: 17:39:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.6476, loss: 2.6476 +2025-06-25 21:26:56,496 - pyskl - INFO - Epoch [109][2600/3405] lr: 4.379e-03, eta: 17:38:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 2.6915, loss: 2.6915 +2025-06-25 21:27:41,095 - pyskl - INFO - Epoch [109][2700/3405] lr: 4.373e-03, eta: 17:37:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.7051, loss: 2.7051 +2025-06-25 21:28:25,664 - pyskl - INFO - Epoch [109][2800/3405] lr: 4.368e-03, eta: 17:36:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.7096, loss: 2.7096 +2025-06-25 21:29:10,219 - pyskl - INFO - Epoch [109][2900/3405] lr: 4.362e-03, eta: 17:36:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.5986, loss: 2.5986 +2025-06-25 21:29:54,712 - pyskl - INFO - Epoch [109][3000/3405] lr: 4.356e-03, eta: 17:35:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9962, loss_cls: 2.5509, loss: 2.5509 +2025-06-25 21:30:39,150 - pyskl - INFO - Epoch [109][3100/3405] lr: 4.350e-03, eta: 17:34:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.5785, loss: 2.5785 +2025-06-25 21:31:23,594 - pyskl - INFO - Epoch [109][3200/3405] lr: 4.344e-03, eta: 17:33:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.5141, loss: 2.5141 +2025-06-25 21:32:07,981 - pyskl - INFO - Epoch [109][3300/3405] lr: 4.338e-03, eta: 17:33:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.5867, loss: 2.5867 +2025-06-25 21:32:52,460 - pyskl - INFO - Epoch [109][3400/3405] lr: 4.333e-03, eta: 17:32:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.5792, loss: 2.5792 +2025-06-25 21:32:55,019 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-06-25 21:36:56,067 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 21:36:56,673 - pyskl - INFO - +top1_acc 0.8248 +top5_acc 0.9632 +2025-06-25 21:36:56,696 - pyskl - INFO - Epoch(val) [109][3718] top1_acc: 0.8248, top5_acc: 0.9632 +2025-06-25 21:38:04,722 - pyskl - INFO - Epoch [110][100/3405] lr: 4.326e-03, eta: 17:31:35, time: 0.680, data_time: 0.232, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 2.5369, loss: 2.5369 +2025-06-25 21:38:49,489 - pyskl - INFO - Epoch [110][200/3405] lr: 4.321e-03, eta: 17:30:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 2.5549, loss: 2.5549 +2025-06-25 21:39:34,248 - pyskl - INFO - Epoch [110][300/3405] lr: 4.315e-03, eta: 17:30:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 2.5274, loss: 2.5274 +2025-06-25 21:40:19,191 - pyskl - INFO - Epoch [110][400/3405] lr: 4.309e-03, eta: 17:29:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 2.5122, loss: 2.5122 +2025-06-25 21:41:04,138 - pyskl - INFO - Epoch [110][500/3405] lr: 4.303e-03, eta: 17:28:33, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.5100, loss: 2.5100 +2025-06-25 21:41:49,061 - pyskl - INFO - Epoch [110][600/3405] lr: 4.297e-03, eta: 17:27:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.5523, loss: 2.5523 +2025-06-25 21:42:33,939 - pyskl - INFO - Epoch [110][700/3405] lr: 4.292e-03, eta: 17:27:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.4899, loss: 2.4899 +2025-06-25 21:43:18,606 - pyskl - INFO - Epoch [110][800/3405] lr: 4.286e-03, eta: 17:26:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 2.3777, loss: 2.3777 +2025-06-25 21:44:03,112 - pyskl - INFO - Epoch [110][900/3405] lr: 4.280e-03, eta: 17:25:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.4806, loss: 2.4806 +2025-06-25 21:44:47,470 - pyskl - INFO - Epoch [110][1000/3405] lr: 4.274e-03, eta: 17:24:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 2.5526, loss: 2.5526 +2025-06-25 21:45:31,895 - pyskl - INFO - Epoch [110][1100/3405] lr: 4.268e-03, eta: 17:24:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.5006, loss: 2.5006 +2025-06-25 21:46:16,489 - pyskl - INFO - Epoch [110][1200/3405] lr: 4.263e-03, eta: 17:23:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.6418, loss: 2.6418 +2025-06-25 21:47:00,939 - pyskl - INFO - Epoch [110][1300/3405] lr: 4.257e-03, eta: 17:22:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.5435, loss: 2.5435 +2025-06-25 21:47:45,361 - pyskl - INFO - Epoch [110][1400/3405] lr: 4.251e-03, eta: 17:21:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 2.5027, loss: 2.5027 +2025-06-25 21:48:29,747 - pyskl - INFO - Epoch [110][1500/3405] lr: 4.245e-03, eta: 17:20:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.5821, loss: 2.5821 +2025-06-25 21:49:14,200 - pyskl - INFO - Epoch [110][1600/3405] lr: 4.240e-03, eta: 17:20:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.5906, loss: 2.5906 +2025-06-25 21:49:58,688 - pyskl - INFO - Epoch [110][1700/3405] lr: 4.234e-03, eta: 17:19:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9969, loss_cls: 2.5780, loss: 2.5780 +2025-06-25 21:50:43,421 - pyskl - INFO - Epoch [110][1800/3405] lr: 4.228e-03, eta: 17:18:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.5210, loss: 2.5210 +2025-06-25 21:51:28,022 - pyskl - INFO - Epoch [110][1900/3405] lr: 4.222e-03, eta: 17:17:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 2.4897, loss: 2.4897 +2025-06-25 21:52:12,575 - pyskl - INFO - Epoch [110][2000/3405] lr: 4.217e-03, eta: 17:17:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.5000, loss: 2.5000 +2025-06-25 21:52:57,044 - pyskl - INFO - Epoch [110][2100/3405] lr: 4.211e-03, eta: 17:16:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.6249, loss: 2.6249 +2025-06-25 21:53:41,625 - pyskl - INFO - Epoch [110][2200/3405] lr: 4.205e-03, eta: 17:15:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.5968, loss: 2.5968 +2025-06-25 21:54:26,372 - pyskl - INFO - Epoch [110][2300/3405] lr: 4.199e-03, eta: 17:14:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 2.5709, loss: 2.5709 +2025-06-25 21:55:11,145 - pyskl - INFO - Epoch [110][2400/3405] lr: 4.194e-03, eta: 17:14:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 2.5072, loss: 2.5072 +2025-06-25 21:55:55,927 - pyskl - INFO - Epoch [110][2500/3405] lr: 4.188e-03, eta: 17:13:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.6927, loss: 2.6927 +2025-06-25 21:56:40,790 - pyskl - INFO - Epoch [110][2600/3405] lr: 4.182e-03, eta: 17:12:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.6382, loss: 2.6382 +2025-06-25 21:57:25,530 - pyskl - INFO - Epoch [110][2700/3405] lr: 4.176e-03, eta: 17:11:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 2.5656, loss: 2.5656 +2025-06-25 21:58:10,355 - pyskl - INFO - Epoch [110][2800/3405] lr: 4.171e-03, eta: 17:11:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.5929, loss: 2.5929 +2025-06-25 21:58:54,904 - pyskl - INFO - Epoch [110][2900/3405] lr: 4.165e-03, eta: 17:10:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.6876, loss: 2.6876 +2025-06-25 21:59:39,431 - pyskl - INFO - Epoch [110][3000/3405] lr: 4.159e-03, eta: 17:09:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 2.6758, loss: 2.6758 +2025-06-25 22:00:23,911 - pyskl - INFO - Epoch [110][3100/3405] lr: 4.153e-03, eta: 17:08:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.7477, loss: 2.7477 +2025-06-25 22:01:08,411 - pyskl - INFO - Epoch [110][3200/3405] lr: 4.148e-03, eta: 17:08:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.6513, loss: 2.6513 +2025-06-25 22:01:52,897 - pyskl - INFO - Epoch [110][3300/3405] lr: 4.142e-03, eta: 17:07:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.6371, loss: 2.6371 +2025-06-25 22:02:37,419 - pyskl - INFO - Epoch [110][3400/3405] lr: 4.136e-03, eta: 17:06:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.5612, loss: 2.5612 +2025-06-25 22:02:39,990 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-06-25 22:21:18,522 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 22:21:19,091 - pyskl - INFO - +top1_acc 0.8326 +top5_acc 0.9650 +2025-06-25 22:21:19,147 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_108.pth was removed +2025-06-25 22:21:20,198 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. +2025-06-25 22:21:20,200 - pyskl - INFO - Best top1_acc is 0.8326 at 110 epoch. +2025-06-25 22:21:20,222 - pyskl - INFO - Epoch(val) [110][3718] top1_acc: 0.8326, top5_acc: 0.9650 +2025-06-25 22:22:29,165 - pyskl - INFO - Epoch [111][100/3405] lr: 4.130e-03, eta: 17:05:55, time: 0.689, data_time: 0.238, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 2.4815, loss: 2.4815 +2025-06-25 22:23:14,429 - pyskl - INFO - Epoch [111][200/3405] lr: 4.125e-03, eta: 17:05:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9988, loss_cls: 2.3330, loss: 2.3330 +2025-06-25 22:23:59,384 - pyskl - INFO - Epoch [111][300/3405] lr: 4.119e-03, eta: 17:04:25, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 2.3303, loss: 2.3303 +2025-06-25 22:24:43,990 - pyskl - INFO - Epoch [111][400/3405] lr: 4.113e-03, eta: 17:03:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.4699, loss: 2.4699 +2025-06-25 22:25:28,528 - pyskl - INFO - Epoch [111][500/3405] lr: 4.107e-03, eta: 17:02:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 1.0000, loss_cls: 2.3757, loss: 2.3757 +2025-06-25 22:26:13,009 - pyskl - INFO - Epoch [111][600/3405] lr: 4.102e-03, eta: 17:02:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.4857, loss: 2.4857 +2025-06-25 22:26:57,504 - pyskl - INFO - Epoch [111][700/3405] lr: 4.096e-03, eta: 17:01:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 2.4790, loss: 2.4790 +2025-06-25 22:27:41,856 - pyskl - INFO - Epoch [111][800/3405] lr: 4.090e-03, eta: 17:00:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.4136, loss: 2.4136 +2025-06-25 22:28:26,296 - pyskl - INFO - Epoch [111][900/3405] lr: 4.085e-03, eta: 16:59:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.5847, loss: 2.5847 +2025-06-25 22:29:11,170 - pyskl - INFO - Epoch [111][1000/3405] lr: 4.079e-03, eta: 16:59:06, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.4732, loss: 2.4732 +2025-06-25 22:29:56,027 - pyskl - INFO - Epoch [111][1100/3405] lr: 4.073e-03, eta: 16:58:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9981, loss_cls: 2.6202, loss: 2.6202 +2025-06-25 22:30:40,795 - pyskl - INFO - Epoch [111][1200/3405] lr: 4.068e-03, eta: 16:57:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 2.4083, loss: 2.4083 +2025-06-25 22:31:25,626 - pyskl - INFO - Epoch [111][1300/3405] lr: 4.062e-03, eta: 16:56:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 2.3992, loss: 2.3992 +2025-06-25 22:32:10,134 - pyskl - INFO - Epoch [111][1400/3405] lr: 4.056e-03, eta: 16:56:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.4046, loss: 2.4046 +2025-06-25 22:32:54,676 - pyskl - INFO - Epoch [111][1500/3405] lr: 4.051e-03, eta: 16:55:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 2.4702, loss: 2.4702 +2025-06-25 22:33:39,316 - pyskl - INFO - Epoch [111][1600/3405] lr: 4.045e-03, eta: 16:54:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 2.6071, loss: 2.6071 +2025-06-25 22:34:23,954 - pyskl - INFO - Epoch [111][1700/3405] lr: 4.039e-03, eta: 16:53:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.5266, loss: 2.5266 +2025-06-25 22:35:08,477 - pyskl - INFO - Epoch [111][1800/3405] lr: 4.034e-03, eta: 16:53:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.5296, loss: 2.5296 +2025-06-25 22:35:52,977 - pyskl - INFO - Epoch [111][1900/3405] lr: 4.028e-03, eta: 16:52:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 2.6357, loss: 2.6357 +2025-06-25 22:36:37,541 - pyskl - INFO - Epoch [111][2000/3405] lr: 4.022e-03, eta: 16:51:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.5374, loss: 2.5374 +2025-06-25 22:37:22,130 - pyskl - INFO - Epoch [111][2100/3405] lr: 4.017e-03, eta: 16:50:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.5193, loss: 2.5193 +2025-06-25 22:38:06,648 - pyskl - INFO - Epoch [111][2200/3405] lr: 4.011e-03, eta: 16:50:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 2.5710, loss: 2.5710 +2025-06-25 22:38:51,374 - pyskl - INFO - Epoch [111][2300/3405] lr: 4.005e-03, eta: 16:49:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.6342, loss: 2.6342 +2025-06-25 22:39:36,008 - pyskl - INFO - Epoch [111][2400/3405] lr: 4.000e-03, eta: 16:48:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.6231, loss: 2.6231 +2025-06-25 22:40:20,522 - pyskl - INFO - Epoch [111][2500/3405] lr: 3.994e-03, eta: 16:47:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 2.6285, loss: 2.6285 +2025-06-25 22:41:05,054 - pyskl - INFO - Epoch [111][2600/3405] lr: 3.988e-03, eta: 16:46:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.6440, loss: 2.6440 +2025-06-25 22:41:49,476 - pyskl - INFO - Epoch [111][2700/3405] lr: 3.983e-03, eta: 16:46:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.4570, loss: 2.4570 +2025-06-25 22:42:34,037 - pyskl - INFO - Epoch [111][2800/3405] lr: 3.977e-03, eta: 16:45:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.5553, loss: 2.5553 +2025-06-25 22:43:18,543 - pyskl - INFO - Epoch [111][2900/3405] lr: 3.972e-03, eta: 16:44:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.5110, loss: 2.5110 +2025-06-25 22:44:03,068 - pyskl - INFO - Epoch [111][3000/3405] lr: 3.966e-03, eta: 16:43:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.4302, loss: 2.4302 +2025-06-25 22:44:47,440 - pyskl - INFO - Epoch [111][3100/3405] lr: 3.960e-03, eta: 16:43:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 2.6166, loss: 2.6166 +2025-06-25 22:45:31,998 - pyskl - INFO - Epoch [111][3200/3405] lr: 3.955e-03, eta: 16:42:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.5198, loss: 2.5198 +2025-06-25 22:46:16,482 - pyskl - INFO - Epoch [111][3300/3405] lr: 3.949e-03, eta: 16:41:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 2.4732, loss: 2.4732 +2025-06-25 22:47:00,966 - pyskl - INFO - Epoch [111][3400/3405] lr: 3.943e-03, eta: 16:40:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9969, loss_cls: 2.5593, loss: 2.5593 +2025-06-25 22:47:03,542 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-06-25 22:51:02,383 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 22:51:03,171 - pyskl - INFO - +top1_acc 0.8190 +top5_acc 0.9657 +2025-06-25 22:51:03,195 - pyskl - INFO - Epoch(val) [111][3718] top1_acc: 0.8190, top5_acc: 0.9657 +2025-06-25 22:52:11,954 - pyskl - INFO - Epoch [112][100/3405] lr: 3.938e-03, eta: 16:40:15, time: 0.688, data_time: 0.240, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.4187, loss: 2.4187 +2025-06-25 22:52:56,694 - pyskl - INFO - Epoch [112][200/3405] lr: 3.932e-03, eta: 16:39:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 2.3842, loss: 2.3842 +2025-06-25 22:53:41,379 - pyskl - INFO - Epoch [112][300/3405] lr: 3.926e-03, eta: 16:38:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 2.4539, loss: 2.4539 +2025-06-25 22:54:26,015 - pyskl - INFO - Epoch [112][400/3405] lr: 3.921e-03, eta: 16:37:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.4351, loss: 2.4351 +2025-06-25 22:55:10,666 - pyskl - INFO - Epoch [112][500/3405] lr: 3.915e-03, eta: 16:37:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 2.4050, loss: 2.4050 +2025-06-25 22:55:55,322 - pyskl - INFO - Epoch [112][600/3405] lr: 3.910e-03, eta: 16:36:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 2.3649, loss: 2.3649 +2025-06-25 22:56:39,998 - pyskl - INFO - Epoch [112][700/3405] lr: 3.904e-03, eta: 16:35:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.4463, loss: 2.4463 +2025-06-25 22:57:24,586 - pyskl - INFO - Epoch [112][800/3405] lr: 3.898e-03, eta: 16:34:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 2.4207, loss: 2.4207 +2025-06-25 22:58:09,267 - pyskl - INFO - Epoch [112][900/3405] lr: 3.893e-03, eta: 16:34:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.4980, loss: 2.4980 +2025-06-25 22:58:54,023 - pyskl - INFO - Epoch [112][1000/3405] lr: 3.887e-03, eta: 16:33:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.4488, loss: 2.4488 +2025-06-25 22:59:38,801 - pyskl - INFO - Epoch [112][1100/3405] lr: 3.882e-03, eta: 16:32:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9975, loss_cls: 2.5014, loss: 2.5014 +2025-06-25 23:00:23,498 - pyskl - INFO - Epoch [112][1200/3405] lr: 3.876e-03, eta: 16:31:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.4234, loss: 2.4234 +2025-06-25 23:01:08,436 - pyskl - INFO - Epoch [112][1300/3405] lr: 3.871e-03, eta: 16:31:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.5027, loss: 2.5027 +2025-06-25 23:01:53,302 - pyskl - INFO - Epoch [112][1400/3405] lr: 3.865e-03, eta: 16:30:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 2.4223, loss: 2.4223 +2025-06-25 23:02:38,038 - pyskl - INFO - Epoch [112][1500/3405] lr: 3.860e-03, eta: 16:29:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.5400, loss: 2.5400 +2025-06-25 23:03:22,735 - pyskl - INFO - Epoch [112][1600/3405] lr: 3.854e-03, eta: 16:28:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.4792, loss: 2.4792 +2025-06-25 23:04:07,312 - pyskl - INFO - Epoch [112][1700/3405] lr: 3.848e-03, eta: 16:28:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 2.5044, loss: 2.5044 +2025-06-25 23:04:51,975 - pyskl - INFO - Epoch [112][1800/3405] lr: 3.843e-03, eta: 16:27:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.4800, loss: 2.4800 +2025-06-25 23:05:36,519 - pyskl - INFO - Epoch [112][1900/3405] lr: 3.837e-03, eta: 16:26:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9988, loss_cls: 2.4884, loss: 2.4884 +2025-06-25 23:06:21,285 - pyskl - INFO - Epoch [112][2000/3405] lr: 3.832e-03, eta: 16:25:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9988, loss_cls: 2.4034, loss: 2.4034 +2025-06-25 23:07:05,846 - pyskl - INFO - Epoch [112][2100/3405] lr: 3.826e-03, eta: 16:25:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 2.5366, loss: 2.5366 +2025-06-25 23:07:50,430 - pyskl - INFO - Epoch [112][2200/3405] lr: 3.821e-03, eta: 16:24:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.5357, loss: 2.5357 +2025-06-25 23:08:35,097 - pyskl - INFO - Epoch [112][2300/3405] lr: 3.815e-03, eta: 16:23:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.5809, loss: 2.5809 +2025-06-25 23:09:19,760 - pyskl - INFO - Epoch [112][2400/3405] lr: 3.810e-03, eta: 16:22:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.5548, loss: 2.5548 +2025-06-25 23:10:04,400 - pyskl - INFO - Epoch [112][2500/3405] lr: 3.804e-03, eta: 16:22:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 2.4921, loss: 2.4921 +2025-06-25 23:10:48,944 - pyskl - INFO - Epoch [112][2600/3405] lr: 3.799e-03, eta: 16:21:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.5258, loss: 2.5258 +2025-06-25 23:11:33,572 - pyskl - INFO - Epoch [112][2700/3405] lr: 3.793e-03, eta: 16:20:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.5051, loss: 2.5051 +2025-06-25 23:12:18,198 - pyskl - INFO - Epoch [112][2800/3405] lr: 3.788e-03, eta: 16:19:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 2.4977, loss: 2.4977 +2025-06-25 23:13:02,743 - pyskl - INFO - Epoch [112][2900/3405] lr: 3.782e-03, eta: 16:19:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 2.5872, loss: 2.5872 +2025-06-25 23:13:47,270 - pyskl - INFO - Epoch [112][3000/3405] lr: 3.777e-03, eta: 16:18:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.5653, loss: 2.5653 +2025-06-25 23:14:31,819 - pyskl - INFO - Epoch [112][3100/3405] lr: 3.771e-03, eta: 16:17:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 2.4718, loss: 2.4718 +2025-06-25 23:15:16,376 - pyskl - INFO - Epoch [112][3200/3405] lr: 3.766e-03, eta: 16:16:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 2.5854, loss: 2.5854 +2025-06-25 23:16:00,932 - pyskl - INFO - Epoch [112][3300/3405] lr: 3.760e-03, eta: 16:16:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 2.4502, loss: 2.4502 +2025-06-25 23:16:45,445 - pyskl - INFO - Epoch [112][3400/3405] lr: 3.755e-03, eta: 16:15:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.4548, loss: 2.4548 +2025-06-25 23:16:48,038 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-06-25 23:20:47,376 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 23:20:48,077 - pyskl - INFO - +top1_acc 0.8153 +top5_acc 0.9627 +2025-06-25 23:20:48,102 - pyskl - INFO - Epoch(val) [112][3718] top1_acc: 0.8153, top5_acc: 0.9627 +2025-06-25 23:21:57,085 - pyskl - INFO - Epoch [113][100/3405] lr: 3.749e-03, eta: 16:14:36, time: 0.690, data_time: 0.240, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.4497, loss: 2.4497 +2025-06-25 23:22:41,720 - pyskl - INFO - Epoch [113][200/3405] lr: 3.743e-03, eta: 16:13:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 2.4484, loss: 2.4484 +2025-06-25 23:23:26,134 - pyskl - INFO - Epoch [113][300/3405] lr: 3.738e-03, eta: 16:13:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 2.3275, loss: 2.3275 +2025-06-25 23:24:10,560 - pyskl - INFO - Epoch [113][400/3405] lr: 3.732e-03, eta: 16:12:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.2957, loss: 2.2957 +2025-06-25 23:24:55,056 - pyskl - INFO - Epoch [113][500/3405] lr: 3.727e-03, eta: 16:11:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.3882, loss: 2.3882 +2025-06-25 23:25:39,532 - pyskl - INFO - Epoch [113][600/3405] lr: 3.721e-03, eta: 16:10:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 2.3650, loss: 2.3650 +2025-06-25 23:26:23,937 - pyskl - INFO - Epoch [113][700/3405] lr: 3.716e-03, eta: 16:10:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 2.4248, loss: 2.4248 +2025-06-25 23:27:08,375 - pyskl - INFO - Epoch [113][800/3405] lr: 3.710e-03, eta: 16:09:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.4967, loss: 2.4967 +2025-06-25 23:27:52,853 - pyskl - INFO - Epoch [113][900/3405] lr: 3.705e-03, eta: 16:08:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.4307, loss: 2.4307 +2025-06-25 23:28:37,313 - pyskl - INFO - Epoch [113][1000/3405] lr: 3.699e-03, eta: 16:07:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.3378, loss: 2.3378 +2025-06-25 23:29:21,753 - pyskl - INFO - Epoch [113][1100/3405] lr: 3.694e-03, eta: 16:07:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.4956, loss: 2.4956 +2025-06-25 23:30:06,173 - pyskl - INFO - Epoch [113][1200/3405] lr: 3.689e-03, eta: 16:06:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 2.3594, loss: 2.3594 +2025-06-25 23:30:50,652 - pyskl - INFO - Epoch [113][1300/3405] lr: 3.683e-03, eta: 16:05:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 2.4079, loss: 2.4079 +2025-06-25 23:31:35,130 - pyskl - INFO - Epoch [113][1400/3405] lr: 3.678e-03, eta: 16:04:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9925, loss_cls: 2.4079, loss: 2.4079 +2025-06-25 23:32:19,624 - pyskl - INFO - Epoch [113][1500/3405] lr: 3.672e-03, eta: 16:03:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 2.3711, loss: 2.3711 +2025-06-25 23:33:04,058 - pyskl - INFO - Epoch [113][1600/3405] lr: 3.667e-03, eta: 16:03:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 2.5087, loss: 2.5087 +2025-06-25 23:33:48,470 - pyskl - INFO - Epoch [113][1700/3405] lr: 3.661e-03, eta: 16:02:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.4730, loss: 2.4730 +2025-06-25 23:34:32,969 - pyskl - INFO - Epoch [113][1800/3405] lr: 3.656e-03, eta: 16:01:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9975, loss_cls: 2.5175, loss: 2.5175 +2025-06-25 23:35:17,387 - pyskl - INFO - Epoch [113][1900/3405] lr: 3.650e-03, eta: 16:00:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 2.4427, loss: 2.4427 +2025-06-25 23:36:01,883 - pyskl - INFO - Epoch [113][2000/3405] lr: 3.645e-03, eta: 16:00:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9888, loss_cls: 2.5292, loss: 2.5292 +2025-06-25 23:36:46,348 - pyskl - INFO - Epoch [113][2100/3405] lr: 3.640e-03, eta: 15:59:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.5445, loss: 2.5445 +2025-06-25 23:37:30,896 - pyskl - INFO - Epoch [113][2200/3405] lr: 3.634e-03, eta: 15:58:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.5612, loss: 2.5612 +2025-06-25 23:38:15,430 - pyskl - INFO - Epoch [113][2300/3405] lr: 3.629e-03, eta: 15:57:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.4404, loss: 2.4404 +2025-06-25 23:38:59,990 - pyskl - INFO - Epoch [113][2400/3405] lr: 3.623e-03, eta: 15:57:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.4538, loss: 2.4538 +2025-06-25 23:39:44,495 - pyskl - INFO - Epoch [113][2500/3405] lr: 3.618e-03, eta: 15:56:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 2.4676, loss: 2.4676 +2025-06-25 23:40:28,951 - pyskl - INFO - Epoch [113][2600/3405] lr: 3.613e-03, eta: 15:55:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.3879, loss: 2.3879 +2025-06-25 23:41:13,498 - pyskl - INFO - Epoch [113][2700/3405] lr: 3.607e-03, eta: 15:54:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.5248, loss: 2.5248 +2025-06-25 23:41:57,937 - pyskl - INFO - Epoch [113][2800/3405] lr: 3.602e-03, eta: 15:54:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.5437, loss: 2.5437 +2025-06-25 23:42:42,575 - pyskl - INFO - Epoch [113][2900/3405] lr: 3.596e-03, eta: 15:53:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.4009, loss: 2.4009 +2025-06-25 23:43:27,094 - pyskl - INFO - Epoch [113][3000/3405] lr: 3.591e-03, eta: 15:52:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.4184, loss: 2.4184 +2025-06-25 23:44:11,629 - pyskl - INFO - Epoch [113][3100/3405] lr: 3.586e-03, eta: 15:51:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9900, loss_cls: 2.4306, loss: 2.4306 +2025-06-25 23:44:56,147 - pyskl - INFO - Epoch [113][3200/3405] lr: 3.580e-03, eta: 15:51:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.5925, loss: 2.5925 +2025-06-25 23:45:40,634 - pyskl - INFO - Epoch [113][3300/3405] lr: 3.575e-03, eta: 15:50:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 2.4681, loss: 2.4681 +2025-06-25 23:46:25,020 - pyskl - INFO - Epoch [113][3400/3405] lr: 3.569e-03, eta: 15:49:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.4582, loss: 2.4582 +2025-06-25 23:46:27,649 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-06-25 23:50:28,780 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 23:50:29,373 - pyskl - INFO - +top1_acc 0.8315 +top5_acc 0.9663 +2025-06-25 23:50:29,396 - pyskl - INFO - Epoch(val) [113][3718] top1_acc: 0.8315, top5_acc: 0.9663 +2025-06-25 23:51:37,461 - pyskl - INFO - Epoch [114][100/3405] lr: 3.564e-03, eta: 15:48:55, time: 0.681, data_time: 0.235, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.3342, loss: 2.3342 +2025-06-25 23:52:22,185 - pyskl - INFO - Epoch [114][200/3405] lr: 3.558e-03, eta: 15:48:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 2.3644, loss: 2.3644 +2025-06-25 23:53:06,844 - pyskl - INFO - Epoch [114][300/3405] lr: 3.553e-03, eta: 15:47:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 2.4792, loss: 2.4792 +2025-06-25 23:53:51,443 - pyskl - INFO - Epoch [114][400/3405] lr: 3.548e-03, eta: 15:46:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 2.3373, loss: 2.3373 +2025-06-25 23:54:36,006 - pyskl - INFO - Epoch [114][500/3405] lr: 3.542e-03, eta: 15:45:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 2.3183, loss: 2.3183 +2025-06-25 23:55:20,524 - pyskl - INFO - Epoch [114][600/3405] lr: 3.537e-03, eta: 15:45:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.3222, loss: 2.3222 +2025-06-25 23:56:05,252 - pyskl - INFO - Epoch [114][700/3405] lr: 3.532e-03, eta: 15:44:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 2.3789, loss: 2.3789 +2025-06-25 23:56:49,926 - pyskl - INFO - Epoch [114][800/3405] lr: 3.526e-03, eta: 15:43:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 2.3431, loss: 2.3431 +2025-06-25 23:57:34,481 - pyskl - INFO - Epoch [114][900/3405] lr: 3.521e-03, eta: 15:42:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 2.3508, loss: 2.3508 +2025-06-25 23:58:19,085 - pyskl - INFO - Epoch [114][1000/3405] lr: 3.516e-03, eta: 15:42:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9994, loss_cls: 2.3624, loss: 2.3624 +2025-06-25 23:59:03,715 - pyskl - INFO - Epoch [114][1100/3405] lr: 3.510e-03, eta: 15:41:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 2.2960, loss: 2.2960 +2025-06-25 23:59:48,426 - pyskl - INFO - Epoch [114][1200/3405] lr: 3.505e-03, eta: 15:40:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.4409, loss: 2.4409 +2025-06-26 00:00:33,067 - pyskl - INFO - Epoch [114][1300/3405] lr: 3.499e-03, eta: 15:39:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.4018, loss: 2.4018 +2025-06-26 00:01:17,811 - pyskl - INFO - Epoch [114][1400/3405] lr: 3.494e-03, eta: 15:39:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 2.3919, loss: 2.3919 +2025-06-26 00:02:02,502 - pyskl - INFO - Epoch [114][1500/3405] lr: 3.489e-03, eta: 15:38:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.3955, loss: 2.3955 +2025-06-26 00:02:47,222 - pyskl - INFO - Epoch [114][1600/3405] lr: 3.484e-03, eta: 15:37:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 2.4135, loss: 2.4135 +2025-06-26 00:03:31,850 - pyskl - INFO - Epoch [114][1700/3405] lr: 3.478e-03, eta: 15:36:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.4266, loss: 2.4266 +2025-06-26 00:04:16,502 - pyskl - INFO - Epoch [114][1800/3405] lr: 3.473e-03, eta: 15:36:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.4340, loss: 2.4340 +2025-06-26 00:05:01,155 - pyskl - INFO - Epoch [114][1900/3405] lr: 3.468e-03, eta: 15:35:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 2.3387, loss: 2.3387 +2025-06-26 00:05:45,906 - pyskl - INFO - Epoch [114][2000/3405] lr: 3.462e-03, eta: 15:34:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.5169, loss: 2.5169 +2025-06-26 00:06:30,542 - pyskl - INFO - Epoch [114][2100/3405] lr: 3.457e-03, eta: 15:33:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 2.5212, loss: 2.5212 +2025-06-26 00:07:15,307 - pyskl - INFO - Epoch [114][2200/3405] lr: 3.452e-03, eta: 15:33:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.4895, loss: 2.4895 +2025-06-26 00:08:00,093 - pyskl - INFO - Epoch [114][2300/3405] lr: 3.446e-03, eta: 15:32:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 2.4203, loss: 2.4203 +2025-06-26 00:08:44,775 - pyskl - INFO - Epoch [114][2400/3405] lr: 3.441e-03, eta: 15:31:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.4173, loss: 2.4173 +2025-06-26 00:09:29,523 - pyskl - INFO - Epoch [114][2500/3405] lr: 3.436e-03, eta: 15:30:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 2.4801, loss: 2.4801 +2025-06-26 00:10:14,192 - pyskl - INFO - Epoch [114][2600/3405] lr: 3.430e-03, eta: 15:30:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9919, loss_cls: 2.4786, loss: 2.4786 +2025-06-26 00:10:58,997 - pyskl - INFO - Epoch [114][2700/3405] lr: 3.425e-03, eta: 15:29:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.4101, loss: 2.4101 +2025-06-26 00:11:43,658 - pyskl - INFO - Epoch [114][2800/3405] lr: 3.420e-03, eta: 15:28:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.4170, loss: 2.4170 +2025-06-26 00:12:28,380 - pyskl - INFO - Epoch [114][2900/3405] lr: 3.415e-03, eta: 15:27:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.3927, loss: 2.3927 +2025-06-26 00:13:13,031 - pyskl - INFO - Epoch [114][3000/3405] lr: 3.409e-03, eta: 15:26:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.4226, loss: 2.4226 +2025-06-26 00:13:57,683 - pyskl - INFO - Epoch [114][3100/3405] lr: 3.404e-03, eta: 15:26:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.6119, loss: 2.6119 +2025-06-26 00:14:42,274 - pyskl - INFO - Epoch [114][3200/3405] lr: 3.399e-03, eta: 15:25:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.5281, loss: 2.5281 +2025-06-26 00:15:27,072 - pyskl - INFO - Epoch [114][3300/3405] lr: 3.393e-03, eta: 15:24:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9981, loss_cls: 2.5010, loss: 2.5010 +2025-06-26 00:16:11,850 - pyskl - INFO - Epoch [114][3400/3405] lr: 3.388e-03, eta: 15:23:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.3988, loss: 2.3988 +2025-06-26 00:16:14,462 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-06-26 00:20:16,116 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 00:20:16,892 - pyskl - INFO - +top1_acc 0.8336 +top5_acc 0.9682 +2025-06-26 00:20:16,955 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_110.pth was removed +2025-06-26 00:20:18,055 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. +2025-06-26 00:20:18,056 - pyskl - INFO - Best top1_acc is 0.8336 at 114 epoch. +2025-06-26 00:20:18,078 - pyskl - INFO - Epoch(val) [114][3718] top1_acc: 0.8336, top5_acc: 0.9682 +2025-06-26 00:21:26,479 - pyskl - INFO - Epoch [115][100/3405] lr: 3.383e-03, eta: 15:23:16, time: 0.684, data_time: 0.239, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 2.3325, loss: 2.3325 +2025-06-26 00:22:11,031 - pyskl - INFO - Epoch [115][200/3405] lr: 3.377e-03, eta: 15:22:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 2.3147, loss: 2.3147 +2025-06-26 00:22:55,636 - pyskl - INFO - Epoch [115][300/3405] lr: 3.372e-03, eta: 15:21:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 2.3251, loss: 2.3251 +2025-06-26 00:23:40,237 - pyskl - INFO - Epoch [115][400/3405] lr: 3.367e-03, eta: 15:20:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.3258, loss: 2.3258 +2025-06-26 00:24:24,967 - pyskl - INFO - Epoch [115][500/3405] lr: 3.362e-03, eta: 15:20:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 2.2912, loss: 2.2912 +2025-06-26 00:25:09,560 - pyskl - INFO - Epoch [115][600/3405] lr: 3.356e-03, eta: 15:19:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9994, loss_cls: 2.3562, loss: 2.3562 +2025-06-26 00:25:54,210 - pyskl - INFO - Epoch [115][700/3405] lr: 3.351e-03, eta: 15:18:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 2.3622, loss: 2.3622 +2025-06-26 00:26:39,188 - pyskl - INFO - Epoch [115][800/3405] lr: 3.346e-03, eta: 15:17:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.2531, loss: 2.2531 +2025-06-26 00:27:23,948 - pyskl - INFO - Epoch [115][900/3405] lr: 3.341e-03, eta: 15:17:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 2.2739, loss: 2.2739 +2025-06-26 00:28:08,677 - pyskl - INFO - Epoch [115][1000/3405] lr: 3.335e-03, eta: 15:16:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 2.3780, loss: 2.3780 +2025-06-26 00:28:53,413 - pyskl - INFO - Epoch [115][1100/3405] lr: 3.330e-03, eta: 15:15:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 2.3659, loss: 2.3659 +2025-06-26 00:29:38,078 - pyskl - INFO - Epoch [115][1200/3405] lr: 3.325e-03, eta: 15:14:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.4259, loss: 2.4259 +2025-06-26 00:30:22,738 - pyskl - INFO - Epoch [115][1300/3405] lr: 3.320e-03, eta: 15:14:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.4154, loss: 2.4154 +2025-06-26 00:31:07,362 - pyskl - INFO - Epoch [115][1400/3405] lr: 3.315e-03, eta: 15:13:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 2.3938, loss: 2.3938 +2025-06-26 00:31:51,975 - pyskl - INFO - Epoch [115][1500/3405] lr: 3.309e-03, eta: 15:12:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 2.2708, loss: 2.2708 +2025-06-26 00:32:36,541 - pyskl - INFO - Epoch [115][1600/3405] lr: 3.304e-03, eta: 15:11:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.4177, loss: 2.4177 +2025-06-26 00:33:21,158 - pyskl - INFO - Epoch [115][1700/3405] lr: 3.299e-03, eta: 15:11:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.4203, loss: 2.4203 +2025-06-26 00:34:05,869 - pyskl - INFO - Epoch [115][1800/3405] lr: 3.294e-03, eta: 15:10:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.4186, loss: 2.4186 +2025-06-26 00:34:50,565 - pyskl - INFO - Epoch [115][1900/3405] lr: 3.289e-03, eta: 15:09:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.3824, loss: 2.3824 +2025-06-26 00:35:35,189 - pyskl - INFO - Epoch [115][2000/3405] lr: 3.283e-03, eta: 15:08:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 2.3859, loss: 2.3859 +2025-06-26 00:36:20,140 - pyskl - INFO - Epoch [115][2100/3405] lr: 3.278e-03, eta: 15:08:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 2.3057, loss: 2.3057 +2025-06-26 00:37:05,165 - pyskl - INFO - Epoch [115][2200/3405] lr: 3.273e-03, eta: 15:07:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.3928, loss: 2.3928 +2025-06-26 00:37:49,899 - pyskl - INFO - Epoch [115][2300/3405] lr: 3.268e-03, eta: 15:06:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 2.4053, loss: 2.4053 +2025-06-26 00:38:34,719 - pyskl - INFO - Epoch [115][2400/3405] lr: 3.263e-03, eta: 15:05:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.3312, loss: 2.3312 +2025-06-26 00:39:19,543 - pyskl - INFO - Epoch [115][2500/3405] lr: 3.257e-03, eta: 15:05:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.3836, loss: 2.3836 +2025-06-26 00:40:04,570 - pyskl - INFO - Epoch [115][2600/3405] lr: 3.252e-03, eta: 15:04:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.4827, loss: 2.4827 +2025-06-26 00:40:49,354 - pyskl - INFO - Epoch [115][2700/3405] lr: 3.247e-03, eta: 15:03:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 2.4362, loss: 2.4362 +2025-06-26 00:41:34,124 - pyskl - INFO - Epoch [115][2800/3405] lr: 3.242e-03, eta: 15:02:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 2.3500, loss: 2.3500 +2025-06-26 00:42:19,040 - pyskl - INFO - Epoch [115][2900/3405] lr: 3.237e-03, eta: 15:02:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.5144, loss: 2.5144 +2025-06-26 00:43:03,837 - pyskl - INFO - Epoch [115][3000/3405] lr: 3.232e-03, eta: 15:01:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.3819, loss: 2.3819 +2025-06-26 00:43:48,662 - pyskl - INFO - Epoch [115][3100/3405] lr: 3.226e-03, eta: 15:00:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.4637, loss: 2.4637 +2025-06-26 00:44:33,454 - pyskl - INFO - Epoch [115][3200/3405] lr: 3.221e-03, eta: 14:59:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 2.4450, loss: 2.4450 +2025-06-26 00:45:18,306 - pyskl - INFO - Epoch [115][3300/3405] lr: 3.216e-03, eta: 14:59:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 2.3414, loss: 2.3414 +2025-06-26 00:46:03,158 - pyskl - INFO - Epoch [115][3400/3405] lr: 3.211e-03, eta: 14:58:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.4892, loss: 2.4892 +2025-06-26 00:46:05,764 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-06-26 01:04:46,540 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 01:04:47,220 - pyskl - INFO - +top1_acc 0.8251 +top5_acc 0.9646 +2025-06-26 01:04:47,244 - pyskl - INFO - Epoch(val) [115][3718] top1_acc: 0.8251, top5_acc: 0.9646 +2025-06-26 01:05:55,839 - pyskl - INFO - Epoch [116][100/3405] lr: 3.206e-03, eta: 14:57:37, time: 0.686, data_time: 0.239, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 2.2927, loss: 2.2927 +2025-06-26 01:06:40,448 - pyskl - INFO - Epoch [116][200/3405] lr: 3.200e-03, eta: 14:56:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 2.2722, loss: 2.2722 +2025-06-26 01:07:24,967 - pyskl - INFO - Epoch [116][300/3405] lr: 3.195e-03, eta: 14:56:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 2.2440, loss: 2.2440 +2025-06-26 01:08:09,553 - pyskl - INFO - Epoch [116][400/3405] lr: 3.190e-03, eta: 14:55:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 2.2793, loss: 2.2793 +2025-06-26 01:08:54,207 - pyskl - INFO - Epoch [116][500/3405] lr: 3.185e-03, eta: 14:54:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 2.3007, loss: 2.3007 +2025-06-26 01:09:38,853 - pyskl - INFO - Epoch [116][600/3405] lr: 3.180e-03, eta: 14:53:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 1.0000, loss_cls: 2.3299, loss: 2.3299 +2025-06-26 01:10:23,402 - pyskl - INFO - Epoch [116][700/3405] lr: 3.175e-03, eta: 14:53:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 2.2763, loss: 2.2763 +2025-06-26 01:11:07,969 - pyskl - INFO - Epoch [116][800/3405] lr: 3.170e-03, eta: 14:52:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 2.3070, loss: 2.3070 +2025-06-26 01:11:52,546 - pyskl - INFO - Epoch [116][900/3405] lr: 3.165e-03, eta: 14:51:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.3853, loss: 2.3853 +2025-06-26 01:12:37,067 - pyskl - INFO - Epoch [116][1000/3405] lr: 3.159e-03, eta: 14:50:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 2.4459, loss: 2.4459 +2025-06-26 01:13:21,911 - pyskl - INFO - Epoch [116][1100/3405] lr: 3.154e-03, eta: 14:50:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 2.3778, loss: 2.3778 +2025-06-26 01:14:06,462 - pyskl - INFO - Epoch [116][1200/3405] lr: 3.149e-03, eta: 14:49:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 2.3221, loss: 2.3221 +2025-06-26 01:14:51,080 - pyskl - INFO - Epoch [116][1300/3405] lr: 3.144e-03, eta: 14:48:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9988, loss_cls: 2.2901, loss: 2.2901 +2025-06-26 01:15:35,694 - pyskl - INFO - Epoch [116][1400/3405] lr: 3.139e-03, eta: 14:47:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 2.3498, loss: 2.3498 +2025-06-26 01:16:20,199 - pyskl - INFO - Epoch [116][1500/3405] lr: 3.134e-03, eta: 14:47:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 2.3893, loss: 2.3893 +2025-06-26 01:17:04,635 - pyskl - INFO - Epoch [116][1600/3405] lr: 3.129e-03, eta: 14:46:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 2.5027, loss: 2.5027 +2025-06-26 01:17:49,148 - pyskl - INFO - Epoch [116][1700/3405] lr: 3.124e-03, eta: 14:45:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.3854, loss: 2.3854 +2025-06-26 01:18:33,650 - pyskl - INFO - Epoch [116][1800/3405] lr: 3.119e-03, eta: 14:44:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 2.4322, loss: 2.4322 +2025-06-26 01:19:18,174 - pyskl - INFO - Epoch [116][1900/3405] lr: 3.114e-03, eta: 14:44:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.3385, loss: 2.3385 +2025-06-26 01:20:02,738 - pyskl - INFO - Epoch [116][2000/3405] lr: 3.109e-03, eta: 14:43:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.4332, loss: 2.4332 +2025-06-26 01:20:47,378 - pyskl - INFO - Epoch [116][2100/3405] lr: 3.103e-03, eta: 14:42:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.4012, loss: 2.4012 +2025-06-26 01:21:31,933 - pyskl - INFO - Epoch [116][2200/3405] lr: 3.098e-03, eta: 14:41:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.4281, loss: 2.4281 +2025-06-26 01:22:16,568 - pyskl - INFO - Epoch [116][2300/3405] lr: 3.093e-03, eta: 14:40:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.4283, loss: 2.4283 +2025-06-26 01:23:01,205 - pyskl - INFO - Epoch [116][2400/3405] lr: 3.088e-03, eta: 14:40:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.3100, loss: 2.3100 +2025-06-26 01:23:45,954 - pyskl - INFO - Epoch [116][2500/3405] lr: 3.083e-03, eta: 14:39:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.3017, loss: 2.3017 +2025-06-26 01:24:30,693 - pyskl - INFO - Epoch [116][2600/3405] lr: 3.078e-03, eta: 14:38:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 2.3215, loss: 2.3215 +2025-06-26 01:25:15,306 - pyskl - INFO - Epoch [116][2700/3405] lr: 3.073e-03, eta: 14:37:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.3429, loss: 2.3429 +2025-06-26 01:25:59,771 - pyskl - INFO - Epoch [116][2800/3405] lr: 3.068e-03, eta: 14:37:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 2.4397, loss: 2.4397 +2025-06-26 01:26:44,226 - pyskl - INFO - Epoch [116][2900/3405] lr: 3.063e-03, eta: 14:36:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.3374, loss: 2.3374 +2025-06-26 01:27:28,692 - pyskl - INFO - Epoch [116][3000/3405] lr: 3.058e-03, eta: 14:35:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 2.3887, loss: 2.3887 +2025-06-26 01:28:13,225 - pyskl - INFO - Epoch [116][3100/3405] lr: 3.053e-03, eta: 14:34:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 2.3877, loss: 2.3877 +2025-06-26 01:28:57,753 - pyskl - INFO - Epoch [116][3200/3405] lr: 3.048e-03, eta: 14:34:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.3856, loss: 2.3856 +2025-06-26 01:29:42,520 - pyskl - INFO - Epoch [116][3300/3405] lr: 3.043e-03, eta: 14:33:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 2.4039, loss: 2.4039 +2025-06-26 01:30:27,323 - pyskl - INFO - Epoch [116][3400/3405] lr: 3.038e-03, eta: 14:32:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 2.3662, loss: 2.3662 +2025-06-26 01:30:29,926 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-06-26 01:34:28,240 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 01:34:28,813 - pyskl - INFO - +top1_acc 0.8290 +top5_acc 0.9629 +2025-06-26 01:34:28,837 - pyskl - INFO - Epoch(val) [116][3718] top1_acc: 0.8290, top5_acc: 0.9629 +2025-06-26 01:35:37,604 - pyskl - INFO - Epoch [117][100/3405] lr: 3.033e-03, eta: 14:31:57, time: 0.688, data_time: 0.240, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 2.3079, loss: 2.3079 +2025-06-26 01:36:22,250 - pyskl - INFO - Epoch [117][200/3405] lr: 3.028e-03, eta: 14:31:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 2.2245, loss: 2.2245 +2025-06-26 01:37:06,924 - pyskl - INFO - Epoch [117][300/3405] lr: 3.023e-03, eta: 14:30:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 2.2501, loss: 2.2501 +2025-06-26 01:37:51,900 - pyskl - INFO - Epoch [117][400/3405] lr: 3.018e-03, eta: 14:29:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 2.2419, loss: 2.2419 +2025-06-26 01:38:36,743 - pyskl - INFO - Epoch [117][500/3405] lr: 3.013e-03, eta: 14:28:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 2.2803, loss: 2.2803 +2025-06-26 01:39:21,643 - pyskl - INFO - Epoch [117][600/3405] lr: 3.008e-03, eta: 14:28:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 2.2517, loss: 2.2517 +2025-06-26 01:40:06,402 - pyskl - INFO - Epoch [117][700/3405] lr: 3.003e-03, eta: 14:27:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 2.2518, loss: 2.2518 +2025-06-26 01:40:51,107 - pyskl - INFO - Epoch [117][800/3405] lr: 2.998e-03, eta: 14:26:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 2.2146, loss: 2.2146 +2025-06-26 01:41:35,752 - pyskl - INFO - Epoch [117][900/3405] lr: 2.993e-03, eta: 14:25:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 2.2520, loss: 2.2520 +2025-06-26 01:42:20,337 - pyskl - INFO - Epoch [117][1000/3405] lr: 2.988e-03, eta: 14:25:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.3204, loss: 2.3204 +2025-06-26 01:43:04,961 - pyskl - INFO - Epoch [117][1100/3405] lr: 2.983e-03, eta: 14:24:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9994, loss_cls: 2.2589, loss: 2.2589 +2025-06-26 01:43:49,643 - pyskl - INFO - Epoch [117][1200/3405] lr: 2.978e-03, eta: 14:23:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9950, loss_cls: 2.2872, loss: 2.2872 +2025-06-26 01:44:34,312 - pyskl - INFO - Epoch [117][1300/3405] lr: 2.973e-03, eta: 14:22:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 2.2115, loss: 2.2115 +2025-06-26 01:45:18,924 - pyskl - INFO - Epoch [117][1400/3405] lr: 2.968e-03, eta: 14:22:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 2.4085, loss: 2.4085 +2025-06-26 01:46:03,638 - pyskl - INFO - Epoch [117][1500/3405] lr: 2.963e-03, eta: 14:21:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.3580, loss: 2.3580 +2025-06-26 01:46:48,221 - pyskl - INFO - Epoch [117][1600/3405] lr: 2.958e-03, eta: 14:20:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9956, loss_cls: 2.2689, loss: 2.2689 +2025-06-26 01:47:32,851 - pyskl - INFO - Epoch [117][1700/3405] lr: 2.953e-03, eta: 14:19:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 2.2424, loss: 2.2424 +2025-06-26 01:48:17,535 - pyskl - INFO - Epoch [117][1800/3405] lr: 2.948e-03, eta: 14:19:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 2.2432, loss: 2.2432 +2025-06-26 01:49:02,200 - pyskl - INFO - Epoch [117][1900/3405] lr: 2.943e-03, eta: 14:18:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 2.3016, loss: 2.3016 +2025-06-26 01:49:46,850 - pyskl - INFO - Epoch [117][2000/3405] lr: 2.938e-03, eta: 14:17:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 2.3967, loss: 2.3967 +2025-06-26 01:50:31,535 - pyskl - INFO - Epoch [117][2100/3405] lr: 2.933e-03, eta: 14:16:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.3229, loss: 2.3229 +2025-06-26 01:51:16,113 - pyskl - INFO - Epoch [117][2200/3405] lr: 2.928e-03, eta: 14:16:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 2.2546, loss: 2.2546 +2025-06-26 01:52:00,624 - pyskl - INFO - Epoch [117][2300/3405] lr: 2.923e-03, eta: 14:15:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 2.3620, loss: 2.3620 +2025-06-26 01:52:45,194 - pyskl - INFO - Epoch [117][2400/3405] lr: 2.918e-03, eta: 14:14:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.3302, loss: 2.3302 +2025-06-26 01:53:29,685 - pyskl - INFO - Epoch [117][2500/3405] lr: 2.913e-03, eta: 14:13:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.3222, loss: 2.3222 +2025-06-26 01:54:14,252 - pyskl - INFO - Epoch [117][2600/3405] lr: 2.908e-03, eta: 14:13:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.2957, loss: 2.2957 +2025-06-26 01:54:58,767 - pyskl - INFO - Epoch [117][2700/3405] lr: 2.903e-03, eta: 14:12:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 2.3204, loss: 2.3204 +2025-06-26 01:55:43,378 - pyskl - INFO - Epoch [117][2800/3405] lr: 2.898e-03, eta: 14:11:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 2.3366, loss: 2.3366 +2025-06-26 01:56:27,978 - pyskl - INFO - Epoch [117][2900/3405] lr: 2.893e-03, eta: 14:10:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 2.3523, loss: 2.3523 +2025-06-26 01:57:12,628 - pyskl - INFO - Epoch [117][3000/3405] lr: 2.889e-03, eta: 14:10:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 2.2850, loss: 2.2850 +2025-06-26 01:57:57,284 - pyskl - INFO - Epoch [117][3100/3405] lr: 2.884e-03, eta: 14:09:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.3466, loss: 2.3466 +2025-06-26 01:58:41,905 - pyskl - INFO - Epoch [117][3200/3405] lr: 2.879e-03, eta: 14:08:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.3503, loss: 2.3503 +2025-06-26 01:59:26,514 - pyskl - INFO - Epoch [117][3300/3405] lr: 2.874e-03, eta: 14:07:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 2.3970, loss: 2.3970 +2025-06-26 02:00:11,076 - pyskl - INFO - Epoch [117][3400/3405] lr: 2.869e-03, eta: 14:06:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.4453, loss: 2.4453 +2025-06-26 02:00:13,816 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-06-26 02:04:12,778 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 02:04:13,325 - pyskl - INFO - +top1_acc 0.8318 +top5_acc 0.9641 +2025-06-26 02:04:13,346 - pyskl - INFO - Epoch(val) [117][3718] top1_acc: 0.8318, top5_acc: 0.9641 +2025-06-26 02:05:22,738 - pyskl - INFO - Epoch [118][100/3405] lr: 2.864e-03, eta: 14:06:18, time: 0.694, data_time: 0.247, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.2756, loss: 2.2756 +2025-06-26 02:06:07,338 - pyskl - INFO - Epoch [118][200/3405] lr: 2.859e-03, eta: 14:05:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 2.2728, loss: 2.2728 +2025-06-26 02:06:51,823 - pyskl - INFO - Epoch [118][300/3405] lr: 2.854e-03, eta: 14:04:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 2.2028, loss: 2.2028 +2025-06-26 02:07:36,262 - pyskl - INFO - Epoch [118][400/3405] lr: 2.849e-03, eta: 14:04:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 2.1817, loss: 2.1817 +2025-06-26 02:08:20,853 - pyskl - INFO - Epoch [118][500/3405] lr: 2.844e-03, eta: 14:03:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 2.1946, loss: 2.1946 +2025-06-26 02:09:05,482 - pyskl - INFO - Epoch [118][600/3405] lr: 2.839e-03, eta: 14:02:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 1.0000, loss_cls: 2.2244, loss: 2.2244 +2025-06-26 02:09:50,190 - pyskl - INFO - Epoch [118][700/3405] lr: 2.834e-03, eta: 14:01:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 2.1888, loss: 2.1888 +2025-06-26 02:10:34,896 - pyskl - INFO - Epoch [118][800/3405] lr: 2.830e-03, eta: 14:01:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.2876, loss: 2.2876 +2025-06-26 02:11:19,587 - pyskl - INFO - Epoch [118][900/3405] lr: 2.825e-03, eta: 14:00:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9994, loss_cls: 2.2488, loss: 2.2488 +2025-06-26 02:12:04,539 - pyskl - INFO - Epoch [118][1000/3405] lr: 2.820e-03, eta: 13:59:29, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 2.1954, loss: 2.1954 +2025-06-26 02:12:49,258 - pyskl - INFO - Epoch [118][1100/3405] lr: 2.815e-03, eta: 13:58:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 2.2394, loss: 2.2394 +2025-06-26 02:13:33,963 - pyskl - INFO - Epoch [118][1200/3405] lr: 2.810e-03, eta: 13:57:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 1.0000, loss_cls: 2.2028, loss: 2.2028 +2025-06-26 02:14:18,588 - pyskl - INFO - Epoch [118][1300/3405] lr: 2.805e-03, eta: 13:57:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 2.2862, loss: 2.2862 +2025-06-26 02:15:03,056 - pyskl - INFO - Epoch [118][1400/3405] lr: 2.800e-03, eta: 13:56:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.2578, loss: 2.2578 +2025-06-26 02:15:47,604 - pyskl - INFO - Epoch [118][1500/3405] lr: 2.796e-03, eta: 13:55:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 2.2026, loss: 2.2026 +2025-06-26 02:16:32,154 - pyskl - INFO - Epoch [118][1600/3405] lr: 2.791e-03, eta: 13:54:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 2.2503, loss: 2.2503 +2025-06-26 02:17:16,798 - pyskl - INFO - Epoch [118][1700/3405] lr: 2.786e-03, eta: 13:54:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 2.2401, loss: 2.2401 +2025-06-26 02:18:01,378 - pyskl - INFO - Epoch [118][1800/3405] lr: 2.781e-03, eta: 13:53:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 1.0000, loss_cls: 2.2406, loss: 2.2406 +2025-06-26 02:18:45,952 - pyskl - INFO - Epoch [118][1900/3405] lr: 2.776e-03, eta: 13:52:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 1.0000, loss_cls: 2.1993, loss: 2.1993 +2025-06-26 02:19:30,643 - pyskl - INFO - Epoch [118][2000/3405] lr: 2.771e-03, eta: 13:51:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.2885, loss: 2.2885 +2025-06-26 02:20:15,308 - pyskl - INFO - Epoch [118][2100/3405] lr: 2.767e-03, eta: 13:51:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 2.2987, loss: 2.2987 +2025-06-26 02:20:59,761 - pyskl - INFO - Epoch [118][2200/3405] lr: 2.762e-03, eta: 13:50:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 2.2248, loss: 2.2248 +2025-06-26 02:21:44,208 - pyskl - INFO - Epoch [118][2300/3405] lr: 2.757e-03, eta: 13:49:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 2.2910, loss: 2.2910 +2025-06-26 02:22:28,772 - pyskl - INFO - Epoch [118][2400/3405] lr: 2.752e-03, eta: 13:48:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 2.2719, loss: 2.2719 +2025-06-26 02:23:13,319 - pyskl - INFO - Epoch [118][2500/3405] lr: 2.747e-03, eta: 13:48:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 2.2994, loss: 2.2994 +2025-06-26 02:23:57,866 - pyskl - INFO - Epoch [118][2600/3405] lr: 2.742e-03, eta: 13:47:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 2.2733, loss: 2.2733 +2025-06-26 02:24:42,542 - pyskl - INFO - Epoch [118][2700/3405] lr: 2.738e-03, eta: 13:46:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 2.2635, loss: 2.2635 +2025-06-26 02:25:27,147 - pyskl - INFO - Epoch [118][2800/3405] lr: 2.733e-03, eta: 13:45:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.2010, loss: 2.2010 +2025-06-26 02:26:11,770 - pyskl - INFO - Epoch [118][2900/3405] lr: 2.728e-03, eta: 13:45:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.2424, loss: 2.2424 +2025-06-26 02:26:56,443 - pyskl - INFO - Epoch [118][3000/3405] lr: 2.723e-03, eta: 13:44:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 2.2425, loss: 2.2425 +2025-06-26 02:27:41,026 - pyskl - INFO - Epoch [118][3100/3405] lr: 2.718e-03, eta: 13:43:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 2.2256, loss: 2.2256 +2025-06-26 02:28:25,661 - pyskl - INFO - Epoch [118][3200/3405] lr: 2.714e-03, eta: 13:42:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 2.1996, loss: 2.1996 +2025-06-26 02:29:10,237 - pyskl - INFO - Epoch [118][3300/3405] lr: 2.709e-03, eta: 13:42:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 2.2526, loss: 2.2526 +2025-06-26 02:29:54,878 - pyskl - INFO - Epoch [118][3400/3405] lr: 2.704e-03, eta: 13:41:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.2858, loss: 2.2858 +2025-06-26 02:29:57,558 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-06-26 02:33:57,170 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 02:33:57,976 - pyskl - INFO - +top1_acc 0.8290 +top5_acc 0.9628 +2025-06-26 02:33:57,999 - pyskl - INFO - Epoch(val) [118][3718] top1_acc: 0.8290, top5_acc: 0.9628 +2025-06-26 02:35:07,448 - pyskl - INFO - Epoch [119][100/3405] lr: 2.699e-03, eta: 13:40:38, time: 0.694, data_time: 0.248, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 2.1613, loss: 2.1613 +2025-06-26 02:35:52,175 - pyskl - INFO - Epoch [119][200/3405] lr: 2.694e-03, eta: 13:39:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 2.0906, loss: 2.0906 +2025-06-26 02:36:36,883 - pyskl - INFO - Epoch [119][300/3405] lr: 2.690e-03, eta: 13:39:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 2.2370, loss: 2.2370 +2025-06-26 02:37:21,596 - pyskl - INFO - Epoch [119][400/3405] lr: 2.685e-03, eta: 13:38:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 2.1435, loss: 2.1435 +2025-06-26 02:38:06,532 - pyskl - INFO - Epoch [119][500/3405] lr: 2.680e-03, eta: 13:37:37, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 2.2325, loss: 2.2325 +2025-06-26 02:38:51,221 - pyskl - INFO - Epoch [119][600/3405] lr: 2.675e-03, eta: 13:36:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 2.1331, loss: 2.1331 +2025-06-26 02:39:36,023 - pyskl - INFO - Epoch [119][700/3405] lr: 2.671e-03, eta: 13:36:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 2.2550, loss: 2.2550 +2025-06-26 02:40:20,733 - pyskl - INFO - Epoch [119][800/3405] lr: 2.666e-03, eta: 13:35:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 2.1103, loss: 2.1103 +2025-06-26 02:41:05,280 - pyskl - INFO - Epoch [119][900/3405] lr: 2.661e-03, eta: 13:34:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 2.1441, loss: 2.1441 +2025-06-26 02:41:49,807 - pyskl - INFO - Epoch [119][1000/3405] lr: 2.656e-03, eta: 13:33:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 2.1650, loss: 2.1650 +2025-06-26 02:42:34,391 - pyskl - INFO - Epoch [119][1100/3405] lr: 2.652e-03, eta: 13:33:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 2.2319, loss: 2.2319 +2025-06-26 02:43:18,926 - pyskl - INFO - Epoch [119][1200/3405] lr: 2.647e-03, eta: 13:32:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 1.0000, loss_cls: 2.2677, loss: 2.2677 +2025-06-26 02:44:03,530 - pyskl - INFO - Epoch [119][1300/3405] lr: 2.642e-03, eta: 13:31:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 2.2239, loss: 2.2239 +2025-06-26 02:44:48,188 - pyskl - INFO - Epoch [119][1400/3405] lr: 2.637e-03, eta: 13:30:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.2786, loss: 2.2786 +2025-06-26 02:45:32,806 - pyskl - INFO - Epoch [119][1500/3405] lr: 2.633e-03, eta: 13:30:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 2.2877, loss: 2.2877 +2025-06-26 02:46:17,445 - pyskl - INFO - Epoch [119][1600/3405] lr: 2.628e-03, eta: 13:29:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 2.1555, loss: 2.1555 +2025-06-26 02:47:01,982 - pyskl - INFO - Epoch [119][1700/3405] lr: 2.623e-03, eta: 13:28:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 2.1972, loss: 2.1972 +2025-06-26 02:47:46,442 - pyskl - INFO - Epoch [119][1800/3405] lr: 2.619e-03, eta: 13:27:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 2.0829, loss: 2.0829 +2025-06-26 02:48:30,919 - pyskl - INFO - Epoch [119][1900/3405] lr: 2.614e-03, eta: 13:27:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 2.2143, loss: 2.2143 +2025-06-26 02:49:15,464 - pyskl - INFO - Epoch [119][2000/3405] lr: 2.609e-03, eta: 13:26:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 2.1651, loss: 2.1651 +2025-06-26 02:49:59,968 - pyskl - INFO - Epoch [119][2100/3405] lr: 2.604e-03, eta: 13:25:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 2.2044, loss: 2.2044 +2025-06-26 02:50:44,389 - pyskl - INFO - Epoch [119][2200/3405] lr: 2.600e-03, eta: 13:24:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 2.2246, loss: 2.2246 +2025-06-26 02:51:28,830 - pyskl - INFO - Epoch [119][2300/3405] lr: 2.595e-03, eta: 13:23:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 2.2222, loss: 2.2222 +2025-06-26 02:52:13,382 - pyskl - INFO - Epoch [119][2400/3405] lr: 2.590e-03, eta: 13:23:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 2.2366, loss: 2.2366 +2025-06-26 02:52:57,861 - pyskl - INFO - Epoch [119][2500/3405] lr: 2.586e-03, eta: 13:22:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 2.2329, loss: 2.2329 +2025-06-26 02:53:42,435 - pyskl - INFO - Epoch [119][2600/3405] lr: 2.581e-03, eta: 13:21:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 2.2507, loss: 2.2507 +2025-06-26 02:54:26,963 - pyskl - INFO - Epoch [119][2700/3405] lr: 2.576e-03, eta: 13:20:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.2169, loss: 2.2169 +2025-06-26 02:55:11,450 - pyskl - INFO - Epoch [119][2800/3405] lr: 2.572e-03, eta: 13:20:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.1893, loss: 2.1893 +2025-06-26 02:55:55,970 - pyskl - INFO - Epoch [119][2900/3405] lr: 2.567e-03, eta: 13:19:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.2783, loss: 2.2783 +2025-06-26 02:56:40,492 - pyskl - INFO - Epoch [119][3000/3405] lr: 2.562e-03, eta: 13:18:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.2743, loss: 2.2743 +2025-06-26 02:57:25,003 - pyskl - INFO - Epoch [119][3100/3405] lr: 2.558e-03, eta: 13:17:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 2.2523, loss: 2.2523 +2025-06-26 02:58:09,852 - pyskl - INFO - Epoch [119][3200/3405] lr: 2.553e-03, eta: 13:17:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 2.2573, loss: 2.2573 +2025-06-26 02:58:54,688 - pyskl - INFO - Epoch [119][3300/3405] lr: 2.548e-03, eta: 13:16:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 2.2428, loss: 2.2428 +2025-06-26 02:59:39,872 - pyskl - INFO - Epoch [119][3400/3405] lr: 2.544e-03, eta: 13:15:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 2.2350, loss: 2.2350 +2025-06-26 02:59:42,522 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-06-26 03:03:41,890 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 03:03:42,568 - pyskl - INFO - +top1_acc 0.8396 +top5_acc 0.9654 +2025-06-26 03:03:42,621 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_114.pth was removed +2025-06-26 03:03:43,648 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2025-06-26 03:03:43,650 - pyskl - INFO - Best top1_acc is 0.8396 at 119 epoch. +2025-06-26 03:03:43,671 - pyskl - INFO - Epoch(val) [119][3718] top1_acc: 0.8396, top5_acc: 0.9654 +2025-06-26 03:04:52,593 - pyskl - INFO - Epoch [120][100/3405] lr: 2.539e-03, eta: 13:14:58, time: 0.689, data_time: 0.243, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 2.1999, loss: 2.1999 +2025-06-26 03:05:37,243 - pyskl - INFO - Epoch [120][200/3405] lr: 2.534e-03, eta: 13:14:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 2.1464, loss: 2.1464 +2025-06-26 03:06:21,815 - pyskl - INFO - Epoch [120][300/3405] lr: 2.529e-03, eta: 13:13:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9962, loss_cls: 2.1142, loss: 2.1142 +2025-06-26 03:07:06,407 - pyskl - INFO - Epoch [120][400/3405] lr: 2.525e-03, eta: 13:12:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.1667, loss: 2.1667 +2025-06-26 03:07:51,085 - pyskl - INFO - Epoch [120][500/3405] lr: 2.520e-03, eta: 13:11:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 2.0668, loss: 2.0668 +2025-06-26 03:08:35,642 - pyskl - INFO - Epoch [120][600/3405] lr: 2.516e-03, eta: 13:11:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 2.1761, loss: 2.1761 +2025-06-26 03:09:20,176 - pyskl - INFO - Epoch [120][700/3405] lr: 2.511e-03, eta: 13:10:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 2.0533, loss: 2.0533 +2025-06-26 03:10:04,721 - pyskl - INFO - Epoch [120][800/3405] lr: 2.506e-03, eta: 13:09:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 2.1263, loss: 2.1263 +2025-06-26 03:10:49,191 - pyskl - INFO - Epoch [120][900/3405] lr: 2.502e-03, eta: 13:08:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 2.1669, loss: 2.1669 +2025-06-26 03:11:33,696 - pyskl - INFO - Epoch [120][1000/3405] lr: 2.497e-03, eta: 13:08:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.2028, loss: 2.2028 +2025-06-26 03:12:18,170 - pyskl - INFO - Epoch [120][1100/3405] lr: 2.493e-03, eta: 13:07:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 2.1462, loss: 2.1462 +2025-06-26 03:13:02,778 - pyskl - INFO - Epoch [120][1200/3405] lr: 2.488e-03, eta: 13:06:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 2.1400, loss: 2.1400 +2025-06-26 03:13:47,279 - pyskl - INFO - Epoch [120][1300/3405] lr: 2.483e-03, eta: 13:05:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 2.2780, loss: 2.2780 +2025-06-26 03:14:31,800 - pyskl - INFO - Epoch [120][1400/3405] lr: 2.479e-03, eta: 13:05:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 2.2146, loss: 2.2146 +2025-06-26 03:15:16,275 - pyskl - INFO - Epoch [120][1500/3405] lr: 2.474e-03, eta: 13:04:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 2.1654, loss: 2.1654 +2025-06-26 03:16:00,917 - pyskl - INFO - Epoch [120][1600/3405] lr: 2.470e-03, eta: 13:03:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 2.1478, loss: 2.1478 +2025-06-26 03:16:45,578 - pyskl - INFO - Epoch [120][1700/3405] lr: 2.465e-03, eta: 13:02:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 2.1885, loss: 2.1885 +2025-06-26 03:17:30,165 - pyskl - INFO - Epoch [120][1800/3405] lr: 2.460e-03, eta: 13:02:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 2.2242, loss: 2.2242 +2025-06-26 03:18:14,800 - pyskl - INFO - Epoch [120][1900/3405] lr: 2.456e-03, eta: 13:01:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 2.1864, loss: 2.1864 +2025-06-26 03:18:59,508 - pyskl - INFO - Epoch [120][2000/3405] lr: 2.451e-03, eta: 13:00:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 2.1945, loss: 2.1945 +2025-06-26 03:19:44,198 - pyskl - INFO - Epoch [120][2100/3405] lr: 2.447e-03, eta: 12:59:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.1868, loss: 2.1868 +2025-06-26 03:20:28,839 - pyskl - INFO - Epoch [120][2200/3405] lr: 2.442e-03, eta: 12:59:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 2.0900, loss: 2.0900 +2025-06-26 03:21:13,419 - pyskl - INFO - Epoch [120][2300/3405] lr: 2.438e-03, eta: 12:58:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.1989, loss: 2.1989 +2025-06-26 03:21:58,028 - pyskl - INFO - Epoch [120][2400/3405] lr: 2.433e-03, eta: 12:57:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 2.0719, loss: 2.0719 +2025-06-26 03:22:42,734 - pyskl - INFO - Epoch [120][2500/3405] lr: 2.428e-03, eta: 12:56:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.1595, loss: 2.1595 +2025-06-26 03:23:27,562 - pyskl - INFO - Epoch [120][2600/3405] lr: 2.424e-03, eta: 12:56:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 2.0742, loss: 2.0742 +2025-06-26 03:24:12,206 - pyskl - INFO - Epoch [120][2700/3405] lr: 2.419e-03, eta: 12:55:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.1581, loss: 2.1581 +2025-06-26 03:24:57,016 - pyskl - INFO - Epoch [120][2800/3405] lr: 2.415e-03, eta: 12:54:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.1640, loss: 2.1640 +2025-06-26 03:25:41,630 - pyskl - INFO - Epoch [120][2900/3405] lr: 2.410e-03, eta: 12:53:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 2.1381, loss: 2.1381 +2025-06-26 03:26:26,234 - pyskl - INFO - Epoch [120][3000/3405] lr: 2.406e-03, eta: 12:53:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 2.2476, loss: 2.2476 +2025-06-26 03:27:10,955 - pyskl - INFO - Epoch [120][3100/3405] lr: 2.401e-03, eta: 12:52:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 2.1145, loss: 2.1145 +2025-06-26 03:27:55,643 - pyskl - INFO - Epoch [120][3200/3405] lr: 2.397e-03, eta: 12:51:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 2.1938, loss: 2.1938 +2025-06-26 03:28:40,181 - pyskl - INFO - Epoch [120][3300/3405] lr: 2.392e-03, eta: 12:50:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 2.2123, loss: 2.2123 +2025-06-26 03:29:24,867 - pyskl - INFO - Epoch [120][3400/3405] lr: 2.388e-03, eta: 12:50:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.1237, loss: 2.1237 +2025-06-26 03:29:27,520 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-06-26 03:47:50,201 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 03:47:51,031 - pyskl - INFO - +top1_acc 0.8406 +top5_acc 0.9680 +2025-06-26 03:47:51,094 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_119.pth was removed +2025-06-26 03:47:52,229 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2025-06-26 03:47:52,231 - pyskl - INFO - Best top1_acc is 0.8406 at 120 epoch. +2025-06-26 03:47:52,263 - pyskl - INFO - Epoch(val) [120][3718] top1_acc: 0.8406, top5_acc: 0.9680 +2025-06-26 03:49:01,234 - pyskl - INFO - Epoch [121][100/3405] lr: 2.383e-03, eta: 12:49:19, time: 0.690, data_time: 0.243, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 2.0047, loss: 2.0047 +2025-06-26 03:49:45,765 - pyskl - INFO - Epoch [121][200/3405] lr: 2.378e-03, eta: 12:48:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 2.0746, loss: 2.0746 +2025-06-26 03:50:30,674 - pyskl - INFO - Epoch [121][300/3405] lr: 2.374e-03, eta: 12:47:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 2.0598, loss: 2.0598 +2025-06-26 03:51:15,371 - pyskl - INFO - Epoch [121][400/3405] lr: 2.369e-03, eta: 12:47:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 2.0585, loss: 2.0585 +2025-06-26 03:52:00,081 - pyskl - INFO - Epoch [121][500/3405] lr: 2.365e-03, eta: 12:46:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 2.1811, loss: 2.1811 +2025-06-26 03:52:44,589 - pyskl - INFO - Epoch [121][600/3405] lr: 2.360e-03, eta: 12:45:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 2.0998, loss: 2.0998 +2025-06-26 03:53:28,963 - pyskl - INFO - Epoch [121][700/3405] lr: 2.356e-03, eta: 12:44:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 2.0823, loss: 2.0823 +2025-06-26 03:54:13,481 - pyskl - INFO - Epoch [121][800/3405] lr: 2.351e-03, eta: 12:44:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 2.0669, loss: 2.0669 +2025-06-26 03:54:58,278 - pyskl - INFO - Epoch [121][900/3405] lr: 2.347e-03, eta: 12:43:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 2.1006, loss: 2.1006 +2025-06-26 03:55:42,875 - pyskl - INFO - Epoch [121][1000/3405] lr: 2.342e-03, eta: 12:42:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.1161, loss: 2.1161 +2025-06-26 03:56:27,717 - pyskl - INFO - Epoch [121][1100/3405] lr: 2.338e-03, eta: 12:41:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 2.1291, loss: 2.1291 +2025-06-26 03:57:12,350 - pyskl - INFO - Epoch [121][1200/3405] lr: 2.333e-03, eta: 12:40:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 2.1392, loss: 2.1392 +2025-06-26 03:57:56,977 - pyskl - INFO - Epoch [121][1300/3405] lr: 2.329e-03, eta: 12:40:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 2.1885, loss: 2.1885 +2025-06-26 03:58:41,534 - pyskl - INFO - Epoch [121][1400/3405] lr: 2.324e-03, eta: 12:39:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 2.0406, loss: 2.0406 +2025-06-26 03:59:26,031 - pyskl - INFO - Epoch [121][1500/3405] lr: 2.320e-03, eta: 12:38:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 2.0748, loss: 2.0748 +2025-06-26 04:00:10,461 - pyskl - INFO - Epoch [121][1600/3405] lr: 2.316e-03, eta: 12:37:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 2.1896, loss: 2.1896 +2025-06-26 04:00:54,932 - pyskl - INFO - Epoch [121][1700/3405] lr: 2.311e-03, eta: 12:37:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.0821, loss: 2.0821 +2025-06-26 04:01:39,651 - pyskl - INFO - Epoch [121][1800/3405] lr: 2.307e-03, eta: 12:36:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.1376, loss: 2.1376 +2025-06-26 04:02:24,212 - pyskl - INFO - Epoch [121][1900/3405] lr: 2.302e-03, eta: 12:35:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 2.1044, loss: 2.1044 +2025-06-26 04:03:08,755 - pyskl - INFO - Epoch [121][2000/3405] lr: 2.298e-03, eta: 12:34:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 2.1790, loss: 2.1790 +2025-06-26 04:03:53,301 - pyskl - INFO - Epoch [121][2100/3405] lr: 2.293e-03, eta: 12:34:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 2.0834, loss: 2.0834 +2025-06-26 04:04:37,830 - pyskl - INFO - Epoch [121][2200/3405] lr: 2.289e-03, eta: 12:33:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 2.1022, loss: 2.1022 +2025-06-26 04:05:22,275 - pyskl - INFO - Epoch [121][2300/3405] lr: 2.284e-03, eta: 12:32:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 2.1718, loss: 2.1718 +2025-06-26 04:06:06,851 - pyskl - INFO - Epoch [121][2400/3405] lr: 2.280e-03, eta: 12:31:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 2.1031, loss: 2.1031 +2025-06-26 04:06:51,794 - pyskl - INFO - Epoch [121][2500/3405] lr: 2.276e-03, eta: 12:31:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 2.0998, loss: 2.0998 +2025-06-26 04:07:36,563 - pyskl - INFO - Epoch [121][2600/3405] lr: 2.271e-03, eta: 12:30:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 2.1870, loss: 2.1870 +2025-06-26 04:08:21,188 - pyskl - INFO - Epoch [121][2700/3405] lr: 2.267e-03, eta: 12:29:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 2.1190, loss: 2.1190 +2025-06-26 04:09:05,950 - pyskl - INFO - Epoch [121][2800/3405] lr: 2.262e-03, eta: 12:28:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 2.0984, loss: 2.0984 +2025-06-26 04:09:50,643 - pyskl - INFO - Epoch [121][2900/3405] lr: 2.258e-03, eta: 12:28:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 2.1523, loss: 2.1523 +2025-06-26 04:10:35,442 - pyskl - INFO - Epoch [121][3000/3405] lr: 2.253e-03, eta: 12:27:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 2.2004, loss: 2.2004 +2025-06-26 04:11:20,232 - pyskl - INFO - Epoch [121][3100/3405] lr: 2.249e-03, eta: 12:26:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 2.1421, loss: 2.1421 +2025-06-26 04:12:04,972 - pyskl - INFO - Epoch [121][3200/3405] lr: 2.245e-03, eta: 12:25:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 2.1358, loss: 2.1358 +2025-06-26 04:12:49,638 - pyskl - INFO - Epoch [121][3300/3405] lr: 2.240e-03, eta: 12:25:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 2.1215, loss: 2.1215 +2025-06-26 04:13:34,438 - pyskl - INFO - Epoch [121][3400/3405] lr: 2.236e-03, eta: 12:24:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 2.1907, loss: 2.1907 +2025-06-26 04:13:37,099 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-06-26 04:17:35,818 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 04:17:36,372 - pyskl - INFO - +top1_acc 0.8413 +top5_acc 0.9687 +2025-06-26 04:17:36,435 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_120.pth was removed +2025-06-26 04:17:37,464 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2025-06-26 04:17:37,465 - pyskl - INFO - Best top1_acc is 0.8413 at 121 epoch. +2025-06-26 04:17:37,485 - pyskl - INFO - Epoch(val) [121][3718] top1_acc: 0.8413, top5_acc: 0.9687 +2025-06-26 04:18:46,318 - pyskl - INFO - Epoch [122][100/3405] lr: 2.231e-03, eta: 12:23:39, time: 0.688, data_time: 0.239, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 2.0434, loss: 2.0434 +2025-06-26 04:19:30,735 - pyskl - INFO - Epoch [122][200/3405] lr: 2.227e-03, eta: 12:22:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.0284, loss: 2.0284 +2025-06-26 04:20:15,364 - pyskl - INFO - Epoch [122][300/3405] lr: 2.223e-03, eta: 12:22:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.9629, loss: 1.9629 +2025-06-26 04:20:59,847 - pyskl - INFO - Epoch [122][400/3405] lr: 2.218e-03, eta: 12:21:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 2.1042, loss: 2.1042 +2025-06-26 04:21:44,301 - pyskl - INFO - Epoch [122][500/3405] lr: 2.214e-03, eta: 12:20:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 2.0705, loss: 2.0705 +2025-06-26 04:22:29,113 - pyskl - INFO - Epoch [122][600/3405] lr: 2.209e-03, eta: 12:19:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.9953, loss: 1.9953 +2025-06-26 04:23:13,717 - pyskl - INFO - Epoch [122][700/3405] lr: 2.205e-03, eta: 12:19:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 2.0955, loss: 2.0955 +2025-06-26 04:23:58,553 - pyskl - INFO - Epoch [122][800/3405] lr: 2.201e-03, eta: 12:18:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 2.0361, loss: 2.0361 +2025-06-26 04:24:43,227 - pyskl - INFO - Epoch [122][900/3405] lr: 2.196e-03, eta: 12:17:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 2.1328, loss: 2.1328 +2025-06-26 04:25:27,911 - pyskl - INFO - Epoch [122][1000/3405] lr: 2.192e-03, eta: 12:16:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 2.1306, loss: 2.1306 +2025-06-26 04:26:12,630 - pyskl - INFO - Epoch [122][1100/3405] lr: 2.188e-03, eta: 12:16:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.0838, loss: 2.0838 +2025-06-26 04:26:57,174 - pyskl - INFO - Epoch [122][1200/3405] lr: 2.183e-03, eta: 12:15:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.0811, loss: 2.0811 +2025-06-26 04:27:41,836 - pyskl - INFO - Epoch [122][1300/3405] lr: 2.179e-03, eta: 12:14:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 2.0322, loss: 2.0322 +2025-06-26 04:28:26,481 - pyskl - INFO - Epoch [122][1400/3405] lr: 2.175e-03, eta: 12:13:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 2.1413, loss: 2.1413 +2025-06-26 04:29:11,206 - pyskl - INFO - Epoch [122][1500/3405] lr: 2.170e-03, eta: 12:13:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 2.0704, loss: 2.0704 +2025-06-26 04:29:56,013 - pyskl - INFO - Epoch [122][1600/3405] lr: 2.166e-03, eta: 12:12:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 2.1191, loss: 2.1191 +2025-06-26 04:30:40,661 - pyskl - INFO - Epoch [122][1700/3405] lr: 2.162e-03, eta: 12:11:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 2.0242, loss: 2.0242 +2025-06-26 04:31:25,374 - pyskl - INFO - Epoch [122][1800/3405] lr: 2.157e-03, eta: 12:10:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 2.0511, loss: 2.0511 +2025-06-26 04:32:10,203 - pyskl - INFO - Epoch [122][1900/3405] lr: 2.153e-03, eta: 12:10:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 2.1668, loss: 2.1668 +2025-06-26 04:32:54,934 - pyskl - INFO - Epoch [122][2000/3405] lr: 2.149e-03, eta: 12:09:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 2.0842, loss: 2.0842 +2025-06-26 04:33:39,667 - pyskl - INFO - Epoch [122][2100/3405] lr: 2.144e-03, eta: 12:08:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 2.1335, loss: 2.1335 +2025-06-26 04:34:24,458 - pyskl - INFO - Epoch [122][2200/3405] lr: 2.140e-03, eta: 12:07:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9962, loss_cls: 2.1125, loss: 2.1125 +2025-06-26 04:35:09,119 - pyskl - INFO - Epoch [122][2300/3405] lr: 2.136e-03, eta: 12:07:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.0220, loss: 2.0220 +2025-06-26 04:35:53,893 - pyskl - INFO - Epoch [122][2400/3405] lr: 2.131e-03, eta: 12:06:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 2.0505, loss: 2.0505 +2025-06-26 04:36:38,620 - pyskl - INFO - Epoch [122][2500/3405] lr: 2.127e-03, eta: 12:05:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 2.1112, loss: 2.1112 +2025-06-26 04:37:23,382 - pyskl - INFO - Epoch [122][2600/3405] lr: 2.123e-03, eta: 12:04:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 2.0420, loss: 2.0420 +2025-06-26 04:38:08,086 - pyskl - INFO - Epoch [122][2700/3405] lr: 2.119e-03, eta: 12:03:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 2.0551, loss: 2.0551 +2025-06-26 04:38:52,929 - pyskl - INFO - Epoch [122][2800/3405] lr: 2.114e-03, eta: 12:03:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 2.0940, loss: 2.0940 +2025-06-26 04:39:37,886 - pyskl - INFO - Epoch [122][2900/3405] lr: 2.110e-03, eta: 12:02:29, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 2.1711, loss: 2.1711 +2025-06-26 04:40:22,711 - pyskl - INFO - Epoch [122][3000/3405] lr: 2.106e-03, eta: 12:01:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 2.0272, loss: 2.0272 +2025-06-26 04:41:07,706 - pyskl - INFO - Epoch [122][3100/3405] lr: 2.102e-03, eta: 12:00:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 2.1249, loss: 2.1249 +2025-06-26 04:41:52,426 - pyskl - INFO - Epoch [122][3200/3405] lr: 2.097e-03, eta: 12:00:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 2.0777, loss: 2.0777 +2025-06-26 04:42:37,284 - pyskl - INFO - Epoch [122][3300/3405] lr: 2.093e-03, eta: 11:59:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.2427, loss: 2.2427 +2025-06-26 04:43:22,107 - pyskl - INFO - Epoch [122][3400/3405] lr: 2.089e-03, eta: 11:58:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 2.0364, loss: 2.0364 +2025-06-26 04:43:24,755 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-06-26 04:47:23,265 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 04:47:23,945 - pyskl - INFO - +top1_acc 0.8395 +top5_acc 0.9654 +2025-06-26 04:47:23,969 - pyskl - INFO - Epoch(val) [122][3718] top1_acc: 0.8395, top5_acc: 0.9654 +2025-06-26 04:48:32,907 - pyskl - INFO - Epoch [123][100/3405] lr: 2.084e-03, eta: 11:58:00, time: 0.689, data_time: 0.241, memory: 13268, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 2.0213, loss: 2.0213 +2025-06-26 04:49:17,766 - pyskl - INFO - Epoch [123][200/3405] lr: 2.080e-03, eta: 11:57:14, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 2.0428, loss: 2.0428 +2025-06-26 04:50:02,546 - pyskl - INFO - Epoch [123][300/3405] lr: 2.076e-03, eta: 11:56:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.9917, loss: 1.9917 +2025-06-26 04:50:47,292 - pyskl - INFO - Epoch [123][400/3405] lr: 2.072e-03, eta: 11:55:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.0913, loss: 2.0913 +2025-06-26 04:51:31,904 - pyskl - INFO - Epoch [123][500/3405] lr: 2.067e-03, eta: 11:54:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 2.0816, loss: 2.0816 +2025-06-26 04:52:16,591 - pyskl - INFO - Epoch [123][600/3405] lr: 2.063e-03, eta: 11:54:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 2.0639, loss: 2.0639 +2025-06-26 04:53:01,092 - pyskl - INFO - Epoch [123][700/3405] lr: 2.059e-03, eta: 11:53:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 2.0798, loss: 2.0798 +2025-06-26 04:53:45,743 - pyskl - INFO - Epoch [123][800/3405] lr: 2.055e-03, eta: 11:52:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 2.0427, loss: 2.0427 +2025-06-26 04:54:30,291 - pyskl - INFO - Epoch [123][900/3405] lr: 2.050e-03, eta: 11:51:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 2.0169, loss: 2.0169 +2025-06-26 04:55:14,759 - pyskl - INFO - Epoch [123][1000/3405] lr: 2.046e-03, eta: 11:51:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 2.0110, loss: 2.0110 +2025-06-26 04:55:59,217 - pyskl - INFO - Epoch [123][1100/3405] lr: 2.042e-03, eta: 11:50:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.9781, loss: 1.9781 +2025-06-26 04:56:43,697 - pyskl - INFO - Epoch [123][1200/3405] lr: 2.038e-03, eta: 11:49:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 2.0202, loss: 2.0202 +2025-06-26 04:57:28,279 - pyskl - INFO - Epoch [123][1300/3405] lr: 2.034e-03, eta: 11:48:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 2.0446, loss: 2.0446 +2025-06-26 04:58:12,880 - pyskl - INFO - Epoch [123][1400/3405] lr: 2.029e-03, eta: 11:48:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.0768, loss: 2.0768 +2025-06-26 04:58:57,480 - pyskl - INFO - Epoch [123][1500/3405] lr: 2.025e-03, eta: 11:47:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.9938, loss: 1.9938 +2025-06-26 04:59:42,023 - pyskl - INFO - Epoch [123][1600/3405] lr: 2.021e-03, eta: 11:46:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.0743, loss: 2.0743 +2025-06-26 05:00:26,527 - pyskl - INFO - Epoch [123][1700/3405] lr: 2.017e-03, eta: 11:45:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 2.0693, loss: 2.0693 +2025-06-26 05:01:11,006 - pyskl - INFO - Epoch [123][1800/3405] lr: 2.013e-03, eta: 11:45:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.0047, loss: 2.0047 +2025-06-26 05:01:55,652 - pyskl - INFO - Epoch [123][1900/3405] lr: 2.008e-03, eta: 11:44:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 2.0542, loss: 2.0542 +2025-06-26 05:02:40,162 - pyskl - INFO - Epoch [123][2000/3405] lr: 2.004e-03, eta: 11:43:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.0299, loss: 2.0299 +2025-06-26 05:03:24,805 - pyskl - INFO - Epoch [123][2100/3405] lr: 2.000e-03, eta: 11:42:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 1.9665, loss: 1.9665 +2025-06-26 05:04:09,375 - pyskl - INFO - Epoch [123][2200/3405] lr: 1.996e-03, eta: 11:42:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 2.0693, loss: 2.0693 +2025-06-26 05:04:54,024 - pyskl - INFO - Epoch [123][2300/3405] lr: 1.992e-03, eta: 11:41:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.9289, loss: 1.9289 +2025-06-26 05:05:38,526 - pyskl - INFO - Epoch [123][2400/3405] lr: 1.988e-03, eta: 11:40:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 2.0191, loss: 2.0191 +2025-06-26 05:06:23,090 - pyskl - INFO - Epoch [123][2500/3405] lr: 1.983e-03, eta: 11:39:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 2.1267, loss: 2.1267 +2025-06-26 05:07:07,578 - pyskl - INFO - Epoch [123][2600/3405] lr: 1.979e-03, eta: 11:39:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 2.1201, loss: 2.1201 +2025-06-26 05:07:52,023 - pyskl - INFO - Epoch [123][2700/3405] lr: 1.975e-03, eta: 11:38:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 2.0623, loss: 2.0623 +2025-06-26 05:08:36,490 - pyskl - INFO - Epoch [123][2800/3405] lr: 1.971e-03, eta: 11:37:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 2.0918, loss: 2.0918 +2025-06-26 05:09:20,988 - pyskl - INFO - Epoch [123][2900/3405] lr: 1.967e-03, eta: 11:36:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 2.1190, loss: 2.1190 +2025-06-26 05:10:05,637 - pyskl - INFO - Epoch [123][3000/3405] lr: 1.963e-03, eta: 11:36:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.9586, loss: 1.9586 +2025-06-26 05:10:50,126 - pyskl - INFO - Epoch [123][3100/3405] lr: 1.959e-03, eta: 11:35:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 2.1096, loss: 2.1096 +2025-06-26 05:11:34,533 - pyskl - INFO - Epoch [123][3200/3405] lr: 1.954e-03, eta: 11:34:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 2.0122, loss: 2.0122 +2025-06-26 05:12:19,071 - pyskl - INFO - Epoch [123][3300/3405] lr: 1.950e-03, eta: 11:33:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 2.0783, loss: 2.0783 +2025-06-26 05:13:03,699 - pyskl - INFO - Epoch [123][3400/3405] lr: 1.946e-03, eta: 11:33:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.1067, loss: 2.1067 +2025-06-26 05:13:06,476 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-06-26 05:17:05,077 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 05:17:05,715 - pyskl - INFO - +top1_acc 0.8436 +top5_acc 0.9666 +2025-06-26 05:17:05,770 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_121.pth was removed +2025-06-26 05:17:06,809 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2025-06-26 05:17:06,810 - pyskl - INFO - Best top1_acc is 0.8436 at 123 epoch. +2025-06-26 05:17:06,832 - pyskl - INFO - Epoch(val) [123][3718] top1_acc: 0.8436, top5_acc: 0.9666 +2025-06-26 05:18:15,363 - pyskl - INFO - Epoch [124][100/3405] lr: 1.942e-03, eta: 11:32:19, time: 0.685, data_time: 0.239, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 2.0830, loss: 2.0830 +2025-06-26 05:18:59,943 - pyskl - INFO - Epoch [124][200/3405] lr: 1.938e-03, eta: 11:31:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.9778, loss: 1.9778 +2025-06-26 05:19:44,509 - pyskl - INFO - Epoch [124][300/3405] lr: 1.934e-03, eta: 11:30:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.9544, loss: 1.9544 +2025-06-26 05:20:28,999 - pyskl - INFO - Epoch [124][400/3405] lr: 1.929e-03, eta: 11:30:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 2.0348, loss: 2.0348 +2025-06-26 05:21:13,435 - pyskl - INFO - Epoch [124][500/3405] lr: 1.925e-03, eta: 11:29:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.9945, loss: 1.9945 +2025-06-26 05:21:57,904 - pyskl - INFO - Epoch [124][600/3405] lr: 1.921e-03, eta: 11:28:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.9781, loss: 1.9781 +2025-06-26 05:22:42,385 - pyskl - INFO - Epoch [124][700/3405] lr: 1.917e-03, eta: 11:27:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 2.0170, loss: 2.0170 +2025-06-26 05:23:26,872 - pyskl - INFO - Epoch [124][800/3405] lr: 1.913e-03, eta: 11:27:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.9919, loss: 1.9919 +2025-06-26 05:24:11,255 - pyskl - INFO - Epoch [124][900/3405] lr: 1.909e-03, eta: 11:26:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 2.0052, loss: 2.0052 +2025-06-26 05:24:55,815 - pyskl - INFO - Epoch [124][1000/3405] lr: 1.905e-03, eta: 11:25:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.9970, loss: 1.9970 +2025-06-26 05:25:40,278 - pyskl - INFO - Epoch [124][1100/3405] lr: 1.901e-03, eta: 11:24:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.9765, loss: 1.9765 +2025-06-26 05:26:24,846 - pyskl - INFO - Epoch [124][1200/3405] lr: 1.897e-03, eta: 11:24:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.8860, loss: 1.8860 +2025-06-26 05:27:09,340 - pyskl - INFO - Epoch [124][1300/3405] lr: 1.893e-03, eta: 11:23:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.9744, loss: 1.9744 +2025-06-26 05:27:53,764 - pyskl - INFO - Epoch [124][1400/3405] lr: 1.889e-03, eta: 11:22:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.9437, loss: 1.9437 +2025-06-26 05:28:38,208 - pyskl - INFO - Epoch [124][1500/3405] lr: 1.885e-03, eta: 11:21:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.9678, loss: 1.9678 +2025-06-26 05:29:22,600 - pyskl - INFO - Epoch [124][1600/3405] lr: 1.881e-03, eta: 11:20:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.9455, loss: 1.9455 +2025-06-26 05:30:07,035 - pyskl - INFO - Epoch [124][1700/3405] lr: 1.876e-03, eta: 11:20:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.9331, loss: 1.9331 +2025-06-26 05:30:51,563 - pyskl - INFO - Epoch [124][1800/3405] lr: 1.872e-03, eta: 11:19:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.8864, loss: 1.8864 +2025-06-26 05:31:36,050 - pyskl - INFO - Epoch [124][1900/3405] lr: 1.868e-03, eta: 11:18:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 2.0608, loss: 2.0608 +2025-06-26 05:32:20,439 - pyskl - INFO - Epoch [124][2000/3405] lr: 1.864e-03, eta: 11:17:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 2.0306, loss: 2.0306 +2025-06-26 05:33:04,816 - pyskl - INFO - Epoch [124][2100/3405] lr: 1.860e-03, eta: 11:17:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 2.0057, loss: 2.0057 +2025-06-26 05:33:49,186 - pyskl - INFO - Epoch [124][2200/3405] lr: 1.856e-03, eta: 11:16:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 2.0086, loss: 2.0086 +2025-06-26 05:34:33,619 - pyskl - INFO - Epoch [124][2300/3405] lr: 1.852e-03, eta: 11:15:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.9645, loss: 1.9645 +2025-06-26 05:35:18,114 - pyskl - INFO - Epoch [124][2400/3405] lr: 1.848e-03, eta: 11:14:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.9522, loss: 1.9522 +2025-06-26 05:36:02,741 - pyskl - INFO - Epoch [124][2500/3405] lr: 1.844e-03, eta: 11:14:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 2.0569, loss: 2.0569 +2025-06-26 05:36:47,174 - pyskl - INFO - Epoch [124][2600/3405] lr: 1.840e-03, eta: 11:13:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.9404, loss: 1.9404 +2025-06-26 05:37:31,585 - pyskl - INFO - Epoch [124][2700/3405] lr: 1.836e-03, eta: 11:12:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 2.0866, loss: 2.0866 +2025-06-26 05:38:16,071 - pyskl - INFO - Epoch [124][2800/3405] lr: 1.832e-03, eta: 11:11:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 2.0056, loss: 2.0056 +2025-06-26 05:39:00,553 - pyskl - INFO - Epoch [124][2900/3405] lr: 1.828e-03, eta: 11:11:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.9270, loss: 1.9270 +2025-06-26 05:39:45,010 - pyskl - INFO - Epoch [124][3000/3405] lr: 1.824e-03, eta: 11:10:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.0508, loss: 2.0508 +2025-06-26 05:40:29,514 - pyskl - INFO - Epoch [124][3100/3405] lr: 1.820e-03, eta: 11:09:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 2.0464, loss: 2.0464 +2025-06-26 05:41:13,997 - pyskl - INFO - Epoch [124][3200/3405] lr: 1.816e-03, eta: 11:08:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.9529, loss: 1.9529 +2025-06-26 05:41:58,630 - pyskl - INFO - Epoch [124][3300/3405] lr: 1.812e-03, eta: 11:08:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 2.0935, loss: 2.0935 +2025-06-26 05:42:43,104 - pyskl - INFO - Epoch [124][3400/3405] lr: 1.808e-03, eta: 11:07:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.9897, loss: 1.9897 +2025-06-26 05:42:45,702 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-06-26 05:46:44,608 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 05:46:45,293 - pyskl - INFO - +top1_acc 0.8403 +top5_acc 0.9650 +2025-06-26 05:46:45,317 - pyskl - INFO - Epoch(val) [124][3718] top1_acc: 0.8403, top5_acc: 0.9650 +2025-06-26 05:47:53,863 - pyskl - INFO - Epoch [125][100/3405] lr: 1.804e-03, eta: 11:06:38, time: 0.685, data_time: 0.239, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 2.0066, loss: 2.0066 +2025-06-26 05:48:38,449 - pyskl - INFO - Epoch [125][200/3405] lr: 1.800e-03, eta: 11:05:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.9269, loss: 1.9269 +2025-06-26 05:49:22,927 - pyskl - INFO - Epoch [125][300/3405] lr: 1.796e-03, eta: 11:05:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.9110, loss: 1.9110 +2025-06-26 05:50:07,532 - pyskl - INFO - Epoch [125][400/3405] lr: 1.792e-03, eta: 11:04:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.9339, loss: 1.9339 +2025-06-26 05:50:52,051 - pyskl - INFO - Epoch [125][500/3405] lr: 1.788e-03, eta: 11:03:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.8662, loss: 1.8662 +2025-06-26 05:51:36,759 - pyskl - INFO - Epoch [125][600/3405] lr: 1.784e-03, eta: 11:02:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.8770, loss: 1.8770 +2025-06-26 05:52:21,201 - pyskl - INFO - Epoch [125][700/3405] lr: 1.780e-03, eta: 11:02:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.9437, loss: 1.9437 +2025-06-26 05:53:05,641 - pyskl - INFO - Epoch [125][800/3405] lr: 1.776e-03, eta: 11:01:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.9793, loss: 1.9793 +2025-06-26 05:53:50,071 - pyskl - INFO - Epoch [125][900/3405] lr: 1.772e-03, eta: 11:00:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.8411, loss: 1.8411 +2025-06-26 05:54:34,502 - pyskl - INFO - Epoch [125][1000/3405] lr: 1.768e-03, eta: 10:59:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 2.0116, loss: 2.0116 +2025-06-26 05:55:18,894 - pyskl - INFO - Epoch [125][1100/3405] lr: 1.764e-03, eta: 10:59:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.9214, loss: 1.9214 +2025-06-26 05:56:03,424 - pyskl - INFO - Epoch [125][1200/3405] lr: 1.760e-03, eta: 10:58:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.9625, loss: 1.9625 +2025-06-26 05:56:47,879 - pyskl - INFO - Epoch [125][1300/3405] lr: 1.757e-03, eta: 10:57:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.9299, loss: 1.9299 +2025-06-26 05:57:32,406 - pyskl - INFO - Epoch [125][1400/3405] lr: 1.753e-03, eta: 10:56:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.8796, loss: 1.8796 +2025-06-26 05:58:17,063 - pyskl - INFO - Epoch [125][1500/3405] lr: 1.749e-03, eta: 10:56:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.9459, loss: 1.9459 +2025-06-26 05:59:01,630 - pyskl - INFO - Epoch [125][1600/3405] lr: 1.745e-03, eta: 10:55:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 2.0378, loss: 2.0378 +2025-06-26 05:59:46,264 - pyskl - INFO - Epoch [125][1700/3405] lr: 1.741e-03, eta: 10:54:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.9463, loss: 1.9463 +2025-06-26 06:00:30,832 - pyskl - INFO - Epoch [125][1800/3405] lr: 1.737e-03, eta: 10:53:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.9660, loss: 1.9660 +2025-06-26 06:01:15,429 - pyskl - INFO - Epoch [125][1900/3405] lr: 1.733e-03, eta: 10:53:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.9047, loss: 1.9047 +2025-06-26 06:01:59,918 - pyskl - INFO - Epoch [125][2000/3405] lr: 1.729e-03, eta: 10:52:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.9563, loss: 1.9563 +2025-06-26 06:02:44,842 - pyskl - INFO - Epoch [125][2100/3405] lr: 1.725e-03, eta: 10:51:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.9415, loss: 1.9415 +2025-06-26 06:03:29,698 - pyskl - INFO - Epoch [125][2200/3405] lr: 1.721e-03, eta: 10:50:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.9097, loss: 1.9097 +2025-06-26 06:04:14,454 - pyskl - INFO - Epoch [125][2300/3405] lr: 1.717e-03, eta: 10:50:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.9707, loss: 1.9707 +2025-06-26 06:04:59,143 - pyskl - INFO - Epoch [125][2400/3405] lr: 1.714e-03, eta: 10:49:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.9725, loss: 1.9725 +2025-06-26 06:05:43,855 - pyskl - INFO - Epoch [125][2500/3405] lr: 1.710e-03, eta: 10:48:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.9776, loss: 1.9776 +2025-06-26 06:06:28,532 - pyskl - INFO - Epoch [125][2600/3405] lr: 1.706e-03, eta: 10:47:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.9254, loss: 1.9254 +2025-06-26 06:07:12,851 - pyskl - INFO - Epoch [125][2700/3405] lr: 1.702e-03, eta: 10:46:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.8929, loss: 1.8929 +2025-06-26 06:07:57,477 - pyskl - INFO - Epoch [125][2800/3405] lr: 1.698e-03, eta: 10:46:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.8887, loss: 1.8887 +2025-06-26 06:08:42,043 - pyskl - INFO - Epoch [125][2900/3405] lr: 1.694e-03, eta: 10:45:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.9250, loss: 1.9250 +2025-06-26 06:09:26,603 - pyskl - INFO - Epoch [125][3000/3405] lr: 1.690e-03, eta: 10:44:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.9364, loss: 1.9364 +2025-06-26 06:10:11,097 - pyskl - INFO - Epoch [125][3100/3405] lr: 1.686e-03, eta: 10:43:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.9568, loss: 1.9568 +2025-06-26 06:10:55,637 - pyskl - INFO - Epoch [125][3200/3405] lr: 1.683e-03, eta: 10:43:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.9830, loss: 1.9830 +2025-06-26 06:11:40,272 - pyskl - INFO - Epoch [125][3300/3405] lr: 1.679e-03, eta: 10:42:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.9711, loss: 1.9711 +2025-06-26 06:12:24,884 - pyskl - INFO - Epoch [125][3400/3405] lr: 1.675e-03, eta: 10:41:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.9056, loss: 1.9056 +2025-06-26 06:12:27,539 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-06-26 06:31:36,246 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 06:31:36,862 - pyskl - INFO - +top1_acc 0.8437 +top5_acc 0.9661 +2025-06-26 06:31:36,911 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_123.pth was removed +2025-06-26 06:31:38,011 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2025-06-26 06:31:38,013 - pyskl - INFO - Best top1_acc is 0.8437 at 125 epoch. +2025-06-26 06:31:38,040 - pyskl - INFO - Epoch(val) [125][3718] top1_acc: 0.8437, top5_acc: 0.9661 +2025-06-26 06:32:46,115 - pyskl - INFO - Epoch [126][100/3405] lr: 1.671e-03, eta: 10:40:58, time: 0.681, data_time: 0.236, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.9745, loss: 1.9745 +2025-06-26 06:33:30,730 - pyskl - INFO - Epoch [126][200/3405] lr: 1.667e-03, eta: 10:40:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.9170, loss: 1.9170 +2025-06-26 06:34:15,327 - pyskl - INFO - Epoch [126][300/3405] lr: 1.663e-03, eta: 10:39:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.9551, loss: 1.9551 +2025-06-26 06:34:59,835 - pyskl - INFO - Epoch [126][400/3405] lr: 1.659e-03, eta: 10:38:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.8953, loss: 1.8953 +2025-06-26 06:35:44,469 - pyskl - INFO - Epoch [126][500/3405] lr: 1.656e-03, eta: 10:37:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.8665, loss: 1.8665 +2025-06-26 06:36:29,059 - pyskl - INFO - Epoch [126][600/3405] lr: 1.652e-03, eta: 10:37:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.8338, loss: 1.8338 +2025-06-26 06:37:13,621 - pyskl - INFO - Epoch [126][700/3405] lr: 1.648e-03, eta: 10:36:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.9048, loss: 1.9048 +2025-06-26 06:37:58,173 - pyskl - INFO - Epoch [126][800/3405] lr: 1.644e-03, eta: 10:35:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.9959, loss: 1.9959 +2025-06-26 06:38:42,706 - pyskl - INFO - Epoch [126][900/3405] lr: 1.640e-03, eta: 10:34:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.9216, loss: 1.9216 +2025-06-26 06:39:27,409 - pyskl - INFO - Epoch [126][1000/3405] lr: 1.636e-03, eta: 10:34:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.9219, loss: 1.9219 +2025-06-26 06:40:12,082 - pyskl - INFO - Epoch [126][1100/3405] lr: 1.633e-03, eta: 10:33:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.8854, loss: 1.8854 +2025-06-26 06:40:56,642 - pyskl - INFO - Epoch [126][1200/3405] lr: 1.629e-03, eta: 10:32:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.8833, loss: 1.8833 +2025-06-26 06:41:41,326 - pyskl - INFO - Epoch [126][1300/3405] lr: 1.625e-03, eta: 10:31:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.8588, loss: 1.8588 +2025-06-26 06:42:25,961 - pyskl - INFO - Epoch [126][1400/3405] lr: 1.621e-03, eta: 10:31:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.9347, loss: 1.9347 +2025-06-26 06:43:10,594 - pyskl - INFO - Epoch [126][1500/3405] lr: 1.618e-03, eta: 10:30:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.9290, loss: 1.9290 +2025-06-26 06:43:55,243 - pyskl - INFO - Epoch [126][1600/3405] lr: 1.614e-03, eta: 10:29:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.9162, loss: 1.9162 +2025-06-26 06:44:39,993 - pyskl - INFO - Epoch [126][1700/3405] lr: 1.610e-03, eta: 10:28:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.9118, loss: 1.9118 +2025-06-26 06:45:24,472 - pyskl - INFO - Epoch [126][1800/3405] lr: 1.606e-03, eta: 10:28:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 1.9505, loss: 1.9505 +2025-06-26 06:46:09,014 - pyskl - INFO - Epoch [126][1900/3405] lr: 1.602e-03, eta: 10:27:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.9004, loss: 1.9004 +2025-06-26 06:46:53,522 - pyskl - INFO - Epoch [126][2000/3405] lr: 1.599e-03, eta: 10:26:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.9766, loss: 1.9766 +2025-06-26 06:47:37,896 - pyskl - INFO - Epoch [126][2100/3405] lr: 1.595e-03, eta: 10:25:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.9326, loss: 1.9326 +2025-06-26 06:48:22,392 - pyskl - INFO - Epoch [126][2200/3405] lr: 1.591e-03, eta: 10:25:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.9846, loss: 1.9846 +2025-06-26 06:49:07,038 - pyskl - INFO - Epoch [126][2300/3405] lr: 1.587e-03, eta: 10:24:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.9542, loss: 1.9542 +2025-06-26 06:49:51,585 - pyskl - INFO - Epoch [126][2400/3405] lr: 1.584e-03, eta: 10:23:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 2.0050, loss: 2.0050 +2025-06-26 06:50:36,026 - pyskl - INFO - Epoch [126][2500/3405] lr: 1.580e-03, eta: 10:22:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.9198, loss: 1.9198 +2025-06-26 06:51:20,461 - pyskl - INFO - Epoch [126][2600/3405] lr: 1.576e-03, eta: 10:22:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.9011, loss: 1.9011 +2025-06-26 06:52:04,936 - pyskl - INFO - Epoch [126][2700/3405] lr: 1.572e-03, eta: 10:21:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.9202, loss: 1.9202 +2025-06-26 06:52:49,613 - pyskl - INFO - Epoch [126][2800/3405] lr: 1.569e-03, eta: 10:20:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.9637, loss: 1.9637 +2025-06-26 06:53:34,518 - pyskl - INFO - Epoch [126][2900/3405] lr: 1.565e-03, eta: 10:19:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.9124, loss: 1.9124 +2025-06-26 06:54:19,376 - pyskl - INFO - Epoch [126][3000/3405] lr: 1.561e-03, eta: 10:19:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.9366, loss: 1.9366 +2025-06-26 06:55:04,024 - pyskl - INFO - Epoch [126][3100/3405] lr: 1.558e-03, eta: 10:18:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.9680, loss: 1.9680 +2025-06-26 06:55:48,635 - pyskl - INFO - Epoch [126][3200/3405] lr: 1.554e-03, eta: 10:17:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.9247, loss: 1.9247 +2025-06-26 06:56:33,338 - pyskl - INFO - Epoch [126][3300/3405] lr: 1.550e-03, eta: 10:16:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.9573, loss: 1.9573 +2025-06-26 06:57:17,886 - pyskl - INFO - Epoch [126][3400/3405] lr: 1.546e-03, eta: 10:16:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 2.0389, loss: 2.0389 +2025-06-26 06:57:20,536 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-06-26 07:01:21,929 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 07:01:22,672 - pyskl - INFO - +top1_acc 0.8430 +top5_acc 0.9678 +2025-06-26 07:01:22,695 - pyskl - INFO - Epoch(val) [126][3718] top1_acc: 0.8430, top5_acc: 0.9678 +2025-06-26 07:02:31,184 - pyskl - INFO - Epoch [127][100/3405] lr: 1.543e-03, eta: 10:15:18, time: 0.685, data_time: 0.239, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.8595, loss: 1.8595 +2025-06-26 07:03:15,842 - pyskl - INFO - Epoch [127][200/3405] lr: 1.539e-03, eta: 10:14:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8369, loss: 1.8369 +2025-06-26 07:04:00,510 - pyskl - INFO - Epoch [127][300/3405] lr: 1.535e-03, eta: 10:13:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.8786, loss: 1.8786 +2025-06-26 07:04:45,138 - pyskl - INFO - Epoch [127][400/3405] lr: 1.531e-03, eta: 10:13:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8577, loss: 1.8577 +2025-06-26 07:05:29,735 - pyskl - INFO - Epoch [127][500/3405] lr: 1.528e-03, eta: 10:12:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.9200, loss: 1.9200 +2025-06-26 07:06:14,342 - pyskl - INFO - Epoch [127][600/3405] lr: 1.524e-03, eta: 10:11:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.9138, loss: 1.9138 +2025-06-26 07:06:59,023 - pyskl - INFO - Epoch [127][700/3405] lr: 1.520e-03, eta: 10:10:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.9037, loss: 1.9037 +2025-06-26 07:07:43,573 - pyskl - INFO - Epoch [127][800/3405] lr: 1.517e-03, eta: 10:10:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.8802, loss: 1.8802 +2025-06-26 07:08:28,178 - pyskl - INFO - Epoch [127][900/3405] lr: 1.513e-03, eta: 10:09:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8643, loss: 1.8643 +2025-06-26 07:09:12,753 - pyskl - INFO - Epoch [127][1000/3405] lr: 1.509e-03, eta: 10:08:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.8642, loss: 1.8642 +2025-06-26 07:09:57,457 - pyskl - INFO - Epoch [127][1100/3405] lr: 1.506e-03, eta: 10:07:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.9102, loss: 1.9102 +2025-06-26 07:10:42,491 - pyskl - INFO - Epoch [127][1200/3405] lr: 1.502e-03, eta: 10:06:59, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.8649, loss: 1.8649 +2025-06-26 07:11:26,998 - pyskl - INFO - Epoch [127][1300/3405] lr: 1.498e-03, eta: 10:06:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.9016, loss: 1.9016 +2025-06-26 07:12:11,518 - pyskl - INFO - Epoch [127][1400/3405] lr: 1.495e-03, eta: 10:05:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.8300, loss: 1.8300 +2025-06-26 07:12:56,182 - pyskl - INFO - Epoch [127][1500/3405] lr: 1.491e-03, eta: 10:04:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.8488, loss: 1.8488 +2025-06-26 07:13:40,860 - pyskl - INFO - Epoch [127][1600/3405] lr: 1.487e-03, eta: 10:03:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.8566, loss: 1.8566 +2025-06-26 07:14:25,505 - pyskl - INFO - Epoch [127][1700/3405] lr: 1.484e-03, eta: 10:03:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.9444, loss: 1.9444 +2025-06-26 07:15:10,114 - pyskl - INFO - Epoch [127][1800/3405] lr: 1.480e-03, eta: 10:02:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8725, loss: 1.8725 +2025-06-26 07:15:54,685 - pyskl - INFO - Epoch [127][1900/3405] lr: 1.477e-03, eta: 10:01:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.8669, loss: 1.8669 +2025-06-26 07:16:39,375 - pyskl - INFO - Epoch [127][2000/3405] lr: 1.473e-03, eta: 10:00:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.8947, loss: 1.8947 +2025-06-26 07:17:24,013 - pyskl - INFO - Epoch [127][2100/3405] lr: 1.469e-03, eta: 10:00:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.9470, loss: 1.9470 +2025-06-26 07:18:08,622 - pyskl - INFO - Epoch [127][2200/3405] lr: 1.466e-03, eta: 9:59:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.9138, loss: 1.9138 +2025-06-26 07:18:53,160 - pyskl - INFO - Epoch [127][2300/3405] lr: 1.462e-03, eta: 9:58:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.8745, loss: 1.8745 +2025-06-26 07:19:37,738 - pyskl - INFO - Epoch [127][2400/3405] lr: 1.459e-03, eta: 9:57:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.8284, loss: 1.8284 +2025-06-26 07:20:22,324 - pyskl - INFO - Epoch [127][2500/3405] lr: 1.455e-03, eta: 9:57:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.9192, loss: 1.9192 +2025-06-26 07:21:06,944 - pyskl - INFO - Epoch [127][2600/3405] lr: 1.451e-03, eta: 9:56:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 1.8833, loss: 1.8833 +2025-06-26 07:21:51,515 - pyskl - INFO - Epoch [127][2700/3405] lr: 1.448e-03, eta: 9:55:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8384, loss: 1.8384 +2025-06-26 07:22:36,118 - pyskl - INFO - Epoch [127][2800/3405] lr: 1.444e-03, eta: 9:54:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.8914, loss: 1.8914 +2025-06-26 07:23:20,661 - pyskl - INFO - Epoch [127][2900/3405] lr: 1.441e-03, eta: 9:54:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.8349, loss: 1.8349 +2025-06-26 07:24:05,205 - pyskl - INFO - Epoch [127][3000/3405] lr: 1.437e-03, eta: 9:53:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8683, loss: 1.8683 +2025-06-26 07:24:49,695 - pyskl - INFO - Epoch [127][3100/3405] lr: 1.433e-03, eta: 9:52:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8449, loss: 1.8449 +2025-06-26 07:25:34,344 - pyskl - INFO - Epoch [127][3200/3405] lr: 1.430e-03, eta: 9:51:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.8231, loss: 1.8231 +2025-06-26 07:26:19,035 - pyskl - INFO - Epoch [127][3300/3405] lr: 1.426e-03, eta: 9:51:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.9101, loss: 1.9101 +2025-06-26 07:27:03,586 - pyskl - INFO - Epoch [127][3400/3405] lr: 1.423e-03, eta: 9:50:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.8446, loss: 1.8446 +2025-06-26 07:27:06,232 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-06-26 07:31:04,547 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 07:31:05,115 - pyskl - INFO - +top1_acc 0.8542 +top5_acc 0.9698 +2025-06-26 07:31:05,175 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_125.pth was removed +2025-06-26 07:31:06,273 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-06-26 07:31:06,274 - pyskl - INFO - Best top1_acc is 0.8542 at 127 epoch. +2025-06-26 07:31:06,300 - pyskl - INFO - Epoch(val) [127][3718] top1_acc: 0.8542, top5_acc: 0.9698 +2025-06-26 07:32:14,685 - pyskl - INFO - Epoch [128][100/3405] lr: 1.419e-03, eta: 9:49:38, time: 0.684, data_time: 0.238, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8102, loss: 1.8102 +2025-06-26 07:32:59,136 - pyskl - INFO - Epoch [128][200/3405] lr: 1.415e-03, eta: 9:48:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8366, loss: 1.8366 +2025-06-26 07:33:43,581 - pyskl - INFO - Epoch [128][300/3405] lr: 1.412e-03, eta: 9:48:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.8028, loss: 1.8028 +2025-06-26 07:34:27,994 - pyskl - INFO - Epoch [128][400/3405] lr: 1.408e-03, eta: 9:47:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.8315, loss: 1.8315 +2025-06-26 07:35:12,397 - pyskl - INFO - Epoch [128][500/3405] lr: 1.405e-03, eta: 9:46:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7860, loss: 1.7860 +2025-06-26 07:35:56,854 - pyskl - INFO - Epoch [128][600/3405] lr: 1.401e-03, eta: 9:45:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.8046, loss: 1.8046 +2025-06-26 07:36:41,295 - pyskl - INFO - Epoch [128][700/3405] lr: 1.398e-03, eta: 9:45:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.8045, loss: 1.8045 +2025-06-26 07:37:25,826 - pyskl - INFO - Epoch [128][800/3405] lr: 1.394e-03, eta: 9:44:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8542, loss: 1.8542 +2025-06-26 07:38:10,325 - pyskl - INFO - Epoch [128][900/3405] lr: 1.391e-03, eta: 9:43:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7175, loss: 1.7175 +2025-06-26 07:38:54,929 - pyskl - INFO - Epoch [128][1000/3405] lr: 1.387e-03, eta: 9:42:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.8409, loss: 1.8409 +2025-06-26 07:39:39,435 - pyskl - INFO - Epoch [128][1100/3405] lr: 1.384e-03, eta: 9:42:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7811, loss: 1.7811 +2025-06-26 07:40:24,022 - pyskl - INFO - Epoch [128][1200/3405] lr: 1.380e-03, eta: 9:41:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.7441, loss: 1.7441 +2025-06-26 07:41:08,455 - pyskl - INFO - Epoch [128][1300/3405] lr: 1.377e-03, eta: 9:40:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.8166, loss: 1.8166 +2025-06-26 07:41:53,018 - pyskl - INFO - Epoch [128][1400/3405] lr: 1.373e-03, eta: 9:39:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7713, loss: 1.7713 +2025-06-26 07:42:37,799 - pyskl - INFO - Epoch [128][1500/3405] lr: 1.370e-03, eta: 9:39:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.8318, loss: 1.8318 +2025-06-26 07:43:22,457 - pyskl - INFO - Epoch [128][1600/3405] lr: 1.366e-03, eta: 9:38:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8296, loss: 1.8296 +2025-06-26 07:44:07,050 - pyskl - INFO - Epoch [128][1700/3405] lr: 1.363e-03, eta: 9:37:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.8361, loss: 1.8361 +2025-06-26 07:44:51,683 - pyskl - INFO - Epoch [128][1800/3405] lr: 1.359e-03, eta: 9:36:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.8566, loss: 1.8566 +2025-06-26 07:45:36,241 - pyskl - INFO - Epoch [128][1900/3405] lr: 1.356e-03, eta: 9:36:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.7913, loss: 1.7913 +2025-06-26 07:46:20,692 - pyskl - INFO - Epoch [128][2000/3405] lr: 1.352e-03, eta: 9:35:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.8096, loss: 1.8096 +2025-06-26 07:47:05,308 - pyskl - INFO - Epoch [128][2100/3405] lr: 1.349e-03, eta: 9:34:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.8372, loss: 1.8372 +2025-06-26 07:47:50,247 - pyskl - INFO - Epoch [128][2200/3405] lr: 1.345e-03, eta: 9:33:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.8701, loss: 1.8701 +2025-06-26 07:48:34,940 - pyskl - INFO - Epoch [128][2300/3405] lr: 1.342e-03, eta: 9:33:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.8276, loss: 1.8276 +2025-06-26 07:49:19,704 - pyskl - INFO - Epoch [128][2400/3405] lr: 1.338e-03, eta: 9:32:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.8250, loss: 1.8250 +2025-06-26 07:50:04,458 - pyskl - INFO - Epoch [128][2500/3405] lr: 1.335e-03, eta: 9:31:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.8821, loss: 1.8821 +2025-06-26 07:50:49,050 - pyskl - INFO - Epoch [128][2600/3405] lr: 1.331e-03, eta: 9:30:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.8843, loss: 1.8843 +2025-06-26 07:51:33,756 - pyskl - INFO - Epoch [128][2700/3405] lr: 1.328e-03, eta: 9:29:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.8299, loss: 1.8299 +2025-06-26 07:52:18,634 - pyskl - INFO - Epoch [128][2800/3405] lr: 1.324e-03, eta: 9:29:13, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.9156, loss: 1.9156 +2025-06-26 07:53:03,296 - pyskl - INFO - Epoch [128][2900/3405] lr: 1.321e-03, eta: 9:28:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.8568, loss: 1.8568 +2025-06-26 07:53:47,958 - pyskl - INFO - Epoch [128][3000/3405] lr: 1.318e-03, eta: 9:27:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8358, loss: 1.8358 +2025-06-26 07:54:32,283 - pyskl - INFO - Epoch [128][3100/3405] lr: 1.314e-03, eta: 9:26:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.8579, loss: 1.8579 +2025-06-26 07:55:16,898 - pyskl - INFO - Epoch [128][3200/3405] lr: 1.311e-03, eta: 9:26:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.8771, loss: 1.8771 +2025-06-26 07:56:01,384 - pyskl - INFO - Epoch [128][3300/3405] lr: 1.307e-03, eta: 9:25:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.8809, loss: 1.8809 +2025-06-26 07:56:45,875 - pyskl - INFO - Epoch [128][3400/3405] lr: 1.304e-03, eta: 9:24:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.8700, loss: 1.8700 +2025-06-26 07:56:48,572 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-06-26 08:00:50,342 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 08:00:51,015 - pyskl - INFO - +top1_acc 0.8497 +top5_acc 0.9690 +2025-06-26 08:00:51,036 - pyskl - INFO - Epoch(val) [128][3718] top1_acc: 0.8497, top5_acc: 0.9690 +2025-06-26 08:01:59,127 - pyskl - INFO - Epoch [129][100/3405] lr: 1.300e-03, eta: 9:23:57, time: 0.681, data_time: 0.235, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.7929, loss: 1.7929 +2025-06-26 08:02:43,811 - pyskl - INFO - Epoch [129][200/3405] lr: 1.297e-03, eta: 9:23:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7998, loss: 1.7998 +2025-06-26 08:03:28,522 - pyskl - INFO - Epoch [129][300/3405] lr: 1.293e-03, eta: 9:22:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.8416, loss: 1.8416 +2025-06-26 08:04:13,198 - pyskl - INFO - Epoch [129][400/3405] lr: 1.290e-03, eta: 9:21:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7529, loss: 1.7529 +2025-06-26 08:04:57,918 - pyskl - INFO - Epoch [129][500/3405] lr: 1.287e-03, eta: 9:20:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7483, loss: 1.7483 +2025-06-26 08:05:42,618 - pyskl - INFO - Epoch [129][600/3405] lr: 1.283e-03, eta: 9:20:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.7621, loss: 1.7621 +2025-06-26 08:06:27,237 - pyskl - INFO - Epoch [129][700/3405] lr: 1.280e-03, eta: 9:19:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.7871, loss: 1.7871 +2025-06-26 08:07:11,863 - pyskl - INFO - Epoch [129][800/3405] lr: 1.276e-03, eta: 9:18:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.8341, loss: 1.8341 +2025-06-26 08:07:56,559 - pyskl - INFO - Epoch [129][900/3405] lr: 1.273e-03, eta: 9:17:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.8413, loss: 1.8413 +2025-06-26 08:08:41,208 - pyskl - INFO - Epoch [129][1000/3405] lr: 1.270e-03, eta: 9:17:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.7441, loss: 1.7441 +2025-06-26 08:09:25,860 - pyskl - INFO - Epoch [129][1100/3405] lr: 1.266e-03, eta: 9:16:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7667, loss: 1.7667 +2025-06-26 08:10:10,496 - pyskl - INFO - Epoch [129][1200/3405] lr: 1.263e-03, eta: 9:15:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7318, loss: 1.7318 +2025-06-26 08:10:54,871 - pyskl - INFO - Epoch [129][1300/3405] lr: 1.260e-03, eta: 9:14:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7650, loss: 1.7650 +2025-06-26 08:11:39,332 - pyskl - INFO - Epoch [129][1400/3405] lr: 1.256e-03, eta: 9:14:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.7683, loss: 1.7683 +2025-06-26 08:12:23,965 - pyskl - INFO - Epoch [129][1500/3405] lr: 1.253e-03, eta: 9:13:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7463, loss: 1.7463 +2025-06-26 08:13:08,685 - pyskl - INFO - Epoch [129][1600/3405] lr: 1.249e-03, eta: 9:12:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8213, loss: 1.8213 +2025-06-26 08:13:53,507 - pyskl - INFO - Epoch [129][1700/3405] lr: 1.246e-03, eta: 9:11:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7797, loss: 1.7797 +2025-06-26 08:14:38,302 - pyskl - INFO - Epoch [129][1800/3405] lr: 1.243e-03, eta: 9:11:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.8216, loss: 1.8216 +2025-06-26 08:15:22,966 - pyskl - INFO - Epoch [129][1900/3405] lr: 1.239e-03, eta: 9:10:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7937, loss: 1.7937 +2025-06-26 08:16:07,611 - pyskl - INFO - Epoch [129][2000/3405] lr: 1.236e-03, eta: 9:09:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.8304, loss: 1.8304 +2025-06-26 08:16:52,249 - pyskl - INFO - Epoch [129][2100/3405] lr: 1.233e-03, eta: 9:08:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7429, loss: 1.7429 +2025-06-26 08:17:36,843 - pyskl - INFO - Epoch [129][2200/3405] lr: 1.229e-03, eta: 9:08:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.8072, loss: 1.8072 +2025-06-26 08:18:21,436 - pyskl - INFO - Epoch [129][2300/3405] lr: 1.226e-03, eta: 9:07:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.8149, loss: 1.8149 +2025-06-26 08:19:05,904 - pyskl - INFO - Epoch [129][2400/3405] lr: 1.223e-03, eta: 9:06:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7795, loss: 1.7795 +2025-06-26 08:19:50,362 - pyskl - INFO - Epoch [129][2500/3405] lr: 1.219e-03, eta: 9:05:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.8386, loss: 1.8386 +2025-06-26 08:20:34,942 - pyskl - INFO - Epoch [129][2600/3405] lr: 1.216e-03, eta: 9:05:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.7465, loss: 1.7465 +2025-06-26 08:21:19,490 - pyskl - INFO - Epoch [129][2700/3405] lr: 1.213e-03, eta: 9:04:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7788, loss: 1.7788 +2025-06-26 08:22:04,043 - pyskl - INFO - Epoch [129][2800/3405] lr: 1.210e-03, eta: 9:03:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.8723, loss: 1.8723 +2025-06-26 08:22:48,680 - pyskl - INFO - Epoch [129][2900/3405] lr: 1.206e-03, eta: 9:02:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.7806, loss: 1.7806 +2025-06-26 08:23:33,291 - pyskl - INFO - Epoch [129][3000/3405] lr: 1.203e-03, eta: 9:02:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7728, loss: 1.7728 +2025-06-26 08:24:17,881 - pyskl - INFO - Epoch [129][3100/3405] lr: 1.200e-03, eta: 9:01:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7910, loss: 1.7910 +2025-06-26 08:25:02,325 - pyskl - INFO - Epoch [129][3200/3405] lr: 1.196e-03, eta: 9:00:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.8302, loss: 1.8302 +2025-06-26 08:25:46,771 - pyskl - INFO - Epoch [129][3300/3405] lr: 1.193e-03, eta: 8:59:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7495, loss: 1.7495 +2025-06-26 08:26:31,201 - pyskl - INFO - Epoch [129][3400/3405] lr: 1.190e-03, eta: 8:59:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.7811, loss: 1.7811 +2025-06-26 08:26:33,777 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-06-26 08:30:32,216 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 08:30:32,839 - pyskl - INFO - +top1_acc 0.8538 +top5_acc 0.9684 +2025-06-26 08:30:32,860 - pyskl - INFO - Epoch(val) [129][3718] top1_acc: 0.8538, top5_acc: 0.9684 +2025-06-26 08:31:41,108 - pyskl - INFO - Epoch [130][100/3405] lr: 1.186e-03, eta: 8:58:17, time: 0.682, data_time: 0.236, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7478, loss: 1.7478 +2025-06-26 08:32:25,770 - pyskl - INFO - Epoch [130][200/3405] lr: 1.183e-03, eta: 8:57:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7617, loss: 1.7617 +2025-06-26 08:33:10,485 - pyskl - INFO - Epoch [130][300/3405] lr: 1.180e-03, eta: 8:56:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7323, loss: 1.7323 +2025-06-26 08:33:54,942 - pyskl - INFO - Epoch [130][400/3405] lr: 1.177e-03, eta: 8:56:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6977, loss: 1.6977 +2025-06-26 08:34:39,599 - pyskl - INFO - Epoch [130][500/3405] lr: 1.173e-03, eta: 8:55:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.7283, loss: 1.7283 +2025-06-26 08:35:24,052 - pyskl - INFO - Epoch [130][600/3405] lr: 1.170e-03, eta: 8:54:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.7060, loss: 1.7060 +2025-06-26 08:36:08,553 - pyskl - INFO - Epoch [130][700/3405] lr: 1.167e-03, eta: 8:53:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7334, loss: 1.7334 +2025-06-26 08:36:53,076 - pyskl - INFO - Epoch [130][800/3405] lr: 1.164e-03, eta: 8:53:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8056, loss: 1.8056 +2025-06-26 08:37:37,654 - pyskl - INFO - Epoch [130][900/3405] lr: 1.160e-03, eta: 8:52:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8021, loss: 1.8021 +2025-06-26 08:38:22,276 - pyskl - INFO - Epoch [130][1000/3405] lr: 1.157e-03, eta: 8:51:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7563, loss: 1.7563 +2025-06-26 08:39:06,792 - pyskl - INFO - Epoch [130][1100/3405] lr: 1.154e-03, eta: 8:50:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7508, loss: 1.7508 +2025-06-26 08:39:51,326 - pyskl - INFO - Epoch [130][1200/3405] lr: 1.151e-03, eta: 8:49:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7527, loss: 1.7527 +2025-06-26 08:40:35,979 - pyskl - INFO - Epoch [130][1300/3405] lr: 1.147e-03, eta: 8:49:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8234, loss: 1.8234 +2025-06-26 08:41:20,576 - pyskl - INFO - Epoch [130][1400/3405] lr: 1.144e-03, eta: 8:48:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7405, loss: 1.7405 +2025-06-26 08:42:05,055 - pyskl - INFO - Epoch [130][1500/3405] lr: 1.141e-03, eta: 8:47:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7753, loss: 1.7753 +2025-06-26 08:42:49,525 - pyskl - INFO - Epoch [130][1600/3405] lr: 1.138e-03, eta: 8:46:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8096, loss: 1.8096 +2025-06-26 08:43:34,052 - pyskl - INFO - Epoch [130][1700/3405] lr: 1.135e-03, eta: 8:46:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.7768, loss: 1.7768 +2025-06-26 08:44:18,514 - pyskl - INFO - Epoch [130][1800/3405] lr: 1.131e-03, eta: 8:45:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7463, loss: 1.7463 +2025-06-26 08:45:02,952 - pyskl - INFO - Epoch [130][1900/3405] lr: 1.128e-03, eta: 8:44:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7916, loss: 1.7916 +2025-06-26 08:45:47,403 - pyskl - INFO - Epoch [130][2000/3405] lr: 1.125e-03, eta: 8:43:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.8064, loss: 1.8064 +2025-06-26 08:46:31,893 - pyskl - INFO - Epoch [130][2100/3405] lr: 1.122e-03, eta: 8:43:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.7258, loss: 1.7258 +2025-06-26 08:47:16,336 - pyskl - INFO - Epoch [130][2200/3405] lr: 1.119e-03, eta: 8:42:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7693, loss: 1.7693 +2025-06-26 08:48:00,805 - pyskl - INFO - Epoch [130][2300/3405] lr: 1.116e-03, eta: 8:41:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.7620, loss: 1.7620 +2025-06-26 08:48:45,263 - pyskl - INFO - Epoch [130][2400/3405] lr: 1.112e-03, eta: 8:40:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.8120, loss: 1.8120 +2025-06-26 08:49:29,637 - pyskl - INFO - Epoch [130][2500/3405] lr: 1.109e-03, eta: 8:40:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7960, loss: 1.7960 +2025-06-26 08:50:14,141 - pyskl - INFO - Epoch [130][2600/3405] lr: 1.106e-03, eta: 8:39:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.8041, loss: 1.8041 +2025-06-26 08:50:58,637 - pyskl - INFO - Epoch [130][2700/3405] lr: 1.103e-03, eta: 8:38:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7889, loss: 1.7889 +2025-06-26 08:51:43,310 - pyskl - INFO - Epoch [130][2800/3405] lr: 1.100e-03, eta: 8:37:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7802, loss: 1.7802 +2025-06-26 08:52:27,933 - pyskl - INFO - Epoch [130][2900/3405] lr: 1.097e-03, eta: 8:37:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.7434, loss: 1.7434 +2025-06-26 08:53:12,523 - pyskl - INFO - Epoch [130][3000/3405] lr: 1.093e-03, eta: 8:36:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.7437, loss: 1.7437 +2025-06-26 08:53:57,002 - pyskl - INFO - Epoch [130][3100/3405] lr: 1.090e-03, eta: 8:35:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6252, loss: 1.6252 +2025-06-26 08:54:41,393 - pyskl - INFO - Epoch [130][3200/3405] lr: 1.087e-03, eta: 8:34:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7246, loss: 1.7246 +2025-06-26 08:55:25,990 - pyskl - INFO - Epoch [130][3300/3405] lr: 1.084e-03, eta: 8:34:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.6813, loss: 1.6813 +2025-06-26 08:56:10,714 - pyskl - INFO - Epoch [130][3400/3405] lr: 1.081e-03, eta: 8:33:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7013, loss: 1.7013 +2025-06-26 08:56:13,373 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-06-26 09:15:38,339 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 09:15:38,954 - pyskl - INFO - +top1_acc 0.8553 +top5_acc 0.9686 +2025-06-26 09:15:39,011 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_127.pth was removed +2025-06-26 09:15:40,084 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2025-06-26 09:15:40,085 - pyskl - INFO - Best top1_acc is 0.8553 at 130 epoch. +2025-06-26 09:15:40,107 - pyskl - INFO - Epoch(val) [130][3718] top1_acc: 0.8553, top5_acc: 0.9686 +2025-06-26 09:16:48,806 - pyskl - INFO - Epoch [131][100/3405] lr: 1.078e-03, eta: 8:32:37, time: 0.687, data_time: 0.240, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6874, loss: 1.6874 +2025-06-26 09:17:33,353 - pyskl - INFO - Epoch [131][200/3405] lr: 1.074e-03, eta: 8:31:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6784, loss: 1.6784 +2025-06-26 09:18:17,952 - pyskl - INFO - Epoch [131][300/3405] lr: 1.071e-03, eta: 8:31:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6665, loss: 1.6665 +2025-06-26 09:19:02,512 - pyskl - INFO - Epoch [131][400/3405] lr: 1.068e-03, eta: 8:30:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6850, loss: 1.6850 +2025-06-26 09:19:47,054 - pyskl - INFO - Epoch [131][500/3405] lr: 1.065e-03, eta: 8:29:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7363, loss: 1.7363 +2025-06-26 09:20:31,639 - pyskl - INFO - Epoch [131][600/3405] lr: 1.062e-03, eta: 8:28:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7409, loss: 1.7409 +2025-06-26 09:21:16,139 - pyskl - INFO - Epoch [131][700/3405] lr: 1.059e-03, eta: 8:28:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7885, loss: 1.7885 +2025-06-26 09:22:00,582 - pyskl - INFO - Epoch [131][800/3405] lr: 1.056e-03, eta: 8:27:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6977, loss: 1.6977 +2025-06-26 09:22:45,073 - pyskl - INFO - Epoch [131][900/3405] lr: 1.053e-03, eta: 8:26:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.7574, loss: 1.7574 +2025-06-26 09:23:29,480 - pyskl - INFO - Epoch [131][1000/3405] lr: 1.050e-03, eta: 8:25:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6921, loss: 1.6921 +2025-06-26 09:24:13,921 - pyskl - INFO - Epoch [131][1100/3405] lr: 1.047e-03, eta: 8:25:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7785, loss: 1.7785 +2025-06-26 09:24:58,367 - pyskl - INFO - Epoch [131][1200/3405] lr: 1.043e-03, eta: 8:24:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7322, loss: 1.7322 +2025-06-26 09:25:42,880 - pyskl - INFO - Epoch [131][1300/3405] lr: 1.040e-03, eta: 8:23:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6810, loss: 1.6810 +2025-06-26 09:26:27,413 - pyskl - INFO - Epoch [131][1400/3405] lr: 1.037e-03, eta: 8:22:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7734, loss: 1.7734 +2025-06-26 09:27:11,979 - pyskl - INFO - Epoch [131][1500/3405] lr: 1.034e-03, eta: 8:22:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6664, loss: 1.6664 +2025-06-26 09:27:56,535 - pyskl - INFO - Epoch [131][1600/3405] lr: 1.031e-03, eta: 8:21:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6826, loss: 1.6826 +2025-06-26 09:28:41,053 - pyskl - INFO - Epoch [131][1700/3405] lr: 1.028e-03, eta: 8:20:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6743, loss: 1.6743 +2025-06-26 09:29:25,633 - pyskl - INFO - Epoch [131][1800/3405] lr: 1.025e-03, eta: 8:19:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7609, loss: 1.7609 +2025-06-26 09:30:10,205 - pyskl - INFO - Epoch [131][1900/3405] lr: 1.022e-03, eta: 8:19:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.7007, loss: 1.7007 +2025-06-26 09:30:54,849 - pyskl - INFO - Epoch [131][2000/3405] lr: 1.019e-03, eta: 8:18:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6928, loss: 1.6928 +2025-06-26 09:31:39,535 - pyskl - INFO - Epoch [131][2100/3405] lr: 1.016e-03, eta: 8:17:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7294, loss: 1.7294 +2025-06-26 09:32:24,197 - pyskl - INFO - Epoch [131][2200/3405] lr: 1.013e-03, eta: 8:16:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.7134, loss: 1.7134 +2025-06-26 09:33:08,854 - pyskl - INFO - Epoch [131][2300/3405] lr: 1.010e-03, eta: 8:16:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6991, loss: 1.6991 +2025-06-26 09:33:53,526 - pyskl - INFO - Epoch [131][2400/3405] lr: 1.007e-03, eta: 8:15:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7630, loss: 1.7630 +2025-06-26 09:34:38,065 - pyskl - INFO - Epoch [131][2500/3405] lr: 1.004e-03, eta: 8:14:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6448, loss: 1.6448 +2025-06-26 09:35:22,581 - pyskl - INFO - Epoch [131][2600/3405] lr: 1.001e-03, eta: 8:13:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7695, loss: 1.7695 +2025-06-26 09:36:07,099 - pyskl - INFO - Epoch [131][2700/3405] lr: 9.979e-04, eta: 8:12:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6998, loss: 1.6998 +2025-06-26 09:36:51,559 - pyskl - INFO - Epoch [131][2800/3405] lr: 9.948e-04, eta: 8:12:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6752, loss: 1.6752 +2025-06-26 09:37:36,048 - pyskl - INFO - Epoch [131][2900/3405] lr: 9.918e-04, eta: 8:11:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8030, loss: 1.8030 +2025-06-26 09:38:20,534 - pyskl - INFO - Epoch [131][3000/3405] lr: 9.888e-04, eta: 8:10:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7105, loss: 1.7105 +2025-06-26 09:39:05,092 - pyskl - INFO - Epoch [131][3100/3405] lr: 9.858e-04, eta: 8:09:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7429, loss: 1.7429 +2025-06-26 09:39:49,653 - pyskl - INFO - Epoch [131][3200/3405] lr: 9.829e-04, eta: 8:09:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6901, loss: 1.6901 +2025-06-26 09:40:34,592 - pyskl - INFO - Epoch [131][3300/3405] lr: 9.799e-04, eta: 8:08:26, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7087, loss: 1.7087 +2025-06-26 09:41:19,574 - pyskl - INFO - Epoch [131][3400/3405] lr: 9.769e-04, eta: 8:07:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7201, loss: 1.7201 +2025-06-26 09:41:22,207 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-06-26 09:45:21,276 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 09:45:21,860 - pyskl - INFO - +top1_acc 0.8593 +top5_acc 0.9689 +2025-06-26 09:45:21,923 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_130.pth was removed +2025-06-26 09:45:23,031 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2025-06-26 09:45:23,033 - pyskl - INFO - Best top1_acc is 0.8593 at 131 epoch. +2025-06-26 09:45:23,057 - pyskl - INFO - Epoch(val) [131][3718] top1_acc: 0.8593, top5_acc: 0.9689 +2025-06-26 09:46:32,210 - pyskl - INFO - Epoch [132][100/3405] lr: 9.738e-04, eta: 8:06:57, time: 0.691, data_time: 0.244, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.7274, loss: 1.7274 +2025-06-26 09:47:16,985 - pyskl - INFO - Epoch [132][200/3405] lr: 9.708e-04, eta: 8:06:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7247, loss: 1.7247 +2025-06-26 09:48:01,739 - pyskl - INFO - Epoch [132][300/3405] lr: 9.678e-04, eta: 8:05:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6838, loss: 1.6838 +2025-06-26 09:48:46,378 - pyskl - INFO - Epoch [132][400/3405] lr: 9.649e-04, eta: 8:04:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.6883, loss: 1.6883 +2025-06-26 09:49:31,137 - pyskl - INFO - Epoch [132][500/3405] lr: 9.619e-04, eta: 8:03:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7364, loss: 1.7364 +2025-06-26 09:50:15,746 - pyskl - INFO - Epoch [132][600/3405] lr: 9.589e-04, eta: 8:03:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6042, loss: 1.6042 +2025-06-26 09:51:00,228 - pyskl - INFO - Epoch [132][700/3405] lr: 9.560e-04, eta: 8:02:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6736, loss: 1.6736 +2025-06-26 09:51:44,766 - pyskl - INFO - Epoch [132][800/3405] lr: 9.530e-04, eta: 8:01:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7019, loss: 1.7019 +2025-06-26 09:52:29,254 - pyskl - INFO - Epoch [132][900/3405] lr: 9.501e-04, eta: 8:00:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6718, loss: 1.6718 +2025-06-26 09:53:13,952 - pyskl - INFO - Epoch [132][1000/3405] lr: 9.472e-04, eta: 8:00:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6737, loss: 1.6737 +2025-06-26 09:53:58,556 - pyskl - INFO - Epoch [132][1100/3405] lr: 9.442e-04, eta: 7:59:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6875, loss: 1.6875 +2025-06-26 09:54:43,018 - pyskl - INFO - Epoch [132][1200/3405] lr: 9.413e-04, eta: 7:58:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7294, loss: 1.7294 +2025-06-26 09:55:27,323 - pyskl - INFO - Epoch [132][1300/3405] lr: 9.384e-04, eta: 7:57:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6886, loss: 1.6886 +2025-06-26 09:56:11,740 - pyskl - INFO - Epoch [132][1400/3405] lr: 9.355e-04, eta: 7:57:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6924, loss: 1.6924 +2025-06-26 09:56:56,254 - pyskl - INFO - Epoch [132][1500/3405] lr: 9.325e-04, eta: 7:56:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.6608, loss: 1.6608 +2025-06-26 09:57:40,682 - pyskl - INFO - Epoch [132][1600/3405] lr: 9.296e-04, eta: 7:55:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7228, loss: 1.7228 +2025-06-26 09:58:25,197 - pyskl - INFO - Epoch [132][1700/3405] lr: 9.267e-04, eta: 7:54:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6802, loss: 1.6802 +2025-06-26 09:59:09,638 - pyskl - INFO - Epoch [132][1800/3405] lr: 9.238e-04, eta: 7:54:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.7313, loss: 1.7313 +2025-06-26 09:59:54,033 - pyskl - INFO - Epoch [132][1900/3405] lr: 9.209e-04, eta: 7:53:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6188, loss: 1.6188 +2025-06-26 10:00:38,437 - pyskl - INFO - Epoch [132][2000/3405] lr: 9.180e-04, eta: 7:52:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6338, loss: 1.6338 +2025-06-26 10:01:22,809 - pyskl - INFO - Epoch [132][2100/3405] lr: 9.151e-04, eta: 7:51:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5855, loss: 1.5855 +2025-06-26 10:02:07,344 - pyskl - INFO - Epoch [132][2200/3405] lr: 9.122e-04, eta: 7:51:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7007, loss: 1.7007 +2025-06-26 10:02:51,768 - pyskl - INFO - Epoch [132][2300/3405] lr: 9.094e-04, eta: 7:50:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7388, loss: 1.7388 +2025-06-26 10:03:36,328 - pyskl - INFO - Epoch [132][2400/3405] lr: 9.065e-04, eta: 7:49:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7051, loss: 1.7051 +2025-06-26 10:04:20,842 - pyskl - INFO - Epoch [132][2500/3405] lr: 9.036e-04, eta: 7:48:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6010, loss: 1.6010 +2025-06-26 10:05:05,254 - pyskl - INFO - Epoch [132][2600/3405] lr: 9.007e-04, eta: 7:48:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6511, loss: 1.6511 +2025-06-26 10:05:49,737 - pyskl - INFO - Epoch [132][2700/3405] lr: 8.979e-04, eta: 7:47:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7137, loss: 1.7137 +2025-06-26 10:06:34,221 - pyskl - INFO - Epoch [132][2800/3405] lr: 8.950e-04, eta: 7:46:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6363, loss: 1.6363 +2025-06-26 10:07:18,692 - pyskl - INFO - Epoch [132][2900/3405] lr: 8.922e-04, eta: 7:45:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6730, loss: 1.6730 +2025-06-26 10:08:03,007 - pyskl - INFO - Epoch [132][3000/3405] lr: 8.893e-04, eta: 7:45:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6881, loss: 1.6881 +2025-06-26 10:08:47,535 - pyskl - INFO - Epoch [132][3100/3405] lr: 8.865e-04, eta: 7:44:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6958, loss: 1.6958 +2025-06-26 10:09:32,081 - pyskl - INFO - Epoch [132][3200/3405] lr: 8.836e-04, eta: 7:43:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6608, loss: 1.6608 +2025-06-26 10:10:16,582 - pyskl - INFO - Epoch [132][3300/3405] lr: 8.808e-04, eta: 7:42:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6251, loss: 1.6251 +2025-06-26 10:11:01,048 - pyskl - INFO - Epoch [132][3400/3405] lr: 8.780e-04, eta: 7:42:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6409, loss: 1.6409 +2025-06-26 10:11:03,645 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-06-26 10:15:05,292 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 10:15:05,969 - pyskl - INFO - +top1_acc 0.8626 +top5_acc 0.9710 +2025-06-26 10:15:06,022 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_131.pth was removed +2025-06-26 10:15:07,047 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2025-06-26 10:15:07,049 - pyskl - INFO - Best top1_acc is 0.8626 at 132 epoch. +2025-06-26 10:15:07,071 - pyskl - INFO - Epoch(val) [132][3718] top1_acc: 0.8626, top5_acc: 0.9710 +2025-06-26 10:16:15,978 - pyskl - INFO - Epoch [133][100/3405] lr: 8.750e-04, eta: 7:41:16, time: 0.689, data_time: 0.242, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6719, loss: 1.6719 +2025-06-26 10:17:00,838 - pyskl - INFO - Epoch [133][200/3405] lr: 8.722e-04, eta: 7:40:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6144, loss: 1.6144 +2025-06-26 10:17:45,650 - pyskl - INFO - Epoch [133][300/3405] lr: 8.694e-04, eta: 7:39:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6373, loss: 1.6373 +2025-06-26 10:18:30,320 - pyskl - INFO - Epoch [133][400/3405] lr: 8.665e-04, eta: 7:39:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.6163, loss: 1.6163 +2025-06-26 10:19:14,926 - pyskl - INFO - Epoch [133][500/3405] lr: 8.637e-04, eta: 7:38:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6226, loss: 1.6226 +2025-06-26 10:19:59,477 - pyskl - INFO - Epoch [133][600/3405] lr: 8.609e-04, eta: 7:37:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6841, loss: 1.6841 +2025-06-26 10:20:44,098 - pyskl - INFO - Epoch [133][700/3405] lr: 8.581e-04, eta: 7:36:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6440, loss: 1.6440 +2025-06-26 10:21:28,717 - pyskl - INFO - Epoch [133][800/3405] lr: 8.553e-04, eta: 7:35:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6956, loss: 1.6956 +2025-06-26 10:22:13,285 - pyskl - INFO - Epoch [133][900/3405] lr: 8.525e-04, eta: 7:35:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6579, loss: 1.6579 +2025-06-26 10:22:57,934 - pyskl - INFO - Epoch [133][1000/3405] lr: 8.497e-04, eta: 7:34:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6826, loss: 1.6826 +2025-06-26 10:23:42,541 - pyskl - INFO - Epoch [133][1100/3405] lr: 8.470e-04, eta: 7:33:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6239, loss: 1.6239 +2025-06-26 10:24:27,150 - pyskl - INFO - Epoch [133][1200/3405] lr: 8.442e-04, eta: 7:32:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6588, loss: 1.6588 +2025-06-26 10:25:11,651 - pyskl - INFO - Epoch [133][1300/3405] lr: 8.414e-04, eta: 7:32:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6248, loss: 1.6248 +2025-06-26 10:25:56,187 - pyskl - INFO - Epoch [133][1400/3405] lr: 8.386e-04, eta: 7:31:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6595, loss: 1.6595 +2025-06-26 10:26:40,722 - pyskl - INFO - Epoch [133][1500/3405] lr: 8.359e-04, eta: 7:30:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6206, loss: 1.6206 +2025-06-26 10:27:25,281 - pyskl - INFO - Epoch [133][1600/3405] lr: 8.331e-04, eta: 7:29:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6375, loss: 1.6375 +2025-06-26 10:28:09,865 - pyskl - INFO - Epoch [133][1700/3405] lr: 8.303e-04, eta: 7:29:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6464, loss: 1.6464 +2025-06-26 10:28:54,360 - pyskl - INFO - Epoch [133][1800/3405] lr: 8.276e-04, eta: 7:28:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6747, loss: 1.6747 +2025-06-26 10:29:38,870 - pyskl - INFO - Epoch [133][1900/3405] lr: 8.248e-04, eta: 7:27:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6815, loss: 1.6815 +2025-06-26 10:30:23,343 - pyskl - INFO - Epoch [133][2000/3405] lr: 8.221e-04, eta: 7:26:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.6539, loss: 1.6539 +2025-06-26 10:31:08,164 - pyskl - INFO - Epoch [133][2100/3405] lr: 8.194e-04, eta: 7:26:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5956, loss: 1.5956 +2025-06-26 10:31:52,838 - pyskl - INFO - Epoch [133][2200/3405] lr: 8.166e-04, eta: 7:25:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6290, loss: 1.6290 +2025-06-26 10:32:37,382 - pyskl - INFO - Epoch [133][2300/3405] lr: 8.139e-04, eta: 7:24:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6414, loss: 1.6414 +2025-06-26 10:33:21,934 - pyskl - INFO - Epoch [133][2400/3405] lr: 8.112e-04, eta: 7:23:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6780, loss: 1.6780 +2025-06-26 10:34:06,682 - pyskl - INFO - Epoch [133][2500/3405] lr: 8.084e-04, eta: 7:23:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5513, loss: 1.5513 +2025-06-26 10:34:51,639 - pyskl - INFO - Epoch [133][2600/3405] lr: 8.057e-04, eta: 7:22:24, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6277, loss: 1.6277 +2025-06-26 10:35:36,594 - pyskl - INFO - Epoch [133][2700/3405] lr: 8.030e-04, eta: 7:21:38, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6304, loss: 1.6304 +2025-06-26 10:36:21,087 - pyskl - INFO - Epoch [133][2800/3405] lr: 8.003e-04, eta: 7:20:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6351, loss: 1.6351 +2025-06-26 10:37:05,586 - pyskl - INFO - Epoch [133][2900/3405] lr: 7.976e-04, eta: 7:20:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5995, loss: 1.5995 +2025-06-26 10:37:50,178 - pyskl - INFO - Epoch [133][3000/3405] lr: 7.949e-04, eta: 7:19:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6131, loss: 1.6131 +2025-06-26 10:38:34,795 - pyskl - INFO - Epoch [133][3100/3405] lr: 7.922e-04, eta: 7:18:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6464, loss: 1.6464 +2025-06-26 10:39:19,346 - pyskl - INFO - Epoch [133][3200/3405] lr: 7.895e-04, eta: 7:17:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6377, loss: 1.6377 +2025-06-26 10:40:04,103 - pyskl - INFO - Epoch [133][3300/3405] lr: 7.868e-04, eta: 7:17:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.6592, loss: 1.6592 +2025-06-26 10:40:48,961 - pyskl - INFO - Epoch [133][3400/3405] lr: 7.841e-04, eta: 7:16:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.6305, loss: 1.6305 +2025-06-26 10:40:51,579 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-06-26 10:44:51,231 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 10:44:51,879 - pyskl - INFO - +top1_acc 0.8568 +top5_acc 0.9691 +2025-06-26 10:44:51,903 - pyskl - INFO - Epoch(val) [133][3718] top1_acc: 0.8568, top5_acc: 0.9691 +2025-06-26 10:46:00,628 - pyskl - INFO - Epoch [134][100/3405] lr: 7.813e-04, eta: 7:15:36, time: 0.687, data_time: 0.241, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6615, loss: 1.6615 +2025-06-26 10:46:45,227 - pyskl - INFO - Epoch [134][200/3405] lr: 7.787e-04, eta: 7:14:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6236, loss: 1.6236 +2025-06-26 10:47:29,763 - pyskl - INFO - Epoch [134][300/3405] lr: 7.760e-04, eta: 7:14:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6350, loss: 1.6350 +2025-06-26 10:48:14,359 - pyskl - INFO - Epoch [134][400/3405] lr: 7.733e-04, eta: 7:13:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5670, loss: 1.5670 +2025-06-26 10:48:58,978 - pyskl - INFO - Epoch [134][500/3405] lr: 7.707e-04, eta: 7:12:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6305, loss: 1.6305 +2025-06-26 10:49:43,446 - pyskl - INFO - Epoch [134][600/3405] lr: 7.680e-04, eta: 7:11:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6233, loss: 1.6233 +2025-06-26 10:50:27,935 - pyskl - INFO - Epoch [134][700/3405] lr: 7.653e-04, eta: 7:11:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6291, loss: 1.6291 +2025-06-26 10:51:12,446 - pyskl - INFO - Epoch [134][800/3405] lr: 7.627e-04, eta: 7:10:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6470, loss: 1.6470 +2025-06-26 10:51:57,052 - pyskl - INFO - Epoch [134][900/3405] lr: 7.601e-04, eta: 7:09:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5667, loss: 1.5667 +2025-06-26 10:52:41,655 - pyskl - INFO - Epoch [134][1000/3405] lr: 7.574e-04, eta: 7:08:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6406, loss: 1.6406 +2025-06-26 10:53:26,154 - pyskl - INFO - Epoch [134][1100/3405] lr: 7.548e-04, eta: 7:08:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6390, loss: 1.6390 +2025-06-26 10:54:10,642 - pyskl - INFO - Epoch [134][1200/3405] lr: 7.522e-04, eta: 7:07:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6170, loss: 1.6170 +2025-06-26 10:54:55,127 - pyskl - INFO - Epoch [134][1300/3405] lr: 7.495e-04, eta: 7:06:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6012, loss: 1.6012 +2025-06-26 10:55:39,654 - pyskl - INFO - Epoch [134][1400/3405] lr: 7.469e-04, eta: 7:05:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5770, loss: 1.5770 +2025-06-26 10:56:24,113 - pyskl - INFO - Epoch [134][1500/3405] lr: 7.443e-04, eta: 7:05:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6635, loss: 1.6635 +2025-06-26 10:57:08,672 - pyskl - INFO - Epoch [134][1600/3405] lr: 7.417e-04, eta: 7:04:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6510, loss: 1.6510 +2025-06-26 10:57:53,145 - pyskl - INFO - Epoch [134][1700/3405] lr: 7.391e-04, eta: 7:03:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.6214, loss: 1.6214 +2025-06-26 10:58:37,660 - pyskl - INFO - Epoch [134][1800/3405] lr: 7.365e-04, eta: 7:02:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6064, loss: 1.6064 +2025-06-26 10:59:22,114 - pyskl - INFO - Epoch [134][1900/3405] lr: 7.339e-04, eta: 7:02:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5996, loss: 1.5996 +2025-06-26 11:00:06,633 - pyskl - INFO - Epoch [134][2000/3405] lr: 7.313e-04, eta: 7:01:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5938, loss: 1.5938 +2025-06-26 11:00:51,169 - pyskl - INFO - Epoch [134][2100/3405] lr: 7.287e-04, eta: 7:00:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5590, loss: 1.5590 +2025-06-26 11:01:35,695 - pyskl - INFO - Epoch [134][2200/3405] lr: 7.261e-04, eta: 6:59:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5873, loss: 1.5873 +2025-06-26 11:02:20,305 - pyskl - INFO - Epoch [134][2300/3405] lr: 7.235e-04, eta: 6:58:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5948, loss: 1.5948 +2025-06-26 11:03:04,863 - pyskl - INFO - Epoch [134][2400/3405] lr: 7.210e-04, eta: 6:58:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5755, loss: 1.5755 +2025-06-26 11:03:49,282 - pyskl - INFO - Epoch [134][2500/3405] lr: 7.184e-04, eta: 6:57:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6111, loss: 1.6111 +2025-06-26 11:04:33,835 - pyskl - INFO - Epoch [134][2600/3405] lr: 7.158e-04, eta: 6:56:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6637, loss: 1.6637 +2025-06-26 11:05:18,427 - pyskl - INFO - Epoch [134][2700/3405] lr: 7.133e-04, eta: 6:55:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5660, loss: 1.5660 +2025-06-26 11:06:02,970 - pyskl - INFO - Epoch [134][2800/3405] lr: 7.107e-04, eta: 6:55:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6757, loss: 1.6757 +2025-06-26 11:06:47,474 - pyskl - INFO - Epoch [134][2900/3405] lr: 7.081e-04, eta: 6:54:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5764, loss: 1.5764 +2025-06-26 11:07:31,931 - pyskl - INFO - Epoch [134][3000/3405] lr: 7.056e-04, eta: 6:53:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5733, loss: 1.5733 +2025-06-26 11:08:16,412 - pyskl - INFO - Epoch [134][3100/3405] lr: 7.031e-04, eta: 6:52:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5671, loss: 1.5671 +2025-06-26 11:09:00,895 - pyskl - INFO - Epoch [134][3200/3405] lr: 7.005e-04, eta: 6:52:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5598, loss: 1.5598 +2025-06-26 11:09:45,481 - pyskl - INFO - Epoch [134][3300/3405] lr: 6.980e-04, eta: 6:51:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6186, loss: 1.6186 +2025-06-26 11:10:30,008 - pyskl - INFO - Epoch [134][3400/3405] lr: 6.954e-04, eta: 6:50:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6329, loss: 1.6329 +2025-06-26 11:10:32,601 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-06-26 11:14:32,647 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 11:14:33,458 - pyskl - INFO - +top1_acc 0.8611 +top5_acc 0.9703 +2025-06-26 11:14:33,479 - pyskl - INFO - Epoch(val) [134][3718] top1_acc: 0.8611, top5_acc: 0.9703 +2025-06-26 11:15:41,788 - pyskl - INFO - Epoch [135][100/3405] lr: 6.928e-04, eta: 6:49:56, time: 0.683, data_time: 0.238, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5735, loss: 1.5735 +2025-06-26 11:16:26,430 - pyskl - INFO - Epoch [135][200/3405] lr: 6.903e-04, eta: 6:49:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5823, loss: 1.5823 +2025-06-26 11:17:10,983 - pyskl - INFO - Epoch [135][300/3405] lr: 6.878e-04, eta: 6:48:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5894, loss: 1.5894 +2025-06-26 11:17:55,455 - pyskl - INFO - Epoch [135][400/3405] lr: 6.852e-04, eta: 6:47:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6049, loss: 1.6049 +2025-06-26 11:18:39,997 - pyskl - INFO - Epoch [135][500/3405] lr: 6.827e-04, eta: 6:46:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5623, loss: 1.5623 +2025-06-26 11:19:24,566 - pyskl - INFO - Epoch [135][600/3405] lr: 6.802e-04, eta: 6:46:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5460, loss: 1.5460 +2025-06-26 11:20:09,172 - pyskl - INFO - Epoch [135][700/3405] lr: 6.777e-04, eta: 6:45:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5877, loss: 1.5877 +2025-06-26 11:20:53,766 - pyskl - INFO - Epoch [135][800/3405] lr: 6.752e-04, eta: 6:44:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5515, loss: 1.5515 +2025-06-26 11:21:38,305 - pyskl - INFO - Epoch [135][900/3405] lr: 6.727e-04, eta: 6:43:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6317, loss: 1.6317 +2025-06-26 11:22:22,793 - pyskl - INFO - Epoch [135][1000/3405] lr: 6.703e-04, eta: 6:43:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6349, loss: 1.6349 +2025-06-26 11:23:07,385 - pyskl - INFO - Epoch [135][1100/3405] lr: 6.678e-04, eta: 6:42:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5947, loss: 1.5947 +2025-06-26 11:23:52,059 - pyskl - INFO - Epoch [135][1200/3405] lr: 6.653e-04, eta: 6:41:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6202, loss: 1.6202 +2025-06-26 11:24:36,598 - pyskl - INFO - Epoch [135][1300/3405] lr: 6.628e-04, eta: 6:40:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5382, loss: 1.5382 +2025-06-26 11:25:21,183 - pyskl - INFO - Epoch [135][1400/3405] lr: 6.604e-04, eta: 6:40:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5952, loss: 1.5952 +2025-06-26 11:26:05,701 - pyskl - INFO - Epoch [135][1500/3405] lr: 6.579e-04, eta: 6:39:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5819, loss: 1.5819 +2025-06-26 11:26:50,378 - pyskl - INFO - Epoch [135][1600/3405] lr: 6.554e-04, eta: 6:38:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5907, loss: 1.5907 +2025-06-26 11:27:34,892 - pyskl - INFO - Epoch [135][1700/3405] lr: 6.530e-04, eta: 6:37:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6495, loss: 1.6495 +2025-06-26 11:28:19,434 - pyskl - INFO - Epoch [135][1800/3405] lr: 6.505e-04, eta: 6:37:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5454, loss: 1.5454 +2025-06-26 11:29:04,093 - pyskl - INFO - Epoch [135][1900/3405] lr: 6.481e-04, eta: 6:36:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5299, loss: 1.5299 +2025-06-26 11:29:48,680 - pyskl - INFO - Epoch [135][2000/3405] lr: 6.456e-04, eta: 6:35:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5162, loss: 1.5162 +2025-06-26 11:30:33,259 - pyskl - INFO - Epoch [135][2100/3405] lr: 6.432e-04, eta: 6:34:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5978, loss: 1.5978 +2025-06-26 11:31:17,854 - pyskl - INFO - Epoch [135][2200/3405] lr: 6.408e-04, eta: 6:34:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5369, loss: 1.5369 +2025-06-26 11:32:02,467 - pyskl - INFO - Epoch [135][2300/3405] lr: 6.383e-04, eta: 6:33:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5971, loss: 1.5971 +2025-06-26 11:32:47,038 - pyskl - INFO - Epoch [135][2400/3405] lr: 6.359e-04, eta: 6:32:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5917, loss: 1.5917 +2025-06-26 11:33:31,653 - pyskl - INFO - Epoch [135][2500/3405] lr: 6.335e-04, eta: 6:31:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.5890, loss: 1.5890 +2025-06-26 11:34:16,216 - pyskl - INFO - Epoch [135][2600/3405] lr: 6.311e-04, eta: 6:31:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5644, loss: 1.5644 +2025-06-26 11:35:00,858 - pyskl - INFO - Epoch [135][2700/3405] lr: 6.287e-04, eta: 6:30:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6039, loss: 1.6039 +2025-06-26 11:35:45,435 - pyskl - INFO - Epoch [135][2800/3405] lr: 6.263e-04, eta: 6:29:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6147, loss: 1.6147 +2025-06-26 11:36:30,096 - pyskl - INFO - Epoch [135][2900/3405] lr: 6.239e-04, eta: 6:28:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5689, loss: 1.5689 +2025-06-26 11:37:14,723 - pyskl - INFO - Epoch [135][3000/3405] lr: 6.215e-04, eta: 6:28:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5250, loss: 1.5250 +2025-06-26 11:37:59,346 - pyskl - INFO - Epoch [135][3100/3405] lr: 6.191e-04, eta: 6:27:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5781, loss: 1.5781 +2025-06-26 11:38:43,997 - pyskl - INFO - Epoch [135][3200/3405] lr: 6.167e-04, eta: 6:26:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6407, loss: 1.6407 +2025-06-26 11:39:28,667 - pyskl - INFO - Epoch [135][3300/3405] lr: 6.143e-04, eta: 6:25:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5849, loss: 1.5849 +2025-06-26 11:40:13,329 - pyskl - INFO - Epoch [135][3400/3405] lr: 6.119e-04, eta: 6:25:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5795, loss: 1.5795 +2025-06-26 11:40:15,981 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-06-26 12:00:07,711 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 12:00:08,489 - pyskl - INFO - +top1_acc 0.8648 +top5_acc 0.9708 +2025-06-26 12:00:08,545 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_132.pth was removed +2025-06-26 12:00:09,592 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-06-26 12:00:09,594 - pyskl - INFO - Best top1_acc is 0.8648 at 135 epoch. +2025-06-26 12:00:09,618 - pyskl - INFO - Epoch(val) [135][3718] top1_acc: 0.8648, top5_acc: 0.9708 +2025-06-26 12:01:18,020 - pyskl - INFO - Epoch [136][100/3405] lr: 6.094e-04, eta: 6:24:16, time: 0.684, data_time: 0.236, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5747, loss: 1.5747 +2025-06-26 12:02:02,807 - pyskl - INFO - Epoch [136][200/3405] lr: 6.071e-04, eta: 6:23:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5822, loss: 1.5822 +2025-06-26 12:02:47,462 - pyskl - INFO - Epoch [136][300/3405] lr: 6.047e-04, eta: 6:22:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6187, loss: 1.6187 +2025-06-26 12:03:32,015 - pyskl - INFO - Epoch [136][400/3405] lr: 6.023e-04, eta: 6:22:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5538, loss: 1.5538 +2025-06-26 12:04:16,475 - pyskl - INFO - Epoch [136][500/3405] lr: 6.000e-04, eta: 6:21:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6058, loss: 1.6058 +2025-06-26 12:05:00,968 - pyskl - INFO - Epoch [136][600/3405] lr: 5.976e-04, eta: 6:20:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5912, loss: 1.5912 +2025-06-26 12:05:45,466 - pyskl - INFO - Epoch [136][700/3405] lr: 5.953e-04, eta: 6:19:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5606, loss: 1.5606 +2025-06-26 12:06:29,815 - pyskl - INFO - Epoch [136][800/3405] lr: 5.930e-04, eta: 6:18:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5408, loss: 1.5408 +2025-06-26 12:07:14,134 - pyskl - INFO - Epoch [136][900/3405] lr: 5.906e-04, eta: 6:18:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5586, loss: 1.5586 +2025-06-26 12:07:58,599 - pyskl - INFO - Epoch [136][1000/3405] lr: 5.883e-04, eta: 6:17:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5754, loss: 1.5754 +2025-06-26 12:08:43,021 - pyskl - INFO - Epoch [136][1100/3405] lr: 5.860e-04, eta: 6:16:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5652, loss: 1.5652 +2025-06-26 12:09:27,459 - pyskl - INFO - Epoch [136][1200/3405] lr: 5.836e-04, eta: 6:15:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5755, loss: 1.5755 +2025-06-26 12:10:12,046 - pyskl - INFO - Epoch [136][1300/3405] lr: 5.813e-04, eta: 6:15:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5429, loss: 1.5429 +2025-06-26 12:10:56,729 - pyskl - INFO - Epoch [136][1400/3405] lr: 5.790e-04, eta: 6:14:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5628, loss: 1.5628 +2025-06-26 12:11:41,406 - pyskl - INFO - Epoch [136][1500/3405] lr: 5.767e-04, eta: 6:13:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5282, loss: 1.5282 +2025-06-26 12:12:26,102 - pyskl - INFO - Epoch [136][1600/3405] lr: 5.744e-04, eta: 6:12:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5138, loss: 1.5138 +2025-06-26 12:13:10,677 - pyskl - INFO - Epoch [136][1700/3405] lr: 5.721e-04, eta: 6:12:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4931, loss: 1.4931 +2025-06-26 12:13:55,225 - pyskl - INFO - Epoch [136][1800/3405] lr: 5.698e-04, eta: 6:11:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5700, loss: 1.5700 +2025-06-26 12:14:39,759 - pyskl - INFO - Epoch [136][1900/3405] lr: 5.675e-04, eta: 6:10:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5460, loss: 1.5460 +2025-06-26 12:15:24,439 - pyskl - INFO - Epoch [136][2000/3405] lr: 5.652e-04, eta: 6:09:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5764, loss: 1.5764 +2025-06-26 12:16:09,056 - pyskl - INFO - Epoch [136][2100/3405] lr: 5.629e-04, eta: 6:09:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6035, loss: 1.6035 +2025-06-26 12:16:53,695 - pyskl - INFO - Epoch [136][2200/3405] lr: 5.606e-04, eta: 6:08:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5821, loss: 1.5821 +2025-06-26 12:17:38,499 - pyskl - INFO - Epoch [136][2300/3405] lr: 5.584e-04, eta: 6:07:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5677, loss: 1.5677 +2025-06-26 12:18:23,080 - pyskl - INFO - Epoch [136][2400/3405] lr: 5.561e-04, eta: 6:06:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5599, loss: 1.5599 +2025-06-26 12:19:07,670 - pyskl - INFO - Epoch [136][2500/3405] lr: 5.538e-04, eta: 6:06:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5753, loss: 1.5753 +2025-06-26 12:19:52,274 - pyskl - INFO - Epoch [136][2600/3405] lr: 5.516e-04, eta: 6:05:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5160, loss: 1.5160 +2025-06-26 12:20:36,887 - pyskl - INFO - Epoch [136][2700/3405] lr: 5.493e-04, eta: 6:04:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5365, loss: 1.5365 +2025-06-26 12:21:21,603 - pyskl - INFO - Epoch [136][2800/3405] lr: 5.471e-04, eta: 6:03:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6128, loss: 1.6128 +2025-06-26 12:22:06,252 - pyskl - INFO - Epoch [136][2900/3405] lr: 5.448e-04, eta: 6:03:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5796, loss: 1.5796 +2025-06-26 12:22:50,770 - pyskl - INFO - Epoch [136][3000/3405] lr: 5.426e-04, eta: 6:02:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5569, loss: 1.5569 +2025-06-26 12:23:35,396 - pyskl - INFO - Epoch [136][3100/3405] lr: 5.403e-04, eta: 6:01:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5426, loss: 1.5426 +2025-06-26 12:24:20,033 - pyskl - INFO - Epoch [136][3200/3405] lr: 5.381e-04, eta: 6:00:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5842, loss: 1.5842 +2025-06-26 12:25:04,646 - pyskl - INFO - Epoch [136][3300/3405] lr: 5.359e-04, eta: 6:00:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5411, loss: 1.5411 +2025-06-26 12:25:49,257 - pyskl - INFO - Epoch [136][3400/3405] lr: 5.336e-04, eta: 5:59:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5819, loss: 1.5819 +2025-06-26 12:25:51,853 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-06-26 12:29:53,116 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 12:29:53,670 - pyskl - INFO - +top1_acc 0.8603 +top5_acc 0.9692 +2025-06-26 12:29:53,698 - pyskl - INFO - Epoch(val) [136][3718] top1_acc: 0.8603, top5_acc: 0.9692 +2025-06-26 12:31:02,487 - pyskl - INFO - Epoch [137][100/3405] lr: 5.313e-04, eta: 5:58:36, time: 0.688, data_time: 0.239, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5582, loss: 1.5582 +2025-06-26 12:31:47,169 - pyskl - INFO - Epoch [137][200/3405] lr: 5.291e-04, eta: 5:57:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5274, loss: 1.5274 +2025-06-26 12:32:31,955 - pyskl - INFO - Epoch [137][300/3405] lr: 5.269e-04, eta: 5:57:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5154, loss: 1.5154 +2025-06-26 12:33:16,620 - pyskl - INFO - Epoch [137][400/3405] lr: 5.247e-04, eta: 5:56:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5269, loss: 1.5269 +2025-06-26 12:34:01,260 - pyskl - INFO - Epoch [137][500/3405] lr: 5.225e-04, eta: 5:55:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5008, loss: 1.5008 +2025-06-26 12:34:45,910 - pyskl - INFO - Epoch [137][600/3405] lr: 5.203e-04, eta: 5:54:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5479, loss: 1.5479 +2025-06-26 12:35:30,580 - pyskl - INFO - Epoch [137][700/3405] lr: 5.181e-04, eta: 5:54:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5347, loss: 1.5347 +2025-06-26 12:36:15,278 - pyskl - INFO - Epoch [137][800/3405] lr: 5.159e-04, eta: 5:53:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5011, loss: 1.5011 +2025-06-26 12:36:59,967 - pyskl - INFO - Epoch [137][900/3405] lr: 5.137e-04, eta: 5:52:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5437, loss: 1.5437 +2025-06-26 12:37:44,660 - pyskl - INFO - Epoch [137][1000/3405] lr: 5.115e-04, eta: 5:51:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5208, loss: 1.5208 +2025-06-26 12:38:29,601 - pyskl - INFO - Epoch [137][1100/3405] lr: 5.094e-04, eta: 5:51:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5139, loss: 1.5139 +2025-06-26 12:39:14,412 - pyskl - INFO - Epoch [137][1200/3405] lr: 5.072e-04, eta: 5:50:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5423, loss: 1.5423 +2025-06-26 12:39:59,419 - pyskl - INFO - Epoch [137][1300/3405] lr: 5.050e-04, eta: 5:49:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4953, loss: 1.4953 +2025-06-26 12:40:44,081 - pyskl - INFO - Epoch [137][1400/3405] lr: 5.029e-04, eta: 5:48:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5751, loss: 1.5751 +2025-06-26 12:41:29,284 - pyskl - INFO - Epoch [137][1500/3405] lr: 5.007e-04, eta: 5:48:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5329, loss: 1.5329 +2025-06-26 12:42:14,023 - pyskl - INFO - Epoch [137][1600/3405] lr: 4.986e-04, eta: 5:47:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5306, loss: 1.5306 +2025-06-26 12:42:58,593 - pyskl - INFO - Epoch [137][1700/3405] lr: 4.964e-04, eta: 5:46:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5180, loss: 1.5180 +2025-06-26 12:43:43,250 - pyskl - INFO - Epoch [137][1800/3405] lr: 4.943e-04, eta: 5:45:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5286, loss: 1.5286 +2025-06-26 12:44:27,983 - pyskl - INFO - Epoch [137][1900/3405] lr: 4.921e-04, eta: 5:45:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6060, loss: 1.6060 +2025-06-26 12:45:12,640 - pyskl - INFO - Epoch [137][2000/3405] lr: 4.900e-04, eta: 5:44:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5010, loss: 1.5010 +2025-06-26 12:45:57,561 - pyskl - INFO - Epoch [137][2100/3405] lr: 4.879e-04, eta: 5:43:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5307, loss: 1.5307 +2025-06-26 12:46:42,227 - pyskl - INFO - Epoch [137][2200/3405] lr: 4.857e-04, eta: 5:42:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5017, loss: 1.5017 +2025-06-26 12:47:26,940 - pyskl - INFO - Epoch [137][2300/3405] lr: 4.836e-04, eta: 5:42:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5025, loss: 1.5025 +2025-06-26 12:48:11,511 - pyskl - INFO - Epoch [137][2400/3405] lr: 4.815e-04, eta: 5:41:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4908, loss: 1.4908 +2025-06-26 12:48:56,143 - pyskl - INFO - Epoch [137][2500/3405] lr: 4.794e-04, eta: 5:40:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5314, loss: 1.5314 +2025-06-26 12:49:40,784 - pyskl - INFO - Epoch [137][2600/3405] lr: 4.773e-04, eta: 5:39:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5128, loss: 1.5128 +2025-06-26 12:50:25,408 - pyskl - INFO - Epoch [137][2700/3405] lr: 4.752e-04, eta: 5:38:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5485, loss: 1.5485 +2025-06-26 12:51:10,146 - pyskl - INFO - Epoch [137][2800/3405] lr: 4.731e-04, eta: 5:38:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5059, loss: 1.5059 +2025-06-26 12:51:54,807 - pyskl - INFO - Epoch [137][2900/3405] lr: 4.710e-04, eta: 5:37:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5613, loss: 1.5613 +2025-06-26 12:52:39,472 - pyskl - INFO - Epoch [137][3000/3405] lr: 4.689e-04, eta: 5:36:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5326, loss: 1.5326 +2025-06-26 12:53:24,064 - pyskl - INFO - Epoch [137][3100/3405] lr: 4.668e-04, eta: 5:35:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5700, loss: 1.5700 +2025-06-26 12:54:08,376 - pyskl - INFO - Epoch [137][3200/3405] lr: 4.647e-04, eta: 5:35:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5142, loss: 1.5142 +2025-06-26 12:54:53,125 - pyskl - INFO - Epoch [137][3300/3405] lr: 4.627e-04, eta: 5:34:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5343, loss: 1.5343 +2025-06-26 12:55:37,869 - pyskl - INFO - Epoch [137][3400/3405] lr: 4.606e-04, eta: 5:33:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4896, loss: 1.4896 +2025-06-26 12:55:40,474 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-06-26 12:59:39,342 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 12:59:39,896 - pyskl - INFO - +top1_acc 0.8651 +top5_acc 0.9704 +2025-06-26 12:59:39,949 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_135.pth was removed +2025-06-26 12:59:40,985 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2025-06-26 12:59:40,987 - pyskl - INFO - Best top1_acc is 0.8651 at 137 epoch. +2025-06-26 12:59:41,009 - pyskl - INFO - Epoch(val) [137][3718] top1_acc: 0.8651, top5_acc: 0.9704 +2025-06-26 13:00:49,639 - pyskl - INFO - Epoch [138][100/3405] lr: 4.584e-04, eta: 5:32:56, time: 0.686, data_time: 0.241, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4969, loss: 1.4969 +2025-06-26 13:01:34,193 - pyskl - INFO - Epoch [138][200/3405] lr: 4.564e-04, eta: 5:32:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5156, loss: 1.5156 +2025-06-26 13:02:18,801 - pyskl - INFO - Epoch [138][300/3405] lr: 4.543e-04, eta: 5:31:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4796, loss: 1.4796 +2025-06-26 13:03:03,399 - pyskl - INFO - Epoch [138][400/3405] lr: 4.523e-04, eta: 5:30:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4672, loss: 1.4672 +2025-06-26 13:03:48,013 - pyskl - INFO - Epoch [138][500/3405] lr: 4.502e-04, eta: 5:29:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5625, loss: 1.5625 +2025-06-26 13:04:32,574 - pyskl - INFO - Epoch [138][600/3405] lr: 4.482e-04, eta: 5:29:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5258, loss: 1.5258 +2025-06-26 13:05:17,315 - pyskl - INFO - Epoch [138][700/3405] lr: 4.461e-04, eta: 5:28:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5204, loss: 1.5204 +2025-06-26 13:06:01,786 - pyskl - INFO - Epoch [138][800/3405] lr: 4.441e-04, eta: 5:27:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4939, loss: 1.4939 +2025-06-26 13:06:46,327 - pyskl - INFO - Epoch [138][900/3405] lr: 4.421e-04, eta: 5:26:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4648, loss: 1.4648 +2025-06-26 13:07:30,851 - pyskl - INFO - Epoch [138][1000/3405] lr: 4.400e-04, eta: 5:26:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5310, loss: 1.5310 +2025-06-26 13:08:15,377 - pyskl - INFO - Epoch [138][1100/3405] lr: 4.380e-04, eta: 5:25:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4804, loss: 1.4804 +2025-06-26 13:08:59,849 - pyskl - INFO - Epoch [138][1200/3405] lr: 4.360e-04, eta: 5:24:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5593, loss: 1.5593 +2025-06-26 13:09:44,398 - pyskl - INFO - Epoch [138][1300/3405] lr: 4.340e-04, eta: 5:23:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4805, loss: 1.4805 +2025-06-26 13:10:28,914 - pyskl - INFO - Epoch [138][1400/3405] lr: 4.320e-04, eta: 5:23:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5186, loss: 1.5186 +2025-06-26 13:11:13,432 - pyskl - INFO - Epoch [138][1500/3405] lr: 4.300e-04, eta: 5:22:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5106, loss: 1.5106 +2025-06-26 13:11:57,917 - pyskl - INFO - Epoch [138][1600/3405] lr: 4.280e-04, eta: 5:21:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4954, loss: 1.4954 +2025-06-26 13:12:42,340 - pyskl - INFO - Epoch [138][1700/3405] lr: 4.260e-04, eta: 5:20:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4969, loss: 1.4969 +2025-06-26 13:13:26,829 - pyskl - INFO - Epoch [138][1800/3405] lr: 4.240e-04, eta: 5:20:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5359, loss: 1.5359 +2025-06-26 13:14:11,260 - pyskl - INFO - Epoch [138][1900/3405] lr: 4.220e-04, eta: 5:19:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4940, loss: 1.4940 +2025-06-26 13:14:55,717 - pyskl - INFO - Epoch [138][2000/3405] lr: 4.200e-04, eta: 5:18:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4878, loss: 1.4878 +2025-06-26 13:15:40,190 - pyskl - INFO - Epoch [138][2100/3405] lr: 4.181e-04, eta: 5:17:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4999, loss: 1.4999 +2025-06-26 13:16:24,647 - pyskl - INFO - Epoch [138][2200/3405] lr: 4.161e-04, eta: 5:17:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5723, loss: 1.5723 +2025-06-26 13:17:09,078 - pyskl - INFO - Epoch [138][2300/3405] lr: 4.141e-04, eta: 5:16:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4944, loss: 1.4944 +2025-06-26 13:17:53,546 - pyskl - INFO - Epoch [138][2400/3405] lr: 4.122e-04, eta: 5:15:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5089, loss: 1.5089 +2025-06-26 13:18:38,100 - pyskl - INFO - Epoch [138][2500/3405] lr: 4.102e-04, eta: 5:14:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4973, loss: 1.4973 +2025-06-26 13:19:22,591 - pyskl - INFO - Epoch [138][2600/3405] lr: 4.083e-04, eta: 5:14:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4700, loss: 1.4700 +2025-06-26 13:20:06,989 - pyskl - INFO - Epoch [138][2700/3405] lr: 4.063e-04, eta: 5:13:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5294, loss: 1.5294 +2025-06-26 13:20:51,532 - pyskl - INFO - Epoch [138][2800/3405] lr: 4.044e-04, eta: 5:12:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5178, loss: 1.5178 +2025-06-26 13:21:36,159 - pyskl - INFO - Epoch [138][2900/3405] lr: 4.024e-04, eta: 5:11:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5076, loss: 1.5076 +2025-06-26 13:22:20,683 - pyskl - INFO - Epoch [138][3000/3405] lr: 4.005e-04, eta: 5:11:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5378, loss: 1.5378 +2025-06-26 13:23:05,254 - pyskl - INFO - Epoch [138][3100/3405] lr: 3.986e-04, eta: 5:10:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5583, loss: 1.5583 +2025-06-26 13:23:49,745 - pyskl - INFO - Epoch [138][3200/3405] lr: 3.967e-04, eta: 5:09:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4931, loss: 1.4931 +2025-06-26 13:24:34,235 - pyskl - INFO - Epoch [138][3300/3405] lr: 3.947e-04, eta: 5:08:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5344, loss: 1.5344 +2025-06-26 13:25:18,709 - pyskl - INFO - Epoch [138][3400/3405] lr: 3.928e-04, eta: 5:08:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4954, loss: 1.4954 +2025-06-26 13:25:21,264 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-06-26 13:29:22,056 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 13:29:22,611 - pyskl - INFO - +top1_acc 0.8652 +top5_acc 0.9709 +2025-06-26 13:29:22,662 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_137.pth was removed +2025-06-26 13:29:23,668 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2025-06-26 13:29:23,670 - pyskl - INFO - Best top1_acc is 0.8652 at 138 epoch. +2025-06-26 13:29:23,689 - pyskl - INFO - Epoch(val) [138][3718] top1_acc: 0.8652, top5_acc: 0.9709 +2025-06-26 13:30:32,490 - pyskl - INFO - Epoch [139][100/3405] lr: 3.908e-04, eta: 5:07:16, time: 0.688, data_time: 0.242, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4774, loss: 1.4774 +2025-06-26 13:31:17,187 - pyskl - INFO - Epoch [139][200/3405] lr: 3.889e-04, eta: 5:06:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5050, loss: 1.5050 +2025-06-26 13:32:01,902 - pyskl - INFO - Epoch [139][300/3405] lr: 3.870e-04, eta: 5:05:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5487, loss: 1.5487 +2025-06-26 13:32:46,606 - pyskl - INFO - Epoch [139][400/3405] lr: 3.851e-04, eta: 5:05:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4858, loss: 1.4858 +2025-06-26 13:33:31,226 - pyskl - INFO - Epoch [139][500/3405] lr: 3.832e-04, eta: 5:04:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4632, loss: 1.4632 +2025-06-26 13:34:15,776 - pyskl - INFO - Epoch [139][600/3405] lr: 3.813e-04, eta: 5:03:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4630, loss: 1.4630 +2025-06-26 13:35:00,293 - pyskl - INFO - Epoch [139][700/3405] lr: 3.795e-04, eta: 5:02:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.4806, loss: 1.4806 +2025-06-26 13:35:45,045 - pyskl - INFO - Epoch [139][800/3405] lr: 3.776e-04, eta: 5:01:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4609, loss: 1.4609 +2025-06-26 13:36:29,732 - pyskl - INFO - Epoch [139][900/3405] lr: 3.757e-04, eta: 5:01:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3953, loss: 1.3953 +2025-06-26 13:37:14,302 - pyskl - INFO - Epoch [139][1000/3405] lr: 3.738e-04, eta: 5:00:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4849, loss: 1.4849 +2025-06-26 13:37:58,812 - pyskl - INFO - Epoch [139][1100/3405] lr: 3.720e-04, eta: 4:59:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4523, loss: 1.4523 +2025-06-26 13:38:43,382 - pyskl - INFO - Epoch [139][1200/3405] lr: 3.701e-04, eta: 4:58:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4819, loss: 1.4819 +2025-06-26 13:39:28,021 - pyskl - INFO - Epoch [139][1300/3405] lr: 3.683e-04, eta: 4:58:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5042, loss: 1.5042 +2025-06-26 13:40:12,752 - pyskl - INFO - Epoch [139][1400/3405] lr: 3.664e-04, eta: 4:57:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4833, loss: 1.4833 +2025-06-26 13:40:57,569 - pyskl - INFO - Epoch [139][1500/3405] lr: 3.646e-04, eta: 4:56:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4970, loss: 1.4970 +2025-06-26 13:41:42,159 - pyskl - INFO - Epoch [139][1600/3405] lr: 3.627e-04, eta: 4:55:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4679, loss: 1.4679 +2025-06-26 13:42:26,738 - pyskl - INFO - Epoch [139][1700/3405] lr: 3.609e-04, eta: 4:55:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4346, loss: 1.4346 +2025-06-26 13:43:11,326 - pyskl - INFO - Epoch [139][1800/3405] lr: 3.591e-04, eta: 4:54:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4987, loss: 1.4987 +2025-06-26 13:43:55,934 - pyskl - INFO - Epoch [139][1900/3405] lr: 3.572e-04, eta: 4:53:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4609, loss: 1.4609 +2025-06-26 13:44:40,478 - pyskl - INFO - Epoch [139][2000/3405] lr: 3.554e-04, eta: 4:52:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4748, loss: 1.4748 +2025-06-26 13:45:25,101 - pyskl - INFO - Epoch [139][2100/3405] lr: 3.536e-04, eta: 4:52:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4777, loss: 1.4777 +2025-06-26 13:46:09,644 - pyskl - INFO - Epoch [139][2200/3405] lr: 3.518e-04, eta: 4:51:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5016, loss: 1.5016 +2025-06-26 13:46:54,346 - pyskl - INFO - Epoch [139][2300/3405] lr: 3.500e-04, eta: 4:50:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4584, loss: 1.4584 +2025-06-26 13:47:39,205 - pyskl - INFO - Epoch [139][2400/3405] lr: 3.482e-04, eta: 4:49:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5286, loss: 1.5286 +2025-06-26 13:48:23,750 - pyskl - INFO - Epoch [139][2500/3405] lr: 3.464e-04, eta: 4:49:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4790, loss: 1.4790 +2025-06-26 13:49:08,320 - pyskl - INFO - Epoch [139][2600/3405] lr: 3.446e-04, eta: 4:48:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4799, loss: 1.4799 +2025-06-26 13:49:52,979 - pyskl - INFO - Epoch [139][2700/3405] lr: 3.428e-04, eta: 4:47:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5445, loss: 1.5445 +2025-06-26 13:50:37,549 - pyskl - INFO - Epoch [139][2800/3405] lr: 3.410e-04, eta: 4:46:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4897, loss: 1.4897 +2025-06-26 13:51:22,173 - pyskl - INFO - Epoch [139][2900/3405] lr: 3.392e-04, eta: 4:46:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4885, loss: 1.4885 +2025-06-26 13:52:06,794 - pyskl - INFO - Epoch [139][3000/3405] lr: 3.374e-04, eta: 4:45:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5118, loss: 1.5118 +2025-06-26 13:52:51,312 - pyskl - INFO - Epoch [139][3100/3405] lr: 3.357e-04, eta: 4:44:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5125, loss: 1.5125 +2025-06-26 13:53:35,817 - pyskl - INFO - Epoch [139][3200/3405] lr: 3.339e-04, eta: 4:43:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5029, loss: 1.5029 +2025-06-26 13:54:20,383 - pyskl - INFO - Epoch [139][3300/3405] lr: 3.321e-04, eta: 4:43:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4682, loss: 1.4682 +2025-06-26 13:55:04,963 - pyskl - INFO - Epoch [139][3400/3405] lr: 3.304e-04, eta: 4:42:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5085, loss: 1.5085 +2025-06-26 13:55:07,604 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-06-26 13:59:06,331 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 13:59:07,012 - pyskl - INFO - +top1_acc 0.8657 +top5_acc 0.9709 +2025-06-26 13:59:07,068 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_138.pth was removed +2025-06-26 13:59:08,126 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2025-06-26 13:59:08,128 - pyskl - INFO - Best top1_acc is 0.8657 at 139 epoch. +2025-06-26 13:59:08,153 - pyskl - INFO - Epoch(val) [139][3718] top1_acc: 0.8657, top5_acc: 0.9709 +2025-06-26 14:00:16,214 - pyskl - INFO - Epoch [140][100/3405] lr: 3.285e-04, eta: 4:41:36, time: 0.681, data_time: 0.235, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4828, loss: 1.4828 +2025-06-26 14:01:00,862 - pyskl - INFO - Epoch [140][200/3405] lr: 3.268e-04, eta: 4:40:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4434, loss: 1.4434 +2025-06-26 14:01:45,319 - pyskl - INFO - Epoch [140][300/3405] lr: 3.250e-04, eta: 4:40:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4778, loss: 1.4778 +2025-06-26 14:02:29,869 - pyskl - INFO - Epoch [140][400/3405] lr: 3.233e-04, eta: 4:39:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4298, loss: 1.4298 +2025-06-26 14:03:14,380 - pyskl - INFO - Epoch [140][500/3405] lr: 3.216e-04, eta: 4:38:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4664, loss: 1.4664 +2025-06-26 14:03:58,786 - pyskl - INFO - Epoch [140][600/3405] lr: 3.198e-04, eta: 4:37:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4850, loss: 1.4850 +2025-06-26 14:04:43,204 - pyskl - INFO - Epoch [140][700/3405] lr: 3.181e-04, eta: 4:37:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4636, loss: 1.4636 +2025-06-26 14:05:27,730 - pyskl - INFO - Epoch [140][800/3405] lr: 3.164e-04, eta: 4:36:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4669, loss: 1.4669 +2025-06-26 14:06:12,269 - pyskl - INFO - Epoch [140][900/3405] lr: 3.147e-04, eta: 4:35:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4600, loss: 1.4600 +2025-06-26 14:06:56,838 - pyskl - INFO - Epoch [140][1000/3405] lr: 3.130e-04, eta: 4:34:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4952, loss: 1.4952 +2025-06-26 14:07:41,525 - pyskl - INFO - Epoch [140][1100/3405] lr: 3.112e-04, eta: 4:34:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4227, loss: 1.4227 +2025-06-26 14:08:26,169 - pyskl - INFO - Epoch [140][1200/3405] lr: 3.095e-04, eta: 4:33:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3859, loss: 1.3859 +2025-06-26 14:09:10,780 - pyskl - INFO - Epoch [140][1300/3405] lr: 3.078e-04, eta: 4:32:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5158, loss: 1.5158 +2025-06-26 14:09:55,256 - pyskl - INFO - Epoch [140][1400/3405] lr: 3.062e-04, eta: 4:31:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4670, loss: 1.4670 +2025-06-26 14:10:39,873 - pyskl - INFO - Epoch [140][1500/3405] lr: 3.045e-04, eta: 4:31:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5089, loss: 1.5089 +2025-06-26 14:11:24,429 - pyskl - INFO - Epoch [140][1600/3405] lr: 3.028e-04, eta: 4:30:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5237, loss: 1.5237 +2025-06-26 14:12:08,955 - pyskl - INFO - Epoch [140][1700/3405] lr: 3.011e-04, eta: 4:29:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5231, loss: 1.5231 +2025-06-26 14:12:53,442 - pyskl - INFO - Epoch [140][1800/3405] lr: 2.994e-04, eta: 4:28:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4240, loss: 1.4240 +2025-06-26 14:13:38,030 - pyskl - INFO - Epoch [140][1900/3405] lr: 2.978e-04, eta: 4:28:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4318, loss: 1.4318 +2025-06-26 14:14:22,525 - pyskl - INFO - Epoch [140][2000/3405] lr: 2.961e-04, eta: 4:27:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4872, loss: 1.4872 +2025-06-26 14:15:07,132 - pyskl - INFO - Epoch [140][2100/3405] lr: 2.944e-04, eta: 4:26:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4635, loss: 1.4635 +2025-06-26 14:15:51,779 - pyskl - INFO - Epoch [140][2200/3405] lr: 2.928e-04, eta: 4:25:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4775, loss: 1.4775 +2025-06-26 14:16:36,279 - pyskl - INFO - Epoch [140][2300/3405] lr: 2.911e-04, eta: 4:24:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4727, loss: 1.4727 +2025-06-26 14:17:20,792 - pyskl - INFO - Epoch [140][2400/3405] lr: 2.895e-04, eta: 4:24:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4825, loss: 1.4825 +2025-06-26 14:18:05,423 - pyskl - INFO - Epoch [140][2500/3405] lr: 2.878e-04, eta: 4:23:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4518, loss: 1.4518 +2025-06-26 14:18:49,911 - pyskl - INFO - Epoch [140][2600/3405] lr: 2.862e-04, eta: 4:22:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4902, loss: 1.4902 +2025-06-26 14:19:34,478 - pyskl - INFO - Epoch [140][2700/3405] lr: 2.846e-04, eta: 4:21:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4511, loss: 1.4511 +2025-06-26 14:20:18,974 - pyskl - INFO - Epoch [140][2800/3405] lr: 2.829e-04, eta: 4:21:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4647, loss: 1.4647 +2025-06-26 14:21:03,431 - pyskl - INFO - Epoch [140][2900/3405] lr: 2.813e-04, eta: 4:20:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5276, loss: 1.5276 +2025-06-26 14:21:47,911 - pyskl - INFO - Epoch [140][3000/3405] lr: 2.797e-04, eta: 4:19:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4721, loss: 1.4721 +2025-06-26 14:22:32,361 - pyskl - INFO - Epoch [140][3100/3405] lr: 2.781e-04, eta: 4:18:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4816, loss: 1.4816 +2025-06-26 14:23:16,837 - pyskl - INFO - Epoch [140][3200/3405] lr: 2.765e-04, eta: 4:18:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4698, loss: 1.4698 +2025-06-26 14:24:01,412 - pyskl - INFO - Epoch [140][3300/3405] lr: 2.749e-04, eta: 4:17:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4202, loss: 1.4202 +2025-06-26 14:24:45,972 - pyskl - INFO - Epoch [140][3400/3405] lr: 2.733e-04, eta: 4:16:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5189, loss: 1.5189 +2025-06-26 14:24:48,712 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-06-26 14:42:51,973 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 14:42:52,566 - pyskl - INFO - +top1_acc 0.8675 +top5_acc 0.9707 +2025-06-26 14:42:52,628 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_139.pth was removed +2025-06-26 14:42:53,737 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2025-06-26 14:42:53,739 - pyskl - INFO - Best top1_acc is 0.8675 at 140 epoch. +2025-06-26 14:42:53,763 - pyskl - INFO - Epoch(val) [140][3718] top1_acc: 0.8675, top5_acc: 0.9707 +2025-06-26 14:44:02,543 - pyskl - INFO - Epoch [141][100/3405] lr: 2.716e-04, eta: 4:15:55, time: 0.688, data_time: 0.242, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4105, loss: 1.4105 +2025-06-26 14:44:47,224 - pyskl - INFO - Epoch [141][200/3405] lr: 2.700e-04, eta: 4:15:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4918, loss: 1.4918 +2025-06-26 14:45:31,958 - pyskl - INFO - Epoch [141][300/3405] lr: 2.684e-04, eta: 4:14:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4566, loss: 1.4566 +2025-06-26 14:46:16,513 - pyskl - INFO - Epoch [141][400/3405] lr: 2.668e-04, eta: 4:13:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4526, loss: 1.4526 +2025-06-26 14:47:01,175 - pyskl - INFO - Epoch [141][500/3405] lr: 2.652e-04, eta: 4:12:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4559, loss: 1.4559 +2025-06-26 14:47:45,782 - pyskl - INFO - Epoch [141][600/3405] lr: 2.637e-04, eta: 4:12:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4286, loss: 1.4286 +2025-06-26 14:48:30,558 - pyskl - INFO - Epoch [141][700/3405] lr: 2.621e-04, eta: 4:11:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4534, loss: 1.4534 +2025-06-26 14:49:15,225 - pyskl - INFO - Epoch [141][800/3405] lr: 2.605e-04, eta: 4:10:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4607, loss: 1.4607 +2025-06-26 14:49:59,811 - pyskl - INFO - Epoch [141][900/3405] lr: 2.590e-04, eta: 4:09:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4767, loss: 1.4767 +2025-06-26 14:50:44,282 - pyskl - INFO - Epoch [141][1000/3405] lr: 2.574e-04, eta: 4:09:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.4338, loss: 1.4338 +2025-06-26 14:51:28,852 - pyskl - INFO - Epoch [141][1100/3405] lr: 2.559e-04, eta: 4:08:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4761, loss: 1.4761 +2025-06-26 14:52:13,424 - pyskl - INFO - Epoch [141][1200/3405] lr: 2.543e-04, eta: 4:07:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4785, loss: 1.4785 +2025-06-26 14:52:58,017 - pyskl - INFO - Epoch [141][1300/3405] lr: 2.528e-04, eta: 4:06:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4411, loss: 1.4411 +2025-06-26 14:53:42,646 - pyskl - INFO - Epoch [141][1400/3405] lr: 2.512e-04, eta: 4:06:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4687, loss: 1.4687 +2025-06-26 14:54:27,263 - pyskl - INFO - Epoch [141][1500/3405] lr: 2.497e-04, eta: 4:05:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4351, loss: 1.4351 +2025-06-26 14:55:11,981 - pyskl - INFO - Epoch [141][1600/3405] lr: 2.482e-04, eta: 4:04:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4569, loss: 1.4569 +2025-06-26 14:55:56,627 - pyskl - INFO - Epoch [141][1700/3405] lr: 2.467e-04, eta: 4:03:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4260, loss: 1.4260 +2025-06-26 14:56:41,254 - pyskl - INFO - Epoch [141][1800/3405] lr: 2.451e-04, eta: 4:03:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4962, loss: 1.4962 +2025-06-26 14:57:25,890 - pyskl - INFO - Epoch [141][1900/3405] lr: 2.436e-04, eta: 4:02:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4310, loss: 1.4310 +2025-06-26 14:58:10,434 - pyskl - INFO - Epoch [141][2000/3405] lr: 2.421e-04, eta: 4:01:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4811, loss: 1.4811 +2025-06-26 14:58:55,002 - pyskl - INFO - Epoch [141][2100/3405] lr: 2.406e-04, eta: 4:00:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4846, loss: 1.4846 +2025-06-26 14:59:39,505 - pyskl - INFO - Epoch [141][2200/3405] lr: 2.391e-04, eta: 4:00:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4924, loss: 1.4924 +2025-06-26 15:00:24,163 - pyskl - INFO - Epoch [141][2300/3405] lr: 2.376e-04, eta: 3:59:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4575, loss: 1.4575 +2025-06-26 15:01:08,785 - pyskl - INFO - Epoch [141][2400/3405] lr: 2.361e-04, eta: 3:58:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4611, loss: 1.4611 +2025-06-26 15:01:53,317 - pyskl - INFO - Epoch [141][2500/3405] lr: 2.347e-04, eta: 3:57:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4658, loss: 1.4658 +2025-06-26 15:02:37,818 - pyskl - INFO - Epoch [141][2600/3405] lr: 2.332e-04, eta: 3:57:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4087, loss: 1.4087 +2025-06-26 15:03:22,318 - pyskl - INFO - Epoch [141][2700/3405] lr: 2.317e-04, eta: 3:56:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4823, loss: 1.4823 +2025-06-26 15:04:06,944 - pyskl - INFO - Epoch [141][2800/3405] lr: 2.302e-04, eta: 3:55:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4270, loss: 1.4270 +2025-06-26 15:04:51,634 - pyskl - INFO - Epoch [141][2900/3405] lr: 2.288e-04, eta: 3:54:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4446, loss: 1.4446 +2025-06-26 15:05:36,343 - pyskl - INFO - Epoch [141][3000/3405] lr: 2.273e-04, eta: 3:54:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4371, loss: 1.4371 +2025-06-26 15:06:21,001 - pyskl - INFO - Epoch [141][3100/3405] lr: 2.258e-04, eta: 3:53:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4602, loss: 1.4602 +2025-06-26 15:07:05,613 - pyskl - INFO - Epoch [141][3200/3405] lr: 2.244e-04, eta: 3:52:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4728, loss: 1.4728 +2025-06-26 15:07:50,306 - pyskl - INFO - Epoch [141][3300/3405] lr: 2.229e-04, eta: 3:51:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4342, loss: 1.4342 +2025-06-26 15:08:34,956 - pyskl - INFO - Epoch [141][3400/3405] lr: 2.215e-04, eta: 3:51:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3892, loss: 1.3892 +2025-06-26 15:08:37,638 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-06-26 15:12:36,242 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 15:12:36,854 - pyskl - INFO - +top1_acc 0.8621 +top5_acc 0.9696 +2025-06-26 15:12:36,875 - pyskl - INFO - Epoch(val) [141][3718] top1_acc: 0.8621, top5_acc: 0.9696 +2025-06-26 15:13:45,099 - pyskl - INFO - Epoch [142][100/3405] lr: 2.200e-04, eta: 3:50:15, time: 0.682, data_time: 0.233, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4657, loss: 1.4657 +2025-06-26 15:14:30,112 - pyskl - INFO - Epoch [142][200/3405] lr: 2.186e-04, eta: 3:49:30, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4242, loss: 1.4242 +2025-06-26 15:15:15,027 - pyskl - INFO - Epoch [142][300/3405] lr: 2.171e-04, eta: 3:48:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4321, loss: 1.4321 +2025-06-26 15:15:59,796 - pyskl - INFO - Epoch [142][400/3405] lr: 2.157e-04, eta: 3:48:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4622, loss: 1.4622 +2025-06-26 15:16:44,446 - pyskl - INFO - Epoch [142][500/3405] lr: 2.143e-04, eta: 3:47:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4259, loss: 1.4259 +2025-06-26 15:17:29,172 - pyskl - INFO - Epoch [142][600/3405] lr: 2.129e-04, eta: 3:46:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3754, loss: 1.3754 +2025-06-26 15:18:14,012 - pyskl - INFO - Epoch [142][700/3405] lr: 2.115e-04, eta: 3:45:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4357, loss: 1.4357 +2025-06-26 15:18:58,785 - pyskl - INFO - Epoch [142][800/3405] lr: 2.100e-04, eta: 3:44:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4959, loss: 1.4959 +2025-06-26 15:19:43,543 - pyskl - INFO - Epoch [142][900/3405] lr: 2.086e-04, eta: 3:44:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4549, loss: 1.4549 +2025-06-26 15:20:28,199 - pyskl - INFO - Epoch [142][1000/3405] lr: 2.072e-04, eta: 3:43:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4545, loss: 1.4545 +2025-06-26 15:21:12,962 - pyskl - INFO - Epoch [142][1100/3405] lr: 2.059e-04, eta: 3:42:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3957, loss: 1.3957 +2025-06-26 15:21:57,622 - pyskl - INFO - Epoch [142][1200/3405] lr: 2.045e-04, eta: 3:41:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4396, loss: 1.4396 +2025-06-26 15:22:42,185 - pyskl - INFO - Epoch [142][1300/3405] lr: 2.031e-04, eta: 3:41:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4468, loss: 1.4468 +2025-06-26 15:23:26,818 - pyskl - INFO - Epoch [142][1400/3405] lr: 2.017e-04, eta: 3:40:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4289, loss: 1.4289 +2025-06-26 15:24:11,363 - pyskl - INFO - Epoch [142][1500/3405] lr: 2.003e-04, eta: 3:39:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4405, loss: 1.4405 +2025-06-26 15:24:55,986 - pyskl - INFO - Epoch [142][1600/3405] lr: 1.990e-04, eta: 3:38:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4893, loss: 1.4893 +2025-06-26 15:25:40,603 - pyskl - INFO - Epoch [142][1700/3405] lr: 1.976e-04, eta: 3:38:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4448, loss: 1.4448 +2025-06-26 15:26:25,202 - pyskl - INFO - Epoch [142][1800/3405] lr: 1.962e-04, eta: 3:37:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4457, loss: 1.4457 +2025-06-26 15:27:09,870 - pyskl - INFO - Epoch [142][1900/3405] lr: 1.949e-04, eta: 3:36:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4083, loss: 1.4083 +2025-06-26 15:27:54,554 - pyskl - INFO - Epoch [142][2000/3405] lr: 1.935e-04, eta: 3:35:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4404, loss: 1.4404 +2025-06-26 15:28:39,105 - pyskl - INFO - Epoch [142][2100/3405] lr: 1.922e-04, eta: 3:35:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4559, loss: 1.4559 +2025-06-26 15:29:23,706 - pyskl - INFO - Epoch [142][2200/3405] lr: 1.909e-04, eta: 3:34:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4284, loss: 1.4284 +2025-06-26 15:30:08,316 - pyskl - INFO - Epoch [142][2300/3405] lr: 1.895e-04, eta: 3:33:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4891, loss: 1.4891 +2025-06-26 15:30:52,892 - pyskl - INFO - Epoch [142][2400/3405] lr: 1.882e-04, eta: 3:32:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4545, loss: 1.4545 +2025-06-26 15:31:37,494 - pyskl - INFO - Epoch [142][2500/3405] lr: 1.869e-04, eta: 3:32:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4654, loss: 1.4654 +2025-06-26 15:32:22,068 - pyskl - INFO - Epoch [142][2600/3405] lr: 1.855e-04, eta: 3:31:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4130, loss: 1.4130 +2025-06-26 15:33:06,690 - pyskl - INFO - Epoch [142][2700/3405] lr: 1.842e-04, eta: 3:30:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4030, loss: 1.4030 +2025-06-26 15:33:51,293 - pyskl - INFO - Epoch [142][2800/3405] lr: 1.829e-04, eta: 3:29:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4204, loss: 1.4204 +2025-06-26 15:34:35,800 - pyskl - INFO - Epoch [142][2900/3405] lr: 1.816e-04, eta: 3:29:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4790, loss: 1.4790 +2025-06-26 15:35:20,331 - pyskl - INFO - Epoch [142][3000/3405] lr: 1.803e-04, eta: 3:28:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4835, loss: 1.4835 +2025-06-26 15:36:04,926 - pyskl - INFO - Epoch [142][3100/3405] lr: 1.790e-04, eta: 3:27:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4307, loss: 1.4307 +2025-06-26 15:36:49,498 - pyskl - INFO - Epoch [142][3200/3405] lr: 1.777e-04, eta: 3:26:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4076, loss: 1.4076 +2025-06-26 15:37:34,094 - pyskl - INFO - Epoch [142][3300/3405] lr: 1.764e-04, eta: 3:26:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4458, loss: 1.4458 +2025-06-26 15:38:18,914 - pyskl - INFO - Epoch [142][3400/3405] lr: 1.751e-04, eta: 3:25:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4256, loss: 1.4256 +2025-06-26 15:38:21,536 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-06-26 15:42:22,611 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 15:42:23,205 - pyskl - INFO - +top1_acc 0.8683 +top5_acc 0.9722 +2025-06-26 15:42:23,259 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_140.pth was removed +2025-06-26 15:42:24,292 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2025-06-26 15:42:24,293 - pyskl - INFO - Best top1_acc is 0.8683 at 142 epoch. +2025-06-26 15:42:24,313 - pyskl - INFO - Epoch(val) [142][3718] top1_acc: 0.8683, top5_acc: 0.9722 +2025-06-26 15:43:33,284 - pyskl - INFO - Epoch [143][100/3405] lr: 1.738e-04, eta: 3:24:35, time: 0.690, data_time: 0.240, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4115, loss: 1.4115 +2025-06-26 15:44:18,111 - pyskl - INFO - Epoch [143][200/3405] lr: 1.725e-04, eta: 3:23:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4457, loss: 1.4457 +2025-06-26 15:45:02,847 - pyskl - INFO - Epoch [143][300/3405] lr: 1.712e-04, eta: 3:23:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4457, loss: 1.4457 +2025-06-26 15:45:47,471 - pyskl - INFO - Epoch [143][400/3405] lr: 1.700e-04, eta: 3:22:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3915, loss: 1.3915 +2025-06-26 15:46:32,072 - pyskl - INFO - Epoch [143][500/3405] lr: 1.687e-04, eta: 3:21:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4525, loss: 1.4525 +2025-06-26 15:47:16,743 - pyskl - INFO - Epoch [143][600/3405] lr: 1.675e-04, eta: 3:20:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4548, loss: 1.4548 +2025-06-26 15:48:01,373 - pyskl - INFO - Epoch [143][700/3405] lr: 1.662e-04, eta: 3:20:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3440, loss: 1.3440 +2025-06-26 15:48:46,035 - pyskl - INFO - Epoch [143][800/3405] lr: 1.650e-04, eta: 3:19:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4621, loss: 1.4621 +2025-06-26 15:49:30,742 - pyskl - INFO - Epoch [143][900/3405] lr: 1.637e-04, eta: 3:18:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4430, loss: 1.4430 +2025-06-26 15:50:15,300 - pyskl - INFO - Epoch [143][1000/3405] lr: 1.625e-04, eta: 3:17:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4649, loss: 1.4649 +2025-06-26 15:50:59,999 - pyskl - INFO - Epoch [143][1100/3405] lr: 1.612e-04, eta: 3:17:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4449, loss: 1.4449 +2025-06-26 15:51:44,734 - pyskl - INFO - Epoch [143][1200/3405] lr: 1.600e-04, eta: 3:16:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4256, loss: 1.4256 +2025-06-26 15:52:29,448 - pyskl - INFO - Epoch [143][1300/3405] lr: 1.588e-04, eta: 3:15:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4339, loss: 1.4339 +2025-06-26 15:53:13,937 - pyskl - INFO - Epoch [143][1400/3405] lr: 1.576e-04, eta: 3:14:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4164, loss: 1.4164 +2025-06-26 15:53:58,476 - pyskl - INFO - Epoch [143][1500/3405] lr: 1.564e-04, eta: 3:14:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4611, loss: 1.4611 +2025-06-26 15:54:43,145 - pyskl - INFO - Epoch [143][1600/3405] lr: 1.551e-04, eta: 3:13:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4444, loss: 1.4444 +2025-06-26 15:55:27,604 - pyskl - INFO - Epoch [143][1700/3405] lr: 1.539e-04, eta: 3:12:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4500, loss: 1.4500 +2025-06-26 15:56:12,269 - pyskl - INFO - Epoch [143][1800/3405] lr: 1.527e-04, eta: 3:11:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4090, loss: 1.4090 +2025-06-26 15:56:56,965 - pyskl - INFO - Epoch [143][1900/3405] lr: 1.515e-04, eta: 3:11:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4528, loss: 1.4528 +2025-06-26 15:57:41,922 - pyskl - INFO - Epoch [143][2000/3405] lr: 1.504e-04, eta: 3:10:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4520, loss: 1.4520 +2025-06-26 15:58:26,587 - pyskl - INFO - Epoch [143][2100/3405] lr: 1.492e-04, eta: 3:09:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4432, loss: 1.4432 +2025-06-26 15:59:11,279 - pyskl - INFO - Epoch [143][2200/3405] lr: 1.480e-04, eta: 3:08:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4280, loss: 1.4280 +2025-06-26 15:59:55,966 - pyskl - INFO - Epoch [143][2300/3405] lr: 1.468e-04, eta: 3:08:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4330, loss: 1.4330 +2025-06-26 16:00:40,567 - pyskl - INFO - Epoch [143][2400/3405] lr: 1.456e-04, eta: 3:07:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4459, loss: 1.4459 +2025-06-26 16:01:25,146 - pyskl - INFO - Epoch [143][2500/3405] lr: 1.445e-04, eta: 3:06:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4322, loss: 1.4322 +2025-06-26 16:02:09,812 - pyskl - INFO - Epoch [143][2600/3405] lr: 1.433e-04, eta: 3:05:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4700, loss: 1.4700 +2025-06-26 16:02:54,548 - pyskl - INFO - Epoch [143][2700/3405] lr: 1.421e-04, eta: 3:04:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4599, loss: 1.4599 +2025-06-26 16:03:39,180 - pyskl - INFO - Epoch [143][2800/3405] lr: 1.410e-04, eta: 3:04:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4224, loss: 1.4224 +2025-06-26 16:04:23,711 - pyskl - INFO - Epoch [143][2900/3405] lr: 1.398e-04, eta: 3:03:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4364, loss: 1.4364 +2025-06-26 16:05:08,313 - pyskl - INFO - Epoch [143][3000/3405] lr: 1.387e-04, eta: 3:02:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4038, loss: 1.4038 +2025-06-26 16:05:52,926 - pyskl - INFO - Epoch [143][3100/3405] lr: 1.376e-04, eta: 3:01:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4296, loss: 1.4296 +2025-06-26 16:06:37,480 - pyskl - INFO - Epoch [143][3200/3405] lr: 1.364e-04, eta: 3:01:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4698, loss: 1.4698 +2025-06-26 16:07:22,131 - pyskl - INFO - Epoch [143][3300/3405] lr: 1.353e-04, eta: 3:00:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4211, loss: 1.4211 +2025-06-26 16:08:06,750 - pyskl - INFO - Epoch [143][3400/3405] lr: 1.342e-04, eta: 2:59:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4495, loss: 1.4495 +2025-06-26 16:08:09,358 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-06-26 16:12:08,771 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 16:12:09,410 - pyskl - INFO - +top1_acc 0.8687 +top5_acc 0.9711 +2025-06-26 16:12:09,465 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_142.pth was removed +2025-06-26 16:12:10,507 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. +2025-06-26 16:12:10,508 - pyskl - INFO - Best top1_acc is 0.8687 at 143 epoch. +2025-06-26 16:12:10,531 - pyskl - INFO - Epoch(val) [143][3718] top1_acc: 0.8687, top5_acc: 0.9711 +2025-06-26 16:13:19,476 - pyskl - INFO - Epoch [144][100/3405] lr: 1.330e-04, eta: 2:58:55, time: 0.689, data_time: 0.242, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4232, loss: 1.4232 +2025-06-26 16:14:04,132 - pyskl - INFO - Epoch [144][200/3405] lr: 1.319e-04, eta: 2:58:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4106, loss: 1.4106 +2025-06-26 16:14:48,798 - pyskl - INFO - Epoch [144][300/3405] lr: 1.308e-04, eta: 2:57:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4480, loss: 1.4480 +2025-06-26 16:15:33,300 - pyskl - INFO - Epoch [144][400/3405] lr: 1.297e-04, eta: 2:56:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4104, loss: 1.4104 +2025-06-26 16:16:17,767 - pyskl - INFO - Epoch [144][500/3405] lr: 1.285e-04, eta: 2:55:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4314, loss: 1.4314 +2025-06-26 16:17:02,489 - pyskl - INFO - Epoch [144][600/3405] lr: 1.275e-04, eta: 2:55:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4485, loss: 1.4485 +2025-06-26 16:17:47,244 - pyskl - INFO - Epoch [144][700/3405] lr: 1.264e-04, eta: 2:54:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4363, loss: 1.4363 +2025-06-26 16:18:32,292 - pyskl - INFO - Epoch [144][800/3405] lr: 1.253e-04, eta: 2:53:38, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4133, loss: 1.4133 +2025-06-26 16:19:17,029 - pyskl - INFO - Epoch [144][900/3405] lr: 1.242e-04, eta: 2:52:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4281, loss: 1.4281 +2025-06-26 16:20:01,728 - pyskl - INFO - Epoch [144][1000/3405] lr: 1.231e-04, eta: 2:52:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4063, loss: 1.4063 +2025-06-26 16:20:46,373 - pyskl - INFO - Epoch [144][1100/3405] lr: 1.220e-04, eta: 2:51:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4368, loss: 1.4368 +2025-06-26 16:21:30,946 - pyskl - INFO - Epoch [144][1200/3405] lr: 1.210e-04, eta: 2:50:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4182, loss: 1.4182 +2025-06-26 16:22:15,531 - pyskl - INFO - Epoch [144][1300/3405] lr: 1.199e-04, eta: 2:49:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4567, loss: 1.4567 +2025-06-26 16:23:00,249 - pyskl - INFO - Epoch [144][1400/3405] lr: 1.188e-04, eta: 2:49:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4538, loss: 1.4538 +2025-06-26 16:23:44,906 - pyskl - INFO - Epoch [144][1500/3405] lr: 1.178e-04, eta: 2:48:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4152, loss: 1.4152 +2025-06-26 16:24:29,922 - pyskl - INFO - Epoch [144][1600/3405] lr: 1.167e-04, eta: 2:47:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4417, loss: 1.4417 +2025-06-26 16:25:14,775 - pyskl - INFO - Epoch [144][1700/3405] lr: 1.157e-04, eta: 2:46:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3856, loss: 1.3856 +2025-06-26 16:25:59,551 - pyskl - INFO - Epoch [144][1800/3405] lr: 1.146e-04, eta: 2:46:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3899, loss: 1.3899 +2025-06-26 16:26:44,206 - pyskl - INFO - Epoch [144][1900/3405] lr: 1.136e-04, eta: 2:45:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4419, loss: 1.4419 +2025-06-26 16:27:28,866 - pyskl - INFO - Epoch [144][2000/3405] lr: 1.126e-04, eta: 2:44:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4380, loss: 1.4380 +2025-06-26 16:28:13,518 - pyskl - INFO - Epoch [144][2100/3405] lr: 1.116e-04, eta: 2:43:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3969, loss: 1.3969 +2025-06-26 16:28:58,141 - pyskl - INFO - Epoch [144][2200/3405] lr: 1.105e-04, eta: 2:43:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4550, loss: 1.4550 +2025-06-26 16:29:42,742 - pyskl - INFO - Epoch [144][2300/3405] lr: 1.095e-04, eta: 2:42:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4159, loss: 1.4159 +2025-06-26 16:30:27,403 - pyskl - INFO - Epoch [144][2400/3405] lr: 1.085e-04, eta: 2:41:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4063, loss: 1.4063 +2025-06-26 16:31:12,054 - pyskl - INFO - Epoch [144][2500/3405] lr: 1.075e-04, eta: 2:40:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4386, loss: 1.4386 +2025-06-26 16:31:56,672 - pyskl - INFO - Epoch [144][2600/3405] lr: 1.065e-04, eta: 2:40:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4257, loss: 1.4257 +2025-06-26 16:32:41,150 - pyskl - INFO - Epoch [144][2700/3405] lr: 1.055e-04, eta: 2:39:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4513, loss: 1.4513 +2025-06-26 16:33:25,783 - pyskl - INFO - Epoch [144][2800/3405] lr: 1.045e-04, eta: 2:38:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4242, loss: 1.4242 +2025-06-26 16:34:10,333 - pyskl - INFO - Epoch [144][2900/3405] lr: 1.035e-04, eta: 2:37:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4288, loss: 1.4288 +2025-06-26 16:34:54,834 - pyskl - INFO - Epoch [144][3000/3405] lr: 1.025e-04, eta: 2:37:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4323, loss: 1.4323 +2025-06-26 16:35:39,337 - pyskl - INFO - Epoch [144][3100/3405] lr: 1.015e-04, eta: 2:36:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3937, loss: 1.3937 +2025-06-26 16:36:23,922 - pyskl - INFO - Epoch [144][3200/3405] lr: 1.006e-04, eta: 2:35:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4443, loss: 1.4443 +2025-06-26 16:37:08,464 - pyskl - INFO - Epoch [144][3300/3405] lr: 9.959e-05, eta: 2:34:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4323, loss: 1.4323 +2025-06-26 16:37:52,974 - pyskl - INFO - Epoch [144][3400/3405] lr: 9.862e-05, eta: 2:34:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4121, loss: 1.4121 +2025-06-26 16:37:55,573 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-06-26 16:41:55,858 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 16:41:56,402 - pyskl - INFO - +top1_acc 0.8636 +top5_acc 0.9696 +2025-06-26 16:41:56,423 - pyskl - INFO - Epoch(val) [144][3718] top1_acc: 0.8636, top5_acc: 0.9696 +2025-06-26 16:43:04,819 - pyskl - INFO - Epoch [145][100/3405] lr: 9.761e-05, eta: 2:33:15, time: 0.684, data_time: 0.237, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4132, loss: 1.4132 +2025-06-26 16:43:49,418 - pyskl - INFO - Epoch [145][200/3405] lr: 9.666e-05, eta: 2:32:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4263, loss: 1.4263 +2025-06-26 16:44:33,833 - pyskl - INFO - Epoch [145][300/3405] lr: 9.571e-05, eta: 2:31:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4687, loss: 1.4687 +2025-06-26 16:45:18,250 - pyskl - INFO - Epoch [145][400/3405] lr: 9.476e-05, eta: 2:30:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4195, loss: 1.4195 +2025-06-26 16:46:02,697 - pyskl - INFO - Epoch [145][500/3405] lr: 9.382e-05, eta: 2:30:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4047, loss: 1.4047 +2025-06-26 16:46:47,136 - pyskl - INFO - Epoch [145][600/3405] lr: 9.288e-05, eta: 2:29:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4010, loss: 1.4010 +2025-06-26 16:47:31,606 - pyskl - INFO - Epoch [145][700/3405] lr: 9.194e-05, eta: 2:28:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4456, loss: 1.4456 +2025-06-26 16:48:16,118 - pyskl - INFO - Epoch [145][800/3405] lr: 9.102e-05, eta: 2:27:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4246, loss: 1.4246 +2025-06-26 16:49:00,751 - pyskl - INFO - Epoch [145][900/3405] lr: 9.009e-05, eta: 2:27:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4082, loss: 1.4082 +2025-06-26 16:49:45,614 - pyskl - INFO - Epoch [145][1000/3405] lr: 8.917e-05, eta: 2:26:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4332, loss: 1.4332 +2025-06-26 16:50:30,508 - pyskl - INFO - Epoch [145][1100/3405] lr: 8.826e-05, eta: 2:25:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4167, loss: 1.4167 +2025-06-26 16:51:15,291 - pyskl - INFO - Epoch [145][1200/3405] lr: 8.735e-05, eta: 2:24:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3990, loss: 1.3990 +2025-06-26 16:52:00,118 - pyskl - INFO - Epoch [145][1300/3405] lr: 8.644e-05, eta: 2:24:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4078, loss: 1.4078 +2025-06-26 16:52:44,941 - pyskl - INFO - Epoch [145][1400/3405] lr: 8.554e-05, eta: 2:23:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4053, loss: 1.4053 +2025-06-26 16:53:29,751 - pyskl - INFO - Epoch [145][1500/3405] lr: 8.465e-05, eta: 2:22:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4619, loss: 1.4619 +2025-06-26 16:54:14,589 - pyskl - INFO - Epoch [145][1600/3405] lr: 8.376e-05, eta: 2:21:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4250, loss: 1.4250 +2025-06-26 16:54:59,521 - pyskl - INFO - Epoch [145][1700/3405] lr: 8.287e-05, eta: 2:21:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4518, loss: 1.4518 +2025-06-26 16:55:44,379 - pyskl - INFO - Epoch [145][1800/3405] lr: 8.199e-05, eta: 2:20:26, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4215, loss: 1.4215 +2025-06-26 16:56:29,090 - pyskl - INFO - Epoch [145][1900/3405] lr: 8.111e-05, eta: 2:19:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4188, loss: 1.4188 +2025-06-26 16:57:13,870 - pyskl - INFO - Epoch [145][2000/3405] lr: 8.024e-05, eta: 2:18:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3723, loss: 1.3723 +2025-06-26 16:57:58,598 - pyskl - INFO - Epoch [145][2100/3405] lr: 7.937e-05, eta: 2:18:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4168, loss: 1.4168 +2025-06-26 16:58:43,326 - pyskl - INFO - Epoch [145][2200/3405] lr: 7.851e-05, eta: 2:17:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4344, loss: 1.4344 +2025-06-26 16:59:27,995 - pyskl - INFO - Epoch [145][2300/3405] lr: 7.765e-05, eta: 2:16:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4724, loss: 1.4724 +2025-06-26 17:00:12,610 - pyskl - INFO - Epoch [145][2400/3405] lr: 7.680e-05, eta: 2:15:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4345, loss: 1.4345 +2025-06-26 17:00:57,146 - pyskl - INFO - Epoch [145][2500/3405] lr: 7.595e-05, eta: 2:15:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4291, loss: 1.4291 +2025-06-26 17:01:41,749 - pyskl - INFO - Epoch [145][2600/3405] lr: 7.511e-05, eta: 2:14:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4358, loss: 1.4358 +2025-06-26 17:02:26,329 - pyskl - INFO - Epoch [145][2700/3405] lr: 7.427e-05, eta: 2:13:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4012, loss: 1.4012 +2025-06-26 17:03:10,931 - pyskl - INFO - Epoch [145][2800/3405] lr: 7.343e-05, eta: 2:12:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3964, loss: 1.3964 +2025-06-26 17:03:55,505 - pyskl - INFO - Epoch [145][2900/3405] lr: 7.260e-05, eta: 2:12:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3961, loss: 1.3961 +2025-06-26 17:04:40,282 - pyskl - INFO - Epoch [145][3000/3405] lr: 7.178e-05, eta: 2:11:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4316, loss: 1.4316 +2025-06-26 17:05:25,034 - pyskl - INFO - Epoch [145][3100/3405] lr: 7.096e-05, eta: 2:10:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4417, loss: 1.4417 +2025-06-26 17:06:09,660 - pyskl - INFO - Epoch [145][3200/3405] lr: 7.014e-05, eta: 2:09:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4260, loss: 1.4260 +2025-06-26 17:06:54,358 - pyskl - INFO - Epoch [145][3300/3405] lr: 6.933e-05, eta: 2:09:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4547, loss: 1.4547 +2025-06-26 17:07:39,021 - pyskl - INFO - Epoch [145][3400/3405] lr: 6.852e-05, eta: 2:08:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4083, loss: 1.4083 +2025-06-26 17:07:41,635 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-06-26 17:26:28,220 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 17:26:28,828 - pyskl - INFO - +top1_acc 0.8665 +top5_acc 0.9711 +2025-06-26 17:26:28,852 - pyskl - INFO - Epoch(val) [145][3718] top1_acc: 0.8665, top5_acc: 0.9711 +2025-06-26 17:27:37,598 - pyskl - INFO - Epoch [146][100/3405] lr: 6.768e-05, eta: 2:07:35, time: 0.687, data_time: 0.239, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4279, loss: 1.4279 +2025-06-26 17:28:22,588 - pyskl - INFO - Epoch [146][200/3405] lr: 6.689e-05, eta: 2:06:50, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4152, loss: 1.4152 +2025-06-26 17:29:07,337 - pyskl - INFO - Epoch [146][300/3405] lr: 6.609e-05, eta: 2:06:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3925, loss: 1.3925 +2025-06-26 17:29:51,847 - pyskl - INFO - Epoch [146][400/3405] lr: 6.531e-05, eta: 2:05:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4281, loss: 1.4281 +2025-06-26 17:30:36,508 - pyskl - INFO - Epoch [146][500/3405] lr: 6.452e-05, eta: 2:04:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4162, loss: 1.4162 +2025-06-26 17:31:21,176 - pyskl - INFO - Epoch [146][600/3405] lr: 6.375e-05, eta: 2:03:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4057, loss: 1.4057 +2025-06-26 17:32:05,765 - pyskl - INFO - Epoch [146][700/3405] lr: 6.297e-05, eta: 2:03:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4354, loss: 1.4354 +2025-06-26 17:32:50,376 - pyskl - INFO - Epoch [146][800/3405] lr: 6.221e-05, eta: 2:02:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4122, loss: 1.4122 +2025-06-26 17:33:34,990 - pyskl - INFO - Epoch [146][900/3405] lr: 6.144e-05, eta: 2:01:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4508, loss: 1.4508 +2025-06-26 17:34:19,739 - pyskl - INFO - Epoch [146][1000/3405] lr: 6.068e-05, eta: 2:00:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4122, loss: 1.4122 +2025-06-26 17:35:04,351 - pyskl - INFO - Epoch [146][1100/3405] lr: 5.993e-05, eta: 2:00:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4244, loss: 1.4244 +2025-06-26 17:35:49,039 - pyskl - INFO - Epoch [146][1200/3405] lr: 5.918e-05, eta: 1:59:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4052, loss: 1.4052 +2025-06-26 17:36:33,752 - pyskl - INFO - Epoch [146][1300/3405] lr: 5.843e-05, eta: 1:58:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4364, loss: 1.4364 +2025-06-26 17:37:18,434 - pyskl - INFO - Epoch [146][1400/3405] lr: 5.769e-05, eta: 1:57:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4295, loss: 1.4295 +2025-06-26 17:38:03,170 - pyskl - INFO - Epoch [146][1500/3405] lr: 5.696e-05, eta: 1:57:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4210, loss: 1.4210 +2025-06-26 17:38:47,822 - pyskl - INFO - Epoch [146][1600/3405] lr: 5.623e-05, eta: 1:56:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4437, loss: 1.4437 +2025-06-26 17:39:32,610 - pyskl - INFO - Epoch [146][1700/3405] lr: 5.550e-05, eta: 1:55:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4048, loss: 1.4048 +2025-06-26 17:40:17,387 - pyskl - INFO - Epoch [146][1800/3405] lr: 5.478e-05, eta: 1:54:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3722, loss: 1.3722 +2025-06-26 17:41:02,112 - pyskl - INFO - Epoch [146][1900/3405] lr: 5.406e-05, eta: 1:54:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4266, loss: 1.4266 +2025-06-26 17:41:46,910 - pyskl - INFO - Epoch [146][2000/3405] lr: 5.335e-05, eta: 1:53:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4082, loss: 1.4082 +2025-06-26 17:42:31,709 - pyskl - INFO - Epoch [146][2100/3405] lr: 5.264e-05, eta: 1:52:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3989, loss: 1.3989 +2025-06-26 17:43:16,482 - pyskl - INFO - Epoch [146][2200/3405] lr: 5.194e-05, eta: 1:51:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3815, loss: 1.3815 +2025-06-26 17:44:01,272 - pyskl - INFO - Epoch [146][2300/3405] lr: 5.124e-05, eta: 1:51:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4217, loss: 1.4217 +2025-06-26 17:44:46,092 - pyskl - INFO - Epoch [146][2400/3405] lr: 5.055e-05, eta: 1:50:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3872, loss: 1.3872 +2025-06-26 17:45:30,802 - pyskl - INFO - Epoch [146][2500/3405] lr: 4.986e-05, eta: 1:49:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4140, loss: 1.4140 +2025-06-26 17:46:15,543 - pyskl - INFO - Epoch [146][2600/3405] lr: 4.918e-05, eta: 1:48:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3805, loss: 1.3805 +2025-06-26 17:47:00,527 - pyskl - INFO - Epoch [146][2700/3405] lr: 4.850e-05, eta: 1:47:59, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4289, loss: 1.4289 +2025-06-26 17:47:45,303 - pyskl - INFO - Epoch [146][2800/3405] lr: 4.782e-05, eta: 1:47:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3797, loss: 1.3797 +2025-06-26 17:48:29,869 - pyskl - INFO - Epoch [146][2900/3405] lr: 4.716e-05, eta: 1:46:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4322, loss: 1.4322 +2025-06-26 17:49:14,377 - pyskl - INFO - Epoch [146][3000/3405] lr: 4.649e-05, eta: 1:45:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4438, loss: 1.4438 +2025-06-26 17:49:58,939 - pyskl - INFO - Epoch [146][3100/3405] lr: 4.583e-05, eta: 1:44:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4037, loss: 1.4037 +2025-06-26 17:50:43,721 - pyskl - INFO - Epoch [146][3200/3405] lr: 4.517e-05, eta: 1:44:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3915, loss: 1.3915 +2025-06-26 17:51:28,276 - pyskl - INFO - Epoch [146][3300/3405] lr: 4.452e-05, eta: 1:43:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3887, loss: 1.3887 +2025-06-26 17:52:12,965 - pyskl - INFO - Epoch [146][3400/3405] lr: 4.388e-05, eta: 1:42:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4396, loss: 1.4396 +2025-06-26 17:52:15,648 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-06-26 17:56:16,903 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 17:56:17,557 - pyskl - INFO - +top1_acc 0.8669 +top5_acc 0.9714 +2025-06-26 17:56:17,577 - pyskl - INFO - Epoch(val) [146][3718] top1_acc: 0.8669, top5_acc: 0.9714 +2025-06-26 17:57:26,374 - pyskl - INFO - Epoch [147][100/3405] lr: 4.320e-05, eta: 1:41:55, time: 0.688, data_time: 0.241, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3893, loss: 1.3893 +2025-06-26 17:58:10,926 - pyskl - INFO - Epoch [147][200/3405] lr: 4.257e-05, eta: 1:41:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3689, loss: 1.3689 +2025-06-26 17:58:55,501 - pyskl - INFO - Epoch [147][300/3405] lr: 4.194e-05, eta: 1:40:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4252, loss: 1.4252 +2025-06-26 17:59:40,022 - pyskl - INFO - Epoch [147][400/3405] lr: 4.131e-05, eta: 1:39:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4065, loss: 1.4065 +2025-06-26 18:00:24,675 - pyskl - INFO - Epoch [147][500/3405] lr: 4.069e-05, eta: 1:38:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3777, loss: 1.3777 +2025-06-26 18:01:09,218 - pyskl - INFO - Epoch [147][600/3405] lr: 4.007e-05, eta: 1:38:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4516, loss: 1.4516 +2025-06-26 18:01:54,015 - pyskl - INFO - Epoch [147][700/3405] lr: 3.946e-05, eta: 1:37:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3998, loss: 1.3998 +2025-06-26 18:02:38,568 - pyskl - INFO - Epoch [147][800/3405] lr: 3.885e-05, eta: 1:36:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4007, loss: 1.4007 +2025-06-26 18:03:23,198 - pyskl - INFO - Epoch [147][900/3405] lr: 3.825e-05, eta: 1:35:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4030, loss: 1.4030 +2025-06-26 18:04:07,943 - pyskl - INFO - Epoch [147][1000/3405] lr: 3.765e-05, eta: 1:35:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4444, loss: 1.4444 +2025-06-26 18:04:52,572 - pyskl - INFO - Epoch [147][1100/3405] lr: 3.705e-05, eta: 1:34:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4137, loss: 1.4137 +2025-06-26 18:05:36,948 - pyskl - INFO - Epoch [147][1200/3405] lr: 3.646e-05, eta: 1:33:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4049, loss: 1.4049 +2025-06-26 18:06:21,466 - pyskl - INFO - Epoch [147][1300/3405] lr: 3.588e-05, eta: 1:32:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4495, loss: 1.4495 +2025-06-26 18:07:05,962 - pyskl - INFO - Epoch [147][1400/3405] lr: 3.530e-05, eta: 1:32:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3562, loss: 1.3562 +2025-06-26 18:07:50,401 - pyskl - INFO - Epoch [147][1500/3405] lr: 3.472e-05, eta: 1:31:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3661, loss: 1.3661 +2025-06-26 18:08:34,938 - pyskl - INFO - Epoch [147][1600/3405] lr: 3.415e-05, eta: 1:30:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4210, loss: 1.4210 +2025-06-26 18:09:19,490 - pyskl - INFO - Epoch [147][1700/3405] lr: 3.359e-05, eta: 1:29:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3779, loss: 1.3779 +2025-06-26 18:10:04,038 - pyskl - INFO - Epoch [147][1800/3405] lr: 3.303e-05, eta: 1:29:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4156, loss: 1.4156 +2025-06-26 18:10:48,566 - pyskl - INFO - Epoch [147][1900/3405] lr: 3.247e-05, eta: 1:28:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4023, loss: 1.4023 +2025-06-26 18:11:33,018 - pyskl - INFO - Epoch [147][2000/3405] lr: 3.192e-05, eta: 1:27:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4050, loss: 1.4050 +2025-06-26 18:12:17,577 - pyskl - INFO - Epoch [147][2100/3405] lr: 3.137e-05, eta: 1:26:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4657, loss: 1.4657 +2025-06-26 18:13:01,885 - pyskl - INFO - Epoch [147][2200/3405] lr: 3.083e-05, eta: 1:26:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3863, loss: 1.3863 +2025-06-26 18:13:46,305 - pyskl - INFO - Epoch [147][2300/3405] lr: 3.029e-05, eta: 1:25:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4257, loss: 1.4257 +2025-06-26 18:14:31,014 - pyskl - INFO - Epoch [147][2400/3405] lr: 2.976e-05, eta: 1:24:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3623, loss: 1.3623 +2025-06-26 18:15:15,489 - pyskl - INFO - Epoch [147][2500/3405] lr: 2.923e-05, eta: 1:23:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3613, loss: 1.3613 +2025-06-26 18:16:00,022 - pyskl - INFO - Epoch [147][2600/3405] lr: 2.871e-05, eta: 1:23:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3920, loss: 1.3920 +2025-06-26 18:16:44,561 - pyskl - INFO - Epoch [147][2700/3405] lr: 2.819e-05, eta: 1:22:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4027, loss: 1.4027 +2025-06-26 18:17:29,164 - pyskl - INFO - Epoch [147][2800/3405] lr: 2.768e-05, eta: 1:21:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4013, loss: 1.4013 +2025-06-26 18:18:13,652 - pyskl - INFO - Epoch [147][2900/3405] lr: 2.717e-05, eta: 1:20:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4221, loss: 1.4221 +2025-06-26 18:18:58,191 - pyskl - INFO - Epoch [147][3000/3405] lr: 2.666e-05, eta: 1:20:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4308, loss: 1.4308 +2025-06-26 18:19:42,879 - pyskl - INFO - Epoch [147][3100/3405] lr: 2.617e-05, eta: 1:19:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4317, loss: 1.4317 +2025-06-26 18:20:27,499 - pyskl - INFO - Epoch [147][3200/3405] lr: 2.567e-05, eta: 1:18:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4595, loss: 1.4595 +2025-06-26 18:21:12,080 - pyskl - INFO - Epoch [147][3300/3405] lr: 2.518e-05, eta: 1:17:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4281, loss: 1.4281 +2025-06-26 18:21:56,625 - pyskl - INFO - Epoch [147][3400/3405] lr: 2.469e-05, eta: 1:17:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3853, loss: 1.3853 +2025-06-26 18:21:59,335 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-06-26 18:25:58,771 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 18:25:59,392 - pyskl - INFO - +top1_acc 0.8653 +top5_acc 0.9699 +2025-06-26 18:25:59,414 - pyskl - INFO - Epoch(val) [147][3718] top1_acc: 0.8653, top5_acc: 0.9699 +2025-06-26 18:27:08,158 - pyskl - INFO - Epoch [148][100/3405] lr: 2.419e-05, eta: 1:16:15, time: 0.687, data_time: 0.240, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4209, loss: 1.4209 +2025-06-26 18:27:52,689 - pyskl - INFO - Epoch [148][200/3405] lr: 2.371e-05, eta: 1:15:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4144, loss: 1.4144 +2025-06-26 18:28:37,183 - pyskl - INFO - Epoch [148][300/3405] lr: 2.324e-05, eta: 1:14:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3811, loss: 1.3811 +2025-06-26 18:29:21,644 - pyskl - INFO - Epoch [148][400/3405] lr: 2.278e-05, eta: 1:13:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3915, loss: 1.3915 +2025-06-26 18:30:06,152 - pyskl - INFO - Epoch [148][500/3405] lr: 2.232e-05, eta: 1:13:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4258, loss: 1.4258 +2025-06-26 18:30:50,657 - pyskl - INFO - Epoch [148][600/3405] lr: 2.186e-05, eta: 1:12:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4196, loss: 1.4196 +2025-06-26 18:31:35,197 - pyskl - INFO - Epoch [148][700/3405] lr: 2.141e-05, eta: 1:11:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4165, loss: 1.4165 +2025-06-26 18:32:19,675 - pyskl - INFO - Epoch [148][800/3405] lr: 2.096e-05, eta: 1:10:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3993, loss: 1.3993 +2025-06-26 18:33:04,079 - pyskl - INFO - Epoch [148][900/3405] lr: 2.052e-05, eta: 1:10:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4122, loss: 1.4122 +2025-06-26 18:33:48,499 - pyskl - INFO - Epoch [148][1000/3405] lr: 2.008e-05, eta: 1:09:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4364, loss: 1.4364 +2025-06-26 18:34:32,970 - pyskl - INFO - Epoch [148][1100/3405] lr: 1.965e-05, eta: 1:08:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4509, loss: 1.4509 +2025-06-26 18:35:17,361 - pyskl - INFO - Epoch [148][1200/3405] lr: 1.922e-05, eta: 1:07:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3984, loss: 1.3984 +2025-06-26 18:36:01,788 - pyskl - INFO - Epoch [148][1300/3405] lr: 1.879e-05, eta: 1:07:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4059, loss: 1.4059 +2025-06-26 18:36:46,251 - pyskl - INFO - Epoch [148][1400/3405] lr: 1.837e-05, eta: 1:06:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4443, loss: 1.4443 +2025-06-26 18:37:30,756 - pyskl - INFO - Epoch [148][1500/3405] lr: 1.796e-05, eta: 1:05:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3969, loss: 1.3969 +2025-06-26 18:38:15,274 - pyskl - INFO - Epoch [148][1600/3405] lr: 1.755e-05, eta: 1:04:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4295, loss: 1.4295 +2025-06-26 18:38:59,741 - pyskl - INFO - Epoch [148][1700/3405] lr: 1.714e-05, eta: 1:04:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3932, loss: 1.3932 +2025-06-26 18:39:44,163 - pyskl - INFO - Epoch [148][1800/3405] lr: 1.674e-05, eta: 1:03:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4141, loss: 1.4141 +2025-06-26 18:40:28,641 - pyskl - INFO - Epoch [148][1900/3405] lr: 1.635e-05, eta: 1:02:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4112, loss: 1.4112 +2025-06-26 18:41:13,088 - pyskl - INFO - Epoch [148][2000/3405] lr: 1.596e-05, eta: 1:01:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4059, loss: 1.4059 +2025-06-26 18:41:57,590 - pyskl - INFO - Epoch [148][2100/3405] lr: 1.557e-05, eta: 1:01:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4321, loss: 1.4321 +2025-06-26 18:42:42,130 - pyskl - INFO - Epoch [148][2200/3405] lr: 1.519e-05, eta: 1:00:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3925, loss: 1.3925 +2025-06-26 18:43:26,660 - pyskl - INFO - Epoch [148][2300/3405] lr: 1.481e-05, eta: 0:59:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3775, loss: 1.3775 +2025-06-26 18:44:11,245 - pyskl - INFO - Epoch [148][2400/3405] lr: 1.444e-05, eta: 0:58:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4286, loss: 1.4286 +2025-06-26 18:44:55,592 - pyskl - INFO - Epoch [148][2500/3405] lr: 1.408e-05, eta: 0:58:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4083, loss: 1.4083 +2025-06-26 18:45:40,140 - pyskl - INFO - Epoch [148][2600/3405] lr: 1.371e-05, eta: 0:57:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4386, loss: 1.4386 +2025-06-26 18:46:24,815 - pyskl - INFO - Epoch [148][2700/3405] lr: 1.336e-05, eta: 0:56:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4305, loss: 1.4305 +2025-06-26 18:47:09,441 - pyskl - INFO - Epoch [148][2800/3405] lr: 1.300e-05, eta: 0:55:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3837, loss: 1.3837 +2025-06-26 18:47:54,034 - pyskl - INFO - Epoch [148][2900/3405] lr: 1.265e-05, eta: 0:55:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4218, loss: 1.4218 +2025-06-26 18:48:38,587 - pyskl - INFO - Epoch [148][3000/3405] lr: 1.231e-05, eta: 0:54:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4136, loss: 1.4136 +2025-06-26 18:49:23,219 - pyskl - INFO - Epoch [148][3100/3405] lr: 1.197e-05, eta: 0:53:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4128, loss: 1.4128 +2025-06-26 18:50:07,712 - pyskl - INFO - Epoch [148][3200/3405] lr: 1.164e-05, eta: 0:52:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3855, loss: 1.3855 +2025-06-26 18:50:52,282 - pyskl - INFO - Epoch [148][3300/3405] lr: 1.131e-05, eta: 0:52:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4321, loss: 1.4321 +2025-06-26 18:51:36,821 - pyskl - INFO - Epoch [148][3400/3405] lr: 1.098e-05, eta: 0:51:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4091, loss: 1.4091 +2025-06-26 18:51:39,517 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-06-26 18:55:38,195 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 18:55:38,920 - pyskl - INFO - +top1_acc 0.8643 +top5_acc 0.9691 +2025-06-26 18:55:38,942 - pyskl - INFO - Epoch(val) [148][3718] top1_acc: 0.8643, top5_acc: 0.9691 +2025-06-26 18:56:47,540 - pyskl - INFO - Epoch [149][100/3405] lr: 1.065e-05, eta: 0:50:35, time: 0.686, data_time: 0.236, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4047, loss: 1.4047 +2025-06-26 18:57:32,255 - pyskl - INFO - Epoch [149][200/3405] lr: 1.033e-05, eta: 0:49:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3513, loss: 1.3513 +2025-06-26 18:58:16,733 - pyskl - INFO - Epoch [149][300/3405] lr: 1.002e-05, eta: 0:49:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3935, loss: 1.3935 +2025-06-26 18:59:01,331 - pyskl - INFO - Epoch [149][400/3405] lr: 9.718e-06, eta: 0:48:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3915, loss: 1.3915 +2025-06-26 18:59:45,876 - pyskl - INFO - Epoch [149][500/3405] lr: 9.417e-06, eta: 0:47:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4253, loss: 1.4253 +2025-06-26 19:00:30,330 - pyskl - INFO - Epoch [149][600/3405] lr: 9.121e-06, eta: 0:46:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3683, loss: 1.3683 +2025-06-26 19:01:14,896 - pyskl - INFO - Epoch [149][700/3405] lr: 8.830e-06, eta: 0:46:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3899, loss: 1.3899 +2025-06-26 19:01:59,424 - pyskl - INFO - Epoch [149][800/3405] lr: 8.543e-06, eta: 0:45:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4024, loss: 1.4024 +2025-06-26 19:02:44,019 - pyskl - INFO - Epoch [149][900/3405] lr: 8.261e-06, eta: 0:44:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3899, loss: 1.3899 +2025-06-26 19:03:28,576 - pyskl - INFO - Epoch [149][1000/3405] lr: 7.984e-06, eta: 0:43:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3862, loss: 1.3862 +2025-06-26 19:04:13,282 - pyskl - INFO - Epoch [149][1100/3405] lr: 7.712e-06, eta: 0:43:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4229, loss: 1.4229 +2025-06-26 19:04:57,915 - pyskl - INFO - Epoch [149][1200/3405] lr: 7.444e-06, eta: 0:42:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4253, loss: 1.4253 +2025-06-26 19:05:42,507 - pyskl - INFO - Epoch [149][1300/3405] lr: 7.181e-06, eta: 0:41:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4024, loss: 1.4024 +2025-06-26 19:06:27,264 - pyskl - INFO - Epoch [149][1400/3405] lr: 6.923e-06, eta: 0:40:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3411, loss: 1.3411 +2025-06-26 19:07:11,945 - pyskl - INFO - Epoch [149][1500/3405] lr: 6.669e-06, eta: 0:40:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4145, loss: 1.4145 +2025-06-26 19:07:56,587 - pyskl - INFO - Epoch [149][1600/3405] lr: 6.420e-06, eta: 0:39:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3839, loss: 1.3839 +2025-06-26 19:08:41,275 - pyskl - INFO - Epoch [149][1700/3405] lr: 6.176e-06, eta: 0:38:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4259, loss: 1.4259 +2025-06-26 19:09:25,690 - pyskl - INFO - Epoch [149][1800/3405] lr: 5.937e-06, eta: 0:37:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3991, loss: 1.3991 +2025-06-26 19:10:10,226 - pyskl - INFO - Epoch [149][1900/3405] lr: 5.703e-06, eta: 0:37:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3916, loss: 1.3916 +2025-06-26 19:10:54,897 - pyskl - INFO - Epoch [149][2000/3405] lr: 5.473e-06, eta: 0:36:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3788, loss: 1.3788 +2025-06-26 19:11:39,567 - pyskl - INFO - Epoch [149][2100/3405] lr: 5.248e-06, eta: 0:35:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4214, loss: 1.4214 +2025-06-26 19:12:24,159 - pyskl - INFO - Epoch [149][2200/3405] lr: 5.027e-06, eta: 0:34:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4540, loss: 1.4540 +2025-06-26 19:13:08,781 - pyskl - INFO - Epoch [149][2300/3405] lr: 4.812e-06, eta: 0:33:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4005, loss: 1.4005 +2025-06-26 19:13:53,336 - pyskl - INFO - Epoch [149][2400/3405] lr: 4.601e-06, eta: 0:33:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3923, loss: 1.3923 +2025-06-26 19:14:37,896 - pyskl - INFO - Epoch [149][2500/3405] lr: 4.394e-06, eta: 0:32:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4273, loss: 1.4273 +2025-06-26 19:15:22,523 - pyskl - INFO - Epoch [149][2600/3405] lr: 4.193e-06, eta: 0:31:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4234, loss: 1.4234 +2025-06-26 19:16:07,063 - pyskl - INFO - Epoch [149][2700/3405] lr: 3.996e-06, eta: 0:30:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3981, loss: 1.3981 +2025-06-26 19:16:51,655 - pyskl - INFO - Epoch [149][2800/3405] lr: 3.804e-06, eta: 0:30:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4360, loss: 1.4360 +2025-06-26 19:17:36,005 - pyskl - INFO - Epoch [149][2900/3405] lr: 3.617e-06, eta: 0:29:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4203, loss: 1.4203 +2025-06-26 19:18:20,612 - pyskl - INFO - Epoch [149][3000/3405] lr: 3.434e-06, eta: 0:28:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4016, loss: 1.4016 +2025-06-26 19:19:05,269 - pyskl - INFO - Epoch [149][3100/3405] lr: 3.256e-06, eta: 0:27:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4027, loss: 1.4027 +2025-06-26 19:19:50,150 - pyskl - INFO - Epoch [149][3200/3405] lr: 3.083e-06, eta: 0:27:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4388, loss: 1.4388 +2025-06-26 19:20:34,995 - pyskl - INFO - Epoch [149][3300/3405] lr: 2.915e-06, eta: 0:26:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4050, loss: 1.4050 +2025-06-26 19:21:19,740 - pyskl - INFO - Epoch [149][3400/3405] lr: 2.751e-06, eta: 0:25:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4407, loss: 1.4407 +2025-06-26 19:21:22,339 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-06-26 19:25:21,464 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 19:25:22,051 - pyskl - INFO - +top1_acc 0.8652 +top5_acc 0.9708 +2025-06-26 19:25:22,073 - pyskl - INFO - Epoch(val) [149][3718] top1_acc: 0.8652, top5_acc: 0.9708 +2025-06-26 19:26:30,928 - pyskl - INFO - Epoch [150][100/3405] lr: 2.584e-06, eta: 0:24:54, time: 0.688, data_time: 0.238, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4128, loss: 1.4128 +2025-06-26 19:27:15,682 - pyskl - INFO - Epoch [150][200/3405] lr: 2.430e-06, eta: 0:24:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3738, loss: 1.3738 +2025-06-26 19:28:00,438 - pyskl - INFO - Epoch [150][300/3405] lr: 2.281e-06, eta: 0:23:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4042, loss: 1.4042 +2025-06-26 19:28:45,058 - pyskl - INFO - Epoch [150][400/3405] lr: 2.137e-06, eta: 0:22:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4028, loss: 1.4028 +2025-06-26 19:29:29,718 - pyskl - INFO - Epoch [150][500/3405] lr: 1.997e-06, eta: 0:21:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4067, loss: 1.4067 +2025-06-26 19:30:14,313 - pyskl - INFO - Epoch [150][600/3405] lr: 1.862e-06, eta: 0:21:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3770, loss: 1.3770 +2025-06-26 19:30:58,965 - pyskl - INFO - Epoch [150][700/3405] lr: 1.731e-06, eta: 0:20:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3674, loss: 1.3674 +2025-06-26 19:31:43,627 - pyskl - INFO - Epoch [150][800/3405] lr: 1.606e-06, eta: 0:19:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4431, loss: 1.4431 +2025-06-26 19:32:28,283 - pyskl - INFO - Epoch [150][900/3405] lr: 1.485e-06, eta: 0:18:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4286, loss: 1.4286 +2025-06-26 19:33:13,002 - pyskl - INFO - Epoch [150][1000/3405] lr: 1.369e-06, eta: 0:18:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3931, loss: 1.3931 +2025-06-26 19:33:57,654 - pyskl - INFO - Epoch [150][1100/3405] lr: 1.257e-06, eta: 0:17:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4102, loss: 1.4102 +2025-06-26 19:34:42,300 - pyskl - INFO - Epoch [150][1200/3405] lr: 1.151e-06, eta: 0:16:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4100, loss: 1.4100 +2025-06-26 19:35:26,976 - pyskl - INFO - Epoch [150][1300/3405] lr: 1.049e-06, eta: 0:15:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3990, loss: 1.3990 +2025-06-26 19:36:11,630 - pyskl - INFO - Epoch [150][1400/3405] lr: 9.515e-07, eta: 0:15:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3641, loss: 1.3641 +2025-06-26 19:36:56,275 - pyskl - INFO - Epoch [150][1500/3405] lr: 8.590e-07, eta: 0:14:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3796, loss: 1.3796 +2025-06-26 19:37:40,943 - pyskl - INFO - Epoch [150][1600/3405] lr: 7.712e-07, eta: 0:13:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3822, loss: 1.3822 +2025-06-26 19:38:25,590 - pyskl - INFO - Epoch [150][1700/3405] lr: 6.882e-07, eta: 0:12:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4186, loss: 1.4186 +2025-06-26 19:39:10,291 - pyskl - INFO - Epoch [150][1800/3405] lr: 6.099e-07, eta: 0:12:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4136, loss: 1.4136 +2025-06-26 19:39:54,963 - pyskl - INFO - Epoch [150][1900/3405] lr: 5.363e-07, eta: 0:11:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3538, loss: 1.3538 +2025-06-26 19:40:39,626 - pyskl - INFO - Epoch [150][2000/3405] lr: 4.674e-07, eta: 0:10:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3978, loss: 1.3978 +2025-06-26 19:41:24,375 - pyskl - INFO - Epoch [150][2100/3405] lr: 4.033e-07, eta: 0:09:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4447, loss: 1.4447 +2025-06-26 19:42:09,098 - pyskl - INFO - Epoch [150][2200/3405] lr: 3.439e-07, eta: 0:09:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3896, loss: 1.3896 +2025-06-26 19:42:53,764 - pyskl - INFO - Epoch [150][2300/3405] lr: 2.892e-07, eta: 0:08:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3705, loss: 1.3705 +2025-06-26 19:43:38,419 - pyskl - INFO - Epoch [150][2400/3405] lr: 2.393e-07, eta: 0:07:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3934, loss: 1.3934 +2025-06-26 19:44:23,140 - pyskl - INFO - Epoch [150][2500/3405] lr: 1.941e-07, eta: 0:06:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4107, loss: 1.4107 +2025-06-26 19:45:07,923 - pyskl - INFO - Epoch [150][2600/3405] lr: 1.536e-07, eta: 0:06:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4335, loss: 1.4335 +2025-06-26 19:45:52,618 - pyskl - INFO - Epoch [150][2700/3405] lr: 1.179e-07, eta: 0:05:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4653, loss: 1.4653 +2025-06-26 19:46:37,312 - pyskl - INFO - Epoch [150][2800/3405] lr: 8.684e-08, eta: 0:04:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3990, loss: 1.3990 +2025-06-26 19:47:21,987 - pyskl - INFO - Epoch [150][2900/3405] lr: 6.054e-08, eta: 0:03:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3738, loss: 1.3738 +2025-06-26 19:48:06,765 - pyskl - INFO - Epoch [150][3000/3405] lr: 3.898e-08, eta: 0:03:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3663, loss: 1.3663 +2025-06-26 19:48:51,350 - pyskl - INFO - Epoch [150][3100/3405] lr: 2.214e-08, eta: 0:02:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3893, loss: 1.3893 +2025-06-26 19:49:36,174 - pyskl - INFO - Epoch [150][3200/3405] lr: 1.003e-08, eta: 0:01:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4010, loss: 1.4010 +2025-06-26 19:50:21,163 - pyskl - INFO - Epoch [150][3300/3405] lr: 2.657e-09, eta: 0:00:47, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3867, loss: 1.3867 +2025-06-26 19:51:05,775 - pyskl - INFO - Epoch [150][3400/3405] lr: 8.513e-12, eta: 0:00:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3976, loss: 1.3976 +2025-06-26 19:51:08,442 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-06-26 19:55:06,790 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 19:55:07,395 - pyskl - INFO - +top1_acc 0.8661 +top5_acc 0.9710 +2025-06-26 19:55:07,416 - pyskl - INFO - Epoch(val) [150][3718] top1_acc: 0.8661, top5_acc: 0.9710 +2025-06-26 19:55:19,140 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-06-26 20:28:59,626 - pyskl - INFO - Testing results of the last checkpoint +2025-06-26 20:28:59,626 - pyskl - INFO - top1_acc: 0.8694 +2025-06-26 20:28:59,626 - pyskl - INFO - top5_acc: 0.9735 +2025-06-26 20:28:59,627 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu120_xset/bm/best_top1_acc_epoch_143.pth +2025-06-26 21:02:37,769 - pyskl - INFO - Testing results of the best checkpoint +2025-06-26 21:02:37,770 - pyskl - INFO - top1_acc: 0.8723 +2025-06-26 21:02:37,770 - pyskl - INFO - top5_acc: 0.9730 diff --git a/ntu120_xset/bm/best_pred.pkl b/ntu120_xset/bm/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..e0e6f802236389799ec057e66260d7d5d7b91b5f --- /dev/null +++ b/ntu120_xset/bm/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d39c9043b8933d5caaf7c3f0f59b90d8b481974bfe6c8fbfbbde4c41807d43d8 +size 43578913 diff --git a/ntu120_xset/bm/best_top1_acc_epoch_143.pth b/ntu120_xset/bm/best_top1_acc_epoch_143.pth new file mode 100644 index 0000000000000000000000000000000000000000..fb3a0a74625eea1536b85d28ccbff83b5af39ca6 --- /dev/null +++ b/ntu120_xset/bm/best_top1_acc_epoch_143.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bbc249726746cadf99c0c775fc1fedbacf09a4639c1a19e422d2cd5602ab5d11 +size 16396379 diff --git a/ntu120_xset/j_1/20250627_105326.log b/ntu120_xset/j_1/20250627_105326.log new file mode 100644 index 0000000000000000000000000000000000000000..aa0351bf8a15b6e9ce8e3e3bfc4c80f19080e82f --- /dev/null +++ b/ntu120_xset/j_1/20250627_105326.log @@ -0,0 +1,6342 @@ +2025-06-27 10:53:26,596 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-06-27 10:53:26,907 - pyskl - INFO - Config: modality = 'j' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu120_xset/j_1' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='j', + num_classes=120, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=120, + in_channels=384, + work_dir='./work_dirs/ntu120_xset/j_1', + interval_epoch=5, + weight_1=0.3, + weight_2=0.1)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-06-27 10:53:26,914 - pyskl - INFO - Set random seed to 1651165520, deterministic: False +2025-06-27 10:53:40,070 - pyskl - INFO - 54468 videos remain after valid thresholding +2025-06-27 10:53:49,355 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-06-27 10:53:49,397 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1 +2025-06-27 10:53:49,397 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-06-27 10:53:49,398 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-06-27 10:53:49,398 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1 by HardDiskBackend. +2025-06-27 10:54:58,188 - pyskl - INFO - Epoch [1][100/3405] lr: 2.500e-02, eta: 4 days, 1:34:13, time: 0.688, data_time: 0.225, memory: 13267, top1_acc: 0.0094, top5_acc: 0.0644, loss_cls: 13.1310, loss: 13.1310 +2025-06-27 10:55:43,738 - pyskl - INFO - Epoch [1][200/3405] lr: 2.500e-02, eta: 3 days, 9:04:30, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0125, top5_acc: 0.0781, loss_cls: 11.1273, loss: 11.1273 +2025-06-27 10:56:29,322 - pyskl - INFO - Epoch [1][300/3405] lr: 2.500e-02, eta: 3 days, 3:35:02, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0250, top5_acc: 0.1062, loss_cls: 10.8649, loss: 10.8649 +2025-06-27 10:57:14,937 - pyskl - INFO - Epoch [1][400/3405] lr: 2.500e-02, eta: 3 days, 0:50:34, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0356, top5_acc: 0.1356, loss_cls: 10.6508, loss: 10.6508 +2025-06-27 10:58:00,574 - pyskl - INFO - Epoch [1][500/3405] lr: 2.500e-02, eta: 2 days, 23:11:58, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0362, top5_acc: 0.1506, loss_cls: 10.4693, loss: 10.4693 +2025-06-27 10:58:46,212 - pyskl - INFO - Epoch [1][600/3405] lr: 2.500e-02, eta: 2 days, 22:06:00, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0419, top5_acc: 0.1525, loss_cls: 10.4189, loss: 10.4189 +2025-06-27 10:59:31,857 - pyskl - INFO - Epoch [1][700/3405] lr: 2.500e-02, eta: 2 days, 21:18:44, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0450, top5_acc: 0.1737, loss_cls: 10.3040, loss: 10.3040 +2025-06-27 11:00:17,459 - pyskl - INFO - Epoch [1][800/3405] lr: 2.500e-02, eta: 2 days, 20:42:39, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0462, top5_acc: 0.1906, loss_cls: 10.1629, loss: 10.1629 +2025-06-27 11:01:03,136 - pyskl - INFO - Epoch [1][900/3405] lr: 2.500e-02, eta: 2 days, 20:15:08, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.0606, top5_acc: 0.1944, loss_cls: 10.0956, loss: 10.0956 +2025-06-27 11:01:48,837 - pyskl - INFO - Epoch [1][1000/3405] lr: 2.500e-02, eta: 2 days, 19:53:09, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.0625, top5_acc: 0.2188, loss_cls: 9.9860, loss: 9.9860 +2025-06-27 11:02:34,522 - pyskl - INFO - Epoch [1][1100/3405] lr: 2.500e-02, eta: 2 days, 19:34:55, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.0575, top5_acc: 0.2306, loss_cls: 9.9984, loss: 9.9984 +2025-06-27 11:03:20,226 - pyskl - INFO - Epoch [1][1200/3405] lr: 2.500e-02, eta: 2 days, 19:19:43, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.0712, top5_acc: 0.2481, loss_cls: 9.8514, loss: 9.8514 +2025-06-27 11:04:05,879 - pyskl - INFO - Epoch [1][1300/3405] lr: 2.500e-02, eta: 2 days, 19:06:25, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.0731, top5_acc: 0.2512, loss_cls: 9.7663, loss: 9.7663 +2025-06-27 11:04:51,637 - pyskl - INFO - Epoch [1][1400/3405] lr: 2.500e-02, eta: 2 days, 18:55:32, time: 0.458, data_time: 0.000, memory: 13267, top1_acc: 0.0856, top5_acc: 0.3006, loss_cls: 9.5925, loss: 9.5925 +2025-06-27 11:05:37,357 - pyskl - INFO - Epoch [1][1500/3405] lr: 2.500e-02, eta: 2 days, 18:45:48, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.0844, top5_acc: 0.3331, loss_cls: 9.5002, loss: 9.5002 +2025-06-27 11:06:22,958 - pyskl - INFO - Epoch [1][1600/3405] lr: 2.500e-02, eta: 2 days, 18:36:33, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0981, top5_acc: 0.3425, loss_cls: 9.3972, loss: 9.3972 +2025-06-27 11:07:08,680 - pyskl - INFO - Epoch [1][1700/3405] lr: 2.500e-02, eta: 2 days, 18:28:54, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.1075, top5_acc: 0.3550, loss_cls: 9.2673, loss: 9.2673 +2025-06-27 11:07:54,296 - pyskl - INFO - Epoch [1][1800/3405] lr: 2.500e-02, eta: 2 days, 18:21:31, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.1175, top5_acc: 0.3769, loss_cls: 9.2036, loss: 9.2036 +2025-06-27 11:08:39,941 - pyskl - INFO - Epoch [1][1900/3405] lr: 2.500e-02, eta: 2 days, 18:14:58, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.1212, top5_acc: 0.3812, loss_cls: 9.1814, loss: 9.1814 +2025-06-27 11:09:25,656 - pyskl - INFO - Epoch [1][2000/3405] lr: 2.500e-02, eta: 2 days, 18:09:17, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.1344, top5_acc: 0.3856, loss_cls: 9.0648, loss: 9.0648 +2025-06-27 11:10:11,498 - pyskl - INFO - Epoch [1][2100/3405] lr: 2.500e-02, eta: 2 days, 18:04:35, time: 0.458, data_time: 0.000, memory: 13267, top1_acc: 0.1325, top5_acc: 0.4144, loss_cls: 8.9704, loss: 8.9704 +2025-06-27 11:10:57,437 - pyskl - INFO - Epoch [1][2200/3405] lr: 2.500e-02, eta: 2 days, 18:00:37, time: 0.459, data_time: 0.000, memory: 13267, top1_acc: 0.1344, top5_acc: 0.4150, loss_cls: 8.9711, loss: 8.9711 +2025-06-27 11:11:43,306 - pyskl - INFO - Epoch [1][2300/3405] lr: 2.500e-02, eta: 2 days, 17:56:40, time: 0.459, data_time: 0.000, memory: 13267, top1_acc: 0.1581, top5_acc: 0.4469, loss_cls: 8.8396, loss: 8.8396 +2025-06-27 11:12:29,086 - pyskl - INFO - Epoch [1][2400/3405] lr: 2.500e-02, eta: 2 days, 17:52:40, time: 0.458, data_time: 0.000, memory: 13267, top1_acc: 0.1575, top5_acc: 0.4581, loss_cls: 8.7514, loss: 8.7514 +2025-06-27 11:13:14,764 - pyskl - INFO - Epoch [1][2500/3405] lr: 2.500e-02, eta: 2 days, 17:48:35, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.1525, top5_acc: 0.4744, loss_cls: 8.7621, loss: 8.7621 +2025-06-27 11:14:00,430 - pyskl - INFO - Epoch [1][2600/3405] lr: 2.500e-02, eta: 2 days, 17:44:43, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.1750, top5_acc: 0.4838, loss_cls: 8.5909, loss: 8.5909 +2025-06-27 11:14:46,155 - pyskl - INFO - Epoch [1][2700/3405] lr: 2.500e-02, eta: 2 days, 17:41:16, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.1812, top5_acc: 0.4944, loss_cls: 8.5792, loss: 8.5792 +2025-06-27 11:15:31,875 - pyskl - INFO - Epoch [1][2800/3405] lr: 2.500e-02, eta: 2 days, 17:37:59, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.1837, top5_acc: 0.4931, loss_cls: 8.5877, loss: 8.5877 +2025-06-27 11:16:17,697 - pyskl - INFO - Epoch [1][2900/3405] lr: 2.500e-02, eta: 2 days, 17:35:11, time: 0.458, data_time: 0.000, memory: 13267, top1_acc: 0.1963, top5_acc: 0.5206, loss_cls: 8.4211, loss: 8.4211 +2025-06-27 11:17:03,313 - pyskl - INFO - Epoch [1][3000/3405] lr: 2.500e-02, eta: 2 days, 17:31:56, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.1856, top5_acc: 0.5262, loss_cls: 8.4563, loss: 8.4563 +2025-06-27 11:17:48,884 - pyskl - INFO - Epoch [1][3100/3405] lr: 2.500e-02, eta: 2 days, 17:28:44, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.1988, top5_acc: 0.5356, loss_cls: 8.3415, loss: 8.3415 +2025-06-27 11:18:34,696 - pyskl - INFO - Epoch [1][3200/3405] lr: 2.500e-02, eta: 2 days, 17:26:18, time: 0.458, data_time: 0.000, memory: 13267, top1_acc: 0.2144, top5_acc: 0.5369, loss_cls: 8.3468, loss: 8.3468 +2025-06-27 11:19:20,440 - pyskl - INFO - Epoch [1][3300/3405] lr: 2.500e-02, eta: 2 days, 17:23:49, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.2294, top5_acc: 0.5625, loss_cls: 8.2166, loss: 8.2166 +2025-06-27 11:20:06,159 - pyskl - INFO - Epoch [1][3400/3405] lr: 2.500e-02, eta: 2 days, 17:21:21, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.2306, top5_acc: 0.5731, loss_cls: 8.1061, loss: 8.1061 +2025-06-27 11:20:08,850 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-06-27 11:24:19,673 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 11:24:20,206 - pyskl - INFO - +top1_acc 0.2338 +top5_acc 0.5856 +2025-06-27 11:24:21,209 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-06-27 11:24:21,210 - pyskl - INFO - Best top1_acc is 0.2338 at 1 epoch. +2025-06-27 11:24:21,228 - pyskl - INFO - Epoch(val) [1][3718] top1_acc: 0.2338, top5_acc: 0.5856 +2025-06-27 11:25:29,424 - pyskl - INFO - Epoch [2][100/3405] lr: 2.500e-02, eta: 2 days, 18:07:34, time: 0.682, data_time: 0.226, memory: 13268, top1_acc: 0.2331, top5_acc: 0.5900, loss_cls: 8.0100, loss: 8.0100 +2025-06-27 11:26:15,175 - pyskl - INFO - Epoch [2][200/3405] lr: 2.500e-02, eta: 2 days, 18:04:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.2412, top5_acc: 0.5887, loss_cls: 7.9628, loss: 7.9628 +2025-06-27 11:27:00,855 - pyskl - INFO - Epoch [2][300/3405] lr: 2.500e-02, eta: 2 days, 18:00:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.2506, top5_acc: 0.5938, loss_cls: 7.9978, loss: 7.9978 +2025-06-27 11:27:46,664 - pyskl - INFO - Epoch [2][400/3405] lr: 2.500e-02, eta: 2 days, 17:57:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.2650, top5_acc: 0.6094, loss_cls: 7.9598, loss: 7.9598 +2025-06-27 11:28:32,420 - pyskl - INFO - Epoch [2][500/3405] lr: 2.500e-02, eta: 2 days, 17:54:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.2825, top5_acc: 0.6419, loss_cls: 7.7627, loss: 7.7627 +2025-06-27 11:29:18,236 - pyskl - INFO - Epoch [2][600/3405] lr: 2.500e-02, eta: 2 days, 17:51:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.2812, top5_acc: 0.6356, loss_cls: 7.7509, loss: 7.7509 +2025-06-27 11:30:03,973 - pyskl - INFO - Epoch [2][700/3405] lr: 2.500e-02, eta: 2 days, 17:48:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.2881, top5_acc: 0.6425, loss_cls: 7.7508, loss: 7.7508 +2025-06-27 11:30:49,712 - pyskl - INFO - Epoch [2][800/3405] lr: 2.500e-02, eta: 2 days, 17:45:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.2756, top5_acc: 0.6150, loss_cls: 7.8339, loss: 7.8339 +2025-06-27 11:31:35,431 - pyskl - INFO - Epoch [2][900/3405] lr: 2.500e-02, eta: 2 days, 17:42:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.2913, top5_acc: 0.6356, loss_cls: 7.8781, loss: 7.8781 +2025-06-27 11:32:21,213 - pyskl - INFO - Epoch [2][1000/3405] lr: 2.500e-02, eta: 2 days, 17:40:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.2944, top5_acc: 0.6550, loss_cls: 7.6922, loss: 7.6922 +2025-06-27 11:33:06,990 - pyskl - INFO - Epoch [2][1100/3405] lr: 2.500e-02, eta: 2 days, 17:37:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.3019, top5_acc: 0.6488, loss_cls: 7.5847, loss: 7.5847 +2025-06-27 11:33:52,784 - pyskl - INFO - Epoch [2][1200/3405] lr: 2.499e-02, eta: 2 days, 17:35:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.2988, top5_acc: 0.6644, loss_cls: 7.6023, loss: 7.6023 +2025-06-27 11:34:38,549 - pyskl - INFO - Epoch [2][1300/3405] lr: 2.499e-02, eta: 2 days, 17:32:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.3275, top5_acc: 0.6644, loss_cls: 7.5542, loss: 7.5542 +2025-06-27 11:35:24,282 - pyskl - INFO - Epoch [2][1400/3405] lr: 2.499e-02, eta: 2 days, 17:30:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.2956, top5_acc: 0.6725, loss_cls: 7.5500, loss: 7.5500 +2025-06-27 11:36:09,975 - pyskl - INFO - Epoch [2][1500/3405] lr: 2.499e-02, eta: 2 days, 17:28:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.3256, top5_acc: 0.6725, loss_cls: 7.5071, loss: 7.5071 +2025-06-27 11:36:55,673 - pyskl - INFO - Epoch [2][1600/3405] lr: 2.499e-02, eta: 2 days, 17:25:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.3419, top5_acc: 0.7013, loss_cls: 7.4028, loss: 7.4028 +2025-06-27 11:37:41,386 - pyskl - INFO - Epoch [2][1700/3405] lr: 2.499e-02, eta: 2 days, 17:23:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.3387, top5_acc: 0.6881, loss_cls: 7.3584, loss: 7.3584 +2025-06-27 11:38:27,153 - pyskl - INFO - Epoch [2][1800/3405] lr: 2.499e-02, eta: 2 days, 17:21:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.3387, top5_acc: 0.7075, loss_cls: 7.4547, loss: 7.4547 +2025-06-27 11:39:12,890 - pyskl - INFO - Epoch [2][1900/3405] lr: 2.499e-02, eta: 2 days, 17:19:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.3381, top5_acc: 0.7219, loss_cls: 7.3400, loss: 7.3400 +2025-06-27 11:39:58,590 - pyskl - INFO - Epoch [2][2000/3405] lr: 2.499e-02, eta: 2 days, 17:17:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.3194, top5_acc: 0.6963, loss_cls: 7.4410, loss: 7.4410 +2025-06-27 11:40:44,266 - pyskl - INFO - Epoch [2][2100/3405] lr: 2.499e-02, eta: 2 days, 17:15:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.3606, top5_acc: 0.7388, loss_cls: 7.1703, loss: 7.1703 +2025-06-27 11:41:29,944 - pyskl - INFO - Epoch [2][2200/3405] lr: 2.499e-02, eta: 2 days, 17:13:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.3594, top5_acc: 0.7169, loss_cls: 7.2620, loss: 7.2620 +2025-06-27 11:42:15,605 - pyskl - INFO - Epoch [2][2300/3405] lr: 2.499e-02, eta: 2 days, 17:11:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.3369, top5_acc: 0.7013, loss_cls: 7.2897, loss: 7.2897 +2025-06-27 11:43:01,287 - pyskl - INFO - Epoch [2][2400/3405] lr: 2.499e-02, eta: 2 days, 17:09:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.3656, top5_acc: 0.7312, loss_cls: 7.0641, loss: 7.0641 +2025-06-27 11:43:46,905 - pyskl - INFO - Epoch [2][2500/3405] lr: 2.499e-02, eta: 2 days, 17:07:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3669, top5_acc: 0.7269, loss_cls: 7.1376, loss: 7.1376 +2025-06-27 11:44:32,496 - pyskl - INFO - Epoch [2][2600/3405] lr: 2.499e-02, eta: 2 days, 17:05:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3669, top5_acc: 0.7225, loss_cls: 7.1709, loss: 7.1709 +2025-06-27 11:45:18,114 - pyskl - INFO - Epoch [2][2700/3405] lr: 2.499e-02, eta: 2 days, 17:03:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3919, top5_acc: 0.7456, loss_cls: 7.0707, loss: 7.0707 +2025-06-27 11:46:03,795 - pyskl - INFO - Epoch [2][2800/3405] lr: 2.499e-02, eta: 2 days, 17:02:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.3725, top5_acc: 0.7338, loss_cls: 7.1622, loss: 7.1622 +2025-06-27 11:46:49,473 - pyskl - INFO - Epoch [2][2900/3405] lr: 2.499e-02, eta: 2 days, 17:00:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.3931, top5_acc: 0.7481, loss_cls: 6.9786, loss: 6.9786 +2025-06-27 11:47:35,172 - pyskl - INFO - Epoch [2][3000/3405] lr: 2.499e-02, eta: 2 days, 16:58:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4175, top5_acc: 0.7531, loss_cls: 6.9354, loss: 6.9354 +2025-06-27 11:48:20,936 - pyskl - INFO - Epoch [2][3100/3405] lr: 2.499e-02, eta: 2 days, 16:57:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.3862, top5_acc: 0.7669, loss_cls: 6.9618, loss: 6.9618 +2025-06-27 11:49:06,714 - pyskl - INFO - Epoch [2][3200/3405] lr: 2.499e-02, eta: 2 days, 16:55:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.4163, top5_acc: 0.7706, loss_cls: 6.8428, loss: 6.8428 +2025-06-27 11:49:52,461 - pyskl - INFO - Epoch [2][3300/3405] lr: 2.499e-02, eta: 2 days, 16:53:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.3800, top5_acc: 0.7625, loss_cls: 6.9629, loss: 6.9629 +2025-06-27 11:50:38,282 - pyskl - INFO - Epoch [2][3400/3405] lr: 2.499e-02, eta: 2 days, 16:52:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.4163, top5_acc: 0.7612, loss_cls: 6.8909, loss: 6.8909 +2025-06-27 11:50:40,912 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-06-27 11:54:49,656 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 11:54:50,314 - pyskl - INFO - +top1_acc 0.3891 +top5_acc 0.7506 +2025-06-27 11:54:50,368 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_1.pth was removed +2025-06-27 11:54:51,418 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-06-27 11:54:51,420 - pyskl - INFO - Best top1_acc is 0.3891 at 2 epoch. +2025-06-27 11:54:51,441 - pyskl - INFO - Epoch(val) [2][3718] top1_acc: 0.3891, top5_acc: 0.7506 +2025-06-27 11:56:00,147 - pyskl - INFO - Epoch [3][100/3405] lr: 2.499e-02, eta: 2 days, 17:16:04, time: 0.687, data_time: 0.229, memory: 13268, top1_acc: 0.3950, top5_acc: 0.7581, loss_cls: 6.8117, loss: 6.8117 +2025-06-27 11:56:45,862 - pyskl - INFO - Epoch [3][200/3405] lr: 2.499e-02, eta: 2 days, 17:14:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4494, top5_acc: 0.8000, loss_cls: 6.6196, loss: 6.6196 +2025-06-27 11:57:31,661 - pyskl - INFO - Epoch [3][300/3405] lr: 2.499e-02, eta: 2 days, 17:12:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.4338, top5_acc: 0.7837, loss_cls: 6.7380, loss: 6.7380 +2025-06-27 11:58:17,480 - pyskl - INFO - Epoch [3][400/3405] lr: 2.499e-02, eta: 2 days, 17:10:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.4319, top5_acc: 0.7850, loss_cls: 6.7372, loss: 6.7372 +2025-06-27 11:59:03,169 - pyskl - INFO - Epoch [3][500/3405] lr: 2.499e-02, eta: 2 days, 17:08:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4406, top5_acc: 0.8006, loss_cls: 6.6023, loss: 6.6023 +2025-06-27 11:59:48,903 - pyskl - INFO - Epoch [3][600/3405] lr: 2.499e-02, eta: 2 days, 17:07:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4650, top5_acc: 0.8006, loss_cls: 6.5760, loss: 6.5760 +2025-06-27 12:00:34,628 - pyskl - INFO - Epoch [3][700/3405] lr: 2.499e-02, eta: 2 days, 17:05:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4350, top5_acc: 0.7906, loss_cls: 6.7158, loss: 6.7158 +2025-06-27 12:01:20,371 - pyskl - INFO - Epoch [3][800/3405] lr: 2.499e-02, eta: 2 days, 17:03:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4575, top5_acc: 0.8187, loss_cls: 6.4950, loss: 6.4950 +2025-06-27 12:02:06,136 - pyskl - INFO - Epoch [3][900/3405] lr: 2.499e-02, eta: 2 days, 17:02:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.4481, top5_acc: 0.7925, loss_cls: 6.6513, loss: 6.6513 +2025-06-27 12:02:51,893 - pyskl - INFO - Epoch [3][1000/3405] lr: 2.499e-02, eta: 2 days, 17:00:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.4644, top5_acc: 0.7919, loss_cls: 6.4883, loss: 6.4883 +2025-06-27 12:03:37,586 - pyskl - INFO - Epoch [3][1100/3405] lr: 2.499e-02, eta: 2 days, 16:58:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4531, top5_acc: 0.8144, loss_cls: 6.4816, loss: 6.4816 +2025-06-27 12:04:23,332 - pyskl - INFO - Epoch [3][1200/3405] lr: 2.498e-02, eta: 2 days, 16:57:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4575, top5_acc: 0.7894, loss_cls: 6.6289, loss: 6.6289 +2025-06-27 12:05:09,017 - pyskl - INFO - Epoch [3][1300/3405] lr: 2.498e-02, eta: 2 days, 16:55:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4606, top5_acc: 0.8081, loss_cls: 6.5250, loss: 6.5250 +2025-06-27 12:05:54,709 - pyskl - INFO - Epoch [3][1400/3405] lr: 2.498e-02, eta: 2 days, 16:54:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4888, top5_acc: 0.8100, loss_cls: 6.4370, loss: 6.4370 +2025-06-27 12:06:40,415 - pyskl - INFO - Epoch [3][1500/3405] lr: 2.498e-02, eta: 2 days, 16:52:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4763, top5_acc: 0.8250, loss_cls: 6.3306, loss: 6.3306 +2025-06-27 12:07:26,189 - pyskl - INFO - Epoch [3][1600/3405] lr: 2.498e-02, eta: 2 days, 16:50:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.4900, top5_acc: 0.8256, loss_cls: 6.3356, loss: 6.3356 +2025-06-27 12:08:11,974 - pyskl - INFO - Epoch [3][1700/3405] lr: 2.498e-02, eta: 2 days, 16:49:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.4944, top5_acc: 0.8181, loss_cls: 6.3858, loss: 6.3858 +2025-06-27 12:08:57,687 - pyskl - INFO - Epoch [3][1800/3405] lr: 2.498e-02, eta: 2 days, 16:48:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4913, top5_acc: 0.8281, loss_cls: 6.2970, loss: 6.2970 +2025-06-27 12:09:43,400 - pyskl - INFO - Epoch [3][1900/3405] lr: 2.498e-02, eta: 2 days, 16:46:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5019, top5_acc: 0.8413, loss_cls: 6.1889, loss: 6.1889 +2025-06-27 12:10:29,116 - pyskl - INFO - Epoch [3][2000/3405] lr: 2.498e-02, eta: 2 days, 16:45:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4888, top5_acc: 0.8313, loss_cls: 6.2446, loss: 6.2446 +2025-06-27 12:11:14,859 - pyskl - INFO - Epoch [3][2100/3405] lr: 2.498e-02, eta: 2 days, 16:43:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4881, top5_acc: 0.8213, loss_cls: 6.3088, loss: 6.3088 +2025-06-27 12:12:00,576 - pyskl - INFO - Epoch [3][2200/3405] lr: 2.498e-02, eta: 2 days, 16:42:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5012, top5_acc: 0.8350, loss_cls: 6.2732, loss: 6.2732 +2025-06-27 12:12:46,378 - pyskl - INFO - Epoch [3][2300/3405] lr: 2.498e-02, eta: 2 days, 16:40:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.4856, top5_acc: 0.8275, loss_cls: 6.2727, loss: 6.2727 +2025-06-27 12:13:32,162 - pyskl - INFO - Epoch [3][2400/3405] lr: 2.498e-02, eta: 2 days, 16:39:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.4919, top5_acc: 0.8263, loss_cls: 6.3566, loss: 6.3566 +2025-06-27 12:14:17,901 - pyskl - INFO - Epoch [3][2500/3405] lr: 2.498e-02, eta: 2 days, 16:38:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4994, top5_acc: 0.8263, loss_cls: 6.2503, loss: 6.2503 +2025-06-27 12:15:03,667 - pyskl - INFO - Epoch [3][2600/3405] lr: 2.498e-02, eta: 2 days, 16:36:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5025, top5_acc: 0.8263, loss_cls: 6.1887, loss: 6.1887 +2025-06-27 12:15:49,331 - pyskl - INFO - Epoch [3][2700/3405] lr: 2.498e-02, eta: 2 days, 16:35:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4950, top5_acc: 0.8275, loss_cls: 6.2751, loss: 6.2751 +2025-06-27 12:16:35,057 - pyskl - INFO - Epoch [3][2800/3405] lr: 2.498e-02, eta: 2 days, 16:34:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5025, top5_acc: 0.8256, loss_cls: 6.2067, loss: 6.2067 +2025-06-27 12:17:20,776 - pyskl - INFO - Epoch [3][2900/3405] lr: 2.498e-02, eta: 2 days, 16:32:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5106, top5_acc: 0.8313, loss_cls: 6.1950, loss: 6.1950 +2025-06-27 12:18:06,774 - pyskl - INFO - Epoch [3][3000/3405] lr: 2.498e-02, eta: 2 days, 16:31:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5275, top5_acc: 0.8363, loss_cls: 6.0754, loss: 6.0754 +2025-06-27 12:18:52,655 - pyskl - INFO - Epoch [3][3100/3405] lr: 2.498e-02, eta: 2 days, 16:30:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5200, top5_acc: 0.8456, loss_cls: 6.0777, loss: 6.0777 +2025-06-27 12:19:38,462 - pyskl - INFO - Epoch [3][3200/3405] lr: 2.498e-02, eta: 2 days, 16:29:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5106, top5_acc: 0.8413, loss_cls: 6.2768, loss: 6.2768 +2025-06-27 12:20:24,311 - pyskl - INFO - Epoch [3][3300/3405] lr: 2.498e-02, eta: 2 days, 16:27:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5475, top5_acc: 0.8550, loss_cls: 5.9343, loss: 5.9343 +2025-06-27 12:21:10,264 - pyskl - INFO - Epoch [3][3400/3405] lr: 2.498e-02, eta: 2 days, 16:26:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5231, top5_acc: 0.8413, loss_cls: 6.0727, loss: 6.0727 +2025-06-27 12:21:12,861 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-06-27 12:25:21,227 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 12:25:21,876 - pyskl - INFO - +top1_acc 0.5459 +top5_acc 0.8669 +2025-06-27 12:25:21,936 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_2.pth was removed +2025-06-27 12:25:23,031 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-06-27 12:25:23,033 - pyskl - INFO - Best top1_acc is 0.5459 at 3 epoch. +2025-06-27 12:25:23,055 - pyskl - INFO - Epoch(val) [3][3718] top1_acc: 0.5459, top5_acc: 0.8669 +2025-06-27 12:26:32,051 - pyskl - INFO - Epoch [4][100/3405] lr: 2.497e-02, eta: 2 days, 16:42:28, time: 0.690, data_time: 0.229, memory: 13268, top1_acc: 0.5200, top5_acc: 0.8400, loss_cls: 6.0545, loss: 6.0545 +2025-06-27 12:27:17,860 - pyskl - INFO - Epoch [4][200/3405] lr: 2.497e-02, eta: 2 days, 16:41:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5469, top5_acc: 0.8644, loss_cls: 5.7513, loss: 5.7513 +2025-06-27 12:28:03,660 - pyskl - INFO - Epoch [4][300/3405] lr: 2.497e-02, eta: 2 days, 16:39:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5506, top5_acc: 0.8494, loss_cls: 5.9561, loss: 5.9561 +2025-06-27 12:28:49,424 - pyskl - INFO - Epoch [4][400/3405] lr: 2.497e-02, eta: 2 days, 16:38:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5487, top5_acc: 0.8600, loss_cls: 5.9547, loss: 5.9547 +2025-06-27 12:29:35,273 - pyskl - INFO - Epoch [4][500/3405] lr: 2.497e-02, eta: 2 days, 16:37:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5569, top5_acc: 0.8712, loss_cls: 5.8214, loss: 5.8214 +2025-06-27 12:30:21,128 - pyskl - INFO - Epoch [4][600/3405] lr: 2.497e-02, eta: 2 days, 16:35:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5394, top5_acc: 0.8544, loss_cls: 5.9721, loss: 5.9721 +2025-06-27 12:31:06,890 - pyskl - INFO - Epoch [4][700/3405] lr: 2.497e-02, eta: 2 days, 16:34:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5475, top5_acc: 0.8669, loss_cls: 5.9396, loss: 5.9396 +2025-06-27 12:31:52,773 - pyskl - INFO - Epoch [4][800/3405] lr: 2.497e-02, eta: 2 days, 16:33:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5506, top5_acc: 0.8719, loss_cls: 5.8628, loss: 5.8628 +2025-06-27 12:32:38,611 - pyskl - INFO - Epoch [4][900/3405] lr: 2.497e-02, eta: 2 days, 16:31:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5463, top5_acc: 0.8644, loss_cls: 5.9424, loss: 5.9424 +2025-06-27 12:33:24,522 - pyskl - INFO - Epoch [4][1000/3405] lr: 2.497e-02, eta: 2 days, 16:30:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5394, top5_acc: 0.8531, loss_cls: 6.0142, loss: 6.0142 +2025-06-27 12:34:10,393 - pyskl - INFO - Epoch [4][1100/3405] lr: 2.497e-02, eta: 2 days, 16:29:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5550, top5_acc: 0.8581, loss_cls: 5.8233, loss: 5.8233 +2025-06-27 12:34:56,304 - pyskl - INFO - Epoch [4][1200/3405] lr: 2.497e-02, eta: 2 days, 16:28:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5606, top5_acc: 0.8869, loss_cls: 5.8148, loss: 5.8148 +2025-06-27 12:35:42,293 - pyskl - INFO - Epoch [4][1300/3405] lr: 2.497e-02, eta: 2 days, 16:27:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5500, top5_acc: 0.8644, loss_cls: 5.7989, loss: 5.7989 +2025-06-27 12:36:28,093 - pyskl - INFO - Epoch [4][1400/3405] lr: 2.497e-02, eta: 2 days, 16:25:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5669, top5_acc: 0.8725, loss_cls: 5.6550, loss: 5.6550 +2025-06-27 12:37:13,888 - pyskl - INFO - Epoch [4][1500/3405] lr: 2.497e-02, eta: 2 days, 16:24:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5731, top5_acc: 0.8750, loss_cls: 5.7001, loss: 5.7001 +2025-06-27 12:37:59,758 - pyskl - INFO - Epoch [4][1600/3405] lr: 2.497e-02, eta: 2 days, 16:23:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5587, top5_acc: 0.8512, loss_cls: 5.8706, loss: 5.8706 +2025-06-27 12:38:45,699 - pyskl - INFO - Epoch [4][1700/3405] lr: 2.497e-02, eta: 2 days, 16:22:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5669, top5_acc: 0.8756, loss_cls: 5.7266, loss: 5.7266 +2025-06-27 12:39:31,622 - pyskl - INFO - Epoch [4][1800/3405] lr: 2.497e-02, eta: 2 days, 16:21:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5550, top5_acc: 0.8575, loss_cls: 5.7412, loss: 5.7412 +2025-06-27 12:40:17,494 - pyskl - INFO - Epoch [4][1900/3405] lr: 2.497e-02, eta: 2 days, 16:19:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5706, top5_acc: 0.8731, loss_cls: 5.7599, loss: 5.7599 +2025-06-27 12:41:03,221 - pyskl - INFO - Epoch [4][2000/3405] lr: 2.496e-02, eta: 2 days, 16:18:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5563, top5_acc: 0.8644, loss_cls: 5.7325, loss: 5.7325 +2025-06-27 12:41:48,994 - pyskl - INFO - Epoch [4][2100/3405] lr: 2.496e-02, eta: 2 days, 16:17:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5813, top5_acc: 0.8781, loss_cls: 5.6230, loss: 5.6230 +2025-06-27 12:42:34,773 - pyskl - INFO - Epoch [4][2200/3405] lr: 2.496e-02, eta: 2 days, 16:16:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5806, top5_acc: 0.8794, loss_cls: 5.7642, loss: 5.7642 +2025-06-27 12:43:20,511 - pyskl - INFO - Epoch [4][2300/3405] lr: 2.496e-02, eta: 2 days, 16:15:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5500, top5_acc: 0.8619, loss_cls: 5.7351, loss: 5.7351 +2025-06-27 12:44:06,376 - pyskl - INFO - Epoch [4][2400/3405] lr: 2.496e-02, eta: 2 days, 16:13:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5675, top5_acc: 0.8644, loss_cls: 5.7623, loss: 5.7623 +2025-06-27 12:44:52,137 - pyskl - INFO - Epoch [4][2500/3405] lr: 2.496e-02, eta: 2 days, 16:12:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5806, top5_acc: 0.8694, loss_cls: 5.6614, loss: 5.6614 +2025-06-27 12:45:37,879 - pyskl - INFO - Epoch [4][2600/3405] lr: 2.496e-02, eta: 2 days, 16:11:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5944, top5_acc: 0.8838, loss_cls: 5.4991, loss: 5.4991 +2025-06-27 12:46:23,654 - pyskl - INFO - Epoch [4][2700/3405] lr: 2.496e-02, eta: 2 days, 16:10:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5587, top5_acc: 0.8631, loss_cls: 5.6592, loss: 5.6592 +2025-06-27 12:47:09,607 - pyskl - INFO - Epoch [4][2800/3405] lr: 2.496e-02, eta: 2 days, 16:09:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5663, top5_acc: 0.8731, loss_cls: 5.7229, loss: 5.7229 +2025-06-27 12:47:56,010 - pyskl - INFO - Epoch [4][2900/3405] lr: 2.496e-02, eta: 2 days, 16:08:27, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.6081, top5_acc: 0.8862, loss_cls: 5.5146, loss: 5.5146 +2025-06-27 12:48:42,178 - pyskl - INFO - Epoch [4][3000/3405] lr: 2.496e-02, eta: 2 days, 16:07:32, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.5931, top5_acc: 0.8869, loss_cls: 5.5248, loss: 5.5248 +2025-06-27 12:49:28,122 - pyskl - INFO - Epoch [4][3100/3405] lr: 2.496e-02, eta: 2 days, 16:06:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5850, top5_acc: 0.8738, loss_cls: 5.6224, loss: 5.6224 +2025-06-27 12:50:14,247 - pyskl - INFO - Epoch [4][3200/3405] lr: 2.496e-02, eta: 2 days, 16:05:32, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5944, top5_acc: 0.8800, loss_cls: 5.5622, loss: 5.5622 +2025-06-27 12:51:00,280 - pyskl - INFO - Epoch [4][3300/3405] lr: 2.496e-02, eta: 2 days, 16:04:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5869, top5_acc: 0.8788, loss_cls: 5.5633, loss: 5.5633 +2025-06-27 12:51:46,374 - pyskl - INFO - Epoch [4][3400/3405] lr: 2.496e-02, eta: 2 days, 16:03:35, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6094, top5_acc: 0.8844, loss_cls: 5.4459, loss: 5.4459 +2025-06-27 12:51:49,055 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-06-27 12:55:57,029 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 12:55:57,755 - pyskl - INFO - +top1_acc 0.5870 +top5_acc 0.8802 +2025-06-27 12:55:57,813 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_3.pth was removed +2025-06-27 12:55:58,901 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-06-27 12:55:58,903 - pyskl - INFO - Best top1_acc is 0.5870 at 4 epoch. +2025-06-27 12:55:58,924 - pyskl - INFO - Epoch(val) [4][3718] top1_acc: 0.5870, top5_acc: 0.8802 +2025-06-27 12:57:07,422 - pyskl - INFO - Epoch [5][100/3405] lr: 2.496e-02, eta: 2 days, 16:14:43, time: 0.685, data_time: 0.227, memory: 13268, top1_acc: 0.5894, top5_acc: 0.8988, loss_cls: 5.4455, loss: 5.4455 +2025-06-27 12:57:53,063 - pyskl - INFO - Epoch [5][200/3405] lr: 2.495e-02, eta: 2 days, 16:13:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5856, top5_acc: 0.8831, loss_cls: 5.5322, loss: 5.5322 +2025-06-27 12:58:38,778 - pyskl - INFO - Epoch [5][300/3405] lr: 2.495e-02, eta: 2 days, 16:12:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6081, top5_acc: 0.8838, loss_cls: 5.4540, loss: 5.4540 +2025-06-27 12:59:24,473 - pyskl - INFO - Epoch [5][400/3405] lr: 2.495e-02, eta: 2 days, 16:10:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6106, top5_acc: 0.8881, loss_cls: 5.4083, loss: 5.4083 +2025-06-27 13:00:10,121 - pyskl - INFO - Epoch [5][500/3405] lr: 2.495e-02, eta: 2 days, 16:09:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6075, top5_acc: 0.8800, loss_cls: 5.4392, loss: 5.4392 +2025-06-27 13:00:55,839 - pyskl - INFO - Epoch [5][600/3405] lr: 2.495e-02, eta: 2 days, 16:08:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6000, top5_acc: 0.8806, loss_cls: 5.5640, loss: 5.5640 +2025-06-27 13:01:41,409 - pyskl - INFO - Epoch [5][700/3405] lr: 2.495e-02, eta: 2 days, 16:07:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6075, top5_acc: 0.8862, loss_cls: 5.4904, loss: 5.4904 +2025-06-27 13:02:27,040 - pyskl - INFO - Epoch [5][800/3405] lr: 2.495e-02, eta: 2 days, 16:05:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6188, top5_acc: 0.8950, loss_cls: 5.2969, loss: 5.2969 +2025-06-27 13:03:12,702 - pyskl - INFO - Epoch [5][900/3405] lr: 2.495e-02, eta: 2 days, 16:04:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6206, top5_acc: 0.8925, loss_cls: 5.4209, loss: 5.4209 +2025-06-27 13:03:58,528 - pyskl - INFO - Epoch [5][1000/3405] lr: 2.495e-02, eta: 2 days, 16:03:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5994, top5_acc: 0.8919, loss_cls: 5.3824, loss: 5.3824 +2025-06-27 13:04:44,272 - pyskl - INFO - Epoch [5][1100/3405] lr: 2.495e-02, eta: 2 days, 16:02:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6175, top5_acc: 0.8950, loss_cls: 5.4384, loss: 5.4384 +2025-06-27 13:05:29,996 - pyskl - INFO - Epoch [5][1200/3405] lr: 2.495e-02, eta: 2 days, 16:01:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6181, top5_acc: 0.8875, loss_cls: 5.4753, loss: 5.4753 +2025-06-27 13:06:15,758 - pyskl - INFO - Epoch [5][1300/3405] lr: 2.495e-02, eta: 2 days, 15:59:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6169, top5_acc: 0.8944, loss_cls: 5.3942, loss: 5.3942 +2025-06-27 13:07:01,614 - pyskl - INFO - Epoch [5][1400/3405] lr: 2.495e-02, eta: 2 days, 15:58:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6125, top5_acc: 0.8994, loss_cls: 5.3147, loss: 5.3147 +2025-06-27 13:07:47,402 - pyskl - INFO - Epoch [5][1500/3405] lr: 2.495e-02, eta: 2 days, 15:57:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6119, top5_acc: 0.8875, loss_cls: 5.3531, loss: 5.3531 +2025-06-27 13:08:33,218 - pyskl - INFO - Epoch [5][1600/3405] lr: 2.495e-02, eta: 2 days, 15:56:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6100, top5_acc: 0.8900, loss_cls: 5.4194, loss: 5.4194 +2025-06-27 13:09:18,909 - pyskl - INFO - Epoch [5][1700/3405] lr: 2.494e-02, eta: 2 days, 15:55:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6038, top5_acc: 0.8944, loss_cls: 5.4441, loss: 5.4441 +2025-06-27 13:10:04,600 - pyskl - INFO - Epoch [5][1800/3405] lr: 2.494e-02, eta: 2 days, 15:54:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6025, top5_acc: 0.9019, loss_cls: 5.3967, loss: 5.3967 +2025-06-27 13:10:50,249 - pyskl - INFO - Epoch [5][1900/3405] lr: 2.494e-02, eta: 2 days, 15:52:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5919, top5_acc: 0.8800, loss_cls: 5.4992, loss: 5.4992 +2025-06-27 13:11:35,866 - pyskl - INFO - Epoch [5][2000/3405] lr: 2.494e-02, eta: 2 days, 15:51:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5856, top5_acc: 0.8981, loss_cls: 5.4173, loss: 5.4173 +2025-06-27 13:12:21,550 - pyskl - INFO - Epoch [5][2100/3405] lr: 2.494e-02, eta: 2 days, 15:50:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.9050, loss_cls: 5.3324, loss: 5.3324 +2025-06-27 13:13:07,270 - pyskl - INFO - Epoch [5][2200/3405] lr: 2.494e-02, eta: 2 days, 15:49:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6181, top5_acc: 0.9081, loss_cls: 5.3245, loss: 5.3245 +2025-06-27 13:13:53,025 - pyskl - INFO - Epoch [5][2300/3405] lr: 2.494e-02, eta: 2 days, 15:48:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6144, top5_acc: 0.8956, loss_cls: 5.3913, loss: 5.3913 +2025-06-27 13:14:38,719 - pyskl - INFO - Epoch [5][2400/3405] lr: 2.494e-02, eta: 2 days, 15:47:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6031, top5_acc: 0.8988, loss_cls: 5.2949, loss: 5.2949 +2025-06-27 13:15:24,432 - pyskl - INFO - Epoch [5][2500/3405] lr: 2.494e-02, eta: 2 days, 15:45:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6231, top5_acc: 0.8988, loss_cls: 5.3155, loss: 5.3155 +2025-06-27 13:16:10,169 - pyskl - INFO - Epoch [5][2600/3405] lr: 2.494e-02, eta: 2 days, 15:44:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5969, top5_acc: 0.8894, loss_cls: 5.4613, loss: 5.4613 +2025-06-27 13:16:55,934 - pyskl - INFO - Epoch [5][2700/3405] lr: 2.494e-02, eta: 2 days, 15:43:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6081, top5_acc: 0.8881, loss_cls: 5.3675, loss: 5.3675 +2025-06-27 13:17:41,683 - pyskl - INFO - Epoch [5][2800/3405] lr: 2.494e-02, eta: 2 days, 15:42:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6294, top5_acc: 0.8925, loss_cls: 5.3313, loss: 5.3313 +2025-06-27 13:18:27,413 - pyskl - INFO - Epoch [5][2900/3405] lr: 2.494e-02, eta: 2 days, 15:41:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6088, top5_acc: 0.9031, loss_cls: 5.3826, loss: 5.3826 +2025-06-27 13:19:13,028 - pyskl - INFO - Epoch [5][3000/3405] lr: 2.493e-02, eta: 2 days, 15:40:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6294, top5_acc: 0.8969, loss_cls: 5.2743, loss: 5.2743 +2025-06-27 13:19:58,687 - pyskl - INFO - Epoch [5][3100/3405] lr: 2.493e-02, eta: 2 days, 15:39:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6112, top5_acc: 0.8856, loss_cls: 5.4525, loss: 5.4525 +2025-06-27 13:20:44,200 - pyskl - INFO - Epoch [5][3200/3405] lr: 2.493e-02, eta: 2 days, 15:38:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6225, top5_acc: 0.8988, loss_cls: 5.3334, loss: 5.3334 +2025-06-27 13:21:29,666 - pyskl - INFO - Epoch [5][3300/3405] lr: 2.493e-02, eta: 2 days, 15:36:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6088, top5_acc: 0.8888, loss_cls: 5.2757, loss: 5.2757 +2025-06-27 13:22:15,230 - pyskl - INFO - Epoch [5][3400/3405] lr: 2.493e-02, eta: 2 days, 15:35:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.8981, loss_cls: 5.3359, loss: 5.3359 +2025-06-27 13:22:17,886 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-06-27 13:40:36,687 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 13:40:37,235 - pyskl - INFO - +top1_acc 0.6179 +top5_acc 0.8947 +2025-06-27 13:40:37,292 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_4.pth was removed +2025-06-27 13:40:38,328 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-06-27 13:40:38,330 - pyskl - INFO - Best top1_acc is 0.6179 at 5 epoch. +2025-06-27 13:40:38,349 - pyskl - INFO - Epoch(val) [5][3718] top1_acc: 0.6179, top5_acc: 0.8947 +2025-06-27 13:41:46,604 - pyskl - INFO - Epoch [6][100/3405] lr: 2.493e-02, eta: 2 days, 15:44:16, time: 0.682, data_time: 0.225, memory: 13268, top1_acc: 0.6319, top5_acc: 0.9069, loss_cls: 5.2351, loss: 5.2351 +2025-06-27 13:42:32,323 - pyskl - INFO - Epoch [6][200/3405] lr: 2.493e-02, eta: 2 days, 15:43:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6331, top5_acc: 0.9144, loss_cls: 5.2367, loss: 5.2367 +2025-06-27 13:43:18,038 - pyskl - INFO - Epoch [6][300/3405] lr: 2.493e-02, eta: 2 days, 15:41:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.9000, loss_cls: 5.1770, loss: 5.1770 +2025-06-27 13:44:03,794 - pyskl - INFO - Epoch [6][400/3405] lr: 2.493e-02, eta: 2 days, 15:40:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6094, top5_acc: 0.8950, loss_cls: 5.3205, loss: 5.3205 +2025-06-27 13:44:49,471 - pyskl - INFO - Epoch [6][500/3405] lr: 2.493e-02, eta: 2 days, 15:39:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6369, top5_acc: 0.9125, loss_cls: 5.1525, loss: 5.1525 +2025-06-27 13:45:35,207 - pyskl - INFO - Epoch [6][600/3405] lr: 2.493e-02, eta: 2 days, 15:38:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6244, top5_acc: 0.9000, loss_cls: 5.2455, loss: 5.2455 +2025-06-27 13:46:20,968 - pyskl - INFO - Epoch [6][700/3405] lr: 2.493e-02, eta: 2 days, 15:37:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6338, top5_acc: 0.8925, loss_cls: 5.2861, loss: 5.2861 +2025-06-27 13:47:06,714 - pyskl - INFO - Epoch [6][800/3405] lr: 2.492e-02, eta: 2 days, 15:36:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6456, top5_acc: 0.9069, loss_cls: 5.0320, loss: 5.0320 +2025-06-27 13:47:52,357 - pyskl - INFO - Epoch [6][900/3405] lr: 2.492e-02, eta: 2 days, 15:35:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6306, top5_acc: 0.8994, loss_cls: 5.1112, loss: 5.1112 +2025-06-27 13:48:38,097 - pyskl - INFO - Epoch [6][1000/3405] lr: 2.492e-02, eta: 2 days, 15:34:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.8975, loss_cls: 5.2327, loss: 5.2327 +2025-06-27 13:49:23,877 - pyskl - INFO - Epoch [6][1100/3405] lr: 2.492e-02, eta: 2 days, 15:33:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6212, top5_acc: 0.9081, loss_cls: 5.2191, loss: 5.2191 +2025-06-27 13:50:09,568 - pyskl - INFO - Epoch [6][1200/3405] lr: 2.492e-02, eta: 2 days, 15:31:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6294, top5_acc: 0.8956, loss_cls: 5.2760, loss: 5.2760 +2025-06-27 13:50:55,271 - pyskl - INFO - Epoch [6][1300/3405] lr: 2.492e-02, eta: 2 days, 15:30:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.8944, loss_cls: 5.1174, loss: 5.1174 +2025-06-27 13:51:40,948 - pyskl - INFO - Epoch [6][1400/3405] lr: 2.492e-02, eta: 2 days, 15:29:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6569, top5_acc: 0.9175, loss_cls: 5.1357, loss: 5.1357 +2025-06-27 13:52:26,611 - pyskl - INFO - Epoch [6][1500/3405] lr: 2.492e-02, eta: 2 days, 15:28:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6262, top5_acc: 0.8888, loss_cls: 5.2213, loss: 5.2213 +2025-06-27 13:53:12,268 - pyskl - INFO - Epoch [6][1600/3405] lr: 2.492e-02, eta: 2 days, 15:27:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6469, top5_acc: 0.9144, loss_cls: 5.0609, loss: 5.0609 +2025-06-27 13:53:57,949 - pyskl - INFO - Epoch [6][1700/3405] lr: 2.492e-02, eta: 2 days, 15:26:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6613, top5_acc: 0.9219, loss_cls: 4.9276, loss: 4.9276 +2025-06-27 13:54:43,685 - pyskl - INFO - Epoch [6][1800/3405] lr: 2.492e-02, eta: 2 days, 15:25:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6556, top5_acc: 0.9094, loss_cls: 5.1580, loss: 5.1580 +2025-06-27 13:55:29,375 - pyskl - INFO - Epoch [6][1900/3405] lr: 2.492e-02, eta: 2 days, 15:24:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6331, top5_acc: 0.9113, loss_cls: 5.1600, loss: 5.1600 +2025-06-27 13:56:15,038 - pyskl - INFO - Epoch [6][2000/3405] lr: 2.491e-02, eta: 2 days, 15:23:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6412, top5_acc: 0.8994, loss_cls: 5.2085, loss: 5.2085 +2025-06-27 13:57:00,541 - pyskl - INFO - Epoch [6][2100/3405] lr: 2.491e-02, eta: 2 days, 15:22:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.9056, loss_cls: 5.2003, loss: 5.2003 +2025-06-27 13:57:46,095 - pyskl - INFO - Epoch [6][2200/3405] lr: 2.491e-02, eta: 2 days, 15:20:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6475, top5_acc: 0.9163, loss_cls: 5.1732, loss: 5.1732 +2025-06-27 13:58:31,670 - pyskl - INFO - Epoch [6][2300/3405] lr: 2.491e-02, eta: 2 days, 15:19:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6244, top5_acc: 0.9144, loss_cls: 5.1901, loss: 5.1901 +2025-06-27 13:59:17,176 - pyskl - INFO - Epoch [6][2400/3405] lr: 2.491e-02, eta: 2 days, 15:18:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.9044, loss_cls: 5.1430, loss: 5.1430 +2025-06-27 14:00:02,714 - pyskl - INFO - Epoch [6][2500/3405] lr: 2.491e-02, eta: 2 days, 15:17:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6319, top5_acc: 0.9081, loss_cls: 5.1772, loss: 5.1772 +2025-06-27 14:00:48,240 - pyskl - INFO - Epoch [6][2600/3405] lr: 2.491e-02, eta: 2 days, 15:16:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6450, top5_acc: 0.9000, loss_cls: 5.1651, loss: 5.1651 +2025-06-27 14:01:33,760 - pyskl - INFO - Epoch [6][2700/3405] lr: 2.491e-02, eta: 2 days, 15:15:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6569, top5_acc: 0.9175, loss_cls: 5.0665, loss: 5.0665 +2025-06-27 14:02:19,276 - pyskl - INFO - Epoch [6][2800/3405] lr: 2.491e-02, eta: 2 days, 15:14:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6438, top5_acc: 0.9150, loss_cls: 5.1408, loss: 5.1408 +2025-06-27 14:03:04,848 - pyskl - INFO - Epoch [6][2900/3405] lr: 2.491e-02, eta: 2 days, 15:13:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6369, top5_acc: 0.9038, loss_cls: 5.0854, loss: 5.0854 +2025-06-27 14:03:50,522 - pyskl - INFO - Epoch [6][3000/3405] lr: 2.491e-02, eta: 2 days, 15:11:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6538, top5_acc: 0.9062, loss_cls: 5.1530, loss: 5.1530 +2025-06-27 14:04:36,321 - pyskl - INFO - Epoch [6][3100/3405] lr: 2.490e-02, eta: 2 days, 15:10:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.9144, loss_cls: 5.0395, loss: 5.0395 +2025-06-27 14:05:22,142 - pyskl - INFO - Epoch [6][3200/3405] lr: 2.490e-02, eta: 2 days, 15:09:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6575, top5_acc: 0.9163, loss_cls: 4.9443, loss: 4.9443 +2025-06-27 14:06:07,965 - pyskl - INFO - Epoch [6][3300/3405] lr: 2.490e-02, eta: 2 days, 15:08:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.9100, loss_cls: 5.1152, loss: 5.1152 +2025-06-27 14:06:53,733 - pyskl - INFO - Epoch [6][3400/3405] lr: 2.490e-02, eta: 2 days, 15:07:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6444, top5_acc: 0.9081, loss_cls: 5.0903, loss: 5.0903 +2025-06-27 14:06:56,375 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-06-27 14:11:03,754 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 14:11:04,393 - pyskl - INFO - +top1_acc 0.6394 +top5_acc 0.9003 +2025-06-27 14:11:04,451 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_5.pth was removed +2025-06-27 14:11:05,506 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-06-27 14:11:05,508 - pyskl - INFO - Best top1_acc is 0.6394 at 6 epoch. +2025-06-27 14:11:05,526 - pyskl - INFO - Epoch(val) [6][3718] top1_acc: 0.6394, top5_acc: 0.9003 +2025-06-27 14:12:13,935 - pyskl - INFO - Epoch [7][100/3405] lr: 2.490e-02, eta: 2 days, 15:15:00, time: 0.684, data_time: 0.225, memory: 13268, top1_acc: 0.6613, top5_acc: 0.9012, loss_cls: 5.1008, loss: 5.1008 +2025-06-27 14:12:59,574 - pyskl - INFO - Epoch [7][200/3405] lr: 2.490e-02, eta: 2 days, 15:13:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6538, top5_acc: 0.9006, loss_cls: 5.1145, loss: 5.1145 +2025-06-27 14:13:45,155 - pyskl - INFO - Epoch [7][300/3405] lr: 2.490e-02, eta: 2 days, 15:12:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6594, top5_acc: 0.9106, loss_cls: 5.0106, loss: 5.0106 +2025-06-27 14:14:30,810 - pyskl - INFO - Epoch [7][400/3405] lr: 2.490e-02, eta: 2 days, 15:11:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6525, top5_acc: 0.9038, loss_cls: 5.0141, loss: 5.0141 +2025-06-27 14:15:16,466 - pyskl - INFO - Epoch [7][500/3405] lr: 2.490e-02, eta: 2 days, 15:10:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6687, top5_acc: 0.9294, loss_cls: 4.9338, loss: 4.9338 +2025-06-27 14:16:02,134 - pyskl - INFO - Epoch [7][600/3405] lr: 2.490e-02, eta: 2 days, 15:09:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6431, top5_acc: 0.9044, loss_cls: 5.0476, loss: 5.0476 +2025-06-27 14:16:47,933 - pyskl - INFO - Epoch [7][700/3405] lr: 2.489e-02, eta: 2 days, 15:08:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6506, top5_acc: 0.9113, loss_cls: 4.9437, loss: 4.9437 +2025-06-27 14:17:33,618 - pyskl - INFO - Epoch [7][800/3405] lr: 2.489e-02, eta: 2 days, 15:07:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6562, top5_acc: 0.9206, loss_cls: 5.0265, loss: 5.0265 +2025-06-27 14:18:19,347 - pyskl - INFO - Epoch [7][900/3405] lr: 2.489e-02, eta: 2 days, 15:06:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9244, loss_cls: 4.9343, loss: 4.9343 +2025-06-27 14:19:05,097 - pyskl - INFO - Epoch [7][1000/3405] lr: 2.489e-02, eta: 2 days, 15:05:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6506, top5_acc: 0.9194, loss_cls: 5.0719, loss: 5.0719 +2025-06-27 14:19:50,768 - pyskl - INFO - Epoch [7][1100/3405] lr: 2.489e-02, eta: 2 days, 15:04:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.9219, loss_cls: 5.0328, loss: 5.0328 +2025-06-27 14:20:36,510 - pyskl - INFO - Epoch [7][1200/3405] lr: 2.489e-02, eta: 2 days, 15:03:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6656, top5_acc: 0.9237, loss_cls: 5.0268, loss: 5.0268 +2025-06-27 14:21:22,224 - pyskl - INFO - Epoch [7][1300/3405] lr: 2.489e-02, eta: 2 days, 15:02:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6512, top5_acc: 0.9069, loss_cls: 5.1212, loss: 5.1212 +2025-06-27 14:22:08,006 - pyskl - INFO - Epoch [7][1400/3405] lr: 2.489e-02, eta: 2 days, 15:01:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6631, top5_acc: 0.9200, loss_cls: 4.9272, loss: 4.9272 +2025-06-27 14:22:53,700 - pyskl - INFO - Epoch [7][1500/3405] lr: 2.489e-02, eta: 2 days, 15:00:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6569, top5_acc: 0.9244, loss_cls: 5.0205, loss: 5.0205 +2025-06-27 14:23:39,474 - pyskl - INFO - Epoch [7][1600/3405] lr: 2.489e-02, eta: 2 days, 14:59:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6550, top5_acc: 0.9156, loss_cls: 5.0203, loss: 5.0203 +2025-06-27 14:24:25,241 - pyskl - INFO - Epoch [7][1700/3405] lr: 2.488e-02, eta: 2 days, 14:58:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6469, top5_acc: 0.9244, loss_cls: 4.9680, loss: 4.9680 +2025-06-27 14:25:10,985 - pyskl - INFO - Epoch [7][1800/3405] lr: 2.488e-02, eta: 2 days, 14:57:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9187, loss_cls: 4.9243, loss: 4.9243 +2025-06-27 14:25:56,785 - pyskl - INFO - Epoch [7][1900/3405] lr: 2.488e-02, eta: 2 days, 14:56:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6606, top5_acc: 0.9163, loss_cls: 4.9242, loss: 4.9242 +2025-06-27 14:26:42,554 - pyskl - INFO - Epoch [7][2000/3405] lr: 2.488e-02, eta: 2 days, 14:55:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6631, top5_acc: 0.9119, loss_cls: 4.9575, loss: 4.9575 +2025-06-27 14:27:28,307 - pyskl - INFO - Epoch [7][2100/3405] lr: 2.488e-02, eta: 2 days, 14:54:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9275, loss_cls: 4.9164, loss: 4.9164 +2025-06-27 14:28:13,943 - pyskl - INFO - Epoch [7][2200/3405] lr: 2.488e-02, eta: 2 days, 14:53:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6687, top5_acc: 0.9250, loss_cls: 4.9437, loss: 4.9437 +2025-06-27 14:28:59,869 - pyskl - INFO - Epoch [7][2300/3405] lr: 2.488e-02, eta: 2 days, 14:52:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6444, top5_acc: 0.9069, loss_cls: 5.0918, loss: 5.0918 +2025-06-27 14:29:45,267 - pyskl - INFO - Epoch [7][2400/3405] lr: 2.488e-02, eta: 2 days, 14:51:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6631, top5_acc: 0.9275, loss_cls: 4.8818, loss: 4.8818 +2025-06-27 14:30:30,886 - pyskl - INFO - Epoch [7][2500/3405] lr: 2.488e-02, eta: 2 days, 14:50:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6350, top5_acc: 0.9163, loss_cls: 5.1004, loss: 5.1004 +2025-06-27 14:31:16,661 - pyskl - INFO - Epoch [7][2600/3405] lr: 2.487e-02, eta: 2 days, 14:49:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9131, loss_cls: 4.9199, loss: 4.9199 +2025-06-27 14:32:02,510 - pyskl - INFO - Epoch [7][2700/3405] lr: 2.487e-02, eta: 2 days, 14:48:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6400, top5_acc: 0.8944, loss_cls: 5.1572, loss: 5.1572 +2025-06-27 14:32:48,589 - pyskl - INFO - Epoch [7][2800/3405] lr: 2.487e-02, eta: 2 days, 14:47:17, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6375, top5_acc: 0.9031, loss_cls: 5.0204, loss: 5.0204 +2025-06-27 14:33:34,628 - pyskl - INFO - Epoch [7][2900/3405] lr: 2.487e-02, eta: 2 days, 14:46:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9250, loss_cls: 4.9453, loss: 4.9453 +2025-06-27 14:34:20,357 - pyskl - INFO - Epoch [7][3000/3405] lr: 2.487e-02, eta: 2 days, 14:45:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6687, top5_acc: 0.9287, loss_cls: 4.8226, loss: 4.8226 +2025-06-27 14:35:06,178 - pyskl - INFO - Epoch [7][3100/3405] lr: 2.487e-02, eta: 2 days, 14:44:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6438, top5_acc: 0.9150, loss_cls: 5.0731, loss: 5.0731 +2025-06-27 14:35:52,097 - pyskl - INFO - Epoch [7][3200/3405] lr: 2.487e-02, eta: 2 days, 14:43:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6594, top5_acc: 0.9225, loss_cls: 4.8514, loss: 4.8514 +2025-06-27 14:36:37,959 - pyskl - INFO - Epoch [7][3300/3405] lr: 2.487e-02, eta: 2 days, 14:42:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6587, top5_acc: 0.9062, loss_cls: 4.9259, loss: 4.9259 +2025-06-27 14:37:23,962 - pyskl - INFO - Epoch [7][3400/3405] lr: 2.487e-02, eta: 2 days, 14:41:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9137, loss_cls: 4.9301, loss: 4.9301 +2025-06-27 14:37:26,630 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-06-27 14:41:34,250 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 14:41:34,903 - pyskl - INFO - +top1_acc 0.6020 +top5_acc 0.8799 +2025-06-27 14:41:34,926 - pyskl - INFO - Epoch(val) [7][3718] top1_acc: 0.6020, top5_acc: 0.8799 +2025-06-27 14:42:43,435 - pyskl - INFO - Epoch [8][100/3405] lr: 2.486e-02, eta: 2 days, 14:47:36, time: 0.685, data_time: 0.228, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9237, loss_cls: 4.9067, loss: 4.9067 +2025-06-27 14:43:28,859 - pyskl - INFO - Epoch [8][200/3405] lr: 2.486e-02, eta: 2 days, 14:46:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6519, top5_acc: 0.9100, loss_cls: 5.0448, loss: 5.0448 +2025-06-27 14:44:14,586 - pyskl - INFO - Epoch [8][300/3405] lr: 2.486e-02, eta: 2 days, 14:45:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9194, loss_cls: 4.8267, loss: 4.8267 +2025-06-27 14:45:00,434 - pyskl - INFO - Epoch [8][400/3405] lr: 2.486e-02, eta: 2 days, 14:44:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9187, loss_cls: 4.8236, loss: 4.8236 +2025-06-27 14:45:46,255 - pyskl - INFO - Epoch [8][500/3405] lr: 2.486e-02, eta: 2 days, 14:43:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9206, loss_cls: 4.8701, loss: 4.8701 +2025-06-27 14:46:32,062 - pyskl - INFO - Epoch [8][600/3405] lr: 2.486e-02, eta: 2 days, 14:42:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6500, top5_acc: 0.9163, loss_cls: 4.9598, loss: 4.9598 +2025-06-27 14:47:17,934 - pyskl - INFO - Epoch [8][700/3405] lr: 2.486e-02, eta: 2 days, 14:41:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9300, loss_cls: 4.7341, loss: 4.7341 +2025-06-27 14:48:03,803 - pyskl - INFO - Epoch [8][800/3405] lr: 2.486e-02, eta: 2 days, 14:40:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6750, top5_acc: 0.9194, loss_cls: 4.9150, loss: 4.9150 +2025-06-27 14:48:49,614 - pyskl - INFO - Epoch [8][900/3405] lr: 2.486e-02, eta: 2 days, 14:39:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9250, loss_cls: 4.7558, loss: 4.7558 +2025-06-27 14:49:35,394 - pyskl - INFO - Epoch [8][1000/3405] lr: 2.485e-02, eta: 2 days, 14:38:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9313, loss_cls: 4.7877, loss: 4.7877 +2025-06-27 14:50:21,238 - pyskl - INFO - Epoch [8][1100/3405] lr: 2.485e-02, eta: 2 days, 14:37:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9163, loss_cls: 4.8082, loss: 4.8082 +2025-06-27 14:51:07,097 - pyskl - INFO - Epoch [8][1200/3405] lr: 2.485e-02, eta: 2 days, 14:36:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6562, top5_acc: 0.9219, loss_cls: 4.8587, loss: 4.8587 +2025-06-27 14:51:52,941 - pyskl - INFO - Epoch [8][1300/3405] lr: 2.485e-02, eta: 2 days, 14:35:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9275, loss_cls: 4.9301, loss: 4.9301 +2025-06-27 14:52:38,628 - pyskl - INFO - Epoch [8][1400/3405] lr: 2.485e-02, eta: 2 days, 14:34:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9256, loss_cls: 4.8471, loss: 4.8471 +2025-06-27 14:53:24,310 - pyskl - INFO - Epoch [8][1500/3405] lr: 2.485e-02, eta: 2 days, 14:33:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9231, loss_cls: 4.8670, loss: 4.8670 +2025-06-27 14:54:09,987 - pyskl - INFO - Epoch [8][1600/3405] lr: 2.485e-02, eta: 2 days, 14:32:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9181, loss_cls: 4.7580, loss: 4.7580 +2025-06-27 14:54:55,746 - pyskl - INFO - Epoch [8][1700/3405] lr: 2.485e-02, eta: 2 days, 14:31:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9319, loss_cls: 4.8105, loss: 4.8105 +2025-06-27 14:55:41,438 - pyskl - INFO - Epoch [8][1800/3405] lr: 2.484e-02, eta: 2 days, 14:30:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6594, top5_acc: 0.9244, loss_cls: 4.7719, loss: 4.7719 +2025-06-27 14:56:27,115 - pyskl - INFO - Epoch [8][1900/3405] lr: 2.484e-02, eta: 2 days, 14:29:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9181, loss_cls: 4.8497, loss: 4.8497 +2025-06-27 14:57:12,747 - pyskl - INFO - Epoch [8][2000/3405] lr: 2.484e-02, eta: 2 days, 14:28:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9187, loss_cls: 4.8722, loss: 4.8722 +2025-06-27 14:57:58,391 - pyskl - INFO - Epoch [8][2100/3405] lr: 2.484e-02, eta: 2 days, 14:27:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9269, loss_cls: 4.8362, loss: 4.8362 +2025-06-27 14:58:44,046 - pyskl - INFO - Epoch [8][2200/3405] lr: 2.484e-02, eta: 2 days, 14:26:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9269, loss_cls: 4.7952, loss: 4.7952 +2025-06-27 14:59:29,801 - pyskl - INFO - Epoch [8][2300/3405] lr: 2.484e-02, eta: 2 days, 14:25:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9375, loss_cls: 4.6835, loss: 4.6835 +2025-06-27 15:00:15,501 - pyskl - INFO - Epoch [8][2400/3405] lr: 2.484e-02, eta: 2 days, 14:24:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9294, loss_cls: 4.8240, loss: 4.8240 +2025-06-27 15:01:01,211 - pyskl - INFO - Epoch [8][2500/3405] lr: 2.484e-02, eta: 2 days, 14:23:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9231, loss_cls: 4.9278, loss: 4.9278 +2025-06-27 15:01:46,968 - pyskl - INFO - Epoch [8][2600/3405] lr: 2.484e-02, eta: 2 days, 14:22:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9206, loss_cls: 4.9074, loss: 4.9074 +2025-06-27 15:02:32,913 - pyskl - INFO - Epoch [8][2700/3405] lr: 2.483e-02, eta: 2 days, 14:22:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9181, loss_cls: 4.9152, loss: 4.9152 +2025-06-27 15:03:18,924 - pyskl - INFO - Epoch [8][2800/3405] lr: 2.483e-02, eta: 2 days, 14:21:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9287, loss_cls: 4.7335, loss: 4.7335 +2025-06-27 15:04:05,008 - pyskl - INFO - Epoch [8][2900/3405] lr: 2.483e-02, eta: 2 days, 14:20:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6569, top5_acc: 0.9150, loss_cls: 4.8846, loss: 4.8846 +2025-06-27 15:04:51,062 - pyskl - INFO - Epoch [8][3000/3405] lr: 2.483e-02, eta: 2 days, 14:19:26, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9069, loss_cls: 4.9619, loss: 4.9619 +2025-06-27 15:05:37,003 - pyskl - INFO - Epoch [8][3100/3405] lr: 2.483e-02, eta: 2 days, 14:18:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9250, loss_cls: 4.7604, loss: 4.7604 +2025-06-27 15:06:23,040 - pyskl - INFO - Epoch [8][3200/3405] lr: 2.483e-02, eta: 2 days, 14:17:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9213, loss_cls: 4.7701, loss: 4.7701 +2025-06-27 15:07:08,921 - pyskl - INFO - Epoch [8][3300/3405] lr: 2.483e-02, eta: 2 days, 14:16:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6637, top5_acc: 0.9269, loss_cls: 4.9238, loss: 4.9238 +2025-06-27 15:07:54,632 - pyskl - INFO - Epoch [8][3400/3405] lr: 2.483e-02, eta: 2 days, 14:15:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9219, loss_cls: 4.7888, loss: 4.7888 +2025-06-27 15:07:57,264 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-06-27 15:12:05,005 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 15:12:05,562 - pyskl - INFO - +top1_acc 0.6525 +top5_acc 0.9066 +2025-06-27 15:12:05,624 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_6.pth was removed +2025-06-27 15:12:06,719 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2025-06-27 15:12:06,721 - pyskl - INFO - Best top1_acc is 0.6525 at 8 epoch. +2025-06-27 15:12:06,742 - pyskl - INFO - Epoch(val) [8][3718] top1_acc: 0.6525, top5_acc: 0.9066 +2025-06-27 15:13:15,202 - pyskl - INFO - Epoch [9][100/3405] lr: 2.482e-02, eta: 2 days, 14:20:48, time: 0.685, data_time: 0.228, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9187, loss_cls: 4.7394, loss: 4.7394 +2025-06-27 15:14:00,864 - pyskl - INFO - Epoch [9][200/3405] lr: 2.482e-02, eta: 2 days, 14:19:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9350, loss_cls: 4.7851, loss: 4.7851 +2025-06-27 15:14:46,578 - pyskl - INFO - Epoch [9][300/3405] lr: 2.482e-02, eta: 2 days, 14:18:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9331, loss_cls: 4.7653, loss: 4.7653 +2025-06-27 15:15:32,315 - pyskl - INFO - Epoch [9][400/3405] lr: 2.482e-02, eta: 2 days, 14:17:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9306, loss_cls: 4.7689, loss: 4.7689 +2025-06-27 15:16:18,033 - pyskl - INFO - Epoch [9][500/3405] lr: 2.482e-02, eta: 2 days, 14:16:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9231, loss_cls: 4.8012, loss: 4.8012 +2025-06-27 15:17:03,675 - pyskl - INFO - Epoch [9][600/3405] lr: 2.482e-02, eta: 2 days, 14:15:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9306, loss_cls: 4.7523, loss: 4.7523 +2025-06-27 15:17:49,348 - pyskl - INFO - Epoch [9][700/3405] lr: 2.482e-02, eta: 2 days, 14:14:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9275, loss_cls: 4.7324, loss: 4.7324 +2025-06-27 15:18:35,068 - pyskl - INFO - Epoch [9][800/3405] lr: 2.481e-02, eta: 2 days, 14:13:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9244, loss_cls: 4.6507, loss: 4.6507 +2025-06-27 15:19:20,777 - pyskl - INFO - Epoch [9][900/3405] lr: 2.481e-02, eta: 2 days, 14:12:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9281, loss_cls: 4.7106, loss: 4.7106 +2025-06-27 15:20:06,451 - pyskl - INFO - Epoch [9][1000/3405] lr: 2.481e-02, eta: 2 days, 14:11:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9169, loss_cls: 4.7323, loss: 4.7323 +2025-06-27 15:20:52,170 - pyskl - INFO - Epoch [9][1100/3405] lr: 2.481e-02, eta: 2 days, 14:10:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6700, top5_acc: 0.9294, loss_cls: 4.8162, loss: 4.8162 +2025-06-27 15:21:37,993 - pyskl - INFO - Epoch [9][1200/3405] lr: 2.481e-02, eta: 2 days, 14:10:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9256, loss_cls: 4.7372, loss: 4.7372 +2025-06-27 15:22:23,637 - pyskl - INFO - Epoch [9][1300/3405] lr: 2.481e-02, eta: 2 days, 14:09:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9187, loss_cls: 4.8454, loss: 4.8454 +2025-06-27 15:23:09,233 - pyskl - INFO - Epoch [9][1400/3405] lr: 2.481e-02, eta: 2 days, 14:08:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9187, loss_cls: 4.8291, loss: 4.8291 +2025-06-27 15:23:54,985 - pyskl - INFO - Epoch [9][1500/3405] lr: 2.481e-02, eta: 2 days, 14:07:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9200, loss_cls: 4.8211, loss: 4.8211 +2025-06-27 15:24:40,820 - pyskl - INFO - Epoch [9][1600/3405] lr: 2.480e-02, eta: 2 days, 14:06:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9375, loss_cls: 4.6809, loss: 4.6809 +2025-06-27 15:25:26,569 - pyskl - INFO - Epoch [9][1700/3405] lr: 2.480e-02, eta: 2 days, 14:05:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9344, loss_cls: 4.6203, loss: 4.6203 +2025-06-27 15:26:12,337 - pyskl - INFO - Epoch [9][1800/3405] lr: 2.480e-02, eta: 2 days, 14:04:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9356, loss_cls: 4.6834, loss: 4.6834 +2025-06-27 15:26:58,192 - pyskl - INFO - Epoch [9][1900/3405] lr: 2.480e-02, eta: 2 days, 14:03:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9219, loss_cls: 4.7530, loss: 4.7530 +2025-06-27 15:27:43,818 - pyskl - INFO - Epoch [9][2000/3405] lr: 2.480e-02, eta: 2 days, 14:02:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9275, loss_cls: 4.7090, loss: 4.7090 +2025-06-27 15:28:29,694 - pyskl - INFO - Epoch [9][2100/3405] lr: 2.480e-02, eta: 2 days, 14:01:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9144, loss_cls: 4.7421, loss: 4.7421 +2025-06-27 15:29:15,388 - pyskl - INFO - Epoch [9][2200/3405] lr: 2.480e-02, eta: 2 days, 14:00:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9237, loss_cls: 4.8873, loss: 4.8873 +2025-06-27 15:30:01,325 - pyskl - INFO - Epoch [9][2300/3405] lr: 2.479e-02, eta: 2 days, 13:59:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9369, loss_cls: 4.6895, loss: 4.6895 +2025-06-27 15:30:46,800 - pyskl - INFO - Epoch [9][2400/3405] lr: 2.479e-02, eta: 2 days, 13:58:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9294, loss_cls: 4.5987, loss: 4.5987 +2025-06-27 15:31:32,459 - pyskl - INFO - Epoch [9][2500/3405] lr: 2.479e-02, eta: 2 days, 13:57:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9181, loss_cls: 4.7420, loss: 4.7420 +2025-06-27 15:32:18,101 - pyskl - INFO - Epoch [9][2600/3405] lr: 2.479e-02, eta: 2 days, 13:56:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9187, loss_cls: 4.8147, loss: 4.8147 +2025-06-27 15:33:03,854 - pyskl - INFO - Epoch [9][2700/3405] lr: 2.479e-02, eta: 2 days, 13:55:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9306, loss_cls: 4.7790, loss: 4.7790 +2025-06-27 15:33:49,564 - pyskl - INFO - Epoch [9][2800/3405] lr: 2.479e-02, eta: 2 days, 13:54:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9250, loss_cls: 4.7258, loss: 4.7258 +2025-06-27 15:34:35,471 - pyskl - INFO - Epoch [9][2900/3405] lr: 2.479e-02, eta: 2 days, 13:53:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9219, loss_cls: 4.8187, loss: 4.8187 +2025-06-27 15:35:21,257 - pyskl - INFO - Epoch [9][3000/3405] lr: 2.478e-02, eta: 2 days, 13:52:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9231, loss_cls: 4.7610, loss: 4.7610 +2025-06-27 15:36:07,076 - pyskl - INFO - Epoch [9][3100/3405] lr: 2.478e-02, eta: 2 days, 13:52:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9300, loss_cls: 4.6642, loss: 4.6642 +2025-06-27 15:36:53,104 - pyskl - INFO - Epoch [9][3200/3405] lr: 2.478e-02, eta: 2 days, 13:51:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9306, loss_cls: 4.8109, loss: 4.8109 +2025-06-27 15:37:38,927 - pyskl - INFO - Epoch [9][3300/3405] lr: 2.478e-02, eta: 2 days, 13:50:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9231, loss_cls: 4.6850, loss: 4.6850 +2025-06-27 15:38:24,679 - pyskl - INFO - Epoch [9][3400/3405] lr: 2.478e-02, eta: 2 days, 13:49:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9313, loss_cls: 4.7203, loss: 4.7203 +2025-06-27 15:38:27,407 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-06-27 15:42:39,087 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 15:42:39,666 - pyskl - INFO - +top1_acc 0.6564 +top5_acc 0.9072 +2025-06-27 15:42:39,722 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_8.pth was removed +2025-06-27 15:42:40,753 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-06-27 15:42:40,754 - pyskl - INFO - Best top1_acc is 0.6564 at 9 epoch. +2025-06-27 15:42:40,772 - pyskl - INFO - Epoch(val) [9][3718] top1_acc: 0.6564, top5_acc: 0.9072 +2025-06-27 15:43:49,178 - pyskl - INFO - Epoch [10][100/3405] lr: 2.478e-02, eta: 2 days, 13:53:39, time: 0.684, data_time: 0.226, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9369, loss_cls: 4.6139, loss: 4.6139 +2025-06-27 15:44:35,038 - pyskl - INFO - Epoch [10][200/3405] lr: 2.478e-02, eta: 2 days, 13:52:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9350, loss_cls: 4.5986, loss: 4.5986 +2025-06-27 15:45:20,921 - pyskl - INFO - Epoch [10][300/3405] lr: 2.477e-02, eta: 2 days, 13:51:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9200, loss_cls: 4.7476, loss: 4.7476 +2025-06-27 15:46:06,740 - pyskl - INFO - Epoch [10][400/3405] lr: 2.477e-02, eta: 2 days, 13:50:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9319, loss_cls: 4.6401, loss: 4.6401 +2025-06-27 15:46:52,446 - pyskl - INFO - Epoch [10][500/3405] lr: 2.477e-02, eta: 2 days, 13:49:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9350, loss_cls: 4.6969, loss: 4.6969 +2025-06-27 15:47:38,158 - pyskl - INFO - Epoch [10][600/3405] lr: 2.477e-02, eta: 2 days, 13:48:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9194, loss_cls: 4.7290, loss: 4.7290 +2025-06-27 15:48:23,859 - pyskl - INFO - Epoch [10][700/3405] lr: 2.477e-02, eta: 2 days, 13:48:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9294, loss_cls: 4.7599, loss: 4.7599 +2025-06-27 15:49:09,585 - pyskl - INFO - Epoch [10][800/3405] lr: 2.477e-02, eta: 2 days, 13:47:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9406, loss_cls: 4.4800, loss: 4.4800 +2025-06-27 15:49:55,239 - pyskl - INFO - Epoch [10][900/3405] lr: 2.477e-02, eta: 2 days, 13:46:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9319, loss_cls: 4.5796, loss: 4.5796 +2025-06-27 15:50:40,985 - pyskl - INFO - Epoch [10][1000/3405] lr: 2.476e-02, eta: 2 days, 13:45:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9156, loss_cls: 4.7013, loss: 4.7013 +2025-06-27 15:51:26,677 - pyskl - INFO - Epoch [10][1100/3405] lr: 2.476e-02, eta: 2 days, 13:44:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9406, loss_cls: 4.5445, loss: 4.5445 +2025-06-27 15:52:12,412 - pyskl - INFO - Epoch [10][1200/3405] lr: 2.476e-02, eta: 2 days, 13:43:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9300, loss_cls: 4.7039, loss: 4.7039 +2025-06-27 15:52:58,105 - pyskl - INFO - Epoch [10][1300/3405] lr: 2.476e-02, eta: 2 days, 13:42:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9287, loss_cls: 4.6035, loss: 4.6035 +2025-06-27 15:53:43,818 - pyskl - INFO - Epoch [10][1400/3405] lr: 2.476e-02, eta: 2 days, 13:41:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9375, loss_cls: 4.6724, loss: 4.6724 +2025-06-27 15:54:29,444 - pyskl - INFO - Epoch [10][1500/3405] lr: 2.476e-02, eta: 2 days, 13:40:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9281, loss_cls: 4.6097, loss: 4.6097 +2025-06-27 15:55:15,096 - pyskl - INFO - Epoch [10][1600/3405] lr: 2.475e-02, eta: 2 days, 13:39:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9344, loss_cls: 4.6637, loss: 4.6637 +2025-06-27 15:56:00,735 - pyskl - INFO - Epoch [10][1700/3405] lr: 2.475e-02, eta: 2 days, 13:38:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9344, loss_cls: 4.7089, loss: 4.7089 +2025-06-27 15:56:46,399 - pyskl - INFO - Epoch [10][1800/3405] lr: 2.475e-02, eta: 2 days, 13:37:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9356, loss_cls: 4.5982, loss: 4.5982 +2025-06-27 15:57:32,103 - pyskl - INFO - Epoch [10][1900/3405] lr: 2.475e-02, eta: 2 days, 13:36:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9350, loss_cls: 4.6723, loss: 4.6723 +2025-06-27 15:58:17,798 - pyskl - INFO - Epoch [10][2000/3405] lr: 2.475e-02, eta: 2 days, 13:35:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9337, loss_cls: 4.6711, loss: 4.6711 +2025-06-27 15:59:03,534 - pyskl - INFO - Epoch [10][2100/3405] lr: 2.475e-02, eta: 2 days, 13:34:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9231, loss_cls: 4.7494, loss: 4.7494 +2025-06-27 15:59:49,485 - pyskl - INFO - Epoch [10][2200/3405] lr: 2.475e-02, eta: 2 days, 13:33:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9344, loss_cls: 4.6149, loss: 4.6149 +2025-06-27 16:00:35,285 - pyskl - INFO - Epoch [10][2300/3405] lr: 2.474e-02, eta: 2 days, 13:32:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9269, loss_cls: 4.5545, loss: 4.5545 +2025-06-27 16:01:21,025 - pyskl - INFO - Epoch [10][2400/3405] lr: 2.474e-02, eta: 2 days, 13:32:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9300, loss_cls: 4.5858, loss: 4.5858 +2025-06-27 16:02:06,828 - pyskl - INFO - Epoch [10][2500/3405] lr: 2.474e-02, eta: 2 days, 13:31:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9275, loss_cls: 4.6845, loss: 4.6845 +2025-06-27 16:02:52,494 - pyskl - INFO - Epoch [10][2600/3405] lr: 2.474e-02, eta: 2 days, 13:30:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9487, loss_cls: 4.4202, loss: 4.4202 +2025-06-27 16:03:38,067 - pyskl - INFO - Epoch [10][2700/3405] lr: 2.474e-02, eta: 2 days, 13:29:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9337, loss_cls: 4.6556, loss: 4.6556 +2025-06-27 16:04:23,574 - pyskl - INFO - Epoch [10][2800/3405] lr: 2.474e-02, eta: 2 days, 13:28:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9406, loss_cls: 4.5875, loss: 4.5875 +2025-06-27 16:05:09,000 - pyskl - INFO - Epoch [10][2900/3405] lr: 2.473e-02, eta: 2 days, 13:27:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9263, loss_cls: 4.5464, loss: 4.5464 +2025-06-27 16:05:54,451 - pyskl - INFO - Epoch [10][3000/3405] lr: 2.473e-02, eta: 2 days, 13:26:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9331, loss_cls: 4.6890, loss: 4.6890 +2025-06-27 16:06:40,007 - pyskl - INFO - Epoch [10][3100/3405] lr: 2.473e-02, eta: 2 days, 13:25:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9294, loss_cls: 4.6377, loss: 4.6377 +2025-06-27 16:07:25,477 - pyskl - INFO - Epoch [10][3200/3405] lr: 2.473e-02, eta: 2 days, 13:24:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9363, loss_cls: 4.5122, loss: 4.5122 +2025-06-27 16:08:10,926 - pyskl - INFO - Epoch [10][3300/3405] lr: 2.473e-02, eta: 2 days, 13:23:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9306, loss_cls: 4.5750, loss: 4.5750 +2025-06-27 16:08:56,395 - pyskl - INFO - Epoch [10][3400/3405] lr: 2.473e-02, eta: 2 days, 13:22:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9306, loss_cls: 4.6559, loss: 4.6559 +2025-06-27 16:08:59,099 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-06-27 16:27:35,985 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 16:27:36,646 - pyskl - INFO - +top1_acc 0.6487 +top5_acc 0.9002 +2025-06-27 16:27:36,668 - pyskl - INFO - Epoch(val) [10][3718] top1_acc: 0.6487, top5_acc: 0.9002 +2025-06-27 16:28:46,144 - pyskl - INFO - Epoch [11][100/3405] lr: 2.473e-02, eta: 2 days, 13:26:23, time: 0.695, data_time: 0.236, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9375, loss_cls: 4.5632, loss: 4.5632 +2025-06-27 16:29:31,968 - pyskl - INFO - Epoch [11][200/3405] lr: 2.472e-02, eta: 2 days, 13:25:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9400, loss_cls: 4.5714, loss: 4.5714 +2025-06-27 16:30:17,930 - pyskl - INFO - Epoch [11][300/3405] lr: 2.472e-02, eta: 2 days, 13:24:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9319, loss_cls: 4.4897, loss: 4.4897 +2025-06-27 16:31:03,813 - pyskl - INFO - Epoch [11][400/3405] lr: 2.472e-02, eta: 2 days, 13:23:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9387, loss_cls: 4.5680, loss: 4.5680 +2025-06-27 16:31:49,753 - pyskl - INFO - Epoch [11][500/3405] lr: 2.472e-02, eta: 2 days, 13:22:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9375, loss_cls: 4.5630, loss: 4.5630 +2025-06-27 16:32:35,622 - pyskl - INFO - Epoch [11][600/3405] lr: 2.472e-02, eta: 2 days, 13:21:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9244, loss_cls: 4.7537, loss: 4.7537 +2025-06-27 16:33:21,468 - pyskl - INFO - Epoch [11][700/3405] lr: 2.472e-02, eta: 2 days, 13:21:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9369, loss_cls: 4.5262, loss: 4.5262 +2025-06-27 16:34:07,349 - pyskl - INFO - Epoch [11][800/3405] lr: 2.471e-02, eta: 2 days, 13:20:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9281, loss_cls: 4.6708, loss: 4.6708 +2025-06-27 16:34:53,345 - pyskl - INFO - Epoch [11][900/3405] lr: 2.471e-02, eta: 2 days, 13:19:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9313, loss_cls: 4.6196, loss: 4.6196 +2025-06-27 16:35:39,178 - pyskl - INFO - Epoch [11][1000/3405] lr: 2.471e-02, eta: 2 days, 13:18:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9363, loss_cls: 4.5592, loss: 4.5592 +2025-06-27 16:36:24,998 - pyskl - INFO - Epoch [11][1100/3405] lr: 2.471e-02, eta: 2 days, 13:17:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9406, loss_cls: 4.5537, loss: 4.5537 +2025-06-27 16:37:10,898 - pyskl - INFO - Epoch [11][1200/3405] lr: 2.471e-02, eta: 2 days, 13:16:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9331, loss_cls: 4.5781, loss: 4.5781 +2025-06-27 16:37:56,831 - pyskl - INFO - Epoch [11][1300/3405] lr: 2.471e-02, eta: 2 days, 13:15:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9306, loss_cls: 4.6612, loss: 4.6612 +2025-06-27 16:38:42,657 - pyskl - INFO - Epoch [11][1400/3405] lr: 2.470e-02, eta: 2 days, 13:14:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9344, loss_cls: 4.5354, loss: 4.5354 +2025-06-27 16:39:28,399 - pyskl - INFO - Epoch [11][1500/3405] lr: 2.470e-02, eta: 2 days, 13:13:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9300, loss_cls: 4.5457, loss: 4.5457 +2025-06-27 16:40:14,239 - pyskl - INFO - Epoch [11][1600/3405] lr: 2.470e-02, eta: 2 days, 13:13:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9375, loss_cls: 4.4731, loss: 4.4731 +2025-06-27 16:41:00,074 - pyskl - INFO - Epoch [11][1700/3405] lr: 2.470e-02, eta: 2 days, 13:12:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9419, loss_cls: 4.4841, loss: 4.4841 +2025-06-27 16:41:45,904 - pyskl - INFO - Epoch [11][1800/3405] lr: 2.470e-02, eta: 2 days, 13:11:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9331, loss_cls: 4.6726, loss: 4.6726 +2025-06-27 16:42:31,716 - pyskl - INFO - Epoch [11][1900/3405] lr: 2.470e-02, eta: 2 days, 13:10:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9363, loss_cls: 4.5490, loss: 4.5490 +2025-06-27 16:43:17,498 - pyskl - INFO - Epoch [11][2000/3405] lr: 2.469e-02, eta: 2 days, 13:09:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9306, loss_cls: 4.7316, loss: 4.7316 +2025-06-27 16:44:03,325 - pyskl - INFO - Epoch [11][2100/3405] lr: 2.469e-02, eta: 2 days, 13:08:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9387, loss_cls: 4.5168, loss: 4.5168 +2025-06-27 16:44:48,975 - pyskl - INFO - Epoch [11][2200/3405] lr: 2.469e-02, eta: 2 days, 13:07:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9125, loss_cls: 4.6962, loss: 4.6962 +2025-06-27 16:45:34,793 - pyskl - INFO - Epoch [11][2300/3405] lr: 2.469e-02, eta: 2 days, 13:06:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9325, loss_cls: 4.6732, loss: 4.6732 +2025-06-27 16:46:20,740 - pyskl - INFO - Epoch [11][2400/3405] lr: 2.469e-02, eta: 2 days, 13:05:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9394, loss_cls: 4.5836, loss: 4.5836 +2025-06-27 16:47:06,673 - pyskl - INFO - Epoch [11][2500/3405] lr: 2.469e-02, eta: 2 days, 13:04:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9406, loss_cls: 4.5065, loss: 4.5065 +2025-06-27 16:47:52,579 - pyskl - INFO - Epoch [11][2600/3405] lr: 2.468e-02, eta: 2 days, 13:04:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9363, loss_cls: 4.4493, loss: 4.4493 +2025-06-27 16:48:38,365 - pyskl - INFO - Epoch [11][2700/3405] lr: 2.468e-02, eta: 2 days, 13:03:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9431, loss_cls: 4.4552, loss: 4.4552 +2025-06-27 16:49:24,164 - pyskl - INFO - Epoch [11][2800/3405] lr: 2.468e-02, eta: 2 days, 13:02:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9369, loss_cls: 4.4221, loss: 4.4221 +2025-06-27 16:50:10,059 - pyskl - INFO - Epoch [11][2900/3405] lr: 2.468e-02, eta: 2 days, 13:01:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9363, loss_cls: 4.4834, loss: 4.4834 +2025-06-27 16:50:55,711 - pyskl - INFO - Epoch [11][3000/3405] lr: 2.468e-02, eta: 2 days, 13:00:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9281, loss_cls: 4.6541, loss: 4.6541 +2025-06-27 16:51:41,509 - pyskl - INFO - Epoch [11][3100/3405] lr: 2.468e-02, eta: 2 days, 12:59:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9244, loss_cls: 4.4368, loss: 4.4368 +2025-06-27 16:52:27,138 - pyskl - INFO - Epoch [11][3200/3405] lr: 2.467e-02, eta: 2 days, 12:58:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9387, loss_cls: 4.5308, loss: 4.5308 +2025-06-27 16:53:12,943 - pyskl - INFO - Epoch [11][3300/3405] lr: 2.467e-02, eta: 2 days, 12:57:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9419, loss_cls: 4.5576, loss: 4.5576 +2025-06-27 16:53:58,733 - pyskl - INFO - Epoch [11][3400/3405] lr: 2.467e-02, eta: 2 days, 12:56:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9394, loss_cls: 4.4483, loss: 4.4483 +2025-06-27 16:54:01,415 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-06-27 16:58:09,647 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 16:58:10,233 - pyskl - INFO - +top1_acc 0.6731 +top5_acc 0.9129 +2025-06-27 16:58:10,290 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_9.pth was removed +2025-06-27 16:58:11,335 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2025-06-27 16:58:11,337 - pyskl - INFO - Best top1_acc is 0.6731 at 11 epoch. +2025-06-27 16:58:11,355 - pyskl - INFO - Epoch(val) [11][3718] top1_acc: 0.6731, top5_acc: 0.9129 +2025-06-27 16:59:20,596 - pyskl - INFO - Epoch [12][100/3405] lr: 2.467e-02, eta: 2 days, 13:00:23, time: 0.692, data_time: 0.234, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9506, loss_cls: 4.4215, loss: 4.4215 +2025-06-27 17:00:06,371 - pyskl - INFO - Epoch [12][200/3405] lr: 2.467e-02, eta: 2 days, 12:59:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9437, loss_cls: 4.4089, loss: 4.4089 +2025-06-27 17:00:52,083 - pyskl - INFO - Epoch [12][300/3405] lr: 2.466e-02, eta: 2 days, 12:58:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9444, loss_cls: 4.3408, loss: 4.3408 +2025-06-27 17:01:37,831 - pyskl - INFO - Epoch [12][400/3405] lr: 2.466e-02, eta: 2 days, 12:57:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9269, loss_cls: 4.7037, loss: 4.7037 +2025-06-27 17:02:23,626 - pyskl - INFO - Epoch [12][500/3405] lr: 2.466e-02, eta: 2 days, 12:56:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9244, loss_cls: 4.5460, loss: 4.5460 +2025-06-27 17:03:09,388 - pyskl - INFO - Epoch [12][600/3405] lr: 2.466e-02, eta: 2 days, 12:55:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9413, loss_cls: 4.4579, loss: 4.4579 +2025-06-27 17:03:55,134 - pyskl - INFO - Epoch [12][700/3405] lr: 2.466e-02, eta: 2 days, 12:54:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9431, loss_cls: 4.4695, loss: 4.4695 +2025-06-27 17:04:40,871 - pyskl - INFO - Epoch [12][800/3405] lr: 2.466e-02, eta: 2 days, 12:54:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9381, loss_cls: 4.6311, loss: 4.6311 +2025-06-27 17:05:26,435 - pyskl - INFO - Epoch [12][900/3405] lr: 2.465e-02, eta: 2 days, 12:53:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9469, loss_cls: 4.5048, loss: 4.5048 +2025-06-27 17:06:12,028 - pyskl - INFO - Epoch [12][1000/3405] lr: 2.465e-02, eta: 2 days, 12:52:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9356, loss_cls: 4.4917, loss: 4.4917 +2025-06-27 17:06:57,785 - pyskl - INFO - Epoch [12][1100/3405] lr: 2.465e-02, eta: 2 days, 12:51:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9331, loss_cls: 4.4928, loss: 4.4928 +2025-06-27 17:07:43,541 - pyskl - INFO - Epoch [12][1200/3405] lr: 2.465e-02, eta: 2 days, 12:50:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9325, loss_cls: 4.5218, loss: 4.5218 +2025-06-27 17:08:29,068 - pyskl - INFO - Epoch [12][1300/3405] lr: 2.465e-02, eta: 2 days, 12:49:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9306, loss_cls: 4.5006, loss: 4.5006 +2025-06-27 17:09:14,686 - pyskl - INFO - Epoch [12][1400/3405] lr: 2.464e-02, eta: 2 days, 12:48:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9319, loss_cls: 4.6919, loss: 4.6919 +2025-06-27 17:10:00,233 - pyskl - INFO - Epoch [12][1500/3405] lr: 2.464e-02, eta: 2 days, 12:47:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9413, loss_cls: 4.5372, loss: 4.5372 +2025-06-27 17:10:45,961 - pyskl - INFO - Epoch [12][1600/3405] lr: 2.464e-02, eta: 2 days, 12:46:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9406, loss_cls: 4.5651, loss: 4.5651 +2025-06-27 17:11:31,695 - pyskl - INFO - Epoch [12][1700/3405] lr: 2.464e-02, eta: 2 days, 12:45:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9400, loss_cls: 4.4905, loss: 4.4905 +2025-06-27 17:12:17,312 - pyskl - INFO - Epoch [12][1800/3405] lr: 2.464e-02, eta: 2 days, 12:44:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9406, loss_cls: 4.4421, loss: 4.4421 +2025-06-27 17:13:02,925 - pyskl - INFO - Epoch [12][1900/3405] lr: 2.464e-02, eta: 2 days, 12:43:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9463, loss_cls: 4.5352, loss: 4.5352 +2025-06-27 17:13:48,668 - pyskl - INFO - Epoch [12][2000/3405] lr: 2.463e-02, eta: 2 days, 12:42:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9325, loss_cls: 4.5061, loss: 4.5061 +2025-06-27 17:14:34,312 - pyskl - INFO - Epoch [12][2100/3405] lr: 2.463e-02, eta: 2 days, 12:42:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9450, loss_cls: 4.4621, loss: 4.4621 +2025-06-27 17:15:20,010 - pyskl - INFO - Epoch [12][2200/3405] lr: 2.463e-02, eta: 2 days, 12:41:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9287, loss_cls: 4.6885, loss: 4.6885 +2025-06-27 17:16:06,014 - pyskl - INFO - Epoch [12][2300/3405] lr: 2.463e-02, eta: 2 days, 12:40:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9350, loss_cls: 4.5071, loss: 4.5071 +2025-06-27 17:16:51,902 - pyskl - INFO - Epoch [12][2400/3405] lr: 2.463e-02, eta: 2 days, 12:39:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9394, loss_cls: 4.5153, loss: 4.5153 +2025-06-27 17:17:37,855 - pyskl - INFO - Epoch [12][2500/3405] lr: 2.462e-02, eta: 2 days, 12:38:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9419, loss_cls: 4.4093, loss: 4.4093 +2025-06-27 17:18:23,630 - pyskl - INFO - Epoch [12][2600/3405] lr: 2.462e-02, eta: 2 days, 12:37:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9450, loss_cls: 4.4646, loss: 4.4646 +2025-06-27 17:19:09,364 - pyskl - INFO - Epoch [12][2700/3405] lr: 2.462e-02, eta: 2 days, 12:36:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9387, loss_cls: 4.3971, loss: 4.3971 +2025-06-27 17:19:55,124 - pyskl - INFO - Epoch [12][2800/3405] lr: 2.462e-02, eta: 2 days, 12:35:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9469, loss_cls: 4.4553, loss: 4.4553 +2025-06-27 17:20:40,802 - pyskl - INFO - Epoch [12][2900/3405] lr: 2.462e-02, eta: 2 days, 12:34:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9381, loss_cls: 4.4642, loss: 4.4642 +2025-06-27 17:21:26,547 - pyskl - INFO - Epoch [12][3000/3405] lr: 2.462e-02, eta: 2 days, 12:34:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9331, loss_cls: 4.5067, loss: 4.5067 +2025-06-27 17:22:12,377 - pyskl - INFO - Epoch [12][3100/3405] lr: 2.461e-02, eta: 2 days, 12:33:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9394, loss_cls: 4.6244, loss: 4.6244 +2025-06-27 17:22:58,165 - pyskl - INFO - Epoch [12][3200/3405] lr: 2.461e-02, eta: 2 days, 12:32:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9237, loss_cls: 4.5054, loss: 4.5054 +2025-06-27 17:23:43,954 - pyskl - INFO - Epoch [12][3300/3405] lr: 2.461e-02, eta: 2 days, 12:31:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9344, loss_cls: 4.5644, loss: 4.5644 +2025-06-27 17:24:29,723 - pyskl - INFO - Epoch [12][3400/3405] lr: 2.461e-02, eta: 2 days, 12:30:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9300, loss_cls: 4.4594, loss: 4.4594 +2025-06-27 17:24:32,373 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-06-27 17:28:40,757 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 17:28:41,319 - pyskl - INFO - +top1_acc 0.6950 +top5_acc 0.9202 +2025-06-27 17:28:41,375 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_11.pth was removed +2025-06-27 17:28:42,399 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2025-06-27 17:28:42,401 - pyskl - INFO - Best top1_acc is 0.6950 at 12 epoch. +2025-06-27 17:28:42,419 - pyskl - INFO - Epoch(val) [12][3718] top1_acc: 0.6950, top5_acc: 0.9202 +2025-06-27 17:29:51,218 - pyskl - INFO - Epoch [13][100/3405] lr: 2.461e-02, eta: 2 days, 12:33:34, time: 0.688, data_time: 0.232, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9500, loss_cls: 4.2704, loss: 4.2704 +2025-06-27 17:30:36,921 - pyskl - INFO - Epoch [13][200/3405] lr: 2.460e-02, eta: 2 days, 12:32:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9444, loss_cls: 4.3774, loss: 4.3774 +2025-06-27 17:31:22,674 - pyskl - INFO - Epoch [13][300/3405] lr: 2.460e-02, eta: 2 days, 12:31:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9369, loss_cls: 4.4543, loss: 4.4543 +2025-06-27 17:32:08,407 - pyskl - INFO - Epoch [13][400/3405] lr: 2.460e-02, eta: 2 days, 12:30:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9494, loss_cls: 4.1839, loss: 4.1839 +2025-06-27 17:32:54,152 - pyskl - INFO - Epoch [13][500/3405] lr: 2.460e-02, eta: 2 days, 12:29:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9437, loss_cls: 4.3505, loss: 4.3505 +2025-06-27 17:33:39,823 - pyskl - INFO - Epoch [13][600/3405] lr: 2.460e-02, eta: 2 days, 12:29:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9381, loss_cls: 4.4259, loss: 4.4259 +2025-06-27 17:34:25,524 - pyskl - INFO - Epoch [13][700/3405] lr: 2.459e-02, eta: 2 days, 12:28:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9363, loss_cls: 4.5135, loss: 4.5135 +2025-06-27 17:35:11,224 - pyskl - INFO - Epoch [13][800/3405] lr: 2.459e-02, eta: 2 days, 12:27:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9375, loss_cls: 4.5139, loss: 4.5139 +2025-06-27 17:35:56,926 - pyskl - INFO - Epoch [13][900/3405] lr: 2.459e-02, eta: 2 days, 12:26:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9331, loss_cls: 4.4930, loss: 4.4930 +2025-06-27 17:36:42,711 - pyskl - INFO - Epoch [13][1000/3405] lr: 2.459e-02, eta: 2 days, 12:25:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9513, loss_cls: 4.4164, loss: 4.4164 +2025-06-27 17:37:28,438 - pyskl - INFO - Epoch [13][1100/3405] lr: 2.459e-02, eta: 2 days, 12:24:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9387, loss_cls: 4.3561, loss: 4.3561 +2025-06-27 17:38:14,101 - pyskl - INFO - Epoch [13][1200/3405] lr: 2.458e-02, eta: 2 days, 12:23:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9431, loss_cls: 4.3272, loss: 4.3272 +2025-06-27 17:38:59,857 - pyskl - INFO - Epoch [13][1300/3405] lr: 2.458e-02, eta: 2 days, 12:22:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9413, loss_cls: 4.4428, loss: 4.4428 +2025-06-27 17:39:45,566 - pyskl - INFO - Epoch [13][1400/3405] lr: 2.458e-02, eta: 2 days, 12:21:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9306, loss_cls: 4.4851, loss: 4.4851 +2025-06-27 17:40:31,245 - pyskl - INFO - Epoch [13][1500/3405] lr: 2.458e-02, eta: 2 days, 12:20:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9444, loss_cls: 4.4941, loss: 4.4941 +2025-06-27 17:41:16,950 - pyskl - INFO - Epoch [13][1600/3405] lr: 2.458e-02, eta: 2 days, 12:20:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9394, loss_cls: 4.3928, loss: 4.3928 +2025-06-27 17:42:02,672 - pyskl - INFO - Epoch [13][1700/3405] lr: 2.457e-02, eta: 2 days, 12:19:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9325, loss_cls: 4.5228, loss: 4.5228 +2025-06-27 17:42:48,349 - pyskl - INFO - Epoch [13][1800/3405] lr: 2.457e-02, eta: 2 days, 12:18:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9350, loss_cls: 4.3952, loss: 4.3952 +2025-06-27 17:43:34,242 - pyskl - INFO - Epoch [13][1900/3405] lr: 2.457e-02, eta: 2 days, 12:17:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9413, loss_cls: 4.4119, loss: 4.4119 +2025-06-27 17:44:20,071 - pyskl - INFO - Epoch [13][2000/3405] lr: 2.457e-02, eta: 2 days, 12:16:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9400, loss_cls: 4.4212, loss: 4.4212 +2025-06-27 17:45:05,901 - pyskl - INFO - Epoch [13][2100/3405] lr: 2.457e-02, eta: 2 days, 12:15:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9387, loss_cls: 4.4892, loss: 4.4892 +2025-06-27 17:45:51,773 - pyskl - INFO - Epoch [13][2200/3405] lr: 2.456e-02, eta: 2 days, 12:14:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9363, loss_cls: 4.4026, loss: 4.4026 +2025-06-27 17:46:37,546 - pyskl - INFO - Epoch [13][2300/3405] lr: 2.456e-02, eta: 2 days, 12:13:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9406, loss_cls: 4.2641, loss: 4.2641 +2025-06-27 17:47:23,547 - pyskl - INFO - Epoch [13][2400/3405] lr: 2.456e-02, eta: 2 days, 12:13:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9519, loss_cls: 4.3946, loss: 4.3946 +2025-06-27 17:48:09,417 - pyskl - INFO - Epoch [13][2500/3405] lr: 2.456e-02, eta: 2 days, 12:12:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9350, loss_cls: 4.5491, loss: 4.5491 +2025-06-27 17:48:55,139 - pyskl - INFO - Epoch [13][2600/3405] lr: 2.456e-02, eta: 2 days, 12:11:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9306, loss_cls: 4.7035, loss: 4.7035 +2025-06-27 17:49:41,001 - pyskl - INFO - Epoch [13][2700/3405] lr: 2.455e-02, eta: 2 days, 12:10:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9444, loss_cls: 4.4271, loss: 4.4271 +2025-06-27 17:50:26,683 - pyskl - INFO - Epoch [13][2800/3405] lr: 2.455e-02, eta: 2 days, 12:09:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9413, loss_cls: 4.5674, loss: 4.5674 +2025-06-27 17:51:12,341 - pyskl - INFO - Epoch [13][2900/3405] lr: 2.455e-02, eta: 2 days, 12:08:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9419, loss_cls: 4.4546, loss: 4.4546 +2025-06-27 17:51:58,094 - pyskl - INFO - Epoch [13][3000/3405] lr: 2.455e-02, eta: 2 days, 12:07:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9306, loss_cls: 4.5363, loss: 4.5363 +2025-06-27 17:52:43,771 - pyskl - INFO - Epoch [13][3100/3405] lr: 2.455e-02, eta: 2 days, 12:06:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9381, loss_cls: 4.4393, loss: 4.4393 +2025-06-27 17:53:29,467 - pyskl - INFO - Epoch [13][3200/3405] lr: 2.454e-02, eta: 2 days, 12:06:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9375, loss_cls: 4.4538, loss: 4.4538 +2025-06-27 17:54:15,068 - pyskl - INFO - Epoch [13][3300/3405] lr: 2.454e-02, eta: 2 days, 12:05:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9325, loss_cls: 4.6284, loss: 4.6284 +2025-06-27 17:55:00,747 - pyskl - INFO - Epoch [13][3400/3405] lr: 2.454e-02, eta: 2 days, 12:04:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9419, loss_cls: 4.5160, loss: 4.5160 +2025-06-27 17:55:03,371 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-06-27 17:59:15,175 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 17:59:15,874 - pyskl - INFO - +top1_acc 0.6899 +top5_acc 0.9214 +2025-06-27 17:59:15,894 - pyskl - INFO - Epoch(val) [13][3718] top1_acc: 0.6899, top5_acc: 0.9214 +2025-06-27 18:00:24,436 - pyskl - INFO - Epoch [14][100/3405] lr: 2.454e-02, eta: 2 days, 12:06:52, time: 0.685, data_time: 0.229, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9444, loss_cls: 4.3901, loss: 4.3901 +2025-06-27 18:01:10,144 - pyskl - INFO - Epoch [14][200/3405] lr: 2.454e-02, eta: 2 days, 12:05:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9400, loss_cls: 4.3644, loss: 4.3644 +2025-06-27 18:01:55,883 - pyskl - INFO - Epoch [14][300/3405] lr: 2.453e-02, eta: 2 days, 12:05:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9506, loss_cls: 4.2995, loss: 4.2995 +2025-06-27 18:02:41,603 - pyskl - INFO - Epoch [14][400/3405] lr: 2.453e-02, eta: 2 days, 12:04:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9394, loss_cls: 4.4400, loss: 4.4400 +2025-06-27 18:03:27,335 - pyskl - INFO - Epoch [14][500/3405] lr: 2.453e-02, eta: 2 days, 12:03:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 4.2911, loss: 4.2911 +2025-06-27 18:04:13,150 - pyskl - INFO - Epoch [14][600/3405] lr: 2.453e-02, eta: 2 days, 12:02:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9363, loss_cls: 4.3690, loss: 4.3690 +2025-06-27 18:04:58,854 - pyskl - INFO - Epoch [14][700/3405] lr: 2.452e-02, eta: 2 days, 12:01:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9331, loss_cls: 4.5081, loss: 4.5081 +2025-06-27 18:05:44,579 - pyskl - INFO - Epoch [14][800/3405] lr: 2.452e-02, eta: 2 days, 12:00:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9344, loss_cls: 4.3667, loss: 4.3667 +2025-06-27 18:06:30,326 - pyskl - INFO - Epoch [14][900/3405] lr: 2.452e-02, eta: 2 days, 11:59:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9463, loss_cls: 4.5051, loss: 4.5051 +2025-06-27 18:07:16,057 - pyskl - INFO - Epoch [14][1000/3405] lr: 2.452e-02, eta: 2 days, 11:58:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9406, loss_cls: 4.3720, loss: 4.3720 +2025-06-27 18:08:01,742 - pyskl - INFO - Epoch [14][1100/3405] lr: 2.452e-02, eta: 2 days, 11:57:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9469, loss_cls: 4.4744, loss: 4.4744 +2025-06-27 18:08:47,486 - pyskl - INFO - Epoch [14][1200/3405] lr: 2.451e-02, eta: 2 days, 11:57:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9494, loss_cls: 4.2331, loss: 4.2331 +2025-06-27 18:09:33,205 - pyskl - INFO - Epoch [14][1300/3405] lr: 2.451e-02, eta: 2 days, 11:56:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9469, loss_cls: 4.3230, loss: 4.3230 +2025-06-27 18:10:18,897 - pyskl - INFO - Epoch [14][1400/3405] lr: 2.451e-02, eta: 2 days, 11:55:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9400, loss_cls: 4.3994, loss: 4.3994 +2025-06-27 18:11:04,686 - pyskl - INFO - Epoch [14][1500/3405] lr: 2.451e-02, eta: 2 days, 11:54:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9400, loss_cls: 4.5659, loss: 4.5659 +2025-06-27 18:11:50,526 - pyskl - INFO - Epoch [14][1600/3405] lr: 2.451e-02, eta: 2 days, 11:53:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9437, loss_cls: 4.2979, loss: 4.2979 +2025-06-27 18:12:36,328 - pyskl - INFO - Epoch [14][1700/3405] lr: 2.450e-02, eta: 2 days, 11:52:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9431, loss_cls: 4.3584, loss: 4.3584 +2025-06-27 18:13:22,051 - pyskl - INFO - Epoch [14][1800/3405] lr: 2.450e-02, eta: 2 days, 11:51:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9450, loss_cls: 4.4555, loss: 4.4555 +2025-06-27 18:14:07,832 - pyskl - INFO - Epoch [14][1900/3405] lr: 2.450e-02, eta: 2 days, 11:50:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9387, loss_cls: 4.5272, loss: 4.5272 +2025-06-27 18:14:53,559 - pyskl - INFO - Epoch [14][2000/3405] lr: 2.450e-02, eta: 2 days, 11:50:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9431, loss_cls: 4.3477, loss: 4.3477 +2025-06-27 18:15:39,157 - pyskl - INFO - Epoch [14][2100/3405] lr: 2.450e-02, eta: 2 days, 11:49:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9444, loss_cls: 4.3500, loss: 4.3500 +2025-06-27 18:16:24,813 - pyskl - INFO - Epoch [14][2200/3405] lr: 2.449e-02, eta: 2 days, 11:48:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9481, loss_cls: 4.4037, loss: 4.4037 +2025-06-27 18:17:10,445 - pyskl - INFO - Epoch [14][2300/3405] lr: 2.449e-02, eta: 2 days, 11:47:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9475, loss_cls: 4.4119, loss: 4.4119 +2025-06-27 18:17:56,215 - pyskl - INFO - Epoch [14][2400/3405] lr: 2.449e-02, eta: 2 days, 11:46:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9331, loss_cls: 4.4025, loss: 4.4025 +2025-06-27 18:18:41,925 - pyskl - INFO - Epoch [14][2500/3405] lr: 2.449e-02, eta: 2 days, 11:45:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9413, loss_cls: 4.4956, loss: 4.4956 +2025-06-27 18:19:27,726 - pyskl - INFO - Epoch [14][2600/3405] lr: 2.448e-02, eta: 2 days, 11:44:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9444, loss_cls: 4.2625, loss: 4.2625 +2025-06-27 18:20:13,172 - pyskl - INFO - Epoch [14][2700/3405] lr: 2.448e-02, eta: 2 days, 11:43:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9369, loss_cls: 4.4419, loss: 4.4419 +2025-06-27 18:20:58,708 - pyskl - INFO - Epoch [14][2800/3405] lr: 2.448e-02, eta: 2 days, 11:42:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9456, loss_cls: 4.3121, loss: 4.3121 +2025-06-27 18:21:44,349 - pyskl - INFO - Epoch [14][2900/3405] lr: 2.448e-02, eta: 2 days, 11:42:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9500, loss_cls: 4.2296, loss: 4.2296 +2025-06-27 18:22:29,932 - pyskl - INFO - Epoch [14][3000/3405] lr: 2.448e-02, eta: 2 days, 11:41:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9469, loss_cls: 4.3355, loss: 4.3355 +2025-06-27 18:23:15,694 - pyskl - INFO - Epoch [14][3100/3405] lr: 2.447e-02, eta: 2 days, 11:40:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9337, loss_cls: 4.4457, loss: 4.4457 +2025-06-27 18:24:01,487 - pyskl - INFO - Epoch [14][3200/3405] lr: 2.447e-02, eta: 2 days, 11:39:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9387, loss_cls: 4.4314, loss: 4.4314 +2025-06-27 18:24:47,257 - pyskl - INFO - Epoch [14][3300/3405] lr: 2.447e-02, eta: 2 days, 11:38:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9319, loss_cls: 4.4834, loss: 4.4834 +2025-06-27 18:25:33,106 - pyskl - INFO - Epoch [14][3400/3405] lr: 2.447e-02, eta: 2 days, 11:37:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9313, loss_cls: 4.5509, loss: 4.5509 +2025-06-27 18:25:35,921 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-06-27 18:29:44,088 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 18:29:44,653 - pyskl - INFO - +top1_acc 0.5992 +top5_acc 0.8822 +2025-06-27 18:29:44,674 - pyskl - INFO - Epoch(val) [14][3718] top1_acc: 0.5992, top5_acc: 0.8822 +2025-06-27 18:30:54,001 - pyskl - INFO - Epoch [15][100/3405] lr: 2.446e-02, eta: 2 days, 11:40:13, time: 0.693, data_time: 0.236, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9431, loss_cls: 4.5095, loss: 4.5095 +2025-06-27 18:31:39,768 - pyskl - INFO - Epoch [15][200/3405] lr: 2.446e-02, eta: 2 days, 11:39:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9400, loss_cls: 4.1972, loss: 4.1972 +2025-06-27 18:32:25,524 - pyskl - INFO - Epoch [15][300/3405] lr: 2.446e-02, eta: 2 days, 11:38:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9463, loss_cls: 4.3580, loss: 4.3580 +2025-06-27 18:33:11,531 - pyskl - INFO - Epoch [15][400/3405] lr: 2.446e-02, eta: 2 days, 11:37:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9425, loss_cls: 4.3902, loss: 4.3902 +2025-06-27 18:33:57,566 - pyskl - INFO - Epoch [15][500/3405] lr: 2.446e-02, eta: 2 days, 11:36:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9419, loss_cls: 4.3347, loss: 4.3347 +2025-06-27 18:34:43,283 - pyskl - INFO - Epoch [15][600/3405] lr: 2.445e-02, eta: 2 days, 11:35:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9475, loss_cls: 4.3018, loss: 4.3018 +2025-06-27 18:35:28,999 - pyskl - INFO - Epoch [15][700/3405] lr: 2.445e-02, eta: 2 days, 11:35:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9356, loss_cls: 4.4477, loss: 4.4477 +2025-06-27 18:36:14,814 - pyskl - INFO - Epoch [15][800/3405] lr: 2.445e-02, eta: 2 days, 11:34:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9394, loss_cls: 4.4253, loss: 4.4253 +2025-06-27 18:37:00,796 - pyskl - INFO - Epoch [15][900/3405] lr: 2.445e-02, eta: 2 days, 11:33:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9413, loss_cls: 4.2218, loss: 4.2218 +2025-06-27 18:37:46,517 - pyskl - INFO - Epoch [15][1000/3405] lr: 2.444e-02, eta: 2 days, 11:32:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9456, loss_cls: 4.2773, loss: 4.2773 +2025-06-27 18:38:32,199 - pyskl - INFO - Epoch [15][1100/3405] lr: 2.444e-02, eta: 2 days, 11:31:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9513, loss_cls: 4.2713, loss: 4.2713 +2025-06-27 18:39:17,988 - pyskl - INFO - Epoch [15][1200/3405] lr: 2.444e-02, eta: 2 days, 11:30:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9506, loss_cls: 4.4091, loss: 4.4091 +2025-06-27 18:40:03,605 - pyskl - INFO - Epoch [15][1300/3405] lr: 2.444e-02, eta: 2 days, 11:29:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9550, loss_cls: 4.3911, loss: 4.3911 +2025-06-27 18:40:49,306 - pyskl - INFO - Epoch [15][1400/3405] lr: 2.443e-02, eta: 2 days, 11:28:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9475, loss_cls: 4.3902, loss: 4.3902 +2025-06-27 18:41:35,157 - pyskl - INFO - Epoch [15][1500/3405] lr: 2.443e-02, eta: 2 days, 11:28:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9375, loss_cls: 4.3911, loss: 4.3911 +2025-06-27 18:42:20,972 - pyskl - INFO - Epoch [15][1600/3405] lr: 2.443e-02, eta: 2 days, 11:27:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9369, loss_cls: 4.4017, loss: 4.4017 +2025-06-27 18:43:06,714 - pyskl - INFO - Epoch [15][1700/3405] lr: 2.443e-02, eta: 2 days, 11:26:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9400, loss_cls: 4.4319, loss: 4.4319 +2025-06-27 18:43:52,555 - pyskl - INFO - Epoch [15][1800/3405] lr: 2.443e-02, eta: 2 days, 11:25:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9513, loss_cls: 4.3022, loss: 4.3022 +2025-06-27 18:44:38,255 - pyskl - INFO - Epoch [15][1900/3405] lr: 2.442e-02, eta: 2 days, 11:24:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9344, loss_cls: 4.5406, loss: 4.5406 +2025-06-27 18:45:23,897 - pyskl - INFO - Epoch [15][2000/3405] lr: 2.442e-02, eta: 2 days, 11:23:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9437, loss_cls: 4.3091, loss: 4.3091 +2025-06-27 18:46:09,553 - pyskl - INFO - Epoch [15][2100/3405] lr: 2.442e-02, eta: 2 days, 11:22:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9381, loss_cls: 4.2933, loss: 4.2933 +2025-06-27 18:46:55,126 - pyskl - INFO - Epoch [15][2200/3405] lr: 2.442e-02, eta: 2 days, 11:21:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9537, loss_cls: 4.3578, loss: 4.3578 +2025-06-27 18:47:40,665 - pyskl - INFO - Epoch [15][2300/3405] lr: 2.441e-02, eta: 2 days, 11:21:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9481, loss_cls: 4.3599, loss: 4.3599 +2025-06-27 18:48:26,159 - pyskl - INFO - Epoch [15][2400/3405] lr: 2.441e-02, eta: 2 days, 11:20:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9463, loss_cls: 4.3155, loss: 4.3155 +2025-06-27 18:49:11,662 - pyskl - INFO - Epoch [15][2500/3405] lr: 2.441e-02, eta: 2 days, 11:19:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9481, loss_cls: 4.3141, loss: 4.3141 +2025-06-27 18:49:57,214 - pyskl - INFO - Epoch [15][2600/3405] lr: 2.441e-02, eta: 2 days, 11:18:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9450, loss_cls: 4.4448, loss: 4.4448 +2025-06-27 18:50:42,757 - pyskl - INFO - Epoch [15][2700/3405] lr: 2.440e-02, eta: 2 days, 11:17:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9394, loss_cls: 4.4274, loss: 4.4274 +2025-06-27 18:51:28,192 - pyskl - INFO - Epoch [15][2800/3405] lr: 2.440e-02, eta: 2 days, 11:16:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9387, loss_cls: 4.5138, loss: 4.5138 +2025-06-27 18:52:13,668 - pyskl - INFO - Epoch [15][2900/3405] lr: 2.440e-02, eta: 2 days, 11:15:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9381, loss_cls: 4.3413, loss: 4.3413 +2025-06-27 18:52:59,037 - pyskl - INFO - Epoch [15][3000/3405] lr: 2.440e-02, eta: 2 days, 11:14:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9425, loss_cls: 4.2813, loss: 4.2813 +2025-06-27 18:53:44,452 - pyskl - INFO - Epoch [15][3100/3405] lr: 2.440e-02, eta: 2 days, 11:13:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9419, loss_cls: 4.2216, loss: 4.2216 +2025-06-27 18:54:30,110 - pyskl - INFO - Epoch [15][3200/3405] lr: 2.439e-02, eta: 2 days, 11:12:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9375, loss_cls: 4.4728, loss: 4.4728 +2025-06-27 18:55:15,544 - pyskl - INFO - Epoch [15][3300/3405] lr: 2.439e-02, eta: 2 days, 11:11:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9375, loss_cls: 4.3846, loss: 4.3846 +2025-06-27 18:56:01,008 - pyskl - INFO - Epoch [15][3400/3405] lr: 2.439e-02, eta: 2 days, 11:11:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9344, loss_cls: 4.3770, loss: 4.3770 +2025-06-27 18:56:03,730 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-06-27 19:16:03,160 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 19:16:03,750 - pyskl - INFO - +top1_acc 0.6639 +top5_acc 0.9185 +2025-06-27 19:16:03,770 - pyskl - INFO - Epoch(val) [15][3718] top1_acc: 0.6639, top5_acc: 0.9185 +2025-06-27 19:17:12,230 - pyskl - INFO - Epoch [16][100/3405] lr: 2.439e-02, eta: 2 days, 11:13:13, time: 0.685, data_time: 0.226, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9481, loss_cls: 4.2349, loss: 4.2349 +2025-06-27 19:17:57,974 - pyskl - INFO - Epoch [16][200/3405] lr: 2.438e-02, eta: 2 days, 11:12:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9363, loss_cls: 4.3834, loss: 4.3834 +2025-06-27 19:18:43,818 - pyskl - INFO - Epoch [16][300/3405] lr: 2.438e-02, eta: 2 days, 11:11:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9644, loss_cls: 4.2356, loss: 4.2356 +2025-06-27 19:19:29,585 - pyskl - INFO - Epoch [16][400/3405] lr: 2.438e-02, eta: 2 days, 11:10:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9406, loss_cls: 4.3663, loss: 4.3663 +2025-06-27 19:20:15,277 - pyskl - INFO - Epoch [16][500/3405] lr: 2.438e-02, eta: 2 days, 11:09:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9513, loss_cls: 4.2067, loss: 4.2067 +2025-06-27 19:21:00,958 - pyskl - INFO - Epoch [16][600/3405] lr: 2.437e-02, eta: 2 days, 11:08:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9519, loss_cls: 4.2197, loss: 4.2197 +2025-06-27 19:21:46,733 - pyskl - INFO - Epoch [16][700/3405] lr: 2.437e-02, eta: 2 days, 11:08:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9537, loss_cls: 4.2152, loss: 4.2152 +2025-06-27 19:22:32,514 - pyskl - INFO - Epoch [16][800/3405] lr: 2.437e-02, eta: 2 days, 11:07:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9250, loss_cls: 4.4281, loss: 4.4281 +2025-06-27 19:23:18,261 - pyskl - INFO - Epoch [16][900/3405] lr: 2.437e-02, eta: 2 days, 11:06:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9425, loss_cls: 4.3080, loss: 4.3080 +2025-06-27 19:24:04,074 - pyskl - INFO - Epoch [16][1000/3405] lr: 2.436e-02, eta: 2 days, 11:05:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9456, loss_cls: 4.3108, loss: 4.3108 +2025-06-27 19:24:49,882 - pyskl - INFO - Epoch [16][1100/3405] lr: 2.436e-02, eta: 2 days, 11:04:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9469, loss_cls: 4.2359, loss: 4.2359 +2025-06-27 19:25:35,507 - pyskl - INFO - Epoch [16][1200/3405] lr: 2.436e-02, eta: 2 days, 11:03:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9413, loss_cls: 4.3344, loss: 4.3344 +2025-06-27 19:26:21,619 - pyskl - INFO - Epoch [16][1300/3405] lr: 2.436e-02, eta: 2 days, 11:02:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9513, loss_cls: 4.1884, loss: 4.1884 +2025-06-27 19:27:07,487 - pyskl - INFO - Epoch [16][1400/3405] lr: 2.435e-02, eta: 2 days, 11:02:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9387, loss_cls: 4.4048, loss: 4.4048 +2025-06-27 19:27:53,177 - pyskl - INFO - Epoch [16][1500/3405] lr: 2.435e-02, eta: 2 days, 11:01:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9450, loss_cls: 4.3839, loss: 4.3839 +2025-06-27 19:28:39,008 - pyskl - INFO - Epoch [16][1600/3405] lr: 2.435e-02, eta: 2 days, 11:00:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9406, loss_cls: 4.3871, loss: 4.3871 +2025-06-27 19:29:24,723 - pyskl - INFO - Epoch [16][1700/3405] lr: 2.435e-02, eta: 2 days, 10:59:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9394, loss_cls: 4.3521, loss: 4.3521 +2025-06-27 19:30:10,717 - pyskl - INFO - Epoch [16][1800/3405] lr: 2.434e-02, eta: 2 days, 10:58:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9413, loss_cls: 4.2874, loss: 4.2874 +2025-06-27 19:30:56,546 - pyskl - INFO - Epoch [16][1900/3405] lr: 2.434e-02, eta: 2 days, 10:57:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9425, loss_cls: 4.4981, loss: 4.4981 +2025-06-27 19:31:42,426 - pyskl - INFO - Epoch [16][2000/3405] lr: 2.434e-02, eta: 2 days, 10:56:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9487, loss_cls: 4.2353, loss: 4.2353 +2025-06-27 19:32:28,200 - pyskl - INFO - Epoch [16][2100/3405] lr: 2.434e-02, eta: 2 days, 10:56:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9456, loss_cls: 4.2773, loss: 4.2773 +2025-06-27 19:33:14,019 - pyskl - INFO - Epoch [16][2200/3405] lr: 2.433e-02, eta: 2 days, 10:55:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9450, loss_cls: 4.3219, loss: 4.3219 +2025-06-27 19:34:00,125 - pyskl - INFO - Epoch [16][2300/3405] lr: 2.433e-02, eta: 2 days, 10:54:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9375, loss_cls: 4.3911, loss: 4.3911 +2025-06-27 19:34:45,924 - pyskl - INFO - Epoch [16][2400/3405] lr: 2.433e-02, eta: 2 days, 10:53:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9387, loss_cls: 4.3367, loss: 4.3367 +2025-06-27 19:35:31,633 - pyskl - INFO - Epoch [16][2500/3405] lr: 2.433e-02, eta: 2 days, 10:52:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9394, loss_cls: 4.3086, loss: 4.3086 +2025-06-27 19:36:17,439 - pyskl - INFO - Epoch [16][2600/3405] lr: 2.432e-02, eta: 2 days, 10:51:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9319, loss_cls: 4.5073, loss: 4.5073 +2025-06-27 19:37:03,191 - pyskl - INFO - Epoch [16][2700/3405] lr: 2.432e-02, eta: 2 days, 10:50:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9469, loss_cls: 4.2109, loss: 4.2109 +2025-06-27 19:37:48,886 - pyskl - INFO - Epoch [16][2800/3405] lr: 2.432e-02, eta: 2 days, 10:50:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9425, loss_cls: 4.4863, loss: 4.4863 +2025-06-27 19:38:34,688 - pyskl - INFO - Epoch [16][2900/3405] lr: 2.432e-02, eta: 2 days, 10:49:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9469, loss_cls: 4.2533, loss: 4.2533 +2025-06-27 19:39:20,459 - pyskl - INFO - Epoch [16][3000/3405] lr: 2.431e-02, eta: 2 days, 10:48:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9437, loss_cls: 4.4799, loss: 4.4799 +2025-06-27 19:40:06,337 - pyskl - INFO - Epoch [16][3100/3405] lr: 2.431e-02, eta: 2 days, 10:47:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9356, loss_cls: 4.2740, loss: 4.2740 +2025-06-27 19:40:52,139 - pyskl - INFO - Epoch [16][3200/3405] lr: 2.431e-02, eta: 2 days, 10:46:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9419, loss_cls: 4.3625, loss: 4.3625 +2025-06-27 19:41:37,917 - pyskl - INFO - Epoch [16][3300/3405] lr: 2.431e-02, eta: 2 days, 10:45:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9463, loss_cls: 4.2781, loss: 4.2781 +2025-06-27 19:42:23,648 - pyskl - INFO - Epoch [16][3400/3405] lr: 2.430e-02, eta: 2 days, 10:44:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9369, loss_cls: 4.3629, loss: 4.3629 +2025-06-27 19:42:26,285 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-06-27 19:46:34,243 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 19:46:34,870 - pyskl - INFO - +top1_acc 0.7029 +top5_acc 0.9255 +2025-06-27 19:46:34,926 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_12.pth was removed +2025-06-27 19:46:35,961 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2025-06-27 19:46:35,962 - pyskl - INFO - Best top1_acc is 0.7029 at 16 epoch. +2025-06-27 19:46:35,982 - pyskl - INFO - Epoch(val) [16][3718] top1_acc: 0.7029, top5_acc: 0.9255 +2025-06-27 19:47:44,668 - pyskl - INFO - Epoch [17][100/3405] lr: 2.430e-02, eta: 2 days, 10:46:58, time: 0.687, data_time: 0.229, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9475, loss_cls: 4.2038, loss: 4.2038 +2025-06-27 19:48:30,501 - pyskl - INFO - Epoch [17][200/3405] lr: 2.430e-02, eta: 2 days, 10:46:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9525, loss_cls: 4.2021, loss: 4.2021 +2025-06-27 19:49:16,393 - pyskl - INFO - Epoch [17][300/3405] lr: 2.430e-02, eta: 2 days, 10:45:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9606, loss_cls: 4.0913, loss: 4.0913 +2025-06-27 19:50:02,244 - pyskl - INFO - Epoch [17][400/3405] lr: 2.429e-02, eta: 2 days, 10:44:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9419, loss_cls: 4.3461, loss: 4.3461 +2025-06-27 19:50:48,063 - pyskl - INFO - Epoch [17][500/3405] lr: 2.429e-02, eta: 2 days, 10:43:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9394, loss_cls: 4.2453, loss: 4.2453 +2025-06-27 19:51:33,861 - pyskl - INFO - Epoch [17][600/3405] lr: 2.429e-02, eta: 2 days, 10:42:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9531, loss_cls: 4.2659, loss: 4.2659 +2025-06-27 19:52:19,693 - pyskl - INFO - Epoch [17][700/3405] lr: 2.429e-02, eta: 2 days, 10:41:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9575, loss_cls: 4.1531, loss: 4.1531 +2025-06-27 19:53:05,288 - pyskl - INFO - Epoch [17][800/3405] lr: 2.428e-02, eta: 2 days, 10:40:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9481, loss_cls: 4.3491, loss: 4.3491 +2025-06-27 19:53:51,002 - pyskl - INFO - Epoch [17][900/3405] lr: 2.428e-02, eta: 2 days, 10:40:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9469, loss_cls: 4.2869, loss: 4.2869 +2025-06-27 19:54:36,805 - pyskl - INFO - Epoch [17][1000/3405] lr: 2.428e-02, eta: 2 days, 10:39:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9250, loss_cls: 4.4756, loss: 4.4756 +2025-06-27 19:55:22,548 - pyskl - INFO - Epoch [17][1100/3405] lr: 2.428e-02, eta: 2 days, 10:38:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9563, loss_cls: 4.3188, loss: 4.3188 +2025-06-27 19:56:08,552 - pyskl - INFO - Epoch [17][1200/3405] lr: 2.427e-02, eta: 2 days, 10:37:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9456, loss_cls: 4.2777, loss: 4.2777 +2025-06-27 19:56:54,371 - pyskl - INFO - Epoch [17][1300/3405] lr: 2.427e-02, eta: 2 days, 10:36:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9481, loss_cls: 4.3254, loss: 4.3254 +2025-06-27 19:57:40,298 - pyskl - INFO - Epoch [17][1400/3405] lr: 2.427e-02, eta: 2 days, 10:35:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9406, loss_cls: 4.3044, loss: 4.3044 +2025-06-27 19:58:26,285 - pyskl - INFO - Epoch [17][1500/3405] lr: 2.427e-02, eta: 2 days, 10:35:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9406, loss_cls: 4.2431, loss: 4.2431 +2025-06-27 19:59:12,258 - pyskl - INFO - Epoch [17][1600/3405] lr: 2.426e-02, eta: 2 days, 10:34:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9425, loss_cls: 4.1885, loss: 4.1885 +2025-06-27 19:59:58,143 - pyskl - INFO - Epoch [17][1700/3405] lr: 2.426e-02, eta: 2 days, 10:33:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9469, loss_cls: 4.3067, loss: 4.3067 +2025-06-27 20:00:43,873 - pyskl - INFO - Epoch [17][1800/3405] lr: 2.426e-02, eta: 2 days, 10:32:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9487, loss_cls: 4.2379, loss: 4.2379 +2025-06-27 20:01:29,649 - pyskl - INFO - Epoch [17][1900/3405] lr: 2.426e-02, eta: 2 days, 10:31:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9487, loss_cls: 4.4010, loss: 4.4010 +2025-06-27 20:02:15,362 - pyskl - INFO - Epoch [17][2000/3405] lr: 2.425e-02, eta: 2 days, 10:30:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9344, loss_cls: 4.2995, loss: 4.2995 +2025-06-27 20:03:01,120 - pyskl - INFO - Epoch [17][2100/3405] lr: 2.425e-02, eta: 2 days, 10:29:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9419, loss_cls: 4.1386, loss: 4.1386 +2025-06-27 20:03:46,955 - pyskl - INFO - Epoch [17][2200/3405] lr: 2.425e-02, eta: 2 days, 10:29:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9531, loss_cls: 4.0675, loss: 4.0675 +2025-06-27 20:04:32,741 - pyskl - INFO - Epoch [17][2300/3405] lr: 2.425e-02, eta: 2 days, 10:28:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9394, loss_cls: 4.4265, loss: 4.4265 +2025-06-27 20:05:18,434 - pyskl - INFO - Epoch [17][2400/3405] lr: 2.424e-02, eta: 2 days, 10:27:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9400, loss_cls: 4.3710, loss: 4.3710 +2025-06-27 20:06:04,092 - pyskl - INFO - Epoch [17][2500/3405] lr: 2.424e-02, eta: 2 days, 10:26:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9463, loss_cls: 4.3226, loss: 4.3226 +2025-06-27 20:06:49,825 - pyskl - INFO - Epoch [17][2600/3405] lr: 2.424e-02, eta: 2 days, 10:25:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9387, loss_cls: 4.3124, loss: 4.3124 +2025-06-27 20:07:35,411 - pyskl - INFO - Epoch [17][2700/3405] lr: 2.423e-02, eta: 2 days, 10:24:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9500, loss_cls: 4.2570, loss: 4.2570 +2025-06-27 20:08:21,103 - pyskl - INFO - Epoch [17][2800/3405] lr: 2.423e-02, eta: 2 days, 10:23:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9463, loss_cls: 4.1915, loss: 4.1915 +2025-06-27 20:09:06,722 - pyskl - INFO - Epoch [17][2900/3405] lr: 2.423e-02, eta: 2 days, 10:23:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9475, loss_cls: 4.2594, loss: 4.2594 +2025-06-27 20:09:52,329 - pyskl - INFO - Epoch [17][3000/3405] lr: 2.423e-02, eta: 2 days, 10:22:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9431, loss_cls: 4.3369, loss: 4.3369 +2025-06-27 20:10:37,955 - pyskl - INFO - Epoch [17][3100/3405] lr: 2.422e-02, eta: 2 days, 10:21:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9387, loss_cls: 4.4142, loss: 4.4142 +2025-06-27 20:11:23,625 - pyskl - INFO - Epoch [17][3200/3405] lr: 2.422e-02, eta: 2 days, 10:20:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9537, loss_cls: 4.1405, loss: 4.1405 +2025-06-27 20:12:09,440 - pyskl - INFO - Epoch [17][3300/3405] lr: 2.422e-02, eta: 2 days, 10:19:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9450, loss_cls: 4.2913, loss: 4.2913 +2025-06-27 20:12:55,086 - pyskl - INFO - Epoch [17][3400/3405] lr: 2.422e-02, eta: 2 days, 10:18:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9481, loss_cls: 4.2779, loss: 4.2779 +2025-06-27 20:12:57,705 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-06-27 20:17:09,045 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 20:17:09,598 - pyskl - INFO - +top1_acc 0.7174 +top5_acc 0.9348 +2025-06-27 20:17:09,656 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_16.pth was removed +2025-06-27 20:17:10,706 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. +2025-06-27 20:17:10,708 - pyskl - INFO - Best top1_acc is 0.7174 at 17 epoch. +2025-06-27 20:17:10,727 - pyskl - INFO - Epoch(val) [17][3718] top1_acc: 0.7174, top5_acc: 0.9348 +2025-06-27 20:18:19,560 - pyskl - INFO - Epoch [18][100/3405] lr: 2.421e-02, eta: 2 days, 10:20:35, time: 0.688, data_time: 0.232, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9513, loss_cls: 4.0985, loss: 4.0985 +2025-06-27 20:19:05,228 - pyskl - INFO - Epoch [18][200/3405] lr: 2.421e-02, eta: 2 days, 10:19:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9413, loss_cls: 4.2389, loss: 4.2389 +2025-06-27 20:19:50,908 - pyskl - INFO - Epoch [18][300/3405] lr: 2.421e-02, eta: 2 days, 10:18:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9531, loss_cls: 4.2267, loss: 4.2267 +2025-06-27 20:20:36,638 - pyskl - INFO - Epoch [18][400/3405] lr: 2.421e-02, eta: 2 days, 10:18:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9581, loss_cls: 4.1903, loss: 4.1903 +2025-06-27 20:21:22,458 - pyskl - INFO - Epoch [18][500/3405] lr: 2.420e-02, eta: 2 days, 10:17:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9431, loss_cls: 4.2141, loss: 4.2141 +2025-06-27 20:22:08,179 - pyskl - INFO - Epoch [18][600/3405] lr: 2.420e-02, eta: 2 days, 10:16:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9444, loss_cls: 4.2036, loss: 4.2036 +2025-06-27 20:22:53,906 - pyskl - INFO - Epoch [18][700/3405] lr: 2.420e-02, eta: 2 days, 10:15:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9569, loss_cls: 4.3145, loss: 4.3145 +2025-06-27 20:23:39,598 - pyskl - INFO - Epoch [18][800/3405] lr: 2.419e-02, eta: 2 days, 10:14:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9450, loss_cls: 4.2093, loss: 4.2093 +2025-06-27 20:24:25,259 - pyskl - INFO - Epoch [18][900/3405] lr: 2.419e-02, eta: 2 days, 10:13:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9519, loss_cls: 4.1209, loss: 4.1209 +2025-06-27 20:25:10,913 - pyskl - INFO - Epoch [18][1000/3405] lr: 2.419e-02, eta: 2 days, 10:12:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9463, loss_cls: 4.2102, loss: 4.2102 +2025-06-27 20:25:56,624 - pyskl - INFO - Epoch [18][1100/3405] lr: 2.419e-02, eta: 2 days, 10:11:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9513, loss_cls: 4.2131, loss: 4.2131 +2025-06-27 20:26:42,310 - pyskl - INFO - Epoch [18][1200/3405] lr: 2.418e-02, eta: 2 days, 10:11:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9587, loss_cls: 4.0650, loss: 4.0650 +2025-06-27 20:27:28,068 - pyskl - INFO - Epoch [18][1300/3405] lr: 2.418e-02, eta: 2 days, 10:10:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9394, loss_cls: 4.2423, loss: 4.2423 +2025-06-27 20:28:13,969 - pyskl - INFO - Epoch [18][1400/3405] lr: 2.418e-02, eta: 2 days, 10:09:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9463, loss_cls: 4.2099, loss: 4.2099 +2025-06-27 20:28:59,683 - pyskl - INFO - Epoch [18][1500/3405] lr: 2.418e-02, eta: 2 days, 10:08:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9563, loss_cls: 4.1226, loss: 4.1226 +2025-06-27 20:29:45,413 - pyskl - INFO - Epoch [18][1600/3405] lr: 2.417e-02, eta: 2 days, 10:07:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9425, loss_cls: 4.1861, loss: 4.1861 +2025-06-27 20:30:31,083 - pyskl - INFO - Epoch [18][1700/3405] lr: 2.417e-02, eta: 2 days, 10:06:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9456, loss_cls: 4.2808, loss: 4.2808 +2025-06-27 20:31:16,816 - pyskl - INFO - Epoch [18][1800/3405] lr: 2.417e-02, eta: 2 days, 10:06:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9400, loss_cls: 4.3590, loss: 4.3590 +2025-06-27 20:32:02,521 - pyskl - INFO - Epoch [18][1900/3405] lr: 2.416e-02, eta: 2 days, 10:05:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9425, loss_cls: 4.2941, loss: 4.2941 +2025-06-27 20:32:48,413 - pyskl - INFO - Epoch [18][2000/3405] lr: 2.416e-02, eta: 2 days, 10:04:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9425, loss_cls: 4.2462, loss: 4.2462 +2025-06-27 20:33:34,123 - pyskl - INFO - Epoch [18][2100/3405] lr: 2.416e-02, eta: 2 days, 10:03:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9413, loss_cls: 4.2966, loss: 4.2966 +2025-06-27 20:34:19,832 - pyskl - INFO - Epoch [18][2200/3405] lr: 2.416e-02, eta: 2 days, 10:02:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9425, loss_cls: 4.3026, loss: 4.3026 +2025-06-27 20:35:05,749 - pyskl - INFO - Epoch [18][2300/3405] lr: 2.415e-02, eta: 2 days, 10:01:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9444, loss_cls: 4.3690, loss: 4.3690 +2025-06-27 20:35:51,551 - pyskl - INFO - Epoch [18][2400/3405] lr: 2.415e-02, eta: 2 days, 10:00:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9475, loss_cls: 4.2494, loss: 4.2494 +2025-06-27 20:36:37,208 - pyskl - INFO - Epoch [18][2500/3405] lr: 2.415e-02, eta: 2 days, 10:00:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9431, loss_cls: 4.2564, loss: 4.2564 +2025-06-27 20:37:22,891 - pyskl - INFO - Epoch [18][2600/3405] lr: 2.414e-02, eta: 2 days, 9:59:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9456, loss_cls: 4.2614, loss: 4.2614 +2025-06-27 20:38:08,560 - pyskl - INFO - Epoch [18][2700/3405] lr: 2.414e-02, eta: 2 days, 9:58:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9450, loss_cls: 4.3329, loss: 4.3329 +2025-06-27 20:38:54,366 - pyskl - INFO - Epoch [18][2800/3405] lr: 2.414e-02, eta: 2 days, 9:57:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9494, loss_cls: 4.2355, loss: 4.2355 +2025-06-27 20:39:40,092 - pyskl - INFO - Epoch [18][2900/3405] lr: 2.414e-02, eta: 2 days, 9:56:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9463, loss_cls: 4.2883, loss: 4.2883 +2025-06-27 20:40:25,815 - pyskl - INFO - Epoch [18][3000/3405] lr: 2.413e-02, eta: 2 days, 9:55:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9450, loss_cls: 4.2601, loss: 4.2601 +2025-06-27 20:41:11,566 - pyskl - INFO - Epoch [18][3100/3405] lr: 2.413e-02, eta: 2 days, 9:54:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9544, loss_cls: 4.2893, loss: 4.2893 +2025-06-27 20:41:57,201 - pyskl - INFO - Epoch [18][3200/3405] lr: 2.413e-02, eta: 2 days, 9:54:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9475, loss_cls: 4.1754, loss: 4.1754 +2025-06-27 20:42:42,925 - pyskl - INFO - Epoch [18][3300/3405] lr: 2.413e-02, eta: 2 days, 9:53:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9506, loss_cls: 4.4268, loss: 4.4268 +2025-06-27 20:43:28,612 - pyskl - INFO - Epoch [18][3400/3405] lr: 2.412e-02, eta: 2 days, 9:52:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9450, loss_cls: 4.3063, loss: 4.3063 +2025-06-27 20:43:31,489 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-06-27 20:47:42,886 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 20:47:43,441 - pyskl - INFO - +top1_acc 0.7153 +top5_acc 0.9241 +2025-06-27 20:47:43,463 - pyskl - INFO - Epoch(val) [18][3718] top1_acc: 0.7153, top5_acc: 0.9241 +2025-06-27 20:48:52,132 - pyskl - INFO - Epoch [19][100/3405] lr: 2.412e-02, eta: 2 days, 9:54:02, time: 0.687, data_time: 0.229, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9494, loss_cls: 4.2676, loss: 4.2676 +2025-06-27 20:49:37,867 - pyskl - INFO - Epoch [19][200/3405] lr: 2.412e-02, eta: 2 days, 9:53:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9544, loss_cls: 4.2004, loss: 4.2004 +2025-06-27 20:50:23,614 - pyskl - INFO - Epoch [19][300/3405] lr: 2.411e-02, eta: 2 days, 9:52:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9494, loss_cls: 4.1832, loss: 4.1832 +2025-06-27 20:51:09,456 - pyskl - INFO - Epoch [19][400/3405] lr: 2.411e-02, eta: 2 days, 9:51:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9450, loss_cls: 4.2341, loss: 4.2341 +2025-06-27 20:51:55,302 - pyskl - INFO - Epoch [19][500/3405] lr: 2.411e-02, eta: 2 days, 9:50:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9450, loss_cls: 4.2059, loss: 4.2059 +2025-06-27 20:52:41,064 - pyskl - INFO - Epoch [19][600/3405] lr: 2.411e-02, eta: 2 days, 9:49:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9581, loss_cls: 4.2696, loss: 4.2696 +2025-06-27 20:53:26,832 - pyskl - INFO - Epoch [19][700/3405] lr: 2.410e-02, eta: 2 days, 9:48:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9350, loss_cls: 4.2879, loss: 4.2879 +2025-06-27 20:54:12,749 - pyskl - INFO - Epoch [19][800/3405] lr: 2.410e-02, eta: 2 days, 9:48:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9487, loss_cls: 4.2304, loss: 4.2304 +2025-06-27 20:54:58,572 - pyskl - INFO - Epoch [19][900/3405] lr: 2.410e-02, eta: 2 days, 9:47:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9544, loss_cls: 4.1959, loss: 4.1959 +2025-06-27 20:55:44,407 - pyskl - INFO - Epoch [19][1000/3405] lr: 2.409e-02, eta: 2 days, 9:46:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9425, loss_cls: 4.2867, loss: 4.2867 +2025-06-27 20:56:30,158 - pyskl - INFO - Epoch [19][1100/3405] lr: 2.409e-02, eta: 2 days, 9:45:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9456, loss_cls: 4.1526, loss: 4.1526 +2025-06-27 20:57:15,934 - pyskl - INFO - Epoch [19][1200/3405] lr: 2.409e-02, eta: 2 days, 9:44:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9456, loss_cls: 4.2397, loss: 4.2397 +2025-06-27 20:58:01,739 - pyskl - INFO - Epoch [19][1300/3405] lr: 2.409e-02, eta: 2 days, 9:43:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9419, loss_cls: 4.2852, loss: 4.2852 +2025-06-27 20:58:47,770 - pyskl - INFO - Epoch [19][1400/3405] lr: 2.408e-02, eta: 2 days, 9:43:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9469, loss_cls: 4.2447, loss: 4.2447 +2025-06-27 20:59:33,738 - pyskl - INFO - Epoch [19][1500/3405] lr: 2.408e-02, eta: 2 days, 9:42:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9444, loss_cls: 4.2638, loss: 4.2638 +2025-06-27 21:00:19,620 - pyskl - INFO - Epoch [19][1600/3405] lr: 2.408e-02, eta: 2 days, 9:41:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9463, loss_cls: 4.1747, loss: 4.1747 +2025-06-27 21:01:05,410 - pyskl - INFO - Epoch [19][1700/3405] lr: 2.407e-02, eta: 2 days, 9:40:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9463, loss_cls: 4.1128, loss: 4.1128 +2025-06-27 21:01:51,461 - pyskl - INFO - Epoch [19][1800/3405] lr: 2.407e-02, eta: 2 days, 9:39:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9494, loss_cls: 4.1634, loss: 4.1634 +2025-06-27 21:02:37,457 - pyskl - INFO - Epoch [19][1900/3405] lr: 2.407e-02, eta: 2 days, 9:38:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9456, loss_cls: 4.2564, loss: 4.2564 +2025-06-27 21:03:23,139 - pyskl - INFO - Epoch [19][2000/3405] lr: 2.406e-02, eta: 2 days, 9:38:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9563, loss_cls: 4.2591, loss: 4.2591 +2025-06-27 21:04:08,902 - pyskl - INFO - Epoch [19][2100/3405] lr: 2.406e-02, eta: 2 days, 9:37:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9425, loss_cls: 4.2395, loss: 4.2395 +2025-06-27 21:04:54,695 - pyskl - INFO - Epoch [19][2200/3405] lr: 2.406e-02, eta: 2 days, 9:36:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9481, loss_cls: 4.1307, loss: 4.1307 +2025-06-27 21:05:40,486 - pyskl - INFO - Epoch [19][2300/3405] lr: 2.406e-02, eta: 2 days, 9:35:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 4.2758, loss: 4.2758 +2025-06-27 21:06:26,262 - pyskl - INFO - Epoch [19][2400/3405] lr: 2.405e-02, eta: 2 days, 9:34:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9400, loss_cls: 4.1975, loss: 4.1975 +2025-06-27 21:07:12,075 - pyskl - INFO - Epoch [19][2500/3405] lr: 2.405e-02, eta: 2 days, 9:33:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9450, loss_cls: 4.2736, loss: 4.2736 +2025-06-27 21:07:57,823 - pyskl - INFO - Epoch [19][2600/3405] lr: 2.405e-02, eta: 2 days, 9:33:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9406, loss_cls: 4.2805, loss: 4.2805 +2025-06-27 21:08:43,587 - pyskl - INFO - Epoch [19][2700/3405] lr: 2.404e-02, eta: 2 days, 9:32:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9531, loss_cls: 4.3084, loss: 4.3084 +2025-06-27 21:09:29,341 - pyskl - INFO - Epoch [19][2800/3405] lr: 2.404e-02, eta: 2 days, 9:31:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9400, loss_cls: 4.2936, loss: 4.2936 +2025-06-27 21:10:15,213 - pyskl - INFO - Epoch [19][2900/3405] lr: 2.404e-02, eta: 2 days, 9:30:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9531, loss_cls: 4.0734, loss: 4.0734 +2025-06-27 21:11:00,934 - pyskl - INFO - Epoch [19][3000/3405] lr: 2.404e-02, eta: 2 days, 9:29:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9356, loss_cls: 4.2800, loss: 4.2800 +2025-06-27 21:11:46,646 - pyskl - INFO - Epoch [19][3100/3405] lr: 2.403e-02, eta: 2 days, 9:28:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9531, loss_cls: 4.2449, loss: 4.2449 +2025-06-27 21:12:32,388 - pyskl - INFO - Epoch [19][3200/3405] lr: 2.403e-02, eta: 2 days, 9:28:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9537, loss_cls: 4.1670, loss: 4.1670 +2025-06-27 21:13:18,146 - pyskl - INFO - Epoch [19][3300/3405] lr: 2.403e-02, eta: 2 days, 9:27:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9513, loss_cls: 4.2939, loss: 4.2939 +2025-06-27 21:14:03,856 - pyskl - INFO - Epoch [19][3400/3405] lr: 2.402e-02, eta: 2 days, 9:26:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9363, loss_cls: 4.3086, loss: 4.3086 +2025-06-27 21:14:06,489 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-06-27 21:18:14,470 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 21:18:15,030 - pyskl - INFO - +top1_acc 0.6672 +top5_acc 0.9046 +2025-06-27 21:18:15,049 - pyskl - INFO - Epoch(val) [19][3718] top1_acc: 0.6672, top5_acc: 0.9046 +2025-06-27 21:19:23,698 - pyskl - INFO - Epoch [20][100/3405] lr: 2.402e-02, eta: 2 days, 9:27:49, time: 0.686, data_time: 0.227, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9563, loss_cls: 4.1027, loss: 4.1027 +2025-06-27 21:20:09,449 - pyskl - INFO - Epoch [20][200/3405] lr: 2.402e-02, eta: 2 days, 9:26:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9569, loss_cls: 4.1045, loss: 4.1045 +2025-06-27 21:20:55,163 - pyskl - INFO - Epoch [20][300/3405] lr: 2.401e-02, eta: 2 days, 9:26:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9525, loss_cls: 4.2438, loss: 4.2438 +2025-06-27 21:21:40,887 - pyskl - INFO - Epoch [20][400/3405] lr: 2.401e-02, eta: 2 days, 9:25:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9556, loss_cls: 4.2208, loss: 4.2208 +2025-06-27 21:22:26,614 - pyskl - INFO - Epoch [20][500/3405] lr: 2.401e-02, eta: 2 days, 9:24:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9475, loss_cls: 4.2541, loss: 4.2541 +2025-06-27 21:23:12,161 - pyskl - INFO - Epoch [20][600/3405] lr: 2.401e-02, eta: 2 days, 9:23:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9544, loss_cls: 4.0086, loss: 4.0086 +2025-06-27 21:23:57,805 - pyskl - INFO - Epoch [20][700/3405] lr: 2.400e-02, eta: 2 days, 9:22:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9381, loss_cls: 4.1952, loss: 4.1952 +2025-06-27 21:24:43,466 - pyskl - INFO - Epoch [20][800/3405] lr: 2.400e-02, eta: 2 days, 9:21:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9506, loss_cls: 4.2700, loss: 4.2700 +2025-06-27 21:25:29,301 - pyskl - INFO - Epoch [20][900/3405] lr: 2.400e-02, eta: 2 days, 9:21:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9600, loss_cls: 4.0973, loss: 4.0973 +2025-06-27 21:26:15,136 - pyskl - INFO - Epoch [20][1000/3405] lr: 2.399e-02, eta: 2 days, 9:20:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 4.0395, loss: 4.0395 +2025-06-27 21:27:00,993 - pyskl - INFO - Epoch [20][1100/3405] lr: 2.399e-02, eta: 2 days, 9:19:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9425, loss_cls: 4.2377, loss: 4.2377 +2025-06-27 21:27:46,917 - pyskl - INFO - Epoch [20][1200/3405] lr: 2.399e-02, eta: 2 days, 9:18:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9444, loss_cls: 4.2418, loss: 4.2418 +2025-06-27 21:28:32,975 - pyskl - INFO - Epoch [20][1300/3405] lr: 2.398e-02, eta: 2 days, 9:17:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9444, loss_cls: 4.2606, loss: 4.2606 +2025-06-27 21:29:18,711 - pyskl - INFO - Epoch [20][1400/3405] lr: 2.398e-02, eta: 2 days, 9:16:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 4.1219, loss: 4.1219 +2025-06-27 21:30:04,345 - pyskl - INFO - Epoch [20][1500/3405] lr: 2.398e-02, eta: 2 days, 9:16:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9475, loss_cls: 4.2713, loss: 4.2713 +2025-06-27 21:30:49,977 - pyskl - INFO - Epoch [20][1600/3405] lr: 2.398e-02, eta: 2 days, 9:15:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9444, loss_cls: 4.2001, loss: 4.2001 +2025-06-27 21:31:35,608 - pyskl - INFO - Epoch [20][1700/3405] lr: 2.397e-02, eta: 2 days, 9:14:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9413, loss_cls: 4.2401, loss: 4.2401 +2025-06-27 21:32:21,113 - pyskl - INFO - Epoch [20][1800/3405] lr: 2.397e-02, eta: 2 days, 9:13:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9425, loss_cls: 4.2281, loss: 4.2281 +2025-06-27 21:33:06,644 - pyskl - INFO - Epoch [20][1900/3405] lr: 2.397e-02, eta: 2 days, 9:12:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9463, loss_cls: 4.1779, loss: 4.1779 +2025-06-27 21:33:52,356 - pyskl - INFO - Epoch [20][2000/3405] lr: 2.396e-02, eta: 2 days, 9:11:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9581, loss_cls: 4.0584, loss: 4.0584 +2025-06-27 21:34:38,066 - pyskl - INFO - Epoch [20][2100/3405] lr: 2.396e-02, eta: 2 days, 9:10:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9519, loss_cls: 4.1777, loss: 4.1777 +2025-06-27 21:35:23,710 - pyskl - INFO - Epoch [20][2200/3405] lr: 2.396e-02, eta: 2 days, 9:10:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9450, loss_cls: 4.1881, loss: 4.1881 +2025-06-27 21:36:09,357 - pyskl - INFO - Epoch [20][2300/3405] lr: 2.395e-02, eta: 2 days, 9:09:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9469, loss_cls: 4.2024, loss: 4.2024 +2025-06-27 21:36:54,959 - pyskl - INFO - Epoch [20][2400/3405] lr: 2.395e-02, eta: 2 days, 9:08:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9487, loss_cls: 4.1692, loss: 4.1692 +2025-06-27 21:37:40,508 - pyskl - INFO - Epoch [20][2500/3405] lr: 2.395e-02, eta: 2 days, 9:07:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9487, loss_cls: 4.2362, loss: 4.2362 +2025-06-27 21:38:26,031 - pyskl - INFO - Epoch [20][2600/3405] lr: 2.394e-02, eta: 2 days, 9:06:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9487, loss_cls: 4.1266, loss: 4.1266 +2025-06-27 21:39:11,678 - pyskl - INFO - Epoch [20][2700/3405] lr: 2.394e-02, eta: 2 days, 9:05:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9494, loss_cls: 4.2121, loss: 4.2121 +2025-06-27 21:39:57,087 - pyskl - INFO - Epoch [20][2800/3405] lr: 2.394e-02, eta: 2 days, 9:04:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9437, loss_cls: 4.0979, loss: 4.0979 +2025-06-27 21:40:42,583 - pyskl - INFO - Epoch [20][2900/3405] lr: 2.394e-02, eta: 2 days, 9:03:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9569, loss_cls: 4.1780, loss: 4.1780 +2025-06-27 21:41:28,078 - pyskl - INFO - Epoch [20][3000/3405] lr: 2.393e-02, eta: 2 days, 9:03:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9513, loss_cls: 4.2203, loss: 4.2203 +2025-06-27 21:42:13,636 - pyskl - INFO - Epoch [20][3100/3405] lr: 2.393e-02, eta: 2 days, 9:02:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9375, loss_cls: 4.3006, loss: 4.3006 +2025-06-27 21:42:59,353 - pyskl - INFO - Epoch [20][3200/3405] lr: 2.393e-02, eta: 2 days, 9:01:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9613, loss_cls: 4.0188, loss: 4.0188 +2025-06-27 21:43:45,019 - pyskl - INFO - Epoch [20][3300/3405] lr: 2.392e-02, eta: 2 days, 9:00:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9375, loss_cls: 4.3014, loss: 4.3014 +2025-06-27 21:44:30,691 - pyskl - INFO - Epoch [20][3400/3405] lr: 2.392e-02, eta: 2 days, 8:59:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9544, loss_cls: 4.2655, loss: 4.2655 +2025-06-27 21:44:33,297 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-06-27 22:04:09,728 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 22:04:10,305 - pyskl - INFO - +top1_acc 0.6739 +top5_acc 0.9164 +2025-06-27 22:04:10,327 - pyskl - INFO - Epoch(val) [20][3718] top1_acc: 0.6739, top5_acc: 0.9164 +2025-06-27 22:05:18,772 - pyskl - INFO - Epoch [21][100/3405] lr: 2.392e-02, eta: 2 days, 9:01:03, time: 0.684, data_time: 0.226, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9631, loss_cls: 4.1344, loss: 4.1344 +2025-06-27 22:06:04,598 - pyskl - INFO - Epoch [21][200/3405] lr: 2.391e-02, eta: 2 days, 9:00:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9469, loss_cls: 4.2055, loss: 4.2055 +2025-06-27 22:06:50,672 - pyskl - INFO - Epoch [21][300/3405] lr: 2.391e-02, eta: 2 days, 8:59:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9513, loss_cls: 4.1661, loss: 4.1661 +2025-06-27 22:07:36,638 - pyskl - INFO - Epoch [21][400/3405] lr: 2.391e-02, eta: 2 days, 8:58:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9537, loss_cls: 4.1523, loss: 4.1523 +2025-06-27 22:08:22,579 - pyskl - INFO - Epoch [21][500/3405] lr: 2.390e-02, eta: 2 days, 8:57:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9544, loss_cls: 4.1011, loss: 4.1011 +2025-06-27 22:09:08,554 - pyskl - INFO - Epoch [21][600/3405] lr: 2.390e-02, eta: 2 days, 8:56:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9494, loss_cls: 4.1664, loss: 4.1664 +2025-06-27 22:09:54,542 - pyskl - INFO - Epoch [21][700/3405] lr: 2.390e-02, eta: 2 days, 8:56:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9594, loss_cls: 4.0455, loss: 4.0455 +2025-06-27 22:10:40,289 - pyskl - INFO - Epoch [21][800/3405] lr: 2.389e-02, eta: 2 days, 8:55:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 4.0494, loss: 4.0494 +2025-06-27 22:11:25,978 - pyskl - INFO - Epoch [21][900/3405] lr: 2.389e-02, eta: 2 days, 8:54:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9556, loss_cls: 4.2636, loss: 4.2636 +2025-06-27 22:12:11,670 - pyskl - INFO - Epoch [21][1000/3405] lr: 2.389e-02, eta: 2 days, 8:53:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 4.1216, loss: 4.1216 +2025-06-27 22:12:57,453 - pyskl - INFO - Epoch [21][1100/3405] lr: 2.388e-02, eta: 2 days, 8:52:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9587, loss_cls: 4.1432, loss: 4.1432 +2025-06-27 22:13:43,128 - pyskl - INFO - Epoch [21][1200/3405] lr: 2.388e-02, eta: 2 days, 8:51:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9475, loss_cls: 4.1392, loss: 4.1392 +2025-06-27 22:14:28,877 - pyskl - INFO - Epoch [21][1300/3405] lr: 2.388e-02, eta: 2 days, 8:51:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9513, loss_cls: 4.2005, loss: 4.2005 +2025-06-27 22:15:14,567 - pyskl - INFO - Epoch [21][1400/3405] lr: 2.388e-02, eta: 2 days, 8:50:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9531, loss_cls: 4.2751, loss: 4.2751 +2025-06-27 22:16:00,603 - pyskl - INFO - Epoch [21][1500/3405] lr: 2.387e-02, eta: 2 days, 8:49:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9494, loss_cls: 4.2350, loss: 4.2350 +2025-06-27 22:16:46,642 - pyskl - INFO - Epoch [21][1600/3405] lr: 2.387e-02, eta: 2 days, 8:48:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9469, loss_cls: 4.1304, loss: 4.1304 +2025-06-27 22:17:32,449 - pyskl - INFO - Epoch [21][1700/3405] lr: 2.387e-02, eta: 2 days, 8:47:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 4.1409, loss: 4.1409 +2025-06-27 22:18:18,270 - pyskl - INFO - Epoch [21][1800/3405] lr: 2.386e-02, eta: 2 days, 8:46:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9513, loss_cls: 4.1065, loss: 4.1065 +2025-06-27 22:19:03,959 - pyskl - INFO - Epoch [21][1900/3405] lr: 2.386e-02, eta: 2 days, 8:46:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9450, loss_cls: 4.2728, loss: 4.2728 +2025-06-27 22:19:49,699 - pyskl - INFO - Epoch [21][2000/3405] lr: 2.386e-02, eta: 2 days, 8:45:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9500, loss_cls: 4.1857, loss: 4.1857 +2025-06-27 22:20:35,453 - pyskl - INFO - Epoch [21][2100/3405] lr: 2.385e-02, eta: 2 days, 8:44:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9450, loss_cls: 4.2774, loss: 4.2774 +2025-06-27 22:21:21,224 - pyskl - INFO - Epoch [21][2200/3405] lr: 2.385e-02, eta: 2 days, 8:43:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9525, loss_cls: 4.2006, loss: 4.2006 +2025-06-27 22:22:06,961 - pyskl - INFO - Epoch [21][2300/3405] lr: 2.385e-02, eta: 2 days, 8:42:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9500, loss_cls: 4.1968, loss: 4.1968 +2025-06-27 22:22:52,685 - pyskl - INFO - Epoch [21][2400/3405] lr: 2.384e-02, eta: 2 days, 8:41:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 4.0933, loss: 4.0933 +2025-06-27 22:23:38,450 - pyskl - INFO - Epoch [21][2500/3405] lr: 2.384e-02, eta: 2 days, 8:41:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9381, loss_cls: 4.2150, loss: 4.2150 +2025-06-27 22:24:24,311 - pyskl - INFO - Epoch [21][2600/3405] lr: 2.384e-02, eta: 2 days, 8:40:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9506, loss_cls: 4.0630, loss: 4.0630 +2025-06-27 22:25:10,058 - pyskl - INFO - Epoch [21][2700/3405] lr: 2.383e-02, eta: 2 days, 8:39:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9413, loss_cls: 4.2586, loss: 4.2586 +2025-06-27 22:25:55,844 - pyskl - INFO - Epoch [21][2800/3405] lr: 2.383e-02, eta: 2 days, 8:38:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9525, loss_cls: 4.2146, loss: 4.2146 +2025-06-27 22:26:41,576 - pyskl - INFO - Epoch [21][2900/3405] lr: 2.383e-02, eta: 2 days, 8:37:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9413, loss_cls: 4.3548, loss: 4.3548 +2025-06-27 22:27:27,320 - pyskl - INFO - Epoch [21][3000/3405] lr: 2.382e-02, eta: 2 days, 8:36:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9575, loss_cls: 4.0967, loss: 4.0967 +2025-06-27 22:28:13,042 - pyskl - INFO - Epoch [21][3100/3405] lr: 2.382e-02, eta: 2 days, 8:36:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9563, loss_cls: 4.1344, loss: 4.1344 +2025-06-27 22:28:58,901 - pyskl - INFO - Epoch [21][3200/3405] lr: 2.382e-02, eta: 2 days, 8:35:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9500, loss_cls: 4.0602, loss: 4.0602 +2025-06-27 22:29:44,806 - pyskl - INFO - Epoch [21][3300/3405] lr: 2.381e-02, eta: 2 days, 8:34:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9363, loss_cls: 4.4923, loss: 4.4923 +2025-06-27 22:30:30,609 - pyskl - INFO - Epoch [21][3400/3405] lr: 2.381e-02, eta: 2 days, 8:33:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9463, loss_cls: 4.2343, loss: 4.2343 +2025-06-27 22:30:33,233 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-06-27 22:34:41,307 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 22:34:41,900 - pyskl - INFO - +top1_acc 0.7208 +top5_acc 0.9328 +2025-06-27 22:34:41,957 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_17.pth was removed +2025-06-27 22:34:42,979 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_21.pth. +2025-06-27 22:34:42,981 - pyskl - INFO - Best top1_acc is 0.7208 at 21 epoch. +2025-06-27 22:34:43,000 - pyskl - INFO - Epoch(val) [21][3718] top1_acc: 0.7208, top5_acc: 0.9328 +2025-06-27 22:35:52,038 - pyskl - INFO - Epoch [22][100/3405] lr: 2.381e-02, eta: 2 days, 8:34:53, time: 0.690, data_time: 0.234, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9506, loss_cls: 4.1480, loss: 4.1480 +2025-06-27 22:36:37,523 - pyskl - INFO - Epoch [22][200/3405] lr: 2.380e-02, eta: 2 days, 8:34:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9513, loss_cls: 4.1694, loss: 4.1694 +2025-06-27 22:37:23,189 - pyskl - INFO - Epoch [22][300/3405] lr: 2.380e-02, eta: 2 days, 8:33:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9487, loss_cls: 4.1619, loss: 4.1619 +2025-06-27 22:38:08,693 - pyskl - INFO - Epoch [22][400/3405] lr: 2.380e-02, eta: 2 days, 8:32:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9525, loss_cls: 4.1488, loss: 4.1488 +2025-06-27 22:38:54,332 - pyskl - INFO - Epoch [22][500/3405] lr: 2.379e-02, eta: 2 days, 8:31:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9544, loss_cls: 4.0512, loss: 4.0512 +2025-06-27 22:39:39,907 - pyskl - INFO - Epoch [22][600/3405] lr: 2.379e-02, eta: 2 days, 8:30:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9394, loss_cls: 4.2512, loss: 4.2512 +2025-06-27 22:40:25,472 - pyskl - INFO - Epoch [22][700/3405] lr: 2.379e-02, eta: 2 days, 8:29:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9600, loss_cls: 4.0688, loss: 4.0688 +2025-06-27 22:41:11,397 - pyskl - INFO - Epoch [22][800/3405] lr: 2.378e-02, eta: 2 days, 8:28:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9569, loss_cls: 4.1613, loss: 4.1613 +2025-06-27 22:41:57,189 - pyskl - INFO - Epoch [22][900/3405] lr: 2.378e-02, eta: 2 days, 8:28:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9463, loss_cls: 4.1618, loss: 4.1618 +2025-06-27 22:42:42,869 - pyskl - INFO - Epoch [22][1000/3405] lr: 2.378e-02, eta: 2 days, 8:27:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9556, loss_cls: 4.0093, loss: 4.0093 +2025-06-27 22:43:28,834 - pyskl - INFO - Epoch [22][1100/3405] lr: 2.377e-02, eta: 2 days, 8:26:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9394, loss_cls: 4.2798, loss: 4.2798 +2025-06-27 22:44:14,648 - pyskl - INFO - Epoch [22][1200/3405] lr: 2.377e-02, eta: 2 days, 8:25:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9363, loss_cls: 4.2260, loss: 4.2260 +2025-06-27 22:45:00,308 - pyskl - INFO - Epoch [22][1300/3405] lr: 2.377e-02, eta: 2 days, 8:24:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9550, loss_cls: 4.1253, loss: 4.1253 +2025-06-27 22:45:46,069 - pyskl - INFO - Epoch [22][1400/3405] lr: 2.376e-02, eta: 2 days, 8:23:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9594, loss_cls: 4.1242, loss: 4.1242 +2025-06-27 22:46:31,725 - pyskl - INFO - Epoch [22][1500/3405] lr: 2.376e-02, eta: 2 days, 8:23:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9600, loss_cls: 4.1393, loss: 4.1393 +2025-06-27 22:47:17,355 - pyskl - INFO - Epoch [22][1600/3405] lr: 2.376e-02, eta: 2 days, 8:22:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9550, loss_cls: 4.1585, loss: 4.1585 +2025-06-27 22:48:03,026 - pyskl - INFO - Epoch [22][1700/3405] lr: 2.375e-02, eta: 2 days, 8:21:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9400, loss_cls: 4.2379, loss: 4.2379 +2025-06-27 22:48:48,627 - pyskl - INFO - Epoch [22][1800/3405] lr: 2.375e-02, eta: 2 days, 8:20:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9513, loss_cls: 4.3306, loss: 4.3306 +2025-06-27 22:49:34,224 - pyskl - INFO - Epoch [22][1900/3405] lr: 2.375e-02, eta: 2 days, 8:19:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9537, loss_cls: 4.0902, loss: 4.0902 +2025-06-27 22:50:19,910 - pyskl - INFO - Epoch [22][2000/3405] lr: 2.374e-02, eta: 2 days, 8:18:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9500, loss_cls: 4.0973, loss: 4.0973 +2025-06-27 22:51:05,545 - pyskl - INFO - Epoch [22][2100/3405] lr: 2.374e-02, eta: 2 days, 8:18:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9537, loss_cls: 4.0639, loss: 4.0639 +2025-06-27 22:51:51,149 - pyskl - INFO - Epoch [22][2200/3405] lr: 2.374e-02, eta: 2 days, 8:17:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9613, loss_cls: 4.1389, loss: 4.1389 +2025-06-27 22:52:36,782 - pyskl - INFO - Epoch [22][2300/3405] lr: 2.373e-02, eta: 2 days, 8:16:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9487, loss_cls: 4.2149, loss: 4.2149 +2025-06-27 22:53:22,454 - pyskl - INFO - Epoch [22][2400/3405] lr: 2.373e-02, eta: 2 days, 8:15:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9556, loss_cls: 4.1098, loss: 4.1098 +2025-06-27 22:54:08,145 - pyskl - INFO - Epoch [22][2500/3405] lr: 2.373e-02, eta: 2 days, 8:14:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9525, loss_cls: 4.1524, loss: 4.1524 +2025-06-27 22:54:53,855 - pyskl - INFO - Epoch [22][2600/3405] lr: 2.372e-02, eta: 2 days, 8:13:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 4.0946, loss: 4.0946 +2025-06-27 22:55:39,605 - pyskl - INFO - Epoch [22][2700/3405] lr: 2.372e-02, eta: 2 days, 8:12:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9556, loss_cls: 4.1049, loss: 4.1049 +2025-06-27 22:56:25,363 - pyskl - INFO - Epoch [22][2800/3405] lr: 2.372e-02, eta: 2 days, 8:12:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9481, loss_cls: 4.1171, loss: 4.1171 +2025-06-27 22:57:11,090 - pyskl - INFO - Epoch [22][2900/3405] lr: 2.371e-02, eta: 2 days, 8:11:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9544, loss_cls: 4.0713, loss: 4.0713 +2025-06-27 22:57:56,911 - pyskl - INFO - Epoch [22][3000/3405] lr: 2.371e-02, eta: 2 days, 8:10:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 4.0670, loss: 4.0670 +2025-06-27 22:58:42,738 - pyskl - INFO - Epoch [22][3100/3405] lr: 2.371e-02, eta: 2 days, 8:09:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9456, loss_cls: 4.1876, loss: 4.1876 +2025-06-27 22:59:28,570 - pyskl - INFO - Epoch [22][3200/3405] lr: 2.370e-02, eta: 2 days, 8:08:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9431, loss_cls: 4.1610, loss: 4.1610 +2025-06-27 23:00:14,320 - pyskl - INFO - Epoch [22][3300/3405] lr: 2.370e-02, eta: 2 days, 8:08:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9381, loss_cls: 4.2388, loss: 4.2388 +2025-06-27 23:01:00,035 - pyskl - INFO - Epoch [22][3400/3405] lr: 2.370e-02, eta: 2 days, 8:07:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9525, loss_cls: 4.1897, loss: 4.1897 +2025-06-27 23:01:02,862 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-06-27 23:05:14,569 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 23:05:15,118 - pyskl - INFO - +top1_acc 0.6604 +top5_acc 0.9162 +2025-06-27 23:05:15,137 - pyskl - INFO - Epoch(val) [22][3718] top1_acc: 0.6604, top5_acc: 0.9162 +2025-06-27 23:06:24,026 - pyskl - INFO - Epoch [23][100/3405] lr: 2.369e-02, eta: 2 days, 8:08:19, time: 0.689, data_time: 0.229, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9631, loss_cls: 4.0337, loss: 4.0337 +2025-06-27 23:07:09,798 - pyskl - INFO - Epoch [23][200/3405] lr: 2.369e-02, eta: 2 days, 8:07:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9456, loss_cls: 4.1702, loss: 4.1702 +2025-06-27 23:07:55,617 - pyskl - INFO - Epoch [23][300/3405] lr: 2.369e-02, eta: 2 days, 8:06:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9444, loss_cls: 4.1844, loss: 4.1844 +2025-06-27 23:08:41,401 - pyskl - INFO - Epoch [23][400/3405] lr: 2.368e-02, eta: 2 days, 8:05:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9550, loss_cls: 4.1187, loss: 4.1187 +2025-06-27 23:09:27,219 - pyskl - INFO - Epoch [23][500/3405] lr: 2.368e-02, eta: 2 days, 8:05:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9600, loss_cls: 4.1316, loss: 4.1316 +2025-06-27 23:10:12,921 - pyskl - INFO - Epoch [23][600/3405] lr: 2.368e-02, eta: 2 days, 8:04:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9581, loss_cls: 4.0513, loss: 4.0513 +2025-06-27 23:10:58,678 - pyskl - INFO - Epoch [23][700/3405] lr: 2.367e-02, eta: 2 days, 8:03:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9556, loss_cls: 4.0651, loss: 4.0651 +2025-06-27 23:11:44,566 - pyskl - INFO - Epoch [23][800/3405] lr: 2.367e-02, eta: 2 days, 8:02:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9500, loss_cls: 4.1730, loss: 4.1730 +2025-06-27 23:12:30,362 - pyskl - INFO - Epoch [23][900/3405] lr: 2.367e-02, eta: 2 days, 8:01:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9625, loss_cls: 4.0800, loss: 4.0800 +2025-06-27 23:13:16,322 - pyskl - INFO - Epoch [23][1000/3405] lr: 2.366e-02, eta: 2 days, 8:00:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9525, loss_cls: 4.0327, loss: 4.0327 +2025-06-27 23:14:02,222 - pyskl - INFO - Epoch [23][1100/3405] lr: 2.366e-02, eta: 2 days, 8:00:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 4.0990, loss: 4.0990 +2025-06-27 23:14:48,140 - pyskl - INFO - Epoch [23][1200/3405] lr: 2.366e-02, eta: 2 days, 7:59:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9500, loss_cls: 4.1009, loss: 4.1009 +2025-06-27 23:15:33,940 - pyskl - INFO - Epoch [23][1300/3405] lr: 2.365e-02, eta: 2 days, 7:58:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9313, loss_cls: 4.3684, loss: 4.3684 +2025-06-27 23:16:19,642 - pyskl - INFO - Epoch [23][1400/3405] lr: 2.365e-02, eta: 2 days, 7:57:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9500, loss_cls: 4.1087, loss: 4.1087 +2025-06-27 23:17:05,407 - pyskl - INFO - Epoch [23][1500/3405] lr: 2.364e-02, eta: 2 days, 7:56:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9556, loss_cls: 3.9906, loss: 3.9906 +2025-06-27 23:17:51,210 - pyskl - INFO - Epoch [23][1600/3405] lr: 2.364e-02, eta: 2 days, 7:55:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9606, loss_cls: 4.0028, loss: 4.0028 +2025-06-27 23:18:37,124 - pyskl - INFO - Epoch [23][1700/3405] lr: 2.364e-02, eta: 2 days, 7:55:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9444, loss_cls: 4.2014, loss: 4.2014 +2025-06-27 23:19:23,155 - pyskl - INFO - Epoch [23][1800/3405] lr: 2.363e-02, eta: 2 days, 7:54:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9494, loss_cls: 4.1671, loss: 4.1671 +2025-06-27 23:20:09,102 - pyskl - INFO - Epoch [23][1900/3405] lr: 2.363e-02, eta: 2 days, 7:53:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9419, loss_cls: 4.2617, loss: 4.2617 +2025-06-27 23:20:54,754 - pyskl - INFO - Epoch [23][2000/3405] lr: 2.363e-02, eta: 2 days, 7:52:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9506, loss_cls: 4.1223, loss: 4.1223 +2025-06-27 23:21:40,411 - pyskl - INFO - Epoch [23][2100/3405] lr: 2.362e-02, eta: 2 days, 7:51:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9450, loss_cls: 4.1724, loss: 4.1724 +2025-06-27 23:22:26,028 - pyskl - INFO - Epoch [23][2200/3405] lr: 2.362e-02, eta: 2 days, 7:50:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9581, loss_cls: 4.1035, loss: 4.1035 +2025-06-27 23:23:11,709 - pyskl - INFO - Epoch [23][2300/3405] lr: 2.362e-02, eta: 2 days, 7:50:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9444, loss_cls: 4.2482, loss: 4.2482 +2025-06-27 23:23:57,479 - pyskl - INFO - Epoch [23][2400/3405] lr: 2.361e-02, eta: 2 days, 7:49:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9500, loss_cls: 4.0582, loss: 4.0582 +2025-06-27 23:24:43,378 - pyskl - INFO - Epoch [23][2500/3405] lr: 2.361e-02, eta: 2 days, 7:48:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 4.0228, loss: 4.0228 +2025-06-27 23:25:29,077 - pyskl - INFO - Epoch [23][2600/3405] lr: 2.361e-02, eta: 2 days, 7:47:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9544, loss_cls: 4.2050, loss: 4.2050 +2025-06-27 23:26:14,807 - pyskl - INFO - Epoch [23][2700/3405] lr: 2.360e-02, eta: 2 days, 7:46:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9481, loss_cls: 4.1756, loss: 4.1756 +2025-06-27 23:27:00,553 - pyskl - INFO - Epoch [23][2800/3405] lr: 2.360e-02, eta: 2 days, 7:45:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9550, loss_cls: 4.0951, loss: 4.0951 +2025-06-27 23:27:46,194 - pyskl - INFO - Epoch [23][2900/3405] lr: 2.360e-02, eta: 2 days, 7:45:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9544, loss_cls: 4.0559, loss: 4.0559 +2025-06-27 23:28:31,876 - pyskl - INFO - Epoch [23][3000/3405] lr: 2.359e-02, eta: 2 days, 7:44:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9537, loss_cls: 4.0795, loss: 4.0795 +2025-06-27 23:29:17,544 - pyskl - INFO - Epoch [23][3100/3405] lr: 2.359e-02, eta: 2 days, 7:43:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9325, loss_cls: 4.3158, loss: 4.3158 +2025-06-27 23:30:03,145 - pyskl - INFO - Epoch [23][3200/3405] lr: 2.358e-02, eta: 2 days, 7:42:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 3.9500, loss: 3.9500 +2025-06-27 23:30:48,819 - pyskl - INFO - Epoch [23][3300/3405] lr: 2.358e-02, eta: 2 days, 7:41:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9525, loss_cls: 4.2044, loss: 4.2044 +2025-06-27 23:31:34,488 - pyskl - INFO - Epoch [23][3400/3405] lr: 2.358e-02, eta: 2 days, 7:40:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9469, loss_cls: 4.1364, loss: 4.1364 +2025-06-27 23:31:37,118 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-06-27 23:35:49,075 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 23:35:49,635 - pyskl - INFO - +top1_acc 0.7318 +top5_acc 0.9382 +2025-06-27 23:35:49,694 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_21.pth was removed +2025-06-27 23:35:50,775 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_23.pth. +2025-06-27 23:35:50,777 - pyskl - INFO - Best top1_acc is 0.7318 at 23 epoch. +2025-06-27 23:35:50,798 - pyskl - INFO - Epoch(val) [23][3718] top1_acc: 0.7318, top5_acc: 0.9382 +2025-06-27 23:36:59,238 - pyskl - INFO - Epoch [24][100/3405] lr: 2.357e-02, eta: 2 days, 7:41:57, time: 0.684, data_time: 0.227, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9619, loss_cls: 3.9687, loss: 3.9687 +2025-06-27 23:37:44,911 - pyskl - INFO - Epoch [24][200/3405] lr: 2.357e-02, eta: 2 days, 7:41:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9631, loss_cls: 4.1165, loss: 4.1165 +2025-06-27 23:38:30,719 - pyskl - INFO - Epoch [24][300/3405] lr: 2.357e-02, eta: 2 days, 7:40:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9575, loss_cls: 4.0806, loss: 4.0806 +2025-06-27 23:39:16,584 - pyskl - INFO - Epoch [24][400/3405] lr: 2.356e-02, eta: 2 days, 7:39:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 4.0698, loss: 4.0698 +2025-06-27 23:40:02,376 - pyskl - INFO - Epoch [24][500/3405] lr: 2.356e-02, eta: 2 days, 7:38:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9463, loss_cls: 4.2181, loss: 4.2181 +2025-06-27 23:40:48,118 - pyskl - INFO - Epoch [24][600/3405] lr: 2.356e-02, eta: 2 days, 7:37:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 3.9932, loss: 3.9932 +2025-06-27 23:41:34,037 - pyskl - INFO - Epoch [24][700/3405] lr: 2.355e-02, eta: 2 days, 7:37:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9556, loss_cls: 3.8785, loss: 3.8785 +2025-06-27 23:42:19,875 - pyskl - INFO - Epoch [24][800/3405] lr: 2.355e-02, eta: 2 days, 7:36:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 4.1674, loss: 4.1674 +2025-06-27 23:43:05,630 - pyskl - INFO - Epoch [24][900/3405] lr: 2.355e-02, eta: 2 days, 7:35:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9513, loss_cls: 4.1356, loss: 4.1356 +2025-06-27 23:43:51,353 - pyskl - INFO - Epoch [24][1000/3405] lr: 2.354e-02, eta: 2 days, 7:34:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9556, loss_cls: 4.2205, loss: 4.2205 +2025-06-27 23:44:37,029 - pyskl - INFO - Epoch [24][1100/3405] lr: 2.354e-02, eta: 2 days, 7:33:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9487, loss_cls: 4.2002, loss: 4.2002 +2025-06-27 23:45:22,617 - pyskl - INFO - Epoch [24][1200/3405] lr: 2.353e-02, eta: 2 days, 7:32:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9581, loss_cls: 4.0347, loss: 4.0347 +2025-06-27 23:46:08,190 - pyskl - INFO - Epoch [24][1300/3405] lr: 2.353e-02, eta: 2 days, 7:32:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9550, loss_cls: 4.1666, loss: 4.1666 +2025-06-27 23:46:53,824 - pyskl - INFO - Epoch [24][1400/3405] lr: 2.353e-02, eta: 2 days, 7:31:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9456, loss_cls: 4.1677, loss: 4.1677 +2025-06-27 23:47:39,409 - pyskl - INFO - Epoch [24][1500/3405] lr: 2.352e-02, eta: 2 days, 7:30:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9506, loss_cls: 4.1433, loss: 4.1433 +2025-06-27 23:48:25,139 - pyskl - INFO - Epoch [24][1600/3405] lr: 2.352e-02, eta: 2 days, 7:29:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9525, loss_cls: 4.1864, loss: 4.1864 +2025-06-27 23:49:10,788 - pyskl - INFO - Epoch [24][1700/3405] lr: 2.352e-02, eta: 2 days, 7:28:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9513, loss_cls: 4.0961, loss: 4.0961 +2025-06-27 23:49:56,469 - pyskl - INFO - Epoch [24][1800/3405] lr: 2.351e-02, eta: 2 days, 7:27:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9525, loss_cls: 3.9797, loss: 3.9797 +2025-06-27 23:50:42,045 - pyskl - INFO - Epoch [24][1900/3405] lr: 2.351e-02, eta: 2 days, 7:26:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9513, loss_cls: 4.0724, loss: 4.0724 +2025-06-27 23:51:27,696 - pyskl - INFO - Epoch [24][2000/3405] lr: 2.351e-02, eta: 2 days, 7:26:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9587, loss_cls: 3.9878, loss: 3.9878 +2025-06-27 23:52:13,285 - pyskl - INFO - Epoch [24][2100/3405] lr: 2.350e-02, eta: 2 days, 7:25:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9400, loss_cls: 4.2702, loss: 4.2702 +2025-06-27 23:52:58,879 - pyskl - INFO - Epoch [24][2200/3405] lr: 2.350e-02, eta: 2 days, 7:24:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9494, loss_cls: 4.1360, loss: 4.1360 +2025-06-27 23:53:44,470 - pyskl - INFO - Epoch [24][2300/3405] lr: 2.349e-02, eta: 2 days, 7:23:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9444, loss_cls: 4.0937, loss: 4.0937 +2025-06-27 23:54:30,017 - pyskl - INFO - Epoch [24][2400/3405] lr: 2.349e-02, eta: 2 days, 7:22:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9581, loss_cls: 4.1647, loss: 4.1647 +2025-06-27 23:55:15,697 - pyskl - INFO - Epoch [24][2500/3405] lr: 2.349e-02, eta: 2 days, 7:21:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9481, loss_cls: 4.1323, loss: 4.1323 +2025-06-27 23:56:01,313 - pyskl - INFO - Epoch [24][2600/3405] lr: 2.348e-02, eta: 2 days, 7:21:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9537, loss_cls: 3.8855, loss: 3.8855 +2025-06-27 23:56:46,983 - pyskl - INFO - Epoch [24][2700/3405] lr: 2.348e-02, eta: 2 days, 7:20:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9625, loss_cls: 3.9882, loss: 3.9882 +2025-06-27 23:57:32,773 - pyskl - INFO - Epoch [24][2800/3405] lr: 2.348e-02, eta: 2 days, 7:19:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 4.0154, loss: 4.0154 +2025-06-27 23:58:18,482 - pyskl - INFO - Epoch [24][2900/3405] lr: 2.347e-02, eta: 2 days, 7:18:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9563, loss_cls: 4.0872, loss: 4.0872 +2025-06-27 23:59:04,250 - pyskl - INFO - Epoch [24][3000/3405] lr: 2.347e-02, eta: 2 days, 7:17:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9494, loss_cls: 4.0934, loss: 4.0934 +2025-06-27 23:59:49,984 - pyskl - INFO - Epoch [24][3100/3405] lr: 2.347e-02, eta: 2 days, 7:16:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9425, loss_cls: 4.1450, loss: 4.1450 +2025-06-28 00:00:35,646 - pyskl - INFO - Epoch [24][3200/3405] lr: 2.346e-02, eta: 2 days, 7:16:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9550, loss_cls: 4.2503, loss: 4.2503 +2025-06-28 00:01:21,319 - pyskl - INFO - Epoch [24][3300/3405] lr: 2.346e-02, eta: 2 days, 7:15:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9506, loss_cls: 4.2165, loss: 4.2165 +2025-06-28 00:02:07,116 - pyskl - INFO - Epoch [24][3400/3405] lr: 2.345e-02, eta: 2 days, 7:14:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9537, loss_cls: 4.2369, loss: 4.2369 +2025-06-28 00:02:09,757 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-06-28 00:06:18,032 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 00:06:18,607 - pyskl - INFO - +top1_acc 0.7507 +top5_acc 0.9441 +2025-06-28 00:06:18,665 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_23.pth was removed +2025-06-28 00:06:19,708 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. +2025-06-28 00:06:19,710 - pyskl - INFO - Best top1_acc is 0.7507 at 24 epoch. +2025-06-28 00:06:19,730 - pyskl - INFO - Epoch(val) [24][3718] top1_acc: 0.7507, top5_acc: 0.9441 +2025-06-28 00:07:28,948 - pyskl - INFO - Epoch [25][100/3405] lr: 2.345e-02, eta: 2 days, 7:15:27, time: 0.692, data_time: 0.232, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9619, loss_cls: 3.9807, loss: 3.9807 +2025-06-28 00:08:14,841 - pyskl - INFO - Epoch [25][200/3405] lr: 2.345e-02, eta: 2 days, 7:14:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9594, loss_cls: 4.0811, loss: 4.0811 +2025-06-28 00:09:00,636 - pyskl - INFO - Epoch [25][300/3405] lr: 2.344e-02, eta: 2 days, 7:13:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9444, loss_cls: 4.2963, loss: 4.2963 +2025-06-28 00:09:46,441 - pyskl - INFO - Epoch [25][400/3405] lr: 2.344e-02, eta: 2 days, 7:12:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9456, loss_cls: 4.1360, loss: 4.1360 +2025-06-28 00:10:32,179 - pyskl - INFO - Epoch [25][500/3405] lr: 2.344e-02, eta: 2 days, 7:12:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9544, loss_cls: 3.9136, loss: 3.9136 +2025-06-28 00:11:17,822 - pyskl - INFO - Epoch [25][600/3405] lr: 2.343e-02, eta: 2 days, 7:11:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9481, loss_cls: 4.2255, loss: 4.2255 +2025-06-28 00:12:03,480 - pyskl - INFO - Epoch [25][700/3405] lr: 2.343e-02, eta: 2 days, 7:10:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9450, loss_cls: 4.0393, loss: 4.0393 +2025-06-28 00:12:49,180 - pyskl - INFO - Epoch [25][800/3405] lr: 2.342e-02, eta: 2 days, 7:09:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9506, loss_cls: 4.1247, loss: 4.1247 +2025-06-28 00:13:34,797 - pyskl - INFO - Epoch [25][900/3405] lr: 2.342e-02, eta: 2 days, 7:08:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9525, loss_cls: 4.0455, loss: 4.0455 +2025-06-28 00:14:20,440 - pyskl - INFO - Epoch [25][1000/3405] lr: 2.342e-02, eta: 2 days, 7:07:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9575, loss_cls: 4.0860, loss: 4.0860 +2025-06-28 00:15:06,026 - pyskl - INFO - Epoch [25][1100/3405] lr: 2.341e-02, eta: 2 days, 7:07:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9581, loss_cls: 4.0712, loss: 4.0712 +2025-06-28 00:15:51,615 - pyskl - INFO - Epoch [25][1200/3405] lr: 2.341e-02, eta: 2 days, 7:06:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9544, loss_cls: 4.1193, loss: 4.1193 +2025-06-28 00:16:37,155 - pyskl - INFO - Epoch [25][1300/3405] lr: 2.341e-02, eta: 2 days, 7:05:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9575, loss_cls: 4.0499, loss: 4.0499 +2025-06-28 00:17:22,663 - pyskl - INFO - Epoch [25][1400/3405] lr: 2.340e-02, eta: 2 days, 7:04:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 4.0282, loss: 4.0282 +2025-06-28 00:18:08,527 - pyskl - INFO - Epoch [25][1500/3405] lr: 2.340e-02, eta: 2 days, 7:03:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9544, loss_cls: 4.1137, loss: 4.1137 +2025-06-28 00:18:53,885 - pyskl - INFO - Epoch [25][1600/3405] lr: 2.339e-02, eta: 2 days, 7:02:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9406, loss_cls: 4.1380, loss: 4.1380 +2025-06-28 00:19:39,132 - pyskl - INFO - Epoch [25][1700/3405] lr: 2.339e-02, eta: 2 days, 7:02:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 4.0379, loss: 4.0379 +2025-06-28 00:20:24,479 - pyskl - INFO - Epoch [25][1800/3405] lr: 2.339e-02, eta: 2 days, 7:01:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9544, loss_cls: 4.1072, loss: 4.1072 +2025-06-28 00:21:09,772 - pyskl - INFO - Epoch [25][1900/3405] lr: 2.338e-02, eta: 2 days, 7:00:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9581, loss_cls: 4.1731, loss: 4.1731 +2025-06-28 00:21:55,196 - pyskl - INFO - Epoch [25][2000/3405] lr: 2.338e-02, eta: 2 days, 6:59:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9450, loss_cls: 4.1893, loss: 4.1893 +2025-06-28 00:22:40,711 - pyskl - INFO - Epoch [25][2100/3405] lr: 2.338e-02, eta: 2 days, 6:58:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9500, loss_cls: 4.2404, loss: 4.2404 +2025-06-28 00:23:26,390 - pyskl - INFO - Epoch [25][2200/3405] lr: 2.337e-02, eta: 2 days, 6:57:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9537, loss_cls: 4.0943, loss: 4.0943 +2025-06-28 00:24:11,813 - pyskl - INFO - Epoch [25][2300/3405] lr: 2.337e-02, eta: 2 days, 6:56:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9294, loss_cls: 4.2826, loss: 4.2826 +2025-06-28 00:24:57,431 - pyskl - INFO - Epoch [25][2400/3405] lr: 2.336e-02, eta: 2 days, 6:56:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9537, loss_cls: 4.0513, loss: 4.0513 +2025-06-28 00:25:42,999 - pyskl - INFO - Epoch [25][2500/3405] lr: 2.336e-02, eta: 2 days, 6:55:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9556, loss_cls: 4.1290, loss: 4.1290 +2025-06-28 00:26:28,586 - pyskl - INFO - Epoch [25][2600/3405] lr: 2.336e-02, eta: 2 days, 6:54:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9531, loss_cls: 4.1614, loss: 4.1614 +2025-06-28 00:27:14,244 - pyskl - INFO - Epoch [25][2700/3405] lr: 2.335e-02, eta: 2 days, 6:53:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9525, loss_cls: 4.0014, loss: 4.0014 +2025-06-28 00:27:59,898 - pyskl - INFO - Epoch [25][2800/3405] lr: 2.335e-02, eta: 2 days, 6:52:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9575, loss_cls: 3.9005, loss: 3.9005 +2025-06-28 00:28:45,534 - pyskl - INFO - Epoch [25][2900/3405] lr: 2.334e-02, eta: 2 days, 6:51:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9475, loss_cls: 4.1131, loss: 4.1131 +2025-06-28 00:29:31,220 - pyskl - INFO - Epoch [25][3000/3405] lr: 2.334e-02, eta: 2 days, 6:51:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9519, loss_cls: 4.0484, loss: 4.0484 +2025-06-28 00:30:17,015 - pyskl - INFO - Epoch [25][3100/3405] lr: 2.334e-02, eta: 2 days, 6:50:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9475, loss_cls: 4.0932, loss: 4.0932 +2025-06-28 00:31:02,836 - pyskl - INFO - Epoch [25][3200/3405] lr: 2.333e-02, eta: 2 days, 6:49:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 4.0243, loss: 4.0243 +2025-06-28 00:31:48,643 - pyskl - INFO - Epoch [25][3300/3405] lr: 2.333e-02, eta: 2 days, 6:48:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9475, loss_cls: 4.1494, loss: 4.1494 +2025-06-28 00:32:34,425 - pyskl - INFO - Epoch [25][3400/3405] lr: 2.333e-02, eta: 2 days, 6:47:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9519, loss_cls: 4.1302, loss: 4.1302 +2025-06-28 00:32:37,203 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-06-28 00:50:49,602 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 00:50:50,297 - pyskl - INFO - +top1_acc 0.7321 +top5_acc 0.9339 +2025-06-28 00:50:50,318 - pyskl - INFO - Epoch(val) [25][3718] top1_acc: 0.7321, top5_acc: 0.9339 +2025-06-28 00:51:59,264 - pyskl - INFO - Epoch [26][100/3405] lr: 2.332e-02, eta: 2 days, 6:48:44, time: 0.689, data_time: 0.233, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 3.9793, loss: 3.9793 +2025-06-28 00:52:44,976 - pyskl - INFO - Epoch [26][200/3405] lr: 2.332e-02, eta: 2 days, 6:47:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9675, loss_cls: 3.9210, loss: 3.9210 +2025-06-28 00:53:30,750 - pyskl - INFO - Epoch [26][300/3405] lr: 2.331e-02, eta: 2 days, 6:47:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9463, loss_cls: 4.1664, loss: 4.1664 +2025-06-28 00:54:16,544 - pyskl - INFO - Epoch [26][400/3405] lr: 2.331e-02, eta: 2 days, 6:46:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9556, loss_cls: 4.1024, loss: 4.1024 +2025-06-28 00:55:02,059 - pyskl - INFO - Epoch [26][500/3405] lr: 2.331e-02, eta: 2 days, 6:45:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9569, loss_cls: 3.9805, loss: 3.9805 +2025-06-28 00:55:47,787 - pyskl - INFO - Epoch [26][600/3405] lr: 2.330e-02, eta: 2 days, 6:44:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9537, loss_cls: 3.8945, loss: 3.8945 +2025-06-28 00:56:33,697 - pyskl - INFO - Epoch [26][700/3405] lr: 2.330e-02, eta: 2 days, 6:43:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9481, loss_cls: 4.2930, loss: 4.2930 +2025-06-28 00:57:19,549 - pyskl - INFO - Epoch [26][800/3405] lr: 2.329e-02, eta: 2 days, 6:42:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9525, loss_cls: 4.0657, loss: 4.0657 +2025-06-28 00:58:05,433 - pyskl - INFO - Epoch [26][900/3405] lr: 2.329e-02, eta: 2 days, 6:42:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 4.0481, loss: 4.0481 +2025-06-28 00:58:51,438 - pyskl - INFO - Epoch [26][1000/3405] lr: 2.329e-02, eta: 2 days, 6:41:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 4.1320, loss: 4.1320 +2025-06-28 00:59:37,296 - pyskl - INFO - Epoch [26][1100/3405] lr: 2.328e-02, eta: 2 days, 6:40:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 3.9481, loss: 3.9481 +2025-06-28 01:00:23,016 - pyskl - INFO - Epoch [26][1200/3405] lr: 2.328e-02, eta: 2 days, 6:39:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9463, loss_cls: 4.0661, loss: 4.0661 +2025-06-28 01:01:08,626 - pyskl - INFO - Epoch [26][1300/3405] lr: 2.328e-02, eta: 2 days, 6:38:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9563, loss_cls: 4.0830, loss: 4.0830 +2025-06-28 01:01:54,414 - pyskl - INFO - Epoch [26][1400/3405] lr: 2.327e-02, eta: 2 days, 6:38:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 4.0303, loss: 4.0303 +2025-06-28 01:02:39,933 - pyskl - INFO - Epoch [26][1500/3405] lr: 2.327e-02, eta: 2 days, 6:37:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9475, loss_cls: 4.1540, loss: 4.1540 +2025-06-28 01:03:25,555 - pyskl - INFO - Epoch [26][1600/3405] lr: 2.326e-02, eta: 2 days, 6:36:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9519, loss_cls: 4.0354, loss: 4.0354 +2025-06-28 01:04:11,224 - pyskl - INFO - Epoch [26][1700/3405] lr: 2.326e-02, eta: 2 days, 6:35:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 4.0749, loss: 4.0749 +2025-06-28 01:04:56,833 - pyskl - INFO - Epoch [26][1800/3405] lr: 2.326e-02, eta: 2 days, 6:34:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9569, loss_cls: 4.0865, loss: 4.0865 +2025-06-28 01:05:42,549 - pyskl - INFO - Epoch [26][1900/3405] lr: 2.325e-02, eta: 2 days, 6:33:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9619, loss_cls: 3.9921, loss: 3.9921 +2025-06-28 01:06:28,264 - pyskl - INFO - Epoch [26][2000/3405] lr: 2.325e-02, eta: 2 days, 6:33:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9400, loss_cls: 4.1478, loss: 4.1478 +2025-06-28 01:07:13,908 - pyskl - INFO - Epoch [26][2100/3405] lr: 2.324e-02, eta: 2 days, 6:32:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9425, loss_cls: 4.2507, loss: 4.2507 +2025-06-28 01:07:59,608 - pyskl - INFO - Epoch [26][2200/3405] lr: 2.324e-02, eta: 2 days, 6:31:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 3.9949, loss: 3.9949 +2025-06-28 01:08:45,283 - pyskl - INFO - Epoch [26][2300/3405] lr: 2.324e-02, eta: 2 days, 6:30:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9563, loss_cls: 3.9474, loss: 3.9474 +2025-06-28 01:09:31,002 - pyskl - INFO - Epoch [26][2400/3405] lr: 2.323e-02, eta: 2 days, 6:29:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9537, loss_cls: 3.9557, loss: 3.9557 +2025-06-28 01:10:16,823 - pyskl - INFO - Epoch [26][2500/3405] lr: 2.323e-02, eta: 2 days, 6:28:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9437, loss_cls: 4.1633, loss: 4.1633 +2025-06-28 01:11:02,597 - pyskl - INFO - Epoch [26][2600/3405] lr: 2.322e-02, eta: 2 days, 6:28:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9550, loss_cls: 4.0652, loss: 4.0652 +2025-06-28 01:11:48,187 - pyskl - INFO - Epoch [26][2700/3405] lr: 2.322e-02, eta: 2 days, 6:27:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9513, loss_cls: 4.0988, loss: 4.0988 +2025-06-28 01:12:33,931 - pyskl - INFO - Epoch [26][2800/3405] lr: 2.322e-02, eta: 2 days, 6:26:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9513, loss_cls: 3.9749, loss: 3.9749 +2025-06-28 01:13:19,793 - pyskl - INFO - Epoch [26][2900/3405] lr: 2.321e-02, eta: 2 days, 6:25:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 4.0827, loss: 4.0827 +2025-06-28 01:14:05,382 - pyskl - INFO - Epoch [26][3000/3405] lr: 2.321e-02, eta: 2 days, 6:24:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 3.9955, loss: 3.9955 +2025-06-28 01:14:50,930 - pyskl - INFO - Epoch [26][3100/3405] lr: 2.320e-02, eta: 2 days, 6:23:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9500, loss_cls: 4.1867, loss: 4.1867 +2025-06-28 01:15:36,494 - pyskl - INFO - Epoch [26][3200/3405] lr: 2.320e-02, eta: 2 days, 6:23:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9531, loss_cls: 4.0867, loss: 4.0867 +2025-06-28 01:16:21,920 - pyskl - INFO - Epoch [26][3300/3405] lr: 2.320e-02, eta: 2 days, 6:22:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9456, loss_cls: 4.2619, loss: 4.2619 +2025-06-28 01:17:07,558 - pyskl - INFO - Epoch [26][3400/3405] lr: 2.319e-02, eta: 2 days, 6:21:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9525, loss_cls: 4.0800, loss: 4.0800 +2025-06-28 01:17:10,262 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-06-28 01:21:18,489 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 01:21:19,047 - pyskl - INFO - +top1_acc 0.7453 +top5_acc 0.9414 +2025-06-28 01:21:19,068 - pyskl - INFO - Epoch(val) [26][3718] top1_acc: 0.7453, top5_acc: 0.9414 +2025-06-28 01:22:28,398 - pyskl - INFO - Epoch [27][100/3405] lr: 2.319e-02, eta: 2 days, 6:22:18, time: 0.693, data_time: 0.235, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9606, loss_cls: 4.0196, loss: 4.0196 +2025-06-28 01:23:14,094 - pyskl - INFO - Epoch [27][200/3405] lr: 2.318e-02, eta: 2 days, 6:21:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9487, loss_cls: 3.9702, loss: 3.9702 +2025-06-28 01:23:59,782 - pyskl - INFO - Epoch [27][300/3405] lr: 2.318e-02, eta: 2 days, 6:20:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9556, loss_cls: 4.0871, loss: 4.0871 +2025-06-28 01:24:45,678 - pyskl - INFO - Epoch [27][400/3405] lr: 2.318e-02, eta: 2 days, 6:19:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9519, loss_cls: 4.0926, loss: 4.0926 +2025-06-28 01:25:31,478 - pyskl - INFO - Epoch [27][500/3405] lr: 2.317e-02, eta: 2 days, 6:19:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9531, loss_cls: 4.0449, loss: 4.0449 +2025-06-28 01:26:17,290 - pyskl - INFO - Epoch [27][600/3405] lr: 2.317e-02, eta: 2 days, 6:18:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9669, loss_cls: 3.9971, loss: 3.9971 +2025-06-28 01:27:03,219 - pyskl - INFO - Epoch [27][700/3405] lr: 2.316e-02, eta: 2 days, 6:17:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9569, loss_cls: 3.9870, loss: 3.9870 +2025-06-28 01:27:49,045 - pyskl - INFO - Epoch [27][800/3405] lr: 2.316e-02, eta: 2 days, 6:16:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9463, loss_cls: 4.0375, loss: 4.0375 +2025-06-28 01:28:34,745 - pyskl - INFO - Epoch [27][900/3405] lr: 2.316e-02, eta: 2 days, 6:15:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9519, loss_cls: 4.0813, loss: 4.0813 +2025-06-28 01:29:20,537 - pyskl - INFO - Epoch [27][1000/3405] lr: 2.315e-02, eta: 2 days, 6:14:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 4.0079, loss: 4.0079 +2025-06-28 01:30:06,387 - pyskl - INFO - Epoch [27][1100/3405] lr: 2.315e-02, eta: 2 days, 6:14:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9575, loss_cls: 3.9467, loss: 3.9467 +2025-06-28 01:30:52,251 - pyskl - INFO - Epoch [27][1200/3405] lr: 2.314e-02, eta: 2 days, 6:13:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9550, loss_cls: 4.1300, loss: 4.1300 +2025-06-28 01:31:38,103 - pyskl - INFO - Epoch [27][1300/3405] lr: 2.314e-02, eta: 2 days, 6:12:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9469, loss_cls: 4.0000, loss: 4.0000 +2025-06-28 01:32:23,711 - pyskl - INFO - Epoch [27][1400/3405] lr: 2.314e-02, eta: 2 days, 6:11:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9425, loss_cls: 4.0987, loss: 4.0987 +2025-06-28 01:33:09,328 - pyskl - INFO - Epoch [27][1500/3405] lr: 2.313e-02, eta: 2 days, 6:10:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9463, loss_cls: 4.0539, loss: 4.0539 +2025-06-28 01:33:55,007 - pyskl - INFO - Epoch [27][1600/3405] lr: 2.313e-02, eta: 2 days, 6:10:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 4.1518, loss: 4.1518 +2025-06-28 01:34:40,651 - pyskl - INFO - Epoch [27][1700/3405] lr: 2.312e-02, eta: 2 days, 6:09:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9569, loss_cls: 4.0111, loss: 4.0111 +2025-06-28 01:35:26,190 - pyskl - INFO - Epoch [27][1800/3405] lr: 2.312e-02, eta: 2 days, 6:08:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9581, loss_cls: 4.0970, loss: 4.0970 +2025-06-28 01:36:11,596 - pyskl - INFO - Epoch [27][1900/3405] lr: 2.312e-02, eta: 2 days, 6:07:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9506, loss_cls: 4.0742, loss: 4.0742 +2025-06-28 01:36:57,220 - pyskl - INFO - Epoch [27][2000/3405] lr: 2.311e-02, eta: 2 days, 6:06:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9525, loss_cls: 4.0960, loss: 4.0960 +2025-06-28 01:37:42,920 - pyskl - INFO - Epoch [27][2100/3405] lr: 2.311e-02, eta: 2 days, 6:05:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9544, loss_cls: 4.0187, loss: 4.0187 +2025-06-28 01:38:28,635 - pyskl - INFO - Epoch [27][2200/3405] lr: 2.310e-02, eta: 2 days, 6:05:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9494, loss_cls: 4.2324, loss: 4.2324 +2025-06-28 01:39:14,692 - pyskl - INFO - Epoch [27][2300/3405] lr: 2.310e-02, eta: 2 days, 6:04:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 3.9654, loss: 3.9654 +2025-06-28 01:40:00,514 - pyskl - INFO - Epoch [27][2400/3405] lr: 2.310e-02, eta: 2 days, 6:03:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 4.0347, loss: 4.0347 +2025-06-28 01:40:46,090 - pyskl - INFO - Epoch [27][2500/3405] lr: 2.309e-02, eta: 2 days, 6:02:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9531, loss_cls: 4.1492, loss: 4.1492 +2025-06-28 01:41:31,820 - pyskl - INFO - Epoch [27][2600/3405] lr: 2.309e-02, eta: 2 days, 6:01:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9544, loss_cls: 3.9936, loss: 3.9936 +2025-06-28 01:42:17,726 - pyskl - INFO - Epoch [27][2700/3405] lr: 2.308e-02, eta: 2 days, 6:00:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9531, loss_cls: 4.0746, loss: 4.0746 +2025-06-28 01:43:03,863 - pyskl - INFO - Epoch [27][2800/3405] lr: 2.308e-02, eta: 2 days, 6:00:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9494, loss_cls: 4.0478, loss: 4.0478 +2025-06-28 01:43:49,598 - pyskl - INFO - Epoch [27][2900/3405] lr: 2.307e-02, eta: 2 days, 5:59:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9506, loss_cls: 4.0544, loss: 4.0544 +2025-06-28 01:44:35,290 - pyskl - INFO - Epoch [27][3000/3405] lr: 2.307e-02, eta: 2 days, 5:58:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9575, loss_cls: 4.0280, loss: 4.0280 +2025-06-28 01:45:20,919 - pyskl - INFO - Epoch [27][3100/3405] lr: 2.307e-02, eta: 2 days, 5:57:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9487, loss_cls: 4.1166, loss: 4.1166 +2025-06-28 01:46:06,534 - pyskl - INFO - Epoch [27][3200/3405] lr: 2.306e-02, eta: 2 days, 5:56:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 3.9096, loss: 3.9096 +2025-06-28 01:46:52,136 - pyskl - INFO - Epoch [27][3300/3405] lr: 2.306e-02, eta: 2 days, 5:56:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9513, loss_cls: 4.0379, loss: 4.0379 +2025-06-28 01:47:37,754 - pyskl - INFO - Epoch [27][3400/3405] lr: 2.305e-02, eta: 2 days, 5:55:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9481, loss_cls: 4.1694, loss: 4.1694 +2025-06-28 01:47:40,453 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-06-28 01:51:52,599 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 01:51:53,147 - pyskl - INFO - +top1_acc 0.7350 +top5_acc 0.9398 +2025-06-28 01:51:53,170 - pyskl - INFO - Epoch(val) [27][3718] top1_acc: 0.7350, top5_acc: 0.9398 +2025-06-28 01:53:02,213 - pyskl - INFO - Epoch [28][100/3405] lr: 2.305e-02, eta: 2 days, 5:55:57, time: 0.690, data_time: 0.233, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 3.9516, loss: 3.9516 +2025-06-28 01:53:48,202 - pyskl - INFO - Epoch [28][200/3405] lr: 2.305e-02, eta: 2 days, 5:55:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9656, loss_cls: 3.9391, loss: 3.9391 +2025-06-28 01:54:34,065 - pyskl - INFO - Epoch [28][300/3405] lr: 2.304e-02, eta: 2 days, 5:54:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 4.0087, loss: 4.0087 +2025-06-28 01:55:19,906 - pyskl - INFO - Epoch [28][400/3405] lr: 2.304e-02, eta: 2 days, 5:53:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9575, loss_cls: 4.0009, loss: 4.0009 +2025-06-28 01:56:05,630 - pyskl - INFO - Epoch [28][500/3405] lr: 2.303e-02, eta: 2 days, 5:52:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9613, loss_cls: 3.9367, loss: 3.9367 +2025-06-28 01:56:51,496 - pyskl - INFO - Epoch [28][600/3405] lr: 2.303e-02, eta: 2 days, 5:51:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 3.9386, loss: 3.9386 +2025-06-28 01:57:37,352 - pyskl - INFO - Epoch [28][700/3405] lr: 2.303e-02, eta: 2 days, 5:51:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9444, loss_cls: 4.1146, loss: 4.1146 +2025-06-28 01:58:23,413 - pyskl - INFO - Epoch [28][800/3405] lr: 2.302e-02, eta: 2 days, 5:50:17, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9613, loss_cls: 4.0368, loss: 4.0368 +2025-06-28 01:59:09,302 - pyskl - INFO - Epoch [28][900/3405] lr: 2.302e-02, eta: 2 days, 5:49:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9619, loss_cls: 3.9499, loss: 3.9499 +2025-06-28 01:59:55,310 - pyskl - INFO - Epoch [28][1000/3405] lr: 2.301e-02, eta: 2 days, 5:48:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9525, loss_cls: 4.0845, loss: 4.0845 +2025-06-28 02:00:41,234 - pyskl - INFO - Epoch [28][1100/3405] lr: 2.301e-02, eta: 2 days, 5:47:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 3.9602, loss: 3.9602 +2025-06-28 02:01:26,990 - pyskl - INFO - Epoch [28][1200/3405] lr: 2.300e-02, eta: 2 days, 5:47:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9550, loss_cls: 3.9426, loss: 3.9426 +2025-06-28 02:02:12,583 - pyskl - INFO - Epoch [28][1300/3405] lr: 2.300e-02, eta: 2 days, 5:46:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9600, loss_cls: 4.1145, loss: 4.1145 +2025-06-28 02:02:58,173 - pyskl - INFO - Epoch [28][1400/3405] lr: 2.300e-02, eta: 2 days, 5:45:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9487, loss_cls: 4.0305, loss: 4.0305 +2025-06-28 02:03:43,874 - pyskl - INFO - Epoch [28][1500/3405] lr: 2.299e-02, eta: 2 days, 5:44:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9531, loss_cls: 4.0043, loss: 4.0043 +2025-06-28 02:04:29,602 - pyskl - INFO - Epoch [28][1600/3405] lr: 2.299e-02, eta: 2 days, 5:43:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9563, loss_cls: 3.9531, loss: 3.9531 +2025-06-28 02:05:15,354 - pyskl - INFO - Epoch [28][1700/3405] lr: 2.298e-02, eta: 2 days, 5:42:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9525, loss_cls: 4.0839, loss: 4.0839 +2025-06-28 02:06:01,051 - pyskl - INFO - Epoch [28][1800/3405] lr: 2.298e-02, eta: 2 days, 5:42:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9531, loss_cls: 4.0478, loss: 4.0478 +2025-06-28 02:06:46,765 - pyskl - INFO - Epoch [28][1900/3405] lr: 2.298e-02, eta: 2 days, 5:41:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9544, loss_cls: 3.9313, loss: 3.9313 +2025-06-28 02:07:32,404 - pyskl - INFO - Epoch [28][2000/3405] lr: 2.297e-02, eta: 2 days, 5:40:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9550, loss_cls: 3.9323, loss: 3.9323 +2025-06-28 02:08:18,250 - pyskl - INFO - Epoch [28][2100/3405] lr: 2.297e-02, eta: 2 days, 5:39:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9531, loss_cls: 4.0325, loss: 4.0325 +2025-06-28 02:09:03,962 - pyskl - INFO - Epoch [28][2200/3405] lr: 2.296e-02, eta: 2 days, 5:38:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9519, loss_cls: 3.9873, loss: 3.9873 +2025-06-28 02:09:49,718 - pyskl - INFO - Epoch [28][2300/3405] lr: 2.296e-02, eta: 2 days, 5:38:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9594, loss_cls: 4.0958, loss: 4.0958 +2025-06-28 02:10:35,581 - pyskl - INFO - Epoch [28][2400/3405] lr: 2.295e-02, eta: 2 days, 5:37:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9606, loss_cls: 4.0898, loss: 4.0898 +2025-06-28 02:11:21,439 - pyskl - INFO - Epoch [28][2500/3405] lr: 2.295e-02, eta: 2 days, 5:36:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9463, loss_cls: 4.1762, loss: 4.1762 +2025-06-28 02:12:07,436 - pyskl - INFO - Epoch [28][2600/3405] lr: 2.295e-02, eta: 2 days, 5:35:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9550, loss_cls: 3.9439, loss: 3.9439 +2025-06-28 02:12:53,314 - pyskl - INFO - Epoch [28][2700/3405] lr: 2.294e-02, eta: 2 days, 5:34:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 4.0400, loss: 4.0400 +2025-06-28 02:13:39,217 - pyskl - INFO - Epoch [28][2800/3405] lr: 2.294e-02, eta: 2 days, 5:33:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 4.1314, loss: 4.1314 +2025-06-28 02:14:25,072 - pyskl - INFO - Epoch [28][2900/3405] lr: 2.293e-02, eta: 2 days, 5:33:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9456, loss_cls: 4.1429, loss: 4.1429 +2025-06-28 02:15:10,742 - pyskl - INFO - Epoch [28][3000/3405] lr: 2.293e-02, eta: 2 days, 5:32:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9569, loss_cls: 4.0223, loss: 4.0223 +2025-06-28 02:15:56,598 - pyskl - INFO - Epoch [28][3100/3405] lr: 2.292e-02, eta: 2 days, 5:31:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9537, loss_cls: 4.0916, loss: 4.0916 +2025-06-28 02:16:42,407 - pyskl - INFO - Epoch [28][3200/3405] lr: 2.292e-02, eta: 2 days, 5:30:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9537, loss_cls: 4.0939, loss: 4.0939 +2025-06-28 02:17:28,113 - pyskl - INFO - Epoch [28][3300/3405] lr: 2.292e-02, eta: 2 days, 5:29:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9537, loss_cls: 4.0504, loss: 4.0504 +2025-06-28 02:18:13,746 - pyskl - INFO - Epoch [28][3400/3405] lr: 2.291e-02, eta: 2 days, 5:29:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9500, loss_cls: 4.1051, loss: 4.1051 +2025-06-28 02:18:16,558 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-06-28 02:22:24,837 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 02:22:25,521 - pyskl - INFO - +top1_acc 0.7439 +top5_acc 0.9376 +2025-06-28 02:22:25,540 - pyskl - INFO - Epoch(val) [28][3718] top1_acc: 0.7439, top5_acc: 0.9376 +2025-06-28 02:23:35,032 - pyskl - INFO - Epoch [29][100/3405] lr: 2.291e-02, eta: 2 days, 5:29:47, time: 0.695, data_time: 0.234, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.9567, loss: 3.9567 +2025-06-28 02:24:20,845 - pyskl - INFO - Epoch [29][200/3405] lr: 2.290e-02, eta: 2 days, 5:28:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9406, loss_cls: 4.2904, loss: 4.2904 +2025-06-28 02:25:06,595 - pyskl - INFO - Epoch [29][300/3405] lr: 2.290e-02, eta: 2 days, 5:28:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9625, loss_cls: 3.9325, loss: 3.9325 +2025-06-28 02:25:52,428 - pyskl - INFO - Epoch [29][400/3405] lr: 2.289e-02, eta: 2 days, 5:27:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9569, loss_cls: 4.0617, loss: 4.0617 +2025-06-28 02:26:38,267 - pyskl - INFO - Epoch [29][500/3405] lr: 2.289e-02, eta: 2 days, 5:26:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9537, loss_cls: 3.9507, loss: 3.9507 +2025-06-28 02:27:24,260 - pyskl - INFO - Epoch [29][600/3405] lr: 2.289e-02, eta: 2 days, 5:25:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9531, loss_cls: 4.0815, loss: 4.0815 +2025-06-28 02:28:10,218 - pyskl - INFO - Epoch [29][700/3405] lr: 2.288e-02, eta: 2 days, 5:24:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9519, loss_cls: 4.0752, loss: 4.0752 +2025-06-28 02:28:56,041 - pyskl - INFO - Epoch [29][800/3405] lr: 2.288e-02, eta: 2 days, 5:24:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9556, loss_cls: 4.0096, loss: 4.0096 +2025-06-28 02:29:41,718 - pyskl - INFO - Epoch [29][900/3405] lr: 2.287e-02, eta: 2 days, 5:23:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9569, loss_cls: 4.1942, loss: 4.1942 +2025-06-28 02:30:27,420 - pyskl - INFO - Epoch [29][1000/3405] lr: 2.287e-02, eta: 2 days, 5:22:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 4.0576, loss: 4.0576 +2025-06-28 02:31:13,069 - pyskl - INFO - Epoch [29][1100/3405] lr: 2.286e-02, eta: 2 days, 5:21:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9537, loss_cls: 3.9835, loss: 3.9835 +2025-06-28 02:31:58,657 - pyskl - INFO - Epoch [29][1200/3405] lr: 2.286e-02, eta: 2 days, 5:20:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 3.9216, loss: 3.9216 +2025-06-28 02:32:44,241 - pyskl - INFO - Epoch [29][1300/3405] lr: 2.286e-02, eta: 2 days, 5:20:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9475, loss_cls: 4.0603, loss: 4.0603 +2025-06-28 02:33:29,839 - pyskl - INFO - Epoch [29][1400/3405] lr: 2.285e-02, eta: 2 days, 5:19:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9544, loss_cls: 3.9883, loss: 3.9883 +2025-06-28 02:34:15,497 - pyskl - INFO - Epoch [29][1500/3405] lr: 2.285e-02, eta: 2 days, 5:18:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9494, loss_cls: 3.9786, loss: 3.9786 +2025-06-28 02:35:01,076 - pyskl - INFO - Epoch [29][1600/3405] lr: 2.284e-02, eta: 2 days, 5:17:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 3.8596, loss: 3.8596 +2025-06-28 02:35:46,752 - pyskl - INFO - Epoch [29][1700/3405] lr: 2.284e-02, eta: 2 days, 5:16:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9537, loss_cls: 4.1572, loss: 4.1572 +2025-06-28 02:36:32,430 - pyskl - INFO - Epoch [29][1800/3405] lr: 2.283e-02, eta: 2 days, 5:15:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9456, loss_cls: 4.1783, loss: 4.1783 +2025-06-28 02:37:18,119 - pyskl - INFO - Epoch [29][1900/3405] lr: 2.283e-02, eta: 2 days, 5:15:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9444, loss_cls: 4.0888, loss: 4.0888 +2025-06-28 02:38:03,790 - pyskl - INFO - Epoch [29][2000/3405] lr: 2.283e-02, eta: 2 days, 5:14:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 4.0767, loss: 4.0767 +2025-06-28 02:38:49,646 - pyskl - INFO - Epoch [29][2100/3405] lr: 2.282e-02, eta: 2 days, 5:13:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9619, loss_cls: 3.9282, loss: 3.9282 +2025-06-28 02:39:35,466 - pyskl - INFO - Epoch [29][2200/3405] lr: 2.282e-02, eta: 2 days, 5:12:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9688, loss_cls: 3.8656, loss: 3.8656 +2025-06-28 02:40:21,138 - pyskl - INFO - Epoch [29][2300/3405] lr: 2.281e-02, eta: 2 days, 5:11:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9531, loss_cls: 3.9890, loss: 3.9890 +2025-06-28 02:41:06,801 - pyskl - INFO - Epoch [29][2400/3405] lr: 2.281e-02, eta: 2 days, 5:10:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 3.9653, loss: 3.9653 +2025-06-28 02:41:52,479 - pyskl - INFO - Epoch [29][2500/3405] lr: 2.280e-02, eta: 2 days, 5:10:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 4.0538, loss: 4.0538 +2025-06-28 02:42:38,248 - pyskl - INFO - Epoch [29][2600/3405] lr: 2.280e-02, eta: 2 days, 5:09:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 3.9237, loss: 3.9237 +2025-06-28 02:43:24,175 - pyskl - INFO - Epoch [29][2700/3405] lr: 2.280e-02, eta: 2 days, 5:08:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9569, loss_cls: 4.0713, loss: 4.0713 +2025-06-28 02:44:10,189 - pyskl - INFO - Epoch [29][2800/3405] lr: 2.279e-02, eta: 2 days, 5:07:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9525, loss_cls: 4.0739, loss: 4.0739 +2025-06-28 02:44:55,846 - pyskl - INFO - Epoch [29][2900/3405] lr: 2.279e-02, eta: 2 days, 5:06:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 3.9142, loss: 3.9142 +2025-06-28 02:45:41,796 - pyskl - INFO - Epoch [29][3000/3405] lr: 2.278e-02, eta: 2 days, 5:06:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9494, loss_cls: 4.0341, loss: 4.0341 +2025-06-28 02:46:27,618 - pyskl - INFO - Epoch [29][3100/3405] lr: 2.278e-02, eta: 2 days, 5:05:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 3.9654, loss: 3.9654 +2025-06-28 02:47:13,428 - pyskl - INFO - Epoch [29][3200/3405] lr: 2.277e-02, eta: 2 days, 5:04:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9506, loss_cls: 3.9515, loss: 3.9515 +2025-06-28 02:47:59,179 - pyskl - INFO - Epoch [29][3300/3405] lr: 2.277e-02, eta: 2 days, 5:03:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9506, loss_cls: 4.0948, loss: 4.0948 +2025-06-28 02:48:44,814 - pyskl - INFO - Epoch [29][3400/3405] lr: 2.276e-02, eta: 2 days, 5:02:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9569, loss_cls: 4.0117, loss: 4.0117 +2025-06-28 02:48:47,442 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-06-28 02:52:59,441 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 02:53:00,026 - pyskl - INFO - +top1_acc 0.7234 +top5_acc 0.9329 +2025-06-28 02:53:00,046 - pyskl - INFO - Epoch(val) [29][3718] top1_acc: 0.7234, top5_acc: 0.9329 +2025-06-28 02:54:08,729 - pyskl - INFO - Epoch [30][100/3405] lr: 2.276e-02, eta: 2 days, 5:03:26, time: 0.687, data_time: 0.229, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9487, loss_cls: 3.9357, loss: 3.9357 +2025-06-28 02:54:54,325 - pyskl - INFO - Epoch [30][200/3405] lr: 2.276e-02, eta: 2 days, 5:02:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9556, loss_cls: 3.9702, loss: 3.9702 +2025-06-28 02:55:39,899 - pyskl - INFO - Epoch [30][300/3405] lr: 2.275e-02, eta: 2 days, 5:01:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9581, loss_cls: 4.0818, loss: 4.0818 +2025-06-28 02:56:25,572 - pyskl - INFO - Epoch [30][400/3405] lr: 2.275e-02, eta: 2 days, 5:00:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9581, loss_cls: 4.0336, loss: 4.0336 +2025-06-28 02:57:11,198 - pyskl - INFO - Epoch [30][500/3405] lr: 2.274e-02, eta: 2 days, 5:00:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 3.9709, loss: 3.9709 +2025-06-28 02:57:56,653 - pyskl - INFO - Epoch [30][600/3405] lr: 2.274e-02, eta: 2 days, 4:59:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9506, loss_cls: 4.0667, loss: 4.0667 +2025-06-28 02:58:42,088 - pyskl - INFO - Epoch [30][700/3405] lr: 2.273e-02, eta: 2 days, 4:58:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 3.8720, loss: 3.8720 +2025-06-28 02:59:27,516 - pyskl - INFO - Epoch [30][800/3405] lr: 2.273e-02, eta: 2 days, 4:57:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9569, loss_cls: 3.9966, loss: 3.9966 +2025-06-28 03:00:12,929 - pyskl - INFO - Epoch [30][900/3405] lr: 2.272e-02, eta: 2 days, 4:56:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9663, loss_cls: 3.9148, loss: 3.9148 +2025-06-28 03:00:58,333 - pyskl - INFO - Epoch [30][1000/3405] lr: 2.272e-02, eta: 2 days, 4:55:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9587, loss_cls: 3.9817, loss: 3.9817 +2025-06-28 03:01:43,787 - pyskl - INFO - Epoch [30][1100/3405] lr: 2.272e-02, eta: 2 days, 4:55:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9450, loss_cls: 4.1021, loss: 4.1021 +2025-06-28 03:02:29,255 - pyskl - INFO - Epoch [30][1200/3405] lr: 2.271e-02, eta: 2 days, 4:54:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9513, loss_cls: 4.0414, loss: 4.0414 +2025-06-28 03:03:14,746 - pyskl - INFO - Epoch [30][1300/3405] lr: 2.271e-02, eta: 2 days, 4:53:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 3.8975, loss: 3.8975 +2025-06-28 03:04:00,297 - pyskl - INFO - Epoch [30][1400/3405] lr: 2.270e-02, eta: 2 days, 4:52:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9425, loss_cls: 4.0671, loss: 4.0671 +2025-06-28 03:04:45,771 - pyskl - INFO - Epoch [30][1500/3405] lr: 2.270e-02, eta: 2 days, 4:51:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 3.8967, loss: 3.8967 +2025-06-28 03:05:31,265 - pyskl - INFO - Epoch [30][1600/3405] lr: 2.269e-02, eta: 2 days, 4:50:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 4.0302, loss: 4.0302 +2025-06-28 03:06:16,814 - pyskl - INFO - Epoch [30][1700/3405] lr: 2.269e-02, eta: 2 days, 4:50:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9531, loss_cls: 3.9578, loss: 3.9578 +2025-06-28 03:07:02,229 - pyskl - INFO - Epoch [30][1800/3405] lr: 2.268e-02, eta: 2 days, 4:49:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 4.0890, loss: 4.0890 +2025-06-28 03:07:47,718 - pyskl - INFO - Epoch [30][1900/3405] lr: 2.268e-02, eta: 2 days, 4:48:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9550, loss_cls: 3.9713, loss: 3.9713 +2025-06-28 03:08:33,184 - pyskl - INFO - Epoch [30][2000/3405] lr: 2.268e-02, eta: 2 days, 4:47:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9513, loss_cls: 4.0837, loss: 4.0837 +2025-06-28 03:09:18,869 - pyskl - INFO - Epoch [30][2100/3405] lr: 2.267e-02, eta: 2 days, 4:46:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9575, loss_cls: 4.0489, loss: 4.0489 +2025-06-28 03:10:05,002 - pyskl - INFO - Epoch [30][2200/3405] lr: 2.267e-02, eta: 2 days, 4:46:01, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9556, loss_cls: 4.0302, loss: 4.0302 +2025-06-28 03:10:50,831 - pyskl - INFO - Epoch [30][2300/3405] lr: 2.266e-02, eta: 2 days, 4:45:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9575, loss_cls: 3.9396, loss: 3.9396 +2025-06-28 03:11:36,285 - pyskl - INFO - Epoch [30][2400/3405] lr: 2.266e-02, eta: 2 days, 4:44:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 4.0714, loss: 4.0714 +2025-06-28 03:12:21,809 - pyskl - INFO - Epoch [30][2500/3405] lr: 2.265e-02, eta: 2 days, 4:43:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9581, loss_cls: 3.9755, loss: 3.9755 +2025-06-28 03:13:07,394 - pyskl - INFO - Epoch [30][2600/3405] lr: 2.265e-02, eta: 2 days, 4:42:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9506, loss_cls: 4.0222, loss: 4.0222 +2025-06-28 03:13:53,082 - pyskl - INFO - Epoch [30][2700/3405] lr: 2.264e-02, eta: 2 days, 4:41:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 4.0321, loss: 4.0321 +2025-06-28 03:14:38,703 - pyskl - INFO - Epoch [30][2800/3405] lr: 2.264e-02, eta: 2 days, 4:41:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 3.9905, loss: 3.9905 +2025-06-28 03:15:24,376 - pyskl - INFO - Epoch [30][2900/3405] lr: 2.264e-02, eta: 2 days, 4:40:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9469, loss_cls: 4.1761, loss: 4.1761 +2025-06-28 03:16:10,098 - pyskl - INFO - Epoch [30][3000/3405] lr: 2.263e-02, eta: 2 days, 4:39:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9494, loss_cls: 4.0282, loss: 4.0282 +2025-06-28 03:16:55,657 - pyskl - INFO - Epoch [30][3100/3405] lr: 2.263e-02, eta: 2 days, 4:38:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 3.9391, loss: 3.9391 +2025-06-28 03:17:41,258 - pyskl - INFO - Epoch [30][3200/3405] lr: 2.262e-02, eta: 2 days, 4:37:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9637, loss_cls: 3.9361, loss: 3.9361 +2025-06-28 03:18:26,844 - pyskl - INFO - Epoch [30][3300/3405] lr: 2.262e-02, eta: 2 days, 4:36:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9500, loss_cls: 4.0802, loss: 4.0802 +2025-06-28 03:19:12,490 - pyskl - INFO - Epoch [30][3400/3405] lr: 2.261e-02, eta: 2 days, 4:36:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9519, loss_cls: 4.0405, loss: 4.0405 +2025-06-28 03:19:15,146 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-06-28 03:38:56,024 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 03:38:56,567 - pyskl - INFO - +top1_acc 0.7404 +top5_acc 0.9414 +2025-06-28 03:38:56,584 - pyskl - INFO - Epoch(val) [30][3718] top1_acc: 0.7404, top5_acc: 0.9414 +2025-06-28 03:40:05,153 - pyskl - INFO - Epoch [31][100/3405] lr: 2.261e-02, eta: 2 days, 4:36:41, time: 0.686, data_time: 0.228, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 3.9687, loss: 3.9687 +2025-06-28 03:40:50,830 - pyskl - INFO - Epoch [31][200/3405] lr: 2.260e-02, eta: 2 days, 4:35:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9706, loss_cls: 3.7608, loss: 3.7608 +2025-06-28 03:41:36,725 - pyskl - INFO - Epoch [31][300/3405] lr: 2.260e-02, eta: 2 days, 4:35:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9637, loss_cls: 3.9046, loss: 3.9046 +2025-06-28 03:42:22,584 - pyskl - INFO - Epoch [31][400/3405] lr: 2.259e-02, eta: 2 days, 4:34:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9606, loss_cls: 3.9408, loss: 3.9408 +2025-06-28 03:43:08,646 - pyskl - INFO - Epoch [31][500/3405] lr: 2.259e-02, eta: 2 days, 4:33:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9613, loss_cls: 3.9387, loss: 3.9387 +2025-06-28 03:43:54,492 - pyskl - INFO - Epoch [31][600/3405] lr: 2.259e-02, eta: 2 days, 4:32:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9625, loss_cls: 3.8943, loss: 3.8943 +2025-06-28 03:44:40,219 - pyskl - INFO - Epoch [31][700/3405] lr: 2.258e-02, eta: 2 days, 4:31:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9575, loss_cls: 3.8930, loss: 3.8930 +2025-06-28 03:45:26,069 - pyskl - INFO - Epoch [31][800/3405] lr: 2.258e-02, eta: 2 days, 4:31:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9531, loss_cls: 4.0746, loss: 4.0746 +2025-06-28 03:46:11,891 - pyskl - INFO - Epoch [31][900/3405] lr: 2.257e-02, eta: 2 days, 4:30:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9575, loss_cls: 4.0122, loss: 4.0122 +2025-06-28 03:46:57,507 - pyskl - INFO - Epoch [31][1000/3405] lr: 2.257e-02, eta: 2 days, 4:29:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9606, loss_cls: 4.0694, loss: 4.0694 +2025-06-28 03:47:43,207 - pyskl - INFO - Epoch [31][1100/3405] lr: 2.256e-02, eta: 2 days, 4:28:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9606, loss_cls: 4.1318, loss: 4.1318 +2025-06-28 03:48:28,809 - pyskl - INFO - Epoch [31][1200/3405] lr: 2.256e-02, eta: 2 days, 4:27:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 3.9784, loss: 3.9784 +2025-06-28 03:49:14,609 - pyskl - INFO - Epoch [31][1300/3405] lr: 2.255e-02, eta: 2 days, 4:26:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9531, loss_cls: 4.0071, loss: 4.0071 +2025-06-28 03:50:00,331 - pyskl - INFO - Epoch [31][1400/3405] lr: 2.255e-02, eta: 2 days, 4:26:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9569, loss_cls: 3.9411, loss: 3.9411 +2025-06-28 03:50:45,990 - pyskl - INFO - Epoch [31][1500/3405] lr: 2.254e-02, eta: 2 days, 4:25:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 3.7989, loss: 3.7989 +2025-06-28 03:51:31,681 - pyskl - INFO - Epoch [31][1600/3405] lr: 2.254e-02, eta: 2 days, 4:24:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9581, loss_cls: 3.9362, loss: 3.9362 +2025-06-28 03:52:17,437 - pyskl - INFO - Epoch [31][1700/3405] lr: 2.254e-02, eta: 2 days, 4:23:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9519, loss_cls: 3.9753, loss: 3.9753 +2025-06-28 03:53:03,116 - pyskl - INFO - Epoch [31][1800/3405] lr: 2.253e-02, eta: 2 days, 4:22:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 3.8822, loss: 3.8822 +2025-06-28 03:53:48,733 - pyskl - INFO - Epoch [31][1900/3405] lr: 2.253e-02, eta: 2 days, 4:22:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9606, loss_cls: 3.9908, loss: 3.9908 +2025-06-28 03:54:34,632 - pyskl - INFO - Epoch [31][2000/3405] lr: 2.252e-02, eta: 2 days, 4:21:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9556, loss_cls: 4.0089, loss: 4.0089 +2025-06-28 03:55:20,670 - pyskl - INFO - Epoch [31][2100/3405] lr: 2.252e-02, eta: 2 days, 4:20:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9494, loss_cls: 4.0571, loss: 4.0571 +2025-06-28 03:56:06,280 - pyskl - INFO - Epoch [31][2200/3405] lr: 2.251e-02, eta: 2 days, 4:19:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9487, loss_cls: 4.0375, loss: 4.0375 +2025-06-28 03:56:51,973 - pyskl - INFO - Epoch [31][2300/3405] lr: 2.251e-02, eta: 2 days, 4:18:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9531, loss_cls: 4.0025, loss: 4.0025 +2025-06-28 03:57:37,682 - pyskl - INFO - Epoch [31][2400/3405] lr: 2.250e-02, eta: 2 days, 4:18:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 3.9595, loss: 3.9595 +2025-06-28 03:58:23,311 - pyskl - INFO - Epoch [31][2500/3405] lr: 2.250e-02, eta: 2 days, 4:17:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 3.9091, loss: 3.9091 +2025-06-28 03:59:08,955 - pyskl - INFO - Epoch [31][2600/3405] lr: 2.249e-02, eta: 2 days, 4:16:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9594, loss_cls: 4.0421, loss: 4.0421 +2025-06-28 03:59:54,686 - pyskl - INFO - Epoch [31][2700/3405] lr: 2.249e-02, eta: 2 days, 4:15:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9481, loss_cls: 3.9950, loss: 3.9950 +2025-06-28 04:00:40,471 - pyskl - INFO - Epoch [31][2800/3405] lr: 2.248e-02, eta: 2 days, 4:14:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9575, loss_cls: 3.9671, loss: 3.9671 +2025-06-28 04:01:26,250 - pyskl - INFO - Epoch [31][2900/3405] lr: 2.248e-02, eta: 2 days, 4:13:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9537, loss_cls: 3.9374, loss: 3.9374 +2025-06-28 04:02:11,985 - pyskl - INFO - Epoch [31][3000/3405] lr: 2.248e-02, eta: 2 days, 4:13:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9619, loss_cls: 3.8973, loss: 3.8973 +2025-06-28 04:02:57,662 - pyskl - INFO - Epoch [31][3100/3405] lr: 2.247e-02, eta: 2 days, 4:12:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9500, loss_cls: 4.1111, loss: 4.1111 +2025-06-28 04:03:43,418 - pyskl - INFO - Epoch [31][3200/3405] lr: 2.247e-02, eta: 2 days, 4:11:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9556, loss_cls: 4.0703, loss: 4.0703 +2025-06-28 04:04:29,165 - pyskl - INFO - Epoch [31][3300/3405] lr: 2.246e-02, eta: 2 days, 4:10:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9669, loss_cls: 3.8685, loss: 3.8685 +2025-06-28 04:05:14,940 - pyskl - INFO - Epoch [31][3400/3405] lr: 2.246e-02, eta: 2 days, 4:09:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9525, loss_cls: 4.1862, loss: 4.1862 +2025-06-28 04:05:17,682 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-06-28 04:09:29,661 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 04:09:30,304 - pyskl - INFO - +top1_acc 0.7422 +top5_acc 0.9374 +2025-06-28 04:09:30,322 - pyskl - INFO - Epoch(val) [31][3718] top1_acc: 0.7422, top5_acc: 0.9374 +2025-06-28 04:10:39,392 - pyskl - INFO - Epoch [32][100/3405] lr: 2.245e-02, eta: 2 days, 4:10:22, time: 0.691, data_time: 0.233, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9575, loss_cls: 3.9261, loss: 3.9261 +2025-06-28 04:11:25,189 - pyskl - INFO - Epoch [32][200/3405] lr: 2.245e-02, eta: 2 days, 4:09:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9681, loss_cls: 3.8501, loss: 3.8501 +2025-06-28 04:12:10,647 - pyskl - INFO - Epoch [32][300/3405] lr: 2.244e-02, eta: 2 days, 4:08:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9575, loss_cls: 3.9335, loss: 3.9335 +2025-06-28 04:12:56,286 - pyskl - INFO - Epoch [32][400/3405] lr: 2.244e-02, eta: 2 days, 4:07:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9556, loss_cls: 4.0395, loss: 4.0395 +2025-06-28 04:13:42,014 - pyskl - INFO - Epoch [32][500/3405] lr: 2.243e-02, eta: 2 days, 4:07:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9600, loss_cls: 3.8566, loss: 3.8566 +2025-06-28 04:14:27,767 - pyskl - INFO - Epoch [32][600/3405] lr: 2.243e-02, eta: 2 days, 4:06:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9569, loss_cls: 3.8975, loss: 3.8975 +2025-06-28 04:15:13,654 - pyskl - INFO - Epoch [32][700/3405] lr: 2.242e-02, eta: 2 days, 4:05:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9594, loss_cls: 3.9577, loss: 3.9577 +2025-06-28 04:15:59,398 - pyskl - INFO - Epoch [32][800/3405] lr: 2.242e-02, eta: 2 days, 4:04:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9637, loss_cls: 3.9776, loss: 3.9776 +2025-06-28 04:16:45,100 - pyskl - INFO - Epoch [32][900/3405] lr: 2.241e-02, eta: 2 days, 4:03:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9500, loss_cls: 4.0462, loss: 4.0462 +2025-06-28 04:17:30,794 - pyskl - INFO - Epoch [32][1000/3405] lr: 2.241e-02, eta: 2 days, 4:03:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9531, loss_cls: 4.0692, loss: 4.0692 +2025-06-28 04:18:16,451 - pyskl - INFO - Epoch [32][1100/3405] lr: 2.241e-02, eta: 2 days, 4:02:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9537, loss_cls: 4.0355, loss: 4.0355 +2025-06-28 04:19:02,142 - pyskl - INFO - Epoch [32][1200/3405] lr: 2.240e-02, eta: 2 days, 4:01:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9587, loss_cls: 3.9944, loss: 3.9944 +2025-06-28 04:19:47,843 - pyskl - INFO - Epoch [32][1300/3405] lr: 2.240e-02, eta: 2 days, 4:00:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9625, loss_cls: 3.9047, loss: 3.9047 +2025-06-28 04:20:33,575 - pyskl - INFO - Epoch [32][1400/3405] lr: 2.239e-02, eta: 2 days, 3:59:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9656, loss_cls: 3.8573, loss: 3.8573 +2025-06-28 04:21:19,402 - pyskl - INFO - Epoch [32][1500/3405] lr: 2.239e-02, eta: 2 days, 3:58:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9563, loss_cls: 4.0514, loss: 4.0514 +2025-06-28 04:22:05,158 - pyskl - INFO - Epoch [32][1600/3405] lr: 2.238e-02, eta: 2 days, 3:58:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 3.9276, loss: 3.9276 +2025-06-28 04:22:50,957 - pyskl - INFO - Epoch [32][1700/3405] lr: 2.238e-02, eta: 2 days, 3:57:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9369, loss_cls: 4.2539, loss: 4.2539 +2025-06-28 04:23:36,726 - pyskl - INFO - Epoch [32][1800/3405] lr: 2.237e-02, eta: 2 days, 3:56:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 3.9352, loss: 3.9352 +2025-06-28 04:24:22,588 - pyskl - INFO - Epoch [32][1900/3405] lr: 2.237e-02, eta: 2 days, 3:55:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 3.9692, loss: 3.9692 +2025-06-28 04:25:08,409 - pyskl - INFO - Epoch [32][2000/3405] lr: 2.236e-02, eta: 2 days, 3:54:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9537, loss_cls: 4.0251, loss: 4.0251 +2025-06-28 04:25:54,098 - pyskl - INFO - Epoch [32][2100/3405] lr: 2.236e-02, eta: 2 days, 3:54:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9650, loss_cls: 3.8979, loss: 3.8979 +2025-06-28 04:26:39,786 - pyskl - INFO - Epoch [32][2200/3405] lr: 2.235e-02, eta: 2 days, 3:53:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 4.0159, loss: 4.0159 +2025-06-28 04:27:25,445 - pyskl - INFO - Epoch [32][2300/3405] lr: 2.235e-02, eta: 2 days, 3:52:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9513, loss_cls: 4.0750, loss: 4.0750 +2025-06-28 04:28:11,093 - pyskl - INFO - Epoch [32][2400/3405] lr: 2.234e-02, eta: 2 days, 3:51:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9531, loss_cls: 4.1404, loss: 4.1404 +2025-06-28 04:28:56,751 - pyskl - INFO - Epoch [32][2500/3405] lr: 2.234e-02, eta: 2 days, 3:50:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9506, loss_cls: 3.8811, loss: 3.8811 +2025-06-28 04:29:42,424 - pyskl - INFO - Epoch [32][2600/3405] lr: 2.233e-02, eta: 2 days, 3:50:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9587, loss_cls: 3.8995, loss: 3.8995 +2025-06-28 04:30:28,133 - pyskl - INFO - Epoch [32][2700/3405] lr: 2.233e-02, eta: 2 days, 3:49:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9487, loss_cls: 4.1298, loss: 4.1298 +2025-06-28 04:31:13,786 - pyskl - INFO - Epoch [32][2800/3405] lr: 2.233e-02, eta: 2 days, 3:48:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9550, loss_cls: 4.1122, loss: 4.1122 +2025-06-28 04:31:59,676 - pyskl - INFO - Epoch [32][2900/3405] lr: 2.232e-02, eta: 2 days, 3:47:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 3.8708, loss: 3.8708 +2025-06-28 04:32:45,424 - pyskl - INFO - Epoch [32][3000/3405] lr: 2.232e-02, eta: 2 days, 3:46:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 4.0024, loss: 4.0024 +2025-06-28 04:33:31,183 - pyskl - INFO - Epoch [32][3100/3405] lr: 2.231e-02, eta: 2 days, 3:46:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9575, loss_cls: 3.9384, loss: 3.9384 +2025-06-28 04:34:17,030 - pyskl - INFO - Epoch [32][3200/3405] lr: 2.231e-02, eta: 2 days, 3:45:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9637, loss_cls: 3.7621, loss: 3.7621 +2025-06-28 04:35:02,777 - pyskl - INFO - Epoch [32][3300/3405] lr: 2.230e-02, eta: 2 days, 3:44:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9637, loss_cls: 3.9244, loss: 3.9244 +2025-06-28 04:35:48,551 - pyskl - INFO - Epoch [32][3400/3405] lr: 2.230e-02, eta: 2 days, 3:43:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9613, loss_cls: 3.9353, loss: 3.9353 +2025-06-28 04:35:51,233 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-06-28 04:39:59,125 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 04:39:59,757 - pyskl - INFO - +top1_acc 0.7177 +top5_acc 0.9345 +2025-06-28 04:39:59,778 - pyskl - INFO - Epoch(val) [32][3718] top1_acc: 0.7177, top5_acc: 0.9345 +2025-06-28 04:41:08,589 - pyskl - INFO - Epoch [33][100/3405] lr: 2.229e-02, eta: 2 days, 3:44:01, time: 0.688, data_time: 0.228, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9637, loss_cls: 4.0051, loss: 4.0051 +2025-06-28 04:41:54,360 - pyskl - INFO - Epoch [33][200/3405] lr: 2.229e-02, eta: 2 days, 3:43:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9606, loss_cls: 3.9764, loss: 3.9764 +2025-06-28 04:42:40,299 - pyskl - INFO - Epoch [33][300/3405] lr: 2.228e-02, eta: 2 days, 3:42:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9550, loss_cls: 3.9724, loss: 3.9724 +2025-06-28 04:43:26,097 - pyskl - INFO - Epoch [33][400/3405] lr: 2.228e-02, eta: 2 days, 3:41:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9500, loss_cls: 4.0444, loss: 4.0444 +2025-06-28 04:44:11,819 - pyskl - INFO - Epoch [33][500/3405] lr: 2.227e-02, eta: 2 days, 3:40:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 3.9500, loss: 3.9500 +2025-06-28 04:44:57,568 - pyskl - INFO - Epoch [33][600/3405] lr: 2.227e-02, eta: 2 days, 3:39:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9606, loss_cls: 3.9788, loss: 3.9788 +2025-06-28 04:45:43,251 - pyskl - INFO - Epoch [33][700/3405] lr: 2.226e-02, eta: 2 days, 3:39:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9606, loss_cls: 3.9628, loss: 3.9628 +2025-06-28 04:46:28,966 - pyskl - INFO - Epoch [33][800/3405] lr: 2.226e-02, eta: 2 days, 3:38:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9606, loss_cls: 4.0400, loss: 4.0400 +2025-06-28 04:47:14,598 - pyskl - INFO - Epoch [33][900/3405] lr: 2.225e-02, eta: 2 days, 3:37:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 3.8620, loss: 3.8620 +2025-06-28 04:48:00,211 - pyskl - INFO - Epoch [33][1000/3405] lr: 2.225e-02, eta: 2 days, 3:36:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9675, loss_cls: 3.9288, loss: 3.9288 +2025-06-28 04:48:45,830 - pyskl - INFO - Epoch [33][1100/3405] lr: 2.224e-02, eta: 2 days, 3:35:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 3.8768, loss: 3.8768 +2025-06-28 04:49:31,444 - pyskl - INFO - Epoch [33][1200/3405] lr: 2.224e-02, eta: 2 days, 3:35:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9600, loss_cls: 3.9670, loss: 3.9670 +2025-06-28 04:50:17,046 - pyskl - INFO - Epoch [33][1300/3405] lr: 2.223e-02, eta: 2 days, 3:34:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9563, loss_cls: 3.8205, loss: 3.8205 +2025-06-28 04:51:02,695 - pyskl - INFO - Epoch [33][1400/3405] lr: 2.223e-02, eta: 2 days, 3:33:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 3.8508, loss: 3.8508 +2025-06-28 04:51:48,384 - pyskl - INFO - Epoch [33][1500/3405] lr: 2.222e-02, eta: 2 days, 3:32:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9731, loss_cls: 3.8354, loss: 3.8354 +2025-06-28 04:52:34,052 - pyskl - INFO - Epoch [33][1600/3405] lr: 2.222e-02, eta: 2 days, 3:31:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 4.0772, loss: 4.0772 +2025-06-28 04:53:19,717 - pyskl - INFO - Epoch [33][1700/3405] lr: 2.221e-02, eta: 2 days, 3:31:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9544, loss_cls: 4.0111, loss: 4.0111 +2025-06-28 04:54:05,364 - pyskl - INFO - Epoch [33][1800/3405] lr: 2.221e-02, eta: 2 days, 3:30:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9688, loss_cls: 4.0203, loss: 4.0203 +2025-06-28 04:54:51,026 - pyskl - INFO - Epoch [33][1900/3405] lr: 2.220e-02, eta: 2 days, 3:29:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9619, loss_cls: 3.8769, loss: 3.8769 +2025-06-28 04:55:36,679 - pyskl - INFO - Epoch [33][2000/3405] lr: 2.220e-02, eta: 2 days, 3:28:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9556, loss_cls: 3.8981, loss: 3.8981 +2025-06-28 04:56:22,330 - pyskl - INFO - Epoch [33][2100/3405] lr: 2.220e-02, eta: 2 days, 3:27:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9500, loss_cls: 3.9691, loss: 3.9691 +2025-06-28 04:57:07,973 - pyskl - INFO - Epoch [33][2200/3405] lr: 2.219e-02, eta: 2 days, 3:26:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 3.9301, loss: 3.9301 +2025-06-28 04:57:53,570 - pyskl - INFO - Epoch [33][2300/3405] lr: 2.219e-02, eta: 2 days, 3:26:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9531, loss_cls: 3.9699, loss: 3.9699 +2025-06-28 04:58:39,205 - pyskl - INFO - Epoch [33][2400/3405] lr: 2.218e-02, eta: 2 days, 3:25:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9606, loss_cls: 3.9917, loss: 3.9917 +2025-06-28 04:59:24,872 - pyskl - INFO - Epoch [33][2500/3405] lr: 2.218e-02, eta: 2 days, 3:24:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 3.9544, loss: 3.9544 +2025-06-28 05:00:10,508 - pyskl - INFO - Epoch [33][2600/3405] lr: 2.217e-02, eta: 2 days, 3:23:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9606, loss_cls: 4.0702, loss: 4.0702 +2025-06-28 05:00:56,160 - pyskl - INFO - Epoch [33][2700/3405] lr: 2.217e-02, eta: 2 days, 3:22:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9600, loss_cls: 4.0331, loss: 4.0331 +2025-06-28 05:01:41,817 - pyskl - INFO - Epoch [33][2800/3405] lr: 2.216e-02, eta: 2 days, 3:22:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9600, loss_cls: 4.0496, loss: 4.0496 +2025-06-28 05:02:27,558 - pyskl - INFO - Epoch [33][2900/3405] lr: 2.216e-02, eta: 2 days, 3:21:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9700, loss_cls: 3.8402, loss: 3.8402 +2025-06-28 05:03:13,273 - pyskl - INFO - Epoch [33][3000/3405] lr: 2.215e-02, eta: 2 days, 3:20:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 3.9518, loss: 3.9518 +2025-06-28 05:03:59,095 - pyskl - INFO - Epoch [33][3100/3405] lr: 2.215e-02, eta: 2 days, 3:19:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9575, loss_cls: 3.8320, loss: 3.8320 +2025-06-28 05:04:44,795 - pyskl - INFO - Epoch [33][3200/3405] lr: 2.214e-02, eta: 2 days, 3:18:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 3.8980, loss: 3.8980 +2025-06-28 05:05:30,588 - pyskl - INFO - Epoch [33][3300/3405] lr: 2.214e-02, eta: 2 days, 3:18:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9594, loss_cls: 4.0030, loss: 4.0030 +2025-06-28 05:06:16,187 - pyskl - INFO - Epoch [33][3400/3405] lr: 2.213e-02, eta: 2 days, 3:17:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 4.0754, loss: 4.0754 +2025-06-28 05:06:18,940 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-06-28 05:10:26,515 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 05:10:27,195 - pyskl - INFO - +top1_acc 0.7117 +top5_acc 0.9259 +2025-06-28 05:10:27,213 - pyskl - INFO - Epoch(val) [33][3718] top1_acc: 0.7117, top5_acc: 0.9259 +2025-06-28 05:11:35,591 - pyskl - INFO - Epoch [34][100/3405] lr: 2.213e-02, eta: 2 days, 3:17:32, time: 0.684, data_time: 0.226, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9594, loss_cls: 4.1059, loss: 4.1059 +2025-06-28 05:12:21,273 - pyskl - INFO - Epoch [34][200/3405] lr: 2.212e-02, eta: 2 days, 3:16:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 3.9226, loss: 3.9226 +2025-06-28 05:13:06,988 - pyskl - INFO - Epoch [34][300/3405] lr: 2.212e-02, eta: 2 days, 3:15:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9594, loss_cls: 3.7428, loss: 3.7428 +2025-06-28 05:13:52,788 - pyskl - INFO - Epoch [34][400/3405] lr: 2.211e-02, eta: 2 days, 3:15:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 3.7775, loss: 3.7775 +2025-06-28 05:14:38,618 - pyskl - INFO - Epoch [34][500/3405] lr: 2.211e-02, eta: 2 days, 3:14:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 3.7888, loss: 3.7888 +2025-06-28 05:15:24,364 - pyskl - INFO - Epoch [34][600/3405] lr: 2.210e-02, eta: 2 days, 3:13:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9619, loss_cls: 3.8320, loss: 3.8320 +2025-06-28 05:16:10,045 - pyskl - INFO - Epoch [34][700/3405] lr: 2.210e-02, eta: 2 days, 3:12:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9575, loss_cls: 3.8601, loss: 3.8601 +2025-06-28 05:16:55,713 - pyskl - INFO - Epoch [34][800/3405] lr: 2.209e-02, eta: 2 days, 3:11:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9587, loss_cls: 3.9966, loss: 3.9966 +2025-06-28 05:17:41,380 - pyskl - INFO - Epoch [34][900/3405] lr: 2.209e-02, eta: 2 days, 3:11:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9631, loss_cls: 3.7412, loss: 3.7412 +2025-06-28 05:18:27,077 - pyskl - INFO - Epoch [34][1000/3405] lr: 2.208e-02, eta: 2 days, 3:10:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 3.9136, loss: 3.9136 +2025-06-28 05:19:12,712 - pyskl - INFO - Epoch [34][1100/3405] lr: 2.208e-02, eta: 2 days, 3:09:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9531, loss_cls: 3.9108, loss: 3.9108 +2025-06-28 05:19:58,314 - pyskl - INFO - Epoch [34][1200/3405] lr: 2.207e-02, eta: 2 days, 3:08:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9675, loss_cls: 3.9267, loss: 3.9267 +2025-06-28 05:20:44,141 - pyskl - INFO - Epoch [34][1300/3405] lr: 2.207e-02, eta: 2 days, 3:07:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9487, loss_cls: 3.9269, loss: 3.9269 +2025-06-28 05:21:29,855 - pyskl - INFO - Epoch [34][1400/3405] lr: 2.206e-02, eta: 2 days, 3:07:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9675, loss_cls: 3.9698, loss: 3.9698 +2025-06-28 05:22:15,588 - pyskl - INFO - Epoch [34][1500/3405] lr: 2.206e-02, eta: 2 days, 3:06:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 3.9085, loss: 3.9085 +2025-06-28 05:23:01,390 - pyskl - INFO - Epoch [34][1600/3405] lr: 2.205e-02, eta: 2 days, 3:05:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9556, loss_cls: 3.9082, loss: 3.9082 +2025-06-28 05:23:47,162 - pyskl - INFO - Epoch [34][1700/3405] lr: 2.205e-02, eta: 2 days, 3:04:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9587, loss_cls: 4.0223, loss: 4.0223 +2025-06-28 05:24:32,905 - pyskl - INFO - Epoch [34][1800/3405] lr: 2.204e-02, eta: 2 days, 3:03:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9637, loss_cls: 3.8454, loss: 3.8454 +2025-06-28 05:25:18,654 - pyskl - INFO - Epoch [34][1900/3405] lr: 2.204e-02, eta: 2 days, 3:02:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.8878, loss: 3.8878 +2025-06-28 05:26:04,416 - pyskl - INFO - Epoch [34][2000/3405] lr: 2.203e-02, eta: 2 days, 3:02:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9563, loss_cls: 3.9500, loss: 3.9500 +2025-06-28 05:26:50,289 - pyskl - INFO - Epoch [34][2100/3405] lr: 2.203e-02, eta: 2 days, 3:01:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9631, loss_cls: 3.9229, loss: 3.9229 +2025-06-28 05:27:36,118 - pyskl - INFO - Epoch [34][2200/3405] lr: 2.202e-02, eta: 2 days, 3:00:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9475, loss_cls: 3.9431, loss: 3.9431 +2025-06-28 05:28:21,906 - pyskl - INFO - Epoch [34][2300/3405] lr: 2.202e-02, eta: 2 days, 2:59:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9669, loss_cls: 3.9497, loss: 3.9497 +2025-06-28 05:29:07,631 - pyskl - INFO - Epoch [34][2400/3405] lr: 2.201e-02, eta: 2 days, 2:58:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9556, loss_cls: 3.8981, loss: 3.8981 +2025-06-28 05:29:53,436 - pyskl - INFO - Epoch [34][2500/3405] lr: 2.201e-02, eta: 2 days, 2:58:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9606, loss_cls: 3.9027, loss: 3.9027 +2025-06-28 05:30:39,215 - pyskl - INFO - Epoch [34][2600/3405] lr: 2.200e-02, eta: 2 days, 2:57:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9544, loss_cls: 3.9581, loss: 3.9581 +2025-06-28 05:31:24,988 - pyskl - INFO - Epoch [34][2700/3405] lr: 2.200e-02, eta: 2 days, 2:56:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 3.9384, loss: 3.9384 +2025-06-28 05:32:10,744 - pyskl - INFO - Epoch [34][2800/3405] lr: 2.199e-02, eta: 2 days, 2:55:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 4.0439, loss: 4.0439 +2025-06-28 05:32:56,563 - pyskl - INFO - Epoch [34][2900/3405] lr: 2.199e-02, eta: 2 days, 2:54:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9525, loss_cls: 3.9702, loss: 3.9702 +2025-06-28 05:33:42,379 - pyskl - INFO - Epoch [34][3000/3405] lr: 2.198e-02, eta: 2 days, 2:54:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9656, loss_cls: 3.8872, loss: 3.8872 +2025-06-28 05:34:28,190 - pyskl - INFO - Epoch [34][3100/3405] lr: 2.198e-02, eta: 2 days, 2:53:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9637, loss_cls: 3.8933, loss: 3.8933 +2025-06-28 05:35:13,931 - pyskl - INFO - Epoch [34][3200/3405] lr: 2.197e-02, eta: 2 days, 2:52:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9575, loss_cls: 4.0777, loss: 4.0777 +2025-06-28 05:35:59,752 - pyskl - INFO - Epoch [34][3300/3405] lr: 2.197e-02, eta: 2 days, 2:51:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9563, loss_cls: 4.0996, loss: 4.0996 +2025-06-28 05:36:45,519 - pyskl - INFO - Epoch [34][3400/3405] lr: 2.196e-02, eta: 2 days, 2:50:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 3.9574, loss: 3.9574 +2025-06-28 05:36:48,142 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-06-28 05:40:55,608 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 05:40:56,157 - pyskl - INFO - +top1_acc 0.6206 +top5_acc 0.8675 +2025-06-28 05:40:56,176 - pyskl - INFO - Epoch(val) [34][3718] top1_acc: 0.6206, top5_acc: 0.8675 +2025-06-28 05:42:04,104 - pyskl - INFO - Epoch [35][100/3405] lr: 2.196e-02, eta: 2 days, 2:51:11, time: 0.679, data_time: 0.222, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9575, loss_cls: 3.8138, loss: 3.8138 +2025-06-28 05:42:49,741 - pyskl - INFO - Epoch [35][200/3405] lr: 2.195e-02, eta: 2 days, 2:50:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 3.9707, loss: 3.9707 +2025-06-28 05:43:35,317 - pyskl - INFO - Epoch [35][300/3405] lr: 2.195e-02, eta: 2 days, 2:49:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9637, loss_cls: 3.8115, loss: 3.8115 +2025-06-28 05:44:20,913 - pyskl - INFO - Epoch [35][400/3405] lr: 2.194e-02, eta: 2 days, 2:48:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9625, loss_cls: 3.8015, loss: 3.8015 +2025-06-28 05:45:06,488 - pyskl - INFO - Epoch [35][500/3405] lr: 2.194e-02, eta: 2 days, 2:47:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9506, loss_cls: 4.0456, loss: 4.0456 +2025-06-28 05:45:52,014 - pyskl - INFO - Epoch [35][600/3405] lr: 2.193e-02, eta: 2 days, 2:47:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.7864, loss: 3.7864 +2025-06-28 05:46:37,622 - pyskl - INFO - Epoch [35][700/3405] lr: 2.193e-02, eta: 2 days, 2:46:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9519, loss_cls: 4.0121, loss: 4.0121 +2025-06-28 05:47:23,149 - pyskl - INFO - Epoch [35][800/3405] lr: 2.192e-02, eta: 2 days, 2:45:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 3.7782, loss: 3.7782 +2025-06-28 05:48:09,018 - pyskl - INFO - Epoch [35][900/3405] lr: 2.192e-02, eta: 2 days, 2:44:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 3.7685, loss: 3.7685 +2025-06-28 05:48:54,646 - pyskl - INFO - Epoch [35][1000/3405] lr: 2.191e-02, eta: 2 days, 2:43:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9544, loss_cls: 3.8397, loss: 3.8397 +2025-06-28 05:49:40,216 - pyskl - INFO - Epoch [35][1100/3405] lr: 2.191e-02, eta: 2 days, 2:43:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 3.8284, loss: 3.8284 +2025-06-28 05:50:25,851 - pyskl - INFO - Epoch [35][1200/3405] lr: 2.190e-02, eta: 2 days, 2:42:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9669, loss_cls: 3.9378, loss: 3.9378 +2025-06-28 05:51:11,514 - pyskl - INFO - Epoch [35][1300/3405] lr: 2.190e-02, eta: 2 days, 2:41:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9600, loss_cls: 3.9643, loss: 3.9643 +2025-06-28 05:51:57,187 - pyskl - INFO - Epoch [35][1400/3405] lr: 2.189e-02, eta: 2 days, 2:40:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9544, loss_cls: 3.9254, loss: 3.9254 +2025-06-28 05:52:42,816 - pyskl - INFO - Epoch [35][1500/3405] lr: 2.189e-02, eta: 2 days, 2:39:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9619, loss_cls: 3.8696, loss: 3.8696 +2025-06-28 05:53:28,361 - pyskl - INFO - Epoch [35][1600/3405] lr: 2.188e-02, eta: 2 days, 2:38:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9600, loss_cls: 3.9048, loss: 3.9048 +2025-06-28 05:54:13,925 - pyskl - INFO - Epoch [35][1700/3405] lr: 2.188e-02, eta: 2 days, 2:38:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 3.8241, loss: 3.8241 +2025-06-28 05:54:59,530 - pyskl - INFO - Epoch [35][1800/3405] lr: 2.187e-02, eta: 2 days, 2:37:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 3.9427, loss: 3.9427 +2025-06-28 05:55:45,252 - pyskl - INFO - Epoch [35][1900/3405] lr: 2.187e-02, eta: 2 days, 2:36:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 4.0174, loss: 4.0174 +2025-06-28 05:56:31,044 - pyskl - INFO - Epoch [35][2000/3405] lr: 2.186e-02, eta: 2 days, 2:35:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9531, loss_cls: 3.8683, loss: 3.8683 +2025-06-28 05:57:16,715 - pyskl - INFO - Epoch [35][2100/3405] lr: 2.186e-02, eta: 2 days, 2:34:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 3.9095, loss: 3.9095 +2025-06-28 05:58:02,396 - pyskl - INFO - Epoch [35][2200/3405] lr: 2.185e-02, eta: 2 days, 2:34:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9587, loss_cls: 3.9726, loss: 3.9726 +2025-06-28 05:58:48,134 - pyskl - INFO - Epoch [35][2300/3405] lr: 2.185e-02, eta: 2 days, 2:33:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 3.8070, loss: 3.8070 +2025-06-28 05:59:33,880 - pyskl - INFO - Epoch [35][2400/3405] lr: 2.184e-02, eta: 2 days, 2:32:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9594, loss_cls: 3.8601, loss: 3.8601 +2025-06-28 06:00:19,585 - pyskl - INFO - Epoch [35][2500/3405] lr: 2.184e-02, eta: 2 days, 2:31:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9531, loss_cls: 4.0037, loss: 4.0037 +2025-06-28 06:01:05,277 - pyskl - INFO - Epoch [35][2600/3405] lr: 2.183e-02, eta: 2 days, 2:30:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9719, loss_cls: 3.8750, loss: 3.8750 +2025-06-28 06:01:51,000 - pyskl - INFO - Epoch [35][2700/3405] lr: 2.183e-02, eta: 2 days, 2:30:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 3.7771, loss: 3.7771 +2025-06-28 06:02:36,701 - pyskl - INFO - Epoch [35][2800/3405] lr: 2.182e-02, eta: 2 days, 2:29:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9613, loss_cls: 3.9548, loss: 3.9548 +2025-06-28 06:03:22,449 - pyskl - INFO - Epoch [35][2900/3405] lr: 2.182e-02, eta: 2 days, 2:28:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 3.9072, loss: 3.9072 +2025-06-28 06:04:08,141 - pyskl - INFO - Epoch [35][3000/3405] lr: 2.181e-02, eta: 2 days, 2:27:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9544, loss_cls: 3.9401, loss: 3.9401 +2025-06-28 06:04:53,835 - pyskl - INFO - Epoch [35][3100/3405] lr: 2.181e-02, eta: 2 days, 2:26:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 3.9804, loss: 3.9804 +2025-06-28 06:05:39,490 - pyskl - INFO - Epoch [35][3200/3405] lr: 2.180e-02, eta: 2 days, 2:26:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 3.9826, loss: 3.9826 +2025-06-28 06:06:25,212 - pyskl - INFO - Epoch [35][3300/3405] lr: 2.179e-02, eta: 2 days, 2:25:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 3.8381, loss: 3.8381 +2025-06-28 06:07:10,946 - pyskl - INFO - Epoch [35][3400/3405] lr: 2.179e-02, eta: 2 days, 2:24:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9550, loss_cls: 3.9279, loss: 3.9279 +2025-06-28 06:07:13,704 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-06-28 06:26:22,901 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 06:26:23,451 - pyskl - INFO - +top1_acc 0.7180 +top5_acc 0.9321 +2025-06-28 06:26:23,470 - pyskl - INFO - Epoch(val) [35][3718] top1_acc: 0.7180, top5_acc: 0.9321 +2025-06-28 06:27:32,177 - pyskl - INFO - Epoch [36][100/3405] lr: 2.178e-02, eta: 2 days, 2:24:42, time: 0.687, data_time: 0.228, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9681, loss_cls: 3.8065, loss: 3.8065 +2025-06-28 06:28:17,925 - pyskl - INFO - Epoch [36][200/3405] lr: 2.178e-02, eta: 2 days, 2:23:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9569, loss_cls: 3.9307, loss: 3.9307 +2025-06-28 06:29:03,611 - pyskl - INFO - Epoch [36][300/3405] lr: 2.177e-02, eta: 2 days, 2:23:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9600, loss_cls: 3.8829, loss: 3.8829 +2025-06-28 06:29:49,257 - pyskl - INFO - Epoch [36][400/3405] lr: 2.177e-02, eta: 2 days, 2:22:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 3.8127, loss: 3.8127 +2025-06-28 06:30:34,851 - pyskl - INFO - Epoch [36][500/3405] lr: 2.176e-02, eta: 2 days, 2:21:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 4.0083, loss: 4.0083 +2025-06-28 06:31:20,459 - pyskl - INFO - Epoch [36][600/3405] lr: 2.176e-02, eta: 2 days, 2:20:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 3.7273, loss: 3.7273 +2025-06-28 06:32:06,049 - pyskl - INFO - Epoch [36][700/3405] lr: 2.175e-02, eta: 2 days, 2:19:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 3.8905, loss: 3.8905 +2025-06-28 06:32:51,654 - pyskl - INFO - Epoch [36][800/3405] lr: 2.175e-02, eta: 2 days, 2:19:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 3.8359, loss: 3.8359 +2025-06-28 06:33:37,446 - pyskl - INFO - Epoch [36][900/3405] lr: 2.174e-02, eta: 2 days, 2:18:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 3.8467, loss: 3.8467 +2025-06-28 06:34:23,127 - pyskl - INFO - Epoch [36][1000/3405] lr: 2.174e-02, eta: 2 days, 2:17:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 3.8532, loss: 3.8532 +2025-06-28 06:35:08,836 - pyskl - INFO - Epoch [36][1100/3405] lr: 2.173e-02, eta: 2 days, 2:16:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 3.9837, loss: 3.9837 +2025-06-28 06:35:54,412 - pyskl - INFO - Epoch [36][1200/3405] lr: 2.173e-02, eta: 2 days, 2:15:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 3.8131, loss: 3.8131 +2025-06-28 06:36:40,069 - pyskl - INFO - Epoch [36][1300/3405] lr: 2.172e-02, eta: 2 days, 2:14:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 3.9823, loss: 3.9823 +2025-06-28 06:37:25,688 - pyskl - INFO - Epoch [36][1400/3405] lr: 2.172e-02, eta: 2 days, 2:14:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9506, loss_cls: 4.0032, loss: 4.0032 +2025-06-28 06:38:11,470 - pyskl - INFO - Epoch [36][1500/3405] lr: 2.171e-02, eta: 2 days, 2:13:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9650, loss_cls: 3.8495, loss: 3.8495 +2025-06-28 06:38:56,990 - pyskl - INFO - Epoch [36][1600/3405] lr: 2.171e-02, eta: 2 days, 2:12:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 3.9438, loss: 3.9438 +2025-06-28 06:39:42,566 - pyskl - INFO - Epoch [36][1700/3405] lr: 2.170e-02, eta: 2 days, 2:11:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 3.8479, loss: 3.8479 +2025-06-28 06:40:28,161 - pyskl - INFO - Epoch [36][1800/3405] lr: 2.170e-02, eta: 2 days, 2:10:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 3.8285, loss: 3.8285 +2025-06-28 06:41:13,748 - pyskl - INFO - Epoch [36][1900/3405] lr: 2.169e-02, eta: 2 days, 2:10:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 4.0435, loss: 4.0435 +2025-06-28 06:41:59,366 - pyskl - INFO - Epoch [36][2000/3405] lr: 2.169e-02, eta: 2 days, 2:09:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 3.8100, loss: 3.8100 +2025-06-28 06:42:44,942 - pyskl - INFO - Epoch [36][2100/3405] lr: 2.168e-02, eta: 2 days, 2:08:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9544, loss_cls: 3.8924, loss: 3.8924 +2025-06-28 06:43:30,503 - pyskl - INFO - Epoch [36][2200/3405] lr: 2.168e-02, eta: 2 days, 2:07:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9606, loss_cls: 3.8956, loss: 3.8956 +2025-06-28 06:44:16,076 - pyskl - INFO - Epoch [36][2300/3405] lr: 2.167e-02, eta: 2 days, 2:06:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9544, loss_cls: 3.9234, loss: 3.9234 +2025-06-28 06:45:01,644 - pyskl - INFO - Epoch [36][2400/3405] lr: 2.166e-02, eta: 2 days, 2:06:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9569, loss_cls: 3.9203, loss: 3.9203 +2025-06-28 06:45:47,272 - pyskl - INFO - Epoch [36][2500/3405] lr: 2.166e-02, eta: 2 days, 2:05:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 3.8852, loss: 3.8852 +2025-06-28 06:46:32,849 - pyskl - INFO - Epoch [36][2600/3405] lr: 2.165e-02, eta: 2 days, 2:04:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9544, loss_cls: 3.9606, loss: 3.9606 +2025-06-28 06:47:18,444 - pyskl - INFO - Epoch [36][2700/3405] lr: 2.165e-02, eta: 2 days, 2:03:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 3.8969, loss: 3.8969 +2025-06-28 06:48:03,989 - pyskl - INFO - Epoch [36][2800/3405] lr: 2.164e-02, eta: 2 days, 2:02:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9575, loss_cls: 4.0350, loss: 4.0350 +2025-06-28 06:48:49,634 - pyskl - INFO - Epoch [36][2900/3405] lr: 2.164e-02, eta: 2 days, 2:01:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9594, loss_cls: 3.9439, loss: 3.9439 +2025-06-28 06:49:35,422 - pyskl - INFO - Epoch [36][3000/3405] lr: 2.163e-02, eta: 2 days, 2:01:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9500, loss_cls: 3.9630, loss: 3.9630 +2025-06-28 06:50:21,173 - pyskl - INFO - Epoch [36][3100/3405] lr: 2.163e-02, eta: 2 days, 2:00:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9587, loss_cls: 3.7682, loss: 3.7682 +2025-06-28 06:51:06,678 - pyskl - INFO - Epoch [36][3200/3405] lr: 2.162e-02, eta: 2 days, 1:59:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 3.9780, loss: 3.9780 +2025-06-28 06:51:52,231 - pyskl - INFO - Epoch [36][3300/3405] lr: 2.162e-02, eta: 2 days, 1:58:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9519, loss_cls: 3.9154, loss: 3.9154 +2025-06-28 06:52:37,745 - pyskl - INFO - Epoch [36][3400/3405] lr: 2.161e-02, eta: 2 days, 1:57:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9606, loss_cls: 3.9612, loss: 3.9612 +2025-06-28 06:52:40,474 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-06-28 06:56:47,788 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 06:56:48,367 - pyskl - INFO - +top1_acc 0.7200 +top5_acc 0.9333 +2025-06-28 06:56:48,389 - pyskl - INFO - Epoch(val) [36][3718] top1_acc: 0.7200, top5_acc: 0.9333 +2025-06-28 06:57:57,138 - pyskl - INFO - Epoch [37][100/3405] lr: 2.161e-02, eta: 2 days, 1:58:10, time: 0.687, data_time: 0.229, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9606, loss_cls: 3.9605, loss: 3.9605 +2025-06-28 06:58:43,200 - pyskl - INFO - Epoch [37][200/3405] lr: 2.160e-02, eta: 2 days, 1:57:23, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 3.8832, loss: 3.8832 +2025-06-28 06:59:28,942 - pyskl - INFO - Epoch [37][300/3405] lr: 2.160e-02, eta: 2 days, 1:56:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9606, loss_cls: 3.9637, loss: 3.9637 +2025-06-28 07:00:14,552 - pyskl - INFO - Epoch [37][400/3405] lr: 2.159e-02, eta: 2 days, 1:55:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 3.8185, loss: 3.8185 +2025-06-28 07:01:00,181 - pyskl - INFO - Epoch [37][500/3405] lr: 2.159e-02, eta: 2 days, 1:54:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9625, loss_cls: 3.9119, loss: 3.9119 +2025-06-28 07:01:45,825 - pyskl - INFO - Epoch [37][600/3405] lr: 2.158e-02, eta: 2 days, 1:54:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9756, loss_cls: 3.7974, loss: 3.7974 +2025-06-28 07:02:31,762 - pyskl - INFO - Epoch [37][700/3405] lr: 2.158e-02, eta: 2 days, 1:53:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9694, loss_cls: 3.8433, loss: 3.8433 +2025-06-28 07:03:17,486 - pyskl - INFO - Epoch [37][800/3405] lr: 2.157e-02, eta: 2 days, 1:52:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9494, loss_cls: 3.8717, loss: 3.8717 +2025-06-28 07:04:03,161 - pyskl - INFO - Epoch [37][900/3405] lr: 2.156e-02, eta: 2 days, 1:51:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9669, loss_cls: 4.0397, loss: 4.0397 +2025-06-28 07:04:48,719 - pyskl - INFO - Epoch [37][1000/3405] lr: 2.156e-02, eta: 2 days, 1:50:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 3.8710, loss: 3.8710 +2025-06-28 07:05:34,310 - pyskl - INFO - Epoch [37][1100/3405] lr: 2.155e-02, eta: 2 days, 1:50:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 3.8517, loss: 3.8517 +2025-06-28 07:06:19,945 - pyskl - INFO - Epoch [37][1200/3405] lr: 2.155e-02, eta: 2 days, 1:49:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 3.7797, loss: 3.7797 +2025-06-28 07:07:05,586 - pyskl - INFO - Epoch [37][1300/3405] lr: 2.154e-02, eta: 2 days, 1:48:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9575, loss_cls: 3.8013, loss: 3.8013 +2025-06-28 07:07:51,213 - pyskl - INFO - Epoch [37][1400/3405] lr: 2.154e-02, eta: 2 days, 1:47:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9656, loss_cls: 3.8776, loss: 3.8776 +2025-06-28 07:08:36,768 - pyskl - INFO - Epoch [37][1500/3405] lr: 2.153e-02, eta: 2 days, 1:46:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9556, loss_cls: 3.9357, loss: 3.9357 +2025-06-28 07:09:22,370 - pyskl - INFO - Epoch [37][1600/3405] lr: 2.153e-02, eta: 2 days, 1:46:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 3.8612, loss: 3.8612 +2025-06-28 07:10:08,069 - pyskl - INFO - Epoch [37][1700/3405] lr: 2.152e-02, eta: 2 days, 1:45:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9563, loss_cls: 4.0669, loss: 4.0669 +2025-06-28 07:10:53,647 - pyskl - INFO - Epoch [37][1800/3405] lr: 2.152e-02, eta: 2 days, 1:44:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9525, loss_cls: 3.8801, loss: 3.8801 +2025-06-28 07:11:39,245 - pyskl - INFO - Epoch [37][1900/3405] lr: 2.151e-02, eta: 2 days, 1:43:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9544, loss_cls: 3.8650, loss: 3.8650 +2025-06-28 07:12:24,875 - pyskl - INFO - Epoch [37][2000/3405] lr: 2.151e-02, eta: 2 days, 1:42:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 3.8763, loss: 3.8763 +2025-06-28 07:13:10,452 - pyskl - INFO - Epoch [37][2100/3405] lr: 2.150e-02, eta: 2 days, 1:42:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 3.8464, loss: 3.8464 +2025-06-28 07:13:56,020 - pyskl - INFO - Epoch [37][2200/3405] lr: 2.150e-02, eta: 2 days, 1:41:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9587, loss_cls: 3.8067, loss: 3.8067 +2025-06-28 07:14:41,638 - pyskl - INFO - Epoch [37][2300/3405] lr: 2.149e-02, eta: 2 days, 1:40:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 3.8664, loss: 3.8664 +2025-06-28 07:15:27,266 - pyskl - INFO - Epoch [37][2400/3405] lr: 2.148e-02, eta: 2 days, 1:39:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 3.8910, loss: 3.8910 +2025-06-28 07:16:12,837 - pyskl - INFO - Epoch [37][2500/3405] lr: 2.148e-02, eta: 2 days, 1:38:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9563, loss_cls: 3.8235, loss: 3.8235 +2025-06-28 07:16:58,556 - pyskl - INFO - Epoch [37][2600/3405] lr: 2.147e-02, eta: 2 days, 1:37:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9481, loss_cls: 4.0872, loss: 4.0872 +2025-06-28 07:17:44,343 - pyskl - INFO - Epoch [37][2700/3405] lr: 2.147e-02, eta: 2 days, 1:37:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 3.9570, loss: 3.9570 +2025-06-28 07:18:30,107 - pyskl - INFO - Epoch [37][2800/3405] lr: 2.146e-02, eta: 2 days, 1:36:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9563, loss_cls: 3.8431, loss: 3.8431 +2025-06-28 07:19:15,862 - pyskl - INFO - Epoch [37][2900/3405] lr: 2.146e-02, eta: 2 days, 1:35:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9594, loss_cls: 3.9359, loss: 3.9359 +2025-06-28 07:20:01,581 - pyskl - INFO - Epoch [37][3000/3405] lr: 2.145e-02, eta: 2 days, 1:34:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9556, loss_cls: 3.8559, loss: 3.8559 +2025-06-28 07:20:47,334 - pyskl - INFO - Epoch [37][3100/3405] lr: 2.145e-02, eta: 2 days, 1:33:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9688, loss_cls: 3.8194, loss: 3.8194 +2025-06-28 07:21:33,005 - pyskl - INFO - Epoch [37][3200/3405] lr: 2.144e-02, eta: 2 days, 1:33:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9569, loss_cls: 3.9222, loss: 3.9222 +2025-06-28 07:22:18,649 - pyskl - INFO - Epoch [37][3300/3405] lr: 2.144e-02, eta: 2 days, 1:32:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9587, loss_cls: 3.8776, loss: 3.8776 +2025-06-28 07:23:04,409 - pyskl - INFO - Epoch [37][3400/3405] lr: 2.143e-02, eta: 2 days, 1:31:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 3.8734, loss: 3.8734 +2025-06-28 07:23:07,029 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-06-28 07:27:18,364 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 07:27:18,967 - pyskl - INFO - +top1_acc 0.7188 +top5_acc 0.9292 +2025-06-28 07:27:18,985 - pyskl - INFO - Epoch(val) [37][3718] top1_acc: 0.7188, top5_acc: 0.9292 +2025-06-28 07:28:27,418 - pyskl - INFO - Epoch [38][100/3405] lr: 2.143e-02, eta: 2 days, 1:31:44, time: 0.684, data_time: 0.228, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 3.8708, loss: 3.8708 +2025-06-28 07:29:13,047 - pyskl - INFO - Epoch [38][200/3405] lr: 2.142e-02, eta: 2 days, 1:30:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 3.9098, loss: 3.9098 +2025-06-28 07:29:58,633 - pyskl - INFO - Epoch [38][300/3405] lr: 2.141e-02, eta: 2 days, 1:30:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 3.8284, loss: 3.8284 +2025-06-28 07:30:44,273 - pyskl - INFO - Epoch [38][400/3405] lr: 2.141e-02, eta: 2 days, 1:29:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9625, loss_cls: 3.7334, loss: 3.7334 +2025-06-28 07:31:29,961 - pyskl - INFO - Epoch [38][500/3405] lr: 2.140e-02, eta: 2 days, 1:28:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9700, loss_cls: 3.8175, loss: 3.8175 +2025-06-28 07:32:15,619 - pyskl - INFO - Epoch [38][600/3405] lr: 2.140e-02, eta: 2 days, 1:27:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9556, loss_cls: 3.9865, loss: 3.9865 +2025-06-28 07:33:01,309 - pyskl - INFO - Epoch [38][700/3405] lr: 2.139e-02, eta: 2 days, 1:26:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 3.9020, loss: 3.9020 +2025-06-28 07:33:46,977 - pyskl - INFO - Epoch [38][800/3405] lr: 2.139e-02, eta: 2 days, 1:26:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9613, loss_cls: 3.8366, loss: 3.8366 +2025-06-28 07:34:32,623 - pyskl - INFO - Epoch [38][900/3405] lr: 2.138e-02, eta: 2 days, 1:25:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 3.9625, loss: 3.9625 +2025-06-28 07:35:18,225 - pyskl - INFO - Epoch [38][1000/3405] lr: 2.138e-02, eta: 2 days, 1:24:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9563, loss_cls: 3.8876, loss: 3.8876 +2025-06-28 07:36:03,841 - pyskl - INFO - Epoch [38][1100/3405] lr: 2.137e-02, eta: 2 days, 1:23:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 3.9453, loss: 3.9453 +2025-06-28 07:36:49,506 - pyskl - INFO - Epoch [38][1200/3405] lr: 2.137e-02, eta: 2 days, 1:22:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9513, loss_cls: 3.9281, loss: 3.9281 +2025-06-28 07:37:35,198 - pyskl - INFO - Epoch [38][1300/3405] lr: 2.136e-02, eta: 2 days, 1:22:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9613, loss_cls: 3.8546, loss: 3.8546 +2025-06-28 07:38:20,830 - pyskl - INFO - Epoch [38][1400/3405] lr: 2.136e-02, eta: 2 days, 1:21:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 3.8547, loss: 3.8547 +2025-06-28 07:39:06,398 - pyskl - INFO - Epoch [38][1500/3405] lr: 2.135e-02, eta: 2 days, 1:20:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9575, loss_cls: 3.9341, loss: 3.9341 +2025-06-28 07:39:52,041 - pyskl - INFO - Epoch [38][1600/3405] lr: 2.134e-02, eta: 2 days, 1:19:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 3.8753, loss: 3.8753 +2025-06-28 07:40:37,616 - pyskl - INFO - Epoch [38][1700/3405] lr: 2.134e-02, eta: 2 days, 1:18:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9537, loss_cls: 3.8027, loss: 3.8027 +2025-06-28 07:41:23,201 - pyskl - INFO - Epoch [38][1800/3405] lr: 2.133e-02, eta: 2 days, 1:17:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 3.8916, loss: 3.8916 +2025-06-28 07:42:08,754 - pyskl - INFO - Epoch [38][1900/3405] lr: 2.133e-02, eta: 2 days, 1:17:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 3.8647, loss: 3.8647 +2025-06-28 07:42:54,336 - pyskl - INFO - Epoch [38][2000/3405] lr: 2.132e-02, eta: 2 days, 1:16:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9606, loss_cls: 3.7704, loss: 3.7704 +2025-06-28 07:43:39,875 - pyskl - INFO - Epoch [38][2100/3405] lr: 2.132e-02, eta: 2 days, 1:15:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9544, loss_cls: 3.9911, loss: 3.9911 +2025-06-28 07:44:25,414 - pyskl - INFO - Epoch [38][2200/3405] lr: 2.131e-02, eta: 2 days, 1:14:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9500, loss_cls: 3.9229, loss: 3.9229 +2025-06-28 07:45:11,013 - pyskl - INFO - Epoch [38][2300/3405] lr: 2.131e-02, eta: 2 days, 1:13:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 4.0342, loss: 4.0342 +2025-06-28 07:45:56,698 - pyskl - INFO - Epoch [38][2400/3405] lr: 2.130e-02, eta: 2 days, 1:13:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 3.8726, loss: 3.8726 +2025-06-28 07:46:42,341 - pyskl - INFO - Epoch [38][2500/3405] lr: 2.130e-02, eta: 2 days, 1:12:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9481, loss_cls: 4.0136, loss: 4.0136 +2025-06-28 07:47:27,908 - pyskl - INFO - Epoch [38][2600/3405] lr: 2.129e-02, eta: 2 days, 1:11:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9631, loss_cls: 3.9423, loss: 3.9423 +2025-06-28 07:48:13,636 - pyskl - INFO - Epoch [38][2700/3405] lr: 2.128e-02, eta: 2 days, 1:10:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 3.9294, loss: 3.9294 +2025-06-28 07:48:59,359 - pyskl - INFO - Epoch [38][2800/3405] lr: 2.128e-02, eta: 2 days, 1:09:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9537, loss_cls: 3.9505, loss: 3.9505 +2025-06-28 07:49:45,268 - pyskl - INFO - Epoch [38][2900/3405] lr: 2.127e-02, eta: 2 days, 1:09:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 3.8679, loss: 3.8679 +2025-06-28 07:50:31,047 - pyskl - INFO - Epoch [38][3000/3405] lr: 2.127e-02, eta: 2 days, 1:08:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9712, loss_cls: 3.7206, loss: 3.7206 +2025-06-28 07:51:16,755 - pyskl - INFO - Epoch [38][3100/3405] lr: 2.126e-02, eta: 2 days, 1:07:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9631, loss_cls: 3.9362, loss: 3.9362 +2025-06-28 07:52:02,365 - pyskl - INFO - Epoch [38][3200/3405] lr: 2.126e-02, eta: 2 days, 1:06:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9644, loss_cls: 3.8446, loss: 3.8446 +2025-06-28 07:52:48,038 - pyskl - INFO - Epoch [38][3300/3405] lr: 2.125e-02, eta: 2 days, 1:05:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9606, loss_cls: 3.9757, loss: 3.9757 +2025-06-28 07:53:33,734 - pyskl - INFO - Epoch [38][3400/3405] lr: 2.125e-02, eta: 2 days, 1:05:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9694, loss_cls: 3.7696, loss: 3.7696 +2025-06-28 07:53:36,391 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-06-28 07:57:47,936 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 07:57:48,522 - pyskl - INFO - +top1_acc 0.7529 +top5_acc 0.9430 +2025-06-28 07:57:48,580 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_24.pth was removed +2025-06-28 07:57:49,630 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_38.pth. +2025-06-28 07:57:49,631 - pyskl - INFO - Best top1_acc is 0.7529 at 38 epoch. +2025-06-28 07:57:49,650 - pyskl - INFO - Epoch(val) [38][3718] top1_acc: 0.7529, top5_acc: 0.9430 +2025-06-28 07:58:58,149 - pyskl - INFO - Epoch [39][100/3405] lr: 2.124e-02, eta: 2 days, 1:05:15, time: 0.685, data_time: 0.228, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 3.6770, loss: 3.6770 +2025-06-28 07:59:43,946 - pyskl - INFO - Epoch [39][200/3405] lr: 2.123e-02, eta: 2 days, 1:04:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 3.9007, loss: 3.9007 +2025-06-28 08:00:29,662 - pyskl - INFO - Epoch [39][300/3405] lr: 2.123e-02, eta: 2 days, 1:03:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9637, loss_cls: 3.8608, loss: 3.8608 +2025-06-28 08:01:15,452 - pyskl - INFO - Epoch [39][400/3405] lr: 2.122e-02, eta: 2 days, 1:02:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 3.7829, loss: 3.7829 +2025-06-28 08:02:01,158 - pyskl - INFO - Epoch [39][500/3405] lr: 2.122e-02, eta: 2 days, 1:02:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 3.8150, loss: 3.8150 +2025-06-28 08:02:46,978 - pyskl - INFO - Epoch [39][600/3405] lr: 2.121e-02, eta: 2 days, 1:01:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9613, loss_cls: 3.8374, loss: 3.8374 +2025-06-28 08:03:32,856 - pyskl - INFO - Epoch [39][700/3405] lr: 2.121e-02, eta: 2 days, 1:00:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9669, loss_cls: 3.8025, loss: 3.8025 +2025-06-28 08:04:18,664 - pyskl - INFO - Epoch [39][800/3405] lr: 2.120e-02, eta: 2 days, 0:59:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9656, loss_cls: 3.8836, loss: 3.8836 +2025-06-28 08:05:04,458 - pyskl - INFO - Epoch [39][900/3405] lr: 2.120e-02, eta: 2 days, 0:58:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9675, loss_cls: 3.8265, loss: 3.8265 +2025-06-28 08:05:50,298 - pyskl - INFO - Epoch [39][1000/3405] lr: 2.119e-02, eta: 2 days, 0:58:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9556, loss_cls: 3.8429, loss: 3.8429 +2025-06-28 08:06:36,054 - pyskl - INFO - Epoch [39][1100/3405] lr: 2.119e-02, eta: 2 days, 0:57:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 3.8487, loss: 3.8487 +2025-06-28 08:07:21,961 - pyskl - INFO - Epoch [39][1200/3405] lr: 2.118e-02, eta: 2 days, 0:56:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9550, loss_cls: 3.9781, loss: 3.9781 +2025-06-28 08:08:07,734 - pyskl - INFO - Epoch [39][1300/3405] lr: 2.117e-02, eta: 2 days, 0:55:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 3.8357, loss: 3.8357 +2025-06-28 08:08:53,483 - pyskl - INFO - Epoch [39][1400/3405] lr: 2.117e-02, eta: 2 days, 0:54:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9663, loss_cls: 3.9510, loss: 3.9510 +2025-06-28 08:09:39,384 - pyskl - INFO - Epoch [39][1500/3405] lr: 2.116e-02, eta: 2 days, 0:54:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 3.9182, loss: 3.9182 +2025-06-28 08:10:25,154 - pyskl - INFO - Epoch [39][1600/3405] lr: 2.116e-02, eta: 2 days, 0:53:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9625, loss_cls: 3.9401, loss: 3.9401 +2025-06-28 08:11:10,911 - pyskl - INFO - Epoch [39][1700/3405] lr: 2.115e-02, eta: 2 days, 0:52:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9575, loss_cls: 3.9961, loss: 3.9961 +2025-06-28 08:11:56,664 - pyskl - INFO - Epoch [39][1800/3405] lr: 2.115e-02, eta: 2 days, 0:51:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9675, loss_cls: 3.8744, loss: 3.8744 +2025-06-28 08:12:42,479 - pyskl - INFO - Epoch [39][1900/3405] lr: 2.114e-02, eta: 2 days, 0:50:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9619, loss_cls: 3.9212, loss: 3.9212 +2025-06-28 08:13:28,203 - pyskl - INFO - Epoch [39][2000/3405] lr: 2.114e-02, eta: 2 days, 0:50:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9631, loss_cls: 3.8021, loss: 3.8021 +2025-06-28 08:14:14,115 - pyskl - INFO - Epoch [39][2100/3405] lr: 2.113e-02, eta: 2 days, 0:49:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9681, loss_cls: 3.8494, loss: 3.8494 +2025-06-28 08:14:59,901 - pyskl - INFO - Epoch [39][2200/3405] lr: 2.112e-02, eta: 2 days, 0:48:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9600, loss_cls: 3.8792, loss: 3.8792 +2025-06-28 08:15:45,590 - pyskl - INFO - Epoch [39][2300/3405] lr: 2.112e-02, eta: 2 days, 0:47:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 3.8287, loss: 3.8287 +2025-06-28 08:16:31,393 - pyskl - INFO - Epoch [39][2400/3405] lr: 2.111e-02, eta: 2 days, 0:46:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9594, loss_cls: 3.8373, loss: 3.8373 +2025-06-28 08:17:16,959 - pyskl - INFO - Epoch [39][2500/3405] lr: 2.111e-02, eta: 2 days, 0:46:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 3.7581, loss: 3.7581 +2025-06-28 08:18:02,574 - pyskl - INFO - Epoch [39][2600/3405] lr: 2.110e-02, eta: 2 days, 0:45:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9581, loss_cls: 3.9413, loss: 3.9413 +2025-06-28 08:18:48,098 - pyskl - INFO - Epoch [39][2700/3405] lr: 2.110e-02, eta: 2 days, 0:44:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 3.9136, loss: 3.9136 +2025-06-28 08:19:33,692 - pyskl - INFO - Epoch [39][2800/3405] lr: 2.109e-02, eta: 2 days, 0:43:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 4.0626, loss: 4.0626 +2025-06-28 08:20:19,331 - pyskl - INFO - Epoch [39][2900/3405] lr: 2.109e-02, eta: 2 days, 0:42:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 3.8526, loss: 3.8526 +2025-06-28 08:21:04,997 - pyskl - INFO - Epoch [39][3000/3405] lr: 2.108e-02, eta: 2 days, 0:42:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9663, loss_cls: 3.8619, loss: 3.8619 +2025-06-28 08:21:50,541 - pyskl - INFO - Epoch [39][3100/3405] lr: 2.107e-02, eta: 2 days, 0:41:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 3.9168, loss: 3.9168 +2025-06-28 08:22:36,206 - pyskl - INFO - Epoch [39][3200/3405] lr: 2.107e-02, eta: 2 days, 0:40:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 3.9166, loss: 3.9166 +2025-06-28 08:23:21,777 - pyskl - INFO - Epoch [39][3300/3405] lr: 2.106e-02, eta: 2 days, 0:39:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 3.7494, loss: 3.7494 +2025-06-28 08:24:07,271 - pyskl - INFO - Epoch [39][3400/3405] lr: 2.106e-02, eta: 2 days, 0:38:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 3.7732, loss: 3.7732 +2025-06-28 08:24:09,833 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-06-28 08:28:19,083 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 08:28:19,700 - pyskl - INFO - +top1_acc 0.7548 +top5_acc 0.9407 +2025-06-28 08:28:19,757 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_38.pth was removed +2025-06-28 08:28:20,755 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_39.pth. +2025-06-28 08:28:20,756 - pyskl - INFO - Best top1_acc is 0.7548 at 39 epoch. +2025-06-28 08:28:20,775 - pyskl - INFO - Epoch(val) [39][3718] top1_acc: 0.7548, top5_acc: 0.9407 +2025-06-28 08:29:28,614 - pyskl - INFO - Epoch [40][100/3405] lr: 2.105e-02, eta: 2 days, 0:38:53, time: 0.678, data_time: 0.223, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9619, loss_cls: 3.8012, loss: 3.8012 +2025-06-28 08:30:14,068 - pyskl - INFO - Epoch [40][200/3405] lr: 2.105e-02, eta: 2 days, 0:38:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9663, loss_cls: 3.8556, loss: 3.8556 +2025-06-28 08:30:59,686 - pyskl - INFO - Epoch [40][300/3405] lr: 2.104e-02, eta: 2 days, 0:37:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 3.8339, loss: 3.8339 +2025-06-28 08:31:45,236 - pyskl - INFO - Epoch [40][400/3405] lr: 2.103e-02, eta: 2 days, 0:36:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9581, loss_cls: 3.7582, loss: 3.7582 +2025-06-28 08:32:30,741 - pyskl - INFO - Epoch [40][500/3405] lr: 2.103e-02, eta: 2 days, 0:35:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.7656, loss: 3.7656 +2025-06-28 08:33:16,371 - pyskl - INFO - Epoch [40][600/3405] lr: 2.102e-02, eta: 2 days, 0:34:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9606, loss_cls: 3.7624, loss: 3.7624 +2025-06-28 08:34:01,867 - pyskl - INFO - Epoch [40][700/3405] lr: 2.102e-02, eta: 2 days, 0:34:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9569, loss_cls: 3.8849, loss: 3.8849 +2025-06-28 08:34:47,422 - pyskl - INFO - Epoch [40][800/3405] lr: 2.101e-02, eta: 2 days, 0:33:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 3.7637, loss: 3.7637 +2025-06-28 08:35:33,010 - pyskl - INFO - Epoch [40][900/3405] lr: 2.101e-02, eta: 2 days, 0:32:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9694, loss_cls: 3.7713, loss: 3.7713 +2025-06-28 08:36:18,601 - pyskl - INFO - Epoch [40][1000/3405] lr: 2.100e-02, eta: 2 days, 0:31:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9587, loss_cls: 3.7819, loss: 3.7819 +2025-06-28 08:37:04,243 - pyskl - INFO - Epoch [40][1100/3405] lr: 2.100e-02, eta: 2 days, 0:30:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 3.8160, loss: 3.8160 +2025-06-28 08:37:49,920 - pyskl - INFO - Epoch [40][1200/3405] lr: 2.099e-02, eta: 2 days, 0:29:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 3.8992, loss: 3.8992 +2025-06-28 08:38:35,554 - pyskl - INFO - Epoch [40][1300/3405] lr: 2.098e-02, eta: 2 days, 0:29:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9619, loss_cls: 3.8359, loss: 3.8359 +2025-06-28 08:39:21,221 - pyskl - INFO - Epoch [40][1400/3405] lr: 2.098e-02, eta: 2 days, 0:28:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9519, loss_cls: 3.8715, loss: 3.8715 +2025-06-28 08:40:06,813 - pyskl - INFO - Epoch [40][1500/3405] lr: 2.097e-02, eta: 2 days, 0:27:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9669, loss_cls: 3.8703, loss: 3.8703 +2025-06-28 08:40:52,401 - pyskl - INFO - Epoch [40][1600/3405] lr: 2.097e-02, eta: 2 days, 0:26:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 3.8193, loss: 3.8193 +2025-06-28 08:41:38,034 - pyskl - INFO - Epoch [40][1700/3405] lr: 2.096e-02, eta: 2 days, 0:25:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 3.7930, loss: 3.7930 +2025-06-28 08:42:23,702 - pyskl - INFO - Epoch [40][1800/3405] lr: 2.096e-02, eta: 2 days, 0:25:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9600, loss_cls: 3.9290, loss: 3.9290 +2025-06-28 08:43:09,428 - pyskl - INFO - Epoch [40][1900/3405] lr: 2.095e-02, eta: 2 days, 0:24:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 3.8342, loss: 3.8342 +2025-06-28 08:43:55,066 - pyskl - INFO - Epoch [40][2000/3405] lr: 2.094e-02, eta: 2 days, 0:23:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9663, loss_cls: 3.7669, loss: 3.7669 +2025-06-28 08:44:40,800 - pyskl - INFO - Epoch [40][2100/3405] lr: 2.094e-02, eta: 2 days, 0:22:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9581, loss_cls: 3.8878, loss: 3.8878 +2025-06-28 08:45:26,535 - pyskl - INFO - Epoch [40][2200/3405] lr: 2.093e-02, eta: 2 days, 0:21:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9594, loss_cls: 3.8025, loss: 3.8025 +2025-06-28 08:46:12,287 - pyskl - INFO - Epoch [40][2300/3405] lr: 2.093e-02, eta: 2 days, 0:21:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 3.7220, loss: 3.7220 +2025-06-28 08:46:58,044 - pyskl - INFO - Epoch [40][2400/3405] lr: 2.092e-02, eta: 2 days, 0:20:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 3.8321, loss: 3.8321 +2025-06-28 08:47:43,775 - pyskl - INFO - Epoch [40][2500/3405] lr: 2.092e-02, eta: 2 days, 0:19:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9556, loss_cls: 3.8847, loss: 3.8847 +2025-06-28 08:48:29,406 - pyskl - INFO - Epoch [40][2600/3405] lr: 2.091e-02, eta: 2 days, 0:18:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 3.8281, loss: 3.8281 +2025-06-28 08:49:15,003 - pyskl - INFO - Epoch [40][2700/3405] lr: 2.090e-02, eta: 2 days, 0:17:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9637, loss_cls: 3.8548, loss: 3.8548 +2025-06-28 08:50:00,629 - pyskl - INFO - Epoch [40][2800/3405] lr: 2.090e-02, eta: 2 days, 0:17:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 3.9392, loss: 3.9392 +2025-06-28 08:50:46,320 - pyskl - INFO - Epoch [40][2900/3405] lr: 2.089e-02, eta: 2 days, 0:16:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9581, loss_cls: 3.8669, loss: 3.8669 +2025-06-28 08:51:31,993 - pyskl - INFO - Epoch [40][3000/3405] lr: 2.089e-02, eta: 2 days, 0:15:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9587, loss_cls: 3.8039, loss: 3.8039 +2025-06-28 08:52:17,642 - pyskl - INFO - Epoch [40][3100/3405] lr: 2.088e-02, eta: 2 days, 0:14:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9594, loss_cls: 3.8645, loss: 3.8645 +2025-06-28 08:53:03,224 - pyskl - INFO - Epoch [40][3200/3405] lr: 2.088e-02, eta: 2 days, 0:13:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9525, loss_cls: 3.9526, loss: 3.9526 +2025-06-28 08:53:48,792 - pyskl - INFO - Epoch [40][3300/3405] lr: 2.087e-02, eta: 2 days, 0:13:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9688, loss_cls: 3.8153, loss: 3.8153 +2025-06-28 08:54:34,509 - pyskl - INFO - Epoch [40][3400/3405] lr: 2.086e-02, eta: 2 days, 0:12:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9556, loss_cls: 3.8194, loss: 3.8194 +2025-06-28 08:54:37,292 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-06-28 09:12:59,110 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 09:12:59,733 - pyskl - INFO - +top1_acc 0.7394 +top5_acc 0.9330 +2025-06-28 09:12:59,751 - pyskl - INFO - Epoch(val) [40][3718] top1_acc: 0.7394, top5_acc: 0.9330 +2025-06-28 09:14:08,277 - pyskl - INFO - Epoch [41][100/3405] lr: 2.086e-02, eta: 2 days, 0:12:24, time: 0.685, data_time: 0.228, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9537, loss_cls: 3.9004, loss: 3.9004 +2025-06-28 09:14:54,017 - pyskl - INFO - Epoch [41][200/3405] lr: 2.085e-02, eta: 2 days, 0:11:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 3.8387, loss: 3.8387 +2025-06-28 09:15:39,738 - pyskl - INFO - Epoch [41][300/3405] lr: 2.085e-02, eta: 2 days, 0:10:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 3.8380, loss: 3.8380 +2025-06-28 09:16:25,503 - pyskl - INFO - Epoch [41][400/3405] lr: 2.084e-02, eta: 2 days, 0:10:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9619, loss_cls: 3.7583, loss: 3.7583 +2025-06-28 09:17:11,267 - pyskl - INFO - Epoch [41][500/3405] lr: 2.084e-02, eta: 2 days, 0:09:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9631, loss_cls: 3.8513, loss: 3.8513 +2025-06-28 09:17:57,090 - pyskl - INFO - Epoch [41][600/3405] lr: 2.083e-02, eta: 2 days, 0:08:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 3.7625, loss: 3.7625 +2025-06-28 09:18:42,813 - pyskl - INFO - Epoch [41][700/3405] lr: 2.082e-02, eta: 2 days, 0:07:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.8058, loss: 3.8058 +2025-06-28 09:19:28,457 - pyskl - INFO - Epoch [41][800/3405] lr: 2.082e-02, eta: 2 days, 0:06:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9556, loss_cls: 3.8660, loss: 3.8660 +2025-06-28 09:20:14,162 - pyskl - INFO - Epoch [41][900/3405] lr: 2.081e-02, eta: 2 days, 0:06:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9694, loss_cls: 3.8099, loss: 3.8099 +2025-06-28 09:20:59,845 - pyskl - INFO - Epoch [41][1000/3405] lr: 2.081e-02, eta: 2 days, 0:05:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9644, loss_cls: 3.8838, loss: 3.8838 +2025-06-28 09:21:45,524 - pyskl - INFO - Epoch [41][1100/3405] lr: 2.080e-02, eta: 2 days, 0:04:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 3.7611, loss: 3.7611 +2025-06-28 09:22:31,205 - pyskl - INFO - Epoch [41][1200/3405] lr: 2.080e-02, eta: 2 days, 0:03:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9569, loss_cls: 3.7654, loss: 3.7654 +2025-06-28 09:23:16,766 - pyskl - INFO - Epoch [41][1300/3405] lr: 2.079e-02, eta: 2 days, 0:02:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9644, loss_cls: 3.8395, loss: 3.8395 +2025-06-28 09:24:02,397 - pyskl - INFO - Epoch [41][1400/3405] lr: 2.078e-02, eta: 2 days, 0:01:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 3.8211, loss: 3.8211 +2025-06-28 09:24:48,026 - pyskl - INFO - Epoch [41][1500/3405] lr: 2.078e-02, eta: 2 days, 0:01:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9656, loss_cls: 3.8688, loss: 3.8688 +2025-06-28 09:25:33,613 - pyskl - INFO - Epoch [41][1600/3405] lr: 2.077e-02, eta: 2 days, 0:00:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9581, loss_cls: 3.8246, loss: 3.8246 +2025-06-28 09:26:19,459 - pyskl - INFO - Epoch [41][1700/3405] lr: 2.077e-02, eta: 1 day, 23:59:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9556, loss_cls: 3.9849, loss: 3.9849 +2025-06-28 09:27:05,219 - pyskl - INFO - Epoch [41][1800/3405] lr: 2.076e-02, eta: 1 day, 23:58:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9631, loss_cls: 3.7641, loss: 3.7641 +2025-06-28 09:27:50,861 - pyskl - INFO - Epoch [41][1900/3405] lr: 2.076e-02, eta: 1 day, 23:57:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 3.9746, loss: 3.9746 +2025-06-28 09:28:36,705 - pyskl - INFO - Epoch [41][2000/3405] lr: 2.075e-02, eta: 1 day, 23:57:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 3.8096, loss: 3.8096 +2025-06-28 09:29:22,405 - pyskl - INFO - Epoch [41][2100/3405] lr: 2.074e-02, eta: 1 day, 23:56:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 3.8840, loss: 3.8840 +2025-06-28 09:30:07,999 - pyskl - INFO - Epoch [41][2200/3405] lr: 2.074e-02, eta: 1 day, 23:55:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9525, loss_cls: 4.0311, loss: 4.0311 +2025-06-28 09:30:53,795 - pyskl - INFO - Epoch [41][2300/3405] lr: 2.073e-02, eta: 1 day, 23:54:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 3.7534, loss: 3.7534 +2025-06-28 09:31:39,693 - pyskl - INFO - Epoch [41][2400/3405] lr: 2.073e-02, eta: 1 day, 23:53:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9569, loss_cls: 3.8203, loss: 3.8203 +2025-06-28 09:32:25,280 - pyskl - INFO - Epoch [41][2500/3405] lr: 2.072e-02, eta: 1 day, 23:53:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 3.8979, loss: 3.8979 +2025-06-28 09:33:11,116 - pyskl - INFO - Epoch [41][2600/3405] lr: 2.071e-02, eta: 1 day, 23:52:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 3.8666, loss: 3.8666 +2025-06-28 09:33:56,851 - pyskl - INFO - Epoch [41][2700/3405] lr: 2.071e-02, eta: 1 day, 23:51:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 3.8909, loss: 3.8909 +2025-06-28 09:34:42,551 - pyskl - INFO - Epoch [41][2800/3405] lr: 2.070e-02, eta: 1 day, 23:50:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 3.7453, loss: 3.7453 +2025-06-28 09:35:28,225 - pyskl - INFO - Epoch [41][2900/3405] lr: 2.070e-02, eta: 1 day, 23:49:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 3.7644, loss: 3.7644 +2025-06-28 09:36:13,819 - pyskl - INFO - Epoch [41][3000/3405] lr: 2.069e-02, eta: 1 day, 23:49:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9606, loss_cls: 3.8497, loss: 3.8497 +2025-06-28 09:36:59,418 - pyskl - INFO - Epoch [41][3100/3405] lr: 2.069e-02, eta: 1 day, 23:48:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 3.6948, loss: 3.6948 +2025-06-28 09:37:45,021 - pyskl - INFO - Epoch [41][3200/3405] lr: 2.068e-02, eta: 1 day, 23:47:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 3.8496, loss: 3.8496 +2025-06-28 09:38:30,752 - pyskl - INFO - Epoch [41][3300/3405] lr: 2.067e-02, eta: 1 day, 23:46:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9569, loss_cls: 3.8568, loss: 3.8568 +2025-06-28 09:39:16,750 - pyskl - INFO - Epoch [41][3400/3405] lr: 2.067e-02, eta: 1 day, 23:45:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9494, loss_cls: 3.9858, loss: 3.9858 +2025-06-28 09:39:19,375 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-06-28 09:43:27,110 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 09:43:27,663 - pyskl - INFO - +top1_acc 0.6780 +top5_acc 0.9006 +2025-06-28 09:43:27,681 - pyskl - INFO - Epoch(val) [41][3718] top1_acc: 0.6780, top5_acc: 0.9006 +2025-06-28 09:44:36,136 - pyskl - INFO - Epoch [42][100/3405] lr: 2.066e-02, eta: 1 day, 23:46:03, time: 0.684, data_time: 0.228, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9706, loss_cls: 3.7210, loss: 3.7210 +2025-06-28 09:45:21,700 - pyskl - INFO - Epoch [42][200/3405] lr: 2.066e-02, eta: 1 day, 23:45:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9669, loss_cls: 3.8163, loss: 3.8163 +2025-06-28 09:46:07,342 - pyskl - INFO - Epoch [42][300/3405] lr: 2.065e-02, eta: 1 day, 23:44:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9619, loss_cls: 3.7451, loss: 3.7451 +2025-06-28 09:46:52,973 - pyskl - INFO - Epoch [42][400/3405] lr: 2.064e-02, eta: 1 day, 23:43:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9625, loss_cls: 3.9124, loss: 3.9124 +2025-06-28 09:47:38,646 - pyskl - INFO - Epoch [42][500/3405] lr: 2.064e-02, eta: 1 day, 23:42:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9613, loss_cls: 3.8966, loss: 3.8966 +2025-06-28 09:48:24,301 - pyskl - INFO - Epoch [42][600/3405] lr: 2.063e-02, eta: 1 day, 23:42:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9550, loss_cls: 3.8952, loss: 3.8952 +2025-06-28 09:49:09,978 - pyskl - INFO - Epoch [42][700/3405] lr: 2.063e-02, eta: 1 day, 23:41:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 3.7421, loss: 3.7421 +2025-06-28 09:49:55,590 - pyskl - INFO - Epoch [42][800/3405] lr: 2.062e-02, eta: 1 day, 23:40:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9569, loss_cls: 3.8277, loss: 3.8277 +2025-06-28 09:50:41,229 - pyskl - INFO - Epoch [42][900/3405] lr: 2.062e-02, eta: 1 day, 23:39:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9600, loss_cls: 3.8817, loss: 3.8817 +2025-06-28 09:51:26,837 - pyskl - INFO - Epoch [42][1000/3405] lr: 2.061e-02, eta: 1 day, 23:38:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 3.6952, loss: 3.6952 +2025-06-28 09:52:12,517 - pyskl - INFO - Epoch [42][1100/3405] lr: 2.060e-02, eta: 1 day, 23:38:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9675, loss_cls: 3.7298, loss: 3.7298 +2025-06-28 09:52:58,106 - pyskl - INFO - Epoch [42][1200/3405] lr: 2.060e-02, eta: 1 day, 23:37:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9700, loss_cls: 3.7366, loss: 3.7366 +2025-06-28 09:53:43,670 - pyskl - INFO - Epoch [42][1300/3405] lr: 2.059e-02, eta: 1 day, 23:36:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 3.9039, loss: 3.9039 +2025-06-28 09:54:29,337 - pyskl - INFO - Epoch [42][1400/3405] lr: 2.059e-02, eta: 1 day, 23:35:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 3.7366, loss: 3.7366 +2025-06-28 09:55:14,962 - pyskl - INFO - Epoch [42][1500/3405] lr: 2.058e-02, eta: 1 day, 23:34:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 3.7323, loss: 3.7323 +2025-06-28 09:56:00,658 - pyskl - INFO - Epoch [42][1600/3405] lr: 2.057e-02, eta: 1 day, 23:34:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9537, loss_cls: 3.9788, loss: 3.9788 +2025-06-28 09:56:46,289 - pyskl - INFO - Epoch [42][1700/3405] lr: 2.057e-02, eta: 1 day, 23:33:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9669, loss_cls: 3.8051, loss: 3.8051 +2025-06-28 09:57:31,934 - pyskl - INFO - Epoch [42][1800/3405] lr: 2.056e-02, eta: 1 day, 23:32:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9606, loss_cls: 3.7626, loss: 3.7626 +2025-06-28 09:58:17,582 - pyskl - INFO - Epoch [42][1900/3405] lr: 2.056e-02, eta: 1 day, 23:31:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 3.7992, loss: 3.7992 +2025-06-28 09:59:03,479 - pyskl - INFO - Epoch [42][2000/3405] lr: 2.055e-02, eta: 1 day, 23:30:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9631, loss_cls: 3.6637, loss: 3.6637 +2025-06-28 09:59:49,339 - pyskl - INFO - Epoch [42][2100/3405] lr: 2.054e-02, eta: 1 day, 23:30:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 3.7019, loss: 3.7019 +2025-06-28 10:00:35,238 - pyskl - INFO - Epoch [42][2200/3405] lr: 2.054e-02, eta: 1 day, 23:29:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 3.8390, loss: 3.8390 +2025-06-28 10:01:20,972 - pyskl - INFO - Epoch [42][2300/3405] lr: 2.053e-02, eta: 1 day, 23:28:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9625, loss_cls: 3.7616, loss: 3.7616 +2025-06-28 10:02:06,729 - pyskl - INFO - Epoch [42][2400/3405] lr: 2.053e-02, eta: 1 day, 23:27:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9619, loss_cls: 3.7936, loss: 3.7936 +2025-06-28 10:02:52,549 - pyskl - INFO - Epoch [42][2500/3405] lr: 2.052e-02, eta: 1 day, 23:26:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 3.9646, loss: 3.9646 +2025-06-28 10:03:38,253 - pyskl - INFO - Epoch [42][2600/3405] lr: 2.052e-02, eta: 1 day, 23:26:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9531, loss_cls: 3.8630, loss: 3.8630 +2025-06-28 10:04:23,942 - pyskl - INFO - Epoch [42][2700/3405] lr: 2.051e-02, eta: 1 day, 23:25:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 3.8600, loss: 3.8600 +2025-06-28 10:05:09,696 - pyskl - INFO - Epoch [42][2800/3405] lr: 2.050e-02, eta: 1 day, 23:24:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9550, loss_cls: 3.7618, loss: 3.7618 +2025-06-28 10:05:55,454 - pyskl - INFO - Epoch [42][2900/3405] lr: 2.050e-02, eta: 1 day, 23:23:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 3.8743, loss: 3.8743 +2025-06-28 10:06:41,198 - pyskl - INFO - Epoch [42][3000/3405] lr: 2.049e-02, eta: 1 day, 23:22:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9563, loss_cls: 3.9408, loss: 3.9408 +2025-06-28 10:07:26,933 - pyskl - INFO - Epoch [42][3100/3405] lr: 2.049e-02, eta: 1 day, 23:22:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 3.7907, loss: 3.7907 +2025-06-28 10:08:12,804 - pyskl - INFO - Epoch [42][3200/3405] lr: 2.048e-02, eta: 1 day, 23:21:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9631, loss_cls: 3.6864, loss: 3.6864 +2025-06-28 10:08:58,421 - pyskl - INFO - Epoch [42][3300/3405] lr: 2.047e-02, eta: 1 day, 23:20:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 3.8325, loss: 3.8325 +2025-06-28 10:09:44,054 - pyskl - INFO - Epoch [42][3400/3405] lr: 2.047e-02, eta: 1 day, 23:19:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 3.8594, loss: 3.8594 +2025-06-28 10:09:46,684 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-06-28 10:13:54,029 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 10:13:54,601 - pyskl - INFO - +top1_acc 0.7346 +top5_acc 0.9374 +2025-06-28 10:13:54,622 - pyskl - INFO - Epoch(val) [42][3718] top1_acc: 0.7346, top5_acc: 0.9374 +2025-06-28 10:15:03,341 - pyskl - INFO - Epoch [43][100/3405] lr: 2.046e-02, eta: 1 day, 23:19:41, time: 0.687, data_time: 0.230, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 3.7430, loss: 3.7430 +2025-06-28 10:15:49,102 - pyskl - INFO - Epoch [43][200/3405] lr: 2.046e-02, eta: 1 day, 23:18:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 3.7815, loss: 3.7815 +2025-06-28 10:16:34,920 - pyskl - INFO - Epoch [43][300/3405] lr: 2.045e-02, eta: 1 day, 23:18:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 3.7676, loss: 3.7676 +2025-06-28 10:17:20,679 - pyskl - INFO - Epoch [43][400/3405] lr: 2.044e-02, eta: 1 day, 23:17:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9613, loss_cls: 3.7257, loss: 3.7257 +2025-06-28 10:18:06,498 - pyskl - INFO - Epoch [43][500/3405] lr: 2.044e-02, eta: 1 day, 23:16:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9738, loss_cls: 3.7218, loss: 3.7218 +2025-06-28 10:18:52,327 - pyskl - INFO - Epoch [43][600/3405] lr: 2.043e-02, eta: 1 day, 23:15:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9613, loss_cls: 3.7486, loss: 3.7486 +2025-06-28 10:19:38,206 - pyskl - INFO - Epoch [43][700/3405] lr: 2.043e-02, eta: 1 day, 23:14:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 3.8334, loss: 3.8334 +2025-06-28 10:20:23,996 - pyskl - INFO - Epoch [43][800/3405] lr: 2.042e-02, eta: 1 day, 23:14:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 3.7524, loss: 3.7524 +2025-06-28 10:21:09,780 - pyskl - INFO - Epoch [43][900/3405] lr: 2.041e-02, eta: 1 day, 23:13:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 3.6514, loss: 3.6514 +2025-06-28 10:21:55,557 - pyskl - INFO - Epoch [43][1000/3405] lr: 2.041e-02, eta: 1 day, 23:12:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9563, loss_cls: 3.8028, loss: 3.8028 +2025-06-28 10:22:41,302 - pyskl - INFO - Epoch [43][1100/3405] lr: 2.040e-02, eta: 1 day, 23:11:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9575, loss_cls: 3.7766, loss: 3.7766 +2025-06-28 10:23:27,089 - pyskl - INFO - Epoch [43][1200/3405] lr: 2.040e-02, eta: 1 day, 23:10:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.6226, loss: 3.6226 +2025-06-28 10:24:12,872 - pyskl - INFO - Epoch [43][1300/3405] lr: 2.039e-02, eta: 1 day, 23:10:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9644, loss_cls: 3.8410, loss: 3.8410 +2025-06-28 10:24:58,572 - pyskl - INFO - Epoch [43][1400/3405] lr: 2.038e-02, eta: 1 day, 23:09:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 3.9426, loss: 3.9426 +2025-06-28 10:25:44,254 - pyskl - INFO - Epoch [43][1500/3405] lr: 2.038e-02, eta: 1 day, 23:08:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9669, loss_cls: 3.9224, loss: 3.9224 +2025-06-28 10:26:29,922 - pyskl - INFO - Epoch [43][1600/3405] lr: 2.037e-02, eta: 1 day, 23:07:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9656, loss_cls: 3.8151, loss: 3.8151 +2025-06-28 10:27:15,623 - pyskl - INFO - Epoch [43][1700/3405] lr: 2.037e-02, eta: 1 day, 23:06:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 3.8328, loss: 3.8328 +2025-06-28 10:28:01,294 - pyskl - INFO - Epoch [43][1800/3405] lr: 2.036e-02, eta: 1 day, 23:06:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 3.7867, loss: 3.7867 +2025-06-28 10:28:46,996 - pyskl - INFO - Epoch [43][1900/3405] lr: 2.035e-02, eta: 1 day, 23:05:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9550, loss_cls: 3.8021, loss: 3.8021 +2025-06-28 10:29:32,613 - pyskl - INFO - Epoch [43][2000/3405] lr: 2.035e-02, eta: 1 day, 23:04:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 3.8302, loss: 3.8302 +2025-06-28 10:30:18,324 - pyskl - INFO - Epoch [43][2100/3405] lr: 2.034e-02, eta: 1 day, 23:03:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9625, loss_cls: 3.8376, loss: 3.8376 +2025-06-28 10:31:04,015 - pyskl - INFO - Epoch [43][2200/3405] lr: 2.034e-02, eta: 1 day, 23:02:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9581, loss_cls: 3.8037, loss: 3.8037 +2025-06-28 10:31:49,754 - pyskl - INFO - Epoch [43][2300/3405] lr: 2.033e-02, eta: 1 day, 23:02:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9637, loss_cls: 3.8360, loss: 3.8360 +2025-06-28 10:32:35,643 - pyskl - INFO - Epoch [43][2400/3405] lr: 2.032e-02, eta: 1 day, 23:01:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 3.7581, loss: 3.7581 +2025-06-28 10:33:21,406 - pyskl - INFO - Epoch [43][2500/3405] lr: 2.032e-02, eta: 1 day, 23:00:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 3.7043, loss: 3.7043 +2025-06-28 10:34:07,121 - pyskl - INFO - Epoch [43][2600/3405] lr: 2.031e-02, eta: 1 day, 22:59:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 3.7794, loss: 3.7794 +2025-06-28 10:34:52,884 - pyskl - INFO - Epoch [43][2700/3405] lr: 2.031e-02, eta: 1 day, 22:58:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9581, loss_cls: 3.7228, loss: 3.7228 +2025-06-28 10:35:38,592 - pyskl - INFO - Epoch [43][2800/3405] lr: 2.030e-02, eta: 1 day, 22:58:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 3.7674, loss: 3.7674 +2025-06-28 10:36:24,354 - pyskl - INFO - Epoch [43][2900/3405] lr: 2.029e-02, eta: 1 day, 22:57:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 3.8537, loss: 3.8537 +2025-06-28 10:37:10,158 - pyskl - INFO - Epoch [43][3000/3405] lr: 2.029e-02, eta: 1 day, 22:56:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 3.7451, loss: 3.7451 +2025-06-28 10:37:56,018 - pyskl - INFO - Epoch [43][3100/3405] lr: 2.028e-02, eta: 1 day, 22:55:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 3.8367, loss: 3.8367 +2025-06-28 10:38:41,901 - pyskl - INFO - Epoch [43][3200/3405] lr: 2.028e-02, eta: 1 day, 22:54:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9575, loss_cls: 3.7705, loss: 3.7705 +2025-06-28 10:39:27,685 - pyskl - INFO - Epoch [43][3300/3405] lr: 2.027e-02, eta: 1 day, 22:54:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9587, loss_cls: 3.7336, loss: 3.7336 +2025-06-28 10:40:13,474 - pyskl - INFO - Epoch [43][3400/3405] lr: 2.026e-02, eta: 1 day, 22:53:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9637, loss_cls: 3.8688, loss: 3.8688 +2025-06-28 10:40:16,093 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-06-28 10:44:27,593 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 10:44:28,180 - pyskl - INFO - +top1_acc 0.7055 +top5_acc 0.9307 +2025-06-28 10:44:28,199 - pyskl - INFO - Epoch(val) [43][3718] top1_acc: 0.7055, top5_acc: 0.9307 +2025-06-28 10:45:37,144 - pyskl - INFO - Epoch [44][100/3405] lr: 2.026e-02, eta: 1 day, 22:53:26, time: 0.689, data_time: 0.232, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9744, loss_cls: 3.7452, loss: 3.7452 +2025-06-28 10:46:22,949 - pyskl - INFO - Epoch [44][200/3405] lr: 2.025e-02, eta: 1 day, 22:52:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 3.6605, loss: 3.6605 +2025-06-28 10:47:08,656 - pyskl - INFO - Epoch [44][300/3405] lr: 2.025e-02, eta: 1 day, 22:51:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9644, loss_cls: 3.8411, loss: 3.8411 +2025-06-28 10:47:54,279 - pyskl - INFO - Epoch [44][400/3405] lr: 2.024e-02, eta: 1 day, 22:51:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 3.8877, loss: 3.8877 +2025-06-28 10:48:39,980 - pyskl - INFO - Epoch [44][500/3405] lr: 2.023e-02, eta: 1 day, 22:50:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 3.8194, loss: 3.8194 +2025-06-28 10:49:25,759 - pyskl - INFO - Epoch [44][600/3405] lr: 2.023e-02, eta: 1 day, 22:49:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.5884, loss: 3.5884 +2025-06-28 10:50:11,457 - pyskl - INFO - Epoch [44][700/3405] lr: 2.022e-02, eta: 1 day, 22:48:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 3.6896, loss: 3.6896 +2025-06-28 10:50:57,236 - pyskl - INFO - Epoch [44][800/3405] lr: 2.022e-02, eta: 1 day, 22:47:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9600, loss_cls: 3.7059, loss: 3.7059 +2025-06-28 10:51:43,107 - pyskl - INFO - Epoch [44][900/3405] lr: 2.021e-02, eta: 1 day, 22:47:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 3.7336, loss: 3.7336 +2025-06-28 10:52:28,798 - pyskl - INFO - Epoch [44][1000/3405] lr: 2.020e-02, eta: 1 day, 22:46:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9563, loss_cls: 3.8387, loss: 3.8387 +2025-06-28 10:53:14,495 - pyskl - INFO - Epoch [44][1100/3405] lr: 2.020e-02, eta: 1 day, 22:45:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9619, loss_cls: 3.6539, loss: 3.6539 +2025-06-28 10:54:00,219 - pyskl - INFO - Epoch [44][1200/3405] lr: 2.019e-02, eta: 1 day, 22:44:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9650, loss_cls: 3.8790, loss: 3.8790 +2025-06-28 10:54:45,964 - pyskl - INFO - Epoch [44][1300/3405] lr: 2.019e-02, eta: 1 day, 22:43:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 3.6786, loss: 3.6786 +2025-06-28 10:55:31,705 - pyskl - INFO - Epoch [44][1400/3405] lr: 2.018e-02, eta: 1 day, 22:43:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9650, loss_cls: 3.7574, loss: 3.7574 +2025-06-28 10:56:17,458 - pyskl - INFO - Epoch [44][1500/3405] lr: 2.017e-02, eta: 1 day, 22:42:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 3.9007, loss: 3.9007 +2025-06-28 10:57:03,135 - pyskl - INFO - Epoch [44][1600/3405] lr: 2.017e-02, eta: 1 day, 22:41:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 3.7431, loss: 3.7431 +2025-06-28 10:57:48,849 - pyskl - INFO - Epoch [44][1700/3405] lr: 2.016e-02, eta: 1 day, 22:40:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9544, loss_cls: 3.7446, loss: 3.7446 +2025-06-28 10:58:34,593 - pyskl - INFO - Epoch [44][1800/3405] lr: 2.016e-02, eta: 1 day, 22:39:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 3.8005, loss: 3.8005 +2025-06-28 10:59:20,266 - pyskl - INFO - Epoch [44][1900/3405] lr: 2.015e-02, eta: 1 day, 22:39:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9725, loss_cls: 3.6928, loss: 3.6928 +2025-06-28 11:00:05,924 - pyskl - INFO - Epoch [44][2000/3405] lr: 2.014e-02, eta: 1 day, 22:38:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9625, loss_cls: 3.6831, loss: 3.6831 +2025-06-28 11:00:51,529 - pyskl - INFO - Epoch [44][2100/3405] lr: 2.014e-02, eta: 1 day, 22:37:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9656, loss_cls: 3.8354, loss: 3.8354 +2025-06-28 11:01:37,110 - pyskl - INFO - Epoch [44][2200/3405] lr: 2.013e-02, eta: 1 day, 22:36:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9575, loss_cls: 3.8718, loss: 3.8718 +2025-06-28 11:02:22,781 - pyskl - INFO - Epoch [44][2300/3405] lr: 2.013e-02, eta: 1 day, 22:35:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 3.8460, loss: 3.8460 +2025-06-28 11:03:08,672 - pyskl - INFO - Epoch [44][2400/3405] lr: 2.012e-02, eta: 1 day, 22:35:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9600, loss_cls: 3.7907, loss: 3.7907 +2025-06-28 11:03:54,537 - pyskl - INFO - Epoch [44][2500/3405] lr: 2.011e-02, eta: 1 day, 22:34:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.7358, loss: 3.7358 +2025-06-28 11:04:40,194 - pyskl - INFO - Epoch [44][2600/3405] lr: 2.011e-02, eta: 1 day, 22:33:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 3.8413, loss: 3.8413 +2025-06-28 11:05:25,795 - pyskl - INFO - Epoch [44][2700/3405] lr: 2.010e-02, eta: 1 day, 22:32:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 3.8508, loss: 3.8508 +2025-06-28 11:06:11,450 - pyskl - INFO - Epoch [44][2800/3405] lr: 2.009e-02, eta: 1 day, 22:31:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9587, loss_cls: 3.8004, loss: 3.8004 +2025-06-28 11:06:57,075 - pyskl - INFO - Epoch [44][2900/3405] lr: 2.009e-02, eta: 1 day, 22:31:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 3.8865, loss: 3.8865 +2025-06-28 11:07:42,673 - pyskl - INFO - Epoch [44][3000/3405] lr: 2.008e-02, eta: 1 day, 22:30:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 3.5943, loss: 3.5943 +2025-06-28 11:08:28,353 - pyskl - INFO - Epoch [44][3100/3405] lr: 2.008e-02, eta: 1 day, 22:29:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 3.7903, loss: 3.7903 +2025-06-28 11:09:14,066 - pyskl - INFO - Epoch [44][3200/3405] lr: 2.007e-02, eta: 1 day, 22:28:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 3.7047, loss: 3.7047 +2025-06-28 11:09:59,685 - pyskl - INFO - Epoch [44][3300/3405] lr: 2.006e-02, eta: 1 day, 22:27:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 3.7679, loss: 3.7679 +2025-06-28 11:10:45,607 - pyskl - INFO - Epoch [44][3400/3405] lr: 2.006e-02, eta: 1 day, 22:27:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9613, loss_cls: 3.8782, loss: 3.8782 +2025-06-28 11:10:48,347 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-06-28 11:14:58,782 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 11:14:59,380 - pyskl - INFO - +top1_acc 0.7441 +top5_acc 0.9369 +2025-06-28 11:14:59,400 - pyskl - INFO - Epoch(val) [44][3718] top1_acc: 0.7441, top5_acc: 0.9369 +2025-06-28 11:16:07,681 - pyskl - INFO - Epoch [45][100/3405] lr: 2.005e-02, eta: 1 day, 22:27:04, time: 0.683, data_time: 0.225, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 3.9002, loss: 3.9002 +2025-06-28 11:16:53,341 - pyskl - INFO - Epoch [45][200/3405] lr: 2.005e-02, eta: 1 day, 22:26:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9569, loss_cls: 3.8158, loss: 3.8158 +2025-06-28 11:17:38,812 - pyskl - INFO - Epoch [45][300/3405] lr: 2.004e-02, eta: 1 day, 22:25:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9750, loss_cls: 3.6862, loss: 3.6862 +2025-06-28 11:18:24,259 - pyskl - INFO - Epoch [45][400/3405] lr: 2.003e-02, eta: 1 day, 22:24:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 3.6225, loss: 3.6225 +2025-06-28 11:19:09,715 - pyskl - INFO - Epoch [45][500/3405] lr: 2.003e-02, eta: 1 day, 22:23:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 3.7651, loss: 3.7651 +2025-06-28 11:19:55,243 - pyskl - INFO - Epoch [45][600/3405] lr: 2.002e-02, eta: 1 day, 22:23:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 3.8214, loss: 3.8214 +2025-06-28 11:20:40,870 - pyskl - INFO - Epoch [45][700/3405] lr: 2.001e-02, eta: 1 day, 22:22:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 3.8323, loss: 3.8323 +2025-06-28 11:21:26,515 - pyskl - INFO - Epoch [45][800/3405] lr: 2.001e-02, eta: 1 day, 22:21:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9631, loss_cls: 3.7284, loss: 3.7284 +2025-06-28 11:22:12,176 - pyskl - INFO - Epoch [45][900/3405] lr: 2.000e-02, eta: 1 day, 22:20:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9681, loss_cls: 3.6591, loss: 3.6591 +2025-06-28 11:22:57,904 - pyskl - INFO - Epoch [45][1000/3405] lr: 2.000e-02, eta: 1 day, 22:19:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9600, loss_cls: 3.8505, loss: 3.8505 +2025-06-28 11:23:43,705 - pyskl - INFO - Epoch [45][1100/3405] lr: 1.999e-02, eta: 1 day, 22:19:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 3.6075, loss: 3.6075 +2025-06-28 11:24:29,317 - pyskl - INFO - Epoch [45][1200/3405] lr: 1.998e-02, eta: 1 day, 22:18:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 3.6346, loss: 3.6346 +2025-06-28 11:25:14,952 - pyskl - INFO - Epoch [45][1300/3405] lr: 1.998e-02, eta: 1 day, 22:17:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9744, loss_cls: 3.6697, loss: 3.6697 +2025-06-28 11:26:00,668 - pyskl - INFO - Epoch [45][1400/3405] lr: 1.997e-02, eta: 1 day, 22:16:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 3.7364, loss: 3.7364 +2025-06-28 11:26:46,310 - pyskl - INFO - Epoch [45][1500/3405] lr: 1.997e-02, eta: 1 day, 22:15:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 3.8135, loss: 3.8135 +2025-06-28 11:27:31,976 - pyskl - INFO - Epoch [45][1600/3405] lr: 1.996e-02, eta: 1 day, 22:15:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9594, loss_cls: 3.8000, loss: 3.8000 +2025-06-28 11:28:17,577 - pyskl - INFO - Epoch [45][1700/3405] lr: 1.995e-02, eta: 1 day, 22:14:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 3.8519, loss: 3.8519 +2025-06-28 11:29:03,090 - pyskl - INFO - Epoch [45][1800/3405] lr: 1.995e-02, eta: 1 day, 22:13:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 3.7864, loss: 3.7864 +2025-06-28 11:29:48,674 - pyskl - INFO - Epoch [45][1900/3405] lr: 1.994e-02, eta: 1 day, 22:12:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9537, loss_cls: 3.8843, loss: 3.8843 +2025-06-28 11:30:34,296 - pyskl - INFO - Epoch [45][2000/3405] lr: 1.993e-02, eta: 1 day, 22:11:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 3.6624, loss: 3.6624 +2025-06-28 11:31:19,902 - pyskl - INFO - Epoch [45][2100/3405] lr: 1.993e-02, eta: 1 day, 22:11:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9625, loss_cls: 3.8174, loss: 3.8174 +2025-06-28 11:32:05,703 - pyskl - INFO - Epoch [45][2200/3405] lr: 1.992e-02, eta: 1 day, 22:10:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9556, loss_cls: 3.8267, loss: 3.8267 +2025-06-28 11:32:51,539 - pyskl - INFO - Epoch [45][2300/3405] lr: 1.992e-02, eta: 1 day, 22:09:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 3.7103, loss: 3.7103 +2025-06-28 11:33:37,547 - pyskl - INFO - Epoch [45][2400/3405] lr: 1.991e-02, eta: 1 day, 22:08:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 3.7558, loss: 3.7558 +2025-06-28 11:34:23,334 - pyskl - INFO - Epoch [45][2500/3405] lr: 1.990e-02, eta: 1 day, 22:07:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9694, loss_cls: 3.6697, loss: 3.6697 +2025-06-28 11:35:09,001 - pyskl - INFO - Epoch [45][2600/3405] lr: 1.990e-02, eta: 1 day, 22:07:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 3.9460, loss: 3.9460 +2025-06-28 11:35:54,660 - pyskl - INFO - Epoch [45][2700/3405] lr: 1.989e-02, eta: 1 day, 22:06:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 3.7965, loss: 3.7965 +2025-06-28 11:36:40,347 - pyskl - INFO - Epoch [45][2800/3405] lr: 1.988e-02, eta: 1 day, 22:05:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9600, loss_cls: 3.8599, loss: 3.8599 +2025-06-28 11:37:25,965 - pyskl - INFO - Epoch [45][2900/3405] lr: 1.988e-02, eta: 1 day, 22:04:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9556, loss_cls: 3.7397, loss: 3.7397 +2025-06-28 11:38:11,639 - pyskl - INFO - Epoch [45][3000/3405] lr: 1.987e-02, eta: 1 day, 22:03:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 3.7004, loss: 3.7004 +2025-06-28 11:38:57,423 - pyskl - INFO - Epoch [45][3100/3405] lr: 1.987e-02, eta: 1 day, 22:03:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 3.8611, loss: 3.8611 +2025-06-28 11:39:43,260 - pyskl - INFO - Epoch [45][3200/3405] lr: 1.986e-02, eta: 1 day, 22:02:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9712, loss_cls: 3.6965, loss: 3.6965 +2025-06-28 11:40:28,976 - pyskl - INFO - Epoch [45][3300/3405] lr: 1.985e-02, eta: 1 day, 22:01:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 3.9111, loss: 3.9111 +2025-06-28 11:41:14,958 - pyskl - INFO - Epoch [45][3400/3405] lr: 1.985e-02, eta: 1 day, 22:00:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.7192, loss: 3.7192 +2025-06-28 11:41:17,570 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-06-28 11:59:37,406 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 11:59:37,996 - pyskl - INFO - +top1_acc 0.7081 +top5_acc 0.9208 +2025-06-28 11:59:38,016 - pyskl - INFO - Epoch(val) [45][3718] top1_acc: 0.7081, top5_acc: 0.9208 +2025-06-28 12:00:46,232 - pyskl - INFO - Epoch [46][100/3405] lr: 1.984e-02, eta: 1 day, 22:00:40, time: 0.682, data_time: 0.226, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 3.6762, loss: 3.6762 +2025-06-28 12:01:32,023 - pyskl - INFO - Epoch [46][200/3405] lr: 1.983e-02, eta: 1 day, 21:59:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9688, loss_cls: 3.7495, loss: 3.7495 +2025-06-28 12:02:17,701 - pyskl - INFO - Epoch [46][300/3405] lr: 1.983e-02, eta: 1 day, 21:59:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9712, loss_cls: 3.6711, loss: 3.6711 +2025-06-28 12:03:03,397 - pyskl - INFO - Epoch [46][400/3405] lr: 1.982e-02, eta: 1 day, 21:58:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 3.7266, loss: 3.7266 +2025-06-28 12:03:49,082 - pyskl - INFO - Epoch [46][500/3405] lr: 1.982e-02, eta: 1 day, 21:57:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9675, loss_cls: 3.7927, loss: 3.7927 +2025-06-28 12:04:34,828 - pyskl - INFO - Epoch [46][600/3405] lr: 1.981e-02, eta: 1 day, 21:56:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 3.7959, loss: 3.7959 +2025-06-28 12:05:20,528 - pyskl - INFO - Epoch [46][700/3405] lr: 1.980e-02, eta: 1 day, 21:55:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9606, loss_cls: 3.9016, loss: 3.9016 +2025-06-28 12:06:06,212 - pyskl - INFO - Epoch [46][800/3405] lr: 1.980e-02, eta: 1 day, 21:55:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9581, loss_cls: 3.7898, loss: 3.7898 +2025-06-28 12:06:51,858 - pyskl - INFO - Epoch [46][900/3405] lr: 1.979e-02, eta: 1 day, 21:54:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9631, loss_cls: 3.5596, loss: 3.5596 +2025-06-28 12:07:37,478 - pyskl - INFO - Epoch [46][1000/3405] lr: 1.979e-02, eta: 1 day, 21:53:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9712, loss_cls: 3.8067, loss: 3.8067 +2025-06-28 12:08:23,035 - pyskl - INFO - Epoch [46][1100/3405] lr: 1.978e-02, eta: 1 day, 21:52:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9594, loss_cls: 3.7704, loss: 3.7704 +2025-06-28 12:09:08,617 - pyskl - INFO - Epoch [46][1200/3405] lr: 1.977e-02, eta: 1 day, 21:51:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 3.7428, loss: 3.7428 +2025-06-28 12:09:54,210 - pyskl - INFO - Epoch [46][1300/3405] lr: 1.977e-02, eta: 1 day, 21:51:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9594, loss_cls: 3.7556, loss: 3.7556 +2025-06-28 12:10:39,993 - pyskl - INFO - Epoch [46][1400/3405] lr: 1.976e-02, eta: 1 day, 21:50:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9525, loss_cls: 3.8104, loss: 3.8104 +2025-06-28 12:11:25,582 - pyskl - INFO - Epoch [46][1500/3405] lr: 1.975e-02, eta: 1 day, 21:49:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 3.8724, loss: 3.8724 +2025-06-28 12:12:11,407 - pyskl - INFO - Epoch [46][1600/3405] lr: 1.975e-02, eta: 1 day, 21:48:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 3.5311, loss: 3.5311 +2025-06-28 12:12:56,937 - pyskl - INFO - Epoch [46][1700/3405] lr: 1.974e-02, eta: 1 day, 21:47:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9706, loss_cls: 3.7569, loss: 3.7569 +2025-06-28 12:13:42,407 - pyskl - INFO - Epoch [46][1800/3405] lr: 1.973e-02, eta: 1 day, 21:47:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 3.6318, loss: 3.6318 +2025-06-28 12:14:27,936 - pyskl - INFO - Epoch [46][1900/3405] lr: 1.973e-02, eta: 1 day, 21:46:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9688, loss_cls: 3.7554, loss: 3.7554 +2025-06-28 12:15:13,756 - pyskl - INFO - Epoch [46][2000/3405] lr: 1.972e-02, eta: 1 day, 21:45:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9650, loss_cls: 3.8294, loss: 3.8294 +2025-06-28 12:15:59,395 - pyskl - INFO - Epoch [46][2100/3405] lr: 1.972e-02, eta: 1 day, 21:44:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 3.7913, loss: 3.7913 +2025-06-28 12:16:45,011 - pyskl - INFO - Epoch [46][2200/3405] lr: 1.971e-02, eta: 1 day, 21:43:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9681, loss_cls: 3.7855, loss: 3.7855 +2025-06-28 12:17:30,666 - pyskl - INFO - Epoch [46][2300/3405] lr: 1.970e-02, eta: 1 day, 21:43:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9669, loss_cls: 3.8657, loss: 3.8657 +2025-06-28 12:18:16,405 - pyskl - INFO - Epoch [46][2400/3405] lr: 1.970e-02, eta: 1 day, 21:42:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9712, loss_cls: 3.6829, loss: 3.6829 +2025-06-28 12:19:01,953 - pyskl - INFO - Epoch [46][2500/3405] lr: 1.969e-02, eta: 1 day, 21:41:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 3.8265, loss: 3.8265 +2025-06-28 12:19:47,762 - pyskl - INFO - Epoch [46][2600/3405] lr: 1.968e-02, eta: 1 day, 21:40:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9681, loss_cls: 3.7170, loss: 3.7170 +2025-06-28 12:20:33,580 - pyskl - INFO - Epoch [46][2700/3405] lr: 1.968e-02, eta: 1 day, 21:39:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9637, loss_cls: 3.5652, loss: 3.5652 +2025-06-28 12:21:19,263 - pyskl - INFO - Epoch [46][2800/3405] lr: 1.967e-02, eta: 1 day, 21:39:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 3.7094, loss: 3.7094 +2025-06-28 12:22:05,029 - pyskl - INFO - Epoch [46][2900/3405] lr: 1.967e-02, eta: 1 day, 21:38:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 3.6640, loss: 3.6640 +2025-06-28 12:22:50,617 - pyskl - INFO - Epoch [46][3000/3405] lr: 1.966e-02, eta: 1 day, 21:37:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9681, loss_cls: 3.7046, loss: 3.7046 +2025-06-28 12:23:36,418 - pyskl - INFO - Epoch [46][3100/3405] lr: 1.965e-02, eta: 1 day, 21:36:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9494, loss_cls: 3.7417, loss: 3.7417 +2025-06-28 12:24:21,876 - pyskl - INFO - Epoch [46][3200/3405] lr: 1.965e-02, eta: 1 day, 21:35:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9644, loss_cls: 3.8343, loss: 3.8343 +2025-06-28 12:25:07,527 - pyskl - INFO - Epoch [46][3300/3405] lr: 1.964e-02, eta: 1 day, 21:35:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 3.8648, loss: 3.8648 +2025-06-28 12:25:53,224 - pyskl - INFO - Epoch [46][3400/3405] lr: 1.963e-02, eta: 1 day, 21:34:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 3.6946, loss: 3.6946 +2025-06-28 12:25:55,866 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-06-28 12:30:02,806 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 12:30:03,371 - pyskl - INFO - +top1_acc 0.7794 +top5_acc 0.9508 +2025-06-28 12:30:03,433 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_39.pth was removed +2025-06-28 12:30:04,521 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. +2025-06-28 12:30:04,522 - pyskl - INFO - Best top1_acc is 0.7794 at 46 epoch. +2025-06-28 12:30:04,543 - pyskl - INFO - Epoch(val) [46][3718] top1_acc: 0.7794, top5_acc: 0.9508 +2025-06-28 12:31:13,420 - pyskl - INFO - Epoch [47][100/3405] lr: 1.963e-02, eta: 1 day, 21:34:18, time: 0.689, data_time: 0.229, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 3.8113, loss: 3.8113 +2025-06-28 12:31:59,144 - pyskl - INFO - Epoch [47][200/3405] lr: 1.962e-02, eta: 1 day, 21:33:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9719, loss_cls: 3.7528, loss: 3.7528 +2025-06-28 12:32:44,877 - pyskl - INFO - Epoch [47][300/3405] lr: 1.962e-02, eta: 1 day, 21:32:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.5916, loss: 3.5916 +2025-06-28 12:33:30,525 - pyskl - INFO - Epoch [47][400/3405] lr: 1.961e-02, eta: 1 day, 21:31:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9625, loss_cls: 3.7075, loss: 3.7075 +2025-06-28 12:34:16,236 - pyskl - INFO - Epoch [47][500/3405] lr: 1.960e-02, eta: 1 day, 21:31:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 3.8357, loss: 3.8357 +2025-06-28 12:35:01,984 - pyskl - INFO - Epoch [47][600/3405] lr: 1.960e-02, eta: 1 day, 21:30:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9738, loss_cls: 3.6953, loss: 3.6953 +2025-06-28 12:35:47,781 - pyskl - INFO - Epoch [47][700/3405] lr: 1.959e-02, eta: 1 day, 21:29:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.7084, loss: 3.7084 +2025-06-28 12:36:33,566 - pyskl - INFO - Epoch [47][800/3405] lr: 1.958e-02, eta: 1 day, 21:28:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 3.5975, loss: 3.5975 +2025-06-28 12:37:19,301 - pyskl - INFO - Epoch [47][900/3405] lr: 1.958e-02, eta: 1 day, 21:27:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 3.8339, loss: 3.8339 +2025-06-28 12:38:05,044 - pyskl - INFO - Epoch [47][1000/3405] lr: 1.957e-02, eta: 1 day, 21:27:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 3.8161, loss: 3.8161 +2025-06-28 12:38:50,784 - pyskl - INFO - Epoch [47][1100/3405] lr: 1.956e-02, eta: 1 day, 21:26:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 3.6611, loss: 3.6611 +2025-06-28 12:39:36,625 - pyskl - INFO - Epoch [47][1200/3405] lr: 1.956e-02, eta: 1 day, 21:25:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9537, loss_cls: 3.7377, loss: 3.7377 +2025-06-28 12:40:22,471 - pyskl - INFO - Epoch [47][1300/3405] lr: 1.955e-02, eta: 1 day, 21:24:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 3.7842, loss: 3.7842 +2025-06-28 12:41:08,441 - pyskl - INFO - Epoch [47][1400/3405] lr: 1.955e-02, eta: 1 day, 21:23:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.7419, loss: 3.7419 +2025-06-28 12:41:54,331 - pyskl - INFO - Epoch [47][1500/3405] lr: 1.954e-02, eta: 1 day, 21:23:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9600, loss_cls: 3.8171, loss: 3.8171 +2025-06-28 12:42:40,062 - pyskl - INFO - Epoch [47][1600/3405] lr: 1.953e-02, eta: 1 day, 21:22:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 3.7049, loss: 3.7049 +2025-06-28 12:43:25,876 - pyskl - INFO - Epoch [47][1700/3405] lr: 1.953e-02, eta: 1 day, 21:21:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 3.8527, loss: 3.8527 +2025-06-28 12:44:11,593 - pyskl - INFO - Epoch [47][1800/3405] lr: 1.952e-02, eta: 1 day, 21:20:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 3.7149, loss: 3.7149 +2025-06-28 12:44:57,384 - pyskl - INFO - Epoch [47][1900/3405] lr: 1.951e-02, eta: 1 day, 21:20:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9738, loss_cls: 3.7274, loss: 3.7274 +2025-06-28 12:45:43,273 - pyskl - INFO - Epoch [47][2000/3405] lr: 1.951e-02, eta: 1 day, 21:19:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9569, loss_cls: 3.8734, loss: 3.8734 +2025-06-28 12:46:29,033 - pyskl - INFO - Epoch [47][2100/3405] lr: 1.950e-02, eta: 1 day, 21:18:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 3.7539, loss: 3.7539 +2025-06-28 12:47:14,757 - pyskl - INFO - Epoch [47][2200/3405] lr: 1.949e-02, eta: 1 day, 21:17:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.6255, loss: 3.6255 +2025-06-28 12:48:00,358 - pyskl - INFO - Epoch [47][2300/3405] lr: 1.949e-02, eta: 1 day, 21:16:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 3.6180, loss: 3.6180 +2025-06-28 12:48:45,971 - pyskl - INFO - Epoch [47][2400/3405] lr: 1.948e-02, eta: 1 day, 21:16:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 3.8162, loss: 3.8162 +2025-06-28 12:49:31,583 - pyskl - INFO - Epoch [47][2500/3405] lr: 1.948e-02, eta: 1 day, 21:15:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.7340, loss: 3.7340 +2025-06-28 12:50:17,333 - pyskl - INFO - Epoch [47][2600/3405] lr: 1.947e-02, eta: 1 day, 21:14:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.5075, loss: 3.5075 +2025-06-28 12:51:03,076 - pyskl - INFO - Epoch [47][2700/3405] lr: 1.946e-02, eta: 1 day, 21:13:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 3.7090, loss: 3.7090 +2025-06-28 12:51:48,758 - pyskl - INFO - Epoch [47][2800/3405] lr: 1.946e-02, eta: 1 day, 21:12:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9663, loss_cls: 3.7531, loss: 3.7531 +2025-06-28 12:52:34,549 - pyskl - INFO - Epoch [47][2900/3405] lr: 1.945e-02, eta: 1 day, 21:12:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 3.7607, loss: 3.7607 +2025-06-28 12:53:20,372 - pyskl - INFO - Epoch [47][3000/3405] lr: 1.944e-02, eta: 1 day, 21:11:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 3.8073, loss: 3.8073 +2025-06-28 12:54:06,258 - pyskl - INFO - Epoch [47][3100/3405] lr: 1.944e-02, eta: 1 day, 21:10:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9694, loss_cls: 3.6990, loss: 3.6990 +2025-06-28 12:54:52,214 - pyskl - INFO - Epoch [47][3200/3405] lr: 1.943e-02, eta: 1 day, 21:09:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 3.9154, loss: 3.9154 +2025-06-28 12:55:37,927 - pyskl - INFO - Epoch [47][3300/3405] lr: 1.942e-02, eta: 1 day, 21:08:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 3.9417, loss: 3.9417 +2025-06-28 12:56:23,545 - pyskl - INFO - Epoch [47][3400/3405] lr: 1.942e-02, eta: 1 day, 21:08:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9606, loss_cls: 3.8045, loss: 3.8045 +2025-06-28 12:56:26,184 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-06-28 13:00:32,759 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 13:00:33,317 - pyskl - INFO - +top1_acc 0.7421 +top5_acc 0.9377 +2025-06-28 13:00:33,337 - pyskl - INFO - Epoch(val) [47][3718] top1_acc: 0.7421, top5_acc: 0.9377 +2025-06-28 13:01:41,072 - pyskl - INFO - Epoch [48][100/3405] lr: 1.941e-02, eta: 1 day, 21:07:59, time: 0.677, data_time: 0.222, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.7002, loss: 3.7002 +2025-06-28 13:02:26,745 - pyskl - INFO - Epoch [48][200/3405] lr: 1.940e-02, eta: 1 day, 21:07:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9706, loss_cls: 3.6659, loss: 3.6659 +2025-06-28 13:03:12,405 - pyskl - INFO - Epoch [48][300/3405] lr: 1.940e-02, eta: 1 day, 21:06:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9731, loss_cls: 3.6342, loss: 3.6342 +2025-06-28 13:03:58,219 - pyskl - INFO - Epoch [48][400/3405] lr: 1.939e-02, eta: 1 day, 21:05:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 3.6596, loss: 3.6596 +2025-06-28 13:04:43,917 - pyskl - INFO - Epoch [48][500/3405] lr: 1.939e-02, eta: 1 day, 21:04:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 3.5521, loss: 3.5521 +2025-06-28 13:05:29,565 - pyskl - INFO - Epoch [48][600/3405] lr: 1.938e-02, eta: 1 day, 21:04:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9738, loss_cls: 3.6463, loss: 3.6463 +2025-06-28 13:06:15,152 - pyskl - INFO - Epoch [48][700/3405] lr: 1.937e-02, eta: 1 day, 21:03:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 3.6763, loss: 3.6763 +2025-06-28 13:07:00,748 - pyskl - INFO - Epoch [48][800/3405] lr: 1.937e-02, eta: 1 day, 21:02:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9706, loss_cls: 3.7796, loss: 3.7796 +2025-06-28 13:07:46,326 - pyskl - INFO - Epoch [48][900/3405] lr: 1.936e-02, eta: 1 day, 21:01:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9587, loss_cls: 3.7900, loss: 3.7900 +2025-06-28 13:08:31,891 - pyskl - INFO - Epoch [48][1000/3405] lr: 1.935e-02, eta: 1 day, 21:00:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9631, loss_cls: 3.7207, loss: 3.7207 +2025-06-28 13:09:17,465 - pyskl - INFO - Epoch [48][1100/3405] lr: 1.935e-02, eta: 1 day, 21:00:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 3.6320, loss: 3.6320 +2025-06-28 13:10:03,067 - pyskl - INFO - Epoch [48][1200/3405] lr: 1.934e-02, eta: 1 day, 20:59:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9500, loss_cls: 3.8298, loss: 3.8298 +2025-06-28 13:10:48,785 - pyskl - INFO - Epoch [48][1300/3405] lr: 1.933e-02, eta: 1 day, 20:58:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 3.7885, loss: 3.7885 +2025-06-28 13:11:34,382 - pyskl - INFO - Epoch [48][1400/3405] lr: 1.933e-02, eta: 1 day, 20:57:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9569, loss_cls: 3.7358, loss: 3.7358 +2025-06-28 13:12:20,016 - pyskl - INFO - Epoch [48][1500/3405] lr: 1.932e-02, eta: 1 day, 20:56:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9619, loss_cls: 3.6653, loss: 3.6653 +2025-06-28 13:13:05,627 - pyskl - INFO - Epoch [48][1600/3405] lr: 1.931e-02, eta: 1 day, 20:56:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 3.6520, loss: 3.6520 +2025-06-28 13:13:51,255 - pyskl - INFO - Epoch [48][1700/3405] lr: 1.931e-02, eta: 1 day, 20:55:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 3.6858, loss: 3.6858 +2025-06-28 13:14:37,065 - pyskl - INFO - Epoch [48][1800/3405] lr: 1.930e-02, eta: 1 day, 20:54:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9575, loss_cls: 3.8409, loss: 3.8409 +2025-06-28 13:15:22,957 - pyskl - INFO - Epoch [48][1900/3405] lr: 1.930e-02, eta: 1 day, 20:53:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9663, loss_cls: 3.7781, loss: 3.7781 +2025-06-28 13:16:08,768 - pyskl - INFO - Epoch [48][2000/3405] lr: 1.929e-02, eta: 1 day, 20:52:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 3.6743, loss: 3.6743 +2025-06-28 13:16:54,507 - pyskl - INFO - Epoch [48][2100/3405] lr: 1.928e-02, eta: 1 day, 20:52:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 3.7110, loss: 3.7110 +2025-06-28 13:17:40,040 - pyskl - INFO - Epoch [48][2200/3405] lr: 1.928e-02, eta: 1 day, 20:51:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 3.6478, loss: 3.6478 +2025-06-28 13:18:25,692 - pyskl - INFO - Epoch [48][2300/3405] lr: 1.927e-02, eta: 1 day, 20:50:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9613, loss_cls: 3.8165, loss: 3.8165 +2025-06-28 13:19:11,312 - pyskl - INFO - Epoch [48][2400/3405] lr: 1.926e-02, eta: 1 day, 20:49:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.7652, loss: 3.7652 +2025-06-28 13:19:56,913 - pyskl - INFO - Epoch [48][2500/3405] lr: 1.926e-02, eta: 1 day, 20:48:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9619, loss_cls: 3.7611, loss: 3.7611 +2025-06-28 13:20:42,588 - pyskl - INFO - Epoch [48][2600/3405] lr: 1.925e-02, eta: 1 day, 20:48:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9663, loss_cls: 3.8060, loss: 3.8060 +2025-06-28 13:21:28,384 - pyskl - INFO - Epoch [48][2700/3405] lr: 1.924e-02, eta: 1 day, 20:47:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 3.7819, loss: 3.7819 +2025-06-28 13:22:14,054 - pyskl - INFO - Epoch [48][2800/3405] lr: 1.924e-02, eta: 1 day, 20:46:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 3.8108, loss: 3.8108 +2025-06-28 13:22:59,673 - pyskl - INFO - Epoch [48][2900/3405] lr: 1.923e-02, eta: 1 day, 20:45:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9594, loss_cls: 3.6705, loss: 3.6705 +2025-06-28 13:23:45,196 - pyskl - INFO - Epoch [48][3000/3405] lr: 1.922e-02, eta: 1 day, 20:44:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9550, loss_cls: 3.8558, loss: 3.8558 +2025-06-28 13:24:30,805 - pyskl - INFO - Epoch [48][3100/3405] lr: 1.922e-02, eta: 1 day, 20:44:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9594, loss_cls: 3.7766, loss: 3.7766 +2025-06-28 13:25:16,462 - pyskl - INFO - Epoch [48][3200/3405] lr: 1.921e-02, eta: 1 day, 20:43:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 3.8183, loss: 3.8183 +2025-06-28 13:26:02,041 - pyskl - INFO - Epoch [48][3300/3405] lr: 1.920e-02, eta: 1 day, 20:42:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 3.7075, loss: 3.7075 +2025-06-28 13:26:47,709 - pyskl - INFO - Epoch [48][3400/3405] lr: 1.920e-02, eta: 1 day, 20:41:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9650, loss_cls: 3.7878, loss: 3.7878 +2025-06-28 13:26:50,379 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-06-28 13:30:57,280 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 13:30:57,850 - pyskl - INFO - +top1_acc 0.7384 +top5_acc 0.9350 +2025-06-28 13:30:57,869 - pyskl - INFO - Epoch(val) [48][3718] top1_acc: 0.7384, top5_acc: 0.9350 +2025-06-28 13:32:05,912 - pyskl - INFO - Epoch [49][100/3405] lr: 1.919e-02, eta: 1 day, 20:41:35, time: 0.680, data_time: 0.224, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.7342, loss: 3.7342 +2025-06-28 13:32:51,466 - pyskl - INFO - Epoch [49][200/3405] lr: 1.918e-02, eta: 1 day, 20:40:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 3.6894, loss: 3.6894 +2025-06-28 13:33:37,095 - pyskl - INFO - Epoch [49][300/3405] lr: 1.918e-02, eta: 1 day, 20:39:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9681, loss_cls: 3.6593, loss: 3.6593 +2025-06-28 13:34:22,793 - pyskl - INFO - Epoch [49][400/3405] lr: 1.917e-02, eta: 1 day, 20:39:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.6133, loss: 3.6133 +2025-06-28 13:35:08,500 - pyskl - INFO - Epoch [49][500/3405] lr: 1.917e-02, eta: 1 day, 20:38:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9606, loss_cls: 3.6646, loss: 3.6646 +2025-06-28 13:35:54,142 - pyskl - INFO - Epoch [49][600/3405] lr: 1.916e-02, eta: 1 day, 20:37:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 3.8516, loss: 3.8516 +2025-06-28 13:36:39,821 - pyskl - INFO - Epoch [49][700/3405] lr: 1.915e-02, eta: 1 day, 20:36:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 3.6710, loss: 3.6710 +2025-06-28 13:37:25,588 - pyskl - INFO - Epoch [49][800/3405] lr: 1.915e-02, eta: 1 day, 20:36:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9719, loss_cls: 3.6879, loss: 3.6879 +2025-06-28 13:38:11,244 - pyskl - INFO - Epoch [49][900/3405] lr: 1.914e-02, eta: 1 day, 20:35:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 3.6328, loss: 3.6328 +2025-06-28 13:38:56,856 - pyskl - INFO - Epoch [49][1000/3405] lr: 1.913e-02, eta: 1 day, 20:34:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 3.5658, loss: 3.5658 +2025-06-28 13:39:42,632 - pyskl - INFO - Epoch [49][1100/3405] lr: 1.913e-02, eta: 1 day, 20:33:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 3.6883, loss: 3.6883 +2025-06-28 13:40:28,417 - pyskl - INFO - Epoch [49][1200/3405] lr: 1.912e-02, eta: 1 day, 20:32:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 3.8022, loss: 3.8022 +2025-06-28 13:41:14,121 - pyskl - INFO - Epoch [49][1300/3405] lr: 1.911e-02, eta: 1 day, 20:32:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 3.6956, loss: 3.6956 +2025-06-28 13:41:59,641 - pyskl - INFO - Epoch [49][1400/3405] lr: 1.911e-02, eta: 1 day, 20:31:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 3.6561, loss: 3.6561 +2025-06-28 13:42:45,262 - pyskl - INFO - Epoch [49][1500/3405] lr: 1.910e-02, eta: 1 day, 20:30:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9619, loss_cls: 3.6690, loss: 3.6690 +2025-06-28 13:43:30,805 - pyskl - INFO - Epoch [49][1600/3405] lr: 1.909e-02, eta: 1 day, 20:29:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 3.7378, loss: 3.7378 +2025-06-28 13:44:16,502 - pyskl - INFO - Epoch [49][1700/3405] lr: 1.909e-02, eta: 1 day, 20:28:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9681, loss_cls: 3.8243, loss: 3.8243 +2025-06-28 13:45:01,924 - pyskl - INFO - Epoch [49][1800/3405] lr: 1.908e-02, eta: 1 day, 20:28:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 3.8228, loss: 3.8228 +2025-06-28 13:45:47,382 - pyskl - INFO - Epoch [49][1900/3405] lr: 1.907e-02, eta: 1 day, 20:27:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 3.7803, loss: 3.7803 +2025-06-28 13:46:32,970 - pyskl - INFO - Epoch [49][2000/3405] lr: 1.907e-02, eta: 1 day, 20:26:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9656, loss_cls: 3.7257, loss: 3.7257 +2025-06-28 13:47:18,634 - pyskl - INFO - Epoch [49][2100/3405] lr: 1.906e-02, eta: 1 day, 20:25:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9688, loss_cls: 3.6979, loss: 3.6979 +2025-06-28 13:48:04,096 - pyskl - INFO - Epoch [49][2200/3405] lr: 1.905e-02, eta: 1 day, 20:24:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9644, loss_cls: 3.6855, loss: 3.6855 +2025-06-28 13:48:49,525 - pyskl - INFO - Epoch [49][2300/3405] lr: 1.905e-02, eta: 1 day, 20:24:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9669, loss_cls: 3.7263, loss: 3.7263 +2025-06-28 13:49:34,969 - pyskl - INFO - Epoch [49][2400/3405] lr: 1.904e-02, eta: 1 day, 20:23:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 3.7071, loss: 3.7071 +2025-06-28 13:50:20,438 - pyskl - INFO - Epoch [49][2500/3405] lr: 1.903e-02, eta: 1 day, 20:22:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9594, loss_cls: 3.5992, loss: 3.5992 +2025-06-28 13:51:06,057 - pyskl - INFO - Epoch [49][2600/3405] lr: 1.903e-02, eta: 1 day, 20:21:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 3.7762, loss: 3.7762 +2025-06-28 13:51:51,490 - pyskl - INFO - Epoch [49][2700/3405] lr: 1.902e-02, eta: 1 day, 20:20:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9613, loss_cls: 3.7532, loss: 3.7532 +2025-06-28 13:52:36,928 - pyskl - INFO - Epoch [49][2800/3405] lr: 1.902e-02, eta: 1 day, 20:20:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 3.7364, loss: 3.7364 +2025-06-28 13:53:22,453 - pyskl - INFO - Epoch [49][2900/3405] lr: 1.901e-02, eta: 1 day, 20:19:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9613, loss_cls: 3.8816, loss: 3.8816 +2025-06-28 13:54:07,902 - pyskl - INFO - Epoch [49][3000/3405] lr: 1.900e-02, eta: 1 day, 20:18:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9544, loss_cls: 3.7933, loss: 3.7933 +2025-06-28 13:54:53,387 - pyskl - INFO - Epoch [49][3100/3405] lr: 1.900e-02, eta: 1 day, 20:17:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 3.7342, loss: 3.7342 +2025-06-28 13:55:38,950 - pyskl - INFO - Epoch [49][3200/3405] lr: 1.899e-02, eta: 1 day, 20:16:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 3.7290, loss: 3.7290 +2025-06-28 13:56:24,556 - pyskl - INFO - Epoch [49][3300/3405] lr: 1.898e-02, eta: 1 day, 20:16:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9475, loss_cls: 3.8905, loss: 3.8905 +2025-06-28 13:57:10,347 - pyskl - INFO - Epoch [49][3400/3405] lr: 1.898e-02, eta: 1 day, 20:15:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9587, loss_cls: 3.6856, loss: 3.6856 +2025-06-28 13:57:12,939 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-06-28 14:01:19,888 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 14:01:20,443 - pyskl - INFO - +top1_acc 0.7614 +top5_acc 0.9492 +2025-06-28 14:01:20,463 - pyskl - INFO - Epoch(val) [49][3718] top1_acc: 0.7614, top5_acc: 0.9492 +2025-06-28 14:02:28,775 - pyskl - INFO - Epoch [50][100/3405] lr: 1.897e-02, eta: 1 day, 20:15:06, time: 0.683, data_time: 0.225, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 3.6582, loss: 3.6582 +2025-06-28 14:03:14,393 - pyskl - INFO - Epoch [50][200/3405] lr: 1.896e-02, eta: 1 day, 20:14:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 3.5637, loss: 3.5637 +2025-06-28 14:03:59,849 - pyskl - INFO - Epoch [50][300/3405] lr: 1.896e-02, eta: 1 day, 20:13:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 3.5662, loss: 3.5662 +2025-06-28 14:04:45,367 - pyskl - INFO - Epoch [50][400/3405] lr: 1.895e-02, eta: 1 day, 20:12:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.5324, loss: 3.5324 +2025-06-28 14:05:30,861 - pyskl - INFO - Epoch [50][500/3405] lr: 1.894e-02, eta: 1 day, 20:11:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 3.7310, loss: 3.7310 +2025-06-28 14:06:16,445 - pyskl - INFO - Epoch [50][600/3405] lr: 1.894e-02, eta: 1 day, 20:11:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 3.6576, loss: 3.6576 +2025-06-28 14:07:01,993 - pyskl - INFO - Epoch [50][700/3405] lr: 1.893e-02, eta: 1 day, 20:10:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 3.7712, loss: 3.7712 +2025-06-28 14:07:47,604 - pyskl - INFO - Epoch [50][800/3405] lr: 1.892e-02, eta: 1 day, 20:09:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9694, loss_cls: 3.7068, loss: 3.7068 +2025-06-28 14:08:33,248 - pyskl - INFO - Epoch [50][900/3405] lr: 1.892e-02, eta: 1 day, 20:08:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9681, loss_cls: 3.7879, loss: 3.7879 +2025-06-28 14:09:18,921 - pyskl - INFO - Epoch [50][1000/3405] lr: 1.891e-02, eta: 1 day, 20:07:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9800, loss_cls: 3.6367, loss: 3.6367 +2025-06-28 14:10:04,704 - pyskl - INFO - Epoch [50][1100/3405] lr: 1.890e-02, eta: 1 day, 20:07:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.5946, loss: 3.5946 +2025-06-28 14:10:50,478 - pyskl - INFO - Epoch [50][1200/3405] lr: 1.890e-02, eta: 1 day, 20:06:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9631, loss_cls: 3.7399, loss: 3.7399 +2025-06-28 14:11:36,116 - pyskl - INFO - Epoch [50][1300/3405] lr: 1.889e-02, eta: 1 day, 20:05:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 3.7606, loss: 3.7606 +2025-06-28 14:12:21,744 - pyskl - INFO - Epoch [50][1400/3405] lr: 1.888e-02, eta: 1 day, 20:04:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 3.5354, loss: 3.5354 +2025-06-28 14:13:07,438 - pyskl - INFO - Epoch [50][1500/3405] lr: 1.888e-02, eta: 1 day, 20:03:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9744, loss_cls: 3.7342, loss: 3.7342 +2025-06-28 14:13:53,115 - pyskl - INFO - Epoch [50][1600/3405] lr: 1.887e-02, eta: 1 day, 20:03:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 3.6234, loss: 3.6234 +2025-06-28 14:14:38,854 - pyskl - INFO - Epoch [50][1700/3405] lr: 1.886e-02, eta: 1 day, 20:02:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 3.7870, loss: 3.7870 +2025-06-28 14:15:24,587 - pyskl - INFO - Epoch [50][1800/3405] lr: 1.886e-02, eta: 1 day, 20:01:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 3.7435, loss: 3.7435 +2025-06-28 14:16:10,285 - pyskl - INFO - Epoch [50][1900/3405] lr: 1.885e-02, eta: 1 day, 20:00:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9606, loss_cls: 3.7288, loss: 3.7288 +2025-06-28 14:16:55,953 - pyskl - INFO - Epoch [50][2000/3405] lr: 1.884e-02, eta: 1 day, 19:59:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9513, loss_cls: 3.7269, loss: 3.7269 +2025-06-28 14:17:41,705 - pyskl - INFO - Epoch [50][2100/3405] lr: 1.884e-02, eta: 1 day, 19:59:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 3.6502, loss: 3.6502 +2025-06-28 14:18:27,496 - pyskl - INFO - Epoch [50][2200/3405] lr: 1.883e-02, eta: 1 day, 19:58:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 3.7338, loss: 3.7338 +2025-06-28 14:19:13,212 - pyskl - INFO - Epoch [50][2300/3405] lr: 1.882e-02, eta: 1 day, 19:57:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 3.6642, loss: 3.6642 +2025-06-28 14:19:59,022 - pyskl - INFO - Epoch [50][2400/3405] lr: 1.882e-02, eta: 1 day, 19:56:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 3.6142, loss: 3.6142 +2025-06-28 14:20:44,910 - pyskl - INFO - Epoch [50][2500/3405] lr: 1.881e-02, eta: 1 day, 19:56:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9600, loss_cls: 3.6875, loss: 3.6875 +2025-06-28 14:21:30,846 - pyskl - INFO - Epoch [50][2600/3405] lr: 1.880e-02, eta: 1 day, 19:55:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9694, loss_cls: 3.7631, loss: 3.7631 +2025-06-28 14:22:16,471 - pyskl - INFO - Epoch [50][2700/3405] lr: 1.880e-02, eta: 1 day, 19:54:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9575, loss_cls: 3.8179, loss: 3.8179 +2025-06-28 14:23:02,122 - pyskl - INFO - Epoch [50][2800/3405] lr: 1.879e-02, eta: 1 day, 19:53:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 3.7754, loss: 3.7754 +2025-06-28 14:23:47,734 - pyskl - INFO - Epoch [50][2900/3405] lr: 1.878e-02, eta: 1 day, 19:52:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 3.7671, loss: 3.7671 +2025-06-28 14:24:33,641 - pyskl - INFO - Epoch [50][3000/3405] lr: 1.878e-02, eta: 1 day, 19:52:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9663, loss_cls: 3.8148, loss: 3.8148 +2025-06-28 14:25:19,300 - pyskl - INFO - Epoch [50][3100/3405] lr: 1.877e-02, eta: 1 day, 19:51:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 3.7953, loss: 3.7953 +2025-06-28 14:26:05,082 - pyskl - INFO - Epoch [50][3200/3405] lr: 1.876e-02, eta: 1 day, 19:50:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 3.7493, loss: 3.7493 +2025-06-28 14:26:51,245 - pyskl - INFO - Epoch [50][3300/3405] lr: 1.876e-02, eta: 1 day, 19:49:43, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9637, loss_cls: 3.6946, loss: 3.6946 +2025-06-28 14:27:37,086 - pyskl - INFO - Epoch [50][3400/3405] lr: 1.875e-02, eta: 1 day, 19:48:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9669, loss_cls: 3.8269, loss: 3.8269 +2025-06-28 14:27:39,752 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-06-28 14:46:57,207 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 14:46:57,758 - pyskl - INFO - +top1_acc 0.7636 +top5_acc 0.9478 +2025-06-28 14:46:57,781 - pyskl - INFO - Epoch(val) [50][3718] top1_acc: 0.7636, top5_acc: 0.9478 +2025-06-28 14:48:06,435 - pyskl - INFO - Epoch [51][100/3405] lr: 1.874e-02, eta: 1 day, 19:48:47, time: 0.686, data_time: 0.229, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 3.5985, loss: 3.5985 +2025-06-28 14:48:52,055 - pyskl - INFO - Epoch [51][200/3405] lr: 1.874e-02, eta: 1 day, 19:47:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.5512, loss: 3.5512 +2025-06-28 14:49:37,691 - pyskl - INFO - Epoch [51][300/3405] lr: 1.873e-02, eta: 1 day, 19:47:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 3.6937, loss: 3.6937 +2025-06-28 14:50:23,245 - pyskl - INFO - Epoch [51][400/3405] lr: 1.872e-02, eta: 1 day, 19:46:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.7163, loss: 3.7163 +2025-06-28 14:51:08,784 - pyskl - INFO - Epoch [51][500/3405] lr: 1.872e-02, eta: 1 day, 19:45:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9731, loss_cls: 3.6920, loss: 3.6920 +2025-06-28 14:51:54,470 - pyskl - INFO - Epoch [51][600/3405] lr: 1.871e-02, eta: 1 day, 19:44:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 3.6508, loss: 3.6508 +2025-06-28 14:52:40,014 - pyskl - INFO - Epoch [51][700/3405] lr: 1.870e-02, eta: 1 day, 19:44:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 3.6193, loss: 3.6193 +2025-06-28 14:53:25,717 - pyskl - INFO - Epoch [51][800/3405] lr: 1.870e-02, eta: 1 day, 19:43:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9644, loss_cls: 3.6439, loss: 3.6439 +2025-06-28 14:54:11,472 - pyskl - INFO - Epoch [51][900/3405] lr: 1.869e-02, eta: 1 day, 19:42:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9738, loss_cls: 3.6920, loss: 3.6920 +2025-06-28 14:54:57,164 - pyskl - INFO - Epoch [51][1000/3405] lr: 1.868e-02, eta: 1 day, 19:41:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 3.7406, loss: 3.7406 +2025-06-28 14:55:42,863 - pyskl - INFO - Epoch [51][1100/3405] lr: 1.868e-02, eta: 1 day, 19:40:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 3.6605, loss: 3.6605 +2025-06-28 14:56:28,554 - pyskl - INFO - Epoch [51][1200/3405] lr: 1.867e-02, eta: 1 day, 19:40:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.6395, loss: 3.6395 +2025-06-28 14:57:14,192 - pyskl - INFO - Epoch [51][1300/3405] lr: 1.866e-02, eta: 1 day, 19:39:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 3.5964, loss: 3.5964 +2025-06-28 14:57:59,974 - pyskl - INFO - Epoch [51][1400/3405] lr: 1.866e-02, eta: 1 day, 19:38:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9681, loss_cls: 3.7546, loss: 3.7546 +2025-06-28 14:58:45,775 - pyskl - INFO - Epoch [51][1500/3405] lr: 1.865e-02, eta: 1 day, 19:37:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9694, loss_cls: 3.7812, loss: 3.7812 +2025-06-28 14:59:31,517 - pyskl - INFO - Epoch [51][1600/3405] lr: 1.864e-02, eta: 1 day, 19:36:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.6893, loss: 3.6893 +2025-06-28 15:00:17,239 - pyskl - INFO - Epoch [51][1700/3405] lr: 1.864e-02, eta: 1 day, 19:36:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 3.6937, loss: 3.6937 +2025-06-28 15:01:03,023 - pyskl - INFO - Epoch [51][1800/3405] lr: 1.863e-02, eta: 1 day, 19:35:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 3.7845, loss: 3.7845 +2025-06-28 15:01:48,781 - pyskl - INFO - Epoch [51][1900/3405] lr: 1.862e-02, eta: 1 day, 19:34:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 3.7308, loss: 3.7308 +2025-06-28 15:02:34,578 - pyskl - INFO - Epoch [51][2000/3405] lr: 1.862e-02, eta: 1 day, 19:33:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9688, loss_cls: 3.8037, loss: 3.8037 +2025-06-28 15:03:20,379 - pyskl - INFO - Epoch [51][2100/3405] lr: 1.861e-02, eta: 1 day, 19:32:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9619, loss_cls: 3.6886, loss: 3.6886 +2025-06-28 15:04:06,104 - pyskl - INFO - Epoch [51][2200/3405] lr: 1.860e-02, eta: 1 day, 19:32:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9731, loss_cls: 3.7094, loss: 3.7094 +2025-06-28 15:04:51,826 - pyskl - INFO - Epoch [51][2300/3405] lr: 1.860e-02, eta: 1 day, 19:31:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 3.8025, loss: 3.8025 +2025-06-28 15:05:37,622 - pyskl - INFO - Epoch [51][2400/3405] lr: 1.859e-02, eta: 1 day, 19:30:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9575, loss_cls: 3.8456, loss: 3.8456 +2025-06-28 15:06:23,282 - pyskl - INFO - Epoch [51][2500/3405] lr: 1.858e-02, eta: 1 day, 19:29:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 3.7192, loss: 3.7192 +2025-06-28 15:07:09,072 - pyskl - INFO - Epoch [51][2600/3405] lr: 1.858e-02, eta: 1 day, 19:28:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 3.6807, loss: 3.6807 +2025-06-28 15:07:54,874 - pyskl - INFO - Epoch [51][2700/3405] lr: 1.857e-02, eta: 1 day, 19:28:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 3.6048, loss: 3.6048 +2025-06-28 15:08:40,653 - pyskl - INFO - Epoch [51][2800/3405] lr: 1.856e-02, eta: 1 day, 19:27:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 3.7851, loss: 3.7851 +2025-06-28 15:09:26,454 - pyskl - INFO - Epoch [51][2900/3405] lr: 1.856e-02, eta: 1 day, 19:26:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 3.7101, loss: 3.7101 +2025-06-28 15:10:12,009 - pyskl - INFO - Epoch [51][3000/3405] lr: 1.855e-02, eta: 1 day, 19:25:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9806, loss_cls: 3.4119, loss: 3.4119 +2025-06-28 15:10:57,531 - pyskl - INFO - Epoch [51][3100/3405] lr: 1.854e-02, eta: 1 day, 19:25:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 3.5162, loss: 3.5162 +2025-06-28 15:11:43,261 - pyskl - INFO - Epoch [51][3200/3405] lr: 1.854e-02, eta: 1 day, 19:24:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 3.7300, loss: 3.7300 +2025-06-28 15:12:28,807 - pyskl - INFO - Epoch [51][3300/3405] lr: 1.853e-02, eta: 1 day, 19:23:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 3.7155, loss: 3.7155 +2025-06-28 15:13:14,487 - pyskl - INFO - Epoch [51][3400/3405] lr: 1.852e-02, eta: 1 day, 19:22:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 3.7071, loss: 3.7071 +2025-06-28 15:13:17,123 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-06-28 15:17:28,635 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 15:17:29,183 - pyskl - INFO - +top1_acc 0.7712 +top5_acc 0.9523 +2025-06-28 15:17:29,205 - pyskl - INFO - Epoch(val) [51][3718] top1_acc: 0.7712, top5_acc: 0.9523 +2025-06-28 15:18:38,183 - pyskl - INFO - Epoch [52][100/3405] lr: 1.852e-02, eta: 1 day, 19:22:28, time: 0.690, data_time: 0.233, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.5936, loss: 3.5936 +2025-06-28 15:19:23,775 - pyskl - INFO - Epoch [52][200/3405] lr: 1.851e-02, eta: 1 day, 19:21:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 3.5393, loss: 3.5393 +2025-06-28 15:20:09,470 - pyskl - INFO - Epoch [52][300/3405] lr: 1.850e-02, eta: 1 day, 19:20:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9762, loss_cls: 3.5031, loss: 3.5031 +2025-06-28 15:20:55,171 - pyskl - INFO - Epoch [52][400/3405] lr: 1.850e-02, eta: 1 day, 19:20:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 3.5208, loss: 3.5208 +2025-06-28 15:21:40,881 - pyskl - INFO - Epoch [52][500/3405] lr: 1.849e-02, eta: 1 day, 19:19:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.5441, loss: 3.5441 +2025-06-28 15:22:26,563 - pyskl - INFO - Epoch [52][600/3405] lr: 1.848e-02, eta: 1 day, 19:18:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9563, loss_cls: 3.7381, loss: 3.7381 +2025-06-28 15:23:12,290 - pyskl - INFO - Epoch [52][700/3405] lr: 1.847e-02, eta: 1 day, 19:17:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 3.7518, loss: 3.7518 +2025-06-28 15:23:57,998 - pyskl - INFO - Epoch [52][800/3405] lr: 1.847e-02, eta: 1 day, 19:16:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9613, loss_cls: 3.7987, loss: 3.7987 +2025-06-28 15:24:43,693 - pyskl - INFO - Epoch [52][900/3405] lr: 1.846e-02, eta: 1 day, 19:16:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 3.4512, loss: 3.4512 +2025-06-28 15:25:29,314 - pyskl - INFO - Epoch [52][1000/3405] lr: 1.845e-02, eta: 1 day, 19:15:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 3.7234, loss: 3.7234 +2025-06-28 15:26:14,928 - pyskl - INFO - Epoch [52][1100/3405] lr: 1.845e-02, eta: 1 day, 19:14:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 3.4934, loss: 3.4934 +2025-06-28 15:27:00,676 - pyskl - INFO - Epoch [52][1200/3405] lr: 1.844e-02, eta: 1 day, 19:13:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 3.7236, loss: 3.7236 +2025-06-28 15:27:46,417 - pyskl - INFO - Epoch [52][1300/3405] lr: 1.843e-02, eta: 1 day, 19:12:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.7724, loss: 3.7724 +2025-06-28 15:28:32,177 - pyskl - INFO - Epoch [52][1400/3405] lr: 1.843e-02, eta: 1 day, 19:12:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 3.7556, loss: 3.7556 +2025-06-28 15:29:17,915 - pyskl - INFO - Epoch [52][1500/3405] lr: 1.842e-02, eta: 1 day, 19:11:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 3.6169, loss: 3.6169 +2025-06-28 15:30:03,647 - pyskl - INFO - Epoch [52][1600/3405] lr: 1.841e-02, eta: 1 day, 19:10:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 3.6423, loss: 3.6423 +2025-06-28 15:30:49,354 - pyskl - INFO - Epoch [52][1700/3405] lr: 1.841e-02, eta: 1 day, 19:09:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9613, loss_cls: 3.5640, loss: 3.5640 +2025-06-28 15:31:35,258 - pyskl - INFO - Epoch [52][1800/3405] lr: 1.840e-02, eta: 1 day, 19:09:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.6632, loss: 3.6632 +2025-06-28 15:32:20,931 - pyskl - INFO - Epoch [52][1900/3405] lr: 1.839e-02, eta: 1 day, 19:08:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 3.7797, loss: 3.7797 +2025-06-28 15:33:06,599 - pyskl - INFO - Epoch [52][2000/3405] lr: 1.839e-02, eta: 1 day, 19:07:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 3.6569, loss: 3.6569 +2025-06-28 15:33:52,431 - pyskl - INFO - Epoch [52][2100/3405] lr: 1.838e-02, eta: 1 day, 19:06:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 3.6847, loss: 3.6847 +2025-06-28 15:34:38,363 - pyskl - INFO - Epoch [52][2200/3405] lr: 1.837e-02, eta: 1 day, 19:05:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 3.7523, loss: 3.7523 +2025-06-28 15:35:24,271 - pyskl - INFO - Epoch [52][2300/3405] lr: 1.837e-02, eta: 1 day, 19:05:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9606, loss_cls: 3.7641, loss: 3.7641 +2025-06-28 15:36:10,026 - pyskl - INFO - Epoch [52][2400/3405] lr: 1.836e-02, eta: 1 day, 19:04:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 3.7198, loss: 3.7198 +2025-06-28 15:36:55,702 - pyskl - INFO - Epoch [52][2500/3405] lr: 1.835e-02, eta: 1 day, 19:03:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 3.6383, loss: 3.6383 +2025-06-28 15:37:41,442 - pyskl - INFO - Epoch [52][2600/3405] lr: 1.835e-02, eta: 1 day, 19:02:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.6866, loss: 3.6866 +2025-06-28 15:38:27,171 - pyskl - INFO - Epoch [52][2700/3405] lr: 1.834e-02, eta: 1 day, 19:01:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9631, loss_cls: 3.5710, loss: 3.5710 +2025-06-28 15:39:12,873 - pyskl - INFO - Epoch [52][2800/3405] lr: 1.833e-02, eta: 1 day, 19:01:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.6924, loss: 3.6924 +2025-06-28 15:39:58,507 - pyskl - INFO - Epoch [52][2900/3405] lr: 1.833e-02, eta: 1 day, 19:00:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 3.6020, loss: 3.6020 +2025-06-28 15:40:44,216 - pyskl - INFO - Epoch [52][3000/3405] lr: 1.832e-02, eta: 1 day, 18:59:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 3.7142, loss: 3.7142 +2025-06-28 15:41:29,838 - pyskl - INFO - Epoch [52][3100/3405] lr: 1.831e-02, eta: 1 day, 18:58:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 3.5485, loss: 3.5485 +2025-06-28 15:42:15,526 - pyskl - INFO - Epoch [52][3200/3405] lr: 1.831e-02, eta: 1 day, 18:57:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9519, loss_cls: 3.8754, loss: 3.8754 +2025-06-28 15:43:01,192 - pyskl - INFO - Epoch [52][3300/3405] lr: 1.830e-02, eta: 1 day, 18:57:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 3.6928, loss: 3.6928 +2025-06-28 15:43:46,830 - pyskl - INFO - Epoch [52][3400/3405] lr: 1.829e-02, eta: 1 day, 18:56:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 3.6707, loss: 3.6707 +2025-06-28 15:43:49,651 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-06-28 15:48:01,710 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 15:48:02,295 - pyskl - INFO - +top1_acc 0.7740 +top5_acc 0.9508 +2025-06-28 15:48:02,318 - pyskl - INFO - Epoch(val) [52][3718] top1_acc: 0.7740, top5_acc: 0.9508 +2025-06-28 15:49:11,290 - pyskl - INFO - Epoch [53][100/3405] lr: 1.828e-02, eta: 1 day, 18:56:10, time: 0.690, data_time: 0.231, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 3.4944, loss: 3.4944 +2025-06-28 15:49:57,156 - pyskl - INFO - Epoch [53][200/3405] lr: 1.828e-02, eta: 1 day, 18:55:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 3.7343, loss: 3.7343 +2025-06-28 15:50:42,912 - pyskl - INFO - Epoch [53][300/3405] lr: 1.827e-02, eta: 1 day, 18:54:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9712, loss_cls: 3.4725, loss: 3.4725 +2025-06-28 15:51:28,625 - pyskl - INFO - Epoch [53][400/3405] lr: 1.826e-02, eta: 1 day, 18:53:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 3.6346, loss: 3.6346 +2025-06-28 15:52:14,430 - pyskl - INFO - Epoch [53][500/3405] lr: 1.826e-02, eta: 1 day, 18:53:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.5248, loss: 3.5248 +2025-06-28 15:53:00,443 - pyskl - INFO - Epoch [53][600/3405] lr: 1.825e-02, eta: 1 day, 18:52:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9775, loss_cls: 3.5503, loss: 3.5503 +2025-06-28 15:53:46,287 - pyskl - INFO - Epoch [53][700/3405] lr: 1.824e-02, eta: 1 day, 18:51:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 3.6002, loss: 3.6002 +2025-06-28 15:54:32,089 - pyskl - INFO - Epoch [53][800/3405] lr: 1.824e-02, eta: 1 day, 18:50:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9631, loss_cls: 3.7325, loss: 3.7325 +2025-06-28 15:55:17,855 - pyskl - INFO - Epoch [53][900/3405] lr: 1.823e-02, eta: 1 day, 18:49:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9637, loss_cls: 3.6797, loss: 3.6797 +2025-06-28 15:56:03,707 - pyskl - INFO - Epoch [53][1000/3405] lr: 1.822e-02, eta: 1 day, 18:49:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 3.5571, loss: 3.5571 +2025-06-28 15:56:49,466 - pyskl - INFO - Epoch [53][1100/3405] lr: 1.822e-02, eta: 1 day, 18:48:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 3.6996, loss: 3.6996 +2025-06-28 15:57:35,260 - pyskl - INFO - Epoch [53][1200/3405] lr: 1.821e-02, eta: 1 day, 18:47:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 3.6959, loss: 3.6959 +2025-06-28 15:58:21,085 - pyskl - INFO - Epoch [53][1300/3405] lr: 1.820e-02, eta: 1 day, 18:46:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9625, loss_cls: 3.6543, loss: 3.6543 +2025-06-28 15:59:06,863 - pyskl - INFO - Epoch [53][1400/3405] lr: 1.820e-02, eta: 1 day, 18:45:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.5279, loss: 3.5279 +2025-06-28 15:59:52,631 - pyskl - INFO - Epoch [53][1500/3405] lr: 1.819e-02, eta: 1 day, 18:45:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 3.7360, loss: 3.7360 +2025-06-28 16:00:38,415 - pyskl - INFO - Epoch [53][1600/3405] lr: 1.818e-02, eta: 1 day, 18:44:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9669, loss_cls: 3.6004, loss: 3.6004 +2025-06-28 16:01:24,229 - pyskl - INFO - Epoch [53][1700/3405] lr: 1.818e-02, eta: 1 day, 18:43:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 3.6614, loss: 3.6614 +2025-06-28 16:02:10,010 - pyskl - INFO - Epoch [53][1800/3405] lr: 1.817e-02, eta: 1 day, 18:42:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 3.5794, loss: 3.5794 +2025-06-28 16:02:55,842 - pyskl - INFO - Epoch [53][1900/3405] lr: 1.816e-02, eta: 1 day, 18:41:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9712, loss_cls: 3.7094, loss: 3.7094 +2025-06-28 16:03:41,592 - pyskl - INFO - Epoch [53][2000/3405] lr: 1.815e-02, eta: 1 day, 18:41:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9600, loss_cls: 3.7032, loss: 3.7032 +2025-06-28 16:04:27,443 - pyskl - INFO - Epoch [53][2100/3405] lr: 1.815e-02, eta: 1 day, 18:40:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 3.5376, loss: 3.5376 +2025-06-28 16:05:13,242 - pyskl - INFO - Epoch [53][2200/3405] lr: 1.814e-02, eta: 1 day, 18:39:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.5102, loss: 3.5102 +2025-06-28 16:05:58,992 - pyskl - INFO - Epoch [53][2300/3405] lr: 1.813e-02, eta: 1 day, 18:38:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 3.6367, loss: 3.6367 +2025-06-28 16:06:44,774 - pyskl - INFO - Epoch [53][2400/3405] lr: 1.813e-02, eta: 1 day, 18:38:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 3.7331, loss: 3.7331 +2025-06-28 16:07:30,465 - pyskl - INFO - Epoch [53][2500/3405] lr: 1.812e-02, eta: 1 day, 18:37:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9619, loss_cls: 3.7177, loss: 3.7177 +2025-06-28 16:08:16,138 - pyskl - INFO - Epoch [53][2600/3405] lr: 1.811e-02, eta: 1 day, 18:36:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9725, loss_cls: 3.6673, loss: 3.6673 +2025-06-28 16:09:01,848 - pyskl - INFO - Epoch [53][2700/3405] lr: 1.811e-02, eta: 1 day, 18:35:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9694, loss_cls: 3.7587, loss: 3.7587 +2025-06-28 16:09:47,524 - pyskl - INFO - Epoch [53][2800/3405] lr: 1.810e-02, eta: 1 day, 18:34:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 3.6183, loss: 3.6183 +2025-06-28 16:10:33,276 - pyskl - INFO - Epoch [53][2900/3405] lr: 1.809e-02, eta: 1 day, 18:34:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 3.6331, loss: 3.6331 +2025-06-28 16:11:18,959 - pyskl - INFO - Epoch [53][3000/3405] lr: 1.809e-02, eta: 1 day, 18:33:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9712, loss_cls: 3.7297, loss: 3.7297 +2025-06-28 16:12:04,692 - pyskl - INFO - Epoch [53][3100/3405] lr: 1.808e-02, eta: 1 day, 18:32:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9613, loss_cls: 3.7786, loss: 3.7786 +2025-06-28 16:12:50,387 - pyskl - INFO - Epoch [53][3200/3405] lr: 1.807e-02, eta: 1 day, 18:31:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 3.5823, loss: 3.5823 +2025-06-28 16:13:36,103 - pyskl - INFO - Epoch [53][3300/3405] lr: 1.807e-02, eta: 1 day, 18:30:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 3.6624, loss: 3.6624 +2025-06-28 16:14:21,702 - pyskl - INFO - Epoch [53][3400/3405] lr: 1.806e-02, eta: 1 day, 18:30:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 3.7064, loss: 3.7064 +2025-06-28 16:14:24,386 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-06-28 16:18:35,953 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 16:18:36,521 - pyskl - INFO - +top1_acc 0.7222 +top5_acc 0.9310 +2025-06-28 16:18:36,540 - pyskl - INFO - Epoch(val) [53][3718] top1_acc: 0.7222, top5_acc: 0.9310 +2025-06-28 16:19:45,190 - pyskl - INFO - Epoch [54][100/3405] lr: 1.805e-02, eta: 1 day, 18:29:54, time: 0.686, data_time: 0.230, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9738, loss_cls: 3.6188, loss: 3.6188 +2025-06-28 16:20:30,833 - pyskl - INFO - Epoch [54][200/3405] lr: 1.804e-02, eta: 1 day, 18:29:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 3.4870, loss: 3.4870 +2025-06-28 16:21:16,406 - pyskl - INFO - Epoch [54][300/3405] lr: 1.804e-02, eta: 1 day, 18:28:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9669, loss_cls: 3.6034, loss: 3.6034 +2025-06-28 16:22:02,302 - pyskl - INFO - Epoch [54][400/3405] lr: 1.803e-02, eta: 1 day, 18:27:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9756, loss_cls: 3.6145, loss: 3.6145 +2025-06-28 16:22:47,974 - pyskl - INFO - Epoch [54][500/3405] lr: 1.802e-02, eta: 1 day, 18:26:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 3.6419, loss: 3.6419 +2025-06-28 16:23:33,672 - pyskl - INFO - Epoch [54][600/3405] lr: 1.802e-02, eta: 1 day, 18:25:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 3.5579, loss: 3.5579 +2025-06-28 16:24:19,378 - pyskl - INFO - Epoch [54][700/3405] lr: 1.801e-02, eta: 1 day, 18:25:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9738, loss_cls: 3.6367, loss: 3.6367 +2025-06-28 16:25:05,026 - pyskl - INFO - Epoch [54][800/3405] lr: 1.800e-02, eta: 1 day, 18:24:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 3.7326, loss: 3.7326 +2025-06-28 16:25:50,634 - pyskl - INFO - Epoch [54][900/3405] lr: 1.800e-02, eta: 1 day, 18:23:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 3.5294, loss: 3.5294 +2025-06-28 16:26:36,411 - pyskl - INFO - Epoch [54][1000/3405] lr: 1.799e-02, eta: 1 day, 18:22:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 3.6463, loss: 3.6463 +2025-06-28 16:27:22,089 - pyskl - INFO - Epoch [54][1100/3405] lr: 1.798e-02, eta: 1 day, 18:21:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 3.6328, loss: 3.6328 +2025-06-28 16:28:07,802 - pyskl - INFO - Epoch [54][1200/3405] lr: 1.798e-02, eta: 1 day, 18:21:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 3.4494, loss: 3.4494 +2025-06-28 16:28:53,364 - pyskl - INFO - Epoch [54][1300/3405] lr: 1.797e-02, eta: 1 day, 18:20:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 3.6466, loss: 3.6466 +2025-06-28 16:29:38,909 - pyskl - INFO - Epoch [54][1400/3405] lr: 1.796e-02, eta: 1 day, 18:19:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9762, loss_cls: 3.5924, loss: 3.5924 +2025-06-28 16:30:24,514 - pyskl - INFO - Epoch [54][1500/3405] lr: 1.795e-02, eta: 1 day, 18:18:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 3.7089, loss: 3.7089 +2025-06-28 16:31:10,277 - pyskl - INFO - Epoch [54][1600/3405] lr: 1.795e-02, eta: 1 day, 18:18:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9681, loss_cls: 3.5913, loss: 3.5913 +2025-06-28 16:31:56,029 - pyskl - INFO - Epoch [54][1700/3405] lr: 1.794e-02, eta: 1 day, 18:17:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 3.6526, loss: 3.6526 +2025-06-28 16:32:41,622 - pyskl - INFO - Epoch [54][1800/3405] lr: 1.793e-02, eta: 1 day, 18:16:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.6187, loss: 3.6187 +2025-06-28 16:33:27,246 - pyskl - INFO - Epoch [54][1900/3405] lr: 1.793e-02, eta: 1 day, 18:15:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9625, loss_cls: 3.6227, loss: 3.6227 +2025-06-28 16:34:12,990 - pyskl - INFO - Epoch [54][2000/3405] lr: 1.792e-02, eta: 1 day, 18:14:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 3.4668, loss: 3.4668 +2025-06-28 16:34:58,608 - pyskl - INFO - Epoch [54][2100/3405] lr: 1.791e-02, eta: 1 day, 18:14:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9650, loss_cls: 3.5846, loss: 3.5846 +2025-06-28 16:35:44,167 - pyskl - INFO - Epoch [54][2200/3405] lr: 1.791e-02, eta: 1 day, 18:13:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9625, loss_cls: 3.7347, loss: 3.7347 +2025-06-28 16:36:29,628 - pyskl - INFO - Epoch [54][2300/3405] lr: 1.790e-02, eta: 1 day, 18:12:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.8333, loss: 3.8333 +2025-06-28 16:37:15,079 - pyskl - INFO - Epoch [54][2400/3405] lr: 1.789e-02, eta: 1 day, 18:11:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9675, loss_cls: 3.6246, loss: 3.6246 +2025-06-28 16:38:00,458 - pyskl - INFO - Epoch [54][2500/3405] lr: 1.789e-02, eta: 1 day, 18:10:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 3.6102, loss: 3.6102 +2025-06-28 16:38:45,938 - pyskl - INFO - Epoch [54][2600/3405] lr: 1.788e-02, eta: 1 day, 18:10:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 3.7053, loss: 3.7053 +2025-06-28 16:39:31,388 - pyskl - INFO - Epoch [54][2700/3405] lr: 1.787e-02, eta: 1 day, 18:09:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9613, loss_cls: 3.6964, loss: 3.6964 +2025-06-28 16:40:16,820 - pyskl - INFO - Epoch [54][2800/3405] lr: 1.786e-02, eta: 1 day, 18:08:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 3.5946, loss: 3.5946 +2025-06-28 16:41:02,289 - pyskl - INFO - Epoch [54][2900/3405] lr: 1.786e-02, eta: 1 day, 18:07:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 3.6878, loss: 3.6878 +2025-06-28 16:41:47,787 - pyskl - INFO - Epoch [54][3000/3405] lr: 1.785e-02, eta: 1 day, 18:06:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 3.6557, loss: 3.6557 +2025-06-28 16:42:33,074 - pyskl - INFO - Epoch [54][3100/3405] lr: 1.784e-02, eta: 1 day, 18:06:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9706, loss_cls: 3.6840, loss: 3.6840 +2025-06-28 16:43:18,628 - pyskl - INFO - Epoch [54][3200/3405] lr: 1.784e-02, eta: 1 day, 18:05:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9569, loss_cls: 3.8470, loss: 3.8470 +2025-06-28 16:44:04,109 - pyskl - INFO - Epoch [54][3300/3405] lr: 1.783e-02, eta: 1 day, 18:04:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9644, loss_cls: 3.6649, loss: 3.6649 +2025-06-28 16:44:49,683 - pyskl - INFO - Epoch [54][3400/3405] lr: 1.782e-02, eta: 1 day, 18:03:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 3.7193, loss: 3.7193 +2025-06-28 16:44:52,362 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-06-28 16:49:03,110 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 16:49:03,660 - pyskl - INFO - +top1_acc 0.7788 +top5_acc 0.9512 +2025-06-28 16:49:03,680 - pyskl - INFO - Epoch(val) [54][3718] top1_acc: 0.7788, top5_acc: 0.9512 +2025-06-28 16:50:12,704 - pyskl - INFO - Epoch [55][100/3405] lr: 1.782e-02, eta: 1 day, 18:03:29, time: 0.690, data_time: 0.235, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 3.6451, loss: 3.6451 +2025-06-28 16:50:58,466 - pyskl - INFO - Epoch [55][200/3405] lr: 1.781e-02, eta: 1 day, 18:02:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 3.6688, loss: 3.6688 +2025-06-28 16:51:44,271 - pyskl - INFO - Epoch [55][300/3405] lr: 1.780e-02, eta: 1 day, 18:01:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 3.6106, loss: 3.6106 +2025-06-28 16:52:30,283 - pyskl - INFO - Epoch [55][400/3405] lr: 1.779e-02, eta: 1 day, 18:01:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9744, loss_cls: 3.4460, loss: 3.4460 +2025-06-28 16:53:16,194 - pyskl - INFO - Epoch [55][500/3405] lr: 1.779e-02, eta: 1 day, 18:00:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 3.6064, loss: 3.6064 +2025-06-28 16:54:02,062 - pyskl - INFO - Epoch [55][600/3405] lr: 1.778e-02, eta: 1 day, 17:59:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9606, loss_cls: 3.6350, loss: 3.6350 +2025-06-28 16:54:47,885 - pyskl - INFO - Epoch [55][700/3405] lr: 1.777e-02, eta: 1 day, 17:58:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9644, loss_cls: 3.6558, loss: 3.6558 +2025-06-28 16:55:33,646 - pyskl - INFO - Epoch [55][800/3405] lr: 1.777e-02, eta: 1 day, 17:57:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.5510, loss: 3.5510 +2025-06-28 16:56:19,317 - pyskl - INFO - Epoch [55][900/3405] lr: 1.776e-02, eta: 1 day, 17:57:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.4777, loss: 3.4777 +2025-06-28 16:57:05,022 - pyskl - INFO - Epoch [55][1000/3405] lr: 1.775e-02, eta: 1 day, 17:56:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 3.5551, loss: 3.5551 +2025-06-28 16:57:50,671 - pyskl - INFO - Epoch [55][1100/3405] lr: 1.775e-02, eta: 1 day, 17:55:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 3.5504, loss: 3.5504 +2025-06-28 16:58:36,372 - pyskl - INFO - Epoch [55][1200/3405] lr: 1.774e-02, eta: 1 day, 17:54:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 3.5556, loss: 3.5556 +2025-06-28 16:59:22,070 - pyskl - INFO - Epoch [55][1300/3405] lr: 1.773e-02, eta: 1 day, 17:54:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 3.7072, loss: 3.7072 +2025-06-28 17:00:07,734 - pyskl - INFO - Epoch [55][1400/3405] lr: 1.772e-02, eta: 1 day, 17:53:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9669, loss_cls: 3.4735, loss: 3.4735 +2025-06-28 17:00:53,414 - pyskl - INFO - Epoch [55][1500/3405] lr: 1.772e-02, eta: 1 day, 17:52:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.6761, loss: 3.6761 +2025-06-28 17:01:39,111 - pyskl - INFO - Epoch [55][1600/3405] lr: 1.771e-02, eta: 1 day, 17:51:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9625, loss_cls: 3.6367, loss: 3.6367 +2025-06-28 17:02:24,685 - pyskl - INFO - Epoch [55][1700/3405] lr: 1.770e-02, eta: 1 day, 17:50:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 3.6816, loss: 3.6816 +2025-06-28 17:03:10,316 - pyskl - INFO - Epoch [55][1800/3405] lr: 1.770e-02, eta: 1 day, 17:50:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 3.6577, loss: 3.6577 +2025-06-28 17:03:55,998 - pyskl - INFO - Epoch [55][1900/3405] lr: 1.769e-02, eta: 1 day, 17:49:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 3.7069, loss: 3.7069 +2025-06-28 17:04:41,653 - pyskl - INFO - Epoch [55][2000/3405] lr: 1.768e-02, eta: 1 day, 17:48:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9644, loss_cls: 3.6424, loss: 3.6424 +2025-06-28 17:05:27,370 - pyskl - INFO - Epoch [55][2100/3405] lr: 1.768e-02, eta: 1 day, 17:47:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 3.5739, loss: 3.5739 +2025-06-28 17:06:13,090 - pyskl - INFO - Epoch [55][2200/3405] lr: 1.767e-02, eta: 1 day, 17:46:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 3.5721, loss: 3.5721 +2025-06-28 17:06:58,909 - pyskl - INFO - Epoch [55][2300/3405] lr: 1.766e-02, eta: 1 day, 17:46:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 3.6398, loss: 3.6398 +2025-06-28 17:07:44,553 - pyskl - INFO - Epoch [55][2400/3405] lr: 1.765e-02, eta: 1 day, 17:45:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9675, loss_cls: 3.7604, loss: 3.7604 +2025-06-28 17:08:30,460 - pyskl - INFO - Epoch [55][2500/3405] lr: 1.765e-02, eta: 1 day, 17:44:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 3.5342, loss: 3.5342 +2025-06-28 17:09:16,157 - pyskl - INFO - Epoch [55][2600/3405] lr: 1.764e-02, eta: 1 day, 17:43:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 3.6468, loss: 3.6468 +2025-06-28 17:10:01,925 - pyskl - INFO - Epoch [55][2700/3405] lr: 1.763e-02, eta: 1 day, 17:42:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.7155, loss: 3.7155 +2025-06-28 17:10:47,676 - pyskl - INFO - Epoch [55][2800/3405] lr: 1.763e-02, eta: 1 day, 17:42:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 3.5249, loss: 3.5249 +2025-06-28 17:11:33,415 - pyskl - INFO - Epoch [55][2900/3405] lr: 1.762e-02, eta: 1 day, 17:41:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 3.5969, loss: 3.5969 +2025-06-28 17:12:19,056 - pyskl - INFO - Epoch [55][3000/3405] lr: 1.761e-02, eta: 1 day, 17:40:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 3.4816, loss: 3.4816 +2025-06-28 17:13:04,744 - pyskl - INFO - Epoch [55][3100/3405] lr: 1.761e-02, eta: 1 day, 17:39:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 3.6183, loss: 3.6183 +2025-06-28 17:13:50,391 - pyskl - INFO - Epoch [55][3200/3405] lr: 1.760e-02, eta: 1 day, 17:39:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 3.6608, loss: 3.6608 +2025-06-28 17:14:36,126 - pyskl - INFO - Epoch [55][3300/3405] lr: 1.759e-02, eta: 1 day, 17:38:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 3.7419, loss: 3.7419 +2025-06-28 17:15:21,764 - pyskl - INFO - Epoch [55][3400/3405] lr: 1.758e-02, eta: 1 day, 17:37:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.5514, loss: 3.5514 +2025-06-28 17:15:24,413 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-06-28 17:34:30,215 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 17:34:30,860 - pyskl - INFO - +top1_acc 0.7350 +top5_acc 0.9367 +2025-06-28 17:34:30,883 - pyskl - INFO - Epoch(val) [55][3718] top1_acc: 0.7350, top5_acc: 0.9367 +2025-06-28 17:35:40,164 - pyskl - INFO - Epoch [56][100/3405] lr: 1.758e-02, eta: 1 day, 17:37:12, time: 0.693, data_time: 0.237, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9637, loss_cls: 3.6111, loss: 3.6111 +2025-06-28 17:36:25,893 - pyskl - INFO - Epoch [56][200/3405] lr: 1.757e-02, eta: 1 day, 17:36:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.5460, loss: 3.5460 +2025-06-28 17:37:11,866 - pyskl - INFO - Epoch [56][300/3405] lr: 1.756e-02, eta: 1 day, 17:35:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 3.6656, loss: 3.6656 +2025-06-28 17:37:57,688 - pyskl - INFO - Epoch [56][400/3405] lr: 1.756e-02, eta: 1 day, 17:34:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 3.4928, loss: 3.4928 +2025-06-28 17:38:43,522 - pyskl - INFO - Epoch [56][500/3405] lr: 1.755e-02, eta: 1 day, 17:34:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.4996, loss: 3.4996 +2025-06-28 17:39:29,405 - pyskl - INFO - Epoch [56][600/3405] lr: 1.754e-02, eta: 1 day, 17:33:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.5137, loss: 3.5137 +2025-06-28 17:40:15,076 - pyskl - INFO - Epoch [56][700/3405] lr: 1.754e-02, eta: 1 day, 17:32:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 3.6930, loss: 3.6930 +2025-06-28 17:41:00,793 - pyskl - INFO - Epoch [56][800/3405] lr: 1.753e-02, eta: 1 day, 17:31:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 3.4712, loss: 3.4712 +2025-06-28 17:41:46,580 - pyskl - INFO - Epoch [56][900/3405] lr: 1.752e-02, eta: 1 day, 17:30:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 3.4775, loss: 3.4775 +2025-06-28 17:42:32,174 - pyskl - INFO - Epoch [56][1000/3405] lr: 1.751e-02, eta: 1 day, 17:30:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.5530, loss: 3.5530 +2025-06-28 17:43:17,800 - pyskl - INFO - Epoch [56][1100/3405] lr: 1.751e-02, eta: 1 day, 17:29:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.6153, loss: 3.6153 +2025-06-28 17:44:03,437 - pyskl - INFO - Epoch [56][1200/3405] lr: 1.750e-02, eta: 1 day, 17:28:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 3.6477, loss: 3.6477 +2025-06-28 17:44:49,118 - pyskl - INFO - Epoch [56][1300/3405] lr: 1.749e-02, eta: 1 day, 17:27:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 3.5850, loss: 3.5850 +2025-06-28 17:45:34,682 - pyskl - INFO - Epoch [56][1400/3405] lr: 1.749e-02, eta: 1 day, 17:26:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 3.5513, loss: 3.5513 +2025-06-28 17:46:20,171 - pyskl - INFO - Epoch [56][1500/3405] lr: 1.748e-02, eta: 1 day, 17:26:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.5161, loss: 3.5161 +2025-06-28 17:47:05,520 - pyskl - INFO - Epoch [56][1600/3405] lr: 1.747e-02, eta: 1 day, 17:25:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 3.4867, loss: 3.4867 +2025-06-28 17:47:51,115 - pyskl - INFO - Epoch [56][1700/3405] lr: 1.746e-02, eta: 1 day, 17:24:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.5115, loss: 3.5115 +2025-06-28 17:48:36,709 - pyskl - INFO - Epoch [56][1800/3405] lr: 1.746e-02, eta: 1 day, 17:23:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.6428, loss: 3.6428 +2025-06-28 17:49:22,246 - pyskl - INFO - Epoch [56][1900/3405] lr: 1.745e-02, eta: 1 day, 17:22:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 3.5156, loss: 3.5156 +2025-06-28 17:50:07,807 - pyskl - INFO - Epoch [56][2000/3405] lr: 1.744e-02, eta: 1 day, 17:22:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 3.5548, loss: 3.5548 +2025-06-28 17:50:53,539 - pyskl - INFO - Epoch [56][2100/3405] lr: 1.744e-02, eta: 1 day, 17:21:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9756, loss_cls: 3.5598, loss: 3.5598 +2025-06-28 17:51:39,300 - pyskl - INFO - Epoch [56][2200/3405] lr: 1.743e-02, eta: 1 day, 17:20:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 3.8344, loss: 3.8344 +2025-06-28 17:52:25,009 - pyskl - INFO - Epoch [56][2300/3405] lr: 1.742e-02, eta: 1 day, 17:19:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9769, loss_cls: 3.6537, loss: 3.6537 +2025-06-28 17:53:10,619 - pyskl - INFO - Epoch [56][2400/3405] lr: 1.742e-02, eta: 1 day, 17:19:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 3.6088, loss: 3.6088 +2025-06-28 17:53:56,304 - pyskl - INFO - Epoch [56][2500/3405] lr: 1.741e-02, eta: 1 day, 17:18:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 3.6271, loss: 3.6271 +2025-06-28 17:54:41,859 - pyskl - INFO - Epoch [56][2600/3405] lr: 1.740e-02, eta: 1 day, 17:17:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9706, loss_cls: 3.5781, loss: 3.5781 +2025-06-28 17:55:27,533 - pyskl - INFO - Epoch [56][2700/3405] lr: 1.739e-02, eta: 1 day, 17:16:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 3.6212, loss: 3.6212 +2025-06-28 17:56:13,162 - pyskl - INFO - Epoch [56][2800/3405] lr: 1.739e-02, eta: 1 day, 17:15:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 3.6178, loss: 3.6178 +2025-06-28 17:56:58,847 - pyskl - INFO - Epoch [56][2900/3405] lr: 1.738e-02, eta: 1 day, 17:15:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9681, loss_cls: 3.5722, loss: 3.5722 +2025-06-28 17:57:44,488 - pyskl - INFO - Epoch [56][3000/3405] lr: 1.737e-02, eta: 1 day, 17:14:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9625, loss_cls: 3.6542, loss: 3.6542 +2025-06-28 17:58:30,115 - pyskl - INFO - Epoch [56][3100/3405] lr: 1.737e-02, eta: 1 day, 17:13:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9637, loss_cls: 3.6692, loss: 3.6692 +2025-06-28 17:59:15,785 - pyskl - INFO - Epoch [56][3200/3405] lr: 1.736e-02, eta: 1 day, 17:12:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 3.5697, loss: 3.5697 +2025-06-28 18:00:01,365 - pyskl - INFO - Epoch [56][3300/3405] lr: 1.735e-02, eta: 1 day, 17:11:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 3.5525, loss: 3.5525 +2025-06-28 18:00:47,028 - pyskl - INFO - Epoch [56][3400/3405] lr: 1.734e-02, eta: 1 day, 17:11:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 3.8144, loss: 3.8144 +2025-06-28 18:00:49,645 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-06-28 18:05:01,657 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 18:05:02,228 - pyskl - INFO - +top1_acc 0.7333 +top5_acc 0.9429 +2025-06-28 18:05:02,250 - pyskl - INFO - Epoch(val) [56][3718] top1_acc: 0.7333, top5_acc: 0.9429 +2025-06-28 18:06:10,867 - pyskl - INFO - Epoch [57][100/3405] lr: 1.734e-02, eta: 1 day, 17:10:51, time: 0.686, data_time: 0.229, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.5873, loss: 3.5873 +2025-06-28 18:06:56,598 - pyskl - INFO - Epoch [57][200/3405] lr: 1.733e-02, eta: 1 day, 17:10:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 3.6049, loss: 3.6049 +2025-06-28 18:07:42,285 - pyskl - INFO - Epoch [57][300/3405] lr: 1.732e-02, eta: 1 day, 17:09:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 3.6264, loss: 3.6264 +2025-06-28 18:08:28,008 - pyskl - INFO - Epoch [57][400/3405] lr: 1.732e-02, eta: 1 day, 17:08:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 3.5448, loss: 3.5448 +2025-06-28 18:09:13,793 - pyskl - INFO - Epoch [57][500/3405] lr: 1.731e-02, eta: 1 day, 17:07:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 3.6133, loss: 3.6133 +2025-06-28 18:09:59,491 - pyskl - INFO - Epoch [57][600/3405] lr: 1.730e-02, eta: 1 day, 17:06:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.5412, loss: 3.5412 +2025-06-28 18:10:45,219 - pyskl - INFO - Epoch [57][700/3405] lr: 1.729e-02, eta: 1 day, 17:06:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 3.5531, loss: 3.5531 +2025-06-28 18:11:30,973 - pyskl - INFO - Epoch [57][800/3405] lr: 1.729e-02, eta: 1 day, 17:05:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 3.7283, loss: 3.7283 +2025-06-28 18:12:16,709 - pyskl - INFO - Epoch [57][900/3405] lr: 1.728e-02, eta: 1 day, 17:04:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 3.5837, loss: 3.5837 +2025-06-28 18:13:02,413 - pyskl - INFO - Epoch [57][1000/3405] lr: 1.727e-02, eta: 1 day, 17:03:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.5006, loss: 3.5006 +2025-06-28 18:13:48,198 - pyskl - INFO - Epoch [57][1100/3405] lr: 1.727e-02, eta: 1 day, 17:02:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9694, loss_cls: 3.6139, loss: 3.6139 +2025-06-28 18:14:33,847 - pyskl - INFO - Epoch [57][1200/3405] lr: 1.726e-02, eta: 1 day, 17:02:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.5418, loss: 3.5418 +2025-06-28 18:15:19,439 - pyskl - INFO - Epoch [57][1300/3405] lr: 1.725e-02, eta: 1 day, 17:01:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9781, loss_cls: 3.5408, loss: 3.5408 +2025-06-28 18:16:05,069 - pyskl - INFO - Epoch [57][1400/3405] lr: 1.724e-02, eta: 1 day, 17:00:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9744, loss_cls: 3.5870, loss: 3.5870 +2025-06-28 18:16:50,882 - pyskl - INFO - Epoch [57][1500/3405] lr: 1.724e-02, eta: 1 day, 16:59:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 3.6267, loss: 3.6267 +2025-06-28 18:17:36,623 - pyskl - INFO - Epoch [57][1600/3405] lr: 1.723e-02, eta: 1 day, 16:59:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 3.6063, loss: 3.6063 +2025-06-28 18:18:22,237 - pyskl - INFO - Epoch [57][1700/3405] lr: 1.722e-02, eta: 1 day, 16:58:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 3.6605, loss: 3.6605 +2025-06-28 18:19:07,969 - pyskl - INFO - Epoch [57][1800/3405] lr: 1.722e-02, eta: 1 day, 16:57:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 3.6182, loss: 3.6182 +2025-06-28 18:19:53,600 - pyskl - INFO - Epoch [57][1900/3405] lr: 1.721e-02, eta: 1 day, 16:56:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 3.4661, loss: 3.4661 +2025-06-28 18:20:39,248 - pyskl - INFO - Epoch [57][2000/3405] lr: 1.720e-02, eta: 1 day, 16:55:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.5237, loss: 3.5237 +2025-06-28 18:21:24,938 - pyskl - INFO - Epoch [57][2100/3405] lr: 1.719e-02, eta: 1 day, 16:55:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 3.6357, loss: 3.6357 +2025-06-28 18:22:10,655 - pyskl - INFO - Epoch [57][2200/3405] lr: 1.719e-02, eta: 1 day, 16:54:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.7039, loss: 3.7039 +2025-06-28 18:22:56,430 - pyskl - INFO - Epoch [57][2300/3405] lr: 1.718e-02, eta: 1 day, 16:53:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9644, loss_cls: 3.5770, loss: 3.5770 +2025-06-28 18:23:42,019 - pyskl - INFO - Epoch [57][2400/3405] lr: 1.717e-02, eta: 1 day, 16:52:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 3.6274, loss: 3.6274 +2025-06-28 18:24:27,657 - pyskl - INFO - Epoch [57][2500/3405] lr: 1.717e-02, eta: 1 day, 16:51:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 3.8123, loss: 3.8123 +2025-06-28 18:25:13,369 - pyskl - INFO - Epoch [57][2600/3405] lr: 1.716e-02, eta: 1 day, 16:51:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 3.6065, loss: 3.6065 +2025-06-28 18:25:59,181 - pyskl - INFO - Epoch [57][2700/3405] lr: 1.715e-02, eta: 1 day, 16:50:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9725, loss_cls: 3.6614, loss: 3.6614 +2025-06-28 18:26:45,229 - pyskl - INFO - Epoch [57][2800/3405] lr: 1.714e-02, eta: 1 day, 16:49:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.6314, loss: 3.6314 +2025-06-28 18:27:31,313 - pyskl - INFO - Epoch [57][2900/3405] lr: 1.714e-02, eta: 1 day, 16:48:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.6342, loss: 3.6342 +2025-06-28 18:28:16,927 - pyskl - INFO - Epoch [57][3000/3405] lr: 1.713e-02, eta: 1 day, 16:47:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 3.5815, loss: 3.5815 +2025-06-28 18:29:02,588 - pyskl - INFO - Epoch [57][3100/3405] lr: 1.712e-02, eta: 1 day, 16:47:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.4762, loss: 3.4762 +2025-06-28 18:29:48,269 - pyskl - INFO - Epoch [57][3200/3405] lr: 1.712e-02, eta: 1 day, 16:46:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9637, loss_cls: 3.6226, loss: 3.6226 +2025-06-28 18:30:34,261 - pyskl - INFO - Epoch [57][3300/3405] lr: 1.711e-02, eta: 1 day, 16:45:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 3.6520, loss: 3.6520 +2025-06-28 18:31:20,077 - pyskl - INFO - Epoch [57][3400/3405] lr: 1.710e-02, eta: 1 day, 16:44:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 3.6356, loss: 3.6356 +2025-06-28 18:31:22,729 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-06-28 18:35:30,025 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 18:35:30,818 - pyskl - INFO - +top1_acc 0.7878 +top5_acc 0.9534 +2025-06-28 18:35:30,880 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_46.pth was removed +2025-06-28 18:35:31,975 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_57.pth. +2025-06-28 18:35:31,976 - pyskl - INFO - Best top1_acc is 0.7878 at 57 epoch. +2025-06-28 18:35:31,999 - pyskl - INFO - Epoch(val) [57][3718] top1_acc: 0.7878, top5_acc: 0.9534 +2025-06-28 18:36:40,418 - pyskl - INFO - Epoch [58][100/3405] lr: 1.709e-02, eta: 1 day, 16:44:33, time: 0.684, data_time: 0.229, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9725, loss_cls: 3.4072, loss: 3.4072 +2025-06-28 18:37:26,150 - pyskl - INFO - Epoch [58][200/3405] lr: 1.709e-02, eta: 1 day, 16:43:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9681, loss_cls: 3.5286, loss: 3.5286 +2025-06-28 18:38:11,863 - pyskl - INFO - Epoch [58][300/3405] lr: 1.708e-02, eta: 1 day, 16:42:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 3.5621, loss: 3.5621 +2025-06-28 18:38:57,641 - pyskl - INFO - Epoch [58][400/3405] lr: 1.707e-02, eta: 1 day, 16:42:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9644, loss_cls: 3.5485, loss: 3.5485 +2025-06-28 18:39:43,398 - pyskl - INFO - Epoch [58][500/3405] lr: 1.707e-02, eta: 1 day, 16:41:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 3.4775, loss: 3.4775 +2025-06-28 18:40:29,040 - pyskl - INFO - Epoch [58][600/3405] lr: 1.706e-02, eta: 1 day, 16:40:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 3.4662, loss: 3.4662 +2025-06-28 18:41:14,697 - pyskl - INFO - Epoch [58][700/3405] lr: 1.705e-02, eta: 1 day, 16:39:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9688, loss_cls: 3.5209, loss: 3.5209 +2025-06-28 18:42:00,497 - pyskl - INFO - Epoch [58][800/3405] lr: 1.704e-02, eta: 1 day, 16:39:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.5707, loss: 3.5707 +2025-06-28 18:42:46,213 - pyskl - INFO - Epoch [58][900/3405] lr: 1.704e-02, eta: 1 day, 16:38:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9788, loss_cls: 3.5600, loss: 3.5600 +2025-06-28 18:43:32,305 - pyskl - INFO - Epoch [58][1000/3405] lr: 1.703e-02, eta: 1 day, 16:37:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9706, loss_cls: 3.6364, loss: 3.6364 +2025-06-28 18:44:18,104 - pyskl - INFO - Epoch [58][1100/3405] lr: 1.702e-02, eta: 1 day, 16:36:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9750, loss_cls: 3.7202, loss: 3.7202 +2025-06-28 18:45:03,772 - pyskl - INFO - Epoch [58][1200/3405] lr: 1.702e-02, eta: 1 day, 16:35:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 3.5351, loss: 3.5351 +2025-06-28 18:45:49,479 - pyskl - INFO - Epoch [58][1300/3405] lr: 1.701e-02, eta: 1 day, 16:35:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9587, loss_cls: 3.5804, loss: 3.5804 +2025-06-28 18:46:35,194 - pyskl - INFO - Epoch [58][1400/3405] lr: 1.700e-02, eta: 1 day, 16:34:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 3.6548, loss: 3.6548 +2025-06-28 18:47:20,817 - pyskl - INFO - Epoch [58][1500/3405] lr: 1.699e-02, eta: 1 day, 16:33:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 3.5732, loss: 3.5732 +2025-06-28 18:48:06,452 - pyskl - INFO - Epoch [58][1600/3405] lr: 1.699e-02, eta: 1 day, 16:32:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.5090, loss: 3.5090 +2025-06-28 18:48:52,073 - pyskl - INFO - Epoch [58][1700/3405] lr: 1.698e-02, eta: 1 day, 16:31:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.5382, loss: 3.5382 +2025-06-28 18:49:37,659 - pyskl - INFO - Epoch [58][1800/3405] lr: 1.697e-02, eta: 1 day, 16:31:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 3.4297, loss: 3.4297 +2025-06-28 18:50:23,211 - pyskl - INFO - Epoch [58][1900/3405] lr: 1.697e-02, eta: 1 day, 16:30:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.5378, loss: 3.5378 +2025-06-28 18:51:08,906 - pyskl - INFO - Epoch [58][2000/3405] lr: 1.696e-02, eta: 1 day, 16:29:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 3.6621, loss: 3.6621 +2025-06-28 18:51:54,545 - pyskl - INFO - Epoch [58][2100/3405] lr: 1.695e-02, eta: 1 day, 16:28:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 3.4577, loss: 3.4577 +2025-06-28 18:52:40,216 - pyskl - INFO - Epoch [58][2200/3405] lr: 1.694e-02, eta: 1 day, 16:27:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9762, loss_cls: 3.6297, loss: 3.6297 +2025-06-28 18:53:25,813 - pyskl - INFO - Epoch [58][2300/3405] lr: 1.694e-02, eta: 1 day, 16:27:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 3.6237, loss: 3.6237 +2025-06-28 18:54:11,466 - pyskl - INFO - Epoch [58][2400/3405] lr: 1.693e-02, eta: 1 day, 16:26:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.6243, loss: 3.6243 +2025-06-28 18:54:56,895 - pyskl - INFO - Epoch [58][2500/3405] lr: 1.692e-02, eta: 1 day, 16:25:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9619, loss_cls: 3.6588, loss: 3.6588 +2025-06-28 18:55:42,401 - pyskl - INFO - Epoch [58][2600/3405] lr: 1.692e-02, eta: 1 day, 16:24:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.5372, loss: 3.5372 +2025-06-28 18:56:28,002 - pyskl - INFO - Epoch [58][2700/3405] lr: 1.691e-02, eta: 1 day, 16:24:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.5380, loss: 3.5380 +2025-06-28 18:57:13,675 - pyskl - INFO - Epoch [58][2800/3405] lr: 1.690e-02, eta: 1 day, 16:23:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 3.5661, loss: 3.5661 +2025-06-28 18:57:59,349 - pyskl - INFO - Epoch [58][2900/3405] lr: 1.689e-02, eta: 1 day, 16:22:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 3.5743, loss: 3.5743 +2025-06-28 18:58:44,995 - pyskl - INFO - Epoch [58][3000/3405] lr: 1.689e-02, eta: 1 day, 16:21:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 3.4031, loss: 3.4031 +2025-06-28 18:59:30,717 - pyskl - INFO - Epoch [58][3100/3405] lr: 1.688e-02, eta: 1 day, 16:20:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 3.5900, loss: 3.5900 +2025-06-28 19:00:16,474 - pyskl - INFO - Epoch [58][3200/3405] lr: 1.687e-02, eta: 1 day, 16:20:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9756, loss_cls: 3.5475, loss: 3.5475 +2025-06-28 19:01:02,264 - pyskl - INFO - Epoch [58][3300/3405] lr: 1.686e-02, eta: 1 day, 16:19:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 3.7406, loss: 3.7406 +2025-06-28 19:01:47,886 - pyskl - INFO - Epoch [58][3400/3405] lr: 1.686e-02, eta: 1 day, 16:18:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 3.6834, loss: 3.6834 +2025-06-28 19:01:50,513 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-06-28 19:05:57,760 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 19:05:58,319 - pyskl - INFO - +top1_acc 0.7719 +top5_acc 0.9507 +2025-06-28 19:05:58,337 - pyskl - INFO - Epoch(val) [58][3718] top1_acc: 0.7719, top5_acc: 0.9507 +2025-06-28 19:07:06,085 - pyskl - INFO - Epoch [59][100/3405] lr: 1.685e-02, eta: 1 day, 16:18:12, time: 0.677, data_time: 0.222, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.4818, loss: 3.4818 +2025-06-28 19:07:51,845 - pyskl - INFO - Epoch [59][200/3405] lr: 1.684e-02, eta: 1 day, 16:17:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9794, loss_cls: 3.5155, loss: 3.5155 +2025-06-28 19:08:37,561 - pyskl - INFO - Epoch [59][300/3405] lr: 1.684e-02, eta: 1 day, 16:16:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 3.5612, loss: 3.5612 +2025-06-28 19:09:23,163 - pyskl - INFO - Epoch [59][400/3405] lr: 1.683e-02, eta: 1 day, 16:15:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 3.5882, loss: 3.5882 +2025-06-28 19:10:08,882 - pyskl - INFO - Epoch [59][500/3405] lr: 1.682e-02, eta: 1 day, 16:15:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 3.4564, loss: 3.4564 +2025-06-28 19:10:54,499 - pyskl - INFO - Epoch [59][600/3405] lr: 1.681e-02, eta: 1 day, 16:14:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 3.5178, loss: 3.5178 +2025-06-28 19:11:40,106 - pyskl - INFO - Epoch [59][700/3405] lr: 1.681e-02, eta: 1 day, 16:13:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9781, loss_cls: 3.5205, loss: 3.5205 +2025-06-28 19:12:25,792 - pyskl - INFO - Epoch [59][800/3405] lr: 1.680e-02, eta: 1 day, 16:12:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9775, loss_cls: 3.5842, loss: 3.5842 +2025-06-28 19:13:11,414 - pyskl - INFO - Epoch [59][900/3405] lr: 1.679e-02, eta: 1 day, 16:11:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 3.4564, loss: 3.4564 +2025-06-28 19:13:57,045 - pyskl - INFO - Epoch [59][1000/3405] lr: 1.679e-02, eta: 1 day, 16:11:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9756, loss_cls: 3.5152, loss: 3.5152 +2025-06-28 19:14:42,597 - pyskl - INFO - Epoch [59][1100/3405] lr: 1.678e-02, eta: 1 day, 16:10:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.7229, loss: 3.7229 +2025-06-28 19:15:28,199 - pyskl - INFO - Epoch [59][1200/3405] lr: 1.677e-02, eta: 1 day, 16:09:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 3.5226, loss: 3.5226 +2025-06-28 19:16:13,755 - pyskl - INFO - Epoch [59][1300/3405] lr: 1.676e-02, eta: 1 day, 16:08:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 3.5423, loss: 3.5423 +2025-06-28 19:16:59,410 - pyskl - INFO - Epoch [59][1400/3405] lr: 1.676e-02, eta: 1 day, 16:07:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 3.5178, loss: 3.5178 +2025-06-28 19:17:45,137 - pyskl - INFO - Epoch [59][1500/3405] lr: 1.675e-02, eta: 1 day, 16:07:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 3.5580, loss: 3.5580 +2025-06-28 19:18:30,677 - pyskl - INFO - Epoch [59][1600/3405] lr: 1.674e-02, eta: 1 day, 16:06:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.4962, loss: 3.4962 +2025-06-28 19:19:16,270 - pyskl - INFO - Epoch [59][1700/3405] lr: 1.673e-02, eta: 1 day, 16:05:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 3.4309, loss: 3.4309 +2025-06-28 19:20:02,091 - pyskl - INFO - Epoch [59][1800/3405] lr: 1.673e-02, eta: 1 day, 16:04:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 3.6054, loss: 3.6054 +2025-06-28 19:20:47,775 - pyskl - INFO - Epoch [59][1900/3405] lr: 1.672e-02, eta: 1 day, 16:03:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 3.6460, loss: 3.6460 +2025-06-28 19:21:33,537 - pyskl - INFO - Epoch [59][2000/3405] lr: 1.671e-02, eta: 1 day, 16:03:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9706, loss_cls: 3.7545, loss: 3.7545 +2025-06-28 19:22:19,316 - pyskl - INFO - Epoch [59][2100/3405] lr: 1.671e-02, eta: 1 day, 16:02:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9644, loss_cls: 3.5678, loss: 3.5678 +2025-06-28 19:23:05,115 - pyskl - INFO - Epoch [59][2200/3405] lr: 1.670e-02, eta: 1 day, 16:01:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9725, loss_cls: 3.4646, loss: 3.4646 +2025-06-28 19:23:50,808 - pyskl - INFO - Epoch [59][2300/3405] lr: 1.669e-02, eta: 1 day, 16:00:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 3.5366, loss: 3.5366 +2025-06-28 19:24:36,225 - pyskl - INFO - Epoch [59][2400/3405] lr: 1.668e-02, eta: 1 day, 16:00:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9663, loss_cls: 3.5342, loss: 3.5342 +2025-06-28 19:25:21,688 - pyskl - INFO - Epoch [59][2500/3405] lr: 1.668e-02, eta: 1 day, 15:59:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.4505, loss: 3.4505 +2025-06-28 19:26:07,174 - pyskl - INFO - Epoch [59][2600/3405] lr: 1.667e-02, eta: 1 day, 15:58:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.4295, loss: 3.4295 +2025-06-28 19:26:52,777 - pyskl - INFO - Epoch [59][2700/3405] lr: 1.666e-02, eta: 1 day, 15:57:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9756, loss_cls: 3.6272, loss: 3.6272 +2025-06-28 19:27:38,162 - pyskl - INFO - Epoch [59][2800/3405] lr: 1.665e-02, eta: 1 day, 15:56:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9712, loss_cls: 3.6307, loss: 3.6307 +2025-06-28 19:28:23,796 - pyskl - INFO - Epoch [59][2900/3405] lr: 1.665e-02, eta: 1 day, 15:56:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 3.6272, loss: 3.6272 +2025-06-28 19:29:09,298 - pyskl - INFO - Epoch [59][3000/3405] lr: 1.664e-02, eta: 1 day, 15:55:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 3.7026, loss: 3.7026 +2025-06-28 19:29:54,865 - pyskl - INFO - Epoch [59][3100/3405] lr: 1.663e-02, eta: 1 day, 15:54:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 3.5909, loss: 3.5909 +2025-06-28 19:30:40,482 - pyskl - INFO - Epoch [59][3200/3405] lr: 1.663e-02, eta: 1 day, 15:53:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 3.5776, loss: 3.5776 +2025-06-28 19:31:26,135 - pyskl - INFO - Epoch [59][3300/3405] lr: 1.662e-02, eta: 1 day, 15:52:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 3.5384, loss: 3.5384 +2025-06-28 19:32:11,803 - pyskl - INFO - Epoch [59][3400/3405] lr: 1.661e-02, eta: 1 day, 15:52:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 3.6311, loss: 3.6311 +2025-06-28 19:32:14,506 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-06-28 19:36:21,535 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 19:36:22,097 - pyskl - INFO - +top1_acc 0.7679 +top5_acc 0.9473 +2025-06-28 19:36:22,119 - pyskl - INFO - Epoch(val) [59][3718] top1_acc: 0.7679, top5_acc: 0.9473 +2025-06-28 19:37:30,551 - pyskl - INFO - Epoch [60][100/3405] lr: 1.660e-02, eta: 1 day, 15:51:49, time: 0.684, data_time: 0.226, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9688, loss_cls: 3.4157, loss: 3.4157 +2025-06-28 19:38:16,268 - pyskl - INFO - Epoch [60][200/3405] lr: 1.660e-02, eta: 1 day, 15:51:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9775, loss_cls: 3.4707, loss: 3.4707 +2025-06-28 19:39:01,844 - pyskl - INFO - Epoch [60][300/3405] lr: 1.659e-02, eta: 1 day, 15:50:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9656, loss_cls: 3.5106, loss: 3.5106 +2025-06-28 19:39:47,393 - pyskl - INFO - Epoch [60][400/3405] lr: 1.658e-02, eta: 1 day, 15:49:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 3.5085, loss: 3.5085 +2025-06-28 19:40:32,975 - pyskl - INFO - Epoch [60][500/3405] lr: 1.657e-02, eta: 1 day, 15:48:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 3.4477, loss: 3.4477 +2025-06-28 19:41:18,589 - pyskl - INFO - Epoch [60][600/3405] lr: 1.657e-02, eta: 1 day, 15:47:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9769, loss_cls: 3.5675, loss: 3.5675 +2025-06-28 19:42:04,139 - pyskl - INFO - Epoch [60][700/3405] lr: 1.656e-02, eta: 1 day, 15:47:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9669, loss_cls: 3.4614, loss: 3.4614 +2025-06-28 19:42:49,750 - pyskl - INFO - Epoch [60][800/3405] lr: 1.655e-02, eta: 1 day, 15:46:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9663, loss_cls: 3.4912, loss: 3.4912 +2025-06-28 19:43:35,313 - pyskl - INFO - Epoch [60][900/3405] lr: 1.655e-02, eta: 1 day, 15:45:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 3.5499, loss: 3.5499 +2025-06-28 19:44:20,841 - pyskl - INFO - Epoch [60][1000/3405] lr: 1.654e-02, eta: 1 day, 15:44:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 3.4210, loss: 3.4210 +2025-06-28 19:45:06,388 - pyskl - INFO - Epoch [60][1100/3405] lr: 1.653e-02, eta: 1 day, 15:43:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.6544, loss: 3.6544 +2025-06-28 19:45:51,986 - pyskl - INFO - Epoch [60][1200/3405] lr: 1.652e-02, eta: 1 day, 15:43:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.4671, loss: 3.4671 +2025-06-28 19:46:37,521 - pyskl - INFO - Epoch [60][1300/3405] lr: 1.652e-02, eta: 1 day, 15:42:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.5898, loss: 3.5898 +2025-06-28 19:47:23,105 - pyskl - INFO - Epoch [60][1400/3405] lr: 1.651e-02, eta: 1 day, 15:41:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.4729, loss: 3.4729 +2025-06-28 19:48:08,725 - pyskl - INFO - Epoch [60][1500/3405] lr: 1.650e-02, eta: 1 day, 15:40:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 3.5413, loss: 3.5413 +2025-06-28 19:48:54,403 - pyskl - INFO - Epoch [60][1600/3405] lr: 1.649e-02, eta: 1 day, 15:39:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 3.5277, loss: 3.5277 +2025-06-28 19:49:40,005 - pyskl - INFO - Epoch [60][1700/3405] lr: 1.649e-02, eta: 1 day, 15:39:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9744, loss_cls: 3.5337, loss: 3.5337 +2025-06-28 19:50:25,574 - pyskl - INFO - Epoch [60][1800/3405] lr: 1.648e-02, eta: 1 day, 15:38:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9700, loss_cls: 3.5668, loss: 3.5668 +2025-06-28 19:51:11,162 - pyskl - INFO - Epoch [60][1900/3405] lr: 1.647e-02, eta: 1 day, 15:37:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.5350, loss: 3.5350 +2025-06-28 19:51:56,838 - pyskl - INFO - Epoch [60][2000/3405] lr: 1.647e-02, eta: 1 day, 15:36:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.5108, loss: 3.5108 +2025-06-28 19:52:42,601 - pyskl - INFO - Epoch [60][2100/3405] lr: 1.646e-02, eta: 1 day, 15:36:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.6625, loss: 3.6625 +2025-06-28 19:53:28,291 - pyskl - INFO - Epoch [60][2200/3405] lr: 1.645e-02, eta: 1 day, 15:35:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 3.4927, loss: 3.4927 +2025-06-28 19:54:13,908 - pyskl - INFO - Epoch [60][2300/3405] lr: 1.644e-02, eta: 1 day, 15:34:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 3.4766, loss: 3.4766 +2025-06-28 19:54:59,501 - pyskl - INFO - Epoch [60][2400/3405] lr: 1.644e-02, eta: 1 day, 15:33:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 3.5944, loss: 3.5944 +2025-06-28 19:55:45,086 - pyskl - INFO - Epoch [60][2500/3405] lr: 1.643e-02, eta: 1 day, 15:32:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9750, loss_cls: 3.6496, loss: 3.6496 +2025-06-28 19:56:30,612 - pyskl - INFO - Epoch [60][2600/3405] lr: 1.642e-02, eta: 1 day, 15:32:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 3.6383, loss: 3.6383 +2025-06-28 19:57:16,124 - pyskl - INFO - Epoch [60][2700/3405] lr: 1.641e-02, eta: 1 day, 15:31:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9700, loss_cls: 3.6295, loss: 3.6295 +2025-06-28 19:58:01,846 - pyskl - INFO - Epoch [60][2800/3405] lr: 1.641e-02, eta: 1 day, 15:30:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 3.5274, loss: 3.5274 +2025-06-28 19:58:47,755 - pyskl - INFO - Epoch [60][2900/3405] lr: 1.640e-02, eta: 1 day, 15:29:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 3.4438, loss: 3.4438 +2025-06-28 19:59:33,347 - pyskl - INFO - Epoch [60][3000/3405] lr: 1.639e-02, eta: 1 day, 15:28:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 3.5779, loss: 3.5779 +2025-06-28 20:00:18,873 - pyskl - INFO - Epoch [60][3100/3405] lr: 1.639e-02, eta: 1 day, 15:28:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9650, loss_cls: 3.5637, loss: 3.5637 +2025-06-28 20:01:04,323 - pyskl - INFO - Epoch [60][3200/3405] lr: 1.638e-02, eta: 1 day, 15:27:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.5602, loss: 3.5602 +2025-06-28 20:01:49,978 - pyskl - INFO - Epoch [60][3300/3405] lr: 1.637e-02, eta: 1 day, 15:26:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 3.4868, loss: 3.4868 +2025-06-28 20:02:35,529 - pyskl - INFO - Epoch [60][3400/3405] lr: 1.636e-02, eta: 1 day, 15:25:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 3.5481, loss: 3.5481 +2025-06-28 20:02:38,233 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-06-28 20:21:42,180 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 20:21:42,730 - pyskl - INFO - +top1_acc 0.7551 +top5_acc 0.9396 +2025-06-28 20:21:42,750 - pyskl - INFO - Epoch(val) [60][3718] top1_acc: 0.7551, top5_acc: 0.9396 +2025-06-28 20:22:51,559 - pyskl - INFO - Epoch [61][100/3405] lr: 1.636e-02, eta: 1 day, 15:25:26, time: 0.688, data_time: 0.233, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 3.4606, loss: 3.4606 +2025-06-28 20:23:37,085 - pyskl - INFO - Epoch [61][200/3405] lr: 1.635e-02, eta: 1 day, 15:24:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 3.4928, loss: 3.4928 +2025-06-28 20:24:22,604 - pyskl - INFO - Epoch [61][300/3405] lr: 1.634e-02, eta: 1 day, 15:23:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 3.5089, loss: 3.5089 +2025-06-28 20:25:08,209 - pyskl - INFO - Epoch [61][400/3405] lr: 1.633e-02, eta: 1 day, 15:23:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 3.4988, loss: 3.4988 +2025-06-28 20:25:53,827 - pyskl - INFO - Epoch [61][500/3405] lr: 1.633e-02, eta: 1 day, 15:22:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 3.4686, loss: 3.4686 +2025-06-28 20:26:39,439 - pyskl - INFO - Epoch [61][600/3405] lr: 1.632e-02, eta: 1 day, 15:21:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.4976, loss: 3.4976 +2025-06-28 20:27:25,062 - pyskl - INFO - Epoch [61][700/3405] lr: 1.631e-02, eta: 1 day, 15:20:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 3.7169, loss: 3.7169 +2025-06-28 20:28:10,646 - pyskl - INFO - Epoch [61][800/3405] lr: 1.630e-02, eta: 1 day, 15:19:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9669, loss_cls: 3.6874, loss: 3.6874 +2025-06-28 20:28:56,258 - pyskl - INFO - Epoch [61][900/3405] lr: 1.630e-02, eta: 1 day, 15:19:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 3.4543, loss: 3.4543 +2025-06-28 20:29:41,862 - pyskl - INFO - Epoch [61][1000/3405] lr: 1.629e-02, eta: 1 day, 15:18:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.6810, loss: 3.6810 +2025-06-28 20:30:27,390 - pyskl - INFO - Epoch [61][1100/3405] lr: 1.628e-02, eta: 1 day, 15:17:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9656, loss_cls: 3.4192, loss: 3.4192 +2025-06-28 20:31:13,052 - pyskl - INFO - Epoch [61][1200/3405] lr: 1.627e-02, eta: 1 day, 15:16:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 3.4432, loss: 3.4432 +2025-06-28 20:31:58,559 - pyskl - INFO - Epoch [61][1300/3405] lr: 1.627e-02, eta: 1 day, 15:15:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9806, loss_cls: 3.4895, loss: 3.4895 +2025-06-28 20:32:44,092 - pyskl - INFO - Epoch [61][1400/3405] lr: 1.626e-02, eta: 1 day, 15:15:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 3.5622, loss: 3.5622 +2025-06-28 20:33:29,665 - pyskl - INFO - Epoch [61][1500/3405] lr: 1.625e-02, eta: 1 day, 15:14:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9738, loss_cls: 3.5058, loss: 3.5058 +2025-06-28 20:34:15,221 - pyskl - INFO - Epoch [61][1600/3405] lr: 1.625e-02, eta: 1 day, 15:13:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 3.4247, loss: 3.4247 +2025-06-28 20:35:00,759 - pyskl - INFO - Epoch [61][1700/3405] lr: 1.624e-02, eta: 1 day, 15:12:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9750, loss_cls: 3.4943, loss: 3.4943 +2025-06-28 20:35:46,385 - pyskl - INFO - Epoch [61][1800/3405] lr: 1.623e-02, eta: 1 day, 15:11:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9644, loss_cls: 3.4897, loss: 3.4897 +2025-06-28 20:36:32,008 - pyskl - INFO - Epoch [61][1900/3405] lr: 1.622e-02, eta: 1 day, 15:11:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 3.4367, loss: 3.4367 +2025-06-28 20:37:17,643 - pyskl - INFO - Epoch [61][2000/3405] lr: 1.622e-02, eta: 1 day, 15:10:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 3.6014, loss: 3.6014 +2025-06-28 20:38:03,358 - pyskl - INFO - Epoch [61][2100/3405] lr: 1.621e-02, eta: 1 day, 15:09:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.3993, loss: 3.3993 +2025-06-28 20:38:48,958 - pyskl - INFO - Epoch [61][2200/3405] lr: 1.620e-02, eta: 1 day, 15:08:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 3.4485, loss: 3.4485 +2025-06-28 20:39:34,638 - pyskl - INFO - Epoch [61][2300/3405] lr: 1.619e-02, eta: 1 day, 15:08:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.4886, loss: 3.4886 +2025-06-28 20:40:20,249 - pyskl - INFO - Epoch [61][2400/3405] lr: 1.619e-02, eta: 1 day, 15:07:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9750, loss_cls: 3.5650, loss: 3.5650 +2025-06-28 20:41:05,770 - pyskl - INFO - Epoch [61][2500/3405] lr: 1.618e-02, eta: 1 day, 15:06:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 3.6032, loss: 3.6032 +2025-06-28 20:41:51,340 - pyskl - INFO - Epoch [61][2600/3405] lr: 1.617e-02, eta: 1 day, 15:05:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.5203, loss: 3.5203 +2025-06-28 20:42:36,911 - pyskl - INFO - Epoch [61][2700/3405] lr: 1.616e-02, eta: 1 day, 15:04:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9794, loss_cls: 3.3891, loss: 3.3891 +2025-06-28 20:43:22,423 - pyskl - INFO - Epoch [61][2800/3405] lr: 1.616e-02, eta: 1 day, 15:04:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 3.4457, loss: 3.4457 +2025-06-28 20:44:07,923 - pyskl - INFO - Epoch [61][2900/3405] lr: 1.615e-02, eta: 1 day, 15:03:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 3.6660, loss: 3.6660 +2025-06-28 20:44:53,345 - pyskl - INFO - Epoch [61][3000/3405] lr: 1.614e-02, eta: 1 day, 15:02:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 3.4644, loss: 3.4644 +2025-06-28 20:45:38,852 - pyskl - INFO - Epoch [61][3100/3405] lr: 1.614e-02, eta: 1 day, 15:01:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 3.5538, loss: 3.5538 +2025-06-28 20:46:24,374 - pyskl - INFO - Epoch [61][3200/3405] lr: 1.613e-02, eta: 1 day, 15:00:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9756, loss_cls: 3.6119, loss: 3.6119 +2025-06-28 20:47:09,949 - pyskl - INFO - Epoch [61][3300/3405] lr: 1.612e-02, eta: 1 day, 15:00:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9725, loss_cls: 3.6759, loss: 3.6759 +2025-06-28 20:47:55,687 - pyskl - INFO - Epoch [61][3400/3405] lr: 1.611e-02, eta: 1 day, 14:59:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 3.5120, loss: 3.5120 +2025-06-28 20:47:58,414 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-06-28 20:52:09,636 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 20:52:10,280 - pyskl - INFO - +top1_acc 0.7920 +top5_acc 0.9558 +2025-06-28 20:52:10,338 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_57.pth was removed +2025-06-28 20:52:11,370 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_61.pth. +2025-06-28 20:52:11,372 - pyskl - INFO - Best top1_acc is 0.7920 at 61 epoch. +2025-06-28 20:52:11,391 - pyskl - INFO - Epoch(val) [61][3718] top1_acc: 0.7920, top5_acc: 0.9558 +2025-06-28 20:53:20,040 - pyskl - INFO - Epoch [62][100/3405] lr: 1.611e-02, eta: 1 day, 14:59:01, time: 0.686, data_time: 0.230, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.5139, loss: 3.5139 +2025-06-28 20:54:05,763 - pyskl - INFO - Epoch [62][200/3405] lr: 1.610e-02, eta: 1 day, 14:58:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 3.5276, loss: 3.5276 +2025-06-28 20:54:51,614 - pyskl - INFO - Epoch [62][300/3405] lr: 1.609e-02, eta: 1 day, 14:57:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.2649, loss: 3.2649 +2025-06-28 20:55:37,400 - pyskl - INFO - Epoch [62][400/3405] lr: 1.608e-02, eta: 1 day, 14:56:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9669, loss_cls: 3.4923, loss: 3.4923 +2025-06-28 20:56:23,134 - pyskl - INFO - Epoch [62][500/3405] lr: 1.608e-02, eta: 1 day, 14:55:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 3.4943, loss: 3.4943 +2025-06-28 20:57:09,086 - pyskl - INFO - Epoch [62][600/3405] lr: 1.607e-02, eta: 1 day, 14:55:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9750, loss_cls: 3.5387, loss: 3.5387 +2025-06-28 20:57:54,780 - pyskl - INFO - Epoch [62][700/3405] lr: 1.606e-02, eta: 1 day, 14:54:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9762, loss_cls: 3.4683, loss: 3.4683 +2025-06-28 20:58:40,606 - pyskl - INFO - Epoch [62][800/3405] lr: 1.605e-02, eta: 1 day, 14:53:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.3997, loss: 3.3997 +2025-06-28 20:59:26,323 - pyskl - INFO - Epoch [62][900/3405] lr: 1.605e-02, eta: 1 day, 14:52:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.4940, loss: 3.4940 +2025-06-28 21:00:12,144 - pyskl - INFO - Epoch [62][1000/3405] lr: 1.604e-02, eta: 1 day, 14:51:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9644, loss_cls: 3.6063, loss: 3.6063 +2025-06-28 21:00:57,894 - pyskl - INFO - Epoch [62][1100/3405] lr: 1.603e-02, eta: 1 day, 14:51:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9719, loss_cls: 3.5447, loss: 3.5447 +2025-06-28 21:01:43,629 - pyskl - INFO - Epoch [62][1200/3405] lr: 1.602e-02, eta: 1 day, 14:50:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.5210, loss: 3.5210 +2025-06-28 21:02:29,461 - pyskl - INFO - Epoch [62][1300/3405] lr: 1.602e-02, eta: 1 day, 14:49:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.4467, loss: 3.4467 +2025-06-28 21:03:15,420 - pyskl - INFO - Epoch [62][1400/3405] lr: 1.601e-02, eta: 1 day, 14:48:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.4952, loss: 3.4952 +2025-06-28 21:04:01,155 - pyskl - INFO - Epoch [62][1500/3405] lr: 1.600e-02, eta: 1 day, 14:48:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 3.4302, loss: 3.4302 +2025-06-28 21:04:46,856 - pyskl - INFO - Epoch [62][1600/3405] lr: 1.600e-02, eta: 1 day, 14:47:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.5846, loss: 3.5846 +2025-06-28 21:05:32,649 - pyskl - INFO - Epoch [62][1700/3405] lr: 1.599e-02, eta: 1 day, 14:46:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9712, loss_cls: 3.6121, loss: 3.6121 +2025-06-28 21:06:18,368 - pyskl - INFO - Epoch [62][1800/3405] lr: 1.598e-02, eta: 1 day, 14:45:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 3.5242, loss: 3.5242 +2025-06-28 21:07:04,072 - pyskl - INFO - Epoch [62][1900/3405] lr: 1.597e-02, eta: 1 day, 14:44:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 3.4662, loss: 3.4662 +2025-06-28 21:07:49,861 - pyskl - INFO - Epoch [62][2000/3405] lr: 1.597e-02, eta: 1 day, 14:44:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 3.4933, loss: 3.4933 +2025-06-28 21:08:35,578 - pyskl - INFO - Epoch [62][2100/3405] lr: 1.596e-02, eta: 1 day, 14:43:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.4093, loss: 3.4093 +2025-06-28 21:09:21,327 - pyskl - INFO - Epoch [62][2200/3405] lr: 1.595e-02, eta: 1 day, 14:42:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.4774, loss: 3.4774 +2025-06-28 21:10:07,108 - pyskl - INFO - Epoch [62][2300/3405] lr: 1.594e-02, eta: 1 day, 14:41:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9775, loss_cls: 3.4737, loss: 3.4737 +2025-06-28 21:10:53,110 - pyskl - INFO - Epoch [62][2400/3405] lr: 1.594e-02, eta: 1 day, 14:40:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.5193, loss: 3.5193 +2025-06-28 21:11:39,078 - pyskl - INFO - Epoch [62][2500/3405] lr: 1.593e-02, eta: 1 day, 14:40:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 3.5450, loss: 3.5450 +2025-06-28 21:12:24,895 - pyskl - INFO - Epoch [62][2600/3405] lr: 1.592e-02, eta: 1 day, 14:39:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 3.5187, loss: 3.5187 +2025-06-28 21:13:10,604 - pyskl - INFO - Epoch [62][2700/3405] lr: 1.591e-02, eta: 1 day, 14:38:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 3.5177, loss: 3.5177 +2025-06-28 21:13:56,327 - pyskl - INFO - Epoch [62][2800/3405] lr: 1.591e-02, eta: 1 day, 14:37:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9663, loss_cls: 3.4065, loss: 3.4065 +2025-06-28 21:14:42,049 - pyskl - INFO - Epoch [62][2900/3405] lr: 1.590e-02, eta: 1 day, 14:37:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 3.4974, loss: 3.4974 +2025-06-28 21:15:27,766 - pyskl - INFO - Epoch [62][3000/3405] lr: 1.589e-02, eta: 1 day, 14:36:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 3.5613, loss: 3.5613 +2025-06-28 21:16:13,543 - pyskl - INFO - Epoch [62][3100/3405] lr: 1.588e-02, eta: 1 day, 14:35:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.5979, loss: 3.5979 +2025-06-28 21:16:59,506 - pyskl - INFO - Epoch [62][3200/3405] lr: 1.588e-02, eta: 1 day, 14:34:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.5150, loss: 3.5150 +2025-06-28 21:17:45,364 - pyskl - INFO - Epoch [62][3300/3405] lr: 1.587e-02, eta: 1 day, 14:33:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.4832, loss: 3.4832 +2025-06-28 21:18:31,225 - pyskl - INFO - Epoch [62][3400/3405] lr: 1.586e-02, eta: 1 day, 14:33:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9725, loss_cls: 3.2850, loss: 3.2850 +2025-06-28 21:18:33,924 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-06-28 21:22:41,923 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 21:22:42,475 - pyskl - INFO - +top1_acc 0.6949 +top5_acc 0.9223 +2025-06-28 21:22:42,496 - pyskl - INFO - Epoch(val) [62][3718] top1_acc: 0.6949, top5_acc: 0.9223 +2025-06-28 21:23:51,063 - pyskl - INFO - Epoch [63][100/3405] lr: 1.585e-02, eta: 1 day, 14:32:47, time: 0.686, data_time: 0.230, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 3.3870, loss: 3.3870 +2025-06-28 21:24:36,715 - pyskl - INFO - Epoch [63][200/3405] lr: 1.585e-02, eta: 1 day, 14:32:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 3.3192, loss: 3.3192 +2025-06-28 21:25:22,371 - pyskl - INFO - Epoch [63][300/3405] lr: 1.584e-02, eta: 1 day, 14:31:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.4339, loss: 3.4339 +2025-06-28 21:26:08,045 - pyskl - INFO - Epoch [63][400/3405] lr: 1.583e-02, eta: 1 day, 14:30:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 3.4435, loss: 3.4435 +2025-06-28 21:26:53,748 - pyskl - INFO - Epoch [63][500/3405] lr: 1.582e-02, eta: 1 day, 14:29:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 3.4101, loss: 3.4101 +2025-06-28 21:27:39,292 - pyskl - INFO - Epoch [63][600/3405] lr: 1.582e-02, eta: 1 day, 14:28:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9775, loss_cls: 3.4578, loss: 3.4578 +2025-06-28 21:28:24,948 - pyskl - INFO - Epoch [63][700/3405] lr: 1.581e-02, eta: 1 day, 14:28:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 3.5440, loss: 3.5440 +2025-06-28 21:29:10,555 - pyskl - INFO - Epoch [63][800/3405] lr: 1.580e-02, eta: 1 day, 14:27:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 3.5383, loss: 3.5383 +2025-06-28 21:29:56,234 - pyskl - INFO - Epoch [63][900/3405] lr: 1.579e-02, eta: 1 day, 14:26:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.2773, loss: 3.2773 +2025-06-28 21:30:41,853 - pyskl - INFO - Epoch [63][1000/3405] lr: 1.579e-02, eta: 1 day, 14:25:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9681, loss_cls: 3.4578, loss: 3.4578 +2025-06-28 21:31:27,488 - pyskl - INFO - Epoch [63][1100/3405] lr: 1.578e-02, eta: 1 day, 14:24:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 3.4150, loss: 3.4150 +2025-06-28 21:32:13,192 - pyskl - INFO - Epoch [63][1200/3405] lr: 1.577e-02, eta: 1 day, 14:24:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.4628, loss: 3.4628 +2025-06-28 21:32:58,762 - pyskl - INFO - Epoch [63][1300/3405] lr: 1.577e-02, eta: 1 day, 14:23:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.4988, loss: 3.4988 +2025-06-28 21:33:44,395 - pyskl - INFO - Epoch [63][1400/3405] lr: 1.576e-02, eta: 1 day, 14:22:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9663, loss_cls: 3.5324, loss: 3.5324 +2025-06-28 21:34:30,072 - pyskl - INFO - Epoch [63][1500/3405] lr: 1.575e-02, eta: 1 day, 14:21:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.5865, loss: 3.5865 +2025-06-28 21:35:15,646 - pyskl - INFO - Epoch [63][1600/3405] lr: 1.574e-02, eta: 1 day, 14:20:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 3.5243, loss: 3.5243 +2025-06-28 21:36:01,267 - pyskl - INFO - Epoch [63][1700/3405] lr: 1.574e-02, eta: 1 day, 14:20:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 3.5476, loss: 3.5476 +2025-06-28 21:36:46,965 - pyskl - INFO - Epoch [63][1800/3405] lr: 1.573e-02, eta: 1 day, 14:19:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 3.6546, loss: 3.6546 +2025-06-28 21:37:32,588 - pyskl - INFO - Epoch [63][1900/3405] lr: 1.572e-02, eta: 1 day, 14:18:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9756, loss_cls: 3.5072, loss: 3.5072 +2025-06-28 21:38:18,361 - pyskl - INFO - Epoch [63][2000/3405] lr: 1.571e-02, eta: 1 day, 14:17:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 3.4768, loss: 3.4768 +2025-06-28 21:39:04,127 - pyskl - INFO - Epoch [63][2100/3405] lr: 1.571e-02, eta: 1 day, 14:17:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 3.4737, loss: 3.4737 +2025-06-28 21:39:49,792 - pyskl - INFO - Epoch [63][2200/3405] lr: 1.570e-02, eta: 1 day, 14:16:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 3.3999, loss: 3.3999 +2025-06-28 21:40:35,521 - pyskl - INFO - Epoch [63][2300/3405] lr: 1.569e-02, eta: 1 day, 14:15:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9744, loss_cls: 3.4422, loss: 3.4422 +2025-06-28 21:41:21,186 - pyskl - INFO - Epoch [63][2400/3405] lr: 1.568e-02, eta: 1 day, 14:14:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9663, loss_cls: 3.5315, loss: 3.5315 +2025-06-28 21:42:06,843 - pyskl - INFO - Epoch [63][2500/3405] lr: 1.568e-02, eta: 1 day, 14:13:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9663, loss_cls: 3.5502, loss: 3.5502 +2025-06-28 21:42:52,466 - pyskl - INFO - Epoch [63][2600/3405] lr: 1.567e-02, eta: 1 day, 14:13:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.5384, loss: 3.5384 +2025-06-28 21:43:38,122 - pyskl - INFO - Epoch [63][2700/3405] lr: 1.566e-02, eta: 1 day, 14:12:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 3.3445, loss: 3.3445 +2025-06-28 21:44:23,850 - pyskl - INFO - Epoch [63][2800/3405] lr: 1.565e-02, eta: 1 day, 14:11:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 3.4740, loss: 3.4740 +2025-06-28 21:45:09,475 - pyskl - INFO - Epoch [63][2900/3405] lr: 1.565e-02, eta: 1 day, 14:10:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 3.5153, loss: 3.5153 +2025-06-28 21:45:55,169 - pyskl - INFO - Epoch [63][3000/3405] lr: 1.564e-02, eta: 1 day, 14:09:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 3.5407, loss: 3.5407 +2025-06-28 21:46:40,965 - pyskl - INFO - Epoch [63][3100/3405] lr: 1.563e-02, eta: 1 day, 14:09:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 3.6807, loss: 3.6807 +2025-06-28 21:47:26,672 - pyskl - INFO - Epoch [63][3200/3405] lr: 1.562e-02, eta: 1 day, 14:08:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.4314, loss: 3.4314 +2025-06-28 21:48:12,366 - pyskl - INFO - Epoch [63][3300/3405] lr: 1.562e-02, eta: 1 day, 14:07:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 3.3543, loss: 3.3543 +2025-06-28 21:48:57,958 - pyskl - INFO - Epoch [63][3400/3405] lr: 1.561e-02, eta: 1 day, 14:06:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 3.2892, loss: 3.2892 +2025-06-28 21:49:00,656 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-06-28 21:53:11,359 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 21:53:11,908 - pyskl - INFO - +top1_acc 0.7793 +top5_acc 0.9535 +2025-06-28 21:53:11,928 - pyskl - INFO - Epoch(val) [63][3718] top1_acc: 0.7793, top5_acc: 0.9535 +2025-06-28 21:54:20,389 - pyskl - INFO - Epoch [64][100/3405] lr: 1.560e-02, eta: 1 day, 14:06:27, time: 0.685, data_time: 0.227, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 3.3287, loss: 3.3287 +2025-06-28 21:55:06,204 - pyskl - INFO - Epoch [64][200/3405] lr: 1.559e-02, eta: 1 day, 14:05:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9788, loss_cls: 3.4136, loss: 3.4136 +2025-06-28 21:55:51,955 - pyskl - INFO - Epoch [64][300/3405] lr: 1.559e-02, eta: 1 day, 14:04:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9762, loss_cls: 3.4670, loss: 3.4670 +2025-06-28 21:56:37,742 - pyskl - INFO - Epoch [64][400/3405] lr: 1.558e-02, eta: 1 day, 14:04:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 3.4685, loss: 3.4685 +2025-06-28 21:57:23,280 - pyskl - INFO - Epoch [64][500/3405] lr: 1.557e-02, eta: 1 day, 14:03:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.5832, loss: 3.5832 +2025-06-28 21:58:08,936 - pyskl - INFO - Epoch [64][600/3405] lr: 1.556e-02, eta: 1 day, 14:02:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.3826, loss: 3.3826 +2025-06-28 21:58:54,491 - pyskl - INFO - Epoch [64][700/3405] lr: 1.556e-02, eta: 1 day, 14:01:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.5023, loss: 3.5023 +2025-06-28 21:59:40,192 - pyskl - INFO - Epoch [64][800/3405] lr: 1.555e-02, eta: 1 day, 14:00:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.3699, loss: 3.3699 +2025-06-28 22:00:25,876 - pyskl - INFO - Epoch [64][900/3405] lr: 1.554e-02, eta: 1 day, 14:00:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 3.4074, loss: 3.4074 +2025-06-28 22:01:11,349 - pyskl - INFO - Epoch [64][1000/3405] lr: 1.553e-02, eta: 1 day, 13:59:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9675, loss_cls: 3.3612, loss: 3.3612 +2025-06-28 22:01:56,914 - pyskl - INFO - Epoch [64][1100/3405] lr: 1.553e-02, eta: 1 day, 13:58:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9663, loss_cls: 3.4881, loss: 3.4881 +2025-06-28 22:02:42,454 - pyskl - INFO - Epoch [64][1200/3405] lr: 1.552e-02, eta: 1 day, 13:57:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.3707, loss: 3.3707 +2025-06-28 22:03:28,054 - pyskl - INFO - Epoch [64][1300/3405] lr: 1.551e-02, eta: 1 day, 13:57:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 3.5241, loss: 3.5241 +2025-06-28 22:04:13,646 - pyskl - INFO - Epoch [64][1400/3405] lr: 1.550e-02, eta: 1 day, 13:56:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.4045, loss: 3.4045 +2025-06-28 22:04:59,176 - pyskl - INFO - Epoch [64][1500/3405] lr: 1.550e-02, eta: 1 day, 13:55:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.4892, loss: 3.4892 +2025-06-28 22:05:44,677 - pyskl - INFO - Epoch [64][1600/3405] lr: 1.549e-02, eta: 1 day, 13:54:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 3.4702, loss: 3.4702 +2025-06-28 22:06:30,187 - pyskl - INFO - Epoch [64][1700/3405] lr: 1.548e-02, eta: 1 day, 13:53:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 3.5763, loss: 3.5763 +2025-06-28 22:07:15,724 - pyskl - INFO - Epoch [64][1800/3405] lr: 1.547e-02, eta: 1 day, 13:53:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 3.4791, loss: 3.4791 +2025-06-28 22:08:01,358 - pyskl - INFO - Epoch [64][1900/3405] lr: 1.547e-02, eta: 1 day, 13:52:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 3.3852, loss: 3.3852 +2025-06-28 22:08:46,844 - pyskl - INFO - Epoch [64][2000/3405] lr: 1.546e-02, eta: 1 day, 13:51:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.3809, loss: 3.3809 +2025-06-28 22:09:32,319 - pyskl - INFO - Epoch [64][2100/3405] lr: 1.545e-02, eta: 1 day, 13:50:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 3.4944, loss: 3.4944 +2025-06-28 22:10:17,815 - pyskl - INFO - Epoch [64][2200/3405] lr: 1.544e-02, eta: 1 day, 13:49:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9675, loss_cls: 3.5021, loss: 3.5021 +2025-06-28 22:11:03,325 - pyskl - INFO - Epoch [64][2300/3405] lr: 1.544e-02, eta: 1 day, 13:49:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 3.4167, loss: 3.4167 +2025-06-28 22:11:48,859 - pyskl - INFO - Epoch [64][2400/3405] lr: 1.543e-02, eta: 1 day, 13:48:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9800, loss_cls: 3.4294, loss: 3.4294 +2025-06-28 22:12:34,577 - pyskl - INFO - Epoch [64][2500/3405] lr: 1.542e-02, eta: 1 day, 13:47:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 3.3849, loss: 3.3849 +2025-06-28 22:13:20,136 - pyskl - INFO - Epoch [64][2600/3405] lr: 1.541e-02, eta: 1 day, 13:46:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9769, loss_cls: 3.5553, loss: 3.5553 +2025-06-28 22:14:05,715 - pyskl - INFO - Epoch [64][2700/3405] lr: 1.541e-02, eta: 1 day, 13:45:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.3978, loss: 3.3978 +2025-06-28 22:14:51,329 - pyskl - INFO - Epoch [64][2800/3405] lr: 1.540e-02, eta: 1 day, 13:45:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 3.2972, loss: 3.2972 +2025-06-28 22:15:36,933 - pyskl - INFO - Epoch [64][2900/3405] lr: 1.539e-02, eta: 1 day, 13:44:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.4706, loss: 3.4706 +2025-06-28 22:16:22,567 - pyskl - INFO - Epoch [64][3000/3405] lr: 1.538e-02, eta: 1 day, 13:43:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.4447, loss: 3.4447 +2025-06-28 22:17:08,237 - pyskl - INFO - Epoch [64][3100/3405] lr: 1.538e-02, eta: 1 day, 13:42:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 3.5326, loss: 3.5326 +2025-06-28 22:17:53,851 - pyskl - INFO - Epoch [64][3200/3405] lr: 1.537e-02, eta: 1 day, 13:42:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.5400, loss: 3.5400 +2025-06-28 22:18:39,761 - pyskl - INFO - Epoch [64][3300/3405] lr: 1.536e-02, eta: 1 day, 13:41:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.5468, loss: 3.5468 +2025-06-28 22:19:25,464 - pyskl - INFO - Epoch [64][3400/3405] lr: 1.535e-02, eta: 1 day, 13:40:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 3.3515, loss: 3.3515 +2025-06-28 22:19:28,109 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-06-28 22:23:35,584 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 22:23:36,143 - pyskl - INFO - +top1_acc 0.7714 +top5_acc 0.9521 +2025-06-28 22:23:36,163 - pyskl - INFO - Epoch(val) [64][3718] top1_acc: 0.7714, top5_acc: 0.9521 +2025-06-28 22:24:44,591 - pyskl - INFO - Epoch [65][100/3405] lr: 1.535e-02, eta: 1 day, 13:40:04, time: 0.684, data_time: 0.228, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9838, loss_cls: 3.3324, loss: 3.3324 +2025-06-28 22:25:30,357 - pyskl - INFO - Epoch [65][200/3405] lr: 1.534e-02, eta: 1 day, 13:39:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 3.3653, loss: 3.3653 +2025-06-28 22:26:15,994 - pyskl - INFO - Epoch [65][300/3405] lr: 1.533e-02, eta: 1 day, 13:38:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 3.4411, loss: 3.4411 +2025-06-28 22:27:01,719 - pyskl - INFO - Epoch [65][400/3405] lr: 1.532e-02, eta: 1 day, 13:37:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 3.4125, loss: 3.4125 +2025-06-28 22:27:47,373 - pyskl - INFO - Epoch [65][500/3405] lr: 1.532e-02, eta: 1 day, 13:36:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 3.4303, loss: 3.4303 +2025-06-28 22:28:33,014 - pyskl - INFO - Epoch [65][600/3405] lr: 1.531e-02, eta: 1 day, 13:36:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.4100, loss: 3.4100 +2025-06-28 22:29:18,715 - pyskl - INFO - Epoch [65][700/3405] lr: 1.530e-02, eta: 1 day, 13:35:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.4939, loss: 3.4939 +2025-06-28 22:30:04,349 - pyskl - INFO - Epoch [65][800/3405] lr: 1.529e-02, eta: 1 day, 13:34:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9794, loss_cls: 3.5074, loss: 3.5074 +2025-06-28 22:30:49,961 - pyskl - INFO - Epoch [65][900/3405] lr: 1.529e-02, eta: 1 day, 13:33:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 3.4455, loss: 3.4455 +2025-06-28 22:31:35,536 - pyskl - INFO - Epoch [65][1000/3405] lr: 1.528e-02, eta: 1 day, 13:32:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.4618, loss: 3.4618 +2025-06-28 22:32:21,190 - pyskl - INFO - Epoch [65][1100/3405] lr: 1.527e-02, eta: 1 day, 13:32:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 3.3979, loss: 3.3979 +2025-06-28 22:33:06,966 - pyskl - INFO - Epoch [65][1200/3405] lr: 1.526e-02, eta: 1 day, 13:31:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9775, loss_cls: 3.3908, loss: 3.3908 +2025-06-28 22:33:52,613 - pyskl - INFO - Epoch [65][1300/3405] lr: 1.526e-02, eta: 1 day, 13:30:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9762, loss_cls: 3.4717, loss: 3.4717 +2025-06-28 22:34:38,341 - pyskl - INFO - Epoch [65][1400/3405] lr: 1.525e-02, eta: 1 day, 13:29:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 3.4923, loss: 3.4923 +2025-06-28 22:35:23,993 - pyskl - INFO - Epoch [65][1500/3405] lr: 1.524e-02, eta: 1 day, 13:29:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 3.5116, loss: 3.5116 +2025-06-28 22:36:09,642 - pyskl - INFO - Epoch [65][1600/3405] lr: 1.523e-02, eta: 1 day, 13:28:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 3.4483, loss: 3.4483 +2025-06-28 22:36:55,360 - pyskl - INFO - Epoch [65][1700/3405] lr: 1.523e-02, eta: 1 day, 13:27:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 3.4651, loss: 3.4651 +2025-06-28 22:37:41,124 - pyskl - INFO - Epoch [65][1800/3405] lr: 1.522e-02, eta: 1 day, 13:26:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.4479, loss: 3.4479 +2025-06-28 22:38:26,747 - pyskl - INFO - Epoch [65][1900/3405] lr: 1.521e-02, eta: 1 day, 13:25:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 3.4978, loss: 3.4978 +2025-06-28 22:39:12,367 - pyskl - INFO - Epoch [65][2000/3405] lr: 1.520e-02, eta: 1 day, 13:25:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9794, loss_cls: 3.3508, loss: 3.3508 +2025-06-28 22:39:57,895 - pyskl - INFO - Epoch [65][2100/3405] lr: 1.520e-02, eta: 1 day, 13:24:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 3.3561, loss: 3.3561 +2025-06-28 22:40:43,682 - pyskl - INFO - Epoch [65][2200/3405] lr: 1.519e-02, eta: 1 day, 13:23:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 3.2913, loss: 3.2913 +2025-06-28 22:41:29,330 - pyskl - INFO - Epoch [65][2300/3405] lr: 1.518e-02, eta: 1 day, 13:22:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9669, loss_cls: 3.5537, loss: 3.5537 +2025-06-28 22:42:15,136 - pyskl - INFO - Epoch [65][2400/3405] lr: 1.517e-02, eta: 1 day, 13:21:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 3.3610, loss: 3.3610 +2025-06-28 22:43:00,881 - pyskl - INFO - Epoch [65][2500/3405] lr: 1.517e-02, eta: 1 day, 13:21:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 3.4634, loss: 3.4634 +2025-06-28 22:43:46,619 - pyskl - INFO - Epoch [65][2600/3405] lr: 1.516e-02, eta: 1 day, 13:20:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.3817, loss: 3.3817 +2025-06-28 22:44:32,384 - pyskl - INFO - Epoch [65][2700/3405] lr: 1.515e-02, eta: 1 day, 13:19:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.4573, loss: 3.4573 +2025-06-28 22:45:18,273 - pyskl - INFO - Epoch [65][2800/3405] lr: 1.514e-02, eta: 1 day, 13:18:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 3.5506, loss: 3.5506 +2025-06-28 22:46:03,876 - pyskl - INFO - Epoch [65][2900/3405] lr: 1.514e-02, eta: 1 day, 13:18:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 3.4992, loss: 3.4992 +2025-06-28 22:46:49,571 - pyskl - INFO - Epoch [65][3000/3405] lr: 1.513e-02, eta: 1 day, 13:17:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 3.4990, loss: 3.4990 +2025-06-28 22:47:35,333 - pyskl - INFO - Epoch [65][3100/3405] lr: 1.512e-02, eta: 1 day, 13:16:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.4844, loss: 3.4844 +2025-06-28 22:48:21,078 - pyskl - INFO - Epoch [65][3200/3405] lr: 1.511e-02, eta: 1 day, 13:15:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 3.4935, loss: 3.4935 +2025-06-28 22:49:06,919 - pyskl - INFO - Epoch [65][3300/3405] lr: 1.511e-02, eta: 1 day, 13:14:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 3.4889, loss: 3.4889 +2025-06-28 22:49:52,546 - pyskl - INFO - Epoch [65][3400/3405] lr: 1.510e-02, eta: 1 day, 13:14:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 3.4795, loss: 3.4795 +2025-06-28 22:49:55,177 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-06-28 23:09:31,560 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 23:09:32,118 - pyskl - INFO - +top1_acc 0.7654 +top5_acc 0.9488 +2025-06-28 23:09:32,137 - pyskl - INFO - Epoch(val) [65][3718] top1_acc: 0.7654, top5_acc: 0.9488 +2025-06-28 23:10:40,753 - pyskl - INFO - Epoch [66][100/3405] lr: 1.509e-02, eta: 1 day, 13:13:46, time: 0.686, data_time: 0.228, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.2575, loss: 3.2575 +2025-06-28 23:11:26,385 - pyskl - INFO - Epoch [66][200/3405] lr: 1.508e-02, eta: 1 day, 13:12:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 3.4179, loss: 3.4179 +2025-06-28 23:12:12,031 - pyskl - INFO - Epoch [66][300/3405] lr: 1.508e-02, eta: 1 day, 13:12:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9838, loss_cls: 3.2184, loss: 3.2184 +2025-06-28 23:12:57,769 - pyskl - INFO - Epoch [66][400/3405] lr: 1.507e-02, eta: 1 day, 13:11:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 3.3988, loss: 3.3988 +2025-06-28 23:13:43,871 - pyskl - INFO - Epoch [66][500/3405] lr: 1.506e-02, eta: 1 day, 13:10:38, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.3677, loss: 3.3677 +2025-06-28 23:14:29,732 - pyskl - INFO - Epoch [66][600/3405] lr: 1.505e-02, eta: 1 day, 13:09:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9819, loss_cls: 3.3622, loss: 3.3622 +2025-06-28 23:15:15,361 - pyskl - INFO - Epoch [66][700/3405] lr: 1.505e-02, eta: 1 day, 13:09:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 3.3811, loss: 3.3811 +2025-06-28 23:16:01,038 - pyskl - INFO - Epoch [66][800/3405] lr: 1.504e-02, eta: 1 day, 13:08:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 3.3733, loss: 3.3733 +2025-06-28 23:16:46,710 - pyskl - INFO - Epoch [66][900/3405] lr: 1.503e-02, eta: 1 day, 13:07:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9656, loss_cls: 3.4178, loss: 3.4178 +2025-06-28 23:17:32,395 - pyskl - INFO - Epoch [66][1000/3405] lr: 1.502e-02, eta: 1 day, 13:06:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 3.3633, loss: 3.3633 +2025-06-28 23:18:18,326 - pyskl - INFO - Epoch [66][1100/3405] lr: 1.502e-02, eta: 1 day, 13:05:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 3.4625, loss: 3.4625 +2025-06-28 23:19:04,165 - pyskl - INFO - Epoch [66][1200/3405] lr: 1.501e-02, eta: 1 day, 13:05:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9769, loss_cls: 3.4863, loss: 3.4863 +2025-06-28 23:19:49,916 - pyskl - INFO - Epoch [66][1300/3405] lr: 1.500e-02, eta: 1 day, 13:04:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 3.5489, loss: 3.5489 +2025-06-28 23:20:35,788 - pyskl - INFO - Epoch [66][1400/3405] lr: 1.499e-02, eta: 1 day, 13:03:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 3.3693, loss: 3.3693 +2025-06-28 23:21:21,647 - pyskl - INFO - Epoch [66][1500/3405] lr: 1.499e-02, eta: 1 day, 13:02:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 3.2458, loss: 3.2458 +2025-06-28 23:22:07,336 - pyskl - INFO - Epoch [66][1600/3405] lr: 1.498e-02, eta: 1 day, 13:02:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 3.5213, loss: 3.5213 +2025-06-28 23:22:52,942 - pyskl - INFO - Epoch [66][1700/3405] lr: 1.497e-02, eta: 1 day, 13:01:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.3963, loss: 3.3963 +2025-06-28 23:23:38,702 - pyskl - INFO - Epoch [66][1800/3405] lr: 1.496e-02, eta: 1 day, 13:00:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.3035, loss: 3.3035 +2025-06-28 23:24:24,546 - pyskl - INFO - Epoch [66][1900/3405] lr: 1.496e-02, eta: 1 day, 12:59:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.4730, loss: 3.4730 +2025-06-28 23:25:10,310 - pyskl - INFO - Epoch [66][2000/3405] lr: 1.495e-02, eta: 1 day, 12:58:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 3.4694, loss: 3.4694 +2025-06-28 23:25:56,093 - pyskl - INFO - Epoch [66][2100/3405] lr: 1.494e-02, eta: 1 day, 12:58:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.5695, loss: 3.5695 +2025-06-28 23:26:41,719 - pyskl - INFO - Epoch [66][2200/3405] lr: 1.493e-02, eta: 1 day, 12:57:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9669, loss_cls: 3.3924, loss: 3.3924 +2025-06-28 23:27:27,334 - pyskl - INFO - Epoch [66][2300/3405] lr: 1.493e-02, eta: 1 day, 12:56:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 3.4548, loss: 3.4548 +2025-06-28 23:28:12,915 - pyskl - INFO - Epoch [66][2400/3405] lr: 1.492e-02, eta: 1 day, 12:55:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.4209, loss: 3.4209 +2025-06-28 23:28:58,634 - pyskl - INFO - Epoch [66][2500/3405] lr: 1.491e-02, eta: 1 day, 12:54:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.4415, loss: 3.4415 +2025-06-28 23:29:44,384 - pyskl - INFO - Epoch [66][2600/3405] lr: 1.490e-02, eta: 1 day, 12:54:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.4547, loss: 3.4547 +2025-06-28 23:30:30,101 - pyskl - INFO - Epoch [66][2700/3405] lr: 1.490e-02, eta: 1 day, 12:53:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 3.4551, loss: 3.4551 +2025-06-28 23:31:15,879 - pyskl - INFO - Epoch [66][2800/3405] lr: 1.489e-02, eta: 1 day, 12:52:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 3.3224, loss: 3.3224 +2025-06-28 23:32:01,372 - pyskl - INFO - Epoch [66][2900/3405] lr: 1.488e-02, eta: 1 day, 12:51:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 3.5243, loss: 3.5243 +2025-06-28 23:32:47,005 - pyskl - INFO - Epoch [66][3000/3405] lr: 1.487e-02, eta: 1 day, 12:51:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.4287, loss: 3.4287 +2025-06-28 23:33:32,612 - pyskl - INFO - Epoch [66][3100/3405] lr: 1.487e-02, eta: 1 day, 12:50:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9681, loss_cls: 3.4911, loss: 3.4911 +2025-06-28 23:34:18,544 - pyskl - INFO - Epoch [66][3200/3405] lr: 1.486e-02, eta: 1 day, 12:49:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.5266, loss: 3.5266 +2025-06-28 23:35:04,152 - pyskl - INFO - Epoch [66][3300/3405] lr: 1.485e-02, eta: 1 day, 12:48:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.4474, loss: 3.4474 +2025-06-28 23:35:49,810 - pyskl - INFO - Epoch [66][3400/3405] lr: 1.484e-02, eta: 1 day, 12:47:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9731, loss_cls: 3.4765, loss: 3.4765 +2025-06-28 23:35:52,440 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-06-28 23:39:59,648 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 23:40:00,324 - pyskl - INFO - +top1_acc 0.7206 +top5_acc 0.9329 +2025-06-28 23:40:00,342 - pyskl - INFO - Epoch(val) [66][3718] top1_acc: 0.7206, top5_acc: 0.9329 +2025-06-28 23:41:09,498 - pyskl - INFO - Epoch [67][100/3405] lr: 1.483e-02, eta: 1 day, 12:47:30, time: 0.691, data_time: 0.234, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.3782, loss: 3.3782 +2025-06-28 23:41:55,252 - pyskl - INFO - Epoch [67][200/3405] lr: 1.483e-02, eta: 1 day, 12:46:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.4369, loss: 3.4369 +2025-06-28 23:42:40,972 - pyskl - INFO - Epoch [67][300/3405] lr: 1.482e-02, eta: 1 day, 12:45:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9706, loss_cls: 3.3799, loss: 3.3799 +2025-06-28 23:43:26,839 - pyskl - INFO - Epoch [67][400/3405] lr: 1.481e-02, eta: 1 day, 12:45:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9669, loss_cls: 3.4543, loss: 3.4543 +2025-06-28 23:44:12,661 - pyskl - INFO - Epoch [67][500/3405] lr: 1.480e-02, eta: 1 day, 12:44:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.4812, loss: 3.4812 +2025-06-28 23:44:58,412 - pyskl - INFO - Epoch [67][600/3405] lr: 1.480e-02, eta: 1 day, 12:43:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 3.4697, loss: 3.4697 +2025-06-28 23:45:44,117 - pyskl - INFO - Epoch [67][700/3405] lr: 1.479e-02, eta: 1 day, 12:42:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 3.3746, loss: 3.3746 +2025-06-28 23:46:29,735 - pyskl - INFO - Epoch [67][800/3405] lr: 1.478e-02, eta: 1 day, 12:42:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 3.2756, loss: 3.2756 +2025-06-28 23:47:15,471 - pyskl - INFO - Epoch [67][900/3405] lr: 1.477e-02, eta: 1 day, 12:41:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.5270, loss: 3.5270 +2025-06-28 23:48:01,174 - pyskl - INFO - Epoch [67][1000/3405] lr: 1.477e-02, eta: 1 day, 12:40:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 3.3792, loss: 3.3792 +2025-06-28 23:48:46,908 - pyskl - INFO - Epoch [67][1100/3405] lr: 1.476e-02, eta: 1 day, 12:39:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 3.2713, loss: 3.2713 +2025-06-28 23:49:32,573 - pyskl - INFO - Epoch [67][1200/3405] lr: 1.475e-02, eta: 1 day, 12:38:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 3.3271, loss: 3.3271 +2025-06-28 23:50:18,211 - pyskl - INFO - Epoch [67][1300/3405] lr: 1.474e-02, eta: 1 day, 12:38:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 3.3813, loss: 3.3813 +2025-06-28 23:51:03,794 - pyskl - INFO - Epoch [67][1400/3405] lr: 1.474e-02, eta: 1 day, 12:37:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 3.3746, loss: 3.3746 +2025-06-28 23:51:49,472 - pyskl - INFO - Epoch [67][1500/3405] lr: 1.473e-02, eta: 1 day, 12:36:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.4140, loss: 3.4140 +2025-06-28 23:52:35,140 - pyskl - INFO - Epoch [67][1600/3405] lr: 1.472e-02, eta: 1 day, 12:35:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.3129, loss: 3.3129 +2025-06-28 23:53:20,837 - pyskl - INFO - Epoch [67][1700/3405] lr: 1.471e-02, eta: 1 day, 12:34:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.3209, loss: 3.3209 +2025-06-28 23:54:06,495 - pyskl - INFO - Epoch [67][1800/3405] lr: 1.471e-02, eta: 1 day, 12:34:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 3.4803, loss: 3.4803 +2025-06-28 23:54:52,242 - pyskl - INFO - Epoch [67][1900/3405] lr: 1.470e-02, eta: 1 day, 12:33:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 3.4372, loss: 3.4372 +2025-06-28 23:55:37,989 - pyskl - INFO - Epoch [67][2000/3405] lr: 1.469e-02, eta: 1 day, 12:32:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 3.4052, loss: 3.4052 +2025-06-28 23:56:23,642 - pyskl - INFO - Epoch [67][2100/3405] lr: 1.468e-02, eta: 1 day, 12:31:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9631, loss_cls: 3.4911, loss: 3.4911 +2025-06-28 23:57:09,313 - pyskl - INFO - Epoch [67][2200/3405] lr: 1.468e-02, eta: 1 day, 12:31:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 3.4630, loss: 3.4630 +2025-06-28 23:57:54,968 - pyskl - INFO - Epoch [67][2300/3405] lr: 1.467e-02, eta: 1 day, 12:30:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 3.5179, loss: 3.5179 +2025-06-28 23:58:40,684 - pyskl - INFO - Epoch [67][2400/3405] lr: 1.466e-02, eta: 1 day, 12:29:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9794, loss_cls: 3.5180, loss: 3.5180 +2025-06-28 23:59:26,381 - pyskl - INFO - Epoch [67][2500/3405] lr: 1.465e-02, eta: 1 day, 12:28:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 3.4218, loss: 3.4218 +2025-06-29 00:00:12,022 - pyskl - INFO - Epoch [67][2600/3405] lr: 1.465e-02, eta: 1 day, 12:27:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9681, loss_cls: 3.5826, loss: 3.5826 +2025-06-29 00:00:57,645 - pyskl - INFO - Epoch [67][2700/3405] lr: 1.464e-02, eta: 1 day, 12:27:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 3.2823, loss: 3.2823 +2025-06-29 00:01:43,429 - pyskl - INFO - Epoch [67][2800/3405] lr: 1.463e-02, eta: 1 day, 12:26:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9769, loss_cls: 3.5520, loss: 3.5520 +2025-06-29 00:02:29,242 - pyskl - INFO - Epoch [67][2900/3405] lr: 1.462e-02, eta: 1 day, 12:25:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 3.2762, loss: 3.2762 +2025-06-29 00:03:15,022 - pyskl - INFO - Epoch [67][3000/3405] lr: 1.462e-02, eta: 1 day, 12:24:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 3.4290, loss: 3.4290 +2025-06-29 00:04:00,794 - pyskl - INFO - Epoch [67][3100/3405] lr: 1.461e-02, eta: 1 day, 12:23:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9688, loss_cls: 3.3369, loss: 3.3369 +2025-06-29 00:04:46,482 - pyskl - INFO - Epoch [67][3200/3405] lr: 1.460e-02, eta: 1 day, 12:23:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 3.2740, loss: 3.2740 +2025-06-29 00:05:32,082 - pyskl - INFO - Epoch [67][3300/3405] lr: 1.459e-02, eta: 1 day, 12:22:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.4797, loss: 3.4797 +2025-06-29 00:06:17,904 - pyskl - INFO - Epoch [67][3400/3405] lr: 1.459e-02, eta: 1 day, 12:21:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.5454, loss: 3.5454 +2025-06-29 00:06:20,578 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-06-29 00:10:28,270 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 00:10:28,854 - pyskl - INFO - +top1_acc 0.7847 +top5_acc 0.9549 +2025-06-29 00:10:28,873 - pyskl - INFO - Epoch(val) [67][3718] top1_acc: 0.7847, top5_acc: 0.9549 +2025-06-29 00:11:38,019 - pyskl - INFO - Epoch [68][100/3405] lr: 1.458e-02, eta: 1 day, 12:21:13, time: 0.691, data_time: 0.234, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 3.2423, loss: 3.2423 +2025-06-29 00:12:23,742 - pyskl - INFO - Epoch [68][200/3405] lr: 1.457e-02, eta: 1 day, 12:20:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9806, loss_cls: 3.4392, loss: 3.4392 +2025-06-29 00:13:09,563 - pyskl - INFO - Epoch [68][300/3405] lr: 1.456e-02, eta: 1 day, 12:19:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 3.3726, loss: 3.3726 +2025-06-29 00:13:55,497 - pyskl - INFO - Epoch [68][400/3405] lr: 1.455e-02, eta: 1 day, 12:18:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 3.0781, loss: 3.0781 +2025-06-29 00:14:41,266 - pyskl - INFO - Epoch [68][500/3405] lr: 1.455e-02, eta: 1 day, 12:18:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 3.3310, loss: 3.3310 +2025-06-29 00:15:26,984 - pyskl - INFO - Epoch [68][600/3405] lr: 1.454e-02, eta: 1 day, 12:17:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.4492, loss: 3.4492 +2025-06-29 00:16:12,705 - pyskl - INFO - Epoch [68][700/3405] lr: 1.453e-02, eta: 1 day, 12:16:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 3.4247, loss: 3.4247 +2025-06-29 00:16:58,371 - pyskl - INFO - Epoch [68][800/3405] lr: 1.452e-02, eta: 1 day, 12:15:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 3.3639, loss: 3.3639 +2025-06-29 00:17:44,006 - pyskl - INFO - Epoch [68][900/3405] lr: 1.452e-02, eta: 1 day, 12:14:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.2858, loss: 3.2858 +2025-06-29 00:18:29,613 - pyskl - INFO - Epoch [68][1000/3405] lr: 1.451e-02, eta: 1 day, 12:14:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.3434, loss: 3.3434 +2025-06-29 00:19:15,272 - pyskl - INFO - Epoch [68][1100/3405] lr: 1.450e-02, eta: 1 day, 12:13:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 3.3675, loss: 3.3675 +2025-06-29 00:20:00,915 - pyskl - INFO - Epoch [68][1200/3405] lr: 1.449e-02, eta: 1 day, 12:12:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 3.2901, loss: 3.2901 +2025-06-29 00:20:46,594 - pyskl - INFO - Epoch [68][1300/3405] lr: 1.449e-02, eta: 1 day, 12:11:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9788, loss_cls: 3.4380, loss: 3.4380 +2025-06-29 00:21:32,243 - pyskl - INFO - Epoch [68][1400/3405] lr: 1.448e-02, eta: 1 day, 12:11:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.3118, loss: 3.3118 +2025-06-29 00:22:17,902 - pyskl - INFO - Epoch [68][1500/3405] lr: 1.447e-02, eta: 1 day, 12:10:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 3.3728, loss: 3.3728 +2025-06-29 00:23:03,534 - pyskl - INFO - Epoch [68][1600/3405] lr: 1.446e-02, eta: 1 day, 12:09:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 3.2085, loss: 3.2085 +2025-06-29 00:23:49,159 - pyskl - INFO - Epoch [68][1700/3405] lr: 1.446e-02, eta: 1 day, 12:08:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 3.3505, loss: 3.3505 +2025-06-29 00:24:34,802 - pyskl - INFO - Epoch [68][1800/3405] lr: 1.445e-02, eta: 1 day, 12:07:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 3.5563, loss: 3.5563 +2025-06-29 00:25:20,431 - pyskl - INFO - Epoch [68][1900/3405] lr: 1.444e-02, eta: 1 day, 12:07:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 3.4751, loss: 3.4751 +2025-06-29 00:26:06,040 - pyskl - INFO - Epoch [68][2000/3405] lr: 1.443e-02, eta: 1 day, 12:06:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9850, loss_cls: 3.2802, loss: 3.2802 +2025-06-29 00:26:51,703 - pyskl - INFO - Epoch [68][2100/3405] lr: 1.443e-02, eta: 1 day, 12:05:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9738, loss_cls: 3.4634, loss: 3.4634 +2025-06-29 00:27:37,387 - pyskl - INFO - Epoch [68][2200/3405] lr: 1.442e-02, eta: 1 day, 12:04:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9675, loss_cls: 3.4215, loss: 3.4215 +2025-06-29 00:28:22,996 - pyskl - INFO - Epoch [68][2300/3405] lr: 1.441e-02, eta: 1 day, 12:03:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9656, loss_cls: 3.4515, loss: 3.4515 +2025-06-29 00:29:08,706 - pyskl - INFO - Epoch [68][2400/3405] lr: 1.440e-02, eta: 1 day, 12:03:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 3.3750, loss: 3.3750 +2025-06-29 00:29:54,303 - pyskl - INFO - Epoch [68][2500/3405] lr: 1.439e-02, eta: 1 day, 12:02:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.4294, loss: 3.4294 +2025-06-29 00:30:39,860 - pyskl - INFO - Epoch [68][2600/3405] lr: 1.439e-02, eta: 1 day, 12:01:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9712, loss_cls: 3.3436, loss: 3.3436 +2025-06-29 00:31:25,331 - pyskl - INFO - Epoch [68][2700/3405] lr: 1.438e-02, eta: 1 day, 12:00:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 3.4788, loss: 3.4788 +2025-06-29 00:32:10,949 - pyskl - INFO - Epoch [68][2800/3405] lr: 1.437e-02, eta: 1 day, 12:00:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 3.3141, loss: 3.3141 +2025-06-29 00:32:56,499 - pyskl - INFO - Epoch [68][2900/3405] lr: 1.436e-02, eta: 1 day, 11:59:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 3.4366, loss: 3.4366 +2025-06-29 00:33:42,010 - pyskl - INFO - Epoch [68][3000/3405] lr: 1.436e-02, eta: 1 day, 11:58:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.4049, loss: 3.4049 +2025-06-29 00:34:27,573 - pyskl - INFO - Epoch [68][3100/3405] lr: 1.435e-02, eta: 1 day, 11:57:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 3.4168, loss: 3.4168 +2025-06-29 00:35:13,118 - pyskl - INFO - Epoch [68][3200/3405] lr: 1.434e-02, eta: 1 day, 11:56:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 3.4531, loss: 3.4531 +2025-06-29 00:35:58,562 - pyskl - INFO - Epoch [68][3300/3405] lr: 1.433e-02, eta: 1 day, 11:56:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 3.3013, loss: 3.3013 +2025-06-29 00:36:44,095 - pyskl - INFO - Epoch [68][3400/3405] lr: 1.433e-02, eta: 1 day, 11:55:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 3.2617, loss: 3.2617 +2025-06-29 00:36:46,737 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-06-29 00:40:58,360 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 00:40:58,907 - pyskl - INFO - +top1_acc 0.7867 +top5_acc 0.9558 +2025-06-29 00:40:58,927 - pyskl - INFO - Epoch(val) [68][3718] top1_acc: 0.7867, top5_acc: 0.9558 +2025-06-29 00:42:07,270 - pyskl - INFO - Epoch [69][100/3405] lr: 1.432e-02, eta: 1 day, 11:54:52, time: 0.683, data_time: 0.226, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9706, loss_cls: 3.2956, loss: 3.2956 +2025-06-29 00:42:53,122 - pyskl - INFO - Epoch [69][200/3405] lr: 1.431e-02, eta: 1 day, 11:54:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 3.1793, loss: 3.1793 +2025-06-29 00:43:38,630 - pyskl - INFO - Epoch [69][300/3405] lr: 1.430e-02, eta: 1 day, 11:53:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9831, loss_cls: 3.3672, loss: 3.3672 +2025-06-29 00:44:24,169 - pyskl - INFO - Epoch [69][400/3405] lr: 1.430e-02, eta: 1 day, 11:52:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 3.3461, loss: 3.3461 +2025-06-29 00:45:09,719 - pyskl - INFO - Epoch [69][500/3405] lr: 1.429e-02, eta: 1 day, 11:51:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.3962, loss: 3.3962 +2025-06-29 00:45:55,256 - pyskl - INFO - Epoch [69][600/3405] lr: 1.428e-02, eta: 1 day, 11:50:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 3.1836, loss: 3.1836 +2025-06-29 00:46:40,868 - pyskl - INFO - Epoch [69][700/3405] lr: 1.427e-02, eta: 1 day, 11:50:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9794, loss_cls: 3.4052, loss: 3.4052 +2025-06-29 00:47:26,535 - pyskl - INFO - Epoch [69][800/3405] lr: 1.427e-02, eta: 1 day, 11:49:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 3.3820, loss: 3.3820 +2025-06-29 00:48:12,102 - pyskl - INFO - Epoch [69][900/3405] lr: 1.426e-02, eta: 1 day, 11:48:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 3.3235, loss: 3.3235 +2025-06-29 00:48:57,569 - pyskl - INFO - Epoch [69][1000/3405] lr: 1.425e-02, eta: 1 day, 11:47:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 3.4028, loss: 3.4028 +2025-06-29 00:49:43,070 - pyskl - INFO - Epoch [69][1100/3405] lr: 1.424e-02, eta: 1 day, 11:47:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 3.4372, loss: 3.4372 +2025-06-29 00:50:28,526 - pyskl - INFO - Epoch [69][1200/3405] lr: 1.423e-02, eta: 1 day, 11:46:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 3.2424, loss: 3.2424 +2025-06-29 00:51:13,998 - pyskl - INFO - Epoch [69][1300/3405] lr: 1.423e-02, eta: 1 day, 11:45:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.4234, loss: 3.4234 +2025-06-29 00:51:59,415 - pyskl - INFO - Epoch [69][1400/3405] lr: 1.422e-02, eta: 1 day, 11:44:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 3.3092, loss: 3.3092 +2025-06-29 00:52:44,823 - pyskl - INFO - Epoch [69][1500/3405] lr: 1.421e-02, eta: 1 day, 11:43:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.3822, loss: 3.3822 +2025-06-29 00:53:30,321 - pyskl - INFO - Epoch [69][1600/3405] lr: 1.420e-02, eta: 1 day, 11:43:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9738, loss_cls: 3.3972, loss: 3.3972 +2025-06-29 00:54:15,769 - pyskl - INFO - Epoch [69][1700/3405] lr: 1.420e-02, eta: 1 day, 11:42:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 3.4285, loss: 3.4285 +2025-06-29 00:55:01,249 - pyskl - INFO - Epoch [69][1800/3405] lr: 1.419e-02, eta: 1 day, 11:41:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.3993, loss: 3.3993 +2025-06-29 00:55:46,789 - pyskl - INFO - Epoch [69][1900/3405] lr: 1.418e-02, eta: 1 day, 11:40:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 3.2808, loss: 3.2808 +2025-06-29 00:56:32,294 - pyskl - INFO - Epoch [69][2000/3405] lr: 1.417e-02, eta: 1 day, 11:39:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9788, loss_cls: 3.2847, loss: 3.2847 +2025-06-29 00:57:17,753 - pyskl - INFO - Epoch [69][2100/3405] lr: 1.417e-02, eta: 1 day, 11:39:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9675, loss_cls: 3.4115, loss: 3.4115 +2025-06-29 00:58:03,533 - pyskl - INFO - Epoch [69][2200/3405] lr: 1.416e-02, eta: 1 day, 11:38:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 3.5209, loss: 3.5209 +2025-06-29 00:58:49,198 - pyskl - INFO - Epoch [69][2300/3405] lr: 1.415e-02, eta: 1 day, 11:37:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 3.4095, loss: 3.4095 +2025-06-29 00:59:34,917 - pyskl - INFO - Epoch [69][2400/3405] lr: 1.414e-02, eta: 1 day, 11:36:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 3.3962, loss: 3.3962 +2025-06-29 01:00:20,574 - pyskl - INFO - Epoch [69][2500/3405] lr: 1.414e-02, eta: 1 day, 11:35:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.3438, loss: 3.3438 +2025-06-29 01:01:06,269 - pyskl - INFO - Epoch [69][2600/3405] lr: 1.413e-02, eta: 1 day, 11:35:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 3.4899, loss: 3.4899 +2025-06-29 01:01:51,952 - pyskl - INFO - Epoch [69][2700/3405] lr: 1.412e-02, eta: 1 day, 11:34:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.3987, loss: 3.3987 +2025-06-29 01:02:37,624 - pyskl - INFO - Epoch [69][2800/3405] lr: 1.411e-02, eta: 1 day, 11:33:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.4182, loss: 3.4182 +2025-06-29 01:03:23,321 - pyskl - INFO - Epoch [69][2900/3405] lr: 1.411e-02, eta: 1 day, 11:32:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9744, loss_cls: 3.5128, loss: 3.5128 +2025-06-29 01:04:09,012 - pyskl - INFO - Epoch [69][3000/3405] lr: 1.410e-02, eta: 1 day, 11:32:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 3.4739, loss: 3.4739 +2025-06-29 01:04:54,695 - pyskl - INFO - Epoch [69][3100/3405] lr: 1.409e-02, eta: 1 day, 11:31:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 3.3037, loss: 3.3037 +2025-06-29 01:05:40,388 - pyskl - INFO - Epoch [69][3200/3405] lr: 1.408e-02, eta: 1 day, 11:30:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 3.2548, loss: 3.2548 +2025-06-29 01:06:26,118 - pyskl - INFO - Epoch [69][3300/3405] lr: 1.407e-02, eta: 1 day, 11:29:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.2672, loss: 3.2672 +2025-06-29 01:07:11,757 - pyskl - INFO - Epoch [69][3400/3405] lr: 1.407e-02, eta: 1 day, 11:28:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.3384, loss: 3.3384 +2025-06-29 01:07:14,472 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-06-29 01:11:25,785 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 01:11:26,356 - pyskl - INFO - +top1_acc 0.7770 +top5_acc 0.9550 +2025-06-29 01:11:26,375 - pyskl - INFO - Epoch(val) [69][3718] top1_acc: 0.7770, top5_acc: 0.9550 +2025-06-29 01:12:35,189 - pyskl - INFO - Epoch [70][100/3405] lr: 1.406e-02, eta: 1 day, 11:28:30, time: 0.688, data_time: 0.228, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.3519, loss: 3.3519 +2025-06-29 01:13:21,011 - pyskl - INFO - Epoch [70][200/3405] lr: 1.405e-02, eta: 1 day, 11:27:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 3.1724, loss: 3.1724 +2025-06-29 01:14:06,892 - pyskl - INFO - Epoch [70][300/3405] lr: 1.404e-02, eta: 1 day, 11:26:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 3.3138, loss: 3.3138 +2025-06-29 01:14:52,502 - pyskl - INFO - Epoch [70][400/3405] lr: 1.404e-02, eta: 1 day, 11:26:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9794, loss_cls: 3.4045, loss: 3.4045 +2025-06-29 01:15:38,173 - pyskl - INFO - Epoch [70][500/3405] lr: 1.403e-02, eta: 1 day, 11:25:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.3947, loss: 3.3947 +2025-06-29 01:16:23,822 - pyskl - INFO - Epoch [70][600/3405] lr: 1.402e-02, eta: 1 day, 11:24:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.3639, loss: 3.3639 +2025-06-29 01:17:09,506 - pyskl - INFO - Epoch [70][700/3405] lr: 1.401e-02, eta: 1 day, 11:23:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9656, loss_cls: 3.3680, loss: 3.3680 +2025-06-29 01:17:55,346 - pyskl - INFO - Epoch [70][800/3405] lr: 1.401e-02, eta: 1 day, 11:23:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 3.2922, loss: 3.2922 +2025-06-29 01:18:40,907 - pyskl - INFO - Epoch [70][900/3405] lr: 1.400e-02, eta: 1 day, 11:22:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.2434, loss: 3.2434 +2025-06-29 01:19:26,522 - pyskl - INFO - Epoch [70][1000/3405] lr: 1.399e-02, eta: 1 day, 11:21:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 3.2072, loss: 3.2072 +2025-06-29 01:20:11,997 - pyskl - INFO - Epoch [70][1100/3405] lr: 1.398e-02, eta: 1 day, 11:20:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.3924, loss: 3.3924 +2025-06-29 01:20:57,521 - pyskl - INFO - Epoch [70][1200/3405] lr: 1.398e-02, eta: 1 day, 11:19:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 3.3462, loss: 3.3462 +2025-06-29 01:21:43,085 - pyskl - INFO - Epoch [70][1300/3405] lr: 1.397e-02, eta: 1 day, 11:19:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9712, loss_cls: 3.3754, loss: 3.3754 +2025-06-29 01:22:28,897 - pyskl - INFO - Epoch [70][1400/3405] lr: 1.396e-02, eta: 1 day, 11:18:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 3.3695, loss: 3.3695 +2025-06-29 01:23:14,461 - pyskl - INFO - Epoch [70][1500/3405] lr: 1.395e-02, eta: 1 day, 11:17:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 3.1967, loss: 3.1967 +2025-06-29 01:24:00,105 - pyskl - INFO - Epoch [70][1600/3405] lr: 1.394e-02, eta: 1 day, 11:16:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 3.2299, loss: 3.2299 +2025-06-29 01:24:45,639 - pyskl - INFO - Epoch [70][1700/3405] lr: 1.394e-02, eta: 1 day, 11:15:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 3.2735, loss: 3.2735 +2025-06-29 01:25:31,233 - pyskl - INFO - Epoch [70][1800/3405] lr: 1.393e-02, eta: 1 day, 11:15:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 3.3098, loss: 3.3098 +2025-06-29 01:26:16,960 - pyskl - INFO - Epoch [70][1900/3405] lr: 1.392e-02, eta: 1 day, 11:14:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 3.3874, loss: 3.3874 +2025-06-29 01:27:02,842 - pyskl - INFO - Epoch [70][2000/3405] lr: 1.391e-02, eta: 1 day, 11:13:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 3.4137, loss: 3.4137 +2025-06-29 01:27:48,574 - pyskl - INFO - Epoch [70][2100/3405] lr: 1.391e-02, eta: 1 day, 11:12:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 3.1777, loss: 3.1777 +2025-06-29 01:28:34,265 - pyskl - INFO - Epoch [70][2200/3405] lr: 1.390e-02, eta: 1 day, 11:12:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 3.3180, loss: 3.3180 +2025-06-29 01:29:19,866 - pyskl - INFO - Epoch [70][2300/3405] lr: 1.389e-02, eta: 1 day, 11:11:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 3.3952, loss: 3.3952 +2025-06-29 01:30:05,516 - pyskl - INFO - Epoch [70][2400/3405] lr: 1.388e-02, eta: 1 day, 11:10:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.3405, loss: 3.3405 +2025-06-29 01:30:51,059 - pyskl - INFO - Epoch [70][2500/3405] lr: 1.388e-02, eta: 1 day, 11:09:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9706, loss_cls: 3.4233, loss: 3.4233 +2025-06-29 01:31:36,671 - pyskl - INFO - Epoch [70][2600/3405] lr: 1.387e-02, eta: 1 day, 11:08:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 3.3552, loss: 3.3552 +2025-06-29 01:32:22,132 - pyskl - INFO - Epoch [70][2700/3405] lr: 1.386e-02, eta: 1 day, 11:08:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 3.3390, loss: 3.3390 +2025-06-29 01:33:07,617 - pyskl - INFO - Epoch [70][2800/3405] lr: 1.385e-02, eta: 1 day, 11:07:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 3.4083, loss: 3.4083 +2025-06-29 01:33:53,161 - pyskl - INFO - Epoch [70][2900/3405] lr: 1.385e-02, eta: 1 day, 11:06:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 3.1999, loss: 3.1999 +2025-06-29 01:34:38,701 - pyskl - INFO - Epoch [70][3000/3405] lr: 1.384e-02, eta: 1 day, 11:05:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 3.3388, loss: 3.3388 +2025-06-29 01:35:24,223 - pyskl - INFO - Epoch [70][3100/3405] lr: 1.383e-02, eta: 1 day, 11:04:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 3.3769, loss: 3.3769 +2025-06-29 01:36:09,675 - pyskl - INFO - Epoch [70][3200/3405] lr: 1.382e-02, eta: 1 day, 11:04:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 3.3847, loss: 3.3847 +2025-06-29 01:36:55,173 - pyskl - INFO - Epoch [70][3300/3405] lr: 1.381e-02, eta: 1 day, 11:03:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.3849, loss: 3.3849 +2025-06-29 01:37:40,701 - pyskl - INFO - Epoch [70][3400/3405] lr: 1.381e-02, eta: 1 day, 11:02:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 3.4624, loss: 3.4624 +2025-06-29 01:37:43,330 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-06-29 01:57:23,404 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 01:57:24,003 - pyskl - INFO - +top1_acc 0.7940 +top5_acc 0.9612 +2025-06-29 01:57:24,062 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_61.pth was removed +2025-06-29 01:57:25,095 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. +2025-06-29 01:57:25,096 - pyskl - INFO - Best top1_acc is 0.7940 at 70 epoch. +2025-06-29 01:57:25,114 - pyskl - INFO - Epoch(val) [70][3718] top1_acc: 0.7940, top5_acc: 0.9612 +2025-06-29 01:58:33,902 - pyskl - INFO - Epoch [71][100/3405] lr: 1.380e-02, eta: 1 day, 11:02:09, time: 0.688, data_time: 0.232, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 3.2978, loss: 3.2978 +2025-06-29 01:59:19,237 - pyskl - INFO - Epoch [71][200/3405] lr: 1.379e-02, eta: 1 day, 11:01:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9831, loss_cls: 3.1928, loss: 3.1928 +2025-06-29 02:00:04,789 - pyskl - INFO - Epoch [71][300/3405] lr: 1.378e-02, eta: 1 day, 11:00:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 3.3352, loss: 3.3352 +2025-06-29 02:00:50,564 - pyskl - INFO - Epoch [71][400/3405] lr: 1.378e-02, eta: 1 day, 10:59:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 3.3543, loss: 3.3543 +2025-06-29 02:01:36,314 - pyskl - INFO - Epoch [71][500/3405] lr: 1.377e-02, eta: 1 day, 10:59:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9819, loss_cls: 3.2627, loss: 3.2627 +2025-06-29 02:02:22,082 - pyskl - INFO - Epoch [71][600/3405] lr: 1.376e-02, eta: 1 day, 10:58:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9838, loss_cls: 3.2648, loss: 3.2648 +2025-06-29 02:03:07,877 - pyskl - INFO - Epoch [71][700/3405] lr: 1.375e-02, eta: 1 day, 10:57:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 3.3801, loss: 3.3801 +2025-06-29 02:03:53,494 - pyskl - INFO - Epoch [71][800/3405] lr: 1.375e-02, eta: 1 day, 10:56:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 3.2771, loss: 3.2771 +2025-06-29 02:04:39,301 - pyskl - INFO - Epoch [71][900/3405] lr: 1.374e-02, eta: 1 day, 10:55:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 3.3338, loss: 3.3338 +2025-06-29 02:05:24,909 - pyskl - INFO - Epoch [71][1000/3405] lr: 1.373e-02, eta: 1 day, 10:55:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 3.3079, loss: 3.3079 +2025-06-29 02:06:10,450 - pyskl - INFO - Epoch [71][1100/3405] lr: 1.372e-02, eta: 1 day, 10:54:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 3.1770, loss: 3.1770 +2025-06-29 02:06:56,126 - pyskl - INFO - Epoch [71][1200/3405] lr: 1.371e-02, eta: 1 day, 10:53:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 3.4233, loss: 3.4233 +2025-06-29 02:07:41,839 - pyskl - INFO - Epoch [71][1300/3405] lr: 1.371e-02, eta: 1 day, 10:52:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 3.1961, loss: 3.1961 +2025-06-29 02:08:27,469 - pyskl - INFO - Epoch [71][1400/3405] lr: 1.370e-02, eta: 1 day, 10:51:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 3.1977, loss: 3.1977 +2025-06-29 02:09:13,089 - pyskl - INFO - Epoch [71][1500/3405] lr: 1.369e-02, eta: 1 day, 10:51:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9731, loss_cls: 3.4385, loss: 3.4385 +2025-06-29 02:09:58,739 - pyskl - INFO - Epoch [71][1600/3405] lr: 1.368e-02, eta: 1 day, 10:50:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.2903, loss: 3.2903 +2025-06-29 02:10:44,363 - pyskl - INFO - Epoch [71][1700/3405] lr: 1.368e-02, eta: 1 day, 10:49:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.2756, loss: 3.2756 +2025-06-29 02:11:29,965 - pyskl - INFO - Epoch [71][1800/3405] lr: 1.367e-02, eta: 1 day, 10:48:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 3.4334, loss: 3.4334 +2025-06-29 02:12:15,562 - pyskl - INFO - Epoch [71][1900/3405] lr: 1.366e-02, eta: 1 day, 10:48:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9788, loss_cls: 3.3170, loss: 3.3170 +2025-06-29 02:13:01,377 - pyskl - INFO - Epoch [71][2000/3405] lr: 1.365e-02, eta: 1 day, 10:47:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 3.5117, loss: 3.5117 +2025-06-29 02:13:47,038 - pyskl - INFO - Epoch [71][2100/3405] lr: 1.365e-02, eta: 1 day, 10:46:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 3.4338, loss: 3.4338 +2025-06-29 02:14:32,695 - pyskl - INFO - Epoch [71][2200/3405] lr: 1.364e-02, eta: 1 day, 10:45:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 3.2868, loss: 3.2868 +2025-06-29 02:15:18,425 - pyskl - INFO - Epoch [71][2300/3405] lr: 1.363e-02, eta: 1 day, 10:44:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 3.2932, loss: 3.2932 +2025-06-29 02:16:04,107 - pyskl - INFO - Epoch [71][2400/3405] lr: 1.362e-02, eta: 1 day, 10:44:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 3.3067, loss: 3.3067 +2025-06-29 02:16:49,789 - pyskl - INFO - Epoch [71][2500/3405] lr: 1.362e-02, eta: 1 day, 10:43:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 3.3206, loss: 3.3206 +2025-06-29 02:17:35,431 - pyskl - INFO - Epoch [71][2600/3405] lr: 1.361e-02, eta: 1 day, 10:42:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 3.4380, loss: 3.4380 +2025-06-29 02:18:21,149 - pyskl - INFO - Epoch [71][2700/3405] lr: 1.360e-02, eta: 1 day, 10:41:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.2575, loss: 3.2575 +2025-06-29 02:19:06,846 - pyskl - INFO - Epoch [71][2800/3405] lr: 1.359e-02, eta: 1 day, 10:40:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.4349, loss: 3.4349 +2025-06-29 02:19:52,760 - pyskl - INFO - Epoch [71][2900/3405] lr: 1.358e-02, eta: 1 day, 10:40:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 3.2858, loss: 3.2858 +2025-06-29 02:20:38,347 - pyskl - INFO - Epoch [71][3000/3405] lr: 1.358e-02, eta: 1 day, 10:39:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.3389, loss: 3.3389 +2025-06-29 02:21:24,153 - pyskl - INFO - Epoch [71][3100/3405] lr: 1.357e-02, eta: 1 day, 10:38:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 3.2467, loss: 3.2467 +2025-06-29 02:22:09,763 - pyskl - INFO - Epoch [71][3200/3405] lr: 1.356e-02, eta: 1 day, 10:37:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 3.2642, loss: 3.2642 +2025-06-29 02:22:55,487 - pyskl - INFO - Epoch [71][3300/3405] lr: 1.355e-02, eta: 1 day, 10:37:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.2399, loss: 3.2399 +2025-06-29 02:23:41,291 - pyskl - INFO - Epoch [71][3400/3405] lr: 1.355e-02, eta: 1 day, 10:36:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.3026, loss: 3.3026 +2025-06-29 02:23:43,941 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-06-29 02:27:55,464 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 02:27:56,144 - pyskl - INFO - +top1_acc 0.7743 +top5_acc 0.9516 +2025-06-29 02:27:56,165 - pyskl - INFO - Epoch(val) [71][3718] top1_acc: 0.7743, top5_acc: 0.9516 +2025-06-29 02:29:05,430 - pyskl - INFO - Epoch [72][100/3405] lr: 1.354e-02, eta: 1 day, 10:35:51, time: 0.693, data_time: 0.231, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 3.2914, loss: 3.2914 +2025-06-29 02:29:51,424 - pyskl - INFO - Epoch [72][200/3405] lr: 1.353e-02, eta: 1 day, 10:35:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9869, loss_cls: 3.1479, loss: 3.1479 +2025-06-29 02:30:37,266 - pyskl - INFO - Epoch [72][300/3405] lr: 1.352e-02, eta: 1 day, 10:34:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 3.2402, loss: 3.2402 +2025-06-29 02:31:22,931 - pyskl - INFO - Epoch [72][400/3405] lr: 1.352e-02, eta: 1 day, 10:33:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9725, loss_cls: 3.2358, loss: 3.2358 +2025-06-29 02:32:08,755 - pyskl - INFO - Epoch [72][500/3405] lr: 1.351e-02, eta: 1 day, 10:32:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 3.2843, loss: 3.2843 +2025-06-29 02:32:54,536 - pyskl - INFO - Epoch [72][600/3405] lr: 1.350e-02, eta: 1 day, 10:31:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9738, loss_cls: 3.2590, loss: 3.2590 +2025-06-29 02:33:40,287 - pyskl - INFO - Epoch [72][700/3405] lr: 1.349e-02, eta: 1 day, 10:31:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9800, loss_cls: 3.3101, loss: 3.3101 +2025-06-29 02:34:25,990 - pyskl - INFO - Epoch [72][800/3405] lr: 1.348e-02, eta: 1 day, 10:30:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 3.2157, loss: 3.2157 +2025-06-29 02:35:11,867 - pyskl - INFO - Epoch [72][900/3405] lr: 1.348e-02, eta: 1 day, 10:29:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.3230, loss: 3.3230 +2025-06-29 02:35:57,609 - pyskl - INFO - Epoch [72][1000/3405] lr: 1.347e-02, eta: 1 day, 10:28:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.2433, loss: 3.2433 +2025-06-29 02:36:43,438 - pyskl - INFO - Epoch [72][1100/3405] lr: 1.346e-02, eta: 1 day, 10:28:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 3.4066, loss: 3.4066 +2025-06-29 02:37:29,117 - pyskl - INFO - Epoch [72][1200/3405] lr: 1.345e-02, eta: 1 day, 10:27:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 3.4271, loss: 3.4271 +2025-06-29 02:38:14,809 - pyskl - INFO - Epoch [72][1300/3405] lr: 1.345e-02, eta: 1 day, 10:26:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 3.2866, loss: 3.2866 +2025-06-29 02:39:00,491 - pyskl - INFO - Epoch [72][1400/3405] lr: 1.344e-02, eta: 1 day, 10:25:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9794, loss_cls: 3.2514, loss: 3.2514 +2025-06-29 02:39:46,209 - pyskl - INFO - Epoch [72][1500/3405] lr: 1.343e-02, eta: 1 day, 10:24:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 3.2492, loss: 3.2492 +2025-06-29 02:40:31,896 - pyskl - INFO - Epoch [72][1600/3405] lr: 1.342e-02, eta: 1 day, 10:24:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.2781, loss: 3.2781 +2025-06-29 02:41:17,567 - pyskl - INFO - Epoch [72][1700/3405] lr: 1.342e-02, eta: 1 day, 10:23:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 3.2575, loss: 3.2575 +2025-06-29 02:42:03,301 - pyskl - INFO - Epoch [72][1800/3405] lr: 1.341e-02, eta: 1 day, 10:22:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 3.3708, loss: 3.3708 +2025-06-29 02:42:49,165 - pyskl - INFO - Epoch [72][1900/3405] lr: 1.340e-02, eta: 1 day, 10:21:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 3.3041, loss: 3.3041 +2025-06-29 02:43:34,846 - pyskl - INFO - Epoch [72][2000/3405] lr: 1.339e-02, eta: 1 day, 10:20:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 3.3900, loss: 3.3900 +2025-06-29 02:44:20,530 - pyskl - INFO - Epoch [72][2100/3405] lr: 1.339e-02, eta: 1 day, 10:20:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.2882, loss: 3.2882 +2025-06-29 02:45:06,205 - pyskl - INFO - Epoch [72][2200/3405] lr: 1.338e-02, eta: 1 day, 10:19:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 3.4828, loss: 3.4828 +2025-06-29 02:45:51,771 - pyskl - INFO - Epoch [72][2300/3405] lr: 1.337e-02, eta: 1 day, 10:18:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 3.3932, loss: 3.3932 +2025-06-29 02:46:37,407 - pyskl - INFO - Epoch [72][2400/3405] lr: 1.336e-02, eta: 1 day, 10:17:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 3.3247, loss: 3.3247 +2025-06-29 02:47:22,975 - pyskl - INFO - Epoch [72][2500/3405] lr: 1.335e-02, eta: 1 day, 10:17:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.2621, loss: 3.2621 +2025-06-29 02:48:08,678 - pyskl - INFO - Epoch [72][2600/3405] lr: 1.335e-02, eta: 1 day, 10:16:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 3.4152, loss: 3.4152 +2025-06-29 02:48:54,450 - pyskl - INFO - Epoch [72][2700/3405] lr: 1.334e-02, eta: 1 day, 10:15:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 3.2485, loss: 3.2485 +2025-06-29 02:49:40,128 - pyskl - INFO - Epoch [72][2800/3405] lr: 1.333e-02, eta: 1 day, 10:14:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 3.2729, loss: 3.2729 +2025-06-29 02:50:25,835 - pyskl - INFO - Epoch [72][2900/3405] lr: 1.332e-02, eta: 1 day, 10:13:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 3.2040, loss: 3.2040 +2025-06-29 02:51:11,498 - pyskl - INFO - Epoch [72][3000/3405] lr: 1.332e-02, eta: 1 day, 10:13:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 3.3412, loss: 3.3412 +2025-06-29 02:51:57,428 - pyskl - INFO - Epoch [72][3100/3405] lr: 1.331e-02, eta: 1 day, 10:12:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 3.1833, loss: 3.1833 +2025-06-29 02:52:43,220 - pyskl - INFO - Epoch [72][3200/3405] lr: 1.330e-02, eta: 1 day, 10:11:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.3004, loss: 3.3004 +2025-06-29 02:53:28,878 - pyskl - INFO - Epoch [72][3300/3405] lr: 1.329e-02, eta: 1 day, 10:10:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 3.3248, loss: 3.3248 +2025-06-29 02:54:14,545 - pyskl - INFO - Epoch [72][3400/3405] lr: 1.329e-02, eta: 1 day, 10:10:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.2860, loss: 3.2860 +2025-06-29 02:54:17,242 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-06-29 02:58:28,355 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 02:58:29,072 - pyskl - INFO - +top1_acc 0.7893 +top5_acc 0.9571 +2025-06-29 02:58:29,093 - pyskl - INFO - Epoch(val) [72][3718] top1_acc: 0.7893, top5_acc: 0.9571 +2025-06-29 02:59:38,255 - pyskl - INFO - Epoch [73][100/3405] lr: 1.328e-02, eta: 1 day, 10:09:35, time: 0.692, data_time: 0.232, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 3.2729, loss: 3.2729 +2025-06-29 03:00:24,130 - pyskl - INFO - Epoch [73][200/3405] lr: 1.327e-02, eta: 1 day, 10:08:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 3.2885, loss: 3.2885 +2025-06-29 03:01:09,929 - pyskl - INFO - Epoch [73][300/3405] lr: 1.326e-02, eta: 1 day, 10:08:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 3.1838, loss: 3.1838 +2025-06-29 03:01:55,826 - pyskl - INFO - Epoch [73][400/3405] lr: 1.325e-02, eta: 1 day, 10:07:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 3.2455, loss: 3.2455 +2025-06-29 03:02:41,634 - pyskl - INFO - Epoch [73][500/3405] lr: 1.325e-02, eta: 1 day, 10:06:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 3.2700, loss: 3.2700 +2025-06-29 03:03:27,298 - pyskl - INFO - Epoch [73][600/3405] lr: 1.324e-02, eta: 1 day, 10:05:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9812, loss_cls: 3.3064, loss: 3.3064 +2025-06-29 03:04:12,900 - pyskl - INFO - Epoch [73][700/3405] lr: 1.323e-02, eta: 1 day, 10:04:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 3.2466, loss: 3.2466 +2025-06-29 03:04:58,546 - pyskl - INFO - Epoch [73][800/3405] lr: 1.322e-02, eta: 1 day, 10:04:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 3.2651, loss: 3.2651 +2025-06-29 03:05:44,179 - pyskl - INFO - Epoch [73][900/3405] lr: 1.322e-02, eta: 1 day, 10:03:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9812, loss_cls: 3.1666, loss: 3.1666 +2025-06-29 03:06:29,826 - pyskl - INFO - Epoch [73][1000/3405] lr: 1.321e-02, eta: 1 day, 10:02:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 3.2261, loss: 3.2261 +2025-06-29 03:07:15,504 - pyskl - INFO - Epoch [73][1100/3405] lr: 1.320e-02, eta: 1 day, 10:01:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 3.1916, loss: 3.1916 +2025-06-29 03:08:01,366 - pyskl - INFO - Epoch [73][1200/3405] lr: 1.319e-02, eta: 1 day, 10:00:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 3.4275, loss: 3.4275 +2025-06-29 03:08:47,118 - pyskl - INFO - Epoch [73][1300/3405] lr: 1.319e-02, eta: 1 day, 10:00:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 3.2292, loss: 3.2292 +2025-06-29 03:09:32,784 - pyskl - INFO - Epoch [73][1400/3405] lr: 1.318e-02, eta: 1 day, 9:59:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.2784, loss: 3.2784 +2025-06-29 03:10:18,588 - pyskl - INFO - Epoch [73][1500/3405] lr: 1.317e-02, eta: 1 day, 9:58:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 3.2649, loss: 3.2649 +2025-06-29 03:11:04,201 - pyskl - INFO - Epoch [73][1600/3405] lr: 1.316e-02, eta: 1 day, 9:57:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9869, loss_cls: 3.1609, loss: 3.1609 +2025-06-29 03:11:49,757 - pyskl - INFO - Epoch [73][1700/3405] lr: 1.315e-02, eta: 1 day, 9:57:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 3.3255, loss: 3.3255 +2025-06-29 03:12:35,380 - pyskl - INFO - Epoch [73][1800/3405] lr: 1.315e-02, eta: 1 day, 9:56:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9831, loss_cls: 3.1827, loss: 3.1827 +2025-06-29 03:13:20,904 - pyskl - INFO - Epoch [73][1900/3405] lr: 1.314e-02, eta: 1 day, 9:55:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 3.3245, loss: 3.3245 +2025-06-29 03:14:06,292 - pyskl - INFO - Epoch [73][2000/3405] lr: 1.313e-02, eta: 1 day, 9:54:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 3.2451, loss: 3.2451 +2025-06-29 03:14:51,778 - pyskl - INFO - Epoch [73][2100/3405] lr: 1.312e-02, eta: 1 day, 9:53:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 3.2417, loss: 3.2417 +2025-06-29 03:15:37,269 - pyskl - INFO - Epoch [73][2200/3405] lr: 1.312e-02, eta: 1 day, 9:53:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 3.2763, loss: 3.2763 +2025-06-29 03:16:22,697 - pyskl - INFO - Epoch [73][2300/3405] lr: 1.311e-02, eta: 1 day, 9:52:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 3.2847, loss: 3.2847 +2025-06-29 03:17:08,184 - pyskl - INFO - Epoch [73][2400/3405] lr: 1.310e-02, eta: 1 day, 9:51:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9712, loss_cls: 3.3080, loss: 3.3080 +2025-06-29 03:17:53,573 - pyskl - INFO - Epoch [73][2500/3405] lr: 1.309e-02, eta: 1 day, 9:50:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 3.1806, loss: 3.1806 +2025-06-29 03:18:39,107 - pyskl - INFO - Epoch [73][2600/3405] lr: 1.309e-02, eta: 1 day, 9:49:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 3.2178, loss: 3.2178 +2025-06-29 03:19:24,642 - pyskl - INFO - Epoch [73][2700/3405] lr: 1.308e-02, eta: 1 day, 9:49:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 3.2862, loss: 3.2862 +2025-06-29 03:20:10,094 - pyskl - INFO - Epoch [73][2800/3405] lr: 1.307e-02, eta: 1 day, 9:48:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 3.2833, loss: 3.2833 +2025-06-29 03:20:55,836 - pyskl - INFO - Epoch [73][2900/3405] lr: 1.306e-02, eta: 1 day, 9:47:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 3.2027, loss: 3.2027 +2025-06-29 03:21:41,303 - pyskl - INFO - Epoch [73][3000/3405] lr: 1.305e-02, eta: 1 day, 9:46:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 3.2309, loss: 3.2309 +2025-06-29 03:22:26,940 - pyskl - INFO - Epoch [73][3100/3405] lr: 1.305e-02, eta: 1 day, 9:46:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9769, loss_cls: 3.4565, loss: 3.4565 +2025-06-29 03:23:12,458 - pyskl - INFO - Epoch [73][3200/3405] lr: 1.304e-02, eta: 1 day, 9:45:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 3.3466, loss: 3.3466 +2025-06-29 03:23:57,986 - pyskl - INFO - Epoch [73][3300/3405] lr: 1.303e-02, eta: 1 day, 9:44:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9675, loss_cls: 3.3663, loss: 3.3663 +2025-06-29 03:24:43,520 - pyskl - INFO - Epoch [73][3400/3405] lr: 1.302e-02, eta: 1 day, 9:43:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 3.3212, loss: 3.3212 +2025-06-29 03:24:46,131 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-06-29 03:28:57,597 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 03:28:58,212 - pyskl - INFO - +top1_acc 0.7337 +top5_acc 0.9258 +2025-06-29 03:28:58,233 - pyskl - INFO - Epoch(val) [73][3718] top1_acc: 0.7337, top5_acc: 0.9258 +2025-06-29 03:30:07,097 - pyskl - INFO - Epoch [74][100/3405] lr: 1.302e-02, eta: 1 day, 9:43:15, time: 0.689, data_time: 0.233, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 3.3353, loss: 3.3353 +2025-06-29 03:30:52,784 - pyskl - INFO - Epoch [74][200/3405] lr: 1.301e-02, eta: 1 day, 9:42:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 3.2400, loss: 3.2400 +2025-06-29 03:31:38,242 - pyskl - INFO - Epoch [74][300/3405] lr: 1.300e-02, eta: 1 day, 9:41:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 3.1147, loss: 3.1147 +2025-06-29 03:32:23,783 - pyskl - INFO - Epoch [74][400/3405] lr: 1.299e-02, eta: 1 day, 9:40:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 3.2705, loss: 3.2705 +2025-06-29 03:33:08,990 - pyskl - INFO - Epoch [74][500/3405] lr: 1.299e-02, eta: 1 day, 9:40:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 3.2471, loss: 3.2471 +2025-06-29 03:33:54,442 - pyskl - INFO - Epoch [74][600/3405] lr: 1.298e-02, eta: 1 day, 9:39:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 3.1371, loss: 3.1371 +2025-06-29 03:34:39,815 - pyskl - INFO - Epoch [74][700/3405] lr: 1.297e-02, eta: 1 day, 9:38:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 3.1414, loss: 3.1414 +2025-06-29 03:35:25,227 - pyskl - INFO - Epoch [74][800/3405] lr: 1.296e-02, eta: 1 day, 9:37:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 3.2435, loss: 3.2435 +2025-06-29 03:36:10,779 - pyskl - INFO - Epoch [74][900/3405] lr: 1.295e-02, eta: 1 day, 9:36:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9869, loss_cls: 3.2203, loss: 3.2203 +2025-06-29 03:36:56,528 - pyskl - INFO - Epoch [74][1000/3405] lr: 1.295e-02, eta: 1 day, 9:36:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9862, loss_cls: 3.3215, loss: 3.3215 +2025-06-29 03:37:42,078 - pyskl - INFO - Epoch [74][1100/3405] lr: 1.294e-02, eta: 1 day, 9:35:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 3.2917, loss: 3.2917 +2025-06-29 03:38:27,798 - pyskl - INFO - Epoch [74][1200/3405] lr: 1.293e-02, eta: 1 day, 9:34:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 3.3609, loss: 3.3609 +2025-06-29 03:39:13,797 - pyskl - INFO - Epoch [74][1300/3405] lr: 1.292e-02, eta: 1 day, 9:33:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 3.2643, loss: 3.2643 +2025-06-29 03:39:59,535 - pyskl - INFO - Epoch [74][1400/3405] lr: 1.292e-02, eta: 1 day, 9:33:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 3.2281, loss: 3.2281 +2025-06-29 03:40:45,196 - pyskl - INFO - Epoch [74][1500/3405] lr: 1.291e-02, eta: 1 day, 9:32:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 3.2235, loss: 3.2235 +2025-06-29 03:41:30,722 - pyskl - INFO - Epoch [74][1600/3405] lr: 1.290e-02, eta: 1 day, 9:31:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 3.3308, loss: 3.3308 +2025-06-29 03:42:16,284 - pyskl - INFO - Epoch [74][1700/3405] lr: 1.289e-02, eta: 1 day, 9:30:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 3.4373, loss: 3.4373 +2025-06-29 03:43:02,026 - pyskl - INFO - Epoch [74][1800/3405] lr: 1.289e-02, eta: 1 day, 9:29:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 3.2378, loss: 3.2378 +2025-06-29 03:43:47,743 - pyskl - INFO - Epoch [74][1900/3405] lr: 1.288e-02, eta: 1 day, 9:29:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.2311, loss: 3.2311 +2025-06-29 03:44:33,370 - pyskl - INFO - Epoch [74][2000/3405] lr: 1.287e-02, eta: 1 day, 9:28:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.3285, loss: 3.3285 +2025-06-29 03:45:19,122 - pyskl - INFO - Epoch [74][2100/3405] lr: 1.286e-02, eta: 1 day, 9:27:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 3.3231, loss: 3.3231 +2025-06-29 03:46:04,886 - pyskl - INFO - Epoch [74][2200/3405] lr: 1.285e-02, eta: 1 day, 9:26:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 3.2194, loss: 3.2194 +2025-06-29 03:46:50,670 - pyskl - INFO - Epoch [74][2300/3405] lr: 1.285e-02, eta: 1 day, 9:26:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 3.3370, loss: 3.3370 +2025-06-29 03:47:36,378 - pyskl - INFO - Epoch [74][2400/3405] lr: 1.284e-02, eta: 1 day, 9:25:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 3.1040, loss: 3.1040 +2025-06-29 03:48:22,313 - pyskl - INFO - Epoch [74][2500/3405] lr: 1.283e-02, eta: 1 day, 9:24:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 3.2792, loss: 3.2792 +2025-06-29 03:49:08,040 - pyskl - INFO - Epoch [74][2600/3405] lr: 1.282e-02, eta: 1 day, 9:23:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 3.1849, loss: 3.1849 +2025-06-29 03:49:53,736 - pyskl - INFO - Epoch [74][2700/3405] lr: 1.282e-02, eta: 1 day, 9:22:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 3.2421, loss: 3.2421 +2025-06-29 03:50:39,494 - pyskl - INFO - Epoch [74][2800/3405] lr: 1.281e-02, eta: 1 day, 9:22:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 3.1232, loss: 3.1232 +2025-06-29 03:51:25,158 - pyskl - INFO - Epoch [74][2900/3405] lr: 1.280e-02, eta: 1 day, 9:21:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9738, loss_cls: 3.1428, loss: 3.1428 +2025-06-29 03:52:10,882 - pyskl - INFO - Epoch [74][3000/3405] lr: 1.279e-02, eta: 1 day, 9:20:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 3.3190, loss: 3.3190 +2025-06-29 03:52:56,625 - pyskl - INFO - Epoch [74][3100/3405] lr: 1.279e-02, eta: 1 day, 9:19:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.3097, loss: 3.3097 +2025-06-29 03:53:42,343 - pyskl - INFO - Epoch [74][3200/3405] lr: 1.278e-02, eta: 1 day, 9:18:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 3.1983, loss: 3.1983 +2025-06-29 03:54:28,042 - pyskl - INFO - Epoch [74][3300/3405] lr: 1.277e-02, eta: 1 day, 9:18:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 3.2570, loss: 3.2570 +2025-06-29 03:55:13,687 - pyskl - INFO - Epoch [74][3400/3405] lr: 1.276e-02, eta: 1 day, 9:17:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.2263, loss: 3.2263 +2025-06-29 03:55:16,324 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-06-29 03:59:27,694 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 03:59:28,264 - pyskl - INFO - +top1_acc 0.7711 +top5_acc 0.9582 +2025-06-29 03:59:28,284 - pyskl - INFO - Epoch(val) [74][3718] top1_acc: 0.7711, top5_acc: 0.9582 +2025-06-29 04:00:36,570 - pyskl - INFO - Epoch [75][100/3405] lr: 1.275e-02, eta: 1 day, 9:16:55, time: 0.683, data_time: 0.227, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9750, loss_cls: 3.1741, loss: 3.1741 +2025-06-29 04:01:22,159 - pyskl - INFO - Epoch [75][200/3405] lr: 1.275e-02, eta: 1 day, 9:16:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 3.2192, loss: 3.2192 +2025-06-29 04:02:07,838 - pyskl - INFO - Epoch [75][300/3405] lr: 1.274e-02, eta: 1 day, 9:15:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 3.2004, loss: 3.2004 +2025-06-29 04:02:53,434 - pyskl - INFO - Epoch [75][400/3405] lr: 1.273e-02, eta: 1 day, 9:14:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 3.2134, loss: 3.2134 +2025-06-29 04:03:39,093 - pyskl - INFO - Epoch [75][500/3405] lr: 1.272e-02, eta: 1 day, 9:13:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9762, loss_cls: 3.2109, loss: 3.2109 +2025-06-29 04:04:24,713 - pyskl - INFO - Epoch [75][600/3405] lr: 1.272e-02, eta: 1 day, 9:13:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.2450, loss: 3.2450 +2025-06-29 04:05:10,380 - pyskl - INFO - Epoch [75][700/3405] lr: 1.271e-02, eta: 1 day, 9:12:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 3.1864, loss: 3.1864 +2025-06-29 04:05:56,057 - pyskl - INFO - Epoch [75][800/3405] lr: 1.270e-02, eta: 1 day, 9:11:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 3.2802, loss: 3.2802 +2025-06-29 04:06:41,881 - pyskl - INFO - Epoch [75][900/3405] lr: 1.269e-02, eta: 1 day, 9:10:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 3.3326, loss: 3.3326 +2025-06-29 04:07:27,565 - pyskl - INFO - Epoch [75][1000/3405] lr: 1.268e-02, eta: 1 day, 9:09:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9862, loss_cls: 3.2313, loss: 3.2313 +2025-06-29 04:08:13,238 - pyskl - INFO - Epoch [75][1100/3405] lr: 1.268e-02, eta: 1 day, 9:09:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 3.1700, loss: 3.1700 +2025-06-29 04:08:58,849 - pyskl - INFO - Epoch [75][1200/3405] lr: 1.267e-02, eta: 1 day, 9:08:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 3.2437, loss: 3.2437 +2025-06-29 04:09:44,552 - pyskl - INFO - Epoch [75][1300/3405] lr: 1.266e-02, eta: 1 day, 9:07:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 3.2521, loss: 3.2521 +2025-06-29 04:10:30,399 - pyskl - INFO - Epoch [75][1400/3405] lr: 1.265e-02, eta: 1 day, 9:06:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9706, loss_cls: 3.3207, loss: 3.3207 +2025-06-29 04:11:16,217 - pyskl - INFO - Epoch [75][1500/3405] lr: 1.265e-02, eta: 1 day, 9:05:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9825, loss_cls: 3.2751, loss: 3.2751 +2025-06-29 04:12:01,912 - pyskl - INFO - Epoch [75][1600/3405] lr: 1.264e-02, eta: 1 day, 9:05:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.3793, loss: 3.3793 +2025-06-29 04:12:47,538 - pyskl - INFO - Epoch [75][1700/3405] lr: 1.263e-02, eta: 1 day, 9:04:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 3.3192, loss: 3.3192 +2025-06-29 04:13:33,190 - pyskl - INFO - Epoch [75][1800/3405] lr: 1.262e-02, eta: 1 day, 9:03:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 3.3481, loss: 3.3481 +2025-06-29 04:14:18,753 - pyskl - INFO - Epoch [75][1900/3405] lr: 1.262e-02, eta: 1 day, 9:02:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9712, loss_cls: 3.2686, loss: 3.2686 +2025-06-29 04:15:04,434 - pyskl - INFO - Epoch [75][2000/3405] lr: 1.261e-02, eta: 1 day, 9:02:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9806, loss_cls: 3.2524, loss: 3.2524 +2025-06-29 04:15:50,100 - pyskl - INFO - Epoch [75][2100/3405] lr: 1.260e-02, eta: 1 day, 9:01:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 3.1015, loss: 3.1015 +2025-06-29 04:16:35,791 - pyskl - INFO - Epoch [75][2200/3405] lr: 1.259e-02, eta: 1 day, 9:00:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 3.1700, loss: 3.1700 +2025-06-29 04:17:21,529 - pyskl - INFO - Epoch [75][2300/3405] lr: 1.259e-02, eta: 1 day, 8:59:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 3.1874, loss: 3.1874 +2025-06-29 04:18:07,215 - pyskl - INFO - Epoch [75][2400/3405] lr: 1.258e-02, eta: 1 day, 8:58:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 3.2153, loss: 3.2153 +2025-06-29 04:18:52,994 - pyskl - INFO - Epoch [75][2500/3405] lr: 1.257e-02, eta: 1 day, 8:58:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 3.2889, loss: 3.2889 +2025-06-29 04:19:38,630 - pyskl - INFO - Epoch [75][2600/3405] lr: 1.256e-02, eta: 1 day, 8:57:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.2684, loss: 3.2684 +2025-06-29 04:20:24,594 - pyskl - INFO - Epoch [75][2700/3405] lr: 1.255e-02, eta: 1 day, 8:56:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 3.3152, loss: 3.3152 +2025-06-29 04:21:10,272 - pyskl - INFO - Epoch [75][2800/3405] lr: 1.255e-02, eta: 1 day, 8:55:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 3.1736, loss: 3.1736 +2025-06-29 04:21:55,969 - pyskl - INFO - Epoch [75][2900/3405] lr: 1.254e-02, eta: 1 day, 8:55:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9788, loss_cls: 3.2472, loss: 3.2472 +2025-06-29 04:22:41,575 - pyskl - INFO - Epoch [75][3000/3405] lr: 1.253e-02, eta: 1 day, 8:54:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 3.1489, loss: 3.1489 +2025-06-29 04:23:27,227 - pyskl - INFO - Epoch [75][3100/3405] lr: 1.252e-02, eta: 1 day, 8:53:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.3335, loss: 3.3335 +2025-06-29 04:24:12,927 - pyskl - INFO - Epoch [75][3200/3405] lr: 1.252e-02, eta: 1 day, 8:52:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 3.1712, loss: 3.1712 +2025-06-29 04:24:58,670 - pyskl - INFO - Epoch [75][3300/3405] lr: 1.251e-02, eta: 1 day, 8:51:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.2884, loss: 3.2884 +2025-06-29 04:25:44,475 - pyskl - INFO - Epoch [75][3400/3405] lr: 1.250e-02, eta: 1 day, 8:51:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 3.2104, loss: 3.2104 +2025-06-29 04:25:47,219 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-06-29 04:45:53,856 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 04:45:54,521 - pyskl - INFO - +top1_acc 0.7820 +top5_acc 0.9564 +2025-06-29 04:45:54,542 - pyskl - INFO - Epoch(val) [75][3718] top1_acc: 0.7820, top5_acc: 0.9564 +2025-06-29 04:47:02,825 - pyskl - INFO - Epoch [76][100/3405] lr: 1.249e-02, eta: 1 day, 8:50:37, time: 0.683, data_time: 0.228, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 3.1522, loss: 3.1522 +2025-06-29 04:47:48,449 - pyskl - INFO - Epoch [76][200/3405] lr: 1.248e-02, eta: 1 day, 8:49:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 3.1126, loss: 3.1126 +2025-06-29 04:48:34,068 - pyskl - INFO - Epoch [76][300/3405] lr: 1.248e-02, eta: 1 day, 8:49:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 3.0763, loss: 3.0763 +2025-06-29 04:49:19,781 - pyskl - INFO - Epoch [76][400/3405] lr: 1.247e-02, eta: 1 day, 8:48:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 3.1606, loss: 3.1606 +2025-06-29 04:50:05,425 - pyskl - INFO - Epoch [76][500/3405] lr: 1.246e-02, eta: 1 day, 8:47:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.3022, loss: 3.3022 +2025-06-29 04:50:51,113 - pyskl - INFO - Epoch [76][600/3405] lr: 1.245e-02, eta: 1 day, 8:46:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 3.2316, loss: 3.2316 +2025-06-29 04:51:36,665 - pyskl - INFO - Epoch [76][700/3405] lr: 1.245e-02, eta: 1 day, 8:45:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9788, loss_cls: 3.3456, loss: 3.3456 +2025-06-29 04:52:22,319 - pyskl - INFO - Epoch [76][800/3405] lr: 1.244e-02, eta: 1 day, 8:45:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 3.2133, loss: 3.2133 +2025-06-29 04:53:07,985 - pyskl - INFO - Epoch [76][900/3405] lr: 1.243e-02, eta: 1 day, 8:44:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 3.1851, loss: 3.1851 +2025-06-29 04:53:53,585 - pyskl - INFO - Epoch [76][1000/3405] lr: 1.242e-02, eta: 1 day, 8:43:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9825, loss_cls: 3.3104, loss: 3.3104 +2025-06-29 04:54:39,202 - pyskl - INFO - Epoch [76][1100/3405] lr: 1.242e-02, eta: 1 day, 8:42:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9725, loss_cls: 3.2404, loss: 3.2404 +2025-06-29 04:55:24,893 - pyskl - INFO - Epoch [76][1200/3405] lr: 1.241e-02, eta: 1 day, 8:42:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9850, loss_cls: 3.2622, loss: 3.2622 +2025-06-29 04:56:10,547 - pyskl - INFO - Epoch [76][1300/3405] lr: 1.240e-02, eta: 1 day, 8:41:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 3.1554, loss: 3.1554 +2025-06-29 04:56:56,177 - pyskl - INFO - Epoch [76][1400/3405] lr: 1.239e-02, eta: 1 day, 8:40:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.1924, loss: 3.1924 +2025-06-29 04:57:41,776 - pyskl - INFO - Epoch [76][1500/3405] lr: 1.238e-02, eta: 1 day, 8:39:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 3.1752, loss: 3.1752 +2025-06-29 04:58:27,201 - pyskl - INFO - Epoch [76][1600/3405] lr: 1.238e-02, eta: 1 day, 8:38:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9775, loss_cls: 3.2291, loss: 3.2291 +2025-06-29 04:59:12,750 - pyskl - INFO - Epoch [76][1700/3405] lr: 1.237e-02, eta: 1 day, 8:38:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 3.1356, loss: 3.1356 +2025-06-29 04:59:58,323 - pyskl - INFO - Epoch [76][1800/3405] lr: 1.236e-02, eta: 1 day, 8:37:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9738, loss_cls: 3.1979, loss: 3.1979 +2025-06-29 05:00:43,868 - pyskl - INFO - Epoch [76][1900/3405] lr: 1.235e-02, eta: 1 day, 8:36:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 3.2242, loss: 3.2242 +2025-06-29 05:01:29,437 - pyskl - INFO - Epoch [76][2000/3405] lr: 1.235e-02, eta: 1 day, 8:35:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 3.2767, loss: 3.2767 +2025-06-29 05:02:15,027 - pyskl - INFO - Epoch [76][2100/3405] lr: 1.234e-02, eta: 1 day, 8:34:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 3.0784, loss: 3.0784 +2025-06-29 05:03:00,549 - pyskl - INFO - Epoch [76][2200/3405] lr: 1.233e-02, eta: 1 day, 8:34:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 3.2969, loss: 3.2969 +2025-06-29 05:03:46,145 - pyskl - INFO - Epoch [76][2300/3405] lr: 1.232e-02, eta: 1 day, 8:33:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 3.1267, loss: 3.1267 +2025-06-29 05:04:31,819 - pyskl - INFO - Epoch [76][2400/3405] lr: 1.232e-02, eta: 1 day, 8:32:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.2627, loss: 3.2627 +2025-06-29 05:05:17,513 - pyskl - INFO - Epoch [76][2500/3405] lr: 1.231e-02, eta: 1 day, 8:31:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.1690, loss: 3.1690 +2025-06-29 05:06:03,233 - pyskl - INFO - Epoch [76][2600/3405] lr: 1.230e-02, eta: 1 day, 8:31:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 3.1726, loss: 3.1726 +2025-06-29 05:06:48,997 - pyskl - INFO - Epoch [76][2700/3405] lr: 1.229e-02, eta: 1 day, 8:30:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9731, loss_cls: 3.1934, loss: 3.1934 +2025-06-29 05:07:34,584 - pyskl - INFO - Epoch [76][2800/3405] lr: 1.228e-02, eta: 1 day, 8:29:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 3.3267, loss: 3.3267 +2025-06-29 05:08:20,227 - pyskl - INFO - Epoch [76][2900/3405] lr: 1.228e-02, eta: 1 day, 8:28:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9831, loss_cls: 3.2959, loss: 3.2959 +2025-06-29 05:09:05,909 - pyskl - INFO - Epoch [76][3000/3405] lr: 1.227e-02, eta: 1 day, 8:27:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 3.2368, loss: 3.2368 +2025-06-29 05:09:51,568 - pyskl - INFO - Epoch [76][3100/3405] lr: 1.226e-02, eta: 1 day, 8:27:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 3.1628, loss: 3.1628 +2025-06-29 05:10:37,287 - pyskl - INFO - Epoch [76][3200/3405] lr: 1.225e-02, eta: 1 day, 8:26:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 3.1753, loss: 3.1753 +2025-06-29 05:11:22,857 - pyskl - INFO - Epoch [76][3300/3405] lr: 1.225e-02, eta: 1 day, 8:25:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 3.2654, loss: 3.2654 +2025-06-29 05:12:08,428 - pyskl - INFO - Epoch [76][3400/3405] lr: 1.224e-02, eta: 1 day, 8:24:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 3.3585, loss: 3.3585 +2025-06-29 05:12:11,045 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-06-29 05:16:21,699 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 05:16:22,289 - pyskl - INFO - +top1_acc 0.8155 +top5_acc 0.9626 +2025-06-29 05:16:22,347 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_70.pth was removed +2025-06-29 05:16:23,372 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_76.pth. +2025-06-29 05:16:23,373 - pyskl - INFO - Best top1_acc is 0.8155 at 76 epoch. +2025-06-29 05:16:23,392 - pyskl - INFO - Epoch(val) [76][3718] top1_acc: 0.8155, top5_acc: 0.9626 +2025-06-29 05:17:31,705 - pyskl - INFO - Epoch [77][100/3405] lr: 1.223e-02, eta: 1 day, 8:24:17, time: 0.683, data_time: 0.228, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 2.9520, loss: 2.9520 +2025-06-29 05:18:17,264 - pyskl - INFO - Epoch [77][200/3405] lr: 1.222e-02, eta: 1 day, 8:23:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9762, loss_cls: 3.0410, loss: 3.0410 +2025-06-29 05:19:03,018 - pyskl - INFO - Epoch [77][300/3405] lr: 1.222e-02, eta: 1 day, 8:22:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 3.1690, loss: 3.1690 +2025-06-29 05:19:48,657 - pyskl - INFO - Epoch [77][400/3405] lr: 1.221e-02, eta: 1 day, 8:21:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.8720, loss: 2.8720 +2025-06-29 05:20:34,306 - pyskl - INFO - Epoch [77][500/3405] lr: 1.220e-02, eta: 1 day, 8:21:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 3.2450, loss: 3.2450 +2025-06-29 05:21:19,965 - pyskl - INFO - Epoch [77][600/3405] lr: 1.219e-02, eta: 1 day, 8:20:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 3.1712, loss: 3.1712 +2025-06-29 05:22:05,594 - pyskl - INFO - Epoch [77][700/3405] lr: 1.218e-02, eta: 1 day, 8:19:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.1925, loss: 3.1925 +2025-06-29 05:22:51,246 - pyskl - INFO - Epoch [77][800/3405] lr: 1.218e-02, eta: 1 day, 8:18:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 3.1489, loss: 3.1489 +2025-06-29 05:23:36,908 - pyskl - INFO - Epoch [77][900/3405] lr: 1.217e-02, eta: 1 day, 8:18:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 3.2654, loss: 3.2654 +2025-06-29 05:24:22,757 - pyskl - INFO - Epoch [77][1000/3405] lr: 1.216e-02, eta: 1 day, 8:17:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 3.2610, loss: 3.2610 +2025-06-29 05:25:08,525 - pyskl - INFO - Epoch [77][1100/3405] lr: 1.215e-02, eta: 1 day, 8:16:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 3.1632, loss: 3.1632 +2025-06-29 05:25:54,217 - pyskl - INFO - Epoch [77][1200/3405] lr: 1.215e-02, eta: 1 day, 8:15:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9888, loss_cls: 3.1795, loss: 3.1795 +2025-06-29 05:26:40,037 - pyskl - INFO - Epoch [77][1300/3405] lr: 1.214e-02, eta: 1 day, 8:14:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9838, loss_cls: 3.2523, loss: 3.2523 +2025-06-29 05:27:25,937 - pyskl - INFO - Epoch [77][1400/3405] lr: 1.213e-02, eta: 1 day, 8:14:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 3.2401, loss: 3.2401 +2025-06-29 05:28:11,837 - pyskl - INFO - Epoch [77][1500/3405] lr: 1.212e-02, eta: 1 day, 8:13:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 3.3046, loss: 3.3046 +2025-06-29 05:28:57,718 - pyskl - INFO - Epoch [77][1600/3405] lr: 1.212e-02, eta: 1 day, 8:12:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 3.1206, loss: 3.1206 +2025-06-29 05:29:43,625 - pyskl - INFO - Epoch [77][1700/3405] lr: 1.211e-02, eta: 1 day, 8:11:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.2166, loss: 3.2166 +2025-06-29 05:30:29,362 - pyskl - INFO - Epoch [77][1800/3405] lr: 1.210e-02, eta: 1 day, 8:11:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 3.1656, loss: 3.1656 +2025-06-29 05:31:15,101 - pyskl - INFO - Epoch [77][1900/3405] lr: 1.209e-02, eta: 1 day, 8:10:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 3.1436, loss: 3.1436 +2025-06-29 05:32:00,814 - pyskl - INFO - Epoch [77][2000/3405] lr: 1.208e-02, eta: 1 day, 8:09:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 3.1968, loss: 3.1968 +2025-06-29 05:32:46,507 - pyskl - INFO - Epoch [77][2100/3405] lr: 1.208e-02, eta: 1 day, 8:08:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 3.3746, loss: 3.3746 +2025-06-29 05:33:32,221 - pyskl - INFO - Epoch [77][2200/3405] lr: 1.207e-02, eta: 1 day, 8:07:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 3.2932, loss: 3.2932 +2025-06-29 05:34:17,919 - pyskl - INFO - Epoch [77][2300/3405] lr: 1.206e-02, eta: 1 day, 8:07:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 3.1467, loss: 3.1467 +2025-06-29 05:35:03,690 - pyskl - INFO - Epoch [77][2400/3405] lr: 1.205e-02, eta: 1 day, 8:06:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 3.1272, loss: 3.1272 +2025-06-29 05:35:49,417 - pyskl - INFO - Epoch [77][2500/3405] lr: 1.205e-02, eta: 1 day, 8:05:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 3.2407, loss: 3.2407 +2025-06-29 05:36:35,073 - pyskl - INFO - Epoch [77][2600/3405] lr: 1.204e-02, eta: 1 day, 8:04:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9812, loss_cls: 3.2509, loss: 3.2509 +2025-06-29 05:37:20,758 - pyskl - INFO - Epoch [77][2700/3405] lr: 1.203e-02, eta: 1 day, 8:03:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 3.1442, loss: 3.1442 +2025-06-29 05:38:06,490 - pyskl - INFO - Epoch [77][2800/3405] lr: 1.202e-02, eta: 1 day, 8:03:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 3.3378, loss: 3.3378 +2025-06-29 05:38:52,258 - pyskl - INFO - Epoch [77][2900/3405] lr: 1.202e-02, eta: 1 day, 8:02:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9719, loss_cls: 3.2841, loss: 3.2841 +2025-06-29 05:39:37,977 - pyskl - INFO - Epoch [77][3000/3405] lr: 1.201e-02, eta: 1 day, 8:01:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 3.1533, loss: 3.1533 +2025-06-29 05:40:23,838 - pyskl - INFO - Epoch [77][3100/3405] lr: 1.200e-02, eta: 1 day, 8:00:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 3.2991, loss: 3.2991 +2025-06-29 05:41:09,556 - pyskl - INFO - Epoch [77][3200/3405] lr: 1.199e-02, eta: 1 day, 8:00:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.2340, loss: 3.2340 +2025-06-29 05:41:55,171 - pyskl - INFO - Epoch [77][3300/3405] lr: 1.198e-02, eta: 1 day, 7:59:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9775, loss_cls: 3.2122, loss: 3.2122 +2025-06-29 05:42:40,846 - pyskl - INFO - Epoch [77][3400/3405] lr: 1.198e-02, eta: 1 day, 7:58:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9744, loss_cls: 3.1724, loss: 3.1724 +2025-06-29 05:42:43,491 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-06-29 05:46:50,777 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 05:46:51,338 - pyskl - INFO - +top1_acc 0.7903 +top5_acc 0.9553 +2025-06-29 05:46:51,357 - pyskl - INFO - Epoch(val) [77][3718] top1_acc: 0.7903, top5_acc: 0.9553 +2025-06-29 05:48:00,234 - pyskl - INFO - Epoch [78][100/3405] lr: 1.197e-02, eta: 1 day, 7:58:01, time: 0.689, data_time: 0.232, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 3.1622, loss: 3.1622 +2025-06-29 05:48:45,741 - pyskl - INFO - Epoch [78][200/3405] lr: 1.196e-02, eta: 1 day, 7:57:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 3.1212, loss: 3.1212 +2025-06-29 05:49:31,391 - pyskl - INFO - Epoch [78][300/3405] lr: 1.195e-02, eta: 1 day, 7:56:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 3.2104, loss: 3.2104 +2025-06-29 05:50:17,017 - pyskl - INFO - Epoch [78][400/3405] lr: 1.195e-02, eta: 1 day, 7:55:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.8458, loss: 2.8458 +2025-06-29 05:51:02,606 - pyskl - INFO - Epoch [78][500/3405] lr: 1.194e-02, eta: 1 day, 7:54:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 3.0386, loss: 3.0386 +2025-06-29 05:51:48,260 - pyskl - INFO - Epoch [78][600/3405] lr: 1.193e-02, eta: 1 day, 7:54:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 3.1709, loss: 3.1709 +2025-06-29 05:52:33,891 - pyskl - INFO - Epoch [78][700/3405] lr: 1.192e-02, eta: 1 day, 7:53:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 3.0168, loss: 3.0168 +2025-06-29 05:53:19,476 - pyskl - INFO - Epoch [78][800/3405] lr: 1.192e-02, eta: 1 day, 7:52:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 3.0859, loss: 3.0859 +2025-06-29 05:54:05,083 - pyskl - INFO - Epoch [78][900/3405] lr: 1.191e-02, eta: 1 day, 7:51:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 3.0312, loss: 3.0312 +2025-06-29 05:54:50,645 - pyskl - INFO - Epoch [78][1000/3405] lr: 1.190e-02, eta: 1 day, 7:50:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 3.2887, loss: 3.2887 +2025-06-29 05:55:36,290 - pyskl - INFO - Epoch [78][1100/3405] lr: 1.189e-02, eta: 1 day, 7:50:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 3.1605, loss: 3.1605 +2025-06-29 05:56:21,868 - pyskl - INFO - Epoch [78][1200/3405] lr: 1.188e-02, eta: 1 day, 7:49:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 3.0675, loss: 3.0675 +2025-06-29 05:57:07,389 - pyskl - INFO - Epoch [78][1300/3405] lr: 1.188e-02, eta: 1 day, 7:48:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9838, loss_cls: 3.2098, loss: 3.2098 +2025-06-29 05:57:52,876 - pyskl - INFO - Epoch [78][1400/3405] lr: 1.187e-02, eta: 1 day, 7:47:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 3.2128, loss: 3.2128 +2025-06-29 05:58:38,421 - pyskl - INFO - Epoch [78][1500/3405] lr: 1.186e-02, eta: 1 day, 7:47:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 3.2840, loss: 3.2840 +2025-06-29 05:59:23,927 - pyskl - INFO - Epoch [78][1600/3405] lr: 1.185e-02, eta: 1 day, 7:46:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 3.2229, loss: 3.2229 +2025-06-29 06:00:09,517 - pyskl - INFO - Epoch [78][1700/3405] lr: 1.185e-02, eta: 1 day, 7:45:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 3.1847, loss: 3.1847 +2025-06-29 06:00:55,051 - pyskl - INFO - Epoch [78][1800/3405] lr: 1.184e-02, eta: 1 day, 7:44:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.2413, loss: 3.2413 +2025-06-29 06:01:40,575 - pyskl - INFO - Epoch [78][1900/3405] lr: 1.183e-02, eta: 1 day, 7:43:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 3.1422, loss: 3.1422 +2025-06-29 06:02:26,224 - pyskl - INFO - Epoch [78][2000/3405] lr: 1.182e-02, eta: 1 day, 7:43:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9688, loss_cls: 3.3177, loss: 3.3177 +2025-06-29 06:03:11,944 - pyskl - INFO - Epoch [78][2100/3405] lr: 1.182e-02, eta: 1 day, 7:42:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 3.1667, loss: 3.1667 +2025-06-29 06:03:57,322 - pyskl - INFO - Epoch [78][2200/3405] lr: 1.181e-02, eta: 1 day, 7:41:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 3.1680, loss: 3.1680 +2025-06-29 06:04:42,968 - pyskl - INFO - Epoch [78][2300/3405] lr: 1.180e-02, eta: 1 day, 7:40:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 3.2075, loss: 3.2075 +2025-06-29 06:05:28,529 - pyskl - INFO - Epoch [78][2400/3405] lr: 1.179e-02, eta: 1 day, 7:39:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9919, loss_cls: 3.0232, loss: 3.0232 +2025-06-29 06:06:14,052 - pyskl - INFO - Epoch [78][2500/3405] lr: 1.178e-02, eta: 1 day, 7:39:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9794, loss_cls: 3.0951, loss: 3.0951 +2025-06-29 06:06:59,532 - pyskl - INFO - Epoch [78][2600/3405] lr: 1.178e-02, eta: 1 day, 7:38:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 3.1670, loss: 3.1670 +2025-06-29 06:07:44,819 - pyskl - INFO - Epoch [78][2700/3405] lr: 1.177e-02, eta: 1 day, 7:37:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.1655, loss: 3.1655 +2025-06-29 06:08:30,171 - pyskl - INFO - Epoch [78][2800/3405] lr: 1.176e-02, eta: 1 day, 7:36:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 3.2876, loss: 3.2876 +2025-06-29 06:09:16,077 - pyskl - INFO - Epoch [78][2900/3405] lr: 1.175e-02, eta: 1 day, 7:36:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 3.1892, loss: 3.1892 +2025-06-29 06:10:01,961 - pyskl - INFO - Epoch [78][3000/3405] lr: 1.175e-02, eta: 1 day, 7:35:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9706, loss_cls: 3.2591, loss: 3.2591 +2025-06-29 06:10:47,798 - pyskl - INFO - Epoch [78][3100/3405] lr: 1.174e-02, eta: 1 day, 7:34:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 3.0437, loss: 3.0437 +2025-06-29 06:11:33,281 - pyskl - INFO - Epoch [78][3200/3405] lr: 1.173e-02, eta: 1 day, 7:33:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.3085, loss: 3.3085 +2025-06-29 06:12:18,753 - pyskl - INFO - Epoch [78][3300/3405] lr: 1.172e-02, eta: 1 day, 7:32:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 3.1503, loss: 3.1503 +2025-06-29 06:13:04,295 - pyskl - INFO - Epoch [78][3400/3405] lr: 1.172e-02, eta: 1 day, 7:32:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 3.0577, loss: 3.0577 +2025-06-29 06:13:06,927 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-06-29 06:17:16,398 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 06:17:16,986 - pyskl - INFO - +top1_acc 0.7997 +top5_acc 0.9576 +2025-06-29 06:17:17,007 - pyskl - INFO - Epoch(val) [78][3718] top1_acc: 0.7997, top5_acc: 0.9576 +2025-06-29 06:18:25,153 - pyskl - INFO - Epoch [79][100/3405] lr: 1.171e-02, eta: 1 day, 7:31:39, time: 0.681, data_time: 0.227, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 3.0305, loss: 3.0305 +2025-06-29 06:19:10,579 - pyskl - INFO - Epoch [79][200/3405] lr: 1.170e-02, eta: 1 day, 7:30:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 3.1398, loss: 3.1398 +2025-06-29 06:19:55,999 - pyskl - INFO - Epoch [79][300/3405] lr: 1.169e-02, eta: 1 day, 7:30:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 3.1355, loss: 3.1355 +2025-06-29 06:20:41,643 - pyskl - INFO - Epoch [79][400/3405] lr: 1.168e-02, eta: 1 day, 7:29:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 3.0629, loss: 3.0629 +2025-06-29 06:21:27,147 - pyskl - INFO - Epoch [79][500/3405] lr: 1.168e-02, eta: 1 day, 7:28:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9844, loss_cls: 3.1758, loss: 3.1758 +2025-06-29 06:22:12,710 - pyskl - INFO - Epoch [79][600/3405] lr: 1.167e-02, eta: 1 day, 7:27:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9862, loss_cls: 3.1475, loss: 3.1475 +2025-06-29 06:22:58,231 - pyskl - INFO - Epoch [79][700/3405] lr: 1.166e-02, eta: 1 day, 7:26:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9869, loss_cls: 3.0254, loss: 3.0254 +2025-06-29 06:23:43,762 - pyskl - INFO - Epoch [79][800/3405] lr: 1.165e-02, eta: 1 day, 7:26:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 3.1415, loss: 3.1415 +2025-06-29 06:24:29,343 - pyskl - INFO - Epoch [79][900/3405] lr: 1.165e-02, eta: 1 day, 7:25:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 3.2121, loss: 3.2121 +2025-06-29 06:25:14,869 - pyskl - INFO - Epoch [79][1000/3405] lr: 1.164e-02, eta: 1 day, 7:24:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 3.0407, loss: 3.0407 +2025-06-29 06:26:00,386 - pyskl - INFO - Epoch [79][1100/3405] lr: 1.163e-02, eta: 1 day, 7:23:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 3.2205, loss: 3.2205 +2025-06-29 06:26:45,934 - pyskl - INFO - Epoch [79][1200/3405] lr: 1.162e-02, eta: 1 day, 7:23:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 3.1847, loss: 3.1847 +2025-06-29 06:27:31,554 - pyskl - INFO - Epoch [79][1300/3405] lr: 1.162e-02, eta: 1 day, 7:22:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.9939, loss: 2.9939 +2025-06-29 06:28:17,171 - pyskl - INFO - Epoch [79][1400/3405] lr: 1.161e-02, eta: 1 day, 7:21:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 3.1124, loss: 3.1124 +2025-06-29 06:29:02,895 - pyskl - INFO - Epoch [79][1500/3405] lr: 1.160e-02, eta: 1 day, 7:20:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 3.1050, loss: 3.1050 +2025-06-29 06:29:48,763 - pyskl - INFO - Epoch [79][1600/3405] lr: 1.159e-02, eta: 1 day, 7:19:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 3.1351, loss: 3.1351 +2025-06-29 06:30:34,482 - pyskl - INFO - Epoch [79][1700/3405] lr: 1.158e-02, eta: 1 day, 7:19:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9806, loss_cls: 3.1966, loss: 3.1966 +2025-06-29 06:31:20,184 - pyskl - INFO - Epoch [79][1800/3405] lr: 1.158e-02, eta: 1 day, 7:18:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 3.1140, loss: 3.1140 +2025-06-29 06:32:05,941 - pyskl - INFO - Epoch [79][1900/3405] lr: 1.157e-02, eta: 1 day, 7:17:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 3.2379, loss: 3.2379 +2025-06-29 06:32:51,636 - pyskl - INFO - Epoch [79][2000/3405] lr: 1.156e-02, eta: 1 day, 7:16:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 3.0220, loss: 3.0220 +2025-06-29 06:33:37,419 - pyskl - INFO - Epoch [79][2100/3405] lr: 1.155e-02, eta: 1 day, 7:16:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 3.1188, loss: 3.1188 +2025-06-29 06:34:23,096 - pyskl - INFO - Epoch [79][2200/3405] lr: 1.155e-02, eta: 1 day, 7:15:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 3.0802, loss: 3.0802 +2025-06-29 06:35:08,761 - pyskl - INFO - Epoch [79][2300/3405] lr: 1.154e-02, eta: 1 day, 7:14:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 3.1165, loss: 3.1165 +2025-06-29 06:35:54,634 - pyskl - INFO - Epoch [79][2400/3405] lr: 1.153e-02, eta: 1 day, 7:13:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 3.1135, loss: 3.1135 +2025-06-29 06:36:40,248 - pyskl - INFO - Epoch [79][2500/3405] lr: 1.152e-02, eta: 1 day, 7:12:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 3.2177, loss: 3.2177 +2025-06-29 06:37:25,736 - pyskl - INFO - Epoch [79][2600/3405] lr: 1.152e-02, eta: 1 day, 7:12:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9744, loss_cls: 3.1082, loss: 3.1082 +2025-06-29 06:38:11,255 - pyskl - INFO - Epoch [79][2700/3405] lr: 1.151e-02, eta: 1 day, 7:11:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9869, loss_cls: 3.1101, loss: 3.1101 +2025-06-29 06:38:56,879 - pyskl - INFO - Epoch [79][2800/3405] lr: 1.150e-02, eta: 1 day, 7:10:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 3.2473, loss: 3.2473 +2025-06-29 06:39:42,402 - pyskl - INFO - Epoch [79][2900/3405] lr: 1.149e-02, eta: 1 day, 7:09:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 3.1095, loss: 3.1095 +2025-06-29 06:40:28,070 - pyskl - INFO - Epoch [79][3000/3405] lr: 1.149e-02, eta: 1 day, 7:08:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 3.1282, loss: 3.1282 +2025-06-29 06:41:13,808 - pyskl - INFO - Epoch [79][3100/3405] lr: 1.148e-02, eta: 1 day, 7:08:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 3.2714, loss: 3.2714 +2025-06-29 06:41:59,443 - pyskl - INFO - Epoch [79][3200/3405] lr: 1.147e-02, eta: 1 day, 7:07:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 3.1844, loss: 3.1844 +2025-06-29 06:42:45,174 - pyskl - INFO - Epoch [79][3300/3405] lr: 1.146e-02, eta: 1 day, 7:06:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 3.2428, loss: 3.2428 +2025-06-29 06:43:30,853 - pyskl - INFO - Epoch [79][3400/3405] lr: 1.145e-02, eta: 1 day, 7:05:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 3.1749, loss: 3.1749 +2025-06-29 06:43:33,501 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-06-29 06:47:44,315 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 06:47:44,900 - pyskl - INFO - +top1_acc 0.7880 +top5_acc 0.9534 +2025-06-29 06:47:44,918 - pyskl - INFO - Epoch(val) [79][3718] top1_acc: 0.7880, top5_acc: 0.9534 +2025-06-29 06:48:53,797 - pyskl - INFO - Epoch [80][100/3405] lr: 1.145e-02, eta: 1 day, 7:05:20, time: 0.689, data_time: 0.232, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 3.0285, loss: 3.0285 +2025-06-29 06:49:39,550 - pyskl - INFO - Epoch [80][200/3405] lr: 1.144e-02, eta: 1 day, 7:04:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.9523, loss: 2.9523 +2025-06-29 06:50:25,215 - pyskl - INFO - Epoch [80][300/3405] lr: 1.143e-02, eta: 1 day, 7:03:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 3.0280, loss: 3.0280 +2025-06-29 06:51:10,886 - pyskl - INFO - Epoch [80][400/3405] lr: 1.142e-02, eta: 1 day, 7:02:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.1684, loss: 3.1684 +2025-06-29 06:51:56,568 - pyskl - INFO - Epoch [80][500/3405] lr: 1.142e-02, eta: 1 day, 7:02:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 3.0906, loss: 3.0906 +2025-06-29 06:52:42,143 - pyskl - INFO - Epoch [80][600/3405] lr: 1.141e-02, eta: 1 day, 7:01:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 3.1238, loss: 3.1238 +2025-06-29 06:53:27,786 - pyskl - INFO - Epoch [80][700/3405] lr: 1.140e-02, eta: 1 day, 7:00:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 3.1677, loss: 3.1677 +2025-06-29 06:54:13,696 - pyskl - INFO - Epoch [80][800/3405] lr: 1.139e-02, eta: 1 day, 6:59:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9875, loss_cls: 3.0829, loss: 3.0829 +2025-06-29 06:54:59,389 - pyskl - INFO - Epoch [80][900/3405] lr: 1.139e-02, eta: 1 day, 6:59:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 3.0206, loss: 3.0206 +2025-06-29 06:55:45,131 - pyskl - INFO - Epoch [80][1000/3405] lr: 1.138e-02, eta: 1 day, 6:58:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9831, loss_cls: 3.1441, loss: 3.1441 +2025-06-29 06:56:30,855 - pyskl - INFO - Epoch [80][1100/3405] lr: 1.137e-02, eta: 1 day, 6:57:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 3.1625, loss: 3.1625 +2025-06-29 06:57:16,485 - pyskl - INFO - Epoch [80][1200/3405] lr: 1.136e-02, eta: 1 day, 6:56:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 3.1898, loss: 3.1898 +2025-06-29 06:58:02,166 - pyskl - INFO - Epoch [80][1300/3405] lr: 1.135e-02, eta: 1 day, 6:55:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 3.1136, loss: 3.1136 +2025-06-29 06:58:47,908 - pyskl - INFO - Epoch [80][1400/3405] lr: 1.135e-02, eta: 1 day, 6:55:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 3.1978, loss: 3.1978 +2025-06-29 06:59:33,717 - pyskl - INFO - Epoch [80][1500/3405] lr: 1.134e-02, eta: 1 day, 6:54:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.1973, loss: 3.1973 +2025-06-29 07:00:19,268 - pyskl - INFO - Epoch [80][1600/3405] lr: 1.133e-02, eta: 1 day, 6:53:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 3.0278, loss: 3.0278 +2025-06-29 07:01:05,081 - pyskl - INFO - Epoch [80][1700/3405] lr: 1.132e-02, eta: 1 day, 6:52:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 3.0942, loss: 3.0942 +2025-06-29 07:01:50,898 - pyskl - INFO - Epoch [80][1800/3405] lr: 1.132e-02, eta: 1 day, 6:52:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 3.0425, loss: 3.0425 +2025-06-29 07:02:36,681 - pyskl - INFO - Epoch [80][1900/3405] lr: 1.131e-02, eta: 1 day, 6:51:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9856, loss_cls: 3.0315, loss: 3.0315 +2025-06-29 07:03:22,224 - pyskl - INFO - Epoch [80][2000/3405] lr: 1.130e-02, eta: 1 day, 6:50:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9856, loss_cls: 3.1831, loss: 3.1831 +2025-06-29 07:04:07,897 - pyskl - INFO - Epoch [80][2100/3405] lr: 1.129e-02, eta: 1 day, 6:49:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9788, loss_cls: 3.3215, loss: 3.3215 +2025-06-29 07:04:53,418 - pyskl - INFO - Epoch [80][2200/3405] lr: 1.129e-02, eta: 1 day, 6:48:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 2.9617, loss: 2.9617 +2025-06-29 07:05:38,981 - pyskl - INFO - Epoch [80][2300/3405] lr: 1.128e-02, eta: 1 day, 6:48:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 3.1064, loss: 3.1064 +2025-06-29 07:06:24,561 - pyskl - INFO - Epoch [80][2400/3405] lr: 1.127e-02, eta: 1 day, 6:47:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 3.1644, loss: 3.1644 +2025-06-29 07:07:10,238 - pyskl - INFO - Epoch [80][2500/3405] lr: 1.126e-02, eta: 1 day, 6:46:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 3.1641, loss: 3.1641 +2025-06-29 07:07:55,839 - pyskl - INFO - Epoch [80][2600/3405] lr: 1.126e-02, eta: 1 day, 6:45:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 3.0778, loss: 3.0778 +2025-06-29 07:08:41,483 - pyskl - INFO - Epoch [80][2700/3405] lr: 1.125e-02, eta: 1 day, 6:45:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.3073, loss: 3.3073 +2025-06-29 07:09:27,136 - pyskl - INFO - Epoch [80][2800/3405] lr: 1.124e-02, eta: 1 day, 6:44:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 3.2696, loss: 3.2696 +2025-06-29 07:10:12,702 - pyskl - INFO - Epoch [80][2900/3405] lr: 1.123e-02, eta: 1 day, 6:43:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.0467, loss: 3.0467 +2025-06-29 07:10:58,438 - pyskl - INFO - Epoch [80][3000/3405] lr: 1.122e-02, eta: 1 day, 6:42:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 3.0987, loss: 3.0987 +2025-06-29 07:11:44,121 - pyskl - INFO - Epoch [80][3100/3405] lr: 1.122e-02, eta: 1 day, 6:41:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 3.0938, loss: 3.0938 +2025-06-29 07:12:29,784 - pyskl - INFO - Epoch [80][3200/3405] lr: 1.121e-02, eta: 1 day, 6:41:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 3.0593, loss: 3.0593 +2025-06-29 07:13:15,601 - pyskl - INFO - Epoch [80][3300/3405] lr: 1.120e-02, eta: 1 day, 6:40:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 3.1727, loss: 3.1727 +2025-06-29 07:14:01,378 - pyskl - INFO - Epoch [80][3400/3405] lr: 1.119e-02, eta: 1 day, 6:39:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 3.0683, loss: 3.0683 +2025-06-29 07:14:03,984 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-06-29 07:33:58,809 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 07:33:59,449 - pyskl - INFO - +top1_acc 0.7134 +top5_acc 0.9188 +2025-06-29 07:33:59,470 - pyskl - INFO - Epoch(val) [80][3718] top1_acc: 0.7134, top5_acc: 0.9188 +2025-06-29 07:35:07,852 - pyskl - INFO - Epoch [81][100/3405] lr: 1.119e-02, eta: 1 day, 6:39:02, time: 0.684, data_time: 0.227, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9869, loss_cls: 3.1255, loss: 3.1255 +2025-06-29 07:35:53,552 - pyskl - INFO - Epoch [81][200/3405] lr: 1.118e-02, eta: 1 day, 6:38:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 2.9784, loss: 2.9784 +2025-06-29 07:36:39,300 - pyskl - INFO - Epoch [81][300/3405] lr: 1.117e-02, eta: 1 day, 6:37:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 3.1143, loss: 3.1143 +2025-06-29 07:37:25,018 - pyskl - INFO - Epoch [81][400/3405] lr: 1.116e-02, eta: 1 day, 6:36:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.9847, loss: 2.9847 +2025-06-29 07:38:10,549 - pyskl - INFO - Epoch [81][500/3405] lr: 1.116e-02, eta: 1 day, 6:35:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 3.0727, loss: 3.0727 +2025-06-29 07:38:56,077 - pyskl - INFO - Epoch [81][600/3405] lr: 1.115e-02, eta: 1 day, 6:35:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 3.1268, loss: 3.1268 +2025-06-29 07:39:41,596 - pyskl - INFO - Epoch [81][700/3405] lr: 1.114e-02, eta: 1 day, 6:34:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 3.1172, loss: 3.1172 +2025-06-29 07:40:27,088 - pyskl - INFO - Epoch [81][800/3405] lr: 1.113e-02, eta: 1 day, 6:33:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 3.1266, loss: 3.1266 +2025-06-29 07:41:12,639 - pyskl - INFO - Epoch [81][900/3405] lr: 1.112e-02, eta: 1 day, 6:32:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 3.0641, loss: 3.0641 +2025-06-29 07:41:58,354 - pyskl - INFO - Epoch [81][1000/3405] lr: 1.112e-02, eta: 1 day, 6:31:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 3.0354, loss: 3.0354 +2025-06-29 07:42:44,015 - pyskl - INFO - Epoch [81][1100/3405] lr: 1.111e-02, eta: 1 day, 6:31:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 3.0135, loss: 3.0135 +2025-06-29 07:43:29,637 - pyskl - INFO - Epoch [81][1200/3405] lr: 1.110e-02, eta: 1 day, 6:30:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 3.2469, loss: 3.2469 +2025-06-29 07:44:15,314 - pyskl - INFO - Epoch [81][1300/3405] lr: 1.109e-02, eta: 1 day, 6:29:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.1307, loss: 3.1307 +2025-06-29 07:45:00,949 - pyskl - INFO - Epoch [81][1400/3405] lr: 1.109e-02, eta: 1 day, 6:28:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 3.0627, loss: 3.0627 +2025-06-29 07:45:46,582 - pyskl - INFO - Epoch [81][1500/3405] lr: 1.108e-02, eta: 1 day, 6:28:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 3.1691, loss: 3.1691 +2025-06-29 07:46:32,282 - pyskl - INFO - Epoch [81][1600/3405] lr: 1.107e-02, eta: 1 day, 6:27:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.1297, loss: 3.1297 +2025-06-29 07:47:17,817 - pyskl - INFO - Epoch [81][1700/3405] lr: 1.106e-02, eta: 1 day, 6:26:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 3.0808, loss: 3.0808 +2025-06-29 07:48:03,389 - pyskl - INFO - Epoch [81][1800/3405] lr: 1.106e-02, eta: 1 day, 6:25:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9756, loss_cls: 3.1279, loss: 3.1279 +2025-06-29 07:48:49,046 - pyskl - INFO - Epoch [81][1900/3405] lr: 1.105e-02, eta: 1 day, 6:24:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 3.2324, loss: 3.2324 +2025-06-29 07:49:34,681 - pyskl - INFO - Epoch [81][2000/3405] lr: 1.104e-02, eta: 1 day, 6:24:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 3.1334, loss: 3.1334 +2025-06-29 07:50:20,214 - pyskl - INFO - Epoch [81][2100/3405] lr: 1.103e-02, eta: 1 day, 6:23:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.1311, loss: 3.1311 +2025-06-29 07:51:05,827 - pyskl - INFO - Epoch [81][2200/3405] lr: 1.103e-02, eta: 1 day, 6:22:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 3.1612, loss: 3.1612 +2025-06-29 07:51:51,368 - pyskl - INFO - Epoch [81][2300/3405] lr: 1.102e-02, eta: 1 day, 6:21:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 3.0041, loss: 3.0041 +2025-06-29 07:52:36,876 - pyskl - INFO - Epoch [81][2400/3405] lr: 1.101e-02, eta: 1 day, 6:21:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 3.0818, loss: 3.0818 +2025-06-29 07:53:22,392 - pyskl - INFO - Epoch [81][2500/3405] lr: 1.100e-02, eta: 1 day, 6:20:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.9804, loss: 2.9804 +2025-06-29 07:54:07,932 - pyskl - INFO - Epoch [81][2600/3405] lr: 1.099e-02, eta: 1 day, 6:19:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.1723, loss: 3.1723 +2025-06-29 07:54:53,373 - pyskl - INFO - Epoch [81][2700/3405] lr: 1.099e-02, eta: 1 day, 6:18:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 3.0560, loss: 3.0560 +2025-06-29 07:55:38,798 - pyskl - INFO - Epoch [81][2800/3405] lr: 1.098e-02, eta: 1 day, 6:17:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.2021, loss: 3.2021 +2025-06-29 07:56:24,446 - pyskl - INFO - Epoch [81][2900/3405] lr: 1.097e-02, eta: 1 day, 6:17:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 3.0799, loss: 3.0799 +2025-06-29 07:57:09,889 - pyskl - INFO - Epoch [81][3000/3405] lr: 1.096e-02, eta: 1 day, 6:16:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 3.0792, loss: 3.0792 +2025-06-29 07:57:55,462 - pyskl - INFO - Epoch [81][3100/3405] lr: 1.096e-02, eta: 1 day, 6:15:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 3.0207, loss: 3.0207 +2025-06-29 07:58:41,139 - pyskl - INFO - Epoch [81][3200/3405] lr: 1.095e-02, eta: 1 day, 6:14:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 3.1553, loss: 3.1553 +2025-06-29 07:59:26,674 - pyskl - INFO - Epoch [81][3300/3405] lr: 1.094e-02, eta: 1 day, 6:14:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 3.1115, loss: 3.1115 +2025-06-29 08:00:12,246 - pyskl - INFO - Epoch [81][3400/3405] lr: 1.093e-02, eta: 1 day, 6:13:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 3.2232, loss: 3.2232 +2025-06-29 08:00:14,837 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-06-29 08:04:22,003 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 08:04:22,579 - pyskl - INFO - +top1_acc 0.8139 +top5_acc 0.9620 +2025-06-29 08:04:22,602 - pyskl - INFO - Epoch(val) [81][3718] top1_acc: 0.8139, top5_acc: 0.9620 +2025-06-29 08:05:31,218 - pyskl - INFO - Epoch [82][100/3405] lr: 1.093e-02, eta: 1 day, 6:12:41, time: 0.686, data_time: 0.230, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 3.1069, loss: 3.1069 +2025-06-29 08:06:16,882 - pyskl - INFO - Epoch [82][200/3405] lr: 1.092e-02, eta: 1 day, 6:11:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 2.9326, loss: 2.9326 +2025-06-29 08:07:02,547 - pyskl - INFO - Epoch [82][300/3405] lr: 1.091e-02, eta: 1 day, 6:11:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 3.0095, loss: 3.0095 +2025-06-29 08:07:48,213 - pyskl - INFO - Epoch [82][400/3405] lr: 1.090e-02, eta: 1 day, 6:10:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 3.1648, loss: 3.1648 +2025-06-29 08:08:33,937 - pyskl - INFO - Epoch [82][500/3405] lr: 1.090e-02, eta: 1 day, 6:09:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 3.0164, loss: 3.0164 +2025-06-29 08:09:19,588 - pyskl - INFO - Epoch [82][600/3405] lr: 1.089e-02, eta: 1 day, 6:08:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9894, loss_cls: 2.9583, loss: 2.9583 +2025-06-29 08:10:05,195 - pyskl - INFO - Epoch [82][700/3405] lr: 1.088e-02, eta: 1 day, 6:08:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 3.1590, loss: 3.1590 +2025-06-29 08:10:50,794 - pyskl - INFO - Epoch [82][800/3405] lr: 1.087e-02, eta: 1 day, 6:07:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9850, loss_cls: 2.9961, loss: 2.9961 +2025-06-29 08:11:36,227 - pyskl - INFO - Epoch [82][900/3405] lr: 1.086e-02, eta: 1 day, 6:06:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 3.0903, loss: 3.0903 +2025-06-29 08:12:21,613 - pyskl - INFO - Epoch [82][1000/3405] lr: 1.086e-02, eta: 1 day, 6:05:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 3.2794, loss: 3.2794 +2025-06-29 08:13:07,090 - pyskl - INFO - Epoch [82][1100/3405] lr: 1.085e-02, eta: 1 day, 6:04:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 3.1130, loss: 3.1130 +2025-06-29 08:13:52,611 - pyskl - INFO - Epoch [82][1200/3405] lr: 1.084e-02, eta: 1 day, 6:04:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9738, loss_cls: 3.1656, loss: 3.1656 +2025-06-29 08:14:38,195 - pyskl - INFO - Epoch [82][1300/3405] lr: 1.083e-02, eta: 1 day, 6:03:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 3.0725, loss: 3.0725 +2025-06-29 08:15:23,705 - pyskl - INFO - Epoch [82][1400/3405] lr: 1.083e-02, eta: 1 day, 6:02:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9825, loss_cls: 3.0990, loss: 3.0990 +2025-06-29 08:16:09,158 - pyskl - INFO - Epoch [82][1500/3405] lr: 1.082e-02, eta: 1 day, 6:01:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 3.0598, loss: 3.0598 +2025-06-29 08:16:54,721 - pyskl - INFO - Epoch [82][1600/3405] lr: 1.081e-02, eta: 1 day, 6:00:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9881, loss_cls: 2.9249, loss: 2.9249 +2025-06-29 08:17:40,380 - pyskl - INFO - Epoch [82][1700/3405] lr: 1.080e-02, eta: 1 day, 6:00:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9769, loss_cls: 3.1403, loss: 3.1403 +2025-06-29 08:18:25,938 - pyskl - INFO - Epoch [82][1800/3405] lr: 1.080e-02, eta: 1 day, 5:59:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.1829, loss: 3.1829 +2025-06-29 08:19:11,749 - pyskl - INFO - Epoch [82][1900/3405] lr: 1.079e-02, eta: 1 day, 5:58:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9850, loss_cls: 3.0485, loss: 3.0485 +2025-06-29 08:19:57,530 - pyskl - INFO - Epoch [82][2000/3405] lr: 1.078e-02, eta: 1 day, 5:57:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 3.0456, loss: 3.0456 +2025-06-29 08:20:43,249 - pyskl - INFO - Epoch [82][2100/3405] lr: 1.077e-02, eta: 1 day, 5:57:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 3.1447, loss: 3.1447 +2025-06-29 08:21:28,973 - pyskl - INFO - Epoch [82][2200/3405] lr: 1.077e-02, eta: 1 day, 5:56:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 3.0721, loss: 3.0721 +2025-06-29 08:22:14,716 - pyskl - INFO - Epoch [82][2300/3405] lr: 1.076e-02, eta: 1 day, 5:55:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 3.0414, loss: 3.0414 +2025-06-29 08:23:00,523 - pyskl - INFO - Epoch [82][2400/3405] lr: 1.075e-02, eta: 1 day, 5:54:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 3.0364, loss: 3.0364 +2025-06-29 08:23:46,316 - pyskl - INFO - Epoch [82][2500/3405] lr: 1.074e-02, eta: 1 day, 5:53:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 3.1131, loss: 3.1131 +2025-06-29 08:24:31,860 - pyskl - INFO - Epoch [82][2600/3405] lr: 1.074e-02, eta: 1 day, 5:53:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 2.9728, loss: 2.9728 +2025-06-29 08:25:17,477 - pyskl - INFO - Epoch [82][2700/3405] lr: 1.073e-02, eta: 1 day, 5:52:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 3.2578, loss: 3.2578 +2025-06-29 08:26:03,020 - pyskl - INFO - Epoch [82][2800/3405] lr: 1.072e-02, eta: 1 day, 5:51:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 3.1731, loss: 3.1731 +2025-06-29 08:26:48,516 - pyskl - INFO - Epoch [82][2900/3405] lr: 1.071e-02, eta: 1 day, 5:50:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 3.0276, loss: 3.0276 +2025-06-29 08:27:34,091 - pyskl - INFO - Epoch [82][3000/3405] lr: 1.070e-02, eta: 1 day, 5:50:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 3.1070, loss: 3.1070 +2025-06-29 08:28:19,679 - pyskl - INFO - Epoch [82][3100/3405] lr: 1.070e-02, eta: 1 day, 5:49:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 3.1133, loss: 3.1133 +2025-06-29 08:29:05,294 - pyskl - INFO - Epoch [82][3200/3405] lr: 1.069e-02, eta: 1 day, 5:48:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 3.0220, loss: 3.0220 +2025-06-29 08:29:50,905 - pyskl - INFO - Epoch [82][3300/3405] lr: 1.068e-02, eta: 1 day, 5:47:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 3.1955, loss: 3.1955 +2025-06-29 08:30:36,515 - pyskl - INFO - Epoch [82][3400/3405] lr: 1.067e-02, eta: 1 day, 5:46:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 3.0899, loss: 3.0899 +2025-06-29 08:30:39,152 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-06-29 08:34:50,199 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 08:34:50,760 - pyskl - INFO - +top1_acc 0.8181 +top5_acc 0.9634 +2025-06-29 08:34:50,824 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_76.pth was removed +2025-06-29 08:34:51,905 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_82.pth. +2025-06-29 08:34:51,906 - pyskl - INFO - Best top1_acc is 0.8181 at 82 epoch. +2025-06-29 08:34:51,928 - pyskl - INFO - Epoch(val) [82][3718] top1_acc: 0.8181, top5_acc: 0.9634 +2025-06-29 08:36:00,430 - pyskl - INFO - Epoch [83][100/3405] lr: 1.067e-02, eta: 1 day, 5:46:22, time: 0.685, data_time: 0.229, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 3.0386, loss: 3.0386 +2025-06-29 08:36:46,144 - pyskl - INFO - Epoch [83][200/3405] lr: 1.066e-02, eta: 1 day, 5:45:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9894, loss_cls: 2.9794, loss: 2.9794 +2025-06-29 08:37:31,870 - pyskl - INFO - Epoch [83][300/3405] lr: 1.065e-02, eta: 1 day, 5:44:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.9181, loss: 2.9181 +2025-06-29 08:38:17,521 - pyskl - INFO - Epoch [83][400/3405] lr: 1.064e-02, eta: 1 day, 5:44:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.9472, loss: 2.9472 +2025-06-29 08:39:03,434 - pyskl - INFO - Epoch [83][500/3405] lr: 1.064e-02, eta: 1 day, 5:43:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9888, loss_cls: 2.9746, loss: 2.9746 +2025-06-29 08:39:48,945 - pyskl - INFO - Epoch [83][600/3405] lr: 1.063e-02, eta: 1 day, 5:42:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 2.9626, loss: 2.9626 +2025-06-29 08:40:34,451 - pyskl - INFO - Epoch [83][700/3405] lr: 1.062e-02, eta: 1 day, 5:41:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9875, loss_cls: 3.1164, loss: 3.1164 +2025-06-29 08:41:20,013 - pyskl - INFO - Epoch [83][800/3405] lr: 1.061e-02, eta: 1 day, 5:40:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 3.0903, loss: 3.0903 +2025-06-29 08:42:05,562 - pyskl - INFO - Epoch [83][900/3405] lr: 1.061e-02, eta: 1 day, 5:40:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9875, loss_cls: 3.0009, loss: 3.0009 +2025-06-29 08:42:51,110 - pyskl - INFO - Epoch [83][1000/3405] lr: 1.060e-02, eta: 1 day, 5:39:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.8428, loss: 2.8428 +2025-06-29 08:43:36,777 - pyskl - INFO - Epoch [83][1100/3405] lr: 1.059e-02, eta: 1 day, 5:38:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 3.0177, loss: 3.0177 +2025-06-29 08:44:22,314 - pyskl - INFO - Epoch [83][1200/3405] lr: 1.058e-02, eta: 1 day, 5:37:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 3.1003, loss: 3.1003 +2025-06-29 08:45:07,831 - pyskl - INFO - Epoch [83][1300/3405] lr: 1.058e-02, eta: 1 day, 5:36:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 3.0846, loss: 3.0846 +2025-06-29 08:45:53,343 - pyskl - INFO - Epoch [83][1400/3405] lr: 1.057e-02, eta: 1 day, 5:36:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9719, loss_cls: 3.1640, loss: 3.1640 +2025-06-29 08:46:38,777 - pyskl - INFO - Epoch [83][1500/3405] lr: 1.056e-02, eta: 1 day, 5:35:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 3.0423, loss: 3.0423 +2025-06-29 08:47:24,254 - pyskl - INFO - Epoch [83][1600/3405] lr: 1.055e-02, eta: 1 day, 5:34:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 3.0164, loss: 3.0164 +2025-06-29 08:48:09,791 - pyskl - INFO - Epoch [83][1700/3405] lr: 1.054e-02, eta: 1 day, 5:33:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 3.0318, loss: 3.0318 +2025-06-29 08:48:55,266 - pyskl - INFO - Epoch [83][1800/3405] lr: 1.054e-02, eta: 1 day, 5:33:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.9341, loss: 2.9341 +2025-06-29 08:49:40,817 - pyskl - INFO - Epoch [83][1900/3405] lr: 1.053e-02, eta: 1 day, 5:32:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.9725, loss: 2.9725 +2025-06-29 08:50:26,416 - pyskl - INFO - Epoch [83][2000/3405] lr: 1.052e-02, eta: 1 day, 5:31:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.9977, loss: 2.9977 +2025-06-29 08:51:11,925 - pyskl - INFO - Epoch [83][2100/3405] lr: 1.051e-02, eta: 1 day, 5:30:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9869, loss_cls: 3.1148, loss: 3.1148 +2025-06-29 08:51:57,430 - pyskl - INFO - Epoch [83][2200/3405] lr: 1.051e-02, eta: 1 day, 5:29:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 3.1738, loss: 3.1738 +2025-06-29 08:52:43,026 - pyskl - INFO - Epoch [83][2300/3405] lr: 1.050e-02, eta: 1 day, 5:29:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 3.1308, loss: 3.1308 +2025-06-29 08:53:28,829 - pyskl - INFO - Epoch [83][2400/3405] lr: 1.049e-02, eta: 1 day, 5:28:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.1521, loss: 3.1521 +2025-06-29 08:54:14,545 - pyskl - INFO - Epoch [83][2500/3405] lr: 1.048e-02, eta: 1 day, 5:27:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 3.0361, loss: 3.0361 +2025-06-29 08:55:00,396 - pyskl - INFO - Epoch [83][2600/3405] lr: 1.048e-02, eta: 1 day, 5:26:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9744, loss_cls: 3.0058, loss: 3.0058 +2025-06-29 08:55:45,918 - pyskl - INFO - Epoch [83][2700/3405] lr: 1.047e-02, eta: 1 day, 5:26:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.9463, loss: 2.9463 +2025-06-29 08:56:31,353 - pyskl - INFO - Epoch [83][2800/3405] lr: 1.046e-02, eta: 1 day, 5:25:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 3.0047, loss: 3.0047 +2025-06-29 08:57:16,729 - pyskl - INFO - Epoch [83][2900/3405] lr: 1.045e-02, eta: 1 day, 5:24:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 3.0369, loss: 3.0369 +2025-06-29 08:58:02,105 - pyskl - INFO - Epoch [83][3000/3405] lr: 1.045e-02, eta: 1 day, 5:23:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 3.1581, loss: 3.1581 +2025-06-29 08:58:47,472 - pyskl - INFO - Epoch [83][3100/3405] lr: 1.044e-02, eta: 1 day, 5:22:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 3.1108, loss: 3.1108 +2025-06-29 08:59:32,803 - pyskl - INFO - Epoch [83][3200/3405] lr: 1.043e-02, eta: 1 day, 5:22:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 3.1121, loss: 3.1121 +2025-06-29 09:00:18,201 - pyskl - INFO - Epoch [83][3300/3405] lr: 1.042e-02, eta: 1 day, 5:21:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 3.0398, loss: 3.0398 +2025-06-29 09:01:03,662 - pyskl - INFO - Epoch [83][3400/3405] lr: 1.042e-02, eta: 1 day, 5:20:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 3.0721, loss: 3.0721 +2025-06-29 09:01:06,271 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-06-29 09:05:16,376 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 09:05:16,922 - pyskl - INFO - +top1_acc 0.8115 +top5_acc 0.9624 +2025-06-29 09:05:16,940 - pyskl - INFO - Epoch(val) [83][3718] top1_acc: 0.8115, top5_acc: 0.9624 +2025-06-29 09:06:25,612 - pyskl - INFO - Epoch [84][100/3405] lr: 1.041e-02, eta: 1 day, 5:20:01, time: 0.687, data_time: 0.229, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.9796, loss: 2.9796 +2025-06-29 09:07:11,122 - pyskl - INFO - Epoch [84][200/3405] lr: 1.040e-02, eta: 1 day, 5:19:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 3.0995, loss: 3.0995 +2025-06-29 09:07:56,582 - pyskl - INFO - Epoch [84][300/3405] lr: 1.039e-02, eta: 1 day, 5:18:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.9440, loss: 2.9440 +2025-06-29 09:08:42,048 - pyskl - INFO - Epoch [84][400/3405] lr: 1.039e-02, eta: 1 day, 5:17:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 2.9695, loss: 2.9695 +2025-06-29 09:09:27,625 - pyskl - INFO - Epoch [84][500/3405] lr: 1.038e-02, eta: 1 day, 5:16:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 3.0276, loss: 3.0276 +2025-06-29 09:10:13,174 - pyskl - INFO - Epoch [84][600/3405] lr: 1.037e-02, eta: 1 day, 5:16:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.0709, loss: 3.0709 +2025-06-29 09:10:58,786 - pyskl - INFO - Epoch [84][700/3405] lr: 1.036e-02, eta: 1 day, 5:15:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9769, loss_cls: 3.1841, loss: 3.1841 +2025-06-29 09:11:44,635 - pyskl - INFO - Epoch [84][800/3405] lr: 1.035e-02, eta: 1 day, 5:14:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9825, loss_cls: 2.9478, loss: 2.9478 +2025-06-29 09:12:30,316 - pyskl - INFO - Epoch [84][900/3405] lr: 1.035e-02, eta: 1 day, 5:13:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 3.0106, loss: 3.0106 +2025-06-29 09:13:15,953 - pyskl - INFO - Epoch [84][1000/3405] lr: 1.034e-02, eta: 1 day, 5:12:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 3.0163, loss: 3.0163 +2025-06-29 09:14:01,667 - pyskl - INFO - Epoch [84][1100/3405] lr: 1.033e-02, eta: 1 day, 5:12:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.1685, loss: 3.1685 +2025-06-29 09:14:47,337 - pyskl - INFO - Epoch [84][1200/3405] lr: 1.032e-02, eta: 1 day, 5:11:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 3.0218, loss: 3.0218 +2025-06-29 09:15:32,961 - pyskl - INFO - Epoch [84][1300/3405] lr: 1.032e-02, eta: 1 day, 5:10:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.9417, loss: 2.9417 +2025-06-29 09:16:18,640 - pyskl - INFO - Epoch [84][1400/3405] lr: 1.031e-02, eta: 1 day, 5:09:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.9750, loss: 2.9750 +2025-06-29 09:17:04,387 - pyskl - INFO - Epoch [84][1500/3405] lr: 1.030e-02, eta: 1 day, 5:09:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.9929, loss: 2.9929 +2025-06-29 09:17:50,088 - pyskl - INFO - Epoch [84][1600/3405] lr: 1.029e-02, eta: 1 day, 5:08:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 3.0960, loss: 3.0960 +2025-06-29 09:18:35,791 - pyskl - INFO - Epoch [84][1700/3405] lr: 1.029e-02, eta: 1 day, 5:07:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 3.0745, loss: 3.0745 +2025-06-29 09:19:21,540 - pyskl - INFO - Epoch [84][1800/3405] lr: 1.028e-02, eta: 1 day, 5:06:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 3.0670, loss: 3.0670 +2025-06-29 09:20:07,289 - pyskl - INFO - Epoch [84][1900/3405] lr: 1.027e-02, eta: 1 day, 5:05:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.9745, loss: 2.9745 +2025-06-29 09:20:53,071 - pyskl - INFO - Epoch [84][2000/3405] lr: 1.026e-02, eta: 1 day, 5:05:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 3.0084, loss: 3.0084 +2025-06-29 09:21:38,712 - pyskl - INFO - Epoch [84][2100/3405] lr: 1.026e-02, eta: 1 day, 5:04:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.9771, loss: 2.9771 +2025-06-29 09:22:24,256 - pyskl - INFO - Epoch [84][2200/3405] lr: 1.025e-02, eta: 1 day, 5:03:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 3.0122, loss: 3.0122 +2025-06-29 09:23:09,842 - pyskl - INFO - Epoch [84][2300/3405] lr: 1.024e-02, eta: 1 day, 5:02:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 2.9152, loss: 2.9152 +2025-06-29 09:23:55,469 - pyskl - INFO - Epoch [84][2400/3405] lr: 1.023e-02, eta: 1 day, 5:02:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.9747, loss: 2.9747 +2025-06-29 09:24:41,198 - pyskl - INFO - Epoch [84][2500/3405] lr: 1.023e-02, eta: 1 day, 5:01:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 3.1341, loss: 3.1341 +2025-06-29 09:25:26,873 - pyskl - INFO - Epoch [84][2600/3405] lr: 1.022e-02, eta: 1 day, 5:00:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.9418, loss: 2.9418 +2025-06-29 09:26:12,531 - pyskl - INFO - Epoch [84][2700/3405] lr: 1.021e-02, eta: 1 day, 4:59:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 3.0751, loss: 3.0751 +2025-06-29 09:26:58,172 - pyskl - INFO - Epoch [84][2800/3405] lr: 1.020e-02, eta: 1 day, 4:58:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 3.0654, loss: 3.0654 +2025-06-29 09:27:43,855 - pyskl - INFO - Epoch [84][2900/3405] lr: 1.020e-02, eta: 1 day, 4:58:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.9829, loss: 2.9829 +2025-06-29 09:28:29,499 - pyskl - INFO - Epoch [84][3000/3405] lr: 1.019e-02, eta: 1 day, 4:57:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 3.1452, loss: 3.1452 +2025-06-29 09:29:15,177 - pyskl - INFO - Epoch [84][3100/3405] lr: 1.018e-02, eta: 1 day, 4:56:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.9846, loss: 2.9846 +2025-06-29 09:30:00,891 - pyskl - INFO - Epoch [84][3200/3405] lr: 1.017e-02, eta: 1 day, 4:55:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.9689, loss: 2.9689 +2025-06-29 09:30:46,605 - pyskl - INFO - Epoch [84][3300/3405] lr: 1.017e-02, eta: 1 day, 4:55:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 3.0619, loss: 3.0619 +2025-06-29 09:31:32,240 - pyskl - INFO - Epoch [84][3400/3405] lr: 1.016e-02, eta: 1 day, 4:54:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 3.0778, loss: 3.0778 +2025-06-29 09:31:34,932 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-06-29 09:35:46,568 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 09:35:47,127 - pyskl - INFO - +top1_acc 0.8015 +top5_acc 0.9593 +2025-06-29 09:35:47,150 - pyskl - INFO - Epoch(val) [84][3718] top1_acc: 0.8015, top5_acc: 0.9593 +2025-06-29 09:36:56,489 - pyskl - INFO - Epoch [85][100/3405] lr: 1.015e-02, eta: 1 day, 4:53:43, time: 0.693, data_time: 0.236, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 2.9847, loss: 2.9847 +2025-06-29 09:37:42,187 - pyskl - INFO - Epoch [85][200/3405] lr: 1.014e-02, eta: 1 day, 4:52:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 2.9681, loss: 2.9681 +2025-06-29 09:38:27,826 - pyskl - INFO - Epoch [85][300/3405] lr: 1.014e-02, eta: 1 day, 4:52:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 3.0503, loss: 3.0503 +2025-06-29 09:39:13,440 - pyskl - INFO - Epoch [85][400/3405] lr: 1.013e-02, eta: 1 day, 4:51:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.9253, loss: 2.9253 +2025-06-29 09:39:59,254 - pyskl - INFO - Epoch [85][500/3405] lr: 1.012e-02, eta: 1 day, 4:50:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 3.0728, loss: 3.0728 +2025-06-29 09:40:44,919 - pyskl - INFO - Epoch [85][600/3405] lr: 1.011e-02, eta: 1 day, 4:49:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 2.9794, loss: 2.9794 +2025-06-29 09:41:30,514 - pyskl - INFO - Epoch [85][700/3405] lr: 1.010e-02, eta: 1 day, 4:49:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.9639, loss: 2.9639 +2025-06-29 09:42:16,027 - pyskl - INFO - Epoch [85][800/3405] lr: 1.010e-02, eta: 1 day, 4:48:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.9037, loss: 2.9037 +2025-06-29 09:43:01,508 - pyskl - INFO - Epoch [85][900/3405] lr: 1.009e-02, eta: 1 day, 4:47:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 3.0307, loss: 3.0307 +2025-06-29 09:43:47,017 - pyskl - INFO - Epoch [85][1000/3405] lr: 1.008e-02, eta: 1 day, 4:46:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.9031, loss: 2.9031 +2025-06-29 09:44:32,529 - pyskl - INFO - Epoch [85][1100/3405] lr: 1.007e-02, eta: 1 day, 4:45:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.9807, loss: 2.9807 +2025-06-29 09:45:18,045 - pyskl - INFO - Epoch [85][1200/3405] lr: 1.007e-02, eta: 1 day, 4:45:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 3.0051, loss: 3.0051 +2025-06-29 09:46:03,534 - pyskl - INFO - Epoch [85][1300/3405] lr: 1.006e-02, eta: 1 day, 4:44:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.9650, loss: 2.9650 +2025-06-29 09:46:48,997 - pyskl - INFO - Epoch [85][1400/3405] lr: 1.005e-02, eta: 1 day, 4:43:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 2.9813, loss: 2.9813 +2025-06-29 09:47:34,427 - pyskl - INFO - Epoch [85][1500/3405] lr: 1.004e-02, eta: 1 day, 4:42:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 3.0110, loss: 3.0110 +2025-06-29 09:48:20,002 - pyskl - INFO - Epoch [85][1600/3405] lr: 1.004e-02, eta: 1 day, 4:42:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 2.9814, loss: 2.9814 +2025-06-29 09:49:05,527 - pyskl - INFO - Epoch [85][1700/3405] lr: 1.003e-02, eta: 1 day, 4:41:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9894, loss_cls: 2.9723, loss: 2.9723 +2025-06-29 09:49:51,207 - pyskl - INFO - Epoch [85][1800/3405] lr: 1.002e-02, eta: 1 day, 4:40:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 3.1386, loss: 3.1386 +2025-06-29 09:50:36,873 - pyskl - INFO - Epoch [85][1900/3405] lr: 1.001e-02, eta: 1 day, 4:39:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 3.0496, loss: 3.0496 +2025-06-29 09:51:22,484 - pyskl - INFO - Epoch [85][2000/3405] lr: 1.001e-02, eta: 1 day, 4:38:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 3.0794, loss: 3.0794 +2025-06-29 09:52:08,062 - pyskl - INFO - Epoch [85][2100/3405] lr: 9.999e-03, eta: 1 day, 4:38:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.9418, loss: 2.9418 +2025-06-29 09:52:53,571 - pyskl - INFO - Epoch [85][2200/3405] lr: 9.992e-03, eta: 1 day, 4:37:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 3.0496, loss: 3.0496 +2025-06-29 09:53:39,261 - pyskl - INFO - Epoch [85][2300/3405] lr: 9.984e-03, eta: 1 day, 4:36:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9862, loss_cls: 3.0774, loss: 3.0774 +2025-06-29 09:54:24,897 - pyskl - INFO - Epoch [85][2400/3405] lr: 9.977e-03, eta: 1 day, 4:35:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 3.0182, loss: 3.0182 +2025-06-29 09:55:10,426 - pyskl - INFO - Epoch [85][2500/3405] lr: 9.969e-03, eta: 1 day, 4:34:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.9656, loss: 2.9656 +2025-06-29 09:55:55,999 - pyskl - INFO - Epoch [85][2600/3405] lr: 9.962e-03, eta: 1 day, 4:34:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 3.0551, loss: 3.0551 +2025-06-29 09:56:41,579 - pyskl - INFO - Epoch [85][2700/3405] lr: 9.954e-03, eta: 1 day, 4:33:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 3.1213, loss: 3.1213 +2025-06-29 09:57:27,170 - pyskl - INFO - Epoch [85][2800/3405] lr: 9.947e-03, eta: 1 day, 4:32:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 2.9697, loss: 2.9697 +2025-06-29 09:58:12,757 - pyskl - INFO - Epoch [85][2900/3405] lr: 9.939e-03, eta: 1 day, 4:31:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 3.0959, loss: 3.0959 +2025-06-29 09:58:58,322 - pyskl - INFO - Epoch [85][3000/3405] lr: 9.932e-03, eta: 1 day, 4:31:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9862, loss_cls: 2.9456, loss: 2.9456 +2025-06-29 09:59:43,862 - pyskl - INFO - Epoch [85][3100/3405] lr: 9.924e-03, eta: 1 day, 4:30:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 3.0302, loss: 3.0302 +2025-06-29 10:00:29,310 - pyskl - INFO - Epoch [85][3200/3405] lr: 9.917e-03, eta: 1 day, 4:29:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9869, loss_cls: 3.0365, loss: 3.0365 +2025-06-29 10:01:14,775 - pyskl - INFO - Epoch [85][3300/3405] lr: 9.909e-03, eta: 1 day, 4:28:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 3.1213, loss: 3.1213 +2025-06-29 10:02:00,277 - pyskl - INFO - Epoch [85][3400/3405] lr: 9.902e-03, eta: 1 day, 4:27:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 3.0322, loss: 3.0322 +2025-06-29 10:02:02,957 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-06-29 10:20:30,723 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 10:20:31,384 - pyskl - INFO - +top1_acc 0.8107 +top5_acc 0.9641 +2025-06-29 10:20:31,404 - pyskl - INFO - Epoch(val) [85][3718] top1_acc: 0.8107, top5_acc: 0.9641 +2025-06-29 10:21:40,197 - pyskl - INFO - Epoch [86][100/3405] lr: 9.894e-03, eta: 1 day, 4:27:23, time: 0.688, data_time: 0.231, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.9359, loss: 2.9359 +2025-06-29 10:22:25,835 - pyskl - INFO - Epoch [86][200/3405] lr: 9.886e-03, eta: 1 day, 4:26:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.8618, loss: 2.8618 +2025-06-29 10:23:11,540 - pyskl - INFO - Epoch [86][300/3405] lr: 9.879e-03, eta: 1 day, 4:25:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.8500, loss: 2.8500 +2025-06-29 10:23:57,224 - pyskl - INFO - Epoch [86][400/3405] lr: 9.871e-03, eta: 1 day, 4:25:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 2.9088, loss: 2.9088 +2025-06-29 10:24:42,804 - pyskl - INFO - Epoch [86][500/3405] lr: 9.864e-03, eta: 1 day, 4:24:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9906, loss_cls: 2.8367, loss: 2.8367 +2025-06-29 10:25:28,348 - pyskl - INFO - Epoch [86][600/3405] lr: 9.856e-03, eta: 1 day, 4:23:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.9215, loss: 2.9215 +2025-06-29 10:26:13,843 - pyskl - INFO - Epoch [86][700/3405] lr: 9.849e-03, eta: 1 day, 4:22:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 2.7969, loss: 2.7969 +2025-06-29 10:26:59,340 - pyskl - INFO - Epoch [86][800/3405] lr: 9.841e-03, eta: 1 day, 4:21:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 3.0193, loss: 3.0193 +2025-06-29 10:27:44,903 - pyskl - INFO - Epoch [86][900/3405] lr: 9.834e-03, eta: 1 day, 4:21:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 2.9476, loss: 2.9476 +2025-06-29 10:28:30,524 - pyskl - INFO - Epoch [86][1000/3405] lr: 9.826e-03, eta: 1 day, 4:20:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.9489, loss: 2.9489 +2025-06-29 10:29:16,177 - pyskl - INFO - Epoch [86][1100/3405] lr: 9.819e-03, eta: 1 day, 4:19:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 3.1068, loss: 3.1068 +2025-06-29 10:30:01,823 - pyskl - INFO - Epoch [86][1200/3405] lr: 9.811e-03, eta: 1 day, 4:18:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 3.0309, loss: 3.0309 +2025-06-29 10:30:47,421 - pyskl - INFO - Epoch [86][1300/3405] lr: 9.803e-03, eta: 1 day, 4:18:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.8932, loss: 2.8932 +2025-06-29 10:31:32,858 - pyskl - INFO - Epoch [86][1400/3405] lr: 9.796e-03, eta: 1 day, 4:17:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.9862, loss: 2.9862 +2025-06-29 10:32:18,526 - pyskl - INFO - Epoch [86][1500/3405] lr: 9.788e-03, eta: 1 day, 4:16:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.8737, loss: 2.8737 +2025-06-29 10:33:04,273 - pyskl - INFO - Epoch [86][1600/3405] lr: 9.781e-03, eta: 1 day, 4:15:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9881, loss_cls: 3.0001, loss: 3.0001 +2025-06-29 10:33:49,837 - pyskl - INFO - Epoch [86][1700/3405] lr: 9.773e-03, eta: 1 day, 4:14:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 3.1107, loss: 3.1107 +2025-06-29 10:34:35,368 - pyskl - INFO - Epoch [86][1800/3405] lr: 9.766e-03, eta: 1 day, 4:14:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.9584, loss: 2.9584 +2025-06-29 10:35:20,937 - pyskl - INFO - Epoch [86][1900/3405] lr: 9.758e-03, eta: 1 day, 4:13:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 2.9780, loss: 2.9780 +2025-06-29 10:36:06,452 - pyskl - INFO - Epoch [86][2000/3405] lr: 9.751e-03, eta: 1 day, 4:12:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 3.0009, loss: 3.0009 +2025-06-29 10:36:52,122 - pyskl - INFO - Epoch [86][2100/3405] lr: 9.743e-03, eta: 1 day, 4:11:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 3.0100, loss: 3.0100 +2025-06-29 10:37:37,703 - pyskl - INFO - Epoch [86][2200/3405] lr: 9.736e-03, eta: 1 day, 4:11:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 3.0895, loss: 3.0895 +2025-06-29 10:38:23,382 - pyskl - INFO - Epoch [86][2300/3405] lr: 9.728e-03, eta: 1 day, 4:10:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9881, loss_cls: 3.0171, loss: 3.0171 +2025-06-29 10:39:08,927 - pyskl - INFO - Epoch [86][2400/3405] lr: 9.721e-03, eta: 1 day, 4:09:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9850, loss_cls: 3.1828, loss: 3.1828 +2025-06-29 10:39:54,390 - pyskl - INFO - Epoch [86][2500/3405] lr: 9.713e-03, eta: 1 day, 4:08:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 3.0559, loss: 3.0559 +2025-06-29 10:40:39,942 - pyskl - INFO - Epoch [86][2600/3405] lr: 9.706e-03, eta: 1 day, 4:07:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 2.9724, loss: 2.9724 +2025-06-29 10:41:25,476 - pyskl - INFO - Epoch [86][2700/3405] lr: 9.698e-03, eta: 1 day, 4:07:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.9730, loss: 2.9730 +2025-06-29 10:42:10,959 - pyskl - INFO - Epoch [86][2800/3405] lr: 9.691e-03, eta: 1 day, 4:06:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 3.0922, loss: 3.0922 +2025-06-29 10:42:56,459 - pyskl - INFO - Epoch [86][2900/3405] lr: 9.684e-03, eta: 1 day, 4:05:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 3.0129, loss: 3.0129 +2025-06-29 10:43:42,100 - pyskl - INFO - Epoch [86][3000/3405] lr: 9.676e-03, eta: 1 day, 4:04:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 3.0303, loss: 3.0303 +2025-06-29 10:44:27,714 - pyskl - INFO - Epoch [86][3100/3405] lr: 9.669e-03, eta: 1 day, 4:03:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 2.9617, loss: 2.9617 +2025-06-29 10:45:13,231 - pyskl - INFO - Epoch [86][3200/3405] lr: 9.661e-03, eta: 1 day, 4:03:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9800, loss_cls: 2.8942, loss: 2.8942 +2025-06-29 10:45:58,766 - pyskl - INFO - Epoch [86][3300/3405] lr: 9.654e-03, eta: 1 day, 4:02:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.9738, loss: 2.9738 +2025-06-29 10:46:44,197 - pyskl - INFO - Epoch [86][3400/3405] lr: 9.646e-03, eta: 1 day, 4:01:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9738, loss_cls: 3.1378, loss: 3.1378 +2025-06-29 10:46:46,838 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-06-29 10:50:54,547 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 10:50:55,215 - pyskl - INFO - +top1_acc 0.8098 +top5_acc 0.9603 +2025-06-29 10:50:55,236 - pyskl - INFO - Epoch(val) [86][3718] top1_acc: 0.8098, top5_acc: 0.9603 +2025-06-29 10:52:03,973 - pyskl - INFO - Epoch [87][100/3405] lr: 9.638e-03, eta: 1 day, 4:01:04, time: 0.687, data_time: 0.231, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.8829, loss: 2.8829 +2025-06-29 10:52:49,691 - pyskl - INFO - Epoch [87][200/3405] lr: 9.631e-03, eta: 1 day, 4:00:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.8665, loss: 2.8665 +2025-06-29 10:53:35,267 - pyskl - INFO - Epoch [87][300/3405] lr: 9.623e-03, eta: 1 day, 3:59:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 2.8908, loss: 2.8908 +2025-06-29 10:54:20,916 - pyskl - INFO - Epoch [87][400/3405] lr: 9.616e-03, eta: 1 day, 3:58:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9906, loss_cls: 2.9094, loss: 2.9094 +2025-06-29 10:55:06,406 - pyskl - INFO - Epoch [87][500/3405] lr: 9.608e-03, eta: 1 day, 3:57:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.9947, loss: 2.9947 +2025-06-29 10:55:52,253 - pyskl - INFO - Epoch [87][600/3405] lr: 9.601e-03, eta: 1 day, 3:57:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 2.9993, loss: 2.9993 +2025-06-29 10:56:38,041 - pyskl - INFO - Epoch [87][700/3405] lr: 9.593e-03, eta: 1 day, 3:56:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.9535, loss: 2.9535 +2025-06-29 10:57:23,642 - pyskl - INFO - Epoch [87][800/3405] lr: 9.586e-03, eta: 1 day, 3:55:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.9894, loss: 2.9894 +2025-06-29 10:58:09,593 - pyskl - INFO - Epoch [87][900/3405] lr: 9.578e-03, eta: 1 day, 3:54:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.9700, loss: 2.9700 +2025-06-29 10:58:55,186 - pyskl - INFO - Epoch [87][1000/3405] lr: 9.571e-03, eta: 1 day, 3:54:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.8601, loss: 2.8601 +2025-06-29 10:59:40,910 - pyskl - INFO - Epoch [87][1100/3405] lr: 9.563e-03, eta: 1 day, 3:53:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 3.0233, loss: 3.0233 +2025-06-29 11:00:26,797 - pyskl - INFO - Epoch [87][1200/3405] lr: 9.556e-03, eta: 1 day, 3:52:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9788, loss_cls: 2.9003, loss: 2.9003 +2025-06-29 11:01:12,383 - pyskl - INFO - Epoch [87][1300/3405] lr: 9.548e-03, eta: 1 day, 3:51:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.9111, loss: 2.9111 +2025-06-29 11:01:58,150 - pyskl - INFO - Epoch [87][1400/3405] lr: 9.541e-03, eta: 1 day, 3:50:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9894, loss_cls: 2.9932, loss: 2.9932 +2025-06-29 11:02:43,917 - pyskl - INFO - Epoch [87][1500/3405] lr: 9.534e-03, eta: 1 day, 3:50:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.9332, loss: 2.9332 +2025-06-29 11:03:29,487 - pyskl - INFO - Epoch [87][1600/3405] lr: 9.526e-03, eta: 1 day, 3:49:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.9847, loss: 2.9847 +2025-06-29 11:04:15,031 - pyskl - INFO - Epoch [87][1700/3405] lr: 9.519e-03, eta: 1 day, 3:48:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 2.9078, loss: 2.9078 +2025-06-29 11:05:00,489 - pyskl - INFO - Epoch [87][1800/3405] lr: 9.511e-03, eta: 1 day, 3:47:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.8788, loss: 2.8788 +2025-06-29 11:05:46,049 - pyskl - INFO - Epoch [87][1900/3405] lr: 9.504e-03, eta: 1 day, 3:47:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.8560, loss: 2.8560 +2025-06-29 11:06:31,748 - pyskl - INFO - Epoch [87][2000/3405] lr: 9.496e-03, eta: 1 day, 3:46:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 3.0356, loss: 3.0356 +2025-06-29 11:07:17,421 - pyskl - INFO - Epoch [87][2100/3405] lr: 9.489e-03, eta: 1 day, 3:45:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.8561, loss: 2.8561 +2025-06-29 11:08:03,108 - pyskl - INFO - Epoch [87][2200/3405] lr: 9.481e-03, eta: 1 day, 3:44:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 3.1076, loss: 3.1076 +2025-06-29 11:08:48,892 - pyskl - INFO - Epoch [87][2300/3405] lr: 9.474e-03, eta: 1 day, 3:43:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.8813, loss: 2.8813 +2025-06-29 11:09:34,480 - pyskl - INFO - Epoch [87][2400/3405] lr: 9.466e-03, eta: 1 day, 3:43:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 2.9849, loss: 2.9849 +2025-06-29 11:10:20,232 - pyskl - INFO - Epoch [87][2500/3405] lr: 9.459e-03, eta: 1 day, 3:42:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.9950, loss: 2.9950 +2025-06-29 11:11:05,953 - pyskl - INFO - Epoch [87][2600/3405] lr: 9.451e-03, eta: 1 day, 3:41:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 3.1432, loss: 3.1432 +2025-06-29 11:11:51,690 - pyskl - INFO - Epoch [87][2700/3405] lr: 9.444e-03, eta: 1 day, 3:40:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.9765, loss: 2.9765 +2025-06-29 11:12:37,418 - pyskl - INFO - Epoch [87][2800/3405] lr: 9.437e-03, eta: 1 day, 3:40:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.9780, loss: 2.9780 +2025-06-29 11:13:23,189 - pyskl - INFO - Epoch [87][2900/3405] lr: 9.429e-03, eta: 1 day, 3:39:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 3.0378, loss: 3.0378 +2025-06-29 11:14:08,727 - pyskl - INFO - Epoch [87][3000/3405] lr: 9.422e-03, eta: 1 day, 3:38:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.9215, loss: 2.9215 +2025-06-29 11:14:54,463 - pyskl - INFO - Epoch [87][3100/3405] lr: 9.414e-03, eta: 1 day, 3:37:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.9668, loss: 2.9668 +2025-06-29 11:15:40,136 - pyskl - INFO - Epoch [87][3200/3405] lr: 9.407e-03, eta: 1 day, 3:36:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.9109, loss: 2.9109 +2025-06-29 11:16:25,957 - pyskl - INFO - Epoch [87][3300/3405] lr: 9.399e-03, eta: 1 day, 3:36:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 2.9044, loss: 2.9044 +2025-06-29 11:17:11,628 - pyskl - INFO - Epoch [87][3400/3405] lr: 9.392e-03, eta: 1 day, 3:35:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9919, loss_cls: 2.9342, loss: 2.9342 +2025-06-29 11:17:14,276 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-06-29 11:21:21,375 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 11:21:21,981 - pyskl - INFO - +top1_acc 0.7985 +top5_acc 0.9619 +2025-06-29 11:21:22,005 - pyskl - INFO - Epoch(val) [87][3718] top1_acc: 0.7985, top5_acc: 0.9619 +2025-06-29 11:22:31,273 - pyskl - INFO - Epoch [88][100/3405] lr: 9.384e-03, eta: 1 day, 3:34:47, time: 0.693, data_time: 0.235, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9900, loss_cls: 3.0150, loss: 3.0150 +2025-06-29 11:23:17,107 - pyskl - INFO - Epoch [88][200/3405] lr: 9.377e-03, eta: 1 day, 3:34:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.7117, loss: 2.7117 +2025-06-29 11:24:02,792 - pyskl - INFO - Epoch [88][300/3405] lr: 9.369e-03, eta: 1 day, 3:33:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.8667, loss: 2.8667 +2025-06-29 11:24:48,528 - pyskl - INFO - Epoch [88][400/3405] lr: 9.362e-03, eta: 1 day, 3:32:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.8025, loss: 2.8025 +2025-06-29 11:25:34,157 - pyskl - INFO - Epoch [88][500/3405] lr: 9.354e-03, eta: 1 day, 3:31:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 3.0744, loss: 3.0744 +2025-06-29 11:26:19,767 - pyskl - INFO - Epoch [88][600/3405] lr: 9.347e-03, eta: 1 day, 3:30:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 2.9920, loss: 2.9920 +2025-06-29 11:27:05,426 - pyskl - INFO - Epoch [88][700/3405] lr: 9.339e-03, eta: 1 day, 3:30:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 2.8832, loss: 2.8832 +2025-06-29 11:27:51,077 - pyskl - INFO - Epoch [88][800/3405] lr: 9.332e-03, eta: 1 day, 3:29:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 3.0510, loss: 3.0510 +2025-06-29 11:28:36,747 - pyskl - INFO - Epoch [88][900/3405] lr: 9.324e-03, eta: 1 day, 3:28:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 3.0142, loss: 3.0142 +2025-06-29 11:29:22,475 - pyskl - INFO - Epoch [88][1000/3405] lr: 9.317e-03, eta: 1 day, 3:27:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9775, loss_cls: 2.9995, loss: 2.9995 +2025-06-29 11:30:08,049 - pyskl - INFO - Epoch [88][1100/3405] lr: 9.310e-03, eta: 1 day, 3:26:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 3.0514, loss: 3.0514 +2025-06-29 11:30:53,626 - pyskl - INFO - Epoch [88][1200/3405] lr: 9.302e-03, eta: 1 day, 3:26:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.7535, loss: 2.7535 +2025-06-29 11:31:39,289 - pyskl - INFO - Epoch [88][1300/3405] lr: 9.295e-03, eta: 1 day, 3:25:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9888, loss_cls: 2.9237, loss: 2.9237 +2025-06-29 11:32:25,082 - pyskl - INFO - Epoch [88][1400/3405] lr: 9.287e-03, eta: 1 day, 3:24:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.8802, loss: 2.8802 +2025-06-29 11:33:10,629 - pyskl - INFO - Epoch [88][1500/3405] lr: 9.280e-03, eta: 1 day, 3:23:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.8638, loss: 2.8638 +2025-06-29 11:33:56,236 - pyskl - INFO - Epoch [88][1600/3405] lr: 9.272e-03, eta: 1 day, 3:23:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.9907, loss: 2.9907 +2025-06-29 11:34:41,872 - pyskl - INFO - Epoch [88][1700/3405] lr: 9.265e-03, eta: 1 day, 3:22:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 3.0117, loss: 3.0117 +2025-06-29 11:35:27,543 - pyskl - INFO - Epoch [88][1800/3405] lr: 9.258e-03, eta: 1 day, 3:21:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 2.8841, loss: 2.8841 +2025-06-29 11:36:13,274 - pyskl - INFO - Epoch [88][1900/3405] lr: 9.250e-03, eta: 1 day, 3:20:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 3.0230, loss: 3.0230 +2025-06-29 11:36:58,993 - pyskl - INFO - Epoch [88][2000/3405] lr: 9.243e-03, eta: 1 day, 3:19:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 2.9360, loss: 2.9360 +2025-06-29 11:37:44,650 - pyskl - INFO - Epoch [88][2100/3405] lr: 9.235e-03, eta: 1 day, 3:19:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 2.9802, loss: 2.9802 +2025-06-29 11:38:30,259 - pyskl - INFO - Epoch [88][2200/3405] lr: 9.228e-03, eta: 1 day, 3:18:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 3.0017, loss: 3.0017 +2025-06-29 11:39:15,680 - pyskl - INFO - Epoch [88][2300/3405] lr: 9.220e-03, eta: 1 day, 3:17:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 2.9345, loss: 2.9345 +2025-06-29 11:40:01,074 - pyskl - INFO - Epoch [88][2400/3405] lr: 9.213e-03, eta: 1 day, 3:16:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 3.0207, loss: 3.0207 +2025-06-29 11:40:46,546 - pyskl - INFO - Epoch [88][2500/3405] lr: 9.206e-03, eta: 1 day, 3:16:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9856, loss_cls: 3.0069, loss: 3.0069 +2025-06-29 11:41:32,070 - pyskl - INFO - Epoch [88][2600/3405] lr: 9.198e-03, eta: 1 day, 3:15:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 2.9136, loss: 2.9136 +2025-06-29 11:42:17,605 - pyskl - INFO - Epoch [88][2700/3405] lr: 9.191e-03, eta: 1 day, 3:14:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.9073, loss: 2.9073 +2025-06-29 11:43:03,374 - pyskl - INFO - Epoch [88][2800/3405] lr: 9.183e-03, eta: 1 day, 3:13:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9850, loss_cls: 3.0214, loss: 3.0214 +2025-06-29 11:43:49,147 - pyskl - INFO - Epoch [88][2900/3405] lr: 9.176e-03, eta: 1 day, 3:12:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.8956, loss: 2.8956 +2025-06-29 11:44:34,875 - pyskl - INFO - Epoch [88][3000/3405] lr: 9.169e-03, eta: 1 day, 3:12:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.8907, loss: 2.8907 +2025-06-29 11:45:20,652 - pyskl - INFO - Epoch [88][3100/3405] lr: 9.161e-03, eta: 1 day, 3:11:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.8478, loss: 2.8478 +2025-06-29 11:46:06,141 - pyskl - INFO - Epoch [88][3200/3405] lr: 9.154e-03, eta: 1 day, 3:10:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.8981, loss: 2.8981 +2025-06-29 11:46:51,688 - pyskl - INFO - Epoch [88][3300/3405] lr: 9.146e-03, eta: 1 day, 3:09:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9875, loss_cls: 2.8796, loss: 2.8796 +2025-06-29 11:47:37,205 - pyskl - INFO - Epoch [88][3400/3405] lr: 9.139e-03, eta: 1 day, 3:09:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.9991, loss: 2.9991 +2025-06-29 11:47:39,962 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-06-29 11:51:47,589 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 11:51:48,140 - pyskl - INFO - +top1_acc 0.7980 +top5_acc 0.9595 +2025-06-29 11:51:48,160 - pyskl - INFO - Epoch(val) [88][3718] top1_acc: 0.7980, top5_acc: 0.9595 +2025-06-29 11:52:57,655 - pyskl - INFO - Epoch [89][100/3405] lr: 9.131e-03, eta: 1 day, 3:08:29, time: 0.695, data_time: 0.238, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.8192, loss: 2.8192 +2025-06-29 11:53:43,306 - pyskl - INFO - Epoch [89][200/3405] lr: 9.124e-03, eta: 1 day, 3:07:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.7550, loss: 2.7550 +2025-06-29 11:54:28,977 - pyskl - INFO - Epoch [89][300/3405] lr: 9.116e-03, eta: 1 day, 3:06:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9919, loss_cls: 2.8426, loss: 2.8426 +2025-06-29 11:55:14,669 - pyskl - INFO - Epoch [89][400/3405] lr: 9.109e-03, eta: 1 day, 3:06:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.8906, loss: 2.8906 +2025-06-29 11:56:00,405 - pyskl - INFO - Epoch [89][500/3405] lr: 9.102e-03, eta: 1 day, 3:05:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.8088, loss: 2.8088 +2025-06-29 11:56:46,066 - pyskl - INFO - Epoch [89][600/3405] lr: 9.094e-03, eta: 1 day, 3:04:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.7720, loss: 2.7720 +2025-06-29 11:57:31,810 - pyskl - INFO - Epoch [89][700/3405] lr: 9.087e-03, eta: 1 day, 3:03:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 2.9213, loss: 2.9213 +2025-06-29 11:58:17,535 - pyskl - INFO - Epoch [89][800/3405] lr: 9.079e-03, eta: 1 day, 3:03:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.9316, loss: 2.9316 +2025-06-29 11:59:03,215 - pyskl - INFO - Epoch [89][900/3405] lr: 9.072e-03, eta: 1 day, 3:02:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.8641, loss: 2.8641 +2025-06-29 11:59:48,854 - pyskl - INFO - Epoch [89][1000/3405] lr: 9.065e-03, eta: 1 day, 3:01:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9812, loss_cls: 2.8927, loss: 2.8927 +2025-06-29 12:00:34,492 - pyskl - INFO - Epoch [89][1100/3405] lr: 9.057e-03, eta: 1 day, 3:00:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.9038, loss: 2.9038 +2025-06-29 12:01:20,132 - pyskl - INFO - Epoch [89][1200/3405] lr: 9.050e-03, eta: 1 day, 2:59:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 2.9640, loss: 2.9640 +2025-06-29 12:02:05,919 - pyskl - INFO - Epoch [89][1300/3405] lr: 9.042e-03, eta: 1 day, 2:59:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 2.8463, loss: 2.8463 +2025-06-29 12:02:51,749 - pyskl - INFO - Epoch [89][1400/3405] lr: 9.035e-03, eta: 1 day, 2:58:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 2.9929, loss: 2.9929 +2025-06-29 12:03:37,608 - pyskl - INFO - Epoch [89][1500/3405] lr: 9.028e-03, eta: 1 day, 2:57:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.7992, loss: 2.7992 +2025-06-29 12:04:23,253 - pyskl - INFO - Epoch [89][1600/3405] lr: 9.020e-03, eta: 1 day, 2:56:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 2.9006, loss: 2.9006 +2025-06-29 12:05:08,818 - pyskl - INFO - Epoch [89][1700/3405] lr: 9.013e-03, eta: 1 day, 2:56:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.8408, loss: 2.8408 +2025-06-29 12:05:54,511 - pyskl - INFO - Epoch [89][1800/3405] lr: 9.005e-03, eta: 1 day, 2:55:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9888, loss_cls: 2.9175, loss: 2.9175 +2025-06-29 12:06:40,270 - pyskl - INFO - Epoch [89][1900/3405] lr: 8.998e-03, eta: 1 day, 2:54:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.9695, loss: 2.9695 +2025-06-29 12:07:26,086 - pyskl - INFO - Epoch [89][2000/3405] lr: 8.991e-03, eta: 1 day, 2:53:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 2.9466, loss: 2.9466 +2025-06-29 12:08:11,658 - pyskl - INFO - Epoch [89][2100/3405] lr: 8.983e-03, eta: 1 day, 2:52:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.9473, loss: 2.9473 +2025-06-29 12:08:57,185 - pyskl - INFO - Epoch [89][2200/3405] lr: 8.976e-03, eta: 1 day, 2:52:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.9458, loss: 2.9458 +2025-06-29 12:09:42,791 - pyskl - INFO - Epoch [89][2300/3405] lr: 8.969e-03, eta: 1 day, 2:51:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.8482, loss: 2.8482 +2025-06-29 12:10:28,480 - pyskl - INFO - Epoch [89][2400/3405] lr: 8.961e-03, eta: 1 day, 2:50:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.9517, loss: 2.9517 +2025-06-29 12:11:14,062 - pyskl - INFO - Epoch [89][2500/3405] lr: 8.954e-03, eta: 1 day, 2:49:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 2.9748, loss: 2.9748 +2025-06-29 12:11:59,722 - pyskl - INFO - Epoch [89][2600/3405] lr: 8.946e-03, eta: 1 day, 2:49:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.9382, loss: 2.9382 +2025-06-29 12:12:45,626 - pyskl - INFO - Epoch [89][2700/3405] lr: 8.939e-03, eta: 1 day, 2:48:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9781, loss_cls: 3.0158, loss: 3.0158 +2025-06-29 12:13:31,416 - pyskl - INFO - Epoch [89][2800/3405] lr: 8.932e-03, eta: 1 day, 2:47:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.0318, loss: 3.0318 +2025-06-29 12:14:17,111 - pyskl - INFO - Epoch [89][2900/3405] lr: 8.924e-03, eta: 1 day, 2:46:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 2.9612, loss: 2.9612 +2025-06-29 12:15:02,829 - pyskl - INFO - Epoch [89][3000/3405] lr: 8.917e-03, eta: 1 day, 2:45:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.9027, loss: 2.9027 +2025-06-29 12:15:48,626 - pyskl - INFO - Epoch [89][3100/3405] lr: 8.910e-03, eta: 1 day, 2:45:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 2.8755, loss: 2.8755 +2025-06-29 12:16:34,365 - pyskl - INFO - Epoch [89][3200/3405] lr: 8.902e-03, eta: 1 day, 2:44:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 3.0058, loss: 3.0058 +2025-06-29 12:17:20,251 - pyskl - INFO - Epoch [89][3300/3405] lr: 8.895e-03, eta: 1 day, 2:43:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.9061, loss: 2.9061 +2025-06-29 12:18:06,098 - pyskl - INFO - Epoch [89][3400/3405] lr: 8.888e-03, eta: 1 day, 2:42:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 3.0113, loss: 3.0113 +2025-06-29 12:18:08,762 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-06-29 12:22:21,125 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 12:22:21,895 - pyskl - INFO - +top1_acc 0.8056 +top5_acc 0.9644 +2025-06-29 12:22:21,916 - pyskl - INFO - Epoch(val) [89][3718] top1_acc: 0.8056, top5_acc: 0.9644 +2025-06-29 12:23:31,901 - pyskl - INFO - Epoch [90][100/3405] lr: 8.880e-03, eta: 1 day, 2:42:14, time: 0.700, data_time: 0.243, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 2.9259, loss: 2.9259 +2025-06-29 12:24:17,474 - pyskl - INFO - Epoch [90][200/3405] lr: 8.872e-03, eta: 1 day, 2:41:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 2.7402, loss: 2.7402 +2025-06-29 12:25:03,097 - pyskl - INFO - Epoch [90][300/3405] lr: 8.865e-03, eta: 1 day, 2:40:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.7861, loss: 2.7861 +2025-06-29 12:25:48,596 - pyskl - INFO - Epoch [90][400/3405] lr: 8.858e-03, eta: 1 day, 2:39:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.9235, loss: 2.9235 +2025-06-29 12:26:34,239 - pyskl - INFO - Epoch [90][500/3405] lr: 8.850e-03, eta: 1 day, 2:39:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 2.7836, loss: 2.7836 +2025-06-29 12:27:19,965 - pyskl - INFO - Epoch [90][600/3405] lr: 8.843e-03, eta: 1 day, 2:38:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 2.6990, loss: 2.6990 +2025-06-29 12:28:05,597 - pyskl - INFO - Epoch [90][700/3405] lr: 8.836e-03, eta: 1 day, 2:37:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 2.7895, loss: 2.7895 +2025-06-29 12:28:51,239 - pyskl - INFO - Epoch [90][800/3405] lr: 8.828e-03, eta: 1 day, 2:36:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.9393, loss: 2.9393 +2025-06-29 12:29:37,017 - pyskl - INFO - Epoch [90][900/3405] lr: 8.821e-03, eta: 1 day, 2:36:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 2.8931, loss: 2.8931 +2025-06-29 12:30:22,841 - pyskl - INFO - Epoch [90][1000/3405] lr: 8.814e-03, eta: 1 day, 2:35:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.7403, loss: 2.7403 +2025-06-29 12:31:08,473 - pyskl - INFO - Epoch [90][1100/3405] lr: 8.806e-03, eta: 1 day, 2:34:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9919, loss_cls: 2.7935, loss: 2.7935 +2025-06-29 12:31:54,205 - pyskl - INFO - Epoch [90][1200/3405] lr: 8.799e-03, eta: 1 day, 2:33:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 2.9156, loss: 2.9156 +2025-06-29 12:32:39,957 - pyskl - INFO - Epoch [90][1300/3405] lr: 8.792e-03, eta: 1 day, 2:32:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.8003, loss: 2.8003 +2025-06-29 12:33:25,830 - pyskl - INFO - Epoch [90][1400/3405] lr: 8.784e-03, eta: 1 day, 2:32:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9888, loss_cls: 2.8525, loss: 2.8525 +2025-06-29 12:34:11,559 - pyskl - INFO - Epoch [90][1500/3405] lr: 8.777e-03, eta: 1 day, 2:31:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9925, loss_cls: 2.8831, loss: 2.8831 +2025-06-29 12:34:57,202 - pyskl - INFO - Epoch [90][1600/3405] lr: 8.770e-03, eta: 1 day, 2:30:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 2.9085, loss: 2.9085 +2025-06-29 12:35:42,935 - pyskl - INFO - Epoch [90][1700/3405] lr: 8.762e-03, eta: 1 day, 2:29:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.8345, loss: 2.8345 +2025-06-29 12:36:28,673 - pyskl - INFO - Epoch [90][1800/3405] lr: 8.755e-03, eta: 1 day, 2:28:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.9326, loss: 2.9326 +2025-06-29 12:37:14,446 - pyskl - INFO - Epoch [90][1900/3405] lr: 8.748e-03, eta: 1 day, 2:28:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.9287, loss: 2.9287 +2025-06-29 12:38:00,145 - pyskl - INFO - Epoch [90][2000/3405] lr: 8.740e-03, eta: 1 day, 2:27:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.9391, loss: 2.9391 +2025-06-29 12:38:45,887 - pyskl - INFO - Epoch [90][2100/3405] lr: 8.733e-03, eta: 1 day, 2:26:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9900, loss_cls: 2.9092, loss: 2.9092 +2025-06-29 12:39:31,625 - pyskl - INFO - Epoch [90][2200/3405] lr: 8.726e-03, eta: 1 day, 2:25:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9894, loss_cls: 2.8489, loss: 2.8489 +2025-06-29 12:40:17,289 - pyskl - INFO - Epoch [90][2300/3405] lr: 8.718e-03, eta: 1 day, 2:25:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.9708, loss: 2.9708 +2025-06-29 12:41:03,031 - pyskl - INFO - Epoch [90][2400/3405] lr: 8.711e-03, eta: 1 day, 2:24:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 2.9471, loss: 2.9471 +2025-06-29 12:41:48,710 - pyskl - INFO - Epoch [90][2500/3405] lr: 8.704e-03, eta: 1 day, 2:23:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.9088, loss: 2.9088 +2025-06-29 12:42:34,398 - pyskl - INFO - Epoch [90][2600/3405] lr: 8.696e-03, eta: 1 day, 2:22:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 3.0452, loss: 3.0452 +2025-06-29 12:43:20,160 - pyskl - INFO - Epoch [90][2700/3405] lr: 8.689e-03, eta: 1 day, 2:21:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 2.8905, loss: 2.8905 +2025-06-29 12:44:05,913 - pyskl - INFO - Epoch [90][2800/3405] lr: 8.682e-03, eta: 1 day, 2:21:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 2.9394, loss: 2.9394 +2025-06-29 12:44:51,709 - pyskl - INFO - Epoch [90][2900/3405] lr: 8.674e-03, eta: 1 day, 2:20:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.8281, loss: 2.8281 +2025-06-29 12:45:37,457 - pyskl - INFO - Epoch [90][3000/3405] lr: 8.667e-03, eta: 1 day, 2:19:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.9501, loss: 2.9501 +2025-06-29 12:46:23,179 - pyskl - INFO - Epoch [90][3100/3405] lr: 8.660e-03, eta: 1 day, 2:18:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.8239, loss: 2.8239 +2025-06-29 12:47:08,908 - pyskl - INFO - Epoch [90][3200/3405] lr: 8.652e-03, eta: 1 day, 2:18:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.8981, loss: 2.8981 +2025-06-29 12:47:54,528 - pyskl - INFO - Epoch [90][3300/3405] lr: 8.645e-03, eta: 1 day, 2:17:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 2.8994, loss: 2.8994 +2025-06-29 12:48:40,166 - pyskl - INFO - Epoch [90][3400/3405] lr: 8.638e-03, eta: 1 day, 2:16:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 3.0365, loss: 3.0365 +2025-06-29 12:48:42,963 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-06-29 13:08:08,074 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 13:08:08,648 - pyskl - INFO - +top1_acc 0.7958 +top5_acc 0.9571 +2025-06-29 13:08:08,670 - pyskl - INFO - Epoch(val) [90][3718] top1_acc: 0.7958, top5_acc: 0.9571 +2025-06-29 13:09:17,914 - pyskl - INFO - Epoch [91][100/3405] lr: 8.630e-03, eta: 1 day, 2:15:57, time: 0.692, data_time: 0.234, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9938, loss_cls: 2.8943, loss: 2.8943 +2025-06-29 13:10:03,718 - pyskl - INFO - Epoch [91][200/3405] lr: 8.623e-03, eta: 1 day, 2:15:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 2.7510, loss: 2.7510 +2025-06-29 13:10:49,454 - pyskl - INFO - Epoch [91][300/3405] lr: 8.615e-03, eta: 1 day, 2:14:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9944, loss_cls: 2.7954, loss: 2.7954 +2025-06-29 13:11:35,208 - pyskl - INFO - Epoch [91][400/3405] lr: 8.608e-03, eta: 1 day, 2:13:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9931, loss_cls: 2.6868, loss: 2.6868 +2025-06-29 13:12:20,811 - pyskl - INFO - Epoch [91][500/3405] lr: 8.601e-03, eta: 1 day, 2:12:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9925, loss_cls: 2.7345, loss: 2.7345 +2025-06-29 13:13:06,499 - pyskl - INFO - Epoch [91][600/3405] lr: 8.594e-03, eta: 1 day, 2:12:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.7595, loss: 2.7595 +2025-06-29 13:13:52,281 - pyskl - INFO - Epoch [91][700/3405] lr: 8.586e-03, eta: 1 day, 2:11:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.8544, loss: 2.8544 +2025-06-29 13:14:38,141 - pyskl - INFO - Epoch [91][800/3405] lr: 8.579e-03, eta: 1 day, 2:10:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9900, loss_cls: 2.8615, loss: 2.8615 +2025-06-29 13:15:23,825 - pyskl - INFO - Epoch [91][900/3405] lr: 8.572e-03, eta: 1 day, 2:09:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.9140, loss: 2.9140 +2025-06-29 13:16:09,487 - pyskl - INFO - Epoch [91][1000/3405] lr: 8.564e-03, eta: 1 day, 2:08:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9881, loss_cls: 2.9358, loss: 2.9358 +2025-06-29 13:16:55,197 - pyskl - INFO - Epoch [91][1100/3405] lr: 8.557e-03, eta: 1 day, 2:08:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 2.8398, loss: 2.8398 +2025-06-29 13:17:41,034 - pyskl - INFO - Epoch [91][1200/3405] lr: 8.550e-03, eta: 1 day, 2:07:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.8327, loss: 2.8327 +2025-06-29 13:18:26,806 - pyskl - INFO - Epoch [91][1300/3405] lr: 8.542e-03, eta: 1 day, 2:06:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.9329, loss: 2.9329 +2025-06-29 13:19:12,610 - pyskl - INFO - Epoch [91][1400/3405] lr: 8.535e-03, eta: 1 day, 2:05:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9912, loss_cls: 2.8444, loss: 2.8444 +2025-06-29 13:19:58,284 - pyskl - INFO - Epoch [91][1500/3405] lr: 8.528e-03, eta: 1 day, 2:05:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9769, loss_cls: 2.9783, loss: 2.9783 +2025-06-29 13:20:43,908 - pyskl - INFO - Epoch [91][1600/3405] lr: 8.521e-03, eta: 1 day, 2:04:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.9988, loss: 2.9988 +2025-06-29 13:21:29,572 - pyskl - INFO - Epoch [91][1700/3405] lr: 8.513e-03, eta: 1 day, 2:03:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 2.9098, loss: 2.9098 +2025-06-29 13:22:15,430 - pyskl - INFO - Epoch [91][1800/3405] lr: 8.506e-03, eta: 1 day, 2:02:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 2.8470, loss: 2.8470 +2025-06-29 13:23:01,190 - pyskl - INFO - Epoch [91][1900/3405] lr: 8.499e-03, eta: 1 day, 2:01:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9819, loss_cls: 2.8374, loss: 2.8374 +2025-06-29 13:23:46,921 - pyskl - INFO - Epoch [91][2000/3405] lr: 8.491e-03, eta: 1 day, 2:01:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9838, loss_cls: 2.7468, loss: 2.7468 +2025-06-29 13:24:32,573 - pyskl - INFO - Epoch [91][2100/3405] lr: 8.484e-03, eta: 1 day, 2:00:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.8989, loss: 2.8989 +2025-06-29 13:25:18,169 - pyskl - INFO - Epoch [91][2200/3405] lr: 8.477e-03, eta: 1 day, 1:59:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.8796, loss: 2.8796 +2025-06-29 13:26:03,809 - pyskl - INFO - Epoch [91][2300/3405] lr: 8.470e-03, eta: 1 day, 1:58:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.9054, loss: 2.9054 +2025-06-29 13:26:49,434 - pyskl - INFO - Epoch [91][2400/3405] lr: 8.462e-03, eta: 1 day, 1:58:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.9837, loss: 2.9837 +2025-06-29 13:27:35,095 - pyskl - INFO - Epoch [91][2500/3405] lr: 8.455e-03, eta: 1 day, 1:57:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.9289, loss: 2.9289 +2025-06-29 13:28:20,760 - pyskl - INFO - Epoch [91][2600/3405] lr: 8.448e-03, eta: 1 day, 1:56:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.9022, loss: 2.9022 +2025-06-29 13:29:06,419 - pyskl - INFO - Epoch [91][2700/3405] lr: 8.440e-03, eta: 1 day, 1:55:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.7893, loss: 2.7893 +2025-06-29 13:29:52,044 - pyskl - INFO - Epoch [91][2800/3405] lr: 8.433e-03, eta: 1 day, 1:54:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.8024, loss: 2.8024 +2025-06-29 13:30:37,733 - pyskl - INFO - Epoch [91][2900/3405] lr: 8.426e-03, eta: 1 day, 1:54:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.8564, loss: 2.8564 +2025-06-29 13:31:23,386 - pyskl - INFO - Epoch [91][3000/3405] lr: 8.419e-03, eta: 1 day, 1:53:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 2.8959, loss: 2.8959 +2025-06-29 13:32:09,205 - pyskl - INFO - Epoch [91][3100/3405] lr: 8.411e-03, eta: 1 day, 1:52:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.7932, loss: 2.7932 +2025-06-29 13:32:54,858 - pyskl - INFO - Epoch [91][3200/3405] lr: 8.404e-03, eta: 1 day, 1:51:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.7930, loss: 2.7930 +2025-06-29 13:33:40,509 - pyskl - INFO - Epoch [91][3300/3405] lr: 8.397e-03, eta: 1 day, 1:51:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.9267, loss: 2.9267 +2025-06-29 13:34:26,191 - pyskl - INFO - Epoch [91][3400/3405] lr: 8.390e-03, eta: 1 day, 1:50:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9894, loss_cls: 2.9559, loss: 2.9559 +2025-06-29 13:34:28,846 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-06-29 13:38:37,086 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 13:38:37,785 - pyskl - INFO - +top1_acc 0.6077 +top5_acc 0.8477 +2025-06-29 13:38:37,806 - pyskl - INFO - Epoch(val) [91][3718] top1_acc: 0.6077, top5_acc: 0.8477 +2025-06-29 13:39:47,024 - pyskl - INFO - Epoch [92][100/3405] lr: 8.382e-03, eta: 1 day, 1:49:41, time: 0.692, data_time: 0.235, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9831, loss_cls: 2.8405, loss: 2.8405 +2025-06-29 13:40:32,761 - pyskl - INFO - Epoch [92][200/3405] lr: 8.375e-03, eta: 1 day, 1:48:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9925, loss_cls: 2.7361, loss: 2.7361 +2025-06-29 13:41:18,603 - pyskl - INFO - Epoch [92][300/3405] lr: 8.367e-03, eta: 1 day, 1:48:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9831, loss_cls: 2.7925, loss: 2.7925 +2025-06-29 13:42:04,399 - pyskl - INFO - Epoch [92][400/3405] lr: 8.360e-03, eta: 1 day, 1:47:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9900, loss_cls: 2.9073, loss: 2.9073 +2025-06-29 13:42:50,321 - pyskl - INFO - Epoch [92][500/3405] lr: 8.353e-03, eta: 1 day, 1:46:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9906, loss_cls: 2.7961, loss: 2.7961 +2025-06-29 13:43:36,086 - pyskl - INFO - Epoch [92][600/3405] lr: 8.346e-03, eta: 1 day, 1:45:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9788, loss_cls: 2.8594, loss: 2.8594 +2025-06-29 13:44:21,772 - pyskl - INFO - Epoch [92][700/3405] lr: 8.338e-03, eta: 1 day, 1:45:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.7410, loss: 2.7410 +2025-06-29 13:45:07,402 - pyskl - INFO - Epoch [92][800/3405] lr: 8.331e-03, eta: 1 day, 1:44:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.6583, loss: 2.6583 +2025-06-29 13:45:52,971 - pyskl - INFO - Epoch [92][900/3405] lr: 8.324e-03, eta: 1 day, 1:43:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.7429, loss: 2.7429 +2025-06-29 13:46:38,753 - pyskl - INFO - Epoch [92][1000/3405] lr: 8.317e-03, eta: 1 day, 1:42:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 2.8671, loss: 2.8671 +2025-06-29 13:47:24,391 - pyskl - INFO - Epoch [92][1100/3405] lr: 8.309e-03, eta: 1 day, 1:41:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 2.7492, loss: 2.7492 +2025-06-29 13:48:10,210 - pyskl - INFO - Epoch [92][1200/3405] lr: 8.302e-03, eta: 1 day, 1:41:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9900, loss_cls: 2.9338, loss: 2.9338 +2025-06-29 13:48:56,065 - pyskl - INFO - Epoch [92][1300/3405] lr: 8.295e-03, eta: 1 day, 1:40:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 2.8294, loss: 2.8294 +2025-06-29 13:49:42,038 - pyskl - INFO - Epoch [92][1400/3405] lr: 8.288e-03, eta: 1 day, 1:39:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.8078, loss: 2.8078 +2025-06-29 13:50:27,775 - pyskl - INFO - Epoch [92][1500/3405] lr: 8.281e-03, eta: 1 day, 1:38:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 2.9061, loss: 2.9061 +2025-06-29 13:51:13,402 - pyskl - INFO - Epoch [92][1600/3405] lr: 8.273e-03, eta: 1 day, 1:38:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.8090, loss: 2.8090 +2025-06-29 13:51:59,063 - pyskl - INFO - Epoch [92][1700/3405] lr: 8.266e-03, eta: 1 day, 1:37:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.7278, loss: 2.7278 +2025-06-29 13:52:44,898 - pyskl - INFO - Epoch [92][1800/3405] lr: 8.259e-03, eta: 1 day, 1:36:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.8539, loss: 2.8539 +2025-06-29 13:53:30,581 - pyskl - INFO - Epoch [92][1900/3405] lr: 8.252e-03, eta: 1 day, 1:35:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.8753, loss: 2.8753 +2025-06-29 13:54:16,353 - pyskl - INFO - Epoch [92][2000/3405] lr: 8.244e-03, eta: 1 day, 1:34:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 2.9704, loss: 2.9704 +2025-06-29 13:55:02,107 - pyskl - INFO - Epoch [92][2100/3405] lr: 8.237e-03, eta: 1 day, 1:34:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.8102, loss: 2.8102 +2025-06-29 13:55:47,850 - pyskl - INFO - Epoch [92][2200/3405] lr: 8.230e-03, eta: 1 day, 1:33:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.7854, loss: 2.7854 +2025-06-29 13:56:33,654 - pyskl - INFO - Epoch [92][2300/3405] lr: 8.223e-03, eta: 1 day, 1:32:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.9226, loss: 2.9226 +2025-06-29 13:57:19,316 - pyskl - INFO - Epoch [92][2400/3405] lr: 8.215e-03, eta: 1 day, 1:31:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 2.9047, loss: 2.9047 +2025-06-29 13:58:05,071 - pyskl - INFO - Epoch [92][2500/3405] lr: 8.208e-03, eta: 1 day, 1:31:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.7807, loss: 2.7807 +2025-06-29 13:58:50,659 - pyskl - INFO - Epoch [92][2600/3405] lr: 8.201e-03, eta: 1 day, 1:30:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.9054, loss: 2.9054 +2025-06-29 13:59:36,245 - pyskl - INFO - Epoch [92][2700/3405] lr: 8.194e-03, eta: 1 day, 1:29:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.8218, loss: 2.8218 +2025-06-29 14:00:21,926 - pyskl - INFO - Epoch [92][2800/3405] lr: 8.187e-03, eta: 1 day, 1:28:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.8730, loss: 2.8730 +2025-06-29 14:01:07,555 - pyskl - INFO - Epoch [92][2900/3405] lr: 8.179e-03, eta: 1 day, 1:27:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.8684, loss: 2.8684 +2025-06-29 14:01:53,083 - pyskl - INFO - Epoch [92][3000/3405] lr: 8.172e-03, eta: 1 day, 1:27:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.8718, loss: 2.8718 +2025-06-29 14:02:38,664 - pyskl - INFO - Epoch [92][3100/3405] lr: 8.165e-03, eta: 1 day, 1:26:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.8425, loss: 2.8425 +2025-06-29 14:03:24,243 - pyskl - INFO - Epoch [92][3200/3405] lr: 8.158e-03, eta: 1 day, 1:25:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 2.9108, loss: 2.9108 +2025-06-29 14:04:09,679 - pyskl - INFO - Epoch [92][3300/3405] lr: 8.150e-03, eta: 1 day, 1:24:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 2.9033, loss: 2.9033 +2025-06-29 14:04:55,244 - pyskl - INFO - Epoch [92][3400/3405] lr: 8.143e-03, eta: 1 day, 1:24:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.9217, loss: 2.9217 +2025-06-29 14:04:57,868 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-06-29 14:09:08,552 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 14:09:09,104 - pyskl - INFO - +top1_acc 0.8012 +top5_acc 0.9599 +2025-06-29 14:09:09,125 - pyskl - INFO - Epoch(val) [92][3718] top1_acc: 0.8012, top5_acc: 0.9599 +2025-06-29 14:10:17,954 - pyskl - INFO - Epoch [93][100/3405] lr: 8.136e-03, eta: 1 day, 1:23:25, time: 0.688, data_time: 0.232, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9931, loss_cls: 2.6811, loss: 2.6811 +2025-06-29 14:11:03,576 - pyskl - INFO - Epoch [93][200/3405] lr: 8.129e-03, eta: 1 day, 1:22:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.7526, loss: 2.7526 +2025-06-29 14:11:49,119 - pyskl - INFO - Epoch [93][300/3405] lr: 8.121e-03, eta: 1 day, 1:21:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.7066, loss: 2.7066 +2025-06-29 14:12:34,694 - pyskl - INFO - Epoch [93][400/3405] lr: 8.114e-03, eta: 1 day, 1:21:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.6472, loss: 2.6472 +2025-06-29 14:13:20,242 - pyskl - INFO - Epoch [93][500/3405] lr: 8.107e-03, eta: 1 day, 1:20:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.6085, loss: 2.6085 +2025-06-29 14:14:05,883 - pyskl - INFO - Epoch [93][600/3405] lr: 8.100e-03, eta: 1 day, 1:19:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.6738, loss: 2.6738 +2025-06-29 14:14:51,471 - pyskl - INFO - Epoch [93][700/3405] lr: 8.093e-03, eta: 1 day, 1:18:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.6735, loss: 2.6735 +2025-06-29 14:15:37,057 - pyskl - INFO - Epoch [93][800/3405] lr: 8.085e-03, eta: 1 day, 1:17:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 2.7531, loss: 2.7531 +2025-06-29 14:16:22,668 - pyskl - INFO - Epoch [93][900/3405] lr: 8.078e-03, eta: 1 day, 1:17:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.7383, loss: 2.7383 +2025-06-29 14:17:08,295 - pyskl - INFO - Epoch [93][1000/3405] lr: 8.071e-03, eta: 1 day, 1:16:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 2.8480, loss: 2.8480 +2025-06-29 14:17:53,969 - pyskl - INFO - Epoch [93][1100/3405] lr: 8.064e-03, eta: 1 day, 1:15:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 2.8194, loss: 2.8194 +2025-06-29 14:18:39,758 - pyskl - INFO - Epoch [93][1200/3405] lr: 8.057e-03, eta: 1 day, 1:14:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.8539, loss: 2.8539 +2025-06-29 14:19:25,442 - pyskl - INFO - Epoch [93][1300/3405] lr: 8.049e-03, eta: 1 day, 1:14:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 2.8149, loss: 2.8149 +2025-06-29 14:20:11,235 - pyskl - INFO - Epoch [93][1400/3405] lr: 8.042e-03, eta: 1 day, 1:13:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.8178, loss: 2.8178 +2025-06-29 14:20:56,794 - pyskl - INFO - Epoch [93][1500/3405] lr: 8.035e-03, eta: 1 day, 1:12:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.8464, loss: 2.8464 +2025-06-29 14:21:42,426 - pyskl - INFO - Epoch [93][1600/3405] lr: 8.028e-03, eta: 1 day, 1:11:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9894, loss_cls: 2.8963, loss: 2.8963 +2025-06-29 14:22:27,994 - pyskl - INFO - Epoch [93][1700/3405] lr: 8.021e-03, eta: 1 day, 1:10:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.8114, loss: 2.8114 +2025-06-29 14:23:13,580 - pyskl - INFO - Epoch [93][1800/3405] lr: 8.013e-03, eta: 1 day, 1:10:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.7651, loss: 2.7651 +2025-06-29 14:23:59,245 - pyskl - INFO - Epoch [93][1900/3405] lr: 8.006e-03, eta: 1 day, 1:09:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9906, loss_cls: 2.8365, loss: 2.8365 +2025-06-29 14:24:44,857 - pyskl - INFO - Epoch [93][2000/3405] lr: 7.999e-03, eta: 1 day, 1:08:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 2.8943, loss: 2.8943 +2025-06-29 14:25:30,476 - pyskl - INFO - Epoch [93][2100/3405] lr: 7.992e-03, eta: 1 day, 1:07:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 3.0084, loss: 3.0084 +2025-06-29 14:26:15,993 - pyskl - INFO - Epoch [93][2200/3405] lr: 7.985e-03, eta: 1 day, 1:07:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 2.7879, loss: 2.7879 +2025-06-29 14:27:01,571 - pyskl - INFO - Epoch [93][2300/3405] lr: 7.978e-03, eta: 1 day, 1:06:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.7663, loss: 2.7663 +2025-06-29 14:27:47,052 - pyskl - INFO - Epoch [93][2400/3405] lr: 7.970e-03, eta: 1 day, 1:05:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9869, loss_cls: 2.9541, loss: 2.9541 +2025-06-29 14:28:32,594 - pyskl - INFO - Epoch [93][2500/3405] lr: 7.963e-03, eta: 1 day, 1:04:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 2.7504, loss: 2.7504 +2025-06-29 14:29:18,149 - pyskl - INFO - Epoch [93][2600/3405] lr: 7.956e-03, eta: 1 day, 1:03:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.9010, loss: 2.9010 +2025-06-29 14:30:03,657 - pyskl - INFO - Epoch [93][2700/3405] lr: 7.949e-03, eta: 1 day, 1:03:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 2.9476, loss: 2.9476 +2025-06-29 14:30:49,161 - pyskl - INFO - Epoch [93][2800/3405] lr: 7.942e-03, eta: 1 day, 1:02:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 2.8706, loss: 2.8706 +2025-06-29 14:31:34,588 - pyskl - INFO - Epoch [93][2900/3405] lr: 7.935e-03, eta: 1 day, 1:01:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 2.8007, loss: 2.8007 +2025-06-29 14:32:20,038 - pyskl - INFO - Epoch [93][3000/3405] lr: 7.927e-03, eta: 1 day, 1:00:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.8559, loss: 2.8559 +2025-06-29 14:33:05,560 - pyskl - INFO - Epoch [93][3100/3405] lr: 7.920e-03, eta: 1 day, 1:00:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9906, loss_cls: 2.9027, loss: 2.9027 +2025-06-29 14:33:51,226 - pyskl - INFO - Epoch [93][3200/3405] lr: 7.913e-03, eta: 1 day, 0:59:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.8803, loss: 2.8803 +2025-06-29 14:34:36,910 - pyskl - INFO - Epoch [93][3300/3405] lr: 7.906e-03, eta: 1 day, 0:58:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.8976, loss: 2.8976 +2025-06-29 14:35:22,462 - pyskl - INFO - Epoch [93][3400/3405] lr: 7.899e-03, eta: 1 day, 0:57:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 2.8796, loss: 2.8796 +2025-06-29 14:35:25,177 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-06-29 14:39:36,571 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 14:39:37,161 - pyskl - INFO - +top1_acc 0.8022 +top5_acc 0.9569 +2025-06-29 14:39:37,184 - pyskl - INFO - Epoch(val) [93][3718] top1_acc: 0.8022, top5_acc: 0.9569 +2025-06-29 14:40:46,484 - pyskl - INFO - Epoch [94][100/3405] lr: 7.891e-03, eta: 1 day, 0:57:06, time: 0.693, data_time: 0.235, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.7431, loss: 2.7431 +2025-06-29 14:41:32,276 - pyskl - INFO - Epoch [94][200/3405] lr: 7.884e-03, eta: 1 day, 0:56:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.8377, loss: 2.8377 +2025-06-29 14:42:18,061 - pyskl - INFO - Epoch [94][300/3405] lr: 7.877e-03, eta: 1 day, 0:55:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.7023, loss: 2.7023 +2025-06-29 14:43:03,885 - pyskl - INFO - Epoch [94][400/3405] lr: 7.870e-03, eta: 1 day, 0:54:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9919, loss_cls: 2.7509, loss: 2.7509 +2025-06-29 14:43:49,685 - pyskl - INFO - Epoch [94][500/3405] lr: 7.863e-03, eta: 1 day, 0:54:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.7839, loss: 2.7839 +2025-06-29 14:44:35,489 - pyskl - INFO - Epoch [94][600/3405] lr: 7.856e-03, eta: 1 day, 0:53:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.7603, loss: 2.7603 +2025-06-29 14:45:21,200 - pyskl - INFO - Epoch [94][700/3405] lr: 7.849e-03, eta: 1 day, 0:52:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9900, loss_cls: 2.8323, loss: 2.8323 +2025-06-29 14:46:07,030 - pyskl - INFO - Epoch [94][800/3405] lr: 7.841e-03, eta: 1 day, 0:51:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.8070, loss: 2.8070 +2025-06-29 14:46:52,779 - pyskl - INFO - Epoch [94][900/3405] lr: 7.834e-03, eta: 1 day, 0:50:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.7722, loss: 2.7722 +2025-06-29 14:47:38,526 - pyskl - INFO - Epoch [94][1000/3405] lr: 7.827e-03, eta: 1 day, 0:50:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 2.7020, loss: 2.7020 +2025-06-29 14:48:24,216 - pyskl - INFO - Epoch [94][1100/3405] lr: 7.820e-03, eta: 1 day, 0:49:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.7034, loss: 2.7034 +2025-06-29 14:49:09,926 - pyskl - INFO - Epoch [94][1200/3405] lr: 7.813e-03, eta: 1 day, 0:48:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.7915, loss: 2.7915 +2025-06-29 14:49:55,899 - pyskl - INFO - Epoch [94][1300/3405] lr: 7.806e-03, eta: 1 day, 0:47:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.8894, loss: 2.8894 +2025-06-29 14:50:41,448 - pyskl - INFO - Epoch [94][1400/3405] lr: 7.799e-03, eta: 1 day, 0:47:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.9042, loss: 2.9042 +2025-06-29 14:51:27,029 - pyskl - INFO - Epoch [94][1500/3405] lr: 7.791e-03, eta: 1 day, 0:46:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 2.7832, loss: 2.7832 +2025-06-29 14:52:12,751 - pyskl - INFO - Epoch [94][1600/3405] lr: 7.784e-03, eta: 1 day, 0:45:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.7998, loss: 2.7998 +2025-06-29 14:52:58,456 - pyskl - INFO - Epoch [94][1700/3405] lr: 7.777e-03, eta: 1 day, 0:44:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.7164, loss: 2.7164 +2025-06-29 14:53:44,154 - pyskl - INFO - Epoch [94][1800/3405] lr: 7.770e-03, eta: 1 day, 0:43:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.7538, loss: 2.7538 +2025-06-29 14:54:29,864 - pyskl - INFO - Epoch [94][1900/3405] lr: 7.763e-03, eta: 1 day, 0:43:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.7244, loss: 2.7244 +2025-06-29 14:55:15,530 - pyskl - INFO - Epoch [94][2000/3405] lr: 7.756e-03, eta: 1 day, 0:42:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.9264, loss: 2.9264 +2025-06-29 14:56:01,153 - pyskl - INFO - Epoch [94][2100/3405] lr: 7.749e-03, eta: 1 day, 0:41:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.7598, loss: 2.7598 +2025-06-29 14:56:46,812 - pyskl - INFO - Epoch [94][2200/3405] lr: 7.742e-03, eta: 1 day, 0:40:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.8016, loss: 2.8016 +2025-06-29 14:57:32,480 - pyskl - INFO - Epoch [94][2300/3405] lr: 7.735e-03, eta: 1 day, 0:40:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9912, loss_cls: 2.8473, loss: 2.8473 +2025-06-29 14:58:18,270 - pyskl - INFO - Epoch [94][2400/3405] lr: 7.727e-03, eta: 1 day, 0:39:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.7906, loss: 2.7906 +2025-06-29 14:59:04,326 - pyskl - INFO - Epoch [94][2500/3405] lr: 7.720e-03, eta: 1 day, 0:38:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.7467, loss: 2.7467 +2025-06-29 14:59:49,995 - pyskl - INFO - Epoch [94][2600/3405] lr: 7.713e-03, eta: 1 day, 0:37:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9925, loss_cls: 2.7591, loss: 2.7591 +2025-06-29 15:00:35,571 - pyskl - INFO - Epoch [94][2700/3405] lr: 7.706e-03, eta: 1 day, 0:36:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.8314, loss: 2.8314 +2025-06-29 15:01:21,130 - pyskl - INFO - Epoch [94][2800/3405] lr: 7.699e-03, eta: 1 day, 0:36:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.8481, loss: 2.8481 +2025-06-29 15:02:07,230 - pyskl - INFO - Epoch [94][2900/3405] lr: 7.692e-03, eta: 1 day, 0:35:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.7460, loss: 2.7460 +2025-06-29 15:02:53,135 - pyskl - INFO - Epoch [94][3000/3405] lr: 7.685e-03, eta: 1 day, 0:34:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 2.8840, loss: 2.8840 +2025-06-29 15:03:38,599 - pyskl - INFO - Epoch [94][3100/3405] lr: 7.678e-03, eta: 1 day, 0:33:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 2.8879, loss: 2.8879 +2025-06-29 15:04:23,998 - pyskl - INFO - Epoch [94][3200/3405] lr: 7.671e-03, eta: 1 day, 0:33:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.8582, loss: 2.8582 +2025-06-29 15:05:09,599 - pyskl - INFO - Epoch [94][3300/3405] lr: 7.664e-03, eta: 1 day, 0:32:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.7912, loss: 2.7912 +2025-06-29 15:05:55,160 - pyskl - INFO - Epoch [94][3400/3405] lr: 7.656e-03, eta: 1 day, 0:31:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.8588, loss: 2.8588 +2025-06-29 15:05:57,813 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-06-29 15:10:09,751 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 15:10:10,359 - pyskl - INFO - +top1_acc 0.8132 +top5_acc 0.9611 +2025-06-29 15:10:10,380 - pyskl - INFO - Epoch(val) [94][3718] top1_acc: 0.8132, top5_acc: 0.9611 +2025-06-29 15:11:19,858 - pyskl - INFO - Epoch [95][100/3405] lr: 7.649e-03, eta: 1 day, 0:30:50, time: 0.695, data_time: 0.237, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 2.7298, loss: 2.7298 +2025-06-29 15:12:05,662 - pyskl - INFO - Epoch [95][200/3405] lr: 7.642e-03, eta: 1 day, 0:30:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.7373, loss: 2.7373 +2025-06-29 15:12:51,374 - pyskl - INFO - Epoch [95][300/3405] lr: 7.635e-03, eta: 1 day, 0:29:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9931, loss_cls: 2.6847, loss: 2.6847 +2025-06-29 15:13:37,013 - pyskl - INFO - Epoch [95][400/3405] lr: 7.628e-03, eta: 1 day, 0:28:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.7154, loss: 2.7154 +2025-06-29 15:14:22,766 - pyskl - INFO - Epoch [95][500/3405] lr: 7.621e-03, eta: 1 day, 0:27:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.6690, loss: 2.6690 +2025-06-29 15:15:08,690 - pyskl - INFO - Epoch [95][600/3405] lr: 7.614e-03, eta: 1 day, 0:26:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.7119, loss: 2.7119 +2025-06-29 15:15:54,515 - pyskl - INFO - Epoch [95][700/3405] lr: 7.607e-03, eta: 1 day, 0:26:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 2.7426, loss: 2.7426 +2025-06-29 15:16:40,278 - pyskl - INFO - Epoch [95][800/3405] lr: 7.599e-03, eta: 1 day, 0:25:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9900, loss_cls: 2.8021, loss: 2.8021 +2025-06-29 15:17:25,823 - pyskl - INFO - Epoch [95][900/3405] lr: 7.592e-03, eta: 1 day, 0:24:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 2.8000, loss: 2.8000 +2025-06-29 15:18:11,472 - pyskl - INFO - Epoch [95][1000/3405] lr: 7.585e-03, eta: 1 day, 0:23:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 2.7318, loss: 2.7318 +2025-06-29 15:18:56,988 - pyskl - INFO - Epoch [95][1100/3405] lr: 7.578e-03, eta: 1 day, 0:23:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 2.5731, loss: 2.5731 +2025-06-29 15:19:42,808 - pyskl - INFO - Epoch [95][1200/3405] lr: 7.571e-03, eta: 1 day, 0:22:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9831, loss_cls: 2.7652, loss: 2.7652 +2025-06-29 15:20:28,586 - pyskl - INFO - Epoch [95][1300/3405] lr: 7.564e-03, eta: 1 day, 0:21:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9931, loss_cls: 2.6834, loss: 2.6834 +2025-06-29 15:21:14,246 - pyskl - INFO - Epoch [95][1400/3405] lr: 7.557e-03, eta: 1 day, 0:20:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.7892, loss: 2.7892 +2025-06-29 15:21:59,854 - pyskl - INFO - Epoch [95][1500/3405] lr: 7.550e-03, eta: 1 day, 0:19:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.7866, loss: 2.7866 +2025-06-29 15:22:45,555 - pyskl - INFO - Epoch [95][1600/3405] lr: 7.543e-03, eta: 1 day, 0:19:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 2.8393, loss: 2.8393 +2025-06-29 15:23:31,155 - pyskl - INFO - Epoch [95][1700/3405] lr: 7.536e-03, eta: 1 day, 0:18:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.8353, loss: 2.8353 +2025-06-29 15:24:16,771 - pyskl - INFO - Epoch [95][1800/3405] lr: 7.529e-03, eta: 1 day, 0:17:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.7957, loss: 2.7957 +2025-06-29 15:25:02,398 - pyskl - INFO - Epoch [95][1900/3405] lr: 7.522e-03, eta: 1 day, 0:16:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.8253, loss: 2.8253 +2025-06-29 15:25:48,016 - pyskl - INFO - Epoch [95][2000/3405] lr: 7.515e-03, eta: 1 day, 0:16:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.7983, loss: 2.7983 +2025-06-29 15:26:33,496 - pyskl - INFO - Epoch [95][2100/3405] lr: 7.508e-03, eta: 1 day, 0:15:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.7528, loss: 2.7528 +2025-06-29 15:27:19,041 - pyskl - INFO - Epoch [95][2200/3405] lr: 7.501e-03, eta: 1 day, 0:14:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.7135, loss: 2.7135 +2025-06-29 15:28:04,730 - pyskl - INFO - Epoch [95][2300/3405] lr: 7.494e-03, eta: 1 day, 0:13:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.7531, loss: 2.7531 +2025-06-29 15:28:50,506 - pyskl - INFO - Epoch [95][2400/3405] lr: 7.487e-03, eta: 1 day, 0:12:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.7516, loss: 2.7516 +2025-06-29 15:29:36,270 - pyskl - INFO - Epoch [95][2500/3405] lr: 7.480e-03, eta: 1 day, 0:12:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.6725, loss: 2.6725 +2025-06-29 15:30:22,110 - pyskl - INFO - Epoch [95][2600/3405] lr: 7.472e-03, eta: 1 day, 0:11:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.8228, loss: 2.8228 +2025-06-29 15:31:07,877 - pyskl - INFO - Epoch [95][2700/3405] lr: 7.465e-03, eta: 1 day, 0:10:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.7058, loss: 2.7058 +2025-06-29 15:31:53,566 - pyskl - INFO - Epoch [95][2800/3405] lr: 7.458e-03, eta: 1 day, 0:09:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.8161, loss: 2.8161 +2025-06-29 15:32:39,243 - pyskl - INFO - Epoch [95][2900/3405] lr: 7.451e-03, eta: 1 day, 0:09:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.8341, loss: 2.8341 +2025-06-29 15:33:24,937 - pyskl - INFO - Epoch [95][3000/3405] lr: 7.444e-03, eta: 1 day, 0:08:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.7661, loss: 2.7661 +2025-06-29 15:34:10,299 - pyskl - INFO - Epoch [95][3100/3405] lr: 7.437e-03, eta: 1 day, 0:07:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.7516, loss: 2.7516 +2025-06-29 15:34:55,875 - pyskl - INFO - Epoch [95][3200/3405] lr: 7.430e-03, eta: 1 day, 0:06:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9931, loss_cls: 2.6915, loss: 2.6915 +2025-06-29 15:35:41,402 - pyskl - INFO - Epoch [95][3300/3405] lr: 7.423e-03, eta: 1 day, 0:05:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.5923, loss: 2.5923 +2025-06-29 15:36:27,046 - pyskl - INFO - Epoch [95][3400/3405] lr: 7.416e-03, eta: 1 day, 0:05:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9925, loss_cls: 2.8062, loss: 2.8062 +2025-06-29 15:36:29,744 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-06-29 15:55:37,668 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 15:55:38,238 - pyskl - INFO - +top1_acc 0.8133 +top5_acc 0.9599 +2025-06-29 15:55:38,259 - pyskl - INFO - Epoch(val) [95][3718] top1_acc: 0.8133, top5_acc: 0.9599 +2025-06-29 15:56:46,950 - pyskl - INFO - Epoch [96][100/3405] lr: 7.409e-03, eta: 1 day, 0:04:33, time: 0.687, data_time: 0.231, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.6201, loss: 2.6201 +2025-06-29 15:57:32,805 - pyskl - INFO - Epoch [96][200/3405] lr: 7.402e-03, eta: 1 day, 0:03:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 2.6269, loss: 2.6269 +2025-06-29 15:58:18,708 - pyskl - INFO - Epoch [96][300/3405] lr: 7.395e-03, eta: 1 day, 0:03:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.6574, loss: 2.6574 +2025-06-29 15:59:04,644 - pyskl - INFO - Epoch [96][400/3405] lr: 7.388e-03, eta: 1 day, 0:02:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.7270, loss: 2.7270 +2025-06-29 15:59:50,683 - pyskl - INFO - Epoch [96][500/3405] lr: 7.381e-03, eta: 1 day, 0:01:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.6248, loss: 2.6248 +2025-06-29 16:00:36,522 - pyskl - INFO - Epoch [96][600/3405] lr: 7.374e-03, eta: 1 day, 0:00:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.7294, loss: 2.7294 +2025-06-29 16:01:22,307 - pyskl - INFO - Epoch [96][700/3405] lr: 7.367e-03, eta: 23:59:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.7309, loss: 2.7309 +2025-06-29 16:02:08,178 - pyskl - INFO - Epoch [96][800/3405] lr: 7.360e-03, eta: 23:59:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 2.7098, loss: 2.7098 +2025-06-29 16:02:53,744 - pyskl - INFO - Epoch [96][900/3405] lr: 7.353e-03, eta: 23:58:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 2.8203, loss: 2.8203 +2025-06-29 16:03:39,456 - pyskl - INFO - Epoch [96][1000/3405] lr: 7.346e-03, eta: 23:57:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 2.8221, loss: 2.8221 +2025-06-29 16:04:25,238 - pyskl - INFO - Epoch [96][1100/3405] lr: 7.339e-03, eta: 23:56:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.7857, loss: 2.7857 +2025-06-29 16:05:10,923 - pyskl - INFO - Epoch [96][1200/3405] lr: 7.332e-03, eta: 23:56:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.8361, loss: 2.8361 +2025-06-29 16:05:56,728 - pyskl - INFO - Epoch [96][1300/3405] lr: 7.325e-03, eta: 23:55:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.6523, loss: 2.6523 +2025-06-29 16:06:42,498 - pyskl - INFO - Epoch [96][1400/3405] lr: 7.318e-03, eta: 23:54:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9950, loss_cls: 2.7080, loss: 2.7080 +2025-06-29 16:07:28,158 - pyskl - INFO - Epoch [96][1500/3405] lr: 7.311e-03, eta: 23:53:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.7389, loss: 2.7389 +2025-06-29 16:08:13,898 - pyskl - INFO - Epoch [96][1600/3405] lr: 7.304e-03, eta: 23:52:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.9142, loss: 2.9142 +2025-06-29 16:08:59,825 - pyskl - INFO - Epoch [96][1700/3405] lr: 7.297e-03, eta: 23:52:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.7012, loss: 2.7012 +2025-06-29 16:09:45,526 - pyskl - INFO - Epoch [96][1800/3405] lr: 7.290e-03, eta: 23:51:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.7831, loss: 2.7831 +2025-06-29 16:10:31,285 - pyskl - INFO - Epoch [96][1900/3405] lr: 7.283e-03, eta: 23:50:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.8250, loss: 2.8250 +2025-06-29 16:11:16,954 - pyskl - INFO - Epoch [96][2000/3405] lr: 7.276e-03, eta: 23:49:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.6664, loss: 2.6664 +2025-06-29 16:12:02,798 - pyskl - INFO - Epoch [96][2100/3405] lr: 7.269e-03, eta: 23:49:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 2.5870, loss: 2.5870 +2025-06-29 16:12:48,476 - pyskl - INFO - Epoch [96][2200/3405] lr: 7.262e-03, eta: 23:48:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 2.6277, loss: 2.6277 +2025-06-29 16:13:34,096 - pyskl - INFO - Epoch [96][2300/3405] lr: 7.255e-03, eta: 23:47:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.6798, loss: 2.6798 +2025-06-29 16:14:19,859 - pyskl - INFO - Epoch [96][2400/3405] lr: 7.248e-03, eta: 23:46:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9931, loss_cls: 2.7053, loss: 2.7053 +2025-06-29 16:15:05,741 - pyskl - INFO - Epoch [96][2500/3405] lr: 7.241e-03, eta: 23:45:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.7727, loss: 2.7727 +2025-06-29 16:15:51,315 - pyskl - INFO - Epoch [96][2600/3405] lr: 7.234e-03, eta: 23:45:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.6317, loss: 2.6317 +2025-06-29 16:16:36,945 - pyskl - INFO - Epoch [96][2700/3405] lr: 7.227e-03, eta: 23:44:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.6729, loss: 2.6729 +2025-06-29 16:17:22,562 - pyskl - INFO - Epoch [96][2800/3405] lr: 7.220e-03, eta: 23:43:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.7807, loss: 2.7807 +2025-06-29 16:18:08,245 - pyskl - INFO - Epoch [96][2900/3405] lr: 7.213e-03, eta: 23:42:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 2.7804, loss: 2.7804 +2025-06-29 16:18:54,216 - pyskl - INFO - Epoch [96][3000/3405] lr: 7.206e-03, eta: 23:42:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.8280, loss: 2.8280 +2025-06-29 16:19:40,109 - pyskl - INFO - Epoch [96][3100/3405] lr: 7.199e-03, eta: 23:41:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9838, loss_cls: 2.7339, loss: 2.7339 +2025-06-29 16:20:25,788 - pyskl - INFO - Epoch [96][3200/3405] lr: 7.192e-03, eta: 23:40:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.8012, loss: 2.8012 +2025-06-29 16:21:11,410 - pyskl - INFO - Epoch [96][3300/3405] lr: 7.185e-03, eta: 23:39:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.7974, loss: 2.7974 +2025-06-29 16:21:57,095 - pyskl - INFO - Epoch [96][3400/3405] lr: 7.178e-03, eta: 23:38:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.8326, loss: 2.8326 +2025-06-29 16:21:59,927 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-06-29 16:26:12,589 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 16:26:13,263 - pyskl - INFO - +top1_acc 0.8296 +top5_acc 0.9682 +2025-06-29 16:26:13,323 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_82.pth was removed +2025-06-29 16:26:14,363 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_96.pth. +2025-06-29 16:26:14,365 - pyskl - INFO - Best top1_acc is 0.8296 at 96 epoch. +2025-06-29 16:26:14,384 - pyskl - INFO - Epoch(val) [96][3718] top1_acc: 0.8296, top5_acc: 0.9682 +2025-06-29 16:27:23,791 - pyskl - INFO - Epoch [97][100/3405] lr: 7.171e-03, eta: 23:38:18, time: 0.694, data_time: 0.237, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.5655, loss: 2.5655 +2025-06-29 16:28:09,564 - pyskl - INFO - Epoch [97][200/3405] lr: 7.164e-03, eta: 23:37:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9938, loss_cls: 2.5972, loss: 2.5972 +2025-06-29 16:28:55,518 - pyskl - INFO - Epoch [97][300/3405] lr: 7.157e-03, eta: 23:36:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.6761, loss: 2.6761 +2025-06-29 16:29:41,321 - pyskl - INFO - Epoch [97][400/3405] lr: 7.150e-03, eta: 23:35:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.7321, loss: 2.7321 +2025-06-29 16:30:27,123 - pyskl - INFO - Epoch [97][500/3405] lr: 7.143e-03, eta: 23:35:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.7171, loss: 2.7171 +2025-06-29 16:31:12,847 - pyskl - INFO - Epoch [97][600/3405] lr: 7.136e-03, eta: 23:34:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9900, loss_cls: 2.7571, loss: 2.7571 +2025-06-29 16:31:58,627 - pyskl - INFO - Epoch [97][700/3405] lr: 7.129e-03, eta: 23:33:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 2.6912, loss: 2.6912 +2025-06-29 16:32:44,519 - pyskl - INFO - Epoch [97][800/3405] lr: 7.122e-03, eta: 23:32:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.6827, loss: 2.6827 +2025-06-29 16:33:30,177 - pyskl - INFO - Epoch [97][900/3405] lr: 7.115e-03, eta: 23:32:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.7440, loss: 2.7440 +2025-06-29 16:34:16,063 - pyskl - INFO - Epoch [97][1000/3405] lr: 7.108e-03, eta: 23:31:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9931, loss_cls: 2.6771, loss: 2.6771 +2025-06-29 16:35:01,946 - pyskl - INFO - Epoch [97][1100/3405] lr: 7.101e-03, eta: 23:30:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9950, loss_cls: 2.6648, loss: 2.6648 +2025-06-29 16:35:47,658 - pyskl - INFO - Epoch [97][1200/3405] lr: 7.094e-03, eta: 23:29:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 2.6695, loss: 2.6695 +2025-06-29 16:36:33,446 - pyskl - INFO - Epoch [97][1300/3405] lr: 7.088e-03, eta: 23:28:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.6906, loss: 2.6906 +2025-06-29 16:37:19,180 - pyskl - INFO - Epoch [97][1400/3405] lr: 7.081e-03, eta: 23:28:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.7904, loss: 2.7904 +2025-06-29 16:38:04,961 - pyskl - INFO - Epoch [97][1500/3405] lr: 7.074e-03, eta: 23:27:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.6986, loss: 2.6986 +2025-06-29 16:38:50,757 - pyskl - INFO - Epoch [97][1600/3405] lr: 7.067e-03, eta: 23:26:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.7919, loss: 2.7919 +2025-06-29 16:39:36,427 - pyskl - INFO - Epoch [97][1700/3405] lr: 7.060e-03, eta: 23:25:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9925, loss_cls: 2.6609, loss: 2.6609 +2025-06-29 16:40:21,982 - pyskl - INFO - Epoch [97][1800/3405] lr: 7.053e-03, eta: 23:25:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.7478, loss: 2.7478 +2025-06-29 16:41:07,654 - pyskl - INFO - Epoch [97][1900/3405] lr: 7.046e-03, eta: 23:24:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9919, loss_cls: 2.6863, loss: 2.6863 +2025-06-29 16:41:53,323 - pyskl - INFO - Epoch [97][2000/3405] lr: 7.039e-03, eta: 23:23:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9938, loss_cls: 2.7380, loss: 2.7380 +2025-06-29 16:42:38,936 - pyskl - INFO - Epoch [97][2100/3405] lr: 7.032e-03, eta: 23:22:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.7491, loss: 2.7491 +2025-06-29 16:43:24,515 - pyskl - INFO - Epoch [97][2200/3405] lr: 7.025e-03, eta: 23:21:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.7939, loss: 2.7939 +2025-06-29 16:44:10,311 - pyskl - INFO - Epoch [97][2300/3405] lr: 7.018e-03, eta: 23:21:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9850, loss_cls: 2.6651, loss: 2.6651 +2025-06-29 16:44:56,049 - pyskl - INFO - Epoch [97][2400/3405] lr: 7.011e-03, eta: 23:20:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.8645, loss: 2.8645 +2025-06-29 16:45:41,646 - pyskl - INFO - Epoch [97][2500/3405] lr: 7.005e-03, eta: 23:19:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.8206, loss: 2.8206 +2025-06-29 16:46:27,173 - pyskl - INFO - Epoch [97][2600/3405] lr: 6.998e-03, eta: 23:18:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.8064, loss: 2.8064 +2025-06-29 16:47:12,779 - pyskl - INFO - Epoch [97][2700/3405] lr: 6.991e-03, eta: 23:18:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.7331, loss: 2.7331 +2025-06-29 16:47:58,262 - pyskl - INFO - Epoch [97][2800/3405] lr: 6.984e-03, eta: 23:17:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.7203, loss: 2.7203 +2025-06-29 16:48:43,794 - pyskl - INFO - Epoch [97][2900/3405] lr: 6.977e-03, eta: 23:16:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.8383, loss: 2.8383 +2025-06-29 16:49:29,419 - pyskl - INFO - Epoch [97][3000/3405] lr: 6.970e-03, eta: 23:15:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.7220, loss: 2.7220 +2025-06-29 16:50:15,192 - pyskl - INFO - Epoch [97][3100/3405] lr: 6.963e-03, eta: 23:14:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.6099, loss: 2.6099 +2025-06-29 16:51:00,761 - pyskl - INFO - Epoch [97][3200/3405] lr: 6.956e-03, eta: 23:14:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.7199, loss: 2.7199 +2025-06-29 16:51:46,370 - pyskl - INFO - Epoch [97][3300/3405] lr: 6.949e-03, eta: 23:13:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.9293, loss: 2.9293 +2025-06-29 16:52:31,997 - pyskl - INFO - Epoch [97][3400/3405] lr: 6.942e-03, eta: 23:12:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9912, loss_cls: 2.7681, loss: 2.7681 +2025-06-29 16:52:34,625 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-06-29 16:56:45,111 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 16:56:45,661 - pyskl - INFO - +top1_acc 0.7705 +top5_acc 0.9279 +2025-06-29 16:56:45,682 - pyskl - INFO - Epoch(val) [97][3718] top1_acc: 0.7705, top5_acc: 0.9279 +2025-06-29 16:57:53,834 - pyskl - INFO - Epoch [98][100/3405] lr: 6.935e-03, eta: 23:12:01, time: 0.681, data_time: 0.225, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9938, loss_cls: 2.6803, loss: 2.6803 +2025-06-29 16:58:39,481 - pyskl - INFO - Epoch [98][200/3405] lr: 6.928e-03, eta: 23:11:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.7077, loss: 2.7077 +2025-06-29 16:59:25,218 - pyskl - INFO - Epoch [98][300/3405] lr: 6.921e-03, eta: 23:10:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.6444, loss: 2.6444 +2025-06-29 17:00:10,927 - pyskl - INFO - Epoch [98][400/3405] lr: 6.915e-03, eta: 23:09:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 2.6845, loss: 2.6845 +2025-06-29 17:00:56,644 - pyskl - INFO - Epoch [98][500/3405] lr: 6.908e-03, eta: 23:08:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.7775, loss: 2.7775 +2025-06-29 17:01:42,274 - pyskl - INFO - Epoch [98][600/3405] lr: 6.901e-03, eta: 23:08:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.6034, loss: 2.6034 +2025-06-29 17:02:28,036 - pyskl - INFO - Epoch [98][700/3405] lr: 6.894e-03, eta: 23:07:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 2.5701, loss: 2.5701 +2025-06-29 17:03:13,671 - pyskl - INFO - Epoch [98][800/3405] lr: 6.887e-03, eta: 23:06:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.6633, loss: 2.6633 +2025-06-29 17:03:59,240 - pyskl - INFO - Epoch [98][900/3405] lr: 6.880e-03, eta: 23:05:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.6483, loss: 2.6483 +2025-06-29 17:04:44,821 - pyskl - INFO - Epoch [98][1000/3405] lr: 6.873e-03, eta: 23:05:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.5742, loss: 2.5742 +2025-06-29 17:05:30,305 - pyskl - INFO - Epoch [98][1100/3405] lr: 6.867e-03, eta: 23:04:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.5675, loss: 2.5675 +2025-06-29 17:06:15,819 - pyskl - INFO - Epoch [98][1200/3405] lr: 6.860e-03, eta: 23:03:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9806, loss_cls: 2.7595, loss: 2.7595 +2025-06-29 17:07:01,342 - pyskl - INFO - Epoch [98][1300/3405] lr: 6.853e-03, eta: 23:02:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9938, loss_cls: 2.6927, loss: 2.6927 +2025-06-29 17:07:46,893 - pyskl - INFO - Epoch [98][1400/3405] lr: 6.846e-03, eta: 23:01:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9931, loss_cls: 2.6214, loss: 2.6214 +2025-06-29 17:08:32,456 - pyskl - INFO - Epoch [98][1500/3405] lr: 6.839e-03, eta: 23:01:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.6188, loss: 2.6188 +2025-06-29 17:09:17,913 - pyskl - INFO - Epoch [98][1600/3405] lr: 6.832e-03, eta: 23:00:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.6255, loss: 2.6255 +2025-06-29 17:10:03,429 - pyskl - INFO - Epoch [98][1700/3405] lr: 6.825e-03, eta: 22:59:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.7521, loss: 2.7521 +2025-06-29 17:10:48,896 - pyskl - INFO - Epoch [98][1800/3405] lr: 6.819e-03, eta: 22:58:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9819, loss_cls: 2.7648, loss: 2.7648 +2025-06-29 17:11:34,276 - pyskl - INFO - Epoch [98][1900/3405] lr: 6.812e-03, eta: 22:58:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.6334, loss: 2.6334 +2025-06-29 17:12:19,826 - pyskl - INFO - Epoch [98][2000/3405] lr: 6.805e-03, eta: 22:57:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.6088, loss: 2.6088 +2025-06-29 17:13:05,391 - pyskl - INFO - Epoch [98][2100/3405] lr: 6.798e-03, eta: 22:56:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 2.7211, loss: 2.7211 +2025-06-29 17:13:50,941 - pyskl - INFO - Epoch [98][2200/3405] lr: 6.791e-03, eta: 22:55:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.7580, loss: 2.7580 +2025-06-29 17:14:36,589 - pyskl - INFO - Epoch [98][2300/3405] lr: 6.784e-03, eta: 22:54:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.6875, loss: 2.6875 +2025-06-29 17:15:22,160 - pyskl - INFO - Epoch [98][2400/3405] lr: 6.777e-03, eta: 22:54:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 2.7952, loss: 2.7952 +2025-06-29 17:16:07,821 - pyskl - INFO - Epoch [98][2500/3405] lr: 6.771e-03, eta: 22:53:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.7556, loss: 2.7556 +2025-06-29 17:16:53,433 - pyskl - INFO - Epoch [98][2600/3405] lr: 6.764e-03, eta: 22:52:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.7701, loss: 2.7701 +2025-06-29 17:17:39,102 - pyskl - INFO - Epoch [98][2700/3405] lr: 6.757e-03, eta: 22:51:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.6898, loss: 2.6898 +2025-06-29 17:18:24,658 - pyskl - INFO - Epoch [98][2800/3405] lr: 6.750e-03, eta: 22:51:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9838, loss_cls: 2.6806, loss: 2.6806 +2025-06-29 17:19:10,251 - pyskl - INFO - Epoch [98][2900/3405] lr: 6.743e-03, eta: 22:50:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.7241, loss: 2.7241 +2025-06-29 17:19:55,839 - pyskl - INFO - Epoch [98][3000/3405] lr: 6.736e-03, eta: 22:49:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.6987, loss: 2.6987 +2025-06-29 17:20:41,343 - pyskl - INFO - Epoch [98][3100/3405] lr: 6.730e-03, eta: 22:48:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.7077, loss: 2.7077 +2025-06-29 17:21:26,751 - pyskl - INFO - Epoch [98][3200/3405] lr: 6.723e-03, eta: 22:47:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.6384, loss: 2.6384 +2025-06-29 17:22:12,247 - pyskl - INFO - Epoch [98][3300/3405] lr: 6.716e-03, eta: 22:47:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.6511, loss: 2.6511 +2025-06-29 17:22:57,762 - pyskl - INFO - Epoch [98][3400/3405] lr: 6.709e-03, eta: 22:46:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.7257, loss: 2.7257 +2025-06-29 17:23:00,557 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-06-29 17:27:07,789 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 17:27:08,406 - pyskl - INFO - +top1_acc 0.8266 +top5_acc 0.9655 +2025-06-29 17:27:08,428 - pyskl - INFO - Epoch(val) [98][3718] top1_acc: 0.8266, top5_acc: 0.9655 +2025-06-29 17:28:16,899 - pyskl - INFO - Epoch [99][100/3405] lr: 6.702e-03, eta: 22:45:42, time: 0.685, data_time: 0.227, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.6870, loss: 2.6870 +2025-06-29 17:29:02,722 - pyskl - INFO - Epoch [99][200/3405] lr: 6.695e-03, eta: 22:44:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9950, loss_cls: 2.5363, loss: 2.5363 +2025-06-29 17:29:48,371 - pyskl - INFO - Epoch [99][300/3405] lr: 6.688e-03, eta: 22:44:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.5843, loss: 2.5843 +2025-06-29 17:30:33,967 - pyskl - INFO - Epoch [99][400/3405] lr: 6.682e-03, eta: 22:43:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.6111, loss: 2.6111 +2025-06-29 17:31:19,591 - pyskl - INFO - Epoch [99][500/3405] lr: 6.675e-03, eta: 22:42:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9969, loss_cls: 2.5575, loss: 2.5575 +2025-06-29 17:32:05,185 - pyskl - INFO - Epoch [99][600/3405] lr: 6.668e-03, eta: 22:41:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.4671, loss: 2.4671 +2025-06-29 17:32:50,937 - pyskl - INFO - Epoch [99][700/3405] lr: 6.661e-03, eta: 22:41:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 2.6472, loss: 2.6472 +2025-06-29 17:33:36,661 - pyskl - INFO - Epoch [99][800/3405] lr: 6.654e-03, eta: 22:40:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.6084, loss: 2.6084 +2025-06-29 17:34:22,179 - pyskl - INFO - Epoch [99][900/3405] lr: 6.648e-03, eta: 22:39:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.6423, loss: 2.6423 +2025-06-29 17:35:07,568 - pyskl - INFO - Epoch [99][1000/3405] lr: 6.641e-03, eta: 22:38:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.5914, loss: 2.5914 +2025-06-29 17:35:53,082 - pyskl - INFO - Epoch [99][1100/3405] lr: 6.634e-03, eta: 22:37:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.6950, loss: 2.6950 +2025-06-29 17:36:38,538 - pyskl - INFO - Epoch [99][1200/3405] lr: 6.627e-03, eta: 22:37:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9912, loss_cls: 2.6649, loss: 2.6649 +2025-06-29 17:37:24,073 - pyskl - INFO - Epoch [99][1300/3405] lr: 6.620e-03, eta: 22:36:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 2.6790, loss: 2.6790 +2025-06-29 17:38:09,867 - pyskl - INFO - Epoch [99][1400/3405] lr: 6.614e-03, eta: 22:35:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.6182, loss: 2.6182 +2025-06-29 17:38:55,564 - pyskl - INFO - Epoch [99][1500/3405] lr: 6.607e-03, eta: 22:34:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9906, loss_cls: 2.7472, loss: 2.7472 +2025-06-29 17:39:41,180 - pyskl - INFO - Epoch [99][1600/3405] lr: 6.600e-03, eta: 22:34:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 2.7401, loss: 2.7401 +2025-06-29 17:40:26,924 - pyskl - INFO - Epoch [99][1700/3405] lr: 6.593e-03, eta: 22:33:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.7916, loss: 2.7916 +2025-06-29 17:41:12,654 - pyskl - INFO - Epoch [99][1800/3405] lr: 6.587e-03, eta: 22:32:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.5779, loss: 2.5779 +2025-06-29 17:41:58,169 - pyskl - INFO - Epoch [99][1900/3405] lr: 6.580e-03, eta: 22:31:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 2.6639, loss: 2.6639 +2025-06-29 17:42:43,643 - pyskl - INFO - Epoch [99][2000/3405] lr: 6.573e-03, eta: 22:30:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.7505, loss: 2.7505 +2025-06-29 17:43:29,028 - pyskl - INFO - Epoch [99][2100/3405] lr: 6.566e-03, eta: 22:30:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.7501, loss: 2.7501 +2025-06-29 17:44:14,548 - pyskl - INFO - Epoch [99][2200/3405] lr: 6.559e-03, eta: 22:29:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.7796, loss: 2.7796 +2025-06-29 17:45:00,085 - pyskl - INFO - Epoch [99][2300/3405] lr: 6.553e-03, eta: 22:28:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.6271, loss: 2.6271 +2025-06-29 17:45:45,692 - pyskl - INFO - Epoch [99][2400/3405] lr: 6.546e-03, eta: 22:27:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.5674, loss: 2.5674 +2025-06-29 17:46:31,205 - pyskl - INFO - Epoch [99][2500/3405] lr: 6.539e-03, eta: 22:27:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 2.6374, loss: 2.6374 +2025-06-29 17:47:16,806 - pyskl - INFO - Epoch [99][2600/3405] lr: 6.532e-03, eta: 22:26:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.6373, loss: 2.6373 +2025-06-29 17:48:02,372 - pyskl - INFO - Epoch [99][2700/3405] lr: 6.526e-03, eta: 22:25:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9900, loss_cls: 2.6717, loss: 2.6717 +2025-06-29 17:48:47,964 - pyskl - INFO - Epoch [99][2800/3405] lr: 6.519e-03, eta: 22:24:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.6550, loss: 2.6550 +2025-06-29 17:49:33,594 - pyskl - INFO - Epoch [99][2900/3405] lr: 6.512e-03, eta: 22:23:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.7316, loss: 2.7316 +2025-06-29 17:50:19,272 - pyskl - INFO - Epoch [99][3000/3405] lr: 6.505e-03, eta: 22:23:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.7468, loss: 2.7468 +2025-06-29 17:51:04,946 - pyskl - INFO - Epoch [99][3100/3405] lr: 6.499e-03, eta: 22:22:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.6867, loss: 2.6867 +2025-06-29 17:51:50,562 - pyskl - INFO - Epoch [99][3200/3405] lr: 6.492e-03, eta: 22:21:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.7013, loss: 2.7013 +2025-06-29 17:52:36,179 - pyskl - INFO - Epoch [99][3300/3405] lr: 6.485e-03, eta: 22:20:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.7032, loss: 2.7032 +2025-06-29 17:53:21,802 - pyskl - INFO - Epoch [99][3400/3405] lr: 6.478e-03, eta: 22:20:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9938, loss_cls: 2.6282, loss: 2.6282 +2025-06-29 17:53:24,437 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-06-29 17:57:35,499 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 17:57:36,049 - pyskl - INFO - +top1_acc 0.8205 +top5_acc 0.9650 +2025-06-29 17:57:36,068 - pyskl - INFO - Epoch(val) [99][3718] top1_acc: 0.8205, top5_acc: 0.9650 +2025-06-29 17:58:44,511 - pyskl - INFO - Epoch [100][100/3405] lr: 6.471e-03, eta: 22:19:23, time: 0.684, data_time: 0.227, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.5464, loss: 2.5464 +2025-06-29 17:59:30,099 - pyskl - INFO - Epoch [100][200/3405] lr: 6.465e-03, eta: 22:18:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.6182, loss: 2.6182 +2025-06-29 18:00:15,714 - pyskl - INFO - Epoch [100][300/3405] lr: 6.458e-03, eta: 22:17:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.6441, loss: 2.6441 +2025-06-29 18:01:01,374 - pyskl - INFO - Epoch [100][400/3405] lr: 6.451e-03, eta: 22:17:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.5752, loss: 2.5752 +2025-06-29 18:01:47,017 - pyskl - INFO - Epoch [100][500/3405] lr: 6.444e-03, eta: 22:16:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.6087, loss: 2.6087 +2025-06-29 18:02:32,705 - pyskl - INFO - Epoch [100][600/3405] lr: 6.438e-03, eta: 22:15:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.7184, loss: 2.7184 +2025-06-29 18:03:18,477 - pyskl - INFO - Epoch [100][700/3405] lr: 6.431e-03, eta: 22:14:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.6431, loss: 2.6431 +2025-06-29 18:04:04,122 - pyskl - INFO - Epoch [100][800/3405] lr: 6.424e-03, eta: 22:13:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 2.6457, loss: 2.6457 +2025-06-29 18:04:49,820 - pyskl - INFO - Epoch [100][900/3405] lr: 6.418e-03, eta: 22:13:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.5944, loss: 2.5944 +2025-06-29 18:05:35,398 - pyskl - INFO - Epoch [100][1000/3405] lr: 6.411e-03, eta: 22:12:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.7402, loss: 2.7402 +2025-06-29 18:06:21,061 - pyskl - INFO - Epoch [100][1100/3405] lr: 6.404e-03, eta: 22:11:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 2.6491, loss: 2.6491 +2025-06-29 18:07:06,690 - pyskl - INFO - Epoch [100][1200/3405] lr: 6.397e-03, eta: 22:10:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.7234, loss: 2.7234 +2025-06-29 18:07:52,417 - pyskl - INFO - Epoch [100][1300/3405] lr: 6.391e-03, eta: 22:10:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.6938, loss: 2.6938 +2025-06-29 18:08:38,075 - pyskl - INFO - Epoch [100][1400/3405] lr: 6.384e-03, eta: 22:09:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.7904, loss: 2.7904 +2025-06-29 18:09:23,659 - pyskl - INFO - Epoch [100][1500/3405] lr: 6.377e-03, eta: 22:08:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.5705, loss: 2.5705 +2025-06-29 18:10:09,151 - pyskl - INFO - Epoch [100][1600/3405] lr: 6.371e-03, eta: 22:07:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.5659, loss: 2.5659 +2025-06-29 18:10:54,948 - pyskl - INFO - Epoch [100][1700/3405] lr: 6.364e-03, eta: 22:06:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.5981, loss: 2.5981 +2025-06-29 18:11:40,912 - pyskl - INFO - Epoch [100][1800/3405] lr: 6.357e-03, eta: 22:06:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.5644, loss: 2.5644 +2025-06-29 18:12:26,521 - pyskl - INFO - Epoch [100][1900/3405] lr: 6.351e-03, eta: 22:05:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9881, loss_cls: 2.5888, loss: 2.5888 +2025-06-29 18:13:12,108 - pyskl - INFO - Epoch [100][2000/3405] lr: 6.344e-03, eta: 22:04:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.6291, loss: 2.6291 +2025-06-29 18:13:57,566 - pyskl - INFO - Epoch [100][2100/3405] lr: 6.337e-03, eta: 22:03:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9838, loss_cls: 2.5961, loss: 2.5961 +2025-06-29 18:14:42,837 - pyskl - INFO - Epoch [100][2200/3405] lr: 6.330e-03, eta: 22:03:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.7056, loss: 2.7056 +2025-06-29 18:15:28,133 - pyskl - INFO - Epoch [100][2300/3405] lr: 6.324e-03, eta: 22:02:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.5977, loss: 2.5977 +2025-06-29 18:16:13,920 - pyskl - INFO - Epoch [100][2400/3405] lr: 6.317e-03, eta: 22:01:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.6769, loss: 2.6769 +2025-06-29 18:16:59,587 - pyskl - INFO - Epoch [100][2500/3405] lr: 6.310e-03, eta: 22:00:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.6851, loss: 2.6851 +2025-06-29 18:17:45,125 - pyskl - INFO - Epoch [100][2600/3405] lr: 6.304e-03, eta: 21:59:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.5910, loss: 2.5910 +2025-06-29 18:18:30,755 - pyskl - INFO - Epoch [100][2700/3405] lr: 6.297e-03, eta: 21:59:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.6618, loss: 2.6618 +2025-06-29 18:19:16,541 - pyskl - INFO - Epoch [100][2800/3405] lr: 6.290e-03, eta: 21:58:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.6489, loss: 2.6489 +2025-06-29 18:20:02,290 - pyskl - INFO - Epoch [100][2900/3405] lr: 6.284e-03, eta: 21:57:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9919, loss_cls: 2.7461, loss: 2.7461 +2025-06-29 18:20:48,355 - pyskl - INFO - Epoch [100][3000/3405] lr: 6.277e-03, eta: 21:56:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9912, loss_cls: 2.7444, loss: 2.7444 +2025-06-29 18:21:34,210 - pyskl - INFO - Epoch [100][3100/3405] lr: 6.270e-03, eta: 21:56:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9906, loss_cls: 2.6773, loss: 2.6773 +2025-06-29 18:22:19,866 - pyskl - INFO - Epoch [100][3200/3405] lr: 6.264e-03, eta: 21:55:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9850, loss_cls: 2.6000, loss: 2.6000 +2025-06-29 18:23:05,567 - pyskl - INFO - Epoch [100][3300/3405] lr: 6.257e-03, eta: 21:54:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.6895, loss: 2.6895 +2025-06-29 18:23:51,138 - pyskl - INFO - Epoch [100][3400/3405] lr: 6.250e-03, eta: 21:53:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 2.5896, loss: 2.5896 +2025-06-29 18:23:53,753 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-06-29 18:43:42,549 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 18:43:43,206 - pyskl - INFO - +top1_acc 0.8331 +top5_acc 0.9683 +2025-06-29 18:43:43,266 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_96.pth was removed +2025-06-29 18:43:44,356 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_100.pth. +2025-06-29 18:43:44,357 - pyskl - INFO - Best top1_acc is 0.8331 at 100 epoch. +2025-06-29 18:43:44,378 - pyskl - INFO - Epoch(val) [100][3718] top1_acc: 0.8331, top5_acc: 0.9683 +2025-06-29 18:44:52,515 - pyskl - INFO - Epoch [101][100/3405] lr: 6.243e-03, eta: 21:53:06, time: 0.681, data_time: 0.225, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 2.6311, loss: 2.6311 +2025-06-29 18:45:38,135 - pyskl - INFO - Epoch [101][200/3405] lr: 6.237e-03, eta: 21:52:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.5442, loss: 2.5442 +2025-06-29 18:46:23,621 - pyskl - INFO - Epoch [101][300/3405] lr: 6.230e-03, eta: 21:51:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 2.4805, loss: 2.4805 +2025-06-29 18:47:09,086 - pyskl - INFO - Epoch [101][400/3405] lr: 6.223e-03, eta: 21:50:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.5347, loss: 2.5347 +2025-06-29 18:47:54,580 - pyskl - INFO - Epoch [101][500/3405] lr: 6.217e-03, eta: 21:49:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9944, loss_cls: 2.5986, loss: 2.5986 +2025-06-29 18:48:40,189 - pyskl - INFO - Epoch [101][600/3405] lr: 6.210e-03, eta: 21:49:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9962, loss_cls: 2.6102, loss: 2.6102 +2025-06-29 18:49:25,807 - pyskl - INFO - Epoch [101][700/3405] lr: 6.204e-03, eta: 21:48:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9950, loss_cls: 2.5614, loss: 2.5614 +2025-06-29 18:50:11,466 - pyskl - INFO - Epoch [101][800/3405] lr: 6.197e-03, eta: 21:47:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.6085, loss: 2.6085 +2025-06-29 18:50:57,078 - pyskl - INFO - Epoch [101][900/3405] lr: 6.190e-03, eta: 21:46:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.5502, loss: 2.5502 +2025-06-29 18:51:42,586 - pyskl - INFO - Epoch [101][1000/3405] lr: 6.184e-03, eta: 21:46:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.5232, loss: 2.5232 +2025-06-29 18:52:28,084 - pyskl - INFO - Epoch [101][1100/3405] lr: 6.177e-03, eta: 21:45:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.6094, loss: 2.6094 +2025-06-29 18:53:13,706 - pyskl - INFO - Epoch [101][1200/3405] lr: 6.170e-03, eta: 21:44:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.5399, loss: 2.5399 +2025-06-29 18:53:59,369 - pyskl - INFO - Epoch [101][1300/3405] lr: 6.164e-03, eta: 21:43:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.5063, loss: 2.5063 +2025-06-29 18:54:44,889 - pyskl - INFO - Epoch [101][1400/3405] lr: 6.157e-03, eta: 21:42:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.5428, loss: 2.5428 +2025-06-29 18:55:30,471 - pyskl - INFO - Epoch [101][1500/3405] lr: 6.150e-03, eta: 21:42:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.6162, loss: 2.6162 +2025-06-29 18:56:16,017 - pyskl - INFO - Epoch [101][1600/3405] lr: 6.144e-03, eta: 21:41:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.7331, loss: 2.7331 +2025-06-29 18:57:01,732 - pyskl - INFO - Epoch [101][1700/3405] lr: 6.137e-03, eta: 21:40:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 2.7032, loss: 2.7032 +2025-06-29 18:57:47,284 - pyskl - INFO - Epoch [101][1800/3405] lr: 6.131e-03, eta: 21:39:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.5952, loss: 2.5952 +2025-06-29 18:58:32,772 - pyskl - INFO - Epoch [101][1900/3405] lr: 6.124e-03, eta: 21:39:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9869, loss_cls: 2.5839, loss: 2.5839 +2025-06-29 18:59:18,296 - pyskl - INFO - Epoch [101][2000/3405] lr: 6.117e-03, eta: 21:38:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.5945, loss: 2.5945 +2025-06-29 19:00:03,771 - pyskl - INFO - Epoch [101][2100/3405] lr: 6.111e-03, eta: 21:37:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 2.5057, loss: 2.5057 +2025-06-29 19:00:49,274 - pyskl - INFO - Epoch [101][2200/3405] lr: 6.104e-03, eta: 21:36:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.5691, loss: 2.5691 +2025-06-29 19:01:34,826 - pyskl - INFO - Epoch [101][2300/3405] lr: 6.098e-03, eta: 21:35:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.5827, loss: 2.5827 +2025-06-29 19:02:20,408 - pyskl - INFO - Epoch [101][2400/3405] lr: 6.091e-03, eta: 21:35:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9875, loss_cls: 2.5485, loss: 2.5485 +2025-06-29 19:03:05,842 - pyskl - INFO - Epoch [101][2500/3405] lr: 6.084e-03, eta: 21:34:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 2.6282, loss: 2.6282 +2025-06-29 19:03:51,386 - pyskl - INFO - Epoch [101][2600/3405] lr: 6.078e-03, eta: 21:33:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9919, loss_cls: 2.7285, loss: 2.7285 +2025-06-29 19:04:37,082 - pyskl - INFO - Epoch [101][2700/3405] lr: 6.071e-03, eta: 21:32:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 2.6540, loss: 2.6540 +2025-06-29 19:05:22,583 - pyskl - INFO - Epoch [101][2800/3405] lr: 6.065e-03, eta: 21:32:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.6101, loss: 2.6101 +2025-06-29 19:06:08,096 - pyskl - INFO - Epoch [101][2900/3405] lr: 6.058e-03, eta: 21:31:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9938, loss_cls: 2.7180, loss: 2.7180 +2025-06-29 19:06:53,584 - pyskl - INFO - Epoch [101][3000/3405] lr: 6.051e-03, eta: 21:30:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.6729, loss: 2.6729 +2025-06-29 19:07:39,036 - pyskl - INFO - Epoch [101][3100/3405] lr: 6.045e-03, eta: 21:29:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.5844, loss: 2.5844 +2025-06-29 19:08:24,511 - pyskl - INFO - Epoch [101][3200/3405] lr: 6.038e-03, eta: 21:28:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.5506, loss: 2.5506 +2025-06-29 19:09:09,920 - pyskl - INFO - Epoch [101][3300/3405] lr: 6.032e-03, eta: 21:28:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.6385, loss: 2.6385 +2025-06-29 19:09:55,396 - pyskl - INFO - Epoch [101][3400/3405] lr: 6.025e-03, eta: 21:27:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9944, loss_cls: 2.5806, loss: 2.5806 +2025-06-29 19:09:57,986 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-06-29 19:14:05,624 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 19:14:06,325 - pyskl - INFO - +top1_acc 0.7989 +top5_acc 0.9471 +2025-06-29 19:14:06,346 - pyskl - INFO - Epoch(val) [101][3718] top1_acc: 0.7989, top5_acc: 0.9471 +2025-06-29 19:15:15,538 - pyskl - INFO - Epoch [102][100/3405] lr: 6.018e-03, eta: 21:26:47, time: 0.692, data_time: 0.234, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.5350, loss: 2.5350 +2025-06-29 19:16:01,434 - pyskl - INFO - Epoch [102][200/3405] lr: 6.012e-03, eta: 21:26:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.4265, loss: 2.4265 +2025-06-29 19:16:47,205 - pyskl - INFO - Epoch [102][300/3405] lr: 6.005e-03, eta: 21:25:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9962, loss_cls: 2.4467, loss: 2.4467 +2025-06-29 19:17:32,964 - pyskl - INFO - Epoch [102][400/3405] lr: 5.998e-03, eta: 21:24:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9944, loss_cls: 2.5067, loss: 2.5067 +2025-06-29 19:18:18,759 - pyskl - INFO - Epoch [102][500/3405] lr: 5.992e-03, eta: 21:23:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 2.6493, loss: 2.6493 +2025-06-29 19:19:04,493 - pyskl - INFO - Epoch [102][600/3405] lr: 5.985e-03, eta: 21:22:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.4691, loss: 2.4691 +2025-06-29 19:19:50,246 - pyskl - INFO - Epoch [102][700/3405] lr: 5.979e-03, eta: 21:22:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.5541, loss: 2.5541 +2025-06-29 19:20:35,925 - pyskl - INFO - Epoch [102][800/3405] lr: 5.972e-03, eta: 21:21:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9931, loss_cls: 2.7132, loss: 2.7132 +2025-06-29 19:21:21,611 - pyskl - INFO - Epoch [102][900/3405] lr: 5.966e-03, eta: 21:20:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9938, loss_cls: 2.6033, loss: 2.6033 +2025-06-29 19:22:07,406 - pyskl - INFO - Epoch [102][1000/3405] lr: 5.959e-03, eta: 21:19:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.5788, loss: 2.5788 +2025-06-29 19:22:53,152 - pyskl - INFO - Epoch [102][1100/3405] lr: 5.953e-03, eta: 21:19:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9944, loss_cls: 2.5215, loss: 2.5215 +2025-06-29 19:23:38,848 - pyskl - INFO - Epoch [102][1200/3405] lr: 5.946e-03, eta: 21:18:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9956, loss_cls: 2.4798, loss: 2.4798 +2025-06-29 19:24:24,732 - pyskl - INFO - Epoch [102][1300/3405] lr: 5.939e-03, eta: 21:17:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.5236, loss: 2.5236 +2025-06-29 19:25:10,554 - pyskl - INFO - Epoch [102][1400/3405] lr: 5.933e-03, eta: 21:16:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.5559, loss: 2.5559 +2025-06-29 19:25:56,237 - pyskl - INFO - Epoch [102][1500/3405] lr: 5.926e-03, eta: 21:15:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 2.5680, loss: 2.5680 +2025-06-29 19:26:41,906 - pyskl - INFO - Epoch [102][1600/3405] lr: 5.920e-03, eta: 21:15:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.5884, loss: 2.5884 +2025-06-29 19:27:27,583 - pyskl - INFO - Epoch [102][1700/3405] lr: 5.913e-03, eta: 21:14:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.5749, loss: 2.5749 +2025-06-29 19:28:13,407 - pyskl - INFO - Epoch [102][1800/3405] lr: 5.907e-03, eta: 21:13:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9925, loss_cls: 2.5876, loss: 2.5876 +2025-06-29 19:28:59,086 - pyskl - INFO - Epoch [102][1900/3405] lr: 5.900e-03, eta: 21:12:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.5783, loss: 2.5783 +2025-06-29 19:29:44,747 - pyskl - INFO - Epoch [102][2000/3405] lr: 5.894e-03, eta: 21:12:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9950, loss_cls: 2.5581, loss: 2.5581 +2025-06-29 19:30:30,217 - pyskl - INFO - Epoch [102][2100/3405] lr: 5.887e-03, eta: 21:11:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.5588, loss: 2.5588 +2025-06-29 19:31:15,734 - pyskl - INFO - Epoch [102][2200/3405] lr: 5.881e-03, eta: 21:10:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.5430, loss: 2.5430 +2025-06-29 19:32:01,281 - pyskl - INFO - Epoch [102][2300/3405] lr: 5.874e-03, eta: 21:09:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.5989, loss: 2.5989 +2025-06-29 19:32:46,985 - pyskl - INFO - Epoch [102][2400/3405] lr: 5.868e-03, eta: 21:08:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.6282, loss: 2.6282 +2025-06-29 19:33:32,674 - pyskl - INFO - Epoch [102][2500/3405] lr: 5.861e-03, eta: 21:08:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 2.6428, loss: 2.6428 +2025-06-29 19:34:18,518 - pyskl - INFO - Epoch [102][2600/3405] lr: 5.855e-03, eta: 21:07:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 2.5471, loss: 2.5471 +2025-06-29 19:35:04,294 - pyskl - INFO - Epoch [102][2700/3405] lr: 5.848e-03, eta: 21:06:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 2.5264, loss: 2.5264 +2025-06-29 19:35:49,979 - pyskl - INFO - Epoch [102][2800/3405] lr: 5.842e-03, eta: 21:05:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.5328, loss: 2.5328 +2025-06-29 19:36:35,676 - pyskl - INFO - Epoch [102][2900/3405] lr: 5.835e-03, eta: 21:05:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9938, loss_cls: 2.6221, loss: 2.6221 +2025-06-29 19:37:21,454 - pyskl - INFO - Epoch [102][3000/3405] lr: 5.829e-03, eta: 21:04:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 2.6606, loss: 2.6606 +2025-06-29 19:38:07,076 - pyskl - INFO - Epoch [102][3100/3405] lr: 5.822e-03, eta: 21:03:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.6354, loss: 2.6354 +2025-06-29 19:38:52,727 - pyskl - INFO - Epoch [102][3200/3405] lr: 5.816e-03, eta: 21:02:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.5644, loss: 2.5644 +2025-06-29 19:39:38,687 - pyskl - INFO - Epoch [102][3300/3405] lr: 5.809e-03, eta: 21:01:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.6810, loss: 2.6810 +2025-06-29 19:40:24,550 - pyskl - INFO - Epoch [102][3400/3405] lr: 5.803e-03, eta: 21:01:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9931, loss_cls: 2.7006, loss: 2.7006 +2025-06-29 19:40:27,259 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-06-29 19:44:37,984 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 19:44:38,526 - pyskl - INFO - +top1_acc 0.8094 +top5_acc 0.9642 +2025-06-29 19:44:38,544 - pyskl - INFO - Epoch(val) [102][3718] top1_acc: 0.8094, top5_acc: 0.9642 +2025-06-29 19:45:47,418 - pyskl - INFO - Epoch [103][100/3405] lr: 5.796e-03, eta: 21:00:31, time: 0.689, data_time: 0.231, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 2.4084, loss: 2.4084 +2025-06-29 19:46:33,035 - pyskl - INFO - Epoch [103][200/3405] lr: 5.789e-03, eta: 20:59:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.5518, loss: 2.5518 +2025-06-29 19:47:18,597 - pyskl - INFO - Epoch [103][300/3405] lr: 5.783e-03, eta: 20:58:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.4928, loss: 2.4928 +2025-06-29 19:48:04,114 - pyskl - INFO - Epoch [103][400/3405] lr: 5.776e-03, eta: 20:58:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.5091, loss: 2.5091 +2025-06-29 19:48:49,817 - pyskl - INFO - Epoch [103][500/3405] lr: 5.770e-03, eta: 20:57:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.4822, loss: 2.4822 +2025-06-29 19:49:35,472 - pyskl - INFO - Epoch [103][600/3405] lr: 5.763e-03, eta: 20:56:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 2.6078, loss: 2.6078 +2025-06-29 19:50:21,046 - pyskl - INFO - Epoch [103][700/3405] lr: 5.757e-03, eta: 20:55:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.4288, loss: 2.4288 +2025-06-29 19:51:06,610 - pyskl - INFO - Epoch [103][800/3405] lr: 5.750e-03, eta: 20:55:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9969, loss_cls: 2.5106, loss: 2.5106 +2025-06-29 19:51:52,267 - pyskl - INFO - Epoch [103][900/3405] lr: 5.744e-03, eta: 20:54:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.4872, loss: 2.4872 +2025-06-29 19:52:37,803 - pyskl - INFO - Epoch [103][1000/3405] lr: 5.737e-03, eta: 20:53:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 2.5868, loss: 2.5868 +2025-06-29 19:53:23,325 - pyskl - INFO - Epoch [103][1100/3405] lr: 5.731e-03, eta: 20:52:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.5085, loss: 2.5085 +2025-06-29 19:54:08,948 - pyskl - INFO - Epoch [103][1200/3405] lr: 5.725e-03, eta: 20:51:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.5109, loss: 2.5109 +2025-06-29 19:54:54,499 - pyskl - INFO - Epoch [103][1300/3405] lr: 5.718e-03, eta: 20:51:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.5538, loss: 2.5538 +2025-06-29 19:55:40,048 - pyskl - INFO - Epoch [103][1400/3405] lr: 5.712e-03, eta: 20:50:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 2.4617, loss: 2.4617 +2025-06-29 19:56:25,667 - pyskl - INFO - Epoch [103][1500/3405] lr: 5.705e-03, eta: 20:49:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.6568, loss: 2.6568 +2025-06-29 19:57:11,313 - pyskl - INFO - Epoch [103][1600/3405] lr: 5.699e-03, eta: 20:48:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 2.6216, loss: 2.6216 +2025-06-29 19:57:56,895 - pyskl - INFO - Epoch [103][1700/3405] lr: 5.692e-03, eta: 20:48:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.5179, loss: 2.5179 +2025-06-29 19:58:42,562 - pyskl - INFO - Epoch [103][1800/3405] lr: 5.686e-03, eta: 20:47:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 2.6462, loss: 2.6462 +2025-06-29 19:59:28,170 - pyskl - INFO - Epoch [103][1900/3405] lr: 5.679e-03, eta: 20:46:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.5118, loss: 2.5118 +2025-06-29 20:00:13,836 - pyskl - INFO - Epoch [103][2000/3405] lr: 5.673e-03, eta: 20:45:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 2.5762, loss: 2.5762 +2025-06-29 20:00:59,607 - pyskl - INFO - Epoch [103][2100/3405] lr: 5.666e-03, eta: 20:44:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.5725, loss: 2.5725 +2025-06-29 20:01:45,316 - pyskl - INFO - Epoch [103][2200/3405] lr: 5.660e-03, eta: 20:44:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.6565, loss: 2.6565 +2025-06-29 20:02:31,127 - pyskl - INFO - Epoch [103][2300/3405] lr: 5.654e-03, eta: 20:43:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.5421, loss: 2.5421 +2025-06-29 20:03:16,828 - pyskl - INFO - Epoch [103][2400/3405] lr: 5.647e-03, eta: 20:42:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.4911, loss: 2.4911 +2025-06-29 20:04:02,520 - pyskl - INFO - Epoch [103][2500/3405] lr: 5.641e-03, eta: 20:41:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.5437, loss: 2.5437 +2025-06-29 20:04:48,207 - pyskl - INFO - Epoch [103][2600/3405] lr: 5.634e-03, eta: 20:41:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9956, loss_cls: 2.4955, loss: 2.4955 +2025-06-29 20:05:34,135 - pyskl - INFO - Epoch [103][2700/3405] lr: 5.628e-03, eta: 20:40:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 2.6374, loss: 2.6374 +2025-06-29 20:06:19,838 - pyskl - INFO - Epoch [103][2800/3405] lr: 5.621e-03, eta: 20:39:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9956, loss_cls: 2.4860, loss: 2.4860 +2025-06-29 20:07:05,571 - pyskl - INFO - Epoch [103][2900/3405] lr: 5.615e-03, eta: 20:38:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.5982, loss: 2.5982 +2025-06-29 20:07:51,261 - pyskl - INFO - Epoch [103][3000/3405] lr: 5.609e-03, eta: 20:37:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.5700, loss: 2.5700 +2025-06-29 20:08:37,097 - pyskl - INFO - Epoch [103][3100/3405] lr: 5.602e-03, eta: 20:37:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.5686, loss: 2.5686 +2025-06-29 20:09:22,849 - pyskl - INFO - Epoch [103][3200/3405] lr: 5.596e-03, eta: 20:36:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9825, loss_cls: 2.6322, loss: 2.6322 +2025-06-29 20:10:08,604 - pyskl - INFO - Epoch [103][3300/3405] lr: 5.589e-03, eta: 20:35:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.5829, loss: 2.5829 +2025-06-29 20:10:54,441 - pyskl - INFO - Epoch [103][3400/3405] lr: 5.583e-03, eta: 20:34:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.5531, loss: 2.5531 +2025-06-29 20:10:57,246 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-06-29 20:15:05,137 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 20:15:05,717 - pyskl - INFO - +top1_acc 0.8382 +top5_acc 0.9684 +2025-06-29 20:15:05,782 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_100.pth was removed +2025-06-29 20:15:06,877 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. +2025-06-29 20:15:06,878 - pyskl - INFO - Best top1_acc is 0.8382 at 103 epoch. +2025-06-29 20:15:06,899 - pyskl - INFO - Epoch(val) [103][3718] top1_acc: 0.8382, top5_acc: 0.9684 +2025-06-29 20:16:16,237 - pyskl - INFO - Epoch [104][100/3405] lr: 5.576e-03, eta: 20:34:14, time: 0.693, data_time: 0.235, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9969, loss_cls: 2.3900, loss: 2.3900 +2025-06-29 20:17:01,963 - pyskl - INFO - Epoch [104][200/3405] lr: 5.570e-03, eta: 20:33:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 2.4843, loss: 2.4843 +2025-06-29 20:17:47,638 - pyskl - INFO - Epoch [104][300/3405] lr: 5.563e-03, eta: 20:32:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 2.3678, loss: 2.3678 +2025-06-29 20:18:33,328 - pyskl - INFO - Epoch [104][400/3405] lr: 5.557e-03, eta: 20:31:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9950, loss_cls: 2.5864, loss: 2.5864 +2025-06-29 20:19:19,024 - pyskl - INFO - Epoch [104][500/3405] lr: 5.551e-03, eta: 20:31:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 2.4940, loss: 2.4940 +2025-06-29 20:20:04,769 - pyskl - INFO - Epoch [104][600/3405] lr: 5.544e-03, eta: 20:30:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 2.4774, loss: 2.4774 +2025-06-29 20:20:50,471 - pyskl - INFO - Epoch [104][700/3405] lr: 5.538e-03, eta: 20:29:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 2.5110, loss: 2.5110 +2025-06-29 20:21:36,177 - pyskl - INFO - Epoch [104][800/3405] lr: 5.532e-03, eta: 20:28:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.3798, loss: 2.3798 +2025-06-29 20:22:21,828 - pyskl - INFO - Epoch [104][900/3405] lr: 5.525e-03, eta: 20:28:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.5192, loss: 2.5192 +2025-06-29 20:23:07,490 - pyskl - INFO - Epoch [104][1000/3405] lr: 5.519e-03, eta: 20:27:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.4697, loss: 2.4697 +2025-06-29 20:23:53,176 - pyskl - INFO - Epoch [104][1100/3405] lr: 5.512e-03, eta: 20:26:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.4842, loss: 2.4842 +2025-06-29 20:24:38,867 - pyskl - INFO - Epoch [104][1200/3405] lr: 5.506e-03, eta: 20:25:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.5789, loss: 2.5789 +2025-06-29 20:25:24,615 - pyskl - INFO - Epoch [104][1300/3405] lr: 5.500e-03, eta: 20:24:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.5651, loss: 2.5651 +2025-06-29 20:26:10,295 - pyskl - INFO - Epoch [104][1400/3405] lr: 5.493e-03, eta: 20:24:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.4573, loss: 2.4573 +2025-06-29 20:26:55,908 - pyskl - INFO - Epoch [104][1500/3405] lr: 5.487e-03, eta: 20:23:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.5684, loss: 2.5684 +2025-06-29 20:27:41,652 - pyskl - INFO - Epoch [104][1600/3405] lr: 5.481e-03, eta: 20:22:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 2.4774, loss: 2.4774 +2025-06-29 20:28:27,383 - pyskl - INFO - Epoch [104][1700/3405] lr: 5.474e-03, eta: 20:21:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9881, loss_cls: 2.4980, loss: 2.4980 +2025-06-29 20:29:13,035 - pyskl - INFO - Epoch [104][1800/3405] lr: 5.468e-03, eta: 20:21:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9850, loss_cls: 2.6829, loss: 2.6829 +2025-06-29 20:29:58,680 - pyskl - INFO - Epoch [104][1900/3405] lr: 5.461e-03, eta: 20:20:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9950, loss_cls: 2.4933, loss: 2.4933 +2025-06-29 20:30:44,391 - pyskl - INFO - Epoch [104][2000/3405] lr: 5.455e-03, eta: 20:19:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9950, loss_cls: 2.5503, loss: 2.5503 +2025-06-29 20:31:29,990 - pyskl - INFO - Epoch [104][2100/3405] lr: 5.449e-03, eta: 20:18:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 2.6071, loss: 2.6071 +2025-06-29 20:32:15,633 - pyskl - INFO - Epoch [104][2200/3405] lr: 5.442e-03, eta: 20:17:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 2.4909, loss: 2.4909 +2025-06-29 20:33:01,327 - pyskl - INFO - Epoch [104][2300/3405] lr: 5.436e-03, eta: 20:17:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.5220, loss: 2.5220 +2025-06-29 20:33:47,109 - pyskl - INFO - Epoch [104][2400/3405] lr: 5.430e-03, eta: 20:16:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.6429, loss: 2.6429 +2025-06-29 20:34:32,835 - pyskl - INFO - Epoch [104][2500/3405] lr: 5.423e-03, eta: 20:15:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.4246, loss: 2.4246 +2025-06-29 20:35:18,494 - pyskl - INFO - Epoch [104][2600/3405] lr: 5.417e-03, eta: 20:14:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 2.3906, loss: 2.3906 +2025-06-29 20:36:04,179 - pyskl - INFO - Epoch [104][2700/3405] lr: 5.411e-03, eta: 20:14:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9844, loss_cls: 2.6305, loss: 2.6305 +2025-06-29 20:36:49,914 - pyskl - INFO - Epoch [104][2800/3405] lr: 5.404e-03, eta: 20:13:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.5547, loss: 2.5547 +2025-06-29 20:37:35,513 - pyskl - INFO - Epoch [104][2900/3405] lr: 5.398e-03, eta: 20:12:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 2.5827, loss: 2.5827 +2025-06-29 20:38:21,273 - pyskl - INFO - Epoch [104][3000/3405] lr: 5.392e-03, eta: 20:11:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.3774, loss: 2.3774 +2025-06-29 20:39:07,027 - pyskl - INFO - Epoch [104][3100/3405] lr: 5.385e-03, eta: 20:10:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.5022, loss: 2.5022 +2025-06-29 20:39:52,747 - pyskl - INFO - Epoch [104][3200/3405] lr: 5.379e-03, eta: 20:10:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.5369, loss: 2.5369 +2025-06-29 20:40:38,473 - pyskl - INFO - Epoch [104][3300/3405] lr: 5.373e-03, eta: 20:09:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9875, loss_cls: 2.5182, loss: 2.5182 +2025-06-29 20:41:24,248 - pyskl - INFO - Epoch [104][3400/3405] lr: 5.366e-03, eta: 20:08:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 2.5462, loss: 2.5462 +2025-06-29 20:41:26,936 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-06-29 20:45:37,971 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 20:45:38,548 - pyskl - INFO - +top1_acc 0.8181 +top5_acc 0.9680 +2025-06-29 20:45:38,569 - pyskl - INFO - Epoch(val) [104][3718] top1_acc: 0.8181, top5_acc: 0.9680 +2025-06-29 20:46:48,065 - pyskl - INFO - Epoch [105][100/3405] lr: 5.360e-03, eta: 20:07:58, time: 0.695, data_time: 0.238, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.4795, loss: 2.4795 +2025-06-29 20:47:33,738 - pyskl - INFO - Epoch [105][200/3405] lr: 5.354e-03, eta: 20:07:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.5625, loss: 2.5625 +2025-06-29 20:48:19,337 - pyskl - INFO - Epoch [105][300/3405] lr: 5.347e-03, eta: 20:06:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 2.4518, loss: 2.4518 +2025-06-29 20:49:04,924 - pyskl - INFO - Epoch [105][400/3405] lr: 5.341e-03, eta: 20:05:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.4572, loss: 2.4572 +2025-06-29 20:49:50,520 - pyskl - INFO - Epoch [105][500/3405] lr: 5.335e-03, eta: 20:04:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.4312, loss: 2.4312 +2025-06-29 20:50:36,111 - pyskl - INFO - Epoch [105][600/3405] lr: 5.328e-03, eta: 20:04:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.4810, loss: 2.4810 +2025-06-29 20:51:21,653 - pyskl - INFO - Epoch [105][700/3405] lr: 5.322e-03, eta: 20:03:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.4349, loss: 2.4349 +2025-06-29 20:52:07,269 - pyskl - INFO - Epoch [105][800/3405] lr: 5.316e-03, eta: 20:02:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.4455, loss: 2.4455 +2025-06-29 20:52:52,866 - pyskl - INFO - Epoch [105][900/3405] lr: 5.309e-03, eta: 20:01:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9938, loss_cls: 2.5187, loss: 2.5187 +2025-06-29 20:53:38,490 - pyskl - INFO - Epoch [105][1000/3405] lr: 5.303e-03, eta: 20:00:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9950, loss_cls: 2.4379, loss: 2.4379 +2025-06-29 20:54:24,093 - pyskl - INFO - Epoch [105][1100/3405] lr: 5.297e-03, eta: 20:00:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.4640, loss: 2.4640 +2025-06-29 20:55:09,656 - pyskl - INFO - Epoch [105][1200/3405] lr: 5.291e-03, eta: 19:59:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.4912, loss: 2.4912 +2025-06-29 20:55:55,215 - pyskl - INFO - Epoch [105][1300/3405] lr: 5.284e-03, eta: 19:58:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9950, loss_cls: 2.4471, loss: 2.4471 +2025-06-29 20:56:40,878 - pyskl - INFO - Epoch [105][1400/3405] lr: 5.278e-03, eta: 19:57:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.4547, loss: 2.4547 +2025-06-29 20:57:26,568 - pyskl - INFO - Epoch [105][1500/3405] lr: 5.272e-03, eta: 19:57:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.4076, loss: 2.4076 +2025-06-29 20:58:12,223 - pyskl - INFO - Epoch [105][1600/3405] lr: 5.265e-03, eta: 19:56:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.4491, loss: 2.4491 +2025-06-29 20:58:57,980 - pyskl - INFO - Epoch [105][1700/3405] lr: 5.259e-03, eta: 19:55:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9969, loss_cls: 2.4427, loss: 2.4427 +2025-06-29 20:59:43,739 - pyskl - INFO - Epoch [105][1800/3405] lr: 5.253e-03, eta: 19:54:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.5333, loss: 2.5333 +2025-06-29 21:00:29,377 - pyskl - INFO - Epoch [105][1900/3405] lr: 5.247e-03, eta: 19:53:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 2.4858, loss: 2.4858 +2025-06-29 21:01:15,005 - pyskl - INFO - Epoch [105][2000/3405] lr: 5.240e-03, eta: 19:53:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9944, loss_cls: 2.5859, loss: 2.5859 +2025-06-29 21:02:00,590 - pyskl - INFO - Epoch [105][2100/3405] lr: 5.234e-03, eta: 19:52:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 2.5539, loss: 2.5539 +2025-06-29 21:02:46,190 - pyskl - INFO - Epoch [105][2200/3405] lr: 5.228e-03, eta: 19:51:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.4848, loss: 2.4848 +2025-06-29 21:03:31,778 - pyskl - INFO - Epoch [105][2300/3405] lr: 5.222e-03, eta: 19:50:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.4795, loss: 2.4795 +2025-06-29 21:04:17,398 - pyskl - INFO - Epoch [105][2400/3405] lr: 5.215e-03, eta: 19:50:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.5157, loss: 2.5157 +2025-06-29 21:05:03,010 - pyskl - INFO - Epoch [105][2500/3405] lr: 5.209e-03, eta: 19:49:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.4415, loss: 2.4415 +2025-06-29 21:05:48,684 - pyskl - INFO - Epoch [105][2600/3405] lr: 5.203e-03, eta: 19:48:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.4548, loss: 2.4548 +2025-06-29 21:06:34,269 - pyskl - INFO - Epoch [105][2700/3405] lr: 5.197e-03, eta: 19:47:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.6498, loss: 2.6498 +2025-06-29 21:07:19,944 - pyskl - INFO - Epoch [105][2800/3405] lr: 5.190e-03, eta: 19:47:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.4205, loss: 2.4205 +2025-06-29 21:08:05,584 - pyskl - INFO - Epoch [105][2900/3405] lr: 5.184e-03, eta: 19:46:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.5088, loss: 2.5088 +2025-06-29 21:08:51,315 - pyskl - INFO - Epoch [105][3000/3405] lr: 5.178e-03, eta: 19:45:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.4299, loss: 2.4299 +2025-06-29 21:09:37,114 - pyskl - INFO - Epoch [105][3100/3405] lr: 5.172e-03, eta: 19:44:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.4954, loss: 2.4954 +2025-06-29 21:10:22,817 - pyskl - INFO - Epoch [105][3200/3405] lr: 5.166e-03, eta: 19:43:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 2.5034, loss: 2.5034 +2025-06-29 21:11:08,465 - pyskl - INFO - Epoch [105][3300/3405] lr: 5.159e-03, eta: 19:43:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.5650, loss: 2.5650 +2025-06-29 21:11:54,155 - pyskl - INFO - Epoch [105][3400/3405] lr: 5.153e-03, eta: 19:42:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 2.5177, loss: 2.5177 +2025-06-29 21:11:56,858 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-06-29 21:31:20,019 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 21:31:20,863 - pyskl - INFO - +top1_acc 0.8325 +top5_acc 0.9673 +2025-06-29 21:31:20,886 - pyskl - INFO - Epoch(val) [105][3718] top1_acc: 0.8325, top5_acc: 0.9673 +2025-06-29 21:32:29,383 - pyskl - INFO - Epoch [106][100/3405] lr: 5.147e-03, eta: 19:41:40, time: 0.685, data_time: 0.231, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.4076, loss: 2.4076 +2025-06-29 21:33:14,890 - pyskl - INFO - Epoch [106][200/3405] lr: 5.140e-03, eta: 19:40:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 2.4294, loss: 2.4294 +2025-06-29 21:34:00,526 - pyskl - INFO - Epoch [106][300/3405] lr: 5.134e-03, eta: 19:40:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9962, loss_cls: 2.4775, loss: 2.4775 +2025-06-29 21:34:46,108 - pyskl - INFO - Epoch [106][400/3405] lr: 5.128e-03, eta: 19:39:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 2.4047, loss: 2.4047 +2025-06-29 21:35:31,637 - pyskl - INFO - Epoch [106][500/3405] lr: 5.122e-03, eta: 19:38:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 2.4506, loss: 2.4506 +2025-06-29 21:36:17,240 - pyskl - INFO - Epoch [106][600/3405] lr: 5.115e-03, eta: 19:37:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.5514, loss: 2.5514 +2025-06-29 21:37:02,768 - pyskl - INFO - Epoch [106][700/3405] lr: 5.109e-03, eta: 19:37:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.4718, loss: 2.4718 +2025-06-29 21:37:48,286 - pyskl - INFO - Epoch [106][800/3405] lr: 5.103e-03, eta: 19:36:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.4036, loss: 2.4036 +2025-06-29 21:38:33,886 - pyskl - INFO - Epoch [106][900/3405] lr: 5.097e-03, eta: 19:35:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9962, loss_cls: 2.4480, loss: 2.4480 +2025-06-29 21:39:19,625 - pyskl - INFO - Epoch [106][1000/3405] lr: 5.091e-03, eta: 19:34:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.4840, loss: 2.4840 +2025-06-29 21:40:05,326 - pyskl - INFO - Epoch [106][1100/3405] lr: 5.084e-03, eta: 19:33:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.4669, loss: 2.4669 +2025-06-29 21:40:51,007 - pyskl - INFO - Epoch [106][1200/3405] lr: 5.078e-03, eta: 19:33:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.4203, loss: 2.4203 +2025-06-29 21:41:36,746 - pyskl - INFO - Epoch [106][1300/3405] lr: 5.072e-03, eta: 19:32:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 2.3167, loss: 2.3167 +2025-06-29 21:42:22,354 - pyskl - INFO - Epoch [106][1400/3405] lr: 5.066e-03, eta: 19:31:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.4339, loss: 2.4339 +2025-06-29 21:43:07,934 - pyskl - INFO - Epoch [106][1500/3405] lr: 5.060e-03, eta: 19:30:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.4024, loss: 2.4024 +2025-06-29 21:43:53,589 - pyskl - INFO - Epoch [106][1600/3405] lr: 5.054e-03, eta: 19:30:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.4600, loss: 2.4600 +2025-06-29 21:44:39,237 - pyskl - INFO - Epoch [106][1700/3405] lr: 5.047e-03, eta: 19:29:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.5465, loss: 2.5465 +2025-06-29 21:45:25,112 - pyskl - INFO - Epoch [106][1800/3405] lr: 5.041e-03, eta: 19:28:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.5419, loss: 2.5419 +2025-06-29 21:46:10,906 - pyskl - INFO - Epoch [106][1900/3405] lr: 5.035e-03, eta: 19:27:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.4662, loss: 2.4662 +2025-06-29 21:46:56,623 - pyskl - INFO - Epoch [106][2000/3405] lr: 5.029e-03, eta: 19:26:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.4829, loss: 2.4829 +2025-06-29 21:47:42,336 - pyskl - INFO - Epoch [106][2100/3405] lr: 5.023e-03, eta: 19:26:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.5103, loss: 2.5103 +2025-06-29 21:48:27,987 - pyskl - INFO - Epoch [106][2200/3405] lr: 5.017e-03, eta: 19:25:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.4383, loss: 2.4383 +2025-06-29 21:49:13,613 - pyskl - INFO - Epoch [106][2300/3405] lr: 5.010e-03, eta: 19:24:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.4645, loss: 2.4645 +2025-06-29 21:49:59,307 - pyskl - INFO - Epoch [106][2400/3405] lr: 5.004e-03, eta: 19:23:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.5003, loss: 2.5003 +2025-06-29 21:50:44,970 - pyskl - INFO - Epoch [106][2500/3405] lr: 4.998e-03, eta: 19:23:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 2.5218, loss: 2.5218 +2025-06-29 21:51:30,643 - pyskl - INFO - Epoch [106][2600/3405] lr: 4.992e-03, eta: 19:22:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.5507, loss: 2.5507 +2025-06-29 21:52:16,322 - pyskl - INFO - Epoch [106][2700/3405] lr: 4.986e-03, eta: 19:21:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.4714, loss: 2.4714 +2025-06-29 21:53:02,037 - pyskl - INFO - Epoch [106][2800/3405] lr: 4.980e-03, eta: 19:20:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.5586, loss: 2.5586 +2025-06-29 21:53:47,754 - pyskl - INFO - Epoch [106][2900/3405] lr: 4.974e-03, eta: 19:19:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.4296, loss: 2.4296 +2025-06-29 21:54:33,382 - pyskl - INFO - Epoch [106][3000/3405] lr: 4.967e-03, eta: 19:19:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.4599, loss: 2.4599 +2025-06-29 21:55:18,932 - pyskl - INFO - Epoch [106][3100/3405] lr: 4.961e-03, eta: 19:18:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.5301, loss: 2.5301 +2025-06-29 21:56:04,490 - pyskl - INFO - Epoch [106][3200/3405] lr: 4.955e-03, eta: 19:17:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.4959, loss: 2.4959 +2025-06-29 21:56:50,116 - pyskl - INFO - Epoch [106][3300/3405] lr: 4.949e-03, eta: 19:16:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.6082, loss: 2.6082 +2025-06-29 21:57:35,814 - pyskl - INFO - Epoch [106][3400/3405] lr: 4.943e-03, eta: 19:16:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9944, loss_cls: 2.5367, loss: 2.5367 +2025-06-29 21:57:38,468 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-06-29 22:01:49,944 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 22:01:50,568 - pyskl - INFO - +top1_acc 0.8207 +top5_acc 0.9608 +2025-06-29 22:01:50,588 - pyskl - INFO - Epoch(val) [106][3718] top1_acc: 0.8207, top5_acc: 0.9608 +2025-06-29 22:02:59,749 - pyskl - INFO - Epoch [107][100/3405] lr: 4.936e-03, eta: 19:15:23, time: 0.692, data_time: 0.235, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.3693, loss: 2.3693 +2025-06-29 22:03:45,416 - pyskl - INFO - Epoch [107][200/3405] lr: 4.930e-03, eta: 19:14:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 2.3778, loss: 2.3778 +2025-06-29 22:04:31,186 - pyskl - INFO - Epoch [107][300/3405] lr: 4.924e-03, eta: 19:13:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.3522, loss: 2.3522 +2025-06-29 22:05:16,701 - pyskl - INFO - Epoch [107][400/3405] lr: 4.918e-03, eta: 19:13:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.3789, loss: 2.3789 +2025-06-29 22:06:02,306 - pyskl - INFO - Epoch [107][500/3405] lr: 4.912e-03, eta: 19:12:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.3749, loss: 2.3749 +2025-06-29 22:06:47,995 - pyskl - INFO - Epoch [107][600/3405] lr: 4.906e-03, eta: 19:11:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.4180, loss: 2.4180 +2025-06-29 22:07:33,641 - pyskl - INFO - Epoch [107][700/3405] lr: 4.900e-03, eta: 19:10:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.3369, loss: 2.3369 +2025-06-29 22:08:19,361 - pyskl - INFO - Epoch [107][800/3405] lr: 4.894e-03, eta: 19:09:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.3835, loss: 2.3835 +2025-06-29 22:09:05,082 - pyskl - INFO - Epoch [107][900/3405] lr: 4.888e-03, eta: 19:09:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.4515, loss: 2.4515 +2025-06-29 22:09:50,871 - pyskl - INFO - Epoch [107][1000/3405] lr: 4.881e-03, eta: 19:08:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 2.4453, loss: 2.4453 +2025-06-29 22:10:36,558 - pyskl - INFO - Epoch [107][1100/3405] lr: 4.875e-03, eta: 19:07:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.3979, loss: 2.3979 +2025-06-29 22:11:22,231 - pyskl - INFO - Epoch [107][1200/3405] lr: 4.869e-03, eta: 19:06:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.4760, loss: 2.4760 +2025-06-29 22:12:07,904 - pyskl - INFO - Epoch [107][1300/3405] lr: 4.863e-03, eta: 19:06:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.4170, loss: 2.4170 +2025-06-29 22:12:53,682 - pyskl - INFO - Epoch [107][1400/3405] lr: 4.857e-03, eta: 19:05:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.3570, loss: 2.3570 +2025-06-29 22:13:39,389 - pyskl - INFO - Epoch [107][1500/3405] lr: 4.851e-03, eta: 19:04:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.4018, loss: 2.4018 +2025-06-29 22:14:25,060 - pyskl - INFO - Epoch [107][1600/3405] lr: 4.845e-03, eta: 19:03:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.4015, loss: 2.4015 +2025-06-29 22:15:10,655 - pyskl - INFO - Epoch [107][1700/3405] lr: 4.839e-03, eta: 19:02:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.4540, loss: 2.4540 +2025-06-29 22:15:56,301 - pyskl - INFO - Epoch [107][1800/3405] lr: 4.833e-03, eta: 19:02:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9975, loss_cls: 2.3958, loss: 2.3958 +2025-06-29 22:16:41,888 - pyskl - INFO - Epoch [107][1900/3405] lr: 4.827e-03, eta: 19:01:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.4867, loss: 2.4867 +2025-06-29 22:17:27,498 - pyskl - INFO - Epoch [107][2000/3405] lr: 4.821e-03, eta: 19:00:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.5892, loss: 2.5892 +2025-06-29 22:18:13,101 - pyskl - INFO - Epoch [107][2100/3405] lr: 4.815e-03, eta: 18:59:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9944, loss_cls: 2.5027, loss: 2.5027 +2025-06-29 22:18:58,656 - pyskl - INFO - Epoch [107][2200/3405] lr: 4.809e-03, eta: 18:59:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 2.4402, loss: 2.4402 +2025-06-29 22:19:44,237 - pyskl - INFO - Epoch [107][2300/3405] lr: 4.802e-03, eta: 18:58:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.3601, loss: 2.3601 +2025-06-29 22:20:29,872 - pyskl - INFO - Epoch [107][2400/3405] lr: 4.796e-03, eta: 18:57:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 2.5234, loss: 2.5234 +2025-06-29 22:21:15,499 - pyskl - INFO - Epoch [107][2500/3405] lr: 4.790e-03, eta: 18:56:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.4264, loss: 2.4264 +2025-06-29 22:22:01,178 - pyskl - INFO - Epoch [107][2600/3405] lr: 4.784e-03, eta: 18:55:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.3901, loss: 2.3901 +2025-06-29 22:22:46,676 - pyskl - INFO - Epoch [107][2700/3405] lr: 4.778e-03, eta: 18:55:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.3318, loss: 2.3318 +2025-06-29 22:23:32,242 - pyskl - INFO - Epoch [107][2800/3405] lr: 4.772e-03, eta: 18:54:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.4610, loss: 2.4610 +2025-06-29 22:24:17,773 - pyskl - INFO - Epoch [107][2900/3405] lr: 4.766e-03, eta: 18:53:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.4991, loss: 2.4991 +2025-06-29 22:25:03,341 - pyskl - INFO - Epoch [107][3000/3405] lr: 4.760e-03, eta: 18:52:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.4694, loss: 2.4694 +2025-06-29 22:25:48,949 - pyskl - INFO - Epoch [107][3100/3405] lr: 4.754e-03, eta: 18:52:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9888, loss_cls: 2.5136, loss: 2.5136 +2025-06-29 22:26:34,538 - pyskl - INFO - Epoch [107][3200/3405] lr: 4.748e-03, eta: 18:51:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9944, loss_cls: 2.4863, loss: 2.4863 +2025-06-29 22:27:20,150 - pyskl - INFO - Epoch [107][3300/3405] lr: 4.742e-03, eta: 18:50:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 2.3738, loss: 2.3738 +2025-06-29 22:28:05,873 - pyskl - INFO - Epoch [107][3400/3405] lr: 4.736e-03, eta: 18:49:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 2.4971, loss: 2.4971 +2025-06-29 22:28:08,758 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-06-29 22:32:20,388 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 22:32:20,975 - pyskl - INFO - +top1_acc 0.8323 +top5_acc 0.9680 +2025-06-29 22:32:20,992 - pyskl - INFO - Epoch(val) [107][3718] top1_acc: 0.8323, top5_acc: 0.9680 +2025-06-29 22:33:29,801 - pyskl - INFO - Epoch [108][100/3405] lr: 4.730e-03, eta: 18:49:06, time: 0.688, data_time: 0.232, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.3941, loss: 2.3941 +2025-06-29 22:34:15,287 - pyskl - INFO - Epoch [108][200/3405] lr: 4.724e-03, eta: 18:48:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.3292, loss: 2.3292 +2025-06-29 22:35:00,719 - pyskl - INFO - Epoch [108][300/3405] lr: 4.718e-03, eta: 18:47:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.3891, loss: 2.3891 +2025-06-29 22:35:46,306 - pyskl - INFO - Epoch [108][400/3405] lr: 4.712e-03, eta: 18:46:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.3780, loss: 2.3780 +2025-06-29 22:36:31,766 - pyskl - INFO - Epoch [108][500/3405] lr: 4.706e-03, eta: 18:45:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9925, loss_cls: 2.2528, loss: 2.2528 +2025-06-29 22:37:17,270 - pyskl - INFO - Epoch [108][600/3405] lr: 4.700e-03, eta: 18:45:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.3810, loss: 2.3810 +2025-06-29 22:38:02,680 - pyskl - INFO - Epoch [108][700/3405] lr: 4.694e-03, eta: 18:44:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.3536, loss: 2.3536 +2025-06-29 22:38:48,334 - pyskl - INFO - Epoch [108][800/3405] lr: 4.688e-03, eta: 18:43:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 2.2721, loss: 2.2721 +2025-06-29 22:39:34,019 - pyskl - INFO - Epoch [108][900/3405] lr: 4.682e-03, eta: 18:42:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.3593, loss: 2.3593 +2025-06-29 22:40:19,556 - pyskl - INFO - Epoch [108][1000/3405] lr: 4.676e-03, eta: 18:42:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.3771, loss: 2.3771 +2025-06-29 22:41:05,064 - pyskl - INFO - Epoch [108][1100/3405] lr: 4.670e-03, eta: 18:41:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.3547, loss: 2.3547 +2025-06-29 22:41:50,516 - pyskl - INFO - Epoch [108][1200/3405] lr: 4.664e-03, eta: 18:40:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.3762, loss: 2.3762 +2025-06-29 22:42:36,040 - pyskl - INFO - Epoch [108][1300/3405] lr: 4.658e-03, eta: 18:39:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.4382, loss: 2.4382 +2025-06-29 22:43:21,561 - pyskl - INFO - Epoch [108][1400/3405] lr: 4.652e-03, eta: 18:39:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.3380, loss: 2.3380 +2025-06-29 22:44:06,995 - pyskl - INFO - Epoch [108][1500/3405] lr: 4.646e-03, eta: 18:38:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 2.3455, loss: 2.3455 +2025-06-29 22:44:52,547 - pyskl - INFO - Epoch [108][1600/3405] lr: 4.640e-03, eta: 18:37:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.3114, loss: 2.3114 +2025-06-29 22:45:38,108 - pyskl - INFO - Epoch [108][1700/3405] lr: 4.634e-03, eta: 18:36:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9956, loss_cls: 2.4119, loss: 2.4119 +2025-06-29 22:46:23,779 - pyskl - INFO - Epoch [108][1800/3405] lr: 4.628e-03, eta: 18:35:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 2.3652, loss: 2.3652 +2025-06-29 22:47:09,358 - pyskl - INFO - Epoch [108][1900/3405] lr: 4.622e-03, eta: 18:35:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.4283, loss: 2.4283 +2025-06-29 22:47:55,014 - pyskl - INFO - Epoch [108][2000/3405] lr: 4.616e-03, eta: 18:34:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.3771, loss: 2.3771 +2025-06-29 22:48:40,620 - pyskl - INFO - Epoch [108][2100/3405] lr: 4.610e-03, eta: 18:33:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9962, loss_cls: 2.3860, loss: 2.3860 +2025-06-29 22:49:26,259 - pyskl - INFO - Epoch [108][2200/3405] lr: 4.604e-03, eta: 18:32:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.4897, loss: 2.4897 +2025-06-29 22:50:11,879 - pyskl - INFO - Epoch [108][2300/3405] lr: 4.598e-03, eta: 18:32:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.2766, loss: 2.2766 +2025-06-29 22:50:57,483 - pyskl - INFO - Epoch [108][2400/3405] lr: 4.592e-03, eta: 18:31:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 2.3182, loss: 2.3182 +2025-06-29 22:51:43,050 - pyskl - INFO - Epoch [108][2500/3405] lr: 4.586e-03, eta: 18:30:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.4460, loss: 2.4460 +2025-06-29 22:52:28,706 - pyskl - INFO - Epoch [108][2600/3405] lr: 4.580e-03, eta: 18:29:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.4569, loss: 2.4569 +2025-06-29 22:53:14,345 - pyskl - INFO - Epoch [108][2700/3405] lr: 4.574e-03, eta: 18:28:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.3988, loss: 2.3988 +2025-06-29 22:53:59,993 - pyskl - INFO - Epoch [108][2800/3405] lr: 4.568e-03, eta: 18:28:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 2.3911, loss: 2.3911 +2025-06-29 22:54:45,580 - pyskl - INFO - Epoch [108][2900/3405] lr: 4.562e-03, eta: 18:27:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.4589, loss: 2.4589 +2025-06-29 22:55:31,225 - pyskl - INFO - Epoch [108][3000/3405] lr: 4.556e-03, eta: 18:26:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.3893, loss: 2.3893 +2025-06-29 22:56:16,890 - pyskl - INFO - Epoch [108][3100/3405] lr: 4.550e-03, eta: 18:25:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.4431, loss: 2.4431 +2025-06-29 22:57:02,518 - pyskl - INFO - Epoch [108][3200/3405] lr: 4.544e-03, eta: 18:25:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.5106, loss: 2.5106 +2025-06-29 22:57:48,098 - pyskl - INFO - Epoch [108][3300/3405] lr: 4.538e-03, eta: 18:24:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9969, loss_cls: 2.4097, loss: 2.4097 +2025-06-29 22:58:33,697 - pyskl - INFO - Epoch [108][3400/3405] lr: 4.533e-03, eta: 18:23:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.4285, loss: 2.4285 +2025-06-29 22:58:36,472 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-06-29 23:02:44,353 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 23:02:44,920 - pyskl - INFO - +top1_acc 0.8339 +top5_acc 0.9666 +2025-06-29 23:02:44,941 - pyskl - INFO - Epoch(val) [108][3718] top1_acc: 0.8339, top5_acc: 0.9666 +2025-06-29 23:03:53,813 - pyskl - INFO - Epoch [109][100/3405] lr: 4.526e-03, eta: 18:22:48, time: 0.689, data_time: 0.231, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.3887, loss: 2.3887 +2025-06-29 23:04:39,761 - pyskl - INFO - Epoch [109][200/3405] lr: 4.520e-03, eta: 18:22:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 2.3275, loss: 2.3275 +2025-06-29 23:05:25,677 - pyskl - INFO - Epoch [109][300/3405] lr: 4.515e-03, eta: 18:21:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.2411, loss: 2.2411 +2025-06-29 23:06:11,413 - pyskl - INFO - Epoch [109][400/3405] lr: 4.509e-03, eta: 18:20:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 2.3432, loss: 2.3432 +2025-06-29 23:06:56,997 - pyskl - INFO - Epoch [109][500/3405] lr: 4.503e-03, eta: 18:19:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.2328, loss: 2.2328 +2025-06-29 23:07:42,552 - pyskl - INFO - Epoch [109][600/3405] lr: 4.497e-03, eta: 18:18:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 2.4227, loss: 2.4227 +2025-06-29 23:08:28,116 - pyskl - INFO - Epoch [109][700/3405] lr: 4.491e-03, eta: 18:18:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.3067, loss: 2.3067 +2025-06-29 23:09:13,720 - pyskl - INFO - Epoch [109][800/3405] lr: 4.485e-03, eta: 18:17:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.3970, loss: 2.3970 +2025-06-29 23:09:59,366 - pyskl - INFO - Epoch [109][900/3405] lr: 4.479e-03, eta: 18:16:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 2.3298, loss: 2.3298 +2025-06-29 23:10:45,321 - pyskl - INFO - Epoch [109][1000/3405] lr: 4.473e-03, eta: 18:15:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.3654, loss: 2.3654 +2025-06-29 23:11:31,199 - pyskl - INFO - Epoch [109][1100/3405] lr: 4.467e-03, eta: 18:15:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 2.3799, loss: 2.3799 +2025-06-29 23:12:16,990 - pyskl - INFO - Epoch [109][1200/3405] lr: 4.461e-03, eta: 18:14:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 2.2538, loss: 2.2538 +2025-06-29 23:13:02,699 - pyskl - INFO - Epoch [109][1300/3405] lr: 4.455e-03, eta: 18:13:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 2.3597, loss: 2.3597 +2025-06-29 23:13:48,381 - pyskl - INFO - Epoch [109][1400/3405] lr: 4.450e-03, eta: 18:12:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.3272, loss: 2.3272 +2025-06-29 23:14:33,922 - pyskl - INFO - Epoch [109][1500/3405] lr: 4.444e-03, eta: 18:11:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.3129, loss: 2.3129 +2025-06-29 23:15:19,549 - pyskl - INFO - Epoch [109][1600/3405] lr: 4.438e-03, eta: 18:11:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9975, loss_cls: 2.4122, loss: 2.4122 +2025-06-29 23:16:05,188 - pyskl - INFO - Epoch [109][1700/3405] lr: 4.432e-03, eta: 18:10:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.3810, loss: 2.3810 +2025-06-29 23:16:50,791 - pyskl - INFO - Epoch [109][1800/3405] lr: 4.426e-03, eta: 18:09:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.3581, loss: 2.3581 +2025-06-29 23:17:36,713 - pyskl - INFO - Epoch [109][1900/3405] lr: 4.420e-03, eta: 18:08:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.3887, loss: 2.3887 +2025-06-29 23:18:22,214 - pyskl - INFO - Epoch [109][2000/3405] lr: 4.414e-03, eta: 18:08:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 2.3702, loss: 2.3702 +2025-06-29 23:19:07,934 - pyskl - INFO - Epoch [109][2100/3405] lr: 4.409e-03, eta: 18:07:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.3796, loss: 2.3796 +2025-06-29 23:19:53,671 - pyskl - INFO - Epoch [109][2200/3405] lr: 4.403e-03, eta: 18:06:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.4388, loss: 2.4388 +2025-06-29 23:20:39,408 - pyskl - INFO - Epoch [109][2300/3405] lr: 4.397e-03, eta: 18:05:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.4045, loss: 2.4045 +2025-06-29 23:21:24,941 - pyskl - INFO - Epoch [109][2400/3405] lr: 4.391e-03, eta: 18:04:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9975, loss_cls: 2.3882, loss: 2.3882 +2025-06-29 23:22:10,518 - pyskl - INFO - Epoch [109][2500/3405] lr: 4.385e-03, eta: 18:04:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.3788, loss: 2.3788 +2025-06-29 23:22:56,106 - pyskl - INFO - Epoch [109][2600/3405] lr: 4.379e-03, eta: 18:03:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.3479, loss: 2.3479 +2025-06-29 23:23:41,633 - pyskl - INFO - Epoch [109][2700/3405] lr: 4.373e-03, eta: 18:02:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.5175, loss: 2.5175 +2025-06-29 23:24:27,381 - pyskl - INFO - Epoch [109][2800/3405] lr: 4.368e-03, eta: 18:01:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.3920, loss: 2.3920 +2025-06-29 23:25:13,274 - pyskl - INFO - Epoch [109][2900/3405] lr: 4.362e-03, eta: 18:01:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.3954, loss: 2.3954 +2025-06-29 23:25:58,883 - pyskl - INFO - Epoch [109][3000/3405] lr: 4.356e-03, eta: 18:00:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.3947, loss: 2.3947 +2025-06-29 23:26:44,465 - pyskl - INFO - Epoch [109][3100/3405] lr: 4.350e-03, eta: 17:59:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 2.3736, loss: 2.3736 +2025-06-29 23:27:30,085 - pyskl - INFO - Epoch [109][3200/3405] lr: 4.344e-03, eta: 17:58:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9962, loss_cls: 2.4768, loss: 2.4768 +2025-06-29 23:28:15,616 - pyskl - INFO - Epoch [109][3300/3405] lr: 4.338e-03, eta: 17:57:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.3139, loss: 2.3139 +2025-06-29 23:29:01,383 - pyskl - INFO - Epoch [109][3400/3405] lr: 4.333e-03, eta: 17:57:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.4021, loss: 2.4021 +2025-06-29 23:29:04,057 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-06-29 23:33:11,555 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 23:33:12,112 - pyskl - INFO - +top1_acc 0.8423 +top5_acc 0.9697 +2025-06-29 23:33:12,169 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_103.pth was removed +2025-06-29 23:33:13,199 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. +2025-06-29 23:33:13,200 - pyskl - INFO - Best top1_acc is 0.8423 at 109 epoch. +2025-06-29 23:33:13,219 - pyskl - INFO - Epoch(val) [109][3718] top1_acc: 0.8423, top5_acc: 0.9697 +2025-06-29 23:34:21,407 - pyskl - INFO - Epoch [110][100/3405] lr: 4.326e-03, eta: 17:56:31, time: 0.682, data_time: 0.225, memory: 13268, top1_acc: 0.9456, top5_acc: 1.0000, loss_cls: 2.2807, loss: 2.2807 +2025-06-29 23:35:07,051 - pyskl - INFO - Epoch [110][200/3405] lr: 4.321e-03, eta: 17:55:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.2856, loss: 2.2856 +2025-06-29 23:35:52,744 - pyskl - INFO - Epoch [110][300/3405] lr: 4.315e-03, eta: 17:54:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.3527, loss: 2.3527 +2025-06-29 23:36:38,434 - pyskl - INFO - Epoch [110][400/3405] lr: 4.309e-03, eta: 17:54:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.3758, loss: 2.3758 +2025-06-29 23:37:24,095 - pyskl - INFO - Epoch [110][500/3405] lr: 4.303e-03, eta: 17:53:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9981, loss_cls: 2.2609, loss: 2.2609 +2025-06-29 23:38:09,777 - pyskl - INFO - Epoch [110][600/3405] lr: 4.297e-03, eta: 17:52:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.3469, loss: 2.3469 +2025-06-29 23:38:55,469 - pyskl - INFO - Epoch [110][700/3405] lr: 4.292e-03, eta: 17:51:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 2.2765, loss: 2.2765 +2025-06-29 23:39:41,221 - pyskl - INFO - Epoch [110][800/3405] lr: 4.286e-03, eta: 17:51:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.2957, loss: 2.2957 +2025-06-29 23:40:26,901 - pyskl - INFO - Epoch [110][900/3405] lr: 4.280e-03, eta: 17:50:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 2.2825, loss: 2.2825 +2025-06-29 23:41:12,618 - pyskl - INFO - Epoch [110][1000/3405] lr: 4.274e-03, eta: 17:49:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9994, loss_cls: 2.3258, loss: 2.3258 +2025-06-29 23:41:58,289 - pyskl - INFO - Epoch [110][1100/3405] lr: 4.268e-03, eta: 17:48:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.3708, loss: 2.3708 +2025-06-29 23:42:44,002 - pyskl - INFO - Epoch [110][1200/3405] lr: 4.263e-03, eta: 17:47:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9975, loss_cls: 2.3156, loss: 2.3156 +2025-06-29 23:43:29,617 - pyskl - INFO - Epoch [110][1300/3405] lr: 4.257e-03, eta: 17:47:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9988, loss_cls: 2.3226, loss: 2.3226 +2025-06-29 23:44:15,294 - pyskl - INFO - Epoch [110][1400/3405] lr: 4.251e-03, eta: 17:46:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.2727, loss: 2.2727 +2025-06-29 23:45:00,914 - pyskl - INFO - Epoch [110][1500/3405] lr: 4.245e-03, eta: 17:45:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.3168, loss: 2.3168 +2025-06-29 23:45:46,631 - pyskl - INFO - Epoch [110][1600/3405] lr: 4.240e-03, eta: 17:44:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 2.4155, loss: 2.4155 +2025-06-29 23:46:32,406 - pyskl - INFO - Epoch [110][1700/3405] lr: 4.234e-03, eta: 17:44:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.2734, loss: 2.2734 +2025-06-29 23:47:18,389 - pyskl - INFO - Epoch [110][1800/3405] lr: 4.228e-03, eta: 17:43:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.4414, loss: 2.4414 +2025-06-29 23:48:04,222 - pyskl - INFO - Epoch [110][1900/3405] lr: 4.222e-03, eta: 17:42:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9981, loss_cls: 2.4184, loss: 2.4184 +2025-06-29 23:48:50,027 - pyskl - INFO - Epoch [110][2000/3405] lr: 4.217e-03, eta: 17:41:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9956, loss_cls: 2.4329, loss: 2.4329 +2025-06-29 23:49:35,776 - pyskl - INFO - Epoch [110][2100/3405] lr: 4.211e-03, eta: 17:41:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 2.3342, loss: 2.3342 +2025-06-29 23:50:21,478 - pyskl - INFO - Epoch [110][2200/3405] lr: 4.205e-03, eta: 17:40:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9975, loss_cls: 2.3697, loss: 2.3697 +2025-06-29 23:51:07,213 - pyskl - INFO - Epoch [110][2300/3405] lr: 4.199e-03, eta: 17:39:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 2.4336, loss: 2.4336 +2025-06-29 23:51:53,018 - pyskl - INFO - Epoch [110][2400/3405] lr: 4.194e-03, eta: 17:38:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.4387, loss: 2.4387 +2025-06-29 23:52:38,696 - pyskl - INFO - Epoch [110][2500/3405] lr: 4.188e-03, eta: 17:37:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 2.3775, loss: 2.3775 +2025-06-29 23:53:24,443 - pyskl - INFO - Epoch [110][2600/3405] lr: 4.182e-03, eta: 17:37:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.3292, loss: 2.3292 +2025-06-29 23:54:10,065 - pyskl - INFO - Epoch [110][2700/3405] lr: 4.176e-03, eta: 17:36:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.3631, loss: 2.3631 +2025-06-29 23:54:55,932 - pyskl - INFO - Epoch [110][2800/3405] lr: 4.171e-03, eta: 17:35:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9969, loss_cls: 2.3623, loss: 2.3623 +2025-06-29 23:55:41,471 - pyskl - INFO - Epoch [110][2900/3405] lr: 4.165e-03, eta: 17:34:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.4396, loss: 2.4396 +2025-06-29 23:56:27,170 - pyskl - INFO - Epoch [110][3000/3405] lr: 4.159e-03, eta: 17:34:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.2833, loss: 2.2833 +2025-06-29 23:57:12,815 - pyskl - INFO - Epoch [110][3100/3405] lr: 4.153e-03, eta: 17:33:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.3597, loss: 2.3597 +2025-06-29 23:57:58,433 - pyskl - INFO - Epoch [110][3200/3405] lr: 4.148e-03, eta: 17:32:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.2338, loss: 2.2338 +2025-06-29 23:58:44,374 - pyskl - INFO - Epoch [110][3300/3405] lr: 4.142e-03, eta: 17:31:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.3825, loss: 2.3825 +2025-06-29 23:59:30,230 - pyskl - INFO - Epoch [110][3400/3405] lr: 4.136e-03, eta: 17:30:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.4419, loss: 2.4419 +2025-06-29 23:59:32,867 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-06-30 00:18:36,189 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 00:18:36,750 - pyskl - INFO - +top1_acc 0.8448 +top5_acc 0.9713 +2025-06-30 00:18:36,806 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_109.pth was removed +2025-06-30 00:18:37,846 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. +2025-06-30 00:18:37,848 - pyskl - INFO - Best top1_acc is 0.8448 at 110 epoch. +2025-06-30 00:18:37,866 - pyskl - INFO - Epoch(val) [110][3718] top1_acc: 0.8448, top5_acc: 0.9713 +2025-06-30 00:19:46,410 - pyskl - INFO - Epoch [111][100/3405] lr: 4.130e-03, eta: 17:30:15, time: 0.685, data_time: 0.228, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.2473, loss: 2.2473 +2025-06-30 00:20:32,012 - pyskl - INFO - Epoch [111][200/3405] lr: 4.125e-03, eta: 17:29:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.2676, loss: 2.2676 +2025-06-30 00:21:17,659 - pyskl - INFO - Epoch [111][300/3405] lr: 4.119e-03, eta: 17:28:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 2.2100, loss: 2.2100 +2025-06-30 00:22:03,445 - pyskl - INFO - Epoch [111][400/3405] lr: 4.113e-03, eta: 17:27:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 2.2752, loss: 2.2752 +2025-06-30 00:22:49,078 - pyskl - INFO - Epoch [111][500/3405] lr: 4.107e-03, eta: 17:27:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.3348, loss: 2.3348 +2025-06-30 00:23:35,102 - pyskl - INFO - Epoch [111][600/3405] lr: 4.102e-03, eta: 17:26:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.3612, loss: 2.3612 +2025-06-30 00:24:21,310 - pyskl - INFO - Epoch [111][700/3405] lr: 4.096e-03, eta: 17:25:36, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9981, loss_cls: 2.3104, loss: 2.3104 +2025-06-30 00:25:07,165 - pyskl - INFO - Epoch [111][800/3405] lr: 4.090e-03, eta: 17:24:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.2923, loss: 2.2923 +2025-06-30 00:25:52,979 - pyskl - INFO - Epoch [111][900/3405] lr: 4.085e-03, eta: 17:24:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.3633, loss: 2.3633 +2025-06-30 00:26:38,641 - pyskl - INFO - Epoch [111][1000/3405] lr: 4.079e-03, eta: 17:23:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 2.2738, loss: 2.2738 +2025-06-30 00:27:24,493 - pyskl - INFO - Epoch [111][1100/3405] lr: 4.073e-03, eta: 17:22:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.3097, loss: 2.3097 +2025-06-30 00:28:10,177 - pyskl - INFO - Epoch [111][1200/3405] lr: 4.068e-03, eta: 17:21:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.3385, loss: 2.3385 +2025-06-30 00:28:55,939 - pyskl - INFO - Epoch [111][1300/3405] lr: 4.062e-03, eta: 17:20:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.3350, loss: 2.3350 +2025-06-30 00:29:41,559 - pyskl - INFO - Epoch [111][1400/3405] lr: 4.056e-03, eta: 17:20:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.4103, loss: 2.4103 +2025-06-30 00:30:27,237 - pyskl - INFO - Epoch [111][1500/3405] lr: 4.051e-03, eta: 17:19:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 2.2918, loss: 2.2918 +2025-06-30 00:31:12,948 - pyskl - INFO - Epoch [111][1600/3405] lr: 4.045e-03, eta: 17:18:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.2083, loss: 2.2083 +2025-06-30 00:31:58,623 - pyskl - INFO - Epoch [111][1700/3405] lr: 4.039e-03, eta: 17:17:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.2805, loss: 2.2805 +2025-06-30 00:32:44,241 - pyskl - INFO - Epoch [111][1800/3405] lr: 4.034e-03, eta: 17:17:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.4293, loss: 2.4293 +2025-06-30 00:33:29,926 - pyskl - INFO - Epoch [111][1900/3405] lr: 4.028e-03, eta: 17:16:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 2.3294, loss: 2.3294 +2025-06-30 00:34:15,617 - pyskl - INFO - Epoch [111][2000/3405] lr: 4.022e-03, eta: 17:15:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.2928, loss: 2.2928 +2025-06-30 00:35:01,364 - pyskl - INFO - Epoch [111][2100/3405] lr: 4.017e-03, eta: 17:14:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.3652, loss: 2.3652 +2025-06-30 00:35:47,019 - pyskl - INFO - Epoch [111][2200/3405] lr: 4.011e-03, eta: 17:13:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9969, loss_cls: 2.2449, loss: 2.2449 +2025-06-30 00:36:32,688 - pyskl - INFO - Epoch [111][2300/3405] lr: 4.005e-03, eta: 17:13:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.3455, loss: 2.3455 +2025-06-30 00:37:18,372 - pyskl - INFO - Epoch [111][2400/3405] lr: 4.000e-03, eta: 17:12:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.2926, loss: 2.2926 +2025-06-30 00:38:04,042 - pyskl - INFO - Epoch [111][2500/3405] lr: 3.994e-03, eta: 17:11:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.3570, loss: 2.3570 +2025-06-30 00:38:49,840 - pyskl - INFO - Epoch [111][2600/3405] lr: 3.988e-03, eta: 17:10:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.3990, loss: 2.3990 +2025-06-30 00:39:35,561 - pyskl - INFO - Epoch [111][2700/3405] lr: 3.983e-03, eta: 17:10:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 2.2835, loss: 2.2835 +2025-06-30 00:40:21,213 - pyskl - INFO - Epoch [111][2800/3405] lr: 3.977e-03, eta: 17:09:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9988, loss_cls: 2.2453, loss: 2.2453 +2025-06-30 00:41:06,899 - pyskl - INFO - Epoch [111][2900/3405] lr: 3.972e-03, eta: 17:08:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.2293, loss: 2.2293 +2025-06-30 00:41:52,608 - pyskl - INFO - Epoch [111][3000/3405] lr: 3.966e-03, eta: 17:07:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.3321, loss: 2.3321 +2025-06-30 00:42:38,253 - pyskl - INFO - Epoch [111][3100/3405] lr: 3.960e-03, eta: 17:07:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.3024, loss: 2.3024 +2025-06-30 00:43:23,930 - pyskl - INFO - Epoch [111][3200/3405] lr: 3.955e-03, eta: 17:06:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 2.2452, loss: 2.2452 +2025-06-30 00:44:09,664 - pyskl - INFO - Epoch [111][3300/3405] lr: 3.949e-03, eta: 17:05:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.3510, loss: 2.3510 +2025-06-30 00:44:55,302 - pyskl - INFO - Epoch [111][3400/3405] lr: 3.943e-03, eta: 17:04:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9969, loss_cls: 2.3124, loss: 2.3124 +2025-06-30 00:44:57,944 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-06-30 00:49:05,915 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 00:49:06,486 - pyskl - INFO - +top1_acc 0.8498 +top5_acc 0.9716 +2025-06-30 00:49:06,544 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_110.pth was removed +2025-06-30 00:49:07,589 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_111.pth. +2025-06-30 00:49:07,591 - pyskl - INFO - Best top1_acc is 0.8498 at 111 epoch. +2025-06-30 00:49:07,612 - pyskl - INFO - Epoch(val) [111][3718] top1_acc: 0.8498, top5_acc: 0.9716 +2025-06-30 00:50:16,778 - pyskl - INFO - Epoch [112][100/3405] lr: 3.938e-03, eta: 17:03:59, time: 0.692, data_time: 0.234, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 2.2505, loss: 2.2505 +2025-06-30 00:51:02,496 - pyskl - INFO - Epoch [112][200/3405] lr: 3.932e-03, eta: 17:03:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 2.2471, loss: 2.2471 +2025-06-30 00:51:48,233 - pyskl - INFO - Epoch [112][300/3405] lr: 3.926e-03, eta: 17:02:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 2.2689, loss: 2.2689 +2025-06-30 00:52:33,906 - pyskl - INFO - Epoch [112][400/3405] lr: 3.921e-03, eta: 17:01:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 2.1807, loss: 2.1807 +2025-06-30 00:53:19,573 - pyskl - INFO - Epoch [112][500/3405] lr: 3.915e-03, eta: 17:00:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 2.2850, loss: 2.2850 +2025-06-30 00:54:05,254 - pyskl - INFO - Epoch [112][600/3405] lr: 3.910e-03, eta: 17:00:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.1306, loss: 2.1306 +2025-06-30 00:54:50,911 - pyskl - INFO - Epoch [112][700/3405] lr: 3.904e-03, eta: 16:59:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 2.2750, loss: 2.2750 +2025-06-30 00:55:36,579 - pyskl - INFO - Epoch [112][800/3405] lr: 3.898e-03, eta: 16:58:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.3564, loss: 2.3564 +2025-06-30 00:56:22,177 - pyskl - INFO - Epoch [112][900/3405] lr: 3.893e-03, eta: 16:57:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.3303, loss: 2.3303 +2025-06-30 00:57:07,836 - pyskl - INFO - Epoch [112][1000/3405] lr: 3.887e-03, eta: 16:57:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9981, loss_cls: 2.2919, loss: 2.2919 +2025-06-30 00:57:53,508 - pyskl - INFO - Epoch [112][1100/3405] lr: 3.882e-03, eta: 16:56:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.3151, loss: 2.3151 +2025-06-30 00:58:39,104 - pyskl - INFO - Epoch [112][1200/3405] lr: 3.876e-03, eta: 16:55:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.2877, loss: 2.2877 +2025-06-30 00:59:24,716 - pyskl - INFO - Epoch [112][1300/3405] lr: 3.871e-03, eta: 16:54:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 2.3306, loss: 2.3306 +2025-06-30 01:00:10,540 - pyskl - INFO - Epoch [112][1400/3405] lr: 3.865e-03, eta: 16:53:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.2890, loss: 2.2890 +2025-06-30 01:00:56,455 - pyskl - INFO - Epoch [112][1500/3405] lr: 3.860e-03, eta: 16:53:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.2685, loss: 2.2685 +2025-06-30 01:01:42,055 - pyskl - INFO - Epoch [112][1600/3405] lr: 3.854e-03, eta: 16:52:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.3550, loss: 2.3550 +2025-06-30 01:02:27,859 - pyskl - INFO - Epoch [112][1700/3405] lr: 3.848e-03, eta: 16:51:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.2980, loss: 2.2980 +2025-06-30 01:03:13,543 - pyskl - INFO - Epoch [112][1800/3405] lr: 3.843e-03, eta: 16:50:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.3467, loss: 2.3467 +2025-06-30 01:03:59,195 - pyskl - INFO - Epoch [112][1900/3405] lr: 3.837e-03, eta: 16:50:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.3155, loss: 2.3155 +2025-06-30 01:04:44,859 - pyskl - INFO - Epoch [112][2000/3405] lr: 3.832e-03, eta: 16:49:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.2831, loss: 2.2831 +2025-06-30 01:05:30,433 - pyskl - INFO - Epoch [112][2100/3405] lr: 3.826e-03, eta: 16:48:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.2425, loss: 2.2425 +2025-06-30 01:06:16,056 - pyskl - INFO - Epoch [112][2200/3405] lr: 3.821e-03, eta: 16:47:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 2.3376, loss: 2.3376 +2025-06-30 01:07:01,624 - pyskl - INFO - Epoch [112][2300/3405] lr: 3.815e-03, eta: 16:46:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9975, loss_cls: 2.3034, loss: 2.3034 +2025-06-30 01:07:47,134 - pyskl - INFO - Epoch [112][2400/3405] lr: 3.810e-03, eta: 16:46:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.2720, loss: 2.2720 +2025-06-30 01:08:32,845 - pyskl - INFO - Epoch [112][2500/3405] lr: 3.804e-03, eta: 16:45:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.3582, loss: 2.3582 +2025-06-30 01:09:18,584 - pyskl - INFO - Epoch [112][2600/3405] lr: 3.799e-03, eta: 16:44:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.1753, loss: 2.1753 +2025-06-30 01:10:04,255 - pyskl - INFO - Epoch [112][2700/3405] lr: 3.793e-03, eta: 16:43:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.3280, loss: 2.3280 +2025-06-30 01:10:50,042 - pyskl - INFO - Epoch [112][2800/3405] lr: 3.788e-03, eta: 16:43:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 2.2044, loss: 2.2044 +2025-06-30 01:11:35,794 - pyskl - INFO - Epoch [112][2900/3405] lr: 3.782e-03, eta: 16:42:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 2.2689, loss: 2.2689 +2025-06-30 01:12:21,582 - pyskl - INFO - Epoch [112][3000/3405] lr: 3.777e-03, eta: 16:41:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.2399, loss: 2.2399 +2025-06-30 01:13:07,171 - pyskl - INFO - Epoch [112][3100/3405] lr: 3.771e-03, eta: 16:40:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.3076, loss: 2.3076 +2025-06-30 01:13:52,689 - pyskl - INFO - Epoch [112][3200/3405] lr: 3.766e-03, eta: 16:39:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.2964, loss: 2.2964 +2025-06-30 01:14:38,290 - pyskl - INFO - Epoch [112][3300/3405] lr: 3.760e-03, eta: 16:39:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.2544, loss: 2.2544 +2025-06-30 01:15:23,820 - pyskl - INFO - Epoch [112][3400/3405] lr: 3.755e-03, eta: 16:38:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.3441, loss: 2.3441 +2025-06-30 01:15:26,484 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-06-30 01:19:36,383 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 01:19:36,923 - pyskl - INFO - +top1_acc 0.8493 +top5_acc 0.9718 +2025-06-30 01:19:36,942 - pyskl - INFO - Epoch(val) [112][3718] top1_acc: 0.8493, top5_acc: 0.9718 +2025-06-30 01:20:46,075 - pyskl - INFO - Epoch [113][100/3405] lr: 3.749e-03, eta: 16:37:42, time: 0.691, data_time: 0.231, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 2.2456, loss: 2.2456 +2025-06-30 01:21:31,790 - pyskl - INFO - Epoch [113][200/3405] lr: 3.743e-03, eta: 16:36:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 2.1896, loss: 2.1896 +2025-06-30 01:22:17,428 - pyskl - INFO - Epoch [113][300/3405] lr: 3.738e-03, eta: 16:36:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.2465, loss: 2.2465 +2025-06-30 01:23:02,987 - pyskl - INFO - Epoch [113][400/3405] lr: 3.732e-03, eta: 16:35:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 2.2337, loss: 2.2337 +2025-06-30 01:23:48,842 - pyskl - INFO - Epoch [113][500/3405] lr: 3.727e-03, eta: 16:34:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.3545, loss: 2.3545 +2025-06-30 01:24:34,554 - pyskl - INFO - Epoch [113][600/3405] lr: 3.721e-03, eta: 16:33:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.1488, loss: 2.1488 +2025-06-30 01:25:20,363 - pyskl - INFO - Epoch [113][700/3405] lr: 3.716e-03, eta: 16:33:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 2.1847, loss: 2.1847 +2025-06-30 01:26:06,259 - pyskl - INFO - Epoch [113][800/3405] lr: 3.710e-03, eta: 16:32:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 2.2604, loss: 2.2604 +2025-06-30 01:26:51,905 - pyskl - INFO - Epoch [113][900/3405] lr: 3.705e-03, eta: 16:31:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 2.0938, loss: 2.0938 +2025-06-30 01:27:37,581 - pyskl - INFO - Epoch [113][1000/3405] lr: 3.699e-03, eta: 16:30:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 2.1153, loss: 2.1153 +2025-06-30 01:28:23,193 - pyskl - INFO - Epoch [113][1100/3405] lr: 3.694e-03, eta: 16:29:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 2.2210, loss: 2.2210 +2025-06-30 01:29:08,907 - pyskl - INFO - Epoch [113][1200/3405] lr: 3.689e-03, eta: 16:29:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.2038, loss: 2.2038 +2025-06-30 01:29:54,791 - pyskl - INFO - Epoch [113][1300/3405] lr: 3.683e-03, eta: 16:28:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.2163, loss: 2.2163 +2025-06-30 01:30:40,714 - pyskl - INFO - Epoch [113][1400/3405] lr: 3.678e-03, eta: 16:27:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.2638, loss: 2.2638 +2025-06-30 01:31:26,395 - pyskl - INFO - Epoch [113][1500/3405] lr: 3.672e-03, eta: 16:26:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 2.1853, loss: 2.1853 +2025-06-30 01:32:11,983 - pyskl - INFO - Epoch [113][1600/3405] lr: 3.667e-03, eta: 16:26:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 2.1248, loss: 2.1248 +2025-06-30 01:32:57,572 - pyskl - INFO - Epoch [113][1700/3405] lr: 3.661e-03, eta: 16:25:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.2653, loss: 2.2653 +2025-06-30 01:33:43,135 - pyskl - INFO - Epoch [113][1800/3405] lr: 3.656e-03, eta: 16:24:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.3120, loss: 2.3120 +2025-06-30 01:34:28,710 - pyskl - INFO - Epoch [113][1900/3405] lr: 3.650e-03, eta: 16:23:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.3453, loss: 2.3453 +2025-06-30 01:35:14,279 - pyskl - INFO - Epoch [113][2000/3405] lr: 3.645e-03, eta: 16:22:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.2823, loss: 2.2823 +2025-06-30 01:35:59,801 - pyskl - INFO - Epoch [113][2100/3405] lr: 3.640e-03, eta: 16:22:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.2491, loss: 2.2491 +2025-06-30 01:36:45,321 - pyskl - INFO - Epoch [113][2200/3405] lr: 3.634e-03, eta: 16:21:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 2.2028, loss: 2.2028 +2025-06-30 01:37:30,850 - pyskl - INFO - Epoch [113][2300/3405] lr: 3.629e-03, eta: 16:20:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 2.3131, loss: 2.3131 +2025-06-30 01:38:16,417 - pyskl - INFO - Epoch [113][2400/3405] lr: 3.623e-03, eta: 16:19:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.3175, loss: 2.3175 +2025-06-30 01:39:01,961 - pyskl - INFO - Epoch [113][2500/3405] lr: 3.618e-03, eta: 16:19:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.3558, loss: 2.3558 +2025-06-30 01:39:47,569 - pyskl - INFO - Epoch [113][2600/3405] lr: 3.613e-03, eta: 16:18:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 2.2534, loss: 2.2534 +2025-06-30 01:40:33,087 - pyskl - INFO - Epoch [113][2700/3405] lr: 3.607e-03, eta: 16:17:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9988, loss_cls: 2.2911, loss: 2.2911 +2025-06-30 01:41:18,467 - pyskl - INFO - Epoch [113][2800/3405] lr: 3.602e-03, eta: 16:16:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9981, loss_cls: 2.2617, loss: 2.2617 +2025-06-30 01:42:04,024 - pyskl - INFO - Epoch [113][2900/3405] lr: 3.596e-03, eta: 16:16:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.3336, loss: 2.3336 +2025-06-30 01:42:49,658 - pyskl - INFO - Epoch [113][3000/3405] lr: 3.591e-03, eta: 16:15:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9975, loss_cls: 2.3151, loss: 2.3151 +2025-06-30 01:43:35,227 - pyskl - INFO - Epoch [113][3100/3405] lr: 3.586e-03, eta: 16:14:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.2610, loss: 2.2610 +2025-06-30 01:44:20,769 - pyskl - INFO - Epoch [113][3200/3405] lr: 3.580e-03, eta: 16:13:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.2546, loss: 2.2546 +2025-06-30 01:45:06,305 - pyskl - INFO - Epoch [113][3300/3405] lr: 3.575e-03, eta: 16:12:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 2.2474, loss: 2.2474 +2025-06-30 01:45:51,878 - pyskl - INFO - Epoch [113][3400/3405] lr: 3.569e-03, eta: 16:12:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.2127, loss: 2.2127 +2025-06-30 01:45:54,515 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-06-30 01:50:06,235 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 01:50:06,782 - pyskl - INFO - +top1_acc 0.8557 +top5_acc 0.9727 +2025-06-30 01:50:06,839 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_111.pth was removed +2025-06-30 01:50:07,871 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2025-06-30 01:50:07,873 - pyskl - INFO - Best top1_acc is 0.8557 at 113 epoch. +2025-06-30 01:50:07,891 - pyskl - INFO - Epoch(val) [113][3718] top1_acc: 0.8557, top5_acc: 0.9727 +2025-06-30 01:51:17,415 - pyskl - INFO - Epoch [114][100/3405] lr: 3.564e-03, eta: 16:11:25, time: 0.695, data_time: 0.237, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 2.1895, loss: 2.1895 +2025-06-30 01:52:03,185 - pyskl - INFO - Epoch [114][200/3405] lr: 3.558e-03, eta: 16:10:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 2.1996, loss: 2.1996 +2025-06-30 01:52:48,945 - pyskl - INFO - Epoch [114][300/3405] lr: 3.553e-03, eta: 16:09:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.2634, loss: 2.2634 +2025-06-30 01:53:34,634 - pyskl - INFO - Epoch [114][400/3405] lr: 3.548e-03, eta: 16:09:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 1.0000, loss_cls: 2.1324, loss: 2.1324 +2025-06-30 01:54:20,314 - pyskl - INFO - Epoch [114][500/3405] lr: 3.542e-03, eta: 16:08:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 2.1255, loss: 2.1255 +2025-06-30 01:55:05,946 - pyskl - INFO - Epoch [114][600/3405] lr: 3.537e-03, eta: 16:07:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.1691, loss: 2.1691 +2025-06-30 01:55:51,556 - pyskl - INFO - Epoch [114][700/3405] lr: 3.532e-03, eta: 16:06:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 2.0915, loss: 2.0915 +2025-06-30 01:56:37,312 - pyskl - INFO - Epoch [114][800/3405] lr: 3.526e-03, eta: 16:06:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.1572, loss: 2.1572 +2025-06-30 01:57:23,173 - pyskl - INFO - Epoch [114][900/3405] lr: 3.521e-03, eta: 16:05:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.2207, loss: 2.2207 +2025-06-30 01:58:08,906 - pyskl - INFO - Epoch [114][1000/3405] lr: 3.516e-03, eta: 16:04:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 1.0000, loss_cls: 2.1364, loss: 2.1364 +2025-06-30 01:58:54,573 - pyskl - INFO - Epoch [114][1100/3405] lr: 3.510e-03, eta: 16:03:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.2009, loss: 2.2009 +2025-06-30 01:59:40,213 - pyskl - INFO - Epoch [114][1200/3405] lr: 3.505e-03, eta: 16:02:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.1992, loss: 2.1992 +2025-06-30 02:00:25,960 - pyskl - INFO - Epoch [114][1300/3405] lr: 3.499e-03, eta: 16:02:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 2.3156, loss: 2.3156 +2025-06-30 02:01:11,685 - pyskl - INFO - Epoch [114][1400/3405] lr: 3.494e-03, eta: 16:01:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.4099, loss: 2.4099 +2025-06-30 02:01:57,435 - pyskl - INFO - Epoch [114][1500/3405] lr: 3.489e-03, eta: 16:00:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 2.2173, loss: 2.2173 +2025-06-30 02:02:43,182 - pyskl - INFO - Epoch [114][1600/3405] lr: 3.484e-03, eta: 15:59:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.3445, loss: 2.3445 +2025-06-30 02:03:28,897 - pyskl - INFO - Epoch [114][1700/3405] lr: 3.478e-03, eta: 15:59:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 2.2191, loss: 2.2191 +2025-06-30 02:04:14,642 - pyskl - INFO - Epoch [114][1800/3405] lr: 3.473e-03, eta: 15:58:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 2.1842, loss: 2.1842 +2025-06-30 02:05:00,391 - pyskl - INFO - Epoch [114][1900/3405] lr: 3.468e-03, eta: 15:57:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.1959, loss: 2.1959 +2025-06-30 02:05:46,134 - pyskl - INFO - Epoch [114][2000/3405] lr: 3.462e-03, eta: 15:56:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 2.2113, loss: 2.2113 +2025-06-30 02:06:31,751 - pyskl - INFO - Epoch [114][2100/3405] lr: 3.457e-03, eta: 15:55:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 2.2440, loss: 2.2440 +2025-06-30 02:07:17,459 - pyskl - INFO - Epoch [114][2200/3405] lr: 3.452e-03, eta: 15:55:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 2.2505, loss: 2.2505 +2025-06-30 02:08:03,058 - pyskl - INFO - Epoch [114][2300/3405] lr: 3.446e-03, eta: 15:54:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.1870, loss: 2.1870 +2025-06-30 02:08:48,620 - pyskl - INFO - Epoch [114][2400/3405] lr: 3.441e-03, eta: 15:53:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 2.1367, loss: 2.1367 +2025-06-30 02:09:34,224 - pyskl - INFO - Epoch [114][2500/3405] lr: 3.436e-03, eta: 15:52:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 2.3026, loss: 2.3026 +2025-06-30 02:10:19,923 - pyskl - INFO - Epoch [114][2600/3405] lr: 3.430e-03, eta: 15:52:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.2654, loss: 2.2654 +2025-06-30 02:11:05,594 - pyskl - INFO - Epoch [114][2700/3405] lr: 3.425e-03, eta: 15:51:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9988, loss_cls: 2.2299, loss: 2.2299 +2025-06-30 02:11:51,212 - pyskl - INFO - Epoch [114][2800/3405] lr: 3.420e-03, eta: 15:50:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.2462, loss: 2.2462 +2025-06-30 02:12:36,997 - pyskl - INFO - Epoch [114][2900/3405] lr: 3.415e-03, eta: 15:49:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 2.2315, loss: 2.2315 +2025-06-30 02:13:22,765 - pyskl - INFO - Epoch [114][3000/3405] lr: 3.409e-03, eta: 15:48:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 2.2580, loss: 2.2580 +2025-06-30 02:14:08,420 - pyskl - INFO - Epoch [114][3100/3405] lr: 3.404e-03, eta: 15:48:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 2.1870, loss: 2.1870 +2025-06-30 02:14:54,018 - pyskl - INFO - Epoch [114][3200/3405] lr: 3.399e-03, eta: 15:47:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 2.3108, loss: 2.3108 +2025-06-30 02:15:39,629 - pyskl - INFO - Epoch [114][3300/3405] lr: 3.393e-03, eta: 15:46:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.1359, loss: 2.1359 +2025-06-30 02:16:25,278 - pyskl - INFO - Epoch [114][3400/3405] lr: 3.388e-03, eta: 15:45:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 2.1575, loss: 2.1575 +2025-06-30 02:16:27,948 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-06-30 02:20:40,180 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 02:20:40,822 - pyskl - INFO - +top1_acc 0.8502 +top5_acc 0.9727 +2025-06-30 02:20:40,841 - pyskl - INFO - Epoch(val) [114][3718] top1_acc: 0.8502, top5_acc: 0.9727 +2025-06-30 02:21:49,945 - pyskl - INFO - Epoch [115][100/3405] lr: 3.383e-03, eta: 15:45:09, time: 0.691, data_time: 0.236, memory: 13268, top1_acc: 0.9575, top5_acc: 1.0000, loss_cls: 2.1178, loss: 2.1178 +2025-06-30 02:22:35,711 - pyskl - INFO - Epoch [115][200/3405] lr: 3.377e-03, eta: 15:44:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 2.1507, loss: 2.1507 +2025-06-30 02:23:21,409 - pyskl - INFO - Epoch [115][300/3405] lr: 3.372e-03, eta: 15:43:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.1328, loss: 2.1328 +2025-06-30 02:24:07,122 - pyskl - INFO - Epoch [115][400/3405] lr: 3.367e-03, eta: 15:42:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 2.1770, loss: 2.1770 +2025-06-30 02:24:52,764 - pyskl - INFO - Epoch [115][500/3405] lr: 3.362e-03, eta: 15:42:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 2.0998, loss: 2.0998 +2025-06-30 02:25:38,341 - pyskl - INFO - Epoch [115][600/3405] lr: 3.356e-03, eta: 15:41:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 2.1041, loss: 2.1041 +2025-06-30 02:26:24,003 - pyskl - INFO - Epoch [115][700/3405] lr: 3.351e-03, eta: 15:40:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 2.1889, loss: 2.1889 +2025-06-30 02:27:09,679 - pyskl - INFO - Epoch [115][800/3405] lr: 3.346e-03, eta: 15:39:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.1495, loss: 2.1495 +2025-06-30 02:27:55,359 - pyskl - INFO - Epoch [115][900/3405] lr: 3.341e-03, eta: 15:38:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 2.1009, loss: 2.1009 +2025-06-30 02:28:40,910 - pyskl - INFO - Epoch [115][1000/3405] lr: 3.335e-03, eta: 15:38:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 2.1502, loss: 2.1502 +2025-06-30 02:29:26,499 - pyskl - INFO - Epoch [115][1100/3405] lr: 3.330e-03, eta: 15:37:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 2.1120, loss: 2.1120 +2025-06-30 02:30:12,173 - pyskl - INFO - Epoch [115][1200/3405] lr: 3.325e-03, eta: 15:36:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.2090, loss: 2.2090 +2025-06-30 02:30:57,912 - pyskl - INFO - Epoch [115][1300/3405] lr: 3.320e-03, eta: 15:35:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 2.1950, loss: 2.1950 +2025-06-30 02:31:43,522 - pyskl - INFO - Epoch [115][1400/3405] lr: 3.315e-03, eta: 15:35:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9931, loss_cls: 2.2770, loss: 2.2770 +2025-06-30 02:32:29,143 - pyskl - INFO - Epoch [115][1500/3405] lr: 3.309e-03, eta: 15:34:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 2.1521, loss: 2.1521 +2025-06-30 02:33:14,739 - pyskl - INFO - Epoch [115][1600/3405] lr: 3.304e-03, eta: 15:33:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 2.1614, loss: 2.1614 +2025-06-30 02:34:00,399 - pyskl - INFO - Epoch [115][1700/3405] lr: 3.299e-03, eta: 15:32:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 2.1198, loss: 2.1198 +2025-06-30 02:34:46,036 - pyskl - INFO - Epoch [115][1800/3405] lr: 3.294e-03, eta: 15:31:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 2.1020, loss: 2.1020 +2025-06-30 02:35:31,689 - pyskl - INFO - Epoch [115][1900/3405] lr: 3.289e-03, eta: 15:31:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 2.1362, loss: 2.1362 +2025-06-30 02:36:17,370 - pyskl - INFO - Epoch [115][2000/3405] lr: 3.283e-03, eta: 15:30:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 2.1368, loss: 2.1368 +2025-06-30 02:37:03,087 - pyskl - INFO - Epoch [115][2100/3405] lr: 3.278e-03, eta: 15:29:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.1761, loss: 2.1761 +2025-06-30 02:37:48,737 - pyskl - INFO - Epoch [115][2200/3405] lr: 3.273e-03, eta: 15:28:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.1986, loss: 2.1986 +2025-06-30 02:38:34,428 - pyskl - INFO - Epoch [115][2300/3405] lr: 3.268e-03, eta: 15:28:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.1642, loss: 2.1642 +2025-06-30 02:39:20,062 - pyskl - INFO - Epoch [115][2400/3405] lr: 3.263e-03, eta: 15:27:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 2.2392, loss: 2.2392 +2025-06-30 02:40:05,690 - pyskl - INFO - Epoch [115][2500/3405] lr: 3.257e-03, eta: 15:26:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 2.2591, loss: 2.2591 +2025-06-30 02:40:51,320 - pyskl - INFO - Epoch [115][2600/3405] lr: 3.252e-03, eta: 15:25:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.2556, loss: 2.2556 +2025-06-30 02:41:36,913 - pyskl - INFO - Epoch [115][2700/3405] lr: 3.247e-03, eta: 15:25:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 2.2391, loss: 2.2391 +2025-06-30 02:42:22,514 - pyskl - INFO - Epoch [115][2800/3405] lr: 3.242e-03, eta: 15:24:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 2.2621, loss: 2.2621 +2025-06-30 02:43:08,155 - pyskl - INFO - Epoch [115][2900/3405] lr: 3.237e-03, eta: 15:23:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.1349, loss: 2.1349 +2025-06-30 02:43:53,840 - pyskl - INFO - Epoch [115][3000/3405] lr: 3.232e-03, eta: 15:22:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.1343, loss: 2.1343 +2025-06-30 02:44:39,525 - pyskl - INFO - Epoch [115][3100/3405] lr: 3.226e-03, eta: 15:21:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 2.2272, loss: 2.2272 +2025-06-30 02:45:25,177 - pyskl - INFO - Epoch [115][3200/3405] lr: 3.221e-03, eta: 15:21:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 2.2400, loss: 2.2400 +2025-06-30 02:46:10,910 - pyskl - INFO - Epoch [115][3300/3405] lr: 3.216e-03, eta: 15:20:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 2.1529, loss: 2.1529 +2025-06-30 02:46:56,626 - pyskl - INFO - Epoch [115][3400/3405] lr: 3.211e-03, eta: 15:19:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.2218, loss: 2.2218 +2025-06-30 02:46:59,451 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-06-30 03:06:45,377 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 03:06:45,947 - pyskl - INFO - +top1_acc 0.8541 +top5_acc 0.9709 +2025-06-30 03:06:45,971 - pyskl - INFO - Epoch(val) [115][3718] top1_acc: 0.8541, top5_acc: 0.9709 +2025-06-30 03:07:55,375 - pyskl - INFO - Epoch [116][100/3405] lr: 3.206e-03, eta: 15:18:52, time: 0.694, data_time: 0.235, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.1371, loss: 2.1371 +2025-06-30 03:08:41,257 - pyskl - INFO - Epoch [116][200/3405] lr: 3.200e-03, eta: 15:18:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 2.0845, loss: 2.0845 +2025-06-30 03:09:27,098 - pyskl - INFO - Epoch [116][300/3405] lr: 3.195e-03, eta: 15:17:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 2.1068, loss: 2.1068 +2025-06-30 03:10:12,930 - pyskl - INFO - Epoch [116][400/3405] lr: 3.190e-03, eta: 15:16:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 2.1085, loss: 2.1085 +2025-06-30 03:10:58,788 - pyskl - INFO - Epoch [116][500/3405] lr: 3.185e-03, eta: 15:15:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 2.1533, loss: 2.1533 +2025-06-30 03:11:44,597 - pyskl - INFO - Epoch [116][600/3405] lr: 3.180e-03, eta: 15:15:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 2.1063, loss: 2.1063 +2025-06-30 03:12:30,495 - pyskl - INFO - Epoch [116][700/3405] lr: 3.175e-03, eta: 15:14:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.1404, loss: 2.1404 +2025-06-30 03:13:16,188 - pyskl - INFO - Epoch [116][800/3405] lr: 3.170e-03, eta: 15:13:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 2.1401, loss: 2.1401 +2025-06-30 03:14:02,099 - pyskl - INFO - Epoch [116][900/3405] lr: 3.165e-03, eta: 15:12:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 2.1930, loss: 2.1930 +2025-06-30 03:14:48,108 - pyskl - INFO - Epoch [116][1000/3405] lr: 3.159e-03, eta: 15:11:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 2.0992, loss: 2.0992 +2025-06-30 03:15:34,068 - pyskl - INFO - Epoch [116][1100/3405] lr: 3.154e-03, eta: 15:11:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 2.1216, loss: 2.1216 +2025-06-30 03:16:19,814 - pyskl - INFO - Epoch [116][1200/3405] lr: 3.149e-03, eta: 15:10:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9988, loss_cls: 2.1627, loss: 2.1627 +2025-06-30 03:17:05,586 - pyskl - INFO - Epoch [116][1300/3405] lr: 3.144e-03, eta: 15:09:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9988, loss_cls: 2.1539, loss: 2.1539 +2025-06-30 03:17:51,351 - pyskl - INFO - Epoch [116][1400/3405] lr: 3.139e-03, eta: 15:08:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.1821, loss: 2.1821 +2025-06-30 03:18:37,149 - pyskl - INFO - Epoch [116][1500/3405] lr: 3.134e-03, eta: 15:08:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 2.2603, loss: 2.2603 +2025-06-30 03:19:22,791 - pyskl - INFO - Epoch [116][1600/3405] lr: 3.129e-03, eta: 15:07:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 2.1568, loss: 2.1568 +2025-06-30 03:20:08,387 - pyskl - INFO - Epoch [116][1700/3405] lr: 3.124e-03, eta: 15:06:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 2.1228, loss: 2.1228 +2025-06-30 03:20:53,998 - pyskl - INFO - Epoch [116][1800/3405] lr: 3.119e-03, eta: 15:05:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 2.1502, loss: 2.1502 +2025-06-30 03:21:39,612 - pyskl - INFO - Epoch [116][1900/3405] lr: 3.114e-03, eta: 15:04:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 2.1163, loss: 2.1163 +2025-06-30 03:22:25,457 - pyskl - INFO - Epoch [116][2000/3405] lr: 3.109e-03, eta: 15:04:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.1963, loss: 2.1963 +2025-06-30 03:23:11,210 - pyskl - INFO - Epoch [116][2100/3405] lr: 3.103e-03, eta: 15:03:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 2.1481, loss: 2.1481 +2025-06-30 03:23:56,924 - pyskl - INFO - Epoch [116][2200/3405] lr: 3.098e-03, eta: 15:02:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.2047, loss: 2.2047 +2025-06-30 03:24:42,684 - pyskl - INFO - Epoch [116][2300/3405] lr: 3.093e-03, eta: 15:01:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 2.2553, loss: 2.2553 +2025-06-30 03:25:28,311 - pyskl - INFO - Epoch [116][2400/3405] lr: 3.088e-03, eta: 15:01:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 2.1044, loss: 2.1044 +2025-06-30 03:26:14,007 - pyskl - INFO - Epoch [116][2500/3405] lr: 3.083e-03, eta: 15:00:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.1693, loss: 2.1693 +2025-06-30 03:27:00,040 - pyskl - INFO - Epoch [116][2600/3405] lr: 3.078e-03, eta: 14:59:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.2194, loss: 2.2194 +2025-06-30 03:27:45,785 - pyskl - INFO - Epoch [116][2700/3405] lr: 3.073e-03, eta: 14:58:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 2.2201, loss: 2.2201 +2025-06-30 03:28:31,507 - pyskl - INFO - Epoch [116][2800/3405] lr: 3.068e-03, eta: 14:57:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 2.1734, loss: 2.1734 +2025-06-30 03:29:17,226 - pyskl - INFO - Epoch [116][2900/3405] lr: 3.063e-03, eta: 14:57:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.2546, loss: 2.2546 +2025-06-30 03:30:02,961 - pyskl - INFO - Epoch [116][3000/3405] lr: 3.058e-03, eta: 14:56:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.1862, loss: 2.1862 +2025-06-30 03:30:48,598 - pyskl - INFO - Epoch [116][3100/3405] lr: 3.053e-03, eta: 14:55:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9988, loss_cls: 2.1644, loss: 2.1644 +2025-06-30 03:31:34,247 - pyskl - INFO - Epoch [116][3200/3405] lr: 3.048e-03, eta: 14:54:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.1486, loss: 2.1486 +2025-06-30 03:32:19,917 - pyskl - INFO - Epoch [116][3300/3405] lr: 3.043e-03, eta: 14:54:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.1859, loss: 2.1859 +2025-06-30 03:33:05,494 - pyskl - INFO - Epoch [116][3400/3405] lr: 3.038e-03, eta: 14:53:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.2594, loss: 2.2594 +2025-06-30 03:33:08,114 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-06-30 03:37:17,671 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 03:37:18,224 - pyskl - INFO - +top1_acc 0.8482 +top5_acc 0.9700 +2025-06-30 03:37:18,243 - pyskl - INFO - Epoch(val) [116][3718] top1_acc: 0.8482, top5_acc: 0.9700 +2025-06-30 03:38:26,698 - pyskl - INFO - Epoch [117][100/3405] lr: 3.033e-03, eta: 14:52:36, time: 0.684, data_time: 0.228, memory: 13268, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 2.1380, loss: 2.1380 +2025-06-30 03:39:12,307 - pyskl - INFO - Epoch [117][200/3405] lr: 3.028e-03, eta: 14:51:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 2.0494, loss: 2.0494 +2025-06-30 03:39:57,914 - pyskl - INFO - Epoch [117][300/3405] lr: 3.023e-03, eta: 14:51:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 2.0929, loss: 2.0929 +2025-06-30 03:40:43,489 - pyskl - INFO - Epoch [117][400/3405] lr: 3.018e-03, eta: 14:50:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 2.1209, loss: 2.1209 +2025-06-30 03:41:29,168 - pyskl - INFO - Epoch [117][500/3405] lr: 3.013e-03, eta: 14:49:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 2.1363, loss: 2.1363 +2025-06-30 03:42:14,701 - pyskl - INFO - Epoch [117][600/3405] lr: 3.008e-03, eta: 14:48:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.9786, loss: 1.9786 +2025-06-30 03:43:00,239 - pyskl - INFO - Epoch [117][700/3405] lr: 3.003e-03, eta: 14:47:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 2.1027, loss: 2.1027 +2025-06-30 03:43:45,741 - pyskl - INFO - Epoch [117][800/3405] lr: 2.998e-03, eta: 14:47:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 2.0748, loss: 2.0748 +2025-06-30 03:44:31,298 - pyskl - INFO - Epoch [117][900/3405] lr: 2.993e-03, eta: 14:46:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.1719, loss: 2.1719 +2025-06-30 03:45:16,894 - pyskl - INFO - Epoch [117][1000/3405] lr: 2.988e-03, eta: 14:45:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.1047, loss: 2.1047 +2025-06-30 03:46:02,565 - pyskl - INFO - Epoch [117][1100/3405] lr: 2.983e-03, eta: 14:44:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9944, loss_cls: 2.1350, loss: 2.1350 +2025-06-30 03:46:48,157 - pyskl - INFO - Epoch [117][1200/3405] lr: 2.978e-03, eta: 14:44:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9994, loss_cls: 2.0934, loss: 2.0934 +2025-06-30 03:47:33,763 - pyskl - INFO - Epoch [117][1300/3405] lr: 2.973e-03, eta: 14:43:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9956, loss_cls: 2.0537, loss: 2.0537 +2025-06-30 03:48:19,354 - pyskl - INFO - Epoch [117][1400/3405] lr: 2.968e-03, eta: 14:42:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 2.0563, loss: 2.0563 +2025-06-30 03:49:05,053 - pyskl - INFO - Epoch [117][1500/3405] lr: 2.963e-03, eta: 14:41:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 2.1453, loss: 2.1453 +2025-06-30 03:49:50,670 - pyskl - INFO - Epoch [117][1600/3405] lr: 2.958e-03, eta: 14:40:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 2.0295, loss: 2.0295 +2025-06-30 03:50:36,270 - pyskl - INFO - Epoch [117][1700/3405] lr: 2.953e-03, eta: 14:40:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 2.1352, loss: 2.1352 +2025-06-30 03:51:21,774 - pyskl - INFO - Epoch [117][1800/3405] lr: 2.948e-03, eta: 14:39:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.1161, loss: 2.1161 +2025-06-30 03:52:07,380 - pyskl - INFO - Epoch [117][1900/3405] lr: 2.943e-03, eta: 14:38:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 2.1865, loss: 2.1865 +2025-06-30 03:52:53,105 - pyskl - INFO - Epoch [117][2000/3405] lr: 2.938e-03, eta: 14:37:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.1306, loss: 2.1306 +2025-06-30 03:53:38,888 - pyskl - INFO - Epoch [117][2100/3405] lr: 2.933e-03, eta: 14:37:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9994, loss_cls: 2.1592, loss: 2.1592 +2025-06-30 03:54:24,552 - pyskl - INFO - Epoch [117][2200/3405] lr: 2.928e-03, eta: 14:36:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 2.1449, loss: 2.1449 +2025-06-30 03:55:10,205 - pyskl - INFO - Epoch [117][2300/3405] lr: 2.923e-03, eta: 14:35:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 2.1700, loss: 2.1700 +2025-06-30 03:55:56,079 - pyskl - INFO - Epoch [117][2400/3405] lr: 2.918e-03, eta: 14:34:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 2.0444, loss: 2.0444 +2025-06-30 03:56:41,533 - pyskl - INFO - Epoch [117][2500/3405] lr: 2.913e-03, eta: 14:34:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.0458, loss: 2.0458 +2025-06-30 03:57:27,137 - pyskl - INFO - Epoch [117][2600/3405] lr: 2.908e-03, eta: 14:33:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.1655, loss: 2.1655 +2025-06-30 03:58:12,823 - pyskl - INFO - Epoch [117][2700/3405] lr: 2.903e-03, eta: 14:32:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 2.1156, loss: 2.1156 +2025-06-30 03:58:58,594 - pyskl - INFO - Epoch [117][2800/3405] lr: 2.898e-03, eta: 14:31:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 2.0768, loss: 2.0768 +2025-06-30 03:59:44,161 - pyskl - INFO - Epoch [117][2900/3405] lr: 2.893e-03, eta: 14:30:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.1479, loss: 2.1479 +2025-06-30 04:00:29,637 - pyskl - INFO - Epoch [117][3000/3405] lr: 2.889e-03, eta: 14:30:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9988, loss_cls: 2.1702, loss: 2.1702 +2025-06-30 04:01:15,070 - pyskl - INFO - Epoch [117][3100/3405] lr: 2.884e-03, eta: 14:29:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.1291, loss: 2.1291 +2025-06-30 04:02:00,685 - pyskl - INFO - Epoch [117][3200/3405] lr: 2.879e-03, eta: 14:28:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.0955, loss: 2.0955 +2025-06-30 04:02:46,138 - pyskl - INFO - Epoch [117][3300/3405] lr: 2.874e-03, eta: 14:27:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 2.1552, loss: 2.1552 +2025-06-30 04:03:31,585 - pyskl - INFO - Epoch [117][3400/3405] lr: 2.869e-03, eta: 14:27:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 2.0724, loss: 2.0724 +2025-06-30 04:03:34,249 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-06-30 04:07:45,388 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 04:07:45,945 - pyskl - INFO - +top1_acc 0.8591 +top5_acc 0.9730 +2025-06-30 04:07:46,007 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_113.pth was removed +2025-06-30 04:07:47,055 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. +2025-06-30 04:07:47,057 - pyskl - INFO - Best top1_acc is 0.8591 at 117 epoch. +2025-06-30 04:07:47,077 - pyskl - INFO - Epoch(val) [117][3718] top1_acc: 0.8591, top5_acc: 0.9730 +2025-06-30 04:08:55,889 - pyskl - INFO - Epoch [118][100/3405] lr: 2.864e-03, eta: 14:26:19, time: 0.688, data_time: 0.231, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.0701, loss: 2.0701 +2025-06-30 04:09:41,495 - pyskl - INFO - Epoch [118][200/3405] lr: 2.859e-03, eta: 14:25:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 2.0090, loss: 2.0090 +2025-06-30 04:10:27,234 - pyskl - INFO - Epoch [118][300/3405] lr: 2.854e-03, eta: 14:24:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 2.0150, loss: 2.0150 +2025-06-30 04:11:12,750 - pyskl - INFO - Epoch [118][400/3405] lr: 2.849e-03, eta: 14:23:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 2.0376, loss: 2.0376 +2025-06-30 04:11:58,277 - pyskl - INFO - Epoch [118][500/3405] lr: 2.844e-03, eta: 14:23:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 2.0752, loss: 2.0752 +2025-06-30 04:12:43,903 - pyskl - INFO - Epoch [118][600/3405] lr: 2.839e-03, eta: 14:22:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 2.0774, loss: 2.0774 +2025-06-30 04:13:29,550 - pyskl - INFO - Epoch [118][700/3405] lr: 2.834e-03, eta: 14:21:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.0092, loss: 2.0092 +2025-06-30 04:14:15,198 - pyskl - INFO - Epoch [118][800/3405] lr: 2.830e-03, eta: 14:20:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.0526, loss: 2.0526 +2025-06-30 04:15:00,939 - pyskl - INFO - Epoch [118][900/3405] lr: 2.825e-03, eta: 14:20:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 2.1157, loss: 2.1157 +2025-06-30 04:15:46,569 - pyskl - INFO - Epoch [118][1000/3405] lr: 2.820e-03, eta: 14:19:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 2.1009, loss: 2.1009 +2025-06-30 04:16:32,211 - pyskl - INFO - Epoch [118][1100/3405] lr: 2.815e-03, eta: 14:18:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9988, loss_cls: 2.2002, loss: 2.2002 +2025-06-30 04:17:17,855 - pyskl - INFO - Epoch [118][1200/3405] lr: 2.810e-03, eta: 14:17:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.1220, loss: 2.1220 +2025-06-30 04:18:03,435 - pyskl - INFO - Epoch [118][1300/3405] lr: 2.805e-03, eta: 14:17:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 2.1283, loss: 2.1283 +2025-06-30 04:18:49,212 - pyskl - INFO - Epoch [118][1400/3405] lr: 2.800e-03, eta: 14:16:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9994, loss_cls: 2.1098, loss: 2.1098 +2025-06-30 04:19:34,994 - pyskl - INFO - Epoch [118][1500/3405] lr: 2.796e-03, eta: 14:15:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 2.0852, loss: 2.0852 +2025-06-30 04:20:20,677 - pyskl - INFO - Epoch [118][1600/3405] lr: 2.791e-03, eta: 14:14:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.9956, loss: 1.9956 +2025-06-30 04:21:06,431 - pyskl - INFO - Epoch [118][1700/3405] lr: 2.786e-03, eta: 14:13:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.1045, loss: 2.1045 +2025-06-30 04:21:52,334 - pyskl - INFO - Epoch [118][1800/3405] lr: 2.781e-03, eta: 14:13:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 2.1145, loss: 2.1145 +2025-06-30 04:22:37,964 - pyskl - INFO - Epoch [118][1900/3405] lr: 2.776e-03, eta: 14:12:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.9875, loss: 1.9875 +2025-06-30 04:23:23,694 - pyskl - INFO - Epoch [118][2000/3405] lr: 2.771e-03, eta: 14:11:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 2.0868, loss: 2.0868 +2025-06-30 04:24:09,247 - pyskl - INFO - Epoch [118][2100/3405] lr: 2.767e-03, eta: 14:10:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 2.0966, loss: 2.0966 +2025-06-30 04:24:54,986 - pyskl - INFO - Epoch [118][2200/3405] lr: 2.762e-03, eta: 14:10:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 2.0529, loss: 2.0529 +2025-06-30 04:25:40,499 - pyskl - INFO - Epoch [118][2300/3405] lr: 2.757e-03, eta: 14:09:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.1347, loss: 2.1347 +2025-06-30 04:26:26,174 - pyskl - INFO - Epoch [118][2400/3405] lr: 2.752e-03, eta: 14:08:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 2.1085, loss: 2.1085 +2025-06-30 04:27:11,897 - pyskl - INFO - Epoch [118][2500/3405] lr: 2.747e-03, eta: 14:07:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 2.1132, loss: 2.1132 +2025-06-30 04:27:57,722 - pyskl - INFO - Epoch [118][2600/3405] lr: 2.742e-03, eta: 14:06:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.1113, loss: 2.1113 +2025-06-30 04:28:43,310 - pyskl - INFO - Epoch [118][2700/3405] lr: 2.738e-03, eta: 14:06:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 2.1032, loss: 2.1032 +2025-06-30 04:29:28,947 - pyskl - INFO - Epoch [118][2800/3405] lr: 2.733e-03, eta: 14:05:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 1.0000, loss_cls: 2.0130, loss: 2.0130 +2025-06-30 04:30:14,768 - pyskl - INFO - Epoch [118][2900/3405] lr: 2.728e-03, eta: 14:04:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 2.2624, loss: 2.2624 +2025-06-30 04:31:00,466 - pyskl - INFO - Epoch [118][3000/3405] lr: 2.723e-03, eta: 14:03:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.2223, loss: 2.2223 +2025-06-30 04:31:46,214 - pyskl - INFO - Epoch [118][3100/3405] lr: 2.718e-03, eta: 14:03:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.1874, loss: 2.1874 +2025-06-30 04:32:31,918 - pyskl - INFO - Epoch [118][3200/3405] lr: 2.714e-03, eta: 14:02:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.0692, loss: 2.0692 +2025-06-30 04:33:17,545 - pyskl - INFO - Epoch [118][3300/3405] lr: 2.709e-03, eta: 14:01:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 2.0565, loss: 2.0565 +2025-06-30 04:34:03,382 - pyskl - INFO - Epoch [118][3400/3405] lr: 2.704e-03, eta: 14:00:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 2.1054, loss: 2.1054 +2025-06-30 04:34:06,069 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-06-30 04:38:14,167 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 04:38:14,729 - pyskl - INFO - +top1_acc 0.8328 +top5_acc 0.9660 +2025-06-30 04:38:14,749 - pyskl - INFO - Epoch(val) [118][3718] top1_acc: 0.8328, top5_acc: 0.9660 +2025-06-30 04:39:24,162 - pyskl - INFO - Epoch [119][100/3405] lr: 2.699e-03, eta: 14:00:02, time: 0.694, data_time: 0.236, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 2.0647, loss: 2.0647 +2025-06-30 04:40:09,922 - pyskl - INFO - Epoch [119][200/3405] lr: 2.694e-03, eta: 13:59:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.8682, loss: 1.8682 +2025-06-30 04:40:55,698 - pyskl - INFO - Epoch [119][300/3405] lr: 2.690e-03, eta: 13:58:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.9698, loss: 1.9698 +2025-06-30 04:41:41,212 - pyskl - INFO - Epoch [119][400/3405] lr: 2.685e-03, eta: 13:57:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.9586, loss: 1.9586 +2025-06-30 04:42:26,792 - pyskl - INFO - Epoch [119][500/3405] lr: 2.680e-03, eta: 13:56:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.9997, loss: 1.9997 +2025-06-30 04:43:12,306 - pyskl - INFO - Epoch [119][600/3405] lr: 2.675e-03, eta: 13:56:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 2.0367, loss: 2.0367 +2025-06-30 04:43:57,912 - pyskl - INFO - Epoch [119][700/3405] lr: 2.671e-03, eta: 13:55:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.9952, loss: 1.9952 +2025-06-30 04:44:43,725 - pyskl - INFO - Epoch [119][800/3405] lr: 2.666e-03, eta: 13:54:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 2.0790, loss: 2.0790 +2025-06-30 04:45:29,328 - pyskl - INFO - Epoch [119][900/3405] lr: 2.661e-03, eta: 13:53:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 2.0283, loss: 2.0283 +2025-06-30 04:46:14,901 - pyskl - INFO - Epoch [119][1000/3405] lr: 2.656e-03, eta: 13:53:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.9942, loss: 1.9942 +2025-06-30 04:47:00,477 - pyskl - INFO - Epoch [119][1100/3405] lr: 2.652e-03, eta: 13:52:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 2.0120, loss: 2.0120 +2025-06-30 04:47:46,074 - pyskl - INFO - Epoch [119][1200/3405] lr: 2.647e-03, eta: 13:51:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 2.0584, loss: 2.0584 +2025-06-30 04:48:31,686 - pyskl - INFO - Epoch [119][1300/3405] lr: 2.642e-03, eta: 13:50:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.8977, loss: 1.8977 +2025-06-30 04:49:17,279 - pyskl - INFO - Epoch [119][1400/3405] lr: 2.637e-03, eta: 13:49:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 1.0000, loss_cls: 2.0531, loss: 2.0531 +2025-06-30 04:50:02,966 - pyskl - INFO - Epoch [119][1500/3405] lr: 2.633e-03, eta: 13:49:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 2.0413, loss: 2.0413 +2025-06-30 04:50:48,761 - pyskl - INFO - Epoch [119][1600/3405] lr: 2.628e-03, eta: 13:48:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.9641, loss: 1.9641 +2025-06-30 04:51:34,433 - pyskl - INFO - Epoch [119][1700/3405] lr: 2.623e-03, eta: 13:47:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 2.0287, loss: 2.0287 +2025-06-30 04:52:20,227 - pyskl - INFO - Epoch [119][1800/3405] lr: 2.619e-03, eta: 13:46:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.9571, loss: 1.9571 +2025-06-30 04:53:05,936 - pyskl - INFO - Epoch [119][1900/3405] lr: 2.614e-03, eta: 13:46:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.9962, loss: 1.9962 +2025-06-30 04:53:51,544 - pyskl - INFO - Epoch [119][2000/3405] lr: 2.609e-03, eta: 13:45:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 2.0143, loss: 2.0143 +2025-06-30 04:54:37,248 - pyskl - INFO - Epoch [119][2100/3405] lr: 2.604e-03, eta: 13:44:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.9948, loss: 1.9948 +2025-06-30 04:55:22,833 - pyskl - INFO - Epoch [119][2200/3405] lr: 2.600e-03, eta: 13:43:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 2.0785, loss: 2.0785 +2025-06-30 04:56:08,617 - pyskl - INFO - Epoch [119][2300/3405] lr: 2.595e-03, eta: 13:43:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 2.0064, loss: 2.0064 +2025-06-30 04:56:54,297 - pyskl - INFO - Epoch [119][2400/3405] lr: 2.590e-03, eta: 13:42:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 2.0551, loss: 2.0551 +2025-06-30 04:57:39,933 - pyskl - INFO - Epoch [119][2500/3405] lr: 2.586e-03, eta: 13:41:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 2.0498, loss: 2.0498 +2025-06-30 04:58:25,692 - pyskl - INFO - Epoch [119][2600/3405] lr: 2.581e-03, eta: 13:40:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 2.1420, loss: 2.1420 +2025-06-30 04:59:11,317 - pyskl - INFO - Epoch [119][2700/3405] lr: 2.576e-03, eta: 13:39:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.9971, loss: 1.9971 +2025-06-30 04:59:57,125 - pyskl - INFO - Epoch [119][2800/3405] lr: 2.572e-03, eta: 13:39:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.9882, loss: 1.9882 +2025-06-30 05:00:42,916 - pyskl - INFO - Epoch [119][2900/3405] lr: 2.567e-03, eta: 13:38:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 2.0769, loss: 2.0769 +2025-06-30 05:01:28,616 - pyskl - INFO - Epoch [119][3000/3405] lr: 2.562e-03, eta: 13:37:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 1.0000, loss_cls: 2.0634, loss: 2.0634 +2025-06-30 05:02:14,406 - pyskl - INFO - Epoch [119][3100/3405] lr: 2.558e-03, eta: 13:36:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 2.1248, loss: 2.1248 +2025-06-30 05:03:00,137 - pyskl - INFO - Epoch [119][3200/3405] lr: 2.553e-03, eta: 13:36:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.1008, loss: 2.1008 +2025-06-30 05:03:45,769 - pyskl - INFO - Epoch [119][3300/3405] lr: 2.548e-03, eta: 13:35:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.0490, loss: 2.0490 +2025-06-30 05:04:31,476 - pyskl - INFO - Epoch [119][3400/3405] lr: 2.544e-03, eta: 13:34:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9988, loss_cls: 2.1476, loss: 2.1476 +2025-06-30 05:04:34,107 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-06-30 05:08:46,269 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 05:08:46,830 - pyskl - INFO - +top1_acc 0.8496 +top5_acc 0.9688 +2025-06-30 05:08:46,850 - pyskl - INFO - Epoch(val) [119][3718] top1_acc: 0.8496, top5_acc: 0.9688 +2025-06-30 05:09:55,903 - pyskl - INFO - Epoch [120][100/3405] lr: 2.539e-03, eta: 13:33:46, time: 0.690, data_time: 0.234, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 2.1541, loss: 2.1541 +2025-06-30 05:10:41,617 - pyskl - INFO - Epoch [120][200/3405] lr: 2.534e-03, eta: 13:32:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 1.9634, loss: 1.9634 +2025-06-30 05:11:27,295 - pyskl - INFO - Epoch [120][300/3405] lr: 2.529e-03, eta: 13:32:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 2.0028, loss: 2.0028 +2025-06-30 05:12:13,038 - pyskl - INFO - Epoch [120][400/3405] lr: 2.525e-03, eta: 13:31:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 2.0282, loss: 2.0282 +2025-06-30 05:12:58,688 - pyskl - INFO - Epoch [120][500/3405] lr: 2.520e-03, eta: 13:30:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 2.0144, loss: 2.0144 +2025-06-30 05:13:44,484 - pyskl - INFO - Epoch [120][600/3405] lr: 2.516e-03, eta: 13:29:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 2.0377, loss: 2.0377 +2025-06-30 05:14:30,201 - pyskl - INFO - Epoch [120][700/3405] lr: 2.511e-03, eta: 13:29:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.9627, loss: 1.9627 +2025-06-30 05:15:15,870 - pyskl - INFO - Epoch [120][800/3405] lr: 2.506e-03, eta: 13:28:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 1.9717, loss: 1.9717 +2025-06-30 05:16:01,564 - pyskl - INFO - Epoch [120][900/3405] lr: 2.502e-03, eta: 13:27:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 2.0111, loss: 2.0111 +2025-06-30 05:16:47,206 - pyskl - INFO - Epoch [120][1000/3405] lr: 2.497e-03, eta: 13:26:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 2.0149, loss: 2.0149 +2025-06-30 05:17:32,909 - pyskl - INFO - Epoch [120][1100/3405] lr: 2.493e-03, eta: 13:26:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 2.0442, loss: 2.0442 +2025-06-30 05:18:18,632 - pyskl - INFO - Epoch [120][1200/3405] lr: 2.488e-03, eta: 13:25:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 1.9558, loss: 1.9558 +2025-06-30 05:19:04,338 - pyskl - INFO - Epoch [120][1300/3405] lr: 2.483e-03, eta: 13:24:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.9530, loss: 1.9530 +2025-06-30 05:19:49,986 - pyskl - INFO - Epoch [120][1400/3405] lr: 2.479e-03, eta: 13:23:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.9762, loss: 1.9762 +2025-06-30 05:20:35,759 - pyskl - INFO - Epoch [120][1500/3405] lr: 2.474e-03, eta: 13:22:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 1.9630, loss: 1.9630 +2025-06-30 05:21:21,495 - pyskl - INFO - Epoch [120][1600/3405] lr: 2.470e-03, eta: 13:22:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.9782, loss: 1.9782 +2025-06-30 05:22:07,266 - pyskl - INFO - Epoch [120][1700/3405] lr: 2.465e-03, eta: 13:21:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 2.0080, loss: 2.0080 +2025-06-30 05:22:52,956 - pyskl - INFO - Epoch [120][1800/3405] lr: 2.460e-03, eta: 13:20:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.9971, loss: 1.9971 +2025-06-30 05:23:38,640 - pyskl - INFO - Epoch [120][1900/3405] lr: 2.456e-03, eta: 13:19:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.9814, loss: 1.9814 +2025-06-30 05:24:24,342 - pyskl - INFO - Epoch [120][2000/3405] lr: 2.451e-03, eta: 13:19:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.9283, loss: 1.9283 +2025-06-30 05:25:09,999 - pyskl - INFO - Epoch [120][2100/3405] lr: 2.447e-03, eta: 13:18:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.9726, loss: 1.9726 +2025-06-30 05:25:55,725 - pyskl - INFO - Epoch [120][2200/3405] lr: 2.442e-03, eta: 13:17:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 2.0998, loss: 2.0998 +2025-06-30 05:26:41,428 - pyskl - INFO - Epoch [120][2300/3405] lr: 2.438e-03, eta: 13:16:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 2.0759, loss: 2.0759 +2025-06-30 05:27:27,043 - pyskl - INFO - Epoch [120][2400/3405] lr: 2.433e-03, eta: 13:15:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.9537, loss: 1.9537 +2025-06-30 05:28:12,654 - pyskl - INFO - Epoch [120][2500/3405] lr: 2.428e-03, eta: 13:15:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 2.0101, loss: 2.0101 +2025-06-30 05:28:58,128 - pyskl - INFO - Epoch [120][2600/3405] lr: 2.424e-03, eta: 13:14:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 2.0247, loss: 2.0247 +2025-06-30 05:29:43,741 - pyskl - INFO - Epoch [120][2700/3405] lr: 2.419e-03, eta: 13:13:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.9924, loss: 1.9924 +2025-06-30 05:30:29,372 - pyskl - INFO - Epoch [120][2800/3405] lr: 2.415e-03, eta: 13:12:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 2.0847, loss: 2.0847 +2025-06-30 05:31:14,915 - pyskl - INFO - Epoch [120][2900/3405] lr: 2.410e-03, eta: 13:12:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.9163, loss: 1.9163 +2025-06-30 05:32:00,594 - pyskl - INFO - Epoch [120][3000/3405] lr: 2.406e-03, eta: 13:11:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 2.0727, loss: 2.0727 +2025-06-30 05:32:46,319 - pyskl - INFO - Epoch [120][3100/3405] lr: 2.401e-03, eta: 13:10:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 2.0146, loss: 2.0146 +2025-06-30 05:33:32,011 - pyskl - INFO - Epoch [120][3200/3405] lr: 2.397e-03, eta: 13:09:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9988, loss_cls: 2.1002, loss: 2.1002 +2025-06-30 05:34:17,658 - pyskl - INFO - Epoch [120][3300/3405] lr: 2.392e-03, eta: 13:08:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 2.0852, loss: 2.0852 +2025-06-30 05:35:03,382 - pyskl - INFO - Epoch [120][3400/3405] lr: 2.388e-03, eta: 13:08:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 2.0609, loss: 2.0609 +2025-06-30 05:35:06,085 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-06-30 05:54:50,474 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 05:54:51,119 - pyskl - INFO - +top1_acc 0.8542 +top5_acc 0.9714 +2025-06-30 05:54:51,139 - pyskl - INFO - Epoch(val) [120][3718] top1_acc: 0.8542, top5_acc: 0.9714 +2025-06-30 05:55:59,817 - pyskl - INFO - Epoch [121][100/3405] lr: 2.383e-03, eta: 13:07:29, time: 0.687, data_time: 0.227, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 2.0303, loss: 2.0303 +2025-06-30 05:56:45,625 - pyskl - INFO - Epoch [121][200/3405] lr: 2.378e-03, eta: 13:06:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 2.0064, loss: 2.0064 +2025-06-30 05:57:31,387 - pyskl - INFO - Epoch [121][300/3405] lr: 2.374e-03, eta: 13:05:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.0313, loss: 2.0313 +2025-06-30 05:58:17,118 - pyskl - INFO - Epoch [121][400/3405] lr: 2.369e-03, eta: 13:05:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.9488, loss: 1.9488 +2025-06-30 05:59:02,819 - pyskl - INFO - Epoch [121][500/3405] lr: 2.365e-03, eta: 13:04:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.0168, loss: 2.0168 +2025-06-30 05:59:48,531 - pyskl - INFO - Epoch [121][600/3405] lr: 2.360e-03, eta: 13:03:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.8753, loss: 1.8753 +2025-06-30 06:00:34,247 - pyskl - INFO - Epoch [121][700/3405] lr: 2.356e-03, eta: 13:02:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.9274, loss: 1.9274 +2025-06-30 06:01:19,905 - pyskl - INFO - Epoch [121][800/3405] lr: 2.351e-03, eta: 13:02:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.8909, loss: 1.8909 +2025-06-30 06:02:05,597 - pyskl - INFO - Epoch [121][900/3405] lr: 2.347e-03, eta: 13:01:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.9148, loss: 1.9148 +2025-06-30 06:02:51,226 - pyskl - INFO - Epoch [121][1000/3405] lr: 2.342e-03, eta: 13:00:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.9161, loss: 1.9161 +2025-06-30 06:03:36,901 - pyskl - INFO - Epoch [121][1100/3405] lr: 2.338e-03, eta: 12:59:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.8717, loss: 1.8717 +2025-06-30 06:04:22,545 - pyskl - INFO - Epoch [121][1200/3405] lr: 2.333e-03, eta: 12:58:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.9391, loss: 1.9391 +2025-06-30 06:05:08,211 - pyskl - INFO - Epoch [121][1300/3405] lr: 2.329e-03, eta: 12:58:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.9341, loss: 1.9341 +2025-06-30 06:05:53,865 - pyskl - INFO - Epoch [121][1400/3405] lr: 2.324e-03, eta: 12:57:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.0084, loss: 2.0084 +2025-06-30 06:06:39,590 - pyskl - INFO - Epoch [121][1500/3405] lr: 2.320e-03, eta: 12:56:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 2.0009, loss: 2.0009 +2025-06-30 06:07:25,211 - pyskl - INFO - Epoch [121][1600/3405] lr: 2.316e-03, eta: 12:55:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.9780, loss: 1.9780 +2025-06-30 06:08:10,913 - pyskl - INFO - Epoch [121][1700/3405] lr: 2.311e-03, eta: 12:55:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.9168, loss: 1.9168 +2025-06-30 06:08:56,597 - pyskl - INFO - Epoch [121][1800/3405] lr: 2.307e-03, eta: 12:54:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.9390, loss: 1.9390 +2025-06-30 06:09:42,278 - pyskl - INFO - Epoch [121][1900/3405] lr: 2.302e-03, eta: 12:53:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.9944, loss: 1.9944 +2025-06-30 06:10:27,910 - pyskl - INFO - Epoch [121][2000/3405] lr: 2.298e-03, eta: 12:52:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.0303, loss: 2.0303 +2025-06-30 06:11:13,569 - pyskl - INFO - Epoch [121][2100/3405] lr: 2.293e-03, eta: 12:52:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.9405, loss: 1.9405 +2025-06-30 06:11:59,358 - pyskl - INFO - Epoch [121][2200/3405] lr: 2.289e-03, eta: 12:51:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 2.0325, loss: 2.0325 +2025-06-30 06:12:44,982 - pyskl - INFO - Epoch [121][2300/3405] lr: 2.284e-03, eta: 12:50:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.9484, loss: 1.9484 +2025-06-30 06:13:30,730 - pyskl - INFO - Epoch [121][2400/3405] lr: 2.280e-03, eta: 12:49:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.9416, loss: 1.9416 +2025-06-30 06:14:16,337 - pyskl - INFO - Epoch [121][2500/3405] lr: 2.276e-03, eta: 12:48:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.9953, loss: 1.9953 +2025-06-30 06:15:01,989 - pyskl - INFO - Epoch [121][2600/3405] lr: 2.271e-03, eta: 12:48:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 1.0000, loss_cls: 2.0945, loss: 2.0945 +2025-06-30 06:15:47,689 - pyskl - INFO - Epoch [121][2700/3405] lr: 2.267e-03, eta: 12:47:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.9109, loss: 1.9109 +2025-06-30 06:16:33,339 - pyskl - INFO - Epoch [121][2800/3405] lr: 2.262e-03, eta: 12:46:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.9534, loss: 1.9534 +2025-06-30 06:17:18,859 - pyskl - INFO - Epoch [121][2900/3405] lr: 2.258e-03, eta: 12:45:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.0542, loss: 2.0542 +2025-06-30 06:18:04,326 - pyskl - INFO - Epoch [121][3000/3405] lr: 2.253e-03, eta: 12:45:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 2.0293, loss: 2.0293 +2025-06-30 06:18:49,716 - pyskl - INFO - Epoch [121][3100/3405] lr: 2.249e-03, eta: 12:44:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 2.0389, loss: 2.0389 +2025-06-30 06:19:35,096 - pyskl - INFO - Epoch [121][3200/3405] lr: 2.245e-03, eta: 12:43:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.9779, loss: 1.9779 +2025-06-30 06:20:20,553 - pyskl - INFO - Epoch [121][3300/3405] lr: 2.240e-03, eta: 12:42:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.9579, loss: 1.9579 +2025-06-30 06:21:05,995 - pyskl - INFO - Epoch [121][3400/3405] lr: 2.236e-03, eta: 12:41:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.9541, loss: 1.9541 +2025-06-30 06:21:08,767 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-06-30 06:25:15,685 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 06:25:16,310 - pyskl - INFO - +top1_acc 0.8648 +top5_acc 0.9749 +2025-06-30 06:25:16,367 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_117.pth was removed +2025-06-30 06:25:17,380 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2025-06-30 06:25:17,381 - pyskl - INFO - Best top1_acc is 0.8648 at 121 epoch. +2025-06-30 06:25:17,399 - pyskl - INFO - Epoch(val) [121][3718] top1_acc: 0.8648, top5_acc: 0.9749 +2025-06-30 06:26:25,671 - pyskl - INFO - Epoch [122][100/3405] lr: 2.231e-03, eta: 12:41:12, time: 0.683, data_time: 0.225, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.8760, loss: 1.8760 +2025-06-30 06:27:11,301 - pyskl - INFO - Epoch [122][200/3405] lr: 2.227e-03, eta: 12:40:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.8793, loss: 1.8793 +2025-06-30 06:27:56,856 - pyskl - INFO - Epoch [122][300/3405] lr: 2.223e-03, eta: 12:39:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.9303, loss: 1.9303 +2025-06-30 06:28:42,384 - pyskl - INFO - Epoch [122][400/3405] lr: 2.218e-03, eta: 12:38:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.9585, loss: 1.9585 +2025-06-30 06:29:27,998 - pyskl - INFO - Epoch [122][500/3405] lr: 2.214e-03, eta: 12:38:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.8816, loss: 1.8816 +2025-06-30 06:30:13,577 - pyskl - INFO - Epoch [122][600/3405] lr: 2.209e-03, eta: 12:37:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.8704, loss: 1.8704 +2025-06-30 06:30:59,176 - pyskl - INFO - Epoch [122][700/3405] lr: 2.205e-03, eta: 12:36:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 1.9627, loss: 1.9627 +2025-06-30 06:31:44,775 - pyskl - INFO - Epoch [122][800/3405] lr: 2.201e-03, eta: 12:35:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.9312, loss: 1.9312 +2025-06-30 06:32:30,370 - pyskl - INFO - Epoch [122][900/3405] lr: 2.196e-03, eta: 12:35:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.8693, loss: 1.8693 +2025-06-30 06:33:15,871 - pyskl - INFO - Epoch [122][1000/3405] lr: 2.192e-03, eta: 12:34:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.8873, loss: 1.8873 +2025-06-30 06:34:01,379 - pyskl - INFO - Epoch [122][1100/3405] lr: 2.188e-03, eta: 12:33:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.9507, loss: 1.9507 +2025-06-30 06:34:46,908 - pyskl - INFO - Epoch [122][1200/3405] lr: 2.183e-03, eta: 12:32:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.9100, loss: 1.9100 +2025-06-30 06:35:32,606 - pyskl - INFO - Epoch [122][1300/3405] lr: 2.179e-03, eta: 12:31:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.9531, loss: 1.9531 +2025-06-30 06:36:18,200 - pyskl - INFO - Epoch [122][1400/3405] lr: 2.175e-03, eta: 12:31:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 1.9222, loss: 1.9222 +2025-06-30 06:37:04,025 - pyskl - INFO - Epoch [122][1500/3405] lr: 2.170e-03, eta: 12:30:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.8850, loss: 1.8850 +2025-06-30 06:37:49,847 - pyskl - INFO - Epoch [122][1600/3405] lr: 2.166e-03, eta: 12:29:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.8819, loss: 1.8819 +2025-06-30 06:38:35,743 - pyskl - INFO - Epoch [122][1700/3405] lr: 2.162e-03, eta: 12:28:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.9812, loss: 1.9812 +2025-06-30 06:39:21,455 - pyskl - INFO - Epoch [122][1800/3405] lr: 2.157e-03, eta: 12:28:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 2.0368, loss: 2.0368 +2025-06-30 06:40:06,999 - pyskl - INFO - Epoch [122][1900/3405] lr: 2.153e-03, eta: 12:27:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.9489, loss: 1.9489 +2025-06-30 06:40:52,465 - pyskl - INFO - Epoch [122][2000/3405] lr: 2.149e-03, eta: 12:26:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.9518, loss: 1.9518 +2025-06-30 06:41:37,911 - pyskl - INFO - Epoch [122][2100/3405] lr: 2.144e-03, eta: 12:25:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 1.9274, loss: 1.9274 +2025-06-30 06:42:23,217 - pyskl - INFO - Epoch [122][2200/3405] lr: 2.140e-03, eta: 12:24:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8334, loss: 1.8334 +2025-06-30 06:43:08,562 - pyskl - INFO - Epoch [122][2300/3405] lr: 2.136e-03, eta: 12:24:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.9172, loss: 1.9172 +2025-06-30 06:43:53,976 - pyskl - INFO - Epoch [122][2400/3405] lr: 2.131e-03, eta: 12:23:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.8823, loss: 1.8823 +2025-06-30 06:44:39,320 - pyskl - INFO - Epoch [122][2500/3405] lr: 2.127e-03, eta: 12:22:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.8910, loss: 1.8910 +2025-06-30 06:45:24,757 - pyskl - INFO - Epoch [122][2600/3405] lr: 2.123e-03, eta: 12:21:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.9503, loss: 1.9503 +2025-06-30 06:46:10,192 - pyskl - INFO - Epoch [122][2700/3405] lr: 2.119e-03, eta: 12:21:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 1.9617, loss: 1.9617 +2025-06-30 06:46:55,626 - pyskl - INFO - Epoch [122][2800/3405] lr: 2.114e-03, eta: 12:20:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.8972, loss: 1.8972 +2025-06-30 06:47:41,085 - pyskl - INFO - Epoch [122][2900/3405] lr: 2.110e-03, eta: 12:19:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.9637, loss: 1.9637 +2025-06-30 06:48:26,625 - pyskl - INFO - Epoch [122][3000/3405] lr: 2.106e-03, eta: 12:18:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.9465, loss: 1.9465 +2025-06-30 06:49:12,281 - pyskl - INFO - Epoch [122][3100/3405] lr: 2.102e-03, eta: 12:17:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.9152, loss: 1.9152 +2025-06-30 06:49:57,806 - pyskl - INFO - Epoch [122][3200/3405] lr: 2.097e-03, eta: 12:17:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 1.9707, loss: 1.9707 +2025-06-30 06:50:43,307 - pyskl - INFO - Epoch [122][3300/3405] lr: 2.093e-03, eta: 12:16:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.9232, loss: 1.9232 +2025-06-30 06:51:28,806 - pyskl - INFO - Epoch [122][3400/3405] lr: 2.089e-03, eta: 12:15:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.9747, loss: 1.9747 +2025-06-30 06:51:31,431 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-06-30 06:55:38,362 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 06:55:38,915 - pyskl - INFO - +top1_acc 0.8713 +top5_acc 0.9758 +2025-06-30 06:55:38,976 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_121.pth was removed +2025-06-30 06:55:40,028 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_122.pth. +2025-06-30 06:55:40,029 - pyskl - INFO - Best top1_acc is 0.8713 at 122 epoch. +2025-06-30 06:55:40,049 - pyskl - INFO - Epoch(val) [122][3718] top1_acc: 0.8713, top5_acc: 0.9758 +2025-06-30 06:56:48,880 - pyskl - INFO - Epoch [123][100/3405] lr: 2.084e-03, eta: 12:14:54, time: 0.688, data_time: 0.232, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.9550, loss: 1.9550 +2025-06-30 06:57:34,403 - pyskl - INFO - Epoch [123][200/3405] lr: 2.080e-03, eta: 12:14:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.9120, loss: 1.9120 +2025-06-30 06:58:20,041 - pyskl - INFO - Epoch [123][300/3405] lr: 2.076e-03, eta: 12:13:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.8809, loss: 1.8809 +2025-06-30 06:59:05,571 - pyskl - INFO - Epoch [123][400/3405] lr: 2.072e-03, eta: 12:12:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.8893, loss: 1.8893 +2025-06-30 06:59:51,275 - pyskl - INFO - Epoch [123][500/3405] lr: 2.067e-03, eta: 12:11:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9962, loss_cls: 1.9210, loss: 1.9210 +2025-06-30 07:00:36,886 - pyskl - INFO - Epoch [123][600/3405] lr: 2.063e-03, eta: 12:11:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.7459, loss: 1.7459 +2025-06-30 07:01:22,422 - pyskl - INFO - Epoch [123][700/3405] lr: 2.059e-03, eta: 12:10:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.9914, loss: 1.9914 +2025-06-30 07:02:08,296 - pyskl - INFO - Epoch [123][800/3405] lr: 2.055e-03, eta: 12:09:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.9346, loss: 1.9346 +2025-06-30 07:02:54,250 - pyskl - INFO - Epoch [123][900/3405] lr: 2.050e-03, eta: 12:08:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.8371, loss: 1.8371 +2025-06-30 07:03:40,035 - pyskl - INFO - Epoch [123][1000/3405] lr: 2.046e-03, eta: 12:07:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.9142, loss: 1.9142 +2025-06-30 07:04:25,779 - pyskl - INFO - Epoch [123][1100/3405] lr: 2.042e-03, eta: 12:07:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.8670, loss: 1.8670 +2025-06-30 07:05:11,570 - pyskl - INFO - Epoch [123][1200/3405] lr: 2.038e-03, eta: 12:06:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.8766, loss: 1.8766 +2025-06-30 07:05:57,392 - pyskl - INFO - Epoch [123][1300/3405] lr: 2.034e-03, eta: 12:05:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.8221, loss: 1.8221 +2025-06-30 07:06:43,045 - pyskl - INFO - Epoch [123][1400/3405] lr: 2.029e-03, eta: 12:04:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.8616, loss: 1.8616 +2025-06-30 07:07:28,618 - pyskl - INFO - Epoch [123][1500/3405] lr: 2.025e-03, eta: 12:04:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.8983, loss: 1.8983 +2025-06-30 07:08:14,196 - pyskl - INFO - Epoch [123][1600/3405] lr: 2.021e-03, eta: 12:03:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.8261, loss: 1.8261 +2025-06-30 07:08:59,866 - pyskl - INFO - Epoch [123][1700/3405] lr: 2.017e-03, eta: 12:02:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.8650, loss: 1.8650 +2025-06-30 07:09:45,533 - pyskl - INFO - Epoch [123][1800/3405] lr: 2.013e-03, eta: 12:01:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.8723, loss: 1.8723 +2025-06-30 07:10:31,266 - pyskl - INFO - Epoch [123][1900/3405] lr: 2.008e-03, eta: 12:00:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.7897, loss: 1.7897 +2025-06-30 07:11:16,893 - pyskl - INFO - Epoch [123][2000/3405] lr: 2.004e-03, eta: 12:00:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.8211, loss: 1.8211 +2025-06-30 07:12:02,497 - pyskl - INFO - Epoch [123][2100/3405] lr: 2.000e-03, eta: 11:59:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.9482, loss: 1.9482 +2025-06-30 07:12:48,044 - pyskl - INFO - Epoch [123][2200/3405] lr: 1.996e-03, eta: 11:58:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.8296, loss: 1.8296 +2025-06-30 07:13:33,599 - pyskl - INFO - Epoch [123][2300/3405] lr: 1.992e-03, eta: 11:57:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.8622, loss: 1.8622 +2025-06-30 07:14:19,162 - pyskl - INFO - Epoch [123][2400/3405] lr: 1.988e-03, eta: 11:57:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 1.8939, loss: 1.8939 +2025-06-30 07:15:04,718 - pyskl - INFO - Epoch [123][2500/3405] lr: 1.983e-03, eta: 11:56:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.8681, loss: 1.8681 +2025-06-30 07:15:50,381 - pyskl - INFO - Epoch [123][2600/3405] lr: 1.979e-03, eta: 11:55:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.9206, loss: 1.9206 +2025-06-30 07:16:36,222 - pyskl - INFO - Epoch [123][2700/3405] lr: 1.975e-03, eta: 11:54:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.9255, loss: 1.9255 +2025-06-30 07:17:21,842 - pyskl - INFO - Epoch [123][2800/3405] lr: 1.971e-03, eta: 11:54:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.9180, loss: 1.9180 +2025-06-30 07:18:07,398 - pyskl - INFO - Epoch [123][2900/3405] lr: 1.967e-03, eta: 11:53:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.8925, loss: 1.8925 +2025-06-30 07:18:52,847 - pyskl - INFO - Epoch [123][3000/3405] lr: 1.963e-03, eta: 11:52:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.9873, loss: 1.9873 +2025-06-30 07:19:38,364 - pyskl - INFO - Epoch [123][3100/3405] lr: 1.959e-03, eta: 11:51:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.9016, loss: 1.9016 +2025-06-30 07:20:23,925 - pyskl - INFO - Epoch [123][3200/3405] lr: 1.954e-03, eta: 11:50:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.9357, loss: 1.9357 +2025-06-30 07:21:09,651 - pyskl - INFO - Epoch [123][3300/3405] lr: 1.950e-03, eta: 11:50:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.9604, loss: 1.9604 +2025-06-30 07:21:55,217 - pyskl - INFO - Epoch [123][3400/3405] lr: 1.946e-03, eta: 11:49:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.9527, loss: 1.9527 +2025-06-30 07:21:57,860 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-06-30 07:26:09,076 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 07:26:09,639 - pyskl - INFO - +top1_acc 0.8612 +top5_acc 0.9737 +2025-06-30 07:26:09,659 - pyskl - INFO - Epoch(val) [123][3718] top1_acc: 0.8612, top5_acc: 0.9737 +2025-06-30 07:27:18,591 - pyskl - INFO - Epoch [124][100/3405] lr: 1.942e-03, eta: 11:48:38, time: 0.689, data_time: 0.234, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.8878, loss: 1.8878 +2025-06-30 07:28:03,982 - pyskl - INFO - Epoch [124][200/3405] lr: 1.938e-03, eta: 11:47:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.8404, loss: 1.8404 +2025-06-30 07:28:49,538 - pyskl - INFO - Epoch [124][300/3405] lr: 1.934e-03, eta: 11:47:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.7985, loss: 1.7985 +2025-06-30 07:29:35,175 - pyskl - INFO - Epoch [124][400/3405] lr: 1.929e-03, eta: 11:46:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.8933, loss: 1.8933 +2025-06-30 07:30:20,869 - pyskl - INFO - Epoch [124][500/3405] lr: 1.925e-03, eta: 11:45:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.9018, loss: 1.9018 +2025-06-30 07:31:06,479 - pyskl - INFO - Epoch [124][600/3405] lr: 1.921e-03, eta: 11:44:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.8241, loss: 1.8241 +2025-06-30 07:31:52,138 - pyskl - INFO - Epoch [124][700/3405] lr: 1.917e-03, eta: 11:43:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.8395, loss: 1.8395 +2025-06-30 07:32:37,929 - pyskl - INFO - Epoch [124][800/3405] lr: 1.913e-03, eta: 11:43:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.8859, loss: 1.8859 +2025-06-30 07:33:23,559 - pyskl - INFO - Epoch [124][900/3405] lr: 1.909e-03, eta: 11:42:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.8893, loss: 1.8893 +2025-06-30 07:34:09,347 - pyskl - INFO - Epoch [124][1000/3405] lr: 1.905e-03, eta: 11:41:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.8029, loss: 1.8029 +2025-06-30 07:34:55,023 - pyskl - INFO - Epoch [124][1100/3405] lr: 1.901e-03, eta: 11:40:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.9403, loss: 1.9403 +2025-06-30 07:35:40,866 - pyskl - INFO - Epoch [124][1200/3405] lr: 1.897e-03, eta: 11:40:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.8202, loss: 1.8202 +2025-06-30 07:36:26,726 - pyskl - INFO - Epoch [124][1300/3405] lr: 1.893e-03, eta: 11:39:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.9261, loss: 1.9261 +2025-06-30 07:37:12,428 - pyskl - INFO - Epoch [124][1400/3405] lr: 1.889e-03, eta: 11:38:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.8474, loss: 1.8474 +2025-06-30 07:37:57,938 - pyskl - INFO - Epoch [124][1500/3405] lr: 1.885e-03, eta: 11:37:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.9316, loss: 1.9316 +2025-06-30 07:38:43,515 - pyskl - INFO - Epoch [124][1600/3405] lr: 1.881e-03, eta: 11:37:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.8836, loss: 1.8836 +2025-06-30 07:39:29,004 - pyskl - INFO - Epoch [124][1700/3405] lr: 1.876e-03, eta: 11:36:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.8650, loss: 1.8650 +2025-06-30 07:40:14,466 - pyskl - INFO - Epoch [124][1800/3405] lr: 1.872e-03, eta: 11:35:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.8858, loss: 1.8858 +2025-06-30 07:41:00,031 - pyskl - INFO - Epoch [124][1900/3405] lr: 1.868e-03, eta: 11:34:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.9170, loss: 1.9170 +2025-06-30 07:41:45,638 - pyskl - INFO - Epoch [124][2000/3405] lr: 1.864e-03, eta: 11:33:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.7580, loss: 1.7580 +2025-06-30 07:42:31,372 - pyskl - INFO - Epoch [124][2100/3405] lr: 1.860e-03, eta: 11:33:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.8655, loss: 1.8655 +2025-06-30 07:43:17,213 - pyskl - INFO - Epoch [124][2200/3405] lr: 1.856e-03, eta: 11:32:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.9334, loss: 1.9334 +2025-06-30 07:44:03,063 - pyskl - INFO - Epoch [124][2300/3405] lr: 1.852e-03, eta: 11:31:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.9157, loss: 1.9157 +2025-06-30 07:44:48,752 - pyskl - INFO - Epoch [124][2400/3405] lr: 1.848e-03, eta: 11:30:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.8595, loss: 1.8595 +2025-06-30 07:45:34,408 - pyskl - INFO - Epoch [124][2500/3405] lr: 1.844e-03, eta: 11:30:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.9202, loss: 1.9202 +2025-06-30 07:46:20,091 - pyskl - INFO - Epoch [124][2600/3405] lr: 1.840e-03, eta: 11:29:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.8441, loss: 1.8441 +2025-06-30 07:47:05,957 - pyskl - INFO - Epoch [124][2700/3405] lr: 1.836e-03, eta: 11:28:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.8864, loss: 1.8864 +2025-06-30 07:47:51,497 - pyskl - INFO - Epoch [124][2800/3405] lr: 1.832e-03, eta: 11:27:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.9262, loss: 1.9262 +2025-06-30 07:48:37,080 - pyskl - INFO - Epoch [124][2900/3405] lr: 1.828e-03, eta: 11:26:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.8838, loss: 1.8838 +2025-06-30 07:49:22,803 - pyskl - INFO - Epoch [124][3000/3405] lr: 1.824e-03, eta: 11:26:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.8095, loss: 1.8095 +2025-06-30 07:50:08,601 - pyskl - INFO - Epoch [124][3100/3405] lr: 1.820e-03, eta: 11:25:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.9169, loss: 1.9169 +2025-06-30 07:50:54,246 - pyskl - INFO - Epoch [124][3200/3405] lr: 1.816e-03, eta: 11:24:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.8626, loss: 1.8626 +2025-06-30 07:51:39,860 - pyskl - INFO - Epoch [124][3300/3405] lr: 1.812e-03, eta: 11:23:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.8728, loss: 1.8728 +2025-06-30 07:52:25,441 - pyskl - INFO - Epoch [124][3400/3405] lr: 1.808e-03, eta: 11:23:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.8400, loss: 1.8400 +2025-06-30 07:52:28,089 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-06-30 07:56:36,212 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 07:56:36,827 - pyskl - INFO - +top1_acc 0.8502 +top5_acc 0.9674 +2025-06-30 07:56:36,848 - pyskl - INFO - Epoch(val) [124][3718] top1_acc: 0.8502, top5_acc: 0.9674 +2025-06-30 07:57:46,016 - pyskl - INFO - Epoch [125][100/3405] lr: 1.804e-03, eta: 11:22:21, time: 0.692, data_time: 0.235, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.8270, loss: 1.8270 +2025-06-30 07:58:31,726 - pyskl - INFO - Epoch [125][200/3405] lr: 1.800e-03, eta: 11:21:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.7615, loss: 1.7615 +2025-06-30 07:59:17,462 - pyskl - INFO - Epoch [125][300/3405] lr: 1.796e-03, eta: 11:20:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.8822, loss: 1.8822 +2025-06-30 08:00:03,219 - pyskl - INFO - Epoch [125][400/3405] lr: 1.792e-03, eta: 11:20:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7351, loss: 1.7351 +2025-06-30 08:00:48,964 - pyskl - INFO - Epoch [125][500/3405] lr: 1.788e-03, eta: 11:19:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.8337, loss: 1.8337 +2025-06-30 08:01:34,581 - pyskl - INFO - Epoch [125][600/3405] lr: 1.784e-03, eta: 11:18:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.8063, loss: 1.8063 +2025-06-30 08:02:20,172 - pyskl - INFO - Epoch [125][700/3405] lr: 1.780e-03, eta: 11:17:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.8407, loss: 1.8407 +2025-06-30 08:03:05,790 - pyskl - INFO - Epoch [125][800/3405] lr: 1.776e-03, eta: 11:16:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.7730, loss: 1.7730 +2025-06-30 08:03:51,771 - pyskl - INFO - Epoch [125][900/3405] lr: 1.772e-03, eta: 11:16:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7979, loss: 1.7979 +2025-06-30 08:04:37,464 - pyskl - INFO - Epoch [125][1000/3405] lr: 1.768e-03, eta: 11:15:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.7829, loss: 1.7829 +2025-06-30 08:05:23,179 - pyskl - INFO - Epoch [125][1100/3405] lr: 1.764e-03, eta: 11:14:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.9124, loss: 1.9124 +2025-06-30 08:06:08,997 - pyskl - INFO - Epoch [125][1200/3405] lr: 1.760e-03, eta: 11:13:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.8002, loss: 1.8002 +2025-06-30 08:06:54,594 - pyskl - INFO - Epoch [125][1300/3405] lr: 1.757e-03, eta: 11:13:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.8353, loss: 1.8353 +2025-06-30 08:07:40,220 - pyskl - INFO - Epoch [125][1400/3405] lr: 1.753e-03, eta: 11:12:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.8286, loss: 1.8286 +2025-06-30 08:08:25,847 - pyskl - INFO - Epoch [125][1500/3405] lr: 1.749e-03, eta: 11:11:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.8380, loss: 1.8380 +2025-06-30 08:09:11,363 - pyskl - INFO - Epoch [125][1600/3405] lr: 1.745e-03, eta: 11:10:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.8345, loss: 1.8345 +2025-06-30 08:09:57,047 - pyskl - INFO - Epoch [125][1700/3405] lr: 1.741e-03, eta: 11:09:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.7795, loss: 1.7795 +2025-06-30 08:10:42,761 - pyskl - INFO - Epoch [125][1800/3405] lr: 1.737e-03, eta: 11:09:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.8392, loss: 1.8392 +2025-06-30 08:11:28,353 - pyskl - INFO - Epoch [125][1900/3405] lr: 1.733e-03, eta: 11:08:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.9081, loss: 1.9081 +2025-06-30 08:12:13,978 - pyskl - INFO - Epoch [125][2000/3405] lr: 1.729e-03, eta: 11:07:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.8244, loss: 1.8244 +2025-06-30 08:12:59,509 - pyskl - INFO - Epoch [125][2100/3405] lr: 1.725e-03, eta: 11:06:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.8614, loss: 1.8614 +2025-06-30 08:13:45,143 - pyskl - INFO - Epoch [125][2200/3405] lr: 1.721e-03, eta: 11:06:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.8274, loss: 1.8274 +2025-06-30 08:14:30,838 - pyskl - INFO - Epoch [125][2300/3405] lr: 1.717e-03, eta: 11:05:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.8160, loss: 1.8160 +2025-06-30 08:15:16,480 - pyskl - INFO - Epoch [125][2400/3405] lr: 1.714e-03, eta: 11:04:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.8694, loss: 1.8694 +2025-06-30 08:16:02,033 - pyskl - INFO - Epoch [125][2500/3405] lr: 1.710e-03, eta: 11:03:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.8227, loss: 1.8227 +2025-06-30 08:16:47,565 - pyskl - INFO - Epoch [125][2600/3405] lr: 1.706e-03, eta: 11:03:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.8587, loss: 1.8587 +2025-06-30 08:17:33,084 - pyskl - INFO - Epoch [125][2700/3405] lr: 1.702e-03, eta: 11:02:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.7822, loss: 1.7822 +2025-06-30 08:18:18,563 - pyskl - INFO - Epoch [125][2800/3405] lr: 1.698e-03, eta: 11:01:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.8224, loss: 1.8224 +2025-06-30 08:19:04,071 - pyskl - INFO - Epoch [125][2900/3405] lr: 1.694e-03, eta: 11:00:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.8595, loss: 1.8595 +2025-06-30 08:19:49,574 - pyskl - INFO - Epoch [125][3000/3405] lr: 1.690e-03, eta: 10:59:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.8115, loss: 1.8115 +2025-06-30 08:20:35,222 - pyskl - INFO - Epoch [125][3100/3405] lr: 1.686e-03, eta: 10:59:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.7956, loss: 1.7956 +2025-06-30 08:21:20,802 - pyskl - INFO - Epoch [125][3200/3405] lr: 1.683e-03, eta: 10:58:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.8853, loss: 1.8853 +2025-06-30 08:22:06,408 - pyskl - INFO - Epoch [125][3300/3405] lr: 1.679e-03, eta: 10:57:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 1.7894, loss: 1.7894 +2025-06-30 08:22:51,949 - pyskl - INFO - Epoch [125][3400/3405] lr: 1.675e-03, eta: 10:56:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.8402, loss: 1.8402 +2025-06-30 08:22:54,607 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-06-30 08:42:53,447 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 08:42:53,998 - pyskl - INFO - +top1_acc 0.8718 +top5_acc 0.9769 +2025-06-30 08:42:54,056 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_122.pth was removed +2025-06-30 08:42:55,096 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2025-06-30 08:42:55,097 - pyskl - INFO - Best top1_acc is 0.8718 at 125 epoch. +2025-06-30 08:42:55,116 - pyskl - INFO - Epoch(val) [125][3718] top1_acc: 0.8718, top5_acc: 0.9769 +2025-06-30 08:44:03,377 - pyskl - INFO - Epoch [126][100/3405] lr: 1.671e-03, eta: 10:56:04, time: 0.683, data_time: 0.226, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.8188, loss: 1.8188 +2025-06-30 08:44:49,039 - pyskl - INFO - Epoch [126][200/3405] lr: 1.667e-03, eta: 10:55:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.7437, loss: 1.7437 +2025-06-30 08:45:34,739 - pyskl - INFO - Epoch [126][300/3405] lr: 1.663e-03, eta: 10:54:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.8208, loss: 1.8208 +2025-06-30 08:46:20,320 - pyskl - INFO - Epoch [126][400/3405] lr: 1.659e-03, eta: 10:53:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.6978, loss: 1.6978 +2025-06-30 08:47:06,101 - pyskl - INFO - Epoch [126][500/3405] lr: 1.656e-03, eta: 10:52:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.8440, loss: 1.8440 +2025-06-30 08:47:51,751 - pyskl - INFO - Epoch [126][600/3405] lr: 1.652e-03, eta: 10:52:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.8371, loss: 1.8371 +2025-06-30 08:48:37,384 - pyskl - INFO - Epoch [126][700/3405] lr: 1.648e-03, eta: 10:51:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.8091, loss: 1.8091 +2025-06-30 08:49:22,982 - pyskl - INFO - Epoch [126][800/3405] lr: 1.644e-03, eta: 10:50:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.7277, loss: 1.7277 +2025-06-30 08:50:08,779 - pyskl - INFO - Epoch [126][900/3405] lr: 1.640e-03, eta: 10:49:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.8356, loss: 1.8356 +2025-06-30 08:50:54,459 - pyskl - INFO - Epoch [126][1000/3405] lr: 1.636e-03, eta: 10:49:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.8272, loss: 1.8272 +2025-06-30 08:51:40,438 - pyskl - INFO - Epoch [126][1100/3405] lr: 1.633e-03, eta: 10:48:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.7944, loss: 1.7944 +2025-06-30 08:52:26,086 - pyskl - INFO - Epoch [126][1200/3405] lr: 1.629e-03, eta: 10:47:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.7444, loss: 1.7444 +2025-06-30 08:53:11,593 - pyskl - INFO - Epoch [126][1300/3405] lr: 1.625e-03, eta: 10:46:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.7778, loss: 1.7778 +2025-06-30 08:53:57,211 - pyskl - INFO - Epoch [126][1400/3405] lr: 1.621e-03, eta: 10:46:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.7456, loss: 1.7456 +2025-06-30 08:54:42,894 - pyskl - INFO - Epoch [126][1500/3405] lr: 1.618e-03, eta: 10:45:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.8936, loss: 1.8936 +2025-06-30 08:55:28,767 - pyskl - INFO - Epoch [126][1600/3405] lr: 1.614e-03, eta: 10:44:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7741, loss: 1.7741 +2025-06-30 08:56:14,565 - pyskl - INFO - Epoch [126][1700/3405] lr: 1.610e-03, eta: 10:43:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.7520, loss: 1.7520 +2025-06-30 08:57:00,277 - pyskl - INFO - Epoch [126][1800/3405] lr: 1.606e-03, eta: 10:42:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7782, loss: 1.7782 +2025-06-30 08:57:45,944 - pyskl - INFO - Epoch [126][1900/3405] lr: 1.602e-03, eta: 10:42:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7344, loss: 1.7344 +2025-06-30 08:58:31,644 - pyskl - INFO - Epoch [126][2000/3405] lr: 1.599e-03, eta: 10:41:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.8828, loss: 1.8828 +2025-06-30 08:59:17,364 - pyskl - INFO - Epoch [126][2100/3405] lr: 1.595e-03, eta: 10:40:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.7120, loss: 1.7120 +2025-06-30 09:00:03,018 - pyskl - INFO - Epoch [126][2200/3405] lr: 1.591e-03, eta: 10:39:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7932, loss: 1.7932 +2025-06-30 09:00:48,754 - pyskl - INFO - Epoch [126][2300/3405] lr: 1.587e-03, eta: 10:39:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.8057, loss: 1.8057 +2025-06-30 09:01:34,447 - pyskl - INFO - Epoch [126][2400/3405] lr: 1.584e-03, eta: 10:38:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.7452, loss: 1.7452 +2025-06-30 09:02:20,189 - pyskl - INFO - Epoch [126][2500/3405] lr: 1.580e-03, eta: 10:37:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.7640, loss: 1.7640 +2025-06-30 09:03:05,867 - pyskl - INFO - Epoch [126][2600/3405] lr: 1.576e-03, eta: 10:36:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.7360, loss: 1.7360 +2025-06-30 09:03:51,453 - pyskl - INFO - Epoch [126][2700/3405] lr: 1.572e-03, eta: 10:35:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.8307, loss: 1.8307 +2025-06-30 09:04:37,105 - pyskl - INFO - Epoch [126][2800/3405] lr: 1.569e-03, eta: 10:35:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.8035, loss: 1.8035 +2025-06-30 09:05:22,705 - pyskl - INFO - Epoch [126][2900/3405] lr: 1.565e-03, eta: 10:34:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.8180, loss: 1.8180 +2025-06-30 09:06:08,351 - pyskl - INFO - Epoch [126][3000/3405] lr: 1.561e-03, eta: 10:33:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.8073, loss: 1.8073 +2025-06-30 09:06:53,959 - pyskl - INFO - Epoch [126][3100/3405] lr: 1.558e-03, eta: 10:32:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.8153, loss: 1.8153 +2025-06-30 09:07:39,529 - pyskl - INFO - Epoch [126][3200/3405] lr: 1.554e-03, eta: 10:32:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7755, loss: 1.7755 +2025-06-30 09:08:25,283 - pyskl - INFO - Epoch [126][3300/3405] lr: 1.550e-03, eta: 10:31:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.8639, loss: 1.8639 +2025-06-30 09:09:11,049 - pyskl - INFO - Epoch [126][3400/3405] lr: 1.546e-03, eta: 10:30:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 1.9201, loss: 1.9201 +2025-06-30 09:09:13,629 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-06-30 09:13:20,142 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 09:13:20,688 - pyskl - INFO - +top1_acc 0.8650 +top5_acc 0.9731 +2025-06-30 09:13:20,706 - pyskl - INFO - Epoch(val) [126][3718] top1_acc: 0.8650, top5_acc: 0.9731 +2025-06-30 09:14:29,083 - pyskl - INFO - Epoch [127][100/3405] lr: 1.543e-03, eta: 10:29:48, time: 0.684, data_time: 0.229, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.8481, loss: 1.8481 +2025-06-30 09:15:14,469 - pyskl - INFO - Epoch [127][200/3405] lr: 1.539e-03, eta: 10:29:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.8452, loss: 1.8452 +2025-06-30 09:15:59,998 - pyskl - INFO - Epoch [127][300/3405] lr: 1.535e-03, eta: 10:28:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7032, loss: 1.7032 +2025-06-30 09:16:45,519 - pyskl - INFO - Epoch [127][400/3405] lr: 1.531e-03, eta: 10:27:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.8284, loss: 1.8284 +2025-06-30 09:17:30,950 - pyskl - INFO - Epoch [127][500/3405] lr: 1.528e-03, eta: 10:26:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.7761, loss: 1.7761 +2025-06-30 09:18:16,351 - pyskl - INFO - Epoch [127][600/3405] lr: 1.524e-03, eta: 10:25:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.7837, loss: 1.7837 +2025-06-30 09:19:01,850 - pyskl - INFO - Epoch [127][700/3405] lr: 1.520e-03, eta: 10:25:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.8354, loss: 1.8354 +2025-06-30 09:19:47,589 - pyskl - INFO - Epoch [127][800/3405] lr: 1.517e-03, eta: 10:24:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.7409, loss: 1.7409 +2025-06-30 09:20:33,493 - pyskl - INFO - Epoch [127][900/3405] lr: 1.513e-03, eta: 10:23:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.7569, loss: 1.7569 +2025-06-30 09:21:19,174 - pyskl - INFO - Epoch [127][1000/3405] lr: 1.509e-03, eta: 10:22:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.8069, loss: 1.8069 +2025-06-30 09:22:04,710 - pyskl - INFO - Epoch [127][1100/3405] lr: 1.506e-03, eta: 10:22:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.8057, loss: 1.8057 +2025-06-30 09:22:50,209 - pyskl - INFO - Epoch [127][1200/3405] lr: 1.502e-03, eta: 10:21:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7483, loss: 1.7483 +2025-06-30 09:23:35,642 - pyskl - INFO - Epoch [127][1300/3405] lr: 1.498e-03, eta: 10:20:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.7747, loss: 1.7747 +2025-06-30 09:24:21,131 - pyskl - INFO - Epoch [127][1400/3405] lr: 1.495e-03, eta: 10:19:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.7541, loss: 1.7541 +2025-06-30 09:25:06,637 - pyskl - INFO - Epoch [127][1500/3405] lr: 1.491e-03, eta: 10:18:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.8025, loss: 1.8025 +2025-06-30 09:25:51,959 - pyskl - INFO - Epoch [127][1600/3405] lr: 1.487e-03, eta: 10:18:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.8032, loss: 1.8032 +2025-06-30 09:26:37,272 - pyskl - INFO - Epoch [127][1700/3405] lr: 1.484e-03, eta: 10:17:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6956, loss: 1.6956 +2025-06-30 09:27:22,779 - pyskl - INFO - Epoch [127][1800/3405] lr: 1.480e-03, eta: 10:16:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.6807, loss: 1.6807 +2025-06-30 09:28:08,109 - pyskl - INFO - Epoch [127][1900/3405] lr: 1.477e-03, eta: 10:15:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7192, loss: 1.7192 +2025-06-30 09:28:53,557 - pyskl - INFO - Epoch [127][2000/3405] lr: 1.473e-03, eta: 10:15:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 1.7556, loss: 1.7556 +2025-06-30 09:29:39,004 - pyskl - INFO - Epoch [127][2100/3405] lr: 1.469e-03, eta: 10:14:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.8068, loss: 1.8068 +2025-06-30 09:30:24,462 - pyskl - INFO - Epoch [127][2200/3405] lr: 1.466e-03, eta: 10:13:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7020, loss: 1.7020 +2025-06-30 09:31:09,854 - pyskl - INFO - Epoch [127][2300/3405] lr: 1.462e-03, eta: 10:12:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.7896, loss: 1.7896 +2025-06-30 09:31:55,289 - pyskl - INFO - Epoch [127][2400/3405] lr: 1.459e-03, eta: 10:11:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.7945, loss: 1.7945 +2025-06-30 09:32:40,759 - pyskl - INFO - Epoch [127][2500/3405] lr: 1.455e-03, eta: 10:11:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.8424, loss: 1.8424 +2025-06-30 09:33:26,152 - pyskl - INFO - Epoch [127][2600/3405] lr: 1.451e-03, eta: 10:10:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.7630, loss: 1.7630 +2025-06-30 09:34:11,674 - pyskl - INFO - Epoch [127][2700/3405] lr: 1.448e-03, eta: 10:09:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.7837, loss: 1.7837 +2025-06-30 09:34:57,121 - pyskl - INFO - Epoch [127][2800/3405] lr: 1.444e-03, eta: 10:08:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.7306, loss: 1.7306 +2025-06-30 09:35:42,553 - pyskl - INFO - Epoch [127][2900/3405] lr: 1.441e-03, eta: 10:08:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.7750, loss: 1.7750 +2025-06-30 09:36:28,102 - pyskl - INFO - Epoch [127][3000/3405] lr: 1.437e-03, eta: 10:07:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7201, loss: 1.7201 +2025-06-30 09:37:13,758 - pyskl - INFO - Epoch [127][3100/3405] lr: 1.433e-03, eta: 10:06:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.7707, loss: 1.7707 +2025-06-30 09:37:59,330 - pyskl - INFO - Epoch [127][3200/3405] lr: 1.430e-03, eta: 10:05:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9975, loss_cls: 1.7539, loss: 1.7539 +2025-06-30 09:38:44,887 - pyskl - INFO - Epoch [127][3300/3405] lr: 1.426e-03, eta: 10:05:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.8119, loss: 1.8119 +2025-06-30 09:39:30,540 - pyskl - INFO - Epoch [127][3400/3405] lr: 1.423e-03, eta: 10:04:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.8306, loss: 1.8306 +2025-06-30 09:39:33,174 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-06-30 09:43:43,535 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 09:43:44,088 - pyskl - INFO - +top1_acc 0.8702 +top5_acc 0.9743 +2025-06-30 09:43:44,110 - pyskl - INFO - Epoch(val) [127][3718] top1_acc: 0.8702, top5_acc: 0.9743 +2025-06-30 09:44:52,298 - pyskl - INFO - Epoch [128][100/3405] lr: 1.419e-03, eta: 10:03:30, time: 0.682, data_time: 0.226, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7302, loss: 1.7302 +2025-06-30 09:45:37,975 - pyskl - INFO - Epoch [128][200/3405] lr: 1.415e-03, eta: 10:02:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.8337, loss: 1.8337 +2025-06-30 09:46:23,846 - pyskl - INFO - Epoch [128][300/3405] lr: 1.412e-03, eta: 10:01:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.7378, loss: 1.7378 +2025-06-30 09:47:09,610 - pyskl - INFO - Epoch [128][400/3405] lr: 1.408e-03, eta: 10:01:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7374, loss: 1.7374 +2025-06-30 09:47:55,288 - pyskl - INFO - Epoch [128][500/3405] lr: 1.405e-03, eta: 10:00:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.7384, loss: 1.7384 +2025-06-30 09:48:41,002 - pyskl - INFO - Epoch [128][600/3405] lr: 1.401e-03, eta: 9:59:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.6786, loss: 1.6786 +2025-06-30 09:49:26,567 - pyskl - INFO - Epoch [128][700/3405] lr: 1.398e-03, eta: 9:58:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.7305, loss: 1.7305 +2025-06-30 09:50:12,246 - pyskl - INFO - Epoch [128][800/3405] lr: 1.394e-03, eta: 9:58:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7313, loss: 1.7313 +2025-06-30 09:50:58,002 - pyskl - INFO - Epoch [128][900/3405] lr: 1.391e-03, eta: 9:57:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7206, loss: 1.7206 +2025-06-30 09:51:44,049 - pyskl - INFO - Epoch [128][1000/3405] lr: 1.387e-03, eta: 9:56:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6892, loss: 1.6892 +2025-06-30 09:52:29,858 - pyskl - INFO - Epoch [128][1100/3405] lr: 1.384e-03, eta: 9:55:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.7246, loss: 1.7246 +2025-06-30 09:53:15,742 - pyskl - INFO - Epoch [128][1200/3405] lr: 1.380e-03, eta: 9:55:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7389, loss: 1.7389 +2025-06-30 09:54:01,576 - pyskl - INFO - Epoch [128][1300/3405] lr: 1.377e-03, eta: 9:54:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.7404, loss: 1.7404 +2025-06-30 09:54:47,320 - pyskl - INFO - Epoch [128][1400/3405] lr: 1.373e-03, eta: 9:53:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7390, loss: 1.7390 +2025-06-30 09:55:33,078 - pyskl - INFO - Epoch [128][1500/3405] lr: 1.370e-03, eta: 9:52:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.7713, loss: 1.7713 +2025-06-30 09:56:18,919 - pyskl - INFO - Epoch [128][1600/3405] lr: 1.366e-03, eta: 9:51:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6626, loss: 1.6626 +2025-06-30 09:57:04,600 - pyskl - INFO - Epoch [128][1700/3405] lr: 1.363e-03, eta: 9:51:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.7771, loss: 1.7771 +2025-06-30 09:57:50,007 - pyskl - INFO - Epoch [128][1800/3405] lr: 1.359e-03, eta: 9:50:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6875, loss: 1.6875 +2025-06-30 09:58:35,660 - pyskl - INFO - Epoch [128][1900/3405] lr: 1.356e-03, eta: 9:49:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7527, loss: 1.7527 +2025-06-30 09:59:21,287 - pyskl - INFO - Epoch [128][2000/3405] lr: 1.352e-03, eta: 9:48:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7941, loss: 1.7941 +2025-06-30 10:00:07,126 - pyskl - INFO - Epoch [128][2100/3405] lr: 1.349e-03, eta: 9:48:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7070, loss: 1.7070 +2025-06-30 10:00:52,781 - pyskl - INFO - Epoch [128][2200/3405] lr: 1.345e-03, eta: 9:47:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.7201, loss: 1.7201 +2025-06-30 10:01:38,485 - pyskl - INFO - Epoch [128][2300/3405] lr: 1.342e-03, eta: 9:46:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7620, loss: 1.7620 +2025-06-30 10:02:24,213 - pyskl - INFO - Epoch [128][2400/3405] lr: 1.338e-03, eta: 9:45:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7064, loss: 1.7064 +2025-06-30 10:03:09,987 - pyskl - INFO - Epoch [128][2500/3405] lr: 1.335e-03, eta: 9:44:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.7410, loss: 1.7410 +2025-06-30 10:03:55,841 - pyskl - INFO - Epoch [128][2600/3405] lr: 1.331e-03, eta: 9:44:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6863, loss: 1.6863 +2025-06-30 10:04:41,608 - pyskl - INFO - Epoch [128][2700/3405] lr: 1.328e-03, eta: 9:43:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.7445, loss: 1.7445 +2025-06-30 10:05:27,413 - pyskl - INFO - Epoch [128][2800/3405] lr: 1.324e-03, eta: 9:42:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.7611, loss: 1.7611 +2025-06-30 10:06:13,193 - pyskl - INFO - Epoch [128][2900/3405] lr: 1.321e-03, eta: 9:41:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7007, loss: 1.7007 +2025-06-30 10:06:58,897 - pyskl - INFO - Epoch [128][3000/3405] lr: 1.318e-03, eta: 9:41:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.8057, loss: 1.8057 +2025-06-30 10:07:44,610 - pyskl - INFO - Epoch [128][3100/3405] lr: 1.314e-03, eta: 9:40:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.7967, loss: 1.7967 +2025-06-30 10:08:30,388 - pyskl - INFO - Epoch [128][3200/3405] lr: 1.311e-03, eta: 9:39:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7598, loss: 1.7598 +2025-06-30 10:09:16,200 - pyskl - INFO - Epoch [128][3300/3405] lr: 1.307e-03, eta: 9:38:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.8070, loss: 1.8070 +2025-06-30 10:10:02,032 - pyskl - INFO - Epoch [128][3400/3405] lr: 1.304e-03, eta: 9:37:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.7389, loss: 1.7389 +2025-06-30 10:10:04,732 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-06-30 10:14:10,937 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 10:14:11,497 - pyskl - INFO - +top1_acc 0.8751 +top5_acc 0.9760 +2025-06-30 10:14:11,558 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_125.pth was removed +2025-06-30 10:14:12,638 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2025-06-30 10:14:12,640 - pyskl - INFO - Best top1_acc is 0.8751 at 128 epoch. +2025-06-30 10:14:12,660 - pyskl - INFO - Epoch(val) [128][3718] top1_acc: 0.8751, top5_acc: 0.9760 +2025-06-30 10:15:20,206 - pyskl - INFO - Epoch [129][100/3405] lr: 1.300e-03, eta: 9:37:14, time: 0.675, data_time: 0.221, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.7021, loss: 1.7021 +2025-06-30 10:16:05,678 - pyskl - INFO - Epoch [129][200/3405] lr: 1.297e-03, eta: 9:36:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.6897, loss: 1.6897 +2025-06-30 10:16:51,207 - pyskl - INFO - Epoch [129][300/3405] lr: 1.293e-03, eta: 9:35:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.7347, loss: 1.7347 +2025-06-30 10:17:36,739 - pyskl - INFO - Epoch [129][400/3405] lr: 1.290e-03, eta: 9:34:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.6729, loss: 1.6729 +2025-06-30 10:18:22,314 - pyskl - INFO - Epoch [129][500/3405] lr: 1.287e-03, eta: 9:34:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.7441, loss: 1.7441 +2025-06-30 10:19:07,890 - pyskl - INFO - Epoch [129][600/3405] lr: 1.283e-03, eta: 9:33:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.6891, loss: 1.6891 +2025-06-30 10:19:53,388 - pyskl - INFO - Epoch [129][700/3405] lr: 1.280e-03, eta: 9:32:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7450, loss: 1.7450 +2025-06-30 10:20:38,972 - pyskl - INFO - Epoch [129][800/3405] lr: 1.276e-03, eta: 9:31:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6729, loss: 1.6729 +2025-06-30 10:21:24,591 - pyskl - INFO - Epoch [129][900/3405] lr: 1.273e-03, eta: 9:31:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.7528, loss: 1.7528 +2025-06-30 10:22:10,249 - pyskl - INFO - Epoch [129][1000/3405] lr: 1.270e-03, eta: 9:30:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7255, loss: 1.7255 +2025-06-30 10:22:55,762 - pyskl - INFO - Epoch [129][1100/3405] lr: 1.266e-03, eta: 9:29:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.7291, loss: 1.7291 +2025-06-30 10:23:41,277 - pyskl - INFO - Epoch [129][1200/3405] lr: 1.263e-03, eta: 9:28:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.6778, loss: 1.6778 +2025-06-30 10:24:26,845 - pyskl - INFO - Epoch [129][1300/3405] lr: 1.260e-03, eta: 9:27:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.7303, loss: 1.7303 +2025-06-30 10:25:12,440 - pyskl - INFO - Epoch [129][1400/3405] lr: 1.256e-03, eta: 9:27:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6537, loss: 1.6537 +2025-06-30 10:25:58,026 - pyskl - INFO - Epoch [129][1500/3405] lr: 1.253e-03, eta: 9:26:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6618, loss: 1.6618 +2025-06-30 10:26:43,592 - pyskl - INFO - Epoch [129][1600/3405] lr: 1.249e-03, eta: 9:25:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6929, loss: 1.6929 +2025-06-30 10:27:29,277 - pyskl - INFO - Epoch [129][1700/3405] lr: 1.246e-03, eta: 9:24:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6935, loss: 1.6935 +2025-06-30 10:28:14,902 - pyskl - INFO - Epoch [129][1800/3405] lr: 1.243e-03, eta: 9:24:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6726, loss: 1.6726 +2025-06-30 10:29:00,560 - pyskl - INFO - Epoch [129][1900/3405] lr: 1.239e-03, eta: 9:23:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6745, loss: 1.6745 +2025-06-30 10:29:46,257 - pyskl - INFO - Epoch [129][2000/3405] lr: 1.236e-03, eta: 9:22:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.6886, loss: 1.6886 +2025-06-30 10:30:31,761 - pyskl - INFO - Epoch [129][2100/3405] lr: 1.233e-03, eta: 9:21:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.6851, loss: 1.6851 +2025-06-30 10:31:17,314 - pyskl - INFO - Epoch [129][2200/3405] lr: 1.229e-03, eta: 9:20:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.7070, loss: 1.7070 +2025-06-30 10:32:02,809 - pyskl - INFO - Epoch [129][2300/3405] lr: 1.226e-03, eta: 9:20:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.6512, loss: 1.6512 +2025-06-30 10:32:48,496 - pyskl - INFO - Epoch [129][2400/3405] lr: 1.223e-03, eta: 9:19:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.6816, loss: 1.6816 +2025-06-30 10:33:34,161 - pyskl - INFO - Epoch [129][2500/3405] lr: 1.219e-03, eta: 9:18:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6497, loss: 1.6497 +2025-06-30 10:34:19,863 - pyskl - INFO - Epoch [129][2600/3405] lr: 1.216e-03, eta: 9:17:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.7275, loss: 1.7275 +2025-06-30 10:35:05,529 - pyskl - INFO - Epoch [129][2700/3405] lr: 1.213e-03, eta: 9:17:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.6395, loss: 1.6395 +2025-06-30 10:35:51,216 - pyskl - INFO - Epoch [129][2800/3405] lr: 1.210e-03, eta: 9:16:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7152, loss: 1.7152 +2025-06-30 10:36:36,877 - pyskl - INFO - Epoch [129][2900/3405] lr: 1.206e-03, eta: 9:15:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.7005, loss: 1.7005 +2025-06-30 10:37:22,387 - pyskl - INFO - Epoch [129][3000/3405] lr: 1.203e-03, eta: 9:14:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.6995, loss: 1.6995 +2025-06-30 10:38:07,965 - pyskl - INFO - Epoch [129][3100/3405] lr: 1.200e-03, eta: 9:14:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.7099, loss: 1.7099 +2025-06-30 10:38:53,594 - pyskl - INFO - Epoch [129][3200/3405] lr: 1.196e-03, eta: 9:13:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6979, loss: 1.6979 +2025-06-30 10:39:39,309 - pyskl - INFO - Epoch [129][3300/3405] lr: 1.193e-03, eta: 9:12:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.7086, loss: 1.7086 +2025-06-30 10:40:25,177 - pyskl - INFO - Epoch [129][3400/3405] lr: 1.190e-03, eta: 9:11:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7171, loss: 1.7171 +2025-06-30 10:40:27,845 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-06-30 10:44:38,161 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 10:44:38,718 - pyskl - INFO - +top1_acc 0.8803 +top5_acc 0.9780 +2025-06-30 10:44:38,778 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_128.pth was removed +2025-06-30 10:44:39,870 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2025-06-30 10:44:39,871 - pyskl - INFO - Best top1_acc is 0.8803 at 129 epoch. +2025-06-30 10:44:39,894 - pyskl - INFO - Epoch(val) [129][3718] top1_acc: 0.8803, top5_acc: 0.9780 +2025-06-30 10:45:47,882 - pyskl - INFO - Epoch [130][100/3405] lr: 1.186e-03, eta: 9:10:57, time: 0.680, data_time: 0.225, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6750, loss: 1.6750 +2025-06-30 10:46:33,528 - pyskl - INFO - Epoch [130][200/3405] lr: 1.183e-03, eta: 9:10:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5827, loss: 1.5827 +2025-06-30 10:47:19,281 - pyskl - INFO - Epoch [130][300/3405] lr: 1.180e-03, eta: 9:09:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6989, loss: 1.6989 +2025-06-30 10:48:05,008 - pyskl - INFO - Epoch [130][400/3405] lr: 1.177e-03, eta: 9:08:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6270, loss: 1.6270 +2025-06-30 10:48:50,662 - pyskl - INFO - Epoch [130][500/3405] lr: 1.173e-03, eta: 9:07:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6419, loss: 1.6419 +2025-06-30 10:49:36,369 - pyskl - INFO - Epoch [130][600/3405] lr: 1.170e-03, eta: 9:07:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6236, loss: 1.6236 +2025-06-30 10:50:22,190 - pyskl - INFO - Epoch [130][700/3405] lr: 1.167e-03, eta: 9:06:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.7167, loss: 1.7167 +2025-06-30 10:51:07,901 - pyskl - INFO - Epoch [130][800/3405] lr: 1.164e-03, eta: 9:05:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6228, loss: 1.6228 +2025-06-30 10:51:53,578 - pyskl - INFO - Epoch [130][900/3405] lr: 1.160e-03, eta: 9:04:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6036, loss: 1.6036 +2025-06-30 10:52:39,269 - pyskl - INFO - Epoch [130][1000/3405] lr: 1.157e-03, eta: 9:03:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6768, loss: 1.6768 +2025-06-30 10:53:24,917 - pyskl - INFO - Epoch [130][1100/3405] lr: 1.154e-03, eta: 9:03:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6883, loss: 1.6883 +2025-06-30 10:54:10,661 - pyskl - INFO - Epoch [130][1200/3405] lr: 1.151e-03, eta: 9:02:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6478, loss: 1.6478 +2025-06-30 10:54:56,337 - pyskl - INFO - Epoch [130][1300/3405] lr: 1.147e-03, eta: 9:01:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7174, loss: 1.7174 +2025-06-30 10:55:42,077 - pyskl - INFO - Epoch [130][1400/3405] lr: 1.144e-03, eta: 9:00:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6993, loss: 1.6993 +2025-06-30 10:56:27,802 - pyskl - INFO - Epoch [130][1500/3405] lr: 1.141e-03, eta: 9:00:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6820, loss: 1.6820 +2025-06-30 10:57:13,490 - pyskl - INFO - Epoch [130][1600/3405] lr: 1.138e-03, eta: 8:59:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.6893, loss: 1.6893 +2025-06-30 10:57:59,120 - pyskl - INFO - Epoch [130][1700/3405] lr: 1.135e-03, eta: 8:58:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6492, loss: 1.6492 +2025-06-30 10:58:44,783 - pyskl - INFO - Epoch [130][1800/3405] lr: 1.131e-03, eta: 8:57:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7130, loss: 1.7130 +2025-06-30 10:59:30,535 - pyskl - INFO - Epoch [130][1900/3405] lr: 1.128e-03, eta: 8:57:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6089, loss: 1.6089 +2025-06-30 11:00:16,346 - pyskl - INFO - Epoch [130][2000/3405] lr: 1.125e-03, eta: 8:56:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.6643, loss: 1.6643 +2025-06-30 11:01:02,081 - pyskl - INFO - Epoch [130][2100/3405] lr: 1.122e-03, eta: 8:55:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6911, loss: 1.6911 +2025-06-30 11:01:47,832 - pyskl - INFO - Epoch [130][2200/3405] lr: 1.119e-03, eta: 8:54:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6952, loss: 1.6952 +2025-06-30 11:02:33,567 - pyskl - INFO - Epoch [130][2300/3405] lr: 1.116e-03, eta: 8:53:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7051, loss: 1.7051 +2025-06-30 11:03:19,252 - pyskl - INFO - Epoch [130][2400/3405] lr: 1.112e-03, eta: 8:53:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6830, loss: 1.6830 +2025-06-30 11:04:04,903 - pyskl - INFO - Epoch [130][2500/3405] lr: 1.109e-03, eta: 8:52:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6934, loss: 1.6934 +2025-06-30 11:04:50,483 - pyskl - INFO - Epoch [130][2600/3405] lr: 1.106e-03, eta: 8:51:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.7029, loss: 1.7029 +2025-06-30 11:05:36,081 - pyskl - INFO - Epoch [130][2700/3405] lr: 1.103e-03, eta: 8:50:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6402, loss: 1.6402 +2025-06-30 11:06:21,681 - pyskl - INFO - Epoch [130][2800/3405] lr: 1.100e-03, eta: 8:50:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6471, loss: 1.6471 +2025-06-30 11:07:07,295 - pyskl - INFO - Epoch [130][2900/3405] lr: 1.097e-03, eta: 8:49:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7150, loss: 1.7150 +2025-06-30 11:07:53,204 - pyskl - INFO - Epoch [130][3000/3405] lr: 1.093e-03, eta: 8:48:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6003, loss: 1.6003 +2025-06-30 11:08:38,718 - pyskl - INFO - Epoch [130][3100/3405] lr: 1.090e-03, eta: 8:47:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.6440, loss: 1.6440 +2025-06-30 11:09:24,433 - pyskl - INFO - Epoch [130][3200/3405] lr: 1.087e-03, eta: 8:46:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.6393, loss: 1.6393 +2025-06-30 11:10:10,157 - pyskl - INFO - Epoch [130][3300/3405] lr: 1.084e-03, eta: 8:46:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6630, loss: 1.6630 +2025-06-30 11:10:55,922 - pyskl - INFO - Epoch [130][3400/3405] lr: 1.081e-03, eta: 8:45:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.6540, loss: 1.6540 +2025-06-30 11:10:58,560 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-06-30 11:30:33,992 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 11:30:34,542 - pyskl - INFO - +top1_acc 0.8704 +top5_acc 0.9744 +2025-06-30 11:30:34,564 - pyskl - INFO - Epoch(val) [130][3718] top1_acc: 0.8704, top5_acc: 0.9744 +2025-06-30 11:31:42,906 - pyskl - INFO - Epoch [131][100/3405] lr: 1.078e-03, eta: 8:44:41, time: 0.683, data_time: 0.227, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7116, loss: 1.7116 +2025-06-30 11:32:28,605 - pyskl - INFO - Epoch [131][200/3405] lr: 1.074e-03, eta: 8:43:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6298, loss: 1.6298 +2025-06-30 11:33:14,148 - pyskl - INFO - Epoch [131][300/3405] lr: 1.071e-03, eta: 8:43:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.6422, loss: 1.6422 +2025-06-30 11:33:59,695 - pyskl - INFO - Epoch [131][400/3405] lr: 1.068e-03, eta: 8:42:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6399, loss: 1.6399 +2025-06-30 11:34:45,205 - pyskl - INFO - Epoch [131][500/3405] lr: 1.065e-03, eta: 8:41:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5924, loss: 1.5924 +2025-06-30 11:35:30,685 - pyskl - INFO - Epoch [131][600/3405] lr: 1.062e-03, eta: 8:40:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.6409, loss: 1.6409 +2025-06-30 11:36:16,349 - pyskl - INFO - Epoch [131][700/3405] lr: 1.059e-03, eta: 8:40:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6220, loss: 1.6220 +2025-06-30 11:37:01,901 - pyskl - INFO - Epoch [131][800/3405] lr: 1.056e-03, eta: 8:39:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6656, loss: 1.6656 +2025-06-30 11:37:47,751 - pyskl - INFO - Epoch [131][900/3405] lr: 1.053e-03, eta: 8:38:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6467, loss: 1.6467 +2025-06-30 11:38:33,529 - pyskl - INFO - Epoch [131][1000/3405] lr: 1.050e-03, eta: 8:37:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6465, loss: 1.6465 +2025-06-30 11:39:19,419 - pyskl - INFO - Epoch [131][1100/3405] lr: 1.047e-03, eta: 8:36:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6669, loss: 1.6669 +2025-06-30 11:40:04,977 - pyskl - INFO - Epoch [131][1200/3405] lr: 1.043e-03, eta: 8:36:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6425, loss: 1.6425 +2025-06-30 11:40:50,512 - pyskl - INFO - Epoch [131][1300/3405] lr: 1.040e-03, eta: 8:35:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6370, loss: 1.6370 +2025-06-30 11:41:35,960 - pyskl - INFO - Epoch [131][1400/3405] lr: 1.037e-03, eta: 8:34:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6366, loss: 1.6366 +2025-06-30 11:42:21,916 - pyskl - INFO - Epoch [131][1500/3405] lr: 1.034e-03, eta: 8:33:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6880, loss: 1.6880 +2025-06-30 11:43:07,699 - pyskl - INFO - Epoch [131][1600/3405] lr: 1.031e-03, eta: 8:33:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6330, loss: 1.6330 +2025-06-30 11:43:53,336 - pyskl - INFO - Epoch [131][1700/3405] lr: 1.028e-03, eta: 8:32:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6415, loss: 1.6415 +2025-06-30 11:44:38,955 - pyskl - INFO - Epoch [131][1800/3405] lr: 1.025e-03, eta: 8:31:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6181, loss: 1.6181 +2025-06-30 11:45:24,500 - pyskl - INFO - Epoch [131][1900/3405] lr: 1.022e-03, eta: 8:30:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6092, loss: 1.6092 +2025-06-30 11:46:09,977 - pyskl - INFO - Epoch [131][2000/3405] lr: 1.019e-03, eta: 8:29:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6422, loss: 1.6422 +2025-06-30 11:46:55,499 - pyskl - INFO - Epoch [131][2100/3405] lr: 1.016e-03, eta: 8:29:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6544, loss: 1.6544 +2025-06-30 11:47:40,860 - pyskl - INFO - Epoch [131][2200/3405] lr: 1.013e-03, eta: 8:28:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5785, loss: 1.5785 +2025-06-30 11:48:26,360 - pyskl - INFO - Epoch [131][2300/3405] lr: 1.010e-03, eta: 8:27:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6308, loss: 1.6308 +2025-06-30 11:49:11,961 - pyskl - INFO - Epoch [131][2400/3405] lr: 1.007e-03, eta: 8:26:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6013, loss: 1.6013 +2025-06-30 11:49:57,518 - pyskl - INFO - Epoch [131][2500/3405] lr: 1.004e-03, eta: 8:26:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6528, loss: 1.6528 +2025-06-30 11:50:43,020 - pyskl - INFO - Epoch [131][2600/3405] lr: 1.001e-03, eta: 8:25:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6306, loss: 1.6306 +2025-06-30 11:51:28,481 - pyskl - INFO - Epoch [131][2700/3405] lr: 9.979e-04, eta: 8:24:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6525, loss: 1.6525 +2025-06-30 11:52:13,985 - pyskl - INFO - Epoch [131][2800/3405] lr: 9.948e-04, eta: 8:23:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5803, loss: 1.5803 +2025-06-30 11:52:59,493 - pyskl - INFO - Epoch [131][2900/3405] lr: 9.918e-04, eta: 8:23:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.6313, loss: 1.6313 +2025-06-30 11:53:44,970 - pyskl - INFO - Epoch [131][3000/3405] lr: 9.888e-04, eta: 8:22:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6599, loss: 1.6599 +2025-06-30 11:54:30,551 - pyskl - INFO - Epoch [131][3100/3405] lr: 9.858e-04, eta: 8:21:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5886, loss: 1.5886 +2025-06-30 11:55:16,233 - pyskl - INFO - Epoch [131][3200/3405] lr: 9.829e-04, eta: 8:20:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5605, loss: 1.5605 +2025-06-30 11:56:01,922 - pyskl - INFO - Epoch [131][3300/3405] lr: 9.799e-04, eta: 8:19:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6838, loss: 1.6838 +2025-06-30 11:56:47,746 - pyskl - INFO - Epoch [131][3400/3405] lr: 9.769e-04, eta: 8:19:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6199, loss: 1.6199 +2025-06-30 11:56:50,342 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-06-30 12:01:00,942 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 12:01:01,488 - pyskl - INFO - +top1_acc 0.8798 +top5_acc 0.9765 +2025-06-30 12:01:01,509 - pyskl - INFO - Epoch(val) [131][3718] top1_acc: 0.8798, top5_acc: 0.9765 +2025-06-30 12:02:09,533 - pyskl - INFO - Epoch [132][100/3405] lr: 9.738e-04, eta: 8:18:24, time: 0.680, data_time: 0.221, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6298, loss: 1.6298 +2025-06-30 12:02:55,282 - pyskl - INFO - Epoch [132][200/3405] lr: 9.708e-04, eta: 8:17:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5919, loss: 1.5919 +2025-06-30 12:03:40,998 - pyskl - INFO - Epoch [132][300/3405] lr: 9.678e-04, eta: 8:16:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6066, loss: 1.6066 +2025-06-30 12:04:26,775 - pyskl - INFO - Epoch [132][400/3405] lr: 9.649e-04, eta: 8:16:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5728, loss: 1.5728 +2025-06-30 12:05:12,396 - pyskl - INFO - Epoch [132][500/3405] lr: 9.619e-04, eta: 8:15:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5830, loss: 1.5830 +2025-06-30 12:05:57,967 - pyskl - INFO - Epoch [132][600/3405] lr: 9.589e-04, eta: 8:14:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5514, loss: 1.5514 +2025-06-30 12:06:43,476 - pyskl - INFO - Epoch [132][700/3405] lr: 9.560e-04, eta: 8:13:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6300, loss: 1.6300 +2025-06-30 12:07:28,996 - pyskl - INFO - Epoch [132][800/3405] lr: 9.530e-04, eta: 8:12:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5770, loss: 1.5770 +2025-06-30 12:08:14,378 - pyskl - INFO - Epoch [132][900/3405] lr: 9.501e-04, eta: 8:12:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5606, loss: 1.5606 +2025-06-30 12:08:59,983 - pyskl - INFO - Epoch [132][1000/3405] lr: 9.472e-04, eta: 8:11:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5194, loss: 1.5194 +2025-06-30 12:09:45,547 - pyskl - INFO - Epoch [132][1100/3405] lr: 9.442e-04, eta: 8:10:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.6892, loss: 1.6892 +2025-06-30 12:10:31,038 - pyskl - INFO - Epoch [132][1200/3405] lr: 9.413e-04, eta: 8:09:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5719, loss: 1.5719 +2025-06-30 12:11:16,572 - pyskl - INFO - Epoch [132][1300/3405] lr: 9.384e-04, eta: 8:09:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.6339, loss: 1.6339 +2025-06-30 12:12:01,996 - pyskl - INFO - Epoch [132][1400/3405] lr: 9.355e-04, eta: 8:08:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5544, loss: 1.5544 +2025-06-30 12:12:47,446 - pyskl - INFO - Epoch [132][1500/3405] lr: 9.325e-04, eta: 8:07:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6217, loss: 1.6217 +2025-06-30 12:13:32,928 - pyskl - INFO - Epoch [132][1600/3405] lr: 9.296e-04, eta: 8:06:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5893, loss: 1.5893 +2025-06-30 12:14:18,570 - pyskl - INFO - Epoch [132][1700/3405] lr: 9.267e-04, eta: 8:06:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6639, loss: 1.6639 +2025-06-30 12:15:04,200 - pyskl - INFO - Epoch [132][1800/3405] lr: 9.238e-04, eta: 8:05:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5823, loss: 1.5823 +2025-06-30 12:15:49,768 - pyskl - INFO - Epoch [132][1900/3405] lr: 9.209e-04, eta: 8:04:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5600, loss: 1.5600 +2025-06-30 12:16:35,292 - pyskl - INFO - Epoch [132][2000/3405] lr: 9.180e-04, eta: 8:03:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6408, loss: 1.6408 +2025-06-30 12:17:20,908 - pyskl - INFO - Epoch [132][2100/3405] lr: 9.151e-04, eta: 8:02:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5548, loss: 1.5548 +2025-06-30 12:18:06,297 - pyskl - INFO - Epoch [132][2200/3405] lr: 9.122e-04, eta: 8:02:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5932, loss: 1.5932 +2025-06-30 12:18:51,850 - pyskl - INFO - Epoch [132][2300/3405] lr: 9.094e-04, eta: 8:01:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.6367, loss: 1.6367 +2025-06-30 12:19:37,186 - pyskl - INFO - Epoch [132][2400/3405] lr: 9.065e-04, eta: 8:00:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5519, loss: 1.5519 +2025-06-30 12:20:22,561 - pyskl - INFO - Epoch [132][2500/3405] lr: 9.036e-04, eta: 7:59:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6265, loss: 1.6265 +2025-06-30 12:21:08,465 - pyskl - INFO - Epoch [132][2600/3405] lr: 9.007e-04, eta: 7:59:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.6657, loss: 1.6657 +2025-06-30 12:21:54,229 - pyskl - INFO - Epoch [132][2700/3405] lr: 8.979e-04, eta: 7:58:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.6639, loss: 1.6639 +2025-06-30 12:22:40,102 - pyskl - INFO - Epoch [132][2800/3405] lr: 8.950e-04, eta: 7:57:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5577, loss: 1.5577 +2025-06-30 12:23:25,966 - pyskl - INFO - Epoch [132][2900/3405] lr: 8.922e-04, eta: 7:56:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6296, loss: 1.6296 +2025-06-30 12:24:11,574 - pyskl - INFO - Epoch [132][3000/3405] lr: 8.893e-04, eta: 7:55:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5851, loss: 1.5851 +2025-06-30 12:24:57,205 - pyskl - INFO - Epoch [132][3100/3405] lr: 8.865e-04, eta: 7:55:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6116, loss: 1.6116 +2025-06-30 12:25:42,958 - pyskl - INFO - Epoch [132][3200/3405] lr: 8.836e-04, eta: 7:54:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6277, loss: 1.6277 +2025-06-30 12:26:28,650 - pyskl - INFO - Epoch [132][3300/3405] lr: 8.808e-04, eta: 7:53:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6080, loss: 1.6080 +2025-06-30 12:27:14,310 - pyskl - INFO - Epoch [132][3400/3405] lr: 8.780e-04, eta: 7:52:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6388, loss: 1.6388 +2025-06-30 12:27:16,928 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-06-30 12:31:24,583 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 12:31:25,165 - pyskl - INFO - +top1_acc 0.8826 +top5_acc 0.9767 +2025-06-30 12:31:25,223 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_129.pth was removed +2025-06-30 12:31:26,446 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2025-06-30 12:31:26,448 - pyskl - INFO - Best top1_acc is 0.8826 at 132 epoch. +2025-06-30 12:31:26,468 - pyskl - INFO - Epoch(val) [132][3718] top1_acc: 0.8826, top5_acc: 0.9767 +2025-06-30 12:32:34,161 - pyskl - INFO - Epoch [133][100/3405] lr: 8.750e-04, eta: 7:52:07, time: 0.677, data_time: 0.222, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5402, loss: 1.5402 +2025-06-30 12:33:19,794 - pyskl - INFO - Epoch [133][200/3405] lr: 8.722e-04, eta: 7:51:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6057, loss: 1.6057 +2025-06-30 12:34:05,570 - pyskl - INFO - Epoch [133][300/3405] lr: 8.694e-04, eta: 7:50:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5226, loss: 1.5226 +2025-06-30 12:34:51,152 - pyskl - INFO - Epoch [133][400/3405] lr: 8.665e-04, eta: 7:49:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5766, loss: 1.5766 +2025-06-30 12:35:36,711 - pyskl - INFO - Epoch [133][500/3405] lr: 8.637e-04, eta: 7:49:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6397, loss: 1.6397 +2025-06-30 12:36:22,277 - pyskl - INFO - Epoch [133][600/3405] lr: 8.609e-04, eta: 7:48:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6011, loss: 1.6011 +2025-06-30 12:37:07,936 - pyskl - INFO - Epoch [133][700/3405] lr: 8.581e-04, eta: 7:47:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5759, loss: 1.5759 +2025-06-30 12:37:53,526 - pyskl - INFO - Epoch [133][800/3405] lr: 8.553e-04, eta: 7:46:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.5956, loss: 1.5956 +2025-06-30 12:38:39,014 - pyskl - INFO - Epoch [133][900/3405] lr: 8.525e-04, eta: 7:45:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5894, loss: 1.5894 +2025-06-30 12:39:24,622 - pyskl - INFO - Epoch [133][1000/3405] lr: 8.497e-04, eta: 7:45:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5949, loss: 1.5949 +2025-06-30 12:40:10,105 - pyskl - INFO - Epoch [133][1100/3405] lr: 8.470e-04, eta: 7:44:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6067, loss: 1.6067 +2025-06-30 12:40:55,625 - pyskl - INFO - Epoch [133][1200/3405] lr: 8.442e-04, eta: 7:43:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4914, loss: 1.4914 +2025-06-30 12:41:41,101 - pyskl - INFO - Epoch [133][1300/3405] lr: 8.414e-04, eta: 7:42:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5515, loss: 1.5515 +2025-06-30 12:42:26,780 - pyskl - INFO - Epoch [133][1400/3405] lr: 8.386e-04, eta: 7:42:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5458, loss: 1.5458 +2025-06-30 12:43:12,629 - pyskl - INFO - Epoch [133][1500/3405] lr: 8.359e-04, eta: 7:41:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6134, loss: 1.6134 +2025-06-30 12:43:58,208 - pyskl - INFO - Epoch [133][1600/3405] lr: 8.331e-04, eta: 7:40:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5400, loss: 1.5400 +2025-06-30 12:44:43,754 - pyskl - INFO - Epoch [133][1700/3405] lr: 8.303e-04, eta: 7:39:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5792, loss: 1.5792 +2025-06-30 12:45:29,307 - pyskl - INFO - Epoch [133][1800/3405] lr: 8.276e-04, eta: 7:38:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6073, loss: 1.6073 +2025-06-30 12:46:14,846 - pyskl - INFO - Epoch [133][1900/3405] lr: 8.248e-04, eta: 7:38:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5903, loss: 1.5903 +2025-06-30 12:47:00,458 - pyskl - INFO - Epoch [133][2000/3405] lr: 8.221e-04, eta: 7:37:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5741, loss: 1.5741 +2025-06-30 12:47:46,162 - pyskl - INFO - Epoch [133][2100/3405] lr: 8.194e-04, eta: 7:36:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6052, loss: 1.6052 +2025-06-30 12:48:31,833 - pyskl - INFO - Epoch [133][2200/3405] lr: 8.166e-04, eta: 7:35:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5837, loss: 1.5837 +2025-06-30 12:49:17,426 - pyskl - INFO - Epoch [133][2300/3405] lr: 8.139e-04, eta: 7:35:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5460, loss: 1.5460 +2025-06-30 12:50:03,291 - pyskl - INFO - Epoch [133][2400/3405] lr: 8.112e-04, eta: 7:34:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5694, loss: 1.5694 +2025-06-30 12:50:49,039 - pyskl - INFO - Epoch [133][2500/3405] lr: 8.084e-04, eta: 7:33:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5452, loss: 1.5452 +2025-06-30 12:51:34,744 - pyskl - INFO - Epoch [133][2600/3405] lr: 8.057e-04, eta: 7:32:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6199, loss: 1.6199 +2025-06-30 12:52:20,389 - pyskl - INFO - Epoch [133][2700/3405] lr: 8.030e-04, eta: 7:32:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5797, loss: 1.5797 +2025-06-30 12:53:05,981 - pyskl - INFO - Epoch [133][2800/3405] lr: 8.003e-04, eta: 7:31:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5703, loss: 1.5703 +2025-06-30 12:53:51,659 - pyskl - INFO - Epoch [133][2900/3405] lr: 7.976e-04, eta: 7:30:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5562, loss: 1.5562 +2025-06-30 12:54:37,301 - pyskl - INFO - Epoch [133][3000/3405] lr: 7.949e-04, eta: 7:29:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5836, loss: 1.5836 +2025-06-30 12:55:22,982 - pyskl - INFO - Epoch [133][3100/3405] lr: 7.922e-04, eta: 7:28:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5960, loss: 1.5960 +2025-06-30 12:56:08,640 - pyskl - INFO - Epoch [133][3200/3405] lr: 7.895e-04, eta: 7:28:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6206, loss: 1.6206 +2025-06-30 12:56:54,246 - pyskl - INFO - Epoch [133][3300/3405] lr: 7.868e-04, eta: 7:27:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6097, loss: 1.6097 +2025-06-30 12:57:39,745 - pyskl - INFO - Epoch [133][3400/3405] lr: 7.841e-04, eta: 7:26:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6236, loss: 1.6236 +2025-06-30 12:57:42,358 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-06-30 13:01:49,761 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 13:01:50,393 - pyskl - INFO - +top1_acc 0.8857 +top5_acc 0.9779 +2025-06-30 13:01:50,447 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_132.pth was removed +2025-06-30 13:01:51,484 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2025-06-30 13:01:51,486 - pyskl - INFO - Best top1_acc is 0.8857 at 133 epoch. +2025-06-30 13:01:51,505 - pyskl - INFO - Epoch(val) [133][3718] top1_acc: 0.8857, top5_acc: 0.9779 +2025-06-30 13:02:59,979 - pyskl - INFO - Epoch [134][100/3405] lr: 7.813e-04, eta: 7:25:50, time: 0.685, data_time: 0.227, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5377, loss: 1.5377 +2025-06-30 13:03:45,917 - pyskl - INFO - Epoch [134][200/3405] lr: 7.787e-04, eta: 7:25:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5382, loss: 1.5382 +2025-06-30 13:04:31,688 - pyskl - INFO - Epoch [134][300/3405] lr: 7.760e-04, eta: 7:24:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5378, loss: 1.5378 +2025-06-30 13:05:17,382 - pyskl - INFO - Epoch [134][400/3405] lr: 7.733e-04, eta: 7:23:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5528, loss: 1.5528 +2025-06-30 13:06:03,034 - pyskl - INFO - Epoch [134][500/3405] lr: 7.707e-04, eta: 7:22:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4879, loss: 1.4879 +2025-06-30 13:06:48,686 - pyskl - INFO - Epoch [134][600/3405] lr: 7.680e-04, eta: 7:21:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5491, loss: 1.5491 +2025-06-30 13:07:34,196 - pyskl - INFO - Epoch [134][700/3405] lr: 7.653e-04, eta: 7:21:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5428, loss: 1.5428 +2025-06-30 13:08:19,761 - pyskl - INFO - Epoch [134][800/3405] lr: 7.627e-04, eta: 7:20:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6151, loss: 1.6151 +2025-06-30 13:09:05,420 - pyskl - INFO - Epoch [134][900/3405] lr: 7.601e-04, eta: 7:19:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5100, loss: 1.5100 +2025-06-30 13:09:50,980 - pyskl - INFO - Epoch [134][1000/3405] lr: 7.574e-04, eta: 7:18:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5823, loss: 1.5823 +2025-06-30 13:10:36,615 - pyskl - INFO - Epoch [134][1100/3405] lr: 7.548e-04, eta: 7:18:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5028, loss: 1.5028 +2025-06-30 13:11:22,195 - pyskl - INFO - Epoch [134][1200/3405] lr: 7.522e-04, eta: 7:17:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5340, loss: 1.5340 +2025-06-30 13:12:07,758 - pyskl - INFO - Epoch [134][1300/3405] lr: 7.495e-04, eta: 7:16:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5615, loss: 1.5615 +2025-06-30 13:12:53,421 - pyskl - INFO - Epoch [134][1400/3405] lr: 7.469e-04, eta: 7:15:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5973, loss: 1.5973 +2025-06-30 13:13:39,191 - pyskl - INFO - Epoch [134][1500/3405] lr: 7.443e-04, eta: 7:15:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5796, loss: 1.5796 +2025-06-30 13:14:24,907 - pyskl - INFO - Epoch [134][1600/3405] lr: 7.417e-04, eta: 7:14:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5175, loss: 1.5175 +2025-06-30 13:15:10,646 - pyskl - INFO - Epoch [134][1700/3405] lr: 7.391e-04, eta: 7:13:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5187, loss: 1.5187 +2025-06-30 13:15:56,421 - pyskl - INFO - Epoch [134][1800/3405] lr: 7.365e-04, eta: 7:12:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6016, loss: 1.6016 +2025-06-30 13:16:42,114 - pyskl - INFO - Epoch [134][1900/3405] lr: 7.339e-04, eta: 7:11:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5432, loss: 1.5432 +2025-06-30 13:17:27,869 - pyskl - INFO - Epoch [134][2000/3405] lr: 7.313e-04, eta: 7:11:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5202, loss: 1.5202 +2025-06-30 13:18:13,543 - pyskl - INFO - Epoch [134][2100/3405] lr: 7.287e-04, eta: 7:10:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5320, loss: 1.5320 +2025-06-30 13:18:59,219 - pyskl - INFO - Epoch [134][2200/3405] lr: 7.261e-04, eta: 7:09:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5066, loss: 1.5066 +2025-06-30 13:19:45,155 - pyskl - INFO - Epoch [134][2300/3405] lr: 7.235e-04, eta: 7:08:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5239, loss: 1.5239 +2025-06-30 13:20:30,938 - pyskl - INFO - Epoch [134][2400/3405] lr: 7.210e-04, eta: 7:08:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.5618, loss: 1.5618 +2025-06-30 13:21:16,616 - pyskl - INFO - Epoch [134][2500/3405] lr: 7.184e-04, eta: 7:07:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5768, loss: 1.5768 +2025-06-30 13:22:02,233 - pyskl - INFO - Epoch [134][2600/3405] lr: 7.158e-04, eta: 7:06:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5350, loss: 1.5350 +2025-06-30 13:22:47,841 - pyskl - INFO - Epoch [134][2700/3405] lr: 7.133e-04, eta: 7:05:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5237, loss: 1.5237 +2025-06-30 13:23:33,488 - pyskl - INFO - Epoch [134][2800/3405] lr: 7.107e-04, eta: 7:04:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5790, loss: 1.5790 +2025-06-30 13:24:19,143 - pyskl - INFO - Epoch [134][2900/3405] lr: 7.081e-04, eta: 7:04:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5592, loss: 1.5592 +2025-06-30 13:25:04,902 - pyskl - INFO - Epoch [134][3000/3405] lr: 7.056e-04, eta: 7:03:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5491, loss: 1.5491 +2025-06-30 13:25:50,501 - pyskl - INFO - Epoch [134][3100/3405] lr: 7.031e-04, eta: 7:02:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5558, loss: 1.5558 +2025-06-30 13:26:36,273 - pyskl - INFO - Epoch [134][3200/3405] lr: 7.005e-04, eta: 7:01:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5612, loss: 1.5612 +2025-06-30 13:27:22,020 - pyskl - INFO - Epoch [134][3300/3405] lr: 6.980e-04, eta: 7:01:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5115, loss: 1.5115 +2025-06-30 13:28:07,684 - pyskl - INFO - Epoch [134][3400/3405] lr: 6.954e-04, eta: 7:00:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5578, loss: 1.5578 +2025-06-30 13:28:10,313 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-06-30 13:32:17,098 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 13:32:17,656 - pyskl - INFO - +top1_acc 0.8862 +top5_acc 0.9777 +2025-06-30 13:32:17,714 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_133.pth was removed +2025-06-30 13:32:18,796 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2025-06-30 13:32:18,797 - pyskl - INFO - Best top1_acc is 0.8862 at 134 epoch. +2025-06-30 13:32:18,818 - pyskl - INFO - Epoch(val) [134][3718] top1_acc: 0.8862, top5_acc: 0.9777 +2025-06-30 13:33:27,171 - pyskl - INFO - Epoch [135][100/3405] lr: 6.928e-04, eta: 6:59:34, time: 0.683, data_time: 0.226, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5595, loss: 1.5595 +2025-06-30 13:34:12,929 - pyskl - INFO - Epoch [135][200/3405] lr: 6.903e-04, eta: 6:58:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5128, loss: 1.5128 +2025-06-30 13:34:58,694 - pyskl - INFO - Epoch [135][300/3405] lr: 6.878e-04, eta: 6:58:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5414, loss: 1.5414 +2025-06-30 13:35:44,502 - pyskl - INFO - Epoch [135][400/3405] lr: 6.852e-04, eta: 6:57:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5535, loss: 1.5535 +2025-06-30 13:36:30,251 - pyskl - INFO - Epoch [135][500/3405] lr: 6.827e-04, eta: 6:56:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5051, loss: 1.5051 +2025-06-30 13:37:16,003 - pyskl - INFO - Epoch [135][600/3405] lr: 6.802e-04, eta: 6:55:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5110, loss: 1.5110 +2025-06-30 13:38:01,772 - pyskl - INFO - Epoch [135][700/3405] lr: 6.777e-04, eta: 6:54:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5197, loss: 1.5197 +2025-06-30 13:38:47,543 - pyskl - INFO - Epoch [135][800/3405] lr: 6.752e-04, eta: 6:54:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5445, loss: 1.5445 +2025-06-30 13:39:33,366 - pyskl - INFO - Epoch [135][900/3405] lr: 6.727e-04, eta: 6:53:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5589, loss: 1.5589 +2025-06-30 13:40:19,152 - pyskl - INFO - Epoch [135][1000/3405] lr: 6.703e-04, eta: 6:52:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4856, loss: 1.4856 +2025-06-30 13:41:04,921 - pyskl - INFO - Epoch [135][1100/3405] lr: 6.678e-04, eta: 6:51:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5574, loss: 1.5574 +2025-06-30 13:41:50,865 - pyskl - INFO - Epoch [135][1200/3405] lr: 6.653e-04, eta: 6:51:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5290, loss: 1.5290 +2025-06-30 13:42:36,735 - pyskl - INFO - Epoch [135][1300/3405] lr: 6.628e-04, eta: 6:50:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4895, loss: 1.4895 +2025-06-30 13:43:22,392 - pyskl - INFO - Epoch [135][1400/3405] lr: 6.604e-04, eta: 6:49:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5024, loss: 1.5024 +2025-06-30 13:44:08,133 - pyskl - INFO - Epoch [135][1500/3405] lr: 6.579e-04, eta: 6:48:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5581, loss: 1.5581 +2025-06-30 13:44:53,776 - pyskl - INFO - Epoch [135][1600/3405] lr: 6.554e-04, eta: 6:47:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5229, loss: 1.5229 +2025-06-30 13:45:39,522 - pyskl - INFO - Epoch [135][1700/3405] lr: 6.530e-04, eta: 6:47:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5024, loss: 1.5024 +2025-06-30 13:46:25,334 - pyskl - INFO - Epoch [135][1800/3405] lr: 6.505e-04, eta: 6:46:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5508, loss: 1.5508 +2025-06-30 13:47:11,083 - pyskl - INFO - Epoch [135][1900/3405] lr: 6.481e-04, eta: 6:45:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4960, loss: 1.4960 +2025-06-30 13:47:56,813 - pyskl - INFO - Epoch [135][2000/3405] lr: 6.456e-04, eta: 6:44:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5865, loss: 1.5865 +2025-06-30 13:48:42,497 - pyskl - INFO - Epoch [135][2100/3405] lr: 6.432e-04, eta: 6:44:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5187, loss: 1.5187 +2025-06-30 13:49:28,226 - pyskl - INFO - Epoch [135][2200/3405] lr: 6.408e-04, eta: 6:43:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5961, loss: 1.5961 +2025-06-30 13:50:13,822 - pyskl - INFO - Epoch [135][2300/3405] lr: 6.383e-04, eta: 6:42:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5403, loss: 1.5403 +2025-06-30 13:50:59,513 - pyskl - INFO - Epoch [135][2400/3405] lr: 6.359e-04, eta: 6:41:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5443, loss: 1.5443 +2025-06-30 13:51:45,083 - pyskl - INFO - Epoch [135][2500/3405] lr: 6.335e-04, eta: 6:41:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5163, loss: 1.5163 +2025-06-30 13:52:30,653 - pyskl - INFO - Epoch [135][2600/3405] lr: 6.311e-04, eta: 6:40:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6009, loss: 1.6009 +2025-06-30 13:53:16,316 - pyskl - INFO - Epoch [135][2700/3405] lr: 6.287e-04, eta: 6:39:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4932, loss: 1.4932 +2025-06-30 13:54:02,120 - pyskl - INFO - Epoch [135][2800/3405] lr: 6.263e-04, eta: 6:38:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4885, loss: 1.4885 +2025-06-30 13:54:47,852 - pyskl - INFO - Epoch [135][2900/3405] lr: 6.239e-04, eta: 6:37:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5532, loss: 1.5532 +2025-06-30 13:55:33,503 - pyskl - INFO - Epoch [135][3000/3405] lr: 6.215e-04, eta: 6:37:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5440, loss: 1.5440 +2025-06-30 13:56:19,105 - pyskl - INFO - Epoch [135][3100/3405] lr: 6.191e-04, eta: 6:36:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4693, loss: 1.4693 +2025-06-30 13:57:04,629 - pyskl - INFO - Epoch [135][3200/3405] lr: 6.167e-04, eta: 6:35:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5170, loss: 1.5170 +2025-06-30 13:57:50,586 - pyskl - INFO - Epoch [135][3300/3405] lr: 6.143e-04, eta: 6:34:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5159, loss: 1.5159 +2025-06-30 13:58:36,478 - pyskl - INFO - Epoch [135][3400/3405] lr: 6.119e-04, eta: 6:34:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5145, loss: 1.5145 +2025-06-30 13:58:39,109 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-06-30 14:17:48,642 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 14:17:49,322 - pyskl - INFO - +top1_acc 0.8882 +top5_acc 0.9778 +2025-06-30 14:17:49,378 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_134.pth was removed +2025-06-30 14:17:50,432 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-06-30 14:17:50,434 - pyskl - INFO - Best top1_acc is 0.8882 at 135 epoch. +2025-06-30 14:17:50,454 - pyskl - INFO - Epoch(val) [135][3718] top1_acc: 0.8882, top5_acc: 0.9778 +2025-06-30 14:18:59,269 - pyskl - INFO - Epoch [136][100/3405] lr: 6.094e-04, eta: 6:33:18, time: 0.688, data_time: 0.230, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5452, loss: 1.5452 +2025-06-30 14:19:44,871 - pyskl - INFO - Epoch [136][200/3405] lr: 6.071e-04, eta: 6:32:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5120, loss: 1.5120 +2025-06-30 14:20:30,412 - pyskl - INFO - Epoch [136][300/3405] lr: 6.047e-04, eta: 6:31:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5109, loss: 1.5109 +2025-06-30 14:21:16,029 - pyskl - INFO - Epoch [136][400/3405] lr: 6.023e-04, eta: 6:30:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4711, loss: 1.4711 +2025-06-30 14:22:01,679 - pyskl - INFO - Epoch [136][500/3405] lr: 6.000e-04, eta: 6:30:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4620, loss: 1.4620 +2025-06-30 14:22:47,441 - pyskl - INFO - Epoch [136][600/3405] lr: 5.976e-04, eta: 6:29:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4691, loss: 1.4691 +2025-06-30 14:23:33,313 - pyskl - INFO - Epoch [136][700/3405] lr: 5.953e-04, eta: 6:28:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4982, loss: 1.4982 +2025-06-30 14:24:19,179 - pyskl - INFO - Epoch [136][800/3405] lr: 5.930e-04, eta: 6:27:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5243, loss: 1.5243 +2025-06-30 14:25:04,760 - pyskl - INFO - Epoch [136][900/3405] lr: 5.906e-04, eta: 6:27:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5325, loss: 1.5325 +2025-06-30 14:25:50,229 - pyskl - INFO - Epoch [136][1000/3405] lr: 5.883e-04, eta: 6:26:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4859, loss: 1.4859 +2025-06-30 14:26:35,846 - pyskl - INFO - Epoch [136][1100/3405] lr: 5.860e-04, eta: 6:25:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4913, loss: 1.4913 +2025-06-30 14:27:21,465 - pyskl - INFO - Epoch [136][1200/3405] lr: 5.836e-04, eta: 6:24:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5041, loss: 1.5041 +2025-06-30 14:28:07,237 - pyskl - INFO - Epoch [136][1300/3405] lr: 5.813e-04, eta: 6:24:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5299, loss: 1.5299 +2025-06-30 14:28:52,829 - pyskl - INFO - Epoch [136][1400/3405] lr: 5.790e-04, eta: 6:23:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5248, loss: 1.5248 +2025-06-30 14:29:38,432 - pyskl - INFO - Epoch [136][1500/3405] lr: 5.767e-04, eta: 6:22:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5087, loss: 1.5087 +2025-06-30 14:30:24,005 - pyskl - INFO - Epoch [136][1600/3405] lr: 5.744e-04, eta: 6:21:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5418, loss: 1.5418 +2025-06-30 14:31:09,486 - pyskl - INFO - Epoch [136][1700/3405] lr: 5.721e-04, eta: 6:20:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4843, loss: 1.4843 +2025-06-30 14:31:54,956 - pyskl - INFO - Epoch [136][1800/3405] lr: 5.698e-04, eta: 6:20:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4729, loss: 1.4729 +2025-06-30 14:32:40,485 - pyskl - INFO - Epoch [136][1900/3405] lr: 5.675e-04, eta: 6:19:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5366, loss: 1.5366 +2025-06-30 14:33:25,969 - pyskl - INFO - Epoch [136][2000/3405] lr: 5.652e-04, eta: 6:18:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5306, loss: 1.5306 +2025-06-30 14:34:11,434 - pyskl - INFO - Epoch [136][2100/3405] lr: 5.629e-04, eta: 6:17:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4760, loss: 1.4760 +2025-06-30 14:34:56,880 - pyskl - INFO - Epoch [136][2200/3405] lr: 5.606e-04, eta: 6:17:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5090, loss: 1.5090 +2025-06-30 14:35:42,332 - pyskl - INFO - Epoch [136][2300/3405] lr: 5.584e-04, eta: 6:16:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4498, loss: 1.4498 +2025-06-30 14:36:27,811 - pyskl - INFO - Epoch [136][2400/3405] lr: 5.561e-04, eta: 6:15:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4664, loss: 1.4664 +2025-06-30 14:37:13,265 - pyskl - INFO - Epoch [136][2500/3405] lr: 5.538e-04, eta: 6:14:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5176, loss: 1.5176 +2025-06-30 14:37:58,721 - pyskl - INFO - Epoch [136][2600/3405] lr: 5.516e-04, eta: 6:13:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4773, loss: 1.4773 +2025-06-30 14:38:44,200 - pyskl - INFO - Epoch [136][2700/3405] lr: 5.493e-04, eta: 6:13:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4638, loss: 1.4638 +2025-06-30 14:39:29,589 - pyskl - INFO - Epoch [136][2800/3405] lr: 5.471e-04, eta: 6:12:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5133, loss: 1.5133 +2025-06-30 14:40:14,976 - pyskl - INFO - Epoch [136][2900/3405] lr: 5.448e-04, eta: 6:11:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4677, loss: 1.4677 +2025-06-30 14:41:00,447 - pyskl - INFO - Epoch [136][3000/3405] lr: 5.426e-04, eta: 6:10:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5186, loss: 1.5186 +2025-06-30 14:41:45,919 - pyskl - INFO - Epoch [136][3100/3405] lr: 5.403e-04, eta: 6:10:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5669, loss: 1.5669 +2025-06-30 14:42:31,343 - pyskl - INFO - Epoch [136][3200/3405] lr: 5.381e-04, eta: 6:09:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4675, loss: 1.4675 +2025-06-30 14:43:17,075 - pyskl - INFO - Epoch [136][3300/3405] lr: 5.359e-04, eta: 6:08:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4855, loss: 1.4855 +2025-06-30 14:44:02,756 - pyskl - INFO - Epoch [136][3400/3405] lr: 5.336e-04, eta: 6:07:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.5114, loss: 1.5114 +2025-06-30 14:44:05,402 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-06-30 14:48:16,433 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 14:48:16,979 - pyskl - INFO - +top1_acc 0.8862 +top5_acc 0.9776 +2025-06-30 14:48:16,999 - pyskl - INFO - Epoch(val) [136][3718] top1_acc: 0.8862, top5_acc: 0.9776 +2025-06-30 14:49:25,092 - pyskl - INFO - Epoch [137][100/3405] lr: 5.313e-04, eta: 6:07:01, time: 0.681, data_time: 0.224, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4757, loss: 1.4757 +2025-06-30 14:50:10,601 - pyskl - INFO - Epoch [137][200/3405] lr: 5.291e-04, eta: 6:06:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4589, loss: 1.4589 +2025-06-30 14:50:56,093 - pyskl - INFO - Epoch [137][300/3405] lr: 5.269e-04, eta: 6:05:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5103, loss: 1.5103 +2025-06-30 14:51:41,623 - pyskl - INFO - Epoch [137][400/3405] lr: 5.247e-04, eta: 6:04:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5212, loss: 1.5212 +2025-06-30 14:52:27,238 - pyskl - INFO - Epoch [137][500/3405] lr: 5.225e-04, eta: 6:03:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4791, loss: 1.4791 +2025-06-30 14:53:12,885 - pyskl - INFO - Epoch [137][600/3405] lr: 5.203e-04, eta: 6:03:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4340, loss: 1.4340 +2025-06-30 14:53:58,296 - pyskl - INFO - Epoch [137][700/3405] lr: 5.181e-04, eta: 6:02:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4642, loss: 1.4642 +2025-06-30 14:54:43,879 - pyskl - INFO - Epoch [137][800/3405] lr: 5.159e-04, eta: 6:01:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5003, loss: 1.5003 +2025-06-30 14:55:29,497 - pyskl - INFO - Epoch [137][900/3405] lr: 5.137e-04, eta: 6:00:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5228, loss: 1.5228 +2025-06-30 14:56:15,178 - pyskl - INFO - Epoch [137][1000/3405] lr: 5.115e-04, eta: 6:00:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5214, loss: 1.5214 +2025-06-30 14:57:00,865 - pyskl - INFO - Epoch [137][1100/3405] lr: 5.094e-04, eta: 5:59:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4893, loss: 1.4893 +2025-06-30 14:57:46,429 - pyskl - INFO - Epoch [137][1200/3405] lr: 5.072e-04, eta: 5:58:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4777, loss: 1.4777 +2025-06-30 14:58:31,986 - pyskl - INFO - Epoch [137][1300/3405] lr: 5.050e-04, eta: 5:57:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4523, loss: 1.4523 +2025-06-30 14:59:17,563 - pyskl - INFO - Epoch [137][1400/3405] lr: 5.029e-04, eta: 5:56:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4852, loss: 1.4852 +2025-06-30 15:00:03,110 - pyskl - INFO - Epoch [137][1500/3405] lr: 5.007e-04, eta: 5:56:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4858, loss: 1.4858 +2025-06-30 15:00:48,684 - pyskl - INFO - Epoch [137][1600/3405] lr: 4.986e-04, eta: 5:55:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5232, loss: 1.5232 +2025-06-30 15:01:34,350 - pyskl - INFO - Epoch [137][1700/3405] lr: 4.964e-04, eta: 5:54:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3811, loss: 1.3811 +2025-06-30 15:02:20,044 - pyskl - INFO - Epoch [137][1800/3405] lr: 4.943e-04, eta: 5:53:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4609, loss: 1.4609 +2025-06-30 15:03:05,672 - pyskl - INFO - Epoch [137][1900/3405] lr: 4.921e-04, eta: 5:53:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5042, loss: 1.5042 +2025-06-30 15:03:51,345 - pyskl - INFO - Epoch [137][2000/3405] lr: 4.900e-04, eta: 5:52:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4808, loss: 1.4808 +2025-06-30 15:04:36,924 - pyskl - INFO - Epoch [137][2100/3405] lr: 4.879e-04, eta: 5:51:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4458, loss: 1.4458 +2025-06-30 15:05:22,533 - pyskl - INFO - Epoch [137][2200/3405] lr: 4.857e-04, eta: 5:50:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4583, loss: 1.4583 +2025-06-30 15:06:08,050 - pyskl - INFO - Epoch [137][2300/3405] lr: 4.836e-04, eta: 5:50:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4624, loss: 1.4624 +2025-06-30 15:06:53,831 - pyskl - INFO - Epoch [137][2400/3405] lr: 4.815e-04, eta: 5:49:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4737, loss: 1.4737 +2025-06-30 15:07:39,621 - pyskl - INFO - Epoch [137][2500/3405] lr: 4.794e-04, eta: 5:48:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5145, loss: 1.5145 +2025-06-30 15:08:25,399 - pyskl - INFO - Epoch [137][2600/3405] lr: 4.773e-04, eta: 5:47:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4462, loss: 1.4462 +2025-06-30 15:09:11,282 - pyskl - INFO - Epoch [137][2700/3405] lr: 4.752e-04, eta: 5:46:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4621, loss: 1.4621 +2025-06-30 15:09:56,914 - pyskl - INFO - Epoch [137][2800/3405] lr: 4.731e-04, eta: 5:46:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4806, loss: 1.4806 +2025-06-30 15:10:42,560 - pyskl - INFO - Epoch [137][2900/3405] lr: 4.710e-04, eta: 5:45:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4724, loss: 1.4724 +2025-06-30 15:11:28,266 - pyskl - INFO - Epoch [137][3000/3405] lr: 4.689e-04, eta: 5:44:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4954, loss: 1.4954 +2025-06-30 15:12:14,040 - pyskl - INFO - Epoch [137][3100/3405] lr: 4.668e-04, eta: 5:43:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4148, loss: 1.4148 +2025-06-30 15:12:59,840 - pyskl - INFO - Epoch [137][3200/3405] lr: 4.647e-04, eta: 5:43:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5120, loss: 1.5120 +2025-06-30 15:13:45,595 - pyskl - INFO - Epoch [137][3300/3405] lr: 4.627e-04, eta: 5:42:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4982, loss: 1.4982 +2025-06-30 15:14:31,286 - pyskl - INFO - Epoch [137][3400/3405] lr: 4.606e-04, eta: 5:41:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5190, loss: 1.5190 +2025-06-30 15:14:33,934 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-06-30 15:18:45,654 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 15:18:46,238 - pyskl - INFO - +top1_acc 0.8857 +top5_acc 0.9775 +2025-06-30 15:18:46,259 - pyskl - INFO - Epoch(val) [137][3718] top1_acc: 0.8857, top5_acc: 0.9775 +2025-06-30 15:19:55,133 - pyskl - INFO - Epoch [138][100/3405] lr: 4.584e-04, eta: 5:40:45, time: 0.689, data_time: 0.231, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4515, loss: 1.4515 +2025-06-30 15:20:40,983 - pyskl - INFO - Epoch [138][200/3405] lr: 4.564e-04, eta: 5:39:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4561, loss: 1.4561 +2025-06-30 15:21:26,722 - pyskl - INFO - Epoch [138][300/3405] lr: 4.543e-04, eta: 5:39:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5047, loss: 1.5047 +2025-06-30 15:22:12,518 - pyskl - INFO - Epoch [138][400/3405] lr: 4.523e-04, eta: 5:38:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3969, loss: 1.3969 +2025-06-30 15:22:58,148 - pyskl - INFO - Epoch [138][500/3405] lr: 4.502e-04, eta: 5:37:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4424, loss: 1.4424 +2025-06-30 15:23:43,808 - pyskl - INFO - Epoch [138][600/3405] lr: 4.482e-04, eta: 5:36:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4505, loss: 1.4505 +2025-06-30 15:24:29,592 - pyskl - INFO - Epoch [138][700/3405] lr: 4.461e-04, eta: 5:36:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5075, loss: 1.5075 +2025-06-30 15:25:15,212 - pyskl - INFO - Epoch [138][800/3405] lr: 4.441e-04, eta: 5:35:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4446, loss: 1.4446 +2025-06-30 15:26:01,088 - pyskl - INFO - Epoch [138][900/3405] lr: 4.421e-04, eta: 5:34:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4546, loss: 1.4546 +2025-06-30 15:26:46,968 - pyskl - INFO - Epoch [138][1000/3405] lr: 4.400e-04, eta: 5:33:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4888, loss: 1.4888 +2025-06-30 15:27:32,706 - pyskl - INFO - Epoch [138][1100/3405] lr: 4.380e-04, eta: 5:33:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5209, loss: 1.5209 +2025-06-30 15:28:18,413 - pyskl - INFO - Epoch [138][1200/3405] lr: 4.360e-04, eta: 5:32:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4318, loss: 1.4318 +2025-06-30 15:29:04,209 - pyskl - INFO - Epoch [138][1300/3405] lr: 4.340e-04, eta: 5:31:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4971, loss: 1.4971 +2025-06-30 15:29:49,962 - pyskl - INFO - Epoch [138][1400/3405] lr: 4.320e-04, eta: 5:30:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5437, loss: 1.5437 +2025-06-30 15:30:35,674 - pyskl - INFO - Epoch [138][1500/3405] lr: 4.300e-04, eta: 5:29:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4838, loss: 1.4838 +2025-06-30 15:31:21,525 - pyskl - INFO - Epoch [138][1600/3405] lr: 4.280e-04, eta: 5:29:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4827, loss: 1.4827 +2025-06-30 15:32:07,312 - pyskl - INFO - Epoch [138][1700/3405] lr: 4.260e-04, eta: 5:28:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4875, loss: 1.4875 +2025-06-30 15:32:53,093 - pyskl - INFO - Epoch [138][1800/3405] lr: 4.240e-04, eta: 5:27:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4865, loss: 1.4865 +2025-06-30 15:33:38,852 - pyskl - INFO - Epoch [138][1900/3405] lr: 4.220e-04, eta: 5:26:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4322, loss: 1.4322 +2025-06-30 15:34:24,581 - pyskl - INFO - Epoch [138][2000/3405] lr: 4.200e-04, eta: 5:26:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4429, loss: 1.4429 +2025-06-30 15:35:10,273 - pyskl - INFO - Epoch [138][2100/3405] lr: 4.181e-04, eta: 5:25:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4811, loss: 1.4811 +2025-06-30 15:35:55,977 - pyskl - INFO - Epoch [138][2200/3405] lr: 4.161e-04, eta: 5:24:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5510, loss: 1.5510 +2025-06-30 15:36:41,643 - pyskl - INFO - Epoch [138][2300/3405] lr: 4.141e-04, eta: 5:23:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4997, loss: 1.4997 +2025-06-30 15:37:27,425 - pyskl - INFO - Epoch [138][2400/3405] lr: 4.122e-04, eta: 5:22:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4571, loss: 1.4571 +2025-06-30 15:38:13,330 - pyskl - INFO - Epoch [138][2500/3405] lr: 4.102e-04, eta: 5:22:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4659, loss: 1.4659 +2025-06-30 15:38:59,096 - pyskl - INFO - Epoch [138][2600/3405] lr: 4.083e-04, eta: 5:21:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4446, loss: 1.4446 +2025-06-30 15:39:44,876 - pyskl - INFO - Epoch [138][2700/3405] lr: 4.063e-04, eta: 5:20:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4294, loss: 1.4294 +2025-06-30 15:40:30,714 - pyskl - INFO - Epoch [138][2800/3405] lr: 4.044e-04, eta: 5:19:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4398, loss: 1.4398 +2025-06-30 15:41:16,439 - pyskl - INFO - Epoch [138][2900/3405] lr: 4.024e-04, eta: 5:19:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4447, loss: 1.4447 +2025-06-30 15:42:02,478 - pyskl - INFO - Epoch [138][3000/3405] lr: 4.005e-04, eta: 5:18:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4215, loss: 1.4215 +2025-06-30 15:42:48,329 - pyskl - INFO - Epoch [138][3100/3405] lr: 3.986e-04, eta: 5:17:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4928, loss: 1.4928 +2025-06-30 15:43:33,912 - pyskl - INFO - Epoch [138][3200/3405] lr: 3.967e-04, eta: 5:16:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5044, loss: 1.5044 +2025-06-30 15:44:19,538 - pyskl - INFO - Epoch [138][3300/3405] lr: 3.947e-04, eta: 5:16:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4252, loss: 1.4252 +2025-06-30 15:45:05,207 - pyskl - INFO - Epoch [138][3400/3405] lr: 3.928e-04, eta: 5:15:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4616, loss: 1.4616 +2025-06-30 15:45:07,802 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-06-30 15:49:14,865 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 15:49:15,500 - pyskl - INFO - +top1_acc 0.8885 +top5_acc 0.9782 +2025-06-30 15:49:15,560 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_135.pth was removed +2025-06-30 15:49:16,651 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2025-06-30 15:49:16,653 - pyskl - INFO - Best top1_acc is 0.8885 at 138 epoch. +2025-06-30 15:49:16,674 - pyskl - INFO - Epoch(val) [138][3718] top1_acc: 0.8885, top5_acc: 0.9782 +2025-06-30 15:50:25,436 - pyskl - INFO - Epoch [139][100/3405] lr: 3.908e-04, eta: 5:14:29, time: 0.688, data_time: 0.230, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4189, loss: 1.4189 +2025-06-30 15:51:11,106 - pyskl - INFO - Epoch [139][200/3405] lr: 3.889e-04, eta: 5:13:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4855, loss: 1.4855 +2025-06-30 15:51:56,774 - pyskl - INFO - Epoch [139][300/3405] lr: 3.870e-04, eta: 5:12:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4442, loss: 1.4442 +2025-06-30 15:52:42,409 - pyskl - INFO - Epoch [139][400/3405] lr: 3.851e-04, eta: 5:12:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4577, loss: 1.4577 +2025-06-30 15:53:28,054 - pyskl - INFO - Epoch [139][500/3405] lr: 3.832e-04, eta: 5:11:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4518, loss: 1.4518 +2025-06-30 15:54:13,702 - pyskl - INFO - Epoch [139][600/3405] lr: 3.813e-04, eta: 5:10:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4481, loss: 1.4481 +2025-06-30 15:54:59,332 - pyskl - INFO - Epoch [139][700/3405] lr: 3.795e-04, eta: 5:09:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4198, loss: 1.4198 +2025-06-30 15:55:45,064 - pyskl - INFO - Epoch [139][800/3405] lr: 3.776e-04, eta: 5:09:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4996, loss: 1.4996 +2025-06-30 15:56:30,770 - pyskl - INFO - Epoch [139][900/3405] lr: 3.757e-04, eta: 5:08:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4620, loss: 1.4620 +2025-06-30 15:57:16,572 - pyskl - INFO - Epoch [139][1000/3405] lr: 3.738e-04, eta: 5:07:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4672, loss: 1.4672 +2025-06-30 15:58:02,369 - pyskl - INFO - Epoch [139][1100/3405] lr: 3.720e-04, eta: 5:06:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3810, loss: 1.3810 +2025-06-30 15:58:48,044 - pyskl - INFO - Epoch [139][1200/3405] lr: 3.701e-04, eta: 5:05:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4367, loss: 1.4367 +2025-06-30 15:59:33,518 - pyskl - INFO - Epoch [139][1300/3405] lr: 3.683e-04, eta: 5:05:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4741, loss: 1.4741 +2025-06-30 16:00:19,128 - pyskl - INFO - Epoch [139][1400/3405] lr: 3.664e-04, eta: 5:04:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4695, loss: 1.4695 +2025-06-30 16:01:04,926 - pyskl - INFO - Epoch [139][1500/3405] lr: 3.646e-04, eta: 5:03:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4597, loss: 1.4597 +2025-06-30 16:01:50,755 - pyskl - INFO - Epoch [139][1600/3405] lr: 3.627e-04, eta: 5:02:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4679, loss: 1.4679 +2025-06-30 16:02:36,386 - pyskl - INFO - Epoch [139][1700/3405] lr: 3.609e-04, eta: 5:02:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.4505, loss: 1.4505 +2025-06-30 16:03:22,282 - pyskl - INFO - Epoch [139][1800/3405] lr: 3.591e-04, eta: 5:01:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4561, loss: 1.4561 +2025-06-30 16:04:08,061 - pyskl - INFO - Epoch [139][1900/3405] lr: 3.572e-04, eta: 5:00:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4062, loss: 1.4062 +2025-06-30 16:04:53,661 - pyskl - INFO - Epoch [139][2000/3405] lr: 3.554e-04, eta: 4:59:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4458, loss: 1.4458 +2025-06-30 16:05:39,410 - pyskl - INFO - Epoch [139][2100/3405] lr: 3.536e-04, eta: 4:59:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4285, loss: 1.4285 +2025-06-30 16:06:25,118 - pyskl - INFO - Epoch [139][2200/3405] lr: 3.518e-04, eta: 4:58:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4312, loss: 1.4312 +2025-06-30 16:07:10,837 - pyskl - INFO - Epoch [139][2300/3405] lr: 3.500e-04, eta: 4:57:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4429, loss: 1.4429 +2025-06-30 16:07:56,744 - pyskl - INFO - Epoch [139][2400/3405] lr: 3.482e-04, eta: 4:56:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4905, loss: 1.4905 +2025-06-30 16:08:42,404 - pyskl - INFO - Epoch [139][2500/3405] lr: 3.464e-04, eta: 4:55:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4435, loss: 1.4435 +2025-06-30 16:09:28,185 - pyskl - INFO - Epoch [139][2600/3405] lr: 3.446e-04, eta: 4:55:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4574, loss: 1.4574 +2025-06-30 16:10:13,805 - pyskl - INFO - Epoch [139][2700/3405] lr: 3.428e-04, eta: 4:54:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4826, loss: 1.4826 +2025-06-30 16:10:59,499 - pyskl - INFO - Epoch [139][2800/3405] lr: 3.410e-04, eta: 4:53:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4631, loss: 1.4631 +2025-06-30 16:11:45,391 - pyskl - INFO - Epoch [139][2900/3405] lr: 3.392e-04, eta: 4:52:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4452, loss: 1.4452 +2025-06-30 16:12:31,249 - pyskl - INFO - Epoch [139][3000/3405] lr: 3.374e-04, eta: 4:52:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4382, loss: 1.4382 +2025-06-30 16:13:17,060 - pyskl - INFO - Epoch [139][3100/3405] lr: 3.357e-04, eta: 4:51:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4456, loss: 1.4456 +2025-06-30 16:14:02,819 - pyskl - INFO - Epoch [139][3200/3405] lr: 3.339e-04, eta: 4:50:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4559, loss: 1.4559 +2025-06-30 16:14:48,483 - pyskl - INFO - Epoch [139][3300/3405] lr: 3.321e-04, eta: 4:49:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4034, loss: 1.4034 +2025-06-30 16:15:34,292 - pyskl - INFO - Epoch [139][3400/3405] lr: 3.304e-04, eta: 4:48:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4279, loss: 1.4279 +2025-06-30 16:15:36,971 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-06-30 16:19:44,644 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 16:19:45,203 - pyskl - INFO - +top1_acc 0.8899 +top5_acc 0.9784 +2025-06-30 16:19:45,260 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_138.pth was removed +2025-06-30 16:19:46,343 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2025-06-30 16:19:46,345 - pyskl - INFO - Best top1_acc is 0.8899 at 139 epoch. +2025-06-30 16:19:46,366 - pyskl - INFO - Epoch(val) [139][3718] top1_acc: 0.8899, top5_acc: 0.9784 +2025-06-30 16:20:55,003 - pyskl - INFO - Epoch [140][100/3405] lr: 3.285e-04, eta: 4:48:12, time: 0.686, data_time: 0.230, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4784, loss: 1.4784 +2025-06-30 16:21:40,634 - pyskl - INFO - Epoch [140][200/3405] lr: 3.268e-04, eta: 4:47:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4546, loss: 1.4546 +2025-06-30 16:22:26,369 - pyskl - INFO - Epoch [140][300/3405] lr: 3.250e-04, eta: 4:46:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4471, loss: 1.4471 +2025-06-30 16:23:11,920 - pyskl - INFO - Epoch [140][400/3405] lr: 3.233e-04, eta: 4:45:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4061, loss: 1.4061 +2025-06-30 16:23:57,448 - pyskl - INFO - Epoch [140][500/3405] lr: 3.216e-04, eta: 4:45:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4255, loss: 1.4255 +2025-06-30 16:24:43,101 - pyskl - INFO - Epoch [140][600/3405] lr: 3.198e-04, eta: 4:44:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4676, loss: 1.4676 +2025-06-30 16:25:29,005 - pyskl - INFO - Epoch [140][700/3405] lr: 3.181e-04, eta: 4:43:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4347, loss: 1.4347 +2025-06-30 16:26:14,737 - pyskl - INFO - Epoch [140][800/3405] lr: 3.164e-04, eta: 4:42:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4575, loss: 1.4575 +2025-06-30 16:27:00,488 - pyskl - INFO - Epoch [140][900/3405] lr: 3.147e-04, eta: 4:42:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4809, loss: 1.4809 +2025-06-30 16:27:46,143 - pyskl - INFO - Epoch [140][1000/3405] lr: 3.130e-04, eta: 4:41:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3639, loss: 1.3639 +2025-06-30 16:28:31,907 - pyskl - INFO - Epoch [140][1100/3405] lr: 3.112e-04, eta: 4:40:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3915, loss: 1.3915 +2025-06-30 16:29:17,621 - pyskl - INFO - Epoch [140][1200/3405] lr: 3.095e-04, eta: 4:39:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3965, loss: 1.3965 +2025-06-30 16:30:03,254 - pyskl - INFO - Epoch [140][1300/3405] lr: 3.078e-04, eta: 4:38:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4316, loss: 1.4316 +2025-06-30 16:30:48,981 - pyskl - INFO - Epoch [140][1400/3405] lr: 3.062e-04, eta: 4:38:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4275, loss: 1.4275 +2025-06-30 16:31:34,527 - pyskl - INFO - Epoch [140][1500/3405] lr: 3.045e-04, eta: 4:37:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3993, loss: 1.3993 +2025-06-30 16:32:20,127 - pyskl - INFO - Epoch [140][1600/3405] lr: 3.028e-04, eta: 4:36:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4431, loss: 1.4431 +2025-06-30 16:33:05,849 - pyskl - INFO - Epoch [140][1700/3405] lr: 3.011e-04, eta: 4:35:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4077, loss: 1.4077 +2025-06-30 16:33:51,755 - pyskl - INFO - Epoch [140][1800/3405] lr: 2.994e-04, eta: 4:35:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4182, loss: 1.4182 +2025-06-30 16:34:37,334 - pyskl - INFO - Epoch [140][1900/3405] lr: 2.978e-04, eta: 4:34:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4591, loss: 1.4591 +2025-06-30 16:35:22,908 - pyskl - INFO - Epoch [140][2000/3405] lr: 2.961e-04, eta: 4:33:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4225, loss: 1.4225 +2025-06-30 16:36:08,487 - pyskl - INFO - Epoch [140][2100/3405] lr: 2.944e-04, eta: 4:32:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4632, loss: 1.4632 +2025-06-30 16:36:54,145 - pyskl - INFO - Epoch [140][2200/3405] lr: 2.928e-04, eta: 4:31:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.4291, loss: 1.4291 +2025-06-30 16:37:39,783 - pyskl - INFO - Epoch [140][2300/3405] lr: 2.911e-04, eta: 4:31:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4069, loss: 1.4069 +2025-06-30 16:38:25,358 - pyskl - INFO - Epoch [140][2400/3405] lr: 2.895e-04, eta: 4:30:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4360, loss: 1.4360 +2025-06-30 16:39:10,898 - pyskl - INFO - Epoch [140][2500/3405] lr: 2.878e-04, eta: 4:29:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4518, loss: 1.4518 +2025-06-30 16:39:56,493 - pyskl - INFO - Epoch [140][2600/3405] lr: 2.862e-04, eta: 4:28:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4586, loss: 1.4586 +2025-06-30 16:40:42,116 - pyskl - INFO - Epoch [140][2700/3405] lr: 2.846e-04, eta: 4:28:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4130, loss: 1.4130 +2025-06-30 16:41:27,741 - pyskl - INFO - Epoch [140][2800/3405] lr: 2.829e-04, eta: 4:27:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4735, loss: 1.4735 +2025-06-30 16:42:13,356 - pyskl - INFO - Epoch [140][2900/3405] lr: 2.813e-04, eta: 4:26:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4310, loss: 1.4310 +2025-06-30 16:42:59,006 - pyskl - INFO - Epoch [140][3000/3405] lr: 2.797e-04, eta: 4:25:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4511, loss: 1.4511 +2025-06-30 16:43:44,721 - pyskl - INFO - Epoch [140][3100/3405] lr: 2.781e-04, eta: 4:25:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4582, loss: 1.4582 +2025-06-30 16:44:30,230 - pyskl - INFO - Epoch [140][3200/3405] lr: 2.765e-04, eta: 4:24:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3598, loss: 1.3598 +2025-06-30 16:45:15,795 - pyskl - INFO - Epoch [140][3300/3405] lr: 2.749e-04, eta: 4:23:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4381, loss: 1.4381 +2025-06-30 16:46:01,357 - pyskl - INFO - Epoch [140][3400/3405] lr: 2.733e-04, eta: 4:22:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4286, loss: 1.4286 +2025-06-30 16:46:03,972 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-06-30 17:05:53,426 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 17:05:54,009 - pyskl - INFO - +top1_acc 0.8906 +top5_acc 0.9787 +2025-06-30 17:05:54,067 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_139.pth was removed +2025-06-30 17:05:55,177 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2025-06-30 17:05:55,179 - pyskl - INFO - Best top1_acc is 0.8906 at 140 epoch. +2025-06-30 17:05:55,202 - pyskl - INFO - Epoch(val) [140][3718] top1_acc: 0.8906, top5_acc: 0.9787 +2025-06-30 17:07:04,033 - pyskl - INFO - Epoch [141][100/3405] lr: 2.716e-04, eta: 4:21:56, time: 0.688, data_time: 0.232, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4414, loss: 1.4414 +2025-06-30 17:07:49,547 - pyskl - INFO - Epoch [141][200/3405] lr: 2.700e-04, eta: 4:21:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4767, loss: 1.4767 +2025-06-30 17:08:35,142 - pyskl - INFO - Epoch [141][300/3405] lr: 2.684e-04, eta: 4:20:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3849, loss: 1.3849 +2025-06-30 17:09:20,697 - pyskl - INFO - Epoch [141][400/3405] lr: 2.668e-04, eta: 4:19:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4281, loss: 1.4281 +2025-06-30 17:10:06,381 - pyskl - INFO - Epoch [141][500/3405] lr: 2.652e-04, eta: 4:18:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4025, loss: 1.4025 +2025-06-30 17:10:52,149 - pyskl - INFO - Epoch [141][600/3405] lr: 2.637e-04, eta: 4:18:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4079, loss: 1.4079 +2025-06-30 17:11:37,836 - pyskl - INFO - Epoch [141][700/3405] lr: 2.621e-04, eta: 4:17:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3772, loss: 1.3772 +2025-06-30 17:12:23,547 - pyskl - INFO - Epoch [141][800/3405] lr: 2.605e-04, eta: 4:16:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4268, loss: 1.4268 +2025-06-30 17:13:09,214 - pyskl - INFO - Epoch [141][900/3405] lr: 2.590e-04, eta: 4:15:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3822, loss: 1.3822 +2025-06-30 17:13:54,943 - pyskl - INFO - Epoch [141][1000/3405] lr: 2.574e-04, eta: 4:14:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4275, loss: 1.4275 +2025-06-30 17:14:40,578 - pyskl - INFO - Epoch [141][1100/3405] lr: 2.559e-04, eta: 4:14:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4428, loss: 1.4428 +2025-06-30 17:15:26,151 - pyskl - INFO - Epoch [141][1200/3405] lr: 2.543e-04, eta: 4:13:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4089, loss: 1.4089 +2025-06-30 17:16:11,661 - pyskl - INFO - Epoch [141][1300/3405] lr: 2.528e-04, eta: 4:12:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4253, loss: 1.4253 +2025-06-30 17:16:57,212 - pyskl - INFO - Epoch [141][1400/3405] lr: 2.512e-04, eta: 4:11:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4253, loss: 1.4253 +2025-06-30 17:17:42,814 - pyskl - INFO - Epoch [141][1500/3405] lr: 2.497e-04, eta: 4:11:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4976, loss: 1.4976 +2025-06-30 17:18:28,449 - pyskl - INFO - Epoch [141][1600/3405] lr: 2.482e-04, eta: 4:10:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3950, loss: 1.3950 +2025-06-30 17:19:14,000 - pyskl - INFO - Epoch [141][1700/3405] lr: 2.467e-04, eta: 4:09:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3787, loss: 1.3787 +2025-06-30 17:19:59,496 - pyskl - INFO - Epoch [141][1800/3405] lr: 2.451e-04, eta: 4:08:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3919, loss: 1.3919 +2025-06-30 17:20:45,088 - pyskl - INFO - Epoch [141][1900/3405] lr: 2.436e-04, eta: 4:08:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4213, loss: 1.4213 +2025-06-30 17:21:30,641 - pyskl - INFO - Epoch [141][2000/3405] lr: 2.421e-04, eta: 4:07:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3984, loss: 1.3984 +2025-06-30 17:22:16,130 - pyskl - INFO - Epoch [141][2100/3405] lr: 2.406e-04, eta: 4:06:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4601, loss: 1.4601 +2025-06-30 17:23:01,703 - pyskl - INFO - Epoch [141][2200/3405] lr: 2.391e-04, eta: 4:05:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4208, loss: 1.4208 +2025-06-30 17:23:47,176 - pyskl - INFO - Epoch [141][2300/3405] lr: 2.376e-04, eta: 4:04:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4086, loss: 1.4086 +2025-06-30 17:24:32,868 - pyskl - INFO - Epoch [141][2400/3405] lr: 2.361e-04, eta: 4:04:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4378, loss: 1.4378 +2025-06-30 17:25:18,339 - pyskl - INFO - Epoch [141][2500/3405] lr: 2.347e-04, eta: 4:03:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4526, loss: 1.4526 +2025-06-30 17:26:03,970 - pyskl - INFO - Epoch [141][2600/3405] lr: 2.332e-04, eta: 4:02:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4525, loss: 1.4525 +2025-06-30 17:26:49,541 - pyskl - INFO - Epoch [141][2700/3405] lr: 2.317e-04, eta: 4:01:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4610, loss: 1.4610 +2025-06-30 17:27:35,166 - pyskl - INFO - Epoch [141][2800/3405] lr: 2.302e-04, eta: 4:01:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4214, loss: 1.4214 +2025-06-30 17:28:20,779 - pyskl - INFO - Epoch [141][2900/3405] lr: 2.288e-04, eta: 4:00:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4118, loss: 1.4118 +2025-06-30 17:29:06,405 - pyskl - INFO - Epoch [141][3000/3405] lr: 2.273e-04, eta: 3:59:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3683, loss: 1.3683 +2025-06-30 17:29:51,975 - pyskl - INFO - Epoch [141][3100/3405] lr: 2.258e-04, eta: 3:58:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4303, loss: 1.4303 +2025-06-30 17:30:37,522 - pyskl - INFO - Epoch [141][3200/3405] lr: 2.244e-04, eta: 3:58:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4319, loss: 1.4319 +2025-06-30 17:31:23,060 - pyskl - INFO - Epoch [141][3300/3405] lr: 2.229e-04, eta: 3:57:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3914, loss: 1.3914 +2025-06-30 17:32:08,634 - pyskl - INFO - Epoch [141][3400/3405] lr: 2.215e-04, eta: 3:56:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4253, loss: 1.4253 +2025-06-30 17:32:11,299 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-06-30 17:36:17,384 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 17:36:18,002 - pyskl - INFO - +top1_acc 0.8921 +top5_acc 0.9787 +2025-06-30 17:36:18,057 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_140.pth was removed +2025-06-30 17:36:19,114 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2025-06-30 17:36:19,116 - pyskl - INFO - Best top1_acc is 0.8921 at 141 epoch. +2025-06-30 17:36:19,136 - pyskl - INFO - Epoch(val) [141][3718] top1_acc: 0.8921, top5_acc: 0.9787 +2025-06-30 17:37:27,034 - pyskl - INFO - Epoch [142][100/3405] lr: 2.200e-04, eta: 3:55:39, time: 0.679, data_time: 0.224, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3926, loss: 1.3926 +2025-06-30 17:38:12,584 - pyskl - INFO - Epoch [142][200/3405] lr: 2.186e-04, eta: 3:54:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4368, loss: 1.4368 +2025-06-30 17:38:58,030 - pyskl - INFO - Epoch [142][300/3405] lr: 2.171e-04, eta: 3:54:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4225, loss: 1.4225 +2025-06-30 17:39:43,490 - pyskl - INFO - Epoch [142][400/3405] lr: 2.157e-04, eta: 3:53:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3650, loss: 1.3650 +2025-06-30 17:40:28,891 - pyskl - INFO - Epoch [142][500/3405] lr: 2.143e-04, eta: 3:52:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3760, loss: 1.3760 +2025-06-30 17:41:14,381 - pyskl - INFO - Epoch [142][600/3405] lr: 2.129e-04, eta: 3:51:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3956, loss: 1.3956 +2025-06-30 17:41:59,970 - pyskl - INFO - Epoch [142][700/3405] lr: 2.115e-04, eta: 3:51:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4383, loss: 1.4383 +2025-06-30 17:42:45,566 - pyskl - INFO - Epoch [142][800/3405] lr: 2.100e-04, eta: 3:50:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3884, loss: 1.3884 +2025-06-30 17:43:31,106 - pyskl - INFO - Epoch [142][900/3405] lr: 2.086e-04, eta: 3:49:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4214, loss: 1.4214 +2025-06-30 17:44:16,629 - pyskl - INFO - Epoch [142][1000/3405] lr: 2.072e-04, eta: 3:48:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3711, loss: 1.3711 +2025-06-30 17:45:02,226 - pyskl - INFO - Epoch [142][1100/3405] lr: 2.059e-04, eta: 3:47:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4167, loss: 1.4167 +2025-06-30 17:45:47,735 - pyskl - INFO - Epoch [142][1200/3405] lr: 2.045e-04, eta: 3:47:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4204, loss: 1.4204 +2025-06-30 17:46:33,280 - pyskl - INFO - Epoch [142][1300/3405] lr: 2.031e-04, eta: 3:46:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3625, loss: 1.3625 +2025-06-30 17:47:18,891 - pyskl - INFO - Epoch [142][1400/3405] lr: 2.017e-04, eta: 3:45:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4311, loss: 1.4311 +2025-06-30 17:48:04,503 - pyskl - INFO - Epoch [142][1500/3405] lr: 2.003e-04, eta: 3:44:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3962, loss: 1.3962 +2025-06-30 17:48:50,154 - pyskl - INFO - Epoch [142][1600/3405] lr: 1.990e-04, eta: 3:44:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3830, loss: 1.3830 +2025-06-30 17:49:35,827 - pyskl - INFO - Epoch [142][1700/3405] lr: 1.976e-04, eta: 3:43:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4054, loss: 1.4054 +2025-06-30 17:50:21,474 - pyskl - INFO - Epoch [142][1800/3405] lr: 1.962e-04, eta: 3:42:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4484, loss: 1.4484 +2025-06-30 17:51:07,053 - pyskl - INFO - Epoch [142][1900/3405] lr: 1.949e-04, eta: 3:41:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3580, loss: 1.3580 +2025-06-30 17:51:52,623 - pyskl - INFO - Epoch [142][2000/3405] lr: 1.935e-04, eta: 3:40:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4081, loss: 1.4081 +2025-06-30 17:52:38,108 - pyskl - INFO - Epoch [142][2100/3405] lr: 1.922e-04, eta: 3:40:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3714, loss: 1.3714 +2025-06-30 17:53:23,711 - pyskl - INFO - Epoch [142][2200/3405] lr: 1.909e-04, eta: 3:39:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3903, loss: 1.3903 +2025-06-30 17:54:09,398 - pyskl - INFO - Epoch [142][2300/3405] lr: 1.895e-04, eta: 3:38:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4289, loss: 1.4289 +2025-06-30 17:54:55,068 - pyskl - INFO - Epoch [142][2400/3405] lr: 1.882e-04, eta: 3:37:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3504, loss: 1.3504 +2025-06-30 17:55:40,730 - pyskl - INFO - Epoch [142][2500/3405] lr: 1.869e-04, eta: 3:37:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4408, loss: 1.4408 +2025-06-30 17:56:26,483 - pyskl - INFO - Epoch [142][2600/3405] lr: 1.855e-04, eta: 3:36:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4035, loss: 1.4035 +2025-06-30 17:57:12,062 - pyskl - INFO - Epoch [142][2700/3405] lr: 1.842e-04, eta: 3:35:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4032, loss: 1.4032 +2025-06-30 17:57:57,773 - pyskl - INFO - Epoch [142][2800/3405] lr: 1.829e-04, eta: 3:34:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3940, loss: 1.3940 +2025-06-30 17:58:43,502 - pyskl - INFO - Epoch [142][2900/3405] lr: 1.816e-04, eta: 3:34:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4340, loss: 1.4340 +2025-06-30 17:59:29,152 - pyskl - INFO - Epoch [142][3000/3405] lr: 1.803e-04, eta: 3:33:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4301, loss: 1.4301 +2025-06-30 18:00:14,756 - pyskl - INFO - Epoch [142][3100/3405] lr: 1.790e-04, eta: 3:32:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4520, loss: 1.4520 +2025-06-30 18:01:00,310 - pyskl - INFO - Epoch [142][3200/3405] lr: 1.777e-04, eta: 3:31:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3476, loss: 1.3476 +2025-06-30 18:01:45,890 - pyskl - INFO - Epoch [142][3300/3405] lr: 1.764e-04, eta: 3:30:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4026, loss: 1.4026 +2025-06-30 18:02:31,436 - pyskl - INFO - Epoch [142][3400/3405] lr: 1.751e-04, eta: 3:30:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4088, loss: 1.4088 +2025-06-30 18:02:34,048 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-06-30 18:06:45,525 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 18:06:46,077 - pyskl - INFO - +top1_acc 0.8915 +top5_acc 0.9791 +2025-06-30 18:06:46,096 - pyskl - INFO - Epoch(val) [142][3718] top1_acc: 0.8915, top5_acc: 0.9791 +2025-06-30 18:07:54,585 - pyskl - INFO - Epoch [143][100/3405] lr: 1.738e-04, eta: 3:29:23, time: 0.685, data_time: 0.227, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3752, loss: 1.3752 +2025-06-30 18:08:40,270 - pyskl - INFO - Epoch [143][200/3405] lr: 1.725e-04, eta: 3:28:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4311, loss: 1.4311 +2025-06-30 18:09:25,934 - pyskl - INFO - Epoch [143][300/3405] lr: 1.712e-04, eta: 3:27:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3494, loss: 1.3494 +2025-06-30 18:10:11,494 - pyskl - INFO - Epoch [143][400/3405] lr: 1.700e-04, eta: 3:27:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3951, loss: 1.3951 +2025-06-30 18:10:57,357 - pyskl - INFO - Epoch [143][500/3405] lr: 1.687e-04, eta: 3:26:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3931, loss: 1.3931 +2025-06-30 18:11:43,148 - pyskl - INFO - Epoch [143][600/3405] lr: 1.675e-04, eta: 3:25:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4097, loss: 1.4097 +2025-06-30 18:12:28,936 - pyskl - INFO - Epoch [143][700/3405] lr: 1.662e-04, eta: 3:24:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4044, loss: 1.4044 +2025-06-30 18:13:14,696 - pyskl - INFO - Epoch [143][800/3405] lr: 1.650e-04, eta: 3:23:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3785, loss: 1.3785 +2025-06-30 18:14:00,433 - pyskl - INFO - Epoch [143][900/3405] lr: 1.637e-04, eta: 3:23:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3968, loss: 1.3968 +2025-06-30 18:14:46,401 - pyskl - INFO - Epoch [143][1000/3405] lr: 1.625e-04, eta: 3:22:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3708, loss: 1.3708 +2025-06-30 18:15:32,312 - pyskl - INFO - Epoch [143][1100/3405] lr: 1.612e-04, eta: 3:21:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4223, loss: 1.4223 +2025-06-30 18:16:18,076 - pyskl - INFO - Epoch [143][1200/3405] lr: 1.600e-04, eta: 3:20:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3698, loss: 1.3698 +2025-06-30 18:17:03,673 - pyskl - INFO - Epoch [143][1300/3405] lr: 1.588e-04, eta: 3:20:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4218, loss: 1.4218 +2025-06-30 18:17:49,304 - pyskl - INFO - Epoch [143][1400/3405] lr: 1.576e-04, eta: 3:19:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4070, loss: 1.4070 +2025-06-30 18:18:34,963 - pyskl - INFO - Epoch [143][1500/3405] lr: 1.564e-04, eta: 3:18:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3902, loss: 1.3902 +2025-06-30 18:19:20,611 - pyskl - INFO - Epoch [143][1600/3405] lr: 1.551e-04, eta: 3:17:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4183, loss: 1.4183 +2025-06-30 18:20:06,350 - pyskl - INFO - Epoch [143][1700/3405] lr: 1.539e-04, eta: 3:17:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3870, loss: 1.3870 +2025-06-30 18:20:52,005 - pyskl - INFO - Epoch [143][1800/3405] lr: 1.527e-04, eta: 3:16:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4120, loss: 1.4120 +2025-06-30 18:21:37,621 - pyskl - INFO - Epoch [143][1900/3405] lr: 1.515e-04, eta: 3:15:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3358, loss: 1.3358 +2025-06-30 18:22:23,202 - pyskl - INFO - Epoch [143][2000/3405] lr: 1.504e-04, eta: 3:14:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4269, loss: 1.4269 +2025-06-30 18:23:08,826 - pyskl - INFO - Epoch [143][2100/3405] lr: 1.492e-04, eta: 3:13:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4135, loss: 1.4135 +2025-06-30 18:23:54,686 - pyskl - INFO - Epoch [143][2200/3405] lr: 1.480e-04, eta: 3:13:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4187, loss: 1.4187 +2025-06-30 18:24:40,556 - pyskl - INFO - Epoch [143][2300/3405] lr: 1.468e-04, eta: 3:12:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3694, loss: 1.3694 +2025-06-30 18:25:26,319 - pyskl - INFO - Epoch [143][2400/3405] lr: 1.456e-04, eta: 3:11:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3969, loss: 1.3969 +2025-06-30 18:26:12,057 - pyskl - INFO - Epoch [143][2500/3405] lr: 1.445e-04, eta: 3:10:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3649, loss: 1.3649 +2025-06-30 18:26:57,818 - pyskl - INFO - Epoch [143][2600/3405] lr: 1.433e-04, eta: 3:10:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3571, loss: 1.3571 +2025-06-30 18:27:43,665 - pyskl - INFO - Epoch [143][2700/3405] lr: 1.421e-04, eta: 3:09:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4035, loss: 1.4035 +2025-06-30 18:28:29,415 - pyskl - INFO - Epoch [143][2800/3405] lr: 1.410e-04, eta: 3:08:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4283, loss: 1.4283 +2025-06-30 18:29:15,141 - pyskl - INFO - Epoch [143][2900/3405] lr: 1.398e-04, eta: 3:07:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4111, loss: 1.4111 +2025-06-30 18:30:00,830 - pyskl - INFO - Epoch [143][3000/3405] lr: 1.387e-04, eta: 3:07:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3939, loss: 1.3939 +2025-06-30 18:30:46,505 - pyskl - INFO - Epoch [143][3100/3405] lr: 1.376e-04, eta: 3:06:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3711, loss: 1.3711 +2025-06-30 18:31:32,179 - pyskl - INFO - Epoch [143][3200/3405] lr: 1.364e-04, eta: 3:05:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3547, loss: 1.3547 +2025-06-30 18:32:17,891 - pyskl - INFO - Epoch [143][3300/3405] lr: 1.353e-04, eta: 3:04:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3572, loss: 1.3572 +2025-06-30 18:33:03,551 - pyskl - INFO - Epoch [143][3400/3405] lr: 1.342e-04, eta: 3:03:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4281, loss: 1.4281 +2025-06-30 18:33:06,200 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-06-30 18:37:17,646 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 18:37:18,213 - pyskl - INFO - +top1_acc 0.8931 +top5_acc 0.9784 +2025-06-30 18:37:18,274 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_141.pth was removed +2025-06-30 18:37:19,362 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. +2025-06-30 18:37:19,364 - pyskl - INFO - Best top1_acc is 0.8931 at 143 epoch. +2025-06-30 18:37:19,385 - pyskl - INFO - Epoch(val) [143][3718] top1_acc: 0.8931, top5_acc: 0.9784 +2025-06-30 18:38:28,742 - pyskl - INFO - Epoch [144][100/3405] lr: 1.330e-04, eta: 3:03:07, time: 0.693, data_time: 0.235, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4025, loss: 1.4025 +2025-06-30 18:39:14,648 - pyskl - INFO - Epoch [144][200/3405] lr: 1.319e-04, eta: 3:02:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3661, loss: 1.3661 +2025-06-30 18:40:00,519 - pyskl - INFO - Epoch [144][300/3405] lr: 1.308e-04, eta: 3:01:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3323, loss: 1.3323 +2025-06-30 18:40:46,332 - pyskl - INFO - Epoch [144][400/3405] lr: 1.297e-04, eta: 3:00:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4181, loss: 1.4181 +2025-06-30 18:41:32,202 - pyskl - INFO - Epoch [144][500/3405] lr: 1.285e-04, eta: 3:00:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3667, loss: 1.3667 +2025-06-30 18:42:17,911 - pyskl - INFO - Epoch [144][600/3405] lr: 1.275e-04, eta: 2:59:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3860, loss: 1.3860 +2025-06-30 18:43:03,606 - pyskl - INFO - Epoch [144][700/3405] lr: 1.264e-04, eta: 2:58:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3948, loss: 1.3948 +2025-06-30 18:43:49,319 - pyskl - INFO - Epoch [144][800/3405] lr: 1.253e-04, eta: 2:57:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4015, loss: 1.4015 +2025-06-30 18:44:35,325 - pyskl - INFO - Epoch [144][900/3405] lr: 1.242e-04, eta: 2:56:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4301, loss: 1.4301 +2025-06-30 18:45:20,965 - pyskl - INFO - Epoch [144][1000/3405] lr: 1.231e-04, eta: 2:56:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3895, loss: 1.3895 +2025-06-30 18:46:06,868 - pyskl - INFO - Epoch [144][1100/3405] lr: 1.220e-04, eta: 2:55:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3662, loss: 1.3662 +2025-06-30 18:46:52,542 - pyskl - INFO - Epoch [144][1200/3405] lr: 1.210e-04, eta: 2:54:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3880, loss: 1.3880 +2025-06-30 18:47:38,196 - pyskl - INFO - Epoch [144][1300/3405] lr: 1.199e-04, eta: 2:53:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4229, loss: 1.4229 +2025-06-30 18:48:23,810 - pyskl - INFO - Epoch [144][1400/3405] lr: 1.188e-04, eta: 2:53:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3924, loss: 1.3924 +2025-06-30 18:49:09,828 - pyskl - INFO - Epoch [144][1500/3405] lr: 1.178e-04, eta: 2:52:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3788, loss: 1.3788 +2025-06-30 18:49:55,664 - pyskl - INFO - Epoch [144][1600/3405] lr: 1.167e-04, eta: 2:51:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3699, loss: 1.3699 +2025-06-30 18:50:41,367 - pyskl - INFO - Epoch [144][1700/3405] lr: 1.157e-04, eta: 2:50:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3931, loss: 1.3931 +2025-06-30 18:51:27,067 - pyskl - INFO - Epoch [144][1800/3405] lr: 1.146e-04, eta: 2:50:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4387, loss: 1.4387 +2025-06-30 18:52:12,763 - pyskl - INFO - Epoch [144][1900/3405] lr: 1.136e-04, eta: 2:49:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3928, loss: 1.3928 +2025-06-30 18:52:58,486 - pyskl - INFO - Epoch [144][2000/3405] lr: 1.126e-04, eta: 2:48:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3502, loss: 1.3502 +2025-06-30 18:53:44,182 - pyskl - INFO - Epoch [144][2100/3405] lr: 1.116e-04, eta: 2:47:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4242, loss: 1.4242 +2025-06-30 18:54:29,876 - pyskl - INFO - Epoch [144][2200/3405] lr: 1.105e-04, eta: 2:46:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4331, loss: 1.4331 +2025-06-30 18:55:15,582 - pyskl - INFO - Epoch [144][2300/3405] lr: 1.095e-04, eta: 2:46:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3909, loss: 1.3909 +2025-06-30 18:56:01,638 - pyskl - INFO - Epoch [144][2400/3405] lr: 1.085e-04, eta: 2:45:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3822, loss: 1.3822 +2025-06-30 18:56:47,637 - pyskl - INFO - Epoch [144][2500/3405] lr: 1.075e-04, eta: 2:44:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3255, loss: 1.3255 +2025-06-30 18:57:33,490 - pyskl - INFO - Epoch [144][2600/3405] lr: 1.065e-04, eta: 2:43:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3529, loss: 1.3529 +2025-06-30 18:58:19,254 - pyskl - INFO - Epoch [144][2700/3405] lr: 1.055e-04, eta: 2:43:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4026, loss: 1.4026 +2025-06-30 18:59:05,067 - pyskl - INFO - Epoch [144][2800/3405] lr: 1.045e-04, eta: 2:42:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3645, loss: 1.3645 +2025-06-30 18:59:50,787 - pyskl - INFO - Epoch [144][2900/3405] lr: 1.035e-04, eta: 2:41:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4237, loss: 1.4237 +2025-06-30 19:00:36,530 - pyskl - INFO - Epoch [144][3000/3405] lr: 1.025e-04, eta: 2:40:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3738, loss: 1.3738 +2025-06-30 19:01:22,156 - pyskl - INFO - Epoch [144][3100/3405] lr: 1.015e-04, eta: 2:39:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3592, loss: 1.3592 +2025-06-30 19:02:07,817 - pyskl - INFO - Epoch [144][3200/3405] lr: 1.006e-04, eta: 2:39:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4166, loss: 1.4166 +2025-06-30 19:02:53,587 - pyskl - INFO - Epoch [144][3300/3405] lr: 9.959e-05, eta: 2:38:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4229, loss: 1.4229 +2025-06-30 19:03:39,254 - pyskl - INFO - Epoch [144][3400/3405] lr: 9.862e-05, eta: 2:37:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3987, loss: 1.3987 +2025-06-30 19:03:41,934 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-06-30 19:07:49,714 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 19:07:50,389 - pyskl - INFO - +top1_acc 0.8934 +top5_acc 0.9788 +2025-06-30 19:07:50,450 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_143.pth was removed +2025-06-30 19:07:51,536 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. +2025-06-30 19:07:51,537 - pyskl - INFO - Best top1_acc is 0.8934 at 144 epoch. +2025-06-30 19:07:51,559 - pyskl - INFO - Epoch(val) [144][3718] top1_acc: 0.8934, top5_acc: 0.9788 +2025-06-30 19:09:00,093 - pyskl - INFO - Epoch [145][100/3405] lr: 9.761e-05, eta: 2:36:51, time: 0.685, data_time: 0.229, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3592, loss: 1.3592 +2025-06-30 19:09:45,789 - pyskl - INFO - Epoch [145][200/3405] lr: 9.666e-05, eta: 2:36:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3720, loss: 1.3720 +2025-06-30 19:10:31,506 - pyskl - INFO - Epoch [145][300/3405] lr: 9.571e-05, eta: 2:35:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4162, loss: 1.4162 +2025-06-30 19:11:17,276 - pyskl - INFO - Epoch [145][400/3405] lr: 9.476e-05, eta: 2:34:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3563, loss: 1.3563 +2025-06-30 19:12:02,930 - pyskl - INFO - Epoch [145][500/3405] lr: 9.382e-05, eta: 2:33:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3893, loss: 1.3893 +2025-06-30 19:12:48,627 - pyskl - INFO - Epoch [145][600/3405] lr: 9.288e-05, eta: 2:32:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3562, loss: 1.3562 +2025-06-30 19:13:34,303 - pyskl - INFO - Epoch [145][700/3405] lr: 9.194e-05, eta: 2:32:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3783, loss: 1.3783 +2025-06-30 19:14:20,245 - pyskl - INFO - Epoch [145][800/3405] lr: 9.102e-05, eta: 2:31:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4010, loss: 1.4010 +2025-06-30 19:15:06,008 - pyskl - INFO - Epoch [145][900/3405] lr: 9.009e-05, eta: 2:30:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3383, loss: 1.3383 +2025-06-30 19:15:51,781 - pyskl - INFO - Epoch [145][1000/3405] lr: 8.917e-05, eta: 2:29:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3695, loss: 1.3695 +2025-06-30 19:16:37,515 - pyskl - INFO - Epoch [145][1100/3405] lr: 8.826e-05, eta: 2:29:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3718, loss: 1.3718 +2025-06-30 19:17:23,203 - pyskl - INFO - Epoch [145][1200/3405] lr: 8.735e-05, eta: 2:28:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3771, loss: 1.3771 +2025-06-30 19:18:08,894 - pyskl - INFO - Epoch [145][1300/3405] lr: 8.644e-05, eta: 2:27:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3514, loss: 1.3514 +2025-06-30 19:18:54,657 - pyskl - INFO - Epoch [145][1400/3405] lr: 8.554e-05, eta: 2:26:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4428, loss: 1.4428 +2025-06-30 19:19:40,417 - pyskl - INFO - Epoch [145][1500/3405] lr: 8.465e-05, eta: 2:26:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3953, loss: 1.3953 +2025-06-30 19:20:26,161 - pyskl - INFO - Epoch [145][1600/3405] lr: 8.376e-05, eta: 2:25:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3624, loss: 1.3624 +2025-06-30 19:21:11,943 - pyskl - INFO - Epoch [145][1700/3405] lr: 8.287e-05, eta: 2:24:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3912, loss: 1.3912 +2025-06-30 19:21:57,698 - pyskl - INFO - Epoch [145][1800/3405] lr: 8.199e-05, eta: 2:23:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3812, loss: 1.3812 +2025-06-30 19:22:43,465 - pyskl - INFO - Epoch [145][1900/3405] lr: 8.111e-05, eta: 2:22:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4227, loss: 1.4227 +2025-06-30 19:23:29,330 - pyskl - INFO - Epoch [145][2000/3405] lr: 8.024e-05, eta: 2:22:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3648, loss: 1.3648 +2025-06-30 19:24:15,103 - pyskl - INFO - Epoch [145][2100/3405] lr: 7.937e-05, eta: 2:21:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3574, loss: 1.3574 +2025-06-30 19:25:00,806 - pyskl - INFO - Epoch [145][2200/3405] lr: 7.851e-05, eta: 2:20:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3793, loss: 1.3793 +2025-06-30 19:25:46,491 - pyskl - INFO - Epoch [145][2300/3405] lr: 7.765e-05, eta: 2:19:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3806, loss: 1.3806 +2025-06-30 19:26:32,195 - pyskl - INFO - Epoch [145][2400/3405] lr: 7.680e-05, eta: 2:19:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3533, loss: 1.3533 +2025-06-30 19:27:18,003 - pyskl - INFO - Epoch [145][2500/3405] lr: 7.595e-05, eta: 2:18:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3665, loss: 1.3665 +2025-06-30 19:28:03,652 - pyskl - INFO - Epoch [145][2600/3405] lr: 7.511e-05, eta: 2:17:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3712, loss: 1.3712 +2025-06-30 19:28:49,390 - pyskl - INFO - Epoch [145][2700/3405] lr: 7.427e-05, eta: 2:16:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4011, loss: 1.4011 +2025-06-30 19:29:35,047 - pyskl - INFO - Epoch [145][2800/3405] lr: 7.343e-05, eta: 2:16:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3842, loss: 1.3842 +2025-06-30 19:30:20,789 - pyskl - INFO - Epoch [145][2900/3405] lr: 7.260e-05, eta: 2:15:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4080, loss: 1.4080 +2025-06-30 19:31:06,463 - pyskl - INFO - Epoch [145][3000/3405] lr: 7.178e-05, eta: 2:14:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3945, loss: 1.3945 +2025-06-30 19:31:52,107 - pyskl - INFO - Epoch [145][3100/3405] lr: 7.096e-05, eta: 2:13:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3320, loss: 1.3320 +2025-06-30 19:32:37,734 - pyskl - INFO - Epoch [145][3200/3405] lr: 7.014e-05, eta: 2:12:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3768, loss: 1.3768 +2025-06-30 19:33:23,422 - pyskl - INFO - Epoch [145][3300/3405] lr: 6.933e-05, eta: 2:12:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3551, loss: 1.3551 +2025-06-30 19:34:09,152 - pyskl - INFO - Epoch [145][3400/3405] lr: 6.852e-05, eta: 2:11:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4280, loss: 1.4280 +2025-06-30 19:34:11,776 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-06-30 19:53:22,412 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 19:53:23,048 - pyskl - INFO - +top1_acc 0.8924 +top5_acc 0.9788 +2025-06-30 19:53:23,068 - pyskl - INFO - Epoch(val) [145][3718] top1_acc: 0.8924, top5_acc: 0.9788 +2025-06-30 19:54:31,789 - pyskl - INFO - Epoch [146][100/3405] lr: 6.768e-05, eta: 2:10:35, time: 0.687, data_time: 0.231, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3570, loss: 1.3570 +2025-06-30 19:55:17,356 - pyskl - INFO - Epoch [146][200/3405] lr: 6.689e-05, eta: 2:09:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3652, loss: 1.3652 +2025-06-30 19:56:03,086 - pyskl - INFO - Epoch [146][300/3405] lr: 6.609e-05, eta: 2:09:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3859, loss: 1.3859 +2025-06-30 19:56:48,836 - pyskl - INFO - Epoch [146][400/3405] lr: 6.531e-05, eta: 2:08:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.3572, loss: 1.3572 +2025-06-30 19:57:34,698 - pyskl - INFO - Epoch [146][500/3405] lr: 6.452e-05, eta: 2:07:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3645, loss: 1.3645 +2025-06-30 19:58:20,483 - pyskl - INFO - Epoch [146][600/3405] lr: 6.375e-05, eta: 2:06:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3151, loss: 1.3151 +2025-06-30 19:59:06,263 - pyskl - INFO - Epoch [146][700/3405] lr: 6.297e-05, eta: 2:05:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3792, loss: 1.3792 +2025-06-30 19:59:52,277 - pyskl - INFO - Epoch [146][800/3405] lr: 6.221e-05, eta: 2:05:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3550, loss: 1.3550 +2025-06-30 20:00:38,360 - pyskl - INFO - Epoch [146][900/3405] lr: 6.144e-05, eta: 2:04:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3913, loss: 1.3913 +2025-06-30 20:01:24,450 - pyskl - INFO - Epoch [146][1000/3405] lr: 6.068e-05, eta: 2:03:38, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3778, loss: 1.3778 +2025-06-30 20:02:10,373 - pyskl - INFO - Epoch [146][1100/3405] lr: 5.993e-05, eta: 2:02:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4120, loss: 1.4120 +2025-06-30 20:02:56,161 - pyskl - INFO - Epoch [146][1200/3405] lr: 5.918e-05, eta: 2:02:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3647, loss: 1.3647 +2025-06-30 20:03:42,026 - pyskl - INFO - Epoch [146][1300/3405] lr: 5.843e-05, eta: 2:01:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4178, loss: 1.4178 +2025-06-30 20:04:27,866 - pyskl - INFO - Epoch [146][1400/3405] lr: 5.769e-05, eta: 2:00:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3828, loss: 1.3828 +2025-06-30 20:05:13,681 - pyskl - INFO - Epoch [146][1500/3405] lr: 5.696e-05, eta: 1:59:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3743, loss: 1.3743 +2025-06-30 20:05:59,474 - pyskl - INFO - Epoch [146][1600/3405] lr: 5.623e-05, eta: 1:59:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3917, loss: 1.3917 +2025-06-30 20:06:45,274 - pyskl - INFO - Epoch [146][1700/3405] lr: 5.550e-05, eta: 1:58:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3578, loss: 1.3578 +2025-06-30 20:07:31,228 - pyskl - INFO - Epoch [146][1800/3405] lr: 5.478e-05, eta: 1:57:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3765, loss: 1.3765 +2025-06-30 20:08:17,030 - pyskl - INFO - Epoch [146][1900/3405] lr: 5.406e-05, eta: 1:56:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3467, loss: 1.3467 +2025-06-30 20:09:02,647 - pyskl - INFO - Epoch [146][2000/3405] lr: 5.335e-05, eta: 1:55:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3997, loss: 1.3997 +2025-06-30 20:09:48,544 - pyskl - INFO - Epoch [146][2100/3405] lr: 5.264e-05, eta: 1:55:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4129, loss: 1.4129 +2025-06-30 20:10:34,509 - pyskl - INFO - Epoch [146][2200/3405] lr: 5.194e-05, eta: 1:54:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4020, loss: 1.4020 +2025-06-30 20:11:20,461 - pyskl - INFO - Epoch [146][2300/3405] lr: 5.124e-05, eta: 1:53:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4118, loss: 1.4118 +2025-06-30 20:12:06,379 - pyskl - INFO - Epoch [146][2400/3405] lr: 5.055e-05, eta: 1:52:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3752, loss: 1.3752 +2025-06-30 20:12:52,071 - pyskl - INFO - Epoch [146][2500/3405] lr: 4.986e-05, eta: 1:52:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3761, loss: 1.3761 +2025-06-30 20:13:37,770 - pyskl - INFO - Epoch [146][2600/3405] lr: 4.918e-05, eta: 1:51:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3872, loss: 1.3872 +2025-06-30 20:14:23,502 - pyskl - INFO - Epoch [146][2700/3405] lr: 4.850e-05, eta: 1:50:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4040, loss: 1.4040 +2025-06-30 20:15:09,620 - pyskl - INFO - Epoch [146][2800/3405] lr: 4.782e-05, eta: 1:49:44, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3801, loss: 1.3801 +2025-06-30 20:15:55,630 - pyskl - INFO - Epoch [146][2900/3405] lr: 4.716e-05, eta: 1:48:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3891, loss: 1.3891 +2025-06-30 20:16:41,526 - pyskl - INFO - Epoch [146][3000/3405] lr: 4.649e-05, eta: 1:48:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3874, loss: 1.3874 +2025-06-30 20:17:27,397 - pyskl - INFO - Epoch [146][3100/3405] lr: 4.583e-05, eta: 1:47:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4117, loss: 1.4117 +2025-06-30 20:18:13,183 - pyskl - INFO - Epoch [146][3200/3405] lr: 4.517e-05, eta: 1:46:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3385, loss: 1.3385 +2025-06-30 20:18:59,032 - pyskl - INFO - Epoch [146][3300/3405] lr: 4.452e-05, eta: 1:45:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3749, loss: 1.3749 +2025-06-30 20:19:44,866 - pyskl - INFO - Epoch [146][3400/3405] lr: 4.388e-05, eta: 1:45:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3726, loss: 1.3726 +2025-06-30 20:19:47,431 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-06-30 20:23:55,240 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 20:23:55,817 - pyskl - INFO - +top1_acc 0.8928 +top5_acc 0.9786 +2025-06-30 20:23:55,837 - pyskl - INFO - Epoch(val) [146][3718] top1_acc: 0.8928, top5_acc: 0.9786 +2025-06-30 20:25:04,750 - pyskl - INFO - Epoch [147][100/3405] lr: 4.320e-05, eta: 1:44:18, time: 0.689, data_time: 0.228, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3690, loss: 1.3690 +2025-06-30 20:25:50,809 - pyskl - INFO - Epoch [147][200/3405] lr: 4.257e-05, eta: 1:43:32, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3646, loss: 1.3646 +2025-06-30 20:26:36,665 - pyskl - INFO - Epoch [147][300/3405] lr: 4.194e-05, eta: 1:42:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3869, loss: 1.3869 +2025-06-30 20:27:22,503 - pyskl - INFO - Epoch [147][400/3405] lr: 4.131e-05, eta: 1:42:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3626, loss: 1.3626 +2025-06-30 20:28:08,426 - pyskl - INFO - Epoch [147][500/3405] lr: 4.069e-05, eta: 1:41:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4020, loss: 1.4020 +2025-06-30 20:28:54,085 - pyskl - INFO - Epoch [147][600/3405] lr: 4.007e-05, eta: 1:40:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3876, loss: 1.3876 +2025-06-30 20:29:40,138 - pyskl - INFO - Epoch [147][700/3405] lr: 3.946e-05, eta: 1:39:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3327, loss: 1.3327 +2025-06-30 20:30:25,992 - pyskl - INFO - Epoch [147][800/3405] lr: 3.885e-05, eta: 1:38:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3492, loss: 1.3492 +2025-06-30 20:31:12,118 - pyskl - INFO - Epoch [147][900/3405] lr: 3.825e-05, eta: 1:38:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4017, loss: 1.4017 +2025-06-30 20:31:57,984 - pyskl - INFO - Epoch [147][1000/3405] lr: 3.765e-05, eta: 1:37:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3737, loss: 1.3737 +2025-06-30 20:32:43,558 - pyskl - INFO - Epoch [147][1100/3405] lr: 3.705e-05, eta: 1:36:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3799, loss: 1.3799 +2025-06-30 20:33:29,449 - pyskl - INFO - Epoch [147][1200/3405] lr: 3.646e-05, eta: 1:35:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3848, loss: 1.3848 +2025-06-30 20:34:15,246 - pyskl - INFO - Epoch [147][1300/3405] lr: 3.588e-05, eta: 1:35:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3747, loss: 1.3747 +2025-06-30 20:35:01,034 - pyskl - INFO - Epoch [147][1400/3405] lr: 3.530e-05, eta: 1:34:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3330, loss: 1.3330 +2025-06-30 20:35:46,800 - pyskl - INFO - Epoch [147][1500/3405] lr: 3.472e-05, eta: 1:33:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3703, loss: 1.3703 +2025-06-30 20:36:32,515 - pyskl - INFO - Epoch [147][1600/3405] lr: 3.415e-05, eta: 1:32:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3753, loss: 1.3753 +2025-06-30 20:37:18,274 - pyskl - INFO - Epoch [147][1700/3405] lr: 3.359e-05, eta: 1:31:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3955, loss: 1.3955 +2025-06-30 20:38:04,150 - pyskl - INFO - Epoch [147][1800/3405] lr: 3.303e-05, eta: 1:31:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4011, loss: 1.4011 +2025-06-30 20:38:49,898 - pyskl - INFO - Epoch [147][1900/3405] lr: 3.247e-05, eta: 1:30:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3421, loss: 1.3421 +2025-06-30 20:39:35,757 - pyskl - INFO - Epoch [147][2000/3405] lr: 3.192e-05, eta: 1:29:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4310, loss: 1.4310 +2025-06-30 20:40:21,627 - pyskl - INFO - Epoch [147][2100/3405] lr: 3.137e-05, eta: 1:28:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3871, loss: 1.3871 +2025-06-30 20:41:07,536 - pyskl - INFO - Epoch [147][2200/3405] lr: 3.083e-05, eta: 1:28:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3666, loss: 1.3666 +2025-06-30 20:41:53,476 - pyskl - INFO - Epoch [147][2300/3405] lr: 3.029e-05, eta: 1:27:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3762, loss: 1.3762 +2025-06-30 20:42:39,246 - pyskl - INFO - Epoch [147][2400/3405] lr: 2.976e-05, eta: 1:26:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3474, loss: 1.3474 +2025-06-30 20:43:24,999 - pyskl - INFO - Epoch [147][2500/3405] lr: 2.923e-05, eta: 1:25:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3786, loss: 1.3786 +2025-06-30 20:44:10,752 - pyskl - INFO - Epoch [147][2600/3405] lr: 2.871e-05, eta: 1:25:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3469, loss: 1.3469 +2025-06-30 20:44:56,913 - pyskl - INFO - Epoch [147][2700/3405] lr: 2.819e-05, eta: 1:24:15, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3940, loss: 1.3940 +2025-06-30 20:45:42,789 - pyskl - INFO - Epoch [147][2800/3405] lr: 2.768e-05, eta: 1:23:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3698, loss: 1.3698 +2025-06-30 20:46:28,538 - pyskl - INFO - Epoch [147][2900/3405] lr: 2.717e-05, eta: 1:22:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3683, loss: 1.3683 +2025-06-30 20:47:14,320 - pyskl - INFO - Epoch [147][3000/3405] lr: 2.666e-05, eta: 1:21:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3950, loss: 1.3950 +2025-06-30 20:48:00,083 - pyskl - INFO - Epoch [147][3100/3405] lr: 2.617e-05, eta: 1:21:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3438, loss: 1.3438 +2025-06-30 20:48:45,890 - pyskl - INFO - Epoch [147][3200/3405] lr: 2.567e-05, eta: 1:20:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3911, loss: 1.3911 +2025-06-30 20:49:31,735 - pyskl - INFO - Epoch [147][3300/3405] lr: 2.518e-05, eta: 1:19:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3559, loss: 1.3559 +2025-06-30 20:50:17,705 - pyskl - INFO - Epoch [147][3400/3405] lr: 2.469e-05, eta: 1:18:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3477, loss: 1.3477 +2025-06-30 20:50:20,300 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-06-30 20:54:31,768 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 20:54:32,383 - pyskl - INFO - +top1_acc 0.8938 +top5_acc 0.9794 +2025-06-30 20:54:32,439 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_144.pth was removed +2025-06-30 20:54:33,453 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_147.pth. +2025-06-30 20:54:33,455 - pyskl - INFO - Best top1_acc is 0.8938 at 147 epoch. +2025-06-30 20:54:33,472 - pyskl - INFO - Epoch(val) [147][3718] top1_acc: 0.8938, top5_acc: 0.9794 +2025-06-30 20:55:41,976 - pyskl - INFO - Epoch [148][100/3405] lr: 2.419e-05, eta: 1:18:02, time: 0.685, data_time: 0.227, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4095, loss: 1.4095 +2025-06-30 20:56:27,752 - pyskl - INFO - Epoch [148][200/3405] lr: 2.371e-05, eta: 1:17:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3876, loss: 1.3876 +2025-06-30 20:57:13,518 - pyskl - INFO - Epoch [148][300/3405] lr: 2.324e-05, eta: 1:16:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4051, loss: 1.4051 +2025-06-30 20:57:59,431 - pyskl - INFO - Epoch [148][400/3405] lr: 2.278e-05, eta: 1:15:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4428, loss: 1.4428 +2025-06-30 20:58:45,655 - pyskl - INFO - Epoch [148][500/3405] lr: 2.232e-05, eta: 1:14:57, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3591, loss: 1.3591 +2025-06-30 20:59:31,810 - pyskl - INFO - Epoch [148][600/3405] lr: 2.186e-05, eta: 1:14:11, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3745, loss: 1.3745 +2025-06-30 21:00:17,967 - pyskl - INFO - Epoch [148][700/3405] lr: 2.141e-05, eta: 1:13:24, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3809, loss: 1.3809 +2025-06-30 21:01:04,038 - pyskl - INFO - Epoch [148][800/3405] lr: 2.096e-05, eta: 1:12:38, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3631, loss: 1.3631 +2025-06-30 21:01:50,120 - pyskl - INFO - Epoch [148][900/3405] lr: 2.052e-05, eta: 1:11:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3544, loss: 1.3544 +2025-06-30 21:02:36,605 - pyskl - INFO - Epoch [148][1000/3405] lr: 2.008e-05, eta: 1:11:06, time: 0.465, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3536, loss: 1.3536 +2025-06-30 21:03:22,484 - pyskl - INFO - Epoch [148][1100/3405] lr: 1.965e-05, eta: 1:10:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3871, loss: 1.3871 +2025-06-30 21:04:08,123 - pyskl - INFO - Epoch [148][1200/3405] lr: 1.922e-05, eta: 1:09:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3588, loss: 1.3588 +2025-06-30 21:04:53,802 - pyskl - INFO - Epoch [148][1300/3405] lr: 1.879e-05, eta: 1:08:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3004, loss: 1.3004 +2025-06-30 21:05:39,497 - pyskl - INFO - Epoch [148][1400/3405] lr: 1.837e-05, eta: 1:08:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3780, loss: 1.3780 +2025-06-30 21:06:25,101 - pyskl - INFO - Epoch [148][1500/3405] lr: 1.796e-05, eta: 1:07:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3727, loss: 1.3727 +2025-06-30 21:07:10,739 - pyskl - INFO - Epoch [148][1600/3405] lr: 1.755e-05, eta: 1:06:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3910, loss: 1.3910 +2025-06-30 21:07:56,435 - pyskl - INFO - Epoch [148][1700/3405] lr: 1.714e-05, eta: 1:05:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3590, loss: 1.3590 +2025-06-30 21:08:42,295 - pyskl - INFO - Epoch [148][1800/3405] lr: 1.674e-05, eta: 1:04:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3962, loss: 1.3962 +2025-06-30 21:09:27,997 - pyskl - INFO - Epoch [148][1900/3405] lr: 1.635e-05, eta: 1:04:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3470, loss: 1.3470 +2025-06-30 21:10:13,846 - pyskl - INFO - Epoch [148][2000/3405] lr: 1.596e-05, eta: 1:03:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3644, loss: 1.3644 +2025-06-30 21:10:59,910 - pyskl - INFO - Epoch [148][2100/3405] lr: 1.557e-05, eta: 1:02:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3871, loss: 1.3871 +2025-06-30 21:11:45,925 - pyskl - INFO - Epoch [148][2200/3405] lr: 1.519e-05, eta: 1:01:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3022, loss: 1.3022 +2025-06-30 21:12:32,047 - pyskl - INFO - Epoch [148][2300/3405] lr: 1.481e-05, eta: 1:01:04, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3505, loss: 1.3505 +2025-06-30 21:13:18,037 - pyskl - INFO - Epoch [148][2400/3405] lr: 1.444e-05, eta: 1:00:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4352, loss: 1.4352 +2025-06-30 21:14:03,709 - pyskl - INFO - Epoch [148][2500/3405] lr: 1.408e-05, eta: 0:59:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3359, loss: 1.3359 +2025-06-30 21:14:49,449 - pyskl - INFO - Epoch [148][2600/3405] lr: 1.371e-05, eta: 0:58:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4005, loss: 1.4005 +2025-06-30 21:15:35,269 - pyskl - INFO - Epoch [148][2700/3405] lr: 1.336e-05, eta: 0:57:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4426, loss: 1.4426 +2025-06-30 21:16:21,091 - pyskl - INFO - Epoch [148][2800/3405] lr: 1.300e-05, eta: 0:57:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3705, loss: 1.3705 +2025-06-30 21:17:06,949 - pyskl - INFO - Epoch [148][2900/3405] lr: 1.265e-05, eta: 0:56:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3456, loss: 1.3456 +2025-06-30 21:17:52,749 - pyskl - INFO - Epoch [148][3000/3405] lr: 1.231e-05, eta: 0:55:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4002, loss: 1.4002 +2025-06-30 21:18:38,564 - pyskl - INFO - Epoch [148][3100/3405] lr: 1.197e-05, eta: 0:54:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3492, loss: 1.3492 +2025-06-30 21:19:24,443 - pyskl - INFO - Epoch [148][3200/3405] lr: 1.164e-05, eta: 0:54:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3884, loss: 1.3884 +2025-06-30 21:20:10,346 - pyskl - INFO - Epoch [148][3300/3405] lr: 1.131e-05, eta: 0:53:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3681, loss: 1.3681 +2025-06-30 21:20:56,041 - pyskl - INFO - Epoch [148][3400/3405] lr: 1.098e-05, eta: 0:52:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3831, loss: 1.3831 +2025-06-30 21:20:58,610 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-06-30 21:25:06,101 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 21:25:06,648 - pyskl - INFO - +top1_acc 0.8936 +top5_acc 0.9795 +2025-06-30 21:25:06,670 - pyskl - INFO - Epoch(val) [148][3718] top1_acc: 0.8936, top5_acc: 0.9795 +2025-06-30 21:26:15,233 - pyskl - INFO - Epoch [149][100/3405] lr: 1.065e-05, eta: 0:51:46, time: 0.686, data_time: 0.229, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3831, loss: 1.3831 +2025-06-30 21:27:00,762 - pyskl - INFO - Epoch [149][200/3405] lr: 1.033e-05, eta: 0:51:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.3734, loss: 1.3734 +2025-06-30 21:27:46,262 - pyskl - INFO - Epoch [149][300/3405] lr: 1.002e-05, eta: 0:50:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3778, loss: 1.3778 +2025-06-30 21:28:31,812 - pyskl - INFO - Epoch [149][400/3405] lr: 9.718e-06, eta: 0:49:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3058, loss: 1.3058 +2025-06-30 21:29:17,365 - pyskl - INFO - Epoch [149][500/3405] lr: 9.417e-06, eta: 0:48:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3662, loss: 1.3662 +2025-06-30 21:30:02,910 - pyskl - INFO - Epoch [149][600/3405] lr: 9.121e-06, eta: 0:47:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3832, loss: 1.3832 +2025-06-30 21:30:48,456 - pyskl - INFO - Epoch [149][700/3405] lr: 8.830e-06, eta: 0:47:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3523, loss: 1.3523 +2025-06-30 21:31:33,942 - pyskl - INFO - Epoch [149][800/3405] lr: 8.543e-06, eta: 0:46:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3826, loss: 1.3826 +2025-06-30 21:32:19,435 - pyskl - INFO - Epoch [149][900/3405] lr: 8.261e-06, eta: 0:45:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4094, loss: 1.4094 +2025-06-30 21:33:04,956 - pyskl - INFO - Epoch [149][1000/3405] lr: 7.984e-06, eta: 0:44:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3467, loss: 1.3467 +2025-06-30 21:33:50,469 - pyskl - INFO - Epoch [149][1100/3405] lr: 7.712e-06, eta: 0:44:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3726, loss: 1.3726 +2025-06-30 21:34:36,042 - pyskl - INFO - Epoch [149][1200/3405] lr: 7.444e-06, eta: 0:43:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4251, loss: 1.4251 +2025-06-30 21:35:21,601 - pyskl - INFO - Epoch [149][1300/3405] lr: 7.181e-06, eta: 0:42:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3817, loss: 1.3817 +2025-06-30 21:36:07,030 - pyskl - INFO - Epoch [149][1400/3405] lr: 6.923e-06, eta: 0:41:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3686, loss: 1.3686 +2025-06-30 21:36:52,491 - pyskl - INFO - Epoch [149][1500/3405] lr: 6.669e-06, eta: 0:40:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3717, loss: 1.3717 +2025-06-30 21:37:37,940 - pyskl - INFO - Epoch [149][1600/3405] lr: 6.420e-06, eta: 0:40:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3947, loss: 1.3947 +2025-06-30 21:38:23,472 - pyskl - INFO - Epoch [149][1700/3405] lr: 6.176e-06, eta: 0:39:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4034, loss: 1.4034 +2025-06-30 21:39:08,973 - pyskl - INFO - Epoch [149][1800/3405] lr: 5.937e-06, eta: 0:38:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3812, loss: 1.3812 +2025-06-30 21:39:54,517 - pyskl - INFO - Epoch [149][1900/3405] lr: 5.703e-06, eta: 0:37:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3823, loss: 1.3823 +2025-06-30 21:40:40,036 - pyskl - INFO - Epoch [149][2000/3405] lr: 5.473e-06, eta: 0:37:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3811, loss: 1.3811 +2025-06-30 21:41:25,606 - pyskl - INFO - Epoch [149][2100/3405] lr: 5.248e-06, eta: 0:36:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3888, loss: 1.3888 +2025-06-30 21:42:11,088 - pyskl - INFO - Epoch [149][2200/3405] lr: 5.027e-06, eta: 0:35:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3859, loss: 1.3859 +2025-06-30 21:42:56,591 - pyskl - INFO - Epoch [149][2300/3405] lr: 4.812e-06, eta: 0:34:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4012, loss: 1.4012 +2025-06-30 21:43:42,133 - pyskl - INFO - Epoch [149][2400/3405] lr: 4.601e-06, eta: 0:34:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3582, loss: 1.3582 +2025-06-30 21:44:27,655 - pyskl - INFO - Epoch [149][2500/3405] lr: 4.394e-06, eta: 0:33:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3994, loss: 1.3994 +2025-06-30 21:45:13,214 - pyskl - INFO - Epoch [149][2600/3405] lr: 4.193e-06, eta: 0:32:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2937, loss: 1.2937 +2025-06-30 21:45:58,824 - pyskl - INFO - Epoch [149][2700/3405] lr: 3.996e-06, eta: 0:31:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3586, loss: 1.3586 +2025-06-30 21:46:44,470 - pyskl - INFO - Epoch [149][2800/3405] lr: 3.804e-06, eta: 0:30:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3935, loss: 1.3935 +2025-06-30 21:47:30,091 - pyskl - INFO - Epoch [149][2900/3405] lr: 3.617e-06, eta: 0:30:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3760, loss: 1.3760 +2025-06-30 21:48:15,718 - pyskl - INFO - Epoch [149][3000/3405] lr: 3.434e-06, eta: 0:29:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3366, loss: 1.3366 +2025-06-30 21:49:01,350 - pyskl - INFO - Epoch [149][3100/3405] lr: 3.256e-06, eta: 0:28:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3491, loss: 1.3491 +2025-06-30 21:49:46,931 - pyskl - INFO - Epoch [149][3200/3405] lr: 3.083e-06, eta: 0:27:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3701, loss: 1.3701 +2025-06-30 21:50:32,655 - pyskl - INFO - Epoch [149][3300/3405] lr: 2.915e-06, eta: 0:27:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3569, loss: 1.3569 +2025-06-30 21:51:18,251 - pyskl - INFO - Epoch [149][3400/3405] lr: 2.751e-06, eta: 0:26:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3558, loss: 1.3558 +2025-06-30 21:51:20,893 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-06-30 21:55:26,999 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 21:55:27,541 - pyskl - INFO - +top1_acc 0.8940 +top5_acc 0.9794 +2025-06-30 21:55:27,599 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_147.pth was removed +2025-06-30 21:55:28,631 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_149.pth. +2025-06-30 21:55:28,632 - pyskl - INFO - Best top1_acc is 0.8940 at 149 epoch. +2025-06-30 21:55:28,653 - pyskl - INFO - Epoch(val) [149][3718] top1_acc: 0.8940, top5_acc: 0.9794 +2025-06-30 21:56:37,412 - pyskl - INFO - Epoch [150][100/3405] lr: 2.584e-06, eta: 0:25:30, time: 0.688, data_time: 0.232, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3510, loss: 1.3510 +2025-06-30 21:57:22,853 - pyskl - INFO - Epoch [150][200/3405] lr: 2.430e-06, eta: 0:24:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3369, loss: 1.3369 +2025-06-30 21:58:08,308 - pyskl - INFO - Epoch [150][300/3405] lr: 2.281e-06, eta: 0:23:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3521, loss: 1.3521 +2025-06-30 21:58:53,704 - pyskl - INFO - Epoch [150][400/3405] lr: 2.137e-06, eta: 0:23:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3569, loss: 1.3569 +2025-06-30 21:59:39,111 - pyskl - INFO - Epoch [150][500/3405] lr: 1.997e-06, eta: 0:22:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3426, loss: 1.3426 +2025-06-30 22:00:24,524 - pyskl - INFO - Epoch [150][600/3405] lr: 1.862e-06, eta: 0:21:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4010, loss: 1.4010 +2025-06-30 22:01:09,891 - pyskl - INFO - Epoch [150][700/3405] lr: 1.731e-06, eta: 0:20:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4086, loss: 1.4086 +2025-06-30 22:01:55,303 - pyskl - INFO - Epoch [150][800/3405] lr: 1.606e-06, eta: 0:20:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4156, loss: 1.4156 +2025-06-30 22:02:40,700 - pyskl - INFO - Epoch [150][900/3405] lr: 1.485e-06, eta: 0:19:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3809, loss: 1.3809 +2025-06-30 22:03:26,069 - pyskl - INFO - Epoch [150][1000/3405] lr: 1.369e-06, eta: 0:18:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3955, loss: 1.3955 +2025-06-30 22:04:11,339 - pyskl - INFO - Epoch [150][1100/3405] lr: 1.257e-06, eta: 0:17:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3490, loss: 1.3490 +2025-06-30 22:04:56,727 - pyskl - INFO - Epoch [150][1200/3405] lr: 1.151e-06, eta: 0:17:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3961, loss: 1.3961 +2025-06-30 22:05:42,245 - pyskl - INFO - Epoch [150][1300/3405] lr: 1.049e-06, eta: 0:16:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3346, loss: 1.3346 +2025-06-30 22:06:27,810 - pyskl - INFO - Epoch [150][1400/3405] lr: 9.515e-07, eta: 0:15:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3210, loss: 1.3210 +2025-06-30 22:07:13,303 - pyskl - INFO - Epoch [150][1500/3405] lr: 8.590e-07, eta: 0:14:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3762, loss: 1.3762 +2025-06-30 22:07:58,796 - pyskl - INFO - Epoch [150][1600/3405] lr: 7.712e-07, eta: 0:13:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3604, loss: 1.3604 +2025-06-30 22:08:44,252 - pyskl - INFO - Epoch [150][1700/3405] lr: 6.882e-07, eta: 0:13:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3201, loss: 1.3201 +2025-06-30 22:09:29,637 - pyskl - INFO - Epoch [150][1800/3405] lr: 6.099e-07, eta: 0:12:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3551, loss: 1.3551 +2025-06-30 22:10:15,180 - pyskl - INFO - Epoch [150][1900/3405] lr: 5.363e-07, eta: 0:11:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3775, loss: 1.3775 +2025-06-30 22:11:00,809 - pyskl - INFO - Epoch [150][2000/3405] lr: 4.674e-07, eta: 0:10:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3869, loss: 1.3869 +2025-06-30 22:11:46,374 - pyskl - INFO - Epoch [150][2100/3405] lr: 4.033e-07, eta: 0:10:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3542, loss: 1.3542 +2025-06-30 22:12:31,947 - pyskl - INFO - Epoch [150][2200/3405] lr: 3.439e-07, eta: 0:09:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4406, loss: 1.4406 +2025-06-30 22:13:17,539 - pyskl - INFO - Epoch [150][2300/3405] lr: 2.892e-07, eta: 0:08:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4051, loss: 1.4051 +2025-06-30 22:14:03,097 - pyskl - INFO - Epoch [150][2400/3405] lr: 2.393e-07, eta: 0:07:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3928, loss: 1.3928 +2025-06-30 22:14:48,684 - pyskl - INFO - Epoch [150][2500/3405] lr: 1.941e-07, eta: 0:06:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3822, loss: 1.3822 +2025-06-30 22:15:34,172 - pyskl - INFO - Epoch [150][2600/3405] lr: 1.536e-07, eta: 0:06:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3578, loss: 1.3578 +2025-06-30 22:16:19,741 - pyskl - INFO - Epoch [150][2700/3405] lr: 1.179e-07, eta: 0:05:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4135, loss: 1.4135 +2025-06-30 22:17:05,279 - pyskl - INFO - Epoch [150][2800/3405] lr: 8.684e-08, eta: 0:04:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3867, loss: 1.3867 +2025-06-30 22:17:50,831 - pyskl - INFO - Epoch [150][2900/3405] lr: 6.054e-08, eta: 0:03:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3767, loss: 1.3767 +2025-06-30 22:18:36,411 - pyskl - INFO - Epoch [150][3000/3405] lr: 3.898e-08, eta: 0:03:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3431, loss: 1.3431 +2025-06-30 22:19:21,992 - pyskl - INFO - Epoch [150][3100/3405] lr: 2.214e-08, eta: 0:02:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3516, loss: 1.3516 +2025-06-30 22:20:07,609 - pyskl - INFO - Epoch [150][3200/3405] lr: 1.003e-08, eta: 0:01:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3413, loss: 1.3413 +2025-06-30 22:20:53,282 - pyskl - INFO - Epoch [150][3300/3405] lr: 2.657e-09, eta: 0:00:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4076, loss: 1.4076 +2025-06-30 22:21:38,858 - pyskl - INFO - Epoch [150][3400/3405] lr: 8.513e-12, eta: 0:00:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3992, loss: 1.3992 +2025-06-30 22:21:41,480 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-06-30 22:25:47,557 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 22:25:48,103 - pyskl - INFO - +top1_acc 0.8930 +top5_acc 0.9788 +2025-06-30 22:25:48,124 - pyskl - INFO - Epoch(val) [150][3718] top1_acc: 0.8930, top5_acc: 0.9788 +2025-06-30 22:25:59,708 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-06-30 23:00:19,293 - pyskl - INFO - Testing results of the last checkpoint +2025-06-30 23:00:19,293 - pyskl - INFO - top1_acc: 0.8950 +2025-06-30 23:00:19,293 - pyskl - INFO - top5_acc: 0.9797 +2025-06-30 23:00:19,294 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu120_xset/j_1/best_top1_acc_epoch_149.pth +2025-06-30 23:34:41,559 - pyskl - INFO - Testing results of the best checkpoint +2025-06-30 23:34:41,559 - pyskl - INFO - top1_acc: 0.8959 +2025-06-30 23:34:41,559 - pyskl - INFO - top5_acc: 0.9803 diff --git a/ntu120_xset/j_1/best_pred.pkl b/ntu120_xset/j_1/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..7eab06c95a1486164a6fb1b830b731d2a63c3364 --- /dev/null +++ b/ntu120_xset/j_1/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:adf7ed6c35a5705b00ab16f60e0c5d8ef15beeb1ff3b29364ff65eb2164b0a37 +size 43577779 diff --git a/ntu120_xset/j_1/best_top1_acc_epoch_149.pth b/ntu120_xset/j_1/best_top1_acc_epoch_149.pth new file mode 100644 index 0000000000000000000000000000000000000000..89e4a88abb40b5e869a88acdb1f5b99eb3ae9f71 --- /dev/null +++ b/ntu120_xset/j_1/best_top1_acc_epoch_149.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:69f4c0b0b5c6731ba015fe9d8fcb50388be116e4c7af4b59d23a80d35b3ff8d7 +size 16396379 diff --git a/ntu120_xset/j_2/20250627_105246.log b/ntu120_xset/j_2/20250627_105246.log new file mode 100644 index 0000000000000000000000000000000000000000..41701e477f254ce4cd1111db9bb52b801cc05074 --- /dev/null +++ b/ntu120_xset/j_2/20250627_105246.log @@ -0,0 +1,6354 @@ +2025-06-27 10:52:46,178 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-06-27 10:52:46,485 - pyskl - INFO - Config: modality = 'j' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu120_xset/j_2' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='j', + num_classes=120, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=120, + in_channels=384, + work_dir='./work_dirs/ntu120_xset/j_2', + interval_epoch=5, + weight_1=0.3, + weight_2=0.1)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-06-27 10:52:46,486 - pyskl - INFO - Set random seed to 1736545283, deterministic: False +2025-06-27 10:52:59,986 - pyskl - INFO - 54468 videos remain after valid thresholding +2025-06-27 10:53:09,389 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-06-27 10:53:09,431 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2 +2025-06-27 10:53:09,431 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-06-27 10:53:09,431 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-06-27 10:53:09,431 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2 by HardDiskBackend. +2025-06-27 10:54:17,640 - pyskl - INFO - Epoch [1][100/3405] lr: 2.500e-02, eta: 4 days, 0:44:48, time: 0.682, data_time: 0.229, memory: 13267, top1_acc: 0.0119, top5_acc: 0.0506, loss_cls: 13.7270, loss: 13.7270 +2025-06-27 10:55:02,418 - pyskl - INFO - Epoch [1][200/3405] lr: 2.500e-02, eta: 3 days, 8:06:54, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.0088, top5_acc: 0.0469, loss_cls: 11.3541, loss: 11.3541 +2025-06-27 10:55:47,212 - pyskl - INFO - Epoch [1][300/3405] lr: 2.500e-02, eta: 3 days, 2:34:15, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.0150, top5_acc: 0.0694, loss_cls: 11.1936, loss: 11.1936 +2025-06-27 10:56:31,835 - pyskl - INFO - Epoch [1][400/3405] lr: 2.500e-02, eta: 2 days, 23:43:54, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0163, top5_acc: 0.1031, loss_cls: 10.9213, loss: 10.9213 +2025-06-27 10:57:16,447 - pyskl - INFO - Epoch [1][500/3405] lr: 2.500e-02, eta: 2 days, 22:01:13, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0294, top5_acc: 0.1256, loss_cls: 10.6859, loss: 10.6859 +2025-06-27 10:58:00,985 - pyskl - INFO - Epoch [1][600/3405] lr: 2.500e-02, eta: 2 days, 20:51:27, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0325, top5_acc: 0.1500, loss_cls: 10.5762, loss: 10.5762 +2025-06-27 10:58:45,451 - pyskl - INFO - Epoch [1][700/3405] lr: 2.500e-02, eta: 2 days, 20:00:33, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0281, top5_acc: 0.1600, loss_cls: 10.4807, loss: 10.4807 +2025-06-27 10:59:29,857 - pyskl - INFO - Epoch [1][800/3405] lr: 2.500e-02, eta: 2 days, 19:21:33, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.0400, top5_acc: 0.1663, loss_cls: 10.3617, loss: 10.3617 +2025-06-27 11:00:14,309 - pyskl - INFO - Epoch [1][900/3405] lr: 2.500e-02, eta: 2 days, 18:51:28, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0506, top5_acc: 0.1731, loss_cls: 10.3208, loss: 10.3208 +2025-06-27 11:00:58,732 - pyskl - INFO - Epoch [1][1000/3405] lr: 2.500e-02, eta: 2 days, 18:27:02, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.0444, top5_acc: 0.1900, loss_cls: 10.1839, loss: 10.1839 +2025-06-27 11:01:43,241 - pyskl - INFO - Epoch [1][1100/3405] lr: 2.500e-02, eta: 2 days, 18:07:33, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0575, top5_acc: 0.2369, loss_cls: 10.0125, loss: 10.0125 +2025-06-27 11:02:27,758 - pyskl - INFO - Epoch [1][1200/3405] lr: 2.500e-02, eta: 2 days, 17:51:15, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0631, top5_acc: 0.2419, loss_cls: 9.9297, loss: 9.9297 +2025-06-27 11:03:12,275 - pyskl - INFO - Epoch [1][1300/3405] lr: 2.500e-02, eta: 2 days, 17:37:21, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0737, top5_acc: 0.2612, loss_cls: 9.8276, loss: 9.8276 +2025-06-27 11:03:56,856 - pyskl - INFO - Epoch [1][1400/3405] lr: 2.500e-02, eta: 2 days, 17:25:43, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0806, top5_acc: 0.2969, loss_cls: 9.7228, loss: 9.7228 +2025-06-27 11:04:41,375 - pyskl - INFO - Epoch [1][1500/3405] lr: 2.500e-02, eta: 2 days, 17:15:11, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0862, top5_acc: 0.3181, loss_cls: 9.5516, loss: 9.5516 +2025-06-27 11:05:26,035 - pyskl - INFO - Epoch [1][1600/3405] lr: 2.500e-02, eta: 2 days, 17:06:37, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.0806, top5_acc: 0.3350, loss_cls: 9.4450, loss: 9.4450 +2025-06-27 11:06:10,441 - pyskl - INFO - Epoch [1][1700/3405] lr: 2.500e-02, eta: 2 days, 16:57:43, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.0881, top5_acc: 0.3100, loss_cls: 9.5909, loss: 9.5909 +2025-06-27 11:06:54,942 - pyskl - INFO - Epoch [1][1800/3405] lr: 2.500e-02, eta: 2 days, 16:50:09, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0900, top5_acc: 0.3275, loss_cls: 9.3901, loss: 9.3901 +2025-06-27 11:07:39,511 - pyskl - INFO - Epoch [1][1900/3405] lr: 2.500e-02, eta: 2 days, 16:43:37, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1050, top5_acc: 0.3719, loss_cls: 9.2291, loss: 9.2291 +2025-06-27 11:08:24,077 - pyskl - INFO - Epoch [1][2000/3405] lr: 2.500e-02, eta: 2 days, 16:37:39, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0887, top5_acc: 0.3600, loss_cls: 9.2809, loss: 9.2809 +2025-06-27 11:09:08,550 - pyskl - INFO - Epoch [1][2100/3405] lr: 2.500e-02, eta: 2 days, 16:31:49, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1100, top5_acc: 0.3769, loss_cls: 9.1814, loss: 9.1814 +2025-06-27 11:09:53,125 - pyskl - INFO - Epoch [1][2200/3405] lr: 2.500e-02, eta: 2 days, 16:26:49, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1094, top5_acc: 0.4000, loss_cls: 9.1312, loss: 9.1312 +2025-06-27 11:10:37,718 - pyskl - INFO - Epoch [1][2300/3405] lr: 2.500e-02, eta: 2 days, 16:22:16, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1225, top5_acc: 0.4125, loss_cls: 8.9957, loss: 8.9957 +2025-06-27 11:11:22,246 - pyskl - INFO - Epoch [1][2400/3405] lr: 2.500e-02, eta: 2 days, 16:17:48, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1431, top5_acc: 0.4238, loss_cls: 8.9402, loss: 8.9402 +2025-06-27 11:12:06,830 - pyskl - INFO - Epoch [1][2500/3405] lr: 2.500e-02, eta: 2 days, 16:13:50, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1363, top5_acc: 0.4256, loss_cls: 8.9604, loss: 8.9604 +2025-06-27 11:12:51,393 - pyskl - INFO - Epoch [1][2600/3405] lr: 2.500e-02, eta: 2 days, 16:10:02, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1481, top5_acc: 0.4125, loss_cls: 9.0004, loss: 9.0004 +2025-06-27 11:13:36,059 - pyskl - INFO - Epoch [1][2700/3405] lr: 2.500e-02, eta: 2 days, 16:06:47, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.1569, top5_acc: 0.4681, loss_cls: 8.8226, loss: 8.8226 +2025-06-27 11:14:20,647 - pyskl - INFO - Epoch [1][2800/3405] lr: 2.500e-02, eta: 2 days, 16:03:29, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1600, top5_acc: 0.4700, loss_cls: 8.8362, loss: 8.8362 +2025-06-27 11:15:05,290 - pyskl - INFO - Epoch [1][2900/3405] lr: 2.500e-02, eta: 2 days, 16:00:31, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1631, top5_acc: 0.4981, loss_cls: 8.7167, loss: 8.7167 +2025-06-27 11:15:49,769 - pyskl - INFO - Epoch [1][3000/3405] lr: 2.500e-02, eta: 2 days, 15:57:14, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1819, top5_acc: 0.5112, loss_cls: 8.6198, loss: 8.6198 +2025-06-27 11:16:34,348 - pyskl - INFO - Epoch [1][3100/3405] lr: 2.500e-02, eta: 2 days, 15:54:23, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1944, top5_acc: 0.5175, loss_cls: 8.6101, loss: 8.6101 +2025-06-27 11:17:18,954 - pyskl - INFO - Epoch [1][3200/3405] lr: 2.500e-02, eta: 2 days, 15:51:45, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1756, top5_acc: 0.5112, loss_cls: 8.5770, loss: 8.5770 +2025-06-27 11:18:03,601 - pyskl - INFO - Epoch [1][3300/3405] lr: 2.500e-02, eta: 2 days, 15:49:19, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.2050, top5_acc: 0.5162, loss_cls: 8.5022, loss: 8.5022 +2025-06-27 11:18:48,129 - pyskl - INFO - Epoch [1][3400/3405] lr: 2.500e-02, eta: 2 days, 15:46:42, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.2106, top5_acc: 0.5394, loss_cls: 8.4061, loss: 8.4061 +2025-06-27 11:18:50,770 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-06-27 11:22:48,413 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 11:22:49,084 - pyskl - INFO - +top1_acc 0.2316 +top5_acc 0.5544 +2025-06-27 11:22:50,130 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-06-27 11:22:50,132 - pyskl - INFO - Best top1_acc is 0.2316 at 1 epoch. +2025-06-27 11:22:50,151 - pyskl - INFO - Epoch(val) [1][3718] top1_acc: 0.2316, top5_acc: 0.5544 +2025-06-27 11:23:57,391 - pyskl - INFO - Epoch [2][100/3405] lr: 2.500e-02, eta: 2 days, 16:33:28, time: 0.672, data_time: 0.227, memory: 13268, top1_acc: 0.2119, top5_acc: 0.5469, loss_cls: 8.3870, loss: 8.3870 +2025-06-27 11:24:42,190 - pyskl - INFO - Epoch [2][200/3405] lr: 2.500e-02, eta: 2 days, 16:30:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.2144, top5_acc: 0.5600, loss_cls: 8.3436, loss: 8.3436 +2025-06-27 11:25:26,874 - pyskl - INFO - Epoch [2][300/3405] lr: 2.500e-02, eta: 2 days, 16:27:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.2213, top5_acc: 0.5494, loss_cls: 8.3323, loss: 8.3323 +2025-06-27 11:26:11,844 - pyskl - INFO - Epoch [2][400/3405] lr: 2.500e-02, eta: 2 days, 16:24:30, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.1938, top5_acc: 0.5694, loss_cls: 8.2441, loss: 8.2441 +2025-06-27 11:26:56,825 - pyskl - INFO - Epoch [2][500/3405] lr: 2.500e-02, eta: 2 days, 16:22:06, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.2437, top5_acc: 0.5887, loss_cls: 8.1253, loss: 8.1253 +2025-06-27 11:27:41,617 - pyskl - INFO - Epoch [2][600/3405] lr: 2.500e-02, eta: 2 days, 16:19:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.2450, top5_acc: 0.5975, loss_cls: 8.1470, loss: 8.1470 +2025-06-27 11:28:26,181 - pyskl - INFO - Epoch [2][700/3405] lr: 2.500e-02, eta: 2 days, 16:16:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.2494, top5_acc: 0.6075, loss_cls: 8.0384, loss: 8.0384 +2025-06-27 11:29:10,751 - pyskl - INFO - Epoch [2][800/3405] lr: 2.500e-02, eta: 2 days, 16:13:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.2888, top5_acc: 0.6225, loss_cls: 7.8918, loss: 7.8918 +2025-06-27 11:29:55,278 - pyskl - INFO - Epoch [2][900/3405] lr: 2.500e-02, eta: 2 days, 16:10:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.2625, top5_acc: 0.6300, loss_cls: 7.9755, loss: 7.9755 +2025-06-27 11:30:39,871 - pyskl - INFO - Epoch [2][1000/3405] lr: 2.500e-02, eta: 2 days, 16:07:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.2925, top5_acc: 0.6256, loss_cls: 7.8050, loss: 7.8050 +2025-06-27 11:31:24,473 - pyskl - INFO - Epoch [2][1100/3405] lr: 2.500e-02, eta: 2 days, 16:05:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.2669, top5_acc: 0.6288, loss_cls: 7.9843, loss: 7.9843 +2025-06-27 11:32:08,981 - pyskl - INFO - Epoch [2][1200/3405] lr: 2.499e-02, eta: 2 days, 16:02:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.2731, top5_acc: 0.6306, loss_cls: 7.8717, loss: 7.8717 +2025-06-27 11:32:53,641 - pyskl - INFO - Epoch [2][1300/3405] lr: 2.499e-02, eta: 2 days, 15:59:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.2913, top5_acc: 0.6494, loss_cls: 7.8608, loss: 7.8608 +2025-06-27 11:33:38,020 - pyskl - INFO - Epoch [2][1400/3405] lr: 2.499e-02, eta: 2 days, 15:57:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3088, top5_acc: 0.6756, loss_cls: 7.6127, loss: 7.6127 +2025-06-27 11:34:22,452 - pyskl - INFO - Epoch [2][1500/3405] lr: 2.499e-02, eta: 2 days, 15:54:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3019, top5_acc: 0.6544, loss_cls: 7.8045, loss: 7.8045 +2025-06-27 11:35:07,238 - pyskl - INFO - Epoch [2][1600/3405] lr: 2.499e-02, eta: 2 days, 15:52:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.3194, top5_acc: 0.6656, loss_cls: 7.6973, loss: 7.6973 +2025-06-27 11:35:51,674 - pyskl - INFO - Epoch [2][1700/3405] lr: 2.499e-02, eta: 2 days, 15:50:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3225, top5_acc: 0.6863, loss_cls: 7.5571, loss: 7.5571 +2025-06-27 11:36:36,084 - pyskl - INFO - Epoch [2][1800/3405] lr: 2.499e-02, eta: 2 days, 15:47:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3262, top5_acc: 0.6869, loss_cls: 7.6001, loss: 7.6001 +2025-06-27 11:37:20,591 - pyskl - INFO - Epoch [2][1900/3405] lr: 2.499e-02, eta: 2 days, 15:45:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.3381, top5_acc: 0.6800, loss_cls: 7.4801, loss: 7.4801 +2025-06-27 11:38:05,241 - pyskl - INFO - Epoch [2][2000/3405] lr: 2.499e-02, eta: 2 days, 15:43:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3431, top5_acc: 0.6806, loss_cls: 7.4737, loss: 7.4737 +2025-06-27 11:38:49,659 - pyskl - INFO - Epoch [2][2100/3405] lr: 2.499e-02, eta: 2 days, 15:41:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3481, top5_acc: 0.6931, loss_cls: 7.5522, loss: 7.5522 +2025-06-27 11:39:34,144 - pyskl - INFO - Epoch [2][2200/3405] lr: 2.499e-02, eta: 2 days, 15:39:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.3594, top5_acc: 0.7050, loss_cls: 7.3536, loss: 7.3536 +2025-06-27 11:40:18,702 - pyskl - INFO - Epoch [2][2300/3405] lr: 2.499e-02, eta: 2 days, 15:37:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3519, top5_acc: 0.7194, loss_cls: 7.3660, loss: 7.3660 +2025-06-27 11:41:03,417 - pyskl - INFO - Epoch [2][2400/3405] lr: 2.499e-02, eta: 2 days, 15:35:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3544, top5_acc: 0.7150, loss_cls: 7.3262, loss: 7.3262 +2025-06-27 11:41:48,008 - pyskl - INFO - Epoch [2][2500/3405] lr: 2.499e-02, eta: 2 days, 15:33:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3681, top5_acc: 0.7338, loss_cls: 7.2479, loss: 7.2479 +2025-06-27 11:42:32,628 - pyskl - INFO - Epoch [2][2600/3405] lr: 2.499e-02, eta: 2 days, 15:32:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3625, top5_acc: 0.7231, loss_cls: 7.3177, loss: 7.3177 +2025-06-27 11:43:17,495 - pyskl - INFO - Epoch [2][2700/3405] lr: 2.499e-02, eta: 2 days, 15:30:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.3837, top5_acc: 0.7275, loss_cls: 7.1966, loss: 7.1966 +2025-06-27 11:44:02,265 - pyskl - INFO - Epoch [2][2800/3405] lr: 2.499e-02, eta: 2 days, 15:29:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.3594, top5_acc: 0.7450, loss_cls: 7.1954, loss: 7.1954 +2025-06-27 11:44:46,812 - pyskl - INFO - Epoch [2][2900/3405] lr: 2.499e-02, eta: 2 days, 15:27:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.3975, top5_acc: 0.7444, loss_cls: 7.1183, loss: 7.1183 +2025-06-27 11:45:31,254 - pyskl - INFO - Epoch [2][3000/3405] lr: 2.499e-02, eta: 2 days, 15:25:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3862, top5_acc: 0.7625, loss_cls: 7.0118, loss: 7.0118 +2025-06-27 11:46:15,626 - pyskl - INFO - Epoch [2][3100/3405] lr: 2.499e-02, eta: 2 days, 15:23:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4006, top5_acc: 0.7631, loss_cls: 6.9816, loss: 6.9816 +2025-06-27 11:47:00,413 - pyskl - INFO - Epoch [2][3200/3405] lr: 2.499e-02, eta: 2 days, 15:22:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.3969, top5_acc: 0.7562, loss_cls: 6.9921, loss: 6.9921 +2025-06-27 11:47:44,950 - pyskl - INFO - Epoch [2][3300/3405] lr: 2.499e-02, eta: 2 days, 15:20:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.3912, top5_acc: 0.7500, loss_cls: 7.0264, loss: 7.0264 +2025-06-27 11:48:29,485 - pyskl - INFO - Epoch [2][3400/3405] lr: 2.499e-02, eta: 2 days, 15:19:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4325, top5_acc: 0.7675, loss_cls: 6.8385, loss: 6.8385 +2025-06-27 11:48:32,218 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-06-27 11:52:29,877 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 11:52:30,544 - pyskl - INFO - +top1_acc 0.4469 +top5_acc 0.7789 +2025-06-27 11:52:30,603 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_1.pth was removed +2025-06-27 11:52:31,701 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-06-27 11:52:31,702 - pyskl - INFO - Best top1_acc is 0.4469 at 2 epoch. +2025-06-27 11:52:31,725 - pyskl - INFO - Epoch(val) [2][3718] top1_acc: 0.4469, top5_acc: 0.7789 +2025-06-27 11:53:39,309 - pyskl - INFO - Epoch [3][100/3405] lr: 2.499e-02, eta: 2 days, 15:42:37, time: 0.676, data_time: 0.229, memory: 13268, top1_acc: 0.4306, top5_acc: 0.7819, loss_cls: 6.9061, loss: 6.9061 +2025-06-27 11:54:24,150 - pyskl - INFO - Epoch [3][200/3405] lr: 2.499e-02, eta: 2 days, 15:41:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4250, top5_acc: 0.7812, loss_cls: 6.8414, loss: 6.8414 +2025-06-27 11:55:08,814 - pyskl - INFO - Epoch [3][300/3405] lr: 2.499e-02, eta: 2 days, 15:39:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4350, top5_acc: 0.7706, loss_cls: 6.8913, loss: 6.8913 +2025-06-27 11:55:53,509 - pyskl - INFO - Epoch [3][400/3405] lr: 2.499e-02, eta: 2 days, 15:37:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4550, top5_acc: 0.7694, loss_cls: 6.8196, loss: 6.8196 +2025-06-27 11:56:38,167 - pyskl - INFO - Epoch [3][500/3405] lr: 2.499e-02, eta: 2 days, 15:35:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4269, top5_acc: 0.7831, loss_cls: 6.8414, loss: 6.8414 +2025-06-27 11:57:22,853 - pyskl - INFO - Epoch [3][600/3405] lr: 2.499e-02, eta: 2 days, 15:34:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4437, top5_acc: 0.7794, loss_cls: 6.7606, loss: 6.7606 +2025-06-27 11:58:07,453 - pyskl - INFO - Epoch [3][700/3405] lr: 2.499e-02, eta: 2 days, 15:32:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4562, top5_acc: 0.7919, loss_cls: 6.7270, loss: 6.7270 +2025-06-27 11:58:52,030 - pyskl - INFO - Epoch [3][800/3405] lr: 2.499e-02, eta: 2 days, 15:30:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4569, top5_acc: 0.8087, loss_cls: 6.7148, loss: 6.7148 +2025-06-27 11:59:36,674 - pyskl - INFO - Epoch [3][900/3405] lr: 2.499e-02, eta: 2 days, 15:29:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4437, top5_acc: 0.7856, loss_cls: 6.7052, loss: 6.7052 +2025-06-27 12:00:21,338 - pyskl - INFO - Epoch [3][1000/3405] lr: 2.499e-02, eta: 2 days, 15:27:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4269, top5_acc: 0.7969, loss_cls: 6.7252, loss: 6.7252 +2025-06-27 12:01:05,973 - pyskl - INFO - Epoch [3][1100/3405] lr: 2.499e-02, eta: 2 days, 15:25:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4606, top5_acc: 0.8013, loss_cls: 6.6178, loss: 6.6178 +2025-06-27 12:01:50,543 - pyskl - INFO - Epoch [3][1200/3405] lr: 2.498e-02, eta: 2 days, 15:24:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4913, top5_acc: 0.8025, loss_cls: 6.5689, loss: 6.5689 +2025-06-27 12:02:35,206 - pyskl - INFO - Epoch [3][1300/3405] lr: 2.498e-02, eta: 2 days, 15:22:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4756, top5_acc: 0.8125, loss_cls: 6.5153, loss: 6.5153 +2025-06-27 12:03:19,814 - pyskl - INFO - Epoch [3][1400/3405] lr: 2.498e-02, eta: 2 days, 15:21:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4825, top5_acc: 0.8075, loss_cls: 6.5441, loss: 6.5441 +2025-06-27 12:04:04,448 - pyskl - INFO - Epoch [3][1500/3405] lr: 2.498e-02, eta: 2 days, 15:19:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4913, top5_acc: 0.8244, loss_cls: 6.4947, loss: 6.4947 +2025-06-27 12:04:48,964 - pyskl - INFO - Epoch [3][1600/3405] lr: 2.498e-02, eta: 2 days, 15:18:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4575, top5_acc: 0.7981, loss_cls: 6.5933, loss: 6.5933 +2025-06-27 12:05:33,521 - pyskl - INFO - Epoch [3][1700/3405] lr: 2.498e-02, eta: 2 days, 15:16:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4794, top5_acc: 0.7931, loss_cls: 6.6145, loss: 6.6145 +2025-06-27 12:06:18,078 - pyskl - INFO - Epoch [3][1800/3405] lr: 2.498e-02, eta: 2 days, 15:15:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4988, top5_acc: 0.8237, loss_cls: 6.3507, loss: 6.3507 +2025-06-27 12:07:02,775 - pyskl - INFO - Epoch [3][1900/3405] lr: 2.498e-02, eta: 2 days, 15:13:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4625, top5_acc: 0.7963, loss_cls: 6.5864, loss: 6.5864 +2025-06-27 12:07:47,413 - pyskl - INFO - Epoch [3][2000/3405] lr: 2.498e-02, eta: 2 days, 15:12:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4763, top5_acc: 0.8044, loss_cls: 6.5065, loss: 6.5065 +2025-06-27 12:08:32,025 - pyskl - INFO - Epoch [3][2100/3405] lr: 2.498e-02, eta: 2 days, 15:10:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4863, top5_acc: 0.8156, loss_cls: 6.4614, loss: 6.4614 +2025-06-27 12:09:16,667 - pyskl - INFO - Epoch [3][2200/3405] lr: 2.498e-02, eta: 2 days, 15:09:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4913, top5_acc: 0.8037, loss_cls: 6.4350, loss: 6.4350 +2025-06-27 12:10:01,212 - pyskl - INFO - Epoch [3][2300/3405] lr: 2.498e-02, eta: 2 days, 15:07:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5100, top5_acc: 0.8219, loss_cls: 6.2570, loss: 6.2570 +2025-06-27 12:10:45,752 - pyskl - INFO - Epoch [3][2400/3405] lr: 2.498e-02, eta: 2 days, 15:06:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5131, top5_acc: 0.8231, loss_cls: 6.3347, loss: 6.3347 +2025-06-27 12:11:30,158 - pyskl - INFO - Epoch [3][2500/3405] lr: 2.498e-02, eta: 2 days, 15:04:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4981, top5_acc: 0.8187, loss_cls: 6.4415, loss: 6.4415 +2025-06-27 12:12:14,630 - pyskl - INFO - Epoch [3][2600/3405] lr: 2.498e-02, eta: 2 days, 15:03:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4769, top5_acc: 0.8231, loss_cls: 6.4895, loss: 6.4895 +2025-06-27 12:12:59,026 - pyskl - INFO - Epoch [3][2700/3405] lr: 2.498e-02, eta: 2 days, 15:01:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4956, top5_acc: 0.8225, loss_cls: 6.3719, loss: 6.3719 +2025-06-27 12:13:43,601 - pyskl - INFO - Epoch [3][2800/3405] lr: 2.498e-02, eta: 2 days, 15:00:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5150, top5_acc: 0.8275, loss_cls: 6.3635, loss: 6.3635 +2025-06-27 12:14:28,015 - pyskl - INFO - Epoch [3][2900/3405] lr: 2.498e-02, eta: 2 days, 14:59:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5156, top5_acc: 0.8306, loss_cls: 6.1910, loss: 6.1910 +2025-06-27 12:15:12,574 - pyskl - INFO - Epoch [3][3000/3405] lr: 2.498e-02, eta: 2 days, 14:57:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5119, top5_acc: 0.8250, loss_cls: 6.2955, loss: 6.2955 +2025-06-27 12:15:57,108 - pyskl - INFO - Epoch [3][3100/3405] lr: 2.498e-02, eta: 2 days, 14:56:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5150, top5_acc: 0.8263, loss_cls: 6.1618, loss: 6.1618 +2025-06-27 12:16:41,742 - pyskl - INFO - Epoch [3][3200/3405] lr: 2.498e-02, eta: 2 days, 14:55:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5262, top5_acc: 0.8287, loss_cls: 6.1320, loss: 6.1320 +2025-06-27 12:17:26,301 - pyskl - INFO - Epoch [3][3300/3405] lr: 2.498e-02, eta: 2 days, 14:53:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5181, top5_acc: 0.8344, loss_cls: 6.3376, loss: 6.3376 +2025-06-27 12:18:10,944 - pyskl - INFO - Epoch [3][3400/3405] lr: 2.498e-02, eta: 2 days, 14:52:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5194, top5_acc: 0.8488, loss_cls: 6.0504, loss: 6.0504 +2025-06-27 12:18:13,550 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-06-27 12:22:09,334 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 12:22:09,968 - pyskl - INFO - +top1_acc 0.5289 +top5_acc 0.8400 +2025-06-27 12:22:10,020 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_2.pth was removed +2025-06-27 12:22:11,057 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-06-27 12:22:11,059 - pyskl - INFO - Best top1_acc is 0.5289 at 3 epoch. +2025-06-27 12:22:11,080 - pyskl - INFO - Epoch(val) [3][3718] top1_acc: 0.5289, top5_acc: 0.8400 +2025-06-27 12:23:18,251 - pyskl - INFO - Epoch [4][100/3405] lr: 2.497e-02, eta: 2 days, 15:07:42, time: 0.672, data_time: 0.224, memory: 13268, top1_acc: 0.5250, top5_acc: 0.8400, loss_cls: 6.1343, loss: 6.1343 +2025-06-27 12:24:02,921 - pyskl - INFO - Epoch [4][200/3405] lr: 2.497e-02, eta: 2 days, 15:06:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5525, top5_acc: 0.8525, loss_cls: 5.9679, loss: 5.9679 +2025-06-27 12:24:47,477 - pyskl - INFO - Epoch [4][300/3405] lr: 2.497e-02, eta: 2 days, 15:04:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5312, top5_acc: 0.8644, loss_cls: 5.9711, loss: 5.9711 +2025-06-27 12:25:32,094 - pyskl - INFO - Epoch [4][400/3405] lr: 2.497e-02, eta: 2 days, 15:03:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5288, top5_acc: 0.8456, loss_cls: 6.0432, loss: 6.0432 +2025-06-27 12:26:16,713 - pyskl - INFO - Epoch [4][500/3405] lr: 2.497e-02, eta: 2 days, 15:02:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5312, top5_acc: 0.8538, loss_cls: 6.0759, loss: 6.0759 +2025-06-27 12:27:01,285 - pyskl - INFO - Epoch [4][600/3405] lr: 2.497e-02, eta: 2 days, 15:00:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5425, top5_acc: 0.8525, loss_cls: 5.9993, loss: 5.9993 +2025-06-27 12:27:45,919 - pyskl - INFO - Epoch [4][700/3405] lr: 2.497e-02, eta: 2 days, 14:59:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5487, top5_acc: 0.8644, loss_cls: 6.0820, loss: 6.0820 +2025-06-27 12:28:30,496 - pyskl - INFO - Epoch [4][800/3405] lr: 2.497e-02, eta: 2 days, 14:58:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5613, top5_acc: 0.8544, loss_cls: 6.0158, loss: 6.0158 +2025-06-27 12:29:15,086 - pyskl - INFO - Epoch [4][900/3405] lr: 2.497e-02, eta: 2 days, 14:56:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5556, top5_acc: 0.8538, loss_cls: 5.8792, loss: 5.8792 +2025-06-27 12:29:59,685 - pyskl - INFO - Epoch [4][1000/3405] lr: 2.497e-02, eta: 2 days, 14:55:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5487, top5_acc: 0.8612, loss_cls: 6.0556, loss: 6.0556 +2025-06-27 12:30:44,356 - pyskl - INFO - Epoch [4][1100/3405] lr: 2.497e-02, eta: 2 days, 14:54:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5531, top5_acc: 0.8544, loss_cls: 5.9609, loss: 5.9609 +2025-06-27 12:31:28,939 - pyskl - INFO - Epoch [4][1200/3405] lr: 2.497e-02, eta: 2 days, 14:52:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5575, top5_acc: 0.8556, loss_cls: 5.8896, loss: 5.8896 +2025-06-27 12:32:13,550 - pyskl - INFO - Epoch [4][1300/3405] lr: 2.497e-02, eta: 2 days, 14:51:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5325, top5_acc: 0.8625, loss_cls: 5.8767, loss: 5.8767 +2025-06-27 12:32:58,121 - pyskl - INFO - Epoch [4][1400/3405] lr: 2.497e-02, eta: 2 days, 14:50:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5844, top5_acc: 0.8712, loss_cls: 5.8349, loss: 5.8349 +2025-06-27 12:33:42,790 - pyskl - INFO - Epoch [4][1500/3405] lr: 2.497e-02, eta: 2 days, 14:49:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5650, top5_acc: 0.8719, loss_cls: 5.8485, loss: 5.8485 +2025-06-27 12:34:27,354 - pyskl - INFO - Epoch [4][1600/3405] lr: 2.497e-02, eta: 2 days, 14:47:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5431, top5_acc: 0.8594, loss_cls: 5.9981, loss: 5.9981 +2025-06-27 12:35:11,898 - pyskl - INFO - Epoch [4][1700/3405] lr: 2.497e-02, eta: 2 days, 14:46:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5575, top5_acc: 0.8662, loss_cls: 5.8308, loss: 5.8308 +2025-06-27 12:35:56,505 - pyskl - INFO - Epoch [4][1800/3405] lr: 2.497e-02, eta: 2 days, 14:45:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5769, top5_acc: 0.8750, loss_cls: 5.7807, loss: 5.7807 +2025-06-27 12:36:41,415 - pyskl - INFO - Epoch [4][1900/3405] lr: 2.497e-02, eta: 2 days, 14:44:17, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5875, top5_acc: 0.8856, loss_cls: 5.8372, loss: 5.8372 +2025-06-27 12:37:26,250 - pyskl - INFO - Epoch [4][2000/3405] lr: 2.496e-02, eta: 2 days, 14:43:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5962, top5_acc: 0.8706, loss_cls: 5.7693, loss: 5.7693 +2025-06-27 12:38:11,059 - pyskl - INFO - Epoch [4][2100/3405] lr: 2.496e-02, eta: 2 days, 14:42:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5869, top5_acc: 0.8750, loss_cls: 5.8100, loss: 5.8100 +2025-06-27 12:38:55,741 - pyskl - INFO - Epoch [4][2200/3405] lr: 2.496e-02, eta: 2 days, 14:40:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5763, top5_acc: 0.8638, loss_cls: 5.8700, loss: 5.8700 +2025-06-27 12:39:40,434 - pyskl - INFO - Epoch [4][2300/3405] lr: 2.496e-02, eta: 2 days, 14:39:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5825, top5_acc: 0.8694, loss_cls: 5.6859, loss: 5.6859 +2025-06-27 12:40:25,170 - pyskl - INFO - Epoch [4][2400/3405] lr: 2.496e-02, eta: 2 days, 14:38:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5844, top5_acc: 0.8775, loss_cls: 5.8422, loss: 5.8422 +2025-06-27 12:41:09,852 - pyskl - INFO - Epoch [4][2500/3405] lr: 2.496e-02, eta: 2 days, 14:37:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5387, top5_acc: 0.8625, loss_cls: 5.8735, loss: 5.8735 +2025-06-27 12:41:54,644 - pyskl - INFO - Epoch [4][2600/3405] lr: 2.496e-02, eta: 2 days, 14:36:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5737, top5_acc: 0.8862, loss_cls: 5.7970, loss: 5.7970 +2025-06-27 12:42:39,422 - pyskl - INFO - Epoch [4][2700/3405] lr: 2.496e-02, eta: 2 days, 14:35:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5519, top5_acc: 0.8719, loss_cls: 5.9508, loss: 5.9508 +2025-06-27 12:43:24,155 - pyskl - INFO - Epoch [4][2800/3405] lr: 2.496e-02, eta: 2 days, 14:34:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5919, top5_acc: 0.8819, loss_cls: 5.7973, loss: 5.7973 +2025-06-27 12:44:08,856 - pyskl - INFO - Epoch [4][2900/3405] lr: 2.496e-02, eta: 2 days, 14:33:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5850, top5_acc: 0.8688, loss_cls: 5.6749, loss: 5.6749 +2025-06-27 12:44:53,573 - pyskl - INFO - Epoch [4][3000/3405] lr: 2.496e-02, eta: 2 days, 14:32:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5975, top5_acc: 0.8762, loss_cls: 5.6887, loss: 5.6887 +2025-06-27 12:45:38,263 - pyskl - INFO - Epoch [4][3100/3405] lr: 2.496e-02, eta: 2 days, 14:31:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5619, top5_acc: 0.8688, loss_cls: 5.7610, loss: 5.7610 +2025-06-27 12:46:23,063 - pyskl - INFO - Epoch [4][3200/3405] lr: 2.496e-02, eta: 2 days, 14:30:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5887, top5_acc: 0.8919, loss_cls: 5.6373, loss: 5.6373 +2025-06-27 12:47:07,929 - pyskl - INFO - Epoch [4][3300/3405] lr: 2.496e-02, eta: 2 days, 14:29:02, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5544, top5_acc: 0.8700, loss_cls: 5.8924, loss: 5.8924 +2025-06-27 12:47:52,545 - pyskl - INFO - Epoch [4][3400/3405] lr: 2.496e-02, eta: 2 days, 14:27:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5550, top5_acc: 0.8606, loss_cls: 5.8726, loss: 5.8726 +2025-06-27 12:47:55,153 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-06-27 12:51:51,245 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 12:51:51,868 - pyskl - INFO - +top1_acc 0.5831 +top5_acc 0.8761 +2025-06-27 12:51:51,922 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_3.pth was removed +2025-06-27 12:51:52,962 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-06-27 12:51:52,963 - pyskl - INFO - Best top1_acc is 0.5831 at 4 epoch. +2025-06-27 12:51:52,987 - pyskl - INFO - Epoch(val) [4][3718] top1_acc: 0.5831, top5_acc: 0.8761 +2025-06-27 12:53:00,442 - pyskl - INFO - Epoch [5][100/3405] lr: 2.496e-02, eta: 2 days, 14:39:09, time: 0.674, data_time: 0.229, memory: 13268, top1_acc: 0.5925, top5_acc: 0.8706, loss_cls: 5.6455, loss: 5.6455 +2025-06-27 12:53:45,030 - pyskl - INFO - Epoch [5][200/3405] lr: 2.495e-02, eta: 2 days, 14:37:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5994, top5_acc: 0.8906, loss_cls: 5.6099, loss: 5.6099 +2025-06-27 12:54:29,767 - pyskl - INFO - Epoch [5][300/3405] lr: 2.495e-02, eta: 2 days, 14:36:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5913, top5_acc: 0.8912, loss_cls: 5.5536, loss: 5.5536 +2025-06-27 12:55:14,424 - pyskl - INFO - Epoch [5][400/3405] lr: 2.495e-02, eta: 2 days, 14:35:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5806, top5_acc: 0.8906, loss_cls: 5.6014, loss: 5.6014 +2025-06-27 12:55:59,045 - pyskl - INFO - Epoch [5][500/3405] lr: 2.495e-02, eta: 2 days, 14:34:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6000, top5_acc: 0.8962, loss_cls: 5.5140, loss: 5.5140 +2025-06-27 12:56:43,799 - pyskl - INFO - Epoch [5][600/3405] lr: 2.495e-02, eta: 2 days, 14:33:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5837, top5_acc: 0.8962, loss_cls: 5.6247, loss: 5.6247 +2025-06-27 12:57:28,477 - pyskl - INFO - Epoch [5][700/3405] lr: 2.495e-02, eta: 2 days, 14:32:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5825, top5_acc: 0.8875, loss_cls: 5.6929, loss: 5.6929 +2025-06-27 12:58:13,225 - pyskl - INFO - Epoch [5][800/3405] lr: 2.495e-02, eta: 2 days, 14:31:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5962, top5_acc: 0.8744, loss_cls: 5.5694, loss: 5.5694 +2025-06-27 12:58:57,957 - pyskl - INFO - Epoch [5][900/3405] lr: 2.495e-02, eta: 2 days, 14:29:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5781, top5_acc: 0.8831, loss_cls: 5.6027, loss: 5.6027 +2025-06-27 12:59:42,597 - pyskl - INFO - Epoch [5][1000/3405] lr: 2.495e-02, eta: 2 days, 14:28:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5975, top5_acc: 0.8925, loss_cls: 5.6136, loss: 5.6136 +2025-06-27 13:00:27,182 - pyskl - INFO - Epoch [5][1100/3405] lr: 2.495e-02, eta: 2 days, 14:27:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6000, top5_acc: 0.8831, loss_cls: 5.5398, loss: 5.5398 +2025-06-27 13:01:11,706 - pyskl - INFO - Epoch [5][1200/3405] lr: 2.495e-02, eta: 2 days, 14:26:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5956, top5_acc: 0.8762, loss_cls: 5.5803, loss: 5.5803 +2025-06-27 13:01:56,261 - pyskl - INFO - Epoch [5][1300/3405] lr: 2.495e-02, eta: 2 days, 14:25:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6012, top5_acc: 0.8819, loss_cls: 5.5111, loss: 5.5111 +2025-06-27 13:02:40,890 - pyskl - INFO - Epoch [5][1400/3405] lr: 2.495e-02, eta: 2 days, 14:24:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6156, top5_acc: 0.8969, loss_cls: 5.3872, loss: 5.3872 +2025-06-27 13:03:25,473 - pyskl - INFO - Epoch [5][1500/3405] lr: 2.495e-02, eta: 2 days, 14:22:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6156, top5_acc: 0.8950, loss_cls: 5.5582, loss: 5.5582 +2025-06-27 13:04:10,246 - pyskl - INFO - Epoch [5][1600/3405] lr: 2.495e-02, eta: 2 days, 14:21:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5931, top5_acc: 0.8925, loss_cls: 5.4893, loss: 5.4893 +2025-06-27 13:04:55,026 - pyskl - INFO - Epoch [5][1700/3405] lr: 2.494e-02, eta: 2 days, 14:20:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5956, top5_acc: 0.8825, loss_cls: 5.6365, loss: 5.6365 +2025-06-27 13:05:39,860 - pyskl - INFO - Epoch [5][1800/3405] lr: 2.494e-02, eta: 2 days, 14:19:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6131, top5_acc: 0.8912, loss_cls: 5.4945, loss: 5.4945 +2025-06-27 13:06:24,682 - pyskl - INFO - Epoch [5][1900/3405] lr: 2.494e-02, eta: 2 days, 14:18:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6138, top5_acc: 0.8981, loss_cls: 5.4688, loss: 5.4688 +2025-06-27 13:07:09,424 - pyskl - INFO - Epoch [5][2000/3405] lr: 2.494e-02, eta: 2 days, 14:17:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6175, top5_acc: 0.8956, loss_cls: 5.4281, loss: 5.4281 +2025-06-27 13:07:54,146 - pyskl - INFO - Epoch [5][2100/3405] lr: 2.494e-02, eta: 2 days, 14:16:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6044, top5_acc: 0.8906, loss_cls: 5.5961, loss: 5.5961 +2025-06-27 13:08:38,799 - pyskl - INFO - Epoch [5][2200/3405] lr: 2.494e-02, eta: 2 days, 14:15:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6031, top5_acc: 0.8856, loss_cls: 5.5696, loss: 5.5696 +2025-06-27 13:09:23,557 - pyskl - INFO - Epoch [5][2300/3405] lr: 2.494e-02, eta: 2 days, 14:14:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6175, top5_acc: 0.8938, loss_cls: 5.3620, loss: 5.3620 +2025-06-27 13:10:08,101 - pyskl - INFO - Epoch [5][2400/3405] lr: 2.494e-02, eta: 2 days, 14:13:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5769, top5_acc: 0.8781, loss_cls: 5.4960, loss: 5.4960 +2025-06-27 13:10:52,624 - pyskl - INFO - Epoch [5][2500/3405] lr: 2.494e-02, eta: 2 days, 14:12:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6275, top5_acc: 0.8950, loss_cls: 5.4320, loss: 5.4320 +2025-06-27 13:11:37,131 - pyskl - INFO - Epoch [5][2600/3405] lr: 2.494e-02, eta: 2 days, 14:11:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6194, top5_acc: 0.8944, loss_cls: 5.4337, loss: 5.4337 +2025-06-27 13:12:21,732 - pyskl - INFO - Epoch [5][2700/3405] lr: 2.494e-02, eta: 2 days, 14:10:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6294, top5_acc: 0.8994, loss_cls: 5.2871, loss: 5.2871 +2025-06-27 13:13:06,271 - pyskl - INFO - Epoch [5][2800/3405] lr: 2.494e-02, eta: 2 days, 14:08:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6275, top5_acc: 0.8931, loss_cls: 5.3933, loss: 5.3933 +2025-06-27 13:13:50,941 - pyskl - INFO - Epoch [5][2900/3405] lr: 2.494e-02, eta: 2 days, 14:07:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6175, top5_acc: 0.8956, loss_cls: 5.4583, loss: 5.4583 +2025-06-27 13:14:35,655 - pyskl - INFO - Epoch [5][3000/3405] lr: 2.493e-02, eta: 2 days, 14:06:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6244, top5_acc: 0.9038, loss_cls: 5.4557, loss: 5.4557 +2025-06-27 13:15:20,382 - pyskl - INFO - Epoch [5][3100/3405] lr: 2.493e-02, eta: 2 days, 14:05:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6088, top5_acc: 0.8938, loss_cls: 5.4539, loss: 5.4539 +2025-06-27 13:16:04,980 - pyskl - INFO - Epoch [5][3200/3405] lr: 2.493e-02, eta: 2 days, 14:04:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6269, top5_acc: 0.9038, loss_cls: 5.3608, loss: 5.3608 +2025-06-27 13:16:49,714 - pyskl - INFO - Epoch [5][3300/3405] lr: 2.493e-02, eta: 2 days, 14:03:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6350, top5_acc: 0.8944, loss_cls: 5.4118, loss: 5.4118 +2025-06-27 13:17:34,707 - pyskl - INFO - Epoch [5][3400/3405] lr: 2.493e-02, eta: 2 days, 14:02:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6262, top5_acc: 0.8962, loss_cls: 5.3414, loss: 5.3414 +2025-06-27 13:17:37,284 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-06-27 13:37:32,478 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 13:37:33,051 - pyskl - INFO - +top1_acc 0.5980 +top5_acc 0.8842 +2025-06-27 13:37:33,114 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_4.pth was removed +2025-06-27 13:37:34,203 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-06-27 13:37:34,205 - pyskl - INFO - Best top1_acc is 0.5980 at 5 epoch. +2025-06-27 13:37:34,225 - pyskl - INFO - Epoch(val) [5][3718] top1_acc: 0.5980, top5_acc: 0.8842 +2025-06-27 13:38:41,493 - pyskl - INFO - Epoch [6][100/3405] lr: 2.493e-02, eta: 2 days, 14:11:39, time: 0.673, data_time: 0.227, memory: 13268, top1_acc: 0.6206, top5_acc: 0.8981, loss_cls: 5.2976, loss: 5.2976 +2025-06-27 13:39:25,961 - pyskl - INFO - Epoch [6][200/3405] lr: 2.493e-02, eta: 2 days, 14:10:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6081, top5_acc: 0.9000, loss_cls: 5.4564, loss: 5.4564 +2025-06-27 13:40:10,421 - pyskl - INFO - Epoch [6][300/3405] lr: 2.493e-02, eta: 2 days, 14:09:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6069, top5_acc: 0.8950, loss_cls: 5.5643, loss: 5.5643 +2025-06-27 13:40:54,909 - pyskl - INFO - Epoch [6][400/3405] lr: 2.493e-02, eta: 2 days, 14:08:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6188, top5_acc: 0.9044, loss_cls: 5.3321, loss: 5.3321 +2025-06-27 13:41:39,655 - pyskl - INFO - Epoch [6][500/3405] lr: 2.493e-02, eta: 2 days, 14:07:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6350, top5_acc: 0.9044, loss_cls: 5.3326, loss: 5.3326 +2025-06-27 13:42:24,268 - pyskl - INFO - Epoch [6][600/3405] lr: 2.493e-02, eta: 2 days, 14:05:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6094, top5_acc: 0.8888, loss_cls: 5.5166, loss: 5.5166 +2025-06-27 13:43:08,878 - pyskl - INFO - Epoch [6][700/3405] lr: 2.493e-02, eta: 2 days, 14:04:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6200, top5_acc: 0.8894, loss_cls: 5.3497, loss: 5.3497 +2025-06-27 13:43:53,409 - pyskl - INFO - Epoch [6][800/3405] lr: 2.492e-02, eta: 2 days, 14:03:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.9044, loss_cls: 5.3043, loss: 5.3043 +2025-06-27 13:44:37,905 - pyskl - INFO - Epoch [6][900/3405] lr: 2.492e-02, eta: 2 days, 14:02:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6406, top5_acc: 0.9012, loss_cls: 5.3132, loss: 5.3132 +2025-06-27 13:45:22,388 - pyskl - INFO - Epoch [6][1000/3405] lr: 2.492e-02, eta: 2 days, 14:01:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6262, top5_acc: 0.9050, loss_cls: 5.3156, loss: 5.3156 +2025-06-27 13:46:06,882 - pyskl - INFO - Epoch [6][1100/3405] lr: 2.492e-02, eta: 2 days, 14:00:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6312, top5_acc: 0.9044, loss_cls: 5.3009, loss: 5.3009 +2025-06-27 13:46:51,370 - pyskl - INFO - Epoch [6][1200/3405] lr: 2.492e-02, eta: 2 days, 13:59:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6312, top5_acc: 0.8994, loss_cls: 5.2987, loss: 5.2987 +2025-06-27 13:47:35,905 - pyskl - INFO - Epoch [6][1300/3405] lr: 2.492e-02, eta: 2 days, 13:58:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6288, top5_acc: 0.9044, loss_cls: 5.3077, loss: 5.3077 +2025-06-27 13:48:20,386 - pyskl - INFO - Epoch [6][1400/3405] lr: 2.492e-02, eta: 2 days, 13:57:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6462, top5_acc: 0.9075, loss_cls: 5.0895, loss: 5.0895 +2025-06-27 13:49:04,797 - pyskl - INFO - Epoch [6][1500/3405] lr: 2.492e-02, eta: 2 days, 13:55:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6512, top5_acc: 0.9137, loss_cls: 5.2609, loss: 5.2609 +2025-06-27 13:49:49,250 - pyskl - INFO - Epoch [6][1600/3405] lr: 2.492e-02, eta: 2 days, 13:54:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6238, top5_acc: 0.8956, loss_cls: 5.3340, loss: 5.3340 +2025-06-27 13:50:33,701 - pyskl - INFO - Epoch [6][1700/3405] lr: 2.492e-02, eta: 2 days, 13:53:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6550, top5_acc: 0.9056, loss_cls: 5.1503, loss: 5.1503 +2025-06-27 13:51:18,145 - pyskl - INFO - Epoch [6][1800/3405] lr: 2.492e-02, eta: 2 days, 13:52:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6300, top5_acc: 0.9031, loss_cls: 5.2452, loss: 5.2452 +2025-06-27 13:52:02,638 - pyskl - INFO - Epoch [6][1900/3405] lr: 2.492e-02, eta: 2 days, 13:51:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9038, loss_cls: 5.1497, loss: 5.1497 +2025-06-27 13:52:47,180 - pyskl - INFO - Epoch [6][2000/3405] lr: 2.491e-02, eta: 2 days, 13:50:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6462, top5_acc: 0.9069, loss_cls: 5.3392, loss: 5.3392 +2025-06-27 13:53:31,606 - pyskl - INFO - Epoch [6][2100/3405] lr: 2.491e-02, eta: 2 days, 13:49:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6438, top5_acc: 0.9125, loss_cls: 5.2063, loss: 5.2063 +2025-06-27 13:54:16,024 - pyskl - INFO - Epoch [6][2200/3405] lr: 2.491e-02, eta: 2 days, 13:48:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6538, top5_acc: 0.9094, loss_cls: 5.1780, loss: 5.1780 +2025-06-27 13:55:00,626 - pyskl - INFO - Epoch [6][2300/3405] lr: 2.491e-02, eta: 2 days, 13:47:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6394, top5_acc: 0.9081, loss_cls: 5.2635, loss: 5.2635 +2025-06-27 13:55:45,254 - pyskl - INFO - Epoch [6][2400/3405] lr: 2.491e-02, eta: 2 days, 13:46:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6562, top5_acc: 0.9062, loss_cls: 5.1474, loss: 5.1474 +2025-06-27 13:56:29,777 - pyskl - INFO - Epoch [6][2500/3405] lr: 2.491e-02, eta: 2 days, 13:44:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.9125, loss_cls: 5.1590, loss: 5.1590 +2025-06-27 13:57:14,303 - pyskl - INFO - Epoch [6][2600/3405] lr: 2.491e-02, eta: 2 days, 13:43:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6375, top5_acc: 0.9194, loss_cls: 5.2133, loss: 5.2133 +2025-06-27 13:57:58,913 - pyskl - INFO - Epoch [6][2700/3405] lr: 2.491e-02, eta: 2 days, 13:42:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6312, top5_acc: 0.9113, loss_cls: 5.1958, loss: 5.1958 +2025-06-27 13:58:43,482 - pyskl - INFO - Epoch [6][2800/3405] lr: 2.491e-02, eta: 2 days, 13:41:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6569, top5_acc: 0.9113, loss_cls: 5.1440, loss: 5.1440 +2025-06-27 13:59:27,977 - pyskl - INFO - Epoch [6][2900/3405] lr: 2.491e-02, eta: 2 days, 13:40:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9181, loss_cls: 5.1011, loss: 5.1011 +2025-06-27 14:00:12,543 - pyskl - INFO - Epoch [6][3000/3405] lr: 2.491e-02, eta: 2 days, 13:39:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6438, top5_acc: 0.9044, loss_cls: 5.1277, loss: 5.1277 +2025-06-27 14:00:56,975 - pyskl - INFO - Epoch [6][3100/3405] lr: 2.490e-02, eta: 2 days, 13:38:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6613, top5_acc: 0.9131, loss_cls: 5.0992, loss: 5.0992 +2025-06-27 14:01:41,559 - pyskl - INFO - Epoch [6][3200/3405] lr: 2.490e-02, eta: 2 days, 13:37:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6412, top5_acc: 0.8975, loss_cls: 5.2427, loss: 5.2427 +2025-06-27 14:02:26,106 - pyskl - INFO - Epoch [6][3300/3405] lr: 2.490e-02, eta: 2 days, 13:36:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6462, top5_acc: 0.9144, loss_cls: 5.2183, loss: 5.2183 +2025-06-27 14:03:10,560 - pyskl - INFO - Epoch [6][3400/3405] lr: 2.490e-02, eta: 2 days, 13:35:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6700, top5_acc: 0.9062, loss_cls: 5.1522, loss: 5.1522 +2025-06-27 14:03:13,148 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-06-27 14:07:08,661 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 14:07:09,236 - pyskl - INFO - +top1_acc 0.6309 +top5_acc 0.8932 +2025-06-27 14:07:09,297 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_5.pth was removed +2025-06-27 14:07:10,345 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-06-27 14:07:10,346 - pyskl - INFO - Best top1_acc is 0.6309 at 6 epoch. +2025-06-27 14:07:10,365 - pyskl - INFO - Epoch(val) [6][3718] top1_acc: 0.6309, top5_acc: 0.8932 +2025-06-27 14:08:17,760 - pyskl - INFO - Epoch [7][100/3405] lr: 2.490e-02, eta: 2 days, 13:42:43, time: 0.674, data_time: 0.227, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9181, loss_cls: 4.9452, loss: 4.9452 +2025-06-27 14:09:02,335 - pyskl - INFO - Epoch [7][200/3405] lr: 2.490e-02, eta: 2 days, 13:41:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6512, top5_acc: 0.9119, loss_cls: 5.1889, loss: 5.1889 +2025-06-27 14:09:46,974 - pyskl - INFO - Epoch [7][300/3405] lr: 2.490e-02, eta: 2 days, 13:40:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6506, top5_acc: 0.9113, loss_cls: 5.0725, loss: 5.0725 +2025-06-27 14:10:31,514 - pyskl - INFO - Epoch [7][400/3405] lr: 2.490e-02, eta: 2 days, 13:39:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6556, top5_acc: 0.9094, loss_cls: 5.2609, loss: 5.2609 +2025-06-27 14:11:16,014 - pyskl - INFO - Epoch [7][500/3405] lr: 2.490e-02, eta: 2 days, 13:38:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9106, loss_cls: 5.0077, loss: 5.0077 +2025-06-27 14:12:01,067 - pyskl - INFO - Epoch [7][600/3405] lr: 2.490e-02, eta: 2 days, 13:37:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6606, top5_acc: 0.8994, loss_cls: 5.2298, loss: 5.2298 +2025-06-27 14:12:45,913 - pyskl - INFO - Epoch [7][700/3405] lr: 2.489e-02, eta: 2 days, 13:36:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6544, top5_acc: 0.9094, loss_cls: 5.0580, loss: 5.0580 +2025-06-27 14:13:30,508 - pyskl - INFO - Epoch [7][800/3405] lr: 2.489e-02, eta: 2 days, 13:35:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9269, loss_cls: 4.9731, loss: 4.9731 +2025-06-27 14:14:15,157 - pyskl - INFO - Epoch [7][900/3405] lr: 2.489e-02, eta: 2 days, 13:34:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9163, loss_cls: 5.0026, loss: 5.0026 +2025-06-27 14:14:59,666 - pyskl - INFO - Epoch [7][1000/3405] lr: 2.489e-02, eta: 2 days, 13:33:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9062, loss_cls: 5.0405, loss: 5.0405 +2025-06-27 14:15:44,262 - pyskl - INFO - Epoch [7][1100/3405] lr: 2.489e-02, eta: 2 days, 13:32:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6569, top5_acc: 0.9237, loss_cls: 5.1118, loss: 5.1118 +2025-06-27 14:16:28,822 - pyskl - INFO - Epoch [7][1200/3405] lr: 2.489e-02, eta: 2 days, 13:31:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6613, top5_acc: 0.9200, loss_cls: 5.0632, loss: 5.0632 +2025-06-27 14:17:13,384 - pyskl - INFO - Epoch [7][1300/3405] lr: 2.489e-02, eta: 2 days, 13:30:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6475, top5_acc: 0.9075, loss_cls: 5.0872, loss: 5.0872 +2025-06-27 14:17:57,961 - pyskl - INFO - Epoch [7][1400/3405] lr: 2.489e-02, eta: 2 days, 13:29:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6656, top5_acc: 0.9237, loss_cls: 5.0526, loss: 5.0526 +2025-06-27 14:18:42,451 - pyskl - INFO - Epoch [7][1500/3405] lr: 2.489e-02, eta: 2 days, 13:28:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6713, top5_acc: 0.9181, loss_cls: 5.0480, loss: 5.0480 +2025-06-27 14:19:27,010 - pyskl - INFO - Epoch [7][1600/3405] lr: 2.489e-02, eta: 2 days, 13:27:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6575, top5_acc: 0.9094, loss_cls: 5.1382, loss: 5.1382 +2025-06-27 14:20:11,573 - pyskl - INFO - Epoch [7][1700/3405] lr: 2.488e-02, eta: 2 days, 13:26:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9131, loss_cls: 4.9465, loss: 4.9465 +2025-06-27 14:20:56,201 - pyskl - INFO - Epoch [7][1800/3405] lr: 2.488e-02, eta: 2 days, 13:25:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6700, top5_acc: 0.9175, loss_cls: 5.0410, loss: 5.0410 +2025-06-27 14:21:40,880 - pyskl - INFO - Epoch [7][1900/3405] lr: 2.488e-02, eta: 2 days, 13:24:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6538, top5_acc: 0.9006, loss_cls: 5.2192, loss: 5.2192 +2025-06-27 14:22:25,482 - pyskl - INFO - Epoch [7][2000/3405] lr: 2.488e-02, eta: 2 days, 13:23:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6656, top5_acc: 0.9194, loss_cls: 5.0088, loss: 5.0088 +2025-06-27 14:23:09,945 - pyskl - INFO - Epoch [7][2100/3405] lr: 2.488e-02, eta: 2 days, 13:22:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9263, loss_cls: 5.0046, loss: 5.0046 +2025-06-27 14:23:54,311 - pyskl - INFO - Epoch [7][2200/3405] lr: 2.488e-02, eta: 2 days, 13:21:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6587, top5_acc: 0.9225, loss_cls: 5.0797, loss: 5.0797 +2025-06-27 14:24:38,836 - pyskl - INFO - Epoch [7][2300/3405] lr: 2.488e-02, eta: 2 days, 13:20:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6500, top5_acc: 0.9075, loss_cls: 5.0609, loss: 5.0609 +2025-06-27 14:25:23,438 - pyskl - INFO - Epoch [7][2400/3405] lr: 2.488e-02, eta: 2 days, 13:19:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6550, top5_acc: 0.9181, loss_cls: 5.1105, loss: 5.1105 +2025-06-27 14:26:08,248 - pyskl - INFO - Epoch [7][2500/3405] lr: 2.488e-02, eta: 2 days, 13:18:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6613, top5_acc: 0.9206, loss_cls: 5.0516, loss: 5.0516 +2025-06-27 14:26:52,846 - pyskl - INFO - Epoch [7][2600/3405] lr: 2.487e-02, eta: 2 days, 13:17:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9237, loss_cls: 4.9602, loss: 4.9602 +2025-06-27 14:27:37,376 - pyskl - INFO - Epoch [7][2700/3405] lr: 2.487e-02, eta: 2 days, 13:16:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6606, top5_acc: 0.9244, loss_cls: 4.9704, loss: 4.9704 +2025-06-27 14:28:21,937 - pyskl - INFO - Epoch [7][2800/3405] lr: 2.487e-02, eta: 2 days, 13:15:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6713, top5_acc: 0.9244, loss_cls: 4.9256, loss: 4.9256 +2025-06-27 14:29:06,367 - pyskl - INFO - Epoch [7][2900/3405] lr: 2.487e-02, eta: 2 days, 13:14:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6456, top5_acc: 0.9119, loss_cls: 5.0464, loss: 5.0464 +2025-06-27 14:29:50,760 - pyskl - INFO - Epoch [7][3000/3405] lr: 2.487e-02, eta: 2 days, 13:13:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6637, top5_acc: 0.9156, loss_cls: 5.0076, loss: 5.0076 +2025-06-27 14:30:35,194 - pyskl - INFO - Epoch [7][3100/3405] lr: 2.487e-02, eta: 2 days, 13:12:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6637, top5_acc: 0.9044, loss_cls: 5.0276, loss: 5.0276 +2025-06-27 14:31:19,769 - pyskl - INFO - Epoch [7][3200/3405] lr: 2.487e-02, eta: 2 days, 13:11:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9231, loss_cls: 4.9146, loss: 4.9146 +2025-06-27 14:32:04,300 - pyskl - INFO - Epoch [7][3300/3405] lr: 2.487e-02, eta: 2 days, 13:10:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9237, loss_cls: 4.9271, loss: 4.9271 +2025-06-27 14:32:48,770 - pyskl - INFO - Epoch [7][3400/3405] lr: 2.487e-02, eta: 2 days, 13:09:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9250, loss_cls: 4.9289, loss: 4.9289 +2025-06-27 14:32:51,400 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-06-27 14:36:46,727 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 14:36:47,339 - pyskl - INFO - +top1_acc 0.6438 +top5_acc 0.8975 +2025-06-27 14:36:47,391 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_6.pth was removed +2025-06-27 14:36:48,419 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-06-27 14:36:48,420 - pyskl - INFO - Best top1_acc is 0.6438 at 7 epoch. +2025-06-27 14:36:48,440 - pyskl - INFO - Epoch(val) [7][3718] top1_acc: 0.6438, top5_acc: 0.8975 +2025-06-27 14:37:55,466 - pyskl - INFO - Epoch [8][100/3405] lr: 2.486e-02, eta: 2 days, 13:15:16, time: 0.670, data_time: 0.225, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9281, loss_cls: 4.9061, loss: 4.9061 +2025-06-27 14:38:39,890 - pyskl - INFO - Epoch [8][200/3405] lr: 2.486e-02, eta: 2 days, 13:14:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9350, loss_cls: 4.7662, loss: 4.7662 +2025-06-27 14:39:24,381 - pyskl - INFO - Epoch [8][300/3405] lr: 2.486e-02, eta: 2 days, 13:13:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9269, loss_cls: 4.7886, loss: 4.7886 +2025-06-27 14:40:09,024 - pyskl - INFO - Epoch [8][400/3405] lr: 2.486e-02, eta: 2 days, 13:12:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9244, loss_cls: 4.9322, loss: 4.9322 +2025-06-27 14:40:53,590 - pyskl - INFO - Epoch [8][500/3405] lr: 2.486e-02, eta: 2 days, 13:11:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6713, top5_acc: 0.9206, loss_cls: 4.8505, loss: 4.8505 +2025-06-27 14:41:38,101 - pyskl - INFO - Epoch [8][600/3405] lr: 2.486e-02, eta: 2 days, 13:10:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9213, loss_cls: 4.9907, loss: 4.9907 +2025-06-27 14:42:22,875 - pyskl - INFO - Epoch [8][700/3405] lr: 2.486e-02, eta: 2 days, 13:09:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9300, loss_cls: 4.9448, loss: 4.9448 +2025-06-27 14:43:07,466 - pyskl - INFO - Epoch [8][800/3405] lr: 2.486e-02, eta: 2 days, 13:08:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9275, loss_cls: 4.8416, loss: 4.8416 +2025-06-27 14:43:51,947 - pyskl - INFO - Epoch [8][900/3405] lr: 2.486e-02, eta: 2 days, 13:07:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6750, top5_acc: 0.9100, loss_cls: 4.9627, loss: 4.9627 +2025-06-27 14:44:36,449 - pyskl - INFO - Epoch [8][1000/3405] lr: 2.485e-02, eta: 2 days, 13:06:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9219, loss_cls: 4.8216, loss: 4.8216 +2025-06-27 14:45:20,957 - pyskl - INFO - Epoch [8][1100/3405] lr: 2.485e-02, eta: 2 days, 13:05:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9281, loss_cls: 4.9441, loss: 4.9441 +2025-06-27 14:46:05,458 - pyskl - INFO - Epoch [8][1200/3405] lr: 2.485e-02, eta: 2 days, 13:04:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9263, loss_cls: 4.8430, loss: 4.8430 +2025-06-27 14:46:49,903 - pyskl - INFO - Epoch [8][1300/3405] lr: 2.485e-02, eta: 2 days, 13:03:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6581, top5_acc: 0.9106, loss_cls: 5.0532, loss: 5.0532 +2025-06-27 14:47:34,315 - pyskl - INFO - Epoch [8][1400/3405] lr: 2.485e-02, eta: 2 days, 13:02:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9306, loss_cls: 4.8687, loss: 4.8687 +2025-06-27 14:48:18,684 - pyskl - INFO - Epoch [8][1500/3405] lr: 2.485e-02, eta: 2 days, 13:01:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6631, top5_acc: 0.9225, loss_cls: 5.0412, loss: 5.0412 +2025-06-27 14:49:03,078 - pyskl - INFO - Epoch [8][1600/3405] lr: 2.485e-02, eta: 2 days, 13:00:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9275, loss_cls: 4.8510, loss: 4.8510 +2025-06-27 14:49:47,531 - pyskl - INFO - Epoch [8][1700/3405] lr: 2.485e-02, eta: 2 days, 12:59:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9175, loss_cls: 4.8419, loss: 4.8419 +2025-06-27 14:50:31,946 - pyskl - INFO - Epoch [8][1800/3405] lr: 2.484e-02, eta: 2 days, 12:58:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9250, loss_cls: 4.8483, loss: 4.8483 +2025-06-27 14:51:16,441 - pyskl - INFO - Epoch [8][1900/3405] lr: 2.484e-02, eta: 2 days, 12:57:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9181, loss_cls: 4.9398, loss: 4.9398 +2025-06-27 14:52:00,928 - pyskl - INFO - Epoch [8][2000/3405] lr: 2.484e-02, eta: 2 days, 12:56:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9087, loss_cls: 4.9169, loss: 4.9169 +2025-06-27 14:52:45,424 - pyskl - INFO - Epoch [8][2100/3405] lr: 2.484e-02, eta: 2 days, 12:55:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9237, loss_cls: 4.8574, loss: 4.8574 +2025-06-27 14:53:29,806 - pyskl - INFO - Epoch [8][2200/3405] lr: 2.484e-02, eta: 2 days, 12:54:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9175, loss_cls: 4.8759, loss: 4.8759 +2025-06-27 14:54:14,351 - pyskl - INFO - Epoch [8][2300/3405] lr: 2.484e-02, eta: 2 days, 12:53:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9356, loss_cls: 4.8195, loss: 4.8195 +2025-06-27 14:54:58,963 - pyskl - INFO - Epoch [8][2400/3405] lr: 2.484e-02, eta: 2 days, 12:52:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9250, loss_cls: 4.6507, loss: 4.6507 +2025-06-27 14:55:43,514 - pyskl - INFO - Epoch [8][2500/3405] lr: 2.484e-02, eta: 2 days, 12:51:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9281, loss_cls: 4.8514, loss: 4.8514 +2025-06-27 14:56:27,964 - pyskl - INFO - Epoch [8][2600/3405] lr: 2.484e-02, eta: 2 days, 12:50:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9231, loss_cls: 4.8136, loss: 4.8136 +2025-06-27 14:57:12,455 - pyskl - INFO - Epoch [8][2700/3405] lr: 2.483e-02, eta: 2 days, 12:49:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6631, top5_acc: 0.9187, loss_cls: 4.9732, loss: 4.9732 +2025-06-27 14:57:56,954 - pyskl - INFO - Epoch [8][2800/3405] lr: 2.483e-02, eta: 2 days, 12:48:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9350, loss_cls: 4.8813, loss: 4.8813 +2025-06-27 14:58:41,326 - pyskl - INFO - Epoch [8][2900/3405] lr: 2.483e-02, eta: 2 days, 12:47:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6631, top5_acc: 0.9169, loss_cls: 5.0048, loss: 5.0048 +2025-06-27 14:59:25,908 - pyskl - INFO - Epoch [8][3000/3405] lr: 2.483e-02, eta: 2 days, 12:46:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9287, loss_cls: 4.8115, loss: 4.8115 +2025-06-27 15:00:10,640 - pyskl - INFO - Epoch [8][3100/3405] lr: 2.483e-02, eta: 2 days, 12:45:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9150, loss_cls: 4.9259, loss: 4.9259 +2025-06-27 15:00:55,167 - pyskl - INFO - Epoch [8][3200/3405] lr: 2.483e-02, eta: 2 days, 12:44:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9331, loss_cls: 4.7986, loss: 4.7986 +2025-06-27 15:01:39,682 - pyskl - INFO - Epoch [8][3300/3405] lr: 2.483e-02, eta: 2 days, 12:43:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9256, loss_cls: 4.8922, loss: 4.8922 +2025-06-27 15:02:24,332 - pyskl - INFO - Epoch [8][3400/3405] lr: 2.483e-02, eta: 2 days, 12:42:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9275, loss_cls: 4.8825, loss: 4.8825 +2025-06-27 15:02:26,892 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-06-27 15:06:23,853 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 15:06:24,522 - pyskl - INFO - +top1_acc 0.6706 +top5_acc 0.9111 +2025-06-27 15:06:24,575 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_7.pth was removed +2025-06-27 15:06:25,605 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2025-06-27 15:06:25,606 - pyskl - INFO - Best top1_acc is 0.6706 at 8 epoch. +2025-06-27 15:06:25,627 - pyskl - INFO - Epoch(val) [8][3718] top1_acc: 0.6706, top5_acc: 0.9111 +2025-06-27 15:07:33,340 - pyskl - INFO - Epoch [9][100/3405] lr: 2.482e-02, eta: 2 days, 12:47:51, time: 0.677, data_time: 0.230, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9294, loss_cls: 4.8239, loss: 4.8239 +2025-06-27 15:08:18,106 - pyskl - INFO - Epoch [9][200/3405] lr: 2.482e-02, eta: 2 days, 12:46:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9350, loss_cls: 4.6793, loss: 4.6793 +2025-06-27 15:09:02,799 - pyskl - INFO - Epoch [9][300/3405] lr: 2.482e-02, eta: 2 days, 12:46:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9256, loss_cls: 4.8423, loss: 4.8423 +2025-06-27 15:09:47,381 - pyskl - INFO - Epoch [9][400/3405] lr: 2.482e-02, eta: 2 days, 12:45:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9175, loss_cls: 4.8225, loss: 4.8225 +2025-06-27 15:10:32,058 - pyskl - INFO - Epoch [9][500/3405] lr: 2.482e-02, eta: 2 days, 12:44:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9237, loss_cls: 4.7779, loss: 4.7779 +2025-06-27 15:11:16,731 - pyskl - INFO - Epoch [9][600/3405] lr: 2.482e-02, eta: 2 days, 12:43:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9350, loss_cls: 4.7208, loss: 4.7208 +2025-06-27 15:12:01,316 - pyskl - INFO - Epoch [9][700/3405] lr: 2.482e-02, eta: 2 days, 12:42:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9169, loss_cls: 4.9215, loss: 4.9215 +2025-06-27 15:12:46,040 - pyskl - INFO - Epoch [9][800/3405] lr: 2.481e-02, eta: 2 days, 12:41:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9269, loss_cls: 4.8211, loss: 4.8211 +2025-06-27 15:13:30,623 - pyskl - INFO - Epoch [9][900/3405] lr: 2.481e-02, eta: 2 days, 12:40:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9300, loss_cls: 4.8859, loss: 4.8859 +2025-06-27 15:14:15,170 - pyskl - INFO - Epoch [9][1000/3405] lr: 2.481e-02, eta: 2 days, 12:39:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9300, loss_cls: 4.7575, loss: 4.7575 +2025-06-27 15:14:59,670 - pyskl - INFO - Epoch [9][1100/3405] lr: 2.481e-02, eta: 2 days, 12:38:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9356, loss_cls: 4.7847, loss: 4.7847 +2025-06-27 15:15:44,259 - pyskl - INFO - Epoch [9][1200/3405] lr: 2.481e-02, eta: 2 days, 12:37:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9225, loss_cls: 4.8420, loss: 4.8420 +2025-06-27 15:16:28,787 - pyskl - INFO - Epoch [9][1300/3405] lr: 2.481e-02, eta: 2 days, 12:36:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9294, loss_cls: 4.8377, loss: 4.8377 +2025-06-27 15:17:13,309 - pyskl - INFO - Epoch [9][1400/3405] lr: 2.481e-02, eta: 2 days, 12:35:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9350, loss_cls: 4.7900, loss: 4.7900 +2025-06-27 15:17:57,754 - pyskl - INFO - Epoch [9][1500/3405] lr: 2.481e-02, eta: 2 days, 12:34:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9269, loss_cls: 4.8990, loss: 4.8990 +2025-06-27 15:18:42,231 - pyskl - INFO - Epoch [9][1600/3405] lr: 2.480e-02, eta: 2 days, 12:33:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9275, loss_cls: 4.6833, loss: 4.6833 +2025-06-27 15:19:26,706 - pyskl - INFO - Epoch [9][1700/3405] lr: 2.480e-02, eta: 2 days, 12:32:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9263, loss_cls: 4.9158, loss: 4.9158 +2025-06-27 15:20:11,183 - pyskl - INFO - Epoch [9][1800/3405] lr: 2.480e-02, eta: 2 days, 12:31:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9313, loss_cls: 4.6828, loss: 4.6828 +2025-06-27 15:20:55,670 - pyskl - INFO - Epoch [9][1900/3405] lr: 2.480e-02, eta: 2 days, 12:30:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6731, top5_acc: 0.9206, loss_cls: 4.8972, loss: 4.8972 +2025-06-27 15:21:40,207 - pyskl - INFO - Epoch [9][2000/3405] lr: 2.480e-02, eta: 2 days, 12:29:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9219, loss_cls: 4.8988, loss: 4.8988 +2025-06-27 15:22:24,733 - pyskl - INFO - Epoch [9][2100/3405] lr: 2.480e-02, eta: 2 days, 12:28:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9281, loss_cls: 4.8641, loss: 4.8641 +2025-06-27 15:23:09,208 - pyskl - INFO - Epoch [9][2200/3405] lr: 2.480e-02, eta: 2 days, 12:27:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9156, loss_cls: 4.9440, loss: 4.9440 +2025-06-27 15:23:53,716 - pyskl - INFO - Epoch [9][2300/3405] lr: 2.479e-02, eta: 2 days, 12:26:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9244, loss_cls: 4.8713, loss: 4.8713 +2025-06-27 15:24:38,204 - pyskl - INFO - Epoch [9][2400/3405] lr: 2.479e-02, eta: 2 days, 12:26:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9306, loss_cls: 4.8094, loss: 4.8094 +2025-06-27 15:25:22,616 - pyskl - INFO - Epoch [9][2500/3405] lr: 2.479e-02, eta: 2 days, 12:25:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9263, loss_cls: 4.7579, loss: 4.7579 +2025-06-27 15:26:07,153 - pyskl - INFO - Epoch [9][2600/3405] lr: 2.479e-02, eta: 2 days, 12:24:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9269, loss_cls: 4.7793, loss: 4.7793 +2025-06-27 15:26:51,617 - pyskl - INFO - Epoch [9][2700/3405] lr: 2.479e-02, eta: 2 days, 12:23:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9269, loss_cls: 4.7078, loss: 4.7078 +2025-06-27 15:27:36,151 - pyskl - INFO - Epoch [9][2800/3405] lr: 2.479e-02, eta: 2 days, 12:22:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9213, loss_cls: 4.7362, loss: 4.7362 +2025-06-27 15:28:20,826 - pyskl - INFO - Epoch [9][2900/3405] lr: 2.479e-02, eta: 2 days, 12:21:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9337, loss_cls: 4.6470, loss: 4.6470 +2025-06-27 15:29:05,326 - pyskl - INFO - Epoch [9][3000/3405] lr: 2.478e-02, eta: 2 days, 12:20:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9194, loss_cls: 4.9735, loss: 4.9735 +2025-06-27 15:29:49,862 - pyskl - INFO - Epoch [9][3100/3405] lr: 2.478e-02, eta: 2 days, 12:19:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9375, loss_cls: 4.5303, loss: 4.5303 +2025-06-27 15:30:34,496 - pyskl - INFO - Epoch [9][3200/3405] lr: 2.478e-02, eta: 2 days, 12:18:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9313, loss_cls: 4.7494, loss: 4.7494 +2025-06-27 15:31:19,072 - pyskl - INFO - Epoch [9][3300/3405] lr: 2.478e-02, eta: 2 days, 12:17:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9275, loss_cls: 4.8748, loss: 4.8748 +2025-06-27 15:32:03,541 - pyskl - INFO - Epoch [9][3400/3405] lr: 2.478e-02, eta: 2 days, 12:16:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9325, loss_cls: 4.7477, loss: 4.7477 +2025-06-27 15:32:06,155 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-06-27 15:36:02,898 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 15:36:03,535 - pyskl - INFO - +top1_acc 0.6690 +top5_acc 0.9129 +2025-06-27 15:36:03,556 - pyskl - INFO - Epoch(val) [9][3718] top1_acc: 0.6690, top5_acc: 0.9129 +2025-06-27 15:37:10,719 - pyskl - INFO - Epoch [10][100/3405] lr: 2.478e-02, eta: 2 days, 12:21:01, time: 0.672, data_time: 0.226, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9369, loss_cls: 4.7603, loss: 4.7603 +2025-06-27 15:37:55,355 - pyskl - INFO - Epoch [10][200/3405] lr: 2.478e-02, eta: 2 days, 12:20:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9481, loss_cls: 4.5777, loss: 4.5777 +2025-06-27 15:38:39,956 - pyskl - INFO - Epoch [10][300/3405] lr: 2.477e-02, eta: 2 days, 12:19:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9381, loss_cls: 4.5984, loss: 4.5984 +2025-06-27 15:39:24,562 - pyskl - INFO - Epoch [10][400/3405] lr: 2.477e-02, eta: 2 days, 12:18:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9400, loss_cls: 4.7685, loss: 4.7685 +2025-06-27 15:40:09,142 - pyskl - INFO - Epoch [10][500/3405] lr: 2.477e-02, eta: 2 days, 12:17:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9294, loss_cls: 4.7533, loss: 4.7533 +2025-06-27 15:40:53,839 - pyskl - INFO - Epoch [10][600/3405] lr: 2.477e-02, eta: 2 days, 12:16:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9344, loss_cls: 4.7309, loss: 4.7309 +2025-06-27 15:41:38,399 - pyskl - INFO - Epoch [10][700/3405] lr: 2.477e-02, eta: 2 days, 12:15:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9325, loss_cls: 4.6919, loss: 4.6919 +2025-06-27 15:42:22,845 - pyskl - INFO - Epoch [10][800/3405] lr: 2.477e-02, eta: 2 days, 12:14:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9313, loss_cls: 4.8942, loss: 4.8942 +2025-06-27 15:43:07,457 - pyskl - INFO - Epoch [10][900/3405] lr: 2.477e-02, eta: 2 days, 12:13:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9319, loss_cls: 4.6311, loss: 4.6311 +2025-06-27 15:43:52,049 - pyskl - INFO - Epoch [10][1000/3405] lr: 2.476e-02, eta: 2 days, 12:12:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9387, loss_cls: 4.7231, loss: 4.7231 +2025-06-27 15:44:36,506 - pyskl - INFO - Epoch [10][1100/3405] lr: 2.476e-02, eta: 2 days, 12:11:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9369, loss_cls: 4.5932, loss: 4.5932 +2025-06-27 15:45:20,829 - pyskl - INFO - Epoch [10][1200/3405] lr: 2.476e-02, eta: 2 days, 12:10:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9419, loss_cls: 4.6498, loss: 4.6498 +2025-06-27 15:46:05,388 - pyskl - INFO - Epoch [10][1300/3405] lr: 2.476e-02, eta: 2 days, 12:09:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9306, loss_cls: 4.7906, loss: 4.7906 +2025-06-27 15:46:49,831 - pyskl - INFO - Epoch [10][1400/3405] lr: 2.476e-02, eta: 2 days, 12:08:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9356, loss_cls: 4.8271, loss: 4.8271 +2025-06-27 15:47:34,234 - pyskl - INFO - Epoch [10][1500/3405] lr: 2.476e-02, eta: 2 days, 12:07:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9344, loss_cls: 4.6482, loss: 4.6482 +2025-06-27 15:48:18,562 - pyskl - INFO - Epoch [10][1600/3405] lr: 2.475e-02, eta: 2 days, 12:06:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9294, loss_cls: 4.6265, loss: 4.6265 +2025-06-27 15:49:03,082 - pyskl - INFO - Epoch [10][1700/3405] lr: 2.475e-02, eta: 2 days, 12:06:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9325, loss_cls: 4.7357, loss: 4.7357 +2025-06-27 15:49:47,799 - pyskl - INFO - Epoch [10][1800/3405] lr: 2.475e-02, eta: 2 days, 12:05:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9331, loss_cls: 4.5897, loss: 4.5897 +2025-06-27 15:50:32,394 - pyskl - INFO - Epoch [10][1900/3405] lr: 2.475e-02, eta: 2 days, 12:04:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9275, loss_cls: 4.6826, loss: 4.6826 +2025-06-27 15:51:16,919 - pyskl - INFO - Epoch [10][2000/3405] lr: 2.475e-02, eta: 2 days, 12:03:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9356, loss_cls: 4.6417, loss: 4.6417 +2025-06-27 15:52:01,299 - pyskl - INFO - Epoch [10][2100/3405] lr: 2.475e-02, eta: 2 days, 12:02:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9419, loss_cls: 4.6029, loss: 4.6029 +2025-06-27 15:52:45,716 - pyskl - INFO - Epoch [10][2200/3405] lr: 2.475e-02, eta: 2 days, 12:01:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9344, loss_cls: 4.7792, loss: 4.7792 +2025-06-27 15:53:30,185 - pyskl - INFO - Epoch [10][2300/3405] lr: 2.474e-02, eta: 2 days, 12:00:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9313, loss_cls: 4.6060, loss: 4.6060 +2025-06-27 15:54:14,635 - pyskl - INFO - Epoch [10][2400/3405] lr: 2.474e-02, eta: 2 days, 11:59:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9337, loss_cls: 4.7394, loss: 4.7394 +2025-06-27 15:54:59,055 - pyskl - INFO - Epoch [10][2500/3405] lr: 2.474e-02, eta: 2 days, 11:58:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9306, loss_cls: 4.6800, loss: 4.6800 +2025-06-27 15:55:43,542 - pyskl - INFO - Epoch [10][2600/3405] lr: 2.474e-02, eta: 2 days, 11:57:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9400, loss_cls: 4.6954, loss: 4.6954 +2025-06-27 15:56:27,975 - pyskl - INFO - Epoch [10][2700/3405] lr: 2.474e-02, eta: 2 days, 11:56:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9325, loss_cls: 4.7434, loss: 4.7434 +2025-06-27 15:57:12,351 - pyskl - INFO - Epoch [10][2800/3405] lr: 2.474e-02, eta: 2 days, 11:55:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9231, loss_cls: 4.7107, loss: 4.7107 +2025-06-27 15:57:56,735 - pyskl - INFO - Epoch [10][2900/3405] lr: 2.473e-02, eta: 2 days, 11:54:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9350, loss_cls: 4.6464, loss: 4.6464 +2025-06-27 15:58:41,166 - pyskl - INFO - Epoch [10][3000/3405] lr: 2.473e-02, eta: 2 days, 11:53:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9337, loss_cls: 4.6738, loss: 4.6738 +2025-06-27 15:59:25,591 - pyskl - INFO - Epoch [10][3100/3405] lr: 2.473e-02, eta: 2 days, 11:52:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9275, loss_cls: 4.7872, loss: 4.7872 +2025-06-27 16:00:10,289 - pyskl - INFO - Epoch [10][3200/3405] lr: 2.473e-02, eta: 2 days, 11:52:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9350, loss_cls: 4.7030, loss: 4.7030 +2025-06-27 16:00:55,049 - pyskl - INFO - Epoch [10][3300/3405] lr: 2.473e-02, eta: 2 days, 11:51:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9350, loss_cls: 4.6971, loss: 4.6971 +2025-06-27 16:01:39,794 - pyskl - INFO - Epoch [10][3400/3405] lr: 2.473e-02, eta: 2 days, 11:50:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9206, loss_cls: 4.6873, loss: 4.6873 +2025-06-27 16:01:42,334 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-06-27 16:19:53,053 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 16:19:53,623 - pyskl - INFO - +top1_acc 0.6805 +top5_acc 0.9141 +2025-06-27 16:19:53,705 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_8.pth was removed +2025-06-27 16:19:54,827 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2025-06-27 16:19:54,830 - pyskl - INFO - Best top1_acc is 0.6805 at 10 epoch. +2025-06-27 16:19:54,884 - pyskl - INFO - Epoch(val) [10][3718] top1_acc: 0.6805, top5_acc: 0.9141 +2025-06-27 16:21:02,854 - pyskl - INFO - Epoch [11][100/3405] lr: 2.473e-02, eta: 2 days, 11:54:22, time: 0.680, data_time: 0.231, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9350, loss_cls: 4.6457, loss: 4.6457 +2025-06-27 16:21:47,775 - pyskl - INFO - Epoch [11][200/3405] lr: 2.472e-02, eta: 2 days, 11:53:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9306, loss_cls: 4.5712, loss: 4.5712 +2025-06-27 16:22:32,386 - pyskl - INFO - Epoch [11][300/3405] lr: 2.472e-02, eta: 2 days, 11:52:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9456, loss_cls: 4.5908, loss: 4.5908 +2025-06-27 16:23:17,055 - pyskl - INFO - Epoch [11][400/3405] lr: 2.472e-02, eta: 2 days, 11:51:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9350, loss_cls: 4.6733, loss: 4.6733 +2025-06-27 16:24:01,766 - pyskl - INFO - Epoch [11][500/3405] lr: 2.472e-02, eta: 2 days, 11:50:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9387, loss_cls: 4.5616, loss: 4.5616 +2025-06-27 16:24:46,302 - pyskl - INFO - Epoch [11][600/3405] lr: 2.472e-02, eta: 2 days, 11:49:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9319, loss_cls: 4.6469, loss: 4.6469 +2025-06-27 16:25:30,897 - pyskl - INFO - Epoch [11][700/3405] lr: 2.472e-02, eta: 2 days, 11:49:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9419, loss_cls: 4.4944, loss: 4.4944 +2025-06-27 16:26:15,537 - pyskl - INFO - Epoch [11][800/3405] lr: 2.471e-02, eta: 2 days, 11:48:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9300, loss_cls: 4.7335, loss: 4.7335 +2025-06-27 16:27:00,312 - pyskl - INFO - Epoch [11][900/3405] lr: 2.471e-02, eta: 2 days, 11:47:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9344, loss_cls: 4.6349, loss: 4.6349 +2025-06-27 16:27:44,980 - pyskl - INFO - Epoch [11][1000/3405] lr: 2.471e-02, eta: 2 days, 11:46:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9456, loss_cls: 4.5190, loss: 4.5190 +2025-06-27 16:28:29,719 - pyskl - INFO - Epoch [11][1100/3405] lr: 2.471e-02, eta: 2 days, 11:45:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9394, loss_cls: 4.5599, loss: 4.5599 +2025-06-27 16:29:14,303 - pyskl - INFO - Epoch [11][1200/3405] lr: 2.471e-02, eta: 2 days, 11:44:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9281, loss_cls: 4.6784, loss: 4.6784 +2025-06-27 16:29:58,889 - pyskl - INFO - Epoch [11][1300/3405] lr: 2.471e-02, eta: 2 days, 11:43:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9363, loss_cls: 4.6183, loss: 4.6183 +2025-06-27 16:30:43,413 - pyskl - INFO - Epoch [11][1400/3405] lr: 2.470e-02, eta: 2 days, 11:42:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9356, loss_cls: 4.4814, loss: 4.4814 +2025-06-27 16:31:27,945 - pyskl - INFO - Epoch [11][1500/3405] lr: 2.470e-02, eta: 2 days, 11:41:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9331, loss_cls: 4.7086, loss: 4.7086 +2025-06-27 16:32:12,512 - pyskl - INFO - Epoch [11][1600/3405] lr: 2.470e-02, eta: 2 days, 11:41:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9356, loss_cls: 4.6545, loss: 4.6545 +2025-06-27 16:32:57,031 - pyskl - INFO - Epoch [11][1700/3405] lr: 2.470e-02, eta: 2 days, 11:40:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9313, loss_cls: 4.6887, loss: 4.6887 +2025-06-27 16:33:41,582 - pyskl - INFO - Epoch [11][1800/3405] lr: 2.470e-02, eta: 2 days, 11:39:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9375, loss_cls: 4.5684, loss: 4.5684 +2025-06-27 16:34:25,989 - pyskl - INFO - Epoch [11][1900/3405] lr: 2.470e-02, eta: 2 days, 11:38:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9519, loss_cls: 4.5209, loss: 4.5209 +2025-06-27 16:35:10,280 - pyskl - INFO - Epoch [11][2000/3405] lr: 2.469e-02, eta: 2 days, 11:37:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9263, loss_cls: 4.6568, loss: 4.6568 +2025-06-27 16:35:54,605 - pyskl - INFO - Epoch [11][2100/3405] lr: 2.469e-02, eta: 2 days, 11:36:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9337, loss_cls: 4.7350, loss: 4.7350 +2025-06-27 16:36:39,077 - pyskl - INFO - Epoch [11][2200/3405] lr: 2.469e-02, eta: 2 days, 11:35:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9375, loss_cls: 4.6438, loss: 4.6438 +2025-06-27 16:37:23,428 - pyskl - INFO - Epoch [11][2300/3405] lr: 2.469e-02, eta: 2 days, 11:34:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9269, loss_cls: 4.6461, loss: 4.6461 +2025-06-27 16:38:07,740 - pyskl - INFO - Epoch [11][2400/3405] lr: 2.469e-02, eta: 2 days, 11:33:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9387, loss_cls: 4.5653, loss: 4.5653 +2025-06-27 16:38:51,955 - pyskl - INFO - Epoch [11][2500/3405] lr: 2.469e-02, eta: 2 days, 11:32:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9369, loss_cls: 4.6930, loss: 4.6930 +2025-06-27 16:39:36,381 - pyskl - INFO - Epoch [11][2600/3405] lr: 2.468e-02, eta: 2 days, 11:31:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9344, loss_cls: 4.6218, loss: 4.6218 +2025-06-27 16:40:20,699 - pyskl - INFO - Epoch [11][2700/3405] lr: 2.468e-02, eta: 2 days, 11:30:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9344, loss_cls: 4.7144, loss: 4.7144 +2025-06-27 16:41:05,122 - pyskl - INFO - Epoch [11][2800/3405] lr: 2.468e-02, eta: 2 days, 11:29:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9375, loss_cls: 4.6793, loss: 4.6793 +2025-06-27 16:41:49,481 - pyskl - INFO - Epoch [11][2900/3405] lr: 2.468e-02, eta: 2 days, 11:28:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9325, loss_cls: 4.8177, loss: 4.8177 +2025-06-27 16:42:33,759 - pyskl - INFO - Epoch [11][3000/3405] lr: 2.468e-02, eta: 2 days, 11:27:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9513, loss_cls: 4.3335, loss: 4.3335 +2025-06-27 16:43:18,204 - pyskl - INFO - Epoch [11][3100/3405] lr: 2.468e-02, eta: 2 days, 11:27:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9363, loss_cls: 4.5564, loss: 4.5564 +2025-06-27 16:44:02,803 - pyskl - INFO - Epoch [11][3200/3405] lr: 2.467e-02, eta: 2 days, 11:26:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9356, loss_cls: 4.6122, loss: 4.6122 +2025-06-27 16:44:47,314 - pyskl - INFO - Epoch [11][3300/3405] lr: 2.467e-02, eta: 2 days, 11:25:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9350, loss_cls: 4.7012, loss: 4.7012 +2025-06-27 16:45:31,801 - pyskl - INFO - Epoch [11][3400/3405] lr: 2.467e-02, eta: 2 days, 11:24:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9356, loss_cls: 4.6849, loss: 4.6849 +2025-06-27 16:45:34,406 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-06-27 16:49:30,552 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 16:49:31,174 - pyskl - INFO - +top1_acc 0.6906 +top5_acc 0.9253 +2025-06-27 16:49:31,229 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_10.pth was removed +2025-06-27 16:49:32,313 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2025-06-27 16:49:32,315 - pyskl - INFO - Best top1_acc is 0.6906 at 11 epoch. +2025-06-27 16:49:32,337 - pyskl - INFO - Epoch(val) [11][3718] top1_acc: 0.6906, top5_acc: 0.9253 +2025-06-27 16:50:39,809 - pyskl - INFO - Epoch [12][100/3405] lr: 2.467e-02, eta: 2 days, 11:27:46, time: 0.675, data_time: 0.227, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9363, loss_cls: 4.5094, loss: 4.5094 +2025-06-27 16:51:24,569 - pyskl - INFO - Epoch [12][200/3405] lr: 2.467e-02, eta: 2 days, 11:26:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9400, loss_cls: 4.5033, loss: 4.5033 +2025-06-27 16:52:09,262 - pyskl - INFO - Epoch [12][300/3405] lr: 2.466e-02, eta: 2 days, 11:26:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9337, loss_cls: 4.6224, loss: 4.6224 +2025-06-27 16:52:53,993 - pyskl - INFO - Epoch [12][400/3405] lr: 2.466e-02, eta: 2 days, 11:25:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9450, loss_cls: 4.3845, loss: 4.3845 +2025-06-27 16:53:38,617 - pyskl - INFO - Epoch [12][500/3405] lr: 2.466e-02, eta: 2 days, 11:24:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9394, loss_cls: 4.5404, loss: 4.5404 +2025-06-27 16:54:23,437 - pyskl - INFO - Epoch [12][600/3405] lr: 2.466e-02, eta: 2 days, 11:23:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9325, loss_cls: 4.6062, loss: 4.6062 +2025-06-27 16:55:08,259 - pyskl - INFO - Epoch [12][700/3405] lr: 2.466e-02, eta: 2 days, 11:22:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9375, loss_cls: 4.6777, loss: 4.6777 +2025-06-27 16:55:53,010 - pyskl - INFO - Epoch [12][800/3405] lr: 2.466e-02, eta: 2 days, 11:21:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9313, loss_cls: 4.6327, loss: 4.6327 +2025-06-27 16:56:37,651 - pyskl - INFO - Epoch [12][900/3405] lr: 2.465e-02, eta: 2 days, 11:20:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9406, loss_cls: 4.5352, loss: 4.5352 +2025-06-27 16:57:22,182 - pyskl - INFO - Epoch [12][1000/3405] lr: 2.465e-02, eta: 2 days, 11:20:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9419, loss_cls: 4.6030, loss: 4.6030 +2025-06-27 16:58:06,729 - pyskl - INFO - Epoch [12][1100/3405] lr: 2.465e-02, eta: 2 days, 11:19:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9456, loss_cls: 4.5124, loss: 4.5124 +2025-06-27 16:58:51,453 - pyskl - INFO - Epoch [12][1200/3405] lr: 2.465e-02, eta: 2 days, 11:18:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9431, loss_cls: 4.5156, loss: 4.5156 +2025-06-27 16:59:35,934 - pyskl - INFO - Epoch [12][1300/3405] lr: 2.465e-02, eta: 2 days, 11:17:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9400, loss_cls: 4.4120, loss: 4.4120 +2025-06-27 17:00:20,427 - pyskl - INFO - Epoch [12][1400/3405] lr: 2.464e-02, eta: 2 days, 11:16:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9425, loss_cls: 4.6308, loss: 4.6308 +2025-06-27 17:01:05,194 - pyskl - INFO - Epoch [12][1500/3405] lr: 2.464e-02, eta: 2 days, 11:15:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9337, loss_cls: 4.5966, loss: 4.5966 +2025-06-27 17:01:49,692 - pyskl - INFO - Epoch [12][1600/3405] lr: 2.464e-02, eta: 2 days, 11:14:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9537, loss_cls: 4.5320, loss: 4.5320 +2025-06-27 17:02:34,333 - pyskl - INFO - Epoch [12][1700/3405] lr: 2.464e-02, eta: 2 days, 11:13:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9400, loss_cls: 4.5785, loss: 4.5785 +2025-06-27 17:03:18,835 - pyskl - INFO - Epoch [12][1800/3405] lr: 2.464e-02, eta: 2 days, 11:12:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9181, loss_cls: 4.6723, loss: 4.6723 +2025-06-27 17:04:03,410 - pyskl - INFO - Epoch [12][1900/3405] lr: 2.464e-02, eta: 2 days, 11:12:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9375, loss_cls: 4.5422, loss: 4.5422 +2025-06-27 17:04:47,931 - pyskl - INFO - Epoch [12][2000/3405] lr: 2.463e-02, eta: 2 days, 11:11:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9375, loss_cls: 4.6302, loss: 4.6302 +2025-06-27 17:05:32,476 - pyskl - INFO - Epoch [12][2100/3405] lr: 2.463e-02, eta: 2 days, 11:10:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9413, loss_cls: 4.4780, loss: 4.4780 +2025-06-27 17:06:16,946 - pyskl - INFO - Epoch [12][2200/3405] lr: 2.463e-02, eta: 2 days, 11:09:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9406, loss_cls: 4.6412, loss: 4.6412 +2025-06-27 17:07:01,377 - pyskl - INFO - Epoch [12][2300/3405] lr: 2.463e-02, eta: 2 days, 11:08:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9356, loss_cls: 4.4590, loss: 4.4590 +2025-06-27 17:07:45,811 - pyskl - INFO - Epoch [12][2400/3405] lr: 2.463e-02, eta: 2 days, 11:07:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9363, loss_cls: 4.5453, loss: 4.5453 +2025-06-27 17:08:30,445 - pyskl - INFO - Epoch [12][2500/3405] lr: 2.462e-02, eta: 2 days, 11:06:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9494, loss_cls: 4.4890, loss: 4.4890 +2025-06-27 17:09:14,957 - pyskl - INFO - Epoch [12][2600/3405] lr: 2.462e-02, eta: 2 days, 11:05:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9444, loss_cls: 4.4705, loss: 4.4705 +2025-06-27 17:09:59,481 - pyskl - INFO - Epoch [12][2700/3405] lr: 2.462e-02, eta: 2 days, 11:04:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9419, loss_cls: 4.4401, loss: 4.4401 +2025-06-27 17:10:44,119 - pyskl - INFO - Epoch [12][2800/3405] lr: 2.462e-02, eta: 2 days, 11:04:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9381, loss_cls: 4.4761, loss: 4.4761 +2025-06-27 17:11:28,820 - pyskl - INFO - Epoch [12][2900/3405] lr: 2.462e-02, eta: 2 days, 11:03:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9344, loss_cls: 4.5367, loss: 4.5367 +2025-06-27 17:12:13,272 - pyskl - INFO - Epoch [12][3000/3405] lr: 2.462e-02, eta: 2 days, 11:02:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9431, loss_cls: 4.5476, loss: 4.5476 +2025-06-27 17:12:57,777 - pyskl - INFO - Epoch [12][3100/3405] lr: 2.461e-02, eta: 2 days, 11:01:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9394, loss_cls: 4.4358, loss: 4.4358 +2025-06-27 17:13:42,307 - pyskl - INFO - Epoch [12][3200/3405] lr: 2.461e-02, eta: 2 days, 11:00:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9387, loss_cls: 4.5368, loss: 4.5368 +2025-06-27 17:14:26,867 - pyskl - INFO - Epoch [12][3300/3405] lr: 2.461e-02, eta: 2 days, 10:59:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9413, loss_cls: 4.6031, loss: 4.6031 +2025-06-27 17:15:11,375 - pyskl - INFO - Epoch [12][3400/3405] lr: 2.461e-02, eta: 2 days, 10:58:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9406, loss_cls: 4.4994, loss: 4.4994 +2025-06-27 17:15:13,953 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-06-27 17:19:09,650 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 17:19:10,296 - pyskl - INFO - +top1_acc 0.7067 +top5_acc 0.9238 +2025-06-27 17:19:10,348 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_11.pth was removed +2025-06-27 17:19:11,377 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2025-06-27 17:19:11,379 - pyskl - INFO - Best top1_acc is 0.7067 at 12 epoch. +2025-06-27 17:19:11,400 - pyskl - INFO - Epoch(val) [12][3718] top1_acc: 0.7067, top5_acc: 0.9238 +2025-06-27 17:20:18,327 - pyskl - INFO - Epoch [13][100/3405] lr: 2.461e-02, eta: 2 days, 11:01:44, time: 0.669, data_time: 0.225, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9525, loss_cls: 4.4840, loss: 4.4840 +2025-06-27 17:21:02,754 - pyskl - INFO - Epoch [13][200/3405] lr: 2.460e-02, eta: 2 days, 11:00:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9437, loss_cls: 4.4796, loss: 4.4796 +2025-06-27 17:21:47,270 - pyskl - INFO - Epoch [13][300/3405] lr: 2.460e-02, eta: 2 days, 10:59:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9419, loss_cls: 4.4890, loss: 4.4890 +2025-06-27 17:22:31,798 - pyskl - INFO - Epoch [13][400/3405] lr: 2.460e-02, eta: 2 days, 10:59:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9400, loss_cls: 4.5365, loss: 4.5365 +2025-06-27 17:23:16,237 - pyskl - INFO - Epoch [13][500/3405] lr: 2.460e-02, eta: 2 days, 10:58:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9481, loss_cls: 4.4034, loss: 4.4034 +2025-06-27 17:24:00,665 - pyskl - INFO - Epoch [13][600/3405] lr: 2.460e-02, eta: 2 days, 10:57:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9487, loss_cls: 4.4869, loss: 4.4869 +2025-06-27 17:24:45,255 - pyskl - INFO - Epoch [13][700/3405] lr: 2.459e-02, eta: 2 days, 10:56:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9394, loss_cls: 4.5143, loss: 4.5143 +2025-06-27 17:25:30,050 - pyskl - INFO - Epoch [13][800/3405] lr: 2.459e-02, eta: 2 days, 10:55:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9450, loss_cls: 4.4407, loss: 4.4407 +2025-06-27 17:26:14,598 - pyskl - INFO - Epoch [13][900/3405] lr: 2.459e-02, eta: 2 days, 10:54:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9481, loss_cls: 4.3570, loss: 4.3570 +2025-06-27 17:26:59,173 - pyskl - INFO - Epoch [13][1000/3405] lr: 2.459e-02, eta: 2 days, 10:53:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9300, loss_cls: 4.6644, loss: 4.6644 +2025-06-27 17:27:43,683 - pyskl - INFO - Epoch [13][1100/3405] lr: 2.459e-02, eta: 2 days, 10:52:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9437, loss_cls: 4.4274, loss: 4.4274 +2025-06-27 17:28:28,151 - pyskl - INFO - Epoch [13][1200/3405] lr: 2.458e-02, eta: 2 days, 10:52:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9413, loss_cls: 4.4821, loss: 4.4821 +2025-06-27 17:29:12,734 - pyskl - INFO - Epoch [13][1300/3405] lr: 2.458e-02, eta: 2 days, 10:51:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9419, loss_cls: 4.4854, loss: 4.4854 +2025-06-27 17:29:57,294 - pyskl - INFO - Epoch [13][1400/3405] lr: 2.458e-02, eta: 2 days, 10:50:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9275, loss_cls: 4.5877, loss: 4.5877 +2025-06-27 17:30:41,819 - pyskl - INFO - Epoch [13][1500/3405] lr: 2.458e-02, eta: 2 days, 10:49:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9437, loss_cls: 4.5512, loss: 4.5512 +2025-06-27 17:31:26,235 - pyskl - INFO - Epoch [13][1600/3405] lr: 2.458e-02, eta: 2 days, 10:48:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9375, loss_cls: 4.5553, loss: 4.5553 +2025-06-27 17:32:10,584 - pyskl - INFO - Epoch [13][1700/3405] lr: 2.457e-02, eta: 2 days, 10:47:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9469, loss_cls: 4.4288, loss: 4.4288 +2025-06-27 17:32:54,932 - pyskl - INFO - Epoch [13][1800/3405] lr: 2.457e-02, eta: 2 days, 10:46:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9469, loss_cls: 4.5282, loss: 4.5282 +2025-06-27 17:33:39,320 - pyskl - INFO - Epoch [13][1900/3405] lr: 2.457e-02, eta: 2 days, 10:45:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9406, loss_cls: 4.6378, loss: 4.6378 +2025-06-27 17:34:23,803 - pyskl - INFO - Epoch [13][2000/3405] lr: 2.457e-02, eta: 2 days, 10:44:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9425, loss_cls: 4.3880, loss: 4.3880 +2025-06-27 17:35:08,548 - pyskl - INFO - Epoch [13][2100/3405] lr: 2.457e-02, eta: 2 days, 10:44:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9463, loss_cls: 4.4060, loss: 4.4060 +2025-06-27 17:35:52,937 - pyskl - INFO - Epoch [13][2200/3405] lr: 2.456e-02, eta: 2 days, 10:43:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9337, loss_cls: 4.5062, loss: 4.5062 +2025-06-27 17:36:37,461 - pyskl - INFO - Epoch [13][2300/3405] lr: 2.456e-02, eta: 2 days, 10:42:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9444, loss_cls: 4.4923, loss: 4.4923 +2025-06-27 17:37:22,034 - pyskl - INFO - Epoch [13][2400/3405] lr: 2.456e-02, eta: 2 days, 10:41:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9306, loss_cls: 4.5368, loss: 4.5368 +2025-06-27 17:38:06,470 - pyskl - INFO - Epoch [13][2500/3405] lr: 2.456e-02, eta: 2 days, 10:40:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9381, loss_cls: 4.5557, loss: 4.5557 +2025-06-27 17:38:50,926 - pyskl - INFO - Epoch [13][2600/3405] lr: 2.456e-02, eta: 2 days, 10:39:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9494, loss_cls: 4.5439, loss: 4.5439 +2025-06-27 17:39:35,427 - pyskl - INFO - Epoch [13][2700/3405] lr: 2.455e-02, eta: 2 days, 10:38:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9475, loss_cls: 4.4751, loss: 4.4751 +2025-06-27 17:40:19,874 - pyskl - INFO - Epoch [13][2800/3405] lr: 2.455e-02, eta: 2 days, 10:37:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9369, loss_cls: 4.4529, loss: 4.4529 +2025-06-27 17:41:04,300 - pyskl - INFO - Epoch [13][2900/3405] lr: 2.455e-02, eta: 2 days, 10:36:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9413, loss_cls: 4.4340, loss: 4.4340 +2025-06-27 17:41:48,696 - pyskl - INFO - Epoch [13][3000/3405] lr: 2.455e-02, eta: 2 days, 10:36:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9425, loss_cls: 4.5138, loss: 4.5138 +2025-06-27 17:42:33,143 - pyskl - INFO - Epoch [13][3100/3405] lr: 2.455e-02, eta: 2 days, 10:35:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9437, loss_cls: 4.4143, loss: 4.4143 +2025-06-27 17:43:17,663 - pyskl - INFO - Epoch [13][3200/3405] lr: 2.454e-02, eta: 2 days, 10:34:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9456, loss_cls: 4.4343, loss: 4.4343 +2025-06-27 17:44:02,450 - pyskl - INFO - Epoch [13][3300/3405] lr: 2.454e-02, eta: 2 days, 10:33:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9287, loss_cls: 4.5973, loss: 4.5973 +2025-06-27 17:44:47,105 - pyskl - INFO - Epoch [13][3400/3405] lr: 2.454e-02, eta: 2 days, 10:32:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9494, loss_cls: 4.5167, loss: 4.5167 +2025-06-27 17:44:49,699 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-06-27 17:48:44,748 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 17:48:45,404 - pyskl - INFO - +top1_acc 0.6498 +top5_acc 0.9017 +2025-06-27 17:48:45,426 - pyskl - INFO - Epoch(val) [13][3718] top1_acc: 0.6498, top5_acc: 0.9017 +2025-06-27 17:49:52,067 - pyskl - INFO - Epoch [14][100/3405] lr: 2.454e-02, eta: 2 days, 10:35:13, time: 0.666, data_time: 0.222, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9500, loss_cls: 4.4246, loss: 4.4246 +2025-06-27 17:50:36,551 - pyskl - INFO - Epoch [14][200/3405] lr: 2.454e-02, eta: 2 days, 10:34:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9494, loss_cls: 4.4342, loss: 4.4342 +2025-06-27 17:51:21,090 - pyskl - INFO - Epoch [14][300/3405] lr: 2.453e-02, eta: 2 days, 10:33:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9481, loss_cls: 4.3785, loss: 4.3785 +2025-06-27 17:52:05,678 - pyskl - INFO - Epoch [14][400/3405] lr: 2.453e-02, eta: 2 days, 10:32:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9513, loss_cls: 4.3623, loss: 4.3623 +2025-06-27 17:52:50,381 - pyskl - INFO - Epoch [14][500/3405] lr: 2.453e-02, eta: 2 days, 10:31:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9431, loss_cls: 4.4957, loss: 4.4957 +2025-06-27 17:53:34,922 - pyskl - INFO - Epoch [14][600/3405] lr: 2.453e-02, eta: 2 days, 10:30:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9506, loss_cls: 4.4125, loss: 4.4125 +2025-06-27 17:54:19,424 - pyskl - INFO - Epoch [14][700/3405] lr: 2.452e-02, eta: 2 days, 10:30:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9519, loss_cls: 4.1683, loss: 4.1683 +2025-06-27 17:55:04,059 - pyskl - INFO - Epoch [14][800/3405] lr: 2.452e-02, eta: 2 days, 10:29:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9506, loss_cls: 4.3677, loss: 4.3677 +2025-06-27 17:55:48,790 - pyskl - INFO - Epoch [14][900/3405] lr: 2.452e-02, eta: 2 days, 10:28:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9331, loss_cls: 4.4121, loss: 4.4121 +2025-06-27 17:56:33,528 - pyskl - INFO - Epoch [14][1000/3405] lr: 2.452e-02, eta: 2 days, 10:27:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9500, loss_cls: 4.4356, loss: 4.4356 +2025-06-27 17:57:18,177 - pyskl - INFO - Epoch [14][1100/3405] lr: 2.452e-02, eta: 2 days, 10:26:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9450, loss_cls: 4.3570, loss: 4.3570 +2025-06-27 17:58:02,802 - pyskl - INFO - Epoch [14][1200/3405] lr: 2.451e-02, eta: 2 days, 10:25:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9369, loss_cls: 4.3329, loss: 4.3329 +2025-06-27 17:58:47,381 - pyskl - INFO - Epoch [14][1300/3405] lr: 2.451e-02, eta: 2 days, 10:24:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9381, loss_cls: 4.4354, loss: 4.4354 +2025-06-27 17:59:31,922 - pyskl - INFO - Epoch [14][1400/3405] lr: 2.451e-02, eta: 2 days, 10:24:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9413, loss_cls: 4.4817, loss: 4.4817 +2025-06-27 18:00:16,524 - pyskl - INFO - Epoch [14][1500/3405] lr: 2.451e-02, eta: 2 days, 10:23:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9469, loss_cls: 4.4606, loss: 4.4606 +2025-06-27 18:01:01,110 - pyskl - INFO - Epoch [14][1600/3405] lr: 2.451e-02, eta: 2 days, 10:22:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9487, loss_cls: 4.4136, loss: 4.4136 +2025-06-27 18:01:45,524 - pyskl - INFO - Epoch [14][1700/3405] lr: 2.450e-02, eta: 2 days, 10:21:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9456, loss_cls: 4.5063, loss: 4.5063 +2025-06-27 18:02:30,120 - pyskl - INFO - Epoch [14][1800/3405] lr: 2.450e-02, eta: 2 days, 10:20:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9356, loss_cls: 4.3621, loss: 4.3621 +2025-06-27 18:03:14,715 - pyskl - INFO - Epoch [14][1900/3405] lr: 2.450e-02, eta: 2 days, 10:19:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9481, loss_cls: 4.4547, loss: 4.4547 +2025-06-27 18:03:59,300 - pyskl - INFO - Epoch [14][2000/3405] lr: 2.450e-02, eta: 2 days, 10:18:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9481, loss_cls: 4.4650, loss: 4.4650 +2025-06-27 18:04:43,609 - pyskl - INFO - Epoch [14][2100/3405] lr: 2.450e-02, eta: 2 days, 10:17:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9450, loss_cls: 4.4421, loss: 4.4421 +2025-06-27 18:05:28,256 - pyskl - INFO - Epoch [14][2200/3405] lr: 2.449e-02, eta: 2 days, 10:17:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9450, loss_cls: 4.4139, loss: 4.4139 +2025-06-27 18:06:12,742 - pyskl - INFO - Epoch [14][2300/3405] lr: 2.449e-02, eta: 2 days, 10:16:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9356, loss_cls: 4.5271, loss: 4.5271 +2025-06-27 18:06:57,252 - pyskl - INFO - Epoch [14][2400/3405] lr: 2.449e-02, eta: 2 days, 10:15:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9413, loss_cls: 4.4984, loss: 4.4984 +2025-06-27 18:07:41,683 - pyskl - INFO - Epoch [14][2500/3405] lr: 2.449e-02, eta: 2 days, 10:14:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9550, loss_cls: 4.4135, loss: 4.4135 +2025-06-27 18:08:26,157 - pyskl - INFO - Epoch [14][2600/3405] lr: 2.448e-02, eta: 2 days, 10:13:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9475, loss_cls: 4.3355, loss: 4.3355 +2025-06-27 18:09:10,704 - pyskl - INFO - Epoch [14][2700/3405] lr: 2.448e-02, eta: 2 days, 10:12:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9463, loss_cls: 4.5263, loss: 4.5263 +2025-06-27 18:09:55,855 - pyskl - INFO - Epoch [14][2800/3405] lr: 2.448e-02, eta: 2 days, 10:12:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9425, loss_cls: 4.3302, loss: 4.3302 +2025-06-27 18:10:40,560 - pyskl - INFO - Epoch [14][2900/3405] lr: 2.448e-02, eta: 2 days, 10:11:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9400, loss_cls: 4.5443, loss: 4.5443 +2025-06-27 18:11:25,291 - pyskl - INFO - Epoch [14][3000/3405] lr: 2.448e-02, eta: 2 days, 10:10:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9463, loss_cls: 4.3636, loss: 4.3636 +2025-06-27 18:12:10,070 - pyskl - INFO - Epoch [14][3100/3405] lr: 2.447e-02, eta: 2 days, 10:09:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9306, loss_cls: 4.5212, loss: 4.5212 +2025-06-27 18:12:54,715 - pyskl - INFO - Epoch [14][3200/3405] lr: 2.447e-02, eta: 2 days, 10:08:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9556, loss_cls: 4.3181, loss: 4.3181 +2025-06-27 18:13:39,328 - pyskl - INFO - Epoch [14][3300/3405] lr: 2.447e-02, eta: 2 days, 10:07:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9369, loss_cls: 4.4625, loss: 4.4625 +2025-06-27 18:14:23,936 - pyskl - INFO - Epoch [14][3400/3405] lr: 2.447e-02, eta: 2 days, 10:07:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9506, loss_cls: 4.4204, loss: 4.4204 +2025-06-27 18:14:26,521 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-06-27 18:18:22,207 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 18:18:22,941 - pyskl - INFO - +top1_acc 0.7025 +top5_acc 0.9240 +2025-06-27 18:18:22,962 - pyskl - INFO - Epoch(val) [14][3718] top1_acc: 0.7025, top5_acc: 0.9240 +2025-06-27 18:19:30,431 - pyskl - INFO - Epoch [15][100/3405] lr: 2.446e-02, eta: 2 days, 10:09:28, time: 0.675, data_time: 0.228, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9413, loss_cls: 4.3981, loss: 4.3981 +2025-06-27 18:20:15,101 - pyskl - INFO - Epoch [15][200/3405] lr: 2.446e-02, eta: 2 days, 10:08:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9506, loss_cls: 4.3632, loss: 4.3632 +2025-06-27 18:20:59,825 - pyskl - INFO - Epoch [15][300/3405] lr: 2.446e-02, eta: 2 days, 10:07:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9519, loss_cls: 4.3802, loss: 4.3802 +2025-06-27 18:21:44,325 - pyskl - INFO - Epoch [15][400/3405] lr: 2.446e-02, eta: 2 days, 10:06:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9575, loss_cls: 4.2943, loss: 4.2943 +2025-06-27 18:22:28,885 - pyskl - INFO - Epoch [15][500/3405] lr: 2.446e-02, eta: 2 days, 10:06:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9506, loss_cls: 4.4079, loss: 4.4079 +2025-06-27 18:23:13,345 - pyskl - INFO - Epoch [15][600/3405] lr: 2.445e-02, eta: 2 days, 10:05:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9537, loss_cls: 4.3557, loss: 4.3557 +2025-06-27 18:23:58,183 - pyskl - INFO - Epoch [15][700/3405] lr: 2.445e-02, eta: 2 days, 10:04:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9419, loss_cls: 4.4239, loss: 4.4239 +2025-06-27 18:24:43,092 - pyskl - INFO - Epoch [15][800/3405] lr: 2.445e-02, eta: 2 days, 10:03:34, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9481, loss_cls: 4.5024, loss: 4.5024 +2025-06-27 18:25:27,604 - pyskl - INFO - Epoch [15][900/3405] lr: 2.445e-02, eta: 2 days, 10:02:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9456, loss_cls: 4.3779, loss: 4.3779 +2025-06-27 18:26:12,319 - pyskl - INFO - Epoch [15][1000/3405] lr: 2.444e-02, eta: 2 days, 10:01:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9450, loss_cls: 4.3781, loss: 4.3781 +2025-06-27 18:26:57,086 - pyskl - INFO - Epoch [15][1100/3405] lr: 2.444e-02, eta: 2 days, 10:01:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9469, loss_cls: 4.4314, loss: 4.4314 +2025-06-27 18:27:41,711 - pyskl - INFO - Epoch [15][1200/3405] lr: 2.444e-02, eta: 2 days, 10:00:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9387, loss_cls: 4.4220, loss: 4.4220 +2025-06-27 18:28:26,169 - pyskl - INFO - Epoch [15][1300/3405] lr: 2.444e-02, eta: 2 days, 9:59:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9469, loss_cls: 4.3520, loss: 4.3520 +2025-06-27 18:29:10,646 - pyskl - INFO - Epoch [15][1400/3405] lr: 2.443e-02, eta: 2 days, 9:58:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9531, loss_cls: 4.2910, loss: 4.2910 +2025-06-27 18:29:55,066 - pyskl - INFO - Epoch [15][1500/3405] lr: 2.443e-02, eta: 2 days, 9:57:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9444, loss_cls: 4.4864, loss: 4.4864 +2025-06-27 18:30:39,816 - pyskl - INFO - Epoch [15][1600/3405] lr: 2.443e-02, eta: 2 days, 9:56:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9469, loss_cls: 4.4612, loss: 4.4612 +2025-06-27 18:31:24,595 - pyskl - INFO - Epoch [15][1700/3405] lr: 2.443e-02, eta: 2 days, 9:55:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9494, loss_cls: 4.4401, loss: 4.4401 +2025-06-27 18:32:09,132 - pyskl - INFO - Epoch [15][1800/3405] lr: 2.443e-02, eta: 2 days, 9:55:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9481, loss_cls: 4.2341, loss: 4.2341 +2025-06-27 18:32:53,581 - pyskl - INFO - Epoch [15][1900/3405] lr: 2.442e-02, eta: 2 days, 9:54:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9450, loss_cls: 4.3496, loss: 4.3496 +2025-06-27 18:33:38,073 - pyskl - INFO - Epoch [15][2000/3405] lr: 2.442e-02, eta: 2 days, 9:53:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9325, loss_cls: 4.5609, loss: 4.5609 +2025-06-27 18:34:22,737 - pyskl - INFO - Epoch [15][2100/3405] lr: 2.442e-02, eta: 2 days, 9:52:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9337, loss_cls: 4.3839, loss: 4.3839 +2025-06-27 18:35:07,410 - pyskl - INFO - Epoch [15][2200/3405] lr: 2.442e-02, eta: 2 days, 9:51:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9431, loss_cls: 4.4544, loss: 4.4544 +2025-06-27 18:35:52,086 - pyskl - INFO - Epoch [15][2300/3405] lr: 2.441e-02, eta: 2 days, 9:50:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9381, loss_cls: 4.4406, loss: 4.4406 +2025-06-27 18:36:36,695 - pyskl - INFO - Epoch [15][2400/3405] lr: 2.441e-02, eta: 2 days, 9:50:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9487, loss_cls: 4.4114, loss: 4.4114 +2025-06-27 18:37:21,259 - pyskl - INFO - Epoch [15][2500/3405] lr: 2.441e-02, eta: 2 days, 9:49:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9431, loss_cls: 4.4078, loss: 4.4078 +2025-06-27 18:38:05,816 - pyskl - INFO - Epoch [15][2600/3405] lr: 2.441e-02, eta: 2 days, 9:48:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9606, loss_cls: 4.2146, loss: 4.2146 +2025-06-27 18:38:50,489 - pyskl - INFO - Epoch [15][2700/3405] lr: 2.440e-02, eta: 2 days, 9:47:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9475, loss_cls: 4.3449, loss: 4.3449 +2025-06-27 18:39:35,049 - pyskl - INFO - Epoch [15][2800/3405] lr: 2.440e-02, eta: 2 days, 9:46:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9506, loss_cls: 4.3364, loss: 4.3364 +2025-06-27 18:40:19,642 - pyskl - INFO - Epoch [15][2900/3405] lr: 2.440e-02, eta: 2 days, 9:45:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9575, loss_cls: 4.4247, loss: 4.4247 +2025-06-27 18:41:04,184 - pyskl - INFO - Epoch [15][3000/3405] lr: 2.440e-02, eta: 2 days, 9:44:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9356, loss_cls: 4.5551, loss: 4.5551 +2025-06-27 18:41:48,749 - pyskl - INFO - Epoch [15][3100/3405] lr: 2.440e-02, eta: 2 days, 9:44:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9425, loss_cls: 4.3975, loss: 4.3975 +2025-06-27 18:42:33,320 - pyskl - INFO - Epoch [15][3200/3405] lr: 2.439e-02, eta: 2 days, 9:43:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9463, loss_cls: 4.4202, loss: 4.4202 +2025-06-27 18:43:17,866 - pyskl - INFO - Epoch [15][3300/3405] lr: 2.439e-02, eta: 2 days, 9:42:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9506, loss_cls: 4.3126, loss: 4.3126 +2025-06-27 18:44:02,361 - pyskl - INFO - Epoch [15][3400/3405] lr: 2.439e-02, eta: 2 days, 9:41:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9419, loss_cls: 4.2797, loss: 4.2797 +2025-06-27 18:44:04,913 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-06-27 19:03:28,196 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 19:03:28,863 - pyskl - INFO - +top1_acc 0.7014 +top5_acc 0.9281 +2025-06-27 19:03:28,882 - pyskl - INFO - Epoch(val) [15][3718] top1_acc: 0.7014, top5_acc: 0.9281 +2025-06-27 19:04:36,162 - pyskl - INFO - Epoch [16][100/3405] lr: 2.439e-02, eta: 2 days, 9:43:43, time: 0.673, data_time: 0.226, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9575, loss_cls: 4.3092, loss: 4.3092 +2025-06-27 19:05:20,747 - pyskl - INFO - Epoch [16][200/3405] lr: 2.438e-02, eta: 2 days, 9:42:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 4.2841, loss: 4.2841 +2025-06-27 19:06:05,405 - pyskl - INFO - Epoch [16][300/3405] lr: 2.438e-02, eta: 2 days, 9:42:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9525, loss_cls: 4.2901, loss: 4.2901 +2025-06-27 19:06:49,915 - pyskl - INFO - Epoch [16][400/3405] lr: 2.438e-02, eta: 2 days, 9:41:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9613, loss_cls: 4.2904, loss: 4.2904 +2025-06-27 19:07:34,522 - pyskl - INFO - Epoch [16][500/3405] lr: 2.438e-02, eta: 2 days, 9:40:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 4.1748, loss: 4.1748 +2025-06-27 19:08:19,087 - pyskl - INFO - Epoch [16][600/3405] lr: 2.437e-02, eta: 2 days, 9:39:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9481, loss_cls: 4.3587, loss: 4.3587 +2025-06-27 19:09:03,701 - pyskl - INFO - Epoch [16][700/3405] lr: 2.437e-02, eta: 2 days, 9:38:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9487, loss_cls: 4.4096, loss: 4.4096 +2025-06-27 19:09:48,378 - pyskl - INFO - Epoch [16][800/3405] lr: 2.437e-02, eta: 2 days, 9:37:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9394, loss_cls: 4.4220, loss: 4.4220 +2025-06-27 19:10:33,006 - pyskl - INFO - Epoch [16][900/3405] lr: 2.437e-02, eta: 2 days, 9:36:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9475, loss_cls: 4.2786, loss: 4.2786 +2025-06-27 19:11:17,640 - pyskl - INFO - Epoch [16][1000/3405] lr: 2.436e-02, eta: 2 days, 9:36:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 4.2712, loss: 4.2712 +2025-06-27 19:12:02,215 - pyskl - INFO - Epoch [16][1100/3405] lr: 2.436e-02, eta: 2 days, 9:35:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9375, loss_cls: 4.4521, loss: 4.4521 +2025-06-27 19:12:46,914 - pyskl - INFO - Epoch [16][1200/3405] lr: 2.436e-02, eta: 2 days, 9:34:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9450, loss_cls: 4.4197, loss: 4.4197 +2025-06-27 19:13:31,566 - pyskl - INFO - Epoch [16][1300/3405] lr: 2.436e-02, eta: 2 days, 9:33:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9456, loss_cls: 4.4263, loss: 4.4263 +2025-06-27 19:14:16,145 - pyskl - INFO - Epoch [16][1400/3405] lr: 2.435e-02, eta: 2 days, 9:32:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9487, loss_cls: 4.3653, loss: 4.3653 +2025-06-27 19:15:00,796 - pyskl - INFO - Epoch [16][1500/3405] lr: 2.435e-02, eta: 2 days, 9:31:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9481, loss_cls: 4.2980, loss: 4.2980 +2025-06-27 19:15:45,490 - pyskl - INFO - Epoch [16][1600/3405] lr: 2.435e-02, eta: 2 days, 9:31:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9400, loss_cls: 4.3785, loss: 4.3785 +2025-06-27 19:16:30,487 - pyskl - INFO - Epoch [16][1700/3405] lr: 2.435e-02, eta: 2 days, 9:30:19, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9481, loss_cls: 4.2876, loss: 4.2876 +2025-06-27 19:17:15,382 - pyskl - INFO - Epoch [16][1800/3405] lr: 2.434e-02, eta: 2 days, 9:29:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9506, loss_cls: 4.4290, loss: 4.4290 +2025-06-27 19:18:00,058 - pyskl - INFO - Epoch [16][1900/3405] lr: 2.434e-02, eta: 2 days, 9:28:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9431, loss_cls: 4.5023, loss: 4.5023 +2025-06-27 19:18:44,731 - pyskl - INFO - Epoch [16][2000/3405] lr: 2.434e-02, eta: 2 days, 9:27:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9444, loss_cls: 4.4516, loss: 4.4516 +2025-06-27 19:19:29,514 - pyskl - INFO - Epoch [16][2100/3405] lr: 2.434e-02, eta: 2 days, 9:27:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9463, loss_cls: 4.4340, loss: 4.4340 +2025-06-27 19:20:14,136 - pyskl - INFO - Epoch [16][2200/3405] lr: 2.433e-02, eta: 2 days, 9:26:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9500, loss_cls: 4.3091, loss: 4.3091 +2025-06-27 19:20:58,763 - pyskl - INFO - Epoch [16][2300/3405] lr: 2.433e-02, eta: 2 days, 9:25:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9494, loss_cls: 4.2627, loss: 4.2627 +2025-06-27 19:21:43,343 - pyskl - INFO - Epoch [16][2400/3405] lr: 2.433e-02, eta: 2 days, 9:24:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9525, loss_cls: 4.3570, loss: 4.3570 +2025-06-27 19:22:27,894 - pyskl - INFO - Epoch [16][2500/3405] lr: 2.433e-02, eta: 2 days, 9:23:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9381, loss_cls: 4.4624, loss: 4.4624 +2025-06-27 19:23:12,490 - pyskl - INFO - Epoch [16][2600/3405] lr: 2.432e-02, eta: 2 days, 9:22:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9550, loss_cls: 4.2599, loss: 4.2599 +2025-06-27 19:23:56,997 - pyskl - INFO - Epoch [16][2700/3405] lr: 2.432e-02, eta: 2 days, 9:22:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9456, loss_cls: 4.2264, loss: 4.2264 +2025-06-27 19:24:41,581 - pyskl - INFO - Epoch [16][2800/3405] lr: 2.432e-02, eta: 2 days, 9:21:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9544, loss_cls: 4.2309, loss: 4.2309 +2025-06-27 19:25:26,095 - pyskl - INFO - Epoch [16][2900/3405] lr: 2.432e-02, eta: 2 days, 9:20:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9413, loss_cls: 4.2753, loss: 4.2753 +2025-06-27 19:26:10,709 - pyskl - INFO - Epoch [16][3000/3405] lr: 2.431e-02, eta: 2 days, 9:19:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9419, loss_cls: 4.3220, loss: 4.3220 +2025-06-27 19:26:55,322 - pyskl - INFO - Epoch [16][3100/3405] lr: 2.431e-02, eta: 2 days, 9:18:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9481, loss_cls: 4.2703, loss: 4.2703 +2025-06-27 19:27:39,854 - pyskl - INFO - Epoch [16][3200/3405] lr: 2.431e-02, eta: 2 days, 9:17:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9469, loss_cls: 4.4212, loss: 4.4212 +2025-06-27 19:28:24,551 - pyskl - INFO - Epoch [16][3300/3405] lr: 2.431e-02, eta: 2 days, 9:16:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9425, loss_cls: 4.4144, loss: 4.4144 +2025-06-27 19:29:09,239 - pyskl - INFO - Epoch [16][3400/3405] lr: 2.430e-02, eta: 2 days, 9:16:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9437, loss_cls: 4.3192, loss: 4.3192 +2025-06-27 19:29:11,888 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-06-27 19:33:07,931 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 19:33:08,603 - pyskl - INFO - +top1_acc 0.7240 +top5_acc 0.9332 +2025-06-27 19:33:08,659 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_12.pth was removed +2025-06-27 19:33:09,757 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2025-06-27 19:33:09,758 - pyskl - INFO - Best top1_acc is 0.7240 at 16 epoch. +2025-06-27 19:33:09,780 - pyskl - INFO - Epoch(val) [16][3718] top1_acc: 0.7240, top5_acc: 0.9332 +2025-06-27 19:34:17,392 - pyskl - INFO - Epoch [17][100/3405] lr: 2.430e-02, eta: 2 days, 9:18:10, time: 0.676, data_time: 0.231, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 4.2516, loss: 4.2516 +2025-06-27 19:35:01,921 - pyskl - INFO - Epoch [17][200/3405] lr: 2.430e-02, eta: 2 days, 9:17:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9531, loss_cls: 4.3359, loss: 4.3359 +2025-06-27 19:35:46,480 - pyskl - INFO - Epoch [17][300/3405] lr: 2.430e-02, eta: 2 days, 9:16:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9569, loss_cls: 4.1625, loss: 4.1625 +2025-06-27 19:36:30,958 - pyskl - INFO - Epoch [17][400/3405] lr: 2.429e-02, eta: 2 days, 9:15:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9425, loss_cls: 4.4340, loss: 4.4340 +2025-06-27 19:37:15,506 - pyskl - INFO - Epoch [17][500/3405] lr: 2.429e-02, eta: 2 days, 9:14:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9481, loss_cls: 4.2854, loss: 4.2854 +2025-06-27 19:37:59,863 - pyskl - INFO - Epoch [17][600/3405] lr: 2.429e-02, eta: 2 days, 9:13:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 4.2251, loss: 4.2251 +2025-06-27 19:38:44,472 - pyskl - INFO - Epoch [17][700/3405] lr: 2.429e-02, eta: 2 days, 9:13:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9525, loss_cls: 4.3173, loss: 4.3173 +2025-06-27 19:39:29,005 - pyskl - INFO - Epoch [17][800/3405] lr: 2.428e-02, eta: 2 days, 9:12:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9419, loss_cls: 4.2702, loss: 4.2702 +2025-06-27 19:40:13,489 - pyskl - INFO - Epoch [17][900/3405] lr: 2.428e-02, eta: 2 days, 9:11:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 4.2834, loss: 4.2834 +2025-06-27 19:40:58,197 - pyskl - INFO - Epoch [17][1000/3405] lr: 2.428e-02, eta: 2 days, 9:10:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9463, loss_cls: 4.3215, loss: 4.3215 +2025-06-27 19:41:42,821 - pyskl - INFO - Epoch [17][1100/3405] lr: 2.428e-02, eta: 2 days, 9:09:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9563, loss_cls: 4.2894, loss: 4.2894 +2025-06-27 19:42:27,458 - pyskl - INFO - Epoch [17][1200/3405] lr: 2.427e-02, eta: 2 days, 9:08:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9550, loss_cls: 4.2866, loss: 4.2866 +2025-06-27 19:43:12,044 - pyskl - INFO - Epoch [17][1300/3405] lr: 2.427e-02, eta: 2 days, 9:08:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9525, loss_cls: 4.2898, loss: 4.2898 +2025-06-27 19:43:56,519 - pyskl - INFO - Epoch [17][1400/3405] lr: 2.427e-02, eta: 2 days, 9:07:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9475, loss_cls: 4.2477, loss: 4.2477 +2025-06-27 19:44:40,970 - pyskl - INFO - Epoch [17][1500/3405] lr: 2.427e-02, eta: 2 days, 9:06:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9556, loss_cls: 4.1485, loss: 4.1485 +2025-06-27 19:45:25,413 - pyskl - INFO - Epoch [17][1600/3405] lr: 2.426e-02, eta: 2 days, 9:05:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9431, loss_cls: 4.3446, loss: 4.3446 +2025-06-27 19:46:09,864 - pyskl - INFO - Epoch [17][1700/3405] lr: 2.426e-02, eta: 2 days, 9:04:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9500, loss_cls: 4.2481, loss: 4.2481 +2025-06-27 19:46:54,378 - pyskl - INFO - Epoch [17][1800/3405] lr: 2.426e-02, eta: 2 days, 9:03:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9394, loss_cls: 4.3029, loss: 4.3029 +2025-06-27 19:47:38,994 - pyskl - INFO - Epoch [17][1900/3405] lr: 2.426e-02, eta: 2 days, 9:02:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9369, loss_cls: 4.3495, loss: 4.3495 +2025-06-27 19:48:23,543 - pyskl - INFO - Epoch [17][2000/3405] lr: 2.425e-02, eta: 2 days, 9:02:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9513, loss_cls: 4.2949, loss: 4.2949 +2025-06-27 19:49:08,110 - pyskl - INFO - Epoch [17][2100/3405] lr: 2.425e-02, eta: 2 days, 9:01:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9463, loss_cls: 4.3456, loss: 4.3456 +2025-06-27 19:49:52,552 - pyskl - INFO - Epoch [17][2200/3405] lr: 2.425e-02, eta: 2 days, 9:00:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9506, loss_cls: 4.4001, loss: 4.4001 +2025-06-27 19:50:37,050 - pyskl - INFO - Epoch [17][2300/3405] lr: 2.425e-02, eta: 2 days, 8:59:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9350, loss_cls: 4.4820, loss: 4.4820 +2025-06-27 19:51:21,566 - pyskl - INFO - Epoch [17][2400/3405] lr: 2.424e-02, eta: 2 days, 8:58:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9481, loss_cls: 4.3117, loss: 4.3117 +2025-06-27 19:52:06,341 - pyskl - INFO - Epoch [17][2500/3405] lr: 2.424e-02, eta: 2 days, 8:57:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9413, loss_cls: 4.4269, loss: 4.4269 +2025-06-27 19:52:51,043 - pyskl - INFO - Epoch [17][2600/3405] lr: 2.424e-02, eta: 2 days, 8:57:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9337, loss_cls: 4.3239, loss: 4.3239 +2025-06-27 19:53:35,648 - pyskl - INFO - Epoch [17][2700/3405] lr: 2.423e-02, eta: 2 days, 8:56:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9437, loss_cls: 4.4940, loss: 4.4940 +2025-06-27 19:54:20,244 - pyskl - INFO - Epoch [17][2800/3405] lr: 2.423e-02, eta: 2 days, 8:55:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9563, loss_cls: 4.2204, loss: 4.2204 +2025-06-27 19:55:04,933 - pyskl - INFO - Epoch [17][2900/3405] lr: 2.423e-02, eta: 2 days, 8:54:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9475, loss_cls: 4.3525, loss: 4.3525 +2025-06-27 19:55:49,635 - pyskl - INFO - Epoch [17][3000/3405] lr: 2.423e-02, eta: 2 days, 8:53:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9650, loss_cls: 4.2076, loss: 4.2076 +2025-06-27 19:56:34,188 - pyskl - INFO - Epoch [17][3100/3405] lr: 2.422e-02, eta: 2 days, 8:52:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9475, loss_cls: 4.3074, loss: 4.3074 +2025-06-27 19:57:18,723 - pyskl - INFO - Epoch [17][3200/3405] lr: 2.422e-02, eta: 2 days, 8:52:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9456, loss_cls: 4.2775, loss: 4.2775 +2025-06-27 19:58:03,371 - pyskl - INFO - Epoch [17][3300/3405] lr: 2.422e-02, eta: 2 days, 8:51:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9444, loss_cls: 4.3060, loss: 4.3060 +2025-06-27 19:58:47,899 - pyskl - INFO - Epoch [17][3400/3405] lr: 2.422e-02, eta: 2 days, 8:50:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9450, loss_cls: 4.3905, loss: 4.3905 +2025-06-27 19:58:50,544 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-06-27 20:02:46,302 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 20:02:46,918 - pyskl - INFO - +top1_acc 0.7061 +top5_acc 0.9246 +2025-06-27 20:02:46,937 - pyskl - INFO - Epoch(val) [17][3718] top1_acc: 0.7061, top5_acc: 0.9246 +2025-06-27 20:03:53,868 - pyskl - INFO - Epoch [18][100/3405] lr: 2.421e-02, eta: 2 days, 8:52:12, time: 0.669, data_time: 0.224, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 4.1992, loss: 4.1992 +2025-06-27 20:04:38,567 - pyskl - INFO - Epoch [18][200/3405] lr: 2.421e-02, eta: 2 days, 8:51:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9506, loss_cls: 4.1296, loss: 4.1296 +2025-06-27 20:05:23,175 - pyskl - INFO - Epoch [18][300/3405] lr: 2.421e-02, eta: 2 days, 8:50:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9506, loss_cls: 4.3442, loss: 4.3442 +2025-06-27 20:06:07,747 - pyskl - INFO - Epoch [18][400/3405] lr: 2.421e-02, eta: 2 days, 8:49:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9437, loss_cls: 4.2908, loss: 4.2908 +2025-06-27 20:06:52,183 - pyskl - INFO - Epoch [18][500/3405] lr: 2.420e-02, eta: 2 days, 8:48:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9513, loss_cls: 4.1642, loss: 4.1642 +2025-06-27 20:07:36,776 - pyskl - INFO - Epoch [18][600/3405] lr: 2.420e-02, eta: 2 days, 8:48:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9575, loss_cls: 4.3436, loss: 4.3436 +2025-06-27 20:08:21,283 - pyskl - INFO - Epoch [18][700/3405] lr: 2.420e-02, eta: 2 days, 8:47:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9469, loss_cls: 4.2576, loss: 4.2576 +2025-06-27 20:09:05,901 - pyskl - INFO - Epoch [18][800/3405] lr: 2.419e-02, eta: 2 days, 8:46:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9369, loss_cls: 4.3045, loss: 4.3045 +2025-06-27 20:09:50,465 - pyskl - INFO - Epoch [18][900/3405] lr: 2.419e-02, eta: 2 days, 8:45:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9519, loss_cls: 4.2325, loss: 4.2325 +2025-06-27 20:10:34,999 - pyskl - INFO - Epoch [18][1000/3405] lr: 2.419e-02, eta: 2 days, 8:44:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9450, loss_cls: 4.2994, loss: 4.2994 +2025-06-27 20:11:19,547 - pyskl - INFO - Epoch [18][1100/3405] lr: 2.419e-02, eta: 2 days, 8:43:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9450, loss_cls: 4.3029, loss: 4.3029 +2025-06-27 20:12:04,032 - pyskl - INFO - Epoch [18][1200/3405] lr: 2.418e-02, eta: 2 days, 8:42:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9531, loss_cls: 4.3756, loss: 4.3756 +2025-06-27 20:12:48,635 - pyskl - INFO - Epoch [18][1300/3405] lr: 2.418e-02, eta: 2 days, 8:42:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9556, loss_cls: 4.4227, loss: 4.4227 +2025-06-27 20:13:33,275 - pyskl - INFO - Epoch [18][1400/3405] lr: 2.418e-02, eta: 2 days, 8:41:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9456, loss_cls: 4.3341, loss: 4.3341 +2025-06-27 20:14:17,770 - pyskl - INFO - Epoch [18][1500/3405] lr: 2.418e-02, eta: 2 days, 8:40:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 4.1812, loss: 4.1812 +2025-06-27 20:15:02,287 - pyskl - INFO - Epoch [18][1600/3405] lr: 2.417e-02, eta: 2 days, 8:39:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9513, loss_cls: 4.4581, loss: 4.4581 +2025-06-27 20:15:46,730 - pyskl - INFO - Epoch [18][1700/3405] lr: 2.417e-02, eta: 2 days, 8:38:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9437, loss_cls: 4.3759, loss: 4.3759 +2025-06-27 20:16:31,101 - pyskl - INFO - Epoch [18][1800/3405] lr: 2.417e-02, eta: 2 days, 8:37:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9487, loss_cls: 4.3028, loss: 4.3028 +2025-06-27 20:17:15,560 - pyskl - INFO - Epoch [18][1900/3405] lr: 2.416e-02, eta: 2 days, 8:37:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9519, loss_cls: 4.2922, loss: 4.2922 +2025-06-27 20:18:00,069 - pyskl - INFO - Epoch [18][2000/3405] lr: 2.416e-02, eta: 2 days, 8:36:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9456, loss_cls: 4.2546, loss: 4.2546 +2025-06-27 20:18:44,605 - pyskl - INFO - Epoch [18][2100/3405] lr: 2.416e-02, eta: 2 days, 8:35:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9544, loss_cls: 4.1664, loss: 4.1664 +2025-06-27 20:19:29,045 - pyskl - INFO - Epoch [18][2200/3405] lr: 2.416e-02, eta: 2 days, 8:34:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9575, loss_cls: 4.1436, loss: 4.1436 +2025-06-27 20:20:13,540 - pyskl - INFO - Epoch [18][2300/3405] lr: 2.415e-02, eta: 2 days, 8:33:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9506, loss_cls: 4.4977, loss: 4.4977 +2025-06-27 20:20:57,883 - pyskl - INFO - Epoch [18][2400/3405] lr: 2.415e-02, eta: 2 days, 8:32:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9494, loss_cls: 4.3094, loss: 4.3094 +2025-06-27 20:21:42,214 - pyskl - INFO - Epoch [18][2500/3405] lr: 2.415e-02, eta: 2 days, 8:32:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9487, loss_cls: 4.3235, loss: 4.3235 +2025-06-27 20:22:26,894 - pyskl - INFO - Epoch [18][2600/3405] lr: 2.414e-02, eta: 2 days, 8:31:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9519, loss_cls: 4.1850, loss: 4.1850 +2025-06-27 20:23:11,435 - pyskl - INFO - Epoch [18][2700/3405] lr: 2.414e-02, eta: 2 days, 8:30:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9556, loss_cls: 4.1613, loss: 4.1613 +2025-06-27 20:23:55,867 - pyskl - INFO - Epoch [18][2800/3405] lr: 2.414e-02, eta: 2 days, 8:29:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9519, loss_cls: 4.2725, loss: 4.2725 +2025-06-27 20:24:40,390 - pyskl - INFO - Epoch [18][2900/3405] lr: 2.414e-02, eta: 2 days, 8:28:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9556, loss_cls: 4.2543, loss: 4.2543 +2025-06-27 20:25:25,204 - pyskl - INFO - Epoch [18][3000/3405] lr: 2.413e-02, eta: 2 days, 8:27:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9469, loss_cls: 4.1841, loss: 4.1841 +2025-06-27 20:26:09,729 - pyskl - INFO - Epoch [18][3100/3405] lr: 2.413e-02, eta: 2 days, 8:27:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9544, loss_cls: 4.3074, loss: 4.3074 +2025-06-27 20:26:54,342 - pyskl - INFO - Epoch [18][3200/3405] lr: 2.413e-02, eta: 2 days, 8:26:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9400, loss_cls: 4.3687, loss: 4.3687 +2025-06-27 20:27:38,956 - pyskl - INFO - Epoch [18][3300/3405] lr: 2.413e-02, eta: 2 days, 8:25:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9506, loss_cls: 4.3450, loss: 4.3450 +2025-06-27 20:28:23,534 - pyskl - INFO - Epoch [18][3400/3405] lr: 2.412e-02, eta: 2 days, 8:24:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9413, loss_cls: 4.3358, loss: 4.3358 +2025-06-27 20:28:26,107 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-06-27 20:32:22,051 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 20:32:22,641 - pyskl - INFO - +top1_acc 0.7146 +top5_acc 0.9287 +2025-06-27 20:32:22,660 - pyskl - INFO - Epoch(val) [18][3718] top1_acc: 0.7146, top5_acc: 0.9287 +2025-06-27 20:33:30,238 - pyskl - INFO - Epoch [19][100/3405] lr: 2.412e-02, eta: 2 days, 8:26:14, time: 0.676, data_time: 0.228, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9494, loss_cls: 4.2780, loss: 4.2780 +2025-06-27 20:34:15,059 - pyskl - INFO - Epoch [19][200/3405] lr: 2.412e-02, eta: 2 days, 8:25:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9569, loss_cls: 4.1864, loss: 4.1864 +2025-06-27 20:34:59,794 - pyskl - INFO - Epoch [19][300/3405] lr: 2.411e-02, eta: 2 days, 8:24:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9475, loss_cls: 4.3428, loss: 4.3428 +2025-06-27 20:35:44,425 - pyskl - INFO - Epoch [19][400/3405] lr: 2.411e-02, eta: 2 days, 8:23:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9550, loss_cls: 4.2779, loss: 4.2779 +2025-06-27 20:36:29,156 - pyskl - INFO - Epoch [19][500/3405] lr: 2.411e-02, eta: 2 days, 8:22:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9519, loss_cls: 4.1730, loss: 4.1730 +2025-06-27 20:37:13,877 - pyskl - INFO - Epoch [19][600/3405] lr: 2.411e-02, eta: 2 days, 8:22:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9475, loss_cls: 4.3732, loss: 4.3732 +2025-06-27 20:37:58,573 - pyskl - INFO - Epoch [19][700/3405] lr: 2.410e-02, eta: 2 days, 8:21:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9456, loss_cls: 4.4577, loss: 4.4577 +2025-06-27 20:38:43,214 - pyskl - INFO - Epoch [19][800/3405] lr: 2.410e-02, eta: 2 days, 8:20:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9563, loss_cls: 4.3615, loss: 4.3615 +2025-06-27 20:39:27,782 - pyskl - INFO - Epoch [19][900/3405] lr: 2.410e-02, eta: 2 days, 8:19:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9556, loss_cls: 4.3635, loss: 4.3635 +2025-06-27 20:40:12,397 - pyskl - INFO - Epoch [19][1000/3405] lr: 2.409e-02, eta: 2 days, 8:18:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9406, loss_cls: 4.3370, loss: 4.3370 +2025-06-27 20:40:57,033 - pyskl - INFO - Epoch [19][1100/3405] lr: 2.409e-02, eta: 2 days, 8:18:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9513, loss_cls: 4.4161, loss: 4.4161 +2025-06-27 20:41:41,542 - pyskl - INFO - Epoch [19][1200/3405] lr: 2.409e-02, eta: 2 days, 8:17:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9481, loss_cls: 4.2488, loss: 4.2488 +2025-06-27 20:42:26,178 - pyskl - INFO - Epoch [19][1300/3405] lr: 2.409e-02, eta: 2 days, 8:16:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9519, loss_cls: 4.3211, loss: 4.3211 +2025-06-27 20:43:10,949 - pyskl - INFO - Epoch [19][1400/3405] lr: 2.408e-02, eta: 2 days, 8:15:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9550, loss_cls: 4.0857, loss: 4.0857 +2025-06-27 20:43:55,689 - pyskl - INFO - Epoch [19][1500/3405] lr: 2.408e-02, eta: 2 days, 8:14:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9544, loss_cls: 4.1919, loss: 4.1919 +2025-06-27 20:44:40,384 - pyskl - INFO - Epoch [19][1600/3405] lr: 2.408e-02, eta: 2 days, 8:13:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9537, loss_cls: 4.3177, loss: 4.3177 +2025-06-27 20:45:24,894 - pyskl - INFO - Epoch [19][1700/3405] lr: 2.407e-02, eta: 2 days, 8:13:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9587, loss_cls: 4.1467, loss: 4.1467 +2025-06-27 20:46:09,462 - pyskl - INFO - Epoch [19][1800/3405] lr: 2.407e-02, eta: 2 days, 8:12:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9419, loss_cls: 4.3749, loss: 4.3749 +2025-06-27 20:46:54,072 - pyskl - INFO - Epoch [19][1900/3405] lr: 2.407e-02, eta: 2 days, 8:11:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9487, loss_cls: 4.2021, loss: 4.2021 +2025-06-27 20:47:38,664 - pyskl - INFO - Epoch [19][2000/3405] lr: 2.406e-02, eta: 2 days, 8:10:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9463, loss_cls: 4.3377, loss: 4.3377 +2025-06-27 20:48:23,346 - pyskl - INFO - Epoch [19][2100/3405] lr: 2.406e-02, eta: 2 days, 8:09:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 4.2337, loss: 4.2337 +2025-06-27 20:49:07,883 - pyskl - INFO - Epoch [19][2200/3405] lr: 2.406e-02, eta: 2 days, 8:09:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9575, loss_cls: 4.2428, loss: 4.2428 +2025-06-27 20:49:52,453 - pyskl - INFO - Epoch [19][2300/3405] lr: 2.406e-02, eta: 2 days, 8:08:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9425, loss_cls: 4.3236, loss: 4.3236 +2025-06-27 20:50:37,062 - pyskl - INFO - Epoch [19][2400/3405] lr: 2.405e-02, eta: 2 days, 8:07:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9494, loss_cls: 4.2872, loss: 4.2872 +2025-06-27 20:51:21,668 - pyskl - INFO - Epoch [19][2500/3405] lr: 2.405e-02, eta: 2 days, 8:06:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9506, loss_cls: 4.2320, loss: 4.2320 +2025-06-27 20:52:06,266 - pyskl - INFO - Epoch [19][2600/3405] lr: 2.405e-02, eta: 2 days, 8:05:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 4.1472, loss: 4.1472 +2025-06-27 20:52:50,842 - pyskl - INFO - Epoch [19][2700/3405] lr: 2.404e-02, eta: 2 days, 8:04:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9500, loss_cls: 4.2453, loss: 4.2453 +2025-06-27 20:53:35,352 - pyskl - INFO - Epoch [19][2800/3405] lr: 2.404e-02, eta: 2 days, 8:04:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9494, loss_cls: 4.2502, loss: 4.2502 +2025-06-27 20:54:19,871 - pyskl - INFO - Epoch [19][2900/3405] lr: 2.404e-02, eta: 2 days, 8:03:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9525, loss_cls: 4.3266, loss: 4.3266 +2025-06-27 20:55:04,371 - pyskl - INFO - Epoch [19][3000/3405] lr: 2.404e-02, eta: 2 days, 8:02:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 4.2131, loss: 4.2131 +2025-06-27 20:55:49,005 - pyskl - INFO - Epoch [19][3100/3405] lr: 2.403e-02, eta: 2 days, 8:01:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9531, loss_cls: 4.1790, loss: 4.1790 +2025-06-27 20:56:33,537 - pyskl - INFO - Epoch [19][3200/3405] lr: 2.403e-02, eta: 2 days, 8:00:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9444, loss_cls: 4.4693, loss: 4.4693 +2025-06-27 20:57:18,098 - pyskl - INFO - Epoch [19][3300/3405] lr: 2.403e-02, eta: 2 days, 7:59:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9500, loss_cls: 4.1741, loss: 4.1741 +2025-06-27 20:58:02,646 - pyskl - INFO - Epoch [19][3400/3405] lr: 2.402e-02, eta: 2 days, 7:59:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9481, loss_cls: 4.3141, loss: 4.3141 +2025-06-27 20:58:05,244 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-06-27 21:02:01,232 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 21:02:01,787 - pyskl - INFO - +top1_acc 0.7223 +top5_acc 0.9390 +2025-06-27 21:02:01,805 - pyskl - INFO - Epoch(val) [19][3718] top1_acc: 0.7223, top5_acc: 0.9390 +2025-06-27 21:03:09,329 - pyskl - INFO - Epoch [20][100/3405] lr: 2.402e-02, eta: 2 days, 8:00:37, time: 0.675, data_time: 0.229, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9569, loss_cls: 4.2417, loss: 4.2417 +2025-06-27 21:03:53,946 - pyskl - INFO - Epoch [20][200/3405] lr: 2.402e-02, eta: 2 days, 7:59:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9569, loss_cls: 4.1953, loss: 4.1953 +2025-06-27 21:04:38,665 - pyskl - INFO - Epoch [20][300/3405] lr: 2.401e-02, eta: 2 days, 7:58:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9519, loss_cls: 4.3429, loss: 4.3429 +2025-06-27 21:05:23,358 - pyskl - INFO - Epoch [20][400/3405] lr: 2.401e-02, eta: 2 days, 7:58:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9575, loss_cls: 4.3745, loss: 4.3745 +2025-06-27 21:06:08,168 - pyskl - INFO - Epoch [20][500/3405] lr: 2.401e-02, eta: 2 days, 7:57:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9556, loss_cls: 4.3522, loss: 4.3522 +2025-06-27 21:06:52,736 - pyskl - INFO - Epoch [20][600/3405] lr: 2.401e-02, eta: 2 days, 7:56:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 4.1777, loss: 4.1777 +2025-06-27 21:07:37,491 - pyskl - INFO - Epoch [20][700/3405] lr: 2.400e-02, eta: 2 days, 7:55:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9487, loss_cls: 4.2100, loss: 4.2100 +2025-06-27 21:08:22,087 - pyskl - INFO - Epoch [20][800/3405] lr: 2.400e-02, eta: 2 days, 7:54:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9469, loss_cls: 4.1257, loss: 4.1257 +2025-06-27 21:09:06,701 - pyskl - INFO - Epoch [20][900/3405] lr: 2.400e-02, eta: 2 days, 7:54:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9569, loss_cls: 4.2306, loss: 4.2306 +2025-06-27 21:09:51,408 - pyskl - INFO - Epoch [20][1000/3405] lr: 2.399e-02, eta: 2 days, 7:53:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9494, loss_cls: 4.2438, loss: 4.2438 +2025-06-27 21:10:36,183 - pyskl - INFO - Epoch [20][1100/3405] lr: 2.399e-02, eta: 2 days, 7:52:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9556, loss_cls: 4.3363, loss: 4.3363 +2025-06-27 21:11:20,862 - pyskl - INFO - Epoch [20][1200/3405] lr: 2.399e-02, eta: 2 days, 7:51:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9537, loss_cls: 4.3611, loss: 4.3611 +2025-06-27 21:12:05,478 - pyskl - INFO - Epoch [20][1300/3405] lr: 2.398e-02, eta: 2 days, 7:50:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9587, loss_cls: 4.1277, loss: 4.1277 +2025-06-27 21:12:50,316 - pyskl - INFO - Epoch [20][1400/3405] lr: 2.398e-02, eta: 2 days, 7:50:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9437, loss_cls: 4.2811, loss: 4.2811 +2025-06-27 21:13:34,914 - pyskl - INFO - Epoch [20][1500/3405] lr: 2.398e-02, eta: 2 days, 7:49:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9575, loss_cls: 4.2700, loss: 4.2700 +2025-06-27 21:14:19,387 - pyskl - INFO - Epoch [20][1600/3405] lr: 2.398e-02, eta: 2 days, 7:48:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9531, loss_cls: 4.2549, loss: 4.2549 +2025-06-27 21:15:04,000 - pyskl - INFO - Epoch [20][1700/3405] lr: 2.397e-02, eta: 2 days, 7:47:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9469, loss_cls: 4.2632, loss: 4.2632 +2025-06-27 21:15:48,640 - pyskl - INFO - Epoch [20][1800/3405] lr: 2.397e-02, eta: 2 days, 7:46:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 4.1284, loss: 4.1284 +2025-06-27 21:16:33,423 - pyskl - INFO - Epoch [20][1900/3405] lr: 2.397e-02, eta: 2 days, 7:45:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9556, loss_cls: 4.2672, loss: 4.2672 +2025-06-27 21:17:18,103 - pyskl - INFO - Epoch [20][2000/3405] lr: 2.396e-02, eta: 2 days, 7:45:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9513, loss_cls: 4.3285, loss: 4.3285 +2025-06-27 21:18:02,739 - pyskl - INFO - Epoch [20][2100/3405] lr: 2.396e-02, eta: 2 days, 7:44:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9544, loss_cls: 4.2789, loss: 4.2789 +2025-06-27 21:18:47,453 - pyskl - INFO - Epoch [20][2200/3405] lr: 2.396e-02, eta: 2 days, 7:43:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9500, loss_cls: 4.2301, loss: 4.2301 +2025-06-27 21:19:32,107 - pyskl - INFO - Epoch [20][2300/3405] lr: 2.395e-02, eta: 2 days, 7:42:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9525, loss_cls: 4.2013, loss: 4.2013 +2025-06-27 21:20:16,706 - pyskl - INFO - Epoch [20][2400/3405] lr: 2.395e-02, eta: 2 days, 7:41:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9506, loss_cls: 4.2371, loss: 4.2371 +2025-06-27 21:21:01,392 - pyskl - INFO - Epoch [20][2500/3405] lr: 2.395e-02, eta: 2 days, 7:41:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9475, loss_cls: 4.1957, loss: 4.1957 +2025-06-27 21:21:46,192 - pyskl - INFO - Epoch [20][2600/3405] lr: 2.394e-02, eta: 2 days, 7:40:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9469, loss_cls: 4.2904, loss: 4.2904 +2025-06-27 21:22:30,763 - pyskl - INFO - Epoch [20][2700/3405] lr: 2.394e-02, eta: 2 days, 7:39:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9513, loss_cls: 4.1995, loss: 4.1995 +2025-06-27 21:23:15,343 - pyskl - INFO - Epoch [20][2800/3405] lr: 2.394e-02, eta: 2 days, 7:38:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9506, loss_cls: 4.2617, loss: 4.2617 +2025-06-27 21:23:59,988 - pyskl - INFO - Epoch [20][2900/3405] lr: 2.394e-02, eta: 2 days, 7:37:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9594, loss_cls: 4.1779, loss: 4.1779 +2025-06-27 21:24:44,604 - pyskl - INFO - Epoch [20][3000/3405] lr: 2.393e-02, eta: 2 days, 7:37:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9437, loss_cls: 4.2752, loss: 4.2752 +2025-06-27 21:25:29,216 - pyskl - INFO - Epoch [20][3100/3405] lr: 2.393e-02, eta: 2 days, 7:36:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9463, loss_cls: 4.2156, loss: 4.2156 +2025-06-27 21:26:14,100 - pyskl - INFO - Epoch [20][3200/3405] lr: 2.393e-02, eta: 2 days, 7:35:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9475, loss_cls: 4.2314, loss: 4.2314 +2025-06-27 21:26:58,855 - pyskl - INFO - Epoch [20][3300/3405] lr: 2.392e-02, eta: 2 days, 7:34:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9494, loss_cls: 4.1713, loss: 4.1713 +2025-06-27 21:27:43,481 - pyskl - INFO - Epoch [20][3400/3405] lr: 2.392e-02, eta: 2 days, 7:33:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9606, loss_cls: 4.2266, loss: 4.2266 +2025-06-27 21:27:46,063 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-06-27 21:45:52,697 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 21:45:53,356 - pyskl - INFO - +top1_acc 0.7255 +top5_acc 0.9319 +2025-06-27 21:45:53,410 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_16.pth was removed +2025-06-27 21:45:54,468 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. +2025-06-27 21:45:54,470 - pyskl - INFO - Best top1_acc is 0.7255 at 20 epoch. +2025-06-27 21:45:54,492 - pyskl - INFO - Epoch(val) [20][3718] top1_acc: 0.7255, top5_acc: 0.9319 +2025-06-27 21:47:01,419 - pyskl - INFO - Epoch [21][100/3405] lr: 2.392e-02, eta: 2 days, 7:35:07, time: 0.669, data_time: 0.224, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9587, loss_cls: 4.1447, loss: 4.1447 +2025-06-27 21:47:46,017 - pyskl - INFO - Epoch [21][200/3405] lr: 2.391e-02, eta: 2 days, 7:34:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9513, loss_cls: 4.1392, loss: 4.1392 +2025-06-27 21:48:30,655 - pyskl - INFO - Epoch [21][300/3405] lr: 2.391e-02, eta: 2 days, 7:33:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9656, loss_cls: 4.1431, loss: 4.1431 +2025-06-27 21:49:15,235 - pyskl - INFO - Epoch [21][400/3405] lr: 2.391e-02, eta: 2 days, 7:32:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9537, loss_cls: 4.2359, loss: 4.2359 +2025-06-27 21:49:59,820 - pyskl - INFO - Epoch [21][500/3405] lr: 2.390e-02, eta: 2 days, 7:31:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9619, loss_cls: 4.1714, loss: 4.1714 +2025-06-27 21:50:44,399 - pyskl - INFO - Epoch [21][600/3405] lr: 2.390e-02, eta: 2 days, 7:31:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9487, loss_cls: 4.0426, loss: 4.0426 +2025-06-27 21:51:28,958 - pyskl - INFO - Epoch [21][700/3405] lr: 2.390e-02, eta: 2 days, 7:30:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9519, loss_cls: 4.2275, loss: 4.2275 +2025-06-27 21:52:13,464 - pyskl - INFO - Epoch [21][800/3405] lr: 2.389e-02, eta: 2 days, 7:29:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9481, loss_cls: 4.3363, loss: 4.3363 +2025-06-27 21:52:58,044 - pyskl - INFO - Epoch [21][900/3405] lr: 2.389e-02, eta: 2 days, 7:28:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9581, loss_cls: 4.1547, loss: 4.1547 +2025-06-27 21:53:42,688 - pyskl - INFO - Epoch [21][1000/3405] lr: 2.389e-02, eta: 2 days, 7:27:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 4.1566, loss: 4.1566 +2025-06-27 21:54:27,167 - pyskl - INFO - Epoch [21][1100/3405] lr: 2.388e-02, eta: 2 days, 7:26:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9494, loss_cls: 4.1200, loss: 4.1200 +2025-06-27 21:55:11,585 - pyskl - INFO - Epoch [21][1200/3405] lr: 2.388e-02, eta: 2 days, 7:26:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 4.2363, loss: 4.2363 +2025-06-27 21:55:56,180 - pyskl - INFO - Epoch [21][1300/3405] lr: 2.388e-02, eta: 2 days, 7:25:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9525, loss_cls: 4.2383, loss: 4.2383 +2025-06-27 21:56:40,514 - pyskl - INFO - Epoch [21][1400/3405] lr: 2.388e-02, eta: 2 days, 7:24:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9469, loss_cls: 4.2478, loss: 4.2478 +2025-06-27 21:57:24,869 - pyskl - INFO - Epoch [21][1500/3405] lr: 2.387e-02, eta: 2 days, 7:23:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9487, loss_cls: 4.3584, loss: 4.3584 +2025-06-27 21:58:09,254 - pyskl - INFO - Epoch [21][1600/3405] lr: 2.387e-02, eta: 2 days, 7:22:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9569, loss_cls: 4.2355, loss: 4.2355 +2025-06-27 21:58:53,542 - pyskl - INFO - Epoch [21][1700/3405] lr: 2.387e-02, eta: 2 days, 7:21:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9437, loss_cls: 4.2708, loss: 4.2708 +2025-06-27 21:59:37,913 - pyskl - INFO - Epoch [21][1800/3405] lr: 2.386e-02, eta: 2 days, 7:21:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9563, loss_cls: 3.9328, loss: 3.9328 +2025-06-27 22:00:22,446 - pyskl - INFO - Epoch [21][1900/3405] lr: 2.386e-02, eta: 2 days, 7:20:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9375, loss_cls: 4.2810, loss: 4.2810 +2025-06-27 22:01:06,924 - pyskl - INFO - Epoch [21][2000/3405] lr: 2.386e-02, eta: 2 days, 7:19:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9563, loss_cls: 4.1678, loss: 4.1678 +2025-06-27 22:01:51,264 - pyskl - INFO - Epoch [21][2100/3405] lr: 2.385e-02, eta: 2 days, 7:18:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 4.2167, loss: 4.2167 +2025-06-27 22:02:35,678 - pyskl - INFO - Epoch [21][2200/3405] lr: 2.385e-02, eta: 2 days, 7:17:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9600, loss_cls: 4.2389, loss: 4.2389 +2025-06-27 22:03:20,078 - pyskl - INFO - Epoch [21][2300/3405] lr: 2.385e-02, eta: 2 days, 7:16:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9394, loss_cls: 4.2376, loss: 4.2376 +2025-06-27 22:04:04,526 - pyskl - INFO - Epoch [21][2400/3405] lr: 2.384e-02, eta: 2 days, 7:16:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9513, loss_cls: 4.3198, loss: 4.3198 +2025-06-27 22:04:49,184 - pyskl - INFO - Epoch [21][2500/3405] lr: 2.384e-02, eta: 2 days, 7:15:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9525, loss_cls: 4.2360, loss: 4.2360 +2025-06-27 22:05:33,917 - pyskl - INFO - Epoch [21][2600/3405] lr: 2.384e-02, eta: 2 days, 7:14:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 4.1548, loss: 4.1548 +2025-06-27 22:06:18,506 - pyskl - INFO - Epoch [21][2700/3405] lr: 2.383e-02, eta: 2 days, 7:13:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9600, loss_cls: 4.1683, loss: 4.1683 +2025-06-27 22:07:03,189 - pyskl - INFO - Epoch [21][2800/3405] lr: 2.383e-02, eta: 2 days, 7:12:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9563, loss_cls: 4.2957, loss: 4.2957 +2025-06-27 22:07:47,741 - pyskl - INFO - Epoch [21][2900/3405] lr: 2.383e-02, eta: 2 days, 7:11:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9613, loss_cls: 4.2446, loss: 4.2446 +2025-06-27 22:08:32,300 - pyskl - INFO - Epoch [21][3000/3405] lr: 2.382e-02, eta: 2 days, 7:11:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9506, loss_cls: 4.3542, loss: 4.3542 +2025-06-27 22:09:16,913 - pyskl - INFO - Epoch [21][3100/3405] lr: 2.382e-02, eta: 2 days, 7:10:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9450, loss_cls: 4.3031, loss: 4.3031 +2025-06-27 22:10:01,634 - pyskl - INFO - Epoch [21][3200/3405] lr: 2.382e-02, eta: 2 days, 7:09:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9400, loss_cls: 4.3464, loss: 4.3464 +2025-06-27 22:10:46,283 - pyskl - INFO - Epoch [21][3300/3405] lr: 2.381e-02, eta: 2 days, 7:08:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9550, loss_cls: 4.1688, loss: 4.1688 +2025-06-27 22:11:30,853 - pyskl - INFO - Epoch [21][3400/3405] lr: 2.381e-02, eta: 2 days, 7:07:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9494, loss_cls: 4.2290, loss: 4.2290 +2025-06-27 22:11:33,456 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-06-27 22:15:29,407 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 22:15:30,023 - pyskl - INFO - +top1_acc 0.6541 +top5_acc 0.9084 +2025-06-27 22:15:30,042 - pyskl - INFO - Epoch(val) [21][3718] top1_acc: 0.6541, top5_acc: 0.9084 +2025-06-27 22:16:37,154 - pyskl - INFO - Epoch [22][100/3405] lr: 2.381e-02, eta: 2 days, 7:09:08, time: 0.671, data_time: 0.227, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 4.1208, loss: 4.1208 +2025-06-27 22:17:21,687 - pyskl - INFO - Epoch [22][200/3405] lr: 2.380e-02, eta: 2 days, 7:08:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9556, loss_cls: 4.0880, loss: 4.0880 +2025-06-27 22:18:06,241 - pyskl - INFO - Epoch [22][300/3405] lr: 2.380e-02, eta: 2 days, 7:07:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9569, loss_cls: 4.2309, loss: 4.2309 +2025-06-27 22:18:50,809 - pyskl - INFO - Epoch [22][400/3405] lr: 2.380e-02, eta: 2 days, 7:06:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9506, loss_cls: 4.2102, loss: 4.2102 +2025-06-27 22:19:35,426 - pyskl - INFO - Epoch [22][500/3405] lr: 2.379e-02, eta: 2 days, 7:05:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 4.2597, loss: 4.2597 +2025-06-27 22:20:20,130 - pyskl - INFO - Epoch [22][600/3405] lr: 2.379e-02, eta: 2 days, 7:05:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9563, loss_cls: 4.3116, loss: 4.3116 +2025-06-27 22:21:04,744 - pyskl - INFO - Epoch [22][700/3405] lr: 2.379e-02, eta: 2 days, 7:04:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9525, loss_cls: 4.2532, loss: 4.2532 +2025-06-27 22:21:49,326 - pyskl - INFO - Epoch [22][800/3405] lr: 2.378e-02, eta: 2 days, 7:03:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 4.1368, loss: 4.1368 +2025-06-27 22:22:33,938 - pyskl - INFO - Epoch [22][900/3405] lr: 2.378e-02, eta: 2 days, 7:02:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9487, loss_cls: 4.2373, loss: 4.2373 +2025-06-27 22:23:18,659 - pyskl - INFO - Epoch [22][1000/3405] lr: 2.378e-02, eta: 2 days, 7:01:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9537, loss_cls: 4.2427, loss: 4.2427 +2025-06-27 22:24:03,329 - pyskl - INFO - Epoch [22][1100/3405] lr: 2.377e-02, eta: 2 days, 7:01:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9506, loss_cls: 4.1516, loss: 4.1516 +2025-06-27 22:24:47,952 - pyskl - INFO - Epoch [22][1200/3405] lr: 2.377e-02, eta: 2 days, 7:00:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9500, loss_cls: 4.2292, loss: 4.2292 +2025-06-27 22:25:32,606 - pyskl - INFO - Epoch [22][1300/3405] lr: 2.377e-02, eta: 2 days, 6:59:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 4.0865, loss: 4.0865 +2025-06-27 22:26:17,402 - pyskl - INFO - Epoch [22][1400/3405] lr: 2.376e-02, eta: 2 days, 6:58:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9587, loss_cls: 4.1277, loss: 4.1277 +2025-06-27 22:27:02,284 - pyskl - INFO - Epoch [22][1500/3405] lr: 2.376e-02, eta: 2 days, 6:57:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9519, loss_cls: 4.2612, loss: 4.2612 +2025-06-27 22:27:47,009 - pyskl - INFO - Epoch [22][1600/3405] lr: 2.376e-02, eta: 2 days, 6:57:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 4.1924, loss: 4.1924 +2025-06-27 22:28:31,626 - pyskl - INFO - Epoch [22][1700/3405] lr: 2.375e-02, eta: 2 days, 6:56:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9456, loss_cls: 4.2629, loss: 4.2629 +2025-06-27 22:29:16,081 - pyskl - INFO - Epoch [22][1800/3405] lr: 2.375e-02, eta: 2 days, 6:55:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9537, loss_cls: 4.3007, loss: 4.3007 +2025-06-27 22:30:00,592 - pyskl - INFO - Epoch [22][1900/3405] lr: 2.375e-02, eta: 2 days, 6:54:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9487, loss_cls: 4.1205, loss: 4.1205 +2025-06-27 22:30:45,083 - pyskl - INFO - Epoch [22][2000/3405] lr: 2.374e-02, eta: 2 days, 6:53:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9575, loss_cls: 4.1137, loss: 4.1137 +2025-06-27 22:31:29,647 - pyskl - INFO - Epoch [22][2100/3405] lr: 2.374e-02, eta: 2 days, 6:52:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9575, loss_cls: 4.1625, loss: 4.1625 +2025-06-27 22:32:14,402 - pyskl - INFO - Epoch [22][2200/3405] lr: 2.374e-02, eta: 2 days, 6:52:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 4.0983, loss: 4.0983 +2025-06-27 22:32:59,210 - pyskl - INFO - Epoch [22][2300/3405] lr: 2.373e-02, eta: 2 days, 6:51:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9544, loss_cls: 4.3002, loss: 4.3002 +2025-06-27 22:33:43,849 - pyskl - INFO - Epoch [22][2400/3405] lr: 2.373e-02, eta: 2 days, 6:50:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 4.2566, loss: 4.2566 +2025-06-27 22:34:28,471 - pyskl - INFO - Epoch [22][2500/3405] lr: 2.373e-02, eta: 2 days, 6:49:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9494, loss_cls: 4.2698, loss: 4.2698 +2025-06-27 22:35:13,101 - pyskl - INFO - Epoch [22][2600/3405] lr: 2.372e-02, eta: 2 days, 6:48:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9594, loss_cls: 4.1323, loss: 4.1323 +2025-06-27 22:35:57,743 - pyskl - INFO - Epoch [22][2700/3405] lr: 2.372e-02, eta: 2 days, 6:48:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9469, loss_cls: 4.2003, loss: 4.2003 +2025-06-27 22:36:42,413 - pyskl - INFO - Epoch [22][2800/3405] lr: 2.372e-02, eta: 2 days, 6:47:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9537, loss_cls: 4.2189, loss: 4.2189 +2025-06-27 22:37:27,094 - pyskl - INFO - Epoch [22][2900/3405] lr: 2.371e-02, eta: 2 days, 6:46:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9525, loss_cls: 4.1110, loss: 4.1110 +2025-06-27 22:38:11,763 - pyskl - INFO - Epoch [22][3000/3405] lr: 2.371e-02, eta: 2 days, 6:45:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 4.3279, loss: 4.3279 +2025-06-27 22:38:56,403 - pyskl - INFO - Epoch [22][3100/3405] lr: 2.371e-02, eta: 2 days, 6:44:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9575, loss_cls: 4.1506, loss: 4.1506 +2025-06-27 22:39:41,144 - pyskl - INFO - Epoch [22][3200/3405] lr: 2.370e-02, eta: 2 days, 6:44:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 4.0822, loss: 4.0822 +2025-06-27 22:40:25,827 - pyskl - INFO - Epoch [22][3300/3405] lr: 2.370e-02, eta: 2 days, 6:43:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9487, loss_cls: 3.9991, loss: 3.9991 +2025-06-27 22:41:10,421 - pyskl - INFO - Epoch [22][3400/3405] lr: 2.370e-02, eta: 2 days, 6:42:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 4.0263, loss: 4.0263 +2025-06-27 22:41:13,082 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-06-27 22:45:09,499 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 22:45:10,128 - pyskl - INFO - +top1_acc 0.7335 +top5_acc 0.9359 +2025-06-27 22:45:10,186 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_20.pth was removed +2025-06-27 22:45:11,272 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. +2025-06-27 22:45:11,274 - pyskl - INFO - Best top1_acc is 0.7335 at 22 epoch. +2025-06-27 22:45:11,298 - pyskl - INFO - Epoch(val) [22][3718] top1_acc: 0.7335, top5_acc: 0.9359 +2025-06-27 22:46:18,857 - pyskl - INFO - Epoch [23][100/3405] lr: 2.369e-02, eta: 2 days, 6:43:37, time: 0.676, data_time: 0.230, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9631, loss_cls: 4.0177, loss: 4.0177 +2025-06-27 22:47:03,405 - pyskl - INFO - Epoch [23][200/3405] lr: 2.369e-02, eta: 2 days, 6:42:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9581, loss_cls: 4.1601, loss: 4.1601 +2025-06-27 22:47:48,027 - pyskl - INFO - Epoch [23][300/3405] lr: 2.369e-02, eta: 2 days, 6:41:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9556, loss_cls: 3.9872, loss: 3.9872 +2025-06-27 22:48:32,610 - pyskl - INFO - Epoch [23][400/3405] lr: 2.368e-02, eta: 2 days, 6:41:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9575, loss_cls: 4.1173, loss: 4.1173 +2025-06-27 22:49:17,207 - pyskl - INFO - Epoch [23][500/3405] lr: 2.368e-02, eta: 2 days, 6:40:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9500, loss_cls: 4.2119, loss: 4.2119 +2025-06-27 22:50:01,851 - pyskl - INFO - Epoch [23][600/3405] lr: 2.368e-02, eta: 2 days, 6:39:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9537, loss_cls: 4.0381, loss: 4.0381 +2025-06-27 22:50:46,471 - pyskl - INFO - Epoch [23][700/3405] lr: 2.367e-02, eta: 2 days, 6:38:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 4.1838, loss: 4.1838 +2025-06-27 22:51:31,034 - pyskl - INFO - Epoch [23][800/3405] lr: 2.367e-02, eta: 2 days, 6:37:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9544, loss_cls: 4.1428, loss: 4.1428 +2025-06-27 22:52:15,488 - pyskl - INFO - Epoch [23][900/3405] lr: 2.367e-02, eta: 2 days, 6:37:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 4.2149, loss: 4.2149 +2025-06-27 22:52:59,916 - pyskl - INFO - Epoch [23][1000/3405] lr: 2.366e-02, eta: 2 days, 6:36:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9594, loss_cls: 4.0679, loss: 4.0679 +2025-06-27 22:53:44,388 - pyskl - INFO - Epoch [23][1100/3405] lr: 2.366e-02, eta: 2 days, 6:35:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9506, loss_cls: 4.2413, loss: 4.2413 +2025-06-27 22:54:28,909 - pyskl - INFO - Epoch [23][1200/3405] lr: 2.366e-02, eta: 2 days, 6:34:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9425, loss_cls: 4.2937, loss: 4.2937 +2025-06-27 22:55:13,427 - pyskl - INFO - Epoch [23][1300/3405] lr: 2.365e-02, eta: 2 days, 6:33:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9487, loss_cls: 4.2112, loss: 4.2112 +2025-06-27 22:55:58,039 - pyskl - INFO - Epoch [23][1400/3405] lr: 2.365e-02, eta: 2 days, 6:33:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9594, loss_cls: 4.1819, loss: 4.1819 +2025-06-27 22:56:42,554 - pyskl - INFO - Epoch [23][1500/3405] lr: 2.364e-02, eta: 2 days, 6:32:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 4.1047, loss: 4.1047 +2025-06-27 22:57:27,500 - pyskl - INFO - Epoch [23][1600/3405] lr: 2.364e-02, eta: 2 days, 6:31:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9519, loss_cls: 4.3176, loss: 4.3176 +2025-06-27 22:58:12,075 - pyskl - INFO - Epoch [23][1700/3405] lr: 2.364e-02, eta: 2 days, 6:30:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9456, loss_cls: 4.1013, loss: 4.1013 +2025-06-27 22:58:56,466 - pyskl - INFO - Epoch [23][1800/3405] lr: 2.363e-02, eta: 2 days, 6:29:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9513, loss_cls: 4.1227, loss: 4.1227 +2025-06-27 22:59:41,010 - pyskl - INFO - Epoch [23][1900/3405] lr: 2.363e-02, eta: 2 days, 6:28:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9487, loss_cls: 4.1593, loss: 4.1593 +2025-06-27 23:00:25,873 - pyskl - INFO - Epoch [23][2000/3405] lr: 2.363e-02, eta: 2 days, 6:28:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9456, loss_cls: 4.4918, loss: 4.4918 +2025-06-27 23:01:10,465 - pyskl - INFO - Epoch [23][2100/3405] lr: 2.362e-02, eta: 2 days, 6:27:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9556, loss_cls: 4.1551, loss: 4.1551 +2025-06-27 23:01:55,189 - pyskl - INFO - Epoch [23][2200/3405] lr: 2.362e-02, eta: 2 days, 6:26:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9594, loss_cls: 3.9747, loss: 3.9747 +2025-06-27 23:02:39,805 - pyskl - INFO - Epoch [23][2300/3405] lr: 2.362e-02, eta: 2 days, 6:25:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9487, loss_cls: 4.2960, loss: 4.2960 +2025-06-27 23:03:24,281 - pyskl - INFO - Epoch [23][2400/3405] lr: 2.361e-02, eta: 2 days, 6:24:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9481, loss_cls: 4.1436, loss: 4.1436 +2025-06-27 23:04:08,846 - pyskl - INFO - Epoch [23][2500/3405] lr: 2.361e-02, eta: 2 days, 6:24:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9613, loss_cls: 4.1326, loss: 4.1326 +2025-06-27 23:04:53,341 - pyskl - INFO - Epoch [23][2600/3405] lr: 2.361e-02, eta: 2 days, 6:23:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9450, loss_cls: 4.1655, loss: 4.1655 +2025-06-27 23:05:37,938 - pyskl - INFO - Epoch [23][2700/3405] lr: 2.360e-02, eta: 2 days, 6:22:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 4.2615, loss: 4.2615 +2025-06-27 23:06:22,615 - pyskl - INFO - Epoch [23][2800/3405] lr: 2.360e-02, eta: 2 days, 6:21:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9456, loss_cls: 4.2266, loss: 4.2266 +2025-06-27 23:07:07,277 - pyskl - INFO - Epoch [23][2900/3405] lr: 2.360e-02, eta: 2 days, 6:20:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9537, loss_cls: 4.0173, loss: 4.0173 +2025-06-27 23:07:51,986 - pyskl - INFO - Epoch [23][3000/3405] lr: 2.359e-02, eta: 2 days, 6:20:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9631, loss_cls: 4.1559, loss: 4.1559 +2025-06-27 23:08:36,597 - pyskl - INFO - Epoch [23][3100/3405] lr: 2.359e-02, eta: 2 days, 6:19:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9525, loss_cls: 4.1087, loss: 4.1087 +2025-06-27 23:09:21,307 - pyskl - INFO - Epoch [23][3200/3405] lr: 2.358e-02, eta: 2 days, 6:18:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 4.2511, loss: 4.2511 +2025-06-27 23:10:06,018 - pyskl - INFO - Epoch [23][3300/3405] lr: 2.358e-02, eta: 2 days, 6:17:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9450, loss_cls: 4.3664, loss: 4.3664 +2025-06-27 23:10:50,526 - pyskl - INFO - Epoch [23][3400/3405] lr: 2.358e-02, eta: 2 days, 6:16:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9625, loss_cls: 4.2274, loss: 4.2274 +2025-06-27 23:10:53,107 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-06-27 23:14:49,384 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 23:14:49,996 - pyskl - INFO - +top1_acc 0.7174 +top5_acc 0.9348 +2025-06-27 23:14:50,017 - pyskl - INFO - Epoch(val) [23][3718] top1_acc: 0.7174, top5_acc: 0.9348 +2025-06-27 23:15:57,299 - pyskl - INFO - Epoch [24][100/3405] lr: 2.357e-02, eta: 2 days, 6:17:54, time: 0.673, data_time: 0.226, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9619, loss_cls: 4.0989, loss: 4.0989 +2025-06-27 23:16:41,869 - pyskl - INFO - Epoch [24][200/3405] lr: 2.357e-02, eta: 2 days, 6:17:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9637, loss_cls: 4.0244, loss: 4.0244 +2025-06-27 23:17:26,517 - pyskl - INFO - Epoch [24][300/3405] lr: 2.357e-02, eta: 2 days, 6:16:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9613, loss_cls: 4.0507, loss: 4.0507 +2025-06-27 23:18:11,045 - pyskl - INFO - Epoch [24][400/3405] lr: 2.356e-02, eta: 2 days, 6:15:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9537, loss_cls: 4.2230, loss: 4.2230 +2025-06-27 23:18:55,579 - pyskl - INFO - Epoch [24][500/3405] lr: 2.356e-02, eta: 2 days, 6:14:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 4.0571, loss: 4.0571 +2025-06-27 23:19:40,093 - pyskl - INFO - Epoch [24][600/3405] lr: 2.356e-02, eta: 2 days, 6:13:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9613, loss_cls: 4.1214, loss: 4.1214 +2025-06-27 23:20:24,507 - pyskl - INFO - Epoch [24][700/3405] lr: 2.355e-02, eta: 2 days, 6:13:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9650, loss_cls: 4.0803, loss: 4.0803 +2025-06-27 23:21:08,896 - pyskl - INFO - Epoch [24][800/3405] lr: 2.355e-02, eta: 2 days, 6:12:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9475, loss_cls: 4.2422, loss: 4.2422 +2025-06-27 23:21:53,336 - pyskl - INFO - Epoch [24][900/3405] lr: 2.355e-02, eta: 2 days, 6:11:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9500, loss_cls: 4.1280, loss: 4.1280 +2025-06-27 23:22:37,830 - pyskl - INFO - Epoch [24][1000/3405] lr: 2.354e-02, eta: 2 days, 6:10:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9481, loss_cls: 4.2095, loss: 4.2095 +2025-06-27 23:23:22,299 - pyskl - INFO - Epoch [24][1100/3405] lr: 2.354e-02, eta: 2 days, 6:09:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 4.1781, loss: 4.1781 +2025-06-27 23:24:06,754 - pyskl - INFO - Epoch [24][1200/3405] lr: 2.353e-02, eta: 2 days, 6:08:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9550, loss_cls: 4.2228, loss: 4.2228 +2025-06-27 23:24:51,195 - pyskl - INFO - Epoch [24][1300/3405] lr: 2.353e-02, eta: 2 days, 6:08:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 4.0853, loss: 4.0853 +2025-06-27 23:25:35,656 - pyskl - INFO - Epoch [24][1400/3405] lr: 2.353e-02, eta: 2 days, 6:07:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9619, loss_cls: 4.1610, loss: 4.1610 +2025-06-27 23:26:20,120 - pyskl - INFO - Epoch [24][1500/3405] lr: 2.352e-02, eta: 2 days, 6:06:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9494, loss_cls: 4.1241, loss: 4.1241 +2025-06-27 23:27:04,578 - pyskl - INFO - Epoch [24][1600/3405] lr: 2.352e-02, eta: 2 days, 6:05:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9525, loss_cls: 4.0824, loss: 4.0824 +2025-06-27 23:27:49,031 - pyskl - INFO - Epoch [24][1700/3405] lr: 2.352e-02, eta: 2 days, 6:04:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9481, loss_cls: 4.1931, loss: 4.1931 +2025-06-27 23:28:33,565 - pyskl - INFO - Epoch [24][1800/3405] lr: 2.351e-02, eta: 2 days, 6:03:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9494, loss_cls: 4.1133, loss: 4.1133 +2025-06-27 23:29:18,149 - pyskl - INFO - Epoch [24][1900/3405] lr: 2.351e-02, eta: 2 days, 6:03:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9644, loss_cls: 4.0557, loss: 4.0557 +2025-06-27 23:30:02,740 - pyskl - INFO - Epoch [24][2000/3405] lr: 2.351e-02, eta: 2 days, 6:02:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9587, loss_cls: 4.2090, loss: 4.2090 +2025-06-27 23:30:47,128 - pyskl - INFO - Epoch [24][2100/3405] lr: 2.350e-02, eta: 2 days, 6:01:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9444, loss_cls: 4.1942, loss: 4.1942 +2025-06-27 23:31:31,594 - pyskl - INFO - Epoch [24][2200/3405] lr: 2.350e-02, eta: 2 days, 6:00:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9506, loss_cls: 4.2051, loss: 4.2051 +2025-06-27 23:32:16,208 - pyskl - INFO - Epoch [24][2300/3405] lr: 2.349e-02, eta: 2 days, 5:59:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 4.1185, loss: 4.1185 +2025-06-27 23:33:00,787 - pyskl - INFO - Epoch [24][2400/3405] lr: 2.349e-02, eta: 2 days, 5:59:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9544, loss_cls: 4.2162, loss: 4.2162 +2025-06-27 23:33:45,234 - pyskl - INFO - Epoch [24][2500/3405] lr: 2.349e-02, eta: 2 days, 5:58:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 4.1374, loss: 4.1374 +2025-06-27 23:34:29,901 - pyskl - INFO - Epoch [24][2600/3405] lr: 2.348e-02, eta: 2 days, 5:57:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9606, loss_cls: 3.9770, loss: 3.9770 +2025-06-27 23:35:14,406 - pyskl - INFO - Epoch [24][2700/3405] lr: 2.348e-02, eta: 2 days, 5:56:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 4.0751, loss: 4.0751 +2025-06-27 23:35:58,971 - pyskl - INFO - Epoch [24][2800/3405] lr: 2.348e-02, eta: 2 days, 5:55:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9525, loss_cls: 4.1133, loss: 4.1133 +2025-06-27 23:36:43,616 - pyskl - INFO - Epoch [24][2900/3405] lr: 2.347e-02, eta: 2 days, 5:55:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9537, loss_cls: 4.0604, loss: 4.0604 +2025-06-27 23:37:28,175 - pyskl - INFO - Epoch [24][3000/3405] lr: 2.347e-02, eta: 2 days, 5:54:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9531, loss_cls: 4.1832, loss: 4.1832 +2025-06-27 23:38:12,615 - pyskl - INFO - Epoch [24][3100/3405] lr: 2.347e-02, eta: 2 days, 5:53:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9544, loss_cls: 4.0697, loss: 4.0697 +2025-06-27 23:38:57,317 - pyskl - INFO - Epoch [24][3200/3405] lr: 2.346e-02, eta: 2 days, 5:52:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9487, loss_cls: 4.2005, loss: 4.2005 +2025-06-27 23:39:42,413 - pyskl - INFO - Epoch [24][3300/3405] lr: 2.346e-02, eta: 2 days, 5:51:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9581, loss_cls: 4.0563, loss: 4.0563 +2025-06-27 23:40:27,049 - pyskl - INFO - Epoch [24][3400/3405] lr: 2.345e-02, eta: 2 days, 5:51:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9450, loss_cls: 4.2691, loss: 4.2691 +2025-06-27 23:40:29,641 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-06-27 23:44:26,318 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 23:44:26,924 - pyskl - INFO - +top1_acc 0.7257 +top5_acc 0.9335 +2025-06-27 23:44:26,946 - pyskl - INFO - Epoch(val) [24][3718] top1_acc: 0.7257, top5_acc: 0.9335 +2025-06-27 23:45:34,862 - pyskl - INFO - Epoch [25][100/3405] lr: 2.345e-02, eta: 2 days, 5:52:04, time: 0.679, data_time: 0.231, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9513, loss_cls: 4.1512, loss: 4.1512 +2025-06-27 23:46:19,665 - pyskl - INFO - Epoch [25][200/3405] lr: 2.345e-02, eta: 2 days, 5:51:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9644, loss_cls: 4.1036, loss: 4.1036 +2025-06-27 23:47:04,249 - pyskl - INFO - Epoch [25][300/3405] lr: 2.344e-02, eta: 2 days, 5:50:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9569, loss_cls: 4.1030, loss: 4.1030 +2025-06-27 23:47:49,124 - pyskl - INFO - Epoch [25][400/3405] lr: 2.344e-02, eta: 2 days, 5:49:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9575, loss_cls: 4.0432, loss: 4.0432 +2025-06-27 23:48:33,734 - pyskl - INFO - Epoch [25][500/3405] lr: 2.344e-02, eta: 2 days, 5:48:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9506, loss_cls: 4.1093, loss: 4.1093 +2025-06-27 23:49:18,390 - pyskl - INFO - Epoch [25][600/3405] lr: 2.343e-02, eta: 2 days, 5:48:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 4.1565, loss: 4.1565 +2025-06-27 23:50:02,987 - pyskl - INFO - Epoch [25][700/3405] lr: 2.343e-02, eta: 2 days, 5:47:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9494, loss_cls: 4.2324, loss: 4.2324 +2025-06-27 23:50:47,697 - pyskl - INFO - Epoch [25][800/3405] lr: 2.342e-02, eta: 2 days, 5:46:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9619, loss_cls: 3.9627, loss: 3.9627 +2025-06-27 23:51:32,197 - pyskl - INFO - Epoch [25][900/3405] lr: 2.342e-02, eta: 2 days, 5:45:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 4.0158, loss: 4.0158 +2025-06-27 23:52:16,851 - pyskl - INFO - Epoch [25][1000/3405] lr: 2.342e-02, eta: 2 days, 5:44:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9519, loss_cls: 4.2482, loss: 4.2482 +2025-06-27 23:53:01,428 - pyskl - INFO - Epoch [25][1100/3405] lr: 2.341e-02, eta: 2 days, 5:44:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9581, loss_cls: 4.1603, loss: 4.1603 +2025-06-27 23:53:46,083 - pyskl - INFO - Epoch [25][1200/3405] lr: 2.341e-02, eta: 2 days, 5:43:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9563, loss_cls: 4.0448, loss: 4.0448 +2025-06-27 23:54:30,666 - pyskl - INFO - Epoch [25][1300/3405] lr: 2.341e-02, eta: 2 days, 5:42:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9563, loss_cls: 3.9824, loss: 3.9824 +2025-06-27 23:55:15,330 - pyskl - INFO - Epoch [25][1400/3405] lr: 2.340e-02, eta: 2 days, 5:41:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 4.2542, loss: 4.2542 +2025-06-27 23:56:00,084 - pyskl - INFO - Epoch [25][1500/3405] lr: 2.340e-02, eta: 2 days, 5:40:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9544, loss_cls: 4.1306, loss: 4.1306 +2025-06-27 23:56:44,811 - pyskl - INFO - Epoch [25][1600/3405] lr: 2.339e-02, eta: 2 days, 5:40:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9544, loss_cls: 4.1037, loss: 4.1037 +2025-06-27 23:57:29,589 - pyskl - INFO - Epoch [25][1700/3405] lr: 2.339e-02, eta: 2 days, 5:39:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9563, loss_cls: 4.1119, loss: 4.1119 +2025-06-27 23:58:14,383 - pyskl - INFO - Epoch [25][1800/3405] lr: 2.339e-02, eta: 2 days, 5:38:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9531, loss_cls: 4.2968, loss: 4.2968 +2025-06-27 23:58:59,175 - pyskl - INFO - Epoch [25][1900/3405] lr: 2.338e-02, eta: 2 days, 5:37:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9425, loss_cls: 4.2974, loss: 4.2974 +2025-06-27 23:59:43,871 - pyskl - INFO - Epoch [25][2000/3405] lr: 2.338e-02, eta: 2 days, 5:36:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9550, loss_cls: 4.1435, loss: 4.1435 +2025-06-28 00:00:28,524 - pyskl - INFO - Epoch [25][2100/3405] lr: 2.338e-02, eta: 2 days, 5:36:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 4.1375, loss: 4.1375 +2025-06-28 00:01:13,188 - pyskl - INFO - Epoch [25][2200/3405] lr: 2.337e-02, eta: 2 days, 5:35:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9575, loss_cls: 4.1666, loss: 4.1666 +2025-06-28 00:01:57,974 - pyskl - INFO - Epoch [25][2300/3405] lr: 2.337e-02, eta: 2 days, 5:34:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9525, loss_cls: 4.0916, loss: 4.0916 +2025-06-28 00:02:42,595 - pyskl - INFO - Epoch [25][2400/3405] lr: 2.336e-02, eta: 2 days, 5:33:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9494, loss_cls: 4.1011, loss: 4.1011 +2025-06-28 00:03:27,185 - pyskl - INFO - Epoch [25][2500/3405] lr: 2.336e-02, eta: 2 days, 5:32:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9619, loss_cls: 4.1597, loss: 4.1597 +2025-06-28 00:04:11,749 - pyskl - INFO - Epoch [25][2600/3405] lr: 2.336e-02, eta: 2 days, 5:32:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 4.2275, loss: 4.2275 +2025-06-28 00:04:56,386 - pyskl - INFO - Epoch [25][2700/3405] lr: 2.335e-02, eta: 2 days, 5:31:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9563, loss_cls: 4.1718, loss: 4.1718 +2025-06-28 00:05:40,870 - pyskl - INFO - Epoch [25][2800/3405] lr: 2.335e-02, eta: 2 days, 5:30:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9519, loss_cls: 4.1189, loss: 4.1189 +2025-06-28 00:06:25,493 - pyskl - INFO - Epoch [25][2900/3405] lr: 2.334e-02, eta: 2 days, 5:29:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9450, loss_cls: 4.1398, loss: 4.1398 +2025-06-28 00:07:10,102 - pyskl - INFO - Epoch [25][3000/3405] lr: 2.334e-02, eta: 2 days, 5:28:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 4.1092, loss: 4.1092 +2025-06-28 00:07:54,760 - pyskl - INFO - Epoch [25][3100/3405] lr: 2.334e-02, eta: 2 days, 5:28:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9487, loss_cls: 4.3173, loss: 4.3173 +2025-06-28 00:08:39,344 - pyskl - INFO - Epoch [25][3200/3405] lr: 2.333e-02, eta: 2 days, 5:27:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9569, loss_cls: 4.1933, loss: 4.1933 +2025-06-28 00:09:23,918 - pyskl - INFO - Epoch [25][3300/3405] lr: 2.333e-02, eta: 2 days, 5:26:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9537, loss_cls: 4.0517, loss: 4.0517 +2025-06-28 00:10:08,517 - pyskl - INFO - Epoch [25][3400/3405] lr: 2.333e-02, eta: 2 days, 5:25:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9625, loss_cls: 4.2549, loss: 4.2549 +2025-06-28 00:10:11,060 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-06-28 00:29:50,907 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 00:29:51,453 - pyskl - INFO - +top1_acc 0.7481 +top5_acc 0.9448 +2025-06-28 00:29:51,505 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_22.pth was removed +2025-06-28 00:29:52,549 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. +2025-06-28 00:29:52,550 - pyskl - INFO - Best top1_acc is 0.7481 at 25 epoch. +2025-06-28 00:29:52,571 - pyskl - INFO - Epoch(val) [25][3718] top1_acc: 0.7481, top5_acc: 0.9448 +2025-06-28 00:31:00,111 - pyskl - INFO - Epoch [26][100/3405] lr: 2.332e-02, eta: 2 days, 5:26:33, time: 0.675, data_time: 0.230, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9600, loss_cls: 4.2129, loss: 4.2129 +2025-06-28 00:31:44,756 - pyskl - INFO - Epoch [26][200/3405] lr: 2.332e-02, eta: 2 days, 5:25:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9563, loss_cls: 4.1358, loss: 4.1358 +2025-06-28 00:32:29,352 - pyskl - INFO - Epoch [26][300/3405] lr: 2.331e-02, eta: 2 days, 5:24:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9556, loss_cls: 4.0987, loss: 4.0987 +2025-06-28 00:33:14,041 - pyskl - INFO - Epoch [26][400/3405] lr: 2.331e-02, eta: 2 days, 5:24:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9463, loss_cls: 4.2860, loss: 4.2860 +2025-06-28 00:33:58,638 - pyskl - INFO - Epoch [26][500/3405] lr: 2.331e-02, eta: 2 days, 5:23:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 4.0957, loss: 4.0957 +2025-06-28 00:34:43,031 - pyskl - INFO - Epoch [26][600/3405] lr: 2.330e-02, eta: 2 days, 5:22:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 4.1626, loss: 4.1626 +2025-06-28 00:35:27,468 - pyskl - INFO - Epoch [26][700/3405] lr: 2.330e-02, eta: 2 days, 5:21:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 4.1327, loss: 4.1327 +2025-06-28 00:36:11,872 - pyskl - INFO - Epoch [26][800/3405] lr: 2.329e-02, eta: 2 days, 5:20:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9637, loss_cls: 4.0343, loss: 4.0343 +2025-06-28 00:36:56,425 - pyskl - INFO - Epoch [26][900/3405] lr: 2.329e-02, eta: 2 days, 5:20:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9619, loss_cls: 4.1685, loss: 4.1685 +2025-06-28 00:37:41,018 - pyskl - INFO - Epoch [26][1000/3405] lr: 2.329e-02, eta: 2 days, 5:19:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9513, loss_cls: 4.1598, loss: 4.1598 +2025-06-28 00:38:25,584 - pyskl - INFO - Epoch [26][1100/3405] lr: 2.328e-02, eta: 2 days, 5:18:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9656, loss_cls: 4.0668, loss: 4.0668 +2025-06-28 00:39:10,213 - pyskl - INFO - Epoch [26][1200/3405] lr: 2.328e-02, eta: 2 days, 5:17:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 4.0189, loss: 4.0189 +2025-06-28 00:39:54,619 - pyskl - INFO - Epoch [26][1300/3405] lr: 2.328e-02, eta: 2 days, 5:16:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9556, loss_cls: 4.0380, loss: 4.0380 +2025-06-28 00:40:39,119 - pyskl - INFO - Epoch [26][1400/3405] lr: 2.327e-02, eta: 2 days, 5:16:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9506, loss_cls: 4.0962, loss: 4.0962 +2025-06-28 00:41:23,593 - pyskl - INFO - Epoch [26][1500/3405] lr: 2.327e-02, eta: 2 days, 5:15:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9569, loss_cls: 4.2993, loss: 4.2993 +2025-06-28 00:42:08,147 - pyskl - INFO - Epoch [26][1600/3405] lr: 2.326e-02, eta: 2 days, 5:14:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9531, loss_cls: 4.2620, loss: 4.2620 +2025-06-28 00:42:52,601 - pyskl - INFO - Epoch [26][1700/3405] lr: 2.326e-02, eta: 2 days, 5:13:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9688, loss_cls: 4.0664, loss: 4.0664 +2025-06-28 00:43:37,140 - pyskl - INFO - Epoch [26][1800/3405] lr: 2.326e-02, eta: 2 days, 5:12:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 4.1480, loss: 4.1480 +2025-06-28 00:44:21,618 - pyskl - INFO - Epoch [26][1900/3405] lr: 2.325e-02, eta: 2 days, 5:11:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9563, loss_cls: 4.1933, loss: 4.1933 +2025-06-28 00:45:06,194 - pyskl - INFO - Epoch [26][2000/3405] lr: 2.325e-02, eta: 2 days, 5:11:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 4.1588, loss: 4.1588 +2025-06-28 00:45:50,641 - pyskl - INFO - Epoch [26][2100/3405] lr: 2.324e-02, eta: 2 days, 5:10:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9519, loss_cls: 4.1400, loss: 4.1400 +2025-06-28 00:46:35,057 - pyskl - INFO - Epoch [26][2200/3405] lr: 2.324e-02, eta: 2 days, 5:09:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 4.0994, loss: 4.0994 +2025-06-28 00:47:19,645 - pyskl - INFO - Epoch [26][2300/3405] lr: 2.324e-02, eta: 2 days, 5:08:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9531, loss_cls: 4.1981, loss: 4.1981 +2025-06-28 00:48:04,235 - pyskl - INFO - Epoch [26][2400/3405] lr: 2.323e-02, eta: 2 days, 5:07:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9513, loss_cls: 4.0468, loss: 4.0468 +2025-06-28 00:48:48,804 - pyskl - INFO - Epoch [26][2500/3405] lr: 2.323e-02, eta: 2 days, 5:07:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9531, loss_cls: 4.1610, loss: 4.1610 +2025-06-28 00:49:33,213 - pyskl - INFO - Epoch [26][2600/3405] lr: 2.322e-02, eta: 2 days, 5:06:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9544, loss_cls: 4.0658, loss: 4.0658 +2025-06-28 00:50:17,830 - pyskl - INFO - Epoch [26][2700/3405] lr: 2.322e-02, eta: 2 days, 5:05:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9581, loss_cls: 4.1118, loss: 4.1118 +2025-06-28 00:51:02,436 - pyskl - INFO - Epoch [26][2800/3405] lr: 2.322e-02, eta: 2 days, 5:04:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9606, loss_cls: 4.1774, loss: 4.1774 +2025-06-28 00:51:47,006 - pyskl - INFO - Epoch [26][2900/3405] lr: 2.321e-02, eta: 2 days, 5:03:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 4.0601, loss: 4.0601 +2025-06-28 00:52:31,610 - pyskl - INFO - Epoch [26][3000/3405] lr: 2.321e-02, eta: 2 days, 5:03:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9531, loss_cls: 4.1380, loss: 4.1380 +2025-06-28 00:53:16,325 - pyskl - INFO - Epoch [26][3100/3405] lr: 2.320e-02, eta: 2 days, 5:02:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9525, loss_cls: 4.0553, loss: 4.0553 +2025-06-28 00:54:00,842 - pyskl - INFO - Epoch [26][3200/3405] lr: 2.320e-02, eta: 2 days, 5:01:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9500, loss_cls: 4.1540, loss: 4.1540 +2025-06-28 00:54:45,346 - pyskl - INFO - Epoch [26][3300/3405] lr: 2.320e-02, eta: 2 days, 5:00:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9444, loss_cls: 4.1909, loss: 4.1909 +2025-06-28 00:55:29,813 - pyskl - INFO - Epoch [26][3400/3405] lr: 2.319e-02, eta: 2 days, 4:59:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9531, loss_cls: 4.1539, loss: 4.1539 +2025-06-28 00:55:32,386 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-06-28 00:59:28,319 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 00:59:28,918 - pyskl - INFO - +top1_acc 0.7255 +top5_acc 0.9287 +2025-06-28 00:59:28,937 - pyskl - INFO - Epoch(val) [26][3718] top1_acc: 0.7255, top5_acc: 0.9287 +2025-06-28 01:00:36,323 - pyskl - INFO - Epoch [27][100/3405] lr: 2.319e-02, eta: 2 days, 5:00:42, time: 0.674, data_time: 0.229, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9581, loss_cls: 4.0360, loss: 4.0360 +2025-06-28 01:01:20,940 - pyskl - INFO - Epoch [27][200/3405] lr: 2.318e-02, eta: 2 days, 4:59:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9600, loss_cls: 4.0668, loss: 4.0668 +2025-06-28 01:02:05,407 - pyskl - INFO - Epoch [27][300/3405] lr: 2.318e-02, eta: 2 days, 4:59:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9600, loss_cls: 4.0137, loss: 4.0137 +2025-06-28 01:02:49,868 - pyskl - INFO - Epoch [27][400/3405] lr: 2.318e-02, eta: 2 days, 4:58:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9537, loss_cls: 4.1728, loss: 4.1728 +2025-06-28 01:03:34,429 - pyskl - INFO - Epoch [27][500/3405] lr: 2.317e-02, eta: 2 days, 4:57:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 4.0501, loss: 4.0501 +2025-06-28 01:04:18,873 - pyskl - INFO - Epoch [27][600/3405] lr: 2.317e-02, eta: 2 days, 4:56:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9475, loss_cls: 4.1217, loss: 4.1217 +2025-06-28 01:05:03,376 - pyskl - INFO - Epoch [27][700/3405] lr: 2.316e-02, eta: 2 days, 4:55:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9637, loss_cls: 4.0659, loss: 4.0659 +2025-06-28 01:05:48,027 - pyskl - INFO - Epoch [27][800/3405] lr: 2.316e-02, eta: 2 days, 4:55:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9487, loss_cls: 4.1852, loss: 4.1852 +2025-06-28 01:06:32,537 - pyskl - INFO - Epoch [27][900/3405] lr: 2.316e-02, eta: 2 days, 4:54:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9575, loss_cls: 3.9946, loss: 3.9946 +2025-06-28 01:07:17,076 - pyskl - INFO - Epoch [27][1000/3405] lr: 2.315e-02, eta: 2 days, 4:53:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9544, loss_cls: 4.0076, loss: 4.0076 +2025-06-28 01:08:01,685 - pyskl - INFO - Epoch [27][1100/3405] lr: 2.315e-02, eta: 2 days, 4:52:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9550, loss_cls: 3.9651, loss: 3.9651 +2025-06-28 01:08:46,426 - pyskl - INFO - Epoch [27][1200/3405] lr: 2.314e-02, eta: 2 days, 4:51:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9494, loss_cls: 4.1581, loss: 4.1581 +2025-06-28 01:09:30,847 - pyskl - INFO - Epoch [27][1300/3405] lr: 2.314e-02, eta: 2 days, 4:51:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9600, loss_cls: 4.2472, loss: 4.2472 +2025-06-28 01:10:15,378 - pyskl - INFO - Epoch [27][1400/3405] lr: 2.314e-02, eta: 2 days, 4:50:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9531, loss_cls: 4.0887, loss: 4.0887 +2025-06-28 01:10:59,977 - pyskl - INFO - Epoch [27][1500/3405] lr: 2.313e-02, eta: 2 days, 4:49:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9563, loss_cls: 4.0927, loss: 4.0927 +2025-06-28 01:11:44,494 - pyskl - INFO - Epoch [27][1600/3405] lr: 2.313e-02, eta: 2 days, 4:48:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9594, loss_cls: 4.1037, loss: 4.1037 +2025-06-28 01:12:29,127 - pyskl - INFO - Epoch [27][1700/3405] lr: 2.312e-02, eta: 2 days, 4:47:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9563, loss_cls: 4.2066, loss: 4.2066 +2025-06-28 01:13:13,775 - pyskl - INFO - Epoch [27][1800/3405] lr: 2.312e-02, eta: 2 days, 4:47:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 4.0637, loss: 4.0637 +2025-06-28 01:13:58,397 - pyskl - INFO - Epoch [27][1900/3405] lr: 2.312e-02, eta: 2 days, 4:46:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9600, loss_cls: 4.2124, loss: 4.2124 +2025-06-28 01:14:42,922 - pyskl - INFO - Epoch [27][2000/3405] lr: 2.311e-02, eta: 2 days, 4:45:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9587, loss_cls: 4.0802, loss: 4.0802 +2025-06-28 01:15:27,436 - pyskl - INFO - Epoch [27][2100/3405] lr: 2.311e-02, eta: 2 days, 4:44:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9606, loss_cls: 4.1154, loss: 4.1154 +2025-06-28 01:16:12,007 - pyskl - INFO - Epoch [27][2200/3405] lr: 2.310e-02, eta: 2 days, 4:43:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9531, loss_cls: 4.1052, loss: 4.1052 +2025-06-28 01:16:56,545 - pyskl - INFO - Epoch [27][2300/3405] lr: 2.310e-02, eta: 2 days, 4:43:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9481, loss_cls: 4.0528, loss: 4.0528 +2025-06-28 01:17:41,100 - pyskl - INFO - Epoch [27][2400/3405] lr: 2.310e-02, eta: 2 days, 4:42:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9594, loss_cls: 4.1158, loss: 4.1158 +2025-06-28 01:18:25,677 - pyskl - INFO - Epoch [27][2500/3405] lr: 2.309e-02, eta: 2 days, 4:41:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9569, loss_cls: 4.1918, loss: 4.1918 +2025-06-28 01:19:10,239 - pyskl - INFO - Epoch [27][2600/3405] lr: 2.309e-02, eta: 2 days, 4:40:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9594, loss_cls: 4.0875, loss: 4.0875 +2025-06-28 01:19:54,876 - pyskl - INFO - Epoch [27][2700/3405] lr: 2.308e-02, eta: 2 days, 4:39:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9556, loss_cls: 4.1129, loss: 4.1129 +2025-06-28 01:20:39,567 - pyskl - INFO - Epoch [27][2800/3405] lr: 2.308e-02, eta: 2 days, 4:39:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9531, loss_cls: 4.1386, loss: 4.1386 +2025-06-28 01:21:24,186 - pyskl - INFO - Epoch [27][2900/3405] lr: 2.307e-02, eta: 2 days, 4:38:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9500, loss_cls: 4.1220, loss: 4.1220 +2025-06-28 01:22:08,810 - pyskl - INFO - Epoch [27][3000/3405] lr: 2.307e-02, eta: 2 days, 4:37:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9569, loss_cls: 4.0687, loss: 4.0687 +2025-06-28 01:22:53,479 - pyskl - INFO - Epoch [27][3100/3405] lr: 2.307e-02, eta: 2 days, 4:36:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9575, loss_cls: 4.0958, loss: 4.0958 +2025-06-28 01:23:38,148 - pyskl - INFO - Epoch [27][3200/3405] lr: 2.306e-02, eta: 2 days, 4:35:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9506, loss_cls: 4.1045, loss: 4.1045 +2025-06-28 01:24:22,835 - pyskl - INFO - Epoch [27][3300/3405] lr: 2.306e-02, eta: 2 days, 4:35:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 4.1082, loss: 4.1082 +2025-06-28 01:25:07,435 - pyskl - INFO - Epoch [27][3400/3405] lr: 2.305e-02, eta: 2 days, 4:34:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9537, loss_cls: 4.0359, loss: 4.0359 +2025-06-28 01:25:10,014 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-06-28 01:29:05,812 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 01:29:06,464 - pyskl - INFO - +top1_acc 0.7140 +top5_acc 0.9328 +2025-06-28 01:29:06,486 - pyskl - INFO - Epoch(val) [27][3718] top1_acc: 0.7140, top5_acc: 0.9328 +2025-06-28 01:30:14,426 - pyskl - INFO - Epoch [28][100/3405] lr: 2.305e-02, eta: 2 days, 4:35:01, time: 0.679, data_time: 0.234, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 4.1308, loss: 4.1308 +2025-06-28 01:30:58,974 - pyskl - INFO - Epoch [28][200/3405] lr: 2.305e-02, eta: 2 days, 4:34:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9575, loss_cls: 4.0669, loss: 4.0669 +2025-06-28 01:31:43,471 - pyskl - INFO - Epoch [28][300/3405] lr: 2.304e-02, eta: 2 days, 4:33:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9556, loss_cls: 4.1102, loss: 4.1102 +2025-06-28 01:32:27,973 - pyskl - INFO - Epoch [28][400/3405] lr: 2.304e-02, eta: 2 days, 4:32:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9625, loss_cls: 4.0443, loss: 4.0443 +2025-06-28 01:33:12,474 - pyskl - INFO - Epoch [28][500/3405] lr: 2.303e-02, eta: 2 days, 4:31:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9625, loss_cls: 4.0687, loss: 4.0687 +2025-06-28 01:33:57,023 - pyskl - INFO - Epoch [28][600/3405] lr: 2.303e-02, eta: 2 days, 4:30:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9550, loss_cls: 4.0400, loss: 4.0400 +2025-06-28 01:34:41,507 - pyskl - INFO - Epoch [28][700/3405] lr: 2.303e-02, eta: 2 days, 4:30:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9644, loss_cls: 4.1070, loss: 4.1070 +2025-06-28 01:35:25,946 - pyskl - INFO - Epoch [28][800/3405] lr: 2.302e-02, eta: 2 days, 4:29:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9644, loss_cls: 4.0276, loss: 4.0276 +2025-06-28 01:36:10,338 - pyskl - INFO - Epoch [28][900/3405] lr: 2.302e-02, eta: 2 days, 4:28:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9594, loss_cls: 4.1398, loss: 4.1398 +2025-06-28 01:36:54,784 - pyskl - INFO - Epoch [28][1000/3405] lr: 2.301e-02, eta: 2 days, 4:27:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 4.0865, loss: 4.0865 +2025-06-28 01:37:39,251 - pyskl - INFO - Epoch [28][1100/3405] lr: 2.301e-02, eta: 2 days, 4:26:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9619, loss_cls: 3.9983, loss: 3.9983 +2025-06-28 01:38:23,730 - pyskl - INFO - Epoch [28][1200/3405] lr: 2.300e-02, eta: 2 days, 4:26:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9575, loss_cls: 4.0150, loss: 4.0150 +2025-06-28 01:39:08,205 - pyskl - INFO - Epoch [28][1300/3405] lr: 2.300e-02, eta: 2 days, 4:25:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9650, loss_cls: 3.9665, loss: 3.9665 +2025-06-28 01:39:52,816 - pyskl - INFO - Epoch [28][1400/3405] lr: 2.300e-02, eta: 2 days, 4:24:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9563, loss_cls: 4.1379, loss: 4.1379 +2025-06-28 01:40:37,385 - pyskl - INFO - Epoch [28][1500/3405] lr: 2.299e-02, eta: 2 days, 4:23:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9644, loss_cls: 4.0726, loss: 4.0726 +2025-06-28 01:41:21,815 - pyskl - INFO - Epoch [28][1600/3405] lr: 2.299e-02, eta: 2 days, 4:22:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9506, loss_cls: 4.2344, loss: 4.2344 +2025-06-28 01:42:06,278 - pyskl - INFO - Epoch [28][1700/3405] lr: 2.298e-02, eta: 2 days, 4:22:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 4.0617, loss: 4.0617 +2025-06-28 01:42:50,809 - pyskl - INFO - Epoch [28][1800/3405] lr: 2.298e-02, eta: 2 days, 4:21:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9506, loss_cls: 4.2344, loss: 4.2344 +2025-06-28 01:43:35,320 - pyskl - INFO - Epoch [28][1900/3405] lr: 2.298e-02, eta: 2 days, 4:20:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9613, loss_cls: 4.1311, loss: 4.1311 +2025-06-28 01:44:19,805 - pyskl - INFO - Epoch [28][2000/3405] lr: 2.297e-02, eta: 2 days, 4:19:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 3.9899, loss: 3.9899 +2025-06-28 01:45:04,320 - pyskl - INFO - Epoch [28][2100/3405] lr: 2.297e-02, eta: 2 days, 4:18:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9575, loss_cls: 3.9434, loss: 3.9434 +2025-06-28 01:45:48,776 - pyskl - INFO - Epoch [28][2200/3405] lr: 2.296e-02, eta: 2 days, 4:18:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9494, loss_cls: 4.1273, loss: 4.1273 +2025-06-28 01:46:33,434 - pyskl - INFO - Epoch [28][2300/3405] lr: 2.296e-02, eta: 2 days, 4:17:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9525, loss_cls: 4.1500, loss: 4.1500 +2025-06-28 01:47:18,078 - pyskl - INFO - Epoch [28][2400/3405] lr: 2.295e-02, eta: 2 days, 4:16:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9475, loss_cls: 4.1726, loss: 4.1726 +2025-06-28 01:48:02,692 - pyskl - INFO - Epoch [28][2500/3405] lr: 2.295e-02, eta: 2 days, 4:15:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 4.0643, loss: 4.0643 +2025-06-28 01:48:47,354 - pyskl - INFO - Epoch [28][2600/3405] lr: 2.295e-02, eta: 2 days, 4:14:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9550, loss_cls: 4.0807, loss: 4.0807 +2025-06-28 01:49:31,883 - pyskl - INFO - Epoch [28][2700/3405] lr: 2.294e-02, eta: 2 days, 4:14:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9537, loss_cls: 4.0858, loss: 4.0858 +2025-06-28 01:50:16,427 - pyskl - INFO - Epoch [28][2800/3405] lr: 2.294e-02, eta: 2 days, 4:13:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9569, loss_cls: 3.9838, loss: 3.9838 +2025-06-28 01:51:01,024 - pyskl - INFO - Epoch [28][2900/3405] lr: 2.293e-02, eta: 2 days, 4:12:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 3.9403, loss: 3.9403 +2025-06-28 01:51:45,650 - pyskl - INFO - Epoch [28][3000/3405] lr: 2.293e-02, eta: 2 days, 4:11:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9600, loss_cls: 3.9380, loss: 3.9380 +2025-06-28 01:52:30,262 - pyskl - INFO - Epoch [28][3100/3405] lr: 2.292e-02, eta: 2 days, 4:10:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9487, loss_cls: 4.2149, loss: 4.2149 +2025-06-28 01:53:14,784 - pyskl - INFO - Epoch [28][3200/3405] lr: 2.292e-02, eta: 2 days, 4:10:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9513, loss_cls: 4.1272, loss: 4.1272 +2025-06-28 01:53:59,184 - pyskl - INFO - Epoch [28][3300/3405] lr: 2.292e-02, eta: 2 days, 4:09:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9456, loss_cls: 4.1303, loss: 4.1303 +2025-06-28 01:54:43,695 - pyskl - INFO - Epoch [28][3400/3405] lr: 2.291e-02, eta: 2 days, 4:08:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9469, loss_cls: 4.2167, loss: 4.2167 +2025-06-28 01:54:46,307 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-06-28 01:58:42,394 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 01:58:43,000 - pyskl - INFO - +top1_acc 0.7384 +top5_acc 0.9375 +2025-06-28 01:58:43,022 - pyskl - INFO - Epoch(val) [28][3718] top1_acc: 0.7384, top5_acc: 0.9375 +2025-06-28 01:59:50,686 - pyskl - INFO - Epoch [29][100/3405] lr: 2.291e-02, eta: 2 days, 4:09:11, time: 0.677, data_time: 0.230, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9606, loss_cls: 4.0152, loss: 4.0152 +2025-06-28 02:00:35,314 - pyskl - INFO - Epoch [29][200/3405] lr: 2.290e-02, eta: 2 days, 4:08:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9681, loss_cls: 3.9079, loss: 3.9079 +2025-06-28 02:01:19,721 - pyskl - INFO - Epoch [29][300/3405] lr: 2.290e-02, eta: 2 days, 4:07:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9587, loss_cls: 4.0391, loss: 4.0391 +2025-06-28 02:02:04,200 - pyskl - INFO - Epoch [29][400/3405] lr: 2.289e-02, eta: 2 days, 4:06:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9575, loss_cls: 4.0986, loss: 4.0986 +2025-06-28 02:02:48,674 - pyskl - INFO - Epoch [29][500/3405] lr: 2.289e-02, eta: 2 days, 4:05:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9594, loss_cls: 3.9867, loss: 3.9867 +2025-06-28 02:03:33,259 - pyskl - INFO - Epoch [29][600/3405] lr: 2.289e-02, eta: 2 days, 4:05:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 3.9635, loss: 3.9635 +2025-06-28 02:04:18,073 - pyskl - INFO - Epoch [29][700/3405] lr: 2.288e-02, eta: 2 days, 4:04:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9600, loss_cls: 3.9699, loss: 3.9699 +2025-06-28 02:05:02,847 - pyskl - INFO - Epoch [29][800/3405] lr: 2.288e-02, eta: 2 days, 4:03:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 3.9908, loss: 3.9908 +2025-06-28 02:05:47,482 - pyskl - INFO - Epoch [29][900/3405] lr: 2.287e-02, eta: 2 days, 4:02:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9519, loss_cls: 4.0724, loss: 4.0724 +2025-06-28 02:06:31,989 - pyskl - INFO - Epoch [29][1000/3405] lr: 2.287e-02, eta: 2 days, 4:02:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9625, loss_cls: 4.0324, loss: 4.0324 +2025-06-28 02:07:16,560 - pyskl - INFO - Epoch [29][1100/3405] lr: 2.286e-02, eta: 2 days, 4:01:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 4.2210, loss: 4.2210 +2025-06-28 02:08:01,001 - pyskl - INFO - Epoch [29][1200/3405] lr: 2.286e-02, eta: 2 days, 4:00:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 4.0913, loss: 4.0913 +2025-06-28 02:08:45,602 - pyskl - INFO - Epoch [29][1300/3405] lr: 2.286e-02, eta: 2 days, 3:59:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 3.8580, loss: 3.8580 +2025-06-28 02:09:30,198 - pyskl - INFO - Epoch [29][1400/3405] lr: 2.285e-02, eta: 2 days, 3:58:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9575, loss_cls: 4.1507, loss: 4.1507 +2025-06-28 02:10:14,645 - pyskl - INFO - Epoch [29][1500/3405] lr: 2.285e-02, eta: 2 days, 3:57:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9525, loss_cls: 4.1112, loss: 4.1112 +2025-06-28 02:10:59,121 - pyskl - INFO - Epoch [29][1600/3405] lr: 2.284e-02, eta: 2 days, 3:57:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9575, loss_cls: 4.0771, loss: 4.0771 +2025-06-28 02:11:43,654 - pyskl - INFO - Epoch [29][1700/3405] lr: 2.284e-02, eta: 2 days, 3:56:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 4.0901, loss: 4.0901 +2025-06-28 02:12:28,447 - pyskl - INFO - Epoch [29][1800/3405] lr: 2.283e-02, eta: 2 days, 3:55:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9631, loss_cls: 4.1711, loss: 4.1711 +2025-06-28 02:13:13,136 - pyskl - INFO - Epoch [29][1900/3405] lr: 2.283e-02, eta: 2 days, 3:54:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9531, loss_cls: 4.1920, loss: 4.1920 +2025-06-28 02:13:57,839 - pyskl - INFO - Epoch [29][2000/3405] lr: 2.283e-02, eta: 2 days, 3:54:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 4.0931, loss: 4.0931 +2025-06-28 02:14:42,743 - pyskl - INFO - Epoch [29][2100/3405] lr: 2.282e-02, eta: 2 days, 3:53:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9631, loss_cls: 4.1080, loss: 4.1080 +2025-06-28 02:15:27,547 - pyskl - INFO - Epoch [29][2200/3405] lr: 2.282e-02, eta: 2 days, 3:52:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9500, loss_cls: 4.1958, loss: 4.1958 +2025-06-28 02:16:12,210 - pyskl - INFO - Epoch [29][2300/3405] lr: 2.281e-02, eta: 2 days, 3:51:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9419, loss_cls: 4.2179, loss: 4.2179 +2025-06-28 02:16:56,834 - pyskl - INFO - Epoch [29][2400/3405] lr: 2.281e-02, eta: 2 days, 3:50:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 3.9786, loss: 3.9786 +2025-06-28 02:17:41,611 - pyskl - INFO - Epoch [29][2500/3405] lr: 2.280e-02, eta: 2 days, 3:50:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 4.0900, loss: 4.0900 +2025-06-28 02:18:26,222 - pyskl - INFO - Epoch [29][2600/3405] lr: 2.280e-02, eta: 2 days, 3:49:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9575, loss_cls: 4.1335, loss: 4.1335 +2025-06-28 02:19:10,771 - pyskl - INFO - Epoch [29][2700/3405] lr: 2.280e-02, eta: 2 days, 3:48:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9581, loss_cls: 4.1336, loss: 4.1336 +2025-06-28 02:19:55,545 - pyskl - INFO - Epoch [29][2800/3405] lr: 2.279e-02, eta: 2 days, 3:47:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9525, loss_cls: 4.1312, loss: 4.1312 +2025-06-28 02:20:40,128 - pyskl - INFO - Epoch [29][2900/3405] lr: 2.279e-02, eta: 2 days, 3:46:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 4.0684, loss: 4.0684 +2025-06-28 02:21:24,733 - pyskl - INFO - Epoch [29][3000/3405] lr: 2.278e-02, eta: 2 days, 3:46:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9600, loss_cls: 4.1356, loss: 4.1356 +2025-06-28 02:22:09,554 - pyskl - INFO - Epoch [29][3100/3405] lr: 2.278e-02, eta: 2 days, 3:45:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9600, loss_cls: 4.1124, loss: 4.1124 +2025-06-28 02:22:54,333 - pyskl - INFO - Epoch [29][3200/3405] lr: 2.277e-02, eta: 2 days, 3:44:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9444, loss_cls: 4.0769, loss: 4.0769 +2025-06-28 02:23:39,030 - pyskl - INFO - Epoch [29][3300/3405] lr: 2.277e-02, eta: 2 days, 3:43:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9600, loss_cls: 4.0371, loss: 4.0371 +2025-06-28 02:24:23,799 - pyskl - INFO - Epoch [29][3400/3405] lr: 2.276e-02, eta: 2 days, 3:43:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 4.0624, loss: 4.0624 +2025-06-28 02:24:26,393 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-06-28 02:28:22,423 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 02:28:23,037 - pyskl - INFO - +top1_acc 0.7565 +top5_acc 0.9476 +2025-06-28 02:28:23,093 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_25.pth was removed +2025-06-28 02:28:24,177 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_29.pth. +2025-06-28 02:28:24,179 - pyskl - INFO - Best top1_acc is 0.7565 at 29 epoch. +2025-06-28 02:28:24,202 - pyskl - INFO - Epoch(val) [29][3718] top1_acc: 0.7565, top5_acc: 0.9476 +2025-06-28 02:29:31,527 - pyskl - INFO - Epoch [30][100/3405] lr: 2.276e-02, eta: 2 days, 3:43:36, time: 0.673, data_time: 0.228, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 3.8735, loss: 3.8735 +2025-06-28 02:30:16,070 - pyskl - INFO - Epoch [30][200/3405] lr: 2.276e-02, eta: 2 days, 3:42:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9606, loss_cls: 4.0443, loss: 4.0443 +2025-06-28 02:31:00,794 - pyskl - INFO - Epoch [30][300/3405] lr: 2.275e-02, eta: 2 days, 3:42:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 3.8666, loss: 3.8666 +2025-06-28 02:31:45,390 - pyskl - INFO - Epoch [30][400/3405] lr: 2.275e-02, eta: 2 days, 3:41:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9694, loss_cls: 4.0131, loss: 4.0131 +2025-06-28 02:32:30,046 - pyskl - INFO - Epoch [30][500/3405] lr: 2.274e-02, eta: 2 days, 3:40:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9625, loss_cls: 4.0820, loss: 4.0820 +2025-06-28 02:33:14,687 - pyskl - INFO - Epoch [30][600/3405] lr: 2.274e-02, eta: 2 days, 3:39:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9581, loss_cls: 3.9612, loss: 3.9612 +2025-06-28 02:33:59,377 - pyskl - INFO - Epoch [30][700/3405] lr: 2.273e-02, eta: 2 days, 3:38:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 4.1132, loss: 4.1132 +2025-06-28 02:34:43,939 - pyskl - INFO - Epoch [30][800/3405] lr: 2.273e-02, eta: 2 days, 3:38:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 4.1364, loss: 4.1364 +2025-06-28 02:35:28,482 - pyskl - INFO - Epoch [30][900/3405] lr: 2.272e-02, eta: 2 days, 3:37:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9556, loss_cls: 4.0548, loss: 4.0548 +2025-06-28 02:36:13,053 - pyskl - INFO - Epoch [30][1000/3405] lr: 2.272e-02, eta: 2 days, 3:36:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9631, loss_cls: 3.9863, loss: 3.9863 +2025-06-28 02:36:57,606 - pyskl - INFO - Epoch [30][1100/3405] lr: 2.272e-02, eta: 2 days, 3:35:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 3.9954, loss: 3.9954 +2025-06-28 02:37:42,270 - pyskl - INFO - Epoch [30][1200/3405] lr: 2.271e-02, eta: 2 days, 3:34:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9537, loss_cls: 4.0171, loss: 4.0171 +2025-06-28 02:38:26,898 - pyskl - INFO - Epoch [30][1300/3405] lr: 2.271e-02, eta: 2 days, 3:34:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9563, loss_cls: 3.9347, loss: 3.9347 +2025-06-28 02:39:11,403 - pyskl - INFO - Epoch [30][1400/3405] lr: 2.270e-02, eta: 2 days, 3:33:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9519, loss_cls: 4.1855, loss: 4.1855 +2025-06-28 02:39:56,022 - pyskl - INFO - Epoch [30][1500/3405] lr: 2.270e-02, eta: 2 days, 3:32:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9556, loss_cls: 4.1370, loss: 4.1370 +2025-06-28 02:40:40,662 - pyskl - INFO - Epoch [30][1600/3405] lr: 2.269e-02, eta: 2 days, 3:31:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9644, loss_cls: 4.0425, loss: 4.0425 +2025-06-28 02:41:25,342 - pyskl - INFO - Epoch [30][1700/3405] lr: 2.269e-02, eta: 2 days, 3:30:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9506, loss_cls: 4.1588, loss: 4.1588 +2025-06-28 02:42:10,022 - pyskl - INFO - Epoch [30][1800/3405] lr: 2.268e-02, eta: 2 days, 3:30:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9644, loss_cls: 3.9573, loss: 3.9573 +2025-06-28 02:42:54,743 - pyskl - INFO - Epoch [30][1900/3405] lr: 2.268e-02, eta: 2 days, 3:29:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 3.9780, loss: 3.9780 +2025-06-28 02:43:39,470 - pyskl - INFO - Epoch [30][2000/3405] lr: 2.268e-02, eta: 2 days, 3:28:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9575, loss_cls: 4.1390, loss: 4.1390 +2025-06-28 02:44:24,247 - pyskl - INFO - Epoch [30][2100/3405] lr: 2.267e-02, eta: 2 days, 3:27:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 4.1311, loss: 4.1311 +2025-06-28 02:45:08,998 - pyskl - INFO - Epoch [30][2200/3405] lr: 2.267e-02, eta: 2 days, 3:26:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9625, loss_cls: 4.0171, loss: 4.0171 +2025-06-28 02:45:53,726 - pyskl - INFO - Epoch [30][2300/3405] lr: 2.266e-02, eta: 2 days, 3:26:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 4.0433, loss: 4.0433 +2025-06-28 02:46:38,431 - pyskl - INFO - Epoch [30][2400/3405] lr: 2.266e-02, eta: 2 days, 3:25:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 4.0403, loss: 4.0403 +2025-06-28 02:47:23,166 - pyskl - INFO - Epoch [30][2500/3405] lr: 2.265e-02, eta: 2 days, 3:24:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9456, loss_cls: 4.2166, loss: 4.2166 +2025-06-28 02:48:07,754 - pyskl - INFO - Epoch [30][2600/3405] lr: 2.265e-02, eta: 2 days, 3:23:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9581, loss_cls: 3.9041, loss: 3.9041 +2025-06-28 02:48:52,442 - pyskl - INFO - Epoch [30][2700/3405] lr: 2.264e-02, eta: 2 days, 3:23:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9513, loss_cls: 4.0111, loss: 4.0111 +2025-06-28 02:49:37,047 - pyskl - INFO - Epoch [30][2800/3405] lr: 2.264e-02, eta: 2 days, 3:22:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9550, loss_cls: 4.1067, loss: 4.1067 +2025-06-28 02:50:21,678 - pyskl - INFO - Epoch [30][2900/3405] lr: 2.264e-02, eta: 2 days, 3:21:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9600, loss_cls: 3.9711, loss: 3.9711 +2025-06-28 02:51:06,326 - pyskl - INFO - Epoch [30][3000/3405] lr: 2.263e-02, eta: 2 days, 3:20:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 4.0600, loss: 4.0600 +2025-06-28 02:51:50,840 - pyskl - INFO - Epoch [30][3100/3405] lr: 2.263e-02, eta: 2 days, 3:19:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9619, loss_cls: 4.0855, loss: 4.0855 +2025-06-28 02:52:35,244 - pyskl - INFO - Epoch [30][3200/3405] lr: 2.262e-02, eta: 2 days, 3:19:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9594, loss_cls: 3.9790, loss: 3.9790 +2025-06-28 02:53:19,689 - pyskl - INFO - Epoch [30][3300/3405] lr: 2.262e-02, eta: 2 days, 3:18:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9506, loss_cls: 4.0202, loss: 4.0202 +2025-06-28 02:54:04,290 - pyskl - INFO - Epoch [30][3400/3405] lr: 2.261e-02, eta: 2 days, 3:17:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9569, loss_cls: 4.1950, loss: 4.1950 +2025-06-28 02:54:06,806 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-06-28 03:13:10,340 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 03:13:10,933 - pyskl - INFO - +top1_acc 0.7220 +top5_acc 0.9330 +2025-06-28 03:13:10,957 - pyskl - INFO - Epoch(val) [30][3718] top1_acc: 0.7220, top5_acc: 0.9330 +2025-06-28 03:14:18,741 - pyskl - INFO - Epoch [31][100/3405] lr: 2.261e-02, eta: 2 days, 3:18:01, time: 0.678, data_time: 0.227, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9575, loss_cls: 4.0336, loss: 4.0336 +2025-06-28 03:15:03,550 - pyskl - INFO - Epoch [31][200/3405] lr: 2.260e-02, eta: 2 days, 3:17:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9744, loss_cls: 3.8234, loss: 3.8234 +2025-06-28 03:15:48,192 - pyskl - INFO - Epoch [31][300/3405] lr: 2.260e-02, eta: 2 days, 3:16:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9656, loss_cls: 3.9331, loss: 3.9331 +2025-06-28 03:16:32,835 - pyskl - INFO - Epoch [31][400/3405] lr: 2.259e-02, eta: 2 days, 3:15:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 4.0043, loss: 4.0043 +2025-06-28 03:17:17,450 - pyskl - INFO - Epoch [31][500/3405] lr: 2.259e-02, eta: 2 days, 3:14:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9650, loss_cls: 4.0107, loss: 4.0107 +2025-06-28 03:18:02,033 - pyskl - INFO - Epoch [31][600/3405] lr: 2.259e-02, eta: 2 days, 3:14:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9712, loss_cls: 3.9448, loss: 3.9448 +2025-06-28 03:18:46,629 - pyskl - INFO - Epoch [31][700/3405] lr: 2.258e-02, eta: 2 days, 3:13:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9575, loss_cls: 3.9990, loss: 3.9990 +2025-06-28 03:19:31,150 - pyskl - INFO - Epoch [31][800/3405] lr: 2.258e-02, eta: 2 days, 3:12:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9600, loss_cls: 3.9606, loss: 3.9606 +2025-06-28 03:20:15,690 - pyskl - INFO - Epoch [31][900/3405] lr: 2.257e-02, eta: 2 days, 3:11:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 4.0571, loss: 4.0571 +2025-06-28 03:21:00,305 - pyskl - INFO - Epoch [31][1000/3405] lr: 2.257e-02, eta: 2 days, 3:10:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9712, loss_cls: 3.8138, loss: 3.8138 +2025-06-28 03:21:44,775 - pyskl - INFO - Epoch [31][1100/3405] lr: 2.256e-02, eta: 2 days, 3:10:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9681, loss_cls: 3.9454, loss: 3.9454 +2025-06-28 03:22:29,239 - pyskl - INFO - Epoch [31][1200/3405] lr: 2.256e-02, eta: 2 days, 3:09:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 4.0928, loss: 4.0928 +2025-06-28 03:23:13,767 - pyskl - INFO - Epoch [31][1300/3405] lr: 2.255e-02, eta: 2 days, 3:08:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 4.0411, loss: 4.0411 +2025-06-28 03:23:58,364 - pyskl - INFO - Epoch [31][1400/3405] lr: 2.255e-02, eta: 2 days, 3:07:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 4.0056, loss: 4.0056 +2025-06-28 03:24:42,889 - pyskl - INFO - Epoch [31][1500/3405] lr: 2.254e-02, eta: 2 days, 3:06:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 4.0608, loss: 4.0608 +2025-06-28 03:25:27,502 - pyskl - INFO - Epoch [31][1600/3405] lr: 2.254e-02, eta: 2 days, 3:06:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 3.9498, loss: 3.9498 +2025-06-28 03:26:12,106 - pyskl - INFO - Epoch [31][1700/3405] lr: 2.254e-02, eta: 2 days, 3:05:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9513, loss_cls: 4.0661, loss: 4.0661 +2025-06-28 03:26:56,565 - pyskl - INFO - Epoch [31][1800/3405] lr: 2.253e-02, eta: 2 days, 3:04:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9544, loss_cls: 4.0493, loss: 4.0493 +2025-06-28 03:27:40,971 - pyskl - INFO - Epoch [31][1900/3405] lr: 2.253e-02, eta: 2 days, 3:03:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 4.0659, loss: 4.0659 +2025-06-28 03:28:25,358 - pyskl - INFO - Epoch [31][2000/3405] lr: 2.252e-02, eta: 2 days, 3:02:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9525, loss_cls: 3.9497, loss: 3.9497 +2025-06-28 03:29:09,892 - pyskl - INFO - Epoch [31][2100/3405] lr: 2.252e-02, eta: 2 days, 3:02:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9475, loss_cls: 4.1581, loss: 4.1581 +2025-06-28 03:29:54,394 - pyskl - INFO - Epoch [31][2200/3405] lr: 2.251e-02, eta: 2 days, 3:01:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9600, loss_cls: 3.9650, loss: 3.9650 +2025-06-28 03:30:38,953 - pyskl - INFO - Epoch [31][2300/3405] lr: 2.251e-02, eta: 2 days, 3:00:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9556, loss_cls: 4.0551, loss: 4.0551 +2025-06-28 03:31:23,663 - pyskl - INFO - Epoch [31][2400/3405] lr: 2.250e-02, eta: 2 days, 2:59:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9594, loss_cls: 4.1343, loss: 4.1343 +2025-06-28 03:32:08,207 - pyskl - INFO - Epoch [31][2500/3405] lr: 2.250e-02, eta: 2 days, 2:58:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 4.0232, loss: 4.0232 +2025-06-28 03:32:52,730 - pyskl - INFO - Epoch [31][2600/3405] lr: 2.249e-02, eta: 2 days, 2:58:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9600, loss_cls: 4.0399, loss: 4.0399 +2025-06-28 03:33:37,203 - pyskl - INFO - Epoch [31][2700/3405] lr: 2.249e-02, eta: 2 days, 2:57:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9475, loss_cls: 4.0884, loss: 4.0884 +2025-06-28 03:34:21,627 - pyskl - INFO - Epoch [31][2800/3405] lr: 2.248e-02, eta: 2 days, 2:56:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9587, loss_cls: 4.0430, loss: 4.0430 +2025-06-28 03:35:06,096 - pyskl - INFO - Epoch [31][2900/3405] lr: 2.248e-02, eta: 2 days, 2:55:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9500, loss_cls: 4.1628, loss: 4.1628 +2025-06-28 03:35:50,618 - pyskl - INFO - Epoch [31][3000/3405] lr: 2.248e-02, eta: 2 days, 2:54:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9500, loss_cls: 4.0881, loss: 4.0881 +2025-06-28 03:36:35,168 - pyskl - INFO - Epoch [31][3100/3405] lr: 2.247e-02, eta: 2 days, 2:54:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9487, loss_cls: 4.1793, loss: 4.1793 +2025-06-28 03:37:19,775 - pyskl - INFO - Epoch [31][3200/3405] lr: 2.247e-02, eta: 2 days, 2:53:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 4.0330, loss: 4.0330 +2025-06-28 03:38:04,369 - pyskl - INFO - Epoch [31][3300/3405] lr: 2.246e-02, eta: 2 days, 2:52:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9537, loss_cls: 4.0684, loss: 4.0684 +2025-06-28 03:38:48,946 - pyskl - INFO - Epoch [31][3400/3405] lr: 2.246e-02, eta: 2 days, 2:51:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 4.0705, loss: 4.0705 +2025-06-28 03:38:51,533 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-06-28 03:42:48,269 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 03:42:48,847 - pyskl - INFO - +top1_acc 0.7201 +top5_acc 0.9380 +2025-06-28 03:42:48,870 - pyskl - INFO - Epoch(val) [31][3718] top1_acc: 0.7201, top5_acc: 0.9380 +2025-06-28 03:43:56,880 - pyskl - INFO - Epoch [32][100/3405] lr: 2.245e-02, eta: 2 days, 2:52:17, time: 0.680, data_time: 0.232, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 4.1640, loss: 4.1640 +2025-06-28 03:44:41,461 - pyskl - INFO - Epoch [32][200/3405] lr: 2.245e-02, eta: 2 days, 2:51:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9613, loss_cls: 4.0282, loss: 4.0282 +2025-06-28 03:45:26,301 - pyskl - INFO - Epoch [32][300/3405] lr: 2.244e-02, eta: 2 days, 2:50:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9544, loss_cls: 4.0920, loss: 4.0920 +2025-06-28 03:46:11,003 - pyskl - INFO - Epoch [32][400/3405] lr: 2.244e-02, eta: 2 days, 2:49:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9569, loss_cls: 3.8513, loss: 3.8513 +2025-06-28 03:46:55,592 - pyskl - INFO - Epoch [32][500/3405] lr: 2.243e-02, eta: 2 days, 2:49:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9587, loss_cls: 4.1881, loss: 4.1881 +2025-06-28 03:47:40,118 - pyskl - INFO - Epoch [32][600/3405] lr: 2.243e-02, eta: 2 days, 2:48:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 3.9865, loss: 3.9865 +2025-06-28 03:48:24,629 - pyskl - INFO - Epoch [32][700/3405] lr: 2.242e-02, eta: 2 days, 2:47:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9581, loss_cls: 3.8443, loss: 3.8443 +2025-06-28 03:49:09,143 - pyskl - INFO - Epoch [32][800/3405] lr: 2.242e-02, eta: 2 days, 2:46:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 4.0132, loss: 4.0132 +2025-06-28 03:49:53,724 - pyskl - INFO - Epoch [32][900/3405] lr: 2.241e-02, eta: 2 days, 2:45:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 3.9651, loss: 3.9651 +2025-06-28 03:50:38,279 - pyskl - INFO - Epoch [32][1000/3405] lr: 2.241e-02, eta: 2 days, 2:45:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9606, loss_cls: 3.9767, loss: 3.9767 +2025-06-28 03:51:22,823 - pyskl - INFO - Epoch [32][1100/3405] lr: 2.241e-02, eta: 2 days, 2:44:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9669, loss_cls: 3.9550, loss: 3.9550 +2025-06-28 03:52:07,340 - pyskl - INFO - Epoch [32][1200/3405] lr: 2.240e-02, eta: 2 days, 2:43:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9619, loss_cls: 3.9597, loss: 3.9597 +2025-06-28 03:52:51,935 - pyskl - INFO - Epoch [32][1300/3405] lr: 2.240e-02, eta: 2 days, 2:42:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 4.1331, loss: 4.1331 +2025-06-28 03:53:36,426 - pyskl - INFO - Epoch [32][1400/3405] lr: 2.239e-02, eta: 2 days, 2:41:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9544, loss_cls: 4.1707, loss: 4.1707 +2025-06-28 03:54:21,047 - pyskl - INFO - Epoch [32][1500/3405] lr: 2.239e-02, eta: 2 days, 2:41:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9619, loss_cls: 3.9662, loss: 3.9662 +2025-06-28 03:55:05,577 - pyskl - INFO - Epoch [32][1600/3405] lr: 2.238e-02, eta: 2 days, 2:40:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9656, loss_cls: 3.8720, loss: 3.8720 +2025-06-28 03:55:50,150 - pyskl - INFO - Epoch [32][1700/3405] lr: 2.238e-02, eta: 2 days, 2:39:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9544, loss_cls: 3.9785, loss: 3.9785 +2025-06-28 03:56:34,782 - pyskl - INFO - Epoch [32][1800/3405] lr: 2.237e-02, eta: 2 days, 2:38:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 4.0408, loss: 4.0408 +2025-06-28 03:57:19,307 - pyskl - INFO - Epoch [32][1900/3405] lr: 2.237e-02, eta: 2 days, 2:38:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9675, loss_cls: 3.9096, loss: 3.9096 +2025-06-28 03:58:03,806 - pyskl - INFO - Epoch [32][2000/3405] lr: 2.236e-02, eta: 2 days, 2:37:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 4.0992, loss: 4.0992 +2025-06-28 03:58:48,396 - pyskl - INFO - Epoch [32][2100/3405] lr: 2.236e-02, eta: 2 days, 2:36:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9613, loss_cls: 4.0148, loss: 4.0148 +2025-06-28 03:59:32,965 - pyskl - INFO - Epoch [32][2200/3405] lr: 2.235e-02, eta: 2 days, 2:35:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.7376, loss: 3.7376 +2025-06-28 04:00:17,495 - pyskl - INFO - Epoch [32][2300/3405] lr: 2.235e-02, eta: 2 days, 2:34:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9563, loss_cls: 4.0849, loss: 4.0849 +2025-06-28 04:01:02,134 - pyskl - INFO - Epoch [32][2400/3405] lr: 2.234e-02, eta: 2 days, 2:34:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9606, loss_cls: 4.0192, loss: 4.0192 +2025-06-28 04:01:46,740 - pyskl - INFO - Epoch [32][2500/3405] lr: 2.234e-02, eta: 2 days, 2:33:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9606, loss_cls: 4.0530, loss: 4.0530 +2025-06-28 04:02:31,335 - pyskl - INFO - Epoch [32][2600/3405] lr: 2.233e-02, eta: 2 days, 2:32:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9569, loss_cls: 4.1543, loss: 4.1543 +2025-06-28 04:03:15,922 - pyskl - INFO - Epoch [32][2700/3405] lr: 2.233e-02, eta: 2 days, 2:31:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9450, loss_cls: 4.1436, loss: 4.1436 +2025-06-28 04:04:00,446 - pyskl - INFO - Epoch [32][2800/3405] lr: 2.233e-02, eta: 2 days, 2:30:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9531, loss_cls: 4.0023, loss: 4.0023 +2025-06-28 04:04:45,117 - pyskl - INFO - Epoch [32][2900/3405] lr: 2.232e-02, eta: 2 days, 2:30:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9550, loss_cls: 4.0873, loss: 4.0873 +2025-06-28 04:05:29,827 - pyskl - INFO - Epoch [32][3000/3405] lr: 2.232e-02, eta: 2 days, 2:29:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9563, loss_cls: 4.0596, loss: 4.0596 +2025-06-28 04:06:14,590 - pyskl - INFO - Epoch [32][3100/3405] lr: 2.231e-02, eta: 2 days, 2:28:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9537, loss_cls: 4.0126, loss: 4.0126 +2025-06-28 04:06:59,132 - pyskl - INFO - Epoch [32][3200/3405] lr: 2.231e-02, eta: 2 days, 2:27:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9531, loss_cls: 4.1134, loss: 4.1134 +2025-06-28 04:07:43,734 - pyskl - INFO - Epoch [32][3300/3405] lr: 2.230e-02, eta: 2 days, 2:26:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9719, loss_cls: 3.8973, loss: 3.8973 +2025-06-28 04:08:28,374 - pyskl - INFO - Epoch [32][3400/3405] lr: 2.230e-02, eta: 2 days, 2:26:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9656, loss_cls: 3.9804, loss: 3.9804 +2025-06-28 04:08:31,202 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-06-28 04:12:27,987 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 04:12:28,628 - pyskl - INFO - +top1_acc 0.7281 +top5_acc 0.9389 +2025-06-28 04:12:28,648 - pyskl - INFO - Epoch(val) [32][3718] top1_acc: 0.7281, top5_acc: 0.9389 +2025-06-28 04:13:36,154 - pyskl - INFO - Epoch [33][100/3405] lr: 2.229e-02, eta: 2 days, 2:26:37, time: 0.675, data_time: 0.230, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9619, loss_cls: 3.9276, loss: 3.9276 +2025-06-28 04:14:20,822 - pyskl - INFO - Epoch [33][200/3405] lr: 2.229e-02, eta: 2 days, 2:25:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.9242, loss: 3.9242 +2025-06-28 04:15:05,339 - pyskl - INFO - Epoch [33][300/3405] lr: 2.228e-02, eta: 2 days, 2:25:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 4.0088, loss: 4.0088 +2025-06-28 04:15:49,759 - pyskl - INFO - Epoch [33][400/3405] lr: 2.228e-02, eta: 2 days, 2:24:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 3.8955, loss: 3.8955 +2025-06-28 04:16:34,312 - pyskl - INFO - Epoch [33][500/3405] lr: 2.227e-02, eta: 2 days, 2:23:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 3.9940, loss: 3.9940 +2025-06-28 04:17:19,260 - pyskl - INFO - Epoch [33][600/3405] lr: 2.227e-02, eta: 2 days, 2:22:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9625, loss_cls: 4.0315, loss: 4.0315 +2025-06-28 04:18:04,138 - pyskl - INFO - Epoch [33][700/3405] lr: 2.226e-02, eta: 2 days, 2:21:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 3.9241, loss: 3.9241 +2025-06-28 04:18:48,847 - pyskl - INFO - Epoch [33][800/3405] lr: 2.226e-02, eta: 2 days, 2:21:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 3.9020, loss: 3.9020 +2025-06-28 04:19:33,467 - pyskl - INFO - Epoch [33][900/3405] lr: 2.225e-02, eta: 2 days, 2:20:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9637, loss_cls: 4.0186, loss: 4.0186 +2025-06-28 04:20:17,978 - pyskl - INFO - Epoch [33][1000/3405] lr: 2.225e-02, eta: 2 days, 2:19:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9606, loss_cls: 3.9847, loss: 3.9847 +2025-06-28 04:21:02,484 - pyskl - INFO - Epoch [33][1100/3405] lr: 2.224e-02, eta: 2 days, 2:18:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 4.0110, loss: 4.0110 +2025-06-28 04:21:46,979 - pyskl - INFO - Epoch [33][1200/3405] lr: 2.224e-02, eta: 2 days, 2:17:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 4.1029, loss: 4.1029 +2025-06-28 04:22:31,490 - pyskl - INFO - Epoch [33][1300/3405] lr: 2.223e-02, eta: 2 days, 2:17:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9663, loss_cls: 3.9613, loss: 3.9613 +2025-06-28 04:23:16,074 - pyskl - INFO - Epoch [33][1400/3405] lr: 2.223e-02, eta: 2 days, 2:16:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9556, loss_cls: 3.9642, loss: 3.9642 +2025-06-28 04:24:00,650 - pyskl - INFO - Epoch [33][1500/3405] lr: 2.222e-02, eta: 2 days, 2:15:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9669, loss_cls: 3.8795, loss: 3.8795 +2025-06-28 04:24:45,192 - pyskl - INFO - Epoch [33][1600/3405] lr: 2.222e-02, eta: 2 days, 2:14:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 4.0832, loss: 4.0832 +2025-06-28 04:25:29,726 - pyskl - INFO - Epoch [33][1700/3405] lr: 2.221e-02, eta: 2 days, 2:13:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9537, loss_cls: 4.0538, loss: 4.0538 +2025-06-28 04:26:14,265 - pyskl - INFO - Epoch [33][1800/3405] lr: 2.221e-02, eta: 2 days, 2:13:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 3.8084, loss: 3.8084 +2025-06-28 04:26:58,797 - pyskl - INFO - Epoch [33][1900/3405] lr: 2.220e-02, eta: 2 days, 2:12:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9556, loss_cls: 4.0120, loss: 4.0120 +2025-06-28 04:27:43,288 - pyskl - INFO - Epoch [33][2000/3405] lr: 2.220e-02, eta: 2 days, 2:11:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9519, loss_cls: 4.0445, loss: 4.0445 +2025-06-28 04:28:27,785 - pyskl - INFO - Epoch [33][2100/3405] lr: 2.220e-02, eta: 2 days, 2:10:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9663, loss_cls: 3.9220, loss: 3.9220 +2025-06-28 04:29:12,280 - pyskl - INFO - Epoch [33][2200/3405] lr: 2.219e-02, eta: 2 days, 2:09:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9475, loss_cls: 3.9893, loss: 3.9893 +2025-06-28 04:29:56,862 - pyskl - INFO - Epoch [33][2300/3405] lr: 2.219e-02, eta: 2 days, 2:09:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9594, loss_cls: 3.8568, loss: 3.8568 +2025-06-28 04:30:41,459 - pyskl - INFO - Epoch [33][2400/3405] lr: 2.218e-02, eta: 2 days, 2:08:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9575, loss_cls: 3.9979, loss: 3.9979 +2025-06-28 04:31:25,954 - pyskl - INFO - Epoch [33][2500/3405] lr: 2.218e-02, eta: 2 days, 2:07:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.9573, loss: 3.9573 +2025-06-28 04:32:10,419 - pyskl - INFO - Epoch [33][2600/3405] lr: 2.217e-02, eta: 2 days, 2:06:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9519, loss_cls: 4.0320, loss: 4.0320 +2025-06-28 04:32:54,952 - pyskl - INFO - Epoch [33][2700/3405] lr: 2.217e-02, eta: 2 days, 2:06:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 3.9859, loss: 3.9859 +2025-06-28 04:33:39,454 - pyskl - INFO - Epoch [33][2800/3405] lr: 2.216e-02, eta: 2 days, 2:05:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 4.0580, loss: 4.0580 +2025-06-28 04:34:24,162 - pyskl - INFO - Epoch [33][2900/3405] lr: 2.216e-02, eta: 2 days, 2:04:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9631, loss_cls: 4.0608, loss: 4.0608 +2025-06-28 04:35:08,671 - pyskl - INFO - Epoch [33][3000/3405] lr: 2.215e-02, eta: 2 days, 2:03:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 3.8791, loss: 3.8791 +2025-06-28 04:35:53,142 - pyskl - INFO - Epoch [33][3100/3405] lr: 2.215e-02, eta: 2 days, 2:02:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9550, loss_cls: 3.9833, loss: 3.9833 +2025-06-28 04:36:37,726 - pyskl - INFO - Epoch [33][3200/3405] lr: 2.214e-02, eta: 2 days, 2:02:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9688, loss_cls: 3.9916, loss: 3.9916 +2025-06-28 04:37:22,289 - pyskl - INFO - Epoch [33][3300/3405] lr: 2.214e-02, eta: 2 days, 2:01:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9556, loss_cls: 4.1558, loss: 4.1558 +2025-06-28 04:38:06,857 - pyskl - INFO - Epoch [33][3400/3405] lr: 2.213e-02, eta: 2 days, 2:00:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9569, loss_cls: 4.0855, loss: 4.0855 +2025-06-28 04:38:09,456 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-06-28 04:42:06,412 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 04:42:07,038 - pyskl - INFO - +top1_acc 0.7141 +top5_acc 0.9305 +2025-06-28 04:42:07,060 - pyskl - INFO - Epoch(val) [33][3718] top1_acc: 0.7141, top5_acc: 0.9305 +2025-06-28 04:43:15,847 - pyskl - INFO - Epoch [34][100/3405] lr: 2.213e-02, eta: 2 days, 2:00:58, time: 0.688, data_time: 0.241, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.9676, loss: 3.9676 +2025-06-28 04:44:00,415 - pyskl - INFO - Epoch [34][200/3405] lr: 2.212e-02, eta: 2 days, 2:00:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9738, loss_cls: 3.7996, loss: 3.7996 +2025-06-28 04:44:45,034 - pyskl - INFO - Epoch [34][300/3405] lr: 2.212e-02, eta: 2 days, 1:59:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 3.9666, loss: 3.9666 +2025-06-28 04:45:29,451 - pyskl - INFO - Epoch [34][400/3405] lr: 2.211e-02, eta: 2 days, 1:58:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 3.9701, loss: 3.9701 +2025-06-28 04:46:13,950 - pyskl - INFO - Epoch [34][500/3405] lr: 2.211e-02, eta: 2 days, 1:57:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9600, loss_cls: 3.9972, loss: 3.9972 +2025-06-28 04:46:58,720 - pyskl - INFO - Epoch [34][600/3405] lr: 2.210e-02, eta: 2 days, 1:57:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 3.8442, loss: 3.8442 +2025-06-28 04:47:43,296 - pyskl - INFO - Epoch [34][700/3405] lr: 2.210e-02, eta: 2 days, 1:56:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 3.8567, loss: 3.8567 +2025-06-28 04:48:27,922 - pyskl - INFO - Epoch [34][800/3405] lr: 2.209e-02, eta: 2 days, 1:55:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9581, loss_cls: 3.8533, loss: 3.8533 +2025-06-28 04:49:12,475 - pyskl - INFO - Epoch [34][900/3405] lr: 2.209e-02, eta: 2 days, 1:54:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.9507, loss: 3.9507 +2025-06-28 04:49:56,943 - pyskl - INFO - Epoch [34][1000/3405] lr: 2.208e-02, eta: 2 days, 1:53:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 4.0946, loss: 4.0946 +2025-06-28 04:50:41,463 - pyskl - INFO - Epoch [34][1100/3405] lr: 2.208e-02, eta: 2 days, 1:53:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9600, loss_cls: 3.9367, loss: 3.9367 +2025-06-28 04:51:25,991 - pyskl - INFO - Epoch [34][1200/3405] lr: 2.207e-02, eta: 2 days, 1:52:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9544, loss_cls: 3.9824, loss: 3.9824 +2025-06-28 04:52:10,652 - pyskl - INFO - Epoch [34][1300/3405] lr: 2.207e-02, eta: 2 days, 1:51:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9700, loss_cls: 3.9620, loss: 3.9620 +2025-06-28 04:52:55,320 - pyskl - INFO - Epoch [34][1400/3405] lr: 2.206e-02, eta: 2 days, 1:50:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9594, loss_cls: 4.0395, loss: 4.0395 +2025-06-28 04:53:39,907 - pyskl - INFO - Epoch [34][1500/3405] lr: 2.206e-02, eta: 2 days, 1:49:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 3.9129, loss: 3.9129 +2025-06-28 04:54:24,515 - pyskl - INFO - Epoch [34][1600/3405] lr: 2.205e-02, eta: 2 days, 1:49:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9456, loss_cls: 3.9561, loss: 3.9561 +2025-06-28 04:55:09,259 - pyskl - INFO - Epoch [34][1700/3405] lr: 2.205e-02, eta: 2 days, 1:48:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9519, loss_cls: 4.0639, loss: 4.0639 +2025-06-28 04:55:53,967 - pyskl - INFO - Epoch [34][1800/3405] lr: 2.204e-02, eta: 2 days, 1:47:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9581, loss_cls: 4.0242, loss: 4.0242 +2025-06-28 04:56:38,630 - pyskl - INFO - Epoch [34][1900/3405] lr: 2.204e-02, eta: 2 days, 1:46:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9513, loss_cls: 4.0181, loss: 4.0181 +2025-06-28 04:57:23,334 - pyskl - INFO - Epoch [34][2000/3405] lr: 2.203e-02, eta: 2 days, 1:45:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9594, loss_cls: 3.9156, loss: 3.9156 +2025-06-28 04:58:07,965 - pyskl - INFO - Epoch [34][2100/3405] lr: 2.203e-02, eta: 2 days, 1:45:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 3.9302, loss: 3.9302 +2025-06-28 04:58:52,670 - pyskl - INFO - Epoch [34][2200/3405] lr: 2.202e-02, eta: 2 days, 1:44:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9694, loss_cls: 4.0741, loss: 4.0741 +2025-06-28 04:59:37,155 - pyskl - INFO - Epoch [34][2300/3405] lr: 2.202e-02, eta: 2 days, 1:43:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9644, loss_cls: 3.9282, loss: 3.9282 +2025-06-28 05:00:21,767 - pyskl - INFO - Epoch [34][2400/3405] lr: 2.201e-02, eta: 2 days, 1:42:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9519, loss_cls: 3.9952, loss: 3.9952 +2025-06-28 05:01:06,501 - pyskl - INFO - Epoch [34][2500/3405] lr: 2.201e-02, eta: 2 days, 1:42:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.9822, loss: 3.9822 +2025-06-28 05:01:51,216 - pyskl - INFO - Epoch [34][2600/3405] lr: 2.200e-02, eta: 2 days, 1:41:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9425, loss_cls: 4.1420, loss: 4.1420 +2025-06-28 05:02:35,839 - pyskl - INFO - Epoch [34][2700/3405] lr: 2.200e-02, eta: 2 days, 1:40:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9600, loss_cls: 4.0564, loss: 4.0564 +2025-06-28 05:03:20,456 - pyskl - INFO - Epoch [34][2800/3405] lr: 2.199e-02, eta: 2 days, 1:39:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 4.0176, loss: 4.0176 +2025-06-28 05:04:04,936 - pyskl - INFO - Epoch [34][2900/3405] lr: 2.199e-02, eta: 2 days, 1:38:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9537, loss_cls: 3.9762, loss: 3.9762 +2025-06-28 05:04:49,445 - pyskl - INFO - Epoch [34][3000/3405] lr: 2.198e-02, eta: 2 days, 1:38:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 4.0302, loss: 4.0302 +2025-06-28 05:05:33,994 - pyskl - INFO - Epoch [34][3100/3405] lr: 2.198e-02, eta: 2 days, 1:37:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9594, loss_cls: 4.0409, loss: 4.0409 +2025-06-28 05:06:18,635 - pyskl - INFO - Epoch [34][3200/3405] lr: 2.197e-02, eta: 2 days, 1:36:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9537, loss_cls: 4.1041, loss: 4.1041 +2025-06-28 05:07:03,478 - pyskl - INFO - Epoch [34][3300/3405] lr: 2.197e-02, eta: 2 days, 1:35:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 4.1342, loss: 4.1342 +2025-06-28 05:07:48,253 - pyskl - INFO - Epoch [34][3400/3405] lr: 2.196e-02, eta: 2 days, 1:34:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 3.8501, loss: 3.8501 +2025-06-28 05:07:50,892 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-06-28 05:11:48,065 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 05:11:48,680 - pyskl - INFO - +top1_acc 0.7598 +top5_acc 0.9470 +2025-06-28 05:11:48,738 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_29.pth was removed +2025-06-28 05:11:49,820 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_34.pth. +2025-06-28 05:11:49,822 - pyskl - INFO - Best top1_acc is 0.7598 at 34 epoch. +2025-06-28 05:11:49,846 - pyskl - INFO - Epoch(val) [34][3718] top1_acc: 0.7598, top5_acc: 0.9470 +2025-06-28 05:12:58,427 - pyskl - INFO - Epoch [35][100/3405] lr: 2.196e-02, eta: 2 days, 1:35:24, time: 0.686, data_time: 0.239, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 3.8415, loss: 3.8415 +2025-06-28 05:13:43,113 - pyskl - INFO - Epoch [35][200/3405] lr: 2.195e-02, eta: 2 days, 1:34:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 3.9319, loss: 3.9319 +2025-06-28 05:14:27,745 - pyskl - INFO - Epoch [35][300/3405] lr: 2.195e-02, eta: 2 days, 1:33:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9738, loss_cls: 3.8367, loss: 3.8367 +2025-06-28 05:15:12,298 - pyskl - INFO - Epoch [35][400/3405] lr: 2.194e-02, eta: 2 days, 1:33:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 3.7998, loss: 3.7998 +2025-06-28 05:15:56,793 - pyskl - INFO - Epoch [35][500/3405] lr: 2.194e-02, eta: 2 days, 1:32:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 3.9320, loss: 3.9320 +2025-06-28 05:16:41,286 - pyskl - INFO - Epoch [35][600/3405] lr: 2.193e-02, eta: 2 days, 1:31:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9587, loss_cls: 3.9696, loss: 3.9696 +2025-06-28 05:17:25,744 - pyskl - INFO - Epoch [35][700/3405] lr: 2.193e-02, eta: 2 days, 1:30:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9606, loss_cls: 4.0121, loss: 4.0121 +2025-06-28 05:18:10,218 - pyskl - INFO - Epoch [35][800/3405] lr: 2.192e-02, eta: 2 days, 1:29:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 3.9252, loss: 3.9252 +2025-06-28 05:18:54,739 - pyskl - INFO - Epoch [35][900/3405] lr: 2.192e-02, eta: 2 days, 1:29:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 3.9667, loss: 3.9667 +2025-06-28 05:19:39,318 - pyskl - INFO - Epoch [35][1000/3405] lr: 2.191e-02, eta: 2 days, 1:28:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9575, loss_cls: 4.0105, loss: 4.0105 +2025-06-28 05:20:23,872 - pyskl - INFO - Epoch [35][1100/3405] lr: 2.191e-02, eta: 2 days, 1:27:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9556, loss_cls: 3.9800, loss: 3.9800 +2025-06-28 05:21:08,370 - pyskl - INFO - Epoch [35][1200/3405] lr: 2.190e-02, eta: 2 days, 1:26:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9587, loss_cls: 3.8852, loss: 3.8852 +2025-06-28 05:21:53,195 - pyskl - INFO - Epoch [35][1300/3405] lr: 2.190e-02, eta: 2 days, 1:25:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9550, loss_cls: 4.0236, loss: 4.0236 +2025-06-28 05:22:37,701 - pyskl - INFO - Epoch [35][1400/3405] lr: 2.189e-02, eta: 2 days, 1:25:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 3.8767, loss: 3.8767 +2025-06-28 05:23:22,251 - pyskl - INFO - Epoch [35][1500/3405] lr: 2.189e-02, eta: 2 days, 1:24:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 3.8619, loss: 3.8619 +2025-06-28 05:24:06,782 - pyskl - INFO - Epoch [35][1600/3405] lr: 2.188e-02, eta: 2 days, 1:23:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9669, loss_cls: 3.9589, loss: 3.9589 +2025-06-28 05:24:51,347 - pyskl - INFO - Epoch [35][1700/3405] lr: 2.188e-02, eta: 2 days, 1:22:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9569, loss_cls: 4.0723, loss: 4.0723 +2025-06-28 05:25:35,870 - pyskl - INFO - Epoch [35][1800/3405] lr: 2.187e-02, eta: 2 days, 1:21:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 4.0569, loss: 4.0569 +2025-06-28 05:26:20,457 - pyskl - INFO - Epoch [35][1900/3405] lr: 2.187e-02, eta: 2 days, 1:21:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9681, loss_cls: 3.8937, loss: 3.8937 +2025-06-28 05:27:04,942 - pyskl - INFO - Epoch [35][2000/3405] lr: 2.186e-02, eta: 2 days, 1:20:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9487, loss_cls: 4.1060, loss: 4.1060 +2025-06-28 05:27:49,437 - pyskl - INFO - Epoch [35][2100/3405] lr: 2.186e-02, eta: 2 days, 1:19:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 4.0120, loss: 4.0120 +2025-06-28 05:28:33,893 - pyskl - INFO - Epoch [35][2200/3405] lr: 2.185e-02, eta: 2 days, 1:18:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 3.9888, loss: 3.9888 +2025-06-28 05:29:18,364 - pyskl - INFO - Epoch [35][2300/3405] lr: 2.185e-02, eta: 2 days, 1:18:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 4.0055, loss: 4.0055 +2025-06-28 05:30:02,830 - pyskl - INFO - Epoch [35][2400/3405] lr: 2.184e-02, eta: 2 days, 1:17:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9644, loss_cls: 3.8350, loss: 3.8350 +2025-06-28 05:30:47,388 - pyskl - INFO - Epoch [35][2500/3405] lr: 2.184e-02, eta: 2 days, 1:16:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 4.0038, loss: 4.0038 +2025-06-28 05:31:32,003 - pyskl - INFO - Epoch [35][2600/3405] lr: 2.183e-02, eta: 2 days, 1:15:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9556, loss_cls: 4.0932, loss: 4.0932 +2025-06-28 05:32:16,627 - pyskl - INFO - Epoch [35][2700/3405] lr: 2.183e-02, eta: 2 days, 1:14:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 3.8959, loss: 3.8959 +2025-06-28 05:33:01,258 - pyskl - INFO - Epoch [35][2800/3405] lr: 2.182e-02, eta: 2 days, 1:14:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9637, loss_cls: 3.9891, loss: 3.9891 +2025-06-28 05:33:45,735 - pyskl - INFO - Epoch [35][2900/3405] lr: 2.182e-02, eta: 2 days, 1:13:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 3.9743, loss: 3.9743 +2025-06-28 05:34:30,133 - pyskl - INFO - Epoch [35][3000/3405] lr: 2.181e-02, eta: 2 days, 1:12:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.8732, loss: 3.8732 +2025-06-28 05:35:14,582 - pyskl - INFO - Epoch [35][3100/3405] lr: 2.181e-02, eta: 2 days, 1:11:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9550, loss_cls: 3.9846, loss: 3.9846 +2025-06-28 05:35:58,970 - pyskl - INFO - Epoch [35][3200/3405] lr: 2.180e-02, eta: 2 days, 1:10:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9606, loss_cls: 4.0043, loss: 4.0043 +2025-06-28 05:36:43,938 - pyskl - INFO - Epoch [35][3300/3405] lr: 2.179e-02, eta: 2 days, 1:10:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 4.0139, loss: 4.0139 +2025-06-28 05:37:28,478 - pyskl - INFO - Epoch [35][3400/3405] lr: 2.179e-02, eta: 2 days, 1:09:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9625, loss_cls: 4.0446, loss: 4.0446 +2025-06-28 05:37:31,078 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-06-28 05:55:38,319 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 05:55:38,975 - pyskl - INFO - +top1_acc 0.7571 +top5_acc 0.9395 +2025-06-28 05:55:38,997 - pyskl - INFO - Epoch(val) [35][3718] top1_acc: 0.7571, top5_acc: 0.9395 +2025-06-28 05:56:46,897 - pyskl - INFO - Epoch [36][100/3405] lr: 2.178e-02, eta: 2 days, 1:09:40, time: 0.679, data_time: 0.234, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 3.8823, loss: 3.8823 +2025-06-28 05:57:31,391 - pyskl - INFO - Epoch [36][200/3405] lr: 2.178e-02, eta: 2 days, 1:08:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9550, loss_cls: 4.0659, loss: 4.0659 +2025-06-28 05:58:15,963 - pyskl - INFO - Epoch [36][300/3405] lr: 2.177e-02, eta: 2 days, 1:08:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9625, loss_cls: 3.9131, loss: 3.9131 +2025-06-28 05:59:00,461 - pyskl - INFO - Epoch [36][400/3405] lr: 2.177e-02, eta: 2 days, 1:07:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9663, loss_cls: 4.0149, loss: 4.0149 +2025-06-28 05:59:44,965 - pyskl - INFO - Epoch [36][500/3405] lr: 2.176e-02, eta: 2 days, 1:06:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 3.9485, loss: 3.9485 +2025-06-28 06:00:29,447 - pyskl - INFO - Epoch [36][600/3405] lr: 2.176e-02, eta: 2 days, 1:05:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 3.8827, loss: 3.8827 +2025-06-28 06:01:13,958 - pyskl - INFO - Epoch [36][700/3405] lr: 2.175e-02, eta: 2 days, 1:04:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 3.9685, loss: 3.9685 +2025-06-28 06:01:58,501 - pyskl - INFO - Epoch [36][800/3405] lr: 2.175e-02, eta: 2 days, 1:04:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9525, loss_cls: 3.8876, loss: 3.8876 +2025-06-28 06:02:42,969 - pyskl - INFO - Epoch [36][900/3405] lr: 2.174e-02, eta: 2 days, 1:03:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 3.9774, loss: 3.9774 +2025-06-28 06:03:27,478 - pyskl - INFO - Epoch [36][1000/3405] lr: 2.174e-02, eta: 2 days, 1:02:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9631, loss_cls: 4.1489, loss: 4.1489 +2025-06-28 06:04:11,930 - pyskl - INFO - Epoch [36][1100/3405] lr: 2.173e-02, eta: 2 days, 1:01:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 3.8640, loss: 3.8640 +2025-06-28 06:04:56,402 - pyskl - INFO - Epoch [36][1200/3405] lr: 2.173e-02, eta: 2 days, 1:00:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9544, loss_cls: 4.0094, loss: 4.0094 +2025-06-28 06:05:40,853 - pyskl - INFO - Epoch [36][1300/3405] lr: 2.172e-02, eta: 2 days, 1:00:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 3.9726, loss: 3.9726 +2025-06-28 06:06:25,428 - pyskl - INFO - Epoch [36][1400/3405] lr: 2.172e-02, eta: 2 days, 0:59:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9550, loss_cls: 3.9599, loss: 3.9599 +2025-06-28 06:07:09,900 - pyskl - INFO - Epoch [36][1500/3405] lr: 2.171e-02, eta: 2 days, 0:58:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 3.8309, loss: 3.8309 +2025-06-28 06:07:54,681 - pyskl - INFO - Epoch [36][1600/3405] lr: 2.171e-02, eta: 2 days, 0:57:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9600, loss_cls: 4.0774, loss: 4.0774 +2025-06-28 06:08:39,191 - pyskl - INFO - Epoch [36][1700/3405] lr: 2.170e-02, eta: 2 days, 0:57:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9706, loss_cls: 4.0172, loss: 4.0172 +2025-06-28 06:09:23,599 - pyskl - INFO - Epoch [36][1800/3405] lr: 2.170e-02, eta: 2 days, 0:56:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9563, loss_cls: 3.9163, loss: 3.9163 +2025-06-28 06:10:07,939 - pyskl - INFO - Epoch [36][1900/3405] lr: 2.169e-02, eta: 2 days, 0:55:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9650, loss_cls: 3.7947, loss: 3.7947 +2025-06-28 06:10:52,328 - pyskl - INFO - Epoch [36][2000/3405] lr: 2.169e-02, eta: 2 days, 0:54:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 3.8699, loss: 3.8699 +2025-06-28 06:11:36,832 - pyskl - INFO - Epoch [36][2100/3405] lr: 2.168e-02, eta: 2 days, 0:53:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 3.8724, loss: 3.8724 +2025-06-28 06:12:21,467 - pyskl - INFO - Epoch [36][2200/3405] lr: 2.168e-02, eta: 2 days, 0:53:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 3.9641, loss: 3.9641 +2025-06-28 06:13:06,015 - pyskl - INFO - Epoch [36][2300/3405] lr: 2.167e-02, eta: 2 days, 0:52:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 3.8223, loss: 3.8223 +2025-06-28 06:13:50,481 - pyskl - INFO - Epoch [36][2400/3405] lr: 2.166e-02, eta: 2 days, 0:51:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9637, loss_cls: 3.7942, loss: 3.7942 +2025-06-28 06:14:35,054 - pyskl - INFO - Epoch [36][2500/3405] lr: 2.166e-02, eta: 2 days, 0:50:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 3.9778, loss: 3.9778 +2025-06-28 06:15:19,536 - pyskl - INFO - Epoch [36][2600/3405] lr: 2.165e-02, eta: 2 days, 0:49:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9563, loss_cls: 4.1391, loss: 4.1391 +2025-06-28 06:16:04,094 - pyskl - INFO - Epoch [36][2700/3405] lr: 2.165e-02, eta: 2 days, 0:49:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9613, loss_cls: 3.8902, loss: 3.8902 +2025-06-28 06:16:48,559 - pyskl - INFO - Epoch [36][2800/3405] lr: 2.164e-02, eta: 2 days, 0:48:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 3.8871, loss: 3.8871 +2025-06-28 06:17:33,179 - pyskl - INFO - Epoch [36][2900/3405] lr: 2.164e-02, eta: 2 days, 0:47:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 3.9790, loss: 3.9790 +2025-06-28 06:18:17,871 - pyskl - INFO - Epoch [36][3000/3405] lr: 2.163e-02, eta: 2 days, 0:46:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9631, loss_cls: 4.0540, loss: 4.0540 +2025-06-28 06:19:02,466 - pyskl - INFO - Epoch [36][3100/3405] lr: 2.163e-02, eta: 2 days, 0:45:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9575, loss_cls: 3.9182, loss: 3.9182 +2025-06-28 06:19:47,074 - pyskl - INFO - Epoch [36][3200/3405] lr: 2.162e-02, eta: 2 days, 0:45:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 3.9462, loss: 3.9462 +2025-06-28 06:20:31,665 - pyskl - INFO - Epoch [36][3300/3405] lr: 2.162e-02, eta: 2 days, 0:44:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9569, loss_cls: 3.9804, loss: 3.9804 +2025-06-28 06:21:16,382 - pyskl - INFO - Epoch [36][3400/3405] lr: 2.161e-02, eta: 2 days, 0:43:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9563, loss_cls: 4.0403, loss: 4.0403 +2025-06-28 06:21:18,976 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-06-28 06:25:15,090 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 06:25:15,653 - pyskl - INFO - +top1_acc 0.7120 +top5_acc 0.9297 +2025-06-28 06:25:15,674 - pyskl - INFO - Epoch(val) [36][3718] top1_acc: 0.7120, top5_acc: 0.9297 +2025-06-28 06:26:24,187 - pyskl - INFO - Epoch [37][100/3405] lr: 2.161e-02, eta: 2 days, 0:43:56, time: 0.685, data_time: 0.236, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9594, loss_cls: 4.1843, loss: 4.1843 +2025-06-28 06:27:08,803 - pyskl - INFO - Epoch [37][200/3405] lr: 2.160e-02, eta: 2 days, 0:43:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9563, loss_cls: 3.8435, loss: 3.8435 +2025-06-28 06:27:53,418 - pyskl - INFO - Epoch [37][300/3405] lr: 2.160e-02, eta: 2 days, 0:42:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9750, loss_cls: 3.7669, loss: 3.7669 +2025-06-28 06:28:38,005 - pyskl - INFO - Epoch [37][400/3405] lr: 2.159e-02, eta: 2 days, 0:41:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9569, loss_cls: 3.9383, loss: 3.9383 +2025-06-28 06:29:22,635 - pyskl - INFO - Epoch [37][500/3405] lr: 2.159e-02, eta: 2 days, 0:40:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9587, loss_cls: 4.1366, loss: 4.1366 +2025-06-28 06:30:07,192 - pyskl - INFO - Epoch [37][600/3405] lr: 2.158e-02, eta: 2 days, 0:40:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 3.8898, loss: 3.8898 +2025-06-28 06:30:51,710 - pyskl - INFO - Epoch [37][700/3405] lr: 2.158e-02, eta: 2 days, 0:39:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 4.0005, loss: 4.0005 +2025-06-28 06:31:36,227 - pyskl - INFO - Epoch [37][800/3405] lr: 2.157e-02, eta: 2 days, 0:38:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9644, loss_cls: 3.9265, loss: 3.9265 +2025-06-28 06:32:20,660 - pyskl - INFO - Epoch [37][900/3405] lr: 2.156e-02, eta: 2 days, 0:37:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 3.9513, loss: 3.9513 +2025-06-28 06:33:05,110 - pyskl - INFO - Epoch [37][1000/3405] lr: 2.156e-02, eta: 2 days, 0:36:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9637, loss_cls: 3.9643, loss: 3.9643 +2025-06-28 06:33:49,554 - pyskl - INFO - Epoch [37][1100/3405] lr: 2.155e-02, eta: 2 days, 0:36:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9675, loss_cls: 3.8000, loss: 3.8000 +2025-06-28 06:34:34,004 - pyskl - INFO - Epoch [37][1200/3405] lr: 2.155e-02, eta: 2 days, 0:35:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9631, loss_cls: 3.9388, loss: 3.9388 +2025-06-28 06:35:18,515 - pyskl - INFO - Epoch [37][1300/3405] lr: 2.154e-02, eta: 2 days, 0:34:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 3.8946, loss: 3.8946 +2025-06-28 06:36:02,961 - pyskl - INFO - Epoch [37][1400/3405] lr: 2.154e-02, eta: 2 days, 0:33:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 3.8122, loss: 3.8122 +2025-06-28 06:36:47,448 - pyskl - INFO - Epoch [37][1500/3405] lr: 2.153e-02, eta: 2 days, 0:32:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9712, loss_cls: 3.8690, loss: 3.8690 +2025-06-28 06:37:32,027 - pyskl - INFO - Epoch [37][1600/3405] lr: 2.153e-02, eta: 2 days, 0:32:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 3.9255, loss: 3.9255 +2025-06-28 06:38:16,530 - pyskl - INFO - Epoch [37][1700/3405] lr: 2.152e-02, eta: 2 days, 0:31:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 3.9311, loss: 3.9311 +2025-06-28 06:39:00,958 - pyskl - INFO - Epoch [37][1800/3405] lr: 2.152e-02, eta: 2 days, 0:30:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 3.8505, loss: 3.8505 +2025-06-28 06:39:45,384 - pyskl - INFO - Epoch [37][1900/3405] lr: 2.151e-02, eta: 2 days, 0:29:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9694, loss_cls: 3.7905, loss: 3.7905 +2025-06-28 06:40:29,858 - pyskl - INFO - Epoch [37][2000/3405] lr: 2.151e-02, eta: 2 days, 0:28:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 3.9684, loss: 3.9684 +2025-06-28 06:41:14,349 - pyskl - INFO - Epoch [37][2100/3405] lr: 2.150e-02, eta: 2 days, 0:28:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9587, loss_cls: 4.0146, loss: 4.0146 +2025-06-28 06:41:58,706 - pyskl - INFO - Epoch [37][2200/3405] lr: 2.150e-02, eta: 2 days, 0:27:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9575, loss_cls: 3.9558, loss: 3.9558 +2025-06-28 06:42:43,153 - pyskl - INFO - Epoch [37][2300/3405] lr: 2.149e-02, eta: 2 days, 0:26:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 3.8612, loss: 3.8612 +2025-06-28 06:43:27,637 - pyskl - INFO - Epoch [37][2400/3405] lr: 2.148e-02, eta: 2 days, 0:25:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 3.9959, loss: 3.9959 +2025-06-28 06:44:12,169 - pyskl - INFO - Epoch [37][2500/3405] lr: 2.148e-02, eta: 2 days, 0:24:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9650, loss_cls: 3.7324, loss: 3.7324 +2025-06-28 06:44:56,874 - pyskl - INFO - Epoch [37][2600/3405] lr: 2.147e-02, eta: 2 days, 0:24:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9537, loss_cls: 3.9728, loss: 3.9728 +2025-06-28 06:45:41,578 - pyskl - INFO - Epoch [37][2700/3405] lr: 2.147e-02, eta: 2 days, 0:23:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9663, loss_cls: 3.9792, loss: 3.9792 +2025-06-28 06:46:26,014 - pyskl - INFO - Epoch [37][2800/3405] lr: 2.146e-02, eta: 2 days, 0:22:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9600, loss_cls: 4.0344, loss: 4.0344 +2025-06-28 06:47:10,763 - pyskl - INFO - Epoch [37][2900/3405] lr: 2.146e-02, eta: 2 days, 0:21:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 4.0571, loss: 4.0571 +2025-06-28 06:47:55,093 - pyskl - INFO - Epoch [37][3000/3405] lr: 2.145e-02, eta: 2 days, 0:21:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 4.0420, loss: 4.0420 +2025-06-28 06:48:39,452 - pyskl - INFO - Epoch [37][3100/3405] lr: 2.145e-02, eta: 2 days, 0:20:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9563, loss_cls: 3.9002, loss: 3.9002 +2025-06-28 06:49:23,789 - pyskl - INFO - Epoch [37][3200/3405] lr: 2.144e-02, eta: 2 days, 0:19:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9625, loss_cls: 3.8995, loss: 3.8995 +2025-06-28 06:50:08,513 - pyskl - INFO - Epoch [37][3300/3405] lr: 2.144e-02, eta: 2 days, 0:18:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9669, loss_cls: 3.9380, loss: 3.9380 +2025-06-28 06:50:52,929 - pyskl - INFO - Epoch [37][3400/3405] lr: 2.143e-02, eta: 2 days, 0:17:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 4.0211, loss: 4.0211 +2025-06-28 06:50:55,552 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-06-28 06:54:51,814 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 06:54:52,377 - pyskl - INFO - +top1_acc 0.7414 +top5_acc 0.9459 +2025-06-28 06:54:52,396 - pyskl - INFO - Epoch(val) [37][3718] top1_acc: 0.7414, top5_acc: 0.9459 +2025-06-28 06:56:01,243 - pyskl - INFO - Epoch [38][100/3405] lr: 2.143e-02, eta: 2 days, 0:18:11, time: 0.688, data_time: 0.239, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9675, loss_cls: 3.9621, loss: 3.9621 +2025-06-28 06:56:45,851 - pyskl - INFO - Epoch [38][200/3405] lr: 2.142e-02, eta: 2 days, 0:17:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 4.0871, loss: 4.0871 +2025-06-28 06:57:30,726 - pyskl - INFO - Epoch [38][300/3405] lr: 2.141e-02, eta: 2 days, 0:16:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9706, loss_cls: 3.9049, loss: 3.9049 +2025-06-28 06:58:15,367 - pyskl - INFO - Epoch [38][400/3405] lr: 2.141e-02, eta: 2 days, 0:15:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9669, loss_cls: 3.8818, loss: 3.8818 +2025-06-28 06:59:00,000 - pyskl - INFO - Epoch [38][500/3405] lr: 2.140e-02, eta: 2 days, 0:15:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9688, loss_cls: 3.9290, loss: 3.9290 +2025-06-28 06:59:44,538 - pyskl - INFO - Epoch [38][600/3405] lr: 2.140e-02, eta: 2 days, 0:14:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9613, loss_cls: 3.7857, loss: 3.7857 +2025-06-28 07:00:29,159 - pyskl - INFO - Epoch [38][700/3405] lr: 2.139e-02, eta: 2 days, 0:13:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.8932, loss: 3.8932 +2025-06-28 07:01:13,579 - pyskl - INFO - Epoch [38][800/3405] lr: 2.139e-02, eta: 2 days, 0:12:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 3.7847, loss: 3.7847 +2025-06-28 07:01:58,235 - pyskl - INFO - Epoch [38][900/3405] lr: 2.138e-02, eta: 2 days, 0:11:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9675, loss_cls: 3.9950, loss: 3.9950 +2025-06-28 07:02:42,722 - pyskl - INFO - Epoch [38][1000/3405] lr: 2.138e-02, eta: 2 days, 0:11:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 3.8712, loss: 3.8712 +2025-06-28 07:03:27,307 - pyskl - INFO - Epoch [38][1100/3405] lr: 2.137e-02, eta: 2 days, 0:10:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 3.9126, loss: 3.9126 +2025-06-28 07:04:11,865 - pyskl - INFO - Epoch [38][1200/3405] lr: 2.137e-02, eta: 2 days, 0:09:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 3.9610, loss: 3.9610 +2025-06-28 07:04:56,559 - pyskl - INFO - Epoch [38][1300/3405] lr: 2.136e-02, eta: 2 days, 0:08:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9587, loss_cls: 3.9113, loss: 3.9113 +2025-06-28 07:05:41,179 - pyskl - INFO - Epoch [38][1400/3405] lr: 2.136e-02, eta: 2 days, 0:08:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9650, loss_cls: 3.9618, loss: 3.9618 +2025-06-28 07:06:25,730 - pyskl - INFO - Epoch [38][1500/3405] lr: 2.135e-02, eta: 2 days, 0:07:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9625, loss_cls: 4.0829, loss: 4.0829 +2025-06-28 07:07:10,312 - pyskl - INFO - Epoch [38][1600/3405] lr: 2.134e-02, eta: 2 days, 0:06:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9606, loss_cls: 3.8641, loss: 3.8641 +2025-06-28 07:07:54,930 - pyskl - INFO - Epoch [38][1700/3405] lr: 2.134e-02, eta: 2 days, 0:05:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 3.8890, loss: 3.8890 +2025-06-28 07:08:39,493 - pyskl - INFO - Epoch [38][1800/3405] lr: 2.133e-02, eta: 2 days, 0:04:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9681, loss_cls: 3.8685, loss: 3.8685 +2025-06-28 07:09:24,067 - pyskl - INFO - Epoch [38][1900/3405] lr: 2.133e-02, eta: 2 days, 0:04:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9606, loss_cls: 4.0644, loss: 4.0644 +2025-06-28 07:10:08,530 - pyskl - INFO - Epoch [38][2000/3405] lr: 2.132e-02, eta: 2 days, 0:03:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9594, loss_cls: 3.9350, loss: 3.9350 +2025-06-28 07:10:53,041 - pyskl - INFO - Epoch [38][2100/3405] lr: 2.132e-02, eta: 2 days, 0:02:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9675, loss_cls: 3.8615, loss: 3.8615 +2025-06-28 07:11:37,863 - pyskl - INFO - Epoch [38][2200/3405] lr: 2.131e-02, eta: 2 days, 0:01:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9637, loss_cls: 3.7392, loss: 3.7392 +2025-06-28 07:12:22,404 - pyskl - INFO - Epoch [38][2300/3405] lr: 2.131e-02, eta: 2 days, 0:00:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9569, loss_cls: 4.0991, loss: 4.0991 +2025-06-28 07:13:06,868 - pyskl - INFO - Epoch [38][2400/3405] lr: 2.130e-02, eta: 2 days, 0:00:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9637, loss_cls: 3.8922, loss: 3.8922 +2025-06-28 07:13:51,403 - pyskl - INFO - Epoch [38][2500/3405] lr: 2.130e-02, eta: 1 day, 23:59:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9606, loss_cls: 3.9911, loss: 3.9911 +2025-06-28 07:14:35,904 - pyskl - INFO - Epoch [38][2600/3405] lr: 2.129e-02, eta: 1 day, 23:58:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9556, loss_cls: 3.9830, loss: 3.9830 +2025-06-28 07:15:20,575 - pyskl - INFO - Epoch [38][2700/3405] lr: 2.128e-02, eta: 1 day, 23:57:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 3.9665, loss: 3.9665 +2025-06-28 07:16:05,186 - pyskl - INFO - Epoch [38][2800/3405] lr: 2.128e-02, eta: 1 day, 23:57:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 4.0841, loss: 4.0841 +2025-06-28 07:16:49,885 - pyskl - INFO - Epoch [38][2900/3405] lr: 2.127e-02, eta: 1 day, 23:56:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9594, loss_cls: 4.0163, loss: 4.0163 +2025-06-28 07:17:34,494 - pyskl - INFO - Epoch [38][3000/3405] lr: 2.127e-02, eta: 1 day, 23:55:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9544, loss_cls: 3.9859, loss: 3.9859 +2025-06-28 07:18:19,095 - pyskl - INFO - Epoch [38][3100/3405] lr: 2.126e-02, eta: 1 day, 23:54:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 3.8261, loss: 3.8261 +2025-06-28 07:19:03,704 - pyskl - INFO - Epoch [38][3200/3405] lr: 2.126e-02, eta: 1 day, 23:53:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 3.8898, loss: 3.8898 +2025-06-28 07:19:48,389 - pyskl - INFO - Epoch [38][3300/3405] lr: 2.125e-02, eta: 1 day, 23:53:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9663, loss_cls: 3.8487, loss: 3.8487 +2025-06-28 07:20:33,111 - pyskl - INFO - Epoch [38][3400/3405] lr: 2.125e-02, eta: 1 day, 23:52:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9631, loss_cls: 4.0809, loss: 4.0809 +2025-06-28 07:20:35,772 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-06-28 07:24:32,322 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 07:24:32,894 - pyskl - INFO - +top1_acc 0.7646 +top5_acc 0.9514 +2025-06-28 07:24:32,951 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_34.pth was removed +2025-06-28 07:24:34,050 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_38.pth. +2025-06-28 07:24:34,052 - pyskl - INFO - Best top1_acc is 0.7646 at 38 epoch. +2025-06-28 07:24:34,073 - pyskl - INFO - Epoch(val) [38][3718] top1_acc: 0.7646, top5_acc: 0.9514 +2025-06-28 07:25:42,362 - pyskl - INFO - Epoch [39][100/3405] lr: 2.124e-02, eta: 1 day, 23:52:35, time: 0.683, data_time: 0.235, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 4.0284, loss: 4.0284 +2025-06-28 07:26:27,053 - pyskl - INFO - Epoch [39][200/3405] lr: 2.123e-02, eta: 1 day, 23:51:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9587, loss_cls: 4.0058, loss: 4.0058 +2025-06-28 07:27:11,842 - pyskl - INFO - Epoch [39][300/3405] lr: 2.123e-02, eta: 1 day, 23:51:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 3.9033, loss: 3.9033 +2025-06-28 07:27:56,582 - pyskl - INFO - Epoch [39][400/3405] lr: 2.122e-02, eta: 1 day, 23:50:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 3.7682, loss: 3.7682 +2025-06-28 07:28:41,174 - pyskl - INFO - Epoch [39][500/3405] lr: 2.122e-02, eta: 1 day, 23:49:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 3.7876, loss: 3.7876 +2025-06-28 07:29:25,810 - pyskl - INFO - Epoch [39][600/3405] lr: 2.121e-02, eta: 1 day, 23:48:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9587, loss_cls: 3.9028, loss: 3.9028 +2025-06-28 07:30:10,562 - pyskl - INFO - Epoch [39][700/3405] lr: 2.121e-02, eta: 1 day, 23:47:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.7662, loss: 3.7662 +2025-06-28 07:30:55,401 - pyskl - INFO - Epoch [39][800/3405] lr: 2.120e-02, eta: 1 day, 23:47:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9575, loss_cls: 3.9338, loss: 3.9338 +2025-06-28 07:31:39,964 - pyskl - INFO - Epoch [39][900/3405] lr: 2.120e-02, eta: 1 day, 23:46:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9756, loss_cls: 3.8442, loss: 3.8442 +2025-06-28 07:32:24,538 - pyskl - INFO - Epoch [39][1000/3405] lr: 2.119e-02, eta: 1 day, 23:45:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 3.8483, loss: 3.8483 +2025-06-28 07:33:09,153 - pyskl - INFO - Epoch [39][1100/3405] lr: 2.119e-02, eta: 1 day, 23:44:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9625, loss_cls: 3.9419, loss: 3.9419 +2025-06-28 07:33:53,837 - pyskl - INFO - Epoch [39][1200/3405] lr: 2.118e-02, eta: 1 day, 23:44:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9619, loss_cls: 3.9390, loss: 3.9390 +2025-06-28 07:34:38,463 - pyskl - INFO - Epoch [39][1300/3405] lr: 2.117e-02, eta: 1 day, 23:43:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 3.8439, loss: 3.8439 +2025-06-28 07:35:22,955 - pyskl - INFO - Epoch [39][1400/3405] lr: 2.117e-02, eta: 1 day, 23:42:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9606, loss_cls: 4.0219, loss: 4.0219 +2025-06-28 07:36:07,521 - pyskl - INFO - Epoch [39][1500/3405] lr: 2.116e-02, eta: 1 day, 23:41:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 3.9229, loss: 3.9229 +2025-06-28 07:36:52,099 - pyskl - INFO - Epoch [39][1600/3405] lr: 2.116e-02, eta: 1 day, 23:40:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 3.8151, loss: 3.8151 +2025-06-28 07:37:36,706 - pyskl - INFO - Epoch [39][1700/3405] lr: 2.115e-02, eta: 1 day, 23:40:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 3.9337, loss: 3.9337 +2025-06-28 07:38:21,181 - pyskl - INFO - Epoch [39][1800/3405] lr: 2.115e-02, eta: 1 day, 23:39:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9700, loss_cls: 3.9122, loss: 3.9122 +2025-06-28 07:39:05,709 - pyskl - INFO - Epoch [39][1900/3405] lr: 2.114e-02, eta: 1 day, 23:38:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 3.9427, loss: 3.9427 +2025-06-28 07:39:50,318 - pyskl - INFO - Epoch [39][2000/3405] lr: 2.114e-02, eta: 1 day, 23:37:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 3.9011, loss: 3.9011 +2025-06-28 07:40:34,913 - pyskl - INFO - Epoch [39][2100/3405] lr: 2.113e-02, eta: 1 day, 23:36:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 3.9410, loss: 3.9410 +2025-06-28 07:41:19,567 - pyskl - INFO - Epoch [39][2200/3405] lr: 2.112e-02, eta: 1 day, 23:36:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9625, loss_cls: 3.9369, loss: 3.9369 +2025-06-28 07:42:04,211 - pyskl - INFO - Epoch [39][2300/3405] lr: 2.112e-02, eta: 1 day, 23:35:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9575, loss_cls: 4.0380, loss: 4.0380 +2025-06-28 07:42:48,732 - pyskl - INFO - Epoch [39][2400/3405] lr: 2.111e-02, eta: 1 day, 23:34:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9656, loss_cls: 3.8342, loss: 3.8342 +2025-06-28 07:43:33,296 - pyskl - INFO - Epoch [39][2500/3405] lr: 2.111e-02, eta: 1 day, 23:33:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9606, loss_cls: 3.9314, loss: 3.9314 +2025-06-28 07:44:17,887 - pyskl - INFO - Epoch [39][2600/3405] lr: 2.110e-02, eta: 1 day, 23:33:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 3.9325, loss: 3.9325 +2025-06-28 07:45:02,461 - pyskl - INFO - Epoch [39][2700/3405] lr: 2.110e-02, eta: 1 day, 23:32:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9587, loss_cls: 3.9170, loss: 3.9170 +2025-06-28 07:45:47,058 - pyskl - INFO - Epoch [39][2800/3405] lr: 2.109e-02, eta: 1 day, 23:31:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9650, loss_cls: 3.8134, loss: 3.8134 +2025-06-28 07:46:31,498 - pyskl - INFO - Epoch [39][2900/3405] lr: 2.109e-02, eta: 1 day, 23:30:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 3.8936, loss: 3.8936 +2025-06-28 07:47:15,901 - pyskl - INFO - Epoch [39][3000/3405] lr: 2.108e-02, eta: 1 day, 23:29:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9575, loss_cls: 4.0459, loss: 4.0459 +2025-06-28 07:48:00,361 - pyskl - INFO - Epoch [39][3100/3405] lr: 2.107e-02, eta: 1 day, 23:29:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 3.9799, loss: 3.9799 +2025-06-28 07:48:44,894 - pyskl - INFO - Epoch [39][3200/3405] lr: 2.107e-02, eta: 1 day, 23:28:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9550, loss_cls: 3.9565, loss: 3.9565 +2025-06-28 07:49:29,282 - pyskl - INFO - Epoch [39][3300/3405] lr: 2.106e-02, eta: 1 day, 23:27:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 3.9126, loss: 3.9126 +2025-06-28 07:50:14,224 - pyskl - INFO - Epoch [39][3400/3405] lr: 2.106e-02, eta: 1 day, 23:26:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 3.9373, loss: 3.9373 +2025-06-28 07:50:16,934 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-06-28 07:54:13,524 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 07:54:14,110 - pyskl - INFO - +top1_acc 0.7405 +top5_acc 0.9394 +2025-06-28 07:54:14,131 - pyskl - INFO - Epoch(val) [39][3718] top1_acc: 0.7405, top5_acc: 0.9394 +2025-06-28 07:55:22,231 - pyskl - INFO - Epoch [40][100/3405] lr: 2.105e-02, eta: 1 day, 23:26:57, time: 0.681, data_time: 0.234, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9563, loss_cls: 3.9924, loss: 3.9924 +2025-06-28 07:56:06,936 - pyskl - INFO - Epoch [40][200/3405] lr: 2.105e-02, eta: 1 day, 23:26:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 3.8993, loss: 3.8993 +2025-06-28 07:56:51,603 - pyskl - INFO - Epoch [40][300/3405] lr: 2.104e-02, eta: 1 day, 23:25:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 3.6805, loss: 3.6805 +2025-06-28 07:57:36,106 - pyskl - INFO - Epoch [40][400/3405] lr: 2.103e-02, eta: 1 day, 23:24:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 3.7624, loss: 3.7624 +2025-06-28 07:58:20,722 - pyskl - INFO - Epoch [40][500/3405] lr: 2.103e-02, eta: 1 day, 23:23:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 3.9277, loss: 3.9277 +2025-06-28 07:59:05,331 - pyskl - INFO - Epoch [40][600/3405] lr: 2.102e-02, eta: 1 day, 23:23:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9706, loss_cls: 3.8256, loss: 3.8256 +2025-06-28 07:59:49,938 - pyskl - INFO - Epoch [40][700/3405] lr: 2.102e-02, eta: 1 day, 23:22:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 3.8430, loss: 3.8430 +2025-06-28 08:00:34,559 - pyskl - INFO - Epoch [40][800/3405] lr: 2.101e-02, eta: 1 day, 23:21:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9619, loss_cls: 3.9319, loss: 3.9319 +2025-06-28 08:01:19,071 - pyskl - INFO - Epoch [40][900/3405] lr: 2.101e-02, eta: 1 day, 23:20:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 3.8675, loss: 3.8675 +2025-06-28 08:02:03,650 - pyskl - INFO - Epoch [40][1000/3405] lr: 2.100e-02, eta: 1 day, 23:19:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 3.8291, loss: 3.8291 +2025-06-28 08:02:48,183 - pyskl - INFO - Epoch [40][1100/3405] lr: 2.100e-02, eta: 1 day, 23:19:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9506, loss_cls: 4.0593, loss: 4.0593 +2025-06-28 08:03:32,817 - pyskl - INFO - Epoch [40][1200/3405] lr: 2.099e-02, eta: 1 day, 23:18:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.8307, loss: 3.8307 +2025-06-28 08:04:17,393 - pyskl - INFO - Epoch [40][1300/3405] lr: 2.098e-02, eta: 1 day, 23:17:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 3.7791, loss: 3.7791 +2025-06-28 08:05:01,967 - pyskl - INFO - Epoch [40][1400/3405] lr: 2.098e-02, eta: 1 day, 23:16:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 3.8923, loss: 3.8923 +2025-06-28 08:05:46,499 - pyskl - INFO - Epoch [40][1500/3405] lr: 2.097e-02, eta: 1 day, 23:16:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9656, loss_cls: 4.0240, loss: 4.0240 +2025-06-28 08:06:30,975 - pyskl - INFO - Epoch [40][1600/3405] lr: 2.097e-02, eta: 1 day, 23:15:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9587, loss_cls: 4.0522, loss: 4.0522 +2025-06-28 08:07:15,614 - pyskl - INFO - Epoch [40][1700/3405] lr: 2.096e-02, eta: 1 day, 23:14:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9619, loss_cls: 3.7541, loss: 3.7541 +2025-06-28 08:08:00,121 - pyskl - INFO - Epoch [40][1800/3405] lr: 2.096e-02, eta: 1 day, 23:13:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9669, loss_cls: 3.9635, loss: 3.9635 +2025-06-28 08:08:44,538 - pyskl - INFO - Epoch [40][1900/3405] lr: 2.095e-02, eta: 1 day, 23:12:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 3.8124, loss: 3.8124 +2025-06-28 08:09:29,130 - pyskl - INFO - Epoch [40][2000/3405] lr: 2.094e-02, eta: 1 day, 23:12:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 3.8448, loss: 3.8448 +2025-06-28 08:10:13,625 - pyskl - INFO - Epoch [40][2100/3405] lr: 2.094e-02, eta: 1 day, 23:11:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 3.8147, loss: 3.8147 +2025-06-28 08:10:58,047 - pyskl - INFO - Epoch [40][2200/3405] lr: 2.093e-02, eta: 1 day, 23:10:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9556, loss_cls: 3.9575, loss: 3.9575 +2025-06-28 08:11:42,505 - pyskl - INFO - Epoch [40][2300/3405] lr: 2.093e-02, eta: 1 day, 23:09:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.8723, loss: 3.8723 +2025-06-28 08:12:27,114 - pyskl - INFO - Epoch [40][2400/3405] lr: 2.092e-02, eta: 1 day, 23:08:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 3.9383, loss: 3.9383 +2025-06-28 08:13:11,506 - pyskl - INFO - Epoch [40][2500/3405] lr: 2.092e-02, eta: 1 day, 23:08:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9575, loss_cls: 3.9147, loss: 3.9147 +2025-06-28 08:13:55,958 - pyskl - INFO - Epoch [40][2600/3405] lr: 2.091e-02, eta: 1 day, 23:07:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9600, loss_cls: 3.9238, loss: 3.9238 +2025-06-28 08:14:40,319 - pyskl - INFO - Epoch [40][2700/3405] lr: 2.090e-02, eta: 1 day, 23:06:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9625, loss_cls: 3.9663, loss: 3.9663 +2025-06-28 08:15:24,877 - pyskl - INFO - Epoch [40][2800/3405] lr: 2.090e-02, eta: 1 day, 23:05:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9563, loss_cls: 3.9085, loss: 3.9085 +2025-06-28 08:16:09,365 - pyskl - INFO - Epoch [40][2900/3405] lr: 2.089e-02, eta: 1 day, 23:05:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 4.0503, loss: 4.0503 +2025-06-28 08:16:53,897 - pyskl - INFO - Epoch [40][3000/3405] lr: 2.089e-02, eta: 1 day, 23:04:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 3.8014, loss: 3.8014 +2025-06-28 08:17:38,407 - pyskl - INFO - Epoch [40][3100/3405] lr: 2.088e-02, eta: 1 day, 23:03:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9681, loss_cls: 3.9316, loss: 3.9316 +2025-06-28 08:18:22,837 - pyskl - INFO - Epoch [40][3200/3405] lr: 2.088e-02, eta: 1 day, 23:02:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9644, loss_cls: 3.8909, loss: 3.8909 +2025-06-28 08:19:07,242 - pyskl - INFO - Epoch [40][3300/3405] lr: 2.087e-02, eta: 1 day, 23:01:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 3.8378, loss: 3.8378 +2025-06-28 08:19:51,602 - pyskl - INFO - Epoch [40][3400/3405] lr: 2.086e-02, eta: 1 day, 23:01:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 3.8251, loss: 3.8251 +2025-06-28 08:19:54,111 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-06-28 08:39:02,911 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 08:39:03,576 - pyskl - INFO - +top1_acc 0.7640 +top5_acc 0.9466 +2025-06-28 08:39:03,597 - pyskl - INFO - Epoch(val) [40][3718] top1_acc: 0.7640, top5_acc: 0.9466 +2025-06-28 08:40:12,119 - pyskl - INFO - Epoch [41][100/3405] lr: 2.086e-02, eta: 1 day, 23:01:14, time: 0.685, data_time: 0.235, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 3.8200, loss: 3.8200 +2025-06-28 08:40:57,329 - pyskl - INFO - Epoch [41][200/3405] lr: 2.085e-02, eta: 1 day, 23:00:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9600, loss_cls: 3.7984, loss: 3.7984 +2025-06-28 08:41:42,209 - pyskl - INFO - Epoch [41][300/3405] lr: 2.085e-02, eta: 1 day, 22:59:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 3.7020, loss: 3.7020 +2025-06-28 08:42:26,840 - pyskl - INFO - Epoch [41][400/3405] lr: 2.084e-02, eta: 1 day, 22:58:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 3.8346, loss: 3.8346 +2025-06-28 08:43:11,373 - pyskl - INFO - Epoch [41][500/3405] lr: 2.084e-02, eta: 1 day, 22:58:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9688, loss_cls: 3.8125, loss: 3.8125 +2025-06-28 08:43:55,974 - pyskl - INFO - Epoch [41][600/3405] lr: 2.083e-02, eta: 1 day, 22:57:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 4.0384, loss: 4.0384 +2025-06-28 08:44:40,432 - pyskl - INFO - Epoch [41][700/3405] lr: 2.082e-02, eta: 1 day, 22:56:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9694, loss_cls: 3.7768, loss: 3.7768 +2025-06-28 08:45:24,968 - pyskl - INFO - Epoch [41][800/3405] lr: 2.082e-02, eta: 1 day, 22:55:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 3.9146, loss: 3.9146 +2025-06-28 08:46:09,401 - pyskl - INFO - Epoch [41][900/3405] lr: 2.081e-02, eta: 1 day, 22:55:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 3.7912, loss: 3.7912 +2025-06-28 08:46:53,826 - pyskl - INFO - Epoch [41][1000/3405] lr: 2.081e-02, eta: 1 day, 22:54:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 3.8154, loss: 3.8154 +2025-06-28 08:47:38,327 - pyskl - INFO - Epoch [41][1100/3405] lr: 2.080e-02, eta: 1 day, 22:53:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9650, loss_cls: 4.0113, loss: 4.0113 +2025-06-28 08:48:22,776 - pyskl - INFO - Epoch [41][1200/3405] lr: 2.080e-02, eta: 1 day, 22:52:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9569, loss_cls: 3.8749, loss: 3.8749 +2025-06-28 08:49:07,270 - pyskl - INFO - Epoch [41][1300/3405] lr: 2.079e-02, eta: 1 day, 22:51:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9563, loss_cls: 3.9574, loss: 3.9574 +2025-06-28 08:49:51,702 - pyskl - INFO - Epoch [41][1400/3405] lr: 2.078e-02, eta: 1 day, 22:51:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 3.7766, loss: 3.7766 +2025-06-28 08:50:36,145 - pyskl - INFO - Epoch [41][1500/3405] lr: 2.078e-02, eta: 1 day, 22:50:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9569, loss_cls: 3.9563, loss: 3.9563 +2025-06-28 08:51:20,578 - pyskl - INFO - Epoch [41][1600/3405] lr: 2.077e-02, eta: 1 day, 22:49:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9600, loss_cls: 3.9007, loss: 3.9007 +2025-06-28 08:52:05,036 - pyskl - INFO - Epoch [41][1700/3405] lr: 2.077e-02, eta: 1 day, 22:48:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9606, loss_cls: 3.9084, loss: 3.9084 +2025-06-28 08:52:49,439 - pyskl - INFO - Epoch [41][1800/3405] lr: 2.076e-02, eta: 1 day, 22:47:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9719, loss_cls: 3.8951, loss: 3.8951 +2025-06-28 08:53:33,928 - pyskl - INFO - Epoch [41][1900/3405] lr: 2.076e-02, eta: 1 day, 22:47:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9550, loss_cls: 4.0264, loss: 4.0264 +2025-06-28 08:54:18,346 - pyskl - INFO - Epoch [41][2000/3405] lr: 2.075e-02, eta: 1 day, 22:46:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 3.8591, loss: 3.8591 +2025-06-28 08:55:03,222 - pyskl - INFO - Epoch [41][2100/3405] lr: 2.074e-02, eta: 1 day, 22:45:35, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9637, loss_cls: 3.9143, loss: 3.9143 +2025-06-28 08:55:47,722 - pyskl - INFO - Epoch [41][2200/3405] lr: 2.074e-02, eta: 1 day, 22:44:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 4.0238, loss: 4.0238 +2025-06-28 08:56:32,143 - pyskl - INFO - Epoch [41][2300/3405] lr: 2.073e-02, eta: 1 day, 22:44:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 3.7070, loss: 3.7070 +2025-06-28 08:57:16,626 - pyskl - INFO - Epoch [41][2400/3405] lr: 2.073e-02, eta: 1 day, 22:43:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9619, loss_cls: 3.9577, loss: 3.9577 +2025-06-28 08:58:01,056 - pyskl - INFO - Epoch [41][2500/3405] lr: 2.072e-02, eta: 1 day, 22:42:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 3.9620, loss: 3.9620 +2025-06-28 08:58:45,525 - pyskl - INFO - Epoch [41][2600/3405] lr: 2.071e-02, eta: 1 day, 22:41:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9587, loss_cls: 3.8191, loss: 3.8191 +2025-06-28 08:59:29,990 - pyskl - INFO - Epoch [41][2700/3405] lr: 2.071e-02, eta: 1 day, 22:40:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 3.7812, loss: 3.7812 +2025-06-28 09:00:14,510 - pyskl - INFO - Epoch [41][2800/3405] lr: 2.070e-02, eta: 1 day, 22:40:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9613, loss_cls: 3.8934, loss: 3.8934 +2025-06-28 09:00:58,993 - pyskl - INFO - Epoch [41][2900/3405] lr: 2.070e-02, eta: 1 day, 22:39:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9688, loss_cls: 3.8765, loss: 3.8765 +2025-06-28 09:01:43,489 - pyskl - INFO - Epoch [41][3000/3405] lr: 2.069e-02, eta: 1 day, 22:38:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9519, loss_cls: 4.0328, loss: 4.0328 +2025-06-28 09:02:27,950 - pyskl - INFO - Epoch [41][3100/3405] lr: 2.069e-02, eta: 1 day, 22:37:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 3.8528, loss: 3.8528 +2025-06-28 09:03:12,396 - pyskl - INFO - Epoch [41][3200/3405] lr: 2.068e-02, eta: 1 day, 22:36:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9575, loss_cls: 3.8511, loss: 3.8511 +2025-06-28 09:03:57,078 - pyskl - INFO - Epoch [41][3300/3405] lr: 2.067e-02, eta: 1 day, 22:36:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9712, loss_cls: 3.8740, loss: 3.8740 +2025-06-28 09:04:41,507 - pyskl - INFO - Epoch [41][3400/3405] lr: 2.067e-02, eta: 1 day, 22:35:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9688, loss_cls: 3.7866, loss: 3.7866 +2025-06-28 09:04:44,091 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-06-28 09:08:40,081 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 09:08:40,709 - pyskl - INFO - +top1_acc 0.7166 +top5_acc 0.9316 +2025-06-28 09:08:40,731 - pyskl - INFO - Epoch(val) [41][3718] top1_acc: 0.7166, top5_acc: 0.9316 +2025-06-28 09:09:48,726 - pyskl - INFO - Epoch [42][100/3405] lr: 2.066e-02, eta: 1 day, 22:35:30, time: 0.680, data_time: 0.230, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 3.8478, loss: 3.8478 +2025-06-28 09:10:33,502 - pyskl - INFO - Epoch [42][200/3405] lr: 2.066e-02, eta: 1 day, 22:34:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 3.8366, loss: 3.8366 +2025-06-28 09:11:18,084 - pyskl - INFO - Epoch [42][300/3405] lr: 2.065e-02, eta: 1 day, 22:33:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 3.9253, loss: 3.9253 +2025-06-28 09:12:02,585 - pyskl - INFO - Epoch [42][400/3405] lr: 2.064e-02, eta: 1 day, 22:33:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 3.8844, loss: 3.8844 +2025-06-28 09:12:47,094 - pyskl - INFO - Epoch [42][500/3405] lr: 2.064e-02, eta: 1 day, 22:32:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 3.9380, loss: 3.9380 +2025-06-28 09:13:31,650 - pyskl - INFO - Epoch [42][600/3405] lr: 2.063e-02, eta: 1 day, 22:31:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9537, loss_cls: 3.9192, loss: 3.9192 +2025-06-28 09:14:16,261 - pyskl - INFO - Epoch [42][700/3405] lr: 2.063e-02, eta: 1 day, 22:30:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 3.8765, loss: 3.8765 +2025-06-28 09:15:00,754 - pyskl - INFO - Epoch [42][800/3405] lr: 2.062e-02, eta: 1 day, 22:30:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 3.8756, loss: 3.8756 +2025-06-28 09:15:45,286 - pyskl - INFO - Epoch [42][900/3405] lr: 2.062e-02, eta: 1 day, 22:29:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 3.8036, loss: 3.8036 +2025-06-28 09:16:29,794 - pyskl - INFO - Epoch [42][1000/3405] lr: 2.061e-02, eta: 1 day, 22:28:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9525, loss_cls: 3.9478, loss: 3.9478 +2025-06-28 09:17:14,133 - pyskl - INFO - Epoch [42][1100/3405] lr: 2.060e-02, eta: 1 day, 22:27:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9644, loss_cls: 3.8755, loss: 3.8755 +2025-06-28 09:17:58,574 - pyskl - INFO - Epoch [42][1200/3405] lr: 2.060e-02, eta: 1 day, 22:26:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9663, loss_cls: 3.8970, loss: 3.8970 +2025-06-28 09:18:43,003 - pyskl - INFO - Epoch [42][1300/3405] lr: 2.059e-02, eta: 1 day, 22:26:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 3.8068, loss: 3.8068 +2025-06-28 09:19:27,498 - pyskl - INFO - Epoch [42][1400/3405] lr: 2.059e-02, eta: 1 day, 22:25:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 3.8131, loss: 3.8131 +2025-06-28 09:20:11,965 - pyskl - INFO - Epoch [42][1500/3405] lr: 2.058e-02, eta: 1 day, 22:24:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.6908, loss: 3.6908 +2025-06-28 09:20:56,509 - pyskl - INFO - Epoch [42][1600/3405] lr: 2.057e-02, eta: 1 day, 22:23:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 3.7754, loss: 3.7754 +2025-06-28 09:21:41,063 - pyskl - INFO - Epoch [42][1700/3405] lr: 2.057e-02, eta: 1 day, 22:22:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 3.7467, loss: 3.7467 +2025-06-28 09:22:25,655 - pyskl - INFO - Epoch [42][1800/3405] lr: 2.056e-02, eta: 1 day, 22:22:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 3.9139, loss: 3.9139 +2025-06-28 09:23:10,207 - pyskl - INFO - Epoch [42][1900/3405] lr: 2.056e-02, eta: 1 day, 22:21:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9712, loss_cls: 3.9476, loss: 3.9476 +2025-06-28 09:23:54,784 - pyskl - INFO - Epoch [42][2000/3405] lr: 2.055e-02, eta: 1 day, 22:20:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 3.8790, loss: 3.8790 +2025-06-28 09:24:39,316 - pyskl - INFO - Epoch [42][2100/3405] lr: 2.054e-02, eta: 1 day, 22:19:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 3.9412, loss: 3.9412 +2025-06-28 09:25:23,995 - pyskl - INFO - Epoch [42][2200/3405] lr: 2.054e-02, eta: 1 day, 22:19:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 3.9032, loss: 3.9032 +2025-06-28 09:26:08,697 - pyskl - INFO - Epoch [42][2300/3405] lr: 2.053e-02, eta: 1 day, 22:18:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 3.7757, loss: 3.7757 +2025-06-28 09:26:53,225 - pyskl - INFO - Epoch [42][2400/3405] lr: 2.053e-02, eta: 1 day, 22:17:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 3.8492, loss: 3.8492 +2025-06-28 09:27:37,834 - pyskl - INFO - Epoch [42][2500/3405] lr: 2.052e-02, eta: 1 day, 22:16:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 3.8568, loss: 3.8568 +2025-06-28 09:28:22,395 - pyskl - INFO - Epoch [42][2600/3405] lr: 2.052e-02, eta: 1 day, 22:15:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 3.6635, loss: 3.6635 +2025-06-28 09:29:07,152 - pyskl - INFO - Epoch [42][2700/3405] lr: 2.051e-02, eta: 1 day, 22:15:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9575, loss_cls: 3.9838, loss: 3.9838 +2025-06-28 09:29:51,758 - pyskl - INFO - Epoch [42][2800/3405] lr: 2.050e-02, eta: 1 day, 22:14:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.8921, loss: 3.8921 +2025-06-28 09:30:36,288 - pyskl - INFO - Epoch [42][2900/3405] lr: 2.050e-02, eta: 1 day, 22:13:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9556, loss_cls: 3.9636, loss: 3.9636 +2025-06-28 09:31:20,638 - pyskl - INFO - Epoch [42][3000/3405] lr: 2.049e-02, eta: 1 day, 22:12:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 3.8922, loss: 3.8922 +2025-06-28 09:32:04,959 - pyskl - INFO - Epoch [42][3100/3405] lr: 2.049e-02, eta: 1 day, 22:12:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 3.8966, loss: 3.8966 +2025-06-28 09:32:49,601 - pyskl - INFO - Epoch [42][3200/3405] lr: 2.048e-02, eta: 1 day, 22:11:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 3.7594, loss: 3.7594 +2025-06-28 09:33:34,358 - pyskl - INFO - Epoch [42][3300/3405] lr: 2.047e-02, eta: 1 day, 22:10:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9581, loss_cls: 3.8847, loss: 3.8847 +2025-06-28 09:34:18,861 - pyskl - INFO - Epoch [42][3400/3405] lr: 2.047e-02, eta: 1 day, 22:09:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9669, loss_cls: 3.9225, loss: 3.9225 +2025-06-28 09:34:21,494 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-06-28 09:38:18,240 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 09:38:18,880 - pyskl - INFO - +top1_acc 0.7723 +top5_acc 0.9493 +2025-06-28 09:38:18,935 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_38.pth was removed +2025-06-28 09:38:19,975 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. +2025-06-28 09:38:19,977 - pyskl - INFO - Best top1_acc is 0.7723 at 42 epoch. +2025-06-28 09:38:19,997 - pyskl - INFO - Epoch(val) [42][3718] top1_acc: 0.7723, top5_acc: 0.9493 +2025-06-28 09:39:27,792 - pyskl - INFO - Epoch [43][100/3405] lr: 2.046e-02, eta: 1 day, 22:09:47, time: 0.678, data_time: 0.232, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 3.7585, loss: 3.7585 +2025-06-28 09:40:12,281 - pyskl - INFO - Epoch [43][200/3405] lr: 2.046e-02, eta: 1 day, 22:09:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 3.6562, loss: 3.6562 +2025-06-28 09:40:56,814 - pyskl - INFO - Epoch [43][300/3405] lr: 2.045e-02, eta: 1 day, 22:08:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 3.8964, loss: 3.8964 +2025-06-28 09:41:41,343 - pyskl - INFO - Epoch [43][400/3405] lr: 2.044e-02, eta: 1 day, 22:07:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 3.9044, loss: 3.9044 +2025-06-28 09:42:25,877 - pyskl - INFO - Epoch [43][500/3405] lr: 2.044e-02, eta: 1 day, 22:06:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9700, loss_cls: 3.8490, loss: 3.8490 +2025-06-28 09:43:10,348 - pyskl - INFO - Epoch [43][600/3405] lr: 2.043e-02, eta: 1 day, 22:05:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 3.8280, loss: 3.8280 +2025-06-28 09:43:54,990 - pyskl - INFO - Epoch [43][700/3405] lr: 2.043e-02, eta: 1 day, 22:05:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 3.7460, loss: 3.7460 +2025-06-28 09:44:39,686 - pyskl - INFO - Epoch [43][800/3405] lr: 2.042e-02, eta: 1 day, 22:04:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9556, loss_cls: 3.9399, loss: 3.9399 +2025-06-28 09:45:24,213 - pyskl - INFO - Epoch [43][900/3405] lr: 2.041e-02, eta: 1 day, 22:03:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 3.8436, loss: 3.8436 +2025-06-28 09:46:08,794 - pyskl - INFO - Epoch [43][1000/3405] lr: 2.041e-02, eta: 1 day, 22:02:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.7317, loss: 3.7317 +2025-06-28 09:46:53,414 - pyskl - INFO - Epoch [43][1100/3405] lr: 2.040e-02, eta: 1 day, 22:01:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9719, loss_cls: 3.7861, loss: 3.7861 +2025-06-28 09:47:38,046 - pyskl - INFO - Epoch [43][1200/3405] lr: 2.040e-02, eta: 1 day, 22:01:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 3.8228, loss: 3.8228 +2025-06-28 09:48:22,583 - pyskl - INFO - Epoch [43][1300/3405] lr: 2.039e-02, eta: 1 day, 22:00:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 3.8151, loss: 3.8151 +2025-06-28 09:49:07,243 - pyskl - INFO - Epoch [43][1400/3405] lr: 2.038e-02, eta: 1 day, 21:59:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 3.8689, loss: 3.8689 +2025-06-28 09:49:51,809 - pyskl - INFO - Epoch [43][1500/3405] lr: 2.038e-02, eta: 1 day, 21:58:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9500, loss_cls: 3.9101, loss: 3.9101 +2025-06-28 09:50:36,465 - pyskl - INFO - Epoch [43][1600/3405] lr: 2.037e-02, eta: 1 day, 21:58:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.8152, loss: 3.8152 +2025-06-28 09:51:21,106 - pyskl - INFO - Epoch [43][1700/3405] lr: 2.037e-02, eta: 1 day, 21:57:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 3.8320, loss: 3.8320 +2025-06-28 09:52:05,739 - pyskl - INFO - Epoch [43][1800/3405] lr: 2.036e-02, eta: 1 day, 21:56:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9575, loss_cls: 3.7577, loss: 3.7577 +2025-06-28 09:52:50,248 - pyskl - INFO - Epoch [43][1900/3405] lr: 2.035e-02, eta: 1 day, 21:55:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9606, loss_cls: 3.9503, loss: 3.9503 +2025-06-28 09:53:34,839 - pyskl - INFO - Epoch [43][2000/3405] lr: 2.035e-02, eta: 1 day, 21:54:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9519, loss_cls: 4.0773, loss: 4.0773 +2025-06-28 09:54:19,303 - pyskl - INFO - Epoch [43][2100/3405] lr: 2.034e-02, eta: 1 day, 21:54:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9681, loss_cls: 3.7744, loss: 3.7744 +2025-06-28 09:55:03,668 - pyskl - INFO - Epoch [43][2200/3405] lr: 2.034e-02, eta: 1 day, 21:53:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9637, loss_cls: 3.9640, loss: 3.9640 +2025-06-28 09:55:48,351 - pyskl - INFO - Epoch [43][2300/3405] lr: 2.033e-02, eta: 1 day, 21:52:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 3.9148, loss: 3.9148 +2025-06-28 09:56:33,011 - pyskl - INFO - Epoch [43][2400/3405] lr: 2.032e-02, eta: 1 day, 21:51:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9675, loss_cls: 3.9484, loss: 3.9484 +2025-06-28 09:57:17,626 - pyskl - INFO - Epoch [43][2500/3405] lr: 2.032e-02, eta: 1 day, 21:51:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9625, loss_cls: 3.8953, loss: 3.8953 +2025-06-28 09:58:02,174 - pyskl - INFO - Epoch [43][2600/3405] lr: 2.031e-02, eta: 1 day, 21:50:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9650, loss_cls: 3.9018, loss: 3.9018 +2025-06-28 09:58:46,824 - pyskl - INFO - Epoch [43][2700/3405] lr: 2.031e-02, eta: 1 day, 21:49:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 3.7732, loss: 3.7732 +2025-06-28 09:59:31,374 - pyskl - INFO - Epoch [43][2800/3405] lr: 2.030e-02, eta: 1 day, 21:48:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9625, loss_cls: 3.9353, loss: 3.9353 +2025-06-28 10:00:15,883 - pyskl - INFO - Epoch [43][2900/3405] lr: 2.029e-02, eta: 1 day, 21:47:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9600, loss_cls: 3.9295, loss: 3.9295 +2025-06-28 10:01:00,384 - pyskl - INFO - Epoch [43][3000/3405] lr: 2.029e-02, eta: 1 day, 21:47:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 3.8602, loss: 3.8602 +2025-06-28 10:01:44,812 - pyskl - INFO - Epoch [43][3100/3405] lr: 2.028e-02, eta: 1 day, 21:46:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 3.8546, loss: 3.8546 +2025-06-28 10:02:29,306 - pyskl - INFO - Epoch [43][3200/3405] lr: 2.028e-02, eta: 1 day, 21:45:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 3.8564, loss: 3.8564 +2025-06-28 10:03:13,991 - pyskl - INFO - Epoch [43][3300/3405] lr: 2.027e-02, eta: 1 day, 21:44:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9587, loss_cls: 3.8787, loss: 3.8787 +2025-06-28 10:03:58,656 - pyskl - INFO - Epoch [43][3400/3405] lr: 2.026e-02, eta: 1 day, 21:44:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9663, loss_cls: 3.9245, loss: 3.9245 +2025-06-28 10:04:01,261 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-06-28 10:07:57,281 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 10:07:57,900 - pyskl - INFO - +top1_acc 0.7603 +top5_acc 0.9471 +2025-06-28 10:07:57,918 - pyskl - INFO - Epoch(val) [43][3718] top1_acc: 0.7603, top5_acc: 0.9471 +2025-06-28 10:09:05,698 - pyskl - INFO - Epoch [44][100/3405] lr: 2.026e-02, eta: 1 day, 21:44:06, time: 0.678, data_time: 0.229, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 3.7026, loss: 3.7026 +2025-06-28 10:09:50,574 - pyskl - INFO - Epoch [44][200/3405] lr: 2.025e-02, eta: 1 day, 21:43:20, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.7251, loss: 3.7251 +2025-06-28 10:10:35,498 - pyskl - INFO - Epoch [44][300/3405] lr: 2.025e-02, eta: 1 day, 21:42:34, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9656, loss_cls: 3.6949, loss: 3.6949 +2025-06-28 10:11:20,113 - pyskl - INFO - Epoch [44][400/3405] lr: 2.024e-02, eta: 1 day, 21:41:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 3.8672, loss: 3.8672 +2025-06-28 10:12:04,666 - pyskl - INFO - Epoch [44][500/3405] lr: 2.023e-02, eta: 1 day, 21:41:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9575, loss_cls: 3.8369, loss: 3.8369 +2025-06-28 10:12:49,297 - pyskl - INFO - Epoch [44][600/3405] lr: 2.023e-02, eta: 1 day, 21:40:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 3.7631, loss: 3.7631 +2025-06-28 10:13:33,866 - pyskl - INFO - Epoch [44][700/3405] lr: 2.022e-02, eta: 1 day, 21:39:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 3.9113, loss: 3.9113 +2025-06-28 10:14:18,532 - pyskl - INFO - Epoch [44][800/3405] lr: 2.022e-02, eta: 1 day, 21:38:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 3.9144, loss: 3.9144 +2025-06-28 10:15:03,193 - pyskl - INFO - Epoch [44][900/3405] lr: 2.021e-02, eta: 1 day, 21:37:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 3.9425, loss: 3.9425 +2025-06-28 10:15:47,786 - pyskl - INFO - Epoch [44][1000/3405] lr: 2.020e-02, eta: 1 day, 21:37:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 3.8951, loss: 3.8951 +2025-06-28 10:16:32,253 - pyskl - INFO - Epoch [44][1100/3405] lr: 2.020e-02, eta: 1 day, 21:36:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9625, loss_cls: 3.9316, loss: 3.9316 +2025-06-28 10:17:16,939 - pyskl - INFO - Epoch [44][1200/3405] lr: 2.019e-02, eta: 1 day, 21:35:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9656, loss_cls: 3.8436, loss: 3.8436 +2025-06-28 10:18:01,484 - pyskl - INFO - Epoch [44][1300/3405] lr: 2.019e-02, eta: 1 day, 21:34:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 3.8361, loss: 3.8361 +2025-06-28 10:18:45,954 - pyskl - INFO - Epoch [44][1400/3405] lr: 2.018e-02, eta: 1 day, 21:34:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 3.7248, loss: 3.7248 +2025-06-28 10:19:30,454 - pyskl - INFO - Epoch [44][1500/3405] lr: 2.017e-02, eta: 1 day, 21:33:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 3.9249, loss: 3.9249 +2025-06-28 10:20:14,954 - pyskl - INFO - Epoch [44][1600/3405] lr: 2.017e-02, eta: 1 day, 21:32:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.8201, loss: 3.8201 +2025-06-28 10:20:59,592 - pyskl - INFO - Epoch [44][1700/3405] lr: 2.016e-02, eta: 1 day, 21:31:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 3.9046, loss: 3.9046 +2025-06-28 10:21:44,412 - pyskl - INFO - Epoch [44][1800/3405] lr: 2.016e-02, eta: 1 day, 21:30:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9706, loss_cls: 3.7307, loss: 3.7307 +2025-06-28 10:22:28,941 - pyskl - INFO - Epoch [44][1900/3405] lr: 2.015e-02, eta: 1 day, 21:30:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 3.8093, loss: 3.8093 +2025-06-28 10:23:13,453 - pyskl - INFO - Epoch [44][2000/3405] lr: 2.014e-02, eta: 1 day, 21:29:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 3.7242, loss: 3.7242 +2025-06-28 10:23:58,104 - pyskl - INFO - Epoch [44][2100/3405] lr: 2.014e-02, eta: 1 day, 21:28:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9738, loss_cls: 3.7412, loss: 3.7412 +2025-06-28 10:24:42,775 - pyskl - INFO - Epoch [44][2200/3405] lr: 2.013e-02, eta: 1 day, 21:27:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 3.6438, loss: 3.6438 +2025-06-28 10:25:27,611 - pyskl - INFO - Epoch [44][2300/3405] lr: 2.013e-02, eta: 1 day, 21:27:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9606, loss_cls: 3.9196, loss: 3.9196 +2025-06-28 10:26:12,235 - pyskl - INFO - Epoch [44][2400/3405] lr: 2.012e-02, eta: 1 day, 21:26:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 3.9087, loss: 3.9087 +2025-06-28 10:26:56,891 - pyskl - INFO - Epoch [44][2500/3405] lr: 2.011e-02, eta: 1 day, 21:25:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.7938, loss: 3.7938 +2025-06-28 10:27:41,543 - pyskl - INFO - Epoch [44][2600/3405] lr: 2.011e-02, eta: 1 day, 21:24:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.8530, loss: 3.8530 +2025-06-28 10:28:26,262 - pyskl - INFO - Epoch [44][2700/3405] lr: 2.010e-02, eta: 1 day, 21:23:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9581, loss_cls: 4.0227, loss: 4.0227 +2025-06-28 10:29:10,908 - pyskl - INFO - Epoch [44][2800/3405] lr: 2.009e-02, eta: 1 day, 21:23:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9669, loss_cls: 3.7390, loss: 3.7390 +2025-06-28 10:29:55,381 - pyskl - INFO - Epoch [44][2900/3405] lr: 2.009e-02, eta: 1 day, 21:22:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9525, loss_cls: 3.9651, loss: 3.9651 +2025-06-28 10:30:39,993 - pyskl - INFO - Epoch [44][3000/3405] lr: 2.008e-02, eta: 1 day, 21:21:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9700, loss_cls: 3.7629, loss: 3.7629 +2025-06-28 10:31:24,437 - pyskl - INFO - Epoch [44][3100/3405] lr: 2.008e-02, eta: 1 day, 21:20:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9706, loss_cls: 3.8653, loss: 3.8653 +2025-06-28 10:32:09,073 - pyskl - INFO - Epoch [44][3200/3405] lr: 2.007e-02, eta: 1 day, 21:20:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 3.7855, loss: 3.7855 +2025-06-28 10:32:53,631 - pyskl - INFO - Epoch [44][3300/3405] lr: 2.006e-02, eta: 1 day, 21:19:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 3.8228, loss: 3.8228 +2025-06-28 10:33:38,105 - pyskl - INFO - Epoch [44][3400/3405] lr: 2.006e-02, eta: 1 day, 21:18:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 3.9101, loss: 3.9101 +2025-06-28 10:33:40,779 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-06-28 10:37:36,694 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 10:37:37,336 - pyskl - INFO - +top1_acc 0.7371 +top5_acc 0.9379 +2025-06-28 10:37:37,359 - pyskl - INFO - Epoch(val) [44][3718] top1_acc: 0.7371, top5_acc: 0.9379 +2025-06-28 10:38:45,037 - pyskl - INFO - Epoch [45][100/3405] lr: 2.005e-02, eta: 1 day, 21:18:29, time: 0.677, data_time: 0.229, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9694, loss_cls: 3.6778, loss: 3.6778 +2025-06-28 10:39:29,555 - pyskl - INFO - Epoch [45][200/3405] lr: 2.005e-02, eta: 1 day, 21:17:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9600, loss_cls: 3.8016, loss: 3.8016 +2025-06-28 10:40:14,048 - pyskl - INFO - Epoch [45][300/3405] lr: 2.004e-02, eta: 1 day, 21:16:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9644, loss_cls: 3.7693, loss: 3.7693 +2025-06-28 10:40:58,582 - pyskl - INFO - Epoch [45][400/3405] lr: 2.003e-02, eta: 1 day, 21:16:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9625, loss_cls: 3.7296, loss: 3.7296 +2025-06-28 10:41:43,075 - pyskl - INFO - Epoch [45][500/3405] lr: 2.003e-02, eta: 1 day, 21:15:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9738, loss_cls: 3.6557, loss: 3.6557 +2025-06-28 10:42:27,534 - pyskl - INFO - Epoch [45][600/3405] lr: 2.002e-02, eta: 1 day, 21:14:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9750, loss_cls: 3.7447, loss: 3.7447 +2025-06-28 10:43:11,922 - pyskl - INFO - Epoch [45][700/3405] lr: 2.001e-02, eta: 1 day, 21:13:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9613, loss_cls: 3.6873, loss: 3.6873 +2025-06-28 10:43:56,362 - pyskl - INFO - Epoch [45][800/3405] lr: 2.001e-02, eta: 1 day, 21:13:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9688, loss_cls: 3.7666, loss: 3.7666 +2025-06-28 10:44:40,944 - pyskl - INFO - Epoch [45][900/3405] lr: 2.000e-02, eta: 1 day, 21:12:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 3.7115, loss: 3.7115 +2025-06-28 10:45:25,449 - pyskl - INFO - Epoch [45][1000/3405] lr: 2.000e-02, eta: 1 day, 21:11:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 3.7468, loss: 3.7468 +2025-06-28 10:46:10,021 - pyskl - INFO - Epoch [45][1100/3405] lr: 1.999e-02, eta: 1 day, 21:10:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.8216, loss: 3.8216 +2025-06-28 10:46:54,617 - pyskl - INFO - Epoch [45][1200/3405] lr: 1.998e-02, eta: 1 day, 21:09:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 3.8409, loss: 3.8409 +2025-06-28 10:47:39,040 - pyskl - INFO - Epoch [45][1300/3405] lr: 1.998e-02, eta: 1 day, 21:09:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.7081, loss: 3.7081 +2025-06-28 10:48:23,497 - pyskl - INFO - Epoch [45][1400/3405] lr: 1.997e-02, eta: 1 day, 21:08:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 3.8066, loss: 3.8066 +2025-06-28 10:49:08,078 - pyskl - INFO - Epoch [45][1500/3405] lr: 1.997e-02, eta: 1 day, 21:07:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9631, loss_cls: 3.8704, loss: 3.8704 +2025-06-28 10:49:52,520 - pyskl - INFO - Epoch [45][1600/3405] lr: 1.996e-02, eta: 1 day, 21:06:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 3.8979, loss: 3.8979 +2025-06-28 10:50:36,966 - pyskl - INFO - Epoch [45][1700/3405] lr: 1.995e-02, eta: 1 day, 21:05:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 3.7696, loss: 3.7696 +2025-06-28 10:51:21,670 - pyskl - INFO - Epoch [45][1800/3405] lr: 1.995e-02, eta: 1 day, 21:05:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 3.9185, loss: 3.9185 +2025-06-28 10:52:06,178 - pyskl - INFO - Epoch [45][1900/3405] lr: 1.994e-02, eta: 1 day, 21:04:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9650, loss_cls: 3.9004, loss: 3.9004 +2025-06-28 10:52:50,544 - pyskl - INFO - Epoch [45][2000/3405] lr: 1.993e-02, eta: 1 day, 21:03:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 3.7257, loss: 3.7257 +2025-06-28 10:53:34,893 - pyskl - INFO - Epoch [45][2100/3405] lr: 1.993e-02, eta: 1 day, 21:02:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 3.7784, loss: 3.7784 +2025-06-28 10:54:19,330 - pyskl - INFO - Epoch [45][2200/3405] lr: 1.992e-02, eta: 1 day, 21:02:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 3.9411, loss: 3.9411 +2025-06-28 10:55:03,855 - pyskl - INFO - Epoch [45][2300/3405] lr: 1.992e-02, eta: 1 day, 21:01:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 3.7914, loss: 3.7914 +2025-06-28 10:55:48,519 - pyskl - INFO - Epoch [45][2400/3405] lr: 1.991e-02, eta: 1 day, 21:00:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9575, loss_cls: 3.7607, loss: 3.7607 +2025-06-28 10:56:33,121 - pyskl - INFO - Epoch [45][2500/3405] lr: 1.990e-02, eta: 1 day, 20:59:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 3.9120, loss: 3.9120 +2025-06-28 10:57:17,711 - pyskl - INFO - Epoch [45][2600/3405] lr: 1.990e-02, eta: 1 day, 20:58:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 3.7713, loss: 3.7713 +2025-06-28 10:58:02,317 - pyskl - INFO - Epoch [45][2700/3405] lr: 1.989e-02, eta: 1 day, 20:58:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9656, loss_cls: 3.7871, loss: 3.7871 +2025-06-28 10:58:46,599 - pyskl - INFO - Epoch [45][2800/3405] lr: 1.988e-02, eta: 1 day, 20:57:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9675, loss_cls: 3.9464, loss: 3.9464 +2025-06-28 10:59:30,926 - pyskl - INFO - Epoch [45][2900/3405] lr: 1.988e-02, eta: 1 day, 20:56:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9681, loss_cls: 3.8816, loss: 3.8816 +2025-06-28 11:00:15,148 - pyskl - INFO - Epoch [45][3000/3405] lr: 1.987e-02, eta: 1 day, 20:55:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 3.7207, loss: 3.7207 +2025-06-28 11:00:59,424 - pyskl - INFO - Epoch [45][3100/3405] lr: 1.987e-02, eta: 1 day, 20:55:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9556, loss_cls: 3.9386, loss: 3.9386 +2025-06-28 11:01:43,642 - pyskl - INFO - Epoch [45][3200/3405] lr: 1.986e-02, eta: 1 day, 20:54:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 3.8808, loss: 3.8808 +2025-06-28 11:02:27,958 - pyskl - INFO - Epoch [45][3300/3405] lr: 1.985e-02, eta: 1 day, 20:53:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 3.8943, loss: 3.8943 +2025-06-28 11:03:12,219 - pyskl - INFO - Epoch [45][3400/3405] lr: 1.985e-02, eta: 1 day, 20:52:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 3.9815, loss: 3.9815 +2025-06-28 11:03:14,763 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-06-28 11:23:04,554 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 11:23:05,127 - pyskl - INFO - +top1_acc 0.7198 +top5_acc 0.9213 +2025-06-28 11:23:05,150 - pyskl - INFO - Epoch(val) [45][3718] top1_acc: 0.7198, top5_acc: 0.9213 +2025-06-28 11:24:13,220 - pyskl - INFO - Epoch [46][100/3405] lr: 1.984e-02, eta: 1 day, 20:52:41, time: 0.681, data_time: 0.233, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 3.7083, loss: 3.7083 +2025-06-28 11:24:57,989 - pyskl - INFO - Epoch [46][200/3405] lr: 1.983e-02, eta: 1 day, 20:51:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 3.7663, loss: 3.7663 +2025-06-28 11:25:42,591 - pyskl - INFO - Epoch [46][300/3405] lr: 1.983e-02, eta: 1 day, 20:51:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 3.6717, loss: 3.6717 +2025-06-28 11:26:27,047 - pyskl - INFO - Epoch [46][400/3405] lr: 1.982e-02, eta: 1 day, 20:50:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 3.7683, loss: 3.7683 +2025-06-28 11:27:11,554 - pyskl - INFO - Epoch [46][500/3405] lr: 1.982e-02, eta: 1 day, 20:49:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 3.8168, loss: 3.8168 +2025-06-28 11:27:55,999 - pyskl - INFO - Epoch [46][600/3405] lr: 1.981e-02, eta: 1 day, 20:48:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 3.8524, loss: 3.8524 +2025-06-28 11:28:40,582 - pyskl - INFO - Epoch [46][700/3405] lr: 1.980e-02, eta: 1 day, 20:48:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9731, loss_cls: 3.7442, loss: 3.7442 +2025-06-28 11:29:25,155 - pyskl - INFO - Epoch [46][800/3405] lr: 1.980e-02, eta: 1 day, 20:47:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.6786, loss: 3.6786 +2025-06-28 11:30:09,679 - pyskl - INFO - Epoch [46][900/3405] lr: 1.979e-02, eta: 1 day, 20:46:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 3.6106, loss: 3.6106 +2025-06-28 11:30:54,267 - pyskl - INFO - Epoch [46][1000/3405] lr: 1.979e-02, eta: 1 day, 20:45:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9594, loss_cls: 3.7885, loss: 3.7885 +2025-06-28 11:31:38,830 - pyskl - INFO - Epoch [46][1100/3405] lr: 1.978e-02, eta: 1 day, 20:44:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9669, loss_cls: 3.8144, loss: 3.8144 +2025-06-28 11:32:23,433 - pyskl - INFO - Epoch [46][1200/3405] lr: 1.977e-02, eta: 1 day, 20:44:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9581, loss_cls: 3.7583, loss: 3.7583 +2025-06-28 11:33:07,988 - pyskl - INFO - Epoch [46][1300/3405] lr: 1.977e-02, eta: 1 day, 20:43:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 3.7878, loss: 3.7878 +2025-06-28 11:33:52,613 - pyskl - INFO - Epoch [46][1400/3405] lr: 1.976e-02, eta: 1 day, 20:42:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9581, loss_cls: 3.7625, loss: 3.7625 +2025-06-28 11:34:37,164 - pyskl - INFO - Epoch [46][1500/3405] lr: 1.975e-02, eta: 1 day, 20:41:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9575, loss_cls: 3.8980, loss: 3.8980 +2025-06-28 11:35:21,724 - pyskl - INFO - Epoch [46][1600/3405] lr: 1.975e-02, eta: 1 day, 20:41:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 3.7141, loss: 3.7141 +2025-06-28 11:36:06,218 - pyskl - INFO - Epoch [46][1700/3405] lr: 1.974e-02, eta: 1 day, 20:40:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 3.7502, loss: 3.7502 +2025-06-28 11:36:50,667 - pyskl - INFO - Epoch [46][1800/3405] lr: 1.973e-02, eta: 1 day, 20:39:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 3.8550, loss: 3.8550 +2025-06-28 11:37:35,022 - pyskl - INFO - Epoch [46][1900/3405] lr: 1.973e-02, eta: 1 day, 20:38:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9587, loss_cls: 3.7753, loss: 3.7753 +2025-06-28 11:38:19,490 - pyskl - INFO - Epoch [46][2000/3405] lr: 1.972e-02, eta: 1 day, 20:37:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9769, loss_cls: 3.7477, loss: 3.7477 +2025-06-28 11:39:03,911 - pyskl - INFO - Epoch [46][2100/3405] lr: 1.972e-02, eta: 1 day, 20:37:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9694, loss_cls: 3.8147, loss: 3.8147 +2025-06-28 11:39:48,324 - pyskl - INFO - Epoch [46][2200/3405] lr: 1.971e-02, eta: 1 day, 20:36:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 3.7716, loss: 3.7716 +2025-06-28 11:40:32,833 - pyskl - INFO - Epoch [46][2300/3405] lr: 1.970e-02, eta: 1 day, 20:35:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9581, loss_cls: 3.8566, loss: 3.8566 +2025-06-28 11:41:17,399 - pyskl - INFO - Epoch [46][2400/3405] lr: 1.970e-02, eta: 1 day, 20:34:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9587, loss_cls: 3.8526, loss: 3.8526 +2025-06-28 11:42:02,039 - pyskl - INFO - Epoch [46][2500/3405] lr: 1.969e-02, eta: 1 day, 20:33:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 3.9069, loss: 3.9069 +2025-06-28 11:42:46,550 - pyskl - INFO - Epoch [46][2600/3405] lr: 1.968e-02, eta: 1 day, 20:33:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 3.9121, loss: 3.9121 +2025-06-28 11:43:31,108 - pyskl - INFO - Epoch [46][2700/3405] lr: 1.968e-02, eta: 1 day, 20:32:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9731, loss_cls: 3.8907, loss: 3.8907 +2025-06-28 11:44:15,587 - pyskl - INFO - Epoch [46][2800/3405] lr: 1.967e-02, eta: 1 day, 20:31:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.8163, loss: 3.8163 +2025-06-28 11:44:59,998 - pyskl - INFO - Epoch [46][2900/3405] lr: 1.967e-02, eta: 1 day, 20:30:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9587, loss_cls: 3.7799, loss: 3.7799 +2025-06-28 11:45:44,571 - pyskl - INFO - Epoch [46][3000/3405] lr: 1.966e-02, eta: 1 day, 20:30:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.8407, loss: 3.8407 +2025-06-28 11:46:29,177 - pyskl - INFO - Epoch [46][3100/3405] lr: 1.965e-02, eta: 1 day, 20:29:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9600, loss_cls: 3.9536, loss: 3.9536 +2025-06-28 11:47:13,697 - pyskl - INFO - Epoch [46][3200/3405] lr: 1.965e-02, eta: 1 day, 20:28:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9669, loss_cls: 3.8727, loss: 3.8727 +2025-06-28 11:47:58,215 - pyskl - INFO - Epoch [46][3300/3405] lr: 1.964e-02, eta: 1 day, 20:27:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 3.8672, loss: 3.8672 +2025-06-28 11:48:42,741 - pyskl - INFO - Epoch [46][3400/3405] lr: 1.963e-02, eta: 1 day, 20:26:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9594, loss_cls: 3.9772, loss: 3.9772 +2025-06-28 11:48:45,367 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-06-28 11:52:41,912 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 11:52:42,468 - pyskl - INFO - +top1_acc 0.7724 +top5_acc 0.9511 +2025-06-28 11:52:42,523 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_42.pth was removed +2025-06-28 11:52:43,584 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. +2025-06-28 11:52:43,585 - pyskl - INFO - Best top1_acc is 0.7724 at 46 epoch. +2025-06-28 11:52:43,608 - pyskl - INFO - Epoch(val) [46][3718] top1_acc: 0.7724, top5_acc: 0.9511 +2025-06-28 11:53:51,653 - pyskl - INFO - Epoch [47][100/3405] lr: 1.963e-02, eta: 1 day, 20:26:58, time: 0.680, data_time: 0.236, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 3.8371, loss: 3.8371 +2025-06-28 11:54:36,237 - pyskl - INFO - Epoch [47][200/3405] lr: 1.962e-02, eta: 1 day, 20:26:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 3.7302, loss: 3.7302 +2025-06-28 11:55:20,891 - pyskl - INFO - Epoch [47][300/3405] lr: 1.962e-02, eta: 1 day, 20:25:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 3.7254, loss: 3.7254 +2025-06-28 11:56:05,566 - pyskl - INFO - Epoch [47][400/3405] lr: 1.961e-02, eta: 1 day, 20:24:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 3.6346, loss: 3.6346 +2025-06-28 11:56:50,386 - pyskl - INFO - Epoch [47][500/3405] lr: 1.960e-02, eta: 1 day, 20:23:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9663, loss_cls: 3.6869, loss: 3.6869 +2025-06-28 11:57:35,210 - pyskl - INFO - Epoch [47][600/3405] lr: 1.960e-02, eta: 1 day, 20:23:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9762, loss_cls: 3.7313, loss: 3.7313 +2025-06-28 11:58:19,808 - pyskl - INFO - Epoch [47][700/3405] lr: 1.959e-02, eta: 1 day, 20:22:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 3.7415, loss: 3.7415 +2025-06-28 11:59:04,452 - pyskl - INFO - Epoch [47][800/3405] lr: 1.958e-02, eta: 1 day, 20:21:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 3.8631, loss: 3.8631 +2025-06-28 11:59:49,066 - pyskl - INFO - Epoch [47][900/3405] lr: 1.958e-02, eta: 1 day, 20:20:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9706, loss_cls: 3.8195, loss: 3.8195 +2025-06-28 12:00:33,882 - pyskl - INFO - Epoch [47][1000/3405] lr: 1.957e-02, eta: 1 day, 20:20:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 3.7717, loss: 3.7717 +2025-06-28 12:01:18,505 - pyskl - INFO - Epoch [47][1100/3405] lr: 1.956e-02, eta: 1 day, 20:19:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 3.8680, loss: 3.8680 +2025-06-28 12:02:03,168 - pyskl - INFO - Epoch [47][1200/3405] lr: 1.956e-02, eta: 1 day, 20:18:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 3.7430, loss: 3.7430 +2025-06-28 12:02:47,768 - pyskl - INFO - Epoch [47][1300/3405] lr: 1.955e-02, eta: 1 day, 20:17:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9731, loss_cls: 3.7721, loss: 3.7721 +2025-06-28 12:03:32,374 - pyskl - INFO - Epoch [47][1400/3405] lr: 1.955e-02, eta: 1 day, 20:16:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9613, loss_cls: 3.8589, loss: 3.8589 +2025-06-28 12:04:16,954 - pyskl - INFO - Epoch [47][1500/3405] lr: 1.954e-02, eta: 1 day, 20:16:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 3.7403, loss: 3.7403 +2025-06-28 12:05:01,570 - pyskl - INFO - Epoch [47][1600/3405] lr: 1.953e-02, eta: 1 day, 20:15:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 3.8486, loss: 3.8486 +2025-06-28 12:05:46,190 - pyskl - INFO - Epoch [47][1700/3405] lr: 1.953e-02, eta: 1 day, 20:14:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9600, loss_cls: 3.8286, loss: 3.8286 +2025-06-28 12:06:30,751 - pyskl - INFO - Epoch [47][1800/3405] lr: 1.952e-02, eta: 1 day, 20:13:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 3.8223, loss: 3.8223 +2025-06-28 12:07:15,289 - pyskl - INFO - Epoch [47][1900/3405] lr: 1.951e-02, eta: 1 day, 20:13:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9637, loss_cls: 3.9232, loss: 3.9232 +2025-06-28 12:07:59,882 - pyskl - INFO - Epoch [47][2000/3405] lr: 1.951e-02, eta: 1 day, 20:12:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 3.8326, loss: 3.8326 +2025-06-28 12:08:44,529 - pyskl - INFO - Epoch [47][2100/3405] lr: 1.950e-02, eta: 1 day, 20:11:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 3.7875, loss: 3.7875 +2025-06-28 12:09:29,046 - pyskl - INFO - Epoch [47][2200/3405] lr: 1.949e-02, eta: 1 day, 20:10:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.8377, loss: 3.8377 +2025-06-28 12:10:13,646 - pyskl - INFO - Epoch [47][2300/3405] lr: 1.949e-02, eta: 1 day, 20:09:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9731, loss_cls: 3.7257, loss: 3.7257 +2025-06-28 12:10:58,315 - pyskl - INFO - Epoch [47][2400/3405] lr: 1.948e-02, eta: 1 day, 20:09:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 3.7084, loss: 3.7084 +2025-06-28 12:11:43,039 - pyskl - INFO - Epoch [47][2500/3405] lr: 1.948e-02, eta: 1 day, 20:08:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 3.7732, loss: 3.7732 +2025-06-28 12:12:27,710 - pyskl - INFO - Epoch [47][2600/3405] lr: 1.947e-02, eta: 1 day, 20:07:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 3.9222, loss: 3.9222 +2025-06-28 12:13:12,313 - pyskl - INFO - Epoch [47][2700/3405] lr: 1.946e-02, eta: 1 day, 20:06:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 3.9359, loss: 3.9359 +2025-06-28 12:13:56,915 - pyskl - INFO - Epoch [47][2800/3405] lr: 1.946e-02, eta: 1 day, 20:06:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 3.8165, loss: 3.8165 +2025-06-28 12:14:41,607 - pyskl - INFO - Epoch [47][2900/3405] lr: 1.945e-02, eta: 1 day, 20:05:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 3.7242, loss: 3.7242 +2025-06-28 12:15:26,319 - pyskl - INFO - Epoch [47][3000/3405] lr: 1.944e-02, eta: 1 day, 20:04:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 3.7996, loss: 3.7996 +2025-06-28 12:16:10,857 - pyskl - INFO - Epoch [47][3100/3405] lr: 1.944e-02, eta: 1 day, 20:03:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9594, loss_cls: 3.8286, loss: 3.8286 +2025-06-28 12:16:55,347 - pyskl - INFO - Epoch [47][3200/3405] lr: 1.943e-02, eta: 1 day, 20:02:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 3.7630, loss: 3.7630 +2025-06-28 12:17:39,974 - pyskl - INFO - Epoch [47][3300/3405] lr: 1.942e-02, eta: 1 day, 20:02:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 3.8975, loss: 3.8975 +2025-06-28 12:18:24,674 - pyskl - INFO - Epoch [47][3400/3405] lr: 1.942e-02, eta: 1 day, 20:01:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 3.9262, loss: 3.9262 +2025-06-28 12:18:27,352 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-06-28 12:22:23,712 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 12:22:24,273 - pyskl - INFO - +top1_acc 0.7488 +top5_acc 0.9423 +2025-06-28 12:22:24,295 - pyskl - INFO - Epoch(val) [47][3718] top1_acc: 0.7488, top5_acc: 0.9423 +2025-06-28 12:23:32,404 - pyskl - INFO - Epoch [48][100/3405] lr: 1.941e-02, eta: 1 day, 20:01:23, time: 0.681, data_time: 0.234, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9694, loss_cls: 3.8540, loss: 3.8540 +2025-06-28 12:24:17,129 - pyskl - INFO - Epoch [48][200/3405] lr: 1.940e-02, eta: 1 day, 20:00:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 3.8505, loss: 3.8505 +2025-06-28 12:25:01,632 - pyskl - INFO - Epoch [48][300/3405] lr: 1.940e-02, eta: 1 day, 19:59:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9712, loss_cls: 3.5887, loss: 3.5887 +2025-06-28 12:25:46,074 - pyskl - INFO - Epoch [48][400/3405] lr: 1.939e-02, eta: 1 day, 19:59:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 3.7716, loss: 3.7716 +2025-06-28 12:26:30,525 - pyskl - INFO - Epoch [48][500/3405] lr: 1.939e-02, eta: 1 day, 19:58:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9606, loss_cls: 3.6568, loss: 3.6568 +2025-06-28 12:27:14,985 - pyskl - INFO - Epoch [48][600/3405] lr: 1.938e-02, eta: 1 day, 19:57:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 3.7514, loss: 3.7514 +2025-06-28 12:27:59,435 - pyskl - INFO - Epoch [48][700/3405] lr: 1.937e-02, eta: 1 day, 19:56:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.6838, loss: 3.6838 +2025-06-28 12:28:43,843 - pyskl - INFO - Epoch [48][800/3405] lr: 1.937e-02, eta: 1 day, 19:55:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 3.8066, loss: 3.8066 +2025-06-28 12:29:28,340 - pyskl - INFO - Epoch [48][900/3405] lr: 1.936e-02, eta: 1 day, 19:55:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9725, loss_cls: 3.7178, loss: 3.7178 +2025-06-28 12:30:12,774 - pyskl - INFO - Epoch [48][1000/3405] lr: 1.935e-02, eta: 1 day, 19:54:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.6330, loss: 3.6330 +2025-06-28 12:30:57,382 - pyskl - INFO - Epoch [48][1100/3405] lr: 1.935e-02, eta: 1 day, 19:53:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 3.7941, loss: 3.7941 +2025-06-28 12:31:41,975 - pyskl - INFO - Epoch [48][1200/3405] lr: 1.934e-02, eta: 1 day, 19:52:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 3.7715, loss: 3.7715 +2025-06-28 12:32:26,726 - pyskl - INFO - Epoch [48][1300/3405] lr: 1.933e-02, eta: 1 day, 19:52:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9619, loss_cls: 3.9216, loss: 3.9216 +2025-06-28 12:33:11,442 - pyskl - INFO - Epoch [48][1400/3405] lr: 1.933e-02, eta: 1 day, 19:51:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 3.8674, loss: 3.8674 +2025-06-28 12:33:56,035 - pyskl - INFO - Epoch [48][1500/3405] lr: 1.932e-02, eta: 1 day, 19:50:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 3.6403, loss: 3.6403 +2025-06-28 12:34:40,666 - pyskl - INFO - Epoch [48][1600/3405] lr: 1.931e-02, eta: 1 day, 19:49:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.7227, loss: 3.7227 +2025-06-28 12:35:25,439 - pyskl - INFO - Epoch [48][1700/3405] lr: 1.931e-02, eta: 1 day, 19:48:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.6694, loss: 3.6694 +2025-06-28 12:36:10,108 - pyskl - INFO - Epoch [48][1800/3405] lr: 1.930e-02, eta: 1 day, 19:48:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 3.8771, loss: 3.8771 +2025-06-28 12:36:54,779 - pyskl - INFO - Epoch [48][1900/3405] lr: 1.930e-02, eta: 1 day, 19:47:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9519, loss_cls: 3.9025, loss: 3.9025 +2025-06-28 12:37:39,406 - pyskl - INFO - Epoch [48][2000/3405] lr: 1.929e-02, eta: 1 day, 19:46:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9631, loss_cls: 3.7084, loss: 3.7084 +2025-06-28 12:38:23,985 - pyskl - INFO - Epoch [48][2100/3405] lr: 1.928e-02, eta: 1 day, 19:45:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 3.8035, loss: 3.8035 +2025-06-28 12:39:08,620 - pyskl - INFO - Epoch [48][2200/3405] lr: 1.928e-02, eta: 1 day, 19:45:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 3.7505, loss: 3.7505 +2025-06-28 12:39:53,267 - pyskl - INFO - Epoch [48][2300/3405] lr: 1.927e-02, eta: 1 day, 19:44:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9625, loss_cls: 3.8466, loss: 3.8466 +2025-06-28 12:40:37,974 - pyskl - INFO - Epoch [48][2400/3405] lr: 1.926e-02, eta: 1 day, 19:43:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9563, loss_cls: 3.8883, loss: 3.8883 +2025-06-28 12:41:22,542 - pyskl - INFO - Epoch [48][2500/3405] lr: 1.926e-02, eta: 1 day, 19:42:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 3.8581, loss: 3.8581 +2025-06-28 12:42:06,992 - pyskl - INFO - Epoch [48][2600/3405] lr: 1.925e-02, eta: 1 day, 19:42:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9731, loss_cls: 3.7332, loss: 3.7332 +2025-06-28 12:42:51,610 - pyskl - INFO - Epoch [48][2700/3405] lr: 1.924e-02, eta: 1 day, 19:41:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9563, loss_cls: 3.8724, loss: 3.8724 +2025-06-28 12:43:36,261 - pyskl - INFO - Epoch [48][2800/3405] lr: 1.924e-02, eta: 1 day, 19:40:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9725, loss_cls: 3.8049, loss: 3.8049 +2025-06-28 12:44:20,942 - pyskl - INFO - Epoch [48][2900/3405] lr: 1.923e-02, eta: 1 day, 19:39:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 3.8334, loss: 3.8334 +2025-06-28 12:45:05,679 - pyskl - INFO - Epoch [48][3000/3405] lr: 1.922e-02, eta: 1 day, 19:38:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9669, loss_cls: 3.9396, loss: 3.9396 +2025-06-28 12:45:50,053 - pyskl - INFO - Epoch [48][3100/3405] lr: 1.922e-02, eta: 1 day, 19:38:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 3.8012, loss: 3.8012 +2025-06-28 12:46:34,593 - pyskl - INFO - Epoch [48][3200/3405] lr: 1.921e-02, eta: 1 day, 19:37:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 3.7387, loss: 3.7387 +2025-06-28 12:47:19,167 - pyskl - INFO - Epoch [48][3300/3405] lr: 1.920e-02, eta: 1 day, 19:36:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9669, loss_cls: 3.8910, loss: 3.8910 +2025-06-28 12:48:03,762 - pyskl - INFO - Epoch [48][3400/3405] lr: 1.920e-02, eta: 1 day, 19:35:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 3.8397, loss: 3.8397 +2025-06-28 12:48:06,532 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-06-28 12:52:02,888 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 12:52:03,448 - pyskl - INFO - +top1_acc 0.7764 +top5_acc 0.9544 +2025-06-28 12:52:03,500 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_46.pth was removed +2025-06-28 12:52:04,550 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_48.pth. +2025-06-28 12:52:04,552 - pyskl - INFO - Best top1_acc is 0.7764 at 48 epoch. +2025-06-28 12:52:04,573 - pyskl - INFO - Epoch(val) [48][3718] top1_acc: 0.7764, top5_acc: 0.9544 +2025-06-28 12:53:12,958 - pyskl - INFO - Epoch [49][100/3405] lr: 1.919e-02, eta: 1 day, 19:35:46, time: 0.684, data_time: 0.237, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 3.6876, loss: 3.6876 +2025-06-28 12:53:57,515 - pyskl - INFO - Epoch [49][200/3405] lr: 1.918e-02, eta: 1 day, 19:34:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9762, loss_cls: 3.6967, loss: 3.6967 +2025-06-28 12:54:42,109 - pyskl - INFO - Epoch [49][300/3405] lr: 1.918e-02, eta: 1 day, 19:34:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 3.8401, loss: 3.8401 +2025-06-28 12:55:26,663 - pyskl - INFO - Epoch [49][400/3405] lr: 1.917e-02, eta: 1 day, 19:33:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 3.7450, loss: 3.7450 +2025-06-28 12:56:11,259 - pyskl - INFO - Epoch [49][500/3405] lr: 1.917e-02, eta: 1 day, 19:32:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.7015, loss: 3.7015 +2025-06-28 12:56:55,870 - pyskl - INFO - Epoch [49][600/3405] lr: 1.916e-02, eta: 1 day, 19:31:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.6647, loss: 3.6647 +2025-06-28 12:57:40,459 - pyskl - INFO - Epoch [49][700/3405] lr: 1.915e-02, eta: 1 day, 19:31:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.7480, loss: 3.7480 +2025-06-28 12:58:24,955 - pyskl - INFO - Epoch [49][800/3405] lr: 1.915e-02, eta: 1 day, 19:30:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 3.6781, loss: 3.6781 +2025-06-28 12:59:09,562 - pyskl - INFO - Epoch [49][900/3405] lr: 1.914e-02, eta: 1 day, 19:29:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 3.6312, loss: 3.6312 +2025-06-28 12:59:54,107 - pyskl - INFO - Epoch [49][1000/3405] lr: 1.913e-02, eta: 1 day, 19:28:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 3.8288, loss: 3.8288 +2025-06-28 13:00:38,617 - pyskl - INFO - Epoch [49][1100/3405] lr: 1.913e-02, eta: 1 day, 19:28:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 3.7566, loss: 3.7566 +2025-06-28 13:01:23,390 - pyskl - INFO - Epoch [49][1200/3405] lr: 1.912e-02, eta: 1 day, 19:27:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 3.7776, loss: 3.7776 +2025-06-28 13:02:07,940 - pyskl - INFO - Epoch [49][1300/3405] lr: 1.911e-02, eta: 1 day, 19:26:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 3.7127, loss: 3.7127 +2025-06-28 13:02:52,401 - pyskl - INFO - Epoch [49][1400/3405] lr: 1.911e-02, eta: 1 day, 19:25:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9681, loss_cls: 3.7778, loss: 3.7778 +2025-06-28 13:03:37,280 - pyskl - INFO - Epoch [49][1500/3405] lr: 1.910e-02, eta: 1 day, 19:24:55, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 3.7537, loss: 3.7537 +2025-06-28 13:04:22,095 - pyskl - INFO - Epoch [49][1600/3405] lr: 1.909e-02, eta: 1 day, 19:24:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.7619, loss: 3.7619 +2025-06-28 13:05:06,726 - pyskl - INFO - Epoch [49][1700/3405] lr: 1.909e-02, eta: 1 day, 19:23:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 3.7528, loss: 3.7528 +2025-06-28 13:05:51,365 - pyskl - INFO - Epoch [49][1800/3405] lr: 1.908e-02, eta: 1 day, 19:22:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9731, loss_cls: 3.7303, loss: 3.7303 +2025-06-28 13:06:36,119 - pyskl - INFO - Epoch [49][1900/3405] lr: 1.907e-02, eta: 1 day, 19:21:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 3.8593, loss: 3.8593 +2025-06-28 13:07:20,821 - pyskl - INFO - Epoch [49][2000/3405] lr: 1.907e-02, eta: 1 day, 19:21:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 3.7080, loss: 3.7080 +2025-06-28 13:08:05,506 - pyskl - INFO - Epoch [49][2100/3405] lr: 1.906e-02, eta: 1 day, 19:20:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9712, loss_cls: 3.7008, loss: 3.7008 +2025-06-28 13:08:50,211 - pyskl - INFO - Epoch [49][2200/3405] lr: 1.905e-02, eta: 1 day, 19:19:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9663, loss_cls: 3.9239, loss: 3.9239 +2025-06-28 13:09:34,918 - pyskl - INFO - Epoch [49][2300/3405] lr: 1.905e-02, eta: 1 day, 19:18:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 3.7953, loss: 3.7953 +2025-06-28 13:10:19,483 - pyskl - INFO - Epoch [49][2400/3405] lr: 1.904e-02, eta: 1 day, 19:17:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9731, loss_cls: 3.8071, loss: 3.8071 +2025-06-28 13:11:04,118 - pyskl - INFO - Epoch [49][2500/3405] lr: 1.903e-02, eta: 1 day, 19:17:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9650, loss_cls: 3.7818, loss: 3.7818 +2025-06-28 13:11:48,612 - pyskl - INFO - Epoch [49][2600/3405] lr: 1.903e-02, eta: 1 day, 19:16:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9606, loss_cls: 3.8598, loss: 3.8598 +2025-06-28 13:12:33,135 - pyskl - INFO - Epoch [49][2700/3405] lr: 1.902e-02, eta: 1 day, 19:15:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 3.8450, loss: 3.8450 +2025-06-28 13:13:17,691 - pyskl - INFO - Epoch [49][2800/3405] lr: 1.902e-02, eta: 1 day, 19:14:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9631, loss_cls: 3.6818, loss: 3.6818 +2025-06-28 13:14:02,359 - pyskl - INFO - Epoch [49][2900/3405] lr: 1.901e-02, eta: 1 day, 19:14:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 3.6753, loss: 3.6753 +2025-06-28 13:14:47,039 - pyskl - INFO - Epoch [49][3000/3405] lr: 1.900e-02, eta: 1 day, 19:13:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 3.7086, loss: 3.7086 +2025-06-28 13:15:31,652 - pyskl - INFO - Epoch [49][3100/3405] lr: 1.900e-02, eta: 1 day, 19:12:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 3.8783, loss: 3.8783 +2025-06-28 13:16:16,105 - pyskl - INFO - Epoch [49][3200/3405] lr: 1.899e-02, eta: 1 day, 19:11:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9619, loss_cls: 3.8221, loss: 3.8221 +2025-06-28 13:17:00,661 - pyskl - INFO - Epoch [49][3300/3405] lr: 1.898e-02, eta: 1 day, 19:11:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 3.7984, loss: 3.7984 +2025-06-28 13:17:45,223 - pyskl - INFO - Epoch [49][3400/3405] lr: 1.898e-02, eta: 1 day, 19:10:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 3.8511, loss: 3.8511 +2025-06-28 13:17:47,841 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-06-28 13:21:44,599 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 13:21:45,190 - pyskl - INFO - +top1_acc 0.7595 +top5_acc 0.9456 +2025-06-28 13:21:45,212 - pyskl - INFO - Epoch(val) [49][3718] top1_acc: 0.7595, top5_acc: 0.9456 +2025-06-28 13:22:53,063 - pyskl - INFO - Epoch [50][100/3405] lr: 1.897e-02, eta: 1 day, 19:10:08, time: 0.678, data_time: 0.233, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9681, loss_cls: 3.7449, loss: 3.7449 +2025-06-28 13:23:37,648 - pyskl - INFO - Epoch [50][200/3405] lr: 1.896e-02, eta: 1 day, 19:09:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 3.5631, loss: 3.5631 +2025-06-28 13:24:22,241 - pyskl - INFO - Epoch [50][300/3405] lr: 1.896e-02, eta: 1 day, 19:08:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 3.7053, loss: 3.7053 +2025-06-28 13:25:06,942 - pyskl - INFO - Epoch [50][400/3405] lr: 1.895e-02, eta: 1 day, 19:07:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9712, loss_cls: 3.8217, loss: 3.8217 +2025-06-28 13:25:51,556 - pyskl - INFO - Epoch [50][500/3405] lr: 1.894e-02, eta: 1 day, 19:07:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9762, loss_cls: 3.7365, loss: 3.7365 +2025-06-28 13:26:36,098 - pyskl - INFO - Epoch [50][600/3405] lr: 1.894e-02, eta: 1 day, 19:06:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 3.7454, loss: 3.7454 +2025-06-28 13:27:20,831 - pyskl - INFO - Epoch [50][700/3405] lr: 1.893e-02, eta: 1 day, 19:05:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.6544, loss: 3.6544 +2025-06-28 13:28:05,872 - pyskl - INFO - Epoch [50][800/3405] lr: 1.892e-02, eta: 1 day, 19:04:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 3.7828, loss: 3.7828 +2025-06-28 13:28:50,572 - pyskl - INFO - Epoch [50][900/3405] lr: 1.892e-02, eta: 1 day, 19:03:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 3.7457, loss: 3.7457 +2025-06-28 13:29:35,303 - pyskl - INFO - Epoch [50][1000/3405] lr: 1.891e-02, eta: 1 day, 19:03:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.7490, loss: 3.7490 +2025-06-28 13:30:20,061 - pyskl - INFO - Epoch [50][1100/3405] lr: 1.890e-02, eta: 1 day, 19:02:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 3.7789, loss: 3.7789 +2025-06-28 13:31:04,719 - pyskl - INFO - Epoch [50][1200/3405] lr: 1.890e-02, eta: 1 day, 19:01:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.6752, loss: 3.6752 +2025-06-28 13:31:49,314 - pyskl - INFO - Epoch [50][1300/3405] lr: 1.889e-02, eta: 1 day, 19:00:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9650, loss_cls: 3.8670, loss: 3.8670 +2025-06-28 13:32:33,899 - pyskl - INFO - Epoch [50][1400/3405] lr: 1.888e-02, eta: 1 day, 19:00:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 3.7308, loss: 3.7308 +2025-06-28 13:33:18,629 - pyskl - INFO - Epoch [50][1500/3405] lr: 1.888e-02, eta: 1 day, 18:59:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 3.7216, loss: 3.7216 +2025-06-28 13:34:03,129 - pyskl - INFO - Epoch [50][1600/3405] lr: 1.887e-02, eta: 1 day, 18:58:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9775, loss_cls: 3.7174, loss: 3.7174 +2025-06-28 13:34:47,649 - pyskl - INFO - Epoch [50][1700/3405] lr: 1.886e-02, eta: 1 day, 18:57:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 3.6696, loss: 3.6696 +2025-06-28 13:35:32,152 - pyskl - INFO - Epoch [50][1800/3405] lr: 1.886e-02, eta: 1 day, 18:57:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.6370, loss: 3.6370 +2025-06-28 13:36:16,690 - pyskl - INFO - Epoch [50][1900/3405] lr: 1.885e-02, eta: 1 day, 18:56:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 3.7406, loss: 3.7406 +2025-06-28 13:37:01,153 - pyskl - INFO - Epoch [50][2000/3405] lr: 1.884e-02, eta: 1 day, 18:55:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9681, loss_cls: 3.7269, loss: 3.7269 +2025-06-28 13:37:45,678 - pyskl - INFO - Epoch [50][2100/3405] lr: 1.884e-02, eta: 1 day, 18:54:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9600, loss_cls: 3.7730, loss: 3.7730 +2025-06-28 13:38:30,241 - pyskl - INFO - Epoch [50][2200/3405] lr: 1.883e-02, eta: 1 day, 18:53:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 3.6912, loss: 3.6912 +2025-06-28 13:39:14,795 - pyskl - INFO - Epoch [50][2300/3405] lr: 1.882e-02, eta: 1 day, 18:53:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9637, loss_cls: 3.6049, loss: 3.6049 +2025-06-28 13:39:59,385 - pyskl - INFO - Epoch [50][2400/3405] lr: 1.882e-02, eta: 1 day, 18:52:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9731, loss_cls: 3.6626, loss: 3.6626 +2025-06-28 13:40:43,942 - pyskl - INFO - Epoch [50][2500/3405] lr: 1.881e-02, eta: 1 day, 18:51:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 3.9158, loss: 3.9158 +2025-06-28 13:41:28,462 - pyskl - INFO - Epoch [50][2600/3405] lr: 1.880e-02, eta: 1 day, 18:50:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9594, loss_cls: 3.6739, loss: 3.6739 +2025-06-28 13:42:12,944 - pyskl - INFO - Epoch [50][2700/3405] lr: 1.880e-02, eta: 1 day, 18:50:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 3.7581, loss: 3.7581 +2025-06-28 13:42:57,398 - pyskl - INFO - Epoch [50][2800/3405] lr: 1.879e-02, eta: 1 day, 18:49:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 3.7869, loss: 3.7869 +2025-06-28 13:43:41,831 - pyskl - INFO - Epoch [50][2900/3405] lr: 1.878e-02, eta: 1 day, 18:48:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9663, loss_cls: 3.8133, loss: 3.8133 +2025-06-28 13:44:26,311 - pyskl - INFO - Epoch [50][3000/3405] lr: 1.878e-02, eta: 1 day, 18:47:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9656, loss_cls: 3.7945, loss: 3.7945 +2025-06-28 13:45:10,766 - pyskl - INFO - Epoch [50][3100/3405] lr: 1.877e-02, eta: 1 day, 18:46:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9712, loss_cls: 3.6861, loss: 3.6861 +2025-06-28 13:45:55,233 - pyskl - INFO - Epoch [50][3200/3405] lr: 1.876e-02, eta: 1 day, 18:46:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 3.7982, loss: 3.7982 +2025-06-28 13:46:39,729 - pyskl - INFO - Epoch [50][3300/3405] lr: 1.876e-02, eta: 1 day, 18:45:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 3.6900, loss: 3.6900 +2025-06-28 13:47:24,157 - pyskl - INFO - Epoch [50][3400/3405] lr: 1.875e-02, eta: 1 day, 18:44:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 3.9172, loss: 3.9172 +2025-06-28 13:47:26,759 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-06-28 14:05:37,358 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 14:05:37,912 - pyskl - INFO - +top1_acc 0.7389 +top5_acc 0.9460 +2025-06-28 14:05:37,932 - pyskl - INFO - Epoch(val) [50][3718] top1_acc: 0.7389, top5_acc: 0.9460 +2025-06-28 14:06:45,540 - pyskl - INFO - Epoch [51][100/3405] lr: 1.874e-02, eta: 1 day, 18:44:28, time: 0.676, data_time: 0.230, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9762, loss_cls: 3.7556, loss: 3.7556 +2025-06-28 14:07:30,106 - pyskl - INFO - Epoch [51][200/3405] lr: 1.874e-02, eta: 1 day, 18:43:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.6757, loss: 3.6757 +2025-06-28 14:08:14,645 - pyskl - INFO - Epoch [51][300/3405] lr: 1.873e-02, eta: 1 day, 18:42:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 3.6923, loss: 3.6923 +2025-06-28 14:08:59,115 - pyskl - INFO - Epoch [51][400/3405] lr: 1.872e-02, eta: 1 day, 18:42:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9794, loss_cls: 3.4855, loss: 3.4855 +2025-06-28 14:09:43,674 - pyskl - INFO - Epoch [51][500/3405] lr: 1.872e-02, eta: 1 day, 18:41:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 3.7741, loss: 3.7741 +2025-06-28 14:10:28,434 - pyskl - INFO - Epoch [51][600/3405] lr: 1.871e-02, eta: 1 day, 18:40:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 3.7748, loss: 3.7748 +2025-06-28 14:11:13,033 - pyskl - INFO - Epoch [51][700/3405] lr: 1.870e-02, eta: 1 day, 18:39:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9619, loss_cls: 3.7482, loss: 3.7482 +2025-06-28 14:11:57,704 - pyskl - INFO - Epoch [51][800/3405] lr: 1.870e-02, eta: 1 day, 18:39:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 3.7398, loss: 3.7398 +2025-06-28 14:12:42,427 - pyskl - INFO - Epoch [51][900/3405] lr: 1.869e-02, eta: 1 day, 18:38:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9631, loss_cls: 3.7702, loss: 3.7702 +2025-06-28 14:13:26,981 - pyskl - INFO - Epoch [51][1000/3405] lr: 1.868e-02, eta: 1 day, 18:37:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9675, loss_cls: 3.6887, loss: 3.6887 +2025-06-28 14:14:11,606 - pyskl - INFO - Epoch [51][1100/3405] lr: 1.868e-02, eta: 1 day, 18:36:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9719, loss_cls: 3.6791, loss: 3.6791 +2025-06-28 14:14:56,066 - pyskl - INFO - Epoch [51][1200/3405] lr: 1.867e-02, eta: 1 day, 18:35:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 3.6154, loss: 3.6154 +2025-06-28 14:15:40,526 - pyskl - INFO - Epoch [51][1300/3405] lr: 1.866e-02, eta: 1 day, 18:35:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 3.7622, loss: 3.7622 +2025-06-28 14:16:24,979 - pyskl - INFO - Epoch [51][1400/3405] lr: 1.866e-02, eta: 1 day, 18:34:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 3.7598, loss: 3.7598 +2025-06-28 14:17:09,420 - pyskl - INFO - Epoch [51][1500/3405] lr: 1.865e-02, eta: 1 day, 18:33:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 3.6979, loss: 3.6979 +2025-06-28 14:17:53,979 - pyskl - INFO - Epoch [51][1600/3405] lr: 1.864e-02, eta: 1 day, 18:32:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9712, loss_cls: 3.6939, loss: 3.6939 +2025-06-28 14:18:38,511 - pyskl - INFO - Epoch [51][1700/3405] lr: 1.864e-02, eta: 1 day, 18:32:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 3.5773, loss: 3.5773 +2025-06-28 14:19:23,137 - pyskl - INFO - Epoch [51][1800/3405] lr: 1.863e-02, eta: 1 day, 18:31:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 3.7330, loss: 3.7330 +2025-06-28 14:20:07,717 - pyskl - INFO - Epoch [51][1900/3405] lr: 1.862e-02, eta: 1 day, 18:30:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 3.6670, loss: 3.6670 +2025-06-28 14:20:52,258 - pyskl - INFO - Epoch [51][2000/3405] lr: 1.862e-02, eta: 1 day, 18:29:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 3.7899, loss: 3.7899 +2025-06-28 14:21:36,732 - pyskl - INFO - Epoch [51][2100/3405] lr: 1.861e-02, eta: 1 day, 18:28:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.8148, loss: 3.8148 +2025-06-28 14:22:21,261 - pyskl - INFO - Epoch [51][2200/3405] lr: 1.860e-02, eta: 1 day, 18:28:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 3.6826, loss: 3.6826 +2025-06-28 14:23:05,797 - pyskl - INFO - Epoch [51][2300/3405] lr: 1.860e-02, eta: 1 day, 18:27:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9575, loss_cls: 3.7779, loss: 3.7779 +2025-06-28 14:23:50,420 - pyskl - INFO - Epoch [51][2400/3405] lr: 1.859e-02, eta: 1 day, 18:26:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 3.7547, loss: 3.7547 +2025-06-28 14:24:35,067 - pyskl - INFO - Epoch [51][2500/3405] lr: 1.858e-02, eta: 1 day, 18:25:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.6782, loss: 3.6782 +2025-06-28 14:25:19,831 - pyskl - INFO - Epoch [51][2600/3405] lr: 1.858e-02, eta: 1 day, 18:25:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 3.8033, loss: 3.8033 +2025-06-28 14:26:04,354 - pyskl - INFO - Epoch [51][2700/3405] lr: 1.857e-02, eta: 1 day, 18:24:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 3.7251, loss: 3.7251 +2025-06-28 14:26:48,873 - pyskl - INFO - Epoch [51][2800/3405] lr: 1.856e-02, eta: 1 day, 18:23:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.8502, loss: 3.8502 +2025-06-28 14:27:33,382 - pyskl - INFO - Epoch [51][2900/3405] lr: 1.856e-02, eta: 1 day, 18:22:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 3.6861, loss: 3.6861 +2025-06-28 14:28:18,057 - pyskl - INFO - Epoch [51][3000/3405] lr: 1.855e-02, eta: 1 day, 18:22:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 3.8395, loss: 3.8395 +2025-06-28 14:29:02,661 - pyskl - INFO - Epoch [51][3100/3405] lr: 1.854e-02, eta: 1 day, 18:21:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9675, loss_cls: 3.8378, loss: 3.8378 +2025-06-28 14:29:47,195 - pyskl - INFO - Epoch [51][3200/3405] lr: 1.854e-02, eta: 1 day, 18:20:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9775, loss_cls: 3.6308, loss: 3.6308 +2025-06-28 14:30:31,651 - pyskl - INFO - Epoch [51][3300/3405] lr: 1.853e-02, eta: 1 day, 18:19:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9613, loss_cls: 3.8844, loss: 3.8844 +2025-06-28 14:31:16,110 - pyskl - INFO - Epoch [51][3400/3405] lr: 1.852e-02, eta: 1 day, 18:18:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9712, loss_cls: 3.8010, loss: 3.8010 +2025-06-28 14:31:18,704 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-06-28 14:35:15,175 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 14:35:15,721 - pyskl - INFO - +top1_acc 0.7242 +top5_acc 0.9374 +2025-06-28 14:35:15,743 - pyskl - INFO - Epoch(val) [51][3718] top1_acc: 0.7242, top5_acc: 0.9374 +2025-06-28 14:36:23,431 - pyskl - INFO - Epoch [52][100/3405] lr: 1.852e-02, eta: 1 day, 18:18:47, time: 0.677, data_time: 0.231, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.6803, loss: 3.6803 +2025-06-28 14:37:07,896 - pyskl - INFO - Epoch [52][200/3405] lr: 1.851e-02, eta: 1 day, 18:18:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9644, loss_cls: 3.6141, loss: 3.6141 +2025-06-28 14:37:52,401 - pyskl - INFO - Epoch [52][300/3405] lr: 1.850e-02, eta: 1 day, 18:17:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.6471, loss: 3.6471 +2025-06-28 14:38:36,842 - pyskl - INFO - Epoch [52][400/3405] lr: 1.850e-02, eta: 1 day, 18:16:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9750, loss_cls: 3.6818, loss: 3.6818 +2025-06-28 14:39:21,366 - pyskl - INFO - Epoch [52][500/3405] lr: 1.849e-02, eta: 1 day, 18:15:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9688, loss_cls: 3.7043, loss: 3.7043 +2025-06-28 14:40:05,869 - pyskl - INFO - Epoch [52][600/3405] lr: 1.848e-02, eta: 1 day, 18:14:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.5582, loss: 3.5582 +2025-06-28 14:40:50,490 - pyskl - INFO - Epoch [52][700/3405] lr: 1.847e-02, eta: 1 day, 18:14:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.7086, loss: 3.7086 +2025-06-28 14:41:35,230 - pyskl - INFO - Epoch [52][800/3405] lr: 1.847e-02, eta: 1 day, 18:13:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 3.8716, loss: 3.8716 +2025-06-28 14:42:19,793 - pyskl - INFO - Epoch [52][900/3405] lr: 1.846e-02, eta: 1 day, 18:12:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.8284, loss: 3.8284 +2025-06-28 14:43:04,255 - pyskl - INFO - Epoch [52][1000/3405] lr: 1.845e-02, eta: 1 day, 18:11:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 3.7890, loss: 3.7890 +2025-06-28 14:43:48,872 - pyskl - INFO - Epoch [52][1100/3405] lr: 1.845e-02, eta: 1 day, 18:11:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9644, loss_cls: 3.7822, loss: 3.7822 +2025-06-28 14:44:33,846 - pyskl - INFO - Epoch [52][1200/3405] lr: 1.844e-02, eta: 1 day, 18:10:17, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 3.6871, loss: 3.6871 +2025-06-28 14:45:18,560 - pyskl - INFO - Epoch [52][1300/3405] lr: 1.843e-02, eta: 1 day, 18:09:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9694, loss_cls: 3.7577, loss: 3.7577 +2025-06-28 14:46:03,150 - pyskl - INFO - Epoch [52][1400/3405] lr: 1.843e-02, eta: 1 day, 18:08:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9788, loss_cls: 3.5033, loss: 3.5033 +2025-06-28 14:46:47,752 - pyskl - INFO - Epoch [52][1500/3405] lr: 1.842e-02, eta: 1 day, 18:07:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9637, loss_cls: 3.6565, loss: 3.6565 +2025-06-28 14:47:32,457 - pyskl - INFO - Epoch [52][1600/3405] lr: 1.841e-02, eta: 1 day, 18:07:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 3.6250, loss: 3.6250 +2025-06-28 14:48:17,048 - pyskl - INFO - Epoch [52][1700/3405] lr: 1.841e-02, eta: 1 day, 18:06:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9613, loss_cls: 3.6997, loss: 3.6997 +2025-06-28 14:49:01,588 - pyskl - INFO - Epoch [52][1800/3405] lr: 1.840e-02, eta: 1 day, 18:05:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9650, loss_cls: 3.5884, loss: 3.5884 +2025-06-28 14:49:46,269 - pyskl - INFO - Epoch [52][1900/3405] lr: 1.839e-02, eta: 1 day, 18:04:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9700, loss_cls: 3.6960, loss: 3.6960 +2025-06-28 14:50:30,807 - pyskl - INFO - Epoch [52][2000/3405] lr: 1.839e-02, eta: 1 day, 18:04:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 3.9620, loss: 3.9620 +2025-06-28 14:51:15,374 - pyskl - INFO - Epoch [52][2100/3405] lr: 1.838e-02, eta: 1 day, 18:03:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9587, loss_cls: 3.7647, loss: 3.7647 +2025-06-28 14:51:59,906 - pyskl - INFO - Epoch [52][2200/3405] lr: 1.837e-02, eta: 1 day, 18:02:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9700, loss_cls: 3.7600, loss: 3.7600 +2025-06-28 14:52:44,483 - pyskl - INFO - Epoch [52][2300/3405] lr: 1.837e-02, eta: 1 day, 18:01:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9750, loss_cls: 3.5748, loss: 3.5748 +2025-06-28 14:53:29,107 - pyskl - INFO - Epoch [52][2400/3405] lr: 1.836e-02, eta: 1 day, 18:01:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9750, loss_cls: 3.6839, loss: 3.6839 +2025-06-28 14:54:13,734 - pyskl - INFO - Epoch [52][2500/3405] lr: 1.835e-02, eta: 1 day, 18:00:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.7296, loss: 3.7296 +2025-06-28 14:54:58,344 - pyskl - INFO - Epoch [52][2600/3405] lr: 1.835e-02, eta: 1 day, 17:59:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 3.8463, loss: 3.8463 +2025-06-28 14:55:42,899 - pyskl - INFO - Epoch [52][2700/3405] lr: 1.834e-02, eta: 1 day, 17:58:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 3.7229, loss: 3.7229 +2025-06-28 14:56:27,502 - pyskl - INFO - Epoch [52][2800/3405] lr: 1.833e-02, eta: 1 day, 17:57:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9631, loss_cls: 3.7310, loss: 3.7310 +2025-06-28 14:57:12,159 - pyskl - INFO - Epoch [52][2900/3405] lr: 1.833e-02, eta: 1 day, 17:57:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 3.5345, loss: 3.5345 +2025-06-28 14:57:56,666 - pyskl - INFO - Epoch [52][3000/3405] lr: 1.832e-02, eta: 1 day, 17:56:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 3.8252, loss: 3.8252 +2025-06-28 14:58:41,367 - pyskl - INFO - Epoch [52][3100/3405] lr: 1.831e-02, eta: 1 day, 17:55:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 3.7678, loss: 3.7678 +2025-06-28 14:59:26,006 - pyskl - INFO - Epoch [52][3200/3405] lr: 1.831e-02, eta: 1 day, 17:54:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9681, loss_cls: 3.5941, loss: 3.5941 +2025-06-28 15:00:10,466 - pyskl - INFO - Epoch [52][3300/3405] lr: 1.830e-02, eta: 1 day, 17:54:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 3.6728, loss: 3.6728 +2025-06-28 15:00:55,045 - pyskl - INFO - Epoch [52][3400/3405] lr: 1.829e-02, eta: 1 day, 17:53:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 3.7574, loss: 3.7574 +2025-06-28 15:00:57,830 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-06-28 15:04:54,639 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 15:04:55,190 - pyskl - INFO - +top1_acc 0.7469 +top5_acc 0.9410 +2025-06-28 15:04:55,208 - pyskl - INFO - Epoch(val) [52][3718] top1_acc: 0.7469, top5_acc: 0.9410 +2025-06-28 15:06:03,140 - pyskl - INFO - Epoch [53][100/3405] lr: 1.828e-02, eta: 1 day, 17:53:09, time: 0.679, data_time: 0.232, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 3.5519, loss: 3.5519 +2025-06-28 15:06:47,587 - pyskl - INFO - Epoch [53][200/3405] lr: 1.828e-02, eta: 1 day, 17:52:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 3.5489, loss: 3.5489 +2025-06-28 15:07:32,030 - pyskl - INFO - Epoch [53][300/3405] lr: 1.827e-02, eta: 1 day, 17:51:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9637, loss_cls: 3.7198, loss: 3.7198 +2025-06-28 15:08:16,502 - pyskl - INFO - Epoch [53][400/3405] lr: 1.826e-02, eta: 1 day, 17:50:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 3.6453, loss: 3.6453 +2025-06-28 15:09:01,300 - pyskl - INFO - Epoch [53][500/3405] lr: 1.826e-02, eta: 1 day, 17:50:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9756, loss_cls: 3.6623, loss: 3.6623 +2025-06-28 15:09:45,859 - pyskl - INFO - Epoch [53][600/3405] lr: 1.825e-02, eta: 1 day, 17:49:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9613, loss_cls: 3.6661, loss: 3.6661 +2025-06-28 15:10:30,431 - pyskl - INFO - Epoch [53][700/3405] lr: 1.824e-02, eta: 1 day, 17:48:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 3.7338, loss: 3.7338 +2025-06-28 15:11:15,077 - pyskl - INFO - Epoch [53][800/3405] lr: 1.824e-02, eta: 1 day, 17:47:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 3.6740, loss: 3.6740 +2025-06-28 15:11:59,690 - pyskl - INFO - Epoch [53][900/3405] lr: 1.823e-02, eta: 1 day, 17:46:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 3.7212, loss: 3.7212 +2025-06-28 15:12:44,445 - pyskl - INFO - Epoch [53][1000/3405] lr: 1.822e-02, eta: 1 day, 17:46:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.7483, loss: 3.7483 +2025-06-28 15:13:29,187 - pyskl - INFO - Epoch [53][1100/3405] lr: 1.822e-02, eta: 1 day, 17:45:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 3.7402, loss: 3.7402 +2025-06-28 15:14:13,819 - pyskl - INFO - Epoch [53][1200/3405] lr: 1.821e-02, eta: 1 day, 17:44:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 3.7416, loss: 3.7416 +2025-06-28 15:14:58,298 - pyskl - INFO - Epoch [53][1300/3405] lr: 1.820e-02, eta: 1 day, 17:43:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 3.7118, loss: 3.7118 +2025-06-28 15:15:42,863 - pyskl - INFO - Epoch [53][1400/3405] lr: 1.820e-02, eta: 1 day, 17:43:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9675, loss_cls: 3.7589, loss: 3.7589 +2025-06-28 15:16:27,516 - pyskl - INFO - Epoch [53][1500/3405] lr: 1.819e-02, eta: 1 day, 17:42:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9738, loss_cls: 3.5668, loss: 3.5668 +2025-06-28 15:17:12,147 - pyskl - INFO - Epoch [53][1600/3405] lr: 1.818e-02, eta: 1 day, 17:41:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 3.6709, loss: 3.6709 +2025-06-28 15:17:56,696 - pyskl - INFO - Epoch [53][1700/3405] lr: 1.818e-02, eta: 1 day, 17:40:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9725, loss_cls: 3.7465, loss: 3.7465 +2025-06-28 15:18:41,318 - pyskl - INFO - Epoch [53][1800/3405] lr: 1.817e-02, eta: 1 day, 17:40:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9694, loss_cls: 3.8389, loss: 3.8389 +2025-06-28 15:19:26,021 - pyskl - INFO - Epoch [53][1900/3405] lr: 1.816e-02, eta: 1 day, 17:39:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9750, loss_cls: 3.7192, loss: 3.7192 +2025-06-28 15:20:10,515 - pyskl - INFO - Epoch [53][2000/3405] lr: 1.815e-02, eta: 1 day, 17:38:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 3.7721, loss: 3.7721 +2025-06-28 15:20:55,086 - pyskl - INFO - Epoch [53][2100/3405] lr: 1.815e-02, eta: 1 day, 17:37:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 3.8222, loss: 3.8222 +2025-06-28 15:21:39,574 - pyskl - INFO - Epoch [53][2200/3405] lr: 1.814e-02, eta: 1 day, 17:36:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9744, loss_cls: 3.5997, loss: 3.5997 +2025-06-28 15:22:24,164 - pyskl - INFO - Epoch [53][2300/3405] lr: 1.813e-02, eta: 1 day, 17:36:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 3.5231, loss: 3.5231 +2025-06-28 15:23:08,772 - pyskl - INFO - Epoch [53][2400/3405] lr: 1.813e-02, eta: 1 day, 17:35:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 3.6544, loss: 3.6544 +2025-06-28 15:23:53,376 - pyskl - INFO - Epoch [53][2500/3405] lr: 1.812e-02, eta: 1 day, 17:34:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9619, loss_cls: 3.6846, loss: 3.6846 +2025-06-28 15:24:37,817 - pyskl - INFO - Epoch [53][2600/3405] lr: 1.811e-02, eta: 1 day, 17:33:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9594, loss_cls: 3.6935, loss: 3.6935 +2025-06-28 15:25:22,361 - pyskl - INFO - Epoch [53][2700/3405] lr: 1.811e-02, eta: 1 day, 17:33:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9663, loss_cls: 3.8376, loss: 3.8376 +2025-06-28 15:26:06,893 - pyskl - INFO - Epoch [53][2800/3405] lr: 1.810e-02, eta: 1 day, 17:32:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 3.6558, loss: 3.6558 +2025-06-28 15:26:51,538 - pyskl - INFO - Epoch [53][2900/3405] lr: 1.809e-02, eta: 1 day, 17:31:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9750, loss_cls: 3.7375, loss: 3.7375 +2025-06-28 15:27:36,372 - pyskl - INFO - Epoch [53][3000/3405] lr: 1.809e-02, eta: 1 day, 17:30:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 3.6119, loss: 3.6119 +2025-06-28 15:28:21,018 - pyskl - INFO - Epoch [53][3100/3405] lr: 1.808e-02, eta: 1 day, 17:30:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9725, loss_cls: 3.6932, loss: 3.6932 +2025-06-28 15:29:05,609 - pyskl - INFO - Epoch [53][3200/3405] lr: 1.807e-02, eta: 1 day, 17:29:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 3.6927, loss: 3.6927 +2025-06-28 15:29:50,212 - pyskl - INFO - Epoch [53][3300/3405] lr: 1.807e-02, eta: 1 day, 17:28:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.6504, loss: 3.6504 +2025-06-28 15:30:34,801 - pyskl - INFO - Epoch [53][3400/3405] lr: 1.806e-02, eta: 1 day, 17:27:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9712, loss_cls: 3.6213, loss: 3.6213 +2025-06-28 15:30:37,498 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-06-28 15:34:34,503 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 15:34:35,047 - pyskl - INFO - +top1_acc 0.7619 +top5_acc 0.9463 +2025-06-28 15:34:35,067 - pyskl - INFO - Epoch(val) [53][3718] top1_acc: 0.7619, top5_acc: 0.9463 +2025-06-28 15:35:42,982 - pyskl - INFO - Epoch [54][100/3405] lr: 1.805e-02, eta: 1 day, 17:27:31, time: 0.679, data_time: 0.232, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 3.6534, loss: 3.6534 +2025-06-28 15:36:27,518 - pyskl - INFO - Epoch [54][200/3405] lr: 1.804e-02, eta: 1 day, 17:26:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 3.6453, loss: 3.6453 +2025-06-28 15:37:12,066 - pyskl - INFO - Epoch [54][300/3405] lr: 1.804e-02, eta: 1 day, 17:25:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.6497, loss: 3.6497 +2025-06-28 15:37:56,523 - pyskl - INFO - Epoch [54][400/3405] lr: 1.803e-02, eta: 1 day, 17:25:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 3.6199, loss: 3.6199 +2025-06-28 15:38:41,032 - pyskl - INFO - Epoch [54][500/3405] lr: 1.802e-02, eta: 1 day, 17:24:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 3.6314, loss: 3.6314 +2025-06-28 15:39:25,586 - pyskl - INFO - Epoch [54][600/3405] lr: 1.802e-02, eta: 1 day, 17:23:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9656, loss_cls: 3.5774, loss: 3.5774 +2025-06-28 15:40:10,014 - pyskl - INFO - Epoch [54][700/3405] lr: 1.801e-02, eta: 1 day, 17:22:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 3.7051, loss: 3.7051 +2025-06-28 15:40:54,421 - pyskl - INFO - Epoch [54][800/3405] lr: 1.800e-02, eta: 1 day, 17:22:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 3.7062, loss: 3.7062 +2025-06-28 15:41:38,861 - pyskl - INFO - Epoch [54][900/3405] lr: 1.800e-02, eta: 1 day, 17:21:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9625, loss_cls: 3.6607, loss: 3.6607 +2025-06-28 15:42:23,354 - pyskl - INFO - Epoch [54][1000/3405] lr: 1.799e-02, eta: 1 day, 17:20:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 3.5458, loss: 3.5458 +2025-06-28 15:43:07,834 - pyskl - INFO - Epoch [54][1100/3405] lr: 1.798e-02, eta: 1 day, 17:19:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 3.6672, loss: 3.6672 +2025-06-28 15:43:52,230 - pyskl - INFO - Epoch [54][1200/3405] lr: 1.798e-02, eta: 1 day, 17:18:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 3.6170, loss: 3.6170 +2025-06-28 15:44:36,802 - pyskl - INFO - Epoch [54][1300/3405] lr: 1.797e-02, eta: 1 day, 17:18:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 3.7637, loss: 3.7637 +2025-06-28 15:45:21,271 - pyskl - INFO - Epoch [54][1400/3405] lr: 1.796e-02, eta: 1 day, 17:17:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 3.6585, loss: 3.6585 +2025-06-28 15:46:05,686 - pyskl - INFO - Epoch [54][1500/3405] lr: 1.795e-02, eta: 1 day, 17:16:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 3.6203, loss: 3.6203 +2025-06-28 15:46:50,109 - pyskl - INFO - Epoch [54][1600/3405] lr: 1.795e-02, eta: 1 day, 17:15:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 3.7620, loss: 3.7620 +2025-06-28 15:47:34,554 - pyskl - INFO - Epoch [54][1700/3405] lr: 1.794e-02, eta: 1 day, 17:15:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.6718, loss: 3.6718 +2025-06-28 15:48:19,103 - pyskl - INFO - Epoch [54][1800/3405] lr: 1.793e-02, eta: 1 day, 17:14:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 3.5686, loss: 3.5686 +2025-06-28 15:49:03,683 - pyskl - INFO - Epoch [54][1900/3405] lr: 1.793e-02, eta: 1 day, 17:13:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 3.6527, loss: 3.6527 +2025-06-28 15:49:48,141 - pyskl - INFO - Epoch [54][2000/3405] lr: 1.792e-02, eta: 1 day, 17:12:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9762, loss_cls: 3.7855, loss: 3.7855 +2025-06-28 15:50:32,524 - pyskl - INFO - Epoch [54][2100/3405] lr: 1.791e-02, eta: 1 day, 17:12:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9738, loss_cls: 3.7031, loss: 3.7031 +2025-06-28 15:51:16,952 - pyskl - INFO - Epoch [54][2200/3405] lr: 1.791e-02, eta: 1 day, 17:11:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.5710, loss: 3.5710 +2025-06-28 15:52:01,428 - pyskl - INFO - Epoch [54][2300/3405] lr: 1.790e-02, eta: 1 day, 17:10:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 3.6526, loss: 3.6526 +2025-06-28 15:52:45,869 - pyskl - INFO - Epoch [54][2400/3405] lr: 1.789e-02, eta: 1 day, 17:09:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 3.8301, loss: 3.8301 +2025-06-28 15:53:30,301 - pyskl - INFO - Epoch [54][2500/3405] lr: 1.789e-02, eta: 1 day, 17:08:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 3.7709, loss: 3.7709 +2025-06-28 15:54:14,775 - pyskl - INFO - Epoch [54][2600/3405] lr: 1.788e-02, eta: 1 day, 17:08:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 3.5601, loss: 3.5601 +2025-06-28 15:54:59,253 - pyskl - INFO - Epoch [54][2700/3405] lr: 1.787e-02, eta: 1 day, 17:07:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 3.8170, loss: 3.8170 +2025-06-28 15:55:43,661 - pyskl - INFO - Epoch [54][2800/3405] lr: 1.786e-02, eta: 1 day, 17:06:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.6286, loss: 3.6286 +2025-06-28 15:56:28,128 - pyskl - INFO - Epoch [54][2900/3405] lr: 1.786e-02, eta: 1 day, 17:05:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 3.6918, loss: 3.6918 +2025-06-28 15:57:12,639 - pyskl - INFO - Epoch [54][3000/3405] lr: 1.785e-02, eta: 1 day, 17:05:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 3.7357, loss: 3.7357 +2025-06-28 15:57:57,087 - pyskl - INFO - Epoch [54][3100/3405] lr: 1.784e-02, eta: 1 day, 17:04:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9606, loss_cls: 3.7330, loss: 3.7330 +2025-06-28 15:58:41,458 - pyskl - INFO - Epoch [54][3200/3405] lr: 1.784e-02, eta: 1 day, 17:03:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9637, loss_cls: 3.6374, loss: 3.6374 +2025-06-28 15:59:25,902 - pyskl - INFO - Epoch [54][3300/3405] lr: 1.783e-02, eta: 1 day, 17:02:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.6700, loss: 3.6700 +2025-06-28 16:00:10,554 - pyskl - INFO - Epoch [54][3400/3405] lr: 1.782e-02, eta: 1 day, 17:01:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.7884, loss: 3.7884 +2025-06-28 16:00:13,177 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-06-28 16:04:10,057 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 16:04:10,597 - pyskl - INFO - +top1_acc 0.7586 +top5_acc 0.9484 +2025-06-28 16:04:10,617 - pyskl - INFO - Epoch(val) [54][3718] top1_acc: 0.7586, top5_acc: 0.9484 +2025-06-28 16:05:19,053 - pyskl - INFO - Epoch [55][100/3405] lr: 1.782e-02, eta: 1 day, 17:01:46, time: 0.684, data_time: 0.237, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 3.7423, loss: 3.7423 +2025-06-28 16:06:03,510 - pyskl - INFO - Epoch [55][200/3405] lr: 1.781e-02, eta: 1 day, 17:00:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 3.6181, loss: 3.6181 +2025-06-28 16:06:48,054 - pyskl - INFO - Epoch [55][300/3405] lr: 1.780e-02, eta: 1 day, 17:00:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 3.5624, loss: 3.5624 +2025-06-28 16:07:32,527 - pyskl - INFO - Epoch [55][400/3405] lr: 1.779e-02, eta: 1 day, 16:59:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.6408, loss: 3.6408 +2025-06-28 16:08:16,991 - pyskl - INFO - Epoch [55][500/3405] lr: 1.779e-02, eta: 1 day, 16:58:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.5848, loss: 3.5848 +2025-06-28 16:09:01,447 - pyskl - INFO - Epoch [55][600/3405] lr: 1.778e-02, eta: 1 day, 16:57:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.6261, loss: 3.6261 +2025-06-28 16:09:45,878 - pyskl - INFO - Epoch [55][700/3405] lr: 1.777e-02, eta: 1 day, 16:57:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 3.7874, loss: 3.7874 +2025-06-28 16:10:30,366 - pyskl - INFO - Epoch [55][800/3405] lr: 1.777e-02, eta: 1 day, 16:56:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 3.7270, loss: 3.7270 +2025-06-28 16:11:14,866 - pyskl - INFO - Epoch [55][900/3405] lr: 1.776e-02, eta: 1 day, 16:55:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 3.5842, loss: 3.5842 +2025-06-28 16:11:59,374 - pyskl - INFO - Epoch [55][1000/3405] lr: 1.775e-02, eta: 1 day, 16:54:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.6064, loss: 3.6064 +2025-06-28 16:12:43,973 - pyskl - INFO - Epoch [55][1100/3405] lr: 1.775e-02, eta: 1 day, 16:54:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 3.6083, loss: 3.6083 +2025-06-28 16:13:28,526 - pyskl - INFO - Epoch [55][1200/3405] lr: 1.774e-02, eta: 1 day, 16:53:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.7225, loss: 3.7225 +2025-06-28 16:14:12,998 - pyskl - INFO - Epoch [55][1300/3405] lr: 1.773e-02, eta: 1 day, 16:52:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9625, loss_cls: 3.6853, loss: 3.6853 +2025-06-28 16:14:57,528 - pyskl - INFO - Epoch [55][1400/3405] lr: 1.772e-02, eta: 1 day, 16:51:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 3.8746, loss: 3.8746 +2025-06-28 16:15:41,945 - pyskl - INFO - Epoch [55][1500/3405] lr: 1.772e-02, eta: 1 day, 16:50:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 3.7583, loss: 3.7583 +2025-06-28 16:16:26,232 - pyskl - INFO - Epoch [55][1600/3405] lr: 1.771e-02, eta: 1 day, 16:50:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 3.6189, loss: 3.6189 +2025-06-28 16:17:10,855 - pyskl - INFO - Epoch [55][1700/3405] lr: 1.770e-02, eta: 1 day, 16:49:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 3.6341, loss: 3.6341 +2025-06-28 16:17:55,554 - pyskl - INFO - Epoch [55][1800/3405] lr: 1.770e-02, eta: 1 day, 16:48:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 3.7217, loss: 3.7217 +2025-06-28 16:18:39,968 - pyskl - INFO - Epoch [55][1900/3405] lr: 1.769e-02, eta: 1 day, 16:47:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9669, loss_cls: 3.6208, loss: 3.6208 +2025-06-28 16:19:24,578 - pyskl - INFO - Epoch [55][2000/3405] lr: 1.768e-02, eta: 1 day, 16:47:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.6863, loss: 3.6863 +2025-06-28 16:20:09,006 - pyskl - INFO - Epoch [55][2100/3405] lr: 1.768e-02, eta: 1 day, 16:46:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9744, loss_cls: 3.5954, loss: 3.5954 +2025-06-28 16:20:53,402 - pyskl - INFO - Epoch [55][2200/3405] lr: 1.767e-02, eta: 1 day, 16:45:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9606, loss_cls: 3.6131, loss: 3.6131 +2025-06-28 16:21:37,839 - pyskl - INFO - Epoch [55][2300/3405] lr: 1.766e-02, eta: 1 day, 16:44:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9669, loss_cls: 3.6829, loss: 3.6829 +2025-06-28 16:22:22,289 - pyskl - INFO - Epoch [55][2400/3405] lr: 1.765e-02, eta: 1 day, 16:43:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 3.5710, loss: 3.5710 +2025-06-28 16:23:06,705 - pyskl - INFO - Epoch [55][2500/3405] lr: 1.765e-02, eta: 1 day, 16:43:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 3.5252, loss: 3.5252 +2025-06-28 16:23:51,012 - pyskl - INFO - Epoch [55][2600/3405] lr: 1.764e-02, eta: 1 day, 16:42:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9663, loss_cls: 3.5938, loss: 3.5938 +2025-06-28 16:24:35,412 - pyskl - INFO - Epoch [55][2700/3405] lr: 1.763e-02, eta: 1 day, 16:41:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9712, loss_cls: 3.6104, loss: 3.6104 +2025-06-28 16:25:19,845 - pyskl - INFO - Epoch [55][2800/3405] lr: 1.763e-02, eta: 1 day, 16:40:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9619, loss_cls: 3.6278, loss: 3.6278 +2025-06-28 16:26:04,393 - pyskl - INFO - Epoch [55][2900/3405] lr: 1.762e-02, eta: 1 day, 16:40:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 3.6903, loss: 3.6903 +2025-06-28 16:26:49,037 - pyskl - INFO - Epoch [55][3000/3405] lr: 1.761e-02, eta: 1 day, 16:39:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 3.6530, loss: 3.6530 +2025-06-28 16:27:33,555 - pyskl - INFO - Epoch [55][3100/3405] lr: 1.761e-02, eta: 1 day, 16:38:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 3.8006, loss: 3.8006 +2025-06-28 16:28:18,105 - pyskl - INFO - Epoch [55][3200/3405] lr: 1.760e-02, eta: 1 day, 16:37:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 3.6713, loss: 3.6713 +2025-06-28 16:29:02,607 - pyskl - INFO - Epoch [55][3300/3405] lr: 1.759e-02, eta: 1 day, 16:37:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9675, loss_cls: 3.7077, loss: 3.7077 +2025-06-28 16:29:47,092 - pyskl - INFO - Epoch [55][3400/3405] lr: 1.758e-02, eta: 1 day, 16:36:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 3.6988, loss: 3.6988 +2025-06-28 16:29:49,697 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-06-28 16:48:04,837 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 16:48:05,600 - pyskl - INFO - +top1_acc 0.7652 +top5_acc 0.9471 +2025-06-28 16:48:05,619 - pyskl - INFO - Epoch(val) [55][3718] top1_acc: 0.7652, top5_acc: 0.9471 +2025-06-28 16:49:13,241 - pyskl - INFO - Epoch [56][100/3405] lr: 1.758e-02, eta: 1 day, 16:36:01, time: 0.676, data_time: 0.228, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 3.6281, loss: 3.6281 +2025-06-28 16:49:57,995 - pyskl - INFO - Epoch [56][200/3405] lr: 1.757e-02, eta: 1 day, 16:35:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 3.7153, loss: 3.7153 +2025-06-28 16:50:42,720 - pyskl - INFO - Epoch [56][300/3405] lr: 1.756e-02, eta: 1 day, 16:34:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 3.6540, loss: 3.6540 +2025-06-28 16:51:27,265 - pyskl - INFO - Epoch [56][400/3405] lr: 1.756e-02, eta: 1 day, 16:33:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9762, loss_cls: 3.6561, loss: 3.6561 +2025-06-28 16:52:11,802 - pyskl - INFO - Epoch [56][500/3405] lr: 1.755e-02, eta: 1 day, 16:32:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 3.5993, loss: 3.5993 +2025-06-28 16:52:56,377 - pyskl - INFO - Epoch [56][600/3405] lr: 1.754e-02, eta: 1 day, 16:32:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.5229, loss: 3.5229 +2025-06-28 16:53:41,072 - pyskl - INFO - Epoch [56][700/3405] lr: 1.754e-02, eta: 1 day, 16:31:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 3.6692, loss: 3.6692 +2025-06-28 16:54:25,744 - pyskl - INFO - Epoch [56][800/3405] lr: 1.753e-02, eta: 1 day, 16:30:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9644, loss_cls: 3.6455, loss: 3.6455 +2025-06-28 16:55:10,335 - pyskl - INFO - Epoch [56][900/3405] lr: 1.752e-02, eta: 1 day, 16:29:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 3.6414, loss: 3.6414 +2025-06-28 16:55:54,873 - pyskl - INFO - Epoch [56][1000/3405] lr: 1.751e-02, eta: 1 day, 16:29:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.5701, loss: 3.5701 +2025-06-28 16:56:39,450 - pyskl - INFO - Epoch [56][1100/3405] lr: 1.751e-02, eta: 1 day, 16:28:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 3.6696, loss: 3.6696 +2025-06-28 16:57:24,038 - pyskl - INFO - Epoch [56][1200/3405] lr: 1.750e-02, eta: 1 day, 16:27:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 3.5093, loss: 3.5093 +2025-06-28 16:58:08,489 - pyskl - INFO - Epoch [56][1300/3405] lr: 1.749e-02, eta: 1 day, 16:26:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9706, loss_cls: 3.6971, loss: 3.6971 +2025-06-28 16:58:52,924 - pyskl - INFO - Epoch [56][1400/3405] lr: 1.749e-02, eta: 1 day, 16:26:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 3.6688, loss: 3.6688 +2025-06-28 16:59:37,439 - pyskl - INFO - Epoch [56][1500/3405] lr: 1.748e-02, eta: 1 day, 16:25:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9712, loss_cls: 3.6147, loss: 3.6147 +2025-06-28 17:00:21,893 - pyskl - INFO - Epoch [56][1600/3405] lr: 1.747e-02, eta: 1 day, 16:24:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9725, loss_cls: 3.6940, loss: 3.6940 +2025-06-28 17:01:06,527 - pyskl - INFO - Epoch [56][1700/3405] lr: 1.746e-02, eta: 1 day, 16:23:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 3.6122, loss: 3.6122 +2025-06-28 17:01:51,078 - pyskl - INFO - Epoch [56][1800/3405] lr: 1.746e-02, eta: 1 day, 16:22:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 3.7990, loss: 3.7990 +2025-06-28 17:02:35,595 - pyskl - INFO - Epoch [56][1900/3405] lr: 1.745e-02, eta: 1 day, 16:22:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 3.5839, loss: 3.5839 +2025-06-28 17:03:20,251 - pyskl - INFO - Epoch [56][2000/3405] lr: 1.744e-02, eta: 1 day, 16:21:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9756, loss_cls: 3.6014, loss: 3.6014 +2025-06-28 17:04:04,823 - pyskl - INFO - Epoch [56][2100/3405] lr: 1.744e-02, eta: 1 day, 16:20:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9663, loss_cls: 3.5321, loss: 3.5321 +2025-06-28 17:04:49,478 - pyskl - INFO - Epoch [56][2200/3405] lr: 1.743e-02, eta: 1 day, 16:19:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 3.7664, loss: 3.7664 +2025-06-28 17:05:34,056 - pyskl - INFO - Epoch [56][2300/3405] lr: 1.742e-02, eta: 1 day, 16:19:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 3.6612, loss: 3.6612 +2025-06-28 17:06:18,759 - pyskl - INFO - Epoch [56][2400/3405] lr: 1.742e-02, eta: 1 day, 16:18:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9750, loss_cls: 3.5584, loss: 3.5584 +2025-06-28 17:07:03,406 - pyskl - INFO - Epoch [56][2500/3405] lr: 1.741e-02, eta: 1 day, 16:17:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9750, loss_cls: 3.6275, loss: 3.6275 +2025-06-28 17:07:48,034 - pyskl - INFO - Epoch [56][2600/3405] lr: 1.740e-02, eta: 1 day, 16:16:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9606, loss_cls: 3.7387, loss: 3.7387 +2025-06-28 17:08:32,561 - pyskl - INFO - Epoch [56][2700/3405] lr: 1.739e-02, eta: 1 day, 16:15:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 3.6795, loss: 3.6795 +2025-06-28 17:09:17,138 - pyskl - INFO - Epoch [56][2800/3405] lr: 1.739e-02, eta: 1 day, 16:15:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 3.6724, loss: 3.6724 +2025-06-28 17:10:01,726 - pyskl - INFO - Epoch [56][2900/3405] lr: 1.738e-02, eta: 1 day, 16:14:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9700, loss_cls: 3.6990, loss: 3.6990 +2025-06-28 17:10:46,589 - pyskl - INFO - Epoch [56][3000/3405] lr: 1.737e-02, eta: 1 day, 16:13:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 3.6636, loss: 3.6636 +2025-06-28 17:11:31,273 - pyskl - INFO - Epoch [56][3100/3405] lr: 1.737e-02, eta: 1 day, 16:12:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 3.5902, loss: 3.5902 +2025-06-28 17:12:15,885 - pyskl - INFO - Epoch [56][3200/3405] lr: 1.736e-02, eta: 1 day, 16:12:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9594, loss_cls: 3.7388, loss: 3.7388 +2025-06-28 17:13:00,520 - pyskl - INFO - Epoch [56][3300/3405] lr: 1.735e-02, eta: 1 day, 16:11:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9613, loss_cls: 3.6436, loss: 3.6436 +2025-06-28 17:13:45,114 - pyskl - INFO - Epoch [56][3400/3405] lr: 1.734e-02, eta: 1 day, 16:10:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.7965, loss: 3.7965 +2025-06-28 17:13:47,766 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-06-28 17:17:43,732 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 17:17:44,340 - pyskl - INFO - +top1_acc 0.7436 +top5_acc 0.9393 +2025-06-28 17:17:44,360 - pyskl - INFO - Epoch(val) [56][3718] top1_acc: 0.7436, top5_acc: 0.9393 +2025-06-28 17:18:51,696 - pyskl - INFO - Epoch [57][100/3405] lr: 1.734e-02, eta: 1 day, 16:10:22, time: 0.673, data_time: 0.229, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.4723, loss: 3.4723 +2025-06-28 17:19:36,068 - pyskl - INFO - Epoch [57][200/3405] lr: 1.733e-02, eta: 1 day, 16:09:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9762, loss_cls: 3.5319, loss: 3.5319 +2025-06-28 17:20:20,447 - pyskl - INFO - Epoch [57][300/3405] lr: 1.732e-02, eta: 1 day, 16:08:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 3.5503, loss: 3.5503 +2025-06-28 17:21:04,814 - pyskl - INFO - Epoch [57][400/3405] lr: 1.732e-02, eta: 1 day, 16:08:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.4071, loss: 3.4071 +2025-06-28 17:21:49,272 - pyskl - INFO - Epoch [57][500/3405] lr: 1.731e-02, eta: 1 day, 16:07:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 3.7325, loss: 3.7325 +2025-06-28 17:22:33,761 - pyskl - INFO - Epoch [57][600/3405] lr: 1.730e-02, eta: 1 day, 16:06:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 3.6911, loss: 3.6911 +2025-06-28 17:23:18,369 - pyskl - INFO - Epoch [57][700/3405] lr: 1.729e-02, eta: 1 day, 16:05:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9794, loss_cls: 3.5804, loss: 3.5804 +2025-06-28 17:24:02,763 - pyskl - INFO - Epoch [57][800/3405] lr: 1.729e-02, eta: 1 day, 16:04:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 3.5967, loss: 3.5967 +2025-06-28 17:24:47,137 - pyskl - INFO - Epoch [57][900/3405] lr: 1.728e-02, eta: 1 day, 16:04:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.6434, loss: 3.6434 +2025-06-28 17:25:31,512 - pyskl - INFO - Epoch [57][1000/3405] lr: 1.727e-02, eta: 1 day, 16:03:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 3.6302, loss: 3.6302 +2025-06-28 17:26:15,863 - pyskl - INFO - Epoch [57][1100/3405] lr: 1.727e-02, eta: 1 day, 16:02:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.5525, loss: 3.5525 +2025-06-28 17:27:00,344 - pyskl - INFO - Epoch [57][1200/3405] lr: 1.726e-02, eta: 1 day, 16:01:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 3.6850, loss: 3.6850 +2025-06-28 17:27:44,669 - pyskl - INFO - Epoch [57][1300/3405] lr: 1.725e-02, eta: 1 day, 16:01:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 3.4652, loss: 3.4652 +2025-06-28 17:28:29,178 - pyskl - INFO - Epoch [57][1400/3405] lr: 1.724e-02, eta: 1 day, 16:00:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 3.6820, loss: 3.6820 +2025-06-28 17:29:13,758 - pyskl - INFO - Epoch [57][1500/3405] lr: 1.724e-02, eta: 1 day, 15:59:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 3.7177, loss: 3.7177 +2025-06-28 17:29:58,363 - pyskl - INFO - Epoch [57][1600/3405] lr: 1.723e-02, eta: 1 day, 15:58:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 3.6206, loss: 3.6206 +2025-06-28 17:30:42,993 - pyskl - INFO - Epoch [57][1700/3405] lr: 1.722e-02, eta: 1 day, 15:57:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.4437, loss: 3.4437 +2025-06-28 17:31:27,526 - pyskl - INFO - Epoch [57][1800/3405] lr: 1.722e-02, eta: 1 day, 15:57:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9700, loss_cls: 3.7265, loss: 3.7265 +2025-06-28 17:32:11,973 - pyskl - INFO - Epoch [57][1900/3405] lr: 1.721e-02, eta: 1 day, 15:56:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 3.7805, loss: 3.7805 +2025-06-28 17:32:56,506 - pyskl - INFO - Epoch [57][2000/3405] lr: 1.720e-02, eta: 1 day, 15:55:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9725, loss_cls: 3.6507, loss: 3.6507 +2025-06-28 17:33:41,028 - pyskl - INFO - Epoch [57][2100/3405] lr: 1.719e-02, eta: 1 day, 15:54:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9744, loss_cls: 3.6387, loss: 3.6387 +2025-06-28 17:34:25,509 - pyskl - INFO - Epoch [57][2200/3405] lr: 1.719e-02, eta: 1 day, 15:54:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 3.7359, loss: 3.7359 +2025-06-28 17:35:10,123 - pyskl - INFO - Epoch [57][2300/3405] lr: 1.718e-02, eta: 1 day, 15:53:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 3.6286, loss: 3.6286 +2025-06-28 17:35:54,915 - pyskl - INFO - Epoch [57][2400/3405] lr: 1.717e-02, eta: 1 day, 15:52:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 3.6034, loss: 3.6034 +2025-06-28 17:36:39,643 - pyskl - INFO - Epoch [57][2500/3405] lr: 1.717e-02, eta: 1 day, 15:51:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.6735, loss: 3.6735 +2025-06-28 17:37:24,346 - pyskl - INFO - Epoch [57][2600/3405] lr: 1.716e-02, eta: 1 day, 15:51:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 3.6515, loss: 3.6515 +2025-06-28 17:38:08,922 - pyskl - INFO - Epoch [57][2700/3405] lr: 1.715e-02, eta: 1 day, 15:50:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9744, loss_cls: 3.6101, loss: 3.6101 +2025-06-28 17:38:53,464 - pyskl - INFO - Epoch [57][2800/3405] lr: 1.714e-02, eta: 1 day, 15:49:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 3.6348, loss: 3.6348 +2025-06-28 17:39:38,228 - pyskl - INFO - Epoch [57][2900/3405] lr: 1.714e-02, eta: 1 day, 15:48:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 3.5927, loss: 3.5927 +2025-06-28 17:40:23,107 - pyskl - INFO - Epoch [57][3000/3405] lr: 1.713e-02, eta: 1 day, 15:48:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 3.6388, loss: 3.6388 +2025-06-28 17:41:07,767 - pyskl - INFO - Epoch [57][3100/3405] lr: 1.712e-02, eta: 1 day, 15:47:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 3.5965, loss: 3.5965 +2025-06-28 17:41:52,405 - pyskl - INFO - Epoch [57][3200/3405] lr: 1.712e-02, eta: 1 day, 15:46:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9644, loss_cls: 3.6274, loss: 3.6274 +2025-06-28 17:42:37,055 - pyskl - INFO - Epoch [57][3300/3405] lr: 1.711e-02, eta: 1 day, 15:45:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9637, loss_cls: 3.6149, loss: 3.6149 +2025-06-28 17:43:21,731 - pyskl - INFO - Epoch [57][3400/3405] lr: 1.710e-02, eta: 1 day, 15:44:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 3.7287, loss: 3.7287 +2025-06-28 17:43:24,301 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-06-28 17:47:20,096 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 17:47:20,740 - pyskl - INFO - +top1_acc 0.7433 +top5_acc 0.9493 +2025-06-28 17:47:20,768 - pyskl - INFO - Epoch(val) [57][3718] top1_acc: 0.7433, top5_acc: 0.9493 +2025-06-28 17:48:27,909 - pyskl - INFO - Epoch [58][100/3405] lr: 1.709e-02, eta: 1 day, 15:44:40, time: 0.671, data_time: 0.227, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.6112, loss: 3.6112 +2025-06-28 17:49:12,325 - pyskl - INFO - Epoch [58][200/3405] lr: 1.709e-02, eta: 1 day, 15:43:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 3.6174, loss: 3.6174 +2025-06-28 17:49:56,762 - pyskl - INFO - Epoch [58][300/3405] lr: 1.708e-02, eta: 1 day, 15:43:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.4237, loss: 3.4237 +2025-06-28 17:50:41,194 - pyskl - INFO - Epoch [58][400/3405] lr: 1.707e-02, eta: 1 day, 15:42:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.6971, loss: 3.6971 +2025-06-28 17:51:25,677 - pyskl - INFO - Epoch [58][500/3405] lr: 1.707e-02, eta: 1 day, 15:41:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9781, loss_cls: 3.5345, loss: 3.5345 +2025-06-28 17:52:10,204 - pyskl - INFO - Epoch [58][600/3405] lr: 1.706e-02, eta: 1 day, 15:40:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 3.5976, loss: 3.5976 +2025-06-28 17:52:54,689 - pyskl - INFO - Epoch [58][700/3405] lr: 1.705e-02, eta: 1 day, 15:40:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 3.4974, loss: 3.4974 +2025-06-28 17:53:39,159 - pyskl - INFO - Epoch [58][800/3405] lr: 1.704e-02, eta: 1 day, 15:39:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.6106, loss: 3.6106 +2025-06-28 17:54:23,590 - pyskl - INFO - Epoch [58][900/3405] lr: 1.704e-02, eta: 1 day, 15:38:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9712, loss_cls: 3.6600, loss: 3.6600 +2025-06-28 17:55:08,018 - pyskl - INFO - Epoch [58][1000/3405] lr: 1.703e-02, eta: 1 day, 15:37:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 3.4903, loss: 3.4903 +2025-06-28 17:55:52,415 - pyskl - INFO - Epoch [58][1100/3405] lr: 1.702e-02, eta: 1 day, 15:36:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.7066, loss: 3.7066 +2025-06-28 17:56:36,846 - pyskl - INFO - Epoch [58][1200/3405] lr: 1.702e-02, eta: 1 day, 15:36:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9619, loss_cls: 3.7465, loss: 3.7465 +2025-06-28 17:57:21,273 - pyskl - INFO - Epoch [58][1300/3405] lr: 1.701e-02, eta: 1 day, 15:35:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9788, loss_cls: 3.5557, loss: 3.5557 +2025-06-28 17:58:05,731 - pyskl - INFO - Epoch [58][1400/3405] lr: 1.700e-02, eta: 1 day, 15:34:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9744, loss_cls: 3.5970, loss: 3.5970 +2025-06-28 17:58:50,250 - pyskl - INFO - Epoch [58][1500/3405] lr: 1.699e-02, eta: 1 day, 15:33:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.5669, loss: 3.5669 +2025-06-28 17:59:34,752 - pyskl - INFO - Epoch [58][1600/3405] lr: 1.699e-02, eta: 1 day, 15:33:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 3.6967, loss: 3.6967 +2025-06-28 18:00:19,242 - pyskl - INFO - Epoch [58][1700/3405] lr: 1.698e-02, eta: 1 day, 15:32:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 3.7256, loss: 3.7256 +2025-06-28 18:01:03,837 - pyskl - INFO - Epoch [58][1800/3405] lr: 1.697e-02, eta: 1 day, 15:31:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 3.6861, loss: 3.6861 +2025-06-28 18:01:48,396 - pyskl - INFO - Epoch [58][1900/3405] lr: 1.697e-02, eta: 1 day, 15:30:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 3.6142, loss: 3.6142 +2025-06-28 18:02:32,947 - pyskl - INFO - Epoch [58][2000/3405] lr: 1.696e-02, eta: 1 day, 15:29:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.6848, loss: 3.6848 +2025-06-28 18:03:17,481 - pyskl - INFO - Epoch [58][2100/3405] lr: 1.695e-02, eta: 1 day, 15:29:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 3.7313, loss: 3.7313 +2025-06-28 18:04:01,961 - pyskl - INFO - Epoch [58][2200/3405] lr: 1.694e-02, eta: 1 day, 15:28:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9712, loss_cls: 3.5923, loss: 3.5923 +2025-06-28 18:04:46,623 - pyskl - INFO - Epoch [58][2300/3405] lr: 1.694e-02, eta: 1 day, 15:27:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 3.6657, loss: 3.6657 +2025-06-28 18:05:31,179 - pyskl - INFO - Epoch [58][2400/3405] lr: 1.693e-02, eta: 1 day, 15:26:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 3.6756, loss: 3.6756 +2025-06-28 18:06:15,858 - pyskl - INFO - Epoch [58][2500/3405] lr: 1.692e-02, eta: 1 day, 15:26:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 3.5792, loss: 3.5792 +2025-06-28 18:07:00,394 - pyskl - INFO - Epoch [58][2600/3405] lr: 1.692e-02, eta: 1 day, 15:25:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 3.6864, loss: 3.6864 +2025-06-28 18:07:44,974 - pyskl - INFO - Epoch [58][2700/3405] lr: 1.691e-02, eta: 1 day, 15:24:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 3.6073, loss: 3.6073 +2025-06-28 18:08:29,532 - pyskl - INFO - Epoch [58][2800/3405] lr: 1.690e-02, eta: 1 day, 15:23:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 3.6820, loss: 3.6820 +2025-06-28 18:09:14,095 - pyskl - INFO - Epoch [58][2900/3405] lr: 1.689e-02, eta: 1 day, 15:23:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 3.6448, loss: 3.6448 +2025-06-28 18:09:58,633 - pyskl - INFO - Epoch [58][3000/3405] lr: 1.689e-02, eta: 1 day, 15:22:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9769, loss_cls: 3.6055, loss: 3.6055 +2025-06-28 18:10:43,258 - pyskl - INFO - Epoch [58][3100/3405] lr: 1.688e-02, eta: 1 day, 15:21:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9625, loss_cls: 3.6056, loss: 3.6056 +2025-06-28 18:11:27,833 - pyskl - INFO - Epoch [58][3200/3405] lr: 1.687e-02, eta: 1 day, 15:20:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 3.6118, loss: 3.6118 +2025-06-28 18:12:12,419 - pyskl - INFO - Epoch [58][3300/3405] lr: 1.686e-02, eta: 1 day, 15:19:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.6214, loss: 3.6214 +2025-06-28 18:12:57,022 - pyskl - INFO - Epoch [58][3400/3405] lr: 1.686e-02, eta: 1 day, 15:19:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 3.4881, loss: 3.4881 +2025-06-28 18:12:59,683 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-06-28 18:16:55,712 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 18:16:56,635 - pyskl - INFO - +top1_acc 0.7503 +top5_acc 0.9469 +2025-06-28 18:16:56,655 - pyskl - INFO - Epoch(val) [58][3718] top1_acc: 0.7503, top5_acc: 0.9469 +2025-06-28 18:18:03,526 - pyskl - INFO - Epoch [59][100/3405] lr: 1.685e-02, eta: 1 day, 15:18:56, time: 0.669, data_time: 0.223, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9669, loss_cls: 3.6648, loss: 3.6648 +2025-06-28 18:18:48,389 - pyskl - INFO - Epoch [59][200/3405] lr: 1.684e-02, eta: 1 day, 15:18:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.5007, loss: 3.5007 +2025-06-28 18:19:32,927 - pyskl - INFO - Epoch [59][300/3405] lr: 1.684e-02, eta: 1 day, 15:17:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 3.6597, loss: 3.6597 +2025-06-28 18:20:17,274 - pyskl - INFO - Epoch [59][400/3405] lr: 1.683e-02, eta: 1 day, 15:16:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 3.4698, loss: 3.4698 +2025-06-28 18:21:01,581 - pyskl - INFO - Epoch [59][500/3405] lr: 1.682e-02, eta: 1 day, 15:15:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 3.4830, loss: 3.4830 +2025-06-28 18:21:45,964 - pyskl - INFO - Epoch [59][600/3405] lr: 1.681e-02, eta: 1 day, 15:15:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.4851, loss: 3.4851 +2025-06-28 18:22:30,395 - pyskl - INFO - Epoch [59][700/3405] lr: 1.681e-02, eta: 1 day, 15:14:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 3.6843, loss: 3.6843 +2025-06-28 18:23:14,910 - pyskl - INFO - Epoch [59][800/3405] lr: 1.680e-02, eta: 1 day, 15:13:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.4701, loss: 3.4701 +2025-06-28 18:23:59,243 - pyskl - INFO - Epoch [59][900/3405] lr: 1.679e-02, eta: 1 day, 15:12:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9769, loss_cls: 3.6282, loss: 3.6282 +2025-06-28 18:24:43,570 - pyskl - INFO - Epoch [59][1000/3405] lr: 1.679e-02, eta: 1 day, 15:11:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9744, loss_cls: 3.7001, loss: 3.7001 +2025-06-28 18:25:28,003 - pyskl - INFO - Epoch [59][1100/3405] lr: 1.678e-02, eta: 1 day, 15:11:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 3.4452, loss: 3.4452 +2025-06-28 18:26:12,503 - pyskl - INFO - Epoch [59][1200/3405] lr: 1.677e-02, eta: 1 day, 15:10:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 3.4584, loss: 3.4584 +2025-06-28 18:26:56,764 - pyskl - INFO - Epoch [59][1300/3405] lr: 1.676e-02, eta: 1 day, 15:09:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.6199, loss: 3.6199 +2025-06-28 18:27:41,220 - pyskl - INFO - Epoch [59][1400/3405] lr: 1.676e-02, eta: 1 day, 15:08:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.5637, loss: 3.5637 +2025-06-28 18:28:25,613 - pyskl - INFO - Epoch [59][1500/3405] lr: 1.675e-02, eta: 1 day, 15:08:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 3.6990, loss: 3.6990 +2025-06-28 18:29:10,101 - pyskl - INFO - Epoch [59][1600/3405] lr: 1.674e-02, eta: 1 day, 15:07:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9794, loss_cls: 3.4287, loss: 3.4287 +2025-06-28 18:29:54,504 - pyskl - INFO - Epoch [59][1700/3405] lr: 1.673e-02, eta: 1 day, 15:06:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.6448, loss: 3.6448 +2025-06-28 18:30:38,911 - pyskl - INFO - Epoch [59][1800/3405] lr: 1.673e-02, eta: 1 day, 15:05:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 3.6642, loss: 3.6642 +2025-06-28 18:31:23,311 - pyskl - INFO - Epoch [59][1900/3405] lr: 1.672e-02, eta: 1 day, 15:05:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.6114, loss: 3.6114 +2025-06-28 18:32:07,889 - pyskl - INFO - Epoch [59][2000/3405] lr: 1.671e-02, eta: 1 day, 15:04:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.6151, loss: 3.6151 +2025-06-28 18:32:52,397 - pyskl - INFO - Epoch [59][2100/3405] lr: 1.671e-02, eta: 1 day, 15:03:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 3.6092, loss: 3.6092 +2025-06-28 18:33:36,833 - pyskl - INFO - Epoch [59][2200/3405] lr: 1.670e-02, eta: 1 day, 15:02:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.6803, loss: 3.6803 +2025-06-28 18:34:21,284 - pyskl - INFO - Epoch [59][2300/3405] lr: 1.669e-02, eta: 1 day, 15:01:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 3.5737, loss: 3.5737 +2025-06-28 18:35:05,974 - pyskl - INFO - Epoch [59][2400/3405] lr: 1.668e-02, eta: 1 day, 15:01:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9650, loss_cls: 3.5281, loss: 3.5281 +2025-06-28 18:35:50,827 - pyskl - INFO - Epoch [59][2500/3405] lr: 1.668e-02, eta: 1 day, 15:00:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 3.5632, loss: 3.5632 +2025-06-28 18:36:35,576 - pyskl - INFO - Epoch [59][2600/3405] lr: 1.667e-02, eta: 1 day, 14:59:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 3.7507, loss: 3.7507 +2025-06-28 18:37:20,027 - pyskl - INFO - Epoch [59][2700/3405] lr: 1.666e-02, eta: 1 day, 14:58:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9800, loss_cls: 3.4767, loss: 3.4767 +2025-06-28 18:38:04,457 - pyskl - INFO - Epoch [59][2800/3405] lr: 1.665e-02, eta: 1 day, 14:58:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 3.5280, loss: 3.5280 +2025-06-28 18:38:48,962 - pyskl - INFO - Epoch [59][2900/3405] lr: 1.665e-02, eta: 1 day, 14:57:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 3.5973, loss: 3.5973 +2025-06-28 18:39:33,602 - pyskl - INFO - Epoch [59][3000/3405] lr: 1.664e-02, eta: 1 day, 14:56:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 3.6531, loss: 3.6531 +2025-06-28 18:40:18,159 - pyskl - INFO - Epoch [59][3100/3405] lr: 1.663e-02, eta: 1 day, 14:55:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9756, loss_cls: 3.6004, loss: 3.6004 +2025-06-28 18:41:02,630 - pyskl - INFO - Epoch [59][3200/3405] lr: 1.663e-02, eta: 1 day, 14:55:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 3.6132, loss: 3.6132 +2025-06-28 18:41:47,153 - pyskl - INFO - Epoch [59][3300/3405] lr: 1.662e-02, eta: 1 day, 14:54:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 3.6231, loss: 3.6231 +2025-06-28 18:42:31,690 - pyskl - INFO - Epoch [59][3400/3405] lr: 1.661e-02, eta: 1 day, 14:53:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 3.7073, loss: 3.7073 +2025-06-28 18:42:34,257 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-06-28 18:46:29,643 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 18:46:30,265 - pyskl - INFO - +top1_acc 0.7693 +top5_acc 0.9523 +2025-06-28 18:46:30,287 - pyskl - INFO - Epoch(val) [59][3718] top1_acc: 0.7693, top5_acc: 0.9523 +2025-06-28 18:47:37,366 - pyskl - INFO - Epoch [60][100/3405] lr: 1.660e-02, eta: 1 day, 14:53:12, time: 0.671, data_time: 0.224, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9738, loss_cls: 3.6388, loss: 3.6388 +2025-06-28 18:48:22,003 - pyskl - INFO - Epoch [60][200/3405] lr: 1.660e-02, eta: 1 day, 14:52:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.5542, loss: 3.5542 +2025-06-28 18:49:06,726 - pyskl - INFO - Epoch [60][300/3405] lr: 1.659e-02, eta: 1 day, 14:51:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 3.4264, loss: 3.4264 +2025-06-28 18:49:51,425 - pyskl - INFO - Epoch [60][400/3405] lr: 1.658e-02, eta: 1 day, 14:50:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 3.4602, loss: 3.4602 +2025-06-28 18:50:36,151 - pyskl - INFO - Epoch [60][500/3405] lr: 1.657e-02, eta: 1 day, 14:50:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9794, loss_cls: 3.4786, loss: 3.4786 +2025-06-28 18:51:20,948 - pyskl - INFO - Epoch [60][600/3405] lr: 1.657e-02, eta: 1 day, 14:49:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9781, loss_cls: 3.5713, loss: 3.5713 +2025-06-28 18:52:05,605 - pyskl - INFO - Epoch [60][700/3405] lr: 1.656e-02, eta: 1 day, 14:48:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 3.6627, loss: 3.6627 +2025-06-28 18:52:50,182 - pyskl - INFO - Epoch [60][800/3405] lr: 1.655e-02, eta: 1 day, 14:47:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9744, loss_cls: 3.6474, loss: 3.6474 +2025-06-28 18:53:34,778 - pyskl - INFO - Epoch [60][900/3405] lr: 1.655e-02, eta: 1 day, 14:47:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.6297, loss: 3.6297 +2025-06-28 18:54:19,223 - pyskl - INFO - Epoch [60][1000/3405] lr: 1.654e-02, eta: 1 day, 14:46:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 3.4627, loss: 3.4627 +2025-06-28 18:55:03,693 - pyskl - INFO - Epoch [60][1100/3405] lr: 1.653e-02, eta: 1 day, 14:45:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 3.4929, loss: 3.4929 +2025-06-28 18:55:48,185 - pyskl - INFO - Epoch [60][1200/3405] lr: 1.652e-02, eta: 1 day, 14:44:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9706, loss_cls: 3.7180, loss: 3.7180 +2025-06-28 18:56:32,878 - pyskl - INFO - Epoch [60][1300/3405] lr: 1.652e-02, eta: 1 day, 14:43:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.6153, loss: 3.6153 +2025-06-28 18:57:17,585 - pyskl - INFO - Epoch [60][1400/3405] lr: 1.651e-02, eta: 1 day, 14:43:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9706, loss_cls: 3.7122, loss: 3.7122 +2025-06-28 18:58:02,038 - pyskl - INFO - Epoch [60][1500/3405] lr: 1.650e-02, eta: 1 day, 14:42:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 3.5755, loss: 3.5755 +2025-06-28 18:58:46,548 - pyskl - INFO - Epoch [60][1600/3405] lr: 1.649e-02, eta: 1 day, 14:41:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9781, loss_cls: 3.4210, loss: 3.4210 +2025-06-28 18:59:31,090 - pyskl - INFO - Epoch [60][1700/3405] lr: 1.649e-02, eta: 1 day, 14:40:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 3.5221, loss: 3.5221 +2025-06-28 19:00:15,631 - pyskl - INFO - Epoch [60][1800/3405] lr: 1.648e-02, eta: 1 day, 14:40:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 3.6382, loss: 3.6382 +2025-06-28 19:01:00,140 - pyskl - INFO - Epoch [60][1900/3405] lr: 1.647e-02, eta: 1 day, 14:39:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 3.7176, loss: 3.7176 +2025-06-28 19:01:44,616 - pyskl - INFO - Epoch [60][2000/3405] lr: 1.647e-02, eta: 1 day, 14:38:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9725, loss_cls: 3.5840, loss: 3.5840 +2025-06-28 19:02:29,244 - pyskl - INFO - Epoch [60][2100/3405] lr: 1.646e-02, eta: 1 day, 14:37:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 3.5132, loss: 3.5132 +2025-06-28 19:03:13,799 - pyskl - INFO - Epoch [60][2200/3405] lr: 1.645e-02, eta: 1 day, 14:37:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9744, loss_cls: 3.5713, loss: 3.5713 +2025-06-28 19:03:58,324 - pyskl - INFO - Epoch [60][2300/3405] lr: 1.644e-02, eta: 1 day, 14:36:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9619, loss_cls: 3.5708, loss: 3.5708 +2025-06-28 19:04:42,954 - pyskl - INFO - Epoch [60][2400/3405] lr: 1.644e-02, eta: 1 day, 14:35:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9712, loss_cls: 3.4182, loss: 3.4182 +2025-06-28 19:05:27,509 - pyskl - INFO - Epoch [60][2500/3405] lr: 1.643e-02, eta: 1 day, 14:34:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 3.6336, loss: 3.6336 +2025-06-28 19:06:12,042 - pyskl - INFO - Epoch [60][2600/3405] lr: 1.642e-02, eta: 1 day, 14:33:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 3.6469, loss: 3.6469 +2025-06-28 19:06:56,494 - pyskl - INFO - Epoch [60][2700/3405] lr: 1.641e-02, eta: 1 day, 14:33:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9794, loss_cls: 3.5870, loss: 3.5870 +2025-06-28 19:07:40,960 - pyskl - INFO - Epoch [60][2800/3405] lr: 1.641e-02, eta: 1 day, 14:32:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 3.6522, loss: 3.6522 +2025-06-28 19:08:25,416 - pyskl - INFO - Epoch [60][2900/3405] lr: 1.640e-02, eta: 1 day, 14:31:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9631, loss_cls: 3.6285, loss: 3.6285 +2025-06-28 19:09:09,862 - pyskl - INFO - Epoch [60][3000/3405] lr: 1.639e-02, eta: 1 day, 14:30:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 3.6694, loss: 3.6694 +2025-06-28 19:09:54,317 - pyskl - INFO - Epoch [60][3100/3405] lr: 1.639e-02, eta: 1 day, 14:30:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 3.5494, loss: 3.5494 +2025-06-28 19:10:38,731 - pyskl - INFO - Epoch [60][3200/3405] lr: 1.638e-02, eta: 1 day, 14:29:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9706, loss_cls: 3.7280, loss: 3.7280 +2025-06-28 19:11:23,105 - pyskl - INFO - Epoch [60][3300/3405] lr: 1.637e-02, eta: 1 day, 14:28:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 3.8014, loss: 3.8014 +2025-06-28 19:12:07,888 - pyskl - INFO - Epoch [60][3400/3405] lr: 1.636e-02, eta: 1 day, 14:27:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9637, loss_cls: 3.5778, loss: 3.5778 +2025-06-28 19:12:10,421 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-06-28 19:31:27,542 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 19:31:28,094 - pyskl - INFO - +top1_acc 0.7712 +top5_acc 0.9531 +2025-06-28 19:31:28,113 - pyskl - INFO - Epoch(val) [60][3718] top1_acc: 0.7712, top5_acc: 0.9531 +2025-06-28 19:32:35,369 - pyskl - INFO - Epoch [61][100/3405] lr: 1.636e-02, eta: 1 day, 14:27:31, time: 0.672, data_time: 0.225, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9700, loss_cls: 3.4823, loss: 3.4823 +2025-06-28 19:33:19,943 - pyskl - INFO - Epoch [61][200/3405] lr: 1.635e-02, eta: 1 day, 14:26:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.4143, loss: 3.4143 +2025-06-28 19:34:04,489 - pyskl - INFO - Epoch [61][300/3405] lr: 1.634e-02, eta: 1 day, 14:25:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 3.4527, loss: 3.4527 +2025-06-28 19:34:48,929 - pyskl - INFO - Epoch [61][400/3405] lr: 1.633e-02, eta: 1 day, 14:25:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9675, loss_cls: 3.4694, loss: 3.4694 +2025-06-28 19:35:33,640 - pyskl - INFO - Epoch [61][500/3405] lr: 1.633e-02, eta: 1 day, 14:24:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.5584, loss: 3.5584 +2025-06-28 19:36:18,218 - pyskl - INFO - Epoch [61][600/3405] lr: 1.632e-02, eta: 1 day, 14:23:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.5350, loss: 3.5350 +2025-06-28 19:37:02,809 - pyskl - INFO - Epoch [61][700/3405] lr: 1.631e-02, eta: 1 day, 14:22:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9637, loss_cls: 3.6924, loss: 3.6924 +2025-06-28 19:37:47,270 - pyskl - INFO - Epoch [61][800/3405] lr: 1.630e-02, eta: 1 day, 14:22:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 3.5237, loss: 3.5237 +2025-06-28 19:38:31,722 - pyskl - INFO - Epoch [61][900/3405] lr: 1.630e-02, eta: 1 day, 14:21:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 3.5014, loss: 3.5014 +2025-06-28 19:39:16,077 - pyskl - INFO - Epoch [61][1000/3405] lr: 1.629e-02, eta: 1 day, 14:20:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.6177, loss: 3.6177 +2025-06-28 19:40:00,542 - pyskl - INFO - Epoch [61][1100/3405] lr: 1.628e-02, eta: 1 day, 14:19:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 3.6483, loss: 3.6483 +2025-06-28 19:40:44,995 - pyskl - INFO - Epoch [61][1200/3405] lr: 1.627e-02, eta: 1 day, 14:19:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9769, loss_cls: 3.5268, loss: 3.5268 +2025-06-28 19:41:29,566 - pyskl - INFO - Epoch [61][1300/3405] lr: 1.627e-02, eta: 1 day, 14:18:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9613, loss_cls: 3.6453, loss: 3.6453 +2025-06-28 19:42:14,126 - pyskl - INFO - Epoch [61][1400/3405] lr: 1.626e-02, eta: 1 day, 14:17:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.6289, loss: 3.6289 +2025-06-28 19:42:58,679 - pyskl - INFO - Epoch [61][1500/3405] lr: 1.625e-02, eta: 1 day, 14:16:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9794, loss_cls: 3.6103, loss: 3.6103 +2025-06-28 19:43:43,234 - pyskl - INFO - Epoch [61][1600/3405] lr: 1.625e-02, eta: 1 day, 14:15:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.4386, loss: 3.4386 +2025-06-28 19:44:27,829 - pyskl - INFO - Epoch [61][1700/3405] lr: 1.624e-02, eta: 1 day, 14:15:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 3.6402, loss: 3.6402 +2025-06-28 19:45:12,370 - pyskl - INFO - Epoch [61][1800/3405] lr: 1.623e-02, eta: 1 day, 14:14:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9750, loss_cls: 3.6130, loss: 3.6130 +2025-06-28 19:45:56,821 - pyskl - INFO - Epoch [61][1900/3405] lr: 1.622e-02, eta: 1 day, 14:13:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 3.6245, loss: 3.6245 +2025-06-28 19:46:41,365 - pyskl - INFO - Epoch [61][2000/3405] lr: 1.622e-02, eta: 1 day, 14:12:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 3.6325, loss: 3.6325 +2025-06-28 19:47:25,922 - pyskl - INFO - Epoch [61][2100/3405] lr: 1.621e-02, eta: 1 day, 14:12:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 3.5383, loss: 3.5383 +2025-06-28 19:48:10,457 - pyskl - INFO - Epoch [61][2200/3405] lr: 1.620e-02, eta: 1 day, 14:11:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 3.6952, loss: 3.6952 +2025-06-28 19:48:55,037 - pyskl - INFO - Epoch [61][2300/3405] lr: 1.619e-02, eta: 1 day, 14:10:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9644, loss_cls: 3.7686, loss: 3.7686 +2025-06-28 19:49:39,593 - pyskl - INFO - Epoch [61][2400/3405] lr: 1.619e-02, eta: 1 day, 14:09:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 3.5104, loss: 3.5104 +2025-06-28 19:50:24,196 - pyskl - INFO - Epoch [61][2500/3405] lr: 1.618e-02, eta: 1 day, 14:09:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 3.4464, loss: 3.4464 +2025-06-28 19:51:08,768 - pyskl - INFO - Epoch [61][2600/3405] lr: 1.617e-02, eta: 1 day, 14:08:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 3.6315, loss: 3.6315 +2025-06-28 19:51:53,332 - pyskl - INFO - Epoch [61][2700/3405] lr: 1.616e-02, eta: 1 day, 14:07:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9781, loss_cls: 3.4751, loss: 3.4751 +2025-06-28 19:52:38,062 - pyskl - INFO - Epoch [61][2800/3405] lr: 1.616e-02, eta: 1 day, 14:06:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 3.5949, loss: 3.5949 +2025-06-28 19:53:22,663 - pyskl - INFO - Epoch [61][2900/3405] lr: 1.615e-02, eta: 1 day, 14:05:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 3.6649, loss: 3.6649 +2025-06-28 19:54:07,241 - pyskl - INFO - Epoch [61][3000/3405] lr: 1.614e-02, eta: 1 day, 14:05:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.5396, loss: 3.5396 +2025-06-28 19:54:51,841 - pyskl - INFO - Epoch [61][3100/3405] lr: 1.614e-02, eta: 1 day, 14:04:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.6103, loss: 3.6103 +2025-06-28 19:55:36,442 - pyskl - INFO - Epoch [61][3200/3405] lr: 1.613e-02, eta: 1 day, 14:03:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9625, loss_cls: 3.5434, loss: 3.5434 +2025-06-28 19:56:20,963 - pyskl - INFO - Epoch [61][3300/3405] lr: 1.612e-02, eta: 1 day, 14:02:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 3.6602, loss: 3.6602 +2025-06-28 19:57:05,407 - pyskl - INFO - Epoch [61][3400/3405] lr: 1.611e-02, eta: 1 day, 14:02:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 3.5567, loss: 3.5567 +2025-06-28 19:57:07,983 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-06-28 20:01:03,651 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 20:01:04,241 - pyskl - INFO - +top1_acc 0.7600 +top5_acc 0.9481 +2025-06-28 20:01:04,264 - pyskl - INFO - Epoch(val) [61][3718] top1_acc: 0.7600, top5_acc: 0.9481 +2025-06-28 20:02:11,437 - pyskl - INFO - Epoch [62][100/3405] lr: 1.611e-02, eta: 1 day, 14:01:50, time: 0.672, data_time: 0.229, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 3.4325, loss: 3.4325 +2025-06-28 20:02:55,973 - pyskl - INFO - Epoch [62][200/3405] lr: 1.610e-02, eta: 1 day, 14:01:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.4614, loss: 3.4614 +2025-06-28 20:03:40,569 - pyskl - INFO - Epoch [62][300/3405] lr: 1.609e-02, eta: 1 day, 14:00:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 3.4264, loss: 3.4264 +2025-06-28 20:04:25,144 - pyskl - INFO - Epoch [62][400/3405] lr: 1.608e-02, eta: 1 day, 13:59:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.6096, loss: 3.6096 +2025-06-28 20:05:09,752 - pyskl - INFO - Epoch [62][500/3405] lr: 1.608e-02, eta: 1 day, 13:58:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9788, loss_cls: 3.4245, loss: 3.4245 +2025-06-28 20:05:54,203 - pyskl - INFO - Epoch [62][600/3405] lr: 1.607e-02, eta: 1 day, 13:57:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 3.4009, loss: 3.4009 +2025-06-28 20:06:38,686 - pyskl - INFO - Epoch [62][700/3405] lr: 1.606e-02, eta: 1 day, 13:57:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9831, loss_cls: 3.4806, loss: 3.4806 +2025-06-28 20:07:23,137 - pyskl - INFO - Epoch [62][800/3405] lr: 1.605e-02, eta: 1 day, 13:56:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 3.5601, loss: 3.5601 +2025-06-28 20:08:07,634 - pyskl - INFO - Epoch [62][900/3405] lr: 1.605e-02, eta: 1 day, 13:55:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 3.6644, loss: 3.6644 +2025-06-28 20:08:52,139 - pyskl - INFO - Epoch [62][1000/3405] lr: 1.604e-02, eta: 1 day, 13:54:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 3.4305, loss: 3.4305 +2025-06-28 20:09:36,585 - pyskl - INFO - Epoch [62][1100/3405] lr: 1.603e-02, eta: 1 day, 13:54:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 3.6144, loss: 3.6144 +2025-06-28 20:10:21,080 - pyskl - INFO - Epoch [62][1200/3405] lr: 1.602e-02, eta: 1 day, 13:53:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9650, loss_cls: 3.5636, loss: 3.5636 +2025-06-28 20:11:05,612 - pyskl - INFO - Epoch [62][1300/3405] lr: 1.602e-02, eta: 1 day, 13:52:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 3.5199, loss: 3.5199 +2025-06-28 20:11:50,139 - pyskl - INFO - Epoch [62][1400/3405] lr: 1.601e-02, eta: 1 day, 13:51:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.4563, loss: 3.4563 +2025-06-28 20:12:34,581 - pyskl - INFO - Epoch [62][1500/3405] lr: 1.600e-02, eta: 1 day, 13:51:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 3.6540, loss: 3.6540 +2025-06-28 20:13:19,051 - pyskl - INFO - Epoch [62][1600/3405] lr: 1.600e-02, eta: 1 day, 13:50:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 3.6157, loss: 3.6157 +2025-06-28 20:14:03,534 - pyskl - INFO - Epoch [62][1700/3405] lr: 1.599e-02, eta: 1 day, 13:49:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 3.5159, loss: 3.5159 +2025-06-28 20:14:48,022 - pyskl - INFO - Epoch [62][1800/3405] lr: 1.598e-02, eta: 1 day, 13:48:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 3.5910, loss: 3.5910 +2025-06-28 20:15:32,516 - pyskl - INFO - Epoch [62][1900/3405] lr: 1.597e-02, eta: 1 day, 13:47:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 3.5531, loss: 3.5531 +2025-06-28 20:16:16,910 - pyskl - INFO - Epoch [62][2000/3405] lr: 1.597e-02, eta: 1 day, 13:47:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.5317, loss: 3.5317 +2025-06-28 20:17:01,286 - pyskl - INFO - Epoch [62][2100/3405] lr: 1.596e-02, eta: 1 day, 13:46:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.5003, loss: 3.5003 +2025-06-28 20:17:45,729 - pyskl - INFO - Epoch [62][2200/3405] lr: 1.595e-02, eta: 1 day, 13:45:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 3.6949, loss: 3.6949 +2025-06-28 20:18:30,314 - pyskl - INFO - Epoch [62][2300/3405] lr: 1.594e-02, eta: 1 day, 13:44:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.5341, loss: 3.5341 +2025-06-28 20:19:14,902 - pyskl - INFO - Epoch [62][2400/3405] lr: 1.594e-02, eta: 1 day, 13:44:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9800, loss_cls: 3.6503, loss: 3.6503 +2025-06-28 20:19:59,522 - pyskl - INFO - Epoch [62][2500/3405] lr: 1.593e-02, eta: 1 day, 13:43:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9781, loss_cls: 3.5969, loss: 3.5969 +2025-06-28 20:20:44,002 - pyskl - INFO - Epoch [62][2600/3405] lr: 1.592e-02, eta: 1 day, 13:42:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 3.5472, loss: 3.5472 +2025-06-28 20:21:28,542 - pyskl - INFO - Epoch [62][2700/3405] lr: 1.591e-02, eta: 1 day, 13:41:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.4302, loss: 3.4302 +2025-06-28 20:22:13,118 - pyskl - INFO - Epoch [62][2800/3405] lr: 1.591e-02, eta: 1 day, 13:41:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9675, loss_cls: 3.5945, loss: 3.5945 +2025-06-28 20:22:57,588 - pyskl - INFO - Epoch [62][2900/3405] lr: 1.590e-02, eta: 1 day, 13:40:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 3.4917, loss: 3.4917 +2025-06-28 20:23:41,930 - pyskl - INFO - Epoch [62][3000/3405] lr: 1.589e-02, eta: 1 day, 13:39:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 3.4549, loss: 3.4549 +2025-06-28 20:24:26,282 - pyskl - INFO - Epoch [62][3100/3405] lr: 1.588e-02, eta: 1 day, 13:38:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.5590, loss: 3.5590 +2025-06-28 20:25:10,784 - pyskl - INFO - Epoch [62][3200/3405] lr: 1.588e-02, eta: 1 day, 13:37:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 3.6709, loss: 3.6709 +2025-06-28 20:25:55,377 - pyskl - INFO - Epoch [62][3300/3405] lr: 1.587e-02, eta: 1 day, 13:37:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 3.5088, loss: 3.5088 +2025-06-28 20:26:39,962 - pyskl - INFO - Epoch [62][3400/3405] lr: 1.586e-02, eta: 1 day, 13:36:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 3.4613, loss: 3.4613 +2025-06-28 20:26:42,522 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-06-28 20:30:37,715 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 20:30:38,299 - pyskl - INFO - +top1_acc 0.7533 +top5_acc 0.9443 +2025-06-28 20:30:38,319 - pyskl - INFO - Epoch(val) [62][3718] top1_acc: 0.7533, top5_acc: 0.9443 +2025-06-28 20:31:45,338 - pyskl - INFO - Epoch [63][100/3405] lr: 1.585e-02, eta: 1 day, 13:36:06, time: 0.670, data_time: 0.226, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 3.3542, loss: 3.3542 +2025-06-28 20:32:29,898 - pyskl - INFO - Epoch [63][200/3405] lr: 1.585e-02, eta: 1 day, 13:35:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.5437, loss: 3.5437 +2025-06-28 20:33:14,467 - pyskl - INFO - Epoch [63][300/3405] lr: 1.584e-02, eta: 1 day, 13:34:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 3.4092, loss: 3.4092 +2025-06-28 20:33:58,914 - pyskl - INFO - Epoch [63][400/3405] lr: 1.583e-02, eta: 1 day, 13:33:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 3.4519, loss: 3.4519 +2025-06-28 20:34:43,538 - pyskl - INFO - Epoch [63][500/3405] lr: 1.582e-02, eta: 1 day, 13:33:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.3027, loss: 3.3027 +2025-06-28 20:35:28,322 - pyskl - INFO - Epoch [63][600/3405] lr: 1.582e-02, eta: 1 day, 13:32:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9663, loss_cls: 3.5737, loss: 3.5737 +2025-06-28 20:36:13,053 - pyskl - INFO - Epoch [63][700/3405] lr: 1.581e-02, eta: 1 day, 13:31:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9775, loss_cls: 3.6368, loss: 3.6368 +2025-06-28 20:36:57,467 - pyskl - INFO - Epoch [63][800/3405] lr: 1.580e-02, eta: 1 day, 13:30:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9769, loss_cls: 3.5248, loss: 3.5248 +2025-06-28 20:37:41,967 - pyskl - INFO - Epoch [63][900/3405] lr: 1.579e-02, eta: 1 day, 13:29:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 3.4560, loss: 3.4560 +2025-06-28 20:38:26,286 - pyskl - INFO - Epoch [63][1000/3405] lr: 1.579e-02, eta: 1 day, 13:29:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.3897, loss: 3.3897 +2025-06-28 20:39:10,706 - pyskl - INFO - Epoch [63][1100/3405] lr: 1.578e-02, eta: 1 day, 13:28:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 3.3955, loss: 3.3955 +2025-06-28 20:39:55,076 - pyskl - INFO - Epoch [63][1200/3405] lr: 1.577e-02, eta: 1 day, 13:27:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9794, loss_cls: 3.5454, loss: 3.5454 +2025-06-28 20:40:39,501 - pyskl - INFO - Epoch [63][1300/3405] lr: 1.577e-02, eta: 1 day, 13:26:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.4688, loss: 3.4688 +2025-06-28 20:41:23,897 - pyskl - INFO - Epoch [63][1400/3405] lr: 1.576e-02, eta: 1 day, 13:26:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 3.5832, loss: 3.5832 +2025-06-28 20:42:08,324 - pyskl - INFO - Epoch [63][1500/3405] lr: 1.575e-02, eta: 1 day, 13:25:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 3.5794, loss: 3.5794 +2025-06-28 20:42:52,803 - pyskl - INFO - Epoch [63][1600/3405] lr: 1.574e-02, eta: 1 day, 13:24:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 3.5817, loss: 3.5817 +2025-06-28 20:43:37,299 - pyskl - INFO - Epoch [63][1700/3405] lr: 1.574e-02, eta: 1 day, 13:23:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9738, loss_cls: 3.5899, loss: 3.5899 +2025-06-28 20:44:21,908 - pyskl - INFO - Epoch [63][1800/3405] lr: 1.573e-02, eta: 1 day, 13:23:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 3.4611, loss: 3.4611 +2025-06-28 20:45:06,367 - pyskl - INFO - Epoch [63][1900/3405] lr: 1.572e-02, eta: 1 day, 13:22:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.7208, loss: 3.7208 +2025-06-28 20:45:50,817 - pyskl - INFO - Epoch [63][2000/3405] lr: 1.571e-02, eta: 1 day, 13:21:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 3.5814, loss: 3.5814 +2025-06-28 20:46:35,367 - pyskl - INFO - Epoch [63][2100/3405] lr: 1.571e-02, eta: 1 day, 13:20:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9762, loss_cls: 3.5954, loss: 3.5954 +2025-06-28 20:47:19,887 - pyskl - INFO - Epoch [63][2200/3405] lr: 1.570e-02, eta: 1 day, 13:19:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 3.4679, loss: 3.4679 +2025-06-28 20:48:04,346 - pyskl - INFO - Epoch [63][2300/3405] lr: 1.569e-02, eta: 1 day, 13:19:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 3.6274, loss: 3.6274 +2025-06-28 20:48:48,853 - pyskl - INFO - Epoch [63][2400/3405] lr: 1.568e-02, eta: 1 day, 13:18:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 3.6186, loss: 3.6186 +2025-06-28 20:49:33,322 - pyskl - INFO - Epoch [63][2500/3405] lr: 1.568e-02, eta: 1 day, 13:17:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9675, loss_cls: 3.6326, loss: 3.6326 +2025-06-28 20:50:17,813 - pyskl - INFO - Epoch [63][2600/3405] lr: 1.567e-02, eta: 1 day, 13:16:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.6356, loss: 3.6356 +2025-06-28 20:51:02,316 - pyskl - INFO - Epoch [63][2700/3405] lr: 1.566e-02, eta: 1 day, 13:16:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9644, loss_cls: 3.7173, loss: 3.7173 +2025-06-28 20:51:46,884 - pyskl - INFO - Epoch [63][2800/3405] lr: 1.565e-02, eta: 1 day, 13:15:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9731, loss_cls: 3.5906, loss: 3.5906 +2025-06-28 20:52:31,375 - pyskl - INFO - Epoch [63][2900/3405] lr: 1.565e-02, eta: 1 day, 13:14:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.5237, loss: 3.5237 +2025-06-28 20:53:15,942 - pyskl - INFO - Epoch [63][3000/3405] lr: 1.564e-02, eta: 1 day, 13:13:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.4522, loss: 3.4522 +2025-06-28 20:54:00,517 - pyskl - INFO - Epoch [63][3100/3405] lr: 1.563e-02, eta: 1 day, 13:13:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 3.5538, loss: 3.5538 +2025-06-28 20:54:45,204 - pyskl - INFO - Epoch [63][3200/3405] lr: 1.562e-02, eta: 1 day, 13:12:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9825, loss_cls: 3.5122, loss: 3.5122 +2025-06-28 20:55:29,883 - pyskl - INFO - Epoch [63][3300/3405] lr: 1.562e-02, eta: 1 day, 13:11:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 3.5560, loss: 3.5560 +2025-06-28 20:56:14,470 - pyskl - INFO - Epoch [63][3400/3405] lr: 1.561e-02, eta: 1 day, 13:10:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.5659, loss: 3.5659 +2025-06-28 20:56:17,071 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-06-28 21:00:13,198 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 21:00:13,805 - pyskl - INFO - +top1_acc 0.7639 +top5_acc 0.9462 +2025-06-28 21:00:13,827 - pyskl - INFO - Epoch(val) [63][3718] top1_acc: 0.7639, top5_acc: 0.9462 +2025-06-28 21:01:21,408 - pyskl - INFO - Epoch [64][100/3405] lr: 1.560e-02, eta: 1 day, 13:10:25, time: 0.676, data_time: 0.229, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 3.5932, loss: 3.5932 +2025-06-28 21:02:05,830 - pyskl - INFO - Epoch [64][200/3405] lr: 1.559e-02, eta: 1 day, 13:09:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 3.4548, loss: 3.4548 +2025-06-28 21:02:50,342 - pyskl - INFO - Epoch [64][300/3405] lr: 1.559e-02, eta: 1 day, 13:08:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.5099, loss: 3.5099 +2025-06-28 21:03:35,173 - pyskl - INFO - Epoch [64][400/3405] lr: 1.558e-02, eta: 1 day, 13:08:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 3.3295, loss: 3.3295 +2025-06-28 21:04:19,933 - pyskl - INFO - Epoch [64][500/3405] lr: 1.557e-02, eta: 1 day, 13:07:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 3.5654, loss: 3.5654 +2025-06-28 21:05:04,518 - pyskl - INFO - Epoch [64][600/3405] lr: 1.556e-02, eta: 1 day, 13:06:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.4491, loss: 3.4491 +2025-06-28 21:05:49,072 - pyskl - INFO - Epoch [64][700/3405] lr: 1.556e-02, eta: 1 day, 13:05:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.3970, loss: 3.3970 +2025-06-28 21:06:33,651 - pyskl - INFO - Epoch [64][800/3405] lr: 1.555e-02, eta: 1 day, 13:05:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 3.4230, loss: 3.4230 +2025-06-28 21:07:18,314 - pyskl - INFO - Epoch [64][900/3405] lr: 1.554e-02, eta: 1 day, 13:04:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 3.5192, loss: 3.5192 +2025-06-28 21:08:02,789 - pyskl - INFO - Epoch [64][1000/3405] lr: 1.553e-02, eta: 1 day, 13:03:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 3.6564, loss: 3.6564 +2025-06-28 21:08:47,348 - pyskl - INFO - Epoch [64][1100/3405] lr: 1.553e-02, eta: 1 day, 13:02:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 3.4797, loss: 3.4797 +2025-06-28 21:09:31,918 - pyskl - INFO - Epoch [64][1200/3405] lr: 1.552e-02, eta: 1 day, 13:01:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 3.5598, loss: 3.5598 +2025-06-28 21:10:16,493 - pyskl - INFO - Epoch [64][1300/3405] lr: 1.551e-02, eta: 1 day, 13:01:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.5171, loss: 3.5171 +2025-06-28 21:11:01,061 - pyskl - INFO - Epoch [64][1400/3405] lr: 1.550e-02, eta: 1 day, 13:00:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.5054, loss: 3.5054 +2025-06-28 21:11:45,587 - pyskl - INFO - Epoch [64][1500/3405] lr: 1.550e-02, eta: 1 day, 12:59:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 3.4838, loss: 3.4838 +2025-06-28 21:12:30,114 - pyskl - INFO - Epoch [64][1600/3405] lr: 1.549e-02, eta: 1 day, 12:58:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9731, loss_cls: 3.4193, loss: 3.4193 +2025-06-28 21:13:14,677 - pyskl - INFO - Epoch [64][1700/3405] lr: 1.548e-02, eta: 1 day, 12:58:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 3.6327, loss: 3.6327 +2025-06-28 21:13:59,249 - pyskl - INFO - Epoch [64][1800/3405] lr: 1.547e-02, eta: 1 day, 12:57:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9719, loss_cls: 3.3629, loss: 3.3629 +2025-06-28 21:14:43,842 - pyskl - INFO - Epoch [64][1900/3405] lr: 1.547e-02, eta: 1 day, 12:56:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 3.5178, loss: 3.5178 +2025-06-28 21:15:28,365 - pyskl - INFO - Epoch [64][2000/3405] lr: 1.546e-02, eta: 1 day, 12:55:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9625, loss_cls: 3.6537, loss: 3.6537 +2025-06-28 21:16:12,875 - pyskl - INFO - Epoch [64][2100/3405] lr: 1.545e-02, eta: 1 day, 12:55:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9744, loss_cls: 3.6481, loss: 3.6481 +2025-06-28 21:16:57,475 - pyskl - INFO - Epoch [64][2200/3405] lr: 1.544e-02, eta: 1 day, 12:54:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.3593, loss: 3.3593 +2025-06-28 21:17:42,123 - pyskl - INFO - Epoch [64][2300/3405] lr: 1.544e-02, eta: 1 day, 12:53:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9663, loss_cls: 3.5460, loss: 3.5460 +2025-06-28 21:18:26,746 - pyskl - INFO - Epoch [64][2400/3405] lr: 1.543e-02, eta: 1 day, 12:52:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 3.2952, loss: 3.2952 +2025-06-28 21:19:11,522 - pyskl - INFO - Epoch [64][2500/3405] lr: 1.542e-02, eta: 1 day, 12:52:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 3.5194, loss: 3.5194 +2025-06-28 21:19:56,139 - pyskl - INFO - Epoch [64][2600/3405] lr: 1.541e-02, eta: 1 day, 12:51:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9775, loss_cls: 3.5987, loss: 3.5987 +2025-06-28 21:20:40,776 - pyskl - INFO - Epoch [64][2700/3405] lr: 1.541e-02, eta: 1 day, 12:50:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 3.5824, loss: 3.5824 +2025-06-28 21:21:25,569 - pyskl - INFO - Epoch [64][2800/3405] lr: 1.540e-02, eta: 1 day, 12:49:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 3.5021, loss: 3.5021 +2025-06-28 21:22:10,283 - pyskl - INFO - Epoch [64][2900/3405] lr: 1.539e-02, eta: 1 day, 12:48:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.4547, loss: 3.4547 +2025-06-28 21:22:55,046 - pyskl - INFO - Epoch [64][3000/3405] lr: 1.538e-02, eta: 1 day, 12:48:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 3.4727, loss: 3.4727 +2025-06-28 21:23:39,658 - pyskl - INFO - Epoch [64][3100/3405] lr: 1.538e-02, eta: 1 day, 12:47:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 3.4849, loss: 3.4849 +2025-06-28 21:24:24,240 - pyskl - INFO - Epoch [64][3200/3405] lr: 1.537e-02, eta: 1 day, 12:46:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 3.5287, loss: 3.5287 +2025-06-28 21:25:08,839 - pyskl - INFO - Epoch [64][3300/3405] lr: 1.536e-02, eta: 1 day, 12:45:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 3.5116, loss: 3.5116 +2025-06-28 21:25:53,388 - pyskl - INFO - Epoch [64][3400/3405] lr: 1.535e-02, eta: 1 day, 12:45:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 3.4656, loss: 3.4656 +2025-06-28 21:25:55,979 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-06-28 21:29:51,876 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 21:29:52,425 - pyskl - INFO - +top1_acc 0.7735 +top5_acc 0.9498 +2025-06-28 21:29:52,446 - pyskl - INFO - Epoch(val) [64][3718] top1_acc: 0.7735, top5_acc: 0.9498 +2025-06-28 21:31:00,177 - pyskl - INFO - Epoch [65][100/3405] lr: 1.535e-02, eta: 1 day, 12:44:47, time: 0.677, data_time: 0.231, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 3.4540, loss: 3.4540 +2025-06-28 21:31:44,731 - pyskl - INFO - Epoch [65][200/3405] lr: 1.534e-02, eta: 1 day, 12:44:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 3.5145, loss: 3.5145 +2025-06-28 21:32:29,358 - pyskl - INFO - Epoch [65][300/3405] lr: 1.533e-02, eta: 1 day, 12:43:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 3.4218, loss: 3.4218 +2025-06-28 21:33:13,927 - pyskl - INFO - Epoch [65][400/3405] lr: 1.532e-02, eta: 1 day, 12:42:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 3.5463, loss: 3.5463 +2025-06-28 21:33:58,449 - pyskl - INFO - Epoch [65][500/3405] lr: 1.532e-02, eta: 1 day, 12:41:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 3.4610, loss: 3.4610 +2025-06-28 21:34:43,146 - pyskl - INFO - Epoch [65][600/3405] lr: 1.531e-02, eta: 1 day, 12:40:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 3.4780, loss: 3.4780 +2025-06-28 21:35:27,875 - pyskl - INFO - Epoch [65][700/3405] lr: 1.530e-02, eta: 1 day, 12:40:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 3.4593, loss: 3.4593 +2025-06-28 21:36:12,534 - pyskl - INFO - Epoch [65][800/3405] lr: 1.529e-02, eta: 1 day, 12:39:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 3.4406, loss: 3.4406 +2025-06-28 21:36:57,259 - pyskl - INFO - Epoch [65][900/3405] lr: 1.529e-02, eta: 1 day, 12:38:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 3.5582, loss: 3.5582 +2025-06-28 21:37:41,835 - pyskl - INFO - Epoch [65][1000/3405] lr: 1.528e-02, eta: 1 day, 12:37:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 3.4638, loss: 3.4638 +2025-06-28 21:38:26,386 - pyskl - INFO - Epoch [65][1100/3405] lr: 1.527e-02, eta: 1 day, 12:37:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 3.4633, loss: 3.4633 +2025-06-28 21:39:10,936 - pyskl - INFO - Epoch [65][1200/3405] lr: 1.526e-02, eta: 1 day, 12:36:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 3.3454, loss: 3.3454 +2025-06-28 21:39:55,421 - pyskl - INFO - Epoch [65][1300/3405] lr: 1.526e-02, eta: 1 day, 12:35:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 3.5643, loss: 3.5643 +2025-06-28 21:40:39,967 - pyskl - INFO - Epoch [65][1400/3405] lr: 1.525e-02, eta: 1 day, 12:34:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 3.3781, loss: 3.3781 +2025-06-28 21:41:24,432 - pyskl - INFO - Epoch [65][1500/3405] lr: 1.524e-02, eta: 1 day, 12:34:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 3.4787, loss: 3.4787 +2025-06-28 21:42:08,945 - pyskl - INFO - Epoch [65][1600/3405] lr: 1.523e-02, eta: 1 day, 12:33:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9806, loss_cls: 3.4084, loss: 3.4084 +2025-06-28 21:42:53,513 - pyskl - INFO - Epoch [65][1700/3405] lr: 1.523e-02, eta: 1 day, 12:32:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.3044, loss: 3.3044 +2025-06-28 21:43:38,001 - pyskl - INFO - Epoch [65][1800/3405] lr: 1.522e-02, eta: 1 day, 12:31:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 3.4047, loss: 3.4047 +2025-06-28 21:44:22,605 - pyskl - INFO - Epoch [65][1900/3405] lr: 1.521e-02, eta: 1 day, 12:30:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9781, loss_cls: 3.5999, loss: 3.5999 +2025-06-28 21:45:07,132 - pyskl - INFO - Epoch [65][2000/3405] lr: 1.520e-02, eta: 1 day, 12:30:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9775, loss_cls: 3.4247, loss: 3.4247 +2025-06-28 21:45:51,625 - pyskl - INFO - Epoch [65][2100/3405] lr: 1.520e-02, eta: 1 day, 12:29:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9756, loss_cls: 3.6018, loss: 3.6018 +2025-06-28 21:46:36,452 - pyskl - INFO - Epoch [65][2200/3405] lr: 1.519e-02, eta: 1 day, 12:28:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 3.6248, loss: 3.6248 +2025-06-28 21:47:21,210 - pyskl - INFO - Epoch [65][2300/3405] lr: 1.518e-02, eta: 1 day, 12:27:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 3.4465, loss: 3.4465 +2025-06-28 21:48:05,876 - pyskl - INFO - Epoch [65][2400/3405] lr: 1.517e-02, eta: 1 day, 12:27:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.3982, loss: 3.3982 +2025-06-28 21:48:50,587 - pyskl - INFO - Epoch [65][2500/3405] lr: 1.517e-02, eta: 1 day, 12:26:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.6437, loss: 3.6437 +2025-06-28 21:49:35,112 - pyskl - INFO - Epoch [65][2600/3405] lr: 1.516e-02, eta: 1 day, 12:25:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 3.5361, loss: 3.5361 +2025-06-28 21:50:19,693 - pyskl - INFO - Epoch [65][2700/3405] lr: 1.515e-02, eta: 1 day, 12:24:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 3.5623, loss: 3.5623 +2025-06-28 21:51:04,209 - pyskl - INFO - Epoch [65][2800/3405] lr: 1.514e-02, eta: 1 day, 12:24:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 3.5182, loss: 3.5182 +2025-06-28 21:51:48,706 - pyskl - INFO - Epoch [65][2900/3405] lr: 1.514e-02, eta: 1 day, 12:23:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 3.5260, loss: 3.5260 +2025-06-28 21:52:33,170 - pyskl - INFO - Epoch [65][3000/3405] lr: 1.513e-02, eta: 1 day, 12:22:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 3.5621, loss: 3.5621 +2025-06-28 21:53:17,690 - pyskl - INFO - Epoch [65][3100/3405] lr: 1.512e-02, eta: 1 day, 12:21:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9775, loss_cls: 3.5105, loss: 3.5105 +2025-06-28 21:54:02,241 - pyskl - INFO - Epoch [65][3200/3405] lr: 1.511e-02, eta: 1 day, 12:21:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 3.2889, loss: 3.2889 +2025-06-28 21:54:46,882 - pyskl - INFO - Epoch [65][3300/3405] lr: 1.511e-02, eta: 1 day, 12:20:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 3.4880, loss: 3.4880 +2025-06-28 21:55:31,209 - pyskl - INFO - Epoch [65][3400/3405] lr: 1.510e-02, eta: 1 day, 12:19:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.5257, loss: 3.5257 +2025-06-28 21:55:33,819 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-06-28 22:14:40,138 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 22:14:40,684 - pyskl - INFO - +top1_acc 0.7733 +top5_acc 0.9456 +2025-06-28 22:14:40,706 - pyskl - INFO - Epoch(val) [65][3718] top1_acc: 0.7733, top5_acc: 0.9456 +2025-06-28 22:15:48,667 - pyskl - INFO - Epoch [66][100/3405] lr: 1.509e-02, eta: 1 day, 12:19:09, time: 0.680, data_time: 0.233, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 3.5050, loss: 3.5050 +2025-06-28 22:16:33,071 - pyskl - INFO - Epoch [66][200/3405] lr: 1.508e-02, eta: 1 day, 12:18:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 3.3108, loss: 3.3108 +2025-06-28 22:17:17,564 - pyskl - INFO - Epoch [66][300/3405] lr: 1.508e-02, eta: 1 day, 12:17:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 3.4480, loss: 3.4480 +2025-06-28 22:18:02,028 - pyskl - INFO - Epoch [66][400/3405] lr: 1.507e-02, eta: 1 day, 12:16:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 3.2516, loss: 3.2516 +2025-06-28 22:18:46,609 - pyskl - INFO - Epoch [66][500/3405] lr: 1.506e-02, eta: 1 day, 12:16:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9788, loss_cls: 3.4799, loss: 3.4799 +2025-06-28 22:19:31,163 - pyskl - INFO - Epoch [66][600/3405] lr: 1.505e-02, eta: 1 day, 12:15:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.5123, loss: 3.5123 +2025-06-28 22:20:15,843 - pyskl - INFO - Epoch [66][700/3405] lr: 1.505e-02, eta: 1 day, 12:14:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 3.4421, loss: 3.4421 +2025-06-28 22:21:00,613 - pyskl - INFO - Epoch [66][800/3405] lr: 1.504e-02, eta: 1 day, 12:13:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9800, loss_cls: 3.5538, loss: 3.5538 +2025-06-28 22:21:45,286 - pyskl - INFO - Epoch [66][900/3405] lr: 1.503e-02, eta: 1 day, 12:13:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 3.6116, loss: 3.6116 +2025-06-28 22:22:29,798 - pyskl - INFO - Epoch [66][1000/3405] lr: 1.502e-02, eta: 1 day, 12:12:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.4476, loss: 3.4476 +2025-06-28 22:23:14,248 - pyskl - INFO - Epoch [66][1100/3405] lr: 1.502e-02, eta: 1 day, 12:11:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 3.5586, loss: 3.5586 +2025-06-28 22:23:58,754 - pyskl - INFO - Epoch [66][1200/3405] lr: 1.501e-02, eta: 1 day, 12:10:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 3.5665, loss: 3.5665 +2025-06-28 22:24:43,217 - pyskl - INFO - Epoch [66][1300/3405] lr: 1.500e-02, eta: 1 day, 12:09:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 3.4447, loss: 3.4447 +2025-06-28 22:25:27,685 - pyskl - INFO - Epoch [66][1400/3405] lr: 1.499e-02, eta: 1 day, 12:09:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.4598, loss: 3.4598 +2025-06-28 22:26:12,161 - pyskl - INFO - Epoch [66][1500/3405] lr: 1.499e-02, eta: 1 day, 12:08:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 3.4875, loss: 3.4875 +2025-06-28 22:26:56,578 - pyskl - INFO - Epoch [66][1600/3405] lr: 1.498e-02, eta: 1 day, 12:07:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.4835, loss: 3.4835 +2025-06-28 22:27:41,059 - pyskl - INFO - Epoch [66][1700/3405] lr: 1.497e-02, eta: 1 day, 12:06:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 3.4199, loss: 3.4199 +2025-06-28 22:28:25,543 - pyskl - INFO - Epoch [66][1800/3405] lr: 1.496e-02, eta: 1 day, 12:06:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 3.5757, loss: 3.5757 +2025-06-28 22:29:10,001 - pyskl - INFO - Epoch [66][1900/3405] lr: 1.496e-02, eta: 1 day, 12:05:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9725, loss_cls: 3.2535, loss: 3.2535 +2025-06-28 22:29:54,489 - pyskl - INFO - Epoch [66][2000/3405] lr: 1.495e-02, eta: 1 day, 12:04:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9794, loss_cls: 3.4510, loss: 3.4510 +2025-06-28 22:30:39,052 - pyskl - INFO - Epoch [66][2100/3405] lr: 1.494e-02, eta: 1 day, 12:03:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 3.5185, loss: 3.5185 +2025-06-28 22:31:23,455 - pyskl - INFO - Epoch [66][2200/3405] lr: 1.493e-02, eta: 1 day, 12:03:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 3.3525, loss: 3.3525 +2025-06-28 22:32:07,872 - pyskl - INFO - Epoch [66][2300/3405] lr: 1.493e-02, eta: 1 day, 12:02:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 3.5031, loss: 3.5031 +2025-06-28 22:32:52,400 - pyskl - INFO - Epoch [66][2400/3405] lr: 1.492e-02, eta: 1 day, 12:01:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.4072, loss: 3.4072 +2025-06-28 22:33:36,856 - pyskl - INFO - Epoch [66][2500/3405] lr: 1.491e-02, eta: 1 day, 12:00:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9725, loss_cls: 3.5743, loss: 3.5743 +2025-06-28 22:34:21,306 - pyskl - INFO - Epoch [66][2600/3405] lr: 1.490e-02, eta: 1 day, 11:59:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9650, loss_cls: 3.4843, loss: 3.4843 +2025-06-28 22:35:05,928 - pyskl - INFO - Epoch [66][2700/3405] lr: 1.490e-02, eta: 1 day, 11:59:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.4401, loss: 3.4401 +2025-06-28 22:35:50,506 - pyskl - INFO - Epoch [66][2800/3405] lr: 1.489e-02, eta: 1 day, 11:58:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 3.6781, loss: 3.6781 +2025-06-28 22:36:35,050 - pyskl - INFO - Epoch [66][2900/3405] lr: 1.488e-02, eta: 1 day, 11:57:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 3.3760, loss: 3.3760 +2025-06-28 22:37:19,552 - pyskl - INFO - Epoch [66][3000/3405] lr: 1.487e-02, eta: 1 day, 11:56:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 3.5124, loss: 3.5124 +2025-06-28 22:38:04,034 - pyskl - INFO - Epoch [66][3100/3405] lr: 1.487e-02, eta: 1 day, 11:56:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9819, loss_cls: 3.4387, loss: 3.4387 +2025-06-28 22:38:48,469 - pyskl - INFO - Epoch [66][3200/3405] lr: 1.486e-02, eta: 1 day, 11:55:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 3.5440, loss: 3.5440 +2025-06-28 22:39:32,932 - pyskl - INFO - Epoch [66][3300/3405] lr: 1.485e-02, eta: 1 day, 11:54:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.5298, loss: 3.5298 +2025-06-28 22:40:17,329 - pyskl - INFO - Epoch [66][3400/3405] lr: 1.484e-02, eta: 1 day, 11:53:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9850, loss_cls: 3.3025, loss: 3.3025 +2025-06-28 22:40:20,000 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-06-28 22:44:15,706 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 22:44:16,270 - pyskl - INFO - +top1_acc 0.7471 +top5_acc 0.9467 +2025-06-28 22:44:16,292 - pyskl - INFO - Epoch(val) [66][3718] top1_acc: 0.7471, top5_acc: 0.9467 +2025-06-28 22:45:24,320 - pyskl - INFO - Epoch [67][100/3405] lr: 1.483e-02, eta: 1 day, 11:53:27, time: 0.680, data_time: 0.234, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 3.4489, loss: 3.4489 +2025-06-28 22:46:08,892 - pyskl - INFO - Epoch [67][200/3405] lr: 1.483e-02, eta: 1 day, 11:52:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.4134, loss: 3.4134 +2025-06-28 22:46:53,350 - pyskl - INFO - Epoch [67][300/3405] lr: 1.482e-02, eta: 1 day, 11:51:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 3.4632, loss: 3.4632 +2025-06-28 22:47:37,812 - pyskl - INFO - Epoch [67][400/3405] lr: 1.481e-02, eta: 1 day, 11:51:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 3.4638, loss: 3.4638 +2025-06-28 22:48:22,363 - pyskl - INFO - Epoch [67][500/3405] lr: 1.480e-02, eta: 1 day, 11:50:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 3.4137, loss: 3.4137 +2025-06-28 22:49:06,819 - pyskl - INFO - Epoch [67][600/3405] lr: 1.480e-02, eta: 1 day, 11:49:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 3.4109, loss: 3.4109 +2025-06-28 22:49:51,411 - pyskl - INFO - Epoch [67][700/3405] lr: 1.479e-02, eta: 1 day, 11:48:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 3.4526, loss: 3.4526 +2025-06-28 22:50:36,027 - pyskl - INFO - Epoch [67][800/3405] lr: 1.478e-02, eta: 1 day, 11:48:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.4944, loss: 3.4944 +2025-06-28 22:51:20,526 - pyskl - INFO - Epoch [67][900/3405] lr: 1.477e-02, eta: 1 day, 11:47:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9794, loss_cls: 3.3890, loss: 3.3890 +2025-06-28 22:52:05,349 - pyskl - INFO - Epoch [67][1000/3405] lr: 1.477e-02, eta: 1 day, 11:46:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.5218, loss: 3.5218 +2025-06-28 22:52:49,680 - pyskl - INFO - Epoch [67][1100/3405] lr: 1.476e-02, eta: 1 day, 11:45:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 3.5235, loss: 3.5235 +2025-06-28 22:53:34,056 - pyskl - INFO - Epoch [67][1200/3405] lr: 1.475e-02, eta: 1 day, 11:45:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 3.5192, loss: 3.5192 +2025-06-28 22:54:18,518 - pyskl - INFO - Epoch [67][1300/3405] lr: 1.474e-02, eta: 1 day, 11:44:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9800, loss_cls: 3.4821, loss: 3.4821 +2025-06-28 22:55:02,906 - pyskl - INFO - Epoch [67][1400/3405] lr: 1.474e-02, eta: 1 day, 11:43:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 3.5441, loss: 3.5441 +2025-06-28 22:55:47,331 - pyskl - INFO - Epoch [67][1500/3405] lr: 1.473e-02, eta: 1 day, 11:42:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 3.5699, loss: 3.5699 +2025-06-28 22:56:31,657 - pyskl - INFO - Epoch [67][1600/3405] lr: 1.472e-02, eta: 1 day, 11:41:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 3.4713, loss: 3.4713 +2025-06-28 22:57:16,101 - pyskl - INFO - Epoch [67][1700/3405] lr: 1.471e-02, eta: 1 day, 11:41:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 3.3660, loss: 3.3660 +2025-06-28 22:58:00,512 - pyskl - INFO - Epoch [67][1800/3405] lr: 1.471e-02, eta: 1 day, 11:40:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.3822, loss: 3.3822 +2025-06-28 22:58:44,919 - pyskl - INFO - Epoch [67][1900/3405] lr: 1.470e-02, eta: 1 day, 11:39:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 3.4371, loss: 3.4371 +2025-06-28 22:59:29,541 - pyskl - INFO - Epoch [67][2000/3405] lr: 1.469e-02, eta: 1 day, 11:38:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.4668, loss: 3.4668 +2025-06-28 23:00:14,165 - pyskl - INFO - Epoch [67][2100/3405] lr: 1.468e-02, eta: 1 day, 11:38:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 3.5069, loss: 3.5069 +2025-06-28 23:00:58,643 - pyskl - INFO - Epoch [67][2200/3405] lr: 1.468e-02, eta: 1 day, 11:37:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 3.5219, loss: 3.5219 +2025-06-28 23:01:43,273 - pyskl - INFO - Epoch [67][2300/3405] lr: 1.467e-02, eta: 1 day, 11:36:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.3111, loss: 3.3111 +2025-06-28 23:02:27,809 - pyskl - INFO - Epoch [67][2400/3405] lr: 1.466e-02, eta: 1 day, 11:35:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 3.4697, loss: 3.4697 +2025-06-28 23:03:12,445 - pyskl - INFO - Epoch [67][2500/3405] lr: 1.465e-02, eta: 1 day, 11:35:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 3.6061, loss: 3.6061 +2025-06-28 23:03:56,940 - pyskl - INFO - Epoch [67][2600/3405] lr: 1.465e-02, eta: 1 day, 11:34:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9800, loss_cls: 3.4800, loss: 3.4800 +2025-06-28 23:04:41,385 - pyskl - INFO - Epoch [67][2700/3405] lr: 1.464e-02, eta: 1 day, 11:33:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 3.3913, loss: 3.3913 +2025-06-28 23:05:25,905 - pyskl - INFO - Epoch [67][2800/3405] lr: 1.463e-02, eta: 1 day, 11:32:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9750, loss_cls: 3.5805, loss: 3.5805 +2025-06-28 23:06:10,474 - pyskl - INFO - Epoch [67][2900/3405] lr: 1.462e-02, eta: 1 day, 11:31:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.4706, loss: 3.4706 +2025-06-28 23:06:54,972 - pyskl - INFO - Epoch [67][3000/3405] lr: 1.462e-02, eta: 1 day, 11:31:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 3.4721, loss: 3.4721 +2025-06-28 23:07:39,466 - pyskl - INFO - Epoch [67][3100/3405] lr: 1.461e-02, eta: 1 day, 11:30:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 3.3841, loss: 3.3841 +2025-06-28 23:08:24,075 - pyskl - INFO - Epoch [67][3200/3405] lr: 1.460e-02, eta: 1 day, 11:29:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.4775, loss: 3.4775 +2025-06-28 23:09:08,555 - pyskl - INFO - Epoch [67][3300/3405] lr: 1.459e-02, eta: 1 day, 11:28:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.4772, loss: 3.4772 +2025-06-28 23:09:53,071 - pyskl - INFO - Epoch [67][3400/3405] lr: 1.459e-02, eta: 1 day, 11:28:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 3.4092, loss: 3.4092 +2025-06-28 23:09:55,645 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-06-28 23:13:52,309 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 23:13:52,982 - pyskl - INFO - +top1_acc 0.7616 +top5_acc 0.9449 +2025-06-28 23:13:53,005 - pyskl - INFO - Epoch(val) [67][3718] top1_acc: 0.7616, top5_acc: 0.9449 +2025-06-28 23:15:02,770 - pyskl - INFO - Epoch [68][100/3405] lr: 1.458e-02, eta: 1 day, 11:27:48, time: 0.698, data_time: 0.248, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 3.2518, loss: 3.2518 +2025-06-28 23:15:47,251 - pyskl - INFO - Epoch [68][200/3405] lr: 1.457e-02, eta: 1 day, 11:27:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 3.3756, loss: 3.3756 +2025-06-28 23:16:31,921 - pyskl - INFO - Epoch [68][300/3405] lr: 1.456e-02, eta: 1 day, 11:26:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.4717, loss: 3.4717 +2025-06-28 23:17:16,467 - pyskl - INFO - Epoch [68][400/3405] lr: 1.455e-02, eta: 1 day, 11:25:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9825, loss_cls: 3.4133, loss: 3.4133 +2025-06-28 23:18:01,129 - pyskl - INFO - Epoch [68][500/3405] lr: 1.455e-02, eta: 1 day, 11:24:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 3.4068, loss: 3.4068 +2025-06-28 23:18:45,725 - pyskl - INFO - Epoch [68][600/3405] lr: 1.454e-02, eta: 1 day, 11:23:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9700, loss_cls: 3.4893, loss: 3.4893 +2025-06-28 23:19:30,266 - pyskl - INFO - Epoch [68][700/3405] lr: 1.453e-02, eta: 1 day, 11:23:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 3.3988, loss: 3.3988 +2025-06-28 23:20:14,762 - pyskl - INFO - Epoch [68][800/3405] lr: 1.452e-02, eta: 1 day, 11:22:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 3.4463, loss: 3.4463 +2025-06-28 23:20:59,383 - pyskl - INFO - Epoch [68][900/3405] lr: 1.452e-02, eta: 1 day, 11:21:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 3.3404, loss: 3.3404 +2025-06-28 23:21:44,024 - pyskl - INFO - Epoch [68][1000/3405] lr: 1.451e-02, eta: 1 day, 11:20:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.4212, loss: 3.4212 +2025-06-28 23:22:28,670 - pyskl - INFO - Epoch [68][1100/3405] lr: 1.450e-02, eta: 1 day, 11:20:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 3.3375, loss: 3.3375 +2025-06-28 23:23:13,410 - pyskl - INFO - Epoch [68][1200/3405] lr: 1.449e-02, eta: 1 day, 11:19:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9769, loss_cls: 3.5095, loss: 3.5095 +2025-06-28 23:23:57,997 - pyskl - INFO - Epoch [68][1300/3405] lr: 1.449e-02, eta: 1 day, 11:18:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.4947, loss: 3.4947 +2025-06-28 23:24:42,569 - pyskl - INFO - Epoch [68][1400/3405] lr: 1.448e-02, eta: 1 day, 11:17:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 3.4800, loss: 3.4800 +2025-06-28 23:25:27,198 - pyskl - INFO - Epoch [68][1500/3405] lr: 1.447e-02, eta: 1 day, 11:17:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 3.5108, loss: 3.5108 +2025-06-28 23:26:11,734 - pyskl - INFO - Epoch [68][1600/3405] lr: 1.446e-02, eta: 1 day, 11:16:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 3.4180, loss: 3.4180 +2025-06-28 23:26:56,331 - pyskl - INFO - Epoch [68][1700/3405] lr: 1.446e-02, eta: 1 day, 11:15:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 3.3927, loss: 3.3927 +2025-06-28 23:27:40,905 - pyskl - INFO - Epoch [68][1800/3405] lr: 1.445e-02, eta: 1 day, 11:14:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 3.4708, loss: 3.4708 +2025-06-28 23:28:25,364 - pyskl - INFO - Epoch [68][1900/3405] lr: 1.444e-02, eta: 1 day, 11:14:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9812, loss_cls: 3.4576, loss: 3.4576 +2025-06-28 23:29:09,872 - pyskl - INFO - Epoch [68][2000/3405] lr: 1.443e-02, eta: 1 day, 11:13:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 3.4734, loss: 3.4734 +2025-06-28 23:29:54,562 - pyskl - INFO - Epoch [68][2100/3405] lr: 1.443e-02, eta: 1 day, 11:12:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.4680, loss: 3.4680 +2025-06-28 23:30:39,175 - pyskl - INFO - Epoch [68][2200/3405] lr: 1.442e-02, eta: 1 day, 11:11:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 3.5301, loss: 3.5301 +2025-06-28 23:31:23,711 - pyskl - INFO - Epoch [68][2300/3405] lr: 1.441e-02, eta: 1 day, 11:10:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.5235, loss: 3.5235 +2025-06-28 23:32:08,291 - pyskl - INFO - Epoch [68][2400/3405] lr: 1.440e-02, eta: 1 day, 11:10:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 3.4485, loss: 3.4485 +2025-06-28 23:32:52,920 - pyskl - INFO - Epoch [68][2500/3405] lr: 1.439e-02, eta: 1 day, 11:09:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 3.4846, loss: 3.4846 +2025-06-28 23:33:37,475 - pyskl - INFO - Epoch [68][2600/3405] lr: 1.439e-02, eta: 1 day, 11:08:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.4238, loss: 3.4238 +2025-06-28 23:34:22,222 - pyskl - INFO - Epoch [68][2700/3405] lr: 1.438e-02, eta: 1 day, 11:07:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9775, loss_cls: 3.4647, loss: 3.4647 +2025-06-28 23:35:06,974 - pyskl - INFO - Epoch [68][2800/3405] lr: 1.437e-02, eta: 1 day, 11:07:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 3.4928, loss: 3.4928 +2025-06-28 23:35:51,622 - pyskl - INFO - Epoch [68][2900/3405] lr: 1.436e-02, eta: 1 day, 11:06:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 3.5053, loss: 3.5053 +2025-06-28 23:36:36,336 - pyskl - INFO - Epoch [68][3000/3405] lr: 1.436e-02, eta: 1 day, 11:05:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 3.4712, loss: 3.4712 +2025-06-28 23:37:20,838 - pyskl - INFO - Epoch [68][3100/3405] lr: 1.435e-02, eta: 1 day, 11:04:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.3993, loss: 3.3993 +2025-06-28 23:38:05,401 - pyskl - INFO - Epoch [68][3200/3405] lr: 1.434e-02, eta: 1 day, 11:04:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9725, loss_cls: 3.2892, loss: 3.2892 +2025-06-28 23:38:49,916 - pyskl - INFO - Epoch [68][3300/3405] lr: 1.433e-02, eta: 1 day, 11:03:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 3.3902, loss: 3.3902 +2025-06-28 23:39:34,412 - pyskl - INFO - Epoch [68][3400/3405] lr: 1.433e-02, eta: 1 day, 11:02:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9775, loss_cls: 3.5456, loss: 3.5456 +2025-06-28 23:39:37,075 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-06-28 23:43:33,881 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 23:43:34,824 - pyskl - INFO - +top1_acc 0.7960 +top5_acc 0.9589 +2025-06-28 23:43:34,887 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_48.pth was removed +2025-06-28 23:43:35,979 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. +2025-06-28 23:43:35,980 - pyskl - INFO - Best top1_acc is 0.7960 at 68 epoch. +2025-06-28 23:43:36,010 - pyskl - INFO - Epoch(val) [68][3718] top1_acc: 0.7960, top5_acc: 0.9589 +2025-06-28 23:44:44,348 - pyskl - INFO - Epoch [69][100/3405] lr: 1.432e-02, eta: 1 day, 11:02:11, time: 0.683, data_time: 0.236, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 3.3572, loss: 3.3572 +2025-06-28 23:45:29,109 - pyskl - INFO - Epoch [69][200/3405] lr: 1.431e-02, eta: 1 day, 11:01:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9850, loss_cls: 3.2718, loss: 3.2718 +2025-06-28 23:46:13,822 - pyskl - INFO - Epoch [69][300/3405] lr: 1.430e-02, eta: 1 day, 11:00:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 3.3762, loss: 3.3762 +2025-06-28 23:46:58,398 - pyskl - INFO - Epoch [69][400/3405] lr: 1.430e-02, eta: 1 day, 10:59:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 3.3451, loss: 3.3451 +2025-06-28 23:47:42,984 - pyskl - INFO - Epoch [69][500/3405] lr: 1.429e-02, eta: 1 day, 10:59:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 3.3523, loss: 3.3523 +2025-06-28 23:48:27,554 - pyskl - INFO - Epoch [69][600/3405] lr: 1.428e-02, eta: 1 day, 10:58:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9819, loss_cls: 3.3546, loss: 3.3546 +2025-06-28 23:49:12,118 - pyskl - INFO - Epoch [69][700/3405] lr: 1.427e-02, eta: 1 day, 10:57:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 3.3551, loss: 3.3551 +2025-06-28 23:49:56,739 - pyskl - INFO - Epoch [69][800/3405] lr: 1.427e-02, eta: 1 day, 10:56:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9812, loss_cls: 3.4713, loss: 3.4713 +2025-06-28 23:50:41,263 - pyskl - INFO - Epoch [69][900/3405] lr: 1.426e-02, eta: 1 day, 10:56:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 3.3388, loss: 3.3388 +2025-06-28 23:51:25,802 - pyskl - INFO - Epoch [69][1000/3405] lr: 1.425e-02, eta: 1 day, 10:55:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 3.3156, loss: 3.3156 +2025-06-28 23:52:10,287 - pyskl - INFO - Epoch [69][1100/3405] lr: 1.424e-02, eta: 1 day, 10:54:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9738, loss_cls: 3.3752, loss: 3.3752 +2025-06-28 23:52:54,924 - pyskl - INFO - Epoch [69][1200/3405] lr: 1.423e-02, eta: 1 day, 10:53:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 3.3026, loss: 3.3026 +2025-06-28 23:53:39,521 - pyskl - INFO - Epoch [69][1300/3405] lr: 1.423e-02, eta: 1 day, 10:53:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 3.6633, loss: 3.6633 +2025-06-28 23:54:23,963 - pyskl - INFO - Epoch [69][1400/3405] lr: 1.422e-02, eta: 1 day, 10:52:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.5345, loss: 3.5345 +2025-06-28 23:55:08,757 - pyskl - INFO - Epoch [69][1500/3405] lr: 1.421e-02, eta: 1 day, 10:51:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 3.4323, loss: 3.4323 +2025-06-28 23:55:53,405 - pyskl - INFO - Epoch [69][1600/3405] lr: 1.420e-02, eta: 1 day, 10:50:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.5165, loss: 3.5165 +2025-06-28 23:56:37,851 - pyskl - INFO - Epoch [69][1700/3405] lr: 1.420e-02, eta: 1 day, 10:49:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 3.4703, loss: 3.4703 +2025-06-28 23:57:22,283 - pyskl - INFO - Epoch [69][1800/3405] lr: 1.419e-02, eta: 1 day, 10:49:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9769, loss_cls: 3.5825, loss: 3.5825 +2025-06-28 23:58:06,806 - pyskl - INFO - Epoch [69][1900/3405] lr: 1.418e-02, eta: 1 day, 10:48:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 3.3794, loss: 3.3794 +2025-06-28 23:58:51,175 - pyskl - INFO - Epoch [69][2000/3405] lr: 1.417e-02, eta: 1 day, 10:47:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9844, loss_cls: 3.3917, loss: 3.3917 +2025-06-28 23:59:35,622 - pyskl - INFO - Epoch [69][2100/3405] lr: 1.417e-02, eta: 1 day, 10:46:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 3.3275, loss: 3.3275 +2025-06-29 00:00:20,014 - pyskl - INFO - Epoch [69][2200/3405] lr: 1.416e-02, eta: 1 day, 10:46:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.5052, loss: 3.5052 +2025-06-29 00:01:04,481 - pyskl - INFO - Epoch [69][2300/3405] lr: 1.415e-02, eta: 1 day, 10:45:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 3.4183, loss: 3.4183 +2025-06-29 00:01:48,822 - pyskl - INFO - Epoch [69][2400/3405] lr: 1.414e-02, eta: 1 day, 10:44:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9769, loss_cls: 3.5651, loss: 3.5651 +2025-06-29 00:02:33,342 - pyskl - INFO - Epoch [69][2500/3405] lr: 1.414e-02, eta: 1 day, 10:43:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.4842, loss: 3.4842 +2025-06-29 00:03:18,120 - pyskl - INFO - Epoch [69][2600/3405] lr: 1.413e-02, eta: 1 day, 10:43:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.4714, loss: 3.4714 +2025-06-29 00:04:02,646 - pyskl - INFO - Epoch [69][2700/3405] lr: 1.412e-02, eta: 1 day, 10:42:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9762, loss_cls: 3.6535, loss: 3.6535 +2025-06-29 00:04:47,150 - pyskl - INFO - Epoch [69][2800/3405] lr: 1.411e-02, eta: 1 day, 10:41:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 3.5235, loss: 3.5235 +2025-06-29 00:05:31,622 - pyskl - INFO - Epoch [69][2900/3405] lr: 1.411e-02, eta: 1 day, 10:40:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9725, loss_cls: 3.4517, loss: 3.4517 +2025-06-29 00:06:16,067 - pyskl - INFO - Epoch [69][3000/3405] lr: 1.410e-02, eta: 1 day, 10:39:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 3.5001, loss: 3.5001 +2025-06-29 00:07:00,580 - pyskl - INFO - Epoch [69][3100/3405] lr: 1.409e-02, eta: 1 day, 10:39:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.3465, loss: 3.3465 +2025-06-29 00:07:45,030 - pyskl - INFO - Epoch [69][3200/3405] lr: 1.408e-02, eta: 1 day, 10:38:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 3.3895, loss: 3.3895 +2025-06-29 00:08:29,510 - pyskl - INFO - Epoch [69][3300/3405] lr: 1.407e-02, eta: 1 day, 10:37:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.4334, loss: 3.4334 +2025-06-29 00:09:14,001 - pyskl - INFO - Epoch [69][3400/3405] lr: 1.407e-02, eta: 1 day, 10:36:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.4412, loss: 3.4412 +2025-06-29 00:09:16,619 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-06-29 00:13:13,300 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 00:13:13,856 - pyskl - INFO - +top1_acc 0.7779 +top5_acc 0.9543 +2025-06-29 00:13:13,878 - pyskl - INFO - Epoch(val) [69][3718] top1_acc: 0.7779, top5_acc: 0.9543 +2025-06-29 00:14:22,057 - pyskl - INFO - Epoch [70][100/3405] lr: 1.406e-02, eta: 1 day, 10:36:31, time: 0.682, data_time: 0.237, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 3.3718, loss: 3.3718 +2025-06-29 00:15:06,509 - pyskl - INFO - Epoch [70][200/3405] lr: 1.405e-02, eta: 1 day, 10:35:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 3.3240, loss: 3.3240 +2025-06-29 00:15:50,885 - pyskl - INFO - Epoch [70][300/3405] lr: 1.404e-02, eta: 1 day, 10:34:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9844, loss_cls: 3.3003, loss: 3.3003 +2025-06-29 00:16:35,403 - pyskl - INFO - Epoch [70][400/3405] lr: 1.404e-02, eta: 1 day, 10:34:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 3.3954, loss: 3.3954 +2025-06-29 00:17:20,102 - pyskl - INFO - Epoch [70][500/3405] lr: 1.403e-02, eta: 1 day, 10:33:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9794, loss_cls: 3.4415, loss: 3.4415 +2025-06-29 00:18:04,734 - pyskl - INFO - Epoch [70][600/3405] lr: 1.402e-02, eta: 1 day, 10:32:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.3257, loss: 3.3257 +2025-06-29 00:18:49,348 - pyskl - INFO - Epoch [70][700/3405] lr: 1.401e-02, eta: 1 day, 10:31:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 3.3196, loss: 3.3196 +2025-06-29 00:19:33,915 - pyskl - INFO - Epoch [70][800/3405] lr: 1.401e-02, eta: 1 day, 10:31:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.3524, loss: 3.3524 +2025-06-29 00:20:18,466 - pyskl - INFO - Epoch [70][900/3405] lr: 1.400e-02, eta: 1 day, 10:30:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.3501, loss: 3.3501 +2025-06-29 00:21:03,146 - pyskl - INFO - Epoch [70][1000/3405] lr: 1.399e-02, eta: 1 day, 10:29:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.4005, loss: 3.4005 +2025-06-29 00:21:47,790 - pyskl - INFO - Epoch [70][1100/3405] lr: 1.398e-02, eta: 1 day, 10:28:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 3.4772, loss: 3.4772 +2025-06-29 00:22:32,349 - pyskl - INFO - Epoch [70][1200/3405] lr: 1.398e-02, eta: 1 day, 10:28:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9812, loss_cls: 3.4167, loss: 3.4167 +2025-06-29 00:23:16,954 - pyskl - INFO - Epoch [70][1300/3405] lr: 1.397e-02, eta: 1 day, 10:27:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 3.4793, loss: 3.4793 +2025-06-29 00:24:01,535 - pyskl - INFO - Epoch [70][1400/3405] lr: 1.396e-02, eta: 1 day, 10:26:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.3928, loss: 3.3928 +2025-06-29 00:24:45,908 - pyskl - INFO - Epoch [70][1500/3405] lr: 1.395e-02, eta: 1 day, 10:25:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 3.3450, loss: 3.3450 +2025-06-29 00:25:30,524 - pyskl - INFO - Epoch [70][1600/3405] lr: 1.394e-02, eta: 1 day, 10:25:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.3659, loss: 3.3659 +2025-06-29 00:26:14,979 - pyskl - INFO - Epoch [70][1700/3405] lr: 1.394e-02, eta: 1 day, 10:24:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 3.3680, loss: 3.3680 +2025-06-29 00:26:59,474 - pyskl - INFO - Epoch [70][1800/3405] lr: 1.393e-02, eta: 1 day, 10:23:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9825, loss_cls: 3.3104, loss: 3.3104 +2025-06-29 00:27:44,033 - pyskl - INFO - Epoch [70][1900/3405] lr: 1.392e-02, eta: 1 day, 10:22:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 3.3135, loss: 3.3135 +2025-06-29 00:28:28,469 - pyskl - INFO - Epoch [70][2000/3405] lr: 1.391e-02, eta: 1 day, 10:21:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 3.4594, loss: 3.4594 +2025-06-29 00:29:12,870 - pyskl - INFO - Epoch [70][2100/3405] lr: 1.391e-02, eta: 1 day, 10:21:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9788, loss_cls: 3.3532, loss: 3.3532 +2025-06-29 00:29:57,216 - pyskl - INFO - Epoch [70][2200/3405] lr: 1.390e-02, eta: 1 day, 10:20:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9831, loss_cls: 3.3289, loss: 3.3289 +2025-06-29 00:30:41,632 - pyskl - INFO - Epoch [70][2300/3405] lr: 1.389e-02, eta: 1 day, 10:19:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 3.4359, loss: 3.4359 +2025-06-29 00:31:26,050 - pyskl - INFO - Epoch [70][2400/3405] lr: 1.388e-02, eta: 1 day, 10:18:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 3.5185, loss: 3.5185 +2025-06-29 00:32:10,475 - pyskl - INFO - Epoch [70][2500/3405] lr: 1.388e-02, eta: 1 day, 10:18:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 3.5819, loss: 3.5819 +2025-06-29 00:32:54,879 - pyskl - INFO - Epoch [70][2600/3405] lr: 1.387e-02, eta: 1 day, 10:17:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9825, loss_cls: 3.3952, loss: 3.3952 +2025-06-29 00:33:39,392 - pyskl - INFO - Epoch [70][2700/3405] lr: 1.386e-02, eta: 1 day, 10:16:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 3.5601, loss: 3.5601 +2025-06-29 00:34:23,669 - pyskl - INFO - Epoch [70][2800/3405] lr: 1.385e-02, eta: 1 day, 10:15:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9788, loss_cls: 3.3210, loss: 3.3210 +2025-06-29 00:35:08,044 - pyskl - INFO - Epoch [70][2900/3405] lr: 1.385e-02, eta: 1 day, 10:15:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9706, loss_cls: 3.4520, loss: 3.4520 +2025-06-29 00:35:52,483 - pyskl - INFO - Epoch [70][3000/3405] lr: 1.384e-02, eta: 1 day, 10:14:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 3.4393, loss: 3.4393 +2025-06-29 00:36:36,925 - pyskl - INFO - Epoch [70][3100/3405] lr: 1.383e-02, eta: 1 day, 10:13:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.4017, loss: 3.4017 +2025-06-29 00:37:21,432 - pyskl - INFO - Epoch [70][3200/3405] lr: 1.382e-02, eta: 1 day, 10:12:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 3.3730, loss: 3.3730 +2025-06-29 00:38:05,969 - pyskl - INFO - Epoch [70][3300/3405] lr: 1.381e-02, eta: 1 day, 10:12:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 3.3910, loss: 3.3910 +2025-06-29 00:38:50,553 - pyskl - INFO - Epoch [70][3400/3405] lr: 1.381e-02, eta: 1 day, 10:11:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 3.3141, loss: 3.3141 +2025-06-29 00:38:53,163 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-06-29 00:57:38,996 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 00:57:39,561 - pyskl - INFO - +top1_acc 0.7597 +top5_acc 0.9437 +2025-06-29 00:57:39,586 - pyskl - INFO - Epoch(val) [70][3718] top1_acc: 0.7597, top5_acc: 0.9437 +2025-06-29 00:58:48,057 - pyskl - INFO - Epoch [71][100/3405] lr: 1.380e-02, eta: 1 day, 10:10:51, time: 0.685, data_time: 0.236, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 3.4088, loss: 3.4088 +2025-06-29 00:59:32,790 - pyskl - INFO - Epoch [71][200/3405] lr: 1.379e-02, eta: 1 day, 10:10:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 3.2030, loss: 3.2030 +2025-06-29 01:00:17,547 - pyskl - INFO - Epoch [71][300/3405] lr: 1.378e-02, eta: 1 day, 10:09:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 3.2121, loss: 3.2121 +2025-06-29 01:01:02,141 - pyskl - INFO - Epoch [71][400/3405] lr: 1.378e-02, eta: 1 day, 10:08:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 3.3191, loss: 3.3191 +2025-06-29 01:01:46,889 - pyskl - INFO - Epoch [71][500/3405] lr: 1.377e-02, eta: 1 day, 10:07:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 3.2982, loss: 3.2982 +2025-06-29 01:02:31,540 - pyskl - INFO - Epoch [71][600/3405] lr: 1.376e-02, eta: 1 day, 10:07:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 3.2774, loss: 3.2774 +2025-06-29 01:03:16,157 - pyskl - INFO - Epoch [71][700/3405] lr: 1.375e-02, eta: 1 day, 10:06:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 3.3706, loss: 3.3706 +2025-06-29 01:04:00,891 - pyskl - INFO - Epoch [71][800/3405] lr: 1.375e-02, eta: 1 day, 10:05:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 3.3900, loss: 3.3900 +2025-06-29 01:04:45,400 - pyskl - INFO - Epoch [71][900/3405] lr: 1.374e-02, eta: 1 day, 10:04:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9831, loss_cls: 3.3845, loss: 3.3845 +2025-06-29 01:05:29,878 - pyskl - INFO - Epoch [71][1000/3405] lr: 1.373e-02, eta: 1 day, 10:03:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.1907, loss: 3.1907 +2025-06-29 01:06:14,472 - pyskl - INFO - Epoch [71][1100/3405] lr: 1.372e-02, eta: 1 day, 10:03:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.3213, loss: 3.3213 +2025-06-29 01:06:59,016 - pyskl - INFO - Epoch [71][1200/3405] lr: 1.371e-02, eta: 1 day, 10:02:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 3.4783, loss: 3.4783 +2025-06-29 01:07:43,598 - pyskl - INFO - Epoch [71][1300/3405] lr: 1.371e-02, eta: 1 day, 10:01:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 3.4093, loss: 3.4093 +2025-06-29 01:08:28,298 - pyskl - INFO - Epoch [71][1400/3405] lr: 1.370e-02, eta: 1 day, 10:00:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 3.3839, loss: 3.3839 +2025-06-29 01:09:12,884 - pyskl - INFO - Epoch [71][1500/3405] lr: 1.369e-02, eta: 1 day, 10:00:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 3.3349, loss: 3.3349 +2025-06-29 01:09:57,500 - pyskl - INFO - Epoch [71][1600/3405] lr: 1.368e-02, eta: 1 day, 9:59:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 3.3079, loss: 3.3079 +2025-06-29 01:10:41,958 - pyskl - INFO - Epoch [71][1700/3405] lr: 1.368e-02, eta: 1 day, 9:58:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 3.3257, loss: 3.3257 +2025-06-29 01:11:26,432 - pyskl - INFO - Epoch [71][1800/3405] lr: 1.367e-02, eta: 1 day, 9:57:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 3.4236, loss: 3.4236 +2025-06-29 01:12:11,055 - pyskl - INFO - Epoch [71][1900/3405] lr: 1.366e-02, eta: 1 day, 9:57:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.4378, loss: 3.4378 +2025-06-29 01:12:55,556 - pyskl - INFO - Epoch [71][2000/3405] lr: 1.365e-02, eta: 1 day, 9:56:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 3.3754, loss: 3.3754 +2025-06-29 01:13:40,223 - pyskl - INFO - Epoch [71][2100/3405] lr: 1.365e-02, eta: 1 day, 9:55:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.3600, loss: 3.3600 +2025-06-29 01:14:24,766 - pyskl - INFO - Epoch [71][2200/3405] lr: 1.364e-02, eta: 1 day, 9:54:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9800, loss_cls: 3.4482, loss: 3.4482 +2025-06-29 01:15:09,228 - pyskl - INFO - Epoch [71][2300/3405] lr: 1.363e-02, eta: 1 day, 9:54:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 3.4244, loss: 3.4244 +2025-06-29 01:15:53,650 - pyskl - INFO - Epoch [71][2400/3405] lr: 1.362e-02, eta: 1 day, 9:53:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 3.3676, loss: 3.3676 +2025-06-29 01:16:38,174 - pyskl - INFO - Epoch [71][2500/3405] lr: 1.362e-02, eta: 1 day, 9:52:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.4583, loss: 3.4583 +2025-06-29 01:17:22,642 - pyskl - INFO - Epoch [71][2600/3405] lr: 1.361e-02, eta: 1 day, 9:51:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 3.3700, loss: 3.3700 +2025-06-29 01:18:07,281 - pyskl - INFO - Epoch [71][2700/3405] lr: 1.360e-02, eta: 1 day, 9:50:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 3.4391, loss: 3.4391 +2025-06-29 01:18:51,855 - pyskl - INFO - Epoch [71][2800/3405] lr: 1.359e-02, eta: 1 day, 9:50:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 3.3853, loss: 3.3853 +2025-06-29 01:19:36,391 - pyskl - INFO - Epoch [71][2900/3405] lr: 1.358e-02, eta: 1 day, 9:49:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.4587, loss: 3.4587 +2025-06-29 01:20:20,917 - pyskl - INFO - Epoch [71][3000/3405] lr: 1.358e-02, eta: 1 day, 9:48:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 3.3946, loss: 3.3946 +2025-06-29 01:21:05,464 - pyskl - INFO - Epoch [71][3100/3405] lr: 1.357e-02, eta: 1 day, 9:47:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 3.4660, loss: 3.4660 +2025-06-29 01:21:49,964 - pyskl - INFO - Epoch [71][3200/3405] lr: 1.356e-02, eta: 1 day, 9:47:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 3.4203, loss: 3.4203 +2025-06-29 01:22:34,454 - pyskl - INFO - Epoch [71][3300/3405] lr: 1.355e-02, eta: 1 day, 9:46:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 3.3618, loss: 3.3618 +2025-06-29 01:23:18,881 - pyskl - INFO - Epoch [71][3400/3405] lr: 1.355e-02, eta: 1 day, 9:45:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 3.3589, loss: 3.3589 +2025-06-29 01:23:21,527 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-06-29 01:27:18,369 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 01:27:18,972 - pyskl - INFO - +top1_acc 0.7969 +top5_acc 0.9568 +2025-06-29 01:27:19,026 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_68.pth was removed +2025-06-29 01:27:20,059 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_71.pth. +2025-06-29 01:27:20,060 - pyskl - INFO - Best top1_acc is 0.7969 at 71 epoch. +2025-06-29 01:27:20,079 - pyskl - INFO - Epoch(val) [71][3718] top1_acc: 0.7969, top5_acc: 0.9568 +2025-06-29 01:28:28,073 - pyskl - INFO - Epoch [72][100/3405] lr: 1.354e-02, eta: 1 day, 9:45:12, time: 0.680, data_time: 0.234, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 3.1815, loss: 3.1815 +2025-06-29 01:29:12,641 - pyskl - INFO - Epoch [72][200/3405] lr: 1.353e-02, eta: 1 day, 9:44:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 3.2515, loss: 3.2515 +2025-06-29 01:29:57,246 - pyskl - INFO - Epoch [72][300/3405] lr: 1.352e-02, eta: 1 day, 9:43:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9812, loss_cls: 3.2930, loss: 3.2930 +2025-06-29 01:30:41,918 - pyskl - INFO - Epoch [72][400/3405] lr: 1.352e-02, eta: 1 day, 9:42:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9856, loss_cls: 3.2840, loss: 3.2840 +2025-06-29 01:31:26,457 - pyskl - INFO - Epoch [72][500/3405] lr: 1.351e-02, eta: 1 day, 9:42:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 3.1966, loss: 3.1966 +2025-06-29 01:32:10,993 - pyskl - INFO - Epoch [72][600/3405] lr: 1.350e-02, eta: 1 day, 9:41:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9819, loss_cls: 3.3044, loss: 3.3044 +2025-06-29 01:32:55,681 - pyskl - INFO - Epoch [72][700/3405] lr: 1.349e-02, eta: 1 day, 9:40:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.3862, loss: 3.3862 +2025-06-29 01:33:40,473 - pyskl - INFO - Epoch [72][800/3405] lr: 1.348e-02, eta: 1 day, 9:39:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 3.1672, loss: 3.1672 +2025-06-29 01:34:24,929 - pyskl - INFO - Epoch [72][900/3405] lr: 1.348e-02, eta: 1 day, 9:39:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 3.3569, loss: 3.3569 +2025-06-29 01:35:09,269 - pyskl - INFO - Epoch [72][1000/3405] lr: 1.347e-02, eta: 1 day, 9:38:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.4000, loss: 3.4000 +2025-06-29 01:35:53,634 - pyskl - INFO - Epoch [72][1100/3405] lr: 1.346e-02, eta: 1 day, 9:37:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.3163, loss: 3.3163 +2025-06-29 01:36:38,090 - pyskl - INFO - Epoch [72][1200/3405] lr: 1.345e-02, eta: 1 day, 9:36:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 3.3596, loss: 3.3596 +2025-06-29 01:37:22,546 - pyskl - INFO - Epoch [72][1300/3405] lr: 1.345e-02, eta: 1 day, 9:36:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 3.3953, loss: 3.3953 +2025-06-29 01:38:07,174 - pyskl - INFO - Epoch [72][1400/3405] lr: 1.344e-02, eta: 1 day, 9:35:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9794, loss_cls: 3.2275, loss: 3.2275 +2025-06-29 01:38:51,758 - pyskl - INFO - Epoch [72][1500/3405] lr: 1.343e-02, eta: 1 day, 9:34:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9831, loss_cls: 3.3473, loss: 3.3473 +2025-06-29 01:39:36,293 - pyskl - INFO - Epoch [72][1600/3405] lr: 1.342e-02, eta: 1 day, 9:33:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9800, loss_cls: 3.3666, loss: 3.3666 +2025-06-29 01:40:20,816 - pyskl - INFO - Epoch [72][1700/3405] lr: 1.342e-02, eta: 1 day, 9:32:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.4845, loss: 3.4845 +2025-06-29 01:41:05,294 - pyskl - INFO - Epoch [72][1800/3405] lr: 1.341e-02, eta: 1 day, 9:32:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 3.4627, loss: 3.4627 +2025-06-29 01:41:49,854 - pyskl - INFO - Epoch [72][1900/3405] lr: 1.340e-02, eta: 1 day, 9:31:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 3.3344, loss: 3.3344 +2025-06-29 01:42:34,337 - pyskl - INFO - Epoch [72][2000/3405] lr: 1.339e-02, eta: 1 day, 9:30:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 3.4263, loss: 3.4263 +2025-06-29 01:43:18,831 - pyskl - INFO - Epoch [72][2100/3405] lr: 1.339e-02, eta: 1 day, 9:29:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 3.3771, loss: 3.3771 +2025-06-29 01:44:03,224 - pyskl - INFO - Epoch [72][2200/3405] lr: 1.338e-02, eta: 1 day, 9:29:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.4747, loss: 3.4747 +2025-06-29 01:44:47,758 - pyskl - INFO - Epoch [72][2300/3405] lr: 1.337e-02, eta: 1 day, 9:28:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.4281, loss: 3.4281 +2025-06-29 01:45:32,361 - pyskl - INFO - Epoch [72][2400/3405] lr: 1.336e-02, eta: 1 day, 9:27:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.6152, loss: 3.6152 +2025-06-29 01:46:16,994 - pyskl - INFO - Epoch [72][2500/3405] lr: 1.335e-02, eta: 1 day, 9:26:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 3.2976, loss: 3.2976 +2025-06-29 01:47:01,408 - pyskl - INFO - Epoch [72][2600/3405] lr: 1.335e-02, eta: 1 day, 9:26:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 3.3775, loss: 3.3775 +2025-06-29 01:47:45,856 - pyskl - INFO - Epoch [72][2700/3405] lr: 1.334e-02, eta: 1 day, 9:25:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.3534, loss: 3.3534 +2025-06-29 01:48:30,281 - pyskl - INFO - Epoch [72][2800/3405] lr: 1.333e-02, eta: 1 day, 9:24:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 3.2165, loss: 3.2165 +2025-06-29 01:49:14,727 - pyskl - INFO - Epoch [72][2900/3405] lr: 1.332e-02, eta: 1 day, 9:23:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9838, loss_cls: 3.2903, loss: 3.2903 +2025-06-29 01:49:59,077 - pyskl - INFO - Epoch [72][3000/3405] lr: 1.332e-02, eta: 1 day, 9:23:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.4404, loss: 3.4404 +2025-06-29 01:50:43,431 - pyskl - INFO - Epoch [72][3100/3405] lr: 1.331e-02, eta: 1 day, 9:22:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 3.2623, loss: 3.2623 +2025-06-29 01:51:27,842 - pyskl - INFO - Epoch [72][3200/3405] lr: 1.330e-02, eta: 1 day, 9:21:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 3.4667, loss: 3.4667 +2025-06-29 01:52:12,330 - pyskl - INFO - Epoch [72][3300/3405] lr: 1.329e-02, eta: 1 day, 9:20:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 3.4369, loss: 3.4369 +2025-06-29 01:52:56,746 - pyskl - INFO - Epoch [72][3400/3405] lr: 1.329e-02, eta: 1 day, 9:19:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.3125, loss: 3.3125 +2025-06-29 01:52:59,483 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-06-29 01:56:55,781 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 01:56:56,385 - pyskl - INFO - +top1_acc 0.7670 +top5_acc 0.9486 +2025-06-29 01:56:56,405 - pyskl - INFO - Epoch(val) [72][3718] top1_acc: 0.7670, top5_acc: 0.9486 +2025-06-29 01:58:05,085 - pyskl - INFO - Epoch [73][100/3405] lr: 1.328e-02, eta: 1 day, 9:19:32, time: 0.687, data_time: 0.241, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.3535, loss: 3.3535 +2025-06-29 01:58:49,439 - pyskl - INFO - Epoch [73][200/3405] lr: 1.327e-02, eta: 1 day, 9:18:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9900, loss_cls: 3.2262, loss: 3.2262 +2025-06-29 01:59:33,801 - pyskl - INFO - Epoch [73][300/3405] lr: 1.326e-02, eta: 1 day, 9:18:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 3.2974, loss: 3.2974 +2025-06-29 02:00:18,272 - pyskl - INFO - Epoch [73][400/3405] lr: 1.325e-02, eta: 1 day, 9:17:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 3.3952, loss: 3.3952 +2025-06-29 02:01:02,740 - pyskl - INFO - Epoch [73][500/3405] lr: 1.325e-02, eta: 1 day, 9:16:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 3.2923, loss: 3.2923 +2025-06-29 02:01:47,249 - pyskl - INFO - Epoch [73][600/3405] lr: 1.324e-02, eta: 1 day, 9:15:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 3.4040, loss: 3.4040 +2025-06-29 02:02:31,710 - pyskl - INFO - Epoch [73][700/3405] lr: 1.323e-02, eta: 1 day, 9:14:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.3674, loss: 3.3674 +2025-06-29 02:03:16,120 - pyskl - INFO - Epoch [73][800/3405] lr: 1.322e-02, eta: 1 day, 9:14:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 3.3549, loss: 3.3549 +2025-06-29 02:04:00,601 - pyskl - INFO - Epoch [73][900/3405] lr: 1.322e-02, eta: 1 day, 9:13:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 3.3337, loss: 3.3337 +2025-06-29 02:04:45,075 - pyskl - INFO - Epoch [73][1000/3405] lr: 1.321e-02, eta: 1 day, 9:12:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 3.2371, loss: 3.2371 +2025-06-29 02:05:29,521 - pyskl - INFO - Epoch [73][1100/3405] lr: 1.320e-02, eta: 1 day, 9:11:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9838, loss_cls: 3.3721, loss: 3.3721 +2025-06-29 02:06:13,977 - pyskl - INFO - Epoch [73][1200/3405] lr: 1.319e-02, eta: 1 day, 9:11:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 3.3866, loss: 3.3866 +2025-06-29 02:06:58,478 - pyskl - INFO - Epoch [73][1300/3405] lr: 1.319e-02, eta: 1 day, 9:10:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9688, loss_cls: 3.4710, loss: 3.4710 +2025-06-29 02:07:43,029 - pyskl - INFO - Epoch [73][1400/3405] lr: 1.318e-02, eta: 1 day, 9:09:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 3.2486, loss: 3.2486 +2025-06-29 02:08:27,493 - pyskl - INFO - Epoch [73][1500/3405] lr: 1.317e-02, eta: 1 day, 9:08:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 3.4618, loss: 3.4618 +2025-06-29 02:09:11,982 - pyskl - INFO - Epoch [73][1600/3405] lr: 1.316e-02, eta: 1 day, 9:08:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.4524, loss: 3.4524 +2025-06-29 02:09:56,384 - pyskl - INFO - Epoch [73][1700/3405] lr: 1.315e-02, eta: 1 day, 9:07:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 3.4206, loss: 3.4206 +2025-06-29 02:10:40,782 - pyskl - INFO - Epoch [73][1800/3405] lr: 1.315e-02, eta: 1 day, 9:06:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9719, loss_cls: 3.2901, loss: 3.2901 +2025-06-29 02:11:25,297 - pyskl - INFO - Epoch [73][1900/3405] lr: 1.314e-02, eta: 1 day, 9:05:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 3.3415, loss: 3.3415 +2025-06-29 02:12:09,804 - pyskl - INFO - Epoch [73][2000/3405] lr: 1.313e-02, eta: 1 day, 9:04:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 3.3880, loss: 3.3880 +2025-06-29 02:12:54,333 - pyskl - INFO - Epoch [73][2100/3405] lr: 1.312e-02, eta: 1 day, 9:04:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 3.3901, loss: 3.3901 +2025-06-29 02:13:38,808 - pyskl - INFO - Epoch [73][2200/3405] lr: 1.312e-02, eta: 1 day, 9:03:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9700, loss_cls: 3.3012, loss: 3.3012 +2025-06-29 02:14:23,393 - pyskl - INFO - Epoch [73][2300/3405] lr: 1.311e-02, eta: 1 day, 9:02:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 3.3202, loss: 3.3202 +2025-06-29 02:15:08,030 - pyskl - INFO - Epoch [73][2400/3405] lr: 1.310e-02, eta: 1 day, 9:01:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 3.3415, loss: 3.3415 +2025-06-29 02:15:52,583 - pyskl - INFO - Epoch [73][2500/3405] lr: 1.309e-02, eta: 1 day, 9:01:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9825, loss_cls: 3.3005, loss: 3.3005 +2025-06-29 02:16:37,094 - pyskl - INFO - Epoch [73][2600/3405] lr: 1.309e-02, eta: 1 day, 9:00:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9712, loss_cls: 3.2132, loss: 3.2132 +2025-06-29 02:17:21,570 - pyskl - INFO - Epoch [73][2700/3405] lr: 1.308e-02, eta: 1 day, 8:59:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.3881, loss: 3.3881 +2025-06-29 02:18:06,078 - pyskl - INFO - Epoch [73][2800/3405] lr: 1.307e-02, eta: 1 day, 8:58:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 3.3564, loss: 3.3564 +2025-06-29 02:18:50,668 - pyskl - INFO - Epoch [73][2900/3405] lr: 1.306e-02, eta: 1 day, 8:58:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.3671, loss: 3.3671 +2025-06-29 02:19:35,253 - pyskl - INFO - Epoch [73][3000/3405] lr: 1.305e-02, eta: 1 day, 8:57:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 3.3544, loss: 3.3544 +2025-06-29 02:20:19,826 - pyskl - INFO - Epoch [73][3100/3405] lr: 1.305e-02, eta: 1 day, 8:56:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 3.3648, loss: 3.3648 +2025-06-29 02:21:04,419 - pyskl - INFO - Epoch [73][3200/3405] lr: 1.304e-02, eta: 1 day, 8:55:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9875, loss_cls: 3.3341, loss: 3.3341 +2025-06-29 02:21:48,886 - pyskl - INFO - Epoch [73][3300/3405] lr: 1.303e-02, eta: 1 day, 8:55:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9712, loss_cls: 3.2803, loss: 3.2803 +2025-06-29 02:22:33,491 - pyskl - INFO - Epoch [73][3400/3405] lr: 1.302e-02, eta: 1 day, 8:54:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.3939, loss: 3.3939 +2025-06-29 02:22:36,138 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-06-29 02:26:32,218 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 02:26:32,810 - pyskl - INFO - +top1_acc 0.7971 +top5_acc 0.9610 +2025-06-29 02:26:32,862 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_71.pth was removed +2025-06-29 02:26:33,900 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_73.pth. +2025-06-29 02:26:33,902 - pyskl - INFO - Best top1_acc is 0.7971 at 73 epoch. +2025-06-29 02:26:33,921 - pyskl - INFO - Epoch(val) [73][3718] top1_acc: 0.7971, top5_acc: 0.9610 +2025-06-29 02:27:41,943 - pyskl - INFO - Epoch [74][100/3405] lr: 1.302e-02, eta: 1 day, 8:53:51, time: 0.680, data_time: 0.235, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 3.2976, loss: 3.2976 +2025-06-29 02:28:26,707 - pyskl - INFO - Epoch [74][200/3405] lr: 1.301e-02, eta: 1 day, 8:53:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 3.1853, loss: 3.1853 +2025-06-29 02:29:11,454 - pyskl - INFO - Epoch [74][300/3405] lr: 1.300e-02, eta: 1 day, 8:52:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 3.2590, loss: 3.2590 +2025-06-29 02:29:56,122 - pyskl - INFO - Epoch [74][400/3405] lr: 1.299e-02, eta: 1 day, 8:51:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 3.3004, loss: 3.3004 +2025-06-29 02:30:40,701 - pyskl - INFO - Epoch [74][500/3405] lr: 1.299e-02, eta: 1 day, 8:50:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 3.3497, loss: 3.3497 +2025-06-29 02:31:25,191 - pyskl - INFO - Epoch [74][600/3405] lr: 1.298e-02, eta: 1 day, 8:50:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 3.3499, loss: 3.3499 +2025-06-29 02:32:09,468 - pyskl - INFO - Epoch [74][700/3405] lr: 1.297e-02, eta: 1 day, 8:49:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 3.2957, loss: 3.2957 +2025-06-29 02:32:53,942 - pyskl - INFO - Epoch [74][800/3405] lr: 1.296e-02, eta: 1 day, 8:48:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 3.2855, loss: 3.2855 +2025-06-29 02:33:38,495 - pyskl - INFO - Epoch [74][900/3405] lr: 1.295e-02, eta: 1 day, 8:47:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 3.2601, loss: 3.2601 +2025-06-29 02:34:23,066 - pyskl - INFO - Epoch [74][1000/3405] lr: 1.295e-02, eta: 1 day, 8:46:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 3.2429, loss: 3.2429 +2025-06-29 02:35:07,665 - pyskl - INFO - Epoch [74][1100/3405] lr: 1.294e-02, eta: 1 day, 8:46:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 3.2239, loss: 3.2239 +2025-06-29 02:35:52,314 - pyskl - INFO - Epoch [74][1200/3405] lr: 1.293e-02, eta: 1 day, 8:45:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 3.3050, loss: 3.3050 +2025-06-29 02:36:36,663 - pyskl - INFO - Epoch [74][1300/3405] lr: 1.292e-02, eta: 1 day, 8:44:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 3.3385, loss: 3.3385 +2025-06-29 02:37:21,164 - pyskl - INFO - Epoch [74][1400/3405] lr: 1.292e-02, eta: 1 day, 8:43:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9750, loss_cls: 3.3031, loss: 3.3031 +2025-06-29 02:38:05,490 - pyskl - INFO - Epoch [74][1500/3405] lr: 1.291e-02, eta: 1 day, 8:43:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.3683, loss: 3.3683 +2025-06-29 02:38:49,943 - pyskl - INFO - Epoch [74][1600/3405] lr: 1.290e-02, eta: 1 day, 8:42:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 3.3677, loss: 3.3677 +2025-06-29 02:39:34,394 - pyskl - INFO - Epoch [74][1700/3405] lr: 1.289e-02, eta: 1 day, 8:41:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.3460, loss: 3.3460 +2025-06-29 02:40:18,667 - pyskl - INFO - Epoch [74][1800/3405] lr: 1.289e-02, eta: 1 day, 8:40:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 3.3010, loss: 3.3010 +2025-06-29 02:41:03,262 - pyskl - INFO - Epoch [74][1900/3405] lr: 1.288e-02, eta: 1 day, 8:40:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 3.4927, loss: 3.4927 +2025-06-29 02:41:47,952 - pyskl - INFO - Epoch [74][2000/3405] lr: 1.287e-02, eta: 1 day, 8:39:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 3.3815, loss: 3.3815 +2025-06-29 02:42:32,381 - pyskl - INFO - Epoch [74][2100/3405] lr: 1.286e-02, eta: 1 day, 8:38:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9825, loss_cls: 3.3256, loss: 3.3256 +2025-06-29 02:43:16,984 - pyskl - INFO - Epoch [74][2200/3405] lr: 1.285e-02, eta: 1 day, 8:37:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.4095, loss: 3.4095 +2025-06-29 02:44:01,465 - pyskl - INFO - Epoch [74][2300/3405] lr: 1.285e-02, eta: 1 day, 8:37:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.2696, loss: 3.2696 +2025-06-29 02:44:45,950 - pyskl - INFO - Epoch [74][2400/3405] lr: 1.284e-02, eta: 1 day, 8:36:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 3.3566, loss: 3.3566 +2025-06-29 02:45:30,457 - pyskl - INFO - Epoch [74][2500/3405] lr: 1.283e-02, eta: 1 day, 8:35:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 3.3831, loss: 3.3831 +2025-06-29 02:46:15,002 - pyskl - INFO - Epoch [74][2600/3405] lr: 1.282e-02, eta: 1 day, 8:34:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 3.2358, loss: 3.2358 +2025-06-29 02:46:59,519 - pyskl - INFO - Epoch [74][2700/3405] lr: 1.282e-02, eta: 1 day, 8:33:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9806, loss_cls: 3.3789, loss: 3.3789 +2025-06-29 02:47:44,143 - pyskl - INFO - Epoch [74][2800/3405] lr: 1.281e-02, eta: 1 day, 8:33:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.2969, loss: 3.2969 +2025-06-29 02:48:28,677 - pyskl - INFO - Epoch [74][2900/3405] lr: 1.280e-02, eta: 1 day, 8:32:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.3761, loss: 3.3761 +2025-06-29 02:49:13,222 - pyskl - INFO - Epoch [74][3000/3405] lr: 1.279e-02, eta: 1 day, 8:31:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 3.3489, loss: 3.3489 +2025-06-29 02:49:57,772 - pyskl - INFO - Epoch [74][3100/3405] lr: 1.279e-02, eta: 1 day, 8:30:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 3.3254, loss: 3.3254 +2025-06-29 02:50:42,278 - pyskl - INFO - Epoch [74][3200/3405] lr: 1.278e-02, eta: 1 day, 8:30:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 3.4116, loss: 3.4116 +2025-06-29 02:51:26,794 - pyskl - INFO - Epoch [74][3300/3405] lr: 1.277e-02, eta: 1 day, 8:29:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 3.3796, loss: 3.3796 +2025-06-29 02:52:11,275 - pyskl - INFO - Epoch [74][3400/3405] lr: 1.276e-02, eta: 1 day, 8:28:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 3.3535, loss: 3.3535 +2025-06-29 02:52:13,879 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-06-29 02:56:10,430 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 02:56:11,147 - pyskl - INFO - +top1_acc 0.7805 +top5_acc 0.9512 +2025-06-29 02:56:11,168 - pyskl - INFO - Epoch(val) [74][3718] top1_acc: 0.7805, top5_acc: 0.9512 +2025-06-29 02:57:18,809 - pyskl - INFO - Epoch [75][100/3405] lr: 1.275e-02, eta: 1 day, 8:28:10, time: 0.676, data_time: 0.232, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 3.2370, loss: 3.2370 +2025-06-29 02:58:03,307 - pyskl - INFO - Epoch [75][200/3405] lr: 1.275e-02, eta: 1 day, 8:27:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 3.2149, loss: 3.2149 +2025-06-29 02:58:47,907 - pyskl - INFO - Epoch [75][300/3405] lr: 1.274e-02, eta: 1 day, 8:26:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 3.2606, loss: 3.2606 +2025-06-29 02:59:32,481 - pyskl - INFO - Epoch [75][400/3405] lr: 1.273e-02, eta: 1 day, 8:25:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 3.3614, loss: 3.3614 +2025-06-29 03:00:17,119 - pyskl - INFO - Epoch [75][500/3405] lr: 1.272e-02, eta: 1 day, 8:25:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 3.3077, loss: 3.3077 +2025-06-29 03:01:01,694 - pyskl - INFO - Epoch [75][600/3405] lr: 1.272e-02, eta: 1 day, 8:24:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 3.3589, loss: 3.3589 +2025-06-29 03:01:46,231 - pyskl - INFO - Epoch [75][700/3405] lr: 1.271e-02, eta: 1 day, 8:23:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9862, loss_cls: 3.2534, loss: 3.2534 +2025-06-29 03:02:30,697 - pyskl - INFO - Epoch [75][800/3405] lr: 1.270e-02, eta: 1 day, 8:22:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 3.3818, loss: 3.3818 +2025-06-29 03:03:15,232 - pyskl - INFO - Epoch [75][900/3405] lr: 1.269e-02, eta: 1 day, 8:22:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 3.2623, loss: 3.2623 +2025-06-29 03:03:59,740 - pyskl - INFO - Epoch [75][1000/3405] lr: 1.268e-02, eta: 1 day, 8:21:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 3.3015, loss: 3.3015 +2025-06-29 03:04:44,318 - pyskl - INFO - Epoch [75][1100/3405] lr: 1.268e-02, eta: 1 day, 8:20:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 3.2384, loss: 3.2384 +2025-06-29 03:05:28,897 - pyskl - INFO - Epoch [75][1200/3405] lr: 1.267e-02, eta: 1 day, 8:19:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 3.2769, loss: 3.2769 +2025-06-29 03:06:13,569 - pyskl - INFO - Epoch [75][1300/3405] lr: 1.266e-02, eta: 1 day, 8:19:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9838, loss_cls: 3.4263, loss: 3.4263 +2025-06-29 03:06:58,126 - pyskl - INFO - Epoch [75][1400/3405] lr: 1.265e-02, eta: 1 day, 8:18:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 3.3506, loss: 3.3506 +2025-06-29 03:07:42,677 - pyskl - INFO - Epoch [75][1500/3405] lr: 1.265e-02, eta: 1 day, 8:17:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 3.1249, loss: 3.1249 +2025-06-29 03:08:27,241 - pyskl - INFO - Epoch [75][1600/3405] lr: 1.264e-02, eta: 1 day, 8:16:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 3.3261, loss: 3.3261 +2025-06-29 03:09:11,684 - pyskl - INFO - Epoch [75][1700/3405] lr: 1.263e-02, eta: 1 day, 8:15:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 3.2836, loss: 3.2836 +2025-06-29 03:09:56,180 - pyskl - INFO - Epoch [75][1800/3405] lr: 1.262e-02, eta: 1 day, 8:15:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.4108, loss: 3.4108 +2025-06-29 03:10:40,650 - pyskl - INFO - Epoch [75][1900/3405] lr: 1.262e-02, eta: 1 day, 8:14:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 3.3924, loss: 3.3924 +2025-06-29 03:11:24,967 - pyskl - INFO - Epoch [75][2000/3405] lr: 1.261e-02, eta: 1 day, 8:13:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9719, loss_cls: 3.3571, loss: 3.3571 +2025-06-29 03:12:09,243 - pyskl - INFO - Epoch [75][2100/3405] lr: 1.260e-02, eta: 1 day, 8:12:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 3.4922, loss: 3.4922 +2025-06-29 03:12:53,645 - pyskl - INFO - Epoch [75][2200/3405] lr: 1.259e-02, eta: 1 day, 8:12:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.3007, loss: 3.3007 +2025-06-29 03:13:38,129 - pyskl - INFO - Epoch [75][2300/3405] lr: 1.259e-02, eta: 1 day, 8:11:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.3415, loss: 3.3415 +2025-06-29 03:14:22,558 - pyskl - INFO - Epoch [75][2400/3405] lr: 1.258e-02, eta: 1 day, 8:10:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 3.4323, loss: 3.4323 +2025-06-29 03:15:06,898 - pyskl - INFO - Epoch [75][2500/3405] lr: 1.257e-02, eta: 1 day, 8:09:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 3.2083, loss: 3.2083 +2025-06-29 03:15:51,202 - pyskl - INFO - Epoch [75][2600/3405] lr: 1.256e-02, eta: 1 day, 8:09:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 3.2883, loss: 3.2883 +2025-06-29 03:16:35,534 - pyskl - INFO - Epoch [75][2700/3405] lr: 1.255e-02, eta: 1 day, 8:08:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.3510, loss: 3.3510 +2025-06-29 03:17:19,814 - pyskl - INFO - Epoch [75][2800/3405] lr: 1.255e-02, eta: 1 day, 8:07:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.3435, loss: 3.3435 +2025-06-29 03:18:04,205 - pyskl - INFO - Epoch [75][2900/3405] lr: 1.254e-02, eta: 1 day, 8:06:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 3.2517, loss: 3.2517 +2025-06-29 03:18:48,637 - pyskl - INFO - Epoch [75][3000/3405] lr: 1.253e-02, eta: 1 day, 8:05:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 3.2544, loss: 3.2544 +2025-06-29 03:19:33,043 - pyskl - INFO - Epoch [75][3100/3405] lr: 1.252e-02, eta: 1 day, 8:05:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.3300, loss: 3.3300 +2025-06-29 03:20:17,368 - pyskl - INFO - Epoch [75][3200/3405] lr: 1.252e-02, eta: 1 day, 8:04:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 3.2968, loss: 3.2968 +2025-06-29 03:21:01,769 - pyskl - INFO - Epoch [75][3300/3405] lr: 1.251e-02, eta: 1 day, 8:03:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 3.3325, loss: 3.3325 +2025-06-29 03:21:46,091 - pyskl - INFO - Epoch [75][3400/3405] lr: 1.250e-02, eta: 1 day, 8:02:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.2672, loss: 3.2672 +2025-06-29 03:21:48,656 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-06-29 03:39:54,784 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 03:39:55,317 - pyskl - INFO - +top1_acc 0.7856 +top5_acc 0.9565 +2025-06-29 03:39:55,336 - pyskl - INFO - Epoch(val) [75][3718] top1_acc: 0.7856, top5_acc: 0.9565 +2025-06-29 03:41:02,836 - pyskl - INFO - Epoch [76][100/3405] lr: 1.249e-02, eta: 1 day, 8:02:28, time: 0.675, data_time: 0.232, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9875, loss_cls: 3.1931, loss: 3.1931 +2025-06-29 03:41:47,142 - pyskl - INFO - Epoch [76][200/3405] lr: 1.248e-02, eta: 1 day, 8:01:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 3.2403, loss: 3.2403 +2025-06-29 03:42:31,642 - pyskl - INFO - Epoch [76][300/3405] lr: 1.248e-02, eta: 1 day, 8:00:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 3.1727, loss: 3.1727 +2025-06-29 03:43:16,096 - pyskl - INFO - Epoch [76][400/3405] lr: 1.247e-02, eta: 1 day, 8:00:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 3.3389, loss: 3.3389 +2025-06-29 03:44:00,532 - pyskl - INFO - Epoch [76][500/3405] lr: 1.246e-02, eta: 1 day, 7:59:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 3.2833, loss: 3.2833 +2025-06-29 03:44:44,939 - pyskl - INFO - Epoch [76][600/3405] lr: 1.245e-02, eta: 1 day, 7:58:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 3.2243, loss: 3.2243 +2025-06-29 03:45:29,541 - pyskl - INFO - Epoch [76][700/3405] lr: 1.245e-02, eta: 1 day, 7:57:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 3.3115, loss: 3.3115 +2025-06-29 03:46:14,034 - pyskl - INFO - Epoch [76][800/3405] lr: 1.244e-02, eta: 1 day, 7:57:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 3.1210, loss: 3.1210 +2025-06-29 03:46:58,541 - pyskl - INFO - Epoch [76][900/3405] lr: 1.243e-02, eta: 1 day, 7:56:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.3170, loss: 3.3170 +2025-06-29 03:47:43,049 - pyskl - INFO - Epoch [76][1000/3405] lr: 1.242e-02, eta: 1 day, 7:55:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 3.3722, loss: 3.3722 +2025-06-29 03:48:27,574 - pyskl - INFO - Epoch [76][1100/3405] lr: 1.242e-02, eta: 1 day, 7:54:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 3.3345, loss: 3.3345 +2025-06-29 03:49:12,045 - pyskl - INFO - Epoch [76][1200/3405] lr: 1.241e-02, eta: 1 day, 7:54:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 3.2389, loss: 3.2389 +2025-06-29 03:49:56,596 - pyskl - INFO - Epoch [76][1300/3405] lr: 1.240e-02, eta: 1 day, 7:53:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 3.2486, loss: 3.2486 +2025-06-29 03:50:40,979 - pyskl - INFO - Epoch [76][1400/3405] lr: 1.239e-02, eta: 1 day, 7:52:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 3.2672, loss: 3.2672 +2025-06-29 03:51:25,447 - pyskl - INFO - Epoch [76][1500/3405] lr: 1.238e-02, eta: 1 day, 7:51:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 3.1250, loss: 3.1250 +2025-06-29 03:52:09,936 - pyskl - INFO - Epoch [76][1600/3405] lr: 1.238e-02, eta: 1 day, 7:50:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 3.1730, loss: 3.1730 +2025-06-29 03:52:54,325 - pyskl - INFO - Epoch [76][1700/3405] lr: 1.237e-02, eta: 1 day, 7:50:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 3.2473, loss: 3.2473 +2025-06-29 03:53:38,595 - pyskl - INFO - Epoch [76][1800/3405] lr: 1.236e-02, eta: 1 day, 7:49:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 3.3576, loss: 3.3576 +2025-06-29 03:54:22,922 - pyskl - INFO - Epoch [76][1900/3405] lr: 1.235e-02, eta: 1 day, 7:48:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9856, loss_cls: 3.3455, loss: 3.3455 +2025-06-29 03:55:07,255 - pyskl - INFO - Epoch [76][2000/3405] lr: 1.235e-02, eta: 1 day, 7:47:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 3.4754, loss: 3.4754 +2025-06-29 03:55:51,905 - pyskl - INFO - Epoch [76][2100/3405] lr: 1.234e-02, eta: 1 day, 7:47:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9769, loss_cls: 3.4123, loss: 3.4123 +2025-06-29 03:56:36,452 - pyskl - INFO - Epoch [76][2200/3405] lr: 1.233e-02, eta: 1 day, 7:46:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.3089, loss: 3.3089 +2025-06-29 03:57:20,929 - pyskl - INFO - Epoch [76][2300/3405] lr: 1.232e-02, eta: 1 day, 7:45:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 3.1976, loss: 3.1976 +2025-06-29 03:58:05,597 - pyskl - INFO - Epoch [76][2400/3405] lr: 1.232e-02, eta: 1 day, 7:44:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9769, loss_cls: 3.3791, loss: 3.3791 +2025-06-29 03:58:50,167 - pyskl - INFO - Epoch [76][2500/3405] lr: 1.231e-02, eta: 1 day, 7:44:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 3.4735, loss: 3.4735 +2025-06-29 03:59:34,720 - pyskl - INFO - Epoch [76][2600/3405] lr: 1.230e-02, eta: 1 day, 7:43:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 3.3195, loss: 3.3195 +2025-06-29 04:00:19,268 - pyskl - INFO - Epoch [76][2700/3405] lr: 1.229e-02, eta: 1 day, 7:42:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 3.2332, loss: 3.2332 +2025-06-29 04:01:03,830 - pyskl - INFO - Epoch [76][2800/3405] lr: 1.228e-02, eta: 1 day, 7:41:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.3096, loss: 3.3096 +2025-06-29 04:01:48,375 - pyskl - INFO - Epoch [76][2900/3405] lr: 1.228e-02, eta: 1 day, 7:41:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.2895, loss: 3.2895 +2025-06-29 04:02:32,826 - pyskl - INFO - Epoch [76][3000/3405] lr: 1.227e-02, eta: 1 day, 7:40:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 3.3243, loss: 3.3243 +2025-06-29 04:03:17,252 - pyskl - INFO - Epoch [76][3100/3405] lr: 1.226e-02, eta: 1 day, 7:39:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9819, loss_cls: 3.3250, loss: 3.3250 +2025-06-29 04:04:01,786 - pyskl - INFO - Epoch [76][3200/3405] lr: 1.225e-02, eta: 1 day, 7:38:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 3.3296, loss: 3.3296 +2025-06-29 04:04:46,220 - pyskl - INFO - Epoch [76][3300/3405] lr: 1.225e-02, eta: 1 day, 7:38:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 3.3121, loss: 3.3121 +2025-06-29 04:05:30,686 - pyskl - INFO - Epoch [76][3400/3405] lr: 1.224e-02, eta: 1 day, 7:37:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 3.1510, loss: 3.1510 +2025-06-29 04:05:33,314 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-06-29 04:09:29,367 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 04:09:29,913 - pyskl - INFO - +top1_acc 0.7787 +top5_acc 0.9502 +2025-06-29 04:09:29,934 - pyskl - INFO - Epoch(val) [76][3718] top1_acc: 0.7787, top5_acc: 0.9502 +2025-06-29 04:10:37,935 - pyskl - INFO - Epoch [77][100/3405] lr: 1.223e-02, eta: 1 day, 7:36:46, time: 0.680, data_time: 0.234, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 3.3145, loss: 3.3145 +2025-06-29 04:11:22,687 - pyskl - INFO - Epoch [77][200/3405] lr: 1.222e-02, eta: 1 day, 7:36:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 3.2125, loss: 3.2125 +2025-06-29 04:12:07,260 - pyskl - INFO - Epoch [77][300/3405] lr: 1.222e-02, eta: 1 day, 7:35:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 3.0967, loss: 3.0967 +2025-06-29 04:12:52,214 - pyskl - INFO - Epoch [77][400/3405] lr: 1.221e-02, eta: 1 day, 7:34:30, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 3.3298, loss: 3.3298 +2025-06-29 04:13:37,109 - pyskl - INFO - Epoch [77][500/3405] lr: 1.220e-02, eta: 1 day, 7:33:44, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 3.0981, loss: 3.0981 +2025-06-29 04:14:21,585 - pyskl - INFO - Epoch [77][600/3405] lr: 1.219e-02, eta: 1 day, 7:32:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9806, loss_cls: 3.3336, loss: 3.3336 +2025-06-29 04:15:06,297 - pyskl - INFO - Epoch [77][700/3405] lr: 1.218e-02, eta: 1 day, 7:32:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 3.2055, loss: 3.2055 +2025-06-29 04:15:50,950 - pyskl - INFO - Epoch [77][800/3405] lr: 1.218e-02, eta: 1 day, 7:31:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.1987, loss: 3.1987 +2025-06-29 04:16:35,455 - pyskl - INFO - Epoch [77][900/3405] lr: 1.217e-02, eta: 1 day, 7:30:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 3.2682, loss: 3.2682 +2025-06-29 04:17:20,054 - pyskl - INFO - Epoch [77][1000/3405] lr: 1.216e-02, eta: 1 day, 7:29:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 3.3355, loss: 3.3355 +2025-06-29 04:18:04,577 - pyskl - INFO - Epoch [77][1100/3405] lr: 1.215e-02, eta: 1 day, 7:29:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9838, loss_cls: 3.2791, loss: 3.2791 +2025-06-29 04:18:49,198 - pyskl - INFO - Epoch [77][1200/3405] lr: 1.215e-02, eta: 1 day, 7:28:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 3.2019, loss: 3.2019 +2025-06-29 04:19:33,786 - pyskl - INFO - Epoch [77][1300/3405] lr: 1.214e-02, eta: 1 day, 7:27:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 3.2334, loss: 3.2334 +2025-06-29 04:20:18,545 - pyskl - INFO - Epoch [77][1400/3405] lr: 1.213e-02, eta: 1 day, 7:26:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 3.1368, loss: 3.1368 +2025-06-29 04:21:03,216 - pyskl - INFO - Epoch [77][1500/3405] lr: 1.212e-02, eta: 1 day, 7:26:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9831, loss_cls: 3.4023, loss: 3.4023 +2025-06-29 04:21:47,748 - pyskl - INFO - Epoch [77][1600/3405] lr: 1.212e-02, eta: 1 day, 7:25:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 3.3673, loss: 3.3673 +2025-06-29 04:22:32,235 - pyskl - INFO - Epoch [77][1700/3405] lr: 1.211e-02, eta: 1 day, 7:24:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.2419, loss: 3.2419 +2025-06-29 04:23:16,782 - pyskl - INFO - Epoch [77][1800/3405] lr: 1.210e-02, eta: 1 day, 7:23:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 3.1794, loss: 3.1794 +2025-06-29 04:24:01,243 - pyskl - INFO - Epoch [77][1900/3405] lr: 1.209e-02, eta: 1 day, 7:23:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 3.3656, loss: 3.3656 +2025-06-29 04:24:45,693 - pyskl - INFO - Epoch [77][2000/3405] lr: 1.208e-02, eta: 1 day, 7:22:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 3.1641, loss: 3.1641 +2025-06-29 04:25:30,233 - pyskl - INFO - Epoch [77][2100/3405] lr: 1.208e-02, eta: 1 day, 7:21:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 3.2332, loss: 3.2332 +2025-06-29 04:26:14,786 - pyskl - INFO - Epoch [77][2200/3405] lr: 1.207e-02, eta: 1 day, 7:20:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 3.2099, loss: 3.2099 +2025-06-29 04:26:59,452 - pyskl - INFO - Epoch [77][2300/3405] lr: 1.206e-02, eta: 1 day, 7:20:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9838, loss_cls: 3.2515, loss: 3.2515 +2025-06-29 04:27:43,883 - pyskl - INFO - Epoch [77][2400/3405] lr: 1.205e-02, eta: 1 day, 7:19:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 3.1807, loss: 3.1807 +2025-06-29 04:28:28,389 - pyskl - INFO - Epoch [77][2500/3405] lr: 1.205e-02, eta: 1 day, 7:18:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 3.4035, loss: 3.4035 +2025-06-29 04:29:12,925 - pyskl - INFO - Epoch [77][2600/3405] lr: 1.204e-02, eta: 1 day, 7:17:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9844, loss_cls: 3.3082, loss: 3.3082 +2025-06-29 04:29:57,535 - pyskl - INFO - Epoch [77][2700/3405] lr: 1.203e-02, eta: 1 day, 7:16:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 3.2947, loss: 3.2947 +2025-06-29 04:30:42,013 - pyskl - INFO - Epoch [77][2800/3405] lr: 1.202e-02, eta: 1 day, 7:16:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 3.1772, loss: 3.1772 +2025-06-29 04:31:26,562 - pyskl - INFO - Epoch [77][2900/3405] lr: 1.202e-02, eta: 1 day, 7:15:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 3.3009, loss: 3.3009 +2025-06-29 04:32:10,946 - pyskl - INFO - Epoch [77][3000/3405] lr: 1.201e-02, eta: 1 day, 7:14:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9869, loss_cls: 3.3071, loss: 3.3071 +2025-06-29 04:32:55,313 - pyskl - INFO - Epoch [77][3100/3405] lr: 1.200e-02, eta: 1 day, 7:13:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.2937, loss: 3.2937 +2025-06-29 04:33:39,753 - pyskl - INFO - Epoch [77][3200/3405] lr: 1.199e-02, eta: 1 day, 7:13:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 3.3906, loss: 3.3906 +2025-06-29 04:34:24,174 - pyskl - INFO - Epoch [77][3300/3405] lr: 1.198e-02, eta: 1 day, 7:12:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 3.3361, loss: 3.3361 +2025-06-29 04:35:08,640 - pyskl - INFO - Epoch [77][3400/3405] lr: 1.198e-02, eta: 1 day, 7:11:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 3.2668, loss: 3.2668 +2025-06-29 04:35:11,223 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-06-29 04:39:06,837 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 04:39:07,432 - pyskl - INFO - +top1_acc 0.7768 +top5_acc 0.9509 +2025-06-29 04:39:07,452 - pyskl - INFO - Epoch(val) [77][3718] top1_acc: 0.7768, top5_acc: 0.9509 +2025-06-29 04:40:14,840 - pyskl - INFO - Epoch [78][100/3405] lr: 1.197e-02, eta: 1 day, 7:11:07, time: 0.674, data_time: 0.230, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 3.1472, loss: 3.1472 +2025-06-29 04:40:59,351 - pyskl - INFO - Epoch [78][200/3405] lr: 1.196e-02, eta: 1 day, 7:10:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 3.1129, loss: 3.1129 +2025-06-29 04:41:43,827 - pyskl - INFO - Epoch [78][300/3405] lr: 1.195e-02, eta: 1 day, 7:09:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 3.3688, loss: 3.3688 +2025-06-29 04:42:28,334 - pyskl - INFO - Epoch [78][400/3405] lr: 1.195e-02, eta: 1 day, 7:08:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 3.2259, loss: 3.2259 +2025-06-29 04:43:12,665 - pyskl - INFO - Epoch [78][500/3405] lr: 1.194e-02, eta: 1 day, 7:08:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9894, loss_cls: 3.2609, loss: 3.2609 +2025-06-29 04:43:57,133 - pyskl - INFO - Epoch [78][600/3405] lr: 1.193e-02, eta: 1 day, 7:07:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 3.2758, loss: 3.2758 +2025-06-29 04:44:41,435 - pyskl - INFO - Epoch [78][700/3405] lr: 1.192e-02, eta: 1 day, 7:06:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 3.1852, loss: 3.1852 +2025-06-29 04:45:25,870 - pyskl - INFO - Epoch [78][800/3405] lr: 1.192e-02, eta: 1 day, 7:05:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 3.2653, loss: 3.2653 +2025-06-29 04:46:10,445 - pyskl - INFO - Epoch [78][900/3405] lr: 1.191e-02, eta: 1 day, 7:05:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9831, loss_cls: 3.2776, loss: 3.2776 +2025-06-29 04:46:55,035 - pyskl - INFO - Epoch [78][1000/3405] lr: 1.190e-02, eta: 1 day, 7:04:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 3.1769, loss: 3.1769 +2025-06-29 04:47:39,487 - pyskl - INFO - Epoch [78][1100/3405] lr: 1.189e-02, eta: 1 day, 7:03:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 3.1689, loss: 3.1689 +2025-06-29 04:48:24,080 - pyskl - INFO - Epoch [78][1200/3405] lr: 1.188e-02, eta: 1 day, 7:02:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 3.2658, loss: 3.2658 +2025-06-29 04:49:08,814 - pyskl - INFO - Epoch [78][1300/3405] lr: 1.188e-02, eta: 1 day, 7:01:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 3.2630, loss: 3.2630 +2025-06-29 04:49:53,562 - pyskl - INFO - Epoch [78][1400/3405] lr: 1.187e-02, eta: 1 day, 7:01:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 3.2921, loss: 3.2921 +2025-06-29 04:50:38,206 - pyskl - INFO - Epoch [78][1500/3405] lr: 1.186e-02, eta: 1 day, 7:00:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 3.2973, loss: 3.2973 +2025-06-29 04:51:22,911 - pyskl - INFO - Epoch [78][1600/3405] lr: 1.185e-02, eta: 1 day, 6:59:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 3.2497, loss: 3.2497 +2025-06-29 04:52:07,521 - pyskl - INFO - Epoch [78][1700/3405] lr: 1.185e-02, eta: 1 day, 6:58:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9881, loss_cls: 3.1251, loss: 3.1251 +2025-06-29 04:52:52,022 - pyskl - INFO - Epoch [78][1800/3405] lr: 1.184e-02, eta: 1 day, 6:58:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 3.3483, loss: 3.3483 +2025-06-29 04:53:36,464 - pyskl - INFO - Epoch [78][1900/3405] lr: 1.183e-02, eta: 1 day, 6:57:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 3.3044, loss: 3.3044 +2025-06-29 04:54:20,854 - pyskl - INFO - Epoch [78][2000/3405] lr: 1.182e-02, eta: 1 day, 6:56:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 3.2955, loss: 3.2955 +2025-06-29 04:55:05,374 - pyskl - INFO - Epoch [78][2100/3405] lr: 1.182e-02, eta: 1 day, 6:55:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 3.2716, loss: 3.2716 +2025-06-29 04:55:50,001 - pyskl - INFO - Epoch [78][2200/3405] lr: 1.181e-02, eta: 1 day, 6:55:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 3.3842, loss: 3.3842 +2025-06-29 04:56:34,491 - pyskl - INFO - Epoch [78][2300/3405] lr: 1.180e-02, eta: 1 day, 6:54:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 3.2804, loss: 3.2804 +2025-06-29 04:57:18,869 - pyskl - INFO - Epoch [78][2400/3405] lr: 1.179e-02, eta: 1 day, 6:53:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 3.3206, loss: 3.3206 +2025-06-29 04:58:03,275 - pyskl - INFO - Epoch [78][2500/3405] lr: 1.178e-02, eta: 1 day, 6:52:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.3156, loss: 3.3156 +2025-06-29 04:58:47,695 - pyskl - INFO - Epoch [78][2600/3405] lr: 1.178e-02, eta: 1 day, 6:52:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 3.3115, loss: 3.3115 +2025-06-29 04:59:32,304 - pyskl - INFO - Epoch [78][2700/3405] lr: 1.177e-02, eta: 1 day, 6:51:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 3.2985, loss: 3.2985 +2025-06-29 05:00:16,942 - pyskl - INFO - Epoch [78][2800/3405] lr: 1.176e-02, eta: 1 day, 6:50:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 3.1760, loss: 3.1760 +2025-06-29 05:01:01,463 - pyskl - INFO - Epoch [78][2900/3405] lr: 1.175e-02, eta: 1 day, 6:49:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 3.3240, loss: 3.3240 +2025-06-29 05:01:45,944 - pyskl - INFO - Epoch [78][3000/3405] lr: 1.175e-02, eta: 1 day, 6:48:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 3.2322, loss: 3.2322 +2025-06-29 05:02:30,463 - pyskl - INFO - Epoch [78][3100/3405] lr: 1.174e-02, eta: 1 day, 6:48:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9831, loss_cls: 3.2774, loss: 3.2774 +2025-06-29 05:03:14,991 - pyskl - INFO - Epoch [78][3200/3405] lr: 1.173e-02, eta: 1 day, 6:47:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 3.4203, loss: 3.4203 +2025-06-29 05:03:59,493 - pyskl - INFO - Epoch [78][3300/3405] lr: 1.172e-02, eta: 1 day, 6:46:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 3.0817, loss: 3.0817 +2025-06-29 05:04:43,933 - pyskl - INFO - Epoch [78][3400/3405] lr: 1.172e-02, eta: 1 day, 6:45:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 3.3027, loss: 3.3027 +2025-06-29 05:04:46,572 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-06-29 05:08:43,023 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 05:08:43,578 - pyskl - INFO - +top1_acc 0.7918 +top5_acc 0.9605 +2025-06-29 05:08:43,599 - pyskl - INFO - Epoch(val) [78][3718] top1_acc: 0.7918, top5_acc: 0.9605 +2025-06-29 05:09:51,659 - pyskl - INFO - Epoch [79][100/3405] lr: 1.171e-02, eta: 1 day, 6:45:28, time: 0.681, data_time: 0.234, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9894, loss_cls: 3.0622, loss: 3.0622 +2025-06-29 05:10:36,351 - pyskl - INFO - Epoch [79][200/3405] lr: 1.170e-02, eta: 1 day, 6:44:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.2823, loss: 3.2823 +2025-06-29 05:11:21,072 - pyskl - INFO - Epoch [79][300/3405] lr: 1.169e-02, eta: 1 day, 6:43:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 3.2276, loss: 3.2276 +2025-06-29 05:12:05,837 - pyskl - INFO - Epoch [79][400/3405] lr: 1.168e-02, eta: 1 day, 6:43:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 3.2125, loss: 3.2125 +2025-06-29 05:12:50,412 - pyskl - INFO - Epoch [79][500/3405] lr: 1.168e-02, eta: 1 day, 6:42:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 3.2394, loss: 3.2394 +2025-06-29 05:13:34,893 - pyskl - INFO - Epoch [79][600/3405] lr: 1.167e-02, eta: 1 day, 6:41:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 3.1648, loss: 3.1648 +2025-06-29 05:14:19,620 - pyskl - INFO - Epoch [79][700/3405] lr: 1.166e-02, eta: 1 day, 6:40:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 3.1396, loss: 3.1396 +2025-06-29 05:15:04,027 - pyskl - INFO - Epoch [79][800/3405] lr: 1.165e-02, eta: 1 day, 6:40:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 3.3524, loss: 3.3524 +2025-06-29 05:15:48,366 - pyskl - INFO - Epoch [79][900/3405] lr: 1.165e-02, eta: 1 day, 6:39:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9788, loss_cls: 3.1610, loss: 3.1610 +2025-06-29 05:16:32,910 - pyskl - INFO - Epoch [79][1000/3405] lr: 1.164e-02, eta: 1 day, 6:38:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9738, loss_cls: 3.2310, loss: 3.2310 +2025-06-29 05:17:17,507 - pyskl - INFO - Epoch [79][1100/3405] lr: 1.163e-02, eta: 1 day, 6:37:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 3.2123, loss: 3.2123 +2025-06-29 05:18:01,974 - pyskl - INFO - Epoch [79][1200/3405] lr: 1.162e-02, eta: 1 day, 6:37:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 3.2283, loss: 3.2283 +2025-06-29 05:18:46,378 - pyskl - INFO - Epoch [79][1300/3405] lr: 1.162e-02, eta: 1 day, 6:36:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 3.2851, loss: 3.2851 +2025-06-29 05:19:31,050 - pyskl - INFO - Epoch [79][1400/3405] lr: 1.161e-02, eta: 1 day, 6:35:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.2350, loss: 3.2350 +2025-06-29 05:20:15,656 - pyskl - INFO - Epoch [79][1500/3405] lr: 1.160e-02, eta: 1 day, 6:34:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.4086, loss: 3.4086 +2025-06-29 05:21:00,354 - pyskl - INFO - Epoch [79][1600/3405] lr: 1.159e-02, eta: 1 day, 6:34:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9750, loss_cls: 3.3010, loss: 3.3010 +2025-06-29 05:21:45,009 - pyskl - INFO - Epoch [79][1700/3405] lr: 1.158e-02, eta: 1 day, 6:33:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 3.1951, loss: 3.1951 +2025-06-29 05:22:29,575 - pyskl - INFO - Epoch [79][1800/3405] lr: 1.158e-02, eta: 1 day, 6:32:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 3.2340, loss: 3.2340 +2025-06-29 05:23:14,216 - pyskl - INFO - Epoch [79][1900/3405] lr: 1.157e-02, eta: 1 day, 6:31:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 3.2601, loss: 3.2601 +2025-06-29 05:23:58,761 - pyskl - INFO - Epoch [79][2000/3405] lr: 1.156e-02, eta: 1 day, 6:30:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9875, loss_cls: 3.1438, loss: 3.1438 +2025-06-29 05:24:43,300 - pyskl - INFO - Epoch [79][2100/3405] lr: 1.155e-02, eta: 1 day, 6:30:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.3307, loss: 3.3307 +2025-06-29 05:25:27,807 - pyskl - INFO - Epoch [79][2200/3405] lr: 1.155e-02, eta: 1 day, 6:29:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 3.3780, loss: 3.3780 +2025-06-29 05:26:12,371 - pyskl - INFO - Epoch [79][2300/3405] lr: 1.154e-02, eta: 1 day, 6:28:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 3.1022, loss: 3.1022 +2025-06-29 05:26:56,822 - pyskl - INFO - Epoch [79][2400/3405] lr: 1.153e-02, eta: 1 day, 6:27:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 3.2733, loss: 3.2733 +2025-06-29 05:27:41,253 - pyskl - INFO - Epoch [79][2500/3405] lr: 1.152e-02, eta: 1 day, 6:27:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.2380, loss: 3.2380 +2025-06-29 05:28:25,726 - pyskl - INFO - Epoch [79][2600/3405] lr: 1.152e-02, eta: 1 day, 6:26:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 3.1996, loss: 3.1996 +2025-06-29 05:29:10,310 - pyskl - INFO - Epoch [79][2700/3405] lr: 1.151e-02, eta: 1 day, 6:25:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 3.3651, loss: 3.3651 +2025-06-29 05:29:54,834 - pyskl - INFO - Epoch [79][2800/3405] lr: 1.150e-02, eta: 1 day, 6:24:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 3.2242, loss: 3.2242 +2025-06-29 05:30:39,314 - pyskl - INFO - Epoch [79][2900/3405] lr: 1.149e-02, eta: 1 day, 6:24:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.1480, loss: 3.1480 +2025-06-29 05:31:23,862 - pyskl - INFO - Epoch [79][3000/3405] lr: 1.149e-02, eta: 1 day, 6:23:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 3.1876, loss: 3.1876 +2025-06-29 05:32:08,610 - pyskl - INFO - Epoch [79][3100/3405] lr: 1.148e-02, eta: 1 day, 6:22:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 3.2295, loss: 3.2295 +2025-06-29 05:32:53,242 - pyskl - INFO - Epoch [79][3200/3405] lr: 1.147e-02, eta: 1 day, 6:21:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.2864, loss: 3.2864 +2025-06-29 05:33:37,771 - pyskl - INFO - Epoch [79][3300/3405] lr: 1.146e-02, eta: 1 day, 6:21:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 3.2228, loss: 3.2228 +2025-06-29 05:34:22,346 - pyskl - INFO - Epoch [79][3400/3405] lr: 1.145e-02, eta: 1 day, 6:20:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 3.2884, loss: 3.2884 +2025-06-29 05:34:24,999 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-06-29 05:38:21,526 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 05:38:22,140 - pyskl - INFO - +top1_acc 0.8116 +top5_acc 0.9616 +2025-06-29 05:38:22,196 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_73.pth was removed +2025-06-29 05:38:23,274 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. +2025-06-29 05:38:23,275 - pyskl - INFO - Best top1_acc is 0.8116 at 79 epoch. +2025-06-29 05:38:23,297 - pyskl - INFO - Epoch(val) [79][3718] top1_acc: 0.8116, top5_acc: 0.9616 +2025-06-29 05:39:31,330 - pyskl - INFO - Epoch [80][100/3405] lr: 1.145e-02, eta: 1 day, 6:19:49, time: 0.680, data_time: 0.235, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9775, loss_cls: 3.1943, loss: 3.1943 +2025-06-29 05:40:15,863 - pyskl - INFO - Epoch [80][200/3405] lr: 1.144e-02, eta: 1 day, 6:19:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 3.2392, loss: 3.2392 +2025-06-29 05:41:00,363 - pyskl - INFO - Epoch [80][300/3405] lr: 1.143e-02, eta: 1 day, 6:18:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 3.1042, loss: 3.1042 +2025-06-29 05:41:44,787 - pyskl - INFO - Epoch [80][400/3405] lr: 1.142e-02, eta: 1 day, 6:17:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 3.0560, loss: 3.0560 +2025-06-29 05:42:29,266 - pyskl - INFO - Epoch [80][500/3405] lr: 1.142e-02, eta: 1 day, 6:16:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 3.1207, loss: 3.1207 +2025-06-29 05:43:13,753 - pyskl - INFO - Epoch [80][600/3405] lr: 1.141e-02, eta: 1 day, 6:16:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 3.2528, loss: 3.2528 +2025-06-29 05:43:58,300 - pyskl - INFO - Epoch [80][700/3405] lr: 1.140e-02, eta: 1 day, 6:15:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 3.1679, loss: 3.1679 +2025-06-29 05:44:42,794 - pyskl - INFO - Epoch [80][800/3405] lr: 1.139e-02, eta: 1 day, 6:14:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 3.1132, loss: 3.1132 +2025-06-29 05:45:27,339 - pyskl - INFO - Epoch [80][900/3405] lr: 1.139e-02, eta: 1 day, 6:13:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 3.3218, loss: 3.3218 +2025-06-29 05:46:11,849 - pyskl - INFO - Epoch [80][1000/3405] lr: 1.138e-02, eta: 1 day, 6:12:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 3.1740, loss: 3.1740 +2025-06-29 05:46:56,346 - pyskl - INFO - Epoch [80][1100/3405] lr: 1.137e-02, eta: 1 day, 6:12:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 3.1195, loss: 3.1195 +2025-06-29 05:47:40,784 - pyskl - INFO - Epoch [80][1200/3405] lr: 1.136e-02, eta: 1 day, 6:11:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 3.2522, loss: 3.2522 +2025-06-29 05:48:25,223 - pyskl - INFO - Epoch [80][1300/3405] lr: 1.135e-02, eta: 1 day, 6:10:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 3.1380, loss: 3.1380 +2025-06-29 05:49:09,688 - pyskl - INFO - Epoch [80][1400/3405] lr: 1.135e-02, eta: 1 day, 6:09:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 3.1931, loss: 3.1931 +2025-06-29 05:49:54,227 - pyskl - INFO - Epoch [80][1500/3405] lr: 1.134e-02, eta: 1 day, 6:09:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 3.3630, loss: 3.3630 +2025-06-29 05:50:38,766 - pyskl - INFO - Epoch [80][1600/3405] lr: 1.133e-02, eta: 1 day, 6:08:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9856, loss_cls: 3.1325, loss: 3.1325 +2025-06-29 05:51:23,312 - pyskl - INFO - Epoch [80][1700/3405] lr: 1.132e-02, eta: 1 day, 6:07:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9862, loss_cls: 3.1580, loss: 3.1580 +2025-06-29 05:52:07,843 - pyskl - INFO - Epoch [80][1800/3405] lr: 1.132e-02, eta: 1 day, 6:06:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 3.2247, loss: 3.2247 +2025-06-29 05:52:52,437 - pyskl - INFO - Epoch [80][1900/3405] lr: 1.131e-02, eta: 1 day, 6:06:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 3.2332, loss: 3.2332 +2025-06-29 05:53:37,151 - pyskl - INFO - Epoch [80][2000/3405] lr: 1.130e-02, eta: 1 day, 6:05:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 3.1943, loss: 3.1943 +2025-06-29 05:54:21,977 - pyskl - INFO - Epoch [80][2100/3405] lr: 1.129e-02, eta: 1 day, 6:04:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 3.1160, loss: 3.1160 +2025-06-29 05:55:06,757 - pyskl - INFO - Epoch [80][2200/3405] lr: 1.129e-02, eta: 1 day, 6:03:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 3.1547, loss: 3.1547 +2025-06-29 05:55:51,335 - pyskl - INFO - Epoch [80][2300/3405] lr: 1.128e-02, eta: 1 day, 6:03:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 3.3031, loss: 3.3031 +2025-06-29 05:56:35,806 - pyskl - INFO - Epoch [80][2400/3405] lr: 1.127e-02, eta: 1 day, 6:02:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 3.2697, loss: 3.2697 +2025-06-29 05:57:20,280 - pyskl - INFO - Epoch [80][2500/3405] lr: 1.126e-02, eta: 1 day, 6:01:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 3.2759, loss: 3.2759 +2025-06-29 05:58:04,771 - pyskl - INFO - Epoch [80][2600/3405] lr: 1.126e-02, eta: 1 day, 6:00:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 3.1993, loss: 3.1993 +2025-06-29 05:58:49,299 - pyskl - INFO - Epoch [80][2700/3405] lr: 1.125e-02, eta: 1 day, 6:00:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9881, loss_cls: 3.1850, loss: 3.1850 +2025-06-29 05:59:33,888 - pyskl - INFO - Epoch [80][2800/3405] lr: 1.124e-02, eta: 1 day, 5:59:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 3.2018, loss: 3.2018 +2025-06-29 06:00:18,515 - pyskl - INFO - Epoch [80][2900/3405] lr: 1.123e-02, eta: 1 day, 5:58:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 3.2866, loss: 3.2866 +2025-06-29 06:01:03,074 - pyskl - INFO - Epoch [80][3000/3405] lr: 1.122e-02, eta: 1 day, 5:57:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 3.2412, loss: 3.2412 +2025-06-29 06:01:47,565 - pyskl - INFO - Epoch [80][3100/3405] lr: 1.122e-02, eta: 1 day, 5:56:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 3.1284, loss: 3.1284 +2025-06-29 06:02:32,054 - pyskl - INFO - Epoch [80][3200/3405] lr: 1.121e-02, eta: 1 day, 5:56:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 3.1936, loss: 3.1936 +2025-06-29 06:03:16,509 - pyskl - INFO - Epoch [80][3300/3405] lr: 1.120e-02, eta: 1 day, 5:55:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 3.2222, loss: 3.2222 +2025-06-29 06:04:00,842 - pyskl - INFO - Epoch [80][3400/3405] lr: 1.119e-02, eta: 1 day, 5:54:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 3.2439, loss: 3.2439 +2025-06-29 06:04:03,386 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-06-29 06:23:41,921 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 06:23:42,454 - pyskl - INFO - +top1_acc 0.7897 +top5_acc 0.9549 +2025-06-29 06:23:42,473 - pyskl - INFO - Epoch(val) [80][3718] top1_acc: 0.7897, top5_acc: 0.9549 +2025-06-29 06:24:50,706 - pyskl - INFO - Epoch [81][100/3405] lr: 1.119e-02, eta: 1 day, 5:54:10, time: 0.682, data_time: 0.237, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 3.1207, loss: 3.1207 +2025-06-29 06:25:35,451 - pyskl - INFO - Epoch [81][200/3405] lr: 1.118e-02, eta: 1 day, 5:53:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 3.0024, loss: 3.0024 +2025-06-29 06:26:20,299 - pyskl - INFO - Epoch [81][300/3405] lr: 1.117e-02, eta: 1 day, 5:52:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 3.1700, loss: 3.1700 +2025-06-29 06:27:05,055 - pyskl - INFO - Epoch [81][400/3405] lr: 1.116e-02, eta: 1 day, 5:51:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 3.1408, loss: 3.1408 +2025-06-29 06:27:49,835 - pyskl - INFO - Epoch [81][500/3405] lr: 1.116e-02, eta: 1 day, 5:51:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 3.1565, loss: 3.1565 +2025-06-29 06:28:34,498 - pyskl - INFO - Epoch [81][600/3405] lr: 1.115e-02, eta: 1 day, 5:50:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 3.1116, loss: 3.1116 +2025-06-29 06:29:19,165 - pyskl - INFO - Epoch [81][700/3405] lr: 1.114e-02, eta: 1 day, 5:49:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9894, loss_cls: 3.1663, loss: 3.1663 +2025-06-29 06:30:03,788 - pyskl - INFO - Epoch [81][800/3405] lr: 1.113e-02, eta: 1 day, 5:48:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 3.1841, loss: 3.1841 +2025-06-29 06:30:48,371 - pyskl - INFO - Epoch [81][900/3405] lr: 1.112e-02, eta: 1 day, 5:48:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 3.2845, loss: 3.2845 +2025-06-29 06:31:32,927 - pyskl - INFO - Epoch [81][1000/3405] lr: 1.112e-02, eta: 1 day, 5:47:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 3.2268, loss: 3.2268 +2025-06-29 06:32:17,605 - pyskl - INFO - Epoch [81][1100/3405] lr: 1.111e-02, eta: 1 day, 5:46:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 3.2490, loss: 3.2490 +2025-06-29 06:33:02,156 - pyskl - INFO - Epoch [81][1200/3405] lr: 1.110e-02, eta: 1 day, 5:45:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 3.1670, loss: 3.1670 +2025-06-29 06:33:46,679 - pyskl - INFO - Epoch [81][1300/3405] lr: 1.109e-02, eta: 1 day, 5:45:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9850, loss_cls: 3.3072, loss: 3.3072 +2025-06-29 06:34:31,135 - pyskl - INFO - Epoch [81][1400/3405] lr: 1.109e-02, eta: 1 day, 5:44:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9906, loss_cls: 3.1750, loss: 3.1750 +2025-06-29 06:35:15,451 - pyskl - INFO - Epoch [81][1500/3405] lr: 1.108e-02, eta: 1 day, 5:43:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9812, loss_cls: 3.2090, loss: 3.2090 +2025-06-29 06:36:00,057 - pyskl - INFO - Epoch [81][1600/3405] lr: 1.107e-02, eta: 1 day, 5:42:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 3.1645, loss: 3.1645 +2025-06-29 06:36:44,441 - pyskl - INFO - Epoch [81][1700/3405] lr: 1.106e-02, eta: 1 day, 5:41:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 3.2697, loss: 3.2697 +2025-06-29 06:37:28,910 - pyskl - INFO - Epoch [81][1800/3405] lr: 1.106e-02, eta: 1 day, 5:41:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 3.2317, loss: 3.2317 +2025-06-29 06:38:13,410 - pyskl - INFO - Epoch [81][1900/3405] lr: 1.105e-02, eta: 1 day, 5:40:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 3.1128, loss: 3.1128 +2025-06-29 06:38:57,826 - pyskl - INFO - Epoch [81][2000/3405] lr: 1.104e-02, eta: 1 day, 5:39:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9869, loss_cls: 3.1809, loss: 3.1809 +2025-06-29 06:39:42,354 - pyskl - INFO - Epoch [81][2100/3405] lr: 1.103e-02, eta: 1 day, 5:38:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 3.1760, loss: 3.1760 +2025-06-29 06:40:26,907 - pyskl - INFO - Epoch [81][2200/3405] lr: 1.103e-02, eta: 1 day, 5:38:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9850, loss_cls: 3.3206, loss: 3.3206 +2025-06-29 06:41:11,691 - pyskl - INFO - Epoch [81][2300/3405] lr: 1.102e-02, eta: 1 day, 5:37:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 3.1439, loss: 3.1439 +2025-06-29 06:41:56,429 - pyskl - INFO - Epoch [81][2400/3405] lr: 1.101e-02, eta: 1 day, 5:36:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 3.1993, loss: 3.1993 +2025-06-29 06:42:40,914 - pyskl - INFO - Epoch [81][2500/3405] lr: 1.100e-02, eta: 1 day, 5:35:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 3.1912, loss: 3.1912 +2025-06-29 06:43:25,433 - pyskl - INFO - Epoch [81][2600/3405] lr: 1.099e-02, eta: 1 day, 5:35:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 3.2189, loss: 3.2189 +2025-06-29 06:44:10,006 - pyskl - INFO - Epoch [81][2700/3405] lr: 1.099e-02, eta: 1 day, 5:34:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 3.1879, loss: 3.1879 +2025-06-29 06:44:54,454 - pyskl - INFO - Epoch [81][2800/3405] lr: 1.098e-02, eta: 1 day, 5:33:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9812, loss_cls: 3.3244, loss: 3.3244 +2025-06-29 06:45:38,967 - pyskl - INFO - Epoch [81][2900/3405] lr: 1.097e-02, eta: 1 day, 5:32:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.2345, loss: 3.2345 +2025-06-29 06:46:23,404 - pyskl - INFO - Epoch [81][3000/3405] lr: 1.096e-02, eta: 1 day, 5:32:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9862, loss_cls: 3.1355, loss: 3.1355 +2025-06-29 06:47:07,882 - pyskl - INFO - Epoch [81][3100/3405] lr: 1.096e-02, eta: 1 day, 5:31:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 3.0847, loss: 3.0847 +2025-06-29 06:47:52,453 - pyskl - INFO - Epoch [81][3200/3405] lr: 1.095e-02, eta: 1 day, 5:30:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9831, loss_cls: 3.2556, loss: 3.2556 +2025-06-29 06:48:36,994 - pyskl - INFO - Epoch [81][3300/3405] lr: 1.094e-02, eta: 1 day, 5:29:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 3.2570, loss: 3.2570 +2025-06-29 06:49:21,492 - pyskl - INFO - Epoch [81][3400/3405] lr: 1.093e-02, eta: 1 day, 5:29:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 3.2549, loss: 3.2549 +2025-06-29 06:49:24,128 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-06-29 06:53:20,721 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 06:53:21,403 - pyskl - INFO - +top1_acc 0.8121 +top5_acc 0.9643 +2025-06-29 06:53:21,458 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_79.pth was removed +2025-06-29 06:53:22,503 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_81.pth. +2025-06-29 06:53:22,504 - pyskl - INFO - Best top1_acc is 0.8121 at 81 epoch. +2025-06-29 06:53:22,525 - pyskl - INFO - Epoch(val) [81][3718] top1_acc: 0.8121, top5_acc: 0.9643 +2025-06-29 06:54:30,942 - pyskl - INFO - Epoch [82][100/3405] lr: 1.093e-02, eta: 1 day, 5:28:32, time: 0.684, data_time: 0.239, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 3.0450, loss: 3.0450 +2025-06-29 06:55:15,489 - pyskl - INFO - Epoch [82][200/3405] lr: 1.092e-02, eta: 1 day, 5:27:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 3.1351, loss: 3.1351 +2025-06-29 06:55:59,960 - pyskl - INFO - Epoch [82][300/3405] lr: 1.091e-02, eta: 1 day, 5:27:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 3.1586, loss: 3.1586 +2025-06-29 06:56:44,342 - pyskl - INFO - Epoch [82][400/3405] lr: 1.090e-02, eta: 1 day, 5:26:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 3.2035, loss: 3.2035 +2025-06-29 06:57:28,767 - pyskl - INFO - Epoch [82][500/3405] lr: 1.090e-02, eta: 1 day, 5:25:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 3.1086, loss: 3.1086 +2025-06-29 06:58:13,219 - pyskl - INFO - Epoch [82][600/3405] lr: 1.089e-02, eta: 1 day, 5:24:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9906, loss_cls: 3.0038, loss: 3.0038 +2025-06-29 06:58:57,771 - pyskl - INFO - Epoch [82][700/3405] lr: 1.088e-02, eta: 1 day, 5:23:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 3.1828, loss: 3.1828 +2025-06-29 06:59:42,176 - pyskl - INFO - Epoch [82][800/3405] lr: 1.087e-02, eta: 1 day, 5:23:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 3.1663, loss: 3.1663 +2025-06-29 07:00:26,675 - pyskl - INFO - Epoch [82][900/3405] lr: 1.086e-02, eta: 1 day, 5:22:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9794, loss_cls: 3.0817, loss: 3.0817 +2025-06-29 07:01:11,170 - pyskl - INFO - Epoch [82][1000/3405] lr: 1.086e-02, eta: 1 day, 5:21:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 3.0853, loss: 3.0853 +2025-06-29 07:01:55,582 - pyskl - INFO - Epoch [82][1100/3405] lr: 1.085e-02, eta: 1 day, 5:20:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9819, loss_cls: 3.2428, loss: 3.2428 +2025-06-29 07:02:40,131 - pyskl - INFO - Epoch [82][1200/3405] lr: 1.084e-02, eta: 1 day, 5:20:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 3.2103, loss: 3.2103 +2025-06-29 07:03:24,613 - pyskl - INFO - Epoch [82][1300/3405] lr: 1.083e-02, eta: 1 day, 5:19:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 3.2526, loss: 3.2526 +2025-06-29 07:04:09,122 - pyskl - INFO - Epoch [82][1400/3405] lr: 1.083e-02, eta: 1 day, 5:18:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 3.1708, loss: 3.1708 +2025-06-29 07:04:53,566 - pyskl - INFO - Epoch [82][1500/3405] lr: 1.082e-02, eta: 1 day, 5:17:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 3.1933, loss: 3.1933 +2025-06-29 07:05:38,030 - pyskl - INFO - Epoch [82][1600/3405] lr: 1.081e-02, eta: 1 day, 5:17:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 3.2756, loss: 3.2756 +2025-06-29 07:06:22,549 - pyskl - INFO - Epoch [82][1700/3405] lr: 1.080e-02, eta: 1 day, 5:16:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 3.1995, loss: 3.1995 +2025-06-29 07:07:07,018 - pyskl - INFO - Epoch [82][1800/3405] lr: 1.080e-02, eta: 1 day, 5:15:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 3.2118, loss: 3.2118 +2025-06-29 07:07:51,607 - pyskl - INFO - Epoch [82][1900/3405] lr: 1.079e-02, eta: 1 day, 5:14:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 3.2527, loss: 3.2527 +2025-06-29 07:08:36,145 - pyskl - INFO - Epoch [82][2000/3405] lr: 1.078e-02, eta: 1 day, 5:14:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 3.3496, loss: 3.3496 +2025-06-29 07:09:20,530 - pyskl - INFO - Epoch [82][2100/3405] lr: 1.077e-02, eta: 1 day, 5:13:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 3.1730, loss: 3.1730 +2025-06-29 07:10:05,043 - pyskl - INFO - Epoch [82][2200/3405] lr: 1.077e-02, eta: 1 day, 5:12:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 3.1579, loss: 3.1579 +2025-06-29 07:10:49,814 - pyskl - INFO - Epoch [82][2300/3405] lr: 1.076e-02, eta: 1 day, 5:11:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 3.1913, loss: 3.1913 +2025-06-29 07:11:34,526 - pyskl - INFO - Epoch [82][2400/3405] lr: 1.075e-02, eta: 1 day, 5:11:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 3.1884, loss: 3.1884 +2025-06-29 07:12:19,101 - pyskl - INFO - Epoch [82][2500/3405] lr: 1.074e-02, eta: 1 day, 5:10:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 3.1566, loss: 3.1566 +2025-06-29 07:13:03,497 - pyskl - INFO - Epoch [82][2600/3405] lr: 1.074e-02, eta: 1 day, 5:09:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 3.2196, loss: 3.2196 +2025-06-29 07:13:47,954 - pyskl - INFO - Epoch [82][2700/3405] lr: 1.073e-02, eta: 1 day, 5:08:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 3.2650, loss: 3.2650 +2025-06-29 07:14:32,541 - pyskl - INFO - Epoch [82][2800/3405] lr: 1.072e-02, eta: 1 day, 5:07:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 3.2016, loss: 3.2016 +2025-06-29 07:15:16,833 - pyskl - INFO - Epoch [82][2900/3405] lr: 1.071e-02, eta: 1 day, 5:07:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 3.0760, loss: 3.0760 +2025-06-29 07:16:01,179 - pyskl - INFO - Epoch [82][3000/3405] lr: 1.070e-02, eta: 1 day, 5:06:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 3.2727, loss: 3.2727 +2025-06-29 07:16:45,432 - pyskl - INFO - Epoch [82][3100/3405] lr: 1.070e-02, eta: 1 day, 5:05:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9862, loss_cls: 3.1599, loss: 3.1599 +2025-06-29 07:17:29,748 - pyskl - INFO - Epoch [82][3200/3405] lr: 1.069e-02, eta: 1 day, 5:04:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 3.2887, loss: 3.2887 +2025-06-29 07:18:14,038 - pyskl - INFO - Epoch [82][3300/3405] lr: 1.068e-02, eta: 1 day, 5:04:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 3.2955, loss: 3.2955 +2025-06-29 07:18:58,419 - pyskl - INFO - Epoch [82][3400/3405] lr: 1.067e-02, eta: 1 day, 5:03:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9719, loss_cls: 3.3216, loss: 3.3216 +2025-06-29 07:19:00,994 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-06-29 07:22:56,964 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 07:22:57,595 - pyskl - INFO - +top1_acc 0.7843 +top5_acc 0.9507 +2025-06-29 07:22:57,616 - pyskl - INFO - Epoch(val) [82][3718] top1_acc: 0.7843, top5_acc: 0.9507 +2025-06-29 07:24:05,596 - pyskl - INFO - Epoch [83][100/3405] lr: 1.067e-02, eta: 1 day, 5:02:51, time: 0.680, data_time: 0.234, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 3.0783, loss: 3.0783 +2025-06-29 07:24:50,211 - pyskl - INFO - Epoch [83][200/3405] lr: 1.066e-02, eta: 1 day, 5:02:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.9885, loss: 2.9885 +2025-06-29 07:25:34,794 - pyskl - INFO - Epoch [83][300/3405] lr: 1.065e-02, eta: 1 day, 5:01:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9900, loss_cls: 3.0942, loss: 3.0942 +2025-06-29 07:26:19,293 - pyskl - INFO - Epoch [83][400/3405] lr: 1.064e-02, eta: 1 day, 5:00:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 3.1382, loss: 3.1382 +2025-06-29 07:27:03,722 - pyskl - INFO - Epoch [83][500/3405] lr: 1.064e-02, eta: 1 day, 4:59:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 3.1138, loss: 3.1138 +2025-06-29 07:27:47,978 - pyskl - INFO - Epoch [83][600/3405] lr: 1.063e-02, eta: 1 day, 4:59:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 3.0545, loss: 3.0545 +2025-06-29 07:28:32,372 - pyskl - INFO - Epoch [83][700/3405] lr: 1.062e-02, eta: 1 day, 4:58:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9875, loss_cls: 3.1133, loss: 3.1133 +2025-06-29 07:29:16,746 - pyskl - INFO - Epoch [83][800/3405] lr: 1.061e-02, eta: 1 day, 4:57:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 3.2011, loss: 3.2011 +2025-06-29 07:30:01,161 - pyskl - INFO - Epoch [83][900/3405] lr: 1.061e-02, eta: 1 day, 4:56:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9894, loss_cls: 3.1677, loss: 3.1677 +2025-06-29 07:30:45,664 - pyskl - INFO - Epoch [83][1000/3405] lr: 1.060e-02, eta: 1 day, 4:55:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9881, loss_cls: 3.0702, loss: 3.0702 +2025-06-29 07:31:30,098 - pyskl - INFO - Epoch [83][1100/3405] lr: 1.059e-02, eta: 1 day, 4:55:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 3.2575, loss: 3.2575 +2025-06-29 07:32:14,489 - pyskl - INFO - Epoch [83][1200/3405] lr: 1.058e-02, eta: 1 day, 4:54:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 3.0693, loss: 3.0693 +2025-06-29 07:32:58,906 - pyskl - INFO - Epoch [83][1300/3405] lr: 1.058e-02, eta: 1 day, 4:53:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 2.9639, loss: 2.9639 +2025-06-29 07:33:43,329 - pyskl - INFO - Epoch [83][1400/3405] lr: 1.057e-02, eta: 1 day, 4:52:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 3.1404, loss: 3.1404 +2025-06-29 07:34:27,802 - pyskl - INFO - Epoch [83][1500/3405] lr: 1.056e-02, eta: 1 day, 4:52:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 3.0771, loss: 3.0771 +2025-06-29 07:35:12,426 - pyskl - INFO - Epoch [83][1600/3405] lr: 1.055e-02, eta: 1 day, 4:51:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 3.0821, loss: 3.0821 +2025-06-29 07:35:57,025 - pyskl - INFO - Epoch [83][1700/3405] lr: 1.054e-02, eta: 1 day, 4:50:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 3.2969, loss: 3.2969 +2025-06-29 07:36:41,590 - pyskl - INFO - Epoch [83][1800/3405] lr: 1.054e-02, eta: 1 day, 4:49:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 3.1421, loss: 3.1421 +2025-06-29 07:37:26,341 - pyskl - INFO - Epoch [83][1900/3405] lr: 1.053e-02, eta: 1 day, 4:49:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 3.1690, loss: 3.1690 +2025-06-29 07:38:10,788 - pyskl - INFO - Epoch [83][2000/3405] lr: 1.052e-02, eta: 1 day, 4:48:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 3.1818, loss: 3.1818 +2025-06-29 07:38:55,241 - pyskl - INFO - Epoch [83][2100/3405] lr: 1.051e-02, eta: 1 day, 4:47:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 3.2795, loss: 3.2795 +2025-06-29 07:39:39,766 - pyskl - INFO - Epoch [83][2200/3405] lr: 1.051e-02, eta: 1 day, 4:46:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 3.0674, loss: 3.0674 +2025-06-29 07:40:24,280 - pyskl - INFO - Epoch [83][2300/3405] lr: 1.050e-02, eta: 1 day, 4:46:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 3.1604, loss: 3.1604 +2025-06-29 07:41:08,765 - pyskl - INFO - Epoch [83][2400/3405] lr: 1.049e-02, eta: 1 day, 4:45:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 3.1842, loss: 3.1842 +2025-06-29 07:41:53,449 - pyskl - INFO - Epoch [83][2500/3405] lr: 1.048e-02, eta: 1 day, 4:44:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 3.1566, loss: 3.1566 +2025-06-29 07:42:38,016 - pyskl - INFO - Epoch [83][2600/3405] lr: 1.048e-02, eta: 1 day, 4:43:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9888, loss_cls: 3.1628, loss: 3.1628 +2025-06-29 07:43:22,669 - pyskl - INFO - Epoch [83][2700/3405] lr: 1.047e-02, eta: 1 day, 4:43:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 3.1660, loss: 3.1660 +2025-06-29 07:44:07,323 - pyskl - INFO - Epoch [83][2800/3405] lr: 1.046e-02, eta: 1 day, 4:42:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9869, loss_cls: 3.2089, loss: 3.2089 +2025-06-29 07:44:51,871 - pyskl - INFO - Epoch [83][2900/3405] lr: 1.045e-02, eta: 1 day, 4:41:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 3.1138, loss: 3.1138 +2025-06-29 07:45:36,385 - pyskl - INFO - Epoch [83][3000/3405] lr: 1.045e-02, eta: 1 day, 4:40:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 3.3023, loss: 3.3023 +2025-06-29 07:46:20,928 - pyskl - INFO - Epoch [83][3100/3405] lr: 1.044e-02, eta: 1 day, 4:39:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 3.1767, loss: 3.1767 +2025-06-29 07:47:05,398 - pyskl - INFO - Epoch [83][3200/3405] lr: 1.043e-02, eta: 1 day, 4:39:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9856, loss_cls: 3.2165, loss: 3.2165 +2025-06-29 07:47:50,127 - pyskl - INFO - Epoch [83][3300/3405] lr: 1.042e-02, eta: 1 day, 4:38:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 3.1302, loss: 3.1302 +2025-06-29 07:48:34,598 - pyskl - INFO - Epoch [83][3400/3405] lr: 1.042e-02, eta: 1 day, 4:37:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 3.2697, loss: 3.2697 +2025-06-29 07:48:37,300 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-06-29 07:52:34,498 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 07:52:35,143 - pyskl - INFO - +top1_acc 0.7835 +top5_acc 0.9568 +2025-06-29 07:52:35,164 - pyskl - INFO - Epoch(val) [83][3718] top1_acc: 0.7835, top5_acc: 0.9568 +2025-06-29 07:53:43,366 - pyskl - INFO - Epoch [84][100/3405] lr: 1.041e-02, eta: 1 day, 4:37:11, time: 0.682, data_time: 0.237, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 3.0496, loss: 3.0496 +2025-06-29 07:54:27,798 - pyskl - INFO - Epoch [84][200/3405] lr: 1.040e-02, eta: 1 day, 4:36:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 3.0294, loss: 3.0294 +2025-06-29 07:55:12,255 - pyskl - INFO - Epoch [84][300/3405] lr: 1.039e-02, eta: 1 day, 4:35:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9894, loss_cls: 3.1164, loss: 3.1164 +2025-06-29 07:55:56,664 - pyskl - INFO - Epoch [84][400/3405] lr: 1.039e-02, eta: 1 day, 4:34:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.9520, loss: 2.9520 +2025-06-29 07:56:41,053 - pyskl - INFO - Epoch [84][500/3405] lr: 1.038e-02, eta: 1 day, 4:34:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 3.0458, loss: 3.0458 +2025-06-29 07:57:25,439 - pyskl - INFO - Epoch [84][600/3405] lr: 1.037e-02, eta: 1 day, 4:33:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9806, loss_cls: 3.1043, loss: 3.1043 +2025-06-29 07:58:10,154 - pyskl - INFO - Epoch [84][700/3405] lr: 1.036e-02, eta: 1 day, 4:32:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 3.0466, loss: 3.0466 +2025-06-29 07:58:54,713 - pyskl - INFO - Epoch [84][800/3405] lr: 1.035e-02, eta: 1 day, 4:31:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 3.1783, loss: 3.1783 +2025-06-29 07:59:39,322 - pyskl - INFO - Epoch [84][900/3405] lr: 1.035e-02, eta: 1 day, 4:31:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 3.1166, loss: 3.1166 +2025-06-29 08:00:23,910 - pyskl - INFO - Epoch [84][1000/3405] lr: 1.034e-02, eta: 1 day, 4:30:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9900, loss_cls: 3.1330, loss: 3.1330 +2025-06-29 08:01:08,462 - pyskl - INFO - Epoch [84][1100/3405] lr: 1.033e-02, eta: 1 day, 4:29:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9894, loss_cls: 3.1358, loss: 3.1358 +2025-06-29 08:01:53,120 - pyskl - INFO - Epoch [84][1200/3405] lr: 1.032e-02, eta: 1 day, 4:28:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9906, loss_cls: 3.0375, loss: 3.0375 +2025-06-29 08:02:37,773 - pyskl - INFO - Epoch [84][1300/3405] lr: 1.032e-02, eta: 1 day, 4:28:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 3.0511, loss: 3.0511 +2025-06-29 08:03:22,209 - pyskl - INFO - Epoch [84][1400/3405] lr: 1.031e-02, eta: 1 day, 4:27:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 3.2273, loss: 3.2273 +2025-06-29 08:04:06,715 - pyskl - INFO - Epoch [84][1500/3405] lr: 1.030e-02, eta: 1 day, 4:26:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 3.0846, loss: 3.0846 +2025-06-29 08:04:51,117 - pyskl - INFO - Epoch [84][1600/3405] lr: 1.029e-02, eta: 1 day, 4:25:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 3.1585, loss: 3.1585 +2025-06-29 08:05:35,950 - pyskl - INFO - Epoch [84][1700/3405] lr: 1.029e-02, eta: 1 day, 4:25:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 3.1872, loss: 3.1872 +2025-06-29 08:06:20,591 - pyskl - INFO - Epoch [84][1800/3405] lr: 1.028e-02, eta: 1 day, 4:24:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 3.1233, loss: 3.1233 +2025-06-29 08:07:05,084 - pyskl - INFO - Epoch [84][1900/3405] lr: 1.027e-02, eta: 1 day, 4:23:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 3.0432, loss: 3.0432 +2025-06-29 08:07:49,660 - pyskl - INFO - Epoch [84][2000/3405] lr: 1.026e-02, eta: 1 day, 4:22:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 3.1542, loss: 3.1542 +2025-06-29 08:08:34,103 - pyskl - INFO - Epoch [84][2100/3405] lr: 1.026e-02, eta: 1 day, 4:21:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 3.1232, loss: 3.1232 +2025-06-29 08:09:18,536 - pyskl - INFO - Epoch [84][2200/3405] lr: 1.025e-02, eta: 1 day, 4:21:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 3.1679, loss: 3.1679 +2025-06-29 08:10:02,903 - pyskl - INFO - Epoch [84][2300/3405] lr: 1.024e-02, eta: 1 day, 4:20:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 3.1996, loss: 3.1996 +2025-06-29 08:10:47,471 - pyskl - INFO - Epoch [84][2400/3405] lr: 1.023e-02, eta: 1 day, 4:19:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 3.2601, loss: 3.2601 +2025-06-29 08:11:32,169 - pyskl - INFO - Epoch [84][2500/3405] lr: 1.023e-02, eta: 1 day, 4:18:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 3.2952, loss: 3.2952 +2025-06-29 08:12:16,635 - pyskl - INFO - Epoch [84][2600/3405] lr: 1.022e-02, eta: 1 day, 4:18:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9881, loss_cls: 3.1791, loss: 3.1791 +2025-06-29 08:13:01,117 - pyskl - INFO - Epoch [84][2700/3405] lr: 1.021e-02, eta: 1 day, 4:17:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 3.1310, loss: 3.1310 +2025-06-29 08:13:45,553 - pyskl - INFO - Epoch [84][2800/3405] lr: 1.020e-02, eta: 1 day, 4:16:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9806, loss_cls: 3.2518, loss: 3.2518 +2025-06-29 08:14:30,207 - pyskl - INFO - Epoch [84][2900/3405] lr: 1.020e-02, eta: 1 day, 4:15:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 3.0972, loss: 3.0972 +2025-06-29 08:15:14,668 - pyskl - INFO - Epoch [84][3000/3405] lr: 1.019e-02, eta: 1 day, 4:15:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 3.1167, loss: 3.1167 +2025-06-29 08:15:59,154 - pyskl - INFO - Epoch [84][3100/3405] lr: 1.018e-02, eta: 1 day, 4:14:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9850, loss_cls: 3.1285, loss: 3.1285 +2025-06-29 08:16:43,697 - pyskl - INFO - Epoch [84][3200/3405] lr: 1.017e-02, eta: 1 day, 4:13:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9838, loss_cls: 3.1588, loss: 3.1588 +2025-06-29 08:17:28,208 - pyskl - INFO - Epoch [84][3300/3405] lr: 1.017e-02, eta: 1 day, 4:12:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9856, loss_cls: 3.1168, loss: 3.1168 +2025-06-29 08:18:12,786 - pyskl - INFO - Epoch [84][3400/3405] lr: 1.016e-02, eta: 1 day, 4:12:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 3.1550, loss: 3.1550 +2025-06-29 08:18:15,575 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-06-29 08:22:12,912 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 08:22:13,514 - pyskl - INFO - +top1_acc 0.8101 +top5_acc 0.9637 +2025-06-29 08:22:13,534 - pyskl - INFO - Epoch(val) [84][3718] top1_acc: 0.8101, top5_acc: 0.9637 +2025-06-29 08:23:22,238 - pyskl - INFO - Epoch [85][100/3405] lr: 1.015e-02, eta: 1 day, 4:11:33, time: 0.687, data_time: 0.241, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 3.0910, loss: 3.0910 +2025-06-29 08:24:06,720 - pyskl - INFO - Epoch [85][200/3405] lr: 1.014e-02, eta: 1 day, 4:10:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.8831, loss: 2.8831 +2025-06-29 08:24:51,189 - pyskl - INFO - Epoch [85][300/3405] lr: 1.014e-02, eta: 1 day, 4:10:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 3.1348, loss: 3.1348 +2025-06-29 08:25:35,594 - pyskl - INFO - Epoch [85][400/3405] lr: 1.013e-02, eta: 1 day, 4:09:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 3.0591, loss: 3.0591 +2025-06-29 08:26:20,055 - pyskl - INFO - Epoch [85][500/3405] lr: 1.012e-02, eta: 1 day, 4:08:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 2.9749, loss: 2.9749 +2025-06-29 08:27:04,541 - pyskl - INFO - Epoch [85][600/3405] lr: 1.011e-02, eta: 1 day, 4:07:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 3.0874, loss: 3.0874 +2025-06-29 08:27:48,909 - pyskl - INFO - Epoch [85][700/3405] lr: 1.010e-02, eta: 1 day, 4:06:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9881, loss_cls: 3.1271, loss: 3.1271 +2025-06-29 08:28:33,348 - pyskl - INFO - Epoch [85][800/3405] lr: 1.010e-02, eta: 1 day, 4:06:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 3.0865, loss: 3.0865 +2025-06-29 08:29:17,886 - pyskl - INFO - Epoch [85][900/3405] lr: 1.009e-02, eta: 1 day, 4:05:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 3.2158, loss: 3.2158 +2025-06-29 08:30:02,339 - pyskl - INFO - Epoch [85][1000/3405] lr: 1.008e-02, eta: 1 day, 4:04:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 3.0096, loss: 3.0096 +2025-06-29 08:30:46,652 - pyskl - INFO - Epoch [85][1100/3405] lr: 1.007e-02, eta: 1 day, 4:03:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 3.1104, loss: 3.1104 +2025-06-29 08:31:31,339 - pyskl - INFO - Epoch [85][1200/3405] lr: 1.007e-02, eta: 1 day, 4:03:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.9842, loss: 2.9842 +2025-06-29 08:32:15,913 - pyskl - INFO - Epoch [85][1300/3405] lr: 1.006e-02, eta: 1 day, 4:02:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 3.1162, loss: 3.1162 +2025-06-29 08:33:00,336 - pyskl - INFO - Epoch [85][1400/3405] lr: 1.005e-02, eta: 1 day, 4:01:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 3.1462, loss: 3.1462 +2025-06-29 08:33:44,815 - pyskl - INFO - Epoch [85][1500/3405] lr: 1.004e-02, eta: 1 day, 4:00:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 3.0961, loss: 3.0961 +2025-06-29 08:34:29,328 - pyskl - INFO - Epoch [85][1600/3405] lr: 1.004e-02, eta: 1 day, 4:00:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 3.0415, loss: 3.0415 +2025-06-29 08:35:14,083 - pyskl - INFO - Epoch [85][1700/3405] lr: 1.003e-02, eta: 1 day, 3:59:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 3.0694, loss: 3.0694 +2025-06-29 08:35:58,612 - pyskl - INFO - Epoch [85][1800/3405] lr: 1.002e-02, eta: 1 day, 3:58:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9894, loss_cls: 3.0706, loss: 3.0706 +2025-06-29 08:36:43,252 - pyskl - INFO - Epoch [85][1900/3405] lr: 1.001e-02, eta: 1 day, 3:57:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 3.0629, loss: 3.0629 +2025-06-29 08:37:27,890 - pyskl - INFO - Epoch [85][2000/3405] lr: 1.001e-02, eta: 1 day, 3:57:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 3.1615, loss: 3.1615 +2025-06-29 08:38:12,482 - pyskl - INFO - Epoch [85][2100/3405] lr: 9.999e-03, eta: 1 day, 3:56:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9875, loss_cls: 3.0640, loss: 3.0640 +2025-06-29 08:38:57,095 - pyskl - INFO - Epoch [85][2200/3405] lr: 9.992e-03, eta: 1 day, 3:55:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 3.1259, loss: 3.1259 +2025-06-29 08:39:41,689 - pyskl - INFO - Epoch [85][2300/3405] lr: 9.984e-03, eta: 1 day, 3:54:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 3.1663, loss: 3.1663 +2025-06-29 08:40:26,210 - pyskl - INFO - Epoch [85][2400/3405] lr: 9.977e-03, eta: 1 day, 3:54:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 3.1136, loss: 3.1136 +2025-06-29 08:41:10,752 - pyskl - INFO - Epoch [85][2500/3405] lr: 9.969e-03, eta: 1 day, 3:53:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 3.1358, loss: 3.1358 +2025-06-29 08:41:55,200 - pyskl - INFO - Epoch [85][2600/3405] lr: 9.962e-03, eta: 1 day, 3:52:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 3.1542, loss: 3.1542 +2025-06-29 08:42:39,685 - pyskl - INFO - Epoch [85][2700/3405] lr: 9.954e-03, eta: 1 day, 3:51:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 3.1987, loss: 3.1987 +2025-06-29 08:43:24,219 - pyskl - INFO - Epoch [85][2800/3405] lr: 9.947e-03, eta: 1 day, 3:50:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 3.0935, loss: 3.0935 +2025-06-29 08:44:08,641 - pyskl - INFO - Epoch [85][2900/3405] lr: 9.939e-03, eta: 1 day, 3:50:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 3.1461, loss: 3.1461 +2025-06-29 08:44:53,072 - pyskl - INFO - Epoch [85][3000/3405] lr: 9.932e-03, eta: 1 day, 3:49:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9862, loss_cls: 3.0384, loss: 3.0384 +2025-06-29 08:45:37,573 - pyskl - INFO - Epoch [85][3100/3405] lr: 9.924e-03, eta: 1 day, 3:48:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9869, loss_cls: 3.1892, loss: 3.1892 +2025-06-29 08:46:22,065 - pyskl - INFO - Epoch [85][3200/3405] lr: 9.917e-03, eta: 1 day, 3:47:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9781, loss_cls: 3.0930, loss: 3.0930 +2025-06-29 08:47:06,546 - pyskl - INFO - Epoch [85][3300/3405] lr: 9.909e-03, eta: 1 day, 3:47:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 3.1536, loss: 3.1536 +2025-06-29 08:47:51,069 - pyskl - INFO - Epoch [85][3400/3405] lr: 9.902e-03, eta: 1 day, 3:46:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 3.1779, loss: 3.1779 +2025-06-29 08:47:53,681 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-06-29 09:07:05,206 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 09:07:05,756 - pyskl - INFO - +top1_acc 0.8086 +top5_acc 0.9637 +2025-06-29 09:07:05,778 - pyskl - INFO - Epoch(val) [85][3718] top1_acc: 0.8086, top5_acc: 0.9637 +2025-06-29 09:08:13,973 - pyskl - INFO - Epoch [86][100/3405] lr: 9.894e-03, eta: 1 day, 3:45:53, time: 0.682, data_time: 0.237, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9888, loss_cls: 3.0952, loss: 3.0952 +2025-06-29 09:08:58,378 - pyskl - INFO - Epoch [86][200/3405] lr: 9.886e-03, eta: 1 day, 3:45:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9888, loss_cls: 3.0447, loss: 3.0447 +2025-06-29 09:09:42,755 - pyskl - INFO - Epoch [86][300/3405] lr: 9.879e-03, eta: 1 day, 3:44:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 3.0571, loss: 3.0571 +2025-06-29 09:10:27,159 - pyskl - INFO - Epoch [86][400/3405] lr: 9.871e-03, eta: 1 day, 3:43:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.9028, loss: 2.9028 +2025-06-29 09:11:11,733 - pyskl - INFO - Epoch [86][500/3405] lr: 9.864e-03, eta: 1 day, 3:42:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 3.0165, loss: 3.0165 +2025-06-29 09:11:56,302 - pyskl - INFO - Epoch [86][600/3405] lr: 9.856e-03, eta: 1 day, 3:42:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 3.1037, loss: 3.1037 +2025-06-29 09:12:40,770 - pyskl - INFO - Epoch [86][700/3405] lr: 9.849e-03, eta: 1 day, 3:41:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 3.0345, loss: 3.0345 +2025-06-29 09:13:25,404 - pyskl - INFO - Epoch [86][800/3405] lr: 9.841e-03, eta: 1 day, 3:40:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 3.1006, loss: 3.1006 +2025-06-29 09:14:09,915 - pyskl - INFO - Epoch [86][900/3405] lr: 9.834e-03, eta: 1 day, 3:39:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 3.1029, loss: 3.1029 +2025-06-29 09:14:54,382 - pyskl - INFO - Epoch [86][1000/3405] lr: 9.826e-03, eta: 1 day, 3:39:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 3.0613, loss: 3.0613 +2025-06-29 09:15:38,926 - pyskl - INFO - Epoch [86][1100/3405] lr: 9.819e-03, eta: 1 day, 3:38:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.1987, loss: 3.1987 +2025-06-29 09:16:23,411 - pyskl - INFO - Epoch [86][1200/3405] lr: 9.811e-03, eta: 1 day, 3:37:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9894, loss_cls: 3.0563, loss: 3.0563 +2025-06-29 09:17:07,910 - pyskl - INFO - Epoch [86][1300/3405] lr: 9.803e-03, eta: 1 day, 3:36:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.9748, loss: 2.9748 +2025-06-29 09:17:52,427 - pyskl - INFO - Epoch [86][1400/3405] lr: 9.796e-03, eta: 1 day, 3:35:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9881, loss_cls: 3.1413, loss: 3.1413 +2025-06-29 09:18:36,915 - pyskl - INFO - Epoch [86][1500/3405] lr: 9.788e-03, eta: 1 day, 3:35:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 3.0371, loss: 3.0371 +2025-06-29 09:19:21,446 - pyskl - INFO - Epoch [86][1600/3405] lr: 9.781e-03, eta: 1 day, 3:34:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 3.0735, loss: 3.0735 +2025-06-29 09:20:06,039 - pyskl - INFO - Epoch [86][1700/3405] lr: 9.773e-03, eta: 1 day, 3:33:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 3.0482, loss: 3.0482 +2025-06-29 09:20:50,519 - pyskl - INFO - Epoch [86][1800/3405] lr: 9.766e-03, eta: 1 day, 3:32:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 3.0785, loss: 3.0785 +2025-06-29 09:21:34,968 - pyskl - INFO - Epoch [86][1900/3405] lr: 9.758e-03, eta: 1 day, 3:32:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 3.0943, loss: 3.0943 +2025-06-29 09:22:19,486 - pyskl - INFO - Epoch [86][2000/3405] lr: 9.751e-03, eta: 1 day, 3:31:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 3.0349, loss: 3.0349 +2025-06-29 09:23:04,002 - pyskl - INFO - Epoch [86][2100/3405] lr: 9.743e-03, eta: 1 day, 3:30:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 3.1371, loss: 3.1371 +2025-06-29 09:23:48,499 - pyskl - INFO - Epoch [86][2200/3405] lr: 9.736e-03, eta: 1 day, 3:29:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 3.1943, loss: 3.1943 +2025-06-29 09:24:33,075 - pyskl - INFO - Epoch [86][2300/3405] lr: 9.728e-03, eta: 1 day, 3:29:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9875, loss_cls: 3.2452, loss: 3.2452 +2025-06-29 09:25:17,689 - pyskl - INFO - Epoch [86][2400/3405] lr: 9.721e-03, eta: 1 day, 3:28:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 3.1371, loss: 3.1371 +2025-06-29 09:26:02,343 - pyskl - INFO - Epoch [86][2500/3405] lr: 9.713e-03, eta: 1 day, 3:27:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 3.1924, loss: 3.1924 +2025-06-29 09:26:46,904 - pyskl - INFO - Epoch [86][2600/3405] lr: 9.706e-03, eta: 1 day, 3:26:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 3.2392, loss: 3.2392 +2025-06-29 09:27:31,452 - pyskl - INFO - Epoch [86][2700/3405] lr: 9.698e-03, eta: 1 day, 3:26:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 3.1830, loss: 3.1830 +2025-06-29 09:28:15,934 - pyskl - INFO - Epoch [86][2800/3405] lr: 9.691e-03, eta: 1 day, 3:25:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 3.1384, loss: 3.1384 +2025-06-29 09:29:00,468 - pyskl - INFO - Epoch [86][2900/3405] lr: 9.684e-03, eta: 1 day, 3:24:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 3.0779, loss: 3.0779 +2025-06-29 09:29:44,996 - pyskl - INFO - Epoch [86][3000/3405] lr: 9.676e-03, eta: 1 day, 3:23:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 3.0617, loss: 3.0617 +2025-06-29 09:30:29,395 - pyskl - INFO - Epoch [86][3100/3405] lr: 9.669e-03, eta: 1 day, 3:23:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 3.0375, loss: 3.0375 +2025-06-29 09:31:13,974 - pyskl - INFO - Epoch [86][3200/3405] lr: 9.661e-03, eta: 1 day, 3:22:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 3.0604, loss: 3.0604 +2025-06-29 09:31:58,575 - pyskl - INFO - Epoch [86][3300/3405] lr: 9.654e-03, eta: 1 day, 3:21:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 3.0414, loss: 3.0414 +2025-06-29 09:32:43,069 - pyskl - INFO - Epoch [86][3400/3405] lr: 9.646e-03, eta: 1 day, 3:20:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 3.1516, loss: 3.1516 +2025-06-29 09:32:45,727 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-06-29 09:36:42,561 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 09:36:43,133 - pyskl - INFO - +top1_acc 0.8181 +top5_acc 0.9670 +2025-06-29 09:36:43,187 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_81.pth was removed +2025-06-29 09:36:44,218 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. +2025-06-29 09:36:44,219 - pyskl - INFO - Best top1_acc is 0.8181 at 86 epoch. +2025-06-29 09:36:44,239 - pyskl - INFO - Epoch(val) [86][3718] top1_acc: 0.8181, top5_acc: 0.9670 +2025-06-29 09:37:52,381 - pyskl - INFO - Epoch [87][100/3405] lr: 9.638e-03, eta: 1 day, 3:20:14, time: 0.681, data_time: 0.236, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.9730, loss: 2.9730 +2025-06-29 09:38:36,781 - pyskl - INFO - Epoch [87][200/3405] lr: 9.631e-03, eta: 1 day, 3:19:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 3.0922, loss: 3.0922 +2025-06-29 09:39:21,226 - pyskl - INFO - Epoch [87][300/3405] lr: 9.623e-03, eta: 1 day, 3:18:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 3.0159, loss: 3.0159 +2025-06-29 09:40:05,934 - pyskl - INFO - Epoch [87][400/3405] lr: 9.616e-03, eta: 1 day, 3:17:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 3.1043, loss: 3.1043 +2025-06-29 09:40:50,378 - pyskl - INFO - Epoch [87][500/3405] lr: 9.608e-03, eta: 1 day, 3:17:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.9589, loss: 2.9589 +2025-06-29 09:41:34,867 - pyskl - INFO - Epoch [87][600/3405] lr: 9.601e-03, eta: 1 day, 3:16:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 3.0815, loss: 3.0815 +2025-06-29 09:42:19,194 - pyskl - INFO - Epoch [87][700/3405] lr: 9.593e-03, eta: 1 day, 3:15:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9881, loss_cls: 3.0557, loss: 3.0557 +2025-06-29 09:43:03,595 - pyskl - INFO - Epoch [87][800/3405] lr: 9.586e-03, eta: 1 day, 3:14:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 3.0881, loss: 3.0881 +2025-06-29 09:43:47,925 - pyskl - INFO - Epoch [87][900/3405] lr: 9.578e-03, eta: 1 day, 3:14:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 3.1172, loss: 3.1172 +2025-06-29 09:44:32,381 - pyskl - INFO - Epoch [87][1000/3405] lr: 9.571e-03, eta: 1 day, 3:13:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 3.1280, loss: 3.1280 +2025-06-29 09:45:16,784 - pyskl - INFO - Epoch [87][1100/3405] lr: 9.563e-03, eta: 1 day, 3:12:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.9266, loss: 2.9266 +2025-06-29 09:46:01,179 - pyskl - INFO - Epoch [87][1200/3405] lr: 9.556e-03, eta: 1 day, 3:11:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 3.1136, loss: 3.1136 +2025-06-29 09:46:45,527 - pyskl - INFO - Epoch [87][1300/3405] lr: 9.548e-03, eta: 1 day, 3:11:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.9420, loss: 2.9420 +2025-06-29 09:47:29,904 - pyskl - INFO - Epoch [87][1400/3405] lr: 9.541e-03, eta: 1 day, 3:10:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9888, loss_cls: 3.0916, loss: 3.0916 +2025-06-29 09:48:14,316 - pyskl - INFO - Epoch [87][1500/3405] lr: 9.534e-03, eta: 1 day, 3:09:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 3.1195, loss: 3.1195 +2025-06-29 09:48:58,865 - pyskl - INFO - Epoch [87][1600/3405] lr: 9.526e-03, eta: 1 day, 3:08:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 3.1143, loss: 3.1143 +2025-06-29 09:49:43,379 - pyskl - INFO - Epoch [87][1700/3405] lr: 9.519e-03, eta: 1 day, 3:08:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.9689, loss: 2.9689 +2025-06-29 09:50:27,797 - pyskl - INFO - Epoch [87][1800/3405] lr: 9.511e-03, eta: 1 day, 3:07:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9894, loss_cls: 3.0567, loss: 3.0567 +2025-06-29 09:51:12,208 - pyskl - INFO - Epoch [87][1900/3405] lr: 9.504e-03, eta: 1 day, 3:06:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9900, loss_cls: 2.9375, loss: 2.9375 +2025-06-29 09:51:56,638 - pyskl - INFO - Epoch [87][2000/3405] lr: 9.496e-03, eta: 1 day, 3:05:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 3.1479, loss: 3.1479 +2025-06-29 09:52:40,972 - pyskl - INFO - Epoch [87][2100/3405] lr: 9.489e-03, eta: 1 day, 3:04:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 3.1062, loss: 3.1062 +2025-06-29 09:53:25,685 - pyskl - INFO - Epoch [87][2200/3405] lr: 9.481e-03, eta: 1 day, 3:04:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 3.0139, loss: 3.0139 +2025-06-29 09:54:10,444 - pyskl - INFO - Epoch [87][2300/3405] lr: 9.474e-03, eta: 1 day, 3:03:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 3.1093, loss: 3.1093 +2025-06-29 09:54:55,009 - pyskl - INFO - Epoch [87][2400/3405] lr: 9.466e-03, eta: 1 day, 3:02:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 3.0453, loss: 3.0453 +2025-06-29 09:55:39,611 - pyskl - INFO - Epoch [87][2500/3405] lr: 9.459e-03, eta: 1 day, 3:01:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.9758, loss: 2.9758 +2025-06-29 09:56:24,253 - pyskl - INFO - Epoch [87][2600/3405] lr: 9.451e-03, eta: 1 day, 3:01:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9738, loss_cls: 3.1020, loss: 3.1020 +2025-06-29 09:57:08,791 - pyskl - INFO - Epoch [87][2700/3405] lr: 9.444e-03, eta: 1 day, 3:00:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 2.9825, loss: 2.9825 +2025-06-29 09:57:53,297 - pyskl - INFO - Epoch [87][2800/3405] lr: 9.437e-03, eta: 1 day, 2:59:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 3.2555, loss: 3.2555 +2025-06-29 09:58:37,843 - pyskl - INFO - Epoch [87][2900/3405] lr: 9.429e-03, eta: 1 day, 2:58:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 3.1339, loss: 3.1339 +2025-06-29 09:59:22,422 - pyskl - INFO - Epoch [87][3000/3405] lr: 9.422e-03, eta: 1 day, 2:58:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.9142, loss: 2.9142 +2025-06-29 10:00:07,134 - pyskl - INFO - Epoch [87][3100/3405] lr: 9.414e-03, eta: 1 day, 2:57:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9894, loss_cls: 3.0777, loss: 3.0777 +2025-06-29 10:00:51,749 - pyskl - INFO - Epoch [87][3200/3405] lr: 9.407e-03, eta: 1 day, 2:56:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 3.0880, loss: 3.0880 +2025-06-29 10:01:36,224 - pyskl - INFO - Epoch [87][3300/3405] lr: 9.399e-03, eta: 1 day, 2:55:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 3.0379, loss: 3.0379 +2025-06-29 10:02:20,869 - pyskl - INFO - Epoch [87][3400/3405] lr: 9.392e-03, eta: 1 day, 2:55:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 3.0477, loss: 3.0477 +2025-06-29 10:02:23,580 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-06-29 10:06:19,552 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 10:06:20,278 - pyskl - INFO - +top1_acc 0.8006 +top5_acc 0.9614 +2025-06-29 10:06:20,299 - pyskl - INFO - Epoch(val) [87][3718] top1_acc: 0.8006, top5_acc: 0.9614 +2025-06-29 10:07:28,272 - pyskl - INFO - Epoch [88][100/3405] lr: 9.384e-03, eta: 1 day, 2:54:34, time: 0.680, data_time: 0.236, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.9771, loss: 2.9771 +2025-06-29 10:08:12,705 - pyskl - INFO - Epoch [88][200/3405] lr: 9.377e-03, eta: 1 day, 2:53:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.8821, loss: 2.8821 +2025-06-29 10:08:57,098 - pyskl - INFO - Epoch [88][300/3405] lr: 9.369e-03, eta: 1 day, 2:53:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 3.1358, loss: 3.1358 +2025-06-29 10:09:41,517 - pyskl - INFO - Epoch [88][400/3405] lr: 9.362e-03, eta: 1 day, 2:52:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.9057, loss: 2.9057 +2025-06-29 10:10:25,922 - pyskl - INFO - Epoch [88][500/3405] lr: 9.354e-03, eta: 1 day, 2:51:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 3.0223, loss: 3.0223 +2025-06-29 10:11:10,538 - pyskl - INFO - Epoch [88][600/3405] lr: 9.347e-03, eta: 1 day, 2:50:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.8657, loss: 2.8657 +2025-06-29 10:11:55,123 - pyskl - INFO - Epoch [88][700/3405] lr: 9.339e-03, eta: 1 day, 2:50:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.9166, loss: 2.9166 +2025-06-29 10:12:39,642 - pyskl - INFO - Epoch [88][800/3405] lr: 9.332e-03, eta: 1 day, 2:49:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9900, loss_cls: 2.9673, loss: 2.9673 +2025-06-29 10:13:24,145 - pyskl - INFO - Epoch [88][900/3405] lr: 9.324e-03, eta: 1 day, 2:48:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 3.0374, loss: 3.0374 +2025-06-29 10:14:08,647 - pyskl - INFO - Epoch [88][1000/3405] lr: 9.317e-03, eta: 1 day, 2:47:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 3.0236, loss: 3.0236 +2025-06-29 10:14:53,089 - pyskl - INFO - Epoch [88][1100/3405] lr: 9.310e-03, eta: 1 day, 2:46:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 3.0884, loss: 3.0884 +2025-06-29 10:15:37,654 - pyskl - INFO - Epoch [88][1200/3405] lr: 9.302e-03, eta: 1 day, 2:46:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 2.9306, loss: 2.9306 +2025-06-29 10:16:22,067 - pyskl - INFO - Epoch [88][1300/3405] lr: 9.295e-03, eta: 1 day, 2:45:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 3.0378, loss: 3.0378 +2025-06-29 10:17:06,545 - pyskl - INFO - Epoch [88][1400/3405] lr: 9.287e-03, eta: 1 day, 2:44:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 3.0930, loss: 3.0930 +2025-06-29 10:17:51,022 - pyskl - INFO - Epoch [88][1500/3405] lr: 9.280e-03, eta: 1 day, 2:43:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.9568, loss: 2.9568 +2025-06-29 10:18:35,432 - pyskl - INFO - Epoch [88][1600/3405] lr: 9.272e-03, eta: 1 day, 2:43:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.9803, loss: 2.9803 +2025-06-29 10:19:19,923 - pyskl - INFO - Epoch [88][1700/3405] lr: 9.265e-03, eta: 1 day, 2:42:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9894, loss_cls: 3.0757, loss: 3.0757 +2025-06-29 10:20:04,407 - pyskl - INFO - Epoch [88][1800/3405] lr: 9.258e-03, eta: 1 day, 2:41:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.9961, loss: 2.9961 +2025-06-29 10:20:48,901 - pyskl - INFO - Epoch [88][1900/3405] lr: 9.250e-03, eta: 1 day, 2:40:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.9923, loss: 2.9923 +2025-06-29 10:21:33,550 - pyskl - INFO - Epoch [88][2000/3405] lr: 9.243e-03, eta: 1 day, 2:40:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 3.0346, loss: 3.0346 +2025-06-29 10:22:18,166 - pyskl - INFO - Epoch [88][2100/3405] lr: 9.235e-03, eta: 1 day, 2:39:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 3.2816, loss: 3.2816 +2025-06-29 10:23:02,773 - pyskl - INFO - Epoch [88][2200/3405] lr: 9.228e-03, eta: 1 day, 2:38:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 3.1537, loss: 3.1537 +2025-06-29 10:23:47,491 - pyskl - INFO - Epoch [88][2300/3405] lr: 9.220e-03, eta: 1 day, 2:37:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 3.1945, loss: 3.1945 +2025-06-29 10:24:31,929 - pyskl - INFO - Epoch [88][2400/3405] lr: 9.213e-03, eta: 1 day, 2:37:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 2.9812, loss: 2.9812 +2025-06-29 10:25:16,416 - pyskl - INFO - Epoch [88][2500/3405] lr: 9.206e-03, eta: 1 day, 2:36:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 3.1433, loss: 3.1433 +2025-06-29 10:26:00,830 - pyskl - INFO - Epoch [88][2600/3405] lr: 9.198e-03, eta: 1 day, 2:35:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 3.0914, loss: 3.0914 +2025-06-29 10:26:45,313 - pyskl - INFO - Epoch [88][2700/3405] lr: 9.191e-03, eta: 1 day, 2:34:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 3.1125, loss: 3.1125 +2025-06-29 10:27:29,745 - pyskl - INFO - Epoch [88][2800/3405] lr: 9.183e-03, eta: 1 day, 2:34:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9881, loss_cls: 3.0952, loss: 3.0952 +2025-06-29 10:28:14,194 - pyskl - INFO - Epoch [88][2900/3405] lr: 9.176e-03, eta: 1 day, 2:33:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.9875, loss: 2.9875 +2025-06-29 10:28:58,710 - pyskl - INFO - Epoch [88][3000/3405] lr: 9.169e-03, eta: 1 day, 2:32:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 3.0572, loss: 3.0572 +2025-06-29 10:29:43,165 - pyskl - INFO - Epoch [88][3100/3405] lr: 9.161e-03, eta: 1 day, 2:31:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.9919, loss: 2.9919 +2025-06-29 10:30:27,638 - pyskl - INFO - Epoch [88][3200/3405] lr: 9.154e-03, eta: 1 day, 2:30:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 3.0785, loss: 3.0785 +2025-06-29 10:31:12,206 - pyskl - INFO - Epoch [88][3300/3405] lr: 9.146e-03, eta: 1 day, 2:30:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 3.0567, loss: 3.0567 +2025-06-29 10:31:56,751 - pyskl - INFO - Epoch [88][3400/3405] lr: 9.139e-03, eta: 1 day, 2:29:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 3.2391, loss: 3.2391 +2025-06-29 10:31:59,333 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-06-29 10:35:56,363 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 10:35:57,016 - pyskl - INFO - +top1_acc 0.8043 +top5_acc 0.9590 +2025-06-29 10:35:57,037 - pyskl - INFO - Epoch(val) [88][3718] top1_acc: 0.8043, top5_acc: 0.9590 +2025-06-29 10:37:05,551 - pyskl - INFO - Epoch [89][100/3405] lr: 9.131e-03, eta: 1 day, 2:28:55, time: 0.685, data_time: 0.238, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 2.9586, loss: 2.9586 +2025-06-29 10:37:50,258 - pyskl - INFO - Epoch [89][200/3405] lr: 9.124e-03, eta: 1 day, 2:28:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.9853, loss: 2.9853 +2025-06-29 10:38:34,889 - pyskl - INFO - Epoch [89][300/3405] lr: 9.116e-03, eta: 1 day, 2:27:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9925, loss_cls: 2.9427, loss: 2.9427 +2025-06-29 10:39:19,374 - pyskl - INFO - Epoch [89][400/3405] lr: 9.109e-03, eta: 1 day, 2:26:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 2.8668, loss: 2.8668 +2025-06-29 10:40:04,029 - pyskl - INFO - Epoch [89][500/3405] lr: 9.102e-03, eta: 1 day, 2:25:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.9357, loss: 2.9357 +2025-06-29 10:40:48,828 - pyskl - INFO - Epoch [89][600/3405] lr: 9.094e-03, eta: 1 day, 2:25:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 3.0581, loss: 3.0581 +2025-06-29 10:41:33,424 - pyskl - INFO - Epoch [89][700/3405] lr: 9.087e-03, eta: 1 day, 2:24:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.9578, loss: 2.9578 +2025-06-29 10:42:17,969 - pyskl - INFO - Epoch [89][800/3405] lr: 9.079e-03, eta: 1 day, 2:23:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 3.0145, loss: 3.0145 +2025-06-29 10:43:02,534 - pyskl - INFO - Epoch [89][900/3405] lr: 9.072e-03, eta: 1 day, 2:22:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.8918, loss: 2.8918 +2025-06-29 10:43:47,100 - pyskl - INFO - Epoch [89][1000/3405] lr: 9.065e-03, eta: 1 day, 2:22:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.9629, loss: 2.9629 +2025-06-29 10:44:31,703 - pyskl - INFO - Epoch [89][1100/3405] lr: 9.057e-03, eta: 1 day, 2:21:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 3.0419, loss: 3.0419 +2025-06-29 10:45:16,234 - pyskl - INFO - Epoch [89][1200/3405] lr: 9.050e-03, eta: 1 day, 2:20:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9906, loss_cls: 3.0144, loss: 3.0144 +2025-06-29 10:46:00,795 - pyskl - INFO - Epoch [89][1300/3405] lr: 9.042e-03, eta: 1 day, 2:19:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 3.1522, loss: 3.1522 +2025-06-29 10:46:45,399 - pyskl - INFO - Epoch [89][1400/3405] lr: 9.035e-03, eta: 1 day, 2:19:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9888, loss_cls: 3.0870, loss: 3.0870 +2025-06-29 10:47:30,110 - pyskl - INFO - Epoch [89][1500/3405] lr: 9.028e-03, eta: 1 day, 2:18:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9862, loss_cls: 3.1965, loss: 3.1965 +2025-06-29 10:48:14,682 - pyskl - INFO - Epoch [89][1600/3405] lr: 9.020e-03, eta: 1 day, 2:17:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 3.1000, loss: 3.1000 +2025-06-29 10:48:59,559 - pyskl - INFO - Epoch [89][1700/3405] lr: 9.013e-03, eta: 1 day, 2:16:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 2.9990, loss: 2.9990 +2025-06-29 10:49:44,290 - pyskl - INFO - Epoch [89][1800/3405] lr: 9.005e-03, eta: 1 day, 2:16:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 2.9691, loss: 2.9691 +2025-06-29 10:50:28,894 - pyskl - INFO - Epoch [89][1900/3405] lr: 8.998e-03, eta: 1 day, 2:15:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.9868, loss: 2.9868 +2025-06-29 10:51:13,515 - pyskl - INFO - Epoch [89][2000/3405] lr: 8.991e-03, eta: 1 day, 2:14:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.9991, loss: 2.9991 +2025-06-29 10:51:57,944 - pyskl - INFO - Epoch [89][2100/3405] lr: 8.983e-03, eta: 1 day, 2:13:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9925, loss_cls: 2.8550, loss: 2.8550 +2025-06-29 10:52:42,440 - pyskl - INFO - Epoch [89][2200/3405] lr: 8.976e-03, eta: 1 day, 2:12:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 3.0624, loss: 3.0624 +2025-06-29 10:53:27,135 - pyskl - INFO - Epoch [89][2300/3405] lr: 8.969e-03, eta: 1 day, 2:12:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9919, loss_cls: 2.9808, loss: 2.9808 +2025-06-29 10:54:11,751 - pyskl - INFO - Epoch [89][2400/3405] lr: 8.961e-03, eta: 1 day, 2:11:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 3.0525, loss: 3.0525 +2025-06-29 10:54:56,301 - pyskl - INFO - Epoch [89][2500/3405] lr: 8.954e-03, eta: 1 day, 2:10:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 3.2163, loss: 3.2163 +2025-06-29 10:55:40,830 - pyskl - INFO - Epoch [89][2600/3405] lr: 8.946e-03, eta: 1 day, 2:09:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 3.1017, loss: 3.1017 +2025-06-29 10:56:25,410 - pyskl - INFO - Epoch [89][2700/3405] lr: 8.939e-03, eta: 1 day, 2:09:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 3.0086, loss: 3.0086 +2025-06-29 10:57:09,867 - pyskl - INFO - Epoch [89][2800/3405] lr: 8.932e-03, eta: 1 day, 2:08:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.9748, loss: 2.9748 +2025-06-29 10:57:54,202 - pyskl - INFO - Epoch [89][2900/3405] lr: 8.924e-03, eta: 1 day, 2:07:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 3.0522, loss: 3.0522 +2025-06-29 10:58:38,781 - pyskl - INFO - Epoch [89][3000/3405] lr: 8.917e-03, eta: 1 day, 2:06:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 3.0465, loss: 3.0465 +2025-06-29 10:59:23,126 - pyskl - INFO - Epoch [89][3100/3405] lr: 8.910e-03, eta: 1 day, 2:06:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9756, loss_cls: 3.0606, loss: 3.0606 +2025-06-29 11:00:07,622 - pyskl - INFO - Epoch [89][3200/3405] lr: 8.902e-03, eta: 1 day, 2:05:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 3.1619, loss: 3.1619 +2025-06-29 11:00:52,116 - pyskl - INFO - Epoch [89][3300/3405] lr: 8.895e-03, eta: 1 day, 2:04:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 3.1538, loss: 3.1538 +2025-06-29 11:01:36,499 - pyskl - INFO - Epoch [89][3400/3405] lr: 8.888e-03, eta: 1 day, 2:03:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 3.0737, loss: 3.0737 +2025-06-29 11:01:39,205 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-06-29 11:05:37,070 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 11:05:37,824 - pyskl - INFO - +top1_acc 0.7707 +top5_acc 0.9451 +2025-06-29 11:05:37,846 - pyskl - INFO - Epoch(val) [89][3718] top1_acc: 0.7707, top5_acc: 0.9451 +2025-06-29 11:06:46,243 - pyskl - INFO - Epoch [90][100/3405] lr: 8.880e-03, eta: 1 day, 2:03:17, time: 0.684, data_time: 0.238, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9875, loss_cls: 3.0459, loss: 3.0459 +2025-06-29 11:07:30,690 - pyskl - INFO - Epoch [90][200/3405] lr: 8.872e-03, eta: 1 day, 2:02:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9931, loss_cls: 2.8893, loss: 2.8893 +2025-06-29 11:08:15,254 - pyskl - INFO - Epoch [90][300/3405] lr: 8.865e-03, eta: 1 day, 2:01:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.8937, loss: 2.8937 +2025-06-29 11:08:59,897 - pyskl - INFO - Epoch [90][400/3405] lr: 8.858e-03, eta: 1 day, 2:01:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 3.0161, loss: 3.0161 +2025-06-29 11:09:44,279 - pyskl - INFO - Epoch [90][500/3405] lr: 8.850e-03, eta: 1 day, 2:00:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 3.0323, loss: 3.0323 +2025-06-29 11:10:28,764 - pyskl - INFO - Epoch [90][600/3405] lr: 8.843e-03, eta: 1 day, 1:59:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 3.0811, loss: 3.0811 +2025-06-29 11:11:13,242 - pyskl - INFO - Epoch [90][700/3405] lr: 8.836e-03, eta: 1 day, 1:58:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.8837, loss: 2.8837 +2025-06-29 11:11:57,638 - pyskl - INFO - Epoch [90][800/3405] lr: 8.828e-03, eta: 1 day, 1:57:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.9253, loss: 2.9253 +2025-06-29 11:12:42,029 - pyskl - INFO - Epoch [90][900/3405] lr: 8.821e-03, eta: 1 day, 1:57:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 3.0218, loss: 3.0218 +2025-06-29 11:13:26,442 - pyskl - INFO - Epoch [90][1000/3405] lr: 8.814e-03, eta: 1 day, 1:56:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 3.0223, loss: 3.0223 +2025-06-29 11:14:10,817 - pyskl - INFO - Epoch [90][1100/3405] lr: 8.806e-03, eta: 1 day, 1:55:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.9693, loss: 2.9693 +2025-06-29 11:14:55,306 - pyskl - INFO - Epoch [90][1200/3405] lr: 8.799e-03, eta: 1 day, 1:54:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.8567, loss: 2.8567 +2025-06-29 11:15:39,724 - pyskl - INFO - Epoch [90][1300/3405] lr: 8.792e-03, eta: 1 day, 1:54:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9906, loss_cls: 2.9552, loss: 2.9552 +2025-06-29 11:16:24,090 - pyskl - INFO - Epoch [90][1400/3405] lr: 8.784e-03, eta: 1 day, 1:53:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 3.0596, loss: 3.0596 +2025-06-29 11:17:08,526 - pyskl - INFO - Epoch [90][1500/3405] lr: 8.777e-03, eta: 1 day, 1:52:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.9584, loss: 2.9584 +2025-06-29 11:17:53,067 - pyskl - INFO - Epoch [90][1600/3405] lr: 8.770e-03, eta: 1 day, 1:51:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.9745, loss: 2.9745 +2025-06-29 11:18:37,601 - pyskl - INFO - Epoch [90][1700/3405] lr: 8.762e-03, eta: 1 day, 1:51:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.9572, loss: 2.9572 +2025-06-29 11:19:22,105 - pyskl - INFO - Epoch [90][1800/3405] lr: 8.755e-03, eta: 1 day, 1:50:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 2.9361, loss: 2.9361 +2025-06-29 11:20:06,550 - pyskl - INFO - Epoch [90][1900/3405] lr: 8.748e-03, eta: 1 day, 1:49:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.9707, loss: 2.9707 +2025-06-29 11:20:51,058 - pyskl - INFO - Epoch [90][2000/3405] lr: 8.740e-03, eta: 1 day, 1:48:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 3.0563, loss: 3.0563 +2025-06-29 11:21:35,653 - pyskl - INFO - Epoch [90][2100/3405] lr: 8.733e-03, eta: 1 day, 1:48:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 3.0104, loss: 3.0104 +2025-06-29 11:22:20,162 - pyskl - INFO - Epoch [90][2200/3405] lr: 8.726e-03, eta: 1 day, 1:47:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 2.9594, loss: 2.9594 +2025-06-29 11:23:04,691 - pyskl - INFO - Epoch [90][2300/3405] lr: 8.718e-03, eta: 1 day, 1:46:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 3.0190, loss: 3.0190 +2025-06-29 11:23:49,091 - pyskl - INFO - Epoch [90][2400/3405] lr: 8.711e-03, eta: 1 day, 1:45:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 3.1581, loss: 3.1581 +2025-06-29 11:24:33,502 - pyskl - INFO - Epoch [90][2500/3405] lr: 8.704e-03, eta: 1 day, 1:45:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.9801, loss: 2.9801 +2025-06-29 11:25:17,916 - pyskl - INFO - Epoch [90][2600/3405] lr: 8.696e-03, eta: 1 day, 1:44:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 2.9987, loss: 2.9987 +2025-06-29 11:26:02,354 - pyskl - INFO - Epoch [90][2700/3405] lr: 8.689e-03, eta: 1 day, 1:43:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.9536, loss: 2.9536 +2025-06-29 11:26:46,839 - pyskl - INFO - Epoch [90][2800/3405] lr: 8.682e-03, eta: 1 day, 1:42:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.9205, loss: 2.9205 +2025-06-29 11:27:31,319 - pyskl - INFO - Epoch [90][2900/3405] lr: 8.674e-03, eta: 1 day, 1:41:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9912, loss_cls: 2.8799, loss: 2.8799 +2025-06-29 11:28:15,809 - pyskl - INFO - Epoch [90][3000/3405] lr: 8.667e-03, eta: 1 day, 1:41:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9788, loss_cls: 2.9646, loss: 2.9646 +2025-06-29 11:29:00,356 - pyskl - INFO - Epoch [90][3100/3405] lr: 8.660e-03, eta: 1 day, 1:40:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 3.0693, loss: 3.0693 +2025-06-29 11:29:44,741 - pyskl - INFO - Epoch [90][3200/3405] lr: 8.652e-03, eta: 1 day, 1:39:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 3.0326, loss: 3.0326 +2025-06-29 11:30:29,113 - pyskl - INFO - Epoch [90][3300/3405] lr: 8.645e-03, eta: 1 day, 1:38:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 3.1396, loss: 3.1396 +2025-06-29 11:31:13,706 - pyskl - INFO - Epoch [90][3400/3405] lr: 8.638e-03, eta: 1 day, 1:38:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.9305, loss: 2.9305 +2025-06-29 11:31:16,384 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-06-29 11:49:21,566 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 11:49:22,252 - pyskl - INFO - +top1_acc 0.7994 +top5_acc 0.9593 +2025-06-29 11:49:22,274 - pyskl - INFO - Epoch(val) [90][3718] top1_acc: 0.7994, top5_acc: 0.9593 +2025-06-29 11:50:30,424 - pyskl - INFO - Epoch [91][100/3405] lr: 8.630e-03, eta: 1 day, 1:37:37, time: 0.681, data_time: 0.234, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 3.0606, loss: 3.0606 +2025-06-29 11:51:14,909 - pyskl - INFO - Epoch [91][200/3405] lr: 8.623e-03, eta: 1 day, 1:36:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.8683, loss: 2.8683 +2025-06-29 11:51:59,422 - pyskl - INFO - Epoch [91][300/3405] lr: 8.615e-03, eta: 1 day, 1:36:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 2.9006, loss: 2.9006 +2025-06-29 11:52:43,857 - pyskl - INFO - Epoch [91][400/3405] lr: 8.608e-03, eta: 1 day, 1:35:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.8480, loss: 2.8480 +2025-06-29 11:53:28,193 - pyskl - INFO - Epoch [91][500/3405] lr: 8.601e-03, eta: 1 day, 1:34:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.9109, loss: 2.9109 +2025-06-29 11:54:12,663 - pyskl - INFO - Epoch [91][600/3405] lr: 8.594e-03, eta: 1 day, 1:33:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9919, loss_cls: 2.8569, loss: 2.8569 +2025-06-29 11:54:57,168 - pyskl - INFO - Epoch [91][700/3405] lr: 8.586e-03, eta: 1 day, 1:33:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 3.0233, loss: 3.0233 +2025-06-29 11:55:41,658 - pyskl - INFO - Epoch [91][800/3405] lr: 8.579e-03, eta: 1 day, 1:32:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.9547, loss: 2.9547 +2025-06-29 11:56:26,126 - pyskl - INFO - Epoch [91][900/3405] lr: 8.572e-03, eta: 1 day, 1:31:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.9258, loss: 2.9258 +2025-06-29 11:57:10,645 - pyskl - INFO - Epoch [91][1000/3405] lr: 8.564e-03, eta: 1 day, 1:30:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9919, loss_cls: 2.9516, loss: 2.9516 +2025-06-29 11:57:55,123 - pyskl - INFO - Epoch [91][1100/3405] lr: 8.557e-03, eta: 1 day, 1:30:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.9701, loss: 2.9701 +2025-06-29 11:58:39,594 - pyskl - INFO - Epoch [91][1200/3405] lr: 8.550e-03, eta: 1 day, 1:29:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.8042, loss: 2.8042 +2025-06-29 11:59:24,046 - pyskl - INFO - Epoch [91][1300/3405] lr: 8.542e-03, eta: 1 day, 1:28:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.8469, loss: 2.8469 +2025-06-29 12:00:08,529 - pyskl - INFO - Epoch [91][1400/3405] lr: 8.535e-03, eta: 1 day, 1:27:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 3.0014, loss: 3.0014 +2025-06-29 12:00:52,974 - pyskl - INFO - Epoch [91][1500/3405] lr: 8.528e-03, eta: 1 day, 1:26:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.8802, loss: 2.8802 +2025-06-29 12:01:37,440 - pyskl - INFO - Epoch [91][1600/3405] lr: 8.521e-03, eta: 1 day, 1:26:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 3.0159, loss: 3.0159 +2025-06-29 12:02:22,037 - pyskl - INFO - Epoch [91][1700/3405] lr: 8.513e-03, eta: 1 day, 1:25:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9875, loss_cls: 3.1248, loss: 3.1248 +2025-06-29 12:03:06,509 - pyskl - INFO - Epoch [91][1800/3405] lr: 8.506e-03, eta: 1 day, 1:24:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 3.0636, loss: 3.0636 +2025-06-29 12:03:51,088 - pyskl - INFO - Epoch [91][1900/3405] lr: 8.499e-03, eta: 1 day, 1:23:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.9519, loss: 2.9519 +2025-06-29 12:04:35,514 - pyskl - INFO - Epoch [91][2000/3405] lr: 8.491e-03, eta: 1 day, 1:23:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 3.0207, loss: 3.0207 +2025-06-29 12:05:19,995 - pyskl - INFO - Epoch [91][2100/3405] lr: 8.484e-03, eta: 1 day, 1:22:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.9601, loss: 2.9601 +2025-06-29 12:06:04,413 - pyskl - INFO - Epoch [91][2200/3405] lr: 8.477e-03, eta: 1 day, 1:21:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 3.0509, loss: 3.0509 +2025-06-29 12:06:48,950 - pyskl - INFO - Epoch [91][2300/3405] lr: 8.470e-03, eta: 1 day, 1:20:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.9313, loss: 2.9313 +2025-06-29 12:07:33,469 - pyskl - INFO - Epoch [91][2400/3405] lr: 8.462e-03, eta: 1 day, 1:20:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 3.0322, loss: 3.0322 +2025-06-29 12:08:17,910 - pyskl - INFO - Epoch [91][2500/3405] lr: 8.455e-03, eta: 1 day, 1:19:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.9774, loss: 2.9774 +2025-06-29 12:09:02,255 - pyskl - INFO - Epoch [91][2600/3405] lr: 8.448e-03, eta: 1 day, 1:18:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 3.0218, loss: 3.0218 +2025-06-29 12:09:46,507 - pyskl - INFO - Epoch [91][2700/3405] lr: 8.440e-03, eta: 1 day, 1:17:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.9526, loss: 2.9526 +2025-06-29 12:10:30,878 - pyskl - INFO - Epoch [91][2800/3405] lr: 8.433e-03, eta: 1 day, 1:17:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.9927, loss: 2.9927 +2025-06-29 12:11:15,219 - pyskl - INFO - Epoch [91][2900/3405] lr: 8.426e-03, eta: 1 day, 1:16:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9894, loss_cls: 3.0050, loss: 3.0050 +2025-06-29 12:11:59,509 - pyskl - INFO - Epoch [91][3000/3405] lr: 8.419e-03, eta: 1 day, 1:15:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.8748, loss: 2.8748 +2025-06-29 12:12:43,774 - pyskl - INFO - Epoch [91][3100/3405] lr: 8.411e-03, eta: 1 day, 1:14:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 3.0362, loss: 3.0362 +2025-06-29 12:13:28,296 - pyskl - INFO - Epoch [91][3200/3405] lr: 8.404e-03, eta: 1 day, 1:14:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 2.9268, loss: 2.9268 +2025-06-29 12:14:12,774 - pyskl - INFO - Epoch [91][3300/3405] lr: 8.397e-03, eta: 1 day, 1:13:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.9393, loss: 2.9393 +2025-06-29 12:14:57,159 - pyskl - INFO - Epoch [91][3400/3405] lr: 8.390e-03, eta: 1 day, 1:12:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 3.1658, loss: 3.1658 +2025-06-29 12:14:59,754 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-06-29 12:18:57,306 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 12:18:57,936 - pyskl - INFO - +top1_acc 0.7877 +top5_acc 0.9525 +2025-06-29 12:18:57,958 - pyskl - INFO - Epoch(val) [91][3718] top1_acc: 0.7877, top5_acc: 0.9525 +2025-06-29 12:20:06,067 - pyskl - INFO - Epoch [92][100/3405] lr: 8.382e-03, eta: 1 day, 1:11:56, time: 0.681, data_time: 0.235, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9912, loss_cls: 2.9078, loss: 2.9078 +2025-06-29 12:20:50,779 - pyskl - INFO - Epoch [92][200/3405] lr: 8.375e-03, eta: 1 day, 1:11:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.9172, loss: 2.9172 +2025-06-29 12:21:35,277 - pyskl - INFO - Epoch [92][300/3405] lr: 8.367e-03, eta: 1 day, 1:10:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.9440, loss: 2.9440 +2025-06-29 12:22:19,824 - pyskl - INFO - Epoch [92][400/3405] lr: 8.360e-03, eta: 1 day, 1:09:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.8764, loss: 2.8764 +2025-06-29 12:23:04,506 - pyskl - INFO - Epoch [92][500/3405] lr: 8.353e-03, eta: 1 day, 1:08:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9931, loss_cls: 2.8749, loss: 2.8749 +2025-06-29 12:23:49,111 - pyskl - INFO - Epoch [92][600/3405] lr: 8.346e-03, eta: 1 day, 1:08:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.9078, loss: 2.9078 +2025-06-29 12:24:33,754 - pyskl - INFO - Epoch [92][700/3405] lr: 8.338e-03, eta: 1 day, 1:07:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.8182, loss: 2.8182 +2025-06-29 12:25:18,302 - pyskl - INFO - Epoch [92][800/3405] lr: 8.331e-03, eta: 1 day, 1:06:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.9598, loss: 2.9598 +2025-06-29 12:26:02,737 - pyskl - INFO - Epoch [92][900/3405] lr: 8.324e-03, eta: 1 day, 1:05:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.8700, loss: 2.8700 +2025-06-29 12:26:47,164 - pyskl - INFO - Epoch [92][1000/3405] lr: 8.317e-03, eta: 1 day, 1:05:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 2.9339, loss: 2.9339 +2025-06-29 12:27:31,602 - pyskl - INFO - Epoch [92][1100/3405] lr: 8.309e-03, eta: 1 day, 1:04:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.8968, loss: 2.8968 +2025-06-29 12:28:16,067 - pyskl - INFO - Epoch [92][1200/3405] lr: 8.302e-03, eta: 1 day, 1:03:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.8812, loss: 2.8812 +2025-06-29 12:29:00,509 - pyskl - INFO - Epoch [92][1300/3405] lr: 8.295e-03, eta: 1 day, 1:02:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9894, loss_cls: 2.9569, loss: 2.9569 +2025-06-29 12:29:45,003 - pyskl - INFO - Epoch [92][1400/3405] lr: 8.288e-03, eta: 1 day, 1:02:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 3.0122, loss: 3.0122 +2025-06-29 12:30:29,590 - pyskl - INFO - Epoch [92][1500/3405] lr: 8.281e-03, eta: 1 day, 1:01:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.9440, loss: 2.9440 +2025-06-29 12:31:14,138 - pyskl - INFO - Epoch [92][1600/3405] lr: 8.273e-03, eta: 1 day, 1:00:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9900, loss_cls: 2.9288, loss: 2.9288 +2025-06-29 12:31:58,662 - pyskl - INFO - Epoch [92][1700/3405] lr: 8.266e-03, eta: 1 day, 0:59:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.9348, loss: 2.9348 +2025-06-29 12:32:43,083 - pyskl - INFO - Epoch [92][1800/3405] lr: 8.259e-03, eta: 1 day, 0:59:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.9920, loss: 2.9920 +2025-06-29 12:33:27,508 - pyskl - INFO - Epoch [92][1900/3405] lr: 8.252e-03, eta: 1 day, 0:58:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.9693, loss: 2.9693 +2025-06-29 12:34:12,009 - pyskl - INFO - Epoch [92][2000/3405] lr: 8.244e-03, eta: 1 day, 0:57:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.8732, loss: 2.8732 +2025-06-29 12:34:56,492 - pyskl - INFO - Epoch [92][2100/3405] lr: 8.237e-03, eta: 1 day, 0:56:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 2.9181, loss: 2.9181 +2025-06-29 12:35:40,951 - pyskl - INFO - Epoch [92][2200/3405] lr: 8.230e-03, eta: 1 day, 0:55:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.9040, loss: 2.9040 +2025-06-29 12:36:25,451 - pyskl - INFO - Epoch [92][2300/3405] lr: 8.223e-03, eta: 1 day, 0:55:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.8250, loss: 2.8250 +2025-06-29 12:37:09,978 - pyskl - INFO - Epoch [92][2400/3405] lr: 8.215e-03, eta: 1 day, 0:54:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 2.9250, loss: 2.9250 +2025-06-29 12:37:54,400 - pyskl - INFO - Epoch [92][2500/3405] lr: 8.208e-03, eta: 1 day, 0:53:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 3.0232, loss: 3.0232 +2025-06-29 12:38:38,769 - pyskl - INFO - Epoch [92][2600/3405] lr: 8.201e-03, eta: 1 day, 0:52:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9900, loss_cls: 3.0277, loss: 3.0277 +2025-06-29 12:39:23,192 - pyskl - INFO - Epoch [92][2700/3405] lr: 8.194e-03, eta: 1 day, 0:52:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.9622, loss: 2.9622 +2025-06-29 12:40:07,646 - pyskl - INFO - Epoch [92][2800/3405] lr: 8.187e-03, eta: 1 day, 0:51:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9769, loss_cls: 3.0939, loss: 3.0939 +2025-06-29 12:40:52,192 - pyskl - INFO - Epoch [92][2900/3405] lr: 8.179e-03, eta: 1 day, 0:50:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.8638, loss: 2.8638 +2025-06-29 12:41:36,738 - pyskl - INFO - Epoch [92][3000/3405] lr: 8.172e-03, eta: 1 day, 0:49:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 2.9767, loss: 2.9767 +2025-06-29 12:42:21,203 - pyskl - INFO - Epoch [92][3100/3405] lr: 8.165e-03, eta: 1 day, 0:49:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 2.9358, loss: 2.9358 +2025-06-29 12:43:05,744 - pyskl - INFO - Epoch [92][3200/3405] lr: 8.158e-03, eta: 1 day, 0:48:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.9305, loss: 2.9305 +2025-06-29 12:43:50,274 - pyskl - INFO - Epoch [92][3300/3405] lr: 8.150e-03, eta: 1 day, 0:47:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 3.1486, loss: 3.1486 +2025-06-29 12:44:34,854 - pyskl - INFO - Epoch [92][3400/3405] lr: 8.143e-03, eta: 1 day, 0:46:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 2.9772, loss: 2.9772 +2025-06-29 12:44:37,439 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-06-29 12:48:33,562 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 12:48:34,332 - pyskl - INFO - +top1_acc 0.7921 +top5_acc 0.9525 +2025-06-29 12:48:34,356 - pyskl - INFO - Epoch(val) [92][3718] top1_acc: 0.7921, top5_acc: 0.9525 +2025-06-29 12:49:42,435 - pyskl - INFO - Epoch [93][100/3405] lr: 8.136e-03, eta: 1 day, 0:46:17, time: 0.681, data_time: 0.235, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9912, loss_cls: 2.8766, loss: 2.8766 +2025-06-29 12:50:26,826 - pyskl - INFO - Epoch [93][200/3405] lr: 8.129e-03, eta: 1 day, 0:45:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.8062, loss: 2.8062 +2025-06-29 12:51:11,172 - pyskl - INFO - Epoch [93][300/3405] lr: 8.121e-03, eta: 1 day, 0:44:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.9588, loss: 2.9588 +2025-06-29 12:51:55,573 - pyskl - INFO - Epoch [93][400/3405] lr: 8.114e-03, eta: 1 day, 0:44:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 3.0158, loss: 3.0158 +2025-06-29 12:52:39,979 - pyskl - INFO - Epoch [93][500/3405] lr: 8.107e-03, eta: 1 day, 0:43:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.9789, loss: 2.9789 +2025-06-29 12:53:24,478 - pyskl - INFO - Epoch [93][600/3405] lr: 8.100e-03, eta: 1 day, 0:42:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9900, loss_cls: 3.0290, loss: 3.0290 +2025-06-29 12:54:08,761 - pyskl - INFO - Epoch [93][700/3405] lr: 8.093e-03, eta: 1 day, 0:41:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.8936, loss: 2.8936 +2025-06-29 12:54:53,179 - pyskl - INFO - Epoch [93][800/3405] lr: 8.085e-03, eta: 1 day, 0:40:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.8990, loss: 2.8990 +2025-06-29 12:55:37,555 - pyskl - INFO - Epoch [93][900/3405] lr: 8.078e-03, eta: 1 day, 0:40:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.9045, loss: 2.9045 +2025-06-29 12:56:22,024 - pyskl - INFO - Epoch [93][1000/3405] lr: 8.071e-03, eta: 1 day, 0:39:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.8514, loss: 2.8514 +2025-06-29 12:57:06,336 - pyskl - INFO - Epoch [93][1100/3405] lr: 8.064e-03, eta: 1 day, 0:38:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9906, loss_cls: 2.9028, loss: 2.9028 +2025-06-29 12:57:50,605 - pyskl - INFO - Epoch [93][1200/3405] lr: 8.057e-03, eta: 1 day, 0:37:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9875, loss_cls: 3.0646, loss: 3.0646 +2025-06-29 12:58:34,908 - pyskl - INFO - Epoch [93][1300/3405] lr: 8.049e-03, eta: 1 day, 0:37:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.8669, loss: 2.8669 +2025-06-29 12:59:19,225 - pyskl - INFO - Epoch [93][1400/3405] lr: 8.042e-03, eta: 1 day, 0:36:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.8319, loss: 2.8319 +2025-06-29 13:00:03,634 - pyskl - INFO - Epoch [93][1500/3405] lr: 8.035e-03, eta: 1 day, 0:35:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.8644, loss: 2.8644 +2025-06-29 13:00:48,082 - pyskl - INFO - Epoch [93][1600/3405] lr: 8.028e-03, eta: 1 day, 0:34:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.9892, loss: 2.9892 +2025-06-29 13:01:32,796 - pyskl - INFO - Epoch [93][1700/3405] lr: 8.021e-03, eta: 1 day, 0:34:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.9018, loss: 2.9018 +2025-06-29 13:02:17,314 - pyskl - INFO - Epoch [93][1800/3405] lr: 8.013e-03, eta: 1 day, 0:33:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.9676, loss: 2.9676 +2025-06-29 13:03:01,687 - pyskl - INFO - Epoch [93][1900/3405] lr: 8.006e-03, eta: 1 day, 0:32:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9894, loss_cls: 2.9065, loss: 2.9065 +2025-06-29 13:03:45,998 - pyskl - INFO - Epoch [93][2000/3405] lr: 7.999e-03, eta: 1 day, 0:31:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.9929, loss: 2.9929 +2025-06-29 13:04:30,377 - pyskl - INFO - Epoch [93][2100/3405] lr: 7.992e-03, eta: 1 day, 0:31:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.8611, loss: 2.8611 +2025-06-29 13:05:14,861 - pyskl - INFO - Epoch [93][2200/3405] lr: 7.985e-03, eta: 1 day, 0:30:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.8563, loss: 2.8563 +2025-06-29 13:05:59,213 - pyskl - INFO - Epoch [93][2300/3405] lr: 7.978e-03, eta: 1 day, 0:29:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 3.0332, loss: 3.0332 +2025-06-29 13:06:43,654 - pyskl - INFO - Epoch [93][2400/3405] lr: 7.970e-03, eta: 1 day, 0:28:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 3.0245, loss: 3.0245 +2025-06-29 13:07:27,978 - pyskl - INFO - Epoch [93][2500/3405] lr: 7.963e-03, eta: 1 day, 0:28:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.9499, loss: 2.9499 +2025-06-29 13:08:12,363 - pyskl - INFO - Epoch [93][2600/3405] lr: 7.956e-03, eta: 1 day, 0:27:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.7922, loss: 2.7922 +2025-06-29 13:08:56,829 - pyskl - INFO - Epoch [93][2700/3405] lr: 7.949e-03, eta: 1 day, 0:26:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.8593, loss: 2.8593 +2025-06-29 13:09:41,189 - pyskl - INFO - Epoch [93][2800/3405] lr: 7.942e-03, eta: 1 day, 0:25:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.9725, loss: 2.9725 +2025-06-29 13:10:25,519 - pyskl - INFO - Epoch [93][2900/3405] lr: 7.935e-03, eta: 1 day, 0:24:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 3.0167, loss: 3.0167 +2025-06-29 13:11:10,050 - pyskl - INFO - Epoch [93][3000/3405] lr: 7.927e-03, eta: 1 day, 0:24:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.9112, loss: 2.9112 +2025-06-29 13:11:54,440 - pyskl - INFO - Epoch [93][3100/3405] lr: 7.920e-03, eta: 1 day, 0:23:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.9650, loss: 2.9650 +2025-06-29 13:12:38,797 - pyskl - INFO - Epoch [93][3200/3405] lr: 7.913e-03, eta: 1 day, 0:22:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 2.9828, loss: 2.9828 +2025-06-29 13:13:23,161 - pyskl - INFO - Epoch [93][3300/3405] lr: 7.906e-03, eta: 1 day, 0:21:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9888, loss_cls: 2.9922, loss: 2.9922 +2025-06-29 13:14:07,595 - pyskl - INFO - Epoch [93][3400/3405] lr: 7.899e-03, eta: 1 day, 0:21:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.9014, loss: 2.9014 +2025-06-29 13:14:10,173 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-06-29 13:18:06,140 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 13:18:06,710 - pyskl - INFO - +top1_acc 0.7927 +top5_acc 0.9515 +2025-06-29 13:18:06,731 - pyskl - INFO - Epoch(val) [93][3718] top1_acc: 0.7927, top5_acc: 0.9515 +2025-06-29 13:19:14,685 - pyskl - INFO - Epoch [94][100/3405] lr: 7.891e-03, eta: 1 day, 0:20:35, time: 0.679, data_time: 0.234, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 2.7651, loss: 2.7651 +2025-06-29 13:19:58,859 - pyskl - INFO - Epoch [94][200/3405] lr: 7.884e-03, eta: 1 day, 0:19:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 2.8840, loss: 2.8840 +2025-06-29 13:20:43,362 - pyskl - INFO - Epoch [94][300/3405] lr: 7.877e-03, eta: 1 day, 0:19:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 2.9144, loss: 2.9144 +2025-06-29 13:21:27,824 - pyskl - INFO - Epoch [94][400/3405] lr: 7.870e-03, eta: 1 day, 0:18:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.8196, loss: 2.8196 +2025-06-29 13:22:12,276 - pyskl - INFO - Epoch [94][500/3405] lr: 7.863e-03, eta: 1 day, 0:17:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 2.8159, loss: 2.8159 +2025-06-29 13:22:56,698 - pyskl - INFO - Epoch [94][600/3405] lr: 7.856e-03, eta: 1 day, 0:16:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.8973, loss: 2.8973 +2025-06-29 13:23:41,207 - pyskl - INFO - Epoch [94][700/3405] lr: 7.849e-03, eta: 1 day, 0:16:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.8032, loss: 2.8032 +2025-06-29 13:24:25,766 - pyskl - INFO - Epoch [94][800/3405] lr: 7.841e-03, eta: 1 day, 0:15:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 2.9173, loss: 2.9173 +2025-06-29 13:25:10,233 - pyskl - INFO - Epoch [94][900/3405] lr: 7.834e-03, eta: 1 day, 0:14:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.8520, loss: 2.8520 +2025-06-29 13:25:54,742 - pyskl - INFO - Epoch [94][1000/3405] lr: 7.827e-03, eta: 1 day, 0:13:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.7589, loss: 2.7589 +2025-06-29 13:26:39,225 - pyskl - INFO - Epoch [94][1100/3405] lr: 7.820e-03, eta: 1 day, 0:12:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.8350, loss: 2.8350 +2025-06-29 13:27:23,742 - pyskl - INFO - Epoch [94][1200/3405] lr: 7.813e-03, eta: 1 day, 0:12:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.9317, loss: 2.9317 +2025-06-29 13:28:08,157 - pyskl - INFO - Epoch [94][1300/3405] lr: 7.806e-03, eta: 1 day, 0:11:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9919, loss_cls: 2.8813, loss: 2.8813 +2025-06-29 13:28:52,603 - pyskl - INFO - Epoch [94][1400/3405] lr: 7.799e-03, eta: 1 day, 0:10:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.8993, loss: 2.8993 +2025-06-29 13:29:37,043 - pyskl - INFO - Epoch [94][1500/3405] lr: 7.791e-03, eta: 1 day, 0:09:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.8692, loss: 2.8692 +2025-06-29 13:30:21,568 - pyskl - INFO - Epoch [94][1600/3405] lr: 7.784e-03, eta: 1 day, 0:09:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9912, loss_cls: 2.8476, loss: 2.8476 +2025-06-29 13:31:06,317 - pyskl - INFO - Epoch [94][1700/3405] lr: 7.777e-03, eta: 1 day, 0:08:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 3.0464, loss: 3.0464 +2025-06-29 13:31:50,937 - pyskl - INFO - Epoch [94][1800/3405] lr: 7.770e-03, eta: 1 day, 0:07:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 2.8985, loss: 2.8985 +2025-06-29 13:32:35,478 - pyskl - INFO - Epoch [94][1900/3405] lr: 7.763e-03, eta: 1 day, 0:06:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9912, loss_cls: 2.8262, loss: 2.8262 +2025-06-29 13:33:19,982 - pyskl - INFO - Epoch [94][2000/3405] lr: 7.756e-03, eta: 1 day, 0:06:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9881, loss_cls: 2.9184, loss: 2.9184 +2025-06-29 13:34:04,642 - pyskl - INFO - Epoch [94][2100/3405] lr: 7.749e-03, eta: 1 day, 0:05:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 2.8153, loss: 2.8153 +2025-06-29 13:34:49,318 - pyskl - INFO - Epoch [94][2200/3405] lr: 7.742e-03, eta: 1 day, 0:04:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.8285, loss: 2.8285 +2025-06-29 13:35:33,846 - pyskl - INFO - Epoch [94][2300/3405] lr: 7.735e-03, eta: 1 day, 0:03:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 3.0236, loss: 3.0236 +2025-06-29 13:36:18,301 - pyskl - INFO - Epoch [94][2400/3405] lr: 7.727e-03, eta: 1 day, 0:03:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.8964, loss: 2.8964 +2025-06-29 13:37:02,911 - pyskl - INFO - Epoch [94][2500/3405] lr: 7.720e-03, eta: 1 day, 0:02:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.9974, loss: 2.9974 +2025-06-29 13:37:47,413 - pyskl - INFO - Epoch [94][2600/3405] lr: 7.713e-03, eta: 1 day, 0:01:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.9311, loss: 2.9311 +2025-06-29 13:38:31,911 - pyskl - INFO - Epoch [94][2700/3405] lr: 7.706e-03, eta: 1 day, 0:00:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.8115, loss: 2.8115 +2025-06-29 13:39:16,531 - pyskl - INFO - Epoch [94][2800/3405] lr: 7.699e-03, eta: 1 day, 0:00:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.8835, loss: 2.8835 +2025-06-29 13:40:01,005 - pyskl - INFO - Epoch [94][2900/3405] lr: 7.692e-03, eta: 23:59:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.9587, loss: 2.9587 +2025-06-29 13:40:45,471 - pyskl - INFO - Epoch [94][3000/3405] lr: 7.685e-03, eta: 23:58:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 2.9782, loss: 2.9782 +2025-06-29 13:41:29,958 - pyskl - INFO - Epoch [94][3100/3405] lr: 7.678e-03, eta: 23:57:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 3.0953, loss: 3.0953 +2025-06-29 13:42:14,481 - pyskl - INFO - Epoch [94][3200/3405] lr: 7.671e-03, eta: 23:57:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 2.9244, loss: 2.9244 +2025-06-29 13:42:58,975 - pyskl - INFO - Epoch [94][3300/3405] lr: 7.664e-03, eta: 23:56:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.8933, loss: 2.8933 +2025-06-29 13:43:43,657 - pyskl - INFO - Epoch [94][3400/3405] lr: 7.656e-03, eta: 23:55:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.9354, loss: 2.9354 +2025-06-29 13:43:46,239 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-06-29 13:47:42,281 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 13:47:42,901 - pyskl - INFO - +top1_acc 0.7952 +top5_acc 0.9558 +2025-06-29 13:47:42,920 - pyskl - INFO - Epoch(val) [94][3718] top1_acc: 0.7952, top5_acc: 0.9558 +2025-06-29 13:48:50,503 - pyskl - INFO - Epoch [95][100/3405] lr: 7.649e-03, eta: 23:54:56, time: 0.676, data_time: 0.229, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.7974, loss: 2.7974 +2025-06-29 13:49:35,111 - pyskl - INFO - Epoch [95][200/3405] lr: 7.642e-03, eta: 23:54:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.7936, loss: 2.7936 +2025-06-29 13:50:19,577 - pyskl - INFO - Epoch [95][300/3405] lr: 7.635e-03, eta: 23:53:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.7760, loss: 2.7760 +2025-06-29 13:51:04,068 - pyskl - INFO - Epoch [95][400/3405] lr: 7.628e-03, eta: 23:52:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 2.7854, loss: 2.7854 +2025-06-29 13:51:48,546 - pyskl - INFO - Epoch [95][500/3405] lr: 7.621e-03, eta: 23:51:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.8649, loss: 2.8649 +2025-06-29 13:52:32,988 - pyskl - INFO - Epoch [95][600/3405] lr: 7.614e-03, eta: 23:51:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 2.9085, loss: 2.9085 +2025-06-29 13:53:17,517 - pyskl - INFO - Epoch [95][700/3405] lr: 7.607e-03, eta: 23:50:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 2.7233, loss: 2.7233 +2025-06-29 13:54:01,952 - pyskl - INFO - Epoch [95][800/3405] lr: 7.599e-03, eta: 23:49:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9906, loss_cls: 2.8990, loss: 2.8990 +2025-06-29 13:54:46,511 - pyskl - INFO - Epoch [95][900/3405] lr: 7.592e-03, eta: 23:48:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9938, loss_cls: 2.8230, loss: 2.8230 +2025-06-29 13:55:31,039 - pyskl - INFO - Epoch [95][1000/3405] lr: 7.585e-03, eta: 23:48:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.7584, loss: 2.7584 +2025-06-29 13:56:15,456 - pyskl - INFO - Epoch [95][1100/3405] lr: 7.578e-03, eta: 23:47:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.7964, loss: 2.7964 +2025-06-29 13:56:59,764 - pyskl - INFO - Epoch [95][1200/3405] lr: 7.571e-03, eta: 23:46:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.8006, loss: 2.8006 +2025-06-29 13:57:44,111 - pyskl - INFO - Epoch [95][1300/3405] lr: 7.564e-03, eta: 23:45:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.8027, loss: 2.8027 +2025-06-29 13:58:28,624 - pyskl - INFO - Epoch [95][1400/3405] lr: 7.557e-03, eta: 23:45:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.8835, loss: 2.8835 +2025-06-29 13:59:13,002 - pyskl - INFO - Epoch [95][1500/3405] lr: 7.550e-03, eta: 23:44:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9912, loss_cls: 2.8422, loss: 2.8422 +2025-06-29 13:59:57,518 - pyskl - INFO - Epoch [95][1600/3405] lr: 7.543e-03, eta: 23:43:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 3.0516, loss: 3.0516 +2025-06-29 14:00:41,813 - pyskl - INFO - Epoch [95][1700/3405] lr: 7.536e-03, eta: 23:42:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.8991, loss: 2.8991 +2025-06-29 14:01:26,270 - pyskl - INFO - Epoch [95][1800/3405] lr: 7.529e-03, eta: 23:42:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 2.8865, loss: 2.8865 +2025-06-29 14:02:10,609 - pyskl - INFO - Epoch [95][1900/3405] lr: 7.522e-03, eta: 23:41:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9906, loss_cls: 2.9321, loss: 2.9321 +2025-06-29 14:02:54,893 - pyskl - INFO - Epoch [95][2000/3405] lr: 7.515e-03, eta: 23:40:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.8788, loss: 2.8788 +2025-06-29 14:03:39,253 - pyskl - INFO - Epoch [95][2100/3405] lr: 7.508e-03, eta: 23:39:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9919, loss_cls: 2.9848, loss: 2.9848 +2025-06-29 14:04:23,567 - pyskl - INFO - Epoch [95][2200/3405] lr: 7.501e-03, eta: 23:38:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.8496, loss: 2.8496 +2025-06-29 14:05:07,917 - pyskl - INFO - Epoch [95][2300/3405] lr: 7.494e-03, eta: 23:38:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 2.9773, loss: 2.9773 +2025-06-29 14:05:52,313 - pyskl - INFO - Epoch [95][2400/3405] lr: 7.487e-03, eta: 23:37:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.7877, loss: 2.7877 +2025-06-29 14:06:36,818 - pyskl - INFO - Epoch [95][2500/3405] lr: 7.480e-03, eta: 23:36:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.9770, loss: 2.9770 +2025-06-29 14:07:21,287 - pyskl - INFO - Epoch [95][2600/3405] lr: 7.472e-03, eta: 23:35:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.8741, loss: 2.8741 +2025-06-29 14:08:05,770 - pyskl - INFO - Epoch [95][2700/3405] lr: 7.465e-03, eta: 23:35:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9912, loss_cls: 2.8988, loss: 2.8988 +2025-06-29 14:08:50,223 - pyskl - INFO - Epoch [95][2800/3405] lr: 7.458e-03, eta: 23:34:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.9557, loss: 2.9557 +2025-06-29 14:09:34,737 - pyskl - INFO - Epoch [95][2900/3405] lr: 7.451e-03, eta: 23:33:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.7154, loss: 2.7154 +2025-06-29 14:10:19,148 - pyskl - INFO - Epoch [95][3000/3405] lr: 7.444e-03, eta: 23:32:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.8473, loss: 2.8473 +2025-06-29 14:11:03,509 - pyskl - INFO - Epoch [95][3100/3405] lr: 7.437e-03, eta: 23:32:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.9039, loss: 2.9039 +2025-06-29 14:11:47,777 - pyskl - INFO - Epoch [95][3200/3405] lr: 7.430e-03, eta: 23:31:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 3.0511, loss: 3.0511 +2025-06-29 14:12:32,133 - pyskl - INFO - Epoch [95][3300/3405] lr: 7.423e-03, eta: 23:30:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 3.0150, loss: 3.0150 +2025-06-29 14:13:16,546 - pyskl - INFO - Epoch [95][3400/3405] lr: 7.416e-03, eta: 23:29:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.9089, loss: 2.9089 +2025-06-29 14:13:19,089 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-06-29 14:32:13,416 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 14:32:13,987 - pyskl - INFO - +top1_acc 0.7992 +top5_acc 0.9537 +2025-06-29 14:32:14,008 - pyskl - INFO - Epoch(val) [95][3718] top1_acc: 0.7992, top5_acc: 0.9537 +2025-06-29 14:33:21,753 - pyskl - INFO - Epoch [96][100/3405] lr: 7.409e-03, eta: 23:29:15, time: 0.677, data_time: 0.230, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9938, loss_cls: 2.7718, loss: 2.7718 +2025-06-29 14:34:06,421 - pyskl - INFO - Epoch [96][200/3405] lr: 7.402e-03, eta: 23:28:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 2.8074, loss: 2.8074 +2025-06-29 14:34:51,058 - pyskl - INFO - Epoch [96][300/3405] lr: 7.395e-03, eta: 23:27:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9925, loss_cls: 2.7995, loss: 2.7995 +2025-06-29 14:35:35,782 - pyskl - INFO - Epoch [96][400/3405] lr: 7.388e-03, eta: 23:26:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.7528, loss: 2.7528 +2025-06-29 14:36:20,339 - pyskl - INFO - Epoch [96][500/3405] lr: 7.381e-03, eta: 23:26:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.7960, loss: 2.7960 +2025-06-29 14:37:04,814 - pyskl - INFO - Epoch [96][600/3405] lr: 7.374e-03, eta: 23:25:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9869, loss_cls: 2.7535, loss: 2.7535 +2025-06-29 14:37:49,242 - pyskl - INFO - Epoch [96][700/3405] lr: 7.367e-03, eta: 23:24:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 2.8243, loss: 2.8243 +2025-06-29 14:38:33,698 - pyskl - INFO - Epoch [96][800/3405] lr: 7.360e-03, eta: 23:23:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.8217, loss: 2.8217 +2025-06-29 14:39:18,177 - pyskl - INFO - Epoch [96][900/3405] lr: 7.353e-03, eta: 23:23:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.8642, loss: 2.8642 +2025-06-29 14:40:02,745 - pyskl - INFO - Epoch [96][1000/3405] lr: 7.346e-03, eta: 23:22:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.8225, loss: 2.8225 +2025-06-29 14:40:47,274 - pyskl - INFO - Epoch [96][1100/3405] lr: 7.339e-03, eta: 23:21:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.9162, loss: 2.9162 +2025-06-29 14:41:31,794 - pyskl - INFO - Epoch [96][1200/3405] lr: 7.332e-03, eta: 23:20:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.8786, loss: 2.8786 +2025-06-29 14:42:16,296 - pyskl - INFO - Epoch [96][1300/3405] lr: 7.325e-03, eta: 23:20:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9931, loss_cls: 2.7848, loss: 2.7848 +2025-06-29 14:43:00,773 - pyskl - INFO - Epoch [96][1400/3405] lr: 7.318e-03, eta: 23:19:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.7484, loss: 2.7484 +2025-06-29 14:43:45,244 - pyskl - INFO - Epoch [96][1500/3405] lr: 7.311e-03, eta: 23:18:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.8337, loss: 2.8337 +2025-06-29 14:44:29,758 - pyskl - INFO - Epoch [96][1600/3405] lr: 7.304e-03, eta: 23:17:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.8542, loss: 2.8542 +2025-06-29 14:45:14,183 - pyskl - INFO - Epoch [96][1700/3405] lr: 7.297e-03, eta: 23:17:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9925, loss_cls: 2.8834, loss: 2.8834 +2025-06-29 14:45:58,777 - pyskl - INFO - Epoch [96][1800/3405] lr: 7.290e-03, eta: 23:16:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.8738, loss: 2.8738 +2025-06-29 14:46:43,444 - pyskl - INFO - Epoch [96][1900/3405] lr: 7.283e-03, eta: 23:15:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.8970, loss: 2.8970 +2025-06-29 14:47:28,130 - pyskl - INFO - Epoch [96][2000/3405] lr: 7.276e-03, eta: 23:14:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.7664, loss: 2.7664 +2025-06-29 14:48:12,688 - pyskl - INFO - Epoch [96][2100/3405] lr: 7.269e-03, eta: 23:14:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.9239, loss: 2.9239 +2025-06-29 14:48:57,150 - pyskl - INFO - Epoch [96][2200/3405] lr: 7.262e-03, eta: 23:13:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9931, loss_cls: 2.8955, loss: 2.8955 +2025-06-29 14:49:41,578 - pyskl - INFO - Epoch [96][2300/3405] lr: 7.255e-03, eta: 23:12:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.8647, loss: 2.8647 +2025-06-29 14:50:25,973 - pyskl - INFO - Epoch [96][2400/3405] lr: 7.248e-03, eta: 23:11:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.8315, loss: 2.8315 +2025-06-29 14:51:10,349 - pyskl - INFO - Epoch [96][2500/3405] lr: 7.241e-03, eta: 23:11:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9912, loss_cls: 2.9345, loss: 2.9345 +2025-06-29 14:51:54,816 - pyskl - INFO - Epoch [96][2600/3405] lr: 7.234e-03, eta: 23:10:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9906, loss_cls: 3.0476, loss: 3.0476 +2025-06-29 14:52:39,218 - pyskl - INFO - Epoch [96][2700/3405] lr: 7.227e-03, eta: 23:09:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9919, loss_cls: 2.9213, loss: 2.9213 +2025-06-29 14:53:23,691 - pyskl - INFO - Epoch [96][2800/3405] lr: 7.220e-03, eta: 23:08:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.9631, loss: 2.9631 +2025-06-29 14:54:08,049 - pyskl - INFO - Epoch [96][2900/3405] lr: 7.213e-03, eta: 23:08:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.8516, loss: 2.8516 +2025-06-29 14:54:52,475 - pyskl - INFO - Epoch [96][3000/3405] lr: 7.206e-03, eta: 23:07:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.8507, loss: 2.8507 +2025-06-29 14:55:36,868 - pyskl - INFO - Epoch [96][3100/3405] lr: 7.199e-03, eta: 23:06:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.8450, loss: 2.8450 +2025-06-29 14:56:21,275 - pyskl - INFO - Epoch [96][3200/3405] lr: 7.192e-03, eta: 23:05:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.8664, loss: 2.8664 +2025-06-29 14:57:05,727 - pyskl - INFO - Epoch [96][3300/3405] lr: 7.185e-03, eta: 23:04:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.8388, loss: 2.8388 +2025-06-29 14:57:50,173 - pyskl - INFO - Epoch [96][3400/3405] lr: 7.178e-03, eta: 23:04:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.7978, loss: 2.7978 +2025-06-29 14:57:52,759 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-06-29 15:01:48,813 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 15:01:49,365 - pyskl - INFO - +top1_acc 0.8202 +top5_acc 0.9669 +2025-06-29 15:01:49,420 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_86.pth was removed +2025-06-29 15:01:50,473 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_96.pth. +2025-06-29 15:01:50,474 - pyskl - INFO - Best top1_acc is 0.8202 at 96 epoch. +2025-06-29 15:01:50,499 - pyskl - INFO - Epoch(val) [96][3718] top1_acc: 0.8202, top5_acc: 0.9669 +2025-06-29 15:02:57,460 - pyskl - INFO - Epoch [97][100/3405] lr: 7.171e-03, eta: 23:03:35, time: 0.670, data_time: 0.226, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.7552, loss: 2.7552 +2025-06-29 15:03:41,794 - pyskl - INFO - Epoch [97][200/3405] lr: 7.164e-03, eta: 23:02:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9950, loss_cls: 2.7139, loss: 2.7139 +2025-06-29 15:04:26,206 - pyskl - INFO - Epoch [97][300/3405] lr: 7.157e-03, eta: 23:02:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.8240, loss: 2.8240 +2025-06-29 15:05:10,554 - pyskl - INFO - Epoch [97][400/3405] lr: 7.150e-03, eta: 23:01:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 2.7490, loss: 2.7490 +2025-06-29 15:05:54,866 - pyskl - INFO - Epoch [97][500/3405] lr: 7.143e-03, eta: 23:00:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.7240, loss: 2.7240 +2025-06-29 15:06:39,433 - pyskl - INFO - Epoch [97][600/3405] lr: 7.136e-03, eta: 22:59:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 2.7779, loss: 2.7779 +2025-06-29 15:07:23,839 - pyskl - INFO - Epoch [97][700/3405] lr: 7.129e-03, eta: 22:59:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.9085, loss: 2.9085 +2025-06-29 15:08:08,412 - pyskl - INFO - Epoch [97][800/3405] lr: 7.122e-03, eta: 22:58:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 2.7863, loss: 2.7863 +2025-06-29 15:08:52,826 - pyskl - INFO - Epoch [97][900/3405] lr: 7.115e-03, eta: 22:57:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.7620, loss: 2.7620 +2025-06-29 15:09:37,265 - pyskl - INFO - Epoch [97][1000/3405] lr: 7.108e-03, eta: 22:56:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9931, loss_cls: 2.8274, loss: 2.8274 +2025-06-29 15:10:21,746 - pyskl - INFO - Epoch [97][1100/3405] lr: 7.101e-03, eta: 22:55:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9925, loss_cls: 2.7979, loss: 2.7979 +2025-06-29 15:11:06,225 - pyskl - INFO - Epoch [97][1200/3405] lr: 7.094e-03, eta: 22:55:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.7610, loss: 2.7610 +2025-06-29 15:11:50,815 - pyskl - INFO - Epoch [97][1300/3405] lr: 7.088e-03, eta: 22:54:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.7249, loss: 2.7249 +2025-06-29 15:12:35,266 - pyskl - INFO - Epoch [97][1400/3405] lr: 7.081e-03, eta: 22:53:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.8402, loss: 2.8402 +2025-06-29 15:13:19,788 - pyskl - INFO - Epoch [97][1500/3405] lr: 7.074e-03, eta: 22:52:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.8386, loss: 2.8386 +2025-06-29 15:14:04,358 - pyskl - INFO - Epoch [97][1600/3405] lr: 7.067e-03, eta: 22:52:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9944, loss_cls: 2.8509, loss: 2.8509 +2025-06-29 15:14:48,804 - pyskl - INFO - Epoch [97][1700/3405] lr: 7.060e-03, eta: 22:51:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.9238, loss: 2.9238 +2025-06-29 15:15:33,319 - pyskl - INFO - Epoch [97][1800/3405] lr: 7.053e-03, eta: 22:50:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9956, loss_cls: 2.8450, loss: 2.8450 +2025-06-29 15:16:17,871 - pyskl - INFO - Epoch [97][1900/3405] lr: 7.046e-03, eta: 22:49:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.6297, loss: 2.6297 +2025-06-29 15:17:02,526 - pyskl - INFO - Epoch [97][2000/3405] lr: 7.039e-03, eta: 22:49:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 2.8695, loss: 2.8695 +2025-06-29 15:17:47,026 - pyskl - INFO - Epoch [97][2100/3405] lr: 7.032e-03, eta: 22:48:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 3.0845, loss: 3.0845 +2025-06-29 15:18:31,436 - pyskl - INFO - Epoch [97][2200/3405] lr: 7.025e-03, eta: 22:47:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.8635, loss: 2.8635 +2025-06-29 15:19:15,840 - pyskl - INFO - Epoch [97][2300/3405] lr: 7.018e-03, eta: 22:46:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9931, loss_cls: 2.9084, loss: 2.9084 +2025-06-29 15:20:00,323 - pyskl - INFO - Epoch [97][2400/3405] lr: 7.011e-03, eta: 22:46:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.8866, loss: 2.8866 +2025-06-29 15:20:44,763 - pyskl - INFO - Epoch [97][2500/3405] lr: 7.005e-03, eta: 22:45:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9912, loss_cls: 2.9200, loss: 2.9200 +2025-06-29 15:21:29,070 - pyskl - INFO - Epoch [97][2600/3405] lr: 6.998e-03, eta: 22:44:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.9135, loss: 2.9135 +2025-06-29 15:22:13,495 - pyskl - INFO - Epoch [97][2700/3405] lr: 6.991e-03, eta: 22:43:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.7939, loss: 2.7939 +2025-06-29 15:22:57,844 - pyskl - INFO - Epoch [97][2800/3405] lr: 6.984e-03, eta: 22:43:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.8401, loss: 2.8401 +2025-06-29 15:23:42,335 - pyskl - INFO - Epoch [97][2900/3405] lr: 6.977e-03, eta: 22:42:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 2.8178, loss: 2.8178 +2025-06-29 15:24:26,754 - pyskl - INFO - Epoch [97][3000/3405] lr: 6.970e-03, eta: 22:41:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9831, loss_cls: 2.9473, loss: 2.9473 +2025-06-29 15:25:11,115 - pyskl - INFO - Epoch [97][3100/3405] lr: 6.963e-03, eta: 22:40:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9900, loss_cls: 2.8958, loss: 2.8958 +2025-06-29 15:25:55,471 - pyskl - INFO - Epoch [97][3200/3405] lr: 6.956e-03, eta: 22:40:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 2.8470, loss: 2.8470 +2025-06-29 15:26:39,895 - pyskl - INFO - Epoch [97][3300/3405] lr: 6.949e-03, eta: 22:39:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.9456, loss: 2.9456 +2025-06-29 15:27:24,295 - pyskl - INFO - Epoch [97][3400/3405] lr: 6.942e-03, eta: 22:38:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 2.9260, loss: 2.9260 +2025-06-29 15:27:26,892 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-06-29 15:31:22,078 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 15:31:22,660 - pyskl - INFO - +top1_acc 0.8234 +top5_acc 0.9650 +2025-06-29 15:31:22,715 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_96.pth was removed +2025-06-29 15:31:23,792 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. +2025-06-29 15:31:23,794 - pyskl - INFO - Best top1_acc is 0.8234 at 97 epoch. +2025-06-29 15:31:23,816 - pyskl - INFO - Epoch(val) [97][3718] top1_acc: 0.8234, top5_acc: 0.9650 +2025-06-29 15:32:30,900 - pyskl - INFO - Epoch [98][100/3405] lr: 6.935e-03, eta: 22:37:55, time: 0.671, data_time: 0.228, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 2.8484, loss: 2.8484 +2025-06-29 15:33:15,136 - pyskl - INFO - Epoch [98][200/3405] lr: 6.928e-03, eta: 22:37:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9969, loss_cls: 2.7710, loss: 2.7710 +2025-06-29 15:33:59,480 - pyskl - INFO - Epoch [98][300/3405] lr: 6.921e-03, eta: 22:36:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.6743, loss: 2.6743 +2025-06-29 15:34:43,806 - pyskl - INFO - Epoch [98][400/3405] lr: 6.915e-03, eta: 22:35:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.8278, loss: 2.8278 +2025-06-29 15:35:28,118 - pyskl - INFO - Epoch [98][500/3405] lr: 6.908e-03, eta: 22:34:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.8037, loss: 2.8037 +2025-06-29 15:36:12,590 - pyskl - INFO - Epoch [98][600/3405] lr: 6.901e-03, eta: 22:34:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.7436, loss: 2.7436 +2025-06-29 15:36:57,146 - pyskl - INFO - Epoch [98][700/3405] lr: 6.894e-03, eta: 22:33:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.8559, loss: 2.8559 +2025-06-29 15:37:41,586 - pyskl - INFO - Epoch [98][800/3405] lr: 6.887e-03, eta: 22:32:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.8078, loss: 2.8078 +2025-06-29 15:38:26,018 - pyskl - INFO - Epoch [98][900/3405] lr: 6.880e-03, eta: 22:31:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9944, loss_cls: 2.7637, loss: 2.7637 +2025-06-29 15:39:10,526 - pyskl - INFO - Epoch [98][1000/3405] lr: 6.873e-03, eta: 22:31:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.7636, loss: 2.7636 +2025-06-29 15:39:54,912 - pyskl - INFO - Epoch [98][1100/3405] lr: 6.867e-03, eta: 22:30:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.8150, loss: 2.8150 +2025-06-29 15:40:39,340 - pyskl - INFO - Epoch [98][1200/3405] lr: 6.860e-03, eta: 22:29:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.8677, loss: 2.8677 +2025-06-29 15:41:23,713 - pyskl - INFO - Epoch [98][1300/3405] lr: 6.853e-03, eta: 22:28:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.8697, loss: 2.8697 +2025-06-29 15:42:08,085 - pyskl - INFO - Epoch [98][1400/3405] lr: 6.846e-03, eta: 22:28:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9938, loss_cls: 2.8051, loss: 2.8051 +2025-06-29 15:42:52,423 - pyskl - INFO - Epoch [98][1500/3405] lr: 6.839e-03, eta: 22:27:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 2.8633, loss: 2.8633 +2025-06-29 15:43:36,776 - pyskl - INFO - Epoch [98][1600/3405] lr: 6.832e-03, eta: 22:26:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9912, loss_cls: 2.8347, loss: 2.8347 +2025-06-29 15:44:21,098 - pyskl - INFO - Epoch [98][1700/3405] lr: 6.825e-03, eta: 22:25:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 2.8122, loss: 2.8122 +2025-06-29 15:45:05,485 - pyskl - INFO - Epoch [98][1800/3405] lr: 6.819e-03, eta: 22:25:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 2.8101, loss: 2.8101 +2025-06-29 15:45:49,878 - pyskl - INFO - Epoch [98][1900/3405] lr: 6.812e-03, eta: 22:24:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.7725, loss: 2.7725 +2025-06-29 15:46:34,306 - pyskl - INFO - Epoch [98][2000/3405] lr: 6.805e-03, eta: 22:23:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.7372, loss: 2.7372 +2025-06-29 15:47:18,894 - pyskl - INFO - Epoch [98][2100/3405] lr: 6.798e-03, eta: 22:22:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9944, loss_cls: 2.6947, loss: 2.6947 +2025-06-29 15:48:03,449 - pyskl - INFO - Epoch [98][2200/3405] lr: 6.791e-03, eta: 22:21:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.6539, loss: 2.6539 +2025-06-29 15:48:47,858 - pyskl - INFO - Epoch [98][2300/3405] lr: 6.784e-03, eta: 22:21:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 2.7303, loss: 2.7303 +2025-06-29 15:49:32,295 - pyskl - INFO - Epoch [98][2400/3405] lr: 6.777e-03, eta: 22:20:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.7920, loss: 2.7920 +2025-06-29 15:50:16,657 - pyskl - INFO - Epoch [98][2500/3405] lr: 6.771e-03, eta: 22:19:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.9629, loss: 2.9629 +2025-06-29 15:51:01,027 - pyskl - INFO - Epoch [98][2600/3405] lr: 6.764e-03, eta: 22:18:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.8593, loss: 2.8593 +2025-06-29 15:51:45,352 - pyskl - INFO - Epoch [98][2700/3405] lr: 6.757e-03, eta: 22:18:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.7928, loss: 2.7928 +2025-06-29 15:52:29,629 - pyskl - INFO - Epoch [98][2800/3405] lr: 6.750e-03, eta: 22:17:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.8478, loss: 2.8478 +2025-06-29 15:53:14,007 - pyskl - INFO - Epoch [98][2900/3405] lr: 6.743e-03, eta: 22:16:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.7897, loss: 2.7897 +2025-06-29 15:53:58,553 - pyskl - INFO - Epoch [98][3000/3405] lr: 6.736e-03, eta: 22:15:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.8826, loss: 2.8826 +2025-06-29 15:54:42,828 - pyskl - INFO - Epoch [98][3100/3405] lr: 6.730e-03, eta: 22:15:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.8966, loss: 2.8966 +2025-06-29 15:55:27,016 - pyskl - INFO - Epoch [98][3200/3405] lr: 6.723e-03, eta: 22:14:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.7620, loss: 2.7620 +2025-06-29 15:56:11,473 - pyskl - INFO - Epoch [98][3300/3405] lr: 6.716e-03, eta: 22:13:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9788, loss_cls: 2.8296, loss: 2.8296 +2025-06-29 15:56:56,037 - pyskl - INFO - Epoch [98][3400/3405] lr: 6.709e-03, eta: 22:12:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9894, loss_cls: 2.9343, loss: 2.9343 +2025-06-29 15:56:58,649 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-06-29 16:00:53,572 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 16:00:54,125 - pyskl - INFO - +top1_acc 0.8209 +top5_acc 0.9613 +2025-06-29 16:00:54,144 - pyskl - INFO - Epoch(val) [98][3718] top1_acc: 0.8209, top5_acc: 0.9613 +2025-06-29 16:02:01,645 - pyskl - INFO - Epoch [99][100/3405] lr: 6.702e-03, eta: 22:12:14, time: 0.675, data_time: 0.230, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.7454, loss: 2.7454 +2025-06-29 16:02:46,028 - pyskl - INFO - Epoch [99][200/3405] lr: 6.695e-03, eta: 22:11:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.6612, loss: 2.6612 +2025-06-29 16:03:30,407 - pyskl - INFO - Epoch [99][300/3405] lr: 6.688e-03, eta: 22:10:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9956, loss_cls: 2.6857, loss: 2.6857 +2025-06-29 16:04:14,857 - pyskl - INFO - Epoch [99][400/3405] lr: 6.682e-03, eta: 22:09:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.7349, loss: 2.7349 +2025-06-29 16:04:59,269 - pyskl - INFO - Epoch [99][500/3405] lr: 6.675e-03, eta: 22:09:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.7015, loss: 2.7015 +2025-06-29 16:05:43,844 - pyskl - INFO - Epoch [99][600/3405] lr: 6.668e-03, eta: 22:08:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.8088, loss: 2.8088 +2025-06-29 16:06:28,229 - pyskl - INFO - Epoch [99][700/3405] lr: 6.661e-03, eta: 22:07:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 2.7351, loss: 2.7351 +2025-06-29 16:07:12,701 - pyskl - INFO - Epoch [99][800/3405] lr: 6.654e-03, eta: 22:06:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.7435, loss: 2.7435 +2025-06-29 16:07:57,119 - pyskl - INFO - Epoch [99][900/3405] lr: 6.648e-03, eta: 22:06:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.6520, loss: 2.6520 +2025-06-29 16:08:41,590 - pyskl - INFO - Epoch [99][1000/3405] lr: 6.641e-03, eta: 22:05:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.7776, loss: 2.7776 +2025-06-29 16:09:26,044 - pyskl - INFO - Epoch [99][1100/3405] lr: 6.634e-03, eta: 22:04:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.6843, loss: 2.6843 +2025-06-29 16:10:10,501 - pyskl - INFO - Epoch [99][1200/3405] lr: 6.627e-03, eta: 22:03:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 2.7990, loss: 2.7990 +2025-06-29 16:10:54,983 - pyskl - INFO - Epoch [99][1300/3405] lr: 6.620e-03, eta: 22:03:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.7641, loss: 2.7641 +2025-06-29 16:11:39,570 - pyskl - INFO - Epoch [99][1400/3405] lr: 6.614e-03, eta: 22:02:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.8139, loss: 2.8139 +2025-06-29 16:12:24,018 - pyskl - INFO - Epoch [99][1500/3405] lr: 6.607e-03, eta: 22:01:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.6949, loss: 2.6949 +2025-06-29 16:13:08,560 - pyskl - INFO - Epoch [99][1600/3405] lr: 6.600e-03, eta: 22:00:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9925, loss_cls: 2.8259, loss: 2.8259 +2025-06-29 16:13:53,082 - pyskl - INFO - Epoch [99][1700/3405] lr: 6.593e-03, eta: 22:00:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.7514, loss: 2.7514 +2025-06-29 16:14:37,592 - pyskl - INFO - Epoch [99][1800/3405] lr: 6.587e-03, eta: 21:59:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.8380, loss: 2.8380 +2025-06-29 16:15:21,979 - pyskl - INFO - Epoch [99][1900/3405] lr: 6.580e-03, eta: 21:58:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.7337, loss: 2.7337 +2025-06-29 16:16:06,375 - pyskl - INFO - Epoch [99][2000/3405] lr: 6.573e-03, eta: 21:57:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9944, loss_cls: 2.7342, loss: 2.7342 +2025-06-29 16:16:50,684 - pyskl - INFO - Epoch [99][2100/3405] lr: 6.566e-03, eta: 21:57:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 2.8954, loss: 2.8954 +2025-06-29 16:17:35,048 - pyskl - INFO - Epoch [99][2200/3405] lr: 6.559e-03, eta: 21:56:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 2.7619, loss: 2.7619 +2025-06-29 16:18:19,510 - pyskl - INFO - Epoch [99][2300/3405] lr: 6.553e-03, eta: 21:55:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 2.8340, loss: 2.8340 +2025-06-29 16:19:03,974 - pyskl - INFO - Epoch [99][2400/3405] lr: 6.546e-03, eta: 21:54:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.7991, loss: 2.7991 +2025-06-29 16:19:48,439 - pyskl - INFO - Epoch [99][2500/3405] lr: 6.539e-03, eta: 21:54:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.7881, loss: 2.7881 +2025-06-29 16:20:33,021 - pyskl - INFO - Epoch [99][2600/3405] lr: 6.532e-03, eta: 21:53:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.8911, loss: 2.8911 +2025-06-29 16:21:17,446 - pyskl - INFO - Epoch [99][2700/3405] lr: 6.526e-03, eta: 21:52:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 2.7552, loss: 2.7552 +2025-06-29 16:22:01,955 - pyskl - INFO - Epoch [99][2800/3405] lr: 6.519e-03, eta: 21:51:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 2.6726, loss: 2.6726 +2025-06-29 16:22:46,518 - pyskl - INFO - Epoch [99][2900/3405] lr: 6.512e-03, eta: 21:50:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9819, loss_cls: 2.8889, loss: 2.8889 +2025-06-29 16:23:31,081 - pyskl - INFO - Epoch [99][3000/3405] lr: 6.505e-03, eta: 21:50:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.7326, loss: 2.7326 +2025-06-29 16:24:15,549 - pyskl - INFO - Epoch [99][3100/3405] lr: 6.499e-03, eta: 21:49:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9844, loss_cls: 2.7189, loss: 2.7189 +2025-06-29 16:25:00,122 - pyskl - INFO - Epoch [99][3200/3405] lr: 6.492e-03, eta: 21:48:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9931, loss_cls: 2.8160, loss: 2.8160 +2025-06-29 16:25:44,623 - pyskl - INFO - Epoch [99][3300/3405] lr: 6.485e-03, eta: 21:47:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 2.7986, loss: 2.7986 +2025-06-29 16:26:29,146 - pyskl - INFO - Epoch [99][3400/3405] lr: 6.478e-03, eta: 21:47:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9919, loss_cls: 2.8375, loss: 2.8375 +2025-06-29 16:26:31,705 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-06-29 16:30:27,833 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 16:30:28,480 - pyskl - INFO - +top1_acc 0.8070 +top5_acc 0.9578 +2025-06-29 16:30:28,503 - pyskl - INFO - Epoch(val) [99][3718] top1_acc: 0.8070, top5_acc: 0.9578 +2025-06-29 16:31:36,190 - pyskl - INFO - Epoch [100][100/3405] lr: 6.471e-03, eta: 21:46:34, time: 0.677, data_time: 0.231, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.7091, loss: 2.7091 +2025-06-29 16:32:20,806 - pyskl - INFO - Epoch [100][200/3405] lr: 6.465e-03, eta: 21:45:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.6821, loss: 2.6821 +2025-06-29 16:33:05,354 - pyskl - INFO - Epoch [100][300/3405] lr: 6.458e-03, eta: 21:45:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.7257, loss: 2.7257 +2025-06-29 16:33:49,822 - pyskl - INFO - Epoch [100][400/3405] lr: 6.451e-03, eta: 21:44:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.6449, loss: 2.6449 +2025-06-29 16:34:34,372 - pyskl - INFO - Epoch [100][500/3405] lr: 6.444e-03, eta: 21:43:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 2.7535, loss: 2.7535 +2025-06-29 16:35:18,999 - pyskl - INFO - Epoch [100][600/3405] lr: 6.438e-03, eta: 21:42:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.7684, loss: 2.7684 +2025-06-29 16:36:03,550 - pyskl - INFO - Epoch [100][700/3405] lr: 6.431e-03, eta: 21:42:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.5948, loss: 2.5948 +2025-06-29 16:36:47,984 - pyskl - INFO - Epoch [100][800/3405] lr: 6.424e-03, eta: 21:41:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.7369, loss: 2.7369 +2025-06-29 16:37:32,431 - pyskl - INFO - Epoch [100][900/3405] lr: 6.418e-03, eta: 21:40:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.7422, loss: 2.7422 +2025-06-29 16:38:16,835 - pyskl - INFO - Epoch [100][1000/3405] lr: 6.411e-03, eta: 21:39:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.6776, loss: 2.6776 +2025-06-29 16:39:01,350 - pyskl - INFO - Epoch [100][1100/3405] lr: 6.404e-03, eta: 21:38:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.6093, loss: 2.6093 +2025-06-29 16:39:45,883 - pyskl - INFO - Epoch [100][1200/3405] lr: 6.397e-03, eta: 21:38:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9850, loss_cls: 2.7791, loss: 2.7791 +2025-06-29 16:40:30,405 - pyskl - INFO - Epoch [100][1300/3405] lr: 6.391e-03, eta: 21:37:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9931, loss_cls: 2.8378, loss: 2.8378 +2025-06-29 16:41:14,829 - pyskl - INFO - Epoch [100][1400/3405] lr: 6.384e-03, eta: 21:36:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9950, loss_cls: 2.7284, loss: 2.7284 +2025-06-29 16:41:59,144 - pyskl - INFO - Epoch [100][1500/3405] lr: 6.377e-03, eta: 21:35:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.7592, loss: 2.7592 +2025-06-29 16:42:43,618 - pyskl - INFO - Epoch [100][1600/3405] lr: 6.371e-03, eta: 21:35:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.7667, loss: 2.7667 +2025-06-29 16:43:28,007 - pyskl - INFO - Epoch [100][1700/3405] lr: 6.364e-03, eta: 21:34:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.7541, loss: 2.7541 +2025-06-29 16:44:12,494 - pyskl - INFO - Epoch [100][1800/3405] lr: 6.357e-03, eta: 21:33:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 2.7139, loss: 2.7139 +2025-06-29 16:44:56,884 - pyskl - INFO - Epoch [100][1900/3405] lr: 6.351e-03, eta: 21:32:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.8149, loss: 2.8149 +2025-06-29 16:45:41,244 - pyskl - INFO - Epoch [100][2000/3405] lr: 6.344e-03, eta: 21:32:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.7232, loss: 2.7232 +2025-06-29 16:46:25,553 - pyskl - INFO - Epoch [100][2100/3405] lr: 6.337e-03, eta: 21:31:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.7365, loss: 2.7365 +2025-06-29 16:47:09,877 - pyskl - INFO - Epoch [100][2200/3405] lr: 6.330e-03, eta: 21:30:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.8241, loss: 2.8241 +2025-06-29 16:47:54,263 - pyskl - INFO - Epoch [100][2300/3405] lr: 6.324e-03, eta: 21:29:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.7206, loss: 2.7206 +2025-06-29 16:48:38,673 - pyskl - INFO - Epoch [100][2400/3405] lr: 6.317e-03, eta: 21:29:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.6724, loss: 2.6724 +2025-06-29 16:49:23,066 - pyskl - INFO - Epoch [100][2500/3405] lr: 6.310e-03, eta: 21:28:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.8222, loss: 2.8222 +2025-06-29 16:50:07,479 - pyskl - INFO - Epoch [100][2600/3405] lr: 6.304e-03, eta: 21:27:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9919, loss_cls: 2.8342, loss: 2.8342 +2025-06-29 16:50:51,867 - pyskl - INFO - Epoch [100][2700/3405] lr: 6.297e-03, eta: 21:26:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.7565, loss: 2.7565 +2025-06-29 16:51:36,258 - pyskl - INFO - Epoch [100][2800/3405] lr: 6.290e-03, eta: 21:26:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.7429, loss: 2.7429 +2025-06-29 16:52:20,527 - pyskl - INFO - Epoch [100][2900/3405] lr: 6.284e-03, eta: 21:25:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.7315, loss: 2.7315 +2025-06-29 16:53:04,925 - pyskl - INFO - Epoch [100][3000/3405] lr: 6.277e-03, eta: 21:24:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 2.7910, loss: 2.7910 +2025-06-29 16:53:49,283 - pyskl - INFO - Epoch [100][3100/3405] lr: 6.270e-03, eta: 21:23:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9919, loss_cls: 2.8124, loss: 2.8124 +2025-06-29 16:54:33,671 - pyskl - INFO - Epoch [100][3200/3405] lr: 6.264e-03, eta: 21:23:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.8257, loss: 2.8257 +2025-06-29 16:55:17,942 - pyskl - INFO - Epoch [100][3300/3405] lr: 6.257e-03, eta: 21:22:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 2.8083, loss: 2.8083 +2025-06-29 16:56:02,299 - pyskl - INFO - Epoch [100][3400/3405] lr: 6.250e-03, eta: 21:21:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.7352, loss: 2.7352 +2025-06-29 16:56:04,849 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-06-29 17:15:11,937 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 17:15:12,541 - pyskl - INFO - +top1_acc 0.8058 +top5_acc 0.9601 +2025-06-29 17:15:12,561 - pyskl - INFO - Epoch(val) [100][3718] top1_acc: 0.8058, top5_acc: 0.9601 +2025-06-29 17:16:20,169 - pyskl - INFO - Epoch [101][100/3405] lr: 6.243e-03, eta: 21:20:54, time: 0.676, data_time: 0.230, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.6669, loss: 2.6669 +2025-06-29 17:17:04,478 - pyskl - INFO - Epoch [101][200/3405] lr: 6.237e-03, eta: 21:20:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.5311, loss: 2.5311 +2025-06-29 17:17:49,063 - pyskl - INFO - Epoch [101][300/3405] lr: 6.230e-03, eta: 21:19:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 2.6668, loss: 2.6668 +2025-06-29 17:18:33,609 - pyskl - INFO - Epoch [101][400/3405] lr: 6.223e-03, eta: 21:18:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.6546, loss: 2.6546 +2025-06-29 17:19:18,220 - pyskl - INFO - Epoch [101][500/3405] lr: 6.217e-03, eta: 21:17:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9956, loss_cls: 2.5736, loss: 2.5736 +2025-06-29 17:20:02,896 - pyskl - INFO - Epoch [101][600/3405] lr: 6.210e-03, eta: 21:17:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.6738, loss: 2.6738 +2025-06-29 17:20:47,626 - pyskl - INFO - Epoch [101][700/3405] lr: 6.204e-03, eta: 21:16:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.8369, loss: 2.8369 +2025-06-29 17:21:32,287 - pyskl - INFO - Epoch [101][800/3405] lr: 6.197e-03, eta: 21:15:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 2.6746, loss: 2.6746 +2025-06-29 17:22:16,918 - pyskl - INFO - Epoch [101][900/3405] lr: 6.190e-03, eta: 21:14:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 2.6624, loss: 2.6624 +2025-06-29 17:23:01,553 - pyskl - INFO - Epoch [101][1000/3405] lr: 6.184e-03, eta: 21:14:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 2.7311, loss: 2.7311 +2025-06-29 17:23:46,206 - pyskl - INFO - Epoch [101][1100/3405] lr: 6.177e-03, eta: 21:13:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.6010, loss: 2.6010 +2025-06-29 17:24:31,046 - pyskl - INFO - Epoch [101][1200/3405] lr: 6.170e-03, eta: 21:12:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.6328, loss: 2.6328 +2025-06-29 17:25:15,548 - pyskl - INFO - Epoch [101][1300/3405] lr: 6.164e-03, eta: 21:11:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.7693, loss: 2.7693 +2025-06-29 17:25:59,903 - pyskl - INFO - Epoch [101][1400/3405] lr: 6.157e-03, eta: 21:11:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.6816, loss: 2.6816 +2025-06-29 17:26:44,296 - pyskl - INFO - Epoch [101][1500/3405] lr: 6.150e-03, eta: 21:10:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.7284, loss: 2.7284 +2025-06-29 17:27:28,858 - pyskl - INFO - Epoch [101][1600/3405] lr: 6.144e-03, eta: 21:09:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9850, loss_cls: 2.7171, loss: 2.7171 +2025-06-29 17:28:13,421 - pyskl - INFO - Epoch [101][1700/3405] lr: 6.137e-03, eta: 21:08:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 2.7103, loss: 2.7103 +2025-06-29 17:28:57,950 - pyskl - INFO - Epoch [101][1800/3405] lr: 6.131e-03, eta: 21:08:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 2.8308, loss: 2.8308 +2025-06-29 17:29:42,534 - pyskl - INFO - Epoch [101][1900/3405] lr: 6.124e-03, eta: 21:07:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.7117, loss: 2.7117 +2025-06-29 17:30:26,775 - pyskl - INFO - Epoch [101][2000/3405] lr: 6.117e-03, eta: 21:06:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9950, loss_cls: 2.7466, loss: 2.7466 +2025-06-29 17:31:11,174 - pyskl - INFO - Epoch [101][2100/3405] lr: 6.111e-03, eta: 21:05:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.7687, loss: 2.7687 +2025-06-29 17:31:55,663 - pyskl - INFO - Epoch [101][2200/3405] lr: 6.104e-03, eta: 21:04:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.7928, loss: 2.7928 +2025-06-29 17:32:40,244 - pyskl - INFO - Epoch [101][2300/3405] lr: 6.098e-03, eta: 21:04:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.7422, loss: 2.7422 +2025-06-29 17:33:24,852 - pyskl - INFO - Epoch [101][2400/3405] lr: 6.091e-03, eta: 21:03:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.7657, loss: 2.7657 +2025-06-29 17:34:09,349 - pyskl - INFO - Epoch [101][2500/3405] lr: 6.084e-03, eta: 21:02:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.7591, loss: 2.7591 +2025-06-29 17:34:53,985 - pyskl - INFO - Epoch [101][2600/3405] lr: 6.078e-03, eta: 21:01:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9950, loss_cls: 2.7833, loss: 2.7833 +2025-06-29 17:35:38,681 - pyskl - INFO - Epoch [101][2700/3405] lr: 6.071e-03, eta: 21:01:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 2.8197, loss: 2.8197 +2025-06-29 17:36:23,369 - pyskl - INFO - Epoch [101][2800/3405] lr: 6.065e-03, eta: 21:00:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.7574, loss: 2.7574 +2025-06-29 17:37:08,103 - pyskl - INFO - Epoch [101][2900/3405] lr: 6.058e-03, eta: 20:59:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.8693, loss: 2.8693 +2025-06-29 17:37:52,869 - pyskl - INFO - Epoch [101][3000/3405] lr: 6.051e-03, eta: 20:58:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.7872, loss: 2.7872 +2025-06-29 17:38:37,469 - pyskl - INFO - Epoch [101][3100/3405] lr: 6.045e-03, eta: 20:58:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.7420, loss: 2.7420 +2025-06-29 17:39:21,958 - pyskl - INFO - Epoch [101][3200/3405] lr: 6.038e-03, eta: 20:57:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9931, loss_cls: 2.7429, loss: 2.7429 +2025-06-29 17:40:06,464 - pyskl - INFO - Epoch [101][3300/3405] lr: 6.032e-03, eta: 20:56:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.8673, loss: 2.8673 +2025-06-29 17:40:51,015 - pyskl - INFO - Epoch [101][3400/3405] lr: 6.025e-03, eta: 20:55:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.7789, loss: 2.7789 +2025-06-29 17:40:53,627 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-06-29 17:44:49,628 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 17:44:50,224 - pyskl - INFO - +top1_acc 0.8170 +top5_acc 0.9620 +2025-06-29 17:44:50,243 - pyskl - INFO - Epoch(val) [101][3718] top1_acc: 0.8170, top5_acc: 0.9620 +2025-06-29 17:45:57,900 - pyskl - INFO - Epoch [102][100/3405] lr: 6.018e-03, eta: 20:55:16, time: 0.676, data_time: 0.231, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.7258, loss: 2.7258 +2025-06-29 17:46:42,302 - pyskl - INFO - Epoch [102][200/3405] lr: 6.012e-03, eta: 20:54:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.5784, loss: 2.5784 +2025-06-29 17:47:26,716 - pyskl - INFO - Epoch [102][300/3405] lr: 6.005e-03, eta: 20:53:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.6333, loss: 2.6333 +2025-06-29 17:48:11,146 - pyskl - INFO - Epoch [102][400/3405] lr: 5.998e-03, eta: 20:53:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.6599, loss: 2.6599 +2025-06-29 17:48:55,566 - pyskl - INFO - Epoch [102][500/3405] lr: 5.992e-03, eta: 20:52:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.5634, loss: 2.5634 +2025-06-29 17:49:40,068 - pyskl - INFO - Epoch [102][600/3405] lr: 5.985e-03, eta: 20:51:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.7607, loss: 2.7607 +2025-06-29 17:50:24,622 - pyskl - INFO - Epoch [102][700/3405] lr: 5.979e-03, eta: 20:50:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.8174, loss: 2.8174 +2025-06-29 17:51:09,132 - pyskl - INFO - Epoch [102][800/3405] lr: 5.972e-03, eta: 20:49:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.6029, loss: 2.6029 +2025-06-29 17:51:53,669 - pyskl - INFO - Epoch [102][900/3405] lr: 5.966e-03, eta: 20:49:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.7475, loss: 2.7475 +2025-06-29 17:52:38,272 - pyskl - INFO - Epoch [102][1000/3405] lr: 5.959e-03, eta: 20:48:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9950, loss_cls: 2.6185, loss: 2.6185 +2025-06-29 17:53:22,797 - pyskl - INFO - Epoch [102][1100/3405] lr: 5.953e-03, eta: 20:47:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.6864, loss: 2.6864 +2025-06-29 17:54:07,502 - pyskl - INFO - Epoch [102][1200/3405] lr: 5.946e-03, eta: 20:46:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.7429, loss: 2.7429 +2025-06-29 17:54:52,252 - pyskl - INFO - Epoch [102][1300/3405] lr: 5.939e-03, eta: 20:46:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.8551, loss: 2.8551 +2025-06-29 17:55:36,889 - pyskl - INFO - Epoch [102][1400/3405] lr: 5.933e-03, eta: 20:45:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.7206, loss: 2.7206 +2025-06-29 17:56:21,441 - pyskl - INFO - Epoch [102][1500/3405] lr: 5.926e-03, eta: 20:44:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.6746, loss: 2.6746 +2025-06-29 17:57:06,109 - pyskl - INFO - Epoch [102][1600/3405] lr: 5.920e-03, eta: 20:43:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9950, loss_cls: 2.7364, loss: 2.7364 +2025-06-29 17:57:50,706 - pyskl - INFO - Epoch [102][1700/3405] lr: 5.913e-03, eta: 20:43:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 2.7531, loss: 2.7531 +2025-06-29 17:58:35,158 - pyskl - INFO - Epoch [102][1800/3405] lr: 5.907e-03, eta: 20:42:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.6551, loss: 2.6551 +2025-06-29 17:59:19,578 - pyskl - INFO - Epoch [102][1900/3405] lr: 5.900e-03, eta: 20:41:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9938, loss_cls: 2.6145, loss: 2.6145 +2025-06-29 18:00:04,034 - pyskl - INFO - Epoch [102][2000/3405] lr: 5.894e-03, eta: 20:40:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.5620, loss: 2.5620 +2025-06-29 18:00:48,470 - pyskl - INFO - Epoch [102][2100/3405] lr: 5.887e-03, eta: 20:40:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.6314, loss: 2.6314 +2025-06-29 18:01:32,946 - pyskl - INFO - Epoch [102][2200/3405] lr: 5.881e-03, eta: 20:39:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 2.7843, loss: 2.7843 +2025-06-29 18:02:17,394 - pyskl - INFO - Epoch [102][2300/3405] lr: 5.874e-03, eta: 20:38:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.6404, loss: 2.6404 +2025-06-29 18:03:01,823 - pyskl - INFO - Epoch [102][2400/3405] lr: 5.868e-03, eta: 20:37:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.6814, loss: 2.6814 +2025-06-29 18:03:46,259 - pyskl - INFO - Epoch [102][2500/3405] lr: 5.861e-03, eta: 20:37:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.7110, loss: 2.7110 +2025-06-29 18:04:30,709 - pyskl - INFO - Epoch [102][2600/3405] lr: 5.855e-03, eta: 20:36:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 2.7665, loss: 2.7665 +2025-06-29 18:05:15,190 - pyskl - INFO - Epoch [102][2700/3405] lr: 5.848e-03, eta: 20:35:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.6658, loss: 2.6658 +2025-06-29 18:05:59,571 - pyskl - INFO - Epoch [102][2800/3405] lr: 5.842e-03, eta: 20:34:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.7647, loss: 2.7647 +2025-06-29 18:06:44,108 - pyskl - INFO - Epoch [102][2900/3405] lr: 5.835e-03, eta: 20:34:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 2.6813, loss: 2.6813 +2025-06-29 18:07:28,578 - pyskl - INFO - Epoch [102][3000/3405] lr: 5.829e-03, eta: 20:33:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 2.8202, loss: 2.8202 +2025-06-29 18:08:13,039 - pyskl - INFO - Epoch [102][3100/3405] lr: 5.822e-03, eta: 20:32:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 2.7827, loss: 2.7827 +2025-06-29 18:08:57,419 - pyskl - INFO - Epoch [102][3200/3405] lr: 5.816e-03, eta: 20:31:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.6922, loss: 2.6922 +2025-06-29 18:09:41,820 - pyskl - INFO - Epoch [102][3300/3405] lr: 5.809e-03, eta: 20:31:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.7546, loss: 2.7546 +2025-06-29 18:10:26,269 - pyskl - INFO - Epoch [102][3400/3405] lr: 5.803e-03, eta: 20:30:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9931, loss_cls: 2.8056, loss: 2.8056 +2025-06-29 18:10:28,881 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-06-29 18:14:25,671 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 18:14:26,220 - pyskl - INFO - +top1_acc 0.8218 +top5_acc 0.9653 +2025-06-29 18:14:26,240 - pyskl - INFO - Epoch(val) [102][3718] top1_acc: 0.8218, top5_acc: 0.9653 +2025-06-29 18:15:34,310 - pyskl - INFO - Epoch [103][100/3405] lr: 5.796e-03, eta: 20:29:37, time: 0.681, data_time: 0.233, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.5970, loss: 2.5970 +2025-06-29 18:16:18,856 - pyskl - INFO - Epoch [103][200/3405] lr: 5.789e-03, eta: 20:28:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9956, loss_cls: 2.5919, loss: 2.5919 +2025-06-29 18:17:03,366 - pyskl - INFO - Epoch [103][300/3405] lr: 5.783e-03, eta: 20:28:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.6116, loss: 2.6116 +2025-06-29 18:17:47,799 - pyskl - INFO - Epoch [103][400/3405] lr: 5.776e-03, eta: 20:27:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.6617, loss: 2.6617 +2025-06-29 18:18:32,252 - pyskl - INFO - Epoch [103][500/3405] lr: 5.770e-03, eta: 20:26:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9962, loss_cls: 2.6070, loss: 2.6070 +2025-06-29 18:19:16,832 - pyskl - INFO - Epoch [103][600/3405] lr: 5.763e-03, eta: 20:25:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.7086, loss: 2.7086 +2025-06-29 18:20:01,307 - pyskl - INFO - Epoch [103][700/3405] lr: 5.757e-03, eta: 20:25:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.7400, loss: 2.7400 +2025-06-29 18:20:45,885 - pyskl - INFO - Epoch [103][800/3405] lr: 5.750e-03, eta: 20:24:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.6746, loss: 2.6746 +2025-06-29 18:21:30,488 - pyskl - INFO - Epoch [103][900/3405] lr: 5.744e-03, eta: 20:23:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.5378, loss: 2.5378 +2025-06-29 18:22:15,149 - pyskl - INFO - Epoch [103][1000/3405] lr: 5.737e-03, eta: 20:22:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9969, loss_cls: 2.6105, loss: 2.6105 +2025-06-29 18:22:59,865 - pyskl - INFO - Epoch [103][1100/3405] lr: 5.731e-03, eta: 20:22:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.7115, loss: 2.7115 +2025-06-29 18:23:44,597 - pyskl - INFO - Epoch [103][1200/3405] lr: 5.725e-03, eta: 20:21:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9956, loss_cls: 2.6826, loss: 2.6826 +2025-06-29 18:24:29,098 - pyskl - INFO - Epoch [103][1300/3405] lr: 5.718e-03, eta: 20:20:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9950, loss_cls: 2.5732, loss: 2.5732 +2025-06-29 18:25:13,621 - pyskl - INFO - Epoch [103][1400/3405] lr: 5.712e-03, eta: 20:19:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.6110, loss: 2.6110 +2025-06-29 18:25:58,074 - pyskl - INFO - Epoch [103][1500/3405] lr: 5.705e-03, eta: 20:19:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.6639, loss: 2.6639 +2025-06-29 18:26:42,567 - pyskl - INFO - Epoch [103][1600/3405] lr: 5.699e-03, eta: 20:18:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.6705, loss: 2.6705 +2025-06-29 18:27:27,347 - pyskl - INFO - Epoch [103][1700/3405] lr: 5.692e-03, eta: 20:17:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.7374, loss: 2.7374 +2025-06-29 18:28:11,986 - pyskl - INFO - Epoch [103][1800/3405] lr: 5.686e-03, eta: 20:16:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9962, loss_cls: 2.6781, loss: 2.6781 +2025-06-29 18:28:56,623 - pyskl - INFO - Epoch [103][1900/3405] lr: 5.679e-03, eta: 20:15:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9956, loss_cls: 2.7041, loss: 2.7041 +2025-06-29 18:29:41,307 - pyskl - INFO - Epoch [103][2000/3405] lr: 5.673e-03, eta: 20:15:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.8122, loss: 2.8122 +2025-06-29 18:30:26,009 - pyskl - INFO - Epoch [103][2100/3405] lr: 5.666e-03, eta: 20:14:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.7617, loss: 2.7617 +2025-06-29 18:31:10,561 - pyskl - INFO - Epoch [103][2200/3405] lr: 5.660e-03, eta: 20:13:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.6215, loss: 2.6215 +2025-06-29 18:31:55,053 - pyskl - INFO - Epoch [103][2300/3405] lr: 5.654e-03, eta: 20:12:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.6149, loss: 2.6149 +2025-06-29 18:32:39,444 - pyskl - INFO - Epoch [103][2400/3405] lr: 5.647e-03, eta: 20:12:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9881, loss_cls: 2.6629, loss: 2.6629 +2025-06-29 18:33:23,879 - pyskl - INFO - Epoch [103][2500/3405] lr: 5.641e-03, eta: 20:11:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9938, loss_cls: 2.7630, loss: 2.7630 +2025-06-29 18:34:08,379 - pyskl - INFO - Epoch [103][2600/3405] lr: 5.634e-03, eta: 20:10:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9950, loss_cls: 2.6781, loss: 2.6781 +2025-06-29 18:34:52,917 - pyskl - INFO - Epoch [103][2700/3405] lr: 5.628e-03, eta: 20:09:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 2.7220, loss: 2.7220 +2025-06-29 18:35:37,459 - pyskl - INFO - Epoch [103][2800/3405] lr: 5.621e-03, eta: 20:09:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.6452, loss: 2.6452 +2025-06-29 18:36:22,136 - pyskl - INFO - Epoch [103][2900/3405] lr: 5.615e-03, eta: 20:08:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9956, loss_cls: 2.6301, loss: 2.6301 +2025-06-29 18:37:06,484 - pyskl - INFO - Epoch [103][3000/3405] lr: 5.609e-03, eta: 20:07:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 2.7885, loss: 2.7885 +2025-06-29 18:37:51,165 - pyskl - INFO - Epoch [103][3100/3405] lr: 5.602e-03, eta: 20:06:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.8028, loss: 2.8028 +2025-06-29 18:38:35,824 - pyskl - INFO - Epoch [103][3200/3405] lr: 5.596e-03, eta: 20:06:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.7217, loss: 2.7217 +2025-06-29 18:39:20,384 - pyskl - INFO - Epoch [103][3300/3405] lr: 5.589e-03, eta: 20:05:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9938, loss_cls: 2.7945, loss: 2.7945 +2025-06-29 18:40:04,835 - pyskl - INFO - Epoch [103][3400/3405] lr: 5.583e-03, eta: 20:04:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.6642, loss: 2.6642 +2025-06-29 18:40:07,537 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-06-29 18:44:04,142 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 18:44:04,826 - pyskl - INFO - +top1_acc 0.8350 +top5_acc 0.9694 +2025-06-29 18:44:04,886 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_97.pth was removed +2025-06-29 18:44:05,936 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. +2025-06-29 18:44:05,937 - pyskl - INFO - Best top1_acc is 0.8350 at 103 epoch. +2025-06-29 18:44:05,962 - pyskl - INFO - Epoch(val) [103][3718] top1_acc: 0.8350, top5_acc: 0.9694 +2025-06-29 18:45:14,973 - pyskl - INFO - Epoch [104][100/3405] lr: 5.576e-03, eta: 20:04:00, time: 0.690, data_time: 0.241, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.5661, loss: 2.5661 +2025-06-29 18:45:59,778 - pyskl - INFO - Epoch [104][200/3405] lr: 5.570e-03, eta: 20:03:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.5462, loss: 2.5462 +2025-06-29 18:46:44,422 - pyskl - INFO - Epoch [104][300/3405] lr: 5.563e-03, eta: 20:02:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.6166, loss: 2.6166 +2025-06-29 18:47:28,930 - pyskl - INFO - Epoch [104][400/3405] lr: 5.557e-03, eta: 20:01:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.6225, loss: 2.6225 +2025-06-29 18:48:13,579 - pyskl - INFO - Epoch [104][500/3405] lr: 5.551e-03, eta: 20:00:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.5490, loss: 2.5490 +2025-06-29 18:48:58,224 - pyskl - INFO - Epoch [104][600/3405] lr: 5.544e-03, eta: 20:00:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.6472, loss: 2.6472 +2025-06-29 18:49:42,884 - pyskl - INFO - Epoch [104][700/3405] lr: 5.538e-03, eta: 19:59:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9962, loss_cls: 2.6112, loss: 2.6112 +2025-06-29 18:50:27,450 - pyskl - INFO - Epoch [104][800/3405] lr: 5.532e-03, eta: 19:58:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.5167, loss: 2.5167 +2025-06-29 18:51:12,113 - pyskl - INFO - Epoch [104][900/3405] lr: 5.525e-03, eta: 19:57:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.5320, loss: 2.5320 +2025-06-29 18:51:56,759 - pyskl - INFO - Epoch [104][1000/3405] lr: 5.519e-03, eta: 19:57:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.6219, loss: 2.6219 +2025-06-29 18:52:41,298 - pyskl - INFO - Epoch [104][1100/3405] lr: 5.512e-03, eta: 19:56:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 2.6482, loss: 2.6482 +2025-06-29 18:53:25,943 - pyskl - INFO - Epoch [104][1200/3405] lr: 5.506e-03, eta: 19:55:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.6181, loss: 2.6181 +2025-06-29 18:54:10,397 - pyskl - INFO - Epoch [104][1300/3405] lr: 5.500e-03, eta: 19:54:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9962, loss_cls: 2.6327, loss: 2.6327 +2025-06-29 18:54:54,909 - pyskl - INFO - Epoch [104][1400/3405] lr: 5.493e-03, eta: 19:54:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.5803, loss: 2.5803 +2025-06-29 18:55:39,485 - pyskl - INFO - Epoch [104][1500/3405] lr: 5.487e-03, eta: 19:53:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.6307, loss: 2.6307 +2025-06-29 18:56:24,127 - pyskl - INFO - Epoch [104][1600/3405] lr: 5.481e-03, eta: 19:52:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.6894, loss: 2.6894 +2025-06-29 18:57:08,891 - pyskl - INFO - Epoch [104][1700/3405] lr: 5.474e-03, eta: 19:51:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.5842, loss: 2.5842 +2025-06-29 18:57:53,420 - pyskl - INFO - Epoch [104][1800/3405] lr: 5.468e-03, eta: 19:51:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9962, loss_cls: 2.6132, loss: 2.6132 +2025-06-29 18:58:38,001 - pyskl - INFO - Epoch [104][1900/3405] lr: 5.461e-03, eta: 19:50:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.6001, loss: 2.6001 +2025-06-29 18:59:22,552 - pyskl - INFO - Epoch [104][2000/3405] lr: 5.455e-03, eta: 19:49:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 2.6559, loss: 2.6559 +2025-06-29 19:00:07,265 - pyskl - INFO - Epoch [104][2100/3405] lr: 5.449e-03, eta: 19:48:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.5752, loss: 2.5752 +2025-06-29 19:00:52,053 - pyskl - INFO - Epoch [104][2200/3405] lr: 5.442e-03, eta: 19:48:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 2.7371, loss: 2.7371 +2025-06-29 19:01:36,633 - pyskl - INFO - Epoch [104][2300/3405] lr: 5.436e-03, eta: 19:47:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.5991, loss: 2.5991 +2025-06-29 19:02:21,074 - pyskl - INFO - Epoch [104][2400/3405] lr: 5.430e-03, eta: 19:46:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.6510, loss: 2.6510 +2025-06-29 19:03:05,570 - pyskl - INFO - Epoch [104][2500/3405] lr: 5.423e-03, eta: 19:45:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.6644, loss: 2.6644 +2025-06-29 19:03:50,111 - pyskl - INFO - Epoch [104][2600/3405] lr: 5.417e-03, eta: 19:45:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 2.5337, loss: 2.5337 +2025-06-29 19:04:34,564 - pyskl - INFO - Epoch [104][2700/3405] lr: 5.411e-03, eta: 19:44:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.5782, loss: 2.5782 +2025-06-29 19:05:19,106 - pyskl - INFO - Epoch [104][2800/3405] lr: 5.404e-03, eta: 19:43:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.6525, loss: 2.6525 +2025-06-29 19:06:03,694 - pyskl - INFO - Epoch [104][2900/3405] lr: 5.398e-03, eta: 19:42:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.6661, loss: 2.6661 +2025-06-29 19:06:48,141 - pyskl - INFO - Epoch [104][3000/3405] lr: 5.392e-03, eta: 19:42:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.6244, loss: 2.6244 +2025-06-29 19:07:32,667 - pyskl - INFO - Epoch [104][3100/3405] lr: 5.385e-03, eta: 19:41:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.6779, loss: 2.6779 +2025-06-29 19:08:17,146 - pyskl - INFO - Epoch [104][3200/3405] lr: 5.379e-03, eta: 19:40:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9944, loss_cls: 2.7290, loss: 2.7290 +2025-06-29 19:09:01,556 - pyskl - INFO - Epoch [104][3300/3405] lr: 5.373e-03, eta: 19:39:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.7309, loss: 2.7309 +2025-06-29 19:09:45,939 - pyskl - INFO - Epoch [104][3400/3405] lr: 5.366e-03, eta: 19:39:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9950, loss_cls: 2.6474, loss: 2.6474 +2025-06-29 19:09:48,590 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-06-29 19:13:44,146 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 19:13:44,756 - pyskl - INFO - +top1_acc 0.8305 +top5_acc 0.9674 +2025-06-29 19:13:44,776 - pyskl - INFO - Epoch(val) [104][3718] top1_acc: 0.8305, top5_acc: 0.9674 +2025-06-29 19:14:51,974 - pyskl - INFO - Epoch [105][100/3405] lr: 5.360e-03, eta: 19:38:22, time: 0.672, data_time: 0.228, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.5868, loss: 2.5868 +2025-06-29 19:15:36,266 - pyskl - INFO - Epoch [105][200/3405] lr: 5.354e-03, eta: 19:37:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.6527, loss: 2.6527 +2025-06-29 19:16:20,546 - pyskl - INFO - Epoch [105][300/3405] lr: 5.347e-03, eta: 19:36:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9956, loss_cls: 2.6394, loss: 2.6394 +2025-06-29 19:17:05,310 - pyskl - INFO - Epoch [105][400/3405] lr: 5.341e-03, eta: 19:36:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.5338, loss: 2.5338 +2025-06-29 19:17:49,748 - pyskl - INFO - Epoch [105][500/3405] lr: 5.335e-03, eta: 19:35:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.5578, loss: 2.5578 +2025-06-29 19:18:34,262 - pyskl - INFO - Epoch [105][600/3405] lr: 5.328e-03, eta: 19:34:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.6487, loss: 2.6487 +2025-06-29 19:19:18,685 - pyskl - INFO - Epoch [105][700/3405] lr: 5.322e-03, eta: 19:33:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.5780, loss: 2.5780 +2025-06-29 19:20:03,161 - pyskl - INFO - Epoch [105][800/3405] lr: 5.316e-03, eta: 19:33:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.5886, loss: 2.5886 +2025-06-29 19:20:47,647 - pyskl - INFO - Epoch [105][900/3405] lr: 5.309e-03, eta: 19:32:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.6742, loss: 2.6742 +2025-06-29 19:21:32,048 - pyskl - INFO - Epoch [105][1000/3405] lr: 5.303e-03, eta: 19:31:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.5273, loss: 2.5273 +2025-06-29 19:22:16,554 - pyskl - INFO - Epoch [105][1100/3405] lr: 5.297e-03, eta: 19:30:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.6638, loss: 2.6638 +2025-06-29 19:23:01,060 - pyskl - INFO - Epoch [105][1200/3405] lr: 5.291e-03, eta: 19:30:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 2.6625, loss: 2.6625 +2025-06-29 19:23:45,554 - pyskl - INFO - Epoch [105][1300/3405] lr: 5.284e-03, eta: 19:29:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.6402, loss: 2.6402 +2025-06-29 19:24:29,875 - pyskl - INFO - Epoch [105][1400/3405] lr: 5.278e-03, eta: 19:28:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 2.6144, loss: 2.6144 +2025-06-29 19:25:14,313 - pyskl - INFO - Epoch [105][1500/3405] lr: 5.272e-03, eta: 19:27:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.6002, loss: 2.6002 +2025-06-29 19:25:58,816 - pyskl - INFO - Epoch [105][1600/3405] lr: 5.265e-03, eta: 19:27:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 2.6839, loss: 2.6839 +2025-06-29 19:26:43,210 - pyskl - INFO - Epoch [105][1700/3405] lr: 5.259e-03, eta: 19:26:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.6595, loss: 2.6595 +2025-06-29 19:27:27,436 - pyskl - INFO - Epoch [105][1800/3405] lr: 5.253e-03, eta: 19:25:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.6192, loss: 2.6192 +2025-06-29 19:28:11,779 - pyskl - INFO - Epoch [105][1900/3405] lr: 5.247e-03, eta: 19:24:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.6425, loss: 2.6425 +2025-06-29 19:28:56,106 - pyskl - INFO - Epoch [105][2000/3405] lr: 5.240e-03, eta: 19:23:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.5417, loss: 2.5417 +2025-06-29 19:29:40,754 - pyskl - INFO - Epoch [105][2100/3405] lr: 5.234e-03, eta: 19:23:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.4820, loss: 2.4820 +2025-06-29 19:30:25,231 - pyskl - INFO - Epoch [105][2200/3405] lr: 5.228e-03, eta: 19:22:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9950, loss_cls: 2.6657, loss: 2.6657 +2025-06-29 19:31:09,760 - pyskl - INFO - Epoch [105][2300/3405] lr: 5.222e-03, eta: 19:21:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 2.5735, loss: 2.5735 +2025-06-29 19:31:54,295 - pyskl - INFO - Epoch [105][2400/3405] lr: 5.215e-03, eta: 19:20:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 2.6118, loss: 2.6118 +2025-06-29 19:32:38,815 - pyskl - INFO - Epoch [105][2500/3405] lr: 5.209e-03, eta: 19:20:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.6836, loss: 2.6836 +2025-06-29 19:33:23,274 - pyskl - INFO - Epoch [105][2600/3405] lr: 5.203e-03, eta: 19:19:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9969, loss_cls: 2.5949, loss: 2.5949 +2025-06-29 19:34:07,896 - pyskl - INFO - Epoch [105][2700/3405] lr: 5.197e-03, eta: 19:18:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9950, loss_cls: 2.6563, loss: 2.6563 +2025-06-29 19:34:52,424 - pyskl - INFO - Epoch [105][2800/3405] lr: 5.190e-03, eta: 19:17:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.7194, loss: 2.7194 +2025-06-29 19:35:36,820 - pyskl - INFO - Epoch [105][2900/3405] lr: 5.184e-03, eta: 19:17:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.6478, loss: 2.6478 +2025-06-29 19:36:21,359 - pyskl - INFO - Epoch [105][3000/3405] lr: 5.178e-03, eta: 19:16:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.7161, loss: 2.7161 +2025-06-29 19:37:05,941 - pyskl - INFO - Epoch [105][3100/3405] lr: 5.172e-03, eta: 19:15:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 2.5551, loss: 2.5551 +2025-06-29 19:37:50,373 - pyskl - INFO - Epoch [105][3200/3405] lr: 5.166e-03, eta: 19:14:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9950, loss_cls: 2.6569, loss: 2.6569 +2025-06-29 19:38:34,801 - pyskl - INFO - Epoch [105][3300/3405] lr: 5.159e-03, eta: 19:14:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 2.7354, loss: 2.7354 +2025-06-29 19:39:19,171 - pyskl - INFO - Epoch [105][3400/3405] lr: 5.153e-03, eta: 19:13:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9950, loss_cls: 2.6111, loss: 2.6111 +2025-06-29 19:39:21,765 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-06-29 19:57:42,213 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 19:57:42,814 - pyskl - INFO - +top1_acc 0.8490 +top5_acc 0.9720 +2025-06-29 19:57:42,863 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_103.pth was removed +2025-06-29 19:57:43,880 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. +2025-06-29 19:57:43,882 - pyskl - INFO - Best top1_acc is 0.8490 at 105 epoch. +2025-06-29 19:57:43,901 - pyskl - INFO - Epoch(val) [105][3718] top1_acc: 0.8490, top5_acc: 0.9720 +2025-06-29 19:58:50,839 - pyskl - INFO - Epoch [106][100/3405] lr: 5.147e-03, eta: 19:12:42, time: 0.669, data_time: 0.224, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 2.5713, loss: 2.5713 +2025-06-29 19:59:35,349 - pyskl - INFO - Epoch [106][200/3405] lr: 5.140e-03, eta: 19:11:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.5197, loss: 2.5197 +2025-06-29 20:00:19,848 - pyskl - INFO - Epoch [106][300/3405] lr: 5.134e-03, eta: 19:11:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.4773, loss: 2.4773 +2025-06-29 20:01:04,045 - pyskl - INFO - Epoch [106][400/3405] lr: 5.128e-03, eta: 19:10:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.4621, loss: 2.4621 +2025-06-29 20:01:48,375 - pyskl - INFO - Epoch [106][500/3405] lr: 5.122e-03, eta: 19:09:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.5874, loss: 2.5874 +2025-06-29 20:02:32,775 - pyskl - INFO - Epoch [106][600/3405] lr: 5.115e-03, eta: 19:08:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.5178, loss: 2.5178 +2025-06-29 20:03:17,106 - pyskl - INFO - Epoch [106][700/3405] lr: 5.109e-03, eta: 19:08:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.5882, loss: 2.5882 +2025-06-29 20:04:01,505 - pyskl - INFO - Epoch [106][800/3405] lr: 5.103e-03, eta: 19:07:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.4589, loss: 2.4589 +2025-06-29 20:04:45,873 - pyskl - INFO - Epoch [106][900/3405] lr: 5.097e-03, eta: 19:06:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.5271, loss: 2.5271 +2025-06-29 20:05:30,374 - pyskl - INFO - Epoch [106][1000/3405] lr: 5.091e-03, eta: 19:05:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.5468, loss: 2.5468 +2025-06-29 20:06:14,882 - pyskl - INFO - Epoch [106][1100/3405] lr: 5.084e-03, eta: 19:05:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.5096, loss: 2.5096 +2025-06-29 20:06:59,522 - pyskl - INFO - Epoch [106][1200/3405] lr: 5.078e-03, eta: 19:04:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 2.4590, loss: 2.4590 +2025-06-29 20:07:44,050 - pyskl - INFO - Epoch [106][1300/3405] lr: 5.072e-03, eta: 19:03:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.4378, loss: 2.4378 +2025-06-29 20:08:28,540 - pyskl - INFO - Epoch [106][1400/3405] lr: 5.066e-03, eta: 19:02:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.6014, loss: 2.6014 +2025-06-29 20:09:12,989 - pyskl - INFO - Epoch [106][1500/3405] lr: 5.060e-03, eta: 19:02:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.5787, loss: 2.5787 +2025-06-29 20:09:57,453 - pyskl - INFO - Epoch [106][1600/3405] lr: 5.054e-03, eta: 19:01:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.6851, loss: 2.6851 +2025-06-29 20:10:41,885 - pyskl - INFO - Epoch [106][1700/3405] lr: 5.047e-03, eta: 19:00:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.5032, loss: 2.5032 +2025-06-29 20:11:26,293 - pyskl - INFO - Epoch [106][1800/3405] lr: 5.041e-03, eta: 18:59:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9969, loss_cls: 2.6470, loss: 2.6470 +2025-06-29 20:12:10,652 - pyskl - INFO - Epoch [106][1900/3405] lr: 5.035e-03, eta: 18:59:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.6511, loss: 2.6511 +2025-06-29 20:12:55,058 - pyskl - INFO - Epoch [106][2000/3405] lr: 5.029e-03, eta: 18:58:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.5681, loss: 2.5681 +2025-06-29 20:13:39,454 - pyskl - INFO - Epoch [106][2100/3405] lr: 5.023e-03, eta: 18:57:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9956, loss_cls: 2.6434, loss: 2.6434 +2025-06-29 20:14:24,111 - pyskl - INFO - Epoch [106][2200/3405] lr: 5.017e-03, eta: 18:56:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 2.5829, loss: 2.5829 +2025-06-29 20:15:08,524 - pyskl - INFO - Epoch [106][2300/3405] lr: 5.010e-03, eta: 18:56:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.5522, loss: 2.5522 +2025-06-29 20:15:52,932 - pyskl - INFO - Epoch [106][2400/3405] lr: 5.004e-03, eta: 18:55:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.6049, loss: 2.6049 +2025-06-29 20:16:37,410 - pyskl - INFO - Epoch [106][2500/3405] lr: 4.998e-03, eta: 18:54:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.5766, loss: 2.5766 +2025-06-29 20:17:21,905 - pyskl - INFO - Epoch [106][2600/3405] lr: 4.992e-03, eta: 18:53:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.6669, loss: 2.6669 +2025-06-29 20:18:06,420 - pyskl - INFO - Epoch [106][2700/3405] lr: 4.986e-03, eta: 18:53:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.6460, loss: 2.6460 +2025-06-29 20:18:50,925 - pyskl - INFO - Epoch [106][2800/3405] lr: 4.980e-03, eta: 18:52:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.6345, loss: 2.6345 +2025-06-29 20:19:35,407 - pyskl - INFO - Epoch [106][2900/3405] lr: 4.974e-03, eta: 18:51:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.6234, loss: 2.6234 +2025-06-29 20:20:19,870 - pyskl - INFO - Epoch [106][3000/3405] lr: 4.967e-03, eta: 18:50:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 2.5334, loss: 2.5334 +2025-06-29 20:21:04,346 - pyskl - INFO - Epoch [106][3100/3405] lr: 4.961e-03, eta: 18:49:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.6340, loss: 2.6340 +2025-06-29 20:21:48,793 - pyskl - INFO - Epoch [106][3200/3405] lr: 4.955e-03, eta: 18:49:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 2.6800, loss: 2.6800 +2025-06-29 20:22:33,252 - pyskl - INFO - Epoch [106][3300/3405] lr: 4.949e-03, eta: 18:48:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.5422, loss: 2.5422 +2025-06-29 20:23:17,773 - pyskl - INFO - Epoch [106][3400/3405] lr: 4.943e-03, eta: 18:47:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 2.6271, loss: 2.6271 +2025-06-29 20:23:20,356 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-06-29 20:27:16,037 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 20:27:16,583 - pyskl - INFO - +top1_acc 0.8383 +top5_acc 0.9706 +2025-06-29 20:27:16,602 - pyskl - INFO - Epoch(val) [106][3718] top1_acc: 0.8383, top5_acc: 0.9706 +2025-06-29 20:28:24,337 - pyskl - INFO - Epoch [107][100/3405] lr: 4.936e-03, eta: 18:47:03, time: 0.677, data_time: 0.232, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.5277, loss: 2.5277 +2025-06-29 20:29:09,138 - pyskl - INFO - Epoch [107][200/3405] lr: 4.930e-03, eta: 18:46:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.5610, loss: 2.5610 +2025-06-29 20:29:53,670 - pyskl - INFO - Epoch [107][300/3405] lr: 4.924e-03, eta: 18:45:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9962, loss_cls: 2.5655, loss: 2.5655 +2025-06-29 20:30:38,153 - pyskl - INFO - Epoch [107][400/3405] lr: 4.918e-03, eta: 18:44:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 2.3980, loss: 2.3980 +2025-06-29 20:31:22,619 - pyskl - INFO - Epoch [107][500/3405] lr: 4.912e-03, eta: 18:44:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.4260, loss: 2.4260 +2025-06-29 20:32:07,109 - pyskl - INFO - Epoch [107][600/3405] lr: 4.906e-03, eta: 18:43:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.5264, loss: 2.5264 +2025-06-29 20:32:51,805 - pyskl - INFO - Epoch [107][700/3405] lr: 4.900e-03, eta: 18:42:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.4922, loss: 2.4922 +2025-06-29 20:33:36,363 - pyskl - INFO - Epoch [107][800/3405] lr: 4.894e-03, eta: 18:41:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 2.4401, loss: 2.4401 +2025-06-29 20:34:20,837 - pyskl - INFO - Epoch [107][900/3405] lr: 4.888e-03, eta: 18:41:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 2.5984, loss: 2.5984 +2025-06-29 20:35:05,203 - pyskl - INFO - Epoch [107][1000/3405] lr: 4.881e-03, eta: 18:40:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9969, loss_cls: 2.6205, loss: 2.6205 +2025-06-29 20:35:49,689 - pyskl - INFO - Epoch [107][1100/3405] lr: 4.875e-03, eta: 18:39:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.6005, loss: 2.6005 +2025-06-29 20:36:34,202 - pyskl - INFO - Epoch [107][1200/3405] lr: 4.869e-03, eta: 18:38:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.5010, loss: 2.5010 +2025-06-29 20:37:18,750 - pyskl - INFO - Epoch [107][1300/3405] lr: 4.863e-03, eta: 18:37:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.6223, loss: 2.6223 +2025-06-29 20:38:03,271 - pyskl - INFO - Epoch [107][1400/3405] lr: 4.857e-03, eta: 18:37:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.5240, loss: 2.5240 +2025-06-29 20:38:47,723 - pyskl - INFO - Epoch [107][1500/3405] lr: 4.851e-03, eta: 18:36:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.5722, loss: 2.5722 +2025-06-29 20:39:32,202 - pyskl - INFO - Epoch [107][1600/3405] lr: 4.845e-03, eta: 18:35:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 2.6330, loss: 2.6330 +2025-06-29 20:40:16,778 - pyskl - INFO - Epoch [107][1700/3405] lr: 4.839e-03, eta: 18:34:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.5090, loss: 2.5090 +2025-06-29 20:41:01,226 - pyskl - INFO - Epoch [107][1800/3405] lr: 4.833e-03, eta: 18:34:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.5980, loss: 2.5980 +2025-06-29 20:41:45,740 - pyskl - INFO - Epoch [107][1900/3405] lr: 4.827e-03, eta: 18:33:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.6392, loss: 2.6392 +2025-06-29 20:42:30,357 - pyskl - INFO - Epoch [107][2000/3405] lr: 4.821e-03, eta: 18:32:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 2.5311, loss: 2.5311 +2025-06-29 20:43:14,859 - pyskl - INFO - Epoch [107][2100/3405] lr: 4.815e-03, eta: 18:31:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.6738, loss: 2.6738 +2025-06-29 20:43:59,505 - pyskl - INFO - Epoch [107][2200/3405] lr: 4.809e-03, eta: 18:31:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.6078, loss: 2.6078 +2025-06-29 20:44:44,083 - pyskl - INFO - Epoch [107][2300/3405] lr: 4.802e-03, eta: 18:30:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.4695, loss: 2.4695 +2025-06-29 20:45:28,623 - pyskl - INFO - Epoch [107][2400/3405] lr: 4.796e-03, eta: 18:29:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.5794, loss: 2.5794 +2025-06-29 20:46:13,340 - pyskl - INFO - Epoch [107][2500/3405] lr: 4.790e-03, eta: 18:28:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.5968, loss: 2.5968 +2025-06-29 20:46:57,894 - pyskl - INFO - Epoch [107][2600/3405] lr: 4.784e-03, eta: 18:28:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9969, loss_cls: 2.5920, loss: 2.5920 +2025-06-29 20:47:42,466 - pyskl - INFO - Epoch [107][2700/3405] lr: 4.778e-03, eta: 18:27:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 2.5370, loss: 2.5370 +2025-06-29 20:48:27,044 - pyskl - INFO - Epoch [107][2800/3405] lr: 4.772e-03, eta: 18:26:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.5468, loss: 2.5468 +2025-06-29 20:49:11,538 - pyskl - INFO - Epoch [107][2900/3405] lr: 4.766e-03, eta: 18:25:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.5560, loss: 2.5560 +2025-06-29 20:49:56,133 - pyskl - INFO - Epoch [107][3000/3405] lr: 4.760e-03, eta: 18:25:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.6623, loss: 2.6623 +2025-06-29 20:50:40,859 - pyskl - INFO - Epoch [107][3100/3405] lr: 4.754e-03, eta: 18:24:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.5399, loss: 2.5399 +2025-06-29 20:51:25,356 - pyskl - INFO - Epoch [107][3200/3405] lr: 4.748e-03, eta: 18:23:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.6127, loss: 2.6127 +2025-06-29 20:52:09,720 - pyskl - INFO - Epoch [107][3300/3405] lr: 4.742e-03, eta: 18:22:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 2.5942, loss: 2.5942 +2025-06-29 20:52:54,131 - pyskl - INFO - Epoch [107][3400/3405] lr: 4.736e-03, eta: 18:22:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.5949, loss: 2.5949 +2025-06-29 20:52:56,747 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-06-29 20:56:52,300 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 20:56:52,849 - pyskl - INFO - +top1_acc 0.8291 +top5_acc 0.9644 +2025-06-29 20:56:52,869 - pyskl - INFO - Epoch(val) [107][3718] top1_acc: 0.8291, top5_acc: 0.9644 +2025-06-29 20:58:00,257 - pyskl - INFO - Epoch [108][100/3405] lr: 4.730e-03, eta: 18:21:25, time: 0.674, data_time: 0.229, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.4740, loss: 2.4740 +2025-06-29 20:58:44,913 - pyskl - INFO - Epoch [108][200/3405] lr: 4.724e-03, eta: 18:20:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.5164, loss: 2.5164 +2025-06-29 20:59:29,537 - pyskl - INFO - Epoch [108][300/3405] lr: 4.718e-03, eta: 18:19:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.4504, loss: 2.4504 +2025-06-29 21:00:14,109 - pyskl - INFO - Epoch [108][400/3405] lr: 4.712e-03, eta: 18:19:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 2.5084, loss: 2.5084 +2025-06-29 21:00:58,584 - pyskl - INFO - Epoch [108][500/3405] lr: 4.706e-03, eta: 18:18:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.5300, loss: 2.5300 +2025-06-29 21:01:43,069 - pyskl - INFO - Epoch [108][600/3405] lr: 4.700e-03, eta: 18:17:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.5783, loss: 2.5783 +2025-06-29 21:02:27,786 - pyskl - INFO - Epoch [108][700/3405] lr: 4.694e-03, eta: 18:16:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 2.5346, loss: 2.5346 +2025-06-29 21:03:12,353 - pyskl - INFO - Epoch [108][800/3405] lr: 4.688e-03, eta: 18:16:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.4800, loss: 2.4800 +2025-06-29 21:03:57,025 - pyskl - INFO - Epoch [108][900/3405] lr: 4.682e-03, eta: 18:15:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 2.5631, loss: 2.5631 +2025-06-29 21:04:41,635 - pyskl - INFO - Epoch [108][1000/3405] lr: 4.676e-03, eta: 18:14:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 2.5949, loss: 2.5949 +2025-06-29 21:05:26,235 - pyskl - INFO - Epoch [108][1100/3405] lr: 4.670e-03, eta: 18:13:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.5967, loss: 2.5967 +2025-06-29 21:06:10,756 - pyskl - INFO - Epoch [108][1200/3405] lr: 4.664e-03, eta: 18:13:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.5015, loss: 2.5015 +2025-06-29 21:06:55,204 - pyskl - INFO - Epoch [108][1300/3405] lr: 4.658e-03, eta: 18:12:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 2.5533, loss: 2.5533 +2025-06-29 21:07:39,713 - pyskl - INFO - Epoch [108][1400/3405] lr: 4.652e-03, eta: 18:11:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 2.5418, loss: 2.5418 +2025-06-29 21:08:24,205 - pyskl - INFO - Epoch [108][1500/3405] lr: 4.646e-03, eta: 18:10:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.5090, loss: 2.5090 +2025-06-29 21:09:08,752 - pyskl - INFO - Epoch [108][1600/3405] lr: 4.640e-03, eta: 18:10:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.5275, loss: 2.5275 +2025-06-29 21:09:53,375 - pyskl - INFO - Epoch [108][1700/3405] lr: 4.634e-03, eta: 18:09:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 2.3946, loss: 2.3946 +2025-06-29 21:10:38,039 - pyskl - INFO - Epoch [108][1800/3405] lr: 4.628e-03, eta: 18:08:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.5721, loss: 2.5721 +2025-06-29 21:11:22,670 - pyskl - INFO - Epoch [108][1900/3405] lr: 4.622e-03, eta: 18:07:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9962, loss_cls: 2.5623, loss: 2.5623 +2025-06-29 21:12:07,317 - pyskl - INFO - Epoch [108][2000/3405] lr: 4.616e-03, eta: 18:07:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.5499, loss: 2.5499 +2025-06-29 21:12:52,231 - pyskl - INFO - Epoch [108][2100/3405] lr: 4.610e-03, eta: 18:06:17, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.5786, loss: 2.5786 +2025-06-29 21:13:37,086 - pyskl - INFO - Epoch [108][2200/3405] lr: 4.604e-03, eta: 18:05:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.5230, loss: 2.5230 +2025-06-29 21:14:21,746 - pyskl - INFO - Epoch [108][2300/3405] lr: 4.598e-03, eta: 18:04:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 2.5335, loss: 2.5335 +2025-06-29 21:15:06,350 - pyskl - INFO - Epoch [108][2400/3405] lr: 4.592e-03, eta: 18:04:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.5926, loss: 2.5926 +2025-06-29 21:15:50,858 - pyskl - INFO - Epoch [108][2500/3405] lr: 4.586e-03, eta: 18:03:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.6247, loss: 2.6247 +2025-06-29 21:16:35,384 - pyskl - INFO - Epoch [108][2600/3405] lr: 4.580e-03, eta: 18:02:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.5408, loss: 2.5408 +2025-06-29 21:17:19,837 - pyskl - INFO - Epoch [108][2700/3405] lr: 4.574e-03, eta: 18:01:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 2.5842, loss: 2.5842 +2025-06-29 21:18:04,348 - pyskl - INFO - Epoch [108][2800/3405] lr: 4.568e-03, eta: 18:00:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 2.5837, loss: 2.5837 +2025-06-29 21:18:48,916 - pyskl - INFO - Epoch [108][2900/3405] lr: 4.562e-03, eta: 18:00:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9969, loss_cls: 2.5341, loss: 2.5341 +2025-06-29 21:19:33,448 - pyskl - INFO - Epoch [108][3000/3405] lr: 4.556e-03, eta: 17:59:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9969, loss_cls: 2.5401, loss: 2.5401 +2025-06-29 21:20:17,977 - pyskl - INFO - Epoch [108][3100/3405] lr: 4.550e-03, eta: 17:58:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.6666, loss: 2.6666 +2025-06-29 21:21:02,510 - pyskl - INFO - Epoch [108][3200/3405] lr: 4.544e-03, eta: 17:57:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.5532, loss: 2.5532 +2025-06-29 21:21:47,081 - pyskl - INFO - Epoch [108][3300/3405] lr: 4.538e-03, eta: 17:57:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.6354, loss: 2.6354 +2025-06-29 21:22:31,615 - pyskl - INFO - Epoch [108][3400/3405] lr: 4.533e-03, eta: 17:56:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 2.5855, loss: 2.5855 +2025-06-29 21:22:34,185 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-06-29 21:26:29,308 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 21:26:29,854 - pyskl - INFO - +top1_acc 0.8362 +top5_acc 0.9688 +2025-06-29 21:26:29,878 - pyskl - INFO - Epoch(val) [108][3718] top1_acc: 0.8362, top5_acc: 0.9688 +2025-06-29 21:27:36,872 - pyskl - INFO - Epoch [109][100/3405] lr: 4.526e-03, eta: 17:55:47, time: 0.670, data_time: 0.226, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.4464, loss: 2.4464 +2025-06-29 21:28:21,504 - pyskl - INFO - Epoch [109][200/3405] lr: 4.520e-03, eta: 17:55:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 2.5022, loss: 2.5022 +2025-06-29 21:29:05,876 - pyskl - INFO - Epoch [109][300/3405] lr: 4.515e-03, eta: 17:54:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9981, loss_cls: 2.4500, loss: 2.4500 +2025-06-29 21:29:50,229 - pyskl - INFO - Epoch [109][400/3405] lr: 4.509e-03, eta: 17:53:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.4213, loss: 2.4213 +2025-06-29 21:30:34,521 - pyskl - INFO - Epoch [109][500/3405] lr: 4.503e-03, eta: 17:52:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.4956, loss: 2.4956 +2025-06-29 21:31:19,175 - pyskl - INFO - Epoch [109][600/3405] lr: 4.497e-03, eta: 17:52:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.4866, loss: 2.4866 +2025-06-29 21:32:03,770 - pyskl - INFO - Epoch [109][700/3405] lr: 4.491e-03, eta: 17:51:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.6062, loss: 2.6062 +2025-06-29 21:32:48,238 - pyskl - INFO - Epoch [109][800/3405] lr: 4.485e-03, eta: 17:50:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.4766, loss: 2.4766 +2025-06-29 21:33:32,752 - pyskl - INFO - Epoch [109][900/3405] lr: 4.479e-03, eta: 17:49:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.4739, loss: 2.4739 +2025-06-29 21:34:17,212 - pyskl - INFO - Epoch [109][1000/3405] lr: 4.473e-03, eta: 17:48:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 2.4903, loss: 2.4903 +2025-06-29 21:35:01,693 - pyskl - INFO - Epoch [109][1100/3405] lr: 4.467e-03, eta: 17:48:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 2.4659, loss: 2.4659 +2025-06-29 21:35:46,127 - pyskl - INFO - Epoch [109][1200/3405] lr: 4.461e-03, eta: 17:47:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9975, loss_cls: 2.4930, loss: 2.4930 +2025-06-29 21:36:30,672 - pyskl - INFO - Epoch [109][1300/3405] lr: 4.455e-03, eta: 17:46:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.4321, loss: 2.4321 +2025-06-29 21:37:15,174 - pyskl - INFO - Epoch [109][1400/3405] lr: 4.450e-03, eta: 17:45:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.4716, loss: 2.4716 +2025-06-29 21:37:59,645 - pyskl - INFO - Epoch [109][1500/3405] lr: 4.444e-03, eta: 17:45:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.4632, loss: 2.4632 +2025-06-29 21:38:44,093 - pyskl - INFO - Epoch [109][1600/3405] lr: 4.438e-03, eta: 17:44:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.4780, loss: 2.4780 +2025-06-29 21:39:28,533 - pyskl - INFO - Epoch [109][1700/3405] lr: 4.432e-03, eta: 17:43:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.5032, loss: 2.5032 +2025-06-29 21:40:13,064 - pyskl - INFO - Epoch [109][1800/3405] lr: 4.426e-03, eta: 17:42:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 2.4336, loss: 2.4336 +2025-06-29 21:40:57,594 - pyskl - INFO - Epoch [109][1900/3405] lr: 4.420e-03, eta: 17:42:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9969, loss_cls: 2.5294, loss: 2.5294 +2025-06-29 21:41:42,126 - pyskl - INFO - Epoch [109][2000/3405] lr: 4.414e-03, eta: 17:41:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 2.5529, loss: 2.5529 +2025-06-29 21:42:26,576 - pyskl - INFO - Epoch [109][2100/3405] lr: 4.409e-03, eta: 17:40:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.6642, loss: 2.6642 +2025-06-29 21:43:11,106 - pyskl - INFO - Epoch [109][2200/3405] lr: 4.403e-03, eta: 17:39:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 2.6606, loss: 2.6606 +2025-06-29 21:43:55,465 - pyskl - INFO - Epoch [109][2300/3405] lr: 4.397e-03, eta: 17:39:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.6040, loss: 2.6040 +2025-06-29 21:44:39,907 - pyskl - INFO - Epoch [109][2400/3405] lr: 4.391e-03, eta: 17:38:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 2.5593, loss: 2.5593 +2025-06-29 21:45:24,357 - pyskl - INFO - Epoch [109][2500/3405] lr: 4.385e-03, eta: 17:37:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.4852, loss: 2.4852 +2025-06-29 21:46:09,025 - pyskl - INFO - Epoch [109][2600/3405] lr: 4.379e-03, eta: 17:36:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.4324, loss: 2.4324 +2025-06-29 21:46:53,501 - pyskl - INFO - Epoch [109][2700/3405] lr: 4.373e-03, eta: 17:36:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9956, loss_cls: 2.6038, loss: 2.6038 +2025-06-29 21:47:38,061 - pyskl - INFO - Epoch [109][2800/3405] lr: 4.368e-03, eta: 17:35:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9975, loss_cls: 2.5380, loss: 2.5380 +2025-06-29 21:48:22,721 - pyskl - INFO - Epoch [109][2900/3405] lr: 4.362e-03, eta: 17:34:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.5661, loss: 2.5661 +2025-06-29 21:49:07,141 - pyskl - INFO - Epoch [109][3000/3405] lr: 4.356e-03, eta: 17:33:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.5838, loss: 2.5838 +2025-06-29 21:49:51,549 - pyskl - INFO - Epoch [109][3100/3405] lr: 4.350e-03, eta: 17:33:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9969, loss_cls: 2.4457, loss: 2.4457 +2025-06-29 21:50:36,049 - pyskl - INFO - Epoch [109][3200/3405] lr: 4.344e-03, eta: 17:32:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.4915, loss: 2.4915 +2025-06-29 21:51:20,441 - pyskl - INFO - Epoch [109][3300/3405] lr: 4.338e-03, eta: 17:31:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.4483, loss: 2.4483 +2025-06-29 21:52:04,992 - pyskl - INFO - Epoch [109][3400/3405] lr: 4.333e-03, eta: 17:30:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.5001, loss: 2.5001 +2025-06-29 21:52:07,581 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-06-29 21:56:03,275 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 21:56:03,826 - pyskl - INFO - +top1_acc 0.8387 +top5_acc 0.9690 +2025-06-29 21:56:03,849 - pyskl - INFO - Epoch(val) [109][3718] top1_acc: 0.8387, top5_acc: 0.9690 +2025-06-29 21:57:11,328 - pyskl - INFO - Epoch [110][100/3405] lr: 4.326e-03, eta: 17:30:08, time: 0.675, data_time: 0.232, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 2.4270, loss: 2.4270 +2025-06-29 21:57:56,028 - pyskl - INFO - Epoch [110][200/3405] lr: 4.321e-03, eta: 17:29:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 2.4299, loss: 2.4299 +2025-06-29 21:58:40,591 - pyskl - INFO - Epoch [110][300/3405] lr: 4.315e-03, eta: 17:28:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9994, loss_cls: 2.4377, loss: 2.4377 +2025-06-29 21:59:25,002 - pyskl - INFO - Epoch [110][400/3405] lr: 4.309e-03, eta: 17:27:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 2.3450, loss: 2.3450 +2025-06-29 22:00:09,326 - pyskl - INFO - Epoch [110][500/3405] lr: 4.303e-03, eta: 17:27:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9981, loss_cls: 2.5055, loss: 2.5055 +2025-06-29 22:00:53,624 - pyskl - INFO - Epoch [110][600/3405] lr: 4.297e-03, eta: 17:26:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 2.4818, loss: 2.4818 +2025-06-29 22:01:37,966 - pyskl - INFO - Epoch [110][700/3405] lr: 4.292e-03, eta: 17:25:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.4936, loss: 2.4936 +2025-06-29 22:02:22,390 - pyskl - INFO - Epoch [110][800/3405] lr: 4.286e-03, eta: 17:24:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.5018, loss: 2.5018 +2025-06-29 22:03:06,781 - pyskl - INFO - Epoch [110][900/3405] lr: 4.280e-03, eta: 17:24:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.4135, loss: 2.4135 +2025-06-29 22:03:51,192 - pyskl - INFO - Epoch [110][1000/3405] lr: 4.274e-03, eta: 17:23:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 2.4825, loss: 2.4825 +2025-06-29 22:04:35,538 - pyskl - INFO - Epoch [110][1100/3405] lr: 4.268e-03, eta: 17:22:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.5087, loss: 2.5087 +2025-06-29 22:05:20,039 - pyskl - INFO - Epoch [110][1200/3405] lr: 4.263e-03, eta: 17:21:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.4843, loss: 2.4843 +2025-06-29 22:06:04,443 - pyskl - INFO - Epoch [110][1300/3405] lr: 4.257e-03, eta: 17:21:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 2.6141, loss: 2.6141 +2025-06-29 22:06:48,863 - pyskl - INFO - Epoch [110][1400/3405] lr: 4.251e-03, eta: 17:20:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.4556, loss: 2.4556 +2025-06-29 22:07:33,313 - pyskl - INFO - Epoch [110][1500/3405] lr: 4.245e-03, eta: 17:19:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.4034, loss: 2.4034 +2025-06-29 22:08:17,826 - pyskl - INFO - Epoch [110][1600/3405] lr: 4.240e-03, eta: 17:18:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9981, loss_cls: 2.4294, loss: 2.4294 +2025-06-29 22:09:02,361 - pyskl - INFO - Epoch [110][1700/3405] lr: 4.234e-03, eta: 17:18:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 2.2440, loss: 2.2440 +2025-06-29 22:09:46,923 - pyskl - INFO - Epoch [110][1800/3405] lr: 4.228e-03, eta: 17:17:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.4120, loss: 2.4120 +2025-06-29 22:10:31,623 - pyskl - INFO - Epoch [110][1900/3405] lr: 4.222e-03, eta: 17:16:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9988, loss_cls: 2.4741, loss: 2.4741 +2025-06-29 22:11:16,144 - pyskl - INFO - Epoch [110][2000/3405] lr: 4.217e-03, eta: 17:15:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.4965, loss: 2.4965 +2025-06-29 22:12:00,670 - pyskl - INFO - Epoch [110][2100/3405] lr: 4.211e-03, eta: 17:15:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 2.5682, loss: 2.5682 +2025-06-29 22:12:45,022 - pyskl - INFO - Epoch [110][2200/3405] lr: 4.205e-03, eta: 17:14:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.5166, loss: 2.5166 +2025-06-29 22:13:29,469 - pyskl - INFO - Epoch [110][2300/3405] lr: 4.199e-03, eta: 17:13:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.5324, loss: 2.5324 +2025-06-29 22:14:14,054 - pyskl - INFO - Epoch [110][2400/3405] lr: 4.194e-03, eta: 17:12:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.4340, loss: 2.4340 +2025-06-29 22:14:58,629 - pyskl - INFO - Epoch [110][2500/3405] lr: 4.188e-03, eta: 17:11:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.5086, loss: 2.5086 +2025-06-29 22:15:43,138 - pyskl - INFO - Epoch [110][2600/3405] lr: 4.182e-03, eta: 17:11:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.4848, loss: 2.4848 +2025-06-29 22:16:27,512 - pyskl - INFO - Epoch [110][2700/3405] lr: 4.176e-03, eta: 17:10:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9981, loss_cls: 2.4852, loss: 2.4852 +2025-06-29 22:17:11,946 - pyskl - INFO - Epoch [110][2800/3405] lr: 4.171e-03, eta: 17:09:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.4996, loss: 2.4996 +2025-06-29 22:17:56,406 - pyskl - INFO - Epoch [110][2900/3405] lr: 4.165e-03, eta: 17:08:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 2.4940, loss: 2.4940 +2025-06-29 22:18:40,680 - pyskl - INFO - Epoch [110][3000/3405] lr: 4.159e-03, eta: 17:08:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.3284, loss: 2.3284 +2025-06-29 22:19:25,122 - pyskl - INFO - Epoch [110][3100/3405] lr: 4.153e-03, eta: 17:07:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.4412, loss: 2.4412 +2025-06-29 22:20:09,488 - pyskl - INFO - Epoch [110][3200/3405] lr: 4.148e-03, eta: 17:06:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.5562, loss: 2.5562 +2025-06-29 22:20:53,855 - pyskl - INFO - Epoch [110][3300/3405] lr: 4.142e-03, eta: 17:05:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.6209, loss: 2.6209 +2025-06-29 22:21:38,144 - pyskl - INFO - Epoch [110][3400/3405] lr: 4.136e-03, eta: 17:05:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 2.5221, loss: 2.5221 +2025-06-29 22:21:40,692 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-06-29 22:39:57,720 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 22:39:58,320 - pyskl - INFO - +top1_acc 0.8371 +top5_acc 0.9681 +2025-06-29 22:39:58,340 - pyskl - INFO - Epoch(val) [110][3718] top1_acc: 0.8371, top5_acc: 0.9681 +2025-06-29 22:41:05,860 - pyskl - INFO - Epoch [111][100/3405] lr: 4.130e-03, eta: 17:04:29, time: 0.675, data_time: 0.231, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.4815, loss: 2.4815 +2025-06-29 22:41:50,221 - pyskl - INFO - Epoch [111][200/3405] lr: 4.125e-03, eta: 17:03:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 2.4246, loss: 2.4246 +2025-06-29 22:42:34,699 - pyskl - INFO - Epoch [111][300/3405] lr: 4.119e-03, eta: 17:02:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 2.3403, loss: 2.3403 +2025-06-29 22:43:18,968 - pyskl - INFO - Epoch [111][400/3405] lr: 4.113e-03, eta: 17:02:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.4648, loss: 2.4648 +2025-06-29 22:44:03,279 - pyskl - INFO - Epoch [111][500/3405] lr: 4.107e-03, eta: 17:01:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 2.4136, loss: 2.4136 +2025-06-29 22:44:47,905 - pyskl - INFO - Epoch [111][600/3405] lr: 4.102e-03, eta: 17:00:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.3999, loss: 2.3999 +2025-06-29 22:45:32,184 - pyskl - INFO - Epoch [111][700/3405] lr: 4.096e-03, eta: 16:59:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9931, loss_cls: 2.4442, loss: 2.4442 +2025-06-29 22:46:16,581 - pyskl - INFO - Epoch [111][800/3405] lr: 4.090e-03, eta: 16:59:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 2.3032, loss: 2.3032 +2025-06-29 22:47:01,002 - pyskl - INFO - Epoch [111][900/3405] lr: 4.085e-03, eta: 16:58:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 2.3300, loss: 2.3300 +2025-06-29 22:47:45,695 - pyskl - INFO - Epoch [111][1000/3405] lr: 4.079e-03, eta: 16:57:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.4228, loss: 2.4228 +2025-06-29 22:48:30,178 - pyskl - INFO - Epoch [111][1100/3405] lr: 4.073e-03, eta: 16:56:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9994, loss_cls: 2.4203, loss: 2.4203 +2025-06-29 22:49:14,682 - pyskl - INFO - Epoch [111][1200/3405] lr: 4.068e-03, eta: 16:56:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9969, loss_cls: 2.5242, loss: 2.5242 +2025-06-29 22:49:59,083 - pyskl - INFO - Epoch [111][1300/3405] lr: 4.062e-03, eta: 16:55:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.3628, loss: 2.3628 +2025-06-29 22:50:43,503 - pyskl - INFO - Epoch [111][1400/3405] lr: 4.056e-03, eta: 16:54:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.4844, loss: 2.4844 +2025-06-29 22:51:27,994 - pyskl - INFO - Epoch [111][1500/3405] lr: 4.051e-03, eta: 16:53:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9969, loss_cls: 2.4674, loss: 2.4674 +2025-06-29 22:52:12,630 - pyskl - INFO - Epoch [111][1600/3405] lr: 4.045e-03, eta: 16:53:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.4959, loss: 2.4959 +2025-06-29 22:52:57,371 - pyskl - INFO - Epoch [111][1700/3405] lr: 4.039e-03, eta: 16:52:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.4205, loss: 2.4205 +2025-06-29 22:53:41,895 - pyskl - INFO - Epoch [111][1800/3405] lr: 4.034e-03, eta: 16:51:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.4200, loss: 2.4200 +2025-06-29 22:54:26,364 - pyskl - INFO - Epoch [111][1900/3405] lr: 4.028e-03, eta: 16:50:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.4655, loss: 2.4655 +2025-06-29 22:55:11,030 - pyskl - INFO - Epoch [111][2000/3405] lr: 4.022e-03, eta: 16:50:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 2.4301, loss: 2.4301 +2025-06-29 22:55:55,502 - pyskl - INFO - Epoch [111][2100/3405] lr: 4.017e-03, eta: 16:49:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.4741, loss: 2.4741 +2025-06-29 22:56:39,925 - pyskl - INFO - Epoch [111][2200/3405] lr: 4.011e-03, eta: 16:48:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 2.4037, loss: 2.4037 +2025-06-29 22:57:24,366 - pyskl - INFO - Epoch [111][2300/3405] lr: 4.005e-03, eta: 16:47:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 2.4173, loss: 2.4173 +2025-06-29 22:58:08,876 - pyskl - INFO - Epoch [111][2400/3405] lr: 4.000e-03, eta: 16:47:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.4758, loss: 2.4758 +2025-06-29 22:58:53,443 - pyskl - INFO - Epoch [111][2500/3405] lr: 3.994e-03, eta: 16:46:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.3911, loss: 2.3911 +2025-06-29 22:59:37,993 - pyskl - INFO - Epoch [111][2600/3405] lr: 3.988e-03, eta: 16:45:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 2.4072, loss: 2.4072 +2025-06-29 23:00:22,199 - pyskl - INFO - Epoch [111][2700/3405] lr: 3.983e-03, eta: 16:44:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 2.5027, loss: 2.5027 +2025-06-29 23:01:06,665 - pyskl - INFO - Epoch [111][2800/3405] lr: 3.977e-03, eta: 16:44:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.5232, loss: 2.5232 +2025-06-29 23:01:50,928 - pyskl - INFO - Epoch [111][2900/3405] lr: 3.972e-03, eta: 16:43:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.3706, loss: 2.3706 +2025-06-29 23:02:35,365 - pyskl - INFO - Epoch [111][3000/3405] lr: 3.966e-03, eta: 16:42:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.4722, loss: 2.4722 +2025-06-29 23:03:20,000 - pyskl - INFO - Epoch [111][3100/3405] lr: 3.960e-03, eta: 16:41:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.4129, loss: 2.4129 +2025-06-29 23:04:04,333 - pyskl - INFO - Epoch [111][3200/3405] lr: 3.955e-03, eta: 16:41:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9969, loss_cls: 2.3891, loss: 2.3891 +2025-06-29 23:04:48,476 - pyskl - INFO - Epoch [111][3300/3405] lr: 3.949e-03, eta: 16:40:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.4535, loss: 2.4535 +2025-06-29 23:05:32,521 - pyskl - INFO - Epoch [111][3400/3405] lr: 3.943e-03, eta: 16:39:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9988, loss_cls: 2.3900, loss: 2.3900 +2025-06-29 23:05:35,119 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-06-29 23:09:31,252 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 23:09:31,841 - pyskl - INFO - +top1_acc 0.8502 +top5_acc 0.9735 +2025-06-29 23:09:31,899 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_105.pth was removed +2025-06-29 23:09:32,995 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_111.pth. +2025-06-29 23:09:32,996 - pyskl - INFO - Best top1_acc is 0.8502 at 111 epoch. +2025-06-29 23:09:33,018 - pyskl - INFO - Epoch(val) [111][3718] top1_acc: 0.8502, top5_acc: 0.9735 +2025-06-29 23:10:41,031 - pyskl - INFO - Epoch [112][100/3405] lr: 3.938e-03, eta: 16:38:50, time: 0.680, data_time: 0.234, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 2.2828, loss: 2.2828 +2025-06-29 23:11:25,382 - pyskl - INFO - Epoch [112][200/3405] lr: 3.932e-03, eta: 16:38:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 2.3800, loss: 2.3800 +2025-06-29 23:12:10,081 - pyskl - INFO - Epoch [112][300/3405] lr: 3.926e-03, eta: 16:37:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9944, loss_cls: 2.3099, loss: 2.3099 +2025-06-29 23:12:54,701 - pyskl - INFO - Epoch [112][400/3405] lr: 3.921e-03, eta: 16:36:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.3633, loss: 2.3633 +2025-06-29 23:13:39,285 - pyskl - INFO - Epoch [112][500/3405] lr: 3.915e-03, eta: 16:35:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9994, loss_cls: 2.3737, loss: 2.3737 +2025-06-29 23:14:23,918 - pyskl - INFO - Epoch [112][600/3405] lr: 3.910e-03, eta: 16:35:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.3920, loss: 2.3920 +2025-06-29 23:15:08,567 - pyskl - INFO - Epoch [112][700/3405] lr: 3.904e-03, eta: 16:34:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 2.3647, loss: 2.3647 +2025-06-29 23:15:53,245 - pyskl - INFO - Epoch [112][800/3405] lr: 3.898e-03, eta: 16:33:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.4026, loss: 2.4026 +2025-06-29 23:16:37,846 - pyskl - INFO - Epoch [112][900/3405] lr: 3.893e-03, eta: 16:32:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 2.5351, loss: 2.5351 +2025-06-29 23:17:22,345 - pyskl - INFO - Epoch [112][1000/3405] lr: 3.887e-03, eta: 16:32:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 2.4296, loss: 2.4296 +2025-06-29 23:18:06,862 - pyskl - INFO - Epoch [112][1100/3405] lr: 3.882e-03, eta: 16:31:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.4992, loss: 2.4992 +2025-06-29 23:18:51,431 - pyskl - INFO - Epoch [112][1200/3405] lr: 3.876e-03, eta: 16:30:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9994, loss_cls: 2.3693, loss: 2.3693 +2025-06-29 23:19:35,947 - pyskl - INFO - Epoch [112][1300/3405] lr: 3.871e-03, eta: 16:29:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 2.4186, loss: 2.4186 +2025-06-29 23:20:20,706 - pyskl - INFO - Epoch [112][1400/3405] lr: 3.865e-03, eta: 16:29:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 2.4019, loss: 2.4019 +2025-06-29 23:21:05,496 - pyskl - INFO - Epoch [112][1500/3405] lr: 3.860e-03, eta: 16:28:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.3519, loss: 2.3519 +2025-06-29 23:21:50,127 - pyskl - INFO - Epoch [112][1600/3405] lr: 3.854e-03, eta: 16:27:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 2.4178, loss: 2.4178 +2025-06-29 23:22:34,580 - pyskl - INFO - Epoch [112][1700/3405] lr: 3.848e-03, eta: 16:26:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.3128, loss: 2.3128 +2025-06-29 23:23:19,056 - pyskl - INFO - Epoch [112][1800/3405] lr: 3.843e-03, eta: 16:25:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 2.3950, loss: 2.3950 +2025-06-29 23:24:03,468 - pyskl - INFO - Epoch [112][1900/3405] lr: 3.837e-03, eta: 16:25:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 2.4525, loss: 2.4525 +2025-06-29 23:24:47,889 - pyskl - INFO - Epoch [112][2000/3405] lr: 3.832e-03, eta: 16:24:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.3330, loss: 2.3330 +2025-06-29 23:25:32,232 - pyskl - INFO - Epoch [112][2100/3405] lr: 3.826e-03, eta: 16:23:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.5152, loss: 2.5152 +2025-06-29 23:26:16,826 - pyskl - INFO - Epoch [112][2200/3405] lr: 3.821e-03, eta: 16:22:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 2.4800, loss: 2.4800 +2025-06-29 23:27:01,390 - pyskl - INFO - Epoch [112][2300/3405] lr: 3.815e-03, eta: 16:22:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.4907, loss: 2.4907 +2025-06-29 23:27:45,696 - pyskl - INFO - Epoch [112][2400/3405] lr: 3.810e-03, eta: 16:21:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.4846, loss: 2.4846 +2025-06-29 23:28:30,311 - pyskl - INFO - Epoch [112][2500/3405] lr: 3.804e-03, eta: 16:20:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9975, loss_cls: 2.5000, loss: 2.5000 +2025-06-29 23:29:14,846 - pyskl - INFO - Epoch [112][2600/3405] lr: 3.799e-03, eta: 16:19:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9994, loss_cls: 2.3411, loss: 2.3411 +2025-06-29 23:29:59,585 - pyskl - INFO - Epoch [112][2700/3405] lr: 3.793e-03, eta: 16:19:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 2.4222, loss: 2.4222 +2025-06-29 23:30:44,086 - pyskl - INFO - Epoch [112][2800/3405] lr: 3.788e-03, eta: 16:18:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.4128, loss: 2.4128 +2025-06-29 23:31:28,738 - pyskl - INFO - Epoch [112][2900/3405] lr: 3.782e-03, eta: 16:17:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 2.4315, loss: 2.4315 +2025-06-29 23:32:13,356 - pyskl - INFO - Epoch [112][3000/3405] lr: 3.777e-03, eta: 16:16:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.3882, loss: 2.3882 +2025-06-29 23:32:57,825 - pyskl - INFO - Epoch [112][3100/3405] lr: 3.771e-03, eta: 16:16:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.4390, loss: 2.4390 +2025-06-29 23:33:42,389 - pyskl - INFO - Epoch [112][3200/3405] lr: 3.766e-03, eta: 16:15:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.4674, loss: 2.4674 +2025-06-29 23:34:26,815 - pyskl - INFO - Epoch [112][3300/3405] lr: 3.760e-03, eta: 16:14:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9981, loss_cls: 2.4686, loss: 2.4686 +2025-06-29 23:35:11,276 - pyskl - INFO - Epoch [112][3400/3405] lr: 3.755e-03, eta: 16:13:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 2.5488, loss: 2.5488 +2025-06-29 23:35:13,888 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-06-29 23:39:09,254 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 23:39:09,821 - pyskl - INFO - +top1_acc 0.8402 +top5_acc 0.9695 +2025-06-29 23:39:09,842 - pyskl - INFO - Epoch(val) [112][3718] top1_acc: 0.8402, top5_acc: 0.9695 +2025-06-29 23:40:17,615 - pyskl - INFO - Epoch [113][100/3405] lr: 3.749e-03, eta: 16:13:12, time: 0.678, data_time: 0.232, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 2.3697, loss: 2.3697 +2025-06-29 23:41:02,143 - pyskl - INFO - Epoch [113][200/3405] lr: 3.743e-03, eta: 16:12:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 2.3268, loss: 2.3268 +2025-06-29 23:41:46,806 - pyskl - INFO - Epoch [113][300/3405] lr: 3.738e-03, eta: 16:11:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.3352, loss: 2.3352 +2025-06-29 23:42:31,513 - pyskl - INFO - Epoch [113][400/3405] lr: 3.732e-03, eta: 16:10:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.3067, loss: 2.3067 +2025-06-29 23:43:16,301 - pyskl - INFO - Epoch [113][500/3405] lr: 3.727e-03, eta: 16:10:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 2.3332, loss: 2.3332 +2025-06-29 23:44:00,902 - pyskl - INFO - Epoch [113][600/3405] lr: 3.721e-03, eta: 16:09:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 2.2869, loss: 2.2869 +2025-06-29 23:44:45,507 - pyskl - INFO - Epoch [113][700/3405] lr: 3.716e-03, eta: 16:08:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 2.3107, loss: 2.3107 +2025-06-29 23:45:30,131 - pyskl - INFO - Epoch [113][800/3405] lr: 3.710e-03, eta: 16:07:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.4124, loss: 2.4124 +2025-06-29 23:46:14,701 - pyskl - INFO - Epoch [113][900/3405] lr: 3.705e-03, eta: 16:07:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 2.3083, loss: 2.3083 +2025-06-29 23:46:59,342 - pyskl - INFO - Epoch [113][1000/3405] lr: 3.699e-03, eta: 16:06:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 2.3691, loss: 2.3691 +2025-06-29 23:47:43,943 - pyskl - INFO - Epoch [113][1100/3405] lr: 3.694e-03, eta: 16:05:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 2.4102, loss: 2.4102 +2025-06-29 23:48:28,538 - pyskl - INFO - Epoch [113][1200/3405] lr: 3.689e-03, eta: 16:04:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.3953, loss: 2.3953 +2025-06-29 23:49:13,094 - pyskl - INFO - Epoch [113][1300/3405] lr: 3.683e-03, eta: 16:04:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.3768, loss: 2.3768 +2025-06-29 23:49:57,650 - pyskl - INFO - Epoch [113][1400/3405] lr: 3.678e-03, eta: 16:03:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 2.2307, loss: 2.2307 +2025-06-29 23:50:42,292 - pyskl - INFO - Epoch [113][1500/3405] lr: 3.672e-03, eta: 16:02:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.4173, loss: 2.4173 +2025-06-29 23:51:26,826 - pyskl - INFO - Epoch [113][1600/3405] lr: 3.667e-03, eta: 16:01:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 1.0000, loss_cls: 2.3636, loss: 2.3636 +2025-06-29 23:52:11,348 - pyskl - INFO - Epoch [113][1700/3405] lr: 3.661e-03, eta: 16:01:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.3258, loss: 2.3258 +2025-06-29 23:52:55,911 - pyskl - INFO - Epoch [113][1800/3405] lr: 3.656e-03, eta: 16:00:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.4236, loss: 2.4236 +2025-06-29 23:53:40,400 - pyskl - INFO - Epoch [113][1900/3405] lr: 3.650e-03, eta: 15:59:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 2.3989, loss: 2.3989 +2025-06-29 23:54:25,065 - pyskl - INFO - Epoch [113][2000/3405] lr: 3.645e-03, eta: 15:58:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 2.3925, loss: 2.3925 +2025-06-29 23:55:09,581 - pyskl - INFO - Epoch [113][2100/3405] lr: 3.640e-03, eta: 15:58:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.4907, loss: 2.4907 +2025-06-29 23:55:54,004 - pyskl - INFO - Epoch [113][2200/3405] lr: 3.634e-03, eta: 15:57:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 2.3421, loss: 2.3421 +2025-06-29 23:56:38,484 - pyskl - INFO - Epoch [113][2300/3405] lr: 3.629e-03, eta: 15:56:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 2.3814, loss: 2.3814 +2025-06-29 23:57:22,969 - pyskl - INFO - Epoch [113][2400/3405] lr: 3.623e-03, eta: 15:55:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.4251, loss: 2.4251 +2025-06-29 23:58:07,419 - pyskl - INFO - Epoch [113][2500/3405] lr: 3.618e-03, eta: 15:55:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 2.3884, loss: 2.3884 +2025-06-29 23:58:51,877 - pyskl - INFO - Epoch [113][2600/3405] lr: 3.613e-03, eta: 15:54:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9988, loss_cls: 2.3701, loss: 2.3701 +2025-06-29 23:59:36,312 - pyskl - INFO - Epoch [113][2700/3405] lr: 3.607e-03, eta: 15:53:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 2.3680, loss: 2.3680 +2025-06-30 00:00:20,804 - pyskl - INFO - Epoch [113][2800/3405] lr: 3.602e-03, eta: 15:52:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 2.3067, loss: 2.3067 +2025-06-30 00:01:05,394 - pyskl - INFO - Epoch [113][2900/3405] lr: 3.596e-03, eta: 15:52:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 2.4537, loss: 2.4537 +2025-06-30 00:01:49,880 - pyskl - INFO - Epoch [113][3000/3405] lr: 3.591e-03, eta: 15:51:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.4124, loss: 2.4124 +2025-06-30 00:02:34,324 - pyskl - INFO - Epoch [113][3100/3405] lr: 3.586e-03, eta: 15:50:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.4472, loss: 2.4472 +2025-06-30 00:03:18,745 - pyskl - INFO - Epoch [113][3200/3405] lr: 3.580e-03, eta: 15:49:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.3619, loss: 2.3619 +2025-06-30 00:04:03,161 - pyskl - INFO - Epoch [113][3300/3405] lr: 3.575e-03, eta: 15:49:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.3921, loss: 2.3921 +2025-06-30 00:04:47,603 - pyskl - INFO - Epoch [113][3400/3405] lr: 3.569e-03, eta: 15:48:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9969, loss_cls: 2.4225, loss: 2.4225 +2025-06-30 00:04:50,351 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-06-30 00:08:46,388 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 00:08:47,092 - pyskl - INFO - +top1_acc 0.8467 +top5_acc 0.9706 +2025-06-30 00:08:47,115 - pyskl - INFO - Epoch(val) [113][3718] top1_acc: 0.8467, top5_acc: 0.9706 +2025-06-30 00:09:54,570 - pyskl - INFO - Epoch [114][100/3405] lr: 3.564e-03, eta: 15:47:34, time: 0.674, data_time: 0.229, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 2.3383, loss: 2.3383 +2025-06-30 00:10:38,965 - pyskl - INFO - Epoch [114][200/3405] lr: 3.558e-03, eta: 15:46:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 2.3055, loss: 2.3055 +2025-06-30 00:11:23,314 - pyskl - INFO - Epoch [114][300/3405] lr: 3.553e-03, eta: 15:46:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 2.2035, loss: 2.2035 +2025-06-30 00:12:07,800 - pyskl - INFO - Epoch [114][400/3405] lr: 3.548e-03, eta: 15:45:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.3586, loss: 2.3586 +2025-06-30 00:12:52,321 - pyskl - INFO - Epoch [114][500/3405] lr: 3.542e-03, eta: 15:44:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 2.3056, loss: 2.3056 +2025-06-30 00:13:37,045 - pyskl - INFO - Epoch [114][600/3405] lr: 3.537e-03, eta: 15:43:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.3028, loss: 2.3028 +2025-06-30 00:14:21,636 - pyskl - INFO - Epoch [114][700/3405] lr: 3.532e-03, eta: 15:43:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 2.3053, loss: 2.3053 +2025-06-30 00:15:06,229 - pyskl - INFO - Epoch [114][800/3405] lr: 3.526e-03, eta: 15:42:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.2817, loss: 2.2817 +2025-06-30 00:15:50,725 - pyskl - INFO - Epoch [114][900/3405] lr: 3.521e-03, eta: 15:41:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 2.3406, loss: 2.3406 +2025-06-30 00:16:35,266 - pyskl - INFO - Epoch [114][1000/3405] lr: 3.516e-03, eta: 15:40:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.4076, loss: 2.4076 +2025-06-30 00:17:19,805 - pyskl - INFO - Epoch [114][1100/3405] lr: 3.510e-03, eta: 15:40:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 2.3318, loss: 2.3318 +2025-06-30 00:18:04,351 - pyskl - INFO - Epoch [114][1200/3405] lr: 3.505e-03, eta: 15:39:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 2.3316, loss: 2.3316 +2025-06-30 00:18:48,845 - pyskl - INFO - Epoch [114][1300/3405] lr: 3.499e-03, eta: 15:38:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.3544, loss: 2.3544 +2025-06-30 00:19:33,445 - pyskl - INFO - Epoch [114][1400/3405] lr: 3.494e-03, eta: 15:37:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.3051, loss: 2.3051 +2025-06-30 00:20:17,994 - pyskl - INFO - Epoch [114][1500/3405] lr: 3.489e-03, eta: 15:36:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9994, loss_cls: 2.3522, loss: 2.3522 +2025-06-30 00:21:02,458 - pyskl - INFO - Epoch [114][1600/3405] lr: 3.484e-03, eta: 15:36:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 2.3693, loss: 2.3693 +2025-06-30 00:21:47,055 - pyskl - INFO - Epoch [114][1700/3405] lr: 3.478e-03, eta: 15:35:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 2.3274, loss: 2.3274 +2025-06-30 00:22:31,525 - pyskl - INFO - Epoch [114][1800/3405] lr: 3.473e-03, eta: 15:34:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 2.3888, loss: 2.3888 +2025-06-30 00:23:16,006 - pyskl - INFO - Epoch [114][1900/3405] lr: 3.468e-03, eta: 15:33:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 2.3215, loss: 2.3215 +2025-06-30 00:24:00,498 - pyskl - INFO - Epoch [114][2000/3405] lr: 3.462e-03, eta: 15:33:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.2758, loss: 2.2758 +2025-06-30 00:24:45,167 - pyskl - INFO - Epoch [114][2100/3405] lr: 3.457e-03, eta: 15:32:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.2686, loss: 2.2686 +2025-06-30 00:25:29,578 - pyskl - INFO - Epoch [114][2200/3405] lr: 3.452e-03, eta: 15:31:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 2.2354, loss: 2.2354 +2025-06-30 00:26:14,001 - pyskl - INFO - Epoch [114][2300/3405] lr: 3.446e-03, eta: 15:30:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.3710, loss: 2.3710 +2025-06-30 00:26:58,458 - pyskl - INFO - Epoch [114][2400/3405] lr: 3.441e-03, eta: 15:30:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 2.3623, loss: 2.3623 +2025-06-30 00:27:42,906 - pyskl - INFO - Epoch [114][2500/3405] lr: 3.436e-03, eta: 15:29:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 2.3635, loss: 2.3635 +2025-06-30 00:28:27,349 - pyskl - INFO - Epoch [114][2600/3405] lr: 3.430e-03, eta: 15:28:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 2.3473, loss: 2.3473 +2025-06-30 00:29:11,827 - pyskl - INFO - Epoch [114][2700/3405] lr: 3.425e-03, eta: 15:27:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.3799, loss: 2.3799 +2025-06-30 00:29:56,279 - pyskl - INFO - Epoch [114][2800/3405] lr: 3.420e-03, eta: 15:27:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 2.3368, loss: 2.3368 +2025-06-30 00:30:40,780 - pyskl - INFO - Epoch [114][2900/3405] lr: 3.415e-03, eta: 15:26:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9975, loss_cls: 2.3601, loss: 2.3601 +2025-06-30 00:31:25,220 - pyskl - INFO - Epoch [114][3000/3405] lr: 3.409e-03, eta: 15:25:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 2.4529, loss: 2.4529 +2025-06-30 00:32:09,708 - pyskl - INFO - Epoch [114][3100/3405] lr: 3.404e-03, eta: 15:24:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.4439, loss: 2.4439 +2025-06-30 00:32:54,120 - pyskl - INFO - Epoch [114][3200/3405] lr: 3.399e-03, eta: 15:24:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9981, loss_cls: 2.4262, loss: 2.4262 +2025-06-30 00:33:38,567 - pyskl - INFO - Epoch [114][3300/3405] lr: 3.393e-03, eta: 15:23:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.3127, loss: 2.3127 +2025-06-30 00:34:22,928 - pyskl - INFO - Epoch [114][3400/3405] lr: 3.388e-03, eta: 15:22:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.3703, loss: 2.3703 +2025-06-30 00:34:25,545 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-06-30 00:38:21,832 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 00:38:22,563 - pyskl - INFO - +top1_acc 0.8578 +top5_acc 0.9745 +2025-06-30 00:38:22,622 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_111.pth was removed +2025-06-30 00:38:23,702 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. +2025-06-30 00:38:23,703 - pyskl - INFO - Best top1_acc is 0.8578 at 114 epoch. +2025-06-30 00:38:23,724 - pyskl - INFO - Epoch(val) [114][3718] top1_acc: 0.8578, top5_acc: 0.9745 +2025-06-30 00:39:31,443 - pyskl - INFO - Epoch [115][100/3405] lr: 3.383e-03, eta: 15:21:56, time: 0.677, data_time: 0.232, memory: 13268, top1_acc: 0.9594, top5_acc: 1.0000, loss_cls: 2.1836, loss: 2.1836 +2025-06-30 00:40:15,962 - pyskl - INFO - Epoch [115][200/3405] lr: 3.377e-03, eta: 15:21:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 2.1755, loss: 2.1755 +2025-06-30 00:41:00,396 - pyskl - INFO - Epoch [115][300/3405] lr: 3.372e-03, eta: 15:20:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 2.1552, loss: 2.1552 +2025-06-30 00:41:44,835 - pyskl - INFO - Epoch [115][400/3405] lr: 3.367e-03, eta: 15:19:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 2.1849, loss: 2.1849 +2025-06-30 00:42:29,377 - pyskl - INFO - Epoch [115][500/3405] lr: 3.362e-03, eta: 15:18:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.2711, loss: 2.2711 +2025-06-30 00:43:13,850 - pyskl - INFO - Epoch [115][600/3405] lr: 3.356e-03, eta: 15:18:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 2.2667, loss: 2.2667 +2025-06-30 00:43:58,309 - pyskl - INFO - Epoch [115][700/3405] lr: 3.351e-03, eta: 15:17:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 2.3167, loss: 2.3167 +2025-06-30 00:44:42,737 - pyskl - INFO - Epoch [115][800/3405] lr: 3.346e-03, eta: 15:16:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.3521, loss: 2.3521 +2025-06-30 00:45:27,369 - pyskl - INFO - Epoch [115][900/3405] lr: 3.341e-03, eta: 15:15:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 2.2957, loss: 2.2957 +2025-06-30 00:46:12,051 - pyskl - INFO - Epoch [115][1000/3405] lr: 3.335e-03, eta: 15:15:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 2.3102, loss: 2.3102 +2025-06-30 00:46:56,802 - pyskl - INFO - Epoch [115][1100/3405] lr: 3.330e-03, eta: 15:14:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 2.3237, loss: 2.3237 +2025-06-30 00:47:41,518 - pyskl - INFO - Epoch [115][1200/3405] lr: 3.325e-03, eta: 15:13:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9994, loss_cls: 2.3488, loss: 2.3488 +2025-06-30 00:48:26,271 - pyskl - INFO - Epoch [115][1300/3405] lr: 3.320e-03, eta: 15:12:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 2.4173, loss: 2.4173 +2025-06-30 00:49:10,923 - pyskl - INFO - Epoch [115][1400/3405] lr: 3.315e-03, eta: 15:12:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 2.2643, loss: 2.2643 +2025-06-30 00:49:55,523 - pyskl - INFO - Epoch [115][1500/3405] lr: 3.309e-03, eta: 15:11:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 2.2571, loss: 2.2571 +2025-06-30 00:50:40,034 - pyskl - INFO - Epoch [115][1600/3405] lr: 3.304e-03, eta: 15:10:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 2.2671, loss: 2.2671 +2025-06-30 00:51:24,508 - pyskl - INFO - Epoch [115][1700/3405] lr: 3.299e-03, eta: 15:09:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9994, loss_cls: 2.2876, loss: 2.2876 +2025-06-30 00:52:08,978 - pyskl - INFO - Epoch [115][1800/3405] lr: 3.294e-03, eta: 15:09:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 2.2432, loss: 2.2432 +2025-06-30 00:52:53,402 - pyskl - INFO - Epoch [115][1900/3405] lr: 3.289e-03, eta: 15:08:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.2951, loss: 2.2951 +2025-06-30 00:53:37,944 - pyskl - INFO - Epoch [115][2000/3405] lr: 3.283e-03, eta: 15:07:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.3265, loss: 2.3265 +2025-06-30 00:54:22,499 - pyskl - INFO - Epoch [115][2100/3405] lr: 3.278e-03, eta: 15:06:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 2.3599, loss: 2.3599 +2025-06-30 00:55:06,974 - pyskl - INFO - Epoch [115][2200/3405] lr: 3.273e-03, eta: 15:06:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 2.3400, loss: 2.3400 +2025-06-30 00:55:51,518 - pyskl - INFO - Epoch [115][2300/3405] lr: 3.268e-03, eta: 15:05:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 2.2898, loss: 2.2898 +2025-06-30 00:56:36,032 - pyskl - INFO - Epoch [115][2400/3405] lr: 3.263e-03, eta: 15:04:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 2.2989, loss: 2.2989 +2025-06-30 00:57:20,518 - pyskl - INFO - Epoch [115][2500/3405] lr: 3.257e-03, eta: 15:03:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 2.3901, loss: 2.3901 +2025-06-30 00:58:04,948 - pyskl - INFO - Epoch [115][2600/3405] lr: 3.252e-03, eta: 15:03:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9988, loss_cls: 2.3265, loss: 2.3265 +2025-06-30 00:58:49,405 - pyskl - INFO - Epoch [115][2700/3405] lr: 3.247e-03, eta: 15:02:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.2590, loss: 2.2590 +2025-06-30 00:59:33,918 - pyskl - INFO - Epoch [115][2800/3405] lr: 3.242e-03, eta: 15:01:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.3671, loss: 2.3671 +2025-06-30 01:00:18,308 - pyskl - INFO - Epoch [115][2900/3405] lr: 3.237e-03, eta: 15:00:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9988, loss_cls: 2.4289, loss: 2.4289 +2025-06-30 01:01:02,729 - pyskl - INFO - Epoch [115][3000/3405] lr: 3.232e-03, eta: 15:00:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9988, loss_cls: 2.4140, loss: 2.4140 +2025-06-30 01:01:47,246 - pyskl - INFO - Epoch [115][3100/3405] lr: 3.226e-03, eta: 14:59:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.3465, loss: 2.3465 +2025-06-30 01:02:31,651 - pyskl - INFO - Epoch [115][3200/3405] lr: 3.221e-03, eta: 14:58:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.3222, loss: 2.3222 +2025-06-30 01:03:16,070 - pyskl - INFO - Epoch [115][3300/3405] lr: 3.216e-03, eta: 14:57:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 2.3087, loss: 2.3087 +2025-06-30 01:04:00,456 - pyskl - INFO - Epoch [115][3400/3405] lr: 3.211e-03, eta: 14:56:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 2.3280, loss: 2.3280 +2025-06-30 01:04:03,068 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-06-30 01:23:23,631 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 01:23:24,203 - pyskl - INFO - +top1_acc 0.8461 +top5_acc 0.9679 +2025-06-30 01:23:24,224 - pyskl - INFO - Epoch(val) [115][3718] top1_acc: 0.8461, top5_acc: 0.9679 +2025-06-30 01:24:31,846 - pyskl - INFO - Epoch [116][100/3405] lr: 3.206e-03, eta: 14:56:18, time: 0.676, data_time: 0.230, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 2.3035, loss: 2.3035 +2025-06-30 01:25:16,380 - pyskl - INFO - Epoch [116][200/3405] lr: 3.200e-03, eta: 14:55:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 2.2623, loss: 2.2623 +2025-06-30 01:26:00,947 - pyskl - INFO - Epoch [116][300/3405] lr: 3.195e-03, eta: 14:54:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 2.2494, loss: 2.2494 +2025-06-30 01:26:45,504 - pyskl - INFO - Epoch [116][400/3405] lr: 3.190e-03, eta: 14:54:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 2.3322, loss: 2.3322 +2025-06-30 01:27:29,997 - pyskl - INFO - Epoch [116][500/3405] lr: 3.185e-03, eta: 14:53:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 2.2555, loss: 2.2555 +2025-06-30 01:28:14,560 - pyskl - INFO - Epoch [116][600/3405] lr: 3.180e-03, eta: 14:52:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.2360, loss: 2.2360 +2025-06-30 01:28:59,072 - pyskl - INFO - Epoch [116][700/3405] lr: 3.175e-03, eta: 14:51:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 2.2008, loss: 2.2008 +2025-06-30 01:29:43,593 - pyskl - INFO - Epoch [116][800/3405] lr: 3.170e-03, eta: 14:51:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 2.3284, loss: 2.3284 +2025-06-30 01:30:28,093 - pyskl - INFO - Epoch [116][900/3405] lr: 3.165e-03, eta: 14:50:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 2.1512, loss: 2.1512 +2025-06-30 01:31:12,719 - pyskl - INFO - Epoch [116][1000/3405] lr: 3.159e-03, eta: 14:49:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9994, loss_cls: 2.2411, loss: 2.2411 +2025-06-30 01:31:57,351 - pyskl - INFO - Epoch [116][1100/3405] lr: 3.154e-03, eta: 14:48:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 1.0000, loss_cls: 2.3442, loss: 2.3442 +2025-06-30 01:32:41,946 - pyskl - INFO - Epoch [116][1200/3405] lr: 3.149e-03, eta: 14:47:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 2.3139, loss: 2.3139 +2025-06-30 01:33:26,594 - pyskl - INFO - Epoch [116][1300/3405] lr: 3.144e-03, eta: 14:47:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 2.2888, loss: 2.2888 +2025-06-30 01:34:11,146 - pyskl - INFO - Epoch [116][1400/3405] lr: 3.139e-03, eta: 14:46:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.2269, loss: 2.2269 +2025-06-30 01:34:55,723 - pyskl - INFO - Epoch [116][1500/3405] lr: 3.134e-03, eta: 14:45:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.2634, loss: 2.2634 +2025-06-30 01:35:40,382 - pyskl - INFO - Epoch [116][1600/3405] lr: 3.129e-03, eta: 14:44:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 2.2094, loss: 2.2094 +2025-06-30 01:36:24,958 - pyskl - INFO - Epoch [116][1700/3405] lr: 3.124e-03, eta: 14:44:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 2.2673, loss: 2.2673 +2025-06-30 01:37:09,454 - pyskl - INFO - Epoch [116][1800/3405] lr: 3.119e-03, eta: 14:43:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 2.3079, loss: 2.3079 +2025-06-30 01:37:54,095 - pyskl - INFO - Epoch [116][1900/3405] lr: 3.114e-03, eta: 14:42:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 2.1913, loss: 2.1913 +2025-06-30 01:38:38,694 - pyskl - INFO - Epoch [116][2000/3405] lr: 3.109e-03, eta: 14:41:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 2.2885, loss: 2.2885 +2025-06-30 01:39:23,353 - pyskl - INFO - Epoch [116][2100/3405] lr: 3.103e-03, eta: 14:41:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 2.2383, loss: 2.2383 +2025-06-30 01:40:07,938 - pyskl - INFO - Epoch [116][2200/3405] lr: 3.098e-03, eta: 14:40:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 2.2752, loss: 2.2752 +2025-06-30 01:40:52,493 - pyskl - INFO - Epoch [116][2300/3405] lr: 3.093e-03, eta: 14:39:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 2.2408, loss: 2.2408 +2025-06-30 01:41:37,055 - pyskl - INFO - Epoch [116][2400/3405] lr: 3.088e-03, eta: 14:38:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9981, loss_cls: 2.4280, loss: 2.4280 +2025-06-30 01:42:21,557 - pyskl - INFO - Epoch [116][2500/3405] lr: 3.083e-03, eta: 14:38:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 2.3399, loss: 2.3399 +2025-06-30 01:43:06,014 - pyskl - INFO - Epoch [116][2600/3405] lr: 3.078e-03, eta: 14:37:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 2.3821, loss: 2.3821 +2025-06-30 01:43:50,538 - pyskl - INFO - Epoch [116][2700/3405] lr: 3.073e-03, eta: 14:36:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.2832, loss: 2.2832 +2025-06-30 01:44:35,001 - pyskl - INFO - Epoch [116][2800/3405] lr: 3.068e-03, eta: 14:35:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 2.2105, loss: 2.2105 +2025-06-30 01:45:19,519 - pyskl - INFO - Epoch [116][2900/3405] lr: 3.063e-03, eta: 14:35:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 2.2597, loss: 2.2597 +2025-06-30 01:46:04,031 - pyskl - INFO - Epoch [116][3000/3405] lr: 3.058e-03, eta: 14:34:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9931, loss_cls: 2.3316, loss: 2.3316 +2025-06-30 01:46:48,514 - pyskl - INFO - Epoch [116][3100/3405] lr: 3.053e-03, eta: 14:33:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 2.3110, loss: 2.3110 +2025-06-30 01:47:32,943 - pyskl - INFO - Epoch [116][3200/3405] lr: 3.048e-03, eta: 14:32:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.4120, loss: 2.4120 +2025-06-30 01:48:17,389 - pyskl - INFO - Epoch [116][3300/3405] lr: 3.043e-03, eta: 14:32:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 2.2995, loss: 2.2995 +2025-06-30 01:49:01,924 - pyskl - INFO - Epoch [116][3400/3405] lr: 3.038e-03, eta: 14:31:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 2.2401, loss: 2.2401 +2025-06-30 01:49:04,673 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-06-30 01:53:01,291 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 01:53:01,867 - pyskl - INFO - +top1_acc 0.8507 +top5_acc 0.9680 +2025-06-30 01:53:01,886 - pyskl - INFO - Epoch(val) [116][3718] top1_acc: 0.8507, top5_acc: 0.9680 +2025-06-30 01:54:09,635 - pyskl - INFO - Epoch [117][100/3405] lr: 3.033e-03, eta: 14:30:40, time: 0.677, data_time: 0.232, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.1650, loss: 2.1650 +2025-06-30 01:54:54,259 - pyskl - INFO - Epoch [117][200/3405] lr: 3.028e-03, eta: 14:29:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 2.1498, loss: 2.1498 +2025-06-30 01:55:38,758 - pyskl - INFO - Epoch [117][300/3405] lr: 3.023e-03, eta: 14:29:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 2.1817, loss: 2.1817 +2025-06-30 01:56:23,198 - pyskl - INFO - Epoch [117][400/3405] lr: 3.018e-03, eta: 14:28:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.1574, loss: 2.1574 +2025-06-30 01:57:07,762 - pyskl - INFO - Epoch [117][500/3405] lr: 3.013e-03, eta: 14:27:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 2.1247, loss: 2.1247 +2025-06-30 01:57:52,218 - pyskl - INFO - Epoch [117][600/3405] lr: 3.008e-03, eta: 14:26:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 2.2266, loss: 2.2266 +2025-06-30 01:58:36,609 - pyskl - INFO - Epoch [117][700/3405] lr: 3.003e-03, eta: 14:26:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 2.2284, loss: 2.2284 +2025-06-30 01:59:20,963 - pyskl - INFO - Epoch [117][800/3405] lr: 2.998e-03, eta: 14:25:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.2411, loss: 2.2411 +2025-06-30 02:00:05,373 - pyskl - INFO - Epoch [117][900/3405] lr: 2.993e-03, eta: 14:24:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 2.3066, loss: 2.3066 +2025-06-30 02:00:49,881 - pyskl - INFO - Epoch [117][1000/3405] lr: 2.988e-03, eta: 14:23:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 2.3006, loss: 2.3006 +2025-06-30 02:01:34,354 - pyskl - INFO - Epoch [117][1100/3405] lr: 2.983e-03, eta: 14:23:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 2.2664, loss: 2.2664 +2025-06-30 02:02:18,816 - pyskl - INFO - Epoch [117][1200/3405] lr: 2.978e-03, eta: 14:22:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 2.2212, loss: 2.2212 +2025-06-30 02:03:03,241 - pyskl - INFO - Epoch [117][1300/3405] lr: 2.973e-03, eta: 14:21:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 2.3286, loss: 2.3286 +2025-06-30 02:03:47,673 - pyskl - INFO - Epoch [117][1400/3405] lr: 2.968e-03, eta: 14:20:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 2.3314, loss: 2.3314 +2025-06-30 02:04:32,087 - pyskl - INFO - Epoch [117][1500/3405] lr: 2.963e-03, eta: 14:20:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 2.3535, loss: 2.3535 +2025-06-30 02:05:16,616 - pyskl - INFO - Epoch [117][1600/3405] lr: 2.958e-03, eta: 14:19:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 2.2580, loss: 2.2580 +2025-06-30 02:06:01,095 - pyskl - INFO - Epoch [117][1700/3405] lr: 2.953e-03, eta: 14:18:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 2.3159, loss: 2.3159 +2025-06-30 02:06:45,439 - pyskl - INFO - Epoch [117][1800/3405] lr: 2.948e-03, eta: 14:17:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 2.2292, loss: 2.2292 +2025-06-30 02:07:29,769 - pyskl - INFO - Epoch [117][1900/3405] lr: 2.943e-03, eta: 14:17:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 2.2653, loss: 2.2653 +2025-06-30 02:08:14,129 - pyskl - INFO - Epoch [117][2000/3405] lr: 2.938e-03, eta: 14:16:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 2.2027, loss: 2.2027 +2025-06-30 02:08:58,394 - pyskl - INFO - Epoch [117][2100/3405] lr: 2.933e-03, eta: 14:15:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 2.2245, loss: 2.2245 +2025-06-30 02:09:42,721 - pyskl - INFO - Epoch [117][2200/3405] lr: 2.928e-03, eta: 14:14:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 2.3287, loss: 2.3287 +2025-06-30 02:10:27,037 - pyskl - INFO - Epoch [117][2300/3405] lr: 2.923e-03, eta: 14:14:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.2824, loss: 2.2824 +2025-06-30 02:11:11,374 - pyskl - INFO - Epoch [117][2400/3405] lr: 2.918e-03, eta: 14:13:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 2.2687, loss: 2.2687 +2025-06-30 02:11:55,706 - pyskl - INFO - Epoch [117][2500/3405] lr: 2.913e-03, eta: 14:12:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 2.2661, loss: 2.2661 +2025-06-30 02:12:40,049 - pyskl - INFO - Epoch [117][2600/3405] lr: 2.908e-03, eta: 14:11:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.2899, loss: 2.2899 +2025-06-30 02:13:24,385 - pyskl - INFO - Epoch [117][2700/3405] lr: 2.903e-03, eta: 14:11:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 2.2264, loss: 2.2264 +2025-06-30 02:14:08,930 - pyskl - INFO - Epoch [117][2800/3405] lr: 2.898e-03, eta: 14:10:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 2.2381, loss: 2.2381 +2025-06-30 02:14:53,560 - pyskl - INFO - Epoch [117][2900/3405] lr: 2.893e-03, eta: 14:09:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 2.2689, loss: 2.2689 +2025-06-30 02:15:38,086 - pyskl - INFO - Epoch [117][3000/3405] lr: 2.889e-03, eta: 14:08:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 2.2929, loss: 2.2929 +2025-06-30 02:16:22,593 - pyskl - INFO - Epoch [117][3100/3405] lr: 2.884e-03, eta: 14:07:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9994, loss_cls: 2.2081, loss: 2.2081 +2025-06-30 02:17:07,115 - pyskl - INFO - Epoch [117][3200/3405] lr: 2.879e-03, eta: 14:07:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 2.2655, loss: 2.2655 +2025-06-30 02:17:51,485 - pyskl - INFO - Epoch [117][3300/3405] lr: 2.874e-03, eta: 14:06:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 2.3313, loss: 2.3313 +2025-06-30 02:18:35,890 - pyskl - INFO - Epoch [117][3400/3405] lr: 2.869e-03, eta: 14:05:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.3232, loss: 2.3232 +2025-06-30 02:18:38,536 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-06-30 02:22:34,777 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 02:22:35,403 - pyskl - INFO - +top1_acc 0.8562 +top5_acc 0.9745 +2025-06-30 02:22:35,425 - pyskl - INFO - Epoch(val) [117][3718] top1_acc: 0.8562, top5_acc: 0.9745 +2025-06-30 02:23:43,243 - pyskl - INFO - Epoch [118][100/3405] lr: 2.864e-03, eta: 14:05:01, time: 0.678, data_time: 0.233, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 2.1244, loss: 2.1244 +2025-06-30 02:24:27,729 - pyskl - INFO - Epoch [118][200/3405] lr: 2.859e-03, eta: 14:04:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 2.2404, loss: 2.2404 +2025-06-30 02:25:12,164 - pyskl - INFO - Epoch [118][300/3405] lr: 2.854e-03, eta: 14:03:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 2.2563, loss: 2.2563 +2025-06-30 02:25:56,519 - pyskl - INFO - Epoch [118][400/3405] lr: 2.849e-03, eta: 14:02:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 2.3136, loss: 2.3136 +2025-06-30 02:26:41,005 - pyskl - INFO - Epoch [118][500/3405] lr: 2.844e-03, eta: 14:02:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.1478, loss: 2.1478 +2025-06-30 02:27:25,585 - pyskl - INFO - Epoch [118][600/3405] lr: 2.839e-03, eta: 14:01:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 1.0000, loss_cls: 2.2441, loss: 2.2441 +2025-06-30 02:28:10,161 - pyskl - INFO - Epoch [118][700/3405] lr: 2.834e-03, eta: 14:00:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 2.2052, loss: 2.2052 +2025-06-30 02:28:54,682 - pyskl - INFO - Epoch [118][800/3405] lr: 2.830e-03, eta: 13:59:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 2.2041, loss: 2.2041 +2025-06-30 02:29:39,178 - pyskl - INFO - Epoch [118][900/3405] lr: 2.825e-03, eta: 13:58:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 2.1918, loss: 2.1918 +2025-06-30 02:30:23,683 - pyskl - INFO - Epoch [118][1000/3405] lr: 2.820e-03, eta: 13:58:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 2.2030, loss: 2.2030 +2025-06-30 02:31:08,260 - pyskl - INFO - Epoch [118][1100/3405] lr: 2.815e-03, eta: 13:57:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 2.2534, loss: 2.2534 +2025-06-30 02:31:52,747 - pyskl - INFO - Epoch [118][1200/3405] lr: 2.810e-03, eta: 13:56:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.2344, loss: 2.2344 +2025-06-30 02:32:37,209 - pyskl - INFO - Epoch [118][1300/3405] lr: 2.805e-03, eta: 13:55:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 2.2597, loss: 2.2597 +2025-06-30 02:33:21,677 - pyskl - INFO - Epoch [118][1400/3405] lr: 2.800e-03, eta: 13:55:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.1232, loss: 2.1232 +2025-06-30 02:34:06,178 - pyskl - INFO - Epoch [118][1500/3405] lr: 2.796e-03, eta: 13:54:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 2.2146, loss: 2.2146 +2025-06-30 02:34:50,560 - pyskl - INFO - Epoch [118][1600/3405] lr: 2.791e-03, eta: 13:53:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 2.1951, loss: 2.1951 +2025-06-30 02:35:34,971 - pyskl - INFO - Epoch [118][1700/3405] lr: 2.786e-03, eta: 13:52:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 2.1767, loss: 2.1767 +2025-06-30 02:36:19,390 - pyskl - INFO - Epoch [118][1800/3405] lr: 2.781e-03, eta: 13:52:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 2.2153, loss: 2.2153 +2025-06-30 02:37:03,756 - pyskl - INFO - Epoch [118][1900/3405] lr: 2.776e-03, eta: 13:51:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 2.1488, loss: 2.1488 +2025-06-30 02:37:48,021 - pyskl - INFO - Epoch [118][2000/3405] lr: 2.771e-03, eta: 13:50:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 2.2497, loss: 2.2497 +2025-06-30 02:38:32,400 - pyskl - INFO - Epoch [118][2100/3405] lr: 2.767e-03, eta: 13:49:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 2.2291, loss: 2.2291 +2025-06-30 02:39:16,898 - pyskl - INFO - Epoch [118][2200/3405] lr: 2.762e-03, eta: 13:49:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 2.2243, loss: 2.2243 +2025-06-30 02:40:01,378 - pyskl - INFO - Epoch [118][2300/3405] lr: 2.757e-03, eta: 13:48:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 2.2441, loss: 2.2441 +2025-06-30 02:40:45,826 - pyskl - INFO - Epoch [118][2400/3405] lr: 2.752e-03, eta: 13:47:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 2.1819, loss: 2.1819 +2025-06-30 02:41:30,303 - pyskl - INFO - Epoch [118][2500/3405] lr: 2.747e-03, eta: 13:46:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 2.1613, loss: 2.1613 +2025-06-30 02:42:14,717 - pyskl - INFO - Epoch [118][2600/3405] lr: 2.742e-03, eta: 13:46:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 2.3161, loss: 2.3161 +2025-06-30 02:42:59,177 - pyskl - INFO - Epoch [118][2700/3405] lr: 2.738e-03, eta: 13:45:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.1847, loss: 2.1847 +2025-06-30 02:43:43,582 - pyskl - INFO - Epoch [118][2800/3405] lr: 2.733e-03, eta: 13:44:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 2.2339, loss: 2.2339 +2025-06-30 02:44:28,048 - pyskl - INFO - Epoch [118][2900/3405] lr: 2.728e-03, eta: 13:43:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.2348, loss: 2.2348 +2025-06-30 02:45:12,516 - pyskl - INFO - Epoch [118][3000/3405] lr: 2.723e-03, eta: 13:43:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 1.0000, loss_cls: 2.3147, loss: 2.3147 +2025-06-30 02:45:56,997 - pyskl - INFO - Epoch [118][3100/3405] lr: 2.718e-03, eta: 13:42:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 2.3152, loss: 2.3152 +2025-06-30 02:46:41,438 - pyskl - INFO - Epoch [118][3200/3405] lr: 2.714e-03, eta: 13:41:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 2.2391, loss: 2.2391 +2025-06-30 02:47:25,952 - pyskl - INFO - Epoch [118][3300/3405] lr: 2.709e-03, eta: 13:40:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 2.2388, loss: 2.2388 +2025-06-30 02:48:10,368 - pyskl - INFO - Epoch [118][3400/3405] lr: 2.704e-03, eta: 13:40:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 2.2732, loss: 2.2732 +2025-06-30 02:48:12,954 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-06-30 02:52:08,585 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 02:52:09,133 - pyskl - INFO - +top1_acc 0.8579 +top5_acc 0.9724 +2025-06-30 02:52:09,189 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_114.pth was removed +2025-06-30 02:52:10,243 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2025-06-30 02:52:10,245 - pyskl - INFO - Best top1_acc is 0.8579 at 118 epoch. +2025-06-30 02:52:10,268 - pyskl - INFO - Epoch(val) [118][3718] top1_acc: 0.8579, top5_acc: 0.9724 +2025-06-30 02:53:17,663 - pyskl - INFO - Epoch [119][100/3405] lr: 2.699e-03, eta: 13:39:22, time: 0.674, data_time: 0.230, memory: 13268, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 2.1865, loss: 2.1865 +2025-06-30 02:54:02,174 - pyskl - INFO - Epoch [119][200/3405] lr: 2.694e-03, eta: 13:38:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 2.1620, loss: 2.1620 +2025-06-30 02:54:46,601 - pyskl - INFO - Epoch [119][300/3405] lr: 2.690e-03, eta: 13:37:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 2.1960, loss: 2.1960 +2025-06-30 02:55:31,116 - pyskl - INFO - Epoch [119][400/3405] lr: 2.685e-03, eta: 13:37:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 2.1495, loss: 2.1495 +2025-06-30 02:56:15,738 - pyskl - INFO - Epoch [119][500/3405] lr: 2.680e-03, eta: 13:36:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 2.1692, loss: 2.1692 +2025-06-30 02:57:00,315 - pyskl - INFO - Epoch [119][600/3405] lr: 2.675e-03, eta: 13:35:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 2.1904, loss: 2.1904 +2025-06-30 02:57:44,970 - pyskl - INFO - Epoch [119][700/3405] lr: 2.671e-03, eta: 13:34:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 2.2032, loss: 2.2032 +2025-06-30 02:58:29,471 - pyskl - INFO - Epoch [119][800/3405] lr: 2.666e-03, eta: 13:34:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 2.1464, loss: 2.1464 +2025-06-30 02:59:14,225 - pyskl - INFO - Epoch [119][900/3405] lr: 2.661e-03, eta: 13:33:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 2.2103, loss: 2.2103 +2025-06-30 02:59:58,823 - pyskl - INFO - Epoch [119][1000/3405] lr: 2.656e-03, eta: 13:32:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.2061, loss: 2.2061 +2025-06-30 03:00:43,342 - pyskl - INFO - Epoch [119][1100/3405] lr: 2.652e-03, eta: 13:31:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 2.2137, loss: 2.2137 +2025-06-30 03:01:27,902 - pyskl - INFO - Epoch [119][1200/3405] lr: 2.647e-03, eta: 13:31:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 2.2388, loss: 2.2388 +2025-06-30 03:02:12,321 - pyskl - INFO - Epoch [119][1300/3405] lr: 2.642e-03, eta: 13:30:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 2.1652, loss: 2.1652 +2025-06-30 03:02:56,756 - pyskl - INFO - Epoch [119][1400/3405] lr: 2.637e-03, eta: 13:29:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 2.2156, loss: 2.2156 +2025-06-30 03:03:41,246 - pyskl - INFO - Epoch [119][1500/3405] lr: 2.633e-03, eta: 13:28:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 2.2286, loss: 2.2286 +2025-06-30 03:04:25,726 - pyskl - INFO - Epoch [119][1600/3405] lr: 2.628e-03, eta: 13:28:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.2044, loss: 2.2044 +2025-06-30 03:05:10,119 - pyskl - INFO - Epoch [119][1700/3405] lr: 2.623e-03, eta: 13:27:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 2.1933, loss: 2.1933 +2025-06-30 03:05:54,463 - pyskl - INFO - Epoch [119][1800/3405] lr: 2.619e-03, eta: 13:26:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 2.0952, loss: 2.0952 +2025-06-30 03:06:38,922 - pyskl - INFO - Epoch [119][1900/3405] lr: 2.614e-03, eta: 13:25:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 2.2241, loss: 2.2241 +2025-06-30 03:07:23,292 - pyskl - INFO - Epoch [119][2000/3405] lr: 2.609e-03, eta: 13:25:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 2.1828, loss: 2.1828 +2025-06-30 03:08:07,745 - pyskl - INFO - Epoch [119][2100/3405] lr: 2.604e-03, eta: 13:24:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 2.1850, loss: 2.1850 +2025-06-30 03:08:52,211 - pyskl - INFO - Epoch [119][2200/3405] lr: 2.600e-03, eta: 13:23:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 2.1958, loss: 2.1958 +2025-06-30 03:09:36,678 - pyskl - INFO - Epoch [119][2300/3405] lr: 2.595e-03, eta: 13:22:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 2.1910, loss: 2.1910 +2025-06-30 03:10:21,166 - pyskl - INFO - Epoch [119][2400/3405] lr: 2.590e-03, eta: 13:22:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 2.1519, loss: 2.1519 +2025-06-30 03:11:05,680 - pyskl - INFO - Epoch [119][2500/3405] lr: 2.586e-03, eta: 13:21:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 2.2403, loss: 2.2403 +2025-06-30 03:11:50,279 - pyskl - INFO - Epoch [119][2600/3405] lr: 2.581e-03, eta: 13:20:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 2.1664, loss: 2.1664 +2025-06-30 03:12:34,852 - pyskl - INFO - Epoch [119][2700/3405] lr: 2.576e-03, eta: 13:19:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 2.2606, loss: 2.2606 +2025-06-30 03:13:19,363 - pyskl - INFO - Epoch [119][2800/3405] lr: 2.572e-03, eta: 13:18:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 2.2324, loss: 2.2324 +2025-06-30 03:14:03,897 - pyskl - INFO - Epoch [119][2900/3405] lr: 2.567e-03, eta: 13:18:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 2.1372, loss: 2.1372 +2025-06-30 03:14:48,430 - pyskl - INFO - Epoch [119][3000/3405] lr: 2.562e-03, eta: 13:17:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 2.2359, loss: 2.2359 +2025-06-30 03:15:32,982 - pyskl - INFO - Epoch [119][3100/3405] lr: 2.558e-03, eta: 13:16:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 2.2608, loss: 2.2608 +2025-06-30 03:16:17,494 - pyskl - INFO - Epoch [119][3200/3405] lr: 2.553e-03, eta: 13:15:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 2.2068, loss: 2.2068 +2025-06-30 03:17:01,970 - pyskl - INFO - Epoch [119][3300/3405] lr: 2.548e-03, eta: 13:15:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 2.2035, loss: 2.2035 +2025-06-30 03:17:46,456 - pyskl - INFO - Epoch [119][3400/3405] lr: 2.544e-03, eta: 13:14:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 2.2257, loss: 2.2257 +2025-06-30 03:17:49,113 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-06-30 03:21:45,280 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 03:21:45,830 - pyskl - INFO - +top1_acc 0.8565 +top5_acc 0.9727 +2025-06-30 03:21:45,851 - pyskl - INFO - Epoch(val) [119][3718] top1_acc: 0.8565, top5_acc: 0.9727 +2025-06-30 03:22:53,723 - pyskl - INFO - Epoch [120][100/3405] lr: 2.539e-03, eta: 13:13:44, time: 0.679, data_time: 0.232, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 2.1314, loss: 2.1314 +2025-06-30 03:23:38,464 - pyskl - INFO - Epoch [120][200/3405] lr: 2.534e-03, eta: 13:12:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 2.1941, loss: 2.1941 +2025-06-30 03:24:23,050 - pyskl - INFO - Epoch [120][300/3405] lr: 2.529e-03, eta: 13:12:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 2.1589, loss: 2.1589 +2025-06-30 03:25:07,872 - pyskl - INFO - Epoch [120][400/3405] lr: 2.525e-03, eta: 13:11:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 2.0465, loss: 2.0465 +2025-06-30 03:25:52,421 - pyskl - INFO - Epoch [120][500/3405] lr: 2.520e-03, eta: 13:10:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 2.0705, loss: 2.0705 +2025-06-30 03:26:36,916 - pyskl - INFO - Epoch [120][600/3405] lr: 2.516e-03, eta: 13:09:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 2.1967, loss: 2.1967 +2025-06-30 03:27:21,401 - pyskl - INFO - Epoch [120][700/3405] lr: 2.511e-03, eta: 13:09:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.0895, loss: 2.0895 +2025-06-30 03:28:05,871 - pyskl - INFO - Epoch [120][800/3405] lr: 2.506e-03, eta: 13:08:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 2.1898, loss: 2.1898 +2025-06-30 03:28:50,328 - pyskl - INFO - Epoch [120][900/3405] lr: 2.502e-03, eta: 13:07:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 2.1257, loss: 2.1257 +2025-06-30 03:29:34,745 - pyskl - INFO - Epoch [120][1000/3405] lr: 2.497e-03, eta: 13:06:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 2.1118, loss: 2.1118 +2025-06-30 03:30:19,306 - pyskl - INFO - Epoch [120][1100/3405] lr: 2.493e-03, eta: 13:06:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 2.1427, loss: 2.1427 +2025-06-30 03:31:03,855 - pyskl - INFO - Epoch [120][1200/3405] lr: 2.488e-03, eta: 13:05:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 2.2402, loss: 2.2402 +2025-06-30 03:31:48,324 - pyskl - INFO - Epoch [120][1300/3405] lr: 2.483e-03, eta: 13:04:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 2.1923, loss: 2.1923 +2025-06-30 03:32:32,800 - pyskl - INFO - Epoch [120][1400/3405] lr: 2.479e-03, eta: 13:03:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 2.1707, loss: 2.1707 +2025-06-30 03:33:17,263 - pyskl - INFO - Epoch [120][1500/3405] lr: 2.474e-03, eta: 13:03:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 2.0855, loss: 2.0855 +2025-06-30 03:34:01,798 - pyskl - INFO - Epoch [120][1600/3405] lr: 2.470e-03, eta: 13:02:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 2.1461, loss: 2.1461 +2025-06-30 03:34:46,347 - pyskl - INFO - Epoch [120][1700/3405] lr: 2.465e-03, eta: 13:01:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 1.0000, loss_cls: 2.2394, loss: 2.2394 +2025-06-30 03:35:30,946 - pyskl - INFO - Epoch [120][1800/3405] lr: 2.460e-03, eta: 13:00:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.1245, loss: 2.1245 +2025-06-30 03:36:15,456 - pyskl - INFO - Epoch [120][1900/3405] lr: 2.456e-03, eta: 13:00:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 2.1885, loss: 2.1885 +2025-06-30 03:36:59,783 - pyskl - INFO - Epoch [120][2000/3405] lr: 2.451e-03, eta: 12:59:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 2.1988, loss: 2.1988 +2025-06-30 03:37:44,118 - pyskl - INFO - Epoch [120][2100/3405] lr: 2.447e-03, eta: 12:58:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 2.2750, loss: 2.2750 +2025-06-30 03:38:28,349 - pyskl - INFO - Epoch [120][2200/3405] lr: 2.442e-03, eta: 12:57:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 2.1674, loss: 2.1674 +2025-06-30 03:39:12,590 - pyskl - INFO - Epoch [120][2300/3405] lr: 2.438e-03, eta: 12:57:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 2.0982, loss: 2.0982 +2025-06-30 03:39:57,006 - pyskl - INFO - Epoch [120][2400/3405] lr: 2.433e-03, eta: 12:56:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 2.2164, loss: 2.2164 +2025-06-30 03:40:41,312 - pyskl - INFO - Epoch [120][2500/3405] lr: 2.428e-03, eta: 12:55:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.2529, loss: 2.2529 +2025-06-30 03:41:25,813 - pyskl - INFO - Epoch [120][2600/3405] lr: 2.424e-03, eta: 12:54:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 2.1884, loss: 2.1884 +2025-06-30 03:42:10,319 - pyskl - INFO - Epoch [120][2700/3405] lr: 2.419e-03, eta: 12:54:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 2.1524, loss: 2.1524 +2025-06-30 03:42:54,890 - pyskl - INFO - Epoch [120][2800/3405] lr: 2.415e-03, eta: 12:53:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 2.1781, loss: 2.1781 +2025-06-30 03:43:39,439 - pyskl - INFO - Epoch [120][2900/3405] lr: 2.410e-03, eta: 12:52:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 2.1591, loss: 2.1591 +2025-06-30 03:44:24,047 - pyskl - INFO - Epoch [120][3000/3405] lr: 2.406e-03, eta: 12:51:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.1767, loss: 2.1767 +2025-06-30 03:45:08,787 - pyskl - INFO - Epoch [120][3100/3405] lr: 2.401e-03, eta: 12:51:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9938, loss_cls: 2.2449, loss: 2.2449 +2025-06-30 03:45:53,439 - pyskl - INFO - Epoch [120][3200/3405] lr: 2.397e-03, eta: 12:50:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 2.1911, loss: 2.1911 +2025-06-30 03:46:37,863 - pyskl - INFO - Epoch [120][3300/3405] lr: 2.392e-03, eta: 12:49:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 2.1914, loss: 2.1914 +2025-06-30 03:47:22,266 - pyskl - INFO - Epoch [120][3400/3405] lr: 2.388e-03, eta: 12:48:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 2.1979, loss: 2.1979 +2025-06-30 03:47:24,858 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-06-30 04:06:35,604 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 04:06:36,165 - pyskl - INFO - +top1_acc 0.8590 +top5_acc 0.9731 +2025-06-30 04:06:36,220 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_118.pth was removed +2025-06-30 04:06:37,268 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2025-06-30 04:06:37,270 - pyskl - INFO - Best top1_acc is 0.8590 at 120 epoch. +2025-06-30 04:06:37,291 - pyskl - INFO - Epoch(val) [120][3718] top1_acc: 0.8590, top5_acc: 0.9731 +2025-06-30 04:07:45,459 - pyskl - INFO - Epoch [121][100/3405] lr: 2.383e-03, eta: 12:48:06, time: 0.682, data_time: 0.236, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 2.1393, loss: 2.1393 +2025-06-30 04:08:29,899 - pyskl - INFO - Epoch [121][200/3405] lr: 2.378e-03, eta: 12:47:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 2.0892, loss: 2.0892 +2025-06-30 04:09:14,425 - pyskl - INFO - Epoch [121][300/3405] lr: 2.374e-03, eta: 12:46:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 2.0616, loss: 2.0616 +2025-06-30 04:09:58,883 - pyskl - INFO - Epoch [121][400/3405] lr: 2.369e-03, eta: 12:45:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 2.1019, loss: 2.1019 +2025-06-30 04:10:43,443 - pyskl - INFO - Epoch [121][500/3405] lr: 2.365e-03, eta: 12:45:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 2.0896, loss: 2.0896 +2025-06-30 04:11:27,983 - pyskl - INFO - Epoch [121][600/3405] lr: 2.360e-03, eta: 12:44:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 2.1420, loss: 2.1420 +2025-06-30 04:12:12,419 - pyskl - INFO - Epoch [121][700/3405] lr: 2.356e-03, eta: 12:43:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 2.1086, loss: 2.1086 +2025-06-30 04:12:56,845 - pyskl - INFO - Epoch [121][800/3405] lr: 2.351e-03, eta: 12:42:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 2.1046, loss: 2.1046 +2025-06-30 04:13:41,256 - pyskl - INFO - Epoch [121][900/3405] lr: 2.347e-03, eta: 12:42:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 2.1702, loss: 2.1702 +2025-06-30 04:14:25,746 - pyskl - INFO - Epoch [121][1000/3405] lr: 2.342e-03, eta: 12:41:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 2.1004, loss: 2.1004 +2025-06-30 04:15:10,180 - pyskl - INFO - Epoch [121][1100/3405] lr: 2.338e-03, eta: 12:40:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 2.0432, loss: 2.0432 +2025-06-30 04:15:54,742 - pyskl - INFO - Epoch [121][1200/3405] lr: 2.333e-03, eta: 12:39:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 2.1471, loss: 2.1471 +2025-06-30 04:16:39,141 - pyskl - INFO - Epoch [121][1300/3405] lr: 2.329e-03, eta: 12:39:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.1060, loss: 2.1060 +2025-06-30 04:17:23,476 - pyskl - INFO - Epoch [121][1400/3405] lr: 2.324e-03, eta: 12:38:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 2.1195, loss: 2.1195 +2025-06-30 04:18:07,918 - pyskl - INFO - Epoch [121][1500/3405] lr: 2.320e-03, eta: 12:37:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 2.1841, loss: 2.1841 +2025-06-30 04:18:52,377 - pyskl - INFO - Epoch [121][1600/3405] lr: 2.316e-03, eta: 12:36:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 2.0620, loss: 2.0620 +2025-06-30 04:19:36,805 - pyskl - INFO - Epoch [121][1700/3405] lr: 2.311e-03, eta: 12:36:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 2.0306, loss: 2.0306 +2025-06-30 04:20:21,243 - pyskl - INFO - Epoch [121][1800/3405] lr: 2.307e-03, eta: 12:35:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 2.1426, loss: 2.1426 +2025-06-30 04:21:05,777 - pyskl - INFO - Epoch [121][1900/3405] lr: 2.302e-03, eta: 12:34:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 2.0747, loss: 2.0747 +2025-06-30 04:21:50,288 - pyskl - INFO - Epoch [121][2000/3405] lr: 2.298e-03, eta: 12:33:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 2.2089, loss: 2.2089 +2025-06-30 04:22:34,832 - pyskl - INFO - Epoch [121][2100/3405] lr: 2.293e-03, eta: 12:33:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 2.1653, loss: 2.1653 +2025-06-30 04:23:19,374 - pyskl - INFO - Epoch [121][2200/3405] lr: 2.289e-03, eta: 12:32:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.0346, loss: 2.0346 +2025-06-30 04:24:03,863 - pyskl - INFO - Epoch [121][2300/3405] lr: 2.284e-03, eta: 12:31:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 2.1588, loss: 2.1588 +2025-06-30 04:24:48,349 - pyskl - INFO - Epoch [121][2400/3405] lr: 2.280e-03, eta: 12:30:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 2.1425, loss: 2.1425 +2025-06-30 04:25:32,927 - pyskl - INFO - Epoch [121][2500/3405] lr: 2.276e-03, eta: 12:29:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 1.0000, loss_cls: 2.1643, loss: 2.1643 +2025-06-30 04:26:17,446 - pyskl - INFO - Epoch [121][2600/3405] lr: 2.271e-03, eta: 12:29:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 2.1464, loss: 2.1464 +2025-06-30 04:27:01,929 - pyskl - INFO - Epoch [121][2700/3405] lr: 2.267e-03, eta: 12:28:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 2.1315, loss: 2.1315 +2025-06-30 04:27:46,408 - pyskl - INFO - Epoch [121][2800/3405] lr: 2.262e-03, eta: 12:27:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 2.1703, loss: 2.1703 +2025-06-30 04:28:30,979 - pyskl - INFO - Epoch [121][2900/3405] lr: 2.258e-03, eta: 12:26:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 2.0622, loss: 2.0622 +2025-06-30 04:29:15,638 - pyskl - INFO - Epoch [121][3000/3405] lr: 2.253e-03, eta: 12:26:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 2.0631, loss: 2.0631 +2025-06-30 04:30:00,277 - pyskl - INFO - Epoch [121][3100/3405] lr: 2.249e-03, eta: 12:25:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 2.2343, loss: 2.2343 +2025-06-30 04:30:44,950 - pyskl - INFO - Epoch [121][3200/3405] lr: 2.245e-03, eta: 12:24:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 2.1614, loss: 2.1614 +2025-06-30 04:31:29,627 - pyskl - INFO - Epoch [121][3300/3405] lr: 2.240e-03, eta: 12:23:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 2.1649, loss: 2.1649 +2025-06-30 04:32:14,314 - pyskl - INFO - Epoch [121][3400/3405] lr: 2.236e-03, eta: 12:23:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 2.1338, loss: 2.1338 +2025-06-30 04:32:17,005 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-06-30 04:36:14,011 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 04:36:14,567 - pyskl - INFO - +top1_acc 0.8643 +top5_acc 0.9751 +2025-06-30 04:36:14,619 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_120.pth was removed +2025-06-30 04:36:15,644 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2025-06-30 04:36:15,645 - pyskl - INFO - Best top1_acc is 0.8643 at 121 epoch. +2025-06-30 04:36:15,664 - pyskl - INFO - Epoch(val) [121][3718] top1_acc: 0.8643, top5_acc: 0.9751 +2025-06-30 04:37:23,855 - pyskl - INFO - Epoch [122][100/3405] lr: 2.231e-03, eta: 12:22:28, time: 0.682, data_time: 0.233, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 2.1184, loss: 2.1184 +2025-06-30 04:38:08,625 - pyskl - INFO - Epoch [122][200/3405] lr: 2.227e-03, eta: 12:21:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.0188, loss: 2.0188 +2025-06-30 04:38:53,165 - pyskl - INFO - Epoch [122][300/3405] lr: 2.223e-03, eta: 12:20:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 2.0887, loss: 2.0887 +2025-06-30 04:39:37,588 - pyskl - INFO - Epoch [122][400/3405] lr: 2.218e-03, eta: 12:20:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 2.0745, loss: 2.0745 +2025-06-30 04:40:22,157 - pyskl - INFO - Epoch [122][500/3405] lr: 2.214e-03, eta: 12:19:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 2.0637, loss: 2.0637 +2025-06-30 04:41:06,711 - pyskl - INFO - Epoch [122][600/3405] lr: 2.209e-03, eta: 12:18:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 2.0985, loss: 2.0985 +2025-06-30 04:41:51,171 - pyskl - INFO - Epoch [122][700/3405] lr: 2.205e-03, eta: 12:17:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 2.1107, loss: 2.1107 +2025-06-30 04:42:35,596 - pyskl - INFO - Epoch [122][800/3405] lr: 2.201e-03, eta: 12:17:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 2.0693, loss: 2.0693 +2025-06-30 04:43:20,155 - pyskl - INFO - Epoch [122][900/3405] lr: 2.196e-03, eta: 12:16:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 2.1281, loss: 2.1281 +2025-06-30 04:44:04,652 - pyskl - INFO - Epoch [122][1000/3405] lr: 2.192e-03, eta: 12:15:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 2.1384, loss: 2.1384 +2025-06-30 04:44:49,297 - pyskl - INFO - Epoch [122][1100/3405] lr: 2.188e-03, eta: 12:14:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 2.1630, loss: 2.1630 +2025-06-30 04:45:34,103 - pyskl - INFO - Epoch [122][1200/3405] lr: 2.183e-03, eta: 12:14:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 2.0656, loss: 2.0656 +2025-06-30 04:46:18,813 - pyskl - INFO - Epoch [122][1300/3405] lr: 2.179e-03, eta: 12:13:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 2.1395, loss: 2.1395 +2025-06-30 04:47:03,438 - pyskl - INFO - Epoch [122][1400/3405] lr: 2.175e-03, eta: 12:12:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 2.0281, loss: 2.0281 +2025-06-30 04:47:48,032 - pyskl - INFO - Epoch [122][1500/3405] lr: 2.170e-03, eta: 12:11:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 2.1653, loss: 2.1653 +2025-06-30 04:48:32,587 - pyskl - INFO - Epoch [122][1600/3405] lr: 2.166e-03, eta: 12:11:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 2.1191, loss: 2.1191 +2025-06-30 04:49:17,158 - pyskl - INFO - Epoch [122][1700/3405] lr: 2.162e-03, eta: 12:10:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.1181, loss: 2.1181 +2025-06-30 04:50:01,743 - pyskl - INFO - Epoch [122][1800/3405] lr: 2.157e-03, eta: 12:09:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 2.1444, loss: 2.1444 +2025-06-30 04:50:46,286 - pyskl - INFO - Epoch [122][1900/3405] lr: 2.153e-03, eta: 12:08:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 2.1797, loss: 2.1797 +2025-06-30 04:51:30,766 - pyskl - INFO - Epoch [122][2000/3405] lr: 2.149e-03, eta: 12:08:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 2.1420, loss: 2.1420 +2025-06-30 04:52:15,273 - pyskl - INFO - Epoch [122][2100/3405] lr: 2.144e-03, eta: 12:07:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 2.1740, loss: 2.1740 +2025-06-30 04:52:59,660 - pyskl - INFO - Epoch [122][2200/3405] lr: 2.140e-03, eta: 12:06:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 2.1669, loss: 2.1669 +2025-06-30 04:53:44,127 - pyskl - INFO - Epoch [122][2300/3405] lr: 2.136e-03, eta: 12:05:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 2.1290, loss: 2.1290 +2025-06-30 04:54:28,542 - pyskl - INFO - Epoch [122][2400/3405] lr: 2.131e-03, eta: 12:05:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 2.0909, loss: 2.0909 +2025-06-30 04:55:12,990 - pyskl - INFO - Epoch [122][2500/3405] lr: 2.127e-03, eta: 12:04:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 2.1468, loss: 2.1468 +2025-06-30 04:55:57,493 - pyskl - INFO - Epoch [122][2600/3405] lr: 2.123e-03, eta: 12:03:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.0730, loss: 2.0730 +2025-06-30 04:56:41,925 - pyskl - INFO - Epoch [122][2700/3405] lr: 2.119e-03, eta: 12:02:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9962, loss_cls: 2.1595, loss: 2.1595 +2025-06-30 04:57:26,451 - pyskl - INFO - Epoch [122][2800/3405] lr: 2.114e-03, eta: 12:02:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 2.0487, loss: 2.0487 +2025-06-30 04:58:10,972 - pyskl - INFO - Epoch [122][2900/3405] lr: 2.110e-03, eta: 12:01:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 2.1209, loss: 2.1209 +2025-06-30 04:58:55,442 - pyskl - INFO - Epoch [122][3000/3405] lr: 2.106e-03, eta: 12:00:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 2.1759, loss: 2.1759 +2025-06-30 04:59:39,972 - pyskl - INFO - Epoch [122][3100/3405] lr: 2.102e-03, eta: 11:59:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 2.1526, loss: 2.1526 +2025-06-30 05:00:24,434 - pyskl - INFO - Epoch [122][3200/3405] lr: 2.097e-03, eta: 11:59:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.1316, loss: 2.1316 +2025-06-30 05:01:09,007 - pyskl - INFO - Epoch [122][3300/3405] lr: 2.093e-03, eta: 11:58:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 2.0568, loss: 2.0568 +2025-06-30 05:01:53,598 - pyskl - INFO - Epoch [122][3400/3405] lr: 2.089e-03, eta: 11:57:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 2.1195, loss: 2.1195 +2025-06-30 05:01:56,211 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-06-30 05:05:52,704 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 05:05:53,252 - pyskl - INFO - +top1_acc 0.8563 +top5_acc 0.9729 +2025-06-30 05:05:53,273 - pyskl - INFO - Epoch(val) [122][3718] top1_acc: 0.8563, top5_acc: 0.9729 +2025-06-30 05:07:00,779 - pyskl - INFO - Epoch [123][100/3405] lr: 2.084e-03, eta: 11:56:51, time: 0.675, data_time: 0.229, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 2.0621, loss: 2.0621 +2025-06-30 05:07:45,342 - pyskl - INFO - Epoch [123][200/3405] lr: 2.080e-03, eta: 11:56:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.9764, loss: 1.9764 +2025-06-30 05:08:29,834 - pyskl - INFO - Epoch [123][300/3405] lr: 2.076e-03, eta: 11:55:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 2.0620, loss: 2.0620 +2025-06-30 05:09:14,406 - pyskl - INFO - Epoch [123][400/3405] lr: 2.072e-03, eta: 11:54:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 2.0985, loss: 2.0985 +2025-06-30 05:09:58,987 - pyskl - INFO - Epoch [123][500/3405] lr: 2.067e-03, eta: 11:53:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 2.0145, loss: 2.0145 +2025-06-30 05:10:43,434 - pyskl - INFO - Epoch [123][600/3405] lr: 2.063e-03, eta: 11:53:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 2.0063, loss: 2.0063 +2025-06-30 05:11:27,829 - pyskl - INFO - Epoch [123][700/3405] lr: 2.059e-03, eta: 11:52:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 2.0602, loss: 2.0602 +2025-06-30 05:12:12,243 - pyskl - INFO - Epoch [123][800/3405] lr: 2.055e-03, eta: 11:51:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 2.1091, loss: 2.1091 +2025-06-30 05:12:56,620 - pyskl - INFO - Epoch [123][900/3405] lr: 2.050e-03, eta: 11:50:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 2.0213, loss: 2.0213 +2025-06-30 05:13:41,028 - pyskl - INFO - Epoch [123][1000/3405] lr: 2.046e-03, eta: 11:50:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.9923, loss: 1.9923 +2025-06-30 05:14:25,464 - pyskl - INFO - Epoch [123][1100/3405] lr: 2.042e-03, eta: 11:49:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 2.0719, loss: 2.0719 +2025-06-30 05:15:09,886 - pyskl - INFO - Epoch [123][1200/3405] lr: 2.038e-03, eta: 11:48:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 2.0633, loss: 2.0633 +2025-06-30 05:15:54,286 - pyskl - INFO - Epoch [123][1300/3405] lr: 2.034e-03, eta: 11:47:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 2.0578, loss: 2.0578 +2025-06-30 05:16:38,690 - pyskl - INFO - Epoch [123][1400/3405] lr: 2.029e-03, eta: 11:47:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.0536, loss: 2.0536 +2025-06-30 05:17:23,099 - pyskl - INFO - Epoch [123][1500/3405] lr: 2.025e-03, eta: 11:46:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 2.0720, loss: 2.0720 +2025-06-30 05:18:07,583 - pyskl - INFO - Epoch [123][1600/3405] lr: 2.021e-03, eta: 11:45:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 2.0104, loss: 2.0104 +2025-06-30 05:18:52,091 - pyskl - INFO - Epoch [123][1700/3405] lr: 2.017e-03, eta: 11:44:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 2.0706, loss: 2.0706 +2025-06-30 05:19:36,518 - pyskl - INFO - Epoch [123][1800/3405] lr: 2.013e-03, eta: 11:44:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.0336, loss: 2.0336 +2025-06-30 05:20:21,104 - pyskl - INFO - Epoch [123][1900/3405] lr: 2.008e-03, eta: 11:43:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 2.0315, loss: 2.0315 +2025-06-30 05:21:05,465 - pyskl - INFO - Epoch [123][2000/3405] lr: 2.004e-03, eta: 11:42:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 2.0086, loss: 2.0086 +2025-06-30 05:21:49,933 - pyskl - INFO - Epoch [123][2100/3405] lr: 2.000e-03, eta: 11:41:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 2.0536, loss: 2.0536 +2025-06-30 05:22:34,351 - pyskl - INFO - Epoch [123][2200/3405] lr: 1.996e-03, eta: 11:40:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.1066, loss: 2.1066 +2025-06-30 05:23:18,772 - pyskl - INFO - Epoch [123][2300/3405] lr: 1.992e-03, eta: 11:40:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 2.1214, loss: 2.1214 +2025-06-30 05:24:03,347 - pyskl - INFO - Epoch [123][2400/3405] lr: 1.988e-03, eta: 11:39:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 2.0735, loss: 2.0735 +2025-06-30 05:24:47,864 - pyskl - INFO - Epoch [123][2500/3405] lr: 1.983e-03, eta: 11:38:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 2.1054, loss: 2.1054 +2025-06-30 05:25:32,247 - pyskl - INFO - Epoch [123][2600/3405] lr: 1.979e-03, eta: 11:37:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 2.0772, loss: 2.0772 +2025-06-30 05:26:16,639 - pyskl - INFO - Epoch [123][2700/3405] lr: 1.975e-03, eta: 11:37:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 2.1297, loss: 2.1297 +2025-06-30 05:27:00,920 - pyskl - INFO - Epoch [123][2800/3405] lr: 1.971e-03, eta: 11:36:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 2.0666, loss: 2.0666 +2025-06-30 05:27:45,396 - pyskl - INFO - Epoch [123][2900/3405] lr: 1.967e-03, eta: 11:35:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 2.0945, loss: 2.0945 +2025-06-30 05:28:29,845 - pyskl - INFO - Epoch [123][3000/3405] lr: 1.963e-03, eta: 11:34:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 2.0436, loss: 2.0436 +2025-06-30 05:29:14,375 - pyskl - INFO - Epoch [123][3100/3405] lr: 1.959e-03, eta: 11:34:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 2.0902, loss: 2.0902 +2025-06-30 05:29:58,733 - pyskl - INFO - Epoch [123][3200/3405] lr: 1.954e-03, eta: 11:33:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 2.1129, loss: 2.1129 +2025-06-30 05:30:43,191 - pyskl - INFO - Epoch [123][3300/3405] lr: 1.950e-03, eta: 11:32:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 2.0073, loss: 2.0073 +2025-06-30 05:31:27,820 - pyskl - INFO - Epoch [123][3400/3405] lr: 1.946e-03, eta: 11:31:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 2.0703, loss: 2.0703 +2025-06-30 05:31:30,456 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-06-30 05:35:26,490 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 05:35:27,209 - pyskl - INFO - +top1_acc 0.8606 +top5_acc 0.9747 +2025-06-30 05:35:27,230 - pyskl - INFO - Epoch(val) [123][3718] top1_acc: 0.8606, top5_acc: 0.9747 +2025-06-30 05:36:34,970 - pyskl - INFO - Epoch [124][100/3405] lr: 1.942e-03, eta: 11:31:12, time: 0.677, data_time: 0.232, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.9404, loss: 1.9404 +2025-06-30 05:37:19,445 - pyskl - INFO - Epoch [124][200/3405] lr: 1.938e-03, eta: 11:30:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 2.0231, loss: 2.0231 +2025-06-30 05:38:04,058 - pyskl - INFO - Epoch [124][300/3405] lr: 1.934e-03, eta: 11:29:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 2.0152, loss: 2.0152 +2025-06-30 05:38:48,571 - pyskl - INFO - Epoch [124][400/3405] lr: 1.929e-03, eta: 11:28:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 2.0945, loss: 2.0945 +2025-06-30 05:39:33,145 - pyskl - INFO - Epoch [124][500/3405] lr: 1.925e-03, eta: 11:28:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.9624, loss: 1.9624 +2025-06-30 05:40:17,705 - pyskl - INFO - Epoch [124][600/3405] lr: 1.921e-03, eta: 11:27:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 2.0415, loss: 2.0415 +2025-06-30 05:41:02,262 - pyskl - INFO - Epoch [124][700/3405] lr: 1.917e-03, eta: 11:26:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 2.0421, loss: 2.0421 +2025-06-30 05:41:46,804 - pyskl - INFO - Epoch [124][800/3405] lr: 1.913e-03, eta: 11:25:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 2.0631, loss: 2.0631 +2025-06-30 05:42:31,281 - pyskl - INFO - Epoch [124][900/3405] lr: 1.909e-03, eta: 11:25:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 2.0882, loss: 2.0882 +2025-06-30 05:43:15,650 - pyskl - INFO - Epoch [124][1000/3405] lr: 1.905e-03, eta: 11:24:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.9970, loss: 1.9970 +2025-06-30 05:44:00,126 - pyskl - INFO - Epoch [124][1100/3405] lr: 1.901e-03, eta: 11:23:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 2.1069, loss: 2.1069 +2025-06-30 05:44:44,540 - pyskl - INFO - Epoch [124][1200/3405] lr: 1.897e-03, eta: 11:22:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 2.0376, loss: 2.0376 +2025-06-30 05:45:29,043 - pyskl - INFO - Epoch [124][1300/3405] lr: 1.893e-03, eta: 11:22:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 2.0850, loss: 2.0850 +2025-06-30 05:46:13,514 - pyskl - INFO - Epoch [124][1400/3405] lr: 1.889e-03, eta: 11:21:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 2.0531, loss: 2.0531 +2025-06-30 05:46:58,155 - pyskl - INFO - Epoch [124][1500/3405] lr: 1.885e-03, eta: 11:20:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.9434, loss: 1.9434 +2025-06-30 05:47:42,605 - pyskl - INFO - Epoch [124][1600/3405] lr: 1.881e-03, eta: 11:19:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 2.0498, loss: 2.0498 +2025-06-30 05:48:27,025 - pyskl - INFO - Epoch [124][1700/3405] lr: 1.876e-03, eta: 11:19:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.9139, loss: 1.9139 +2025-06-30 05:49:11,574 - pyskl - INFO - Epoch [124][1800/3405] lr: 1.872e-03, eta: 11:18:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.0179, loss: 2.0179 +2025-06-30 05:49:56,290 - pyskl - INFO - Epoch [124][1900/3405] lr: 1.868e-03, eta: 11:17:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 2.0464, loss: 2.0464 +2025-06-30 05:50:40,871 - pyskl - INFO - Epoch [124][2000/3405] lr: 1.864e-03, eta: 11:16:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 2.0437, loss: 2.0437 +2025-06-30 05:51:25,453 - pyskl - INFO - Epoch [124][2100/3405] lr: 1.860e-03, eta: 11:16:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.9301, loss: 1.9301 +2025-06-30 05:52:10,111 - pyskl - INFO - Epoch [124][2200/3405] lr: 1.856e-03, eta: 11:15:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 2.0045, loss: 2.0045 +2025-06-30 05:52:54,965 - pyskl - INFO - Epoch [124][2300/3405] lr: 1.852e-03, eta: 11:14:36, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.9958, loss: 1.9958 +2025-06-30 05:53:39,883 - pyskl - INFO - Epoch [124][2400/3405] lr: 1.848e-03, eta: 11:13:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 2.0585, loss: 2.0585 +2025-06-30 05:54:24,871 - pyskl - INFO - Epoch [124][2500/3405] lr: 1.844e-03, eta: 11:13:05, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 2.0895, loss: 2.0895 +2025-06-30 05:55:09,739 - pyskl - INFO - Epoch [124][2600/3405] lr: 1.840e-03, eta: 11:12:20, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.9547, loss: 1.9547 +2025-06-30 05:55:54,398 - pyskl - INFO - Epoch [124][2700/3405] lr: 1.836e-03, eta: 11:11:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 2.0392, loss: 2.0392 +2025-06-30 05:56:39,129 - pyskl - INFO - Epoch [124][2800/3405] lr: 1.832e-03, eta: 11:10:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 2.0963, loss: 2.0963 +2025-06-30 05:57:23,704 - pyskl - INFO - Epoch [124][2900/3405] lr: 1.828e-03, eta: 11:10:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 2.0752, loss: 2.0752 +2025-06-30 05:58:08,382 - pyskl - INFO - Epoch [124][3000/3405] lr: 1.824e-03, eta: 11:09:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 2.0236, loss: 2.0236 +2025-06-30 05:58:52,966 - pyskl - INFO - Epoch [124][3100/3405] lr: 1.820e-03, eta: 11:08:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 2.0684, loss: 2.0684 +2025-06-30 05:59:37,689 - pyskl - INFO - Epoch [124][3200/3405] lr: 1.816e-03, eta: 11:07:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 2.0980, loss: 2.0980 +2025-06-30 06:00:22,214 - pyskl - INFO - Epoch [124][3300/3405] lr: 1.812e-03, eta: 11:07:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 2.1126, loss: 2.1126 +2025-06-30 06:01:06,746 - pyskl - INFO - Epoch [124][3400/3405] lr: 1.808e-03, eta: 11:06:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 2.0810, loss: 2.0810 +2025-06-30 06:01:09,394 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-06-30 06:05:06,041 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 06:05:06,658 - pyskl - INFO - +top1_acc 0.8612 +top5_acc 0.9747 +2025-06-30 06:05:06,682 - pyskl - INFO - Epoch(val) [124][3718] top1_acc: 0.8612, top5_acc: 0.9747 +2025-06-30 06:06:15,026 - pyskl - INFO - Epoch [125][100/3405] lr: 1.804e-03, eta: 11:05:35, time: 0.683, data_time: 0.236, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.9854, loss: 1.9854 +2025-06-30 06:06:59,615 - pyskl - INFO - Epoch [125][200/3405] lr: 1.800e-03, eta: 11:04:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 2.0284, loss: 2.0284 +2025-06-30 06:07:44,318 - pyskl - INFO - Epoch [125][300/3405] lr: 1.796e-03, eta: 11:04:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 2.0154, loss: 2.0154 +2025-06-30 06:08:29,001 - pyskl - INFO - Epoch [125][400/3405] lr: 1.792e-03, eta: 11:03:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.9327, loss: 1.9327 +2025-06-30 06:09:13,686 - pyskl - INFO - Epoch [125][500/3405] lr: 1.788e-03, eta: 11:02:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.9711, loss: 1.9711 +2025-06-30 06:09:58,312 - pyskl - INFO - Epoch [125][600/3405] lr: 1.784e-03, eta: 11:01:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.9895, loss: 1.9895 +2025-06-30 06:10:43,160 - pyskl - INFO - Epoch [125][700/3405] lr: 1.780e-03, eta: 11:01:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.9743, loss: 1.9743 +2025-06-30 06:11:27,914 - pyskl - INFO - Epoch [125][800/3405] lr: 1.776e-03, eta: 11:00:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.1089, loss: 2.1089 +2025-06-30 06:12:12,678 - pyskl - INFO - Epoch [125][900/3405] lr: 1.772e-03, eta: 10:59:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 2.0177, loss: 2.0177 +2025-06-30 06:12:57,487 - pyskl - INFO - Epoch [125][1000/3405] lr: 1.768e-03, eta: 10:58:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 2.0254, loss: 2.0254 +2025-06-30 06:13:41,799 - pyskl - INFO - Epoch [125][1100/3405] lr: 1.764e-03, eta: 10:58:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.9839, loss: 1.9839 +2025-06-30 06:14:26,138 - pyskl - INFO - Epoch [125][1200/3405] lr: 1.760e-03, eta: 10:57:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.9946, loss: 1.9946 +2025-06-30 06:15:10,713 - pyskl - INFO - Epoch [125][1300/3405] lr: 1.757e-03, eta: 10:56:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 2.0111, loss: 2.0111 +2025-06-30 06:15:55,158 - pyskl - INFO - Epoch [125][1400/3405] lr: 1.753e-03, eta: 10:55:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 2.0040, loss: 2.0040 +2025-06-30 06:16:39,643 - pyskl - INFO - Epoch [125][1500/3405] lr: 1.749e-03, eta: 10:55:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 2.0102, loss: 2.0102 +2025-06-30 06:17:24,228 - pyskl - INFO - Epoch [125][1600/3405] lr: 1.745e-03, eta: 10:54:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9557, loss: 1.9557 +2025-06-30 06:18:08,722 - pyskl - INFO - Epoch [125][1700/3405] lr: 1.741e-03, eta: 10:53:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.9635, loss: 1.9635 +2025-06-30 06:18:53,423 - pyskl - INFO - Epoch [125][1800/3405] lr: 1.737e-03, eta: 10:52:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.9667, loss: 1.9667 +2025-06-30 06:19:37,845 - pyskl - INFO - Epoch [125][1900/3405] lr: 1.733e-03, eta: 10:52:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 2.0371, loss: 2.0371 +2025-06-30 06:20:22,336 - pyskl - INFO - Epoch [125][2000/3405] lr: 1.729e-03, eta: 10:51:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 2.0518, loss: 2.0518 +2025-06-30 06:21:06,851 - pyskl - INFO - Epoch [125][2100/3405] lr: 1.725e-03, eta: 10:50:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.9523, loss: 1.9523 +2025-06-30 06:21:51,614 - pyskl - INFO - Epoch [125][2200/3405] lr: 1.721e-03, eta: 10:49:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 2.0046, loss: 2.0046 +2025-06-30 06:22:36,137 - pyskl - INFO - Epoch [125][2300/3405] lr: 1.717e-03, eta: 10:48:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.0206, loss: 2.0206 +2025-06-30 06:23:20,605 - pyskl - INFO - Epoch [125][2400/3405] lr: 1.714e-03, eta: 10:48:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 2.0668, loss: 2.0668 +2025-06-30 06:24:05,094 - pyskl - INFO - Epoch [125][2500/3405] lr: 1.710e-03, eta: 10:47:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.9757, loss: 1.9757 +2025-06-30 06:24:49,654 - pyskl - INFO - Epoch [125][2600/3405] lr: 1.706e-03, eta: 10:46:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 2.0278, loss: 2.0278 +2025-06-30 06:25:34,240 - pyskl - INFO - Epoch [125][2700/3405] lr: 1.702e-03, eta: 10:45:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.9853, loss: 1.9853 +2025-06-30 06:26:18,803 - pyskl - INFO - Epoch [125][2800/3405] lr: 1.698e-03, eta: 10:45:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 2.0233, loss: 2.0233 +2025-06-30 06:27:03,275 - pyskl - INFO - Epoch [125][2900/3405] lr: 1.694e-03, eta: 10:44:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.9381, loss: 1.9381 +2025-06-30 06:27:47,782 - pyskl - INFO - Epoch [125][3000/3405] lr: 1.690e-03, eta: 10:43:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.9846, loss: 1.9846 +2025-06-30 06:28:32,292 - pyskl - INFO - Epoch [125][3100/3405] lr: 1.686e-03, eta: 10:42:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 2.0366, loss: 2.0366 +2025-06-30 06:29:16,755 - pyskl - INFO - Epoch [125][3200/3405] lr: 1.683e-03, eta: 10:42:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.9858, loss: 1.9858 +2025-06-30 06:30:01,236 - pyskl - INFO - Epoch [125][3300/3405] lr: 1.679e-03, eta: 10:41:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 2.1076, loss: 2.1076 +2025-06-30 06:30:45,712 - pyskl - INFO - Epoch [125][3400/3405] lr: 1.675e-03, eta: 10:40:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.9972, loss: 1.9972 +2025-06-30 06:30:48,347 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-06-30 06:50:35,152 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 06:50:35,762 - pyskl - INFO - +top1_acc 0.8693 +top5_acc 0.9765 +2025-06-30 06:50:35,814 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_121.pth was removed +2025-06-30 06:50:36,831 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2025-06-30 06:50:36,833 - pyskl - INFO - Best top1_acc is 0.8693 at 125 epoch. +2025-06-30 06:50:36,854 - pyskl - INFO - Epoch(val) [125][3718] top1_acc: 0.8693, top5_acc: 0.9765 +2025-06-30 06:51:45,939 - pyskl - INFO - Epoch [126][100/3405] lr: 1.671e-03, eta: 10:39:58, time: 0.691, data_time: 0.244, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 2.0070, loss: 2.0070 +2025-06-30 06:52:30,486 - pyskl - INFO - Epoch [126][200/3405] lr: 1.667e-03, eta: 10:39:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.9621, loss: 1.9621 +2025-06-30 06:53:15,002 - pyskl - INFO - Epoch [126][300/3405] lr: 1.663e-03, eta: 10:38:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9369, loss: 1.9369 +2025-06-30 06:53:59,827 - pyskl - INFO - Epoch [126][400/3405] lr: 1.659e-03, eta: 10:37:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.9898, loss: 1.9898 +2025-06-30 06:54:44,502 - pyskl - INFO - Epoch [126][500/3405] lr: 1.656e-03, eta: 10:36:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.9968, loss: 1.9968 +2025-06-30 06:55:29,110 - pyskl - INFO - Epoch [126][600/3405] lr: 1.652e-03, eta: 10:36:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9571, loss: 1.9571 +2025-06-30 06:56:13,596 - pyskl - INFO - Epoch [126][700/3405] lr: 1.648e-03, eta: 10:35:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 2.0191, loss: 2.0191 +2025-06-30 06:56:58,162 - pyskl - INFO - Epoch [126][800/3405] lr: 1.644e-03, eta: 10:34:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8373, loss: 1.8373 +2025-06-30 06:57:42,707 - pyskl - INFO - Epoch [126][900/3405] lr: 1.640e-03, eta: 10:33:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.9898, loss: 1.9898 +2025-06-30 06:58:27,116 - pyskl - INFO - Epoch [126][1000/3405] lr: 1.636e-03, eta: 10:33:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.9492, loss: 1.9492 +2025-06-30 06:59:11,511 - pyskl - INFO - Epoch [126][1100/3405] lr: 1.633e-03, eta: 10:32:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 2.0020, loss: 2.0020 +2025-06-30 06:59:55,938 - pyskl - INFO - Epoch [126][1200/3405] lr: 1.629e-03, eta: 10:31:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.9659, loss: 1.9659 +2025-06-30 07:00:40,373 - pyskl - INFO - Epoch [126][1300/3405] lr: 1.625e-03, eta: 10:30:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9239, loss: 1.9239 +2025-06-30 07:01:24,958 - pyskl - INFO - Epoch [126][1400/3405] lr: 1.621e-03, eta: 10:30:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 2.0584, loss: 2.0584 +2025-06-30 07:02:09,450 - pyskl - INFO - Epoch [126][1500/3405] lr: 1.618e-03, eta: 10:29:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 2.0694, loss: 2.0694 +2025-06-30 07:02:53,889 - pyskl - INFO - Epoch [126][1600/3405] lr: 1.614e-03, eta: 10:28:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 2.0393, loss: 2.0393 +2025-06-30 07:03:38,412 - pyskl - INFO - Epoch [126][1700/3405] lr: 1.610e-03, eta: 10:27:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.9551, loss: 1.9551 +2025-06-30 07:04:22,968 - pyskl - INFO - Epoch [126][1800/3405] lr: 1.606e-03, eta: 10:27:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.9906, loss: 1.9906 +2025-06-30 07:05:07,574 - pyskl - INFO - Epoch [126][1900/3405] lr: 1.602e-03, eta: 10:26:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 2.0054, loss: 2.0054 +2025-06-30 07:05:52,023 - pyskl - INFO - Epoch [126][2000/3405] lr: 1.599e-03, eta: 10:25:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9567, loss: 1.9567 +2025-06-30 07:06:36,483 - pyskl - INFO - Epoch [126][2100/3405] lr: 1.595e-03, eta: 10:24:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.9997, loss: 1.9997 +2025-06-30 07:07:21,017 - pyskl - INFO - Epoch [126][2200/3405] lr: 1.591e-03, eta: 10:24:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.9336, loss: 1.9336 +2025-06-30 07:08:05,565 - pyskl - INFO - Epoch [126][2300/3405] lr: 1.587e-03, eta: 10:23:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.9242, loss: 1.9242 +2025-06-30 07:08:50,169 - pyskl - INFO - Epoch [126][2400/3405] lr: 1.584e-03, eta: 10:22:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9763, loss: 1.9763 +2025-06-30 07:09:34,649 - pyskl - INFO - Epoch [126][2500/3405] lr: 1.580e-03, eta: 10:21:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9193, loss: 1.9193 +2025-06-30 07:10:19,217 - pyskl - INFO - Epoch [126][2600/3405] lr: 1.576e-03, eta: 10:21:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 2.0512, loss: 2.0512 +2025-06-30 07:11:03,698 - pyskl - INFO - Epoch [126][2700/3405] lr: 1.572e-03, eta: 10:20:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.9960, loss: 1.9960 +2025-06-30 07:11:48,220 - pyskl - INFO - Epoch [126][2800/3405] lr: 1.569e-03, eta: 10:19:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.9802, loss: 1.9802 +2025-06-30 07:12:32,672 - pyskl - INFO - Epoch [126][2900/3405] lr: 1.565e-03, eta: 10:18:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 2.0280, loss: 2.0280 +2025-06-30 07:13:17,223 - pyskl - INFO - Epoch [126][3000/3405] lr: 1.561e-03, eta: 10:18:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.9889, loss: 1.9889 +2025-06-30 07:14:01,705 - pyskl - INFO - Epoch [126][3100/3405] lr: 1.558e-03, eta: 10:17:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9244, loss: 1.9244 +2025-06-30 07:14:46,239 - pyskl - INFO - Epoch [126][3200/3405] lr: 1.554e-03, eta: 10:16:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 2.0082, loss: 2.0082 +2025-06-30 07:15:30,773 - pyskl - INFO - Epoch [126][3300/3405] lr: 1.550e-03, eta: 10:15:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.9805, loss: 1.9805 +2025-06-30 07:16:15,203 - pyskl - INFO - Epoch [126][3400/3405] lr: 1.546e-03, eta: 10:15:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 2.0702, loss: 2.0702 +2025-06-30 07:16:17,945 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-06-30 07:20:14,440 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 07:20:15,004 - pyskl - INFO - +top1_acc 0.8737 +top5_acc 0.9763 +2025-06-30 07:20:15,055 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_125.pth was removed +2025-06-30 07:20:16,094 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-06-30 07:20:16,095 - pyskl - INFO - Best top1_acc is 0.8737 at 126 epoch. +2025-06-30 07:20:16,116 - pyskl - INFO - Epoch(val) [126][3718] top1_acc: 0.8737, top5_acc: 0.9763 +2025-06-30 07:21:24,204 - pyskl - INFO - Epoch [127][100/3405] lr: 1.543e-03, eta: 10:14:20, time: 0.681, data_time: 0.236, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.8781, loss: 1.8781 +2025-06-30 07:22:08,713 - pyskl - INFO - Epoch [127][200/3405] lr: 1.539e-03, eta: 10:13:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9352, loss: 1.9352 +2025-06-30 07:22:53,400 - pyskl - INFO - Epoch [127][300/3405] lr: 1.535e-03, eta: 10:12:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.9449, loss: 1.9449 +2025-06-30 07:23:38,021 - pyskl - INFO - Epoch [127][400/3405] lr: 1.531e-03, eta: 10:12:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9946, loss: 1.9946 +2025-06-30 07:24:22,623 - pyskl - INFO - Epoch [127][500/3405] lr: 1.528e-03, eta: 10:11:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.9522, loss: 1.9522 +2025-06-30 07:25:07,058 - pyskl - INFO - Epoch [127][600/3405] lr: 1.524e-03, eta: 10:10:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2025-06-30 07:25:51,591 - pyskl - INFO - Epoch [127][700/3405] lr: 1.520e-03, eta: 10:09:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 2.0520, loss: 2.0520 +2025-06-30 07:26:36,394 - pyskl - INFO - Epoch [127][800/3405] lr: 1.517e-03, eta: 10:09:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9007, loss: 1.9007 +2025-06-30 07:27:20,925 - pyskl - INFO - Epoch [127][900/3405] lr: 1.513e-03, eta: 10:08:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.9873, loss: 1.9873 +2025-06-30 07:28:05,387 - pyskl - INFO - Epoch [127][1000/3405] lr: 1.509e-03, eta: 10:07:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.9225, loss: 1.9225 +2025-06-30 07:28:49,846 - pyskl - INFO - Epoch [127][1100/3405] lr: 1.506e-03, eta: 10:06:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9097, loss: 1.9097 +2025-06-30 07:29:34,381 - pyskl - INFO - Epoch [127][1200/3405] lr: 1.502e-03, eta: 10:06:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8815, loss: 1.8815 +2025-06-30 07:30:18,907 - pyskl - INFO - Epoch [127][1300/3405] lr: 1.498e-03, eta: 10:05:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9575, loss: 1.9575 +2025-06-30 07:31:03,402 - pyskl - INFO - Epoch [127][1400/3405] lr: 1.495e-03, eta: 10:04:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9748, loss: 1.9748 +2025-06-30 07:31:47,946 - pyskl - INFO - Epoch [127][1500/3405] lr: 1.491e-03, eta: 10:03:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9407, loss: 1.9407 +2025-06-30 07:32:32,460 - pyskl - INFO - Epoch [127][1600/3405] lr: 1.487e-03, eta: 10:03:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.9040, loss: 1.9040 +2025-06-30 07:33:16,947 - pyskl - INFO - Epoch [127][1700/3405] lr: 1.484e-03, eta: 10:02:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.9903, loss: 1.9903 +2025-06-30 07:34:01,506 - pyskl - INFO - Epoch [127][1800/3405] lr: 1.480e-03, eta: 10:01:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9236, loss: 1.9236 +2025-06-30 07:34:45,986 - pyskl - INFO - Epoch [127][1900/3405] lr: 1.477e-03, eta: 10:00:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9586, loss: 1.9586 +2025-06-30 07:35:30,350 - pyskl - INFO - Epoch [127][2000/3405] lr: 1.473e-03, eta: 10:00:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9244, loss: 1.9244 +2025-06-30 07:36:14,720 - pyskl - INFO - Epoch [127][2100/3405] lr: 1.469e-03, eta: 9:59:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9392, loss: 1.9392 +2025-06-30 07:36:59,137 - pyskl - INFO - Epoch [127][2200/3405] lr: 1.466e-03, eta: 9:58:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 2.0056, loss: 2.0056 +2025-06-30 07:37:43,565 - pyskl - INFO - Epoch [127][2300/3405] lr: 1.462e-03, eta: 9:57:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.9121, loss: 1.9121 +2025-06-30 07:38:27,982 - pyskl - INFO - Epoch [127][2400/3405] lr: 1.459e-03, eta: 9:56:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9537, loss: 1.9537 +2025-06-30 07:39:12,576 - pyskl - INFO - Epoch [127][2500/3405] lr: 1.455e-03, eta: 9:56:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.9946, loss: 1.9946 +2025-06-30 07:39:57,016 - pyskl - INFO - Epoch [127][2600/3405] lr: 1.451e-03, eta: 9:55:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 2.0028, loss: 2.0028 +2025-06-30 07:40:41,437 - pyskl - INFO - Epoch [127][2700/3405] lr: 1.448e-03, eta: 9:54:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.9561, loss: 1.9561 +2025-06-30 07:41:25,894 - pyskl - INFO - Epoch [127][2800/3405] lr: 1.444e-03, eta: 9:53:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9620, loss: 1.9620 +2025-06-30 07:42:10,351 - pyskl - INFO - Epoch [127][2900/3405] lr: 1.441e-03, eta: 9:53:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9075, loss: 1.9075 +2025-06-30 07:42:54,778 - pyskl - INFO - Epoch [127][3000/3405] lr: 1.437e-03, eta: 9:52:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.9277, loss: 1.9277 +2025-06-30 07:43:39,354 - pyskl - INFO - Epoch [127][3100/3405] lr: 1.433e-03, eta: 9:51:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.9458, loss: 1.9458 +2025-06-30 07:44:23,798 - pyskl - INFO - Epoch [127][3200/3405] lr: 1.430e-03, eta: 9:50:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9358, loss: 1.9358 +2025-06-30 07:45:08,195 - pyskl - INFO - Epoch [127][3300/3405] lr: 1.426e-03, eta: 9:50:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.9273, loss: 1.9273 +2025-06-30 07:45:52,705 - pyskl - INFO - Epoch [127][3400/3405] lr: 1.423e-03, eta: 9:49:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.9451, loss: 1.9451 +2025-06-30 07:45:55,328 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-06-30 07:49:53,609 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 07:49:54,322 - pyskl - INFO - +top1_acc 0.8730 +top5_acc 0.9765 +2025-06-30 07:49:54,345 - pyskl - INFO - Epoch(val) [127][3718] top1_acc: 0.8730, top5_acc: 0.9765 +2025-06-30 07:51:02,749 - pyskl - INFO - Epoch [128][100/3405] lr: 1.419e-03, eta: 9:48:42, time: 0.684, data_time: 0.237, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.9264, loss: 1.9264 +2025-06-30 07:51:47,433 - pyskl - INFO - Epoch [128][200/3405] lr: 1.415e-03, eta: 9:47:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9584, loss: 1.9584 +2025-06-30 07:52:32,175 - pyskl - INFO - Epoch [128][300/3405] lr: 1.412e-03, eta: 9:47:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.9136, loss: 1.9136 +2025-06-30 07:53:16,719 - pyskl - INFO - Epoch [128][400/3405] lr: 1.408e-03, eta: 9:46:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.9051, loss: 1.9051 +2025-06-30 07:54:01,242 - pyskl - INFO - Epoch [128][500/3405] lr: 1.405e-03, eta: 9:45:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.9445, loss: 1.9445 +2025-06-30 07:54:45,619 - pyskl - INFO - Epoch [128][600/3405] lr: 1.401e-03, eta: 9:44:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9015, loss: 1.9015 +2025-06-30 07:55:30,075 - pyskl - INFO - Epoch [128][700/3405] lr: 1.398e-03, eta: 9:44:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.9285, loss: 1.9285 +2025-06-30 07:56:14,709 - pyskl - INFO - Epoch [128][800/3405] lr: 1.394e-03, eta: 9:43:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.9103, loss: 1.9103 +2025-06-30 07:56:59,295 - pyskl - INFO - Epoch [128][900/3405] lr: 1.391e-03, eta: 9:42:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.9001, loss: 1.9001 +2025-06-30 07:57:43,734 - pyskl - INFO - Epoch [128][1000/3405] lr: 1.387e-03, eta: 9:41:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.9218, loss: 1.9218 +2025-06-30 07:58:28,284 - pyskl - INFO - Epoch [128][1100/3405] lr: 1.384e-03, eta: 9:41:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9049, loss: 1.9049 +2025-06-30 07:59:12,750 - pyskl - INFO - Epoch [128][1200/3405] lr: 1.380e-03, eta: 9:40:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8815, loss: 1.8815 +2025-06-30 07:59:57,304 - pyskl - INFO - Epoch [128][1300/3405] lr: 1.377e-03, eta: 9:39:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8849, loss: 1.8849 +2025-06-30 08:00:41,895 - pyskl - INFO - Epoch [128][1400/3405] lr: 1.373e-03, eta: 9:38:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9336, loss: 1.9336 +2025-06-30 08:01:26,472 - pyskl - INFO - Epoch [128][1500/3405] lr: 1.370e-03, eta: 9:38:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9591, loss: 1.9591 +2025-06-30 08:02:11,122 - pyskl - INFO - Epoch [128][1600/3405] lr: 1.366e-03, eta: 9:37:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8977, loss: 1.8977 +2025-06-30 08:02:55,747 - pyskl - INFO - Epoch [128][1700/3405] lr: 1.363e-03, eta: 9:36:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.9910, loss: 1.9910 +2025-06-30 08:03:40,287 - pyskl - INFO - Epoch [128][1800/3405] lr: 1.359e-03, eta: 9:35:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.8677, loss: 1.8677 +2025-06-30 08:04:24,718 - pyskl - INFO - Epoch [128][1900/3405] lr: 1.356e-03, eta: 9:35:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9684, loss: 1.9684 +2025-06-30 08:05:09,523 - pyskl - INFO - Epoch [128][2000/3405] lr: 1.352e-03, eta: 9:34:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8942, loss: 1.8942 +2025-06-30 08:05:54,194 - pyskl - INFO - Epoch [128][2100/3405] lr: 1.349e-03, eta: 9:33:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.8917, loss: 1.8917 +2025-06-30 08:06:38,930 - pyskl - INFO - Epoch [128][2200/3405] lr: 1.345e-03, eta: 9:32:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.9001, loss: 1.9001 +2025-06-30 08:07:23,658 - pyskl - INFO - Epoch [128][2300/3405] lr: 1.342e-03, eta: 9:32:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8953, loss: 1.8953 +2025-06-30 08:08:08,363 - pyskl - INFO - Epoch [128][2400/3405] lr: 1.338e-03, eta: 9:31:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9257, loss: 1.9257 +2025-06-30 08:08:53,082 - pyskl - INFO - Epoch [128][2500/3405] lr: 1.335e-03, eta: 9:30:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8610, loss: 1.8610 +2025-06-30 08:09:37,626 - pyskl - INFO - Epoch [128][2600/3405] lr: 1.331e-03, eta: 9:29:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.9137, loss: 1.9137 +2025-06-30 08:10:22,166 - pyskl - INFO - Epoch [128][2700/3405] lr: 1.328e-03, eta: 9:29:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9155, loss: 1.9155 +2025-06-30 08:11:06,700 - pyskl - INFO - Epoch [128][2800/3405] lr: 1.324e-03, eta: 9:28:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.9114, loss: 1.9114 +2025-06-30 08:11:51,307 - pyskl - INFO - Epoch [128][2900/3405] lr: 1.321e-03, eta: 9:27:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9171, loss: 1.9171 +2025-06-30 08:12:35,950 - pyskl - INFO - Epoch [128][3000/3405] lr: 1.318e-03, eta: 9:26:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.8394, loss: 1.8394 +2025-06-30 08:13:20,591 - pyskl - INFO - Epoch [128][3100/3405] lr: 1.314e-03, eta: 9:26:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9090, loss: 1.9090 +2025-06-30 08:14:05,254 - pyskl - INFO - Epoch [128][3200/3405] lr: 1.311e-03, eta: 9:25:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 2.0312, loss: 2.0312 +2025-06-30 08:14:49,891 - pyskl - INFO - Epoch [128][3300/3405] lr: 1.307e-03, eta: 9:24:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9067, loss: 1.9067 +2025-06-30 08:15:34,557 - pyskl - INFO - Epoch [128][3400/3405] lr: 1.304e-03, eta: 9:23:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8682, loss: 1.8682 +2025-06-30 08:15:37,318 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-06-30 08:19:32,541 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 08:19:33,099 - pyskl - INFO - +top1_acc 0.8770 +top5_acc 0.9770 +2025-06-30 08:19:33,154 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_126.pth was removed +2025-06-30 08:19:34,362 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2025-06-30 08:19:34,364 - pyskl - INFO - Best top1_acc is 0.8770 at 128 epoch. +2025-06-30 08:19:34,386 - pyskl - INFO - Epoch(val) [128][3718] top1_acc: 0.8770, top5_acc: 0.9770 +2025-06-30 08:20:41,671 - pyskl - INFO - Epoch [129][100/3405] lr: 1.300e-03, eta: 9:23:05, time: 0.673, data_time: 0.228, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8385, loss: 1.8385 +2025-06-30 08:21:26,177 - pyskl - INFO - Epoch [129][200/3405] lr: 1.297e-03, eta: 9:22:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.8825, loss: 1.8825 +2025-06-30 08:22:10,840 - pyskl - INFO - Epoch [129][300/3405] lr: 1.293e-03, eta: 9:21:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.8386, loss: 1.8386 +2025-06-30 08:22:55,521 - pyskl - INFO - Epoch [129][400/3405] lr: 1.290e-03, eta: 9:20:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8825, loss: 1.8825 +2025-06-30 08:23:40,016 - pyskl - INFO - Epoch [129][500/3405] lr: 1.287e-03, eta: 9:20:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8884, loss: 1.8884 +2025-06-30 08:24:24,398 - pyskl - INFO - Epoch [129][600/3405] lr: 1.283e-03, eta: 9:19:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.8811, loss: 1.8811 +2025-06-30 08:25:08,739 - pyskl - INFO - Epoch [129][700/3405] lr: 1.280e-03, eta: 9:18:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.8839, loss: 1.8839 +2025-06-30 08:25:53,050 - pyskl - INFO - Epoch [129][800/3405] lr: 1.276e-03, eta: 9:17:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.9167, loss: 1.9167 +2025-06-30 08:26:37,427 - pyskl - INFO - Epoch [129][900/3405] lr: 1.273e-03, eta: 9:17:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.8443, loss: 1.8443 +2025-06-30 08:27:21,775 - pyskl - INFO - Epoch [129][1000/3405] lr: 1.270e-03, eta: 9:16:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.8475, loss: 1.8475 +2025-06-30 08:28:06,128 - pyskl - INFO - Epoch [129][1100/3405] lr: 1.266e-03, eta: 9:15:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.8691, loss: 1.8691 +2025-06-30 08:28:50,548 - pyskl - INFO - Epoch [129][1200/3405] lr: 1.263e-03, eta: 9:14:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8641, loss: 1.8641 +2025-06-30 08:29:34,908 - pyskl - INFO - Epoch [129][1300/3405] lr: 1.260e-03, eta: 9:14:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8507, loss: 1.8507 +2025-06-30 08:30:19,266 - pyskl - INFO - Epoch [129][1400/3405] lr: 1.256e-03, eta: 9:13:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2025-06-30 08:31:03,725 - pyskl - INFO - Epoch [129][1500/3405] lr: 1.253e-03, eta: 9:12:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8349, loss: 1.8349 +2025-06-30 08:31:48,208 - pyskl - INFO - Epoch [129][1600/3405] lr: 1.249e-03, eta: 9:11:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8971, loss: 1.8971 +2025-06-30 08:32:32,628 - pyskl - INFO - Epoch [129][1700/3405] lr: 1.246e-03, eta: 9:11:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8506, loss: 1.8506 +2025-06-30 08:33:17,126 - pyskl - INFO - Epoch [129][1800/3405] lr: 1.243e-03, eta: 9:10:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9366, loss: 1.9366 +2025-06-30 08:34:01,586 - pyskl - INFO - Epoch [129][1900/3405] lr: 1.239e-03, eta: 9:09:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.8939, loss: 1.8939 +2025-06-30 08:34:46,288 - pyskl - INFO - Epoch [129][2000/3405] lr: 1.236e-03, eta: 9:08:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8592, loss: 1.8592 +2025-06-30 08:35:31,103 - pyskl - INFO - Epoch [129][2100/3405] lr: 1.233e-03, eta: 9:07:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9466, loss: 1.9466 +2025-06-30 08:36:15,603 - pyskl - INFO - Epoch [129][2200/3405] lr: 1.229e-03, eta: 9:07:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.8707, loss: 1.8707 +2025-06-30 08:37:00,032 - pyskl - INFO - Epoch [129][2300/3405] lr: 1.226e-03, eta: 9:06:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9279, loss: 1.9279 +2025-06-30 08:37:44,389 - pyskl - INFO - Epoch [129][2400/3405] lr: 1.223e-03, eta: 9:05:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.8946, loss: 1.8946 +2025-06-30 08:38:28,842 - pyskl - INFO - Epoch [129][2500/3405] lr: 1.219e-03, eta: 9:04:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.8506, loss: 1.8506 +2025-06-30 08:39:13,222 - pyskl - INFO - Epoch [129][2600/3405] lr: 1.216e-03, eta: 9:04:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.9144, loss: 1.9144 +2025-06-30 08:39:57,590 - pyskl - INFO - Epoch [129][2700/3405] lr: 1.213e-03, eta: 9:03:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8551, loss: 1.8551 +2025-06-30 08:40:42,081 - pyskl - INFO - Epoch [129][2800/3405] lr: 1.210e-03, eta: 9:02:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8415, loss: 1.8415 +2025-06-30 08:41:26,662 - pyskl - INFO - Epoch [129][2900/3405] lr: 1.206e-03, eta: 9:01:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8152, loss: 1.8152 +2025-06-30 08:42:11,106 - pyskl - INFO - Epoch [129][3000/3405] lr: 1.203e-03, eta: 9:01:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.8677, loss: 1.8677 +2025-06-30 08:42:55,570 - pyskl - INFO - Epoch [129][3100/3405] lr: 1.200e-03, eta: 9:00:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.9621, loss: 1.9621 +2025-06-30 08:43:39,992 - pyskl - INFO - Epoch [129][3200/3405] lr: 1.196e-03, eta: 8:59:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.8262, loss: 1.8262 +2025-06-30 08:44:24,407 - pyskl - INFO - Epoch [129][3300/3405] lr: 1.193e-03, eta: 8:58:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8686, loss: 1.8686 +2025-06-30 08:45:08,887 - pyskl - INFO - Epoch [129][3400/3405] lr: 1.190e-03, eta: 8:58:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8253, loss: 1.8253 +2025-06-30 08:45:11,475 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-06-30 08:49:06,243 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 08:49:06,871 - pyskl - INFO - +top1_acc 0.8679 +top5_acc 0.9723 +2025-06-30 08:49:06,890 - pyskl - INFO - Epoch(val) [129][3718] top1_acc: 0.8679, top5_acc: 0.9723 +2025-06-30 08:50:13,821 - pyskl - INFO - Epoch [130][100/3405] lr: 1.186e-03, eta: 8:57:26, time: 0.669, data_time: 0.226, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7759, loss: 1.7759 +2025-06-30 08:50:58,321 - pyskl - INFO - Epoch [130][200/3405] lr: 1.183e-03, eta: 8:56:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.8688, loss: 1.8688 +2025-06-30 08:51:42,943 - pyskl - INFO - Epoch [130][300/3405] lr: 1.180e-03, eta: 8:55:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.8019, loss: 1.8019 +2025-06-30 08:52:27,626 - pyskl - INFO - Epoch [130][400/3405] lr: 1.177e-03, eta: 8:55:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.8565, loss: 1.8565 +2025-06-30 08:53:11,955 - pyskl - INFO - Epoch [130][500/3405] lr: 1.173e-03, eta: 8:54:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8848, loss: 1.8848 +2025-06-30 08:53:56,292 - pyskl - INFO - Epoch [130][600/3405] lr: 1.170e-03, eta: 8:53:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8131, loss: 1.8131 +2025-06-30 08:54:40,730 - pyskl - INFO - Epoch [130][700/3405] lr: 1.167e-03, eta: 8:52:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8514, loss: 1.8514 +2025-06-30 08:55:25,291 - pyskl - INFO - Epoch [130][800/3405] lr: 1.164e-03, eta: 8:52:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.9226, loss: 1.9226 +2025-06-30 08:56:09,666 - pyskl - INFO - Epoch [130][900/3405] lr: 1.160e-03, eta: 8:51:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.8761, loss: 1.8761 +2025-06-30 08:56:54,038 - pyskl - INFO - Epoch [130][1000/3405] lr: 1.157e-03, eta: 8:50:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8091, loss: 1.8091 +2025-06-30 08:57:38,427 - pyskl - INFO - Epoch [130][1100/3405] lr: 1.154e-03, eta: 8:49:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.8374, loss: 1.8374 +2025-06-30 08:58:22,819 - pyskl - INFO - Epoch [130][1200/3405] lr: 1.151e-03, eta: 8:49:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8418, loss: 1.8418 +2025-06-30 08:59:07,296 - pyskl - INFO - Epoch [130][1300/3405] lr: 1.147e-03, eta: 8:48:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8332, loss: 1.8332 +2025-06-30 08:59:51,778 - pyskl - INFO - Epoch [130][1400/3405] lr: 1.144e-03, eta: 8:47:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8563, loss: 1.8563 +2025-06-30 09:00:36,296 - pyskl - INFO - Epoch [130][1500/3405] lr: 1.141e-03, eta: 8:46:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.9393, loss: 1.9393 +2025-06-30 09:01:20,707 - pyskl - INFO - Epoch [130][1600/3405] lr: 1.138e-03, eta: 8:46:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.8119, loss: 1.8119 +2025-06-30 09:02:05,092 - pyskl - INFO - Epoch [130][1700/3405] lr: 1.135e-03, eta: 8:45:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8747, loss: 1.8747 +2025-06-30 09:02:49,718 - pyskl - INFO - Epoch [130][1800/3405] lr: 1.131e-03, eta: 8:44:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7684, loss: 1.7684 +2025-06-30 09:03:34,175 - pyskl - INFO - Epoch [130][1900/3405] lr: 1.128e-03, eta: 8:43:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8734, loss: 1.8734 +2025-06-30 09:04:18,550 - pyskl - INFO - Epoch [130][2000/3405] lr: 1.125e-03, eta: 8:43:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.8478, loss: 1.8478 +2025-06-30 09:05:02,910 - pyskl - INFO - Epoch [130][2100/3405] lr: 1.122e-03, eta: 8:42:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9259, loss: 1.9259 +2025-06-30 09:05:47,283 - pyskl - INFO - Epoch [130][2200/3405] lr: 1.119e-03, eta: 8:41:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8690, loss: 1.8690 +2025-06-30 09:06:31,658 - pyskl - INFO - Epoch [130][2300/3405] lr: 1.116e-03, eta: 8:40:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8578, loss: 1.8578 +2025-06-30 09:07:16,091 - pyskl - INFO - Epoch [130][2400/3405] lr: 1.112e-03, eta: 8:40:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.9110, loss: 1.9110 +2025-06-30 09:08:00,525 - pyskl - INFO - Epoch [130][2500/3405] lr: 1.109e-03, eta: 8:39:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8929, loss: 1.8929 +2025-06-30 09:08:44,948 - pyskl - INFO - Epoch [130][2600/3405] lr: 1.106e-03, eta: 8:38:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7776, loss: 1.7776 +2025-06-30 09:09:29,381 - pyskl - INFO - Epoch [130][2700/3405] lr: 1.103e-03, eta: 8:37:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8694, loss: 1.8694 +2025-06-30 09:10:13,882 - pyskl - INFO - Epoch [130][2800/3405] lr: 1.100e-03, eta: 8:37:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.8829, loss: 1.8829 +2025-06-30 09:10:58,335 - pyskl - INFO - Epoch [130][2900/3405] lr: 1.097e-03, eta: 8:36:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.8639, loss: 1.8639 +2025-06-30 09:11:42,804 - pyskl - INFO - Epoch [130][3000/3405] lr: 1.093e-03, eta: 8:35:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.9353, loss: 1.9353 +2025-06-30 09:12:27,159 - pyskl - INFO - Epoch [130][3100/3405] lr: 1.090e-03, eta: 8:34:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.8402, loss: 1.8402 +2025-06-30 09:13:11,581 - pyskl - INFO - Epoch [130][3200/3405] lr: 1.087e-03, eta: 8:34:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8551, loss: 1.8551 +2025-06-30 09:13:56,233 - pyskl - INFO - Epoch [130][3300/3405] lr: 1.084e-03, eta: 8:33:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8762, loss: 1.8762 +2025-06-30 09:14:40,558 - pyskl - INFO - Epoch [130][3400/3405] lr: 1.081e-03, eta: 8:32:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.8557, loss: 1.8557 +2025-06-30 09:14:43,152 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-06-30 09:33:21,091 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 09:33:21,724 - pyskl - INFO - +top1_acc 0.8792 +top5_acc 0.9780 +2025-06-30 09:33:21,778 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_128.pth was removed +2025-06-30 09:33:22,836 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2025-06-30 09:33:22,838 - pyskl - INFO - Best top1_acc is 0.8792 at 130 epoch. +2025-06-30 09:33:22,860 - pyskl - INFO - Epoch(val) [130][3718] top1_acc: 0.8792, top5_acc: 0.9780 +2025-06-30 09:34:30,152 - pyskl - INFO - Epoch [131][100/3405] lr: 1.078e-03, eta: 8:31:48, time: 0.673, data_time: 0.229, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7866, loss: 1.7866 +2025-06-30 09:35:14,693 - pyskl - INFO - Epoch [131][200/3405] lr: 1.074e-03, eta: 8:31:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7936, loss: 1.7936 +2025-06-30 09:35:59,210 - pyskl - INFO - Epoch [131][300/3405] lr: 1.071e-03, eta: 8:30:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.8702, loss: 1.8702 +2025-06-30 09:36:43,872 - pyskl - INFO - Epoch [131][400/3405] lr: 1.068e-03, eta: 8:29:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.8556, loss: 1.8556 +2025-06-30 09:37:28,543 - pyskl - INFO - Epoch [131][500/3405] lr: 1.065e-03, eta: 8:28:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.8428, loss: 1.8428 +2025-06-30 09:38:12,945 - pyskl - INFO - Epoch [131][600/3405] lr: 1.062e-03, eta: 8:28:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.8242, loss: 1.8242 +2025-06-30 09:38:57,463 - pyskl - INFO - Epoch [131][700/3405] lr: 1.059e-03, eta: 8:27:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8843, loss: 1.8843 +2025-06-30 09:39:41,887 - pyskl - INFO - Epoch [131][800/3405] lr: 1.056e-03, eta: 8:26:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7799, loss: 1.7799 +2025-06-30 09:40:26,456 - pyskl - INFO - Epoch [131][900/3405] lr: 1.053e-03, eta: 8:25:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8698, loss: 1.8698 +2025-06-30 09:41:11,043 - pyskl - INFO - Epoch [131][1000/3405] lr: 1.050e-03, eta: 8:25:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8574, loss: 1.8574 +2025-06-30 09:41:55,558 - pyskl - INFO - Epoch [131][1100/3405] lr: 1.047e-03, eta: 8:24:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.8081, loss: 1.8081 +2025-06-30 09:42:40,225 - pyskl - INFO - Epoch [131][1200/3405] lr: 1.043e-03, eta: 8:23:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8516, loss: 1.8516 +2025-06-30 09:43:24,717 - pyskl - INFO - Epoch [131][1300/3405] lr: 1.040e-03, eta: 8:22:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8314, loss: 1.8314 +2025-06-30 09:44:09,190 - pyskl - INFO - Epoch [131][1400/3405] lr: 1.037e-03, eta: 8:22:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.8153, loss: 1.8153 +2025-06-30 09:44:53,686 - pyskl - INFO - Epoch [131][1500/3405] lr: 1.034e-03, eta: 8:21:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.8168, loss: 1.8168 +2025-06-30 09:45:38,129 - pyskl - INFO - Epoch [131][1600/3405] lr: 1.031e-03, eta: 8:20:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8363, loss: 1.8363 +2025-06-30 09:46:22,538 - pyskl - INFO - Epoch [131][1700/3405] lr: 1.028e-03, eta: 8:19:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9007, loss: 1.9007 +2025-06-30 09:47:06,931 - pyskl - INFO - Epoch [131][1800/3405] lr: 1.025e-03, eta: 8:18:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.8731, loss: 1.8731 +2025-06-30 09:47:51,265 - pyskl - INFO - Epoch [131][1900/3405] lr: 1.022e-03, eta: 8:18:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8829, loss: 1.8829 +2025-06-30 09:48:35,673 - pyskl - INFO - Epoch [131][2000/3405] lr: 1.019e-03, eta: 8:17:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7391, loss: 1.7391 +2025-06-30 09:49:19,986 - pyskl - INFO - Epoch [131][2100/3405] lr: 1.016e-03, eta: 8:16:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8278, loss: 1.8278 +2025-06-30 09:50:04,517 - pyskl - INFO - Epoch [131][2200/3405] lr: 1.013e-03, eta: 8:15:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7957, loss: 1.7957 +2025-06-30 09:50:48,815 - pyskl - INFO - Epoch [131][2300/3405] lr: 1.010e-03, eta: 8:15:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8140, loss: 1.8140 +2025-06-30 09:51:33,502 - pyskl - INFO - Epoch [131][2400/3405] lr: 1.007e-03, eta: 8:14:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8031, loss: 1.8031 +2025-06-30 09:52:18,214 - pyskl - INFO - Epoch [131][2500/3405] lr: 1.004e-03, eta: 8:13:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7547, loss: 1.7547 +2025-06-30 09:53:02,865 - pyskl - INFO - Epoch [131][2600/3405] lr: 1.001e-03, eta: 8:12:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9148, loss: 1.9148 +2025-06-30 09:53:47,507 - pyskl - INFO - Epoch [131][2700/3405] lr: 9.979e-04, eta: 8:12:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.8376, loss: 1.8376 +2025-06-30 09:54:32,178 - pyskl - INFO - Epoch [131][2800/3405] lr: 9.948e-04, eta: 8:11:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.7541, loss: 1.7541 +2025-06-30 09:55:16,718 - pyskl - INFO - Epoch [131][2900/3405] lr: 9.918e-04, eta: 8:10:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9264, loss: 1.9264 +2025-06-30 09:56:01,126 - pyskl - INFO - Epoch [131][3000/3405] lr: 9.888e-04, eta: 8:09:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.8284, loss: 1.8284 +2025-06-30 09:56:45,529 - pyskl - INFO - Epoch [131][3100/3405] lr: 9.858e-04, eta: 8:09:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.9212, loss: 1.9212 +2025-06-30 09:57:30,041 - pyskl - INFO - Epoch [131][3200/3405] lr: 9.829e-04, eta: 8:08:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.8300, loss: 1.8300 +2025-06-30 09:58:14,394 - pyskl - INFO - Epoch [131][3300/3405] lr: 9.799e-04, eta: 8:07:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8353, loss: 1.8353 +2025-06-30 09:58:58,734 - pyskl - INFO - Epoch [131][3400/3405] lr: 9.769e-04, eta: 8:06:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8032, loss: 1.8032 +2025-06-30 09:59:01,285 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-06-30 10:02:58,595 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 10:02:59,145 - pyskl - INFO - +top1_acc 0.8794 +top5_acc 0.9778 +2025-06-30 10:02:59,197 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_130.pth was removed +2025-06-30 10:03:00,225 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2025-06-30 10:03:00,226 - pyskl - INFO - Best top1_acc is 0.8794 at 131 epoch. +2025-06-30 10:03:00,247 - pyskl - INFO - Epoch(val) [131][3718] top1_acc: 0.8794, top5_acc: 0.9778 +2025-06-30 10:04:07,769 - pyskl - INFO - Epoch [132][100/3405] lr: 9.738e-04, eta: 8:06:10, time: 0.675, data_time: 0.231, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.8412, loss: 1.8412 +2025-06-30 10:04:52,266 - pyskl - INFO - Epoch [132][200/3405] lr: 9.708e-04, eta: 8:05:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.8273, loss: 1.8273 +2025-06-30 10:05:36,852 - pyskl - INFO - Epoch [132][300/3405] lr: 9.678e-04, eta: 8:04:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7477, loss: 1.7477 +2025-06-30 10:06:21,417 - pyskl - INFO - Epoch [132][400/3405] lr: 9.649e-04, eta: 8:03:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.7701, loss: 1.7701 +2025-06-30 10:07:05,809 - pyskl - INFO - Epoch [132][500/3405] lr: 9.619e-04, eta: 8:03:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7980, loss: 1.7980 +2025-06-30 10:07:50,161 - pyskl - INFO - Epoch [132][600/3405] lr: 9.589e-04, eta: 8:02:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7832, loss: 1.7832 +2025-06-30 10:08:34,605 - pyskl - INFO - Epoch [132][700/3405] lr: 9.560e-04, eta: 8:01:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8235, loss: 1.8235 +2025-06-30 10:09:19,135 - pyskl - INFO - Epoch [132][800/3405] lr: 9.530e-04, eta: 8:00:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7497, loss: 1.7497 +2025-06-30 10:10:03,645 - pyskl - INFO - Epoch [132][900/3405] lr: 9.501e-04, eta: 8:00:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.8482, loss: 1.8482 +2025-06-30 10:10:48,192 - pyskl - INFO - Epoch [132][1000/3405] lr: 9.472e-04, eta: 7:59:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7723, loss: 1.7723 +2025-06-30 10:11:32,714 - pyskl - INFO - Epoch [132][1100/3405] lr: 9.442e-04, eta: 7:58:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.8012, loss: 1.8012 +2025-06-30 10:12:17,329 - pyskl - INFO - Epoch [132][1200/3405] lr: 9.413e-04, eta: 7:57:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.8631, loss: 1.8631 +2025-06-30 10:13:01,936 - pyskl - INFO - Epoch [132][1300/3405] lr: 9.384e-04, eta: 7:57:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.8149, loss: 1.8149 +2025-06-30 10:13:46,364 - pyskl - INFO - Epoch [132][1400/3405] lr: 9.355e-04, eta: 7:56:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7825, loss: 1.7825 +2025-06-30 10:14:30,744 - pyskl - INFO - Epoch [132][1500/3405] lr: 9.325e-04, eta: 7:55:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7962, loss: 1.7962 +2025-06-30 10:15:15,130 - pyskl - INFO - Epoch [132][1600/3405] lr: 9.296e-04, eta: 7:54:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7616, loss: 1.7616 +2025-06-30 10:15:59,665 - pyskl - INFO - Epoch [132][1700/3405] lr: 9.267e-04, eta: 7:54:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7924, loss: 1.7924 +2025-06-30 10:16:44,177 - pyskl - INFO - Epoch [132][1800/3405] lr: 9.238e-04, eta: 7:53:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.8042, loss: 1.8042 +2025-06-30 10:17:28,831 - pyskl - INFO - Epoch [132][1900/3405] lr: 9.209e-04, eta: 7:52:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.8146, loss: 1.8146 +2025-06-30 10:18:13,281 - pyskl - INFO - Epoch [132][2000/3405] lr: 9.180e-04, eta: 7:51:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.8435, loss: 1.8435 +2025-06-30 10:18:57,669 - pyskl - INFO - Epoch [132][2100/3405] lr: 9.151e-04, eta: 7:51:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9055, loss: 1.9055 +2025-06-30 10:19:41,978 - pyskl - INFO - Epoch [132][2200/3405] lr: 9.122e-04, eta: 7:50:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.8408, loss: 1.8408 +2025-06-30 10:20:26,584 - pyskl - INFO - Epoch [132][2300/3405] lr: 9.094e-04, eta: 7:49:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7890, loss: 1.7890 +2025-06-30 10:21:11,110 - pyskl - INFO - Epoch [132][2400/3405] lr: 9.065e-04, eta: 7:48:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.8236, loss: 1.8236 +2025-06-30 10:21:55,845 - pyskl - INFO - Epoch [132][2500/3405] lr: 9.036e-04, eta: 7:48:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.8592, loss: 1.8592 +2025-06-30 10:22:40,326 - pyskl - INFO - Epoch [132][2600/3405] lr: 9.007e-04, eta: 7:47:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.8243, loss: 1.8243 +2025-06-30 10:23:24,991 - pyskl - INFO - Epoch [132][2700/3405] lr: 8.979e-04, eta: 7:46:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.8049, loss: 1.8049 +2025-06-30 10:24:09,600 - pyskl - INFO - Epoch [132][2800/3405] lr: 8.950e-04, eta: 7:45:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7861, loss: 1.7861 +2025-06-30 10:24:54,114 - pyskl - INFO - Epoch [132][2900/3405] lr: 8.922e-04, eta: 7:45:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.8192, loss: 1.8192 +2025-06-30 10:25:38,549 - pyskl - INFO - Epoch [132][3000/3405] lr: 8.893e-04, eta: 7:44:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.7738, loss: 1.7738 +2025-06-30 10:26:22,938 - pyskl - INFO - Epoch [132][3100/3405] lr: 8.865e-04, eta: 7:43:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.8789, loss: 1.8789 +2025-06-30 10:27:07,523 - pyskl - INFO - Epoch [132][3200/3405] lr: 8.836e-04, eta: 7:42:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.8335, loss: 1.8335 +2025-06-30 10:27:52,181 - pyskl - INFO - Epoch [132][3300/3405] lr: 8.808e-04, eta: 7:42:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.8171, loss: 1.8171 +2025-06-30 10:28:36,697 - pyskl - INFO - Epoch [132][3400/3405] lr: 8.780e-04, eta: 7:41:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.8881, loss: 1.8881 +2025-06-30 10:28:39,276 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-06-30 10:32:35,679 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 10:32:36,258 - pyskl - INFO - +top1_acc 0.8762 +top5_acc 0.9772 +2025-06-30 10:32:36,277 - pyskl - INFO - Epoch(val) [132][3718] top1_acc: 0.8762, top5_acc: 0.9772 +2025-06-30 10:33:44,017 - pyskl - INFO - Epoch [133][100/3405] lr: 8.750e-04, eta: 7:40:32, time: 0.677, data_time: 0.231, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7553, loss: 1.7553 +2025-06-30 10:34:28,611 - pyskl - INFO - Epoch [133][200/3405] lr: 8.722e-04, eta: 7:39:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7944, loss: 1.7944 +2025-06-30 10:35:13,260 - pyskl - INFO - Epoch [133][300/3405] lr: 8.694e-04, eta: 7:39:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7129, loss: 1.7129 +2025-06-30 10:35:57,851 - pyskl - INFO - Epoch [133][400/3405] lr: 8.665e-04, eta: 7:38:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.8747, loss: 1.8747 +2025-06-30 10:36:42,700 - pyskl - INFO - Epoch [133][500/3405] lr: 8.637e-04, eta: 7:37:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7976, loss: 1.7976 +2025-06-30 10:37:27,149 - pyskl - INFO - Epoch [133][600/3405] lr: 8.609e-04, eta: 7:36:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.8550, loss: 1.8550 +2025-06-30 10:38:11,638 - pyskl - INFO - Epoch [133][700/3405] lr: 8.581e-04, eta: 7:36:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7781, loss: 1.7781 +2025-06-30 10:38:56,129 - pyskl - INFO - Epoch [133][800/3405] lr: 8.553e-04, eta: 7:35:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.8108, loss: 1.8108 +2025-06-30 10:39:40,662 - pyskl - INFO - Epoch [133][900/3405] lr: 8.525e-04, eta: 7:34:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7621, loss: 1.7621 +2025-06-30 10:40:25,188 - pyskl - INFO - Epoch [133][1000/3405] lr: 8.497e-04, eta: 7:33:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.8008, loss: 1.8008 +2025-06-30 10:41:09,671 - pyskl - INFO - Epoch [133][1100/3405] lr: 8.470e-04, eta: 7:33:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.8205, loss: 1.8205 +2025-06-30 10:41:54,196 - pyskl - INFO - Epoch [133][1200/3405] lr: 8.442e-04, eta: 7:32:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7961, loss: 1.7961 +2025-06-30 10:42:38,711 - pyskl - INFO - Epoch [133][1300/3405] lr: 8.414e-04, eta: 7:31:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.8266, loss: 1.8266 +2025-06-30 10:43:23,179 - pyskl - INFO - Epoch [133][1400/3405] lr: 8.386e-04, eta: 7:30:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7914, loss: 1.7914 +2025-06-30 10:44:07,702 - pyskl - INFO - Epoch [133][1500/3405] lr: 8.359e-04, eta: 7:29:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7776, loss: 1.7776 +2025-06-30 10:44:52,291 - pyskl - INFO - Epoch [133][1600/3405] lr: 8.331e-04, eta: 7:29:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7210, loss: 1.7210 +2025-06-30 10:45:36,843 - pyskl - INFO - Epoch [133][1700/3405] lr: 8.303e-04, eta: 7:28:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7357, loss: 1.7357 +2025-06-30 10:46:21,449 - pyskl - INFO - Epoch [133][1800/3405] lr: 8.276e-04, eta: 7:27:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7791, loss: 1.7791 +2025-06-30 10:47:05,934 - pyskl - INFO - Epoch [133][1900/3405] lr: 8.248e-04, eta: 7:26:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7882, loss: 1.7882 +2025-06-30 10:47:50,526 - pyskl - INFO - Epoch [133][2000/3405] lr: 8.221e-04, eta: 7:26:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.7911, loss: 1.7911 +2025-06-30 10:48:35,065 - pyskl - INFO - Epoch [133][2100/3405] lr: 8.194e-04, eta: 7:25:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7749, loss: 1.7749 +2025-06-30 10:49:19,537 - pyskl - INFO - Epoch [133][2200/3405] lr: 8.166e-04, eta: 7:24:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7393, loss: 1.7393 +2025-06-30 10:50:04,008 - pyskl - INFO - Epoch [133][2300/3405] lr: 8.139e-04, eta: 7:23:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.8339, loss: 1.8339 +2025-06-30 10:50:48,592 - pyskl - INFO - Epoch [133][2400/3405] lr: 8.112e-04, eta: 7:23:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7376, loss: 1.7376 +2025-06-30 10:51:33,016 - pyskl - INFO - Epoch [133][2500/3405] lr: 8.084e-04, eta: 7:22:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7631, loss: 1.7631 +2025-06-30 10:52:17,464 - pyskl - INFO - Epoch [133][2600/3405] lr: 8.057e-04, eta: 7:21:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.8205, loss: 1.8205 +2025-06-30 10:53:01,962 - pyskl - INFO - Epoch [133][2700/3405] lr: 8.030e-04, eta: 7:20:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7679, loss: 1.7679 +2025-06-30 10:53:46,466 - pyskl - INFO - Epoch [133][2800/3405] lr: 8.003e-04, eta: 7:20:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7361, loss: 1.7361 +2025-06-30 10:54:30,950 - pyskl - INFO - Epoch [133][2900/3405] lr: 7.976e-04, eta: 7:19:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7782, loss: 1.7782 +2025-06-30 10:55:15,434 - pyskl - INFO - Epoch [133][3000/3405] lr: 7.949e-04, eta: 7:18:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7508, loss: 1.7508 +2025-06-30 10:55:59,883 - pyskl - INFO - Epoch [133][3100/3405] lr: 7.922e-04, eta: 7:17:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7622, loss: 1.7622 +2025-06-30 10:56:44,385 - pyskl - INFO - Epoch [133][3200/3405] lr: 7.895e-04, eta: 7:17:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.8025, loss: 1.8025 +2025-06-30 10:57:28,821 - pyskl - INFO - Epoch [133][3300/3405] lr: 7.868e-04, eta: 7:16:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7173, loss: 1.7173 +2025-06-30 10:58:13,238 - pyskl - INFO - Epoch [133][3400/3405] lr: 7.841e-04, eta: 7:15:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7785, loss: 1.7785 +2025-06-30 10:58:15,825 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-06-30 11:02:12,022 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 11:02:12,580 - pyskl - INFO - +top1_acc 0.8793 +top5_acc 0.9779 +2025-06-30 11:02:12,600 - pyskl - INFO - Epoch(val) [133][3718] top1_acc: 0.8793, top5_acc: 0.9779 +2025-06-30 11:03:20,366 - pyskl - INFO - Epoch [134][100/3405] lr: 7.813e-04, eta: 7:14:54, time: 0.678, data_time: 0.233, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.8102, loss: 1.8102 +2025-06-30 11:04:04,855 - pyskl - INFO - Epoch [134][200/3405] lr: 7.787e-04, eta: 7:14:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7675, loss: 1.7675 +2025-06-30 11:04:49,391 - pyskl - INFO - Epoch [134][300/3405] lr: 7.760e-04, eta: 7:13:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7353, loss: 1.7353 +2025-06-30 11:05:33,833 - pyskl - INFO - Epoch [134][400/3405] lr: 7.733e-04, eta: 7:12:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7520, loss: 1.7520 +2025-06-30 11:06:18,400 - pyskl - INFO - Epoch [134][500/3405] lr: 7.707e-04, eta: 7:11:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7885, loss: 1.7885 +2025-06-30 11:07:02,843 - pyskl - INFO - Epoch [134][600/3405] lr: 7.680e-04, eta: 7:11:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7504, loss: 1.7504 +2025-06-30 11:07:47,342 - pyskl - INFO - Epoch [134][700/3405] lr: 7.653e-04, eta: 7:10:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7399, loss: 1.7399 +2025-06-30 11:08:31,780 - pyskl - INFO - Epoch [134][800/3405] lr: 7.627e-04, eta: 7:09:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7470, loss: 1.7470 +2025-06-30 11:09:16,376 - pyskl - INFO - Epoch [134][900/3405] lr: 7.601e-04, eta: 7:08:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7292, loss: 1.7292 +2025-06-30 11:10:00,919 - pyskl - INFO - Epoch [134][1000/3405] lr: 7.574e-04, eta: 7:08:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6868, loss: 1.6868 +2025-06-30 11:10:45,415 - pyskl - INFO - Epoch [134][1100/3405] lr: 7.548e-04, eta: 7:07:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7582, loss: 1.7582 +2025-06-30 11:11:29,915 - pyskl - INFO - Epoch [134][1200/3405] lr: 7.522e-04, eta: 7:06:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7127, loss: 1.7127 +2025-06-30 11:12:14,387 - pyskl - INFO - Epoch [134][1300/3405] lr: 7.495e-04, eta: 7:05:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7325, loss: 1.7325 +2025-06-30 11:12:58,836 - pyskl - INFO - Epoch [134][1400/3405] lr: 7.469e-04, eta: 7:05:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.8019, loss: 1.8019 +2025-06-30 11:13:43,246 - pyskl - INFO - Epoch [134][1500/3405] lr: 7.443e-04, eta: 7:04:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8334, loss: 1.8334 +2025-06-30 11:14:27,695 - pyskl - INFO - Epoch [134][1600/3405] lr: 7.417e-04, eta: 7:03:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.8097, loss: 1.8097 +2025-06-30 11:15:12,255 - pyskl - INFO - Epoch [134][1700/3405] lr: 7.391e-04, eta: 7:02:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6946, loss: 1.6946 +2025-06-30 11:15:56,648 - pyskl - INFO - Epoch [134][1800/3405] lr: 7.365e-04, eta: 7:02:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7562, loss: 1.7562 +2025-06-30 11:16:40,900 - pyskl - INFO - Epoch [134][1900/3405] lr: 7.339e-04, eta: 7:01:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7576, loss: 1.7576 +2025-06-30 11:17:25,241 - pyskl - INFO - Epoch [134][2000/3405] lr: 7.313e-04, eta: 7:00:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.8028, loss: 1.8028 +2025-06-30 11:18:09,588 - pyskl - INFO - Epoch [134][2100/3405] lr: 7.287e-04, eta: 6:59:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7804, loss: 1.7804 +2025-06-30 11:18:54,068 - pyskl - INFO - Epoch [134][2200/3405] lr: 7.261e-04, eta: 6:59:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7354, loss: 1.7354 +2025-06-30 11:19:38,357 - pyskl - INFO - Epoch [134][2300/3405] lr: 7.235e-04, eta: 6:58:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.7764, loss: 1.7764 +2025-06-30 11:20:22,648 - pyskl - INFO - Epoch [134][2400/3405] lr: 7.210e-04, eta: 6:57:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.8326, loss: 1.8326 +2025-06-30 11:21:06,988 - pyskl - INFO - Epoch [134][2500/3405] lr: 7.184e-04, eta: 6:56:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7744, loss: 1.7744 +2025-06-30 11:21:51,272 - pyskl - INFO - Epoch [134][2600/3405] lr: 7.158e-04, eta: 6:56:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7202, loss: 1.7202 +2025-06-30 11:22:35,560 - pyskl - INFO - Epoch [134][2700/3405] lr: 7.133e-04, eta: 6:55:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7535, loss: 1.7535 +2025-06-30 11:23:19,876 - pyskl - INFO - Epoch [134][2800/3405] lr: 7.107e-04, eta: 6:54:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7313, loss: 1.7313 +2025-06-30 11:24:04,251 - pyskl - INFO - Epoch [134][2900/3405] lr: 7.081e-04, eta: 6:53:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7994, loss: 1.7994 +2025-06-30 11:24:48,549 - pyskl - INFO - Epoch [134][3000/3405] lr: 7.056e-04, eta: 6:53:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7880, loss: 1.7880 +2025-06-30 11:25:32,953 - pyskl - INFO - Epoch [134][3100/3405] lr: 7.031e-04, eta: 6:52:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.8280, loss: 1.8280 +2025-06-30 11:26:17,299 - pyskl - INFO - Epoch [134][3200/3405] lr: 7.005e-04, eta: 6:51:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7263, loss: 1.7263 +2025-06-30 11:27:01,739 - pyskl - INFO - Epoch [134][3300/3405] lr: 6.980e-04, eta: 6:50:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7679, loss: 1.7679 +2025-06-30 11:27:46,150 - pyskl - INFO - Epoch [134][3400/3405] lr: 6.954e-04, eta: 6:50:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7875, loss: 1.7875 +2025-06-30 11:27:48,730 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-06-30 11:31:44,997 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 11:31:45,555 - pyskl - INFO - +top1_acc 0.8812 +top5_acc 0.9783 +2025-06-30 11:31:45,610 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_131.pth was removed +2025-06-30 11:31:46,692 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2025-06-30 11:31:46,694 - pyskl - INFO - Best top1_acc is 0.8812 at 134 epoch. +2025-06-30 11:31:46,718 - pyskl - INFO - Epoch(val) [134][3718] top1_acc: 0.8812, top5_acc: 0.9783 +2025-06-30 11:32:54,599 - pyskl - INFO - Epoch [135][100/3405] lr: 6.928e-04, eta: 6:49:16, time: 0.679, data_time: 0.233, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.8371, loss: 1.8371 +2025-06-30 11:33:39,124 - pyskl - INFO - Epoch [135][200/3405] lr: 6.903e-04, eta: 6:48:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7582, loss: 1.7582 +2025-06-30 11:34:23,607 - pyskl - INFO - Epoch [135][300/3405] lr: 6.878e-04, eta: 6:47:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6891, loss: 1.6891 +2025-06-30 11:35:08,046 - pyskl - INFO - Epoch [135][400/3405] lr: 6.852e-04, eta: 6:47:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7386, loss: 1.7386 +2025-06-30 11:35:52,364 - pyskl - INFO - Epoch [135][500/3405] lr: 6.827e-04, eta: 6:46:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7192, loss: 1.7192 +2025-06-30 11:36:36,730 - pyskl - INFO - Epoch [135][600/3405] lr: 6.802e-04, eta: 6:45:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6815, loss: 1.6815 +2025-06-30 11:37:21,108 - pyskl - INFO - Epoch [135][700/3405] lr: 6.777e-04, eta: 6:44:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7117, loss: 1.7117 +2025-06-30 11:38:05,529 - pyskl - INFO - Epoch [135][800/3405] lr: 6.752e-04, eta: 6:44:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.7178, loss: 1.7178 +2025-06-30 11:38:49,881 - pyskl - INFO - Epoch [135][900/3405] lr: 6.727e-04, eta: 6:43:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7000, loss: 1.7000 +2025-06-30 11:39:34,395 - pyskl - INFO - Epoch [135][1000/3405] lr: 6.703e-04, eta: 6:42:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7895, loss: 1.7895 +2025-06-30 11:40:18,904 - pyskl - INFO - Epoch [135][1100/3405] lr: 6.678e-04, eta: 6:41:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.7763, loss: 1.7763 +2025-06-30 11:41:03,299 - pyskl - INFO - Epoch [135][1200/3405] lr: 6.653e-04, eta: 6:40:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7487, loss: 1.7487 +2025-06-30 11:41:47,634 - pyskl - INFO - Epoch [135][1300/3405] lr: 6.628e-04, eta: 6:40:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7646, loss: 1.7646 +2025-06-30 11:42:32,116 - pyskl - INFO - Epoch [135][1400/3405] lr: 6.604e-04, eta: 6:39:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7001, loss: 1.7001 +2025-06-30 11:43:16,485 - pyskl - INFO - Epoch [135][1500/3405] lr: 6.579e-04, eta: 6:38:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7818, loss: 1.7818 +2025-06-30 11:44:00,983 - pyskl - INFO - Epoch [135][1600/3405] lr: 6.554e-04, eta: 6:37:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.6852, loss: 1.6852 +2025-06-30 11:44:45,361 - pyskl - INFO - Epoch [135][1700/3405] lr: 6.530e-04, eta: 6:37:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7295, loss: 1.7295 +2025-06-30 11:45:29,827 - pyskl - INFO - Epoch [135][1800/3405] lr: 6.505e-04, eta: 6:36:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7245, loss: 1.7245 +2025-06-30 11:46:14,270 - pyskl - INFO - Epoch [135][1900/3405] lr: 6.481e-04, eta: 6:35:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7251, loss: 1.7251 +2025-06-30 11:46:58,696 - pyskl - INFO - Epoch [135][2000/3405] lr: 6.456e-04, eta: 6:34:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7055, loss: 1.7055 +2025-06-30 11:47:43,097 - pyskl - INFO - Epoch [135][2100/3405] lr: 6.432e-04, eta: 6:34:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7328, loss: 1.7328 +2025-06-30 11:48:27,602 - pyskl - INFO - Epoch [135][2200/3405] lr: 6.408e-04, eta: 6:33:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7346, loss: 1.7346 +2025-06-30 11:49:12,109 - pyskl - INFO - Epoch [135][2300/3405] lr: 6.383e-04, eta: 6:32:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7438, loss: 1.7438 +2025-06-30 11:49:56,487 - pyskl - INFO - Epoch [135][2400/3405] lr: 6.359e-04, eta: 6:31:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6823, loss: 1.6823 +2025-06-30 11:50:40,884 - pyskl - INFO - Epoch [135][2500/3405] lr: 6.335e-04, eta: 6:31:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7866, loss: 1.7866 +2025-06-30 11:51:25,270 - pyskl - INFO - Epoch [135][2600/3405] lr: 6.311e-04, eta: 6:30:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7443, loss: 1.7443 +2025-06-30 11:52:09,658 - pyskl - INFO - Epoch [135][2700/3405] lr: 6.287e-04, eta: 6:29:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7378, loss: 1.7378 +2025-06-30 11:52:54,071 - pyskl - INFO - Epoch [135][2800/3405] lr: 6.263e-04, eta: 6:28:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7249, loss: 1.7249 +2025-06-30 11:53:38,409 - pyskl - INFO - Epoch [135][2900/3405] lr: 6.239e-04, eta: 6:28:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7504, loss: 1.7504 +2025-06-30 11:54:22,784 - pyskl - INFO - Epoch [135][3000/3405] lr: 6.215e-04, eta: 6:27:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7134, loss: 1.7134 +2025-06-30 11:55:07,167 - pyskl - INFO - Epoch [135][3100/3405] lr: 6.191e-04, eta: 6:26:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7443, loss: 1.7443 +2025-06-30 11:55:51,614 - pyskl - INFO - Epoch [135][3200/3405] lr: 6.167e-04, eta: 6:25:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6465, loss: 1.6465 +2025-06-30 11:56:36,075 - pyskl - INFO - Epoch [135][3300/3405] lr: 6.143e-04, eta: 6:25:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7019, loss: 1.7019 +2025-06-30 11:57:20,602 - pyskl - INFO - Epoch [135][3400/3405] lr: 6.119e-04, eta: 6:24:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7435, loss: 1.7435 +2025-06-30 11:57:23,417 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-06-30 12:17:11,805 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 12:17:12,438 - pyskl - INFO - +top1_acc 0.8822 +top5_acc 0.9778 +2025-06-30 12:17:12,494 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_134.pth was removed +2025-06-30 12:17:13,552 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-06-30 12:17:13,553 - pyskl - INFO - Best top1_acc is 0.8822 at 135 epoch. +2025-06-30 12:17:13,574 - pyskl - INFO - Epoch(val) [135][3718] top1_acc: 0.8822, top5_acc: 0.9778 +2025-06-30 12:18:21,366 - pyskl - INFO - Epoch [136][100/3405] lr: 6.094e-04, eta: 6:23:38, time: 0.678, data_time: 0.233, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7663, loss: 1.7663 +2025-06-30 12:19:06,165 - pyskl - INFO - Epoch [136][200/3405] lr: 6.071e-04, eta: 6:22:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6956, loss: 1.6956 +2025-06-30 12:19:50,934 - pyskl - INFO - Epoch [136][300/3405] lr: 6.047e-04, eta: 6:22:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6911, loss: 1.6911 +2025-06-30 12:20:35,305 - pyskl - INFO - Epoch [136][400/3405] lr: 6.023e-04, eta: 6:21:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7026, loss: 1.7026 +2025-06-30 12:21:19,723 - pyskl - INFO - Epoch [136][500/3405] lr: 6.000e-04, eta: 6:20:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.7122, loss: 1.7122 +2025-06-30 12:22:04,202 - pyskl - INFO - Epoch [136][600/3405] lr: 5.976e-04, eta: 6:19:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6607, loss: 1.6607 +2025-06-30 12:22:48,766 - pyskl - INFO - Epoch [136][700/3405] lr: 5.953e-04, eta: 6:19:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.7525, loss: 1.7525 +2025-06-30 12:23:33,279 - pyskl - INFO - Epoch [136][800/3405] lr: 5.930e-04, eta: 6:18:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6942, loss: 1.6942 +2025-06-30 12:24:17,851 - pyskl - INFO - Epoch [136][900/3405] lr: 5.906e-04, eta: 6:17:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6422, loss: 1.6422 +2025-06-30 12:25:02,457 - pyskl - INFO - Epoch [136][1000/3405] lr: 5.883e-04, eta: 6:16:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.7419, loss: 1.7419 +2025-06-30 12:25:47,075 - pyskl - INFO - Epoch [136][1100/3405] lr: 5.860e-04, eta: 6:16:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6738, loss: 1.6738 +2025-06-30 12:26:31,670 - pyskl - INFO - Epoch [136][1200/3405] lr: 5.836e-04, eta: 6:15:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6731, loss: 1.6731 +2025-06-30 12:27:16,167 - pyskl - INFO - Epoch [136][1300/3405] lr: 5.813e-04, eta: 6:14:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.7449, loss: 1.7449 +2025-06-30 12:28:00,666 - pyskl - INFO - Epoch [136][1400/3405] lr: 5.790e-04, eta: 6:13:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7344, loss: 1.7344 +2025-06-30 12:28:45,177 - pyskl - INFO - Epoch [136][1500/3405] lr: 5.767e-04, eta: 6:13:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7165, loss: 1.7165 +2025-06-30 12:29:29,687 - pyskl - INFO - Epoch [136][1600/3405] lr: 5.744e-04, eta: 6:12:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7336, loss: 1.7336 +2025-06-30 12:30:14,252 - pyskl - INFO - Epoch [136][1700/3405] lr: 5.721e-04, eta: 6:11:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7308, loss: 1.7308 +2025-06-30 12:30:58,723 - pyskl - INFO - Epoch [136][1800/3405] lr: 5.698e-04, eta: 6:10:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7516, loss: 1.7516 +2025-06-30 12:31:43,310 - pyskl - INFO - Epoch [136][1900/3405] lr: 5.675e-04, eta: 6:10:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6713, loss: 1.6713 +2025-06-30 12:32:27,845 - pyskl - INFO - Epoch [136][2000/3405] lr: 5.652e-04, eta: 6:09:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7379, loss: 1.7379 +2025-06-30 12:33:12,277 - pyskl - INFO - Epoch [136][2100/3405] lr: 5.629e-04, eta: 6:08:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.7293, loss: 1.7293 +2025-06-30 12:33:56,941 - pyskl - INFO - Epoch [136][2200/3405] lr: 5.606e-04, eta: 6:07:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6619, loss: 1.6619 +2025-06-30 12:34:41,509 - pyskl - INFO - Epoch [136][2300/3405] lr: 5.584e-04, eta: 6:07:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7528, loss: 1.7528 +2025-06-30 12:35:26,125 - pyskl - INFO - Epoch [136][2400/3405] lr: 5.561e-04, eta: 6:06:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7009, loss: 1.7009 +2025-06-30 12:36:10,817 - pyskl - INFO - Epoch [136][2500/3405] lr: 5.538e-04, eta: 6:05:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6310, loss: 1.6310 +2025-06-30 12:36:55,399 - pyskl - INFO - Epoch [136][2600/3405] lr: 5.516e-04, eta: 6:04:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7738, loss: 1.7738 +2025-06-30 12:37:39,839 - pyskl - INFO - Epoch [136][2700/3405] lr: 5.493e-04, eta: 6:04:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6601, loss: 1.6601 +2025-06-30 12:38:24,342 - pyskl - INFO - Epoch [136][2800/3405] lr: 5.471e-04, eta: 6:03:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7220, loss: 1.7220 +2025-06-30 12:39:08,970 - pyskl - INFO - Epoch [136][2900/3405] lr: 5.448e-04, eta: 6:02:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7132, loss: 1.7132 +2025-06-30 12:39:53,662 - pyskl - INFO - Epoch [136][3000/3405] lr: 5.426e-04, eta: 6:01:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6606, loss: 1.6606 +2025-06-30 12:40:38,227 - pyskl - INFO - Epoch [136][3100/3405] lr: 5.403e-04, eta: 6:01:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7351, loss: 1.7351 +2025-06-30 12:41:22,766 - pyskl - INFO - Epoch [136][3200/3405] lr: 5.381e-04, eta: 6:00:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7013, loss: 1.7013 +2025-06-30 12:42:07,311 - pyskl - INFO - Epoch [136][3300/3405] lr: 5.359e-04, eta: 5:59:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7260, loss: 1.7260 +2025-06-30 12:42:51,858 - pyskl - INFO - Epoch [136][3400/3405] lr: 5.336e-04, eta: 5:58:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7191, loss: 1.7191 +2025-06-30 12:42:54,477 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-06-30 12:46:50,825 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 12:46:51,483 - pyskl - INFO - +top1_acc 0.8830 +top5_acc 0.9785 +2025-06-30 12:46:51,540 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_135.pth was removed +2025-06-30 12:46:52,627 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2025-06-30 12:46:52,629 - pyskl - INFO - Best top1_acc is 0.8830 at 136 epoch. +2025-06-30 12:46:52,651 - pyskl - INFO - Epoch(val) [136][3718] top1_acc: 0.8830, top5_acc: 0.9785 +2025-06-30 12:48:00,182 - pyskl - INFO - Epoch [137][100/3405] lr: 5.313e-04, eta: 5:58:01, time: 0.675, data_time: 0.231, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7616, loss: 1.7616 +2025-06-30 12:48:44,558 - pyskl - INFO - Epoch [137][200/3405] lr: 5.291e-04, eta: 5:57:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7117, loss: 1.7117 +2025-06-30 12:49:28,984 - pyskl - INFO - Epoch [137][300/3405] lr: 5.269e-04, eta: 5:56:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6733, loss: 1.6733 +2025-06-30 12:50:13,507 - pyskl - INFO - Epoch [137][400/3405] lr: 5.247e-04, eta: 5:55:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7355, loss: 1.7355 +2025-06-30 12:50:57,924 - pyskl - INFO - Epoch [137][500/3405] lr: 5.225e-04, eta: 5:55:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.6974, loss: 1.6974 +2025-06-30 12:51:42,321 - pyskl - INFO - Epoch [137][600/3405] lr: 5.203e-04, eta: 5:54:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6467, loss: 1.6467 +2025-06-30 12:52:26,732 - pyskl - INFO - Epoch [137][700/3405] lr: 5.181e-04, eta: 5:53:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6417, loss: 1.6417 +2025-06-30 12:53:11,129 - pyskl - INFO - Epoch [137][800/3405] lr: 5.159e-04, eta: 5:52:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7212, loss: 1.7212 +2025-06-30 12:53:55,605 - pyskl - INFO - Epoch [137][900/3405] lr: 5.137e-04, eta: 5:51:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7400, loss: 1.7400 +2025-06-30 12:54:40,346 - pyskl - INFO - Epoch [137][1000/3405] lr: 5.115e-04, eta: 5:51:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6798, loss: 1.6798 +2025-06-30 12:55:25,024 - pyskl - INFO - Epoch [137][1100/3405] lr: 5.094e-04, eta: 5:50:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7023, loss: 1.7023 +2025-06-30 12:56:09,741 - pyskl - INFO - Epoch [137][1200/3405] lr: 5.072e-04, eta: 5:49:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.7071, loss: 1.7071 +2025-06-30 12:56:54,242 - pyskl - INFO - Epoch [137][1300/3405] lr: 5.050e-04, eta: 5:48:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7930, loss: 1.7930 +2025-06-30 12:57:38,970 - pyskl - INFO - Epoch [137][1400/3405] lr: 5.029e-04, eta: 5:48:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6689, loss: 1.6689 +2025-06-30 12:58:23,808 - pyskl - INFO - Epoch [137][1500/3405] lr: 5.007e-04, eta: 5:47:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6651, loss: 1.6651 +2025-06-30 12:59:08,641 - pyskl - INFO - Epoch [137][1600/3405] lr: 4.986e-04, eta: 5:46:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7432, loss: 1.7432 +2025-06-30 12:59:53,609 - pyskl - INFO - Epoch [137][1700/3405] lr: 4.964e-04, eta: 5:45:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6425, loss: 1.6425 +2025-06-30 13:00:38,364 - pyskl - INFO - Epoch [137][1800/3405] lr: 4.943e-04, eta: 5:45:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6963, loss: 1.6963 +2025-06-30 13:01:23,053 - pyskl - INFO - Epoch [137][1900/3405] lr: 4.921e-04, eta: 5:44:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6946, loss: 1.6946 +2025-06-30 13:02:07,670 - pyskl - INFO - Epoch [137][2000/3405] lr: 4.900e-04, eta: 5:43:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.7535, loss: 1.7535 +2025-06-30 13:02:52,291 - pyskl - INFO - Epoch [137][2100/3405] lr: 4.879e-04, eta: 5:42:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7188, loss: 1.7188 +2025-06-30 13:03:36,791 - pyskl - INFO - Epoch [137][2200/3405] lr: 4.857e-04, eta: 5:42:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.7544, loss: 1.7544 +2025-06-30 13:04:21,791 - pyskl - INFO - Epoch [137][2300/3405] lr: 4.836e-04, eta: 5:41:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6616, loss: 1.6616 +2025-06-30 13:05:06,399 - pyskl - INFO - Epoch [137][2400/3405] lr: 4.815e-04, eta: 5:40:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6585, loss: 1.6585 +2025-06-30 13:05:51,074 - pyskl - INFO - Epoch [137][2500/3405] lr: 4.794e-04, eta: 5:39:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7223, loss: 1.7223 +2025-06-30 13:06:35,556 - pyskl - INFO - Epoch [137][2600/3405] lr: 4.773e-04, eta: 5:39:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6854, loss: 1.6854 +2025-06-30 13:07:19,912 - pyskl - INFO - Epoch [137][2700/3405] lr: 4.752e-04, eta: 5:38:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7101, loss: 1.7101 +2025-06-30 13:08:04,364 - pyskl - INFO - Epoch [137][2800/3405] lr: 4.731e-04, eta: 5:37:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7063, loss: 1.7063 +2025-06-30 13:08:48,725 - pyskl - INFO - Epoch [137][2900/3405] lr: 4.710e-04, eta: 5:36:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6288, loss: 1.6288 +2025-06-30 13:09:33,177 - pyskl - INFO - Epoch [137][3000/3405] lr: 4.689e-04, eta: 5:36:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.7793, loss: 1.7793 +2025-06-30 13:10:17,605 - pyskl - INFO - Epoch [137][3100/3405] lr: 4.668e-04, eta: 5:35:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6924, loss: 1.6924 +2025-06-30 13:11:02,022 - pyskl - INFO - Epoch [137][3200/3405] lr: 4.647e-04, eta: 5:34:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7197, loss: 1.7197 +2025-06-30 13:11:46,416 - pyskl - INFO - Epoch [137][3300/3405] lr: 4.627e-04, eta: 5:33:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7150, loss: 1.7150 +2025-06-30 13:12:30,936 - pyskl - INFO - Epoch [137][3400/3405] lr: 4.606e-04, eta: 5:33:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6215, loss: 1.6215 +2025-06-30 13:12:33,517 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-06-30 13:16:30,865 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 13:16:31,457 - pyskl - INFO - +top1_acc 0.8855 +top5_acc 0.9785 +2025-06-30 13:16:31,509 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_136.pth was removed +2025-06-30 13:16:32,537 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2025-06-30 13:16:32,538 - pyskl - INFO - Best top1_acc is 0.8855 at 137 epoch. +2025-06-30 13:16:32,558 - pyskl - INFO - Epoch(val) [137][3718] top1_acc: 0.8855, top5_acc: 0.9785 +2025-06-30 13:17:40,253 - pyskl - INFO - Epoch [138][100/3405] lr: 4.584e-04, eta: 5:32:23, time: 0.677, data_time: 0.231, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6543, loss: 1.6543 +2025-06-30 13:18:24,824 - pyskl - INFO - Epoch [138][200/3405] lr: 4.564e-04, eta: 5:31:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6774, loss: 1.6774 +2025-06-30 13:19:09,277 - pyskl - INFO - Epoch [138][300/3405] lr: 4.543e-04, eta: 5:30:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6908, loss: 1.6908 +2025-06-30 13:19:53,963 - pyskl - INFO - Epoch [138][400/3405] lr: 4.523e-04, eta: 5:30:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6839, loss: 1.6839 +2025-06-30 13:20:38,580 - pyskl - INFO - Epoch [138][500/3405] lr: 4.502e-04, eta: 5:29:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6943, loss: 1.6943 +2025-06-30 13:21:23,252 - pyskl - INFO - Epoch [138][600/3405] lr: 4.482e-04, eta: 5:28:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6958, loss: 1.6958 +2025-06-30 13:22:07,742 - pyskl - INFO - Epoch [138][700/3405] lr: 4.461e-04, eta: 5:27:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.7038, loss: 1.7038 +2025-06-30 13:22:52,273 - pyskl - INFO - Epoch [138][800/3405] lr: 4.441e-04, eta: 5:27:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6489, loss: 1.6489 +2025-06-30 13:23:36,871 - pyskl - INFO - Epoch [138][900/3405] lr: 4.421e-04, eta: 5:26:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7046, loss: 1.7046 +2025-06-30 13:24:21,443 - pyskl - INFO - Epoch [138][1000/3405] lr: 4.400e-04, eta: 5:25:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6736, loss: 1.6736 +2025-06-30 13:25:05,912 - pyskl - INFO - Epoch [138][1100/3405] lr: 4.380e-04, eta: 5:24:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7114, loss: 1.7114 +2025-06-30 13:25:50,390 - pyskl - INFO - Epoch [138][1200/3405] lr: 4.360e-04, eta: 5:24:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7074, loss: 1.7074 +2025-06-30 13:26:34,801 - pyskl - INFO - Epoch [138][1300/3405] lr: 4.340e-04, eta: 5:23:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7109, loss: 1.7109 +2025-06-30 13:27:19,259 - pyskl - INFO - Epoch [138][1400/3405] lr: 4.320e-04, eta: 5:22:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7252, loss: 1.7252 +2025-06-30 13:28:03,697 - pyskl - INFO - Epoch [138][1500/3405] lr: 4.300e-04, eta: 5:21:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6293, loss: 1.6293 +2025-06-30 13:28:48,300 - pyskl - INFO - Epoch [138][1600/3405] lr: 4.280e-04, eta: 5:21:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6830, loss: 1.6830 +2025-06-30 13:29:32,966 - pyskl - INFO - Epoch [138][1700/3405] lr: 4.260e-04, eta: 5:20:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7300, loss: 1.7300 +2025-06-30 13:30:17,534 - pyskl - INFO - Epoch [138][1800/3405] lr: 4.240e-04, eta: 5:19:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6872, loss: 1.6872 +2025-06-30 13:31:02,050 - pyskl - INFO - Epoch [138][1900/3405] lr: 4.220e-04, eta: 5:18:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7176, loss: 1.7176 +2025-06-30 13:31:46,557 - pyskl - INFO - Epoch [138][2000/3405] lr: 4.200e-04, eta: 5:18:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5940, loss: 1.5940 +2025-06-30 13:32:31,290 - pyskl - INFO - Epoch [138][2100/3405] lr: 4.181e-04, eta: 5:17:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7018, loss: 1.7018 +2025-06-30 13:33:15,792 - pyskl - INFO - Epoch [138][2200/3405] lr: 4.161e-04, eta: 5:16:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6651, loss: 1.6651 +2025-06-30 13:34:00,235 - pyskl - INFO - Epoch [138][2300/3405] lr: 4.141e-04, eta: 5:15:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6247, loss: 1.6247 +2025-06-30 13:34:44,751 - pyskl - INFO - Epoch [138][2400/3405] lr: 4.122e-04, eta: 5:15:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.7326, loss: 1.7326 +2025-06-30 13:35:29,188 - pyskl - INFO - Epoch [138][2500/3405] lr: 4.102e-04, eta: 5:14:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6521, loss: 1.6521 +2025-06-30 13:36:13,597 - pyskl - INFO - Epoch [138][2600/3405] lr: 4.083e-04, eta: 5:13:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6439, loss: 1.6439 +2025-06-30 13:36:58,077 - pyskl - INFO - Epoch [138][2700/3405] lr: 4.063e-04, eta: 5:12:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6530, loss: 1.6530 +2025-06-30 13:37:42,454 - pyskl - INFO - Epoch [138][2800/3405] lr: 4.044e-04, eta: 5:12:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7082, loss: 1.7082 +2025-06-30 13:38:26,798 - pyskl - INFO - Epoch [138][2900/3405] lr: 4.024e-04, eta: 5:11:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6474, loss: 1.6474 +2025-06-30 13:39:11,137 - pyskl - INFO - Epoch [138][3000/3405] lr: 4.005e-04, eta: 5:10:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.7051, loss: 1.7051 +2025-06-30 13:39:55,585 - pyskl - INFO - Epoch [138][3100/3405] lr: 3.986e-04, eta: 5:09:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6679, loss: 1.6679 +2025-06-30 13:40:40,027 - pyskl - INFO - Epoch [138][3200/3405] lr: 3.967e-04, eta: 5:09:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6850, loss: 1.6850 +2025-06-30 13:41:24,447 - pyskl - INFO - Epoch [138][3300/3405] lr: 3.947e-04, eta: 5:08:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6914, loss: 1.6914 +2025-06-30 13:42:08,843 - pyskl - INFO - Epoch [138][3400/3405] lr: 3.928e-04, eta: 5:07:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6671, loss: 1.6671 +2025-06-30 13:42:11,553 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-06-30 13:46:07,688 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 13:46:08,318 - pyskl - INFO - +top1_acc 0.8793 +top5_acc 0.9774 +2025-06-30 13:46:08,339 - pyskl - INFO - Epoch(val) [138][3718] top1_acc: 0.8793, top5_acc: 0.9774 +2025-06-30 13:47:16,142 - pyskl - INFO - Epoch [139][100/3405] lr: 3.908e-04, eta: 5:06:45, time: 0.678, data_time: 0.232, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7039, loss: 1.7039 +2025-06-30 13:48:01,173 - pyskl - INFO - Epoch [139][200/3405] lr: 3.889e-04, eta: 5:06:00, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.6425, loss: 1.6425 +2025-06-30 13:48:46,075 - pyskl - INFO - Epoch [139][300/3405] lr: 3.870e-04, eta: 5:05:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6630, loss: 1.6630 +2025-06-30 13:49:30,930 - pyskl - INFO - Epoch [139][400/3405] lr: 3.851e-04, eta: 5:04:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6873, loss: 1.6873 +2025-06-30 13:50:15,653 - pyskl - INFO - Epoch [139][500/3405] lr: 3.832e-04, eta: 5:03:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6699, loss: 1.6699 +2025-06-30 13:51:00,386 - pyskl - INFO - Epoch [139][600/3405] lr: 3.813e-04, eta: 5:03:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6083, loss: 1.6083 +2025-06-30 13:51:45,048 - pyskl - INFO - Epoch [139][700/3405] lr: 3.795e-04, eta: 5:02:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.7227, loss: 1.7227 +2025-06-30 13:52:29,504 - pyskl - INFO - Epoch [139][800/3405] lr: 3.776e-04, eta: 5:01:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6903, loss: 1.6903 +2025-06-30 13:53:14,009 - pyskl - INFO - Epoch [139][900/3405] lr: 3.757e-04, eta: 5:00:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6061, loss: 1.6061 +2025-06-30 13:53:58,491 - pyskl - INFO - Epoch [139][1000/3405] lr: 3.738e-04, eta: 4:59:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.7147, loss: 1.7147 +2025-06-30 13:54:43,084 - pyskl - INFO - Epoch [139][1100/3405] lr: 3.720e-04, eta: 4:59:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6601, loss: 1.6601 +2025-06-30 13:55:27,582 - pyskl - INFO - Epoch [139][1200/3405] lr: 3.701e-04, eta: 4:58:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6469, loss: 1.6469 +2025-06-30 13:56:12,071 - pyskl - INFO - Epoch [139][1300/3405] lr: 3.683e-04, eta: 4:57:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6300, loss: 1.6300 +2025-06-30 13:56:56,573 - pyskl - INFO - Epoch [139][1400/3405] lr: 3.664e-04, eta: 4:56:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6578, loss: 1.6578 +2025-06-30 13:57:41,032 - pyskl - INFO - Epoch [139][1500/3405] lr: 3.646e-04, eta: 4:56:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6835, loss: 1.6835 +2025-06-30 13:58:25,648 - pyskl - INFO - Epoch [139][1600/3405] lr: 3.627e-04, eta: 4:55:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7121, loss: 1.7121 +2025-06-30 13:59:10,135 - pyskl - INFO - Epoch [139][1700/3405] lr: 3.609e-04, eta: 4:54:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6527, loss: 1.6527 +2025-06-30 13:59:54,570 - pyskl - INFO - Epoch [139][1800/3405] lr: 3.591e-04, eta: 4:53:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6663, loss: 1.6663 +2025-06-30 14:00:39,004 - pyskl - INFO - Epoch [139][1900/3405] lr: 3.572e-04, eta: 4:53:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6130, loss: 1.6130 +2025-06-30 14:01:23,420 - pyskl - INFO - Epoch [139][2000/3405] lr: 3.554e-04, eta: 4:52:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7122, loss: 1.7122 +2025-06-30 14:02:07,805 - pyskl - INFO - Epoch [139][2100/3405] lr: 3.536e-04, eta: 4:51:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6990, loss: 1.6990 +2025-06-30 14:02:52,101 - pyskl - INFO - Epoch [139][2200/3405] lr: 3.518e-04, eta: 4:50:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6399, loss: 1.6399 +2025-06-30 14:03:36,457 - pyskl - INFO - Epoch [139][2300/3405] lr: 3.500e-04, eta: 4:50:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5830, loss: 1.5830 +2025-06-30 14:04:20,737 - pyskl - INFO - Epoch [139][2400/3405] lr: 3.482e-04, eta: 4:49:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6682, loss: 1.6682 +2025-06-30 14:05:05,026 - pyskl - INFO - Epoch [139][2500/3405] lr: 3.464e-04, eta: 4:48:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7350, loss: 1.7350 +2025-06-30 14:05:49,329 - pyskl - INFO - Epoch [139][2600/3405] lr: 3.446e-04, eta: 4:47:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5951, loss: 1.5951 +2025-06-30 14:06:33,661 - pyskl - INFO - Epoch [139][2700/3405] lr: 3.428e-04, eta: 4:47:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6643, loss: 1.6643 +2025-06-30 14:07:18,305 - pyskl - INFO - Epoch [139][2800/3405] lr: 3.410e-04, eta: 4:46:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6933, loss: 1.6933 +2025-06-30 14:08:02,749 - pyskl - INFO - Epoch [139][2900/3405] lr: 3.392e-04, eta: 4:45:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6221, loss: 1.6221 +2025-06-30 14:08:47,309 - pyskl - INFO - Epoch [139][3000/3405] lr: 3.374e-04, eta: 4:44:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6742, loss: 1.6742 +2025-06-30 14:09:31,761 - pyskl - INFO - Epoch [139][3100/3405] lr: 3.357e-04, eta: 4:44:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6684, loss: 1.6684 +2025-06-30 14:10:16,251 - pyskl - INFO - Epoch [139][3200/3405] lr: 3.339e-04, eta: 4:43:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6499, loss: 1.6499 +2025-06-30 14:11:00,785 - pyskl - INFO - Epoch [139][3300/3405] lr: 3.321e-04, eta: 4:42:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7157, loss: 1.7157 +2025-06-30 14:11:45,263 - pyskl - INFO - Epoch [139][3400/3405] lr: 3.304e-04, eta: 4:41:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6907, loss: 1.6907 +2025-06-30 14:11:47,862 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-06-30 14:15:44,244 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 14:15:44,792 - pyskl - INFO - +top1_acc 0.8864 +top5_acc 0.9786 +2025-06-30 14:15:44,843 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_137.pth was removed +2025-06-30 14:15:45,863 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2025-06-30 14:15:45,864 - pyskl - INFO - Best top1_acc is 0.8864 at 139 epoch. +2025-06-30 14:15:45,883 - pyskl - INFO - Epoch(val) [139][3718] top1_acc: 0.8864, top5_acc: 0.9786 +2025-06-30 14:16:53,615 - pyskl - INFO - Epoch [140][100/3405] lr: 3.285e-04, eta: 4:41:08, time: 0.677, data_time: 0.233, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6214, loss: 1.6214 +2025-06-30 14:17:38,130 - pyskl - INFO - Epoch [140][200/3405] lr: 3.268e-04, eta: 4:40:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6207, loss: 1.6207 +2025-06-30 14:18:22,667 - pyskl - INFO - Epoch [140][300/3405] lr: 3.250e-04, eta: 4:39:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6023, loss: 1.6023 +2025-06-30 14:19:07,137 - pyskl - INFO - Epoch [140][400/3405] lr: 3.233e-04, eta: 4:38:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5923, loss: 1.5923 +2025-06-30 14:19:51,665 - pyskl - INFO - Epoch [140][500/3405] lr: 3.216e-04, eta: 4:38:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5918, loss: 1.5918 +2025-06-30 14:20:36,159 - pyskl - INFO - Epoch [140][600/3405] lr: 3.198e-04, eta: 4:37:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.7075, loss: 1.7075 +2025-06-30 14:21:20,479 - pyskl - INFO - Epoch [140][700/3405] lr: 3.181e-04, eta: 4:36:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6750, loss: 1.6750 +2025-06-30 14:22:04,965 - pyskl - INFO - Epoch [140][800/3405] lr: 3.164e-04, eta: 4:35:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6609, loss: 1.6609 +2025-06-30 14:22:49,445 - pyskl - INFO - Epoch [140][900/3405] lr: 3.147e-04, eta: 4:35:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6381, loss: 1.6381 +2025-06-30 14:23:34,144 - pyskl - INFO - Epoch [140][1000/3405] lr: 3.130e-04, eta: 4:34:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6619, loss: 1.6619 +2025-06-30 14:24:18,806 - pyskl - INFO - Epoch [140][1100/3405] lr: 3.112e-04, eta: 4:33:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6685, loss: 1.6685 +2025-06-30 14:25:03,707 - pyskl - INFO - Epoch [140][1200/3405] lr: 3.095e-04, eta: 4:32:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6522, loss: 1.6522 +2025-06-30 14:25:48,529 - pyskl - INFO - Epoch [140][1300/3405] lr: 3.078e-04, eta: 4:32:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6365, loss: 1.6365 +2025-06-30 14:26:33,251 - pyskl - INFO - Epoch [140][1400/3405] lr: 3.062e-04, eta: 4:31:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6609, loss: 1.6609 +2025-06-30 14:27:17,800 - pyskl - INFO - Epoch [140][1500/3405] lr: 3.045e-04, eta: 4:30:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5938, loss: 1.5938 +2025-06-30 14:28:02,397 - pyskl - INFO - Epoch [140][1600/3405] lr: 3.028e-04, eta: 4:29:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6161, loss: 1.6161 +2025-06-30 14:28:46,839 - pyskl - INFO - Epoch [140][1700/3405] lr: 3.011e-04, eta: 4:29:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.7597, loss: 1.7597 +2025-06-30 14:29:31,154 - pyskl - INFO - Epoch [140][1800/3405] lr: 2.994e-04, eta: 4:28:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5874, loss: 1.5874 +2025-06-30 14:30:15,505 - pyskl - INFO - Epoch [140][1900/3405] lr: 2.978e-04, eta: 4:27:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6391, loss: 1.6391 +2025-06-30 14:30:59,934 - pyskl - INFO - Epoch [140][2000/3405] lr: 2.961e-04, eta: 4:26:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6710, loss: 1.6710 +2025-06-30 14:31:44,306 - pyskl - INFO - Epoch [140][2100/3405] lr: 2.944e-04, eta: 4:26:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6322, loss: 1.6322 +2025-06-30 14:32:28,611 - pyskl - INFO - Epoch [140][2200/3405] lr: 2.928e-04, eta: 4:25:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.7239, loss: 1.7239 +2025-06-30 14:33:12,918 - pyskl - INFO - Epoch [140][2300/3405] lr: 2.911e-04, eta: 4:24:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5980, loss: 1.5980 +2025-06-30 14:33:57,241 - pyskl - INFO - Epoch [140][2400/3405] lr: 2.895e-04, eta: 4:23:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6838, loss: 1.6838 +2025-06-30 14:34:41,571 - pyskl - INFO - Epoch [140][2500/3405] lr: 2.878e-04, eta: 4:23:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6234, loss: 1.6234 +2025-06-30 14:35:25,792 - pyskl - INFO - Epoch [140][2600/3405] lr: 2.862e-04, eta: 4:22:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6830, loss: 1.6830 +2025-06-30 14:36:10,191 - pyskl - INFO - Epoch [140][2700/3405] lr: 2.846e-04, eta: 4:21:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6653, loss: 1.6653 +2025-06-30 14:36:54,538 - pyskl - INFO - Epoch [140][2800/3405] lr: 2.829e-04, eta: 4:20:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6216, loss: 1.6216 +2025-06-30 14:37:38,915 - pyskl - INFO - Epoch [140][2900/3405] lr: 2.813e-04, eta: 4:20:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6880, loss: 1.6880 +2025-06-30 14:38:23,347 - pyskl - INFO - Epoch [140][3000/3405] lr: 2.797e-04, eta: 4:19:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6277, loss: 1.6277 +2025-06-30 14:39:07,711 - pyskl - INFO - Epoch [140][3100/3405] lr: 2.781e-04, eta: 4:18:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6505, loss: 1.6505 +2025-06-30 14:39:52,076 - pyskl - INFO - Epoch [140][3200/3405] lr: 2.765e-04, eta: 4:17:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6963, loss: 1.6963 +2025-06-30 14:40:36,523 - pyskl - INFO - Epoch [140][3300/3405] lr: 2.749e-04, eta: 4:17:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6703, loss: 1.6703 +2025-06-30 14:41:21,081 - pyskl - INFO - Epoch [140][3400/3405] lr: 2.733e-04, eta: 4:16:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6170, loss: 1.6170 +2025-06-30 14:41:23,745 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-06-30 15:01:11,690 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 15:01:12,234 - pyskl - INFO - +top1_acc 0.8870 +top5_acc 0.9783 +2025-06-30 15:01:12,289 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_139.pth was removed +2025-06-30 15:01:13,314 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2025-06-30 15:01:13,315 - pyskl - INFO - Best top1_acc is 0.8870 at 140 epoch. +2025-06-30 15:01:13,336 - pyskl - INFO - Epoch(val) [140][3718] top1_acc: 0.8870, top5_acc: 0.9783 +2025-06-30 15:02:20,936 - pyskl - INFO - Epoch [141][100/3405] lr: 2.716e-04, eta: 4:15:30, time: 0.676, data_time: 0.229, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6343, loss: 1.6343 +2025-06-30 15:03:05,599 - pyskl - INFO - Epoch [141][200/3405] lr: 2.700e-04, eta: 4:14:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5912, loss: 1.5912 +2025-06-30 15:03:50,269 - pyskl - INFO - Epoch [141][300/3405] lr: 2.684e-04, eta: 4:14:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6673, loss: 1.6673 +2025-06-30 15:04:34,896 - pyskl - INFO - Epoch [141][400/3405] lr: 2.668e-04, eta: 4:13:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6416, loss: 1.6416 +2025-06-30 15:05:19,506 - pyskl - INFO - Epoch [141][500/3405] lr: 2.652e-04, eta: 4:12:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6338, loss: 1.6338 +2025-06-30 15:06:04,055 - pyskl - INFO - Epoch [141][600/3405] lr: 2.637e-04, eta: 4:11:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6065, loss: 1.6065 +2025-06-30 15:06:48,528 - pyskl - INFO - Epoch [141][700/3405] lr: 2.621e-04, eta: 4:10:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6219, loss: 1.6219 +2025-06-30 15:07:33,051 - pyskl - INFO - Epoch [141][800/3405] lr: 2.605e-04, eta: 4:10:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6190, loss: 1.6190 +2025-06-30 15:08:17,694 - pyskl - INFO - Epoch [141][900/3405] lr: 2.590e-04, eta: 4:09:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6086, loss: 1.6086 +2025-06-30 15:09:02,248 - pyskl - INFO - Epoch [141][1000/3405] lr: 2.574e-04, eta: 4:08:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6134, loss: 1.6134 +2025-06-30 15:09:46,680 - pyskl - INFO - Epoch [141][1100/3405] lr: 2.559e-04, eta: 4:07:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6955, loss: 1.6955 +2025-06-30 15:10:31,078 - pyskl - INFO - Epoch [141][1200/3405] lr: 2.543e-04, eta: 4:07:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6721, loss: 1.6721 +2025-06-30 15:11:15,567 - pyskl - INFO - Epoch [141][1300/3405] lr: 2.528e-04, eta: 4:06:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6497, loss: 1.6497 +2025-06-30 15:12:00,019 - pyskl - INFO - Epoch [141][1400/3405] lr: 2.512e-04, eta: 4:05:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6892, loss: 1.6892 +2025-06-30 15:12:44,520 - pyskl - INFO - Epoch [141][1500/3405] lr: 2.497e-04, eta: 4:04:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5659, loss: 1.5659 +2025-06-30 15:13:28,889 - pyskl - INFO - Epoch [141][1600/3405] lr: 2.482e-04, eta: 4:04:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6529, loss: 1.6529 +2025-06-30 15:14:13,221 - pyskl - INFO - Epoch [141][1700/3405] lr: 2.467e-04, eta: 4:03:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6467, loss: 1.6467 +2025-06-30 15:14:57,788 - pyskl - INFO - Epoch [141][1800/3405] lr: 2.451e-04, eta: 4:02:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.7050, loss: 1.7050 +2025-06-30 15:15:42,141 - pyskl - INFO - Epoch [141][1900/3405] lr: 2.436e-04, eta: 4:01:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6277, loss: 1.6277 +2025-06-30 15:16:26,833 - pyskl - INFO - Epoch [141][2000/3405] lr: 2.421e-04, eta: 4:01:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6102, loss: 1.6102 +2025-06-30 15:17:11,335 - pyskl - INFO - Epoch [141][2100/3405] lr: 2.406e-04, eta: 4:00:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6433, loss: 1.6433 +2025-06-30 15:17:55,879 - pyskl - INFO - Epoch [141][2200/3405] lr: 2.391e-04, eta: 3:59:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7095, loss: 1.7095 +2025-06-30 15:18:40,350 - pyskl - INFO - Epoch [141][2300/3405] lr: 2.376e-04, eta: 3:58:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5879, loss: 1.5879 +2025-06-30 15:19:24,793 - pyskl - INFO - Epoch [141][2400/3405] lr: 2.361e-04, eta: 3:58:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6323, loss: 1.6323 +2025-06-30 15:20:09,256 - pyskl - INFO - Epoch [141][2500/3405] lr: 2.347e-04, eta: 3:57:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6524, loss: 1.6524 +2025-06-30 15:20:53,686 - pyskl - INFO - Epoch [141][2600/3405] lr: 2.332e-04, eta: 3:56:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6636, loss: 1.6636 +2025-06-30 15:21:38,050 - pyskl - INFO - Epoch [141][2700/3405] lr: 2.317e-04, eta: 3:55:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6283, loss: 1.6283 +2025-06-30 15:22:22,406 - pyskl - INFO - Epoch [141][2800/3405] lr: 2.302e-04, eta: 3:55:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6823, loss: 1.6823 +2025-06-30 15:23:06,824 - pyskl - INFO - Epoch [141][2900/3405] lr: 2.288e-04, eta: 3:54:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6144, loss: 1.6144 +2025-06-30 15:23:51,302 - pyskl - INFO - Epoch [141][3000/3405] lr: 2.273e-04, eta: 3:53:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6014, loss: 1.6014 +2025-06-30 15:24:35,746 - pyskl - INFO - Epoch [141][3100/3405] lr: 2.258e-04, eta: 3:52:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5373, loss: 1.5373 +2025-06-30 15:25:20,083 - pyskl - INFO - Epoch [141][3200/3405] lr: 2.244e-04, eta: 3:52:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6029, loss: 1.6029 +2025-06-30 15:26:04,450 - pyskl - INFO - Epoch [141][3300/3405] lr: 2.229e-04, eta: 3:51:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6670, loss: 1.6670 +2025-06-30 15:26:48,863 - pyskl - INFO - Epoch [141][3400/3405] lr: 2.215e-04, eta: 3:50:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6062, loss: 1.6062 +2025-06-30 15:26:51,566 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-06-30 15:30:47,292 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 15:30:47,845 - pyskl - INFO - +top1_acc 0.8877 +top5_acc 0.9792 +2025-06-30 15:30:47,902 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_140.pth was removed +2025-06-30 15:30:48,976 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2025-06-30 15:30:48,977 - pyskl - INFO - Best top1_acc is 0.8877 at 141 epoch. +2025-06-30 15:30:48,998 - pyskl - INFO - Epoch(val) [141][3718] top1_acc: 0.8877, top5_acc: 0.9792 +2025-06-30 15:31:56,884 - pyskl - INFO - Epoch [142][100/3405] lr: 2.200e-04, eta: 3:49:52, time: 0.679, data_time: 0.233, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6126, loss: 1.6126 +2025-06-30 15:32:41,369 - pyskl - INFO - Epoch [142][200/3405] lr: 2.186e-04, eta: 3:49:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6508, loss: 1.6508 +2025-06-30 15:33:25,847 - pyskl - INFO - Epoch [142][300/3405] lr: 2.171e-04, eta: 3:48:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5791, loss: 1.5791 +2025-06-30 15:34:10,341 - pyskl - INFO - Epoch [142][400/3405] lr: 2.157e-04, eta: 3:47:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5973, loss: 1.5973 +2025-06-30 15:34:54,838 - pyskl - INFO - Epoch [142][500/3405] lr: 2.143e-04, eta: 3:46:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6844, loss: 1.6844 +2025-06-30 15:35:39,343 - pyskl - INFO - Epoch [142][600/3405] lr: 2.129e-04, eta: 3:46:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5981, loss: 1.5981 +2025-06-30 15:36:23,814 - pyskl - INFO - Epoch [142][700/3405] lr: 2.115e-04, eta: 3:45:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6325, loss: 1.6325 +2025-06-30 15:37:08,250 - pyskl - INFO - Epoch [142][800/3405] lr: 2.100e-04, eta: 3:44:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5901, loss: 1.5901 +2025-06-30 15:37:52,778 - pyskl - INFO - Epoch [142][900/3405] lr: 2.086e-04, eta: 3:43:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5596, loss: 1.5596 +2025-06-30 15:38:37,273 - pyskl - INFO - Epoch [142][1000/3405] lr: 2.072e-04, eta: 3:43:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6264, loss: 1.6264 +2025-06-30 15:39:21,829 - pyskl - INFO - Epoch [142][1100/3405] lr: 2.059e-04, eta: 3:42:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5632, loss: 1.5632 +2025-06-30 15:40:06,414 - pyskl - INFO - Epoch [142][1200/3405] lr: 2.045e-04, eta: 3:41:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6135, loss: 1.6135 +2025-06-30 15:40:50,853 - pyskl - INFO - Epoch [142][1300/3405] lr: 2.031e-04, eta: 3:40:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6106, loss: 1.6106 +2025-06-30 15:41:35,356 - pyskl - INFO - Epoch [142][1400/3405] lr: 2.017e-04, eta: 3:40:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5939, loss: 1.5939 +2025-06-30 15:42:19,917 - pyskl - INFO - Epoch [142][1500/3405] lr: 2.003e-04, eta: 3:39:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6071, loss: 1.6071 +2025-06-30 15:43:04,390 - pyskl - INFO - Epoch [142][1600/3405] lr: 1.990e-04, eta: 3:38:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5955, loss: 1.5955 +2025-06-30 15:43:48,921 - pyskl - INFO - Epoch [142][1700/3405] lr: 1.976e-04, eta: 3:37:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6121, loss: 1.6121 +2025-06-30 15:44:33,347 - pyskl - INFO - Epoch [142][1800/3405] lr: 1.962e-04, eta: 3:37:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6179, loss: 1.6179 +2025-06-30 15:45:17,778 - pyskl - INFO - Epoch [142][1900/3405] lr: 1.949e-04, eta: 3:36:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6596, loss: 1.6596 +2025-06-30 15:46:02,314 - pyskl - INFO - Epoch [142][2000/3405] lr: 1.935e-04, eta: 3:35:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6376, loss: 1.6376 +2025-06-30 15:46:46,652 - pyskl - INFO - Epoch [142][2100/3405] lr: 1.922e-04, eta: 3:34:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6102, loss: 1.6102 +2025-06-30 15:47:31,171 - pyskl - INFO - Epoch [142][2200/3405] lr: 1.909e-04, eta: 3:34:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6587, loss: 1.6587 +2025-06-30 15:48:15,733 - pyskl - INFO - Epoch [142][2300/3405] lr: 1.895e-04, eta: 3:33:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6698, loss: 1.6698 +2025-06-30 15:49:00,321 - pyskl - INFO - Epoch [142][2400/3405] lr: 1.882e-04, eta: 3:32:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6134, loss: 1.6134 +2025-06-30 15:49:44,888 - pyskl - INFO - Epoch [142][2500/3405] lr: 1.869e-04, eta: 3:31:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6333, loss: 1.6333 +2025-06-30 15:50:29,419 - pyskl - INFO - Epoch [142][2600/3405] lr: 1.855e-04, eta: 3:31:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6154, loss: 1.6154 +2025-06-30 15:51:13,941 - pyskl - INFO - Epoch [142][2700/3405] lr: 1.842e-04, eta: 3:30:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6151, loss: 1.6151 +2025-06-30 15:51:58,453 - pyskl - INFO - Epoch [142][2800/3405] lr: 1.829e-04, eta: 3:29:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5943, loss: 1.5943 +2025-06-30 15:52:43,084 - pyskl - INFO - Epoch [142][2900/3405] lr: 1.816e-04, eta: 3:28:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6301, loss: 1.6301 +2025-06-30 15:53:27,804 - pyskl - INFO - Epoch [142][3000/3405] lr: 1.803e-04, eta: 3:28:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6720, loss: 1.6720 +2025-06-30 15:54:12,411 - pyskl - INFO - Epoch [142][3100/3405] lr: 1.790e-04, eta: 3:27:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5840, loss: 1.5840 +2025-06-30 15:54:57,053 - pyskl - INFO - Epoch [142][3200/3405] lr: 1.777e-04, eta: 3:26:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5336, loss: 1.5336 +2025-06-30 15:55:41,470 - pyskl - INFO - Epoch [142][3300/3405] lr: 1.764e-04, eta: 3:25:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6548, loss: 1.6548 +2025-06-30 15:56:25,929 - pyskl - INFO - Epoch [142][3400/3405] lr: 1.751e-04, eta: 3:25:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6314, loss: 1.6314 +2025-06-30 15:56:28,533 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-06-30 16:00:25,115 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 16:00:25,667 - pyskl - INFO - +top1_acc 0.8868 +top5_acc 0.9787 +2025-06-30 16:00:25,686 - pyskl - INFO - Epoch(val) [142][3718] top1_acc: 0.8868, top5_acc: 0.9787 +2025-06-30 16:01:33,214 - pyskl - INFO - Epoch [143][100/3405] lr: 1.738e-04, eta: 3:24:15, time: 0.675, data_time: 0.230, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5878, loss: 1.5878 +2025-06-30 16:02:17,748 - pyskl - INFO - Epoch [143][200/3405] lr: 1.725e-04, eta: 3:23:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6284, loss: 1.6284 +2025-06-30 16:03:02,315 - pyskl - INFO - Epoch [143][300/3405] lr: 1.712e-04, eta: 3:22:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6266, loss: 1.6266 +2025-06-30 16:03:46,809 - pyskl - INFO - Epoch [143][400/3405] lr: 1.700e-04, eta: 3:21:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6063, loss: 1.6063 +2025-06-30 16:04:31,303 - pyskl - INFO - Epoch [143][500/3405] lr: 1.687e-04, eta: 3:21:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5858, loss: 1.5858 +2025-06-30 16:05:15,902 - pyskl - INFO - Epoch [143][600/3405] lr: 1.675e-04, eta: 3:20:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5809, loss: 1.5809 +2025-06-30 16:06:00,479 - pyskl - INFO - Epoch [143][700/3405] lr: 1.662e-04, eta: 3:19:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6134, loss: 1.6134 +2025-06-30 16:06:44,896 - pyskl - INFO - Epoch [143][800/3405] lr: 1.650e-04, eta: 3:18:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6107, loss: 1.6107 +2025-06-30 16:07:29,398 - pyskl - INFO - Epoch [143][900/3405] lr: 1.637e-04, eta: 3:18:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5772, loss: 1.5772 +2025-06-30 16:08:13,985 - pyskl - INFO - Epoch [143][1000/3405] lr: 1.625e-04, eta: 3:17:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5919, loss: 1.5919 +2025-06-30 16:08:58,551 - pyskl - INFO - Epoch [143][1100/3405] lr: 1.612e-04, eta: 3:16:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6295, loss: 1.6295 +2025-06-30 16:09:43,258 - pyskl - INFO - Epoch [143][1200/3405] lr: 1.600e-04, eta: 3:15:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6383, loss: 1.6383 +2025-06-30 16:10:27,740 - pyskl - INFO - Epoch [143][1300/3405] lr: 1.588e-04, eta: 3:15:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5936, loss: 1.5936 +2025-06-30 16:11:12,314 - pyskl - INFO - Epoch [143][1400/3405] lr: 1.576e-04, eta: 3:14:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6659, loss: 1.6659 +2025-06-30 16:11:56,859 - pyskl - INFO - Epoch [143][1500/3405] lr: 1.564e-04, eta: 3:13:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6004, loss: 1.6004 +2025-06-30 16:12:41,289 - pyskl - INFO - Epoch [143][1600/3405] lr: 1.551e-04, eta: 3:12:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6551, loss: 1.6551 +2025-06-30 16:13:25,720 - pyskl - INFO - Epoch [143][1700/3405] lr: 1.539e-04, eta: 3:12:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6198, loss: 1.6198 +2025-06-30 16:14:10,127 - pyskl - INFO - Epoch [143][1800/3405] lr: 1.527e-04, eta: 3:11:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5909, loss: 1.5909 +2025-06-30 16:14:54,586 - pyskl - INFO - Epoch [143][1900/3405] lr: 1.515e-04, eta: 3:10:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 +2025-06-30 16:15:39,066 - pyskl - INFO - Epoch [143][2000/3405] lr: 1.504e-04, eta: 3:09:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.7076, loss: 1.7076 +2025-06-30 16:16:23,577 - pyskl - INFO - Epoch [143][2100/3405] lr: 1.492e-04, eta: 3:09:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6259, loss: 1.6259 +2025-06-30 16:17:07,954 - pyskl - INFO - Epoch [143][2200/3405] lr: 1.480e-04, eta: 3:08:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6002, loss: 1.6002 +2025-06-30 16:17:52,365 - pyskl - INFO - Epoch [143][2300/3405] lr: 1.468e-04, eta: 3:07:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6072, loss: 1.6072 +2025-06-30 16:18:36,827 - pyskl - INFO - Epoch [143][2400/3405] lr: 1.456e-04, eta: 3:06:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6300, loss: 1.6300 +2025-06-30 16:19:21,330 - pyskl - INFO - Epoch [143][2500/3405] lr: 1.445e-04, eta: 3:06:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5603, loss: 1.5603 +2025-06-30 16:20:05,737 - pyskl - INFO - Epoch [143][2600/3405] lr: 1.433e-04, eta: 3:05:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5994, loss: 1.5994 +2025-06-30 16:20:50,154 - pyskl - INFO - Epoch [143][2700/3405] lr: 1.421e-04, eta: 3:04:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6033, loss: 1.6033 +2025-06-30 16:21:34,676 - pyskl - INFO - Epoch [143][2800/3405] lr: 1.410e-04, eta: 3:03:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5319, loss: 1.5319 +2025-06-30 16:22:19,052 - pyskl - INFO - Epoch [143][2900/3405] lr: 1.398e-04, eta: 3:03:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5691, loss: 1.5691 +2025-06-30 16:23:03,474 - pyskl - INFO - Epoch [143][3000/3405] lr: 1.387e-04, eta: 3:02:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5917, loss: 1.5917 +2025-06-30 16:23:47,950 - pyskl - INFO - Epoch [143][3100/3405] lr: 1.376e-04, eta: 3:01:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6473, loss: 1.6473 +2025-06-30 16:24:32,390 - pyskl - INFO - Epoch [143][3200/3405] lr: 1.364e-04, eta: 3:00:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5821, loss: 1.5821 +2025-06-30 16:25:16,818 - pyskl - INFO - Epoch [143][3300/3405] lr: 1.353e-04, eta: 3:00:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6565, loss: 1.6565 +2025-06-30 16:26:01,179 - pyskl - INFO - Epoch [143][3400/3405] lr: 1.342e-04, eta: 2:59:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5851, loss: 1.5851 +2025-06-30 16:26:03,931 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-06-30 16:29:59,159 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 16:29:59,703 - pyskl - INFO - +top1_acc 0.8878 +top5_acc 0.9789 +2025-06-30 16:29:59,754 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_141.pth was removed +2025-06-30 16:30:00,798 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. +2025-06-30 16:30:00,800 - pyskl - INFO - Best top1_acc is 0.8878 at 143 epoch. +2025-06-30 16:30:00,820 - pyskl - INFO - Epoch(val) [143][3718] top1_acc: 0.8878, top5_acc: 0.9789 +2025-06-30 16:31:08,137 - pyskl - INFO - Epoch [144][100/3405] lr: 1.330e-04, eta: 2:58:37, time: 0.673, data_time: 0.229, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5981, loss: 1.5981 +2025-06-30 16:31:52,523 - pyskl - INFO - Epoch [144][200/3405] lr: 1.319e-04, eta: 2:57:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6014, loss: 1.6014 +2025-06-30 16:32:37,070 - pyskl - INFO - Epoch [144][300/3405] lr: 1.308e-04, eta: 2:57:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6386, loss: 1.6386 +2025-06-30 16:33:21,650 - pyskl - INFO - Epoch [144][400/3405] lr: 1.297e-04, eta: 2:56:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5965, loss: 1.5965 +2025-06-30 16:34:06,389 - pyskl - INFO - Epoch [144][500/3405] lr: 1.285e-04, eta: 2:55:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5703, loss: 1.5703 +2025-06-30 16:34:50,953 - pyskl - INFO - Epoch [144][600/3405] lr: 1.275e-04, eta: 2:54:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5923, loss: 1.5923 +2025-06-30 16:35:35,581 - pyskl - INFO - Epoch [144][700/3405] lr: 1.264e-04, eta: 2:54:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5337, loss: 1.5337 +2025-06-30 16:36:20,040 - pyskl - INFO - Epoch [144][800/3405] lr: 1.253e-04, eta: 2:53:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5983, loss: 1.5983 +2025-06-30 16:37:04,635 - pyskl - INFO - Epoch [144][900/3405] lr: 1.242e-04, eta: 2:52:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5732, loss: 1.5732 +2025-06-30 16:37:49,075 - pyskl - INFO - Epoch [144][1000/3405] lr: 1.231e-04, eta: 2:51:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6068, loss: 1.6068 +2025-06-30 16:38:33,517 - pyskl - INFO - Epoch [144][1100/3405] lr: 1.220e-04, eta: 2:51:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5863, loss: 1.5863 +2025-06-30 16:39:18,015 - pyskl - INFO - Epoch [144][1200/3405] lr: 1.210e-04, eta: 2:50:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6211, loss: 1.6211 +2025-06-30 16:40:02,254 - pyskl - INFO - Epoch [144][1300/3405] lr: 1.199e-04, eta: 2:49:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6273, loss: 1.6273 +2025-06-30 16:40:46,737 - pyskl - INFO - Epoch [144][1400/3405] lr: 1.188e-04, eta: 2:48:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5693, loss: 1.5693 +2025-06-30 16:41:31,321 - pyskl - INFO - Epoch [144][1500/3405] lr: 1.178e-04, eta: 2:48:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5963, loss: 1.5963 +2025-06-30 16:42:15,808 - pyskl - INFO - Epoch [144][1600/3405] lr: 1.167e-04, eta: 2:47:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6015, loss: 1.6015 +2025-06-30 16:43:00,515 - pyskl - INFO - Epoch [144][1700/3405] lr: 1.157e-04, eta: 2:46:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6154, loss: 1.6154 +2025-06-30 16:43:44,980 - pyskl - INFO - Epoch [144][1800/3405] lr: 1.146e-04, eta: 2:45:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6042, loss: 1.6042 +2025-06-30 16:44:29,370 - pyskl - INFO - Epoch [144][1900/3405] lr: 1.136e-04, eta: 2:45:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5426, loss: 1.5426 +2025-06-30 16:45:13,894 - pyskl - INFO - Epoch [144][2000/3405] lr: 1.126e-04, eta: 2:44:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6045, loss: 1.6045 +2025-06-30 16:45:58,289 - pyskl - INFO - Epoch [144][2100/3405] lr: 1.116e-04, eta: 2:43:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6785, loss: 1.6785 +2025-06-30 16:46:42,747 - pyskl - INFO - Epoch [144][2200/3405] lr: 1.105e-04, eta: 2:42:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5998, loss: 1.5998 +2025-06-30 16:47:27,193 - pyskl - INFO - Epoch [144][2300/3405] lr: 1.095e-04, eta: 2:42:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5894, loss: 1.5894 +2025-06-30 16:48:11,610 - pyskl - INFO - Epoch [144][2400/3405] lr: 1.085e-04, eta: 2:41:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5778, loss: 1.5778 +2025-06-30 16:48:56,094 - pyskl - INFO - Epoch [144][2500/3405] lr: 1.075e-04, eta: 2:40:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5308, loss: 1.5308 +2025-06-30 16:49:40,525 - pyskl - INFO - Epoch [144][2600/3405] lr: 1.065e-04, eta: 2:39:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6151, loss: 1.6151 +2025-06-30 16:50:24,931 - pyskl - INFO - Epoch [144][2700/3405] lr: 1.055e-04, eta: 2:39:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5809, loss: 1.5809 +2025-06-30 16:51:09,341 - pyskl - INFO - Epoch [144][2800/3405] lr: 1.045e-04, eta: 2:38:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6256, loss: 1.6256 +2025-06-30 16:51:53,758 - pyskl - INFO - Epoch [144][2900/3405] lr: 1.035e-04, eta: 2:37:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5176, loss: 1.5176 +2025-06-30 16:52:38,179 - pyskl - INFO - Epoch [144][3000/3405] lr: 1.025e-04, eta: 2:36:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5929, loss: 1.5929 +2025-06-30 16:53:22,673 - pyskl - INFO - Epoch [144][3100/3405] lr: 1.015e-04, eta: 2:36:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5614, loss: 1.5614 +2025-06-30 16:54:07,148 - pyskl - INFO - Epoch [144][3200/3405] lr: 1.006e-04, eta: 2:35:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6562, loss: 1.6562 +2025-06-30 16:54:51,670 - pyskl - INFO - Epoch [144][3300/3405] lr: 9.959e-05, eta: 2:34:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5914, loss: 1.5914 +2025-06-30 16:55:36,087 - pyskl - INFO - Epoch [144][3400/3405] lr: 9.862e-05, eta: 2:33:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6073, loss: 1.6073 +2025-06-30 16:55:38,657 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-06-30 16:59:33,924 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 16:59:34,463 - pyskl - INFO - +top1_acc 0.8867 +top5_acc 0.9789 +2025-06-30 16:59:34,484 - pyskl - INFO - Epoch(val) [144][3718] top1_acc: 0.8867, top5_acc: 0.9789 +2025-06-30 17:00:41,700 - pyskl - INFO - Epoch [145][100/3405] lr: 9.761e-05, eta: 2:32:59, time: 0.672, data_time: 0.228, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5781, loss: 1.5781 +2025-06-30 17:01:26,321 - pyskl - INFO - Epoch [145][200/3405] lr: 9.666e-05, eta: 2:32:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6199, loss: 1.6199 +2025-06-30 17:02:10,848 - pyskl - INFO - Epoch [145][300/3405] lr: 9.571e-05, eta: 2:31:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5733, loss: 1.5733 +2025-06-30 17:02:55,439 - pyskl - INFO - Epoch [145][400/3405] lr: 9.476e-05, eta: 2:30:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5597, loss: 1.5597 +2025-06-30 17:03:39,938 - pyskl - INFO - Epoch [145][500/3405] lr: 9.382e-05, eta: 2:29:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6594, loss: 1.6594 +2025-06-30 17:04:24,380 - pyskl - INFO - Epoch [145][600/3405] lr: 9.288e-05, eta: 2:29:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5913, loss: 1.5913 +2025-06-30 17:05:08,642 - pyskl - INFO - Epoch [145][700/3405] lr: 9.194e-05, eta: 2:28:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5792, loss: 1.5792 +2025-06-30 17:05:52,987 - pyskl - INFO - Epoch [145][800/3405] lr: 9.102e-05, eta: 2:27:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5678, loss: 1.5678 +2025-06-30 17:06:37,480 - pyskl - INFO - Epoch [145][900/3405] lr: 9.009e-05, eta: 2:26:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6131, loss: 1.6131 +2025-06-30 17:07:22,390 - pyskl - INFO - Epoch [145][1000/3405] lr: 8.917e-05, eta: 2:26:13, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6612, loss: 1.6612 +2025-06-30 17:08:07,043 - pyskl - INFO - Epoch [145][1100/3405] lr: 8.826e-05, eta: 2:25:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5818, loss: 1.5818 +2025-06-30 17:08:52,105 - pyskl - INFO - Epoch [145][1200/3405] lr: 8.735e-05, eta: 2:24:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6114, loss: 1.6114 +2025-06-30 17:09:36,806 - pyskl - INFO - Epoch [145][1300/3405] lr: 8.644e-05, eta: 2:23:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5987, loss: 1.5987 +2025-06-30 17:10:21,593 - pyskl - INFO - Epoch [145][1400/3405] lr: 8.554e-05, eta: 2:23:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6131, loss: 1.6131 +2025-06-30 17:11:06,194 - pyskl - INFO - Epoch [145][1500/3405] lr: 8.465e-05, eta: 2:22:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5458, loss: 1.5458 +2025-06-30 17:11:50,792 - pyskl - INFO - Epoch [145][1600/3405] lr: 8.376e-05, eta: 2:21:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6043, loss: 1.6043 +2025-06-30 17:12:35,475 - pyskl - INFO - Epoch [145][1700/3405] lr: 8.287e-05, eta: 2:20:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6040, loss: 1.6040 +2025-06-30 17:13:19,958 - pyskl - INFO - Epoch [145][1800/3405] lr: 8.199e-05, eta: 2:20:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5402, loss: 1.5402 +2025-06-30 17:14:04,664 - pyskl - INFO - Epoch [145][1900/3405] lr: 8.111e-05, eta: 2:19:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5877, loss: 1.5877 +2025-06-30 17:14:49,219 - pyskl - INFO - Epoch [145][2000/3405] lr: 8.024e-05, eta: 2:18:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6098, loss: 1.6098 +2025-06-30 17:15:33,702 - pyskl - INFO - Epoch [145][2100/3405] lr: 7.937e-05, eta: 2:17:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5597, loss: 1.5597 +2025-06-30 17:16:18,245 - pyskl - INFO - Epoch [145][2200/3405] lr: 7.851e-05, eta: 2:17:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6064, loss: 1.6064 +2025-06-30 17:17:02,827 - pyskl - INFO - Epoch [145][2300/3405] lr: 7.765e-05, eta: 2:16:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6227, loss: 1.6227 +2025-06-30 17:17:47,325 - pyskl - INFO - Epoch [145][2400/3405] lr: 7.680e-05, eta: 2:15:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5638, loss: 1.5638 +2025-06-30 17:18:31,888 - pyskl - INFO - Epoch [145][2500/3405] lr: 7.595e-05, eta: 2:14:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5966, loss: 1.5966 +2025-06-30 17:19:16,387 - pyskl - INFO - Epoch [145][2600/3405] lr: 7.511e-05, eta: 2:14:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6141, loss: 1.6141 +2025-06-30 17:20:00,936 - pyskl - INFO - Epoch [145][2700/3405] lr: 7.427e-05, eta: 2:13:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6276, loss: 1.6276 +2025-06-30 17:20:45,224 - pyskl - INFO - Epoch [145][2800/3405] lr: 7.343e-05, eta: 2:12:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5538, loss: 1.5538 +2025-06-30 17:21:29,634 - pyskl - INFO - Epoch [145][2900/3405] lr: 7.260e-05, eta: 2:11:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5692, loss: 1.5692 +2025-06-30 17:22:14,086 - pyskl - INFO - Epoch [145][3000/3405] lr: 7.178e-05, eta: 2:11:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6437, loss: 1.6437 +2025-06-30 17:22:58,519 - pyskl - INFO - Epoch [145][3100/3405] lr: 7.096e-05, eta: 2:10:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6212, loss: 1.6212 +2025-06-30 17:23:43,051 - pyskl - INFO - Epoch [145][3200/3405] lr: 7.014e-05, eta: 2:09:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5601, loss: 1.5601 +2025-06-30 17:24:27,531 - pyskl - INFO - Epoch [145][3300/3405] lr: 6.933e-05, eta: 2:08:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5424, loss: 1.5424 +2025-06-30 17:25:12,006 - pyskl - INFO - Epoch [145][3400/3405] lr: 6.852e-05, eta: 2:08:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5767, loss: 1.5767 +2025-06-30 17:25:14,598 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-06-30 17:44:29,595 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 17:44:30,199 - pyskl - INFO - +top1_acc 0.8891 +top5_acc 0.9795 +2025-06-30 17:44:30,254 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_143.pth was removed +2025-06-30 17:44:31,314 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2025-06-30 17:44:31,316 - pyskl - INFO - Best top1_acc is 0.8891 at 145 epoch. +2025-06-30 17:44:31,337 - pyskl - INFO - Epoch(val) [145][3718] top1_acc: 0.8891, top5_acc: 0.9795 +2025-06-30 17:45:38,746 - pyskl - INFO - Epoch [146][100/3405] lr: 6.768e-05, eta: 2:07:22, time: 0.674, data_time: 0.227, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5775, loss: 1.5775 +2025-06-30 17:46:23,278 - pyskl - INFO - Epoch [146][200/3405] lr: 6.689e-05, eta: 2:06:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6226, loss: 1.6226 +2025-06-30 17:47:07,957 - pyskl - INFO - Epoch [146][300/3405] lr: 6.609e-05, eta: 2:05:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6010, loss: 1.6010 +2025-06-30 17:47:52,468 - pyskl - INFO - Epoch [146][400/3405] lr: 6.531e-05, eta: 2:05:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6053, loss: 1.6053 +2025-06-30 17:48:37,116 - pyskl - INFO - Epoch [146][500/3405] lr: 6.452e-05, eta: 2:04:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5369, loss: 1.5369 +2025-06-30 17:49:21,783 - pyskl - INFO - Epoch [146][600/3405] lr: 6.375e-05, eta: 2:03:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6219, loss: 1.6219 +2025-06-30 17:50:06,325 - pyskl - INFO - Epoch [146][700/3405] lr: 6.297e-05, eta: 2:02:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5913, loss: 1.5913 +2025-06-30 17:50:50,834 - pyskl - INFO - Epoch [146][800/3405] lr: 6.221e-05, eta: 2:02:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6185, loss: 1.6185 +2025-06-30 17:51:35,153 - pyskl - INFO - Epoch [146][900/3405] lr: 6.144e-05, eta: 2:01:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5770, loss: 1.5770 +2025-06-30 17:52:19,633 - pyskl - INFO - Epoch [146][1000/3405] lr: 6.068e-05, eta: 2:00:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5818, loss: 1.5818 +2025-06-30 17:53:04,199 - pyskl - INFO - Epoch [146][1100/3405] lr: 5.993e-05, eta: 1:59:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6288, loss: 1.6288 +2025-06-30 17:53:48,529 - pyskl - INFO - Epoch [146][1200/3405] lr: 5.918e-05, eta: 1:59:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5938, loss: 1.5938 +2025-06-30 17:54:32,999 - pyskl - INFO - Epoch [146][1300/3405] lr: 5.843e-05, eta: 1:58:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5928, loss: 1.5928 +2025-06-30 17:55:17,366 - pyskl - INFO - Epoch [146][1400/3405] lr: 5.769e-05, eta: 1:57:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5809, loss: 1.5809 +2025-06-30 17:56:01,739 - pyskl - INFO - Epoch [146][1500/3405] lr: 5.696e-05, eta: 1:56:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6131, loss: 1.6131 +2025-06-30 17:56:46,125 - pyskl - INFO - Epoch [146][1600/3405] lr: 5.623e-05, eta: 1:56:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5521, loss: 1.5521 +2025-06-30 17:57:30,496 - pyskl - INFO - Epoch [146][1700/3405] lr: 5.550e-05, eta: 1:55:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6064, loss: 1.6064 +2025-06-30 17:58:15,117 - pyskl - INFO - Epoch [146][1800/3405] lr: 5.478e-05, eta: 1:54:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6410, loss: 1.6410 +2025-06-30 17:58:59,634 - pyskl - INFO - Epoch [146][1900/3405] lr: 5.406e-05, eta: 1:53:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5948, loss: 1.5948 +2025-06-30 17:59:44,051 - pyskl - INFO - Epoch [146][2000/3405] lr: 5.335e-05, eta: 1:53:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5677, loss: 1.5677 +2025-06-30 18:00:28,510 - pyskl - INFO - Epoch [146][2100/3405] lr: 5.264e-05, eta: 1:52:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5661, loss: 1.5661 +2025-06-30 18:01:12,819 - pyskl - INFO - Epoch [146][2200/3405] lr: 5.194e-05, eta: 1:51:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5935, loss: 1.5935 +2025-06-30 18:01:57,274 - pyskl - INFO - Epoch [146][2300/3405] lr: 5.124e-05, eta: 1:50:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6096, loss: 1.6096 +2025-06-30 18:02:41,890 - pyskl - INFO - Epoch [146][2400/3405] lr: 5.055e-05, eta: 1:50:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6253, loss: 1.6253 +2025-06-30 18:03:26,487 - pyskl - INFO - Epoch [146][2500/3405] lr: 4.986e-05, eta: 1:49:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5747, loss: 1.5747 +2025-06-30 18:04:10,910 - pyskl - INFO - Epoch [146][2600/3405] lr: 4.918e-05, eta: 1:48:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5946, loss: 1.5946 +2025-06-30 18:04:55,286 - pyskl - INFO - Epoch [146][2700/3405] lr: 4.850e-05, eta: 1:47:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5197, loss: 1.5197 +2025-06-30 18:05:39,677 - pyskl - INFO - Epoch [146][2800/3405] lr: 4.782e-05, eta: 1:47:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5718, loss: 1.5718 +2025-06-30 18:06:24,029 - pyskl - INFO - Epoch [146][2900/3405] lr: 4.716e-05, eta: 1:46:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5328, loss: 1.5328 +2025-06-30 18:07:08,798 - pyskl - INFO - Epoch [146][3000/3405] lr: 4.649e-05, eta: 1:45:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5982, loss: 1.5982 +2025-06-30 18:07:53,385 - pyskl - INFO - Epoch [146][3100/3405] lr: 4.583e-05, eta: 1:44:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6156, loss: 1.6156 +2025-06-30 18:08:37,913 - pyskl - INFO - Epoch [146][3200/3405] lr: 4.517e-05, eta: 1:44:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6185, loss: 1.6185 +2025-06-30 18:09:22,408 - pyskl - INFO - Epoch [146][3300/3405] lr: 4.452e-05, eta: 1:43:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5428, loss: 1.5428 +2025-06-30 18:10:06,942 - pyskl - INFO - Epoch [146][3400/3405] lr: 4.388e-05, eta: 1:42:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6112, loss: 1.6112 +2025-06-30 18:10:09,584 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-06-30 18:14:05,501 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 18:14:06,119 - pyskl - INFO - +top1_acc 0.8891 +top5_acc 0.9795 +2025-06-30 18:14:06,173 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_145.pth was removed +2025-06-30 18:14:07,219 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_146.pth. +2025-06-30 18:14:07,220 - pyskl - INFO - Best top1_acc is 0.8891 at 146 epoch. +2025-06-30 18:14:07,240 - pyskl - INFO - Epoch(val) [146][3718] top1_acc: 0.8891, top5_acc: 0.9795 +2025-06-30 18:15:14,821 - pyskl - INFO - Epoch [147][100/3405] lr: 4.320e-05, eta: 1:41:44, time: 0.676, data_time: 0.230, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6023, loss: 1.6023 +2025-06-30 18:15:59,438 - pyskl - INFO - Epoch [147][200/3405] lr: 4.257e-05, eta: 1:40:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6265, loss: 1.6265 +2025-06-30 18:16:44,207 - pyskl - INFO - Epoch [147][300/3405] lr: 4.194e-05, eta: 1:40:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5769, loss: 1.5769 +2025-06-30 18:17:28,828 - pyskl - INFO - Epoch [147][400/3405] lr: 4.131e-05, eta: 1:39:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6035, loss: 1.6035 +2025-06-30 18:18:13,509 - pyskl - INFO - Epoch [147][500/3405] lr: 4.069e-05, eta: 1:38:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5873, loss: 1.5873 +2025-06-30 18:18:58,088 - pyskl - INFO - Epoch [147][600/3405] lr: 4.007e-05, eta: 1:37:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6110, loss: 1.6110 +2025-06-30 18:19:42,745 - pyskl - INFO - Epoch [147][700/3405] lr: 3.946e-05, eta: 1:37:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5562, loss: 1.5562 +2025-06-30 18:20:27,279 - pyskl - INFO - Epoch [147][800/3405] lr: 3.885e-05, eta: 1:36:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5867, loss: 1.5867 +2025-06-30 18:21:11,861 - pyskl - INFO - Epoch [147][900/3405] lr: 3.825e-05, eta: 1:35:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5741, loss: 1.5741 +2025-06-30 18:21:56,409 - pyskl - INFO - Epoch [147][1000/3405] lr: 3.765e-05, eta: 1:34:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5746, loss: 1.5746 +2025-06-30 18:22:40,927 - pyskl - INFO - Epoch [147][1100/3405] lr: 3.705e-05, eta: 1:34:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6212, loss: 1.6212 +2025-06-30 18:23:25,348 - pyskl - INFO - Epoch [147][1200/3405] lr: 3.646e-05, eta: 1:33:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5766, loss: 1.5766 +2025-06-30 18:24:09,903 - pyskl - INFO - Epoch [147][1300/3405] lr: 3.588e-05, eta: 1:32:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5559, loss: 1.5559 +2025-06-30 18:24:54,366 - pyskl - INFO - Epoch [147][1400/3405] lr: 3.530e-05, eta: 1:31:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5351, loss: 1.5351 +2025-06-30 18:25:39,235 - pyskl - INFO - Epoch [147][1500/3405] lr: 3.472e-05, eta: 1:31:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5355, loss: 1.5355 +2025-06-30 18:26:24,005 - pyskl - INFO - Epoch [147][1600/3405] lr: 3.415e-05, eta: 1:30:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5353, loss: 1.5353 +2025-06-30 18:27:08,696 - pyskl - INFO - Epoch [147][1700/3405] lr: 3.359e-05, eta: 1:29:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5890, loss: 1.5890 +2025-06-30 18:27:53,344 - pyskl - INFO - Epoch [147][1800/3405] lr: 3.303e-05, eta: 1:28:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6117, loss: 1.6117 +2025-06-30 18:28:37,909 - pyskl - INFO - Epoch [147][1900/3405] lr: 3.247e-05, eta: 1:28:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5824, loss: 1.5824 +2025-06-30 18:29:22,343 - pyskl - INFO - Epoch [147][2000/3405] lr: 3.192e-05, eta: 1:27:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5777, loss: 1.5777 +2025-06-30 18:30:06,714 - pyskl - INFO - Epoch [147][2100/3405] lr: 3.137e-05, eta: 1:26:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6114, loss: 1.6114 +2025-06-30 18:30:51,221 - pyskl - INFO - Epoch [147][2200/3405] lr: 3.083e-05, eta: 1:25:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5410, loss: 1.5410 +2025-06-30 18:31:35,649 - pyskl - INFO - Epoch [147][2300/3405] lr: 3.029e-05, eta: 1:25:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5317, loss: 1.5317 +2025-06-30 18:32:20,067 - pyskl - INFO - Epoch [147][2400/3405] lr: 2.976e-05, eta: 1:24:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5858, loss: 1.5858 +2025-06-30 18:33:04,519 - pyskl - INFO - Epoch [147][2500/3405] lr: 2.923e-05, eta: 1:23:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6513, loss: 1.6513 +2025-06-30 18:33:49,002 - pyskl - INFO - Epoch [147][2600/3405] lr: 2.871e-05, eta: 1:22:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5245, loss: 1.5245 +2025-06-30 18:34:33,424 - pyskl - INFO - Epoch [147][2700/3405] lr: 2.819e-05, eta: 1:22:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6406, loss: 1.6406 +2025-06-30 18:35:17,924 - pyskl - INFO - Epoch [147][2800/3405] lr: 2.768e-05, eta: 1:21:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5826, loss: 1.5826 +2025-06-30 18:36:02,401 - pyskl - INFO - Epoch [147][2900/3405] lr: 2.717e-05, eta: 1:20:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5325, loss: 1.5325 +2025-06-30 18:36:47,011 - pyskl - INFO - Epoch [147][3000/3405] lr: 2.666e-05, eta: 1:19:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5128, loss: 1.5128 +2025-06-30 18:37:31,534 - pyskl - INFO - Epoch [147][3100/3405] lr: 2.617e-05, eta: 1:19:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6287, loss: 1.6287 +2025-06-30 18:38:16,194 - pyskl - INFO - Epoch [147][3200/3405] lr: 2.567e-05, eta: 1:18:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5509, loss: 1.5509 +2025-06-30 18:39:00,833 - pyskl - INFO - Epoch [147][3300/3405] lr: 2.518e-05, eta: 1:17:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5996, loss: 1.5996 +2025-06-30 18:39:45,256 - pyskl - INFO - Epoch [147][3400/3405] lr: 2.469e-05, eta: 1:16:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5574, loss: 1.5574 +2025-06-30 18:39:47,847 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-06-30 18:43:43,874 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 18:43:44,427 - pyskl - INFO - +top1_acc 0.8881 +top5_acc 0.9797 +2025-06-30 18:43:44,448 - pyskl - INFO - Epoch(val) [147][3718] top1_acc: 0.8881, top5_acc: 0.9797 +2025-06-30 18:44:51,950 - pyskl - INFO - Epoch [148][100/3405] lr: 2.419e-05, eta: 1:16:07, time: 0.675, data_time: 0.230, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5691, loss: 1.5691 +2025-06-30 18:45:36,710 - pyskl - INFO - Epoch [148][200/3405] lr: 2.371e-05, eta: 1:15:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5365, loss: 1.5365 +2025-06-30 18:46:21,249 - pyskl - INFO - Epoch [148][300/3405] lr: 2.324e-05, eta: 1:14:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5806, loss: 1.5806 +2025-06-30 18:47:05,831 - pyskl - INFO - Epoch [148][400/3405] lr: 2.278e-05, eta: 1:13:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5326, loss: 1.5326 +2025-06-30 18:47:50,247 - pyskl - INFO - Epoch [148][500/3405] lr: 2.232e-05, eta: 1:13:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5687, loss: 1.5687 +2025-06-30 18:48:34,657 - pyskl - INFO - Epoch [148][600/3405] lr: 2.186e-05, eta: 1:12:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5589, loss: 1.5589 +2025-06-30 18:49:19,249 - pyskl - INFO - Epoch [148][700/3405] lr: 2.141e-05, eta: 1:11:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5322, loss: 1.5322 +2025-06-30 18:50:03,817 - pyskl - INFO - Epoch [148][800/3405] lr: 2.096e-05, eta: 1:10:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5743, loss: 1.5743 +2025-06-30 18:50:48,812 - pyskl - INFO - Epoch [148][900/3405] lr: 2.052e-05, eta: 1:10:06, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5480, loss: 1.5480 +2025-06-30 18:51:33,233 - pyskl - INFO - Epoch [148][1000/3405] lr: 2.008e-05, eta: 1:09:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5866, loss: 1.5866 +2025-06-30 18:52:17,663 - pyskl - INFO - Epoch [148][1100/3405] lr: 1.965e-05, eta: 1:08:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5461, loss: 1.5461 +2025-06-30 18:53:01,969 - pyskl - INFO - Epoch [148][1200/3405] lr: 1.922e-05, eta: 1:07:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5590, loss: 1.5590 +2025-06-30 18:53:46,445 - pyskl - INFO - Epoch [148][1300/3405] lr: 1.879e-05, eta: 1:07:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6338, loss: 1.6338 +2025-06-30 18:54:31,032 - pyskl - INFO - Epoch [148][1400/3405] lr: 1.837e-05, eta: 1:06:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5640, loss: 1.5640 +2025-06-30 18:55:15,486 - pyskl - INFO - Epoch [148][1500/3405] lr: 1.796e-05, eta: 1:05:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6068, loss: 1.6068 +2025-06-30 18:55:59,915 - pyskl - INFO - Epoch [148][1600/3405] lr: 1.755e-05, eta: 1:04:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5777, loss: 1.5777 +2025-06-30 18:56:44,373 - pyskl - INFO - Epoch [148][1700/3405] lr: 1.714e-05, eta: 1:04:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5072, loss: 1.5072 +2025-06-30 18:57:28,900 - pyskl - INFO - Epoch [148][1800/3405] lr: 1.674e-05, eta: 1:03:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5744, loss: 1.5744 +2025-06-30 18:58:13,465 - pyskl - INFO - Epoch [148][1900/3405] lr: 1.635e-05, eta: 1:02:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6015, loss: 1.6015 +2025-06-30 18:58:57,889 - pyskl - INFO - Epoch [148][2000/3405] lr: 1.596e-05, eta: 1:01:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5698, loss: 1.5698 +2025-06-30 18:59:42,329 - pyskl - INFO - Epoch [148][2100/3405] lr: 1.557e-05, eta: 1:01:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5917, loss: 1.5917 +2025-06-30 19:00:26,821 - pyskl - INFO - Epoch [148][2200/3405] lr: 1.519e-05, eta: 1:00:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5638, loss: 1.5638 +2025-06-30 19:01:11,252 - pyskl - INFO - Epoch [148][2300/3405] lr: 1.481e-05, eta: 0:59:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5910, loss: 1.5910 +2025-06-30 19:01:55,645 - pyskl - INFO - Epoch [148][2400/3405] lr: 1.444e-05, eta: 0:58:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6237, loss: 1.6237 +2025-06-30 19:02:40,087 - pyskl - INFO - Epoch [148][2500/3405] lr: 1.408e-05, eta: 0:58:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5067, loss: 1.5067 +2025-06-30 19:03:24,543 - pyskl - INFO - Epoch [148][2600/3405] lr: 1.371e-05, eta: 0:57:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5695, loss: 1.5695 +2025-06-30 19:04:09,149 - pyskl - INFO - Epoch [148][2700/3405] lr: 1.336e-05, eta: 0:56:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5784, loss: 1.5784 +2025-06-30 19:04:53,606 - pyskl - INFO - Epoch [148][2800/3405] lr: 1.300e-05, eta: 0:55:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6095, loss: 1.6095 +2025-06-30 19:05:38,168 - pyskl - INFO - Epoch [148][2900/3405] lr: 1.265e-05, eta: 0:55:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5703, loss: 1.5703 +2025-06-30 19:06:22,607 - pyskl - INFO - Epoch [148][3000/3405] lr: 1.231e-05, eta: 0:54:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5712, loss: 1.5712 +2025-06-30 19:07:07,041 - pyskl - INFO - Epoch [148][3100/3405] lr: 1.197e-05, eta: 0:53:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5828, loss: 1.5828 +2025-06-30 19:07:51,446 - pyskl - INFO - Epoch [148][3200/3405] lr: 1.164e-05, eta: 0:52:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5829, loss: 1.5829 +2025-06-30 19:08:35,938 - pyskl - INFO - Epoch [148][3300/3405] lr: 1.131e-05, eta: 0:52:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6433, loss: 1.6433 +2025-06-30 19:09:20,453 - pyskl - INFO - Epoch [148][3400/3405] lr: 1.098e-05, eta: 0:51:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5617, loss: 1.5617 +2025-06-30 19:09:23,023 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-06-30 19:13:18,956 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 19:13:19,548 - pyskl - INFO - +top1_acc 0.8883 +top5_acc 0.9793 +2025-06-30 19:13:19,569 - pyskl - INFO - Epoch(val) [148][3718] top1_acc: 0.8883, top5_acc: 0.9793 +2025-06-30 19:14:27,342 - pyskl - INFO - Epoch [149][100/3405] lr: 1.065e-05, eta: 0:50:29, time: 0.678, data_time: 0.232, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5734, loss: 1.5734 +2025-06-30 19:15:11,883 - pyskl - INFO - Epoch [149][200/3405] lr: 1.033e-05, eta: 0:49:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6222, loss: 1.6222 +2025-06-30 19:15:56,721 - pyskl - INFO - Epoch [149][300/3405] lr: 1.002e-05, eta: 0:48:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5714, loss: 1.5714 +2025-06-30 19:16:41,372 - pyskl - INFO - Epoch [149][400/3405] lr: 9.718e-06, eta: 0:48:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5698, loss: 1.5698 +2025-06-30 19:17:26,013 - pyskl - INFO - Epoch [149][500/3405] lr: 9.417e-06, eta: 0:47:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5858, loss: 1.5858 +2025-06-30 19:18:10,594 - pyskl - INFO - Epoch [149][600/3405] lr: 9.121e-06, eta: 0:46:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5864, loss: 1.5864 +2025-06-30 19:18:55,103 - pyskl - INFO - Epoch [149][700/3405] lr: 8.830e-06, eta: 0:45:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5550, loss: 1.5550 +2025-06-30 19:19:39,747 - pyskl - INFO - Epoch [149][800/3405] lr: 8.543e-06, eta: 0:45:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5795, loss: 1.5795 +2025-06-30 19:20:24,237 - pyskl - INFO - Epoch [149][900/3405] lr: 8.261e-06, eta: 0:44:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5913, loss: 1.5913 +2025-06-30 19:21:08,755 - pyskl - INFO - Epoch [149][1000/3405] lr: 7.984e-06, eta: 0:43:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5759, loss: 1.5759 +2025-06-30 19:21:53,194 - pyskl - INFO - Epoch [149][1100/3405] lr: 7.712e-06, eta: 0:42:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5471, loss: 1.5471 +2025-06-30 19:22:37,691 - pyskl - INFO - Epoch [149][1200/3405] lr: 7.444e-06, eta: 0:42:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5547, loss: 1.5547 +2025-06-30 19:23:22,338 - pyskl - INFO - Epoch [149][1300/3405] lr: 7.181e-06, eta: 0:41:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5759, loss: 1.5759 +2025-06-30 19:24:06,947 - pyskl - INFO - Epoch [149][1400/3405] lr: 6.923e-06, eta: 0:40:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5614, loss: 1.5614 +2025-06-30 19:24:51,482 - pyskl - INFO - Epoch [149][1500/3405] lr: 6.669e-06, eta: 0:39:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5586, loss: 1.5586 +2025-06-30 19:25:36,033 - pyskl - INFO - Epoch [149][1600/3405] lr: 6.420e-06, eta: 0:39:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5957, loss: 1.5957 +2025-06-30 19:26:20,572 - pyskl - INFO - Epoch [149][1700/3405] lr: 6.176e-06, eta: 0:38:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5888, loss: 1.5888 +2025-06-30 19:27:05,181 - pyskl - INFO - Epoch [149][1800/3405] lr: 5.937e-06, eta: 0:37:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5062, loss: 1.5062 +2025-06-30 19:27:49,678 - pyskl - INFO - Epoch [149][1900/3405] lr: 5.703e-06, eta: 0:36:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5943, loss: 1.5943 +2025-06-30 19:28:34,166 - pyskl - INFO - Epoch [149][2000/3405] lr: 5.473e-06, eta: 0:36:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6044, loss: 1.6044 +2025-06-30 19:29:18,652 - pyskl - INFO - Epoch [149][2100/3405] lr: 5.248e-06, eta: 0:35:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5890, loss: 1.5890 +2025-06-30 19:30:03,193 - pyskl - INFO - Epoch [149][2200/3405] lr: 5.027e-06, eta: 0:34:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6038, loss: 1.6038 +2025-06-30 19:30:47,637 - pyskl - INFO - Epoch [149][2300/3405] lr: 4.812e-06, eta: 0:33:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5907, loss: 1.5907 +2025-06-30 19:31:32,117 - pyskl - INFO - Epoch [149][2400/3405] lr: 4.601e-06, eta: 0:33:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5741, loss: 1.5741 +2025-06-30 19:32:16,607 - pyskl - INFO - Epoch [149][2500/3405] lr: 4.394e-06, eta: 0:32:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5158, loss: 1.5158 +2025-06-30 19:33:01,045 - pyskl - INFO - Epoch [149][2600/3405] lr: 4.193e-06, eta: 0:31:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5501, loss: 1.5501 +2025-06-30 19:33:45,463 - pyskl - INFO - Epoch [149][2700/3405] lr: 3.996e-06, eta: 0:30:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5552, loss: 1.5552 +2025-06-30 19:34:30,018 - pyskl - INFO - Epoch [149][2800/3405] lr: 3.804e-06, eta: 0:30:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5977, loss: 1.5977 +2025-06-30 19:35:14,675 - pyskl - INFO - Epoch [149][2900/3405] lr: 3.617e-06, eta: 0:29:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5420, loss: 1.5420 +2025-06-30 19:35:59,328 - pyskl - INFO - Epoch [149][3000/3405] lr: 3.434e-06, eta: 0:28:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6205, loss: 1.6205 +2025-06-30 19:36:43,843 - pyskl - INFO - Epoch [149][3100/3405] lr: 3.256e-06, eta: 0:27:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5813, loss: 1.5813 +2025-06-30 19:37:28,403 - pyskl - INFO - Epoch [149][3200/3405] lr: 3.083e-06, eta: 0:27:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5734, loss: 1.5734 +2025-06-30 19:38:13,053 - pyskl - INFO - Epoch [149][3300/3405] lr: 2.915e-06, eta: 0:26:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5727, loss: 1.5727 +2025-06-30 19:38:57,602 - pyskl - INFO - Epoch [149][3400/3405] lr: 2.751e-06, eta: 0:25:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5707, loss: 1.5707 +2025-06-30 19:39:00,179 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-06-30 19:42:55,547 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 19:42:56,176 - pyskl - INFO - +top1_acc 0.8898 +top5_acc 0.9792 +2025-06-30 19:42:56,230 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_146.pth was removed +2025-06-30 19:42:57,246 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_149.pth. +2025-06-30 19:42:57,248 - pyskl - INFO - Best top1_acc is 0.8898 at 149 epoch. +2025-06-30 19:42:57,269 - pyskl - INFO - Epoch(val) [149][3718] top1_acc: 0.8898, top5_acc: 0.9792 +2025-06-30 19:44:03,964 - pyskl - INFO - Epoch [150][100/3405] lr: 2.584e-06, eta: 0:24:52, time: 0.667, data_time: 0.222, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6407, loss: 1.6407 +2025-06-30 19:44:48,453 - pyskl - INFO - Epoch [150][200/3405] lr: 2.430e-06, eta: 0:24:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5562, loss: 1.5562 +2025-06-30 19:45:32,950 - pyskl - INFO - Epoch [150][300/3405] lr: 2.281e-06, eta: 0:23:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5721, loss: 1.5721 +2025-06-30 19:46:17,541 - pyskl - INFO - Epoch [150][400/3405] lr: 2.137e-06, eta: 0:22:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5878, loss: 1.5878 +2025-06-30 19:47:02,135 - pyskl - INFO - Epoch [150][500/3405] lr: 1.997e-06, eta: 0:21:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6068, loss: 1.6068 +2025-06-30 19:47:46,562 - pyskl - INFO - Epoch [150][600/3405] lr: 1.862e-06, eta: 0:21:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6211, loss: 1.6211 +2025-06-30 19:48:31,106 - pyskl - INFO - Epoch [150][700/3405] lr: 1.731e-06, eta: 0:20:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5538, loss: 1.5538 +2025-06-30 19:49:15,747 - pyskl - INFO - Epoch [150][800/3405] lr: 1.606e-06, eta: 0:19:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5562, loss: 1.5562 +2025-06-30 19:50:00,280 - pyskl - INFO - Epoch [150][900/3405] lr: 1.485e-06, eta: 0:18:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5925, loss: 1.5925 +2025-06-30 19:50:44,915 - pyskl - INFO - Epoch [150][1000/3405] lr: 1.369e-06, eta: 0:18:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5326, loss: 1.5326 +2025-06-30 19:51:29,501 - pyskl - INFO - Epoch [150][1100/3405] lr: 1.257e-06, eta: 0:17:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5945, loss: 1.5945 +2025-06-30 19:52:14,074 - pyskl - INFO - Epoch [150][1200/3405] lr: 1.151e-06, eta: 0:16:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6356, loss: 1.6356 +2025-06-30 19:52:58,601 - pyskl - INFO - Epoch [150][1300/3405] lr: 1.049e-06, eta: 0:15:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5798, loss: 1.5798 +2025-06-30 19:53:43,397 - pyskl - INFO - Epoch [150][1400/3405] lr: 9.515e-07, eta: 0:15:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5744, loss: 1.5744 +2025-06-30 19:54:27,938 - pyskl - INFO - Epoch [150][1500/3405] lr: 8.590e-07, eta: 0:14:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5969, loss: 1.5969 +2025-06-30 19:55:12,489 - pyskl - INFO - Epoch [150][1600/3405] lr: 7.712e-07, eta: 0:13:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5704, loss: 1.5704 +2025-06-30 19:55:57,068 - pyskl - INFO - Epoch [150][1700/3405] lr: 6.882e-07, eta: 0:12:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5685, loss: 1.5685 +2025-06-30 19:56:41,771 - pyskl - INFO - Epoch [150][1800/3405] lr: 6.099e-07, eta: 0:12:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5448, loss: 1.5448 +2025-06-30 19:57:26,603 - pyskl - INFO - Epoch [150][1900/3405] lr: 5.363e-07, eta: 0:11:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6189, loss: 1.6189 +2025-06-30 19:58:11,288 - pyskl - INFO - Epoch [150][2000/3405] lr: 4.674e-07, eta: 0:10:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6087, loss: 1.6087 +2025-06-30 19:58:56,017 - pyskl - INFO - Epoch [150][2100/3405] lr: 4.033e-07, eta: 0:09:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5948, loss: 1.5948 +2025-06-30 19:59:40,619 - pyskl - INFO - Epoch [150][2200/3405] lr: 3.439e-07, eta: 0:09:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5196, loss: 1.5196 +2025-06-30 20:00:25,266 - pyskl - INFO - Epoch [150][2300/3405] lr: 2.892e-07, eta: 0:08:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4848, loss: 1.4848 +2025-06-30 20:01:09,986 - pyskl - INFO - Epoch [150][2400/3405] lr: 2.393e-07, eta: 0:07:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5798, loss: 1.5798 +2025-06-30 20:01:54,693 - pyskl - INFO - Epoch [150][2500/3405] lr: 1.941e-07, eta: 0:06:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5361, loss: 1.5361 +2025-06-30 20:02:39,387 - pyskl - INFO - Epoch [150][2600/3405] lr: 1.536e-07, eta: 0:06:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5493, loss: 1.5493 +2025-06-30 20:03:24,071 - pyskl - INFO - Epoch [150][2700/3405] lr: 1.179e-07, eta: 0:05:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5919, loss: 1.5919 +2025-06-30 20:04:08,778 - pyskl - INFO - Epoch [150][2800/3405] lr: 8.684e-08, eta: 0:04:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5381, loss: 1.5381 +2025-06-30 20:04:53,474 - pyskl - INFO - Epoch [150][2900/3405] lr: 6.054e-08, eta: 0:03:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5326, loss: 1.5326 +2025-06-30 20:05:38,149 - pyskl - INFO - Epoch [150][3000/3405] lr: 3.898e-08, eta: 0:03:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6007, loss: 1.6007 +2025-06-30 20:06:22,818 - pyskl - INFO - Epoch [150][3100/3405] lr: 2.214e-08, eta: 0:02:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5800, loss: 1.5800 +2025-06-30 20:07:07,510 - pyskl - INFO - Epoch [150][3200/3405] lr: 1.003e-08, eta: 0:01:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6069, loss: 1.6069 +2025-06-30 20:07:52,149 - pyskl - INFO - Epoch [150][3300/3405] lr: 2.657e-09, eta: 0:00:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5787, loss: 1.5787 +2025-06-30 20:08:36,858 - pyskl - INFO - Epoch [150][3400/3405] lr: 8.513e-12, eta: 0:00:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5209, loss: 1.5209 +2025-06-30 20:08:39,381 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-06-30 20:12:35,471 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 20:12:36,050 - pyskl - INFO - +top1_acc 0.8895 +top5_acc 0.9796 +2025-06-30 20:12:36,071 - pyskl - INFO - Epoch(val) [150][3718] top1_acc: 0.8895, top5_acc: 0.9796 +2025-06-30 20:12:47,638 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-06-30 20:46:29,609 - pyskl - INFO - Testing results of the last checkpoint +2025-06-30 20:46:29,609 - pyskl - INFO - top1_acc: 0.8911 +2025-06-30 20:46:29,609 - pyskl - INFO - top5_acc: 0.9801 +2025-06-30 20:46:29,610 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu120_xset/j_2/best_top1_acc_epoch_149.pth +2025-06-30 21:20:02,556 - pyskl - INFO - Testing results of the best checkpoint +2025-06-30 21:20:02,556 - pyskl - INFO - top1_acc: 0.8911 +2025-06-30 21:20:02,556 - pyskl - INFO - top5_acc: 0.9799 diff --git a/ntu120_xset/j_2/best_pred.pkl b/ntu120_xset/j_2/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..9db9db276bcf84eb28c7823bdb996dc891535562 --- /dev/null +++ b/ntu120_xset/j_2/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5cdd0b100f79210e9c26ecfcc3f142903c37bf05c3dcaf5626398f7719d2af84 +size 43580101 diff --git a/ntu120_xset/j_2/best_top1_acc_epoch_149.pth b/ntu120_xset/j_2/best_top1_acc_epoch_149.pth new file mode 100644 index 0000000000000000000000000000000000000000..f65c51cbf9514064f70236d31bf9a07ebc2d582a --- /dev/null +++ b/ntu120_xset/j_2/best_top1_acc_epoch_149.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b417427bf6f58b525bfc1d97d89127a1c7599df94839d17430e692b9747d474d +size 16396379 diff --git a/ntu120_xset/jm/20250504_151214.log b/ntu120_xset/jm/20250504_151214.log new file mode 100644 index 0000000000000000000000000000000000000000..46d5c2e1d4a7fa9d59bab321bc530fb1b346f3d7 --- /dev/null +++ b/ntu120_xset/jm/20250504_151214.log @@ -0,0 +1,6353 @@ +2025-05-04 15:12:14,549 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-05-04 15:12:14,906 - pyskl - INFO - Config: modality = 'jm' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu120_xset/jm' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + num_classes=120, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=120, + in_channels=384, + work_dir='./work_dirs/ntu120_xset/jm', + interval_epoch=10, + weight_1=0.2, + weight_2=0.5)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['jm']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['jm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['jm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['jm']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['jm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['jm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-05-04 15:12:14,906 - pyskl - INFO - Set random seed to 1851601029, deterministic: False +2025-05-04 15:12:28,403 - pyskl - INFO - 54468 videos remain after valid thresholding +2025-05-04 15:12:37,627 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-05-04 15:12:37,668 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm +2025-05-04 15:12:37,669 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-05-04 15:12:37,669 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-05-04 15:12:37,669 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm by HardDiskBackend. +2025-05-04 15:13:44,732 - pyskl - INFO - Epoch [1][100/3405] lr: 2.500e-02, eta: 3 days, 23:07:17, time: 0.671, data_time: 0.229, memory: 13267, top1_acc: 0.0125, top5_acc: 0.0581, loss_cls: 12.5314, loss: 12.5314 +2025-05-04 15:14:28,119 - pyskl - INFO - Epoch [1][200/3405] lr: 2.500e-02, eta: 3 days, 6:19:01, time: 0.434, data_time: 0.000, memory: 13267, top1_acc: 0.0187, top5_acc: 0.0994, loss_cls: 11.5676, loss: 11.5676 +2025-05-04 15:15:11,757 - pyskl - INFO - Epoch [1][300/3405] lr: 2.500e-02, eta: 3 days, 0:49:32, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.0394, top5_acc: 0.1381, loss_cls: 11.2046, loss: 11.2046 +2025-05-04 15:15:55,298 - pyskl - INFO - Epoch [1][400/3405] lr: 2.500e-02, eta: 2 days, 22:02:23, time: 0.435, data_time: 0.000, memory: 13267, top1_acc: 0.0400, top5_acc: 0.1650, loss_cls: 10.9188, loss: 10.9188 +2025-05-04 15:16:38,882 - pyskl - INFO - Epoch [1][500/3405] lr: 2.500e-02, eta: 2 days, 20:22:32, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.0413, top5_acc: 0.1819, loss_cls: 10.7167, loss: 10.7167 +2025-05-04 15:17:22,518 - pyskl - INFO - Epoch [1][600/3405] lr: 2.500e-02, eta: 2 days, 19:16:27, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.0500, top5_acc: 0.2013, loss_cls: 10.5832, loss: 10.5832 +2025-05-04 15:18:06,219 - pyskl - INFO - Epoch [1][700/3405] lr: 2.500e-02, eta: 2 days, 18:29:51, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.0431, top5_acc: 0.2013, loss_cls: 10.4602, loss: 10.4602 +2025-05-04 15:18:49,807 - pyskl - INFO - Epoch [1][800/3405] lr: 2.500e-02, eta: 2 days, 17:53:30, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.0563, top5_acc: 0.2219, loss_cls: 10.2677, loss: 10.2677 +2025-05-04 15:19:33,627 - pyskl - INFO - Epoch [1][900/3405] lr: 2.500e-02, eta: 2 days, 17:27:16, time: 0.438, data_time: 0.000, memory: 13267, top1_acc: 0.0606, top5_acc: 0.2556, loss_cls: 10.2109, loss: 10.2109 +2025-05-04 15:20:17,194 - pyskl - INFO - Epoch [1][1000/3405] lr: 2.500e-02, eta: 2 days, 17:03:59, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.0819, top5_acc: 0.2831, loss_cls: 9.9880, loss: 9.9880 +2025-05-04 15:21:00,766 - pyskl - INFO - Epoch [1][1100/3405] lr: 2.500e-02, eta: 2 days, 16:44:50, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.0825, top5_acc: 0.2925, loss_cls: 9.7857, loss: 9.7857 +2025-05-04 15:21:44,409 - pyskl - INFO - Epoch [1][1200/3405] lr: 2.500e-02, eta: 2 days, 16:29:16, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.0981, top5_acc: 0.3375, loss_cls: 9.6682, loss: 9.6682 +2025-05-04 15:22:28,067 - pyskl - INFO - Epoch [1][1300/3405] lr: 2.500e-02, eta: 2 days, 16:16:04, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.1113, top5_acc: 0.3513, loss_cls: 9.5409, loss: 9.5409 +2025-05-04 15:23:11,691 - pyskl - INFO - Epoch [1][1400/3405] lr: 2.500e-02, eta: 2 days, 16:04:27, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.1219, top5_acc: 0.3738, loss_cls: 9.3109, loss: 9.3109 +2025-05-04 15:23:55,393 - pyskl - INFO - Epoch [1][1500/3405] lr: 2.500e-02, eta: 2 days, 15:54:44, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.1375, top5_acc: 0.4056, loss_cls: 9.2425, loss: 9.2425 +2025-05-04 15:24:38,956 - pyskl - INFO - Epoch [1][1600/3405] lr: 2.500e-02, eta: 2 days, 15:45:23, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.1550, top5_acc: 0.4344, loss_cls: 9.0511, loss: 9.0511 +2025-05-04 15:25:22,472 - pyskl - INFO - Epoch [1][1700/3405] lr: 2.500e-02, eta: 2 days, 15:36:50, time: 0.435, data_time: 0.000, memory: 13267, top1_acc: 0.1400, top5_acc: 0.4250, loss_cls: 9.1307, loss: 9.1307 +2025-05-04 15:26:05,994 - pyskl - INFO - Epoch [1][1800/3405] lr: 2.500e-02, eta: 2 days, 15:29:10, time: 0.435, data_time: 0.000, memory: 13267, top1_acc: 0.1663, top5_acc: 0.4475, loss_cls: 8.9734, loss: 8.9734 +2025-05-04 15:26:49,410 - pyskl - INFO - Epoch [1][1900/3405] lr: 2.500e-02, eta: 2 days, 15:21:46, time: 0.434, data_time: 0.000, memory: 13267, top1_acc: 0.1744, top5_acc: 0.4788, loss_cls: 8.7435, loss: 8.7435 +2025-05-04 15:27:32,809 - pyskl - INFO - Epoch [1][2000/3405] lr: 2.500e-02, eta: 2 days, 15:14:58, time: 0.434, data_time: 0.000, memory: 13267, top1_acc: 0.1906, top5_acc: 0.4925, loss_cls: 8.7468, loss: 8.7468 +2025-05-04 15:28:16,359 - pyskl - INFO - Epoch [1][2100/3405] lr: 2.500e-02, eta: 2 days, 15:09:21, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.2181, top5_acc: 0.5188, loss_cls: 8.3752, loss: 8.3752 +2025-05-04 15:28:59,891 - pyskl - INFO - Epoch [1][2200/3405] lr: 2.500e-02, eta: 2 days, 15:04:06, time: 0.435, data_time: 0.000, memory: 13267, top1_acc: 0.2106, top5_acc: 0.5294, loss_cls: 8.5594, loss: 8.5594 +2025-05-04 15:29:43,685 - pyskl - INFO - Epoch [1][2300/3405] lr: 2.500e-02, eta: 2 days, 15:00:13, time: 0.438, data_time: 0.000, memory: 13267, top1_acc: 0.2175, top5_acc: 0.5587, loss_cls: 8.3818, loss: 8.3818 +2025-05-04 15:30:27,366 - pyskl - INFO - Epoch [1][2400/3405] lr: 2.500e-02, eta: 2 days, 14:56:12, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.2475, top5_acc: 0.5731, loss_cls: 8.1821, loss: 8.1821 +2025-05-04 15:31:10,935 - pyskl - INFO - Epoch [1][2500/3405] lr: 2.500e-02, eta: 2 days, 14:52:04, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.2537, top5_acc: 0.6031, loss_cls: 7.9840, loss: 7.9840 +2025-05-04 15:31:54,456 - pyskl - INFO - Epoch [1][2600/3405] lr: 2.500e-02, eta: 2 days, 14:48:02, time: 0.435, data_time: 0.000, memory: 13267, top1_acc: 0.2600, top5_acc: 0.6150, loss_cls: 7.9659, loss: 7.9659 +2025-05-04 15:32:38,078 - pyskl - INFO - Epoch [1][2700/3405] lr: 2.500e-02, eta: 2 days, 14:44:34, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.2637, top5_acc: 0.6056, loss_cls: 7.9985, loss: 7.9985 +2025-05-04 15:33:21,625 - pyskl - INFO - Epoch [1][2800/3405] lr: 2.500e-02, eta: 2 days, 14:41:04, time: 0.435, data_time: 0.000, memory: 13267, top1_acc: 0.2656, top5_acc: 0.6094, loss_cls: 7.9536, loss: 7.9536 +2025-05-04 15:34:05,186 - pyskl - INFO - Epoch [1][2900/3405] lr: 2.500e-02, eta: 2 days, 14:37:48, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.2725, top5_acc: 0.6238, loss_cls: 7.9019, loss: 7.9019 +2025-05-04 15:34:48,781 - pyskl - INFO - Epoch [1][3000/3405] lr: 2.500e-02, eta: 2 days, 14:34:48, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.3050, top5_acc: 0.6469, loss_cls: 7.7330, loss: 7.7330 +2025-05-04 15:35:32,365 - pyskl - INFO - Epoch [1][3100/3405] lr: 2.500e-02, eta: 2 days, 14:31:54, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.2881, top5_acc: 0.6462, loss_cls: 7.6246, loss: 7.6246 +2025-05-04 15:36:16,020 - pyskl - INFO - Epoch [1][3200/3405] lr: 2.500e-02, eta: 2 days, 14:29:21, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.3262, top5_acc: 0.6769, loss_cls: 7.4450, loss: 7.4450 +2025-05-04 15:36:59,693 - pyskl - INFO - Epoch [1][3300/3405] lr: 2.500e-02, eta: 2 days, 14:26:56, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.3356, top5_acc: 0.6875, loss_cls: 7.4497, loss: 7.4497 +2025-05-04 15:37:43,371 - pyskl - INFO - Epoch [1][3400/3405] lr: 2.500e-02, eta: 2 days, 14:24:39, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.3019, top5_acc: 0.6750, loss_cls: 7.5538, loss: 7.5538 +2025-05-04 15:37:45,985 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-05-04 15:41:38,968 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 15:41:39,517 - pyskl - INFO - +top1_acc 0.2585 +top5_acc 0.6113 +2025-05-04 15:41:40,626 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-05-04 15:41:40,627 - pyskl - INFO - Best top1_acc is 0.2585 at 1 epoch. +2025-05-04 15:41:40,652 - pyskl - INFO - Epoch(val) [1][3718] top1_acc: 0.2585, top5_acc: 0.6113 +2025-05-04 15:42:47,222 - pyskl - INFO - Epoch [2][100/3405] lr: 2.500e-02, eta: 2 days, 15:12:16, time: 0.666, data_time: 0.230, memory: 13268, top1_acc: 0.3588, top5_acc: 0.7069, loss_cls: 7.2687, loss: 7.2687 +2025-05-04 15:43:30,804 - pyskl - INFO - Epoch [2][200/3405] lr: 2.500e-02, eta: 2 days, 15:08:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.3312, top5_acc: 0.6681, loss_cls: 7.5010, loss: 7.5010 +2025-05-04 15:44:14,425 - pyskl - INFO - Epoch [2][300/3405] lr: 2.500e-02, eta: 2 days, 15:05:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.3369, top5_acc: 0.6931, loss_cls: 7.3811, loss: 7.3811 +2025-05-04 15:44:58,188 - pyskl - INFO - Epoch [2][400/3405] lr: 2.500e-02, eta: 2 days, 15:02:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.3669, top5_acc: 0.7288, loss_cls: 7.1274, loss: 7.1274 +2025-05-04 15:45:41,783 - pyskl - INFO - Epoch [2][500/3405] lr: 2.500e-02, eta: 2 days, 14:58:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.3544, top5_acc: 0.7169, loss_cls: 7.1604, loss: 7.1604 +2025-05-04 15:46:25,257 - pyskl - INFO - Epoch [2][600/3405] lr: 2.500e-02, eta: 2 days, 14:55:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.3706, top5_acc: 0.7281, loss_cls: 7.1620, loss: 7.1620 +2025-05-04 15:47:08,747 - pyskl - INFO - Epoch [2][700/3405] lr: 2.500e-02, eta: 2 days, 14:52:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.3806, top5_acc: 0.7238, loss_cls: 7.0132, loss: 7.0132 +2025-05-04 15:47:52,232 - pyskl - INFO - Epoch [2][800/3405] lr: 2.500e-02, eta: 2 days, 14:48:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.3875, top5_acc: 0.7569, loss_cls: 6.8800, loss: 6.8800 +2025-05-04 15:48:35,902 - pyskl - INFO - Epoch [2][900/3405] lr: 2.500e-02, eta: 2 days, 14:46:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.3844, top5_acc: 0.7362, loss_cls: 7.0254, loss: 7.0254 +2025-05-04 15:49:19,454 - pyskl - INFO - Epoch [2][1000/3405] lr: 2.500e-02, eta: 2 days, 14:43:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.3937, top5_acc: 0.7444, loss_cls: 6.8423, loss: 6.8423 +2025-05-04 15:50:02,977 - pyskl - INFO - Epoch [2][1100/3405] lr: 2.500e-02, eta: 2 days, 14:40:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.4219, top5_acc: 0.7688, loss_cls: 6.6955, loss: 6.6955 +2025-05-04 15:50:46,348 - pyskl - INFO - Epoch [2][1200/3405] lr: 2.499e-02, eta: 2 days, 14:37:50, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.4269, top5_acc: 0.7638, loss_cls: 6.7831, loss: 6.7831 +2025-05-04 15:51:29,773 - pyskl - INFO - Epoch [2][1300/3405] lr: 2.499e-02, eta: 2 days, 14:35:04, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.4244, top5_acc: 0.7831, loss_cls: 6.7310, loss: 6.7310 +2025-05-04 15:52:13,186 - pyskl - INFO - Epoch [2][1400/3405] lr: 2.499e-02, eta: 2 days, 14:32:23, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.4263, top5_acc: 0.7619, loss_cls: 6.8455, loss: 6.8455 +2025-05-04 15:52:56,615 - pyskl - INFO - Epoch [2][1500/3405] lr: 2.499e-02, eta: 2 days, 14:29:48, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.4450, top5_acc: 0.7775, loss_cls: 6.5811, loss: 6.5811 +2025-05-04 15:53:40,052 - pyskl - INFO - Epoch [2][1600/3405] lr: 2.499e-02, eta: 2 days, 14:27:18, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.4288, top5_acc: 0.7681, loss_cls: 6.6720, loss: 6.6720 +2025-05-04 15:54:23,437 - pyskl - INFO - Epoch [2][1700/3405] lr: 2.499e-02, eta: 2 days, 14:24:48, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.4387, top5_acc: 0.7856, loss_cls: 6.6297, loss: 6.6297 +2025-05-04 15:55:06,856 - pyskl - INFO - Epoch [2][1800/3405] lr: 2.499e-02, eta: 2 days, 14:22:24, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.4350, top5_acc: 0.7950, loss_cls: 6.6044, loss: 6.6044 +2025-05-04 15:55:50,275 - pyskl - INFO - Epoch [2][1900/3405] lr: 2.499e-02, eta: 2 days, 14:20:05, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.4594, top5_acc: 0.8081, loss_cls: 6.3855, loss: 6.3855 +2025-05-04 15:56:33,736 - pyskl - INFO - Epoch [2][2000/3405] lr: 2.499e-02, eta: 2 days, 14:17:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.4475, top5_acc: 0.7856, loss_cls: 6.5789, loss: 6.5789 +2025-05-04 15:57:17,220 - pyskl - INFO - Epoch [2][2100/3405] lr: 2.499e-02, eta: 2 days, 14:15:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.4738, top5_acc: 0.8013, loss_cls: 6.4894, loss: 6.4894 +2025-05-04 15:58:01,074 - pyskl - INFO - Epoch [2][2200/3405] lr: 2.499e-02, eta: 2 days, 14:14:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.4706, top5_acc: 0.8137, loss_cls: 6.4471, loss: 6.4471 +2025-05-04 15:58:44,678 - pyskl - INFO - Epoch [2][2300/3405] lr: 2.499e-02, eta: 2 days, 14:12:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.4731, top5_acc: 0.7994, loss_cls: 6.3405, loss: 6.3405 +2025-05-04 15:59:28,240 - pyskl - INFO - Epoch [2][2400/3405] lr: 2.499e-02, eta: 2 days, 14:10:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.4606, top5_acc: 0.7994, loss_cls: 6.3543, loss: 6.3543 +2025-05-04 16:00:11,727 - pyskl - INFO - Epoch [2][2500/3405] lr: 2.499e-02, eta: 2 days, 14:08:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.5012, top5_acc: 0.8069, loss_cls: 6.3314, loss: 6.3314 +2025-05-04 16:00:55,333 - pyskl - INFO - Epoch [2][2600/3405] lr: 2.499e-02, eta: 2 days, 14:06:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5038, top5_acc: 0.8237, loss_cls: 6.1913, loss: 6.1913 +2025-05-04 16:01:38,857 - pyskl - INFO - Epoch [2][2700/3405] lr: 2.499e-02, eta: 2 days, 14:05:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.4669, top5_acc: 0.8069, loss_cls: 6.3839, loss: 6.3839 +2025-05-04 16:02:22,394 - pyskl - INFO - Epoch [2][2800/3405] lr: 2.499e-02, eta: 2 days, 14:03:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.5050, top5_acc: 0.8300, loss_cls: 6.1480, loss: 6.1480 +2025-05-04 16:03:05,937 - pyskl - INFO - Epoch [2][2900/3405] lr: 2.499e-02, eta: 2 days, 14:01:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.5194, top5_acc: 0.8306, loss_cls: 6.0464, loss: 6.0464 +2025-05-04 16:03:49,431 - pyskl - INFO - Epoch [2][3000/3405] lr: 2.499e-02, eta: 2 days, 13:59:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.5000, top5_acc: 0.8175, loss_cls: 6.1960, loss: 6.1960 +2025-05-04 16:04:32,872 - pyskl - INFO - Epoch [2][3100/3405] lr: 2.499e-02, eta: 2 days, 13:58:03, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.4900, top5_acc: 0.8081, loss_cls: 6.1895, loss: 6.1895 +2025-05-04 16:05:16,389 - pyskl - INFO - Epoch [2][3200/3405] lr: 2.499e-02, eta: 2 days, 13:56:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.5262, top5_acc: 0.8369, loss_cls: 6.0834, loss: 6.0834 +2025-05-04 16:05:59,966 - pyskl - INFO - Epoch [2][3300/3405] lr: 2.499e-02, eta: 2 days, 13:54:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.4919, top5_acc: 0.8313, loss_cls: 6.1462, loss: 6.1462 +2025-05-04 16:06:43,503 - pyskl - INFO - Epoch [2][3400/3405] lr: 2.499e-02, eta: 2 days, 13:53:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.5088, top5_acc: 0.8356, loss_cls: 6.0994, loss: 6.0994 +2025-05-04 16:06:46,097 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-05-04 16:10:38,693 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 16:10:39,247 - pyskl - INFO - +top1_acc 0.5099 +top5_acc 0.8124 +2025-05-04 16:10:39,304 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_1.pth was removed +2025-05-04 16:10:40,457 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-05-04 16:10:40,458 - pyskl - INFO - Best top1_acc is 0.5099 at 2 epoch. +2025-05-04 16:10:40,483 - pyskl - INFO - Epoch(val) [2][3718] top1_acc: 0.5099, top5_acc: 0.8124 +2025-05-04 16:11:47,326 - pyskl - INFO - Epoch [3][100/3405] lr: 2.499e-02, eta: 2 days, 14:17:18, time: 0.668, data_time: 0.231, memory: 13268, top1_acc: 0.5031, top5_acc: 0.8319, loss_cls: 6.1320, loss: 6.1320 +2025-05-04 16:12:30,993 - pyskl - INFO - Epoch [3][200/3405] lr: 2.499e-02, eta: 2 days, 14:15:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.5156, top5_acc: 0.8406, loss_cls: 6.1156, loss: 6.1156 +2025-05-04 16:13:14,577 - pyskl - INFO - Epoch [3][300/3405] lr: 2.499e-02, eta: 2 days, 14:13:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5138, top5_acc: 0.8444, loss_cls: 5.8759, loss: 5.8759 +2025-05-04 16:13:58,132 - pyskl - INFO - Epoch [3][400/3405] lr: 2.499e-02, eta: 2 days, 14:11:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5162, top5_acc: 0.8300, loss_cls: 6.0794, loss: 6.0794 +2025-05-04 16:14:41,709 - pyskl - INFO - Epoch [3][500/3405] lr: 2.499e-02, eta: 2 days, 14:10:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5431, top5_acc: 0.8612, loss_cls: 5.8292, loss: 5.8292 +2025-05-04 16:15:25,355 - pyskl - INFO - Epoch [3][600/3405] lr: 2.499e-02, eta: 2 days, 14:08:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5156, top5_acc: 0.8475, loss_cls: 6.0401, loss: 6.0401 +2025-05-04 16:16:09,029 - pyskl - INFO - Epoch [3][700/3405] lr: 2.499e-02, eta: 2 days, 14:06:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.5419, top5_acc: 0.8406, loss_cls: 5.8013, loss: 5.8013 +2025-05-04 16:16:52,513 - pyskl - INFO - Epoch [3][800/3405] lr: 2.499e-02, eta: 2 days, 14:05:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.5350, top5_acc: 0.8294, loss_cls: 5.9608, loss: 5.9608 +2025-05-04 16:17:35,966 - pyskl - INFO - Epoch [3][900/3405] lr: 2.499e-02, eta: 2 days, 14:03:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.5413, top5_acc: 0.8538, loss_cls: 5.8640, loss: 5.8640 +2025-05-04 16:18:19,439 - pyskl - INFO - Epoch [3][1000/3405] lr: 2.499e-02, eta: 2 days, 14:01:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.5363, top5_acc: 0.8531, loss_cls: 5.7923, loss: 5.7923 +2025-05-04 16:19:03,062 - pyskl - INFO - Epoch [3][1100/3405] lr: 2.499e-02, eta: 2 days, 14:00:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5644, top5_acc: 0.8656, loss_cls: 5.7490, loss: 5.7490 +2025-05-04 16:19:46,657 - pyskl - INFO - Epoch [3][1200/3405] lr: 2.498e-02, eta: 2 days, 13:58:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5487, top5_acc: 0.8406, loss_cls: 5.9613, loss: 5.9613 +2025-05-04 16:20:30,253 - pyskl - INFO - Epoch [3][1300/3405] lr: 2.498e-02, eta: 2 days, 13:56:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5494, top5_acc: 0.8544, loss_cls: 5.8052, loss: 5.8052 +2025-05-04 16:21:13,803 - pyskl - INFO - Epoch [3][1400/3405] lr: 2.498e-02, eta: 2 days, 13:55:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.5550, top5_acc: 0.8538, loss_cls: 5.8954, loss: 5.8954 +2025-05-04 16:21:57,307 - pyskl - INFO - Epoch [3][1500/3405] lr: 2.498e-02, eta: 2 days, 13:53:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.5494, top5_acc: 0.8425, loss_cls: 5.9399, loss: 5.9399 +2025-05-04 16:22:40,817 - pyskl - INFO - Epoch [3][1600/3405] lr: 2.498e-02, eta: 2 days, 13:52:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.5425, top5_acc: 0.8538, loss_cls: 5.8020, loss: 5.8020 +2025-05-04 16:23:24,268 - pyskl - INFO - Epoch [3][1700/3405] lr: 2.498e-02, eta: 2 days, 13:50:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.5650, top5_acc: 0.8575, loss_cls: 5.7731, loss: 5.7731 +2025-05-04 16:24:07,676 - pyskl - INFO - Epoch [3][1800/3405] lr: 2.498e-02, eta: 2 days, 13:48:53, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.5519, top5_acc: 0.8625, loss_cls: 5.7931, loss: 5.7931 +2025-05-04 16:24:51,168 - pyskl - INFO - Epoch [3][1900/3405] lr: 2.498e-02, eta: 2 days, 13:47:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.5794, top5_acc: 0.8669, loss_cls: 5.6946, loss: 5.6946 +2025-05-04 16:25:34,628 - pyskl - INFO - Epoch [3][2000/3405] lr: 2.498e-02, eta: 2 days, 13:45:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.5700, top5_acc: 0.8706, loss_cls: 5.6919, loss: 5.6919 +2025-05-04 16:26:18,013 - pyskl - INFO - Epoch [3][2100/3405] lr: 2.498e-02, eta: 2 days, 13:44:13, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.5650, top5_acc: 0.8544, loss_cls: 5.7155, loss: 5.7155 +2025-05-04 16:27:01,435 - pyskl - INFO - Epoch [3][2200/3405] lr: 2.498e-02, eta: 2 days, 13:42:40, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.5825, top5_acc: 0.8750, loss_cls: 5.5275, loss: 5.5275 +2025-05-04 16:27:45,044 - pyskl - INFO - Epoch [3][2300/3405] lr: 2.498e-02, eta: 2 days, 13:41:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5825, top5_acc: 0.8794, loss_cls: 5.5366, loss: 5.5366 +2025-05-04 16:28:28,613 - pyskl - INFO - Epoch [3][2400/3405] lr: 2.498e-02, eta: 2 days, 13:39:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5700, top5_acc: 0.8606, loss_cls: 5.5658, loss: 5.5658 +2025-05-04 16:29:12,098 - pyskl - INFO - Epoch [3][2500/3405] lr: 2.498e-02, eta: 2 days, 13:38:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.5869, top5_acc: 0.8662, loss_cls: 5.5481, loss: 5.5481 +2025-05-04 16:29:55,664 - pyskl - INFO - Epoch [3][2600/3405] lr: 2.498e-02, eta: 2 days, 13:37:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5800, top5_acc: 0.8800, loss_cls: 5.5025, loss: 5.5025 +2025-05-04 16:30:39,345 - pyskl - INFO - Epoch [3][2700/3405] lr: 2.498e-02, eta: 2 days, 13:35:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.5737, top5_acc: 0.8694, loss_cls: 5.5143, loss: 5.5143 +2025-05-04 16:31:22,874 - pyskl - INFO - Epoch [3][2800/3405] lr: 2.498e-02, eta: 2 days, 13:34:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.5631, top5_acc: 0.8688, loss_cls: 5.6990, loss: 5.6990 +2025-05-04 16:32:06,330 - pyskl - INFO - Epoch [3][2900/3405] lr: 2.498e-02, eta: 2 days, 13:33:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6000, top5_acc: 0.8844, loss_cls: 5.4962, loss: 5.4962 +2025-05-04 16:32:49,876 - pyskl - INFO - Epoch [3][3000/3405] lr: 2.498e-02, eta: 2 days, 13:31:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.5988, top5_acc: 0.8719, loss_cls: 5.4563, loss: 5.4563 +2025-05-04 16:33:33,311 - pyskl - INFO - Epoch [3][3100/3405] lr: 2.498e-02, eta: 2 days, 13:30:27, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6038, top5_acc: 0.8875, loss_cls: 5.5112, loss: 5.5112 +2025-05-04 16:34:16,643 - pyskl - INFO - Epoch [3][3200/3405] lr: 2.498e-02, eta: 2 days, 13:28:58, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.5831, top5_acc: 0.8856, loss_cls: 5.4987, loss: 5.4987 +2025-05-04 16:35:00,084 - pyskl - INFO - Epoch [3][3300/3405] lr: 2.498e-02, eta: 2 days, 13:27:36, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.5887, top5_acc: 0.8700, loss_cls: 5.5661, loss: 5.5661 +2025-05-04 16:35:43,675 - pyskl - INFO - Epoch [3][3400/3405] lr: 2.498e-02, eta: 2 days, 13:26:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6169, top5_acc: 0.8738, loss_cls: 5.3891, loss: 5.3891 +2025-05-04 16:35:46,277 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-05-04 16:39:38,802 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 16:39:39,355 - pyskl - INFO - +top1_acc 0.5609 +top5_acc 0.8553 +2025-05-04 16:39:39,414 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_2.pth was removed +2025-05-04 16:39:40,533 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-05-04 16:39:40,535 - pyskl - INFO - Best top1_acc is 0.5609 at 3 epoch. +2025-05-04 16:39:40,557 - pyskl - INFO - Epoch(val) [3][3718] top1_acc: 0.5609, top5_acc: 0.8553 +2025-05-04 16:40:47,381 - pyskl - INFO - Epoch [4][100/3405] lr: 2.497e-02, eta: 2 days, 13:42:07, time: 0.668, data_time: 0.228, memory: 13268, top1_acc: 0.5869, top5_acc: 0.8900, loss_cls: 5.4166, loss: 5.4166 +2025-05-04 16:41:31,217 - pyskl - INFO - Epoch [4][200/3405] lr: 2.497e-02, eta: 2 days, 13:40:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6100, top5_acc: 0.8819, loss_cls: 5.3959, loss: 5.3959 +2025-05-04 16:42:14,772 - pyskl - INFO - Epoch [4][300/3405] lr: 2.497e-02, eta: 2 days, 13:39:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6031, top5_acc: 0.8925, loss_cls: 5.3758, loss: 5.3758 +2025-05-04 16:42:58,283 - pyskl - INFO - Epoch [4][400/3405] lr: 2.497e-02, eta: 2 days, 13:38:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.5913, top5_acc: 0.8800, loss_cls: 5.4033, loss: 5.4033 +2025-05-04 16:43:41,835 - pyskl - INFO - Epoch [4][500/3405] lr: 2.497e-02, eta: 2 days, 13:36:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6119, top5_acc: 0.8938, loss_cls: 5.3715, loss: 5.3715 +2025-05-04 16:44:25,551 - pyskl - INFO - Epoch [4][600/3405] lr: 2.497e-02, eta: 2 days, 13:35:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6144, top5_acc: 0.8944, loss_cls: 5.3339, loss: 5.3339 +2025-05-04 16:45:09,104 - pyskl - INFO - Epoch [4][700/3405] lr: 2.497e-02, eta: 2 days, 13:34:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6112, top5_acc: 0.8769, loss_cls: 5.4442, loss: 5.4442 +2025-05-04 16:45:52,638 - pyskl - INFO - Epoch [4][800/3405] lr: 2.497e-02, eta: 2 days, 13:32:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6262, top5_acc: 0.8856, loss_cls: 5.2739, loss: 5.2739 +2025-05-04 16:46:36,084 - pyskl - INFO - Epoch [4][900/3405] lr: 2.497e-02, eta: 2 days, 13:31:24, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6012, top5_acc: 0.8869, loss_cls: 5.2810, loss: 5.2810 +2025-05-04 16:47:19,540 - pyskl - INFO - Epoch [4][1000/3405] lr: 2.497e-02, eta: 2 days, 13:30:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6119, top5_acc: 0.8925, loss_cls: 5.3053, loss: 5.3053 +2025-05-04 16:48:03,159 - pyskl - INFO - Epoch [4][1100/3405] lr: 2.497e-02, eta: 2 days, 13:28:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6025, top5_acc: 0.8875, loss_cls: 5.3306, loss: 5.3306 +2025-05-04 16:48:46,758 - pyskl - INFO - Epoch [4][1200/3405] lr: 2.497e-02, eta: 2 days, 13:27:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6269, top5_acc: 0.8762, loss_cls: 5.3368, loss: 5.3368 +2025-05-04 16:49:30,508 - pyskl - INFO - Epoch [4][1300/3405] lr: 2.497e-02, eta: 2 days, 13:26:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6006, top5_acc: 0.8906, loss_cls: 5.4594, loss: 5.4594 +2025-05-04 16:50:14,289 - pyskl - INFO - Epoch [4][1400/3405] lr: 2.497e-02, eta: 2 days, 13:25:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6025, top5_acc: 0.8900, loss_cls: 5.4637, loss: 5.4637 +2025-05-04 16:50:57,878 - pyskl - INFO - Epoch [4][1500/3405] lr: 2.497e-02, eta: 2 days, 13:24:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6194, top5_acc: 0.8944, loss_cls: 5.3602, loss: 5.3602 +2025-05-04 16:51:41,577 - pyskl - INFO - Epoch [4][1600/3405] lr: 2.497e-02, eta: 2 days, 13:22:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6188, top5_acc: 0.8912, loss_cls: 5.3516, loss: 5.3516 +2025-05-04 16:52:25,300 - pyskl - INFO - Epoch [4][1700/3405] lr: 2.497e-02, eta: 2 days, 13:21:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6169, top5_acc: 0.8850, loss_cls: 5.3589, loss: 5.3589 +2025-05-04 16:53:08,946 - pyskl - INFO - Epoch [4][1800/3405] lr: 2.497e-02, eta: 2 days, 13:20:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6175, top5_acc: 0.8950, loss_cls: 5.2413, loss: 5.2413 +2025-05-04 16:53:52,611 - pyskl - INFO - Epoch [4][1900/3405] lr: 2.497e-02, eta: 2 days, 13:19:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6119, top5_acc: 0.8919, loss_cls: 5.2037, loss: 5.2037 +2025-05-04 16:54:35,999 - pyskl - INFO - Epoch [4][2000/3405] lr: 2.496e-02, eta: 2 days, 13:18:02, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6412, top5_acc: 0.9000, loss_cls: 5.2223, loss: 5.2223 +2025-05-04 16:55:19,341 - pyskl - INFO - Epoch [4][2100/3405] lr: 2.496e-02, eta: 2 days, 13:16:40, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.6225, top5_acc: 0.8944, loss_cls: 5.3446, loss: 5.3446 +2025-05-04 16:56:02,743 - pyskl - INFO - Epoch [4][2200/3405] lr: 2.496e-02, eta: 2 days, 13:15:21, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6306, top5_acc: 0.8962, loss_cls: 5.3673, loss: 5.3673 +2025-05-04 16:56:46,160 - pyskl - INFO - Epoch [4][2300/3405] lr: 2.496e-02, eta: 2 days, 13:14:04, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6388, top5_acc: 0.9012, loss_cls: 5.1207, loss: 5.1207 +2025-05-04 16:57:29,551 - pyskl - INFO - Epoch [4][2400/3405] lr: 2.496e-02, eta: 2 days, 13:12:46, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6362, top5_acc: 0.9038, loss_cls: 5.2215, loss: 5.2215 +2025-05-04 16:58:12,993 - pyskl - INFO - Epoch [4][2500/3405] lr: 2.496e-02, eta: 2 days, 13:11:31, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6425, top5_acc: 0.9069, loss_cls: 5.2104, loss: 5.2104 +2025-05-04 16:58:56,422 - pyskl - INFO - Epoch [4][2600/3405] lr: 2.496e-02, eta: 2 days, 13:10:15, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6275, top5_acc: 0.9031, loss_cls: 5.1532, loss: 5.1532 +2025-05-04 16:59:39,909 - pyskl - INFO - Epoch [4][2700/3405] lr: 2.496e-02, eta: 2 days, 13:09:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.9069, loss_cls: 5.1172, loss: 5.1172 +2025-05-04 17:00:23,366 - pyskl - INFO - Epoch [4][2800/3405] lr: 2.496e-02, eta: 2 days, 13:07:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6481, top5_acc: 0.9006, loss_cls: 5.1552, loss: 5.1552 +2025-05-04 17:01:06,803 - pyskl - INFO - Epoch [4][2900/3405] lr: 2.496e-02, eta: 2 days, 13:06:35, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6338, top5_acc: 0.9106, loss_cls: 5.0467, loss: 5.0467 +2025-05-04 17:01:50,266 - pyskl - INFO - Epoch [4][3000/3405] lr: 2.496e-02, eta: 2 days, 13:05:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6194, top5_acc: 0.8981, loss_cls: 5.2637, loss: 5.2637 +2025-05-04 17:02:33,741 - pyskl - INFO - Epoch [4][3100/3405] lr: 2.496e-02, eta: 2 days, 13:04:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6400, top5_acc: 0.9050, loss_cls: 5.1343, loss: 5.1343 +2025-05-04 17:03:17,232 - pyskl - INFO - Epoch [4][3200/3405] lr: 2.496e-02, eta: 2 days, 13:03:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6431, top5_acc: 0.9012, loss_cls: 5.1014, loss: 5.1014 +2025-05-04 17:04:00,760 - pyskl - INFO - Epoch [4][3300/3405] lr: 2.496e-02, eta: 2 days, 13:01:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6231, top5_acc: 0.8944, loss_cls: 5.2889, loss: 5.2889 +2025-05-04 17:04:44,276 - pyskl - INFO - Epoch [4][3400/3405] lr: 2.496e-02, eta: 2 days, 13:00:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6256, top5_acc: 0.9156, loss_cls: 5.1258, loss: 5.1258 +2025-05-04 17:04:46,861 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-05-04 17:08:39,386 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 17:08:39,937 - pyskl - INFO - +top1_acc 0.6164 +top5_acc 0.8851 +2025-05-04 17:08:39,992 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_3.pth was removed +2025-05-04 17:08:41,092 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-05-04 17:08:41,093 - pyskl - INFO - Best top1_acc is 0.6164 at 4 epoch. +2025-05-04 17:08:41,115 - pyskl - INFO - Epoch(val) [4][3718] top1_acc: 0.6164, top5_acc: 0.8851 +2025-05-04 17:09:47,913 - pyskl - INFO - Epoch [5][100/3405] lr: 2.496e-02, eta: 2 days, 13:12:16, time: 0.668, data_time: 0.232, memory: 13268, top1_acc: 0.6681, top5_acc: 0.9206, loss_cls: 5.0022, loss: 5.0022 +2025-05-04 17:10:31,478 - pyskl - INFO - Epoch [5][200/3405] lr: 2.495e-02, eta: 2 days, 13:11:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6256, top5_acc: 0.9038, loss_cls: 5.2939, loss: 5.2939 +2025-05-04 17:11:15,097 - pyskl - INFO - Epoch [5][300/3405] lr: 2.495e-02, eta: 2 days, 13:09:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6431, top5_acc: 0.9137, loss_cls: 5.0461, loss: 5.0461 +2025-05-04 17:11:58,656 - pyskl - INFO - Epoch [5][400/3405] lr: 2.495e-02, eta: 2 days, 13:08:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6525, top5_acc: 0.9169, loss_cls: 5.1308, loss: 5.1308 +2025-05-04 17:12:42,070 - pyskl - INFO - Epoch [5][500/3405] lr: 2.495e-02, eta: 2 days, 13:07:28, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6194, top5_acc: 0.9025, loss_cls: 5.2517, loss: 5.2517 +2025-05-04 17:13:25,619 - pyskl - INFO - Epoch [5][600/3405] lr: 2.495e-02, eta: 2 days, 13:06:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6419, top5_acc: 0.9119, loss_cls: 5.2057, loss: 5.2057 +2025-05-04 17:14:09,098 - pyskl - INFO - Epoch [5][700/3405] lr: 2.495e-02, eta: 2 days, 13:05:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6362, top5_acc: 0.8881, loss_cls: 5.2175, loss: 5.2175 +2025-05-04 17:14:52,615 - pyskl - INFO - Epoch [5][800/3405] lr: 2.495e-02, eta: 2 days, 13:03:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6544, top5_acc: 0.9137, loss_cls: 4.9742, loss: 4.9742 +2025-05-04 17:15:36,210 - pyskl - INFO - Epoch [5][900/3405] lr: 2.495e-02, eta: 2 days, 13:02:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6344, top5_acc: 0.8912, loss_cls: 5.1056, loss: 5.1056 +2025-05-04 17:16:19,958 - pyskl - INFO - Epoch [5][1000/3405] lr: 2.495e-02, eta: 2 days, 13:01:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6544, top5_acc: 0.9125, loss_cls: 5.0458, loss: 5.0458 +2025-05-04 17:17:03,462 - pyskl - INFO - Epoch [5][1100/3405] lr: 2.495e-02, eta: 2 days, 13:00:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6250, top5_acc: 0.9056, loss_cls: 5.1504, loss: 5.1504 +2025-05-04 17:17:47,001 - pyskl - INFO - Epoch [5][1200/3405] lr: 2.495e-02, eta: 2 days, 12:59:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6375, top5_acc: 0.9025, loss_cls: 5.1823, loss: 5.1823 +2025-05-04 17:18:30,436 - pyskl - INFO - Epoch [5][1300/3405] lr: 2.495e-02, eta: 2 days, 12:58:10, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6637, top5_acc: 0.9113, loss_cls: 4.9403, loss: 4.9403 +2025-05-04 17:19:13,798 - pyskl - INFO - Epoch [5][1400/3405] lr: 2.495e-02, eta: 2 days, 12:56:56, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6444, top5_acc: 0.9150, loss_cls: 5.0472, loss: 5.0472 +2025-05-04 17:19:57,272 - pyskl - INFO - Epoch [5][1500/3405] lr: 2.495e-02, eta: 2 days, 12:55:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9169, loss_cls: 5.0321, loss: 5.0321 +2025-05-04 17:20:40,751 - pyskl - INFO - Epoch [5][1600/3405] lr: 2.495e-02, eta: 2 days, 12:54:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6550, top5_acc: 0.9119, loss_cls: 4.8930, loss: 4.8930 +2025-05-04 17:21:24,179 - pyskl - INFO - Epoch [5][1700/3405] lr: 2.494e-02, eta: 2 days, 12:53:26, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6469, top5_acc: 0.9044, loss_cls: 4.9803, loss: 4.9803 +2025-05-04 17:22:07,578 - pyskl - INFO - Epoch [5][1800/3405] lr: 2.494e-02, eta: 2 days, 12:52:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6575, top5_acc: 0.9062, loss_cls: 5.0392, loss: 5.0392 +2025-05-04 17:22:51,078 - pyskl - INFO - Epoch [5][1900/3405] lr: 2.494e-02, eta: 2 days, 12:51:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6438, top5_acc: 0.9038, loss_cls: 5.2094, loss: 5.2094 +2025-05-04 17:23:34,544 - pyskl - INFO - Epoch [5][2000/3405] lr: 2.494e-02, eta: 2 days, 12:49:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6300, top5_acc: 0.9019, loss_cls: 5.1795, loss: 5.1795 +2025-05-04 17:24:18,033 - pyskl - INFO - Epoch [5][2100/3405] lr: 2.494e-02, eta: 2 days, 12:48:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6556, top5_acc: 0.9062, loss_cls: 4.9923, loss: 4.9923 +2025-05-04 17:25:01,506 - pyskl - INFO - Epoch [5][2200/3405] lr: 2.494e-02, eta: 2 days, 12:47:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9244, loss_cls: 4.9855, loss: 4.9855 +2025-05-04 17:25:45,012 - pyskl - INFO - Epoch [5][2300/3405] lr: 2.494e-02, eta: 2 days, 12:46:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6475, top5_acc: 0.8944, loss_cls: 5.1837, loss: 5.1837 +2025-05-04 17:26:28,509 - pyskl - INFO - Epoch [5][2400/3405] lr: 2.494e-02, eta: 2 days, 12:45:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6525, top5_acc: 0.8969, loss_cls: 5.1212, loss: 5.1212 +2025-05-04 17:27:12,025 - pyskl - INFO - Epoch [5][2500/3405] lr: 2.494e-02, eta: 2 days, 12:44:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6331, top5_acc: 0.9081, loss_cls: 5.1652, loss: 5.1652 +2025-05-04 17:27:55,558 - pyskl - INFO - Epoch [5][2600/3405] lr: 2.494e-02, eta: 2 days, 12:43:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9131, loss_cls: 5.0248, loss: 5.0248 +2025-05-04 17:28:39,041 - pyskl - INFO - Epoch [5][2700/3405] lr: 2.494e-02, eta: 2 days, 12:42:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6556, top5_acc: 0.9087, loss_cls: 4.9608, loss: 4.9608 +2025-05-04 17:29:22,453 - pyskl - INFO - Epoch [5][2800/3405] lr: 2.494e-02, eta: 2 days, 12:41:05, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9169, loss_cls: 4.8680, loss: 4.8680 +2025-05-04 17:30:05,998 - pyskl - INFO - Epoch [5][2900/3405] lr: 2.494e-02, eta: 2 days, 12:40:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6562, top5_acc: 0.9094, loss_cls: 5.0414, loss: 5.0414 +2025-05-04 17:30:49,514 - pyskl - INFO - Epoch [5][3000/3405] lr: 2.493e-02, eta: 2 days, 12:38:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6575, top5_acc: 0.9331, loss_cls: 4.8973, loss: 4.8973 +2025-05-04 17:31:33,026 - pyskl - INFO - Epoch [5][3100/3405] lr: 2.493e-02, eta: 2 days, 12:37:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6200, top5_acc: 0.8906, loss_cls: 5.2241, loss: 5.2241 +2025-05-04 17:32:16,599 - pyskl - INFO - Epoch [5][3200/3405] lr: 2.493e-02, eta: 2 days, 12:36:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6713, top5_acc: 0.9144, loss_cls: 4.9015, loss: 4.9015 +2025-05-04 17:32:59,913 - pyskl - INFO - Epoch [5][3300/3405] lr: 2.493e-02, eta: 2 days, 12:35:42, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9169, loss_cls: 4.9499, loss: 4.9499 +2025-05-04 17:33:43,471 - pyskl - INFO - Epoch [5][3400/3405] lr: 2.493e-02, eta: 2 days, 12:34:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6587, top5_acc: 0.9113, loss_cls: 5.0059, loss: 5.0059 +2025-05-04 17:33:46,096 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-05-04 17:37:38,616 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 17:37:39,165 - pyskl - INFO - +top1_acc 0.6432 +top5_acc 0.8994 +2025-05-04 17:37:39,221 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_4.pth was removed +2025-05-04 17:37:40,420 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-05-04 17:37:40,422 - pyskl - INFO - Best top1_acc is 0.6432 at 5 epoch. +2025-05-04 17:37:40,444 - pyskl - INFO - Epoch(val) [5][3718] top1_acc: 0.6432, top5_acc: 0.8994 +2025-05-04 17:38:47,853 - pyskl - INFO - Epoch [6][100/3405] lr: 2.493e-02, eta: 2 days, 12:43:59, time: 0.674, data_time: 0.235, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9213, loss_cls: 4.9536, loss: 4.9536 +2025-05-04 17:39:31,485 - pyskl - INFO - Epoch [6][200/3405] lr: 2.493e-02, eta: 2 days, 12:42:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9225, loss_cls: 4.9902, loss: 4.9902 +2025-05-04 17:40:15,078 - pyskl - INFO - Epoch [6][300/3405] lr: 2.493e-02, eta: 2 days, 12:41:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9231, loss_cls: 4.9534, loss: 4.9534 +2025-05-04 17:40:59,102 - pyskl - INFO - Epoch [6][400/3405] lr: 2.493e-02, eta: 2 days, 12:41:00, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6412, top5_acc: 0.9131, loss_cls: 5.0503, loss: 5.0503 +2025-05-04 17:41:42,846 - pyskl - INFO - Epoch [6][500/3405] lr: 2.493e-02, eta: 2 days, 12:40:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9275, loss_cls: 4.8334, loss: 4.8334 +2025-05-04 17:42:26,576 - pyskl - INFO - Epoch [6][600/3405] lr: 2.493e-02, eta: 2 days, 12:39:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9150, loss_cls: 4.8134, loss: 4.8134 +2025-05-04 17:43:10,188 - pyskl - INFO - Epoch [6][700/3405] lr: 2.493e-02, eta: 2 days, 12:37:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6512, top5_acc: 0.9050, loss_cls: 4.9827, loss: 4.9827 +2025-05-04 17:43:53,710 - pyskl - INFO - Epoch [6][800/3405] lr: 2.492e-02, eta: 2 days, 12:36:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6456, top5_acc: 0.9150, loss_cls: 5.0516, loss: 5.0516 +2025-05-04 17:44:37,202 - pyskl - INFO - Epoch [6][900/3405] lr: 2.492e-02, eta: 2 days, 12:35:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6637, top5_acc: 0.9250, loss_cls: 4.9228, loss: 4.9228 +2025-05-04 17:45:20,756 - pyskl - INFO - Epoch [6][1000/3405] lr: 2.492e-02, eta: 2 days, 12:34:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9169, loss_cls: 4.9927, loss: 4.9927 +2025-05-04 17:46:04,841 - pyskl - INFO - Epoch [6][1100/3405] lr: 2.492e-02, eta: 2 days, 12:33:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9087, loss_cls: 4.9119, loss: 4.9119 +2025-05-04 17:46:48,384 - pyskl - INFO - Epoch [6][1200/3405] lr: 2.492e-02, eta: 2 days, 12:32:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9275, loss_cls: 4.9072, loss: 4.9072 +2025-05-04 17:47:31,859 - pyskl - INFO - Epoch [6][1300/3405] lr: 2.492e-02, eta: 2 days, 12:31:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9119, loss_cls: 4.8442, loss: 4.8442 +2025-05-04 17:48:15,262 - pyskl - INFO - Epoch [6][1400/3405] lr: 2.492e-02, eta: 2 days, 12:30:39, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9163, loss_cls: 4.7519, loss: 4.7519 +2025-05-04 17:48:58,959 - pyskl - INFO - Epoch [6][1500/3405] lr: 2.492e-02, eta: 2 days, 12:29:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6569, top5_acc: 0.9219, loss_cls: 4.9929, loss: 4.9929 +2025-05-04 17:49:42,499 - pyskl - INFO - Epoch [6][1600/3405] lr: 2.492e-02, eta: 2 days, 12:28:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9150, loss_cls: 4.8467, loss: 4.8467 +2025-05-04 17:50:26,469 - pyskl - INFO - Epoch [6][1700/3405] lr: 2.492e-02, eta: 2 days, 12:27:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9169, loss_cls: 4.8859, loss: 4.8859 +2025-05-04 17:51:10,153 - pyskl - INFO - Epoch [6][1800/3405] lr: 2.492e-02, eta: 2 days, 12:26:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6556, top5_acc: 0.9050, loss_cls: 5.0115, loss: 5.0115 +2025-05-04 17:51:53,655 - pyskl - INFO - Epoch [6][1900/3405] lr: 2.492e-02, eta: 2 days, 12:25:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6681, top5_acc: 0.9219, loss_cls: 4.8859, loss: 4.8859 +2025-05-04 17:52:37,266 - pyskl - INFO - Epoch [6][2000/3405] lr: 2.491e-02, eta: 2 days, 12:24:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6750, top5_acc: 0.9231, loss_cls: 4.9426, loss: 4.9426 +2025-05-04 17:53:20,837 - pyskl - INFO - Epoch [6][2100/3405] lr: 2.491e-02, eta: 2 days, 12:23:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9187, loss_cls: 4.7790, loss: 4.7790 +2025-05-04 17:54:04,321 - pyskl - INFO - Epoch [6][2200/3405] lr: 2.491e-02, eta: 2 days, 12:22:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9069, loss_cls: 4.8651, loss: 4.8651 +2025-05-04 17:54:47,883 - pyskl - INFO - Epoch [6][2300/3405] lr: 2.491e-02, eta: 2 days, 12:21:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6425, top5_acc: 0.9156, loss_cls: 5.0702, loss: 5.0702 +2025-05-04 17:55:31,448 - pyskl - INFO - Epoch [6][2400/3405] lr: 2.491e-02, eta: 2 days, 12:20:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9225, loss_cls: 4.8504, loss: 4.8504 +2025-05-04 17:56:15,022 - pyskl - INFO - Epoch [6][2500/3405] lr: 2.491e-02, eta: 2 days, 12:19:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6631, top5_acc: 0.9137, loss_cls: 4.9515, loss: 4.9515 +2025-05-04 17:56:58,653 - pyskl - INFO - Epoch [6][2600/3405] lr: 2.491e-02, eta: 2 days, 12:18:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9244, loss_cls: 4.8218, loss: 4.8218 +2025-05-04 17:57:42,368 - pyskl - INFO - Epoch [6][2700/3405] lr: 2.491e-02, eta: 2 days, 12:17:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6550, top5_acc: 0.9256, loss_cls: 4.8449, loss: 4.8449 +2025-05-04 17:58:25,896 - pyskl - INFO - Epoch [6][2800/3405] lr: 2.491e-02, eta: 2 days, 12:16:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9181, loss_cls: 4.9239, loss: 4.9239 +2025-05-04 17:59:09,380 - pyskl - INFO - Epoch [6][2900/3405] lr: 2.491e-02, eta: 2 days, 12:15:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9169, loss_cls: 4.8037, loss: 4.8037 +2025-05-04 17:59:53,085 - pyskl - INFO - Epoch [6][3000/3405] lr: 2.491e-02, eta: 2 days, 12:14:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9150, loss_cls: 4.9610, loss: 4.9610 +2025-05-04 18:00:36,607 - pyskl - INFO - Epoch [6][3100/3405] lr: 2.490e-02, eta: 2 days, 12:13:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9237, loss_cls: 4.8037, loss: 4.8037 +2025-05-04 18:01:20,327 - pyskl - INFO - Epoch [6][3200/3405] lr: 2.490e-02, eta: 2 days, 12:12:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9300, loss_cls: 4.8789, loss: 4.8789 +2025-05-04 18:02:03,919 - pyskl - INFO - Epoch [6][3300/3405] lr: 2.490e-02, eta: 2 days, 12:11:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9225, loss_cls: 4.7025, loss: 4.7025 +2025-05-04 18:02:47,433 - pyskl - INFO - Epoch [6][3400/3405] lr: 2.490e-02, eta: 2 days, 12:10:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9213, loss_cls: 4.8091, loss: 4.8091 +2025-05-04 18:02:50,046 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-05-04 18:06:42,571 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 18:06:43,118 - pyskl - INFO - +top1_acc 0.6113 +top5_acc 0.8915 +2025-05-04 18:06:43,139 - pyskl - INFO - Epoch(val) [6][3718] top1_acc: 0.6113, top5_acc: 0.8915 +2025-05-04 18:07:50,538 - pyskl - INFO - Epoch [7][100/3405] lr: 2.490e-02, eta: 2 days, 12:18:22, time: 0.674, data_time: 0.238, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9225, loss_cls: 4.7172, loss: 4.7172 +2025-05-04 18:08:34,004 - pyskl - INFO - Epoch [7][200/3405] lr: 2.490e-02, eta: 2 days, 12:17:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9306, loss_cls: 4.7269, loss: 4.7269 +2025-05-04 18:09:17,574 - pyskl - INFO - Epoch [7][300/3405] lr: 2.490e-02, eta: 2 days, 12:16:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9219, loss_cls: 4.8811, loss: 4.8811 +2025-05-04 18:10:01,250 - pyskl - INFO - Epoch [7][400/3405] lr: 2.490e-02, eta: 2 days, 12:15:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9200, loss_cls: 4.6560, loss: 4.6560 +2025-05-04 18:10:44,775 - pyskl - INFO - Epoch [7][500/3405] lr: 2.490e-02, eta: 2 days, 12:14:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9094, loss_cls: 5.0259, loss: 5.0259 +2025-05-04 18:11:28,364 - pyskl - INFO - Epoch [7][600/3405] lr: 2.490e-02, eta: 2 days, 12:13:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9281, loss_cls: 4.8736, loss: 4.8736 +2025-05-04 18:12:11,938 - pyskl - INFO - Epoch [7][700/3405] lr: 2.489e-02, eta: 2 days, 12:12:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9206, loss_cls: 4.9055, loss: 4.9055 +2025-05-04 18:12:55,437 - pyskl - INFO - Epoch [7][800/3405] lr: 2.489e-02, eta: 2 days, 12:11:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6575, top5_acc: 0.8994, loss_cls: 5.0212, loss: 5.0212 +2025-05-04 18:13:39,001 - pyskl - INFO - Epoch [7][900/3405] lr: 2.489e-02, eta: 2 days, 12:10:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9219, loss_cls: 4.7838, loss: 4.7838 +2025-05-04 18:14:22,490 - pyskl - INFO - Epoch [7][1000/3405] lr: 2.489e-02, eta: 2 days, 12:09:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6406, top5_acc: 0.9062, loss_cls: 4.9951, loss: 4.9951 +2025-05-04 18:15:06,014 - pyskl - INFO - Epoch [7][1100/3405] lr: 2.489e-02, eta: 2 days, 12:08:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9200, loss_cls: 4.8682, loss: 4.8682 +2025-05-04 18:15:49,729 - pyskl - INFO - Epoch [7][1200/3405] lr: 2.489e-02, eta: 2 days, 12:07:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9169, loss_cls: 4.8098, loss: 4.8098 +2025-05-04 18:16:33,256 - pyskl - INFO - Epoch [7][1300/3405] lr: 2.489e-02, eta: 2 days, 12:06:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9069, loss_cls: 4.9645, loss: 4.9645 +2025-05-04 18:17:16,863 - pyskl - INFO - Epoch [7][1400/3405] lr: 2.489e-02, eta: 2 days, 12:05:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6731, top5_acc: 0.9163, loss_cls: 4.8440, loss: 4.8440 +2025-05-04 18:18:00,486 - pyskl - INFO - Epoch [7][1500/3405] lr: 2.489e-02, eta: 2 days, 12:04:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9263, loss_cls: 4.8533, loss: 4.8533 +2025-05-04 18:18:44,078 - pyskl - INFO - Epoch [7][1600/3405] lr: 2.489e-02, eta: 2 days, 12:03:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6656, top5_acc: 0.9156, loss_cls: 4.8970, loss: 4.8970 +2025-05-04 18:19:27,428 - pyskl - INFO - Epoch [7][1700/3405] lr: 2.488e-02, eta: 2 days, 12:02:15, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9300, loss_cls: 4.7612, loss: 4.7612 +2025-05-04 18:20:10,901 - pyskl - INFO - Epoch [7][1800/3405] lr: 2.488e-02, eta: 2 days, 12:01:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9169, loss_cls: 4.9475, loss: 4.9475 +2025-05-04 18:20:54,436 - pyskl - INFO - Epoch [7][1900/3405] lr: 2.488e-02, eta: 2 days, 12:00:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9163, loss_cls: 4.8362, loss: 4.8362 +2025-05-04 18:21:37,936 - pyskl - INFO - Epoch [7][2000/3405] lr: 2.488e-02, eta: 2 days, 11:59:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9144, loss_cls: 4.8516, loss: 4.8516 +2025-05-04 18:22:21,435 - pyskl - INFO - Epoch [7][2100/3405] lr: 2.488e-02, eta: 2 days, 11:58:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9237, loss_cls: 4.7994, loss: 4.7994 +2025-05-04 18:23:04,868 - pyskl - INFO - Epoch [7][2200/3405] lr: 2.488e-02, eta: 2 days, 11:57:13, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9206, loss_cls: 4.7117, loss: 4.7117 +2025-05-04 18:23:48,353 - pyskl - INFO - Epoch [7][2300/3405] lr: 2.488e-02, eta: 2 days, 11:56:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9263, loss_cls: 4.8325, loss: 4.8325 +2025-05-04 18:24:31,809 - pyskl - INFO - Epoch [7][2400/3405] lr: 2.488e-02, eta: 2 days, 11:55:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9294, loss_cls: 4.7501, loss: 4.7501 +2025-05-04 18:25:15,349 - pyskl - INFO - Epoch [7][2500/3405] lr: 2.488e-02, eta: 2 days, 11:54:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9300, loss_cls: 4.8159, loss: 4.8159 +2025-05-04 18:25:58,949 - pyskl - INFO - Epoch [7][2600/3405] lr: 2.487e-02, eta: 2 days, 11:53:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9306, loss_cls: 4.6027, loss: 4.6027 +2025-05-04 18:26:42,487 - pyskl - INFO - Epoch [7][2700/3405] lr: 2.487e-02, eta: 2 days, 11:52:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9225, loss_cls: 4.7313, loss: 4.7313 +2025-05-04 18:27:26,073 - pyskl - INFO - Epoch [7][2800/3405] lr: 2.487e-02, eta: 2 days, 11:51:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9337, loss_cls: 4.7188, loss: 4.7188 +2025-05-04 18:28:09,637 - pyskl - INFO - Epoch [7][2900/3405] lr: 2.487e-02, eta: 2 days, 11:50:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9331, loss_cls: 4.7007, loss: 4.7007 +2025-05-04 18:28:53,440 - pyskl - INFO - Epoch [7][3000/3405] lr: 2.487e-02, eta: 2 days, 11:49:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9175, loss_cls: 4.9056, loss: 4.9056 +2025-05-04 18:29:37,394 - pyskl - INFO - Epoch [7][3100/3405] lr: 2.487e-02, eta: 2 days, 11:48:43, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9287, loss_cls: 4.7664, loss: 4.7664 +2025-05-04 18:30:21,098 - pyskl - INFO - Epoch [7][3200/3405] lr: 2.487e-02, eta: 2 days, 11:47:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9287, loss_cls: 4.8374, loss: 4.8374 +2025-05-04 18:31:04,681 - pyskl - INFO - Epoch [7][3300/3405] lr: 2.487e-02, eta: 2 days, 11:46:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9337, loss_cls: 4.8197, loss: 4.8197 +2025-05-04 18:31:48,215 - pyskl - INFO - Epoch [7][3400/3405] lr: 2.487e-02, eta: 2 days, 11:45:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9275, loss_cls: 4.7727, loss: 4.7727 +2025-05-04 18:31:50,865 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-05-04 18:35:43,228 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 18:35:43,780 - pyskl - INFO - +top1_acc 0.6175 +top5_acc 0.8822 +2025-05-04 18:35:43,802 - pyskl - INFO - Epoch(val) [7][3718] top1_acc: 0.6175, top5_acc: 0.8822 +2025-05-04 18:36:50,354 - pyskl - INFO - Epoch [8][100/3405] lr: 2.486e-02, eta: 2 days, 11:51:58, time: 0.665, data_time: 0.231, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9337, loss_cls: 4.6391, loss: 4.6391 +2025-05-04 18:37:33,713 - pyskl - INFO - Epoch [8][200/3405] lr: 2.486e-02, eta: 2 days, 11:50:55, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9313, loss_cls: 4.6970, loss: 4.6970 +2025-05-04 18:38:17,199 - pyskl - INFO - Epoch [8][300/3405] lr: 2.486e-02, eta: 2 days, 11:49:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9375, loss_cls: 4.6528, loss: 4.6528 +2025-05-04 18:39:01,020 - pyskl - INFO - Epoch [8][400/3405] lr: 2.486e-02, eta: 2 days, 11:49:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9231, loss_cls: 4.7597, loss: 4.7597 +2025-05-04 18:39:44,806 - pyskl - INFO - Epoch [8][500/3405] lr: 2.486e-02, eta: 2 days, 11:48:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9313, loss_cls: 4.7475, loss: 4.7475 +2025-05-04 18:40:28,301 - pyskl - INFO - Epoch [8][600/3405] lr: 2.486e-02, eta: 2 days, 11:47:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9337, loss_cls: 4.7042, loss: 4.7042 +2025-05-04 18:41:11,796 - pyskl - INFO - Epoch [8][700/3405] lr: 2.486e-02, eta: 2 days, 11:46:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9244, loss_cls: 4.7344, loss: 4.7344 +2025-05-04 18:41:55,235 - pyskl - INFO - Epoch [8][800/3405] lr: 2.486e-02, eta: 2 days, 11:45:09, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9319, loss_cls: 4.6804, loss: 4.6804 +2025-05-04 18:42:38,835 - pyskl - INFO - Epoch [8][900/3405] lr: 2.486e-02, eta: 2 days, 11:44:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9244, loss_cls: 4.8046, loss: 4.8046 +2025-05-04 18:43:22,372 - pyskl - INFO - Epoch [8][1000/3405] lr: 2.485e-02, eta: 2 days, 11:43:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9375, loss_cls: 4.6153, loss: 4.6153 +2025-05-04 18:44:05,871 - pyskl - INFO - Epoch [8][1100/3405] lr: 2.485e-02, eta: 2 days, 11:42:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9363, loss_cls: 4.7168, loss: 4.7168 +2025-05-04 18:44:49,422 - pyskl - INFO - Epoch [8][1200/3405] lr: 2.485e-02, eta: 2 days, 11:41:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9431, loss_cls: 4.6256, loss: 4.6256 +2025-05-04 18:45:32,955 - pyskl - INFO - Epoch [8][1300/3405] lr: 2.485e-02, eta: 2 days, 11:40:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9194, loss_cls: 4.7604, loss: 4.7604 +2025-05-04 18:46:16,716 - pyskl - INFO - Epoch [8][1400/3405] lr: 2.485e-02, eta: 2 days, 11:39:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9369, loss_cls: 4.6218, loss: 4.6218 +2025-05-04 18:47:00,334 - pyskl - INFO - Epoch [8][1500/3405] lr: 2.485e-02, eta: 2 days, 11:38:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9350, loss_cls: 4.6657, loss: 4.6657 +2025-05-04 18:47:43,838 - pyskl - INFO - Epoch [8][1600/3405] lr: 2.485e-02, eta: 2 days, 11:37:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9237, loss_cls: 4.7756, loss: 4.7756 +2025-05-04 18:48:27,335 - pyskl - INFO - Epoch [8][1700/3405] lr: 2.485e-02, eta: 2 days, 11:36:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9275, loss_cls: 4.6989, loss: 4.6989 +2025-05-04 18:49:10,902 - pyskl - INFO - Epoch [8][1800/3405] lr: 2.484e-02, eta: 2 days, 11:35:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9363, loss_cls: 4.6757, loss: 4.6757 +2025-05-04 18:49:54,467 - pyskl - INFO - Epoch [8][1900/3405] lr: 2.484e-02, eta: 2 days, 11:34:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9175, loss_cls: 4.7335, loss: 4.7335 +2025-05-04 18:50:38,379 - pyskl - INFO - Epoch [8][2000/3405] lr: 2.484e-02, eta: 2 days, 11:33:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9237, loss_cls: 4.6076, loss: 4.6076 +2025-05-04 18:51:21,978 - pyskl - INFO - Epoch [8][2100/3405] lr: 2.484e-02, eta: 2 days, 11:32:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9337, loss_cls: 4.7391, loss: 4.7391 +2025-05-04 18:52:05,545 - pyskl - INFO - Epoch [8][2200/3405] lr: 2.484e-02, eta: 2 days, 11:31:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9181, loss_cls: 4.7214, loss: 4.7214 +2025-05-04 18:52:49,235 - pyskl - INFO - Epoch [8][2300/3405] lr: 2.484e-02, eta: 2 days, 11:31:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9319, loss_cls: 4.6214, loss: 4.6214 +2025-05-04 18:53:32,969 - pyskl - INFO - Epoch [8][2400/3405] lr: 2.484e-02, eta: 2 days, 11:30:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9313, loss_cls: 4.5975, loss: 4.5975 +2025-05-04 18:54:16,741 - pyskl - INFO - Epoch [8][2500/3405] lr: 2.484e-02, eta: 2 days, 11:29:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9269, loss_cls: 4.7206, loss: 4.7206 +2025-05-04 18:55:00,310 - pyskl - INFO - Epoch [8][2600/3405] lr: 2.484e-02, eta: 2 days, 11:28:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9275, loss_cls: 4.5971, loss: 4.5971 +2025-05-04 18:55:43,850 - pyskl - INFO - Epoch [8][2700/3405] lr: 2.483e-02, eta: 2 days, 11:27:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9206, loss_cls: 4.8442, loss: 4.8442 +2025-05-04 18:56:27,386 - pyskl - INFO - Epoch [8][2800/3405] lr: 2.483e-02, eta: 2 days, 11:26:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9394, loss_cls: 4.6589, loss: 4.6589 +2025-05-04 18:57:10,993 - pyskl - INFO - Epoch [8][2900/3405] lr: 2.483e-02, eta: 2 days, 11:25:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9263, loss_cls: 4.5708, loss: 4.5708 +2025-05-04 18:57:54,557 - pyskl - INFO - Epoch [8][3000/3405] lr: 2.483e-02, eta: 2 days, 11:24:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9281, loss_cls: 4.6661, loss: 4.6661 +2025-05-04 18:58:37,993 - pyskl - INFO - Epoch [8][3100/3405] lr: 2.483e-02, eta: 2 days, 11:23:41, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9375, loss_cls: 4.5386, loss: 4.5386 +2025-05-04 18:59:21,444 - pyskl - INFO - Epoch [8][3200/3405] lr: 2.483e-02, eta: 2 days, 11:22:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9256, loss_cls: 4.8162, loss: 4.8162 +2025-05-04 19:00:04,876 - pyskl - INFO - Epoch [8][3300/3405] lr: 2.483e-02, eta: 2 days, 11:21:46, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9269, loss_cls: 4.6954, loss: 4.6954 +2025-05-04 19:00:48,305 - pyskl - INFO - Epoch [8][3400/3405] lr: 2.483e-02, eta: 2 days, 11:20:48, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9225, loss_cls: 4.6964, loss: 4.6964 +2025-05-04 19:00:50,950 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-05-04 19:04:43,703 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 19:04:44,262 - pyskl - INFO - +top1_acc 0.6670 +top5_acc 0.9115 +2025-05-04 19:04:44,320 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_5.pth was removed +2025-05-04 19:04:45,417 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2025-05-04 19:04:45,418 - pyskl - INFO - Best top1_acc is 0.6670 at 8 epoch. +2025-05-04 19:04:45,443 - pyskl - INFO - Epoch(val) [8][3718] top1_acc: 0.6670, top5_acc: 0.9115 +2025-05-04 19:05:52,353 - pyskl - INFO - Epoch [9][100/3405] lr: 2.482e-02, eta: 2 days, 11:26:05, time: 0.669, data_time: 0.234, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9294, loss_cls: 4.7466, loss: 4.7466 +2025-05-04 19:06:35,863 - pyskl - INFO - Epoch [9][200/3405] lr: 2.482e-02, eta: 2 days, 11:25:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9281, loss_cls: 4.6507, loss: 4.6507 +2025-05-04 19:07:19,448 - pyskl - INFO - Epoch [9][300/3405] lr: 2.482e-02, eta: 2 days, 11:24:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9344, loss_cls: 4.5615, loss: 4.5615 +2025-05-04 19:08:02,954 - pyskl - INFO - Epoch [9][400/3405] lr: 2.482e-02, eta: 2 days, 11:23:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9363, loss_cls: 4.4649, loss: 4.4649 +2025-05-04 19:08:46,411 - pyskl - INFO - Epoch [9][500/3405] lr: 2.482e-02, eta: 2 days, 11:22:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9281, loss_cls: 4.6037, loss: 4.6037 +2025-05-04 19:09:29,864 - pyskl - INFO - Epoch [9][600/3405] lr: 2.482e-02, eta: 2 days, 11:21:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9325, loss_cls: 4.5527, loss: 4.5527 +2025-05-04 19:10:13,295 - pyskl - INFO - Epoch [9][700/3405] lr: 2.482e-02, eta: 2 days, 11:20:19, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9344, loss_cls: 4.6712, loss: 4.6712 +2025-05-04 19:10:56,698 - pyskl - INFO - Epoch [9][800/3405] lr: 2.481e-02, eta: 2 days, 11:19:20, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9300, loss_cls: 4.5878, loss: 4.5878 +2025-05-04 19:11:40,293 - pyskl - INFO - Epoch [9][900/3405] lr: 2.481e-02, eta: 2 days, 11:18:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9206, loss_cls: 4.7329, loss: 4.7329 +2025-05-04 19:12:23,793 - pyskl - INFO - Epoch [9][1000/3405] lr: 2.481e-02, eta: 2 days, 11:17:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9313, loss_cls: 4.5189, loss: 4.5189 +2025-05-04 19:13:07,095 - pyskl - INFO - Epoch [9][1100/3405] lr: 2.481e-02, eta: 2 days, 11:16:28, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9344, loss_cls: 4.5058, loss: 4.5058 +2025-05-04 19:13:50,491 - pyskl - INFO - Epoch [9][1200/3405] lr: 2.481e-02, eta: 2 days, 11:15:29, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9313, loss_cls: 4.7263, loss: 4.7263 +2025-05-04 19:14:33,830 - pyskl - INFO - Epoch [9][1300/3405] lr: 2.481e-02, eta: 2 days, 11:14:30, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9319, loss_cls: 4.6676, loss: 4.6676 +2025-05-04 19:15:17,305 - pyskl - INFO - Epoch [9][1400/3405] lr: 2.481e-02, eta: 2 days, 11:13:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9394, loss_cls: 4.5043, loss: 4.5043 +2025-05-04 19:16:00,779 - pyskl - INFO - Epoch [9][1500/3405] lr: 2.481e-02, eta: 2 days, 11:12:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9175, loss_cls: 4.7793, loss: 4.7793 +2025-05-04 19:16:44,367 - pyskl - INFO - Epoch [9][1600/3405] lr: 2.480e-02, eta: 2 days, 11:11:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9331, loss_cls: 4.5122, loss: 4.5122 +2025-05-04 19:17:27,996 - pyskl - INFO - Epoch [9][1700/3405] lr: 2.480e-02, eta: 2 days, 11:10:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9356, loss_cls: 4.6477, loss: 4.6477 +2025-05-04 19:18:11,632 - pyskl - INFO - Epoch [9][1800/3405] lr: 2.480e-02, eta: 2 days, 11:09:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9331, loss_cls: 4.5134, loss: 4.5134 +2025-05-04 19:18:55,230 - pyskl - INFO - Epoch [9][1900/3405] lr: 2.480e-02, eta: 2 days, 11:08:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9344, loss_cls: 4.5698, loss: 4.5698 +2025-05-04 19:19:38,805 - pyskl - INFO - Epoch [9][2000/3405] lr: 2.480e-02, eta: 2 days, 11:08:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9306, loss_cls: 4.6192, loss: 4.6192 +2025-05-04 19:20:22,371 - pyskl - INFO - Epoch [9][2100/3405] lr: 2.480e-02, eta: 2 days, 11:07:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9269, loss_cls: 4.5566, loss: 4.5566 +2025-05-04 19:21:06,026 - pyskl - INFO - Epoch [9][2200/3405] lr: 2.480e-02, eta: 2 days, 11:06:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9294, loss_cls: 4.5721, loss: 4.5721 +2025-05-04 19:21:49,691 - pyskl - INFO - Epoch [9][2300/3405] lr: 2.479e-02, eta: 2 days, 11:05:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9275, loss_cls: 4.7049, loss: 4.7049 +2025-05-04 19:22:33,161 - pyskl - INFO - Epoch [9][2400/3405] lr: 2.479e-02, eta: 2 days, 11:04:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9275, loss_cls: 4.6783, loss: 4.6783 +2025-05-04 19:23:16,623 - pyskl - INFO - Epoch [9][2500/3405] lr: 2.479e-02, eta: 2 days, 11:03:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9344, loss_cls: 4.5313, loss: 4.5313 +2025-05-04 19:24:00,050 - pyskl - INFO - Epoch [9][2600/3405] lr: 2.479e-02, eta: 2 days, 11:02:34, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9394, loss_cls: 4.5702, loss: 4.5702 +2025-05-04 19:24:43,440 - pyskl - INFO - Epoch [9][2700/3405] lr: 2.479e-02, eta: 2 days, 11:01:37, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9294, loss_cls: 4.6312, loss: 4.6312 +2025-05-04 19:25:26,847 - pyskl - INFO - Epoch [9][2800/3405] lr: 2.479e-02, eta: 2 days, 11:00:40, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9319, loss_cls: 4.5780, loss: 4.5780 +2025-05-04 19:26:10,297 - pyskl - INFO - Epoch [9][2900/3405] lr: 2.479e-02, eta: 2 days, 10:59:44, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9294, loss_cls: 4.6779, loss: 4.6779 +2025-05-04 19:26:53,779 - pyskl - INFO - Epoch [9][3000/3405] lr: 2.478e-02, eta: 2 days, 10:58:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9300, loss_cls: 4.6541, loss: 4.6541 +2025-05-04 19:27:37,346 - pyskl - INFO - Epoch [9][3100/3405] lr: 2.478e-02, eta: 2 days, 10:57:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9375, loss_cls: 4.5099, loss: 4.5099 +2025-05-04 19:28:20,832 - pyskl - INFO - Epoch [9][3200/3405] lr: 2.478e-02, eta: 2 days, 10:56:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9513, loss_cls: 4.4514, loss: 4.4514 +2025-05-04 19:29:04,339 - pyskl - INFO - Epoch [9][3300/3405] lr: 2.478e-02, eta: 2 days, 10:56:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9363, loss_cls: 4.5925, loss: 4.5925 +2025-05-04 19:29:47,680 - pyskl - INFO - Epoch [9][3400/3405] lr: 2.478e-02, eta: 2 days, 10:55:07, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9325, loss_cls: 4.6513, loss: 4.6513 +2025-05-04 19:29:50,273 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-05-04 19:33:42,652 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 19:33:43,219 - pyskl - INFO - +top1_acc 0.6724 +top5_acc 0.9189 +2025-05-04 19:33:43,278 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_8.pth was removed +2025-05-04 19:33:44,409 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-05-04 19:33:44,411 - pyskl - INFO - Best top1_acc is 0.6724 at 9 epoch. +2025-05-04 19:33:44,436 - pyskl - INFO - Epoch(val) [9][3718] top1_acc: 0.6724, top5_acc: 0.9189 +2025-05-04 19:34:51,060 - pyskl - INFO - Epoch [10][100/3405] lr: 2.478e-02, eta: 2 days, 10:59:37, time: 0.666, data_time: 0.231, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9331, loss_cls: 4.5389, loss: 4.5389 +2025-05-04 19:35:34,616 - pyskl - INFO - Epoch [10][200/3405] lr: 2.478e-02, eta: 2 days, 10:58:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9344, loss_cls: 4.6649, loss: 4.6649 +2025-05-04 19:36:18,165 - pyskl - INFO - Epoch [10][300/3405] lr: 2.477e-02, eta: 2 days, 10:57:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9413, loss_cls: 4.5167, loss: 4.5167 +2025-05-04 19:37:01,628 - pyskl - INFO - Epoch [10][400/3405] lr: 2.477e-02, eta: 2 days, 10:56:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9406, loss_cls: 4.6246, loss: 4.6246 +2025-05-04 19:37:45,115 - pyskl - INFO - Epoch [10][500/3405] lr: 2.477e-02, eta: 2 days, 10:55:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9319, loss_cls: 4.5496, loss: 4.5496 +2025-05-04 19:38:28,853 - pyskl - INFO - Epoch [10][600/3405] lr: 2.477e-02, eta: 2 days, 10:55:03, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9450, loss_cls: 4.5049, loss: 4.5049 +2025-05-04 19:39:12,472 - pyskl - INFO - Epoch [10][700/3405] lr: 2.477e-02, eta: 2 days, 10:54:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9319, loss_cls: 4.5913, loss: 4.5913 +2025-05-04 19:39:55,969 - pyskl - INFO - Epoch [10][800/3405] lr: 2.477e-02, eta: 2 days, 10:53:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9244, loss_cls: 4.5471, loss: 4.5471 +2025-05-04 19:40:39,610 - pyskl - INFO - Epoch [10][900/3405] lr: 2.477e-02, eta: 2 days, 10:52:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9400, loss_cls: 4.5671, loss: 4.5671 +2025-05-04 19:41:23,176 - pyskl - INFO - Epoch [10][1000/3405] lr: 2.476e-02, eta: 2 days, 10:51:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9369, loss_cls: 4.5093, loss: 4.5093 +2025-05-04 19:42:06,696 - pyskl - INFO - Epoch [10][1100/3405] lr: 2.476e-02, eta: 2 days, 10:50:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9369, loss_cls: 4.4831, loss: 4.4831 +2025-05-04 19:42:50,300 - pyskl - INFO - Epoch [10][1200/3405] lr: 2.476e-02, eta: 2 days, 10:49:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9331, loss_cls: 4.5436, loss: 4.5436 +2025-05-04 19:43:33,833 - pyskl - INFO - Epoch [10][1300/3405] lr: 2.476e-02, eta: 2 days, 10:48:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9450, loss_cls: 4.5183, loss: 4.5183 +2025-05-04 19:44:17,433 - pyskl - INFO - Epoch [10][1400/3405] lr: 2.476e-02, eta: 2 days, 10:47:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9350, loss_cls: 4.4696, loss: 4.4696 +2025-05-04 19:45:00,947 - pyskl - INFO - Epoch [10][1500/3405] lr: 2.476e-02, eta: 2 days, 10:46:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9250, loss_cls: 4.7221, loss: 4.7221 +2025-05-04 19:45:44,463 - pyskl - INFO - Epoch [10][1600/3405] lr: 2.475e-02, eta: 2 days, 10:46:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9425, loss_cls: 4.6097, loss: 4.6097 +2025-05-04 19:46:27,933 - pyskl - INFO - Epoch [10][1700/3405] lr: 2.475e-02, eta: 2 days, 10:45:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9381, loss_cls: 4.4873, loss: 4.4873 +2025-05-04 19:47:11,739 - pyskl - INFO - Epoch [10][1800/3405] lr: 2.475e-02, eta: 2 days, 10:44:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9375, loss_cls: 4.3527, loss: 4.3527 +2025-05-04 19:47:55,431 - pyskl - INFO - Epoch [10][1900/3405] lr: 2.475e-02, eta: 2 days, 10:43:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9356, loss_cls: 4.5516, loss: 4.5516 +2025-05-04 19:48:39,020 - pyskl - INFO - Epoch [10][2000/3405] lr: 2.475e-02, eta: 2 days, 10:42:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9331, loss_cls: 4.6768, loss: 4.6768 +2025-05-04 19:49:22,449 - pyskl - INFO - Epoch [10][2100/3405] lr: 2.475e-02, eta: 2 days, 10:41:34, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9300, loss_cls: 4.6000, loss: 4.6000 +2025-05-04 19:50:05,962 - pyskl - INFO - Epoch [10][2200/3405] lr: 2.475e-02, eta: 2 days, 10:40:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9306, loss_cls: 4.5337, loss: 4.5337 +2025-05-04 19:50:49,450 - pyskl - INFO - Epoch [10][2300/3405] lr: 2.474e-02, eta: 2 days, 10:39:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9319, loss_cls: 4.5884, loss: 4.5884 +2025-05-04 19:51:32,830 - pyskl - INFO - Epoch [10][2400/3405] lr: 2.474e-02, eta: 2 days, 10:38:50, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9306, loss_cls: 4.5922, loss: 4.5922 +2025-05-04 19:52:16,407 - pyskl - INFO - Epoch [10][2500/3405] lr: 2.474e-02, eta: 2 days, 10:37:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9325, loss_cls: 4.5371, loss: 4.5371 +2025-05-04 19:52:59,864 - pyskl - INFO - Epoch [10][2600/3405] lr: 2.474e-02, eta: 2 days, 10:37:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9413, loss_cls: 4.6260, loss: 4.6260 +2025-05-04 19:53:43,384 - pyskl - INFO - Epoch [10][2700/3405] lr: 2.474e-02, eta: 2 days, 10:36:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9237, loss_cls: 4.5340, loss: 4.5340 +2025-05-04 19:54:26,844 - pyskl - INFO - Epoch [10][2800/3405] lr: 2.474e-02, eta: 2 days, 10:35:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9419, loss_cls: 4.5067, loss: 4.5067 +2025-05-04 19:55:10,316 - pyskl - INFO - Epoch [10][2900/3405] lr: 2.473e-02, eta: 2 days, 10:34:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9387, loss_cls: 4.4174, loss: 4.4174 +2025-05-04 19:55:53,743 - pyskl - INFO - Epoch [10][3000/3405] lr: 2.473e-02, eta: 2 days, 10:33:24, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9363, loss_cls: 4.5623, loss: 4.5623 +2025-05-04 19:56:37,266 - pyskl - INFO - Epoch [10][3100/3405] lr: 2.473e-02, eta: 2 days, 10:32:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9363, loss_cls: 4.6078, loss: 4.6078 +2025-05-04 19:57:20,662 - pyskl - INFO - Epoch [10][3200/3405] lr: 2.473e-02, eta: 2 days, 10:31:35, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9381, loss_cls: 4.4649, loss: 4.4649 +2025-05-04 19:58:04,023 - pyskl - INFO - Epoch [10][3300/3405] lr: 2.473e-02, eta: 2 days, 10:30:39, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9344, loss_cls: 4.5273, loss: 4.5273 +2025-05-04 19:58:47,346 - pyskl - INFO - Epoch [10][3400/3405] lr: 2.473e-02, eta: 2 days, 10:29:43, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9344, loss_cls: 4.4324, loss: 4.4324 +2025-05-04 19:58:49,970 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-05-04 20:02:42,146 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 20:02:42,701 - pyskl - INFO - +top1_acc 0.6996 +top5_acc 0.9234 +2025-05-04 20:02:42,759 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_9.pth was removed +2025-05-04 20:02:43,899 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2025-05-04 20:02:43,901 - pyskl - INFO - Best top1_acc is 0.6996 at 10 epoch. +2025-05-04 20:02:43,924 - pyskl - INFO - Epoch(val) [10][3718] top1_acc: 0.6996, top5_acc: 0.9234 +2025-05-04 20:03:51,001 - pyskl - INFO - Epoch [11][100/3405] lr: 2.473e-02, eta: 2 days, 10:33:45, time: 0.671, data_time: 0.234, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9344, loss_cls: 4.4232, loss: 4.4232 +2025-05-04 20:04:34,553 - pyskl - INFO - Epoch [11][200/3405] lr: 2.472e-02, eta: 2 days, 10:32:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9406, loss_cls: 4.5133, loss: 4.5133 +2025-05-04 20:05:18,212 - pyskl - INFO - Epoch [11][300/3405] lr: 2.472e-02, eta: 2 days, 10:32:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9331, loss_cls: 4.4326, loss: 4.4326 +2025-05-04 20:06:01,663 - pyskl - INFO - Epoch [11][400/3405] lr: 2.472e-02, eta: 2 days, 10:31:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9375, loss_cls: 4.4299, loss: 4.4299 +2025-05-04 20:06:45,128 - pyskl - INFO - Epoch [11][500/3405] lr: 2.472e-02, eta: 2 days, 10:30:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9331, loss_cls: 4.5312, loss: 4.5312 +2025-05-04 20:07:28,584 - pyskl - INFO - Epoch [11][600/3405] lr: 2.472e-02, eta: 2 days, 10:29:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9269, loss_cls: 4.5932, loss: 4.5932 +2025-05-04 20:08:11,997 - pyskl - INFO - Epoch [11][700/3405] lr: 2.472e-02, eta: 2 days, 10:28:20, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9444, loss_cls: 4.4316, loss: 4.4316 +2025-05-04 20:08:55,384 - pyskl - INFO - Epoch [11][800/3405] lr: 2.471e-02, eta: 2 days, 10:27:24, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9469, loss_cls: 4.3877, loss: 4.3877 +2025-05-04 20:09:39,120 - pyskl - INFO - Epoch [11][900/3405] lr: 2.471e-02, eta: 2 days, 10:26:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9337, loss_cls: 4.3815, loss: 4.3815 +2025-05-04 20:10:22,652 - pyskl - INFO - Epoch [11][1000/3405] lr: 2.471e-02, eta: 2 days, 10:25:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9356, loss_cls: 4.5205, loss: 4.5205 +2025-05-04 20:11:06,209 - pyskl - INFO - Epoch [11][1100/3405] lr: 2.471e-02, eta: 2 days, 10:24:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9344, loss_cls: 4.5083, loss: 4.5083 +2025-05-04 20:11:49,901 - pyskl - INFO - Epoch [11][1200/3405] lr: 2.471e-02, eta: 2 days, 10:23:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9413, loss_cls: 4.4580, loss: 4.4580 +2025-05-04 20:12:33,410 - pyskl - INFO - Epoch [11][1300/3405] lr: 2.471e-02, eta: 2 days, 10:23:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9456, loss_cls: 4.3857, loss: 4.3857 +2025-05-04 20:13:16,932 - pyskl - INFO - Epoch [11][1400/3405] lr: 2.470e-02, eta: 2 days, 10:22:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9450, loss_cls: 4.6350, loss: 4.6350 +2025-05-04 20:14:00,595 - pyskl - INFO - Epoch [11][1500/3405] lr: 2.470e-02, eta: 2 days, 10:21:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9419, loss_cls: 4.4789, loss: 4.4789 +2025-05-04 20:14:44,094 - pyskl - INFO - Epoch [11][1600/3405] lr: 2.470e-02, eta: 2 days, 10:20:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9331, loss_cls: 4.5225, loss: 4.5225 +2025-05-04 20:15:27,525 - pyskl - INFO - Epoch [11][1700/3405] lr: 2.470e-02, eta: 2 days, 10:19:28, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9350, loss_cls: 4.4392, loss: 4.4392 +2025-05-04 20:16:10,957 - pyskl - INFO - Epoch [11][1800/3405] lr: 2.470e-02, eta: 2 days, 10:18:34, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9444, loss_cls: 4.5054, loss: 4.5054 +2025-05-04 20:16:54,569 - pyskl - INFO - Epoch [11][1900/3405] lr: 2.470e-02, eta: 2 days, 10:17:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9319, loss_cls: 4.6422, loss: 4.6422 +2025-05-04 20:17:38,150 - pyskl - INFO - Epoch [11][2000/3405] lr: 2.469e-02, eta: 2 days, 10:16:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9431, loss_cls: 4.3920, loss: 4.3920 +2025-05-04 20:18:21,682 - pyskl - INFO - Epoch [11][2100/3405] lr: 2.469e-02, eta: 2 days, 10:15:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9450, loss_cls: 4.4596, loss: 4.4596 +2025-05-04 20:19:05,205 - pyskl - INFO - Epoch [11][2200/3405] lr: 2.469e-02, eta: 2 days, 10:15:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9313, loss_cls: 4.5442, loss: 4.5442 +2025-05-04 20:19:48,690 - pyskl - INFO - Epoch [11][2300/3405] lr: 2.469e-02, eta: 2 days, 10:14:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9406, loss_cls: 4.5228, loss: 4.5228 +2025-05-04 20:20:32,160 - pyskl - INFO - Epoch [11][2400/3405] lr: 2.469e-02, eta: 2 days, 10:13:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9337, loss_cls: 4.5516, loss: 4.5516 +2025-05-04 20:21:15,650 - pyskl - INFO - Epoch [11][2500/3405] lr: 2.469e-02, eta: 2 days, 10:12:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9369, loss_cls: 4.4730, loss: 4.4730 +2025-05-04 20:21:59,180 - pyskl - INFO - Epoch [11][2600/3405] lr: 2.468e-02, eta: 2 days, 10:11:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9413, loss_cls: 4.4125, loss: 4.4125 +2025-05-04 20:22:42,603 - pyskl - INFO - Epoch [11][2700/3405] lr: 2.468e-02, eta: 2 days, 10:10:36, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9356, loss_cls: 4.4042, loss: 4.4042 +2025-05-04 20:23:25,986 - pyskl - INFO - Epoch [11][2800/3405] lr: 2.468e-02, eta: 2 days, 10:09:42, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9400, loss_cls: 4.4597, loss: 4.4597 +2025-05-04 20:24:09,327 - pyskl - INFO - Epoch [11][2900/3405] lr: 2.468e-02, eta: 2 days, 10:08:47, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9363, loss_cls: 4.3799, loss: 4.3799 +2025-05-04 20:24:52,721 - pyskl - INFO - Epoch [11][3000/3405] lr: 2.468e-02, eta: 2 days, 10:07:53, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9344, loss_cls: 4.5946, loss: 4.5946 +2025-05-04 20:25:36,074 - pyskl - INFO - Epoch [11][3100/3405] lr: 2.468e-02, eta: 2 days, 10:06:58, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9369, loss_cls: 4.4674, loss: 4.4674 +2025-05-04 20:26:19,464 - pyskl - INFO - Epoch [11][3200/3405] lr: 2.467e-02, eta: 2 days, 10:06:04, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9356, loss_cls: 4.6106, loss: 4.6106 +2025-05-04 20:27:02,803 - pyskl - INFO - Epoch [11][3300/3405] lr: 2.467e-02, eta: 2 days, 10:05:09, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9381, loss_cls: 4.4249, loss: 4.4249 +2025-05-04 20:27:46,165 - pyskl - INFO - Epoch [11][3400/3405] lr: 2.467e-02, eta: 2 days, 10:04:15, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9431, loss_cls: 4.5031, loss: 4.5031 +2025-05-04 20:27:48,747 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-05-04 20:31:42,625 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 20:31:43,179 - pyskl - INFO - +top1_acc 0.6275 +top5_acc 0.8820 +2025-05-04 20:31:43,201 - pyskl - INFO - Epoch(val) [11][3718] top1_acc: 0.6275, top5_acc: 0.8820 +2025-05-04 20:32:49,940 - pyskl - INFO - Epoch [12][100/3405] lr: 2.467e-02, eta: 2 days, 10:07:45, time: 0.667, data_time: 0.233, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9406, loss_cls: 4.3560, loss: 4.3560 +2025-05-04 20:33:33,634 - pyskl - INFO - Epoch [12][200/3405] lr: 2.467e-02, eta: 2 days, 10:06:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9444, loss_cls: 4.3507, loss: 4.3507 +2025-05-04 20:34:17,140 - pyskl - INFO - Epoch [12][300/3405] lr: 2.466e-02, eta: 2 days, 10:06:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9419, loss_cls: 4.3233, loss: 4.3233 +2025-05-04 20:35:00,639 - pyskl - INFO - Epoch [12][400/3405] lr: 2.466e-02, eta: 2 days, 10:05:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9450, loss_cls: 4.5412, loss: 4.5412 +2025-05-04 20:35:44,208 - pyskl - INFO - Epoch [12][500/3405] lr: 2.466e-02, eta: 2 days, 10:04:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9437, loss_cls: 4.5080, loss: 4.5080 +2025-05-04 20:36:27,882 - pyskl - INFO - Epoch [12][600/3405] lr: 2.466e-02, eta: 2 days, 10:03:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9444, loss_cls: 4.5296, loss: 4.5296 +2025-05-04 20:37:11,567 - pyskl - INFO - Epoch [12][700/3405] lr: 2.466e-02, eta: 2 days, 10:02:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9387, loss_cls: 4.6327, loss: 4.6327 +2025-05-04 20:37:55,086 - pyskl - INFO - Epoch [12][800/3405] lr: 2.466e-02, eta: 2 days, 10:01:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9356, loss_cls: 4.5190, loss: 4.5190 +2025-05-04 20:38:38,669 - pyskl - INFO - Epoch [12][900/3405] lr: 2.465e-02, eta: 2 days, 10:00:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9363, loss_cls: 4.5061, loss: 4.5061 +2025-05-04 20:39:22,114 - pyskl - INFO - Epoch [12][1000/3405] lr: 2.465e-02, eta: 2 days, 9:59:55, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9300, loss_cls: 4.5056, loss: 4.5056 +2025-05-04 20:40:05,706 - pyskl - INFO - Epoch [12][1100/3405] lr: 2.465e-02, eta: 2 days, 9:59:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9406, loss_cls: 4.5509, loss: 4.5509 +2025-05-04 20:40:49,254 - pyskl - INFO - Epoch [12][1200/3405] lr: 2.465e-02, eta: 2 days, 9:58:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9375, loss_cls: 4.3842, loss: 4.3842 +2025-05-04 20:41:32,740 - pyskl - INFO - Epoch [12][1300/3405] lr: 2.465e-02, eta: 2 days, 9:57:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9337, loss_cls: 4.4954, loss: 4.4954 +2025-05-04 20:42:16,240 - pyskl - INFO - Epoch [12][1400/3405] lr: 2.464e-02, eta: 2 days, 9:56:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9487, loss_cls: 4.3545, loss: 4.3545 +2025-05-04 20:42:59,818 - pyskl - INFO - Epoch [12][1500/3405] lr: 2.464e-02, eta: 2 days, 9:55:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9575, loss_cls: 4.3490, loss: 4.3490 +2025-05-04 20:43:43,341 - pyskl - INFO - Epoch [12][1600/3405] lr: 2.464e-02, eta: 2 days, 9:54:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9381, loss_cls: 4.4535, loss: 4.4535 +2025-05-04 20:44:26,891 - pyskl - INFO - Epoch [12][1700/3405] lr: 2.464e-02, eta: 2 days, 9:53:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9494, loss_cls: 4.3980, loss: 4.3980 +2025-05-04 20:45:10,391 - pyskl - INFO - Epoch [12][1800/3405] lr: 2.464e-02, eta: 2 days, 9:52:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9406, loss_cls: 4.3630, loss: 4.3630 +2025-05-04 20:45:53,907 - pyskl - INFO - Epoch [12][1900/3405] lr: 2.464e-02, eta: 2 days, 9:52:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9431, loss_cls: 4.2518, loss: 4.2518 +2025-05-04 20:46:37,427 - pyskl - INFO - Epoch [12][2000/3405] lr: 2.463e-02, eta: 2 days, 9:51:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9313, loss_cls: 4.5079, loss: 4.5079 +2025-05-04 20:47:21,099 - pyskl - INFO - Epoch [12][2100/3405] lr: 2.463e-02, eta: 2 days, 9:50:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9337, loss_cls: 4.5117, loss: 4.5117 +2025-05-04 20:48:04,998 - pyskl - INFO - Epoch [12][2200/3405] lr: 2.463e-02, eta: 2 days, 9:49:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9444, loss_cls: 4.3259, loss: 4.3259 +2025-05-04 20:48:48,641 - pyskl - INFO - Epoch [12][2300/3405] lr: 2.463e-02, eta: 2 days, 9:48:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9381, loss_cls: 4.4448, loss: 4.4448 +2025-05-04 20:49:32,286 - pyskl - INFO - Epoch [12][2400/3405] lr: 2.463e-02, eta: 2 days, 9:47:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9306, loss_cls: 4.4268, loss: 4.4268 +2025-05-04 20:50:15,795 - pyskl - INFO - Epoch [12][2500/3405] lr: 2.462e-02, eta: 2 days, 9:47:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9444, loss_cls: 4.3619, loss: 4.3619 +2025-05-04 20:50:59,267 - pyskl - INFO - Epoch [12][2600/3405] lr: 2.462e-02, eta: 2 days, 9:46:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9487, loss_cls: 4.3922, loss: 4.3922 +2025-05-04 20:51:42,821 - pyskl - INFO - Epoch [12][2700/3405] lr: 2.462e-02, eta: 2 days, 9:45:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9387, loss_cls: 4.3780, loss: 4.3780 +2025-05-04 20:52:26,365 - pyskl - INFO - Epoch [12][2800/3405] lr: 2.462e-02, eta: 2 days, 9:44:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9450, loss_cls: 4.4404, loss: 4.4404 +2025-05-04 20:53:09,956 - pyskl - INFO - Epoch [12][2900/3405] lr: 2.462e-02, eta: 2 days, 9:43:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9256, loss_cls: 4.5472, loss: 4.5472 +2025-05-04 20:53:53,329 - pyskl - INFO - Epoch [12][3000/3405] lr: 2.462e-02, eta: 2 days, 9:42:40, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9356, loss_cls: 4.5541, loss: 4.5541 +2025-05-04 20:54:36,798 - pyskl - INFO - Epoch [12][3100/3405] lr: 2.461e-02, eta: 2 days, 9:41:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9306, loss_cls: 4.5009, loss: 4.5009 +2025-05-04 20:55:20,313 - pyskl - INFO - Epoch [12][3200/3405] lr: 2.461e-02, eta: 2 days, 9:40:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9381, loss_cls: 4.5707, loss: 4.5707 +2025-05-04 20:56:03,893 - pyskl - INFO - Epoch [12][3300/3405] lr: 2.461e-02, eta: 2 days, 9:40:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9350, loss_cls: 4.4185, loss: 4.4185 +2025-05-04 20:56:47,448 - pyskl - INFO - Epoch [12][3400/3405] lr: 2.461e-02, eta: 2 days, 9:39:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9387, loss_cls: 4.3981, loss: 4.3981 +2025-05-04 20:56:50,056 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-05-04 21:00:42,790 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 21:00:43,335 - pyskl - INFO - +top1_acc 0.6677 +top5_acc 0.9136 +2025-05-04 21:00:43,357 - pyskl - INFO - Epoch(val) [12][3718] top1_acc: 0.6677, top5_acc: 0.9136 +2025-05-04 21:01:50,568 - pyskl - INFO - Epoch [13][100/3405] lr: 2.461e-02, eta: 2 days, 9:42:26, time: 0.672, data_time: 0.235, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9463, loss_cls: 4.3530, loss: 4.3530 +2025-05-04 21:02:34,136 - pyskl - INFO - Epoch [13][200/3405] lr: 2.460e-02, eta: 2 days, 9:41:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9425, loss_cls: 4.2898, loss: 4.2898 +2025-05-04 21:03:17,711 - pyskl - INFO - Epoch [13][300/3405] lr: 2.460e-02, eta: 2 days, 9:40:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9363, loss_cls: 4.4375, loss: 4.4375 +2025-05-04 21:04:01,373 - pyskl - INFO - Epoch [13][400/3405] lr: 2.460e-02, eta: 2 days, 9:39:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9400, loss_cls: 4.3671, loss: 4.3671 +2025-05-04 21:04:45,091 - pyskl - INFO - Epoch [13][500/3405] lr: 2.460e-02, eta: 2 days, 9:39:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9394, loss_cls: 4.5164, loss: 4.5164 +2025-05-04 21:05:28,488 - pyskl - INFO - Epoch [13][600/3405] lr: 2.460e-02, eta: 2 days, 9:38:09, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9469, loss_cls: 4.2111, loss: 4.2111 +2025-05-04 21:06:11,990 - pyskl - INFO - Epoch [13][700/3405] lr: 2.459e-02, eta: 2 days, 9:37:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9531, loss_cls: 4.3072, loss: 4.3072 +2025-05-04 21:06:55,544 - pyskl - INFO - Epoch [13][800/3405] lr: 2.459e-02, eta: 2 days, 9:36:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9406, loss_cls: 4.4506, loss: 4.4506 +2025-05-04 21:07:39,038 - pyskl - INFO - Epoch [13][900/3405] lr: 2.459e-02, eta: 2 days, 9:35:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9275, loss_cls: 4.4793, loss: 4.4793 +2025-05-04 21:08:22,524 - pyskl - INFO - Epoch [13][1000/3405] lr: 2.459e-02, eta: 2 days, 9:34:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9306, loss_cls: 4.4306, loss: 4.4306 +2025-05-04 21:09:05,899 - pyskl - INFO - Epoch [13][1100/3405] lr: 2.459e-02, eta: 2 days, 9:33:47, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9394, loss_cls: 4.3736, loss: 4.3736 +2025-05-04 21:09:49,225 - pyskl - INFO - Epoch [13][1200/3405] lr: 2.458e-02, eta: 2 days, 9:32:53, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9487, loss_cls: 4.3134, loss: 4.3134 +2025-05-04 21:10:32,754 - pyskl - INFO - Epoch [13][1300/3405] lr: 2.458e-02, eta: 2 days, 9:32:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9369, loss_cls: 4.3367, loss: 4.3367 +2025-05-04 21:11:16,271 - pyskl - INFO - Epoch [13][1400/3405] lr: 2.458e-02, eta: 2 days, 9:31:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9487, loss_cls: 4.3980, loss: 4.3980 +2025-05-04 21:11:59,749 - pyskl - INFO - Epoch [13][1500/3405] lr: 2.458e-02, eta: 2 days, 9:30:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9406, loss_cls: 4.2940, loss: 4.2940 +2025-05-04 21:12:43,255 - pyskl - INFO - Epoch [13][1600/3405] lr: 2.458e-02, eta: 2 days, 9:29:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9450, loss_cls: 4.5123, loss: 4.5123 +2025-05-04 21:13:26,792 - pyskl - INFO - Epoch [13][1700/3405] lr: 2.457e-02, eta: 2 days, 9:28:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9425, loss_cls: 4.4087, loss: 4.4087 +2025-05-04 21:14:10,309 - pyskl - INFO - Epoch [13][1800/3405] lr: 2.457e-02, eta: 2 days, 9:27:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9406, loss_cls: 4.3651, loss: 4.3651 +2025-05-04 21:14:53,804 - pyskl - INFO - Epoch [13][1900/3405] lr: 2.457e-02, eta: 2 days, 9:26:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9375, loss_cls: 4.3744, loss: 4.3744 +2025-05-04 21:15:37,165 - pyskl - INFO - Epoch [13][2000/3405] lr: 2.457e-02, eta: 2 days, 9:25:57, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9363, loss_cls: 4.3923, loss: 4.3923 +2025-05-04 21:16:20,511 - pyskl - INFO - Epoch [13][2100/3405] lr: 2.457e-02, eta: 2 days, 9:25:04, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9325, loss_cls: 4.2914, loss: 4.2914 +2025-05-04 21:17:03,921 - pyskl - INFO - Epoch [13][2200/3405] lr: 2.456e-02, eta: 2 days, 9:24:11, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9363, loss_cls: 4.4226, loss: 4.4226 +2025-05-04 21:17:47,629 - pyskl - INFO - Epoch [13][2300/3405] lr: 2.456e-02, eta: 2 days, 9:23:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9419, loss_cls: 4.3823, loss: 4.3823 +2025-05-04 21:18:31,196 - pyskl - INFO - Epoch [13][2400/3405] lr: 2.456e-02, eta: 2 days, 9:22:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9431, loss_cls: 4.3688, loss: 4.3688 +2025-05-04 21:19:14,732 - pyskl - INFO - Epoch [13][2500/3405] lr: 2.456e-02, eta: 2 days, 9:21:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9287, loss_cls: 4.4874, loss: 4.4874 +2025-05-04 21:19:58,167 - pyskl - INFO - Epoch [13][2600/3405] lr: 2.456e-02, eta: 2 days, 9:20:48, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9394, loss_cls: 4.3239, loss: 4.3239 +2025-05-04 21:20:41,665 - pyskl - INFO - Epoch [13][2700/3405] lr: 2.455e-02, eta: 2 days, 9:19:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9463, loss_cls: 4.4961, loss: 4.4961 +2025-05-04 21:21:25,266 - pyskl - INFO - Epoch [13][2800/3405] lr: 2.455e-02, eta: 2 days, 9:19:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9437, loss_cls: 4.4156, loss: 4.4156 +2025-05-04 21:22:08,942 - pyskl - INFO - Epoch [13][2900/3405] lr: 2.455e-02, eta: 2 days, 9:18:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9387, loss_cls: 4.4021, loss: 4.4021 +2025-05-04 21:22:52,510 - pyskl - INFO - Epoch [13][3000/3405] lr: 2.455e-02, eta: 2 days, 9:17:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9375, loss_cls: 4.3603, loss: 4.3603 +2025-05-04 21:23:36,052 - pyskl - INFO - Epoch [13][3100/3405] lr: 2.455e-02, eta: 2 days, 9:16:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9463, loss_cls: 4.4698, loss: 4.4698 +2025-05-04 21:24:19,488 - pyskl - INFO - Epoch [13][3200/3405] lr: 2.454e-02, eta: 2 days, 9:15:43, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9400, loss_cls: 4.4018, loss: 4.4018 +2025-05-04 21:25:02,905 - pyskl - INFO - Epoch [13][3300/3405] lr: 2.454e-02, eta: 2 days, 9:14:50, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9506, loss_cls: 4.2353, loss: 4.2353 +2025-05-04 21:25:46,401 - pyskl - INFO - Epoch [13][3400/3405] lr: 2.454e-02, eta: 2 days, 9:13:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9356, loss_cls: 4.3235, loss: 4.3235 +2025-05-04 21:25:49,030 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-05-04 21:29:41,899 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 21:29:42,450 - pyskl - INFO - +top1_acc 0.6791 +top5_acc 0.9179 +2025-05-04 21:29:42,471 - pyskl - INFO - Epoch(val) [13][3718] top1_acc: 0.6791, top5_acc: 0.9179 +2025-05-04 21:30:49,260 - pyskl - INFO - Epoch [14][100/3405] lr: 2.454e-02, eta: 2 days, 9:16:47, time: 0.668, data_time: 0.234, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9469, loss_cls: 4.3835, loss: 4.3835 +2025-05-04 21:31:32,605 - pyskl - INFO - Epoch [14][200/3405] lr: 2.454e-02, eta: 2 days, 9:15:54, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9494, loss_cls: 4.2891, loss: 4.2891 +2025-05-04 21:32:16,004 - pyskl - INFO - Epoch [14][300/3405] lr: 2.453e-02, eta: 2 days, 9:15:01, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9537, loss_cls: 4.2125, loss: 4.2125 +2025-05-04 21:32:59,360 - pyskl - INFO - Epoch [14][400/3405] lr: 2.453e-02, eta: 2 days, 9:14:08, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9469, loss_cls: 4.3917, loss: 4.3917 +2025-05-04 21:33:42,876 - pyskl - INFO - Epoch [14][500/3405] lr: 2.453e-02, eta: 2 days, 9:13:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9406, loss_cls: 4.4142, loss: 4.4142 +2025-05-04 21:34:26,451 - pyskl - INFO - Epoch [14][600/3405] lr: 2.453e-02, eta: 2 days, 9:12:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9469, loss_cls: 4.3331, loss: 4.3331 +2025-05-04 21:35:09,888 - pyskl - INFO - Epoch [14][700/3405] lr: 2.452e-02, eta: 2 days, 9:11:34, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9444, loss_cls: 4.3276, loss: 4.3276 +2025-05-04 21:35:53,526 - pyskl - INFO - Epoch [14][800/3405] lr: 2.452e-02, eta: 2 days, 9:10:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9513, loss_cls: 4.2445, loss: 4.2445 +2025-05-04 21:36:36,935 - pyskl - INFO - Epoch [14][900/3405] lr: 2.452e-02, eta: 2 days, 9:09:51, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9494, loss_cls: 4.2284, loss: 4.2284 +2025-05-04 21:37:20,357 - pyskl - INFO - Epoch [14][1000/3405] lr: 2.452e-02, eta: 2 days, 9:08:59, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9363, loss_cls: 4.3211, loss: 4.3211 +2025-05-04 21:38:03,853 - pyskl - INFO - Epoch [14][1100/3405] lr: 2.452e-02, eta: 2 days, 9:08:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9394, loss_cls: 4.3963, loss: 4.3963 +2025-05-04 21:38:47,224 - pyskl - INFO - Epoch [14][1200/3405] lr: 2.451e-02, eta: 2 days, 9:07:15, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9413, loss_cls: 4.3025, loss: 4.3025 +2025-05-04 21:39:30,706 - pyskl - INFO - Epoch [14][1300/3405] lr: 2.451e-02, eta: 2 days, 9:06:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9431, loss_cls: 4.4566, loss: 4.4566 +2025-05-04 21:40:14,198 - pyskl - INFO - Epoch [14][1400/3405] lr: 2.451e-02, eta: 2 days, 9:05:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9363, loss_cls: 4.4091, loss: 4.4091 +2025-05-04 21:40:57,720 - pyskl - INFO - Epoch [14][1500/3405] lr: 2.451e-02, eta: 2 days, 9:04:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9463, loss_cls: 4.2145, loss: 4.2145 +2025-05-04 21:41:41,370 - pyskl - INFO - Epoch [14][1600/3405] lr: 2.451e-02, eta: 2 days, 9:03:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9450, loss_cls: 4.3102, loss: 4.3102 +2025-05-04 21:42:24,892 - pyskl - INFO - Epoch [14][1700/3405] lr: 2.450e-02, eta: 2 days, 9:03:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9387, loss_cls: 4.3694, loss: 4.3694 +2025-05-04 21:43:08,343 - pyskl - INFO - Epoch [14][1800/3405] lr: 2.450e-02, eta: 2 days, 9:02:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9525, loss_cls: 4.3786, loss: 4.3786 +2025-05-04 21:43:51,961 - pyskl - INFO - Epoch [14][1900/3405] lr: 2.450e-02, eta: 2 days, 9:01:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9406, loss_cls: 4.5013, loss: 4.5013 +2025-05-04 21:44:35,534 - pyskl - INFO - Epoch [14][2000/3405] lr: 2.450e-02, eta: 2 days, 9:00:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9431, loss_cls: 4.3265, loss: 4.3265 +2025-05-04 21:45:19,078 - pyskl - INFO - Epoch [14][2100/3405] lr: 2.450e-02, eta: 2 days, 8:59:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9500, loss_cls: 4.2662, loss: 4.2662 +2025-05-04 21:46:02,623 - pyskl - INFO - Epoch [14][2200/3405] lr: 2.449e-02, eta: 2 days, 8:58:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9456, loss_cls: 4.2928, loss: 4.2928 +2025-05-04 21:46:46,281 - pyskl - INFO - Epoch [14][2300/3405] lr: 2.449e-02, eta: 2 days, 8:57:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9413, loss_cls: 4.4578, loss: 4.4578 +2025-05-04 21:47:29,921 - pyskl - INFO - Epoch [14][2400/3405] lr: 2.449e-02, eta: 2 days, 8:57:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9513, loss_cls: 4.3865, loss: 4.3865 +2025-05-04 21:48:13,450 - pyskl - INFO - Epoch [14][2500/3405] lr: 2.449e-02, eta: 2 days, 8:56:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9475, loss_cls: 4.2888, loss: 4.2888 +2025-05-04 21:48:56,950 - pyskl - INFO - Epoch [14][2600/3405] lr: 2.448e-02, eta: 2 days, 8:55:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9437, loss_cls: 4.3002, loss: 4.3002 +2025-05-04 21:49:40,614 - pyskl - INFO - Epoch [14][2700/3405] lr: 2.448e-02, eta: 2 days, 8:54:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9456, loss_cls: 4.2793, loss: 4.2793 +2025-05-04 21:50:24,216 - pyskl - INFO - Epoch [14][2800/3405] lr: 2.448e-02, eta: 2 days, 8:53:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9419, loss_cls: 4.3697, loss: 4.3697 +2025-05-04 21:51:07,778 - pyskl - INFO - Epoch [14][2900/3405] lr: 2.448e-02, eta: 2 days, 8:52:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9450, loss_cls: 4.4870, loss: 4.4870 +2025-05-04 21:51:51,345 - pyskl - INFO - Epoch [14][3000/3405] lr: 2.448e-02, eta: 2 days, 8:52:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9306, loss_cls: 4.3798, loss: 4.3798 +2025-05-04 21:52:34,857 - pyskl - INFO - Epoch [14][3100/3405] lr: 2.447e-02, eta: 2 days, 8:51:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9406, loss_cls: 4.4581, loss: 4.4581 +2025-05-04 21:53:18,364 - pyskl - INFO - Epoch [14][3200/3405] lr: 2.447e-02, eta: 2 days, 8:50:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9425, loss_cls: 4.4664, loss: 4.4664 +2025-05-04 21:54:01,847 - pyskl - INFO - Epoch [14][3300/3405] lr: 2.447e-02, eta: 2 days, 8:49:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9350, loss_cls: 4.3493, loss: 4.3493 +2025-05-04 21:54:45,533 - pyskl - INFO - Epoch [14][3400/3405] lr: 2.447e-02, eta: 2 days, 8:48:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9344, loss_cls: 4.4044, loss: 4.4044 +2025-05-04 21:54:48,167 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-05-04 21:58:41,265 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 21:58:41,809 - pyskl - INFO - +top1_acc 0.6874 +top5_acc 0.9208 +2025-05-04 21:58:41,831 - pyskl - INFO - Epoch(val) [14][3718] top1_acc: 0.6874, top5_acc: 0.9208 +2025-05-04 21:59:48,373 - pyskl - INFO - Epoch [15][100/3405] lr: 2.446e-02, eta: 2 days, 8:51:16, time: 0.665, data_time: 0.231, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 4.1981, loss: 4.1981 +2025-05-04 22:00:31,843 - pyskl - INFO - Epoch [15][200/3405] lr: 2.446e-02, eta: 2 days, 8:50:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9387, loss_cls: 4.2171, loss: 4.2171 +2025-05-04 22:01:15,385 - pyskl - INFO - Epoch [15][300/3405] lr: 2.446e-02, eta: 2 days, 8:49:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9387, loss_cls: 4.3062, loss: 4.3062 +2025-05-04 22:01:58,997 - pyskl - INFO - Epoch [15][400/3405] lr: 2.446e-02, eta: 2 days, 8:48:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9419, loss_cls: 4.3465, loss: 4.3465 +2025-05-04 22:02:42,354 - pyskl - INFO - Epoch [15][500/3405] lr: 2.446e-02, eta: 2 days, 8:47:51, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9513, loss_cls: 4.2310, loss: 4.2310 +2025-05-04 22:03:25,743 - pyskl - INFO - Epoch [15][600/3405] lr: 2.445e-02, eta: 2 days, 8:46:59, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9531, loss_cls: 4.3398, loss: 4.3398 +2025-05-04 22:04:09,140 - pyskl - INFO - Epoch [15][700/3405] lr: 2.445e-02, eta: 2 days, 8:46:08, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9469, loss_cls: 4.1945, loss: 4.1945 +2025-05-04 22:04:52,502 - pyskl - INFO - Epoch [15][800/3405] lr: 2.445e-02, eta: 2 days, 8:45:15, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9375, loss_cls: 4.4314, loss: 4.4314 +2025-05-04 22:05:36,081 - pyskl - INFO - Epoch [15][900/3405] lr: 2.445e-02, eta: 2 days, 8:44:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9463, loss_cls: 4.3259, loss: 4.3259 +2025-05-04 22:06:19,592 - pyskl - INFO - Epoch [15][1000/3405] lr: 2.444e-02, eta: 2 days, 8:43:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9531, loss_cls: 4.2595, loss: 4.2595 +2025-05-04 22:07:03,065 - pyskl - INFO - Epoch [15][1100/3405] lr: 2.444e-02, eta: 2 days, 8:42:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9344, loss_cls: 4.4597, loss: 4.4597 +2025-05-04 22:07:46,625 - pyskl - INFO - Epoch [15][1200/3405] lr: 2.444e-02, eta: 2 days, 8:41:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9506, loss_cls: 4.2627, loss: 4.2627 +2025-05-04 22:08:30,038 - pyskl - INFO - Epoch [15][1300/3405] lr: 2.444e-02, eta: 2 days, 8:41:02, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9494, loss_cls: 4.1777, loss: 4.1777 +2025-05-04 22:09:13,490 - pyskl - INFO - Epoch [15][1400/3405] lr: 2.443e-02, eta: 2 days, 8:40:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9444, loss_cls: 4.3248, loss: 4.3248 +2025-05-04 22:09:56,952 - pyskl - INFO - Epoch [15][1500/3405] lr: 2.443e-02, eta: 2 days, 8:39:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9400, loss_cls: 4.2828, loss: 4.2828 +2025-05-04 22:10:40,399 - pyskl - INFO - Epoch [15][1600/3405] lr: 2.443e-02, eta: 2 days, 8:38:29, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9487, loss_cls: 4.2170, loss: 4.2170 +2025-05-04 22:11:23,775 - pyskl - INFO - Epoch [15][1700/3405] lr: 2.443e-02, eta: 2 days, 8:37:37, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9544, loss_cls: 4.3649, loss: 4.3649 +2025-05-04 22:12:07,181 - pyskl - INFO - Epoch [15][1800/3405] lr: 2.443e-02, eta: 2 days, 8:36:45, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9525, loss_cls: 4.3239, loss: 4.3239 +2025-05-04 22:12:50,658 - pyskl - INFO - Epoch [15][1900/3405] lr: 2.442e-02, eta: 2 days, 8:35:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9431, loss_cls: 4.2938, loss: 4.2938 +2025-05-04 22:13:34,158 - pyskl - INFO - Epoch [15][2000/3405] lr: 2.442e-02, eta: 2 days, 8:35:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9456, loss_cls: 4.4247, loss: 4.4247 +2025-05-04 22:14:17,454 - pyskl - INFO - Epoch [15][2100/3405] lr: 2.442e-02, eta: 2 days, 8:34:12, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9363, loss_cls: 4.2091, loss: 4.2091 +2025-05-04 22:15:01,012 - pyskl - INFO - Epoch [15][2200/3405] lr: 2.442e-02, eta: 2 days, 8:33:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9419, loss_cls: 4.3738, loss: 4.3738 +2025-05-04 22:15:44,803 - pyskl - INFO - Epoch [15][2300/3405] lr: 2.441e-02, eta: 2 days, 8:32:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9537, loss_cls: 4.2418, loss: 4.2418 +2025-05-04 22:16:28,650 - pyskl - INFO - Epoch [15][2400/3405] lr: 2.441e-02, eta: 2 days, 8:31:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9444, loss_cls: 4.3129, loss: 4.3129 +2025-05-04 22:17:12,170 - pyskl - INFO - Epoch [15][2500/3405] lr: 2.441e-02, eta: 2 days, 8:30:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9469, loss_cls: 4.3283, loss: 4.3283 +2025-05-04 22:17:55,823 - pyskl - INFO - Epoch [15][2600/3405] lr: 2.441e-02, eta: 2 days, 8:30:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9450, loss_cls: 4.3117, loss: 4.3117 +2025-05-04 22:18:39,561 - pyskl - INFO - Epoch [15][2700/3405] lr: 2.440e-02, eta: 2 days, 8:29:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9431, loss_cls: 4.2773, loss: 4.2773 +2025-05-04 22:19:23,270 - pyskl - INFO - Epoch [15][2800/3405] lr: 2.440e-02, eta: 2 days, 8:28:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 4.1375, loss: 4.1375 +2025-05-04 22:20:06,847 - pyskl - INFO - Epoch [15][2900/3405] lr: 2.440e-02, eta: 2 days, 8:27:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9450, loss_cls: 4.2331, loss: 4.2331 +2025-05-04 22:20:50,782 - pyskl - INFO - Epoch [15][3000/3405] lr: 2.440e-02, eta: 2 days, 8:26:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9437, loss_cls: 4.3394, loss: 4.3394 +2025-05-04 22:21:34,295 - pyskl - INFO - Epoch [15][3100/3405] lr: 2.440e-02, eta: 2 days, 8:26:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9394, loss_cls: 4.3587, loss: 4.3587 +2025-05-04 22:22:17,955 - pyskl - INFO - Epoch [15][3200/3405] lr: 2.439e-02, eta: 2 days, 8:25:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9544, loss_cls: 4.2796, loss: 4.2796 +2025-05-04 22:23:01,673 - pyskl - INFO - Epoch [15][3300/3405] lr: 2.439e-02, eta: 2 days, 8:24:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9425, loss_cls: 4.3072, loss: 4.3072 +2025-05-04 22:23:45,302 - pyskl - INFO - Epoch [15][3400/3405] lr: 2.439e-02, eta: 2 days, 8:23:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9475, loss_cls: 4.3207, loss: 4.3207 +2025-05-04 22:23:47,926 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-05-04 22:27:40,997 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 22:27:41,549 - pyskl - INFO - +top1_acc 0.7009 +top5_acc 0.9210 +2025-05-04 22:27:41,608 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_10.pth was removed +2025-05-04 22:27:42,688 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. +2025-05-04 22:27:42,689 - pyskl - INFO - Best top1_acc is 0.7009 at 15 epoch. +2025-05-04 22:27:42,712 - pyskl - INFO - Epoch(val) [15][3718] top1_acc: 0.7009, top5_acc: 0.9210 +2025-05-04 22:28:50,827 - pyskl - INFO - Epoch [16][100/3405] lr: 2.439e-02, eta: 2 days, 8:26:08, time: 0.681, data_time: 0.243, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9531, loss_cls: 4.2435, loss: 4.2435 +2025-05-04 22:29:34,474 - pyskl - INFO - Epoch [16][200/3405] lr: 2.438e-02, eta: 2 days, 8:25:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9544, loss_cls: 4.2946, loss: 4.2946 +2025-05-04 22:30:18,240 - pyskl - INFO - Epoch [16][300/3405] lr: 2.438e-02, eta: 2 days, 8:24:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9575, loss_cls: 4.2392, loss: 4.2392 +2025-05-04 22:31:01,858 - pyskl - INFO - Epoch [16][400/3405] lr: 2.438e-02, eta: 2 days, 8:23:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9331, loss_cls: 4.3825, loss: 4.3825 +2025-05-04 22:31:45,505 - pyskl - INFO - Epoch [16][500/3405] lr: 2.438e-02, eta: 2 days, 8:22:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9437, loss_cls: 4.3568, loss: 4.3568 +2025-05-04 22:32:29,251 - pyskl - INFO - Epoch [16][600/3405] lr: 2.437e-02, eta: 2 days, 8:22:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9419, loss_cls: 4.3450, loss: 4.3450 +2025-05-04 22:33:12,649 - pyskl - INFO - Epoch [16][700/3405] lr: 2.437e-02, eta: 2 days, 8:21:12, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9469, loss_cls: 4.2719, loss: 4.2719 +2025-05-04 22:33:56,447 - pyskl - INFO - Epoch [16][800/3405] lr: 2.437e-02, eta: 2 days, 8:20:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9513, loss_cls: 4.1778, loss: 4.1778 +2025-05-04 22:34:40,127 - pyskl - INFO - Epoch [16][900/3405] lr: 2.437e-02, eta: 2 days, 8:19:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9425, loss_cls: 4.2704, loss: 4.2704 +2025-05-04 22:35:23,703 - pyskl - INFO - Epoch [16][1000/3405] lr: 2.436e-02, eta: 2 days, 8:18:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9469, loss_cls: 4.2940, loss: 4.2940 +2025-05-04 22:36:07,007 - pyskl - INFO - Epoch [16][1100/3405] lr: 2.436e-02, eta: 2 days, 8:17:54, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9437, loss_cls: 4.2643, loss: 4.2643 +2025-05-04 22:36:50,468 - pyskl - INFO - Epoch [16][1200/3405] lr: 2.436e-02, eta: 2 days, 8:17:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9463, loss_cls: 4.3334, loss: 4.3334 +2025-05-04 22:37:33,785 - pyskl - INFO - Epoch [16][1300/3405] lr: 2.436e-02, eta: 2 days, 8:16:11, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9369, loss_cls: 4.3469, loss: 4.3469 +2025-05-04 22:38:17,361 - pyskl - INFO - Epoch [16][1400/3405] lr: 2.435e-02, eta: 2 days, 8:15:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9487, loss_cls: 4.2693, loss: 4.2693 +2025-05-04 22:39:01,124 - pyskl - INFO - Epoch [16][1500/3405] lr: 2.435e-02, eta: 2 days, 8:14:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9419, loss_cls: 4.2794, loss: 4.2794 +2025-05-04 22:39:44,797 - pyskl - INFO - Epoch [16][1600/3405] lr: 2.435e-02, eta: 2 days, 8:13:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9437, loss_cls: 4.3760, loss: 4.3760 +2025-05-04 22:40:28,348 - pyskl - INFO - Epoch [16][1700/3405] lr: 2.435e-02, eta: 2 days, 8:12:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9456, loss_cls: 4.2471, loss: 4.2471 +2025-05-04 22:41:11,881 - pyskl - INFO - Epoch [16][1800/3405] lr: 2.434e-02, eta: 2 days, 8:12:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9500, loss_cls: 4.3612, loss: 4.3612 +2025-05-04 22:41:55,424 - pyskl - INFO - Epoch [16][1900/3405] lr: 2.434e-02, eta: 2 days, 8:11:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9431, loss_cls: 4.4227, loss: 4.4227 +2025-05-04 22:42:38,942 - pyskl - INFO - Epoch [16][2000/3405] lr: 2.434e-02, eta: 2 days, 8:10:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9356, loss_cls: 4.3651, loss: 4.3651 +2025-05-04 22:43:22,555 - pyskl - INFO - Epoch [16][2100/3405] lr: 2.434e-02, eta: 2 days, 8:09:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9475, loss_cls: 4.2401, loss: 4.2401 +2025-05-04 22:44:06,173 - pyskl - INFO - Epoch [16][2200/3405] lr: 2.433e-02, eta: 2 days, 8:08:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9506, loss_cls: 4.2879, loss: 4.2879 +2025-05-04 22:44:49,667 - pyskl - INFO - Epoch [16][2300/3405] lr: 2.433e-02, eta: 2 days, 8:07:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9350, loss_cls: 4.3163, loss: 4.3163 +2025-05-04 22:45:33,281 - pyskl - INFO - Epoch [16][2400/3405] lr: 2.433e-02, eta: 2 days, 8:07:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9369, loss_cls: 4.4713, loss: 4.4713 +2025-05-04 22:46:16,869 - pyskl - INFO - Epoch [16][2500/3405] lr: 2.433e-02, eta: 2 days, 8:06:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9469, loss_cls: 4.2221, loss: 4.2221 +2025-05-04 22:47:00,489 - pyskl - INFO - Epoch [16][2600/3405] lr: 2.432e-02, eta: 2 days, 8:05:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9413, loss_cls: 4.1946, loss: 4.1946 +2025-05-04 22:47:44,279 - pyskl - INFO - Epoch [16][2700/3405] lr: 2.432e-02, eta: 2 days, 8:04:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9463, loss_cls: 4.3361, loss: 4.3361 +2025-05-04 22:48:27,984 - pyskl - INFO - Epoch [16][2800/3405] lr: 2.432e-02, eta: 2 days, 8:03:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9456, loss_cls: 4.2950, loss: 4.2950 +2025-05-04 22:49:11,835 - pyskl - INFO - Epoch [16][2900/3405] lr: 2.432e-02, eta: 2 days, 8:03:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9419, loss_cls: 4.4306, loss: 4.4306 +2025-05-04 22:49:55,578 - pyskl - INFO - Epoch [16][3000/3405] lr: 2.431e-02, eta: 2 days, 8:02:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9487, loss_cls: 4.2663, loss: 4.2663 +2025-05-04 22:50:39,129 - pyskl - INFO - Epoch [16][3100/3405] lr: 2.431e-02, eta: 2 days, 8:01:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9419, loss_cls: 4.2776, loss: 4.2776 +2025-05-04 22:51:22,731 - pyskl - INFO - Epoch [16][3200/3405] lr: 2.431e-02, eta: 2 days, 8:00:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9444, loss_cls: 4.2007, loss: 4.2007 +2025-05-04 22:52:06,285 - pyskl - INFO - Epoch [16][3300/3405] lr: 2.431e-02, eta: 2 days, 7:59:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9394, loss_cls: 4.3850, loss: 4.3850 +2025-05-04 22:52:49,980 - pyskl - INFO - Epoch [16][3400/3405] lr: 2.430e-02, eta: 2 days, 7:59:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9494, loss_cls: 4.3523, loss: 4.3523 +2025-05-04 22:52:52,634 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-05-04 22:56:45,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 22:56:46,164 - pyskl - INFO - +top1_acc 0.6761 +top5_acc 0.9162 +2025-05-04 22:56:46,187 - pyskl - INFO - Epoch(val) [16][3718] top1_acc: 0.6761, top5_acc: 0.9162 +2025-05-04 22:57:53,374 - pyskl - INFO - Epoch [17][100/3405] lr: 2.430e-02, eta: 2 days, 8:01:11, time: 0.672, data_time: 0.235, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9525, loss_cls: 4.2857, loss: 4.2857 +2025-05-04 22:58:36,858 - pyskl - INFO - Epoch [17][200/3405] lr: 2.430e-02, eta: 2 days, 8:00:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9506, loss_cls: 4.3105, loss: 4.3105 +2025-05-04 22:59:20,439 - pyskl - INFO - Epoch [17][300/3405] lr: 2.430e-02, eta: 2 days, 7:59:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9481, loss_cls: 4.1336, loss: 4.1336 +2025-05-04 23:00:03,966 - pyskl - INFO - Epoch [17][400/3405] lr: 2.429e-02, eta: 2 days, 7:58:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9506, loss_cls: 4.1909, loss: 4.1909 +2025-05-04 23:00:47,419 - pyskl - INFO - Epoch [17][500/3405] lr: 2.429e-02, eta: 2 days, 7:57:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9513, loss_cls: 4.1982, loss: 4.1982 +2025-05-04 23:01:30,950 - pyskl - INFO - Epoch [17][600/3405] lr: 2.429e-02, eta: 2 days, 7:57:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9444, loss_cls: 4.2943, loss: 4.2943 +2025-05-04 23:02:14,390 - pyskl - INFO - Epoch [17][700/3405] lr: 2.429e-02, eta: 2 days, 7:56:11, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9469, loss_cls: 4.3178, loss: 4.3178 +2025-05-04 23:02:57,943 - pyskl - INFO - Epoch [17][800/3405] lr: 2.428e-02, eta: 2 days, 7:55:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9513, loss_cls: 4.1007, loss: 4.1007 +2025-05-04 23:03:41,424 - pyskl - INFO - Epoch [17][900/3405] lr: 2.428e-02, eta: 2 days, 7:54:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 4.2496, loss: 4.2496 +2025-05-04 23:04:25,096 - pyskl - INFO - Epoch [17][1000/3405] lr: 2.428e-02, eta: 2 days, 7:53:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9481, loss_cls: 4.2731, loss: 4.2731 +2025-05-04 23:05:08,781 - pyskl - INFO - Epoch [17][1100/3405] lr: 2.428e-02, eta: 2 days, 7:52:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9431, loss_cls: 4.3564, loss: 4.3564 +2025-05-04 23:05:52,616 - pyskl - INFO - Epoch [17][1200/3405] lr: 2.427e-02, eta: 2 days, 7:52:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9506, loss_cls: 4.1876, loss: 4.1876 +2025-05-04 23:06:36,332 - pyskl - INFO - Epoch [17][1300/3405] lr: 2.427e-02, eta: 2 days, 7:51:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9425, loss_cls: 4.3568, loss: 4.3568 +2025-05-04 23:07:19,921 - pyskl - INFO - Epoch [17][1400/3405] lr: 2.427e-02, eta: 2 days, 7:50:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9375, loss_cls: 4.3947, loss: 4.3947 +2025-05-04 23:08:03,514 - pyskl - INFO - Epoch [17][1500/3405] lr: 2.427e-02, eta: 2 days, 7:49:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9463, loss_cls: 4.3495, loss: 4.3495 +2025-05-04 23:08:47,110 - pyskl - INFO - Epoch [17][1600/3405] lr: 2.426e-02, eta: 2 days, 7:48:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9487, loss_cls: 4.0999, loss: 4.0999 +2025-05-04 23:09:30,917 - pyskl - INFO - Epoch [17][1700/3405] lr: 2.426e-02, eta: 2 days, 7:48:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9556, loss_cls: 4.2878, loss: 4.2878 +2025-05-04 23:10:14,767 - pyskl - INFO - Epoch [17][1800/3405] lr: 2.426e-02, eta: 2 days, 7:47:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9387, loss_cls: 4.3407, loss: 4.3407 +2025-05-04 23:10:58,547 - pyskl - INFO - Epoch [17][1900/3405] lr: 2.426e-02, eta: 2 days, 7:46:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9375, loss_cls: 4.4462, loss: 4.4462 +2025-05-04 23:11:42,295 - pyskl - INFO - Epoch [17][2000/3405] lr: 2.425e-02, eta: 2 days, 7:45:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9450, loss_cls: 4.2397, loss: 4.2397 +2025-05-04 23:12:26,059 - pyskl - INFO - Epoch [17][2100/3405] lr: 2.425e-02, eta: 2 days, 7:44:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9475, loss_cls: 4.2895, loss: 4.2895 +2025-05-04 23:13:09,589 - pyskl - INFO - Epoch [17][2200/3405] lr: 2.425e-02, eta: 2 days, 7:44:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9506, loss_cls: 4.2370, loss: 4.2370 +2025-05-04 23:13:53,193 - pyskl - INFO - Epoch [17][2300/3405] lr: 2.425e-02, eta: 2 days, 7:43:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9513, loss_cls: 4.1320, loss: 4.1320 +2025-05-04 23:14:36,978 - pyskl - INFO - Epoch [17][2400/3405] lr: 2.424e-02, eta: 2 days, 7:42:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9450, loss_cls: 4.2749, loss: 4.2749 +2025-05-04 23:15:20,538 - pyskl - INFO - Epoch [17][2500/3405] lr: 2.424e-02, eta: 2 days, 7:41:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9487, loss_cls: 4.1876, loss: 4.1876 +2025-05-04 23:16:04,102 - pyskl - INFO - Epoch [17][2600/3405] lr: 2.424e-02, eta: 2 days, 7:40:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9494, loss_cls: 4.2952, loss: 4.2952 +2025-05-04 23:16:47,636 - pyskl - INFO - Epoch [17][2700/3405] lr: 2.423e-02, eta: 2 days, 7:40:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9494, loss_cls: 4.2598, loss: 4.2598 +2025-05-04 23:17:31,231 - pyskl - INFO - Epoch [17][2800/3405] lr: 2.423e-02, eta: 2 days, 7:39:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9506, loss_cls: 4.3520, loss: 4.3520 +2025-05-04 23:18:14,904 - pyskl - INFO - Epoch [17][2900/3405] lr: 2.423e-02, eta: 2 days, 7:38:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9481, loss_cls: 4.2559, loss: 4.2559 +2025-05-04 23:18:58,662 - pyskl - INFO - Epoch [17][3000/3405] lr: 2.423e-02, eta: 2 days, 7:37:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9525, loss_cls: 4.2780, loss: 4.2780 +2025-05-04 23:19:42,353 - pyskl - INFO - Epoch [17][3100/3405] lr: 2.422e-02, eta: 2 days, 7:36:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9450, loss_cls: 4.1074, loss: 4.1074 +2025-05-04 23:20:25,727 - pyskl - INFO - Epoch [17][3200/3405] lr: 2.422e-02, eta: 2 days, 7:35:58, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9387, loss_cls: 4.2424, loss: 4.2424 +2025-05-04 23:21:09,142 - pyskl - INFO - Epoch [17][3300/3405] lr: 2.422e-02, eta: 2 days, 7:35:08, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9487, loss_cls: 4.2466, loss: 4.2466 +2025-05-04 23:21:52,715 - pyskl - INFO - Epoch [17][3400/3405] lr: 2.422e-02, eta: 2 days, 7:34:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9481, loss_cls: 4.2763, loss: 4.2763 +2025-05-04 23:21:55,329 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-05-04 23:25:47,558 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 23:25:48,116 - pyskl - INFO - +top1_acc 0.7055 +top5_acc 0.9316 +2025-05-04 23:25:48,177 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_15.pth was removed +2025-05-04 23:25:49,328 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. +2025-05-04 23:25:49,330 - pyskl - INFO - Best top1_acc is 0.7055 at 17 epoch. +2025-05-04 23:25:49,355 - pyskl - INFO - Epoch(val) [17][3718] top1_acc: 0.7055, top5_acc: 0.9316 +2025-05-04 23:26:57,002 - pyskl - INFO - Epoch [18][100/3405] lr: 2.421e-02, eta: 2 days, 7:36:19, time: 0.676, data_time: 0.239, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9537, loss_cls: 4.2127, loss: 4.2127 +2025-05-04 23:27:40,886 - pyskl - INFO - Epoch [18][200/3405] lr: 2.421e-02, eta: 2 days, 7:35:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9544, loss_cls: 4.1602, loss: 4.1602 +2025-05-04 23:28:24,559 - pyskl - INFO - Epoch [18][300/3405] lr: 2.421e-02, eta: 2 days, 7:34:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9537, loss_cls: 4.2015, loss: 4.2015 +2025-05-04 23:29:08,316 - pyskl - INFO - Epoch [18][400/3405] lr: 2.421e-02, eta: 2 days, 7:33:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9513, loss_cls: 4.1213, loss: 4.1213 +2025-05-04 23:29:52,266 - pyskl - INFO - Epoch [18][500/3405] lr: 2.420e-02, eta: 2 days, 7:33:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9556, loss_cls: 4.0244, loss: 4.0244 +2025-05-04 23:30:36,322 - pyskl - INFO - Epoch [18][600/3405] lr: 2.420e-02, eta: 2 days, 7:32:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9500, loss_cls: 4.2147, loss: 4.2147 +2025-05-04 23:31:20,103 - pyskl - INFO - Epoch [18][700/3405] lr: 2.420e-02, eta: 2 days, 7:31:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9381, loss_cls: 4.3249, loss: 4.3249 +2025-05-04 23:32:03,697 - pyskl - INFO - Epoch [18][800/3405] lr: 2.419e-02, eta: 2 days, 7:30:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9450, loss_cls: 4.1873, loss: 4.1873 +2025-05-04 23:32:47,567 - pyskl - INFO - Epoch [18][900/3405] lr: 2.419e-02, eta: 2 days, 7:30:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9544, loss_cls: 4.1705, loss: 4.1705 +2025-05-04 23:33:31,254 - pyskl - INFO - Epoch [18][1000/3405] lr: 2.419e-02, eta: 2 days, 7:29:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9475, loss_cls: 4.1664, loss: 4.1664 +2025-05-04 23:34:14,797 - pyskl - INFO - Epoch [18][1100/3405] lr: 2.419e-02, eta: 2 days, 7:28:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9556, loss_cls: 4.2521, loss: 4.2521 +2025-05-04 23:34:58,453 - pyskl - INFO - Epoch [18][1200/3405] lr: 2.418e-02, eta: 2 days, 7:27:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 4.1819, loss: 4.1819 +2025-05-04 23:35:41,996 - pyskl - INFO - Epoch [18][1300/3405] lr: 2.418e-02, eta: 2 days, 7:26:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9556, loss_cls: 4.2991, loss: 4.2991 +2025-05-04 23:36:25,545 - pyskl - INFO - Epoch [18][1400/3405] lr: 2.418e-02, eta: 2 days, 7:25:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9413, loss_cls: 4.3312, loss: 4.3312 +2025-05-04 23:37:09,113 - pyskl - INFO - Epoch [18][1500/3405] lr: 2.418e-02, eta: 2 days, 7:25:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9456, loss_cls: 4.2569, loss: 4.2569 +2025-05-04 23:37:52,711 - pyskl - INFO - Epoch [18][1600/3405] lr: 2.417e-02, eta: 2 days, 7:24:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9387, loss_cls: 4.2644, loss: 4.2644 +2025-05-04 23:38:36,267 - pyskl - INFO - Epoch [18][1700/3405] lr: 2.417e-02, eta: 2 days, 7:23:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9450, loss_cls: 4.2543, loss: 4.2543 +2025-05-04 23:39:19,763 - pyskl - INFO - Epoch [18][1800/3405] lr: 2.417e-02, eta: 2 days, 7:22:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9481, loss_cls: 4.2192, loss: 4.2192 +2025-05-04 23:40:03,337 - pyskl - INFO - Epoch [18][1900/3405] lr: 2.416e-02, eta: 2 days, 7:21:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9375, loss_cls: 4.2003, loss: 4.2003 +2025-05-04 23:40:46,831 - pyskl - INFO - Epoch [18][2000/3405] lr: 2.416e-02, eta: 2 days, 7:21:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9563, loss_cls: 4.0451, loss: 4.0451 +2025-05-04 23:41:30,239 - pyskl - INFO - Epoch [18][2100/3405] lr: 2.416e-02, eta: 2 days, 7:20:12, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9319, loss_cls: 4.5011, loss: 4.5011 +2025-05-04 23:42:13,778 - pyskl - INFO - Epoch [18][2200/3405] lr: 2.416e-02, eta: 2 days, 7:19:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9444, loss_cls: 4.2412, loss: 4.2412 +2025-05-04 23:42:57,337 - pyskl - INFO - Epoch [18][2300/3405] lr: 2.415e-02, eta: 2 days, 7:18:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9531, loss_cls: 4.2473, loss: 4.2473 +2025-05-04 23:43:40,788 - pyskl - INFO - Epoch [18][2400/3405] lr: 2.415e-02, eta: 2 days, 7:17:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9513, loss_cls: 4.2466, loss: 4.2466 +2025-05-04 23:44:24,324 - pyskl - INFO - Epoch [18][2500/3405] lr: 2.415e-02, eta: 2 days, 7:16:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9287, loss_cls: 4.3071, loss: 4.3071 +2025-05-04 23:45:07,873 - pyskl - INFO - Epoch [18][2600/3405] lr: 2.414e-02, eta: 2 days, 7:16:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9531, loss_cls: 4.2325, loss: 4.2325 +2025-05-04 23:45:51,434 - pyskl - INFO - Epoch [18][2700/3405] lr: 2.414e-02, eta: 2 days, 7:15:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9475, loss_cls: 4.3323, loss: 4.3323 +2025-05-04 23:46:34,980 - pyskl - INFO - Epoch [18][2800/3405] lr: 2.414e-02, eta: 2 days, 7:14:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9437, loss_cls: 4.1665, loss: 4.1665 +2025-05-04 23:47:18,489 - pyskl - INFO - Epoch [18][2900/3405] lr: 2.414e-02, eta: 2 days, 7:13:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9431, loss_cls: 4.1810, loss: 4.1810 +2025-05-04 23:48:02,017 - pyskl - INFO - Epoch [18][3000/3405] lr: 2.413e-02, eta: 2 days, 7:12:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9381, loss_cls: 4.3819, loss: 4.3819 +2025-05-04 23:48:45,640 - pyskl - INFO - Epoch [18][3100/3405] lr: 2.413e-02, eta: 2 days, 7:12:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9444, loss_cls: 4.2133, loss: 4.2133 +2025-05-04 23:49:29,566 - pyskl - INFO - Epoch [18][3200/3405] lr: 2.413e-02, eta: 2 days, 7:11:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9437, loss_cls: 4.2752, loss: 4.2752 +2025-05-04 23:50:13,273 - pyskl - INFO - Epoch [18][3300/3405] lr: 2.413e-02, eta: 2 days, 7:10:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9463, loss_cls: 4.1759, loss: 4.1759 +2025-05-04 23:50:56,884 - pyskl - INFO - Epoch [18][3400/3405] lr: 2.412e-02, eta: 2 days, 7:09:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9419, loss_cls: 4.2296, loss: 4.2296 +2025-05-04 23:50:59,553 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-05-04 23:54:52,970 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 23:54:53,528 - pyskl - INFO - +top1_acc 0.6403 +top5_acc 0.9032 +2025-05-04 23:54:53,552 - pyskl - INFO - Epoch(val) [18][3718] top1_acc: 0.6403, top5_acc: 0.9032 +2025-05-04 23:56:00,557 - pyskl - INFO - Epoch [19][100/3405] lr: 2.412e-02, eta: 2 days, 7:11:24, time: 0.670, data_time: 0.235, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9575, loss_cls: 4.1752, loss: 4.1752 +2025-05-04 23:56:43,917 - pyskl - INFO - Epoch [19][200/3405] lr: 2.412e-02, eta: 2 days, 7:10:33, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9506, loss_cls: 4.1109, loss: 4.1109 +2025-05-04 23:57:27,334 - pyskl - INFO - Epoch [19][300/3405] lr: 2.411e-02, eta: 2 days, 7:09:43, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9500, loss_cls: 4.1697, loss: 4.1697 +2025-05-04 23:58:10,765 - pyskl - INFO - Epoch [19][400/3405] lr: 2.411e-02, eta: 2 days, 7:08:53, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9569, loss_cls: 4.1396, loss: 4.1396 +2025-05-04 23:58:54,314 - pyskl - INFO - Epoch [19][500/3405] lr: 2.411e-02, eta: 2 days, 7:08:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9419, loss_cls: 4.1865, loss: 4.1865 +2025-05-04 23:59:37,839 - pyskl - INFO - Epoch [19][600/3405] lr: 2.411e-02, eta: 2 days, 7:07:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9450, loss_cls: 4.2930, loss: 4.2930 +2025-05-05 00:00:21,340 - pyskl - INFO - Epoch [19][700/3405] lr: 2.410e-02, eta: 2 days, 7:06:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 4.1543, loss: 4.1543 +2025-05-05 00:01:04,869 - pyskl - INFO - Epoch [19][800/3405] lr: 2.410e-02, eta: 2 days, 7:05:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9487, loss_cls: 4.1735, loss: 4.1735 +2025-05-05 00:01:48,276 - pyskl - INFO - Epoch [19][900/3405] lr: 2.410e-02, eta: 2 days, 7:04:47, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9594, loss_cls: 4.1911, loss: 4.1911 +2025-05-05 00:02:31,637 - pyskl - INFO - Epoch [19][1000/3405] lr: 2.409e-02, eta: 2 days, 7:03:56, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9531, loss_cls: 4.1888, loss: 4.1888 +2025-05-05 00:03:15,173 - pyskl - INFO - Epoch [19][1100/3405] lr: 2.409e-02, eta: 2 days, 7:03:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9456, loss_cls: 4.1411, loss: 4.1411 +2025-05-05 00:03:58,673 - pyskl - INFO - Epoch [19][1200/3405] lr: 2.409e-02, eta: 2 days, 7:02:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9525, loss_cls: 4.2986, loss: 4.2986 +2025-05-05 00:04:42,177 - pyskl - INFO - Epoch [19][1300/3405] lr: 2.409e-02, eta: 2 days, 7:01:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9494, loss_cls: 4.2164, loss: 4.2164 +2025-05-05 00:05:25,685 - pyskl - INFO - Epoch [19][1400/3405] lr: 2.408e-02, eta: 2 days, 7:00:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9619, loss_cls: 4.0815, loss: 4.0815 +2025-05-05 00:06:09,188 - pyskl - INFO - Epoch [19][1500/3405] lr: 2.408e-02, eta: 2 days, 6:59:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9444, loss_cls: 4.2379, loss: 4.2379 +2025-05-05 00:06:52,812 - pyskl - INFO - Epoch [19][1600/3405] lr: 2.408e-02, eta: 2 days, 6:59:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9606, loss_cls: 4.2457, loss: 4.2457 +2025-05-05 00:07:36,464 - pyskl - INFO - Epoch [19][1700/3405] lr: 2.407e-02, eta: 2 days, 6:58:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 4.2100, loss: 4.2100 +2025-05-05 00:08:20,012 - pyskl - INFO - Epoch [19][1800/3405] lr: 2.407e-02, eta: 2 days, 6:57:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9487, loss_cls: 4.2494, loss: 4.2494 +2025-05-05 00:09:03,421 - pyskl - INFO - Epoch [19][1900/3405] lr: 2.407e-02, eta: 2 days, 6:56:36, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9463, loss_cls: 4.1424, loss: 4.1424 +2025-05-05 00:09:46,870 - pyskl - INFO - Epoch [19][2000/3405] lr: 2.406e-02, eta: 2 days, 6:55:46, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9463, loss_cls: 4.2292, loss: 4.2292 +2025-05-05 00:10:30,602 - pyskl - INFO - Epoch [19][2100/3405] lr: 2.406e-02, eta: 2 days, 6:54:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9413, loss_cls: 4.2474, loss: 4.2474 +2025-05-05 00:11:14,137 - pyskl - INFO - Epoch [19][2200/3405] lr: 2.406e-02, eta: 2 days, 6:54:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9444, loss_cls: 4.2591, loss: 4.2591 +2025-05-05 00:11:57,584 - pyskl - INFO - Epoch [19][2300/3405] lr: 2.406e-02, eta: 2 days, 6:53:20, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9394, loss_cls: 4.3850, loss: 4.3850 +2025-05-05 00:12:41,003 - pyskl - INFO - Epoch [19][2400/3405] lr: 2.405e-02, eta: 2 days, 6:52:31, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9587, loss_cls: 4.1105, loss: 4.1105 +2025-05-05 00:13:24,721 - pyskl - INFO - Epoch [19][2500/3405] lr: 2.405e-02, eta: 2 days, 6:51:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9425, loss_cls: 4.1656, loss: 4.1656 +2025-05-05 00:14:08,174 - pyskl - INFO - Epoch [19][2600/3405] lr: 2.405e-02, eta: 2 days, 6:50:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9494, loss_cls: 4.3380, loss: 4.3380 +2025-05-05 00:14:51,645 - pyskl - INFO - Epoch [19][2700/3405] lr: 2.404e-02, eta: 2 days, 6:50:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9387, loss_cls: 4.1792, loss: 4.1792 +2025-05-05 00:15:34,991 - pyskl - INFO - Epoch [19][2800/3405] lr: 2.404e-02, eta: 2 days, 6:49:15, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9413, loss_cls: 4.3159, loss: 4.3159 +2025-05-05 00:16:18,585 - pyskl - INFO - Epoch [19][2900/3405] lr: 2.404e-02, eta: 2 days, 6:48:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9381, loss_cls: 4.3599, loss: 4.3599 +2025-05-05 00:17:02,055 - pyskl - INFO - Epoch [19][3000/3405] lr: 2.404e-02, eta: 2 days, 6:47:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9506, loss_cls: 4.1177, loss: 4.1177 +2025-05-05 00:17:45,686 - pyskl - INFO - Epoch [19][3100/3405] lr: 2.403e-02, eta: 2 days, 6:46:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9450, loss_cls: 4.1334, loss: 4.1334 +2025-05-05 00:18:29,027 - pyskl - INFO - Epoch [19][3200/3405] lr: 2.403e-02, eta: 2 days, 6:45:59, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9425, loss_cls: 4.2594, loss: 4.2594 +2025-05-05 00:19:12,524 - pyskl - INFO - Epoch [19][3300/3405] lr: 2.403e-02, eta: 2 days, 6:45:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9563, loss_cls: 4.2461, loss: 4.2461 +2025-05-05 00:19:56,184 - pyskl - INFO - Epoch [19][3400/3405] lr: 2.402e-02, eta: 2 days, 6:44:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9413, loss_cls: 4.2749, loss: 4.2749 +2025-05-05 00:19:58,837 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-05-05 00:23:52,154 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 00:23:52,703 - pyskl - INFO - +top1_acc 0.7047 +top5_acc 0.9158 +2025-05-05 00:23:52,724 - pyskl - INFO - Epoch(val) [19][3718] top1_acc: 0.7047, top5_acc: 0.9158 +2025-05-05 00:24:59,649 - pyskl - INFO - Epoch [20][100/3405] lr: 2.402e-02, eta: 2 days, 6:45:58, time: 0.669, data_time: 0.233, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9463, loss_cls: 4.3485, loss: 4.3485 +2025-05-05 00:25:43,188 - pyskl - INFO - Epoch [20][200/3405] lr: 2.402e-02, eta: 2 days, 6:45:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9513, loss_cls: 4.0976, loss: 4.0976 +2025-05-05 00:26:26,813 - pyskl - INFO - Epoch [20][300/3405] lr: 2.401e-02, eta: 2 days, 6:44:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9581, loss_cls: 4.0529, loss: 4.0529 +2025-05-05 00:27:10,352 - pyskl - INFO - Epoch [20][400/3405] lr: 2.401e-02, eta: 2 days, 6:43:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9425, loss_cls: 4.3171, loss: 4.3171 +2025-05-05 00:27:53,807 - pyskl - INFO - Epoch [20][500/3405] lr: 2.401e-02, eta: 2 days, 6:42:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 4.0042, loss: 4.0042 +2025-05-05 00:28:37,429 - pyskl - INFO - Epoch [20][600/3405] lr: 2.401e-02, eta: 2 days, 6:41:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9444, loss_cls: 4.2847, loss: 4.2847 +2025-05-05 00:29:20,920 - pyskl - INFO - Epoch [20][700/3405] lr: 2.400e-02, eta: 2 days, 6:41:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9531, loss_cls: 4.2554, loss: 4.2554 +2025-05-05 00:30:04,381 - pyskl - INFO - Epoch [20][800/3405] lr: 2.400e-02, eta: 2 days, 6:40:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9406, loss_cls: 4.2748, loss: 4.2748 +2025-05-05 00:30:47,760 - pyskl - INFO - Epoch [20][900/3405] lr: 2.400e-02, eta: 2 days, 6:39:26, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9456, loss_cls: 4.1244, loss: 4.1244 +2025-05-05 00:31:31,180 - pyskl - INFO - Epoch [20][1000/3405] lr: 2.399e-02, eta: 2 days, 6:38:37, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9494, loss_cls: 4.0961, loss: 4.0961 +2025-05-05 00:32:14,726 - pyskl - INFO - Epoch [20][1100/3405] lr: 2.399e-02, eta: 2 days, 6:37:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 3.9794, loss: 3.9794 +2025-05-05 00:32:58,402 - pyskl - INFO - Epoch [20][1200/3405] lr: 2.399e-02, eta: 2 days, 6:37:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9475, loss_cls: 4.1664, loss: 4.1664 +2025-05-05 00:33:42,135 - pyskl - INFO - Epoch [20][1300/3405] lr: 2.398e-02, eta: 2 days, 6:36:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9481, loss_cls: 4.0155, loss: 4.0155 +2025-05-05 00:34:25,688 - pyskl - INFO - Epoch [20][1400/3405] lr: 2.398e-02, eta: 2 days, 6:35:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9494, loss_cls: 4.1392, loss: 4.1392 +2025-05-05 00:35:09,229 - pyskl - INFO - Epoch [20][1500/3405] lr: 2.398e-02, eta: 2 days, 6:34:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9525, loss_cls: 4.1958, loss: 4.1958 +2025-05-05 00:35:52,714 - pyskl - INFO - Epoch [20][1600/3405] lr: 2.398e-02, eta: 2 days, 6:33:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9425, loss_cls: 4.1812, loss: 4.1812 +2025-05-05 00:36:36,347 - pyskl - INFO - Epoch [20][1700/3405] lr: 2.397e-02, eta: 2 days, 6:32:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9450, loss_cls: 4.2375, loss: 4.2375 +2025-05-05 00:37:19,916 - pyskl - INFO - Epoch [20][1800/3405] lr: 2.397e-02, eta: 2 days, 6:32:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9463, loss_cls: 4.1702, loss: 4.1702 +2025-05-05 00:38:03,454 - pyskl - INFO - Epoch [20][1900/3405] lr: 2.397e-02, eta: 2 days, 6:31:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9587, loss_cls: 4.1964, loss: 4.1964 +2025-05-05 00:38:47,035 - pyskl - INFO - Epoch [20][2000/3405] lr: 2.396e-02, eta: 2 days, 6:30:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9481, loss_cls: 4.2043, loss: 4.2043 +2025-05-05 00:39:30,628 - pyskl - INFO - Epoch [20][2100/3405] lr: 2.396e-02, eta: 2 days, 6:29:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9556, loss_cls: 4.1199, loss: 4.1199 +2025-05-05 00:40:14,566 - pyskl - INFO - Epoch [20][2200/3405] lr: 2.396e-02, eta: 2 days, 6:29:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9413, loss_cls: 4.3112, loss: 4.3112 +2025-05-05 00:40:58,280 - pyskl - INFO - Epoch [20][2300/3405] lr: 2.395e-02, eta: 2 days, 6:28:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9425, loss_cls: 4.2139, loss: 4.2139 +2025-05-05 00:41:41,965 - pyskl - INFO - Epoch [20][2400/3405] lr: 2.395e-02, eta: 2 days, 6:27:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9544, loss_cls: 4.1867, loss: 4.1867 +2025-05-05 00:42:25,619 - pyskl - INFO - Epoch [20][2500/3405] lr: 2.395e-02, eta: 2 days, 6:26:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9500, loss_cls: 4.2216, loss: 4.2216 +2025-05-05 00:43:09,210 - pyskl - INFO - Epoch [20][2600/3405] lr: 2.394e-02, eta: 2 days, 6:25:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9487, loss_cls: 4.1651, loss: 4.1651 +2025-05-05 00:43:52,809 - pyskl - INFO - Epoch [20][2700/3405] lr: 2.394e-02, eta: 2 days, 6:25:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9575, loss_cls: 4.2233, loss: 4.2233 +2025-05-05 00:44:36,413 - pyskl - INFO - Epoch [20][2800/3405] lr: 2.394e-02, eta: 2 days, 6:24:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9463, loss_cls: 4.2126, loss: 4.2126 +2025-05-05 00:45:20,076 - pyskl - INFO - Epoch [20][2900/3405] lr: 2.394e-02, eta: 2 days, 6:23:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9500, loss_cls: 4.2734, loss: 4.2734 +2025-05-05 00:46:03,701 - pyskl - INFO - Epoch [20][3000/3405] lr: 2.393e-02, eta: 2 days, 6:22:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9656, loss_cls: 4.1875, loss: 4.1875 +2025-05-05 00:46:47,306 - pyskl - INFO - Epoch [20][3100/3405] lr: 2.393e-02, eta: 2 days, 6:21:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9544, loss_cls: 4.0974, loss: 4.0974 +2025-05-05 00:47:30,965 - pyskl - INFO - Epoch [20][3200/3405] lr: 2.393e-02, eta: 2 days, 6:21:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9500, loss_cls: 4.2308, loss: 4.2308 +2025-05-05 00:48:14,580 - pyskl - INFO - Epoch [20][3300/3405] lr: 2.392e-02, eta: 2 days, 6:20:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9381, loss_cls: 4.1964, loss: 4.1964 +2025-05-05 00:48:58,177 - pyskl - INFO - Epoch [20][3400/3405] lr: 2.392e-02, eta: 2 days, 6:19:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9563, loss_cls: 4.0653, loss: 4.0653 +2025-05-05 00:49:00,794 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-05-05 00:52:53,802 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 00:52:54,353 - pyskl - INFO - +top1_acc 0.7168 +top5_acc 0.9359 +2025-05-05 00:52:54,407 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_17.pth was removed +2025-05-05 00:52:55,510 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. +2025-05-05 00:52:55,512 - pyskl - INFO - Best top1_acc is 0.7168 at 20 epoch. +2025-05-05 00:52:55,532 - pyskl - INFO - Epoch(val) [20][3718] top1_acc: 0.7168, top5_acc: 0.9359 +2025-05-05 00:54:03,047 - pyskl - INFO - Epoch [21][100/3405] lr: 2.392e-02, eta: 2 days, 6:20:56, time: 0.675, data_time: 0.238, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9581, loss_cls: 4.1118, loss: 4.1118 +2025-05-05 00:54:46,565 - pyskl - INFO - Epoch [21][200/3405] lr: 2.391e-02, eta: 2 days, 6:20:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9525, loss_cls: 4.0515, loss: 4.0515 +2025-05-05 00:55:30,071 - pyskl - INFO - Epoch [21][300/3405] lr: 2.391e-02, eta: 2 days, 6:19:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9594, loss_cls: 4.0933, loss: 4.0933 +2025-05-05 00:56:13,540 - pyskl - INFO - Epoch [21][400/3405] lr: 2.391e-02, eta: 2 days, 6:18:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9563, loss_cls: 4.1037, loss: 4.1037 +2025-05-05 00:56:57,095 - pyskl - INFO - Epoch [21][500/3405] lr: 2.390e-02, eta: 2 days, 6:17:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9569, loss_cls: 4.0675, loss: 4.0675 +2025-05-05 00:57:40,683 - pyskl - INFO - Epoch [21][600/3405] lr: 2.390e-02, eta: 2 days, 6:16:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9481, loss_cls: 4.1367, loss: 4.1367 +2025-05-05 00:58:24,416 - pyskl - INFO - Epoch [21][700/3405] lr: 2.390e-02, eta: 2 days, 6:16:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9537, loss_cls: 4.2197, loss: 4.2197 +2025-05-05 00:59:08,067 - pyskl - INFO - Epoch [21][800/3405] lr: 2.389e-02, eta: 2 days, 6:15:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9513, loss_cls: 4.2984, loss: 4.2984 +2025-05-05 00:59:51,458 - pyskl - INFO - Epoch [21][900/3405] lr: 2.389e-02, eta: 2 days, 6:14:29, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 4.1084, loss: 4.1084 +2025-05-05 01:00:34,911 - pyskl - INFO - Epoch [21][1000/3405] lr: 2.389e-02, eta: 2 days, 6:13:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9519, loss_cls: 4.1213, loss: 4.1213 +2025-05-05 01:01:18,376 - pyskl - INFO - Epoch [21][1100/3405] lr: 2.388e-02, eta: 2 days, 6:12:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9537, loss_cls: 4.2301, loss: 4.2301 +2025-05-05 01:02:02,086 - pyskl - INFO - Epoch [21][1200/3405] lr: 2.388e-02, eta: 2 days, 6:12:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9537, loss_cls: 4.2196, loss: 4.2196 +2025-05-05 01:02:45,784 - pyskl - INFO - Epoch [21][1300/3405] lr: 2.388e-02, eta: 2 days, 6:11:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9544, loss_cls: 4.1901, loss: 4.1901 +2025-05-05 01:03:29,221 - pyskl - INFO - Epoch [21][1400/3405] lr: 2.388e-02, eta: 2 days, 6:10:27, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9444, loss_cls: 4.2048, loss: 4.2048 +2025-05-05 01:04:12,660 - pyskl - INFO - Epoch [21][1500/3405] lr: 2.387e-02, eta: 2 days, 6:09:38, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9400, loss_cls: 4.2259, loss: 4.2259 +2025-05-05 01:04:56,158 - pyskl - INFO - Epoch [21][1600/3405] lr: 2.387e-02, eta: 2 days, 6:08:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9519, loss_cls: 4.2790, loss: 4.2790 +2025-05-05 01:05:39,724 - pyskl - INFO - Epoch [21][1700/3405] lr: 2.387e-02, eta: 2 days, 6:08:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9487, loss_cls: 4.2106, loss: 4.2106 +2025-05-05 01:06:23,253 - pyskl - INFO - Epoch [21][1800/3405] lr: 2.386e-02, eta: 2 days, 6:07:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9531, loss_cls: 4.1816, loss: 4.1816 +2025-05-05 01:07:06,490 - pyskl - INFO - Epoch [21][1900/3405] lr: 2.386e-02, eta: 2 days, 6:06:23, time: 0.432, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9381, loss_cls: 4.2155, loss: 4.2155 +2025-05-05 01:07:49,984 - pyskl - INFO - Epoch [21][2000/3405] lr: 2.386e-02, eta: 2 days, 6:05:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9569, loss_cls: 4.0448, loss: 4.0448 +2025-05-05 01:08:33,610 - pyskl - INFO - Epoch [21][2100/3405] lr: 2.385e-02, eta: 2 days, 6:04:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9456, loss_cls: 4.1428, loss: 4.1428 +2025-05-05 01:09:17,231 - pyskl - INFO - Epoch [21][2200/3405] lr: 2.385e-02, eta: 2 days, 6:03:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9306, loss_cls: 4.4339, loss: 4.4339 +2025-05-05 01:10:00,898 - pyskl - INFO - Epoch [21][2300/3405] lr: 2.385e-02, eta: 2 days, 6:03:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9537, loss_cls: 4.1292, loss: 4.1292 +2025-05-05 01:10:44,379 - pyskl - INFO - Epoch [21][2400/3405] lr: 2.384e-02, eta: 2 days, 6:02:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9475, loss_cls: 4.2044, loss: 4.2044 +2025-05-05 01:11:27,800 - pyskl - INFO - Epoch [21][2500/3405] lr: 2.384e-02, eta: 2 days, 6:01:34, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9563, loss_cls: 4.0967, loss: 4.0967 +2025-05-05 01:12:11,169 - pyskl - INFO - Epoch [21][2600/3405] lr: 2.384e-02, eta: 2 days, 6:00:44, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9481, loss_cls: 4.2734, loss: 4.2734 +2025-05-05 01:12:54,546 - pyskl - INFO - Epoch [21][2700/3405] lr: 2.383e-02, eta: 2 days, 5:59:55, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9375, loss_cls: 4.2164, loss: 4.2164 +2025-05-05 01:13:37,814 - pyskl - INFO - Epoch [21][2800/3405] lr: 2.383e-02, eta: 2 days, 5:59:05, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9500, loss_cls: 4.2510, loss: 4.2510 +2025-05-05 01:14:21,062 - pyskl - INFO - Epoch [21][2900/3405] lr: 2.383e-02, eta: 2 days, 5:58:15, time: 0.432, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9525, loss_cls: 4.1457, loss: 4.1457 +2025-05-05 01:15:04,557 - pyskl - INFO - Epoch [21][3000/3405] lr: 2.382e-02, eta: 2 days, 5:57:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9513, loss_cls: 4.1895, loss: 4.1895 +2025-05-05 01:15:48,244 - pyskl - INFO - Epoch [21][3100/3405] lr: 2.382e-02, eta: 2 days, 5:56:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9394, loss_cls: 4.2396, loss: 4.2396 +2025-05-05 01:16:31,710 - pyskl - INFO - Epoch [21][3200/3405] lr: 2.382e-02, eta: 2 days, 5:55:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9563, loss_cls: 4.0063, loss: 4.0063 +2025-05-05 01:17:15,159 - pyskl - INFO - Epoch [21][3300/3405] lr: 2.381e-02, eta: 2 days, 5:55:02, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9487, loss_cls: 4.1698, loss: 4.1698 +2025-05-05 01:17:58,435 - pyskl - INFO - Epoch [21][3400/3405] lr: 2.381e-02, eta: 2 days, 5:54:13, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9431, loss_cls: 4.1728, loss: 4.1728 +2025-05-05 01:18:01,063 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-05-05 01:21:53,609 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 01:21:54,158 - pyskl - INFO - +top1_acc 0.7159 +top5_acc 0.9340 +2025-05-05 01:21:54,180 - pyskl - INFO - Epoch(val) [21][3718] top1_acc: 0.7159, top5_acc: 0.9340 +2025-05-05 01:23:00,988 - pyskl - INFO - Epoch [22][100/3405] lr: 2.381e-02, eta: 2 days, 5:55:31, time: 0.668, data_time: 0.231, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9531, loss_cls: 4.0374, loss: 4.0374 +2025-05-05 01:23:44,645 - pyskl - INFO - Epoch [22][200/3405] lr: 2.380e-02, eta: 2 days, 5:54:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9581, loss_cls: 4.1633, loss: 4.1633 +2025-05-05 01:24:28,146 - pyskl - INFO - Epoch [22][300/3405] lr: 2.380e-02, eta: 2 days, 5:53:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9513, loss_cls: 4.1271, loss: 4.1271 +2025-05-05 01:25:11,660 - pyskl - INFO - Epoch [22][400/3405] lr: 2.380e-02, eta: 2 days, 5:53:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9613, loss_cls: 4.1134, loss: 4.1134 +2025-05-05 01:25:55,127 - pyskl - INFO - Epoch [22][500/3405] lr: 2.379e-02, eta: 2 days, 5:52:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9525, loss_cls: 4.1722, loss: 4.1722 +2025-05-05 01:26:38,721 - pyskl - INFO - Epoch [22][600/3405] lr: 2.379e-02, eta: 2 days, 5:51:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 4.0782, loss: 4.0782 +2025-05-05 01:27:22,153 - pyskl - INFO - Epoch [22][700/3405] lr: 2.379e-02, eta: 2 days, 5:50:41, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9537, loss_cls: 4.1433, loss: 4.1433 +2025-05-05 01:28:05,578 - pyskl - INFO - Epoch [22][800/3405] lr: 2.378e-02, eta: 2 days, 5:49:52, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9563, loss_cls: 4.0335, loss: 4.0335 +2025-05-05 01:28:48,961 - pyskl - INFO - Epoch [22][900/3405] lr: 2.378e-02, eta: 2 days, 5:49:03, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9581, loss_cls: 4.0886, loss: 4.0886 +2025-05-05 01:29:32,349 - pyskl - INFO - Epoch [22][1000/3405] lr: 2.378e-02, eta: 2 days, 5:48:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9500, loss_cls: 4.1390, loss: 4.1390 +2025-05-05 01:30:15,870 - pyskl - INFO - Epoch [22][1100/3405] lr: 2.377e-02, eta: 2 days, 5:47:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9556, loss_cls: 4.1455, loss: 4.1455 +2025-05-05 01:30:59,582 - pyskl - INFO - Epoch [22][1200/3405] lr: 2.377e-02, eta: 2 days, 5:46:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9506, loss_cls: 4.2787, loss: 4.2787 +2025-05-05 01:31:43,122 - pyskl - INFO - Epoch [22][1300/3405] lr: 2.377e-02, eta: 2 days, 5:45:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9513, loss_cls: 4.0933, loss: 4.0933 +2025-05-05 01:32:26,536 - pyskl - INFO - Epoch [22][1400/3405] lr: 2.376e-02, eta: 2 days, 5:45:02, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9487, loss_cls: 4.1142, loss: 4.1142 +2025-05-05 01:33:09,984 - pyskl - INFO - Epoch [22][1500/3405] lr: 2.376e-02, eta: 2 days, 5:44:13, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9519, loss_cls: 4.0699, loss: 4.0699 +2025-05-05 01:33:53,527 - pyskl - INFO - Epoch [22][1600/3405] lr: 2.376e-02, eta: 2 days, 5:43:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9563, loss_cls: 4.0535, loss: 4.0535 +2025-05-05 01:34:37,221 - pyskl - INFO - Epoch [22][1700/3405] lr: 2.375e-02, eta: 2 days, 5:42:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 4.1114, loss: 4.1114 +2025-05-05 01:35:20,609 - pyskl - INFO - Epoch [22][1800/3405] lr: 2.375e-02, eta: 2 days, 5:41:49, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9544, loss_cls: 4.2558, loss: 4.2558 +2025-05-05 01:36:03,874 - pyskl - INFO - Epoch [22][1900/3405] lr: 2.375e-02, eta: 2 days, 5:40:59, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 4.1249, loss: 4.1249 +2025-05-05 01:36:47,305 - pyskl - INFO - Epoch [22][2000/3405] lr: 2.374e-02, eta: 2 days, 5:40:10, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9606, loss_cls: 4.0933, loss: 4.0933 +2025-05-05 01:37:30,776 - pyskl - INFO - Epoch [22][2100/3405] lr: 2.374e-02, eta: 2 days, 5:39:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9506, loss_cls: 4.2238, loss: 4.2238 +2025-05-05 01:38:14,363 - pyskl - INFO - Epoch [22][2200/3405] lr: 2.374e-02, eta: 2 days, 5:38:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9500, loss_cls: 4.2285, loss: 4.2285 +2025-05-05 01:38:57,811 - pyskl - INFO - Epoch [22][2300/3405] lr: 2.373e-02, eta: 2 days, 5:37:46, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9500, loss_cls: 4.2194, loss: 4.2194 +2025-05-05 01:39:41,339 - pyskl - INFO - Epoch [22][2400/3405] lr: 2.373e-02, eta: 2 days, 5:36:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9563, loss_cls: 4.1257, loss: 4.1257 +2025-05-05 01:40:24,815 - pyskl - INFO - Epoch [22][2500/3405] lr: 2.373e-02, eta: 2 days, 5:36:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9475, loss_cls: 4.1597, loss: 4.1597 +2025-05-05 01:41:08,326 - pyskl - INFO - Epoch [22][2600/3405] lr: 2.372e-02, eta: 2 days, 5:35:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9563, loss_cls: 4.0882, loss: 4.0882 +2025-05-05 01:41:51,851 - pyskl - INFO - Epoch [22][2700/3405] lr: 2.372e-02, eta: 2 days, 5:34:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9513, loss_cls: 4.0703, loss: 4.0703 +2025-05-05 01:42:35,364 - pyskl - INFO - Epoch [22][2800/3405] lr: 2.372e-02, eta: 2 days, 5:33:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9550, loss_cls: 4.0374, loss: 4.0374 +2025-05-05 01:43:18,832 - pyskl - INFO - Epoch [22][2900/3405] lr: 2.371e-02, eta: 2 days, 5:32:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9456, loss_cls: 4.2685, loss: 4.2685 +2025-05-05 01:44:02,410 - pyskl - INFO - Epoch [22][3000/3405] lr: 2.371e-02, eta: 2 days, 5:32:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9437, loss_cls: 4.2252, loss: 4.2252 +2025-05-05 01:44:45,917 - pyskl - INFO - Epoch [22][3100/3405] lr: 2.371e-02, eta: 2 days, 5:31:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9550, loss_cls: 4.0692, loss: 4.0692 +2025-05-05 01:45:29,528 - pyskl - INFO - Epoch [22][3200/3405] lr: 2.370e-02, eta: 2 days, 5:30:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9525, loss_cls: 4.1658, loss: 4.1658 +2025-05-05 01:46:13,190 - pyskl - INFO - Epoch [22][3300/3405] lr: 2.370e-02, eta: 2 days, 5:29:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9587, loss_cls: 4.1404, loss: 4.1404 +2025-05-05 01:46:56,662 - pyskl - INFO - Epoch [22][3400/3405] lr: 2.370e-02, eta: 2 days, 5:28:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9469, loss_cls: 4.2953, loss: 4.2953 +2025-05-05 01:46:59,262 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-05-05 01:50:52,941 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 01:50:53,502 - pyskl - INFO - +top1_acc 0.6816 +top5_acc 0.9103 +2025-05-05 01:50:53,525 - pyskl - INFO - Epoch(val) [22][3718] top1_acc: 0.6816, top5_acc: 0.9103 +2025-05-05 01:52:00,797 - pyskl - INFO - Epoch [23][100/3405] lr: 2.369e-02, eta: 2 days, 5:30:13, time: 0.673, data_time: 0.237, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9619, loss_cls: 4.0525, loss: 4.0525 +2025-05-05 01:52:44,325 - pyskl - INFO - Epoch [23][200/3405] lr: 2.369e-02, eta: 2 days, 5:29:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9575, loss_cls: 4.1086, loss: 4.1086 +2025-05-05 01:53:27,805 - pyskl - INFO - Epoch [23][300/3405] lr: 2.369e-02, eta: 2 days, 5:28:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9531, loss_cls: 4.1308, loss: 4.1308 +2025-05-05 01:54:11,500 - pyskl - INFO - Epoch [23][400/3405] lr: 2.368e-02, eta: 2 days, 5:27:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9537, loss_cls: 4.1186, loss: 4.1186 +2025-05-05 01:54:55,118 - pyskl - INFO - Epoch [23][500/3405] lr: 2.368e-02, eta: 2 days, 5:27:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 4.0298, loss: 4.0298 +2025-05-05 01:55:38,669 - pyskl - INFO - Epoch [23][600/3405] lr: 2.368e-02, eta: 2 days, 5:26:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 4.0505, loss: 4.0505 +2025-05-05 01:56:22,218 - pyskl - INFO - Epoch [23][700/3405] lr: 2.367e-02, eta: 2 days, 5:25:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9569, loss_cls: 4.1699, loss: 4.1699 +2025-05-05 01:57:06,227 - pyskl - INFO - Epoch [23][800/3405] lr: 2.367e-02, eta: 2 days, 5:24:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9463, loss_cls: 4.1626, loss: 4.1626 +2025-05-05 01:57:49,956 - pyskl - INFO - Epoch [23][900/3405] lr: 2.367e-02, eta: 2 days, 5:23:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9519, loss_cls: 3.9635, loss: 3.9635 +2025-05-05 01:58:33,663 - pyskl - INFO - Epoch [23][1000/3405] lr: 2.366e-02, eta: 2 days, 5:23:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9544, loss_cls: 4.1831, loss: 4.1831 +2025-05-05 01:59:17,337 - pyskl - INFO - Epoch [23][1100/3405] lr: 2.366e-02, eta: 2 days, 5:22:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9600, loss_cls: 4.0447, loss: 4.0447 +2025-05-05 02:00:00,988 - pyskl - INFO - Epoch [23][1200/3405] lr: 2.366e-02, eta: 2 days, 5:21:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9506, loss_cls: 4.2673, loss: 4.2673 +2025-05-05 02:00:44,770 - pyskl - INFO - Epoch [23][1300/3405] lr: 2.365e-02, eta: 2 days, 5:20:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9556, loss_cls: 4.0514, loss: 4.0514 +2025-05-05 02:01:28,427 - pyskl - INFO - Epoch [23][1400/3405] lr: 2.365e-02, eta: 2 days, 5:19:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9513, loss_cls: 4.1266, loss: 4.1266 +2025-05-05 02:02:12,249 - pyskl - INFO - Epoch [23][1500/3405] lr: 2.364e-02, eta: 2 days, 5:19:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9537, loss_cls: 4.2010, loss: 4.2010 +2025-05-05 02:02:55,904 - pyskl - INFO - Epoch [23][1600/3405] lr: 2.364e-02, eta: 2 days, 5:18:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9500, loss_cls: 4.2142, loss: 4.2142 +2025-05-05 02:03:39,373 - pyskl - INFO - Epoch [23][1700/3405] lr: 2.364e-02, eta: 2 days, 5:17:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9469, loss_cls: 4.2087, loss: 4.2087 +2025-05-05 02:04:22,866 - pyskl - INFO - Epoch [23][1800/3405] lr: 2.363e-02, eta: 2 days, 5:16:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9463, loss_cls: 4.1850, loss: 4.1850 +2025-05-05 02:05:06,328 - pyskl - INFO - Epoch [23][1900/3405] lr: 2.363e-02, eta: 2 days, 5:16:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9606, loss_cls: 3.9277, loss: 3.9277 +2025-05-05 02:05:49,813 - pyskl - INFO - Epoch [23][2000/3405] lr: 2.363e-02, eta: 2 days, 5:15:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9487, loss_cls: 4.0843, loss: 4.0843 +2025-05-05 02:06:33,216 - pyskl - INFO - Epoch [23][2100/3405] lr: 2.362e-02, eta: 2 days, 5:14:23, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9425, loss_cls: 4.1891, loss: 4.1891 +2025-05-05 02:07:16,638 - pyskl - INFO - Epoch [23][2200/3405] lr: 2.362e-02, eta: 2 days, 5:13:34, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 4.1162, loss: 4.1162 +2025-05-05 02:08:00,125 - pyskl - INFO - Epoch [23][2300/3405] lr: 2.362e-02, eta: 2 days, 5:12:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9525, loss_cls: 4.0178, loss: 4.0178 +2025-05-05 02:08:43,534 - pyskl - INFO - Epoch [23][2400/3405] lr: 2.361e-02, eta: 2 days, 5:11:58, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9506, loss_cls: 4.1706, loss: 4.1706 +2025-05-05 02:09:27,030 - pyskl - INFO - Epoch [23][2500/3405] lr: 2.361e-02, eta: 2 days, 5:11:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9500, loss_cls: 4.2893, loss: 4.2893 +2025-05-05 02:10:10,492 - pyskl - INFO - Epoch [23][2600/3405] lr: 2.361e-02, eta: 2 days, 5:10:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9513, loss_cls: 4.2281, loss: 4.2281 +2025-05-05 02:10:53,944 - pyskl - INFO - Epoch [23][2700/3405] lr: 2.360e-02, eta: 2 days, 5:09:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 3.9849, loss: 3.9849 +2025-05-05 02:11:37,380 - pyskl - INFO - Epoch [23][2800/3405] lr: 2.360e-02, eta: 2 days, 5:08:45, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9575, loss_cls: 4.1731, loss: 4.1731 +2025-05-05 02:12:20,927 - pyskl - INFO - Epoch [23][2900/3405] lr: 2.360e-02, eta: 2 days, 5:07:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9500, loss_cls: 4.2069, loss: 4.2069 +2025-05-05 02:13:04,320 - pyskl - INFO - Epoch [23][3000/3405] lr: 2.359e-02, eta: 2 days, 5:07:09, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9587, loss_cls: 4.0470, loss: 4.0470 +2025-05-05 02:13:47,788 - pyskl - INFO - Epoch [23][3100/3405] lr: 2.359e-02, eta: 2 days, 5:06:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9544, loss_cls: 4.0692, loss: 4.0692 +2025-05-05 02:14:31,235 - pyskl - INFO - Epoch [23][3200/3405] lr: 2.358e-02, eta: 2 days, 5:05:32, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9513, loss_cls: 4.1044, loss: 4.1044 +2025-05-05 02:15:14,615 - pyskl - INFO - Epoch [23][3300/3405] lr: 2.358e-02, eta: 2 days, 5:04:44, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9475, loss_cls: 4.0961, loss: 4.0961 +2025-05-05 02:15:57,990 - pyskl - INFO - Epoch [23][3400/3405] lr: 2.358e-02, eta: 2 days, 5:03:55, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 4.1536, loss: 4.1536 +2025-05-05 02:16:00,610 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-05-05 02:19:53,775 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 02:19:54,322 - pyskl - INFO - +top1_acc 0.6481 +top5_acc 0.9064 +2025-05-05 02:19:54,343 - pyskl - INFO - Epoch(val) [23][3718] top1_acc: 0.6481, top5_acc: 0.9064 +2025-05-05 02:21:01,668 - pyskl - INFO - Epoch [24][100/3405] lr: 2.357e-02, eta: 2 days, 5:05:04, time: 0.673, data_time: 0.238, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9519, loss_cls: 4.1744, loss: 4.1744 +2025-05-05 02:21:45,107 - pyskl - INFO - Epoch [24][200/3405] lr: 2.357e-02, eta: 2 days, 5:04:16, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9575, loss_cls: 3.9101, loss: 3.9101 +2025-05-05 02:22:28,804 - pyskl - INFO - Epoch [24][300/3405] lr: 2.357e-02, eta: 2 days, 5:03:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9475, loss_cls: 4.1290, loss: 4.1290 +2025-05-05 02:23:12,261 - pyskl - INFO - Epoch [24][400/3405] lr: 2.356e-02, eta: 2 days, 5:02:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9506, loss_cls: 4.0836, loss: 4.0836 +2025-05-05 02:23:55,739 - pyskl - INFO - Epoch [24][500/3405] lr: 2.356e-02, eta: 2 days, 5:01:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9475, loss_cls: 4.2573, loss: 4.2573 +2025-05-05 02:24:39,243 - pyskl - INFO - Epoch [24][600/3405] lr: 2.356e-02, eta: 2 days, 5:01:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9581, loss_cls: 4.0692, loss: 4.0692 +2025-05-05 02:25:22,714 - pyskl - INFO - Epoch [24][700/3405] lr: 2.355e-02, eta: 2 days, 5:00:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9563, loss_cls: 4.1084, loss: 4.1084 +2025-05-05 02:26:06,254 - pyskl - INFO - Epoch [24][800/3405] lr: 2.355e-02, eta: 2 days, 4:59:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 4.0208, loss: 4.0208 +2025-05-05 02:26:49,724 - pyskl - INFO - Epoch [24][900/3405] lr: 2.355e-02, eta: 2 days, 4:58:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9544, loss_cls: 4.0786, loss: 4.0786 +2025-05-05 02:27:33,201 - pyskl - INFO - Epoch [24][1000/3405] lr: 2.354e-02, eta: 2 days, 4:57:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9513, loss_cls: 4.1486, loss: 4.1486 +2025-05-05 02:28:16,710 - pyskl - INFO - Epoch [24][1100/3405] lr: 2.354e-02, eta: 2 days, 4:57:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 3.9807, loss: 3.9807 +2025-05-05 02:29:00,199 - pyskl - INFO - Epoch [24][1200/3405] lr: 2.353e-02, eta: 2 days, 4:56:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9531, loss_cls: 4.0061, loss: 4.0061 +2025-05-05 02:29:43,684 - pyskl - INFO - Epoch [24][1300/3405] lr: 2.353e-02, eta: 2 days, 4:55:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9463, loss_cls: 4.1297, loss: 4.1297 +2025-05-05 02:30:27,499 - pyskl - INFO - Epoch [24][1400/3405] lr: 2.353e-02, eta: 2 days, 4:54:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 4.1083, loss: 4.1083 +2025-05-05 02:31:11,020 - pyskl - INFO - Epoch [24][1500/3405] lr: 2.352e-02, eta: 2 days, 4:53:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9444, loss_cls: 3.9915, loss: 3.9915 +2025-05-05 02:31:54,506 - pyskl - INFO - Epoch [24][1600/3405] lr: 2.352e-02, eta: 2 days, 4:53:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9525, loss_cls: 4.1414, loss: 4.1414 +2025-05-05 02:32:37,972 - pyskl - INFO - Epoch [24][1700/3405] lr: 2.352e-02, eta: 2 days, 4:52:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9519, loss_cls: 3.9720, loss: 3.9720 +2025-05-05 02:33:21,357 - pyskl - INFO - Epoch [24][1800/3405] lr: 2.351e-02, eta: 2 days, 4:51:29, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9463, loss_cls: 4.1852, loss: 4.1852 +2025-05-05 02:34:04,741 - pyskl - INFO - Epoch [24][1900/3405] lr: 2.351e-02, eta: 2 days, 4:50:41, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9469, loss_cls: 4.1334, loss: 4.1334 +2025-05-05 02:34:48,230 - pyskl - INFO - Epoch [24][2000/3405] lr: 2.351e-02, eta: 2 days, 4:49:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9619, loss_cls: 3.9784, loss: 3.9784 +2025-05-05 02:35:31,712 - pyskl - INFO - Epoch [24][2100/3405] lr: 2.350e-02, eta: 2 days, 4:49:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9481, loss_cls: 4.1954, loss: 4.1954 +2025-05-05 02:36:15,161 - pyskl - INFO - Epoch [24][2200/3405] lr: 2.350e-02, eta: 2 days, 4:48:17, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9481, loss_cls: 4.1640, loss: 4.1640 +2025-05-05 02:36:58,558 - pyskl - INFO - Epoch [24][2300/3405] lr: 2.349e-02, eta: 2 days, 4:47:28, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9513, loss_cls: 4.0580, loss: 4.0580 +2025-05-05 02:37:42,001 - pyskl - INFO - Epoch [24][2400/3405] lr: 2.349e-02, eta: 2 days, 4:46:40, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 3.9855, loss: 3.9855 +2025-05-05 02:38:25,445 - pyskl - INFO - Epoch [24][2500/3405] lr: 2.349e-02, eta: 2 days, 4:45:52, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9487, loss_cls: 4.1536, loss: 4.1536 +2025-05-05 02:39:09,009 - pyskl - INFO - Epoch [24][2600/3405] lr: 2.348e-02, eta: 2 days, 4:45:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9550, loss_cls: 4.1724, loss: 4.1724 +2025-05-05 02:39:52,485 - pyskl - INFO - Epoch [24][2700/3405] lr: 2.348e-02, eta: 2 days, 4:44:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9525, loss_cls: 4.0158, loss: 4.0158 +2025-05-05 02:40:35,985 - pyskl - INFO - Epoch [24][2800/3405] lr: 2.348e-02, eta: 2 days, 4:43:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9531, loss_cls: 4.1154, loss: 4.1154 +2025-05-05 02:41:19,505 - pyskl - INFO - Epoch [24][2900/3405] lr: 2.347e-02, eta: 2 days, 4:42:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9413, loss_cls: 4.0569, loss: 4.0569 +2025-05-05 02:42:02,925 - pyskl - INFO - Epoch [24][3000/3405] lr: 2.347e-02, eta: 2 days, 4:41:53, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9506, loss_cls: 4.1563, loss: 4.1563 +2025-05-05 02:42:46,397 - pyskl - INFO - Epoch [24][3100/3405] lr: 2.347e-02, eta: 2 days, 4:41:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9481, loss_cls: 4.1727, loss: 4.1727 +2025-05-05 02:43:29,833 - pyskl - INFO - Epoch [24][3200/3405] lr: 2.346e-02, eta: 2 days, 4:40:17, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9506, loss_cls: 4.1228, loss: 4.1228 +2025-05-05 02:44:13,347 - pyskl - INFO - Epoch [24][3300/3405] lr: 2.346e-02, eta: 2 days, 4:39:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9494, loss_cls: 4.2541, loss: 4.2541 +2025-05-05 02:44:56,848 - pyskl - INFO - Epoch [24][3400/3405] lr: 2.345e-02, eta: 2 days, 4:38:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9469, loss_cls: 4.0592, loss: 4.0592 +2025-05-05 02:44:59,462 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-05-05 02:48:51,962 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 02:48:52,518 - pyskl - INFO - +top1_acc 0.7282 +top5_acc 0.9356 +2025-05-05 02:48:52,579 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_20.pth was removed +2025-05-05 02:48:53,717 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. +2025-05-05 02:48:53,719 - pyskl - INFO - Best top1_acc is 0.7282 at 24 epoch. +2025-05-05 02:48:53,743 - pyskl - INFO - Epoch(val) [24][3718] top1_acc: 0.7282, top5_acc: 0.9356 +2025-05-05 02:50:01,030 - pyskl - INFO - Epoch [25][100/3405] lr: 2.345e-02, eta: 2 days, 4:39:45, time: 0.673, data_time: 0.236, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9600, loss_cls: 4.0192, loss: 4.0192 +2025-05-05 02:50:44,766 - pyskl - INFO - Epoch [25][200/3405] lr: 2.345e-02, eta: 2 days, 4:38:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9556, loss_cls: 4.0788, loss: 4.0788 +2025-05-05 02:51:28,316 - pyskl - INFO - Epoch [25][300/3405] lr: 2.344e-02, eta: 2 days, 4:38:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9581, loss_cls: 4.0889, loss: 4.0889 +2025-05-05 02:52:11,785 - pyskl - INFO - Epoch [25][400/3405] lr: 2.344e-02, eta: 2 days, 4:37:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9550, loss_cls: 4.1282, loss: 4.1282 +2025-05-05 02:52:55,232 - pyskl - INFO - Epoch [25][500/3405] lr: 2.344e-02, eta: 2 days, 4:36:35, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9587, loss_cls: 4.1694, loss: 4.1694 +2025-05-05 02:53:38,665 - pyskl - INFO - Epoch [25][600/3405] lr: 2.343e-02, eta: 2 days, 4:35:46, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9550, loss_cls: 4.1788, loss: 4.1788 +2025-05-05 02:54:22,280 - pyskl - INFO - Epoch [25][700/3405] lr: 2.343e-02, eta: 2 days, 4:34:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 3.9166, loss: 3.9166 +2025-05-05 02:55:05,848 - pyskl - INFO - Epoch [25][800/3405] lr: 2.342e-02, eta: 2 days, 4:34:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9487, loss_cls: 4.1102, loss: 4.1102 +2025-05-05 02:55:49,631 - pyskl - INFO - Epoch [25][900/3405] lr: 2.342e-02, eta: 2 days, 4:33:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9563, loss_cls: 4.0980, loss: 4.0980 +2025-05-05 02:56:33,324 - pyskl - INFO - Epoch [25][1000/3405] lr: 2.342e-02, eta: 2 days, 4:32:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9506, loss_cls: 4.1412, loss: 4.1412 +2025-05-05 02:57:16,865 - pyskl - INFO - Epoch [25][1100/3405] lr: 2.341e-02, eta: 2 days, 4:31:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9513, loss_cls: 4.2292, loss: 4.2292 +2025-05-05 02:58:00,357 - pyskl - INFO - Epoch [25][1200/3405] lr: 2.341e-02, eta: 2 days, 4:31:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9437, loss_cls: 4.2238, loss: 4.2238 +2025-05-05 02:58:43,877 - pyskl - INFO - Epoch [25][1300/3405] lr: 2.341e-02, eta: 2 days, 4:30:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9400, loss_cls: 4.1758, loss: 4.1758 +2025-05-05 02:59:27,447 - pyskl - INFO - Epoch [25][1400/3405] lr: 2.340e-02, eta: 2 days, 4:29:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9506, loss_cls: 4.0808, loss: 4.0808 +2025-05-05 03:00:11,042 - pyskl - INFO - Epoch [25][1500/3405] lr: 2.340e-02, eta: 2 days, 4:28:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9500, loss_cls: 4.0633, loss: 4.0633 +2025-05-05 03:00:54,653 - pyskl - INFO - Epoch [25][1600/3405] lr: 2.339e-02, eta: 2 days, 4:27:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9506, loss_cls: 4.0210, loss: 4.0210 +2025-05-05 03:01:38,195 - pyskl - INFO - Epoch [25][1700/3405] lr: 2.339e-02, eta: 2 days, 4:27:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9525, loss_cls: 4.0911, loss: 4.0911 +2025-05-05 03:02:21,675 - pyskl - INFO - Epoch [25][1800/3405] lr: 2.339e-02, eta: 2 days, 4:26:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9563, loss_cls: 4.1113, loss: 4.1113 +2025-05-05 03:03:05,317 - pyskl - INFO - Epoch [25][1900/3405] lr: 2.338e-02, eta: 2 days, 4:25:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9506, loss_cls: 4.0820, loss: 4.0820 +2025-05-05 03:03:49,023 - pyskl - INFO - Epoch [25][2000/3405] lr: 2.338e-02, eta: 2 days, 4:24:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9469, loss_cls: 4.2161, loss: 4.2161 +2025-05-05 03:04:32,733 - pyskl - INFO - Epoch [25][2100/3405] lr: 2.338e-02, eta: 2 days, 4:23:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9425, loss_cls: 4.2306, loss: 4.2306 +2025-05-05 03:05:16,396 - pyskl - INFO - Epoch [25][2200/3405] lr: 2.337e-02, eta: 2 days, 4:23:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9500, loss_cls: 4.0957, loss: 4.0957 +2025-05-05 03:05:59,774 - pyskl - INFO - Epoch [25][2300/3405] lr: 2.337e-02, eta: 2 days, 4:22:23, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9544, loss_cls: 4.1567, loss: 4.1567 +2025-05-05 03:06:43,274 - pyskl - INFO - Epoch [25][2400/3405] lr: 2.336e-02, eta: 2 days, 4:21:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9437, loss_cls: 4.1374, loss: 4.1374 +2025-05-05 03:07:26,800 - pyskl - INFO - Epoch [25][2500/3405] lr: 2.336e-02, eta: 2 days, 4:20:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9537, loss_cls: 4.0934, loss: 4.0934 +2025-05-05 03:08:10,278 - pyskl - INFO - Epoch [25][2600/3405] lr: 2.336e-02, eta: 2 days, 4:20:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 4.1190, loss: 4.1190 +2025-05-05 03:08:53,660 - pyskl - INFO - Epoch [25][2700/3405] lr: 2.335e-02, eta: 2 days, 4:19:12, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 4.0628, loss: 4.0628 +2025-05-05 03:09:37,189 - pyskl - INFO - Epoch [25][2800/3405] lr: 2.335e-02, eta: 2 days, 4:18:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9519, loss_cls: 4.0431, loss: 4.0431 +2025-05-05 03:10:20,753 - pyskl - INFO - Epoch [25][2900/3405] lr: 2.334e-02, eta: 2 days, 4:17:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9469, loss_cls: 4.1852, loss: 4.1852 +2025-05-05 03:11:04,228 - pyskl - INFO - Epoch [25][3000/3405] lr: 2.334e-02, eta: 2 days, 4:16:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 4.1460, loss: 4.1460 +2025-05-05 03:11:47,750 - pyskl - INFO - Epoch [25][3100/3405] lr: 2.334e-02, eta: 2 days, 4:16:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9631, loss_cls: 4.1115, loss: 4.1115 +2025-05-05 03:12:31,220 - pyskl - INFO - Epoch [25][3200/3405] lr: 2.333e-02, eta: 2 days, 4:15:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9413, loss_cls: 4.1374, loss: 4.1374 +2025-05-05 03:13:14,701 - pyskl - INFO - Epoch [25][3300/3405] lr: 2.333e-02, eta: 2 days, 4:14:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9494, loss_cls: 4.0232, loss: 4.0232 +2025-05-05 03:13:58,270 - pyskl - INFO - Epoch [25][3400/3405] lr: 2.333e-02, eta: 2 days, 4:13:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 4.0400, loss: 4.0400 +2025-05-05 03:14:00,906 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-05-05 03:17:53,308 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 03:17:53,860 - pyskl - INFO - +top1_acc 0.7202 +top5_acc 0.9322 +2025-05-05 03:17:53,884 - pyskl - INFO - Epoch(val) [25][3718] top1_acc: 0.7202, top5_acc: 0.9322 +2025-05-05 03:19:01,937 - pyskl - INFO - Epoch [26][100/3405] lr: 2.332e-02, eta: 2 days, 4:14:41, time: 0.680, data_time: 0.243, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9619, loss_cls: 4.0085, loss: 4.0085 +2025-05-05 03:19:45,529 - pyskl - INFO - Epoch [26][200/3405] lr: 2.332e-02, eta: 2 days, 4:13:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9513, loss_cls: 4.0649, loss: 4.0649 +2025-05-05 03:20:29,076 - pyskl - INFO - Epoch [26][300/3405] lr: 2.331e-02, eta: 2 days, 4:13:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9531, loss_cls: 4.0032, loss: 4.0032 +2025-05-05 03:21:12,633 - pyskl - INFO - Epoch [26][400/3405] lr: 2.331e-02, eta: 2 days, 4:12:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9556, loss_cls: 4.0729, loss: 4.0729 +2025-05-05 03:21:56,235 - pyskl - INFO - Epoch [26][500/3405] lr: 2.331e-02, eta: 2 days, 4:11:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9506, loss_cls: 4.2458, loss: 4.2458 +2025-05-05 03:22:39,770 - pyskl - INFO - Epoch [26][600/3405] lr: 2.330e-02, eta: 2 days, 4:10:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9563, loss_cls: 4.0684, loss: 4.0684 +2025-05-05 03:23:23,358 - pyskl - INFO - Epoch [26][700/3405] lr: 2.330e-02, eta: 2 days, 4:09:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9563, loss_cls: 4.0307, loss: 4.0307 +2025-05-05 03:24:07,032 - pyskl - INFO - Epoch [26][800/3405] lr: 2.329e-02, eta: 2 days, 4:09:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 4.0283, loss: 4.0283 +2025-05-05 03:24:50,749 - pyskl - INFO - Epoch [26][900/3405] lr: 2.329e-02, eta: 2 days, 4:08:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9575, loss_cls: 3.9250, loss: 3.9250 +2025-05-05 03:25:34,453 - pyskl - INFO - Epoch [26][1000/3405] lr: 2.329e-02, eta: 2 days, 4:07:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 3.9936, loss: 3.9936 +2025-05-05 03:26:18,119 - pyskl - INFO - Epoch [26][1100/3405] lr: 2.328e-02, eta: 2 days, 4:06:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9513, loss_cls: 4.0962, loss: 4.0962 +2025-05-05 03:27:01,793 - pyskl - INFO - Epoch [26][1200/3405] lr: 2.328e-02, eta: 2 days, 4:06:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9456, loss_cls: 4.2086, loss: 4.2086 +2025-05-05 03:27:45,434 - pyskl - INFO - Epoch [26][1300/3405] lr: 2.328e-02, eta: 2 days, 4:05:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 4.0803, loss: 4.0803 +2025-05-05 03:28:28,948 - pyskl - INFO - Epoch [26][1400/3405] lr: 2.327e-02, eta: 2 days, 4:04:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 3.9622, loss: 3.9622 +2025-05-05 03:29:12,469 - pyskl - INFO - Epoch [26][1500/3405] lr: 2.327e-02, eta: 2 days, 4:03:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9513, loss_cls: 4.0739, loss: 4.0739 +2025-05-05 03:29:55,932 - pyskl - INFO - Epoch [26][1600/3405] lr: 2.326e-02, eta: 2 days, 4:02:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9487, loss_cls: 4.0164, loss: 4.0164 +2025-05-05 03:30:39,465 - pyskl - INFO - Epoch [26][1700/3405] lr: 2.326e-02, eta: 2 days, 4:02:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9581, loss_cls: 4.0835, loss: 4.0835 +2025-05-05 03:31:22,931 - pyskl - INFO - Epoch [26][1800/3405] lr: 2.326e-02, eta: 2 days, 4:01:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9487, loss_cls: 4.0001, loss: 4.0001 +2025-05-05 03:32:06,495 - pyskl - INFO - Epoch [26][1900/3405] lr: 2.325e-02, eta: 2 days, 4:00:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9456, loss_cls: 4.1329, loss: 4.1329 +2025-05-05 03:32:49,994 - pyskl - INFO - Epoch [26][2000/3405] lr: 2.325e-02, eta: 2 days, 3:59:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9631, loss_cls: 4.0299, loss: 4.0299 +2025-05-05 03:33:33,423 - pyskl - INFO - Epoch [26][2100/3405] lr: 2.324e-02, eta: 2 days, 3:58:56, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9469, loss_cls: 4.2093, loss: 4.2093 +2025-05-05 03:34:16,806 - pyskl - INFO - Epoch [26][2200/3405] lr: 2.324e-02, eta: 2 days, 3:58:08, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9556, loss_cls: 4.0391, loss: 4.0391 +2025-05-05 03:35:00,138 - pyskl - INFO - Epoch [26][2300/3405] lr: 2.324e-02, eta: 2 days, 3:57:20, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9556, loss_cls: 4.1574, loss: 4.1574 +2025-05-05 03:35:43,559 - pyskl - INFO - Epoch [26][2400/3405] lr: 2.323e-02, eta: 2 days, 3:56:32, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9550, loss_cls: 4.0520, loss: 4.0520 +2025-05-05 03:36:26,878 - pyskl - INFO - Epoch [26][2500/3405] lr: 2.323e-02, eta: 2 days, 3:55:44, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 4.0630, loss: 4.0630 +2025-05-05 03:37:10,221 - pyskl - INFO - Epoch [26][2600/3405] lr: 2.322e-02, eta: 2 days, 3:54:56, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9506, loss_cls: 4.0726, loss: 4.0726 +2025-05-05 03:37:53,583 - pyskl - INFO - Epoch [26][2700/3405] lr: 2.322e-02, eta: 2 days, 3:54:07, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9525, loss_cls: 4.1303, loss: 4.1303 +2025-05-05 03:38:36,960 - pyskl - INFO - Epoch [26][2800/3405] lr: 2.322e-02, eta: 2 days, 3:53:19, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9556, loss_cls: 3.9220, loss: 3.9220 +2025-05-05 03:39:20,303 - pyskl - INFO - Epoch [26][2900/3405] lr: 2.321e-02, eta: 2 days, 3:52:31, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9544, loss_cls: 4.0613, loss: 4.0613 +2025-05-05 03:40:03,679 - pyskl - INFO - Epoch [26][3000/3405] lr: 2.321e-02, eta: 2 days, 3:51:43, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9444, loss_cls: 4.1004, loss: 4.1004 +2025-05-05 03:40:47,305 - pyskl - INFO - Epoch [26][3100/3405] lr: 2.320e-02, eta: 2 days, 3:50:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9513, loss_cls: 4.0742, loss: 4.0742 +2025-05-05 03:41:30,830 - pyskl - INFO - Epoch [26][3200/3405] lr: 2.320e-02, eta: 2 days, 3:50:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 4.0164, loss: 4.0164 +2025-05-05 03:42:14,331 - pyskl - INFO - Epoch [26][3300/3405] lr: 2.320e-02, eta: 2 days, 3:49:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9487, loss_cls: 4.0150, loss: 4.0150 +2025-05-05 03:42:57,828 - pyskl - INFO - Epoch [26][3400/3405] lr: 2.319e-02, eta: 2 days, 3:48:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9544, loss_cls: 4.0821, loss: 4.0821 +2025-05-05 03:43:00,413 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-05-05 03:46:53,614 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 03:46:54,174 - pyskl - INFO - +top1_acc 0.6731 +top5_acc 0.9092 +2025-05-05 03:46:54,198 - pyskl - INFO - Epoch(val) [26][3718] top1_acc: 0.6731, top5_acc: 0.9092 +2025-05-05 03:48:00,629 - pyskl - INFO - Epoch [27][100/3405] lr: 2.319e-02, eta: 2 days, 3:49:23, time: 0.664, data_time: 0.229, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9631, loss_cls: 4.0430, loss: 4.0430 +2025-05-05 03:48:44,241 - pyskl - INFO - Epoch [27][200/3405] lr: 2.318e-02, eta: 2 days, 3:48:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 3.9227, loss: 3.9227 +2025-05-05 03:49:27,765 - pyskl - INFO - Epoch [27][300/3405] lr: 2.318e-02, eta: 2 days, 3:47:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9556, loss_cls: 4.0559, loss: 4.0559 +2025-05-05 03:50:11,263 - pyskl - INFO - Epoch [27][400/3405] lr: 2.318e-02, eta: 2 days, 3:47:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 4.0307, loss: 4.0307 +2025-05-05 03:50:54,841 - pyskl - INFO - Epoch [27][500/3405] lr: 2.317e-02, eta: 2 days, 3:46:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9475, loss_cls: 4.1386, loss: 4.1386 +2025-05-05 03:51:38,313 - pyskl - INFO - Epoch [27][600/3405] lr: 2.317e-02, eta: 2 days, 3:45:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9494, loss_cls: 4.1567, loss: 4.1567 +2025-05-05 03:52:21,991 - pyskl - INFO - Epoch [27][700/3405] lr: 2.316e-02, eta: 2 days, 3:44:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9606, loss_cls: 4.0003, loss: 4.0003 +2025-05-05 03:53:05,466 - pyskl - INFO - Epoch [27][800/3405] lr: 2.316e-02, eta: 2 days, 3:43:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9587, loss_cls: 3.9860, loss: 3.9860 +2025-05-05 03:53:48,920 - pyskl - INFO - Epoch [27][900/3405] lr: 2.316e-02, eta: 2 days, 3:43:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9394, loss_cls: 4.1798, loss: 4.1798 +2025-05-05 03:54:32,584 - pyskl - INFO - Epoch [27][1000/3405] lr: 2.315e-02, eta: 2 days, 3:42:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9513, loss_cls: 4.0640, loss: 4.0640 +2025-05-05 03:55:16,162 - pyskl - INFO - Epoch [27][1100/3405] lr: 2.315e-02, eta: 2 days, 3:41:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9556, loss_cls: 4.0096, loss: 4.0096 +2025-05-05 03:55:59,829 - pyskl - INFO - Epoch [27][1200/3405] lr: 2.314e-02, eta: 2 days, 3:40:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9475, loss_cls: 4.0559, loss: 4.0559 +2025-05-05 03:56:43,441 - pyskl - INFO - Epoch [27][1300/3405] lr: 2.314e-02, eta: 2 days, 3:39:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9644, loss_cls: 3.9163, loss: 3.9163 +2025-05-05 03:57:27,062 - pyskl - INFO - Epoch [27][1400/3405] lr: 2.314e-02, eta: 2 days, 3:39:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 4.1457, loss: 4.1457 +2025-05-05 03:58:10,662 - pyskl - INFO - Epoch [27][1500/3405] lr: 2.313e-02, eta: 2 days, 3:38:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9606, loss_cls: 3.9697, loss: 3.9697 +2025-05-05 03:58:54,413 - pyskl - INFO - Epoch [27][1600/3405] lr: 2.313e-02, eta: 2 days, 3:37:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 3.9520, loss: 3.9520 +2025-05-05 03:59:37,986 - pyskl - INFO - Epoch [27][1700/3405] lr: 2.312e-02, eta: 2 days, 3:36:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9500, loss_cls: 4.0760, loss: 4.0760 +2025-05-05 04:00:21,530 - pyskl - INFO - Epoch [27][1800/3405] lr: 2.312e-02, eta: 2 days, 3:36:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9531, loss_cls: 4.0767, loss: 4.0767 +2025-05-05 04:01:05,058 - pyskl - INFO - Epoch [27][1900/3405] lr: 2.312e-02, eta: 2 days, 3:35:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9475, loss_cls: 4.2341, loss: 4.2341 +2025-05-05 04:01:48,550 - pyskl - INFO - Epoch [27][2000/3405] lr: 2.311e-02, eta: 2 days, 3:34:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 4.0581, loss: 4.0581 +2025-05-05 04:02:32,075 - pyskl - INFO - Epoch [27][2100/3405] lr: 2.311e-02, eta: 2 days, 3:33:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9463, loss_cls: 4.1089, loss: 4.1089 +2025-05-05 04:03:15,607 - pyskl - INFO - Epoch [27][2200/3405] lr: 2.310e-02, eta: 2 days, 3:32:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9406, loss_cls: 4.3022, loss: 4.3022 +2025-05-05 04:03:59,240 - pyskl - INFO - Epoch [27][2300/3405] lr: 2.310e-02, eta: 2 days, 3:32:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9525, loss_cls: 4.1268, loss: 4.1268 +2025-05-05 04:04:42,771 - pyskl - INFO - Epoch [27][2400/3405] lr: 2.310e-02, eta: 2 days, 3:31:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9550, loss_cls: 4.2243, loss: 4.2243 +2025-05-05 04:05:26,270 - pyskl - INFO - Epoch [27][2500/3405] lr: 2.309e-02, eta: 2 days, 3:30:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9537, loss_cls: 4.1364, loss: 4.1364 +2025-05-05 04:06:09,736 - pyskl - INFO - Epoch [27][2600/3405] lr: 2.309e-02, eta: 2 days, 3:29:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9581, loss_cls: 4.0730, loss: 4.0730 +2025-05-05 04:06:53,250 - pyskl - INFO - Epoch [27][2700/3405] lr: 2.308e-02, eta: 2 days, 3:28:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 4.1109, loss: 4.1109 +2025-05-05 04:07:36,662 - pyskl - INFO - Epoch [27][2800/3405] lr: 2.308e-02, eta: 2 days, 3:28:11, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9450, loss_cls: 4.1106, loss: 4.1106 +2025-05-05 04:08:20,086 - pyskl - INFO - Epoch [27][2900/3405] lr: 2.307e-02, eta: 2 days, 3:27:23, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9487, loss_cls: 4.0825, loss: 4.0825 +2025-05-05 04:09:03,537 - pyskl - INFO - Epoch [27][3000/3405] lr: 2.307e-02, eta: 2 days, 3:26:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9525, loss_cls: 3.9512, loss: 3.9512 +2025-05-05 04:09:46,967 - pyskl - INFO - Epoch [27][3100/3405] lr: 2.307e-02, eta: 2 days, 3:25:48, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9563, loss_cls: 3.9989, loss: 3.9989 +2025-05-05 04:10:30,485 - pyskl - INFO - Epoch [27][3200/3405] lr: 2.306e-02, eta: 2 days, 3:25:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9475, loss_cls: 4.0425, loss: 4.0425 +2025-05-05 04:11:14,006 - pyskl - INFO - Epoch [27][3300/3405] lr: 2.306e-02, eta: 2 days, 3:24:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9556, loss_cls: 4.1442, loss: 4.1442 +2025-05-05 04:11:57,506 - pyskl - INFO - Epoch [27][3400/3405] lr: 2.305e-02, eta: 2 days, 3:23:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9581, loss_cls: 3.9813, loss: 3.9813 +2025-05-05 04:12:00,137 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-05-05 04:15:52,688 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 04:15:53,228 - pyskl - INFO - +top1_acc 0.7334 +top5_acc 0.9320 +2025-05-05 04:15:53,284 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_24.pth was removed +2025-05-05 04:15:54,337 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_27.pth. +2025-05-05 04:15:54,339 - pyskl - INFO - Best top1_acc is 0.7334 at 27 epoch. +2025-05-05 04:15:54,361 - pyskl - INFO - Epoch(val) [27][3718] top1_acc: 0.7334, top5_acc: 0.9320 +2025-05-05 04:17:00,714 - pyskl - INFO - Epoch [28][100/3405] lr: 2.305e-02, eta: 2 days, 3:24:11, time: 0.663, data_time: 0.229, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9619, loss_cls: 3.9672, loss: 3.9672 +2025-05-05 04:17:44,136 - pyskl - INFO - Epoch [28][200/3405] lr: 2.305e-02, eta: 2 days, 3:23:23, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9519, loss_cls: 4.0555, loss: 4.0555 +2025-05-05 04:18:27,553 - pyskl - INFO - Epoch [28][300/3405] lr: 2.304e-02, eta: 2 days, 3:22:35, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 3.9012, loss: 3.9012 +2025-05-05 04:19:11,129 - pyskl - INFO - Epoch [28][400/3405] lr: 2.304e-02, eta: 2 days, 3:21:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 3.9876, loss: 3.9876 +2025-05-05 04:19:54,584 - pyskl - INFO - Epoch [28][500/3405] lr: 2.303e-02, eta: 2 days, 3:21:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9631, loss_cls: 4.0216, loss: 4.0216 +2025-05-05 04:20:38,074 - pyskl - INFO - Epoch [28][600/3405] lr: 2.303e-02, eta: 2 days, 3:20:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9587, loss_cls: 3.9864, loss: 3.9864 +2025-05-05 04:21:21,709 - pyskl - INFO - Epoch [28][700/3405] lr: 2.303e-02, eta: 2 days, 3:19:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9444, loss_cls: 4.2508, loss: 4.2508 +2025-05-05 04:22:05,165 - pyskl - INFO - Epoch [28][800/3405] lr: 2.302e-02, eta: 2 days, 3:18:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 4.0711, loss: 4.0711 +2025-05-05 04:22:48,620 - pyskl - INFO - Epoch [28][900/3405] lr: 2.302e-02, eta: 2 days, 3:17:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9537, loss_cls: 3.9916, loss: 3.9916 +2025-05-05 04:23:32,187 - pyskl - INFO - Epoch [28][1000/3405] lr: 2.301e-02, eta: 2 days, 3:17:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9525, loss_cls: 4.1071, loss: 4.1071 +2025-05-05 04:24:16,109 - pyskl - INFO - Epoch [28][1100/3405] lr: 2.301e-02, eta: 2 days, 3:16:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9587, loss_cls: 3.9438, loss: 3.9438 +2025-05-05 04:24:59,616 - pyskl - INFO - Epoch [28][1200/3405] lr: 2.300e-02, eta: 2 days, 3:15:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 4.0479, loss: 4.0479 +2025-05-05 04:25:43,280 - pyskl - INFO - Epoch [28][1300/3405] lr: 2.300e-02, eta: 2 days, 3:14:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9506, loss_cls: 4.1261, loss: 4.1261 +2025-05-05 04:26:26,680 - pyskl - INFO - Epoch [28][1400/3405] lr: 2.300e-02, eta: 2 days, 3:13:58, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9575, loss_cls: 4.0761, loss: 4.0761 +2025-05-05 04:27:10,156 - pyskl - INFO - Epoch [28][1500/3405] lr: 2.299e-02, eta: 2 days, 3:13:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9506, loss_cls: 4.0788, loss: 4.0788 +2025-05-05 04:27:53,939 - pyskl - INFO - Epoch [28][1600/3405] lr: 2.299e-02, eta: 2 days, 3:12:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9556, loss_cls: 4.0306, loss: 4.0306 +2025-05-05 04:28:37,486 - pyskl - INFO - Epoch [28][1700/3405] lr: 2.298e-02, eta: 2 days, 3:11:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9525, loss_cls: 4.0159, loss: 4.0159 +2025-05-05 04:29:21,007 - pyskl - INFO - Epoch [28][1800/3405] lr: 2.298e-02, eta: 2 days, 3:10:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9550, loss_cls: 4.0312, loss: 4.0312 +2025-05-05 04:30:04,530 - pyskl - INFO - Epoch [28][1900/3405] lr: 2.298e-02, eta: 2 days, 3:10:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9569, loss_cls: 4.1244, loss: 4.1244 +2025-05-05 04:30:48,098 - pyskl - INFO - Epoch [28][2000/3405] lr: 2.297e-02, eta: 2 days, 3:09:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9581, loss_cls: 4.0391, loss: 4.0391 +2025-05-05 04:31:31,634 - pyskl - INFO - Epoch [28][2100/3405] lr: 2.297e-02, eta: 2 days, 3:08:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9706, loss_cls: 3.9171, loss: 3.9171 +2025-05-05 04:32:15,275 - pyskl - INFO - Epoch [28][2200/3405] lr: 2.296e-02, eta: 2 days, 3:07:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 3.9379, loss: 3.9379 +2025-05-05 04:32:58,885 - pyskl - INFO - Epoch [28][2300/3405] lr: 2.296e-02, eta: 2 days, 3:06:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9500, loss_cls: 4.0489, loss: 4.0489 +2025-05-05 04:33:42,409 - pyskl - INFO - Epoch [28][2400/3405] lr: 2.295e-02, eta: 2 days, 3:06:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9506, loss_cls: 4.1000, loss: 4.1000 +2025-05-05 04:34:25,992 - pyskl - INFO - Epoch [28][2500/3405] lr: 2.295e-02, eta: 2 days, 3:05:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9513, loss_cls: 4.2006, loss: 4.2006 +2025-05-05 04:35:09,567 - pyskl - INFO - Epoch [28][2600/3405] lr: 2.295e-02, eta: 2 days, 3:04:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9544, loss_cls: 4.0686, loss: 4.0686 +2025-05-05 04:35:53,111 - pyskl - INFO - Epoch [28][2700/3405] lr: 2.294e-02, eta: 2 days, 3:03:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9606, loss_cls: 3.9528, loss: 3.9528 +2025-05-05 04:36:36,540 - pyskl - INFO - Epoch [28][2800/3405] lr: 2.294e-02, eta: 2 days, 3:03:01, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9669, loss_cls: 3.9888, loss: 3.9888 +2025-05-05 04:37:20,145 - pyskl - INFO - Epoch [28][2900/3405] lr: 2.293e-02, eta: 2 days, 3:02:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9587, loss_cls: 3.9107, loss: 3.9107 +2025-05-05 04:38:03,882 - pyskl - INFO - Epoch [28][3000/3405] lr: 2.293e-02, eta: 2 days, 3:01:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9500, loss_cls: 4.1656, loss: 4.1656 +2025-05-05 04:38:47,569 - pyskl - INFO - Epoch [28][3100/3405] lr: 2.292e-02, eta: 2 days, 3:00:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 4.0092, loss: 4.0092 +2025-05-05 04:39:31,219 - pyskl - INFO - Epoch [28][3200/3405] lr: 2.292e-02, eta: 2 days, 2:59:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9575, loss_cls: 3.9062, loss: 3.9062 +2025-05-05 04:40:14,884 - pyskl - INFO - Epoch [28][3300/3405] lr: 2.292e-02, eta: 2 days, 2:59:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9663, loss_cls: 4.0843, loss: 4.0843 +2025-05-05 04:40:58,443 - pyskl - INFO - Epoch [28][3400/3405] lr: 2.291e-02, eta: 2 days, 2:58:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9475, loss_cls: 4.1061, loss: 4.1061 +2025-05-05 04:41:01,060 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-05-05 04:44:53,233 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 04:44:53,788 - pyskl - INFO - +top1_acc 0.6801 +top5_acc 0.9163 +2025-05-05 04:44:53,812 - pyskl - INFO - Epoch(val) [28][3718] top1_acc: 0.6801, top5_acc: 0.9163 +2025-05-05 04:46:00,803 - pyskl - INFO - Epoch [29][100/3405] lr: 2.291e-02, eta: 2 days, 2:59:05, time: 0.670, data_time: 0.234, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9563, loss_cls: 3.8675, loss: 3.8675 +2025-05-05 04:46:44,299 - pyskl - INFO - Epoch [29][200/3405] lr: 2.290e-02, eta: 2 days, 2:58:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9569, loss_cls: 4.0284, loss: 4.0284 +2025-05-05 04:47:27,839 - pyskl - INFO - Epoch [29][300/3405] lr: 2.290e-02, eta: 2 days, 2:57:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9506, loss_cls: 4.0417, loss: 4.0417 +2025-05-05 04:48:11,291 - pyskl - INFO - Epoch [29][400/3405] lr: 2.289e-02, eta: 2 days, 2:56:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9544, loss_cls: 4.0635, loss: 4.0635 +2025-05-05 04:48:54,725 - pyskl - INFO - Epoch [29][500/3405] lr: 2.289e-02, eta: 2 days, 2:55:56, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9494, loss_cls: 4.1225, loss: 4.1225 +2025-05-05 04:49:38,243 - pyskl - INFO - Epoch [29][600/3405] lr: 2.289e-02, eta: 2 days, 2:55:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9594, loss_cls: 3.9813, loss: 3.9813 +2025-05-05 04:50:21,692 - pyskl - INFO - Epoch [29][700/3405] lr: 2.288e-02, eta: 2 days, 2:54:22, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9550, loss_cls: 4.1082, loss: 4.1082 +2025-05-05 04:51:05,226 - pyskl - INFO - Epoch [29][800/3405] lr: 2.288e-02, eta: 2 days, 2:53:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 3.8166, loss: 3.8166 +2025-05-05 04:51:48,720 - pyskl - INFO - Epoch [29][900/3405] lr: 2.287e-02, eta: 2 days, 2:52:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9537, loss_cls: 4.0726, loss: 4.0726 +2025-05-05 04:52:32,246 - pyskl - INFO - Epoch [29][1000/3405] lr: 2.287e-02, eta: 2 days, 2:52:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 4.0381, loss: 4.0381 +2025-05-05 04:53:15,867 - pyskl - INFO - Epoch [29][1100/3405] lr: 2.286e-02, eta: 2 days, 2:51:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9550, loss_cls: 4.0436, loss: 4.0436 +2025-05-05 04:53:59,429 - pyskl - INFO - Epoch [29][1200/3405] lr: 2.286e-02, eta: 2 days, 2:50:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9481, loss_cls: 4.0714, loss: 4.0714 +2025-05-05 04:54:42,992 - pyskl - INFO - Epoch [29][1300/3405] lr: 2.286e-02, eta: 2 days, 2:49:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9625, loss_cls: 3.9040, loss: 3.9040 +2025-05-05 04:55:26,636 - pyskl - INFO - Epoch [29][1400/3405] lr: 2.285e-02, eta: 2 days, 2:48:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9550, loss_cls: 4.1193, loss: 4.1193 +2025-05-05 04:56:10,208 - pyskl - INFO - Epoch [29][1500/3405] lr: 2.285e-02, eta: 2 days, 2:48:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9600, loss_cls: 3.9690, loss: 3.9690 +2025-05-05 04:56:53,713 - pyskl - INFO - Epoch [29][1600/3405] lr: 2.284e-02, eta: 2 days, 2:47:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9531, loss_cls: 4.0182, loss: 4.0182 +2025-05-05 04:57:37,178 - pyskl - INFO - Epoch [29][1700/3405] lr: 2.284e-02, eta: 2 days, 2:46:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9481, loss_cls: 4.1613, loss: 4.1613 +2025-05-05 04:58:20,645 - pyskl - INFO - Epoch [29][1800/3405] lr: 2.283e-02, eta: 2 days, 2:45:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 4.1423, loss: 4.1423 +2025-05-05 04:59:04,111 - pyskl - INFO - Epoch [29][1900/3405] lr: 2.283e-02, eta: 2 days, 2:44:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9581, loss_cls: 4.0321, loss: 4.0321 +2025-05-05 04:59:47,597 - pyskl - INFO - Epoch [29][2000/3405] lr: 2.283e-02, eta: 2 days, 2:44:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9506, loss_cls: 4.1188, loss: 4.1188 +2025-05-05 05:00:31,048 - pyskl - INFO - Epoch [29][2100/3405] lr: 2.282e-02, eta: 2 days, 2:43:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 4.0073, loss: 4.0073 +2025-05-05 05:01:14,562 - pyskl - INFO - Epoch [29][2200/3405] lr: 2.282e-02, eta: 2 days, 2:42:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 4.0079, loss: 4.0079 +2025-05-05 05:01:58,105 - pyskl - INFO - Epoch [29][2300/3405] lr: 2.281e-02, eta: 2 days, 2:41:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 3.9422, loss: 3.9422 +2025-05-05 05:02:41,795 - pyskl - INFO - Epoch [29][2400/3405] lr: 2.281e-02, eta: 2 days, 2:41:03, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9494, loss_cls: 4.0302, loss: 4.0302 +2025-05-05 05:03:25,335 - pyskl - INFO - Epoch [29][2500/3405] lr: 2.280e-02, eta: 2 days, 2:40:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9631, loss_cls: 3.9339, loss: 3.9339 +2025-05-05 05:04:08,858 - pyskl - INFO - Epoch [29][2600/3405] lr: 2.280e-02, eta: 2 days, 2:39:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9625, loss_cls: 3.9281, loss: 3.9281 +2025-05-05 05:04:52,348 - pyskl - INFO - Epoch [29][2700/3405] lr: 2.280e-02, eta: 2 days, 2:38:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9487, loss_cls: 4.1208, loss: 4.1208 +2025-05-05 05:05:36,096 - pyskl - INFO - Epoch [29][2800/3405] lr: 2.279e-02, eta: 2 days, 2:37:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9494, loss_cls: 4.1564, loss: 4.1564 +2025-05-05 05:06:19,591 - pyskl - INFO - Epoch [29][2900/3405] lr: 2.279e-02, eta: 2 days, 2:37:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 3.9191, loss: 3.9191 +2025-05-05 05:07:03,214 - pyskl - INFO - Epoch [29][3000/3405] lr: 2.278e-02, eta: 2 days, 2:36:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9575, loss_cls: 4.0557, loss: 4.0557 +2025-05-05 05:07:46,767 - pyskl - INFO - Epoch [29][3100/3405] lr: 2.278e-02, eta: 2 days, 2:35:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9537, loss_cls: 4.0852, loss: 4.0852 +2025-05-05 05:08:30,301 - pyskl - INFO - Epoch [29][3200/3405] lr: 2.277e-02, eta: 2 days, 2:34:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9600, loss_cls: 4.0659, loss: 4.0659 +2025-05-05 05:09:13,712 - pyskl - INFO - Epoch [29][3300/3405] lr: 2.277e-02, eta: 2 days, 2:34:02, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9506, loss_cls: 4.0392, loss: 4.0392 +2025-05-05 05:09:57,200 - pyskl - INFO - Epoch [29][3400/3405] lr: 2.276e-02, eta: 2 days, 2:33:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9463, loss_cls: 4.0490, loss: 4.0490 +2025-05-05 05:09:59,832 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-05-05 05:13:52,511 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 05:13:53,059 - pyskl - INFO - +top1_acc 0.7112 +top5_acc 0.9323 +2025-05-05 05:13:53,082 - pyskl - INFO - Epoch(val) [29][3718] top1_acc: 0.7112, top5_acc: 0.9323 +2025-05-05 05:14:59,177 - pyskl - INFO - Epoch [30][100/3405] lr: 2.276e-02, eta: 2 days, 2:33:51, time: 0.661, data_time: 0.226, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9669, loss_cls: 3.8428, loss: 3.8428 +2025-05-05 05:15:42,637 - pyskl - INFO - Epoch [30][200/3405] lr: 2.276e-02, eta: 2 days, 2:33:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 3.9854, loss: 3.9854 +2025-05-05 05:16:26,000 - pyskl - INFO - Epoch [30][300/3405] lr: 2.275e-02, eta: 2 days, 2:32:16, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 3.9605, loss: 3.9605 +2025-05-05 05:17:09,268 - pyskl - INFO - Epoch [30][400/3405] lr: 2.275e-02, eta: 2 days, 2:31:28, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 4.0294, loss: 4.0294 +2025-05-05 05:17:52,588 - pyskl - INFO - Epoch [30][500/3405] lr: 2.274e-02, eta: 2 days, 2:30:40, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9544, loss_cls: 3.9500, loss: 3.9500 +2025-05-05 05:18:36,032 - pyskl - INFO - Epoch [30][600/3405] lr: 2.274e-02, eta: 2 days, 2:29:53, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9550, loss_cls: 4.0428, loss: 4.0428 +2025-05-05 05:19:19,467 - pyskl - INFO - Epoch [30][700/3405] lr: 2.273e-02, eta: 2 days, 2:29:05, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9631, loss_cls: 3.9967, loss: 3.9967 +2025-05-05 05:20:03,113 - pyskl - INFO - Epoch [30][800/3405] lr: 2.273e-02, eta: 2 days, 2:28:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9550, loss_cls: 3.9651, loss: 3.9651 +2025-05-05 05:20:46,639 - pyskl - INFO - Epoch [30][900/3405] lr: 2.272e-02, eta: 2 days, 2:27:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9569, loss_cls: 3.9064, loss: 3.9064 +2025-05-05 05:21:30,165 - pyskl - INFO - Epoch [30][1000/3405] lr: 2.272e-02, eta: 2 days, 2:26:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9469, loss_cls: 4.1167, loss: 4.1167 +2025-05-05 05:22:13,638 - pyskl - INFO - Epoch [30][1100/3405] lr: 2.272e-02, eta: 2 days, 2:25:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9519, loss_cls: 4.0080, loss: 4.0080 +2025-05-05 05:22:57,219 - pyskl - INFO - Epoch [30][1200/3405] lr: 2.271e-02, eta: 2 days, 2:25:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9556, loss_cls: 3.9800, loss: 3.9800 +2025-05-05 05:23:40,781 - pyskl - INFO - Epoch [30][1300/3405] lr: 2.271e-02, eta: 2 days, 2:24:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9537, loss_cls: 4.0067, loss: 4.0067 +2025-05-05 05:24:24,511 - pyskl - INFO - Epoch [30][1400/3405] lr: 2.270e-02, eta: 2 days, 2:23:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9563, loss_cls: 4.0771, loss: 4.0771 +2025-05-05 05:25:08,087 - pyskl - INFO - Epoch [30][1500/3405] lr: 2.270e-02, eta: 2 days, 2:22:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9656, loss_cls: 3.9819, loss: 3.9819 +2025-05-05 05:25:51,740 - pyskl - INFO - Epoch [30][1600/3405] lr: 2.269e-02, eta: 2 days, 2:22:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9594, loss_cls: 3.9487, loss: 3.9487 +2025-05-05 05:26:35,343 - pyskl - INFO - Epoch [30][1700/3405] lr: 2.269e-02, eta: 2 days, 2:21:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9606, loss_cls: 3.9257, loss: 3.9257 +2025-05-05 05:27:18,938 - pyskl - INFO - Epoch [30][1800/3405] lr: 2.268e-02, eta: 2 days, 2:20:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 4.0375, loss: 4.0375 +2025-05-05 05:28:02,453 - pyskl - INFO - Epoch [30][1900/3405] lr: 2.268e-02, eta: 2 days, 2:19:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 3.8737, loss: 3.8737 +2025-05-05 05:28:46,001 - pyskl - INFO - Epoch [30][2000/3405] lr: 2.268e-02, eta: 2 days, 2:18:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9619, loss_cls: 4.1330, loss: 4.1330 +2025-05-05 05:29:29,567 - pyskl - INFO - Epoch [30][2100/3405] lr: 2.267e-02, eta: 2 days, 2:18:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9575, loss_cls: 3.9457, loss: 3.9457 +2025-05-05 05:30:13,130 - pyskl - INFO - Epoch [30][2200/3405] lr: 2.267e-02, eta: 2 days, 2:17:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9500, loss_cls: 4.0756, loss: 4.0756 +2025-05-05 05:30:56,745 - pyskl - INFO - Epoch [30][2300/3405] lr: 2.266e-02, eta: 2 days, 2:16:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9569, loss_cls: 3.9718, loss: 3.9718 +2025-05-05 05:31:40,314 - pyskl - INFO - Epoch [30][2400/3405] lr: 2.266e-02, eta: 2 days, 2:15:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9537, loss_cls: 4.1400, loss: 4.1400 +2025-05-05 05:32:23,993 - pyskl - INFO - Epoch [30][2500/3405] lr: 2.265e-02, eta: 2 days, 2:15:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9575, loss_cls: 4.1106, loss: 4.1106 +2025-05-05 05:33:07,549 - pyskl - INFO - Epoch [30][2600/3405] lr: 2.265e-02, eta: 2 days, 2:14:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9519, loss_cls: 4.0296, loss: 4.0296 +2025-05-05 05:33:51,095 - pyskl - INFO - Epoch [30][2700/3405] lr: 2.264e-02, eta: 2 days, 2:13:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9506, loss_cls: 4.0412, loss: 4.0412 +2025-05-05 05:34:34,730 - pyskl - INFO - Epoch [30][2800/3405] lr: 2.264e-02, eta: 2 days, 2:12:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 3.9006, loss: 3.9006 +2025-05-05 05:35:18,262 - pyskl - INFO - Epoch [30][2900/3405] lr: 2.264e-02, eta: 2 days, 2:11:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 3.8438, loss: 3.8438 +2025-05-05 05:36:01,878 - pyskl - INFO - Epoch [30][3000/3405] lr: 2.263e-02, eta: 2 days, 2:11:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 4.0452, loss: 4.0452 +2025-05-05 05:36:45,423 - pyskl - INFO - Epoch [30][3100/3405] lr: 2.263e-02, eta: 2 days, 2:10:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9544, loss_cls: 4.0629, loss: 4.0629 +2025-05-05 05:37:28,930 - pyskl - INFO - Epoch [30][3200/3405] lr: 2.262e-02, eta: 2 days, 2:09:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9394, loss_cls: 4.1353, loss: 4.1353 +2025-05-05 05:38:12,530 - pyskl - INFO - Epoch [30][3300/3405] lr: 2.262e-02, eta: 2 days, 2:08:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9500, loss_cls: 4.0164, loss: 4.0164 +2025-05-05 05:38:56,207 - pyskl - INFO - Epoch [30][3400/3405] lr: 2.261e-02, eta: 2 days, 2:08:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9613, loss_cls: 3.9522, loss: 3.9522 +2025-05-05 05:38:58,870 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-05-05 05:42:51,395 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 05:42:51,949 - pyskl - INFO - +top1_acc 0.7152 +top5_acc 0.9337 +2025-05-05 05:42:51,970 - pyskl - INFO - Epoch(val) [30][3718] top1_acc: 0.7152, top5_acc: 0.9337 +2025-05-05 05:43:58,209 - pyskl - INFO - Epoch [31][100/3405] lr: 2.261e-02, eta: 2 days, 2:08:40, time: 0.662, data_time: 0.228, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 3.8585, loss: 3.8585 +2025-05-05 05:44:41,826 - pyskl - INFO - Epoch [31][200/3405] lr: 2.260e-02, eta: 2 days, 2:07:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 3.9399, loss: 3.9399 +2025-05-05 05:45:25,470 - pyskl - INFO - Epoch [31][300/3405] lr: 2.260e-02, eta: 2 days, 2:07:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9637, loss_cls: 3.9481, loss: 3.9481 +2025-05-05 05:46:09,190 - pyskl - INFO - Epoch [31][400/3405] lr: 2.259e-02, eta: 2 days, 2:06:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9619, loss_cls: 3.9329, loss: 3.9329 +2025-05-05 05:46:52,882 - pyskl - INFO - Epoch [31][500/3405] lr: 2.259e-02, eta: 2 days, 2:05:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 3.9616, loss: 3.9616 +2025-05-05 05:47:36,466 - pyskl - INFO - Epoch [31][600/3405] lr: 2.259e-02, eta: 2 days, 2:04:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9537, loss_cls: 4.0672, loss: 4.0672 +2025-05-05 05:48:20,137 - pyskl - INFO - Epoch [31][700/3405] lr: 2.258e-02, eta: 2 days, 2:04:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9637, loss_cls: 3.8996, loss: 3.8996 +2025-05-05 05:49:03,806 - pyskl - INFO - Epoch [31][800/3405] lr: 2.258e-02, eta: 2 days, 2:03:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 3.9371, loss: 3.9371 +2025-05-05 05:49:47,408 - pyskl - INFO - Epoch [31][900/3405] lr: 2.257e-02, eta: 2 days, 2:02:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9481, loss_cls: 4.1659, loss: 4.1659 +2025-05-05 05:50:31,115 - pyskl - INFO - Epoch [31][1000/3405] lr: 2.257e-02, eta: 2 days, 2:01:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9513, loss_cls: 4.0897, loss: 4.0897 +2025-05-05 05:51:14,673 - pyskl - INFO - Epoch [31][1100/3405] lr: 2.256e-02, eta: 2 days, 2:00:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 3.8538, loss: 3.8538 +2025-05-05 05:51:58,332 - pyskl - INFO - Epoch [31][1200/3405] lr: 2.256e-02, eta: 2 days, 2:00:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 3.9791, loss: 3.9791 +2025-05-05 05:52:41,916 - pyskl - INFO - Epoch [31][1300/3405] lr: 2.255e-02, eta: 2 days, 1:59:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9625, loss_cls: 4.0457, loss: 4.0457 +2025-05-05 05:53:25,376 - pyskl - INFO - Epoch [31][1400/3405] lr: 2.255e-02, eta: 2 days, 1:58:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 3.9439, loss: 3.9439 +2025-05-05 05:54:08,776 - pyskl - INFO - Epoch [31][1500/3405] lr: 2.254e-02, eta: 2 days, 1:57:49, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9494, loss_cls: 4.1245, loss: 4.1245 +2025-05-05 05:54:52,217 - pyskl - INFO - Epoch [31][1600/3405] lr: 2.254e-02, eta: 2 days, 1:57:02, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9619, loss_cls: 4.0066, loss: 4.0066 +2025-05-05 05:55:35,681 - pyskl - INFO - Epoch [31][1700/3405] lr: 2.254e-02, eta: 2 days, 1:56:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9575, loss_cls: 4.0273, loss: 4.0273 +2025-05-05 05:56:19,313 - pyskl - INFO - Epoch [31][1800/3405] lr: 2.253e-02, eta: 2 days, 1:55:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9487, loss_cls: 4.0937, loss: 4.0937 +2025-05-05 05:57:02,806 - pyskl - INFO - Epoch [31][1900/3405] lr: 2.253e-02, eta: 2 days, 1:54:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9563, loss_cls: 4.0651, loss: 4.0651 +2025-05-05 05:57:46,304 - pyskl - INFO - Epoch [31][2000/3405] lr: 2.252e-02, eta: 2 days, 1:53:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9531, loss_cls: 4.0055, loss: 4.0055 +2025-05-05 05:58:29,809 - pyskl - INFO - Epoch [31][2100/3405] lr: 2.252e-02, eta: 2 days, 1:53:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 3.9051, loss: 3.9051 +2025-05-05 05:59:13,515 - pyskl - INFO - Epoch [31][2200/3405] lr: 2.251e-02, eta: 2 days, 1:52:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9587, loss_cls: 4.0054, loss: 4.0054 +2025-05-05 05:59:57,021 - pyskl - INFO - Epoch [31][2300/3405] lr: 2.251e-02, eta: 2 days, 1:51:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9631, loss_cls: 3.9561, loss: 3.9561 +2025-05-05 06:00:40,519 - pyskl - INFO - Epoch [31][2400/3405] lr: 2.250e-02, eta: 2 days, 1:50:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9550, loss_cls: 4.0502, loss: 4.0502 +2025-05-05 06:01:23,989 - pyskl - INFO - Epoch [31][2500/3405] lr: 2.250e-02, eta: 2 days, 1:50:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9525, loss_cls: 4.0623, loss: 4.0623 +2025-05-05 06:02:07,349 - pyskl - INFO - Epoch [31][2600/3405] lr: 2.249e-02, eta: 2 days, 1:49:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 3.8586, loss: 3.8586 +2025-05-05 06:02:50,855 - pyskl - INFO - Epoch [31][2700/3405] lr: 2.249e-02, eta: 2 days, 1:48:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9675, loss_cls: 3.9019, loss: 3.9019 +2025-05-05 06:03:34,245 - pyskl - INFO - Epoch [31][2800/3405] lr: 2.248e-02, eta: 2 days, 1:47:40, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 3.9372, loss: 3.9372 +2025-05-05 06:04:17,595 - pyskl - INFO - Epoch [31][2900/3405] lr: 2.248e-02, eta: 2 days, 1:46:53, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9587, loss_cls: 4.0332, loss: 4.0332 +2025-05-05 06:05:01,063 - pyskl - INFO - Epoch [31][3000/3405] lr: 2.248e-02, eta: 2 days, 1:46:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9431, loss_cls: 4.1210, loss: 4.1210 +2025-05-05 06:05:44,440 - pyskl - INFO - Epoch [31][3100/3405] lr: 2.247e-02, eta: 2 days, 1:45:19, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9587, loss_cls: 3.9795, loss: 3.9795 +2025-05-05 06:06:27,809 - pyskl - INFO - Epoch [31][3200/3405] lr: 2.247e-02, eta: 2 days, 1:44:32, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9469, loss_cls: 4.1094, loss: 4.1094 +2025-05-05 06:07:11,222 - pyskl - INFO - Epoch [31][3300/3405] lr: 2.246e-02, eta: 2 days, 1:43:45, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9575, loss_cls: 3.8809, loss: 3.8809 +2025-05-05 06:07:54,585 - pyskl - INFO - Epoch [31][3400/3405] lr: 2.246e-02, eta: 2 days, 1:42:57, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9569, loss_cls: 4.0047, loss: 4.0047 +2025-05-05 06:07:57,148 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-05-05 06:11:48,940 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 06:11:49,482 - pyskl - INFO - +top1_acc 0.6827 +top5_acc 0.9196 +2025-05-05 06:11:49,504 - pyskl - INFO - Epoch(val) [31][3718] top1_acc: 0.6827, top5_acc: 0.9196 +2025-05-05 06:12:55,673 - pyskl - INFO - Epoch [32][100/3405] lr: 2.245e-02, eta: 2 days, 1:43:27, time: 0.662, data_time: 0.225, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9513, loss_cls: 4.0279, loss: 4.0279 +2025-05-05 06:13:39,369 - pyskl - INFO - Epoch [32][200/3405] lr: 2.245e-02, eta: 2 days, 1:42:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9700, loss_cls: 3.8119, loss: 3.8119 +2025-05-05 06:14:22,865 - pyskl - INFO - Epoch [32][300/3405] lr: 2.244e-02, eta: 2 days, 1:41:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 3.8858, loss: 3.8858 +2025-05-05 06:15:06,412 - pyskl - INFO - Epoch [32][400/3405] lr: 2.244e-02, eta: 2 days, 1:41:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9575, loss_cls: 3.9006, loss: 3.9006 +2025-05-05 06:15:49,843 - pyskl - INFO - Epoch [32][500/3405] lr: 2.243e-02, eta: 2 days, 1:40:20, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 3.9846, loss: 3.9846 +2025-05-05 06:16:33,256 - pyskl - INFO - Epoch [32][600/3405] lr: 2.243e-02, eta: 2 days, 1:39:33, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 3.8321, loss: 3.8321 +2025-05-05 06:17:16,686 - pyskl - INFO - Epoch [32][700/3405] lr: 2.242e-02, eta: 2 days, 1:38:46, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9581, loss_cls: 3.9927, loss: 3.9927 +2025-05-05 06:18:00,138 - pyskl - INFO - Epoch [32][800/3405] lr: 2.242e-02, eta: 2 days, 1:37:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 3.8700, loss: 3.8700 +2025-05-05 06:18:43,700 - pyskl - INFO - Epoch [32][900/3405] lr: 2.241e-02, eta: 2 days, 1:37:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9569, loss_cls: 4.0547, loss: 4.0547 +2025-05-05 06:19:27,145 - pyskl - INFO - Epoch [32][1000/3405] lr: 2.241e-02, eta: 2 days, 1:36:25, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9556, loss_cls: 4.0072, loss: 4.0072 +2025-05-05 06:20:10,644 - pyskl - INFO - Epoch [32][1100/3405] lr: 2.241e-02, eta: 2 days, 1:35:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 4.0060, loss: 4.0060 +2025-05-05 06:20:54,125 - pyskl - INFO - Epoch [32][1200/3405] lr: 2.240e-02, eta: 2 days, 1:34:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 3.9576, loss: 3.9576 +2025-05-05 06:21:37,695 - pyskl - INFO - Epoch [32][1300/3405] lr: 2.240e-02, eta: 2 days, 1:34:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9494, loss_cls: 4.0387, loss: 4.0387 +2025-05-05 06:22:22,034 - pyskl - INFO - Epoch [32][1400/3405] lr: 2.239e-02, eta: 2 days, 1:33:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9663, loss_cls: 3.8932, loss: 3.8932 +2025-05-05 06:23:05,857 - pyskl - INFO - Epoch [32][1500/3405] lr: 2.239e-02, eta: 2 days, 1:32:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9537, loss_cls: 4.0411, loss: 4.0411 +2025-05-05 06:23:49,577 - pyskl - INFO - Epoch [32][1600/3405] lr: 2.238e-02, eta: 2 days, 1:31:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 3.9395, loss: 3.9395 +2025-05-05 06:24:33,195 - pyskl - INFO - Epoch [32][1700/3405] lr: 2.238e-02, eta: 2 days, 1:31:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9487, loss_cls: 4.0487, loss: 4.0487 +2025-05-05 06:25:16,977 - pyskl - INFO - Epoch [32][1800/3405] lr: 2.237e-02, eta: 2 days, 1:30:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9569, loss_cls: 3.9322, loss: 3.9322 +2025-05-05 06:26:00,763 - pyskl - INFO - Epoch [32][1900/3405] lr: 2.237e-02, eta: 2 days, 1:29:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9613, loss_cls: 4.0092, loss: 4.0092 +2025-05-05 06:26:44,197 - pyskl - INFO - Epoch [32][2000/3405] lr: 2.236e-02, eta: 2 days, 1:28:46, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 3.9467, loss: 3.9467 +2025-05-05 06:27:27,496 - pyskl - INFO - Epoch [32][2100/3405] lr: 2.236e-02, eta: 2 days, 1:27:58, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9556, loss_cls: 4.1349, loss: 4.1349 +2025-05-05 06:28:10,890 - pyskl - INFO - Epoch [32][2200/3405] lr: 2.235e-02, eta: 2 days, 1:27:11, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 3.9164, loss: 3.9164 +2025-05-05 06:28:53,954 - pyskl - INFO - Epoch [32][2300/3405] lr: 2.235e-02, eta: 2 days, 1:26:23, time: 0.431, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9569, loss_cls: 4.0416, loss: 4.0416 +2025-05-05 06:29:37,383 - pyskl - INFO - Epoch [32][2400/3405] lr: 2.234e-02, eta: 2 days, 1:25:36, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9619, loss_cls: 3.7802, loss: 3.7802 +2025-05-05 06:30:20,949 - pyskl - INFO - Epoch [32][2500/3405] lr: 2.234e-02, eta: 2 days, 1:24:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9550, loss_cls: 4.0612, loss: 4.0612 +2025-05-05 06:31:04,459 - pyskl - INFO - Epoch [32][2600/3405] lr: 2.233e-02, eta: 2 days, 1:24:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9519, loss_cls: 3.9946, loss: 3.9946 +2025-05-05 06:31:47,881 - pyskl - INFO - Epoch [32][2700/3405] lr: 2.233e-02, eta: 2 days, 1:23:16, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 3.9361, loss: 3.9361 +2025-05-05 06:32:31,400 - pyskl - INFO - Epoch [32][2800/3405] lr: 2.233e-02, eta: 2 days, 1:22:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9550, loss_cls: 4.0227, loss: 4.0227 +2025-05-05 06:33:14,982 - pyskl - INFO - Epoch [32][2900/3405] lr: 2.232e-02, eta: 2 days, 1:21:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9494, loss_cls: 4.0894, loss: 4.0894 +2025-05-05 06:33:58,529 - pyskl - INFO - Epoch [32][3000/3405] lr: 2.232e-02, eta: 2 days, 1:20:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9606, loss_cls: 3.9986, loss: 3.9986 +2025-05-05 06:34:42,019 - pyskl - INFO - Epoch [32][3100/3405] lr: 2.231e-02, eta: 2 days, 1:20:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9444, loss_cls: 4.0765, loss: 4.0765 +2025-05-05 06:35:25,626 - pyskl - INFO - Epoch [32][3200/3405] lr: 2.231e-02, eta: 2 days, 1:19:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9606, loss_cls: 3.9914, loss: 3.9914 +2025-05-05 06:36:09,229 - pyskl - INFO - Epoch [32][3300/3405] lr: 2.230e-02, eta: 2 days, 1:18:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9525, loss_cls: 4.1271, loss: 4.1271 +2025-05-05 06:36:52,836 - pyskl - INFO - Epoch [32][3400/3405] lr: 2.230e-02, eta: 2 days, 1:17:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9594, loss_cls: 3.8687, loss: 3.8687 +2025-05-05 06:36:55,435 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-05-05 06:40:47,470 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 06:40:48,017 - pyskl - INFO - +top1_acc 0.7432 +top5_acc 0.9436 +2025-05-05 06:40:48,069 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_27.pth was removed +2025-05-05 06:40:49,128 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. +2025-05-05 06:40:49,129 - pyskl - INFO - Best top1_acc is 0.7432 at 32 epoch. +2025-05-05 06:40:49,151 - pyskl - INFO - Epoch(val) [32][3718] top1_acc: 0.7432, top5_acc: 0.9436 +2025-05-05 06:41:55,434 - pyskl - INFO - Epoch [33][100/3405] lr: 2.229e-02, eta: 2 days, 1:18:18, time: 0.663, data_time: 0.229, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 3.8531, loss: 3.8531 +2025-05-05 06:42:38,880 - pyskl - INFO - Epoch [33][200/3405] lr: 2.229e-02, eta: 2 days, 1:17:31, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9656, loss_cls: 3.9326, loss: 3.9326 +2025-05-05 06:43:22,243 - pyskl - INFO - Epoch [33][300/3405] lr: 2.228e-02, eta: 2 days, 1:16:44, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9525, loss_cls: 3.9703, loss: 3.9703 +2025-05-05 06:44:05,628 - pyskl - INFO - Epoch [33][400/3405] lr: 2.228e-02, eta: 2 days, 1:15:56, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9619, loss_cls: 3.8960, loss: 3.8960 +2025-05-05 06:44:49,009 - pyskl - INFO - Epoch [33][500/3405] lr: 2.227e-02, eta: 2 days, 1:15:09, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9650, loss_cls: 3.9302, loss: 3.9302 +2025-05-05 06:45:32,439 - pyskl - INFO - Epoch [33][600/3405] lr: 2.227e-02, eta: 2 days, 1:14:22, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 3.8517, loss: 3.8517 +2025-05-05 06:46:15,855 - pyskl - INFO - Epoch [33][700/3405] lr: 2.226e-02, eta: 2 days, 1:13:35, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9513, loss_cls: 3.9980, loss: 3.9980 +2025-05-05 06:46:59,166 - pyskl - INFO - Epoch [33][800/3405] lr: 2.226e-02, eta: 2 days, 1:12:48, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9519, loss_cls: 3.9375, loss: 3.9375 +2025-05-05 06:47:42,537 - pyskl - INFO - Epoch [33][900/3405] lr: 2.225e-02, eta: 2 days, 1:12:01, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9531, loss_cls: 3.9754, loss: 3.9754 +2025-05-05 06:48:25,948 - pyskl - INFO - Epoch [33][1000/3405] lr: 2.225e-02, eta: 2 days, 1:11:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 3.8725, loss: 3.8725 +2025-05-05 06:49:09,329 - pyskl - INFO - Epoch [33][1100/3405] lr: 2.224e-02, eta: 2 days, 1:10:27, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9637, loss_cls: 3.9314, loss: 3.9314 +2025-05-05 06:49:52,811 - pyskl - INFO - Epoch [33][1200/3405] lr: 2.224e-02, eta: 2 days, 1:09:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9656, loss_cls: 3.9402, loss: 3.9402 +2025-05-05 06:50:36,314 - pyskl - INFO - Epoch [33][1300/3405] lr: 2.223e-02, eta: 2 days, 1:08:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 4.0485, loss: 4.0485 +2025-05-05 06:51:19,998 - pyskl - INFO - Epoch [33][1400/3405] lr: 2.223e-02, eta: 2 days, 1:08:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9544, loss_cls: 4.0986, loss: 4.0986 +2025-05-05 06:52:03,568 - pyskl - INFO - Epoch [33][1500/3405] lr: 2.222e-02, eta: 2 days, 1:07:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 4.0127, loss: 4.0127 +2025-05-05 06:52:47,104 - pyskl - INFO - Epoch [33][1600/3405] lr: 2.222e-02, eta: 2 days, 1:06:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9381, loss_cls: 4.0759, loss: 4.0759 +2025-05-05 06:53:30,675 - pyskl - INFO - Epoch [33][1700/3405] lr: 2.221e-02, eta: 2 days, 1:05:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9537, loss_cls: 4.0273, loss: 4.0273 +2025-05-05 06:54:14,177 - pyskl - INFO - Epoch [33][1800/3405] lr: 2.221e-02, eta: 2 days, 1:05:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9656, loss_cls: 3.9168, loss: 3.9168 +2025-05-05 06:54:57,848 - pyskl - INFO - Epoch [33][1900/3405] lr: 2.220e-02, eta: 2 days, 1:04:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9594, loss_cls: 4.1638, loss: 4.1638 +2025-05-05 06:55:41,304 - pyskl - INFO - Epoch [33][2000/3405] lr: 2.220e-02, eta: 2 days, 1:03:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9550, loss_cls: 3.8911, loss: 3.8911 +2025-05-05 06:56:24,763 - pyskl - INFO - Epoch [33][2100/3405] lr: 2.220e-02, eta: 2 days, 1:02:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9437, loss_cls: 4.1329, loss: 4.1329 +2025-05-05 06:57:08,258 - pyskl - INFO - Epoch [33][2200/3405] lr: 2.219e-02, eta: 2 days, 1:01:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9594, loss_cls: 4.0222, loss: 4.0222 +2025-05-05 06:57:51,754 - pyskl - INFO - Epoch [33][2300/3405] lr: 2.219e-02, eta: 2 days, 1:01:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 3.9289, loss: 3.9289 +2025-05-05 06:58:35,208 - pyskl - INFO - Epoch [33][2400/3405] lr: 2.218e-02, eta: 2 days, 1:00:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9594, loss_cls: 3.8925, loss: 3.8925 +2025-05-05 06:59:18,600 - pyskl - INFO - Epoch [33][2500/3405] lr: 2.218e-02, eta: 2 days, 0:59:35, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9569, loss_cls: 4.0164, loss: 4.0164 +2025-05-05 07:00:02,032 - pyskl - INFO - Epoch [33][2600/3405] lr: 2.217e-02, eta: 2 days, 0:58:48, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9437, loss_cls: 4.1002, loss: 4.1002 +2025-05-05 07:00:45,544 - pyskl - INFO - Epoch [33][2700/3405] lr: 2.217e-02, eta: 2 days, 0:58:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9400, loss_cls: 4.1657, loss: 4.1657 +2025-05-05 07:01:28,957 - pyskl - INFO - Epoch [33][2800/3405] lr: 2.216e-02, eta: 2 days, 0:57:15, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9625, loss_cls: 3.8896, loss: 3.8896 +2025-05-05 07:02:12,341 - pyskl - INFO - Epoch [33][2900/3405] lr: 2.216e-02, eta: 2 days, 0:56:28, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9531, loss_cls: 4.0322, loss: 4.0322 +2025-05-05 07:02:55,711 - pyskl - INFO - Epoch [33][3000/3405] lr: 2.215e-02, eta: 2 days, 0:55:41, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9681, loss_cls: 3.9007, loss: 3.9007 +2025-05-05 07:03:39,097 - pyskl - INFO - Epoch [33][3100/3405] lr: 2.215e-02, eta: 2 days, 0:54:54, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9563, loss_cls: 3.9716, loss: 3.9716 +2025-05-05 07:04:22,452 - pyskl - INFO - Epoch [33][3200/3405] lr: 2.214e-02, eta: 2 days, 0:54:07, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9550, loss_cls: 4.0119, loss: 4.0119 +2025-05-05 07:05:05,817 - pyskl - INFO - Epoch [33][3300/3405] lr: 2.214e-02, eta: 2 days, 0:53:20, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 3.9658, loss: 3.9658 +2025-05-05 07:05:49,468 - pyskl - INFO - Epoch [33][3400/3405] lr: 2.213e-02, eta: 2 days, 0:52:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9563, loss_cls: 4.0108, loss: 4.0108 +2025-05-05 07:05:52,098 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-05-05 07:09:45,101 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 07:09:45,651 - pyskl - INFO - +top1_acc 0.7078 +top5_acc 0.9324 +2025-05-05 07:09:45,672 - pyskl - INFO - Epoch(val) [33][3718] top1_acc: 0.7078, top5_acc: 0.9324 +2025-05-05 07:10:52,196 - pyskl - INFO - Epoch [34][100/3405] lr: 2.213e-02, eta: 2 days, 0:52:59, time: 0.665, data_time: 0.230, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9619, loss_cls: 3.8746, loss: 3.8746 +2025-05-05 07:11:35,650 - pyskl - INFO - Epoch [34][200/3405] lr: 2.212e-02, eta: 2 days, 0:52:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 3.8450, loss: 3.8450 +2025-05-05 07:12:19,112 - pyskl - INFO - Epoch [34][300/3405] lr: 2.212e-02, eta: 2 days, 0:51:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 3.8063, loss: 3.8063 +2025-05-05 07:13:02,576 - pyskl - INFO - Epoch [34][400/3405] lr: 2.211e-02, eta: 2 days, 0:50:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 3.8909, loss: 3.8909 +2025-05-05 07:13:46,153 - pyskl - INFO - Epoch [34][500/3405] lr: 2.211e-02, eta: 2 days, 0:49:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9731, loss_cls: 3.9085, loss: 3.9085 +2025-05-05 07:14:30,117 - pyskl - INFO - Epoch [34][600/3405] lr: 2.210e-02, eta: 2 days, 0:49:07, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9581, loss_cls: 3.8752, loss: 3.8752 +2025-05-05 07:15:13,936 - pyskl - INFO - Epoch [34][700/3405] lr: 2.210e-02, eta: 2 days, 0:48:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 3.9308, loss: 3.9308 +2025-05-05 07:15:57,533 - pyskl - INFO - Epoch [34][800/3405] lr: 2.209e-02, eta: 2 days, 0:47:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9613, loss_cls: 3.9048, loss: 3.9048 +2025-05-05 07:16:41,072 - pyskl - INFO - Epoch [34][900/3405] lr: 2.209e-02, eta: 2 days, 0:46:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 3.9539, loss: 3.9539 +2025-05-05 07:17:24,640 - pyskl - INFO - Epoch [34][1000/3405] lr: 2.208e-02, eta: 2 days, 0:46:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9675, loss_cls: 3.8529, loss: 3.8529 +2025-05-05 07:18:08,274 - pyskl - INFO - Epoch [34][1100/3405] lr: 2.208e-02, eta: 2 days, 0:45:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 3.8476, loss: 3.8476 +2025-05-05 07:18:51,785 - pyskl - INFO - Epoch [34][1200/3405] lr: 2.207e-02, eta: 2 days, 0:44:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9625, loss_cls: 3.9456, loss: 3.9456 +2025-05-05 07:19:35,359 - pyskl - INFO - Epoch [34][1300/3405] lr: 2.207e-02, eta: 2 days, 0:43:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 3.8631, loss: 3.8631 +2025-05-05 07:20:18,950 - pyskl - INFO - Epoch [34][1400/3405] lr: 2.206e-02, eta: 2 days, 0:42:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 3.9716, loss: 3.9716 +2025-05-05 07:21:02,538 - pyskl - INFO - Epoch [34][1500/3405] lr: 2.206e-02, eta: 2 days, 0:42:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9487, loss_cls: 4.0223, loss: 4.0223 +2025-05-05 07:21:46,092 - pyskl - INFO - Epoch [34][1600/3405] lr: 2.205e-02, eta: 2 days, 0:41:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9650, loss_cls: 3.9539, loss: 3.9539 +2025-05-05 07:22:29,732 - pyskl - INFO - Epoch [34][1700/3405] lr: 2.205e-02, eta: 2 days, 0:40:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9625, loss_cls: 3.8633, loss: 3.8633 +2025-05-05 07:23:13,209 - pyskl - INFO - Epoch [34][1800/3405] lr: 2.204e-02, eta: 2 days, 0:39:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9569, loss_cls: 4.0029, loss: 4.0029 +2025-05-05 07:23:56,802 - pyskl - INFO - Epoch [34][1900/3405] lr: 2.204e-02, eta: 2 days, 0:39:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9631, loss_cls: 3.9498, loss: 3.9498 +2025-05-05 07:24:40,389 - pyskl - INFO - Epoch [34][2000/3405] lr: 2.203e-02, eta: 2 days, 0:38:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 3.8219, loss: 3.8219 +2025-05-05 07:25:23,948 - pyskl - INFO - Epoch [34][2100/3405] lr: 2.203e-02, eta: 2 days, 0:37:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9544, loss_cls: 3.9798, loss: 3.9798 +2025-05-05 07:26:07,448 - pyskl - INFO - Epoch [34][2200/3405] lr: 2.202e-02, eta: 2 days, 0:36:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9469, loss_cls: 4.0910, loss: 4.0910 +2025-05-05 07:26:51,063 - pyskl - INFO - Epoch [34][2300/3405] lr: 2.202e-02, eta: 2 days, 0:36:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 3.9211, loss: 3.9211 +2025-05-05 07:27:34,667 - pyskl - INFO - Epoch [34][2400/3405] lr: 2.201e-02, eta: 2 days, 0:35:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9631, loss_cls: 3.8722, loss: 3.8722 +2025-05-05 07:28:18,331 - pyskl - INFO - Epoch [34][2500/3405] lr: 2.201e-02, eta: 2 days, 0:34:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9613, loss_cls: 4.0142, loss: 4.0142 +2025-05-05 07:29:01,933 - pyskl - INFO - Epoch [34][2600/3405] lr: 2.200e-02, eta: 2 days, 0:33:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 3.9349, loss: 3.9349 +2025-05-05 07:29:45,672 - pyskl - INFO - Epoch [34][2700/3405] lr: 2.200e-02, eta: 2 days, 0:32:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9563, loss_cls: 4.0043, loss: 4.0043 +2025-05-05 07:30:28,997 - pyskl - INFO - Epoch [34][2800/3405] lr: 2.199e-02, eta: 2 days, 0:32:10, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9575, loss_cls: 3.9238, loss: 3.9238 +2025-05-05 07:31:12,367 - pyskl - INFO - Epoch [34][2900/3405] lr: 2.199e-02, eta: 2 days, 0:31:23, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9600, loss_cls: 4.0063, loss: 4.0063 +2025-05-05 07:31:55,739 - pyskl - INFO - Epoch [34][3000/3405] lr: 2.198e-02, eta: 2 days, 0:30:36, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9506, loss_cls: 3.8751, loss: 3.8751 +2025-05-05 07:32:39,161 - pyskl - INFO - Epoch [34][3100/3405] lr: 2.198e-02, eta: 2 days, 0:29:50, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9475, loss_cls: 3.8745, loss: 3.8745 +2025-05-05 07:33:22,690 - pyskl - INFO - Epoch [34][3200/3405] lr: 2.197e-02, eta: 2 days, 0:29:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9500, loss_cls: 4.0400, loss: 4.0400 +2025-05-05 07:34:06,163 - pyskl - INFO - Epoch [34][3300/3405] lr: 2.197e-02, eta: 2 days, 0:28:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9581, loss_cls: 3.9171, loss: 3.9171 +2025-05-05 07:34:49,578 - pyskl - INFO - Epoch [34][3400/3405] lr: 2.196e-02, eta: 2 days, 0:27:30, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9563, loss_cls: 4.0271, loss: 4.0271 +2025-05-05 07:34:52,189 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-05-05 07:38:45,355 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 07:38:45,897 - pyskl - INFO - +top1_acc 0.6821 +top5_acc 0.9210 +2025-05-05 07:38:45,917 - pyskl - INFO - Epoch(val) [34][3718] top1_acc: 0.6821, top5_acc: 0.9210 +2025-05-05 07:39:52,726 - pyskl - INFO - Epoch [35][100/3405] lr: 2.196e-02, eta: 2 days, 0:27:53, time: 0.668, data_time: 0.235, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9569, loss_cls: 3.9986, loss: 3.9986 +2025-05-05 07:40:36,132 - pyskl - INFO - Epoch [35][200/3405] lr: 2.195e-02, eta: 2 days, 0:27:06, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9650, loss_cls: 3.8653, loss: 3.8653 +2025-05-05 07:41:19,650 - pyskl - INFO - Epoch [35][300/3405] lr: 2.195e-02, eta: 2 days, 0:26:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 3.9498, loss: 3.9498 +2025-05-05 07:42:02,988 - pyskl - INFO - Epoch [35][400/3405] lr: 2.194e-02, eta: 2 days, 0:25:33, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9594, loss_cls: 3.9645, loss: 3.9645 +2025-05-05 07:42:46,335 - pyskl - INFO - Epoch [35][500/3405] lr: 2.194e-02, eta: 2 days, 0:24:46, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9656, loss_cls: 3.7330, loss: 3.7330 +2025-05-05 07:43:29,985 - pyskl - INFO - Epoch [35][600/3405] lr: 2.193e-02, eta: 2 days, 0:24:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 3.7618, loss: 3.7618 +2025-05-05 07:44:13,342 - pyskl - INFO - Epoch [35][700/3405] lr: 2.193e-02, eta: 2 days, 0:23:13, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 3.9167, loss: 3.9167 +2025-05-05 07:44:56,800 - pyskl - INFO - Epoch [35][800/3405] lr: 2.192e-02, eta: 2 days, 0:22:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 3.9247, loss: 3.9247 +2025-05-05 07:45:40,231 - pyskl - INFO - Epoch [35][900/3405] lr: 2.192e-02, eta: 2 days, 0:21:40, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 3.9784, loss: 3.9784 +2025-05-05 07:46:23,736 - pyskl - INFO - Epoch [35][1000/3405] lr: 2.191e-02, eta: 2 days, 0:20:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9500, loss_cls: 3.9970, loss: 3.9970 +2025-05-05 07:47:07,297 - pyskl - INFO - Epoch [35][1100/3405] lr: 2.191e-02, eta: 2 days, 0:20:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9744, loss_cls: 3.7639, loss: 3.7639 +2025-05-05 07:47:50,799 - pyskl - INFO - Epoch [35][1200/3405] lr: 2.190e-02, eta: 2 days, 0:19:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9675, loss_cls: 3.8561, loss: 3.8561 +2025-05-05 07:48:34,328 - pyskl - INFO - Epoch [35][1300/3405] lr: 2.190e-02, eta: 2 days, 0:18:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9594, loss_cls: 3.9558, loss: 3.9558 +2025-05-05 07:49:17,830 - pyskl - INFO - Epoch [35][1400/3405] lr: 2.189e-02, eta: 2 days, 0:17:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 3.8418, loss: 3.8418 +2025-05-05 07:50:01,613 - pyskl - INFO - Epoch [35][1500/3405] lr: 2.189e-02, eta: 2 days, 0:17:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9563, loss_cls: 3.9579, loss: 3.9579 +2025-05-05 07:50:45,162 - pyskl - INFO - Epoch [35][1600/3405] lr: 2.188e-02, eta: 2 days, 0:16:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 3.8844, loss: 3.8844 +2025-05-05 07:51:28,676 - pyskl - INFO - Epoch [35][1700/3405] lr: 2.188e-02, eta: 2 days, 0:15:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9581, loss_cls: 4.0443, loss: 4.0443 +2025-05-05 07:52:12,189 - pyskl - INFO - Epoch [35][1800/3405] lr: 2.187e-02, eta: 2 days, 0:14:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9581, loss_cls: 3.9722, loss: 3.9722 +2025-05-05 07:52:55,752 - pyskl - INFO - Epoch [35][1900/3405] lr: 2.187e-02, eta: 2 days, 0:13:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9537, loss_cls: 3.9076, loss: 3.9076 +2025-05-05 07:53:39,383 - pyskl - INFO - Epoch [35][2000/3405] lr: 2.186e-02, eta: 2 days, 0:13:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9500, loss_cls: 4.0019, loss: 4.0019 +2025-05-05 07:54:22,972 - pyskl - INFO - Epoch [35][2100/3405] lr: 2.186e-02, eta: 2 days, 0:12:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9544, loss_cls: 3.9380, loss: 3.9380 +2025-05-05 07:55:06,464 - pyskl - INFO - Epoch [35][2200/3405] lr: 2.185e-02, eta: 2 days, 0:11:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 4.0037, loss: 4.0037 +2025-05-05 07:55:50,003 - pyskl - INFO - Epoch [35][2300/3405] lr: 2.185e-02, eta: 2 days, 0:10:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9525, loss_cls: 3.8957, loss: 3.8957 +2025-05-05 07:56:33,671 - pyskl - INFO - Epoch [35][2400/3405] lr: 2.184e-02, eta: 2 days, 0:10:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 3.8145, loss: 3.8145 +2025-05-05 07:57:17,227 - pyskl - INFO - Epoch [35][2500/3405] lr: 2.184e-02, eta: 2 days, 0:09:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 3.8316, loss: 3.8316 +2025-05-05 07:58:00,721 - pyskl - INFO - Epoch [35][2600/3405] lr: 2.183e-02, eta: 2 days, 0:08:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9625, loss_cls: 3.8675, loss: 3.8675 +2025-05-05 07:58:44,373 - pyskl - INFO - Epoch [35][2700/3405] lr: 2.183e-02, eta: 2 days, 0:07:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9544, loss_cls: 3.9369, loss: 3.9369 +2025-05-05 07:59:27,980 - pyskl - INFO - Epoch [35][2800/3405] lr: 2.182e-02, eta: 2 days, 0:07:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9563, loss_cls: 3.8562, loss: 3.8562 +2025-05-05 08:00:11,577 - pyskl - INFO - Epoch [35][2900/3405] lr: 2.182e-02, eta: 2 days, 0:06:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9575, loss_cls: 3.9091, loss: 3.9091 +2025-05-05 08:00:55,079 - pyskl - INFO - Epoch [35][3000/3405] lr: 2.181e-02, eta: 2 days, 0:05:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9606, loss_cls: 3.9704, loss: 3.9704 +2025-05-05 08:01:38,650 - pyskl - INFO - Epoch [35][3100/3405] lr: 2.181e-02, eta: 2 days, 0:04:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 3.9157, loss: 3.9157 +2025-05-05 08:02:22,276 - pyskl - INFO - Epoch [35][3200/3405] lr: 2.180e-02, eta: 2 days, 0:03:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9656, loss_cls: 3.9754, loss: 3.9754 +2025-05-05 08:03:05,834 - pyskl - INFO - Epoch [35][3300/3405] lr: 2.179e-02, eta: 2 days, 0:03:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9563, loss_cls: 3.9584, loss: 3.9584 +2025-05-05 08:03:49,311 - pyskl - INFO - Epoch [35][3400/3405] lr: 2.179e-02, eta: 2 days, 0:02:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 3.8505, loss: 3.8505 +2025-05-05 08:03:51,939 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-05-05 08:07:44,830 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 08:07:45,377 - pyskl - INFO - +top1_acc 0.6692 +top5_acc 0.9085 +2025-05-05 08:07:45,405 - pyskl - INFO - Epoch(val) [35][3718] top1_acc: 0.6692, top5_acc: 0.9085 +2025-05-05 08:08:52,682 - pyskl - INFO - Epoch [36][100/3405] lr: 2.178e-02, eta: 2 days, 0:02:47, time: 0.673, data_time: 0.234, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9544, loss_cls: 3.8590, loss: 3.8590 +2025-05-05 08:09:36,370 - pyskl - INFO - Epoch [36][200/3405] lr: 2.178e-02, eta: 2 days, 0:02:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 3.8051, loss: 3.8051 +2025-05-05 08:10:20,067 - pyskl - INFO - Epoch [36][300/3405] lr: 2.177e-02, eta: 2 days, 0:01:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9506, loss_cls: 3.9655, loss: 3.9655 +2025-05-05 08:11:03,584 - pyskl - INFO - Epoch [36][400/3405] lr: 2.177e-02, eta: 2 days, 0:00:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 3.8026, loss: 3.8026 +2025-05-05 08:11:47,132 - pyskl - INFO - Epoch [36][500/3405] lr: 2.176e-02, eta: 1 day, 23:59:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9688, loss_cls: 3.8734, loss: 3.8734 +2025-05-05 08:12:30,629 - pyskl - INFO - Epoch [36][600/3405] lr: 2.176e-02, eta: 1 day, 23:58:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 3.8253, loss: 3.8253 +2025-05-05 08:13:14,246 - pyskl - INFO - Epoch [36][700/3405] lr: 2.175e-02, eta: 1 day, 23:58:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9581, loss_cls: 4.0076, loss: 4.0076 +2025-05-05 08:13:57,933 - pyskl - INFO - Epoch [36][800/3405] lr: 2.175e-02, eta: 1 day, 23:57:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9619, loss_cls: 3.8503, loss: 3.8503 +2025-05-05 08:14:41,566 - pyskl - INFO - Epoch [36][900/3405] lr: 2.174e-02, eta: 1 day, 23:56:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 3.8306, loss: 3.8306 +2025-05-05 08:15:25,370 - pyskl - INFO - Epoch [36][1000/3405] lr: 2.174e-02, eta: 1 day, 23:55:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9644, loss_cls: 3.8620, loss: 3.8620 +2025-05-05 08:16:09,114 - pyskl - INFO - Epoch [36][1100/3405] lr: 2.173e-02, eta: 1 day, 23:55:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 3.8845, loss: 3.8845 +2025-05-05 08:16:52,638 - pyskl - INFO - Epoch [36][1200/3405] lr: 2.173e-02, eta: 1 day, 23:54:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9613, loss_cls: 3.9987, loss: 3.9987 +2025-05-05 08:17:36,055 - pyskl - INFO - Epoch [36][1300/3405] lr: 2.172e-02, eta: 1 day, 23:53:34, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 3.9786, loss: 3.9786 +2025-05-05 08:18:19,504 - pyskl - INFO - Epoch [36][1400/3405] lr: 2.172e-02, eta: 1 day, 23:52:48, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9700, loss_cls: 3.7955, loss: 3.7955 +2025-05-05 08:19:03,207 - pyskl - INFO - Epoch [36][1500/3405] lr: 2.171e-02, eta: 1 day, 23:52:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9606, loss_cls: 3.8223, loss: 3.8223 +2025-05-05 08:19:46,672 - pyskl - INFO - Epoch [36][1600/3405] lr: 2.171e-02, eta: 1 day, 23:51:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9506, loss_cls: 4.0171, loss: 4.0171 +2025-05-05 08:20:30,141 - pyskl - INFO - Epoch [36][1700/3405] lr: 2.170e-02, eta: 1 day, 23:50:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9606, loss_cls: 3.9459, loss: 3.9459 +2025-05-05 08:21:13,601 - pyskl - INFO - Epoch [36][1800/3405] lr: 2.170e-02, eta: 1 day, 23:49:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9637, loss_cls: 3.9353, loss: 3.9353 +2025-05-05 08:21:57,075 - pyskl - INFO - Epoch [36][1900/3405] lr: 2.169e-02, eta: 1 day, 23:48:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 4.0083, loss: 4.0083 +2025-05-05 08:22:40,842 - pyskl - INFO - Epoch [36][2000/3405] lr: 2.169e-02, eta: 1 day, 23:48:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 3.8825, loss: 3.8825 +2025-05-05 08:23:24,571 - pyskl - INFO - Epoch [36][2100/3405] lr: 2.168e-02, eta: 1 day, 23:47:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9675, loss_cls: 3.8712, loss: 3.8712 +2025-05-05 08:24:08,162 - pyskl - INFO - Epoch [36][2200/3405] lr: 2.168e-02, eta: 1 day, 23:46:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.8331, loss: 3.8331 +2025-05-05 08:24:51,790 - pyskl - INFO - Epoch [36][2300/3405] lr: 2.167e-02, eta: 1 day, 23:45:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9631, loss_cls: 3.9639, loss: 3.9639 +2025-05-05 08:25:35,272 - pyskl - INFO - Epoch [36][2400/3405] lr: 2.166e-02, eta: 1 day, 23:45:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9581, loss_cls: 3.9920, loss: 3.9920 +2025-05-05 08:26:18,813 - pyskl - INFO - Epoch [36][2500/3405] lr: 2.166e-02, eta: 1 day, 23:44:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9525, loss_cls: 3.9498, loss: 3.9498 +2025-05-05 08:27:02,465 - pyskl - INFO - Epoch [36][2600/3405] lr: 2.165e-02, eta: 1 day, 23:43:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 3.9006, loss: 3.9006 +2025-05-05 08:27:46,091 - pyskl - INFO - Epoch [36][2700/3405] lr: 2.165e-02, eta: 1 day, 23:42:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9606, loss_cls: 3.8222, loss: 3.8222 +2025-05-05 08:28:29,564 - pyskl - INFO - Epoch [36][2800/3405] lr: 2.164e-02, eta: 1 day, 23:42:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9556, loss_cls: 4.0756, loss: 4.0756 +2025-05-05 08:29:13,072 - pyskl - INFO - Epoch [36][2900/3405] lr: 2.164e-02, eta: 1 day, 23:41:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9525, loss_cls: 3.9849, loss: 3.9849 +2025-05-05 08:29:56,623 - pyskl - INFO - Epoch [36][3000/3405] lr: 2.163e-02, eta: 1 day, 23:40:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 3.9401, loss: 3.9401 +2025-05-05 08:30:40,096 - pyskl - INFO - Epoch [36][3100/3405] lr: 2.163e-02, eta: 1 day, 23:39:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9587, loss_cls: 3.9374, loss: 3.9374 +2025-05-05 08:31:23,691 - pyskl - INFO - Epoch [36][3200/3405] lr: 2.162e-02, eta: 1 day, 23:38:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 3.8502, loss: 3.8502 +2025-05-05 08:32:07,275 - pyskl - INFO - Epoch [36][3300/3405] lr: 2.162e-02, eta: 1 day, 23:38:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9506, loss_cls: 3.8980, loss: 3.8980 +2025-05-05 08:32:50,803 - pyskl - INFO - Epoch [36][3400/3405] lr: 2.161e-02, eta: 1 day, 23:37:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9613, loss_cls: 3.9513, loss: 3.9513 +2025-05-05 08:32:53,372 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-05-05 08:36:46,100 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 08:36:46,652 - pyskl - INFO - +top1_acc 0.7274 +top5_acc 0.9345 +2025-05-05 08:36:46,675 - pyskl - INFO - Epoch(val) [36][3718] top1_acc: 0.7274, top5_acc: 0.9345 +2025-05-05 08:37:52,890 - pyskl - INFO - Epoch [37][100/3405] lr: 2.161e-02, eta: 1 day, 23:37:42, time: 0.662, data_time: 0.228, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 3.7990, loss: 3.7990 +2025-05-05 08:38:36,308 - pyskl - INFO - Epoch [37][200/3405] lr: 2.160e-02, eta: 1 day, 23:36:55, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9669, loss_cls: 3.8375, loss: 3.8375 +2025-05-05 08:39:19,690 - pyskl - INFO - Epoch [37][300/3405] lr: 2.160e-02, eta: 1 day, 23:36:08, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9663, loss_cls: 3.8858, loss: 3.8858 +2025-05-05 08:40:03,160 - pyskl - INFO - Epoch [37][400/3405] lr: 2.159e-02, eta: 1 day, 23:35:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9581, loss_cls: 3.9833, loss: 3.9833 +2025-05-05 08:40:46,633 - pyskl - INFO - Epoch [37][500/3405] lr: 2.159e-02, eta: 1 day, 23:34:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 3.8500, loss: 3.8500 +2025-05-05 08:41:30,121 - pyskl - INFO - Epoch [37][600/3405] lr: 2.158e-02, eta: 1 day, 23:33:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9575, loss_cls: 3.7942, loss: 3.7942 +2025-05-05 08:42:13,592 - pyskl - INFO - Epoch [37][700/3405] lr: 2.158e-02, eta: 1 day, 23:33:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 3.8274, loss: 3.8274 +2025-05-05 08:42:57,093 - pyskl - INFO - Epoch [37][800/3405] lr: 2.157e-02, eta: 1 day, 23:32:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9525, loss_cls: 3.8927, loss: 3.8927 +2025-05-05 08:43:40,513 - pyskl - INFO - Epoch [37][900/3405] lr: 2.156e-02, eta: 1 day, 23:31:30, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9569, loss_cls: 3.8908, loss: 3.8908 +2025-05-05 08:44:24,017 - pyskl - INFO - Epoch [37][1000/3405] lr: 2.156e-02, eta: 1 day, 23:30:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 3.9029, loss: 3.9029 +2025-05-05 08:45:07,607 - pyskl - INFO - Epoch [37][1100/3405] lr: 2.155e-02, eta: 1 day, 23:29:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9481, loss_cls: 3.9086, loss: 3.9086 +2025-05-05 08:45:51,045 - pyskl - INFO - Epoch [37][1200/3405] lr: 2.155e-02, eta: 1 day, 23:29:11, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9594, loss_cls: 3.8418, loss: 3.8418 +2025-05-05 08:46:34,506 - pyskl - INFO - Epoch [37][1300/3405] lr: 2.154e-02, eta: 1 day, 23:28:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 3.7844, loss: 3.7844 +2025-05-05 08:47:17,946 - pyskl - INFO - Epoch [37][1400/3405] lr: 2.154e-02, eta: 1 day, 23:27:38, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9594, loss_cls: 3.9728, loss: 3.9728 +2025-05-05 08:48:01,386 - pyskl - INFO - Epoch [37][1500/3405] lr: 2.153e-02, eta: 1 day, 23:26:52, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9650, loss_cls: 3.8033, loss: 3.8033 +2025-05-05 08:48:44,850 - pyskl - INFO - Epoch [37][1600/3405] lr: 2.153e-02, eta: 1 day, 23:26:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9650, loss_cls: 3.8261, loss: 3.8261 +2025-05-05 08:49:28,418 - pyskl - INFO - Epoch [37][1700/3405] lr: 2.152e-02, eta: 1 day, 23:25:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 3.9421, loss: 3.9421 +2025-05-05 08:50:11,888 - pyskl - INFO - Epoch [37][1800/3405] lr: 2.152e-02, eta: 1 day, 23:24:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9619, loss_cls: 3.8212, loss: 3.8212 +2025-05-05 08:50:55,386 - pyskl - INFO - Epoch [37][1900/3405] lr: 2.151e-02, eta: 1 day, 23:23:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9563, loss_cls: 3.9560, loss: 3.9560 +2025-05-05 08:51:39,030 - pyskl - INFO - Epoch [37][2000/3405] lr: 2.151e-02, eta: 1 day, 23:23:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9550, loss_cls: 3.8736, loss: 3.8736 +2025-05-05 08:52:22,554 - pyskl - INFO - Epoch [37][2100/3405] lr: 2.150e-02, eta: 1 day, 23:22:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 3.9285, loss: 3.9285 +2025-05-05 08:53:06,047 - pyskl - INFO - Epoch [37][2200/3405] lr: 2.150e-02, eta: 1 day, 23:21:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9625, loss_cls: 3.9802, loss: 3.9802 +2025-05-05 08:53:49,470 - pyskl - INFO - Epoch [37][2300/3405] lr: 2.149e-02, eta: 1 day, 23:20:42, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 4.0064, loss: 4.0064 +2025-05-05 08:54:32,832 - pyskl - INFO - Epoch [37][2400/3405] lr: 2.148e-02, eta: 1 day, 23:19:55, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9569, loss_cls: 3.9807, loss: 3.9807 +2025-05-05 08:55:16,244 - pyskl - INFO - Epoch [37][2500/3405] lr: 2.148e-02, eta: 1 day, 23:19:09, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9625, loss_cls: 3.9124, loss: 3.9124 +2025-05-05 08:55:59,616 - pyskl - INFO - Epoch [37][2600/3405] lr: 2.147e-02, eta: 1 day, 23:18:22, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9675, loss_cls: 3.7976, loss: 3.7976 +2025-05-05 08:56:43,019 - pyskl - INFO - Epoch [37][2700/3405] lr: 2.147e-02, eta: 1 day, 23:17:36, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 3.9906, loss: 3.9906 +2025-05-05 08:57:26,462 - pyskl - INFO - Epoch [37][2800/3405] lr: 2.146e-02, eta: 1 day, 23:16:49, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 3.8849, loss: 3.8849 +2025-05-05 08:58:09,943 - pyskl - INFO - Epoch [37][2900/3405] lr: 2.146e-02, eta: 1 day, 23:16:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9531, loss_cls: 4.0182, loss: 4.0182 +2025-05-05 08:58:53,401 - pyskl - INFO - Epoch [37][3000/3405] lr: 2.145e-02, eta: 1 day, 23:15:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9569, loss_cls: 3.9849, loss: 3.9849 +2025-05-05 08:59:36,867 - pyskl - INFO - Epoch [37][3100/3405] lr: 2.145e-02, eta: 1 day, 23:14:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9644, loss_cls: 4.0039, loss: 4.0039 +2025-05-05 09:00:20,283 - pyskl - INFO - Epoch [37][3200/3405] lr: 2.144e-02, eta: 1 day, 23:13:44, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9550, loss_cls: 3.9466, loss: 3.9466 +2025-05-05 09:01:03,708 - pyskl - INFO - Epoch [37][3300/3405] lr: 2.144e-02, eta: 1 day, 23:12:57, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 3.8439, loss: 3.8439 +2025-05-05 09:01:47,102 - pyskl - INFO - Epoch [37][3400/3405] lr: 2.143e-02, eta: 1 day, 23:12:11, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 3.8292, loss: 3.8292 +2025-05-05 09:01:49,709 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-05-05 09:05:42,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 09:05:43,161 - pyskl - INFO - +top1_acc 0.7032 +top5_acc 0.9337 +2025-05-05 09:05:43,186 - pyskl - INFO - Epoch(val) [37][3718] top1_acc: 0.7032, top5_acc: 0.9337 +2025-05-05 09:06:50,555 - pyskl - INFO - Epoch [38][100/3405] lr: 2.143e-02, eta: 1 day, 23:12:29, time: 0.674, data_time: 0.238, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 3.8506, loss: 3.8506 +2025-05-05 09:07:34,074 - pyskl - INFO - Epoch [38][200/3405] lr: 2.142e-02, eta: 1 day, 23:11:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 3.7445, loss: 3.7445 +2025-05-05 09:08:17,620 - pyskl - INFO - Epoch [38][300/3405] lr: 2.141e-02, eta: 1 day, 23:10:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9700, loss_cls: 3.7647, loss: 3.7647 +2025-05-05 09:09:01,168 - pyskl - INFO - Epoch [38][400/3405] lr: 2.141e-02, eta: 1 day, 23:10:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 3.8078, loss: 3.8078 +2025-05-05 09:09:44,737 - pyskl - INFO - Epoch [38][500/3405] lr: 2.140e-02, eta: 1 day, 23:09:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 3.7993, loss: 3.7993 +2025-05-05 09:10:28,265 - pyskl - INFO - Epoch [38][600/3405] lr: 2.140e-02, eta: 1 day, 23:08:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 3.8579, loss: 3.8579 +2025-05-05 09:11:11,826 - pyskl - INFO - Epoch [38][700/3405] lr: 2.139e-02, eta: 1 day, 23:07:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9669, loss_cls: 3.8461, loss: 3.8461 +2025-05-05 09:11:55,389 - pyskl - INFO - Epoch [38][800/3405] lr: 2.139e-02, eta: 1 day, 23:07:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9663, loss_cls: 3.9628, loss: 3.9628 +2025-05-05 09:12:38,934 - pyskl - INFO - Epoch [38][900/3405] lr: 2.138e-02, eta: 1 day, 23:06:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 3.8226, loss: 3.8226 +2025-05-05 09:13:22,480 - pyskl - INFO - Epoch [38][1000/3405] lr: 2.138e-02, eta: 1 day, 23:05:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 3.8886, loss: 3.8886 +2025-05-05 09:14:05,985 - pyskl - INFO - Epoch [38][1100/3405] lr: 2.137e-02, eta: 1 day, 23:04:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 3.8018, loss: 3.8018 +2025-05-05 09:14:49,605 - pyskl - INFO - Epoch [38][1200/3405] lr: 2.137e-02, eta: 1 day, 23:04:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 3.9192, loss: 3.9192 +2025-05-05 09:15:33,220 - pyskl - INFO - Epoch [38][1300/3405] lr: 2.136e-02, eta: 1 day, 23:03:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9613, loss_cls: 3.9315, loss: 3.9315 +2025-05-05 09:16:16,837 - pyskl - INFO - Epoch [38][1400/3405] lr: 2.136e-02, eta: 1 day, 23:02:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 3.9033, loss: 3.9033 +2025-05-05 09:17:00,496 - pyskl - INFO - Epoch [38][1500/3405] lr: 2.135e-02, eta: 1 day, 23:01:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9644, loss_cls: 3.8833, loss: 3.8833 +2025-05-05 09:17:44,209 - pyskl - INFO - Epoch [38][1600/3405] lr: 2.134e-02, eta: 1 day, 23:00:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9537, loss_cls: 4.0409, loss: 4.0409 +2025-05-05 09:18:27,862 - pyskl - INFO - Epoch [38][1700/3405] lr: 2.134e-02, eta: 1 day, 23:00:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9563, loss_cls: 3.9540, loss: 3.9540 +2025-05-05 09:19:11,549 - pyskl - INFO - Epoch [38][1800/3405] lr: 2.133e-02, eta: 1 day, 22:59:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 3.7893, loss: 3.7893 +2025-05-05 09:19:55,104 - pyskl - INFO - Epoch [38][1900/3405] lr: 2.133e-02, eta: 1 day, 22:58:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9475, loss_cls: 3.9694, loss: 3.9694 +2025-05-05 09:20:38,736 - pyskl - INFO - Epoch [38][2000/3405] lr: 2.132e-02, eta: 1 day, 22:57:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 3.8487, loss: 3.8487 +2025-05-05 09:21:22,552 - pyskl - INFO - Epoch [38][2100/3405] lr: 2.132e-02, eta: 1 day, 22:57:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9569, loss_cls: 3.9771, loss: 3.9771 +2025-05-05 09:22:06,256 - pyskl - INFO - Epoch [38][2200/3405] lr: 2.131e-02, eta: 1 day, 22:56:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9587, loss_cls: 3.9235, loss: 3.9235 +2025-05-05 09:22:49,858 - pyskl - INFO - Epoch [38][2300/3405] lr: 2.131e-02, eta: 1 day, 22:55:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9563, loss_cls: 3.8557, loss: 3.8557 +2025-05-05 09:23:33,461 - pyskl - INFO - Epoch [38][2400/3405] lr: 2.130e-02, eta: 1 day, 22:54:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9694, loss_cls: 3.9220, loss: 3.9220 +2025-05-05 09:24:16,939 - pyskl - INFO - Epoch [38][2500/3405] lr: 2.130e-02, eta: 1 day, 22:54:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9587, loss_cls: 3.9576, loss: 3.9576 +2025-05-05 09:25:00,406 - pyskl - INFO - Epoch [38][2600/3405] lr: 2.129e-02, eta: 1 day, 22:53:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 3.9930, loss: 3.9930 +2025-05-05 09:25:43,880 - pyskl - INFO - Epoch [38][2700/3405] lr: 2.128e-02, eta: 1 day, 22:52:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9631, loss_cls: 3.9591, loss: 3.9591 +2025-05-05 09:26:27,273 - pyskl - INFO - Epoch [38][2800/3405] lr: 2.128e-02, eta: 1 day, 22:51:48, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 3.7665, loss: 3.7665 +2025-05-05 09:27:10,793 - pyskl - INFO - Epoch [38][2900/3405] lr: 2.127e-02, eta: 1 day, 22:51:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9587, loss_cls: 3.9033, loss: 3.9033 +2025-05-05 09:27:54,347 - pyskl - INFO - Epoch [38][3000/3405] lr: 2.127e-02, eta: 1 day, 22:50:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9575, loss_cls: 3.7676, loss: 3.7676 +2025-05-05 09:28:37,849 - pyskl - INFO - Epoch [38][3100/3405] lr: 2.126e-02, eta: 1 day, 22:49:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 3.9461, loss: 3.9461 +2025-05-05 09:29:21,435 - pyskl - INFO - Epoch [38][3200/3405] lr: 2.126e-02, eta: 1 day, 22:48:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 3.8259, loss: 3.8259 +2025-05-05 09:30:04,983 - pyskl - INFO - Epoch [38][3300/3405] lr: 2.125e-02, eta: 1 day, 22:47:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9581, loss_cls: 3.8153, loss: 3.8153 +2025-05-05 09:30:48,547 - pyskl - INFO - Epoch [38][3400/3405] lr: 2.125e-02, eta: 1 day, 22:47:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9600, loss_cls: 3.9695, loss: 3.9695 +2025-05-05 09:30:51,180 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-05-05 09:34:43,658 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 09:34:44,217 - pyskl - INFO - +top1_acc 0.7268 +top5_acc 0.9385 +2025-05-05 09:34:44,241 - pyskl - INFO - Epoch(val) [38][3718] top1_acc: 0.7268, top5_acc: 0.9385 +2025-05-05 09:35:51,097 - pyskl - INFO - Epoch [39][100/3405] lr: 2.124e-02, eta: 1 day, 22:47:26, time: 0.668, data_time: 0.231, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9637, loss_cls: 3.8777, loss: 3.8777 +2025-05-05 09:36:34,540 - pyskl - INFO - Epoch [39][200/3405] lr: 2.123e-02, eta: 1 day, 22:46:39, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9650, loss_cls: 3.8418, loss: 3.8418 +2025-05-05 09:37:18,005 - pyskl - INFO - Epoch [39][300/3405] lr: 2.123e-02, eta: 1 day, 22:45:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9669, loss_cls: 3.8732, loss: 3.8732 +2025-05-05 09:38:01,464 - pyskl - INFO - Epoch [39][400/3405] lr: 2.122e-02, eta: 1 day, 22:45:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 3.6962, loss: 3.6962 +2025-05-05 09:38:44,885 - pyskl - INFO - Epoch [39][500/3405] lr: 2.122e-02, eta: 1 day, 22:44:20, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 3.9769, loss: 3.9769 +2025-05-05 09:39:28,324 - pyskl - INFO - Epoch [39][600/3405] lr: 2.121e-02, eta: 1 day, 22:43:34, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9537, loss_cls: 3.8923, loss: 3.8923 +2025-05-05 09:40:11,763 - pyskl - INFO - Epoch [39][700/3405] lr: 2.121e-02, eta: 1 day, 22:42:48, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 3.7518, loss: 3.7518 +2025-05-05 09:40:55,222 - pyskl - INFO - Epoch [39][800/3405] lr: 2.120e-02, eta: 1 day, 22:42:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 3.7679, loss: 3.7679 +2025-05-05 09:41:38,690 - pyskl - INFO - Epoch [39][900/3405] lr: 2.120e-02, eta: 1 day, 22:41:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 3.7912, loss: 3.7912 +2025-05-05 09:42:22,116 - pyskl - INFO - Epoch [39][1000/3405] lr: 2.119e-02, eta: 1 day, 22:40:29, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 3.9206, loss: 3.9206 +2025-05-05 09:43:05,613 - pyskl - INFO - Epoch [39][1100/3405] lr: 2.119e-02, eta: 1 day, 22:39:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 3.8357, loss: 3.8357 +2025-05-05 09:43:49,140 - pyskl - INFO - Epoch [39][1200/3405] lr: 2.118e-02, eta: 1 day, 22:38:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9675, loss_cls: 3.7673, loss: 3.7673 +2025-05-05 09:44:32,649 - pyskl - INFO - Epoch [39][1300/3405] lr: 2.117e-02, eta: 1 day, 22:38:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9625, loss_cls: 3.9278, loss: 3.9278 +2025-05-05 09:45:16,074 - pyskl - INFO - Epoch [39][1400/3405] lr: 2.117e-02, eta: 1 day, 22:37:24, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9475, loss_cls: 3.9133, loss: 3.9133 +2025-05-05 09:45:59,603 - pyskl - INFO - Epoch [39][1500/3405] lr: 2.116e-02, eta: 1 day, 22:36:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 3.8312, loss: 3.8312 +2025-05-05 09:46:43,169 - pyskl - INFO - Epoch [39][1600/3405] lr: 2.116e-02, eta: 1 day, 22:35:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9644, loss_cls: 3.8789, loss: 3.8789 +2025-05-05 09:47:26,772 - pyskl - INFO - Epoch [39][1700/3405] lr: 2.115e-02, eta: 1 day, 22:35:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 3.7651, loss: 3.7651 +2025-05-05 09:48:10,278 - pyskl - INFO - Epoch [39][1800/3405] lr: 2.115e-02, eta: 1 day, 22:34:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9594, loss_cls: 3.7901, loss: 3.7901 +2025-05-05 09:48:53,739 - pyskl - INFO - Epoch [39][1900/3405] lr: 2.114e-02, eta: 1 day, 22:33:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9663, loss_cls: 3.9008, loss: 3.9008 +2025-05-05 09:49:37,171 - pyskl - INFO - Epoch [39][2000/3405] lr: 2.114e-02, eta: 1 day, 22:32:47, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 3.7621, loss: 3.7621 +2025-05-05 09:50:20,694 - pyskl - INFO - Epoch [39][2100/3405] lr: 2.113e-02, eta: 1 day, 22:32:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9563, loss_cls: 3.9462, loss: 3.9462 +2025-05-05 09:51:04,257 - pyskl - INFO - Epoch [39][2200/3405] lr: 2.112e-02, eta: 1 day, 22:31:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9631, loss_cls: 3.7869, loss: 3.7869 +2025-05-05 09:51:47,744 - pyskl - INFO - Epoch [39][2300/3405] lr: 2.112e-02, eta: 1 day, 22:30:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9531, loss_cls: 4.0999, loss: 4.0999 +2025-05-05 09:52:31,237 - pyskl - INFO - Epoch [39][2400/3405] lr: 2.111e-02, eta: 1 day, 22:29:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9513, loss_cls: 4.0580, loss: 4.0580 +2025-05-05 09:53:14,744 - pyskl - INFO - Epoch [39][2500/3405] lr: 2.111e-02, eta: 1 day, 22:28:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9631, loss_cls: 3.9067, loss: 3.9067 +2025-05-05 09:53:58,298 - pyskl - INFO - Epoch [39][2600/3405] lr: 2.110e-02, eta: 1 day, 22:28:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 3.9859, loss: 3.9859 +2025-05-05 09:54:41,823 - pyskl - INFO - Epoch [39][2700/3405] lr: 2.110e-02, eta: 1 day, 22:27:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 3.8773, loss: 3.8773 +2025-05-05 09:55:25,300 - pyskl - INFO - Epoch [39][2800/3405] lr: 2.109e-02, eta: 1 day, 22:26:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 3.8054, loss: 3.8054 +2025-05-05 09:56:08,936 - pyskl - INFO - Epoch [39][2900/3405] lr: 2.109e-02, eta: 1 day, 22:25:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9613, loss_cls: 4.0598, loss: 4.0598 +2025-05-05 09:56:52,489 - pyskl - INFO - Epoch [39][3000/3405] lr: 2.108e-02, eta: 1 day, 22:25:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 3.8277, loss: 3.8277 +2025-05-05 09:57:36,082 - pyskl - INFO - Epoch [39][3100/3405] lr: 2.107e-02, eta: 1 day, 22:24:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9506, loss_cls: 3.9201, loss: 3.9201 +2025-05-05 09:58:19,581 - pyskl - INFO - Epoch [39][3200/3405] lr: 2.107e-02, eta: 1 day, 22:23:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 3.8522, loss: 3.8522 +2025-05-05 09:59:03,170 - pyskl - INFO - Epoch [39][3300/3405] lr: 2.106e-02, eta: 1 day, 22:22:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9569, loss_cls: 3.8524, loss: 3.8524 +2025-05-05 09:59:46,682 - pyskl - INFO - Epoch [39][3400/3405] lr: 2.106e-02, eta: 1 day, 22:22:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9569, loss_cls: 3.9934, loss: 3.9934 +2025-05-05 09:59:49,342 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-05-05 10:03:42,015 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 10:03:42,570 - pyskl - INFO - +top1_acc 0.7423 +top5_acc 0.9348 +2025-05-05 10:03:42,591 - pyskl - INFO - Epoch(val) [39][3718] top1_acc: 0.7423, top5_acc: 0.9348 +2025-05-05 10:04:49,204 - pyskl - INFO - Epoch [40][100/3405] lr: 2.105e-02, eta: 1 day, 22:22:15, time: 0.666, data_time: 0.231, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9650, loss_cls: 3.7591, loss: 3.7591 +2025-05-05 10:05:32,714 - pyskl - INFO - Epoch [40][200/3405] lr: 2.105e-02, eta: 1 day, 22:21:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 3.8118, loss: 3.8118 +2025-05-05 10:06:16,296 - pyskl - INFO - Epoch [40][300/3405] lr: 2.104e-02, eta: 1 day, 22:20:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9675, loss_cls: 3.8232, loss: 3.8232 +2025-05-05 10:06:59,846 - pyskl - INFO - Epoch [40][400/3405] lr: 2.103e-02, eta: 1 day, 22:19:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 3.7749, loss: 3.7749 +2025-05-05 10:07:43,346 - pyskl - INFO - Epoch [40][500/3405] lr: 2.103e-02, eta: 1 day, 22:19:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9700, loss_cls: 3.6540, loss: 3.6540 +2025-05-05 10:08:26,835 - pyskl - INFO - Epoch [40][600/3405] lr: 2.102e-02, eta: 1 day, 22:18:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9669, loss_cls: 3.7998, loss: 3.7998 +2025-05-05 10:09:10,313 - pyskl - INFO - Epoch [40][700/3405] lr: 2.102e-02, eta: 1 day, 22:17:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9700, loss_cls: 3.7968, loss: 3.7968 +2025-05-05 10:09:53,857 - pyskl - INFO - Epoch [40][800/3405] lr: 2.101e-02, eta: 1 day, 22:16:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9606, loss_cls: 3.9391, loss: 3.9391 +2025-05-05 10:10:37,290 - pyskl - INFO - Epoch [40][900/3405] lr: 2.101e-02, eta: 1 day, 22:16:06, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9681, loss_cls: 3.7987, loss: 3.7987 +2025-05-05 10:11:20,784 - pyskl - INFO - Epoch [40][1000/3405] lr: 2.100e-02, eta: 1 day, 22:15:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9525, loss_cls: 3.9600, loss: 3.9600 +2025-05-05 10:12:04,408 - pyskl - INFO - Epoch [40][1100/3405] lr: 2.100e-02, eta: 1 day, 22:14:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 3.7566, loss: 3.7566 +2025-05-05 10:12:47,953 - pyskl - INFO - Epoch [40][1200/3405] lr: 2.099e-02, eta: 1 day, 22:13:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9663, loss_cls: 3.8431, loss: 3.8431 +2025-05-05 10:13:31,453 - pyskl - INFO - Epoch [40][1300/3405] lr: 2.098e-02, eta: 1 day, 22:13:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9663, loss_cls: 3.8086, loss: 3.8086 +2025-05-05 10:14:15,207 - pyskl - INFO - Epoch [40][1400/3405] lr: 2.098e-02, eta: 1 day, 22:12:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 3.8154, loss: 3.8154 +2025-05-05 10:14:58,779 - pyskl - INFO - Epoch [40][1500/3405] lr: 2.097e-02, eta: 1 day, 22:11:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9744, loss_cls: 3.7907, loss: 3.7907 +2025-05-05 10:15:42,297 - pyskl - INFO - Epoch [40][1600/3405] lr: 2.097e-02, eta: 1 day, 22:10:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 3.7285, loss: 3.7285 +2025-05-05 10:16:25,778 - pyskl - INFO - Epoch [40][1700/3405] lr: 2.096e-02, eta: 1 day, 22:09:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9669, loss_cls: 3.7886, loss: 3.7886 +2025-05-05 10:17:09,239 - pyskl - INFO - Epoch [40][1800/3405] lr: 2.096e-02, eta: 1 day, 22:09:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9581, loss_cls: 3.9062, loss: 3.9062 +2025-05-05 10:17:52,603 - pyskl - INFO - Epoch [40][1900/3405] lr: 2.095e-02, eta: 1 day, 22:08:27, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 3.8378, loss: 3.8378 +2025-05-05 10:18:35,757 - pyskl - INFO - Epoch [40][2000/3405] lr: 2.094e-02, eta: 1 day, 22:07:40, time: 0.432, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 3.8109, loss: 3.8109 +2025-05-05 10:19:19,224 - pyskl - INFO - Epoch [40][2100/3405] lr: 2.094e-02, eta: 1 day, 22:06:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9669, loss_cls: 3.8954, loss: 3.8954 +2025-05-05 10:20:02,948 - pyskl - INFO - Epoch [40][2200/3405] lr: 2.093e-02, eta: 1 day, 22:06:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 3.8435, loss: 3.8435 +2025-05-05 10:20:46,429 - pyskl - INFO - Epoch [40][2300/3405] lr: 2.093e-02, eta: 1 day, 22:05:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 3.7703, loss: 3.7703 +2025-05-05 10:21:29,966 - pyskl - INFO - Epoch [40][2400/3405] lr: 2.092e-02, eta: 1 day, 22:04:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 3.9907, loss: 3.9907 +2025-05-05 10:22:13,541 - pyskl - INFO - Epoch [40][2500/3405] lr: 2.092e-02, eta: 1 day, 22:03:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9575, loss_cls: 4.0098, loss: 4.0098 +2025-05-05 10:22:57,134 - pyskl - INFO - Epoch [40][2600/3405] lr: 2.091e-02, eta: 1 day, 22:03:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 3.8916, loss: 3.8916 +2025-05-05 10:23:40,661 - pyskl - INFO - Epoch [40][2700/3405] lr: 2.090e-02, eta: 1 day, 22:02:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9637, loss_cls: 3.9412, loss: 3.9412 +2025-05-05 10:24:24,200 - pyskl - INFO - Epoch [40][2800/3405] lr: 2.090e-02, eta: 1 day, 22:01:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 3.8700, loss: 3.8700 +2025-05-05 10:25:07,650 - pyskl - INFO - Epoch [40][2900/3405] lr: 2.089e-02, eta: 1 day, 22:00:46, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 3.9079, loss: 3.9079 +2025-05-05 10:25:51,181 - pyskl - INFO - Epoch [40][3000/3405] lr: 2.089e-02, eta: 1 day, 22:00:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9656, loss_cls: 3.9505, loss: 3.9505 +2025-05-05 10:26:34,686 - pyskl - INFO - Epoch [40][3100/3405] lr: 2.088e-02, eta: 1 day, 21:59:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9644, loss_cls: 3.8166, loss: 3.8166 +2025-05-05 10:27:18,183 - pyskl - INFO - Epoch [40][3200/3405] lr: 2.088e-02, eta: 1 day, 21:58:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9556, loss_cls: 3.8927, loss: 3.8927 +2025-05-05 10:28:01,739 - pyskl - INFO - Epoch [40][3300/3405] lr: 2.087e-02, eta: 1 day, 21:57:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 3.8941, loss: 3.8941 +2025-05-05 10:28:45,244 - pyskl - INFO - Epoch [40][3400/3405] lr: 2.086e-02, eta: 1 day, 21:56:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9575, loss_cls: 3.8304, loss: 3.8304 +2025-05-05 10:28:47,845 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-05-05 10:32:40,387 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 10:32:40,940 - pyskl - INFO - +top1_acc 0.7156 +top5_acc 0.9320 +2025-05-05 10:32:40,964 - pyskl - INFO - Epoch(val) [40][3718] top1_acc: 0.7156, top5_acc: 0.9320 +2025-05-05 10:33:47,414 - pyskl - INFO - Epoch [41][100/3405] lr: 2.086e-02, eta: 1 day, 21:57:06, time: 0.664, data_time: 0.229, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 3.5408, loss: 3.5408 +2025-05-05 10:34:31,181 - pyskl - INFO - Epoch [41][200/3405] lr: 2.085e-02, eta: 1 day, 21:56:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 3.6235, loss: 3.6235 +2025-05-05 10:35:14,840 - pyskl - INFO - Epoch [41][300/3405] lr: 2.085e-02, eta: 1 day, 21:55:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9637, loss_cls: 3.8209, loss: 3.8209 +2025-05-05 10:35:58,322 - pyskl - INFO - Epoch [41][400/3405] lr: 2.084e-02, eta: 1 day, 21:54:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9712, loss_cls: 3.6831, loss: 3.6831 +2025-05-05 10:36:41,811 - pyskl - INFO - Epoch [41][500/3405] lr: 2.084e-02, eta: 1 day, 21:54:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9688, loss_cls: 3.8365, loss: 3.8365 +2025-05-05 10:37:25,368 - pyskl - INFO - Epoch [41][600/3405] lr: 2.083e-02, eta: 1 day, 21:53:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 3.8317, loss: 3.8317 +2025-05-05 10:38:08,930 - pyskl - INFO - Epoch [41][700/3405] lr: 2.082e-02, eta: 1 day, 21:52:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9625, loss_cls: 3.8296, loss: 3.8296 +2025-05-05 10:38:52,488 - pyskl - INFO - Epoch [41][800/3405] lr: 2.082e-02, eta: 1 day, 21:51:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9631, loss_cls: 3.8606, loss: 3.8606 +2025-05-05 10:39:36,127 - pyskl - INFO - Epoch [41][900/3405] lr: 2.081e-02, eta: 1 day, 21:50:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9656, loss_cls: 3.8645, loss: 3.8645 +2025-05-05 10:40:19,996 - pyskl - INFO - Epoch [41][1000/3405] lr: 2.081e-02, eta: 1 day, 21:50:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 3.7269, loss: 3.7269 +2025-05-05 10:41:03,452 - pyskl - INFO - Epoch [41][1100/3405] lr: 2.080e-02, eta: 1 day, 21:49:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9694, loss_cls: 3.8550, loss: 3.8550 +2025-05-05 10:41:46,999 - pyskl - INFO - Epoch [41][1200/3405] lr: 2.080e-02, eta: 1 day, 21:48:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9569, loss_cls: 3.8400, loss: 3.8400 +2025-05-05 10:42:30,462 - pyskl - INFO - Epoch [41][1300/3405] lr: 2.079e-02, eta: 1 day, 21:47:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9675, loss_cls: 3.8541, loss: 3.8541 +2025-05-05 10:43:13,860 - pyskl - INFO - Epoch [41][1400/3405] lr: 2.078e-02, eta: 1 day, 21:47:10, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 3.7972, loss: 3.7972 +2025-05-05 10:43:57,383 - pyskl - INFO - Epoch [41][1500/3405] lr: 2.078e-02, eta: 1 day, 21:46:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 3.8928, loss: 3.8928 +2025-05-05 10:44:40,881 - pyskl - INFO - Epoch [41][1600/3405] lr: 2.077e-02, eta: 1 day, 21:45:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9531, loss_cls: 3.7878, loss: 3.7878 +2025-05-05 10:45:24,432 - pyskl - INFO - Epoch [41][1700/3405] lr: 2.077e-02, eta: 1 day, 21:44:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 3.7463, loss: 3.7463 +2025-05-05 10:46:08,108 - pyskl - INFO - Epoch [41][1800/3405] lr: 2.076e-02, eta: 1 day, 21:44:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9712, loss_cls: 3.7326, loss: 3.7326 +2025-05-05 10:46:51,783 - pyskl - INFO - Epoch [41][1900/3405] lr: 2.076e-02, eta: 1 day, 21:43:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 3.7894, loss: 3.7894 +2025-05-05 10:47:35,199 - pyskl - INFO - Epoch [41][2000/3405] lr: 2.075e-02, eta: 1 day, 21:42:35, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 3.8601, loss: 3.8601 +2025-05-05 10:48:18,886 - pyskl - INFO - Epoch [41][2100/3405] lr: 2.074e-02, eta: 1 day, 21:41:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9575, loss_cls: 3.9024, loss: 3.9024 +2025-05-05 10:49:02,462 - pyskl - INFO - Epoch [41][2200/3405] lr: 2.074e-02, eta: 1 day, 21:41:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 3.8535, loss: 3.8535 +2025-05-05 10:49:46,171 - pyskl - INFO - Epoch [41][2300/3405] lr: 2.073e-02, eta: 1 day, 21:40:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9537, loss_cls: 3.9219, loss: 3.9219 +2025-05-05 10:50:29,672 - pyskl - INFO - Epoch [41][2400/3405] lr: 2.073e-02, eta: 1 day, 21:39:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9569, loss_cls: 3.9096, loss: 3.9096 +2025-05-05 10:51:13,068 - pyskl - INFO - Epoch [41][2500/3405] lr: 2.072e-02, eta: 1 day, 21:38:46, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9481, loss_cls: 4.0438, loss: 4.0438 +2025-05-05 10:51:56,567 - pyskl - INFO - Epoch [41][2600/3405] lr: 2.071e-02, eta: 1 day, 21:38:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 3.8598, loss: 3.8598 +2025-05-05 10:52:39,967 - pyskl - INFO - Epoch [41][2700/3405] lr: 2.071e-02, eta: 1 day, 21:37:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9581, loss_cls: 3.8767, loss: 3.8767 +2025-05-05 10:53:23,380 - pyskl - INFO - Epoch [41][2800/3405] lr: 2.070e-02, eta: 1 day, 21:36:28, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9556, loss_cls: 3.9329, loss: 3.9329 +2025-05-05 10:54:06,835 - pyskl - INFO - Epoch [41][2900/3405] lr: 2.070e-02, eta: 1 day, 21:35:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9675, loss_cls: 3.8865, loss: 3.8865 +2025-05-05 10:54:50,651 - pyskl - INFO - Epoch [41][3000/3405] lr: 2.069e-02, eta: 1 day, 21:34:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9563, loss_cls: 3.8483, loss: 3.8483 +2025-05-05 10:55:34,291 - pyskl - INFO - Epoch [41][3100/3405] lr: 2.069e-02, eta: 1 day, 21:34:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9644, loss_cls: 3.8605, loss: 3.8605 +2025-05-05 10:56:17,990 - pyskl - INFO - Epoch [41][3200/3405] lr: 2.068e-02, eta: 1 day, 21:33:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9606, loss_cls: 3.9352, loss: 3.9352 +2025-05-05 10:57:01,579 - pyskl - INFO - Epoch [41][3300/3405] lr: 2.067e-02, eta: 1 day, 21:32:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 3.8099, loss: 3.8099 +2025-05-05 10:57:45,340 - pyskl - INFO - Epoch [41][3400/3405] lr: 2.067e-02, eta: 1 day, 21:31:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9606, loss_cls: 3.8856, loss: 3.8856 +2025-05-05 10:57:47,923 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-05-05 11:01:40,448 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 11:01:40,999 - pyskl - INFO - +top1_acc 0.7046 +top5_acc 0.9225 +2025-05-05 11:01:41,025 - pyskl - INFO - Epoch(val) [41][3718] top1_acc: 0.7046, top5_acc: 0.9225 +2025-05-05 11:02:47,643 - pyskl - INFO - Epoch [42][100/3405] lr: 2.066e-02, eta: 1 day, 21:32:02, time: 0.666, data_time: 0.230, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9569, loss_cls: 3.9203, loss: 3.9203 +2025-05-05 11:03:31,225 - pyskl - INFO - Epoch [42][200/3405] lr: 2.066e-02, eta: 1 day, 21:31:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 3.8499, loss: 3.8499 +2025-05-05 11:04:14,941 - pyskl - INFO - Epoch [42][300/3405] lr: 2.065e-02, eta: 1 day, 21:30:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 3.8021, loss: 3.8021 +2025-05-05 11:04:58,542 - pyskl - INFO - Epoch [42][400/3405] lr: 2.064e-02, eta: 1 day, 21:29:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 3.8428, loss: 3.8428 +2025-05-05 11:05:42,172 - pyskl - INFO - Epoch [42][500/3405] lr: 2.064e-02, eta: 1 day, 21:28:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 3.7811, loss: 3.7811 +2025-05-05 11:06:25,710 - pyskl - INFO - Epoch [42][600/3405] lr: 2.063e-02, eta: 1 day, 21:28:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9575, loss_cls: 3.7734, loss: 3.7734 +2025-05-05 11:07:09,295 - pyskl - INFO - Epoch [42][700/3405] lr: 2.063e-02, eta: 1 day, 21:27:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 3.7418, loss: 3.7418 +2025-05-05 11:07:52,802 - pyskl - INFO - Epoch [42][800/3405] lr: 2.062e-02, eta: 1 day, 21:26:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9606, loss_cls: 3.8673, loss: 3.8673 +2025-05-05 11:08:36,409 - pyskl - INFO - Epoch [42][900/3405] lr: 2.062e-02, eta: 1 day, 21:25:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9575, loss_cls: 3.8251, loss: 3.8251 +2025-05-05 11:09:20,005 - pyskl - INFO - Epoch [42][1000/3405] lr: 2.061e-02, eta: 1 day, 21:25:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9613, loss_cls: 3.9599, loss: 3.9599 +2025-05-05 11:10:03,491 - pyskl - INFO - Epoch [42][1100/3405] lr: 2.060e-02, eta: 1 day, 21:24:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 3.8194, loss: 3.8194 +2025-05-05 11:10:47,038 - pyskl - INFO - Epoch [42][1200/3405] lr: 2.060e-02, eta: 1 day, 21:23:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9544, loss_cls: 3.7570, loss: 3.7570 +2025-05-05 11:11:30,629 - pyskl - INFO - Epoch [42][1300/3405] lr: 2.059e-02, eta: 1 day, 21:22:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 3.6957, loss: 3.6957 +2025-05-05 11:12:14,193 - pyskl - INFO - Epoch [42][1400/3405] lr: 2.059e-02, eta: 1 day, 21:22:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9569, loss_cls: 3.8151, loss: 3.8151 +2025-05-05 11:12:57,868 - pyskl - INFO - Epoch [42][1500/3405] lr: 2.058e-02, eta: 1 day, 21:21:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9675, loss_cls: 3.8017, loss: 3.8017 +2025-05-05 11:13:41,485 - pyskl - INFO - Epoch [42][1600/3405] lr: 2.057e-02, eta: 1 day, 21:20:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9569, loss_cls: 3.8376, loss: 3.8376 +2025-05-05 11:14:25,029 - pyskl - INFO - Epoch [42][1700/3405] lr: 2.057e-02, eta: 1 day, 21:19:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9719, loss_cls: 3.7634, loss: 3.7634 +2025-05-05 11:15:08,651 - pyskl - INFO - Epoch [42][1800/3405] lr: 2.056e-02, eta: 1 day, 21:19:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.7230, loss: 3.7230 +2025-05-05 11:15:52,233 - pyskl - INFO - Epoch [42][1900/3405] lr: 2.056e-02, eta: 1 day, 21:18:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 3.7945, loss: 3.7945 +2025-05-05 11:16:35,961 - pyskl - INFO - Epoch [42][2000/3405] lr: 2.055e-02, eta: 1 day, 21:17:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 3.8375, loss: 3.8375 +2025-05-05 11:17:19,698 - pyskl - INFO - Epoch [42][2100/3405] lr: 2.054e-02, eta: 1 day, 21:16:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 3.8611, loss: 3.8611 +2025-05-05 11:18:03,329 - pyskl - INFO - Epoch [42][2200/3405] lr: 2.054e-02, eta: 1 day, 21:16:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 3.8094, loss: 3.8094 +2025-05-05 11:18:46,906 - pyskl - INFO - Epoch [42][2300/3405] lr: 2.053e-02, eta: 1 day, 21:15:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 3.7560, loss: 3.7560 +2025-05-05 11:19:30,388 - pyskl - INFO - Epoch [42][2400/3405] lr: 2.053e-02, eta: 1 day, 21:14:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 3.7639, loss: 3.7639 +2025-05-05 11:20:13,796 - pyskl - INFO - Epoch [42][2500/3405] lr: 2.052e-02, eta: 1 day, 21:13:45, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 3.8187, loss: 3.8187 +2025-05-05 11:20:57,198 - pyskl - INFO - Epoch [42][2600/3405] lr: 2.052e-02, eta: 1 day, 21:12:59, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9675, loss_cls: 3.8733, loss: 3.8733 +2025-05-05 11:21:40,478 - pyskl - INFO - Epoch [42][2700/3405] lr: 2.051e-02, eta: 1 day, 21:12:12, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9637, loss_cls: 3.8504, loss: 3.8504 +2025-05-05 11:22:23,756 - pyskl - INFO - Epoch [42][2800/3405] lr: 2.050e-02, eta: 1 day, 21:11:26, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9537, loss_cls: 3.9574, loss: 3.9574 +2025-05-05 11:23:07,282 - pyskl - INFO - Epoch [42][2900/3405] lr: 2.050e-02, eta: 1 day, 21:10:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9625, loss_cls: 3.9283, loss: 3.9283 +2025-05-05 11:23:50,661 - pyskl - INFO - Epoch [42][3000/3405] lr: 2.049e-02, eta: 1 day, 21:09:54, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 3.8019, loss: 3.8019 +2025-05-05 11:24:34,139 - pyskl - INFO - Epoch [42][3100/3405] lr: 2.049e-02, eta: 1 day, 21:09:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 3.7329, loss: 3.7329 +2025-05-05 11:25:17,646 - pyskl - INFO - Epoch [42][3200/3405] lr: 2.048e-02, eta: 1 day, 21:08:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9531, loss_cls: 3.8076, loss: 3.8076 +2025-05-05 11:26:01,128 - pyskl - INFO - Epoch [42][3300/3405] lr: 2.047e-02, eta: 1 day, 21:07:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9656, loss_cls: 3.8825, loss: 3.8825 +2025-05-05 11:26:44,623 - pyskl - INFO - Epoch [42][3400/3405] lr: 2.047e-02, eta: 1 day, 21:06:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 3.8197, loss: 3.8197 +2025-05-05 11:26:47,240 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-05-05 11:30:39,820 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 11:30:40,373 - pyskl - INFO - +top1_acc 0.7375 +top5_acc 0.9392 +2025-05-05 11:30:40,395 - pyskl - INFO - Epoch(val) [42][3718] top1_acc: 0.7375, top5_acc: 0.9392 +2025-05-05 11:31:46,997 - pyskl - INFO - Epoch [43][100/3405] lr: 2.046e-02, eta: 1 day, 21:06:56, time: 0.666, data_time: 0.232, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9619, loss_cls: 3.7336, loss: 3.7336 +2025-05-05 11:32:30,346 - pyskl - INFO - Epoch [43][200/3405] lr: 2.046e-02, eta: 1 day, 21:06:09, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 3.7247, loss: 3.7247 +2025-05-05 11:33:13,785 - pyskl - INFO - Epoch [43][300/3405] lr: 2.045e-02, eta: 1 day, 21:05:23, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 3.6942, loss: 3.6942 +2025-05-05 11:33:57,204 - pyskl - INFO - Epoch [43][400/3405] lr: 2.044e-02, eta: 1 day, 21:04:37, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 3.9058, loss: 3.9058 +2025-05-05 11:34:40,642 - pyskl - INFO - Epoch [43][500/3405] lr: 2.044e-02, eta: 1 day, 21:03:51, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 3.6708, loss: 3.6708 +2025-05-05 11:35:24,084 - pyskl - INFO - Epoch [43][600/3405] lr: 2.043e-02, eta: 1 day, 21:03:05, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9738, loss_cls: 3.6989, loss: 3.6989 +2025-05-05 11:36:07,608 - pyskl - INFO - Epoch [43][700/3405] lr: 2.043e-02, eta: 1 day, 21:02:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 3.7702, loss: 3.7702 +2025-05-05 11:36:51,305 - pyskl - INFO - Epoch [43][800/3405] lr: 2.042e-02, eta: 1 day, 21:01:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9669, loss_cls: 3.7553, loss: 3.7553 +2025-05-05 11:37:34,653 - pyskl - INFO - Epoch [43][900/3405] lr: 2.041e-02, eta: 1 day, 21:00:48, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 3.7085, loss: 3.7085 +2025-05-05 11:38:18,093 - pyskl - INFO - Epoch [43][1000/3405] lr: 2.041e-02, eta: 1 day, 21:00:02, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9656, loss_cls: 3.7717, loss: 3.7717 +2025-05-05 11:39:01,549 - pyskl - INFO - Epoch [43][1100/3405] lr: 2.040e-02, eta: 1 day, 20:59:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9581, loss_cls: 3.8525, loss: 3.8525 +2025-05-05 11:39:44,952 - pyskl - INFO - Epoch [43][1200/3405] lr: 2.040e-02, eta: 1 day, 20:58:29, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 3.8203, loss: 3.8203 +2025-05-05 11:40:28,360 - pyskl - INFO - Epoch [43][1300/3405] lr: 2.039e-02, eta: 1 day, 20:57:43, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9681, loss_cls: 3.7830, loss: 3.7830 +2025-05-05 11:41:11,735 - pyskl - INFO - Epoch [43][1400/3405] lr: 2.038e-02, eta: 1 day, 20:56:57, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9619, loss_cls: 3.7584, loss: 3.7584 +2025-05-05 11:41:55,002 - pyskl - INFO - Epoch [43][1500/3405] lr: 2.038e-02, eta: 1 day, 20:56:11, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 3.7486, loss: 3.7486 +2025-05-05 11:42:38,511 - pyskl - INFO - Epoch [43][1600/3405] lr: 2.037e-02, eta: 1 day, 20:55:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 3.8288, loss: 3.8288 +2025-05-05 11:43:22,009 - pyskl - INFO - Epoch [43][1700/3405] lr: 2.037e-02, eta: 1 day, 20:54:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9506, loss_cls: 3.7954, loss: 3.7954 +2025-05-05 11:44:05,339 - pyskl - INFO - Epoch [43][1800/3405] lr: 2.036e-02, eta: 1 day, 20:53:53, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 3.8415, loss: 3.8415 +2025-05-05 11:44:48,825 - pyskl - INFO - Epoch [43][1900/3405] lr: 2.035e-02, eta: 1 day, 20:53:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9537, loss_cls: 3.8301, loss: 3.8301 +2025-05-05 11:45:32,281 - pyskl - INFO - Epoch [43][2000/3405] lr: 2.035e-02, eta: 1 day, 20:52:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9619, loss_cls: 3.8979, loss: 3.8979 +2025-05-05 11:46:15,791 - pyskl - INFO - Epoch [43][2100/3405] lr: 2.034e-02, eta: 1 day, 20:51:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9719, loss_cls: 3.7719, loss: 3.7719 +2025-05-05 11:46:59,280 - pyskl - INFO - Epoch [43][2200/3405] lr: 2.034e-02, eta: 1 day, 20:50:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 3.9157, loss: 3.9157 +2025-05-05 11:47:42,691 - pyskl - INFO - Epoch [43][2300/3405] lr: 2.033e-02, eta: 1 day, 20:50:03, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9531, loss_cls: 3.9606, loss: 3.9606 +2025-05-05 11:48:26,174 - pyskl - INFO - Epoch [43][2400/3405] lr: 2.032e-02, eta: 1 day, 20:49:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.7603, loss: 3.7603 +2025-05-05 11:49:09,828 - pyskl - INFO - Epoch [43][2500/3405] lr: 2.032e-02, eta: 1 day, 20:48:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9575, loss_cls: 3.9297, loss: 3.9297 +2025-05-05 11:49:53,461 - pyskl - INFO - Epoch [43][2600/3405] lr: 2.031e-02, eta: 1 day, 20:47:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9513, loss_cls: 3.7993, loss: 3.7993 +2025-05-05 11:50:36,956 - pyskl - INFO - Epoch [43][2700/3405] lr: 2.031e-02, eta: 1 day, 20:47:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 3.8216, loss: 3.8216 +2025-05-05 11:51:20,412 - pyskl - INFO - Epoch [43][2800/3405] lr: 2.030e-02, eta: 1 day, 20:46:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9650, loss_cls: 3.7859, loss: 3.7859 +2025-05-05 11:52:03,849 - pyskl - INFO - Epoch [43][2900/3405] lr: 2.029e-02, eta: 1 day, 20:45:28, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9631, loss_cls: 3.8778, loss: 3.8778 +2025-05-05 11:52:47,333 - pyskl - INFO - Epoch [43][3000/3405] lr: 2.029e-02, eta: 1 day, 20:44:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 3.7174, loss: 3.7174 +2025-05-05 11:53:30,842 - pyskl - INFO - Epoch [43][3100/3405] lr: 2.028e-02, eta: 1 day, 20:43:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9656, loss_cls: 3.8480, loss: 3.8480 +2025-05-05 11:54:14,439 - pyskl - INFO - Epoch [43][3200/3405] lr: 2.028e-02, eta: 1 day, 20:43:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9644, loss_cls: 3.9959, loss: 3.9959 +2025-05-05 11:54:58,078 - pyskl - INFO - Epoch [43][3300/3405] lr: 2.027e-02, eta: 1 day, 20:42:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9606, loss_cls: 3.8124, loss: 3.8124 +2025-05-05 11:55:41,644 - pyskl - INFO - Epoch [43][3400/3405] lr: 2.026e-02, eta: 1 day, 20:41:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9544, loss_cls: 3.8556, loss: 3.8556 +2025-05-05 11:55:44,225 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-05-05 11:59:36,802 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 11:59:37,360 - pyskl - INFO - +top1_acc 0.7161 +top5_acc 0.9382 +2025-05-05 11:59:37,383 - pyskl - INFO - Epoch(val) [43][3718] top1_acc: 0.7161, top5_acc: 0.9382 +2025-05-05 12:00:44,337 - pyskl - INFO - Epoch [44][100/3405] lr: 2.026e-02, eta: 1 day, 20:41:45, time: 0.669, data_time: 0.235, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 3.7925, loss: 3.7925 +2025-05-05 12:01:27,893 - pyskl - INFO - Epoch [44][200/3405] lr: 2.025e-02, eta: 1 day, 20:40:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.6986, loss: 3.6986 +2025-05-05 12:02:11,461 - pyskl - INFO - Epoch [44][300/3405] lr: 2.025e-02, eta: 1 day, 20:40:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9581, loss_cls: 3.7849, loss: 3.7849 +2025-05-05 12:02:55,038 - pyskl - INFO - Epoch [44][400/3405] lr: 2.024e-02, eta: 1 day, 20:39:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 3.7014, loss: 3.7014 +2025-05-05 12:03:38,520 - pyskl - INFO - Epoch [44][500/3405] lr: 2.023e-02, eta: 1 day, 20:38:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 3.7511, loss: 3.7511 +2025-05-05 12:04:22,428 - pyskl - INFO - Epoch [44][600/3405] lr: 2.023e-02, eta: 1 day, 20:37:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9700, loss_cls: 3.7833, loss: 3.7833 +2025-05-05 12:05:06,024 - pyskl - INFO - Epoch [44][700/3405] lr: 2.022e-02, eta: 1 day, 20:37:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 3.7777, loss: 3.7777 +2025-05-05 12:05:49,811 - pyskl - INFO - Epoch [44][800/3405] lr: 2.022e-02, eta: 1 day, 20:36:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 3.6306, loss: 3.6306 +2025-05-05 12:06:33,446 - pyskl - INFO - Epoch [44][900/3405] lr: 2.021e-02, eta: 1 day, 20:35:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.7289, loss: 3.7289 +2025-05-05 12:07:17,206 - pyskl - INFO - Epoch [44][1000/3405] lr: 2.020e-02, eta: 1 day, 20:34:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9738, loss_cls: 3.7124, loss: 3.7124 +2025-05-05 12:08:00,707 - pyskl - INFO - Epoch [44][1100/3405] lr: 2.020e-02, eta: 1 day, 20:34:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9656, loss_cls: 3.7817, loss: 3.7817 +2025-05-05 12:08:44,202 - pyskl - INFO - Epoch [44][1200/3405] lr: 2.019e-02, eta: 1 day, 20:33:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9625, loss_cls: 3.7122, loss: 3.7122 +2025-05-05 12:09:27,628 - pyskl - INFO - Epoch [44][1300/3405] lr: 2.019e-02, eta: 1 day, 20:32:38, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9706, loss_cls: 3.7340, loss: 3.7340 +2025-05-05 12:10:11,126 - pyskl - INFO - Epoch [44][1400/3405] lr: 2.018e-02, eta: 1 day, 20:31:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9637, loss_cls: 3.6929, loss: 3.6929 +2025-05-05 12:10:54,561 - pyskl - INFO - Epoch [44][1500/3405] lr: 2.017e-02, eta: 1 day, 20:31:06, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 3.7988, loss: 3.7988 +2025-05-05 12:11:38,039 - pyskl - INFO - Epoch [44][1600/3405] lr: 2.017e-02, eta: 1 day, 20:30:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 3.9130, loss: 3.9130 +2025-05-05 12:12:21,582 - pyskl - INFO - Epoch [44][1700/3405] lr: 2.016e-02, eta: 1 day, 20:29:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 3.8003, loss: 3.8003 +2025-05-05 12:13:05,050 - pyskl - INFO - Epoch [44][1800/3405] lr: 2.016e-02, eta: 1 day, 20:28:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9600, loss_cls: 3.8102, loss: 3.8102 +2025-05-05 12:13:48,570 - pyskl - INFO - Epoch [44][1900/3405] lr: 2.015e-02, eta: 1 day, 20:28:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9494, loss_cls: 3.8766, loss: 3.8766 +2025-05-05 12:14:32,145 - pyskl - INFO - Epoch [44][2000/3405] lr: 2.014e-02, eta: 1 day, 20:27:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 3.8794, loss: 3.8794 +2025-05-05 12:15:15,635 - pyskl - INFO - Epoch [44][2100/3405] lr: 2.014e-02, eta: 1 day, 20:26:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9600, loss_cls: 3.8941, loss: 3.8941 +2025-05-05 12:15:59,131 - pyskl - INFO - Epoch [44][2200/3405] lr: 2.013e-02, eta: 1 day, 20:25:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9694, loss_cls: 3.7627, loss: 3.7627 +2025-05-05 12:16:42,629 - pyskl - INFO - Epoch [44][2300/3405] lr: 2.013e-02, eta: 1 day, 20:25:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9619, loss_cls: 3.8998, loss: 3.8998 +2025-05-05 12:17:26,054 - pyskl - INFO - Epoch [44][2400/3405] lr: 2.012e-02, eta: 1 day, 20:24:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 3.7773, loss: 3.7773 +2025-05-05 12:18:09,569 - pyskl - INFO - Epoch [44][2500/3405] lr: 2.011e-02, eta: 1 day, 20:23:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 3.6487, loss: 3.6487 +2025-05-05 12:18:53,082 - pyskl - INFO - Epoch [44][2600/3405] lr: 2.011e-02, eta: 1 day, 20:22:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9569, loss_cls: 3.8441, loss: 3.8441 +2025-05-05 12:19:36,427 - pyskl - INFO - Epoch [44][2700/3405] lr: 2.010e-02, eta: 1 day, 20:21:56, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 3.7546, loss: 3.7546 +2025-05-05 12:20:19,926 - pyskl - INFO - Epoch [44][2800/3405] lr: 2.009e-02, eta: 1 day, 20:21:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9637, loss_cls: 3.9055, loss: 3.9055 +2025-05-05 12:21:03,350 - pyskl - INFO - Epoch [44][2900/3405] lr: 2.009e-02, eta: 1 day, 20:20:24, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9506, loss_cls: 3.8613, loss: 3.8613 +2025-05-05 12:21:46,932 - pyskl - INFO - Epoch [44][3000/3405] lr: 2.008e-02, eta: 1 day, 20:19:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 3.6970, loss: 3.6970 +2025-05-05 12:22:30,208 - pyskl - INFO - Epoch [44][3100/3405] lr: 2.008e-02, eta: 1 day, 20:18:53, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9600, loss_cls: 3.9213, loss: 3.9213 +2025-05-05 12:23:13,582 - pyskl - INFO - Epoch [44][3200/3405] lr: 2.007e-02, eta: 1 day, 20:18:07, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 3.7685, loss: 3.7685 +2025-05-05 12:23:57,234 - pyskl - INFO - Epoch [44][3300/3405] lr: 2.006e-02, eta: 1 day, 20:17:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.5981, loss: 3.5981 +2025-05-05 12:24:40,985 - pyskl - INFO - Epoch [44][3400/3405] lr: 2.006e-02, eta: 1 day, 20:16:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9537, loss_cls: 3.8848, loss: 3.8848 +2025-05-05 12:24:43,575 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-05-05 12:28:36,610 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 12:28:37,167 - pyskl - INFO - +top1_acc 0.7097 +top5_acc 0.9204 +2025-05-05 12:28:37,189 - pyskl - INFO - Epoch(val) [44][3718] top1_acc: 0.7097, top5_acc: 0.9204 +2025-05-05 12:29:43,558 - pyskl - INFO - Epoch [45][100/3405] lr: 2.005e-02, eta: 1 day, 20:16:38, time: 0.664, data_time: 0.228, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9556, loss_cls: 3.7801, loss: 3.7801 +2025-05-05 12:30:27,041 - pyskl - INFO - Epoch [45][200/3405] lr: 2.005e-02, eta: 1 day, 20:15:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 3.7884, loss: 3.7884 +2025-05-05 12:31:10,746 - pyskl - INFO - Epoch [45][300/3405] lr: 2.004e-02, eta: 1 day, 20:15:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 3.7327, loss: 3.7327 +2025-05-05 12:31:54,315 - pyskl - INFO - Epoch [45][400/3405] lr: 2.003e-02, eta: 1 day, 20:14:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9700, loss_cls: 3.6783, loss: 3.6783 +2025-05-05 12:32:37,823 - pyskl - INFO - Epoch [45][500/3405] lr: 2.003e-02, eta: 1 day, 20:13:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9669, loss_cls: 3.7747, loss: 3.7747 +2025-05-05 12:33:21,344 - pyskl - INFO - Epoch [45][600/3405] lr: 2.002e-02, eta: 1 day, 20:12:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 3.8180, loss: 3.8180 +2025-05-05 12:34:04,875 - pyskl - INFO - Epoch [45][700/3405] lr: 2.001e-02, eta: 1 day, 20:12:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9706, loss_cls: 3.7669, loss: 3.7669 +2025-05-05 12:34:48,477 - pyskl - INFO - Epoch [45][800/3405] lr: 2.001e-02, eta: 1 day, 20:11:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 3.6869, loss: 3.6869 +2025-05-05 12:35:32,102 - pyskl - INFO - Epoch [45][900/3405] lr: 2.000e-02, eta: 1 day, 20:10:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9694, loss_cls: 3.6254, loss: 3.6254 +2025-05-05 12:36:15,631 - pyskl - INFO - Epoch [45][1000/3405] lr: 2.000e-02, eta: 1 day, 20:09:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9569, loss_cls: 3.7365, loss: 3.7365 +2025-05-05 12:36:59,197 - pyskl - INFO - Epoch [45][1100/3405] lr: 1.999e-02, eta: 1 day, 20:09:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9669, loss_cls: 3.6533, loss: 3.6533 +2025-05-05 12:37:42,714 - pyskl - INFO - Epoch [45][1200/3405] lr: 1.998e-02, eta: 1 day, 20:08:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 3.8209, loss: 3.8209 +2025-05-05 12:38:26,229 - pyskl - INFO - Epoch [45][1300/3405] lr: 1.998e-02, eta: 1 day, 20:07:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 3.8847, loss: 3.8847 +2025-05-05 12:39:09,757 - pyskl - INFO - Epoch [45][1400/3405] lr: 1.997e-02, eta: 1 day, 20:06:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 3.7507, loss: 3.7507 +2025-05-05 12:39:53,189 - pyskl - INFO - Epoch [45][1500/3405] lr: 1.997e-02, eta: 1 day, 20:05:58, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 3.8260, loss: 3.8260 +2025-05-05 12:40:36,727 - pyskl - INFO - Epoch [45][1600/3405] lr: 1.996e-02, eta: 1 day, 20:05:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 3.8784, loss: 3.8784 +2025-05-05 12:41:20,205 - pyskl - INFO - Epoch [45][1700/3405] lr: 1.995e-02, eta: 1 day, 20:04:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 3.7237, loss: 3.7237 +2025-05-05 12:42:03,796 - pyskl - INFO - Epoch [45][1800/3405] lr: 1.995e-02, eta: 1 day, 20:03:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9619, loss_cls: 3.7484, loss: 3.7484 +2025-05-05 12:42:47,431 - pyskl - INFO - Epoch [45][1900/3405] lr: 1.994e-02, eta: 1 day, 20:02:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 3.7397, loss: 3.7397 +2025-05-05 12:43:31,023 - pyskl - INFO - Epoch [45][2000/3405] lr: 1.993e-02, eta: 1 day, 20:02:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 3.8438, loss: 3.8438 +2025-05-05 12:44:14,540 - pyskl - INFO - Epoch [45][2100/3405] lr: 1.993e-02, eta: 1 day, 20:01:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9531, loss_cls: 3.8835, loss: 3.8835 +2025-05-05 12:44:58,025 - pyskl - INFO - Epoch [45][2200/3405] lr: 1.992e-02, eta: 1 day, 20:00:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9637, loss_cls: 3.8177, loss: 3.8177 +2025-05-05 12:45:41,496 - pyskl - INFO - Epoch [45][2300/3405] lr: 1.992e-02, eta: 1 day, 19:59:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 3.7891, loss: 3.7891 +2025-05-05 12:46:25,021 - pyskl - INFO - Epoch [45][2400/3405] lr: 1.991e-02, eta: 1 day, 19:59:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 3.7224, loss: 3.7224 +2025-05-05 12:47:08,557 - pyskl - INFO - Epoch [45][2500/3405] lr: 1.990e-02, eta: 1 day, 19:58:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9675, loss_cls: 3.7764, loss: 3.7764 +2025-05-05 12:47:52,077 - pyskl - INFO - Epoch [45][2600/3405] lr: 1.990e-02, eta: 1 day, 19:57:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 3.8778, loss: 3.8778 +2025-05-05 12:48:35,558 - pyskl - INFO - Epoch [45][2700/3405] lr: 1.989e-02, eta: 1 day, 19:56:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9463, loss_cls: 3.9129, loss: 3.9129 +2025-05-05 12:49:19,074 - pyskl - INFO - Epoch [45][2800/3405] lr: 1.988e-02, eta: 1 day, 19:56:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9631, loss_cls: 3.8832, loss: 3.8832 +2025-05-05 12:50:02,673 - pyskl - INFO - Epoch [45][2900/3405] lr: 1.988e-02, eta: 1 day, 19:55:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 3.7440, loss: 3.7440 +2025-05-05 12:50:46,564 - pyskl - INFO - Epoch [45][3000/3405] lr: 1.987e-02, eta: 1 day, 19:54:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9481, loss_cls: 3.9969, loss: 3.9969 +2025-05-05 12:51:30,124 - pyskl - INFO - Epoch [45][3100/3405] lr: 1.987e-02, eta: 1 day, 19:53:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 3.8754, loss: 3.8754 +2025-05-05 12:52:13,602 - pyskl - INFO - Epoch [45][3200/3405] lr: 1.986e-02, eta: 1 day, 19:53:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 3.7817, loss: 3.7817 +2025-05-05 12:52:57,112 - pyskl - INFO - Epoch [45][3300/3405] lr: 1.985e-02, eta: 1 day, 19:52:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 3.8212, loss: 3.8212 +2025-05-05 12:53:40,669 - pyskl - INFO - Epoch [45][3400/3405] lr: 1.985e-02, eta: 1 day, 19:51:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9575, loss_cls: 3.8172, loss: 3.8172 +2025-05-05 12:53:43,287 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-05-05 12:57:35,892 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 12:57:36,446 - pyskl - INFO - +top1_acc 0.7374 +top5_acc 0.9403 +2025-05-05 12:57:36,472 - pyskl - INFO - Epoch(val) [45][3718] top1_acc: 0.7374, top5_acc: 0.9403 +2025-05-05 12:58:42,957 - pyskl - INFO - Epoch [46][100/3405] lr: 1.984e-02, eta: 1 day, 19:51:32, time: 0.665, data_time: 0.229, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9700, loss_cls: 3.7489, loss: 3.7489 +2025-05-05 12:59:26,495 - pyskl - INFO - Epoch [46][200/3405] lr: 1.983e-02, eta: 1 day, 19:50:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 3.7451, loss: 3.7451 +2025-05-05 13:00:10,035 - pyskl - INFO - Epoch [46][300/3405] lr: 1.983e-02, eta: 1 day, 19:50:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 3.6337, loss: 3.6337 +2025-05-05 13:00:53,477 - pyskl - INFO - Epoch [46][400/3405] lr: 1.982e-02, eta: 1 day, 19:49:15, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 3.6935, loss: 3.6935 +2025-05-05 13:01:36,896 - pyskl - INFO - Epoch [46][500/3405] lr: 1.982e-02, eta: 1 day, 19:48:29, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 3.6693, loss: 3.6693 +2025-05-05 13:02:20,320 - pyskl - INFO - Epoch [46][600/3405] lr: 1.981e-02, eta: 1 day, 19:47:43, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9694, loss_cls: 3.7409, loss: 3.7409 +2025-05-05 13:03:03,735 - pyskl - INFO - Epoch [46][700/3405] lr: 1.980e-02, eta: 1 day, 19:46:57, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 3.7263, loss: 3.7263 +2025-05-05 13:03:47,178 - pyskl - INFO - Epoch [46][800/3405] lr: 1.980e-02, eta: 1 day, 19:46:11, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 3.8024, loss: 3.8024 +2025-05-05 13:04:30,623 - pyskl - INFO - Epoch [46][900/3405] lr: 1.979e-02, eta: 1 day, 19:45:25, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 3.6170, loss: 3.6170 +2025-05-05 13:05:14,024 - pyskl - INFO - Epoch [46][1000/3405] lr: 1.979e-02, eta: 1 day, 19:44:40, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 3.7945, loss: 3.7945 +2025-05-05 13:05:57,411 - pyskl - INFO - Epoch [46][1100/3405] lr: 1.978e-02, eta: 1 day, 19:43:54, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9600, loss_cls: 3.9250, loss: 3.9250 +2025-05-05 13:06:40,791 - pyskl - INFO - Epoch [46][1200/3405] lr: 1.977e-02, eta: 1 day, 19:43:08, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 3.7665, loss: 3.7665 +2025-05-05 13:07:24,116 - pyskl - INFO - Epoch [46][1300/3405] lr: 1.977e-02, eta: 1 day, 19:42:21, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 3.7227, loss: 3.7227 +2025-05-05 13:08:07,540 - pyskl - INFO - Epoch [46][1400/3405] lr: 1.976e-02, eta: 1 day, 19:41:36, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9637, loss_cls: 3.8940, loss: 3.8940 +2025-05-05 13:08:50,975 - pyskl - INFO - Epoch [46][1500/3405] lr: 1.975e-02, eta: 1 day, 19:40:50, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9744, loss_cls: 3.6104, loss: 3.6104 +2025-05-05 13:09:34,372 - pyskl - INFO - Epoch [46][1600/3405] lr: 1.975e-02, eta: 1 day, 19:40:04, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9631, loss_cls: 3.9026, loss: 3.9026 +2025-05-05 13:10:17,781 - pyskl - INFO - Epoch [46][1700/3405] lr: 1.974e-02, eta: 1 day, 19:39:18, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9600, loss_cls: 3.7630, loss: 3.7630 +2025-05-05 13:11:01,219 - pyskl - INFO - Epoch [46][1800/3405] lr: 1.973e-02, eta: 1 day, 19:38:32, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9719, loss_cls: 3.7290, loss: 3.7290 +2025-05-05 13:11:44,736 - pyskl - INFO - Epoch [46][1900/3405] lr: 1.973e-02, eta: 1 day, 19:37:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 3.7779, loss: 3.7779 +2025-05-05 13:12:28,440 - pyskl - INFO - Epoch [46][2000/3405] lr: 1.972e-02, eta: 1 day, 19:37:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 3.7596, loss: 3.7596 +2025-05-05 13:13:12,215 - pyskl - INFO - Epoch [46][2100/3405] lr: 1.972e-02, eta: 1 day, 19:36:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9631, loss_cls: 3.6704, loss: 3.6704 +2025-05-05 13:13:55,907 - pyskl - INFO - Epoch [46][2200/3405] lr: 1.971e-02, eta: 1 day, 19:35:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9550, loss_cls: 3.8946, loss: 3.8946 +2025-05-05 13:14:39,509 - pyskl - INFO - Epoch [46][2300/3405] lr: 1.970e-02, eta: 1 day, 19:34:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9613, loss_cls: 3.8626, loss: 3.8626 +2025-05-05 13:15:23,025 - pyskl - INFO - Epoch [46][2400/3405] lr: 1.970e-02, eta: 1 day, 19:34:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 3.8125, loss: 3.8125 +2025-05-05 13:16:06,453 - pyskl - INFO - Epoch [46][2500/3405] lr: 1.969e-02, eta: 1 day, 19:33:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9506, loss_cls: 3.9286, loss: 3.9286 +2025-05-05 13:16:49,949 - pyskl - INFO - Epoch [46][2600/3405] lr: 1.968e-02, eta: 1 day, 19:32:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.6730, loss: 3.6730 +2025-05-05 13:17:33,562 - pyskl - INFO - Epoch [46][2700/3405] lr: 1.968e-02, eta: 1 day, 19:31:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9700, loss_cls: 3.7120, loss: 3.7120 +2025-05-05 13:18:17,055 - pyskl - INFO - Epoch [46][2800/3405] lr: 1.967e-02, eta: 1 day, 19:30:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9706, loss_cls: 3.6088, loss: 3.6088 +2025-05-05 13:19:00,583 - pyskl - INFO - Epoch [46][2900/3405] lr: 1.967e-02, eta: 1 day, 19:30:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 3.8496, loss: 3.8496 +2025-05-05 13:19:44,033 - pyskl - INFO - Epoch [46][3000/3405] lr: 1.966e-02, eta: 1 day, 19:29:26, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.5927, loss: 3.5927 +2025-05-05 13:20:27,456 - pyskl - INFO - Epoch [46][3100/3405] lr: 1.965e-02, eta: 1 day, 19:28:40, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 3.7179, loss: 3.7179 +2025-05-05 13:21:10,896 - pyskl - INFO - Epoch [46][3200/3405] lr: 1.965e-02, eta: 1 day, 19:27:54, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 3.7801, loss: 3.7801 +2025-05-05 13:21:54,302 - pyskl - INFO - Epoch [46][3300/3405] lr: 1.964e-02, eta: 1 day, 19:27:08, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 3.8588, loss: 3.8588 +2025-05-05 13:22:37,688 - pyskl - INFO - Epoch [46][3400/3405] lr: 1.963e-02, eta: 1 day, 19:26:22, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9575, loss_cls: 3.9271, loss: 3.9271 +2025-05-05 13:22:40,299 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-05-05 13:26:32,502 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 13:26:33,057 - pyskl - INFO - +top1_acc 0.7386 +top5_acc 0.9398 +2025-05-05 13:26:33,080 - pyskl - INFO - Epoch(val) [46][3718] top1_acc: 0.7386, top5_acc: 0.9398 +2025-05-05 13:27:40,361 - pyskl - INFO - Epoch [47][100/3405] lr: 1.963e-02, eta: 1 day, 19:26:23, time: 0.673, data_time: 0.236, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9738, loss_cls: 3.7595, loss: 3.7595 +2025-05-05 13:28:24,141 - pyskl - INFO - Epoch [47][200/3405] lr: 1.962e-02, eta: 1 day, 19:25:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.6167, loss: 3.6167 +2025-05-05 13:29:07,867 - pyskl - INFO - Epoch [47][300/3405] lr: 1.962e-02, eta: 1 day, 19:24:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 3.7196, loss: 3.7196 +2025-05-05 13:29:51,423 - pyskl - INFO - Epoch [47][400/3405] lr: 1.961e-02, eta: 1 day, 19:24:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 3.6738, loss: 3.6738 +2025-05-05 13:30:35,053 - pyskl - INFO - Epoch [47][500/3405] lr: 1.960e-02, eta: 1 day, 19:23:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 3.6614, loss: 3.6614 +2025-05-05 13:31:18,636 - pyskl - INFO - Epoch [47][600/3405] lr: 1.960e-02, eta: 1 day, 19:22:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 3.8067, loss: 3.8067 +2025-05-05 13:32:02,341 - pyskl - INFO - Epoch [47][700/3405] lr: 1.959e-02, eta: 1 day, 19:21:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9688, loss_cls: 3.7424, loss: 3.7424 +2025-05-05 13:32:46,086 - pyskl - INFO - Epoch [47][800/3405] lr: 1.958e-02, eta: 1 day, 19:21:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9750, loss_cls: 3.7397, loss: 3.7397 +2025-05-05 13:33:29,868 - pyskl - INFO - Epoch [47][900/3405] lr: 1.958e-02, eta: 1 day, 19:20:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9613, loss_cls: 3.7503, loss: 3.7503 +2025-05-05 13:34:13,523 - pyskl - INFO - Epoch [47][1000/3405] lr: 1.957e-02, eta: 1 day, 19:19:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9719, loss_cls: 3.7416, loss: 3.7416 +2025-05-05 13:34:57,362 - pyskl - INFO - Epoch [47][1100/3405] lr: 1.956e-02, eta: 1 day, 19:18:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 3.8670, loss: 3.8670 +2025-05-05 13:35:40,990 - pyskl - INFO - Epoch [47][1200/3405] lr: 1.956e-02, eta: 1 day, 19:18:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9744, loss_cls: 3.7456, loss: 3.7456 +2025-05-05 13:36:24,760 - pyskl - INFO - Epoch [47][1300/3405] lr: 1.955e-02, eta: 1 day, 19:17:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9619, loss_cls: 3.7549, loss: 3.7549 +2025-05-05 13:37:08,438 - pyskl - INFO - Epoch [47][1400/3405] lr: 1.955e-02, eta: 1 day, 19:16:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 3.7440, loss: 3.7440 +2025-05-05 13:37:52,106 - pyskl - INFO - Epoch [47][1500/3405] lr: 1.954e-02, eta: 1 day, 19:15:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 3.8823, loss: 3.8823 +2025-05-05 13:38:35,568 - pyskl - INFO - Epoch [47][1600/3405] lr: 1.953e-02, eta: 1 day, 19:15:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9712, loss_cls: 3.8514, loss: 3.8514 +2025-05-05 13:39:19,024 - pyskl - INFO - Epoch [47][1700/3405] lr: 1.953e-02, eta: 1 day, 19:14:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9637, loss_cls: 3.7618, loss: 3.7618 +2025-05-05 13:40:02,470 - pyskl - INFO - Epoch [47][1800/3405] lr: 1.952e-02, eta: 1 day, 19:13:32, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9650, loss_cls: 3.7039, loss: 3.7039 +2025-05-05 13:40:46,172 - pyskl - INFO - Epoch [47][1900/3405] lr: 1.951e-02, eta: 1 day, 19:12:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 3.7429, loss: 3.7429 +2025-05-05 13:41:29,628 - pyskl - INFO - Epoch [47][2000/3405] lr: 1.951e-02, eta: 1 day, 19:12:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 3.6807, loss: 3.6807 +2025-05-05 13:42:13,322 - pyskl - INFO - Epoch [47][2100/3405] lr: 1.950e-02, eta: 1 day, 19:11:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9688, loss_cls: 3.8108, loss: 3.8108 +2025-05-05 13:42:56,956 - pyskl - INFO - Epoch [47][2200/3405] lr: 1.949e-02, eta: 1 day, 19:10:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 3.6987, loss: 3.6987 +2025-05-05 13:43:40,621 - pyskl - INFO - Epoch [47][2300/3405] lr: 1.949e-02, eta: 1 day, 19:09:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 3.6838, loss: 3.6838 +2025-05-05 13:44:24,251 - pyskl - INFO - Epoch [47][2400/3405] lr: 1.948e-02, eta: 1 day, 19:09:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.6614, loss: 3.6614 +2025-05-05 13:45:07,831 - pyskl - INFO - Epoch [47][2500/3405] lr: 1.948e-02, eta: 1 day, 19:08:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 3.8043, loss: 3.8043 +2025-05-05 13:45:51,244 - pyskl - INFO - Epoch [47][2600/3405] lr: 1.947e-02, eta: 1 day, 19:07:29, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 3.8451, loss: 3.8451 +2025-05-05 13:46:34,825 - pyskl - INFO - Epoch [47][2700/3405] lr: 1.946e-02, eta: 1 day, 19:06:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9675, loss_cls: 3.7411, loss: 3.7411 +2025-05-05 13:47:18,356 - pyskl - INFO - Epoch [47][2800/3405] lr: 1.946e-02, eta: 1 day, 19:05:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9669, loss_cls: 3.7507, loss: 3.7507 +2025-05-05 13:48:01,855 - pyskl - INFO - Epoch [47][2900/3405] lr: 1.945e-02, eta: 1 day, 19:05:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9581, loss_cls: 3.6791, loss: 3.6791 +2025-05-05 13:48:45,389 - pyskl - INFO - Epoch [47][3000/3405] lr: 1.944e-02, eta: 1 day, 19:04:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 3.9395, loss: 3.9395 +2025-05-05 13:49:28,899 - pyskl - INFO - Epoch [47][3100/3405] lr: 1.944e-02, eta: 1 day, 19:03:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 3.7293, loss: 3.7293 +2025-05-05 13:50:12,361 - pyskl - INFO - Epoch [47][3200/3405] lr: 1.943e-02, eta: 1 day, 19:02:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 3.7095, loss: 3.7095 +2025-05-05 13:50:55,853 - pyskl - INFO - Epoch [47][3300/3405] lr: 1.942e-02, eta: 1 day, 19:02:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9575, loss_cls: 3.7222, loss: 3.7222 +2025-05-05 13:51:39,370 - pyskl - INFO - Epoch [47][3400/3405] lr: 1.942e-02, eta: 1 day, 19:01:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 3.7166, loss: 3.7166 +2025-05-05 13:51:41,983 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-05-05 13:55:35,363 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 13:55:35,934 - pyskl - INFO - +top1_acc 0.7430 +top5_acc 0.9367 +2025-05-05 13:55:35,961 - pyskl - INFO - Epoch(val) [47][3718] top1_acc: 0.7430, top5_acc: 0.9367 +2025-05-05 13:56:42,874 - pyskl - INFO - Epoch [48][100/3405] lr: 1.941e-02, eta: 1 day, 19:01:23, time: 0.669, data_time: 0.233, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 3.6088, loss: 3.6088 +2025-05-05 13:57:26,419 - pyskl - INFO - Epoch [48][200/3405] lr: 1.940e-02, eta: 1 day, 19:00:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9694, loss_cls: 3.8048, loss: 3.8048 +2025-05-05 13:58:10,001 - pyskl - INFO - Epoch [48][300/3405] lr: 1.940e-02, eta: 1 day, 18:59:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 3.6741, loss: 3.6741 +2025-05-05 13:58:53,802 - pyskl - INFO - Epoch [48][400/3405] lr: 1.939e-02, eta: 1 day, 18:59:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9681, loss_cls: 3.7023, loss: 3.7023 +2025-05-05 13:59:37,555 - pyskl - INFO - Epoch [48][500/3405] lr: 1.939e-02, eta: 1 day, 18:58:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.7537, loss: 3.7537 +2025-05-05 14:00:21,047 - pyskl - INFO - Epoch [48][600/3405] lr: 1.938e-02, eta: 1 day, 18:57:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 3.6559, loss: 3.6559 +2025-05-05 14:01:04,524 - pyskl - INFO - Epoch [48][700/3405] lr: 1.937e-02, eta: 1 day, 18:56:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 3.5773, loss: 3.5773 +2025-05-05 14:01:47,835 - pyskl - INFO - Epoch [48][800/3405] lr: 1.937e-02, eta: 1 day, 18:56:04, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9731, loss_cls: 3.6837, loss: 3.6837 +2025-05-05 14:02:31,312 - pyskl - INFO - Epoch [48][900/3405] lr: 1.936e-02, eta: 1 day, 18:55:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 3.7009, loss: 3.7009 +2025-05-05 14:03:14,703 - pyskl - INFO - Epoch [48][1000/3405] lr: 1.935e-02, eta: 1 day, 18:54:33, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 3.7698, loss: 3.7698 +2025-05-05 14:03:58,071 - pyskl - INFO - Epoch [48][1100/3405] lr: 1.935e-02, eta: 1 day, 18:53:47, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9600, loss_cls: 3.7427, loss: 3.7427 +2025-05-05 14:04:41,437 - pyskl - INFO - Epoch [48][1200/3405] lr: 1.934e-02, eta: 1 day, 18:53:01, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 3.7817, loss: 3.7817 +2025-05-05 14:05:24,841 - pyskl - INFO - Epoch [48][1300/3405] lr: 1.933e-02, eta: 1 day, 18:52:15, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 3.7707, loss: 3.7707 +2025-05-05 14:06:08,186 - pyskl - INFO - Epoch [48][1400/3405] lr: 1.933e-02, eta: 1 day, 18:51:29, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 3.8206, loss: 3.8206 +2025-05-05 14:06:51,612 - pyskl - INFO - Epoch [48][1500/3405] lr: 1.932e-02, eta: 1 day, 18:50:43, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 3.7042, loss: 3.7042 +2025-05-05 14:07:35,086 - pyskl - INFO - Epoch [48][1600/3405] lr: 1.931e-02, eta: 1 day, 18:49:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 3.7002, loss: 3.7002 +2025-05-05 14:08:18,465 - pyskl - INFO - Epoch [48][1700/3405] lr: 1.931e-02, eta: 1 day, 18:49:12, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9563, loss_cls: 3.7886, loss: 3.7886 +2025-05-05 14:09:01,893 - pyskl - INFO - Epoch [48][1800/3405] lr: 1.930e-02, eta: 1 day, 18:48:26, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.7664, loss: 3.7664 +2025-05-05 14:09:45,159 - pyskl - INFO - Epoch [48][1900/3405] lr: 1.930e-02, eta: 1 day, 18:47:40, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 3.7470, loss: 3.7470 +2025-05-05 14:10:28,396 - pyskl - INFO - Epoch [48][2000/3405] lr: 1.929e-02, eta: 1 day, 18:46:54, time: 0.432, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 3.6583, loss: 3.6583 +2025-05-05 14:11:11,687 - pyskl - INFO - Epoch [48][2100/3405] lr: 1.928e-02, eta: 1 day, 18:46:08, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9637, loss_cls: 3.7030, loss: 3.7030 +2025-05-05 14:11:55,093 - pyskl - INFO - Epoch [48][2200/3405] lr: 1.928e-02, eta: 1 day, 18:45:22, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 3.7820, loss: 3.7820 +2025-05-05 14:12:38,580 - pyskl - INFO - Epoch [48][2300/3405] lr: 1.927e-02, eta: 1 day, 18:44:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9631, loss_cls: 3.7055, loss: 3.7055 +2025-05-05 14:13:22,032 - pyskl - INFO - Epoch [48][2400/3405] lr: 1.926e-02, eta: 1 day, 18:43:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9637, loss_cls: 3.7705, loss: 3.7705 +2025-05-05 14:14:05,484 - pyskl - INFO - Epoch [48][2500/3405] lr: 1.926e-02, eta: 1 day, 18:43:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 3.6428, loss: 3.6428 +2025-05-05 14:14:49,066 - pyskl - INFO - Epoch [48][2600/3405] lr: 1.925e-02, eta: 1 day, 18:42:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 3.7426, loss: 3.7426 +2025-05-05 14:15:32,481 - pyskl - INFO - Epoch [48][2700/3405] lr: 1.924e-02, eta: 1 day, 18:41:34, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9619, loss_cls: 3.9229, loss: 3.9229 +2025-05-05 14:16:15,940 - pyskl - INFO - Epoch [48][2800/3405] lr: 1.924e-02, eta: 1 day, 18:40:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9688, loss_cls: 3.6058, loss: 3.6058 +2025-05-05 14:16:59,326 - pyskl - INFO - Epoch [48][2900/3405] lr: 1.923e-02, eta: 1 day, 18:40:02, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9625, loss_cls: 3.8749, loss: 3.8749 +2025-05-05 14:17:42,736 - pyskl - INFO - Epoch [48][3000/3405] lr: 1.922e-02, eta: 1 day, 18:39:17, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9656, loss_cls: 3.7269, loss: 3.7269 +2025-05-05 14:18:26,139 - pyskl - INFO - Epoch [48][3100/3405] lr: 1.922e-02, eta: 1 day, 18:38:31, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 3.9316, loss: 3.9316 +2025-05-05 14:19:09,537 - pyskl - INFO - Epoch [48][3200/3405] lr: 1.921e-02, eta: 1 day, 18:37:45, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9656, loss_cls: 3.9028, loss: 3.9028 +2025-05-05 14:19:52,988 - pyskl - INFO - Epoch [48][3300/3405] lr: 1.920e-02, eta: 1 day, 18:36:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.6670, loss: 3.6670 +2025-05-05 14:20:36,500 - pyskl - INFO - Epoch [48][3400/3405] lr: 1.920e-02, eta: 1 day, 18:36:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9600, loss_cls: 3.7545, loss: 3.7545 +2025-05-05 14:20:39,125 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-05-05 14:24:31,528 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 14:24:32,084 - pyskl - INFO - +top1_acc 0.7322 +top5_acc 0.9430 +2025-05-05 14:24:32,108 - pyskl - INFO - Epoch(val) [48][3718] top1_acc: 0.7322, top5_acc: 0.9430 +2025-05-05 14:25:38,803 - pyskl - INFO - Epoch [49][100/3405] lr: 1.919e-02, eta: 1 day, 18:36:11, time: 0.667, data_time: 0.232, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.7193, loss: 3.7193 +2025-05-05 14:26:22,621 - pyskl - INFO - Epoch [49][200/3405] lr: 1.918e-02, eta: 1 day, 18:35:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9712, loss_cls: 3.7940, loss: 3.7940 +2025-05-05 14:27:06,396 - pyskl - INFO - Epoch [49][300/3405] lr: 1.918e-02, eta: 1 day, 18:34:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 3.6620, loss: 3.6620 +2025-05-05 14:27:50,121 - pyskl - INFO - Epoch [49][400/3405] lr: 1.917e-02, eta: 1 day, 18:33:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.7080, loss: 3.7080 +2025-05-05 14:28:33,734 - pyskl - INFO - Epoch [49][500/3405] lr: 1.917e-02, eta: 1 day, 18:33:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9613, loss_cls: 3.8109, loss: 3.8109 +2025-05-05 14:29:17,239 - pyskl - INFO - Epoch [49][600/3405] lr: 1.916e-02, eta: 1 day, 18:32:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9744, loss_cls: 3.5864, loss: 3.5864 +2025-05-05 14:30:00,816 - pyskl - INFO - Epoch [49][700/3405] lr: 1.915e-02, eta: 1 day, 18:31:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.6097, loss: 3.6097 +2025-05-05 14:30:44,401 - pyskl - INFO - Epoch [49][800/3405] lr: 1.915e-02, eta: 1 day, 18:30:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9613, loss_cls: 3.7136, loss: 3.7136 +2025-05-05 14:31:28,016 - pyskl - INFO - Epoch [49][900/3405] lr: 1.914e-02, eta: 1 day, 18:30:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.6002, loss: 3.6002 +2025-05-05 14:32:11,605 - pyskl - INFO - Epoch [49][1000/3405] lr: 1.913e-02, eta: 1 day, 18:29:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9613, loss_cls: 3.7703, loss: 3.7703 +2025-05-05 14:32:55,313 - pyskl - INFO - Epoch [49][1100/3405] lr: 1.913e-02, eta: 1 day, 18:28:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.5853, loss: 3.5853 +2025-05-05 14:33:38,757 - pyskl - INFO - Epoch [49][1200/3405] lr: 1.912e-02, eta: 1 day, 18:27:52, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9663, loss_cls: 3.6244, loss: 3.6244 +2025-05-05 14:34:22,364 - pyskl - INFO - Epoch [49][1300/3405] lr: 1.911e-02, eta: 1 day, 18:27:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 3.6929, loss: 3.6929 +2025-05-05 14:35:05,685 - pyskl - INFO - Epoch [49][1400/3405] lr: 1.911e-02, eta: 1 day, 18:26:21, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 3.6601, loss: 3.6601 +2025-05-05 14:35:49,242 - pyskl - INFO - Epoch [49][1500/3405] lr: 1.910e-02, eta: 1 day, 18:25:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 3.7792, loss: 3.7792 +2025-05-05 14:36:32,613 - pyskl - INFO - Epoch [49][1600/3405] lr: 1.909e-02, eta: 1 day, 18:24:50, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 3.7425, loss: 3.7425 +2025-05-05 14:37:16,076 - pyskl - INFO - Epoch [49][1700/3405] lr: 1.909e-02, eta: 1 day, 18:24:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9606, loss_cls: 3.7239, loss: 3.7239 +2025-05-05 14:37:59,524 - pyskl - INFO - Epoch [49][1800/3405] lr: 1.908e-02, eta: 1 day, 18:23:18, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 3.6750, loss: 3.6750 +2025-05-05 14:38:43,023 - pyskl - INFO - Epoch [49][1900/3405] lr: 1.907e-02, eta: 1 day, 18:22:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9625, loss_cls: 3.8215, loss: 3.8215 +2025-05-05 14:39:26,379 - pyskl - INFO - Epoch [49][2000/3405] lr: 1.907e-02, eta: 1 day, 18:21:47, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 3.8769, loss: 3.8769 +2025-05-05 14:40:09,710 - pyskl - INFO - Epoch [49][2100/3405] lr: 1.906e-02, eta: 1 day, 18:21:01, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9681, loss_cls: 3.7442, loss: 3.7442 +2025-05-05 14:40:53,170 - pyskl - INFO - Epoch [49][2200/3405] lr: 1.905e-02, eta: 1 day, 18:20:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9625, loss_cls: 3.7005, loss: 3.7005 +2025-05-05 14:41:36,680 - pyskl - INFO - Epoch [49][2300/3405] lr: 1.905e-02, eta: 1 day, 18:19:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 3.7957, loss: 3.7957 +2025-05-05 14:42:20,163 - pyskl - INFO - Epoch [49][2400/3405] lr: 1.904e-02, eta: 1 day, 18:18:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 3.6844, loss: 3.6844 +2025-05-05 14:43:03,860 - pyskl - INFO - Epoch [49][2500/3405] lr: 1.903e-02, eta: 1 day, 18:17:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 3.6094, loss: 3.6094 +2025-05-05 14:43:47,436 - pyskl - INFO - Epoch [49][2600/3405] lr: 1.903e-02, eta: 1 day, 18:17:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9644, loss_cls: 4.0123, loss: 4.0123 +2025-05-05 14:44:30,932 - pyskl - INFO - Epoch [49][2700/3405] lr: 1.902e-02, eta: 1 day, 18:16:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9706, loss_cls: 3.7647, loss: 3.7647 +2025-05-05 14:45:14,529 - pyskl - INFO - Epoch [49][2800/3405] lr: 1.902e-02, eta: 1 day, 18:15:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9644, loss_cls: 3.8916, loss: 3.8916 +2025-05-05 14:45:58,074 - pyskl - INFO - Epoch [49][2900/3405] lr: 1.901e-02, eta: 1 day, 18:14:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9550, loss_cls: 3.7447, loss: 3.7447 +2025-05-05 14:46:41,593 - pyskl - INFO - Epoch [49][3000/3405] lr: 1.900e-02, eta: 1 day, 18:14:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 3.6600, loss: 3.6600 +2025-05-05 14:47:25,116 - pyskl - INFO - Epoch [49][3100/3405] lr: 1.900e-02, eta: 1 day, 18:13:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 3.7231, loss: 3.7231 +2025-05-05 14:48:08,634 - pyskl - INFO - Epoch [49][3200/3405] lr: 1.899e-02, eta: 1 day, 18:12:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9744, loss_cls: 3.7583, loss: 3.7583 +2025-05-05 14:48:52,164 - pyskl - INFO - Epoch [49][3300/3405] lr: 1.898e-02, eta: 1 day, 18:11:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9575, loss_cls: 3.7079, loss: 3.7079 +2025-05-05 14:49:35,716 - pyskl - INFO - Epoch [49][3400/3405] lr: 1.898e-02, eta: 1 day, 18:11:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 3.7501, loss: 3.7501 +2025-05-05 14:49:38,303 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-05-05 14:53:30,691 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 14:53:31,242 - pyskl - INFO - +top1_acc 0.7509 +top5_acc 0.9442 +2025-05-05 14:53:31,299 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_32.pth was removed +2025-05-05 14:53:32,388 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_49.pth. +2025-05-05 14:53:32,390 - pyskl - INFO - Best top1_acc is 0.7509 at 49 epoch. +2025-05-05 14:53:32,411 - pyskl - INFO - Epoch(val) [49][3718] top1_acc: 0.7509, top5_acc: 0.9442 +2025-05-05 14:54:39,081 - pyskl - INFO - Epoch [50][100/3405] lr: 1.897e-02, eta: 1 day, 18:11:05, time: 0.667, data_time: 0.231, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 3.6065, loss: 3.6065 +2025-05-05 14:55:22,632 - pyskl - INFO - Epoch [50][200/3405] lr: 1.896e-02, eta: 1 day, 18:10:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.5779, loss: 3.5779 +2025-05-05 14:56:06,096 - pyskl - INFO - Epoch [50][300/3405] lr: 1.896e-02, eta: 1 day, 18:09:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9575, loss_cls: 3.8709, loss: 3.8709 +2025-05-05 14:56:49,686 - pyskl - INFO - Epoch [50][400/3405] lr: 1.895e-02, eta: 1 day, 18:08:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 3.8382, loss: 3.8382 +2025-05-05 14:57:33,321 - pyskl - INFO - Epoch [50][500/3405] lr: 1.894e-02, eta: 1 day, 18:08:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9675, loss_cls: 3.8302, loss: 3.8302 +2025-05-05 14:58:17,068 - pyskl - INFO - Epoch [50][600/3405] lr: 1.894e-02, eta: 1 day, 18:07:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9613, loss_cls: 3.7972, loss: 3.7972 +2025-05-05 14:59:00,597 - pyskl - INFO - Epoch [50][700/3405] lr: 1.893e-02, eta: 1 day, 18:06:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 3.7375, loss: 3.7375 +2025-05-05 14:59:44,119 - pyskl - INFO - Epoch [50][800/3405] lr: 1.892e-02, eta: 1 day, 18:05:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9606, loss_cls: 3.8283, loss: 3.8283 +2025-05-05 15:00:27,690 - pyskl - INFO - Epoch [50][900/3405] lr: 1.892e-02, eta: 1 day, 18:05:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9613, loss_cls: 3.7951, loss: 3.7951 +2025-05-05 15:01:11,105 - pyskl - INFO - Epoch [50][1000/3405] lr: 1.891e-02, eta: 1 day, 18:04:17, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.5987, loss: 3.5987 +2025-05-05 15:01:54,576 - pyskl - INFO - Epoch [50][1100/3405] lr: 1.890e-02, eta: 1 day, 18:03:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9600, loss_cls: 3.7568, loss: 3.7568 +2025-05-05 15:02:38,294 - pyskl - INFO - Epoch [50][1200/3405] lr: 1.890e-02, eta: 1 day, 18:02:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 3.6220, loss: 3.6220 +2025-05-05 15:03:21,998 - pyskl - INFO - Epoch [50][1300/3405] lr: 1.889e-02, eta: 1 day, 18:02:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 3.7007, loss: 3.7007 +2025-05-05 15:04:05,535 - pyskl - INFO - Epoch [50][1400/3405] lr: 1.888e-02, eta: 1 day, 18:01:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9725, loss_cls: 3.6565, loss: 3.6565 +2025-05-05 15:04:49,231 - pyskl - INFO - Epoch [50][1500/3405] lr: 1.888e-02, eta: 1 day, 18:00:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 3.6759, loss: 3.6759 +2025-05-05 15:05:32,837 - pyskl - INFO - Epoch [50][1600/3405] lr: 1.887e-02, eta: 1 day, 17:59:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9613, loss_cls: 3.7669, loss: 3.7669 +2025-05-05 15:06:16,457 - pyskl - INFO - Epoch [50][1700/3405] lr: 1.886e-02, eta: 1 day, 17:59:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9637, loss_cls: 3.6695, loss: 3.6695 +2025-05-05 15:06:59,970 - pyskl - INFO - Epoch [50][1800/3405] lr: 1.886e-02, eta: 1 day, 17:58:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 3.6814, loss: 3.6814 +2025-05-05 15:07:43,411 - pyskl - INFO - Epoch [50][1900/3405] lr: 1.885e-02, eta: 1 day, 17:57:28, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9675, loss_cls: 3.7073, loss: 3.7073 +2025-05-05 15:08:26,748 - pyskl - INFO - Epoch [50][2000/3405] lr: 1.884e-02, eta: 1 day, 17:56:43, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9594, loss_cls: 3.7636, loss: 3.7636 +2025-05-05 15:09:10,173 - pyskl - INFO - Epoch [50][2100/3405] lr: 1.884e-02, eta: 1 day, 17:55:57, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 3.5926, loss: 3.5926 +2025-05-05 15:09:53,868 - pyskl - INFO - Epoch [50][2200/3405] lr: 1.883e-02, eta: 1 day, 17:55:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9694, loss_cls: 3.8110, loss: 3.8110 +2025-05-05 15:10:37,739 - pyskl - INFO - Epoch [50][2300/3405] lr: 1.882e-02, eta: 1 day, 17:54:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 3.7523, loss: 3.7523 +2025-05-05 15:11:21,337 - pyskl - INFO - Epoch [50][2400/3405] lr: 1.882e-02, eta: 1 day, 17:53:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 3.6611, loss: 3.6611 +2025-05-05 15:12:04,842 - pyskl - INFO - Epoch [50][2500/3405] lr: 1.881e-02, eta: 1 day, 17:52:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9731, loss_cls: 3.6588, loss: 3.6588 +2025-05-05 15:12:48,381 - pyskl - INFO - Epoch [50][2600/3405] lr: 1.880e-02, eta: 1 day, 17:52:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9619, loss_cls: 3.7340, loss: 3.7340 +2025-05-05 15:13:31,908 - pyskl - INFO - Epoch [50][2700/3405] lr: 1.880e-02, eta: 1 day, 17:51:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9694, loss_cls: 3.7243, loss: 3.7243 +2025-05-05 15:14:15,383 - pyskl - INFO - Epoch [50][2800/3405] lr: 1.879e-02, eta: 1 day, 17:50:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9738, loss_cls: 3.6157, loss: 3.6157 +2025-05-05 15:14:58,901 - pyskl - INFO - Epoch [50][2900/3405] lr: 1.878e-02, eta: 1 day, 17:49:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 3.7058, loss: 3.7058 +2025-05-05 15:15:42,388 - pyskl - INFO - Epoch [50][3000/3405] lr: 1.878e-02, eta: 1 day, 17:49:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9625, loss_cls: 3.8111, loss: 3.8111 +2025-05-05 15:16:25,922 - pyskl - INFO - Epoch [50][3100/3405] lr: 1.877e-02, eta: 1 day, 17:48:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9606, loss_cls: 3.7429, loss: 3.7429 +2025-05-05 15:17:09,494 - pyskl - INFO - Epoch [50][3200/3405] lr: 1.876e-02, eta: 1 day, 17:47:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 3.7040, loss: 3.7040 +2025-05-05 15:17:52,900 - pyskl - INFO - Epoch [50][3300/3405] lr: 1.876e-02, eta: 1 day, 17:46:52, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 3.6847, loss: 3.6847 +2025-05-05 15:18:36,301 - pyskl - INFO - Epoch [50][3400/3405] lr: 1.875e-02, eta: 1 day, 17:46:07, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 3.7233, loss: 3.7233 +2025-05-05 15:18:38,921 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-05-05 15:22:31,720 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 15:22:32,266 - pyskl - INFO - +top1_acc 0.7579 +top5_acc 0.9486 +2025-05-05 15:22:32,321 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_49.pth was removed +2025-05-05 15:22:33,423 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. +2025-05-05 15:22:33,425 - pyskl - INFO - Best top1_acc is 0.7579 at 50 epoch. +2025-05-05 15:22:33,445 - pyskl - INFO - Epoch(val) [50][3718] top1_acc: 0.7579, top5_acc: 0.9486 +2025-05-05 15:23:40,260 - pyskl - INFO - Epoch [51][100/3405] lr: 1.874e-02, eta: 1 day, 17:46:01, time: 0.668, data_time: 0.231, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9725, loss_cls: 3.5681, loss: 3.5681 +2025-05-05 15:24:23,954 - pyskl - INFO - Epoch [51][200/3405] lr: 1.874e-02, eta: 1 day, 17:45:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 3.5269, loss: 3.5269 +2025-05-05 15:25:07,762 - pyskl - INFO - Epoch [51][300/3405] lr: 1.873e-02, eta: 1 day, 17:44:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9606, loss_cls: 3.6463, loss: 3.6463 +2025-05-05 15:25:51,362 - pyskl - INFO - Epoch [51][400/3405] lr: 1.872e-02, eta: 1 day, 17:43:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 3.7051, loss: 3.7051 +2025-05-05 15:26:34,852 - pyskl - INFO - Epoch [51][500/3405] lr: 1.872e-02, eta: 1 day, 17:43:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.5631, loss: 3.5631 +2025-05-05 15:27:18,478 - pyskl - INFO - Epoch [51][600/3405] lr: 1.871e-02, eta: 1 day, 17:42:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 3.7402, loss: 3.7402 +2025-05-05 15:28:01,861 - pyskl - INFO - Epoch [51][700/3405] lr: 1.870e-02, eta: 1 day, 17:41:29, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9694, loss_cls: 3.7713, loss: 3.7713 +2025-05-05 15:28:45,391 - pyskl - INFO - Epoch [51][800/3405] lr: 1.870e-02, eta: 1 day, 17:40:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9731, loss_cls: 3.6264, loss: 3.6264 +2025-05-05 15:29:28,965 - pyskl - INFO - Epoch [51][900/3405] lr: 1.869e-02, eta: 1 day, 17:39:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9681, loss_cls: 3.7693, loss: 3.7693 +2025-05-05 15:30:12,618 - pyskl - INFO - Epoch [51][1000/3405] lr: 1.868e-02, eta: 1 day, 17:39:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9681, loss_cls: 3.6926, loss: 3.6926 +2025-05-05 15:30:56,127 - pyskl - INFO - Epoch [51][1100/3405] lr: 1.868e-02, eta: 1 day, 17:38:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 3.8104, loss: 3.8104 +2025-05-05 15:31:39,629 - pyskl - INFO - Epoch [51][1200/3405] lr: 1.867e-02, eta: 1 day, 17:37:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 3.6864, loss: 3.6864 +2025-05-05 15:32:23,206 - pyskl - INFO - Epoch [51][1300/3405] lr: 1.866e-02, eta: 1 day, 17:36:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 3.6677, loss: 3.6677 +2025-05-05 15:33:06,729 - pyskl - INFO - Epoch [51][1400/3405] lr: 1.866e-02, eta: 1 day, 17:36:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 3.7773, loss: 3.7773 +2025-05-05 15:33:50,286 - pyskl - INFO - Epoch [51][1500/3405] lr: 1.865e-02, eta: 1 day, 17:35:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9637, loss_cls: 3.7408, loss: 3.7408 +2025-05-05 15:34:33,826 - pyskl - INFO - Epoch [51][1600/3405] lr: 1.864e-02, eta: 1 day, 17:34:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 3.7902, loss: 3.7902 +2025-05-05 15:35:17,401 - pyskl - INFO - Epoch [51][1700/3405] lr: 1.864e-02, eta: 1 day, 17:33:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 3.7319, loss: 3.7319 +2025-05-05 15:36:00,973 - pyskl - INFO - Epoch [51][1800/3405] lr: 1.863e-02, eta: 1 day, 17:33:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9725, loss_cls: 3.6315, loss: 3.6315 +2025-05-05 15:36:44,445 - pyskl - INFO - Epoch [51][1900/3405] lr: 1.862e-02, eta: 1 day, 17:32:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.7454, loss: 3.7454 +2025-05-05 15:37:27,981 - pyskl - INFO - Epoch [51][2000/3405] lr: 1.862e-02, eta: 1 day, 17:31:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9688, loss_cls: 3.7636, loss: 3.7636 +2025-05-05 15:38:11,720 - pyskl - INFO - Epoch [51][2100/3405] lr: 1.861e-02, eta: 1 day, 17:30:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9669, loss_cls: 3.7793, loss: 3.7793 +2025-05-05 15:38:55,209 - pyskl - INFO - Epoch [51][2200/3405] lr: 1.860e-02, eta: 1 day, 17:30:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 3.6869, loss: 3.6869 +2025-05-05 15:39:38,817 - pyskl - INFO - Epoch [51][2300/3405] lr: 1.860e-02, eta: 1 day, 17:29:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 3.5750, loss: 3.5750 +2025-05-05 15:40:22,404 - pyskl - INFO - Epoch [51][2400/3405] lr: 1.859e-02, eta: 1 day, 17:28:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 3.5662, loss: 3.5662 +2025-05-05 15:41:05,899 - pyskl - INFO - Epoch [51][2500/3405] lr: 1.858e-02, eta: 1 day, 17:27:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 3.6054, loss: 3.6054 +2025-05-05 15:41:49,375 - pyskl - INFO - Epoch [51][2600/3405] lr: 1.858e-02, eta: 1 day, 17:27:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 3.7251, loss: 3.7251 +2025-05-05 15:42:32,851 - pyskl - INFO - Epoch [51][2700/3405] lr: 1.857e-02, eta: 1 day, 17:26:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 3.7332, loss: 3.7332 +2025-05-05 15:43:16,185 - pyskl - INFO - Epoch [51][2800/3405] lr: 1.856e-02, eta: 1 day, 17:25:36, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 3.7240, loss: 3.7240 +2025-05-05 15:43:59,649 - pyskl - INFO - Epoch [51][2900/3405] lr: 1.856e-02, eta: 1 day, 17:24:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 3.7797, loss: 3.7797 +2025-05-05 15:44:43,071 - pyskl - INFO - Epoch [51][3000/3405] lr: 1.855e-02, eta: 1 day, 17:24:05, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9700, loss_cls: 3.7195, loss: 3.7195 +2025-05-05 15:45:26,551 - pyskl - INFO - Epoch [51][3100/3405] lr: 1.854e-02, eta: 1 day, 17:23:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9569, loss_cls: 3.7481, loss: 3.7481 +2025-05-05 15:46:09,886 - pyskl - INFO - Epoch [51][3200/3405] lr: 1.854e-02, eta: 1 day, 17:22:34, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9550, loss_cls: 3.7924, loss: 3.7924 +2025-05-05 15:46:53,335 - pyskl - INFO - Epoch [51][3300/3405] lr: 1.853e-02, eta: 1 day, 17:21:48, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9506, loss_cls: 3.8546, loss: 3.8546 +2025-05-05 15:47:36,799 - pyskl - INFO - Epoch [51][3400/3405] lr: 1.852e-02, eta: 1 day, 17:21:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 3.6982, loss: 3.6982 +2025-05-05 15:47:39,385 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-05-05 15:51:31,851 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 15:51:32,406 - pyskl - INFO - +top1_acc 0.7662 +top5_acc 0.9492 +2025-05-05 15:51:32,467 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_50.pth was removed +2025-05-05 15:51:33,604 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_51.pth. +2025-05-05 15:51:33,606 - pyskl - INFO - Best top1_acc is 0.7662 at 51 epoch. +2025-05-05 15:51:33,630 - pyskl - INFO - Epoch(val) [51][3718] top1_acc: 0.7662, top5_acc: 0.9492 +2025-05-05 15:52:40,074 - pyskl - INFO - Epoch [52][100/3405] lr: 1.852e-02, eta: 1 day, 17:20:55, time: 0.664, data_time: 0.231, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 3.5434, loss: 3.5434 +2025-05-05 15:53:23,470 - pyskl - INFO - Epoch [52][200/3405] lr: 1.851e-02, eta: 1 day, 17:20:09, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 3.6041, loss: 3.6041 +2025-05-05 15:54:06,923 - pyskl - INFO - Epoch [52][300/3405] lr: 1.850e-02, eta: 1 day, 17:19:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 3.6020, loss: 3.6020 +2025-05-05 15:54:50,419 - pyskl - INFO - Epoch [52][400/3405] lr: 1.850e-02, eta: 1 day, 17:18:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 3.7044, loss: 3.7044 +2025-05-05 15:55:33,893 - pyskl - INFO - Epoch [52][500/3405] lr: 1.849e-02, eta: 1 day, 17:17:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 3.6208, loss: 3.6208 +2025-05-05 15:56:17,322 - pyskl - INFO - Epoch [52][600/3405] lr: 1.848e-02, eta: 1 day, 17:17:07, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.5869, loss: 3.5869 +2025-05-05 15:57:00,818 - pyskl - INFO - Epoch [52][700/3405] lr: 1.847e-02, eta: 1 day, 17:16:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 3.6500, loss: 3.6500 +2025-05-05 15:57:44,237 - pyskl - INFO - Epoch [52][800/3405] lr: 1.847e-02, eta: 1 day, 17:15:36, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.6141, loss: 3.6141 +2025-05-05 15:58:28,071 - pyskl - INFO - Epoch [52][900/3405] lr: 1.846e-02, eta: 1 day, 17:14:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 3.7202, loss: 3.7202 +2025-05-05 15:59:11,919 - pyskl - INFO - Epoch [52][1000/3405] lr: 1.845e-02, eta: 1 day, 17:14:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 3.7848, loss: 3.7848 +2025-05-05 15:59:55,536 - pyskl - INFO - Epoch [52][1100/3405] lr: 1.845e-02, eta: 1 day, 17:13:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.6268, loss: 3.6268 +2025-05-05 16:00:39,206 - pyskl - INFO - Epoch [52][1200/3405] lr: 1.844e-02, eta: 1 day, 17:12:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.5273, loss: 3.5273 +2025-05-05 16:01:22,851 - pyskl - INFO - Epoch [52][1300/3405] lr: 1.843e-02, eta: 1 day, 17:11:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9719, loss_cls: 3.7193, loss: 3.7193 +2025-05-05 16:02:06,467 - pyskl - INFO - Epoch [52][1400/3405] lr: 1.843e-02, eta: 1 day, 17:11:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.5881, loss: 3.5881 +2025-05-05 16:02:50,111 - pyskl - INFO - Epoch [52][1500/3405] lr: 1.842e-02, eta: 1 day, 17:10:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 3.6232, loss: 3.6232 +2025-05-05 16:03:33,612 - pyskl - INFO - Epoch [52][1600/3405] lr: 1.841e-02, eta: 1 day, 17:09:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9756, loss_cls: 3.5578, loss: 3.5578 +2025-05-05 16:04:17,340 - pyskl - INFO - Epoch [52][1700/3405] lr: 1.841e-02, eta: 1 day, 17:08:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9544, loss_cls: 3.5822, loss: 3.5822 +2025-05-05 16:05:01,054 - pyskl - INFO - Epoch [52][1800/3405] lr: 1.840e-02, eta: 1 day, 17:08:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 3.5798, loss: 3.5798 +2025-05-05 16:05:44,533 - pyskl - INFO - Epoch [52][1900/3405] lr: 1.839e-02, eta: 1 day, 17:07:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.6196, loss: 3.6196 +2025-05-05 16:06:28,109 - pyskl - INFO - Epoch [52][2000/3405] lr: 1.839e-02, eta: 1 day, 17:06:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9650, loss_cls: 3.7647, loss: 3.7647 +2025-05-05 16:07:11,630 - pyskl - INFO - Epoch [52][2100/3405] lr: 1.838e-02, eta: 1 day, 17:05:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 3.7597, loss: 3.7597 +2025-05-05 16:07:55,124 - pyskl - INFO - Epoch [52][2200/3405] lr: 1.837e-02, eta: 1 day, 17:05:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9706, loss_cls: 3.6674, loss: 3.6674 +2025-05-05 16:08:38,687 - pyskl - INFO - Epoch [52][2300/3405] lr: 1.837e-02, eta: 1 day, 17:04:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9619, loss_cls: 3.7532, loss: 3.7532 +2025-05-05 16:09:22,345 - pyskl - INFO - Epoch [52][2400/3405] lr: 1.836e-02, eta: 1 day, 17:03:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 3.7587, loss: 3.7587 +2025-05-05 16:10:05,816 - pyskl - INFO - Epoch [52][2500/3405] lr: 1.835e-02, eta: 1 day, 17:02:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9650, loss_cls: 3.6534, loss: 3.6534 +2025-05-05 16:10:49,316 - pyskl - INFO - Epoch [52][2600/3405] lr: 1.835e-02, eta: 1 day, 17:02:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 3.7494, loss: 3.7494 +2025-05-05 16:11:32,834 - pyskl - INFO - Epoch [52][2700/3405] lr: 1.834e-02, eta: 1 day, 17:01:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 3.8070, loss: 3.8070 +2025-05-05 16:12:16,306 - pyskl - INFO - Epoch [52][2800/3405] lr: 1.833e-02, eta: 1 day, 17:00:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9738, loss_cls: 3.6580, loss: 3.6580 +2025-05-05 16:12:59,801 - pyskl - INFO - Epoch [52][2900/3405] lr: 1.833e-02, eta: 1 day, 16:59:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9619, loss_cls: 3.7739, loss: 3.7739 +2025-05-05 16:13:43,300 - pyskl - INFO - Epoch [52][3000/3405] lr: 1.832e-02, eta: 1 day, 16:59:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9587, loss_cls: 3.7934, loss: 3.7934 +2025-05-05 16:14:26,902 - pyskl - INFO - Epoch [52][3100/3405] lr: 1.831e-02, eta: 1 day, 16:58:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9587, loss_cls: 3.7153, loss: 3.7153 +2025-05-05 16:15:10,548 - pyskl - INFO - Epoch [52][3200/3405] lr: 1.831e-02, eta: 1 day, 16:57:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 3.7203, loss: 3.7203 +2025-05-05 16:15:53,965 - pyskl - INFO - Epoch [52][3300/3405] lr: 1.830e-02, eta: 1 day, 16:56:45, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9663, loss_cls: 3.7900, loss: 3.7900 +2025-05-05 16:16:37,318 - pyskl - INFO - Epoch [52][3400/3405] lr: 1.829e-02, eta: 1 day, 16:55:59, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.7227, loss: 3.7227 +2025-05-05 16:16:39,930 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-05-05 16:20:32,333 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 16:20:32,891 - pyskl - INFO - +top1_acc 0.7524 +top5_acc 0.9450 +2025-05-05 16:20:32,913 - pyskl - INFO - Epoch(val) [52][3718] top1_acc: 0.7524, top5_acc: 0.9450 +2025-05-05 16:21:40,336 - pyskl - INFO - Epoch [53][100/3405] lr: 1.828e-02, eta: 1 day, 16:55:52, time: 0.674, data_time: 0.239, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 3.5390, loss: 3.5390 +2025-05-05 16:22:23,832 - pyskl - INFO - Epoch [53][200/3405] lr: 1.828e-02, eta: 1 day, 16:55:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9706, loss_cls: 3.6155, loss: 3.6155 +2025-05-05 16:23:07,384 - pyskl - INFO - Epoch [53][300/3405] lr: 1.827e-02, eta: 1 day, 16:54:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 3.6219, loss: 3.6219 +2025-05-05 16:23:50,954 - pyskl - INFO - Epoch [53][400/3405] lr: 1.826e-02, eta: 1 day, 16:53:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 3.5919, loss: 3.5919 +2025-05-05 16:24:34,457 - pyskl - INFO - Epoch [53][500/3405] lr: 1.826e-02, eta: 1 day, 16:52:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 3.6041, loss: 3.6041 +2025-05-05 16:25:17,876 - pyskl - INFO - Epoch [53][600/3405] lr: 1.825e-02, eta: 1 day, 16:52:05, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9675, loss_cls: 3.7162, loss: 3.7162 +2025-05-05 16:26:01,355 - pyskl - INFO - Epoch [53][700/3405] lr: 1.824e-02, eta: 1 day, 16:51:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9744, loss_cls: 3.6280, loss: 3.6280 +2025-05-05 16:26:44,832 - pyskl - INFO - Epoch [53][800/3405] lr: 1.824e-02, eta: 1 day, 16:50:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9613, loss_cls: 3.5845, loss: 3.5845 +2025-05-05 16:27:28,435 - pyskl - INFO - Epoch [53][900/3405] lr: 1.823e-02, eta: 1 day, 16:49:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 3.5862, loss: 3.5862 +2025-05-05 16:28:11,848 - pyskl - INFO - Epoch [53][1000/3405] lr: 1.822e-02, eta: 1 day, 16:49:03, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9694, loss_cls: 3.6805, loss: 3.6805 +2025-05-05 16:28:55,293 - pyskl - INFO - Epoch [53][1100/3405] lr: 1.822e-02, eta: 1 day, 16:48:18, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9606, loss_cls: 3.7223, loss: 3.7223 +2025-05-05 16:29:38,768 - pyskl - INFO - Epoch [53][1200/3405] lr: 1.821e-02, eta: 1 day, 16:47:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 3.6371, loss: 3.6371 +2025-05-05 16:30:22,174 - pyskl - INFO - Epoch [53][1300/3405] lr: 1.820e-02, eta: 1 day, 16:46:47, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 3.6864, loss: 3.6864 +2025-05-05 16:31:05,639 - pyskl - INFO - Epoch [53][1400/3405] lr: 1.820e-02, eta: 1 day, 16:46:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9569, loss_cls: 3.7836, loss: 3.7836 +2025-05-05 16:31:49,102 - pyskl - INFO - Epoch [53][1500/3405] lr: 1.819e-02, eta: 1 day, 16:45:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9706, loss_cls: 3.6123, loss: 3.6123 +2025-05-05 16:32:32,606 - pyskl - INFO - Epoch [53][1600/3405] lr: 1.818e-02, eta: 1 day, 16:44:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 3.6759, loss: 3.6759 +2025-05-05 16:33:16,081 - pyskl - INFO - Epoch [53][1700/3405] lr: 1.818e-02, eta: 1 day, 16:43:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9669, loss_cls: 3.5855, loss: 3.5855 +2025-05-05 16:33:59,447 - pyskl - INFO - Epoch [53][1800/3405] lr: 1.817e-02, eta: 1 day, 16:42:59, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 3.6032, loss: 3.6032 +2025-05-05 16:34:43,027 - pyskl - INFO - Epoch [53][1900/3405] lr: 1.816e-02, eta: 1 day, 16:42:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 3.6502, loss: 3.6502 +2025-05-05 16:35:26,505 - pyskl - INFO - Epoch [53][2000/3405] lr: 1.815e-02, eta: 1 day, 16:41:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9644, loss_cls: 3.8125, loss: 3.8125 +2025-05-05 16:36:09,915 - pyskl - INFO - Epoch [53][2100/3405] lr: 1.815e-02, eta: 1 day, 16:40:43, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 3.5460, loss: 3.5460 +2025-05-05 16:36:53,584 - pyskl - INFO - Epoch [53][2200/3405] lr: 1.814e-02, eta: 1 day, 16:39:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.6410, loss: 3.6410 +2025-05-05 16:37:37,204 - pyskl - INFO - Epoch [53][2300/3405] lr: 1.813e-02, eta: 1 day, 16:39:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 3.6647, loss: 3.6647 +2025-05-05 16:38:20,834 - pyskl - INFO - Epoch [53][2400/3405] lr: 1.813e-02, eta: 1 day, 16:38:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 3.6543, loss: 3.6543 +2025-05-05 16:39:04,487 - pyskl - INFO - Epoch [53][2500/3405] lr: 1.812e-02, eta: 1 day, 16:37:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9725, loss_cls: 3.5715, loss: 3.5715 +2025-05-05 16:39:48,010 - pyskl - INFO - Epoch [53][2600/3405] lr: 1.811e-02, eta: 1 day, 16:36:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 3.5792, loss: 3.5792 +2025-05-05 16:40:31,629 - pyskl - INFO - Epoch [53][2700/3405] lr: 1.811e-02, eta: 1 day, 16:36:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 3.6356, loss: 3.6356 +2025-05-05 16:41:15,188 - pyskl - INFO - Epoch [53][2800/3405] lr: 1.810e-02, eta: 1 day, 16:35:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9706, loss_cls: 3.6569, loss: 3.6569 +2025-05-05 16:41:58,841 - pyskl - INFO - Epoch [53][2900/3405] lr: 1.809e-02, eta: 1 day, 16:34:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9619, loss_cls: 3.6299, loss: 3.6299 +2025-05-05 16:42:42,466 - pyskl - INFO - Epoch [53][3000/3405] lr: 1.809e-02, eta: 1 day, 16:33:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 3.7232, loss: 3.7232 +2025-05-05 16:43:25,955 - pyskl - INFO - Epoch [53][3100/3405] lr: 1.808e-02, eta: 1 day, 16:33:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.7812, loss: 3.7812 +2025-05-05 16:44:09,397 - pyskl - INFO - Epoch [53][3200/3405] lr: 1.807e-02, eta: 1 day, 16:32:26, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9650, loss_cls: 3.6493, loss: 3.6493 +2025-05-05 16:44:53,122 - pyskl - INFO - Epoch [53][3300/3405] lr: 1.807e-02, eta: 1 day, 16:31:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 3.8504, loss: 3.8504 +2025-05-05 16:45:36,575 - pyskl - INFO - Epoch [53][3400/3405] lr: 1.806e-02, eta: 1 day, 16:30:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 3.8137, loss: 3.8137 +2025-05-05 16:45:39,211 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-05-05 16:49:31,711 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 16:49:32,265 - pyskl - INFO - +top1_acc 0.7685 +top5_acc 0.9471 +2025-05-05 16:49:32,324 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_51.pth was removed +2025-05-05 16:49:33,457 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_53.pth. +2025-05-05 16:49:33,459 - pyskl - INFO - Best top1_acc is 0.7685 at 53 epoch. +2025-05-05 16:49:33,482 - pyskl - INFO - Epoch(val) [53][3718] top1_acc: 0.7685, top5_acc: 0.9471 +2025-05-05 16:50:40,198 - pyskl - INFO - Epoch [54][100/3405] lr: 1.805e-02, eta: 1 day, 16:30:46, time: 0.667, data_time: 0.231, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 3.4519, loss: 3.4519 +2025-05-05 16:51:23,722 - pyskl - INFO - Epoch [54][200/3405] lr: 1.804e-02, eta: 1 day, 16:30:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 3.5749, loss: 3.5749 +2025-05-05 16:52:07,313 - pyskl - INFO - Epoch [54][300/3405] lr: 1.804e-02, eta: 1 day, 16:29:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.5491, loss: 3.5491 +2025-05-05 16:52:50,959 - pyskl - INFO - Epoch [54][400/3405] lr: 1.803e-02, eta: 1 day, 16:28:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 3.6077, loss: 3.6077 +2025-05-05 16:53:34,473 - pyskl - INFO - Epoch [54][500/3405] lr: 1.802e-02, eta: 1 day, 16:27:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 3.5404, loss: 3.5404 +2025-05-05 16:54:18,000 - pyskl - INFO - Epoch [54][600/3405] lr: 1.802e-02, eta: 1 day, 16:27:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 3.5716, loss: 3.5716 +2025-05-05 16:55:01,609 - pyskl - INFO - Epoch [54][700/3405] lr: 1.801e-02, eta: 1 day, 16:26:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 3.5866, loss: 3.5866 +2025-05-05 16:55:45,091 - pyskl - INFO - Epoch [54][800/3405] lr: 1.800e-02, eta: 1 day, 16:25:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9581, loss_cls: 3.7398, loss: 3.7398 +2025-05-05 16:56:28,650 - pyskl - INFO - Epoch [54][900/3405] lr: 1.800e-02, eta: 1 day, 16:24:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 3.6408, loss: 3.6408 +2025-05-05 16:57:12,254 - pyskl - INFO - Epoch [54][1000/3405] lr: 1.799e-02, eta: 1 day, 16:23:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 3.6239, loss: 3.6239 +2025-05-05 16:57:55,753 - pyskl - INFO - Epoch [54][1100/3405] lr: 1.798e-02, eta: 1 day, 16:23:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9731, loss_cls: 3.7330, loss: 3.7330 +2025-05-05 16:58:39,235 - pyskl - INFO - Epoch [54][1200/3405] lr: 1.798e-02, eta: 1 day, 16:22:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 3.6723, loss: 3.6723 +2025-05-05 16:59:22,877 - pyskl - INFO - Epoch [54][1300/3405] lr: 1.797e-02, eta: 1 day, 16:21:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9637, loss_cls: 3.5818, loss: 3.5818 +2025-05-05 17:00:06,476 - pyskl - INFO - Epoch [54][1400/3405] lr: 1.796e-02, eta: 1 day, 16:20:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9669, loss_cls: 3.7339, loss: 3.7339 +2025-05-05 17:00:49,871 - pyskl - INFO - Epoch [54][1500/3405] lr: 1.795e-02, eta: 1 day, 16:20:12, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 3.6708, loss: 3.6708 +2025-05-05 17:01:33,312 - pyskl - INFO - Epoch [54][1600/3405] lr: 1.795e-02, eta: 1 day, 16:19:26, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 3.6937, loss: 3.6937 +2025-05-05 17:02:16,755 - pyskl - INFO - Epoch [54][1700/3405] lr: 1.794e-02, eta: 1 day, 16:18:41, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 3.6522, loss: 3.6522 +2025-05-05 17:03:00,252 - pyskl - INFO - Epoch [54][1800/3405] lr: 1.793e-02, eta: 1 day, 16:17:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 3.6082, loss: 3.6082 +2025-05-05 17:03:43,871 - pyskl - INFO - Epoch [54][1900/3405] lr: 1.793e-02, eta: 1 day, 16:17:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9613, loss_cls: 3.6420, loss: 3.6420 +2025-05-05 17:04:27,468 - pyskl - INFO - Epoch [54][2000/3405] lr: 1.792e-02, eta: 1 day, 16:16:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9781, loss_cls: 3.5969, loss: 3.5969 +2025-05-05 17:05:10,991 - pyskl - INFO - Epoch [54][2100/3405] lr: 1.791e-02, eta: 1 day, 16:15:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9606, loss_cls: 3.7117, loss: 3.7117 +2025-05-05 17:05:54,481 - pyskl - INFO - Epoch [54][2200/3405] lr: 1.791e-02, eta: 1 day, 16:14:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9719, loss_cls: 3.5943, loss: 3.5943 +2025-05-05 17:06:38,015 - pyskl - INFO - Epoch [54][2300/3405] lr: 1.790e-02, eta: 1 day, 16:14:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9706, loss_cls: 3.5545, loss: 3.5545 +2025-05-05 17:07:21,539 - pyskl - INFO - Epoch [54][2400/3405] lr: 1.789e-02, eta: 1 day, 16:13:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 3.6746, loss: 3.6746 +2025-05-05 17:08:05,198 - pyskl - INFO - Epoch [54][2500/3405] lr: 1.789e-02, eta: 1 day, 16:12:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 3.5866, loss: 3.5866 +2025-05-05 17:08:48,842 - pyskl - INFO - Epoch [54][2600/3405] lr: 1.788e-02, eta: 1 day, 16:11:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 3.6643, loss: 3.6643 +2025-05-05 17:09:32,466 - pyskl - INFO - Epoch [54][2700/3405] lr: 1.787e-02, eta: 1 day, 16:11:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9594, loss_cls: 3.6774, loss: 3.6774 +2025-05-05 17:10:15,925 - pyskl - INFO - Epoch [54][2800/3405] lr: 1.786e-02, eta: 1 day, 16:10:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 3.6335, loss: 3.6335 +2025-05-05 17:10:59,445 - pyskl - INFO - Epoch [54][2900/3405] lr: 1.786e-02, eta: 1 day, 16:09:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 3.6067, loss: 3.6067 +2025-05-05 17:11:43,125 - pyskl - INFO - Epoch [54][3000/3405] lr: 1.785e-02, eta: 1 day, 16:08:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9719, loss_cls: 3.6378, loss: 3.6378 +2025-05-05 17:12:27,019 - pyskl - INFO - Epoch [54][3100/3405] lr: 1.784e-02, eta: 1 day, 16:08:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9594, loss_cls: 3.8667, loss: 3.8667 +2025-05-05 17:13:10,565 - pyskl - INFO - Epoch [54][3200/3405] lr: 1.784e-02, eta: 1 day, 16:07:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 3.7037, loss: 3.7037 +2025-05-05 17:13:54,132 - pyskl - INFO - Epoch [54][3300/3405] lr: 1.783e-02, eta: 1 day, 16:06:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 3.6136, loss: 3.6136 +2025-05-05 17:14:37,853 - pyskl - INFO - Epoch [54][3400/3405] lr: 1.782e-02, eta: 1 day, 16:05:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9587, loss_cls: 3.8494, loss: 3.8494 +2025-05-05 17:14:40,473 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-05-05 17:18:33,268 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 17:18:33,824 - pyskl - INFO - +top1_acc 0.7661 +top5_acc 0.9505 +2025-05-05 17:18:33,847 - pyskl - INFO - Epoch(val) [54][3718] top1_acc: 0.7661, top5_acc: 0.9505 +2025-05-05 17:19:41,556 - pyskl - INFO - Epoch [55][100/3405] lr: 1.782e-02, eta: 1 day, 16:05:44, time: 0.677, data_time: 0.241, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9719, loss_cls: 3.7107, loss: 3.7107 +2025-05-05 17:20:25,056 - pyskl - INFO - Epoch [55][200/3405] lr: 1.781e-02, eta: 1 day, 16:04:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.5431, loss: 3.5431 +2025-05-05 17:21:08,558 - pyskl - INFO - Epoch [55][300/3405] lr: 1.780e-02, eta: 1 day, 16:04:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9788, loss_cls: 3.5854, loss: 3.5854 +2025-05-05 17:21:52,191 - pyskl - INFO - Epoch [55][400/3405] lr: 1.779e-02, eta: 1 day, 16:03:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9756, loss_cls: 3.5260, loss: 3.5260 +2025-05-05 17:22:35,763 - pyskl - INFO - Epoch [55][500/3405] lr: 1.779e-02, eta: 1 day, 16:02:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.6326, loss: 3.6326 +2025-05-05 17:23:19,265 - pyskl - INFO - Epoch [55][600/3405] lr: 1.778e-02, eta: 1 day, 16:01:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.5054, loss: 3.5054 +2025-05-05 17:24:02,745 - pyskl - INFO - Epoch [55][700/3405] lr: 1.777e-02, eta: 1 day, 16:01:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9725, loss_cls: 3.6535, loss: 3.6535 +2025-05-05 17:24:46,253 - pyskl - INFO - Epoch [55][800/3405] lr: 1.777e-02, eta: 1 day, 16:00:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 3.6767, loss: 3.6767 +2025-05-05 17:25:29,831 - pyskl - INFO - Epoch [55][900/3405] lr: 1.776e-02, eta: 1 day, 15:59:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 3.5111, loss: 3.5111 +2025-05-05 17:26:13,268 - pyskl - INFO - Epoch [55][1000/3405] lr: 1.775e-02, eta: 1 day, 15:58:57, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 3.6860, loss: 3.6860 +2025-05-05 17:26:56,959 - pyskl - INFO - Epoch [55][1100/3405] lr: 1.775e-02, eta: 1 day, 15:58:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 3.3591, loss: 3.3591 +2025-05-05 17:27:40,627 - pyskl - INFO - Epoch [55][1200/3405] lr: 1.774e-02, eta: 1 day, 15:57:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9706, loss_cls: 3.6268, loss: 3.6268 +2025-05-05 17:28:24,098 - pyskl - INFO - Epoch [55][1300/3405] lr: 1.773e-02, eta: 1 day, 15:56:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 3.5219, loss: 3.5219 +2025-05-05 17:29:07,541 - pyskl - INFO - Epoch [55][1400/3405] lr: 1.772e-02, eta: 1 day, 15:55:56, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9700, loss_cls: 3.6584, loss: 3.6584 +2025-05-05 17:29:50,924 - pyskl - INFO - Epoch [55][1500/3405] lr: 1.772e-02, eta: 1 day, 15:55:10, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.6309, loss: 3.6309 +2025-05-05 17:30:34,377 - pyskl - INFO - Epoch [55][1600/3405] lr: 1.771e-02, eta: 1 day, 15:54:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 3.6753, loss: 3.6753 +2025-05-05 17:31:17,887 - pyskl - INFO - Epoch [55][1700/3405] lr: 1.770e-02, eta: 1 day, 15:53:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 3.5800, loss: 3.5800 +2025-05-05 17:32:01,370 - pyskl - INFO - Epoch [55][1800/3405] lr: 1.770e-02, eta: 1 day, 15:52:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 3.6694, loss: 3.6694 +2025-05-05 17:32:44,976 - pyskl - INFO - Epoch [55][1900/3405] lr: 1.769e-02, eta: 1 day, 15:52:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.5736, loss: 3.5736 +2025-05-05 17:33:28,619 - pyskl - INFO - Epoch [55][2000/3405] lr: 1.768e-02, eta: 1 day, 15:51:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9631, loss_cls: 3.6708, loss: 3.6708 +2025-05-05 17:34:12,356 - pyskl - INFO - Epoch [55][2100/3405] lr: 1.768e-02, eta: 1 day, 15:50:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9688, loss_cls: 3.8533, loss: 3.8533 +2025-05-05 17:34:55,796 - pyskl - INFO - Epoch [55][2200/3405] lr: 1.767e-02, eta: 1 day, 15:49:53, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 3.6756, loss: 3.6756 +2025-05-05 17:35:39,106 - pyskl - INFO - Epoch [55][2300/3405] lr: 1.766e-02, eta: 1 day, 15:49:08, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 3.7160, loss: 3.7160 +2025-05-05 17:36:22,686 - pyskl - INFO - Epoch [55][2400/3405] lr: 1.765e-02, eta: 1 day, 15:48:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9675, loss_cls: 3.7452, loss: 3.7452 +2025-05-05 17:37:06,240 - pyskl - INFO - Epoch [55][2500/3405] lr: 1.765e-02, eta: 1 day, 15:47:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9712, loss_cls: 3.6190, loss: 3.6190 +2025-05-05 17:37:49,896 - pyskl - INFO - Epoch [55][2600/3405] lr: 1.764e-02, eta: 1 day, 15:46:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.5923, loss: 3.5923 +2025-05-05 17:38:33,476 - pyskl - INFO - Epoch [55][2700/3405] lr: 1.763e-02, eta: 1 day, 15:46:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 3.5851, loss: 3.5851 +2025-05-05 17:39:16,978 - pyskl - INFO - Epoch [55][2800/3405] lr: 1.763e-02, eta: 1 day, 15:45:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 3.7699, loss: 3.7699 +2025-05-05 17:40:00,623 - pyskl - INFO - Epoch [55][2900/3405] lr: 1.762e-02, eta: 1 day, 15:44:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9719, loss_cls: 3.5669, loss: 3.5669 +2025-05-05 17:40:44,190 - pyskl - INFO - Epoch [55][3000/3405] lr: 1.761e-02, eta: 1 day, 15:43:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9606, loss_cls: 3.7272, loss: 3.7272 +2025-05-05 17:41:28,324 - pyskl - INFO - Epoch [55][3100/3405] lr: 1.761e-02, eta: 1 day, 15:43:07, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9694, loss_cls: 3.8029, loss: 3.8029 +2025-05-05 17:42:12,184 - pyskl - INFO - Epoch [55][3200/3405] lr: 1.760e-02, eta: 1 day, 15:42:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 3.7064, loss: 3.7064 +2025-05-05 17:42:55,576 - pyskl - INFO - Epoch [55][3300/3405] lr: 1.759e-02, eta: 1 day, 15:41:37, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 3.7551, loss: 3.7551 +2025-05-05 17:43:39,092 - pyskl - INFO - Epoch [55][3400/3405] lr: 1.758e-02, eta: 1 day, 15:40:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 3.5806, loss: 3.5806 +2025-05-05 17:43:41,739 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-05-05 17:47:34,371 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 17:47:34,923 - pyskl - INFO - +top1_acc 0.7475 +top5_acc 0.9466 +2025-05-05 17:47:34,947 - pyskl - INFO - Epoch(val) [55][3718] top1_acc: 0.7475, top5_acc: 0.9466 +2025-05-05 17:48:41,236 - pyskl - INFO - Epoch [56][100/3405] lr: 1.758e-02, eta: 1 day, 15:40:40, time: 0.663, data_time: 0.230, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9738, loss_cls: 3.6262, loss: 3.6262 +2025-05-05 17:49:24,610 - pyskl - INFO - Epoch [56][200/3405] lr: 1.757e-02, eta: 1 day, 15:39:54, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.4789, loss: 3.4789 +2025-05-05 17:50:07,830 - pyskl - INFO - Epoch [56][300/3405] lr: 1.756e-02, eta: 1 day, 15:39:09, time: 0.432, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 3.7344, loss: 3.7344 +2025-05-05 17:50:51,342 - pyskl - INFO - Epoch [56][400/3405] lr: 1.756e-02, eta: 1 day, 15:38:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 3.5745, loss: 3.5745 +2025-05-05 17:51:34,860 - pyskl - INFO - Epoch [56][500/3405] lr: 1.755e-02, eta: 1 day, 15:37:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9775, loss_cls: 3.5268, loss: 3.5268 +2025-05-05 17:52:18,370 - pyskl - INFO - Epoch [56][600/3405] lr: 1.754e-02, eta: 1 day, 15:36:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9681, loss_cls: 3.4383, loss: 3.4383 +2025-05-05 17:53:01,832 - pyskl - INFO - Epoch [56][700/3405] lr: 1.754e-02, eta: 1 day, 15:36:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 3.7256, loss: 3.7256 +2025-05-05 17:53:45,289 - pyskl - INFO - Epoch [56][800/3405] lr: 1.753e-02, eta: 1 day, 15:35:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 3.6186, loss: 3.6186 +2025-05-05 17:54:28,858 - pyskl - INFO - Epoch [56][900/3405] lr: 1.752e-02, eta: 1 day, 15:34:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9794, loss_cls: 3.5602, loss: 3.5602 +2025-05-05 17:55:12,452 - pyskl - INFO - Epoch [56][1000/3405] lr: 1.751e-02, eta: 1 day, 15:33:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 3.5575, loss: 3.5575 +2025-05-05 17:55:55,916 - pyskl - INFO - Epoch [56][1100/3405] lr: 1.751e-02, eta: 1 day, 15:33:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 3.5859, loss: 3.5859 +2025-05-05 17:56:39,435 - pyskl - INFO - Epoch [56][1200/3405] lr: 1.750e-02, eta: 1 day, 15:32:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 3.6540, loss: 3.6540 +2025-05-05 17:57:23,263 - pyskl - INFO - Epoch [56][1300/3405] lr: 1.749e-02, eta: 1 day, 15:31:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 3.6506, loss: 3.6506 +2025-05-05 17:58:07,041 - pyskl - INFO - Epoch [56][1400/3405] lr: 1.749e-02, eta: 1 day, 15:30:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9669, loss_cls: 3.6700, loss: 3.6700 +2025-05-05 17:58:50,494 - pyskl - INFO - Epoch [56][1500/3405] lr: 1.748e-02, eta: 1 day, 15:30:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 3.7036, loss: 3.7036 +2025-05-05 17:59:33,982 - pyskl - INFO - Epoch [56][1600/3405] lr: 1.747e-02, eta: 1 day, 15:29:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9681, loss_cls: 3.5206, loss: 3.5206 +2025-05-05 18:00:17,470 - pyskl - INFO - Epoch [56][1700/3405] lr: 1.746e-02, eta: 1 day, 15:28:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 3.5902, loss: 3.5902 +2025-05-05 18:01:01,026 - pyskl - INFO - Epoch [56][1800/3405] lr: 1.746e-02, eta: 1 day, 15:27:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9762, loss_cls: 3.5514, loss: 3.5514 +2025-05-05 18:01:44,702 - pyskl - INFO - Epoch [56][1900/3405] lr: 1.745e-02, eta: 1 day, 15:27:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 3.5824, loss: 3.5824 +2025-05-05 18:02:28,280 - pyskl - INFO - Epoch [56][2000/3405] lr: 1.744e-02, eta: 1 day, 15:26:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9762, loss_cls: 3.5598, loss: 3.5598 +2025-05-05 18:03:11,859 - pyskl - INFO - Epoch [56][2100/3405] lr: 1.744e-02, eta: 1 day, 15:25:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 3.6235, loss: 3.6235 +2025-05-05 18:03:55,362 - pyskl - INFO - Epoch [56][2200/3405] lr: 1.743e-02, eta: 1 day, 15:24:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 3.5989, loss: 3.5989 +2025-05-05 18:04:38,954 - pyskl - INFO - Epoch [56][2300/3405] lr: 1.742e-02, eta: 1 day, 15:24:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9856, loss_cls: 3.4625, loss: 3.4625 +2025-05-05 18:05:22,650 - pyskl - INFO - Epoch [56][2400/3405] lr: 1.742e-02, eta: 1 day, 15:23:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9725, loss_cls: 3.5750, loss: 3.5750 +2025-05-05 18:06:06,180 - pyskl - INFO - Epoch [56][2500/3405] lr: 1.741e-02, eta: 1 day, 15:22:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 3.7685, loss: 3.7685 +2025-05-05 18:06:49,949 - pyskl - INFO - Epoch [56][2600/3405] lr: 1.740e-02, eta: 1 day, 15:21:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.4956, loss: 3.4956 +2025-05-05 18:07:33,461 - pyskl - INFO - Epoch [56][2700/3405] lr: 1.739e-02, eta: 1 day, 15:21:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 3.6656, loss: 3.6656 +2025-05-05 18:08:16,886 - pyskl - INFO - Epoch [56][2800/3405] lr: 1.739e-02, eta: 1 day, 15:20:19, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 3.6745, loss: 3.6745 +2025-05-05 18:09:00,262 - pyskl - INFO - Epoch [56][2900/3405] lr: 1.738e-02, eta: 1 day, 15:19:33, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 3.5991, loss: 3.5991 +2025-05-05 18:09:44,059 - pyskl - INFO - Epoch [56][3000/3405] lr: 1.737e-02, eta: 1 day, 15:18:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9581, loss_cls: 3.6927, loss: 3.6927 +2025-05-05 18:10:27,663 - pyskl - INFO - Epoch [56][3100/3405] lr: 1.737e-02, eta: 1 day, 15:18:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 3.6141, loss: 3.6141 +2025-05-05 18:11:11,160 - pyskl - INFO - Epoch [56][3200/3405] lr: 1.736e-02, eta: 1 day, 15:17:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9550, loss_cls: 3.7546, loss: 3.7546 +2025-05-05 18:11:54,586 - pyskl - INFO - Epoch [56][3300/3405] lr: 1.735e-02, eta: 1 day, 15:16:33, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 3.7322, loss: 3.7322 +2025-05-05 18:12:38,242 - pyskl - INFO - Epoch [56][3400/3405] lr: 1.734e-02, eta: 1 day, 15:15:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9725, loss_cls: 3.6225, loss: 3.6225 +2025-05-05 18:12:40,822 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-05-05 18:16:32,963 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 18:16:33,521 - pyskl - INFO - +top1_acc 0.7553 +top5_acc 0.9451 +2025-05-05 18:16:33,543 - pyskl - INFO - Epoch(val) [56][3718] top1_acc: 0.7553, top5_acc: 0.9451 +2025-05-05 18:17:40,105 - pyskl - INFO - Epoch [57][100/3405] lr: 1.734e-02, eta: 1 day, 15:15:35, time: 0.666, data_time: 0.231, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 3.4278, loss: 3.4278 +2025-05-05 18:18:23,620 - pyskl - INFO - Epoch [57][200/3405] lr: 1.733e-02, eta: 1 day, 15:14:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 3.5168, loss: 3.5168 +2025-05-05 18:19:07,060 - pyskl - INFO - Epoch [57][300/3405] lr: 1.732e-02, eta: 1 day, 15:14:04, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 3.4429, loss: 3.4429 +2025-05-05 18:19:50,638 - pyskl - INFO - Epoch [57][400/3405] lr: 1.732e-02, eta: 1 day, 15:13:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9738, loss_cls: 3.5749, loss: 3.5749 +2025-05-05 18:20:34,265 - pyskl - INFO - Epoch [57][500/3405] lr: 1.731e-02, eta: 1 day, 15:12:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9744, loss_cls: 3.7208, loss: 3.7208 +2025-05-05 18:21:17,842 - pyskl - INFO - Epoch [57][600/3405] lr: 1.730e-02, eta: 1 day, 15:11:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.5354, loss: 3.5354 +2025-05-05 18:22:01,122 - pyskl - INFO - Epoch [57][700/3405] lr: 1.729e-02, eta: 1 day, 15:11:03, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 3.6024, loss: 3.6024 +2025-05-05 18:22:44,534 - pyskl - INFO - Epoch [57][800/3405] lr: 1.729e-02, eta: 1 day, 15:10:18, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 3.6460, loss: 3.6460 +2025-05-05 18:23:27,953 - pyskl - INFO - Epoch [57][900/3405] lr: 1.728e-02, eta: 1 day, 15:09:32, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 3.3998, loss: 3.3998 +2025-05-05 18:24:11,040 - pyskl - INFO - Epoch [57][1000/3405] lr: 1.727e-02, eta: 1 day, 15:08:46, time: 0.431, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 3.6731, loss: 3.6731 +2025-05-05 18:24:54,426 - pyskl - INFO - Epoch [57][1100/3405] lr: 1.727e-02, eta: 1 day, 15:08:01, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9781, loss_cls: 3.5177, loss: 3.5177 +2025-05-05 18:25:37,913 - pyskl - INFO - Epoch [57][1200/3405] lr: 1.726e-02, eta: 1 day, 15:07:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 3.5455, loss: 3.5455 +2025-05-05 18:26:21,477 - pyskl - INFO - Epoch [57][1300/3405] lr: 1.725e-02, eta: 1 day, 15:06:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 3.6188, loss: 3.6188 +2025-05-05 18:27:05,137 - pyskl - INFO - Epoch [57][1400/3405] lr: 1.724e-02, eta: 1 day, 15:05:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 3.6359, loss: 3.6359 +2025-05-05 18:27:48,716 - pyskl - INFO - Epoch [57][1500/3405] lr: 1.724e-02, eta: 1 day, 15:05:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9663, loss_cls: 3.5604, loss: 3.5604 +2025-05-05 18:28:32,121 - pyskl - INFO - Epoch [57][1600/3405] lr: 1.723e-02, eta: 1 day, 15:04:15, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 3.6272, loss: 3.6272 +2025-05-05 18:29:15,561 - pyskl - INFO - Epoch [57][1700/3405] lr: 1.722e-02, eta: 1 day, 15:03:30, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 3.6765, loss: 3.6765 +2025-05-05 18:29:59,003 - pyskl - INFO - Epoch [57][1800/3405] lr: 1.722e-02, eta: 1 day, 15:02:44, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.5957, loss: 3.5957 +2025-05-05 18:30:42,504 - pyskl - INFO - Epoch [57][1900/3405] lr: 1.721e-02, eta: 1 day, 15:01:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9744, loss_cls: 3.6412, loss: 3.6412 +2025-05-05 18:31:26,150 - pyskl - INFO - Epoch [57][2000/3405] lr: 1.720e-02, eta: 1 day, 15:01:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 3.5447, loss: 3.5447 +2025-05-05 18:32:09,753 - pyskl - INFO - Epoch [57][2100/3405] lr: 1.719e-02, eta: 1 day, 15:00:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 3.5548, loss: 3.5548 +2025-05-05 18:32:53,215 - pyskl - INFO - Epoch [57][2200/3405] lr: 1.719e-02, eta: 1 day, 14:59:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9581, loss_cls: 3.6756, loss: 3.6756 +2025-05-05 18:33:37,045 - pyskl - INFO - Epoch [57][2300/3405] lr: 1.718e-02, eta: 1 day, 14:58:59, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.6455, loss: 3.6455 +2025-05-05 18:34:20,507 - pyskl - INFO - Epoch [57][2400/3405] lr: 1.717e-02, eta: 1 day, 14:58:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9756, loss_cls: 3.5293, loss: 3.5293 +2025-05-05 18:35:03,846 - pyskl - INFO - Epoch [57][2500/3405] lr: 1.717e-02, eta: 1 day, 14:57:28, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 3.5506, loss: 3.5506 +2025-05-05 18:35:47,224 - pyskl - INFO - Epoch [57][2600/3405] lr: 1.716e-02, eta: 1 day, 14:56:43, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 3.7032, loss: 3.7032 +2025-05-05 18:36:30,760 - pyskl - INFO - Epoch [57][2700/3405] lr: 1.715e-02, eta: 1 day, 14:55:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 3.6072, loss: 3.6072 +2025-05-05 18:37:14,093 - pyskl - INFO - Epoch [57][2800/3405] lr: 1.714e-02, eta: 1 day, 14:55:12, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9706, loss_cls: 3.6084, loss: 3.6084 +2025-05-05 18:37:57,713 - pyskl - INFO - Epoch [57][2900/3405] lr: 1.714e-02, eta: 1 day, 14:54:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.6422, loss: 3.6422 +2025-05-05 18:38:41,375 - pyskl - INFO - Epoch [57][3000/3405] lr: 1.713e-02, eta: 1 day, 14:53:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9756, loss_cls: 3.5843, loss: 3.5843 +2025-05-05 18:39:25,009 - pyskl - INFO - Epoch [57][3100/3405] lr: 1.712e-02, eta: 1 day, 14:52:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9663, loss_cls: 3.7394, loss: 3.7394 +2025-05-05 18:40:08,800 - pyskl - INFO - Epoch [57][3200/3405] lr: 1.712e-02, eta: 1 day, 14:52:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9712, loss_cls: 3.5693, loss: 3.5693 +2025-05-05 18:40:52,500 - pyskl - INFO - Epoch [57][3300/3405] lr: 1.711e-02, eta: 1 day, 14:51:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 3.5950, loss: 3.5950 +2025-05-05 18:41:36,042 - pyskl - INFO - Epoch [57][3400/3405] lr: 1.710e-02, eta: 1 day, 14:50:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 3.6763, loss: 3.6763 +2025-05-05 18:41:38,706 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-05-05 18:45:31,286 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 18:45:31,827 - pyskl - INFO - +top1_acc 0.7583 +top5_acc 0.9456 +2025-05-05 18:45:31,850 - pyskl - INFO - Epoch(val) [57][3718] top1_acc: 0.7583, top5_acc: 0.9456 +2025-05-05 18:46:38,718 - pyskl - INFO - Epoch [58][100/3405] lr: 1.709e-02, eta: 1 day, 14:50:29, time: 0.669, data_time: 0.232, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9644, loss_cls: 3.4816, loss: 3.4816 +2025-05-05 18:47:22,440 - pyskl - INFO - Epoch [58][200/3405] lr: 1.709e-02, eta: 1 day, 14:49:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 3.3242, loss: 3.3242 +2025-05-05 18:48:05,916 - pyskl - INFO - Epoch [58][300/3405] lr: 1.708e-02, eta: 1 day, 14:48:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.4402, loss: 3.4402 +2025-05-05 18:48:49,404 - pyskl - INFO - Epoch [58][400/3405] lr: 1.707e-02, eta: 1 day, 14:48:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.4062, loss: 3.4062 +2025-05-05 18:49:33,028 - pyskl - INFO - Epoch [58][500/3405] lr: 1.707e-02, eta: 1 day, 14:47:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9750, loss_cls: 3.4912, loss: 3.4912 +2025-05-05 18:50:16,473 - pyskl - INFO - Epoch [58][600/3405] lr: 1.706e-02, eta: 1 day, 14:46:43, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9625, loss_cls: 3.5269, loss: 3.5269 +2025-05-05 18:50:59,902 - pyskl - INFO - Epoch [58][700/3405] lr: 1.705e-02, eta: 1 day, 14:45:58, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.5185, loss: 3.5185 +2025-05-05 18:51:43,357 - pyskl - INFO - Epoch [58][800/3405] lr: 1.704e-02, eta: 1 day, 14:45:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 3.6564, loss: 3.6564 +2025-05-05 18:52:26,889 - pyskl - INFO - Epoch [58][900/3405] lr: 1.704e-02, eta: 1 day, 14:44:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9625, loss_cls: 3.5301, loss: 3.5301 +2025-05-05 18:53:10,487 - pyskl - INFO - Epoch [58][1000/3405] lr: 1.703e-02, eta: 1 day, 14:43:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 3.6007, loss: 3.6007 +2025-05-05 18:53:54,117 - pyskl - INFO - Epoch [58][1100/3405] lr: 1.702e-02, eta: 1 day, 14:42:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 3.6532, loss: 3.6532 +2025-05-05 18:54:37,570 - pyskl - INFO - Epoch [58][1200/3405] lr: 1.702e-02, eta: 1 day, 14:42:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 3.5910, loss: 3.5910 +2025-05-05 18:55:21,084 - pyskl - INFO - Epoch [58][1300/3405] lr: 1.701e-02, eta: 1 day, 14:41:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 3.6290, loss: 3.6290 +2025-05-05 18:56:04,713 - pyskl - INFO - Epoch [58][1400/3405] lr: 1.700e-02, eta: 1 day, 14:40:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 3.4982, loss: 3.4982 +2025-05-05 18:56:48,156 - pyskl - INFO - Epoch [58][1500/3405] lr: 1.699e-02, eta: 1 day, 14:39:56, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 3.5128, loss: 3.5128 +2025-05-05 18:57:32,002 - pyskl - INFO - Epoch [58][1600/3405] lr: 1.699e-02, eta: 1 day, 14:39:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 3.5370, loss: 3.5370 +2025-05-05 18:58:15,445 - pyskl - INFO - Epoch [58][1700/3405] lr: 1.698e-02, eta: 1 day, 14:38:26, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9706, loss_cls: 3.5718, loss: 3.5718 +2025-05-05 18:58:58,869 - pyskl - INFO - Epoch [58][1800/3405] lr: 1.697e-02, eta: 1 day, 14:37:41, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9594, loss_cls: 3.6504, loss: 3.6504 +2025-05-05 18:59:42,326 - pyskl - INFO - Epoch [58][1900/3405] lr: 1.697e-02, eta: 1 day, 14:36:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9613, loss_cls: 3.6192, loss: 3.6192 +2025-05-05 19:00:25,828 - pyskl - INFO - Epoch [58][2000/3405] lr: 1.696e-02, eta: 1 day, 14:36:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 3.7418, loss: 3.7418 +2025-05-05 19:01:09,301 - pyskl - INFO - Epoch [58][2100/3405] lr: 1.695e-02, eta: 1 day, 14:35:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 3.6374, loss: 3.6374 +2025-05-05 19:01:53,089 - pyskl - INFO - Epoch [58][2200/3405] lr: 1.694e-02, eta: 1 day, 14:34:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9619, loss_cls: 3.6902, loss: 3.6902 +2025-05-05 19:02:36,672 - pyskl - INFO - Epoch [58][2300/3405] lr: 1.694e-02, eta: 1 day, 14:33:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9600, loss_cls: 3.7167, loss: 3.7167 +2025-05-05 19:03:20,217 - pyskl - INFO - Epoch [58][2400/3405] lr: 1.693e-02, eta: 1 day, 14:33:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 3.6064, loss: 3.6064 +2025-05-05 19:04:03,792 - pyskl - INFO - Epoch [58][2500/3405] lr: 1.692e-02, eta: 1 day, 14:32:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9619, loss_cls: 3.6015, loss: 3.6015 +2025-05-05 19:04:47,361 - pyskl - INFO - Epoch [58][2600/3405] lr: 1.692e-02, eta: 1 day, 14:31:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9631, loss_cls: 3.7814, loss: 3.7814 +2025-05-05 19:05:31,059 - pyskl - INFO - Epoch [58][2700/3405] lr: 1.691e-02, eta: 1 day, 14:30:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 3.6023, loss: 3.6023 +2025-05-05 19:06:14,621 - pyskl - INFO - Epoch [58][2800/3405] lr: 1.690e-02, eta: 1 day, 14:30:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 3.7765, loss: 3.7765 +2025-05-05 19:06:58,073 - pyskl - INFO - Epoch [58][2900/3405] lr: 1.689e-02, eta: 1 day, 14:29:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9700, loss_cls: 3.3837, loss: 3.3837 +2025-05-05 19:07:41,568 - pyskl - INFO - Epoch [58][3000/3405] lr: 1.689e-02, eta: 1 day, 14:28:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.5545, loss: 3.5545 +2025-05-05 19:08:25,110 - pyskl - INFO - Epoch [58][3100/3405] lr: 1.688e-02, eta: 1 day, 14:27:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9725, loss_cls: 3.6057, loss: 3.6057 +2025-05-05 19:09:08,626 - pyskl - INFO - Epoch [58][3200/3405] lr: 1.687e-02, eta: 1 day, 14:27:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.5812, loss: 3.5812 +2025-05-05 19:09:52,184 - pyskl - INFO - Epoch [58][3300/3405] lr: 1.686e-02, eta: 1 day, 14:26:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9762, loss_cls: 3.6199, loss: 3.6199 +2025-05-05 19:10:35,762 - pyskl - INFO - Epoch [58][3400/3405] lr: 1.686e-02, eta: 1 day, 14:25:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9756, loss_cls: 3.5106, loss: 3.5106 +2025-05-05 19:10:38,347 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-05-05 19:14:31,059 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 19:14:31,608 - pyskl - INFO - +top1_acc 0.7548 +top5_acc 0.9454 +2025-05-05 19:14:31,633 - pyskl - INFO - Epoch(val) [58][3718] top1_acc: 0.7548, top5_acc: 0.9454 +2025-05-05 19:15:37,917 - pyskl - INFO - Epoch [59][100/3405] lr: 1.685e-02, eta: 1 day, 14:25:24, time: 0.663, data_time: 0.228, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9819, loss_cls: 3.3786, loss: 3.3786 +2025-05-05 19:16:21,437 - pyskl - INFO - Epoch [59][200/3405] lr: 1.684e-02, eta: 1 day, 14:24:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 3.4497, loss: 3.4497 +2025-05-05 19:17:04,918 - pyskl - INFO - Epoch [59][300/3405] lr: 1.684e-02, eta: 1 day, 14:23:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 3.4989, loss: 3.4989 +2025-05-05 19:17:48,414 - pyskl - INFO - Epoch [59][400/3405] lr: 1.683e-02, eta: 1 day, 14:23:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 3.4794, loss: 3.4794 +2025-05-05 19:18:31,846 - pyskl - INFO - Epoch [59][500/3405] lr: 1.682e-02, eta: 1 day, 14:22:23, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 3.6086, loss: 3.6086 +2025-05-05 19:19:15,255 - pyskl - INFO - Epoch [59][600/3405] lr: 1.681e-02, eta: 1 day, 14:21:37, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 3.4535, loss: 3.4535 +2025-05-05 19:19:58,612 - pyskl - INFO - Epoch [59][700/3405] lr: 1.681e-02, eta: 1 day, 14:20:52, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 3.4590, loss: 3.4590 +2025-05-05 19:20:41,985 - pyskl - INFO - Epoch [59][800/3405] lr: 1.680e-02, eta: 1 day, 14:20:07, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9712, loss_cls: 3.3997, loss: 3.3997 +2025-05-05 19:21:25,438 - pyskl - INFO - Epoch [59][900/3405] lr: 1.679e-02, eta: 1 day, 14:19:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 3.6648, loss: 3.6648 +2025-05-05 19:22:08,991 - pyskl - INFO - Epoch [59][1000/3405] lr: 1.679e-02, eta: 1 day, 14:18:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 3.5950, loss: 3.5950 +2025-05-05 19:22:52,450 - pyskl - INFO - Epoch [59][1100/3405] lr: 1.678e-02, eta: 1 day, 14:17:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9606, loss_cls: 3.6789, loss: 3.6789 +2025-05-05 19:23:35,913 - pyskl - INFO - Epoch [59][1200/3405] lr: 1.677e-02, eta: 1 day, 14:17:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 3.5124, loss: 3.5124 +2025-05-05 19:24:19,345 - pyskl - INFO - Epoch [59][1300/3405] lr: 1.676e-02, eta: 1 day, 14:16:20, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.5965, loss: 3.5965 +2025-05-05 19:25:02,760 - pyskl - INFO - Epoch [59][1400/3405] lr: 1.676e-02, eta: 1 day, 14:15:35, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 3.6041, loss: 3.6041 +2025-05-05 19:25:46,271 - pyskl - INFO - Epoch [59][1500/3405] lr: 1.675e-02, eta: 1 day, 14:14:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9731, loss_cls: 3.5368, loss: 3.5368 +2025-05-05 19:26:29,708 - pyskl - INFO - Epoch [59][1600/3405] lr: 1.674e-02, eta: 1 day, 14:14:04, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 3.5473, loss: 3.5473 +2025-05-05 19:27:13,225 - pyskl - INFO - Epoch [59][1700/3405] lr: 1.673e-02, eta: 1 day, 14:13:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.6530, loss: 3.6530 +2025-05-05 19:27:56,841 - pyskl - INFO - Epoch [59][1800/3405] lr: 1.673e-02, eta: 1 day, 14:12:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 3.6601, loss: 3.6601 +2025-05-05 19:28:40,321 - pyskl - INFO - Epoch [59][1900/3405] lr: 1.672e-02, eta: 1 day, 14:11:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 3.5739, loss: 3.5739 +2025-05-05 19:29:23,773 - pyskl - INFO - Epoch [59][2000/3405] lr: 1.671e-02, eta: 1 day, 14:11:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9594, loss_cls: 3.7095, loss: 3.7095 +2025-05-05 19:30:07,212 - pyskl - INFO - Epoch [59][2100/3405] lr: 1.671e-02, eta: 1 day, 14:10:18, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 3.5566, loss: 3.5566 +2025-05-05 19:30:50,678 - pyskl - INFO - Epoch [59][2200/3405] lr: 1.670e-02, eta: 1 day, 14:09:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 3.5526, loss: 3.5526 +2025-05-05 19:31:34,204 - pyskl - INFO - Epoch [59][2300/3405] lr: 1.669e-02, eta: 1 day, 14:08:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9637, loss_cls: 3.5641, loss: 3.5641 +2025-05-05 19:32:17,572 - pyskl - INFO - Epoch [59][2400/3405] lr: 1.668e-02, eta: 1 day, 14:08:03, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.5219, loss: 3.5219 +2025-05-05 19:33:00,927 - pyskl - INFO - Epoch [59][2500/3405] lr: 1.668e-02, eta: 1 day, 14:07:17, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9619, loss_cls: 3.5425, loss: 3.5425 +2025-05-05 19:33:44,285 - pyskl - INFO - Epoch [59][2600/3405] lr: 1.667e-02, eta: 1 day, 14:06:32, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 3.7872, loss: 3.7872 +2025-05-05 19:34:27,713 - pyskl - INFO - Epoch [59][2700/3405] lr: 1.666e-02, eta: 1 day, 14:05:46, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.5485, loss: 3.5485 +2025-05-05 19:35:11,324 - pyskl - INFO - Epoch [59][2800/3405] lr: 1.665e-02, eta: 1 day, 14:05:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.5003, loss: 3.5003 +2025-05-05 19:35:54,757 - pyskl - INFO - Epoch [59][2900/3405] lr: 1.665e-02, eta: 1 day, 14:04:16, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 3.4907, loss: 3.4907 +2025-05-05 19:36:38,239 - pyskl - INFO - Epoch [59][3000/3405] lr: 1.664e-02, eta: 1 day, 14:03:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 3.6755, loss: 3.6755 +2025-05-05 19:37:21,692 - pyskl - INFO - Epoch [59][3100/3405] lr: 1.663e-02, eta: 1 day, 14:02:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 3.5885, loss: 3.5885 +2025-05-05 19:38:05,122 - pyskl - INFO - Epoch [59][3200/3405] lr: 1.663e-02, eta: 1 day, 14:02:00, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 3.5748, loss: 3.5748 +2025-05-05 19:38:48,649 - pyskl - INFO - Epoch [59][3300/3405] lr: 1.662e-02, eta: 1 day, 14:01:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 3.4801, loss: 3.4801 +2025-05-05 19:39:32,471 - pyskl - INFO - Epoch [59][3400/3405] lr: 1.661e-02, eta: 1 day, 14:00:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 3.6284, loss: 3.6284 +2025-05-05 19:39:35,090 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-05-05 19:43:27,612 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 19:43:28,172 - pyskl - INFO - +top1_acc 0.7605 +top5_acc 0.9481 +2025-05-05 19:43:28,197 - pyskl - INFO - Epoch(val) [59][3718] top1_acc: 0.7605, top5_acc: 0.9481 +2025-05-05 19:44:35,426 - pyskl - INFO - Epoch [60][100/3405] lr: 1.660e-02, eta: 1 day, 14:00:16, time: 0.672, data_time: 0.235, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 3.5603, loss: 3.5603 +2025-05-05 19:45:18,952 - pyskl - INFO - Epoch [60][200/3405] lr: 1.660e-02, eta: 1 day, 13:59:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 3.5970, loss: 3.5970 +2025-05-05 19:46:02,596 - pyskl - INFO - Epoch [60][300/3405] lr: 1.659e-02, eta: 1 day, 13:58:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 3.3916, loss: 3.3916 +2025-05-05 19:46:46,235 - pyskl - INFO - Epoch [60][400/3405] lr: 1.658e-02, eta: 1 day, 13:58:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 3.7115, loss: 3.7115 +2025-05-05 19:47:29,857 - pyskl - INFO - Epoch [60][500/3405] lr: 1.657e-02, eta: 1 day, 13:57:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.3362, loss: 3.3362 +2025-05-05 19:48:13,281 - pyskl - INFO - Epoch [60][600/3405] lr: 1.657e-02, eta: 1 day, 13:56:31, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 3.2938, loss: 3.2938 +2025-05-05 19:48:56,805 - pyskl - INFO - Epoch [60][700/3405] lr: 1.656e-02, eta: 1 day, 13:55:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.3651, loss: 3.3651 +2025-05-05 19:49:40,243 - pyskl - INFO - Epoch [60][800/3405] lr: 1.655e-02, eta: 1 day, 13:55:00, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 3.3794, loss: 3.3794 +2025-05-05 19:50:23,821 - pyskl - INFO - Epoch [60][900/3405] lr: 1.655e-02, eta: 1 day, 13:54:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9681, loss_cls: 3.5172, loss: 3.5172 +2025-05-05 19:51:07,265 - pyskl - INFO - Epoch [60][1000/3405] lr: 1.654e-02, eta: 1 day, 13:53:30, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.7341, loss: 3.7341 +2025-05-05 19:51:50,808 - pyskl - INFO - Epoch [60][1100/3405] lr: 1.653e-02, eta: 1 day, 13:52:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 3.5064, loss: 3.5064 +2025-05-05 19:52:34,219 - pyskl - INFO - Epoch [60][1200/3405] lr: 1.652e-02, eta: 1 day, 13:52:00, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 3.5690, loss: 3.5690 +2025-05-05 19:53:17,589 - pyskl - INFO - Epoch [60][1300/3405] lr: 1.652e-02, eta: 1 day, 13:51:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 3.5868, loss: 3.5868 +2025-05-05 19:54:01,014 - pyskl - INFO - Epoch [60][1400/3405] lr: 1.651e-02, eta: 1 day, 13:50:29, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9575, loss_cls: 3.5438, loss: 3.5438 +2025-05-05 19:54:44,492 - pyskl - INFO - Epoch [60][1500/3405] lr: 1.650e-02, eta: 1 day, 13:49:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 3.3090, loss: 3.3090 +2025-05-05 19:55:28,027 - pyskl - INFO - Epoch [60][1600/3405] lr: 1.649e-02, eta: 1 day, 13:48:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 3.5879, loss: 3.5879 +2025-05-05 19:56:11,421 - pyskl - INFO - Epoch [60][1700/3405] lr: 1.649e-02, eta: 1 day, 13:48:13, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9663, loss_cls: 3.5921, loss: 3.5921 +2025-05-05 19:56:54,830 - pyskl - INFO - Epoch [60][1800/3405] lr: 1.648e-02, eta: 1 day, 13:47:28, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.4725, loss: 3.4725 +2025-05-05 19:57:38,295 - pyskl - INFO - Epoch [60][1900/3405] lr: 1.647e-02, eta: 1 day, 13:46:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 3.4811, loss: 3.4811 +2025-05-05 19:58:21,932 - pyskl - INFO - Epoch [60][2000/3405] lr: 1.647e-02, eta: 1 day, 13:45:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.5574, loss: 3.5574 +2025-05-05 19:59:05,445 - pyskl - INFO - Epoch [60][2100/3405] lr: 1.646e-02, eta: 1 day, 13:45:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.4233, loss: 3.4233 +2025-05-05 19:59:48,933 - pyskl - INFO - Epoch [60][2200/3405] lr: 1.645e-02, eta: 1 day, 13:44:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 3.5298, loss: 3.5298 +2025-05-05 20:00:32,423 - pyskl - INFO - Epoch [60][2300/3405] lr: 1.644e-02, eta: 1 day, 13:43:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 3.5672, loss: 3.5672 +2025-05-05 20:01:15,883 - pyskl - INFO - Epoch [60][2400/3405] lr: 1.644e-02, eta: 1 day, 13:42:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 3.5942, loss: 3.5942 +2025-05-05 20:01:59,534 - pyskl - INFO - Epoch [60][2500/3405] lr: 1.643e-02, eta: 1 day, 13:42:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9569, loss_cls: 3.6411, loss: 3.6411 +2025-05-05 20:02:43,081 - pyskl - INFO - Epoch [60][2600/3405] lr: 1.642e-02, eta: 1 day, 13:41:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.5901, loss: 3.5901 +2025-05-05 20:03:26,655 - pyskl - INFO - Epoch [60][2700/3405] lr: 1.641e-02, eta: 1 day, 13:40:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 3.6660, loss: 3.6660 +2025-05-05 20:04:10,212 - pyskl - INFO - Epoch [60][2800/3405] lr: 1.641e-02, eta: 1 day, 13:39:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.5586, loss: 3.5586 +2025-05-05 20:04:53,752 - pyskl - INFO - Epoch [60][2900/3405] lr: 1.640e-02, eta: 1 day, 13:39:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 3.5645, loss: 3.5645 +2025-05-05 20:05:37,187 - pyskl - INFO - Epoch [60][3000/3405] lr: 1.639e-02, eta: 1 day, 13:38:27, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 3.6267, loss: 3.6267 +2025-05-05 20:06:20,663 - pyskl - INFO - Epoch [60][3100/3405] lr: 1.639e-02, eta: 1 day, 13:37:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 3.4664, loss: 3.4664 +2025-05-05 20:07:04,094 - pyskl - INFO - Epoch [60][3200/3405] lr: 1.638e-02, eta: 1 day, 13:36:56, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 3.6018, loss: 3.6018 +2025-05-05 20:07:47,653 - pyskl - INFO - Epoch [60][3300/3405] lr: 1.637e-02, eta: 1 day, 13:36:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.4923, loss: 3.4923 +2025-05-05 20:08:31,178 - pyskl - INFO - Epoch [60][3400/3405] lr: 1.636e-02, eta: 1 day, 13:35:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 3.6372, loss: 3.6372 +2025-05-05 20:08:33,806 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-05-05 20:12:25,924 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 20:12:26,470 - pyskl - INFO - +top1_acc 0.7358 +top5_acc 0.9412 +2025-05-05 20:12:26,490 - pyskl - INFO - Epoch(val) [60][3718] top1_acc: 0.7358, top5_acc: 0.9412 +2025-05-05 20:13:32,702 - pyskl - INFO - Epoch [61][100/3405] lr: 1.636e-02, eta: 1 day, 13:35:09, time: 0.662, data_time: 0.228, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 3.3924, loss: 3.3924 +2025-05-05 20:14:16,134 - pyskl - INFO - Epoch [61][200/3405] lr: 1.635e-02, eta: 1 day, 13:34:24, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9806, loss_cls: 3.5417, loss: 3.5417 +2025-05-05 20:14:59,499 - pyskl - INFO - Epoch [61][300/3405] lr: 1.634e-02, eta: 1 day, 13:33:39, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9806, loss_cls: 3.4266, loss: 3.4266 +2025-05-05 20:15:42,959 - pyskl - INFO - Epoch [61][400/3405] lr: 1.633e-02, eta: 1 day, 13:32:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 3.4709, loss: 3.4709 +2025-05-05 20:16:26,545 - pyskl - INFO - Epoch [61][500/3405] lr: 1.633e-02, eta: 1 day, 13:32:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.5734, loss: 3.5734 +2025-05-05 20:17:10,056 - pyskl - INFO - Epoch [61][600/3405] lr: 1.632e-02, eta: 1 day, 13:31:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 3.4747, loss: 3.4747 +2025-05-05 20:17:53,649 - pyskl - INFO - Epoch [61][700/3405] lr: 1.631e-02, eta: 1 day, 13:30:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 3.6088, loss: 3.6088 +2025-05-05 20:18:37,260 - pyskl - INFO - Epoch [61][800/3405] lr: 1.630e-02, eta: 1 day, 13:29:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 3.4534, loss: 3.4534 +2025-05-05 20:19:20,669 - pyskl - INFO - Epoch [61][900/3405] lr: 1.630e-02, eta: 1 day, 13:29:08, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 3.5236, loss: 3.5236 +2025-05-05 20:20:04,026 - pyskl - INFO - Epoch [61][1000/3405] lr: 1.629e-02, eta: 1 day, 13:28:23, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 3.7181, loss: 3.7181 +2025-05-05 20:20:47,490 - pyskl - INFO - Epoch [61][1100/3405] lr: 1.628e-02, eta: 1 day, 13:27:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9725, loss_cls: 3.3775, loss: 3.3775 +2025-05-05 20:21:30,950 - pyskl - INFO - Epoch [61][1200/3405] lr: 1.627e-02, eta: 1 day, 13:26:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 3.4543, loss: 3.4543 +2025-05-05 20:22:14,418 - pyskl - INFO - Epoch [61][1300/3405] lr: 1.627e-02, eta: 1 day, 13:26:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9663, loss_cls: 3.5698, loss: 3.5698 +2025-05-05 20:22:57,890 - pyskl - INFO - Epoch [61][1400/3405] lr: 1.626e-02, eta: 1 day, 13:25:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9769, loss_cls: 3.5787, loss: 3.5787 +2025-05-05 20:23:41,330 - pyskl - INFO - Epoch [61][1500/3405] lr: 1.625e-02, eta: 1 day, 13:24:37, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 3.5501, loss: 3.5501 +2025-05-05 20:24:24,856 - pyskl - INFO - Epoch [61][1600/3405] lr: 1.625e-02, eta: 1 day, 13:23:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 3.4538, loss: 3.4538 +2025-05-05 20:25:08,368 - pyskl - INFO - Epoch [61][1700/3405] lr: 1.624e-02, eta: 1 day, 13:23:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9613, loss_cls: 3.7269, loss: 3.7269 +2025-05-05 20:25:51,836 - pyskl - INFO - Epoch [61][1800/3405] lr: 1.623e-02, eta: 1 day, 13:22:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 3.4732, loss: 3.4732 +2025-05-05 20:26:35,303 - pyskl - INFO - Epoch [61][1900/3405] lr: 1.622e-02, eta: 1 day, 13:21:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 3.4824, loss: 3.4824 +2025-05-05 20:27:18,762 - pyskl - INFO - Epoch [61][2000/3405] lr: 1.622e-02, eta: 1 day, 13:20:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 3.5675, loss: 3.5675 +2025-05-05 20:28:02,289 - pyskl - INFO - Epoch [61][2100/3405] lr: 1.621e-02, eta: 1 day, 13:20:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 3.5372, loss: 3.5372 +2025-05-05 20:28:45,832 - pyskl - INFO - Epoch [61][2200/3405] lr: 1.620e-02, eta: 1 day, 13:19:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 3.3988, loss: 3.3988 +2025-05-05 20:29:29,506 - pyskl - INFO - Epoch [61][2300/3405] lr: 1.619e-02, eta: 1 day, 13:18:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 3.4159, loss: 3.4159 +2025-05-05 20:30:13,092 - pyskl - INFO - Epoch [61][2400/3405] lr: 1.619e-02, eta: 1 day, 13:17:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 3.5937, loss: 3.5937 +2025-05-05 20:30:56,649 - pyskl - INFO - Epoch [61][2500/3405] lr: 1.618e-02, eta: 1 day, 13:17:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 3.6672, loss: 3.6672 +2025-05-05 20:31:40,155 - pyskl - INFO - Epoch [61][2600/3405] lr: 1.617e-02, eta: 1 day, 13:16:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 3.4524, loss: 3.4524 +2025-05-05 20:32:23,926 - pyskl - INFO - Epoch [61][2700/3405] lr: 1.616e-02, eta: 1 day, 13:15:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9706, loss_cls: 3.5889, loss: 3.5889 +2025-05-05 20:33:07,513 - pyskl - INFO - Epoch [61][2800/3405] lr: 1.616e-02, eta: 1 day, 13:14:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9775, loss_cls: 3.5294, loss: 3.5294 +2025-05-05 20:33:51,032 - pyskl - INFO - Epoch [61][2900/3405] lr: 1.615e-02, eta: 1 day, 13:14:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 3.6057, loss: 3.6057 +2025-05-05 20:34:34,512 - pyskl - INFO - Epoch [61][3000/3405] lr: 1.614e-02, eta: 1 day, 13:13:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 3.4137, loss: 3.4137 +2025-05-05 20:35:17,934 - pyskl - INFO - Epoch [61][3100/3405] lr: 1.614e-02, eta: 1 day, 13:12:35, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9738, loss_cls: 3.5687, loss: 3.5687 +2025-05-05 20:36:01,394 - pyskl - INFO - Epoch [61][3200/3405] lr: 1.613e-02, eta: 1 day, 13:11:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 3.5251, loss: 3.5251 +2025-05-05 20:36:44,915 - pyskl - INFO - Epoch [61][3300/3405] lr: 1.612e-02, eta: 1 day, 13:11:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 3.5127, loss: 3.5127 +2025-05-05 20:37:28,408 - pyskl - INFO - Epoch [61][3400/3405] lr: 1.611e-02, eta: 1 day, 13:10:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 3.5317, loss: 3.5317 +2025-05-05 20:37:31,013 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-05-05 20:41:23,930 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 20:41:24,486 - pyskl - INFO - +top1_acc 0.7459 +top5_acc 0.9412 +2025-05-05 20:41:24,506 - pyskl - INFO - Epoch(val) [61][3718] top1_acc: 0.7459, top5_acc: 0.9412 +2025-05-05 20:42:31,133 - pyskl - INFO - Epoch [62][100/3405] lr: 1.611e-02, eta: 1 day, 13:10:03, time: 0.666, data_time: 0.229, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 3.2827, loss: 3.2827 +2025-05-05 20:43:14,759 - pyskl - INFO - Epoch [62][200/3405] lr: 1.610e-02, eta: 1 day, 13:09:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 3.4534, loss: 3.4534 +2025-05-05 20:43:58,438 - pyskl - INFO - Epoch [62][300/3405] lr: 1.609e-02, eta: 1 day, 13:08:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.2946, loss: 3.2946 +2025-05-05 20:44:42,068 - pyskl - INFO - Epoch [62][400/3405] lr: 1.608e-02, eta: 1 day, 13:07:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.4063, loss: 3.4063 +2025-05-05 20:45:25,892 - pyskl - INFO - Epoch [62][500/3405] lr: 1.608e-02, eta: 1 day, 13:07:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9694, loss_cls: 3.4412, loss: 3.4412 +2025-05-05 20:46:09,352 - pyskl - INFO - Epoch [62][600/3405] lr: 1.607e-02, eta: 1 day, 13:06:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.4567, loss: 3.4567 +2025-05-05 20:46:52,878 - pyskl - INFO - Epoch [62][700/3405] lr: 1.606e-02, eta: 1 day, 13:05:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9731, loss_cls: 3.5539, loss: 3.5539 +2025-05-05 20:47:36,240 - pyskl - INFO - Epoch [62][800/3405] lr: 1.605e-02, eta: 1 day, 13:04:48, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.3579, loss: 3.3579 +2025-05-05 20:48:19,701 - pyskl - INFO - Epoch [62][900/3405] lr: 1.605e-02, eta: 1 day, 13:04:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.5308, loss: 3.5308 +2025-05-05 20:49:03,198 - pyskl - INFO - Epoch [62][1000/3405] lr: 1.604e-02, eta: 1 day, 13:03:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9762, loss_cls: 3.5732, loss: 3.5732 +2025-05-05 20:49:46,619 - pyskl - INFO - Epoch [62][1100/3405] lr: 1.603e-02, eta: 1 day, 13:02:32, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 3.5663, loss: 3.5663 +2025-05-05 20:50:29,969 - pyskl - INFO - Epoch [62][1200/3405] lr: 1.602e-02, eta: 1 day, 13:01:47, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 3.6151, loss: 3.6151 +2025-05-05 20:51:13,550 - pyskl - INFO - Epoch [62][1300/3405] lr: 1.602e-02, eta: 1 day, 13:01:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 3.5079, loss: 3.5079 +2025-05-05 20:51:56,935 - pyskl - INFO - Epoch [62][1400/3405] lr: 1.601e-02, eta: 1 day, 13:00:17, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 3.5606, loss: 3.5606 +2025-05-05 20:52:40,404 - pyskl - INFO - Epoch [62][1500/3405] lr: 1.600e-02, eta: 1 day, 12:59:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9744, loss_cls: 3.5411, loss: 3.5411 +2025-05-05 20:53:23,917 - pyskl - INFO - Epoch [62][1600/3405] lr: 1.600e-02, eta: 1 day, 12:58:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9719, loss_cls: 3.4919, loss: 3.4919 +2025-05-05 20:54:07,383 - pyskl - INFO - Epoch [62][1700/3405] lr: 1.599e-02, eta: 1 day, 12:58:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 3.5903, loss: 3.5903 +2025-05-05 20:54:50,909 - pyskl - INFO - Epoch [62][1800/3405] lr: 1.598e-02, eta: 1 day, 12:57:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.5841, loss: 3.5841 +2025-05-05 20:55:34,323 - pyskl - INFO - Epoch [62][1900/3405] lr: 1.597e-02, eta: 1 day, 12:56:31, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 3.5347, loss: 3.5347 +2025-05-05 20:56:17,785 - pyskl - INFO - Epoch [62][2000/3405] lr: 1.597e-02, eta: 1 day, 12:55:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 3.4381, loss: 3.4381 +2025-05-05 20:57:01,475 - pyskl - INFO - Epoch [62][2100/3405] lr: 1.596e-02, eta: 1 day, 12:55:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9613, loss_cls: 3.5891, loss: 3.5891 +2025-05-05 20:57:45,287 - pyskl - INFO - Epoch [62][2200/3405] lr: 1.595e-02, eta: 1 day, 12:54:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 3.4307, loss: 3.4307 +2025-05-05 20:58:28,929 - pyskl - INFO - Epoch [62][2300/3405] lr: 1.594e-02, eta: 1 day, 12:53:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 3.5565, loss: 3.5565 +2025-05-05 20:59:12,639 - pyskl - INFO - Epoch [62][2400/3405] lr: 1.594e-02, eta: 1 day, 12:52:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 3.5587, loss: 3.5587 +2025-05-05 20:59:56,270 - pyskl - INFO - Epoch [62][2500/3405] lr: 1.593e-02, eta: 1 day, 12:52:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 3.5428, loss: 3.5428 +2025-05-05 21:00:39,982 - pyskl - INFO - Epoch [62][2600/3405] lr: 1.592e-02, eta: 1 day, 12:51:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 3.4525, loss: 3.4525 +2025-05-05 21:01:23,647 - pyskl - INFO - Epoch [62][2700/3405] lr: 1.591e-02, eta: 1 day, 12:50:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9731, loss_cls: 3.7363, loss: 3.7363 +2025-05-05 21:02:07,387 - pyskl - INFO - Epoch [62][2800/3405] lr: 1.591e-02, eta: 1 day, 12:49:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9750, loss_cls: 3.4305, loss: 3.4305 +2025-05-05 21:02:51,095 - pyskl - INFO - Epoch [62][2900/3405] lr: 1.590e-02, eta: 1 day, 12:49:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9700, loss_cls: 3.5950, loss: 3.5950 +2025-05-05 21:03:34,719 - pyskl - INFO - Epoch [62][3000/3405] lr: 1.589e-02, eta: 1 day, 12:48:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9738, loss_cls: 3.5552, loss: 3.5552 +2025-05-05 21:04:18,236 - pyskl - INFO - Epoch [62][3100/3405] lr: 1.588e-02, eta: 1 day, 12:47:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 3.4014, loss: 3.4014 +2025-05-05 21:05:01,771 - pyskl - INFO - Epoch [62][3200/3405] lr: 1.588e-02, eta: 1 day, 12:46:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 3.4458, loss: 3.4458 +2025-05-05 21:05:45,090 - pyskl - INFO - Epoch [62][3300/3405] lr: 1.587e-02, eta: 1 day, 12:46:02, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.4968, loss: 3.4968 +2025-05-05 21:06:28,476 - pyskl - INFO - Epoch [62][3400/3405] lr: 1.586e-02, eta: 1 day, 12:45:17, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 3.4950, loss: 3.4950 +2025-05-05 21:06:31,077 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-05-05 21:10:23,690 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 21:10:24,243 - pyskl - INFO - +top1_acc 0.7556 +top5_acc 0.9454 +2025-05-05 21:10:24,267 - pyskl - INFO - Epoch(val) [62][3718] top1_acc: 0.7556, top5_acc: 0.9454 +2025-05-05 21:11:31,071 - pyskl - INFO - Epoch [63][100/3405] lr: 1.585e-02, eta: 1 day, 12:44:59, time: 0.668, data_time: 0.233, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.4109, loss: 3.4109 +2025-05-05 21:12:14,532 - pyskl - INFO - Epoch [63][200/3405] lr: 1.585e-02, eta: 1 day, 12:44:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9806, loss_cls: 3.4183, loss: 3.4183 +2025-05-05 21:12:57,933 - pyskl - INFO - Epoch [63][300/3405] lr: 1.584e-02, eta: 1 day, 12:43:29, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 3.4063, loss: 3.4063 +2025-05-05 21:13:41,406 - pyskl - INFO - Epoch [63][400/3405] lr: 1.583e-02, eta: 1 day, 12:42:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9800, loss_cls: 3.3745, loss: 3.3745 +2025-05-05 21:14:24,966 - pyskl - INFO - Epoch [63][500/3405] lr: 1.582e-02, eta: 1 day, 12:41:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.3688, loss: 3.3688 +2025-05-05 21:15:08,391 - pyskl - INFO - Epoch [63][600/3405] lr: 1.582e-02, eta: 1 day, 12:41:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 3.6090, loss: 3.6090 +2025-05-05 21:15:51,859 - pyskl - INFO - Epoch [63][700/3405] lr: 1.581e-02, eta: 1 day, 12:40:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9775, loss_cls: 3.5113, loss: 3.5113 +2025-05-05 21:16:35,299 - pyskl - INFO - Epoch [63][800/3405] lr: 1.580e-02, eta: 1 day, 12:39:43, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 3.6260, loss: 3.6260 +2025-05-05 21:17:18,740 - pyskl - INFO - Epoch [63][900/3405] lr: 1.579e-02, eta: 1 day, 12:38:58, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 3.5169, loss: 3.5169 +2025-05-05 21:18:02,214 - pyskl - INFO - Epoch [63][1000/3405] lr: 1.579e-02, eta: 1 day, 12:38:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9688, loss_cls: 3.4979, loss: 3.4979 +2025-05-05 21:18:45,847 - pyskl - INFO - Epoch [63][1100/3405] lr: 1.578e-02, eta: 1 day, 12:37:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.5120, loss: 3.5120 +2025-05-05 21:19:29,422 - pyskl - INFO - Epoch [63][1200/3405] lr: 1.577e-02, eta: 1 day, 12:36:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9731, loss_cls: 3.6023, loss: 3.6023 +2025-05-05 21:20:12,930 - pyskl - INFO - Epoch [63][1300/3405] lr: 1.577e-02, eta: 1 day, 12:35:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9781, loss_cls: 3.4941, loss: 3.4941 +2025-05-05 21:20:56,424 - pyskl - INFO - Epoch [63][1400/3405] lr: 1.576e-02, eta: 1 day, 12:35:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9675, loss_cls: 3.6351, loss: 3.6351 +2025-05-05 21:21:39,924 - pyskl - INFO - Epoch [63][1500/3405] lr: 1.575e-02, eta: 1 day, 12:34:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 3.4331, loss: 3.4331 +2025-05-05 21:22:23,540 - pyskl - INFO - Epoch [63][1600/3405] lr: 1.574e-02, eta: 1 day, 12:33:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 3.4205, loss: 3.4205 +2025-05-05 21:23:07,036 - pyskl - INFO - Epoch [63][1700/3405] lr: 1.574e-02, eta: 1 day, 12:32:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.4722, loss: 3.4722 +2025-05-05 21:23:50,518 - pyskl - INFO - Epoch [63][1800/3405] lr: 1.573e-02, eta: 1 day, 12:32:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 3.4946, loss: 3.4946 +2025-05-05 21:24:33,995 - pyskl - INFO - Epoch [63][1900/3405] lr: 1.572e-02, eta: 1 day, 12:31:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9656, loss_cls: 3.4924, loss: 3.4924 +2025-05-05 21:25:17,441 - pyskl - INFO - Epoch [63][2000/3405] lr: 1.571e-02, eta: 1 day, 12:30:42, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9712, loss_cls: 3.4317, loss: 3.4317 +2025-05-05 21:26:00,937 - pyskl - INFO - Epoch [63][2100/3405] lr: 1.571e-02, eta: 1 day, 12:29:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.4481, loss: 3.4481 +2025-05-05 21:26:44,488 - pyskl - INFO - Epoch [63][2200/3405] lr: 1.570e-02, eta: 1 day, 12:29:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9775, loss_cls: 3.4964, loss: 3.4964 +2025-05-05 21:27:27,994 - pyskl - INFO - Epoch [63][2300/3405] lr: 1.569e-02, eta: 1 day, 12:28:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.4368, loss: 3.4368 +2025-05-05 21:28:11,659 - pyskl - INFO - Epoch [63][2400/3405] lr: 1.568e-02, eta: 1 day, 12:27:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.4500, loss: 3.4500 +2025-05-05 21:28:55,317 - pyskl - INFO - Epoch [63][2500/3405] lr: 1.568e-02, eta: 1 day, 12:26:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 3.7015, loss: 3.7015 +2025-05-05 21:29:38,993 - pyskl - INFO - Epoch [63][2600/3405] lr: 1.567e-02, eta: 1 day, 12:26:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9744, loss_cls: 3.5795, loss: 3.5795 +2025-05-05 21:30:22,588 - pyskl - INFO - Epoch [63][2700/3405] lr: 1.566e-02, eta: 1 day, 12:25:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 3.5350, loss: 3.5350 +2025-05-05 21:31:06,224 - pyskl - INFO - Epoch [63][2800/3405] lr: 1.565e-02, eta: 1 day, 12:24:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9675, loss_cls: 3.4749, loss: 3.4749 +2025-05-05 21:31:49,860 - pyskl - INFO - Epoch [63][2900/3405] lr: 1.565e-02, eta: 1 day, 12:23:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 3.4958, loss: 3.4958 +2025-05-05 21:32:33,469 - pyskl - INFO - Epoch [63][3000/3405] lr: 1.564e-02, eta: 1 day, 12:23:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 3.6329, loss: 3.6329 +2025-05-05 21:33:17,321 - pyskl - INFO - Epoch [63][3100/3405] lr: 1.563e-02, eta: 1 day, 12:22:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 3.5451, loss: 3.5451 +2025-05-05 21:34:00,901 - pyskl - INFO - Epoch [63][3200/3405] lr: 1.562e-02, eta: 1 day, 12:21:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 3.5003, loss: 3.5003 +2025-05-05 21:34:44,401 - pyskl - INFO - Epoch [63][3300/3405] lr: 1.562e-02, eta: 1 day, 12:20:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9644, loss_cls: 3.5590, loss: 3.5590 +2025-05-05 21:35:27,809 - pyskl - INFO - Epoch [63][3400/3405] lr: 1.561e-02, eta: 1 day, 12:20:13, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9750, loss_cls: 3.5406, loss: 3.5406 +2025-05-05 21:35:30,427 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-05-05 21:39:23,262 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 21:39:23,816 - pyskl - INFO - +top1_acc 0.7781 +top5_acc 0.9538 +2025-05-05 21:39:23,870 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_53.pth was removed +2025-05-05 21:39:24,951 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_63.pth. +2025-05-05 21:39:24,953 - pyskl - INFO - Best top1_acc is 0.7781 at 63 epoch. +2025-05-05 21:39:24,976 - pyskl - INFO - Epoch(val) [63][3718] top1_acc: 0.7781, top5_acc: 0.9538 +2025-05-05 21:40:31,647 - pyskl - INFO - Epoch [64][100/3405] lr: 1.560e-02, eta: 1 day, 12:19:55, time: 0.667, data_time: 0.232, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 3.4660, loss: 3.4660 +2025-05-05 21:41:15,096 - pyskl - INFO - Epoch [64][200/3405] lr: 1.559e-02, eta: 1 day, 12:19:10, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 3.4196, loss: 3.4196 +2025-05-05 21:41:58,579 - pyskl - INFO - Epoch [64][300/3405] lr: 1.559e-02, eta: 1 day, 12:18:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 3.4345, loss: 3.4345 +2025-05-05 21:42:42,018 - pyskl - INFO - Epoch [64][400/3405] lr: 1.558e-02, eta: 1 day, 12:17:39, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9800, loss_cls: 3.3106, loss: 3.3106 +2025-05-05 21:43:25,660 - pyskl - INFO - Epoch [64][500/3405] lr: 1.557e-02, eta: 1 day, 12:16:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 3.3486, loss: 3.3486 +2025-05-05 21:44:09,321 - pyskl - INFO - Epoch [64][600/3405] lr: 1.556e-02, eta: 1 day, 12:16:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 3.4639, loss: 3.4639 +2025-05-05 21:44:53,019 - pyskl - INFO - Epoch [64][700/3405] lr: 1.556e-02, eta: 1 day, 12:15:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 3.5178, loss: 3.5178 +2025-05-05 21:45:36,455 - pyskl - INFO - Epoch [64][800/3405] lr: 1.555e-02, eta: 1 day, 12:14:40, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 3.4375, loss: 3.4375 +2025-05-05 21:46:19,986 - pyskl - INFO - Epoch [64][900/3405] lr: 1.554e-02, eta: 1 day, 12:13:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 3.4037, loss: 3.4037 +2025-05-05 21:47:03,558 - pyskl - INFO - Epoch [64][1000/3405] lr: 1.553e-02, eta: 1 day, 12:13:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 3.4997, loss: 3.4997 +2025-05-05 21:47:47,189 - pyskl - INFO - Epoch [64][1100/3405] lr: 1.553e-02, eta: 1 day, 12:12:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9800, loss_cls: 3.3983, loss: 3.3983 +2025-05-05 21:48:30,690 - pyskl - INFO - Epoch [64][1200/3405] lr: 1.552e-02, eta: 1 day, 12:11:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 3.5660, loss: 3.5660 +2025-05-05 21:49:14,293 - pyskl - INFO - Epoch [64][1300/3405] lr: 1.551e-02, eta: 1 day, 12:10:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 3.6489, loss: 3.6489 +2025-05-05 21:49:57,897 - pyskl - INFO - Epoch [64][1400/3405] lr: 1.550e-02, eta: 1 day, 12:10:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9656, loss_cls: 3.5516, loss: 3.5516 +2025-05-05 21:50:41,419 - pyskl - INFO - Epoch [64][1500/3405] lr: 1.550e-02, eta: 1 day, 12:09:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 3.4817, loss: 3.4817 +2025-05-05 21:51:24,947 - pyskl - INFO - Epoch [64][1600/3405] lr: 1.549e-02, eta: 1 day, 12:08:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 3.5364, loss: 3.5364 +2025-05-05 21:52:08,449 - pyskl - INFO - Epoch [64][1700/3405] lr: 1.548e-02, eta: 1 day, 12:07:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 3.4984, loss: 3.4984 +2025-05-05 21:52:51,958 - pyskl - INFO - Epoch [64][1800/3405] lr: 1.547e-02, eta: 1 day, 12:07:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 3.4915, loss: 3.4915 +2025-05-05 21:53:35,457 - pyskl - INFO - Epoch [64][1900/3405] lr: 1.547e-02, eta: 1 day, 12:06:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9750, loss_cls: 3.5588, loss: 3.5588 +2025-05-05 21:54:19,009 - pyskl - INFO - Epoch [64][2000/3405] lr: 1.546e-02, eta: 1 day, 12:05:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 3.4956, loss: 3.4956 +2025-05-05 21:55:02,497 - pyskl - INFO - Epoch [64][2100/3405] lr: 1.545e-02, eta: 1 day, 12:04:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.5083, loss: 3.5083 +2025-05-05 21:55:45,976 - pyskl - INFO - Epoch [64][2200/3405] lr: 1.544e-02, eta: 1 day, 12:04:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9675, loss_cls: 3.4265, loss: 3.4265 +2025-05-05 21:56:29,370 - pyskl - INFO - Epoch [64][2300/3405] lr: 1.544e-02, eta: 1 day, 12:03:24, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9731, loss_cls: 3.4716, loss: 3.4716 +2025-05-05 21:57:12,770 - pyskl - INFO - Epoch [64][2400/3405] lr: 1.543e-02, eta: 1 day, 12:02:39, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 3.5877, loss: 3.5877 +2025-05-05 21:57:56,185 - pyskl - INFO - Epoch [64][2500/3405] lr: 1.542e-02, eta: 1 day, 12:01:54, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 3.5213, loss: 3.5213 +2025-05-05 21:58:39,617 - pyskl - INFO - Epoch [64][2600/3405] lr: 1.541e-02, eta: 1 day, 12:01:09, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.4597, loss: 3.4597 +2025-05-05 21:59:23,372 - pyskl - INFO - Epoch [64][2700/3405] lr: 1.541e-02, eta: 1 day, 12:00:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9794, loss_cls: 3.3801, loss: 3.3801 +2025-05-05 22:00:07,128 - pyskl - INFO - Epoch [64][2800/3405] lr: 1.540e-02, eta: 1 day, 11:59:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 3.4113, loss: 3.4113 +2025-05-05 22:00:50,891 - pyskl - INFO - Epoch [64][2900/3405] lr: 1.539e-02, eta: 1 day, 11:58:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.4500, loss: 3.4500 +2025-05-05 22:01:34,448 - pyskl - INFO - Epoch [64][3000/3405] lr: 1.538e-02, eta: 1 day, 11:58:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 3.4639, loss: 3.4639 +2025-05-05 22:02:18,017 - pyskl - INFO - Epoch [64][3100/3405] lr: 1.538e-02, eta: 1 day, 11:57:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.4541, loss: 3.4541 +2025-05-05 22:03:01,652 - pyskl - INFO - Epoch [64][3200/3405] lr: 1.537e-02, eta: 1 day, 11:56:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 3.4736, loss: 3.4736 +2025-05-05 22:03:45,349 - pyskl - INFO - Epoch [64][3300/3405] lr: 1.536e-02, eta: 1 day, 11:55:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 3.4446, loss: 3.4446 +2025-05-05 22:04:29,003 - pyskl - INFO - Epoch [64][3400/3405] lr: 1.535e-02, eta: 1 day, 11:55:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.5242, loss: 3.5242 +2025-05-05 22:04:31,633 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-05-05 22:08:24,189 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 22:08:24,753 - pyskl - INFO - +top1_acc 0.7528 +top5_acc 0.9448 +2025-05-05 22:08:24,777 - pyskl - INFO - Epoch(val) [64][3718] top1_acc: 0.7528, top5_acc: 0.9448 +2025-05-05 22:09:32,130 - pyskl - INFO - Epoch [65][100/3405] lr: 1.535e-02, eta: 1 day, 11:54:52, time: 0.673, data_time: 0.237, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 3.4216, loss: 3.4216 +2025-05-05 22:10:15,594 - pyskl - INFO - Epoch [65][200/3405] lr: 1.534e-02, eta: 1 day, 11:54:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 3.3815, loss: 3.3815 +2025-05-05 22:10:59,325 - pyskl - INFO - Epoch [65][300/3405] lr: 1.533e-02, eta: 1 day, 11:53:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9806, loss_cls: 3.2752, loss: 3.2752 +2025-05-05 22:11:43,137 - pyskl - INFO - Epoch [65][400/3405] lr: 1.532e-02, eta: 1 day, 11:52:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.4125, loss: 3.4125 +2025-05-05 22:12:26,816 - pyskl - INFO - Epoch [65][500/3405] lr: 1.532e-02, eta: 1 day, 11:51:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 3.4236, loss: 3.4236 +2025-05-05 22:13:10,358 - pyskl - INFO - Epoch [65][600/3405] lr: 1.531e-02, eta: 1 day, 11:51:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9788, loss_cls: 3.3775, loss: 3.3775 +2025-05-05 22:13:53,877 - pyskl - INFO - Epoch [65][700/3405] lr: 1.530e-02, eta: 1 day, 11:50:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.4952, loss: 3.4952 +2025-05-05 22:14:37,405 - pyskl - INFO - Epoch [65][800/3405] lr: 1.529e-02, eta: 1 day, 11:49:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 3.4125, loss: 3.4125 +2025-05-05 22:15:20,910 - pyskl - INFO - Epoch [65][900/3405] lr: 1.529e-02, eta: 1 day, 11:48:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 3.4018, loss: 3.4018 +2025-05-05 22:16:04,411 - pyskl - INFO - Epoch [65][1000/3405] lr: 1.528e-02, eta: 1 day, 11:48:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 3.5646, loss: 3.5646 +2025-05-05 22:16:47,932 - pyskl - INFO - Epoch [65][1100/3405] lr: 1.527e-02, eta: 1 day, 11:47:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.3967, loss: 3.3967 +2025-05-05 22:17:31,369 - pyskl - INFO - Epoch [65][1200/3405] lr: 1.526e-02, eta: 1 day, 11:46:37, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 3.4760, loss: 3.4760 +2025-05-05 22:18:14,886 - pyskl - INFO - Epoch [65][1300/3405] lr: 1.526e-02, eta: 1 day, 11:45:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.3468, loss: 3.3468 +2025-05-05 22:18:58,277 - pyskl - INFO - Epoch [65][1400/3405] lr: 1.525e-02, eta: 1 day, 11:45:07, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 3.5250, loss: 3.5250 +2025-05-05 22:19:41,830 - pyskl - INFO - Epoch [65][1500/3405] lr: 1.524e-02, eta: 1 day, 11:44:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.4782, loss: 3.4782 +2025-05-05 22:20:25,208 - pyskl - INFO - Epoch [65][1600/3405] lr: 1.523e-02, eta: 1 day, 11:43:37, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9581, loss_cls: 3.5954, loss: 3.5954 +2025-05-05 22:21:08,618 - pyskl - INFO - Epoch [65][1700/3405] lr: 1.523e-02, eta: 1 day, 11:42:52, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 3.3781, loss: 3.3781 +2025-05-05 22:21:51,996 - pyskl - INFO - Epoch [65][1800/3405] lr: 1.522e-02, eta: 1 day, 11:42:07, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9681, loss_cls: 3.4794, loss: 3.4794 +2025-05-05 22:22:35,486 - pyskl - INFO - Epoch [65][1900/3405] lr: 1.521e-02, eta: 1 day, 11:41:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 3.3780, loss: 3.3780 +2025-05-05 22:23:18,984 - pyskl - INFO - Epoch [65][2000/3405] lr: 1.520e-02, eta: 1 day, 11:40:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9775, loss_cls: 3.4146, loss: 3.4146 +2025-05-05 22:24:02,355 - pyskl - INFO - Epoch [65][2100/3405] lr: 1.520e-02, eta: 1 day, 11:39:51, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9762, loss_cls: 3.4227, loss: 3.4227 +2025-05-05 22:24:45,737 - pyskl - INFO - Epoch [65][2200/3405] lr: 1.519e-02, eta: 1 day, 11:39:06, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.4288, loss: 3.4288 +2025-05-05 22:25:29,096 - pyskl - INFO - Epoch [65][2300/3405] lr: 1.518e-02, eta: 1 day, 11:38:21, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.4358, loss: 3.4358 +2025-05-05 22:26:12,433 - pyskl - INFO - Epoch [65][2400/3405] lr: 1.517e-02, eta: 1 day, 11:37:36, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9731, loss_cls: 3.6341, loss: 3.6341 +2025-05-05 22:26:55,852 - pyskl - INFO - Epoch [65][2500/3405] lr: 1.517e-02, eta: 1 day, 11:36:50, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.4788, loss: 3.4788 +2025-05-05 22:27:39,251 - pyskl - INFO - Epoch [65][2600/3405] lr: 1.516e-02, eta: 1 day, 11:36:05, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9775, loss_cls: 3.4088, loss: 3.4088 +2025-05-05 22:28:22,548 - pyskl - INFO - Epoch [65][2700/3405] lr: 1.515e-02, eta: 1 day, 11:35:20, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 3.4521, loss: 3.4521 +2025-05-05 22:29:05,783 - pyskl - INFO - Epoch [65][2800/3405] lr: 1.514e-02, eta: 1 day, 11:34:35, time: 0.432, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 3.4872, loss: 3.4872 +2025-05-05 22:29:49,337 - pyskl - INFO - Epoch [65][2900/3405] lr: 1.514e-02, eta: 1 day, 11:33:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9744, loss_cls: 3.4217, loss: 3.4217 +2025-05-05 22:30:32,781 - pyskl - INFO - Epoch [65][3000/3405] lr: 1.513e-02, eta: 1 day, 11:33:05, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 3.4560, loss: 3.4560 +2025-05-05 22:31:16,251 - pyskl - INFO - Epoch [65][3100/3405] lr: 1.512e-02, eta: 1 day, 11:32:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 3.4459, loss: 3.4459 +2025-05-05 22:31:59,698 - pyskl - INFO - Epoch [65][3200/3405] lr: 1.511e-02, eta: 1 day, 11:31:34, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 3.5548, loss: 3.5548 +2025-05-05 22:32:43,132 - pyskl - INFO - Epoch [65][3300/3405] lr: 1.511e-02, eta: 1 day, 11:30:49, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 3.5400, loss: 3.5400 +2025-05-05 22:33:26,659 - pyskl - INFO - Epoch [65][3400/3405] lr: 1.510e-02, eta: 1 day, 11:30:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9700, loss_cls: 3.4067, loss: 3.4067 +2025-05-05 22:33:29,255 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-05-05 22:37:21,253 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 22:37:21,802 - pyskl - INFO - +top1_acc 0.7793 +top5_acc 0.9527 +2025-05-05 22:37:21,857 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_63.pth was removed +2025-05-05 22:37:22,935 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_65.pth. +2025-05-05 22:37:22,936 - pyskl - INFO - Best top1_acc is 0.7793 at 65 epoch. +2025-05-05 22:37:22,959 - pyskl - INFO - Epoch(val) [65][3718] top1_acc: 0.7793, top5_acc: 0.9527 +2025-05-05 22:38:29,977 - pyskl - INFO - Epoch [66][100/3405] lr: 1.509e-02, eta: 1 day, 11:29:45, time: 0.670, data_time: 0.236, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 3.3654, loss: 3.3654 +2025-05-05 22:39:13,357 - pyskl - INFO - Epoch [66][200/3405] lr: 1.508e-02, eta: 1 day, 11:29:00, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 3.2254, loss: 3.2254 +2025-05-05 22:39:56,756 - pyskl - INFO - Epoch [66][300/3405] lr: 1.508e-02, eta: 1 day, 11:28:15, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 3.2849, loss: 3.2849 +2025-05-05 22:40:40,124 - pyskl - INFO - Epoch [66][400/3405] lr: 1.507e-02, eta: 1 day, 11:27:29, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 3.2611, loss: 3.2611 +2025-05-05 22:41:23,695 - pyskl - INFO - Epoch [66][500/3405] lr: 1.506e-02, eta: 1 day, 11:26:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9694, loss_cls: 3.4284, loss: 3.4284 +2025-05-05 22:42:07,389 - pyskl - INFO - Epoch [66][600/3405] lr: 1.505e-02, eta: 1 day, 11:26:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.3568, loss: 3.3568 +2025-05-05 22:42:50,877 - pyskl - INFO - Epoch [66][700/3405] lr: 1.505e-02, eta: 1 day, 11:25:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 3.4242, loss: 3.4242 +2025-05-05 22:43:34,332 - pyskl - INFO - Epoch [66][800/3405] lr: 1.504e-02, eta: 1 day, 11:24:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 3.4502, loss: 3.4502 +2025-05-05 22:44:17,697 - pyskl - INFO - Epoch [66][900/3405] lr: 1.503e-02, eta: 1 day, 11:23:44, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.4105, loss: 3.4105 +2025-05-05 22:45:01,160 - pyskl - INFO - Epoch [66][1000/3405] lr: 1.502e-02, eta: 1 day, 11:22:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 3.4440, loss: 3.4440 +2025-05-05 22:45:44,598 - pyskl - INFO - Epoch [66][1100/3405] lr: 1.502e-02, eta: 1 day, 11:22:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 3.4060, loss: 3.4060 +2025-05-05 22:46:27,978 - pyskl - INFO - Epoch [66][1200/3405] lr: 1.501e-02, eta: 1 day, 11:21:29, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 3.5759, loss: 3.5759 +2025-05-05 22:47:11,381 - pyskl - INFO - Epoch [66][1300/3405] lr: 1.500e-02, eta: 1 day, 11:20:44, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 3.4794, loss: 3.4794 +2025-05-05 22:47:54,769 - pyskl - INFO - Epoch [66][1400/3405] lr: 1.499e-02, eta: 1 day, 11:19:59, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 3.3785, loss: 3.3785 +2025-05-05 22:48:38,195 - pyskl - INFO - Epoch [66][1500/3405] lr: 1.499e-02, eta: 1 day, 11:19:13, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 3.4959, loss: 3.4959 +2025-05-05 22:49:21,660 - pyskl - INFO - Epoch [66][1600/3405] lr: 1.498e-02, eta: 1 day, 11:18:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 3.5455, loss: 3.5455 +2025-05-05 22:50:05,240 - pyskl - INFO - Epoch [66][1700/3405] lr: 1.497e-02, eta: 1 day, 11:17:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.3440, loss: 3.3440 +2025-05-05 22:50:48,853 - pyskl - INFO - Epoch [66][1800/3405] lr: 1.496e-02, eta: 1 day, 11:16:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.5431, loss: 3.5431 +2025-05-05 22:51:32,384 - pyskl - INFO - Epoch [66][1900/3405] lr: 1.496e-02, eta: 1 day, 11:16:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 3.4600, loss: 3.4600 +2025-05-05 22:52:15,808 - pyskl - INFO - Epoch [66][2000/3405] lr: 1.495e-02, eta: 1 day, 11:15:29, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.4059, loss: 3.4059 +2025-05-05 22:52:59,227 - pyskl - INFO - Epoch [66][2100/3405] lr: 1.494e-02, eta: 1 day, 11:14:43, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 3.5140, loss: 3.5140 +2025-05-05 22:53:42,695 - pyskl - INFO - Epoch [66][2200/3405] lr: 1.493e-02, eta: 1 day, 11:13:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9794, loss_cls: 3.4302, loss: 3.4302 +2025-05-05 22:54:26,105 - pyskl - INFO - Epoch [66][2300/3405] lr: 1.493e-02, eta: 1 day, 11:13:13, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.4733, loss: 3.4733 +2025-05-05 22:55:09,609 - pyskl - INFO - Epoch [66][2400/3405] lr: 1.492e-02, eta: 1 day, 11:12:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9719, loss_cls: 3.4789, loss: 3.4789 +2025-05-05 22:55:53,005 - pyskl - INFO - Epoch [66][2500/3405] lr: 1.491e-02, eta: 1 day, 11:11:43, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9750, loss_cls: 3.3936, loss: 3.3936 +2025-05-05 22:56:36,459 - pyskl - INFO - Epoch [66][2600/3405] lr: 1.490e-02, eta: 1 day, 11:10:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9731, loss_cls: 3.4673, loss: 3.4673 +2025-05-05 22:57:19,903 - pyskl - INFO - Epoch [66][2700/3405] lr: 1.490e-02, eta: 1 day, 11:10:13, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9800, loss_cls: 3.3671, loss: 3.3671 +2025-05-05 22:58:03,369 - pyskl - INFO - Epoch [66][2800/3405] lr: 1.489e-02, eta: 1 day, 11:09:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 3.4386, loss: 3.4386 +2025-05-05 22:58:46,761 - pyskl - INFO - Epoch [66][2900/3405] lr: 1.488e-02, eta: 1 day, 11:08:43, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9775, loss_cls: 3.4442, loss: 3.4442 +2025-05-05 22:59:30,371 - pyskl - INFO - Epoch [66][3000/3405] lr: 1.487e-02, eta: 1 day, 11:07:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 3.4607, loss: 3.4607 +2025-05-05 23:00:13,864 - pyskl - INFO - Epoch [66][3100/3405] lr: 1.487e-02, eta: 1 day, 11:07:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.4084, loss: 3.4084 +2025-05-05 23:00:57,526 - pyskl - INFO - Epoch [66][3200/3405] lr: 1.486e-02, eta: 1 day, 11:06:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.3307, loss: 3.3307 +2025-05-05 23:01:41,102 - pyskl - INFO - Epoch [66][3300/3405] lr: 1.485e-02, eta: 1 day, 11:05:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 3.4617, loss: 3.4617 +2025-05-05 23:02:24,699 - pyskl - INFO - Epoch [66][3400/3405] lr: 1.484e-02, eta: 1 day, 11:04:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9788, loss_cls: 3.4305, loss: 3.4305 +2025-05-05 23:02:27,339 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-05-05 23:06:20,556 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 23:06:21,110 - pyskl - INFO - +top1_acc 0.7495 +top5_acc 0.9425 +2025-05-05 23:06:21,132 - pyskl - INFO - Epoch(val) [66][3718] top1_acc: 0.7495, top5_acc: 0.9425 +2025-05-05 23:07:27,642 - pyskl - INFO - Epoch [67][100/3405] lr: 1.483e-02, eta: 1 day, 11:04:38, time: 0.665, data_time: 0.230, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 3.2351, loss: 3.2351 +2025-05-05 23:08:11,210 - pyskl - INFO - Epoch [67][200/3405] lr: 1.483e-02, eta: 1 day, 11:03:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 3.2858, loss: 3.2858 +2025-05-05 23:08:54,664 - pyskl - INFO - Epoch [67][300/3405] lr: 1.482e-02, eta: 1 day, 11:03:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 3.3537, loss: 3.3537 +2025-05-05 23:09:38,131 - pyskl - INFO - Epoch [67][400/3405] lr: 1.481e-02, eta: 1 day, 11:02:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 3.2897, loss: 3.2897 +2025-05-05 23:10:21,637 - pyskl - INFO - Epoch [67][500/3405] lr: 1.480e-02, eta: 1 day, 11:01:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.3073, loss: 3.3073 +2025-05-05 23:11:05,205 - pyskl - INFO - Epoch [67][600/3405] lr: 1.480e-02, eta: 1 day, 11:00:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 3.4164, loss: 3.4164 +2025-05-05 23:11:48,695 - pyskl - INFO - Epoch [67][700/3405] lr: 1.479e-02, eta: 1 day, 11:00:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.3376, loss: 3.3376 +2025-05-05 23:12:32,279 - pyskl - INFO - Epoch [67][800/3405] lr: 1.478e-02, eta: 1 day, 10:59:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 3.4379, loss: 3.4379 +2025-05-05 23:13:15,783 - pyskl - INFO - Epoch [67][900/3405] lr: 1.477e-02, eta: 1 day, 10:58:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.4356, loss: 3.4356 +2025-05-05 23:13:59,337 - pyskl - INFO - Epoch [67][1000/3405] lr: 1.477e-02, eta: 1 day, 10:57:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 3.4116, loss: 3.4116 +2025-05-05 23:14:42,878 - pyskl - INFO - Epoch [67][1100/3405] lr: 1.476e-02, eta: 1 day, 10:57:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 3.4491, loss: 3.4491 +2025-05-05 23:15:26,385 - pyskl - INFO - Epoch [67][1200/3405] lr: 1.475e-02, eta: 1 day, 10:56:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 3.4582, loss: 3.4582 +2025-05-05 23:16:09,954 - pyskl - INFO - Epoch [67][1300/3405] lr: 1.474e-02, eta: 1 day, 10:55:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 3.3395, loss: 3.3395 +2025-05-05 23:16:53,683 - pyskl - INFO - Epoch [67][1400/3405] lr: 1.474e-02, eta: 1 day, 10:54:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9769, loss_cls: 3.5512, loss: 3.5512 +2025-05-05 23:17:37,440 - pyskl - INFO - Epoch [67][1500/3405] lr: 1.473e-02, eta: 1 day, 10:54:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 3.4057, loss: 3.4057 +2025-05-05 23:18:20,970 - pyskl - INFO - Epoch [67][1600/3405] lr: 1.472e-02, eta: 1 day, 10:53:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 3.4552, loss: 3.4552 +2025-05-05 23:19:04,288 - pyskl - INFO - Epoch [67][1700/3405] lr: 1.471e-02, eta: 1 day, 10:52:38, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 3.3474, loss: 3.3474 +2025-05-05 23:19:47,872 - pyskl - INFO - Epoch [67][1800/3405] lr: 1.471e-02, eta: 1 day, 10:51:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9725, loss_cls: 3.3333, loss: 3.3333 +2025-05-05 23:20:31,283 - pyskl - INFO - Epoch [67][1900/3405] lr: 1.470e-02, eta: 1 day, 10:51:08, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.3217, loss: 3.3217 +2025-05-05 23:21:14,700 - pyskl - INFO - Epoch [67][2000/3405] lr: 1.469e-02, eta: 1 day, 10:50:23, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.4123, loss: 3.4123 +2025-05-05 23:21:58,183 - pyskl - INFO - Epoch [67][2100/3405] lr: 1.468e-02, eta: 1 day, 10:49:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 3.3789, loss: 3.3789 +2025-05-05 23:22:41,738 - pyskl - INFO - Epoch [67][2200/3405] lr: 1.468e-02, eta: 1 day, 10:48:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9794, loss_cls: 3.4264, loss: 3.4264 +2025-05-05 23:23:25,256 - pyskl - INFO - Epoch [67][2300/3405] lr: 1.467e-02, eta: 1 day, 10:48:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.4235, loss: 3.4235 +2025-05-05 23:24:08,703 - pyskl - INFO - Epoch [67][2400/3405] lr: 1.466e-02, eta: 1 day, 10:47:23, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.3042, loss: 3.3042 +2025-05-05 23:24:52,188 - pyskl - INFO - Epoch [67][2500/3405] lr: 1.465e-02, eta: 1 day, 10:46:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9744, loss_cls: 3.5592, loss: 3.5592 +2025-05-05 23:25:35,797 - pyskl - INFO - Epoch [67][2600/3405] lr: 1.465e-02, eta: 1 day, 10:45:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 3.5267, loss: 3.5267 +2025-05-05 23:26:19,272 - pyskl - INFO - Epoch [67][2700/3405] lr: 1.464e-02, eta: 1 day, 10:45:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 3.3675, loss: 3.3675 +2025-05-05 23:27:02,646 - pyskl - INFO - Epoch [67][2800/3405] lr: 1.463e-02, eta: 1 day, 10:44:23, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 3.5401, loss: 3.5401 +2025-05-05 23:27:46,192 - pyskl - INFO - Epoch [67][2900/3405] lr: 1.462e-02, eta: 1 day, 10:43:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 3.4452, loss: 3.4452 +2025-05-05 23:28:29,717 - pyskl - INFO - Epoch [67][3000/3405] lr: 1.462e-02, eta: 1 day, 10:42:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.4925, loss: 3.4925 +2025-05-05 23:29:13,215 - pyskl - INFO - Epoch [67][3100/3405] lr: 1.461e-02, eta: 1 day, 10:42:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 3.4709, loss: 3.4709 +2025-05-05 23:29:56,854 - pyskl - INFO - Epoch [67][3200/3405] lr: 1.460e-02, eta: 1 day, 10:41:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9725, loss_cls: 3.6002, loss: 3.6002 +2025-05-05 23:30:40,515 - pyskl - INFO - Epoch [67][3300/3405] lr: 1.459e-02, eta: 1 day, 10:40:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9694, loss_cls: 3.4778, loss: 3.4778 +2025-05-05 23:31:24,168 - pyskl - INFO - Epoch [67][3400/3405] lr: 1.459e-02, eta: 1 day, 10:39:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 3.4294, loss: 3.4294 +2025-05-05 23:31:26,779 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-05-05 23:35:19,546 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 23:35:20,110 - pyskl - INFO - +top1_acc 0.7846 +top5_acc 0.9570 +2025-05-05 23:35:20,167 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_65.pth was removed +2025-05-05 23:35:21,310 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_67.pth. +2025-05-05 23:35:21,311 - pyskl - INFO - Best top1_acc is 0.7846 at 67 epoch. +2025-05-05 23:35:21,336 - pyskl - INFO - Epoch(val) [67][3718] top1_acc: 0.7846, top5_acc: 0.9570 +2025-05-05 23:36:27,806 - pyskl - INFO - Epoch [68][100/3405] lr: 1.458e-02, eta: 1 day, 10:39:33, time: 0.665, data_time: 0.229, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 3.2893, loss: 3.2893 +2025-05-05 23:37:11,374 - pyskl - INFO - Epoch [68][200/3405] lr: 1.457e-02, eta: 1 day, 10:38:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 3.2088, loss: 3.2088 +2025-05-05 23:37:55,106 - pyskl - INFO - Epoch [68][300/3405] lr: 1.456e-02, eta: 1 day, 10:38:03, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9812, loss_cls: 3.3446, loss: 3.3446 +2025-05-05 23:38:38,526 - pyskl - INFO - Epoch [68][400/3405] lr: 1.455e-02, eta: 1 day, 10:37:18, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.2594, loss: 3.2594 +2025-05-05 23:39:21,765 - pyskl - INFO - Epoch [68][500/3405] lr: 1.455e-02, eta: 1 day, 10:36:33, time: 0.432, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 3.2880, loss: 3.2880 +2025-05-05 23:40:05,199 - pyskl - INFO - Epoch [68][600/3405] lr: 1.454e-02, eta: 1 day, 10:35:48, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 3.3345, loss: 3.3345 +2025-05-05 23:40:48,551 - pyskl - INFO - Epoch [68][700/3405] lr: 1.453e-02, eta: 1 day, 10:35:03, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 3.3245, loss: 3.3245 +2025-05-05 23:41:32,125 - pyskl - INFO - Epoch [68][800/3405] lr: 1.452e-02, eta: 1 day, 10:34:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 3.1666, loss: 3.1666 +2025-05-05 23:42:15,677 - pyskl - INFO - Epoch [68][900/3405] lr: 1.452e-02, eta: 1 day, 10:33:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 3.3098, loss: 3.3098 +2025-05-05 23:42:59,186 - pyskl - INFO - Epoch [68][1000/3405] lr: 1.451e-02, eta: 1 day, 10:32:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 3.2833, loss: 3.2833 +2025-05-05 23:43:42,667 - pyskl - INFO - Epoch [68][1100/3405] lr: 1.450e-02, eta: 1 day, 10:32:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9806, loss_cls: 3.4034, loss: 3.4034 +2025-05-05 23:44:26,066 - pyskl - INFO - Epoch [68][1200/3405] lr: 1.449e-02, eta: 1 day, 10:31:18, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 3.3234, loss: 3.3234 +2025-05-05 23:45:09,454 - pyskl - INFO - Epoch [68][1300/3405] lr: 1.449e-02, eta: 1 day, 10:30:33, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 3.3852, loss: 3.3852 +2025-05-05 23:45:52,941 - pyskl - INFO - Epoch [68][1400/3405] lr: 1.448e-02, eta: 1 day, 10:29:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 3.3517, loss: 3.3517 +2025-05-05 23:46:36,510 - pyskl - INFO - Epoch [68][1500/3405] lr: 1.447e-02, eta: 1 day, 10:29:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 3.3406, loss: 3.3406 +2025-05-05 23:47:19,872 - pyskl - INFO - Epoch [68][1600/3405] lr: 1.446e-02, eta: 1 day, 10:28:18, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 3.3880, loss: 3.3880 +2025-05-05 23:48:03,276 - pyskl - INFO - Epoch [68][1700/3405] lr: 1.446e-02, eta: 1 day, 10:27:32, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 3.4723, loss: 3.4723 +2025-05-05 23:48:46,704 - pyskl - INFO - Epoch [68][1800/3405] lr: 1.445e-02, eta: 1 day, 10:26:47, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 3.3891, loss: 3.3891 +2025-05-05 23:49:30,010 - pyskl - INFO - Epoch [68][1900/3405] lr: 1.444e-02, eta: 1 day, 10:26:02, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9669, loss_cls: 3.4784, loss: 3.4784 +2025-05-05 23:50:13,525 - pyskl - INFO - Epoch [68][2000/3405] lr: 1.443e-02, eta: 1 day, 10:25:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.3220, loss: 3.3220 +2025-05-05 23:50:57,001 - pyskl - INFO - Epoch [68][2100/3405] lr: 1.443e-02, eta: 1 day, 10:24:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 3.3721, loss: 3.3721 +2025-05-05 23:51:40,414 - pyskl - INFO - Epoch [68][2200/3405] lr: 1.442e-02, eta: 1 day, 10:23:47, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 3.3880, loss: 3.3880 +2025-05-05 23:52:23,951 - pyskl - INFO - Epoch [68][2300/3405] lr: 1.441e-02, eta: 1 day, 10:23:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 3.5422, loss: 3.5422 +2025-05-05 23:53:07,480 - pyskl - INFO - Epoch [68][2400/3405] lr: 1.440e-02, eta: 1 day, 10:22:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 3.4676, loss: 3.4676 +2025-05-05 23:53:50,987 - pyskl - INFO - Epoch [68][2500/3405] lr: 1.439e-02, eta: 1 day, 10:21:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9756, loss_cls: 3.4919, loss: 3.4919 +2025-05-05 23:54:34,612 - pyskl - INFO - Epoch [68][2600/3405] lr: 1.439e-02, eta: 1 day, 10:20:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 3.4150, loss: 3.4150 +2025-05-05 23:55:18,050 - pyskl - INFO - Epoch [68][2700/3405] lr: 1.438e-02, eta: 1 day, 10:20:03, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 3.3487, loss: 3.3487 +2025-05-05 23:56:01,540 - pyskl - INFO - Epoch [68][2800/3405] lr: 1.437e-02, eta: 1 day, 10:19:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.6305, loss: 3.6305 +2025-05-05 23:56:45,052 - pyskl - INFO - Epoch [68][2900/3405] lr: 1.436e-02, eta: 1 day, 10:18:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 3.5457, loss: 3.5457 +2025-05-05 23:57:28,494 - pyskl - INFO - Epoch [68][3000/3405] lr: 1.436e-02, eta: 1 day, 10:17:48, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 3.2789, loss: 3.2789 +2025-05-05 23:58:11,976 - pyskl - INFO - Epoch [68][3100/3405] lr: 1.435e-02, eta: 1 day, 10:17:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 3.4724, loss: 3.4724 +2025-05-05 23:58:55,477 - pyskl - INFO - Epoch [68][3200/3405] lr: 1.434e-02, eta: 1 day, 10:16:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 3.6282, loss: 3.6282 +2025-05-05 23:59:38,965 - pyskl - INFO - Epoch [68][3300/3405] lr: 1.433e-02, eta: 1 day, 10:15:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9681, loss_cls: 3.4289, loss: 3.4289 +2025-05-06 00:00:22,569 - pyskl - INFO - Epoch [68][3400/3405] lr: 1.433e-02, eta: 1 day, 10:14:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9788, loss_cls: 3.3472, loss: 3.3472 +2025-05-06 00:00:25,239 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-05-06 00:04:18,814 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 00:04:19,560 - pyskl - INFO - +top1_acc 0.7740 +top5_acc 0.9554 +2025-05-06 00:04:19,586 - pyskl - INFO - Epoch(val) [68][3718] top1_acc: 0.7740, top5_acc: 0.9554 +2025-05-06 00:05:26,174 - pyskl - INFO - Epoch [69][100/3405] lr: 1.432e-02, eta: 1 day, 10:14:26, time: 0.666, data_time: 0.232, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 3.3308, loss: 3.3308 +2025-05-06 00:06:09,561 - pyskl - INFO - Epoch [69][200/3405] lr: 1.431e-02, eta: 1 day, 10:13:41, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 3.2427, loss: 3.2427 +2025-05-06 00:06:53,004 - pyskl - INFO - Epoch [69][300/3405] lr: 1.430e-02, eta: 1 day, 10:12:56, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 3.2459, loss: 3.2459 +2025-05-06 00:07:36,434 - pyskl - INFO - Epoch [69][400/3405] lr: 1.430e-02, eta: 1 day, 10:12:11, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9812, loss_cls: 3.3424, loss: 3.3424 +2025-05-06 00:08:19,989 - pyskl - INFO - Epoch [69][500/3405] lr: 1.429e-02, eta: 1 day, 10:11:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 3.2821, loss: 3.2821 +2025-05-06 00:09:03,409 - pyskl - INFO - Epoch [69][600/3405] lr: 1.428e-02, eta: 1 day, 10:10:41, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9731, loss_cls: 3.3532, loss: 3.3532 +2025-05-06 00:09:46,858 - pyskl - INFO - Epoch [69][700/3405] lr: 1.427e-02, eta: 1 day, 10:09:56, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 3.4263, loss: 3.4263 +2025-05-06 00:10:30,280 - pyskl - INFO - Epoch [69][800/3405] lr: 1.427e-02, eta: 1 day, 10:09:11, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 3.3686, loss: 3.3686 +2025-05-06 00:11:13,684 - pyskl - INFO - Epoch [69][900/3405] lr: 1.426e-02, eta: 1 day, 10:08:26, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.3182, loss: 3.3182 +2025-05-06 00:11:57,078 - pyskl - INFO - Epoch [69][1000/3405] lr: 1.425e-02, eta: 1 day, 10:07:41, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 3.1443, loss: 3.1443 +2025-05-06 00:12:40,434 - pyskl - INFO - Epoch [69][1100/3405] lr: 1.424e-02, eta: 1 day, 10:06:55, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 3.3282, loss: 3.3282 +2025-05-06 00:13:23,873 - pyskl - INFO - Epoch [69][1200/3405] lr: 1.423e-02, eta: 1 day, 10:06:10, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 3.3000, loss: 3.3000 +2025-05-06 00:14:07,256 - pyskl - INFO - Epoch [69][1300/3405] lr: 1.423e-02, eta: 1 day, 10:05:25, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9663, loss_cls: 3.4022, loss: 3.4022 +2025-05-06 00:14:50,653 - pyskl - INFO - Epoch [69][1400/3405] lr: 1.422e-02, eta: 1 day, 10:04:40, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 3.4210, loss: 3.4210 +2025-05-06 00:15:34,097 - pyskl - INFO - Epoch [69][1500/3405] lr: 1.421e-02, eta: 1 day, 10:03:55, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 3.2042, loss: 3.2042 +2025-05-06 00:16:17,611 - pyskl - INFO - Epoch [69][1600/3405] lr: 1.420e-02, eta: 1 day, 10:03:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9812, loss_cls: 3.4077, loss: 3.4077 +2025-05-06 00:17:01,121 - pyskl - INFO - Epoch [69][1700/3405] lr: 1.420e-02, eta: 1 day, 10:02:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9819, loss_cls: 3.3197, loss: 3.3197 +2025-05-06 00:17:44,512 - pyskl - INFO - Epoch [69][1800/3405] lr: 1.419e-02, eta: 1 day, 10:01:40, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9781, loss_cls: 3.4186, loss: 3.4186 +2025-05-06 00:18:28,039 - pyskl - INFO - Epoch [69][1900/3405] lr: 1.418e-02, eta: 1 day, 10:00:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 3.4723, loss: 3.4723 +2025-05-06 00:19:11,497 - pyskl - INFO - Epoch [69][2000/3405] lr: 1.417e-02, eta: 1 day, 10:00:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9775, loss_cls: 3.4670, loss: 3.4670 +2025-05-06 00:19:54,950 - pyskl - INFO - Epoch [69][2100/3405] lr: 1.417e-02, eta: 1 day, 9:59:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9788, loss_cls: 3.4824, loss: 3.4824 +2025-05-06 00:20:38,613 - pyskl - INFO - Epoch [69][2200/3405] lr: 1.416e-02, eta: 1 day, 9:58:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.4922, loss: 3.4922 +2025-05-06 00:21:22,083 - pyskl - INFO - Epoch [69][2300/3405] lr: 1.415e-02, eta: 1 day, 9:57:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 3.4659, loss: 3.4659 +2025-05-06 00:22:05,534 - pyskl - INFO - Epoch [69][2400/3405] lr: 1.414e-02, eta: 1 day, 9:57:11, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 3.4345, loss: 3.4345 +2025-05-06 00:22:48,961 - pyskl - INFO - Epoch [69][2500/3405] lr: 1.414e-02, eta: 1 day, 9:56:26, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9794, loss_cls: 3.4657, loss: 3.4657 +2025-05-06 00:23:32,442 - pyskl - INFO - Epoch [69][2600/3405] lr: 1.413e-02, eta: 1 day, 9:55:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 3.5314, loss: 3.5314 +2025-05-06 00:24:15,849 - pyskl - INFO - Epoch [69][2700/3405] lr: 1.412e-02, eta: 1 day, 9:54:56, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 3.3447, loss: 3.3447 +2025-05-06 00:24:59,284 - pyskl - INFO - Epoch [69][2800/3405] lr: 1.411e-02, eta: 1 day, 9:54:11, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9688, loss_cls: 3.4399, loss: 3.4399 +2025-05-06 00:25:42,687 - pyskl - INFO - Epoch [69][2900/3405] lr: 1.411e-02, eta: 1 day, 9:53:26, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 3.3030, loss: 3.3030 +2025-05-06 00:26:26,185 - pyskl - INFO - Epoch [69][3000/3405] lr: 1.410e-02, eta: 1 day, 9:52:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 3.5160, loss: 3.5160 +2025-05-06 00:27:09,677 - pyskl - INFO - Epoch [69][3100/3405] lr: 1.409e-02, eta: 1 day, 9:51:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 3.3381, loss: 3.3381 +2025-05-06 00:27:53,112 - pyskl - INFO - Epoch [69][3200/3405] lr: 1.408e-02, eta: 1 day, 9:51:11, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9694, loss_cls: 3.3394, loss: 3.3394 +2025-05-06 00:28:36,624 - pyskl - INFO - Epoch [69][3300/3405] lr: 1.407e-02, eta: 1 day, 9:50:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.4924, loss: 3.4924 +2025-05-06 00:29:20,233 - pyskl - INFO - Epoch [69][3400/3405] lr: 1.407e-02, eta: 1 day, 9:49:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.3912, loss: 3.3912 +2025-05-06 00:29:22,847 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-05-06 00:33:15,488 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 00:33:16,036 - pyskl - INFO - +top1_acc 0.7519 +top5_acc 0.9406 +2025-05-06 00:33:16,057 - pyskl - INFO - Epoch(val) [69][3718] top1_acc: 0.7519, top5_acc: 0.9406 +2025-05-06 00:34:23,029 - pyskl - INFO - Epoch [70][100/3405] lr: 1.406e-02, eta: 1 day, 9:49:19, time: 0.670, data_time: 0.234, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9806, loss_cls: 3.3849, loss: 3.3849 +2025-05-06 00:35:06,656 - pyskl - INFO - Epoch [70][200/3405] lr: 1.405e-02, eta: 1 day, 9:48:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9862, loss_cls: 3.2558, loss: 3.2558 +2025-05-06 00:35:50,161 - pyskl - INFO - Epoch [70][300/3405] lr: 1.404e-02, eta: 1 day, 9:47:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 3.1364, loss: 3.1364 +2025-05-06 00:36:33,615 - pyskl - INFO - Epoch [70][400/3405] lr: 1.404e-02, eta: 1 day, 9:47:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9838, loss_cls: 3.3863, loss: 3.3863 +2025-05-06 00:37:17,159 - pyskl - INFO - Epoch [70][500/3405] lr: 1.403e-02, eta: 1 day, 9:46:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.3869, loss: 3.3869 +2025-05-06 00:38:00,803 - pyskl - INFO - Epoch [70][600/3405] lr: 1.402e-02, eta: 1 day, 9:45:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 3.1601, loss: 3.1601 +2025-05-06 00:38:44,374 - pyskl - INFO - Epoch [70][700/3405] lr: 1.401e-02, eta: 1 day, 9:44:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 3.3287, loss: 3.3287 +2025-05-06 00:39:27,872 - pyskl - INFO - Epoch [70][800/3405] lr: 1.401e-02, eta: 1 day, 9:44:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 3.2359, loss: 3.2359 +2025-05-06 00:40:11,517 - pyskl - INFO - Epoch [70][900/3405] lr: 1.400e-02, eta: 1 day, 9:43:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 3.3433, loss: 3.3433 +2025-05-06 00:40:55,092 - pyskl - INFO - Epoch [70][1000/3405] lr: 1.399e-02, eta: 1 day, 9:42:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.4291, loss: 3.4291 +2025-05-06 00:41:38,588 - pyskl - INFO - Epoch [70][1100/3405] lr: 1.398e-02, eta: 1 day, 9:41:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 3.2885, loss: 3.2885 +2025-05-06 00:42:22,106 - pyskl - INFO - Epoch [70][1200/3405] lr: 1.398e-02, eta: 1 day, 9:41:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 3.2290, loss: 3.2290 +2025-05-06 00:43:05,656 - pyskl - INFO - Epoch [70][1300/3405] lr: 1.397e-02, eta: 1 day, 9:40:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 3.4315, loss: 3.4315 +2025-05-06 00:43:49,191 - pyskl - INFO - Epoch [70][1400/3405] lr: 1.396e-02, eta: 1 day, 9:39:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 3.3538, loss: 3.3538 +2025-05-06 00:44:32,751 - pyskl - INFO - Epoch [70][1500/3405] lr: 1.395e-02, eta: 1 day, 9:38:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.3666, loss: 3.3666 +2025-05-06 00:45:16,213 - pyskl - INFO - Epoch [70][1600/3405] lr: 1.394e-02, eta: 1 day, 9:38:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 3.3884, loss: 3.3884 +2025-05-06 00:45:59,809 - pyskl - INFO - Epoch [70][1700/3405] lr: 1.394e-02, eta: 1 day, 9:37:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9800, loss_cls: 3.4374, loss: 3.4374 +2025-05-06 00:46:43,504 - pyskl - INFO - Epoch [70][1800/3405] lr: 1.393e-02, eta: 1 day, 9:36:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9831, loss_cls: 3.3217, loss: 3.3217 +2025-05-06 00:47:27,211 - pyskl - INFO - Epoch [70][1900/3405] lr: 1.392e-02, eta: 1 day, 9:35:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 3.1732, loss: 3.1732 +2025-05-06 00:48:10,812 - pyskl - INFO - Epoch [70][2000/3405] lr: 1.391e-02, eta: 1 day, 9:35:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 3.4235, loss: 3.4235 +2025-05-06 00:48:54,325 - pyskl - INFO - Epoch [70][2100/3405] lr: 1.391e-02, eta: 1 day, 9:34:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 3.4471, loss: 3.4471 +2025-05-06 00:49:37,774 - pyskl - INFO - Epoch [70][2200/3405] lr: 1.390e-02, eta: 1 day, 9:33:37, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 3.3799, loss: 3.3799 +2025-05-06 00:50:21,175 - pyskl - INFO - Epoch [70][2300/3405] lr: 1.389e-02, eta: 1 day, 9:32:52, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 3.3944, loss: 3.3944 +2025-05-06 00:51:04,968 - pyskl - INFO - Epoch [70][2400/3405] lr: 1.388e-02, eta: 1 day, 9:32:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.4172, loss: 3.4172 +2025-05-06 00:51:48,658 - pyskl - INFO - Epoch [70][2500/3405] lr: 1.388e-02, eta: 1 day, 9:31:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.2652, loss: 3.2652 +2025-05-06 00:52:32,230 - pyskl - INFO - Epoch [70][2600/3405] lr: 1.387e-02, eta: 1 day, 9:30:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.3960, loss: 3.3960 +2025-05-06 00:53:15,921 - pyskl - INFO - Epoch [70][2700/3405] lr: 1.386e-02, eta: 1 day, 9:29:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.3815, loss: 3.3815 +2025-05-06 00:53:59,642 - pyskl - INFO - Epoch [70][2800/3405] lr: 1.385e-02, eta: 1 day, 9:29:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 3.5009, loss: 3.5009 +2025-05-06 00:54:43,361 - pyskl - INFO - Epoch [70][2900/3405] lr: 1.385e-02, eta: 1 day, 9:28:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 3.3832, loss: 3.3832 +2025-05-06 00:55:26,945 - pyskl - INFO - Epoch [70][3000/3405] lr: 1.384e-02, eta: 1 day, 9:27:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 3.4737, loss: 3.4737 +2025-05-06 00:56:10,489 - pyskl - INFO - Epoch [70][3100/3405] lr: 1.383e-02, eta: 1 day, 9:26:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9781, loss_cls: 3.4593, loss: 3.4593 +2025-05-06 00:56:54,053 - pyskl - INFO - Epoch [70][3200/3405] lr: 1.382e-02, eta: 1 day, 9:26:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9806, loss_cls: 3.3623, loss: 3.3623 +2025-05-06 00:57:37,574 - pyskl - INFO - Epoch [70][3300/3405] lr: 1.381e-02, eta: 1 day, 9:25:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 3.3245, loss: 3.3245 +2025-05-06 00:58:21,253 - pyskl - INFO - Epoch [70][3400/3405] lr: 1.381e-02, eta: 1 day, 9:24:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.2544, loss: 3.2544 +2025-05-06 00:58:23,906 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-05-06 01:02:18,703 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 01:02:19,566 - pyskl - INFO - +top1_acc 0.7744 +top5_acc 0.9529 +2025-05-06 01:02:19,601 - pyskl - INFO - Epoch(val) [70][3718] top1_acc: 0.7744, top5_acc: 0.9529 +2025-05-06 01:03:28,452 - pyskl - INFO - Epoch [71][100/3405] lr: 1.380e-02, eta: 1 day, 9:24:19, time: 0.688, data_time: 0.248, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 3.2807, loss: 3.2807 +2025-05-06 01:04:12,522 - pyskl - INFO - Epoch [71][200/3405] lr: 1.379e-02, eta: 1 day, 9:23:35, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 3.3188, loss: 3.3188 +2025-05-06 01:04:56,520 - pyskl - INFO - Epoch [71][300/3405] lr: 1.378e-02, eta: 1 day, 9:22:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9862, loss_cls: 3.2125, loss: 3.2125 +2025-05-06 01:05:40,607 - pyskl - INFO - Epoch [71][400/3405] lr: 1.378e-02, eta: 1 day, 9:22:06, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 3.2919, loss: 3.2919 +2025-05-06 01:06:24,431 - pyskl - INFO - Epoch [71][500/3405] lr: 1.377e-02, eta: 1 day, 9:21:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 3.2436, loss: 3.2436 +2025-05-06 01:07:08,430 - pyskl - INFO - Epoch [71][600/3405] lr: 1.376e-02, eta: 1 day, 9:20:37, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9750, loss_cls: 3.2054, loss: 3.2054 +2025-05-06 01:07:52,276 - pyskl - INFO - Epoch [71][700/3405] lr: 1.375e-02, eta: 1 day, 9:19:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9812, loss_cls: 3.3655, loss: 3.3655 +2025-05-06 01:08:36,059 - pyskl - INFO - Epoch [71][800/3405] lr: 1.375e-02, eta: 1 day, 9:19:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.4412, loss: 3.4412 +2025-05-06 01:09:19,798 - pyskl - INFO - Epoch [71][900/3405] lr: 1.374e-02, eta: 1 day, 9:18:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 3.4210, loss: 3.4210 +2025-05-06 01:10:03,536 - pyskl - INFO - Epoch [71][1000/3405] lr: 1.373e-02, eta: 1 day, 9:17:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 3.2683, loss: 3.2683 +2025-05-06 01:10:47,314 - pyskl - INFO - Epoch [71][1100/3405] lr: 1.372e-02, eta: 1 day, 9:16:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 3.4743, loss: 3.4743 +2025-05-06 01:11:31,040 - pyskl - INFO - Epoch [71][1200/3405] lr: 1.371e-02, eta: 1 day, 9:16:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9794, loss_cls: 3.3430, loss: 3.3430 +2025-05-06 01:12:14,861 - pyskl - INFO - Epoch [71][1300/3405] lr: 1.371e-02, eta: 1 day, 9:15:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9794, loss_cls: 3.3949, loss: 3.3949 +2025-05-06 01:12:58,657 - pyskl - INFO - Epoch [71][1400/3405] lr: 1.370e-02, eta: 1 day, 9:14:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 3.2290, loss: 3.2290 +2025-05-06 01:13:42,380 - pyskl - INFO - Epoch [71][1500/3405] lr: 1.369e-02, eta: 1 day, 9:13:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 3.1963, loss: 3.1963 +2025-05-06 01:14:26,045 - pyskl - INFO - Epoch [71][1600/3405] lr: 1.368e-02, eta: 1 day, 9:13:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.3313, loss: 3.3313 +2025-05-06 01:15:09,910 - pyskl - INFO - Epoch [71][1700/3405] lr: 1.368e-02, eta: 1 day, 9:12:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 3.2637, loss: 3.2637 +2025-05-06 01:15:53,948 - pyskl - INFO - Epoch [71][1800/3405] lr: 1.367e-02, eta: 1 day, 9:11:42, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 3.3737, loss: 3.3737 +2025-05-06 01:16:37,830 - pyskl - INFO - Epoch [71][1900/3405] lr: 1.366e-02, eta: 1 day, 9:10:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 3.4022, loss: 3.4022 +2025-05-06 01:17:21,610 - pyskl - INFO - Epoch [71][2000/3405] lr: 1.365e-02, eta: 1 day, 9:10:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.3563, loss: 3.3563 +2025-05-06 01:18:05,347 - pyskl - INFO - Epoch [71][2100/3405] lr: 1.365e-02, eta: 1 day, 9:09:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 3.2191, loss: 3.2191 +2025-05-06 01:18:49,119 - pyskl - INFO - Epoch [71][2200/3405] lr: 1.364e-02, eta: 1 day, 9:08:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9781, loss_cls: 3.4662, loss: 3.4662 +2025-05-06 01:19:32,884 - pyskl - INFO - Epoch [71][2300/3405] lr: 1.363e-02, eta: 1 day, 9:07:59, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 3.2715, loss: 3.2715 +2025-05-06 01:20:16,741 - pyskl - INFO - Epoch [71][2400/3405] lr: 1.362e-02, eta: 1 day, 9:07:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 3.3875, loss: 3.3875 +2025-05-06 01:21:00,550 - pyskl - INFO - Epoch [71][2500/3405] lr: 1.362e-02, eta: 1 day, 9:06:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 3.3495, loss: 3.3495 +2025-05-06 01:21:44,270 - pyskl - INFO - Epoch [71][2600/3405] lr: 1.361e-02, eta: 1 day, 9:05:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 3.3326, loss: 3.3326 +2025-05-06 01:22:28,109 - pyskl - INFO - Epoch [71][2700/3405] lr: 1.360e-02, eta: 1 day, 9:05:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 3.3346, loss: 3.3346 +2025-05-06 01:23:11,906 - pyskl - INFO - Epoch [71][2800/3405] lr: 1.359e-02, eta: 1 day, 9:04:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 3.4396, loss: 3.4396 +2025-05-06 01:23:55,702 - pyskl - INFO - Epoch [71][2900/3405] lr: 1.358e-02, eta: 1 day, 9:03:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 3.4053, loss: 3.4053 +2025-05-06 01:24:39,492 - pyskl - INFO - Epoch [71][3000/3405] lr: 1.358e-02, eta: 1 day, 9:02:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9838, loss_cls: 3.3628, loss: 3.3628 +2025-05-06 01:25:23,227 - pyskl - INFO - Epoch [71][3100/3405] lr: 1.357e-02, eta: 1 day, 9:02:03, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.3347, loss: 3.3347 +2025-05-06 01:26:07,002 - pyskl - INFO - Epoch [71][3200/3405] lr: 1.356e-02, eta: 1 day, 9:01:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.4035, loss: 3.4035 +2025-05-06 01:26:50,832 - pyskl - INFO - Epoch [71][3300/3405] lr: 1.355e-02, eta: 1 day, 9:00:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.3403, loss: 3.3403 +2025-05-06 01:27:34,702 - pyskl - INFO - Epoch [71][3400/3405] lr: 1.355e-02, eta: 1 day, 8:59:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 3.3246, loss: 3.3246 +2025-05-06 01:27:37,343 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-05-06 01:31:30,619 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 01:31:31,529 - pyskl - INFO - +top1_acc 0.7818 +top5_acc 0.9543 +2025-05-06 01:31:31,556 - pyskl - INFO - Epoch(val) [71][3718] top1_acc: 0.7818, top5_acc: 0.9543 +2025-05-06 01:32:38,958 - pyskl - INFO - Epoch [72][100/3405] lr: 1.354e-02, eta: 1 day, 8:59:26, time: 0.674, data_time: 0.236, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 3.1931, loss: 3.1931 +2025-05-06 01:33:22,676 - pyskl - INFO - Epoch [72][200/3405] lr: 1.353e-02, eta: 1 day, 8:58:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9738, loss_cls: 3.2409, loss: 3.2409 +2025-05-06 01:34:06,456 - pyskl - INFO - Epoch [72][300/3405] lr: 1.352e-02, eta: 1 day, 8:57:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.2869, loss: 3.2869 +2025-05-06 01:34:50,214 - pyskl - INFO - Epoch [72][400/3405] lr: 1.352e-02, eta: 1 day, 8:57:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9862, loss_cls: 3.2607, loss: 3.2607 +2025-05-06 01:35:34,012 - pyskl - INFO - Epoch [72][500/3405] lr: 1.351e-02, eta: 1 day, 8:56:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.2500, loss: 3.2500 +2025-05-06 01:36:17,786 - pyskl - INFO - Epoch [72][600/3405] lr: 1.350e-02, eta: 1 day, 8:55:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 3.3141, loss: 3.3141 +2025-05-06 01:37:01,625 - pyskl - INFO - Epoch [72][700/3405] lr: 1.349e-02, eta: 1 day, 8:54:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.3007, loss: 3.3007 +2025-05-06 01:37:45,520 - pyskl - INFO - Epoch [72][800/3405] lr: 1.348e-02, eta: 1 day, 8:54:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9738, loss_cls: 3.4601, loss: 3.4601 +2025-05-06 01:38:29,392 - pyskl - INFO - Epoch [72][900/3405] lr: 1.348e-02, eta: 1 day, 8:53:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9850, loss_cls: 3.2872, loss: 3.2872 +2025-05-06 01:39:13,147 - pyskl - INFO - Epoch [72][1000/3405] lr: 1.347e-02, eta: 1 day, 8:52:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 3.2703, loss: 3.2703 +2025-05-06 01:39:56,992 - pyskl - INFO - Epoch [72][1100/3405] lr: 1.346e-02, eta: 1 day, 8:52:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.3882, loss: 3.3882 +2025-05-06 01:40:40,820 - pyskl - INFO - Epoch [72][1200/3405] lr: 1.345e-02, eta: 1 day, 8:51:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 3.2258, loss: 3.2258 +2025-05-06 01:41:24,624 - pyskl - INFO - Epoch [72][1300/3405] lr: 1.345e-02, eta: 1 day, 8:50:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 3.2597, loss: 3.2597 +2025-05-06 01:42:08,344 - pyskl - INFO - Epoch [72][1400/3405] lr: 1.344e-02, eta: 1 day, 8:49:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 3.1612, loss: 3.1612 +2025-05-06 01:42:52,054 - pyskl - INFO - Epoch [72][1500/3405] lr: 1.343e-02, eta: 1 day, 8:49:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 3.3521, loss: 3.3521 +2025-05-06 01:43:35,810 - pyskl - INFO - Epoch [72][1600/3405] lr: 1.342e-02, eta: 1 day, 8:48:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 3.3290, loss: 3.3290 +2025-05-06 01:44:19,468 - pyskl - INFO - Epoch [72][1700/3405] lr: 1.342e-02, eta: 1 day, 8:47:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.4025, loss: 3.4025 +2025-05-06 01:45:03,198 - pyskl - INFO - Epoch [72][1800/3405] lr: 1.341e-02, eta: 1 day, 8:46:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 3.4292, loss: 3.4292 +2025-05-06 01:45:46,972 - pyskl - INFO - Epoch [72][1900/3405] lr: 1.340e-02, eta: 1 day, 8:46:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 3.3297, loss: 3.3297 +2025-05-06 01:46:30,664 - pyskl - INFO - Epoch [72][2000/3405] lr: 1.339e-02, eta: 1 day, 8:45:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 3.1992, loss: 3.1992 +2025-05-06 01:47:14,438 - pyskl - INFO - Epoch [72][2100/3405] lr: 1.339e-02, eta: 1 day, 8:44:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 3.3453, loss: 3.3453 +2025-05-06 01:47:58,157 - pyskl - INFO - Epoch [72][2200/3405] lr: 1.338e-02, eta: 1 day, 8:43:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.3545, loss: 3.3545 +2025-05-06 01:48:42,162 - pyskl - INFO - Epoch [72][2300/3405] lr: 1.337e-02, eta: 1 day, 8:43:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 3.3732, loss: 3.3732 +2025-05-06 01:49:26,164 - pyskl - INFO - Epoch [72][2400/3405] lr: 1.336e-02, eta: 1 day, 8:42:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9725, loss_cls: 3.2619, loss: 3.2619 +2025-05-06 01:50:09,970 - pyskl - INFO - Epoch [72][2500/3405] lr: 1.335e-02, eta: 1 day, 8:41:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9700, loss_cls: 3.2653, loss: 3.2653 +2025-05-06 01:50:53,739 - pyskl - INFO - Epoch [72][2600/3405] lr: 1.335e-02, eta: 1 day, 8:40:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9800, loss_cls: 3.4377, loss: 3.4377 +2025-05-06 01:51:37,558 - pyskl - INFO - Epoch [72][2700/3405] lr: 1.334e-02, eta: 1 day, 8:40:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.2956, loss: 3.2956 +2025-05-06 01:52:21,370 - pyskl - INFO - Epoch [72][2800/3405] lr: 1.333e-02, eta: 1 day, 8:39:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 3.3690, loss: 3.3690 +2025-05-06 01:53:05,081 - pyskl - INFO - Epoch [72][2900/3405] lr: 1.332e-02, eta: 1 day, 8:38:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 3.2988, loss: 3.2988 +2025-05-06 01:53:48,788 - pyskl - INFO - Epoch [72][3000/3405] lr: 1.332e-02, eta: 1 day, 8:37:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9725, loss_cls: 3.2455, loss: 3.2455 +2025-05-06 01:54:32,481 - pyskl - INFO - Epoch [72][3100/3405] lr: 1.331e-02, eta: 1 day, 8:37:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.3189, loss: 3.3189 +2025-05-06 01:55:16,200 - pyskl - INFO - Epoch [72][3200/3405] lr: 1.330e-02, eta: 1 day, 8:36:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 3.2862, loss: 3.2862 +2025-05-06 01:55:59,951 - pyskl - INFO - Epoch [72][3300/3405] lr: 1.329e-02, eta: 1 day, 8:35:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 3.3525, loss: 3.3525 +2025-05-06 01:56:43,630 - pyskl - INFO - Epoch [72][3400/3405] lr: 1.329e-02, eta: 1 day, 8:34:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 3.3135, loss: 3.3135 +2025-05-06 01:56:46,224 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-05-06 02:00:39,779 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 02:00:40,334 - pyskl - INFO - +top1_acc 0.7838 +top5_acc 0.9562 +2025-05-06 02:00:40,359 - pyskl - INFO - Epoch(val) [72][3718] top1_acc: 0.7838, top5_acc: 0.9562 +2025-05-06 02:01:47,933 - pyskl - INFO - Epoch [73][100/3405] lr: 1.328e-02, eta: 1 day, 8:34:31, time: 0.676, data_time: 0.237, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9850, loss_cls: 3.1395, loss: 3.1395 +2025-05-06 02:02:31,655 - pyskl - INFO - Epoch [73][200/3405] lr: 1.327e-02, eta: 1 day, 8:33:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 3.2732, loss: 3.2732 +2025-05-06 02:03:15,387 - pyskl - INFO - Epoch [73][300/3405] lr: 1.326e-02, eta: 1 day, 8:33:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 3.1152, loss: 3.1152 +2025-05-06 02:03:59,166 - pyskl - INFO - Epoch [73][400/3405] lr: 1.325e-02, eta: 1 day, 8:32:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 3.1960, loss: 3.1960 +2025-05-06 02:04:42,788 - pyskl - INFO - Epoch [73][500/3405] lr: 1.325e-02, eta: 1 day, 8:31:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 3.2367, loss: 3.2367 +2025-05-06 02:05:26,497 - pyskl - INFO - Epoch [73][600/3405] lr: 1.324e-02, eta: 1 day, 8:30:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9844, loss_cls: 3.3026, loss: 3.3026 +2025-05-06 02:06:10,234 - pyskl - INFO - Epoch [73][700/3405] lr: 1.323e-02, eta: 1 day, 8:30:03, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 3.2697, loss: 3.2697 +2025-05-06 02:06:53,959 - pyskl - INFO - Epoch [73][800/3405] lr: 1.322e-02, eta: 1 day, 8:29:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 3.2886, loss: 3.2886 +2025-05-06 02:07:37,678 - pyskl - INFO - Epoch [73][900/3405] lr: 1.322e-02, eta: 1 day, 8:28:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 3.4243, loss: 3.4243 +2025-05-06 02:08:21,412 - pyskl - INFO - Epoch [73][1000/3405] lr: 1.321e-02, eta: 1 day, 8:27:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 3.3153, loss: 3.3153 +2025-05-06 02:09:05,201 - pyskl - INFO - Epoch [73][1100/3405] lr: 1.320e-02, eta: 1 day, 8:27:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9775, loss_cls: 3.5190, loss: 3.5190 +2025-05-06 02:09:48,892 - pyskl - INFO - Epoch [73][1200/3405] lr: 1.319e-02, eta: 1 day, 8:26:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 3.4596, loss: 3.4596 +2025-05-06 02:10:32,571 - pyskl - INFO - Epoch [73][1300/3405] lr: 1.319e-02, eta: 1 day, 8:25:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.4703, loss: 3.4703 +2025-05-06 02:11:16,249 - pyskl - INFO - Epoch [73][1400/3405] lr: 1.318e-02, eta: 1 day, 8:24:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.3484, loss: 3.3484 +2025-05-06 02:11:59,902 - pyskl - INFO - Epoch [73][1500/3405] lr: 1.317e-02, eta: 1 day, 8:24:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 3.4826, loss: 3.4826 +2025-05-06 02:12:43,515 - pyskl - INFO - Epoch [73][1600/3405] lr: 1.316e-02, eta: 1 day, 8:23:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 3.4329, loss: 3.4329 +2025-05-06 02:13:27,162 - pyskl - INFO - Epoch [73][1700/3405] lr: 1.315e-02, eta: 1 day, 8:22:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 3.2679, loss: 3.2679 +2025-05-06 02:14:10,782 - pyskl - INFO - Epoch [73][1800/3405] lr: 1.315e-02, eta: 1 day, 8:21:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 3.2666, loss: 3.2666 +2025-05-06 02:14:54,448 - pyskl - INFO - Epoch [73][1900/3405] lr: 1.314e-02, eta: 1 day, 8:21:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 3.3530, loss: 3.3530 +2025-05-06 02:15:38,094 - pyskl - INFO - Epoch [73][2000/3405] lr: 1.313e-02, eta: 1 day, 8:20:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.3322, loss: 3.3322 +2025-05-06 02:16:21,761 - pyskl - INFO - Epoch [73][2100/3405] lr: 1.312e-02, eta: 1 day, 8:19:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 3.3365, loss: 3.3365 +2025-05-06 02:17:05,500 - pyskl - INFO - Epoch [73][2200/3405] lr: 1.312e-02, eta: 1 day, 8:18:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9725, loss_cls: 3.3708, loss: 3.3708 +2025-05-06 02:17:49,262 - pyskl - INFO - Epoch [73][2300/3405] lr: 1.311e-02, eta: 1 day, 8:18:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9712, loss_cls: 3.3920, loss: 3.3920 +2025-05-06 02:18:33,072 - pyskl - INFO - Epoch [73][2400/3405] lr: 1.310e-02, eta: 1 day, 8:17:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.3469, loss: 3.3469 +2025-05-06 02:19:16,843 - pyskl - INFO - Epoch [73][2500/3405] lr: 1.309e-02, eta: 1 day, 8:16:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.3131, loss: 3.3131 +2025-05-06 02:20:00,589 - pyskl - INFO - Epoch [73][2600/3405] lr: 1.309e-02, eta: 1 day, 8:15:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.3196, loss: 3.3196 +2025-05-06 02:20:44,383 - pyskl - INFO - Epoch [73][2700/3405] lr: 1.308e-02, eta: 1 day, 8:15:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.3157, loss: 3.3157 +2025-05-06 02:21:28,336 - pyskl - INFO - Epoch [73][2800/3405] lr: 1.307e-02, eta: 1 day, 8:14:25, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.2168, loss: 3.2168 +2025-05-06 02:22:12,192 - pyskl - INFO - Epoch [73][2900/3405] lr: 1.306e-02, eta: 1 day, 8:13:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.2893, loss: 3.2893 +2025-05-06 02:22:56,022 - pyskl - INFO - Epoch [73][3000/3405] lr: 1.305e-02, eta: 1 day, 8:12:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 3.2802, loss: 3.2802 +2025-05-06 02:23:39,742 - pyskl - INFO - Epoch [73][3100/3405] lr: 1.305e-02, eta: 1 day, 8:12:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 3.3593, loss: 3.3593 +2025-05-06 02:24:23,630 - pyskl - INFO - Epoch [73][3200/3405] lr: 1.304e-02, eta: 1 day, 8:11:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 3.3751, loss: 3.3751 +2025-05-06 02:25:07,498 - pyskl - INFO - Epoch [73][3300/3405] lr: 1.303e-02, eta: 1 day, 8:10:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.3913, loss: 3.3913 +2025-05-06 02:25:51,277 - pyskl - INFO - Epoch [73][3400/3405] lr: 1.302e-02, eta: 1 day, 8:09:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.3988, loss: 3.3988 +2025-05-06 02:25:53,834 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-05-06 02:29:46,988 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 02:29:47,597 - pyskl - INFO - +top1_acc 0.7947 +top5_acc 0.9560 +2025-05-06 02:29:47,674 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_67.pth was removed +2025-05-06 02:29:48,794 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_73.pth. +2025-05-06 02:29:48,796 - pyskl - INFO - Best top1_acc is 0.7947 at 73 epoch. +2025-05-06 02:29:48,820 - pyskl - INFO - Epoch(val) [73][3718] top1_acc: 0.7947, top5_acc: 0.9560 +2025-05-06 02:30:56,450 - pyskl - INFO - Epoch [74][100/3405] lr: 1.302e-02, eta: 1 day, 8:09:34, time: 0.676, data_time: 0.239, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 3.2073, loss: 3.2073 +2025-05-06 02:31:40,288 - pyskl - INFO - Epoch [74][200/3405] lr: 1.301e-02, eta: 1 day, 8:08:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 3.1384, loss: 3.1384 +2025-05-06 02:32:24,189 - pyskl - INFO - Epoch [74][300/3405] lr: 1.300e-02, eta: 1 day, 8:08:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9869, loss_cls: 3.1599, loss: 3.1599 +2025-05-06 02:33:08,044 - pyskl - INFO - Epoch [74][400/3405] lr: 1.299e-02, eta: 1 day, 8:07:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 3.0399, loss: 3.0399 +2025-05-06 02:33:51,962 - pyskl - INFO - Epoch [74][500/3405] lr: 1.299e-02, eta: 1 day, 8:06:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 3.0948, loss: 3.0948 +2025-05-06 02:34:35,715 - pyskl - INFO - Epoch [74][600/3405] lr: 1.298e-02, eta: 1 day, 8:05:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.3206, loss: 3.3206 +2025-05-06 02:35:19,422 - pyskl - INFO - Epoch [74][700/3405] lr: 1.297e-02, eta: 1 day, 8:05:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 3.3391, loss: 3.3391 +2025-05-06 02:36:03,147 - pyskl - INFO - Epoch [74][800/3405] lr: 1.296e-02, eta: 1 day, 8:04:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 3.3006, loss: 3.3006 +2025-05-06 02:36:46,944 - pyskl - INFO - Epoch [74][900/3405] lr: 1.295e-02, eta: 1 day, 8:03:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 3.2538, loss: 3.2538 +2025-05-06 02:37:30,801 - pyskl - INFO - Epoch [74][1000/3405] lr: 1.295e-02, eta: 1 day, 8:02:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9825, loss_cls: 3.2523, loss: 3.2523 +2025-05-06 02:38:14,715 - pyskl - INFO - Epoch [74][1100/3405] lr: 1.294e-02, eta: 1 day, 8:02:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 3.3029, loss: 3.3029 +2025-05-06 02:38:58,460 - pyskl - INFO - Epoch [74][1200/3405] lr: 1.293e-02, eta: 1 day, 8:01:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 3.3049, loss: 3.3049 +2025-05-06 02:39:42,312 - pyskl - INFO - Epoch [74][1300/3405] lr: 1.292e-02, eta: 1 day, 8:00:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 3.3129, loss: 3.3129 +2025-05-06 02:40:26,057 - pyskl - INFO - Epoch [74][1400/3405] lr: 1.292e-02, eta: 1 day, 7:59:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9850, loss_cls: 3.2942, loss: 3.2942 +2025-05-06 02:41:09,863 - pyskl - INFO - Epoch [74][1500/3405] lr: 1.291e-02, eta: 1 day, 7:59:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 3.3380, loss: 3.3380 +2025-05-06 02:41:53,601 - pyskl - INFO - Epoch [74][1600/3405] lr: 1.290e-02, eta: 1 day, 7:58:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 3.3113, loss: 3.3113 +2025-05-06 02:42:37,378 - pyskl - INFO - Epoch [74][1700/3405] lr: 1.289e-02, eta: 1 day, 7:57:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9875, loss_cls: 3.2007, loss: 3.2007 +2025-05-06 02:43:21,149 - pyskl - INFO - Epoch [74][1800/3405] lr: 1.289e-02, eta: 1 day, 7:56:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 3.3131, loss: 3.3131 +2025-05-06 02:44:04,864 - pyskl - INFO - Epoch [74][1900/3405] lr: 1.288e-02, eta: 1 day, 7:56:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 3.3534, loss: 3.3534 +2025-05-06 02:44:48,809 - pyskl - INFO - Epoch [74][2000/3405] lr: 1.287e-02, eta: 1 day, 7:55:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.1226, loss: 3.1226 +2025-05-06 02:45:32,534 - pyskl - INFO - Epoch [74][2100/3405] lr: 1.286e-02, eta: 1 day, 7:54:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 3.3235, loss: 3.3235 +2025-05-06 02:46:16,141 - pyskl - INFO - Epoch [74][2200/3405] lr: 1.285e-02, eta: 1 day, 7:53:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9794, loss_cls: 3.3637, loss: 3.3637 +2025-05-06 02:46:59,894 - pyskl - INFO - Epoch [74][2300/3405] lr: 1.285e-02, eta: 1 day, 7:53:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 3.2586, loss: 3.2586 +2025-05-06 02:47:43,682 - pyskl - INFO - Epoch [74][2400/3405] lr: 1.284e-02, eta: 1 day, 7:52:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 3.3256, loss: 3.3256 +2025-05-06 02:48:27,558 - pyskl - INFO - Epoch [74][2500/3405] lr: 1.283e-02, eta: 1 day, 7:51:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9838, loss_cls: 3.2944, loss: 3.2944 +2025-05-06 02:49:11,651 - pyskl - INFO - Epoch [74][2600/3405] lr: 1.282e-02, eta: 1 day, 7:51:00, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 3.3155, loss: 3.3155 +2025-05-06 02:49:55,338 - pyskl - INFO - Epoch [74][2700/3405] lr: 1.282e-02, eta: 1 day, 7:50:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 3.1830, loss: 3.1830 +2025-05-06 02:50:39,250 - pyskl - INFO - Epoch [74][2800/3405] lr: 1.281e-02, eta: 1 day, 7:49:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 3.3060, loss: 3.3060 +2025-05-06 02:51:22,946 - pyskl - INFO - Epoch [74][2900/3405] lr: 1.280e-02, eta: 1 day, 7:48:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 3.4023, loss: 3.4023 +2025-05-06 02:52:06,815 - pyskl - INFO - Epoch [74][3000/3405] lr: 1.279e-02, eta: 1 day, 7:48:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 3.3311, loss: 3.3311 +2025-05-06 02:52:50,722 - pyskl - INFO - Epoch [74][3100/3405] lr: 1.279e-02, eta: 1 day, 7:47:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.3560, loss: 3.3560 +2025-05-06 02:53:34,612 - pyskl - INFO - Epoch [74][3200/3405] lr: 1.278e-02, eta: 1 day, 7:46:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 3.3714, loss: 3.3714 +2025-05-06 02:54:18,669 - pyskl - INFO - Epoch [74][3300/3405] lr: 1.277e-02, eta: 1 day, 7:45:49, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.3089, loss: 3.3089 +2025-05-06 02:55:02,494 - pyskl - INFO - Epoch [74][3400/3405] lr: 1.276e-02, eta: 1 day, 7:45:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 3.2054, loss: 3.2054 +2025-05-06 02:55:05,130 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-05-06 02:58:58,156 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 02:58:58,790 - pyskl - INFO - +top1_acc 0.7852 +top5_acc 0.9550 +2025-05-06 02:58:58,813 - pyskl - INFO - Epoch(val) [74][3718] top1_acc: 0.7852, top5_acc: 0.9550 +2025-05-06 03:00:06,322 - pyskl - INFO - Epoch [75][100/3405] lr: 1.275e-02, eta: 1 day, 7:44:40, time: 0.675, data_time: 0.234, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 3.1138, loss: 3.1138 +2025-05-06 03:00:50,047 - pyskl - INFO - Epoch [75][200/3405] lr: 1.275e-02, eta: 1 day, 7:43:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 3.3238, loss: 3.3238 +2025-05-06 03:01:33,775 - pyskl - INFO - Epoch [75][300/3405] lr: 1.274e-02, eta: 1 day, 7:43:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 3.0886, loss: 3.0886 +2025-05-06 03:02:17,786 - pyskl - INFO - Epoch [75][400/3405] lr: 1.273e-02, eta: 1 day, 7:42:26, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.2337, loss: 3.2337 +2025-05-06 03:03:01,645 - pyskl - INFO - Epoch [75][500/3405] lr: 1.272e-02, eta: 1 day, 7:41:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 3.2108, loss: 3.2108 +2025-05-06 03:03:45,475 - pyskl - INFO - Epoch [75][600/3405] lr: 1.272e-02, eta: 1 day, 7:40:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 3.1631, loss: 3.1631 +2025-05-06 03:04:29,209 - pyskl - INFO - Epoch [75][700/3405] lr: 1.271e-02, eta: 1 day, 7:40:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9869, loss_cls: 3.0825, loss: 3.0825 +2025-05-06 03:05:12,887 - pyskl - INFO - Epoch [75][800/3405] lr: 1.270e-02, eta: 1 day, 7:39:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 3.1358, loss: 3.1358 +2025-05-06 03:05:56,739 - pyskl - INFO - Epoch [75][900/3405] lr: 1.269e-02, eta: 1 day, 7:38:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 3.2478, loss: 3.2478 +2025-05-06 03:06:40,513 - pyskl - INFO - Epoch [75][1000/3405] lr: 1.268e-02, eta: 1 day, 7:37:59, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 3.1591, loss: 3.1591 +2025-05-06 03:07:24,291 - pyskl - INFO - Epoch [75][1100/3405] lr: 1.268e-02, eta: 1 day, 7:37:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.3090, loss: 3.3090 +2025-05-06 03:08:08,030 - pyskl - INFO - Epoch [75][1200/3405] lr: 1.267e-02, eta: 1 day, 7:36:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 3.3065, loss: 3.3065 +2025-05-06 03:08:51,919 - pyskl - INFO - Epoch [75][1300/3405] lr: 1.266e-02, eta: 1 day, 7:35:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 3.2257, loss: 3.2257 +2025-05-06 03:09:35,810 - pyskl - INFO - Epoch [75][1400/3405] lr: 1.265e-02, eta: 1 day, 7:35:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9831, loss_cls: 3.2166, loss: 3.2166 +2025-05-06 03:10:19,684 - pyskl - INFO - Epoch [75][1500/3405] lr: 1.265e-02, eta: 1 day, 7:34:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 3.2242, loss: 3.2242 +2025-05-06 03:11:03,499 - pyskl - INFO - Epoch [75][1600/3405] lr: 1.264e-02, eta: 1 day, 7:33:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 3.2383, loss: 3.2383 +2025-05-06 03:11:47,421 - pyskl - INFO - Epoch [75][1700/3405] lr: 1.263e-02, eta: 1 day, 7:32:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 3.2166, loss: 3.2166 +2025-05-06 03:12:31,219 - pyskl - INFO - Epoch [75][1800/3405] lr: 1.262e-02, eta: 1 day, 7:32:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.2673, loss: 3.2673 +2025-05-06 03:13:14,962 - pyskl - INFO - Epoch [75][1900/3405] lr: 1.262e-02, eta: 1 day, 7:31:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 3.1449, loss: 3.1449 +2025-05-06 03:13:58,693 - pyskl - INFO - Epoch [75][2000/3405] lr: 1.261e-02, eta: 1 day, 7:30:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 3.2403, loss: 3.2403 +2025-05-06 03:14:42,429 - pyskl - INFO - Epoch [75][2100/3405] lr: 1.260e-02, eta: 1 day, 7:29:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 3.3934, loss: 3.3934 +2025-05-06 03:15:26,165 - pyskl - INFO - Epoch [75][2200/3405] lr: 1.259e-02, eta: 1 day, 7:29:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9788, loss_cls: 3.4037, loss: 3.4037 +2025-05-06 03:16:10,034 - pyskl - INFO - Epoch [75][2300/3405] lr: 1.259e-02, eta: 1 day, 7:28:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 3.3305, loss: 3.3305 +2025-05-06 03:16:53,766 - pyskl - INFO - Epoch [75][2400/3405] lr: 1.258e-02, eta: 1 day, 7:27:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 3.2064, loss: 3.2064 +2025-05-06 03:17:37,515 - pyskl - INFO - Epoch [75][2500/3405] lr: 1.257e-02, eta: 1 day, 7:26:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 3.2434, loss: 3.2434 +2025-05-06 03:18:21,251 - pyskl - INFO - Epoch [75][2600/3405] lr: 1.256e-02, eta: 1 day, 7:26:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 3.2942, loss: 3.2942 +2025-05-06 03:19:05,295 - pyskl - INFO - Epoch [75][2700/3405] lr: 1.255e-02, eta: 1 day, 7:25:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9694, loss_cls: 3.3305, loss: 3.3305 +2025-05-06 03:19:49,166 - pyskl - INFO - Epoch [75][2800/3405] lr: 1.255e-02, eta: 1 day, 7:24:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 3.1317, loss: 3.1317 +2025-05-06 03:20:32,860 - pyskl - INFO - Epoch [75][2900/3405] lr: 1.254e-02, eta: 1 day, 7:23:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 3.2194, loss: 3.2194 +2025-05-06 03:21:16,539 - pyskl - INFO - Epoch [75][3000/3405] lr: 1.253e-02, eta: 1 day, 7:23:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.3063, loss: 3.3063 +2025-05-06 03:22:00,280 - pyskl - INFO - Epoch [75][3100/3405] lr: 1.252e-02, eta: 1 day, 7:22:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9831, loss_cls: 3.2399, loss: 3.2399 +2025-05-06 03:22:43,947 - pyskl - INFO - Epoch [75][3200/3405] lr: 1.252e-02, eta: 1 day, 7:21:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.3392, loss: 3.3392 +2025-05-06 03:23:27,635 - pyskl - INFO - Epoch [75][3300/3405] lr: 1.251e-02, eta: 1 day, 7:20:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.2972, loss: 3.2972 +2025-05-06 03:24:11,433 - pyskl - INFO - Epoch [75][3400/3405] lr: 1.250e-02, eta: 1 day, 7:20:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 3.2629, loss: 3.2629 +2025-05-06 03:24:14,052 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-05-06 03:28:07,390 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 03:28:07,939 - pyskl - INFO - +top1_acc 0.7764 +top5_acc 0.9431 +2025-05-06 03:28:07,961 - pyskl - INFO - Epoch(val) [75][3718] top1_acc: 0.7764, top5_acc: 0.9431 +2025-05-06 03:29:15,163 - pyskl - INFO - Epoch [76][100/3405] lr: 1.249e-02, eta: 1 day, 7:19:44, time: 0.672, data_time: 0.234, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 3.1129, loss: 3.1129 +2025-05-06 03:29:59,014 - pyskl - INFO - Epoch [76][200/3405] lr: 1.248e-02, eta: 1 day, 7:18:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 3.0171, loss: 3.0171 +2025-05-06 03:30:42,822 - pyskl - INFO - Epoch [76][300/3405] lr: 1.248e-02, eta: 1 day, 7:18:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 3.0816, loss: 3.0816 +2025-05-06 03:31:26,559 - pyskl - INFO - Epoch [76][400/3405] lr: 1.247e-02, eta: 1 day, 7:17:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 3.2656, loss: 3.2656 +2025-05-06 03:32:10,343 - pyskl - INFO - Epoch [76][500/3405] lr: 1.246e-02, eta: 1 day, 7:16:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 3.1439, loss: 3.1439 +2025-05-06 03:32:54,126 - pyskl - INFO - Epoch [76][600/3405] lr: 1.245e-02, eta: 1 day, 7:16:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 3.1348, loss: 3.1348 +2025-05-06 03:33:37,889 - pyskl - INFO - Epoch [76][700/3405] lr: 1.245e-02, eta: 1 day, 7:15:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 3.2418, loss: 3.2418 +2025-05-06 03:34:21,650 - pyskl - INFO - Epoch [76][800/3405] lr: 1.244e-02, eta: 1 day, 7:14:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 3.2392, loss: 3.2392 +2025-05-06 03:35:05,384 - pyskl - INFO - Epoch [76][900/3405] lr: 1.243e-02, eta: 1 day, 7:13:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 3.2267, loss: 3.2267 +2025-05-06 03:35:49,054 - pyskl - INFO - Epoch [76][1000/3405] lr: 1.242e-02, eta: 1 day, 7:13:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 3.2747, loss: 3.2747 +2025-05-06 03:36:32,900 - pyskl - INFO - Epoch [76][1100/3405] lr: 1.242e-02, eta: 1 day, 7:12:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 3.2158, loss: 3.2158 +2025-05-06 03:37:16,626 - pyskl - INFO - Epoch [76][1200/3405] lr: 1.241e-02, eta: 1 day, 7:11:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 3.3152, loss: 3.3152 +2025-05-06 03:38:00,385 - pyskl - INFO - Epoch [76][1300/3405] lr: 1.240e-02, eta: 1 day, 7:10:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 3.1334, loss: 3.1334 +2025-05-06 03:38:44,246 - pyskl - INFO - Epoch [76][1400/3405] lr: 1.239e-02, eta: 1 day, 7:10:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 3.1528, loss: 3.1528 +2025-05-06 03:39:28,035 - pyskl - INFO - Epoch [76][1500/3405] lr: 1.238e-02, eta: 1 day, 7:09:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 3.2127, loss: 3.2127 +2025-05-06 03:40:11,787 - pyskl - INFO - Epoch [76][1600/3405] lr: 1.238e-02, eta: 1 day, 7:08:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 3.3065, loss: 3.3065 +2025-05-06 03:40:55,698 - pyskl - INFO - Epoch [76][1700/3405] lr: 1.237e-02, eta: 1 day, 7:07:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9825, loss_cls: 3.2386, loss: 3.2386 +2025-05-06 03:41:39,742 - pyskl - INFO - Epoch [76][1800/3405] lr: 1.236e-02, eta: 1 day, 7:07:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.3693, loss: 3.3693 +2025-05-06 03:42:23,468 - pyskl - INFO - Epoch [76][1900/3405] lr: 1.235e-02, eta: 1 day, 7:06:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 3.1577, loss: 3.1577 +2025-05-06 03:43:07,155 - pyskl - INFO - Epoch [76][2000/3405] lr: 1.235e-02, eta: 1 day, 7:05:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.2736, loss: 3.2736 +2025-05-06 03:43:50,864 - pyskl - INFO - Epoch [76][2100/3405] lr: 1.234e-02, eta: 1 day, 7:04:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 3.2866, loss: 3.2866 +2025-05-06 03:44:34,622 - pyskl - INFO - Epoch [76][2200/3405] lr: 1.233e-02, eta: 1 day, 7:04:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.3035, loss: 3.3035 +2025-05-06 03:45:18,438 - pyskl - INFO - Epoch [76][2300/3405] lr: 1.232e-02, eta: 1 day, 7:03:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 3.3708, loss: 3.3708 +2025-05-06 03:46:02,089 - pyskl - INFO - Epoch [76][2400/3405] lr: 1.232e-02, eta: 1 day, 7:02:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 3.2281, loss: 3.2281 +2025-05-06 03:46:45,803 - pyskl - INFO - Epoch [76][2500/3405] lr: 1.231e-02, eta: 1 day, 7:01:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 3.1861, loss: 3.1861 +2025-05-06 03:47:29,541 - pyskl - INFO - Epoch [76][2600/3405] lr: 1.230e-02, eta: 1 day, 7:01:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 3.2599, loss: 3.2599 +2025-05-06 03:48:13,344 - pyskl - INFO - Epoch [76][2700/3405] lr: 1.229e-02, eta: 1 day, 7:00:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 3.1625, loss: 3.1625 +2025-05-06 03:48:57,170 - pyskl - INFO - Epoch [76][2800/3405] lr: 1.228e-02, eta: 1 day, 6:59:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9738, loss_cls: 3.2313, loss: 3.2313 +2025-05-06 03:49:41,030 - pyskl - INFO - Epoch [76][2900/3405] lr: 1.228e-02, eta: 1 day, 6:58:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 3.3645, loss: 3.3645 +2025-05-06 03:50:24,725 - pyskl - INFO - Epoch [76][3000/3405] lr: 1.227e-02, eta: 1 day, 6:58:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 3.3472, loss: 3.3472 +2025-05-06 03:51:08,302 - pyskl - INFO - Epoch [76][3100/3405] lr: 1.226e-02, eta: 1 day, 6:57:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9712, loss_cls: 3.2605, loss: 3.2605 +2025-05-06 03:51:52,007 - pyskl - INFO - Epoch [76][3200/3405] lr: 1.225e-02, eta: 1 day, 6:56:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 3.2681, loss: 3.2681 +2025-05-06 03:52:35,705 - pyskl - INFO - Epoch [76][3300/3405] lr: 1.225e-02, eta: 1 day, 6:55:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9844, loss_cls: 3.2686, loss: 3.2686 +2025-05-06 03:53:19,610 - pyskl - INFO - Epoch [76][3400/3405] lr: 1.224e-02, eta: 1 day, 6:55:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.3818, loss: 3.3818 +2025-05-06 03:53:22,166 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-05-06 03:57:14,421 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 03:57:14,974 - pyskl - INFO - +top1_acc 0.7924 +top5_acc 0.9557 +2025-05-06 03:57:14,997 - pyskl - INFO - Epoch(val) [76][3718] top1_acc: 0.7924, top5_acc: 0.9557 +2025-05-06 03:58:22,193 - pyskl - INFO - Epoch [77][100/3405] lr: 1.223e-02, eta: 1 day, 6:54:46, time: 0.672, data_time: 0.235, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 3.1071, loss: 3.1071 +2025-05-06 03:59:05,981 - pyskl - INFO - Epoch [77][200/3405] lr: 1.222e-02, eta: 1 day, 6:54:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 3.2396, loss: 3.2396 +2025-05-06 03:59:49,983 - pyskl - INFO - Epoch [77][300/3405] lr: 1.222e-02, eta: 1 day, 6:53:17, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 3.1025, loss: 3.1025 +2025-05-06 04:00:33,916 - pyskl - INFO - Epoch [77][400/3405] lr: 1.221e-02, eta: 1 day, 6:52:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 3.1210, loss: 3.1210 +2025-05-06 04:01:17,753 - pyskl - INFO - Epoch [77][500/3405] lr: 1.220e-02, eta: 1 day, 6:51:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 3.1701, loss: 3.1701 +2025-05-06 04:02:01,839 - pyskl - INFO - Epoch [77][600/3405] lr: 1.219e-02, eta: 1 day, 6:51:04, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.1453, loss: 3.1453 +2025-05-06 04:02:45,813 - pyskl - INFO - Epoch [77][700/3405] lr: 1.218e-02, eta: 1 day, 6:50:20, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 3.2434, loss: 3.2434 +2025-05-06 04:03:29,796 - pyskl - INFO - Epoch [77][800/3405] lr: 1.218e-02, eta: 1 day, 6:49:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 3.0276, loss: 3.0276 +2025-05-06 04:04:13,628 - pyskl - INFO - Epoch [77][900/3405] lr: 1.217e-02, eta: 1 day, 6:48:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 3.2253, loss: 3.2253 +2025-05-06 04:04:57,508 - pyskl - INFO - Epoch [77][1000/3405] lr: 1.216e-02, eta: 1 day, 6:48:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 3.1186, loss: 3.1186 +2025-05-06 04:05:41,298 - pyskl - INFO - Epoch [77][1100/3405] lr: 1.215e-02, eta: 1 day, 6:47:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9819, loss_cls: 3.2800, loss: 3.2800 +2025-05-06 04:06:25,129 - pyskl - INFO - Epoch [77][1200/3405] lr: 1.215e-02, eta: 1 day, 6:46:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 3.1816, loss: 3.1816 +2025-05-06 04:07:08,829 - pyskl - INFO - Epoch [77][1300/3405] lr: 1.214e-02, eta: 1 day, 6:45:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 3.1758, loss: 3.1758 +2025-05-06 04:07:52,685 - pyskl - INFO - Epoch [77][1400/3405] lr: 1.213e-02, eta: 1 day, 6:45:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 3.0761, loss: 3.0761 +2025-05-06 04:08:36,519 - pyskl - INFO - Epoch [77][1500/3405] lr: 1.212e-02, eta: 1 day, 6:44:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 3.3143, loss: 3.3143 +2025-05-06 04:09:20,220 - pyskl - INFO - Epoch [77][1600/3405] lr: 1.212e-02, eta: 1 day, 6:43:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 3.1864, loss: 3.1864 +2025-05-06 04:10:03,980 - pyskl - INFO - Epoch [77][1700/3405] lr: 1.211e-02, eta: 1 day, 6:42:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 3.1050, loss: 3.1050 +2025-05-06 04:10:47,780 - pyskl - INFO - Epoch [77][1800/3405] lr: 1.210e-02, eta: 1 day, 6:42:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 3.2085, loss: 3.2085 +2025-05-06 04:11:31,522 - pyskl - INFO - Epoch [77][1900/3405] lr: 1.209e-02, eta: 1 day, 6:41:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9756, loss_cls: 3.2687, loss: 3.2687 +2025-05-06 04:12:15,190 - pyskl - INFO - Epoch [77][2000/3405] lr: 1.208e-02, eta: 1 day, 6:40:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 3.2136, loss: 3.2136 +2025-05-06 04:12:58,865 - pyskl - INFO - Epoch [77][2100/3405] lr: 1.208e-02, eta: 1 day, 6:39:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 3.1922, loss: 3.1922 +2025-05-06 04:13:42,602 - pyskl - INFO - Epoch [77][2200/3405] lr: 1.207e-02, eta: 1 day, 6:39:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 3.2898, loss: 3.2898 +2025-05-06 04:14:26,362 - pyskl - INFO - Epoch [77][2300/3405] lr: 1.206e-02, eta: 1 day, 6:38:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 3.1516, loss: 3.1516 +2025-05-06 04:15:10,064 - pyskl - INFO - Epoch [77][2400/3405] lr: 1.205e-02, eta: 1 day, 6:37:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 3.1589, loss: 3.1589 +2025-05-06 04:15:53,908 - pyskl - INFO - Epoch [77][2500/3405] lr: 1.205e-02, eta: 1 day, 6:36:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 3.2315, loss: 3.2315 +2025-05-06 04:16:37,734 - pyskl - INFO - Epoch [77][2600/3405] lr: 1.204e-02, eta: 1 day, 6:36:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 3.1719, loss: 3.1719 +2025-05-06 04:17:21,502 - pyskl - INFO - Epoch [77][2700/3405] lr: 1.203e-02, eta: 1 day, 6:35:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 3.3224, loss: 3.3224 +2025-05-06 04:18:05,205 - pyskl - INFO - Epoch [77][2800/3405] lr: 1.202e-02, eta: 1 day, 6:34:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 3.2348, loss: 3.2348 +2025-05-06 04:18:49,091 - pyskl - INFO - Epoch [77][2900/3405] lr: 1.202e-02, eta: 1 day, 6:33:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9750, loss_cls: 3.2316, loss: 3.2316 +2025-05-06 04:19:32,848 - pyskl - INFO - Epoch [77][3000/3405] lr: 1.201e-02, eta: 1 day, 6:33:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9788, loss_cls: 3.3233, loss: 3.3233 +2025-05-06 04:20:16,521 - pyskl - INFO - Epoch [77][3100/3405] lr: 1.200e-02, eta: 1 day, 6:32:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 3.2810, loss: 3.2810 +2025-05-06 04:21:00,176 - pyskl - INFO - Epoch [77][3200/3405] lr: 1.199e-02, eta: 1 day, 6:31:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 3.3030, loss: 3.3030 +2025-05-06 04:21:43,856 - pyskl - INFO - Epoch [77][3300/3405] lr: 1.198e-02, eta: 1 day, 6:31:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 3.3883, loss: 3.3883 +2025-05-06 04:22:27,700 - pyskl - INFO - Epoch [77][3400/3405] lr: 1.198e-02, eta: 1 day, 6:30:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 3.3454, loss: 3.3454 +2025-05-06 04:22:30,236 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-05-06 04:26:22,976 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 04:26:23,624 - pyskl - INFO - +top1_acc 0.7876 +top5_acc 0.9548 +2025-05-06 04:26:23,648 - pyskl - INFO - Epoch(val) [77][3718] top1_acc: 0.7876, top5_acc: 0.9548 +2025-05-06 04:27:31,116 - pyskl - INFO - Epoch [78][100/3405] lr: 1.197e-02, eta: 1 day, 6:29:50, time: 0.675, data_time: 0.237, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9775, loss_cls: 3.1417, loss: 3.1417 +2025-05-06 04:28:14,985 - pyskl - INFO - Epoch [78][200/3405] lr: 1.196e-02, eta: 1 day, 6:29:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 3.1514, loss: 3.1514 +2025-05-06 04:28:58,828 - pyskl - INFO - Epoch [78][300/3405] lr: 1.195e-02, eta: 1 day, 6:28:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 3.1420, loss: 3.1420 +2025-05-06 04:29:42,477 - pyskl - INFO - Epoch [78][400/3405] lr: 1.195e-02, eta: 1 day, 6:27:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 3.1957, loss: 3.1957 +2025-05-06 04:30:26,129 - pyskl - INFO - Epoch [78][500/3405] lr: 1.194e-02, eta: 1 day, 6:26:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 3.2027, loss: 3.2027 +2025-05-06 04:31:09,851 - pyskl - INFO - Epoch [78][600/3405] lr: 1.193e-02, eta: 1 day, 6:26:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9912, loss_cls: 2.9828, loss: 2.9828 +2025-05-06 04:31:53,586 - pyskl - INFO - Epoch [78][700/3405] lr: 1.192e-02, eta: 1 day, 6:25:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 3.1547, loss: 3.1547 +2025-05-06 04:32:37,394 - pyskl - INFO - Epoch [78][800/3405] lr: 1.192e-02, eta: 1 day, 6:24:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 3.2155, loss: 3.2155 +2025-05-06 04:33:21,119 - pyskl - INFO - Epoch [78][900/3405] lr: 1.191e-02, eta: 1 day, 6:23:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 3.1778, loss: 3.1778 +2025-05-06 04:34:04,786 - pyskl - INFO - Epoch [78][1000/3405] lr: 1.190e-02, eta: 1 day, 6:23:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 3.1270, loss: 3.1270 +2025-05-06 04:34:48,497 - pyskl - INFO - Epoch [78][1100/3405] lr: 1.189e-02, eta: 1 day, 6:22:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 3.1541, loss: 3.1541 +2025-05-06 04:35:32,191 - pyskl - INFO - Epoch [78][1200/3405] lr: 1.188e-02, eta: 1 day, 6:21:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 3.1209, loss: 3.1209 +2025-05-06 04:36:16,166 - pyskl - INFO - Epoch [78][1300/3405] lr: 1.188e-02, eta: 1 day, 6:20:55, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 3.0921, loss: 3.0921 +2025-05-06 04:36:59,953 - pyskl - INFO - Epoch [78][1400/3405] lr: 1.187e-02, eta: 1 day, 6:20:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 3.2192, loss: 3.2192 +2025-05-06 04:37:43,810 - pyskl - INFO - Epoch [78][1500/3405] lr: 1.186e-02, eta: 1 day, 6:19:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 3.1890, loss: 3.1890 +2025-05-06 04:38:27,643 - pyskl - INFO - Epoch [78][1600/3405] lr: 1.185e-02, eta: 1 day, 6:18:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 3.2863, loss: 3.2863 +2025-05-06 04:39:11,493 - pyskl - INFO - Epoch [78][1700/3405] lr: 1.185e-02, eta: 1 day, 6:17:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 3.1448, loss: 3.1448 +2025-05-06 04:39:55,337 - pyskl - INFO - Epoch [78][1800/3405] lr: 1.184e-02, eta: 1 day, 6:17:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 3.1212, loss: 3.1212 +2025-05-06 04:40:39,208 - pyskl - INFO - Epoch [78][1900/3405] lr: 1.183e-02, eta: 1 day, 6:16:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 3.2363, loss: 3.2363 +2025-05-06 04:41:22,905 - pyskl - INFO - Epoch [78][2000/3405] lr: 1.182e-02, eta: 1 day, 6:15:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 3.2587, loss: 3.2587 +2025-05-06 04:42:06,566 - pyskl - INFO - Epoch [78][2100/3405] lr: 1.182e-02, eta: 1 day, 6:14:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.2414, loss: 3.2414 +2025-05-06 04:42:50,299 - pyskl - INFO - Epoch [78][2200/3405] lr: 1.181e-02, eta: 1 day, 6:14:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 3.3094, loss: 3.3094 +2025-05-06 04:43:34,098 - pyskl - INFO - Epoch [78][2300/3405] lr: 1.180e-02, eta: 1 day, 6:13:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9844, loss_cls: 3.3974, loss: 3.3974 +2025-05-06 04:44:17,782 - pyskl - INFO - Epoch [78][2400/3405] lr: 1.179e-02, eta: 1 day, 6:12:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 3.1705, loss: 3.1705 +2025-05-06 04:45:01,573 - pyskl - INFO - Epoch [78][2500/3405] lr: 1.178e-02, eta: 1 day, 6:12:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.2204, loss: 3.2204 +2025-05-06 04:45:45,546 - pyskl - INFO - Epoch [78][2600/3405] lr: 1.178e-02, eta: 1 day, 6:11:16, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 3.2694, loss: 3.2694 +2025-05-06 04:46:29,323 - pyskl - INFO - Epoch [78][2700/3405] lr: 1.177e-02, eta: 1 day, 6:10:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.3090, loss: 3.3090 +2025-05-06 04:47:12,985 - pyskl - INFO - Epoch [78][2800/3405] lr: 1.176e-02, eta: 1 day, 6:09:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 3.2019, loss: 3.2019 +2025-05-06 04:47:56,713 - pyskl - INFO - Epoch [78][2900/3405] lr: 1.175e-02, eta: 1 day, 6:09:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 3.1159, loss: 3.1159 +2025-05-06 04:48:40,423 - pyskl - INFO - Epoch [78][3000/3405] lr: 1.175e-02, eta: 1 day, 6:08:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 3.2759, loss: 3.2759 +2025-05-06 04:49:24,189 - pyskl - INFO - Epoch [78][3100/3405] lr: 1.174e-02, eta: 1 day, 6:07:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 3.1015, loss: 3.1015 +2025-05-06 04:50:07,862 - pyskl - INFO - Epoch [78][3200/3405] lr: 1.173e-02, eta: 1 day, 6:06:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 3.1818, loss: 3.1818 +2025-05-06 04:50:51,546 - pyskl - INFO - Epoch [78][3300/3405] lr: 1.172e-02, eta: 1 day, 6:06:03, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 3.2026, loss: 3.2026 +2025-05-06 04:51:35,312 - pyskl - INFO - Epoch [78][3400/3405] lr: 1.172e-02, eta: 1 day, 6:05:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 3.2449, loss: 3.2449 +2025-05-06 04:51:37,945 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-05-06 04:55:30,790 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 04:55:31,344 - pyskl - INFO - +top1_acc 0.7947 +top5_acc 0.9591 +2025-05-06 04:55:31,368 - pyskl - INFO - Epoch(val) [78][3718] top1_acc: 0.7947, top5_acc: 0.9591 +2025-05-06 04:56:38,325 - pyskl - INFO - Epoch [79][100/3405] lr: 1.171e-02, eta: 1 day, 6:04:51, time: 0.669, data_time: 0.232, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 3.0622, loss: 3.0622 +2025-05-06 04:57:22,023 - pyskl - INFO - Epoch [79][200/3405] lr: 1.170e-02, eta: 1 day, 6:04:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 3.0199, loss: 3.0199 +2025-05-06 04:58:05,775 - pyskl - INFO - Epoch [79][300/3405] lr: 1.169e-02, eta: 1 day, 6:03:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9875, loss_cls: 3.1442, loss: 3.1442 +2025-05-06 04:58:49,422 - pyskl - INFO - Epoch [79][400/3405] lr: 1.168e-02, eta: 1 day, 6:02:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9862, loss_cls: 3.0840, loss: 3.0840 +2025-05-06 04:59:33,128 - pyskl - INFO - Epoch [79][500/3405] lr: 1.168e-02, eta: 1 day, 6:01:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 3.2105, loss: 3.2105 +2025-05-06 05:00:16,860 - pyskl - INFO - Epoch [79][600/3405] lr: 1.167e-02, eta: 1 day, 6:01:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9881, loss_cls: 3.0961, loss: 3.0961 +2025-05-06 05:01:00,656 - pyskl - INFO - Epoch [79][700/3405] lr: 1.166e-02, eta: 1 day, 6:00:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 3.0839, loss: 3.0839 +2025-05-06 05:01:44,482 - pyskl - INFO - Epoch [79][800/3405] lr: 1.165e-02, eta: 1 day, 5:59:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 3.0935, loss: 3.0935 +2025-05-06 05:02:28,336 - pyskl - INFO - Epoch [79][900/3405] lr: 1.165e-02, eta: 1 day, 5:58:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 3.2335, loss: 3.2335 +2025-05-06 05:03:12,219 - pyskl - INFO - Epoch [79][1000/3405] lr: 1.164e-02, eta: 1 day, 5:58:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9781, loss_cls: 3.1891, loss: 3.1891 +2025-05-06 05:03:56,113 - pyskl - INFO - Epoch [79][1100/3405] lr: 1.163e-02, eta: 1 day, 5:57:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 3.0829, loss: 3.0829 +2025-05-06 05:04:39,883 - pyskl - INFO - Epoch [79][1200/3405] lr: 1.162e-02, eta: 1 day, 5:56:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 3.1629, loss: 3.1629 +2025-05-06 05:05:23,858 - pyskl - INFO - Epoch [79][1300/3405] lr: 1.162e-02, eta: 1 day, 5:55:57, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 3.2159, loss: 3.2159 +2025-05-06 05:06:07,702 - pyskl - INFO - Epoch [79][1400/3405] lr: 1.161e-02, eta: 1 day, 5:55:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 3.1685, loss: 3.1685 +2025-05-06 05:06:51,474 - pyskl - INFO - Epoch [79][1500/3405] lr: 1.160e-02, eta: 1 day, 5:54:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.3170, loss: 3.3170 +2025-05-06 05:07:35,218 - pyskl - INFO - Epoch [79][1600/3405] lr: 1.159e-02, eta: 1 day, 5:53:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 3.0642, loss: 3.0642 +2025-05-06 05:08:18,924 - pyskl - INFO - Epoch [79][1700/3405] lr: 1.158e-02, eta: 1 day, 5:52:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 3.1508, loss: 3.1508 +2025-05-06 05:09:02,610 - pyskl - INFO - Epoch [79][1800/3405] lr: 1.158e-02, eta: 1 day, 5:52:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 3.2275, loss: 3.2275 +2025-05-06 05:09:46,794 - pyskl - INFO - Epoch [79][1900/3405] lr: 1.157e-02, eta: 1 day, 5:51:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 3.2091, loss: 3.2091 +2025-05-06 05:10:30,639 - pyskl - INFO - Epoch [79][2000/3405] lr: 1.156e-02, eta: 1 day, 5:50:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 3.1765, loss: 3.1765 +2025-05-06 05:11:14,284 - pyskl - INFO - Epoch [79][2100/3405] lr: 1.155e-02, eta: 1 day, 5:50:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.3129, loss: 3.3129 +2025-05-06 05:11:58,030 - pyskl - INFO - Epoch [79][2200/3405] lr: 1.155e-02, eta: 1 day, 5:49:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.2650, loss: 3.2650 +2025-05-06 05:12:41,494 - pyskl - INFO - Epoch [79][2300/3405] lr: 1.154e-02, eta: 1 day, 5:48:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 3.2058, loss: 3.2058 +2025-05-06 05:13:25,239 - pyskl - INFO - Epoch [79][2400/3405] lr: 1.153e-02, eta: 1 day, 5:47:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9844, loss_cls: 3.1360, loss: 3.1360 +2025-05-06 05:14:08,937 - pyskl - INFO - Epoch [79][2500/3405] lr: 1.152e-02, eta: 1 day, 5:47:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9812, loss_cls: 3.2195, loss: 3.2195 +2025-05-06 05:14:52,520 - pyskl - INFO - Epoch [79][2600/3405] lr: 1.152e-02, eta: 1 day, 5:46:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.2108, loss: 3.2108 +2025-05-06 05:15:36,337 - pyskl - INFO - Epoch [79][2700/3405] lr: 1.151e-02, eta: 1 day, 5:45:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9819, loss_cls: 3.2372, loss: 3.2372 +2025-05-06 05:16:20,026 - pyskl - INFO - Epoch [79][2800/3405] lr: 1.150e-02, eta: 1 day, 5:44:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 3.2357, loss: 3.2357 +2025-05-06 05:17:03,819 - pyskl - INFO - Epoch [79][2900/3405] lr: 1.149e-02, eta: 1 day, 5:44:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 3.1777, loss: 3.1777 +2025-05-06 05:17:47,626 - pyskl - INFO - Epoch [79][3000/3405] lr: 1.149e-02, eta: 1 day, 5:43:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 3.1714, loss: 3.1714 +2025-05-06 05:18:31,479 - pyskl - INFO - Epoch [79][3100/3405] lr: 1.148e-02, eta: 1 day, 5:42:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 3.2024, loss: 3.2024 +2025-05-06 05:19:15,215 - pyskl - INFO - Epoch [79][3200/3405] lr: 1.147e-02, eta: 1 day, 5:41:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 3.2115, loss: 3.2115 +2025-05-06 05:19:58,913 - pyskl - INFO - Epoch [79][3300/3405] lr: 1.146e-02, eta: 1 day, 5:41:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9706, loss_cls: 3.2856, loss: 3.2856 +2025-05-06 05:20:42,534 - pyskl - INFO - Epoch [79][3400/3405] lr: 1.145e-02, eta: 1 day, 5:40:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.1359, loss: 3.1359 +2025-05-06 05:20:45,200 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-05-06 05:24:37,631 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 05:24:38,396 - pyskl - INFO - +top1_acc 0.7851 +top5_acc 0.9455 +2025-05-06 05:24:38,417 - pyskl - INFO - Epoch(val) [79][3718] top1_acc: 0.7851, top5_acc: 0.9455 +2025-05-06 05:25:45,647 - pyskl - INFO - Epoch [80][100/3405] lr: 1.145e-02, eta: 1 day, 5:39:53, time: 0.672, data_time: 0.234, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9894, loss_cls: 3.1041, loss: 3.1041 +2025-05-06 05:26:29,384 - pyskl - INFO - Epoch [80][200/3405] lr: 1.144e-02, eta: 1 day, 5:39:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9888, loss_cls: 3.0091, loss: 3.0091 +2025-05-06 05:27:13,202 - pyskl - INFO - Epoch [80][300/3405] lr: 1.143e-02, eta: 1 day, 5:38:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9869, loss_cls: 3.0752, loss: 3.0752 +2025-05-06 05:27:56,973 - pyskl - INFO - Epoch [80][400/3405] lr: 1.142e-02, eta: 1 day, 5:37:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.9862, loss: 2.9862 +2025-05-06 05:28:40,663 - pyskl - INFO - Epoch [80][500/3405] lr: 1.142e-02, eta: 1 day, 5:36:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 3.1192, loss: 3.1192 +2025-05-06 05:29:24,398 - pyskl - INFO - Epoch [80][600/3405] lr: 1.141e-02, eta: 1 day, 5:36:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 3.1727, loss: 3.1727 +2025-05-06 05:30:08,141 - pyskl - INFO - Epoch [80][700/3405] lr: 1.140e-02, eta: 1 day, 5:35:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 3.0843, loss: 3.0843 +2025-05-06 05:30:51,974 - pyskl - INFO - Epoch [80][800/3405] lr: 1.139e-02, eta: 1 day, 5:34:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 3.2624, loss: 3.2624 +2025-05-06 05:31:35,884 - pyskl - INFO - Epoch [80][900/3405] lr: 1.139e-02, eta: 1 day, 5:33:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9894, loss_cls: 3.1267, loss: 3.1267 +2025-05-06 05:32:19,694 - pyskl - INFO - Epoch [80][1000/3405] lr: 1.138e-02, eta: 1 day, 5:33:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 3.0659, loss: 3.0659 +2025-05-06 05:33:03,576 - pyskl - INFO - Epoch [80][1100/3405] lr: 1.137e-02, eta: 1 day, 5:32:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 3.0248, loss: 3.0248 +2025-05-06 05:33:47,387 - pyskl - INFO - Epoch [80][1200/3405] lr: 1.136e-02, eta: 1 day, 5:31:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9869, loss_cls: 3.2287, loss: 3.2287 +2025-05-06 05:34:31,055 - pyskl - INFO - Epoch [80][1300/3405] lr: 1.135e-02, eta: 1 day, 5:30:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 3.2386, loss: 3.2386 +2025-05-06 05:35:14,655 - pyskl - INFO - Epoch [80][1400/3405] lr: 1.135e-02, eta: 1 day, 5:30:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9850, loss_cls: 3.1569, loss: 3.1569 +2025-05-06 05:35:58,366 - pyskl - INFO - Epoch [80][1500/3405] lr: 1.134e-02, eta: 1 day, 5:29:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 3.2129, loss: 3.2129 +2025-05-06 05:36:42,211 - pyskl - INFO - Epoch [80][1600/3405] lr: 1.133e-02, eta: 1 day, 5:28:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.2097, loss: 3.2097 +2025-05-06 05:37:26,116 - pyskl - INFO - Epoch [80][1700/3405] lr: 1.132e-02, eta: 1 day, 5:28:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 3.1401, loss: 3.1401 +2025-05-06 05:38:09,892 - pyskl - INFO - Epoch [80][1800/3405] lr: 1.132e-02, eta: 1 day, 5:27:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9862, loss_cls: 3.1111, loss: 3.1111 +2025-05-06 05:38:53,918 - pyskl - INFO - Epoch [80][1900/3405] lr: 1.131e-02, eta: 1 day, 5:26:31, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 3.2276, loss: 3.2276 +2025-05-06 05:39:37,760 - pyskl - INFO - Epoch [80][2000/3405] lr: 1.130e-02, eta: 1 day, 5:25:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 3.1872, loss: 3.1872 +2025-05-06 05:40:21,525 - pyskl - INFO - Epoch [80][2100/3405] lr: 1.129e-02, eta: 1 day, 5:25:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 3.1897, loss: 3.1897 +2025-05-06 05:41:05,302 - pyskl - INFO - Epoch [80][2200/3405] lr: 1.129e-02, eta: 1 day, 5:24:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9869, loss_cls: 3.1298, loss: 3.1298 +2025-05-06 05:41:49,105 - pyskl - INFO - Epoch [80][2300/3405] lr: 1.128e-02, eta: 1 day, 5:23:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 3.2714, loss: 3.2714 +2025-05-06 05:42:32,920 - pyskl - INFO - Epoch [80][2400/3405] lr: 1.127e-02, eta: 1 day, 5:22:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 3.2087, loss: 3.2087 +2025-05-06 05:43:16,670 - pyskl - INFO - Epoch [80][2500/3405] lr: 1.126e-02, eta: 1 day, 5:22:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9712, loss_cls: 3.3791, loss: 3.3791 +2025-05-06 05:44:00,440 - pyskl - INFO - Epoch [80][2600/3405] lr: 1.126e-02, eta: 1 day, 5:21:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 3.0978, loss: 3.0978 +2025-05-06 05:44:44,291 - pyskl - INFO - Epoch [80][2700/3405] lr: 1.125e-02, eta: 1 day, 5:20:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 3.1085, loss: 3.1085 +2025-05-06 05:45:28,035 - pyskl - INFO - Epoch [80][2800/3405] lr: 1.124e-02, eta: 1 day, 5:19:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 3.2685, loss: 3.2685 +2025-05-06 05:46:11,972 - pyskl - INFO - Epoch [80][2900/3405] lr: 1.123e-02, eta: 1 day, 5:19:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 3.2811, loss: 3.2811 +2025-05-06 05:46:55,750 - pyskl - INFO - Epoch [80][3000/3405] lr: 1.122e-02, eta: 1 day, 5:18:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 3.1993, loss: 3.1993 +2025-05-06 05:47:39,450 - pyskl - INFO - Epoch [80][3100/3405] lr: 1.122e-02, eta: 1 day, 5:17:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 3.1218, loss: 3.1218 +2025-05-06 05:48:23,244 - pyskl - INFO - Epoch [80][3200/3405] lr: 1.121e-02, eta: 1 day, 5:16:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 3.0456, loss: 3.0456 +2025-05-06 05:49:06,897 - pyskl - INFO - Epoch [80][3300/3405] lr: 1.120e-02, eta: 1 day, 5:16:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.1615, loss: 3.1615 +2025-05-06 05:49:50,560 - pyskl - INFO - Epoch [80][3400/3405] lr: 1.119e-02, eta: 1 day, 5:15:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9881, loss_cls: 3.2401, loss: 3.2401 +2025-05-06 05:49:53,125 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-05-06 05:53:45,994 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 05:53:46,676 - pyskl - INFO - +top1_acc 0.7972 +top5_acc 0.9576 +2025-05-06 05:53:46,729 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_73.pth was removed +2025-05-06 05:53:47,817 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_80.pth. +2025-05-06 05:53:47,819 - pyskl - INFO - Best top1_acc is 0.7972 at 80 epoch. +2025-05-06 05:53:47,840 - pyskl - INFO - Epoch(val) [80][3718] top1_acc: 0.7972, top5_acc: 0.9576 +2025-05-06 05:54:54,892 - pyskl - INFO - Epoch [81][100/3405] lr: 1.119e-02, eta: 1 day, 5:14:54, time: 0.670, data_time: 0.232, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 3.0341, loss: 3.0341 +2025-05-06 05:55:38,767 - pyskl - INFO - Epoch [81][200/3405] lr: 1.118e-02, eta: 1 day, 5:14:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 3.0945, loss: 3.0945 +2025-05-06 05:56:22,644 - pyskl - INFO - Epoch [81][300/3405] lr: 1.117e-02, eta: 1 day, 5:13:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.9509, loss: 2.9509 +2025-05-06 05:57:06,518 - pyskl - INFO - Epoch [81][400/3405] lr: 1.116e-02, eta: 1 day, 5:12:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 3.0706, loss: 3.0706 +2025-05-06 05:57:50,414 - pyskl - INFO - Epoch [81][500/3405] lr: 1.116e-02, eta: 1 day, 5:11:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 3.2088, loss: 3.2088 +2025-05-06 05:58:34,187 - pyskl - INFO - Epoch [81][600/3405] lr: 1.115e-02, eta: 1 day, 5:11:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9894, loss_cls: 3.0410, loss: 3.0410 +2025-05-06 05:59:17,931 - pyskl - INFO - Epoch [81][700/3405] lr: 1.114e-02, eta: 1 day, 5:10:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 3.1364, loss: 3.1364 +2025-05-06 06:00:01,735 - pyskl - INFO - Epoch [81][800/3405] lr: 1.113e-02, eta: 1 day, 5:09:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 3.0993, loss: 3.0993 +2025-05-06 06:00:45,536 - pyskl - INFO - Epoch [81][900/3405] lr: 1.112e-02, eta: 1 day, 5:08:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 3.1289, loss: 3.1289 +2025-05-06 06:01:29,388 - pyskl - INFO - Epoch [81][1000/3405] lr: 1.112e-02, eta: 1 day, 5:08:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9900, loss_cls: 2.9643, loss: 2.9643 +2025-05-06 06:02:13,123 - pyskl - INFO - Epoch [81][1100/3405] lr: 1.111e-02, eta: 1 day, 5:07:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9769, loss_cls: 3.1533, loss: 3.1533 +2025-05-06 06:02:57,008 - pyskl - INFO - Epoch [81][1200/3405] lr: 1.110e-02, eta: 1 day, 5:06:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.3206, loss: 3.3206 +2025-05-06 06:03:40,808 - pyskl - INFO - Epoch [81][1300/3405] lr: 1.109e-02, eta: 1 day, 5:06:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 3.1477, loss: 3.1477 +2025-05-06 06:04:24,558 - pyskl - INFO - Epoch [81][1400/3405] lr: 1.109e-02, eta: 1 day, 5:05:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 3.2021, loss: 3.2021 +2025-05-06 06:05:08,259 - pyskl - INFO - Epoch [81][1500/3405] lr: 1.108e-02, eta: 1 day, 5:04:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 3.1806, loss: 3.1806 +2025-05-06 06:05:51,955 - pyskl - INFO - Epoch [81][1600/3405] lr: 1.107e-02, eta: 1 day, 5:03:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 3.0322, loss: 3.0322 +2025-05-06 06:06:35,859 - pyskl - INFO - Epoch [81][1700/3405] lr: 1.106e-02, eta: 1 day, 5:03:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 3.2952, loss: 3.2952 +2025-05-06 06:07:19,530 - pyskl - INFO - Epoch [81][1800/3405] lr: 1.106e-02, eta: 1 day, 5:02:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 3.0950, loss: 3.0950 +2025-05-06 06:08:03,185 - pyskl - INFO - Epoch [81][1900/3405] lr: 1.105e-02, eta: 1 day, 5:01:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.2091, loss: 3.2091 +2025-05-06 06:08:46,913 - pyskl - INFO - Epoch [81][2000/3405] lr: 1.104e-02, eta: 1 day, 5:00:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 3.1024, loss: 3.1024 +2025-05-06 06:09:30,664 - pyskl - INFO - Epoch [81][2100/3405] lr: 1.103e-02, eta: 1 day, 5:00:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 3.1901, loss: 3.1901 +2025-05-06 06:10:14,406 - pyskl - INFO - Epoch [81][2200/3405] lr: 1.103e-02, eta: 1 day, 4:59:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 3.0774, loss: 3.0774 +2025-05-06 06:10:58,260 - pyskl - INFO - Epoch [81][2300/3405] lr: 1.102e-02, eta: 1 day, 4:58:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 3.1708, loss: 3.1708 +2025-05-06 06:11:42,255 - pyskl - INFO - Epoch [81][2400/3405] lr: 1.101e-02, eta: 1 day, 4:57:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 3.1875, loss: 3.1875 +2025-05-06 06:12:26,073 - pyskl - INFO - Epoch [81][2500/3405] lr: 1.100e-02, eta: 1 day, 4:57:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 3.0959, loss: 3.0959 +2025-05-06 06:13:09,774 - pyskl - INFO - Epoch [81][2600/3405] lr: 1.099e-02, eta: 1 day, 4:56:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 3.1034, loss: 3.1034 +2025-05-06 06:13:53,371 - pyskl - INFO - Epoch [81][2700/3405] lr: 1.099e-02, eta: 1 day, 4:55:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 3.1650, loss: 3.1650 +2025-05-06 06:14:37,055 - pyskl - INFO - Epoch [81][2800/3405] lr: 1.098e-02, eta: 1 day, 4:54:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 3.1588, loss: 3.1588 +2025-05-06 06:15:20,539 - pyskl - INFO - Epoch [81][2900/3405] lr: 1.097e-02, eta: 1 day, 4:54:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9869, loss_cls: 3.0688, loss: 3.0688 +2025-05-06 06:16:04,346 - pyskl - INFO - Epoch [81][3000/3405] lr: 1.096e-02, eta: 1 day, 4:53:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 3.1202, loss: 3.1202 +2025-05-06 06:16:48,054 - pyskl - INFO - Epoch [81][3100/3405] lr: 1.096e-02, eta: 1 day, 4:52:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 3.1699, loss: 3.1699 +2025-05-06 06:17:31,769 - pyskl - INFO - Epoch [81][3200/3405] lr: 1.095e-02, eta: 1 day, 4:51:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 3.1125, loss: 3.1125 +2025-05-06 06:18:15,574 - pyskl - INFO - Epoch [81][3300/3405] lr: 1.094e-02, eta: 1 day, 4:51:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 3.2329, loss: 3.2329 +2025-05-06 06:18:59,266 - pyskl - INFO - Epoch [81][3400/3405] lr: 1.093e-02, eta: 1 day, 4:50:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 3.1945, loss: 3.1945 +2025-05-06 06:19:01,852 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-05-06 06:22:54,898 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 06:22:55,554 - pyskl - INFO - +top1_acc 0.7938 +top5_acc 0.9542 +2025-05-06 06:22:55,579 - pyskl - INFO - Epoch(val) [81][3718] top1_acc: 0.7938, top5_acc: 0.9542 +2025-05-06 06:24:02,755 - pyskl - INFO - Epoch [82][100/3405] lr: 1.093e-02, eta: 1 day, 4:49:55, time: 0.672, data_time: 0.233, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 2.9927, loss: 2.9927 +2025-05-06 06:24:46,339 - pyskl - INFO - Epoch [82][200/3405] lr: 1.092e-02, eta: 1 day, 4:49:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 2.9481, loss: 2.9481 +2025-05-06 06:25:30,015 - pyskl - INFO - Epoch [82][300/3405] lr: 1.091e-02, eta: 1 day, 4:48:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.9252, loss: 2.9252 +2025-05-06 06:26:13,668 - pyskl - INFO - Epoch [82][400/3405] lr: 1.090e-02, eta: 1 day, 4:47:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9806, loss_cls: 3.0221, loss: 3.0221 +2025-05-06 06:26:57,348 - pyskl - INFO - Epoch [82][500/3405] lr: 1.090e-02, eta: 1 day, 4:46:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9900, loss_cls: 2.9414, loss: 2.9414 +2025-05-06 06:27:41,010 - pyskl - INFO - Epoch [82][600/3405] lr: 1.089e-02, eta: 1 day, 4:46:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 3.1227, loss: 3.1227 +2025-05-06 06:28:24,682 - pyskl - INFO - Epoch [82][700/3405] lr: 1.088e-02, eta: 1 day, 4:45:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 3.0842, loss: 3.0842 +2025-05-06 06:29:08,309 - pyskl - INFO - Epoch [82][800/3405] lr: 1.087e-02, eta: 1 day, 4:44:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 3.0497, loss: 3.0497 +2025-05-06 06:29:52,006 - pyskl - INFO - Epoch [82][900/3405] lr: 1.086e-02, eta: 1 day, 4:43:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 3.0804, loss: 3.0804 +2025-05-06 06:30:35,666 - pyskl - INFO - Epoch [82][1000/3405] lr: 1.086e-02, eta: 1 day, 4:43:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 3.2162, loss: 3.2162 +2025-05-06 06:31:19,311 - pyskl - INFO - Epoch [82][1100/3405] lr: 1.085e-02, eta: 1 day, 4:42:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 3.1986, loss: 3.1986 +2025-05-06 06:32:03,301 - pyskl - INFO - Epoch [82][1200/3405] lr: 1.084e-02, eta: 1 day, 4:41:44, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 3.1671, loss: 3.1671 +2025-05-06 06:32:47,180 - pyskl - INFO - Epoch [82][1300/3405] lr: 1.083e-02, eta: 1 day, 4:41:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 3.0667, loss: 3.0667 +2025-05-06 06:33:30,832 - pyskl - INFO - Epoch [82][1400/3405] lr: 1.083e-02, eta: 1 day, 4:40:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 3.1425, loss: 3.1425 +2025-05-06 06:34:14,582 - pyskl - INFO - Epoch [82][1500/3405] lr: 1.082e-02, eta: 1 day, 4:39:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 3.0484, loss: 3.0484 +2025-05-06 06:34:58,242 - pyskl - INFO - Epoch [82][1600/3405] lr: 1.081e-02, eta: 1 day, 4:38:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 3.1180, loss: 3.1180 +2025-05-06 06:35:42,003 - pyskl - INFO - Epoch [82][1700/3405] lr: 1.080e-02, eta: 1 day, 4:38:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 3.1431, loss: 3.1431 +2025-05-06 06:36:25,672 - pyskl - INFO - Epoch [82][1800/3405] lr: 1.080e-02, eta: 1 day, 4:37:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 3.1872, loss: 3.1872 +2025-05-06 06:37:09,336 - pyskl - INFO - Epoch [82][1900/3405] lr: 1.079e-02, eta: 1 day, 4:36:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 3.0739, loss: 3.0739 +2025-05-06 06:37:53,017 - pyskl - INFO - Epoch [82][2000/3405] lr: 1.078e-02, eta: 1 day, 4:35:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 3.1179, loss: 3.1179 +2025-05-06 06:38:36,628 - pyskl - INFO - Epoch [82][2100/3405] lr: 1.077e-02, eta: 1 day, 4:35:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9888, loss_cls: 3.0484, loss: 3.0484 +2025-05-06 06:39:20,295 - pyskl - INFO - Epoch [82][2200/3405] lr: 1.077e-02, eta: 1 day, 4:34:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 3.1060, loss: 3.1060 +2025-05-06 06:40:04,035 - pyskl - INFO - Epoch [82][2300/3405] lr: 1.076e-02, eta: 1 day, 4:33:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 3.0679, loss: 3.0679 +2025-05-06 06:40:47,633 - pyskl - INFO - Epoch [82][2400/3405] lr: 1.075e-02, eta: 1 day, 4:32:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 3.1900, loss: 3.1900 +2025-05-06 06:41:31,196 - pyskl - INFO - Epoch [82][2500/3405] lr: 1.074e-02, eta: 1 day, 4:32:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 3.2933, loss: 3.2933 +2025-05-06 06:42:14,797 - pyskl - INFO - Epoch [82][2600/3405] lr: 1.074e-02, eta: 1 day, 4:31:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 3.1611, loss: 3.1611 +2025-05-06 06:42:58,665 - pyskl - INFO - Epoch [82][2700/3405] lr: 1.073e-02, eta: 1 day, 4:30:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 2.9818, loss: 2.9818 +2025-05-06 06:43:42,607 - pyskl - INFO - Epoch [82][2800/3405] lr: 1.072e-02, eta: 1 day, 4:29:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 3.2399, loss: 3.2399 +2025-05-06 06:44:26,656 - pyskl - INFO - Epoch [82][2900/3405] lr: 1.071e-02, eta: 1 day, 4:29:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 3.2330, loss: 3.2330 +2025-05-06 06:45:10,567 - pyskl - INFO - Epoch [82][3000/3405] lr: 1.070e-02, eta: 1 day, 4:28:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9762, loss_cls: 3.1965, loss: 3.1965 +2025-05-06 06:45:54,429 - pyskl - INFO - Epoch [82][3100/3405] lr: 1.070e-02, eta: 1 day, 4:27:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 3.0870, loss: 3.0870 +2025-05-06 06:46:38,434 - pyskl - INFO - Epoch [82][3200/3405] lr: 1.069e-02, eta: 1 day, 4:26:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 3.1671, loss: 3.1671 +2025-05-06 06:47:22,525 - pyskl - INFO - Epoch [82][3300/3405] lr: 1.068e-02, eta: 1 day, 4:26:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 3.1744, loss: 3.1744 +2025-05-06 06:48:06,224 - pyskl - INFO - Epoch [82][3400/3405] lr: 1.067e-02, eta: 1 day, 4:25:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 3.1335, loss: 3.1335 +2025-05-06 06:48:08,778 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-05-06 06:52:02,008 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 06:52:02,620 - pyskl - INFO - +top1_acc 0.7854 +top5_acc 0.9552 +2025-05-06 06:52:02,642 - pyskl - INFO - Epoch(val) [82][3718] top1_acc: 0.7854, top5_acc: 0.9552 +2025-05-06 06:53:09,346 - pyskl - INFO - Epoch [83][100/3405] lr: 1.067e-02, eta: 1 day, 4:24:54, time: 0.667, data_time: 0.228, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9825, loss_cls: 2.9596, loss: 2.9596 +2025-05-06 06:53:52,997 - pyskl - INFO - Epoch [83][200/3405] lr: 1.066e-02, eta: 1 day, 4:24:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.9936, loss: 2.9936 +2025-05-06 06:54:36,663 - pyskl - INFO - Epoch [83][300/3405] lr: 1.065e-02, eta: 1 day, 4:23:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 3.0495, loss: 3.0495 +2025-05-06 06:55:20,397 - pyskl - INFO - Epoch [83][400/3405] lr: 1.064e-02, eta: 1 day, 4:22:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 3.0672, loss: 3.0672 +2025-05-06 06:56:04,222 - pyskl - INFO - Epoch [83][500/3405] lr: 1.064e-02, eta: 1 day, 4:21:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 3.0209, loss: 3.0209 +2025-05-06 06:56:48,002 - pyskl - INFO - Epoch [83][600/3405] lr: 1.063e-02, eta: 1 day, 4:21:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 2.9900, loss: 2.9900 +2025-05-06 06:57:31,759 - pyskl - INFO - Epoch [83][700/3405] lr: 1.062e-02, eta: 1 day, 4:20:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 3.1104, loss: 3.1104 +2025-05-06 06:58:15,539 - pyskl - INFO - Epoch [83][800/3405] lr: 1.061e-02, eta: 1 day, 4:19:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9875, loss_cls: 3.1233, loss: 3.1233 +2025-05-06 06:58:59,258 - pyskl - INFO - Epoch [83][900/3405] lr: 1.061e-02, eta: 1 day, 4:18:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.9659, loss: 2.9659 +2025-05-06 06:59:43,115 - pyskl - INFO - Epoch [83][1000/3405] lr: 1.060e-02, eta: 1 day, 4:18:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.9190, loss: 2.9190 +2025-05-06 07:00:26,840 - pyskl - INFO - Epoch [83][1100/3405] lr: 1.059e-02, eta: 1 day, 4:17:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 3.1031, loss: 3.1031 +2025-05-06 07:01:10,578 - pyskl - INFO - Epoch [83][1200/3405] lr: 1.058e-02, eta: 1 day, 4:16:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9894, loss_cls: 3.0475, loss: 3.0475 +2025-05-06 07:01:54,249 - pyskl - INFO - Epoch [83][1300/3405] lr: 1.058e-02, eta: 1 day, 4:16:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.9721, loss: 2.9721 +2025-05-06 07:02:38,070 - pyskl - INFO - Epoch [83][1400/3405] lr: 1.057e-02, eta: 1 day, 4:15:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9875, loss_cls: 2.9670, loss: 2.9670 +2025-05-06 07:03:21,772 - pyskl - INFO - Epoch [83][1500/3405] lr: 1.056e-02, eta: 1 day, 4:14:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 3.0227, loss: 3.0227 +2025-05-06 07:04:05,454 - pyskl - INFO - Epoch [83][1600/3405] lr: 1.055e-02, eta: 1 day, 4:13:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 3.0601, loss: 3.0601 +2025-05-06 07:04:49,177 - pyskl - INFO - Epoch [83][1700/3405] lr: 1.054e-02, eta: 1 day, 4:13:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.0812, loss: 3.0812 +2025-05-06 07:05:32,788 - pyskl - INFO - Epoch [83][1800/3405] lr: 1.054e-02, eta: 1 day, 4:12:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 3.1016, loss: 3.1016 +2025-05-06 07:06:16,544 - pyskl - INFO - Epoch [83][1900/3405] lr: 1.053e-02, eta: 1 day, 4:11:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 3.2296, loss: 3.2296 +2025-05-06 07:07:00,205 - pyskl - INFO - Epoch [83][2000/3405] lr: 1.052e-02, eta: 1 day, 4:10:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 3.1309, loss: 3.1309 +2025-05-06 07:07:43,854 - pyskl - INFO - Epoch [83][2100/3405] lr: 1.051e-02, eta: 1 day, 4:10:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9881, loss_cls: 3.1567, loss: 3.1567 +2025-05-06 07:08:27,573 - pyskl - INFO - Epoch [83][2200/3405] lr: 1.051e-02, eta: 1 day, 4:09:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9769, loss_cls: 3.0485, loss: 3.0485 +2025-05-06 07:09:11,251 - pyskl - INFO - Epoch [83][2300/3405] lr: 1.050e-02, eta: 1 day, 4:08:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 3.0867, loss: 3.0867 +2025-05-06 07:09:55,005 - pyskl - INFO - Epoch [83][2400/3405] lr: 1.049e-02, eta: 1 day, 4:07:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 3.1314, loss: 3.1314 +2025-05-06 07:10:38,743 - pyskl - INFO - Epoch [83][2500/3405] lr: 1.048e-02, eta: 1 day, 4:07:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.2286, loss: 3.2286 +2025-05-06 07:11:22,487 - pyskl - INFO - Epoch [83][2600/3405] lr: 1.048e-02, eta: 1 day, 4:06:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 3.2086, loss: 3.2086 +2025-05-06 07:12:06,211 - pyskl - INFO - Epoch [83][2700/3405] lr: 1.047e-02, eta: 1 day, 4:05:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 3.1100, loss: 3.1100 +2025-05-06 07:12:49,940 - pyskl - INFO - Epoch [83][2800/3405] lr: 1.046e-02, eta: 1 day, 4:04:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 3.1017, loss: 3.1017 +2025-05-06 07:13:33,826 - pyskl - INFO - Epoch [83][2900/3405] lr: 1.045e-02, eta: 1 day, 4:04:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 3.0901, loss: 3.0901 +2025-05-06 07:14:17,623 - pyskl - INFO - Epoch [83][3000/3405] lr: 1.045e-02, eta: 1 day, 4:03:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 3.0924, loss: 3.0924 +2025-05-06 07:15:01,466 - pyskl - INFO - Epoch [83][3100/3405] lr: 1.044e-02, eta: 1 day, 4:02:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 3.1707, loss: 3.1707 +2025-05-06 07:15:45,166 - pyskl - INFO - Epoch [83][3200/3405] lr: 1.043e-02, eta: 1 day, 4:01:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 3.1542, loss: 3.1542 +2025-05-06 07:16:28,971 - pyskl - INFO - Epoch [83][3300/3405] lr: 1.042e-02, eta: 1 day, 4:01:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 3.0954, loss: 3.0954 +2025-05-06 07:17:12,689 - pyskl - INFO - Epoch [83][3400/3405] lr: 1.042e-02, eta: 1 day, 4:00:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 3.1211, loss: 3.1211 +2025-05-06 07:17:15,250 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-05-06 07:21:07,792 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 07:21:08,523 - pyskl - INFO - +top1_acc 0.7913 +top5_acc 0.9548 +2025-05-06 07:21:08,543 - pyskl - INFO - Epoch(val) [83][3718] top1_acc: 0.7913, top5_acc: 0.9548 +2025-05-06 07:22:14,982 - pyskl - INFO - Epoch [84][100/3405] lr: 1.041e-02, eta: 1 day, 3:59:53, time: 0.664, data_time: 0.228, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 3.1574, loss: 3.1574 +2025-05-06 07:22:58,663 - pyskl - INFO - Epoch [84][200/3405] lr: 1.040e-02, eta: 1 day, 3:59:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9919, loss_cls: 3.0096, loss: 3.0096 +2025-05-06 07:23:42,329 - pyskl - INFO - Epoch [84][300/3405] lr: 1.039e-02, eta: 1 day, 3:58:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9862, loss_cls: 2.9656, loss: 2.9656 +2025-05-06 07:24:26,139 - pyskl - INFO - Epoch [84][400/3405] lr: 1.039e-02, eta: 1 day, 3:57:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 2.9432, loss: 2.9432 +2025-05-06 07:25:09,998 - pyskl - INFO - Epoch [84][500/3405] lr: 1.038e-02, eta: 1 day, 3:56:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 3.0685, loss: 3.0685 +2025-05-06 07:25:53,675 - pyskl - INFO - Epoch [84][600/3405] lr: 1.037e-02, eta: 1 day, 3:56:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.9926, loss: 2.9926 +2025-05-06 07:26:37,434 - pyskl - INFO - Epoch [84][700/3405] lr: 1.036e-02, eta: 1 day, 3:55:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.9734, loss: 2.9734 +2025-05-06 07:27:21,282 - pyskl - INFO - Epoch [84][800/3405] lr: 1.035e-02, eta: 1 day, 3:54:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 3.1766, loss: 3.1766 +2025-05-06 07:28:05,300 - pyskl - INFO - Epoch [84][900/3405] lr: 1.035e-02, eta: 1 day, 3:53:57, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9894, loss_cls: 2.9934, loss: 2.9934 +2025-05-06 07:28:49,170 - pyskl - INFO - Epoch [84][1000/3405] lr: 1.034e-02, eta: 1 day, 3:53:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.8913, loss: 2.8913 +2025-05-06 07:29:33,008 - pyskl - INFO - Epoch [84][1100/3405] lr: 1.033e-02, eta: 1 day, 3:52:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 3.0364, loss: 3.0364 +2025-05-06 07:30:16,708 - pyskl - INFO - Epoch [84][1200/3405] lr: 1.032e-02, eta: 1 day, 3:51:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 3.0384, loss: 3.0384 +2025-05-06 07:31:00,405 - pyskl - INFO - Epoch [84][1300/3405] lr: 1.032e-02, eta: 1 day, 3:50:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.8722, loss: 2.8722 +2025-05-06 07:31:44,030 - pyskl - INFO - Epoch [84][1400/3405] lr: 1.031e-02, eta: 1 day, 3:50:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 3.1405, loss: 3.1405 +2025-05-06 07:32:27,688 - pyskl - INFO - Epoch [84][1500/3405] lr: 1.030e-02, eta: 1 day, 3:49:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 3.0139, loss: 3.0139 +2025-05-06 07:33:11,336 - pyskl - INFO - Epoch [84][1600/3405] lr: 1.029e-02, eta: 1 day, 3:48:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9788, loss_cls: 3.0524, loss: 3.0524 +2025-05-06 07:33:55,040 - pyskl - INFO - Epoch [84][1700/3405] lr: 1.029e-02, eta: 1 day, 3:48:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9875, loss_cls: 3.0963, loss: 3.0963 +2025-05-06 07:34:38,778 - pyskl - INFO - Epoch [84][1800/3405] lr: 1.028e-02, eta: 1 day, 3:47:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 3.0758, loss: 3.0758 +2025-05-06 07:35:22,564 - pyskl - INFO - Epoch [84][1900/3405] lr: 1.027e-02, eta: 1 day, 3:46:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 3.0471, loss: 3.0471 +2025-05-06 07:36:06,198 - pyskl - INFO - Epoch [84][2000/3405] lr: 1.026e-02, eta: 1 day, 3:45:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 3.1120, loss: 3.1120 +2025-05-06 07:36:49,889 - pyskl - INFO - Epoch [84][2100/3405] lr: 1.026e-02, eta: 1 day, 3:45:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 3.1092, loss: 3.1092 +2025-05-06 07:37:33,661 - pyskl - INFO - Epoch [84][2200/3405] lr: 1.025e-02, eta: 1 day, 3:44:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9869, loss_cls: 3.1045, loss: 3.1045 +2025-05-06 07:38:17,482 - pyskl - INFO - Epoch [84][2300/3405] lr: 1.024e-02, eta: 1 day, 3:43:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 3.2564, loss: 3.2564 +2025-05-06 07:39:01,125 - pyskl - INFO - Epoch [84][2400/3405] lr: 1.023e-02, eta: 1 day, 3:42:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.9927, loss: 2.9927 +2025-05-06 07:39:44,804 - pyskl - INFO - Epoch [84][2500/3405] lr: 1.023e-02, eta: 1 day, 3:42:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9844, loss_cls: 3.1802, loss: 3.1802 +2025-05-06 07:40:28,543 - pyskl - INFO - Epoch [84][2600/3405] lr: 1.022e-02, eta: 1 day, 3:41:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 3.2202, loss: 3.2202 +2025-05-06 07:41:12,243 - pyskl - INFO - Epoch [84][2700/3405] lr: 1.021e-02, eta: 1 day, 3:40:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 3.0792, loss: 3.0792 +2025-05-06 07:41:56,022 - pyskl - INFO - Epoch [84][2800/3405] lr: 1.020e-02, eta: 1 day, 3:39:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 3.1160, loss: 3.1160 +2025-05-06 07:42:39,742 - pyskl - INFO - Epoch [84][2900/3405] lr: 1.020e-02, eta: 1 day, 3:39:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 3.0722, loss: 3.0722 +2025-05-06 07:43:23,545 - pyskl - INFO - Epoch [84][3000/3405] lr: 1.019e-02, eta: 1 day, 3:38:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 3.2100, loss: 3.2100 +2025-05-06 07:44:07,445 - pyskl - INFO - Epoch [84][3100/3405] lr: 1.018e-02, eta: 1 day, 3:37:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 3.1202, loss: 3.1202 +2025-05-06 07:44:51,199 - pyskl - INFO - Epoch [84][3200/3405] lr: 1.017e-02, eta: 1 day, 3:36:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 3.1924, loss: 3.1924 +2025-05-06 07:45:34,948 - pyskl - INFO - Epoch [84][3300/3405] lr: 1.017e-02, eta: 1 day, 3:36:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 3.2579, loss: 3.2579 +2025-05-06 07:46:18,739 - pyskl - INFO - Epoch [84][3400/3405] lr: 1.016e-02, eta: 1 day, 3:35:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.9722, loss: 2.9722 +2025-05-06 07:46:21,314 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-05-06 07:50:14,107 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 07:50:14,693 - pyskl - INFO - +top1_acc 0.8017 +top5_acc 0.9605 +2025-05-06 07:50:14,747 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_80.pth was removed +2025-05-06 07:50:15,839 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_84.pth. +2025-05-06 07:50:15,841 - pyskl - INFO - Best top1_acc is 0.8017 at 84 epoch. +2025-05-06 07:50:15,864 - pyskl - INFO - Epoch(val) [84][3718] top1_acc: 0.8017, top5_acc: 0.9605 +2025-05-06 07:51:22,771 - pyskl - INFO - Epoch [85][100/3405] lr: 1.015e-02, eta: 1 day, 3:34:53, time: 0.669, data_time: 0.233, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.9957, loss: 2.9957 +2025-05-06 07:52:06,355 - pyskl - INFO - Epoch [85][200/3405] lr: 1.014e-02, eta: 1 day, 3:34:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.8855, loss: 2.8855 +2025-05-06 07:52:50,095 - pyskl - INFO - Epoch [85][300/3405] lr: 1.014e-02, eta: 1 day, 3:33:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.8934, loss: 2.8934 +2025-05-06 07:53:33,823 - pyskl - INFO - Epoch [85][400/3405] lr: 1.013e-02, eta: 1 day, 3:32:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 2.9817, loss: 2.9817 +2025-05-06 07:54:17,552 - pyskl - INFO - Epoch [85][500/3405] lr: 1.012e-02, eta: 1 day, 3:31:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 3.0442, loss: 3.0442 +2025-05-06 07:55:01,329 - pyskl - INFO - Epoch [85][600/3405] lr: 1.011e-02, eta: 1 day, 3:31:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9912, loss_cls: 2.9515, loss: 2.9515 +2025-05-06 07:55:45,056 - pyskl - INFO - Epoch [85][700/3405] lr: 1.010e-02, eta: 1 day, 3:30:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 3.0579, loss: 3.0579 +2025-05-06 07:56:28,808 - pyskl - INFO - Epoch [85][800/3405] lr: 1.010e-02, eta: 1 day, 3:29:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9900, loss_cls: 3.0019, loss: 3.0019 +2025-05-06 07:57:12,544 - pyskl - INFO - Epoch [85][900/3405] lr: 1.009e-02, eta: 1 day, 3:28:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9881, loss_cls: 3.1153, loss: 3.1153 +2025-05-06 07:57:56,410 - pyskl - INFO - Epoch [85][1000/3405] lr: 1.008e-02, eta: 1 day, 3:28:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 3.0381, loss: 3.0381 +2025-05-06 07:58:40,118 - pyskl - INFO - Epoch [85][1100/3405] lr: 1.007e-02, eta: 1 day, 3:27:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9900, loss_cls: 3.0612, loss: 3.0612 +2025-05-06 07:59:23,809 - pyskl - INFO - Epoch [85][1200/3405] lr: 1.007e-02, eta: 1 day, 3:26:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 3.0436, loss: 3.0436 +2025-05-06 08:00:07,454 - pyskl - INFO - Epoch [85][1300/3405] lr: 1.006e-02, eta: 1 day, 3:25:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 3.0398, loss: 3.0398 +2025-05-06 08:00:51,203 - pyskl - INFO - Epoch [85][1400/3405] lr: 1.005e-02, eta: 1 day, 3:25:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 3.0411, loss: 3.0411 +2025-05-06 08:01:34,987 - pyskl - INFO - Epoch [85][1500/3405] lr: 1.004e-02, eta: 1 day, 3:24:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 3.0949, loss: 3.0949 +2025-05-06 08:02:18,539 - pyskl - INFO - Epoch [85][1600/3405] lr: 1.004e-02, eta: 1 day, 3:23:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 3.0218, loss: 3.0218 +2025-05-06 08:03:02,108 - pyskl - INFO - Epoch [85][1700/3405] lr: 1.003e-02, eta: 1 day, 3:22:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 3.0642, loss: 3.0642 +2025-05-06 08:03:45,570 - pyskl - INFO - Epoch [85][1800/3405] lr: 1.002e-02, eta: 1 day, 3:22:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 3.0777, loss: 3.0777 +2025-05-06 08:04:29,271 - pyskl - INFO - Epoch [85][1900/3405] lr: 1.001e-02, eta: 1 day, 3:21:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 3.0209, loss: 3.0209 +2025-05-06 08:05:13,024 - pyskl - INFO - Epoch [85][2000/3405] lr: 1.001e-02, eta: 1 day, 3:20:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 3.0707, loss: 3.0707 +2025-05-06 08:05:56,854 - pyskl - INFO - Epoch [85][2100/3405] lr: 9.999e-03, eta: 1 day, 3:20:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 3.1213, loss: 3.1213 +2025-05-06 08:06:40,675 - pyskl - INFO - Epoch [85][2200/3405] lr: 9.992e-03, eta: 1 day, 3:19:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 3.0144, loss: 3.0144 +2025-05-06 08:07:24,357 - pyskl - INFO - Epoch [85][2300/3405] lr: 9.984e-03, eta: 1 day, 3:18:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 3.0939, loss: 3.0939 +2025-05-06 08:08:08,082 - pyskl - INFO - Epoch [85][2400/3405] lr: 9.977e-03, eta: 1 day, 3:17:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.9574, loss: 2.9574 +2025-05-06 08:08:51,865 - pyskl - INFO - Epoch [85][2500/3405] lr: 9.969e-03, eta: 1 day, 3:17:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 3.0435, loss: 3.0435 +2025-05-06 08:09:35,613 - pyskl - INFO - Epoch [85][2600/3405] lr: 9.962e-03, eta: 1 day, 3:16:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9838, loss_cls: 3.1978, loss: 3.1978 +2025-05-06 08:10:19,232 - pyskl - INFO - Epoch [85][2700/3405] lr: 9.954e-03, eta: 1 day, 3:15:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 3.0014, loss: 3.0014 +2025-05-06 08:11:02,923 - pyskl - INFO - Epoch [85][2800/3405] lr: 9.947e-03, eta: 1 day, 3:14:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 3.0085, loss: 3.0085 +2025-05-06 08:11:46,592 - pyskl - INFO - Epoch [85][2900/3405] lr: 9.939e-03, eta: 1 day, 3:14:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 3.0770, loss: 3.0770 +2025-05-06 08:12:30,290 - pyskl - INFO - Epoch [85][3000/3405] lr: 9.932e-03, eta: 1 day, 3:13:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 3.2063, loss: 3.2063 +2025-05-06 08:13:14,126 - pyskl - INFO - Epoch [85][3100/3405] lr: 9.924e-03, eta: 1 day, 3:12:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 3.1630, loss: 3.1630 +2025-05-06 08:13:58,054 - pyskl - INFO - Epoch [85][3200/3405] lr: 9.917e-03, eta: 1 day, 3:11:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9856, loss_cls: 3.0702, loss: 3.0702 +2025-05-06 08:14:41,830 - pyskl - INFO - Epoch [85][3300/3405] lr: 9.909e-03, eta: 1 day, 3:11:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 3.0050, loss: 3.0050 +2025-05-06 08:15:25,597 - pyskl - INFO - Epoch [85][3400/3405] lr: 9.902e-03, eta: 1 day, 3:10:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 3.0707, loss: 3.0707 +2025-05-06 08:15:28,164 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-05-06 08:19:20,955 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 08:19:21,547 - pyskl - INFO - +top1_acc 0.8039 +top5_acc 0.9602 +2025-05-06 08:19:21,601 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_84.pth was removed +2025-05-06 08:19:22,658 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_85.pth. +2025-05-06 08:19:22,660 - pyskl - INFO - Best top1_acc is 0.8039 at 85 epoch. +2025-05-06 08:19:22,682 - pyskl - INFO - Epoch(val) [85][3718] top1_acc: 0.8039, top5_acc: 0.9602 +2025-05-06 08:20:30,189 - pyskl - INFO - Epoch [86][100/3405] lr: 9.894e-03, eta: 1 day, 3:09:51, time: 0.675, data_time: 0.235, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 3.1341, loss: 3.1341 +2025-05-06 08:21:14,045 - pyskl - INFO - Epoch [86][200/3405] lr: 9.886e-03, eta: 1 day, 3:09:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9900, loss_cls: 2.9328, loss: 2.9328 +2025-05-06 08:21:57,845 - pyskl - INFO - Epoch [86][300/3405] lr: 9.879e-03, eta: 1 day, 3:08:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.8963, loss: 2.8963 +2025-05-06 08:22:41,658 - pyskl - INFO - Epoch [86][400/3405] lr: 9.871e-03, eta: 1 day, 3:07:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.9304, loss: 2.9304 +2025-05-06 08:23:25,388 - pyskl - INFO - Epoch [86][500/3405] lr: 9.864e-03, eta: 1 day, 3:06:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 2.9745, loss: 2.9745 +2025-05-06 08:24:09,257 - pyskl - INFO - Epoch [86][600/3405] lr: 9.856e-03, eta: 1 day, 3:06:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 2.9609, loss: 2.9609 +2025-05-06 08:24:53,011 - pyskl - INFO - Epoch [86][700/3405] lr: 9.849e-03, eta: 1 day, 3:05:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.9871, loss: 2.9871 +2025-05-06 08:25:36,749 - pyskl - INFO - Epoch [86][800/3405] lr: 9.841e-03, eta: 1 day, 3:04:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.9346, loss: 2.9346 +2025-05-06 08:26:20,745 - pyskl - INFO - Epoch [86][900/3405] lr: 9.834e-03, eta: 1 day, 3:03:56, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.9501, loss: 2.9501 +2025-05-06 08:27:04,618 - pyskl - INFO - Epoch [86][1000/3405] lr: 9.826e-03, eta: 1 day, 3:03:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 3.0537, loss: 3.0537 +2025-05-06 08:27:48,389 - pyskl - INFO - Epoch [86][1100/3405] lr: 9.819e-03, eta: 1 day, 3:02:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.9956, loss: 2.9956 +2025-05-06 08:28:32,159 - pyskl - INFO - Epoch [86][1200/3405] lr: 9.811e-03, eta: 1 day, 3:01:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 3.0198, loss: 3.0198 +2025-05-06 08:29:15,889 - pyskl - INFO - Epoch [86][1300/3405] lr: 9.803e-03, eta: 1 day, 3:00:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 3.0087, loss: 3.0087 +2025-05-06 08:29:59,726 - pyskl - INFO - Epoch [86][1400/3405] lr: 9.796e-03, eta: 1 day, 3:00:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 3.1027, loss: 3.1027 +2025-05-06 08:30:43,418 - pyskl - INFO - Epoch [86][1500/3405] lr: 9.788e-03, eta: 1 day, 2:59:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 3.0184, loss: 3.0184 +2025-05-06 08:31:27,060 - pyskl - INFO - Epoch [86][1600/3405] lr: 9.781e-03, eta: 1 day, 2:58:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 3.0699, loss: 3.0699 +2025-05-06 08:32:10,873 - pyskl - INFO - Epoch [86][1700/3405] lr: 9.773e-03, eta: 1 day, 2:57:59, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 3.1050, loss: 3.1050 +2025-05-06 08:32:54,640 - pyskl - INFO - Epoch [86][1800/3405] lr: 9.766e-03, eta: 1 day, 2:57:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 3.0735, loss: 3.0735 +2025-05-06 08:33:38,616 - pyskl - INFO - Epoch [86][1900/3405] lr: 9.758e-03, eta: 1 day, 2:56:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.8072, loss: 2.8072 +2025-05-06 08:34:22,584 - pyskl - INFO - Epoch [86][2000/3405] lr: 9.751e-03, eta: 1 day, 2:55:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.9882, loss: 2.9882 +2025-05-06 08:35:06,447 - pyskl - INFO - Epoch [86][2100/3405] lr: 9.743e-03, eta: 1 day, 2:55:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9862, loss_cls: 3.1229, loss: 3.1229 +2025-05-06 08:35:50,263 - pyskl - INFO - Epoch [86][2200/3405] lr: 9.736e-03, eta: 1 day, 2:54:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 3.0483, loss: 3.0483 +2025-05-06 08:36:34,043 - pyskl - INFO - Epoch [86][2300/3405] lr: 9.728e-03, eta: 1 day, 2:53:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 3.0765, loss: 3.0765 +2025-05-06 08:37:17,950 - pyskl - INFO - Epoch [86][2400/3405] lr: 9.721e-03, eta: 1 day, 2:52:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.9659, loss: 2.9659 +2025-05-06 08:38:01,726 - pyskl - INFO - Epoch [86][2500/3405] lr: 9.713e-03, eta: 1 day, 2:52:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 3.1193, loss: 3.1193 +2025-05-06 08:38:45,523 - pyskl - INFO - Epoch [86][2600/3405] lr: 9.706e-03, eta: 1 day, 2:51:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9862, loss_cls: 3.0771, loss: 3.0771 +2025-05-06 08:39:29,289 - pyskl - INFO - Epoch [86][2700/3405] lr: 9.698e-03, eta: 1 day, 2:50:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.9990, loss: 2.9990 +2025-05-06 08:40:13,014 - pyskl - INFO - Epoch [86][2800/3405] lr: 9.691e-03, eta: 1 day, 2:49:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9900, loss_cls: 3.0000, loss: 3.0000 +2025-05-06 08:40:56,809 - pyskl - INFO - Epoch [86][2900/3405] lr: 9.684e-03, eta: 1 day, 2:49:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 3.0504, loss: 3.0504 +2025-05-06 08:41:40,612 - pyskl - INFO - Epoch [86][3000/3405] lr: 9.676e-03, eta: 1 day, 2:48:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 3.1024, loss: 3.1024 +2025-05-06 08:42:24,417 - pyskl - INFO - Epoch [86][3100/3405] lr: 9.669e-03, eta: 1 day, 2:47:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 3.0936, loss: 3.0936 +2025-05-06 08:43:08,126 - pyskl - INFO - Epoch [86][3200/3405] lr: 9.661e-03, eta: 1 day, 2:46:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 3.1029, loss: 3.1029 +2025-05-06 08:43:51,913 - pyskl - INFO - Epoch [86][3300/3405] lr: 9.654e-03, eta: 1 day, 2:46:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.9790, loss: 2.9790 +2025-05-06 08:44:35,735 - pyskl - INFO - Epoch [86][3400/3405] lr: 9.646e-03, eta: 1 day, 2:45:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 3.0416, loss: 3.0416 +2025-05-06 08:44:38,321 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-05-06 08:48:31,549 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 08:48:32,099 - pyskl - INFO - +top1_acc 0.8147 +top5_acc 0.9629 +2025-05-06 08:48:32,150 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_85.pth was removed +2025-05-06 08:48:33,193 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. +2025-05-06 08:48:33,195 - pyskl - INFO - Best top1_acc is 0.8147 at 86 epoch. +2025-05-06 08:48:33,217 - pyskl - INFO - Epoch(val) [86][3718] top1_acc: 0.8147, top5_acc: 0.9629 +2025-05-06 08:49:40,240 - pyskl - INFO - Epoch [87][100/3405] lr: 9.638e-03, eta: 1 day, 2:44:52, time: 0.670, data_time: 0.232, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.8177, loss: 2.8177 +2025-05-06 08:50:23,914 - pyskl - INFO - Epoch [87][200/3405] lr: 9.631e-03, eta: 1 day, 2:44:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9906, loss_cls: 2.8944, loss: 2.8944 +2025-05-06 08:51:07,686 - pyskl - INFO - Epoch [87][300/3405] lr: 9.623e-03, eta: 1 day, 2:43:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9912, loss_cls: 2.8612, loss: 2.8612 +2025-05-06 08:51:51,539 - pyskl - INFO - Epoch [87][400/3405] lr: 9.616e-03, eta: 1 day, 2:42:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9912, loss_cls: 2.9303, loss: 2.9303 +2025-05-06 08:52:35,300 - pyskl - INFO - Epoch [87][500/3405] lr: 9.608e-03, eta: 1 day, 2:41:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 3.0670, loss: 3.0670 +2025-05-06 08:53:19,049 - pyskl - INFO - Epoch [87][600/3405] lr: 9.601e-03, eta: 1 day, 2:41:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9912, loss_cls: 2.8569, loss: 2.8569 +2025-05-06 08:54:02,758 - pyskl - INFO - Epoch [87][700/3405] lr: 9.593e-03, eta: 1 day, 2:40:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 3.0160, loss: 3.0160 +2025-05-06 08:54:46,492 - pyskl - INFO - Epoch [87][800/3405] lr: 9.586e-03, eta: 1 day, 2:39:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 3.0428, loss: 3.0428 +2025-05-06 08:55:30,394 - pyskl - INFO - Epoch [87][900/3405] lr: 9.578e-03, eta: 1 day, 2:38:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.8559, loss: 2.8559 +2025-05-06 08:56:14,136 - pyskl - INFO - Epoch [87][1000/3405] lr: 9.571e-03, eta: 1 day, 2:38:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 2.9570, loss: 2.9570 +2025-05-06 08:56:57,803 - pyskl - INFO - Epoch [87][1100/3405] lr: 9.563e-03, eta: 1 day, 2:37:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.9792, loss: 2.9792 +2025-05-06 08:57:41,513 - pyskl - INFO - Epoch [87][1200/3405] lr: 9.556e-03, eta: 1 day, 2:36:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.9094, loss: 2.9094 +2025-05-06 08:58:25,200 - pyskl - INFO - Epoch [87][1300/3405] lr: 9.548e-03, eta: 1 day, 2:35:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 2.9247, loss: 2.9247 +2025-05-06 08:59:08,919 - pyskl - INFO - Epoch [87][1400/3405] lr: 9.541e-03, eta: 1 day, 2:35:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.9895, loss: 2.9895 +2025-05-06 08:59:52,600 - pyskl - INFO - Epoch [87][1500/3405] lr: 9.534e-03, eta: 1 day, 2:34:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 3.0047, loss: 3.0047 +2025-05-06 09:00:36,269 - pyskl - INFO - Epoch [87][1600/3405] lr: 9.526e-03, eta: 1 day, 2:33:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.9814, loss: 2.9814 +2025-05-06 09:01:19,933 - pyskl - INFO - Epoch [87][1700/3405] lr: 9.519e-03, eta: 1 day, 2:32:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9775, loss_cls: 3.0203, loss: 3.0203 +2025-05-06 09:02:03,577 - pyskl - INFO - Epoch [87][1800/3405] lr: 9.511e-03, eta: 1 day, 2:32:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.8981, loss: 2.8981 +2025-05-06 09:02:47,667 - pyskl - INFO - Epoch [87][1900/3405] lr: 9.504e-03, eta: 1 day, 2:31:30, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 3.0827, loss: 3.0827 +2025-05-06 09:03:31,345 - pyskl - INFO - Epoch [87][2000/3405] lr: 9.496e-03, eta: 1 day, 2:30:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9850, loss_cls: 3.0901, loss: 3.0901 +2025-05-06 09:04:15,058 - pyskl - INFO - Epoch [87][2100/3405] lr: 9.489e-03, eta: 1 day, 2:30:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 3.0706, loss: 3.0706 +2025-05-06 09:04:58,677 - pyskl - INFO - Epoch [87][2200/3405] lr: 9.481e-03, eta: 1 day, 2:29:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 3.1225, loss: 3.1225 +2025-05-06 09:05:42,342 - pyskl - INFO - Epoch [87][2300/3405] lr: 9.474e-03, eta: 1 day, 2:28:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.9787, loss: 2.9787 +2025-05-06 09:06:26,014 - pyskl - INFO - Epoch [87][2400/3405] lr: 9.466e-03, eta: 1 day, 2:27:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9856, loss_cls: 3.1309, loss: 3.1309 +2025-05-06 09:07:09,647 - pyskl - INFO - Epoch [87][2500/3405] lr: 9.459e-03, eta: 1 day, 2:27:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.9915, loss: 2.9915 +2025-05-06 09:07:53,339 - pyskl - INFO - Epoch [87][2600/3405] lr: 9.451e-03, eta: 1 day, 2:26:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 3.0334, loss: 3.0334 +2025-05-06 09:08:37,109 - pyskl - INFO - Epoch [87][2700/3405] lr: 9.444e-03, eta: 1 day, 2:25:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 3.0530, loss: 3.0530 +2025-05-06 09:09:20,859 - pyskl - INFO - Epoch [87][2800/3405] lr: 9.437e-03, eta: 1 day, 2:24:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.9581, loss: 2.9581 +2025-05-06 09:10:04,552 - pyskl - INFO - Epoch [87][2900/3405] lr: 9.429e-03, eta: 1 day, 2:24:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9906, loss_cls: 2.9285, loss: 2.9285 +2025-05-06 09:10:48,298 - pyskl - INFO - Epoch [87][3000/3405] lr: 9.422e-03, eta: 1 day, 2:23:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 3.1221, loss: 3.1221 +2025-05-06 09:11:31,986 - pyskl - INFO - Epoch [87][3100/3405] lr: 9.414e-03, eta: 1 day, 2:22:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 3.1145, loss: 3.1145 +2025-05-06 09:12:15,662 - pyskl - INFO - Epoch [87][3200/3405] lr: 9.407e-03, eta: 1 day, 2:21:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 3.0098, loss: 3.0098 +2025-05-06 09:12:59,271 - pyskl - INFO - Epoch [87][3300/3405] lr: 9.399e-03, eta: 1 day, 2:21:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.9915, loss: 2.9915 +2025-05-06 09:13:42,944 - pyskl - INFO - Epoch [87][3400/3405] lr: 9.392e-03, eta: 1 day, 2:20:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 3.0893, loss: 3.0893 +2025-05-06 09:13:45,506 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-05-06 09:17:38,597 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 09:17:39,141 - pyskl - INFO - +top1_acc 0.8141 +top5_acc 0.9633 +2025-05-06 09:17:39,161 - pyskl - INFO - Epoch(val) [87][3718] top1_acc: 0.8141, top5_acc: 0.9633 +2025-05-06 09:18:45,906 - pyskl - INFO - Epoch [88][100/3405] lr: 9.384e-03, eta: 1 day, 2:19:50, time: 0.667, data_time: 0.230, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.9277, loss: 2.9277 +2025-05-06 09:19:29,946 - pyskl - INFO - Epoch [88][200/3405] lr: 9.377e-03, eta: 1 day, 2:19:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9912, loss_cls: 2.9281, loss: 2.9281 +2025-05-06 09:20:13,962 - pyskl - INFO - Epoch [88][300/3405] lr: 9.369e-03, eta: 1 day, 2:18:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9919, loss_cls: 2.6900, loss: 2.6900 +2025-05-06 09:20:57,772 - pyskl - INFO - Epoch [88][400/3405] lr: 9.362e-03, eta: 1 day, 2:17:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.8667, loss: 2.8667 +2025-05-06 09:21:41,667 - pyskl - INFO - Epoch [88][500/3405] lr: 9.354e-03, eta: 1 day, 2:16:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.8837, loss: 2.8837 +2025-05-06 09:22:25,517 - pyskl - INFO - Epoch [88][600/3405] lr: 9.347e-03, eta: 1 day, 2:16:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.8019, loss: 2.8019 +2025-05-06 09:23:09,338 - pyskl - INFO - Epoch [88][700/3405] lr: 9.339e-03, eta: 1 day, 2:15:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.9655, loss: 2.9655 +2025-05-06 09:23:53,123 - pyskl - INFO - Epoch [88][800/3405] lr: 9.332e-03, eta: 1 day, 2:14:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.9863, loss: 2.9863 +2025-05-06 09:24:37,162 - pyskl - INFO - Epoch [88][900/3405] lr: 9.324e-03, eta: 1 day, 2:13:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9900, loss_cls: 2.9064, loss: 2.9064 +2025-05-06 09:25:21,002 - pyskl - INFO - Epoch [88][1000/3405] lr: 9.317e-03, eta: 1 day, 2:13:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 2.9675, loss: 2.9675 +2025-05-06 09:26:04,811 - pyskl - INFO - Epoch [88][1100/3405] lr: 9.310e-03, eta: 1 day, 2:12:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.7897, loss: 2.7897 +2025-05-06 09:26:48,568 - pyskl - INFO - Epoch [88][1200/3405] lr: 9.302e-03, eta: 1 day, 2:11:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.9434, loss: 2.9434 +2025-05-06 09:27:32,346 - pyskl - INFO - Epoch [88][1300/3405] lr: 9.295e-03, eta: 1 day, 2:10:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.8863, loss: 2.8863 +2025-05-06 09:28:16,053 - pyskl - INFO - Epoch [88][1400/3405] lr: 9.287e-03, eta: 1 day, 2:10:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9906, loss_cls: 2.9633, loss: 2.9633 +2025-05-06 09:28:59,759 - pyskl - INFO - Epoch [88][1500/3405] lr: 9.280e-03, eta: 1 day, 2:09:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.8940, loss: 2.8940 +2025-05-06 09:29:43,400 - pyskl - INFO - Epoch [88][1600/3405] lr: 9.272e-03, eta: 1 day, 2:08:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 3.0698, loss: 3.0698 +2025-05-06 09:30:27,092 - pyskl - INFO - Epoch [88][1700/3405] lr: 9.265e-03, eta: 1 day, 2:07:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 2.9662, loss: 2.9662 +2025-05-06 09:31:10,837 - pyskl - INFO - Epoch [88][1800/3405] lr: 9.258e-03, eta: 1 day, 2:07:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9906, loss_cls: 2.9596, loss: 2.9596 +2025-05-06 09:31:54,610 - pyskl - INFO - Epoch [88][1900/3405] lr: 9.250e-03, eta: 1 day, 2:06:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 3.1755, loss: 3.1755 +2025-05-06 09:32:38,301 - pyskl - INFO - Epoch [88][2000/3405] lr: 9.243e-03, eta: 1 day, 2:05:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9850, loss_cls: 3.0705, loss: 3.0705 +2025-05-06 09:33:22,013 - pyskl - INFO - Epoch [88][2100/3405] lr: 9.235e-03, eta: 1 day, 2:05:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 3.0422, loss: 3.0422 +2025-05-06 09:34:05,706 - pyskl - INFO - Epoch [88][2200/3405] lr: 9.228e-03, eta: 1 day, 2:04:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 3.0028, loss: 3.0028 +2025-05-06 09:34:49,483 - pyskl - INFO - Epoch [88][2300/3405] lr: 9.220e-03, eta: 1 day, 2:03:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 2.9679, loss: 2.9679 +2025-05-06 09:35:33,344 - pyskl - INFO - Epoch [88][2400/3405] lr: 9.213e-03, eta: 1 day, 2:02:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9875, loss_cls: 3.0739, loss: 3.0739 +2025-05-06 09:36:17,069 - pyskl - INFO - Epoch [88][2500/3405] lr: 9.206e-03, eta: 1 day, 2:02:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 3.0072, loss: 3.0072 +2025-05-06 09:37:00,781 - pyskl - INFO - Epoch [88][2600/3405] lr: 9.198e-03, eta: 1 day, 2:01:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 3.0852, loss: 3.0852 +2025-05-06 09:37:44,625 - pyskl - INFO - Epoch [88][2700/3405] lr: 9.191e-03, eta: 1 day, 2:00:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.9248, loss: 2.9248 +2025-05-06 09:38:28,458 - pyskl - INFO - Epoch [88][2800/3405] lr: 9.183e-03, eta: 1 day, 1:59:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 2.9976, loss: 2.9976 +2025-05-06 09:39:12,377 - pyskl - INFO - Epoch [88][2900/3405] lr: 9.176e-03, eta: 1 day, 1:59:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.9660, loss: 2.9660 +2025-05-06 09:39:56,169 - pyskl - INFO - Epoch [88][3000/3405] lr: 9.169e-03, eta: 1 day, 1:58:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 3.1421, loss: 3.1421 +2025-05-06 09:40:39,871 - pyskl - INFO - Epoch [88][3100/3405] lr: 9.161e-03, eta: 1 day, 1:57:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 2.9944, loss: 2.9944 +2025-05-06 09:41:23,690 - pyskl - INFO - Epoch [88][3200/3405] lr: 9.154e-03, eta: 1 day, 1:56:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9794, loss_cls: 2.9343, loss: 2.9343 +2025-05-06 09:42:07,575 - pyskl - INFO - Epoch [88][3300/3405] lr: 9.146e-03, eta: 1 day, 1:56:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.9956, loss: 2.9956 +2025-05-06 09:42:51,390 - pyskl - INFO - Epoch [88][3400/3405] lr: 9.139e-03, eta: 1 day, 1:55:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.9762, loss: 2.9762 +2025-05-06 09:42:53,961 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-05-06 09:46:46,429 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 09:46:46,979 - pyskl - INFO - +top1_acc 0.8172 +top5_acc 0.9636 +2025-05-06 09:46:47,033 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_86.pth was removed +2025-05-06 09:46:48,141 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_88.pth. +2025-05-06 09:46:48,143 - pyskl - INFO - Best top1_acc is 0.8172 at 88 epoch. +2025-05-06 09:46:48,166 - pyskl - INFO - Epoch(val) [88][3718] top1_acc: 0.8172, top5_acc: 0.9636 +2025-05-06 09:47:54,531 - pyskl - INFO - Epoch [89][100/3405] lr: 9.131e-03, eta: 1 day, 1:54:49, time: 0.664, data_time: 0.228, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 2.9101, loss: 2.9101 +2025-05-06 09:48:38,143 - pyskl - INFO - Epoch [89][200/3405] lr: 9.124e-03, eta: 1 day, 1:54:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.9861, loss: 2.9861 +2025-05-06 09:49:21,865 - pyskl - INFO - Epoch [89][300/3405] lr: 9.116e-03, eta: 1 day, 1:53:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.9427, loss: 2.9427 +2025-05-06 09:50:05,420 - pyskl - INFO - Epoch [89][400/3405] lr: 9.109e-03, eta: 1 day, 1:52:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 2.8018, loss: 2.8018 +2025-05-06 09:50:49,114 - pyskl - INFO - Epoch [89][500/3405] lr: 9.102e-03, eta: 1 day, 1:51:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 2.9851, loss: 2.9851 +2025-05-06 09:51:32,934 - pyskl - INFO - Epoch [89][600/3405] lr: 9.094e-03, eta: 1 day, 1:51:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.8673, loss: 2.8673 +2025-05-06 09:52:16,746 - pyskl - INFO - Epoch [89][700/3405] lr: 9.087e-03, eta: 1 day, 1:50:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.9126, loss: 2.9126 +2025-05-06 09:53:00,515 - pyskl - INFO - Epoch [89][800/3405] lr: 9.079e-03, eta: 1 day, 1:49:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 2.9741, loss: 2.9741 +2025-05-06 09:53:44,442 - pyskl - INFO - Epoch [89][900/3405] lr: 9.072e-03, eta: 1 day, 1:48:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9925, loss_cls: 2.8175, loss: 2.8175 +2025-05-06 09:54:28,191 - pyskl - INFO - Epoch [89][1000/3405] lr: 9.065e-03, eta: 1 day, 1:48:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 2.8952, loss: 2.8952 +2025-05-06 09:55:11,981 - pyskl - INFO - Epoch [89][1100/3405] lr: 9.057e-03, eta: 1 day, 1:47:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.8370, loss: 2.8370 +2025-05-06 09:55:55,827 - pyskl - INFO - Epoch [89][1200/3405] lr: 9.050e-03, eta: 1 day, 1:46:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.9595, loss: 2.9595 +2025-05-06 09:56:39,627 - pyskl - INFO - Epoch [89][1300/3405] lr: 9.042e-03, eta: 1 day, 1:45:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9938, loss_cls: 2.8820, loss: 2.8820 +2025-05-06 09:57:23,390 - pyskl - INFO - Epoch [89][1400/3405] lr: 9.035e-03, eta: 1 day, 1:45:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 3.0061, loss: 3.0061 +2025-05-06 09:58:07,086 - pyskl - INFO - Epoch [89][1500/3405] lr: 9.028e-03, eta: 1 day, 1:44:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 3.0571, loss: 3.0571 +2025-05-06 09:58:50,862 - pyskl - INFO - Epoch [89][1600/3405] lr: 9.020e-03, eta: 1 day, 1:43:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.9483, loss: 2.9483 +2025-05-06 09:59:34,587 - pyskl - INFO - Epoch [89][1700/3405] lr: 9.013e-03, eta: 1 day, 1:42:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.9638, loss: 2.9638 +2025-05-06 10:00:18,517 - pyskl - INFO - Epoch [89][1800/3405] lr: 9.005e-03, eta: 1 day, 1:42:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9819, loss_cls: 2.9057, loss: 2.9057 +2025-05-06 10:01:02,333 - pyskl - INFO - Epoch [89][1900/3405] lr: 8.998e-03, eta: 1 day, 1:41:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9919, loss_cls: 2.8783, loss: 2.8783 +2025-05-06 10:01:46,091 - pyskl - INFO - Epoch [89][2000/3405] lr: 8.991e-03, eta: 1 day, 1:40:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 2.9044, loss: 2.9044 +2025-05-06 10:02:29,802 - pyskl - INFO - Epoch [89][2100/3405] lr: 8.983e-03, eta: 1 day, 1:39:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 3.0913, loss: 3.0913 +2025-05-06 10:03:13,462 - pyskl - INFO - Epoch [89][2200/3405] lr: 8.976e-03, eta: 1 day, 1:39:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 3.0618, loss: 3.0618 +2025-05-06 10:03:57,228 - pyskl - INFO - Epoch [89][2300/3405] lr: 8.969e-03, eta: 1 day, 1:38:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.9252, loss: 2.9252 +2025-05-06 10:04:40,937 - pyskl - INFO - Epoch [89][2400/3405] lr: 8.961e-03, eta: 1 day, 1:37:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.9153, loss: 2.9153 +2025-05-06 10:05:24,701 - pyskl - INFO - Epoch [89][2500/3405] lr: 8.954e-03, eta: 1 day, 1:37:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.9496, loss: 2.9496 +2025-05-06 10:06:08,396 - pyskl - INFO - Epoch [89][2600/3405] lr: 8.946e-03, eta: 1 day, 1:36:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9888, loss_cls: 3.0274, loss: 3.0274 +2025-05-06 10:06:52,132 - pyskl - INFO - Epoch [89][2700/3405] lr: 8.939e-03, eta: 1 day, 1:35:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 2.9651, loss: 2.9651 +2025-05-06 10:07:36,301 - pyskl - INFO - Epoch [89][2800/3405] lr: 8.932e-03, eta: 1 day, 1:34:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 3.0017, loss: 3.0017 +2025-05-06 10:08:20,150 - pyskl - INFO - Epoch [89][2900/3405] lr: 8.924e-03, eta: 1 day, 1:34:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.9432, loss: 2.9432 +2025-05-06 10:09:03,968 - pyskl - INFO - Epoch [89][3000/3405] lr: 8.917e-03, eta: 1 day, 1:33:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9900, loss_cls: 2.9729, loss: 2.9729 +2025-05-06 10:09:47,764 - pyskl - INFO - Epoch [89][3100/3405] lr: 8.910e-03, eta: 1 day, 1:32:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 3.0584, loss: 3.0584 +2025-05-06 10:10:31,608 - pyskl - INFO - Epoch [89][3200/3405] lr: 8.902e-03, eta: 1 day, 1:31:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 3.0074, loss: 3.0074 +2025-05-06 10:11:15,312 - pyskl - INFO - Epoch [89][3300/3405] lr: 8.895e-03, eta: 1 day, 1:31:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.9674, loss: 2.9674 +2025-05-06 10:11:59,124 - pyskl - INFO - Epoch [89][3400/3405] lr: 8.888e-03, eta: 1 day, 1:30:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.8497, loss: 2.8497 +2025-05-06 10:12:01,695 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-05-06 10:15:55,027 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 10:15:55,577 - pyskl - INFO - +top1_acc 0.7890 +top5_acc 0.9532 +2025-05-06 10:15:55,601 - pyskl - INFO - Epoch(val) [89][3718] top1_acc: 0.7890, top5_acc: 0.9532 +2025-05-06 10:17:01,934 - pyskl - INFO - Epoch [90][100/3405] lr: 8.880e-03, eta: 1 day, 1:29:47, time: 0.663, data_time: 0.226, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.9241, loss: 2.9241 +2025-05-06 10:17:45,695 - pyskl - INFO - Epoch [90][200/3405] lr: 8.872e-03, eta: 1 day, 1:29:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.9193, loss: 2.9193 +2025-05-06 10:18:29,428 - pyskl - INFO - Epoch [90][300/3405] lr: 8.865e-03, eta: 1 day, 1:28:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 2.7240, loss: 2.7240 +2025-05-06 10:19:13,233 - pyskl - INFO - Epoch [90][400/3405] lr: 8.858e-03, eta: 1 day, 1:27:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9925, loss_cls: 2.7482, loss: 2.7482 +2025-05-06 10:19:57,048 - pyskl - INFO - Epoch [90][500/3405] lr: 8.850e-03, eta: 1 day, 1:26:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.9893, loss: 2.9893 +2025-05-06 10:20:40,838 - pyskl - INFO - Epoch [90][600/3405] lr: 8.843e-03, eta: 1 day, 1:26:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.9277, loss: 2.9277 +2025-05-06 10:21:24,611 - pyskl - INFO - Epoch [90][700/3405] lr: 8.836e-03, eta: 1 day, 1:25:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.8805, loss: 2.8805 +2025-05-06 10:22:08,444 - pyskl - INFO - Epoch [90][800/3405] lr: 8.828e-03, eta: 1 day, 1:24:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9912, loss_cls: 3.0063, loss: 3.0063 +2025-05-06 10:22:52,273 - pyskl - INFO - Epoch [90][900/3405] lr: 8.821e-03, eta: 1 day, 1:23:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 2.8426, loss: 2.8426 +2025-05-06 10:23:36,085 - pyskl - INFO - Epoch [90][1000/3405] lr: 8.814e-03, eta: 1 day, 1:23:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.9217, loss: 2.9217 +2025-05-06 10:24:19,932 - pyskl - INFO - Epoch [90][1100/3405] lr: 8.806e-03, eta: 1 day, 1:22:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 2.9265, loss: 2.9265 +2025-05-06 10:25:03,672 - pyskl - INFO - Epoch [90][1200/3405] lr: 8.799e-03, eta: 1 day, 1:21:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 2.9060, loss: 2.9060 +2025-05-06 10:25:47,432 - pyskl - INFO - Epoch [90][1300/3405] lr: 8.792e-03, eta: 1 day, 1:20:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.9676, loss: 2.9676 +2025-05-06 10:26:31,109 - pyskl - INFO - Epoch [90][1400/3405] lr: 8.784e-03, eta: 1 day, 1:20:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.9158, loss: 2.9158 +2025-05-06 10:27:14,838 - pyskl - INFO - Epoch [90][1500/3405] lr: 8.777e-03, eta: 1 day, 1:19:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 2.9812, loss: 2.9812 +2025-05-06 10:27:58,629 - pyskl - INFO - Epoch [90][1600/3405] lr: 8.770e-03, eta: 1 day, 1:18:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 2.9356, loss: 2.9356 +2025-05-06 10:28:42,381 - pyskl - INFO - Epoch [90][1700/3405] lr: 8.762e-03, eta: 1 day, 1:17:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 3.0147, loss: 3.0147 +2025-05-06 10:29:26,086 - pyskl - INFO - Epoch [90][1800/3405] lr: 8.755e-03, eta: 1 day, 1:17:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 3.0597, loss: 3.0597 +2025-05-06 10:30:09,884 - pyskl - INFO - Epoch [90][1900/3405] lr: 8.748e-03, eta: 1 day, 1:16:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9900, loss_cls: 2.8905, loss: 2.8905 +2025-05-06 10:30:53,666 - pyskl - INFO - Epoch [90][2000/3405] lr: 8.740e-03, eta: 1 day, 1:15:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 3.0380, loss: 3.0380 +2025-05-06 10:31:37,369 - pyskl - INFO - Epoch [90][2100/3405] lr: 8.733e-03, eta: 1 day, 1:14:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.9191, loss: 2.9191 +2025-05-06 10:32:21,026 - pyskl - INFO - Epoch [90][2200/3405] lr: 8.726e-03, eta: 1 day, 1:14:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.9742, loss: 2.9742 +2025-05-06 10:33:04,816 - pyskl - INFO - Epoch [90][2300/3405] lr: 8.718e-03, eta: 1 day, 1:13:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.8653, loss: 2.8653 +2025-05-06 10:33:48,680 - pyskl - INFO - Epoch [90][2400/3405] lr: 8.711e-03, eta: 1 day, 1:12:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.9673, loss: 2.9673 +2025-05-06 10:34:32,633 - pyskl - INFO - Epoch [90][2500/3405] lr: 8.704e-03, eta: 1 day, 1:11:59, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.9536, loss: 2.9536 +2025-05-06 10:35:16,503 - pyskl - INFO - Epoch [90][2600/3405] lr: 8.696e-03, eta: 1 day, 1:11:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.9346, loss: 2.9346 +2025-05-06 10:36:00,238 - pyskl - INFO - Epoch [90][2700/3405] lr: 8.689e-03, eta: 1 day, 1:10:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 3.0245, loss: 3.0245 +2025-05-06 10:36:44,030 - pyskl - INFO - Epoch [90][2800/3405] lr: 8.682e-03, eta: 1 day, 1:09:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.8423, loss: 2.8423 +2025-05-06 10:37:27,952 - pyskl - INFO - Epoch [90][2900/3405] lr: 8.674e-03, eta: 1 day, 1:09:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9881, loss_cls: 3.0116, loss: 3.0116 +2025-05-06 10:38:11,849 - pyskl - INFO - Epoch [90][3000/3405] lr: 8.667e-03, eta: 1 day, 1:08:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 3.0078, loss: 3.0078 +2025-05-06 10:38:55,615 - pyskl - INFO - Epoch [90][3100/3405] lr: 8.660e-03, eta: 1 day, 1:07:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 3.0497, loss: 3.0497 +2025-05-06 10:39:39,422 - pyskl - INFO - Epoch [90][3200/3405] lr: 8.652e-03, eta: 1 day, 1:06:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 3.0260, loss: 3.0260 +2025-05-06 10:40:23,204 - pyskl - INFO - Epoch [90][3300/3405] lr: 8.645e-03, eta: 1 day, 1:06:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.9746, loss: 2.9746 +2025-05-06 10:41:06,942 - pyskl - INFO - Epoch [90][3400/3405] lr: 8.638e-03, eta: 1 day, 1:05:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9888, loss_cls: 3.0015, loss: 3.0015 +2025-05-06 10:41:09,468 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-05-06 10:45:02,163 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 10:45:02,710 - pyskl - INFO - +top1_acc 0.7905 +top5_acc 0.9537 +2025-05-06 10:45:02,732 - pyskl - INFO - Epoch(val) [90][3718] top1_acc: 0.7905, top5_acc: 0.9537 +2025-05-06 10:46:09,270 - pyskl - INFO - Epoch [91][100/3405] lr: 8.630e-03, eta: 1 day, 1:04:46, time: 0.665, data_time: 0.228, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9912, loss_cls: 2.7308, loss: 2.7308 +2025-05-06 10:46:53,077 - pyskl - INFO - Epoch [91][200/3405] lr: 8.623e-03, eta: 1 day, 1:04:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 2.9201, loss: 2.9201 +2025-05-06 10:47:36,790 - pyskl - INFO - Epoch [91][300/3405] lr: 8.615e-03, eta: 1 day, 1:03:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.8540, loss: 2.8540 +2025-05-06 10:48:20,662 - pyskl - INFO - Epoch [91][400/3405] lr: 8.608e-03, eta: 1 day, 1:02:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 2.8058, loss: 2.8058 +2025-05-06 10:49:04,404 - pyskl - INFO - Epoch [91][500/3405] lr: 8.601e-03, eta: 1 day, 1:01:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.9311, loss: 2.9311 +2025-05-06 10:49:48,184 - pyskl - INFO - Epoch [91][600/3405] lr: 8.594e-03, eta: 1 day, 1:01:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.7998, loss: 2.7998 +2025-05-06 10:50:31,982 - pyskl - INFO - Epoch [91][700/3405] lr: 8.586e-03, eta: 1 day, 1:00:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9819, loss_cls: 2.8408, loss: 2.8408 +2025-05-06 10:51:15,762 - pyskl - INFO - Epoch [91][800/3405] lr: 8.579e-03, eta: 1 day, 0:59:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.8650, loss: 2.8650 +2025-05-06 10:51:59,575 - pyskl - INFO - Epoch [91][900/3405] lr: 8.572e-03, eta: 1 day, 0:58:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9812, loss_cls: 2.9038, loss: 2.9038 +2025-05-06 10:52:43,259 - pyskl - INFO - Epoch [91][1000/3405] lr: 8.564e-03, eta: 1 day, 0:58:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.8994, loss: 2.8994 +2025-05-06 10:53:26,971 - pyskl - INFO - Epoch [91][1100/3405] lr: 8.557e-03, eta: 1 day, 0:57:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.8736, loss: 2.8736 +2025-05-06 10:54:10,662 - pyskl - INFO - Epoch [91][1200/3405] lr: 8.550e-03, eta: 1 day, 0:56:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.9189, loss: 2.9189 +2025-05-06 10:54:54,436 - pyskl - INFO - Epoch [91][1300/3405] lr: 8.542e-03, eta: 1 day, 0:55:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.8998, loss: 2.8998 +2025-05-06 10:55:38,207 - pyskl - INFO - Epoch [91][1400/3405] lr: 8.535e-03, eta: 1 day, 0:55:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.8717, loss: 2.8717 +2025-05-06 10:56:22,039 - pyskl - INFO - Epoch [91][1500/3405] lr: 8.528e-03, eta: 1 day, 0:54:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9912, loss_cls: 2.9325, loss: 2.9325 +2025-05-06 10:57:05,817 - pyskl - INFO - Epoch [91][1600/3405] lr: 8.521e-03, eta: 1 day, 0:53:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9931, loss_cls: 2.7483, loss: 2.7483 +2025-05-06 10:57:49,517 - pyskl - INFO - Epoch [91][1700/3405] lr: 8.513e-03, eta: 1 day, 0:52:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9819, loss_cls: 2.8642, loss: 2.8642 +2025-05-06 10:58:33,185 - pyskl - INFO - Epoch [91][1800/3405] lr: 8.506e-03, eta: 1 day, 0:52:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.8957, loss: 2.8957 +2025-05-06 10:59:16,926 - pyskl - INFO - Epoch [91][1900/3405] lr: 8.499e-03, eta: 1 day, 0:51:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.9154, loss: 2.9154 +2025-05-06 11:00:00,838 - pyskl - INFO - Epoch [91][2000/3405] lr: 8.491e-03, eta: 1 day, 0:50:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.9695, loss: 2.9695 +2025-05-06 11:00:44,627 - pyskl - INFO - Epoch [91][2100/3405] lr: 8.484e-03, eta: 1 day, 0:49:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 2.8719, loss: 2.8719 +2025-05-06 11:01:28,295 - pyskl - INFO - Epoch [91][2200/3405] lr: 8.477e-03, eta: 1 day, 0:49:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.7573, loss: 2.7573 +2025-05-06 11:02:12,001 - pyskl - INFO - Epoch [91][2300/3405] lr: 8.470e-03, eta: 1 day, 0:48:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.9028, loss: 2.9028 +2025-05-06 11:02:55,739 - pyskl - INFO - Epoch [91][2400/3405] lr: 8.462e-03, eta: 1 day, 0:47:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.9093, loss: 2.9093 +2025-05-06 11:03:39,806 - pyskl - INFO - Epoch [91][2500/3405] lr: 8.455e-03, eta: 1 day, 0:46:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.8821, loss: 2.8821 +2025-05-06 11:04:23,631 - pyskl - INFO - Epoch [91][2600/3405] lr: 8.448e-03, eta: 1 day, 0:46:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 3.0232, loss: 3.0232 +2025-05-06 11:05:07,415 - pyskl - INFO - Epoch [91][2700/3405] lr: 8.440e-03, eta: 1 day, 0:45:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 2.8653, loss: 2.8653 +2025-05-06 11:05:51,242 - pyskl - INFO - Epoch [91][2800/3405] lr: 8.433e-03, eta: 1 day, 0:44:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 3.0492, loss: 3.0492 +2025-05-06 11:06:35,084 - pyskl - INFO - Epoch [91][2900/3405] lr: 8.426e-03, eta: 1 day, 0:44:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 2.8552, loss: 2.8552 +2025-05-06 11:07:18,900 - pyskl - INFO - Epoch [91][3000/3405] lr: 8.419e-03, eta: 1 day, 0:43:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 2.9485, loss: 2.9485 +2025-05-06 11:08:02,807 - pyskl - INFO - Epoch [91][3100/3405] lr: 8.411e-03, eta: 1 day, 0:42:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.8476, loss: 2.8476 +2025-05-06 11:08:46,559 - pyskl - INFO - Epoch [91][3200/3405] lr: 8.404e-03, eta: 1 day, 0:41:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9881, loss_cls: 3.0450, loss: 3.0450 +2025-05-06 11:09:30,358 - pyskl - INFO - Epoch [91][3300/3405] lr: 8.397e-03, eta: 1 day, 0:41:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.8944, loss: 2.8944 +2025-05-06 11:10:14,092 - pyskl - INFO - Epoch [91][3400/3405] lr: 8.390e-03, eta: 1 day, 0:40:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 3.0467, loss: 3.0467 +2025-05-06 11:10:16,638 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-05-06 11:14:09,097 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 11:14:09,651 - pyskl - INFO - +top1_acc 0.8155 +top5_acc 0.9627 +2025-05-06 11:14:09,674 - pyskl - INFO - Epoch(val) [91][3718] top1_acc: 0.8155, top5_acc: 0.9627 +2025-05-06 11:15:16,628 - pyskl - INFO - Epoch [92][100/3405] lr: 8.382e-03, eta: 1 day, 0:39:44, time: 0.669, data_time: 0.231, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.7035, loss: 2.7035 +2025-05-06 11:16:00,415 - pyskl - INFO - Epoch [92][200/3405] lr: 8.375e-03, eta: 1 day, 0:39:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 2.7986, loss: 2.7986 +2025-05-06 11:16:44,133 - pyskl - INFO - Epoch [92][300/3405] lr: 8.367e-03, eta: 1 day, 0:38:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9962, loss_cls: 2.8496, loss: 2.8496 +2025-05-06 11:17:27,941 - pyskl - INFO - Epoch [92][400/3405] lr: 8.360e-03, eta: 1 day, 0:37:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.7339, loss: 2.7339 +2025-05-06 11:18:11,607 - pyskl - INFO - Epoch [92][500/3405] lr: 8.353e-03, eta: 1 day, 0:36:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.8094, loss: 2.8094 +2025-05-06 11:18:55,382 - pyskl - INFO - Epoch [92][600/3405] lr: 8.346e-03, eta: 1 day, 0:36:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.8212, loss: 2.8212 +2025-05-06 11:19:39,237 - pyskl - INFO - Epoch [92][700/3405] lr: 8.338e-03, eta: 1 day, 0:35:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 2.7810, loss: 2.7810 +2025-05-06 11:20:23,029 - pyskl - INFO - Epoch [92][800/3405] lr: 8.331e-03, eta: 1 day, 0:34:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9938, loss_cls: 2.7849, loss: 2.7849 +2025-05-06 11:21:06,751 - pyskl - INFO - Epoch [92][900/3405] lr: 8.324e-03, eta: 1 day, 0:33:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.7782, loss: 2.7782 +2025-05-06 11:21:50,586 - pyskl - INFO - Epoch [92][1000/3405] lr: 8.317e-03, eta: 1 day, 0:33:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.8150, loss: 2.8150 +2025-05-06 11:22:34,314 - pyskl - INFO - Epoch [92][1100/3405] lr: 8.309e-03, eta: 1 day, 0:32:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9925, loss_cls: 2.7811, loss: 2.7811 +2025-05-06 11:23:18,039 - pyskl - INFO - Epoch [92][1200/3405] lr: 8.302e-03, eta: 1 day, 0:31:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.8438, loss: 2.8438 +2025-05-06 11:24:01,785 - pyskl - INFO - Epoch [92][1300/3405] lr: 8.295e-03, eta: 1 day, 0:30:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.8568, loss: 2.8568 +2025-05-06 11:24:45,567 - pyskl - INFO - Epoch [92][1400/3405] lr: 8.288e-03, eta: 1 day, 0:30:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.8369, loss: 2.8369 +2025-05-06 11:25:29,313 - pyskl - INFO - Epoch [92][1500/3405] lr: 8.281e-03, eta: 1 day, 0:29:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9925, loss_cls: 2.8375, loss: 2.8375 +2025-05-06 11:26:13,092 - pyskl - INFO - Epoch [92][1600/3405] lr: 8.273e-03, eta: 1 day, 0:28:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.8260, loss: 2.8260 +2025-05-06 11:26:56,844 - pyskl - INFO - Epoch [92][1700/3405] lr: 8.266e-03, eta: 1 day, 0:27:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 2.8160, loss: 2.8160 +2025-05-06 11:27:40,621 - pyskl - INFO - Epoch [92][1800/3405] lr: 8.259e-03, eta: 1 day, 0:27:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.8578, loss: 2.8578 +2025-05-06 11:28:24,334 - pyskl - INFO - Epoch [92][1900/3405] lr: 8.252e-03, eta: 1 day, 0:26:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.8856, loss: 2.8856 +2025-05-06 11:29:08,138 - pyskl - INFO - Epoch [92][2000/3405] lr: 8.244e-03, eta: 1 day, 0:25:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.9536, loss: 2.9536 +2025-05-06 11:29:51,897 - pyskl - INFO - Epoch [92][2100/3405] lr: 8.237e-03, eta: 1 day, 0:24:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.8059, loss: 2.8059 +2025-05-06 11:30:35,698 - pyskl - INFO - Epoch [92][2200/3405] lr: 8.230e-03, eta: 1 day, 0:24:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.9117, loss: 2.9117 +2025-05-06 11:31:19,413 - pyskl - INFO - Epoch [92][2300/3405] lr: 8.223e-03, eta: 1 day, 0:23:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.8655, loss: 2.8655 +2025-05-06 11:32:03,150 - pyskl - INFO - Epoch [92][2400/3405] lr: 8.215e-03, eta: 1 day, 0:22:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.9202, loss: 2.9202 +2025-05-06 11:32:46,895 - pyskl - INFO - Epoch [92][2500/3405] lr: 8.208e-03, eta: 1 day, 0:21:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.9136, loss: 2.9136 +2025-05-06 11:33:30,847 - pyskl - INFO - Epoch [92][2600/3405] lr: 8.201e-03, eta: 1 day, 0:21:12, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.8770, loss: 2.8770 +2025-05-06 11:34:14,676 - pyskl - INFO - Epoch [92][2700/3405] lr: 8.194e-03, eta: 1 day, 0:20:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9912, loss_cls: 2.7959, loss: 2.7959 +2025-05-06 11:34:58,390 - pyskl - INFO - Epoch [92][2800/3405] lr: 8.187e-03, eta: 1 day, 0:19:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.9205, loss: 2.9205 +2025-05-06 11:35:42,072 - pyskl - INFO - Epoch [92][2900/3405] lr: 8.179e-03, eta: 1 day, 0:18:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 3.0241, loss: 3.0241 +2025-05-06 11:36:25,711 - pyskl - INFO - Epoch [92][3000/3405] lr: 8.172e-03, eta: 1 day, 0:18:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9912, loss_cls: 2.9150, loss: 2.9150 +2025-05-06 11:37:09,304 - pyskl - INFO - Epoch [92][3100/3405] lr: 8.165e-03, eta: 1 day, 0:17:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 2.9827, loss: 2.9827 +2025-05-06 11:37:52,922 - pyskl - INFO - Epoch [92][3200/3405] lr: 8.158e-03, eta: 1 day, 0:16:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 3.0010, loss: 3.0010 +2025-05-06 11:38:36,703 - pyskl - INFO - Epoch [92][3300/3405] lr: 8.150e-03, eta: 1 day, 0:16:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 2.9764, loss: 2.9764 +2025-05-06 11:39:20,509 - pyskl - INFO - Epoch [92][3400/3405] lr: 8.143e-03, eta: 1 day, 0:15:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 3.0354, loss: 3.0354 +2025-05-06 11:39:23,054 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-05-06 11:43:15,493 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 11:43:16,183 - pyskl - INFO - +top1_acc 0.8032 +top5_acc 0.9514 +2025-05-06 11:43:16,204 - pyskl - INFO - Epoch(val) [92][3718] top1_acc: 0.8032, top5_acc: 0.9514 +2025-05-06 11:44:23,092 - pyskl - INFO - Epoch [93][100/3405] lr: 8.136e-03, eta: 1 day, 0:14:42, time: 0.669, data_time: 0.231, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.7133, loss: 2.7133 +2025-05-06 11:45:06,948 - pyskl - INFO - Epoch [93][200/3405] lr: 8.129e-03, eta: 1 day, 0:13:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.7694, loss: 2.7694 +2025-05-06 11:45:50,743 - pyskl - INFO - Epoch [93][300/3405] lr: 8.121e-03, eta: 1 day, 0:13:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.7126, loss: 2.7126 +2025-05-06 11:46:34,514 - pyskl - INFO - Epoch [93][400/3405] lr: 8.114e-03, eta: 1 day, 0:12:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9944, loss_cls: 2.6791, loss: 2.6791 +2025-05-06 11:47:18,354 - pyskl - INFO - Epoch [93][500/3405] lr: 8.107e-03, eta: 1 day, 0:11:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.8681, loss: 2.8681 +2025-05-06 11:48:02,477 - pyskl - INFO - Epoch [93][600/3405] lr: 8.100e-03, eta: 1 day, 0:11:00, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 2.9070, loss: 2.9070 +2025-05-06 11:48:46,644 - pyskl - INFO - Epoch [93][700/3405] lr: 8.093e-03, eta: 1 day, 0:10:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9931, loss_cls: 2.7650, loss: 2.7650 +2025-05-06 11:49:30,404 - pyskl - INFO - Epoch [93][800/3405] lr: 8.085e-03, eta: 1 day, 0:09:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9919, loss_cls: 2.7995, loss: 2.7995 +2025-05-06 11:50:14,173 - pyskl - INFO - Epoch [93][900/3405] lr: 8.078e-03, eta: 1 day, 0:08:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.7555, loss: 2.7555 +2025-05-06 11:50:57,847 - pyskl - INFO - Epoch [93][1000/3405] lr: 8.071e-03, eta: 1 day, 0:08:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.8033, loss: 2.8033 +2025-05-06 11:51:41,492 - pyskl - INFO - Epoch [93][1100/3405] lr: 8.064e-03, eta: 1 day, 0:07:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.8123, loss: 2.8123 +2025-05-06 11:52:25,348 - pyskl - INFO - Epoch [93][1200/3405] lr: 8.057e-03, eta: 1 day, 0:06:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.8699, loss: 2.8699 +2025-05-06 11:53:09,001 - pyskl - INFO - Epoch [93][1300/3405] lr: 8.049e-03, eta: 1 day, 0:05:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.8167, loss: 2.8167 +2025-05-06 11:53:52,733 - pyskl - INFO - Epoch [93][1400/3405] lr: 8.042e-03, eta: 1 day, 0:05:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.8777, loss: 2.8777 +2025-05-06 11:54:36,511 - pyskl - INFO - Epoch [93][1500/3405] lr: 8.035e-03, eta: 1 day, 0:04:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.8515, loss: 2.8515 +2025-05-06 11:55:20,207 - pyskl - INFO - Epoch [93][1600/3405] lr: 8.028e-03, eta: 1 day, 0:03:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9931, loss_cls: 2.7878, loss: 2.7878 +2025-05-06 11:56:03,927 - pyskl - INFO - Epoch [93][1700/3405] lr: 8.021e-03, eta: 1 day, 0:02:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9900, loss_cls: 2.9344, loss: 2.9344 +2025-05-06 11:56:47,742 - pyskl - INFO - Epoch [93][1800/3405] lr: 8.013e-03, eta: 1 day, 0:02:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.7052, loss: 2.7052 +2025-05-06 11:57:31,469 - pyskl - INFO - Epoch [93][1900/3405] lr: 8.006e-03, eta: 1 day, 0:01:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 2.7200, loss: 2.7200 +2025-05-06 11:58:15,239 - pyskl - INFO - Epoch [93][2000/3405] lr: 7.999e-03, eta: 1 day, 0:00:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9931, loss_cls: 2.8854, loss: 2.8854 +2025-05-06 11:58:59,035 - pyskl - INFO - Epoch [93][2100/3405] lr: 7.992e-03, eta: 23:59:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 2.8019, loss: 2.8019 +2025-05-06 11:59:42,818 - pyskl - INFO - Epoch [93][2200/3405] lr: 7.985e-03, eta: 23:59:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9912, loss_cls: 2.8012, loss: 2.8012 +2025-05-06 12:00:26,516 - pyskl - INFO - Epoch [93][2300/3405] lr: 7.978e-03, eta: 23:58:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.8626, loss: 2.8626 +2025-05-06 12:01:10,209 - pyskl - INFO - Epoch [93][2400/3405] lr: 7.970e-03, eta: 23:57:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.8189, loss: 2.8189 +2025-05-06 12:01:53,809 - pyskl - INFO - Epoch [93][2500/3405] lr: 7.963e-03, eta: 23:56:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.9762, loss: 2.9762 +2025-05-06 12:02:37,615 - pyskl - INFO - Epoch [93][2600/3405] lr: 7.956e-03, eta: 23:56:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 2.9472, loss: 2.9472 +2025-05-06 12:03:21,381 - pyskl - INFO - Epoch [93][2700/3405] lr: 7.949e-03, eta: 23:55:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.9766, loss: 2.9766 +2025-05-06 12:04:05,052 - pyskl - INFO - Epoch [93][2800/3405] lr: 7.942e-03, eta: 23:54:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.9186, loss: 2.9186 +2025-05-06 12:04:48,821 - pyskl - INFO - Epoch [93][2900/3405] lr: 7.935e-03, eta: 23:53:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.8609, loss: 2.8609 +2025-05-06 12:05:32,640 - pyskl - INFO - Epoch [93][3000/3405] lr: 7.927e-03, eta: 23:53:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.8847, loss: 2.8847 +2025-05-06 12:06:16,320 - pyskl - INFO - Epoch [93][3100/3405] lr: 7.920e-03, eta: 23:52:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.8623, loss: 2.8623 +2025-05-06 12:06:59,995 - pyskl - INFO - Epoch [93][3200/3405] lr: 7.913e-03, eta: 23:51:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.9026, loss: 2.9026 +2025-05-06 12:07:43,646 - pyskl - INFO - Epoch [93][3300/3405] lr: 7.906e-03, eta: 23:50:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.8200, loss: 2.8200 +2025-05-06 12:08:27,435 - pyskl - INFO - Epoch [93][3400/3405] lr: 7.899e-03, eta: 23:50:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 2.9360, loss: 2.9360 +2025-05-06 12:08:29,994 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-05-06 12:12:22,925 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 12:12:23,516 - pyskl - INFO - +top1_acc 0.8026 +top5_acc 0.9592 +2025-05-06 12:12:23,540 - pyskl - INFO - Epoch(val) [93][3718] top1_acc: 0.8026, top5_acc: 0.9592 +2025-05-06 12:13:30,210 - pyskl - INFO - Epoch [94][100/3405] lr: 7.891e-03, eta: 23:49:40, time: 0.667, data_time: 0.229, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.7908, loss: 2.7908 +2025-05-06 12:14:13,873 - pyskl - INFO - Epoch [94][200/3405] lr: 7.884e-03, eta: 23:48:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.7297, loss: 2.7297 +2025-05-06 12:14:57,581 - pyskl - INFO - Epoch [94][300/3405] lr: 7.877e-03, eta: 23:48:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.6403, loss: 2.6403 +2025-05-06 12:15:41,339 - pyskl - INFO - Epoch [94][400/3405] lr: 7.870e-03, eta: 23:47:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9925, loss_cls: 2.8303, loss: 2.8303 +2025-05-06 12:16:25,047 - pyskl - INFO - Epoch [94][500/3405] lr: 7.863e-03, eta: 23:46:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 2.7336, loss: 2.7336 +2025-05-06 12:17:08,846 - pyskl - INFO - Epoch [94][600/3405] lr: 7.856e-03, eta: 23:45:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.8813, loss: 2.8813 +2025-05-06 12:17:52,622 - pyskl - INFO - Epoch [94][700/3405] lr: 7.849e-03, eta: 23:45:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 2.7000, loss: 2.7000 +2025-05-06 12:18:36,346 - pyskl - INFO - Epoch [94][800/3405] lr: 7.841e-03, eta: 23:44:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9925, loss_cls: 2.8498, loss: 2.8498 +2025-05-06 12:19:20,098 - pyskl - INFO - Epoch [94][900/3405] lr: 7.834e-03, eta: 23:43:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.8504, loss: 2.8504 +2025-05-06 12:20:03,869 - pyskl - INFO - Epoch [94][1000/3405] lr: 7.827e-03, eta: 23:42:59, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.8370, loss: 2.8370 +2025-05-06 12:20:47,916 - pyskl - INFO - Epoch [94][1100/3405] lr: 7.820e-03, eta: 23:42:15, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.8039, loss: 2.8039 +2025-05-06 12:21:31,659 - pyskl - INFO - Epoch [94][1200/3405] lr: 7.813e-03, eta: 23:41:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.8222, loss: 2.8222 +2025-05-06 12:22:15,535 - pyskl - INFO - Epoch [94][1300/3405] lr: 7.806e-03, eta: 23:40:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.8002, loss: 2.8002 +2025-05-06 12:22:59,379 - pyskl - INFO - Epoch [94][1400/3405] lr: 7.799e-03, eta: 23:40:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.8751, loss: 2.8751 +2025-05-06 12:23:43,231 - pyskl - INFO - Epoch [94][1500/3405] lr: 7.791e-03, eta: 23:39:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9944, loss_cls: 2.7356, loss: 2.7356 +2025-05-06 12:24:26,943 - pyskl - INFO - Epoch [94][1600/3405] lr: 7.784e-03, eta: 23:38:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 2.8105, loss: 2.8105 +2025-05-06 12:25:10,641 - pyskl - INFO - Epoch [94][1700/3405] lr: 7.777e-03, eta: 23:37:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 2.8703, loss: 2.8703 +2025-05-06 12:25:54,419 - pyskl - INFO - Epoch [94][1800/3405] lr: 7.770e-03, eta: 23:37:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.8352, loss: 2.8352 +2025-05-06 12:26:38,310 - pyskl - INFO - Epoch [94][1900/3405] lr: 7.763e-03, eta: 23:36:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9931, loss_cls: 2.8332, loss: 2.8332 +2025-05-06 12:27:22,006 - pyskl - INFO - Epoch [94][2000/3405] lr: 7.756e-03, eta: 23:35:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 2.8314, loss: 2.8314 +2025-05-06 12:28:05,995 - pyskl - INFO - Epoch [94][2100/3405] lr: 7.749e-03, eta: 23:34:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.8024, loss: 2.8024 +2025-05-06 12:28:49,810 - pyskl - INFO - Epoch [94][2200/3405] lr: 7.742e-03, eta: 23:34:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.7617, loss: 2.7617 +2025-05-06 12:29:33,580 - pyskl - INFO - Epoch [94][2300/3405] lr: 7.735e-03, eta: 23:33:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9919, loss_cls: 2.8268, loss: 2.8268 +2025-05-06 12:30:17,323 - pyskl - INFO - Epoch [94][2400/3405] lr: 7.727e-03, eta: 23:32:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.8351, loss: 2.8351 +2025-05-06 12:31:01,145 - pyskl - INFO - Epoch [94][2500/3405] lr: 7.720e-03, eta: 23:31:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9931, loss_cls: 2.7807, loss: 2.7807 +2025-05-06 12:31:44,897 - pyskl - INFO - Epoch [94][2600/3405] lr: 7.713e-03, eta: 23:31:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 2.9308, loss: 2.9308 +2025-05-06 12:32:28,548 - pyskl - INFO - Epoch [94][2700/3405] lr: 7.706e-03, eta: 23:30:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.8070, loss: 2.8070 +2025-05-06 12:33:12,280 - pyskl - INFO - Epoch [94][2800/3405] lr: 7.699e-03, eta: 23:29:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9925, loss_cls: 2.8098, loss: 2.8098 +2025-05-06 12:33:56,137 - pyskl - INFO - Epoch [94][2900/3405] lr: 7.692e-03, eta: 23:28:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.8593, loss: 2.8593 +2025-05-06 12:34:39,948 - pyskl - INFO - Epoch [94][3000/3405] lr: 7.685e-03, eta: 23:28:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.7961, loss: 2.7961 +2025-05-06 12:35:23,687 - pyskl - INFO - Epoch [94][3100/3405] lr: 7.678e-03, eta: 23:27:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.8459, loss: 2.8459 +2025-05-06 12:36:07,483 - pyskl - INFO - Epoch [94][3200/3405] lr: 7.671e-03, eta: 23:26:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 2.8158, loss: 2.8158 +2025-05-06 12:36:51,178 - pyskl - INFO - Epoch [94][3300/3405] lr: 7.664e-03, eta: 23:25:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.8170, loss: 2.8170 +2025-05-06 12:37:35,025 - pyskl - INFO - Epoch [94][3400/3405] lr: 7.656e-03, eta: 23:25:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.9377, loss: 2.9377 +2025-05-06 12:37:37,586 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-05-06 12:41:30,125 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 12:41:30,676 - pyskl - INFO - +top1_acc 0.8217 +top5_acc 0.9659 +2025-05-06 12:41:30,731 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_88.pth was removed +2025-05-06 12:41:31,805 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_94.pth. +2025-05-06 12:41:31,807 - pyskl - INFO - Best top1_acc is 0.8217 at 94 epoch. +2025-05-06 12:41:31,827 - pyskl - INFO - Epoch(val) [94][3718] top1_acc: 0.8217, top5_acc: 0.9659 +2025-05-06 12:42:38,743 - pyskl - INFO - Epoch [95][100/3405] lr: 7.649e-03, eta: 23:24:38, time: 0.669, data_time: 0.232, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.7449, loss: 2.7449 +2025-05-06 12:43:22,434 - pyskl - INFO - Epoch [95][200/3405] lr: 7.642e-03, eta: 23:23:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.7501, loss: 2.7501 +2025-05-06 12:44:06,150 - pyskl - INFO - Epoch [95][300/3405] lr: 7.635e-03, eta: 23:23:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 2.7068, loss: 2.7068 +2025-05-06 12:44:49,900 - pyskl - INFO - Epoch [95][400/3405] lr: 7.628e-03, eta: 23:22:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.6566, loss: 2.6566 +2025-05-06 12:45:33,694 - pyskl - INFO - Epoch [95][500/3405] lr: 7.621e-03, eta: 23:21:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.7323, loss: 2.7323 +2025-05-06 12:46:17,455 - pyskl - INFO - Epoch [95][600/3405] lr: 7.614e-03, eta: 23:20:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.7110, loss: 2.7110 +2025-05-06 12:47:01,286 - pyskl - INFO - Epoch [95][700/3405] lr: 7.607e-03, eta: 23:20:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.7416, loss: 2.7416 +2025-05-06 12:47:45,056 - pyskl - INFO - Epoch [95][800/3405] lr: 7.599e-03, eta: 23:19:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9950, loss_cls: 2.6638, loss: 2.6638 +2025-05-06 12:48:28,970 - pyskl - INFO - Epoch [95][900/3405] lr: 7.592e-03, eta: 23:18:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.6864, loss: 2.6864 +2025-05-06 12:49:12,895 - pyskl - INFO - Epoch [95][1000/3405] lr: 7.585e-03, eta: 23:17:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9944, loss_cls: 2.7771, loss: 2.7771 +2025-05-06 12:49:56,809 - pyskl - INFO - Epoch [95][1100/3405] lr: 7.578e-03, eta: 23:17:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9925, loss_cls: 2.7476, loss: 2.7476 +2025-05-06 12:50:40,827 - pyskl - INFO - Epoch [95][1200/3405] lr: 7.571e-03, eta: 23:16:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 2.8004, loss: 2.8004 +2025-05-06 12:51:24,584 - pyskl - INFO - Epoch [95][1300/3405] lr: 7.564e-03, eta: 23:15:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.7465, loss: 2.7465 +2025-05-06 12:52:08,277 - pyskl - INFO - Epoch [95][1400/3405] lr: 7.557e-03, eta: 23:15:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.6556, loss: 2.6556 +2025-05-06 12:52:51,865 - pyskl - INFO - Epoch [95][1500/3405] lr: 7.550e-03, eta: 23:14:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.9051, loss: 2.9051 +2025-05-06 12:53:35,463 - pyskl - INFO - Epoch [95][1600/3405] lr: 7.543e-03, eta: 23:13:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.7215, loss: 2.7215 +2025-05-06 12:54:19,098 - pyskl - INFO - Epoch [95][1700/3405] lr: 7.536e-03, eta: 23:12:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9856, loss_cls: 2.8330, loss: 2.8330 +2025-05-06 12:55:02,876 - pyskl - INFO - Epoch [95][1800/3405] lr: 7.529e-03, eta: 23:12:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.9480, loss: 2.9480 +2025-05-06 12:55:46,655 - pyskl - INFO - Epoch [95][1900/3405] lr: 7.522e-03, eta: 23:11:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.8056, loss: 2.8056 +2025-05-06 12:56:30,494 - pyskl - INFO - Epoch [95][2000/3405] lr: 7.515e-03, eta: 23:10:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.8195, loss: 2.8195 +2025-05-06 12:57:14,232 - pyskl - INFO - Epoch [95][2100/3405] lr: 7.508e-03, eta: 23:09:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.8200, loss: 2.8200 +2025-05-06 12:57:57,985 - pyskl - INFO - Epoch [95][2200/3405] lr: 7.501e-03, eta: 23:09:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.8482, loss: 2.8482 +2025-05-06 12:58:41,845 - pyskl - INFO - Epoch [95][2300/3405] lr: 7.494e-03, eta: 23:08:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.8372, loss: 2.8372 +2025-05-06 12:59:25,517 - pyskl - INFO - Epoch [95][2400/3405] lr: 7.487e-03, eta: 23:07:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9925, loss_cls: 2.8605, loss: 2.8605 +2025-05-06 13:00:09,207 - pyskl - INFO - Epoch [95][2500/3405] lr: 7.480e-03, eta: 23:06:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.8432, loss: 2.8432 +2025-05-06 13:00:52,884 - pyskl - INFO - Epoch [95][2600/3405] lr: 7.472e-03, eta: 23:06:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.8529, loss: 2.8529 +2025-05-06 13:01:36,854 - pyskl - INFO - Epoch [95][2700/3405] lr: 7.465e-03, eta: 23:05:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.9725, loss: 2.9725 +2025-05-06 13:02:20,675 - pyskl - INFO - Epoch [95][2800/3405] lr: 7.458e-03, eta: 23:04:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.8346, loss: 2.8346 +2025-05-06 13:03:04,470 - pyskl - INFO - Epoch [95][2900/3405] lr: 7.451e-03, eta: 23:03:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.7435, loss: 2.7435 +2025-05-06 13:03:48,182 - pyskl - INFO - Epoch [95][3000/3405] lr: 7.444e-03, eta: 23:03:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.7334, loss: 2.7334 +2025-05-06 13:04:31,947 - pyskl - INFO - Epoch [95][3100/3405] lr: 7.437e-03, eta: 23:02:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.8496, loss: 2.8496 +2025-05-06 13:05:15,725 - pyskl - INFO - Epoch [95][3200/3405] lr: 7.430e-03, eta: 23:01:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 2.8052, loss: 2.8052 +2025-05-06 13:05:59,548 - pyskl - INFO - Epoch [95][3300/3405] lr: 7.423e-03, eta: 23:00:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.8195, loss: 2.8195 +2025-05-06 13:06:43,456 - pyskl - INFO - Epoch [95][3400/3405] lr: 7.416e-03, eta: 23:00:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9931, loss_cls: 2.7840, loss: 2.7840 +2025-05-06 13:06:46,003 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-05-06 13:10:38,177 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 13:10:38,751 - pyskl - INFO - +top1_acc 0.8170 +top5_acc 0.9607 +2025-05-06 13:10:38,774 - pyskl - INFO - Epoch(val) [95][3718] top1_acc: 0.8170, top5_acc: 0.9607 +2025-05-06 13:11:45,787 - pyskl - INFO - Epoch [96][100/3405] lr: 7.409e-03, eta: 22:59:35, time: 0.670, data_time: 0.232, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.6995, loss: 2.6995 +2025-05-06 13:12:29,558 - pyskl - INFO - Epoch [96][200/3405] lr: 7.402e-03, eta: 22:58:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.6810, loss: 2.6810 +2025-05-06 13:13:13,418 - pyskl - INFO - Epoch [96][300/3405] lr: 7.395e-03, eta: 22:58:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9944, loss_cls: 2.7556, loss: 2.7556 +2025-05-06 13:13:57,222 - pyskl - INFO - Epoch [96][400/3405] lr: 7.388e-03, eta: 22:57:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 2.6282, loss: 2.6282 +2025-05-06 13:14:40,885 - pyskl - INFO - Epoch [96][500/3405] lr: 7.381e-03, eta: 22:56:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9969, loss_cls: 2.6693, loss: 2.6693 +2025-05-06 13:15:24,763 - pyskl - INFO - Epoch [96][600/3405] lr: 7.374e-03, eta: 22:55:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.7175, loss: 2.7175 +2025-05-06 13:16:08,544 - pyskl - INFO - Epoch [96][700/3405] lr: 7.367e-03, eta: 22:55:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9969, loss_cls: 2.6180, loss: 2.6180 +2025-05-06 13:16:52,225 - pyskl - INFO - Epoch [96][800/3405] lr: 7.360e-03, eta: 22:54:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.8535, loss: 2.8535 +2025-05-06 13:17:36,004 - pyskl - INFO - Epoch [96][900/3405] lr: 7.353e-03, eta: 22:53:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 2.7675, loss: 2.7675 +2025-05-06 13:18:19,655 - pyskl - INFO - Epoch [96][1000/3405] lr: 7.346e-03, eta: 22:52:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9950, loss_cls: 2.6639, loss: 2.6639 +2025-05-06 13:19:03,362 - pyskl - INFO - Epoch [96][1100/3405] lr: 7.339e-03, eta: 22:52:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 2.7226, loss: 2.7226 +2025-05-06 13:19:47,057 - pyskl - INFO - Epoch [96][1200/3405] lr: 7.332e-03, eta: 22:51:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 2.6988, loss: 2.6988 +2025-05-06 13:20:30,794 - pyskl - INFO - Epoch [96][1300/3405] lr: 7.325e-03, eta: 22:50:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 2.7859, loss: 2.7859 +2025-05-06 13:21:14,565 - pyskl - INFO - Epoch [96][1400/3405] lr: 7.318e-03, eta: 22:49:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.8013, loss: 2.8013 +2025-05-06 13:21:58,274 - pyskl - INFO - Epoch [96][1500/3405] lr: 7.311e-03, eta: 22:49:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.8048, loss: 2.8048 +2025-05-06 13:22:41,922 - pyskl - INFO - Epoch [96][1600/3405] lr: 7.304e-03, eta: 22:48:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 2.6475, loss: 2.6475 +2025-05-06 13:23:25,385 - pyskl - INFO - Epoch [96][1700/3405] lr: 7.297e-03, eta: 22:47:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.6662, loss: 2.6662 +2025-05-06 13:24:09,011 - pyskl - INFO - Epoch [96][1800/3405] lr: 7.290e-03, eta: 22:46:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.8169, loss: 2.8169 +2025-05-06 13:24:52,754 - pyskl - INFO - Epoch [96][1900/3405] lr: 7.283e-03, eta: 22:46:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.7738, loss: 2.7738 +2025-05-06 13:25:36,553 - pyskl - INFO - Epoch [96][2000/3405] lr: 7.276e-03, eta: 22:45:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9856, loss_cls: 2.7221, loss: 2.7221 +2025-05-06 13:26:20,161 - pyskl - INFO - Epoch [96][2100/3405] lr: 7.269e-03, eta: 22:44:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.7269, loss: 2.7269 +2025-05-06 13:27:03,858 - pyskl - INFO - Epoch [96][2200/3405] lr: 7.262e-03, eta: 22:44:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.6746, loss: 2.6746 +2025-05-06 13:27:47,692 - pyskl - INFO - Epoch [96][2300/3405] lr: 7.255e-03, eta: 22:43:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.7551, loss: 2.7551 +2025-05-06 13:28:31,422 - pyskl - INFO - Epoch [96][2400/3405] lr: 7.248e-03, eta: 22:42:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9931, loss_cls: 2.8050, loss: 2.8050 +2025-05-06 13:29:15,059 - pyskl - INFO - Epoch [96][2500/3405] lr: 7.241e-03, eta: 22:41:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.7038, loss: 2.7038 +2025-05-06 13:29:58,889 - pyskl - INFO - Epoch [96][2600/3405] lr: 7.234e-03, eta: 22:41:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.8788, loss: 2.8788 +2025-05-06 13:30:42,580 - pyskl - INFO - Epoch [96][2700/3405] lr: 7.227e-03, eta: 22:40:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.8389, loss: 2.8389 +2025-05-06 13:31:26,369 - pyskl - INFO - Epoch [96][2800/3405] lr: 7.220e-03, eta: 22:39:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.8454, loss: 2.8454 +2025-05-06 13:32:10,054 - pyskl - INFO - Epoch [96][2900/3405] lr: 7.213e-03, eta: 22:38:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9931, loss_cls: 2.7609, loss: 2.7609 +2025-05-06 13:32:53,802 - pyskl - INFO - Epoch [96][3000/3405] lr: 7.206e-03, eta: 22:38:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.9239, loss: 2.9239 +2025-05-06 13:33:37,555 - pyskl - INFO - Epoch [96][3100/3405] lr: 7.199e-03, eta: 22:37:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9794, loss_cls: 2.9453, loss: 2.9453 +2025-05-06 13:34:21,256 - pyskl - INFO - Epoch [96][3200/3405] lr: 7.192e-03, eta: 22:36:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.8705, loss: 2.8705 +2025-05-06 13:35:04,897 - pyskl - INFO - Epoch [96][3300/3405] lr: 7.185e-03, eta: 22:35:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.7437, loss: 2.7437 +2025-05-06 13:35:48,674 - pyskl - INFO - Epoch [96][3400/3405] lr: 7.178e-03, eta: 22:35:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.8385, loss: 2.8385 +2025-05-06 13:35:51,279 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-05-06 13:39:44,238 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 13:39:44,784 - pyskl - INFO - +top1_acc 0.8182 +top5_acc 0.9651 +2025-05-06 13:39:44,808 - pyskl - INFO - Epoch(val) [96][3718] top1_acc: 0.8182, top5_acc: 0.9651 +2025-05-06 13:40:52,373 - pyskl - INFO - Epoch [97][100/3405] lr: 7.171e-03, eta: 22:34:32, time: 0.676, data_time: 0.237, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9950, loss_cls: 2.6990, loss: 2.6990 +2025-05-06 13:41:36,144 - pyskl - INFO - Epoch [97][200/3405] lr: 7.164e-03, eta: 22:33:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.6361, loss: 2.6361 +2025-05-06 13:42:19,862 - pyskl - INFO - Epoch [97][300/3405] lr: 7.157e-03, eta: 22:33:03, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.6597, loss: 2.6597 +2025-05-06 13:43:03,589 - pyskl - INFO - Epoch [97][400/3405] lr: 7.150e-03, eta: 22:32:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.5943, loss: 2.5943 +2025-05-06 13:43:47,297 - pyskl - INFO - Epoch [97][500/3405] lr: 7.143e-03, eta: 22:31:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.6598, loss: 2.6598 +2025-05-06 13:44:31,036 - pyskl - INFO - Epoch [97][600/3405] lr: 7.136e-03, eta: 22:30:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.6599, loss: 2.6599 +2025-05-06 13:45:14,834 - pyskl - INFO - Epoch [97][700/3405] lr: 7.129e-03, eta: 22:30:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.6459, loss: 2.6459 +2025-05-06 13:45:58,551 - pyskl - INFO - Epoch [97][800/3405] lr: 7.122e-03, eta: 22:29:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 2.7417, loss: 2.7417 +2025-05-06 13:46:42,279 - pyskl - INFO - Epoch [97][900/3405] lr: 7.115e-03, eta: 22:28:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.8256, loss: 2.8256 +2025-05-06 13:47:26,039 - pyskl - INFO - Epoch [97][1000/3405] lr: 7.108e-03, eta: 22:27:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.7960, loss: 2.7960 +2025-05-06 13:48:09,807 - pyskl - INFO - Epoch [97][1100/3405] lr: 7.101e-03, eta: 22:27:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.7668, loss: 2.7668 +2025-05-06 13:48:53,549 - pyskl - INFO - Epoch [97][1200/3405] lr: 7.094e-03, eta: 22:26:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.6281, loss: 2.6281 +2025-05-06 13:49:37,244 - pyskl - INFO - Epoch [97][1300/3405] lr: 7.088e-03, eta: 22:25:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.6533, loss: 2.6533 +2025-05-06 13:50:20,952 - pyskl - INFO - Epoch [97][1400/3405] lr: 7.081e-03, eta: 22:24:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.6257, loss: 2.6257 +2025-05-06 13:51:04,743 - pyskl - INFO - Epoch [97][1500/3405] lr: 7.074e-03, eta: 22:24:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 2.7154, loss: 2.7154 +2025-05-06 13:51:48,428 - pyskl - INFO - Epoch [97][1600/3405] lr: 7.067e-03, eta: 22:23:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 2.6647, loss: 2.6647 +2025-05-06 13:52:32,231 - pyskl - INFO - Epoch [97][1700/3405] lr: 7.060e-03, eta: 22:22:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.8365, loss: 2.8365 +2025-05-06 13:53:15,970 - pyskl - INFO - Epoch [97][1800/3405] lr: 7.053e-03, eta: 22:21:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.8109, loss: 2.8109 +2025-05-06 13:53:59,824 - pyskl - INFO - Epoch [97][1900/3405] lr: 7.046e-03, eta: 22:21:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 2.6755, loss: 2.6755 +2025-05-06 13:54:43,649 - pyskl - INFO - Epoch [97][2000/3405] lr: 7.039e-03, eta: 22:20:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.6855, loss: 2.6855 +2025-05-06 13:55:27,449 - pyskl - INFO - Epoch [97][2100/3405] lr: 7.032e-03, eta: 22:19:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.6503, loss: 2.6503 +2025-05-06 13:56:11,210 - pyskl - INFO - Epoch [97][2200/3405] lr: 7.025e-03, eta: 22:18:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.8658, loss: 2.8658 +2025-05-06 13:56:55,122 - pyskl - INFO - Epoch [97][2300/3405] lr: 7.018e-03, eta: 22:18:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 2.6945, loss: 2.6945 +2025-05-06 13:57:38,892 - pyskl - INFO - Epoch [97][2400/3405] lr: 7.011e-03, eta: 22:17:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9925, loss_cls: 2.7541, loss: 2.7541 +2025-05-06 13:58:22,662 - pyskl - INFO - Epoch [97][2500/3405] lr: 7.005e-03, eta: 22:16:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.8473, loss: 2.8473 +2025-05-06 13:59:06,510 - pyskl - INFO - Epoch [97][2600/3405] lr: 6.998e-03, eta: 22:16:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.7346, loss: 2.7346 +2025-05-06 13:59:50,318 - pyskl - INFO - Epoch [97][2700/3405] lr: 6.991e-03, eta: 22:15:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.6693, loss: 2.6693 +2025-05-06 14:00:34,191 - pyskl - INFO - Epoch [97][2800/3405] lr: 6.984e-03, eta: 22:14:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.8413, loss: 2.8413 +2025-05-06 14:01:18,044 - pyskl - INFO - Epoch [97][2900/3405] lr: 6.977e-03, eta: 22:13:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.7597, loss: 2.7597 +2025-05-06 14:02:01,863 - pyskl - INFO - Epoch [97][3000/3405] lr: 6.970e-03, eta: 22:13:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 2.7160, loss: 2.7160 +2025-05-06 14:02:45,616 - pyskl - INFO - Epoch [97][3100/3405] lr: 6.963e-03, eta: 22:12:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.7394, loss: 2.7394 +2025-05-06 14:03:29,424 - pyskl - INFO - Epoch [97][3200/3405] lr: 6.956e-03, eta: 22:11:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.8194, loss: 2.8194 +2025-05-06 14:04:13,281 - pyskl - INFO - Epoch [97][3300/3405] lr: 6.949e-03, eta: 22:10:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.6931, loss: 2.6931 +2025-05-06 14:04:57,068 - pyskl - INFO - Epoch [97][3400/3405] lr: 6.942e-03, eta: 22:10:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.8499, loss: 2.8499 +2025-05-06 14:04:59,610 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-05-06 14:08:52,642 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 14:08:53,317 - pyskl - INFO - +top1_acc 0.8200 +top5_acc 0.9650 +2025-05-06 14:08:53,338 - pyskl - INFO - Epoch(val) [97][3718] top1_acc: 0.8200, top5_acc: 0.9650 +2025-05-06 14:10:01,035 - pyskl - INFO - Epoch [98][100/3405] lr: 6.935e-03, eta: 22:09:30, time: 0.677, data_time: 0.238, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.6516, loss: 2.6516 +2025-05-06 14:10:44,696 - pyskl - INFO - Epoch [98][200/3405] lr: 6.928e-03, eta: 22:08:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 2.6092, loss: 2.6092 +2025-05-06 14:11:28,350 - pyskl - INFO - Epoch [98][300/3405] lr: 6.921e-03, eta: 22:08:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.6064, loss: 2.6064 +2025-05-06 14:12:12,083 - pyskl - INFO - Epoch [98][400/3405] lr: 6.915e-03, eta: 22:07:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.7038, loss: 2.7038 +2025-05-06 14:12:55,817 - pyskl - INFO - Epoch [98][500/3405] lr: 6.908e-03, eta: 22:06:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.6656, loss: 2.6656 +2025-05-06 14:13:39,517 - pyskl - INFO - Epoch [98][600/3405] lr: 6.901e-03, eta: 22:05:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 2.6797, loss: 2.6797 +2025-05-06 14:14:23,139 - pyskl - INFO - Epoch [98][700/3405] lr: 6.894e-03, eta: 22:05:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.7195, loss: 2.7195 +2025-05-06 14:15:06,836 - pyskl - INFO - Epoch [98][800/3405] lr: 6.887e-03, eta: 22:04:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9962, loss_cls: 2.6587, loss: 2.6587 +2025-05-06 14:15:50,484 - pyskl - INFO - Epoch [98][900/3405] lr: 6.880e-03, eta: 22:03:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.5910, loss: 2.5910 +2025-05-06 14:16:34,174 - pyskl - INFO - Epoch [98][1000/3405] lr: 6.873e-03, eta: 22:02:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 2.6700, loss: 2.6700 +2025-05-06 14:17:17,946 - pyskl - INFO - Epoch [98][1100/3405] lr: 6.867e-03, eta: 22:02:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9944, loss_cls: 2.6859, loss: 2.6859 +2025-05-06 14:18:01,818 - pyskl - INFO - Epoch [98][1200/3405] lr: 6.860e-03, eta: 22:01:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.6654, loss: 2.6654 +2025-05-06 14:18:45,541 - pyskl - INFO - Epoch [98][1300/3405] lr: 6.853e-03, eta: 22:00:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 2.7185, loss: 2.7185 +2025-05-06 14:19:29,225 - pyskl - INFO - Epoch [98][1400/3405] lr: 6.846e-03, eta: 21:59:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 2.6101, loss: 2.6101 +2025-05-06 14:20:12,812 - pyskl - INFO - Epoch [98][1500/3405] lr: 6.839e-03, eta: 21:59:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.6141, loss: 2.6141 +2025-05-06 14:20:56,467 - pyskl - INFO - Epoch [98][1600/3405] lr: 6.832e-03, eta: 21:58:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.6775, loss: 2.6775 +2025-05-06 14:21:40,136 - pyskl - INFO - Epoch [98][1700/3405] lr: 6.825e-03, eta: 21:57:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9950, loss_cls: 2.7741, loss: 2.7741 +2025-05-06 14:22:23,679 - pyskl - INFO - Epoch [98][1800/3405] lr: 6.819e-03, eta: 21:56:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.7309, loss: 2.7309 +2025-05-06 14:23:07,297 - pyskl - INFO - Epoch [98][1900/3405] lr: 6.812e-03, eta: 21:56:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.6001, loss: 2.6001 +2025-05-06 14:23:51,026 - pyskl - INFO - Epoch [98][2000/3405] lr: 6.805e-03, eta: 21:55:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.7644, loss: 2.7644 +2025-05-06 14:24:34,737 - pyskl - INFO - Epoch [98][2100/3405] lr: 6.798e-03, eta: 21:54:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.6561, loss: 2.6561 +2025-05-06 14:25:18,459 - pyskl - INFO - Epoch [98][2200/3405] lr: 6.791e-03, eta: 21:53:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.8022, loss: 2.8022 +2025-05-06 14:26:02,230 - pyskl - INFO - Epoch [98][2300/3405] lr: 6.784e-03, eta: 21:53:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.7731, loss: 2.7731 +2025-05-06 14:26:46,131 - pyskl - INFO - Epoch [98][2400/3405] lr: 6.777e-03, eta: 21:52:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 2.7346, loss: 2.7346 +2025-05-06 14:27:29,971 - pyskl - INFO - Epoch [98][2500/3405] lr: 6.771e-03, eta: 21:51:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 2.7610, loss: 2.7610 +2025-05-06 14:28:13,841 - pyskl - INFO - Epoch [98][2600/3405] lr: 6.764e-03, eta: 21:50:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.7360, loss: 2.7360 +2025-05-06 14:28:57,915 - pyskl - INFO - Epoch [98][2700/3405] lr: 6.757e-03, eta: 21:50:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.7835, loss: 2.7835 +2025-05-06 14:29:41,870 - pyskl - INFO - Epoch [98][2800/3405] lr: 6.750e-03, eta: 21:49:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9950, loss_cls: 2.9004, loss: 2.9004 +2025-05-06 14:30:25,730 - pyskl - INFO - Epoch [98][2900/3405] lr: 6.743e-03, eta: 21:48:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.6458, loss: 2.6458 +2025-05-06 14:31:09,378 - pyskl - INFO - Epoch [98][3000/3405] lr: 6.736e-03, eta: 21:48:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.8264, loss: 2.8264 +2025-05-06 14:31:53,093 - pyskl - INFO - Epoch [98][3100/3405] lr: 6.730e-03, eta: 21:47:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.7705, loss: 2.7705 +2025-05-06 14:32:36,871 - pyskl - INFO - Epoch [98][3200/3405] lr: 6.723e-03, eta: 21:46:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 2.7388, loss: 2.7388 +2025-05-06 14:33:20,639 - pyskl - INFO - Epoch [98][3300/3405] lr: 6.716e-03, eta: 21:45:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.8041, loss: 2.8041 +2025-05-06 14:34:04,506 - pyskl - INFO - Epoch [98][3400/3405] lr: 6.709e-03, eta: 21:45:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.6679, loss: 2.6679 +2025-05-06 14:34:07,034 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-05-06 14:38:00,241 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 14:38:00,864 - pyskl - INFO - +top1_acc 0.8148 +top5_acc 0.9642 +2025-05-06 14:38:00,886 - pyskl - INFO - Epoch(val) [98][3718] top1_acc: 0.8148, top5_acc: 0.9642 +2025-05-06 14:39:08,398 - pyskl - INFO - Epoch [99][100/3405] lr: 6.702e-03, eta: 21:44:26, time: 0.675, data_time: 0.235, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9962, loss_cls: 2.5506, loss: 2.5506 +2025-05-06 14:39:52,185 - pyskl - INFO - Epoch [99][200/3405] lr: 6.695e-03, eta: 21:43:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.6178, loss: 2.6178 +2025-05-06 14:40:35,860 - pyskl - INFO - Epoch [99][300/3405] lr: 6.688e-03, eta: 21:42:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.6123, loss: 2.6123 +2025-05-06 14:41:19,649 - pyskl - INFO - Epoch [99][400/3405] lr: 6.682e-03, eta: 21:42:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 2.5773, loss: 2.5773 +2025-05-06 14:42:03,258 - pyskl - INFO - Epoch [99][500/3405] lr: 6.675e-03, eta: 21:41:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.5726, loss: 2.5726 +2025-05-06 14:42:46,877 - pyskl - INFO - Epoch [99][600/3405] lr: 6.668e-03, eta: 21:40:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.5345, loss: 2.5345 +2025-05-06 14:43:30,455 - pyskl - INFO - Epoch [99][700/3405] lr: 6.661e-03, eta: 21:39:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 2.6161, loss: 2.6161 +2025-05-06 14:44:14,091 - pyskl - INFO - Epoch [99][800/3405] lr: 6.654e-03, eta: 21:39:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.7098, loss: 2.7098 +2025-05-06 14:44:57,865 - pyskl - INFO - Epoch [99][900/3405] lr: 6.648e-03, eta: 21:38:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 2.5790, loss: 2.5790 +2025-05-06 14:45:41,746 - pyskl - INFO - Epoch [99][1000/3405] lr: 6.641e-03, eta: 21:37:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.6909, loss: 2.6909 +2025-05-06 14:46:25,571 - pyskl - INFO - Epoch [99][1100/3405] lr: 6.634e-03, eta: 21:37:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 2.6198, loss: 2.6198 +2025-05-06 14:47:09,250 - pyskl - INFO - Epoch [99][1200/3405] lr: 6.627e-03, eta: 21:36:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.6643, loss: 2.6643 +2025-05-06 14:47:53,041 - pyskl - INFO - Epoch [99][1300/3405] lr: 6.620e-03, eta: 21:35:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.6419, loss: 2.6419 +2025-05-06 14:48:36,833 - pyskl - INFO - Epoch [99][1400/3405] lr: 6.614e-03, eta: 21:34:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.6224, loss: 2.6224 +2025-05-06 14:49:20,574 - pyskl - INFO - Epoch [99][1500/3405] lr: 6.607e-03, eta: 21:34:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.7750, loss: 2.7750 +2025-05-06 14:50:04,282 - pyskl - INFO - Epoch [99][1600/3405] lr: 6.600e-03, eta: 21:33:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.8523, loss: 2.8523 +2025-05-06 14:50:48,020 - pyskl - INFO - Epoch [99][1700/3405] lr: 6.593e-03, eta: 21:32:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.6777, loss: 2.6777 +2025-05-06 14:51:31,807 - pyskl - INFO - Epoch [99][1800/3405] lr: 6.587e-03, eta: 21:31:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.6586, loss: 2.6586 +2025-05-06 14:52:15,479 - pyskl - INFO - Epoch [99][1900/3405] lr: 6.580e-03, eta: 21:31:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.6659, loss: 2.6659 +2025-05-06 14:52:59,294 - pyskl - INFO - Epoch [99][2000/3405] lr: 6.573e-03, eta: 21:30:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.7795, loss: 2.7795 +2025-05-06 14:53:43,200 - pyskl - INFO - Epoch [99][2100/3405] lr: 6.566e-03, eta: 21:29:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9969, loss_cls: 2.6937, loss: 2.6937 +2025-05-06 14:54:26,899 - pyskl - INFO - Epoch [99][2200/3405] lr: 6.559e-03, eta: 21:28:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.6799, loss: 2.6799 +2025-05-06 14:55:10,599 - pyskl - INFO - Epoch [99][2300/3405] lr: 6.553e-03, eta: 21:28:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 2.6901, loss: 2.6901 +2025-05-06 14:55:54,475 - pyskl - INFO - Epoch [99][2400/3405] lr: 6.546e-03, eta: 21:27:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9944, loss_cls: 2.7060, loss: 2.7060 +2025-05-06 14:56:38,256 - pyskl - INFO - Epoch [99][2500/3405] lr: 6.539e-03, eta: 21:26:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.6866, loss: 2.6866 +2025-05-06 14:57:22,318 - pyskl - INFO - Epoch [99][2600/3405] lr: 6.532e-03, eta: 21:25:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.6684, loss: 2.6684 +2025-05-06 14:58:06,105 - pyskl - INFO - Epoch [99][2700/3405] lr: 6.526e-03, eta: 21:25:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.6408, loss: 2.6408 +2025-05-06 14:58:49,871 - pyskl - INFO - Epoch [99][2800/3405] lr: 6.519e-03, eta: 21:24:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.5970, loss: 2.5970 +2025-05-06 14:59:33,715 - pyskl - INFO - Epoch [99][2900/3405] lr: 6.512e-03, eta: 21:23:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9969, loss_cls: 2.5410, loss: 2.5410 +2025-05-06 15:00:17,619 - pyskl - INFO - Epoch [99][3000/3405] lr: 6.505e-03, eta: 21:22:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9812, loss_cls: 2.7847, loss: 2.7847 +2025-05-06 15:01:01,268 - pyskl - INFO - Epoch [99][3100/3405] lr: 6.499e-03, eta: 21:22:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.7437, loss: 2.7437 +2025-05-06 15:01:44,878 - pyskl - INFO - Epoch [99][3200/3405] lr: 6.492e-03, eta: 21:21:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9912, loss_cls: 2.7731, loss: 2.7731 +2025-05-06 15:02:28,618 - pyskl - INFO - Epoch [99][3300/3405] lr: 6.485e-03, eta: 21:20:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.7423, loss: 2.7423 +2025-05-06 15:03:12,204 - pyskl - INFO - Epoch [99][3400/3405] lr: 6.478e-03, eta: 21:19:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.7357, loss: 2.7357 +2025-05-06 15:03:14,758 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-05-06 15:07:07,403 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 15:07:08,099 - pyskl - INFO - +top1_acc 0.8091 +top5_acc 0.9608 +2025-05-06 15:07:08,122 - pyskl - INFO - Epoch(val) [99][3718] top1_acc: 0.8091, top5_acc: 0.9608 +2025-05-06 15:08:15,064 - pyskl - INFO - Epoch [100][100/3405] lr: 6.471e-03, eta: 21:19:23, time: 0.669, data_time: 0.231, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9962, loss_cls: 2.5910, loss: 2.5910 +2025-05-06 15:08:58,685 - pyskl - INFO - Epoch [100][200/3405] lr: 6.465e-03, eta: 21:18:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 2.5801, loss: 2.5801 +2025-05-06 15:09:42,363 - pyskl - INFO - Epoch [100][300/3405] lr: 6.458e-03, eta: 21:17:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.5746, loss: 2.5746 +2025-05-06 15:10:25,957 - pyskl - INFO - Epoch [100][400/3405] lr: 6.451e-03, eta: 21:17:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.6525, loss: 2.6525 +2025-05-06 15:11:09,590 - pyskl - INFO - Epoch [100][500/3405] lr: 6.444e-03, eta: 21:16:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.5097, loss: 2.5097 +2025-05-06 15:11:53,381 - pyskl - INFO - Epoch [100][600/3405] lr: 6.438e-03, eta: 21:15:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.6240, loss: 2.6240 +2025-05-06 15:12:37,150 - pyskl - INFO - Epoch [100][700/3405] lr: 6.431e-03, eta: 21:14:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9950, loss_cls: 2.5238, loss: 2.5238 +2025-05-06 15:13:20,926 - pyskl - INFO - Epoch [100][800/3405] lr: 6.424e-03, eta: 21:14:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.6389, loss: 2.6389 +2025-05-06 15:14:04,661 - pyskl - INFO - Epoch [100][900/3405] lr: 6.418e-03, eta: 21:13:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.6735, loss: 2.6735 +2025-05-06 15:14:48,398 - pyskl - INFO - Epoch [100][1000/3405] lr: 6.411e-03, eta: 21:12:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.6727, loss: 2.6727 +2025-05-06 15:15:32,084 - pyskl - INFO - Epoch [100][1100/3405] lr: 6.404e-03, eta: 21:11:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.6187, loss: 2.6187 +2025-05-06 15:16:15,744 - pyskl - INFO - Epoch [100][1200/3405] lr: 6.397e-03, eta: 21:11:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.5835, loss: 2.5835 +2025-05-06 15:16:59,438 - pyskl - INFO - Epoch [100][1300/3405] lr: 6.391e-03, eta: 21:10:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 2.5895, loss: 2.5895 +2025-05-06 15:17:43,197 - pyskl - INFO - Epoch [100][1400/3405] lr: 6.384e-03, eta: 21:09:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.5960, loss: 2.5960 +2025-05-06 15:18:26,924 - pyskl - INFO - Epoch [100][1500/3405] lr: 6.377e-03, eta: 21:09:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9938, loss_cls: 2.6574, loss: 2.6574 +2025-05-06 15:19:10,553 - pyskl - INFO - Epoch [100][1600/3405] lr: 6.371e-03, eta: 21:08:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.6744, loss: 2.6744 +2025-05-06 15:19:54,307 - pyskl - INFO - Epoch [100][1700/3405] lr: 6.364e-03, eta: 21:07:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 2.7526, loss: 2.7526 +2025-05-06 15:20:37,948 - pyskl - INFO - Epoch [100][1800/3405] lr: 6.357e-03, eta: 21:06:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9938, loss_cls: 2.7141, loss: 2.7141 +2025-05-06 15:21:21,642 - pyskl - INFO - Epoch [100][1900/3405] lr: 6.351e-03, eta: 21:06:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 2.7125, loss: 2.7125 +2025-05-06 15:22:05,330 - pyskl - INFO - Epoch [100][2000/3405] lr: 6.344e-03, eta: 21:05:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.7047, loss: 2.7047 +2025-05-06 15:22:48,989 - pyskl - INFO - Epoch [100][2100/3405] lr: 6.337e-03, eta: 21:04:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9950, loss_cls: 2.8050, loss: 2.8050 +2025-05-06 15:23:32,672 - pyskl - INFO - Epoch [100][2200/3405] lr: 6.330e-03, eta: 21:03:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9875, loss_cls: 2.6603, loss: 2.6603 +2025-05-06 15:24:16,296 - pyskl - INFO - Epoch [100][2300/3405] lr: 6.324e-03, eta: 21:03:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.7601, loss: 2.7601 +2025-05-06 15:25:00,024 - pyskl - INFO - Epoch [100][2400/3405] lr: 6.317e-03, eta: 21:02:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.6985, loss: 2.6985 +2025-05-06 15:25:43,946 - pyskl - INFO - Epoch [100][2500/3405] lr: 6.310e-03, eta: 21:01:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9969, loss_cls: 2.7163, loss: 2.7163 +2025-05-06 15:26:27,738 - pyskl - INFO - Epoch [100][2600/3405] lr: 6.304e-03, eta: 21:00:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 2.7204, loss: 2.7204 +2025-05-06 15:27:11,471 - pyskl - INFO - Epoch [100][2700/3405] lr: 6.297e-03, eta: 21:00:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.6732, loss: 2.6732 +2025-05-06 15:27:55,246 - pyskl - INFO - Epoch [100][2800/3405] lr: 6.290e-03, eta: 20:59:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 2.8394, loss: 2.8394 +2025-05-06 15:28:38,972 - pyskl - INFO - Epoch [100][2900/3405] lr: 6.284e-03, eta: 20:58:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.7182, loss: 2.7182 +2025-05-06 15:29:22,974 - pyskl - INFO - Epoch [100][3000/3405] lr: 6.277e-03, eta: 20:57:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9950, loss_cls: 2.7199, loss: 2.7199 +2025-05-06 15:30:06,845 - pyskl - INFO - Epoch [100][3100/3405] lr: 6.270e-03, eta: 20:57:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.6459, loss: 2.6459 +2025-05-06 15:30:50,625 - pyskl - INFO - Epoch [100][3200/3405] lr: 6.264e-03, eta: 20:56:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.6925, loss: 2.6925 +2025-05-06 15:31:34,617 - pyskl - INFO - Epoch [100][3300/3405] lr: 6.257e-03, eta: 20:55:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.7592, loss: 2.7592 +2025-05-06 15:32:18,347 - pyskl - INFO - Epoch [100][3400/3405] lr: 6.250e-03, eta: 20:54:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.7365, loss: 2.7365 +2025-05-06 15:32:20,876 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-05-06 15:36:13,846 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 15:36:14,417 - pyskl - INFO - +top1_acc 0.8231 +top5_acc 0.9587 +2025-05-06 15:36:14,471 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_94.pth was removed +2025-05-06 15:36:15,559 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_100.pth. +2025-05-06 15:36:15,561 - pyskl - INFO - Best top1_acc is 0.8231 at 100 epoch. +2025-05-06 15:36:15,583 - pyskl - INFO - Epoch(val) [100][3718] top1_acc: 0.8231, top5_acc: 0.9587 +2025-05-06 15:37:22,611 - pyskl - INFO - Epoch [101][100/3405] lr: 6.243e-03, eta: 20:54:19, time: 0.670, data_time: 0.229, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 2.5459, loss: 2.5459 +2025-05-06 15:38:06,451 - pyskl - INFO - Epoch [101][200/3405] lr: 6.237e-03, eta: 20:53:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.5307, loss: 2.5307 +2025-05-06 15:38:50,297 - pyskl - INFO - Epoch [101][300/3405] lr: 6.230e-03, eta: 20:52:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 2.5545, loss: 2.5545 +2025-05-06 15:39:34,120 - pyskl - INFO - Epoch [101][400/3405] lr: 6.223e-03, eta: 20:52:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9969, loss_cls: 2.6479, loss: 2.6479 +2025-05-06 15:40:17,853 - pyskl - INFO - Epoch [101][500/3405] lr: 6.217e-03, eta: 20:51:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.5732, loss: 2.5732 +2025-05-06 15:41:01,577 - pyskl - INFO - Epoch [101][600/3405] lr: 6.210e-03, eta: 20:50:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.4125, loss: 2.4125 +2025-05-06 15:41:45,398 - pyskl - INFO - Epoch [101][700/3405] lr: 6.204e-03, eta: 20:49:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 2.6059, loss: 2.6059 +2025-05-06 15:42:29,202 - pyskl - INFO - Epoch [101][800/3405] lr: 6.197e-03, eta: 20:49:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9962, loss_cls: 2.5753, loss: 2.5753 +2025-05-06 15:43:12,974 - pyskl - INFO - Epoch [101][900/3405] lr: 6.190e-03, eta: 20:48:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9962, loss_cls: 2.6123, loss: 2.6123 +2025-05-06 15:43:56,750 - pyskl - INFO - Epoch [101][1000/3405] lr: 6.184e-03, eta: 20:47:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.6271, loss: 2.6271 +2025-05-06 15:44:40,476 - pyskl - INFO - Epoch [101][1100/3405] lr: 6.177e-03, eta: 20:46:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.6070, loss: 2.6070 +2025-05-06 15:45:24,174 - pyskl - INFO - Epoch [101][1200/3405] lr: 6.170e-03, eta: 20:46:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9969, loss_cls: 2.6178, loss: 2.6178 +2025-05-06 15:46:07,955 - pyskl - INFO - Epoch [101][1300/3405] lr: 6.164e-03, eta: 20:45:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9894, loss_cls: 2.5965, loss: 2.5965 +2025-05-06 15:46:51,739 - pyskl - INFO - Epoch [101][1400/3405] lr: 6.157e-03, eta: 20:44:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9950, loss_cls: 2.6614, loss: 2.6614 +2025-05-06 15:47:35,515 - pyskl - INFO - Epoch [101][1500/3405] lr: 6.150e-03, eta: 20:43:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.6987, loss: 2.6987 +2025-05-06 15:48:19,346 - pyskl - INFO - Epoch [101][1600/3405] lr: 6.144e-03, eta: 20:43:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.6480, loss: 2.6480 +2025-05-06 15:49:03,123 - pyskl - INFO - Epoch [101][1700/3405] lr: 6.137e-03, eta: 20:42:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.6605, loss: 2.6605 +2025-05-06 15:49:46,892 - pyskl - INFO - Epoch [101][1800/3405] lr: 6.131e-03, eta: 20:41:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9988, loss_cls: 2.5078, loss: 2.5078 +2025-05-06 15:50:30,619 - pyskl - INFO - Epoch [101][1900/3405] lr: 6.124e-03, eta: 20:40:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.6205, loss: 2.6205 +2025-05-06 15:51:14,392 - pyskl - INFO - Epoch [101][2000/3405] lr: 6.117e-03, eta: 20:40:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.6801, loss: 2.6801 +2025-05-06 15:51:58,164 - pyskl - INFO - Epoch [101][2100/3405] lr: 6.111e-03, eta: 20:39:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.7711, loss: 2.7711 +2025-05-06 15:52:41,932 - pyskl - INFO - Epoch [101][2200/3405] lr: 6.104e-03, eta: 20:38:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.6980, loss: 2.6980 +2025-05-06 15:53:25,695 - pyskl - INFO - Epoch [101][2300/3405] lr: 6.098e-03, eta: 20:38:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 2.6719, loss: 2.6719 +2025-05-06 15:54:09,469 - pyskl - INFO - Epoch [101][2400/3405] lr: 6.091e-03, eta: 20:37:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.7070, loss: 2.7070 +2025-05-06 15:54:53,303 - pyskl - INFO - Epoch [101][2500/3405] lr: 6.084e-03, eta: 20:36:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.6238, loss: 2.6238 +2025-05-06 15:55:37,117 - pyskl - INFO - Epoch [101][2600/3405] lr: 6.078e-03, eta: 20:35:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.6606, loss: 2.6606 +2025-05-06 15:56:20,810 - pyskl - INFO - Epoch [101][2700/3405] lr: 6.071e-03, eta: 20:35:03, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9962, loss_cls: 2.6814, loss: 2.6814 +2025-05-06 15:57:04,655 - pyskl - INFO - Epoch [101][2800/3405] lr: 6.065e-03, eta: 20:34:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.7070, loss: 2.7070 +2025-05-06 15:57:48,424 - pyskl - INFO - Epoch [101][2900/3405] lr: 6.058e-03, eta: 20:33:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.6433, loss: 2.6433 +2025-05-06 15:58:32,269 - pyskl - INFO - Epoch [101][3000/3405] lr: 6.051e-03, eta: 20:32:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.6687, loss: 2.6687 +2025-05-06 15:59:16,109 - pyskl - INFO - Epoch [101][3100/3405] lr: 6.045e-03, eta: 20:32:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.8211, loss: 2.8211 +2025-05-06 15:59:59,890 - pyskl - INFO - Epoch [101][3200/3405] lr: 6.038e-03, eta: 20:31:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 2.7204, loss: 2.7204 +2025-05-06 16:00:43,703 - pyskl - INFO - Epoch [101][3300/3405] lr: 6.032e-03, eta: 20:30:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.5789, loss: 2.5789 +2025-05-06 16:01:27,466 - pyskl - INFO - Epoch [101][3400/3405] lr: 6.025e-03, eta: 20:29:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.7328, loss: 2.7328 +2025-05-06 16:01:30,024 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-05-06 16:05:22,588 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 16:05:23,143 - pyskl - INFO - +top1_acc 0.8193 +top5_acc 0.9647 +2025-05-06 16:05:23,166 - pyskl - INFO - Epoch(val) [101][3718] top1_acc: 0.8193, top5_acc: 0.9647 +2025-05-06 16:06:30,311 - pyskl - INFO - Epoch [102][100/3405] lr: 6.018e-03, eta: 20:29:16, time: 0.671, data_time: 0.234, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.4739, loss: 2.4739 +2025-05-06 16:07:13,914 - pyskl - INFO - Epoch [102][200/3405] lr: 6.012e-03, eta: 20:28:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 2.5146, loss: 2.5146 +2025-05-06 16:07:57,655 - pyskl - INFO - Epoch [102][300/3405] lr: 6.005e-03, eta: 20:27:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 2.4961, loss: 2.4961 +2025-05-06 16:08:41,352 - pyskl - INFO - Epoch [102][400/3405] lr: 5.998e-03, eta: 20:27:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.4409, loss: 2.4409 +2025-05-06 16:09:25,047 - pyskl - INFO - Epoch [102][500/3405] lr: 5.992e-03, eta: 20:26:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.4859, loss: 2.4859 +2025-05-06 16:10:08,777 - pyskl - INFO - Epoch [102][600/3405] lr: 5.985e-03, eta: 20:25:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.5150, loss: 2.5150 +2025-05-06 16:10:52,474 - pyskl - INFO - Epoch [102][700/3405] lr: 5.979e-03, eta: 20:24:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.6011, loss: 2.6011 +2025-05-06 16:11:36,220 - pyskl - INFO - Epoch [102][800/3405] lr: 5.972e-03, eta: 20:24:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.5011, loss: 2.5011 +2025-05-06 16:12:19,910 - pyskl - INFO - Epoch [102][900/3405] lr: 5.966e-03, eta: 20:23:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.5543, loss: 2.5543 +2025-05-06 16:13:03,695 - pyskl - INFO - Epoch [102][1000/3405] lr: 5.959e-03, eta: 20:22:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.6725, loss: 2.6725 +2025-05-06 16:13:47,663 - pyskl - INFO - Epoch [102][1100/3405] lr: 5.953e-03, eta: 20:21:51, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9962, loss_cls: 2.6009, loss: 2.6009 +2025-05-06 16:14:31,400 - pyskl - INFO - Epoch [102][1200/3405] lr: 5.946e-03, eta: 20:21:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9962, loss_cls: 2.5033, loss: 2.5033 +2025-05-06 16:15:15,099 - pyskl - INFO - Epoch [102][1300/3405] lr: 5.939e-03, eta: 20:20:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9956, loss_cls: 2.6242, loss: 2.6242 +2025-05-06 16:15:58,914 - pyskl - INFO - Epoch [102][1400/3405] lr: 5.933e-03, eta: 20:19:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.5532, loss: 2.5532 +2025-05-06 16:16:42,661 - pyskl - INFO - Epoch [102][1500/3405] lr: 5.926e-03, eta: 20:18:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.5680, loss: 2.5680 +2025-05-06 16:17:26,612 - pyskl - INFO - Epoch [102][1600/3405] lr: 5.920e-03, eta: 20:18:09, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 2.5734, loss: 2.5734 +2025-05-06 16:18:10,581 - pyskl - INFO - Epoch [102][1700/3405] lr: 5.913e-03, eta: 20:17:25, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 2.6611, loss: 2.6611 +2025-05-06 16:18:54,515 - pyskl - INFO - Epoch [102][1800/3405] lr: 5.907e-03, eta: 20:16:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.5514, loss: 2.5514 +2025-05-06 16:19:38,432 - pyskl - INFO - Epoch [102][1900/3405] lr: 5.900e-03, eta: 20:15:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.6127, loss: 2.6127 +2025-05-06 16:20:22,447 - pyskl - INFO - Epoch [102][2000/3405] lr: 5.894e-03, eta: 20:15:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.5781, loss: 2.5781 +2025-05-06 16:21:06,397 - pyskl - INFO - Epoch [102][2100/3405] lr: 5.887e-03, eta: 20:14:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.5170, loss: 2.5170 +2025-05-06 16:21:50,411 - pyskl - INFO - Epoch [102][2200/3405] lr: 5.881e-03, eta: 20:13:43, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.6821, loss: 2.6821 +2025-05-06 16:22:34,357 - pyskl - INFO - Epoch [102][2300/3405] lr: 5.874e-03, eta: 20:12:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9975, loss_cls: 2.5348, loss: 2.5348 +2025-05-06 16:23:18,249 - pyskl - INFO - Epoch [102][2400/3405] lr: 5.868e-03, eta: 20:12:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9950, loss_cls: 2.6939, loss: 2.6939 +2025-05-06 16:24:02,185 - pyskl - INFO - Epoch [102][2500/3405] lr: 5.861e-03, eta: 20:11:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.6156, loss: 2.6156 +2025-05-06 16:24:46,189 - pyskl - INFO - Epoch [102][2600/3405] lr: 5.855e-03, eta: 20:10:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.7066, loss: 2.7066 +2025-05-06 16:25:30,015 - pyskl - INFO - Epoch [102][2700/3405] lr: 5.848e-03, eta: 20:10:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 2.6115, loss: 2.6115 +2025-05-06 16:26:13,861 - pyskl - INFO - Epoch [102][2800/3405] lr: 5.842e-03, eta: 20:09:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.6983, loss: 2.6983 +2025-05-06 16:26:57,608 - pyskl - INFO - Epoch [102][2900/3405] lr: 5.835e-03, eta: 20:08:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.6281, loss: 2.6281 +2025-05-06 16:27:41,561 - pyskl - INFO - Epoch [102][3000/3405] lr: 5.829e-03, eta: 20:07:48, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9962, loss_cls: 2.5676, loss: 2.5676 +2025-05-06 16:28:25,514 - pyskl - INFO - Epoch [102][3100/3405] lr: 5.822e-03, eta: 20:07:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.7417, loss: 2.7417 +2025-05-06 16:29:09,342 - pyskl - INFO - Epoch [102][3200/3405] lr: 5.816e-03, eta: 20:06:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.6230, loss: 2.6230 +2025-05-06 16:29:53,190 - pyskl - INFO - Epoch [102][3300/3405] lr: 5.809e-03, eta: 20:05:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.5891, loss: 2.5891 +2025-05-06 16:30:37,011 - pyskl - INFO - Epoch [102][3400/3405] lr: 5.803e-03, eta: 20:04:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.6248, loss: 2.6248 +2025-05-06 16:30:39,551 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-05-06 16:34:32,953 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 16:34:33,504 - pyskl - INFO - +top1_acc 0.8309 +top5_acc 0.9683 +2025-05-06 16:34:33,559 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_100.pth was removed +2025-05-06 16:34:34,657 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_102.pth. +2025-05-06 16:34:34,659 - pyskl - INFO - Best top1_acc is 0.8309 at 102 epoch. +2025-05-06 16:34:34,681 - pyskl - INFO - Epoch(val) [102][3718] top1_acc: 0.8309, top5_acc: 0.9683 +2025-05-06 16:35:41,819 - pyskl - INFO - Epoch [103][100/3405] lr: 5.796e-03, eta: 20:04:13, time: 0.671, data_time: 0.235, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.3998, loss: 2.3998 +2025-05-06 16:36:25,864 - pyskl - INFO - Epoch [103][200/3405] lr: 5.789e-03, eta: 20:03:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9981, loss_cls: 2.4617, loss: 2.4617 +2025-05-06 16:37:09,835 - pyskl - INFO - Epoch [103][300/3405] lr: 5.783e-03, eta: 20:02:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 2.4941, loss: 2.4941 +2025-05-06 16:37:53,829 - pyskl - INFO - Epoch [103][400/3405] lr: 5.776e-03, eta: 20:02:00, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.4786, loss: 2.4786 +2025-05-06 16:38:37,560 - pyskl - INFO - Epoch [103][500/3405] lr: 5.770e-03, eta: 20:01:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 2.4656, loss: 2.4656 +2025-05-06 16:39:21,476 - pyskl - INFO - Epoch [103][600/3405] lr: 5.763e-03, eta: 20:00:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9981, loss_cls: 2.4447, loss: 2.4447 +2025-05-06 16:40:05,429 - pyskl - INFO - Epoch [103][700/3405] lr: 5.757e-03, eta: 19:59:47, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.5268, loss: 2.5268 +2025-05-06 16:40:49,233 - pyskl - INFO - Epoch [103][800/3405] lr: 5.750e-03, eta: 19:59:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.5841, loss: 2.5841 +2025-05-06 16:41:32,976 - pyskl - INFO - Epoch [103][900/3405] lr: 5.744e-03, eta: 19:58:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.4662, loss: 2.4662 +2025-05-06 16:42:16,704 - pyskl - INFO - Epoch [103][1000/3405] lr: 5.737e-03, eta: 19:57:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.5501, loss: 2.5501 +2025-05-06 16:43:00,402 - pyskl - INFO - Epoch [103][1100/3405] lr: 5.731e-03, eta: 19:56:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.5794, loss: 2.5794 +2025-05-06 16:43:44,013 - pyskl - INFO - Epoch [103][1200/3405] lr: 5.725e-03, eta: 19:56:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 2.6213, loss: 2.6213 +2025-05-06 16:44:27,726 - pyskl - INFO - Epoch [103][1300/3405] lr: 5.718e-03, eta: 19:55:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.6353, loss: 2.6353 +2025-05-06 16:45:11,390 - pyskl - INFO - Epoch [103][1400/3405] lr: 5.712e-03, eta: 19:54:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.5556, loss: 2.5556 +2025-05-06 16:45:55,098 - pyskl - INFO - Epoch [103][1500/3405] lr: 5.705e-03, eta: 19:53:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.5957, loss: 2.5957 +2025-05-06 16:46:38,785 - pyskl - INFO - Epoch [103][1600/3405] lr: 5.699e-03, eta: 19:53:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9962, loss_cls: 2.6371, loss: 2.6371 +2025-05-06 16:47:22,557 - pyskl - INFO - Epoch [103][1700/3405] lr: 5.692e-03, eta: 19:52:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.5502, loss: 2.5502 +2025-05-06 16:48:06,306 - pyskl - INFO - Epoch [103][1800/3405] lr: 5.686e-03, eta: 19:51:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.6836, loss: 2.6836 +2025-05-06 16:48:49,991 - pyskl - INFO - Epoch [103][1900/3405] lr: 5.679e-03, eta: 19:50:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9962, loss_cls: 2.5408, loss: 2.5408 +2025-05-06 16:49:33,681 - pyskl - INFO - Epoch [103][2000/3405] lr: 5.673e-03, eta: 19:50:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.5675, loss: 2.5675 +2025-05-06 16:50:17,382 - pyskl - INFO - Epoch [103][2100/3405] lr: 5.666e-03, eta: 19:49:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.6143, loss: 2.6143 +2025-05-06 16:51:01,044 - pyskl - INFO - Epoch [103][2200/3405] lr: 5.660e-03, eta: 19:48:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.5092, loss: 2.5092 +2025-05-06 16:51:44,756 - pyskl - INFO - Epoch [103][2300/3405] lr: 5.654e-03, eta: 19:47:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 2.5173, loss: 2.5173 +2025-05-06 16:52:28,484 - pyskl - INFO - Epoch [103][2400/3405] lr: 5.647e-03, eta: 19:47:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.5761, loss: 2.5761 +2025-05-06 16:53:12,140 - pyskl - INFO - Epoch [103][2500/3405] lr: 5.641e-03, eta: 19:46:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 2.6548, loss: 2.6548 +2025-05-06 16:53:55,843 - pyskl - INFO - Epoch [103][2600/3405] lr: 5.634e-03, eta: 19:45:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 2.4657, loss: 2.4657 +2025-05-06 16:54:39,773 - pyskl - INFO - Epoch [103][2700/3405] lr: 5.628e-03, eta: 19:44:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.7273, loss: 2.7273 +2025-05-06 16:55:23,786 - pyskl - INFO - Epoch [103][2800/3405] lr: 5.621e-03, eta: 19:44:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9969, loss_cls: 2.5217, loss: 2.5217 +2025-05-06 16:56:07,501 - pyskl - INFO - Epoch [103][2900/3405] lr: 5.615e-03, eta: 19:43:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9962, loss_cls: 2.5491, loss: 2.5491 +2025-05-06 16:56:51,286 - pyskl - INFO - Epoch [103][3000/3405] lr: 5.609e-03, eta: 19:42:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.7833, loss: 2.7833 +2025-05-06 16:57:35,008 - pyskl - INFO - Epoch [103][3100/3405] lr: 5.602e-03, eta: 19:42:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9956, loss_cls: 2.5970, loss: 2.5970 +2025-05-06 16:58:19,112 - pyskl - INFO - Epoch [103][3200/3405] lr: 5.596e-03, eta: 19:41:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9956, loss_cls: 2.6373, loss: 2.6373 +2025-05-06 16:59:02,783 - pyskl - INFO - Epoch [103][3300/3405] lr: 5.589e-03, eta: 19:40:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9944, loss_cls: 2.6301, loss: 2.6301 +2025-05-06 16:59:46,589 - pyskl - INFO - Epoch [103][3400/3405] lr: 5.583e-03, eta: 19:39:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.5407, loss: 2.5407 +2025-05-06 16:59:49,128 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-05-06 17:03:42,343 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 17:03:43,011 - pyskl - INFO - +top1_acc 0.8232 +top5_acc 0.9645 +2025-05-06 17:03:43,034 - pyskl - INFO - Epoch(val) [103][3718] top1_acc: 0.8232, top5_acc: 0.9645 +2025-05-06 17:04:50,172 - pyskl - INFO - Epoch [104][100/3405] lr: 5.576e-03, eta: 19:39:10, time: 0.671, data_time: 0.232, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.4944, loss: 2.4944 +2025-05-06 17:05:34,044 - pyskl - INFO - Epoch [104][200/3405] lr: 5.570e-03, eta: 19:38:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.5179, loss: 2.5179 +2025-05-06 17:06:18,062 - pyskl - INFO - Epoch [104][300/3405] lr: 5.563e-03, eta: 19:37:41, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.4453, loss: 2.4453 +2025-05-06 17:07:01,839 - pyskl - INFO - Epoch [104][400/3405] lr: 5.557e-03, eta: 19:36:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.4919, loss: 2.4919 +2025-05-06 17:07:45,655 - pyskl - INFO - Epoch [104][500/3405] lr: 5.551e-03, eta: 19:36:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.4946, loss: 2.4946 +2025-05-06 17:08:29,375 - pyskl - INFO - Epoch [104][600/3405] lr: 5.544e-03, eta: 19:35:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.3450, loss: 2.3450 +2025-05-06 17:09:13,179 - pyskl - INFO - Epoch [104][700/3405] lr: 5.538e-03, eta: 19:34:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 2.4522, loss: 2.4522 +2025-05-06 17:09:56,916 - pyskl - INFO - Epoch [104][800/3405] lr: 5.532e-03, eta: 19:33:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9969, loss_cls: 2.5133, loss: 2.5133 +2025-05-06 17:10:40,821 - pyskl - INFO - Epoch [104][900/3405] lr: 5.525e-03, eta: 19:33:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9981, loss_cls: 2.5042, loss: 2.5042 +2025-05-06 17:11:24,726 - pyskl - INFO - Epoch [104][1000/3405] lr: 5.519e-03, eta: 19:32:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.5610, loss: 2.5610 +2025-05-06 17:12:08,756 - pyskl - INFO - Epoch [104][1100/3405] lr: 5.512e-03, eta: 19:31:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.5605, loss: 2.5605 +2025-05-06 17:12:52,682 - pyskl - INFO - Epoch [104][1200/3405] lr: 5.506e-03, eta: 19:31:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.5576, loss: 2.5576 +2025-05-06 17:13:36,611 - pyskl - INFO - Epoch [104][1300/3405] lr: 5.500e-03, eta: 19:30:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.4507, loss: 2.4507 +2025-05-06 17:14:20,534 - pyskl - INFO - Epoch [104][1400/3405] lr: 5.493e-03, eta: 19:29:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 2.5224, loss: 2.5224 +2025-05-06 17:15:04,404 - pyskl - INFO - Epoch [104][1500/3405] lr: 5.487e-03, eta: 19:28:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 2.6584, loss: 2.6584 +2025-05-06 17:15:48,262 - pyskl - INFO - Epoch [104][1600/3405] lr: 5.481e-03, eta: 19:28:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.5374, loss: 2.5374 +2025-05-06 17:16:32,237 - pyskl - INFO - Epoch [104][1700/3405] lr: 5.474e-03, eta: 19:27:19, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.6190, loss: 2.6190 +2025-05-06 17:17:16,134 - pyskl - INFO - Epoch [104][1800/3405] lr: 5.468e-03, eta: 19:26:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.5061, loss: 2.5061 +2025-05-06 17:18:00,114 - pyskl - INFO - Epoch [104][1900/3405] lr: 5.461e-03, eta: 19:25:51, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.5638, loss: 2.5638 +2025-05-06 17:18:44,098 - pyskl - INFO - Epoch [104][2000/3405] lr: 5.455e-03, eta: 19:25:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.6218, loss: 2.6218 +2025-05-06 17:19:27,884 - pyskl - INFO - Epoch [104][2100/3405] lr: 5.449e-03, eta: 19:24:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 2.4707, loss: 2.4707 +2025-05-06 17:20:11,707 - pyskl - INFO - Epoch [104][2200/3405] lr: 5.442e-03, eta: 19:23:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9969, loss_cls: 2.4923, loss: 2.4923 +2025-05-06 17:20:55,678 - pyskl - INFO - Epoch [104][2300/3405] lr: 5.436e-03, eta: 19:22:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 2.5920, loss: 2.5920 +2025-05-06 17:21:39,393 - pyskl - INFO - Epoch [104][2400/3405] lr: 5.430e-03, eta: 19:22:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.5528, loss: 2.5528 +2025-05-06 17:22:23,267 - pyskl - INFO - Epoch [104][2500/3405] lr: 5.423e-03, eta: 19:21:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 2.5472, loss: 2.5472 +2025-05-06 17:23:07,054 - pyskl - INFO - Epoch [104][2600/3405] lr: 5.417e-03, eta: 19:20:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.5230, loss: 2.5230 +2025-05-06 17:23:50,923 - pyskl - INFO - Epoch [104][2700/3405] lr: 5.411e-03, eta: 19:19:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.5737, loss: 2.5737 +2025-05-06 17:24:34,717 - pyskl - INFO - Epoch [104][2800/3405] lr: 5.404e-03, eta: 19:19:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.3973, loss: 2.3973 +2025-05-06 17:25:18,524 - pyskl - INFO - Epoch [104][2900/3405] lr: 5.398e-03, eta: 19:18:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.6053, loss: 2.6053 +2025-05-06 17:26:02,283 - pyskl - INFO - Epoch [104][3000/3405] lr: 5.392e-03, eta: 19:17:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.7148, loss: 2.7148 +2025-05-06 17:26:46,073 - pyskl - INFO - Epoch [104][3100/3405] lr: 5.385e-03, eta: 19:16:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.6288, loss: 2.6288 +2025-05-06 17:27:29,750 - pyskl - INFO - Epoch [104][3200/3405] lr: 5.379e-03, eta: 19:16:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.6799, loss: 2.6799 +2025-05-06 17:28:13,482 - pyskl - INFO - Epoch [104][3300/3405] lr: 5.373e-03, eta: 19:15:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9969, loss_cls: 2.4856, loss: 2.4856 +2025-05-06 17:28:57,551 - pyskl - INFO - Epoch [104][3400/3405] lr: 5.366e-03, eta: 19:14:44, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 2.5113, loss: 2.5113 +2025-05-06 17:29:00,129 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-05-06 17:32:52,707 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 17:32:53,254 - pyskl - INFO - +top1_acc 0.8339 +top5_acc 0.9677 +2025-05-06 17:32:53,307 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_102.pth was removed +2025-05-06 17:32:54,371 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. +2025-05-06 17:32:54,373 - pyskl - INFO - Best top1_acc is 0.8339 at 104 epoch. +2025-05-06 17:32:54,395 - pyskl - INFO - Epoch(val) [104][3718] top1_acc: 0.8339, top5_acc: 0.9677 +2025-05-06 17:34:01,616 - pyskl - INFO - Epoch [105][100/3405] lr: 5.360e-03, eta: 19:14:07, time: 0.672, data_time: 0.234, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9981, loss_cls: 2.4434, loss: 2.4434 +2025-05-06 17:34:45,470 - pyskl - INFO - Epoch [105][200/3405] lr: 5.354e-03, eta: 19:13:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.3705, loss: 2.3705 +2025-05-06 17:35:29,191 - pyskl - INFO - Epoch [105][300/3405] lr: 5.347e-03, eta: 19:12:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 2.3388, loss: 2.3388 +2025-05-06 17:36:12,913 - pyskl - INFO - Epoch [105][400/3405] lr: 5.341e-03, eta: 19:11:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.4929, loss: 2.4929 +2025-05-06 17:36:56,605 - pyskl - INFO - Epoch [105][500/3405] lr: 5.335e-03, eta: 19:11:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.3730, loss: 2.3730 +2025-05-06 17:37:40,330 - pyskl - INFO - Epoch [105][600/3405] lr: 5.328e-03, eta: 19:10:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 2.4211, loss: 2.4211 +2025-05-06 17:38:24,000 - pyskl - INFO - Epoch [105][700/3405] lr: 5.322e-03, eta: 19:09:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.5605, loss: 2.5605 +2025-05-06 17:39:07,631 - pyskl - INFO - Epoch [105][800/3405] lr: 5.316e-03, eta: 19:08:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.5231, loss: 2.5231 +2025-05-06 17:39:51,573 - pyskl - INFO - Epoch [105][900/3405] lr: 5.309e-03, eta: 19:08:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.4280, loss: 2.4280 +2025-05-06 17:40:35,392 - pyskl - INFO - Epoch [105][1000/3405] lr: 5.303e-03, eta: 19:07:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.4308, loss: 2.4308 +2025-05-06 17:41:19,179 - pyskl - INFO - Epoch [105][1100/3405] lr: 5.297e-03, eta: 19:06:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.5393, loss: 2.5393 +2025-05-06 17:42:02,910 - pyskl - INFO - Epoch [105][1200/3405] lr: 5.291e-03, eta: 19:05:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.5421, loss: 2.5421 +2025-05-06 17:42:46,652 - pyskl - INFO - Epoch [105][1300/3405] lr: 5.284e-03, eta: 19:05:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 2.4877, loss: 2.4877 +2025-05-06 17:43:30,403 - pyskl - INFO - Epoch [105][1400/3405] lr: 5.278e-03, eta: 19:04:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 2.4255, loss: 2.4255 +2025-05-06 17:44:14,150 - pyskl - INFO - Epoch [105][1500/3405] lr: 5.272e-03, eta: 19:03:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.5482, loss: 2.5482 +2025-05-06 17:44:57,909 - pyskl - INFO - Epoch [105][1600/3405] lr: 5.265e-03, eta: 19:03:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.5046, loss: 2.5046 +2025-05-06 17:45:41,715 - pyskl - INFO - Epoch [105][1700/3405] lr: 5.259e-03, eta: 19:02:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.5152, loss: 2.5152 +2025-05-06 17:46:25,428 - pyskl - INFO - Epoch [105][1800/3405] lr: 5.253e-03, eta: 19:01:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9981, loss_cls: 2.4625, loss: 2.4625 +2025-05-06 17:47:09,209 - pyskl - INFO - Epoch [105][1900/3405] lr: 5.247e-03, eta: 19:00:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9975, loss_cls: 2.5025, loss: 2.5025 +2025-05-06 17:47:53,005 - pyskl - INFO - Epoch [105][2000/3405] lr: 5.240e-03, eta: 19:00:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.4598, loss: 2.4598 +2025-05-06 17:48:36,778 - pyskl - INFO - Epoch [105][2100/3405] lr: 5.234e-03, eta: 18:59:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.5194, loss: 2.5194 +2025-05-06 17:49:20,503 - pyskl - INFO - Epoch [105][2200/3405] lr: 5.228e-03, eta: 18:58:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.5898, loss: 2.5898 +2025-05-06 17:50:04,143 - pyskl - INFO - Epoch [105][2300/3405] lr: 5.222e-03, eta: 18:57:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.5377, loss: 2.5377 +2025-05-06 17:50:47,927 - pyskl - INFO - Epoch [105][2400/3405] lr: 5.215e-03, eta: 18:57:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.4790, loss: 2.4790 +2025-05-06 17:51:31,579 - pyskl - INFO - Epoch [105][2500/3405] lr: 5.209e-03, eta: 18:56:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.5932, loss: 2.5932 +2025-05-06 17:52:15,240 - pyskl - INFO - Epoch [105][2600/3405] lr: 5.203e-03, eta: 18:55:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9994, loss_cls: 2.5589, loss: 2.5589 +2025-05-06 17:52:58,972 - pyskl - INFO - Epoch [105][2700/3405] lr: 5.197e-03, eta: 18:54:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.5617, loss: 2.5617 +2025-05-06 17:53:42,706 - pyskl - INFO - Epoch [105][2800/3405] lr: 5.190e-03, eta: 18:54:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.5723, loss: 2.5723 +2025-05-06 17:54:26,553 - pyskl - INFO - Epoch [105][2900/3405] lr: 5.184e-03, eta: 18:53:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.5069, loss: 2.5069 +2025-05-06 17:55:10,364 - pyskl - INFO - Epoch [105][3000/3405] lr: 5.178e-03, eta: 18:52:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.5374, loss: 2.5374 +2025-05-06 17:55:54,367 - pyskl - INFO - Epoch [105][3100/3405] lr: 5.172e-03, eta: 18:51:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.5607, loss: 2.5607 +2025-05-06 17:56:38,140 - pyskl - INFO - Epoch [105][3200/3405] lr: 5.166e-03, eta: 18:51:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.5418, loss: 2.5418 +2025-05-06 17:57:21,972 - pyskl - INFO - Epoch [105][3300/3405] lr: 5.159e-03, eta: 18:50:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.5150, loss: 2.5150 +2025-05-06 17:58:05,633 - pyskl - INFO - Epoch [105][3400/3405] lr: 5.153e-03, eta: 18:49:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 2.6206, loss: 2.6206 +2025-05-06 17:58:08,137 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-05-06 18:02:01,588 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 18:02:02,165 - pyskl - INFO - +top1_acc 0.8251 +top5_acc 0.9650 +2025-05-06 18:02:02,185 - pyskl - INFO - Epoch(val) [105][3718] top1_acc: 0.8251, top5_acc: 0.9650 +2025-05-06 18:03:09,798 - pyskl - INFO - Epoch [106][100/3405] lr: 5.147e-03, eta: 18:49:03, time: 0.676, data_time: 0.240, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 2.3935, loss: 2.3935 +2025-05-06 18:03:53,512 - pyskl - INFO - Epoch [106][200/3405] lr: 5.140e-03, eta: 18:48:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.3914, loss: 2.3914 +2025-05-06 18:04:37,321 - pyskl - INFO - Epoch [106][300/3405] lr: 5.134e-03, eta: 18:47:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.4591, loss: 2.4591 +2025-05-06 18:05:21,166 - pyskl - INFO - Epoch [106][400/3405] lr: 5.128e-03, eta: 18:46:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9988, loss_cls: 2.4166, loss: 2.4166 +2025-05-06 18:06:05,051 - pyskl - INFO - Epoch [106][500/3405] lr: 5.122e-03, eta: 18:46:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 2.4539, loss: 2.4539 +2025-05-06 18:06:49,060 - pyskl - INFO - Epoch [106][600/3405] lr: 5.115e-03, eta: 18:45:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 2.3810, loss: 2.3810 +2025-05-06 18:07:32,946 - pyskl - INFO - Epoch [106][700/3405] lr: 5.109e-03, eta: 18:44:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.4539, loss: 2.4539 +2025-05-06 18:08:16,658 - pyskl - INFO - Epoch [106][800/3405] lr: 5.103e-03, eta: 18:43:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9925, loss_cls: 2.4545, loss: 2.4545 +2025-05-06 18:09:00,401 - pyskl - INFO - Epoch [106][900/3405] lr: 5.097e-03, eta: 18:43:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 2.4157, loss: 2.4157 +2025-05-06 18:09:44,331 - pyskl - INFO - Epoch [106][1000/3405] lr: 5.091e-03, eta: 18:42:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9994, loss_cls: 2.3990, loss: 2.3990 +2025-05-06 18:10:28,458 - pyskl - INFO - Epoch [106][1100/3405] lr: 5.084e-03, eta: 18:41:39, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 2.5106, loss: 2.5106 +2025-05-06 18:11:12,351 - pyskl - INFO - Epoch [106][1200/3405] lr: 5.078e-03, eta: 18:40:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.4286, loss: 2.4286 +2025-05-06 18:11:56,055 - pyskl - INFO - Epoch [106][1300/3405] lr: 5.072e-03, eta: 18:40:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.4598, loss: 2.4598 +2025-05-06 18:12:40,007 - pyskl - INFO - Epoch [106][1400/3405] lr: 5.066e-03, eta: 18:39:26, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.4381, loss: 2.4381 +2025-05-06 18:13:24,114 - pyskl - INFO - Epoch [106][1500/3405] lr: 5.060e-03, eta: 18:38:41, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9975, loss_cls: 2.5281, loss: 2.5281 +2025-05-06 18:14:07,837 - pyskl - INFO - Epoch [106][1600/3405] lr: 5.054e-03, eta: 18:37:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9962, loss_cls: 2.5252, loss: 2.5252 +2025-05-06 18:14:51,566 - pyskl - INFO - Epoch [106][1700/3405] lr: 5.047e-03, eta: 18:37:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.5285, loss: 2.5285 +2025-05-06 18:15:35,253 - pyskl - INFO - Epoch [106][1800/3405] lr: 5.041e-03, eta: 18:36:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.5215, loss: 2.5215 +2025-05-06 18:16:19,175 - pyskl - INFO - Epoch [106][1900/3405] lr: 5.035e-03, eta: 18:35:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.4836, loss: 2.4836 +2025-05-06 18:17:02,968 - pyskl - INFO - Epoch [106][2000/3405] lr: 5.029e-03, eta: 18:34:59, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.5151, loss: 2.5151 +2025-05-06 18:17:46,693 - pyskl - INFO - Epoch [106][2100/3405] lr: 5.023e-03, eta: 18:34:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.4725, loss: 2.4725 +2025-05-06 18:18:30,497 - pyskl - INFO - Epoch [106][2200/3405] lr: 5.017e-03, eta: 18:33:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.4883, loss: 2.4883 +2025-05-06 18:19:14,161 - pyskl - INFO - Epoch [106][2300/3405] lr: 5.010e-03, eta: 18:32:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.4939, loss: 2.4939 +2025-05-06 18:19:57,881 - pyskl - INFO - Epoch [106][2400/3405] lr: 5.004e-03, eta: 18:32:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.5167, loss: 2.5167 +2025-05-06 18:20:41,713 - pyskl - INFO - Epoch [106][2500/3405] lr: 4.998e-03, eta: 18:31:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.4523, loss: 2.4523 +2025-05-06 18:21:25,538 - pyskl - INFO - Epoch [106][2600/3405] lr: 4.992e-03, eta: 18:30:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9962, loss_cls: 2.5275, loss: 2.5275 +2025-05-06 18:22:09,302 - pyskl - INFO - Epoch [106][2700/3405] lr: 4.986e-03, eta: 18:29:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.5681, loss: 2.5681 +2025-05-06 18:22:53,250 - pyskl - INFO - Epoch [106][2800/3405] lr: 4.980e-03, eta: 18:29:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9969, loss_cls: 2.4974, loss: 2.4974 +2025-05-06 18:23:36,969 - pyskl - INFO - Epoch [106][2900/3405] lr: 4.974e-03, eta: 18:28:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.4515, loss: 2.4515 +2025-05-06 18:24:20,766 - pyskl - INFO - Epoch [106][3000/3405] lr: 4.967e-03, eta: 18:27:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.5202, loss: 2.5202 +2025-05-06 18:25:04,686 - pyskl - INFO - Epoch [106][3100/3405] lr: 4.961e-03, eta: 18:26:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 2.3983, loss: 2.3983 +2025-05-06 18:25:48,622 - pyskl - INFO - Epoch [106][3200/3405] lr: 4.955e-03, eta: 18:26:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 2.5937, loss: 2.5937 +2025-05-06 18:26:32,549 - pyskl - INFO - Epoch [106][3300/3405] lr: 4.949e-03, eta: 18:25:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.5629, loss: 2.5629 +2025-05-06 18:27:16,362 - pyskl - INFO - Epoch [106][3400/3405] lr: 4.943e-03, eta: 18:24:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.4002, loss: 2.4002 +2025-05-06 18:27:18,979 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-05-06 18:31:11,770 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 18:31:12,410 - pyskl - INFO - +top1_acc 0.8317 +top5_acc 0.9662 +2025-05-06 18:31:12,432 - pyskl - INFO - Epoch(val) [106][3718] top1_acc: 0.8317, top5_acc: 0.9662 +2025-05-06 18:32:19,447 - pyskl - INFO - Epoch [107][100/3405] lr: 4.936e-03, eta: 18:24:00, time: 0.670, data_time: 0.232, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.4353, loss: 2.4353 +2025-05-06 18:33:03,315 - pyskl - INFO - Epoch [107][200/3405] lr: 4.930e-03, eta: 18:23:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 2.3342, loss: 2.3342 +2025-05-06 18:33:46,928 - pyskl - INFO - Epoch [107][300/3405] lr: 4.924e-03, eta: 18:22:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.3722, loss: 2.3722 +2025-05-06 18:34:30,570 - pyskl - INFO - Epoch [107][400/3405] lr: 4.918e-03, eta: 18:21:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 2.5039, loss: 2.5039 +2025-05-06 18:35:14,297 - pyskl - INFO - Epoch [107][500/3405] lr: 4.912e-03, eta: 18:21:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 2.3974, loss: 2.3974 +2025-05-06 18:35:58,018 - pyskl - INFO - Epoch [107][600/3405] lr: 4.906e-03, eta: 18:20:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.4733, loss: 2.4733 +2025-05-06 18:36:41,633 - pyskl - INFO - Epoch [107][700/3405] lr: 4.900e-03, eta: 18:19:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9981, loss_cls: 2.3856, loss: 2.3856 +2025-05-06 18:37:25,252 - pyskl - INFO - Epoch [107][800/3405] lr: 4.894e-03, eta: 18:18:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 2.4355, loss: 2.4355 +2025-05-06 18:38:09,110 - pyskl - INFO - Epoch [107][900/3405] lr: 4.888e-03, eta: 18:18:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.4596, loss: 2.4596 +2025-05-06 18:38:53,057 - pyskl - INFO - Epoch [107][1000/3405] lr: 4.881e-03, eta: 18:17:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 2.3666, loss: 2.3666 +2025-05-06 18:39:36,811 - pyskl - INFO - Epoch [107][1100/3405] lr: 4.875e-03, eta: 18:16:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 2.4668, loss: 2.4668 +2025-05-06 18:40:20,317 - pyskl - INFO - Epoch [107][1200/3405] lr: 4.869e-03, eta: 18:15:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.4738, loss: 2.4738 +2025-05-06 18:41:03,957 - pyskl - INFO - Epoch [107][1300/3405] lr: 4.863e-03, eta: 18:15:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 2.4533, loss: 2.4533 +2025-05-06 18:41:47,620 - pyskl - INFO - Epoch [107][1400/3405] lr: 4.857e-03, eta: 18:14:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9975, loss_cls: 2.5287, loss: 2.5287 +2025-05-06 18:42:31,478 - pyskl - INFO - Epoch [107][1500/3405] lr: 4.851e-03, eta: 18:13:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.3578, loss: 2.3578 +2025-05-06 18:43:15,407 - pyskl - INFO - Epoch [107][1600/3405] lr: 4.845e-03, eta: 18:12:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 2.3928, loss: 2.3928 +2025-05-06 18:43:59,339 - pyskl - INFO - Epoch [107][1700/3405] lr: 4.839e-03, eta: 18:12:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.4043, loss: 2.4043 +2025-05-06 18:44:43,207 - pyskl - INFO - Epoch [107][1800/3405] lr: 4.833e-03, eta: 18:11:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.4617, loss: 2.4617 +2025-05-06 18:45:27,075 - pyskl - INFO - Epoch [107][1900/3405] lr: 4.827e-03, eta: 18:10:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.4611, loss: 2.4611 +2025-05-06 18:46:10,881 - pyskl - INFO - Epoch [107][2000/3405] lr: 4.821e-03, eta: 18:09:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.4485, loss: 2.4485 +2025-05-06 18:46:54,742 - pyskl - INFO - Epoch [107][2100/3405] lr: 4.815e-03, eta: 18:09:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9950, loss_cls: 2.5492, loss: 2.5492 +2025-05-06 18:47:38,747 - pyskl - INFO - Epoch [107][2200/3405] lr: 4.809e-03, eta: 18:08:26, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 2.4266, loss: 2.4266 +2025-05-06 18:48:22,543 - pyskl - INFO - Epoch [107][2300/3405] lr: 4.802e-03, eta: 18:07:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9969, loss_cls: 2.4874, loss: 2.4874 +2025-05-06 18:49:06,471 - pyskl - INFO - Epoch [107][2400/3405] lr: 4.796e-03, eta: 18:06:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.5585, loss: 2.5585 +2025-05-06 18:49:50,530 - pyskl - INFO - Epoch [107][2500/3405] lr: 4.790e-03, eta: 18:06:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.4804, loss: 2.4804 +2025-05-06 18:50:34,485 - pyskl - INFO - Epoch [107][2600/3405] lr: 4.784e-03, eta: 18:05:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9969, loss_cls: 2.5320, loss: 2.5320 +2025-05-06 18:51:18,252 - pyskl - INFO - Epoch [107][2700/3405] lr: 4.778e-03, eta: 18:04:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.4370, loss: 2.4370 +2025-05-06 18:52:01,970 - pyskl - INFO - Epoch [107][2800/3405] lr: 4.772e-03, eta: 18:04:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.4861, loss: 2.4861 +2025-05-06 18:52:45,678 - pyskl - INFO - Epoch [107][2900/3405] lr: 4.766e-03, eta: 18:03:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.4150, loss: 2.4150 +2025-05-06 18:53:29,458 - pyskl - INFO - Epoch [107][3000/3405] lr: 4.760e-03, eta: 18:02:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.4616, loss: 2.4616 +2025-05-06 18:54:13,213 - pyskl - INFO - Epoch [107][3100/3405] lr: 4.754e-03, eta: 18:01:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.4802, loss: 2.4802 +2025-05-06 18:54:56,884 - pyskl - INFO - Epoch [107][3200/3405] lr: 4.748e-03, eta: 18:01:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9981, loss_cls: 2.4810, loss: 2.4810 +2025-05-06 18:55:40,558 - pyskl - INFO - Epoch [107][3300/3405] lr: 4.742e-03, eta: 18:00:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.5173, loss: 2.5173 +2025-05-06 18:56:24,304 - pyskl - INFO - Epoch [107][3400/3405] lr: 4.736e-03, eta: 17:59:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.4942, loss: 2.4942 +2025-05-06 18:56:26,868 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-05-06 19:00:19,603 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 19:00:20,187 - pyskl - INFO - +top1_acc 0.8375 +top5_acc 0.9698 +2025-05-06 19:00:20,243 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_104.pth was removed +2025-05-06 19:00:21,354 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. +2025-05-06 19:00:21,356 - pyskl - INFO - Best top1_acc is 0.8375 at 107 epoch. +2025-05-06 19:00:21,379 - pyskl - INFO - Epoch(val) [107][3718] top1_acc: 0.8375, top5_acc: 0.9698 +2025-05-06 19:01:28,666 - pyskl - INFO - Epoch [108][100/3405] lr: 4.730e-03, eta: 17:58:55, time: 0.673, data_time: 0.234, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 2.4573, loss: 2.4573 +2025-05-06 19:02:12,422 - pyskl - INFO - Epoch [108][200/3405] lr: 4.724e-03, eta: 17:58:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.4399, loss: 2.4399 +2025-05-06 19:02:56,115 - pyskl - INFO - Epoch [108][300/3405] lr: 4.718e-03, eta: 17:57:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.3352, loss: 2.3352 +2025-05-06 19:03:39,830 - pyskl - INFO - Epoch [108][400/3405] lr: 4.712e-03, eta: 17:56:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.3711, loss: 2.3711 +2025-05-06 19:04:23,614 - pyskl - INFO - Epoch [108][500/3405] lr: 4.706e-03, eta: 17:55:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 2.3786, loss: 2.3786 +2025-05-06 19:05:07,462 - pyskl - INFO - Epoch [108][600/3405] lr: 4.700e-03, eta: 17:55:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 2.4295, loss: 2.4295 +2025-05-06 19:05:51,199 - pyskl - INFO - Epoch [108][700/3405] lr: 4.694e-03, eta: 17:54:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 2.3954, loss: 2.3954 +2025-05-06 19:06:34,914 - pyskl - INFO - Epoch [108][800/3405] lr: 4.688e-03, eta: 17:53:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.3704, loss: 2.3704 +2025-05-06 19:07:18,587 - pyskl - INFO - Epoch [108][900/3405] lr: 4.682e-03, eta: 17:53:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 2.4192, loss: 2.4192 +2025-05-06 19:08:02,290 - pyskl - INFO - Epoch [108][1000/3405] lr: 4.676e-03, eta: 17:52:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.4074, loss: 2.4074 +2025-05-06 19:08:46,075 - pyskl - INFO - Epoch [108][1100/3405] lr: 4.670e-03, eta: 17:51:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.3608, loss: 2.3608 +2025-05-06 19:09:29,783 - pyskl - INFO - Epoch [108][1200/3405] lr: 4.664e-03, eta: 17:50:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 2.4768, loss: 2.4768 +2025-05-06 19:10:13,567 - pyskl - INFO - Epoch [108][1300/3405] lr: 4.658e-03, eta: 17:50:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 2.4348, loss: 2.4348 +2025-05-06 19:10:57,386 - pyskl - INFO - Epoch [108][1400/3405] lr: 4.652e-03, eta: 17:49:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.3870, loss: 2.3870 +2025-05-06 19:11:41,119 - pyskl - INFO - Epoch [108][1500/3405] lr: 4.646e-03, eta: 17:48:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 2.4050, loss: 2.4050 +2025-05-06 19:12:24,820 - pyskl - INFO - Epoch [108][1600/3405] lr: 4.640e-03, eta: 17:47:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.5194, loss: 2.5194 +2025-05-06 19:13:08,591 - pyskl - INFO - Epoch [108][1700/3405] lr: 4.634e-03, eta: 17:47:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9975, loss_cls: 2.4417, loss: 2.4417 +2025-05-06 19:13:52,494 - pyskl - INFO - Epoch [108][1800/3405] lr: 4.628e-03, eta: 17:46:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9975, loss_cls: 2.3556, loss: 2.3556 +2025-05-06 19:14:36,213 - pyskl - INFO - Epoch [108][1900/3405] lr: 4.622e-03, eta: 17:45:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 2.2879, loss: 2.2879 +2025-05-06 19:15:19,967 - pyskl - INFO - Epoch [108][2000/3405] lr: 4.616e-03, eta: 17:44:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.3815, loss: 2.3815 +2025-05-06 19:16:03,744 - pyskl - INFO - Epoch [108][2100/3405] lr: 4.610e-03, eta: 17:44:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 2.4448, loss: 2.4448 +2025-05-06 19:16:47,483 - pyskl - INFO - Epoch [108][2200/3405] lr: 4.604e-03, eta: 17:43:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.4331, loss: 2.4331 +2025-05-06 19:17:31,335 - pyskl - INFO - Epoch [108][2300/3405] lr: 4.598e-03, eta: 17:42:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 2.3413, loss: 2.3413 +2025-05-06 19:18:15,182 - pyskl - INFO - Epoch [108][2400/3405] lr: 4.592e-03, eta: 17:41:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 2.4569, loss: 2.4569 +2025-05-06 19:18:59,007 - pyskl - INFO - Epoch [108][2500/3405] lr: 4.586e-03, eta: 17:41:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.3708, loss: 2.3708 +2025-05-06 19:19:42,739 - pyskl - INFO - Epoch [108][2600/3405] lr: 4.580e-03, eta: 17:40:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.6071, loss: 2.6071 +2025-05-06 19:20:26,722 - pyskl - INFO - Epoch [108][2700/3405] lr: 4.574e-03, eta: 17:39:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 2.5163, loss: 2.5163 +2025-05-06 19:21:10,698 - pyskl - INFO - Epoch [108][2800/3405] lr: 4.568e-03, eta: 17:38:56, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9906, loss_cls: 2.5111, loss: 2.5111 +2025-05-06 19:21:54,536 - pyskl - INFO - Epoch [108][2900/3405] lr: 4.562e-03, eta: 17:38:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.4655, loss: 2.4655 +2025-05-06 19:22:38,367 - pyskl - INFO - Epoch [108][3000/3405] lr: 4.556e-03, eta: 17:37:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.4202, loss: 2.4202 +2025-05-06 19:23:22,303 - pyskl - INFO - Epoch [108][3100/3405] lr: 4.550e-03, eta: 17:36:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 2.4123, loss: 2.4123 +2025-05-06 19:24:06,067 - pyskl - INFO - Epoch [108][3200/3405] lr: 4.544e-03, eta: 17:35:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.4139, loss: 2.4139 +2025-05-06 19:24:49,854 - pyskl - INFO - Epoch [108][3300/3405] lr: 4.538e-03, eta: 17:35:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9969, loss_cls: 2.4500, loss: 2.4500 +2025-05-06 19:25:33,624 - pyskl - INFO - Epoch [108][3400/3405] lr: 4.533e-03, eta: 17:34:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 2.4893, loss: 2.4893 +2025-05-06 19:25:36,178 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-05-06 19:29:28,280 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 19:29:28,832 - pyskl - INFO - +top1_acc 0.8440 +top5_acc 0.9699 +2025-05-06 19:29:28,889 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_107.pth was removed +2025-05-06 19:29:29,947 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. +2025-05-06 19:29:29,949 - pyskl - INFO - Best top1_acc is 0.8440 at 108 epoch. +2025-05-06 19:29:29,971 - pyskl - INFO - Epoch(val) [108][3718] top1_acc: 0.8440, top5_acc: 0.9699 +2025-05-06 19:30:36,529 - pyskl - INFO - Epoch [109][100/3405] lr: 4.526e-03, eta: 17:33:51, time: 0.666, data_time: 0.227, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.2458, loss: 2.2458 +2025-05-06 19:31:20,466 - pyskl - INFO - Epoch [109][200/3405] lr: 4.520e-03, eta: 17:33:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 1.0000, loss_cls: 2.2752, loss: 2.2752 +2025-05-06 19:32:04,171 - pyskl - INFO - Epoch [109][300/3405] lr: 4.515e-03, eta: 17:32:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 2.2804, loss: 2.2804 +2025-05-06 19:32:47,851 - pyskl - INFO - Epoch [109][400/3405] lr: 4.509e-03, eta: 17:31:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 2.3620, loss: 2.3620 +2025-05-06 19:33:31,543 - pyskl - INFO - Epoch [109][500/3405] lr: 4.503e-03, eta: 17:30:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9975, loss_cls: 2.4367, loss: 2.4367 +2025-05-06 19:34:15,207 - pyskl - INFO - Epoch [109][600/3405] lr: 4.497e-03, eta: 17:30:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 2.3944, loss: 2.3944 +2025-05-06 19:34:58,875 - pyskl - INFO - Epoch [109][700/3405] lr: 4.491e-03, eta: 17:29:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 2.3569, loss: 2.3569 +2025-05-06 19:35:42,588 - pyskl - INFO - Epoch [109][800/3405] lr: 4.485e-03, eta: 17:28:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 2.3555, loss: 2.3555 +2025-05-06 19:36:26,287 - pyskl - INFO - Epoch [109][900/3405] lr: 4.479e-03, eta: 17:27:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.3661, loss: 2.3661 +2025-05-06 19:37:10,005 - pyskl - INFO - Epoch [109][1000/3405] lr: 4.473e-03, eta: 17:27:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 2.3329, loss: 2.3329 +2025-05-06 19:37:53,687 - pyskl - INFO - Epoch [109][1100/3405] lr: 4.467e-03, eta: 17:26:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.4627, loss: 2.4627 +2025-05-06 19:38:37,422 - pyskl - INFO - Epoch [109][1200/3405] lr: 4.461e-03, eta: 17:25:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.3814, loss: 2.3814 +2025-05-06 19:39:21,154 - pyskl - INFO - Epoch [109][1300/3405] lr: 4.455e-03, eta: 17:24:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 2.2965, loss: 2.2965 +2025-05-06 19:40:04,939 - pyskl - INFO - Epoch [109][1400/3405] lr: 4.450e-03, eta: 17:24:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 2.3857, loss: 2.3857 +2025-05-06 19:40:48,728 - pyskl - INFO - Epoch [109][1500/3405] lr: 4.444e-03, eta: 17:23:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.3227, loss: 2.3227 +2025-05-06 19:41:32,523 - pyskl - INFO - Epoch [109][1600/3405] lr: 4.438e-03, eta: 17:22:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.3474, loss: 2.3474 +2025-05-06 19:42:16,232 - pyskl - INFO - Epoch [109][1700/3405] lr: 4.432e-03, eta: 17:22:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9975, loss_cls: 2.3937, loss: 2.3937 +2025-05-06 19:43:00,035 - pyskl - INFO - Epoch [109][1800/3405] lr: 4.426e-03, eta: 17:21:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.4252, loss: 2.4252 +2025-05-06 19:43:43,751 - pyskl - INFO - Epoch [109][1900/3405] lr: 4.420e-03, eta: 17:20:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 1.0000, loss_cls: 2.3231, loss: 2.3231 +2025-05-06 19:44:27,646 - pyskl - INFO - Epoch [109][2000/3405] lr: 4.414e-03, eta: 17:19:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 2.3403, loss: 2.3403 +2025-05-06 19:45:11,298 - pyskl - INFO - Epoch [109][2100/3405] lr: 4.409e-03, eta: 17:19:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9994, loss_cls: 2.3951, loss: 2.3951 +2025-05-06 19:45:55,041 - pyskl - INFO - Epoch [109][2200/3405] lr: 4.403e-03, eta: 17:18:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.4545, loss: 2.4545 +2025-05-06 19:46:39,020 - pyskl - INFO - Epoch [109][2300/3405] lr: 4.397e-03, eta: 17:17:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.3624, loss: 2.3624 +2025-05-06 19:47:22,741 - pyskl - INFO - Epoch [109][2400/3405] lr: 4.391e-03, eta: 17:16:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.5027, loss: 2.5027 +2025-05-06 19:48:06,615 - pyskl - INFO - Epoch [109][2500/3405] lr: 4.385e-03, eta: 17:16:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.4180, loss: 2.4180 +2025-05-06 19:48:50,498 - pyskl - INFO - Epoch [109][2600/3405] lr: 4.379e-03, eta: 17:15:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.4382, loss: 2.4382 +2025-05-06 19:49:34,293 - pyskl - INFO - Epoch [109][2700/3405] lr: 4.373e-03, eta: 17:14:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 2.4161, loss: 2.4161 +2025-05-06 19:50:18,034 - pyskl - INFO - Epoch [109][2800/3405] lr: 4.368e-03, eta: 17:13:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.4360, loss: 2.4360 +2025-05-06 19:51:01,819 - pyskl - INFO - Epoch [109][2900/3405] lr: 4.362e-03, eta: 17:13:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.4206, loss: 2.4206 +2025-05-06 19:51:45,610 - pyskl - INFO - Epoch [109][3000/3405] lr: 4.356e-03, eta: 17:12:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 2.4913, loss: 2.4913 +2025-05-06 19:52:29,483 - pyskl - INFO - Epoch [109][3100/3405] lr: 4.350e-03, eta: 17:11:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 2.4011, loss: 2.4011 +2025-05-06 19:53:13,312 - pyskl - INFO - Epoch [109][3200/3405] lr: 4.344e-03, eta: 17:10:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 2.4095, loss: 2.4095 +2025-05-06 19:53:57,206 - pyskl - INFO - Epoch [109][3300/3405] lr: 4.338e-03, eta: 17:10:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 2.4358, loss: 2.4358 +2025-05-06 19:54:41,063 - pyskl - INFO - Epoch [109][3400/3405] lr: 4.333e-03, eta: 17:09:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.4516, loss: 2.4516 +2025-05-06 19:54:43,580 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-05-06 19:58:35,997 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 19:58:36,551 - pyskl - INFO - +top1_acc 0.8320 +top5_acc 0.9665 +2025-05-06 19:58:36,575 - pyskl - INFO - Epoch(val) [109][3718] top1_acc: 0.8320, top5_acc: 0.9665 +2025-05-06 19:59:43,222 - pyskl - INFO - Epoch [110][100/3405] lr: 4.326e-03, eta: 17:08:46, time: 0.666, data_time: 0.229, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 2.3499, loss: 2.3499 +2025-05-06 20:00:26,926 - pyskl - INFO - Epoch [110][200/3405] lr: 4.321e-03, eta: 17:08:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 2.3141, loss: 2.3141 +2025-05-06 20:01:10,626 - pyskl - INFO - Epoch [110][300/3405] lr: 4.315e-03, eta: 17:07:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 2.3520, loss: 2.3520 +2025-05-06 20:01:54,364 - pyskl - INFO - Epoch [110][400/3405] lr: 4.309e-03, eta: 17:06:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.3287, loss: 2.3287 +2025-05-06 20:02:38,055 - pyskl - INFO - Epoch [110][500/3405] lr: 4.303e-03, eta: 17:05:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 2.3049, loss: 2.3049 +2025-05-06 20:03:21,746 - pyskl - INFO - Epoch [110][600/3405] lr: 4.297e-03, eta: 17:05:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9994, loss_cls: 2.2447, loss: 2.2447 +2025-05-06 20:04:05,390 - pyskl - INFO - Epoch [110][700/3405] lr: 4.292e-03, eta: 17:04:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 2.3320, loss: 2.3320 +2025-05-06 20:04:49,022 - pyskl - INFO - Epoch [110][800/3405] lr: 4.286e-03, eta: 17:03:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 2.2479, loss: 2.2479 +2025-05-06 20:05:32,721 - pyskl - INFO - Epoch [110][900/3405] lr: 4.280e-03, eta: 17:02:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 2.3050, loss: 2.3050 +2025-05-06 20:06:16,496 - pyskl - INFO - Epoch [110][1000/3405] lr: 4.274e-03, eta: 17:02:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.2643, loss: 2.2643 +2025-05-06 20:07:00,316 - pyskl - INFO - Epoch [110][1100/3405] lr: 4.268e-03, eta: 17:01:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 2.3893, loss: 2.3893 +2025-05-06 20:07:44,130 - pyskl - INFO - Epoch [110][1200/3405] lr: 4.263e-03, eta: 17:00:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.3245, loss: 2.3245 +2025-05-06 20:08:27,911 - pyskl - INFO - Epoch [110][1300/3405] lr: 4.257e-03, eta: 16:59:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 2.3404, loss: 2.3404 +2025-05-06 20:09:11,618 - pyskl - INFO - Epoch [110][1400/3405] lr: 4.251e-03, eta: 16:59:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 2.3255, loss: 2.3255 +2025-05-06 20:09:55,332 - pyskl - INFO - Epoch [110][1500/3405] lr: 4.245e-03, eta: 16:58:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 2.3658, loss: 2.3658 +2025-05-06 20:10:39,102 - pyskl - INFO - Epoch [110][1600/3405] lr: 4.240e-03, eta: 16:57:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.3519, loss: 2.3519 +2025-05-06 20:11:23,206 - pyskl - INFO - Epoch [110][1700/3405] lr: 4.234e-03, eta: 16:56:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 2.3422, loss: 2.3422 +2025-05-06 20:12:07,011 - pyskl - INFO - Epoch [110][1800/3405] lr: 4.228e-03, eta: 16:56:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9988, loss_cls: 2.3483, loss: 2.3483 +2025-05-06 20:12:51,032 - pyskl - INFO - Epoch [110][1900/3405] lr: 4.222e-03, eta: 16:55:26, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.4330, loss: 2.4330 +2025-05-06 20:13:34,760 - pyskl - INFO - Epoch [110][2000/3405] lr: 4.217e-03, eta: 16:54:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 2.4683, loss: 2.4683 +2025-05-06 20:14:18,440 - pyskl - INFO - Epoch [110][2100/3405] lr: 4.211e-03, eta: 16:53:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.3577, loss: 2.3577 +2025-05-06 20:15:02,264 - pyskl - INFO - Epoch [110][2200/3405] lr: 4.205e-03, eta: 16:53:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 2.3973, loss: 2.3973 +2025-05-06 20:15:45,959 - pyskl - INFO - Epoch [110][2300/3405] lr: 4.199e-03, eta: 16:52:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 2.3070, loss: 2.3070 +2025-05-06 20:16:29,668 - pyskl - INFO - Epoch [110][2400/3405] lr: 4.194e-03, eta: 16:51:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.3630, loss: 2.3630 +2025-05-06 20:17:13,467 - pyskl - INFO - Epoch [110][2500/3405] lr: 4.188e-03, eta: 16:51:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.3719, loss: 2.3719 +2025-05-06 20:17:57,208 - pyskl - INFO - Epoch [110][2600/3405] lr: 4.182e-03, eta: 16:50:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 2.3480, loss: 2.3480 +2025-05-06 20:18:40,891 - pyskl - INFO - Epoch [110][2700/3405] lr: 4.176e-03, eta: 16:49:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.4854, loss: 2.4854 +2025-05-06 20:19:24,696 - pyskl - INFO - Epoch [110][2800/3405] lr: 4.171e-03, eta: 16:48:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.3602, loss: 2.3602 +2025-05-06 20:20:08,445 - pyskl - INFO - Epoch [110][2900/3405] lr: 4.165e-03, eta: 16:48:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 2.3613, loss: 2.3613 +2025-05-06 20:20:52,171 - pyskl - INFO - Epoch [110][3000/3405] lr: 4.159e-03, eta: 16:47:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.4941, loss: 2.4941 +2025-05-06 20:21:36,014 - pyskl - INFO - Epoch [110][3100/3405] lr: 4.153e-03, eta: 16:46:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 2.3586, loss: 2.3586 +2025-05-06 20:22:19,774 - pyskl - INFO - Epoch [110][3200/3405] lr: 4.148e-03, eta: 16:45:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.3186, loss: 2.3186 +2025-05-06 20:23:03,528 - pyskl - INFO - Epoch [110][3300/3405] lr: 4.142e-03, eta: 16:45:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 2.4300, loss: 2.4300 +2025-05-06 20:23:47,291 - pyskl - INFO - Epoch [110][3400/3405] lr: 4.136e-03, eta: 16:44:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 2.3227, loss: 2.3227 +2025-05-06 20:23:49,832 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-05-06 20:27:42,448 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 20:27:42,994 - pyskl - INFO - +top1_acc 0.8387 +top5_acc 0.9683 +2025-05-06 20:27:43,017 - pyskl - INFO - Epoch(val) [110][3718] top1_acc: 0.8387, top5_acc: 0.9683 +2025-05-06 20:28:49,546 - pyskl - INFO - Epoch [111][100/3405] lr: 4.130e-03, eta: 16:43:41, time: 0.665, data_time: 0.228, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 2.4187, loss: 2.4187 +2025-05-06 20:29:33,222 - pyskl - INFO - Epoch [111][200/3405] lr: 4.125e-03, eta: 16:42:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 2.2910, loss: 2.2910 +2025-05-06 20:30:16,962 - pyskl - INFO - Epoch [111][300/3405] lr: 4.119e-03, eta: 16:42:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 2.2282, loss: 2.2282 +2025-05-06 20:31:00,703 - pyskl - INFO - Epoch [111][400/3405] lr: 4.113e-03, eta: 16:41:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.3101, loss: 2.3101 +2025-05-06 20:31:44,375 - pyskl - INFO - Epoch [111][500/3405] lr: 4.107e-03, eta: 16:40:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 2.2954, loss: 2.2954 +2025-05-06 20:32:28,058 - pyskl - INFO - Epoch [111][600/3405] lr: 4.102e-03, eta: 16:39:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 2.2182, loss: 2.2182 +2025-05-06 20:33:11,753 - pyskl - INFO - Epoch [111][700/3405] lr: 4.096e-03, eta: 16:39:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.2797, loss: 2.2797 +2025-05-06 20:33:55,440 - pyskl - INFO - Epoch [111][800/3405] lr: 4.090e-03, eta: 16:38:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 2.2933, loss: 2.2933 +2025-05-06 20:34:39,186 - pyskl - INFO - Epoch [111][900/3405] lr: 4.085e-03, eta: 16:37:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 2.3411, loss: 2.3411 +2025-05-06 20:35:22,928 - pyskl - INFO - Epoch [111][1000/3405] lr: 4.079e-03, eta: 16:37:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 2.2960, loss: 2.2960 +2025-05-06 20:36:06,566 - pyskl - INFO - Epoch [111][1100/3405] lr: 4.073e-03, eta: 16:36:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 2.3534, loss: 2.3534 +2025-05-06 20:36:50,318 - pyskl - INFO - Epoch [111][1200/3405] lr: 4.068e-03, eta: 16:35:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.2765, loss: 2.2765 +2025-05-06 20:37:34,151 - pyskl - INFO - Epoch [111][1300/3405] lr: 4.062e-03, eta: 16:34:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 2.2651, loss: 2.2651 +2025-05-06 20:38:17,844 - pyskl - INFO - Epoch [111][1400/3405] lr: 4.056e-03, eta: 16:34:03, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 2.2634, loss: 2.2634 +2025-05-06 20:39:01,560 - pyskl - INFO - Epoch [111][1500/3405] lr: 4.051e-03, eta: 16:33:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 2.3146, loss: 2.3146 +2025-05-06 20:39:45,456 - pyskl - INFO - Epoch [111][1600/3405] lr: 4.045e-03, eta: 16:32:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 2.2722, loss: 2.2722 +2025-05-06 20:40:29,233 - pyskl - INFO - Epoch [111][1700/3405] lr: 4.039e-03, eta: 16:31:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 2.1974, loss: 2.1974 +2025-05-06 20:41:13,201 - pyskl - INFO - Epoch [111][1800/3405] lr: 4.034e-03, eta: 16:31:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.3405, loss: 2.3405 +2025-05-06 20:41:56,834 - pyskl - INFO - Epoch [111][1900/3405] lr: 4.028e-03, eta: 16:30:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 2.2950, loss: 2.2950 +2025-05-06 20:42:40,632 - pyskl - INFO - Epoch [111][2000/3405] lr: 4.022e-03, eta: 16:29:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 2.2930, loss: 2.2930 +2025-05-06 20:43:24,359 - pyskl - INFO - Epoch [111][2100/3405] lr: 4.017e-03, eta: 16:28:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.3360, loss: 2.3360 +2025-05-06 20:44:07,977 - pyskl - INFO - Epoch [111][2200/3405] lr: 4.011e-03, eta: 16:28:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 2.3277, loss: 2.3277 +2025-05-06 20:44:51,779 - pyskl - INFO - Epoch [111][2300/3405] lr: 4.005e-03, eta: 16:27:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 2.3634, loss: 2.3634 +2025-05-06 20:45:35,440 - pyskl - INFO - Epoch [111][2400/3405] lr: 4.000e-03, eta: 16:26:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.3299, loss: 2.3299 +2025-05-06 20:46:19,081 - pyskl - INFO - Epoch [111][2500/3405] lr: 3.994e-03, eta: 16:25:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 2.2847, loss: 2.2847 +2025-05-06 20:47:02,784 - pyskl - INFO - Epoch [111][2600/3405] lr: 3.988e-03, eta: 16:25:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.3736, loss: 2.3736 +2025-05-06 20:47:46,522 - pyskl - INFO - Epoch [111][2700/3405] lr: 3.983e-03, eta: 16:24:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 2.2706, loss: 2.2706 +2025-05-06 20:48:30,271 - pyskl - INFO - Epoch [111][2800/3405] lr: 3.977e-03, eta: 16:23:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 2.4164, loss: 2.4164 +2025-05-06 20:49:13,948 - pyskl - INFO - Epoch [111][2900/3405] lr: 3.972e-03, eta: 16:22:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.3670, loss: 2.3670 +2025-05-06 20:49:57,668 - pyskl - INFO - Epoch [111][3000/3405] lr: 3.966e-03, eta: 16:22:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9988, loss_cls: 2.3396, loss: 2.3396 +2025-05-06 20:50:41,222 - pyskl - INFO - Epoch [111][3100/3405] lr: 3.960e-03, eta: 16:21:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 2.4394, loss: 2.4394 +2025-05-06 20:51:24,910 - pyskl - INFO - Epoch [111][3200/3405] lr: 3.955e-03, eta: 16:20:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 2.3338, loss: 2.3338 +2025-05-06 20:52:08,743 - pyskl - INFO - Epoch [111][3300/3405] lr: 3.949e-03, eta: 16:19:59, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 2.3910, loss: 2.3910 +2025-05-06 20:52:52,614 - pyskl - INFO - Epoch [111][3400/3405] lr: 3.943e-03, eta: 16:19:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 2.3844, loss: 2.3844 +2025-05-06 20:52:55,098 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-05-06 20:56:48,055 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 20:56:48,608 - pyskl - INFO - +top1_acc 0.8350 +top5_acc 0.9680 +2025-05-06 20:56:48,632 - pyskl - INFO - Epoch(val) [111][3718] top1_acc: 0.8350, top5_acc: 0.9680 +2025-05-06 20:57:55,755 - pyskl - INFO - Epoch [112][100/3405] lr: 3.938e-03, eta: 16:18:35, time: 0.671, data_time: 0.233, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 2.1725, loss: 2.1725 +2025-05-06 20:58:39,536 - pyskl - INFO - Epoch [112][200/3405] lr: 3.932e-03, eta: 16:17:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.2499, loss: 2.2499 +2025-05-06 20:59:23,243 - pyskl - INFO - Epoch [112][300/3405] lr: 3.926e-03, eta: 16:17:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.2336, loss: 2.2336 +2025-05-06 21:00:06,737 - pyskl - INFO - Epoch [112][400/3405] lr: 3.921e-03, eta: 16:16:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 2.2194, loss: 2.2194 +2025-05-06 21:00:50,436 - pyskl - INFO - Epoch [112][500/3405] lr: 3.915e-03, eta: 16:15:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 2.1714, loss: 2.1714 +2025-05-06 21:01:34,087 - pyskl - INFO - Epoch [112][600/3405] lr: 3.910e-03, eta: 16:14:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.3106, loss: 2.3106 +2025-05-06 21:02:17,778 - pyskl - INFO - Epoch [112][700/3405] lr: 3.904e-03, eta: 16:14:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 2.2060, loss: 2.2060 +2025-05-06 21:03:01,517 - pyskl - INFO - Epoch [112][800/3405] lr: 3.898e-03, eta: 16:13:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 1.0000, loss_cls: 2.3096, loss: 2.3096 +2025-05-06 21:03:45,220 - pyskl - INFO - Epoch [112][900/3405] lr: 3.893e-03, eta: 16:12:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.2587, loss: 2.2587 +2025-05-06 21:04:28,897 - pyskl - INFO - Epoch [112][1000/3405] lr: 3.887e-03, eta: 16:11:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 1.0000, loss_cls: 2.3851, loss: 2.3851 +2025-05-06 21:05:12,630 - pyskl - INFO - Epoch [112][1100/3405] lr: 3.882e-03, eta: 16:11:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 2.2704, loss: 2.2704 +2025-05-06 21:05:56,342 - pyskl - INFO - Epoch [112][1200/3405] lr: 3.876e-03, eta: 16:10:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 2.2351, loss: 2.2351 +2025-05-06 21:06:40,078 - pyskl - INFO - Epoch [112][1300/3405] lr: 3.871e-03, eta: 16:09:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 2.1734, loss: 2.1734 +2025-05-06 21:07:23,978 - pyskl - INFO - Epoch [112][1400/3405] lr: 3.865e-03, eta: 16:08:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.3454, loss: 2.3454 +2025-05-06 21:08:07,689 - pyskl - INFO - Epoch [112][1500/3405] lr: 3.860e-03, eta: 16:08:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.2879, loss: 2.2879 +2025-05-06 21:08:51,308 - pyskl - INFO - Epoch [112][1600/3405] lr: 3.854e-03, eta: 16:07:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 1.0000, loss_cls: 2.2591, loss: 2.2591 +2025-05-06 21:09:35,039 - pyskl - INFO - Epoch [112][1700/3405] lr: 3.848e-03, eta: 16:06:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.3550, loss: 2.3550 +2025-05-06 21:10:18,631 - pyskl - INFO - Epoch [112][1800/3405] lr: 3.843e-03, eta: 16:06:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 2.2566, loss: 2.2566 +2025-05-06 21:11:02,337 - pyskl - INFO - Epoch [112][1900/3405] lr: 3.837e-03, eta: 16:05:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 2.2571, loss: 2.2571 +2025-05-06 21:11:46,011 - pyskl - INFO - Epoch [112][2000/3405] lr: 3.832e-03, eta: 16:04:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 2.3276, loss: 2.3276 +2025-05-06 21:12:29,640 - pyskl - INFO - Epoch [112][2100/3405] lr: 3.826e-03, eta: 16:03:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 2.2660, loss: 2.2660 +2025-05-06 21:13:13,335 - pyskl - INFO - Epoch [112][2200/3405] lr: 3.821e-03, eta: 16:03:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.2138, loss: 2.2138 +2025-05-06 21:13:57,041 - pyskl - INFO - Epoch [112][2300/3405] lr: 3.815e-03, eta: 16:02:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 2.3451, loss: 2.3451 +2025-05-06 21:14:40,681 - pyskl - INFO - Epoch [112][2400/3405] lr: 3.810e-03, eta: 16:01:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.3417, loss: 2.3417 +2025-05-06 21:15:24,320 - pyskl - INFO - Epoch [112][2500/3405] lr: 3.804e-03, eta: 16:00:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9988, loss_cls: 2.2946, loss: 2.2946 +2025-05-06 21:16:08,004 - pyskl - INFO - Epoch [112][2600/3405] lr: 3.799e-03, eta: 16:00:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.4619, loss: 2.4619 +2025-05-06 21:16:51,600 - pyskl - INFO - Epoch [112][2700/3405] lr: 3.793e-03, eta: 15:59:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 2.2945, loss: 2.2945 +2025-05-06 21:17:35,272 - pyskl - INFO - Epoch [112][2800/3405] lr: 3.788e-03, eta: 15:58:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.3538, loss: 2.3538 +2025-05-06 21:18:18,974 - pyskl - INFO - Epoch [112][2900/3405] lr: 3.782e-03, eta: 15:57:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.3568, loss: 2.3568 +2025-05-06 21:19:02,699 - pyskl - INFO - Epoch [112][3000/3405] lr: 3.777e-03, eta: 15:57:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.2418, loss: 2.2418 +2025-05-06 21:19:46,403 - pyskl - INFO - Epoch [112][3100/3405] lr: 3.771e-03, eta: 15:56:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 2.2737, loss: 2.2737 +2025-05-06 21:20:30,063 - pyskl - INFO - Epoch [112][3200/3405] lr: 3.766e-03, eta: 15:55:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 2.3758, loss: 2.3758 +2025-05-06 21:21:13,725 - pyskl - INFO - Epoch [112][3300/3405] lr: 3.760e-03, eta: 15:54:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 2.2461, loss: 2.2461 +2025-05-06 21:21:57,422 - pyskl - INFO - Epoch [112][3400/3405] lr: 3.755e-03, eta: 15:54:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.3116, loss: 2.3116 +2025-05-06 21:21:59,938 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-05-06 21:25:52,294 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 21:25:52,839 - pyskl - INFO - +top1_acc 0.8409 +top5_acc 0.9694 +2025-05-06 21:25:52,860 - pyskl - INFO - Epoch(val) [112][3718] top1_acc: 0.8409, top5_acc: 0.9694 +2025-05-06 21:26:59,501 - pyskl - INFO - Epoch [113][100/3405] lr: 3.749e-03, eta: 15:53:29, time: 0.666, data_time: 0.229, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 2.1704, loss: 2.1704 +2025-05-06 21:27:43,207 - pyskl - INFO - Epoch [113][200/3405] lr: 3.743e-03, eta: 15:52:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 2.2820, loss: 2.2820 +2025-05-06 21:28:27,103 - pyskl - INFO - Epoch [113][300/3405] lr: 3.738e-03, eta: 15:52:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 2.1484, loss: 2.1484 +2025-05-06 21:29:10,888 - pyskl - INFO - Epoch [113][400/3405] lr: 3.732e-03, eta: 15:51:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 2.1584, loss: 2.1584 +2025-05-06 21:29:54,663 - pyskl - INFO - Epoch [113][500/3405] lr: 3.727e-03, eta: 15:50:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 2.2789, loss: 2.2789 +2025-05-06 21:30:38,407 - pyskl - INFO - Epoch [113][600/3405] lr: 3.721e-03, eta: 15:49:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 2.1593, loss: 2.1593 +2025-05-06 21:31:22,162 - pyskl - INFO - Epoch [113][700/3405] lr: 3.716e-03, eta: 15:49:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 2.2739, loss: 2.2739 +2025-05-06 21:32:05,893 - pyskl - INFO - Epoch [113][800/3405] lr: 3.710e-03, eta: 15:48:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 2.2259, loss: 2.2259 +2025-05-06 21:32:49,644 - pyskl - INFO - Epoch [113][900/3405] lr: 3.705e-03, eta: 15:47:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 2.2802, loss: 2.2802 +2025-05-06 21:33:33,420 - pyskl - INFO - Epoch [113][1000/3405] lr: 3.699e-03, eta: 15:46:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 2.2494, loss: 2.2494 +2025-05-06 21:34:17,144 - pyskl - INFO - Epoch [113][1100/3405] lr: 3.694e-03, eta: 15:46:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 2.2576, loss: 2.2576 +2025-05-06 21:35:01,102 - pyskl - INFO - Epoch [113][1200/3405] lr: 3.689e-03, eta: 15:45:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 2.1789, loss: 2.1789 +2025-05-06 21:35:44,932 - pyskl - INFO - Epoch [113][1300/3405] lr: 3.683e-03, eta: 15:44:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 2.2380, loss: 2.2380 +2025-05-06 21:36:28,685 - pyskl - INFO - Epoch [113][1400/3405] lr: 3.678e-03, eta: 15:43:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 2.1944, loss: 2.1944 +2025-05-06 21:37:12,617 - pyskl - INFO - Epoch [113][1500/3405] lr: 3.672e-03, eta: 15:43:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.0848, loss: 2.0848 +2025-05-06 21:37:56,376 - pyskl - INFO - Epoch [113][1600/3405] lr: 3.667e-03, eta: 15:42:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 2.2570, loss: 2.2570 +2025-05-06 21:38:40,138 - pyskl - INFO - Epoch [113][1700/3405] lr: 3.661e-03, eta: 15:41:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 1.0000, loss_cls: 2.1627, loss: 2.1627 +2025-05-06 21:39:23,821 - pyskl - INFO - Epoch [113][1800/3405] lr: 3.656e-03, eta: 15:40:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 2.2672, loss: 2.2672 +2025-05-06 21:40:07,478 - pyskl - INFO - Epoch [113][1900/3405] lr: 3.650e-03, eta: 15:40:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 2.3046, loss: 2.3046 +2025-05-06 21:40:51,178 - pyskl - INFO - Epoch [113][2000/3405] lr: 3.645e-03, eta: 15:39:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 2.2475, loss: 2.2475 +2025-05-06 21:41:34,938 - pyskl - INFO - Epoch [113][2100/3405] lr: 3.640e-03, eta: 15:38:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 2.3142, loss: 2.3142 +2025-05-06 21:42:18,644 - pyskl - INFO - Epoch [113][2200/3405] lr: 3.634e-03, eta: 15:37:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 2.3340, loss: 2.3340 +2025-05-06 21:43:02,371 - pyskl - INFO - Epoch [113][2300/3405] lr: 3.629e-03, eta: 15:37:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 2.2628, loss: 2.2628 +2025-05-06 21:43:46,082 - pyskl - INFO - Epoch [113][2400/3405] lr: 3.623e-03, eta: 15:36:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.3067, loss: 2.3067 +2025-05-06 21:44:29,789 - pyskl - INFO - Epoch [113][2500/3405] lr: 3.618e-03, eta: 15:35:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.2712, loss: 2.2712 +2025-05-06 21:45:13,479 - pyskl - INFO - Epoch [113][2600/3405] lr: 3.613e-03, eta: 15:34:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 2.2374, loss: 2.2374 +2025-05-06 21:45:57,206 - pyskl - INFO - Epoch [113][2700/3405] lr: 3.607e-03, eta: 15:34:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 2.3315, loss: 2.3315 +2025-05-06 21:46:40,900 - pyskl - INFO - Epoch [113][2800/3405] lr: 3.602e-03, eta: 15:33:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 2.3339, loss: 2.3339 +2025-05-06 21:47:24,547 - pyskl - INFO - Epoch [113][2900/3405] lr: 3.596e-03, eta: 15:32:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 2.2027, loss: 2.2027 +2025-05-06 21:48:08,165 - pyskl - INFO - Epoch [113][3000/3405] lr: 3.591e-03, eta: 15:32:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 2.2407, loss: 2.2407 +2025-05-06 21:48:51,812 - pyskl - INFO - Epoch [113][3100/3405] lr: 3.586e-03, eta: 15:31:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 2.3842, loss: 2.3842 +2025-05-06 21:49:35,531 - pyskl - INFO - Epoch [113][3200/3405] lr: 3.580e-03, eta: 15:30:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 2.3046, loss: 2.3046 +2025-05-06 21:50:19,198 - pyskl - INFO - Epoch [113][3300/3405] lr: 3.575e-03, eta: 15:29:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 2.1833, loss: 2.1833 +2025-05-06 21:51:02,833 - pyskl - INFO - Epoch [113][3400/3405] lr: 3.569e-03, eta: 15:29:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 2.2909, loss: 2.2909 +2025-05-06 21:51:05,366 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-05-06 21:54:57,586 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 21:54:58,143 - pyskl - INFO - +top1_acc 0.8383 +top5_acc 0.9682 +2025-05-06 21:54:58,171 - pyskl - INFO - Epoch(val) [113][3718] top1_acc: 0.8383, top5_acc: 0.9682 +2025-05-06 21:56:04,770 - pyskl - INFO - Epoch [114][100/3405] lr: 3.564e-03, eta: 15:28:24, time: 0.666, data_time: 0.228, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 2.2229, loss: 2.2229 +2025-05-06 21:56:48,487 - pyskl - INFO - Epoch [114][200/3405] lr: 3.558e-03, eta: 15:27:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 2.2293, loss: 2.2293 +2025-05-06 21:57:32,311 - pyskl - INFO - Epoch [114][300/3405] lr: 3.553e-03, eta: 15:26:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 2.1573, loss: 2.1573 +2025-05-06 21:58:16,119 - pyskl - INFO - Epoch [114][400/3405] lr: 3.548e-03, eta: 15:26:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 2.2542, loss: 2.2542 +2025-05-06 21:58:59,934 - pyskl - INFO - Epoch [114][500/3405] lr: 3.542e-03, eta: 15:25:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 2.2170, loss: 2.2170 +2025-05-06 21:59:43,681 - pyskl - INFO - Epoch [114][600/3405] lr: 3.537e-03, eta: 15:24:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 2.1091, loss: 2.1091 +2025-05-06 22:00:27,448 - pyskl - INFO - Epoch [114][700/3405] lr: 3.532e-03, eta: 15:23:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 2.2665, loss: 2.2665 +2025-05-06 22:01:11,194 - pyskl - INFO - Epoch [114][800/3405] lr: 3.526e-03, eta: 15:23:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 2.3978, loss: 2.3978 +2025-05-06 22:01:54,925 - pyskl - INFO - Epoch [114][900/3405] lr: 3.521e-03, eta: 15:22:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 2.2265, loss: 2.2265 +2025-05-06 22:02:38,708 - pyskl - INFO - Epoch [114][1000/3405] lr: 3.516e-03, eta: 15:21:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 2.1697, loss: 2.1697 +2025-05-06 22:03:22,497 - pyskl - INFO - Epoch [114][1100/3405] lr: 3.510e-03, eta: 15:21:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.2337, loss: 2.2337 +2025-05-06 22:04:06,480 - pyskl - INFO - Epoch [114][1200/3405] lr: 3.505e-03, eta: 15:20:15, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 2.1840, loss: 2.1840 +2025-05-06 22:04:50,270 - pyskl - INFO - Epoch [114][1300/3405] lr: 3.499e-03, eta: 15:19:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 2.2907, loss: 2.2907 +2025-05-06 22:05:33,968 - pyskl - INFO - Epoch [114][1400/3405] lr: 3.494e-03, eta: 15:18:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 2.2963, loss: 2.2963 +2025-05-06 22:06:17,655 - pyskl - INFO - Epoch [114][1500/3405] lr: 3.489e-03, eta: 15:18:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.2753, loss: 2.2753 +2025-05-06 22:07:01,311 - pyskl - INFO - Epoch [114][1600/3405] lr: 3.484e-03, eta: 15:17:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 2.2326, loss: 2.2326 +2025-05-06 22:07:45,035 - pyskl - INFO - Epoch [114][1700/3405] lr: 3.478e-03, eta: 15:16:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 2.3393, loss: 2.3393 +2025-05-06 22:08:28,868 - pyskl - INFO - Epoch [114][1800/3405] lr: 3.473e-03, eta: 15:15:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 2.1772, loss: 2.1772 +2025-05-06 22:09:12,513 - pyskl - INFO - Epoch [114][1900/3405] lr: 3.468e-03, eta: 15:15:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 1.0000, loss_cls: 2.1886, loss: 2.1886 +2025-05-06 22:09:56,030 - pyskl - INFO - Epoch [114][2000/3405] lr: 3.462e-03, eta: 15:14:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 2.2870, loss: 2.2870 +2025-05-06 22:10:39,791 - pyskl - INFO - Epoch [114][2100/3405] lr: 3.457e-03, eta: 15:13:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 2.1464, loss: 2.1464 +2025-05-06 22:11:23,521 - pyskl - INFO - Epoch [114][2200/3405] lr: 3.452e-03, eta: 15:12:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.3634, loss: 2.3634 +2025-05-06 22:12:07,089 - pyskl - INFO - Epoch [114][2300/3405] lr: 3.446e-03, eta: 15:12:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 2.2714, loss: 2.2714 +2025-05-06 22:12:50,584 - pyskl - INFO - Epoch [114][2400/3405] lr: 3.441e-03, eta: 15:11:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9994, loss_cls: 2.2106, loss: 2.2106 +2025-05-06 22:13:34,085 - pyskl - INFO - Epoch [114][2500/3405] lr: 3.436e-03, eta: 15:10:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 2.1931, loss: 2.1931 +2025-05-06 22:14:17,685 - pyskl - INFO - Epoch [114][2600/3405] lr: 3.430e-03, eta: 15:09:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 2.1855, loss: 2.1855 +2025-05-06 22:15:01,093 - pyskl - INFO - Epoch [114][2700/3405] lr: 3.425e-03, eta: 15:09:09, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 2.2283, loss: 2.2283 +2025-05-06 22:15:44,602 - pyskl - INFO - Epoch [114][2800/3405] lr: 3.420e-03, eta: 15:08:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 2.2288, loss: 2.2288 +2025-05-06 22:16:28,174 - pyskl - INFO - Epoch [114][2900/3405] lr: 3.415e-03, eta: 15:07:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 2.2141, loss: 2.2141 +2025-05-06 22:17:11,739 - pyskl - INFO - Epoch [114][3000/3405] lr: 3.409e-03, eta: 15:06:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 2.3292, loss: 2.3292 +2025-05-06 22:17:55,421 - pyskl - INFO - Epoch [114][3100/3405] lr: 3.404e-03, eta: 15:06:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 2.2128, loss: 2.2128 +2025-05-06 22:18:39,150 - pyskl - INFO - Epoch [114][3200/3405] lr: 3.399e-03, eta: 15:05:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.2450, loss: 2.2450 +2025-05-06 22:19:22,888 - pyskl - INFO - Epoch [114][3300/3405] lr: 3.393e-03, eta: 15:04:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 2.2770, loss: 2.2770 +2025-05-06 22:20:06,536 - pyskl - INFO - Epoch [114][3400/3405] lr: 3.388e-03, eta: 15:03:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.3338, loss: 2.3338 +2025-05-06 22:20:08,997 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-05-06 22:24:01,833 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 22:24:02,381 - pyskl - INFO - +top1_acc 0.8501 +top5_acc 0.9725 +2025-05-06 22:24:02,432 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_108.pth was removed +2025-05-06 22:24:03,476 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. +2025-05-06 22:24:03,478 - pyskl - INFO - Best top1_acc is 0.8501 at 114 epoch. +2025-05-06 22:24:03,504 - pyskl - INFO - Epoch(val) [114][3718] top1_acc: 0.8501, top5_acc: 0.9725 +2025-05-06 22:25:10,331 - pyskl - INFO - Epoch [115][100/3405] lr: 3.383e-03, eta: 15:03:18, time: 0.668, data_time: 0.231, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 2.1152, loss: 2.1152 +2025-05-06 22:25:54,059 - pyskl - INFO - Epoch [115][200/3405] lr: 3.377e-03, eta: 15:02:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 1.0000, loss_cls: 2.1746, loss: 2.1746 +2025-05-06 22:26:37,873 - pyskl - INFO - Epoch [115][300/3405] lr: 3.372e-03, eta: 15:01:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 2.1752, loss: 2.1752 +2025-05-06 22:27:21,607 - pyskl - INFO - Epoch [115][400/3405] lr: 3.367e-03, eta: 15:01:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 2.2493, loss: 2.2493 +2025-05-06 22:28:05,375 - pyskl - INFO - Epoch [115][500/3405] lr: 3.362e-03, eta: 15:00:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 2.1206, loss: 2.1206 +2025-05-06 22:28:49,100 - pyskl - INFO - Epoch [115][600/3405] lr: 3.356e-03, eta: 14:59:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 2.1883, loss: 2.1883 +2025-05-06 22:29:32,765 - pyskl - INFO - Epoch [115][700/3405] lr: 3.351e-03, eta: 14:58:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 2.1034, loss: 2.1034 +2025-05-06 22:30:16,496 - pyskl - INFO - Epoch [115][800/3405] lr: 3.346e-03, eta: 14:58:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 2.1668, loss: 2.1668 +2025-05-06 22:31:00,261 - pyskl - INFO - Epoch [115][900/3405] lr: 3.341e-03, eta: 14:57:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 2.1305, loss: 2.1305 +2025-05-06 22:31:44,032 - pyskl - INFO - Epoch [115][1000/3405] lr: 3.335e-03, eta: 14:56:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 2.1380, loss: 2.1380 +2025-05-06 22:32:27,741 - pyskl - INFO - Epoch [115][1100/3405] lr: 3.330e-03, eta: 14:55:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 2.2139, loss: 2.2139 +2025-05-06 22:33:11,731 - pyskl - INFO - Epoch [115][1200/3405] lr: 3.325e-03, eta: 14:55:09, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 2.0992, loss: 2.0992 +2025-05-06 22:33:55,578 - pyskl - INFO - Epoch [115][1300/3405] lr: 3.320e-03, eta: 14:54:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 2.1765, loss: 2.1765 +2025-05-06 22:34:39,395 - pyskl - INFO - Epoch [115][1400/3405] lr: 3.315e-03, eta: 14:53:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 2.2507, loss: 2.2507 +2025-05-06 22:35:23,206 - pyskl - INFO - Epoch [115][1500/3405] lr: 3.309e-03, eta: 14:52:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.2306, loss: 2.2306 +2025-05-06 22:36:07,133 - pyskl - INFO - Epoch [115][1600/3405] lr: 3.304e-03, eta: 14:52:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 2.1443, loss: 2.1443 +2025-05-06 22:36:51,143 - pyskl - INFO - Epoch [115][1700/3405] lr: 3.299e-03, eta: 14:51:27, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 2.1965, loss: 2.1965 +2025-05-06 22:37:35,066 - pyskl - INFO - Epoch [115][1800/3405] lr: 3.294e-03, eta: 14:50:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 2.1411, loss: 2.1411 +2025-05-06 22:38:18,773 - pyskl - INFO - Epoch [115][1900/3405] lr: 3.289e-03, eta: 14:49:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 2.2258, loss: 2.2258 +2025-05-06 22:39:02,599 - pyskl - INFO - Epoch [115][2000/3405] lr: 3.283e-03, eta: 14:49:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 2.1671, loss: 2.1671 +2025-05-06 22:39:46,419 - pyskl - INFO - Epoch [115][2100/3405] lr: 3.278e-03, eta: 14:48:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 2.1818, loss: 2.1818 +2025-05-06 22:40:30,284 - pyskl - INFO - Epoch [115][2200/3405] lr: 3.273e-03, eta: 14:47:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 2.2460, loss: 2.2460 +2025-05-06 22:41:14,072 - pyskl - INFO - Epoch [115][2300/3405] lr: 3.268e-03, eta: 14:47:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 2.2728, loss: 2.2728 +2025-05-06 22:41:57,833 - pyskl - INFO - Epoch [115][2400/3405] lr: 3.263e-03, eta: 14:46:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 2.1473, loss: 2.1473 +2025-05-06 22:42:41,523 - pyskl - INFO - Epoch [115][2500/3405] lr: 3.257e-03, eta: 14:45:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 2.1810, loss: 2.1810 +2025-05-06 22:43:25,317 - pyskl - INFO - Epoch [115][2600/3405] lr: 3.252e-03, eta: 14:44:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.2545, loss: 2.2545 +2025-05-06 22:44:09,136 - pyskl - INFO - Epoch [115][2700/3405] lr: 3.247e-03, eta: 14:44:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 2.1658, loss: 2.1658 +2025-05-06 22:44:52,944 - pyskl - INFO - Epoch [115][2800/3405] lr: 3.242e-03, eta: 14:43:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 2.2185, loss: 2.2185 +2025-05-06 22:45:36,726 - pyskl - INFO - Epoch [115][2900/3405] lr: 3.237e-03, eta: 14:42:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 2.1893, loss: 2.1893 +2025-05-06 22:46:20,431 - pyskl - INFO - Epoch [115][3000/3405] lr: 3.232e-03, eta: 14:41:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 2.3332, loss: 2.3332 +2025-05-06 22:47:04,106 - pyskl - INFO - Epoch [115][3100/3405] lr: 3.226e-03, eta: 14:41:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 2.2688, loss: 2.2688 +2025-05-06 22:47:47,821 - pyskl - INFO - Epoch [115][3200/3405] lr: 3.221e-03, eta: 14:40:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 2.1839, loss: 2.1839 +2025-05-06 22:48:31,492 - pyskl - INFO - Epoch [115][3300/3405] lr: 3.216e-03, eta: 14:39:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 2.2369, loss: 2.2369 +2025-05-06 22:49:15,260 - pyskl - INFO - Epoch [115][3400/3405] lr: 3.211e-03, eta: 14:38:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 2.1758, loss: 2.1758 +2025-05-06 22:49:17,818 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-05-06 22:53:10,021 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 22:53:10,573 - pyskl - INFO - +top1_acc 0.8416 +top5_acc 0.9679 +2025-05-06 22:53:10,596 - pyskl - INFO - Epoch(val) [115][3718] top1_acc: 0.8416, top5_acc: 0.9679 +2025-05-06 22:54:17,365 - pyskl - INFO - Epoch [116][100/3405] lr: 3.206e-03, eta: 14:38:12, time: 0.668, data_time: 0.230, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 2.0822, loss: 2.0822 +2025-05-06 22:55:00,988 - pyskl - INFO - Epoch [116][200/3405] lr: 3.200e-03, eta: 14:37:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 2.0320, loss: 2.0320 +2025-05-06 22:55:44,719 - pyskl - INFO - Epoch [116][300/3405] lr: 3.195e-03, eta: 14:36:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 2.0642, loss: 2.0642 +2025-05-06 22:56:28,389 - pyskl - INFO - Epoch [116][400/3405] lr: 3.190e-03, eta: 14:35:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 2.1294, loss: 2.1294 +2025-05-06 22:57:12,147 - pyskl - INFO - Epoch [116][500/3405] lr: 3.185e-03, eta: 14:35:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 2.1724, loss: 2.1724 +2025-05-06 22:57:55,861 - pyskl - INFO - Epoch [116][600/3405] lr: 3.180e-03, eta: 14:34:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 2.0877, loss: 2.0877 +2025-05-06 22:58:39,606 - pyskl - INFO - Epoch [116][700/3405] lr: 3.175e-03, eta: 14:33:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 2.1143, loss: 2.1143 +2025-05-06 22:59:23,396 - pyskl - INFO - Epoch [116][800/3405] lr: 3.170e-03, eta: 14:33:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 2.0937, loss: 2.0937 +2025-05-06 23:00:07,151 - pyskl - INFO - Epoch [116][900/3405] lr: 3.165e-03, eta: 14:32:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 2.2258, loss: 2.2258 +2025-05-06 23:00:50,942 - pyskl - INFO - Epoch [116][1000/3405] lr: 3.159e-03, eta: 14:31:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 2.1860, loss: 2.1860 +2025-05-06 23:01:34,726 - pyskl - INFO - Epoch [116][1100/3405] lr: 3.154e-03, eta: 14:30:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 2.1179, loss: 2.1179 +2025-05-06 23:02:18,519 - pyskl - INFO - Epoch [116][1200/3405] lr: 3.149e-03, eta: 14:30:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 2.0454, loss: 2.0454 +2025-05-06 23:03:02,259 - pyskl - INFO - Epoch [116][1300/3405] lr: 3.144e-03, eta: 14:29:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 2.1684, loss: 2.1684 +2025-05-06 23:03:46,314 - pyskl - INFO - Epoch [116][1400/3405] lr: 3.139e-03, eta: 14:28:35, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 2.1138, loss: 2.1138 +2025-05-06 23:04:30,235 - pyskl - INFO - Epoch [116][1500/3405] lr: 3.134e-03, eta: 14:27:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 2.1128, loss: 2.1128 +2025-05-06 23:05:14,135 - pyskl - INFO - Epoch [116][1600/3405] lr: 3.129e-03, eta: 14:27:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 2.1424, loss: 2.1424 +2025-05-06 23:05:58,189 - pyskl - INFO - Epoch [116][1700/3405] lr: 3.124e-03, eta: 14:26:22, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 2.1392, loss: 2.1392 +2025-05-06 23:06:42,205 - pyskl - INFO - Epoch [116][1800/3405] lr: 3.119e-03, eta: 14:25:38, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 2.1228, loss: 2.1228 +2025-05-06 23:07:26,191 - pyskl - INFO - Epoch [116][1900/3405] lr: 3.114e-03, eta: 14:24:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.0942, loss: 2.0942 +2025-05-06 23:08:10,107 - pyskl - INFO - Epoch [116][2000/3405] lr: 3.109e-03, eta: 14:24:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 2.1560, loss: 2.1560 +2025-05-06 23:08:53,951 - pyskl - INFO - Epoch [116][2100/3405] lr: 3.103e-03, eta: 14:23:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 2.0842, loss: 2.0842 +2025-05-06 23:09:37,667 - pyskl - INFO - Epoch [116][2200/3405] lr: 3.098e-03, eta: 14:22:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 2.0934, loss: 2.0934 +2025-05-06 23:10:21,373 - pyskl - INFO - Epoch [116][2300/3405] lr: 3.093e-03, eta: 14:21:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 2.1188, loss: 2.1188 +2025-05-06 23:11:05,108 - pyskl - INFO - Epoch [116][2400/3405] lr: 3.088e-03, eta: 14:21:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 2.2228, loss: 2.2228 +2025-05-06 23:11:48,790 - pyskl - INFO - Epoch [116][2500/3405] lr: 3.083e-03, eta: 14:20:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.2302, loss: 2.2302 +2025-05-06 23:12:32,532 - pyskl - INFO - Epoch [116][2600/3405] lr: 3.078e-03, eta: 14:19:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 2.1083, loss: 2.1083 +2025-05-06 23:13:16,276 - pyskl - INFO - Epoch [116][2700/3405] lr: 3.073e-03, eta: 14:18:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 2.1625, loss: 2.1625 +2025-05-06 23:14:00,063 - pyskl - INFO - Epoch [116][2800/3405] lr: 3.068e-03, eta: 14:18:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 2.1182, loss: 2.1182 +2025-05-06 23:14:43,832 - pyskl - INFO - Epoch [116][2900/3405] lr: 3.063e-03, eta: 14:17:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 2.1928, loss: 2.1928 +2025-05-06 23:15:27,475 - pyskl - INFO - Epoch [116][3000/3405] lr: 3.058e-03, eta: 14:16:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 2.2292, loss: 2.2292 +2025-05-06 23:16:11,110 - pyskl - INFO - Epoch [116][3100/3405] lr: 3.053e-03, eta: 14:16:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9994, loss_cls: 2.2647, loss: 2.2647 +2025-05-06 23:16:54,631 - pyskl - INFO - Epoch [116][3200/3405] lr: 3.048e-03, eta: 14:15:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 2.3421, loss: 2.3421 +2025-05-06 23:17:38,222 - pyskl - INFO - Epoch [116][3300/3405] lr: 3.043e-03, eta: 14:14:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 2.1858, loss: 2.1858 +2025-05-06 23:18:21,827 - pyskl - INFO - Epoch [116][3400/3405] lr: 3.038e-03, eta: 14:13:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 2.1833, loss: 2.1833 +2025-05-06 23:18:24,365 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-05-06 23:22:16,951 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 23:22:17,504 - pyskl - INFO - +top1_acc 0.8500 +top5_acc 0.9711 +2025-05-06 23:22:17,527 - pyskl - INFO - Epoch(val) [116][3718] top1_acc: 0.8500, top5_acc: 0.9711 +2025-05-06 23:23:24,205 - pyskl - INFO - Epoch [117][100/3405] lr: 3.033e-03, eta: 14:13:07, time: 0.667, data_time: 0.229, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 2.0464, loss: 2.0464 +2025-05-06 23:24:07,926 - pyskl - INFO - Epoch [117][200/3405] lr: 3.028e-03, eta: 14:12:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.9348, loss: 1.9348 +2025-05-06 23:24:51,725 - pyskl - INFO - Epoch [117][300/3405] lr: 3.023e-03, eta: 14:11:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 2.0388, loss: 2.0388 +2025-05-06 23:25:35,506 - pyskl - INFO - Epoch [117][400/3405] lr: 3.018e-03, eta: 14:10:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 2.0436, loss: 2.0436 +2025-05-06 23:26:19,319 - pyskl - INFO - Epoch [117][500/3405] lr: 3.013e-03, eta: 14:10:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 1.0000, loss_cls: 2.1479, loss: 2.1479 +2025-05-06 23:27:03,020 - pyskl - INFO - Epoch [117][600/3405] lr: 3.008e-03, eta: 14:09:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 2.0325, loss: 2.0325 +2025-05-06 23:27:46,738 - pyskl - INFO - Epoch [117][700/3405] lr: 3.003e-03, eta: 14:08:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 2.1248, loss: 2.1248 +2025-05-06 23:28:30,538 - pyskl - INFO - Epoch [117][800/3405] lr: 2.998e-03, eta: 14:07:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 2.0510, loss: 2.0510 +2025-05-06 23:29:14,275 - pyskl - INFO - Epoch [117][900/3405] lr: 2.993e-03, eta: 14:07:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 2.0980, loss: 2.0980 +2025-05-06 23:29:57,944 - pyskl - INFO - Epoch [117][1000/3405] lr: 2.988e-03, eta: 14:06:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 2.0686, loss: 2.0686 +2025-05-06 23:30:41,653 - pyskl - INFO - Epoch [117][1100/3405] lr: 2.983e-03, eta: 14:05:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 2.1957, loss: 2.1957 +2025-05-06 23:31:25,448 - pyskl - INFO - Epoch [117][1200/3405] lr: 2.978e-03, eta: 14:04:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 2.0976, loss: 2.0976 +2025-05-06 23:32:09,134 - pyskl - INFO - Epoch [117][1300/3405] lr: 2.973e-03, eta: 14:04:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 2.1918, loss: 2.1918 +2025-05-06 23:32:52,923 - pyskl - INFO - Epoch [117][1400/3405] lr: 2.968e-03, eta: 14:03:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 2.1736, loss: 2.1736 +2025-05-06 23:33:36,673 - pyskl - INFO - Epoch [117][1500/3405] lr: 2.963e-03, eta: 14:02:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 2.1182, loss: 2.1182 +2025-05-06 23:34:20,412 - pyskl - INFO - Epoch [117][1600/3405] lr: 2.958e-03, eta: 14:02:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 2.2183, loss: 2.2183 +2025-05-06 23:35:04,132 - pyskl - INFO - Epoch [117][1700/3405] lr: 2.953e-03, eta: 14:01:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 2.1264, loss: 2.1264 +2025-05-06 23:35:47,697 - pyskl - INFO - Epoch [117][1800/3405] lr: 2.948e-03, eta: 14:00:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 2.1131, loss: 2.1131 +2025-05-06 23:36:31,286 - pyskl - INFO - Epoch [117][1900/3405] lr: 2.943e-03, eta: 13:59:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 2.1058, loss: 2.1058 +2025-05-06 23:37:15,129 - pyskl - INFO - Epoch [117][2000/3405] lr: 2.938e-03, eta: 13:59:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 2.1794, loss: 2.1794 +2025-05-06 23:37:58,870 - pyskl - INFO - Epoch [117][2100/3405] lr: 2.933e-03, eta: 13:58:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 2.1903, loss: 2.1903 +2025-05-06 23:38:42,649 - pyskl - INFO - Epoch [117][2200/3405] lr: 2.928e-03, eta: 13:57:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 2.1082, loss: 2.1082 +2025-05-06 23:39:26,408 - pyskl - INFO - Epoch [117][2300/3405] lr: 2.923e-03, eta: 13:56:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 2.1364, loss: 2.1364 +2025-05-06 23:40:10,200 - pyskl - INFO - Epoch [117][2400/3405] lr: 2.918e-03, eta: 13:56:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 2.1080, loss: 2.1080 +2025-05-06 23:40:54,004 - pyskl - INFO - Epoch [117][2500/3405] lr: 2.913e-03, eta: 13:55:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 2.1843, loss: 2.1843 +2025-05-06 23:41:37,745 - pyskl - INFO - Epoch [117][2600/3405] lr: 2.908e-03, eta: 13:54:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 2.1691, loss: 2.1691 +2025-05-06 23:42:21,378 - pyskl - INFO - Epoch [117][2700/3405] lr: 2.903e-03, eta: 13:53:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 2.1266, loss: 2.1266 +2025-05-06 23:43:05,033 - pyskl - INFO - Epoch [117][2800/3405] lr: 2.898e-03, eta: 13:53:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.0813, loss: 2.0813 +2025-05-06 23:43:48,708 - pyskl - INFO - Epoch [117][2900/3405] lr: 2.893e-03, eta: 13:52:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 2.1718, loss: 2.1718 +2025-05-06 23:44:32,438 - pyskl - INFO - Epoch [117][3000/3405] lr: 2.889e-03, eta: 13:51:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 2.0853, loss: 2.0853 +2025-05-06 23:45:16,062 - pyskl - INFO - Epoch [117][3100/3405] lr: 2.884e-03, eta: 13:50:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 2.1523, loss: 2.1523 +2025-05-06 23:45:59,686 - pyskl - INFO - Epoch [117][3200/3405] lr: 2.879e-03, eta: 13:50:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 2.1580, loss: 2.1580 +2025-05-06 23:46:43,330 - pyskl - INFO - Epoch [117][3300/3405] lr: 2.874e-03, eta: 13:49:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 2.1601, loss: 2.1601 +2025-05-06 23:47:26,979 - pyskl - INFO - Epoch [117][3400/3405] lr: 2.869e-03, eta: 13:48:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 2.1149, loss: 2.1149 +2025-05-06 23:47:29,557 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-05-06 23:51:22,543 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 23:51:23,099 - pyskl - INFO - +top1_acc 0.8486 +top5_acc 0.9713 +2025-05-06 23:51:23,123 - pyskl - INFO - Epoch(val) [117][3718] top1_acc: 0.8486, top5_acc: 0.9713 +2025-05-06 23:52:30,440 - pyskl - INFO - Epoch [118][100/3405] lr: 2.864e-03, eta: 13:48:01, time: 0.673, data_time: 0.232, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 2.0716, loss: 2.0716 +2025-05-06 23:53:14,312 - pyskl - INFO - Epoch [118][200/3405] lr: 2.859e-03, eta: 13:47:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 2.1324, loss: 2.1324 +2025-05-06 23:53:58,115 - pyskl - INFO - Epoch [118][300/3405] lr: 2.854e-03, eta: 13:46:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 2.0619, loss: 2.0619 +2025-05-06 23:54:41,747 - pyskl - INFO - Epoch [118][400/3405] lr: 2.849e-03, eta: 13:45:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.9629, loss: 1.9629 +2025-05-06 23:55:25,319 - pyskl - INFO - Epoch [118][500/3405] lr: 2.844e-03, eta: 13:45:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 2.0921, loss: 2.0921 +2025-05-06 23:56:08,859 - pyskl - INFO - Epoch [118][600/3405] lr: 2.839e-03, eta: 13:44:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.1137, loss: 2.1137 +2025-05-06 23:56:52,467 - pyskl - INFO - Epoch [118][700/3405] lr: 2.834e-03, eta: 13:43:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.9725, loss: 1.9725 +2025-05-06 23:57:36,068 - pyskl - INFO - Epoch [118][800/3405] lr: 2.830e-03, eta: 13:42:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 2.1770, loss: 2.1770 +2025-05-06 23:58:19,683 - pyskl - INFO - Epoch [118][900/3405] lr: 2.825e-03, eta: 13:42:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 2.0800, loss: 2.0800 +2025-05-06 23:59:03,277 - pyskl - INFO - Epoch [118][1000/3405] lr: 2.820e-03, eta: 13:41:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 2.1278, loss: 2.1278 +2025-05-06 23:59:46,751 - pyskl - INFO - Epoch [118][1100/3405] lr: 2.815e-03, eta: 13:40:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 2.0989, loss: 2.0989 +2025-05-07 00:00:30,365 - pyskl - INFO - Epoch [118][1200/3405] lr: 2.810e-03, eta: 13:39:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.0312, loss: 2.0312 +2025-05-07 00:01:13,960 - pyskl - INFO - Epoch [118][1300/3405] lr: 2.805e-03, eta: 13:39:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.0524, loss: 2.0524 +2025-05-07 00:01:57,487 - pyskl - INFO - Epoch [118][1400/3405] lr: 2.800e-03, eta: 13:38:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 2.0473, loss: 2.0473 +2025-05-07 00:02:41,231 - pyskl - INFO - Epoch [118][1500/3405] lr: 2.796e-03, eta: 13:37:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 2.0626, loss: 2.0626 +2025-05-07 00:03:24,972 - pyskl - INFO - Epoch [118][1600/3405] lr: 2.791e-03, eta: 13:36:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 2.0998, loss: 2.0998 +2025-05-07 00:04:08,762 - pyskl - INFO - Epoch [118][1700/3405] lr: 2.786e-03, eta: 13:36:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 2.1042, loss: 2.1042 +2025-05-07 00:04:52,541 - pyskl - INFO - Epoch [118][1800/3405] lr: 2.781e-03, eta: 13:35:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 2.1461, loss: 2.1461 +2025-05-07 00:05:36,290 - pyskl - INFO - Epoch [118][1900/3405] lr: 2.776e-03, eta: 13:34:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.1119, loss: 2.1119 +2025-05-07 00:06:20,126 - pyskl - INFO - Epoch [118][2000/3405] lr: 2.771e-03, eta: 13:33:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 2.1167, loss: 2.1167 +2025-05-07 00:07:03,820 - pyskl - INFO - Epoch [118][2100/3405] lr: 2.767e-03, eta: 13:33:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 2.1307, loss: 2.1307 +2025-05-07 00:07:47,463 - pyskl - INFO - Epoch [118][2200/3405] lr: 2.762e-03, eta: 13:32:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 2.0520, loss: 2.0520 +2025-05-07 00:08:31,048 - pyskl - INFO - Epoch [118][2300/3405] lr: 2.757e-03, eta: 13:31:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 2.1691, loss: 2.1691 +2025-05-07 00:09:14,667 - pyskl - INFO - Epoch [118][2400/3405] lr: 2.752e-03, eta: 13:30:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 2.1097, loss: 2.1097 +2025-05-07 00:09:58,425 - pyskl - INFO - Epoch [118][2500/3405] lr: 2.747e-03, eta: 13:30:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 2.1066, loss: 2.1066 +2025-05-07 00:10:42,179 - pyskl - INFO - Epoch [118][2600/3405] lr: 2.742e-03, eta: 13:29:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.0962, loss: 2.0962 +2025-05-07 00:11:25,898 - pyskl - INFO - Epoch [118][2700/3405] lr: 2.738e-03, eta: 13:28:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 2.0676, loss: 2.0676 +2025-05-07 00:12:09,545 - pyskl - INFO - Epoch [118][2800/3405] lr: 2.733e-03, eta: 13:28:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 2.0754, loss: 2.0754 +2025-05-07 00:12:53,040 - pyskl - INFO - Epoch [118][2900/3405] lr: 2.728e-03, eta: 13:27:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 2.1045, loss: 2.1045 +2025-05-07 00:13:36,926 - pyskl - INFO - Epoch [118][3000/3405] lr: 2.723e-03, eta: 13:26:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 2.0208, loss: 2.0208 +2025-05-07 00:14:20,627 - pyskl - INFO - Epoch [118][3100/3405] lr: 2.718e-03, eta: 13:25:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.1674, loss: 2.1674 +2025-05-07 00:15:04,337 - pyskl - INFO - Epoch [118][3200/3405] lr: 2.714e-03, eta: 13:25:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 2.1019, loss: 2.1019 +2025-05-07 00:15:48,031 - pyskl - INFO - Epoch [118][3300/3405] lr: 2.709e-03, eta: 13:24:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 2.2400, loss: 2.2400 +2025-05-07 00:16:31,831 - pyskl - INFO - Epoch [118][3400/3405] lr: 2.704e-03, eta: 13:23:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.1543, loss: 2.1543 +2025-05-07 00:16:34,379 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-05-07 00:20:26,836 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 00:20:27,391 - pyskl - INFO - +top1_acc 0.8505 +top5_acc 0.9716 +2025-05-07 00:20:27,449 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_114.pth was removed +2025-05-07 00:20:28,562 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2025-05-07 00:20:28,564 - pyskl - INFO - Best top1_acc is 0.8505 at 118 epoch. +2025-05-07 00:20:28,588 - pyskl - INFO - Epoch(val) [118][3718] top1_acc: 0.8505, top5_acc: 0.9716 +2025-05-07 00:21:35,434 - pyskl - INFO - Epoch [119][100/3405] lr: 2.699e-03, eta: 13:22:54, time: 0.668, data_time: 0.231, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.0089, loss: 2.0089 +2025-05-07 00:22:19,081 - pyskl - INFO - Epoch [119][200/3405] lr: 2.694e-03, eta: 13:22:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 2.0429, loss: 2.0429 +2025-05-07 00:23:02,744 - pyskl - INFO - Epoch [119][300/3405] lr: 2.690e-03, eta: 13:21:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 2.0710, loss: 2.0710 +2025-05-07 00:23:46,367 - pyskl - INFO - Epoch [119][400/3405] lr: 2.685e-03, eta: 13:20:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 2.0092, loss: 2.0092 +2025-05-07 00:24:30,102 - pyskl - INFO - Epoch [119][500/3405] lr: 2.680e-03, eta: 13:19:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.0013, loss: 2.0013 +2025-05-07 00:25:13,907 - pyskl - INFO - Epoch [119][600/3405] lr: 2.675e-03, eta: 13:19:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.0046, loss: 2.0046 +2025-05-07 00:25:57,661 - pyskl - INFO - Epoch [119][700/3405] lr: 2.671e-03, eta: 13:18:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.9425, loss: 1.9425 +2025-05-07 00:26:41,493 - pyskl - INFO - Epoch [119][800/3405] lr: 2.666e-03, eta: 13:17:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.0448, loss: 2.0448 +2025-05-07 00:27:25,351 - pyskl - INFO - Epoch [119][900/3405] lr: 2.661e-03, eta: 13:16:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 2.0446, loss: 2.0446 +2025-05-07 00:28:09,207 - pyskl - INFO - Epoch [119][1000/3405] lr: 2.656e-03, eta: 13:16:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 2.0695, loss: 2.0695 +2025-05-07 00:28:52,981 - pyskl - INFO - Epoch [119][1100/3405] lr: 2.652e-03, eta: 13:15:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 2.0416, loss: 2.0416 +2025-05-07 00:29:36,649 - pyskl - INFO - Epoch [119][1200/3405] lr: 2.647e-03, eta: 13:14:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.9360, loss: 1.9360 +2025-05-07 00:30:20,294 - pyskl - INFO - Epoch [119][1300/3405] lr: 2.642e-03, eta: 13:14:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 2.0900, loss: 2.0900 +2025-05-07 00:31:03,986 - pyskl - INFO - Epoch [119][1400/3405] lr: 2.637e-03, eta: 13:13:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 2.0568, loss: 2.0568 +2025-05-07 00:31:47,809 - pyskl - INFO - Epoch [119][1500/3405] lr: 2.633e-03, eta: 13:12:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 2.0409, loss: 2.0409 +2025-05-07 00:32:31,533 - pyskl - INFO - Epoch [119][1600/3405] lr: 2.628e-03, eta: 13:11:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.0811, loss: 2.0811 +2025-05-07 00:33:15,226 - pyskl - INFO - Epoch [119][1700/3405] lr: 2.623e-03, eta: 13:11:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9930, loss: 1.9930 +2025-05-07 00:33:58,892 - pyskl - INFO - Epoch [119][1800/3405] lr: 2.619e-03, eta: 13:10:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.9829, loss: 1.9829 +2025-05-07 00:34:42,560 - pyskl - INFO - Epoch [119][1900/3405] lr: 2.614e-03, eta: 13:09:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.9916, loss: 1.9916 +2025-05-07 00:35:26,256 - pyskl - INFO - Epoch [119][2000/3405] lr: 2.609e-03, eta: 13:08:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.9706, loss: 1.9706 +2025-05-07 00:36:10,314 - pyskl - INFO - Epoch [119][2100/3405] lr: 2.604e-03, eta: 13:08:07, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 2.0637, loss: 2.0637 +2025-05-07 00:36:54,048 - pyskl - INFO - Epoch [119][2200/3405] lr: 2.600e-03, eta: 13:07:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 2.0646, loss: 2.0646 +2025-05-07 00:37:37,728 - pyskl - INFO - Epoch [119][2300/3405] lr: 2.595e-03, eta: 13:06:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 2.1075, loss: 2.1075 +2025-05-07 00:38:21,356 - pyskl - INFO - Epoch [119][2400/3405] lr: 2.590e-03, eta: 13:05:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 2.0572, loss: 2.0572 +2025-05-07 00:39:04,970 - pyskl - INFO - Epoch [119][2500/3405] lr: 2.586e-03, eta: 13:05:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9969, loss_cls: 2.0648, loss: 2.0648 +2025-05-07 00:39:48,632 - pyskl - INFO - Epoch [119][2600/3405] lr: 2.581e-03, eta: 13:04:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 2.0043, loss: 2.0043 +2025-05-07 00:40:32,280 - pyskl - INFO - Epoch [119][2700/3405] lr: 2.576e-03, eta: 13:03:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.9892, loss: 1.9892 +2025-05-07 00:41:15,856 - pyskl - INFO - Epoch [119][2800/3405] lr: 2.572e-03, eta: 13:02:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 2.0610, loss: 2.0610 +2025-05-07 00:41:59,262 - pyskl - INFO - Epoch [119][2900/3405] lr: 2.567e-03, eta: 13:02:11, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 2.0508, loss: 2.0508 +2025-05-07 00:42:42,871 - pyskl - INFO - Epoch [119][3000/3405] lr: 2.562e-03, eta: 13:01:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 2.1775, loss: 2.1775 +2025-05-07 00:43:26,437 - pyskl - INFO - Epoch [119][3100/3405] lr: 2.558e-03, eta: 13:00:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 2.0703, loss: 2.0703 +2025-05-07 00:44:10,037 - pyskl - INFO - Epoch [119][3200/3405] lr: 2.553e-03, eta: 12:59:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 2.1577, loss: 2.1577 +2025-05-07 00:44:53,620 - pyskl - INFO - Epoch [119][3300/3405] lr: 2.548e-03, eta: 12:59:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 2.1530, loss: 2.1530 +2025-05-07 00:45:37,045 - pyskl - INFO - Epoch [119][3400/3405] lr: 2.544e-03, eta: 12:58:29, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.1115, loss: 2.1115 +2025-05-07 00:45:39,598 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-05-07 00:49:31,745 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 00:49:32,296 - pyskl - INFO - +top1_acc 0.8561 +top5_acc 0.9730 +2025-05-07 00:49:32,354 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_118.pth was removed +2025-05-07 00:49:33,585 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2025-05-07 00:49:33,587 - pyskl - INFO - Best top1_acc is 0.8561 at 119 epoch. +2025-05-07 00:49:33,608 - pyskl - INFO - Epoch(val) [119][3718] top1_acc: 0.8561, top5_acc: 0.9730 +2025-05-07 00:50:40,016 - pyskl - INFO - Epoch [120][100/3405] lr: 2.539e-03, eta: 12:57:48, time: 0.664, data_time: 0.227, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.9979, loss: 1.9979 +2025-05-07 00:51:23,748 - pyskl - INFO - Epoch [120][200/3405] lr: 2.534e-03, eta: 12:57:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9499, loss: 1.9499 +2025-05-07 00:52:07,469 - pyskl - INFO - Epoch [120][300/3405] lr: 2.529e-03, eta: 12:56:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.9598, loss: 1.9598 +2025-05-07 00:52:51,209 - pyskl - INFO - Epoch [120][400/3405] lr: 2.525e-03, eta: 12:55:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 2.0019, loss: 2.0019 +2025-05-07 00:53:34,960 - pyskl - INFO - Epoch [120][500/3405] lr: 2.520e-03, eta: 12:54:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 2.0199, loss: 2.0199 +2025-05-07 00:54:18,714 - pyskl - INFO - Epoch [120][600/3405] lr: 2.516e-03, eta: 12:54:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 2.1429, loss: 2.1429 +2025-05-07 00:55:02,416 - pyskl - INFO - Epoch [120][700/3405] lr: 2.511e-03, eta: 12:53:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 2.0279, loss: 2.0279 +2025-05-07 00:55:46,143 - pyskl - INFO - Epoch [120][800/3405] lr: 2.506e-03, eta: 12:52:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 2.0101, loss: 2.0101 +2025-05-07 00:56:29,922 - pyskl - INFO - Epoch [120][900/3405] lr: 2.502e-03, eta: 12:51:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.9931, loss: 1.9931 +2025-05-07 00:57:13,702 - pyskl - INFO - Epoch [120][1000/3405] lr: 2.497e-03, eta: 12:51:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.9742, loss: 1.9742 +2025-05-07 00:57:57,367 - pyskl - INFO - Epoch [120][1100/3405] lr: 2.493e-03, eta: 12:50:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.9037, loss: 1.9037 +2025-05-07 00:58:41,176 - pyskl - INFO - Epoch [120][1200/3405] lr: 2.488e-03, eta: 12:49:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.9928, loss: 1.9928 +2025-05-07 00:59:24,978 - pyskl - INFO - Epoch [120][1300/3405] lr: 2.483e-03, eta: 12:48:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.9994, loss: 1.9994 +2025-05-07 01:00:08,713 - pyskl - INFO - Epoch [120][1400/3405] lr: 2.479e-03, eta: 12:48:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 2.0157, loss: 2.0157 +2025-05-07 01:00:52,406 - pyskl - INFO - Epoch [120][1500/3405] lr: 2.474e-03, eta: 12:47:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 2.0269, loss: 2.0269 +2025-05-07 01:01:36,208 - pyskl - INFO - Epoch [120][1600/3405] lr: 2.470e-03, eta: 12:46:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.9662, loss: 1.9662 +2025-05-07 01:02:20,025 - pyskl - INFO - Epoch [120][1700/3405] lr: 2.465e-03, eta: 12:45:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.0708, loss: 2.0708 +2025-05-07 01:03:03,791 - pyskl - INFO - Epoch [120][1800/3405] lr: 2.460e-03, eta: 12:45:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 2.0120, loss: 2.0120 +2025-05-07 01:03:47,540 - pyskl - INFO - Epoch [120][1900/3405] lr: 2.456e-03, eta: 12:44:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 2.0627, loss: 2.0627 +2025-05-07 01:04:31,367 - pyskl - INFO - Epoch [120][2000/3405] lr: 2.451e-03, eta: 12:43:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.9378, loss: 1.9378 +2025-05-07 01:05:15,156 - pyskl - INFO - Epoch [120][2100/3405] lr: 2.447e-03, eta: 12:43:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.0114, loss: 2.0114 +2025-05-07 01:05:58,831 - pyskl - INFO - Epoch [120][2200/3405] lr: 2.442e-03, eta: 12:42:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.9568, loss: 1.9568 +2025-05-07 01:06:42,500 - pyskl - INFO - Epoch [120][2300/3405] lr: 2.438e-03, eta: 12:41:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 2.0150, loss: 2.0150 +2025-05-07 01:07:26,170 - pyskl - INFO - Epoch [120][2400/3405] lr: 2.433e-03, eta: 12:40:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 2.0312, loss: 2.0312 +2025-05-07 01:08:10,165 - pyskl - INFO - Epoch [120][2500/3405] lr: 2.428e-03, eta: 12:40:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 2.0663, loss: 2.0663 +2025-05-07 01:08:53,775 - pyskl - INFO - Epoch [120][2600/3405] lr: 2.424e-03, eta: 12:39:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 2.0550, loss: 2.0550 +2025-05-07 01:09:37,318 - pyskl - INFO - Epoch [120][2700/3405] lr: 2.419e-03, eta: 12:38:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 2.0260, loss: 2.0260 +2025-05-07 01:10:20,907 - pyskl - INFO - Epoch [120][2800/3405] lr: 2.415e-03, eta: 12:37:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.9775, loss: 1.9775 +2025-05-07 01:11:04,547 - pyskl - INFO - Epoch [120][2900/3405] lr: 2.410e-03, eta: 12:37:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 2.1126, loss: 2.1126 +2025-05-07 01:11:48,247 - pyskl - INFO - Epoch [120][3000/3405] lr: 2.406e-03, eta: 12:36:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 2.0149, loss: 2.0149 +2025-05-07 01:12:31,991 - pyskl - INFO - Epoch [120][3100/3405] lr: 2.401e-03, eta: 12:35:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 2.0389, loss: 2.0389 +2025-05-07 01:13:15,810 - pyskl - INFO - Epoch [120][3200/3405] lr: 2.397e-03, eta: 12:34:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 2.0681, loss: 2.0681 +2025-05-07 01:13:59,526 - pyskl - INFO - Epoch [120][3300/3405] lr: 2.392e-03, eta: 12:34:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 2.0709, loss: 2.0709 +2025-05-07 01:14:43,199 - pyskl - INFO - Epoch [120][3400/3405] lr: 2.388e-03, eta: 12:33:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 2.1190, loss: 2.1190 +2025-05-07 01:14:45,749 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-05-07 01:18:38,069 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 01:18:38,617 - pyskl - INFO - +top1_acc 0.8578 +top5_acc 0.9724 +2025-05-07 01:18:38,673 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_119.pth was removed +2025-05-07 01:18:39,735 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2025-05-07 01:18:39,737 - pyskl - INFO - Best top1_acc is 0.8578 at 120 epoch. +2025-05-07 01:18:39,758 - pyskl - INFO - Epoch(val) [120][3718] top1_acc: 0.8578, top5_acc: 0.9724 +2025-05-07 01:19:47,099 - pyskl - INFO - Epoch [121][100/3405] lr: 2.383e-03, eta: 12:32:42, time: 0.673, data_time: 0.235, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 1.9911, loss: 1.9911 +2025-05-07 01:20:31,017 - pyskl - INFO - Epoch [121][200/3405] lr: 2.378e-03, eta: 12:31:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.9386, loss: 1.9386 +2025-05-07 01:21:14,893 - pyskl - INFO - Epoch [121][300/3405] lr: 2.374e-03, eta: 12:31:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9360, loss: 1.9360 +2025-05-07 01:21:58,835 - pyskl - INFO - Epoch [121][400/3405] lr: 2.369e-03, eta: 12:30:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 2.0312, loss: 2.0312 +2025-05-07 01:22:42,701 - pyskl - INFO - Epoch [121][500/3405] lr: 2.365e-03, eta: 12:29:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.8962, loss: 1.8962 +2025-05-07 01:23:26,409 - pyskl - INFO - Epoch [121][600/3405] lr: 2.360e-03, eta: 12:29:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.8932, loss: 1.8932 +2025-05-07 01:24:10,054 - pyskl - INFO - Epoch [121][700/3405] lr: 2.356e-03, eta: 12:28:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.9374, loss: 1.9374 +2025-05-07 01:24:53,747 - pyskl - INFO - Epoch [121][800/3405] lr: 2.351e-03, eta: 12:27:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 2.0273, loss: 2.0273 +2025-05-07 01:25:37,431 - pyskl - INFO - Epoch [121][900/3405] lr: 2.347e-03, eta: 12:26:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.9222, loss: 1.9222 +2025-05-07 01:26:21,133 - pyskl - INFO - Epoch [121][1000/3405] lr: 2.342e-03, eta: 12:26:03, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.9608, loss: 1.9608 +2025-05-07 01:27:04,755 - pyskl - INFO - Epoch [121][1100/3405] lr: 2.338e-03, eta: 12:25:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9392, loss: 1.9392 +2025-05-07 01:27:48,481 - pyskl - INFO - Epoch [121][1200/3405] lr: 2.333e-03, eta: 12:24:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9728, loss: 1.9728 +2025-05-07 01:28:32,193 - pyskl - INFO - Epoch [121][1300/3405] lr: 2.329e-03, eta: 12:23:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.9250, loss: 1.9250 +2025-05-07 01:29:15,893 - pyskl - INFO - Epoch [121][1400/3405] lr: 2.324e-03, eta: 12:23:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.9900, loss: 1.9900 +2025-05-07 01:29:59,590 - pyskl - INFO - Epoch [121][1500/3405] lr: 2.320e-03, eta: 12:22:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.9577, loss: 1.9577 +2025-05-07 01:30:43,239 - pyskl - INFO - Epoch [121][1600/3405] lr: 2.316e-03, eta: 12:21:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 2.0088, loss: 2.0088 +2025-05-07 01:31:26,989 - pyskl - INFO - Epoch [121][1700/3405] lr: 2.311e-03, eta: 12:20:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 2.0031, loss: 2.0031 +2025-05-07 01:32:10,854 - pyskl - INFO - Epoch [121][1800/3405] lr: 2.307e-03, eta: 12:20:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 2.0119, loss: 2.0119 +2025-05-07 01:32:54,712 - pyskl - INFO - Epoch [121][1900/3405] lr: 2.302e-03, eta: 12:19:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.0051, loss: 2.0051 +2025-05-07 01:33:38,415 - pyskl - INFO - Epoch [121][2000/3405] lr: 2.298e-03, eta: 12:18:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.9766, loss: 1.9766 +2025-05-07 01:34:22,131 - pyskl - INFO - Epoch [121][2100/3405] lr: 2.293e-03, eta: 12:17:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 2.0380, loss: 2.0380 +2025-05-07 01:35:06,065 - pyskl - INFO - Epoch [121][2200/3405] lr: 2.289e-03, eta: 12:17:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.9730, loss: 1.9730 +2025-05-07 01:35:50,055 - pyskl - INFO - Epoch [121][2300/3405] lr: 2.284e-03, eta: 12:16:26, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9178, loss: 1.9178 +2025-05-07 01:36:33,830 - pyskl - INFO - Epoch [121][2400/3405] lr: 2.280e-03, eta: 12:15:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.9731, loss: 1.9731 +2025-05-07 01:37:17,632 - pyskl - INFO - Epoch [121][2500/3405] lr: 2.276e-03, eta: 12:14:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 2.0039, loss: 2.0039 +2025-05-07 01:38:01,406 - pyskl - INFO - Epoch [121][2600/3405] lr: 2.271e-03, eta: 12:14:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 2.1045, loss: 2.1045 +2025-05-07 01:38:45,194 - pyskl - INFO - Epoch [121][2700/3405] lr: 2.267e-03, eta: 12:13:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 2.0290, loss: 2.0290 +2025-05-07 01:39:28,981 - pyskl - INFO - Epoch [121][2800/3405] lr: 2.262e-03, eta: 12:12:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.9953, loss: 1.9953 +2025-05-07 01:40:12,720 - pyskl - INFO - Epoch [121][2900/3405] lr: 2.258e-03, eta: 12:12:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 2.0596, loss: 2.0596 +2025-05-07 01:40:56,618 - pyskl - INFO - Epoch [121][3000/3405] lr: 2.253e-03, eta: 12:11:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.9717, loss: 1.9717 +2025-05-07 01:41:40,429 - pyskl - INFO - Epoch [121][3100/3405] lr: 2.249e-03, eta: 12:10:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 2.0246, loss: 2.0246 +2025-05-07 01:42:24,189 - pyskl - INFO - Epoch [121][3200/3405] lr: 2.245e-03, eta: 12:09:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 2.0709, loss: 2.0709 +2025-05-07 01:43:07,942 - pyskl - INFO - Epoch [121][3300/3405] lr: 2.240e-03, eta: 12:09:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 2.0126, loss: 2.0126 +2025-05-07 01:43:51,675 - pyskl - INFO - Epoch [121][3400/3405] lr: 2.236e-03, eta: 12:08:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 2.0414, loss: 2.0414 +2025-05-07 01:43:54,184 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-05-07 01:47:46,830 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 01:47:47,372 - pyskl - INFO - +top1_acc 0.8576 +top5_acc 0.9737 +2025-05-07 01:47:47,393 - pyskl - INFO - Epoch(val) [121][3718] top1_acc: 0.8576, top5_acc: 0.9737 +2025-05-07 01:48:53,980 - pyskl - INFO - Epoch [122][100/3405] lr: 2.231e-03, eta: 12:07:36, time: 0.666, data_time: 0.229, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.8896, loss: 1.8896 +2025-05-07 01:49:37,712 - pyskl - INFO - Epoch [122][200/3405] lr: 2.227e-03, eta: 12:06:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9482, loss: 1.9482 +2025-05-07 01:50:21,363 - pyskl - INFO - Epoch [122][300/3405] lr: 2.223e-03, eta: 12:06:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9591, loss: 1.9591 +2025-05-07 01:51:05,115 - pyskl - INFO - Epoch [122][400/3405] lr: 2.218e-03, eta: 12:05:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9148, loss: 1.9148 +2025-05-07 01:51:48,888 - pyskl - INFO - Epoch [122][500/3405] lr: 2.214e-03, eta: 12:04:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.9026, loss: 1.9026 +2025-05-07 01:52:32,594 - pyskl - INFO - Epoch [122][600/3405] lr: 2.209e-03, eta: 12:03:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9211, loss: 1.9211 +2025-05-07 01:53:16,357 - pyskl - INFO - Epoch [122][700/3405] lr: 2.205e-03, eta: 12:03:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9423, loss: 1.9423 +2025-05-07 01:54:00,057 - pyskl - INFO - Epoch [122][800/3405] lr: 2.201e-03, eta: 12:02:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.9335, loss: 1.9335 +2025-05-07 01:54:43,824 - pyskl - INFO - Epoch [122][900/3405] lr: 2.196e-03, eta: 12:01:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9154, loss: 1.9154 +2025-05-07 01:55:27,527 - pyskl - INFO - Epoch [122][1000/3405] lr: 2.192e-03, eta: 12:00:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8991, loss: 1.8991 +2025-05-07 01:56:11,281 - pyskl - INFO - Epoch [122][1100/3405] lr: 2.188e-03, eta: 12:00:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.9308, loss: 1.9308 +2025-05-07 01:56:55,024 - pyskl - INFO - Epoch [122][1200/3405] lr: 2.183e-03, eta: 11:59:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.8943, loss: 1.8943 +2025-05-07 01:57:38,713 - pyskl - INFO - Epoch [122][1300/3405] lr: 2.179e-03, eta: 11:58:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9646, loss: 1.9646 +2025-05-07 01:58:22,456 - pyskl - INFO - Epoch [122][1400/3405] lr: 2.175e-03, eta: 11:57:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.8605, loss: 1.8605 +2025-05-07 01:59:06,128 - pyskl - INFO - Epoch [122][1500/3405] lr: 2.170e-03, eta: 11:57:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.9799, loss: 1.9799 +2025-05-07 01:59:49,726 - pyskl - INFO - Epoch [122][1600/3405] lr: 2.166e-03, eta: 11:56:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.9167, loss: 1.9167 +2025-05-07 02:00:33,612 - pyskl - INFO - Epoch [122][1700/3405] lr: 2.162e-03, eta: 11:55:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 2.0360, loss: 2.0360 +2025-05-07 02:01:17,446 - pyskl - INFO - Epoch [122][1800/3405] lr: 2.157e-03, eta: 11:55:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.9506, loss: 1.9506 +2025-05-07 02:02:01,190 - pyskl - INFO - Epoch [122][1900/3405] lr: 2.153e-03, eta: 11:54:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.9632, loss: 1.9632 +2025-05-07 02:02:45,002 - pyskl - INFO - Epoch [122][2000/3405] lr: 2.149e-03, eta: 11:53:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9685, loss: 1.9685 +2025-05-07 02:03:28,823 - pyskl - INFO - Epoch [122][2100/3405] lr: 2.144e-03, eta: 11:52:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 2.0128, loss: 2.0128 +2025-05-07 02:04:12,477 - pyskl - INFO - Epoch [122][2200/3405] lr: 2.140e-03, eta: 11:52:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.9130, loss: 1.9130 +2025-05-07 02:04:56,213 - pyskl - INFO - Epoch [122][2300/3405] lr: 2.136e-03, eta: 11:51:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 2.0165, loss: 2.0165 +2025-05-07 02:05:39,985 - pyskl - INFO - Epoch [122][2400/3405] lr: 2.131e-03, eta: 11:50:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 2.0091, loss: 2.0091 +2025-05-07 02:06:23,612 - pyskl - INFO - Epoch [122][2500/3405] lr: 2.127e-03, eta: 11:49:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9952, loss: 1.9952 +2025-05-07 02:07:07,240 - pyskl - INFO - Epoch [122][2600/3405] lr: 2.123e-03, eta: 11:49:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.9843, loss: 1.9843 +2025-05-07 02:07:51,155 - pyskl - INFO - Epoch [122][2700/3405] lr: 2.119e-03, eta: 11:48:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 2.0095, loss: 2.0095 +2025-05-07 02:08:34,733 - pyskl - INFO - Epoch [122][2800/3405] lr: 2.114e-03, eta: 11:47:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.0365, loss: 2.0365 +2025-05-07 02:09:18,506 - pyskl - INFO - Epoch [122][2900/3405] lr: 2.110e-03, eta: 11:46:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.9832, loss: 1.9832 +2025-05-07 02:10:02,507 - pyskl - INFO - Epoch [122][3000/3405] lr: 2.106e-03, eta: 11:46:09, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.9233, loss: 1.9233 +2025-05-07 02:10:46,394 - pyskl - INFO - Epoch [122][3100/3405] lr: 2.102e-03, eta: 11:45:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.9839, loss: 1.9839 +2025-05-07 02:11:30,157 - pyskl - INFO - Epoch [122][3200/3405] lr: 2.097e-03, eta: 11:44:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 2.0317, loss: 2.0317 +2025-05-07 02:12:13,817 - pyskl - INFO - Epoch [122][3300/3405] lr: 2.093e-03, eta: 11:43:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 2.0717, loss: 2.0717 +2025-05-07 02:12:57,656 - pyskl - INFO - Epoch [122][3400/3405] lr: 2.089e-03, eta: 11:43:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.9938, loss: 1.9938 +2025-05-07 02:13:00,251 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-05-07 02:16:53,369 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 02:16:53,921 - pyskl - INFO - +top1_acc 0.8649 +top5_acc 0.9739 +2025-05-07 02:16:53,980 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_120.pth was removed +2025-05-07 02:16:55,072 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_122.pth. +2025-05-07 02:16:55,074 - pyskl - INFO - Best top1_acc is 0.8649 at 122 epoch. +2025-05-07 02:16:55,098 - pyskl - INFO - Epoch(val) [122][3718] top1_acc: 0.8649, top5_acc: 0.9739 +2025-05-07 02:18:02,047 - pyskl - INFO - Epoch [123][100/3405] lr: 2.084e-03, eta: 11:42:30, time: 0.669, data_time: 0.233, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.8996, loss: 1.8996 +2025-05-07 02:18:45,903 - pyskl - INFO - Epoch [123][200/3405] lr: 2.080e-03, eta: 11:41:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8955, loss: 1.8955 +2025-05-07 02:19:29,588 - pyskl - INFO - Epoch [123][300/3405] lr: 2.076e-03, eta: 11:41:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.9091, loss: 1.9091 +2025-05-07 02:20:13,527 - pyskl - INFO - Epoch [123][400/3405] lr: 2.072e-03, eta: 11:40:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.8723, loss: 1.8723 +2025-05-07 02:20:57,502 - pyskl - INFO - Epoch [123][500/3405] lr: 2.067e-03, eta: 11:39:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8277, loss: 1.8277 +2025-05-07 02:21:41,177 - pyskl - INFO - Epoch [123][600/3405] lr: 2.063e-03, eta: 11:38:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 2.0615, loss: 2.0615 +2025-05-07 02:22:25,146 - pyskl - INFO - Epoch [123][700/3405] lr: 2.059e-03, eta: 11:38:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9358, loss: 1.9358 +2025-05-07 02:23:08,771 - pyskl - INFO - Epoch [123][800/3405] lr: 2.055e-03, eta: 11:37:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.9632, loss: 1.9632 +2025-05-07 02:23:52,437 - pyskl - INFO - Epoch [123][900/3405] lr: 2.050e-03, eta: 11:36:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.9867, loss: 1.9867 +2025-05-07 02:24:36,148 - pyskl - INFO - Epoch [123][1000/3405] lr: 2.046e-03, eta: 11:35:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9548, loss: 1.9548 +2025-05-07 02:25:19,900 - pyskl - INFO - Epoch [123][1100/3405] lr: 2.042e-03, eta: 11:35:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.9524, loss: 1.9524 +2025-05-07 02:26:03,600 - pyskl - INFO - Epoch [123][1200/3405] lr: 2.038e-03, eta: 11:34:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 2.0200, loss: 2.0200 +2025-05-07 02:26:47,238 - pyskl - INFO - Epoch [123][1300/3405] lr: 2.034e-03, eta: 11:33:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9256, loss: 1.9256 +2025-05-07 02:27:30,845 - pyskl - INFO - Epoch [123][1400/3405] lr: 2.029e-03, eta: 11:32:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9101, loss: 1.9101 +2025-05-07 02:28:14,494 - pyskl - INFO - Epoch [123][1500/3405] lr: 2.025e-03, eta: 11:32:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.8802, loss: 1.8802 +2025-05-07 02:28:58,187 - pyskl - INFO - Epoch [123][1600/3405] lr: 2.021e-03, eta: 11:31:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.9419, loss: 1.9419 +2025-05-07 02:29:41,900 - pyskl - INFO - Epoch [123][1700/3405] lr: 2.017e-03, eta: 11:30:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.9100, loss: 1.9100 +2025-05-07 02:30:25,724 - pyskl - INFO - Epoch [123][1800/3405] lr: 2.013e-03, eta: 11:29:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9580, loss: 1.9580 +2025-05-07 02:31:09,494 - pyskl - INFO - Epoch [123][1900/3405] lr: 2.008e-03, eta: 11:29:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.9183, loss: 1.9183 +2025-05-07 02:31:53,209 - pyskl - INFO - Epoch [123][2000/3405] lr: 2.004e-03, eta: 11:28:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9454, loss: 1.9454 +2025-05-07 02:32:36,903 - pyskl - INFO - Epoch [123][2100/3405] lr: 2.000e-03, eta: 11:27:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.9470, loss: 1.9470 +2025-05-07 02:33:20,602 - pyskl - INFO - Epoch [123][2200/3405] lr: 1.996e-03, eta: 11:26:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.9329, loss: 1.9329 +2025-05-07 02:34:04,415 - pyskl - INFO - Epoch [123][2300/3405] lr: 1.992e-03, eta: 11:26:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.9593, loss: 1.9593 +2025-05-07 02:34:48,184 - pyskl - INFO - Epoch [123][2400/3405] lr: 1.988e-03, eta: 11:25:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.9071, loss: 1.9071 +2025-05-07 02:35:31,929 - pyskl - INFO - Epoch [123][2500/3405] lr: 1.983e-03, eta: 11:24:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.9027, loss: 1.9027 +2025-05-07 02:36:15,646 - pyskl - INFO - Epoch [123][2600/3405] lr: 1.979e-03, eta: 11:24:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9107, loss: 1.9107 +2025-05-07 02:36:59,392 - pyskl - INFO - Epoch [123][2700/3405] lr: 1.975e-03, eta: 11:23:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.9625, loss: 1.9625 +2025-05-07 02:37:43,120 - pyskl - INFO - Epoch [123][2800/3405] lr: 1.971e-03, eta: 11:22:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.9543, loss: 1.9543 +2025-05-07 02:38:26,850 - pyskl - INFO - Epoch [123][2900/3405] lr: 1.967e-03, eta: 11:21:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.9035, loss: 1.9035 +2025-05-07 02:39:10,583 - pyskl - INFO - Epoch [123][3000/3405] lr: 1.963e-03, eta: 11:21:03, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.9088, loss: 1.9088 +2025-05-07 02:39:54,300 - pyskl - INFO - Epoch [123][3100/3405] lr: 1.959e-03, eta: 11:20:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.9526, loss: 1.9526 +2025-05-07 02:40:38,209 - pyskl - INFO - Epoch [123][3200/3405] lr: 1.954e-03, eta: 11:19:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.9181, loss: 1.9181 +2025-05-07 02:41:22,050 - pyskl - INFO - Epoch [123][3300/3405] lr: 1.950e-03, eta: 11:18:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.8788, loss: 1.8788 +2025-05-07 02:42:05,819 - pyskl - INFO - Epoch [123][3400/3405] lr: 1.946e-03, eta: 11:18:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.8827, loss: 1.8827 +2025-05-07 02:42:08,328 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-05-07 02:46:01,453 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 02:46:02,011 - pyskl - INFO - +top1_acc 0.8591 +top5_acc 0.9727 +2025-05-07 02:46:02,035 - pyskl - INFO - Epoch(val) [123][3718] top1_acc: 0.8591, top5_acc: 0.9727 +2025-05-07 02:47:09,319 - pyskl - INFO - Epoch [124][100/3405] lr: 1.942e-03, eta: 11:17:24, time: 0.673, data_time: 0.235, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9608, loss: 1.9608 +2025-05-07 02:47:52,964 - pyskl - INFO - Epoch [124][200/3405] lr: 1.938e-03, eta: 11:16:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8145, loss: 1.8145 +2025-05-07 02:48:36,581 - pyskl - INFO - Epoch [124][300/3405] lr: 1.934e-03, eta: 11:15:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9125, loss: 1.9125 +2025-05-07 02:49:20,242 - pyskl - INFO - Epoch [124][400/3405] lr: 1.929e-03, eta: 11:15:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.8864, loss: 1.8864 +2025-05-07 02:50:03,910 - pyskl - INFO - Epoch [124][500/3405] lr: 1.925e-03, eta: 11:14:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8501, loss: 1.8501 +2025-05-07 02:50:47,508 - pyskl - INFO - Epoch [124][600/3405] lr: 1.921e-03, eta: 11:13:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.9185, loss: 1.9185 +2025-05-07 02:51:31,133 - pyskl - INFO - Epoch [124][700/3405] lr: 1.917e-03, eta: 11:12:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8842, loss: 1.8842 +2025-05-07 02:52:14,747 - pyskl - INFO - Epoch [124][800/3405] lr: 1.913e-03, eta: 11:12:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.8696, loss: 1.8696 +2025-05-07 02:52:58,314 - pyskl - INFO - Epoch [124][900/3405] lr: 1.909e-03, eta: 11:11:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9109, loss: 1.9109 +2025-05-07 02:53:41,875 - pyskl - INFO - Epoch [124][1000/3405] lr: 1.905e-03, eta: 11:10:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9192, loss: 1.9192 +2025-05-07 02:54:25,496 - pyskl - INFO - Epoch [124][1100/3405] lr: 1.901e-03, eta: 11:10:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.8759, loss: 1.8759 +2025-05-07 02:55:09,290 - pyskl - INFO - Epoch [124][1200/3405] lr: 1.897e-03, eta: 11:09:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9746, loss: 1.9746 +2025-05-07 02:55:53,022 - pyskl - INFO - Epoch [124][1300/3405] lr: 1.893e-03, eta: 11:08:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8730, loss: 1.8730 +2025-05-07 02:56:36,660 - pyskl - INFO - Epoch [124][1400/3405] lr: 1.889e-03, eta: 11:07:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.8748, loss: 1.8748 +2025-05-07 02:57:20,298 - pyskl - INFO - Epoch [124][1500/3405] lr: 1.885e-03, eta: 11:07:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8416, loss: 1.8416 +2025-05-07 02:58:03,982 - pyskl - INFO - Epoch [124][1600/3405] lr: 1.881e-03, eta: 11:06:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.8521, loss: 1.8521 +2025-05-07 02:58:47,706 - pyskl - INFO - Epoch [124][1700/3405] lr: 1.876e-03, eta: 11:05:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.9552, loss: 1.9552 +2025-05-07 02:59:31,501 - pyskl - INFO - Epoch [124][1800/3405] lr: 1.872e-03, eta: 11:04:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.9405, loss: 1.9405 +2025-05-07 03:00:15,247 - pyskl - INFO - Epoch [124][1900/3405] lr: 1.868e-03, eta: 11:04:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.8451, loss: 1.8451 +2025-05-07 03:00:58,951 - pyskl - INFO - Epoch [124][2000/3405] lr: 1.864e-03, eta: 11:03:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9147, loss: 1.9147 +2025-05-07 03:01:42,655 - pyskl - INFO - Epoch [124][2100/3405] lr: 1.860e-03, eta: 11:02:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.9482, loss: 1.9482 +2025-05-07 03:02:26,354 - pyskl - INFO - Epoch [124][2200/3405] lr: 1.856e-03, eta: 11:01:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8428, loss: 1.8428 +2025-05-07 03:03:09,969 - pyskl - INFO - Epoch [124][2300/3405] lr: 1.852e-03, eta: 11:01:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9137, loss: 1.9137 +2025-05-07 03:03:53,679 - pyskl - INFO - Epoch [124][2400/3405] lr: 1.848e-03, eta: 11:00:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8353, loss: 1.8353 +2025-05-07 03:04:37,323 - pyskl - INFO - Epoch [124][2500/3405] lr: 1.844e-03, eta: 10:59:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7866, loss: 1.7866 +2025-05-07 03:05:21,027 - pyskl - INFO - Epoch [124][2600/3405] lr: 1.840e-03, eta: 10:58:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.9512, loss: 1.9512 +2025-05-07 03:06:04,688 - pyskl - INFO - Epoch [124][2700/3405] lr: 1.836e-03, eta: 10:58:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9378, loss: 1.9378 +2025-05-07 03:06:48,360 - pyskl - INFO - Epoch [124][2800/3405] lr: 1.832e-03, eta: 10:57:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.9461, loss: 1.9461 +2025-05-07 03:07:32,070 - pyskl - INFO - Epoch [124][2900/3405] lr: 1.828e-03, eta: 10:56:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.9673, loss: 1.9673 +2025-05-07 03:08:15,694 - pyskl - INFO - Epoch [124][3000/3405] lr: 1.824e-03, eta: 10:55:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.9039, loss: 1.9039 +2025-05-07 03:08:59,358 - pyskl - INFO - Epoch [124][3100/3405] lr: 1.820e-03, eta: 10:55:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.8890, loss: 1.8890 +2025-05-07 03:09:43,047 - pyskl - INFO - Epoch [124][3200/3405] lr: 1.816e-03, eta: 10:54:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.9426, loss: 1.9426 +2025-05-07 03:10:26,698 - pyskl - INFO - Epoch [124][3300/3405] lr: 1.812e-03, eta: 10:53:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9390, loss: 1.9390 +2025-05-07 03:11:10,427 - pyskl - INFO - Epoch [124][3400/3405] lr: 1.808e-03, eta: 10:52:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.9384, loss: 1.9384 +2025-05-07 03:11:13,025 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-05-07 03:15:06,280 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 03:15:06,828 - pyskl - INFO - +top1_acc 0.8620 +top5_acc 0.9727 +2025-05-07 03:15:06,852 - pyskl - INFO - Epoch(val) [124][3718] top1_acc: 0.8620, top5_acc: 0.9727 +2025-05-07 03:16:14,043 - pyskl - INFO - Epoch [125][100/3405] lr: 1.804e-03, eta: 10:52:17, time: 0.672, data_time: 0.235, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.8404, loss: 1.8404 +2025-05-07 03:16:57,711 - pyskl - INFO - Epoch [125][200/3405] lr: 1.800e-03, eta: 10:51:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9243, loss: 1.9243 +2025-05-07 03:17:41,410 - pyskl - INFO - Epoch [125][300/3405] lr: 1.796e-03, eta: 10:50:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.8359, loss: 1.8359 +2025-05-07 03:18:25,107 - pyskl - INFO - Epoch [125][400/3405] lr: 1.792e-03, eta: 10:50:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8136, loss: 1.8136 +2025-05-07 03:19:08,727 - pyskl - INFO - Epoch [125][500/3405] lr: 1.788e-03, eta: 10:49:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8273, loss: 1.8273 +2025-05-07 03:19:52,339 - pyskl - INFO - Epoch [125][600/3405] lr: 1.784e-03, eta: 10:48:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.8164, loss: 1.8164 +2025-05-07 03:20:35,971 - pyskl - INFO - Epoch [125][700/3405] lr: 1.780e-03, eta: 10:47:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8048, loss: 1.8048 +2025-05-07 03:21:19,620 - pyskl - INFO - Epoch [125][800/3405] lr: 1.776e-03, eta: 10:47:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.8452, loss: 1.8452 +2025-05-07 03:22:03,301 - pyskl - INFO - Epoch [125][900/3405] lr: 1.772e-03, eta: 10:46:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.8207, loss: 1.8207 +2025-05-07 03:22:46,946 - pyskl - INFO - Epoch [125][1000/3405] lr: 1.768e-03, eta: 10:45:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.8109, loss: 1.8109 +2025-05-07 03:23:30,559 - pyskl - INFO - Epoch [125][1100/3405] lr: 1.764e-03, eta: 10:44:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.8719, loss: 1.8719 +2025-05-07 03:24:14,160 - pyskl - INFO - Epoch [125][1200/3405] lr: 1.760e-03, eta: 10:44:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.8814, loss: 1.8814 +2025-05-07 03:24:57,772 - pyskl - INFO - Epoch [125][1300/3405] lr: 1.757e-03, eta: 10:43:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8308, loss: 1.8308 +2025-05-07 03:25:41,434 - pyskl - INFO - Epoch [125][1400/3405] lr: 1.753e-03, eta: 10:42:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8674, loss: 1.8674 +2025-05-07 03:26:25,091 - pyskl - INFO - Epoch [125][1500/3405] lr: 1.749e-03, eta: 10:41:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8222, loss: 1.8222 +2025-05-07 03:27:08,801 - pyskl - INFO - Epoch [125][1600/3405] lr: 1.745e-03, eta: 10:41:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8643, loss: 1.8643 +2025-05-07 03:27:52,548 - pyskl - INFO - Epoch [125][1700/3405] lr: 1.741e-03, eta: 10:40:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8371, loss: 1.8371 +2025-05-07 03:28:36,211 - pyskl - INFO - Epoch [125][1800/3405] lr: 1.737e-03, eta: 10:39:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.8209, loss: 1.8209 +2025-05-07 03:29:20,092 - pyskl - INFO - Epoch [125][1900/3405] lr: 1.733e-03, eta: 10:38:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.8791, loss: 1.8791 +2025-05-07 03:30:03,784 - pyskl - INFO - Epoch [125][2000/3405] lr: 1.729e-03, eta: 10:38:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8619, loss: 1.8619 +2025-05-07 03:30:47,527 - pyskl - INFO - Epoch [125][2100/3405] lr: 1.725e-03, eta: 10:37:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.9343, loss: 1.9343 +2025-05-07 03:31:31,256 - pyskl - INFO - Epoch [125][2200/3405] lr: 1.721e-03, eta: 10:36:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.8837, loss: 1.8837 +2025-05-07 03:32:15,031 - pyskl - INFO - Epoch [125][2300/3405] lr: 1.717e-03, eta: 10:36:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.8046, loss: 1.8046 +2025-05-07 03:32:58,881 - pyskl - INFO - Epoch [125][2400/3405] lr: 1.714e-03, eta: 10:35:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9333, loss: 1.9333 +2025-05-07 03:33:42,614 - pyskl - INFO - Epoch [125][2500/3405] lr: 1.710e-03, eta: 10:34:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8301, loss: 1.8301 +2025-05-07 03:34:26,308 - pyskl - INFO - Epoch [125][2600/3405] lr: 1.706e-03, eta: 10:33:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.9092, loss: 1.9092 +2025-05-07 03:35:10,005 - pyskl - INFO - Epoch [125][2700/3405] lr: 1.702e-03, eta: 10:33:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9438, loss: 1.9438 +2025-05-07 03:35:53,656 - pyskl - INFO - Epoch [125][2800/3405] lr: 1.698e-03, eta: 10:32:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8616, loss: 1.8616 +2025-05-07 03:36:37,403 - pyskl - INFO - Epoch [125][2900/3405] lr: 1.694e-03, eta: 10:31:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9110, loss: 1.9110 +2025-05-07 03:37:21,131 - pyskl - INFO - Epoch [125][3000/3405] lr: 1.690e-03, eta: 10:30:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8949, loss: 1.8949 +2025-05-07 03:38:04,921 - pyskl - INFO - Epoch [125][3100/3405] lr: 1.686e-03, eta: 10:30:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.8841, loss: 1.8841 +2025-05-07 03:38:48,618 - pyskl - INFO - Epoch [125][3200/3405] lr: 1.683e-03, eta: 10:29:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8639, loss: 1.8639 +2025-05-07 03:39:32,306 - pyskl - INFO - Epoch [125][3300/3405] lr: 1.679e-03, eta: 10:28:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.8609, loss: 1.8609 +2025-05-07 03:40:16,041 - pyskl - INFO - Epoch [125][3400/3405] lr: 1.675e-03, eta: 10:27:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.8899, loss: 1.8899 +2025-05-07 03:40:18,542 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-05-07 03:44:11,135 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 03:44:11,687 - pyskl - INFO - +top1_acc 0.8612 +top5_acc 0.9739 +2025-05-07 03:44:11,710 - pyskl - INFO - Epoch(val) [125][3718] top1_acc: 0.8612, top5_acc: 0.9739 +2025-05-07 03:45:18,604 - pyskl - INFO - Epoch [126][100/3405] lr: 1.671e-03, eta: 10:27:11, time: 0.669, data_time: 0.232, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7858, loss: 1.7858 +2025-05-07 03:46:02,271 - pyskl - INFO - Epoch [126][200/3405] lr: 1.667e-03, eta: 10:26:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7975, loss: 1.7975 +2025-05-07 03:46:46,093 - pyskl - INFO - Epoch [126][300/3405] lr: 1.663e-03, eta: 10:25:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7911, loss: 1.7911 +2025-05-07 03:47:29,748 - pyskl - INFO - Epoch [126][400/3405] lr: 1.659e-03, eta: 10:24:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7997, loss: 1.7997 +2025-05-07 03:48:13,396 - pyskl - INFO - Epoch [126][500/3405] lr: 1.656e-03, eta: 10:24:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7545, loss: 1.7545 +2025-05-07 03:48:57,063 - pyskl - INFO - Epoch [126][600/3405] lr: 1.652e-03, eta: 10:23:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8093, loss: 1.8093 +2025-05-07 03:49:40,729 - pyskl - INFO - Epoch [126][700/3405] lr: 1.648e-03, eta: 10:22:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8638, loss: 1.8638 +2025-05-07 03:50:24,349 - pyskl - INFO - Epoch [126][800/3405] lr: 1.644e-03, eta: 10:22:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.7960, loss: 1.7960 +2025-05-07 03:51:07,925 - pyskl - INFO - Epoch [126][900/3405] lr: 1.640e-03, eta: 10:21:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7451, loss: 1.7451 +2025-05-07 03:51:51,540 - pyskl - INFO - Epoch [126][1000/3405] lr: 1.636e-03, eta: 10:20:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7131, loss: 1.7131 +2025-05-07 03:52:35,181 - pyskl - INFO - Epoch [126][1100/3405] lr: 1.633e-03, eta: 10:19:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8390, loss: 1.8390 +2025-05-07 03:53:18,849 - pyskl - INFO - Epoch [126][1200/3405] lr: 1.629e-03, eta: 10:19:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8254, loss: 1.8254 +2025-05-07 03:54:02,448 - pyskl - INFO - Epoch [126][1300/3405] lr: 1.625e-03, eta: 10:18:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7931, loss: 1.7931 +2025-05-07 03:54:46,071 - pyskl - INFO - Epoch [126][1400/3405] lr: 1.621e-03, eta: 10:17:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.8462, loss: 1.8462 +2025-05-07 03:55:29,738 - pyskl - INFO - Epoch [126][1500/3405] lr: 1.618e-03, eta: 10:16:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7541, loss: 1.7541 +2025-05-07 03:56:13,420 - pyskl - INFO - Epoch [126][1600/3405] lr: 1.614e-03, eta: 10:16:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.8281, loss: 1.8281 +2025-05-07 03:56:57,147 - pyskl - INFO - Epoch [126][1700/3405] lr: 1.610e-03, eta: 10:15:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.8596, loss: 1.8596 +2025-05-07 03:57:40,815 - pyskl - INFO - Epoch [126][1800/3405] lr: 1.606e-03, eta: 10:14:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.8894, loss: 1.8894 +2025-05-07 03:58:24,562 - pyskl - INFO - Epoch [126][1900/3405] lr: 1.602e-03, eta: 10:13:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8857, loss: 1.8857 +2025-05-07 03:59:08,304 - pyskl - INFO - Epoch [126][2000/3405] lr: 1.599e-03, eta: 10:13:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8343, loss: 1.8343 +2025-05-07 03:59:52,107 - pyskl - INFO - Epoch [126][2100/3405] lr: 1.595e-03, eta: 10:12:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8178, loss: 1.8178 +2025-05-07 04:00:35,858 - pyskl - INFO - Epoch [126][2200/3405] lr: 1.591e-03, eta: 10:11:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9282, loss: 1.9282 +2025-05-07 04:01:19,555 - pyskl - INFO - Epoch [126][2300/3405] lr: 1.587e-03, eta: 10:10:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.8283, loss: 1.8283 +2025-05-07 04:02:03,222 - pyskl - INFO - Epoch [126][2400/3405] lr: 1.584e-03, eta: 10:10:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7691, loss: 1.7691 +2025-05-07 04:02:46,886 - pyskl - INFO - Epoch [126][2500/3405] lr: 1.580e-03, eta: 10:09:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8109, loss: 1.8109 +2025-05-07 04:03:30,505 - pyskl - INFO - Epoch [126][2600/3405] lr: 1.576e-03, eta: 10:08:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8396, loss: 1.8396 +2025-05-07 04:04:14,116 - pyskl - INFO - Epoch [126][2700/3405] lr: 1.572e-03, eta: 10:07:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8149, loss: 1.8149 +2025-05-07 04:04:57,660 - pyskl - INFO - Epoch [126][2800/3405] lr: 1.569e-03, eta: 10:07:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.7865, loss: 1.7865 +2025-05-07 04:05:41,217 - pyskl - INFO - Epoch [126][2900/3405] lr: 1.565e-03, eta: 10:06:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.8215, loss: 1.8215 +2025-05-07 04:06:24,848 - pyskl - INFO - Epoch [126][3000/3405] lr: 1.561e-03, eta: 10:05:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.9139, loss: 1.9139 +2025-05-07 04:07:08,419 - pyskl - INFO - Epoch [126][3100/3405] lr: 1.558e-03, eta: 10:04:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8491, loss: 1.8491 +2025-05-07 04:07:52,010 - pyskl - INFO - Epoch [126][3200/3405] lr: 1.554e-03, eta: 10:04:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8175, loss: 1.8175 +2025-05-07 04:08:35,708 - pyskl - INFO - Epoch [126][3300/3405] lr: 1.550e-03, eta: 10:03:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8918, loss: 1.8918 +2025-05-07 04:09:19,343 - pyskl - INFO - Epoch [126][3400/3405] lr: 1.546e-03, eta: 10:02:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8039, loss: 1.8039 +2025-05-07 04:09:21,910 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-05-07 04:13:14,954 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 04:13:15,496 - pyskl - INFO - +top1_acc 0.8662 +top5_acc 0.9748 +2025-05-07 04:13:15,548 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_122.pth was removed +2025-05-07 04:13:16,582 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-05-07 04:13:16,584 - pyskl - INFO - Best top1_acc is 0.8662 at 126 epoch. +2025-05-07 04:13:16,606 - pyskl - INFO - Epoch(val) [126][3718] top1_acc: 0.8662, top5_acc: 0.9748 +2025-05-07 04:14:23,669 - pyskl - INFO - Epoch [127][100/3405] lr: 1.543e-03, eta: 10:02:04, time: 0.671, data_time: 0.231, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7412, loss: 1.7412 +2025-05-07 04:15:07,522 - pyskl - INFO - Epoch [127][200/3405] lr: 1.539e-03, eta: 10:01:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.8280, loss: 1.8280 +2025-05-07 04:15:51,335 - pyskl - INFO - Epoch [127][300/3405] lr: 1.535e-03, eta: 10:00:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7988, loss: 1.7988 +2025-05-07 04:16:35,090 - pyskl - INFO - Epoch [127][400/3405] lr: 1.531e-03, eta: 9:59:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.8361, loss: 1.8361 +2025-05-07 04:17:18,830 - pyskl - INFO - Epoch [127][500/3405] lr: 1.528e-03, eta: 9:59:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.8050, loss: 1.8050 +2025-05-07 04:18:02,580 - pyskl - INFO - Epoch [127][600/3405] lr: 1.524e-03, eta: 9:58:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8842, loss: 1.8842 +2025-05-07 04:18:46,363 - pyskl - INFO - Epoch [127][700/3405] lr: 1.520e-03, eta: 9:57:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7977, loss: 1.7977 +2025-05-07 04:19:30,085 - pyskl - INFO - Epoch [127][800/3405] lr: 1.517e-03, eta: 9:56:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.8685, loss: 1.8685 +2025-05-07 04:20:13,817 - pyskl - INFO - Epoch [127][900/3405] lr: 1.513e-03, eta: 9:56:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7844, loss: 1.7844 +2025-05-07 04:20:57,522 - pyskl - INFO - Epoch [127][1000/3405] lr: 1.509e-03, eta: 9:55:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.8193, loss: 1.8193 +2025-05-07 04:21:41,240 - pyskl - INFO - Epoch [127][1100/3405] lr: 1.506e-03, eta: 9:54:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7593, loss: 1.7593 +2025-05-07 04:22:24,940 - pyskl - INFO - Epoch [127][1200/3405] lr: 1.502e-03, eta: 9:53:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7751, loss: 1.7751 +2025-05-07 04:23:08,647 - pyskl - INFO - Epoch [127][1300/3405] lr: 1.498e-03, eta: 9:53:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7758, loss: 1.7758 +2025-05-07 04:23:52,406 - pyskl - INFO - Epoch [127][1400/3405] lr: 1.495e-03, eta: 9:52:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8067, loss: 1.8067 +2025-05-07 04:24:36,087 - pyskl - INFO - Epoch [127][1500/3405] lr: 1.491e-03, eta: 9:51:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8006, loss: 1.8006 +2025-05-07 04:25:19,882 - pyskl - INFO - Epoch [127][1600/3405] lr: 1.487e-03, eta: 9:50:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8182, loss: 1.8182 +2025-05-07 04:26:03,767 - pyskl - INFO - Epoch [127][1700/3405] lr: 1.484e-03, eta: 9:50:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7901, loss: 1.7901 +2025-05-07 04:26:47,641 - pyskl - INFO - Epoch [127][1800/3405] lr: 1.480e-03, eta: 9:49:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7867, loss: 1.7867 +2025-05-07 04:27:31,499 - pyskl - INFO - Epoch [127][1900/3405] lr: 1.477e-03, eta: 9:48:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8248, loss: 1.8248 +2025-05-07 04:28:15,354 - pyskl - INFO - Epoch [127][2000/3405] lr: 1.473e-03, eta: 9:48:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8071, loss: 1.8071 +2025-05-07 04:28:59,203 - pyskl - INFO - Epoch [127][2100/3405] lr: 1.469e-03, eta: 9:47:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7364, loss: 1.7364 +2025-05-07 04:29:42,997 - pyskl - INFO - Epoch [127][2200/3405] lr: 1.466e-03, eta: 9:46:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7649, loss: 1.7649 +2025-05-07 04:30:26,648 - pyskl - INFO - Epoch [127][2300/3405] lr: 1.462e-03, eta: 9:45:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8096, loss: 1.8096 +2025-05-07 04:31:10,223 - pyskl - INFO - Epoch [127][2400/3405] lr: 1.459e-03, eta: 9:45:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.8177, loss: 1.8177 +2025-05-07 04:31:53,858 - pyskl - INFO - Epoch [127][2500/3405] lr: 1.455e-03, eta: 9:44:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7982, loss: 1.7982 +2025-05-07 04:32:37,534 - pyskl - INFO - Epoch [127][2600/3405] lr: 1.451e-03, eta: 9:43:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7419, loss: 1.7419 +2025-05-07 04:33:21,195 - pyskl - INFO - Epoch [127][2700/3405] lr: 1.448e-03, eta: 9:42:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.7722, loss: 1.7722 +2025-05-07 04:34:04,907 - pyskl - INFO - Epoch [127][2800/3405] lr: 1.444e-03, eta: 9:42:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7863, loss: 1.7863 +2025-05-07 04:34:48,623 - pyskl - INFO - Epoch [127][2900/3405] lr: 1.441e-03, eta: 9:41:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8293, loss: 1.8293 +2025-05-07 04:35:32,289 - pyskl - INFO - Epoch [127][3000/3405] lr: 1.437e-03, eta: 9:40:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.7603, loss: 1.7603 +2025-05-07 04:36:15,975 - pyskl - INFO - Epoch [127][3100/3405] lr: 1.433e-03, eta: 9:39:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7738, loss: 1.7738 +2025-05-07 04:36:59,654 - pyskl - INFO - Epoch [127][3200/3405] lr: 1.430e-03, eta: 9:39:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8783, loss: 1.8783 +2025-05-07 04:37:43,329 - pyskl - INFO - Epoch [127][3300/3405] lr: 1.426e-03, eta: 9:38:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8099, loss: 1.8099 +2025-05-07 04:38:27,119 - pyskl - INFO - Epoch [127][3400/3405] lr: 1.423e-03, eta: 9:37:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7973, loss: 1.7973 +2025-05-07 04:38:29,675 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-05-07 04:42:22,587 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 04:42:23,136 - pyskl - INFO - +top1_acc 0.8615 +top5_acc 0.9737 +2025-05-07 04:42:23,157 - pyskl - INFO - Epoch(val) [127][3718] top1_acc: 0.8615, top5_acc: 0.9737 +2025-05-07 04:43:30,120 - pyskl - INFO - Epoch [128][100/3405] lr: 1.419e-03, eta: 9:36:57, time: 0.670, data_time: 0.233, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7262, loss: 1.7262 +2025-05-07 04:44:13,795 - pyskl - INFO - Epoch [128][200/3405] lr: 1.415e-03, eta: 9:36:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7252, loss: 1.7252 +2025-05-07 04:44:57,458 - pyskl - INFO - Epoch [128][300/3405] lr: 1.412e-03, eta: 9:35:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7997, loss: 1.7997 +2025-05-07 04:45:41,085 - pyskl - INFO - Epoch [128][400/3405] lr: 1.408e-03, eta: 9:34:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7445, loss: 1.7445 +2025-05-07 04:46:24,753 - pyskl - INFO - Epoch [128][500/3405] lr: 1.405e-03, eta: 9:34:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7188, loss: 1.7188 +2025-05-07 04:47:08,414 - pyskl - INFO - Epoch [128][600/3405] lr: 1.401e-03, eta: 9:33:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7059, loss: 1.7059 +2025-05-07 04:47:52,076 - pyskl - INFO - Epoch [128][700/3405] lr: 1.398e-03, eta: 9:32:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7873, loss: 1.7873 +2025-05-07 04:48:35,687 - pyskl - INFO - Epoch [128][800/3405] lr: 1.394e-03, eta: 9:31:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7179, loss: 1.7179 +2025-05-07 04:49:19,304 - pyskl - INFO - Epoch [128][900/3405] lr: 1.391e-03, eta: 9:31:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7732, loss: 1.7732 +2025-05-07 04:50:02,965 - pyskl - INFO - Epoch [128][1000/3405] lr: 1.387e-03, eta: 9:30:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7300, loss: 1.7300 +2025-05-07 04:50:46,622 - pyskl - INFO - Epoch [128][1100/3405] lr: 1.384e-03, eta: 9:29:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7438, loss: 1.7438 +2025-05-07 04:51:30,273 - pyskl - INFO - Epoch [128][1200/3405] lr: 1.380e-03, eta: 9:28:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7618, loss: 1.7618 +2025-05-07 04:52:14,024 - pyskl - INFO - Epoch [128][1300/3405] lr: 1.377e-03, eta: 9:28:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7580, loss: 1.7580 +2025-05-07 04:52:57,691 - pyskl - INFO - Epoch [128][1400/3405] lr: 1.373e-03, eta: 9:27:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7738, loss: 1.7738 +2025-05-07 04:53:41,248 - pyskl - INFO - Epoch [128][1500/3405] lr: 1.370e-03, eta: 9:26:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.7306, loss: 1.7306 +2025-05-07 04:54:24,678 - pyskl - INFO - Epoch [128][1600/3405] lr: 1.366e-03, eta: 9:25:52, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7571, loss: 1.7571 +2025-05-07 04:55:08,307 - pyskl - INFO - Epoch [128][1700/3405] lr: 1.363e-03, eta: 9:25:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7790, loss: 1.7790 +2025-05-07 04:55:52,099 - pyskl - INFO - Epoch [128][1800/3405] lr: 1.359e-03, eta: 9:24:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8465, loss: 1.8465 +2025-05-07 04:56:35,822 - pyskl - INFO - Epoch [128][1900/3405] lr: 1.356e-03, eta: 9:23:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7741, loss: 1.7741 +2025-05-07 04:57:19,533 - pyskl - INFO - Epoch [128][2000/3405] lr: 1.352e-03, eta: 9:22:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7316, loss: 1.7316 +2025-05-07 04:58:03,531 - pyskl - INFO - Epoch [128][2100/3405] lr: 1.349e-03, eta: 9:22:10, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.8117, loss: 1.8117 +2025-05-07 04:58:47,454 - pyskl - INFO - Epoch [128][2200/3405] lr: 1.345e-03, eta: 9:21:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7344, loss: 1.7344 +2025-05-07 04:59:31,262 - pyskl - INFO - Epoch [128][2300/3405] lr: 1.342e-03, eta: 9:20:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7825, loss: 1.7825 +2025-05-07 05:00:14,930 - pyskl - INFO - Epoch [128][2400/3405] lr: 1.338e-03, eta: 9:19:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7977, loss: 1.7977 +2025-05-07 05:00:58,671 - pyskl - INFO - Epoch [128][2500/3405] lr: 1.335e-03, eta: 9:19:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6818, loss: 1.6818 +2025-05-07 05:01:42,349 - pyskl - INFO - Epoch [128][2600/3405] lr: 1.331e-03, eta: 9:18:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7798, loss: 1.7798 +2025-05-07 05:02:25,946 - pyskl - INFO - Epoch [128][2700/3405] lr: 1.328e-03, eta: 9:17:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.8276, loss: 1.8276 +2025-05-07 05:03:09,637 - pyskl - INFO - Epoch [128][2800/3405] lr: 1.324e-03, eta: 9:17:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8040, loss: 1.8040 +2025-05-07 05:03:53,336 - pyskl - INFO - Epoch [128][2900/3405] lr: 1.321e-03, eta: 9:16:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7664, loss: 1.7664 +2025-05-07 05:04:37,066 - pyskl - INFO - Epoch [128][3000/3405] lr: 1.318e-03, eta: 9:15:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.8209, loss: 1.8209 +2025-05-07 05:05:20,810 - pyskl - INFO - Epoch [128][3100/3405] lr: 1.314e-03, eta: 9:14:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7486, loss: 1.7486 +2025-05-07 05:06:04,454 - pyskl - INFO - Epoch [128][3200/3405] lr: 1.311e-03, eta: 9:14:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7802, loss: 1.7802 +2025-05-07 05:06:48,122 - pyskl - INFO - Epoch [128][3300/3405] lr: 1.307e-03, eta: 9:13:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7944, loss: 1.7944 +2025-05-07 05:07:31,790 - pyskl - INFO - Epoch [128][3400/3405] lr: 1.304e-03, eta: 9:12:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7272, loss: 1.7272 +2025-05-07 05:07:34,296 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-05-07 05:11:27,210 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 05:11:27,759 - pyskl - INFO - +top1_acc 0.8676 +top5_acc 0.9742 +2025-05-07 05:11:27,813 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_126.pth was removed +2025-05-07 05:11:28,884 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2025-05-07 05:11:28,886 - pyskl - INFO - Best top1_acc is 0.8676 at 128 epoch. +2025-05-07 05:11:28,910 - pyskl - INFO - Epoch(val) [128][3718] top1_acc: 0.8676, top5_acc: 0.9742 +2025-05-07 05:12:35,840 - pyskl - INFO - Epoch [129][100/3405] lr: 1.300e-03, eta: 9:11:51, time: 0.669, data_time: 0.232, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7314, loss: 1.7314 +2025-05-07 05:13:19,621 - pyskl - INFO - Epoch [129][200/3405] lr: 1.297e-03, eta: 9:11:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7928, loss: 1.7928 +2025-05-07 05:14:03,381 - pyskl - INFO - Epoch [129][300/3405] lr: 1.293e-03, eta: 9:10:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7073, loss: 1.7073 +2025-05-07 05:14:46,998 - pyskl - INFO - Epoch [129][400/3405] lr: 1.290e-03, eta: 9:09:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7413, loss: 1.7413 +2025-05-07 05:15:30,656 - pyskl - INFO - Epoch [129][500/3405] lr: 1.287e-03, eta: 9:08:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7832, loss: 1.7832 +2025-05-07 05:16:14,387 - pyskl - INFO - Epoch [129][600/3405] lr: 1.283e-03, eta: 9:08:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.7041, loss: 1.7041 +2025-05-07 05:16:58,039 - pyskl - INFO - Epoch [129][700/3405] lr: 1.280e-03, eta: 9:07:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6969, loss: 1.6969 +2025-05-07 05:17:41,661 - pyskl - INFO - Epoch [129][800/3405] lr: 1.276e-03, eta: 9:06:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7655, loss: 1.7655 +2025-05-07 05:18:25,325 - pyskl - INFO - Epoch [129][900/3405] lr: 1.273e-03, eta: 9:05:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7419, loss: 1.7419 +2025-05-07 05:19:09,004 - pyskl - INFO - Epoch [129][1000/3405] lr: 1.270e-03, eta: 9:05:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7067, loss: 1.7067 +2025-05-07 05:19:52,635 - pyskl - INFO - Epoch [129][1100/3405] lr: 1.266e-03, eta: 9:04:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7047, loss: 1.7047 +2025-05-07 05:20:36,353 - pyskl - INFO - Epoch [129][1200/3405] lr: 1.263e-03, eta: 9:03:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6849, loss: 1.6849 +2025-05-07 05:21:20,088 - pyskl - INFO - Epoch [129][1300/3405] lr: 1.260e-03, eta: 9:02:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6849, loss: 1.6849 +2025-05-07 05:22:03,822 - pyskl - INFO - Epoch [129][1400/3405] lr: 1.256e-03, eta: 9:02:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.8573, loss: 1.8573 +2025-05-07 05:22:47,371 - pyskl - INFO - Epoch [129][1500/3405] lr: 1.253e-03, eta: 9:01:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6616, loss: 1.6616 +2025-05-07 05:23:30,890 - pyskl - INFO - Epoch [129][1600/3405] lr: 1.249e-03, eta: 9:00:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.7127, loss: 1.7127 +2025-05-07 05:24:14,306 - pyskl - INFO - Epoch [129][1700/3405] lr: 1.246e-03, eta: 9:00:01, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6830, loss: 1.6830 +2025-05-07 05:24:57,869 - pyskl - INFO - Epoch [129][1800/3405] lr: 1.243e-03, eta: 8:59:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7898, loss: 1.7898 +2025-05-07 05:25:41,518 - pyskl - INFO - Epoch [129][1900/3405] lr: 1.239e-03, eta: 8:58:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7560, loss: 1.7560 +2025-05-07 05:26:25,120 - pyskl - INFO - Epoch [129][2000/3405] lr: 1.236e-03, eta: 8:57:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6915, loss: 1.6915 +2025-05-07 05:27:08,708 - pyskl - INFO - Epoch [129][2100/3405] lr: 1.233e-03, eta: 8:57:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7483, loss: 1.7483 +2025-05-07 05:27:52,312 - pyskl - INFO - Epoch [129][2200/3405] lr: 1.229e-03, eta: 8:56:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7266, loss: 1.7266 +2025-05-07 05:28:35,937 - pyskl - INFO - Epoch [129][2300/3405] lr: 1.226e-03, eta: 8:55:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7315, loss: 1.7315 +2025-05-07 05:29:19,647 - pyskl - INFO - Epoch [129][2400/3405] lr: 1.223e-03, eta: 8:54:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6506, loss: 1.6506 +2025-05-07 05:30:03,354 - pyskl - INFO - Epoch [129][2500/3405] lr: 1.219e-03, eta: 8:54:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7614, loss: 1.7614 +2025-05-07 05:30:47,064 - pyskl - INFO - Epoch [129][2600/3405] lr: 1.216e-03, eta: 8:53:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.8199, loss: 1.8199 +2025-05-07 05:31:30,867 - pyskl - INFO - Epoch [129][2700/3405] lr: 1.213e-03, eta: 8:52:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7665, loss: 1.7665 +2025-05-07 05:32:14,595 - pyskl - INFO - Epoch [129][2800/3405] lr: 1.210e-03, eta: 8:51:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7172, loss: 1.7172 +2025-05-07 05:32:58,296 - pyskl - INFO - Epoch [129][2900/3405] lr: 1.206e-03, eta: 8:51:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6366, loss: 1.6366 +2025-05-07 05:33:41,969 - pyskl - INFO - Epoch [129][3000/3405] lr: 1.203e-03, eta: 8:50:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7807, loss: 1.7807 +2025-05-07 05:34:25,738 - pyskl - INFO - Epoch [129][3100/3405] lr: 1.200e-03, eta: 8:49:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7806, loss: 1.7806 +2025-05-07 05:35:09,490 - pyskl - INFO - Epoch [129][3200/3405] lr: 1.196e-03, eta: 8:48:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7862, loss: 1.7862 +2025-05-07 05:35:53,280 - pyskl - INFO - Epoch [129][3300/3405] lr: 1.193e-03, eta: 8:48:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7873, loss: 1.7873 +2025-05-07 05:36:37,064 - pyskl - INFO - Epoch [129][3400/3405] lr: 1.190e-03, eta: 8:47:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7636, loss: 1.7636 +2025-05-07 05:36:39,601 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-05-07 05:40:32,501 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 05:40:33,042 - pyskl - INFO - +top1_acc 0.8718 +top5_acc 0.9751 +2025-05-07 05:40:33,094 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_128.pth was removed +2025-05-07 05:40:34,115 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2025-05-07 05:40:34,117 - pyskl - INFO - Best top1_acc is 0.8718 at 129 epoch. +2025-05-07 05:40:34,137 - pyskl - INFO - Epoch(val) [129][3718] top1_acc: 0.8718, top5_acc: 0.9751 +2025-05-07 05:41:40,732 - pyskl - INFO - Epoch [130][100/3405] lr: 1.186e-03, eta: 8:46:44, time: 0.666, data_time: 0.230, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7257, loss: 1.7257 +2025-05-07 05:42:24,295 - pyskl - INFO - Epoch [130][200/3405] lr: 1.183e-03, eta: 8:45:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7159, loss: 1.7159 +2025-05-07 05:43:07,837 - pyskl - INFO - Epoch [130][300/3405] lr: 1.180e-03, eta: 8:45:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7202, loss: 1.7202 +2025-05-07 05:43:51,445 - pyskl - INFO - Epoch [130][400/3405] lr: 1.177e-03, eta: 8:44:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7032, loss: 1.7032 +2025-05-07 05:44:35,028 - pyskl - INFO - Epoch [130][500/3405] lr: 1.173e-03, eta: 8:43:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7345, loss: 1.7345 +2025-05-07 05:45:18,696 - pyskl - INFO - Epoch [130][600/3405] lr: 1.170e-03, eta: 8:43:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7018, loss: 1.7018 +2025-05-07 05:46:02,324 - pyskl - INFO - Epoch [130][700/3405] lr: 1.167e-03, eta: 8:42:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7340, loss: 1.7340 +2025-05-07 05:46:45,899 - pyskl - INFO - Epoch [130][800/3405] lr: 1.164e-03, eta: 8:41:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5938, loss: 1.5938 +2025-05-07 05:47:29,526 - pyskl - INFO - Epoch [130][900/3405] lr: 1.160e-03, eta: 8:40:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.7611, loss: 1.7611 +2025-05-07 05:48:13,143 - pyskl - INFO - Epoch [130][1000/3405] lr: 1.157e-03, eta: 8:40:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6652, loss: 1.6652 +2025-05-07 05:48:56,734 - pyskl - INFO - Epoch [130][1100/3405] lr: 1.154e-03, eta: 8:39:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7247, loss: 1.7247 +2025-05-07 05:49:40,351 - pyskl - INFO - Epoch [130][1200/3405] lr: 1.151e-03, eta: 8:38:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6845, loss: 1.6845 +2025-05-07 05:50:23,941 - pyskl - INFO - Epoch [130][1300/3405] lr: 1.147e-03, eta: 8:37:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7638, loss: 1.7638 +2025-05-07 05:51:07,563 - pyskl - INFO - Epoch [130][1400/3405] lr: 1.144e-03, eta: 8:37:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7576, loss: 1.7576 +2025-05-07 05:51:51,282 - pyskl - INFO - Epoch [130][1500/3405] lr: 1.141e-03, eta: 8:36:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7539, loss: 1.7539 +2025-05-07 05:52:34,860 - pyskl - INFO - Epoch [130][1600/3405] lr: 1.138e-03, eta: 8:35:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7091, loss: 1.7091 +2025-05-07 05:53:18,497 - pyskl - INFO - Epoch [130][1700/3405] lr: 1.135e-03, eta: 8:34:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.6643, loss: 1.6643 +2025-05-07 05:54:02,087 - pyskl - INFO - Epoch [130][1800/3405] lr: 1.131e-03, eta: 8:34:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6484, loss: 1.6484 +2025-05-07 05:54:45,747 - pyskl - INFO - Epoch [130][1900/3405] lr: 1.128e-03, eta: 8:33:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6250, loss: 1.6250 +2025-05-07 05:55:29,472 - pyskl - INFO - Epoch [130][2000/3405] lr: 1.125e-03, eta: 8:32:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7665, loss: 1.7665 +2025-05-07 05:56:13,177 - pyskl - INFO - Epoch [130][2100/3405] lr: 1.122e-03, eta: 8:31:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6626, loss: 1.6626 +2025-05-07 05:56:56,874 - pyskl - INFO - Epoch [130][2200/3405] lr: 1.119e-03, eta: 8:31:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7379, loss: 1.7379 +2025-05-07 05:57:40,601 - pyskl - INFO - Epoch [130][2300/3405] lr: 1.116e-03, eta: 8:30:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7002, loss: 1.7002 +2025-05-07 05:58:24,306 - pyskl - INFO - Epoch [130][2400/3405] lr: 1.112e-03, eta: 8:29:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6522, loss: 1.6522 +2025-05-07 05:59:08,020 - pyskl - INFO - Epoch [130][2500/3405] lr: 1.109e-03, eta: 8:28:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7623, loss: 1.7623 +2025-05-07 05:59:51,739 - pyskl - INFO - Epoch [130][2600/3405] lr: 1.106e-03, eta: 8:28:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6689, loss: 1.6689 +2025-05-07 06:00:35,555 - pyskl - INFO - Epoch [130][2700/3405] lr: 1.103e-03, eta: 8:27:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6997, loss: 1.6997 +2025-05-07 06:01:19,279 - pyskl - INFO - Epoch [130][2800/3405] lr: 1.100e-03, eta: 8:26:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.7439, loss: 1.7439 +2025-05-07 06:02:02,907 - pyskl - INFO - Epoch [130][2900/3405] lr: 1.097e-03, eta: 8:26:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7440, loss: 1.7440 +2025-05-07 06:02:46,559 - pyskl - INFO - Epoch [130][3000/3405] lr: 1.093e-03, eta: 8:25:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7203, loss: 1.7203 +2025-05-07 06:03:30,226 - pyskl - INFO - Epoch [130][3100/3405] lr: 1.090e-03, eta: 8:24:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.7035, loss: 1.7035 +2025-05-07 06:04:13,885 - pyskl - INFO - Epoch [130][3200/3405] lr: 1.087e-03, eta: 8:23:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6305, loss: 1.6305 +2025-05-07 06:04:57,623 - pyskl - INFO - Epoch [130][3300/3405] lr: 1.084e-03, eta: 8:23:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6674, loss: 1.6674 +2025-05-07 06:05:41,259 - pyskl - INFO - Epoch [130][3400/3405] lr: 1.081e-03, eta: 8:22:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6850, loss: 1.6850 +2025-05-07 06:05:43,759 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-05-07 06:09:36,475 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 06:09:37,016 - pyskl - INFO - +top1_acc 0.8691 +top5_acc 0.9744 +2025-05-07 06:09:37,037 - pyskl - INFO - Epoch(val) [130][3718] top1_acc: 0.8691, top5_acc: 0.9744 +2025-05-07 06:10:44,323 - pyskl - INFO - Epoch [131][100/3405] lr: 1.078e-03, eta: 8:21:37, time: 0.673, data_time: 0.233, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6606, loss: 1.6606 +2025-05-07 06:11:28,379 - pyskl - INFO - Epoch [131][200/3405] lr: 1.074e-03, eta: 8:20:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7651, loss: 1.7651 +2025-05-07 06:12:12,270 - pyskl - INFO - Epoch [131][300/3405] lr: 1.071e-03, eta: 8:20:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6174, loss: 1.6174 +2025-05-07 06:12:56,028 - pyskl - INFO - Epoch [131][400/3405] lr: 1.068e-03, eta: 8:19:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6256, loss: 1.6256 +2025-05-07 06:13:39,808 - pyskl - INFO - Epoch [131][500/3405] lr: 1.065e-03, eta: 8:18:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7320, loss: 1.7320 +2025-05-07 06:14:23,564 - pyskl - INFO - Epoch [131][600/3405] lr: 1.062e-03, eta: 8:17:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7204, loss: 1.7204 +2025-05-07 06:15:07,269 - pyskl - INFO - Epoch [131][700/3405] lr: 1.059e-03, eta: 8:17:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6802, loss: 1.6802 +2025-05-07 06:15:50,837 - pyskl - INFO - Epoch [131][800/3405] lr: 1.056e-03, eta: 8:16:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6104, loss: 1.6104 +2025-05-07 06:16:34,442 - pyskl - INFO - Epoch [131][900/3405] lr: 1.053e-03, eta: 8:15:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6150, loss: 1.6150 +2025-05-07 06:17:18,078 - pyskl - INFO - Epoch [131][1000/3405] lr: 1.050e-03, eta: 8:14:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7077, loss: 1.7077 +2025-05-07 06:18:01,704 - pyskl - INFO - Epoch [131][1100/3405] lr: 1.047e-03, eta: 8:14:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6140, loss: 1.6140 +2025-05-07 06:18:45,365 - pyskl - INFO - Epoch [131][1200/3405] lr: 1.043e-03, eta: 8:13:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6613, loss: 1.6613 +2025-05-07 06:19:28,893 - pyskl - INFO - Epoch [131][1300/3405] lr: 1.040e-03, eta: 8:12:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6640, loss: 1.6640 +2025-05-07 06:20:12,520 - pyskl - INFO - Epoch [131][1400/3405] lr: 1.037e-03, eta: 8:12:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7221, loss: 1.7221 +2025-05-07 06:20:56,564 - pyskl - INFO - Epoch [131][1500/3405] lr: 1.034e-03, eta: 8:11:16, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6393, loss: 1.6393 +2025-05-07 06:21:40,242 - pyskl - INFO - Epoch [131][1600/3405] lr: 1.031e-03, eta: 8:10:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6571, loss: 1.6571 +2025-05-07 06:22:24,005 - pyskl - INFO - Epoch [131][1700/3405] lr: 1.028e-03, eta: 8:09:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6883, loss: 1.6883 +2025-05-07 06:23:07,499 - pyskl - INFO - Epoch [131][1800/3405] lr: 1.025e-03, eta: 8:09:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6516, loss: 1.6516 +2025-05-07 06:23:51,100 - pyskl - INFO - Epoch [131][1900/3405] lr: 1.022e-03, eta: 8:08:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6699, loss: 1.6699 +2025-05-07 06:24:34,750 - pyskl - INFO - Epoch [131][2000/3405] lr: 1.019e-03, eta: 8:07:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7029, loss: 1.7029 +2025-05-07 06:25:18,423 - pyskl - INFO - Epoch [131][2100/3405] lr: 1.016e-03, eta: 8:06:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6411, loss: 1.6411 +2025-05-07 06:26:02,396 - pyskl - INFO - Epoch [131][2200/3405] lr: 1.013e-03, eta: 8:06:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6605, loss: 1.6605 +2025-05-07 06:26:46,246 - pyskl - INFO - Epoch [131][2300/3405] lr: 1.010e-03, eta: 8:05:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6741, loss: 1.6741 +2025-05-07 06:27:29,991 - pyskl - INFO - Epoch [131][2400/3405] lr: 1.007e-03, eta: 8:04:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7148, loss: 1.7148 +2025-05-07 06:28:13,779 - pyskl - INFO - Epoch [131][2500/3405] lr: 1.004e-03, eta: 8:03:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6474, loss: 1.6474 +2025-05-07 06:28:57,500 - pyskl - INFO - Epoch [131][2600/3405] lr: 1.001e-03, eta: 8:03:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6542, loss: 1.6542 +2025-05-07 06:29:41,300 - pyskl - INFO - Epoch [131][2700/3405] lr: 9.979e-04, eta: 8:02:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7188, loss: 1.7188 +2025-05-07 06:30:25,091 - pyskl - INFO - Epoch [131][2800/3405] lr: 9.948e-04, eta: 8:01:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7358, loss: 1.7358 +2025-05-07 06:31:08,835 - pyskl - INFO - Epoch [131][2900/3405] lr: 9.918e-04, eta: 8:00:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5904, loss: 1.5904 +2025-05-07 06:31:52,568 - pyskl - INFO - Epoch [131][3000/3405] lr: 9.888e-04, eta: 8:00:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6766, loss: 1.6766 +2025-05-07 06:32:36,340 - pyskl - INFO - Epoch [131][3100/3405] lr: 9.858e-04, eta: 7:59:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7075, loss: 1.7075 +2025-05-07 06:33:20,121 - pyskl - INFO - Epoch [131][3200/3405] lr: 9.829e-04, eta: 7:58:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6878, loss: 1.6878 +2025-05-07 06:34:03,849 - pyskl - INFO - Epoch [131][3300/3405] lr: 9.799e-04, eta: 7:57:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7245, loss: 1.7245 +2025-05-07 06:34:47,566 - pyskl - INFO - Epoch [131][3400/3405] lr: 9.769e-04, eta: 7:57:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6562, loss: 1.6562 +2025-05-07 06:34:50,108 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-05-07 06:38:42,821 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 06:38:43,369 - pyskl - INFO - +top1_acc 0.8741 +top5_acc 0.9761 +2025-05-07 06:38:43,422 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_129.pth was removed +2025-05-07 06:38:44,462 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2025-05-07 06:38:44,464 - pyskl - INFO - Best top1_acc is 0.8741 at 131 epoch. +2025-05-07 06:38:44,485 - pyskl - INFO - Epoch(val) [131][3718] top1_acc: 0.8741, top5_acc: 0.9761 +2025-05-07 06:39:51,854 - pyskl - INFO - Epoch [132][100/3405] lr: 9.738e-04, eta: 7:56:30, time: 0.674, data_time: 0.237, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6613, loss: 1.6613 +2025-05-07 06:40:35,472 - pyskl - INFO - Epoch [132][200/3405] lr: 9.708e-04, eta: 7:55:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6658, loss: 1.6658 +2025-05-07 06:41:19,209 - pyskl - INFO - Epoch [132][300/3405] lr: 9.678e-04, eta: 7:55:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6401, loss: 1.6401 +2025-05-07 06:42:02,896 - pyskl - INFO - Epoch [132][400/3405] lr: 9.649e-04, eta: 7:54:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6372, loss: 1.6372 +2025-05-07 06:42:46,399 - pyskl - INFO - Epoch [132][500/3405] lr: 9.619e-04, eta: 7:53:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6475, loss: 1.6475 +2025-05-07 06:43:29,933 - pyskl - INFO - Epoch [132][600/3405] lr: 9.589e-04, eta: 7:52:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6438, loss: 1.6438 +2025-05-07 06:44:13,512 - pyskl - INFO - Epoch [132][700/3405] lr: 9.560e-04, eta: 7:52:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6728, loss: 1.6728 +2025-05-07 06:44:57,135 - pyskl - INFO - Epoch [132][800/3405] lr: 9.530e-04, eta: 7:51:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6369, loss: 1.6369 +2025-05-07 06:45:40,770 - pyskl - INFO - Epoch [132][900/3405] lr: 9.501e-04, eta: 7:50:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6779, loss: 1.6779 +2025-05-07 06:46:24,389 - pyskl - INFO - Epoch [132][1000/3405] lr: 9.472e-04, eta: 7:49:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6551, loss: 1.6551 +2025-05-07 06:47:08,049 - pyskl - INFO - Epoch [132][1100/3405] lr: 9.442e-04, eta: 7:49:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6285, loss: 1.6285 +2025-05-07 06:47:51,667 - pyskl - INFO - Epoch [132][1200/3405] lr: 9.413e-04, eta: 7:48:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6731, loss: 1.6731 +2025-05-07 06:48:35,289 - pyskl - INFO - Epoch [132][1300/3405] lr: 9.384e-04, eta: 7:47:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6489, loss: 1.6489 +2025-05-07 06:49:18,786 - pyskl - INFO - Epoch [132][1400/3405] lr: 9.355e-04, eta: 7:46:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7267, loss: 1.7267 +2025-05-07 06:50:02,401 - pyskl - INFO - Epoch [132][1500/3405] lr: 9.325e-04, eta: 7:46:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5880, loss: 1.5880 +2025-05-07 06:50:46,034 - pyskl - INFO - Epoch [132][1600/3405] lr: 9.296e-04, eta: 7:45:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6271, loss: 1.6271 +2025-05-07 06:51:29,808 - pyskl - INFO - Epoch [132][1700/3405] lr: 9.267e-04, eta: 7:44:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7340, loss: 1.7340 +2025-05-07 06:52:13,361 - pyskl - INFO - Epoch [132][1800/3405] lr: 9.238e-04, eta: 7:43:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6779, loss: 1.6779 +2025-05-07 06:52:56,760 - pyskl - INFO - Epoch [132][1900/3405] lr: 9.209e-04, eta: 7:43:12, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5828, loss: 1.5828 +2025-05-07 06:53:40,334 - pyskl - INFO - Epoch [132][2000/3405] lr: 9.180e-04, eta: 7:42:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6724, loss: 1.6724 +2025-05-07 06:54:23,930 - pyskl - INFO - Epoch [132][2100/3405] lr: 9.151e-04, eta: 7:41:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6509, loss: 1.6509 +2025-05-07 06:55:07,612 - pyskl - INFO - Epoch [132][2200/3405] lr: 9.122e-04, eta: 7:40:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6263, loss: 1.6263 +2025-05-07 06:55:51,501 - pyskl - INFO - Epoch [132][2300/3405] lr: 9.094e-04, eta: 7:40:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5638, loss: 1.5638 +2025-05-07 06:56:35,159 - pyskl - INFO - Epoch [132][2400/3405] lr: 9.065e-04, eta: 7:39:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6702, loss: 1.6702 +2025-05-07 06:57:18,826 - pyskl - INFO - Epoch [132][2500/3405] lr: 9.036e-04, eta: 7:38:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6521, loss: 1.6521 +2025-05-07 06:58:02,521 - pyskl - INFO - Epoch [132][2600/3405] lr: 9.007e-04, eta: 7:38:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6590, loss: 1.6590 +2025-05-07 06:58:46,231 - pyskl - INFO - Epoch [132][2700/3405] lr: 8.979e-04, eta: 7:37:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6067, loss: 1.6067 +2025-05-07 06:59:30,099 - pyskl - INFO - Epoch [132][2800/3405] lr: 8.950e-04, eta: 7:36:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7240, loss: 1.7240 +2025-05-07 07:00:13,963 - pyskl - INFO - Epoch [132][2900/3405] lr: 8.922e-04, eta: 7:35:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6497, loss: 1.6497 +2025-05-07 07:00:57,681 - pyskl - INFO - Epoch [132][3000/3405] lr: 8.893e-04, eta: 7:35:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6507, loss: 1.6507 +2025-05-07 07:01:41,349 - pyskl - INFO - Epoch [132][3100/3405] lr: 8.865e-04, eta: 7:34:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6867, loss: 1.6867 +2025-05-07 07:02:25,059 - pyskl - INFO - Epoch [132][3200/3405] lr: 8.836e-04, eta: 7:33:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7057, loss: 1.7057 +2025-05-07 07:03:08,689 - pyskl - INFO - Epoch [132][3300/3405] lr: 8.808e-04, eta: 7:32:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6122, loss: 1.6122 +2025-05-07 07:03:52,295 - pyskl - INFO - Epoch [132][3400/3405] lr: 8.780e-04, eta: 7:32:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6744, loss: 1.6744 +2025-05-07 07:03:54,780 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-05-07 07:07:47,347 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 07:07:47,899 - pyskl - INFO - +top1_acc 0.8747 +top5_acc 0.9753 +2025-05-07 07:07:47,954 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_131.pth was removed +2025-05-07 07:07:49,035 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2025-05-07 07:07:49,037 - pyskl - INFO - Best top1_acc is 0.8747 at 132 epoch. +2025-05-07 07:07:49,060 - pyskl - INFO - Epoch(val) [132][3718] top1_acc: 0.8747, top5_acc: 0.9753 +2025-05-07 07:08:56,440 - pyskl - INFO - Epoch [133][100/3405] lr: 8.750e-04, eta: 7:31:23, time: 0.674, data_time: 0.235, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6419, loss: 1.6419 +2025-05-07 07:09:40,124 - pyskl - INFO - Epoch [133][200/3405] lr: 8.722e-04, eta: 7:30:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5631, loss: 1.5631 +2025-05-07 07:10:23,792 - pyskl - INFO - Epoch [133][300/3405] lr: 8.694e-04, eta: 7:29:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5925, loss: 1.5925 +2025-05-07 07:11:07,388 - pyskl - INFO - Epoch [133][400/3405] lr: 8.665e-04, eta: 7:29:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6711, loss: 1.6711 +2025-05-07 07:11:51,031 - pyskl - INFO - Epoch [133][500/3405] lr: 8.637e-04, eta: 7:28:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6322, loss: 1.6322 +2025-05-07 07:12:34,646 - pyskl - INFO - Epoch [133][600/3405] lr: 8.609e-04, eta: 7:27:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6513, loss: 1.6513 +2025-05-07 07:13:18,207 - pyskl - INFO - Epoch [133][700/3405] lr: 8.581e-04, eta: 7:26:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6116, loss: 1.6116 +2025-05-07 07:14:01,815 - pyskl - INFO - Epoch [133][800/3405] lr: 8.553e-04, eta: 7:26:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6040, loss: 1.6040 +2025-05-07 07:14:45,455 - pyskl - INFO - Epoch [133][900/3405] lr: 8.525e-04, eta: 7:25:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6162, loss: 1.6162 +2025-05-07 07:15:29,038 - pyskl - INFO - Epoch [133][1000/3405] lr: 8.497e-04, eta: 7:24:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6542, loss: 1.6542 +2025-05-07 07:16:12,651 - pyskl - INFO - Epoch [133][1100/3405] lr: 8.470e-04, eta: 7:24:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6437, loss: 1.6437 +2025-05-07 07:16:56,205 - pyskl - INFO - Epoch [133][1200/3405] lr: 8.442e-04, eta: 7:23:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6103, loss: 1.6103 +2025-05-07 07:17:39,663 - pyskl - INFO - Epoch [133][1300/3405] lr: 8.414e-04, eta: 7:22:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6495, loss: 1.6495 +2025-05-07 07:18:23,201 - pyskl - INFO - Epoch [133][1400/3405] lr: 8.386e-04, eta: 7:21:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6299, loss: 1.6299 +2025-05-07 07:19:06,752 - pyskl - INFO - Epoch [133][1500/3405] lr: 8.359e-04, eta: 7:21:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6309, loss: 1.6309 +2025-05-07 07:19:50,309 - pyskl - INFO - Epoch [133][1600/3405] lr: 8.331e-04, eta: 7:20:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6865, loss: 1.6865 +2025-05-07 07:20:33,917 - pyskl - INFO - Epoch [133][1700/3405] lr: 8.303e-04, eta: 7:19:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6264, loss: 1.6264 +2025-05-07 07:21:17,555 - pyskl - INFO - Epoch [133][1800/3405] lr: 8.276e-04, eta: 7:18:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5761, loss: 1.5761 +2025-05-07 07:22:01,179 - pyskl - INFO - Epoch [133][1900/3405] lr: 8.248e-04, eta: 7:18:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6174, loss: 1.6174 +2025-05-07 07:22:44,768 - pyskl - INFO - Epoch [133][2000/3405] lr: 8.221e-04, eta: 7:17:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6812, loss: 1.6812 +2025-05-07 07:23:28,380 - pyskl - INFO - Epoch [133][2100/3405] lr: 8.194e-04, eta: 7:16:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6080, loss: 1.6080 +2025-05-07 07:24:12,041 - pyskl - INFO - Epoch [133][2200/3405] lr: 8.166e-04, eta: 7:15:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6678, loss: 1.6678 +2025-05-07 07:24:55,836 - pyskl - INFO - Epoch [133][2300/3405] lr: 8.139e-04, eta: 7:15:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6968, loss: 1.6968 +2025-05-07 07:25:39,642 - pyskl - INFO - Epoch [133][2400/3405] lr: 8.112e-04, eta: 7:14:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.6943, loss: 1.6943 +2025-05-07 07:26:23,398 - pyskl - INFO - Epoch [133][2500/3405] lr: 8.084e-04, eta: 7:13:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6388, loss: 1.6388 +2025-05-07 07:27:07,150 - pyskl - INFO - Epoch [133][2600/3405] lr: 8.057e-04, eta: 7:12:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6883, loss: 1.6883 +2025-05-07 07:27:50,902 - pyskl - INFO - Epoch [133][2700/3405] lr: 8.030e-04, eta: 7:12:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6309, loss: 1.6309 +2025-05-07 07:28:34,659 - pyskl - INFO - Epoch [133][2800/3405] lr: 8.003e-04, eta: 7:11:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6559, loss: 1.6559 +2025-05-07 07:29:18,496 - pyskl - INFO - Epoch [133][2900/3405] lr: 7.976e-04, eta: 7:10:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6537, loss: 1.6537 +2025-05-07 07:30:02,210 - pyskl - INFO - Epoch [133][3000/3405] lr: 7.949e-04, eta: 7:09:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5571, loss: 1.5571 +2025-05-07 07:30:45,921 - pyskl - INFO - Epoch [133][3100/3405] lr: 7.922e-04, eta: 7:09:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6039, loss: 1.6039 +2025-05-07 07:31:29,737 - pyskl - INFO - Epoch [133][3200/3405] lr: 7.895e-04, eta: 7:08:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5979, loss: 1.5979 +2025-05-07 07:32:13,450 - pyskl - INFO - Epoch [133][3300/3405] lr: 7.868e-04, eta: 7:07:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6789, loss: 1.6789 +2025-05-07 07:32:57,154 - pyskl - INFO - Epoch [133][3400/3405] lr: 7.841e-04, eta: 7:07:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6556, loss: 1.6556 +2025-05-07 07:32:59,642 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-05-07 07:36:51,993 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 07:36:52,535 - pyskl - INFO - +top1_acc 0.8731 +top5_acc 0.9743 +2025-05-07 07:36:52,554 - pyskl - INFO - Epoch(val) [133][3718] top1_acc: 0.8731, top5_acc: 0.9743 +2025-05-07 07:37:59,307 - pyskl - INFO - Epoch [134][100/3405] lr: 7.813e-04, eta: 7:06:16, time: 0.667, data_time: 0.231, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5993, loss: 1.5993 +2025-05-07 07:38:42,928 - pyskl - INFO - Epoch [134][200/3405] lr: 7.787e-04, eta: 7:05:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6143, loss: 1.6143 +2025-05-07 07:39:26,507 - pyskl - INFO - Epoch [134][300/3405] lr: 7.760e-04, eta: 7:04:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6209, loss: 1.6209 +2025-05-07 07:40:10,095 - pyskl - INFO - Epoch [134][400/3405] lr: 7.733e-04, eta: 7:04:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5908, loss: 1.5908 +2025-05-07 07:40:53,709 - pyskl - INFO - Epoch [134][500/3405] lr: 7.707e-04, eta: 7:03:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5703, loss: 1.5703 +2025-05-07 07:41:37,335 - pyskl - INFO - Epoch [134][600/3405] lr: 7.680e-04, eta: 7:02:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5588, loss: 1.5588 +2025-05-07 07:42:20,945 - pyskl - INFO - Epoch [134][700/3405] lr: 7.653e-04, eta: 7:01:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6012, loss: 1.6012 +2025-05-07 07:43:04,595 - pyskl - INFO - Epoch [134][800/3405] lr: 7.627e-04, eta: 7:01:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5599, loss: 1.5599 +2025-05-07 07:43:48,201 - pyskl - INFO - Epoch [134][900/3405] lr: 7.601e-04, eta: 7:00:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6179, loss: 1.6179 +2025-05-07 07:44:31,851 - pyskl - INFO - Epoch [134][1000/3405] lr: 7.574e-04, eta: 6:59:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.6679, loss: 1.6679 +2025-05-07 07:45:15,497 - pyskl - INFO - Epoch [134][1100/3405] lr: 7.548e-04, eta: 6:58:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6641, loss: 1.6641 +2025-05-07 07:45:59,065 - pyskl - INFO - Epoch [134][1200/3405] lr: 7.522e-04, eta: 6:58:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6081, loss: 1.6081 +2025-05-07 07:46:42,636 - pyskl - INFO - Epoch [134][1300/3405] lr: 7.495e-04, eta: 6:57:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6548, loss: 1.6548 +2025-05-07 07:47:26,232 - pyskl - INFO - Epoch [134][1400/3405] lr: 7.469e-04, eta: 6:56:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5937, loss: 1.5937 +2025-05-07 07:48:09,874 - pyskl - INFO - Epoch [134][1500/3405] lr: 7.443e-04, eta: 6:55:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5564, loss: 1.5564 +2025-05-07 07:48:53,494 - pyskl - INFO - Epoch [134][1600/3405] lr: 7.417e-04, eta: 6:55:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6080, loss: 1.6080 +2025-05-07 07:49:37,111 - pyskl - INFO - Epoch [134][1700/3405] lr: 7.391e-04, eta: 6:54:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6426, loss: 1.6426 +2025-05-07 07:50:20,689 - pyskl - INFO - Epoch [134][1800/3405] lr: 7.365e-04, eta: 6:53:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5864, loss: 1.5864 +2025-05-07 07:51:04,296 - pyskl - INFO - Epoch [134][1900/3405] lr: 7.339e-04, eta: 6:52:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5588, loss: 1.5588 +2025-05-07 07:51:47,929 - pyskl - INFO - Epoch [134][2000/3405] lr: 7.313e-04, eta: 6:52:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5825, loss: 1.5825 +2025-05-07 07:52:31,546 - pyskl - INFO - Epoch [134][2100/3405] lr: 7.287e-04, eta: 6:51:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6068, loss: 1.6068 +2025-05-07 07:53:15,161 - pyskl - INFO - Epoch [134][2200/3405] lr: 7.261e-04, eta: 6:50:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5522, loss: 1.5522 +2025-05-07 07:53:58,829 - pyskl - INFO - Epoch [134][2300/3405] lr: 7.235e-04, eta: 6:50:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5609, loss: 1.5609 +2025-05-07 07:54:42,554 - pyskl - INFO - Epoch [134][2400/3405] lr: 7.210e-04, eta: 6:49:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6080, loss: 1.6080 +2025-05-07 07:55:26,306 - pyskl - INFO - Epoch [134][2500/3405] lr: 7.184e-04, eta: 6:48:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5838, loss: 1.5838 +2025-05-07 07:56:10,083 - pyskl - INFO - Epoch [134][2600/3405] lr: 7.158e-04, eta: 6:47:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5685, loss: 1.5685 +2025-05-07 07:56:53,960 - pyskl - INFO - Epoch [134][2700/3405] lr: 7.133e-04, eta: 6:47:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6043, loss: 1.6043 +2025-05-07 07:57:37,840 - pyskl - INFO - Epoch [134][2800/3405] lr: 7.107e-04, eta: 6:46:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6076, loss: 1.6076 +2025-05-07 07:58:21,654 - pyskl - INFO - Epoch [134][2900/3405] lr: 7.081e-04, eta: 6:45:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6066, loss: 1.6066 +2025-05-07 07:59:05,284 - pyskl - INFO - Epoch [134][3000/3405] lr: 7.056e-04, eta: 6:44:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6305, loss: 1.6305 +2025-05-07 07:59:49,002 - pyskl - INFO - Epoch [134][3100/3405] lr: 7.031e-04, eta: 6:44:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6281, loss: 1.6281 +2025-05-07 08:00:32,622 - pyskl - INFO - Epoch [134][3200/3405] lr: 7.005e-04, eta: 6:43:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5509, loss: 1.5509 +2025-05-07 08:01:16,212 - pyskl - INFO - Epoch [134][3300/3405] lr: 6.980e-04, eta: 6:42:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5936, loss: 1.5936 +2025-05-07 08:01:59,790 - pyskl - INFO - Epoch [134][3400/3405] lr: 6.954e-04, eta: 6:41:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5980, loss: 1.5980 +2025-05-07 08:02:02,265 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-05-07 08:05:54,767 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 08:05:55,312 - pyskl - INFO - +top1_acc 0.8771 +top5_acc 0.9744 +2025-05-07 08:05:55,364 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_132.pth was removed +2025-05-07 08:05:56,438 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2025-05-07 08:05:56,440 - pyskl - INFO - Best top1_acc is 0.8771 at 134 epoch. +2025-05-07 08:05:56,463 - pyskl - INFO - Epoch(val) [134][3718] top1_acc: 0.8771, top5_acc: 0.9744 +2025-05-07 08:07:03,500 - pyskl - INFO - Epoch [135][100/3405] lr: 6.928e-04, eta: 6:41:09, time: 0.670, data_time: 0.236, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6105, loss: 1.6105 +2025-05-07 08:07:46,993 - pyskl - INFO - Epoch [135][200/3405] lr: 6.903e-04, eta: 6:40:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5702, loss: 1.5702 +2025-05-07 08:08:30,489 - pyskl - INFO - Epoch [135][300/3405] lr: 6.878e-04, eta: 6:39:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5935, loss: 1.5935 +2025-05-07 08:09:14,046 - pyskl - INFO - Epoch [135][400/3405] lr: 6.852e-04, eta: 6:38:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6468, loss: 1.6468 +2025-05-07 08:09:57,599 - pyskl - INFO - Epoch [135][500/3405] lr: 6.827e-04, eta: 6:38:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5777, loss: 1.5777 +2025-05-07 08:10:41,122 - pyskl - INFO - Epoch [135][600/3405] lr: 6.802e-04, eta: 6:37:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5621, loss: 1.5621 +2025-05-07 08:11:24,648 - pyskl - INFO - Epoch [135][700/3405] lr: 6.777e-04, eta: 6:36:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5775, loss: 1.5775 +2025-05-07 08:12:08,144 - pyskl - INFO - Epoch [135][800/3405] lr: 6.752e-04, eta: 6:35:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5753, loss: 1.5753 +2025-05-07 08:12:51,676 - pyskl - INFO - Epoch [135][900/3405] lr: 6.727e-04, eta: 6:35:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5666, loss: 1.5666 +2025-05-07 08:13:35,224 - pyskl - INFO - Epoch [135][1000/3405] lr: 6.703e-04, eta: 6:34:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5785, loss: 1.5785 +2025-05-07 08:14:18,729 - pyskl - INFO - Epoch [135][1100/3405] lr: 6.678e-04, eta: 6:33:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6471, loss: 1.6471 +2025-05-07 08:15:02,284 - pyskl - INFO - Epoch [135][1200/3405] lr: 6.653e-04, eta: 6:33:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5902, loss: 1.5902 +2025-05-07 08:15:45,865 - pyskl - INFO - Epoch [135][1300/3405] lr: 6.628e-04, eta: 6:32:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5756, loss: 1.5756 +2025-05-07 08:16:29,402 - pyskl - INFO - Epoch [135][1400/3405] lr: 6.604e-04, eta: 6:31:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5596, loss: 1.5596 +2025-05-07 08:17:12,963 - pyskl - INFO - Epoch [135][1500/3405] lr: 6.579e-04, eta: 6:30:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5934, loss: 1.5934 +2025-05-07 08:17:56,736 - pyskl - INFO - Epoch [135][1600/3405] lr: 6.554e-04, eta: 6:30:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5640, loss: 1.5640 +2025-05-07 08:18:40,466 - pyskl - INFO - Epoch [135][1700/3405] lr: 6.530e-04, eta: 6:29:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5897, loss: 1.5897 +2025-05-07 08:19:24,111 - pyskl - INFO - Epoch [135][1800/3405] lr: 6.505e-04, eta: 6:28:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5837, loss: 1.5837 +2025-05-07 08:20:07,815 - pyskl - INFO - Epoch [135][1900/3405] lr: 6.481e-04, eta: 6:27:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6349, loss: 1.6349 +2025-05-07 08:20:51,431 - pyskl - INFO - Epoch [135][2000/3405] lr: 6.456e-04, eta: 6:27:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6148, loss: 1.6148 +2025-05-07 08:21:35,138 - pyskl - INFO - Epoch [135][2100/3405] lr: 6.432e-04, eta: 6:26:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5395, loss: 1.5395 +2025-05-07 08:22:18,844 - pyskl - INFO - Epoch [135][2200/3405] lr: 6.408e-04, eta: 6:25:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6027, loss: 1.6027 +2025-05-07 08:23:02,576 - pyskl - INFO - Epoch [135][2300/3405] lr: 6.383e-04, eta: 6:24:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6165, loss: 1.6165 +2025-05-07 08:23:46,272 - pyskl - INFO - Epoch [135][2400/3405] lr: 6.359e-04, eta: 6:24:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5546, loss: 1.5546 +2025-05-07 08:24:29,914 - pyskl - INFO - Epoch [135][2500/3405] lr: 6.335e-04, eta: 6:23:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6330, loss: 1.6330 +2025-05-07 08:25:13,628 - pyskl - INFO - Epoch [135][2600/3405] lr: 6.311e-04, eta: 6:22:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.5821, loss: 1.5821 +2025-05-07 08:25:57,440 - pyskl - INFO - Epoch [135][2700/3405] lr: 6.287e-04, eta: 6:21:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5373, loss: 1.5373 +2025-05-07 08:26:41,091 - pyskl - INFO - Epoch [135][2800/3405] lr: 6.263e-04, eta: 6:21:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6164, loss: 1.6164 +2025-05-07 08:27:24,756 - pyskl - INFO - Epoch [135][2900/3405] lr: 6.239e-04, eta: 6:20:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5971, loss: 1.5971 +2025-05-07 08:28:08,517 - pyskl - INFO - Epoch [135][3000/3405] lr: 6.215e-04, eta: 6:19:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5924, loss: 1.5924 +2025-05-07 08:28:52,224 - pyskl - INFO - Epoch [135][3100/3405] lr: 6.191e-04, eta: 6:18:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5458, loss: 1.5458 +2025-05-07 08:29:36,048 - pyskl - INFO - Epoch [135][3200/3405] lr: 6.167e-04, eta: 6:18:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6183, loss: 1.6183 +2025-05-07 08:30:19,758 - pyskl - INFO - Epoch [135][3300/3405] lr: 6.143e-04, eta: 6:17:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5905, loss: 1.5905 +2025-05-07 08:31:03,460 - pyskl - INFO - Epoch [135][3400/3405] lr: 6.119e-04, eta: 6:16:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5705, loss: 1.5705 +2025-05-07 08:31:06,020 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-05-07 08:34:58,677 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 08:34:59,222 - pyskl - INFO - +top1_acc 0.8786 +top5_acc 0.9755 +2025-05-07 08:34:59,273 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_134.pth was removed +2025-05-07 08:35:00,297 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-05-07 08:35:00,298 - pyskl - INFO - Best top1_acc is 0.8786 at 135 epoch. +2025-05-07 08:35:00,319 - pyskl - INFO - Epoch(val) [135][3718] top1_acc: 0.8786, top5_acc: 0.9755 +2025-05-07 08:36:07,360 - pyskl - INFO - Epoch [136][100/3405] lr: 6.094e-04, eta: 6:16:02, time: 0.670, data_time: 0.234, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5986, loss: 1.5986 +2025-05-07 08:36:50,903 - pyskl - INFO - Epoch [136][200/3405] lr: 6.071e-04, eta: 6:15:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6181, loss: 1.6181 +2025-05-07 08:37:34,583 - pyskl - INFO - Epoch [136][300/3405] lr: 6.047e-04, eta: 6:14:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5722, loss: 1.5722 +2025-05-07 08:38:18,238 - pyskl - INFO - Epoch [136][400/3405] lr: 6.023e-04, eta: 6:13:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5643, loss: 1.5643 +2025-05-07 08:39:01,858 - pyskl - INFO - Epoch [136][500/3405] lr: 6.000e-04, eta: 6:13:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5702, loss: 1.5702 +2025-05-07 08:39:45,529 - pyskl - INFO - Epoch [136][600/3405] lr: 5.976e-04, eta: 6:12:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6337, loss: 1.6337 +2025-05-07 08:40:29,249 - pyskl - INFO - Epoch [136][700/3405] lr: 5.953e-04, eta: 6:11:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6290, loss: 1.6290 +2025-05-07 08:41:12,882 - pyskl - INFO - Epoch [136][800/3405] lr: 5.930e-04, eta: 6:10:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5754, loss: 1.5754 +2025-05-07 08:41:56,565 - pyskl - INFO - Epoch [136][900/3405] lr: 5.906e-04, eta: 6:10:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5493, loss: 1.5493 +2025-05-07 08:42:40,185 - pyskl - INFO - Epoch [136][1000/3405] lr: 5.883e-04, eta: 6:09:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5505, loss: 1.5505 +2025-05-07 08:43:23,908 - pyskl - INFO - Epoch [136][1100/3405] lr: 5.860e-04, eta: 6:08:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5490, loss: 1.5490 +2025-05-07 08:44:07,663 - pyskl - INFO - Epoch [136][1200/3405] lr: 5.836e-04, eta: 6:07:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5821, loss: 1.5821 +2025-05-07 08:44:51,366 - pyskl - INFO - Epoch [136][1300/3405] lr: 5.813e-04, eta: 6:07:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5027, loss: 1.5027 +2025-05-07 08:45:35,084 - pyskl - INFO - Epoch [136][1400/3405] lr: 5.790e-04, eta: 6:06:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5433, loss: 1.5433 +2025-05-07 08:46:18,804 - pyskl - INFO - Epoch [136][1500/3405] lr: 5.767e-04, eta: 6:05:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5882, loss: 1.5882 +2025-05-07 08:47:02,530 - pyskl - INFO - Epoch [136][1600/3405] lr: 5.744e-04, eta: 6:04:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5654, loss: 1.5654 +2025-05-07 08:47:46,261 - pyskl - INFO - Epoch [136][1700/3405] lr: 5.721e-04, eta: 6:04:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5738, loss: 1.5738 +2025-05-07 08:48:29,994 - pyskl - INFO - Epoch [136][1800/3405] lr: 5.698e-04, eta: 6:03:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6557, loss: 1.6557 +2025-05-07 08:49:13,642 - pyskl - INFO - Epoch [136][1900/3405] lr: 5.675e-04, eta: 6:02:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6044, loss: 1.6044 +2025-05-07 08:49:57,274 - pyskl - INFO - Epoch [136][2000/3405] lr: 5.652e-04, eta: 6:02:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5539, loss: 1.5539 +2025-05-07 08:50:40,891 - pyskl - INFO - Epoch [136][2100/3405] lr: 5.629e-04, eta: 6:01:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5387, loss: 1.5387 +2025-05-07 08:51:24,515 - pyskl - INFO - Epoch [136][2200/3405] lr: 5.606e-04, eta: 6:00:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5160, loss: 1.5160 +2025-05-07 08:52:08,117 - pyskl - INFO - Epoch [136][2300/3405] lr: 5.584e-04, eta: 5:59:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5748, loss: 1.5748 +2025-05-07 08:52:51,698 - pyskl - INFO - Epoch [136][2400/3405] lr: 5.561e-04, eta: 5:59:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5217, loss: 1.5217 +2025-05-07 08:53:35,652 - pyskl - INFO - Epoch [136][2500/3405] lr: 5.538e-04, eta: 5:58:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5206, loss: 1.5206 +2025-05-07 08:54:19,553 - pyskl - INFO - Epoch [136][2600/3405] lr: 5.516e-04, eta: 5:57:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5611, loss: 1.5611 +2025-05-07 08:55:03,397 - pyskl - INFO - Epoch [136][2700/3405] lr: 5.493e-04, eta: 5:56:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5995, loss: 1.5995 +2025-05-07 08:55:47,283 - pyskl - INFO - Epoch [136][2800/3405] lr: 5.471e-04, eta: 5:56:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5275, loss: 1.5275 +2025-05-07 08:56:30,978 - pyskl - INFO - Epoch [136][2900/3405] lr: 5.448e-04, eta: 5:55:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5794, loss: 1.5794 +2025-05-07 08:57:14,661 - pyskl - INFO - Epoch [136][3000/3405] lr: 5.426e-04, eta: 5:54:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5685, loss: 1.5685 +2025-05-07 08:57:58,356 - pyskl - INFO - Epoch [136][3100/3405] lr: 5.403e-04, eta: 5:53:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6412, loss: 1.6412 +2025-05-07 08:58:41,995 - pyskl - INFO - Epoch [136][3200/3405] lr: 5.381e-04, eta: 5:53:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5746, loss: 1.5746 +2025-05-07 08:59:25,705 - pyskl - INFO - Epoch [136][3300/3405] lr: 5.359e-04, eta: 5:52:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5688, loss: 1.5688 +2025-05-07 09:00:09,530 - pyskl - INFO - Epoch [136][3400/3405] lr: 5.336e-04, eta: 5:51:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6025, loss: 1.6025 +2025-05-07 09:00:12,037 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-05-07 09:04:05,176 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 09:04:05,717 - pyskl - INFO - +top1_acc 0.8802 +top5_acc 0.9770 +2025-05-07 09:04:05,769 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_135.pth was removed +2025-05-07 09:04:06,805 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2025-05-07 09:04:06,807 - pyskl - INFO - Best top1_acc is 0.8802 at 136 epoch. +2025-05-07 09:04:06,833 - pyskl - INFO - Epoch(val) [136][3718] top1_acc: 0.8802, top5_acc: 0.9770 +2025-05-07 09:05:14,032 - pyskl - INFO - Epoch [137][100/3405] lr: 5.313e-04, eta: 5:50:55, time: 0.672, data_time: 0.231, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5023, loss: 1.5023 +2025-05-07 09:05:58,003 - pyskl - INFO - Epoch [137][200/3405] lr: 5.291e-04, eta: 5:50:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5097, loss: 1.5097 +2025-05-07 09:06:41,902 - pyskl - INFO - Epoch [137][300/3405] lr: 5.269e-04, eta: 5:49:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4909, loss: 1.4909 +2025-05-07 09:07:25,681 - pyskl - INFO - Epoch [137][400/3405] lr: 5.247e-04, eta: 5:48:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5222, loss: 1.5222 +2025-05-07 09:08:09,420 - pyskl - INFO - Epoch [137][500/3405] lr: 5.225e-04, eta: 5:47:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5807, loss: 1.5807 +2025-05-07 09:08:53,155 - pyskl - INFO - Epoch [137][600/3405] lr: 5.203e-04, eta: 5:47:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5510, loss: 1.5510 +2025-05-07 09:09:36,933 - pyskl - INFO - Epoch [137][700/3405] lr: 5.181e-04, eta: 5:46:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5405, loss: 1.5405 +2025-05-07 09:10:20,685 - pyskl - INFO - Epoch [137][800/3405] lr: 5.159e-04, eta: 5:45:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5454, loss: 1.5454 +2025-05-07 09:11:04,473 - pyskl - INFO - Epoch [137][900/3405] lr: 5.137e-04, eta: 5:45:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5693, loss: 1.5693 +2025-05-07 09:11:48,202 - pyskl - INFO - Epoch [137][1000/3405] lr: 5.115e-04, eta: 5:44:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5633, loss: 1.5633 +2025-05-07 09:12:31,911 - pyskl - INFO - Epoch [137][1100/3405] lr: 5.094e-04, eta: 5:43:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4872, loss: 1.4872 +2025-05-07 09:13:15,605 - pyskl - INFO - Epoch [137][1200/3405] lr: 5.072e-04, eta: 5:42:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5493, loss: 1.5493 +2025-05-07 09:13:59,241 - pyskl - INFO - Epoch [137][1300/3405] lr: 5.050e-04, eta: 5:42:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5950, loss: 1.5950 +2025-05-07 09:14:42,935 - pyskl - INFO - Epoch [137][1400/3405] lr: 5.029e-04, eta: 5:41:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5375, loss: 1.5375 +2025-05-07 09:15:26,510 - pyskl - INFO - Epoch [137][1500/3405] lr: 5.007e-04, eta: 5:40:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5008, loss: 1.5008 +2025-05-07 09:16:10,068 - pyskl - INFO - Epoch [137][1600/3405] lr: 4.986e-04, eta: 5:39:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5707, loss: 1.5707 +2025-05-07 09:16:53,662 - pyskl - INFO - Epoch [137][1700/3405] lr: 4.964e-04, eta: 5:39:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5432, loss: 1.5432 +2025-05-07 09:17:37,262 - pyskl - INFO - Epoch [137][1800/3405] lr: 4.943e-04, eta: 5:38:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5722, loss: 1.5722 +2025-05-07 09:18:20,859 - pyskl - INFO - Epoch [137][1900/3405] lr: 4.921e-04, eta: 5:37:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5998, loss: 1.5998 +2025-05-07 09:19:04,430 - pyskl - INFO - Epoch [137][2000/3405] lr: 4.900e-04, eta: 5:36:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5264, loss: 1.5264 +2025-05-07 09:19:48,062 - pyskl - INFO - Epoch [137][2100/3405] lr: 4.879e-04, eta: 5:36:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5268, loss: 1.5268 +2025-05-07 09:20:31,618 - pyskl - INFO - Epoch [137][2200/3405] lr: 4.857e-04, eta: 5:35:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5593, loss: 1.5593 +2025-05-07 09:21:15,169 - pyskl - INFO - Epoch [137][2300/3405] lr: 4.836e-04, eta: 5:34:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6089, loss: 1.6089 +2025-05-07 09:21:58,807 - pyskl - INFO - Epoch [137][2400/3405] lr: 4.815e-04, eta: 5:33:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5012, loss: 1.5012 +2025-05-07 09:22:42,382 - pyskl - INFO - Epoch [137][2500/3405] lr: 4.794e-04, eta: 5:33:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5748, loss: 1.5748 +2025-05-07 09:23:26,038 - pyskl - INFO - Epoch [137][2600/3405] lr: 4.773e-04, eta: 5:32:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5573, loss: 1.5573 +2025-05-07 09:24:09,621 - pyskl - INFO - Epoch [137][2700/3405] lr: 4.752e-04, eta: 5:31:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5662, loss: 1.5662 +2025-05-07 09:24:53,176 - pyskl - INFO - Epoch [137][2800/3405] lr: 4.731e-04, eta: 5:30:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5795, loss: 1.5795 +2025-05-07 09:25:36,732 - pyskl - INFO - Epoch [137][2900/3405] lr: 4.710e-04, eta: 5:30:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5689, loss: 1.5689 +2025-05-07 09:26:20,498 - pyskl - INFO - Epoch [137][3000/3405] lr: 4.689e-04, eta: 5:29:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5559, loss: 1.5559 +2025-05-07 09:27:04,325 - pyskl - INFO - Epoch [137][3100/3405] lr: 4.668e-04, eta: 5:28:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5371, loss: 1.5371 +2025-05-07 09:27:48,077 - pyskl - INFO - Epoch [137][3200/3405] lr: 4.647e-04, eta: 5:28:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5390, loss: 1.5390 +2025-05-07 09:28:31,734 - pyskl - INFO - Epoch [137][3300/3405] lr: 4.627e-04, eta: 5:27:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5900, loss: 1.5900 +2025-05-07 09:29:15,432 - pyskl - INFO - Epoch [137][3400/3405] lr: 4.606e-04, eta: 5:26:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4781, loss: 1.4781 +2025-05-07 09:29:17,991 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-05-07 09:33:10,714 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 09:33:11,265 - pyskl - INFO - +top1_acc 0.8791 +top5_acc 0.9767 +2025-05-07 09:33:11,288 - pyskl - INFO - Epoch(val) [137][3718] top1_acc: 0.8791, top5_acc: 0.9767 +2025-05-07 09:34:18,636 - pyskl - INFO - Epoch [138][100/3405] lr: 4.584e-04, eta: 5:25:48, time: 0.673, data_time: 0.236, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5493, loss: 1.5493 +2025-05-07 09:35:02,875 - pyskl - INFO - Epoch [138][200/3405] lr: 4.564e-04, eta: 5:25:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5008, loss: 1.5008 +2025-05-07 09:35:46,566 - pyskl - INFO - Epoch [138][300/3405] lr: 4.543e-04, eta: 5:24:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5516, loss: 1.5516 +2025-05-07 09:36:30,105 - pyskl - INFO - Epoch [138][400/3405] lr: 4.523e-04, eta: 5:23:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5937, loss: 1.5937 +2025-05-07 09:37:13,489 - pyskl - INFO - Epoch [138][500/3405] lr: 4.502e-04, eta: 5:22:51, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5200, loss: 1.5200 +2025-05-07 09:37:56,874 - pyskl - INFO - Epoch [138][600/3405] lr: 4.482e-04, eta: 5:22:06, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5831, loss: 1.5831 +2025-05-07 09:38:40,400 - pyskl - INFO - Epoch [138][700/3405] lr: 4.461e-04, eta: 5:21:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4772, loss: 1.4772 +2025-05-07 09:39:23,966 - pyskl - INFO - Epoch [138][800/3405] lr: 4.441e-04, eta: 5:20:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5684, loss: 1.5684 +2025-05-07 09:40:07,541 - pyskl - INFO - Epoch [138][900/3405] lr: 4.421e-04, eta: 5:19:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4906, loss: 1.4906 +2025-05-07 09:40:51,163 - pyskl - INFO - Epoch [138][1000/3405] lr: 4.400e-04, eta: 5:19:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5081, loss: 1.5081 +2025-05-07 09:41:34,776 - pyskl - INFO - Epoch [138][1100/3405] lr: 4.380e-04, eta: 5:18:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5386, loss: 1.5386 +2025-05-07 09:42:18,429 - pyskl - INFO - Epoch [138][1200/3405] lr: 4.360e-04, eta: 5:17:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5004, loss: 1.5004 +2025-05-07 09:43:02,059 - pyskl - INFO - Epoch [138][1300/3405] lr: 4.340e-04, eta: 5:16:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4763, loss: 1.4763 +2025-05-07 09:43:45,608 - pyskl - INFO - Epoch [138][1400/3405] lr: 4.320e-04, eta: 5:16:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5633, loss: 1.5633 +2025-05-07 09:44:29,234 - pyskl - INFO - Epoch [138][1500/3405] lr: 4.300e-04, eta: 5:15:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5183, loss: 1.5183 +2025-05-07 09:45:12,804 - pyskl - INFO - Epoch [138][1600/3405] lr: 4.280e-04, eta: 5:14:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5305, loss: 1.5305 +2025-05-07 09:45:56,324 - pyskl - INFO - Epoch [138][1700/3405] lr: 4.260e-04, eta: 5:13:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5256, loss: 1.5256 +2025-05-07 09:46:39,843 - pyskl - INFO - Epoch [138][1800/3405] lr: 4.240e-04, eta: 5:13:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5675, loss: 1.5675 +2025-05-07 09:47:23,604 - pyskl - INFO - Epoch [138][1900/3405] lr: 4.220e-04, eta: 5:12:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5517, loss: 1.5517 +2025-05-07 09:48:07,203 - pyskl - INFO - Epoch [138][2000/3405] lr: 4.200e-04, eta: 5:11:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5238, loss: 1.5238 +2025-05-07 09:48:50,686 - pyskl - INFO - Epoch [138][2100/3405] lr: 4.181e-04, eta: 5:11:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5639, loss: 1.5639 +2025-05-07 09:49:34,154 - pyskl - INFO - Epoch [138][2200/3405] lr: 4.161e-04, eta: 5:10:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4993, loss: 1.4993 +2025-05-07 09:50:17,809 - pyskl - INFO - Epoch [138][2300/3405] lr: 4.141e-04, eta: 5:09:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5284, loss: 1.5284 +2025-05-07 09:51:01,366 - pyskl - INFO - Epoch [138][2400/3405] lr: 4.122e-04, eta: 5:08:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5506, loss: 1.5506 +2025-05-07 09:51:45,216 - pyskl - INFO - Epoch [138][2500/3405] lr: 4.102e-04, eta: 5:08:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5273, loss: 1.5273 +2025-05-07 09:52:28,872 - pyskl - INFO - Epoch [138][2600/3405] lr: 4.083e-04, eta: 5:07:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5642, loss: 1.5642 +2025-05-07 09:53:12,399 - pyskl - INFO - Epoch [138][2700/3405] lr: 4.063e-04, eta: 5:06:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5573, loss: 1.5573 +2025-05-07 09:53:55,992 - pyskl - INFO - Epoch [138][2800/3405] lr: 4.044e-04, eta: 5:05:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5246, loss: 1.5246 +2025-05-07 09:54:39,612 - pyskl - INFO - Epoch [138][2900/3405] lr: 4.024e-04, eta: 5:05:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5780, loss: 1.5780 +2025-05-07 09:55:23,138 - pyskl - INFO - Epoch [138][3000/3405] lr: 4.005e-04, eta: 5:04:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5695, loss: 1.5695 +2025-05-07 09:56:07,065 - pyskl - INFO - Epoch [138][3100/3405] lr: 3.986e-04, eta: 5:03:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4969, loss: 1.4969 +2025-05-07 09:56:50,839 - pyskl - INFO - Epoch [138][3200/3405] lr: 3.967e-04, eta: 5:02:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5530, loss: 1.5530 +2025-05-07 09:57:34,684 - pyskl - INFO - Epoch [138][3300/3405] lr: 3.947e-04, eta: 5:02:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5024, loss: 1.5024 +2025-05-07 09:58:18,467 - pyskl - INFO - Epoch [138][3400/3405] lr: 3.928e-04, eta: 5:01:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5585, loss: 1.5585 +2025-05-07 09:58:21,011 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-05-07 10:02:14,068 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 10:02:14,618 - pyskl - INFO - +top1_acc 0.8820 +top5_acc 0.9768 +2025-05-07 10:02:14,675 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_136.pth was removed +2025-05-07 10:02:15,752 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2025-05-07 10:02:15,754 - pyskl - INFO - Best top1_acc is 0.8820 at 138 epoch. +2025-05-07 10:02:15,779 - pyskl - INFO - Epoch(val) [138][3718] top1_acc: 0.8820, top5_acc: 0.9768 +2025-05-07 10:03:22,493 - pyskl - INFO - Epoch [139][100/3405] lr: 3.908e-04, eta: 5:00:41, time: 0.667, data_time: 0.232, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5498, loss: 1.5498 +2025-05-07 10:04:06,088 - pyskl - INFO - Epoch [139][200/3405] lr: 3.889e-04, eta: 4:59:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5588, loss: 1.5588 +2025-05-07 10:04:49,651 - pyskl - INFO - Epoch [139][300/3405] lr: 3.870e-04, eta: 4:59:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5027, loss: 1.5027 +2025-05-07 10:05:33,423 - pyskl - INFO - Epoch [139][400/3405] lr: 3.851e-04, eta: 4:58:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4963, loss: 1.4963 +2025-05-07 10:06:17,127 - pyskl - INFO - Epoch [139][500/3405] lr: 3.832e-04, eta: 4:57:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5236, loss: 1.5236 +2025-05-07 10:07:00,694 - pyskl - INFO - Epoch [139][600/3405] lr: 3.813e-04, eta: 4:56:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5053, loss: 1.5053 +2025-05-07 10:07:44,326 - pyskl - INFO - Epoch [139][700/3405] lr: 3.795e-04, eta: 4:56:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5171, loss: 1.5171 +2025-05-07 10:08:27,871 - pyskl - INFO - Epoch [139][800/3405] lr: 3.776e-04, eta: 4:55:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5170, loss: 1.5170 +2025-05-07 10:09:11,538 - pyskl - INFO - Epoch [139][900/3405] lr: 3.757e-04, eta: 4:54:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5256, loss: 1.5256 +2025-05-07 10:09:55,145 - pyskl - INFO - Epoch [139][1000/3405] lr: 3.738e-04, eta: 4:54:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4949, loss: 1.4949 +2025-05-07 10:10:38,924 - pyskl - INFO - Epoch [139][1100/3405] lr: 3.720e-04, eta: 4:53:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5710, loss: 1.5710 +2025-05-07 10:11:22,507 - pyskl - INFO - Epoch [139][1200/3405] lr: 3.701e-04, eta: 4:52:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4632, loss: 1.4632 +2025-05-07 10:12:06,145 - pyskl - INFO - Epoch [139][1300/3405] lr: 3.683e-04, eta: 4:51:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4983, loss: 1.4983 +2025-05-07 10:12:49,930 - pyskl - INFO - Epoch [139][1400/3405] lr: 3.664e-04, eta: 4:51:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5263, loss: 1.5263 +2025-05-07 10:13:33,437 - pyskl - INFO - Epoch [139][1500/3405] lr: 3.646e-04, eta: 4:50:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5281, loss: 1.5281 +2025-05-07 10:14:16,910 - pyskl - INFO - Epoch [139][1600/3405] lr: 3.627e-04, eta: 4:49:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5183, loss: 1.5183 +2025-05-07 10:15:00,735 - pyskl - INFO - Epoch [139][1700/3405] lr: 3.609e-04, eta: 4:48:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4605, loss: 1.4605 +2025-05-07 10:15:44,326 - pyskl - INFO - Epoch [139][1800/3405] lr: 3.591e-04, eta: 4:48:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4803, loss: 1.4803 +2025-05-07 10:16:28,025 - pyskl - INFO - Epoch [139][1900/3405] lr: 3.572e-04, eta: 4:47:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4535, loss: 1.4535 +2025-05-07 10:17:11,621 - pyskl - INFO - Epoch [139][2000/3405] lr: 3.554e-04, eta: 4:46:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5929, loss: 1.5929 +2025-05-07 10:17:55,270 - pyskl - INFO - Epoch [139][2100/3405] lr: 3.536e-04, eta: 4:45:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4603, loss: 1.4603 +2025-05-07 10:18:38,803 - pyskl - INFO - Epoch [139][2200/3405] lr: 3.518e-04, eta: 4:45:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4608, loss: 1.4608 +2025-05-07 10:19:22,471 - pyskl - INFO - Epoch [139][2300/3405] lr: 3.500e-04, eta: 4:44:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5023, loss: 1.5023 +2025-05-07 10:20:05,981 - pyskl - INFO - Epoch [139][2400/3405] lr: 3.482e-04, eta: 4:43:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4886, loss: 1.4886 +2025-05-07 10:20:49,517 - pyskl - INFO - Epoch [139][2500/3405] lr: 3.464e-04, eta: 4:42:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5309, loss: 1.5309 +2025-05-07 10:21:33,213 - pyskl - INFO - Epoch [139][2600/3405] lr: 3.446e-04, eta: 4:42:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4558, loss: 1.4558 +2025-05-07 10:22:17,207 - pyskl - INFO - Epoch [139][2700/3405] lr: 3.428e-04, eta: 4:41:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5037, loss: 1.5037 +2025-05-07 10:23:01,138 - pyskl - INFO - Epoch [139][2800/3405] lr: 3.410e-04, eta: 4:40:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5234, loss: 1.5234 +2025-05-07 10:23:44,938 - pyskl - INFO - Epoch [139][2900/3405] lr: 3.392e-04, eta: 4:40:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4969, loss: 1.4969 +2025-05-07 10:24:28,687 - pyskl - INFO - Epoch [139][3000/3405] lr: 3.374e-04, eta: 4:39:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4868, loss: 1.4868 +2025-05-07 10:25:12,526 - pyskl - INFO - Epoch [139][3100/3405] lr: 3.357e-04, eta: 4:38:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5687, loss: 1.5687 +2025-05-07 10:25:56,443 - pyskl - INFO - Epoch [139][3200/3405] lr: 3.339e-04, eta: 4:37:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5075, loss: 1.5075 +2025-05-07 10:26:40,155 - pyskl - INFO - Epoch [139][3300/3405] lr: 3.321e-04, eta: 4:37:03, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5135, loss: 1.5135 +2025-05-07 10:27:23,844 - pyskl - INFO - Epoch [139][3400/3405] lr: 3.304e-04, eta: 4:36:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5863, loss: 1.5863 +2025-05-07 10:27:26,340 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-05-07 10:31:19,113 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 10:31:19,662 - pyskl - INFO - +top1_acc 0.8820 +top5_acc 0.9765 +2025-05-07 10:31:19,686 - pyskl - INFO - Epoch(val) [139][3718] top1_acc: 0.8820, top5_acc: 0.9765 +2025-05-07 10:32:26,832 - pyskl - INFO - Epoch [140][100/3405] lr: 3.285e-04, eta: 4:35:34, time: 0.671, data_time: 0.234, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5621, loss: 1.5621 +2025-05-07 10:33:10,476 - pyskl - INFO - Epoch [140][200/3405] lr: 3.268e-04, eta: 4:34:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4756, loss: 1.4756 +2025-05-07 10:33:54,082 - pyskl - INFO - Epoch [140][300/3405] lr: 3.250e-04, eta: 4:34:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5249, loss: 1.5249 +2025-05-07 10:34:37,717 - pyskl - INFO - Epoch [140][400/3405] lr: 3.233e-04, eta: 4:33:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4932, loss: 1.4932 +2025-05-07 10:35:21,205 - pyskl - INFO - Epoch [140][500/3405] lr: 3.216e-04, eta: 4:32:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4354, loss: 1.4354 +2025-05-07 10:36:04,744 - pyskl - INFO - Epoch [140][600/3405] lr: 3.198e-04, eta: 4:31:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5289, loss: 1.5289 +2025-05-07 10:36:48,339 - pyskl - INFO - Epoch [140][700/3405] lr: 3.181e-04, eta: 4:31:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4859, loss: 1.4859 +2025-05-07 10:37:31,944 - pyskl - INFO - Epoch [140][800/3405] lr: 3.164e-04, eta: 4:30:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4849, loss: 1.4849 +2025-05-07 10:38:15,572 - pyskl - INFO - Epoch [140][900/3405] lr: 3.147e-04, eta: 4:29:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4207, loss: 1.4207 +2025-05-07 10:38:59,109 - pyskl - INFO - Epoch [140][1000/3405] lr: 3.130e-04, eta: 4:28:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4951, loss: 1.4951 +2025-05-07 10:39:42,632 - pyskl - INFO - Epoch [140][1100/3405] lr: 3.112e-04, eta: 4:28:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4528, loss: 1.4528 +2025-05-07 10:40:26,149 - pyskl - INFO - Epoch [140][1200/3405] lr: 3.095e-04, eta: 4:27:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5026, loss: 1.5026 +2025-05-07 10:41:09,707 - pyskl - INFO - Epoch [140][1300/3405] lr: 3.078e-04, eta: 4:26:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5601, loss: 1.5601 +2025-05-07 10:41:53,283 - pyskl - INFO - Epoch [140][1400/3405] lr: 3.062e-04, eta: 4:25:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4759, loss: 1.4759 +2025-05-07 10:42:36,874 - pyskl - INFO - Epoch [140][1500/3405] lr: 3.045e-04, eta: 4:25:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5120, loss: 1.5120 +2025-05-07 10:43:20,405 - pyskl - INFO - Epoch [140][1600/3405] lr: 3.028e-04, eta: 4:24:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4643, loss: 1.4643 +2025-05-07 10:44:03,898 - pyskl - INFO - Epoch [140][1700/3405] lr: 3.011e-04, eta: 4:23:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5701, loss: 1.5701 +2025-05-07 10:44:47,353 - pyskl - INFO - Epoch [140][1800/3405] lr: 2.994e-04, eta: 4:23:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4803, loss: 1.4803 +2025-05-07 10:45:30,877 - pyskl - INFO - Epoch [140][1900/3405] lr: 2.978e-04, eta: 4:22:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4949, loss: 1.4949 +2025-05-07 10:46:14,396 - pyskl - INFO - Epoch [140][2000/3405] lr: 2.961e-04, eta: 4:21:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4410, loss: 1.4410 +2025-05-07 10:46:57,994 - pyskl - INFO - Epoch [140][2100/3405] lr: 2.944e-04, eta: 4:20:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5172, loss: 1.5172 +2025-05-07 10:47:41,550 - pyskl - INFO - Epoch [140][2200/3405] lr: 2.928e-04, eta: 4:20:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4964, loss: 1.4964 +2025-05-07 10:48:25,241 - pyskl - INFO - Epoch [140][2300/3405] lr: 2.911e-04, eta: 4:19:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4887, loss: 1.4887 +2025-05-07 10:49:08,939 - pyskl - INFO - Epoch [140][2400/3405] lr: 2.895e-04, eta: 4:18:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5412, loss: 1.5412 +2025-05-07 10:49:52,438 - pyskl - INFO - Epoch [140][2500/3405] lr: 2.878e-04, eta: 4:17:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4601, loss: 1.4601 +2025-05-07 10:50:35,981 - pyskl - INFO - Epoch [140][2600/3405] lr: 2.862e-04, eta: 4:17:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5138, loss: 1.5138 +2025-05-07 10:51:19,563 - pyskl - INFO - Epoch [140][2700/3405] lr: 2.846e-04, eta: 4:16:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5141, loss: 1.5141 +2025-05-07 10:52:03,316 - pyskl - INFO - Epoch [140][2800/3405] lr: 2.829e-04, eta: 4:15:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5090, loss: 1.5090 +2025-05-07 10:52:46,819 - pyskl - INFO - Epoch [140][2900/3405] lr: 2.813e-04, eta: 4:14:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5333, loss: 1.5333 +2025-05-07 10:53:30,453 - pyskl - INFO - Epoch [140][3000/3405] lr: 2.797e-04, eta: 4:14:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4389, loss: 1.4389 +2025-05-07 10:54:14,245 - pyskl - INFO - Epoch [140][3100/3405] lr: 2.781e-04, eta: 4:13:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4487, loss: 1.4487 +2025-05-07 10:54:57,991 - pyskl - INFO - Epoch [140][3200/3405] lr: 2.765e-04, eta: 4:12:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5146, loss: 1.5146 +2025-05-07 10:55:41,917 - pyskl - INFO - Epoch [140][3300/3405] lr: 2.749e-04, eta: 4:11:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4588, loss: 1.4588 +2025-05-07 10:56:25,764 - pyskl - INFO - Epoch [140][3400/3405] lr: 2.733e-04, eta: 4:11:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4973, loss: 1.4973 +2025-05-07 10:56:28,292 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-05-07 11:00:21,415 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 11:00:21,962 - pyskl - INFO - +top1_acc 0.8823 +top5_acc 0.9763 +2025-05-07 11:00:22,020 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_138.pth was removed +2025-05-07 11:00:23,093 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2025-05-07 11:00:23,095 - pyskl - INFO - Best top1_acc is 0.8823 at 140 epoch. +2025-05-07 11:00:23,119 - pyskl - INFO - Epoch(val) [140][3718] top1_acc: 0.8823, top5_acc: 0.9763 +2025-05-07 11:01:30,187 - pyskl - INFO - Epoch [141][100/3405] lr: 2.716e-04, eta: 4:10:27, time: 0.671, data_time: 0.234, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4836, loss: 1.4836 +2025-05-07 11:02:13,931 - pyskl - INFO - Epoch [141][200/3405] lr: 2.700e-04, eta: 4:09:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5070, loss: 1.5070 +2025-05-07 11:02:57,631 - pyskl - INFO - Epoch [141][300/3405] lr: 2.684e-04, eta: 4:08:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4601, loss: 1.4601 +2025-05-07 11:03:41,292 - pyskl - INFO - Epoch [141][400/3405] lr: 2.668e-04, eta: 4:08:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4548, loss: 1.4548 +2025-05-07 11:04:24,921 - pyskl - INFO - Epoch [141][500/3405] lr: 2.652e-04, eta: 4:07:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4850, loss: 1.4850 +2025-05-07 11:05:08,619 - pyskl - INFO - Epoch [141][600/3405] lr: 2.637e-04, eta: 4:06:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4644, loss: 1.4644 +2025-05-07 11:05:52,276 - pyskl - INFO - Epoch [141][700/3405] lr: 2.621e-04, eta: 4:06:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4563, loss: 1.4563 +2025-05-07 11:06:35,984 - pyskl - INFO - Epoch [141][800/3405] lr: 2.605e-04, eta: 4:05:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4416, loss: 1.4416 +2025-05-07 11:07:19,624 - pyskl - INFO - Epoch [141][900/3405] lr: 2.590e-04, eta: 4:04:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4323, loss: 1.4323 +2025-05-07 11:08:03,268 - pyskl - INFO - Epoch [141][1000/3405] lr: 2.574e-04, eta: 4:03:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4797, loss: 1.4797 +2025-05-07 11:08:46,959 - pyskl - INFO - Epoch [141][1100/3405] lr: 2.559e-04, eta: 4:03:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4435, loss: 1.4435 +2025-05-07 11:09:30,622 - pyskl - INFO - Epoch [141][1200/3405] lr: 2.543e-04, eta: 4:02:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4515, loss: 1.4515 +2025-05-07 11:10:14,293 - pyskl - INFO - Epoch [141][1300/3405] lr: 2.528e-04, eta: 4:01:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4219, loss: 1.4219 +2025-05-07 11:10:57,967 - pyskl - INFO - Epoch [141][1400/3405] lr: 2.512e-04, eta: 4:00:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4996, loss: 1.4996 +2025-05-07 11:11:41,667 - pyskl - INFO - Epoch [141][1500/3405] lr: 2.497e-04, eta: 4:00:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4505, loss: 1.4505 +2025-05-07 11:12:25,376 - pyskl - INFO - Epoch [141][1600/3405] lr: 2.482e-04, eta: 3:59:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.4958, loss: 1.4958 +2025-05-07 11:13:08,986 - pyskl - INFO - Epoch [141][1700/3405] lr: 2.467e-04, eta: 3:58:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4944, loss: 1.4944 +2025-05-07 11:13:52,613 - pyskl - INFO - Epoch [141][1800/3405] lr: 2.451e-04, eta: 3:57:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4841, loss: 1.4841 +2025-05-07 11:14:36,369 - pyskl - INFO - Epoch [141][1900/3405] lr: 2.436e-04, eta: 3:57:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4768, loss: 1.4768 +2025-05-07 11:15:20,098 - pyskl - INFO - Epoch [141][2000/3405] lr: 2.421e-04, eta: 3:56:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5249, loss: 1.5249 +2025-05-07 11:16:03,767 - pyskl - INFO - Epoch [141][2100/3405] lr: 2.406e-04, eta: 3:55:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5069, loss: 1.5069 +2025-05-07 11:16:47,402 - pyskl - INFO - Epoch [141][2200/3405] lr: 2.391e-04, eta: 3:54:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5069, loss: 1.5069 +2025-05-07 11:17:31,108 - pyskl - INFO - Epoch [141][2300/3405] lr: 2.376e-04, eta: 3:54:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4946, loss: 1.4946 +2025-05-07 11:18:14,921 - pyskl - INFO - Epoch [141][2400/3405] lr: 2.361e-04, eta: 3:53:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4938, loss: 1.4938 +2025-05-07 11:18:58,665 - pyskl - INFO - Epoch [141][2500/3405] lr: 2.347e-04, eta: 3:52:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5347, loss: 1.5347 +2025-05-07 11:19:42,461 - pyskl - INFO - Epoch [141][2600/3405] lr: 2.332e-04, eta: 3:51:59, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5046, loss: 1.5046 +2025-05-07 11:20:26,358 - pyskl - INFO - Epoch [141][2700/3405] lr: 2.317e-04, eta: 3:51:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4796, loss: 1.4796 +2025-05-07 11:21:10,144 - pyskl - INFO - Epoch [141][2800/3405] lr: 2.302e-04, eta: 3:50:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4899, loss: 1.4899 +2025-05-07 11:21:53,949 - pyskl - INFO - Epoch [141][2900/3405] lr: 2.288e-04, eta: 3:49:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5239, loss: 1.5239 +2025-05-07 11:22:37,796 - pyskl - INFO - Epoch [141][3000/3405] lr: 2.273e-04, eta: 3:49:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4788, loss: 1.4788 +2025-05-07 11:23:21,720 - pyskl - INFO - Epoch [141][3100/3405] lr: 2.258e-04, eta: 3:48:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4645, loss: 1.4645 +2025-05-07 11:24:05,642 - pyskl - INFO - Epoch [141][3200/3405] lr: 2.244e-04, eta: 3:47:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4992, loss: 1.4992 +2025-05-07 11:24:49,521 - pyskl - INFO - Epoch [141][3300/3405] lr: 2.229e-04, eta: 3:46:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4779, loss: 1.4779 +2025-05-07 11:25:33,347 - pyskl - INFO - Epoch [141][3400/3405] lr: 2.215e-04, eta: 3:46:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5561, loss: 1.5561 +2025-05-07 11:25:35,881 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-05-07 11:29:28,998 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 11:29:29,543 - pyskl - INFO - +top1_acc 0.8819 +top5_acc 0.9765 +2025-05-07 11:29:29,565 - pyskl - INFO - Epoch(val) [141][3718] top1_acc: 0.8819, top5_acc: 0.9765 +2025-05-07 11:30:36,878 - pyskl - INFO - Epoch [142][100/3405] lr: 2.200e-04, eta: 3:45:20, time: 0.673, data_time: 0.232, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4978, loss: 1.4978 +2025-05-07 11:31:20,599 - pyskl - INFO - Epoch [142][200/3405] lr: 2.186e-04, eta: 3:44:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4436, loss: 1.4436 +2025-05-07 11:32:04,278 - pyskl - INFO - Epoch [142][300/3405] lr: 2.171e-04, eta: 3:43:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4974, loss: 1.4974 +2025-05-07 11:32:47,941 - pyskl - INFO - Epoch [142][400/3405] lr: 2.157e-04, eta: 3:43:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4830, loss: 1.4830 +2025-05-07 11:33:31,611 - pyskl - INFO - Epoch [142][500/3405] lr: 2.143e-04, eta: 3:42:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4660, loss: 1.4660 +2025-05-07 11:34:15,263 - pyskl - INFO - Epoch [142][600/3405] lr: 2.129e-04, eta: 3:41:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4422, loss: 1.4422 +2025-05-07 11:34:58,975 - pyskl - INFO - Epoch [142][700/3405] lr: 2.115e-04, eta: 3:40:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4287, loss: 1.4287 +2025-05-07 11:35:42,713 - pyskl - INFO - Epoch [142][800/3405] lr: 2.100e-04, eta: 3:40:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4683, loss: 1.4683 +2025-05-07 11:36:26,418 - pyskl - INFO - Epoch [142][900/3405] lr: 2.086e-04, eta: 3:39:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4628, loss: 1.4628 +2025-05-07 11:37:10,177 - pyskl - INFO - Epoch [142][1000/3405] lr: 2.072e-04, eta: 3:38:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4855, loss: 1.4855 +2025-05-07 11:37:53,945 - pyskl - INFO - Epoch [142][1100/3405] lr: 2.059e-04, eta: 3:37:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4944, loss: 1.4944 +2025-05-07 11:38:37,696 - pyskl - INFO - Epoch [142][1200/3405] lr: 2.045e-04, eta: 3:37:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4799, loss: 1.4799 +2025-05-07 11:39:21,422 - pyskl - INFO - Epoch [142][1300/3405] lr: 2.031e-04, eta: 3:36:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4587, loss: 1.4587 +2025-05-07 11:40:05,217 - pyskl - INFO - Epoch [142][1400/3405] lr: 2.017e-04, eta: 3:35:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5017, loss: 1.5017 +2025-05-07 11:40:48,969 - pyskl - INFO - Epoch [142][1500/3405] lr: 2.003e-04, eta: 3:34:59, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4901, loss: 1.4901 +2025-05-07 11:41:32,698 - pyskl - INFO - Epoch [142][1600/3405] lr: 1.990e-04, eta: 3:34:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4951, loss: 1.4951 +2025-05-07 11:42:16,312 - pyskl - INFO - Epoch [142][1700/3405] lr: 1.976e-04, eta: 3:33:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4063, loss: 1.4063 +2025-05-07 11:42:59,922 - pyskl - INFO - Epoch [142][1800/3405] lr: 1.962e-04, eta: 3:32:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4271, loss: 1.4271 +2025-05-07 11:43:43,686 - pyskl - INFO - Epoch [142][1900/3405] lr: 1.949e-04, eta: 3:32:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4450, loss: 1.4450 +2025-05-07 11:44:27,773 - pyskl - INFO - Epoch [142][2000/3405] lr: 1.935e-04, eta: 3:31:18, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4457, loss: 1.4457 +2025-05-07 11:45:11,806 - pyskl - INFO - Epoch [142][2100/3405] lr: 1.922e-04, eta: 3:30:34, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4347, loss: 1.4347 +2025-05-07 11:45:55,593 - pyskl - INFO - Epoch [142][2200/3405] lr: 1.909e-04, eta: 3:29:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5127, loss: 1.5127 +2025-05-07 11:46:39,255 - pyskl - INFO - Epoch [142][2300/3405] lr: 1.895e-04, eta: 3:29:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4151, loss: 1.4151 +2025-05-07 11:47:22,938 - pyskl - INFO - Epoch [142][2400/3405] lr: 1.882e-04, eta: 3:28:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4944, loss: 1.4944 +2025-05-07 11:48:06,612 - pyskl - INFO - Epoch [142][2500/3405] lr: 1.869e-04, eta: 3:27:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4154, loss: 1.4154 +2025-05-07 11:48:50,323 - pyskl - INFO - Epoch [142][2600/3405] lr: 1.855e-04, eta: 3:26:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4884, loss: 1.4884 +2025-05-07 11:49:34,020 - pyskl - INFO - Epoch [142][2700/3405] lr: 1.842e-04, eta: 3:26:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4516, loss: 1.4516 +2025-05-07 11:50:17,934 - pyskl - INFO - Epoch [142][2800/3405] lr: 1.829e-04, eta: 3:25:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4927, loss: 1.4927 +2025-05-07 11:51:01,726 - pyskl - INFO - Epoch [142][2900/3405] lr: 1.816e-04, eta: 3:24:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4890, loss: 1.4890 +2025-05-07 11:51:45,548 - pyskl - INFO - Epoch [142][3000/3405] lr: 1.803e-04, eta: 3:23:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5035, loss: 1.5035 +2025-05-07 11:52:29,331 - pyskl - INFO - Epoch [142][3100/3405] lr: 1.790e-04, eta: 3:23:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4163, loss: 1.4163 +2025-05-07 11:53:13,238 - pyskl - INFO - Epoch [142][3200/3405] lr: 1.777e-04, eta: 3:22:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4459, loss: 1.4459 +2025-05-07 11:53:57,161 - pyskl - INFO - Epoch [142][3300/3405] lr: 1.764e-04, eta: 3:21:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4501, loss: 1.4501 +2025-05-07 11:54:40,986 - pyskl - INFO - Epoch [142][3400/3405] lr: 1.751e-04, eta: 3:20:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5237, loss: 1.5237 +2025-05-07 11:54:43,511 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-05-07 11:58:36,276 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 11:58:36,822 - pyskl - INFO - +top1_acc 0.8827 +top5_acc 0.9769 +2025-05-07 11:58:36,875 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_140.pth was removed +2025-05-07 11:58:37,896 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2025-05-07 11:58:37,898 - pyskl - INFO - Best top1_acc is 0.8827 at 142 epoch. +2025-05-07 11:58:37,918 - pyskl - INFO - Epoch(val) [142][3718] top1_acc: 0.8827, top5_acc: 0.9769 +2025-05-07 11:59:45,030 - pyskl - INFO - Epoch [143][100/3405] lr: 1.738e-04, eta: 3:20:13, time: 0.671, data_time: 0.235, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4513, loss: 1.4513 +2025-05-07 12:00:28,712 - pyskl - INFO - Epoch [143][200/3405] lr: 1.725e-04, eta: 3:19:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4663, loss: 1.4663 +2025-05-07 12:01:12,305 - pyskl - INFO - Epoch [143][300/3405] lr: 1.712e-04, eta: 3:18:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4906, loss: 1.4906 +2025-05-07 12:01:55,945 - pyskl - INFO - Epoch [143][400/3405] lr: 1.700e-04, eta: 3:18:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4324, loss: 1.4324 +2025-05-07 12:02:39,646 - pyskl - INFO - Epoch [143][500/3405] lr: 1.687e-04, eta: 3:17:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4077, loss: 1.4077 +2025-05-07 12:03:23,307 - pyskl - INFO - Epoch [143][600/3405] lr: 1.675e-04, eta: 3:16:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4724, loss: 1.4724 +2025-05-07 12:04:06,948 - pyskl - INFO - Epoch [143][700/3405] lr: 1.662e-04, eta: 3:15:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4622, loss: 1.4622 +2025-05-07 12:04:50,503 - pyskl - INFO - Epoch [143][800/3405] lr: 1.650e-04, eta: 3:15:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4500, loss: 1.4500 +2025-05-07 12:05:34,053 - pyskl - INFO - Epoch [143][900/3405] lr: 1.637e-04, eta: 3:14:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5249, loss: 1.5249 +2025-05-07 12:06:17,676 - pyskl - INFO - Epoch [143][1000/3405] lr: 1.625e-04, eta: 3:13:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4908, loss: 1.4908 +2025-05-07 12:07:01,210 - pyskl - INFO - Epoch [143][1100/3405] lr: 1.612e-04, eta: 3:12:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4653, loss: 1.4653 +2025-05-07 12:07:44,730 - pyskl - INFO - Epoch [143][1200/3405] lr: 1.600e-04, eta: 3:12:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4402, loss: 1.4402 +2025-05-07 12:08:28,250 - pyskl - INFO - Epoch [143][1300/3405] lr: 1.588e-04, eta: 3:11:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4217, loss: 1.4217 +2025-05-07 12:09:11,795 - pyskl - INFO - Epoch [143][1400/3405] lr: 1.576e-04, eta: 3:10:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4414, loss: 1.4414 +2025-05-07 12:09:55,328 - pyskl - INFO - Epoch [143][1500/3405] lr: 1.564e-04, eta: 3:09:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4268, loss: 1.4268 +2025-05-07 12:10:38,859 - pyskl - INFO - Epoch [143][1600/3405] lr: 1.551e-04, eta: 3:09:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5012, loss: 1.5012 +2025-05-07 12:11:22,411 - pyskl - INFO - Epoch [143][1700/3405] lr: 1.539e-04, eta: 3:08:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4918, loss: 1.4918 +2025-05-07 12:12:05,951 - pyskl - INFO - Epoch [143][1800/3405] lr: 1.527e-04, eta: 3:07:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4582, loss: 1.4582 +2025-05-07 12:12:49,472 - pyskl - INFO - Epoch [143][1900/3405] lr: 1.515e-04, eta: 3:06:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4118, loss: 1.4118 +2025-05-07 12:13:32,978 - pyskl - INFO - Epoch [143][2000/3405] lr: 1.504e-04, eta: 3:06:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4684, loss: 1.4684 +2025-05-07 12:14:16,452 - pyskl - INFO - Epoch [143][2100/3405] lr: 1.492e-04, eta: 3:05:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4629, loss: 1.4629 +2025-05-07 12:15:00,018 - pyskl - INFO - Epoch [143][2200/3405] lr: 1.480e-04, eta: 3:04:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4651, loss: 1.4651 +2025-05-07 12:15:43,540 - pyskl - INFO - Epoch [143][2300/3405] lr: 1.468e-04, eta: 3:03:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5420, loss: 1.5420 +2025-05-07 12:16:27,045 - pyskl - INFO - Epoch [143][2400/3405] lr: 1.456e-04, eta: 3:03:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4461, loss: 1.4461 +2025-05-07 12:17:10,605 - pyskl - INFO - Epoch [143][2500/3405] lr: 1.445e-04, eta: 3:02:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4178, loss: 1.4178 +2025-05-07 12:17:54,189 - pyskl - INFO - Epoch [143][2600/3405] lr: 1.433e-04, eta: 3:01:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4769, loss: 1.4769 +2025-05-07 12:18:37,774 - pyskl - INFO - Epoch [143][2700/3405] lr: 1.421e-04, eta: 3:01:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4144, loss: 1.4144 +2025-05-07 12:19:21,335 - pyskl - INFO - Epoch [143][2800/3405] lr: 1.410e-04, eta: 3:00:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4383, loss: 1.4383 +2025-05-07 12:20:05,102 - pyskl - INFO - Epoch [143][2900/3405] lr: 1.398e-04, eta: 2:59:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4914, loss: 1.4914 +2025-05-07 12:20:48,858 - pyskl - INFO - Epoch [143][3000/3405] lr: 1.387e-04, eta: 2:58:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4353, loss: 1.4353 +2025-05-07 12:21:32,544 - pyskl - INFO - Epoch [143][3100/3405] lr: 1.376e-04, eta: 2:58:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4401, loss: 1.4401 +2025-05-07 12:22:16,216 - pyskl - INFO - Epoch [143][3200/3405] lr: 1.364e-04, eta: 2:57:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4193, loss: 1.4193 +2025-05-07 12:22:59,937 - pyskl - INFO - Epoch [143][3300/3405] lr: 1.353e-04, eta: 2:56:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4265, loss: 1.4265 +2025-05-07 12:23:43,616 - pyskl - INFO - Epoch [143][3400/3405] lr: 1.342e-04, eta: 2:55:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4239, loss: 1.4239 +2025-05-07 12:23:46,164 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-05-07 12:27:39,332 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 12:27:39,886 - pyskl - INFO - +top1_acc 0.8830 +top5_acc 0.9764 +2025-05-07 12:27:39,945 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_142.pth was removed +2025-05-07 12:27:41,031 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. +2025-05-07 12:27:41,033 - pyskl - INFO - Best top1_acc is 0.8830 at 143 epoch. +2025-05-07 12:27:41,058 - pyskl - INFO - Epoch(val) [143][3718] top1_acc: 0.8830, top5_acc: 0.9764 +2025-05-07 12:28:47,905 - pyskl - INFO - Epoch [144][100/3405] lr: 1.330e-04, eta: 2:55:05, time: 0.668, data_time: 0.232, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4821, loss: 1.4821 +2025-05-07 12:29:31,526 - pyskl - INFO - Epoch [144][200/3405] lr: 1.319e-04, eta: 2:54:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4314, loss: 1.4314 +2025-05-07 12:30:15,302 - pyskl - INFO - Epoch [144][300/3405] lr: 1.308e-04, eta: 2:53:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5057, loss: 1.5057 +2025-05-07 12:30:59,066 - pyskl - INFO - Epoch [144][400/3405] lr: 1.297e-04, eta: 2:52:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4063, loss: 1.4063 +2025-05-07 12:31:42,836 - pyskl - INFO - Epoch [144][500/3405] lr: 1.285e-04, eta: 2:52:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4853, loss: 1.4853 +2025-05-07 12:32:26,426 - pyskl - INFO - Epoch [144][600/3405] lr: 1.275e-04, eta: 2:51:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4463, loss: 1.4463 +2025-05-07 12:33:10,046 - pyskl - INFO - Epoch [144][700/3405] lr: 1.264e-04, eta: 2:50:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4344, loss: 1.4344 +2025-05-07 12:33:53,753 - pyskl - INFO - Epoch [144][800/3405] lr: 1.253e-04, eta: 2:49:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4633, loss: 1.4633 +2025-05-07 12:34:37,451 - pyskl - INFO - Epoch [144][900/3405] lr: 1.242e-04, eta: 2:49:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4892, loss: 1.4892 +2025-05-07 12:35:21,194 - pyskl - INFO - Epoch [144][1000/3405] lr: 1.231e-04, eta: 2:48:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4687, loss: 1.4687 +2025-05-07 12:36:04,901 - pyskl - INFO - Epoch [144][1100/3405] lr: 1.220e-04, eta: 2:47:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4733, loss: 1.4733 +2025-05-07 12:36:48,785 - pyskl - INFO - Epoch [144][1200/3405] lr: 1.210e-04, eta: 2:46:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4556, loss: 1.4556 +2025-05-07 12:37:32,596 - pyskl - INFO - Epoch [144][1300/3405] lr: 1.199e-04, eta: 2:46:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4988, loss: 1.4988 +2025-05-07 12:38:16,417 - pyskl - INFO - Epoch [144][1400/3405] lr: 1.188e-04, eta: 2:45:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4544, loss: 1.4544 +2025-05-07 12:39:00,145 - pyskl - INFO - Epoch [144][1500/3405] lr: 1.178e-04, eta: 2:44:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4227, loss: 1.4227 +2025-05-07 12:39:43,828 - pyskl - INFO - Epoch [144][1600/3405] lr: 1.167e-04, eta: 2:44:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4367, loss: 1.4367 +2025-05-07 12:40:27,591 - pyskl - INFO - Epoch [144][1700/3405] lr: 1.157e-04, eta: 2:43:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4359, loss: 1.4359 +2025-05-07 12:41:11,309 - pyskl - INFO - Epoch [144][1800/3405] lr: 1.146e-04, eta: 2:42:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4019, loss: 1.4019 +2025-05-07 12:41:55,059 - pyskl - INFO - Epoch [144][1900/3405] lr: 1.136e-04, eta: 2:41:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4524, loss: 1.4524 +2025-05-07 12:42:38,695 - pyskl - INFO - Epoch [144][2000/3405] lr: 1.126e-04, eta: 2:41:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4272, loss: 1.4272 +2025-05-07 12:43:22,357 - pyskl - INFO - Epoch [144][2100/3405] lr: 1.116e-04, eta: 2:40:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5077, loss: 1.5077 +2025-05-07 12:44:06,071 - pyskl - INFO - Epoch [144][2200/3405] lr: 1.105e-04, eta: 2:39:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4091, loss: 1.4091 +2025-05-07 12:44:49,817 - pyskl - INFO - Epoch [144][2300/3405] lr: 1.095e-04, eta: 2:38:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4331, loss: 1.4331 +2025-05-07 12:45:33,530 - pyskl - INFO - Epoch [144][2400/3405] lr: 1.085e-04, eta: 2:38:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5326, loss: 1.5326 +2025-05-07 12:46:17,340 - pyskl - INFO - Epoch [144][2500/3405] lr: 1.075e-04, eta: 2:37:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4361, loss: 1.4361 +2025-05-07 12:47:01,162 - pyskl - INFO - Epoch [144][2600/3405] lr: 1.065e-04, eta: 2:36:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4704, loss: 1.4704 +2025-05-07 12:47:44,941 - pyskl - INFO - Epoch [144][2700/3405] lr: 1.055e-04, eta: 2:35:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4376, loss: 1.4376 +2025-05-07 12:48:28,659 - pyskl - INFO - Epoch [144][2800/3405] lr: 1.045e-04, eta: 2:35:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4539, loss: 1.4539 +2025-05-07 12:49:12,644 - pyskl - INFO - Epoch [144][2900/3405] lr: 1.035e-04, eta: 2:34:25, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5247, loss: 1.5247 +2025-05-07 12:49:56,476 - pyskl - INFO - Epoch [144][3000/3405] lr: 1.025e-04, eta: 2:33:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4723, loss: 1.4723 +2025-05-07 12:50:40,132 - pyskl - INFO - Epoch [144][3100/3405] lr: 1.015e-04, eta: 2:32:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4666, loss: 1.4666 +2025-05-07 12:51:23,738 - pyskl - INFO - Epoch [144][3200/3405] lr: 1.006e-04, eta: 2:32:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4821, loss: 1.4821 +2025-05-07 12:52:07,367 - pyskl - INFO - Epoch [144][3300/3405] lr: 9.959e-05, eta: 2:31:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4686, loss: 1.4686 +2025-05-07 12:52:50,998 - pyskl - INFO - Epoch [144][3400/3405] lr: 9.862e-05, eta: 2:30:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4185, loss: 1.4185 +2025-05-07 12:52:53,514 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-05-07 12:56:46,411 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 12:56:46,957 - pyskl - INFO - +top1_acc 0.8826 +top5_acc 0.9758 +2025-05-07 12:56:46,980 - pyskl - INFO - Epoch(val) [144][3718] top1_acc: 0.8826, top5_acc: 0.9758 +2025-05-07 12:57:54,505 - pyskl - INFO - Epoch [145][100/3405] lr: 9.761e-05, eta: 2:29:58, time: 0.675, data_time: 0.234, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4304, loss: 1.4304 +2025-05-07 12:58:38,414 - pyskl - INFO - Epoch [145][200/3405] lr: 9.666e-05, eta: 2:29:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5038, loss: 1.5038 +2025-05-07 12:59:22,230 - pyskl - INFO - Epoch [145][300/3405] lr: 9.571e-05, eta: 2:28:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4396, loss: 1.4396 +2025-05-07 13:00:05,990 - pyskl - INFO - Epoch [145][400/3405] lr: 9.476e-05, eta: 2:27:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4853, loss: 1.4853 +2025-05-07 13:00:49,715 - pyskl - INFO - Epoch [145][500/3405] lr: 9.382e-05, eta: 2:27:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4506, loss: 1.4506 +2025-05-07 13:01:33,544 - pyskl - INFO - Epoch [145][600/3405] lr: 9.288e-05, eta: 2:26:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4576, loss: 1.4576 +2025-05-07 13:02:17,103 - pyskl - INFO - Epoch [145][700/3405] lr: 9.194e-05, eta: 2:25:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4236, loss: 1.4236 +2025-05-07 13:03:00,851 - pyskl - INFO - Epoch [145][800/3405] lr: 9.102e-05, eta: 2:24:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4281, loss: 1.4281 +2025-05-07 13:03:44,490 - pyskl - INFO - Epoch [145][900/3405] lr: 9.009e-05, eta: 2:24:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4481, loss: 1.4481 +2025-05-07 13:04:28,270 - pyskl - INFO - Epoch [145][1000/3405] lr: 8.917e-05, eta: 2:23:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4346, loss: 1.4346 +2025-05-07 13:05:12,012 - pyskl - INFO - Epoch [145][1100/3405] lr: 8.826e-05, eta: 2:22:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4789, loss: 1.4789 +2025-05-07 13:05:55,578 - pyskl - INFO - Epoch [145][1200/3405] lr: 8.735e-05, eta: 2:21:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3913, loss: 1.3913 +2025-05-07 13:06:39,200 - pyskl - INFO - Epoch [145][1300/3405] lr: 8.644e-05, eta: 2:21:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4695, loss: 1.4695 +2025-05-07 13:07:22,784 - pyskl - INFO - Epoch [145][1400/3405] lr: 8.554e-05, eta: 2:20:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4142, loss: 1.4142 +2025-05-07 13:08:06,547 - pyskl - INFO - Epoch [145][1500/3405] lr: 8.465e-05, eta: 2:19:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4018, loss: 1.4018 +2025-05-07 13:08:50,312 - pyskl - INFO - Epoch [145][1600/3405] lr: 8.376e-05, eta: 2:18:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4672, loss: 1.4672 +2025-05-07 13:09:34,202 - pyskl - INFO - Epoch [145][1700/3405] lr: 8.287e-05, eta: 2:18:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4150, loss: 1.4150 +2025-05-07 13:10:17,931 - pyskl - INFO - Epoch [145][1800/3405] lr: 8.199e-05, eta: 2:17:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4312, loss: 1.4312 +2025-05-07 13:11:01,625 - pyskl - INFO - Epoch [145][1900/3405] lr: 8.111e-05, eta: 2:16:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4976, loss: 1.4976 +2025-05-07 13:11:45,346 - pyskl - INFO - Epoch [145][2000/3405] lr: 8.024e-05, eta: 2:15:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.4689, loss: 1.4689 +2025-05-07 13:12:29,029 - pyskl - INFO - Epoch [145][2100/3405] lr: 7.937e-05, eta: 2:15:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3645, loss: 1.3645 +2025-05-07 13:13:12,645 - pyskl - INFO - Epoch [145][2200/3405] lr: 7.851e-05, eta: 2:14:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4275, loss: 1.4275 +2025-05-07 13:13:56,257 - pyskl - INFO - Epoch [145][2300/3405] lr: 7.765e-05, eta: 2:13:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4787, loss: 1.4787 +2025-05-07 13:14:39,907 - pyskl - INFO - Epoch [145][2400/3405] lr: 7.680e-05, eta: 2:13:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3979, loss: 1.3979 +2025-05-07 13:15:23,544 - pyskl - INFO - Epoch [145][2500/3405] lr: 7.595e-05, eta: 2:12:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4446, loss: 1.4446 +2025-05-07 13:16:07,191 - pyskl - INFO - Epoch [145][2600/3405] lr: 7.511e-05, eta: 2:11:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4497, loss: 1.4497 +2025-05-07 13:16:50,753 - pyskl - INFO - Epoch [145][2700/3405] lr: 7.427e-05, eta: 2:10:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4609, loss: 1.4609 +2025-05-07 13:17:34,475 - pyskl - INFO - Epoch [145][2800/3405] lr: 7.343e-05, eta: 2:10:03, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4185, loss: 1.4185 +2025-05-07 13:18:18,103 - pyskl - INFO - Epoch [145][2900/3405] lr: 7.260e-05, eta: 2:09:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3859, loss: 1.3859 +2025-05-07 13:19:01,855 - pyskl - INFO - Epoch [145][3000/3405] lr: 7.178e-05, eta: 2:08:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4902, loss: 1.4902 +2025-05-07 13:19:45,485 - pyskl - INFO - Epoch [145][3100/3405] lr: 7.096e-05, eta: 2:07:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3939, loss: 1.3939 +2025-05-07 13:20:29,172 - pyskl - INFO - Epoch [145][3200/3405] lr: 7.014e-05, eta: 2:07:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4290, loss: 1.4290 +2025-05-07 13:21:12,868 - pyskl - INFO - Epoch [145][3300/3405] lr: 6.933e-05, eta: 2:06:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4515, loss: 1.4515 +2025-05-07 13:21:56,582 - pyskl - INFO - Epoch [145][3400/3405] lr: 6.852e-05, eta: 2:05:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4590, loss: 1.4590 +2025-05-07 13:21:59,118 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-05-07 13:25:51,758 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 13:25:52,300 - pyskl - INFO - +top1_acc 0.8845 +top5_acc 0.9770 +2025-05-07 13:25:52,354 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_143.pth was removed +2025-05-07 13:25:53,393 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2025-05-07 13:25:53,395 - pyskl - INFO - Best top1_acc is 0.8845 at 145 epoch. +2025-05-07 13:25:53,416 - pyskl - INFO - Epoch(val) [145][3718] top1_acc: 0.8845, top5_acc: 0.9770 +2025-05-07 13:27:00,888 - pyskl - INFO - Epoch [146][100/3405] lr: 6.768e-05, eta: 2:04:51, time: 0.675, data_time: 0.237, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4409, loss: 1.4409 +2025-05-07 13:27:44,899 - pyskl - INFO - Epoch [146][200/3405] lr: 6.689e-05, eta: 2:04:07, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4458, loss: 1.4458 +2025-05-07 13:28:28,446 - pyskl - INFO - Epoch [146][300/3405] lr: 6.609e-05, eta: 2:03:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3898, loss: 1.3898 +2025-05-07 13:29:12,009 - pyskl - INFO - Epoch [146][400/3405] lr: 6.531e-05, eta: 2:02:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4989, loss: 1.4989 +2025-05-07 13:29:55,566 - pyskl - INFO - Epoch [146][500/3405] lr: 6.452e-05, eta: 2:01:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4382, loss: 1.4382 +2025-05-07 13:30:39,151 - pyskl - INFO - Epoch [146][600/3405] lr: 6.375e-05, eta: 2:01:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4813, loss: 1.4813 +2025-05-07 13:31:22,706 - pyskl - INFO - Epoch [146][700/3405] lr: 6.297e-05, eta: 2:00:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4490, loss: 1.4490 +2025-05-07 13:32:06,192 - pyskl - INFO - Epoch [146][800/3405] lr: 6.221e-05, eta: 1:59:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4431, loss: 1.4431 +2025-05-07 13:32:49,667 - pyskl - INFO - Epoch [146][900/3405] lr: 6.144e-05, eta: 1:58:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4586, loss: 1.4586 +2025-05-07 13:33:33,129 - pyskl - INFO - Epoch [146][1000/3405] lr: 6.068e-05, eta: 1:58:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4467, loss: 1.4467 +2025-05-07 13:34:16,643 - pyskl - INFO - Epoch [146][1100/3405] lr: 5.993e-05, eta: 1:57:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3868, loss: 1.3868 +2025-05-07 13:35:00,171 - pyskl - INFO - Epoch [146][1200/3405] lr: 5.918e-05, eta: 1:56:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4112, loss: 1.4112 +2025-05-07 13:35:43,684 - pyskl - INFO - Epoch [146][1300/3405] lr: 5.843e-05, eta: 1:56:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3995, loss: 1.3995 +2025-05-07 13:36:27,316 - pyskl - INFO - Epoch [146][1400/3405] lr: 5.769e-05, eta: 1:55:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4760, loss: 1.4760 +2025-05-07 13:37:10,966 - pyskl - INFO - Epoch [146][1500/3405] lr: 5.696e-05, eta: 1:54:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5093, loss: 1.5093 +2025-05-07 13:37:54,667 - pyskl - INFO - Epoch [146][1600/3405] lr: 5.623e-05, eta: 1:53:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3665, loss: 1.3665 +2025-05-07 13:38:38,367 - pyskl - INFO - Epoch [146][1700/3405] lr: 5.550e-05, eta: 1:53:03, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4072, loss: 1.4072 +2025-05-07 13:39:22,041 - pyskl - INFO - Epoch [146][1800/3405] lr: 5.478e-05, eta: 1:52:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4040, loss: 1.4040 +2025-05-07 13:40:05,713 - pyskl - INFO - Epoch [146][1900/3405] lr: 5.406e-05, eta: 1:51:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4318, loss: 1.4318 +2025-05-07 13:40:49,291 - pyskl - INFO - Epoch [146][2000/3405] lr: 5.335e-05, eta: 1:50:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4734, loss: 1.4734 +2025-05-07 13:41:32,904 - pyskl - INFO - Epoch [146][2100/3405] lr: 5.264e-05, eta: 1:50:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3882, loss: 1.3882 +2025-05-07 13:42:16,575 - pyskl - INFO - Epoch [146][2200/3405] lr: 5.194e-05, eta: 1:49:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4422, loss: 1.4422 +2025-05-07 13:43:00,268 - pyskl - INFO - Epoch [146][2300/3405] lr: 5.124e-05, eta: 1:48:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3974, loss: 1.3974 +2025-05-07 13:43:43,806 - pyskl - INFO - Epoch [146][2400/3405] lr: 5.055e-05, eta: 1:47:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4768, loss: 1.4768 +2025-05-07 13:44:27,381 - pyskl - INFO - Epoch [146][2500/3405] lr: 4.986e-05, eta: 1:47:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4181, loss: 1.4181 +2025-05-07 13:45:10,959 - pyskl - INFO - Epoch [146][2600/3405] lr: 4.918e-05, eta: 1:46:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4279, loss: 1.4279 +2025-05-07 13:45:54,550 - pyskl - INFO - Epoch [146][2700/3405] lr: 4.850e-05, eta: 1:45:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4587, loss: 1.4587 +2025-05-07 13:46:38,169 - pyskl - INFO - Epoch [146][2800/3405] lr: 4.782e-05, eta: 1:44:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4366, loss: 1.4366 +2025-05-07 13:47:21,813 - pyskl - INFO - Epoch [146][2900/3405] lr: 4.716e-05, eta: 1:44:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4557, loss: 1.4557 +2025-05-07 13:48:05,786 - pyskl - INFO - Epoch [146][3000/3405] lr: 4.649e-05, eta: 1:43:27, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4397, loss: 1.4397 +2025-05-07 13:48:49,530 - pyskl - INFO - Epoch [146][3100/3405] lr: 4.583e-05, eta: 1:42:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4305, loss: 1.4305 +2025-05-07 13:49:33,223 - pyskl - INFO - Epoch [146][3200/3405] lr: 4.517e-05, eta: 1:41:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4089, loss: 1.4089 +2025-05-07 13:50:16,885 - pyskl - INFO - Epoch [146][3300/3405] lr: 4.452e-05, eta: 1:41:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4644, loss: 1.4644 +2025-05-07 13:51:00,593 - pyskl - INFO - Epoch [146][3400/3405] lr: 4.388e-05, eta: 1:40:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4114, loss: 1.4114 +2025-05-07 13:51:03,097 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-05-07 13:54:56,053 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 13:54:56,595 - pyskl - INFO - +top1_acc 0.8844 +top5_acc 0.9767 +2025-05-07 13:54:56,615 - pyskl - INFO - Epoch(val) [146][3718] top1_acc: 0.8844, top5_acc: 0.9767 +2025-05-07 13:56:03,487 - pyskl - INFO - Epoch [147][100/3405] lr: 4.320e-05, eta: 1:39:44, time: 0.669, data_time: 0.231, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4475, loss: 1.4475 +2025-05-07 13:56:47,195 - pyskl - INFO - Epoch [147][200/3405] lr: 4.257e-05, eta: 1:39:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4078, loss: 1.4078 +2025-05-07 13:57:30,844 - pyskl - INFO - Epoch [147][300/3405] lr: 4.194e-05, eta: 1:38:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4003, loss: 1.4003 +2025-05-07 13:58:14,515 - pyskl - INFO - Epoch [147][400/3405] lr: 4.131e-05, eta: 1:37:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4713, loss: 1.4713 +2025-05-07 13:58:58,238 - pyskl - INFO - Epoch [147][500/3405] lr: 4.069e-05, eta: 1:36:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3897, loss: 1.3897 +2025-05-07 13:59:41,942 - pyskl - INFO - Epoch [147][600/3405] lr: 4.007e-05, eta: 1:36:03, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4105, loss: 1.4105 +2025-05-07 14:00:25,551 - pyskl - INFO - Epoch [147][700/3405] lr: 3.946e-05, eta: 1:35:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4357, loss: 1.4357 +2025-05-07 14:01:09,131 - pyskl - INFO - Epoch [147][800/3405] lr: 3.885e-05, eta: 1:34:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4534, loss: 1.4534 +2025-05-07 14:01:52,708 - pyskl - INFO - Epoch [147][900/3405] lr: 3.825e-05, eta: 1:33:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4070, loss: 1.4070 +2025-05-07 14:02:36,312 - pyskl - INFO - Epoch [147][1000/3405] lr: 3.765e-05, eta: 1:33:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3978, loss: 1.3978 +2025-05-07 14:03:19,900 - pyskl - INFO - Epoch [147][1100/3405] lr: 3.705e-05, eta: 1:32:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4755, loss: 1.4755 +2025-05-07 14:04:03,479 - pyskl - INFO - Epoch [147][1200/3405] lr: 3.646e-05, eta: 1:31:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4362, loss: 1.4362 +2025-05-07 14:04:47,138 - pyskl - INFO - Epoch [147][1300/3405] lr: 3.588e-05, eta: 1:30:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4596, loss: 1.4596 +2025-05-07 14:05:30,850 - pyskl - INFO - Epoch [147][1400/3405] lr: 3.530e-05, eta: 1:30:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3979, loss: 1.3979 +2025-05-07 14:06:14,500 - pyskl - INFO - Epoch [147][1500/3405] lr: 3.472e-05, eta: 1:29:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4498, loss: 1.4498 +2025-05-07 14:06:58,116 - pyskl - INFO - Epoch [147][1600/3405] lr: 3.415e-05, eta: 1:28:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.4633, loss: 1.4633 +2025-05-07 14:07:41,752 - pyskl - INFO - Epoch [147][1700/3405] lr: 3.359e-05, eta: 1:27:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4223, loss: 1.4223 +2025-05-07 14:08:25,416 - pyskl - INFO - Epoch [147][1800/3405] lr: 3.303e-05, eta: 1:27:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4486, loss: 1.4486 +2025-05-07 14:09:09,073 - pyskl - INFO - Epoch [147][1900/3405] lr: 3.247e-05, eta: 1:26:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4452, loss: 1.4452 +2025-05-07 14:09:52,743 - pyskl - INFO - Epoch [147][2000/3405] lr: 3.192e-05, eta: 1:25:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4209, loss: 1.4209 +2025-05-07 14:10:36,421 - pyskl - INFO - Epoch [147][2100/3405] lr: 3.137e-05, eta: 1:24:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4062, loss: 1.4062 +2025-05-07 14:11:20,085 - pyskl - INFO - Epoch [147][2200/3405] lr: 3.083e-05, eta: 1:24:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4014, loss: 1.4014 +2025-05-07 14:12:03,730 - pyskl - INFO - Epoch [147][2300/3405] lr: 3.029e-05, eta: 1:23:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4541, loss: 1.4541 +2025-05-07 14:12:47,360 - pyskl - INFO - Epoch [147][2400/3405] lr: 2.976e-05, eta: 1:22:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4296, loss: 1.4296 +2025-05-07 14:13:31,074 - pyskl - INFO - Epoch [147][2500/3405] lr: 2.923e-05, eta: 1:22:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4612, loss: 1.4612 +2025-05-07 14:14:14,754 - pyskl - INFO - Epoch [147][2600/3405] lr: 2.871e-05, eta: 1:21:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4502, loss: 1.4502 +2025-05-07 14:14:58,482 - pyskl - INFO - Epoch [147][2700/3405] lr: 2.819e-05, eta: 1:20:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4761, loss: 1.4761 +2025-05-07 14:15:42,144 - pyskl - INFO - Epoch [147][2800/3405] lr: 2.768e-05, eta: 1:19:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4131, loss: 1.4131 +2025-05-07 14:16:25,837 - pyskl - INFO - Epoch [147][2900/3405] lr: 2.717e-05, eta: 1:19:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4630, loss: 1.4630 +2025-05-07 14:17:09,564 - pyskl - INFO - Epoch [147][3000/3405] lr: 2.666e-05, eta: 1:18:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4090, loss: 1.4090 +2025-05-07 14:17:53,282 - pyskl - INFO - Epoch [147][3100/3405] lr: 2.617e-05, eta: 1:17:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4478, loss: 1.4478 +2025-05-07 14:18:36,956 - pyskl - INFO - Epoch [147][3200/3405] lr: 2.567e-05, eta: 1:16:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4123, loss: 1.4123 +2025-05-07 14:19:20,607 - pyskl - INFO - Epoch [147][3300/3405] lr: 2.518e-05, eta: 1:16:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4908, loss: 1.4908 +2025-05-07 14:20:04,246 - pyskl - INFO - Epoch [147][3400/3405] lr: 2.469e-05, eta: 1:15:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4289, loss: 1.4289 +2025-05-07 14:20:06,717 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-05-07 14:23:59,670 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 14:24:00,214 - pyskl - INFO - +top1_acc 0.8828 +top5_acc 0.9761 +2025-05-07 14:24:00,238 - pyskl - INFO - Epoch(val) [147][3718] top1_acc: 0.8828, top5_acc: 0.9761 +2025-05-07 14:25:07,057 - pyskl - INFO - Epoch [148][100/3405] lr: 2.419e-05, eta: 1:14:37, time: 0.668, data_time: 0.232, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4890, loss: 1.4890 +2025-05-07 14:25:50,697 - pyskl - INFO - Epoch [148][200/3405] lr: 2.371e-05, eta: 1:13:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4298, loss: 1.4298 +2025-05-07 14:26:34,449 - pyskl - INFO - Epoch [148][300/3405] lr: 2.324e-05, eta: 1:13:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3785, loss: 1.3785 +2025-05-07 14:27:18,159 - pyskl - INFO - Epoch [148][400/3405] lr: 2.278e-05, eta: 1:12:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4718, loss: 1.4718 +2025-05-07 14:28:01,881 - pyskl - INFO - Epoch [148][500/3405] lr: 2.232e-05, eta: 1:11:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3773, loss: 1.3773 +2025-05-07 14:28:45,621 - pyskl - INFO - Epoch [148][600/3405] lr: 2.186e-05, eta: 1:10:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3980, loss: 1.3980 +2025-05-07 14:29:29,273 - pyskl - INFO - Epoch [148][700/3405] lr: 2.141e-05, eta: 1:10:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4444, loss: 1.4444 +2025-05-07 14:30:12,928 - pyskl - INFO - Epoch [148][800/3405] lr: 2.096e-05, eta: 1:09:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3954, loss: 1.3954 +2025-05-07 14:30:56,665 - pyskl - INFO - Epoch [148][900/3405] lr: 2.052e-05, eta: 1:08:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4614, loss: 1.4614 +2025-05-07 14:31:40,278 - pyskl - INFO - Epoch [148][1000/3405] lr: 2.008e-05, eta: 1:07:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4072, loss: 1.4072 +2025-05-07 14:32:23,842 - pyskl - INFO - Epoch [148][1100/3405] lr: 1.965e-05, eta: 1:07:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3974, loss: 1.3974 +2025-05-07 14:33:07,392 - pyskl - INFO - Epoch [148][1200/3405] lr: 1.922e-05, eta: 1:06:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4487, loss: 1.4487 +2025-05-07 14:33:50,917 - pyskl - INFO - Epoch [148][1300/3405] lr: 1.879e-05, eta: 1:05:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4593, loss: 1.4593 +2025-05-07 14:34:34,422 - pyskl - INFO - Epoch [148][1400/3405] lr: 1.837e-05, eta: 1:05:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4252, loss: 1.4252 +2025-05-07 14:35:18,083 - pyskl - INFO - Epoch [148][1500/3405] lr: 1.796e-05, eta: 1:04:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4803, loss: 1.4803 +2025-05-07 14:36:01,728 - pyskl - INFO - Epoch [148][1600/3405] lr: 1.755e-05, eta: 1:03:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4637, loss: 1.4637 +2025-05-07 14:36:45,328 - pyskl - INFO - Epoch [148][1700/3405] lr: 1.714e-05, eta: 1:02:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3873, loss: 1.3873 +2025-05-07 14:37:28,842 - pyskl - INFO - Epoch [148][1800/3405] lr: 1.674e-05, eta: 1:02:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4046, loss: 1.4046 +2025-05-07 14:38:12,362 - pyskl - INFO - Epoch [148][1900/3405] lr: 1.635e-05, eta: 1:01:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4277, loss: 1.4277 +2025-05-07 14:38:55,916 - pyskl - INFO - Epoch [148][2000/3405] lr: 1.596e-05, eta: 1:00:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4424, loss: 1.4424 +2025-05-07 14:39:39,451 - pyskl - INFO - Epoch [148][2100/3405] lr: 1.557e-05, eta: 0:59:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4583, loss: 1.4583 +2025-05-07 14:40:23,131 - pyskl - INFO - Epoch [148][2200/3405] lr: 1.519e-05, eta: 0:59:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4066, loss: 1.4066 +2025-05-07 14:41:06,752 - pyskl - INFO - Epoch [148][2300/3405] lr: 1.481e-05, eta: 0:58:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3985, loss: 1.3985 +2025-05-07 14:41:50,289 - pyskl - INFO - Epoch [148][2400/3405] lr: 1.444e-05, eta: 0:57:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3882, loss: 1.3882 +2025-05-07 14:42:33,854 - pyskl - INFO - Epoch [148][2500/3405] lr: 1.408e-05, eta: 0:56:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4681, loss: 1.4681 +2025-05-07 14:43:17,428 - pyskl - INFO - Epoch [148][2600/3405] lr: 1.371e-05, eta: 0:56:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4146, loss: 1.4146 +2025-05-07 14:44:01,006 - pyskl - INFO - Epoch [148][2700/3405] lr: 1.336e-05, eta: 0:55:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4307, loss: 1.4307 +2025-05-07 14:44:44,574 - pyskl - INFO - Epoch [148][2800/3405] lr: 1.300e-05, eta: 0:54:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3974, loss: 1.3974 +2025-05-07 14:45:28,233 - pyskl - INFO - Epoch [148][2900/3405] lr: 1.265e-05, eta: 0:53:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4252, loss: 1.4252 +2025-05-07 14:46:11,758 - pyskl - INFO - Epoch [148][3000/3405] lr: 1.231e-05, eta: 0:53:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3799, loss: 1.3799 +2025-05-07 14:46:55,306 - pyskl - INFO - Epoch [148][3100/3405] lr: 1.197e-05, eta: 0:52:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3904, loss: 1.3904 +2025-05-07 14:47:38,964 - pyskl - INFO - Epoch [148][3200/3405] lr: 1.164e-05, eta: 0:51:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4074, loss: 1.4074 +2025-05-07 14:48:22,672 - pyskl - INFO - Epoch [148][3300/3405] lr: 1.131e-05, eta: 0:51:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4439, loss: 1.4439 +2025-05-07 14:49:06,555 - pyskl - INFO - Epoch [148][3400/3405] lr: 1.098e-05, eta: 0:50:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4689, loss: 1.4689 +2025-05-07 14:49:09,052 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-05-07 14:53:02,468 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 14:53:03,006 - pyskl - INFO - +top1_acc 0.8850 +top5_acc 0.9771 +2025-05-07 14:53:03,059 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/jm/best_top1_acc_epoch_145.pth was removed +2025-05-07 14:53:04,071 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_148.pth. +2025-05-07 14:53:04,073 - pyskl - INFO - Best top1_acc is 0.8850 at 148 epoch. +2025-05-07 14:53:04,093 - pyskl - INFO - Epoch(val) [148][3718] top1_acc: 0.8850, top5_acc: 0.9771 +2025-05-07 14:54:10,804 - pyskl - INFO - Epoch [149][100/3405] lr: 1.065e-05, eta: 0:49:30, time: 0.667, data_time: 0.233, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3960, loss: 1.3960 +2025-05-07 14:54:54,301 - pyskl - INFO - Epoch [149][200/3405] lr: 1.033e-05, eta: 0:48:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3760, loss: 1.3760 +2025-05-07 14:55:37,823 - pyskl - INFO - Epoch [149][300/3405] lr: 1.002e-05, eta: 0:48:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4204, loss: 1.4204 +2025-05-07 14:56:21,399 - pyskl - INFO - Epoch [149][400/3405] lr: 9.718e-06, eta: 0:47:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4962, loss: 1.4962 +2025-05-07 14:57:05,113 - pyskl - INFO - Epoch [149][500/3405] lr: 9.417e-06, eta: 0:46:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4434, loss: 1.4434 +2025-05-07 14:57:48,712 - pyskl - INFO - Epoch [149][600/3405] lr: 9.121e-06, eta: 0:45:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3838, loss: 1.3838 +2025-05-07 14:58:32,372 - pyskl - INFO - Epoch [149][700/3405] lr: 8.830e-06, eta: 0:45:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4538, loss: 1.4538 +2025-05-07 14:59:15,918 - pyskl - INFO - Epoch [149][800/3405] lr: 8.543e-06, eta: 0:44:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4284, loss: 1.4284 +2025-05-07 14:59:59,502 - pyskl - INFO - Epoch [149][900/3405] lr: 8.261e-06, eta: 0:43:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3743, loss: 1.3743 +2025-05-07 15:00:42,993 - pyskl - INFO - Epoch [149][1000/3405] lr: 7.984e-06, eta: 0:42:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4592, loss: 1.4592 +2025-05-07 15:01:26,709 - pyskl - INFO - Epoch [149][1100/3405] lr: 7.712e-06, eta: 0:42:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4444, loss: 1.4444 +2025-05-07 15:02:10,350 - pyskl - INFO - Epoch [149][1200/3405] lr: 7.444e-06, eta: 0:41:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4214, loss: 1.4214 +2025-05-07 15:02:53,969 - pyskl - INFO - Epoch [149][1300/3405] lr: 7.181e-06, eta: 0:40:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4348, loss: 1.4348 +2025-05-07 15:03:37,639 - pyskl - INFO - Epoch [149][1400/3405] lr: 6.923e-06, eta: 0:39:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4793, loss: 1.4793 +2025-05-07 15:04:21,288 - pyskl - INFO - Epoch [149][1500/3405] lr: 6.669e-06, eta: 0:39:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3942, loss: 1.3942 +2025-05-07 15:05:04,926 - pyskl - INFO - Epoch [149][1600/3405] lr: 6.420e-06, eta: 0:38:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4387, loss: 1.4387 +2025-05-07 15:05:48,577 - pyskl - INFO - Epoch [149][1700/3405] lr: 6.176e-06, eta: 0:37:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3712, loss: 1.3712 +2025-05-07 15:06:32,206 - pyskl - INFO - Epoch [149][1800/3405] lr: 5.937e-06, eta: 0:36:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4226, loss: 1.4226 +2025-05-07 15:07:15,914 - pyskl - INFO - Epoch [149][1900/3405] lr: 5.703e-06, eta: 0:36:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4238, loss: 1.4238 +2025-05-07 15:07:59,603 - pyskl - INFO - Epoch [149][2000/3405] lr: 5.473e-06, eta: 0:35:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4666, loss: 1.4666 +2025-05-07 15:08:43,239 - pyskl - INFO - Epoch [149][2100/3405] lr: 5.248e-06, eta: 0:34:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3776, loss: 1.3776 +2025-05-07 15:09:26,834 - pyskl - INFO - Epoch [149][2200/3405] lr: 5.027e-06, eta: 0:34:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4396, loss: 1.4396 +2025-05-07 15:10:10,549 - pyskl - INFO - Epoch [149][2300/3405] lr: 4.812e-06, eta: 0:33:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4436, loss: 1.4436 +2025-05-07 15:10:54,135 - pyskl - INFO - Epoch [149][2400/3405] lr: 4.601e-06, eta: 0:32:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3949, loss: 1.3949 +2025-05-07 15:11:37,770 - pyskl - INFO - Epoch [149][2500/3405] lr: 4.394e-06, eta: 0:31:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4503, loss: 1.4503 +2025-05-07 15:12:21,366 - pyskl - INFO - Epoch [149][2600/3405] lr: 4.193e-06, eta: 0:31:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4616, loss: 1.4616 +2025-05-07 15:13:05,026 - pyskl - INFO - Epoch [149][2700/3405] lr: 3.996e-06, eta: 0:30:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4420, loss: 1.4420 +2025-05-07 15:13:49,038 - pyskl - INFO - Epoch [149][2800/3405] lr: 3.804e-06, eta: 0:29:34, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4103, loss: 1.4103 +2025-05-07 15:14:32,750 - pyskl - INFO - Epoch [149][2900/3405] lr: 3.617e-06, eta: 0:28:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4567, loss: 1.4567 +2025-05-07 15:15:16,450 - pyskl - INFO - Epoch [149][3000/3405] lr: 3.434e-06, eta: 0:28:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3924, loss: 1.3924 +2025-05-07 15:16:00,106 - pyskl - INFO - Epoch [149][3100/3405] lr: 3.256e-06, eta: 0:27:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4221, loss: 1.4221 +2025-05-07 15:16:43,855 - pyskl - INFO - Epoch [149][3200/3405] lr: 3.083e-06, eta: 0:26:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4175, loss: 1.4175 +2025-05-07 15:17:27,597 - pyskl - INFO - Epoch [149][3300/3405] lr: 2.915e-06, eta: 0:25:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4396, loss: 1.4396 +2025-05-07 15:18:11,331 - pyskl - INFO - Epoch [149][3400/3405] lr: 2.751e-06, eta: 0:25:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4371, loss: 1.4371 +2025-05-07 15:18:13,825 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-05-07 15:22:06,597 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 15:22:07,141 - pyskl - INFO - +top1_acc 0.8831 +top5_acc 0.9770 +2025-05-07 15:22:07,166 - pyskl - INFO - Epoch(val) [149][3718] top1_acc: 0.8831, top5_acc: 0.9770 +2025-05-07 15:23:14,271 - pyskl - INFO - Epoch [150][100/3405] lr: 2.584e-06, eta: 0:24:22, time: 0.671, data_time: 0.235, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4170, loss: 1.4170 +2025-05-07 15:23:57,866 - pyskl - INFO - Epoch [150][200/3405] lr: 2.430e-06, eta: 0:23:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4318, loss: 1.4318 +2025-05-07 15:24:41,534 - pyskl - INFO - Epoch [150][300/3405] lr: 2.281e-06, eta: 0:22:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4624, loss: 1.4624 +2025-05-07 15:25:25,161 - pyskl - INFO - Epoch [150][400/3405] lr: 2.137e-06, eta: 0:22:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4335, loss: 1.4335 +2025-05-07 15:26:08,817 - pyskl - INFO - Epoch [150][500/3405] lr: 1.997e-06, eta: 0:21:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4084, loss: 1.4084 +2025-05-07 15:26:52,514 - pyskl - INFO - Epoch [150][600/3405] lr: 1.862e-06, eta: 0:20:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4297, loss: 1.4297 +2025-05-07 15:27:36,190 - pyskl - INFO - Epoch [150][700/3405] lr: 1.731e-06, eta: 0:19:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4027, loss: 1.4027 +2025-05-07 15:28:19,894 - pyskl - INFO - Epoch [150][800/3405] lr: 1.606e-06, eta: 0:19:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3704, loss: 1.3704 +2025-05-07 15:29:03,564 - pyskl - INFO - Epoch [150][900/3405] lr: 1.485e-06, eta: 0:18:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4351, loss: 1.4351 +2025-05-07 15:29:47,239 - pyskl - INFO - Epoch [150][1000/3405] lr: 1.369e-06, eta: 0:17:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3993, loss: 1.3993 +2025-05-07 15:30:30,902 - pyskl - INFO - Epoch [150][1100/3405] lr: 1.257e-06, eta: 0:17:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4375, loss: 1.4375 +2025-05-07 15:31:14,588 - pyskl - INFO - Epoch [150][1200/3405] lr: 1.151e-06, eta: 0:16:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4489, loss: 1.4489 +2025-05-07 15:31:58,222 - pyskl - INFO - Epoch [150][1300/3405] lr: 1.049e-06, eta: 0:15:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4048, loss: 1.4048 +2025-05-07 15:32:41,877 - pyskl - INFO - Epoch [150][1400/3405] lr: 9.515e-07, eta: 0:14:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4201, loss: 1.4201 +2025-05-07 15:33:25,498 - pyskl - INFO - Epoch [150][1500/3405] lr: 8.590e-07, eta: 0:14:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3977, loss: 1.3977 +2025-05-07 15:34:09,157 - pyskl - INFO - Epoch [150][1600/3405] lr: 7.712e-07, eta: 0:13:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4497, loss: 1.4497 +2025-05-07 15:34:52,792 - pyskl - INFO - Epoch [150][1700/3405] lr: 6.882e-07, eta: 0:12:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3943, loss: 1.3943 +2025-05-07 15:35:36,431 - pyskl - INFO - Epoch [150][1800/3405] lr: 6.099e-07, eta: 0:11:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4105, loss: 1.4105 +2025-05-07 15:36:20,109 - pyskl - INFO - Epoch [150][1900/3405] lr: 5.363e-07, eta: 0:11:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4292, loss: 1.4292 +2025-05-07 15:37:03,743 - pyskl - INFO - Epoch [150][2000/3405] lr: 4.674e-07, eta: 0:10:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4767, loss: 1.4767 +2025-05-07 15:37:47,401 - pyskl - INFO - Epoch [150][2100/3405] lr: 4.033e-07, eta: 0:09:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4167, loss: 1.4167 +2025-05-07 15:38:31,005 - pyskl - INFO - Epoch [150][2200/3405] lr: 3.439e-07, eta: 0:08:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4263, loss: 1.4263 +2025-05-07 15:39:14,657 - pyskl - INFO - Epoch [150][2300/3405] lr: 2.892e-07, eta: 0:08:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3832, loss: 1.3832 +2025-05-07 15:39:58,238 - pyskl - INFO - Epoch [150][2400/3405] lr: 2.393e-07, eta: 0:07:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4432, loss: 1.4432 +2025-05-07 15:40:41,894 - pyskl - INFO - Epoch [150][2500/3405] lr: 1.941e-07, eta: 0:06:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4224, loss: 1.4224 +2025-05-07 15:41:25,463 - pyskl - INFO - Epoch [150][2600/3405] lr: 1.536e-07, eta: 0:05:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4219, loss: 1.4219 +2025-05-07 15:42:09,072 - pyskl - INFO - Epoch [150][2700/3405] lr: 1.179e-07, eta: 0:05:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4473, loss: 1.4473 +2025-05-07 15:42:52,707 - pyskl - INFO - Epoch [150][2800/3405] lr: 8.684e-08, eta: 0:04:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4284, loss: 1.4284 +2025-05-07 15:43:36,347 - pyskl - INFO - Epoch [150][2900/3405] lr: 6.054e-08, eta: 0:03:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3346, loss: 1.3346 +2025-05-07 15:44:19,933 - pyskl - INFO - Epoch [150][3000/3405] lr: 3.898e-08, eta: 0:02:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4331, loss: 1.4331 +2025-05-07 15:45:03,571 - pyskl - INFO - Epoch [150][3100/3405] lr: 2.214e-08, eta: 0:02:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4222, loss: 1.4222 +2025-05-07 15:45:47,222 - pyskl - INFO - Epoch [150][3200/3405] lr: 1.003e-08, eta: 0:01:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4464, loss: 1.4464 +2025-05-07 15:46:30,938 - pyskl - INFO - Epoch [150][3300/3405] lr: 2.657e-09, eta: 0:00:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3755, loss: 1.3755 +2025-05-07 15:47:14,667 - pyskl - INFO - Epoch [150][3400/3405] lr: 8.513e-12, eta: 0:00:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4141, loss: 1.4141 +2025-05-07 15:47:17,198 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-05-07 15:51:10,144 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 15:51:10,683 - pyskl - INFO - +top1_acc 0.8844 +top5_acc 0.9767 +2025-05-07 15:51:10,705 - pyskl - INFO - Epoch(val) [150][3718] top1_acc: 0.8844, top5_acc: 0.9767 +2025-05-07 15:51:22,901 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-05-07 16:24:23,498 - pyskl - INFO - Testing results of the last checkpoint +2025-05-07 16:24:23,499 - pyskl - INFO - top1_acc: 0.8885 +2025-05-07 16:24:23,499 - pyskl - INFO - top5_acc: 0.9779 +2025-05-07 16:24:23,499 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu120_xset/jm/best_top1_acc_epoch_148.pth +2025-05-07 16:57:24,893 - pyskl - INFO - Testing results of the best checkpoint +2025-05-07 16:57:24,893 - pyskl - INFO - top1_acc: 0.8892 +2025-05-07 16:57:24,893 - pyskl - INFO - top5_acc: 0.9782 diff --git a/ntu120_xset/jm/best_pred.pkl b/ntu120_xset/jm/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..acca7118e1869abc33268fd98895d91aee26e904 --- /dev/null +++ b/ntu120_xset/jm/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:14555dd033765947dfc3611e053673bb53a1dbf4550717c1133efad308e7e40f +size 43569856 diff --git a/ntu120_xset/jm/best_top1_acc_epoch_148.pth b/ntu120_xset/jm/best_top1_acc_epoch_148.pth new file mode 100644 index 0000000000000000000000000000000000000000..d85d230ae6e461286ebd81af8cc2ffdbeb3406c4 --- /dev/null +++ b/ntu120_xset/jm/best_top1_acc_epoch_148.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:008f526a6456ffea84e68b5852c555851d6bf8eda9157ff74f8ae3d534934e32 +size 16396379 diff --git a/ntu120_xset/k_1/20250627_105613.log b/ntu120_xset/k_1/20250627_105613.log new file mode 100644 index 0000000000000000000000000000000000000000..3bd7ca2717321a5a4716d7cf9d471e9e5b83c7de --- /dev/null +++ b/ntu120_xset/k_1/20250627_105613.log @@ -0,0 +1,6353 @@ +2025-06-27 10:56:13,725 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-06-27 10:56:14,187 - pyskl - INFO - Config: modality = 'k' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu120_xset/k_1' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='k', + num_classes=120, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=120, + in_channels=384, + work_dir='./work_dirs/ntu120_xset/k_1', + interval_epoch=5, + weight_1=0.2, + weight_2=0.3)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-06-27 10:56:14,187 - pyskl - INFO - Set random seed to 220794750, deterministic: False +2025-06-27 10:56:27,861 - pyskl - INFO - 54468 videos remain after valid thresholding +2025-06-27 10:56:37,457 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-06-27 10:56:37,498 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1 +2025-06-27 10:56:37,498 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-06-27 10:56:37,498 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-06-27 10:56:37,498 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1 by HardDiskBackend. +2025-06-27 10:57:45,567 - pyskl - INFO - Epoch [1][100/3405] lr: 2.500e-02, eta: 4 days, 0:32:51, time: 0.681, data_time: 0.229, memory: 13267, top1_acc: 0.0125, top5_acc: 0.0506, loss_cls: 12.4898, loss: 12.4898 +2025-06-27 10:58:29,840 - pyskl - INFO - Epoch [1][200/3405] lr: 2.500e-02, eta: 3 days, 7:39:28, time: 0.443, data_time: 0.000, memory: 13267, top1_acc: 0.0175, top5_acc: 0.0869, loss_cls: 10.9880, loss: 10.9880 +2025-06-27 10:59:14,064 - pyskl - INFO - Epoch [1][300/3405] lr: 2.500e-02, eta: 3 days, 1:59:48, time: 0.442, data_time: 0.000, memory: 13267, top1_acc: 0.0150, top5_acc: 0.0906, loss_cls: 10.7102, loss: 10.7102 +2025-06-27 10:59:58,276 - pyskl - INFO - Epoch [1][400/3405] lr: 2.500e-02, eta: 2 days, 23:09:20, time: 0.442, data_time: 0.000, memory: 13267, top1_acc: 0.0194, top5_acc: 0.0906, loss_cls: 10.6545, loss: 10.6545 +2025-06-27 11:00:42,608 - pyskl - INFO - Epoch [1][500/3405] lr: 2.500e-02, eta: 2 days, 21:28:48, time: 0.443, data_time: 0.000, memory: 13267, top1_acc: 0.0225, top5_acc: 0.0988, loss_cls: 10.6414, loss: 10.6414 +2025-06-27 11:01:26,873 - pyskl - INFO - Epoch [1][600/3405] lr: 2.500e-02, eta: 2 days, 20:20:35, time: 0.443, data_time: 0.000, memory: 13267, top1_acc: 0.0250, top5_acc: 0.1094, loss_cls: 10.5658, loss: 10.5658 +2025-06-27 11:02:11,275 - pyskl - INFO - Epoch [1][700/3405] lr: 2.500e-02, eta: 2 days, 19:33:19, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.0444, top5_acc: 0.1525, loss_cls: 10.3056, loss: 10.3056 +2025-06-27 11:02:55,491 - pyskl - INFO - Epoch [1][800/3405] lr: 2.500e-02, eta: 2 days, 18:55:41, time: 0.442, data_time: 0.000, memory: 13267, top1_acc: 0.0331, top5_acc: 0.1787, loss_cls: 10.1575, loss: 10.1575 +2025-06-27 11:03:39,914 - pyskl - INFO - Epoch [1][900/3405] lr: 2.500e-02, eta: 2 days, 18:28:14, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.0462, top5_acc: 0.2031, loss_cls: 9.9395, loss: 9.9395 +2025-06-27 11:04:24,033 - pyskl - INFO - Epoch [1][1000/3405] lr: 2.500e-02, eta: 2 days, 18:03:31, time: 0.441, data_time: 0.000, memory: 13267, top1_acc: 0.0663, top5_acc: 0.2431, loss_cls: 9.7887, loss: 9.7887 +2025-06-27 11:05:08,391 - pyskl - INFO - Epoch [1][1100/3405] lr: 2.500e-02, eta: 2 days, 17:45:02, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.0594, top5_acc: 0.2450, loss_cls: 9.7656, loss: 9.7656 +2025-06-27 11:05:52,607 - pyskl - INFO - Epoch [1][1200/3405] lr: 2.500e-02, eta: 2 days, 17:28:28, time: 0.442, data_time: 0.000, memory: 13267, top1_acc: 0.0688, top5_acc: 0.2644, loss_cls: 9.5516, loss: 9.5516 +2025-06-27 11:06:36,891 - pyskl - INFO - Epoch [1][1300/3405] lr: 2.500e-02, eta: 2 days, 17:14:49, time: 0.443, data_time: 0.000, memory: 13267, top1_acc: 0.0750, top5_acc: 0.2956, loss_cls: 9.4018, loss: 9.4018 +2025-06-27 11:07:21,128 - pyskl - INFO - Epoch [1][1400/3405] lr: 2.500e-02, eta: 2 days, 17:02:42, time: 0.442, data_time: 0.000, memory: 13267, top1_acc: 0.0950, top5_acc: 0.3181, loss_cls: 9.2984, loss: 9.2984 +2025-06-27 11:08:05,528 - pyskl - INFO - Epoch [1][1500/3405] lr: 2.500e-02, eta: 2 days, 16:53:02, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.1081, top5_acc: 0.3463, loss_cls: 9.1474, loss: 9.1474 +2025-06-27 11:08:50,098 - pyskl - INFO - Epoch [1][1600/3405] lr: 2.500e-02, eta: 2 days, 16:45:23, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1138, top5_acc: 0.3750, loss_cls: 9.0412, loss: 9.0412 +2025-06-27 11:09:34,637 - pyskl - INFO - Epoch [1][1700/3405] lr: 2.500e-02, eta: 2 days, 16:38:23, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1106, top5_acc: 0.4069, loss_cls: 8.8947, loss: 8.8947 +2025-06-27 11:10:18,852 - pyskl - INFO - Epoch [1][1800/3405] lr: 2.500e-02, eta: 2 days, 16:30:34, time: 0.442, data_time: 0.000, memory: 13267, top1_acc: 0.1388, top5_acc: 0.4256, loss_cls: 8.7810, loss: 8.7810 +2025-06-27 11:11:03,058 - pyskl - INFO - Epoch [1][1900/3405] lr: 2.500e-02, eta: 2 days, 16:23:27, time: 0.442, data_time: 0.000, memory: 13267, top1_acc: 0.1437, top5_acc: 0.4387, loss_cls: 8.7274, loss: 8.7274 +2025-06-27 11:11:47,287 - pyskl - INFO - Epoch [1][2000/3405] lr: 2.500e-02, eta: 2 days, 16:17:03, time: 0.442, data_time: 0.000, memory: 13267, top1_acc: 0.1313, top5_acc: 0.4331, loss_cls: 8.7238, loss: 8.7238 +2025-06-27 11:12:31,604 - pyskl - INFO - Epoch [1][2100/3405] lr: 2.500e-02, eta: 2 days, 16:11:34, time: 0.443, data_time: 0.000, memory: 13267, top1_acc: 0.1475, top5_acc: 0.4781, loss_cls: 8.6210, loss: 8.6210 +2025-06-27 11:13:15,967 - pyskl - INFO - Epoch [1][2200/3405] lr: 2.500e-02, eta: 2 days, 16:06:41, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.1762, top5_acc: 0.4813, loss_cls: 8.5110, loss: 8.5110 +2025-06-27 11:14:00,351 - pyskl - INFO - Epoch [1][2300/3405] lr: 2.500e-02, eta: 2 days, 16:02:15, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.1638, top5_acc: 0.4994, loss_cls: 8.3613, loss: 8.3613 +2025-06-27 11:14:44,691 - pyskl - INFO - Epoch [1][2400/3405] lr: 2.500e-02, eta: 2 days, 15:57:57, time: 0.443, data_time: 0.000, memory: 13267, top1_acc: 0.1625, top5_acc: 0.4875, loss_cls: 8.4228, loss: 8.4228 +2025-06-27 11:15:29,068 - pyskl - INFO - Epoch [1][2500/3405] lr: 2.500e-02, eta: 2 days, 15:54:04, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.1800, top5_acc: 0.5175, loss_cls: 8.3208, loss: 8.3208 +2025-06-27 11:16:13,480 - pyskl - INFO - Epoch [1][2600/3405] lr: 2.500e-02, eta: 2 days, 15:50:33, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.1975, top5_acc: 0.5325, loss_cls: 8.2254, loss: 8.2254 +2025-06-27 11:16:57,834 - pyskl - INFO - Epoch [1][2700/3405] lr: 2.500e-02, eta: 2 days, 15:47:03, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.2050, top5_acc: 0.5525, loss_cls: 8.1417, loss: 8.1417 +2025-06-27 11:17:42,161 - pyskl - INFO - Epoch [1][2800/3405] lr: 2.500e-02, eta: 2 days, 15:43:40, time: 0.443, data_time: 0.000, memory: 13267, top1_acc: 0.2056, top5_acc: 0.5544, loss_cls: 8.2300, loss: 8.2300 +2025-06-27 11:18:26,624 - pyskl - INFO - Epoch [1][2900/3405] lr: 2.500e-02, eta: 2 days, 15:40:51, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.2263, top5_acc: 0.5913, loss_cls: 8.0292, loss: 8.0292 +2025-06-27 11:19:11,070 - pyskl - INFO - Epoch [1][3000/3405] lr: 2.500e-02, eta: 2 days, 15:38:08, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.2194, top5_acc: 0.5713, loss_cls: 8.0915, loss: 8.0915 +2025-06-27 11:19:55,113 - pyskl - INFO - Epoch [1][3100/3405] lr: 2.500e-02, eta: 2 days, 15:34:27, time: 0.440, data_time: 0.000, memory: 13267, top1_acc: 0.2425, top5_acc: 0.6325, loss_cls: 7.8095, loss: 7.8095 +2025-06-27 11:20:39,151 - pyskl - INFO - Epoch [1][3200/3405] lr: 2.500e-02, eta: 2 days, 15:30:56, time: 0.440, data_time: 0.000, memory: 13267, top1_acc: 0.2550, top5_acc: 0.6206, loss_cls: 7.8384, loss: 7.8384 +2025-06-27 11:21:23,663 - pyskl - INFO - Epoch [1][3300/3405] lr: 2.500e-02, eta: 2 days, 15:28:48, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.2531, top5_acc: 0.6031, loss_cls: 7.9365, loss: 7.9365 +2025-06-27 11:22:08,224 - pyskl - INFO - Epoch [1][3400/3405] lr: 2.500e-02, eta: 2 days, 15:26:52, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.2500, top5_acc: 0.6556, loss_cls: 7.7453, loss: 7.7453 +2025-06-27 11:22:10,836 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-06-27 11:26:03,642 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 11:26:04,188 - pyskl - INFO - +top1_acc 0.2735 +top5_acc 0.6611 +2025-06-27 11:26:05,196 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-06-27 11:26:05,198 - pyskl - INFO - Best top1_acc is 0.2735 at 1 epoch. +2025-06-27 11:26:05,222 - pyskl - INFO - Epoch(val) [1][3718] top1_acc: 0.2735, top5_acc: 0.6611 +2025-06-27 11:27:12,467 - pyskl - INFO - Epoch [2][100/3405] lr: 2.500e-02, eta: 2 days, 16:14:14, time: 0.672, data_time: 0.228, memory: 13268, top1_acc: 0.2587, top5_acc: 0.6562, loss_cls: 7.5979, loss: 7.5979 +2025-06-27 11:27:57,345 - pyskl - INFO - Epoch [2][200/3405] lr: 2.500e-02, eta: 2 days, 16:11:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.2969, top5_acc: 0.6787, loss_cls: 7.5983, loss: 7.5983 +2025-06-27 11:28:41,883 - pyskl - INFO - Epoch [2][300/3405] lr: 2.500e-02, eta: 2 days, 16:08:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.2925, top5_acc: 0.6800, loss_cls: 7.4589, loss: 7.4589 +2025-06-27 11:29:26,393 - pyskl - INFO - Epoch [2][400/3405] lr: 2.500e-02, eta: 2 days, 16:05:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.3100, top5_acc: 0.6987, loss_cls: 7.3829, loss: 7.3829 +2025-06-27 11:30:10,666 - pyskl - INFO - Epoch [2][500/3405] lr: 2.500e-02, eta: 2 days, 16:02:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.3081, top5_acc: 0.6981, loss_cls: 7.4558, loss: 7.4558 +2025-06-27 11:30:54,955 - pyskl - INFO - Epoch [2][600/3405] lr: 2.500e-02, eta: 2 days, 15:58:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.3244, top5_acc: 0.7037, loss_cls: 7.2836, loss: 7.2836 +2025-06-27 11:31:39,322 - pyskl - INFO - Epoch [2][700/3405] lr: 2.500e-02, eta: 2 days, 15:55:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3231, top5_acc: 0.7119, loss_cls: 7.3100, loss: 7.3100 +2025-06-27 11:32:23,875 - pyskl - INFO - Epoch [2][800/3405] lr: 2.500e-02, eta: 2 days, 15:53:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3244, top5_acc: 0.7231, loss_cls: 7.1854, loss: 7.1854 +2025-06-27 11:33:08,279 - pyskl - INFO - Epoch [2][900/3405] lr: 2.500e-02, eta: 2 days, 15:50:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3312, top5_acc: 0.7163, loss_cls: 7.2860, loss: 7.2860 +2025-06-27 11:33:52,707 - pyskl - INFO - Epoch [2][1000/3405] lr: 2.500e-02, eta: 2 days, 15:48:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3269, top5_acc: 0.6969, loss_cls: 7.2541, loss: 7.2541 +2025-06-27 11:34:37,131 - pyskl - INFO - Epoch [2][1100/3405] lr: 2.500e-02, eta: 2 days, 15:45:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3588, top5_acc: 0.7312, loss_cls: 7.1014, loss: 7.1014 +2025-06-27 11:35:21,477 - pyskl - INFO - Epoch [2][1200/3405] lr: 2.499e-02, eta: 2 days, 15:43:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.3650, top5_acc: 0.7450, loss_cls: 7.1352, loss: 7.1352 +2025-06-27 11:36:05,797 - pyskl - INFO - Epoch [2][1300/3405] lr: 2.499e-02, eta: 2 days, 15:40:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.3450, top5_acc: 0.7369, loss_cls: 7.1353, loss: 7.1353 +2025-06-27 11:36:50,104 - pyskl - INFO - Epoch [2][1400/3405] lr: 2.499e-02, eta: 2 days, 15:37:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.3694, top5_acc: 0.7569, loss_cls: 7.0139, loss: 7.0139 +2025-06-27 11:37:34,480 - pyskl - INFO - Epoch [2][1500/3405] lr: 2.499e-02, eta: 2 days, 15:35:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3656, top5_acc: 0.7431, loss_cls: 6.9541, loss: 6.9541 +2025-06-27 11:38:18,841 - pyskl - INFO - Epoch [2][1600/3405] lr: 2.499e-02, eta: 2 days, 15:33:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3919, top5_acc: 0.7712, loss_cls: 6.9188, loss: 6.9188 +2025-06-27 11:39:03,287 - pyskl - INFO - Epoch [2][1700/3405] lr: 2.499e-02, eta: 2 days, 15:31:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3694, top5_acc: 0.7700, loss_cls: 6.9074, loss: 6.9074 +2025-06-27 11:39:47,646 - pyskl - INFO - Epoch [2][1800/3405] lr: 2.499e-02, eta: 2 days, 15:29:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3906, top5_acc: 0.7606, loss_cls: 6.8878, loss: 6.8878 +2025-06-27 11:40:32,009 - pyskl - INFO - Epoch [2][1900/3405] lr: 2.499e-02, eta: 2 days, 15:27:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3956, top5_acc: 0.7569, loss_cls: 6.8617, loss: 6.8617 +2025-06-27 11:41:16,339 - pyskl - INFO - Epoch [2][2000/3405] lr: 2.499e-02, eta: 2 days, 15:24:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.3950, top5_acc: 0.7662, loss_cls: 6.7940, loss: 6.7940 +2025-06-27 11:42:00,697 - pyskl - INFO - Epoch [2][2100/3405] lr: 2.499e-02, eta: 2 days, 15:22:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4081, top5_acc: 0.7744, loss_cls: 6.7347, loss: 6.7347 +2025-06-27 11:42:44,985 - pyskl - INFO - Epoch [2][2200/3405] lr: 2.499e-02, eta: 2 days, 15:20:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4131, top5_acc: 0.7825, loss_cls: 6.7645, loss: 6.7645 +2025-06-27 11:43:29,306 - pyskl - INFO - Epoch [2][2300/3405] lr: 2.499e-02, eta: 2 days, 15:18:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4294, top5_acc: 0.7881, loss_cls: 6.6409, loss: 6.6409 +2025-06-27 11:44:13,727 - pyskl - INFO - Epoch [2][2400/3405] lr: 2.499e-02, eta: 2 days, 15:17:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4294, top5_acc: 0.7994, loss_cls: 6.5763, loss: 6.5763 +2025-06-27 11:44:58,091 - pyskl - INFO - Epoch [2][2500/3405] lr: 2.499e-02, eta: 2 days, 15:15:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4219, top5_acc: 0.7913, loss_cls: 6.5870, loss: 6.5870 +2025-06-27 11:45:42,327 - pyskl - INFO - Epoch [2][2600/3405] lr: 2.499e-02, eta: 2 days, 15:13:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.4406, top5_acc: 0.8013, loss_cls: 6.6208, loss: 6.6208 +2025-06-27 11:46:26,505 - pyskl - INFO - Epoch [2][2700/3405] lr: 2.499e-02, eta: 2 days, 15:11:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.4288, top5_acc: 0.8044, loss_cls: 6.5943, loss: 6.5943 +2025-06-27 11:47:10,628 - pyskl - INFO - Epoch [2][2800/3405] lr: 2.499e-02, eta: 2 days, 15:09:17, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.4338, top5_acc: 0.7956, loss_cls: 6.5252, loss: 6.5252 +2025-06-27 11:47:54,939 - pyskl - INFO - Epoch [2][2900/3405] lr: 2.499e-02, eta: 2 days, 15:07:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4138, top5_acc: 0.7894, loss_cls: 6.7166, loss: 6.7166 +2025-06-27 11:48:39,219 - pyskl - INFO - Epoch [2][3000/3405] lr: 2.499e-02, eta: 2 days, 15:05:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4350, top5_acc: 0.7944, loss_cls: 6.4925, loss: 6.4925 +2025-06-27 11:49:23,542 - pyskl - INFO - Epoch [2][3100/3405] lr: 2.499e-02, eta: 2 days, 15:04:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4494, top5_acc: 0.8200, loss_cls: 6.4322, loss: 6.4322 +2025-06-27 11:50:07,918 - pyskl - INFO - Epoch [2][3200/3405] lr: 2.499e-02, eta: 2 days, 15:02:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4806, top5_acc: 0.8181, loss_cls: 6.2829, loss: 6.2829 +2025-06-27 11:50:52,427 - pyskl - INFO - Epoch [2][3300/3405] lr: 2.499e-02, eta: 2 days, 15:01:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4506, top5_acc: 0.8087, loss_cls: 6.4759, loss: 6.4759 +2025-06-27 11:51:36,943 - pyskl - INFO - Epoch [2][3400/3405] lr: 2.499e-02, eta: 2 days, 14:59:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4756, top5_acc: 0.8100, loss_cls: 6.3382, loss: 6.3382 +2025-06-27 11:51:39,561 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-06-27 11:55:32,726 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 11:55:33,269 - pyskl - INFO - +top1_acc 0.4554 +top5_acc 0.8172 +2025-06-27 11:55:33,321 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_1.pth was removed +2025-06-27 11:55:34,421 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-06-27 11:55:34,423 - pyskl - INFO - Best top1_acc is 0.4554 at 2 epoch. +2025-06-27 11:55:34,445 - pyskl - INFO - Epoch(val) [2][3718] top1_acc: 0.4554, top5_acc: 0.8172 +2025-06-27 11:56:42,069 - pyskl - INFO - Epoch [3][100/3405] lr: 2.499e-02, eta: 2 days, 15:23:44, time: 0.676, data_time: 0.231, memory: 13268, top1_acc: 0.4806, top5_acc: 0.8269, loss_cls: 6.2544, loss: 6.2544 +2025-06-27 11:57:26,668 - pyskl - INFO - Epoch [3][200/3405] lr: 2.499e-02, eta: 2 days, 15:22:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4631, top5_acc: 0.8275, loss_cls: 6.2294, loss: 6.2294 +2025-06-27 11:58:10,977 - pyskl - INFO - Epoch [3][300/3405] lr: 2.499e-02, eta: 2 days, 15:20:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4963, top5_acc: 0.8369, loss_cls: 6.1775, loss: 6.1775 +2025-06-27 11:58:55,409 - pyskl - INFO - Epoch [3][400/3405] lr: 2.499e-02, eta: 2 days, 15:18:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4756, top5_acc: 0.8037, loss_cls: 6.2918, loss: 6.2918 +2025-06-27 11:59:39,823 - pyskl - INFO - Epoch [3][500/3405] lr: 2.499e-02, eta: 2 days, 15:16:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4838, top5_acc: 0.8175, loss_cls: 6.2114, loss: 6.2114 +2025-06-27 12:00:24,227 - pyskl - INFO - Epoch [3][600/3405] lr: 2.499e-02, eta: 2 days, 15:15:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4969, top5_acc: 0.8450, loss_cls: 6.1313, loss: 6.1313 +2025-06-27 12:01:08,581 - pyskl - INFO - Epoch [3][700/3405] lr: 2.499e-02, eta: 2 days, 15:13:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4950, top5_acc: 0.8375, loss_cls: 6.1566, loss: 6.1566 +2025-06-27 12:01:52,975 - pyskl - INFO - Epoch [3][800/3405] lr: 2.499e-02, eta: 2 days, 15:11:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4756, top5_acc: 0.8306, loss_cls: 6.1827, loss: 6.1827 +2025-06-27 12:02:37,251 - pyskl - INFO - Epoch [3][900/3405] lr: 2.499e-02, eta: 2 days, 15:09:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5094, top5_acc: 0.8300, loss_cls: 6.1222, loss: 6.1222 +2025-06-27 12:03:21,582 - pyskl - INFO - Epoch [3][1000/3405] lr: 2.499e-02, eta: 2 days, 15:08:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5025, top5_acc: 0.8244, loss_cls: 6.1392, loss: 6.1392 +2025-06-27 12:04:05,809 - pyskl - INFO - Epoch [3][1100/3405] lr: 2.499e-02, eta: 2 days, 15:06:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.4900, top5_acc: 0.8356, loss_cls: 6.1897, loss: 6.1897 +2025-06-27 12:04:50,076 - pyskl - INFO - Epoch [3][1200/3405] lr: 2.498e-02, eta: 2 days, 15:04:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4994, top5_acc: 0.8213, loss_cls: 6.1123, loss: 6.1123 +2025-06-27 12:05:34,455 - pyskl - INFO - Epoch [3][1300/3405] lr: 2.498e-02, eta: 2 days, 15:03:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5012, top5_acc: 0.8381, loss_cls: 6.1994, loss: 6.1994 +2025-06-27 12:06:18,786 - pyskl - INFO - Epoch [3][1400/3405] lr: 2.498e-02, eta: 2 days, 15:01:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5175, top5_acc: 0.8444, loss_cls: 6.0466, loss: 6.0466 +2025-06-27 12:07:03,087 - pyskl - INFO - Epoch [3][1500/3405] lr: 2.498e-02, eta: 2 days, 14:59:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5244, top5_acc: 0.8456, loss_cls: 5.9131, loss: 5.9131 +2025-06-27 12:07:47,374 - pyskl - INFO - Epoch [3][1600/3405] lr: 2.498e-02, eta: 2 days, 14:58:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4981, top5_acc: 0.8450, loss_cls: 5.9910, loss: 5.9910 +2025-06-27 12:08:31,733 - pyskl - INFO - Epoch [3][1700/3405] lr: 2.498e-02, eta: 2 days, 14:56:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5350, top5_acc: 0.8588, loss_cls: 5.9826, loss: 5.9826 +2025-06-27 12:09:15,989 - pyskl - INFO - Epoch [3][1800/3405] lr: 2.498e-02, eta: 2 days, 14:55:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5150, top5_acc: 0.8456, loss_cls: 5.9881, loss: 5.9881 +2025-06-27 12:10:00,332 - pyskl - INFO - Epoch [3][1900/3405] lr: 2.498e-02, eta: 2 days, 14:53:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5363, top5_acc: 0.8556, loss_cls: 5.8766, loss: 5.8766 +2025-06-27 12:10:44,634 - pyskl - INFO - Epoch [3][2000/3405] lr: 2.498e-02, eta: 2 days, 14:52:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5394, top5_acc: 0.8688, loss_cls: 5.8986, loss: 5.8986 +2025-06-27 12:11:28,875 - pyskl - INFO - Epoch [3][2100/3405] lr: 2.498e-02, eta: 2 days, 14:50:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.5425, top5_acc: 0.8606, loss_cls: 5.8129, loss: 5.8129 +2025-06-27 12:12:13,166 - pyskl - INFO - Epoch [3][2200/3405] lr: 2.498e-02, eta: 2 days, 14:49:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5306, top5_acc: 0.8619, loss_cls: 5.9070, loss: 5.9070 +2025-06-27 12:12:57,513 - pyskl - INFO - Epoch [3][2300/3405] lr: 2.498e-02, eta: 2 days, 14:47:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5288, top5_acc: 0.8694, loss_cls: 5.9573, loss: 5.9573 +2025-06-27 12:13:41,781 - pyskl - INFO - Epoch [3][2400/3405] lr: 2.498e-02, eta: 2 days, 14:46:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5531, top5_acc: 0.8656, loss_cls: 5.8904, loss: 5.8904 +2025-06-27 12:14:26,170 - pyskl - INFO - Epoch [3][2500/3405] lr: 2.498e-02, eta: 2 days, 14:44:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5613, top5_acc: 0.8631, loss_cls: 5.7457, loss: 5.7457 +2025-06-27 12:15:10,557 - pyskl - INFO - Epoch [3][2600/3405] lr: 2.498e-02, eta: 2 days, 14:43:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5256, top5_acc: 0.8406, loss_cls: 5.9842, loss: 5.9842 +2025-06-27 12:15:54,770 - pyskl - INFO - Epoch [3][2700/3405] lr: 2.498e-02, eta: 2 days, 14:42:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.5219, top5_acc: 0.8512, loss_cls: 5.9366, loss: 5.9366 +2025-06-27 12:16:39,046 - pyskl - INFO - Epoch [3][2800/3405] lr: 2.498e-02, eta: 2 days, 14:40:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5331, top5_acc: 0.8394, loss_cls: 5.9553, loss: 5.9553 +2025-06-27 12:17:23,318 - pyskl - INFO - Epoch [3][2900/3405] lr: 2.498e-02, eta: 2 days, 14:39:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5487, top5_acc: 0.8569, loss_cls: 5.8338, loss: 5.8338 +2025-06-27 12:18:07,808 - pyskl - INFO - Epoch [3][3000/3405] lr: 2.498e-02, eta: 2 days, 14:38:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5450, top5_acc: 0.8731, loss_cls: 5.7678, loss: 5.7678 +2025-06-27 12:18:52,316 - pyskl - INFO - Epoch [3][3100/3405] lr: 2.498e-02, eta: 2 days, 14:36:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5531, top5_acc: 0.8788, loss_cls: 5.6916, loss: 5.6916 +2025-06-27 12:19:36,818 - pyskl - INFO - Epoch [3][3200/3405] lr: 2.498e-02, eta: 2 days, 14:35:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5675, top5_acc: 0.8688, loss_cls: 5.6393, loss: 5.6393 +2025-06-27 12:20:21,146 - pyskl - INFO - Epoch [3][3300/3405] lr: 2.498e-02, eta: 2 days, 14:34:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5587, top5_acc: 0.8619, loss_cls: 5.6347, loss: 5.6347 +2025-06-27 12:21:05,678 - pyskl - INFO - Epoch [3][3400/3405] lr: 2.498e-02, eta: 2 days, 14:33:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5756, top5_acc: 0.8688, loss_cls: 5.6798, loss: 5.6798 +2025-06-27 12:21:08,261 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-06-27 12:25:01,130 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 12:25:01,690 - pyskl - INFO - +top1_acc 0.5454 +top5_acc 0.8620 +2025-06-27 12:25:01,746 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_2.pth was removed +2025-06-27 12:25:02,842 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-06-27 12:25:02,844 - pyskl - INFO - Best top1_acc is 0.5454 at 3 epoch. +2025-06-27 12:25:02,867 - pyskl - INFO - Epoch(val) [3][3718] top1_acc: 0.5454, top5_acc: 0.8620 +2025-06-27 12:26:10,346 - pyskl - INFO - Epoch [4][100/3405] lr: 2.497e-02, eta: 2 days, 14:48:53, time: 0.675, data_time: 0.231, memory: 13268, top1_acc: 0.5719, top5_acc: 0.8694, loss_cls: 5.8157, loss: 5.8157 +2025-06-27 12:26:54,641 - pyskl - INFO - Epoch [4][200/3405] lr: 2.497e-02, eta: 2 days, 14:47:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5656, top5_acc: 0.8725, loss_cls: 5.5252, loss: 5.5252 +2025-06-27 12:27:39,027 - pyskl - INFO - Epoch [4][300/3405] lr: 2.497e-02, eta: 2 days, 14:46:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5656, top5_acc: 0.8912, loss_cls: 5.5667, loss: 5.5667 +2025-06-27 12:28:23,606 - pyskl - INFO - Epoch [4][400/3405] lr: 2.497e-02, eta: 2 days, 14:44:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5775, top5_acc: 0.8762, loss_cls: 5.5980, loss: 5.5980 +2025-06-27 12:29:07,970 - pyskl - INFO - Epoch [4][500/3405] lr: 2.497e-02, eta: 2 days, 14:43:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5837, top5_acc: 0.8712, loss_cls: 5.5992, loss: 5.5992 +2025-06-27 12:29:52,278 - pyskl - INFO - Epoch [4][600/3405] lr: 2.497e-02, eta: 2 days, 14:42:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5750, top5_acc: 0.8875, loss_cls: 5.5063, loss: 5.5063 +2025-06-27 12:30:36,597 - pyskl - INFO - Epoch [4][700/3405] lr: 2.497e-02, eta: 2 days, 14:40:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5831, top5_acc: 0.8825, loss_cls: 5.5112, loss: 5.5112 +2025-06-27 12:31:20,935 - pyskl - INFO - Epoch [4][800/3405] lr: 2.497e-02, eta: 2 days, 14:39:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5969, top5_acc: 0.8794, loss_cls: 5.5140, loss: 5.5140 +2025-06-27 12:32:05,262 - pyskl - INFO - Epoch [4][900/3405] lr: 2.497e-02, eta: 2 days, 14:37:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5787, top5_acc: 0.8844, loss_cls: 5.5921, loss: 5.5921 +2025-06-27 12:32:49,619 - pyskl - INFO - Epoch [4][1000/3405] lr: 2.497e-02, eta: 2 days, 14:36:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5881, top5_acc: 0.8888, loss_cls: 5.4689, loss: 5.4689 +2025-06-27 12:33:33,910 - pyskl - INFO - Epoch [4][1100/3405] lr: 2.497e-02, eta: 2 days, 14:35:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5625, top5_acc: 0.8856, loss_cls: 5.5695, loss: 5.5695 +2025-06-27 12:34:18,228 - pyskl - INFO - Epoch [4][1200/3405] lr: 2.497e-02, eta: 2 days, 14:33:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5750, top5_acc: 0.8812, loss_cls: 5.4999, loss: 5.4999 +2025-06-27 12:35:02,569 - pyskl - INFO - Epoch [4][1300/3405] lr: 2.497e-02, eta: 2 days, 14:32:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5731, top5_acc: 0.8831, loss_cls: 5.5177, loss: 5.5177 +2025-06-27 12:35:46,927 - pyskl - INFO - Epoch [4][1400/3405] lr: 2.497e-02, eta: 2 days, 14:31:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5756, top5_acc: 0.8844, loss_cls: 5.4600, loss: 5.4600 +2025-06-27 12:36:31,352 - pyskl - INFO - Epoch [4][1500/3405] lr: 2.497e-02, eta: 2 days, 14:30:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6081, top5_acc: 0.8925, loss_cls: 5.4403, loss: 5.4403 +2025-06-27 12:37:15,719 - pyskl - INFO - Epoch [4][1600/3405] lr: 2.497e-02, eta: 2 days, 14:28:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5769, top5_acc: 0.8869, loss_cls: 5.4888, loss: 5.4888 +2025-06-27 12:38:00,094 - pyskl - INFO - Epoch [4][1700/3405] lr: 2.497e-02, eta: 2 days, 14:27:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6056, top5_acc: 0.8788, loss_cls: 5.5020, loss: 5.5020 +2025-06-27 12:38:44,537 - pyskl - INFO - Epoch [4][1800/3405] lr: 2.497e-02, eta: 2 days, 14:26:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6062, top5_acc: 0.8950, loss_cls: 5.3041, loss: 5.3041 +2025-06-27 12:39:28,969 - pyskl - INFO - Epoch [4][1900/3405] lr: 2.497e-02, eta: 2 days, 14:25:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5906, top5_acc: 0.8950, loss_cls: 5.4703, loss: 5.4703 +2025-06-27 12:40:13,377 - pyskl - INFO - Epoch [4][2000/3405] lr: 2.496e-02, eta: 2 days, 14:24:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6181, top5_acc: 0.8975, loss_cls: 5.3571, loss: 5.3571 +2025-06-27 12:40:57,720 - pyskl - INFO - Epoch [4][2100/3405] lr: 2.496e-02, eta: 2 days, 14:22:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5950, top5_acc: 0.8731, loss_cls: 5.5004, loss: 5.5004 +2025-06-27 12:41:42,034 - pyskl - INFO - Epoch [4][2200/3405] lr: 2.496e-02, eta: 2 days, 14:21:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6006, top5_acc: 0.8906, loss_cls: 5.3572, loss: 5.3572 +2025-06-27 12:42:26,376 - pyskl - INFO - Epoch [4][2300/3405] lr: 2.496e-02, eta: 2 days, 14:20:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5913, top5_acc: 0.8875, loss_cls: 5.3177, loss: 5.3177 +2025-06-27 12:43:10,910 - pyskl - INFO - Epoch [4][2400/3405] lr: 2.496e-02, eta: 2 days, 14:19:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6169, top5_acc: 0.8912, loss_cls: 5.3627, loss: 5.3627 +2025-06-27 12:43:55,266 - pyskl - INFO - Epoch [4][2500/3405] lr: 2.496e-02, eta: 2 days, 14:18:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6106, top5_acc: 0.8988, loss_cls: 5.4085, loss: 5.4085 +2025-06-27 12:44:39,748 - pyskl - INFO - Epoch [4][2600/3405] lr: 2.496e-02, eta: 2 days, 14:16:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6238, top5_acc: 0.8988, loss_cls: 5.2788, loss: 5.2788 +2025-06-27 12:45:24,035 - pyskl - INFO - Epoch [4][2700/3405] lr: 2.496e-02, eta: 2 days, 14:15:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6075, top5_acc: 0.8800, loss_cls: 5.3884, loss: 5.3884 +2025-06-27 12:46:08,486 - pyskl - INFO - Epoch [4][2800/3405] lr: 2.496e-02, eta: 2 days, 14:14:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5906, top5_acc: 0.8931, loss_cls: 5.3321, loss: 5.3321 +2025-06-27 12:46:52,970 - pyskl - INFO - Epoch [4][2900/3405] lr: 2.496e-02, eta: 2 days, 14:13:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6012, top5_acc: 0.8931, loss_cls: 5.3749, loss: 5.3749 +2025-06-27 12:47:37,432 - pyskl - INFO - Epoch [4][3000/3405] lr: 2.496e-02, eta: 2 days, 14:12:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6144, top5_acc: 0.8969, loss_cls: 5.2502, loss: 5.2502 +2025-06-27 12:48:21,749 - pyskl - INFO - Epoch [4][3100/3405] lr: 2.496e-02, eta: 2 days, 14:11:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5887, top5_acc: 0.8775, loss_cls: 5.3846, loss: 5.3846 +2025-06-27 12:49:06,199 - pyskl - INFO - Epoch [4][3200/3405] lr: 2.496e-02, eta: 2 days, 14:10:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6000, top5_acc: 0.8906, loss_cls: 5.3236, loss: 5.3236 +2025-06-27 12:49:50,653 - pyskl - INFO - Epoch [4][3300/3405] lr: 2.496e-02, eta: 2 days, 14:09:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5881, top5_acc: 0.9019, loss_cls: 5.4326, loss: 5.4326 +2025-06-27 12:50:35,183 - pyskl - INFO - Epoch [4][3400/3405] lr: 2.496e-02, eta: 2 days, 14:08:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6206, top5_acc: 0.8931, loss_cls: 5.2682, loss: 5.2682 +2025-06-27 12:50:37,775 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-06-27 12:54:30,343 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 12:54:30,889 - pyskl - INFO - +top1_acc 0.5791 +top5_acc 0.8754 +2025-06-27 12:54:30,942 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_3.pth was removed +2025-06-27 12:54:31,998 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-06-27 12:54:32,000 - pyskl - INFO - Best top1_acc is 0.5791 at 4 epoch. +2025-06-27 12:54:32,021 - pyskl - INFO - Epoch(val) [4][3718] top1_acc: 0.5791, top5_acc: 0.8754 +2025-06-27 12:55:39,260 - pyskl - INFO - Epoch [5][100/3405] lr: 2.496e-02, eta: 2 days, 14:19:17, time: 0.672, data_time: 0.228, memory: 13268, top1_acc: 0.6112, top5_acc: 0.9012, loss_cls: 5.2889, loss: 5.2889 +2025-06-27 12:56:23,773 - pyskl - INFO - Epoch [5][200/3405] lr: 2.495e-02, eta: 2 days, 14:18:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6194, top5_acc: 0.8950, loss_cls: 5.3474, loss: 5.3474 +2025-06-27 12:57:08,217 - pyskl - INFO - Epoch [5][300/3405] lr: 2.495e-02, eta: 2 days, 14:16:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6138, top5_acc: 0.9044, loss_cls: 5.2809, loss: 5.2809 +2025-06-27 12:57:52,607 - pyskl - INFO - Epoch [5][400/3405] lr: 2.495e-02, eta: 2 days, 14:15:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6175, top5_acc: 0.9081, loss_cls: 5.3505, loss: 5.3505 +2025-06-27 12:58:37,122 - pyskl - INFO - Epoch [5][500/3405] lr: 2.495e-02, eta: 2 days, 14:14:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6262, top5_acc: 0.9213, loss_cls: 5.1754, loss: 5.1754 +2025-06-27 12:59:21,811 - pyskl - INFO - Epoch [5][600/3405] lr: 2.495e-02, eta: 2 days, 14:13:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6288, top5_acc: 0.9025, loss_cls: 5.2790, loss: 5.2790 +2025-06-27 13:00:06,404 - pyskl - INFO - Epoch [5][700/3405] lr: 2.495e-02, eta: 2 days, 14:12:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6019, top5_acc: 0.9019, loss_cls: 5.3308, loss: 5.3308 +2025-06-27 13:00:50,648 - pyskl - INFO - Epoch [5][800/3405] lr: 2.495e-02, eta: 2 days, 14:11:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6156, top5_acc: 0.9106, loss_cls: 5.1805, loss: 5.1805 +2025-06-27 13:01:34,951 - pyskl - INFO - Epoch [5][900/3405] lr: 2.495e-02, eta: 2 days, 14:10:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6444, top5_acc: 0.9087, loss_cls: 5.1555, loss: 5.1555 +2025-06-27 13:02:19,313 - pyskl - INFO - Epoch [5][1000/3405] lr: 2.495e-02, eta: 2 days, 14:09:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6112, top5_acc: 0.8900, loss_cls: 5.2266, loss: 5.2266 +2025-06-27 13:03:03,669 - pyskl - INFO - Epoch [5][1100/3405] lr: 2.495e-02, eta: 2 days, 14:07:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6112, top5_acc: 0.9044, loss_cls: 5.2131, loss: 5.2131 +2025-06-27 13:03:47,982 - pyskl - INFO - Epoch [5][1200/3405] lr: 2.495e-02, eta: 2 days, 14:06:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.9087, loss_cls: 5.1170, loss: 5.1170 +2025-06-27 13:04:32,293 - pyskl - INFO - Epoch [5][1300/3405] lr: 2.495e-02, eta: 2 days, 14:05:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6338, top5_acc: 0.9113, loss_cls: 5.1636, loss: 5.1636 +2025-06-27 13:05:16,589 - pyskl - INFO - Epoch [5][1400/3405] lr: 2.495e-02, eta: 2 days, 14:04:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6238, top5_acc: 0.9019, loss_cls: 5.1313, loss: 5.1313 +2025-06-27 13:06:00,821 - pyskl - INFO - Epoch [5][1500/3405] lr: 2.495e-02, eta: 2 days, 14:03:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6575, top5_acc: 0.9119, loss_cls: 5.0770, loss: 5.0770 +2025-06-27 13:06:45,161 - pyskl - INFO - Epoch [5][1600/3405] lr: 2.495e-02, eta: 2 days, 14:01:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6088, top5_acc: 0.8950, loss_cls: 5.3839, loss: 5.3839 +2025-06-27 13:07:29,675 - pyskl - INFO - Epoch [5][1700/3405] lr: 2.494e-02, eta: 2 days, 14:00:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6344, top5_acc: 0.9081, loss_cls: 5.1158, loss: 5.1158 +2025-06-27 13:08:13,917 - pyskl - INFO - Epoch [5][1800/3405] lr: 2.494e-02, eta: 2 days, 13:59:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.9062, loss_cls: 5.0131, loss: 5.0131 +2025-06-27 13:08:58,205 - pyskl - INFO - Epoch [5][1900/3405] lr: 2.494e-02, eta: 2 days, 13:58:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6319, top5_acc: 0.9050, loss_cls: 5.1488, loss: 5.1488 +2025-06-27 13:09:42,474 - pyskl - INFO - Epoch [5][2000/3405] lr: 2.494e-02, eta: 2 days, 13:57:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6294, top5_acc: 0.9156, loss_cls: 5.1410, loss: 5.1410 +2025-06-27 13:10:26,798 - pyskl - INFO - Epoch [5][2100/3405] lr: 2.494e-02, eta: 2 days, 13:56:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6419, top5_acc: 0.9169, loss_cls: 5.0762, loss: 5.0762 +2025-06-27 13:11:11,102 - pyskl - INFO - Epoch [5][2200/3405] lr: 2.494e-02, eta: 2 days, 13:55:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.9231, loss_cls: 4.9970, loss: 4.9970 +2025-06-27 13:11:55,362 - pyskl - INFO - Epoch [5][2300/3405] lr: 2.494e-02, eta: 2 days, 13:53:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6269, top5_acc: 0.9044, loss_cls: 5.1700, loss: 5.1700 +2025-06-27 13:12:39,574 - pyskl - INFO - Epoch [5][2400/3405] lr: 2.494e-02, eta: 2 days, 13:52:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9106, loss_cls: 5.0927, loss: 5.0927 +2025-06-27 13:13:23,879 - pyskl - INFO - Epoch [5][2500/3405] lr: 2.494e-02, eta: 2 days, 13:51:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6256, top5_acc: 0.9044, loss_cls: 5.1833, loss: 5.1833 +2025-06-27 13:14:08,177 - pyskl - INFO - Epoch [5][2600/3405] lr: 2.494e-02, eta: 2 days, 13:50:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6362, top5_acc: 0.9075, loss_cls: 5.0978, loss: 5.0978 +2025-06-27 13:14:52,447 - pyskl - INFO - Epoch [5][2700/3405] lr: 2.494e-02, eta: 2 days, 13:49:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6544, top5_acc: 0.9306, loss_cls: 4.8654, loss: 4.8654 +2025-06-27 13:15:36,687 - pyskl - INFO - Epoch [5][2800/3405] lr: 2.494e-02, eta: 2 days, 13:48:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.9131, loss_cls: 5.0605, loss: 5.0605 +2025-06-27 13:16:20,922 - pyskl - INFO - Epoch [5][2900/3405] lr: 2.494e-02, eta: 2 days, 13:47:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9163, loss_cls: 4.9848, loss: 4.9848 +2025-06-27 13:17:05,255 - pyskl - INFO - Epoch [5][3000/3405] lr: 2.493e-02, eta: 2 days, 13:46:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6150, top5_acc: 0.8931, loss_cls: 5.1806, loss: 5.1806 +2025-06-27 13:17:49,598 - pyskl - INFO - Epoch [5][3100/3405] lr: 2.493e-02, eta: 2 days, 13:44:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6438, top5_acc: 0.9087, loss_cls: 4.9807, loss: 4.9807 +2025-06-27 13:18:33,891 - pyskl - INFO - Epoch [5][3200/3405] lr: 2.493e-02, eta: 2 days, 13:43:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6462, top5_acc: 0.9069, loss_cls: 4.9857, loss: 4.9857 +2025-06-27 13:19:18,172 - pyskl - INFO - Epoch [5][3300/3405] lr: 2.493e-02, eta: 2 days, 13:42:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6219, top5_acc: 0.9094, loss_cls: 5.1382, loss: 5.1382 +2025-06-27 13:20:02,707 - pyskl - INFO - Epoch [5][3400/3405] lr: 2.493e-02, eta: 2 days, 13:41:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.9150, loss_cls: 5.0668, loss: 5.0668 +2025-06-27 13:20:05,292 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-06-27 13:39:51,894 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 13:39:52,448 - pyskl - INFO - +top1_acc 0.6261 +top5_acc 0.8975 +2025-06-27 13:39:52,504 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_4.pth was removed +2025-06-27 13:39:53,644 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-06-27 13:39:53,646 - pyskl - INFO - Best top1_acc is 0.6261 at 5 epoch. +2025-06-27 13:39:53,673 - pyskl - INFO - Epoch(val) [5][3718] top1_acc: 0.6261, top5_acc: 0.8975 +2025-06-27 13:41:01,278 - pyskl - INFO - Epoch [6][100/3405] lr: 2.493e-02, eta: 2 days, 13:50:48, time: 0.676, data_time: 0.229, memory: 13268, top1_acc: 0.6525, top5_acc: 0.9263, loss_cls: 4.9186, loss: 4.9186 +2025-06-27 13:41:45,920 - pyskl - INFO - Epoch [6][200/3405] lr: 2.493e-02, eta: 2 days, 13:49:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9113, loss_cls: 4.7969, loss: 4.7969 +2025-06-27 13:42:30,259 - pyskl - INFO - Epoch [6][300/3405] lr: 2.493e-02, eta: 2 days, 13:48:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6319, top5_acc: 0.9150, loss_cls: 4.9988, loss: 4.9988 +2025-06-27 13:43:14,695 - pyskl - INFO - Epoch [6][400/3405] lr: 2.493e-02, eta: 2 days, 13:47:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6412, top5_acc: 0.9169, loss_cls: 5.0314, loss: 5.0314 +2025-06-27 13:43:59,206 - pyskl - INFO - Epoch [6][500/3405] lr: 2.493e-02, eta: 2 days, 13:46:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6350, top5_acc: 0.9087, loss_cls: 4.9832, loss: 4.9832 +2025-06-27 13:44:43,468 - pyskl - INFO - Epoch [6][600/3405] lr: 2.493e-02, eta: 2 days, 13:45:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9156, loss_cls: 4.8989, loss: 4.8989 +2025-06-27 13:45:27,758 - pyskl - INFO - Epoch [6][700/3405] lr: 2.493e-02, eta: 2 days, 13:44:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6656, top5_acc: 0.9087, loss_cls: 4.9437, loss: 4.9437 +2025-06-27 13:46:12,103 - pyskl - INFO - Epoch [6][800/3405] lr: 2.492e-02, eta: 2 days, 13:43:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.9150, loss_cls: 4.9504, loss: 4.9504 +2025-06-27 13:46:56,339 - pyskl - INFO - Epoch [6][900/3405] lr: 2.492e-02, eta: 2 days, 13:42:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6606, top5_acc: 0.9144, loss_cls: 4.9615, loss: 4.9615 +2025-06-27 13:47:40,612 - pyskl - INFO - Epoch [6][1000/3405] lr: 2.492e-02, eta: 2 days, 13:41:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6544, top5_acc: 0.9206, loss_cls: 4.9590, loss: 4.9590 +2025-06-27 13:48:24,911 - pyskl - INFO - Epoch [6][1100/3405] lr: 2.492e-02, eta: 2 days, 13:39:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6700, top5_acc: 0.9250, loss_cls: 4.8935, loss: 4.8935 +2025-06-27 13:49:09,237 - pyskl - INFO - Epoch [6][1200/3405] lr: 2.492e-02, eta: 2 days, 13:38:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9294, loss_cls: 4.9131, loss: 4.9131 +2025-06-27 13:49:53,657 - pyskl - INFO - Epoch [6][1300/3405] lr: 2.492e-02, eta: 2 days, 13:37:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6562, top5_acc: 0.9169, loss_cls: 4.9145, loss: 4.9145 +2025-06-27 13:50:37,957 - pyskl - INFO - Epoch [6][1400/3405] lr: 2.492e-02, eta: 2 days, 13:36:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6419, top5_acc: 0.9131, loss_cls: 4.9788, loss: 4.9788 +2025-06-27 13:51:22,163 - pyskl - INFO - Epoch [6][1500/3405] lr: 2.492e-02, eta: 2 days, 13:35:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6806, top5_acc: 0.9194, loss_cls: 4.8703, loss: 4.8703 +2025-06-27 13:52:06,413 - pyskl - INFO - Epoch [6][1600/3405] lr: 2.492e-02, eta: 2 days, 13:34:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9106, loss_cls: 5.0578, loss: 5.0578 +2025-06-27 13:52:50,614 - pyskl - INFO - Epoch [6][1700/3405] lr: 2.492e-02, eta: 2 days, 13:33:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6425, top5_acc: 0.9237, loss_cls: 5.0500, loss: 5.0500 +2025-06-27 13:53:34,686 - pyskl - INFO - Epoch [6][1800/3405] lr: 2.492e-02, eta: 2 days, 13:32:11, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.6394, top5_acc: 0.9087, loss_cls: 4.9854, loss: 4.9854 +2025-06-27 13:54:18,785 - pyskl - INFO - Epoch [6][1900/3405] lr: 2.492e-02, eta: 2 days, 13:31:02, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9187, loss_cls: 4.8644, loss: 4.8644 +2025-06-27 13:55:03,069 - pyskl - INFO - Epoch [6][2000/3405] lr: 2.491e-02, eta: 2 days, 13:29:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9263, loss_cls: 4.7953, loss: 4.7953 +2025-06-27 13:55:47,266 - pyskl - INFO - Epoch [6][2100/3405] lr: 2.491e-02, eta: 2 days, 13:28:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9213, loss_cls: 4.8589, loss: 4.8589 +2025-06-27 13:56:31,551 - pyskl - INFO - Epoch [6][2200/3405] lr: 2.491e-02, eta: 2 days, 13:27:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9131, loss_cls: 4.9049, loss: 4.9049 +2025-06-27 13:57:15,836 - pyskl - INFO - Epoch [6][2300/3405] lr: 2.491e-02, eta: 2 days, 13:26:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9225, loss_cls: 4.8478, loss: 4.8478 +2025-06-27 13:58:00,056 - pyskl - INFO - Epoch [6][2400/3405] lr: 2.491e-02, eta: 2 days, 13:25:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6581, top5_acc: 0.9169, loss_cls: 4.8640, loss: 4.8640 +2025-06-27 13:58:44,264 - pyskl - INFO - Epoch [6][2500/3405] lr: 2.491e-02, eta: 2 days, 13:24:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9213, loss_cls: 4.8842, loss: 4.8842 +2025-06-27 13:59:28,532 - pyskl - INFO - Epoch [6][2600/3405] lr: 2.491e-02, eta: 2 days, 13:23:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9256, loss_cls: 4.8725, loss: 4.8725 +2025-06-27 14:00:12,814 - pyskl - INFO - Epoch [6][2700/3405] lr: 2.491e-02, eta: 2 days, 13:22:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9206, loss_cls: 4.8581, loss: 4.8581 +2025-06-27 14:00:57,214 - pyskl - INFO - Epoch [6][2800/3405] lr: 2.491e-02, eta: 2 days, 13:21:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9231, loss_cls: 4.7986, loss: 4.7986 +2025-06-27 14:01:41,657 - pyskl - INFO - Epoch [6][2900/3405] lr: 2.491e-02, eta: 2 days, 13:20:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9244, loss_cls: 4.7967, loss: 4.7967 +2025-06-27 14:02:26,148 - pyskl - INFO - Epoch [6][3000/3405] lr: 2.491e-02, eta: 2 days, 13:19:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9256, loss_cls: 4.8390, loss: 4.8390 +2025-06-27 14:03:10,513 - pyskl - INFO - Epoch [6][3100/3405] lr: 2.490e-02, eta: 2 days, 13:18:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9237, loss_cls: 4.8716, loss: 4.8716 +2025-06-27 14:03:54,880 - pyskl - INFO - Epoch [6][3200/3405] lr: 2.490e-02, eta: 2 days, 13:17:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6587, top5_acc: 0.9275, loss_cls: 4.7774, loss: 4.7774 +2025-06-27 14:04:39,257 - pyskl - INFO - Epoch [6][3300/3405] lr: 2.490e-02, eta: 2 days, 13:16:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9206, loss_cls: 4.8738, loss: 4.8738 +2025-06-27 14:05:23,606 - pyskl - INFO - Epoch [6][3400/3405] lr: 2.490e-02, eta: 2 days, 13:15:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9263, loss_cls: 4.8935, loss: 4.8935 +2025-06-27 14:05:26,243 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-06-27 14:09:19,089 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 14:09:19,629 - pyskl - INFO - +top1_acc 0.6602 +top5_acc 0.9153 +2025-06-27 14:09:19,681 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_5.pth was removed +2025-06-27 14:09:20,686 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-06-27 14:09:20,687 - pyskl - INFO - Best top1_acc is 0.6602 at 6 epoch. +2025-06-27 14:09:20,710 - pyskl - INFO - Epoch(val) [6][3718] top1_acc: 0.6602, top5_acc: 0.9153 +2025-06-27 14:10:27,838 - pyskl - INFO - Epoch [7][100/3405] lr: 2.490e-02, eta: 2 days, 13:22:39, time: 0.671, data_time: 0.228, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9337, loss_cls: 4.7497, loss: 4.7497 +2025-06-27 14:11:12,370 - pyskl - INFO - Epoch [7][200/3405] lr: 2.490e-02, eta: 2 days, 13:21:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9281, loss_cls: 4.6380, loss: 4.6380 +2025-06-27 14:11:56,858 - pyskl - INFO - Epoch [7][300/3405] lr: 2.490e-02, eta: 2 days, 13:20:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9250, loss_cls: 4.7365, loss: 4.7365 +2025-06-27 14:12:41,275 - pyskl - INFO - Epoch [7][400/3405] lr: 2.490e-02, eta: 2 days, 13:19:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6731, top5_acc: 0.9200, loss_cls: 4.8234, loss: 4.8234 +2025-06-27 14:13:25,664 - pyskl - INFO - Epoch [7][500/3405] lr: 2.490e-02, eta: 2 days, 13:18:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9375, loss_cls: 4.7676, loss: 4.7676 +2025-06-27 14:14:10,066 - pyskl - INFO - Epoch [7][600/3405] lr: 2.490e-02, eta: 2 days, 13:17:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9319, loss_cls: 4.6936, loss: 4.6936 +2025-06-27 14:14:54,548 - pyskl - INFO - Epoch [7][700/3405] lr: 2.489e-02, eta: 2 days, 13:16:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9269, loss_cls: 4.6947, loss: 4.6947 +2025-06-27 14:15:38,898 - pyskl - INFO - Epoch [7][800/3405] lr: 2.489e-02, eta: 2 days, 13:15:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9250, loss_cls: 4.6857, loss: 4.6857 +2025-06-27 14:16:23,121 - pyskl - INFO - Epoch [7][900/3405] lr: 2.489e-02, eta: 2 days, 13:14:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6806, top5_acc: 0.9275, loss_cls: 4.6553, loss: 4.6553 +2025-06-27 14:17:07,355 - pyskl - INFO - Epoch [7][1000/3405] lr: 2.489e-02, eta: 2 days, 13:13:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9275, loss_cls: 4.6579, loss: 4.6579 +2025-06-27 14:17:51,636 - pyskl - INFO - Epoch [7][1100/3405] lr: 2.489e-02, eta: 2 days, 13:12:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9181, loss_cls: 4.7685, loss: 4.7685 +2025-06-27 14:18:35,929 - pyskl - INFO - Epoch [7][1200/3405] lr: 2.489e-02, eta: 2 days, 13:11:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6713, top5_acc: 0.9237, loss_cls: 4.8391, loss: 4.8391 +2025-06-27 14:19:20,214 - pyskl - INFO - Epoch [7][1300/3405] lr: 2.489e-02, eta: 2 days, 13:10:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6681, top5_acc: 0.9200, loss_cls: 4.8612, loss: 4.8612 +2025-06-27 14:20:04,495 - pyskl - INFO - Epoch [7][1400/3405] lr: 2.489e-02, eta: 2 days, 13:09:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9306, loss_cls: 4.7880, loss: 4.7880 +2025-06-27 14:20:48,620 - pyskl - INFO - Epoch [7][1500/3405] lr: 2.489e-02, eta: 2 days, 13:08:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9387, loss_cls: 4.6699, loss: 4.6699 +2025-06-27 14:21:32,944 - pyskl - INFO - Epoch [7][1600/3405] lr: 2.489e-02, eta: 2 days, 13:07:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9306, loss_cls: 4.7469, loss: 4.7469 +2025-06-27 14:22:17,218 - pyskl - INFO - Epoch [7][1700/3405] lr: 2.488e-02, eta: 2 days, 13:06:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9350, loss_cls: 4.6997, loss: 4.6997 +2025-06-27 14:23:01,546 - pyskl - INFO - Epoch [7][1800/3405] lr: 2.488e-02, eta: 2 days, 13:05:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9294, loss_cls: 4.7063, loss: 4.7063 +2025-06-27 14:23:45,964 - pyskl - INFO - Epoch [7][1900/3405] lr: 2.488e-02, eta: 2 days, 13:04:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9269, loss_cls: 4.5727, loss: 4.5727 +2025-06-27 14:24:30,324 - pyskl - INFO - Epoch [7][2000/3405] lr: 2.488e-02, eta: 2 days, 13:03:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9187, loss_cls: 4.8308, loss: 4.8308 +2025-06-27 14:25:14,783 - pyskl - INFO - Epoch [7][2100/3405] lr: 2.488e-02, eta: 2 days, 13:02:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9275, loss_cls: 4.6589, loss: 4.6589 +2025-06-27 14:25:59,146 - pyskl - INFO - Epoch [7][2200/3405] lr: 2.488e-02, eta: 2 days, 13:01:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9206, loss_cls: 4.7047, loss: 4.7047 +2025-06-27 14:26:43,482 - pyskl - INFO - Epoch [7][2300/3405] lr: 2.488e-02, eta: 2 days, 13:00:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6687, top5_acc: 0.9269, loss_cls: 4.8048, loss: 4.8048 +2025-06-27 14:27:27,870 - pyskl - INFO - Epoch [7][2400/3405] lr: 2.488e-02, eta: 2 days, 12:59:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9337, loss_cls: 4.6919, loss: 4.6919 +2025-06-27 14:28:12,284 - pyskl - INFO - Epoch [7][2500/3405] lr: 2.488e-02, eta: 2 days, 12:58:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9300, loss_cls: 4.6369, loss: 4.6369 +2025-06-27 14:28:56,646 - pyskl - INFO - Epoch [7][2600/3405] lr: 2.487e-02, eta: 2 days, 12:57:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6713, top5_acc: 0.9144, loss_cls: 4.7644, loss: 4.7644 +2025-06-27 14:29:41,032 - pyskl - INFO - Epoch [7][2700/3405] lr: 2.487e-02, eta: 2 days, 12:56:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6806, top5_acc: 0.9231, loss_cls: 4.7908, loss: 4.7908 +2025-06-27 14:30:25,478 - pyskl - INFO - Epoch [7][2800/3405] lr: 2.487e-02, eta: 2 days, 12:55:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9294, loss_cls: 4.7414, loss: 4.7414 +2025-06-27 14:31:10,072 - pyskl - INFO - Epoch [7][2900/3405] lr: 2.487e-02, eta: 2 days, 12:54:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9256, loss_cls: 4.6790, loss: 4.6790 +2025-06-27 14:31:54,436 - pyskl - INFO - Epoch [7][3000/3405] lr: 2.487e-02, eta: 2 days, 12:53:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9287, loss_cls: 4.6141, loss: 4.6141 +2025-06-27 14:32:38,706 - pyskl - INFO - Epoch [7][3100/3405] lr: 2.487e-02, eta: 2 days, 12:52:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9250, loss_cls: 4.6907, loss: 4.6907 +2025-06-27 14:33:23,229 - pyskl - INFO - Epoch [7][3200/3405] lr: 2.487e-02, eta: 2 days, 12:51:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9263, loss_cls: 4.6602, loss: 4.6602 +2025-06-27 14:34:07,911 - pyskl - INFO - Epoch [7][3300/3405] lr: 2.487e-02, eta: 2 days, 12:50:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9300, loss_cls: 4.6244, loss: 4.6244 +2025-06-27 14:34:52,370 - pyskl - INFO - Epoch [7][3400/3405] lr: 2.487e-02, eta: 2 days, 12:50:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9400, loss_cls: 4.6915, loss: 4.6915 +2025-06-27 14:34:55,001 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-06-27 14:38:47,671 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 14:38:48,214 - pyskl - INFO - +top1_acc 0.6752 +top5_acc 0.9251 +2025-06-27 14:38:48,270 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_6.pth was removed +2025-06-27 14:38:49,299 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-06-27 14:38:49,301 - pyskl - INFO - Best top1_acc is 0.6752 at 7 epoch. +2025-06-27 14:38:49,322 - pyskl - INFO - Epoch(val) [7][3718] top1_acc: 0.6752, top5_acc: 0.9251 +2025-06-27 14:39:56,675 - pyskl - INFO - Epoch [8][100/3405] lr: 2.486e-02, eta: 2 days, 12:56:06, time: 0.673, data_time: 0.227, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9363, loss_cls: 4.4665, loss: 4.4665 +2025-06-27 14:40:41,174 - pyskl - INFO - Epoch [8][200/3405] lr: 2.486e-02, eta: 2 days, 12:55:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9294, loss_cls: 4.6264, loss: 4.6264 +2025-06-27 14:41:25,738 - pyskl - INFO - Epoch [8][300/3405] lr: 2.486e-02, eta: 2 days, 12:54:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9313, loss_cls: 4.6230, loss: 4.6230 +2025-06-27 14:42:10,124 - pyskl - INFO - Epoch [8][400/3405] lr: 2.486e-02, eta: 2 days, 12:53:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9275, loss_cls: 4.7395, loss: 4.7395 +2025-06-27 14:42:54,513 - pyskl - INFO - Epoch [8][500/3405] lr: 2.486e-02, eta: 2 days, 12:52:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9350, loss_cls: 4.7071, loss: 4.7071 +2025-06-27 14:43:38,910 - pyskl - INFO - Epoch [8][600/3405] lr: 2.486e-02, eta: 2 days, 12:51:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9287, loss_cls: 4.5269, loss: 4.5269 +2025-06-27 14:44:23,246 - pyskl - INFO - Epoch [8][700/3405] lr: 2.486e-02, eta: 2 days, 12:50:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9325, loss_cls: 4.6000, loss: 4.6000 +2025-06-27 14:45:07,699 - pyskl - INFO - Epoch [8][800/3405] lr: 2.486e-02, eta: 2 days, 12:49:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9381, loss_cls: 4.4956, loss: 4.4956 +2025-06-27 14:45:52,056 - pyskl - INFO - Epoch [8][900/3405] lr: 2.486e-02, eta: 2 days, 12:48:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9400, loss_cls: 4.5848, loss: 4.5848 +2025-06-27 14:46:36,397 - pyskl - INFO - Epoch [8][1000/3405] lr: 2.485e-02, eta: 2 days, 12:47:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9381, loss_cls: 4.5744, loss: 4.5744 +2025-06-27 14:47:20,770 - pyskl - INFO - Epoch [8][1100/3405] lr: 2.485e-02, eta: 2 days, 12:46:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9387, loss_cls: 4.6205, loss: 4.6205 +2025-06-27 14:48:05,091 - pyskl - INFO - Epoch [8][1200/3405] lr: 2.485e-02, eta: 2 days, 12:45:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9287, loss_cls: 4.6038, loss: 4.6038 +2025-06-27 14:48:49,398 - pyskl - INFO - Epoch [8][1300/3405] lr: 2.485e-02, eta: 2 days, 12:44:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9281, loss_cls: 4.5617, loss: 4.5617 +2025-06-27 14:49:33,830 - pyskl - INFO - Epoch [8][1400/3405] lr: 2.485e-02, eta: 2 days, 12:43:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9269, loss_cls: 4.6468, loss: 4.6468 +2025-06-27 14:50:18,149 - pyskl - INFO - Epoch [8][1500/3405] lr: 2.485e-02, eta: 2 days, 12:42:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9281, loss_cls: 4.4982, loss: 4.4982 +2025-06-27 14:51:02,500 - pyskl - INFO - Epoch [8][1600/3405] lr: 2.485e-02, eta: 2 days, 12:41:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9463, loss_cls: 4.5321, loss: 4.5321 +2025-06-27 14:51:46,815 - pyskl - INFO - Epoch [8][1700/3405] lr: 2.485e-02, eta: 2 days, 12:40:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9331, loss_cls: 4.5849, loss: 4.5849 +2025-06-27 14:52:31,243 - pyskl - INFO - Epoch [8][1800/3405] lr: 2.484e-02, eta: 2 days, 12:39:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9294, loss_cls: 4.7062, loss: 4.7062 +2025-06-27 14:53:15,762 - pyskl - INFO - Epoch [8][1900/3405] lr: 2.484e-02, eta: 2 days, 12:38:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9337, loss_cls: 4.6520, loss: 4.6520 +2025-06-27 14:54:00,219 - pyskl - INFO - Epoch [8][2000/3405] lr: 2.484e-02, eta: 2 days, 12:37:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9325, loss_cls: 4.6390, loss: 4.6390 +2025-06-27 14:54:44,707 - pyskl - INFO - Epoch [8][2100/3405] lr: 2.484e-02, eta: 2 days, 12:36:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9194, loss_cls: 4.5443, loss: 4.5443 +2025-06-27 14:55:29,173 - pyskl - INFO - Epoch [8][2200/3405] lr: 2.484e-02, eta: 2 days, 12:36:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9325, loss_cls: 4.5705, loss: 4.5705 +2025-06-27 14:56:13,624 - pyskl - INFO - Epoch [8][2300/3405] lr: 2.484e-02, eta: 2 days, 12:35:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9181, loss_cls: 4.6280, loss: 4.6280 +2025-06-27 14:56:57,983 - pyskl - INFO - Epoch [8][2400/3405] lr: 2.484e-02, eta: 2 days, 12:34:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9281, loss_cls: 4.5943, loss: 4.5943 +2025-06-27 14:57:42,339 - pyskl - INFO - Epoch [8][2500/3405] lr: 2.484e-02, eta: 2 days, 12:33:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9275, loss_cls: 4.7484, loss: 4.7484 +2025-06-27 14:58:26,592 - pyskl - INFO - Epoch [8][2600/3405] lr: 2.484e-02, eta: 2 days, 12:32:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9300, loss_cls: 4.6127, loss: 4.6127 +2025-06-27 14:59:10,944 - pyskl - INFO - Epoch [8][2700/3405] lr: 2.483e-02, eta: 2 days, 12:31:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9313, loss_cls: 4.6385, loss: 4.6385 +2025-06-27 14:59:55,254 - pyskl - INFO - Epoch [8][2800/3405] lr: 2.483e-02, eta: 2 days, 12:30:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9381, loss_cls: 4.6466, loss: 4.6466 +2025-06-27 15:00:39,708 - pyskl - INFO - Epoch [8][2900/3405] lr: 2.483e-02, eta: 2 days, 12:29:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9425, loss_cls: 4.4099, loss: 4.4099 +2025-06-27 15:01:24,033 - pyskl - INFO - Epoch [8][3000/3405] lr: 2.483e-02, eta: 2 days, 12:28:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9294, loss_cls: 4.6542, loss: 4.6542 +2025-06-27 15:02:08,426 - pyskl - INFO - Epoch [8][3100/3405] lr: 2.483e-02, eta: 2 days, 12:27:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9400, loss_cls: 4.5047, loss: 4.5047 +2025-06-27 15:02:52,843 - pyskl - INFO - Epoch [8][3200/3405] lr: 2.483e-02, eta: 2 days, 12:26:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9319, loss_cls: 4.6313, loss: 4.6313 +2025-06-27 15:03:37,523 - pyskl - INFO - Epoch [8][3300/3405] lr: 2.483e-02, eta: 2 days, 12:25:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9356, loss_cls: 4.5160, loss: 4.5160 +2025-06-27 15:04:21,920 - pyskl - INFO - Epoch [8][3400/3405] lr: 2.483e-02, eta: 2 days, 12:24:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9319, loss_cls: 4.7089, loss: 4.7089 +2025-06-27 15:04:24,493 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-06-27 15:08:18,598 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 15:08:19,160 - pyskl - INFO - +top1_acc 0.6732 +top5_acc 0.9062 +2025-06-27 15:08:19,184 - pyskl - INFO - Epoch(val) [8][3718] top1_acc: 0.6732, top5_acc: 0.9062 +2025-06-27 15:09:26,897 - pyskl - INFO - Epoch [9][100/3405] lr: 2.482e-02, eta: 2 days, 12:30:06, time: 0.677, data_time: 0.233, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9463, loss_cls: 4.4803, loss: 4.4803 +2025-06-27 15:10:11,383 - pyskl - INFO - Epoch [9][200/3405] lr: 2.482e-02, eta: 2 days, 12:29:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9325, loss_cls: 4.5652, loss: 4.5652 +2025-06-27 15:10:55,750 - pyskl - INFO - Epoch [9][300/3405] lr: 2.482e-02, eta: 2 days, 12:28:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9319, loss_cls: 4.4960, loss: 4.4960 +2025-06-27 15:11:40,245 - pyskl - INFO - Epoch [9][400/3405] lr: 2.482e-02, eta: 2 days, 12:27:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9387, loss_cls: 4.5694, loss: 4.5694 +2025-06-27 15:12:24,715 - pyskl - INFO - Epoch [9][500/3405] lr: 2.482e-02, eta: 2 days, 12:26:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9363, loss_cls: 4.6509, loss: 4.6509 +2025-06-27 15:13:09,154 - pyskl - INFO - Epoch [9][600/3405] lr: 2.482e-02, eta: 2 days, 12:25:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9250, loss_cls: 4.6376, loss: 4.6376 +2025-06-27 15:13:53,630 - pyskl - INFO - Epoch [9][700/3405] lr: 2.482e-02, eta: 2 days, 12:24:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9400, loss_cls: 4.5699, loss: 4.5699 +2025-06-27 15:14:38,325 - pyskl - INFO - Epoch [9][800/3405] lr: 2.481e-02, eta: 2 days, 12:23:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9350, loss_cls: 4.6011, loss: 4.6011 +2025-06-27 15:15:22,778 - pyskl - INFO - Epoch [9][900/3405] lr: 2.481e-02, eta: 2 days, 12:22:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9350, loss_cls: 4.5412, loss: 4.5412 +2025-06-27 15:16:07,182 - pyskl - INFO - Epoch [9][1000/3405] lr: 2.481e-02, eta: 2 days, 12:21:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9337, loss_cls: 4.6064, loss: 4.6064 +2025-06-27 15:16:51,606 - pyskl - INFO - Epoch [9][1100/3405] lr: 2.481e-02, eta: 2 days, 12:20:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9437, loss_cls: 4.4883, loss: 4.4883 +2025-06-27 15:17:35,994 - pyskl - INFO - Epoch [9][1200/3405] lr: 2.481e-02, eta: 2 days, 12:20:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9419, loss_cls: 4.4713, loss: 4.4713 +2025-06-27 15:18:20,368 - pyskl - INFO - Epoch [9][1300/3405] lr: 2.481e-02, eta: 2 days, 12:19:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9350, loss_cls: 4.4435, loss: 4.4435 +2025-06-27 15:19:04,865 - pyskl - INFO - Epoch [9][1400/3405] lr: 2.481e-02, eta: 2 days, 12:18:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9419, loss_cls: 4.5202, loss: 4.5202 +2025-06-27 15:19:49,281 - pyskl - INFO - Epoch [9][1500/3405] lr: 2.481e-02, eta: 2 days, 12:17:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9287, loss_cls: 4.5377, loss: 4.5377 +2025-06-27 15:20:33,743 - pyskl - INFO - Epoch [9][1600/3405] lr: 2.480e-02, eta: 2 days, 12:16:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9325, loss_cls: 4.5266, loss: 4.5266 +2025-06-27 15:21:18,090 - pyskl - INFO - Epoch [9][1700/3405] lr: 2.480e-02, eta: 2 days, 12:15:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9187, loss_cls: 4.5691, loss: 4.5691 +2025-06-27 15:22:02,478 - pyskl - INFO - Epoch [9][1800/3405] lr: 2.480e-02, eta: 2 days, 12:14:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9269, loss_cls: 4.5769, loss: 4.5769 +2025-06-27 15:22:46,725 - pyskl - INFO - Epoch [9][1900/3405] lr: 2.480e-02, eta: 2 days, 12:13:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9350, loss_cls: 4.4829, loss: 4.4829 +2025-06-27 15:23:31,080 - pyskl - INFO - Epoch [9][2000/3405] lr: 2.480e-02, eta: 2 days, 12:12:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9344, loss_cls: 4.6180, loss: 4.6180 +2025-06-27 15:24:15,439 - pyskl - INFO - Epoch [9][2100/3405] lr: 2.480e-02, eta: 2 days, 12:11:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9363, loss_cls: 4.4863, loss: 4.4863 +2025-06-27 15:24:59,778 - pyskl - INFO - Epoch [9][2200/3405] lr: 2.480e-02, eta: 2 days, 12:10:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9400, loss_cls: 4.5365, loss: 4.5365 +2025-06-27 15:25:44,011 - pyskl - INFO - Epoch [9][2300/3405] lr: 2.479e-02, eta: 2 days, 12:09:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9331, loss_cls: 4.5772, loss: 4.5772 +2025-06-27 15:26:28,266 - pyskl - INFO - Epoch [9][2400/3405] lr: 2.479e-02, eta: 2 days, 12:08:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9375, loss_cls: 4.5339, loss: 4.5339 +2025-06-27 15:27:12,560 - pyskl - INFO - Epoch [9][2500/3405] lr: 2.479e-02, eta: 2 days, 12:07:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9369, loss_cls: 4.4549, loss: 4.4549 +2025-06-27 15:27:56,812 - pyskl - INFO - Epoch [9][2600/3405] lr: 2.479e-02, eta: 2 days, 12:06:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9137, loss_cls: 4.5812, loss: 4.5812 +2025-06-27 15:28:41,153 - pyskl - INFO - Epoch [9][2700/3405] lr: 2.479e-02, eta: 2 days, 12:05:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9450, loss_cls: 4.5089, loss: 4.5089 +2025-06-27 15:29:25,417 - pyskl - INFO - Epoch [9][2800/3405] lr: 2.479e-02, eta: 2 days, 12:05:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9431, loss_cls: 4.3618, loss: 4.3618 +2025-06-27 15:30:09,734 - pyskl - INFO - Epoch [9][2900/3405] lr: 2.479e-02, eta: 2 days, 12:04:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9419, loss_cls: 4.4849, loss: 4.4849 +2025-06-27 15:30:54,053 - pyskl - INFO - Epoch [9][3000/3405] lr: 2.478e-02, eta: 2 days, 12:03:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9450, loss_cls: 4.5079, loss: 4.5079 +2025-06-27 15:31:38,440 - pyskl - INFO - Epoch [9][3100/3405] lr: 2.478e-02, eta: 2 days, 12:02:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9294, loss_cls: 4.5090, loss: 4.5090 +2025-06-27 15:32:22,903 - pyskl - INFO - Epoch [9][3200/3405] lr: 2.478e-02, eta: 2 days, 12:01:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9481, loss_cls: 4.4160, loss: 4.4160 +2025-06-27 15:33:07,411 - pyskl - INFO - Epoch [9][3300/3405] lr: 2.478e-02, eta: 2 days, 12:00:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9244, loss_cls: 4.5249, loss: 4.5249 +2025-06-27 15:33:51,690 - pyskl - INFO - Epoch [9][3400/3405] lr: 2.478e-02, eta: 2 days, 11:59:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9406, loss_cls: 4.4305, loss: 4.4305 +2025-06-27 15:33:54,282 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-06-27 15:37:46,685 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 15:37:47,225 - pyskl - INFO - +top1_acc 0.6582 +top5_acc 0.9150 +2025-06-27 15:37:47,245 - pyskl - INFO - Epoch(val) [9][3718] top1_acc: 0.6582, top5_acc: 0.9150 +2025-06-27 15:38:54,678 - pyskl - INFO - Epoch [10][100/3405] lr: 2.478e-02, eta: 2 days, 12:04:02, time: 0.674, data_time: 0.229, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9394, loss_cls: 4.3744, loss: 4.3744 +2025-06-27 15:39:39,094 - pyskl - INFO - Epoch [10][200/3405] lr: 2.478e-02, eta: 2 days, 12:03:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9431, loss_cls: 4.3687, loss: 4.3687 +2025-06-27 15:40:23,604 - pyskl - INFO - Epoch [10][300/3405] lr: 2.477e-02, eta: 2 days, 12:02:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9356, loss_cls: 4.4396, loss: 4.4396 +2025-06-27 15:41:08,456 - pyskl - INFO - Epoch [10][400/3405] lr: 2.477e-02, eta: 2 days, 12:01:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9456, loss_cls: 4.4409, loss: 4.4409 +2025-06-27 15:41:52,991 - pyskl - INFO - Epoch [10][500/3405] lr: 2.477e-02, eta: 2 days, 12:00:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9413, loss_cls: 4.4906, loss: 4.4906 +2025-06-27 15:42:37,560 - pyskl - INFO - Epoch [10][600/3405] lr: 2.477e-02, eta: 2 days, 11:59:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9444, loss_cls: 4.3697, loss: 4.3697 +2025-06-27 15:43:22,129 - pyskl - INFO - Epoch [10][700/3405] lr: 2.477e-02, eta: 2 days, 11:58:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9394, loss_cls: 4.4097, loss: 4.4097 +2025-06-27 15:44:06,439 - pyskl - INFO - Epoch [10][800/3405] lr: 2.477e-02, eta: 2 days, 11:57:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9363, loss_cls: 4.5404, loss: 4.5404 +2025-06-27 15:44:50,640 - pyskl - INFO - Epoch [10][900/3405] lr: 2.477e-02, eta: 2 days, 11:56:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9394, loss_cls: 4.4860, loss: 4.4860 +2025-06-27 15:45:34,942 - pyskl - INFO - Epoch [10][1000/3405] lr: 2.476e-02, eta: 2 days, 11:55:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9344, loss_cls: 4.4792, loss: 4.4792 +2025-06-27 15:46:19,237 - pyskl - INFO - Epoch [10][1100/3405] lr: 2.476e-02, eta: 2 days, 11:55:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9425, loss_cls: 4.5440, loss: 4.5440 +2025-06-27 15:47:03,549 - pyskl - INFO - Epoch [10][1200/3405] lr: 2.476e-02, eta: 2 days, 11:54:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9300, loss_cls: 4.5643, loss: 4.5643 +2025-06-27 15:47:47,839 - pyskl - INFO - Epoch [10][1300/3405] lr: 2.476e-02, eta: 2 days, 11:53:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9375, loss_cls: 4.5831, loss: 4.5831 +2025-06-27 15:48:32,170 - pyskl - INFO - Epoch [10][1400/3405] lr: 2.476e-02, eta: 2 days, 11:52:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9350, loss_cls: 4.5033, loss: 4.5033 +2025-06-27 15:49:16,445 - pyskl - INFO - Epoch [10][1500/3405] lr: 2.476e-02, eta: 2 days, 11:51:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9363, loss_cls: 4.4533, loss: 4.4533 +2025-06-27 15:50:00,792 - pyskl - INFO - Epoch [10][1600/3405] lr: 2.475e-02, eta: 2 days, 11:50:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9281, loss_cls: 4.5192, loss: 4.5192 +2025-06-27 15:50:45,130 - pyskl - INFO - Epoch [10][1700/3405] lr: 2.475e-02, eta: 2 days, 11:49:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9450, loss_cls: 4.3772, loss: 4.3772 +2025-06-27 15:51:29,381 - pyskl - INFO - Epoch [10][1800/3405] lr: 2.475e-02, eta: 2 days, 11:48:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9425, loss_cls: 4.3407, loss: 4.3407 +2025-06-27 15:52:13,679 - pyskl - INFO - Epoch [10][1900/3405] lr: 2.475e-02, eta: 2 days, 11:47:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9419, loss_cls: 4.4889, loss: 4.4889 +2025-06-27 15:52:57,906 - pyskl - INFO - Epoch [10][2000/3405] lr: 2.475e-02, eta: 2 days, 11:46:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9387, loss_cls: 4.4872, loss: 4.4872 +2025-06-27 15:53:42,130 - pyskl - INFO - Epoch [10][2100/3405] lr: 2.475e-02, eta: 2 days, 11:45:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9363, loss_cls: 4.4315, loss: 4.4315 +2025-06-27 15:54:26,382 - pyskl - INFO - Epoch [10][2200/3405] lr: 2.475e-02, eta: 2 days, 11:44:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9487, loss_cls: 4.5016, loss: 4.5016 +2025-06-27 15:55:10,687 - pyskl - INFO - Epoch [10][2300/3405] lr: 2.474e-02, eta: 2 days, 11:43:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9469, loss_cls: 4.2050, loss: 4.2050 +2025-06-27 15:55:55,106 - pyskl - INFO - Epoch [10][2400/3405] lr: 2.474e-02, eta: 2 days, 11:42:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9350, loss_cls: 4.5864, loss: 4.5864 +2025-06-27 15:56:39,568 - pyskl - INFO - Epoch [10][2500/3405] lr: 2.474e-02, eta: 2 days, 11:42:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9431, loss_cls: 4.4476, loss: 4.4476 +2025-06-27 15:57:23,938 - pyskl - INFO - Epoch [10][2600/3405] lr: 2.474e-02, eta: 2 days, 11:41:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9437, loss_cls: 4.3490, loss: 4.3490 +2025-06-27 15:58:08,372 - pyskl - INFO - Epoch [10][2700/3405] lr: 2.474e-02, eta: 2 days, 11:40:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9413, loss_cls: 4.3190, loss: 4.3190 +2025-06-27 15:58:52,805 - pyskl - INFO - Epoch [10][2800/3405] lr: 2.474e-02, eta: 2 days, 11:39:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9600, loss_cls: 4.2728, loss: 4.2728 +2025-06-27 15:59:37,213 - pyskl - INFO - Epoch [10][2900/3405] lr: 2.473e-02, eta: 2 days, 11:38:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9381, loss_cls: 4.3457, loss: 4.3457 +2025-06-27 16:00:21,554 - pyskl - INFO - Epoch [10][3000/3405] lr: 2.473e-02, eta: 2 days, 11:37:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9325, loss_cls: 4.5621, loss: 4.5621 +2025-06-27 16:01:06,010 - pyskl - INFO - Epoch [10][3100/3405] lr: 2.473e-02, eta: 2 days, 11:36:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9419, loss_cls: 4.4484, loss: 4.4484 +2025-06-27 16:01:50,533 - pyskl - INFO - Epoch [10][3200/3405] lr: 2.473e-02, eta: 2 days, 11:35:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9313, loss_cls: 4.4826, loss: 4.4826 +2025-06-27 16:02:35,256 - pyskl - INFO - Epoch [10][3300/3405] lr: 2.473e-02, eta: 2 days, 11:35:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9413, loss_cls: 4.3524, loss: 4.3524 +2025-06-27 16:03:19,982 - pyskl - INFO - Epoch [10][3400/3405] lr: 2.473e-02, eta: 2 days, 11:34:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9394, loss_cls: 4.3536, loss: 4.3536 +2025-06-27 16:03:22,529 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-06-27 16:22:55,831 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 16:22:56,388 - pyskl - INFO - +top1_acc 0.6881 +top5_acc 0.9271 +2025-06-27 16:22:56,447 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_7.pth was removed +2025-06-27 16:22:57,521 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2025-06-27 16:22:57,523 - pyskl - INFO - Best top1_acc is 0.6881 at 10 epoch. +2025-06-27 16:22:57,553 - pyskl - INFO - Epoch(val) [10][3718] top1_acc: 0.6881, top5_acc: 0.9271 +2025-06-27 16:24:05,714 - pyskl - INFO - Epoch [11][100/3405] lr: 2.473e-02, eta: 2 days, 11:38:21, time: 0.682, data_time: 0.235, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9506, loss_cls: 4.3299, loss: 4.3299 +2025-06-27 16:24:50,190 - pyskl - INFO - Epoch [11][200/3405] lr: 2.472e-02, eta: 2 days, 11:37:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9563, loss_cls: 4.2719, loss: 4.2719 +2025-06-27 16:25:34,770 - pyskl - INFO - Epoch [11][300/3405] lr: 2.472e-02, eta: 2 days, 11:36:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9381, loss_cls: 4.2277, loss: 4.2277 +2025-06-27 16:26:19,276 - pyskl - INFO - Epoch [11][400/3405] lr: 2.472e-02, eta: 2 days, 11:35:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9475, loss_cls: 4.2702, loss: 4.2702 +2025-06-27 16:27:03,643 - pyskl - INFO - Epoch [11][500/3405] lr: 2.472e-02, eta: 2 days, 11:34:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9463, loss_cls: 4.3954, loss: 4.3954 +2025-06-27 16:27:48,002 - pyskl - INFO - Epoch [11][600/3405] lr: 2.472e-02, eta: 2 days, 11:33:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9463, loss_cls: 4.4426, loss: 4.4426 +2025-06-27 16:28:32,565 - pyskl - INFO - Epoch [11][700/3405] lr: 2.472e-02, eta: 2 days, 11:33:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9394, loss_cls: 4.4295, loss: 4.4295 +2025-06-27 16:29:16,931 - pyskl - INFO - Epoch [11][800/3405] lr: 2.471e-02, eta: 2 days, 11:32:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9481, loss_cls: 4.4022, loss: 4.4022 +2025-06-27 16:30:01,347 - pyskl - INFO - Epoch [11][900/3405] lr: 2.471e-02, eta: 2 days, 11:31:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9469, loss_cls: 4.3919, loss: 4.3919 +2025-06-27 16:30:45,677 - pyskl - INFO - Epoch [11][1000/3405] lr: 2.471e-02, eta: 2 days, 11:30:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9456, loss_cls: 4.2711, loss: 4.2711 +2025-06-27 16:31:30,135 - pyskl - INFO - Epoch [11][1100/3405] lr: 2.471e-02, eta: 2 days, 11:29:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9469, loss_cls: 4.3377, loss: 4.3377 +2025-06-27 16:32:14,617 - pyskl - INFO - Epoch [11][1200/3405] lr: 2.471e-02, eta: 2 days, 11:28:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9394, loss_cls: 4.3416, loss: 4.3416 +2025-06-27 16:32:58,958 - pyskl - INFO - Epoch [11][1300/3405] lr: 2.471e-02, eta: 2 days, 11:27:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9394, loss_cls: 4.3630, loss: 4.3630 +2025-06-27 16:33:43,352 - pyskl - INFO - Epoch [11][1400/3405] lr: 2.470e-02, eta: 2 days, 11:26:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9444, loss_cls: 4.2900, loss: 4.2900 +2025-06-27 16:34:27,802 - pyskl - INFO - Epoch [11][1500/3405] lr: 2.470e-02, eta: 2 days, 11:25:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9363, loss_cls: 4.4693, loss: 4.4693 +2025-06-27 16:35:12,275 - pyskl - INFO - Epoch [11][1600/3405] lr: 2.470e-02, eta: 2 days, 11:25:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9275, loss_cls: 4.3974, loss: 4.3974 +2025-06-27 16:35:56,693 - pyskl - INFO - Epoch [11][1700/3405] lr: 2.470e-02, eta: 2 days, 11:24:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9456, loss_cls: 4.3017, loss: 4.3017 +2025-06-27 16:36:41,038 - pyskl - INFO - Epoch [11][1800/3405] lr: 2.470e-02, eta: 2 days, 11:23:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9500, loss_cls: 4.4410, loss: 4.4410 +2025-06-27 16:37:25,331 - pyskl - INFO - Epoch [11][1900/3405] lr: 2.470e-02, eta: 2 days, 11:22:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9450, loss_cls: 4.3732, loss: 4.3732 +2025-06-27 16:38:09,671 - pyskl - INFO - Epoch [11][2000/3405] lr: 2.469e-02, eta: 2 days, 11:21:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9463, loss_cls: 4.3868, loss: 4.3868 +2025-06-27 16:38:54,055 - pyskl - INFO - Epoch [11][2100/3405] lr: 2.469e-02, eta: 2 days, 11:20:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9350, loss_cls: 4.2820, loss: 4.2820 +2025-06-27 16:39:38,337 - pyskl - INFO - Epoch [11][2200/3405] lr: 2.469e-02, eta: 2 days, 11:19:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9450, loss_cls: 4.2621, loss: 4.2621 +2025-06-27 16:40:22,651 - pyskl - INFO - Epoch [11][2300/3405] lr: 2.469e-02, eta: 2 days, 11:18:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9387, loss_cls: 4.3835, loss: 4.3835 +2025-06-27 16:41:06,974 - pyskl - INFO - Epoch [11][2400/3405] lr: 2.469e-02, eta: 2 days, 11:17:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9550, loss_cls: 4.2750, loss: 4.2750 +2025-06-27 16:41:51,323 - pyskl - INFO - Epoch [11][2500/3405] lr: 2.469e-02, eta: 2 days, 11:16:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9475, loss_cls: 4.4433, loss: 4.4433 +2025-06-27 16:42:35,649 - pyskl - INFO - Epoch [11][2600/3405] lr: 2.468e-02, eta: 2 days, 11:16:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9463, loss_cls: 4.2859, loss: 4.2859 +2025-06-27 16:43:20,004 - pyskl - INFO - Epoch [11][2700/3405] lr: 2.468e-02, eta: 2 days, 11:15:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9413, loss_cls: 4.4192, loss: 4.4192 +2025-06-27 16:44:04,371 - pyskl - INFO - Epoch [11][2800/3405] lr: 2.468e-02, eta: 2 days, 11:14:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9537, loss_cls: 4.3853, loss: 4.3853 +2025-06-27 16:44:48,653 - pyskl - INFO - Epoch [11][2900/3405] lr: 2.468e-02, eta: 2 days, 11:13:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9600, loss_cls: 4.2564, loss: 4.2564 +2025-06-27 16:45:33,015 - pyskl - INFO - Epoch [11][3000/3405] lr: 2.468e-02, eta: 2 days, 11:12:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9331, loss_cls: 4.4225, loss: 4.4225 +2025-06-27 16:46:17,373 - pyskl - INFO - Epoch [11][3100/3405] lr: 2.468e-02, eta: 2 days, 11:11:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9444, loss_cls: 4.2856, loss: 4.2856 +2025-06-27 16:47:01,778 - pyskl - INFO - Epoch [11][3200/3405] lr: 2.467e-02, eta: 2 days, 11:10:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9444, loss_cls: 4.3322, loss: 4.3322 +2025-06-27 16:47:46,408 - pyskl - INFO - Epoch [11][3300/3405] lr: 2.467e-02, eta: 2 days, 11:09:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9387, loss_cls: 4.4156, loss: 4.4156 +2025-06-27 16:48:30,862 - pyskl - INFO - Epoch [11][3400/3405] lr: 2.467e-02, eta: 2 days, 11:09:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9400, loss_cls: 4.3435, loss: 4.3435 +2025-06-27 16:48:33,444 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-06-27 16:52:26,142 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 16:52:26,683 - pyskl - INFO - +top1_acc 0.7278 +top5_acc 0.9406 +2025-06-27 16:52:26,733 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_10.pth was removed +2025-06-27 16:52:27,763 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2025-06-27 16:52:27,765 - pyskl - INFO - Best top1_acc is 0.7278 at 11 epoch. +2025-06-27 16:52:27,786 - pyskl - INFO - Epoch(val) [11][3718] top1_acc: 0.7278, top5_acc: 0.9406 +2025-06-27 16:53:34,882 - pyskl - INFO - Epoch [12][100/3405] lr: 2.467e-02, eta: 2 days, 11:12:26, time: 0.671, data_time: 0.225, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9456, loss_cls: 4.2139, loss: 4.2139 +2025-06-27 16:54:19,161 - pyskl - INFO - Epoch [12][200/3405] lr: 2.467e-02, eta: 2 days, 11:11:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9413, loss_cls: 4.2572, loss: 4.2572 +2025-06-27 16:55:03,475 - pyskl - INFO - Epoch [12][300/3405] lr: 2.466e-02, eta: 2 days, 11:10:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9437, loss_cls: 4.2193, loss: 4.2193 +2025-06-27 16:55:47,986 - pyskl - INFO - Epoch [12][400/3405] lr: 2.466e-02, eta: 2 days, 11:09:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9456, loss_cls: 4.2243, loss: 4.2243 +2025-06-27 16:56:32,499 - pyskl - INFO - Epoch [12][500/3405] lr: 2.466e-02, eta: 2 days, 11:08:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9481, loss_cls: 4.3437, loss: 4.3437 +2025-06-27 16:57:16,897 - pyskl - INFO - Epoch [12][600/3405] lr: 2.466e-02, eta: 2 days, 11:08:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9487, loss_cls: 4.3671, loss: 4.3671 +2025-06-27 16:58:01,205 - pyskl - INFO - Epoch [12][700/3405] lr: 2.466e-02, eta: 2 days, 11:07:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9600, loss_cls: 4.2843, loss: 4.2843 +2025-06-27 16:58:45,749 - pyskl - INFO - Epoch [12][800/3405] lr: 2.466e-02, eta: 2 days, 11:06:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9475, loss_cls: 4.3508, loss: 4.3508 +2025-06-27 16:59:30,070 - pyskl - INFO - Epoch [12][900/3405] lr: 2.465e-02, eta: 2 days, 11:05:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9331, loss_cls: 4.4533, loss: 4.4533 +2025-06-27 17:00:14,368 - pyskl - INFO - Epoch [12][1000/3405] lr: 2.465e-02, eta: 2 days, 11:04:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9469, loss_cls: 4.3282, loss: 4.3282 +2025-06-27 17:00:58,626 - pyskl - INFO - Epoch [12][1100/3405] lr: 2.465e-02, eta: 2 days, 11:03:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9337, loss_cls: 4.3649, loss: 4.3649 +2025-06-27 17:01:42,927 - pyskl - INFO - Epoch [12][1200/3405] lr: 2.465e-02, eta: 2 days, 11:02:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9400, loss_cls: 4.3339, loss: 4.3339 +2025-06-27 17:02:27,219 - pyskl - INFO - Epoch [12][1300/3405] lr: 2.465e-02, eta: 2 days, 11:01:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9375, loss_cls: 4.4060, loss: 4.4060 +2025-06-27 17:03:11,650 - pyskl - INFO - Epoch [12][1400/3405] lr: 2.464e-02, eta: 2 days, 11:00:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9581, loss_cls: 4.2386, loss: 4.2386 +2025-06-27 17:03:55,982 - pyskl - INFO - Epoch [12][1500/3405] lr: 2.464e-02, eta: 2 days, 11:00:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9494, loss_cls: 4.2555, loss: 4.2555 +2025-06-27 17:04:40,239 - pyskl - INFO - Epoch [12][1600/3405] lr: 2.464e-02, eta: 2 days, 10:59:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9419, loss_cls: 4.2368, loss: 4.2368 +2025-06-27 17:05:24,514 - pyskl - INFO - Epoch [12][1700/3405] lr: 2.464e-02, eta: 2 days, 10:58:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9437, loss_cls: 4.2678, loss: 4.2678 +2025-06-27 17:06:08,772 - pyskl - INFO - Epoch [12][1800/3405] lr: 2.464e-02, eta: 2 days, 10:57:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9444, loss_cls: 4.3721, loss: 4.3721 +2025-06-27 17:06:52,996 - pyskl - INFO - Epoch [12][1900/3405] lr: 2.464e-02, eta: 2 days, 10:56:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9444, loss_cls: 4.1852, loss: 4.1852 +2025-06-27 17:07:37,220 - pyskl - INFO - Epoch [12][2000/3405] lr: 2.463e-02, eta: 2 days, 10:55:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9463, loss_cls: 4.2759, loss: 4.2759 +2025-06-27 17:08:21,434 - pyskl - INFO - Epoch [12][2100/3405] lr: 2.463e-02, eta: 2 days, 10:54:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9487, loss_cls: 4.2942, loss: 4.2942 +2025-06-27 17:09:05,637 - pyskl - INFO - Epoch [12][2200/3405] lr: 2.463e-02, eta: 2 days, 10:53:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9475, loss_cls: 4.2330, loss: 4.2330 +2025-06-27 17:09:49,860 - pyskl - INFO - Epoch [12][2300/3405] lr: 2.463e-02, eta: 2 days, 10:52:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9469, loss_cls: 4.2121, loss: 4.2121 +2025-06-27 17:10:34,172 - pyskl - INFO - Epoch [12][2400/3405] lr: 2.463e-02, eta: 2 days, 10:51:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9469, loss_cls: 4.3608, loss: 4.3608 +2025-06-27 17:11:18,538 - pyskl - INFO - Epoch [12][2500/3405] lr: 2.462e-02, eta: 2 days, 10:50:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9375, loss_cls: 4.4477, loss: 4.4477 +2025-06-27 17:12:02,897 - pyskl - INFO - Epoch [12][2600/3405] lr: 2.462e-02, eta: 2 days, 10:50:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9544, loss_cls: 4.2022, loss: 4.2022 +2025-06-27 17:12:47,198 - pyskl - INFO - Epoch [12][2700/3405] lr: 2.462e-02, eta: 2 days, 10:49:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9563, loss_cls: 4.2680, loss: 4.2680 +2025-06-27 17:13:31,684 - pyskl - INFO - Epoch [12][2800/3405] lr: 2.462e-02, eta: 2 days, 10:48:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9494, loss_cls: 4.1010, loss: 4.1010 +2025-06-27 17:14:16,452 - pyskl - INFO - Epoch [12][2900/3405] lr: 2.462e-02, eta: 2 days, 10:47:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9500, loss_cls: 4.3228, loss: 4.3228 +2025-06-27 17:15:01,123 - pyskl - INFO - Epoch [12][3000/3405] lr: 2.462e-02, eta: 2 days, 10:46:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9469, loss_cls: 4.2742, loss: 4.2742 +2025-06-27 17:15:45,492 - pyskl - INFO - Epoch [12][3100/3405] lr: 2.461e-02, eta: 2 days, 10:45:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9387, loss_cls: 4.3074, loss: 4.3074 +2025-06-27 17:16:29,826 - pyskl - INFO - Epoch [12][3200/3405] lr: 2.461e-02, eta: 2 days, 10:45:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9500, loss_cls: 4.2323, loss: 4.2323 +2025-06-27 17:17:14,064 - pyskl - INFO - Epoch [12][3300/3405] lr: 2.461e-02, eta: 2 days, 10:44:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9456, loss_cls: 4.2007, loss: 4.2007 +2025-06-27 17:17:58,423 - pyskl - INFO - Epoch [12][3400/3405] lr: 2.461e-02, eta: 2 days, 10:43:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9519, loss_cls: 4.1317, loss: 4.1317 +2025-06-27 17:18:01,065 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-06-27 17:21:53,971 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 17:21:54,506 - pyskl - INFO - +top1_acc 0.6944 +top5_acc 0.9323 +2025-06-27 17:21:54,529 - pyskl - INFO - Epoch(val) [12][3718] top1_acc: 0.6944, top5_acc: 0.9323 +2025-06-27 17:23:01,339 - pyskl - INFO - Epoch [13][100/3405] lr: 2.461e-02, eta: 2 days, 10:46:13, time: 0.668, data_time: 0.225, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9463, loss_cls: 4.3171, loss: 4.3171 +2025-06-27 17:23:45,649 - pyskl - INFO - Epoch [13][200/3405] lr: 2.460e-02, eta: 2 days, 10:45:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9519, loss_cls: 4.1673, loss: 4.1673 +2025-06-27 17:24:29,914 - pyskl - INFO - Epoch [13][300/3405] lr: 2.460e-02, eta: 2 days, 10:44:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9506, loss_cls: 4.1860, loss: 4.1860 +2025-06-27 17:25:14,482 - pyskl - INFO - Epoch [13][400/3405] lr: 2.460e-02, eta: 2 days, 10:43:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9419, loss_cls: 4.2938, loss: 4.2938 +2025-06-27 17:25:58,960 - pyskl - INFO - Epoch [13][500/3405] lr: 2.460e-02, eta: 2 days, 10:42:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9619, loss_cls: 4.0963, loss: 4.0963 +2025-06-27 17:26:43,200 - pyskl - INFO - Epoch [13][600/3405] lr: 2.460e-02, eta: 2 days, 10:41:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9587, loss_cls: 4.1788, loss: 4.1788 +2025-06-27 17:27:27,255 - pyskl - INFO - Epoch [13][700/3405] lr: 2.459e-02, eta: 2 days, 10:40:54, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9506, loss_cls: 4.2100, loss: 4.2100 +2025-06-27 17:28:11,608 - pyskl - INFO - Epoch [13][800/3405] lr: 2.459e-02, eta: 2 days, 10:40:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9525, loss_cls: 4.1985, loss: 4.1985 +2025-06-27 17:28:55,938 - pyskl - INFO - Epoch [13][900/3405] lr: 2.459e-02, eta: 2 days, 10:39:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9463, loss_cls: 4.1883, loss: 4.1883 +2025-06-27 17:29:40,380 - pyskl - INFO - Epoch [13][1000/3405] lr: 2.459e-02, eta: 2 days, 10:38:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9450, loss_cls: 4.4128, loss: 4.4128 +2025-06-27 17:30:24,615 - pyskl - INFO - Epoch [13][1100/3405] lr: 2.459e-02, eta: 2 days, 10:37:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9481, loss_cls: 4.2395, loss: 4.2395 +2025-06-27 17:31:08,733 - pyskl - INFO - Epoch [13][1200/3405] lr: 2.458e-02, eta: 2 days, 10:36:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9475, loss_cls: 4.3108, loss: 4.3108 +2025-06-27 17:31:53,158 - pyskl - INFO - Epoch [13][1300/3405] lr: 2.458e-02, eta: 2 days, 10:35:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9506, loss_cls: 4.2773, loss: 4.2773 +2025-06-27 17:32:37,520 - pyskl - INFO - Epoch [13][1400/3405] lr: 2.458e-02, eta: 2 days, 10:34:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9544, loss_cls: 4.1158, loss: 4.1158 +2025-06-27 17:33:21,968 - pyskl - INFO - Epoch [13][1500/3405] lr: 2.458e-02, eta: 2 days, 10:33:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9487, loss_cls: 4.1820, loss: 4.1820 +2025-06-27 17:34:06,244 - pyskl - INFO - Epoch [13][1600/3405] lr: 2.458e-02, eta: 2 days, 10:33:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 4.2143, loss: 4.2143 +2025-06-27 17:34:50,519 - pyskl - INFO - Epoch [13][1700/3405] lr: 2.457e-02, eta: 2 days, 10:32:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9481, loss_cls: 4.2120, loss: 4.2120 +2025-06-27 17:35:34,753 - pyskl - INFO - Epoch [13][1800/3405] lr: 2.457e-02, eta: 2 days, 10:31:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9537, loss_cls: 4.1680, loss: 4.1680 +2025-06-27 17:36:19,042 - pyskl - INFO - Epoch [13][1900/3405] lr: 2.457e-02, eta: 2 days, 10:30:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9500, loss_cls: 4.3141, loss: 4.3141 +2025-06-27 17:37:03,420 - pyskl - INFO - Epoch [13][2000/3405] lr: 2.457e-02, eta: 2 days, 10:29:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9394, loss_cls: 4.2710, loss: 4.2710 +2025-06-27 17:37:47,852 - pyskl - INFO - Epoch [13][2100/3405] lr: 2.457e-02, eta: 2 days, 10:28:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9431, loss_cls: 4.0967, loss: 4.0967 +2025-06-27 17:38:32,358 - pyskl - INFO - Epoch [13][2200/3405] lr: 2.456e-02, eta: 2 days, 10:27:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9463, loss_cls: 4.1367, loss: 4.1367 +2025-06-27 17:39:16,833 - pyskl - INFO - Epoch [13][2300/3405] lr: 2.456e-02, eta: 2 days, 10:26:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9463, loss_cls: 4.4224, loss: 4.4224 +2025-06-27 17:40:01,208 - pyskl - INFO - Epoch [13][2400/3405] lr: 2.456e-02, eta: 2 days, 10:26:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9275, loss_cls: 4.2712, loss: 4.2712 +2025-06-27 17:40:45,471 - pyskl - INFO - Epoch [13][2500/3405] lr: 2.456e-02, eta: 2 days, 10:25:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 4.1270, loss: 4.1270 +2025-06-27 17:41:29,848 - pyskl - INFO - Epoch [13][2600/3405] lr: 2.456e-02, eta: 2 days, 10:24:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9469, loss_cls: 4.1089, loss: 4.1089 +2025-06-27 17:42:14,305 - pyskl - INFO - Epoch [13][2700/3405] lr: 2.455e-02, eta: 2 days, 10:23:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9469, loss_cls: 4.2833, loss: 4.2833 +2025-06-27 17:42:58,761 - pyskl - INFO - Epoch [13][2800/3405] lr: 2.455e-02, eta: 2 days, 10:22:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9506, loss_cls: 4.1838, loss: 4.1838 +2025-06-27 17:43:43,146 - pyskl - INFO - Epoch [13][2900/3405] lr: 2.455e-02, eta: 2 days, 10:21:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9413, loss_cls: 4.3901, loss: 4.3901 +2025-06-27 17:44:27,583 - pyskl - INFO - Epoch [13][3000/3405] lr: 2.455e-02, eta: 2 days, 10:20:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9444, loss_cls: 4.3869, loss: 4.3869 +2025-06-27 17:45:11,944 - pyskl - INFO - Epoch [13][3100/3405] lr: 2.455e-02, eta: 2 days, 10:20:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9444, loss_cls: 4.2697, loss: 4.2697 +2025-06-27 17:45:56,506 - pyskl - INFO - Epoch [13][3200/3405] lr: 2.454e-02, eta: 2 days, 10:19:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9406, loss_cls: 4.0877, loss: 4.0877 +2025-06-27 17:46:40,986 - pyskl - INFO - Epoch [13][3300/3405] lr: 2.454e-02, eta: 2 days, 10:18:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9475, loss_cls: 4.2543, loss: 4.2543 +2025-06-27 17:47:25,404 - pyskl - INFO - Epoch [13][3400/3405] lr: 2.454e-02, eta: 2 days, 10:17:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9263, loss_cls: 4.4167, loss: 4.4167 +2025-06-27 17:47:28,005 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-06-27 17:51:20,718 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 17:51:21,259 - pyskl - INFO - +top1_acc 0.7235 +top5_acc 0.9386 +2025-06-27 17:51:21,280 - pyskl - INFO - Epoch(val) [13][3718] top1_acc: 0.7235, top5_acc: 0.9386 +2025-06-27 17:52:28,579 - pyskl - INFO - Epoch [14][100/3405] lr: 2.454e-02, eta: 2 days, 10:20:17, time: 0.673, data_time: 0.227, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9544, loss_cls: 4.1716, loss: 4.1716 +2025-06-27 17:53:12,941 - pyskl - INFO - Epoch [14][200/3405] lr: 2.454e-02, eta: 2 days, 10:19:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 4.1214, loss: 4.1214 +2025-06-27 17:53:57,201 - pyskl - INFO - Epoch [14][300/3405] lr: 2.453e-02, eta: 2 days, 10:18:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9550, loss_cls: 4.0869, loss: 4.0869 +2025-06-27 17:54:41,517 - pyskl - INFO - Epoch [14][400/3405] lr: 2.453e-02, eta: 2 days, 10:17:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9525, loss_cls: 4.2096, loss: 4.2096 +2025-06-27 17:55:26,242 - pyskl - INFO - Epoch [14][500/3405] lr: 2.453e-02, eta: 2 days, 10:16:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9556, loss_cls: 4.1361, loss: 4.1361 +2025-06-27 17:56:10,587 - pyskl - INFO - Epoch [14][600/3405] lr: 2.453e-02, eta: 2 days, 10:15:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9531, loss_cls: 4.1932, loss: 4.1932 +2025-06-27 17:56:54,899 - pyskl - INFO - Epoch [14][700/3405] lr: 2.452e-02, eta: 2 days, 10:15:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9487, loss_cls: 4.2112, loss: 4.2112 +2025-06-27 17:57:39,106 - pyskl - INFO - Epoch [14][800/3405] lr: 2.452e-02, eta: 2 days, 10:14:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9544, loss_cls: 4.2379, loss: 4.2379 +2025-06-27 17:58:23,447 - pyskl - INFO - Epoch [14][900/3405] lr: 2.452e-02, eta: 2 days, 10:13:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9450, loss_cls: 4.2183, loss: 4.2183 +2025-06-27 17:59:07,647 - pyskl - INFO - Epoch [14][1000/3405] lr: 2.452e-02, eta: 2 days, 10:12:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9469, loss_cls: 4.1174, loss: 4.1174 +2025-06-27 17:59:52,211 - pyskl - INFO - Epoch [14][1100/3405] lr: 2.452e-02, eta: 2 days, 10:11:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9494, loss_cls: 4.2196, loss: 4.2196 +2025-06-27 18:00:36,801 - pyskl - INFO - Epoch [14][1200/3405] lr: 2.451e-02, eta: 2 days, 10:10:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9475, loss_cls: 4.3451, loss: 4.3451 +2025-06-27 18:01:21,121 - pyskl - INFO - Epoch [14][1300/3405] lr: 2.451e-02, eta: 2 days, 10:09:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9500, loss_cls: 4.0746, loss: 4.0746 +2025-06-27 18:02:05,379 - pyskl - INFO - Epoch [14][1400/3405] lr: 2.451e-02, eta: 2 days, 10:09:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9587, loss_cls: 4.0967, loss: 4.0967 +2025-06-27 18:02:49,736 - pyskl - INFO - Epoch [14][1500/3405] lr: 2.451e-02, eta: 2 days, 10:08:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9563, loss_cls: 4.1264, loss: 4.1264 +2025-06-27 18:03:33,925 - pyskl - INFO - Epoch [14][1600/3405] lr: 2.451e-02, eta: 2 days, 10:07:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9413, loss_cls: 4.1614, loss: 4.1614 +2025-06-27 18:04:18,194 - pyskl - INFO - Epoch [14][1700/3405] lr: 2.450e-02, eta: 2 days, 10:06:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9487, loss_cls: 4.2801, loss: 4.2801 +2025-06-27 18:05:02,349 - pyskl - INFO - Epoch [14][1800/3405] lr: 2.450e-02, eta: 2 days, 10:05:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9525, loss_cls: 4.1377, loss: 4.1377 +2025-06-27 18:05:46,638 - pyskl - INFO - Epoch [14][1900/3405] lr: 2.450e-02, eta: 2 days, 10:04:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9563, loss_cls: 4.0735, loss: 4.0735 +2025-06-27 18:06:30,915 - pyskl - INFO - Epoch [14][2000/3405] lr: 2.450e-02, eta: 2 days, 10:03:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9481, loss_cls: 4.2456, loss: 4.2456 +2025-06-27 18:07:15,231 - pyskl - INFO - Epoch [14][2100/3405] lr: 2.450e-02, eta: 2 days, 10:02:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9506, loss_cls: 4.1547, loss: 4.1547 +2025-06-27 18:07:59,515 - pyskl - INFO - Epoch [14][2200/3405] lr: 2.449e-02, eta: 2 days, 10:02:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9456, loss_cls: 4.2571, loss: 4.2571 +2025-06-27 18:08:43,959 - pyskl - INFO - Epoch [14][2300/3405] lr: 2.449e-02, eta: 2 days, 10:01:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9481, loss_cls: 4.1505, loss: 4.1505 +2025-06-27 18:09:28,385 - pyskl - INFO - Epoch [14][2400/3405] lr: 2.449e-02, eta: 2 days, 10:00:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9494, loss_cls: 4.1392, loss: 4.1392 +2025-06-27 18:10:12,698 - pyskl - INFO - Epoch [14][2500/3405] lr: 2.449e-02, eta: 2 days, 9:59:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9500, loss_cls: 4.2081, loss: 4.2081 +2025-06-27 18:10:57,191 - pyskl - INFO - Epoch [14][2600/3405] lr: 2.448e-02, eta: 2 days, 9:58:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9537, loss_cls: 4.1298, loss: 4.1298 +2025-06-27 18:11:41,611 - pyskl - INFO - Epoch [14][2700/3405] lr: 2.448e-02, eta: 2 days, 9:57:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9519, loss_cls: 4.2485, loss: 4.2485 +2025-06-27 18:12:26,129 - pyskl - INFO - Epoch [14][2800/3405] lr: 2.448e-02, eta: 2 days, 9:57:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9506, loss_cls: 4.1684, loss: 4.1684 +2025-06-27 18:13:10,634 - pyskl - INFO - Epoch [14][2900/3405] lr: 2.448e-02, eta: 2 days, 9:56:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9437, loss_cls: 4.2749, loss: 4.2749 +2025-06-27 18:13:55,107 - pyskl - INFO - Epoch [14][3000/3405] lr: 2.448e-02, eta: 2 days, 9:55:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9475, loss_cls: 4.1641, loss: 4.1641 +2025-06-27 18:14:39,469 - pyskl - INFO - Epoch [14][3100/3405] lr: 2.447e-02, eta: 2 days, 9:54:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9525, loss_cls: 4.2923, loss: 4.2923 +2025-06-27 18:15:23,843 - pyskl - INFO - Epoch [14][3200/3405] lr: 2.447e-02, eta: 2 days, 9:53:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9406, loss_cls: 4.2910, loss: 4.2910 +2025-06-27 18:16:08,034 - pyskl - INFO - Epoch [14][3300/3405] lr: 2.447e-02, eta: 2 days, 9:52:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9519, loss_cls: 4.1771, loss: 4.1771 +2025-06-27 18:16:52,295 - pyskl - INFO - Epoch [14][3400/3405] lr: 2.447e-02, eta: 2 days, 9:51:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9331, loss_cls: 4.3078, loss: 4.3078 +2025-06-27 18:16:54,951 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-06-27 18:20:47,377 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 18:20:47,919 - pyskl - INFO - +top1_acc 0.7230 +top5_acc 0.9417 +2025-06-27 18:20:47,939 - pyskl - INFO - Epoch(val) [14][3718] top1_acc: 0.7230, top5_acc: 0.9417 +2025-06-27 18:21:55,544 - pyskl - INFO - Epoch [15][100/3405] lr: 2.446e-02, eta: 2 days, 9:54:24, time: 0.676, data_time: 0.232, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9531, loss_cls: 4.0786, loss: 4.0786 +2025-06-27 18:22:39,879 - pyskl - INFO - Epoch [15][200/3405] lr: 2.446e-02, eta: 2 days, 9:53:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9487, loss_cls: 4.0947, loss: 4.0947 +2025-06-27 18:23:24,139 - pyskl - INFO - Epoch [15][300/3405] lr: 2.446e-02, eta: 2 days, 9:52:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9494, loss_cls: 4.0451, loss: 4.0451 +2025-06-27 18:24:08,452 - pyskl - INFO - Epoch [15][400/3405] lr: 2.446e-02, eta: 2 days, 9:51:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9587, loss_cls: 4.1846, loss: 4.1846 +2025-06-27 18:24:52,794 - pyskl - INFO - Epoch [15][500/3405] lr: 2.446e-02, eta: 2 days, 9:50:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9494, loss_cls: 4.2071, loss: 4.2071 +2025-06-27 18:25:37,111 - pyskl - INFO - Epoch [15][600/3405] lr: 2.445e-02, eta: 2 days, 9:50:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9544, loss_cls: 4.1228, loss: 4.1228 +2025-06-27 18:26:21,510 - pyskl - INFO - Epoch [15][700/3405] lr: 2.445e-02, eta: 2 days, 9:49:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9494, loss_cls: 4.1277, loss: 4.1277 +2025-06-27 18:27:05,826 - pyskl - INFO - Epoch [15][800/3405] lr: 2.445e-02, eta: 2 days, 9:48:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9525, loss_cls: 4.1028, loss: 4.1028 +2025-06-27 18:27:50,213 - pyskl - INFO - Epoch [15][900/3405] lr: 2.445e-02, eta: 2 days, 9:47:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9587, loss_cls: 4.1995, loss: 4.1995 +2025-06-27 18:28:34,551 - pyskl - INFO - Epoch [15][1000/3405] lr: 2.444e-02, eta: 2 days, 9:46:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 4.0404, loss: 4.0404 +2025-06-27 18:29:18,939 - pyskl - INFO - Epoch [15][1100/3405] lr: 2.444e-02, eta: 2 days, 9:45:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9537, loss_cls: 4.1863, loss: 4.1863 +2025-06-27 18:30:03,288 - pyskl - INFO - Epoch [15][1200/3405] lr: 2.444e-02, eta: 2 days, 9:44:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9544, loss_cls: 4.1765, loss: 4.1765 +2025-06-27 18:30:48,011 - pyskl - INFO - Epoch [15][1300/3405] lr: 2.444e-02, eta: 2 days, 9:44:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9463, loss_cls: 4.3240, loss: 4.3240 +2025-06-27 18:31:32,490 - pyskl - INFO - Epoch [15][1400/3405] lr: 2.443e-02, eta: 2 days, 9:43:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9444, loss_cls: 4.1461, loss: 4.1461 +2025-06-27 18:32:16,899 - pyskl - INFO - Epoch [15][1500/3405] lr: 2.443e-02, eta: 2 days, 9:42:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9587, loss_cls: 4.0932, loss: 4.0932 +2025-06-27 18:33:01,191 - pyskl - INFO - Epoch [15][1600/3405] lr: 2.443e-02, eta: 2 days, 9:41:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9631, loss_cls: 4.2096, loss: 4.2096 +2025-06-27 18:33:45,627 - pyskl - INFO - Epoch [15][1700/3405] lr: 2.443e-02, eta: 2 days, 9:40:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9619, loss_cls: 4.1152, loss: 4.1152 +2025-06-27 18:34:30,084 - pyskl - INFO - Epoch [15][1800/3405] lr: 2.443e-02, eta: 2 days, 9:39:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9487, loss_cls: 4.2655, loss: 4.2655 +2025-06-27 18:35:14,454 - pyskl - INFO - Epoch [15][1900/3405] lr: 2.442e-02, eta: 2 days, 9:39:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9544, loss_cls: 4.0914, loss: 4.0914 +2025-06-27 18:35:58,740 - pyskl - INFO - Epoch [15][2000/3405] lr: 2.442e-02, eta: 2 days, 9:38:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9594, loss_cls: 4.1908, loss: 4.1908 +2025-06-27 18:36:43,095 - pyskl - INFO - Epoch [15][2100/3405] lr: 2.442e-02, eta: 2 days, 9:37:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9569, loss_cls: 4.1407, loss: 4.1407 +2025-06-27 18:37:27,482 - pyskl - INFO - Epoch [15][2200/3405] lr: 2.442e-02, eta: 2 days, 9:36:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9581, loss_cls: 4.1421, loss: 4.1421 +2025-06-27 18:38:11,878 - pyskl - INFO - Epoch [15][2300/3405] lr: 2.441e-02, eta: 2 days, 9:35:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9506, loss_cls: 4.1693, loss: 4.1693 +2025-06-27 18:38:56,275 - pyskl - INFO - Epoch [15][2400/3405] lr: 2.441e-02, eta: 2 days, 9:34:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9500, loss_cls: 4.1091, loss: 4.1091 +2025-06-27 18:39:40,597 - pyskl - INFO - Epoch [15][2500/3405] lr: 2.441e-02, eta: 2 days, 9:34:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9475, loss_cls: 4.1270, loss: 4.1270 +2025-06-27 18:40:24,948 - pyskl - INFO - Epoch [15][2600/3405] lr: 2.441e-02, eta: 2 days, 9:33:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9544, loss_cls: 4.0857, loss: 4.0857 +2025-06-27 18:41:09,377 - pyskl - INFO - Epoch [15][2700/3405] lr: 2.440e-02, eta: 2 days, 9:32:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9500, loss_cls: 4.1794, loss: 4.1794 +2025-06-27 18:41:53,800 - pyskl - INFO - Epoch [15][2800/3405] lr: 2.440e-02, eta: 2 days, 9:31:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9469, loss_cls: 4.2423, loss: 4.2423 +2025-06-27 18:42:38,189 - pyskl - INFO - Epoch [15][2900/3405] lr: 2.440e-02, eta: 2 days, 9:30:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9437, loss_cls: 4.2628, loss: 4.2628 +2025-06-27 18:43:22,672 - pyskl - INFO - Epoch [15][3000/3405] lr: 2.440e-02, eta: 2 days, 9:29:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 4.0675, loss: 4.0675 +2025-06-27 18:44:07,106 - pyskl - INFO - Epoch [15][3100/3405] lr: 2.440e-02, eta: 2 days, 9:28:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9506, loss_cls: 4.1782, loss: 4.1782 +2025-06-27 18:44:51,614 - pyskl - INFO - Epoch [15][3200/3405] lr: 2.439e-02, eta: 2 days, 9:28:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9487, loss_cls: 4.1501, loss: 4.1501 +2025-06-27 18:45:36,192 - pyskl - INFO - Epoch [15][3300/3405] lr: 2.439e-02, eta: 2 days, 9:27:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9531, loss_cls: 4.1744, loss: 4.1744 +2025-06-27 18:46:20,836 - pyskl - INFO - Epoch [15][3400/3405] lr: 2.439e-02, eta: 2 days, 9:26:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9387, loss_cls: 4.2762, loss: 4.2762 +2025-06-27 18:46:23,431 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-06-27 19:05:29,987 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 19:05:30,525 - pyskl - INFO - +top1_acc 0.7191 +top5_acc 0.9384 +2025-06-27 19:05:30,549 - pyskl - INFO - Epoch(val) [15][3718] top1_acc: 0.7191, top5_acc: 0.9384 +2025-06-27 19:06:36,759 - pyskl - INFO - Epoch [16][100/3405] lr: 2.439e-02, eta: 2 days, 9:28:36, time: 0.662, data_time: 0.221, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 4.0746, loss: 4.0746 +2025-06-27 19:07:20,898 - pyskl - INFO - Epoch [16][200/3405] lr: 2.438e-02, eta: 2 days, 9:27:43, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9550, loss_cls: 4.1115, loss: 4.1115 +2025-06-27 19:08:05,105 - pyskl - INFO - Epoch [16][300/3405] lr: 2.438e-02, eta: 2 days, 9:26:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9544, loss_cls: 4.1659, loss: 4.1659 +2025-06-27 19:08:49,287 - pyskl - INFO - Epoch [16][400/3405] lr: 2.438e-02, eta: 2 days, 9:25:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9556, loss_cls: 4.0705, loss: 4.0705 +2025-06-27 19:09:33,470 - pyskl - INFO - Epoch [16][500/3405] lr: 2.438e-02, eta: 2 days, 9:25:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9594, loss_cls: 4.0124, loss: 4.0124 +2025-06-27 19:10:17,732 - pyskl - INFO - Epoch [16][600/3405] lr: 2.437e-02, eta: 2 days, 9:24:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9587, loss_cls: 4.1532, loss: 4.1532 +2025-06-27 19:11:02,039 - pyskl - INFO - Epoch [16][700/3405] lr: 2.437e-02, eta: 2 days, 9:23:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9463, loss_cls: 4.0607, loss: 4.0607 +2025-06-27 19:11:46,295 - pyskl - INFO - Epoch [16][800/3405] lr: 2.437e-02, eta: 2 days, 9:22:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9494, loss_cls: 4.1080, loss: 4.1080 +2025-06-27 19:12:30,660 - pyskl - INFO - Epoch [16][900/3405] lr: 2.437e-02, eta: 2 days, 9:21:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9475, loss_cls: 4.0907, loss: 4.0907 +2025-06-27 19:13:14,981 - pyskl - INFO - Epoch [16][1000/3405] lr: 2.436e-02, eta: 2 days, 9:20:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 4.1472, loss: 4.1472 +2025-06-27 19:13:59,380 - pyskl - INFO - Epoch [16][1100/3405] lr: 2.436e-02, eta: 2 days, 9:19:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9594, loss_cls: 4.1401, loss: 4.1401 +2025-06-27 19:14:43,792 - pyskl - INFO - Epoch [16][1200/3405] lr: 2.436e-02, eta: 2 days, 9:19:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9525, loss_cls: 4.1898, loss: 4.1898 +2025-06-27 19:15:28,334 - pyskl - INFO - Epoch [16][1300/3405] lr: 2.436e-02, eta: 2 days, 9:18:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9600, loss_cls: 4.1290, loss: 4.1290 +2025-06-27 19:16:12,796 - pyskl - INFO - Epoch [16][1400/3405] lr: 2.435e-02, eta: 2 days, 9:17:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9569, loss_cls: 4.2177, loss: 4.2177 +2025-06-27 19:16:57,292 - pyskl - INFO - Epoch [16][1500/3405] lr: 2.435e-02, eta: 2 days, 9:16:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9463, loss_cls: 4.0725, loss: 4.0725 +2025-06-27 19:17:41,600 - pyskl - INFO - Epoch [16][1600/3405] lr: 2.435e-02, eta: 2 days, 9:15:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9437, loss_cls: 4.0769, loss: 4.0769 +2025-06-27 19:18:26,001 - pyskl - INFO - Epoch [16][1700/3405] lr: 2.435e-02, eta: 2 days, 9:14:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9525, loss_cls: 4.1646, loss: 4.1646 +2025-06-27 19:19:10,391 - pyskl - INFO - Epoch [16][1800/3405] lr: 2.434e-02, eta: 2 days, 9:14:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9463, loss_cls: 4.1461, loss: 4.1461 +2025-06-27 19:19:54,820 - pyskl - INFO - Epoch [16][1900/3405] lr: 2.434e-02, eta: 2 days, 9:13:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9581, loss_cls: 4.1473, loss: 4.1473 +2025-06-27 19:20:39,050 - pyskl - INFO - Epoch [16][2000/3405] lr: 2.434e-02, eta: 2 days, 9:12:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9475, loss_cls: 4.1039, loss: 4.1039 +2025-06-27 19:21:23,252 - pyskl - INFO - Epoch [16][2100/3405] lr: 2.434e-02, eta: 2 days, 9:11:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9544, loss_cls: 4.1338, loss: 4.1338 +2025-06-27 19:22:07,609 - pyskl - INFO - Epoch [16][2200/3405] lr: 2.433e-02, eta: 2 days, 9:10:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9513, loss_cls: 4.0992, loss: 4.0992 +2025-06-27 19:22:51,952 - pyskl - INFO - Epoch [16][2300/3405] lr: 2.433e-02, eta: 2 days, 9:09:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9506, loss_cls: 4.1011, loss: 4.1011 +2025-06-27 19:23:36,345 - pyskl - INFO - Epoch [16][2400/3405] lr: 2.433e-02, eta: 2 days, 9:09:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9469, loss_cls: 4.0935, loss: 4.0935 +2025-06-27 19:24:20,748 - pyskl - INFO - Epoch [16][2500/3405] lr: 2.433e-02, eta: 2 days, 9:08:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9456, loss_cls: 4.1816, loss: 4.1816 +2025-06-27 19:25:05,019 - pyskl - INFO - Epoch [16][2600/3405] lr: 2.432e-02, eta: 2 days, 9:07:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9450, loss_cls: 4.0846, loss: 4.0846 +2025-06-27 19:25:49,352 - pyskl - INFO - Epoch [16][2700/3405] lr: 2.432e-02, eta: 2 days, 9:06:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9419, loss_cls: 4.2168, loss: 4.2168 +2025-06-27 19:26:33,765 - pyskl - INFO - Epoch [16][2800/3405] lr: 2.432e-02, eta: 2 days, 9:05:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9587, loss_cls: 4.1946, loss: 4.1946 +2025-06-27 19:27:18,175 - pyskl - INFO - Epoch [16][2900/3405] lr: 2.432e-02, eta: 2 days, 9:04:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9469, loss_cls: 4.2419, loss: 4.2419 +2025-06-27 19:28:02,608 - pyskl - INFO - Epoch [16][3000/3405] lr: 2.431e-02, eta: 2 days, 9:04:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9369, loss_cls: 4.2436, loss: 4.2436 +2025-06-27 19:28:47,040 - pyskl - INFO - Epoch [16][3100/3405] lr: 2.431e-02, eta: 2 days, 9:03:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9531, loss_cls: 4.1031, loss: 4.1031 +2025-06-27 19:29:31,371 - pyskl - INFO - Epoch [16][3200/3405] lr: 2.431e-02, eta: 2 days, 9:02:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9631, loss_cls: 3.9964, loss: 3.9964 +2025-06-27 19:30:15,857 - pyskl - INFO - Epoch [16][3300/3405] lr: 2.431e-02, eta: 2 days, 9:01:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9506, loss_cls: 4.0378, loss: 4.0378 +2025-06-27 19:31:00,322 - pyskl - INFO - Epoch [16][3400/3405] lr: 2.430e-02, eta: 2 days, 9:00:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9550, loss_cls: 4.2006, loss: 4.2006 +2025-06-27 19:31:02,934 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-06-27 19:34:54,981 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 19:34:55,530 - pyskl - INFO - +top1_acc 0.7257 +top5_acc 0.9373 +2025-06-27 19:34:55,552 - pyskl - INFO - Epoch(val) [16][3718] top1_acc: 0.7257, top5_acc: 0.9373 +2025-06-27 19:36:02,959 - pyskl - INFO - Epoch [17][100/3405] lr: 2.430e-02, eta: 2 days, 9:02:45, time: 0.674, data_time: 0.225, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9550, loss_cls: 4.0953, loss: 4.0953 +2025-06-27 19:36:47,418 - pyskl - INFO - Epoch [17][200/3405] lr: 2.430e-02, eta: 2 days, 9:01:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9569, loss_cls: 4.0774, loss: 4.0774 +2025-06-27 19:37:31,766 - pyskl - INFO - Epoch [17][300/3405] lr: 2.430e-02, eta: 2 days, 9:01:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 4.0505, loss: 4.0505 +2025-06-27 19:38:16,058 - pyskl - INFO - Epoch [17][400/3405] lr: 2.429e-02, eta: 2 days, 9:00:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9581, loss_cls: 4.2030, loss: 4.2030 +2025-06-27 19:39:00,397 - pyskl - INFO - Epoch [17][500/3405] lr: 2.429e-02, eta: 2 days, 8:59:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9519, loss_cls: 4.0362, loss: 4.0362 +2025-06-27 19:39:44,821 - pyskl - INFO - Epoch [17][600/3405] lr: 2.429e-02, eta: 2 days, 8:58:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9500, loss_cls: 4.1564, loss: 4.1564 +2025-06-27 19:40:29,313 - pyskl - INFO - Epoch [17][700/3405] lr: 2.429e-02, eta: 2 days, 8:57:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9569, loss_cls: 4.0492, loss: 4.0492 +2025-06-27 19:41:13,670 - pyskl - INFO - Epoch [17][800/3405] lr: 2.428e-02, eta: 2 days, 8:56:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9481, loss_cls: 4.1483, loss: 4.1483 +2025-06-27 19:41:58,068 - pyskl - INFO - Epoch [17][900/3405] lr: 2.428e-02, eta: 2 days, 8:56:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9663, loss_cls: 3.8278, loss: 3.8278 +2025-06-27 19:42:42,468 - pyskl - INFO - Epoch [17][1000/3405] lr: 2.428e-02, eta: 2 days, 8:55:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9619, loss_cls: 3.9520, loss: 3.9520 +2025-06-27 19:43:26,881 - pyskl - INFO - Epoch [17][1100/3405] lr: 2.428e-02, eta: 2 days, 8:54:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9487, loss_cls: 3.9399, loss: 3.9399 +2025-06-27 19:44:11,180 - pyskl - INFO - Epoch [17][1200/3405] lr: 2.427e-02, eta: 2 days, 8:53:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9506, loss_cls: 4.0689, loss: 4.0689 +2025-06-27 19:44:55,559 - pyskl - INFO - Epoch [17][1300/3405] lr: 2.427e-02, eta: 2 days, 8:52:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9525, loss_cls: 4.0873, loss: 4.0873 +2025-06-27 19:45:39,853 - pyskl - INFO - Epoch [17][1400/3405] lr: 2.427e-02, eta: 2 days, 8:51:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9475, loss_cls: 4.1580, loss: 4.1580 +2025-06-27 19:46:24,324 - pyskl - INFO - Epoch [17][1500/3405] lr: 2.427e-02, eta: 2 days, 8:51:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9581, loss_cls: 4.1591, loss: 4.1591 +2025-06-27 19:47:08,806 - pyskl - INFO - Epoch [17][1600/3405] lr: 2.426e-02, eta: 2 days, 8:50:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9344, loss_cls: 4.3520, loss: 4.3520 +2025-06-27 19:47:53,274 - pyskl - INFO - Epoch [17][1700/3405] lr: 2.426e-02, eta: 2 days, 8:49:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9450, loss_cls: 4.1215, loss: 4.1215 +2025-06-27 19:48:37,670 - pyskl - INFO - Epoch [17][1800/3405] lr: 2.426e-02, eta: 2 days, 8:48:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9525, loss_cls: 4.1401, loss: 4.1401 +2025-06-27 19:49:22,171 - pyskl - INFO - Epoch [17][1900/3405] lr: 2.426e-02, eta: 2 days, 8:47:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9487, loss_cls: 4.0557, loss: 4.0557 +2025-06-27 19:50:06,616 - pyskl - INFO - Epoch [17][2000/3405] lr: 2.425e-02, eta: 2 days, 8:46:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9519, loss_cls: 4.1347, loss: 4.1347 +2025-06-27 19:50:51,173 - pyskl - INFO - Epoch [17][2100/3405] lr: 2.425e-02, eta: 2 days, 8:46:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9531, loss_cls: 4.1302, loss: 4.1302 +2025-06-27 19:51:35,564 - pyskl - INFO - Epoch [17][2200/3405] lr: 2.425e-02, eta: 2 days, 8:45:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9481, loss_cls: 4.0094, loss: 4.0094 +2025-06-27 19:52:19,977 - pyskl - INFO - Epoch [17][2300/3405] lr: 2.425e-02, eta: 2 days, 8:44:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9569, loss_cls: 4.0864, loss: 4.0864 +2025-06-27 19:53:04,337 - pyskl - INFO - Epoch [17][2400/3405] lr: 2.424e-02, eta: 2 days, 8:43:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9437, loss_cls: 4.1355, loss: 4.1355 +2025-06-27 19:53:48,590 - pyskl - INFO - Epoch [17][2500/3405] lr: 2.424e-02, eta: 2 days, 8:42:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9569, loss_cls: 4.0630, loss: 4.0630 +2025-06-27 19:54:32,868 - pyskl - INFO - Epoch [17][2600/3405] lr: 2.424e-02, eta: 2 days, 8:41:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 4.0169, loss: 4.0169 +2025-06-27 19:55:17,121 - pyskl - INFO - Epoch [17][2700/3405] lr: 2.423e-02, eta: 2 days, 8:41:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9387, loss_cls: 4.1781, loss: 4.1781 +2025-06-27 19:56:01,589 - pyskl - INFO - Epoch [17][2800/3405] lr: 2.423e-02, eta: 2 days, 8:40:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9450, loss_cls: 4.2080, loss: 4.2080 +2025-06-27 19:56:46,087 - pyskl - INFO - Epoch [17][2900/3405] lr: 2.423e-02, eta: 2 days, 8:39:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9525, loss_cls: 4.0694, loss: 4.0694 +2025-06-27 19:57:30,480 - pyskl - INFO - Epoch [17][3000/3405] lr: 2.423e-02, eta: 2 days, 8:38:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9525, loss_cls: 4.0407, loss: 4.0407 +2025-06-27 19:58:14,878 - pyskl - INFO - Epoch [17][3100/3405] lr: 2.422e-02, eta: 2 days, 8:37:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 4.0843, loss: 4.0843 +2025-06-27 19:58:59,215 - pyskl - INFO - Epoch [17][3200/3405] lr: 2.422e-02, eta: 2 days, 8:36:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9525, loss_cls: 4.1680, loss: 4.1680 +2025-06-27 19:59:43,561 - pyskl - INFO - Epoch [17][3300/3405] lr: 2.422e-02, eta: 2 days, 8:36:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9487, loss_cls: 4.0070, loss: 4.0070 +2025-06-27 20:00:27,973 - pyskl - INFO - Epoch [17][3400/3405] lr: 2.422e-02, eta: 2 days, 8:35:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9525, loss_cls: 4.0250, loss: 4.0250 +2025-06-27 20:00:30,582 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-06-27 20:04:22,602 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 20:04:23,146 - pyskl - INFO - +top1_acc 0.7346 +top5_acc 0.9452 +2025-06-27 20:04:23,198 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_11.pth was removed +2025-06-27 20:04:24,320 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. +2025-06-27 20:04:24,322 - pyskl - INFO - Best top1_acc is 0.7346 at 17 epoch. +2025-06-27 20:04:24,343 - pyskl - INFO - Epoch(val) [17][3718] top1_acc: 0.7346, top5_acc: 0.9452 +2025-06-27 20:05:31,216 - pyskl - INFO - Epoch [18][100/3405] lr: 2.421e-02, eta: 2 days, 8:37:04, time: 0.669, data_time: 0.226, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9487, loss_cls: 4.0442, loss: 4.0442 +2025-06-27 20:06:15,580 - pyskl - INFO - Epoch [18][200/3405] lr: 2.421e-02, eta: 2 days, 8:36:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9444, loss_cls: 4.1213, loss: 4.1213 +2025-06-27 20:07:00,160 - pyskl - INFO - Epoch [18][300/3405] lr: 2.421e-02, eta: 2 days, 8:35:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9550, loss_cls: 4.0751, loss: 4.0751 +2025-06-27 20:07:44,649 - pyskl - INFO - Epoch [18][400/3405] lr: 2.421e-02, eta: 2 days, 8:34:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9500, loss_cls: 4.0353, loss: 4.0353 +2025-06-27 20:08:29,110 - pyskl - INFO - Epoch [18][500/3405] lr: 2.420e-02, eta: 2 days, 8:33:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 4.0124, loss: 4.0124 +2025-06-27 20:09:13,543 - pyskl - INFO - Epoch [18][600/3405] lr: 2.420e-02, eta: 2 days, 8:32:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9544, loss_cls: 3.9709, loss: 3.9709 +2025-06-27 20:09:58,028 - pyskl - INFO - Epoch [18][700/3405] lr: 2.420e-02, eta: 2 days, 8:32:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9600, loss_cls: 4.0197, loss: 4.0197 +2025-06-27 20:10:42,502 - pyskl - INFO - Epoch [18][800/3405] lr: 2.419e-02, eta: 2 days, 8:31:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9556, loss_cls: 3.9895, loss: 3.9895 +2025-06-27 20:11:26,987 - pyskl - INFO - Epoch [18][900/3405] lr: 2.419e-02, eta: 2 days, 8:30:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9663, loss_cls: 4.0005, loss: 4.0005 +2025-06-27 20:12:11,251 - pyskl - INFO - Epoch [18][1000/3405] lr: 2.419e-02, eta: 2 days, 8:29:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9581, loss_cls: 3.9883, loss: 3.9883 +2025-06-27 20:12:55,570 - pyskl - INFO - Epoch [18][1100/3405] lr: 2.419e-02, eta: 2 days, 8:28:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9537, loss_cls: 4.1393, loss: 4.1393 +2025-06-27 20:13:39,951 - pyskl - INFO - Epoch [18][1200/3405] lr: 2.418e-02, eta: 2 days, 8:28:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 3.8955, loss: 3.8955 +2025-06-27 20:14:24,215 - pyskl - INFO - Epoch [18][1300/3405] lr: 2.418e-02, eta: 2 days, 8:27:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9594, loss_cls: 3.9785, loss: 3.9785 +2025-06-27 20:15:08,572 - pyskl - INFO - Epoch [18][1400/3405] lr: 2.418e-02, eta: 2 days, 8:26:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9506, loss_cls: 4.0978, loss: 4.0978 +2025-06-27 20:15:52,849 - pyskl - INFO - Epoch [18][1500/3405] lr: 2.418e-02, eta: 2 days, 8:25:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 3.9253, loss: 3.9253 +2025-06-27 20:16:37,199 - pyskl - INFO - Epoch [18][1600/3405] lr: 2.417e-02, eta: 2 days, 8:24:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9406, loss_cls: 4.1262, loss: 4.1262 +2025-06-27 20:17:21,742 - pyskl - INFO - Epoch [18][1700/3405] lr: 2.417e-02, eta: 2 days, 8:23:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 4.0840, loss: 4.0840 +2025-06-27 20:18:06,298 - pyskl - INFO - Epoch [18][1800/3405] lr: 2.417e-02, eta: 2 days, 8:23:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9500, loss_cls: 4.1565, loss: 4.1565 +2025-06-27 20:18:50,824 - pyskl - INFO - Epoch [18][1900/3405] lr: 2.416e-02, eta: 2 days, 8:22:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9606, loss_cls: 3.9116, loss: 3.9116 +2025-06-27 20:19:35,178 - pyskl - INFO - Epoch [18][2000/3405] lr: 2.416e-02, eta: 2 days, 8:21:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9569, loss_cls: 4.1482, loss: 4.1482 +2025-06-27 20:20:19,623 - pyskl - INFO - Epoch [18][2100/3405] lr: 2.416e-02, eta: 2 days, 8:20:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9531, loss_cls: 4.0571, loss: 4.0571 +2025-06-27 20:21:03,998 - pyskl - INFO - Epoch [18][2200/3405] lr: 2.416e-02, eta: 2 days, 8:19:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9569, loss_cls: 3.9360, loss: 3.9360 +2025-06-27 20:21:48,401 - pyskl - INFO - Epoch [18][2300/3405] lr: 2.415e-02, eta: 2 days, 8:18:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 4.0400, loss: 4.0400 +2025-06-27 20:22:32,751 - pyskl - INFO - Epoch [18][2400/3405] lr: 2.415e-02, eta: 2 days, 8:18:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9581, loss_cls: 3.9850, loss: 3.9850 +2025-06-27 20:23:17,091 - pyskl - INFO - Epoch [18][2500/3405] lr: 2.415e-02, eta: 2 days, 8:17:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9531, loss_cls: 4.1243, loss: 4.1243 +2025-06-27 20:24:01,374 - pyskl - INFO - Epoch [18][2600/3405] lr: 2.414e-02, eta: 2 days, 8:16:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9531, loss_cls: 4.0749, loss: 4.0749 +2025-06-27 20:24:45,713 - pyskl - INFO - Epoch [18][2700/3405] lr: 2.414e-02, eta: 2 days, 8:15:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9575, loss_cls: 4.0752, loss: 4.0752 +2025-06-27 20:25:30,035 - pyskl - INFO - Epoch [18][2800/3405] lr: 2.414e-02, eta: 2 days, 8:14:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9531, loss_cls: 4.0285, loss: 4.0285 +2025-06-27 20:26:14,328 - pyskl - INFO - Epoch [18][2900/3405] lr: 2.414e-02, eta: 2 days, 8:13:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9537, loss_cls: 4.0540, loss: 4.0540 +2025-06-27 20:26:58,747 - pyskl - INFO - Epoch [18][3000/3405] lr: 2.413e-02, eta: 2 days, 8:13:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9550, loss_cls: 4.0535, loss: 4.0535 +2025-06-27 20:27:43,255 - pyskl - INFO - Epoch [18][3100/3405] lr: 2.413e-02, eta: 2 days, 8:12:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9506, loss_cls: 4.0957, loss: 4.0957 +2025-06-27 20:28:27,684 - pyskl - INFO - Epoch [18][3200/3405] lr: 2.413e-02, eta: 2 days, 8:11:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9456, loss_cls: 4.0958, loss: 4.0958 +2025-06-27 20:29:12,171 - pyskl - INFO - Epoch [18][3300/3405] lr: 2.413e-02, eta: 2 days, 8:10:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9450, loss_cls: 4.1667, loss: 4.1667 +2025-06-27 20:29:56,610 - pyskl - INFO - Epoch [18][3400/3405] lr: 2.412e-02, eta: 2 days, 8:09:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9500, loss_cls: 4.0677, loss: 4.0677 +2025-06-27 20:29:59,210 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-06-27 20:33:51,313 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 20:33:51,863 - pyskl - INFO - +top1_acc 0.6869 +top5_acc 0.9213 +2025-06-27 20:33:51,887 - pyskl - INFO - Epoch(val) [18][3718] top1_acc: 0.6869, top5_acc: 0.9213 +2025-06-27 20:34:59,320 - pyskl - INFO - Epoch [19][100/3405] lr: 2.412e-02, eta: 2 days, 8:11:31, time: 0.674, data_time: 0.229, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9594, loss_cls: 3.9439, loss: 3.9439 +2025-06-27 20:35:43,723 - pyskl - INFO - Epoch [19][200/3405] lr: 2.412e-02, eta: 2 days, 8:10:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9537, loss_cls: 3.9695, loss: 3.9695 +2025-06-27 20:36:28,168 - pyskl - INFO - Epoch [19][300/3405] lr: 2.411e-02, eta: 2 days, 8:09:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9619, loss_cls: 3.9519, loss: 3.9519 +2025-06-27 20:37:12,535 - pyskl - INFO - Epoch [19][400/3405] lr: 2.411e-02, eta: 2 days, 8:09:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9631, loss_cls: 3.9976, loss: 3.9976 +2025-06-27 20:37:56,924 - pyskl - INFO - Epoch [19][500/3405] lr: 2.411e-02, eta: 2 days, 8:08:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 3.9716, loss: 3.9716 +2025-06-27 20:38:41,215 - pyskl - INFO - Epoch [19][600/3405] lr: 2.411e-02, eta: 2 days, 8:07:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9537, loss_cls: 4.1109, loss: 4.1109 +2025-06-27 20:39:25,617 - pyskl - INFO - Epoch [19][700/3405] lr: 2.410e-02, eta: 2 days, 8:06:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9463, loss_cls: 4.1158, loss: 4.1158 +2025-06-27 20:40:10,159 - pyskl - INFO - Epoch [19][800/3405] lr: 2.410e-02, eta: 2 days, 8:05:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9625, loss_cls: 3.9377, loss: 3.9377 +2025-06-27 20:40:54,623 - pyskl - INFO - Epoch [19][900/3405] lr: 2.410e-02, eta: 2 days, 8:04:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9575, loss_cls: 4.1123, loss: 4.1123 +2025-06-27 20:41:39,079 - pyskl - INFO - Epoch [19][1000/3405] lr: 2.409e-02, eta: 2 days, 8:04:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9625, loss_cls: 3.9409, loss: 3.9409 +2025-06-27 20:42:23,494 - pyskl - INFO - Epoch [19][1100/3405] lr: 2.409e-02, eta: 2 days, 8:03:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9594, loss_cls: 4.0290, loss: 4.0290 +2025-06-27 20:43:07,988 - pyskl - INFO - Epoch [19][1200/3405] lr: 2.409e-02, eta: 2 days, 8:02:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 3.9448, loss: 3.9448 +2025-06-27 20:43:52,528 - pyskl - INFO - Epoch [19][1300/3405] lr: 2.409e-02, eta: 2 days, 8:01:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 3.9323, loss: 3.9323 +2025-06-27 20:44:37,124 - pyskl - INFO - Epoch [19][1400/3405] lr: 2.408e-02, eta: 2 days, 8:00:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9531, loss_cls: 4.0830, loss: 4.0830 +2025-06-27 20:45:21,702 - pyskl - INFO - Epoch [19][1500/3405] lr: 2.408e-02, eta: 2 days, 8:00:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9481, loss_cls: 4.3118, loss: 4.3118 +2025-06-27 20:46:06,154 - pyskl - INFO - Epoch [19][1600/3405] lr: 2.408e-02, eta: 2 days, 7:59:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9494, loss_cls: 4.0911, loss: 4.0911 +2025-06-27 20:46:50,701 - pyskl - INFO - Epoch [19][1700/3405] lr: 2.407e-02, eta: 2 days, 7:58:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9556, loss_cls: 4.0589, loss: 4.0589 +2025-06-27 20:47:35,198 - pyskl - INFO - Epoch [19][1800/3405] lr: 2.407e-02, eta: 2 days, 7:57:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9550, loss_cls: 3.9497, loss: 3.9497 +2025-06-27 20:48:19,702 - pyskl - INFO - Epoch [19][1900/3405] lr: 2.407e-02, eta: 2 days, 7:56:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9431, loss_cls: 4.1766, loss: 4.1766 +2025-06-27 20:49:04,175 - pyskl - INFO - Epoch [19][2000/3405] lr: 2.406e-02, eta: 2 days, 7:56:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 4.0495, loss: 4.0495 +2025-06-27 20:49:48,554 - pyskl - INFO - Epoch [19][2100/3405] lr: 2.406e-02, eta: 2 days, 7:55:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 3.9100, loss: 3.9100 +2025-06-27 20:50:32,827 - pyskl - INFO - Epoch [19][2200/3405] lr: 2.406e-02, eta: 2 days, 7:54:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 4.0544, loss: 4.0544 +2025-06-27 20:51:17,075 - pyskl - INFO - Epoch [19][2300/3405] lr: 2.406e-02, eta: 2 days, 7:53:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9581, loss_cls: 4.0515, loss: 4.0515 +2025-06-27 20:52:01,509 - pyskl - INFO - Epoch [19][2400/3405] lr: 2.405e-02, eta: 2 days, 7:52:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9494, loss_cls: 4.1700, loss: 4.1700 +2025-06-27 20:52:45,762 - pyskl - INFO - Epoch [19][2500/3405] lr: 2.405e-02, eta: 2 days, 7:51:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 3.9358, loss: 3.9358 +2025-06-27 20:53:30,023 - pyskl - INFO - Epoch [19][2600/3405] lr: 2.405e-02, eta: 2 days, 7:51:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9544, loss_cls: 4.0200, loss: 4.0200 +2025-06-27 20:54:14,455 - pyskl - INFO - Epoch [19][2700/3405] lr: 2.404e-02, eta: 2 days, 7:50:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9531, loss_cls: 4.1186, loss: 4.1186 +2025-06-27 20:54:58,924 - pyskl - INFO - Epoch [19][2800/3405] lr: 2.404e-02, eta: 2 days, 7:49:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9631, loss_cls: 4.0285, loss: 4.0285 +2025-06-27 20:55:43,332 - pyskl - INFO - Epoch [19][2900/3405] lr: 2.404e-02, eta: 2 days, 7:48:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 3.9756, loss: 3.9756 +2025-06-27 20:56:27,907 - pyskl - INFO - Epoch [19][3000/3405] lr: 2.404e-02, eta: 2 days, 7:47:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9531, loss_cls: 4.0782, loss: 4.0782 +2025-06-27 20:57:12,535 - pyskl - INFO - Epoch [19][3100/3405] lr: 2.403e-02, eta: 2 days, 7:47:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 3.8729, loss: 3.8729 +2025-06-27 20:57:56,821 - pyskl - INFO - Epoch [19][3200/3405] lr: 2.403e-02, eta: 2 days, 7:46:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9513, loss_cls: 3.9472, loss: 3.9472 +2025-06-27 20:58:41,163 - pyskl - INFO - Epoch [19][3300/3405] lr: 2.403e-02, eta: 2 days, 7:45:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9475, loss_cls: 4.1070, loss: 4.1070 +2025-06-27 20:59:25,539 - pyskl - INFO - Epoch [19][3400/3405] lr: 2.402e-02, eta: 2 days, 7:44:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9581, loss_cls: 4.0749, loss: 4.0749 +2025-06-27 20:59:28,170 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-06-27 21:03:20,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 21:03:21,150 - pyskl - INFO - +top1_acc 0.7189 +top5_acc 0.9365 +2025-06-27 21:03:21,173 - pyskl - INFO - Epoch(val) [19][3718] top1_acc: 0.7189, top5_acc: 0.9365 +2025-06-27 21:04:28,491 - pyskl - INFO - Epoch [20][100/3405] lr: 2.402e-02, eta: 2 days, 7:46:03, time: 0.673, data_time: 0.226, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9513, loss_cls: 4.0147, loss: 4.0147 +2025-06-27 21:05:13,294 - pyskl - INFO - Epoch [20][200/3405] lr: 2.402e-02, eta: 2 days, 7:45:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9613, loss_cls: 3.9422, loss: 3.9422 +2025-06-27 21:05:58,004 - pyskl - INFO - Epoch [20][300/3405] lr: 2.401e-02, eta: 2 days, 7:44:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9513, loss_cls: 4.0512, loss: 4.0512 +2025-06-27 21:06:42,505 - pyskl - INFO - Epoch [20][400/3405] lr: 2.401e-02, eta: 2 days, 7:43:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9581, loss_cls: 4.0594, loss: 4.0594 +2025-06-27 21:07:26,995 - pyskl - INFO - Epoch [20][500/3405] lr: 2.401e-02, eta: 2 days, 7:42:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9581, loss_cls: 4.0783, loss: 4.0783 +2025-06-27 21:08:11,399 - pyskl - INFO - Epoch [20][600/3405] lr: 2.401e-02, eta: 2 days, 7:42:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9525, loss_cls: 4.1344, loss: 4.1344 +2025-06-27 21:08:55,814 - pyskl - INFO - Epoch [20][700/3405] lr: 2.400e-02, eta: 2 days, 7:41:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9487, loss_cls: 4.1175, loss: 4.1175 +2025-06-27 21:09:40,067 - pyskl - INFO - Epoch [20][800/3405] lr: 2.400e-02, eta: 2 days, 7:40:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9500, loss_cls: 4.0681, loss: 4.0681 +2025-06-27 21:10:24,407 - pyskl - INFO - Epoch [20][900/3405] lr: 2.400e-02, eta: 2 days, 7:39:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 3.9298, loss: 3.9298 +2025-06-27 21:11:08,725 - pyskl - INFO - Epoch [20][1000/3405] lr: 2.399e-02, eta: 2 days, 7:38:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9537, loss_cls: 4.0010, loss: 4.0010 +2025-06-27 21:11:52,992 - pyskl - INFO - Epoch [20][1100/3405] lr: 2.399e-02, eta: 2 days, 7:37:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9513, loss_cls: 4.0211, loss: 4.0211 +2025-06-27 21:12:37,285 - pyskl - INFO - Epoch [20][1200/3405] lr: 2.399e-02, eta: 2 days, 7:37:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9581, loss_cls: 3.7509, loss: 3.7509 +2025-06-27 21:13:21,558 - pyskl - INFO - Epoch [20][1300/3405] lr: 2.398e-02, eta: 2 days, 7:36:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9556, loss_cls: 4.0251, loss: 4.0251 +2025-06-27 21:14:05,883 - pyskl - INFO - Epoch [20][1400/3405] lr: 2.398e-02, eta: 2 days, 7:35:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9419, loss_cls: 4.1014, loss: 4.1014 +2025-06-27 21:14:50,329 - pyskl - INFO - Epoch [20][1500/3405] lr: 2.398e-02, eta: 2 days, 7:34:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 3.9995, loss: 3.9995 +2025-06-27 21:15:34,725 - pyskl - INFO - Epoch [20][1600/3405] lr: 2.398e-02, eta: 2 days, 7:33:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9631, loss_cls: 3.9576, loss: 3.9576 +2025-06-27 21:16:19,030 - pyskl - INFO - Epoch [20][1700/3405] lr: 2.397e-02, eta: 2 days, 7:32:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9581, loss_cls: 4.0212, loss: 4.0212 +2025-06-27 21:17:03,474 - pyskl - INFO - Epoch [20][1800/3405] lr: 2.397e-02, eta: 2 days, 7:32:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9481, loss_cls: 4.0779, loss: 4.0779 +2025-06-27 21:17:47,969 - pyskl - INFO - Epoch [20][1900/3405] lr: 2.397e-02, eta: 2 days, 7:31:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9531, loss_cls: 3.9549, loss: 3.9549 +2025-06-27 21:18:32,641 - pyskl - INFO - Epoch [20][2000/3405] lr: 2.396e-02, eta: 2 days, 7:30:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9437, loss_cls: 4.0772, loss: 4.0772 +2025-06-27 21:19:17,255 - pyskl - INFO - Epoch [20][2100/3405] lr: 2.396e-02, eta: 2 days, 7:29:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 4.0209, loss: 4.0209 +2025-06-27 21:20:01,735 - pyskl - INFO - Epoch [20][2200/3405] lr: 2.396e-02, eta: 2 days, 7:28:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9606, loss_cls: 3.9473, loss: 3.9473 +2025-06-27 21:20:46,027 - pyskl - INFO - Epoch [20][2300/3405] lr: 2.395e-02, eta: 2 days, 7:28:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 3.9942, loss: 3.9942 +2025-06-27 21:21:30,388 - pyskl - INFO - Epoch [20][2400/3405] lr: 2.395e-02, eta: 2 days, 7:27:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9513, loss_cls: 4.0770, loss: 4.0770 +2025-06-27 21:22:14,576 - pyskl - INFO - Epoch [20][2500/3405] lr: 2.395e-02, eta: 2 days, 7:26:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9606, loss_cls: 3.9973, loss: 3.9973 +2025-06-27 21:22:58,902 - pyskl - INFO - Epoch [20][2600/3405] lr: 2.394e-02, eta: 2 days, 7:25:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9569, loss_cls: 4.0910, loss: 4.0910 +2025-06-27 21:23:43,194 - pyskl - INFO - Epoch [20][2700/3405] lr: 2.394e-02, eta: 2 days, 7:24:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9456, loss_cls: 4.1818, loss: 4.1818 +2025-06-27 21:24:27,534 - pyskl - INFO - Epoch [20][2800/3405] lr: 2.394e-02, eta: 2 days, 7:23:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9519, loss_cls: 4.0119, loss: 4.0119 +2025-06-27 21:25:11,877 - pyskl - INFO - Epoch [20][2900/3405] lr: 2.394e-02, eta: 2 days, 7:23:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9631, loss_cls: 4.0377, loss: 4.0377 +2025-06-27 21:25:56,291 - pyskl - INFO - Epoch [20][3000/3405] lr: 2.393e-02, eta: 2 days, 7:22:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9525, loss_cls: 3.8351, loss: 3.8351 +2025-06-27 21:26:40,623 - pyskl - INFO - Epoch [20][3100/3405] lr: 2.393e-02, eta: 2 days, 7:21:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9519, loss_cls: 4.0710, loss: 4.0710 +2025-06-27 21:27:24,885 - pyskl - INFO - Epoch [20][3200/3405] lr: 2.393e-02, eta: 2 days, 7:20:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9556, loss_cls: 3.9659, loss: 3.9659 +2025-06-27 21:28:09,225 - pyskl - INFO - Epoch [20][3300/3405] lr: 2.392e-02, eta: 2 days, 7:19:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9575, loss_cls: 3.8548, loss: 3.8548 +2025-06-27 21:28:53,632 - pyskl - INFO - Epoch [20][3400/3405] lr: 2.392e-02, eta: 2 days, 7:19:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 3.7949, loss: 3.7949 +2025-06-27 21:28:56,175 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-06-27 21:47:02,681 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 21:47:03,218 - pyskl - INFO - +top1_acc 0.7358 +top5_acc 0.9448 +2025-06-27 21:47:03,268 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_17.pth was removed +2025-06-27 21:47:04,230 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. +2025-06-27 21:47:04,232 - pyskl - INFO - Best top1_acc is 0.7358 at 20 epoch. +2025-06-27 21:47:04,250 - pyskl - INFO - Epoch(val) [20][3718] top1_acc: 0.7358, top5_acc: 0.9448 +2025-06-27 21:48:10,622 - pyskl - INFO - Epoch [21][100/3405] lr: 2.392e-02, eta: 2 days, 7:20:21, time: 0.664, data_time: 0.222, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9637, loss_cls: 3.9883, loss: 3.9883 +2025-06-27 21:48:54,948 - pyskl - INFO - Epoch [21][200/3405] lr: 2.391e-02, eta: 2 days, 7:19:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9594, loss_cls: 3.9269, loss: 3.9269 +2025-06-27 21:49:39,337 - pyskl - INFO - Epoch [21][300/3405] lr: 2.391e-02, eta: 2 days, 7:18:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 3.9675, loss: 3.9675 +2025-06-27 21:50:23,688 - pyskl - INFO - Epoch [21][400/3405] lr: 2.391e-02, eta: 2 days, 7:17:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9613, loss_cls: 3.9686, loss: 3.9686 +2025-06-27 21:51:08,002 - pyskl - INFO - Epoch [21][500/3405] lr: 2.390e-02, eta: 2 days, 7:17:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9556, loss_cls: 4.0203, loss: 4.0203 +2025-06-27 21:51:52,268 - pyskl - INFO - Epoch [21][600/3405] lr: 2.390e-02, eta: 2 days, 7:16:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9625, loss_cls: 3.9540, loss: 3.9540 +2025-06-27 21:52:36,623 - pyskl - INFO - Epoch [21][700/3405] lr: 2.390e-02, eta: 2 days, 7:15:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9550, loss_cls: 3.9965, loss: 3.9965 +2025-06-27 21:53:20,863 - pyskl - INFO - Epoch [21][800/3405] lr: 2.389e-02, eta: 2 days, 7:14:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9594, loss_cls: 3.8202, loss: 3.8202 +2025-06-27 21:54:05,164 - pyskl - INFO - Epoch [21][900/3405] lr: 2.389e-02, eta: 2 days, 7:13:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9587, loss_cls: 3.9243, loss: 3.9243 +2025-06-27 21:54:49,869 - pyskl - INFO - Epoch [21][1000/3405] lr: 2.389e-02, eta: 2 days, 7:12:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 3.9485, loss: 3.9485 +2025-06-27 21:55:34,333 - pyskl - INFO - Epoch [21][1100/3405] lr: 2.388e-02, eta: 2 days, 7:12:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9637, loss_cls: 3.8189, loss: 3.8189 +2025-06-27 21:56:18,652 - pyskl - INFO - Epoch [21][1200/3405] lr: 2.388e-02, eta: 2 days, 7:11:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 3.8552, loss: 3.8552 +2025-06-27 21:57:02,944 - pyskl - INFO - Epoch [21][1300/3405] lr: 2.388e-02, eta: 2 days, 7:10:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 4.0132, loss: 4.0132 +2025-06-27 21:57:47,249 - pyskl - INFO - Epoch [21][1400/3405] lr: 2.388e-02, eta: 2 days, 7:09:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 3.8342, loss: 3.8342 +2025-06-27 21:58:31,549 - pyskl - INFO - Epoch [21][1500/3405] lr: 2.387e-02, eta: 2 days, 7:08:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9625, loss_cls: 3.8599, loss: 3.8599 +2025-06-27 21:59:15,875 - pyskl - INFO - Epoch [21][1600/3405] lr: 2.387e-02, eta: 2 days, 7:08:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9519, loss_cls: 4.1295, loss: 4.1295 +2025-06-27 22:00:00,207 - pyskl - INFO - Epoch [21][1700/3405] lr: 2.387e-02, eta: 2 days, 7:07:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9594, loss_cls: 3.9888, loss: 3.9888 +2025-06-27 22:00:44,607 - pyskl - INFO - Epoch [21][1800/3405] lr: 2.386e-02, eta: 2 days, 7:06:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9669, loss_cls: 3.9946, loss: 3.9946 +2025-06-27 22:01:28,984 - pyskl - INFO - Epoch [21][1900/3405] lr: 2.386e-02, eta: 2 days, 7:05:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9500, loss_cls: 4.0601, loss: 4.0601 +2025-06-27 22:02:13,353 - pyskl - INFO - Epoch [21][2000/3405] lr: 2.386e-02, eta: 2 days, 7:04:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9519, loss_cls: 3.9645, loss: 3.9645 +2025-06-27 22:02:57,695 - pyskl - INFO - Epoch [21][2100/3405] lr: 2.385e-02, eta: 2 days, 7:03:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9537, loss_cls: 3.9346, loss: 3.9346 +2025-06-27 22:03:41,991 - pyskl - INFO - Epoch [21][2200/3405] lr: 2.385e-02, eta: 2 days, 7:03:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9563, loss_cls: 3.9669, loss: 3.9669 +2025-06-27 22:04:26,271 - pyskl - INFO - Epoch [21][2300/3405] lr: 2.385e-02, eta: 2 days, 7:02:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9581, loss_cls: 4.0429, loss: 4.0429 +2025-06-27 22:05:10,660 - pyskl - INFO - Epoch [21][2400/3405] lr: 2.384e-02, eta: 2 days, 7:01:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9550, loss_cls: 4.0082, loss: 4.0082 +2025-06-27 22:05:55,150 - pyskl - INFO - Epoch [21][2500/3405] lr: 2.384e-02, eta: 2 days, 7:00:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9637, loss_cls: 3.9392, loss: 3.9392 +2025-06-27 22:06:39,542 - pyskl - INFO - Epoch [21][2600/3405] lr: 2.384e-02, eta: 2 days, 6:59:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9600, loss_cls: 3.8773, loss: 3.8773 +2025-06-27 22:07:24,026 - pyskl - INFO - Epoch [21][2700/3405] lr: 2.383e-02, eta: 2 days, 6:59:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9613, loss_cls: 3.9707, loss: 3.9707 +2025-06-27 22:08:08,435 - pyskl - INFO - Epoch [21][2800/3405] lr: 2.383e-02, eta: 2 days, 6:58:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9463, loss_cls: 4.1277, loss: 4.1277 +2025-06-27 22:08:52,927 - pyskl - INFO - Epoch [21][2900/3405] lr: 2.383e-02, eta: 2 days, 6:57:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9637, loss_cls: 4.0093, loss: 4.0093 +2025-06-27 22:09:37,414 - pyskl - INFO - Epoch [21][3000/3405] lr: 2.382e-02, eta: 2 days, 6:56:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9525, loss_cls: 3.9936, loss: 3.9936 +2025-06-27 22:10:21,923 - pyskl - INFO - Epoch [21][3100/3405] lr: 2.382e-02, eta: 2 days, 6:55:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9619, loss_cls: 3.8278, loss: 3.8278 +2025-06-27 22:11:06,449 - pyskl - INFO - Epoch [21][3200/3405] lr: 2.382e-02, eta: 2 days, 6:55:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9575, loss_cls: 3.9752, loss: 3.9752 +2025-06-27 22:11:51,000 - pyskl - INFO - Epoch [21][3300/3405] lr: 2.381e-02, eta: 2 days, 6:54:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9556, loss_cls: 4.0544, loss: 4.0544 +2025-06-27 22:12:35,482 - pyskl - INFO - Epoch [21][3400/3405] lr: 2.381e-02, eta: 2 days, 6:53:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9594, loss_cls: 3.9251, loss: 3.9251 +2025-06-27 22:12:38,076 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-06-27 22:16:30,694 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 22:16:31,238 - pyskl - INFO - +top1_acc 0.7405 +top5_acc 0.9460 +2025-06-27 22:16:31,288 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_20.pth was removed +2025-06-27 22:16:32,289 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_21.pth. +2025-06-27 22:16:32,291 - pyskl - INFO - Best top1_acc is 0.7405 at 21 epoch. +2025-06-27 22:16:32,312 - pyskl - INFO - Epoch(val) [21][3718] top1_acc: 0.7405, top5_acc: 0.9460 +2025-06-27 22:17:39,361 - pyskl - INFO - Epoch [22][100/3405] lr: 2.381e-02, eta: 2 days, 6:54:42, time: 0.670, data_time: 0.227, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9575, loss_cls: 3.9528, loss: 3.9528 +2025-06-27 22:18:23,751 - pyskl - INFO - Epoch [22][200/3405] lr: 2.380e-02, eta: 2 days, 6:53:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 3.9301, loss: 3.9301 +2025-06-27 22:19:08,114 - pyskl - INFO - Epoch [22][300/3405] lr: 2.380e-02, eta: 2 days, 6:53:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9600, loss_cls: 3.9352, loss: 3.9352 +2025-06-27 22:19:52,479 - pyskl - INFO - Epoch [22][400/3405] lr: 2.380e-02, eta: 2 days, 6:52:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 3.8968, loss: 3.8968 +2025-06-27 22:20:36,841 - pyskl - INFO - Epoch [22][500/3405] lr: 2.379e-02, eta: 2 days, 6:51:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9625, loss_cls: 3.9221, loss: 3.9221 +2025-06-27 22:21:21,239 - pyskl - INFO - Epoch [22][600/3405] lr: 2.379e-02, eta: 2 days, 6:50:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9606, loss_cls: 4.0175, loss: 4.0175 +2025-06-27 22:22:05,663 - pyskl - INFO - Epoch [22][700/3405] lr: 2.379e-02, eta: 2 days, 6:49:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9556, loss_cls: 3.9863, loss: 3.9863 +2025-06-27 22:22:50,067 - pyskl - INFO - Epoch [22][800/3405] lr: 2.378e-02, eta: 2 days, 6:49:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9613, loss_cls: 3.8928, loss: 3.8928 +2025-06-27 22:23:34,407 - pyskl - INFO - Epoch [22][900/3405] lr: 2.378e-02, eta: 2 days, 6:48:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9575, loss_cls: 4.0218, loss: 4.0218 +2025-06-27 22:24:18,651 - pyskl - INFO - Epoch [22][1000/3405] lr: 2.378e-02, eta: 2 days, 6:47:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9525, loss_cls: 3.9817, loss: 3.9817 +2025-06-27 22:25:02,931 - pyskl - INFO - Epoch [22][1100/3405] lr: 2.377e-02, eta: 2 days, 6:46:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9613, loss_cls: 3.8363, loss: 3.8363 +2025-06-27 22:25:47,274 - pyskl - INFO - Epoch [22][1200/3405] lr: 2.377e-02, eta: 2 days, 6:45:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9506, loss_cls: 3.8257, loss: 3.8257 +2025-06-27 22:26:31,620 - pyskl - INFO - Epoch [22][1300/3405] lr: 2.377e-02, eta: 2 days, 6:44:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 4.0665, loss: 4.0665 +2025-06-27 22:27:16,105 - pyskl - INFO - Epoch [22][1400/3405] lr: 2.376e-02, eta: 2 days, 6:44:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9550, loss_cls: 3.9583, loss: 3.9583 +2025-06-27 22:28:00,330 - pyskl - INFO - Epoch [22][1500/3405] lr: 2.376e-02, eta: 2 days, 6:43:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9550, loss_cls: 3.9322, loss: 3.9322 +2025-06-27 22:28:44,571 - pyskl - INFO - Epoch [22][1600/3405] lr: 2.376e-02, eta: 2 days, 6:42:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9656, loss_cls: 3.8811, loss: 3.8811 +2025-06-27 22:29:28,899 - pyskl - INFO - Epoch [22][1700/3405] lr: 2.375e-02, eta: 2 days, 6:41:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9569, loss_cls: 3.9974, loss: 3.9974 +2025-06-27 22:30:13,221 - pyskl - INFO - Epoch [22][1800/3405] lr: 2.375e-02, eta: 2 days, 6:40:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9650, loss_cls: 3.9203, loss: 3.9203 +2025-06-27 22:30:57,437 - pyskl - INFO - Epoch [22][1900/3405] lr: 2.375e-02, eta: 2 days, 6:39:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9537, loss_cls: 3.9714, loss: 3.9714 +2025-06-27 22:31:41,507 - pyskl - INFO - Epoch [22][2000/3405] lr: 2.374e-02, eta: 2 days, 6:39:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9606, loss_cls: 3.8905, loss: 3.8905 +2025-06-27 22:32:26,028 - pyskl - INFO - Epoch [22][2100/3405] lr: 2.374e-02, eta: 2 days, 6:38:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9556, loss_cls: 4.0126, loss: 4.0126 +2025-06-27 22:33:10,365 - pyskl - INFO - Epoch [22][2200/3405] lr: 2.374e-02, eta: 2 days, 6:37:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 3.9500, loss: 3.9500 +2025-06-27 22:33:54,672 - pyskl - INFO - Epoch [22][2300/3405] lr: 2.373e-02, eta: 2 days, 6:36:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9606, loss_cls: 3.9172, loss: 3.9172 +2025-06-27 22:34:39,176 - pyskl - INFO - Epoch [22][2400/3405] lr: 2.373e-02, eta: 2 days, 6:35:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9594, loss_cls: 3.8393, loss: 3.8393 +2025-06-27 22:35:23,814 - pyskl - INFO - Epoch [22][2500/3405] lr: 2.373e-02, eta: 2 days, 6:35:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9525, loss_cls: 4.0141, loss: 4.0141 +2025-06-27 22:36:08,434 - pyskl - INFO - Epoch [22][2600/3405] lr: 2.372e-02, eta: 2 days, 6:34:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9513, loss_cls: 4.0271, loss: 4.0271 +2025-06-27 22:36:53,037 - pyskl - INFO - Epoch [22][2700/3405] lr: 2.372e-02, eta: 2 days, 6:33:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9594, loss_cls: 4.0294, loss: 4.0294 +2025-06-27 22:37:37,710 - pyskl - INFO - Epoch [22][2800/3405] lr: 2.372e-02, eta: 2 days, 6:32:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9681, loss_cls: 3.9012, loss: 3.9012 +2025-06-27 22:38:22,315 - pyskl - INFO - Epoch [22][2900/3405] lr: 2.371e-02, eta: 2 days, 6:31:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 3.8428, loss: 3.8428 +2025-06-27 22:39:06,845 - pyskl - INFO - Epoch [22][3000/3405] lr: 2.371e-02, eta: 2 days, 6:31:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9619, loss_cls: 4.0735, loss: 4.0735 +2025-06-27 22:39:51,359 - pyskl - INFO - Epoch [22][3100/3405] lr: 2.371e-02, eta: 2 days, 6:30:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9519, loss_cls: 4.0277, loss: 4.0277 +2025-06-27 22:40:35,711 - pyskl - INFO - Epoch [22][3200/3405] lr: 2.370e-02, eta: 2 days, 6:29:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9537, loss_cls: 4.0084, loss: 4.0084 +2025-06-27 22:41:20,065 - pyskl - INFO - Epoch [22][3300/3405] lr: 2.370e-02, eta: 2 days, 6:28:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 3.9489, loss: 3.9489 +2025-06-27 22:42:04,460 - pyskl - INFO - Epoch [22][3400/3405] lr: 2.370e-02, eta: 2 days, 6:27:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 4.0288, loss: 4.0288 +2025-06-27 22:42:07,115 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-06-27 22:45:59,318 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 22:45:59,869 - pyskl - INFO - +top1_acc 0.6939 +top5_acc 0.9201 +2025-06-27 22:45:59,893 - pyskl - INFO - Epoch(val) [22][3718] top1_acc: 0.6939, top5_acc: 0.9201 +2025-06-27 22:47:06,936 - pyskl - INFO - Epoch [23][100/3405] lr: 2.369e-02, eta: 2 days, 6:29:06, time: 0.670, data_time: 0.228, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 3.8913, loss: 3.8913 +2025-06-27 22:47:51,222 - pyskl - INFO - Epoch [23][200/3405] lr: 2.369e-02, eta: 2 days, 6:28:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 3.9320, loss: 3.9320 +2025-06-27 22:48:35,575 - pyskl - INFO - Epoch [23][300/3405] lr: 2.369e-02, eta: 2 days, 6:27:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 3.8784, loss: 3.8784 +2025-06-27 22:49:19,941 - pyskl - INFO - Epoch [23][400/3405] lr: 2.368e-02, eta: 2 days, 6:26:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 3.7938, loss: 3.7938 +2025-06-27 22:50:04,702 - pyskl - INFO - Epoch [23][500/3405] lr: 2.368e-02, eta: 2 days, 6:25:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9531, loss_cls: 3.8543, loss: 3.8543 +2025-06-27 22:50:49,176 - pyskl - INFO - Epoch [23][600/3405] lr: 2.368e-02, eta: 2 days, 6:25:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9606, loss_cls: 3.8868, loss: 3.8868 +2025-06-27 22:51:33,491 - pyskl - INFO - Epoch [23][700/3405] lr: 2.367e-02, eta: 2 days, 6:24:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9569, loss_cls: 3.9236, loss: 3.9236 +2025-06-27 22:52:17,829 - pyskl - INFO - Epoch [23][800/3405] lr: 2.367e-02, eta: 2 days, 6:23:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9556, loss_cls: 3.9422, loss: 3.9422 +2025-06-27 22:53:02,147 - pyskl - INFO - Epoch [23][900/3405] lr: 2.367e-02, eta: 2 days, 6:22:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 3.8847, loss: 3.8847 +2025-06-27 22:53:46,536 - pyskl - INFO - Epoch [23][1000/3405] lr: 2.366e-02, eta: 2 days, 6:21:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 4.0604, loss: 4.0604 +2025-06-27 22:54:31,036 - pyskl - INFO - Epoch [23][1100/3405] lr: 2.366e-02, eta: 2 days, 6:21:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9531, loss_cls: 3.8698, loss: 3.8698 +2025-06-27 22:55:15,397 - pyskl - INFO - Epoch [23][1200/3405] lr: 2.366e-02, eta: 2 days, 6:20:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9531, loss_cls: 3.9404, loss: 3.9404 +2025-06-27 22:55:59,699 - pyskl - INFO - Epoch [23][1300/3405] lr: 2.365e-02, eta: 2 days, 6:19:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 3.8425, loss: 3.8425 +2025-06-27 22:56:43,961 - pyskl - INFO - Epoch [23][1400/3405] lr: 2.365e-02, eta: 2 days, 6:18:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 3.8879, loss: 3.8879 +2025-06-27 22:57:28,256 - pyskl - INFO - Epoch [23][1500/3405] lr: 2.364e-02, eta: 2 days, 6:17:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9625, loss_cls: 3.9471, loss: 3.9471 +2025-06-27 22:58:12,549 - pyskl - INFO - Epoch [23][1600/3405] lr: 2.364e-02, eta: 2 days, 6:16:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9456, loss_cls: 4.0080, loss: 4.0080 +2025-06-27 22:58:56,790 - pyskl - INFO - Epoch [23][1700/3405] lr: 2.364e-02, eta: 2 days, 6:16:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9663, loss_cls: 3.8378, loss: 3.8378 +2025-06-27 22:59:41,070 - pyskl - INFO - Epoch [23][1800/3405] lr: 2.363e-02, eta: 2 days, 6:15:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9563, loss_cls: 4.0266, loss: 4.0266 +2025-06-27 23:00:25,318 - pyskl - INFO - Epoch [23][1900/3405] lr: 2.363e-02, eta: 2 days, 6:14:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9481, loss_cls: 4.0563, loss: 4.0563 +2025-06-27 23:01:09,621 - pyskl - INFO - Epoch [23][2000/3405] lr: 2.363e-02, eta: 2 days, 6:13:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 3.7948, loss: 3.7948 +2025-06-27 23:01:54,071 - pyskl - INFO - Epoch [23][2100/3405] lr: 2.362e-02, eta: 2 days, 6:12:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9594, loss_cls: 3.8592, loss: 3.8592 +2025-06-27 23:02:38,426 - pyskl - INFO - Epoch [23][2200/3405] lr: 2.362e-02, eta: 2 days, 6:12:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9513, loss_cls: 4.0335, loss: 4.0335 +2025-06-27 23:03:22,710 - pyskl - INFO - Epoch [23][2300/3405] lr: 2.362e-02, eta: 2 days, 6:11:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9675, loss_cls: 3.8777, loss: 3.8777 +2025-06-27 23:04:07,061 - pyskl - INFO - Epoch [23][2400/3405] lr: 2.361e-02, eta: 2 days, 6:10:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 3.9501, loss: 3.9501 +2025-06-27 23:04:51,539 - pyskl - INFO - Epoch [23][2500/3405] lr: 2.361e-02, eta: 2 days, 6:09:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9494, loss_cls: 4.0151, loss: 4.0151 +2025-06-27 23:05:36,028 - pyskl - INFO - Epoch [23][2600/3405] lr: 2.361e-02, eta: 2 days, 6:08:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9525, loss_cls: 3.9385, loss: 3.9385 +2025-06-27 23:06:20,640 - pyskl - INFO - Epoch [23][2700/3405] lr: 2.360e-02, eta: 2 days, 6:08:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9537, loss_cls: 3.9582, loss: 3.9582 +2025-06-27 23:07:05,011 - pyskl - INFO - Epoch [23][2800/3405] lr: 2.360e-02, eta: 2 days, 6:07:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9525, loss_cls: 3.8853, loss: 3.8853 +2025-06-27 23:07:49,203 - pyskl - INFO - Epoch [23][2900/3405] lr: 2.360e-02, eta: 2 days, 6:06:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9537, loss_cls: 3.9450, loss: 3.9450 +2025-06-27 23:08:33,603 - pyskl - INFO - Epoch [23][3000/3405] lr: 2.359e-02, eta: 2 days, 6:05:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9519, loss_cls: 3.9202, loss: 3.9202 +2025-06-27 23:09:18,048 - pyskl - INFO - Epoch [23][3100/3405] lr: 2.359e-02, eta: 2 days, 6:04:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 4.0195, loss: 4.0195 +2025-06-27 23:10:02,475 - pyskl - INFO - Epoch [23][3200/3405] lr: 2.358e-02, eta: 2 days, 6:04:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9587, loss_cls: 3.8667, loss: 3.8667 +2025-06-27 23:10:46,809 - pyskl - INFO - Epoch [23][3300/3405] lr: 2.358e-02, eta: 2 days, 6:03:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9513, loss_cls: 3.9762, loss: 3.9762 +2025-06-27 23:11:31,102 - pyskl - INFO - Epoch [23][3400/3405] lr: 2.358e-02, eta: 2 days, 6:02:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9537, loss_cls: 4.0063, loss: 4.0063 +2025-06-27 23:11:33,711 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-06-27 23:15:25,071 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 23:15:25,622 - pyskl - INFO - +top1_acc 0.7263 +top5_acc 0.9315 +2025-06-27 23:15:25,643 - pyskl - INFO - Epoch(val) [23][3718] top1_acc: 0.7263, top5_acc: 0.9315 +2025-06-27 23:16:32,359 - pyskl - INFO - Epoch [24][100/3405] lr: 2.357e-02, eta: 2 days, 6:03:23, time: 0.667, data_time: 0.225, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9650, loss_cls: 3.8808, loss: 3.8808 +2025-06-27 23:17:16,666 - pyskl - INFO - Epoch [24][200/3405] lr: 2.357e-02, eta: 2 days, 6:02:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9600, loss_cls: 3.9044, loss: 3.9044 +2025-06-27 23:18:01,001 - pyskl - INFO - Epoch [24][300/3405] lr: 2.357e-02, eta: 2 days, 6:01:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9544, loss_cls: 3.9452, loss: 3.9452 +2025-06-27 23:18:45,253 - pyskl - INFO - Epoch [24][400/3405] lr: 2.356e-02, eta: 2 days, 6:00:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9675, loss_cls: 3.8561, loss: 3.8561 +2025-06-27 23:19:29,645 - pyskl - INFO - Epoch [24][500/3405] lr: 2.356e-02, eta: 2 days, 6:00:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 3.8506, loss: 3.8506 +2025-06-27 23:20:13,920 - pyskl - INFO - Epoch [24][600/3405] lr: 2.356e-02, eta: 2 days, 5:59:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9556, loss_cls: 3.8886, loss: 3.8886 +2025-06-27 23:20:58,187 - pyskl - INFO - Epoch [24][700/3405] lr: 2.355e-02, eta: 2 days, 5:58:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 3.8821, loss: 3.8821 +2025-06-27 23:21:42,622 - pyskl - INFO - Epoch [24][800/3405] lr: 2.355e-02, eta: 2 days, 5:57:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 3.8570, loss: 3.8570 +2025-06-27 23:22:27,169 - pyskl - INFO - Epoch [24][900/3405] lr: 2.355e-02, eta: 2 days, 5:56:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 3.9633, loss: 3.9633 +2025-06-27 23:23:11,515 - pyskl - INFO - Epoch [24][1000/3405] lr: 2.354e-02, eta: 2 days, 5:56:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 3.8407, loss: 3.8407 +2025-06-27 23:23:55,923 - pyskl - INFO - Epoch [24][1100/3405] lr: 2.354e-02, eta: 2 days, 5:55:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 3.8880, loss: 3.8880 +2025-06-27 23:24:40,196 - pyskl - INFO - Epoch [24][1200/3405] lr: 2.353e-02, eta: 2 days, 5:54:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 3.8633, loss: 3.8633 +2025-06-27 23:25:24,379 - pyskl - INFO - Epoch [24][1300/3405] lr: 2.353e-02, eta: 2 days, 5:53:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 3.8468, loss: 3.8468 +2025-06-27 23:26:08,579 - pyskl - INFO - Epoch [24][1400/3405] lr: 2.353e-02, eta: 2 days, 5:52:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9575, loss_cls: 3.8980, loss: 3.8980 +2025-06-27 23:26:52,904 - pyskl - INFO - Epoch [24][1500/3405] lr: 2.352e-02, eta: 2 days, 5:52:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9613, loss_cls: 3.8639, loss: 3.8639 +2025-06-27 23:27:37,172 - pyskl - INFO - Epoch [24][1600/3405] lr: 2.352e-02, eta: 2 days, 5:51:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 3.9284, loss: 3.9284 +2025-06-27 23:28:21,417 - pyskl - INFO - Epoch [24][1700/3405] lr: 2.352e-02, eta: 2 days, 5:50:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9606, loss_cls: 3.8471, loss: 3.8471 +2025-06-27 23:29:05,708 - pyskl - INFO - Epoch [24][1800/3405] lr: 2.351e-02, eta: 2 days, 5:49:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9550, loss_cls: 4.0359, loss: 4.0359 +2025-06-27 23:29:49,951 - pyskl - INFO - Epoch [24][1900/3405] lr: 2.351e-02, eta: 2 days, 5:48:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9600, loss_cls: 3.7908, loss: 3.7908 +2025-06-27 23:30:34,235 - pyskl - INFO - Epoch [24][2000/3405] lr: 2.351e-02, eta: 2 days, 5:47:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 3.8934, loss: 3.8934 +2025-06-27 23:31:18,594 - pyskl - INFO - Epoch [24][2100/3405] lr: 2.350e-02, eta: 2 days, 5:47:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9506, loss_cls: 3.9812, loss: 3.9812 +2025-06-27 23:32:03,057 - pyskl - INFO - Epoch [24][2200/3405] lr: 2.350e-02, eta: 2 days, 5:46:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9606, loss_cls: 3.7519, loss: 3.7519 +2025-06-27 23:32:47,491 - pyskl - INFO - Epoch [24][2300/3405] lr: 2.349e-02, eta: 2 days, 5:45:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9556, loss_cls: 3.9415, loss: 3.9415 +2025-06-27 23:33:31,882 - pyskl - INFO - Epoch [24][2400/3405] lr: 2.349e-02, eta: 2 days, 5:44:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9544, loss_cls: 3.9449, loss: 3.9449 +2025-06-27 23:34:16,306 - pyskl - INFO - Epoch [24][2500/3405] lr: 2.349e-02, eta: 2 days, 5:43:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 3.9102, loss: 3.9102 +2025-06-27 23:35:00,549 - pyskl - INFO - Epoch [24][2600/3405] lr: 2.348e-02, eta: 2 days, 5:43:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9550, loss_cls: 4.0232, loss: 4.0232 +2025-06-27 23:35:44,810 - pyskl - INFO - Epoch [24][2700/3405] lr: 2.348e-02, eta: 2 days, 5:42:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9525, loss_cls: 3.9716, loss: 3.9716 +2025-06-27 23:36:29,194 - pyskl - INFO - Epoch [24][2800/3405] lr: 2.348e-02, eta: 2 days, 5:41:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 3.8970, loss: 3.8970 +2025-06-27 23:37:13,929 - pyskl - INFO - Epoch [24][2900/3405] lr: 2.347e-02, eta: 2 days, 5:40:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 3.8480, loss: 3.8480 +2025-06-27 23:37:58,294 - pyskl - INFO - Epoch [24][3000/3405] lr: 2.347e-02, eta: 2 days, 5:39:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9550, loss_cls: 4.0320, loss: 4.0320 +2025-06-27 23:38:42,941 - pyskl - INFO - Epoch [24][3100/3405] lr: 2.347e-02, eta: 2 days, 5:39:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 3.9998, loss: 3.9998 +2025-06-27 23:39:27,354 - pyskl - INFO - Epoch [24][3200/3405] lr: 2.346e-02, eta: 2 days, 5:38:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9681, loss_cls: 3.9328, loss: 3.9328 +2025-06-27 23:40:11,660 - pyskl - INFO - Epoch [24][3300/3405] lr: 2.346e-02, eta: 2 days, 5:37:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9537, loss_cls: 4.0742, loss: 4.0742 +2025-06-27 23:40:56,166 - pyskl - INFO - Epoch [24][3400/3405] lr: 2.345e-02, eta: 2 days, 5:36:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9456, loss_cls: 4.0220, loss: 4.0220 +2025-06-27 23:40:58,858 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-06-27 23:44:51,643 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 23:44:52,189 - pyskl - INFO - +top1_acc 0.7327 +top5_acc 0.9412 +2025-06-27 23:44:52,213 - pyskl - INFO - Epoch(val) [24][3718] top1_acc: 0.7327, top5_acc: 0.9412 +2025-06-27 23:45:59,283 - pyskl - INFO - Epoch [25][100/3405] lr: 2.345e-02, eta: 2 days, 5:37:40, time: 0.671, data_time: 0.222, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9650, loss_cls: 3.8128, loss: 3.8128 +2025-06-27 23:46:43,772 - pyskl - INFO - Epoch [25][200/3405] lr: 2.345e-02, eta: 2 days, 5:36:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9606, loss_cls: 3.8767, loss: 3.8767 +2025-06-27 23:47:28,227 - pyskl - INFO - Epoch [25][300/3405] lr: 2.344e-02, eta: 2 days, 5:36:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9656, loss_cls: 3.8448, loss: 3.8448 +2025-06-27 23:48:12,479 - pyskl - INFO - Epoch [25][400/3405] lr: 2.344e-02, eta: 2 days, 5:35:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9606, loss_cls: 3.8744, loss: 3.8744 +2025-06-27 23:48:56,834 - pyskl - INFO - Epoch [25][500/3405] lr: 2.344e-02, eta: 2 days, 5:34:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9700, loss_cls: 3.7784, loss: 3.7784 +2025-06-27 23:49:41,327 - pyskl - INFO - Epoch [25][600/3405] lr: 2.343e-02, eta: 2 days, 5:33:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9669, loss_cls: 3.7914, loss: 3.7914 +2025-06-27 23:50:25,732 - pyskl - INFO - Epoch [25][700/3405] lr: 2.343e-02, eta: 2 days, 5:32:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9637, loss_cls: 3.9137, loss: 3.9137 +2025-06-27 23:51:10,199 - pyskl - INFO - Epoch [25][800/3405] lr: 2.342e-02, eta: 2 days, 5:32:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 3.7925, loss: 3.7925 +2025-06-27 23:51:54,723 - pyskl - INFO - Epoch [25][900/3405] lr: 2.342e-02, eta: 2 days, 5:31:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9650, loss_cls: 3.9548, loss: 3.9548 +2025-06-27 23:52:39,110 - pyskl - INFO - Epoch [25][1000/3405] lr: 2.342e-02, eta: 2 days, 5:30:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 3.8756, loss: 3.8756 +2025-06-27 23:53:23,443 - pyskl - INFO - Epoch [25][1100/3405] lr: 2.341e-02, eta: 2 days, 5:29:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9513, loss_cls: 3.9620, loss: 3.9620 +2025-06-27 23:54:07,986 - pyskl - INFO - Epoch [25][1200/3405] lr: 2.341e-02, eta: 2 days, 5:28:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 3.9258, loss: 3.9258 +2025-06-27 23:54:52,282 - pyskl - INFO - Epoch [25][1300/3405] lr: 2.341e-02, eta: 2 days, 5:28:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9550, loss_cls: 3.9012, loss: 3.9012 +2025-06-27 23:55:36,561 - pyskl - INFO - Epoch [25][1400/3405] lr: 2.340e-02, eta: 2 days, 5:27:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9694, loss_cls: 3.8077, loss: 3.8077 +2025-06-27 23:56:20,862 - pyskl - INFO - Epoch [25][1500/3405] lr: 2.340e-02, eta: 2 days, 5:26:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9544, loss_cls: 3.9958, loss: 3.9958 +2025-06-27 23:57:05,138 - pyskl - INFO - Epoch [25][1600/3405] lr: 2.339e-02, eta: 2 days, 5:25:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9587, loss_cls: 3.9920, loss: 3.9920 +2025-06-27 23:57:49,395 - pyskl - INFO - Epoch [25][1700/3405] lr: 2.339e-02, eta: 2 days, 5:24:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9563, loss_cls: 3.7653, loss: 3.7653 +2025-06-27 23:58:33,667 - pyskl - INFO - Epoch [25][1800/3405] lr: 2.339e-02, eta: 2 days, 5:24:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9469, loss_cls: 3.9502, loss: 3.9502 +2025-06-27 23:59:17,932 - pyskl - INFO - Epoch [25][1900/3405] lr: 2.338e-02, eta: 2 days, 5:23:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9594, loss_cls: 3.8977, loss: 3.8977 +2025-06-28 00:00:02,273 - pyskl - INFO - Epoch [25][2000/3405] lr: 2.338e-02, eta: 2 days, 5:22:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9531, loss_cls: 3.8481, loss: 3.8481 +2025-06-28 00:00:46,560 - pyskl - INFO - Epoch [25][2100/3405] lr: 2.338e-02, eta: 2 days, 5:21:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9625, loss_cls: 3.9827, loss: 3.9827 +2025-06-28 00:01:30,797 - pyskl - INFO - Epoch [25][2200/3405] lr: 2.337e-02, eta: 2 days, 5:20:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9631, loss_cls: 3.9087, loss: 3.9087 +2025-06-28 00:02:15,170 - pyskl - INFO - Epoch [25][2300/3405] lr: 2.337e-02, eta: 2 days, 5:19:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 3.8916, loss: 3.8916 +2025-06-28 00:02:59,481 - pyskl - INFO - Epoch [25][2400/3405] lr: 2.336e-02, eta: 2 days, 5:19:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9531, loss_cls: 3.9642, loss: 3.9642 +2025-06-28 00:03:43,831 - pyskl - INFO - Epoch [25][2500/3405] lr: 2.336e-02, eta: 2 days, 5:18:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9644, loss_cls: 3.8824, loss: 3.8824 +2025-06-28 00:04:28,103 - pyskl - INFO - Epoch [25][2600/3405] lr: 2.336e-02, eta: 2 days, 5:17:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9631, loss_cls: 3.9392, loss: 3.9392 +2025-06-28 00:05:12,390 - pyskl - INFO - Epoch [25][2700/3405] lr: 2.335e-02, eta: 2 days, 5:16:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9694, loss_cls: 3.8580, loss: 3.8580 +2025-06-28 00:05:56,635 - pyskl - INFO - Epoch [25][2800/3405] lr: 2.335e-02, eta: 2 days, 5:15:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9544, loss_cls: 3.9468, loss: 3.9468 +2025-06-28 00:06:40,906 - pyskl - INFO - Epoch [25][2900/3405] lr: 2.334e-02, eta: 2 days, 5:15:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9494, loss_cls: 4.1021, loss: 4.1021 +2025-06-28 00:07:25,266 - pyskl - INFO - Epoch [25][3000/3405] lr: 2.334e-02, eta: 2 days, 5:14:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9600, loss_cls: 3.8954, loss: 3.8954 +2025-06-28 00:08:09,682 - pyskl - INFO - Epoch [25][3100/3405] lr: 2.334e-02, eta: 2 days, 5:13:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 3.7582, loss: 3.7582 +2025-06-28 00:08:54,132 - pyskl - INFO - Epoch [25][3200/3405] lr: 2.333e-02, eta: 2 days, 5:12:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 3.8362, loss: 3.8362 +2025-06-28 00:09:38,528 - pyskl - INFO - Epoch [25][3300/3405] lr: 2.333e-02, eta: 2 days, 5:11:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 4.0137, loss: 4.0137 +2025-06-28 00:10:22,968 - pyskl - INFO - Epoch [25][3400/3405] lr: 2.333e-02, eta: 2 days, 5:11:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9563, loss_cls: 3.9197, loss: 3.9197 +2025-06-28 00:10:25,539 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-06-28 00:30:05,794 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 00:30:06,327 - pyskl - INFO - +top1_acc 0.7242 +top5_acc 0.9417 +2025-06-28 00:30:06,347 - pyskl - INFO - Epoch(val) [25][3718] top1_acc: 0.7242, top5_acc: 0.9417 +2025-06-28 00:31:13,528 - pyskl - INFO - Epoch [26][100/3405] lr: 2.332e-02, eta: 2 days, 5:11:59, time: 0.672, data_time: 0.228, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9619, loss_cls: 3.9753, loss: 3.9753 +2025-06-28 00:31:57,871 - pyskl - INFO - Epoch [26][200/3405] lr: 2.332e-02, eta: 2 days, 5:11:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9681, loss_cls: 3.7750, loss: 3.7750 +2025-06-28 00:32:42,210 - pyskl - INFO - Epoch [26][300/3405] lr: 2.331e-02, eta: 2 days, 5:10:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 3.7900, loss: 3.7900 +2025-06-28 00:33:26,586 - pyskl - INFO - Epoch [26][400/3405] lr: 2.331e-02, eta: 2 days, 5:09:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 3.7583, loss: 3.7583 +2025-06-28 00:34:10,909 - pyskl - INFO - Epoch [26][500/3405] lr: 2.331e-02, eta: 2 days, 5:08:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9606, loss_cls: 3.8384, loss: 3.8384 +2025-06-28 00:34:55,162 - pyskl - INFO - Epoch [26][600/3405] lr: 2.330e-02, eta: 2 days, 5:07:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9606, loss_cls: 3.8845, loss: 3.8845 +2025-06-28 00:35:39,443 - pyskl - INFO - Epoch [26][700/3405] lr: 2.330e-02, eta: 2 days, 5:07:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 3.7721, loss: 3.7721 +2025-06-28 00:36:23,884 - pyskl - INFO - Epoch [26][800/3405] lr: 2.329e-02, eta: 2 days, 5:06:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9675, loss_cls: 3.8337, loss: 3.8337 +2025-06-28 00:37:08,537 - pyskl - INFO - Epoch [26][900/3405] lr: 2.329e-02, eta: 2 days, 5:05:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9669, loss_cls: 3.9144, loss: 3.9144 +2025-06-28 00:37:53,412 - pyskl - INFO - Epoch [26][1000/3405] lr: 2.329e-02, eta: 2 days, 5:04:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9544, loss_cls: 4.0029, loss: 4.0029 +2025-06-28 00:38:38,205 - pyskl - INFO - Epoch [26][1100/3405] lr: 2.328e-02, eta: 2 days, 5:04:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 3.8722, loss: 3.8722 +2025-06-28 00:39:22,755 - pyskl - INFO - Epoch [26][1200/3405] lr: 2.328e-02, eta: 2 days, 5:03:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9594, loss_cls: 3.9220, loss: 3.9220 +2025-06-28 00:40:07,071 - pyskl - INFO - Epoch [26][1300/3405] lr: 2.328e-02, eta: 2 days, 5:02:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 3.8345, loss: 3.8345 +2025-06-28 00:40:51,435 - pyskl - INFO - Epoch [26][1400/3405] lr: 2.327e-02, eta: 2 days, 5:01:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9606, loss_cls: 3.9529, loss: 3.9529 +2025-06-28 00:41:35,717 - pyskl - INFO - Epoch [26][1500/3405] lr: 2.327e-02, eta: 2 days, 5:00:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9738, loss_cls: 3.7381, loss: 3.7381 +2025-06-28 00:42:20,026 - pyskl - INFO - Epoch [26][1600/3405] lr: 2.326e-02, eta: 2 days, 5:00:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9463, loss_cls: 4.0360, loss: 4.0360 +2025-06-28 00:43:04,313 - pyskl - INFO - Epoch [26][1700/3405] lr: 2.326e-02, eta: 2 days, 4:59:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9644, loss_cls: 3.8188, loss: 3.8188 +2025-06-28 00:43:48,549 - pyskl - INFO - Epoch [26][1800/3405] lr: 2.326e-02, eta: 2 days, 4:58:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9587, loss_cls: 3.9189, loss: 3.9189 +2025-06-28 00:44:32,745 - pyskl - INFO - Epoch [26][1900/3405] lr: 2.325e-02, eta: 2 days, 4:57:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9631, loss_cls: 3.8889, loss: 3.8889 +2025-06-28 00:45:17,174 - pyskl - INFO - Epoch [26][2000/3405] lr: 2.325e-02, eta: 2 days, 4:56:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 4.0309, loss: 4.0309 +2025-06-28 00:46:01,449 - pyskl - INFO - Epoch [26][2100/3405] lr: 2.324e-02, eta: 2 days, 4:56:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9606, loss_cls: 3.9114, loss: 3.9114 +2025-06-28 00:46:45,674 - pyskl - INFO - Epoch [26][2200/3405] lr: 2.324e-02, eta: 2 days, 4:55:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.7812, loss: 3.7812 +2025-06-28 00:47:30,041 - pyskl - INFO - Epoch [26][2300/3405] lr: 2.324e-02, eta: 2 days, 4:54:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9569, loss_cls: 3.8144, loss: 3.8144 +2025-06-28 00:48:14,420 - pyskl - INFO - Epoch [26][2400/3405] lr: 2.323e-02, eta: 2 days, 4:53:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9569, loss_cls: 4.0536, loss: 4.0536 +2025-06-28 00:48:58,790 - pyskl - INFO - Epoch [26][2500/3405] lr: 2.323e-02, eta: 2 days, 4:52:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9500, loss_cls: 3.9728, loss: 3.9728 +2025-06-28 00:49:43,059 - pyskl - INFO - Epoch [26][2600/3405] lr: 2.322e-02, eta: 2 days, 4:51:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9587, loss_cls: 3.9468, loss: 3.9468 +2025-06-28 00:50:27,419 - pyskl - INFO - Epoch [26][2700/3405] lr: 2.322e-02, eta: 2 days, 4:51:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9594, loss_cls: 3.8373, loss: 3.8373 +2025-06-28 00:51:11,667 - pyskl - INFO - Epoch [26][2800/3405] lr: 2.322e-02, eta: 2 days, 4:50:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9525, loss_cls: 3.9488, loss: 3.9488 +2025-06-28 00:51:55,964 - pyskl - INFO - Epoch [26][2900/3405] lr: 2.321e-02, eta: 2 days, 4:49:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 3.9838, loss: 3.9838 +2025-06-28 00:52:40,344 - pyskl - INFO - Epoch [26][3000/3405] lr: 2.321e-02, eta: 2 days, 4:48:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9550, loss_cls: 3.8440, loss: 3.8440 +2025-06-28 00:53:24,743 - pyskl - INFO - Epoch [26][3100/3405] lr: 2.320e-02, eta: 2 days, 4:47:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9625, loss_cls: 3.8647, loss: 3.8647 +2025-06-28 00:54:09,099 - pyskl - INFO - Epoch [26][3200/3405] lr: 2.320e-02, eta: 2 days, 4:47:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 3.8515, loss: 3.8515 +2025-06-28 00:54:53,511 - pyskl - INFO - Epoch [26][3300/3405] lr: 2.320e-02, eta: 2 days, 4:46:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9519, loss_cls: 3.8826, loss: 3.8826 +2025-06-28 00:55:37,830 - pyskl - INFO - Epoch [26][3400/3405] lr: 2.319e-02, eta: 2 days, 4:45:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9469, loss_cls: 3.9925, loss: 3.9925 +2025-06-28 00:55:40,447 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-06-28 00:59:34,780 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 00:59:35,325 - pyskl - INFO - +top1_acc 0.6649 +top5_acc 0.9188 +2025-06-28 00:59:35,348 - pyskl - INFO - Epoch(val) [26][3718] top1_acc: 0.6649, top5_acc: 0.9188 +2025-06-28 01:00:41,868 - pyskl - INFO - Epoch [27][100/3405] lr: 2.319e-02, eta: 2 days, 4:46:18, time: 0.665, data_time: 0.223, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 3.8649, loss: 3.8649 +2025-06-28 01:01:26,306 - pyskl - INFO - Epoch [27][200/3405] lr: 2.318e-02, eta: 2 days, 4:45:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9688, loss_cls: 3.7837, loss: 3.7837 +2025-06-28 01:02:10,633 - pyskl - INFO - Epoch [27][300/3405] lr: 2.318e-02, eta: 2 days, 4:44:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 3.7943, loss: 3.7943 +2025-06-28 01:02:54,861 - pyskl - INFO - Epoch [27][400/3405] lr: 2.318e-02, eta: 2 days, 4:43:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 3.7756, loss: 3.7756 +2025-06-28 01:03:39,110 - pyskl - INFO - Epoch [27][500/3405] lr: 2.317e-02, eta: 2 days, 4:43:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 3.8509, loss: 3.8509 +2025-06-28 01:04:23,355 - pyskl - INFO - Epoch [27][600/3405] lr: 2.317e-02, eta: 2 days, 4:42:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 3.8528, loss: 3.8528 +2025-06-28 01:05:07,751 - pyskl - INFO - Epoch [27][700/3405] lr: 2.316e-02, eta: 2 days, 4:41:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9619, loss_cls: 3.9694, loss: 3.9694 +2025-06-28 01:05:52,066 - pyskl - INFO - Epoch [27][800/3405] lr: 2.316e-02, eta: 2 days, 4:40:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9631, loss_cls: 3.9685, loss: 3.9685 +2025-06-28 01:06:36,371 - pyskl - INFO - Epoch [27][900/3405] lr: 2.316e-02, eta: 2 days, 4:39:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9644, loss_cls: 3.9031, loss: 3.9031 +2025-06-28 01:07:20,711 - pyskl - INFO - Epoch [27][1000/3405] lr: 2.315e-02, eta: 2 days, 4:39:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 3.8407, loss: 3.8407 +2025-06-28 01:08:04,939 - pyskl - INFO - Epoch [27][1100/3405] lr: 2.315e-02, eta: 2 days, 4:38:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9619, loss_cls: 3.9663, loss: 3.9663 +2025-06-28 01:08:49,533 - pyskl - INFO - Epoch [27][1200/3405] lr: 2.314e-02, eta: 2 days, 4:37:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 3.7963, loss: 3.7963 +2025-06-28 01:09:34,091 - pyskl - INFO - Epoch [27][1300/3405] lr: 2.314e-02, eta: 2 days, 4:36:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9600, loss_cls: 3.8355, loss: 3.8355 +2025-06-28 01:10:18,462 - pyskl - INFO - Epoch [27][1400/3405] lr: 2.314e-02, eta: 2 days, 4:35:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 3.7729, loss: 3.7729 +2025-06-28 01:11:02,751 - pyskl - INFO - Epoch [27][1500/3405] lr: 2.313e-02, eta: 2 days, 4:35:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9575, loss_cls: 3.9027, loss: 3.9027 +2025-06-28 01:11:47,072 - pyskl - INFO - Epoch [27][1600/3405] lr: 2.313e-02, eta: 2 days, 4:34:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9631, loss_cls: 3.9446, loss: 3.9446 +2025-06-28 01:12:31,339 - pyskl - INFO - Epoch [27][1700/3405] lr: 2.312e-02, eta: 2 days, 4:33:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9581, loss_cls: 3.8542, loss: 3.8542 +2025-06-28 01:13:15,593 - pyskl - INFO - Epoch [27][1800/3405] lr: 2.312e-02, eta: 2 days, 4:32:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9600, loss_cls: 3.9416, loss: 3.9416 +2025-06-28 01:13:59,851 - pyskl - INFO - Epoch [27][1900/3405] lr: 2.312e-02, eta: 2 days, 4:31:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9519, loss_cls: 3.9020, loss: 3.9020 +2025-06-28 01:14:44,054 - pyskl - INFO - Epoch [27][2000/3405] lr: 2.311e-02, eta: 2 days, 4:31:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 3.9118, loss: 3.9118 +2025-06-28 01:15:28,252 - pyskl - INFO - Epoch [27][2100/3405] lr: 2.311e-02, eta: 2 days, 4:30:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 3.8848, loss: 3.8848 +2025-06-28 01:16:12,453 - pyskl - INFO - Epoch [27][2200/3405] lr: 2.310e-02, eta: 2 days, 4:29:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 3.8959, loss: 3.8959 +2025-06-28 01:16:56,800 - pyskl - INFO - Epoch [27][2300/3405] lr: 2.310e-02, eta: 2 days, 4:28:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 3.9316, loss: 3.9316 +2025-06-28 01:17:41,079 - pyskl - INFO - Epoch [27][2400/3405] lr: 2.310e-02, eta: 2 days, 4:27:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9469, loss_cls: 3.9453, loss: 3.9453 +2025-06-28 01:18:25,310 - pyskl - INFO - Epoch [27][2500/3405] lr: 2.309e-02, eta: 2 days, 4:27:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9563, loss_cls: 3.8833, loss: 3.8833 +2025-06-28 01:19:09,578 - pyskl - INFO - Epoch [27][2600/3405] lr: 2.309e-02, eta: 2 days, 4:26:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9594, loss_cls: 3.8787, loss: 3.8787 +2025-06-28 01:19:53,801 - pyskl - INFO - Epoch [27][2700/3405] lr: 2.308e-02, eta: 2 days, 4:25:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9637, loss_cls: 3.8056, loss: 3.8056 +2025-06-28 01:20:38,056 - pyskl - INFO - Epoch [27][2800/3405] lr: 2.308e-02, eta: 2 days, 4:24:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 3.8245, loss: 3.8245 +2025-06-28 01:21:22,296 - pyskl - INFO - Epoch [27][2900/3405] lr: 2.307e-02, eta: 2 days, 4:23:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 3.9137, loss: 3.9137 +2025-06-28 01:22:06,655 - pyskl - INFO - Epoch [27][3000/3405] lr: 2.307e-02, eta: 2 days, 4:23:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9481, loss_cls: 3.9109, loss: 3.9109 +2025-06-28 01:22:51,278 - pyskl - INFO - Epoch [27][3100/3405] lr: 2.307e-02, eta: 2 days, 4:22:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 3.8968, loss: 3.8968 +2025-06-28 01:23:35,981 - pyskl - INFO - Epoch [27][3200/3405] lr: 2.306e-02, eta: 2 days, 4:21:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 3.8650, loss: 3.8650 +2025-06-28 01:24:20,307 - pyskl - INFO - Epoch [27][3300/3405] lr: 2.306e-02, eta: 2 days, 4:20:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9594, loss_cls: 3.8835, loss: 3.8835 +2025-06-28 01:25:04,571 - pyskl - INFO - Epoch [27][3400/3405] lr: 2.305e-02, eta: 2 days, 4:19:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9625, loss_cls: 3.8407, loss: 3.8407 +2025-06-28 01:25:07,190 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-06-28 01:29:00,221 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 01:29:00,758 - pyskl - INFO - +top1_acc 0.7639 +top5_acc 0.9518 +2025-06-28 01:29:00,810 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_21.pth was removed +2025-06-28 01:29:01,838 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_27.pth. +2025-06-28 01:29:01,840 - pyskl - INFO - Best top1_acc is 0.7639 at 27 epoch. +2025-06-28 01:29:01,861 - pyskl - INFO - Epoch(val) [27][3718] top1_acc: 0.7639, top5_acc: 0.9518 +2025-06-28 01:30:09,129 - pyskl - INFO - Epoch [28][100/3405] lr: 2.305e-02, eta: 2 days, 4:20:35, time: 0.673, data_time: 0.228, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9587, loss_cls: 3.8980, loss: 3.8980 +2025-06-28 01:30:53,535 - pyskl - INFO - Epoch [28][200/3405] lr: 2.305e-02, eta: 2 days, 4:19:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9688, loss_cls: 3.7368, loss: 3.7368 +2025-06-28 01:31:37,878 - pyskl - INFO - Epoch [28][300/3405] lr: 2.304e-02, eta: 2 days, 4:18:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9644, loss_cls: 3.8059, loss: 3.8059 +2025-06-28 01:32:22,182 - pyskl - INFO - Epoch [28][400/3405] lr: 2.304e-02, eta: 2 days, 4:18:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9500, loss_cls: 3.8177, loss: 3.8177 +2025-06-28 01:33:06,536 - pyskl - INFO - Epoch [28][500/3405] lr: 2.303e-02, eta: 2 days, 4:17:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 3.7966, loss: 3.7966 +2025-06-28 01:33:50,816 - pyskl - INFO - Epoch [28][600/3405] lr: 2.303e-02, eta: 2 days, 4:16:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9625, loss_cls: 3.8334, loss: 3.8334 +2025-06-28 01:34:35,189 - pyskl - INFO - Epoch [28][700/3405] lr: 2.303e-02, eta: 2 days, 4:15:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9513, loss_cls: 3.8217, loss: 3.8217 +2025-06-28 01:35:19,608 - pyskl - INFO - Epoch [28][800/3405] lr: 2.302e-02, eta: 2 days, 4:14:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9563, loss_cls: 3.8346, loss: 3.8346 +2025-06-28 01:36:03,971 - pyskl - INFO - Epoch [28][900/3405] lr: 2.302e-02, eta: 2 days, 4:14:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9531, loss_cls: 3.8031, loss: 3.8031 +2025-06-28 01:36:48,281 - pyskl - INFO - Epoch [28][1000/3405] lr: 2.301e-02, eta: 2 days, 4:13:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9663, loss_cls: 3.8719, loss: 3.8719 +2025-06-28 01:37:32,571 - pyskl - INFO - Epoch [28][1100/3405] lr: 2.301e-02, eta: 2 days, 4:12:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 3.8014, loss: 3.8014 +2025-06-28 01:38:17,117 - pyskl - INFO - Epoch [28][1200/3405] lr: 2.300e-02, eta: 2 days, 4:11:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9669, loss_cls: 3.9209, loss: 3.9209 +2025-06-28 01:39:01,714 - pyskl - INFO - Epoch [28][1300/3405] lr: 2.300e-02, eta: 2 days, 4:11:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9675, loss_cls: 3.8413, loss: 3.8413 +2025-06-28 01:39:46,047 - pyskl - INFO - Epoch [28][1400/3405] lr: 2.300e-02, eta: 2 days, 4:10:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 3.7150, loss: 3.7150 +2025-06-28 01:40:30,303 - pyskl - INFO - Epoch [28][1500/3405] lr: 2.299e-02, eta: 2 days, 4:09:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9694, loss_cls: 3.7877, loss: 3.7877 +2025-06-28 01:41:14,618 - pyskl - INFO - Epoch [28][1600/3405] lr: 2.299e-02, eta: 2 days, 4:08:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9550, loss_cls: 3.8214, loss: 3.8214 +2025-06-28 01:41:58,969 - pyskl - INFO - Epoch [28][1700/3405] lr: 2.298e-02, eta: 2 days, 4:07:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 3.8248, loss: 3.8248 +2025-06-28 01:42:43,283 - pyskl - INFO - Epoch [28][1800/3405] lr: 2.298e-02, eta: 2 days, 4:07:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 3.8261, loss: 3.8261 +2025-06-28 01:43:27,711 - pyskl - INFO - Epoch [28][1900/3405] lr: 2.298e-02, eta: 2 days, 4:06:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9675, loss_cls: 3.7917, loss: 3.7917 +2025-06-28 01:44:12,046 - pyskl - INFO - Epoch [28][2000/3405] lr: 2.297e-02, eta: 2 days, 4:05:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9569, loss_cls: 3.8535, loss: 3.8535 +2025-06-28 01:44:56,325 - pyskl - INFO - Epoch [28][2100/3405] lr: 2.297e-02, eta: 2 days, 4:04:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9506, loss_cls: 4.0683, loss: 4.0683 +2025-06-28 01:45:40,945 - pyskl - INFO - Epoch [28][2200/3405] lr: 2.296e-02, eta: 2 days, 4:03:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9525, loss_cls: 3.9944, loss: 3.9944 +2025-06-28 01:46:25,446 - pyskl - INFO - Epoch [28][2300/3405] lr: 2.296e-02, eta: 2 days, 4:03:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 3.9030, loss: 3.9030 +2025-06-28 01:47:10,201 - pyskl - INFO - Epoch [28][2400/3405] lr: 2.295e-02, eta: 2 days, 4:02:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9569, loss_cls: 3.9237, loss: 3.9237 +2025-06-28 01:47:54,549 - pyskl - INFO - Epoch [28][2500/3405] lr: 2.295e-02, eta: 2 days, 4:01:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9519, loss_cls: 3.8035, loss: 3.8035 +2025-06-28 01:48:38,955 - pyskl - INFO - Epoch [28][2600/3405] lr: 2.295e-02, eta: 2 days, 4:00:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9487, loss_cls: 3.9254, loss: 3.9254 +2025-06-28 01:49:23,298 - pyskl - INFO - Epoch [28][2700/3405] lr: 2.294e-02, eta: 2 days, 3:59:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9463, loss_cls: 3.9608, loss: 3.9608 +2025-06-28 01:50:07,550 - pyskl - INFO - Epoch [28][2800/3405] lr: 2.294e-02, eta: 2 days, 3:59:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 3.9583, loss: 3.9583 +2025-06-28 01:50:51,819 - pyskl - INFO - Epoch [28][2900/3405] lr: 2.293e-02, eta: 2 days, 3:58:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9575, loss_cls: 3.9254, loss: 3.9254 +2025-06-28 01:51:36,211 - pyskl - INFO - Epoch [28][3000/3405] lr: 2.293e-02, eta: 2 days, 3:57:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 3.7651, loss: 3.7651 +2025-06-28 01:52:20,752 - pyskl - INFO - Epoch [28][3100/3405] lr: 2.292e-02, eta: 2 days, 3:56:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9656, loss_cls: 3.8508, loss: 3.8508 +2025-06-28 01:53:05,490 - pyskl - INFO - Epoch [28][3200/3405] lr: 2.292e-02, eta: 2 days, 3:55:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 3.9094, loss: 3.9094 +2025-06-28 01:53:49,932 - pyskl - INFO - Epoch [28][3300/3405] lr: 2.292e-02, eta: 2 days, 3:55:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9550, loss_cls: 3.9498, loss: 3.9498 +2025-06-28 01:54:34,268 - pyskl - INFO - Epoch [28][3400/3405] lr: 2.291e-02, eta: 2 days, 3:54:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 3.7636, loss: 3.7636 +2025-06-28 01:54:36,880 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-06-28 01:58:29,565 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 01:58:30,109 - pyskl - INFO - +top1_acc 0.7565 +top5_acc 0.9489 +2025-06-28 01:58:30,131 - pyskl - INFO - Epoch(val) [28][3718] top1_acc: 0.7565, top5_acc: 0.9489 +2025-06-28 01:59:37,508 - pyskl - INFO - Epoch [29][100/3405] lr: 2.291e-02, eta: 2 days, 3:55:03, time: 0.674, data_time: 0.229, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9744, loss_cls: 3.6248, loss: 3.6248 +2025-06-28 02:00:21,900 - pyskl - INFO - Epoch [29][200/3405] lr: 2.290e-02, eta: 2 days, 3:54:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9688, loss_cls: 3.7415, loss: 3.7415 +2025-06-28 02:01:06,351 - pyskl - INFO - Epoch [29][300/3405] lr: 2.290e-02, eta: 2 days, 3:53:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9606, loss_cls: 3.9056, loss: 3.9056 +2025-06-28 02:01:50,714 - pyskl - INFO - Epoch [29][400/3405] lr: 2.289e-02, eta: 2 days, 3:52:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 3.8013, loss: 3.8013 +2025-06-28 02:02:35,205 - pyskl - INFO - Epoch [29][500/3405] lr: 2.289e-02, eta: 2 days, 3:51:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 3.9249, loss: 3.9249 +2025-06-28 02:03:19,619 - pyskl - INFO - Epoch [29][600/3405] lr: 2.289e-02, eta: 2 days, 3:51:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9637, loss_cls: 3.8352, loss: 3.8352 +2025-06-28 02:04:04,015 - pyskl - INFO - Epoch [29][700/3405] lr: 2.288e-02, eta: 2 days, 3:50:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9537, loss_cls: 3.8149, loss: 3.8149 +2025-06-28 02:04:48,490 - pyskl - INFO - Epoch [29][800/3405] lr: 2.288e-02, eta: 2 days, 3:49:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 3.6791, loss: 3.6791 +2025-06-28 02:05:32,795 - pyskl - INFO - Epoch [29][900/3405] lr: 2.287e-02, eta: 2 days, 3:48:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 3.7633, loss: 3.7633 +2025-06-28 02:06:17,175 - pyskl - INFO - Epoch [29][1000/3405] lr: 2.287e-02, eta: 2 days, 3:47:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 3.7440, loss: 3.7440 +2025-06-28 02:07:01,594 - pyskl - INFO - Epoch [29][1100/3405] lr: 2.286e-02, eta: 2 days, 3:47:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9613, loss_cls: 3.7060, loss: 3.7060 +2025-06-28 02:07:45,933 - pyskl - INFO - Epoch [29][1200/3405] lr: 2.286e-02, eta: 2 days, 3:46:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9594, loss_cls: 3.8166, loss: 3.8166 +2025-06-28 02:08:30,561 - pyskl - INFO - Epoch [29][1300/3405] lr: 2.286e-02, eta: 2 days, 3:45:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 3.9347, loss: 3.9347 +2025-06-28 02:09:15,080 - pyskl - INFO - Epoch [29][1400/3405] lr: 2.285e-02, eta: 2 days, 3:44:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 3.8613, loss: 3.8613 +2025-06-28 02:09:59,533 - pyskl - INFO - Epoch [29][1500/3405] lr: 2.285e-02, eta: 2 days, 3:43:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9569, loss_cls: 3.8472, loss: 3.8472 +2025-06-28 02:10:43,915 - pyskl - INFO - Epoch [29][1600/3405] lr: 2.284e-02, eta: 2 days, 3:43:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 3.8952, loss: 3.8952 +2025-06-28 02:11:28,383 - pyskl - INFO - Epoch [29][1700/3405] lr: 2.284e-02, eta: 2 days, 3:42:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9656, loss_cls: 3.7733, loss: 3.7733 +2025-06-28 02:12:12,723 - pyskl - INFO - Epoch [29][1800/3405] lr: 2.283e-02, eta: 2 days, 3:41:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9712, loss_cls: 3.8384, loss: 3.8384 +2025-06-28 02:12:56,948 - pyskl - INFO - Epoch [29][1900/3405] lr: 2.283e-02, eta: 2 days, 3:40:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 3.8323, loss: 3.8323 +2025-06-28 02:13:41,235 - pyskl - INFO - Epoch [29][2000/3405] lr: 2.283e-02, eta: 2 days, 3:40:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9613, loss_cls: 3.9217, loss: 3.9217 +2025-06-28 02:14:25,510 - pyskl - INFO - Epoch [29][2100/3405] lr: 2.282e-02, eta: 2 days, 3:39:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9581, loss_cls: 4.0543, loss: 4.0543 +2025-06-28 02:15:09,809 - pyskl - INFO - Epoch [29][2200/3405] lr: 2.282e-02, eta: 2 days, 3:38:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9469, loss_cls: 3.9644, loss: 3.9644 +2025-06-28 02:15:54,167 - pyskl - INFO - Epoch [29][2300/3405] lr: 2.281e-02, eta: 2 days, 3:37:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9669, loss_cls: 3.7694, loss: 3.7694 +2025-06-28 02:16:38,583 - pyskl - INFO - Epoch [29][2400/3405] lr: 2.281e-02, eta: 2 days, 3:36:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9513, loss_cls: 3.9031, loss: 3.9031 +2025-06-28 02:17:22,938 - pyskl - INFO - Epoch [29][2500/3405] lr: 2.280e-02, eta: 2 days, 3:36:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9606, loss_cls: 3.8387, loss: 3.8387 +2025-06-28 02:18:07,366 - pyskl - INFO - Epoch [29][2600/3405] lr: 2.280e-02, eta: 2 days, 3:35:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9581, loss_cls: 3.8880, loss: 3.8880 +2025-06-28 02:18:51,840 - pyskl - INFO - Epoch [29][2700/3405] lr: 2.280e-02, eta: 2 days, 3:34:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 3.8967, loss: 3.8967 +2025-06-28 02:19:36,256 - pyskl - INFO - Epoch [29][2800/3405] lr: 2.279e-02, eta: 2 days, 3:33:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 3.7389, loss: 3.7389 +2025-06-28 02:20:20,667 - pyskl - INFO - Epoch [29][2900/3405] lr: 2.279e-02, eta: 2 days, 3:32:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9537, loss_cls: 3.8438, loss: 3.8438 +2025-06-28 02:21:05,136 - pyskl - INFO - Epoch [29][3000/3405] lr: 2.278e-02, eta: 2 days, 3:32:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9644, loss_cls: 3.8371, loss: 3.8371 +2025-06-28 02:21:49,506 - pyskl - INFO - Epoch [29][3100/3405] lr: 2.278e-02, eta: 2 days, 3:31:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9594, loss_cls: 3.8182, loss: 3.8182 +2025-06-28 02:22:33,838 - pyskl - INFO - Epoch [29][3200/3405] lr: 2.277e-02, eta: 2 days, 3:30:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9531, loss_cls: 3.9302, loss: 3.9302 +2025-06-28 02:23:18,335 - pyskl - INFO - Epoch [29][3300/3405] lr: 2.277e-02, eta: 2 days, 3:29:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 3.9542, loss: 3.9542 +2025-06-28 02:24:02,719 - pyskl - INFO - Epoch [29][3400/3405] lr: 2.276e-02, eta: 2 days, 3:28:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 3.7534, loss: 3.7534 +2025-06-28 02:24:05,336 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-06-28 02:27:57,683 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 02:27:58,228 - pyskl - INFO - +top1_acc 0.7391 +top5_acc 0.9405 +2025-06-28 02:27:58,250 - pyskl - INFO - Epoch(val) [29][3718] top1_acc: 0.7391, top5_acc: 0.9405 +2025-06-28 02:29:05,639 - pyskl - INFO - Epoch [30][100/3405] lr: 2.276e-02, eta: 2 days, 3:29:31, time: 0.674, data_time: 0.230, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9656, loss_cls: 3.7934, loss: 3.7934 +2025-06-28 02:29:50,121 - pyskl - INFO - Epoch [30][200/3405] lr: 2.276e-02, eta: 2 days, 3:28:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 3.7971, loss: 3.7971 +2025-06-28 02:30:34,665 - pyskl - INFO - Epoch [30][300/3405] lr: 2.275e-02, eta: 2 days, 3:27:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 3.8145, loss: 3.8145 +2025-06-28 02:31:19,035 - pyskl - INFO - Epoch [30][400/3405] lr: 2.275e-02, eta: 2 days, 3:27:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9569, loss_cls: 3.7730, loss: 3.7730 +2025-06-28 02:32:03,383 - pyskl - INFO - Epoch [30][500/3405] lr: 2.274e-02, eta: 2 days, 3:26:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 3.9141, loss: 3.9141 +2025-06-28 02:32:47,751 - pyskl - INFO - Epoch [30][600/3405] lr: 2.274e-02, eta: 2 days, 3:25:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 3.8972, loss: 3.8972 +2025-06-28 02:33:32,229 - pyskl - INFO - Epoch [30][700/3405] lr: 2.273e-02, eta: 2 days, 3:24:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9556, loss_cls: 3.7125, loss: 3.7125 +2025-06-28 02:34:16,850 - pyskl - INFO - Epoch [30][800/3405] lr: 2.273e-02, eta: 2 days, 3:24:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.7160, loss: 3.7160 +2025-06-28 02:35:01,421 - pyskl - INFO - Epoch [30][900/3405] lr: 2.272e-02, eta: 2 days, 3:23:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9587, loss_cls: 3.8455, loss: 3.8455 +2025-06-28 02:35:45,998 - pyskl - INFO - Epoch [30][1000/3405] lr: 2.272e-02, eta: 2 days, 3:22:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 3.9703, loss: 3.9703 +2025-06-28 02:36:30,406 - pyskl - INFO - Epoch [30][1100/3405] lr: 2.272e-02, eta: 2 days, 3:21:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9675, loss_cls: 3.7968, loss: 3.7968 +2025-06-28 02:37:14,699 - pyskl - INFO - Epoch [30][1200/3405] lr: 2.271e-02, eta: 2 days, 3:20:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9600, loss_cls: 3.9654, loss: 3.9654 +2025-06-28 02:37:59,047 - pyskl - INFO - Epoch [30][1300/3405] lr: 2.271e-02, eta: 2 days, 3:20:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9681, loss_cls: 3.7717, loss: 3.7717 +2025-06-28 02:38:43,587 - pyskl - INFO - Epoch [30][1400/3405] lr: 2.270e-02, eta: 2 days, 3:19:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9619, loss_cls: 3.9470, loss: 3.9470 +2025-06-28 02:39:27,960 - pyskl - INFO - Epoch [30][1500/3405] lr: 2.270e-02, eta: 2 days, 3:18:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 3.7380, loss: 3.7380 +2025-06-28 02:40:12,451 - pyskl - INFO - Epoch [30][1600/3405] lr: 2.269e-02, eta: 2 days, 3:17:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 3.8677, loss: 3.8677 +2025-06-28 02:40:56,770 - pyskl - INFO - Epoch [30][1700/3405] lr: 2.269e-02, eta: 2 days, 3:16:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 3.7936, loss: 3.7936 +2025-06-28 02:41:41,058 - pyskl - INFO - Epoch [30][1800/3405] lr: 2.268e-02, eta: 2 days, 3:16:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 3.8649, loss: 3.8649 +2025-06-28 02:42:25,381 - pyskl - INFO - Epoch [30][1900/3405] lr: 2.268e-02, eta: 2 days, 3:15:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9631, loss_cls: 3.9168, loss: 3.9168 +2025-06-28 02:43:09,755 - pyskl - INFO - Epoch [30][2000/3405] lr: 2.268e-02, eta: 2 days, 3:14:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 3.8128, loss: 3.8128 +2025-06-28 02:43:53,999 - pyskl - INFO - Epoch [30][2100/3405] lr: 2.267e-02, eta: 2 days, 3:13:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9613, loss_cls: 3.9335, loss: 3.9335 +2025-06-28 02:44:38,287 - pyskl - INFO - Epoch [30][2200/3405] lr: 2.267e-02, eta: 2 days, 3:12:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9544, loss_cls: 3.8832, loss: 3.8832 +2025-06-28 02:45:22,577 - pyskl - INFO - Epoch [30][2300/3405] lr: 2.266e-02, eta: 2 days, 3:12:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9619, loss_cls: 3.8287, loss: 3.8287 +2025-06-28 02:46:06,875 - pyskl - INFO - Epoch [30][2400/3405] lr: 2.266e-02, eta: 2 days, 3:11:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9625, loss_cls: 3.9077, loss: 3.9077 +2025-06-28 02:46:51,214 - pyskl - INFO - Epoch [30][2500/3405] lr: 2.265e-02, eta: 2 days, 3:10:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9600, loss_cls: 3.8251, loss: 3.8251 +2025-06-28 02:47:35,525 - pyskl - INFO - Epoch [30][2600/3405] lr: 2.265e-02, eta: 2 days, 3:09:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9600, loss_cls: 3.9285, loss: 3.9285 +2025-06-28 02:48:19,893 - pyskl - INFO - Epoch [30][2700/3405] lr: 2.264e-02, eta: 2 days, 3:08:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 3.8281, loss: 3.8281 +2025-06-28 02:49:04,316 - pyskl - INFO - Epoch [30][2800/3405] lr: 2.264e-02, eta: 2 days, 3:08:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 3.8975, loss: 3.8975 +2025-06-28 02:49:48,878 - pyskl - INFO - Epoch [30][2900/3405] lr: 2.264e-02, eta: 2 days, 3:07:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9669, loss_cls: 3.8546, loss: 3.8546 +2025-06-28 02:50:33,274 - pyskl - INFO - Epoch [30][3000/3405] lr: 2.263e-02, eta: 2 days, 3:06:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9587, loss_cls: 3.9021, loss: 3.9021 +2025-06-28 02:51:17,712 - pyskl - INFO - Epoch [30][3100/3405] lr: 2.263e-02, eta: 2 days, 3:05:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9650, loss_cls: 3.8349, loss: 3.8349 +2025-06-28 02:52:02,136 - pyskl - INFO - Epoch [30][3200/3405] lr: 2.262e-02, eta: 2 days, 3:05:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9569, loss_cls: 3.7741, loss: 3.7741 +2025-06-28 02:52:46,543 - pyskl - INFO - Epoch [30][3300/3405] lr: 2.262e-02, eta: 2 days, 3:04:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 3.7860, loss: 3.7860 +2025-06-28 02:53:30,986 - pyskl - INFO - Epoch [30][3400/3405] lr: 2.261e-02, eta: 2 days, 3:03:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 3.8048, loss: 3.8048 +2025-06-28 02:53:33,591 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-06-28 03:12:38,559 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 03:12:39,093 - pyskl - INFO - +top1_acc 0.7426 +top5_acc 0.9372 +2025-06-28 03:12:39,115 - pyskl - INFO - Epoch(val) [30][3718] top1_acc: 0.7426, top5_acc: 0.9372 +2025-06-28 03:13:45,938 - pyskl - INFO - Epoch [31][100/3405] lr: 2.261e-02, eta: 2 days, 3:03:58, time: 0.668, data_time: 0.224, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 3.7107, loss: 3.7107 +2025-06-28 03:14:30,164 - pyskl - INFO - Epoch [31][200/3405] lr: 2.260e-02, eta: 2 days, 3:03:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9688, loss_cls: 3.7241, loss: 3.7241 +2025-06-28 03:15:14,398 - pyskl - INFO - Epoch [31][300/3405] lr: 2.260e-02, eta: 2 days, 3:02:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.7848, loss: 3.7848 +2025-06-28 03:15:58,652 - pyskl - INFO - Epoch [31][400/3405] lr: 2.259e-02, eta: 2 days, 3:01:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 3.8222, loss: 3.8222 +2025-06-28 03:16:42,956 - pyskl - INFO - Epoch [31][500/3405] lr: 2.259e-02, eta: 2 days, 3:00:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9631, loss_cls: 3.7712, loss: 3.7712 +2025-06-28 03:17:27,271 - pyskl - INFO - Epoch [31][600/3405] lr: 2.259e-02, eta: 2 days, 2:59:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9631, loss_cls: 3.8150, loss: 3.8150 +2025-06-28 03:18:11,554 - pyskl - INFO - Epoch [31][700/3405] lr: 2.258e-02, eta: 2 days, 2:59:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 3.7770, loss: 3.7770 +2025-06-28 03:18:55,882 - pyskl - INFO - Epoch [31][800/3405] lr: 2.258e-02, eta: 2 days, 2:58:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9519, loss_cls: 3.9060, loss: 3.9060 +2025-06-28 03:19:40,301 - pyskl - INFO - Epoch [31][900/3405] lr: 2.257e-02, eta: 2 days, 2:57:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 3.7197, loss: 3.7197 +2025-06-28 03:20:24,846 - pyskl - INFO - Epoch [31][1000/3405] lr: 2.257e-02, eta: 2 days, 2:56:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9619, loss_cls: 3.8555, loss: 3.8555 +2025-06-28 03:21:09,147 - pyskl - INFO - Epoch [31][1100/3405] lr: 2.256e-02, eta: 2 days, 2:56:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 3.8939, loss: 3.8939 +2025-06-28 03:21:53,440 - pyskl - INFO - Epoch [31][1200/3405] lr: 2.256e-02, eta: 2 days, 2:55:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 3.7882, loss: 3.7882 +2025-06-28 03:22:37,783 - pyskl - INFO - Epoch [31][1300/3405] lr: 2.255e-02, eta: 2 days, 2:54:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 3.6805, loss: 3.6805 +2025-06-28 03:23:22,245 - pyskl - INFO - Epoch [31][1400/3405] lr: 2.255e-02, eta: 2 days, 2:53:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9619, loss_cls: 3.7706, loss: 3.7706 +2025-06-28 03:24:06,606 - pyskl - INFO - Epoch [31][1500/3405] lr: 2.254e-02, eta: 2 days, 2:52:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 3.7475, loss: 3.7475 +2025-06-28 03:24:50,916 - pyskl - INFO - Epoch [31][1600/3405] lr: 2.254e-02, eta: 2 days, 2:52:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9594, loss_cls: 3.8638, loss: 3.8638 +2025-06-28 03:25:35,263 - pyskl - INFO - Epoch [31][1700/3405] lr: 2.254e-02, eta: 2 days, 2:51:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9494, loss_cls: 3.9323, loss: 3.9323 +2025-06-28 03:26:19,659 - pyskl - INFO - Epoch [31][1800/3405] lr: 2.253e-02, eta: 2 days, 2:50:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9531, loss_cls: 3.8576, loss: 3.8576 +2025-06-28 03:27:03,869 - pyskl - INFO - Epoch [31][1900/3405] lr: 2.253e-02, eta: 2 days, 2:49:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9469, loss_cls: 3.8785, loss: 3.8785 +2025-06-28 03:27:48,038 - pyskl - INFO - Epoch [31][2000/3405] lr: 2.252e-02, eta: 2 days, 2:48:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 3.8240, loss: 3.8240 +2025-06-28 03:28:32,265 - pyskl - INFO - Epoch [31][2100/3405] lr: 2.252e-02, eta: 2 days, 2:48:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9556, loss_cls: 3.9036, loss: 3.9036 +2025-06-28 03:29:16,364 - pyskl - INFO - Epoch [31][2200/3405] lr: 2.251e-02, eta: 2 days, 2:47:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9587, loss_cls: 3.7600, loss: 3.7600 +2025-06-28 03:30:00,552 - pyskl - INFO - Epoch [31][2300/3405] lr: 2.251e-02, eta: 2 days, 2:46:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9688, loss_cls: 3.8030, loss: 3.8030 +2025-06-28 03:30:44,788 - pyskl - INFO - Epoch [31][2400/3405] lr: 2.250e-02, eta: 2 days, 2:45:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9669, loss_cls: 3.8719, loss: 3.8719 +2025-06-28 03:31:28,967 - pyskl - INFO - Epoch [31][2500/3405] lr: 2.250e-02, eta: 2 days, 2:44:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 3.8595, loss: 3.8595 +2025-06-28 03:32:13,187 - pyskl - INFO - Epoch [31][2600/3405] lr: 2.249e-02, eta: 2 days, 2:44:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9613, loss_cls: 3.7866, loss: 3.7866 +2025-06-28 03:32:57,356 - pyskl - INFO - Epoch [31][2700/3405] lr: 2.249e-02, eta: 2 days, 2:43:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 3.8662, loss: 3.8662 +2025-06-28 03:33:41,512 - pyskl - INFO - Epoch [31][2800/3405] lr: 2.248e-02, eta: 2 days, 2:42:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 3.7993, loss: 3.7993 +2025-06-28 03:34:25,689 - pyskl - INFO - Epoch [31][2900/3405] lr: 2.248e-02, eta: 2 days, 2:41:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9587, loss_cls: 3.7628, loss: 3.7628 +2025-06-28 03:35:10,117 - pyskl - INFO - Epoch [31][3000/3405] lr: 2.248e-02, eta: 2 days, 2:40:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 4.0126, loss: 4.0126 +2025-06-28 03:35:54,451 - pyskl - INFO - Epoch [31][3100/3405] lr: 2.247e-02, eta: 2 days, 2:40:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 3.8563, loss: 3.8563 +2025-06-28 03:36:38,880 - pyskl - INFO - Epoch [31][3200/3405] lr: 2.247e-02, eta: 2 days, 2:39:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9619, loss_cls: 3.8840, loss: 3.8840 +2025-06-28 03:37:23,194 - pyskl - INFO - Epoch [31][3300/3405] lr: 2.246e-02, eta: 2 days, 2:38:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 3.7882, loss: 3.7882 +2025-06-28 03:38:07,578 - pyskl - INFO - Epoch [31][3400/3405] lr: 2.246e-02, eta: 2 days, 2:37:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 3.8158, loss: 3.8158 +2025-06-28 03:38:10,166 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-06-28 03:42:02,435 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 03:42:02,974 - pyskl - INFO - +top1_acc 0.7671 +top5_acc 0.9473 +2025-06-28 03:42:03,027 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_27.pth was removed +2025-06-28 03:42:04,050 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_31.pth. +2025-06-28 03:42:04,051 - pyskl - INFO - Best top1_acc is 0.7671 at 31 epoch. +2025-06-28 03:42:04,071 - pyskl - INFO - Epoch(val) [31][3718] top1_acc: 0.7671, top5_acc: 0.9473 +2025-06-28 03:43:11,286 - pyskl - INFO - Epoch [32][100/3405] lr: 2.245e-02, eta: 2 days, 2:38:12, time: 0.672, data_time: 0.229, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9656, loss_cls: 3.8280, loss: 3.8280 +2025-06-28 03:43:55,572 - pyskl - INFO - Epoch [32][200/3405] lr: 2.245e-02, eta: 2 days, 2:37:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9556, loss_cls: 3.7490, loss: 3.7490 +2025-06-28 03:44:39,888 - pyskl - INFO - Epoch [32][300/3405] lr: 2.244e-02, eta: 2 days, 2:36:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9556, loss_cls: 3.8014, loss: 3.8014 +2025-06-28 03:45:24,188 - pyskl - INFO - Epoch [32][400/3405] lr: 2.244e-02, eta: 2 days, 2:35:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9563, loss_cls: 3.7972, loss: 3.7972 +2025-06-28 03:46:08,571 - pyskl - INFO - Epoch [32][500/3405] lr: 2.243e-02, eta: 2 days, 2:35:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 3.6611, loss: 3.6611 +2025-06-28 03:46:52,803 - pyskl - INFO - Epoch [32][600/3405] lr: 2.243e-02, eta: 2 days, 2:34:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 3.7390, loss: 3.7390 +2025-06-28 03:47:37,034 - pyskl - INFO - Epoch [32][700/3405] lr: 2.242e-02, eta: 2 days, 2:33:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9619, loss_cls: 3.8500, loss: 3.8500 +2025-06-28 03:48:21,289 - pyskl - INFO - Epoch [32][800/3405] lr: 2.242e-02, eta: 2 days, 2:32:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9587, loss_cls: 3.7819, loss: 3.7819 +2025-06-28 03:49:05,690 - pyskl - INFO - Epoch [32][900/3405] lr: 2.241e-02, eta: 2 days, 2:31:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9688, loss_cls: 3.7445, loss: 3.7445 +2025-06-28 03:49:50,085 - pyskl - INFO - Epoch [32][1000/3405] lr: 2.241e-02, eta: 2 days, 2:31:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9656, loss_cls: 3.8630, loss: 3.8630 +2025-06-28 03:50:34,382 - pyskl - INFO - Epoch [32][1100/3405] lr: 2.241e-02, eta: 2 days, 2:30:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.6607, loss: 3.6607 +2025-06-28 03:51:18,736 - pyskl - INFO - Epoch [32][1200/3405] lr: 2.240e-02, eta: 2 days, 2:29:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9712, loss_cls: 3.6509, loss: 3.6509 +2025-06-28 03:52:03,231 - pyskl - INFO - Epoch [32][1300/3405] lr: 2.240e-02, eta: 2 days, 2:28:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9700, loss_cls: 3.7299, loss: 3.7299 +2025-06-28 03:52:47,700 - pyskl - INFO - Epoch [32][1400/3405] lr: 2.239e-02, eta: 2 days, 2:27:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 3.6783, loss: 3.6783 +2025-06-28 03:53:32,524 - pyskl - INFO - Epoch [32][1500/3405] lr: 2.239e-02, eta: 2 days, 2:27:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9575, loss_cls: 3.8293, loss: 3.8293 +2025-06-28 03:54:17,180 - pyskl - INFO - Epoch [32][1600/3405] lr: 2.238e-02, eta: 2 days, 2:26:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 3.8748, loss: 3.8748 +2025-06-28 03:55:01,715 - pyskl - INFO - Epoch [32][1700/3405] lr: 2.238e-02, eta: 2 days, 2:25:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9550, loss_cls: 3.9556, loss: 3.9556 +2025-06-28 03:55:46,163 - pyskl - INFO - Epoch [32][1800/3405] lr: 2.237e-02, eta: 2 days, 2:24:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 3.7644, loss: 3.7644 +2025-06-28 03:56:30,604 - pyskl - INFO - Epoch [32][1900/3405] lr: 2.237e-02, eta: 2 days, 2:24:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 3.8720, loss: 3.8720 +2025-06-28 03:57:15,281 - pyskl - INFO - Epoch [32][2000/3405] lr: 2.236e-02, eta: 2 days, 2:23:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9650, loss_cls: 3.7347, loss: 3.7347 +2025-06-28 03:57:59,950 - pyskl - INFO - Epoch [32][2100/3405] lr: 2.236e-02, eta: 2 days, 2:22:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9619, loss_cls: 3.7953, loss: 3.7953 +2025-06-28 03:58:44,387 - pyskl - INFO - Epoch [32][2200/3405] lr: 2.235e-02, eta: 2 days, 2:21:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9675, loss_cls: 3.6784, loss: 3.6784 +2025-06-28 03:59:28,726 - pyskl - INFO - Epoch [32][2300/3405] lr: 2.235e-02, eta: 2 days, 2:20:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9625, loss_cls: 3.8090, loss: 3.8090 +2025-06-28 04:00:13,110 - pyskl - INFO - Epoch [32][2400/3405] lr: 2.234e-02, eta: 2 days, 2:20:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9669, loss_cls: 3.7275, loss: 3.7275 +2025-06-28 04:00:57,526 - pyskl - INFO - Epoch [32][2500/3405] lr: 2.234e-02, eta: 2 days, 2:19:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 3.6685, loss: 3.6685 +2025-06-28 04:01:41,950 - pyskl - INFO - Epoch [32][2600/3405] lr: 2.233e-02, eta: 2 days, 2:18:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 3.7614, loss: 3.7614 +2025-06-28 04:02:26,274 - pyskl - INFO - Epoch [32][2700/3405] lr: 2.233e-02, eta: 2 days, 2:17:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 3.8003, loss: 3.8003 +2025-06-28 04:03:10,875 - pyskl - INFO - Epoch [32][2800/3405] lr: 2.233e-02, eta: 2 days, 2:17:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9587, loss_cls: 3.8540, loss: 3.8540 +2025-06-28 04:03:55,306 - pyskl - INFO - Epoch [32][2900/3405] lr: 2.232e-02, eta: 2 days, 2:16:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9631, loss_cls: 3.9088, loss: 3.9088 +2025-06-28 04:04:39,872 - pyskl - INFO - Epoch [32][3000/3405] lr: 2.232e-02, eta: 2 days, 2:15:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 3.8343, loss: 3.8343 +2025-06-28 04:05:24,427 - pyskl - INFO - Epoch [32][3100/3405] lr: 2.231e-02, eta: 2 days, 2:14:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9581, loss_cls: 3.7755, loss: 3.7755 +2025-06-28 04:06:08,844 - pyskl - INFO - Epoch [32][3200/3405] lr: 2.231e-02, eta: 2 days, 2:13:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 3.8486, loss: 3.8486 +2025-06-28 04:06:53,210 - pyskl - INFO - Epoch [32][3300/3405] lr: 2.230e-02, eta: 2 days, 2:13:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 3.9070, loss: 3.9070 +2025-06-28 04:07:37,784 - pyskl - INFO - Epoch [32][3400/3405] lr: 2.230e-02, eta: 2 days, 2:12:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9631, loss_cls: 3.7967, loss: 3.7967 +2025-06-28 04:07:40,381 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-06-28 04:11:33,185 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 04:11:33,733 - pyskl - INFO - +top1_acc 0.7488 +top5_acc 0.9436 +2025-06-28 04:11:33,756 - pyskl - INFO - Epoch(val) [32][3718] top1_acc: 0.7488, top5_acc: 0.9436 +2025-06-28 04:12:41,373 - pyskl - INFO - Epoch [33][100/3405] lr: 2.229e-02, eta: 2 days, 2:12:47, time: 0.676, data_time: 0.230, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9619, loss_cls: 3.8144, loss: 3.8144 +2025-06-28 04:13:25,791 - pyskl - INFO - Epoch [33][200/3405] lr: 2.229e-02, eta: 2 days, 2:12:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 3.7268, loss: 3.7268 +2025-06-28 04:14:10,094 - pyskl - INFO - Epoch [33][300/3405] lr: 2.228e-02, eta: 2 days, 2:11:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 3.7129, loss: 3.7129 +2025-06-28 04:14:54,534 - pyskl - INFO - Epoch [33][400/3405] lr: 2.228e-02, eta: 2 days, 2:10:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.7377, loss: 3.7377 +2025-06-28 04:15:38,991 - pyskl - INFO - Epoch [33][500/3405] lr: 2.227e-02, eta: 2 days, 2:09:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9681, loss_cls: 3.6736, loss: 3.6736 +2025-06-28 04:16:23,417 - pyskl - INFO - Epoch [33][600/3405] lr: 2.227e-02, eta: 2 days, 2:08:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 3.6997, loss: 3.6997 +2025-06-28 04:17:07,777 - pyskl - INFO - Epoch [33][700/3405] lr: 2.226e-02, eta: 2 days, 2:08:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 3.6701, loss: 3.6701 +2025-06-28 04:17:52,099 - pyskl - INFO - Epoch [33][800/3405] lr: 2.226e-02, eta: 2 days, 2:07:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9700, loss_cls: 3.6733, loss: 3.6733 +2025-06-28 04:18:36,391 - pyskl - INFO - Epoch [33][900/3405] lr: 2.225e-02, eta: 2 days, 2:06:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 3.7627, loss: 3.7627 +2025-06-28 04:19:20,874 - pyskl - INFO - Epoch [33][1000/3405] lr: 2.225e-02, eta: 2 days, 2:05:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9494, loss_cls: 3.8565, loss: 3.8565 +2025-06-28 04:20:05,222 - pyskl - INFO - Epoch [33][1100/3405] lr: 2.224e-02, eta: 2 days, 2:04:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9613, loss_cls: 3.8081, loss: 3.8081 +2025-06-28 04:20:49,550 - pyskl - INFO - Epoch [33][1200/3405] lr: 2.224e-02, eta: 2 days, 2:04:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 3.8607, loss: 3.8607 +2025-06-28 04:21:33,868 - pyskl - INFO - Epoch [33][1300/3405] lr: 2.223e-02, eta: 2 days, 2:03:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 3.8069, loss: 3.8069 +2025-06-28 04:22:18,332 - pyskl - INFO - Epoch [33][1400/3405] lr: 2.223e-02, eta: 2 days, 2:02:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9644, loss_cls: 3.6448, loss: 3.6448 +2025-06-28 04:23:02,715 - pyskl - INFO - Epoch [33][1500/3405] lr: 2.222e-02, eta: 2 days, 2:01:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9550, loss_cls: 3.8618, loss: 3.8618 +2025-06-28 04:23:47,036 - pyskl - INFO - Epoch [33][1600/3405] lr: 2.222e-02, eta: 2 days, 2:00:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 3.7097, loss: 3.7097 +2025-06-28 04:24:31,406 - pyskl - INFO - Epoch [33][1700/3405] lr: 2.221e-02, eta: 2 days, 2:00:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9569, loss_cls: 3.7122, loss: 3.7122 +2025-06-28 04:25:15,795 - pyskl - INFO - Epoch [33][1800/3405] lr: 2.221e-02, eta: 2 days, 1:59:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9513, loss_cls: 3.9160, loss: 3.9160 +2025-06-28 04:26:00,103 - pyskl - INFO - Epoch [33][1900/3405] lr: 2.220e-02, eta: 2 days, 1:58:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 3.6019, loss: 3.6019 +2025-06-28 04:26:44,415 - pyskl - INFO - Epoch [33][2000/3405] lr: 2.220e-02, eta: 2 days, 1:57:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 3.6501, loss: 3.6501 +2025-06-28 04:27:28,765 - pyskl - INFO - Epoch [33][2100/3405] lr: 2.220e-02, eta: 2 days, 1:57:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9594, loss_cls: 3.7939, loss: 3.7939 +2025-06-28 04:28:13,080 - pyskl - INFO - Epoch [33][2200/3405] lr: 2.219e-02, eta: 2 days, 1:56:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9581, loss_cls: 3.8041, loss: 3.8041 +2025-06-28 04:28:57,342 - pyskl - INFO - Epoch [33][2300/3405] lr: 2.219e-02, eta: 2 days, 1:55:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 3.6221, loss: 3.6221 +2025-06-28 04:29:41,602 - pyskl - INFO - Epoch [33][2400/3405] lr: 2.218e-02, eta: 2 days, 1:54:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 3.7311, loss: 3.7311 +2025-06-28 04:30:25,842 - pyskl - INFO - Epoch [33][2500/3405] lr: 2.218e-02, eta: 2 days, 1:53:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 3.7205, loss: 3.7205 +2025-06-28 04:31:10,141 - pyskl - INFO - Epoch [33][2600/3405] lr: 2.217e-02, eta: 2 days, 1:53:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9506, loss_cls: 3.8006, loss: 3.8006 +2025-06-28 04:31:54,418 - pyskl - INFO - Epoch [33][2700/3405] lr: 2.217e-02, eta: 2 days, 1:52:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 3.9064, loss: 3.9064 +2025-06-28 04:32:38,771 - pyskl - INFO - Epoch [33][2800/3405] lr: 2.216e-02, eta: 2 days, 1:51:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9569, loss_cls: 3.7286, loss: 3.7286 +2025-06-28 04:33:23,008 - pyskl - INFO - Epoch [33][2900/3405] lr: 2.216e-02, eta: 2 days, 1:50:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 3.8729, loss: 3.8729 +2025-06-28 04:34:07,366 - pyskl - INFO - Epoch [33][3000/3405] lr: 2.215e-02, eta: 2 days, 1:49:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 3.8112, loss: 3.8112 +2025-06-28 04:34:51,788 - pyskl - INFO - Epoch [33][3100/3405] lr: 2.215e-02, eta: 2 days, 1:49:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 3.6748, loss: 3.6748 +2025-06-28 04:35:36,239 - pyskl - INFO - Epoch [33][3200/3405] lr: 2.214e-02, eta: 2 days, 1:48:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 3.8491, loss: 3.8491 +2025-06-28 04:36:20,619 - pyskl - INFO - Epoch [33][3300/3405] lr: 2.214e-02, eta: 2 days, 1:47:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 3.8479, loss: 3.8479 +2025-06-28 04:37:05,038 - pyskl - INFO - Epoch [33][3400/3405] lr: 2.213e-02, eta: 2 days, 1:46:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 3.8598, loss: 3.8598 +2025-06-28 04:37:07,636 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-06-28 04:41:00,400 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 04:41:00,943 - pyskl - INFO - +top1_acc 0.7588 +top5_acc 0.9485 +2025-06-28 04:41:00,964 - pyskl - INFO - Epoch(val) [33][3718] top1_acc: 0.7588, top5_acc: 0.9485 +2025-06-28 04:42:08,100 - pyskl - INFO - Epoch [34][100/3405] lr: 2.213e-02, eta: 2 days, 1:47:09, time: 0.671, data_time: 0.228, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9637, loss_cls: 3.6371, loss: 3.6371 +2025-06-28 04:42:52,689 - pyskl - INFO - Epoch [34][200/3405] lr: 2.212e-02, eta: 2 days, 1:46:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 3.7353, loss: 3.7353 +2025-06-28 04:43:37,291 - pyskl - INFO - Epoch [34][300/3405] lr: 2.212e-02, eta: 2 days, 1:45:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9700, loss_cls: 3.7892, loss: 3.7892 +2025-06-28 04:44:21,745 - pyskl - INFO - Epoch [34][400/3405] lr: 2.211e-02, eta: 2 days, 1:44:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 3.7346, loss: 3.7346 +2025-06-28 04:45:06,284 - pyskl - INFO - Epoch [34][500/3405] lr: 2.211e-02, eta: 2 days, 1:44:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 3.6448, loss: 3.6448 +2025-06-28 04:45:50,584 - pyskl - INFO - Epoch [34][600/3405] lr: 2.210e-02, eta: 2 days, 1:43:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9694, loss_cls: 3.5907, loss: 3.5907 +2025-06-28 04:46:34,898 - pyskl - INFO - Epoch [34][700/3405] lr: 2.210e-02, eta: 2 days, 1:42:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 3.6439, loss: 3.6439 +2025-06-28 04:47:19,509 - pyskl - INFO - Epoch [34][800/3405] lr: 2.209e-02, eta: 2 days, 1:41:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9600, loss_cls: 3.7883, loss: 3.7883 +2025-06-28 04:48:03,865 - pyskl - INFO - Epoch [34][900/3405] lr: 2.209e-02, eta: 2 days, 1:40:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 3.6412, loss: 3.6412 +2025-06-28 04:48:48,354 - pyskl - INFO - Epoch [34][1000/3405] lr: 2.208e-02, eta: 2 days, 1:40:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9575, loss_cls: 3.7530, loss: 3.7530 +2025-06-28 04:49:32,711 - pyskl - INFO - Epoch [34][1100/3405] lr: 2.208e-02, eta: 2 days, 1:39:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9688, loss_cls: 3.7977, loss: 3.7977 +2025-06-28 04:50:17,081 - pyskl - INFO - Epoch [34][1200/3405] lr: 2.207e-02, eta: 2 days, 1:38:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 3.7951, loss: 3.7951 +2025-06-28 04:51:01,420 - pyskl - INFO - Epoch [34][1300/3405] lr: 2.207e-02, eta: 2 days, 1:37:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9656, loss_cls: 3.7879, loss: 3.7879 +2025-06-28 04:51:45,873 - pyskl - INFO - Epoch [34][1400/3405] lr: 2.206e-02, eta: 2 days, 1:36:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 3.8325, loss: 3.8325 +2025-06-28 04:52:30,368 - pyskl - INFO - Epoch [34][1500/3405] lr: 2.206e-02, eta: 2 days, 1:36:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9569, loss_cls: 3.8853, loss: 3.8853 +2025-06-28 04:53:14,732 - pyskl - INFO - Epoch [34][1600/3405] lr: 2.205e-02, eta: 2 days, 1:35:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 3.7868, loss: 3.7868 +2025-06-28 04:53:58,980 - pyskl - INFO - Epoch [34][1700/3405] lr: 2.205e-02, eta: 2 days, 1:34:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 3.7323, loss: 3.7323 +2025-06-28 04:54:43,430 - pyskl - INFO - Epoch [34][1800/3405] lr: 2.204e-02, eta: 2 days, 1:33:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 3.7934, loss: 3.7934 +2025-06-28 04:55:27,784 - pyskl - INFO - Epoch [34][1900/3405] lr: 2.204e-02, eta: 2 days, 1:33:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 3.7880, loss: 3.7880 +2025-06-28 04:56:12,025 - pyskl - INFO - Epoch [34][2000/3405] lr: 2.203e-02, eta: 2 days, 1:32:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 3.7599, loss: 3.7599 +2025-06-28 04:56:56,323 - pyskl - INFO - Epoch [34][2100/3405] lr: 2.203e-02, eta: 2 days, 1:31:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 3.7471, loss: 3.7471 +2025-06-28 04:57:40,622 - pyskl - INFO - Epoch [34][2200/3405] lr: 2.202e-02, eta: 2 days, 1:30:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 3.6621, loss: 3.6621 +2025-06-28 04:58:24,949 - pyskl - INFO - Epoch [34][2300/3405] lr: 2.202e-02, eta: 2 days, 1:29:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 3.7363, loss: 3.7363 +2025-06-28 04:59:09,421 - pyskl - INFO - Epoch [34][2400/3405] lr: 2.201e-02, eta: 2 days, 1:29:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9587, loss_cls: 3.7393, loss: 3.7393 +2025-06-28 04:59:53,757 - pyskl - INFO - Epoch [34][2500/3405] lr: 2.201e-02, eta: 2 days, 1:28:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9706, loss_cls: 3.8936, loss: 3.8936 +2025-06-28 05:00:38,056 - pyskl - INFO - Epoch [34][2600/3405] lr: 2.200e-02, eta: 2 days, 1:27:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9663, loss_cls: 3.7284, loss: 3.7284 +2025-06-28 05:01:22,467 - pyskl - INFO - Epoch [34][2700/3405] lr: 2.200e-02, eta: 2 days, 1:26:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 3.7746, loss: 3.7746 +2025-06-28 05:02:06,680 - pyskl - INFO - Epoch [34][2800/3405] lr: 2.199e-02, eta: 2 days, 1:25:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.6640, loss: 3.6640 +2025-06-28 05:02:50,954 - pyskl - INFO - Epoch [34][2900/3405] lr: 2.199e-02, eta: 2 days, 1:25:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 3.8059, loss: 3.8059 +2025-06-28 05:03:35,620 - pyskl - INFO - Epoch [34][3000/3405] lr: 2.198e-02, eta: 2 days, 1:24:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9556, loss_cls: 3.8038, loss: 3.8038 +2025-06-28 05:04:20,240 - pyskl - INFO - Epoch [34][3100/3405] lr: 2.198e-02, eta: 2 days, 1:23:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 3.7486, loss: 3.7486 +2025-06-28 05:05:04,892 - pyskl - INFO - Epoch [34][3200/3405] lr: 2.197e-02, eta: 2 days, 1:22:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 3.8716, loss: 3.8716 +2025-06-28 05:05:49,230 - pyskl - INFO - Epoch [34][3300/3405] lr: 2.197e-02, eta: 2 days, 1:22:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 3.7156, loss: 3.7156 +2025-06-28 05:06:33,606 - pyskl - INFO - Epoch [34][3400/3405] lr: 2.196e-02, eta: 2 days, 1:21:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9663, loss_cls: 3.7333, loss: 3.7333 +2025-06-28 05:06:36,245 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-06-28 05:10:29,198 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 05:10:29,737 - pyskl - INFO - +top1_acc 0.7323 +top5_acc 0.9348 +2025-06-28 05:10:29,758 - pyskl - INFO - Epoch(val) [34][3718] top1_acc: 0.7323, top5_acc: 0.9348 +2025-06-28 05:11:37,163 - pyskl - INFO - Epoch [35][100/3405] lr: 2.196e-02, eta: 2 days, 1:21:39, time: 0.674, data_time: 0.231, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 3.6491, loss: 3.6491 +2025-06-28 05:12:21,422 - pyskl - INFO - Epoch [35][200/3405] lr: 2.195e-02, eta: 2 days, 1:20:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 3.6599, loss: 3.6599 +2025-06-28 05:13:05,669 - pyskl - INFO - Epoch [35][300/3405] lr: 2.195e-02, eta: 2 days, 1:20:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9688, loss_cls: 3.7319, loss: 3.7319 +2025-06-28 05:13:50,242 - pyskl - INFO - Epoch [35][400/3405] lr: 2.194e-02, eta: 2 days, 1:19:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 3.6896, loss: 3.6896 +2025-06-28 05:14:34,919 - pyskl - INFO - Epoch [35][500/3405] lr: 2.194e-02, eta: 2 days, 1:18:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.5894, loss: 3.5894 +2025-06-28 05:15:19,226 - pyskl - INFO - Epoch [35][600/3405] lr: 2.193e-02, eta: 2 days, 1:17:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9625, loss_cls: 3.7844, loss: 3.7844 +2025-06-28 05:16:03,610 - pyskl - INFO - Epoch [35][700/3405] lr: 2.193e-02, eta: 2 days, 1:16:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9600, loss_cls: 3.7975, loss: 3.7975 +2025-06-28 05:16:47,910 - pyskl - INFO - Epoch [35][800/3405] lr: 2.192e-02, eta: 2 days, 1:16:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 3.6969, loss: 3.6969 +2025-06-28 05:17:32,238 - pyskl - INFO - Epoch [35][900/3405] lr: 2.192e-02, eta: 2 days, 1:15:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9581, loss_cls: 3.7447, loss: 3.7447 +2025-06-28 05:18:16,702 - pyskl - INFO - Epoch [35][1000/3405] lr: 2.191e-02, eta: 2 days, 1:14:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 3.7024, loss: 3.7024 +2025-06-28 05:19:01,331 - pyskl - INFO - Epoch [35][1100/3405] lr: 2.191e-02, eta: 2 days, 1:13:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9563, loss_cls: 3.7524, loss: 3.7524 +2025-06-28 05:19:45,729 - pyskl - INFO - Epoch [35][1200/3405] lr: 2.190e-02, eta: 2 days, 1:13:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.5979, loss: 3.5979 +2025-06-28 05:20:30,100 - pyskl - INFO - Epoch [35][1300/3405] lr: 2.190e-02, eta: 2 days, 1:12:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9613, loss_cls: 3.8987, loss: 3.8987 +2025-06-28 05:21:14,461 - pyskl - INFO - Epoch [35][1400/3405] lr: 2.189e-02, eta: 2 days, 1:11:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9587, loss_cls: 3.7569, loss: 3.7569 +2025-06-28 05:21:58,920 - pyskl - INFO - Epoch [35][1500/3405] lr: 2.189e-02, eta: 2 days, 1:10:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 3.6269, loss: 3.6269 +2025-06-28 05:22:43,252 - pyskl - INFO - Epoch [35][1600/3405] lr: 2.188e-02, eta: 2 days, 1:09:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 3.7201, loss: 3.7201 +2025-06-28 05:23:27,486 - pyskl - INFO - Epoch [35][1700/3405] lr: 2.188e-02, eta: 2 days, 1:09:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9694, loss_cls: 3.6633, loss: 3.6633 +2025-06-28 05:24:11,753 - pyskl - INFO - Epoch [35][1800/3405] lr: 2.187e-02, eta: 2 days, 1:08:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 3.6261, loss: 3.6261 +2025-06-28 05:24:56,038 - pyskl - INFO - Epoch [35][1900/3405] lr: 2.187e-02, eta: 2 days, 1:07:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.7471, loss: 3.7471 +2025-06-28 05:25:40,285 - pyskl - INFO - Epoch [35][2000/3405] lr: 2.186e-02, eta: 2 days, 1:06:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 3.8042, loss: 3.8042 +2025-06-28 05:26:24,601 - pyskl - INFO - Epoch [35][2100/3405] lr: 2.186e-02, eta: 2 days, 1:05:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 3.7713, loss: 3.7713 +2025-06-28 05:27:08,796 - pyskl - INFO - Epoch [35][2200/3405] lr: 2.185e-02, eta: 2 days, 1:05:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 3.8253, loss: 3.8253 +2025-06-28 05:27:53,009 - pyskl - INFO - Epoch [35][2300/3405] lr: 2.185e-02, eta: 2 days, 1:04:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9738, loss_cls: 3.6243, loss: 3.6243 +2025-06-28 05:28:37,330 - pyskl - INFO - Epoch [35][2400/3405] lr: 2.184e-02, eta: 2 days, 1:03:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9613, loss_cls: 3.8949, loss: 3.8949 +2025-06-28 05:29:21,569 - pyskl - INFO - Epoch [35][2500/3405] lr: 2.184e-02, eta: 2 days, 1:02:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9700, loss_cls: 3.6385, loss: 3.6385 +2025-06-28 05:30:05,846 - pyskl - INFO - Epoch [35][2600/3405] lr: 2.183e-02, eta: 2 days, 1:02:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 3.8135, loss: 3.8135 +2025-06-28 05:30:50,070 - pyskl - INFO - Epoch [35][2700/3405] lr: 2.183e-02, eta: 2 days, 1:01:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9569, loss_cls: 3.8561, loss: 3.8561 +2025-06-28 05:31:34,385 - pyskl - INFO - Epoch [35][2800/3405] lr: 2.182e-02, eta: 2 days, 1:00:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 3.7001, loss: 3.7001 +2025-06-28 05:32:18,605 - pyskl - INFO - Epoch [35][2900/3405] lr: 2.182e-02, eta: 2 days, 0:59:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9587, loss_cls: 3.8725, loss: 3.8725 +2025-06-28 05:33:03,058 - pyskl - INFO - Epoch [35][3000/3405] lr: 2.181e-02, eta: 2 days, 0:58:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 3.6673, loss: 3.6673 +2025-06-28 05:33:47,414 - pyskl - INFO - Epoch [35][3100/3405] lr: 2.181e-02, eta: 2 days, 0:58:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9650, loss_cls: 3.8036, loss: 3.8036 +2025-06-28 05:34:31,719 - pyskl - INFO - Epoch [35][3200/3405] lr: 2.180e-02, eta: 2 days, 0:57:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9594, loss_cls: 3.7250, loss: 3.7250 +2025-06-28 05:35:15,967 - pyskl - INFO - Epoch [35][3300/3405] lr: 2.179e-02, eta: 2 days, 0:56:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9744, loss_cls: 3.7345, loss: 3.7345 +2025-06-28 05:36:00,275 - pyskl - INFO - Epoch [35][3400/3405] lr: 2.179e-02, eta: 2 days, 0:55:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 3.8786, loss: 3.8786 +2025-06-28 05:36:02,860 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-06-28 05:55:23,412 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 05:55:23,947 - pyskl - INFO - +top1_acc 0.7552 +top5_acc 0.9469 +2025-06-28 05:55:23,967 - pyskl - INFO - Epoch(val) [35][3718] top1_acc: 0.7552, top5_acc: 0.9469 +2025-06-28 05:56:31,051 - pyskl - INFO - Epoch [36][100/3405] lr: 2.178e-02, eta: 2 days, 0:56:00, time: 0.671, data_time: 0.229, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9681, loss_cls: 3.7438, loss: 3.7438 +2025-06-28 05:57:15,191 - pyskl - INFO - Epoch [36][200/3405] lr: 2.178e-02, eta: 2 days, 0:55:12, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 3.6688, loss: 3.6688 +2025-06-28 05:57:59,774 - pyskl - INFO - Epoch [36][300/3405] lr: 2.177e-02, eta: 2 days, 0:54:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9637, loss_cls: 3.6912, loss: 3.6912 +2025-06-28 05:58:44,077 - pyskl - INFO - Epoch [36][400/3405] lr: 2.177e-02, eta: 2 days, 0:53:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 3.7794, loss: 3.7794 +2025-06-28 05:59:28,512 - pyskl - INFO - Epoch [36][500/3405] lr: 2.176e-02, eta: 2 days, 0:52:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9650, loss_cls: 3.7654, loss: 3.7654 +2025-06-28 06:00:12,759 - pyskl - INFO - Epoch [36][600/3405] lr: 2.176e-02, eta: 2 days, 0:52:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 3.5726, loss: 3.5726 +2025-06-28 06:00:56,996 - pyskl - INFO - Epoch [36][700/3405] lr: 2.175e-02, eta: 2 days, 0:51:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 3.7494, loss: 3.7494 +2025-06-28 06:01:41,254 - pyskl - INFO - Epoch [36][800/3405] lr: 2.175e-02, eta: 2 days, 0:50:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9631, loss_cls: 3.8522, loss: 3.8522 +2025-06-28 06:02:25,531 - pyskl - INFO - Epoch [36][900/3405] lr: 2.174e-02, eta: 2 days, 0:49:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9587, loss_cls: 3.7364, loss: 3.7364 +2025-06-28 06:03:09,827 - pyskl - INFO - Epoch [36][1000/3405] lr: 2.174e-02, eta: 2 days, 0:48:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 3.7297, loss: 3.7297 +2025-06-28 06:03:54,036 - pyskl - INFO - Epoch [36][1100/3405] lr: 2.173e-02, eta: 2 days, 0:48:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.6457, loss: 3.6457 +2025-06-28 06:04:38,399 - pyskl - INFO - Epoch [36][1200/3405] lr: 2.173e-02, eta: 2 days, 0:47:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 3.7322, loss: 3.7322 +2025-06-28 06:05:22,674 - pyskl - INFO - Epoch [36][1300/3405] lr: 2.172e-02, eta: 2 days, 0:46:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9738, loss_cls: 3.6356, loss: 3.6356 +2025-06-28 06:06:06,942 - pyskl - INFO - Epoch [36][1400/3405] lr: 2.172e-02, eta: 2 days, 0:45:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.6516, loss: 3.6516 +2025-06-28 06:06:51,176 - pyskl - INFO - Epoch [36][1500/3405] lr: 2.171e-02, eta: 2 days, 0:44:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 3.7676, loss: 3.7676 +2025-06-28 06:07:35,572 - pyskl - INFO - Epoch [36][1600/3405] lr: 2.171e-02, eta: 2 days, 0:44:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 3.6757, loss: 3.6757 +2025-06-28 06:08:20,193 - pyskl - INFO - Epoch [36][1700/3405] lr: 2.170e-02, eta: 2 days, 0:43:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9694, loss_cls: 3.7146, loss: 3.7146 +2025-06-28 06:09:04,506 - pyskl - INFO - Epoch [36][1800/3405] lr: 2.170e-02, eta: 2 days, 0:42:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 3.9240, loss: 3.9240 +2025-06-28 06:09:48,772 - pyskl - INFO - Epoch [36][1900/3405] lr: 2.169e-02, eta: 2 days, 0:41:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 3.7954, loss: 3.7954 +2025-06-28 06:10:33,008 - pyskl - INFO - Epoch [36][2000/3405] lr: 2.169e-02, eta: 2 days, 0:41:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9712, loss_cls: 3.6013, loss: 3.6013 +2025-06-28 06:11:17,225 - pyskl - INFO - Epoch [36][2100/3405] lr: 2.168e-02, eta: 2 days, 0:40:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 3.6932, loss: 3.6932 +2025-06-28 06:12:01,719 - pyskl - INFO - Epoch [36][2200/3405] lr: 2.168e-02, eta: 2 days, 0:39:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9650, loss_cls: 3.7624, loss: 3.7624 +2025-06-28 06:12:45,969 - pyskl - INFO - Epoch [36][2300/3405] lr: 2.167e-02, eta: 2 days, 0:38:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 3.6380, loss: 3.6380 +2025-06-28 06:13:30,232 - pyskl - INFO - Epoch [36][2400/3405] lr: 2.166e-02, eta: 2 days, 0:37:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 3.8860, loss: 3.8860 +2025-06-28 06:14:14,529 - pyskl - INFO - Epoch [36][2500/3405] lr: 2.166e-02, eta: 2 days, 0:37:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9619, loss_cls: 3.7232, loss: 3.7232 +2025-06-28 06:14:58,879 - pyskl - INFO - Epoch [36][2600/3405] lr: 2.165e-02, eta: 2 days, 0:36:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9706, loss_cls: 3.6772, loss: 3.6772 +2025-06-28 06:15:43,130 - pyskl - INFO - Epoch [36][2700/3405] lr: 2.165e-02, eta: 2 days, 0:35:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9744, loss_cls: 3.6125, loss: 3.6125 +2025-06-28 06:16:27,390 - pyskl - INFO - Epoch [36][2800/3405] lr: 2.164e-02, eta: 2 days, 0:34:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9700, loss_cls: 3.7167, loss: 3.7167 +2025-06-28 06:17:11,868 - pyskl - INFO - Epoch [36][2900/3405] lr: 2.164e-02, eta: 2 days, 0:33:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 3.6925, loss: 3.6925 +2025-06-28 06:17:56,276 - pyskl - INFO - Epoch [36][3000/3405] lr: 2.163e-02, eta: 2 days, 0:33:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9619, loss_cls: 3.7976, loss: 3.7976 +2025-06-28 06:18:40,626 - pyskl - INFO - Epoch [36][3100/3405] lr: 2.163e-02, eta: 2 days, 0:32:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 3.7325, loss: 3.7325 +2025-06-28 06:19:24,966 - pyskl - INFO - Epoch [36][3200/3405] lr: 2.162e-02, eta: 2 days, 0:31:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 3.7743, loss: 3.7743 +2025-06-28 06:20:09,350 - pyskl - INFO - Epoch [36][3300/3405] lr: 2.162e-02, eta: 2 days, 0:30:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 3.6347, loss: 3.6347 +2025-06-28 06:20:53,824 - pyskl - INFO - Epoch [36][3400/3405] lr: 2.161e-02, eta: 2 days, 0:30:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 3.7298, loss: 3.7298 +2025-06-28 06:20:56,412 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-06-28 06:24:48,258 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 06:24:48,808 - pyskl - INFO - +top1_acc 0.7473 +top5_acc 0.9420 +2025-06-28 06:24:48,834 - pyskl - INFO - Epoch(val) [36][3718] top1_acc: 0.7473, top5_acc: 0.9420 +2025-06-28 06:25:56,100 - pyskl - INFO - Epoch [37][100/3405] lr: 2.161e-02, eta: 2 days, 0:30:21, time: 0.673, data_time: 0.230, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.6100, loss: 3.6100 +2025-06-28 06:26:40,365 - pyskl - INFO - Epoch [37][200/3405] lr: 2.160e-02, eta: 2 days, 0:29:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 3.6975, loss: 3.6975 +2025-06-28 06:27:24,687 - pyskl - INFO - Epoch [37][300/3405] lr: 2.160e-02, eta: 2 days, 0:28:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9706, loss_cls: 3.6297, loss: 3.6297 +2025-06-28 06:28:08,922 - pyskl - INFO - Epoch [37][400/3405] lr: 2.159e-02, eta: 2 days, 0:27:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 3.6603, loss: 3.6603 +2025-06-28 06:28:53,257 - pyskl - INFO - Epoch [37][500/3405] lr: 2.159e-02, eta: 2 days, 0:27:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9619, loss_cls: 3.8428, loss: 3.8428 +2025-06-28 06:29:37,699 - pyskl - INFO - Epoch [37][600/3405] lr: 2.158e-02, eta: 2 days, 0:26:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.6660, loss: 3.6660 +2025-06-28 06:30:22,019 - pyskl - INFO - Epoch [37][700/3405] lr: 2.158e-02, eta: 2 days, 0:25:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9706, loss_cls: 3.6831, loss: 3.6831 +2025-06-28 06:31:06,229 - pyskl - INFO - Epoch [37][800/3405] lr: 2.157e-02, eta: 2 days, 0:24:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 3.6570, loss: 3.6570 +2025-06-28 06:31:50,527 - pyskl - INFO - Epoch [37][900/3405] lr: 2.156e-02, eta: 2 days, 0:24:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9619, loss_cls: 3.7313, loss: 3.7313 +2025-06-28 06:32:34,763 - pyskl - INFO - Epoch [37][1000/3405] lr: 2.156e-02, eta: 2 days, 0:23:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9675, loss_cls: 3.8398, loss: 3.8398 +2025-06-28 06:33:19,177 - pyskl - INFO - Epoch [37][1100/3405] lr: 2.155e-02, eta: 2 days, 0:22:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9706, loss_cls: 3.7418, loss: 3.7418 +2025-06-28 06:34:03,551 - pyskl - INFO - Epoch [37][1200/3405] lr: 2.155e-02, eta: 2 days, 0:21:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9619, loss_cls: 3.7070, loss: 3.7070 +2025-06-28 06:34:47,898 - pyskl - INFO - Epoch [37][1300/3405] lr: 2.154e-02, eta: 2 days, 0:20:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9575, loss_cls: 3.7103, loss: 3.7103 +2025-06-28 06:35:32,285 - pyskl - INFO - Epoch [37][1400/3405] lr: 2.154e-02, eta: 2 days, 0:20:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 3.6739, loss: 3.6739 +2025-06-28 06:36:16,567 - pyskl - INFO - Epoch [37][1500/3405] lr: 2.153e-02, eta: 2 days, 0:19:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9569, loss_cls: 3.7386, loss: 3.7386 +2025-06-28 06:37:00,939 - pyskl - INFO - Epoch [37][1600/3405] lr: 2.153e-02, eta: 2 days, 0:18:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9631, loss_cls: 3.7743, loss: 3.7743 +2025-06-28 06:37:45,436 - pyskl - INFO - Epoch [37][1700/3405] lr: 2.152e-02, eta: 2 days, 0:17:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 3.7528, loss: 3.7528 +2025-06-28 06:38:30,189 - pyskl - INFO - Epoch [37][1800/3405] lr: 2.152e-02, eta: 2 days, 0:17:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.6311, loss: 3.6311 +2025-06-28 06:39:15,010 - pyskl - INFO - Epoch [37][1900/3405] lr: 2.151e-02, eta: 2 days, 0:16:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 3.6622, loss: 3.6622 +2025-06-28 06:39:59,806 - pyskl - INFO - Epoch [37][2000/3405] lr: 2.151e-02, eta: 2 days, 0:15:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 3.6773, loss: 3.6773 +2025-06-28 06:40:44,152 - pyskl - INFO - Epoch [37][2100/3405] lr: 2.150e-02, eta: 2 days, 0:14:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9675, loss_cls: 3.8163, loss: 3.8163 +2025-06-28 06:41:28,446 - pyskl - INFO - Epoch [37][2200/3405] lr: 2.150e-02, eta: 2 days, 0:13:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9644, loss_cls: 3.8188, loss: 3.8188 +2025-06-28 06:42:12,844 - pyskl - INFO - Epoch [37][2300/3405] lr: 2.149e-02, eta: 2 days, 0:13:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9531, loss_cls: 3.7693, loss: 3.7693 +2025-06-28 06:42:57,536 - pyskl - INFO - Epoch [37][2400/3405] lr: 2.148e-02, eta: 2 days, 0:12:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 3.6786, loss: 3.6786 +2025-06-28 06:43:41,974 - pyskl - INFO - Epoch [37][2500/3405] lr: 2.148e-02, eta: 2 days, 0:11:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 3.6015, loss: 3.6015 +2025-06-28 06:44:26,334 - pyskl - INFO - Epoch [37][2600/3405] lr: 2.147e-02, eta: 2 days, 0:10:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 3.7549, loss: 3.7549 +2025-06-28 06:45:10,652 - pyskl - INFO - Epoch [37][2700/3405] lr: 2.147e-02, eta: 2 days, 0:10:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 3.7306, loss: 3.7306 +2025-06-28 06:45:54,843 - pyskl - INFO - Epoch [37][2800/3405] lr: 2.146e-02, eta: 2 days, 0:09:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 3.8507, loss: 3.8507 +2025-06-28 06:46:39,311 - pyskl - INFO - Epoch [37][2900/3405] lr: 2.146e-02, eta: 2 days, 0:08:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9587, loss_cls: 3.7155, loss: 3.7155 +2025-06-28 06:47:23,738 - pyskl - INFO - Epoch [37][3000/3405] lr: 2.145e-02, eta: 2 days, 0:07:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 3.6752, loss: 3.6752 +2025-06-28 06:48:08,217 - pyskl - INFO - Epoch [37][3100/3405] lr: 2.145e-02, eta: 2 days, 0:06:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 3.8424, loss: 3.8424 +2025-06-28 06:48:52,593 - pyskl - INFO - Epoch [37][3200/3405] lr: 2.144e-02, eta: 2 days, 0:06:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 3.6621, loss: 3.6621 +2025-06-28 06:49:37,068 - pyskl - INFO - Epoch [37][3300/3405] lr: 2.144e-02, eta: 2 days, 0:05:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9594, loss_cls: 3.8541, loss: 3.8541 +2025-06-28 06:50:21,538 - pyskl - INFO - Epoch [37][3400/3405] lr: 2.143e-02, eta: 2 days, 0:04:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 3.7142, loss: 3.7142 +2025-06-28 06:50:24,156 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-06-28 06:54:16,880 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 06:54:17,427 - pyskl - INFO - +top1_acc 0.7574 +top5_acc 0.9472 +2025-06-28 06:54:17,449 - pyskl - INFO - Epoch(val) [37][3718] top1_acc: 0.7574, top5_acc: 0.9472 +2025-06-28 06:55:24,681 - pyskl - INFO - Epoch [38][100/3405] lr: 2.143e-02, eta: 2 days, 0:04:50, time: 0.672, data_time: 0.227, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 3.6756, loss: 3.6756 +2025-06-28 06:56:09,050 - pyskl - INFO - Epoch [38][200/3405] lr: 2.142e-02, eta: 2 days, 0:04:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9700, loss_cls: 3.6469, loss: 3.6469 +2025-06-28 06:56:53,371 - pyskl - INFO - Epoch [38][300/3405] lr: 2.141e-02, eta: 2 days, 0:03:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9619, loss_cls: 3.6702, loss: 3.6702 +2025-06-28 06:57:37,740 - pyskl - INFO - Epoch [38][400/3405] lr: 2.141e-02, eta: 2 days, 0:02:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 3.6841, loss: 3.6841 +2025-06-28 06:58:22,118 - pyskl - INFO - Epoch [38][500/3405] lr: 2.140e-02, eta: 2 days, 0:01:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9656, loss_cls: 3.6294, loss: 3.6294 +2025-06-28 06:59:06,485 - pyskl - INFO - Epoch [38][600/3405] lr: 2.140e-02, eta: 2 days, 0:00:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9719, loss_cls: 3.6571, loss: 3.6571 +2025-06-28 06:59:50,970 - pyskl - INFO - Epoch [38][700/3405] lr: 2.139e-02, eta: 2 days, 0:00:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9613, loss_cls: 3.8538, loss: 3.8538 +2025-06-28 07:00:35,498 - pyskl - INFO - Epoch [38][800/3405] lr: 2.139e-02, eta: 1 day, 23:59:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9650, loss_cls: 3.7853, loss: 3.7853 +2025-06-28 07:01:19,951 - pyskl - INFO - Epoch [38][900/3405] lr: 2.138e-02, eta: 1 day, 23:58:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 3.5307, loss: 3.5307 +2025-06-28 07:02:04,378 - pyskl - INFO - Epoch [38][1000/3405] lr: 2.138e-02, eta: 1 day, 23:57:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9613, loss_cls: 3.7700, loss: 3.7700 +2025-06-28 07:02:48,839 - pyskl - INFO - Epoch [38][1100/3405] lr: 2.137e-02, eta: 1 day, 23:57:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 3.6838, loss: 3.6838 +2025-06-28 07:03:33,328 - pyskl - INFO - Epoch [38][1200/3405] lr: 2.137e-02, eta: 1 day, 23:56:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9637, loss_cls: 3.7240, loss: 3.7240 +2025-06-28 07:04:17,529 - pyskl - INFO - Epoch [38][1300/3405] lr: 2.136e-02, eta: 1 day, 23:55:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9738, loss_cls: 3.6049, loss: 3.6049 +2025-06-28 07:05:01,838 - pyskl - INFO - Epoch [38][1400/3405] lr: 2.136e-02, eta: 1 day, 23:54:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 3.6126, loss: 3.6126 +2025-06-28 07:05:46,387 - pyskl - INFO - Epoch [38][1500/3405] lr: 2.135e-02, eta: 1 day, 23:53:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.6622, loss: 3.6622 +2025-06-28 07:06:30,820 - pyskl - INFO - Epoch [38][1600/3405] lr: 2.134e-02, eta: 1 day, 23:53:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 3.6941, loss: 3.6941 +2025-06-28 07:07:15,256 - pyskl - INFO - Epoch [38][1700/3405] lr: 2.134e-02, eta: 1 day, 23:52:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 3.6159, loss: 3.6159 +2025-06-28 07:07:59,615 - pyskl - INFO - Epoch [38][1800/3405] lr: 2.133e-02, eta: 1 day, 23:51:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 3.6043, loss: 3.6043 +2025-06-28 07:08:43,966 - pyskl - INFO - Epoch [38][1900/3405] lr: 2.133e-02, eta: 1 day, 23:50:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9688, loss_cls: 3.6729, loss: 3.6729 +2025-06-28 07:09:28,166 - pyskl - INFO - Epoch [38][2000/3405] lr: 2.132e-02, eta: 1 day, 23:50:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 3.7588, loss: 3.7588 +2025-06-28 07:10:12,374 - pyskl - INFO - Epoch [38][2100/3405] lr: 2.132e-02, eta: 1 day, 23:49:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 3.6858, loss: 3.6858 +2025-06-28 07:10:56,626 - pyskl - INFO - Epoch [38][2200/3405] lr: 2.131e-02, eta: 1 day, 23:48:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.7395, loss: 3.7395 +2025-06-28 07:11:40,856 - pyskl - INFO - Epoch [38][2300/3405] lr: 2.131e-02, eta: 1 day, 23:47:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 3.7017, loss: 3.7017 +2025-06-28 07:12:25,116 - pyskl - INFO - Epoch [38][2400/3405] lr: 2.130e-02, eta: 1 day, 23:46:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 3.7092, loss: 3.7092 +2025-06-28 07:13:09,413 - pyskl - INFO - Epoch [38][2500/3405] lr: 2.130e-02, eta: 1 day, 23:46:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 3.7115, loss: 3.7115 +2025-06-28 07:13:53,684 - pyskl - INFO - Epoch [38][2600/3405] lr: 2.129e-02, eta: 1 day, 23:45:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9600, loss_cls: 3.6659, loss: 3.6659 +2025-06-28 07:14:37,940 - pyskl - INFO - Epoch [38][2700/3405] lr: 2.128e-02, eta: 1 day, 23:44:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.6994, loss: 3.6994 +2025-06-28 07:15:22,237 - pyskl - INFO - Epoch [38][2800/3405] lr: 2.128e-02, eta: 1 day, 23:43:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 3.7068, loss: 3.7068 +2025-06-28 07:16:06,621 - pyskl - INFO - Epoch [38][2900/3405] lr: 2.127e-02, eta: 1 day, 23:42:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9637, loss_cls: 3.7226, loss: 3.7226 +2025-06-28 07:16:51,392 - pyskl - INFO - Epoch [38][3000/3405] lr: 2.127e-02, eta: 1 day, 23:42:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 3.7629, loss: 3.7629 +2025-06-28 07:17:35,930 - pyskl - INFO - Epoch [38][3100/3405] lr: 2.126e-02, eta: 1 day, 23:41:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9613, loss_cls: 3.6778, loss: 3.6778 +2025-06-28 07:18:20,313 - pyskl - INFO - Epoch [38][3200/3405] lr: 2.126e-02, eta: 1 day, 23:40:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 3.6571, loss: 3.6571 +2025-06-28 07:19:04,656 - pyskl - INFO - Epoch [38][3300/3405] lr: 2.125e-02, eta: 1 day, 23:39:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9650, loss_cls: 3.7167, loss: 3.7167 +2025-06-28 07:19:49,070 - pyskl - INFO - Epoch [38][3400/3405] lr: 2.125e-02, eta: 1 day, 23:39:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9637, loss_cls: 3.8854, loss: 3.8854 +2025-06-28 07:19:51,683 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-06-28 07:23:44,311 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 07:23:44,864 - pyskl - INFO - +top1_acc 0.7512 +top5_acc 0.9420 +2025-06-28 07:23:44,888 - pyskl - INFO - Epoch(val) [38][3718] top1_acc: 0.7512, top5_acc: 0.9420 +2025-06-28 07:24:51,822 - pyskl - INFO - Epoch [39][100/3405] lr: 2.124e-02, eta: 1 day, 23:39:15, time: 0.669, data_time: 0.226, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9688, loss_cls: 3.6292, loss: 3.6292 +2025-06-28 07:25:36,201 - pyskl - INFO - Epoch [39][200/3405] lr: 2.123e-02, eta: 1 day, 23:38:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 3.6534, loss: 3.6534 +2025-06-28 07:26:20,564 - pyskl - INFO - Epoch [39][300/3405] lr: 2.123e-02, eta: 1 day, 23:37:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 3.7459, loss: 3.7459 +2025-06-28 07:27:04,978 - pyskl - INFO - Epoch [39][400/3405] lr: 2.122e-02, eta: 1 day, 23:36:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 3.6270, loss: 3.6270 +2025-06-28 07:27:49,424 - pyskl - INFO - Epoch [39][500/3405] lr: 2.122e-02, eta: 1 day, 23:36:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9688, loss_cls: 3.7109, loss: 3.7109 +2025-06-28 07:28:33,803 - pyskl - INFO - Epoch [39][600/3405] lr: 2.121e-02, eta: 1 day, 23:35:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 3.5010, loss: 3.5010 +2025-06-28 07:29:18,112 - pyskl - INFO - Epoch [39][700/3405] lr: 2.121e-02, eta: 1 day, 23:34:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 3.5891, loss: 3.5891 +2025-06-28 07:30:02,477 - pyskl - INFO - Epoch [39][800/3405] lr: 2.120e-02, eta: 1 day, 23:33:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.6050, loss: 3.6050 +2025-06-28 07:30:46,923 - pyskl - INFO - Epoch [39][900/3405] lr: 2.120e-02, eta: 1 day, 23:33:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9644, loss_cls: 3.6114, loss: 3.6114 +2025-06-28 07:31:31,250 - pyskl - INFO - Epoch [39][1000/3405] lr: 2.119e-02, eta: 1 day, 23:32:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 3.6845, loss: 3.6845 +2025-06-28 07:32:15,569 - pyskl - INFO - Epoch [39][1100/3405] lr: 2.119e-02, eta: 1 day, 23:31:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9650, loss_cls: 3.7798, loss: 3.7798 +2025-06-28 07:32:59,846 - pyskl - INFO - Epoch [39][1200/3405] lr: 2.118e-02, eta: 1 day, 23:30:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 3.6083, loss: 3.6083 +2025-06-28 07:33:44,338 - pyskl - INFO - Epoch [39][1300/3405] lr: 2.117e-02, eta: 1 day, 23:29:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9606, loss_cls: 3.6216, loss: 3.6216 +2025-06-28 07:34:28,879 - pyskl - INFO - Epoch [39][1400/3405] lr: 2.117e-02, eta: 1 day, 23:29:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 3.7747, loss: 3.7747 +2025-06-28 07:35:13,313 - pyskl - INFO - Epoch [39][1500/3405] lr: 2.116e-02, eta: 1 day, 23:28:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 3.6447, loss: 3.6447 +2025-06-28 07:35:57,687 - pyskl - INFO - Epoch [39][1600/3405] lr: 2.116e-02, eta: 1 day, 23:27:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9669, loss_cls: 3.6118, loss: 3.6118 +2025-06-28 07:36:42,140 - pyskl - INFO - Epoch [39][1700/3405] lr: 2.115e-02, eta: 1 day, 23:26:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9675, loss_cls: 3.6906, loss: 3.6906 +2025-06-28 07:37:26,545 - pyskl - INFO - Epoch [39][1800/3405] lr: 2.115e-02, eta: 1 day, 23:26:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9587, loss_cls: 3.6371, loss: 3.6371 +2025-06-28 07:38:10,801 - pyskl - INFO - Epoch [39][1900/3405] lr: 2.114e-02, eta: 1 day, 23:25:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9525, loss_cls: 3.8168, loss: 3.8168 +2025-06-28 07:38:55,047 - pyskl - INFO - Epoch [39][2000/3405] lr: 2.114e-02, eta: 1 day, 23:24:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 3.6842, loss: 3.6842 +2025-06-28 07:39:39,253 - pyskl - INFO - Epoch [39][2100/3405] lr: 2.113e-02, eta: 1 day, 23:23:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9644, loss_cls: 3.5660, loss: 3.5660 +2025-06-28 07:40:23,474 - pyskl - INFO - Epoch [39][2200/3405] lr: 2.112e-02, eta: 1 day, 23:22:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 3.6718, loss: 3.6718 +2025-06-28 07:41:07,700 - pyskl - INFO - Epoch [39][2300/3405] lr: 2.112e-02, eta: 1 day, 23:22:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 3.6377, loss: 3.6377 +2025-06-28 07:41:51,904 - pyskl - INFO - Epoch [39][2400/3405] lr: 2.111e-02, eta: 1 day, 23:21:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9738, loss_cls: 3.6555, loss: 3.6555 +2025-06-28 07:42:36,119 - pyskl - INFO - Epoch [39][2500/3405] lr: 2.111e-02, eta: 1 day, 23:20:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9544, loss_cls: 3.6619, loss: 3.6619 +2025-06-28 07:43:20,373 - pyskl - INFO - Epoch [39][2600/3405] lr: 2.110e-02, eta: 1 day, 23:19:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 3.6855, loss: 3.6855 +2025-06-28 07:44:04,684 - pyskl - INFO - Epoch [39][2700/3405] lr: 2.110e-02, eta: 1 day, 23:18:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 3.6501, loss: 3.6501 +2025-06-28 07:44:48,844 - pyskl - INFO - Epoch [39][2800/3405] lr: 2.109e-02, eta: 1 day, 23:18:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9587, loss_cls: 3.6245, loss: 3.6245 +2025-06-28 07:45:33,125 - pyskl - INFO - Epoch [39][2900/3405] lr: 2.109e-02, eta: 1 day, 23:17:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9606, loss_cls: 3.7005, loss: 3.7005 +2025-06-28 07:46:17,447 - pyskl - INFO - Epoch [39][3000/3405] lr: 2.108e-02, eta: 1 day, 23:16:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9575, loss_cls: 3.8182, loss: 3.8182 +2025-06-28 07:47:01,718 - pyskl - INFO - Epoch [39][3100/3405] lr: 2.107e-02, eta: 1 day, 23:15:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 3.6645, loss: 3.6645 +2025-06-28 07:47:46,161 - pyskl - INFO - Epoch [39][3200/3405] lr: 2.107e-02, eta: 1 day, 23:15:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9669, loss_cls: 3.7462, loss: 3.7462 +2025-06-28 07:48:30,557 - pyskl - INFO - Epoch [39][3300/3405] lr: 2.106e-02, eta: 1 day, 23:14:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.6342, loss: 3.6342 +2025-06-28 07:49:14,963 - pyskl - INFO - Epoch [39][3400/3405] lr: 2.106e-02, eta: 1 day, 23:13:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9619, loss_cls: 3.7234, loss: 3.7234 +2025-06-28 07:49:17,515 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-06-28 07:53:09,747 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 07:53:10,287 - pyskl - INFO - +top1_acc 0.7727 +top5_acc 0.9532 +2025-06-28 07:53:10,345 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_31.pth was removed +2025-06-28 07:53:11,433 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_39.pth. +2025-06-28 07:53:11,434 - pyskl - INFO - Best top1_acc is 0.7727 at 39 epoch. +2025-06-28 07:53:11,458 - pyskl - INFO - Epoch(val) [39][3718] top1_acc: 0.7727, top5_acc: 0.9532 +2025-06-28 07:54:18,991 - pyskl - INFO - Epoch [40][100/3405] lr: 2.105e-02, eta: 1 day, 23:13:39, time: 0.675, data_time: 0.231, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 3.6164, loss: 3.6164 +2025-06-28 07:55:03,559 - pyskl - INFO - Epoch [40][200/3405] lr: 2.105e-02, eta: 1 day, 23:12:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 3.7237, loss: 3.7237 +2025-06-28 07:55:47,936 - pyskl - INFO - Epoch [40][300/3405] lr: 2.104e-02, eta: 1 day, 23:12:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 3.5268, loss: 3.5268 +2025-06-28 07:56:32,347 - pyskl - INFO - Epoch [40][400/3405] lr: 2.103e-02, eta: 1 day, 23:11:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 3.6309, loss: 3.6309 +2025-06-28 07:57:16,814 - pyskl - INFO - Epoch [40][500/3405] lr: 2.103e-02, eta: 1 day, 23:10:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 3.5105, loss: 3.5105 +2025-06-28 07:58:01,459 - pyskl - INFO - Epoch [40][600/3405] lr: 2.102e-02, eta: 1 day, 23:09:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 3.6496, loss: 3.6496 +2025-06-28 07:58:46,100 - pyskl - INFO - Epoch [40][700/3405] lr: 2.102e-02, eta: 1 day, 23:09:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9694, loss_cls: 3.6440, loss: 3.6440 +2025-06-28 07:59:30,548 - pyskl - INFO - Epoch [40][800/3405] lr: 2.101e-02, eta: 1 day, 23:08:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.6333, loss: 3.6333 +2025-06-28 08:00:15,103 - pyskl - INFO - Epoch [40][900/3405] lr: 2.101e-02, eta: 1 day, 23:07:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 3.5332, loss: 3.5332 +2025-06-28 08:00:59,637 - pyskl - INFO - Epoch [40][1000/3405] lr: 2.100e-02, eta: 1 day, 23:06:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9644, loss_cls: 3.6202, loss: 3.6202 +2025-06-28 08:01:44,154 - pyskl - INFO - Epoch [40][1100/3405] lr: 2.100e-02, eta: 1 day, 23:05:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 3.7684, loss: 3.7684 +2025-06-28 08:02:28,597 - pyskl - INFO - Epoch [40][1200/3405] lr: 2.099e-02, eta: 1 day, 23:05:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 3.5973, loss: 3.5973 +2025-06-28 08:03:13,030 - pyskl - INFO - Epoch [40][1300/3405] lr: 2.098e-02, eta: 1 day, 23:04:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9569, loss_cls: 3.7164, loss: 3.7164 +2025-06-28 08:03:57,325 - pyskl - INFO - Epoch [40][1400/3405] lr: 2.098e-02, eta: 1 day, 23:03:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 3.7933, loss: 3.7933 +2025-06-28 08:04:41,693 - pyskl - INFO - Epoch [40][1500/3405] lr: 2.097e-02, eta: 1 day, 23:02:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9706, loss_cls: 3.6034, loss: 3.6034 +2025-06-28 08:05:26,119 - pyskl - INFO - Epoch [40][1600/3405] lr: 2.097e-02, eta: 1 day, 23:02:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 3.6369, loss: 3.6369 +2025-06-28 08:06:10,627 - pyskl - INFO - Epoch [40][1700/3405] lr: 2.096e-02, eta: 1 day, 23:01:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9650, loss_cls: 3.7759, loss: 3.7759 +2025-06-28 08:06:55,105 - pyskl - INFO - Epoch [40][1800/3405] lr: 2.096e-02, eta: 1 day, 23:00:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9587, loss_cls: 3.6473, loss: 3.6473 +2025-06-28 08:07:39,796 - pyskl - INFO - Epoch [40][1900/3405] lr: 2.095e-02, eta: 1 day, 22:59:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 3.6933, loss: 3.6933 +2025-06-28 08:08:24,398 - pyskl - INFO - Epoch [40][2000/3405] lr: 2.094e-02, eta: 1 day, 22:58:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9669, loss_cls: 3.6040, loss: 3.6040 +2025-06-28 08:09:08,850 - pyskl - INFO - Epoch [40][2100/3405] lr: 2.094e-02, eta: 1 day, 22:58:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 3.7282, loss: 3.7282 +2025-06-28 08:09:53,247 - pyskl - INFO - Epoch [40][2200/3405] lr: 2.093e-02, eta: 1 day, 22:57:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9731, loss_cls: 3.6377, loss: 3.6377 +2025-06-28 08:10:37,700 - pyskl - INFO - Epoch [40][2300/3405] lr: 2.093e-02, eta: 1 day, 22:56:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 3.6071, loss: 3.6071 +2025-06-28 08:11:22,122 - pyskl - INFO - Epoch [40][2400/3405] lr: 2.092e-02, eta: 1 day, 22:55:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 3.6642, loss: 3.6642 +2025-06-28 08:12:06,565 - pyskl - INFO - Epoch [40][2500/3405] lr: 2.092e-02, eta: 1 day, 22:55:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 3.8051, loss: 3.8051 +2025-06-28 08:12:50,875 - pyskl - INFO - Epoch [40][2600/3405] lr: 2.091e-02, eta: 1 day, 22:54:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 3.6426, loss: 3.6426 +2025-06-28 08:13:35,202 - pyskl - INFO - Epoch [40][2700/3405] lr: 2.090e-02, eta: 1 day, 22:53:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 3.6163, loss: 3.6163 +2025-06-28 08:14:19,558 - pyskl - INFO - Epoch [40][2800/3405] lr: 2.090e-02, eta: 1 day, 22:52:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 3.6339, loss: 3.6339 +2025-06-28 08:15:03,883 - pyskl - INFO - Epoch [40][2900/3405] lr: 2.089e-02, eta: 1 day, 22:51:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9731, loss_cls: 3.6545, loss: 3.6545 +2025-06-28 08:15:48,454 - pyskl - INFO - Epoch [40][3000/3405] lr: 2.089e-02, eta: 1 day, 22:51:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9637, loss_cls: 3.6985, loss: 3.6985 +2025-06-28 08:16:32,907 - pyskl - INFO - Epoch [40][3100/3405] lr: 2.088e-02, eta: 1 day, 22:50:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9744, loss_cls: 3.5096, loss: 3.5096 +2025-06-28 08:17:17,320 - pyskl - INFO - Epoch [40][3200/3405] lr: 2.088e-02, eta: 1 day, 22:49:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 3.5694, loss: 3.5694 +2025-06-28 08:18:01,713 - pyskl - INFO - Epoch [40][3300/3405] lr: 2.087e-02, eta: 1 day, 22:48:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 3.5891, loss: 3.5891 +2025-06-28 08:18:45,972 - pyskl - INFO - Epoch [40][3400/3405] lr: 2.086e-02, eta: 1 day, 22:48:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 3.6958, loss: 3.6958 +2025-06-28 08:18:48,553 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-06-28 08:37:59,959 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 08:38:00,496 - pyskl - INFO - +top1_acc 0.7361 +top5_acc 0.9369 +2025-06-28 08:38:00,517 - pyskl - INFO - Epoch(val) [40][3718] top1_acc: 0.7361, top5_acc: 0.9369 +2025-06-28 08:39:07,540 - pyskl - INFO - Epoch [41][100/3405] lr: 2.086e-02, eta: 1 day, 22:48:12, time: 0.670, data_time: 0.225, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 3.5745, loss: 3.5745 +2025-06-28 08:39:52,080 - pyskl - INFO - Epoch [41][200/3405] lr: 2.085e-02, eta: 1 day, 22:47:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 3.5561, loss: 3.5561 +2025-06-28 08:40:36,506 - pyskl - INFO - Epoch [41][300/3405] lr: 2.085e-02, eta: 1 day, 22:46:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9681, loss_cls: 3.5056, loss: 3.5056 +2025-06-28 08:41:20,804 - pyskl - INFO - Epoch [41][400/3405] lr: 2.084e-02, eta: 1 day, 22:45:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9637, loss_cls: 3.5989, loss: 3.5989 +2025-06-28 08:42:05,141 - pyskl - INFO - Epoch [41][500/3405] lr: 2.084e-02, eta: 1 day, 22:45:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 3.6774, loss: 3.6774 +2025-06-28 08:42:49,446 - pyskl - INFO - Epoch [41][600/3405] lr: 2.083e-02, eta: 1 day, 22:44:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 3.5164, loss: 3.5164 +2025-06-28 08:43:33,723 - pyskl - INFO - Epoch [41][700/3405] lr: 2.082e-02, eta: 1 day, 22:43:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 3.7626, loss: 3.7626 +2025-06-28 08:44:18,022 - pyskl - INFO - Epoch [41][800/3405] lr: 2.082e-02, eta: 1 day, 22:42:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9625, loss_cls: 3.5937, loss: 3.5937 +2025-06-28 08:45:02,318 - pyskl - INFO - Epoch [41][900/3405] lr: 2.081e-02, eta: 1 day, 22:41:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9613, loss_cls: 3.6349, loss: 3.6349 +2025-06-28 08:45:46,571 - pyskl - INFO - Epoch [41][1000/3405] lr: 2.081e-02, eta: 1 day, 22:41:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.6497, loss: 3.6497 +2025-06-28 08:46:30,887 - pyskl - INFO - Epoch [41][1100/3405] lr: 2.080e-02, eta: 1 day, 22:40:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9500, loss_cls: 3.8561, loss: 3.8561 +2025-06-28 08:47:15,199 - pyskl - INFO - Epoch [41][1200/3405] lr: 2.080e-02, eta: 1 day, 22:39:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.7128, loss: 3.7128 +2025-06-28 08:47:59,574 - pyskl - INFO - Epoch [41][1300/3405] lr: 2.079e-02, eta: 1 day, 22:38:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9525, loss_cls: 3.5971, loss: 3.5971 +2025-06-28 08:48:43,992 - pyskl - INFO - Epoch [41][1400/3405] lr: 2.078e-02, eta: 1 day, 22:38:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9719, loss_cls: 3.6100, loss: 3.6100 +2025-06-28 08:49:28,310 - pyskl - INFO - Epoch [41][1500/3405] lr: 2.078e-02, eta: 1 day, 22:37:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9650, loss_cls: 3.6265, loss: 3.6265 +2025-06-28 08:50:12,547 - pyskl - INFO - Epoch [41][1600/3405] lr: 2.077e-02, eta: 1 day, 22:36:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 3.5732, loss: 3.5732 +2025-06-28 08:50:56,841 - pyskl - INFO - Epoch [41][1700/3405] lr: 2.077e-02, eta: 1 day, 22:35:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9669, loss_cls: 3.5565, loss: 3.5565 +2025-06-28 08:51:41,217 - pyskl - INFO - Epoch [41][1800/3405] lr: 2.076e-02, eta: 1 day, 22:34:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9631, loss_cls: 3.7228, loss: 3.7228 +2025-06-28 08:52:25,451 - pyskl - INFO - Epoch [41][1900/3405] lr: 2.076e-02, eta: 1 day, 22:34:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.7562, loss: 3.7562 +2025-06-28 08:53:09,690 - pyskl - INFO - Epoch [41][2000/3405] lr: 2.075e-02, eta: 1 day, 22:33:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 3.6883, loss: 3.6883 +2025-06-28 08:53:53,934 - pyskl - INFO - Epoch [41][2100/3405] lr: 2.074e-02, eta: 1 day, 22:32:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 3.6013, loss: 3.6013 +2025-06-28 08:54:38,232 - pyskl - INFO - Epoch [41][2200/3405] lr: 2.074e-02, eta: 1 day, 22:31:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9688, loss_cls: 3.7051, loss: 3.7051 +2025-06-28 08:55:22,471 - pyskl - INFO - Epoch [41][2300/3405] lr: 2.073e-02, eta: 1 day, 22:31:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 3.6249, loss: 3.6249 +2025-06-28 08:56:06,647 - pyskl - INFO - Epoch [41][2400/3405] lr: 2.073e-02, eta: 1 day, 22:30:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 3.6418, loss: 3.6418 +2025-06-28 08:56:50,948 - pyskl - INFO - Epoch [41][2500/3405] lr: 2.072e-02, eta: 1 day, 22:29:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 3.6340, loss: 3.6340 +2025-06-28 08:57:35,237 - pyskl - INFO - Epoch [41][2600/3405] lr: 2.071e-02, eta: 1 day, 22:28:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9631, loss_cls: 3.8247, loss: 3.8247 +2025-06-28 08:58:19,540 - pyskl - INFO - Epoch [41][2700/3405] lr: 2.071e-02, eta: 1 day, 22:27:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9725, loss_cls: 3.6565, loss: 3.6565 +2025-06-28 08:59:03,824 - pyskl - INFO - Epoch [41][2800/3405] lr: 2.070e-02, eta: 1 day, 22:27:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 3.6532, loss: 3.6532 +2025-06-28 08:59:48,292 - pyskl - INFO - Epoch [41][2900/3405] lr: 2.070e-02, eta: 1 day, 22:26:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 3.7999, loss: 3.7999 +2025-06-28 09:00:32,913 - pyskl - INFO - Epoch [41][3000/3405] lr: 2.069e-02, eta: 1 day, 22:25:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 3.6867, loss: 3.6867 +2025-06-28 09:01:17,314 - pyskl - INFO - Epoch [41][3100/3405] lr: 2.069e-02, eta: 1 day, 22:24:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 3.7024, loss: 3.7024 +2025-06-28 09:02:01,679 - pyskl - INFO - Epoch [41][3200/3405] lr: 2.068e-02, eta: 1 day, 22:24:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 3.6631, loss: 3.6631 +2025-06-28 09:02:46,026 - pyskl - INFO - Epoch [41][3300/3405] lr: 2.067e-02, eta: 1 day, 22:23:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 3.6105, loss: 3.6105 +2025-06-28 09:03:30,352 - pyskl - INFO - Epoch [41][3400/3405] lr: 2.067e-02, eta: 1 day, 22:22:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 3.5999, loss: 3.5999 +2025-06-28 09:03:32,989 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-06-28 09:07:25,193 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 09:07:25,731 - pyskl - INFO - +top1_acc 0.7535 +top5_acc 0.9436 +2025-06-28 09:07:25,752 - pyskl - INFO - Epoch(val) [41][3718] top1_acc: 0.7535, top5_acc: 0.9436 +2025-06-28 09:08:32,998 - pyskl - INFO - Epoch [42][100/3405] lr: 2.066e-02, eta: 1 day, 22:22:34, time: 0.672, data_time: 0.229, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 3.6329, loss: 3.6329 +2025-06-28 09:09:17,337 - pyskl - INFO - Epoch [42][200/3405] lr: 2.066e-02, eta: 1 day, 22:21:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.5210, loss: 3.5210 +2025-06-28 09:10:01,675 - pyskl - INFO - Epoch [42][300/3405] lr: 2.065e-02, eta: 1 day, 22:21:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 3.5804, loss: 3.5804 +2025-06-28 09:10:46,002 - pyskl - INFO - Epoch [42][400/3405] lr: 2.064e-02, eta: 1 day, 22:20:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 3.6385, loss: 3.6385 +2025-06-28 09:11:30,389 - pyskl - INFO - Epoch [42][500/3405] lr: 2.064e-02, eta: 1 day, 22:19:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 3.5460, loss: 3.5460 +2025-06-28 09:12:14,729 - pyskl - INFO - Epoch [42][600/3405] lr: 2.063e-02, eta: 1 day, 22:18:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9706, loss_cls: 3.6466, loss: 3.6466 +2025-06-28 09:12:59,059 - pyskl - INFO - Epoch [42][700/3405] lr: 2.063e-02, eta: 1 day, 22:17:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9694, loss_cls: 3.6509, loss: 3.6509 +2025-06-28 09:13:43,438 - pyskl - INFO - Epoch [42][800/3405] lr: 2.062e-02, eta: 1 day, 22:17:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9619, loss_cls: 3.6122, loss: 3.6122 +2025-06-28 09:14:27,767 - pyskl - INFO - Epoch [42][900/3405] lr: 2.062e-02, eta: 1 day, 22:16:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 3.3895, loss: 3.3895 +2025-06-28 09:15:12,054 - pyskl - INFO - Epoch [42][1000/3405] lr: 2.061e-02, eta: 1 day, 22:15:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9706, loss_cls: 3.6070, loss: 3.6070 +2025-06-28 09:15:56,383 - pyskl - INFO - Epoch [42][1100/3405] lr: 2.060e-02, eta: 1 day, 22:14:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 3.5829, loss: 3.5829 +2025-06-28 09:16:40,692 - pyskl - INFO - Epoch [42][1200/3405] lr: 2.060e-02, eta: 1 day, 22:14:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 3.6670, loss: 3.6670 +2025-06-28 09:17:25,066 - pyskl - INFO - Epoch [42][1300/3405] lr: 2.059e-02, eta: 1 day, 22:13:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9769, loss_cls: 3.5560, loss: 3.5560 +2025-06-28 09:18:09,892 - pyskl - INFO - Epoch [42][1400/3405] lr: 2.059e-02, eta: 1 day, 22:12:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9606, loss_cls: 3.5726, loss: 3.5726 +2025-06-28 09:18:55,049 - pyskl - INFO - Epoch [42][1500/3405] lr: 2.058e-02, eta: 1 day, 22:11:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.4851, loss: 3.4851 +2025-06-28 09:19:39,948 - pyskl - INFO - Epoch [42][1600/3405] lr: 2.057e-02, eta: 1 day, 22:10:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 3.6379, loss: 3.6379 +2025-06-28 09:20:24,636 - pyskl - INFO - Epoch [42][1700/3405] lr: 2.057e-02, eta: 1 day, 22:10:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9631, loss_cls: 3.6401, loss: 3.6401 +2025-06-28 09:21:09,501 - pyskl - INFO - Epoch [42][1800/3405] lr: 2.056e-02, eta: 1 day, 22:09:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 3.6222, loss: 3.6222 +2025-06-28 09:21:54,392 - pyskl - INFO - Epoch [42][1900/3405] lr: 2.056e-02, eta: 1 day, 22:08:42, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 3.5677, loss: 3.5677 +2025-06-28 09:22:38,851 - pyskl - INFO - Epoch [42][2000/3405] lr: 2.055e-02, eta: 1 day, 22:07:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9637, loss_cls: 3.6513, loss: 3.6513 +2025-06-28 09:23:23,282 - pyskl - INFO - Epoch [42][2100/3405] lr: 2.054e-02, eta: 1 day, 22:07:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 3.7020, loss: 3.7020 +2025-06-28 09:24:07,660 - pyskl - INFO - Epoch [42][2200/3405] lr: 2.054e-02, eta: 1 day, 22:06:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 3.7110, loss: 3.7110 +2025-06-28 09:24:52,080 - pyskl - INFO - Epoch [42][2300/3405] lr: 2.053e-02, eta: 1 day, 22:05:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 3.5268, loss: 3.5268 +2025-06-28 09:25:36,602 - pyskl - INFO - Epoch [42][2400/3405] lr: 2.053e-02, eta: 1 day, 22:04:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 3.6376, loss: 3.6376 +2025-06-28 09:26:21,110 - pyskl - INFO - Epoch [42][2500/3405] lr: 2.052e-02, eta: 1 day, 22:04:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 3.6984, loss: 3.6984 +2025-06-28 09:27:05,664 - pyskl - INFO - Epoch [42][2600/3405] lr: 2.052e-02, eta: 1 day, 22:03:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9587, loss_cls: 3.7247, loss: 3.7247 +2025-06-28 09:27:50,107 - pyskl - INFO - Epoch [42][2700/3405] lr: 2.051e-02, eta: 1 day, 22:02:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 3.7548, loss: 3.7548 +2025-06-28 09:28:34,564 - pyskl - INFO - Epoch [42][2800/3405] lr: 2.050e-02, eta: 1 day, 22:01:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9637, loss_cls: 3.6305, loss: 3.6305 +2025-06-28 09:29:19,039 - pyskl - INFO - Epoch [42][2900/3405] lr: 2.050e-02, eta: 1 day, 22:00:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 3.7770, loss: 3.7770 +2025-06-28 09:30:03,698 - pyskl - INFO - Epoch [42][3000/3405] lr: 2.049e-02, eta: 1 day, 22:00:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9706, loss_cls: 3.7122, loss: 3.7122 +2025-06-28 09:30:48,202 - pyskl - INFO - Epoch [42][3100/3405] lr: 2.049e-02, eta: 1 day, 21:59:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9663, loss_cls: 3.7103, loss: 3.7103 +2025-06-28 09:31:32,997 - pyskl - INFO - Epoch [42][3200/3405] lr: 2.048e-02, eta: 1 day, 21:58:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 3.6451, loss: 3.6451 +2025-06-28 09:32:17,332 - pyskl - INFO - Epoch [42][3300/3405] lr: 2.047e-02, eta: 1 day, 21:57:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 3.6021, loss: 3.6021 +2025-06-28 09:33:01,434 - pyskl - INFO - Epoch [42][3400/3405] lr: 2.047e-02, eta: 1 day, 21:57:07, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 3.7198, loss: 3.7198 +2025-06-28 09:33:04,045 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-06-28 09:36:56,374 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 09:36:56,925 - pyskl - INFO - +top1_acc 0.7619 +top5_acc 0.9570 +2025-06-28 09:36:56,947 - pyskl - INFO - Epoch(val) [42][3718] top1_acc: 0.7619, top5_acc: 0.9570 +2025-06-28 09:38:04,856 - pyskl - INFO - Epoch [43][100/3405] lr: 2.046e-02, eta: 1 day, 21:57:13, time: 0.679, data_time: 0.235, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 3.4794, loss: 3.4794 +2025-06-28 09:38:49,308 - pyskl - INFO - Epoch [43][200/3405] lr: 2.046e-02, eta: 1 day, 21:56:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 3.5355, loss: 3.5355 +2025-06-28 09:39:33,642 - pyskl - INFO - Epoch [43][300/3405] lr: 2.045e-02, eta: 1 day, 21:55:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 3.5551, loss: 3.5551 +2025-06-28 09:40:18,003 - pyskl - INFO - Epoch [43][400/3405] lr: 2.044e-02, eta: 1 day, 21:54:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 3.6804, loss: 3.6804 +2025-06-28 09:41:02,366 - pyskl - INFO - Epoch [43][500/3405] lr: 2.044e-02, eta: 1 day, 21:54:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.3591, loss: 3.3591 +2025-06-28 09:41:46,665 - pyskl - INFO - Epoch [43][600/3405] lr: 2.043e-02, eta: 1 day, 21:53:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 3.5096, loss: 3.5096 +2025-06-28 09:42:31,135 - pyskl - INFO - Epoch [43][700/3405] lr: 2.043e-02, eta: 1 day, 21:52:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 3.5162, loss: 3.5162 +2025-06-28 09:43:15,451 - pyskl - INFO - Epoch [43][800/3405] lr: 2.042e-02, eta: 1 day, 21:51:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9712, loss_cls: 3.5939, loss: 3.5939 +2025-06-28 09:43:59,787 - pyskl - INFO - Epoch [43][900/3405] lr: 2.041e-02, eta: 1 day, 21:51:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 3.5874, loss: 3.5874 +2025-06-28 09:44:44,083 - pyskl - INFO - Epoch [43][1000/3405] lr: 2.041e-02, eta: 1 day, 21:50:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9613, loss_cls: 3.6038, loss: 3.6038 +2025-06-28 09:45:28,360 - pyskl - INFO - Epoch [43][1100/3405] lr: 2.040e-02, eta: 1 day, 21:49:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.4634, loss: 3.4634 +2025-06-28 09:46:12,676 - pyskl - INFO - Epoch [43][1200/3405] lr: 2.040e-02, eta: 1 day, 21:48:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9637, loss_cls: 3.5504, loss: 3.5504 +2025-06-28 09:46:57,129 - pyskl - INFO - Epoch [43][1300/3405] lr: 2.039e-02, eta: 1 day, 21:47:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 3.5787, loss: 3.5787 +2025-06-28 09:47:41,534 - pyskl - INFO - Epoch [43][1400/3405] lr: 2.038e-02, eta: 1 day, 21:47:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9712, loss_cls: 3.6390, loss: 3.6390 +2025-06-28 09:48:25,918 - pyskl - INFO - Epoch [43][1500/3405] lr: 2.038e-02, eta: 1 day, 21:46:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 3.6781, loss: 3.6781 +2025-06-28 09:49:10,344 - pyskl - INFO - Epoch [43][1600/3405] lr: 2.037e-02, eta: 1 day, 21:45:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9669, loss_cls: 3.7094, loss: 3.7094 +2025-06-28 09:49:54,602 - pyskl - INFO - Epoch [43][1700/3405] lr: 2.037e-02, eta: 1 day, 21:44:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9719, loss_cls: 3.6110, loss: 3.6110 +2025-06-28 09:50:38,908 - pyskl - INFO - Epoch [43][1800/3405] lr: 2.036e-02, eta: 1 day, 21:44:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9725, loss_cls: 3.6030, loss: 3.6030 +2025-06-28 09:51:23,386 - pyskl - INFO - Epoch [43][1900/3405] lr: 2.035e-02, eta: 1 day, 21:43:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 3.7353, loss: 3.7353 +2025-06-28 09:52:07,846 - pyskl - INFO - Epoch [43][2000/3405] lr: 2.035e-02, eta: 1 day, 21:42:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 3.6308, loss: 3.6308 +2025-06-28 09:52:52,287 - pyskl - INFO - Epoch [43][2100/3405] lr: 2.034e-02, eta: 1 day, 21:41:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 3.6541, loss: 3.6541 +2025-06-28 09:53:36,563 - pyskl - INFO - Epoch [43][2200/3405] lr: 2.034e-02, eta: 1 day, 21:40:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9619, loss_cls: 3.6266, loss: 3.6266 +2025-06-28 09:54:20,876 - pyskl - INFO - Epoch [43][2300/3405] lr: 2.033e-02, eta: 1 day, 21:40:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9669, loss_cls: 3.5195, loss: 3.5195 +2025-06-28 09:55:05,215 - pyskl - INFO - Epoch [43][2400/3405] lr: 2.032e-02, eta: 1 day, 21:39:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9619, loss_cls: 3.5505, loss: 3.5505 +2025-06-28 09:55:49,578 - pyskl - INFO - Epoch [43][2500/3405] lr: 2.032e-02, eta: 1 day, 21:38:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9637, loss_cls: 3.6946, loss: 3.6946 +2025-06-28 09:56:33,932 - pyskl - INFO - Epoch [43][2600/3405] lr: 2.031e-02, eta: 1 day, 21:37:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 3.6246, loss: 3.6246 +2025-06-28 09:57:18,271 - pyskl - INFO - Epoch [43][2700/3405] lr: 2.031e-02, eta: 1 day, 21:37:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 3.6461, loss: 3.6461 +2025-06-28 09:58:02,600 - pyskl - INFO - Epoch [43][2800/3405] lr: 2.030e-02, eta: 1 day, 21:36:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9613, loss_cls: 3.6651, loss: 3.6651 +2025-06-28 09:58:46,970 - pyskl - INFO - Epoch [43][2900/3405] lr: 2.029e-02, eta: 1 day, 21:35:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 3.7171, loss: 3.7171 +2025-06-28 09:59:31,586 - pyskl - INFO - Epoch [43][3000/3405] lr: 2.029e-02, eta: 1 day, 21:34:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9581, loss_cls: 3.7195, loss: 3.7195 +2025-06-28 10:00:16,133 - pyskl - INFO - Epoch [43][3100/3405] lr: 2.028e-02, eta: 1 day, 21:33:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9719, loss_cls: 3.6284, loss: 3.6284 +2025-06-28 10:01:00,538 - pyskl - INFO - Epoch [43][3200/3405] lr: 2.028e-02, eta: 1 day, 21:33:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 3.7559, loss: 3.7559 +2025-06-28 10:01:44,932 - pyskl - INFO - Epoch [43][3300/3405] lr: 2.027e-02, eta: 1 day, 21:32:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9544, loss_cls: 3.7342, loss: 3.7342 +2025-06-28 10:02:29,357 - pyskl - INFO - Epoch [43][3400/3405] lr: 2.026e-02, eta: 1 day, 21:31:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 3.4574, loss: 3.4574 +2025-06-28 10:02:31,985 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-06-28 10:06:24,389 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 10:06:24,932 - pyskl - INFO - +top1_acc 0.7623 +top5_acc 0.9518 +2025-06-28 10:06:24,953 - pyskl - INFO - Epoch(val) [43][3718] top1_acc: 0.7623, top5_acc: 0.9518 +2025-06-28 10:07:32,332 - pyskl - INFO - Epoch [44][100/3405] lr: 2.026e-02, eta: 1 day, 21:31:40, time: 0.674, data_time: 0.230, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 3.5244, loss: 3.5244 +2025-06-28 10:08:16,812 - pyskl - INFO - Epoch [44][200/3405] lr: 2.025e-02, eta: 1 day, 21:30:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 3.5442, loss: 3.5442 +2025-06-28 10:09:01,149 - pyskl - INFO - Epoch [44][300/3405] lr: 2.025e-02, eta: 1 day, 21:30:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9762, loss_cls: 3.5095, loss: 3.5095 +2025-06-28 10:09:45,562 - pyskl - INFO - Epoch [44][400/3405] lr: 2.024e-02, eta: 1 day, 21:29:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9788, loss_cls: 3.4720, loss: 3.4720 +2025-06-28 10:10:29,984 - pyskl - INFO - Epoch [44][500/3405] lr: 2.023e-02, eta: 1 day, 21:28:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9669, loss_cls: 3.5175, loss: 3.5175 +2025-06-28 10:11:14,268 - pyskl - INFO - Epoch [44][600/3405] lr: 2.023e-02, eta: 1 day, 21:27:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 3.7048, loss: 3.7048 +2025-06-28 10:11:58,791 - pyskl - INFO - Epoch [44][700/3405] lr: 2.022e-02, eta: 1 day, 21:27:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 3.6318, loss: 3.6318 +2025-06-28 10:12:43,545 - pyskl - INFO - Epoch [44][800/3405] lr: 2.022e-02, eta: 1 day, 21:26:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9637, loss_cls: 3.6346, loss: 3.6346 +2025-06-28 10:13:28,028 - pyskl - INFO - Epoch [44][900/3405] lr: 2.021e-02, eta: 1 day, 21:25:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9744, loss_cls: 3.5654, loss: 3.5654 +2025-06-28 10:14:12,365 - pyskl - INFO - Epoch [44][1000/3405] lr: 2.020e-02, eta: 1 day, 21:24:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.3970, loss: 3.3970 +2025-06-28 10:14:56,611 - pyskl - INFO - Epoch [44][1100/3405] lr: 2.020e-02, eta: 1 day, 21:23:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 3.5682, loss: 3.5682 +2025-06-28 10:15:41,009 - pyskl - INFO - Epoch [44][1200/3405] lr: 2.019e-02, eta: 1 day, 21:23:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.4750, loss: 3.4750 +2025-06-28 10:16:25,462 - pyskl - INFO - Epoch [44][1300/3405] lr: 2.019e-02, eta: 1 day, 21:22:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 3.7019, loss: 3.7019 +2025-06-28 10:17:09,975 - pyskl - INFO - Epoch [44][1400/3405] lr: 2.018e-02, eta: 1 day, 21:21:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 3.6068, loss: 3.6068 +2025-06-28 10:17:54,268 - pyskl - INFO - Epoch [44][1500/3405] lr: 2.017e-02, eta: 1 day, 21:20:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9712, loss_cls: 3.6027, loss: 3.6027 +2025-06-28 10:18:39,052 - pyskl - INFO - Epoch [44][1600/3405] lr: 2.017e-02, eta: 1 day, 21:20:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.5439, loss: 3.5439 +2025-06-28 10:19:23,786 - pyskl - INFO - Epoch [44][1700/3405] lr: 2.016e-02, eta: 1 day, 21:19:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.5312, loss: 3.5312 +2025-06-28 10:20:08,473 - pyskl - INFO - Epoch [44][1800/3405] lr: 2.016e-02, eta: 1 day, 21:18:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 3.5879, loss: 3.5879 +2025-06-28 10:20:52,998 - pyskl - INFO - Epoch [44][1900/3405] lr: 2.015e-02, eta: 1 day, 21:17:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 3.5691, loss: 3.5691 +2025-06-28 10:21:37,368 - pyskl - INFO - Epoch [44][2000/3405] lr: 2.014e-02, eta: 1 day, 21:17:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 3.6216, loss: 3.6216 +2025-06-28 10:22:21,903 - pyskl - INFO - Epoch [44][2100/3405] lr: 2.014e-02, eta: 1 day, 21:16:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9694, loss_cls: 3.6453, loss: 3.6453 +2025-06-28 10:23:06,204 - pyskl - INFO - Epoch [44][2200/3405] lr: 2.013e-02, eta: 1 day, 21:15:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 3.8240, loss: 3.8240 +2025-06-28 10:23:50,701 - pyskl - INFO - Epoch [44][2300/3405] lr: 2.013e-02, eta: 1 day, 21:14:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9537, loss_cls: 3.6578, loss: 3.6578 +2025-06-28 10:24:35,118 - pyskl - INFO - Epoch [44][2400/3405] lr: 2.012e-02, eta: 1 day, 21:13:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 3.7054, loss: 3.7054 +2025-06-28 10:25:19,544 - pyskl - INFO - Epoch [44][2500/3405] lr: 2.011e-02, eta: 1 day, 21:13:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9594, loss_cls: 3.6434, loss: 3.6434 +2025-06-28 10:26:03,824 - pyskl - INFO - Epoch [44][2600/3405] lr: 2.011e-02, eta: 1 day, 21:12:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 3.6554, loss: 3.6554 +2025-06-28 10:26:48,276 - pyskl - INFO - Epoch [44][2700/3405] lr: 2.010e-02, eta: 1 day, 21:11:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 3.6593, loss: 3.6593 +2025-06-28 10:27:32,679 - pyskl - INFO - Epoch [44][2800/3405] lr: 2.009e-02, eta: 1 day, 21:10:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9700, loss_cls: 3.5690, loss: 3.5690 +2025-06-28 10:28:17,018 - pyskl - INFO - Epoch [44][2900/3405] lr: 2.009e-02, eta: 1 day, 21:10:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 3.7203, loss: 3.7203 +2025-06-28 10:29:01,470 - pyskl - INFO - Epoch [44][3000/3405] lr: 2.008e-02, eta: 1 day, 21:09:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 3.5925, loss: 3.5925 +2025-06-28 10:29:45,926 - pyskl - INFO - Epoch [44][3100/3405] lr: 2.008e-02, eta: 1 day, 21:08:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 3.6403, loss: 3.6403 +2025-06-28 10:30:30,531 - pyskl - INFO - Epoch [44][3200/3405] lr: 2.007e-02, eta: 1 day, 21:07:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9581, loss_cls: 3.6758, loss: 3.6758 +2025-06-28 10:31:14,884 - pyskl - INFO - Epoch [44][3300/3405] lr: 2.006e-02, eta: 1 day, 21:06:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.5187, loss: 3.5187 +2025-06-28 10:31:59,230 - pyskl - INFO - Epoch [44][3400/3405] lr: 2.006e-02, eta: 1 day, 21:06:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 3.6893, loss: 3.6893 +2025-06-28 10:32:01,881 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-06-28 10:35:54,048 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 10:35:54,599 - pyskl - INFO - +top1_acc 0.7791 +top5_acc 0.9598 +2025-06-28 10:35:54,655 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_39.pth was removed +2025-06-28 10:35:55,733 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_44.pth. +2025-06-28 10:35:55,735 - pyskl - INFO - Best top1_acc is 0.7791 at 44 epoch. +2025-06-28 10:35:55,757 - pyskl - INFO - Epoch(val) [44][3718] top1_acc: 0.7791, top5_acc: 0.9598 +2025-06-28 10:37:03,249 - pyskl - INFO - Epoch [45][100/3405] lr: 2.005e-02, eta: 1 day, 21:06:13, time: 0.675, data_time: 0.229, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9725, loss_cls: 3.3908, loss: 3.3908 +2025-06-28 10:37:47,888 - pyskl - INFO - Epoch [45][200/3405] lr: 2.005e-02, eta: 1 day, 21:05:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9775, loss_cls: 3.4116, loss: 3.4116 +2025-06-28 10:38:32,281 - pyskl - INFO - Epoch [45][300/3405] lr: 2.004e-02, eta: 1 day, 21:04:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.5600, loss: 3.5600 +2025-06-28 10:39:16,512 - pyskl - INFO - Epoch [45][400/3405] lr: 2.003e-02, eta: 1 day, 21:03:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.5271, loss: 3.5271 +2025-06-28 10:40:00,858 - pyskl - INFO - Epoch [45][500/3405] lr: 2.003e-02, eta: 1 day, 21:03:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 3.5460, loss: 3.5460 +2025-06-28 10:40:45,229 - pyskl - INFO - Epoch [45][600/3405] lr: 2.002e-02, eta: 1 day, 21:02:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9744, loss_cls: 3.5362, loss: 3.5362 +2025-06-28 10:41:29,642 - pyskl - INFO - Epoch [45][700/3405] lr: 2.001e-02, eta: 1 day, 21:01:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9681, loss_cls: 3.6300, loss: 3.6300 +2025-06-28 10:42:13,961 - pyskl - INFO - Epoch [45][800/3405] lr: 2.001e-02, eta: 1 day, 21:00:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9563, loss_cls: 3.6749, loss: 3.6749 +2025-06-28 10:42:58,151 - pyskl - INFO - Epoch [45][900/3405] lr: 2.000e-02, eta: 1 day, 21:00:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9619, loss_cls: 3.6508, loss: 3.6508 +2025-06-28 10:43:42,660 - pyskl - INFO - Epoch [45][1000/3405] lr: 2.000e-02, eta: 1 day, 20:59:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.5435, loss: 3.5435 +2025-06-28 10:44:26,624 - pyskl - INFO - Epoch [45][1100/3405] lr: 1.999e-02, eta: 1 day, 20:58:27, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 3.5784, loss: 3.5784 +2025-06-28 10:45:10,887 - pyskl - INFO - Epoch [45][1200/3405] lr: 1.998e-02, eta: 1 day, 20:57:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9681, loss_cls: 3.6398, loss: 3.6398 +2025-06-28 10:45:55,116 - pyskl - INFO - Epoch [45][1300/3405] lr: 1.998e-02, eta: 1 day, 20:56:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 3.6455, loss: 3.6455 +2025-06-28 10:46:39,409 - pyskl - INFO - Epoch [45][1400/3405] lr: 1.997e-02, eta: 1 day, 20:56:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 3.6418, loss: 3.6418 +2025-06-28 10:47:23,703 - pyskl - INFO - Epoch [45][1500/3405] lr: 1.997e-02, eta: 1 day, 20:55:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 3.5488, loss: 3.5488 +2025-06-28 10:48:08,249 - pyskl - INFO - Epoch [45][1600/3405] lr: 1.996e-02, eta: 1 day, 20:54:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.6030, loss: 3.6030 +2025-06-28 10:48:52,653 - pyskl - INFO - Epoch [45][1700/3405] lr: 1.995e-02, eta: 1 day, 20:53:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 3.6431, loss: 3.6431 +2025-06-28 10:49:37,027 - pyskl - INFO - Epoch [45][1800/3405] lr: 1.995e-02, eta: 1 day, 20:53:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 3.7030, loss: 3.7030 +2025-06-28 10:50:21,521 - pyskl - INFO - Epoch [45][1900/3405] lr: 1.994e-02, eta: 1 day, 20:52:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9669, loss_cls: 3.6165, loss: 3.6165 +2025-06-28 10:51:06,402 - pyskl - INFO - Epoch [45][2000/3405] lr: 1.993e-02, eta: 1 day, 20:51:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9738, loss_cls: 3.5076, loss: 3.5076 +2025-06-28 10:51:50,876 - pyskl - INFO - Epoch [45][2100/3405] lr: 1.993e-02, eta: 1 day, 20:50:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 3.5404, loss: 3.5404 +2025-06-28 10:52:35,174 - pyskl - INFO - Epoch [45][2200/3405] lr: 1.992e-02, eta: 1 day, 20:49:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 3.5360, loss: 3.5360 +2025-06-28 10:53:19,441 - pyskl - INFO - Epoch [45][2300/3405] lr: 1.992e-02, eta: 1 day, 20:49:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 3.6474, loss: 3.6474 +2025-06-28 10:54:03,732 - pyskl - INFO - Epoch [45][2400/3405] lr: 1.991e-02, eta: 1 day, 20:48:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9619, loss_cls: 3.6695, loss: 3.6695 +2025-06-28 10:54:48,090 - pyskl - INFO - Epoch [45][2500/3405] lr: 1.990e-02, eta: 1 day, 20:47:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 3.5807, loss: 3.5807 +2025-06-28 10:55:32,484 - pyskl - INFO - Epoch [45][2600/3405] lr: 1.990e-02, eta: 1 day, 20:46:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 3.5766, loss: 3.5766 +2025-06-28 10:56:16,882 - pyskl - INFO - Epoch [45][2700/3405] lr: 1.989e-02, eta: 1 day, 20:46:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.5712, loss: 3.5712 +2025-06-28 10:57:01,224 - pyskl - INFO - Epoch [45][2800/3405] lr: 1.988e-02, eta: 1 day, 20:45:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 3.6449, loss: 3.6449 +2025-06-28 10:57:45,701 - pyskl - INFO - Epoch [45][2900/3405] lr: 1.988e-02, eta: 1 day, 20:44:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9712, loss_cls: 3.5636, loss: 3.5636 +2025-06-28 10:58:30,120 - pyskl - INFO - Epoch [45][3000/3405] lr: 1.987e-02, eta: 1 day, 20:43:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9725, loss_cls: 3.6342, loss: 3.6342 +2025-06-28 10:59:14,395 - pyskl - INFO - Epoch [45][3100/3405] lr: 1.987e-02, eta: 1 day, 20:42:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9537, loss_cls: 3.6502, loss: 3.6502 +2025-06-28 10:59:58,690 - pyskl - INFO - Epoch [45][3200/3405] lr: 1.986e-02, eta: 1 day, 20:42:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9681, loss_cls: 3.6175, loss: 3.6175 +2025-06-28 11:00:42,909 - pyskl - INFO - Epoch [45][3300/3405] lr: 1.985e-02, eta: 1 day, 20:41:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 3.5493, loss: 3.5493 +2025-06-28 11:01:27,211 - pyskl - INFO - Epoch [45][3400/3405] lr: 1.985e-02, eta: 1 day, 20:40:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 3.6179, loss: 3.6179 +2025-06-28 11:01:29,856 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-06-28 11:20:00,534 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 11:20:01,163 - pyskl - INFO - +top1_acc 0.7624 +top5_acc 0.9497 +2025-06-28 11:20:01,187 - pyskl - INFO - Epoch(val) [45][3718] top1_acc: 0.7624, top5_acc: 0.9497 +2025-06-28 11:21:08,512 - pyskl - INFO - Epoch [46][100/3405] lr: 1.984e-02, eta: 1 day, 20:40:38, time: 0.673, data_time: 0.230, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 3.5413, loss: 3.5413 +2025-06-28 11:21:52,758 - pyskl - INFO - Epoch [46][200/3405] lr: 1.983e-02, eta: 1 day, 20:39:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9706, loss_cls: 3.5653, loss: 3.5653 +2025-06-28 11:22:36,976 - pyskl - INFO - Epoch [46][300/3405] lr: 1.983e-02, eta: 1 day, 20:39:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9650, loss_cls: 3.5034, loss: 3.5034 +2025-06-28 11:23:21,249 - pyskl - INFO - Epoch [46][400/3405] lr: 1.982e-02, eta: 1 day, 20:38:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9631, loss_cls: 3.5956, loss: 3.5956 +2025-06-28 11:24:05,481 - pyskl - INFO - Epoch [46][500/3405] lr: 1.982e-02, eta: 1 day, 20:37:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 3.6208, loss: 3.6208 +2025-06-28 11:24:49,684 - pyskl - INFO - Epoch [46][600/3405] lr: 1.981e-02, eta: 1 day, 20:36:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 3.4341, loss: 3.4341 +2025-06-28 11:25:34,208 - pyskl - INFO - Epoch [46][700/3405] lr: 1.980e-02, eta: 1 day, 20:35:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.3854, loss: 3.3854 +2025-06-28 11:26:18,855 - pyskl - INFO - Epoch [46][800/3405] lr: 1.980e-02, eta: 1 day, 20:35:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.6071, loss: 3.6071 +2025-06-28 11:27:03,244 - pyskl - INFO - Epoch [46][900/3405] lr: 1.979e-02, eta: 1 day, 20:34:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.6642, loss: 3.6642 +2025-06-28 11:27:47,506 - pyskl - INFO - Epoch [46][1000/3405] lr: 1.979e-02, eta: 1 day, 20:33:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 3.4578, loss: 3.4578 +2025-06-28 11:28:31,726 - pyskl - INFO - Epoch [46][1100/3405] lr: 1.978e-02, eta: 1 day, 20:32:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9781, loss_cls: 3.4578, loss: 3.4578 +2025-06-28 11:29:16,023 - pyskl - INFO - Epoch [46][1200/3405] lr: 1.977e-02, eta: 1 day, 20:32:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9712, loss_cls: 3.5359, loss: 3.5359 +2025-06-28 11:30:00,323 - pyskl - INFO - Epoch [46][1300/3405] lr: 1.977e-02, eta: 1 day, 20:31:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 3.5871, loss: 3.5871 +2025-06-28 11:30:44,595 - pyskl - INFO - Epoch [46][1400/3405] lr: 1.976e-02, eta: 1 day, 20:30:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 3.5759, loss: 3.5759 +2025-06-28 11:31:28,927 - pyskl - INFO - Epoch [46][1500/3405] lr: 1.975e-02, eta: 1 day, 20:29:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9613, loss_cls: 3.7356, loss: 3.7356 +2025-06-28 11:32:13,358 - pyskl - INFO - Epoch [46][1600/3405] lr: 1.975e-02, eta: 1 day, 20:29:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 3.6209, loss: 3.6209 +2025-06-28 11:32:57,795 - pyskl - INFO - Epoch [46][1700/3405] lr: 1.974e-02, eta: 1 day, 20:28:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 3.6078, loss: 3.6078 +2025-06-28 11:33:42,165 - pyskl - INFO - Epoch [46][1800/3405] lr: 1.973e-02, eta: 1 day, 20:27:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9619, loss_cls: 3.6558, loss: 3.6558 +2025-06-28 11:34:26,585 - pyskl - INFO - Epoch [46][1900/3405] lr: 1.973e-02, eta: 1 day, 20:26:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 3.5177, loss: 3.5177 +2025-06-28 11:35:11,059 - pyskl - INFO - Epoch [46][2000/3405] lr: 1.972e-02, eta: 1 day, 20:25:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9613, loss_cls: 3.6243, loss: 3.6243 +2025-06-28 11:35:55,379 - pyskl - INFO - Epoch [46][2100/3405] lr: 1.972e-02, eta: 1 day, 20:25:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9581, loss_cls: 3.6181, loss: 3.6181 +2025-06-28 11:36:39,687 - pyskl - INFO - Epoch [46][2200/3405] lr: 1.971e-02, eta: 1 day, 20:24:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9594, loss_cls: 3.5409, loss: 3.5409 +2025-06-28 11:37:24,246 - pyskl - INFO - Epoch [46][2300/3405] lr: 1.970e-02, eta: 1 day, 20:23:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 3.5088, loss: 3.5088 +2025-06-28 11:38:08,604 - pyskl - INFO - Epoch [46][2400/3405] lr: 1.970e-02, eta: 1 day, 20:22:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 3.6191, loss: 3.6191 +2025-06-28 11:38:52,872 - pyskl - INFO - Epoch [46][2500/3405] lr: 1.969e-02, eta: 1 day, 20:22:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9650, loss_cls: 3.6628, loss: 3.6628 +2025-06-28 11:39:37,168 - pyskl - INFO - Epoch [46][2600/3405] lr: 1.968e-02, eta: 1 day, 20:21:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 3.6766, loss: 3.6766 +2025-06-28 11:40:21,400 - pyskl - INFO - Epoch [46][2700/3405] lr: 1.968e-02, eta: 1 day, 20:20:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 3.6145, loss: 3.6145 +2025-06-28 11:41:05,839 - pyskl - INFO - Epoch [46][2800/3405] lr: 1.967e-02, eta: 1 day, 20:19:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 3.4838, loss: 3.4838 +2025-06-28 11:41:50,234 - pyskl - INFO - Epoch [46][2900/3405] lr: 1.967e-02, eta: 1 day, 20:18:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 3.5090, loss: 3.5090 +2025-06-28 11:42:34,645 - pyskl - INFO - Epoch [46][3000/3405] lr: 1.966e-02, eta: 1 day, 20:18:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.5663, loss: 3.5663 +2025-06-28 11:43:18,934 - pyskl - INFO - Epoch [46][3100/3405] lr: 1.965e-02, eta: 1 day, 20:17:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9788, loss_cls: 3.3821, loss: 3.3821 +2025-06-28 11:44:03,218 - pyskl - INFO - Epoch [46][3200/3405] lr: 1.965e-02, eta: 1 day, 20:16:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 3.5376, loss: 3.5376 +2025-06-28 11:44:47,440 - pyskl - INFO - Epoch [46][3300/3405] lr: 1.964e-02, eta: 1 day, 20:15:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9738, loss_cls: 3.5195, loss: 3.5195 +2025-06-28 11:45:31,813 - pyskl - INFO - Epoch [46][3400/3405] lr: 1.963e-02, eta: 1 day, 20:15:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9631, loss_cls: 3.6148, loss: 3.6148 +2025-06-28 11:45:34,401 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-06-28 11:49:27,232 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 11:49:27,782 - pyskl - INFO - +top1_acc 0.7822 +top5_acc 0.9564 +2025-06-28 11:49:27,836 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_44.pth was removed +2025-06-28 11:49:28,882 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. +2025-06-28 11:49:28,883 - pyskl - INFO - Best top1_acc is 0.7822 at 46 epoch. +2025-06-28 11:49:28,908 - pyskl - INFO - Epoch(val) [46][3718] top1_acc: 0.7822, top5_acc: 0.9564 +2025-06-28 11:50:36,319 - pyskl - INFO - Epoch [47][100/3405] lr: 1.963e-02, eta: 1 day, 20:15:02, time: 0.674, data_time: 0.228, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9769, loss_cls: 3.4776, loss: 3.4776 +2025-06-28 11:51:20,739 - pyskl - INFO - Epoch [47][200/3405] lr: 1.962e-02, eta: 1 day, 20:14:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 3.4675, loss: 3.4675 +2025-06-28 11:52:05,195 - pyskl - INFO - Epoch [47][300/3405] lr: 1.962e-02, eta: 1 day, 20:13:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 3.3892, loss: 3.3892 +2025-06-28 11:52:49,524 - pyskl - INFO - Epoch [47][400/3405] lr: 1.961e-02, eta: 1 day, 20:12:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 3.4982, loss: 3.4982 +2025-06-28 11:53:33,932 - pyskl - INFO - Epoch [47][500/3405] lr: 1.960e-02, eta: 1 day, 20:11:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 3.4546, loss: 3.4546 +2025-06-28 11:54:18,290 - pyskl - INFO - Epoch [47][600/3405] lr: 1.960e-02, eta: 1 day, 20:11:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 3.4796, loss: 3.4796 +2025-06-28 11:55:02,590 - pyskl - INFO - Epoch [47][700/3405] lr: 1.959e-02, eta: 1 day, 20:10:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9675, loss_cls: 3.5157, loss: 3.5157 +2025-06-28 11:55:46,796 - pyskl - INFO - Epoch [47][800/3405] lr: 1.958e-02, eta: 1 day, 20:09:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 3.6311, loss: 3.6311 +2025-06-28 11:56:31,081 - pyskl - INFO - Epoch [47][900/3405] lr: 1.958e-02, eta: 1 day, 20:08:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 3.4246, loss: 3.4246 +2025-06-28 11:57:15,411 - pyskl - INFO - Epoch [47][1000/3405] lr: 1.957e-02, eta: 1 day, 20:08:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 3.5815, loss: 3.5815 +2025-06-28 11:57:59,647 - pyskl - INFO - Epoch [47][1100/3405] lr: 1.956e-02, eta: 1 day, 20:07:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 3.5832, loss: 3.5832 +2025-06-28 11:58:43,916 - pyskl - INFO - Epoch [47][1200/3405] lr: 1.956e-02, eta: 1 day, 20:06:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 3.5908, loss: 3.5908 +2025-06-28 11:59:28,229 - pyskl - INFO - Epoch [47][1300/3405] lr: 1.955e-02, eta: 1 day, 20:05:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 3.4862, loss: 3.4862 +2025-06-28 12:00:12,594 - pyskl - INFO - Epoch [47][1400/3405] lr: 1.955e-02, eta: 1 day, 20:04:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9712, loss_cls: 3.6229, loss: 3.6229 +2025-06-28 12:00:56,990 - pyskl - INFO - Epoch [47][1500/3405] lr: 1.954e-02, eta: 1 day, 20:04:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9637, loss_cls: 3.6838, loss: 3.6838 +2025-06-28 12:01:41,209 - pyskl - INFO - Epoch [47][1600/3405] lr: 1.953e-02, eta: 1 day, 20:03:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.4757, loss: 3.4757 +2025-06-28 12:02:25,896 - pyskl - INFO - Epoch [47][1700/3405] lr: 1.953e-02, eta: 1 day, 20:02:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 3.5344, loss: 3.5344 +2025-06-28 12:03:10,380 - pyskl - INFO - Epoch [47][1800/3405] lr: 1.952e-02, eta: 1 day, 20:01:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9625, loss_cls: 3.5584, loss: 3.5584 +2025-06-28 12:03:54,773 - pyskl - INFO - Epoch [47][1900/3405] lr: 1.951e-02, eta: 1 day, 20:01:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9637, loss_cls: 3.5597, loss: 3.5597 +2025-06-28 12:04:39,239 - pyskl - INFO - Epoch [47][2000/3405] lr: 1.951e-02, eta: 1 day, 20:00:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9675, loss_cls: 3.5452, loss: 3.5452 +2025-06-28 12:05:23,764 - pyskl - INFO - Epoch [47][2100/3405] lr: 1.950e-02, eta: 1 day, 19:59:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9600, loss_cls: 3.6126, loss: 3.6126 +2025-06-28 12:06:08,014 - pyskl - INFO - Epoch [47][2200/3405] lr: 1.949e-02, eta: 1 day, 19:58:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 3.3814, loss: 3.3814 +2025-06-28 12:06:52,630 - pyskl - INFO - Epoch [47][2300/3405] lr: 1.949e-02, eta: 1 day, 19:58:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 3.5934, loss: 3.5934 +2025-06-28 12:07:37,298 - pyskl - INFO - Epoch [47][2400/3405] lr: 1.948e-02, eta: 1 day, 19:57:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 3.5182, loss: 3.5182 +2025-06-28 12:08:21,694 - pyskl - INFO - Epoch [47][2500/3405] lr: 1.948e-02, eta: 1 day, 19:56:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 3.5671, loss: 3.5671 +2025-06-28 12:09:06,189 - pyskl - INFO - Epoch [47][2600/3405] lr: 1.947e-02, eta: 1 day, 19:55:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 3.6525, loss: 3.6525 +2025-06-28 12:09:50,566 - pyskl - INFO - Epoch [47][2700/3405] lr: 1.946e-02, eta: 1 day, 19:54:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9756, loss_cls: 3.6352, loss: 3.6352 +2025-06-28 12:10:35,003 - pyskl - INFO - Epoch [47][2800/3405] lr: 1.946e-02, eta: 1 day, 19:54:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 3.6001, loss: 3.6001 +2025-06-28 12:11:19,458 - pyskl - INFO - Epoch [47][2900/3405] lr: 1.945e-02, eta: 1 day, 19:53:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 3.5564, loss: 3.5564 +2025-06-28 12:12:04,308 - pyskl - INFO - Epoch [47][3000/3405] lr: 1.944e-02, eta: 1 day, 19:52:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 3.5387, loss: 3.5387 +2025-06-28 12:12:48,711 - pyskl - INFO - Epoch [47][3100/3405] lr: 1.944e-02, eta: 1 day, 19:51:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9613, loss_cls: 3.6391, loss: 3.6391 +2025-06-28 12:13:33,399 - pyskl - INFO - Epoch [47][3200/3405] lr: 1.943e-02, eta: 1 day, 19:51:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9644, loss_cls: 3.6173, loss: 3.6173 +2025-06-28 12:14:17,778 - pyskl - INFO - Epoch [47][3300/3405] lr: 1.942e-02, eta: 1 day, 19:50:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 3.5674, loss: 3.5674 +2025-06-28 12:15:02,220 - pyskl - INFO - Epoch [47][3400/3405] lr: 1.942e-02, eta: 1 day, 19:49:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.6058, loss: 3.6058 +2025-06-28 12:15:04,857 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-06-28 12:18:56,770 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 12:18:57,317 - pyskl - INFO - +top1_acc 0.7696 +top5_acc 0.9515 +2025-06-28 12:18:57,339 - pyskl - INFO - Epoch(val) [47][3718] top1_acc: 0.7696, top5_acc: 0.9515 +2025-06-28 12:20:04,939 - pyskl - INFO - Epoch [48][100/3405] lr: 1.941e-02, eta: 1 day, 19:49:33, time: 0.676, data_time: 0.232, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 3.4831, loss: 3.4831 +2025-06-28 12:20:49,254 - pyskl - INFO - Epoch [48][200/3405] lr: 1.940e-02, eta: 1 day, 19:48:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9688, loss_cls: 3.5577, loss: 3.5577 +2025-06-28 12:21:33,740 - pyskl - INFO - Epoch [48][300/3405] lr: 1.940e-02, eta: 1 day, 19:48:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 3.3941, loss: 3.3941 +2025-06-28 12:22:18,150 - pyskl - INFO - Epoch [48][400/3405] lr: 1.939e-02, eta: 1 day, 19:47:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 3.4654, loss: 3.4654 +2025-06-28 12:23:02,795 - pyskl - INFO - Epoch [48][500/3405] lr: 1.939e-02, eta: 1 day, 19:46:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.4224, loss: 3.4224 +2025-06-28 12:23:47,467 - pyskl - INFO - Epoch [48][600/3405] lr: 1.938e-02, eta: 1 day, 19:45:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9769, loss_cls: 3.4244, loss: 3.4244 +2025-06-28 12:24:31,793 - pyskl - INFO - Epoch [48][700/3405] lr: 1.937e-02, eta: 1 day, 19:44:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.4107, loss: 3.4107 +2025-06-28 12:25:16,102 - pyskl - INFO - Epoch [48][800/3405] lr: 1.937e-02, eta: 1 day, 19:44:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9788, loss_cls: 3.2918, loss: 3.2918 +2025-06-28 12:26:00,410 - pyskl - INFO - Epoch [48][900/3405] lr: 1.936e-02, eta: 1 day, 19:43:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 3.5702, loss: 3.5702 +2025-06-28 12:26:44,726 - pyskl - INFO - Epoch [48][1000/3405] lr: 1.935e-02, eta: 1 day, 19:42:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.6461, loss: 3.6461 +2025-06-28 12:27:29,078 - pyskl - INFO - Epoch [48][1100/3405] lr: 1.935e-02, eta: 1 day, 19:41:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 3.5307, loss: 3.5307 +2025-06-28 12:28:13,426 - pyskl - INFO - Epoch [48][1200/3405] lr: 1.934e-02, eta: 1 day, 19:41:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.5814, loss: 3.5814 +2025-06-28 12:28:57,703 - pyskl - INFO - Epoch [48][1300/3405] lr: 1.933e-02, eta: 1 day, 19:40:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 3.4070, loss: 3.4070 +2025-06-28 12:29:42,018 - pyskl - INFO - Epoch [48][1400/3405] lr: 1.933e-02, eta: 1 day, 19:39:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 3.5693, loss: 3.5693 +2025-06-28 12:30:26,364 - pyskl - INFO - Epoch [48][1500/3405] lr: 1.932e-02, eta: 1 day, 19:38:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 3.6563, loss: 3.6563 +2025-06-28 12:31:10,813 - pyskl - INFO - Epoch [48][1600/3405] lr: 1.931e-02, eta: 1 day, 19:37:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 3.5477, loss: 3.5477 +2025-06-28 12:31:55,276 - pyskl - INFO - Epoch [48][1700/3405] lr: 1.931e-02, eta: 1 day, 19:37:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9613, loss_cls: 3.5974, loss: 3.5974 +2025-06-28 12:32:39,667 - pyskl - INFO - Epoch [48][1800/3405] lr: 1.930e-02, eta: 1 day, 19:36:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 3.5161, loss: 3.5161 +2025-06-28 12:33:24,139 - pyskl - INFO - Epoch [48][1900/3405] lr: 1.930e-02, eta: 1 day, 19:35:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 3.6687, loss: 3.6687 +2025-06-28 12:34:08,550 - pyskl - INFO - Epoch [48][2000/3405] lr: 1.929e-02, eta: 1 day, 19:34:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 3.5759, loss: 3.5759 +2025-06-28 12:34:53,186 - pyskl - INFO - Epoch [48][2100/3405] lr: 1.928e-02, eta: 1 day, 19:34:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.5814, loss: 3.5814 +2025-06-28 12:35:37,730 - pyskl - INFO - Epoch [48][2200/3405] lr: 1.928e-02, eta: 1 day, 19:33:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 3.6776, loss: 3.6776 +2025-06-28 12:36:22,151 - pyskl - INFO - Epoch [48][2300/3405] lr: 1.927e-02, eta: 1 day, 19:32:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9681, loss_cls: 3.4429, loss: 3.4429 +2025-06-28 12:37:06,654 - pyskl - INFO - Epoch [48][2400/3405] lr: 1.926e-02, eta: 1 day, 19:31:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9669, loss_cls: 3.6218, loss: 3.6218 +2025-06-28 12:37:51,183 - pyskl - INFO - Epoch [48][2500/3405] lr: 1.926e-02, eta: 1 day, 19:31:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 3.5401, loss: 3.5401 +2025-06-28 12:38:35,691 - pyskl - INFO - Epoch [48][2600/3405] lr: 1.925e-02, eta: 1 day, 19:30:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 3.5238, loss: 3.5238 +2025-06-28 12:39:20,079 - pyskl - INFO - Epoch [48][2700/3405] lr: 1.924e-02, eta: 1 day, 19:29:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9600, loss_cls: 3.6203, loss: 3.6203 +2025-06-28 12:40:04,548 - pyskl - INFO - Epoch [48][2800/3405] lr: 1.924e-02, eta: 1 day, 19:28:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 3.4573, loss: 3.4573 +2025-06-28 12:40:48,916 - pyskl - INFO - Epoch [48][2900/3405] lr: 1.923e-02, eta: 1 day, 19:27:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 3.5814, loss: 3.5814 +2025-06-28 12:41:33,230 - pyskl - INFO - Epoch [48][3000/3405] lr: 1.922e-02, eta: 1 day, 19:27:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9631, loss_cls: 3.5674, loss: 3.5674 +2025-06-28 12:42:17,588 - pyskl - INFO - Epoch [48][3100/3405] lr: 1.922e-02, eta: 1 day, 19:26:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 3.4486, loss: 3.4486 +2025-06-28 12:43:01,904 - pyskl - INFO - Epoch [48][3200/3405] lr: 1.921e-02, eta: 1 day, 19:25:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.5577, loss: 3.5577 +2025-06-28 12:43:46,153 - pyskl - INFO - Epoch [48][3300/3405] lr: 1.920e-02, eta: 1 day, 19:24:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9762, loss_cls: 3.5251, loss: 3.5251 +2025-06-28 12:44:30,417 - pyskl - INFO - Epoch [48][3400/3405] lr: 1.920e-02, eta: 1 day, 19:24:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 3.5074, loss: 3.5074 +2025-06-28 12:44:33,031 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-06-28 12:48:25,159 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 12:48:25,713 - pyskl - INFO - +top1_acc 0.7548 +top5_acc 0.9437 +2025-06-28 12:48:25,733 - pyskl - INFO - Epoch(val) [48][3718] top1_acc: 0.7548, top5_acc: 0.9437 +2025-06-28 12:49:32,741 - pyskl - INFO - Epoch [49][100/3405] lr: 1.919e-02, eta: 1 day, 19:24:01, time: 0.670, data_time: 0.227, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9675, loss_cls: 3.4134, loss: 3.4134 +2025-06-28 12:50:17,030 - pyskl - INFO - Epoch [49][200/3405] lr: 1.918e-02, eta: 1 day, 19:23:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 3.4555, loss: 3.4555 +2025-06-28 12:51:01,375 - pyskl - INFO - Epoch [49][300/3405] lr: 1.918e-02, eta: 1 day, 19:22:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 3.2522, loss: 3.2522 +2025-06-28 12:51:45,573 - pyskl - INFO - Epoch [49][400/3405] lr: 1.917e-02, eta: 1 day, 19:21:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 3.5260, loss: 3.5260 +2025-06-28 12:52:29,903 - pyskl - INFO - Epoch [49][500/3405] lr: 1.917e-02, eta: 1 day, 19:20:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 3.5066, loss: 3.5066 +2025-06-28 12:53:14,130 - pyskl - INFO - Epoch [49][600/3405] lr: 1.916e-02, eta: 1 day, 19:20:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9637, loss_cls: 3.4619, loss: 3.4619 +2025-06-28 12:53:58,597 - pyskl - INFO - Epoch [49][700/3405] lr: 1.915e-02, eta: 1 day, 19:19:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.5949, loss: 3.5949 +2025-06-28 12:54:43,008 - pyskl - INFO - Epoch [49][800/3405] lr: 1.915e-02, eta: 1 day, 19:18:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 3.4686, loss: 3.4686 +2025-06-28 12:55:27,410 - pyskl - INFO - Epoch [49][900/3405] lr: 1.914e-02, eta: 1 day, 19:17:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.4841, loss: 3.4841 +2025-06-28 12:56:11,595 - pyskl - INFO - Epoch [49][1000/3405] lr: 1.913e-02, eta: 1 day, 19:17:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9613, loss_cls: 3.5270, loss: 3.5270 +2025-06-28 12:56:55,895 - pyskl - INFO - Epoch [49][1100/3405] lr: 1.913e-02, eta: 1 day, 19:16:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9637, loss_cls: 3.6009, loss: 3.6009 +2025-06-28 12:57:40,255 - pyskl - INFO - Epoch [49][1200/3405] lr: 1.912e-02, eta: 1 day, 19:15:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9663, loss_cls: 3.6668, loss: 3.6668 +2025-06-28 12:58:24,446 - pyskl - INFO - Epoch [49][1300/3405] lr: 1.911e-02, eta: 1 day, 19:14:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 3.5047, loss: 3.5047 +2025-06-28 12:59:08,723 - pyskl - INFO - Epoch [49][1400/3405] lr: 1.911e-02, eta: 1 day, 19:13:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 3.3994, loss: 3.3994 +2025-06-28 12:59:53,098 - pyskl - INFO - Epoch [49][1500/3405] lr: 1.910e-02, eta: 1 day, 19:13:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 3.7499, loss: 3.7499 +2025-06-28 13:00:37,414 - pyskl - INFO - Epoch [49][1600/3405] lr: 1.909e-02, eta: 1 day, 19:12:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 3.4761, loss: 3.4761 +2025-06-28 13:01:21,905 - pyskl - INFO - Epoch [49][1700/3405] lr: 1.909e-02, eta: 1 day, 19:11:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.6314, loss: 3.6314 +2025-06-28 13:02:06,219 - pyskl - INFO - Epoch [49][1800/3405] lr: 1.908e-02, eta: 1 day, 19:10:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 3.5511, loss: 3.5511 +2025-06-28 13:02:50,610 - pyskl - INFO - Epoch [49][1900/3405] lr: 1.907e-02, eta: 1 day, 19:10:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 3.5586, loss: 3.5586 +2025-06-28 13:03:34,948 - pyskl - INFO - Epoch [49][2000/3405] lr: 1.907e-02, eta: 1 day, 19:09:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 3.5748, loss: 3.5748 +2025-06-28 13:04:19,381 - pyskl - INFO - Epoch [49][2100/3405] lr: 1.906e-02, eta: 1 day, 19:08:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.5108, loss: 3.5108 +2025-06-28 13:05:03,809 - pyskl - INFO - Epoch [49][2200/3405] lr: 1.905e-02, eta: 1 day, 19:07:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.4479, loss: 3.4479 +2025-06-28 13:05:48,149 - pyskl - INFO - Epoch [49][2300/3405] lr: 1.905e-02, eta: 1 day, 19:07:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 3.4344, loss: 3.4344 +2025-06-28 13:06:32,612 - pyskl - INFO - Epoch [49][2400/3405] lr: 1.904e-02, eta: 1 day, 19:06:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 3.4705, loss: 3.4705 +2025-06-28 13:07:16,874 - pyskl - INFO - Epoch [49][2500/3405] lr: 1.903e-02, eta: 1 day, 19:05:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9688, loss_cls: 3.5577, loss: 3.5577 +2025-06-28 13:08:01,163 - pyskl - INFO - Epoch [49][2600/3405] lr: 1.903e-02, eta: 1 day, 19:04:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.4437, loss: 3.4437 +2025-06-28 13:08:45,430 - pyskl - INFO - Epoch [49][2700/3405] lr: 1.902e-02, eta: 1 day, 19:03:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.4501, loss: 3.4501 +2025-06-28 13:09:29,753 - pyskl - INFO - Epoch [49][2800/3405] lr: 1.902e-02, eta: 1 day, 19:03:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 3.4276, loss: 3.4276 +2025-06-28 13:10:14,241 - pyskl - INFO - Epoch [49][2900/3405] lr: 1.901e-02, eta: 1 day, 19:02:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 3.4717, loss: 3.4717 +2025-06-28 13:10:58,685 - pyskl - INFO - Epoch [49][3000/3405] lr: 1.900e-02, eta: 1 day, 19:01:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9725, loss_cls: 3.4933, loss: 3.4933 +2025-06-28 13:11:43,047 - pyskl - INFO - Epoch [49][3100/3405] lr: 1.900e-02, eta: 1 day, 19:00:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9694, loss_cls: 3.5476, loss: 3.5476 +2025-06-28 13:12:27,363 - pyskl - INFO - Epoch [49][3200/3405] lr: 1.899e-02, eta: 1 day, 19:00:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9781, loss_cls: 3.6004, loss: 3.6004 +2025-06-28 13:13:11,658 - pyskl - INFO - Epoch [49][3300/3405] lr: 1.898e-02, eta: 1 day, 18:59:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 3.6793, loss: 3.6793 +2025-06-28 13:13:55,962 - pyskl - INFO - Epoch [49][3400/3405] lr: 1.898e-02, eta: 1 day, 18:58:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9625, loss_cls: 3.5747, loss: 3.5747 +2025-06-28 13:13:58,622 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-06-28 13:17:51,158 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 13:17:51,708 - pyskl - INFO - +top1_acc 0.7419 +top5_acc 0.9367 +2025-06-28 13:17:51,728 - pyskl - INFO - Epoch(val) [49][3718] top1_acc: 0.7419, top5_acc: 0.9367 +2025-06-28 13:18:59,314 - pyskl - INFO - Epoch [50][100/3405] lr: 1.897e-02, eta: 1 day, 18:58:26, time: 0.676, data_time: 0.231, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9712, loss_cls: 3.4367, loss: 3.4367 +2025-06-28 13:19:43,645 - pyskl - INFO - Epoch [50][200/3405] lr: 1.896e-02, eta: 1 day, 18:57:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 3.3319, loss: 3.3319 +2025-06-28 13:20:28,026 - pyskl - INFO - Epoch [50][300/3405] lr: 1.896e-02, eta: 1 day, 18:56:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 3.3588, loss: 3.3588 +2025-06-28 13:21:12,455 - pyskl - INFO - Epoch [50][400/3405] lr: 1.895e-02, eta: 1 day, 18:56:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 3.3409, loss: 3.3409 +2025-06-28 13:21:56,877 - pyskl - INFO - Epoch [50][500/3405] lr: 1.894e-02, eta: 1 day, 18:55:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 3.5632, loss: 3.5632 +2025-06-28 13:22:41,151 - pyskl - INFO - Epoch [50][600/3405] lr: 1.894e-02, eta: 1 day, 18:54:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9750, loss_cls: 3.4542, loss: 3.4542 +2025-06-28 13:23:25,546 - pyskl - INFO - Epoch [50][700/3405] lr: 1.893e-02, eta: 1 day, 18:53:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.4840, loss: 3.4840 +2025-06-28 13:24:09,758 - pyskl - INFO - Epoch [50][800/3405] lr: 1.892e-02, eta: 1 day, 18:53:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 3.4258, loss: 3.4258 +2025-06-28 13:24:54,299 - pyskl - INFO - Epoch [50][900/3405] lr: 1.892e-02, eta: 1 day, 18:52:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 3.4328, loss: 3.4328 +2025-06-28 13:25:38,740 - pyskl - INFO - Epoch [50][1000/3405] lr: 1.891e-02, eta: 1 day, 18:51:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.3813, loss: 3.3813 +2025-06-28 13:26:23,344 - pyskl - INFO - Epoch [50][1100/3405] lr: 1.890e-02, eta: 1 day, 18:50:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9650, loss_cls: 3.6185, loss: 3.6185 +2025-06-28 13:27:07,747 - pyskl - INFO - Epoch [50][1200/3405] lr: 1.890e-02, eta: 1 day, 18:49:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 3.4446, loss: 3.4446 +2025-06-28 13:27:52,098 - pyskl - INFO - Epoch [50][1300/3405] lr: 1.889e-02, eta: 1 day, 18:49:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 3.5207, loss: 3.5207 +2025-06-28 13:28:36,517 - pyskl - INFO - Epoch [50][1400/3405] lr: 1.888e-02, eta: 1 day, 18:48:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.4373, loss: 3.4373 +2025-06-28 13:29:20,823 - pyskl - INFO - Epoch [50][1500/3405] lr: 1.888e-02, eta: 1 day, 18:47:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9663, loss_cls: 3.4575, loss: 3.4575 +2025-06-28 13:30:05,206 - pyskl - INFO - Epoch [50][1600/3405] lr: 1.887e-02, eta: 1 day, 18:46:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 3.4688, loss: 3.4688 +2025-06-28 13:30:49,554 - pyskl - INFO - Epoch [50][1700/3405] lr: 1.886e-02, eta: 1 day, 18:46:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9637, loss_cls: 3.6509, loss: 3.6509 +2025-06-28 13:31:33,866 - pyskl - INFO - Epoch [50][1800/3405] lr: 1.886e-02, eta: 1 day, 18:45:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9637, loss_cls: 3.4574, loss: 3.4574 +2025-06-28 13:32:18,106 - pyskl - INFO - Epoch [50][1900/3405] lr: 1.885e-02, eta: 1 day, 18:44:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.4138, loss: 3.4138 +2025-06-28 13:33:02,447 - pyskl - INFO - Epoch [50][2000/3405] lr: 1.884e-02, eta: 1 day, 18:43:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.4344, loss: 3.4344 +2025-06-28 13:33:46,884 - pyskl - INFO - Epoch [50][2100/3405] lr: 1.884e-02, eta: 1 day, 18:43:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 3.5473, loss: 3.5473 +2025-06-28 13:34:31,396 - pyskl - INFO - Epoch [50][2200/3405] lr: 1.883e-02, eta: 1 day, 18:42:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 3.5780, loss: 3.5780 +2025-06-28 13:35:15,730 - pyskl - INFO - Epoch [50][2300/3405] lr: 1.882e-02, eta: 1 day, 18:41:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 3.5410, loss: 3.5410 +2025-06-28 13:36:00,167 - pyskl - INFO - Epoch [50][2400/3405] lr: 1.882e-02, eta: 1 day, 18:40:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 3.5632, loss: 3.5632 +2025-06-28 13:36:44,682 - pyskl - INFO - Epoch [50][2500/3405] lr: 1.881e-02, eta: 1 day, 18:39:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.5009, loss: 3.5009 +2025-06-28 13:37:29,108 - pyskl - INFO - Epoch [50][2600/3405] lr: 1.880e-02, eta: 1 day, 18:39:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9744, loss_cls: 3.5292, loss: 3.5292 +2025-06-28 13:38:13,528 - pyskl - INFO - Epoch [50][2700/3405] lr: 1.880e-02, eta: 1 day, 18:38:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.4270, loss: 3.4270 +2025-06-28 13:38:57,930 - pyskl - INFO - Epoch [50][2800/3405] lr: 1.879e-02, eta: 1 day, 18:37:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9669, loss_cls: 3.6305, loss: 3.6305 +2025-06-28 13:39:42,397 - pyskl - INFO - Epoch [50][2900/3405] lr: 1.878e-02, eta: 1 day, 18:36:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.5397, loss: 3.5397 +2025-06-28 13:40:26,911 - pyskl - INFO - Epoch [50][3000/3405] lr: 1.878e-02, eta: 1 day, 18:36:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 3.5770, loss: 3.5770 +2025-06-28 13:41:11,401 - pyskl - INFO - Epoch [50][3100/3405] lr: 1.877e-02, eta: 1 day, 18:35:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 3.4085, loss: 3.4085 +2025-06-28 13:41:55,672 - pyskl - INFO - Epoch [50][3200/3405] lr: 1.876e-02, eta: 1 day, 18:34:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 3.3866, loss: 3.3866 +2025-06-28 13:42:39,912 - pyskl - INFO - Epoch [50][3300/3405] lr: 1.876e-02, eta: 1 day, 18:33:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 3.5026, loss: 3.5026 +2025-06-28 13:43:24,193 - pyskl - INFO - Epoch [50][3400/3405] lr: 1.875e-02, eta: 1 day, 18:33:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.5563, loss: 3.5563 +2025-06-28 13:43:26,790 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-06-28 14:02:48,305 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 14:02:48,837 - pyskl - INFO - +top1_acc 0.7827 +top5_acc 0.9558 +2025-06-28 14:02:48,890 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_46.pth was removed +2025-06-28 14:02:49,898 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. +2025-06-28 14:02:49,899 - pyskl - INFO - Best top1_acc is 0.7827 at 50 epoch. +2025-06-28 14:02:49,918 - pyskl - INFO - Epoch(val) [50][3718] top1_acc: 0.7827, top5_acc: 0.9558 +2025-06-28 14:03:57,130 - pyskl - INFO - Epoch [51][100/3405] lr: 1.874e-02, eta: 1 day, 18:32:54, time: 0.672, data_time: 0.225, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 3.3485, loss: 3.3485 +2025-06-28 14:04:41,591 - pyskl - INFO - Epoch [51][200/3405] lr: 1.874e-02, eta: 1 day, 18:32:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.3957, loss: 3.3957 +2025-06-28 14:05:26,015 - pyskl - INFO - Epoch [51][300/3405] lr: 1.873e-02, eta: 1 day, 18:31:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 3.3628, loss: 3.3628 +2025-06-28 14:06:10,473 - pyskl - INFO - Epoch [51][400/3405] lr: 1.872e-02, eta: 1 day, 18:30:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.4382, loss: 3.4382 +2025-06-28 14:06:54,729 - pyskl - INFO - Epoch [51][500/3405] lr: 1.872e-02, eta: 1 day, 18:29:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9762, loss_cls: 3.3616, loss: 3.3616 +2025-06-28 14:07:39,062 - pyskl - INFO - Epoch [51][600/3405] lr: 1.871e-02, eta: 1 day, 18:29:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9706, loss_cls: 3.2589, loss: 3.2589 +2025-06-28 14:08:23,316 - pyskl - INFO - Epoch [51][700/3405] lr: 1.870e-02, eta: 1 day, 18:28:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9719, loss_cls: 3.6590, loss: 3.6590 +2025-06-28 14:09:07,525 - pyskl - INFO - Epoch [51][800/3405] lr: 1.870e-02, eta: 1 day, 18:27:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9663, loss_cls: 3.4706, loss: 3.4706 +2025-06-28 14:09:51,883 - pyskl - INFO - Epoch [51][900/3405] lr: 1.869e-02, eta: 1 day, 18:26:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9731, loss_cls: 3.6247, loss: 3.6247 +2025-06-28 14:10:36,312 - pyskl - INFO - Epoch [51][1000/3405] lr: 1.868e-02, eta: 1 day, 18:25:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.4624, loss: 3.4624 +2025-06-28 14:11:20,666 - pyskl - INFO - Epoch [51][1100/3405] lr: 1.868e-02, eta: 1 day, 18:25:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 3.5577, loss: 3.5577 +2025-06-28 14:12:04,911 - pyskl - INFO - Epoch [51][1200/3405] lr: 1.867e-02, eta: 1 day, 18:24:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 3.5860, loss: 3.5860 +2025-06-28 14:12:49,231 - pyskl - INFO - Epoch [51][1300/3405] lr: 1.866e-02, eta: 1 day, 18:23:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9731, loss_cls: 3.5324, loss: 3.5324 +2025-06-28 14:13:33,613 - pyskl - INFO - Epoch [51][1400/3405] lr: 1.866e-02, eta: 1 day, 18:22:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9613, loss_cls: 3.5414, loss: 3.5414 +2025-06-28 14:14:18,128 - pyskl - INFO - Epoch [51][1500/3405] lr: 1.865e-02, eta: 1 day, 18:22:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9775, loss_cls: 3.4382, loss: 3.4382 +2025-06-28 14:15:02,312 - pyskl - INFO - Epoch [51][1600/3405] lr: 1.864e-02, eta: 1 day, 18:21:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9650, loss_cls: 3.5047, loss: 3.5047 +2025-06-28 14:15:46,590 - pyskl - INFO - Epoch [51][1700/3405] lr: 1.864e-02, eta: 1 day, 18:20:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.4433, loss: 3.4433 +2025-06-28 14:16:30,888 - pyskl - INFO - Epoch [51][1800/3405] lr: 1.863e-02, eta: 1 day, 18:19:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 3.4633, loss: 3.4633 +2025-06-28 14:17:15,192 - pyskl - INFO - Epoch [51][1900/3405] lr: 1.862e-02, eta: 1 day, 18:19:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 3.5523, loss: 3.5523 +2025-06-28 14:17:59,502 - pyskl - INFO - Epoch [51][2000/3405] lr: 1.862e-02, eta: 1 day, 18:18:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9731, loss_cls: 3.5445, loss: 3.5445 +2025-06-28 14:18:43,813 - pyskl - INFO - Epoch [51][2100/3405] lr: 1.861e-02, eta: 1 day, 18:17:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 3.5463, loss: 3.5463 +2025-06-28 14:19:28,315 - pyskl - INFO - Epoch [51][2200/3405] lr: 1.860e-02, eta: 1 day, 18:16:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 3.3871, loss: 3.3871 +2025-06-28 14:20:12,734 - pyskl - INFO - Epoch [51][2300/3405] lr: 1.860e-02, eta: 1 day, 18:15:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9788, loss_cls: 3.4549, loss: 3.4549 +2025-06-28 14:20:57,154 - pyskl - INFO - Epoch [51][2400/3405] lr: 1.859e-02, eta: 1 day, 18:15:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 3.5337, loss: 3.5337 +2025-06-28 14:21:41,505 - pyskl - INFO - Epoch [51][2500/3405] lr: 1.858e-02, eta: 1 day, 18:14:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 3.5364, loss: 3.5364 +2025-06-28 14:22:26,063 - pyskl - INFO - Epoch [51][2600/3405] lr: 1.858e-02, eta: 1 day, 18:13:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.4653, loss: 3.4653 +2025-06-28 14:23:10,777 - pyskl - INFO - Epoch [51][2700/3405] lr: 1.857e-02, eta: 1 day, 18:12:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 3.6602, loss: 3.6602 +2025-06-28 14:23:55,267 - pyskl - INFO - Epoch [51][2800/3405] lr: 1.856e-02, eta: 1 day, 18:12:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 3.4329, loss: 3.4329 +2025-06-28 14:24:39,777 - pyskl - INFO - Epoch [51][2900/3405] lr: 1.856e-02, eta: 1 day, 18:11:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 3.5486, loss: 3.5486 +2025-06-28 14:25:24,254 - pyskl - INFO - Epoch [51][3000/3405] lr: 1.855e-02, eta: 1 day, 18:10:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 3.4801, loss: 3.4801 +2025-06-28 14:26:08,781 - pyskl - INFO - Epoch [51][3100/3405] lr: 1.854e-02, eta: 1 day, 18:09:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9613, loss_cls: 3.5485, loss: 3.5485 +2025-06-28 14:26:53,221 - pyskl - INFO - Epoch [51][3200/3405] lr: 1.854e-02, eta: 1 day, 18:09:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 3.5498, loss: 3.5498 +2025-06-28 14:27:37,627 - pyskl - INFO - Epoch [51][3300/3405] lr: 1.853e-02, eta: 1 day, 18:08:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 3.6541, loss: 3.6541 +2025-06-28 14:28:22,074 - pyskl - INFO - Epoch [51][3400/3405] lr: 1.852e-02, eta: 1 day, 18:07:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9656, loss_cls: 3.4321, loss: 3.4321 +2025-06-28 14:28:24,658 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-06-28 14:32:17,696 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 14:32:18,228 - pyskl - INFO - +top1_acc 0.7951 +top5_acc 0.9587 +2025-06-28 14:32:18,280 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_50.pth was removed +2025-06-28 14:32:19,306 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_51.pth. +2025-06-28 14:32:19,308 - pyskl - INFO - Best top1_acc is 0.7951 at 51 epoch. +2025-06-28 14:32:19,329 - pyskl - INFO - Epoch(val) [51][3718] top1_acc: 0.7951, top5_acc: 0.9587 +2025-06-28 14:33:26,347 - pyskl - INFO - Epoch [52][100/3405] lr: 1.852e-02, eta: 1 day, 18:07:21, time: 0.670, data_time: 0.227, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 3.3338, loss: 3.3338 +2025-06-28 14:34:10,633 - pyskl - INFO - Epoch [52][200/3405] lr: 1.851e-02, eta: 1 day, 18:06:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9738, loss_cls: 3.2574, loss: 3.2574 +2025-06-28 14:34:54,910 - pyskl - INFO - Epoch [52][300/3405] lr: 1.850e-02, eta: 1 day, 18:05:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.3150, loss: 3.3150 +2025-06-28 14:35:39,253 - pyskl - INFO - Epoch [52][400/3405] lr: 1.850e-02, eta: 1 day, 18:05:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9769, loss_cls: 3.4905, loss: 3.4905 +2025-06-28 14:36:23,571 - pyskl - INFO - Epoch [52][500/3405] lr: 1.849e-02, eta: 1 day, 18:04:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 3.4472, loss: 3.4472 +2025-06-28 14:37:07,994 - pyskl - INFO - Epoch [52][600/3405] lr: 1.848e-02, eta: 1 day, 18:03:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 3.4213, loss: 3.4213 +2025-06-28 14:37:52,419 - pyskl - INFO - Epoch [52][700/3405] lr: 1.847e-02, eta: 1 day, 18:02:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.4046, loss: 3.4046 +2025-06-28 14:38:36,738 - pyskl - INFO - Epoch [52][800/3405] lr: 1.847e-02, eta: 1 day, 18:01:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9637, loss_cls: 3.5550, loss: 3.5550 +2025-06-28 14:39:21,002 - pyskl - INFO - Epoch [52][900/3405] lr: 1.846e-02, eta: 1 day, 18:01:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.4458, loss: 3.4458 +2025-06-28 14:40:05,285 - pyskl - INFO - Epoch [52][1000/3405] lr: 1.845e-02, eta: 1 day, 18:00:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.5969, loss: 3.5969 +2025-06-28 14:40:49,623 - pyskl - INFO - Epoch [52][1100/3405] lr: 1.845e-02, eta: 1 day, 17:59:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.4442, loss: 3.4442 +2025-06-28 14:41:33,891 - pyskl - INFO - Epoch [52][1200/3405] lr: 1.844e-02, eta: 1 day, 17:58:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 3.4010, loss: 3.4010 +2025-06-28 14:42:18,051 - pyskl - INFO - Epoch [52][1300/3405] lr: 1.843e-02, eta: 1 day, 17:58:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 3.5552, loss: 3.5552 +2025-06-28 14:43:02,231 - pyskl - INFO - Epoch [52][1400/3405] lr: 1.843e-02, eta: 1 day, 17:57:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 3.4570, loss: 3.4570 +2025-06-28 14:43:46,541 - pyskl - INFO - Epoch [52][1500/3405] lr: 1.842e-02, eta: 1 day, 17:56:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.4036, loss: 3.4036 +2025-06-28 14:44:30,859 - pyskl - INFO - Epoch [52][1600/3405] lr: 1.841e-02, eta: 1 day, 17:55:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 3.5270, loss: 3.5270 +2025-06-28 14:45:15,545 - pyskl - INFO - Epoch [52][1700/3405] lr: 1.841e-02, eta: 1 day, 17:55:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9675, loss_cls: 3.5016, loss: 3.5016 +2025-06-28 14:45:59,836 - pyskl - INFO - Epoch [52][1800/3405] lr: 1.840e-02, eta: 1 day, 17:54:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.5172, loss: 3.5172 +2025-06-28 14:46:44,132 - pyskl - INFO - Epoch [52][1900/3405] lr: 1.839e-02, eta: 1 day, 17:53:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.4496, loss: 3.4496 +2025-06-28 14:47:28,410 - pyskl - INFO - Epoch [52][2000/3405] lr: 1.839e-02, eta: 1 day, 17:52:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 3.3441, loss: 3.3441 +2025-06-28 14:48:12,562 - pyskl - INFO - Epoch [52][2100/3405] lr: 1.838e-02, eta: 1 day, 17:51:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9756, loss_cls: 3.5351, loss: 3.5351 +2025-06-28 14:48:56,868 - pyskl - INFO - Epoch [52][2200/3405] lr: 1.837e-02, eta: 1 day, 17:51:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 3.5261, loss: 3.5261 +2025-06-28 14:49:41,041 - pyskl - INFO - Epoch [52][2300/3405] lr: 1.837e-02, eta: 1 day, 17:50:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 3.4861, loss: 3.4861 +2025-06-28 14:50:25,487 - pyskl - INFO - Epoch [52][2400/3405] lr: 1.836e-02, eta: 1 day, 17:49:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 3.6034, loss: 3.6034 +2025-06-28 14:51:09,704 - pyskl - INFO - Epoch [52][2500/3405] lr: 1.835e-02, eta: 1 day, 17:48:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.5082, loss: 3.5082 +2025-06-28 14:51:54,054 - pyskl - INFO - Epoch [52][2600/3405] lr: 1.835e-02, eta: 1 day, 17:48:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 3.5582, loss: 3.5582 +2025-06-28 14:52:38,367 - pyskl - INFO - Epoch [52][2700/3405] lr: 1.834e-02, eta: 1 day, 17:47:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.4586, loss: 3.4586 +2025-06-28 14:53:22,655 - pyskl - INFO - Epoch [52][2800/3405] lr: 1.833e-02, eta: 1 day, 17:46:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 3.3027, loss: 3.3027 +2025-06-28 14:54:07,003 - pyskl - INFO - Epoch [52][2900/3405] lr: 1.833e-02, eta: 1 day, 17:45:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 3.5412, loss: 3.5412 +2025-06-28 14:54:51,522 - pyskl - INFO - Epoch [52][3000/3405] lr: 1.832e-02, eta: 1 day, 17:44:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9619, loss_cls: 3.5842, loss: 3.5842 +2025-06-28 14:55:35,875 - pyskl - INFO - Epoch [52][3100/3405] lr: 1.831e-02, eta: 1 day, 17:44:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.4638, loss: 3.4638 +2025-06-28 14:56:20,188 - pyskl - INFO - Epoch [52][3200/3405] lr: 1.831e-02, eta: 1 day, 17:43:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 3.6322, loss: 3.6322 +2025-06-28 14:57:04,665 - pyskl - INFO - Epoch [52][3300/3405] lr: 1.830e-02, eta: 1 day, 17:42:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 3.4526, loss: 3.4526 +2025-06-28 14:57:49,189 - pyskl - INFO - Epoch [52][3400/3405] lr: 1.829e-02, eta: 1 day, 17:41:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 3.5754, loss: 3.5754 +2025-06-28 14:57:51,752 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-06-28 15:01:43,637 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 15:01:44,175 - pyskl - INFO - +top1_acc 0.7800 +top5_acc 0.9540 +2025-06-28 15:01:44,197 - pyskl - INFO - Epoch(val) [52][3718] top1_acc: 0.7800, top5_acc: 0.9540 +2025-06-28 15:02:51,512 - pyskl - INFO - Epoch [53][100/3405] lr: 1.828e-02, eta: 1 day, 17:41:45, time: 0.673, data_time: 0.228, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 3.4507, loss: 3.4507 +2025-06-28 15:03:35,822 - pyskl - INFO - Epoch [53][200/3405] lr: 1.828e-02, eta: 1 day, 17:40:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 3.3687, loss: 3.3687 +2025-06-28 15:04:20,096 - pyskl - INFO - Epoch [53][300/3405] lr: 1.827e-02, eta: 1 day, 17:40:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 3.4180, loss: 3.4180 +2025-06-28 15:05:04,379 - pyskl - INFO - Epoch [53][400/3405] lr: 1.826e-02, eta: 1 day, 17:39:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.2960, loss: 3.2960 +2025-06-28 15:05:48,648 - pyskl - INFO - Epoch [53][500/3405] lr: 1.826e-02, eta: 1 day, 17:38:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 3.4925, loss: 3.4925 +2025-06-28 15:06:32,828 - pyskl - INFO - Epoch [53][600/3405] lr: 1.825e-02, eta: 1 day, 17:37:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 3.3608, loss: 3.3608 +2025-06-28 15:07:17,165 - pyskl - INFO - Epoch [53][700/3405] lr: 1.824e-02, eta: 1 day, 17:37:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.3127, loss: 3.3127 +2025-06-28 15:08:01,571 - pyskl - INFO - Epoch [53][800/3405] lr: 1.824e-02, eta: 1 day, 17:36:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9750, loss_cls: 3.5601, loss: 3.5601 +2025-06-28 15:08:45,889 - pyskl - INFO - Epoch [53][900/3405] lr: 1.823e-02, eta: 1 day, 17:35:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 3.3963, loss: 3.3963 +2025-06-28 15:09:30,230 - pyskl - INFO - Epoch [53][1000/3405] lr: 1.822e-02, eta: 1 day, 17:34:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.3463, loss: 3.3463 +2025-06-28 15:10:14,701 - pyskl - INFO - Epoch [53][1100/3405] lr: 1.822e-02, eta: 1 day, 17:34:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 3.4690, loss: 3.4690 +2025-06-28 15:10:58,941 - pyskl - INFO - Epoch [53][1200/3405] lr: 1.821e-02, eta: 1 day, 17:33:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 3.4802, loss: 3.4802 +2025-06-28 15:11:43,149 - pyskl - INFO - Epoch [53][1300/3405] lr: 1.820e-02, eta: 1 day, 17:32:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9750, loss_cls: 3.4407, loss: 3.4407 +2025-06-28 15:12:27,380 - pyskl - INFO - Epoch [53][1400/3405] lr: 1.820e-02, eta: 1 day, 17:31:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 3.4874, loss: 3.4874 +2025-06-28 15:13:11,719 - pyskl - INFO - Epoch [53][1500/3405] lr: 1.819e-02, eta: 1 day, 17:30:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9725, loss_cls: 3.4309, loss: 3.4309 +2025-06-28 15:13:56,052 - pyskl - INFO - Epoch [53][1600/3405] lr: 1.818e-02, eta: 1 day, 17:30:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.3791, loss: 3.3791 +2025-06-28 15:14:40,551 - pyskl - INFO - Epoch [53][1700/3405] lr: 1.818e-02, eta: 1 day, 17:29:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9650, loss_cls: 3.4850, loss: 3.4850 +2025-06-28 15:15:25,079 - pyskl - INFO - Epoch [53][1800/3405] lr: 1.817e-02, eta: 1 day, 17:28:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9644, loss_cls: 3.4598, loss: 3.4598 +2025-06-28 15:16:09,651 - pyskl - INFO - Epoch [53][1900/3405] lr: 1.816e-02, eta: 1 day, 17:27:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.4656, loss: 3.4656 +2025-06-28 15:16:53,988 - pyskl - INFO - Epoch [53][2000/3405] lr: 1.815e-02, eta: 1 day, 17:27:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 3.4607, loss: 3.4607 +2025-06-28 15:17:38,271 - pyskl - INFO - Epoch [53][2100/3405] lr: 1.815e-02, eta: 1 day, 17:26:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9725, loss_cls: 3.5421, loss: 3.5421 +2025-06-28 15:18:22,705 - pyskl - INFO - Epoch [53][2200/3405] lr: 1.814e-02, eta: 1 day, 17:25:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 3.5360, loss: 3.5360 +2025-06-28 15:19:07,016 - pyskl - INFO - Epoch [53][2300/3405] lr: 1.813e-02, eta: 1 day, 17:24:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9775, loss_cls: 3.4636, loss: 3.4636 +2025-06-28 15:19:51,291 - pyskl - INFO - Epoch [53][2400/3405] lr: 1.813e-02, eta: 1 day, 17:24:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 3.5214, loss: 3.5214 +2025-06-28 15:20:35,616 - pyskl - INFO - Epoch [53][2500/3405] lr: 1.812e-02, eta: 1 day, 17:23:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.4225, loss: 3.4225 +2025-06-28 15:21:20,094 - pyskl - INFO - Epoch [53][2600/3405] lr: 1.811e-02, eta: 1 day, 17:22:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9656, loss_cls: 3.3961, loss: 3.3961 +2025-06-28 15:22:04,337 - pyskl - INFO - Epoch [53][2700/3405] lr: 1.811e-02, eta: 1 day, 17:21:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9637, loss_cls: 3.5123, loss: 3.5123 +2025-06-28 15:22:48,542 - pyskl - INFO - Epoch [53][2800/3405] lr: 1.810e-02, eta: 1 day, 17:20:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9769, loss_cls: 3.4014, loss: 3.4014 +2025-06-28 15:23:32,810 - pyskl - INFO - Epoch [53][2900/3405] lr: 1.809e-02, eta: 1 day, 17:20:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 3.6215, loss: 3.6215 +2025-06-28 15:24:17,171 - pyskl - INFO - Epoch [53][3000/3405] lr: 1.809e-02, eta: 1 day, 17:19:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 3.4325, loss: 3.4325 +2025-06-28 15:25:01,548 - pyskl - INFO - Epoch [53][3100/3405] lr: 1.808e-02, eta: 1 day, 17:18:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 3.4944, loss: 3.4944 +2025-06-28 15:25:45,912 - pyskl - INFO - Epoch [53][3200/3405] lr: 1.807e-02, eta: 1 day, 17:17:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 3.4427, loss: 3.4427 +2025-06-28 15:26:30,284 - pyskl - INFO - Epoch [53][3300/3405] lr: 1.807e-02, eta: 1 day, 17:17:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.4280, loss: 3.4280 +2025-06-28 15:27:14,703 - pyskl - INFO - Epoch [53][3400/3405] lr: 1.806e-02, eta: 1 day, 17:16:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.4695, loss: 3.4695 +2025-06-28 15:27:17,291 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-06-28 15:31:09,395 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 15:31:09,934 - pyskl - INFO - +top1_acc 0.7823 +top5_acc 0.9560 +2025-06-28 15:31:09,954 - pyskl - INFO - Epoch(val) [53][3718] top1_acc: 0.7823, top5_acc: 0.9560 +2025-06-28 15:32:17,276 - pyskl - INFO - Epoch [54][100/3405] lr: 1.805e-02, eta: 1 day, 17:16:10, time: 0.673, data_time: 0.226, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 3.3721, loss: 3.3721 +2025-06-28 15:33:01,836 - pyskl - INFO - Epoch [54][200/3405] lr: 1.804e-02, eta: 1 day, 17:15:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.4007, loss: 3.4007 +2025-06-28 15:33:46,261 - pyskl - INFO - Epoch [54][300/3405] lr: 1.804e-02, eta: 1 day, 17:14:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 3.4002, loss: 3.4002 +2025-06-28 15:34:30,678 - pyskl - INFO - Epoch [54][400/3405] lr: 1.803e-02, eta: 1 day, 17:13:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9744, loss_cls: 3.4046, loss: 3.4046 +2025-06-28 15:35:15,051 - pyskl - INFO - Epoch [54][500/3405] lr: 1.802e-02, eta: 1 day, 17:13:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.5250, loss: 3.5250 +2025-06-28 15:35:59,398 - pyskl - INFO - Epoch [54][600/3405] lr: 1.802e-02, eta: 1 day, 17:12:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.3141, loss: 3.3141 +2025-06-28 15:36:43,658 - pyskl - INFO - Epoch [54][700/3405] lr: 1.801e-02, eta: 1 day, 17:11:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 3.4031, loss: 3.4031 +2025-06-28 15:37:28,012 - pyskl - INFO - Epoch [54][800/3405] lr: 1.800e-02, eta: 1 day, 17:10:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 3.5395, loss: 3.5395 +2025-06-28 15:38:12,368 - pyskl - INFO - Epoch [54][900/3405] lr: 1.800e-02, eta: 1 day, 17:10:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 3.4453, loss: 3.4453 +2025-06-28 15:38:56,767 - pyskl - INFO - Epoch [54][1000/3405] lr: 1.799e-02, eta: 1 day, 17:09:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9663, loss_cls: 3.5639, loss: 3.5639 +2025-06-28 15:39:41,126 - pyskl - INFO - Epoch [54][1100/3405] lr: 1.798e-02, eta: 1 day, 17:08:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.3573, loss: 3.3573 +2025-06-28 15:40:25,506 - pyskl - INFO - Epoch [54][1200/3405] lr: 1.798e-02, eta: 1 day, 17:07:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 3.4373, loss: 3.4373 +2025-06-28 15:41:09,766 - pyskl - INFO - Epoch [54][1300/3405] lr: 1.797e-02, eta: 1 day, 17:06:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 3.3876, loss: 3.3876 +2025-06-28 15:41:54,078 - pyskl - INFO - Epoch [54][1400/3405] lr: 1.796e-02, eta: 1 day, 17:06:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 3.4650, loss: 3.4650 +2025-06-28 15:42:38,426 - pyskl - INFO - Epoch [54][1500/3405] lr: 1.795e-02, eta: 1 day, 17:05:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 3.5382, loss: 3.5382 +2025-06-28 15:43:22,801 - pyskl - INFO - Epoch [54][1600/3405] lr: 1.795e-02, eta: 1 day, 17:04:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 3.3602, loss: 3.3602 +2025-06-28 15:44:07,090 - pyskl - INFO - Epoch [54][1700/3405] lr: 1.794e-02, eta: 1 day, 17:03:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9631, loss_cls: 3.4951, loss: 3.4951 +2025-06-28 15:44:51,581 - pyskl - INFO - Epoch [54][1800/3405] lr: 1.793e-02, eta: 1 day, 17:03:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 3.4525, loss: 3.4525 +2025-06-28 15:45:36,028 - pyskl - INFO - Epoch [54][1900/3405] lr: 1.793e-02, eta: 1 day, 17:02:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 3.4689, loss: 3.4689 +2025-06-28 15:46:20,417 - pyskl - INFO - Epoch [54][2000/3405] lr: 1.792e-02, eta: 1 day, 17:01:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 3.4544, loss: 3.4544 +2025-06-28 15:47:04,834 - pyskl - INFO - Epoch [54][2100/3405] lr: 1.791e-02, eta: 1 day, 17:00:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9769, loss_cls: 3.4333, loss: 3.4333 +2025-06-28 15:47:49,256 - pyskl - INFO - Epoch [54][2200/3405] lr: 1.791e-02, eta: 1 day, 17:00:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 3.4603, loss: 3.4603 +2025-06-28 15:48:33,845 - pyskl - INFO - Epoch [54][2300/3405] lr: 1.790e-02, eta: 1 day, 16:59:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 3.3230, loss: 3.3230 +2025-06-28 15:49:18,300 - pyskl - INFO - Epoch [54][2400/3405] lr: 1.789e-02, eta: 1 day, 16:58:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.4171, loss: 3.4171 +2025-06-28 15:50:02,716 - pyskl - INFO - Epoch [54][2500/3405] lr: 1.789e-02, eta: 1 day, 16:57:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9625, loss_cls: 3.4888, loss: 3.4888 +2025-06-28 15:50:47,139 - pyskl - INFO - Epoch [54][2600/3405] lr: 1.788e-02, eta: 1 day, 16:56:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 3.3412, loss: 3.3412 +2025-06-28 15:51:31,596 - pyskl - INFO - Epoch [54][2700/3405] lr: 1.787e-02, eta: 1 day, 16:56:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 3.3470, loss: 3.3470 +2025-06-28 15:52:16,009 - pyskl - INFO - Epoch [54][2800/3405] lr: 1.786e-02, eta: 1 day, 16:55:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9625, loss_cls: 3.4960, loss: 3.4960 +2025-06-28 15:53:00,338 - pyskl - INFO - Epoch [54][2900/3405] lr: 1.786e-02, eta: 1 day, 16:54:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.3897, loss: 3.3897 +2025-06-28 15:53:44,762 - pyskl - INFO - Epoch [54][3000/3405] lr: 1.785e-02, eta: 1 day, 16:53:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 3.4217, loss: 3.4217 +2025-06-28 15:54:29,079 - pyskl - INFO - Epoch [54][3100/3405] lr: 1.784e-02, eta: 1 day, 16:53:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 3.4273, loss: 3.4273 +2025-06-28 15:55:13,333 - pyskl - INFO - Epoch [54][3200/3405] lr: 1.784e-02, eta: 1 day, 16:52:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 3.4295, loss: 3.4295 +2025-06-28 15:55:57,614 - pyskl - INFO - Epoch [54][3300/3405] lr: 1.783e-02, eta: 1 day, 16:51:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.4815, loss: 3.4815 +2025-06-28 15:56:41,963 - pyskl - INFO - Epoch [54][3400/3405] lr: 1.782e-02, eta: 1 day, 16:50:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9725, loss_cls: 3.4847, loss: 3.4847 +2025-06-28 15:56:44,560 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-06-28 16:00:36,908 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 16:00:37,471 - pyskl - INFO - +top1_acc 0.7461 +top5_acc 0.9409 +2025-06-28 16:00:37,494 - pyskl - INFO - Epoch(val) [54][3718] top1_acc: 0.7461, top5_acc: 0.9409 +2025-06-28 16:01:45,104 - pyskl - INFO - Epoch [55][100/3405] lr: 1.782e-02, eta: 1 day, 16:50:38, time: 0.676, data_time: 0.232, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.3304, loss: 3.3304 +2025-06-28 16:02:29,324 - pyskl - INFO - Epoch [55][200/3405] lr: 1.781e-02, eta: 1 day, 16:49:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.3923, loss: 3.3923 +2025-06-28 16:03:13,501 - pyskl - INFO - Epoch [55][300/3405] lr: 1.780e-02, eta: 1 day, 16:49:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.4610, loss: 3.4610 +2025-06-28 16:03:57,732 - pyskl - INFO - Epoch [55][400/3405] lr: 1.779e-02, eta: 1 day, 16:48:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 3.5598, loss: 3.5598 +2025-06-28 16:04:42,015 - pyskl - INFO - Epoch [55][500/3405] lr: 1.779e-02, eta: 1 day, 16:47:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 3.2648, loss: 3.2648 +2025-06-28 16:05:26,415 - pyskl - INFO - Epoch [55][600/3405] lr: 1.778e-02, eta: 1 day, 16:46:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.2900, loss: 3.2900 +2025-06-28 16:06:10,807 - pyskl - INFO - Epoch [55][700/3405] lr: 1.777e-02, eta: 1 day, 16:46:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.3118, loss: 3.3118 +2025-06-28 16:06:55,201 - pyskl - INFO - Epoch [55][800/3405] lr: 1.777e-02, eta: 1 day, 16:45:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 3.1738, loss: 3.1738 +2025-06-28 16:07:39,480 - pyskl - INFO - Epoch [55][900/3405] lr: 1.776e-02, eta: 1 day, 16:44:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 3.3760, loss: 3.3760 +2025-06-28 16:08:23,712 - pyskl - INFO - Epoch [55][1000/3405] lr: 1.775e-02, eta: 1 day, 16:43:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 3.3876, loss: 3.3876 +2025-06-28 16:09:07,951 - pyskl - INFO - Epoch [55][1100/3405] lr: 1.775e-02, eta: 1 day, 16:42:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 3.3414, loss: 3.3414 +2025-06-28 16:09:52,184 - pyskl - INFO - Epoch [55][1200/3405] lr: 1.774e-02, eta: 1 day, 16:42:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.4454, loss: 3.4454 +2025-06-28 16:10:36,459 - pyskl - INFO - Epoch [55][1300/3405] lr: 1.773e-02, eta: 1 day, 16:41:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9800, loss_cls: 3.3656, loss: 3.3656 +2025-06-28 16:11:20,696 - pyskl - INFO - Epoch [55][1400/3405] lr: 1.772e-02, eta: 1 day, 16:40:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 3.3998, loss: 3.3998 +2025-06-28 16:12:04,909 - pyskl - INFO - Epoch [55][1500/3405] lr: 1.772e-02, eta: 1 day, 16:39:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 3.3699, loss: 3.3699 +2025-06-28 16:12:49,117 - pyskl - INFO - Epoch [55][1600/3405] lr: 1.771e-02, eta: 1 day, 16:39:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 3.3881, loss: 3.3881 +2025-06-28 16:13:33,323 - pyskl - INFO - Epoch [55][1700/3405] lr: 1.770e-02, eta: 1 day, 16:38:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 3.2870, loss: 3.2870 +2025-06-28 16:14:17,518 - pyskl - INFO - Epoch [55][1800/3405] lr: 1.770e-02, eta: 1 day, 16:37:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 3.5337, loss: 3.5337 +2025-06-28 16:15:01,689 - pyskl - INFO - Epoch [55][1900/3405] lr: 1.769e-02, eta: 1 day, 16:36:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9681, loss_cls: 3.5274, loss: 3.5274 +2025-06-28 16:15:45,883 - pyskl - INFO - Epoch [55][2000/3405] lr: 1.768e-02, eta: 1 day, 16:35:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 3.4869, loss: 3.4869 +2025-06-28 16:16:30,140 - pyskl - INFO - Epoch [55][2100/3405] lr: 1.768e-02, eta: 1 day, 16:35:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 3.4366, loss: 3.4366 +2025-06-28 16:17:14,343 - pyskl - INFO - Epoch [55][2200/3405] lr: 1.767e-02, eta: 1 day, 16:34:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9675, loss_cls: 3.3347, loss: 3.3347 +2025-06-28 16:17:58,529 - pyskl - INFO - Epoch [55][2300/3405] lr: 1.766e-02, eta: 1 day, 16:33:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.4924, loss: 3.4924 +2025-06-28 16:18:42,728 - pyskl - INFO - Epoch [55][2400/3405] lr: 1.765e-02, eta: 1 day, 16:32:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 3.3833, loss: 3.3833 +2025-06-28 16:19:27,308 - pyskl - INFO - Epoch [55][2500/3405] lr: 1.765e-02, eta: 1 day, 16:32:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 3.4504, loss: 3.4504 +2025-06-28 16:20:11,712 - pyskl - INFO - Epoch [55][2600/3405] lr: 1.764e-02, eta: 1 day, 16:31:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 3.4432, loss: 3.4432 +2025-06-28 16:20:56,174 - pyskl - INFO - Epoch [55][2700/3405] lr: 1.763e-02, eta: 1 day, 16:30:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 3.4008, loss: 3.4008 +2025-06-28 16:21:40,450 - pyskl - INFO - Epoch [55][2800/3405] lr: 1.763e-02, eta: 1 day, 16:29:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9681, loss_cls: 3.4233, loss: 3.4233 +2025-06-28 16:22:24,875 - pyskl - INFO - Epoch [55][2900/3405] lr: 1.762e-02, eta: 1 day, 16:29:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 3.4483, loss: 3.4483 +2025-06-28 16:23:09,300 - pyskl - INFO - Epoch [55][3000/3405] lr: 1.761e-02, eta: 1 day, 16:28:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9794, loss_cls: 3.4900, loss: 3.4900 +2025-06-28 16:23:53,387 - pyskl - INFO - Epoch [55][3100/3405] lr: 1.761e-02, eta: 1 day, 16:27:31, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 3.3913, loss: 3.3913 +2025-06-28 16:24:37,570 - pyskl - INFO - Epoch [55][3200/3405] lr: 1.760e-02, eta: 1 day, 16:26:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9619, loss_cls: 3.5155, loss: 3.5155 +2025-06-28 16:25:21,767 - pyskl - INFO - Epoch [55][3300/3405] lr: 1.759e-02, eta: 1 day, 16:25:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 3.4304, loss: 3.4304 +2025-06-28 16:26:06,015 - pyskl - INFO - Epoch [55][3400/3405] lr: 1.758e-02, eta: 1 day, 16:25:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 3.4567, loss: 3.4567 +2025-06-28 16:26:08,600 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-06-28 16:44:04,291 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 16:44:05,001 - pyskl - INFO - +top1_acc 0.7877 +top5_acc 0.9558 +2025-06-28 16:44:05,037 - pyskl - INFO - Epoch(val) [55][3718] top1_acc: 0.7877, top5_acc: 0.9558 +2025-06-28 16:45:14,279 - pyskl - INFO - Epoch [56][100/3405] lr: 1.758e-02, eta: 1 day, 16:25:02, time: 0.692, data_time: 0.246, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.3589, loss: 3.3589 +2025-06-28 16:45:59,113 - pyskl - INFO - Epoch [56][200/3405] lr: 1.757e-02, eta: 1 day, 16:24:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 3.3722, loss: 3.3722 +2025-06-28 16:46:43,627 - pyskl - INFO - Epoch [56][300/3405] lr: 1.756e-02, eta: 1 day, 16:23:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 3.3813, loss: 3.3813 +2025-06-28 16:47:27,969 - pyskl - INFO - Epoch [56][400/3405] lr: 1.756e-02, eta: 1 day, 16:22:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 3.3844, loss: 3.3844 +2025-06-28 16:48:12,292 - pyskl - INFO - Epoch [56][500/3405] lr: 1.755e-02, eta: 1 day, 16:21:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.4171, loss: 3.4171 +2025-06-28 16:48:56,762 - pyskl - INFO - Epoch [56][600/3405] lr: 1.754e-02, eta: 1 day, 16:21:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 3.3789, loss: 3.3789 +2025-06-28 16:49:41,243 - pyskl - INFO - Epoch [56][700/3405] lr: 1.754e-02, eta: 1 day, 16:20:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 3.3167, loss: 3.3167 +2025-06-28 16:50:25,661 - pyskl - INFO - Epoch [56][800/3405] lr: 1.753e-02, eta: 1 day, 16:19:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9806, loss_cls: 3.3556, loss: 3.3556 +2025-06-28 16:51:10,075 - pyskl - INFO - Epoch [56][900/3405] lr: 1.752e-02, eta: 1 day, 16:18:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 3.3081, loss: 3.3081 +2025-06-28 16:51:54,502 - pyskl - INFO - Epoch [56][1000/3405] lr: 1.751e-02, eta: 1 day, 16:18:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 3.4135, loss: 3.4135 +2025-06-28 16:52:38,833 - pyskl - INFO - Epoch [56][1100/3405] lr: 1.751e-02, eta: 1 day, 16:17:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 3.2492, loss: 3.2492 +2025-06-28 16:53:23,137 - pyskl - INFO - Epoch [56][1200/3405] lr: 1.750e-02, eta: 1 day, 16:16:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 3.3824, loss: 3.3824 +2025-06-28 16:54:07,389 - pyskl - INFO - Epoch [56][1300/3405] lr: 1.749e-02, eta: 1 day, 16:15:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 3.2959, loss: 3.2959 +2025-06-28 16:54:51,771 - pyskl - INFO - Epoch [56][1400/3405] lr: 1.749e-02, eta: 1 day, 16:15:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 3.5786, loss: 3.5786 +2025-06-28 16:55:36,337 - pyskl - INFO - Epoch [56][1500/3405] lr: 1.748e-02, eta: 1 day, 16:14:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 3.6031, loss: 3.6031 +2025-06-28 16:56:20,756 - pyskl - INFO - Epoch [56][1600/3405] lr: 1.747e-02, eta: 1 day, 16:13:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 3.3920, loss: 3.3920 +2025-06-28 16:57:04,987 - pyskl - INFO - Epoch [56][1700/3405] lr: 1.746e-02, eta: 1 day, 16:12:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 3.5248, loss: 3.5248 +2025-06-28 16:57:49,193 - pyskl - INFO - Epoch [56][1800/3405] lr: 1.746e-02, eta: 1 day, 16:12:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 3.4328, loss: 3.4328 +2025-06-28 16:58:33,428 - pyskl - INFO - Epoch [56][1900/3405] lr: 1.745e-02, eta: 1 day, 16:11:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 3.4141, loss: 3.4141 +2025-06-28 16:59:17,616 - pyskl - INFO - Epoch [56][2000/3405] lr: 1.744e-02, eta: 1 day, 16:10:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 3.3869, loss: 3.3869 +2025-06-28 17:00:01,742 - pyskl - INFO - Epoch [56][2100/3405] lr: 1.744e-02, eta: 1 day, 16:09:41, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 3.4483, loss: 3.4483 +2025-06-28 17:00:46,036 - pyskl - INFO - Epoch [56][2200/3405] lr: 1.743e-02, eta: 1 day, 16:08:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.4328, loss: 3.4328 +2025-06-28 17:01:30,572 - pyskl - INFO - Epoch [56][2300/3405] lr: 1.742e-02, eta: 1 day, 16:08:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.4135, loss: 3.4135 +2025-06-28 17:02:15,008 - pyskl - INFO - Epoch [56][2400/3405] lr: 1.742e-02, eta: 1 day, 16:07:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 3.4294, loss: 3.4294 +2025-06-28 17:02:59,358 - pyskl - INFO - Epoch [56][2500/3405] lr: 1.741e-02, eta: 1 day, 16:06:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9806, loss_cls: 3.3422, loss: 3.3422 +2025-06-28 17:03:43,475 - pyskl - INFO - Epoch [56][2600/3405] lr: 1.740e-02, eta: 1 day, 16:05:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9594, loss_cls: 3.5930, loss: 3.5930 +2025-06-28 17:04:27,825 - pyskl - INFO - Epoch [56][2700/3405] lr: 1.739e-02, eta: 1 day, 16:05:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 3.6064, loss: 3.6064 +2025-06-28 17:05:11,838 - pyskl - INFO - Epoch [56][2800/3405] lr: 1.739e-02, eta: 1 day, 16:04:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 3.5290, loss: 3.5290 +2025-06-28 17:05:55,975 - pyskl - INFO - Epoch [56][2900/3405] lr: 1.738e-02, eta: 1 day, 16:03:32, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 3.4991, loss: 3.4991 +2025-06-28 17:06:40,080 - pyskl - INFO - Epoch [56][3000/3405] lr: 1.737e-02, eta: 1 day, 16:02:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 3.5771, loss: 3.5771 +2025-06-28 17:07:24,575 - pyskl - INFO - Epoch [56][3100/3405] lr: 1.737e-02, eta: 1 day, 16:02:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 3.5310, loss: 3.5310 +2025-06-28 17:08:09,074 - pyskl - INFO - Epoch [56][3200/3405] lr: 1.736e-02, eta: 1 day, 16:01:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.4780, loss: 3.4780 +2025-06-28 17:08:53,201 - pyskl - INFO - Epoch [56][3300/3405] lr: 1.735e-02, eta: 1 day, 16:00:27, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 3.3846, loss: 3.3846 +2025-06-28 17:09:37,326 - pyskl - INFO - Epoch [56][3400/3405] lr: 1.734e-02, eta: 1 day, 15:59:41, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 3.3826, loss: 3.3826 +2025-06-28 17:09:39,910 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-06-28 17:13:32,037 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 17:13:32,578 - pyskl - INFO - +top1_acc 0.7707 +top5_acc 0.9537 +2025-06-28 17:13:32,597 - pyskl - INFO - Epoch(val) [56][3718] top1_acc: 0.7707, top5_acc: 0.9537 +2025-06-28 17:14:40,437 - pyskl - INFO - Epoch [57][100/3405] lr: 1.734e-02, eta: 1 day, 15:59:28, time: 0.678, data_time: 0.233, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9775, loss_cls: 3.3736, loss: 3.3736 +2025-06-28 17:15:25,232 - pyskl - INFO - Epoch [57][200/3405] lr: 1.733e-02, eta: 1 day, 15:58:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 3.3035, loss: 3.3035 +2025-06-28 17:16:09,846 - pyskl - INFO - Epoch [57][300/3405] lr: 1.732e-02, eta: 1 day, 15:57:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 3.3679, loss: 3.3679 +2025-06-28 17:16:54,175 - pyskl - INFO - Epoch [57][400/3405] lr: 1.732e-02, eta: 1 day, 15:57:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9769, loss_cls: 3.4823, loss: 3.4823 +2025-06-28 17:17:38,539 - pyskl - INFO - Epoch [57][500/3405] lr: 1.731e-02, eta: 1 day, 15:56:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 3.3706, loss: 3.3706 +2025-06-28 17:18:22,912 - pyskl - INFO - Epoch [57][600/3405] lr: 1.730e-02, eta: 1 day, 15:55:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 3.4661, loss: 3.4661 +2025-06-28 17:19:07,127 - pyskl - INFO - Epoch [57][700/3405] lr: 1.729e-02, eta: 1 day, 15:54:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.4359, loss: 3.4359 +2025-06-28 17:19:51,393 - pyskl - INFO - Epoch [57][800/3405] lr: 1.729e-02, eta: 1 day, 15:54:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 3.4393, loss: 3.4393 +2025-06-28 17:20:35,661 - pyskl - INFO - Epoch [57][900/3405] lr: 1.728e-02, eta: 1 day, 15:53:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 3.3798, loss: 3.3798 +2025-06-28 17:21:19,916 - pyskl - INFO - Epoch [57][1000/3405] lr: 1.727e-02, eta: 1 day, 15:52:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 3.2155, loss: 3.2155 +2025-06-28 17:22:04,197 - pyskl - INFO - Epoch [57][1100/3405] lr: 1.727e-02, eta: 1 day, 15:51:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 3.2301, loss: 3.2301 +2025-06-28 17:22:48,432 - pyskl - INFO - Epoch [57][1200/3405] lr: 1.726e-02, eta: 1 day, 15:51:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9631, loss_cls: 3.5131, loss: 3.5131 +2025-06-28 17:23:32,808 - pyskl - INFO - Epoch [57][1300/3405] lr: 1.725e-02, eta: 1 day, 15:50:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9794, loss_cls: 3.4579, loss: 3.4579 +2025-06-28 17:24:17,020 - pyskl - INFO - Epoch [57][1400/3405] lr: 1.724e-02, eta: 1 day, 15:49:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9681, loss_cls: 3.4201, loss: 3.4201 +2025-06-28 17:25:01,257 - pyskl - INFO - Epoch [57][1500/3405] lr: 1.724e-02, eta: 1 day, 15:48:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 3.4399, loss: 3.4399 +2025-06-28 17:25:45,629 - pyskl - INFO - Epoch [57][1600/3405] lr: 1.723e-02, eta: 1 day, 15:47:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9700, loss_cls: 3.3578, loss: 3.3578 +2025-06-28 17:26:29,970 - pyskl - INFO - Epoch [57][1700/3405] lr: 1.722e-02, eta: 1 day, 15:47:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9681, loss_cls: 3.4036, loss: 3.4036 +2025-06-28 17:27:14,224 - pyskl - INFO - Epoch [57][1800/3405] lr: 1.722e-02, eta: 1 day, 15:46:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9806, loss_cls: 3.2994, loss: 3.2994 +2025-06-28 17:27:58,470 - pyskl - INFO - Epoch [57][1900/3405] lr: 1.721e-02, eta: 1 day, 15:45:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 3.5390, loss: 3.5390 +2025-06-28 17:28:42,648 - pyskl - INFO - Epoch [57][2000/3405] lr: 1.720e-02, eta: 1 day, 15:44:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 3.3853, loss: 3.3853 +2025-06-28 17:29:26,947 - pyskl - INFO - Epoch [57][2100/3405] lr: 1.719e-02, eta: 1 day, 15:44:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 3.4581, loss: 3.4581 +2025-06-28 17:30:11,251 - pyskl - INFO - Epoch [57][2200/3405] lr: 1.719e-02, eta: 1 day, 15:43:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9775, loss_cls: 3.5085, loss: 3.5085 +2025-06-28 17:30:55,442 - pyskl - INFO - Epoch [57][2300/3405] lr: 1.718e-02, eta: 1 day, 15:42:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 3.4582, loss: 3.4582 +2025-06-28 17:31:39,623 - pyskl - INFO - Epoch [57][2400/3405] lr: 1.717e-02, eta: 1 day, 15:41:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 3.3612, loss: 3.3612 +2025-06-28 17:32:23,819 - pyskl - INFO - Epoch [57][2500/3405] lr: 1.717e-02, eta: 1 day, 15:41:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 3.3442, loss: 3.3442 +2025-06-28 17:33:07,986 - pyskl - INFO - Epoch [57][2600/3405] lr: 1.716e-02, eta: 1 day, 15:40:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9644, loss_cls: 3.4218, loss: 3.4218 +2025-06-28 17:33:52,154 - pyskl - INFO - Epoch [57][2700/3405] lr: 1.715e-02, eta: 1 day, 15:39:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 3.4132, loss: 3.4132 +2025-06-28 17:34:36,382 - pyskl - INFO - Epoch [57][2800/3405] lr: 1.714e-02, eta: 1 day, 15:38:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 3.4921, loss: 3.4921 +2025-06-28 17:35:20,592 - pyskl - INFO - Epoch [57][2900/3405] lr: 1.714e-02, eta: 1 day, 15:37:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.4490, loss: 3.4490 +2025-06-28 17:36:04,962 - pyskl - INFO - Epoch [57][3000/3405] lr: 1.713e-02, eta: 1 day, 15:37:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.3506, loss: 3.3506 +2025-06-28 17:36:49,172 - pyskl - INFO - Epoch [57][3100/3405] lr: 1.712e-02, eta: 1 day, 15:36:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 3.4626, loss: 3.4626 +2025-06-28 17:37:33,393 - pyskl - INFO - Epoch [57][3200/3405] lr: 1.712e-02, eta: 1 day, 15:35:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 3.4593, loss: 3.4593 +2025-06-28 17:38:17,739 - pyskl - INFO - Epoch [57][3300/3405] lr: 1.711e-02, eta: 1 day, 15:34:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 3.5061, loss: 3.5061 +2025-06-28 17:39:01,955 - pyskl - INFO - Epoch [57][3400/3405] lr: 1.710e-02, eta: 1 day, 15:34:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9644, loss_cls: 3.3917, loss: 3.3917 +2025-06-28 17:39:04,566 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-06-28 17:42:56,933 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 17:42:57,473 - pyskl - INFO - +top1_acc 0.7917 +top5_acc 0.9572 +2025-06-28 17:42:57,493 - pyskl - INFO - Epoch(val) [57][3718] top1_acc: 0.7917, top5_acc: 0.9572 +2025-06-28 17:44:05,339 - pyskl - INFO - Epoch [58][100/3405] lr: 1.709e-02, eta: 1 day, 15:33:52, time: 0.678, data_time: 0.235, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 3.3024, loss: 3.3024 +2025-06-28 17:44:49,683 - pyskl - INFO - Epoch [58][200/3405] lr: 1.709e-02, eta: 1 day, 15:33:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.4625, loss: 3.4625 +2025-06-28 17:45:34,012 - pyskl - INFO - Epoch [58][300/3405] lr: 1.708e-02, eta: 1 day, 15:32:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.2419, loss: 3.2419 +2025-06-28 17:46:18,158 - pyskl - INFO - Epoch [58][400/3405] lr: 1.707e-02, eta: 1 day, 15:31:33, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9794, loss_cls: 3.3452, loss: 3.3452 +2025-06-28 17:47:02,251 - pyskl - INFO - Epoch [58][500/3405] lr: 1.707e-02, eta: 1 day, 15:30:47, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.4340, loss: 3.4340 +2025-06-28 17:47:46,571 - pyskl - INFO - Epoch [58][600/3405] lr: 1.706e-02, eta: 1 day, 15:30:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 3.2972, loss: 3.2972 +2025-06-28 17:48:30,930 - pyskl - INFO - Epoch [58][700/3405] lr: 1.705e-02, eta: 1 day, 15:29:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 3.3224, loss: 3.3224 +2025-06-28 17:49:15,338 - pyskl - INFO - Epoch [58][800/3405] lr: 1.704e-02, eta: 1 day, 15:28:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9762, loss_cls: 3.3951, loss: 3.3951 +2025-06-28 17:49:59,728 - pyskl - INFO - Epoch [58][900/3405] lr: 1.704e-02, eta: 1 day, 15:27:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 3.3576, loss: 3.3576 +2025-06-28 17:50:44,122 - pyskl - INFO - Epoch [58][1000/3405] lr: 1.703e-02, eta: 1 day, 15:26:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 3.3385, loss: 3.3385 +2025-06-28 17:51:28,554 - pyskl - INFO - Epoch [58][1100/3405] lr: 1.702e-02, eta: 1 day, 15:26:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9756, loss_cls: 3.4785, loss: 3.4785 +2025-06-28 17:52:12,963 - pyskl - INFO - Epoch [58][1200/3405] lr: 1.702e-02, eta: 1 day, 15:25:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9644, loss_cls: 3.5077, loss: 3.5077 +2025-06-28 17:52:57,336 - pyskl - INFO - Epoch [58][1300/3405] lr: 1.701e-02, eta: 1 day, 15:24:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9631, loss_cls: 3.4689, loss: 3.4689 +2025-06-28 17:53:41,666 - pyskl - INFO - Epoch [58][1400/3405] lr: 1.700e-02, eta: 1 day, 15:23:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9788, loss_cls: 3.2945, loss: 3.2945 +2025-06-28 17:54:26,040 - pyskl - INFO - Epoch [58][1500/3405] lr: 1.699e-02, eta: 1 day, 15:23:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 3.4423, loss: 3.4423 +2025-06-28 17:55:10,463 - pyskl - INFO - Epoch [58][1600/3405] lr: 1.699e-02, eta: 1 day, 15:22:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.3357, loss: 3.3357 +2025-06-28 17:55:54,883 - pyskl - INFO - Epoch [58][1700/3405] lr: 1.698e-02, eta: 1 day, 15:21:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 3.4365, loss: 3.4365 +2025-06-28 17:56:39,553 - pyskl - INFO - Epoch [58][1800/3405] lr: 1.697e-02, eta: 1 day, 15:20:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9775, loss_cls: 3.4093, loss: 3.4093 +2025-06-28 17:57:23,768 - pyskl - INFO - Epoch [58][1900/3405] lr: 1.697e-02, eta: 1 day, 15:20:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 3.4307, loss: 3.4307 +2025-06-28 17:58:08,018 - pyskl - INFO - Epoch [58][2000/3405] lr: 1.696e-02, eta: 1 day, 15:19:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9756, loss_cls: 3.4722, loss: 3.4722 +2025-06-28 17:58:52,298 - pyskl - INFO - Epoch [58][2100/3405] lr: 1.695e-02, eta: 1 day, 15:18:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 3.3653, loss: 3.3653 +2025-06-28 17:59:36,558 - pyskl - INFO - Epoch [58][2200/3405] lr: 1.694e-02, eta: 1 day, 15:17:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 3.2737, loss: 3.2737 +2025-06-28 18:00:21,130 - pyskl - INFO - Epoch [58][2300/3405] lr: 1.694e-02, eta: 1 day, 15:16:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9669, loss_cls: 3.5943, loss: 3.5943 +2025-06-28 18:01:05,543 - pyskl - INFO - Epoch [58][2400/3405] lr: 1.693e-02, eta: 1 day, 15:16:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.4800, loss: 3.4800 +2025-06-28 18:01:50,106 - pyskl - INFO - Epoch [58][2500/3405] lr: 1.692e-02, eta: 1 day, 15:15:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.3447, loss: 3.3447 +2025-06-28 18:02:34,714 - pyskl - INFO - Epoch [58][2600/3405] lr: 1.692e-02, eta: 1 day, 15:14:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 3.4057, loss: 3.4057 +2025-06-28 18:03:19,075 - pyskl - INFO - Epoch [58][2700/3405] lr: 1.691e-02, eta: 1 day, 15:13:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 3.3470, loss: 3.3470 +2025-06-28 18:04:03,418 - pyskl - INFO - Epoch [58][2800/3405] lr: 1.690e-02, eta: 1 day, 15:13:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9712, loss_cls: 3.3649, loss: 3.3649 +2025-06-28 18:04:47,771 - pyskl - INFO - Epoch [58][2900/3405] lr: 1.689e-02, eta: 1 day, 15:12:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9669, loss_cls: 3.4473, loss: 3.4473 +2025-06-28 18:05:32,266 - pyskl - INFO - Epoch [58][3000/3405] lr: 1.689e-02, eta: 1 day, 15:11:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 3.4188, loss: 3.4188 +2025-06-28 18:06:16,715 - pyskl - INFO - Epoch [58][3100/3405] lr: 1.688e-02, eta: 1 day, 15:10:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.2157, loss: 3.2157 +2025-06-28 18:07:01,174 - pyskl - INFO - Epoch [58][3200/3405] lr: 1.687e-02, eta: 1 day, 15:10:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.4242, loss: 3.4242 +2025-06-28 18:07:45,602 - pyskl - INFO - Epoch [58][3300/3405] lr: 1.686e-02, eta: 1 day, 15:09:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 3.3516, loss: 3.3516 +2025-06-28 18:08:30,019 - pyskl - INFO - Epoch [58][3400/3405] lr: 1.686e-02, eta: 1 day, 15:08:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9694, loss_cls: 3.3298, loss: 3.3298 +2025-06-28 18:08:32,659 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-06-28 18:12:25,280 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 18:12:25,835 - pyskl - INFO - +top1_acc 0.7873 +top5_acc 0.9581 +2025-06-28 18:12:25,859 - pyskl - INFO - Epoch(val) [58][3718] top1_acc: 0.7873, top5_acc: 0.9581 +2025-06-28 18:13:34,208 - pyskl - INFO - Epoch [59][100/3405] lr: 1.685e-02, eta: 1 day, 15:08:21, time: 0.683, data_time: 0.238, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9744, loss_cls: 3.2629, loss: 3.2629 +2025-06-28 18:14:18,941 - pyskl - INFO - Epoch [59][200/3405] lr: 1.684e-02, eta: 1 day, 15:07:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.3875, loss: 3.3875 +2025-06-28 18:15:03,607 - pyskl - INFO - Epoch [59][300/3405] lr: 1.684e-02, eta: 1 day, 15:06:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 3.2648, loss: 3.2648 +2025-06-28 18:15:48,130 - pyskl - INFO - Epoch [59][400/3405] lr: 1.683e-02, eta: 1 day, 15:06:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.3121, loss: 3.3121 +2025-06-28 18:16:32,472 - pyskl - INFO - Epoch [59][500/3405] lr: 1.682e-02, eta: 1 day, 15:05:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.3870, loss: 3.3870 +2025-06-28 18:17:16,831 - pyskl - INFO - Epoch [59][600/3405] lr: 1.681e-02, eta: 1 day, 15:04:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 3.3099, loss: 3.3099 +2025-06-28 18:18:01,298 - pyskl - INFO - Epoch [59][700/3405] lr: 1.681e-02, eta: 1 day, 15:03:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9806, loss_cls: 3.2964, loss: 3.2964 +2025-06-28 18:18:45,635 - pyskl - INFO - Epoch [59][800/3405] lr: 1.680e-02, eta: 1 day, 15:03:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 3.4201, loss: 3.4201 +2025-06-28 18:19:30,090 - pyskl - INFO - Epoch [59][900/3405] lr: 1.679e-02, eta: 1 day, 15:02:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9806, loss_cls: 3.4137, loss: 3.4137 +2025-06-28 18:20:14,443 - pyskl - INFO - Epoch [59][1000/3405] lr: 1.679e-02, eta: 1 day, 15:01:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.3207, loss: 3.3207 +2025-06-28 18:20:58,833 - pyskl - INFO - Epoch [59][1100/3405] lr: 1.678e-02, eta: 1 day, 15:00:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 3.3538, loss: 3.3538 +2025-06-28 18:21:43,295 - pyskl - INFO - Epoch [59][1200/3405] lr: 1.677e-02, eta: 1 day, 14:59:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 3.3323, loss: 3.3323 +2025-06-28 18:22:27,554 - pyskl - INFO - Epoch [59][1300/3405] lr: 1.676e-02, eta: 1 day, 14:59:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 3.4164, loss: 3.4164 +2025-06-28 18:23:11,745 - pyskl - INFO - Epoch [59][1400/3405] lr: 1.676e-02, eta: 1 day, 14:58:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.3626, loss: 3.3626 +2025-06-28 18:23:55,905 - pyskl - INFO - Epoch [59][1500/3405] lr: 1.675e-02, eta: 1 day, 14:57:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.3588, loss: 3.3588 +2025-06-28 18:24:39,883 - pyskl - INFO - Epoch [59][1600/3405] lr: 1.674e-02, eta: 1 day, 14:56:52, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 3.2312, loss: 3.2312 +2025-06-28 18:25:23,956 - pyskl - INFO - Epoch [59][1700/3405] lr: 1.673e-02, eta: 1 day, 14:56:06, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.4252, loss: 3.4252 +2025-06-28 18:26:08,278 - pyskl - INFO - Epoch [59][1800/3405] lr: 1.673e-02, eta: 1 day, 14:55:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9850, loss_cls: 3.2821, loss: 3.2821 +2025-06-28 18:26:52,735 - pyskl - INFO - Epoch [59][1900/3405] lr: 1.672e-02, eta: 1 day, 14:54:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 3.3836, loss: 3.3836 +2025-06-28 18:27:37,100 - pyskl - INFO - Epoch [59][2000/3405] lr: 1.671e-02, eta: 1 day, 14:53:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.3652, loss: 3.3652 +2025-06-28 18:28:21,373 - pyskl - INFO - Epoch [59][2100/3405] lr: 1.671e-02, eta: 1 day, 14:53:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 3.3474, loss: 3.3474 +2025-06-28 18:29:05,700 - pyskl - INFO - Epoch [59][2200/3405] lr: 1.670e-02, eta: 1 day, 14:52:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 3.4577, loss: 3.4577 +2025-06-28 18:29:50,060 - pyskl - INFO - Epoch [59][2300/3405] lr: 1.669e-02, eta: 1 day, 14:51:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9738, loss_cls: 3.4007, loss: 3.4007 +2025-06-28 18:30:34,427 - pyskl - INFO - Epoch [59][2400/3405] lr: 1.668e-02, eta: 1 day, 14:50:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 3.4331, loss: 3.4331 +2025-06-28 18:31:18,768 - pyskl - INFO - Epoch [59][2500/3405] lr: 1.668e-02, eta: 1 day, 14:49:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 3.3936, loss: 3.3936 +2025-06-28 18:32:03,194 - pyskl - INFO - Epoch [59][2600/3405] lr: 1.667e-02, eta: 1 day, 14:49:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 3.4041, loss: 3.4041 +2025-06-28 18:32:47,519 - pyskl - INFO - Epoch [59][2700/3405] lr: 1.666e-02, eta: 1 day, 14:48:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 3.3799, loss: 3.3799 +2025-06-28 18:33:31,790 - pyskl - INFO - Epoch [59][2800/3405] lr: 1.665e-02, eta: 1 day, 14:47:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9613, loss_cls: 3.5763, loss: 3.5763 +2025-06-28 18:34:16,032 - pyskl - INFO - Epoch [59][2900/3405] lr: 1.665e-02, eta: 1 day, 14:46:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 3.2910, loss: 3.2910 +2025-06-28 18:35:00,505 - pyskl - INFO - Epoch [59][3000/3405] lr: 1.664e-02, eta: 1 day, 14:46:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9706, loss_cls: 3.4584, loss: 3.4584 +2025-06-28 18:35:45,076 - pyskl - INFO - Epoch [59][3100/3405] lr: 1.663e-02, eta: 1 day, 14:45:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.3872, loss: 3.3872 +2025-06-28 18:36:29,520 - pyskl - INFO - Epoch [59][3200/3405] lr: 1.663e-02, eta: 1 day, 14:44:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9731, loss_cls: 3.5172, loss: 3.5172 +2025-06-28 18:37:14,012 - pyskl - INFO - Epoch [59][3300/3405] lr: 1.662e-02, eta: 1 day, 14:43:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 3.2335, loss: 3.2335 +2025-06-28 18:37:58,310 - pyskl - INFO - Epoch [59][3400/3405] lr: 1.661e-02, eta: 1 day, 14:43:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 3.3679, loss: 3.3679 +2025-06-28 18:38:00,905 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-06-28 18:41:53,492 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 18:41:54,038 - pyskl - INFO - +top1_acc 0.7860 +top5_acc 0.9552 +2025-06-28 18:41:54,058 - pyskl - INFO - Epoch(val) [59][3718] top1_acc: 0.7860, top5_acc: 0.9552 +2025-06-28 18:43:01,818 - pyskl - INFO - Epoch [60][100/3405] lr: 1.660e-02, eta: 1 day, 14:42:49, time: 0.678, data_time: 0.234, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.2974, loss: 3.2974 +2025-06-28 18:43:46,122 - pyskl - INFO - Epoch [60][200/3405] lr: 1.660e-02, eta: 1 day, 14:42:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9681, loss_cls: 3.4019, loss: 3.4019 +2025-06-28 18:44:30,510 - pyskl - INFO - Epoch [60][300/3405] lr: 1.659e-02, eta: 1 day, 14:41:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9744, loss_cls: 3.2273, loss: 3.2273 +2025-06-28 18:45:14,803 - pyskl - INFO - Epoch [60][400/3405] lr: 1.658e-02, eta: 1 day, 14:40:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9788, loss_cls: 3.2844, loss: 3.2844 +2025-06-28 18:45:59,503 - pyskl - INFO - Epoch [60][500/3405] lr: 1.657e-02, eta: 1 day, 14:39:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.2918, loss: 3.2918 +2025-06-28 18:46:44,013 - pyskl - INFO - Epoch [60][600/3405] lr: 1.657e-02, eta: 1 day, 14:39:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 3.3312, loss: 3.3312 +2025-06-28 18:47:28,511 - pyskl - INFO - Epoch [60][700/3405] lr: 1.656e-02, eta: 1 day, 14:38:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.3075, loss: 3.3075 +2025-06-28 18:48:12,908 - pyskl - INFO - Epoch [60][800/3405] lr: 1.655e-02, eta: 1 day, 14:37:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 3.1958, loss: 3.1958 +2025-06-28 18:48:57,252 - pyskl - INFO - Epoch [60][900/3405] lr: 1.655e-02, eta: 1 day, 14:36:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9706, loss_cls: 3.1999, loss: 3.1999 +2025-06-28 18:49:41,607 - pyskl - INFO - Epoch [60][1000/3405] lr: 1.654e-02, eta: 1 day, 14:35:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9800, loss_cls: 3.2728, loss: 3.2728 +2025-06-28 18:50:25,955 - pyskl - INFO - Epoch [60][1100/3405] lr: 1.653e-02, eta: 1 day, 14:35:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 3.3445, loss: 3.3445 +2025-06-28 18:51:10,309 - pyskl - INFO - Epoch [60][1200/3405] lr: 1.652e-02, eta: 1 day, 14:34:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.3443, loss: 3.3443 +2025-06-28 18:51:54,656 - pyskl - INFO - Epoch [60][1300/3405] lr: 1.652e-02, eta: 1 day, 14:33:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9819, loss_cls: 3.3408, loss: 3.3408 +2025-06-28 18:52:39,025 - pyskl - INFO - Epoch [60][1400/3405] lr: 1.651e-02, eta: 1 day, 14:32:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 3.4121, loss: 3.4121 +2025-06-28 18:53:23,432 - pyskl - INFO - Epoch [60][1500/3405] lr: 1.650e-02, eta: 1 day, 14:32:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 3.2870, loss: 3.2870 +2025-06-28 18:54:07,776 - pyskl - INFO - Epoch [60][1600/3405] lr: 1.649e-02, eta: 1 day, 14:31:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.3824, loss: 3.3824 +2025-06-28 18:54:52,205 - pyskl - INFO - Epoch [60][1700/3405] lr: 1.649e-02, eta: 1 day, 14:30:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 3.3634, loss: 3.3634 +2025-06-28 18:55:36,675 - pyskl - INFO - Epoch [60][1800/3405] lr: 1.648e-02, eta: 1 day, 14:29:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 3.3367, loss: 3.3367 +2025-06-28 18:56:21,074 - pyskl - INFO - Epoch [60][1900/3405] lr: 1.647e-02, eta: 1 day, 14:29:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9669, loss_cls: 3.3995, loss: 3.3995 +2025-06-28 18:57:05,326 - pyskl - INFO - Epoch [60][2000/3405] lr: 1.647e-02, eta: 1 day, 14:28:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.3999, loss: 3.3999 +2025-06-28 18:57:49,581 - pyskl - INFO - Epoch [60][2100/3405] lr: 1.646e-02, eta: 1 day, 14:27:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 3.3248, loss: 3.3248 +2025-06-28 18:58:33,853 - pyskl - INFO - Epoch [60][2200/3405] lr: 1.645e-02, eta: 1 day, 14:26:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.4039, loss: 3.4039 +2025-06-28 18:59:18,154 - pyskl - INFO - Epoch [60][2300/3405] lr: 1.644e-02, eta: 1 day, 14:25:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.2622, loss: 3.2622 +2025-06-28 19:00:02,413 - pyskl - INFO - Epoch [60][2400/3405] lr: 1.644e-02, eta: 1 day, 14:25:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 3.4883, loss: 3.4883 +2025-06-28 19:00:46,678 - pyskl - INFO - Epoch [60][2500/3405] lr: 1.643e-02, eta: 1 day, 14:24:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9681, loss_cls: 3.3475, loss: 3.3475 +2025-06-28 19:01:31,045 - pyskl - INFO - Epoch [60][2600/3405] lr: 1.642e-02, eta: 1 day, 14:23:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 3.4374, loss: 3.4374 +2025-06-28 19:02:15,348 - pyskl - INFO - Epoch [60][2700/3405] lr: 1.641e-02, eta: 1 day, 14:22:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9775, loss_cls: 3.4363, loss: 3.4363 +2025-06-28 19:02:59,693 - pyskl - INFO - Epoch [60][2800/3405] lr: 1.641e-02, eta: 1 day, 14:22:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9731, loss_cls: 3.4395, loss: 3.4395 +2025-06-28 19:03:43,999 - pyskl - INFO - Epoch [60][2900/3405] lr: 1.640e-02, eta: 1 day, 14:21:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 3.3463, loss: 3.3463 +2025-06-28 19:04:28,566 - pyskl - INFO - Epoch [60][3000/3405] lr: 1.639e-02, eta: 1 day, 14:20:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 3.2455, loss: 3.2455 +2025-06-28 19:05:13,067 - pyskl - INFO - Epoch [60][3100/3405] lr: 1.639e-02, eta: 1 day, 14:19:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.3300, loss: 3.3300 +2025-06-28 19:05:57,373 - pyskl - INFO - Epoch [60][3200/3405] lr: 1.638e-02, eta: 1 day, 14:19:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 3.3683, loss: 3.3683 +2025-06-28 19:06:41,867 - pyskl - INFO - Epoch [60][3300/3405] lr: 1.637e-02, eta: 1 day, 14:18:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 3.2912, loss: 3.2912 +2025-06-28 19:07:26,189 - pyskl - INFO - Epoch [60][3400/3405] lr: 1.636e-02, eta: 1 day, 14:17:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.3528, loss: 3.3528 +2025-06-28 19:07:28,791 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-06-28 19:25:53,141 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 19:25:53,755 - pyskl - INFO - +top1_acc 0.7807 +top5_acc 0.9528 +2025-06-28 19:25:53,778 - pyskl - INFO - Epoch(val) [60][3718] top1_acc: 0.7807, top5_acc: 0.9528 +2025-06-28 19:27:02,592 - pyskl - INFO - Epoch [61][100/3405] lr: 1.636e-02, eta: 1 day, 14:17:19, time: 0.688, data_time: 0.240, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.2481, loss: 3.2481 +2025-06-28 19:27:47,277 - pyskl - INFO - Epoch [61][200/3405] lr: 1.635e-02, eta: 1 day, 14:16:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 3.2283, loss: 3.2283 +2025-06-28 19:28:31,979 - pyskl - INFO - Epoch [61][300/3405] lr: 1.634e-02, eta: 1 day, 14:15:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 3.3185, loss: 3.3185 +2025-06-28 19:29:16,568 - pyskl - INFO - Epoch [61][400/3405] lr: 1.633e-02, eta: 1 day, 14:15:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.2554, loss: 3.2554 +2025-06-28 19:30:01,125 - pyskl - INFO - Epoch [61][500/3405] lr: 1.633e-02, eta: 1 day, 14:14:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 3.2533, loss: 3.2533 +2025-06-28 19:30:45,458 - pyskl - INFO - Epoch [61][600/3405] lr: 1.632e-02, eta: 1 day, 14:13:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 3.2661, loss: 3.2661 +2025-06-28 19:31:29,811 - pyskl - INFO - Epoch [61][700/3405] lr: 1.631e-02, eta: 1 day, 14:12:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 3.3489, loss: 3.3489 +2025-06-28 19:32:14,215 - pyskl - INFO - Epoch [61][800/3405] lr: 1.630e-02, eta: 1 day, 14:11:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 3.3319, loss: 3.3319 +2025-06-28 19:32:58,615 - pyskl - INFO - Epoch [61][900/3405] lr: 1.630e-02, eta: 1 day, 14:11:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.3473, loss: 3.3473 +2025-06-28 19:33:42,994 - pyskl - INFO - Epoch [61][1000/3405] lr: 1.629e-02, eta: 1 day, 14:10:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 3.4066, loss: 3.4066 +2025-06-28 19:34:27,494 - pyskl - INFO - Epoch [61][1100/3405] lr: 1.628e-02, eta: 1 day, 14:09:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 3.3708, loss: 3.3708 +2025-06-28 19:35:12,070 - pyskl - INFO - Epoch [61][1200/3405] lr: 1.627e-02, eta: 1 day, 14:08:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 3.3687, loss: 3.3687 +2025-06-28 19:35:56,497 - pyskl - INFO - Epoch [61][1300/3405] lr: 1.627e-02, eta: 1 day, 14:08:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.4049, loss: 3.4049 +2025-06-28 19:36:40,907 - pyskl - INFO - Epoch [61][1400/3405] lr: 1.626e-02, eta: 1 day, 14:07:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.3448, loss: 3.3448 +2025-06-28 19:37:25,394 - pyskl - INFO - Epoch [61][1500/3405] lr: 1.625e-02, eta: 1 day, 14:06:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9712, loss_cls: 3.3413, loss: 3.3413 +2025-06-28 19:38:09,890 - pyskl - INFO - Epoch [61][1600/3405] lr: 1.625e-02, eta: 1 day, 14:05:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 3.3592, loss: 3.3592 +2025-06-28 19:38:54,271 - pyskl - INFO - Epoch [61][1700/3405] lr: 1.624e-02, eta: 1 day, 14:05:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 3.4455, loss: 3.4455 +2025-06-28 19:39:38,864 - pyskl - INFO - Epoch [61][1800/3405] lr: 1.623e-02, eta: 1 day, 14:04:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 3.2206, loss: 3.2206 +2025-06-28 19:40:23,542 - pyskl - INFO - Epoch [61][1900/3405] lr: 1.622e-02, eta: 1 day, 14:03:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.2384, loss: 3.2384 +2025-06-28 19:41:07,990 - pyskl - INFO - Epoch [61][2000/3405] lr: 1.622e-02, eta: 1 day, 14:02:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 3.4072, loss: 3.4072 +2025-06-28 19:41:52,320 - pyskl - INFO - Epoch [61][2100/3405] lr: 1.621e-02, eta: 1 day, 14:02:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9769, loss_cls: 3.4726, loss: 3.4726 +2025-06-28 19:42:36,583 - pyskl - INFO - Epoch [61][2200/3405] lr: 1.620e-02, eta: 1 day, 14:01:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.4080, loss: 3.4080 +2025-06-28 19:43:21,112 - pyskl - INFO - Epoch [61][2300/3405] lr: 1.619e-02, eta: 1 day, 14:00:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 3.3132, loss: 3.3132 +2025-06-28 19:44:05,688 - pyskl - INFO - Epoch [61][2400/3405] lr: 1.619e-02, eta: 1 day, 13:59:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 3.4230, loss: 3.4230 +2025-06-28 19:44:50,175 - pyskl - INFO - Epoch [61][2500/3405] lr: 1.618e-02, eta: 1 day, 13:59:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 3.2517, loss: 3.2517 +2025-06-28 19:45:34,655 - pyskl - INFO - Epoch [61][2600/3405] lr: 1.617e-02, eta: 1 day, 13:58:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 3.2897, loss: 3.2897 +2025-06-28 19:46:19,060 - pyskl - INFO - Epoch [61][2700/3405] lr: 1.616e-02, eta: 1 day, 13:57:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 3.2726, loss: 3.2726 +2025-06-28 19:47:03,444 - pyskl - INFO - Epoch [61][2800/3405] lr: 1.616e-02, eta: 1 day, 13:56:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9731, loss_cls: 3.3308, loss: 3.3308 +2025-06-28 19:47:48,129 - pyskl - INFO - Epoch [61][2900/3405] lr: 1.615e-02, eta: 1 day, 13:55:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9725, loss_cls: 3.3199, loss: 3.3199 +2025-06-28 19:48:32,693 - pyskl - INFO - Epoch [61][3000/3405] lr: 1.614e-02, eta: 1 day, 13:55:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 3.3030, loss: 3.3030 +2025-06-28 19:49:16,977 - pyskl - INFO - Epoch [61][3100/3405] lr: 1.614e-02, eta: 1 day, 13:54:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 3.3295, loss: 3.3295 +2025-06-28 19:50:01,307 - pyskl - INFO - Epoch [61][3200/3405] lr: 1.613e-02, eta: 1 day, 13:53:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 3.3106, loss: 3.3106 +2025-06-28 19:50:45,659 - pyskl - INFO - Epoch [61][3300/3405] lr: 1.612e-02, eta: 1 day, 13:52:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.3018, loss: 3.3018 +2025-06-28 19:51:30,220 - pyskl - INFO - Epoch [61][3400/3405] lr: 1.611e-02, eta: 1 day, 13:52:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9775, loss_cls: 3.3406, loss: 3.3406 +2025-06-28 19:51:32,810 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-06-28 19:55:25,250 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 19:55:25,791 - pyskl - INFO - +top1_acc 0.7606 +top5_acc 0.9553 +2025-06-28 19:55:25,812 - pyskl - INFO - Epoch(val) [61][3718] top1_acc: 0.7606, top5_acc: 0.9553 +2025-06-28 19:56:33,153 - pyskl - INFO - Epoch [62][100/3405] lr: 1.611e-02, eta: 1 day, 13:51:51, time: 0.673, data_time: 0.231, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 3.2564, loss: 3.2564 +2025-06-28 19:57:17,315 - pyskl - INFO - Epoch [62][200/3405] lr: 1.610e-02, eta: 1 day, 13:51:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.2983, loss: 3.2983 +2025-06-28 19:58:01,722 - pyskl - INFO - Epoch [62][300/3405] lr: 1.609e-02, eta: 1 day, 13:50:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 3.3424, loss: 3.3424 +2025-06-28 19:58:46,148 - pyskl - INFO - Epoch [62][400/3405] lr: 1.608e-02, eta: 1 day, 13:49:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.1570, loss: 3.1570 +2025-06-28 19:59:30,690 - pyskl - INFO - Epoch [62][500/3405] lr: 1.608e-02, eta: 1 day, 13:48:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.2110, loss: 3.2110 +2025-06-28 20:00:15,021 - pyskl - INFO - Epoch [62][600/3405] lr: 1.607e-02, eta: 1 day, 13:48:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.2641, loss: 3.2641 +2025-06-28 20:00:59,353 - pyskl - INFO - Epoch [62][700/3405] lr: 1.606e-02, eta: 1 day, 13:47:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 3.2256, loss: 3.2256 +2025-06-28 20:01:43,755 - pyskl - INFO - Epoch [62][800/3405] lr: 1.605e-02, eta: 1 day, 13:46:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 3.3248, loss: 3.3248 +2025-06-28 20:02:28,091 - pyskl - INFO - Epoch [62][900/3405] lr: 1.605e-02, eta: 1 day, 13:45:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9800, loss_cls: 3.3371, loss: 3.3371 +2025-06-28 20:03:12,347 - pyskl - INFO - Epoch [62][1000/3405] lr: 1.604e-02, eta: 1 day, 13:44:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 3.1583, loss: 3.1583 +2025-06-28 20:03:56,618 - pyskl - INFO - Epoch [62][1100/3405] lr: 1.603e-02, eta: 1 day, 13:44:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 3.2336, loss: 3.2336 +2025-06-28 20:04:40,864 - pyskl - INFO - Epoch [62][1200/3405] lr: 1.602e-02, eta: 1 day, 13:43:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9669, loss_cls: 3.3826, loss: 3.3826 +2025-06-28 20:05:25,237 - pyskl - INFO - Epoch [62][1300/3405] lr: 1.602e-02, eta: 1 day, 13:42:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9675, loss_cls: 3.4061, loss: 3.4061 +2025-06-28 20:06:09,639 - pyskl - INFO - Epoch [62][1400/3405] lr: 1.601e-02, eta: 1 day, 13:41:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9788, loss_cls: 3.3449, loss: 3.3449 +2025-06-28 20:06:53,920 - pyskl - INFO - Epoch [62][1500/3405] lr: 1.600e-02, eta: 1 day, 13:41:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 3.2385, loss: 3.2385 +2025-06-28 20:07:38,237 - pyskl - INFO - Epoch [62][1600/3405] lr: 1.600e-02, eta: 1 day, 13:40:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 3.3193, loss: 3.3193 +2025-06-28 20:08:22,594 - pyskl - INFO - Epoch [62][1700/3405] lr: 1.599e-02, eta: 1 day, 13:39:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 3.3195, loss: 3.3195 +2025-06-28 20:09:06,923 - pyskl - INFO - Epoch [62][1800/3405] lr: 1.598e-02, eta: 1 day, 13:38:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 3.4087, loss: 3.4087 +2025-06-28 20:09:51,166 - pyskl - INFO - Epoch [62][1900/3405] lr: 1.597e-02, eta: 1 day, 13:38:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 3.4818, loss: 3.4818 +2025-06-28 20:10:35,430 - pyskl - INFO - Epoch [62][2000/3405] lr: 1.597e-02, eta: 1 day, 13:37:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 3.3050, loss: 3.3050 +2025-06-28 20:11:19,693 - pyskl - INFO - Epoch [62][2100/3405] lr: 1.596e-02, eta: 1 day, 13:36:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9800, loss_cls: 3.3903, loss: 3.3903 +2025-06-28 20:12:03,949 - pyskl - INFO - Epoch [62][2200/3405] lr: 1.595e-02, eta: 1 day, 13:35:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9800, loss_cls: 3.2366, loss: 3.2366 +2025-06-28 20:12:48,187 - pyskl - INFO - Epoch [62][2300/3405] lr: 1.594e-02, eta: 1 day, 13:35:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9694, loss_cls: 3.3406, loss: 3.3406 +2025-06-28 20:13:32,423 - pyskl - INFO - Epoch [62][2400/3405] lr: 1.594e-02, eta: 1 day, 13:34:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 3.2678, loss: 3.2678 +2025-06-28 20:14:16,745 - pyskl - INFO - Epoch [62][2500/3405] lr: 1.593e-02, eta: 1 day, 13:33:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 3.3372, loss: 3.3372 +2025-06-28 20:15:00,995 - pyskl - INFO - Epoch [62][2600/3405] lr: 1.592e-02, eta: 1 day, 13:32:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 3.4019, loss: 3.4019 +2025-06-28 20:15:45,179 - pyskl - INFO - Epoch [62][2700/3405] lr: 1.591e-02, eta: 1 day, 13:31:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 3.2439, loss: 3.2439 +2025-06-28 20:16:29,468 - pyskl - INFO - Epoch [62][2800/3405] lr: 1.591e-02, eta: 1 day, 13:31:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 3.3507, loss: 3.3507 +2025-06-28 20:17:13,611 - pyskl - INFO - Epoch [62][2900/3405] lr: 1.590e-02, eta: 1 day, 13:30:23, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 3.3626, loss: 3.3626 +2025-06-28 20:17:57,853 - pyskl - INFO - Epoch [62][3000/3405] lr: 1.589e-02, eta: 1 day, 13:29:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 3.4362, loss: 3.4362 +2025-06-28 20:18:42,235 - pyskl - INFO - Epoch [62][3100/3405] lr: 1.588e-02, eta: 1 day, 13:28:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.3466, loss: 3.3466 +2025-06-28 20:19:26,600 - pyskl - INFO - Epoch [62][3200/3405] lr: 1.588e-02, eta: 1 day, 13:28:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.2769, loss: 3.2769 +2025-06-28 20:20:11,130 - pyskl - INFO - Epoch [62][3300/3405] lr: 1.587e-02, eta: 1 day, 13:27:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9688, loss_cls: 3.3994, loss: 3.3994 +2025-06-28 20:20:55,747 - pyskl - INFO - Epoch [62][3400/3405] lr: 1.586e-02, eta: 1 day, 13:26:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 3.2564, loss: 3.2564 +2025-06-28 20:20:58,367 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-06-28 20:24:50,891 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 20:24:51,436 - pyskl - INFO - +top1_acc 0.8058 +top5_acc 0.9612 +2025-06-28 20:24:51,489 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_51.pth was removed +2025-06-28 20:24:52,515 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_62.pth. +2025-06-28 20:24:52,517 - pyskl - INFO - Best top1_acc is 0.8058 at 62 epoch. +2025-06-28 20:24:52,536 - pyskl - INFO - Epoch(val) [62][3718] top1_acc: 0.8058, top5_acc: 0.9612 +2025-06-28 20:25:59,775 - pyskl - INFO - Epoch [63][100/3405] lr: 1.585e-02, eta: 1 day, 13:26:16, time: 0.672, data_time: 0.228, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 3.0615, loss: 3.0615 +2025-06-28 20:26:44,073 - pyskl - INFO - Epoch [63][200/3405] lr: 1.585e-02, eta: 1 day, 13:25:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9838, loss_cls: 3.1963, loss: 3.1963 +2025-06-28 20:27:28,342 - pyskl - INFO - Epoch [63][300/3405] lr: 1.584e-02, eta: 1 day, 13:24:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 3.1320, loss: 3.1320 +2025-06-28 20:28:12,673 - pyskl - INFO - Epoch [63][400/3405] lr: 1.583e-02, eta: 1 day, 13:23:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 3.3253, loss: 3.3253 +2025-06-28 20:28:57,052 - pyskl - INFO - Epoch [63][500/3405] lr: 1.582e-02, eta: 1 day, 13:23:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9831, loss_cls: 3.2457, loss: 3.2457 +2025-06-28 20:29:41,322 - pyskl - INFO - Epoch [63][600/3405] lr: 1.582e-02, eta: 1 day, 13:22:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9825, loss_cls: 3.2276, loss: 3.2276 +2025-06-28 20:30:25,776 - pyskl - INFO - Epoch [63][700/3405] lr: 1.581e-02, eta: 1 day, 13:21:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 3.2579, loss: 3.2579 +2025-06-28 20:31:10,158 - pyskl - INFO - Epoch [63][800/3405] lr: 1.580e-02, eta: 1 day, 13:20:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.2131, loss: 3.2131 +2025-06-28 20:31:54,531 - pyskl - INFO - Epoch [63][900/3405] lr: 1.579e-02, eta: 1 day, 13:20:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.1894, loss: 3.1894 +2025-06-28 20:32:38,888 - pyskl - INFO - Epoch [63][1000/3405] lr: 1.579e-02, eta: 1 day, 13:19:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 3.1677, loss: 3.1677 +2025-06-28 20:33:23,190 - pyskl - INFO - Epoch [63][1100/3405] lr: 1.578e-02, eta: 1 day, 13:18:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 3.2017, loss: 3.2017 +2025-06-28 20:34:07,518 - pyskl - INFO - Epoch [63][1200/3405] lr: 1.577e-02, eta: 1 day, 13:17:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 3.3426, loss: 3.3426 +2025-06-28 20:34:51,841 - pyskl - INFO - Epoch [63][1300/3405] lr: 1.577e-02, eta: 1 day, 13:17:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 3.3067, loss: 3.3067 +2025-06-28 20:35:36,380 - pyskl - INFO - Epoch [63][1400/3405] lr: 1.576e-02, eta: 1 day, 13:16:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9706, loss_cls: 3.2462, loss: 3.2462 +2025-06-28 20:36:20,760 - pyskl - INFO - Epoch [63][1500/3405] lr: 1.575e-02, eta: 1 day, 13:15:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 3.4081, loss: 3.4081 +2025-06-28 20:37:05,147 - pyskl - INFO - Epoch [63][1600/3405] lr: 1.574e-02, eta: 1 day, 13:14:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.2662, loss: 3.2662 +2025-06-28 20:37:49,547 - pyskl - INFO - Epoch [63][1700/3405] lr: 1.574e-02, eta: 1 day, 13:14:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 3.3820, loss: 3.3820 +2025-06-28 20:38:34,044 - pyskl - INFO - Epoch [63][1800/3405] lr: 1.573e-02, eta: 1 day, 13:13:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 3.2693, loss: 3.2693 +2025-06-28 20:39:18,314 - pyskl - INFO - Epoch [63][1900/3405] lr: 1.572e-02, eta: 1 day, 13:12:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.4024, loss: 3.4024 +2025-06-28 20:40:02,585 - pyskl - INFO - Epoch [63][2000/3405] lr: 1.571e-02, eta: 1 day, 13:11:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 3.3948, loss: 3.3948 +2025-06-28 20:40:46,893 - pyskl - INFO - Epoch [63][2100/3405] lr: 1.571e-02, eta: 1 day, 13:10:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.3391, loss: 3.3391 +2025-06-28 20:41:31,213 - pyskl - INFO - Epoch [63][2200/3405] lr: 1.570e-02, eta: 1 day, 13:10:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.3716, loss: 3.3716 +2025-06-28 20:42:15,518 - pyskl - INFO - Epoch [63][2300/3405] lr: 1.569e-02, eta: 1 day, 13:09:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 3.1688, loss: 3.1688 +2025-06-28 20:42:59,827 - pyskl - INFO - Epoch [63][2400/3405] lr: 1.568e-02, eta: 1 day, 13:08:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 3.3059, loss: 3.3059 +2025-06-28 20:43:44,112 - pyskl - INFO - Epoch [63][2500/3405] lr: 1.568e-02, eta: 1 day, 13:07:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 3.3056, loss: 3.3056 +2025-06-28 20:44:28,438 - pyskl - INFO - Epoch [63][2600/3405] lr: 1.567e-02, eta: 1 day, 13:07:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9681, loss_cls: 3.3804, loss: 3.3804 +2025-06-28 20:45:12,802 - pyskl - INFO - Epoch [63][2700/3405] lr: 1.566e-02, eta: 1 day, 13:06:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 3.3902, loss: 3.3902 +2025-06-28 20:45:57,074 - pyskl - INFO - Epoch [63][2800/3405] lr: 1.565e-02, eta: 1 day, 13:05:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 3.2612, loss: 3.2612 +2025-06-28 20:46:41,334 - pyskl - INFO - Epoch [63][2900/3405] lr: 1.565e-02, eta: 1 day, 13:04:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 3.2544, loss: 3.2544 +2025-06-28 20:47:25,671 - pyskl - INFO - Epoch [63][3000/3405] lr: 1.564e-02, eta: 1 day, 13:04:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 3.4356, loss: 3.4356 +2025-06-28 20:48:10,042 - pyskl - INFO - Epoch [63][3100/3405] lr: 1.563e-02, eta: 1 day, 13:03:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 3.2017, loss: 3.2017 +2025-06-28 20:48:54,486 - pyskl - INFO - Epoch [63][3200/3405] lr: 1.562e-02, eta: 1 day, 13:02:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 3.2451, loss: 3.2451 +2025-06-28 20:49:39,012 - pyskl - INFO - Epoch [63][3300/3405] lr: 1.562e-02, eta: 1 day, 13:01:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 3.1935, loss: 3.1935 +2025-06-28 20:50:23,315 - pyskl - INFO - Epoch [63][3400/3405] lr: 1.561e-02, eta: 1 day, 13:01:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9656, loss_cls: 3.3245, loss: 3.3245 +2025-06-28 20:50:25,929 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-06-28 20:54:18,658 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 20:54:19,203 - pyskl - INFO - +top1_acc 0.7835 +top5_acc 0.9531 +2025-06-28 20:54:19,224 - pyskl - INFO - Epoch(val) [63][3718] top1_acc: 0.7835, top5_acc: 0.9531 +2025-06-28 20:55:26,760 - pyskl - INFO - Epoch [64][100/3405] lr: 1.560e-02, eta: 1 day, 13:00:42, time: 0.675, data_time: 0.231, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 3.4083, loss: 3.4083 +2025-06-28 20:56:11,150 - pyskl - INFO - Epoch [64][200/3405] lr: 1.559e-02, eta: 1 day, 12:59:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 3.1357, loss: 3.1357 +2025-06-28 20:56:55,844 - pyskl - INFO - Epoch [64][300/3405] lr: 1.559e-02, eta: 1 day, 12:59:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 3.1147, loss: 3.1147 +2025-06-28 20:57:40,167 - pyskl - INFO - Epoch [64][400/3405] lr: 1.558e-02, eta: 1 day, 12:58:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.3374, loss: 3.3374 +2025-06-28 20:58:24,578 - pyskl - INFO - Epoch [64][500/3405] lr: 1.557e-02, eta: 1 day, 12:57:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9806, loss_cls: 3.2751, loss: 3.2751 +2025-06-28 20:59:09,073 - pyskl - INFO - Epoch [64][600/3405] lr: 1.556e-02, eta: 1 day, 12:56:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 3.2208, loss: 3.2208 +2025-06-28 20:59:53,498 - pyskl - INFO - Epoch [64][700/3405] lr: 1.556e-02, eta: 1 day, 12:56:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 3.1674, loss: 3.1674 +2025-06-28 21:00:38,001 - pyskl - INFO - Epoch [64][800/3405] lr: 1.555e-02, eta: 1 day, 12:55:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 3.2769, loss: 3.2769 +2025-06-28 21:01:22,461 - pyskl - INFO - Epoch [64][900/3405] lr: 1.554e-02, eta: 1 day, 12:54:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 3.3749, loss: 3.3749 +2025-06-28 21:02:06,926 - pyskl - INFO - Epoch [64][1000/3405] lr: 1.553e-02, eta: 1 day, 12:53:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 3.2710, loss: 3.2710 +2025-06-28 21:02:51,363 - pyskl - INFO - Epoch [64][1100/3405] lr: 1.553e-02, eta: 1 day, 12:53:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 3.2954, loss: 3.2954 +2025-06-28 21:03:35,994 - pyskl - INFO - Epoch [64][1200/3405] lr: 1.552e-02, eta: 1 day, 12:52:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 3.2487, loss: 3.2487 +2025-06-28 21:04:20,491 - pyskl - INFO - Epoch [64][1300/3405] lr: 1.551e-02, eta: 1 day, 12:51:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 3.3599, loss: 3.3599 +2025-06-28 21:05:05,101 - pyskl - INFO - Epoch [64][1400/3405] lr: 1.550e-02, eta: 1 day, 12:50:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 3.3268, loss: 3.3268 +2025-06-28 21:05:49,588 - pyskl - INFO - Epoch [64][1500/3405] lr: 1.550e-02, eta: 1 day, 12:50:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.3198, loss: 3.3198 +2025-06-28 21:06:34,019 - pyskl - INFO - Epoch [64][1600/3405] lr: 1.549e-02, eta: 1 day, 12:49:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.2753, loss: 3.2753 +2025-06-28 21:07:18,542 - pyskl - INFO - Epoch [64][1700/3405] lr: 1.548e-02, eta: 1 day, 12:48:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 3.3913, loss: 3.3913 +2025-06-28 21:08:03,032 - pyskl - INFO - Epoch [64][1800/3405] lr: 1.547e-02, eta: 1 day, 12:47:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.2840, loss: 3.2840 +2025-06-28 21:08:47,465 - pyskl - INFO - Epoch [64][1900/3405] lr: 1.547e-02, eta: 1 day, 12:47:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9669, loss_cls: 3.3511, loss: 3.3511 +2025-06-28 21:09:31,907 - pyskl - INFO - Epoch [64][2000/3405] lr: 1.546e-02, eta: 1 day, 12:46:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 3.3078, loss: 3.3078 +2025-06-28 21:10:16,306 - pyskl - INFO - Epoch [64][2100/3405] lr: 1.545e-02, eta: 1 day, 12:45:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.2947, loss: 3.2947 +2025-06-28 21:11:00,560 - pyskl - INFO - Epoch [64][2200/3405] lr: 1.544e-02, eta: 1 day, 12:44:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.1997, loss: 3.1997 +2025-06-28 21:11:44,948 - pyskl - INFO - Epoch [64][2300/3405] lr: 1.544e-02, eta: 1 day, 12:43:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 3.2808, loss: 3.2808 +2025-06-28 21:12:29,198 - pyskl - INFO - Epoch [64][2400/3405] lr: 1.543e-02, eta: 1 day, 12:43:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 3.2814, loss: 3.2814 +2025-06-28 21:13:13,488 - pyskl - INFO - Epoch [64][2500/3405] lr: 1.542e-02, eta: 1 day, 12:42:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 3.4143, loss: 3.4143 +2025-06-28 21:13:57,781 - pyskl - INFO - Epoch [64][2600/3405] lr: 1.541e-02, eta: 1 day, 12:41:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.2145, loss: 3.2145 +2025-06-28 21:14:42,267 - pyskl - INFO - Epoch [64][2700/3405] lr: 1.541e-02, eta: 1 day, 12:40:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9712, loss_cls: 3.1775, loss: 3.1775 +2025-06-28 21:15:26,724 - pyskl - INFO - Epoch [64][2800/3405] lr: 1.540e-02, eta: 1 day, 12:40:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9681, loss_cls: 3.2710, loss: 3.2710 +2025-06-28 21:16:11,089 - pyskl - INFO - Epoch [64][2900/3405] lr: 1.539e-02, eta: 1 day, 12:39:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 3.2041, loss: 3.2041 +2025-06-28 21:16:55,486 - pyskl - INFO - Epoch [64][3000/3405] lr: 1.538e-02, eta: 1 day, 12:38:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.2904, loss: 3.2904 +2025-06-28 21:17:39,839 - pyskl - INFO - Epoch [64][3100/3405] lr: 1.538e-02, eta: 1 day, 12:37:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 3.3180, loss: 3.3180 +2025-06-28 21:18:24,089 - pyskl - INFO - Epoch [64][3200/3405] lr: 1.537e-02, eta: 1 day, 12:37:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.3578, loss: 3.3578 +2025-06-28 21:19:08,507 - pyskl - INFO - Epoch [64][3300/3405] lr: 1.536e-02, eta: 1 day, 12:36:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9794, loss_cls: 3.3047, loss: 3.3047 +2025-06-28 21:19:52,891 - pyskl - INFO - Epoch [64][3400/3405] lr: 1.535e-02, eta: 1 day, 12:35:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.2500, loss: 3.2500 +2025-06-28 21:19:55,464 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-06-28 21:23:47,288 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 21:23:47,830 - pyskl - INFO - +top1_acc 0.7877 +top5_acc 0.9580 +2025-06-28 21:23:47,850 - pyskl - INFO - Epoch(val) [64][3718] top1_acc: 0.7877, top5_acc: 0.9580 +2025-06-28 21:24:55,260 - pyskl - INFO - Epoch [65][100/3405] lr: 1.535e-02, eta: 1 day, 12:35:12, time: 0.674, data_time: 0.229, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 3.1424, loss: 3.1424 +2025-06-28 21:25:39,651 - pyskl - INFO - Epoch [65][200/3405] lr: 1.534e-02, eta: 1 day, 12:34:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 3.1759, loss: 3.1759 +2025-06-28 21:26:24,298 - pyskl - INFO - Epoch [65][300/3405] lr: 1.533e-02, eta: 1 day, 12:33:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.2410, loss: 3.2410 +2025-06-28 21:27:08,954 - pyskl - INFO - Epoch [65][400/3405] lr: 1.532e-02, eta: 1 day, 12:32:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 3.2494, loss: 3.2494 +2025-06-28 21:27:53,423 - pyskl - INFO - Epoch [65][500/3405] lr: 1.532e-02, eta: 1 day, 12:32:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 3.1150, loss: 3.1150 +2025-06-28 21:28:37,947 - pyskl - INFO - Epoch [65][600/3405] lr: 1.531e-02, eta: 1 day, 12:31:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.2505, loss: 3.2505 +2025-06-28 21:29:22,404 - pyskl - INFO - Epoch [65][700/3405] lr: 1.530e-02, eta: 1 day, 12:30:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 3.2613, loss: 3.2613 +2025-06-28 21:30:06,880 - pyskl - INFO - Epoch [65][800/3405] lr: 1.529e-02, eta: 1 day, 12:29:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 3.2619, loss: 3.2619 +2025-06-28 21:30:51,326 - pyskl - INFO - Epoch [65][900/3405] lr: 1.529e-02, eta: 1 day, 12:29:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 3.2432, loss: 3.2432 +2025-06-28 21:31:35,774 - pyskl - INFO - Epoch [65][1000/3405] lr: 1.528e-02, eta: 1 day, 12:28:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 3.1862, loss: 3.1862 +2025-06-28 21:32:20,388 - pyskl - INFO - Epoch [65][1100/3405] lr: 1.527e-02, eta: 1 day, 12:27:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9781, loss_cls: 3.3909, loss: 3.3909 +2025-06-28 21:33:04,827 - pyskl - INFO - Epoch [65][1200/3405] lr: 1.526e-02, eta: 1 day, 12:26:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 3.2754, loss: 3.2754 +2025-06-28 21:33:49,234 - pyskl - INFO - Epoch [65][1300/3405] lr: 1.526e-02, eta: 1 day, 12:26:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 3.2192, loss: 3.2192 +2025-06-28 21:34:33,658 - pyskl - INFO - Epoch [65][1400/3405] lr: 1.525e-02, eta: 1 day, 12:25:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.1855, loss: 3.1855 +2025-06-28 21:35:18,049 - pyskl - INFO - Epoch [65][1500/3405] lr: 1.524e-02, eta: 1 day, 12:24:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9650, loss_cls: 3.2127, loss: 3.2127 +2025-06-28 21:36:02,347 - pyskl - INFO - Epoch [65][1600/3405] lr: 1.523e-02, eta: 1 day, 12:23:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 3.3995, loss: 3.3995 +2025-06-28 21:36:46,631 - pyskl - INFO - Epoch [65][1700/3405] lr: 1.523e-02, eta: 1 day, 12:23:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 3.1417, loss: 3.1417 +2025-06-28 21:37:30,901 - pyskl - INFO - Epoch [65][1800/3405] lr: 1.522e-02, eta: 1 day, 12:22:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9794, loss_cls: 3.2953, loss: 3.2953 +2025-06-28 21:38:15,132 - pyskl - INFO - Epoch [65][1900/3405] lr: 1.521e-02, eta: 1 day, 12:21:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.2214, loss: 3.2214 +2025-06-28 21:38:59,335 - pyskl - INFO - Epoch [65][2000/3405] lr: 1.520e-02, eta: 1 day, 12:20:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 3.3302, loss: 3.3302 +2025-06-28 21:39:43,580 - pyskl - INFO - Epoch [65][2100/3405] lr: 1.520e-02, eta: 1 day, 12:19:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9812, loss_cls: 3.3511, loss: 3.3511 +2025-06-28 21:40:27,867 - pyskl - INFO - Epoch [65][2200/3405] lr: 1.519e-02, eta: 1 day, 12:19:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 3.2661, loss: 3.2661 +2025-06-28 21:41:12,268 - pyskl - INFO - Epoch [65][2300/3405] lr: 1.518e-02, eta: 1 day, 12:18:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.3110, loss: 3.3110 +2025-06-28 21:41:56,527 - pyskl - INFO - Epoch [65][2400/3405] lr: 1.517e-02, eta: 1 day, 12:17:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9669, loss_cls: 3.3621, loss: 3.3621 +2025-06-28 21:42:40,787 - pyskl - INFO - Epoch [65][2500/3405] lr: 1.517e-02, eta: 1 day, 12:16:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 3.2885, loss: 3.2885 +2025-06-28 21:43:24,999 - pyskl - INFO - Epoch [65][2600/3405] lr: 1.516e-02, eta: 1 day, 12:16:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.4184, loss: 3.4184 +2025-06-28 21:44:09,219 - pyskl - INFO - Epoch [65][2700/3405] lr: 1.515e-02, eta: 1 day, 12:15:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.2893, loss: 3.2893 +2025-06-28 21:44:53,497 - pyskl - INFO - Epoch [65][2800/3405] lr: 1.514e-02, eta: 1 day, 12:14:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 3.2704, loss: 3.2704 +2025-06-28 21:45:37,741 - pyskl - INFO - Epoch [65][2900/3405] lr: 1.514e-02, eta: 1 day, 12:13:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.2984, loss: 3.2984 +2025-06-28 21:46:22,060 - pyskl - INFO - Epoch [65][3000/3405] lr: 1.513e-02, eta: 1 day, 12:13:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9812, loss_cls: 3.2900, loss: 3.2900 +2025-06-28 21:47:06,491 - pyskl - INFO - Epoch [65][3100/3405] lr: 1.512e-02, eta: 1 day, 12:12:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 3.2209, loss: 3.2209 +2025-06-28 21:47:50,739 - pyskl - INFO - Epoch [65][3200/3405] lr: 1.511e-02, eta: 1 day, 12:11:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.2189, loss: 3.2189 +2025-06-28 21:48:35,008 - pyskl - INFO - Epoch [65][3300/3405] lr: 1.511e-02, eta: 1 day, 12:10:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 3.1844, loss: 3.1844 +2025-06-28 21:49:19,465 - pyskl - INFO - Epoch [65][3400/3405] lr: 1.510e-02, eta: 1 day, 12:10:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 3.3102, loss: 3.3102 +2025-06-28 21:49:22,063 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-06-28 22:07:42,441 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 22:07:43,146 - pyskl - INFO - +top1_acc 0.8087 +top5_acc 0.9635 +2025-06-28 22:07:43,216 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_62.pth was removed +2025-06-28 22:07:44,403 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_65.pth. +2025-06-28 22:07:44,405 - pyskl - INFO - Best top1_acc is 0.8087 at 65 epoch. +2025-06-28 22:07:44,440 - pyskl - INFO - Epoch(val) [65][3718] top1_acc: 0.8087, top5_acc: 0.9635 +2025-06-28 22:08:52,989 - pyskl - INFO - Epoch [66][100/3405] lr: 1.509e-02, eta: 1 day, 12:09:41, time: 0.685, data_time: 0.240, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 3.1808, loss: 3.1808 +2025-06-28 22:09:37,629 - pyskl - INFO - Epoch [66][200/3405] lr: 1.508e-02, eta: 1 day, 12:08:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 3.2336, loss: 3.2336 +2025-06-28 22:10:22,391 - pyskl - INFO - Epoch [66][300/3405] lr: 1.508e-02, eta: 1 day, 12:08:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 3.2161, loss: 3.2161 +2025-06-28 22:11:07,039 - pyskl - INFO - Epoch [66][400/3405] lr: 1.507e-02, eta: 1 day, 12:07:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9806, loss_cls: 3.1296, loss: 3.1296 +2025-06-28 22:11:51,799 - pyskl - INFO - Epoch [66][500/3405] lr: 1.506e-02, eta: 1 day, 12:06:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.2274, loss: 3.2274 +2025-06-28 22:12:36,474 - pyskl - INFO - Epoch [66][600/3405] lr: 1.505e-02, eta: 1 day, 12:05:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 3.1531, loss: 3.1531 +2025-06-28 22:13:20,808 - pyskl - INFO - Epoch [66][700/3405] lr: 1.505e-02, eta: 1 day, 12:05:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 3.2305, loss: 3.2305 +2025-06-28 22:14:05,115 - pyskl - INFO - Epoch [66][800/3405] lr: 1.504e-02, eta: 1 day, 12:04:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 3.0941, loss: 3.0941 +2025-06-28 22:14:49,390 - pyskl - INFO - Epoch [66][900/3405] lr: 1.503e-02, eta: 1 day, 12:03:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 3.2035, loss: 3.2035 +2025-06-28 22:15:33,823 - pyskl - INFO - Epoch [66][1000/3405] lr: 1.502e-02, eta: 1 day, 12:02:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 3.1343, loss: 3.1343 +2025-06-28 22:16:18,315 - pyskl - INFO - Epoch [66][1100/3405] lr: 1.502e-02, eta: 1 day, 12:02:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9762, loss_cls: 3.3159, loss: 3.3159 +2025-06-28 22:17:02,596 - pyskl - INFO - Epoch [66][1200/3405] lr: 1.501e-02, eta: 1 day, 12:01:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 3.3542, loss: 3.3542 +2025-06-28 22:17:46,846 - pyskl - INFO - Epoch [66][1300/3405] lr: 1.500e-02, eta: 1 day, 12:00:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 3.1555, loss: 3.1555 +2025-06-28 22:18:31,279 - pyskl - INFO - Epoch [66][1400/3405] lr: 1.499e-02, eta: 1 day, 11:59:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 3.3208, loss: 3.3208 +2025-06-28 22:19:15,408 - pyskl - INFO - Epoch [66][1500/3405] lr: 1.499e-02, eta: 1 day, 11:59:01, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 3.2711, loss: 3.2711 +2025-06-28 22:19:59,661 - pyskl - INFO - Epoch [66][1600/3405] lr: 1.498e-02, eta: 1 day, 11:58:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 3.1518, loss: 3.1518 +2025-06-28 22:20:43,956 - pyskl - INFO - Epoch [66][1700/3405] lr: 1.497e-02, eta: 1 day, 11:57:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 3.3246, loss: 3.3246 +2025-06-28 22:21:28,158 - pyskl - INFO - Epoch [66][1800/3405] lr: 1.496e-02, eta: 1 day, 11:56:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9850, loss_cls: 3.1305, loss: 3.1305 +2025-06-28 22:22:12,276 - pyskl - INFO - Epoch [66][1900/3405] lr: 1.496e-02, eta: 1 day, 11:55:57, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.3062, loss: 3.3062 +2025-06-28 22:22:56,502 - pyskl - INFO - Epoch [66][2000/3405] lr: 1.495e-02, eta: 1 day, 11:55:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 3.2202, loss: 3.2202 +2025-06-28 22:23:40,959 - pyskl - INFO - Epoch [66][2100/3405] lr: 1.494e-02, eta: 1 day, 11:54:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 3.2061, loss: 3.2061 +2025-06-28 22:24:25,339 - pyskl - INFO - Epoch [66][2200/3405] lr: 1.493e-02, eta: 1 day, 11:53:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 3.3170, loss: 3.3170 +2025-06-28 22:25:09,652 - pyskl - INFO - Epoch [66][2300/3405] lr: 1.493e-02, eta: 1 day, 11:52:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.2926, loss: 3.2926 +2025-06-28 22:25:53,879 - pyskl - INFO - Epoch [66][2400/3405] lr: 1.492e-02, eta: 1 day, 11:52:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.2290, loss: 3.2290 +2025-06-28 22:26:38,166 - pyskl - INFO - Epoch [66][2500/3405] lr: 1.491e-02, eta: 1 day, 11:51:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9762, loss_cls: 3.4054, loss: 3.4054 +2025-06-28 22:27:22,421 - pyskl - INFO - Epoch [66][2600/3405] lr: 1.490e-02, eta: 1 day, 11:50:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.2900, loss: 3.2900 +2025-06-28 22:28:06,696 - pyskl - INFO - Epoch [66][2700/3405] lr: 1.490e-02, eta: 1 day, 11:49:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 3.2974, loss: 3.2974 +2025-06-28 22:28:50,979 - pyskl - INFO - Epoch [66][2800/3405] lr: 1.489e-02, eta: 1 day, 11:49:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 3.2008, loss: 3.2008 +2025-06-28 22:29:35,232 - pyskl - INFO - Epoch [66][2900/3405] lr: 1.488e-02, eta: 1 day, 11:48:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 3.2174, loss: 3.2174 +2025-06-28 22:30:19,713 - pyskl - INFO - Epoch [66][3000/3405] lr: 1.487e-02, eta: 1 day, 11:47:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 3.2672, loss: 3.2672 +2025-06-28 22:31:04,102 - pyskl - INFO - Epoch [66][3100/3405] lr: 1.487e-02, eta: 1 day, 11:46:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 3.3307, loss: 3.3307 +2025-06-28 22:31:48,369 - pyskl - INFO - Epoch [66][3200/3405] lr: 1.486e-02, eta: 1 day, 11:46:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.2040, loss: 3.2040 +2025-06-28 22:32:32,650 - pyskl - INFO - Epoch [66][3300/3405] lr: 1.485e-02, eta: 1 day, 11:45:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 3.1692, loss: 3.1692 +2025-06-28 22:33:16,924 - pyskl - INFO - Epoch [66][3400/3405] lr: 1.484e-02, eta: 1 day, 11:44:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.2951, loss: 3.2951 +2025-06-28 22:33:19,511 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-06-28 22:37:11,366 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 22:37:11,905 - pyskl - INFO - +top1_acc 0.8093 +top5_acc 0.9638 +2025-06-28 22:37:11,956 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_65.pth was removed +2025-06-28 22:37:12,992 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_66.pth. +2025-06-28 22:37:12,994 - pyskl - INFO - Best top1_acc is 0.8093 at 66 epoch. +2025-06-28 22:37:13,014 - pyskl - INFO - Epoch(val) [66][3718] top1_acc: 0.8093, top5_acc: 0.9638 +2025-06-28 22:38:19,395 - pyskl - INFO - Epoch [67][100/3405] lr: 1.483e-02, eta: 1 day, 11:44:07, time: 0.664, data_time: 0.224, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 3.1198, loss: 3.1198 +2025-06-28 22:39:03,558 - pyskl - INFO - Epoch [67][200/3405] lr: 1.483e-02, eta: 1 day, 11:43:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 3.2114, loss: 3.2114 +2025-06-28 22:39:47,845 - pyskl - INFO - Epoch [67][300/3405] lr: 1.482e-02, eta: 1 day, 11:42:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 3.2372, loss: 3.2372 +2025-06-28 22:40:32,093 - pyskl - INFO - Epoch [67][400/3405] lr: 1.481e-02, eta: 1 day, 11:41:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 3.2915, loss: 3.2915 +2025-06-28 22:41:16,168 - pyskl - INFO - Epoch [67][500/3405] lr: 1.480e-02, eta: 1 day, 11:41:02, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.3513, loss: 3.3513 +2025-06-28 22:42:00,380 - pyskl - INFO - Epoch [67][600/3405] lr: 1.480e-02, eta: 1 day, 11:40:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 3.2233, loss: 3.2233 +2025-06-28 22:42:44,699 - pyskl - INFO - Epoch [67][700/3405] lr: 1.479e-02, eta: 1 day, 11:39:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 3.2044, loss: 3.2044 +2025-06-28 22:43:29,060 - pyskl - INFO - Epoch [67][800/3405] lr: 1.478e-02, eta: 1 day, 11:38:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.1267, loss: 3.1267 +2025-06-28 22:44:13,316 - pyskl - INFO - Epoch [67][900/3405] lr: 1.477e-02, eta: 1 day, 11:37:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 3.1451, loss: 3.1451 +2025-06-28 22:44:57,573 - pyskl - INFO - Epoch [67][1000/3405] lr: 1.477e-02, eta: 1 day, 11:37:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 3.1874, loss: 3.1874 +2025-06-28 22:45:41,706 - pyskl - INFO - Epoch [67][1100/3405] lr: 1.476e-02, eta: 1 day, 11:36:27, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.3010, loss: 3.3010 +2025-06-28 22:46:25,983 - pyskl - INFO - Epoch [67][1200/3405] lr: 1.475e-02, eta: 1 day, 11:35:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9688, loss_cls: 3.2436, loss: 3.2436 +2025-06-28 22:47:10,165 - pyskl - INFO - Epoch [67][1300/3405] lr: 1.474e-02, eta: 1 day, 11:34:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9669, loss_cls: 3.2470, loss: 3.2470 +2025-06-28 22:47:54,366 - pyskl - INFO - Epoch [67][1400/3405] lr: 1.474e-02, eta: 1 day, 11:34:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 3.1854, loss: 3.1854 +2025-06-28 22:48:38,627 - pyskl - INFO - Epoch [67][1500/3405] lr: 1.473e-02, eta: 1 day, 11:33:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 3.1280, loss: 3.1280 +2025-06-28 22:49:22,907 - pyskl - INFO - Epoch [67][1600/3405] lr: 1.472e-02, eta: 1 day, 11:32:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 3.3198, loss: 3.3198 +2025-06-28 22:50:07,215 - pyskl - INFO - Epoch [67][1700/3405] lr: 1.471e-02, eta: 1 day, 11:31:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 3.2551, loss: 3.2551 +2025-06-28 22:50:51,576 - pyskl - INFO - Epoch [67][1800/3405] lr: 1.471e-02, eta: 1 day, 11:31:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 3.1962, loss: 3.1962 +2025-06-28 22:51:35,924 - pyskl - INFO - Epoch [67][1900/3405] lr: 1.470e-02, eta: 1 day, 11:30:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 3.2082, loss: 3.2082 +2025-06-28 22:52:20,264 - pyskl - INFO - Epoch [67][2000/3405] lr: 1.469e-02, eta: 1 day, 11:29:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 3.2644, loss: 3.2644 +2025-06-28 22:53:04,597 - pyskl - INFO - Epoch [67][2100/3405] lr: 1.468e-02, eta: 1 day, 11:28:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 3.1167, loss: 3.1167 +2025-06-28 22:53:48,966 - pyskl - INFO - Epoch [67][2200/3405] lr: 1.468e-02, eta: 1 day, 11:28:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9719, loss_cls: 3.2936, loss: 3.2936 +2025-06-28 22:54:33,172 - pyskl - INFO - Epoch [67][2300/3405] lr: 1.467e-02, eta: 1 day, 11:27:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 3.2599, loss: 3.2599 +2025-06-28 22:55:17,434 - pyskl - INFO - Epoch [67][2400/3405] lr: 1.466e-02, eta: 1 day, 11:26:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 3.1162, loss: 3.1162 +2025-06-28 22:56:01,629 - pyskl - INFO - Epoch [67][2500/3405] lr: 1.465e-02, eta: 1 day, 11:25:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9794, loss_cls: 3.2746, loss: 3.2746 +2025-06-28 22:56:45,850 - pyskl - INFO - Epoch [67][2600/3405] lr: 1.465e-02, eta: 1 day, 11:24:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 3.2455, loss: 3.2455 +2025-06-28 22:57:30,109 - pyskl - INFO - Epoch [67][2700/3405] lr: 1.464e-02, eta: 1 day, 11:24:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9825, loss_cls: 3.2007, loss: 3.2007 +2025-06-28 22:58:14,449 - pyskl - INFO - Epoch [67][2800/3405] lr: 1.463e-02, eta: 1 day, 11:23:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 3.2967, loss: 3.2967 +2025-06-28 22:58:58,764 - pyskl - INFO - Epoch [67][2900/3405] lr: 1.462e-02, eta: 1 day, 11:22:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.2488, loss: 3.2488 +2025-06-28 22:59:43,489 - pyskl - INFO - Epoch [67][3000/3405] lr: 1.462e-02, eta: 1 day, 11:21:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.2996, loss: 3.2996 +2025-06-28 23:00:28,208 - pyskl - INFO - Epoch [67][3100/3405] lr: 1.461e-02, eta: 1 day, 11:21:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9675, loss_cls: 3.2866, loss: 3.2866 +2025-06-28 23:01:13,030 - pyskl - INFO - Epoch [67][3200/3405] lr: 1.460e-02, eta: 1 day, 11:20:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9812, loss_cls: 3.3103, loss: 3.3103 +2025-06-28 23:01:57,428 - pyskl - INFO - Epoch [67][3300/3405] lr: 1.459e-02, eta: 1 day, 11:19:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 3.3234, loss: 3.3234 +2025-06-28 23:02:41,740 - pyskl - INFO - Epoch [67][3400/3405] lr: 1.459e-02, eta: 1 day, 11:18:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 3.2464, loss: 3.2464 +2025-06-28 23:02:44,334 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-06-28 23:06:36,307 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 23:06:36,853 - pyskl - INFO - +top1_acc 0.7888 +top5_acc 0.9634 +2025-06-28 23:06:36,875 - pyskl - INFO - Epoch(val) [67][3718] top1_acc: 0.7888, top5_acc: 0.9634 +2025-06-28 23:07:43,913 - pyskl - INFO - Epoch [68][100/3405] lr: 1.458e-02, eta: 1 day, 11:18:31, time: 0.670, data_time: 0.226, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 3.1156, loss: 3.1156 +2025-06-28 23:08:28,353 - pyskl - INFO - Epoch [68][200/3405] lr: 1.457e-02, eta: 1 day, 11:17:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 3.2184, loss: 3.2184 +2025-06-28 23:09:12,777 - pyskl - INFO - Epoch [68][300/3405] lr: 1.456e-02, eta: 1 day, 11:17:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.1956, loss: 3.1956 +2025-06-28 23:09:57,229 - pyskl - INFO - Epoch [68][400/3405] lr: 1.455e-02, eta: 1 day, 11:16:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 3.1554, loss: 3.1554 +2025-06-28 23:10:41,603 - pyskl - INFO - Epoch [68][500/3405] lr: 1.455e-02, eta: 1 day, 11:15:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 3.0966, loss: 3.0966 +2025-06-28 23:11:25,981 - pyskl - INFO - Epoch [68][600/3405] lr: 1.454e-02, eta: 1 day, 11:14:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 3.1711, loss: 3.1711 +2025-06-28 23:12:10,250 - pyskl - INFO - Epoch [68][700/3405] lr: 1.453e-02, eta: 1 day, 11:13:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9819, loss_cls: 3.1235, loss: 3.1235 +2025-06-28 23:12:54,543 - pyskl - INFO - Epoch [68][800/3405] lr: 1.452e-02, eta: 1 day, 11:13:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 3.1834, loss: 3.1834 +2025-06-28 23:13:38,809 - pyskl - INFO - Epoch [68][900/3405] lr: 1.452e-02, eta: 1 day, 11:12:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9806, loss_cls: 3.2881, loss: 3.2881 +2025-06-28 23:14:23,133 - pyskl - INFO - Epoch [68][1000/3405] lr: 1.451e-02, eta: 1 day, 11:11:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 3.2173, loss: 3.2173 +2025-06-28 23:15:07,434 - pyskl - INFO - Epoch [68][1100/3405] lr: 1.450e-02, eta: 1 day, 11:10:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.0596, loss: 3.0596 +2025-06-28 23:15:51,777 - pyskl - INFO - Epoch [68][1200/3405] lr: 1.449e-02, eta: 1 day, 11:10:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.1982, loss: 3.1982 +2025-06-28 23:16:36,170 - pyskl - INFO - Epoch [68][1300/3405] lr: 1.449e-02, eta: 1 day, 11:09:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9756, loss_cls: 3.1212, loss: 3.1212 +2025-06-28 23:17:20,527 - pyskl - INFO - Epoch [68][1400/3405] lr: 1.448e-02, eta: 1 day, 11:08:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9706, loss_cls: 3.1037, loss: 3.1037 +2025-06-28 23:18:04,845 - pyskl - INFO - Epoch [68][1500/3405] lr: 1.447e-02, eta: 1 day, 11:07:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 3.1536, loss: 3.1536 +2025-06-28 23:18:49,194 - pyskl - INFO - Epoch [68][1600/3405] lr: 1.446e-02, eta: 1 day, 11:07:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 3.1282, loss: 3.1282 +2025-06-28 23:19:33,788 - pyskl - INFO - Epoch [68][1700/3405] lr: 1.446e-02, eta: 1 day, 11:06:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9719, loss_cls: 3.2646, loss: 3.2646 +2025-06-28 23:20:18,398 - pyskl - INFO - Epoch [68][1800/3405] lr: 1.445e-02, eta: 1 day, 11:05:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 3.1163, loss: 3.1163 +2025-06-28 23:21:02,797 - pyskl - INFO - Epoch [68][1900/3405] lr: 1.444e-02, eta: 1 day, 11:04:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9738, loss_cls: 3.2397, loss: 3.2397 +2025-06-28 23:21:47,163 - pyskl - INFO - Epoch [68][2000/3405] lr: 1.443e-02, eta: 1 day, 11:04:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.2668, loss: 3.2668 +2025-06-28 23:22:31,567 - pyskl - INFO - Epoch [68][2100/3405] lr: 1.443e-02, eta: 1 day, 11:03:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.1126, loss: 3.1126 +2025-06-28 23:23:15,916 - pyskl - INFO - Epoch [68][2200/3405] lr: 1.442e-02, eta: 1 day, 11:02:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 3.1510, loss: 3.1510 +2025-06-28 23:24:00,207 - pyskl - INFO - Epoch [68][2300/3405] lr: 1.441e-02, eta: 1 day, 11:01:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9762, loss_cls: 3.1159, loss: 3.1159 +2025-06-28 23:24:44,519 - pyskl - INFO - Epoch [68][2400/3405] lr: 1.440e-02, eta: 1 day, 11:00:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 3.3209, loss: 3.3209 +2025-06-28 23:25:28,825 - pyskl - INFO - Epoch [68][2500/3405] lr: 1.439e-02, eta: 1 day, 11:00:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 3.1348, loss: 3.1348 +2025-06-28 23:26:13,111 - pyskl - INFO - Epoch [68][2600/3405] lr: 1.439e-02, eta: 1 day, 10:59:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.3260, loss: 3.3260 +2025-06-28 23:26:57,483 - pyskl - INFO - Epoch [68][2700/3405] lr: 1.438e-02, eta: 1 day, 10:58:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 3.2686, loss: 3.2686 +2025-06-28 23:27:41,874 - pyskl - INFO - Epoch [68][2800/3405] lr: 1.437e-02, eta: 1 day, 10:57:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 3.2163, loss: 3.2163 +2025-06-28 23:28:26,253 - pyskl - INFO - Epoch [68][2900/3405] lr: 1.436e-02, eta: 1 day, 10:57:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9825, loss_cls: 3.2389, loss: 3.2389 +2025-06-28 23:29:10,775 - pyskl - INFO - Epoch [68][3000/3405] lr: 1.436e-02, eta: 1 day, 10:56:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 3.2967, loss: 3.2967 +2025-06-28 23:29:55,174 - pyskl - INFO - Epoch [68][3100/3405] lr: 1.435e-02, eta: 1 day, 10:55:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 3.2646, loss: 3.2646 +2025-06-28 23:30:39,490 - pyskl - INFO - Epoch [68][3200/3405] lr: 1.434e-02, eta: 1 day, 10:54:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 3.2699, loss: 3.2699 +2025-06-28 23:31:23,803 - pyskl - INFO - Epoch [68][3300/3405] lr: 1.433e-02, eta: 1 day, 10:54:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 3.2794, loss: 3.2794 +2025-06-28 23:32:08,362 - pyskl - INFO - Epoch [68][3400/3405] lr: 1.433e-02, eta: 1 day, 10:53:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.2621, loss: 3.2621 +2025-06-28 23:32:10,967 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-06-28 23:36:03,152 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 23:36:03,695 - pyskl - INFO - +top1_acc 0.8148 +top5_acc 0.9648 +2025-06-28 23:36:03,747 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_66.pth was removed +2025-06-28 23:36:04,776 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. +2025-06-28 23:36:04,777 - pyskl - INFO - Best top1_acc is 0.8148 at 68 epoch. +2025-06-28 23:36:04,796 - pyskl - INFO - Epoch(val) [68][3718] top1_acc: 0.8148, top5_acc: 0.9648 +2025-06-28 23:37:12,318 - pyskl - INFO - Epoch [69][100/3405] lr: 1.432e-02, eta: 1 day, 10:52:59, time: 0.675, data_time: 0.230, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 3.1505, loss: 3.1505 +2025-06-28 23:37:56,572 - pyskl - INFO - Epoch [69][200/3405] lr: 1.431e-02, eta: 1 day, 10:52:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 3.0100, loss: 3.0100 +2025-06-28 23:38:40,858 - pyskl - INFO - Epoch [69][300/3405] lr: 1.430e-02, eta: 1 day, 10:51:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 3.1132, loss: 3.1132 +2025-06-28 23:39:25,293 - pyskl - INFO - Epoch [69][400/3405] lr: 1.430e-02, eta: 1 day, 10:50:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 3.1352, loss: 3.1352 +2025-06-28 23:40:09,844 - pyskl - INFO - Epoch [69][500/3405] lr: 1.429e-02, eta: 1 day, 10:49:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 3.2263, loss: 3.2263 +2025-06-28 23:40:54,226 - pyskl - INFO - Epoch [69][600/3405] lr: 1.428e-02, eta: 1 day, 10:49:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 3.0938, loss: 3.0938 +2025-06-28 23:41:38,548 - pyskl - INFO - Epoch [69][700/3405] lr: 1.427e-02, eta: 1 day, 10:48:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9856, loss_cls: 3.0640, loss: 3.0640 +2025-06-28 23:42:23,086 - pyskl - INFO - Epoch [69][800/3405] lr: 1.427e-02, eta: 1 day, 10:47:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9731, loss_cls: 3.1733, loss: 3.1733 +2025-06-28 23:43:07,823 - pyskl - INFO - Epoch [69][900/3405] lr: 1.426e-02, eta: 1 day, 10:46:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 3.2088, loss: 3.2088 +2025-06-28 23:43:52,541 - pyskl - INFO - Epoch [69][1000/3405] lr: 1.425e-02, eta: 1 day, 10:46:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 3.1129, loss: 3.1129 +2025-06-28 23:44:37,239 - pyskl - INFO - Epoch [69][1100/3405] lr: 1.424e-02, eta: 1 day, 10:45:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9706, loss_cls: 3.2701, loss: 3.2701 +2025-06-28 23:45:21,596 - pyskl - INFO - Epoch [69][1200/3405] lr: 1.423e-02, eta: 1 day, 10:44:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 3.3099, loss: 3.3099 +2025-06-28 23:46:06,102 - pyskl - INFO - Epoch [69][1300/3405] lr: 1.423e-02, eta: 1 day, 10:43:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 3.1906, loss: 3.1906 +2025-06-28 23:46:50,434 - pyskl - INFO - Epoch [69][1400/3405] lr: 1.422e-02, eta: 1 day, 10:43:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 3.1015, loss: 3.1015 +2025-06-28 23:47:34,794 - pyskl - INFO - Epoch [69][1500/3405] lr: 1.421e-02, eta: 1 day, 10:42:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9838, loss_cls: 3.1163, loss: 3.1163 +2025-06-28 23:48:19,206 - pyskl - INFO - Epoch [69][1600/3405] lr: 1.420e-02, eta: 1 day, 10:41:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 3.2054, loss: 3.2054 +2025-06-28 23:49:03,555 - pyskl - INFO - Epoch [69][1700/3405] lr: 1.420e-02, eta: 1 day, 10:40:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9794, loss_cls: 3.2224, loss: 3.2224 +2025-06-28 23:49:47,930 - pyskl - INFO - Epoch [69][1800/3405] lr: 1.419e-02, eta: 1 day, 10:40:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 3.1649, loss: 3.1649 +2025-06-28 23:50:32,222 - pyskl - INFO - Epoch [69][1900/3405] lr: 1.418e-02, eta: 1 day, 10:39:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 3.0796, loss: 3.0796 +2025-06-28 23:51:16,666 - pyskl - INFO - Epoch [69][2000/3405] lr: 1.417e-02, eta: 1 day, 10:38:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9744, loss_cls: 3.2217, loss: 3.2217 +2025-06-28 23:52:00,944 - pyskl - INFO - Epoch [69][2100/3405] lr: 1.417e-02, eta: 1 day, 10:37:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 3.1756, loss: 3.1756 +2025-06-28 23:52:45,302 - pyskl - INFO - Epoch [69][2200/3405] lr: 1.416e-02, eta: 1 day, 10:37:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.2289, loss: 3.2289 +2025-06-28 23:53:29,590 - pyskl - INFO - Epoch [69][2300/3405] lr: 1.415e-02, eta: 1 day, 10:36:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 3.1341, loss: 3.1341 +2025-06-28 23:54:13,899 - pyskl - INFO - Epoch [69][2400/3405] lr: 1.414e-02, eta: 1 day, 10:35:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 3.0709, loss: 3.0709 +2025-06-28 23:54:58,173 - pyskl - INFO - Epoch [69][2500/3405] lr: 1.414e-02, eta: 1 day, 10:34:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 3.1121, loss: 3.1121 +2025-06-28 23:55:42,453 - pyskl - INFO - Epoch [69][2600/3405] lr: 1.413e-02, eta: 1 day, 10:33:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.2335, loss: 3.2335 +2025-06-28 23:56:26,686 - pyskl - INFO - Epoch [69][2700/3405] lr: 1.412e-02, eta: 1 day, 10:33:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 3.2633, loss: 3.2633 +2025-06-28 23:57:10,998 - pyskl - INFO - Epoch [69][2800/3405] lr: 1.411e-02, eta: 1 day, 10:32:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 3.1196, loss: 3.1196 +2025-06-28 23:57:55,279 - pyskl - INFO - Epoch [69][2900/3405] lr: 1.411e-02, eta: 1 day, 10:31:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.2329, loss: 3.2329 +2025-06-28 23:58:39,659 - pyskl - INFO - Epoch [69][3000/3405] lr: 1.410e-02, eta: 1 day, 10:30:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 3.2528, loss: 3.2528 +2025-06-28 23:59:24,157 - pyskl - INFO - Epoch [69][3100/3405] lr: 1.409e-02, eta: 1 day, 10:30:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 3.3244, loss: 3.3244 +2025-06-29 00:00:08,431 - pyskl - INFO - Epoch [69][3200/3405] lr: 1.408e-02, eta: 1 day, 10:29:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 3.2916, loss: 3.2916 +2025-06-29 00:00:52,713 - pyskl - INFO - Epoch [69][3300/3405] lr: 1.407e-02, eta: 1 day, 10:28:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9644, loss_cls: 3.2713, loss: 3.2713 +2025-06-29 00:01:36,984 - pyskl - INFO - Epoch [69][3400/3405] lr: 1.407e-02, eta: 1 day, 10:27:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 3.1671, loss: 3.1671 +2025-06-29 00:01:39,571 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-06-29 00:05:32,286 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 00:05:32,837 - pyskl - INFO - +top1_acc 0.7930 +top5_acc 0.9606 +2025-06-29 00:05:32,860 - pyskl - INFO - Epoch(val) [69][3718] top1_acc: 0.7930, top5_acc: 0.9606 +2025-06-29 00:06:40,166 - pyskl - INFO - Epoch [70][100/3405] lr: 1.406e-02, eta: 1 day, 10:27:27, time: 0.673, data_time: 0.230, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9838, loss_cls: 3.2941, loss: 3.2941 +2025-06-29 00:07:24,673 - pyskl - INFO - Epoch [70][200/3405] lr: 1.405e-02, eta: 1 day, 10:26:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 3.2194, loss: 3.2194 +2025-06-29 00:08:09,025 - pyskl - INFO - Epoch [70][300/3405] lr: 1.404e-02, eta: 1 day, 10:25:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 3.0551, loss: 3.0551 +2025-06-29 00:08:53,361 - pyskl - INFO - Epoch [70][400/3405] lr: 1.404e-02, eta: 1 day, 10:25:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 3.1752, loss: 3.1752 +2025-06-29 00:09:37,717 - pyskl - INFO - Epoch [70][500/3405] lr: 1.403e-02, eta: 1 day, 10:24:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9781, loss_cls: 3.0665, loss: 3.0665 +2025-06-29 00:10:22,079 - pyskl - INFO - Epoch [70][600/3405] lr: 1.402e-02, eta: 1 day, 10:23:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 3.1513, loss: 3.1513 +2025-06-29 00:11:06,518 - pyskl - INFO - Epoch [70][700/3405] lr: 1.401e-02, eta: 1 day, 10:22:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 3.1871, loss: 3.1871 +2025-06-29 00:11:50,907 - pyskl - INFO - Epoch [70][800/3405] lr: 1.401e-02, eta: 1 day, 10:22:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.2278, loss: 3.2278 +2025-06-29 00:12:35,346 - pyskl - INFO - Epoch [70][900/3405] lr: 1.400e-02, eta: 1 day, 10:21:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9762, loss_cls: 3.1108, loss: 3.1108 +2025-06-29 00:13:19,731 - pyskl - INFO - Epoch [70][1000/3405] lr: 1.399e-02, eta: 1 day, 10:20:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 3.1765, loss: 3.1765 +2025-06-29 00:14:04,069 - pyskl - INFO - Epoch [70][1100/3405] lr: 1.398e-02, eta: 1 day, 10:19:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 3.1820, loss: 3.1820 +2025-06-29 00:14:48,399 - pyskl - INFO - Epoch [70][1200/3405] lr: 1.398e-02, eta: 1 day, 10:19:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 3.0904, loss: 3.0904 +2025-06-29 00:15:32,664 - pyskl - INFO - Epoch [70][1300/3405] lr: 1.397e-02, eta: 1 day, 10:18:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.1973, loss: 3.1973 +2025-06-29 00:16:16,971 - pyskl - INFO - Epoch [70][1400/3405] lr: 1.396e-02, eta: 1 day, 10:17:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 3.1991, loss: 3.1991 +2025-06-29 00:17:01,242 - pyskl - INFO - Epoch [70][1500/3405] lr: 1.395e-02, eta: 1 day, 10:16:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9738, loss_cls: 3.1462, loss: 3.1462 +2025-06-29 00:17:45,610 - pyskl - INFO - Epoch [70][1600/3405] lr: 1.394e-02, eta: 1 day, 10:16:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 3.1652, loss: 3.1652 +2025-06-29 00:18:29,942 - pyskl - INFO - Epoch [70][1700/3405] lr: 1.394e-02, eta: 1 day, 10:15:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.3163, loss: 3.3163 +2025-06-29 00:19:14,225 - pyskl - INFO - Epoch [70][1800/3405] lr: 1.393e-02, eta: 1 day, 10:14:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 3.0449, loss: 3.0449 +2025-06-29 00:19:58,505 - pyskl - INFO - Epoch [70][1900/3405] lr: 1.392e-02, eta: 1 day, 10:13:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9712, loss_cls: 3.2173, loss: 3.2173 +2025-06-29 00:20:42,847 - pyskl - INFO - Epoch [70][2000/3405] lr: 1.391e-02, eta: 1 day, 10:12:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9844, loss_cls: 3.2483, loss: 3.2483 +2025-06-29 00:21:27,069 - pyskl - INFO - Epoch [70][2100/3405] lr: 1.391e-02, eta: 1 day, 10:12:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 3.1633, loss: 3.1633 +2025-06-29 00:22:11,288 - pyskl - INFO - Epoch [70][2200/3405] lr: 1.390e-02, eta: 1 day, 10:11:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 3.1355, loss: 3.1355 +2025-06-29 00:22:55,551 - pyskl - INFO - Epoch [70][2300/3405] lr: 1.389e-02, eta: 1 day, 10:10:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9725, loss_cls: 3.2365, loss: 3.2365 +2025-06-29 00:23:39,934 - pyskl - INFO - Epoch [70][2400/3405] lr: 1.388e-02, eta: 1 day, 10:09:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.1905, loss: 3.1905 +2025-06-29 00:24:24,382 - pyskl - INFO - Epoch [70][2500/3405] lr: 1.388e-02, eta: 1 day, 10:09:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 3.0891, loss: 3.0891 +2025-06-29 00:25:08,600 - pyskl - INFO - Epoch [70][2600/3405] lr: 1.387e-02, eta: 1 day, 10:08:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 3.2056, loss: 3.2056 +2025-06-29 00:25:52,862 - pyskl - INFO - Epoch [70][2700/3405] lr: 1.386e-02, eta: 1 day, 10:07:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9775, loss_cls: 3.3415, loss: 3.3415 +2025-06-29 00:26:37,134 - pyskl - INFO - Epoch [70][2800/3405] lr: 1.385e-02, eta: 1 day, 10:06:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 3.1849, loss: 3.1849 +2025-06-29 00:27:21,409 - pyskl - INFO - Epoch [70][2900/3405] lr: 1.385e-02, eta: 1 day, 10:06:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 3.1056, loss: 3.1056 +2025-06-29 00:28:06,233 - pyskl - INFO - Epoch [70][3000/3405] lr: 1.384e-02, eta: 1 day, 10:05:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 3.2164, loss: 3.2164 +2025-06-29 00:28:50,566 - pyskl - INFO - Epoch [70][3100/3405] lr: 1.383e-02, eta: 1 day, 10:04:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 3.1465, loss: 3.1465 +2025-06-29 00:29:35,090 - pyskl - INFO - Epoch [70][3200/3405] lr: 1.382e-02, eta: 1 day, 10:03:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.1271, loss: 3.1271 +2025-06-29 00:30:19,791 - pyskl - INFO - Epoch [70][3300/3405] lr: 1.381e-02, eta: 1 day, 10:03:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9688, loss_cls: 3.1661, loss: 3.1661 +2025-06-29 00:31:04,410 - pyskl - INFO - Epoch [70][3400/3405] lr: 1.381e-02, eta: 1 day, 10:02:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 3.0714, loss: 3.0714 +2025-06-29 00:31:07,003 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-06-29 00:49:06,496 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 00:49:07,093 - pyskl - INFO - +top1_acc 0.8013 +top5_acc 0.9603 +2025-06-29 00:49:07,133 - pyskl - INFO - Epoch(val) [70][3718] top1_acc: 0.8013, top5_acc: 0.9603 +2025-06-29 00:50:16,356 - pyskl - INFO - Epoch [71][100/3405] lr: 1.380e-02, eta: 1 day, 10:01:57, time: 0.692, data_time: 0.243, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 3.1295, loss: 3.1295 +2025-06-29 00:51:01,123 - pyskl - INFO - Epoch [71][200/3405] lr: 1.379e-02, eta: 1 day, 10:01:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 3.0846, loss: 3.0846 +2025-06-29 00:51:45,780 - pyskl - INFO - Epoch [71][300/3405] lr: 1.378e-02, eta: 1 day, 10:00:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 3.0746, loss: 3.0746 +2025-06-29 00:52:30,608 - pyskl - INFO - Epoch [71][400/3405] lr: 1.378e-02, eta: 1 day, 9:59:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 3.1604, loss: 3.1604 +2025-06-29 00:53:15,419 - pyskl - INFO - Epoch [71][500/3405] lr: 1.377e-02, eta: 1 day, 9:58:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9850, loss_cls: 3.0614, loss: 3.0614 +2025-06-29 00:54:00,277 - pyskl - INFO - Epoch [71][600/3405] lr: 1.376e-02, eta: 1 day, 9:58:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 3.2012, loss: 3.2012 +2025-06-29 00:54:45,076 - pyskl - INFO - Epoch [71][700/3405] lr: 1.375e-02, eta: 1 day, 9:57:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9800, loss_cls: 3.2635, loss: 3.2635 +2025-06-29 00:55:30,084 - pyskl - INFO - Epoch [71][800/3405] lr: 1.375e-02, eta: 1 day, 9:56:40, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 3.1880, loss: 3.1880 +2025-06-29 00:56:14,778 - pyskl - INFO - Epoch [71][900/3405] lr: 1.374e-02, eta: 1 day, 9:55:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9881, loss_cls: 3.0731, loss: 3.0731 +2025-06-29 00:56:59,500 - pyskl - INFO - Epoch [71][1000/3405] lr: 1.373e-02, eta: 1 day, 9:55:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 3.1765, loss: 3.1765 +2025-06-29 00:57:44,049 - pyskl - INFO - Epoch [71][1100/3405] lr: 1.372e-02, eta: 1 day, 9:54:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 3.1197, loss: 3.1197 +2025-06-29 00:58:28,513 - pyskl - INFO - Epoch [71][1200/3405] lr: 1.371e-02, eta: 1 day, 9:53:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 3.2461, loss: 3.2461 +2025-06-29 00:59:13,077 - pyskl - INFO - Epoch [71][1300/3405] lr: 1.371e-02, eta: 1 day, 9:52:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9719, loss_cls: 3.1437, loss: 3.1437 +2025-06-29 00:59:57,503 - pyskl - INFO - Epoch [71][1400/3405] lr: 1.370e-02, eta: 1 day, 9:52:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 3.0908, loss: 3.0908 +2025-06-29 01:00:41,937 - pyskl - INFO - Epoch [71][1500/3405] lr: 1.369e-02, eta: 1 day, 9:51:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 3.0670, loss: 3.0670 +2025-06-29 01:01:26,523 - pyskl - INFO - Epoch [71][1600/3405] lr: 1.368e-02, eta: 1 day, 9:50:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 3.0885, loss: 3.0885 +2025-06-29 01:02:11,080 - pyskl - INFO - Epoch [71][1700/3405] lr: 1.368e-02, eta: 1 day, 9:49:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 3.1398, loss: 3.1398 +2025-06-29 01:02:55,542 - pyskl - INFO - Epoch [71][1800/3405] lr: 1.367e-02, eta: 1 day, 9:49:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 3.1510, loss: 3.1510 +2025-06-29 01:03:40,000 - pyskl - INFO - Epoch [71][1900/3405] lr: 1.366e-02, eta: 1 day, 9:48:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9781, loss_cls: 3.1484, loss: 3.1484 +2025-06-29 01:04:24,415 - pyskl - INFO - Epoch [71][2000/3405] lr: 1.365e-02, eta: 1 day, 9:47:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9812, loss_cls: 3.1571, loss: 3.1571 +2025-06-29 01:05:08,999 - pyskl - INFO - Epoch [71][2100/3405] lr: 1.365e-02, eta: 1 day, 9:46:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 3.2393, loss: 3.2393 +2025-06-29 01:05:53,308 - pyskl - INFO - Epoch [71][2200/3405] lr: 1.364e-02, eta: 1 day, 9:46:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 3.2235, loss: 3.2235 +2025-06-29 01:06:37,640 - pyskl - INFO - Epoch [71][2300/3405] lr: 1.363e-02, eta: 1 day, 9:45:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 3.1240, loss: 3.1240 +2025-06-29 01:07:22,032 - pyskl - INFO - Epoch [71][2400/3405] lr: 1.362e-02, eta: 1 day, 9:44:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 3.1200, loss: 3.1200 +2025-06-29 01:08:06,700 - pyskl - INFO - Epoch [71][2500/3405] lr: 1.362e-02, eta: 1 day, 9:43:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 3.0579, loss: 3.0579 +2025-06-29 01:08:51,051 - pyskl - INFO - Epoch [71][2600/3405] lr: 1.361e-02, eta: 1 day, 9:43:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9706, loss_cls: 3.1564, loss: 3.1564 +2025-06-29 01:09:35,436 - pyskl - INFO - Epoch [71][2700/3405] lr: 1.360e-02, eta: 1 day, 9:42:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 3.1697, loss: 3.1697 +2025-06-29 01:10:19,843 - pyskl - INFO - Epoch [71][2800/3405] lr: 1.359e-02, eta: 1 day, 9:41:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 3.1865, loss: 3.1865 +2025-06-29 01:11:04,320 - pyskl - INFO - Epoch [71][2900/3405] lr: 1.358e-02, eta: 1 day, 9:40:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9738, loss_cls: 3.0948, loss: 3.0948 +2025-06-29 01:11:48,936 - pyskl - INFO - Epoch [71][3000/3405] lr: 1.358e-02, eta: 1 day, 9:39:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9812, loss_cls: 3.3533, loss: 3.3533 +2025-06-29 01:12:33,342 - pyskl - INFO - Epoch [71][3100/3405] lr: 1.357e-02, eta: 1 day, 9:39:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.1531, loss: 3.1531 +2025-06-29 01:13:17,801 - pyskl - INFO - Epoch [71][3200/3405] lr: 1.356e-02, eta: 1 day, 9:38:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.9842, loss: 2.9842 +2025-06-29 01:14:02,172 - pyskl - INFO - Epoch [71][3300/3405] lr: 1.355e-02, eta: 1 day, 9:37:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 3.2036, loss: 3.2036 +2025-06-29 01:14:46,450 - pyskl - INFO - Epoch [71][3400/3405] lr: 1.355e-02, eta: 1 day, 9:36:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 3.1926, loss: 3.1926 +2025-06-29 01:14:49,035 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-06-29 01:18:42,881 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 01:18:43,439 - pyskl - INFO - +top1_acc 0.7956 +top5_acc 0.9596 +2025-06-29 01:18:43,471 - pyskl - INFO - Epoch(val) [71][3718] top1_acc: 0.7956, top5_acc: 0.9596 +2025-06-29 01:19:50,649 - pyskl - INFO - Epoch [72][100/3405] lr: 1.354e-02, eta: 1 day, 9:36:30, time: 0.672, data_time: 0.229, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 3.0800, loss: 3.0800 +2025-06-29 01:20:34,891 - pyskl - INFO - Epoch [72][200/3405] lr: 1.353e-02, eta: 1 day, 9:35:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 3.1028, loss: 3.1028 +2025-06-29 01:21:19,095 - pyskl - INFO - Epoch [72][300/3405] lr: 1.352e-02, eta: 1 day, 9:34:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 2.9989, loss: 2.9989 +2025-06-29 01:22:03,691 - pyskl - INFO - Epoch [72][400/3405] lr: 1.352e-02, eta: 1 day, 9:34:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 3.0703, loss: 3.0703 +2025-06-29 01:22:48,138 - pyskl - INFO - Epoch [72][500/3405] lr: 1.351e-02, eta: 1 day, 9:33:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 3.0435, loss: 3.0435 +2025-06-29 01:23:32,608 - pyskl - INFO - Epoch [72][600/3405] lr: 1.350e-02, eta: 1 day, 9:32:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 3.0707, loss: 3.0707 +2025-06-29 01:24:16,984 - pyskl - INFO - Epoch [72][700/3405] lr: 1.349e-02, eta: 1 day, 9:31:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 3.0552, loss: 3.0552 +2025-06-29 01:25:01,287 - pyskl - INFO - Epoch [72][800/3405] lr: 1.348e-02, eta: 1 day, 9:31:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 3.0148, loss: 3.0148 +2025-06-29 01:25:45,566 - pyskl - INFO - Epoch [72][900/3405] lr: 1.348e-02, eta: 1 day, 9:30:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 3.0911, loss: 3.0911 +2025-06-29 01:26:29,822 - pyskl - INFO - Epoch [72][1000/3405] lr: 1.347e-02, eta: 1 day, 9:29:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9850, loss_cls: 3.0825, loss: 3.0825 +2025-06-29 01:27:14,203 - pyskl - INFO - Epoch [72][1100/3405] lr: 1.346e-02, eta: 1 day, 9:28:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 3.1577, loss: 3.1577 +2025-06-29 01:27:58,667 - pyskl - INFO - Epoch [72][1200/3405] lr: 1.345e-02, eta: 1 day, 9:28:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 3.1150, loss: 3.1150 +2025-06-29 01:28:42,907 - pyskl - INFO - Epoch [72][1300/3405] lr: 1.345e-02, eta: 1 day, 9:27:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 3.1473, loss: 3.1473 +2025-06-29 01:29:27,170 - pyskl - INFO - Epoch [72][1400/3405] lr: 1.344e-02, eta: 1 day, 9:26:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 3.0592, loss: 3.0592 +2025-06-29 01:30:11,507 - pyskl - INFO - Epoch [72][1500/3405] lr: 1.343e-02, eta: 1 day, 9:25:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 3.1015, loss: 3.1015 +2025-06-29 01:30:55,759 - pyskl - INFO - Epoch [72][1600/3405] lr: 1.342e-02, eta: 1 day, 9:25:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.2240, loss: 3.2240 +2025-06-29 01:31:40,055 - pyskl - INFO - Epoch [72][1700/3405] lr: 1.342e-02, eta: 1 day, 9:24:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 3.1410, loss: 3.1410 +2025-06-29 01:32:24,260 - pyskl - INFO - Epoch [72][1800/3405] lr: 1.341e-02, eta: 1 day, 9:23:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.1909, loss: 3.1909 +2025-06-29 01:33:08,494 - pyskl - INFO - Epoch [72][1900/3405] lr: 1.340e-02, eta: 1 day, 9:22:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 3.2133, loss: 3.2133 +2025-06-29 01:33:52,827 - pyskl - INFO - Epoch [72][2000/3405] lr: 1.339e-02, eta: 1 day, 9:22:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 3.2076, loss: 3.2076 +2025-06-29 01:34:37,071 - pyskl - INFO - Epoch [72][2100/3405] lr: 1.339e-02, eta: 1 day, 9:21:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.1847, loss: 3.1847 +2025-06-29 01:35:21,357 - pyskl - INFO - Epoch [72][2200/3405] lr: 1.338e-02, eta: 1 day, 9:20:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 3.1143, loss: 3.1143 +2025-06-29 01:36:05,653 - pyskl - INFO - Epoch [72][2300/3405] lr: 1.337e-02, eta: 1 day, 9:19:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 3.2669, loss: 3.2669 +2025-06-29 01:36:49,956 - pyskl - INFO - Epoch [72][2400/3405] lr: 1.336e-02, eta: 1 day, 9:18:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 3.0637, loss: 3.0637 +2025-06-29 01:37:34,257 - pyskl - INFO - Epoch [72][2500/3405] lr: 1.335e-02, eta: 1 day, 9:18:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.1825, loss: 3.1825 +2025-06-29 01:38:18,591 - pyskl - INFO - Epoch [72][2600/3405] lr: 1.335e-02, eta: 1 day, 9:17:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 3.2485, loss: 3.2485 +2025-06-29 01:39:02,918 - pyskl - INFO - Epoch [72][2700/3405] lr: 1.334e-02, eta: 1 day, 9:16:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.1788, loss: 3.1788 +2025-06-29 01:39:47,185 - pyskl - INFO - Epoch [72][2800/3405] lr: 1.333e-02, eta: 1 day, 9:15:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.1365, loss: 3.1365 +2025-06-29 01:40:31,464 - pyskl - INFO - Epoch [72][2900/3405] lr: 1.332e-02, eta: 1 day, 9:15:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 2.9496, loss: 2.9496 +2025-06-29 01:41:16,032 - pyskl - INFO - Epoch [72][3000/3405] lr: 1.332e-02, eta: 1 day, 9:14:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 3.2412, loss: 3.2412 +2025-06-29 01:42:00,474 - pyskl - INFO - Epoch [72][3100/3405] lr: 1.331e-02, eta: 1 day, 9:13:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 3.1708, loss: 3.1708 +2025-06-29 01:42:44,929 - pyskl - INFO - Epoch [72][3200/3405] lr: 1.330e-02, eta: 1 day, 9:12:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 3.2495, loss: 3.2495 +2025-06-29 01:43:29,424 - pyskl - INFO - Epoch [72][3300/3405] lr: 1.329e-02, eta: 1 day, 9:12:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 3.1203, loss: 3.1203 +2025-06-29 01:44:13,744 - pyskl - INFO - Epoch [72][3400/3405] lr: 1.329e-02, eta: 1 day, 9:11:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9812, loss_cls: 3.2718, loss: 3.2718 +2025-06-29 01:44:16,376 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-06-29 01:48:09,111 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 01:48:09,667 - pyskl - INFO - +top1_acc 0.8045 +top5_acc 0.9651 +2025-06-29 01:48:09,697 - pyskl - INFO - Epoch(val) [72][3718] top1_acc: 0.8045, top5_acc: 0.9651 +2025-06-29 01:49:16,720 - pyskl - INFO - Epoch [73][100/3405] lr: 1.328e-02, eta: 1 day, 9:10:56, time: 0.670, data_time: 0.225, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 3.0890, loss: 3.0890 +2025-06-29 01:50:01,094 - pyskl - INFO - Epoch [73][200/3405] lr: 1.327e-02, eta: 1 day, 9:10:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 3.1031, loss: 3.1031 +2025-06-29 01:50:45,381 - pyskl - INFO - Epoch [73][300/3405] lr: 1.326e-02, eta: 1 day, 9:09:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 3.0132, loss: 3.0132 +2025-06-29 01:51:29,661 - pyskl - INFO - Epoch [73][400/3405] lr: 1.325e-02, eta: 1 day, 9:08:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.8943, loss: 2.8943 +2025-06-29 01:52:14,097 - pyskl - INFO - Epoch [73][500/3405] lr: 1.325e-02, eta: 1 day, 9:07:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 3.1086, loss: 3.1086 +2025-06-29 01:52:58,397 - pyskl - INFO - Epoch [73][600/3405] lr: 1.324e-02, eta: 1 day, 9:07:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 3.1753, loss: 3.1753 +2025-06-29 01:53:42,829 - pyskl - INFO - Epoch [73][700/3405] lr: 1.323e-02, eta: 1 day, 9:06:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 3.0633, loss: 3.0633 +2025-06-29 01:54:27,123 - pyskl - INFO - Epoch [73][800/3405] lr: 1.322e-02, eta: 1 day, 9:05:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 2.9785, loss: 2.9785 +2025-06-29 01:55:11,415 - pyskl - INFO - Epoch [73][900/3405] lr: 1.322e-02, eta: 1 day, 9:04:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 3.1218, loss: 3.1218 +2025-06-29 01:55:55,670 - pyskl - INFO - Epoch [73][1000/3405] lr: 1.321e-02, eta: 1 day, 9:04:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 3.0960, loss: 3.0960 +2025-06-29 01:56:39,955 - pyskl - INFO - Epoch [73][1100/3405] lr: 1.320e-02, eta: 1 day, 9:03:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.1359, loss: 3.1359 +2025-06-29 01:57:24,544 - pyskl - INFO - Epoch [73][1200/3405] lr: 1.319e-02, eta: 1 day, 9:02:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 3.0512, loss: 3.0512 +2025-06-29 01:58:09,004 - pyskl - INFO - Epoch [73][1300/3405] lr: 1.319e-02, eta: 1 day, 9:01:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 3.0203, loss: 3.0203 +2025-06-29 01:58:53,305 - pyskl - INFO - Epoch [73][1400/3405] lr: 1.318e-02, eta: 1 day, 9:01:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 3.0740, loss: 3.0740 +2025-06-29 01:59:37,551 - pyskl - INFO - Epoch [73][1500/3405] lr: 1.317e-02, eta: 1 day, 9:00:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 3.3412, loss: 3.3412 +2025-06-29 02:00:21,825 - pyskl - INFO - Epoch [73][1600/3405] lr: 1.316e-02, eta: 1 day, 8:59:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 3.1244, loss: 3.1244 +2025-06-29 02:01:06,114 - pyskl - INFO - Epoch [73][1700/3405] lr: 1.315e-02, eta: 1 day, 8:58:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 2.9906, loss: 2.9906 +2025-06-29 02:01:50,396 - pyskl - INFO - Epoch [73][1800/3405] lr: 1.315e-02, eta: 1 day, 8:57:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 3.1597, loss: 3.1597 +2025-06-29 02:02:34,790 - pyskl - INFO - Epoch [73][1900/3405] lr: 1.314e-02, eta: 1 day, 8:57:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9869, loss_cls: 3.0945, loss: 3.0945 +2025-06-29 02:03:19,086 - pyskl - INFO - Epoch [73][2000/3405] lr: 1.313e-02, eta: 1 day, 8:56:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 3.1440, loss: 3.1440 +2025-06-29 02:04:03,527 - pyskl - INFO - Epoch [73][2100/3405] lr: 1.312e-02, eta: 1 day, 8:55:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9806, loss_cls: 3.1663, loss: 3.1663 +2025-06-29 02:04:47,988 - pyskl - INFO - Epoch [73][2200/3405] lr: 1.312e-02, eta: 1 day, 8:54:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9825, loss_cls: 3.1301, loss: 3.1301 +2025-06-29 02:05:32,208 - pyskl - INFO - Epoch [73][2300/3405] lr: 1.311e-02, eta: 1 day, 8:54:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.1618, loss: 3.1618 +2025-06-29 02:06:16,511 - pyskl - INFO - Epoch [73][2400/3405] lr: 1.310e-02, eta: 1 day, 8:53:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 3.1284, loss: 3.1284 +2025-06-29 02:07:00,777 - pyskl - INFO - Epoch [73][2500/3405] lr: 1.309e-02, eta: 1 day, 8:52:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.1498, loss: 3.1498 +2025-06-29 02:07:45,230 - pyskl - INFO - Epoch [73][2600/3405] lr: 1.309e-02, eta: 1 day, 8:51:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 3.1505, loss: 3.1505 +2025-06-29 02:08:29,587 - pyskl - INFO - Epoch [73][2700/3405] lr: 1.308e-02, eta: 1 day, 8:51:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 3.1198, loss: 3.1198 +2025-06-29 02:09:14,037 - pyskl - INFO - Epoch [73][2800/3405] lr: 1.307e-02, eta: 1 day, 8:50:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 3.0516, loss: 3.0516 +2025-06-29 02:09:58,430 - pyskl - INFO - Epoch [73][2900/3405] lr: 1.306e-02, eta: 1 day, 8:49:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9881, loss_cls: 3.1292, loss: 3.1292 +2025-06-29 02:10:42,913 - pyskl - INFO - Epoch [73][3000/3405] lr: 1.305e-02, eta: 1 day, 8:48:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 3.1677, loss: 3.1677 +2025-06-29 02:11:27,390 - pyskl - INFO - Epoch [73][3100/3405] lr: 1.305e-02, eta: 1 day, 8:48:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 3.1749, loss: 3.1749 +2025-06-29 02:12:11,859 - pyskl - INFO - Epoch [73][3200/3405] lr: 1.304e-02, eta: 1 day, 8:47:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 3.1469, loss: 3.1469 +2025-06-29 02:12:56,353 - pyskl - INFO - Epoch [73][3300/3405] lr: 1.303e-02, eta: 1 day, 8:46:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9831, loss_cls: 3.0920, loss: 3.0920 +2025-06-29 02:13:40,683 - pyskl - INFO - Epoch [73][3400/3405] lr: 1.302e-02, eta: 1 day, 8:45:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 3.1352, loss: 3.1352 +2025-06-29 02:13:43,285 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-06-29 02:17:35,753 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 02:17:36,293 - pyskl - INFO - +top1_acc 0.7984 +top5_acc 0.9568 +2025-06-29 02:17:36,314 - pyskl - INFO - Epoch(val) [73][3718] top1_acc: 0.7984, top5_acc: 0.9568 +2025-06-29 02:18:43,573 - pyskl - INFO - Epoch [74][100/3405] lr: 1.302e-02, eta: 1 day, 8:45:23, time: 0.673, data_time: 0.225, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 3.1566, loss: 3.1566 +2025-06-29 02:19:27,999 - pyskl - INFO - Epoch [74][200/3405] lr: 1.301e-02, eta: 1 day, 8:44:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 3.0777, loss: 3.0777 +2025-06-29 02:20:12,336 - pyskl - INFO - Epoch [74][300/3405] lr: 1.300e-02, eta: 1 day, 8:43:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 3.0691, loss: 3.0691 +2025-06-29 02:20:56,544 - pyskl - INFO - Epoch [74][400/3405] lr: 1.299e-02, eta: 1 day, 8:43:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9894, loss_cls: 3.0340, loss: 3.0340 +2025-06-29 02:21:40,820 - pyskl - INFO - Epoch [74][500/3405] lr: 1.299e-02, eta: 1 day, 8:42:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9762, loss_cls: 3.1602, loss: 3.1602 +2025-06-29 02:22:25,155 - pyskl - INFO - Epoch [74][600/3405] lr: 1.298e-02, eta: 1 day, 8:41:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.0335, loss: 3.0335 +2025-06-29 02:23:09,634 - pyskl - INFO - Epoch [74][700/3405] lr: 1.297e-02, eta: 1 day, 8:40:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 3.1371, loss: 3.1371 +2025-06-29 02:23:54,032 - pyskl - INFO - Epoch [74][800/3405] lr: 1.296e-02, eta: 1 day, 8:40:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 2.9483, loss: 2.9483 +2025-06-29 02:24:38,429 - pyskl - INFO - Epoch [74][900/3405] lr: 1.295e-02, eta: 1 day, 8:39:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 3.0598, loss: 3.0598 +2025-06-29 02:25:22,812 - pyskl - INFO - Epoch [74][1000/3405] lr: 1.295e-02, eta: 1 day, 8:38:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 3.2657, loss: 3.2657 +2025-06-29 02:26:07,151 - pyskl - INFO - Epoch [74][1100/3405] lr: 1.294e-02, eta: 1 day, 8:37:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 3.1746, loss: 3.1746 +2025-06-29 02:26:51,693 - pyskl - INFO - Epoch [74][1200/3405] lr: 1.293e-02, eta: 1 day, 8:37:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 2.9822, loss: 2.9822 +2025-06-29 02:27:36,034 - pyskl - INFO - Epoch [74][1300/3405] lr: 1.292e-02, eta: 1 day, 8:36:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 3.0113, loss: 3.0113 +2025-06-29 02:28:20,340 - pyskl - INFO - Epoch [74][1400/3405] lr: 1.292e-02, eta: 1 day, 8:35:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 3.0229, loss: 3.0229 +2025-06-29 02:29:04,604 - pyskl - INFO - Epoch [74][1500/3405] lr: 1.291e-02, eta: 1 day, 8:34:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 3.0830, loss: 3.0830 +2025-06-29 02:29:48,901 - pyskl - INFO - Epoch [74][1600/3405] lr: 1.290e-02, eta: 1 day, 8:33:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 3.1885, loss: 3.1885 +2025-06-29 02:30:33,233 - pyskl - INFO - Epoch [74][1700/3405] lr: 1.289e-02, eta: 1 day, 8:33:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 3.0766, loss: 3.0766 +2025-06-29 02:31:17,723 - pyskl - INFO - Epoch [74][1800/3405] lr: 1.289e-02, eta: 1 day, 8:32:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 3.0555, loss: 3.0555 +2025-06-29 02:32:02,044 - pyskl - INFO - Epoch [74][1900/3405] lr: 1.288e-02, eta: 1 day, 8:31:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9850, loss_cls: 3.0920, loss: 3.0920 +2025-06-29 02:32:46,514 - pyskl - INFO - Epoch [74][2000/3405] lr: 1.287e-02, eta: 1 day, 8:30:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9856, loss_cls: 3.1427, loss: 3.1427 +2025-06-29 02:33:30,965 - pyskl - INFO - Epoch [74][2100/3405] lr: 1.286e-02, eta: 1 day, 8:30:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9800, loss_cls: 3.1276, loss: 3.1276 +2025-06-29 02:34:15,187 - pyskl - INFO - Epoch [74][2200/3405] lr: 1.285e-02, eta: 1 day, 8:29:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 3.0348, loss: 3.0348 +2025-06-29 02:34:59,480 - pyskl - INFO - Epoch [74][2300/3405] lr: 1.285e-02, eta: 1 day, 8:28:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.1617, loss: 3.1617 +2025-06-29 02:35:43,739 - pyskl - INFO - Epoch [74][2400/3405] lr: 1.284e-02, eta: 1 day, 8:27:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 3.0185, loss: 3.0185 +2025-06-29 02:36:27,982 - pyskl - INFO - Epoch [74][2500/3405] lr: 1.283e-02, eta: 1 day, 8:27:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 3.0660, loss: 3.0660 +2025-06-29 02:37:12,474 - pyskl - INFO - Epoch [74][2600/3405] lr: 1.282e-02, eta: 1 day, 8:26:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 3.1357, loss: 3.1357 +2025-06-29 02:37:56,996 - pyskl - INFO - Epoch [74][2700/3405] lr: 1.282e-02, eta: 1 day, 8:25:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 3.0752, loss: 3.0752 +2025-06-29 02:38:41,397 - pyskl - INFO - Epoch [74][2800/3405] lr: 1.281e-02, eta: 1 day, 8:24:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 3.1043, loss: 3.1043 +2025-06-29 02:39:25,820 - pyskl - INFO - Epoch [74][2900/3405] lr: 1.280e-02, eta: 1 day, 8:24:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.2648, loss: 3.2648 +2025-06-29 02:40:10,319 - pyskl - INFO - Epoch [74][3000/3405] lr: 1.279e-02, eta: 1 day, 8:23:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 3.0716, loss: 3.0716 +2025-06-29 02:40:54,940 - pyskl - INFO - Epoch [74][3100/3405] lr: 1.279e-02, eta: 1 day, 8:22:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 3.2383, loss: 3.2383 +2025-06-29 02:41:39,218 - pyskl - INFO - Epoch [74][3200/3405] lr: 1.278e-02, eta: 1 day, 8:21:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 3.0385, loss: 3.0385 +2025-06-29 02:42:23,537 - pyskl - INFO - Epoch [74][3300/3405] lr: 1.277e-02, eta: 1 day, 8:21:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 3.0777, loss: 3.0777 +2025-06-29 02:43:08,173 - pyskl - INFO - Epoch [74][3400/3405] lr: 1.276e-02, eta: 1 day, 8:20:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 3.0873, loss: 3.0873 +2025-06-29 02:43:10,838 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-06-29 02:47:02,883 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 02:47:03,425 - pyskl - INFO - +top1_acc 0.8179 +top5_acc 0.9644 +2025-06-29 02:47:03,476 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_68.pth was removed +2025-06-29 02:47:04,608 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_74.pth. +2025-06-29 02:47:04,610 - pyskl - INFO - Best top1_acc is 0.8179 at 74 epoch. +2025-06-29 02:47:04,631 - pyskl - INFO - Epoch(val) [74][3718] top1_acc: 0.8179, top5_acc: 0.9644 +2025-06-29 02:48:12,041 - pyskl - INFO - Epoch [75][100/3405] lr: 1.275e-02, eta: 1 day, 8:19:51, time: 0.674, data_time: 0.228, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.9677, loss: 2.9677 +2025-06-29 02:48:56,691 - pyskl - INFO - Epoch [75][200/3405] lr: 1.275e-02, eta: 1 day, 8:19:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 2.9260, loss: 2.9260 +2025-06-29 02:49:41,342 - pyskl - INFO - Epoch [75][300/3405] lr: 1.274e-02, eta: 1 day, 8:18:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 3.0067, loss: 3.0067 +2025-06-29 02:50:25,712 - pyskl - INFO - Epoch [75][400/3405] lr: 1.273e-02, eta: 1 day, 8:17:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.9475, loss: 2.9475 +2025-06-29 02:51:10,172 - pyskl - INFO - Epoch [75][500/3405] lr: 1.272e-02, eta: 1 day, 8:16:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9856, loss_cls: 3.0539, loss: 3.0539 +2025-06-29 02:51:54,627 - pyskl - INFO - Epoch [75][600/3405] lr: 1.272e-02, eta: 1 day, 8:16:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 3.0734, loss: 3.0734 +2025-06-29 02:52:39,219 - pyskl - INFO - Epoch [75][700/3405] lr: 1.271e-02, eta: 1 day, 8:15:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 3.0660, loss: 3.0660 +2025-06-29 02:53:23,777 - pyskl - INFO - Epoch [75][800/3405] lr: 1.270e-02, eta: 1 day, 8:14:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 3.1098, loss: 3.1098 +2025-06-29 02:54:08,348 - pyskl - INFO - Epoch [75][900/3405] lr: 1.269e-02, eta: 1 day, 8:13:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9750, loss_cls: 3.0912, loss: 3.0912 +2025-06-29 02:54:52,825 - pyskl - INFO - Epoch [75][1000/3405] lr: 1.268e-02, eta: 1 day, 8:13:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 3.0169, loss: 3.0169 +2025-06-29 02:55:37,173 - pyskl - INFO - Epoch [75][1100/3405] lr: 1.268e-02, eta: 1 day, 8:12:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 3.1242, loss: 3.1242 +2025-06-29 02:56:21,638 - pyskl - INFO - Epoch [75][1200/3405] lr: 1.267e-02, eta: 1 day, 8:11:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 2.9955, loss: 2.9955 +2025-06-29 02:57:06,292 - pyskl - INFO - Epoch [75][1300/3405] lr: 1.266e-02, eta: 1 day, 8:10:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 3.1044, loss: 3.1044 +2025-06-29 02:57:50,712 - pyskl - INFO - Epoch [75][1400/3405] lr: 1.265e-02, eta: 1 day, 8:10:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.0883, loss: 3.0883 +2025-06-29 02:58:35,094 - pyskl - INFO - Epoch [75][1500/3405] lr: 1.265e-02, eta: 1 day, 8:09:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 3.1641, loss: 3.1641 +2025-06-29 02:59:19,702 - pyskl - INFO - Epoch [75][1600/3405] lr: 1.264e-02, eta: 1 day, 8:08:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.1188, loss: 3.1188 +2025-06-29 03:00:04,222 - pyskl - INFO - Epoch [75][1700/3405] lr: 1.263e-02, eta: 1 day, 8:07:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 3.0895, loss: 3.0895 +2025-06-29 03:00:48,617 - pyskl - INFO - Epoch [75][1800/3405] lr: 1.262e-02, eta: 1 day, 8:06:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9850, loss_cls: 3.0677, loss: 3.0677 +2025-06-29 03:01:33,001 - pyskl - INFO - Epoch [75][1900/3405] lr: 1.262e-02, eta: 1 day, 8:06:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 3.0430, loss: 3.0430 +2025-06-29 03:02:17,320 - pyskl - INFO - Epoch [75][2000/3405] lr: 1.261e-02, eta: 1 day, 8:05:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 2.9896, loss: 2.9896 +2025-06-29 03:03:01,437 - pyskl - INFO - Epoch [75][2100/3405] lr: 1.260e-02, eta: 1 day, 8:04:41, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 3.0438, loss: 3.0438 +2025-06-29 03:03:45,754 - pyskl - INFO - Epoch [75][2200/3405] lr: 1.259e-02, eta: 1 day, 8:03:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.2055, loss: 3.2055 +2025-06-29 03:04:30,058 - pyskl - INFO - Epoch [75][2300/3405] lr: 1.259e-02, eta: 1 day, 8:03:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 3.1734, loss: 3.1734 +2025-06-29 03:05:14,436 - pyskl - INFO - Epoch [75][2400/3405] lr: 1.258e-02, eta: 1 day, 8:02:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 3.0869, loss: 3.0869 +2025-06-29 03:05:58,934 - pyskl - INFO - Epoch [75][2500/3405] lr: 1.257e-02, eta: 1 day, 8:01:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 3.1299, loss: 3.1299 +2025-06-29 03:06:43,463 - pyskl - INFO - Epoch [75][2600/3405] lr: 1.256e-02, eta: 1 day, 8:00:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 3.0207, loss: 3.0207 +2025-06-29 03:07:28,167 - pyskl - INFO - Epoch [75][2700/3405] lr: 1.255e-02, eta: 1 day, 8:00:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9712, loss_cls: 3.2094, loss: 3.2094 +2025-06-29 03:08:12,660 - pyskl - INFO - Epoch [75][2800/3405] lr: 1.255e-02, eta: 1 day, 7:59:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 3.0339, loss: 3.0339 +2025-06-29 03:08:56,973 - pyskl - INFO - Epoch [75][2900/3405] lr: 1.254e-02, eta: 1 day, 7:58:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 3.0282, loss: 3.0282 +2025-06-29 03:09:41,241 - pyskl - INFO - Epoch [75][3000/3405] lr: 1.253e-02, eta: 1 day, 7:57:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.1962, loss: 3.1962 +2025-06-29 03:10:25,551 - pyskl - INFO - Epoch [75][3100/3405] lr: 1.252e-02, eta: 1 day, 7:57:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 2.9513, loss: 2.9513 +2025-06-29 03:11:09,863 - pyskl - INFO - Epoch [75][3200/3405] lr: 1.252e-02, eta: 1 day, 7:56:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 3.1299, loss: 3.1299 +2025-06-29 03:11:54,079 - pyskl - INFO - Epoch [75][3300/3405] lr: 1.251e-02, eta: 1 day, 7:55:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 3.1125, loss: 3.1125 +2025-06-29 03:12:38,462 - pyskl - INFO - Epoch [75][3400/3405] lr: 1.250e-02, eta: 1 day, 7:54:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 3.1073, loss: 3.1073 +2025-06-29 03:12:41,205 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-06-29 03:31:41,389 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 03:31:42,306 - pyskl - INFO - +top1_acc 0.8209 +top5_acc 0.9648 +2025-06-29 03:31:42,379 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_74.pth was removed +2025-06-29 03:31:43,446 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_75.pth. +2025-06-29 03:31:43,448 - pyskl - INFO - Best top1_acc is 0.8209 at 75 epoch. +2025-06-29 03:31:43,485 - pyskl - INFO - Epoch(val) [75][3718] top1_acc: 0.8209, top5_acc: 0.9648 +2025-06-29 03:32:52,563 - pyskl - INFO - Epoch [76][100/3405] lr: 1.249e-02, eta: 1 day, 7:54:22, time: 0.691, data_time: 0.245, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 3.0896, loss: 3.0896 +2025-06-29 03:33:37,406 - pyskl - INFO - Epoch [76][200/3405] lr: 1.248e-02, eta: 1 day, 7:53:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 2.9106, loss: 2.9106 +2025-06-29 03:34:22,064 - pyskl - INFO - Epoch [76][300/3405] lr: 1.248e-02, eta: 1 day, 7:52:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.9016, loss: 2.9016 +2025-06-29 03:35:06,771 - pyskl - INFO - Epoch [76][400/3405] lr: 1.247e-02, eta: 1 day, 7:52:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 3.0829, loss: 3.0829 +2025-06-29 03:35:51,571 - pyskl - INFO - Epoch [76][500/3405] lr: 1.246e-02, eta: 1 day, 7:51:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.1666, loss: 3.1666 +2025-06-29 03:36:36,263 - pyskl - INFO - Epoch [76][600/3405] lr: 1.245e-02, eta: 1 day, 7:50:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 3.0878, loss: 3.0878 +2025-06-29 03:37:20,884 - pyskl - INFO - Epoch [76][700/3405] lr: 1.245e-02, eta: 1 day, 7:49:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 3.1680, loss: 3.1680 +2025-06-29 03:38:05,248 - pyskl - INFO - Epoch [76][800/3405] lr: 1.244e-02, eta: 1 day, 7:49:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9869, loss_cls: 3.0424, loss: 3.0424 +2025-06-29 03:38:49,858 - pyskl - INFO - Epoch [76][900/3405] lr: 1.243e-02, eta: 1 day, 7:48:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 3.1081, loss: 3.1081 +2025-06-29 03:39:34,351 - pyskl - INFO - Epoch [76][1000/3405] lr: 1.242e-02, eta: 1 day, 7:47:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9900, loss_cls: 2.9451, loss: 2.9451 +2025-06-29 03:40:18,962 - pyskl - INFO - Epoch [76][1100/3405] lr: 1.242e-02, eta: 1 day, 7:46:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 3.1061, loss: 3.1061 +2025-06-29 03:41:03,374 - pyskl - INFO - Epoch [76][1200/3405] lr: 1.241e-02, eta: 1 day, 7:46:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 3.0809, loss: 3.0809 +2025-06-29 03:41:47,778 - pyskl - INFO - Epoch [76][1300/3405] lr: 1.240e-02, eta: 1 day, 7:45:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 2.9521, loss: 2.9521 +2025-06-29 03:42:32,072 - pyskl - INFO - Epoch [76][1400/3405] lr: 1.239e-02, eta: 1 day, 7:44:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 3.2011, loss: 3.2011 +2025-06-29 03:43:16,393 - pyskl - INFO - Epoch [76][1500/3405] lr: 1.238e-02, eta: 1 day, 7:43:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 3.0032, loss: 3.0032 +2025-06-29 03:44:00,662 - pyskl - INFO - Epoch [76][1600/3405] lr: 1.238e-02, eta: 1 day, 7:43:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 3.0364, loss: 3.0364 +2025-06-29 03:44:44,982 - pyskl - INFO - Epoch [76][1700/3405] lr: 1.237e-02, eta: 1 day, 7:42:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 3.0743, loss: 3.0743 +2025-06-29 03:45:29,333 - pyskl - INFO - Epoch [76][1800/3405] lr: 1.236e-02, eta: 1 day, 7:41:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 3.0084, loss: 3.0084 +2025-06-29 03:46:13,644 - pyskl - INFO - Epoch [76][1900/3405] lr: 1.235e-02, eta: 1 day, 7:40:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 3.0418, loss: 3.0418 +2025-06-29 03:46:57,928 - pyskl - INFO - Epoch [76][2000/3405] lr: 1.235e-02, eta: 1 day, 7:39:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 2.9512, loss: 2.9512 +2025-06-29 03:47:42,209 - pyskl - INFO - Epoch [76][2100/3405] lr: 1.234e-02, eta: 1 day, 7:39:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 3.1327, loss: 3.1327 +2025-06-29 03:48:26,522 - pyskl - INFO - Epoch [76][2200/3405] lr: 1.233e-02, eta: 1 day, 7:38:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.9586, loss: 2.9586 +2025-06-29 03:49:10,865 - pyskl - INFO - Epoch [76][2300/3405] lr: 1.232e-02, eta: 1 day, 7:37:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 3.1074, loss: 3.1074 +2025-06-29 03:49:55,258 - pyskl - INFO - Epoch [76][2400/3405] lr: 1.232e-02, eta: 1 day, 7:36:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 3.1242, loss: 3.1242 +2025-06-29 03:50:39,594 - pyskl - INFO - Epoch [76][2500/3405] lr: 1.231e-02, eta: 1 day, 7:36:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.1193, loss: 3.1193 +2025-06-29 03:51:23,933 - pyskl - INFO - Epoch [76][2600/3405] lr: 1.230e-02, eta: 1 day, 7:35:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 2.9973, loss: 2.9973 +2025-06-29 03:52:08,242 - pyskl - INFO - Epoch [76][2700/3405] lr: 1.229e-02, eta: 1 day, 7:34:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 3.1537, loss: 3.1537 +2025-06-29 03:52:52,586 - pyskl - INFO - Epoch [76][2800/3405] lr: 1.228e-02, eta: 1 day, 7:33:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 3.0052, loss: 3.0052 +2025-06-29 03:53:37,050 - pyskl - INFO - Epoch [76][2900/3405] lr: 1.228e-02, eta: 1 day, 7:33:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 3.0235, loss: 3.0235 +2025-06-29 03:54:21,536 - pyskl - INFO - Epoch [76][3000/3405] lr: 1.227e-02, eta: 1 day, 7:32:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9862, loss_cls: 3.0357, loss: 3.0357 +2025-06-29 03:55:05,907 - pyskl - INFO - Epoch [76][3100/3405] lr: 1.226e-02, eta: 1 day, 7:31:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 3.0158, loss: 3.0158 +2025-06-29 03:55:50,253 - pyskl - INFO - Epoch [76][3200/3405] lr: 1.225e-02, eta: 1 day, 7:30:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9700, loss_cls: 3.1063, loss: 3.1063 +2025-06-29 03:56:34,760 - pyskl - INFO - Epoch [76][3300/3405] lr: 1.225e-02, eta: 1 day, 7:30:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 3.0017, loss: 3.0017 +2025-06-29 03:57:19,403 - pyskl - INFO - Epoch [76][3400/3405] lr: 1.224e-02, eta: 1 day, 7:29:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 3.0895, loss: 3.0895 +2025-06-29 03:57:21,979 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-06-29 04:01:13,287 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 04:01:13,820 - pyskl - INFO - +top1_acc 0.8063 +top5_acc 0.9625 +2025-06-29 04:01:13,840 - pyskl - INFO - Epoch(val) [76][3718] top1_acc: 0.8063, top5_acc: 0.9625 +2025-06-29 04:02:20,791 - pyskl - INFO - Epoch [77][100/3405] lr: 1.223e-02, eta: 1 day, 7:28:52, time: 0.669, data_time: 0.224, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 3.0679, loss: 3.0679 +2025-06-29 04:03:05,164 - pyskl - INFO - Epoch [77][200/3405] lr: 1.222e-02, eta: 1 day, 7:28:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 2.9439, loss: 2.9439 +2025-06-29 04:03:49,469 - pyskl - INFO - Epoch [77][300/3405] lr: 1.222e-02, eta: 1 day, 7:27:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.8478, loss: 2.8478 +2025-06-29 04:04:33,790 - pyskl - INFO - Epoch [77][400/3405] lr: 1.221e-02, eta: 1 day, 7:26:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 2.9911, loss: 2.9911 +2025-06-29 04:05:18,037 - pyskl - INFO - Epoch [77][500/3405] lr: 1.220e-02, eta: 1 day, 7:25:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9875, loss_cls: 3.0236, loss: 3.0236 +2025-06-29 04:06:02,441 - pyskl - INFO - Epoch [77][600/3405] lr: 1.219e-02, eta: 1 day, 7:25:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 3.0285, loss: 3.0285 +2025-06-29 04:06:46,869 - pyskl - INFO - Epoch [77][700/3405] lr: 1.218e-02, eta: 1 day, 7:24:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.9236, loss: 2.9236 +2025-06-29 04:07:31,308 - pyskl - INFO - Epoch [77][800/3405] lr: 1.218e-02, eta: 1 day, 7:23:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 3.0056, loss: 3.0056 +2025-06-29 04:08:15,791 - pyskl - INFO - Epoch [77][900/3405] lr: 1.217e-02, eta: 1 day, 7:22:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 3.0177, loss: 3.0177 +2025-06-29 04:09:00,122 - pyskl - INFO - Epoch [77][1000/3405] lr: 1.216e-02, eta: 1 day, 7:22:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9862, loss_cls: 3.0009, loss: 3.0009 +2025-06-29 04:09:44,456 - pyskl - INFO - Epoch [77][1100/3405] lr: 1.215e-02, eta: 1 day, 7:21:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 2.9487, loss: 2.9487 +2025-06-29 04:10:28,824 - pyskl - INFO - Epoch [77][1200/3405] lr: 1.215e-02, eta: 1 day, 7:20:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 3.0632, loss: 3.0632 +2025-06-29 04:11:13,371 - pyskl - INFO - Epoch [77][1300/3405] lr: 1.214e-02, eta: 1 day, 7:19:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 2.9819, loss: 2.9819 +2025-06-29 04:11:57,735 - pyskl - INFO - Epoch [77][1400/3405] lr: 1.213e-02, eta: 1 day, 7:18:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9762, loss_cls: 3.0347, loss: 3.0347 +2025-06-29 04:12:42,146 - pyskl - INFO - Epoch [77][1500/3405] lr: 1.212e-02, eta: 1 day, 7:18:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.1233, loss: 3.1233 +2025-06-29 04:13:26,566 - pyskl - INFO - Epoch [77][1600/3405] lr: 1.212e-02, eta: 1 day, 7:17:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 2.9959, loss: 2.9959 +2025-06-29 04:14:10,917 - pyskl - INFO - Epoch [77][1700/3405] lr: 1.211e-02, eta: 1 day, 7:16:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 3.0548, loss: 3.0548 +2025-06-29 04:14:55,307 - pyskl - INFO - Epoch [77][1800/3405] lr: 1.210e-02, eta: 1 day, 7:15:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.9555, loss: 2.9555 +2025-06-29 04:15:39,729 - pyskl - INFO - Epoch [77][1900/3405] lr: 1.209e-02, eta: 1 day, 7:15:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 3.0552, loss: 3.0552 +2025-06-29 04:16:24,088 - pyskl - INFO - Epoch [77][2000/3405] lr: 1.208e-02, eta: 1 day, 7:14:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 3.0390, loss: 3.0390 +2025-06-29 04:17:08,389 - pyskl - INFO - Epoch [77][2100/3405] lr: 1.208e-02, eta: 1 day, 7:13:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 3.1276, loss: 3.1276 +2025-06-29 04:17:52,758 - pyskl - INFO - Epoch [77][2200/3405] lr: 1.207e-02, eta: 1 day, 7:12:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 3.0929, loss: 3.0929 +2025-06-29 04:18:37,059 - pyskl - INFO - Epoch [77][2300/3405] lr: 1.206e-02, eta: 1 day, 7:12:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.9673, loss: 2.9673 +2025-06-29 04:19:21,421 - pyskl - INFO - Epoch [77][2400/3405] lr: 1.205e-02, eta: 1 day, 7:11:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 3.0813, loss: 3.0813 +2025-06-29 04:20:05,783 - pyskl - INFO - Epoch [77][2500/3405] lr: 1.205e-02, eta: 1 day, 7:10:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 2.9879, loss: 2.9879 +2025-06-29 04:20:50,066 - pyskl - INFO - Epoch [77][2600/3405] lr: 1.204e-02, eta: 1 day, 7:09:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 3.0386, loss: 3.0386 +2025-06-29 04:21:34,430 - pyskl - INFO - Epoch [77][2700/3405] lr: 1.203e-02, eta: 1 day, 7:09:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 3.0429, loss: 3.0429 +2025-06-29 04:22:18,659 - pyskl - INFO - Epoch [77][2800/3405] lr: 1.202e-02, eta: 1 day, 7:08:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 3.2360, loss: 3.2360 +2025-06-29 04:23:02,938 - pyskl - INFO - Epoch [77][2900/3405] lr: 1.202e-02, eta: 1 day, 7:07:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9762, loss_cls: 3.0557, loss: 3.0557 +2025-06-29 04:23:46,981 - pyskl - INFO - Epoch [77][3000/3405] lr: 1.201e-02, eta: 1 day, 7:06:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9850, loss_cls: 3.1209, loss: 3.1209 +2025-06-29 04:24:31,141 - pyskl - INFO - Epoch [77][3100/3405] lr: 1.200e-02, eta: 1 day, 7:06:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9838, loss_cls: 3.0706, loss: 3.0706 +2025-06-29 04:25:15,410 - pyskl - INFO - Epoch [77][3200/3405] lr: 1.199e-02, eta: 1 day, 7:05:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 3.0411, loss: 3.0411 +2025-06-29 04:25:59,830 - pyskl - INFO - Epoch [77][3300/3405] lr: 1.198e-02, eta: 1 day, 7:04:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 3.0404, loss: 3.0404 +2025-06-29 04:26:44,264 - pyskl - INFO - Epoch [77][3400/3405] lr: 1.198e-02, eta: 1 day, 7:03:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 3.0745, loss: 3.0745 +2025-06-29 04:26:46,877 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-06-29 04:30:39,488 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 04:30:40,039 - pyskl - INFO - +top1_acc 0.8266 +top5_acc 0.9672 +2025-06-29 04:30:40,101 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_75.pth was removed +2025-06-29 04:30:41,162 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_77.pth. +2025-06-29 04:30:41,163 - pyskl - INFO - Best top1_acc is 0.8266 at 77 epoch. +2025-06-29 04:30:41,185 - pyskl - INFO - Epoch(val) [77][3718] top1_acc: 0.8266, top5_acc: 0.9672 +2025-06-29 04:31:48,306 - pyskl - INFO - Epoch [78][100/3405] lr: 1.197e-02, eta: 1 day, 7:03:18, time: 0.671, data_time: 0.228, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9881, loss_cls: 2.8673, loss: 2.8673 +2025-06-29 04:32:32,618 - pyskl - INFO - Epoch [78][200/3405] lr: 1.196e-02, eta: 1 day, 7:02:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 3.0913, loss: 3.0913 +2025-06-29 04:33:16,954 - pyskl - INFO - Epoch [78][300/3405] lr: 1.195e-02, eta: 1 day, 7:01:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.8322, loss: 2.8322 +2025-06-29 04:34:01,199 - pyskl - INFO - Epoch [78][400/3405] lr: 1.195e-02, eta: 1 day, 7:01:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.9425, loss: 2.9425 +2025-06-29 04:34:45,613 - pyskl - INFO - Epoch [78][500/3405] lr: 1.194e-02, eta: 1 day, 7:00:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.9758, loss: 2.9758 +2025-06-29 04:35:30,054 - pyskl - INFO - Epoch [78][600/3405] lr: 1.193e-02, eta: 1 day, 6:59:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 3.0291, loss: 3.0291 +2025-06-29 04:36:14,353 - pyskl - INFO - Epoch [78][700/3405] lr: 1.192e-02, eta: 1 day, 6:58:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9900, loss_cls: 2.9891, loss: 2.9891 +2025-06-29 04:36:58,671 - pyskl - INFO - Epoch [78][800/3405] lr: 1.192e-02, eta: 1 day, 6:57:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 3.1325, loss: 3.1325 +2025-06-29 04:37:43,013 - pyskl - INFO - Epoch [78][900/3405] lr: 1.191e-02, eta: 1 day, 6:57:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9862, loss_cls: 3.0046, loss: 3.0046 +2025-06-29 04:38:27,219 - pyskl - INFO - Epoch [78][1000/3405] lr: 1.190e-02, eta: 1 day, 6:56:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 3.0108, loss: 3.0108 +2025-06-29 04:39:11,446 - pyskl - INFO - Epoch [78][1100/3405] lr: 1.189e-02, eta: 1 day, 6:55:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 2.9996, loss: 2.9996 +2025-06-29 04:39:55,780 - pyskl - INFO - Epoch [78][1200/3405] lr: 1.188e-02, eta: 1 day, 6:54:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.0279, loss: 3.0279 +2025-06-29 04:40:40,211 - pyskl - INFO - Epoch [78][1300/3405] lr: 1.188e-02, eta: 1 day, 6:54:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.9990, loss: 2.9990 +2025-06-29 04:41:24,663 - pyskl - INFO - Epoch [78][1400/3405] lr: 1.187e-02, eta: 1 day, 6:53:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 3.1042, loss: 3.1042 +2025-06-29 04:42:09,087 - pyskl - INFO - Epoch [78][1500/3405] lr: 1.186e-02, eta: 1 day, 6:52:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9844, loss_cls: 2.9396, loss: 2.9396 +2025-06-29 04:42:53,308 - pyskl - INFO - Epoch [78][1600/3405] lr: 1.185e-02, eta: 1 day, 6:51:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 2.9813, loss: 2.9813 +2025-06-29 04:43:37,679 - pyskl - INFO - Epoch [78][1700/3405] lr: 1.185e-02, eta: 1 day, 6:51:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 3.1613, loss: 3.1613 +2025-06-29 04:44:21,995 - pyskl - INFO - Epoch [78][1800/3405] lr: 1.184e-02, eta: 1 day, 6:50:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.9740, loss: 2.9740 +2025-06-29 04:45:06,393 - pyskl - INFO - Epoch [78][1900/3405] lr: 1.183e-02, eta: 1 day, 6:49:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 3.0233, loss: 3.0233 +2025-06-29 04:45:50,677 - pyskl - INFO - Epoch [78][2000/3405] lr: 1.182e-02, eta: 1 day, 6:48:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 3.0395, loss: 3.0395 +2025-06-29 04:46:34,909 - pyskl - INFO - Epoch [78][2100/3405] lr: 1.182e-02, eta: 1 day, 6:48:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 2.9862, loss: 2.9862 +2025-06-29 04:47:19,089 - pyskl - INFO - Epoch [78][2200/3405] lr: 1.181e-02, eta: 1 day, 6:47:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.9927, loss: 2.9927 +2025-06-29 04:48:03,265 - pyskl - INFO - Epoch [78][2300/3405] lr: 1.180e-02, eta: 1 day, 6:46:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.9697, loss: 2.9697 +2025-06-29 04:48:47,500 - pyskl - INFO - Epoch [78][2400/3405] lr: 1.179e-02, eta: 1 day, 6:45:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 2.9652, loss: 2.9652 +2025-06-29 04:49:31,770 - pyskl - INFO - Epoch [78][2500/3405] lr: 1.178e-02, eta: 1 day, 6:45:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 3.0926, loss: 3.0926 +2025-06-29 04:50:15,996 - pyskl - INFO - Epoch [78][2600/3405] lr: 1.178e-02, eta: 1 day, 6:44:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9838, loss_cls: 3.1005, loss: 3.1005 +2025-06-29 04:51:00,357 - pyskl - INFO - Epoch [78][2700/3405] lr: 1.177e-02, eta: 1 day, 6:43:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 3.0947, loss: 3.0947 +2025-06-29 04:51:44,814 - pyskl - INFO - Epoch [78][2800/3405] lr: 1.176e-02, eta: 1 day, 6:42:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 2.9901, loss: 2.9901 +2025-06-29 04:52:29,381 - pyskl - INFO - Epoch [78][2900/3405] lr: 1.175e-02, eta: 1 day, 6:42:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 3.1804, loss: 3.1804 +2025-06-29 04:53:13,716 - pyskl - INFO - Epoch [78][3000/3405] lr: 1.175e-02, eta: 1 day, 6:41:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 2.9662, loss: 2.9662 +2025-06-29 04:53:58,033 - pyskl - INFO - Epoch [78][3100/3405] lr: 1.174e-02, eta: 1 day, 6:40:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 3.1509, loss: 3.1509 +2025-06-29 04:54:42,362 - pyskl - INFO - Epoch [78][3200/3405] lr: 1.173e-02, eta: 1 day, 6:39:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 3.2221, loss: 3.2221 +2025-06-29 04:55:26,749 - pyskl - INFO - Epoch [78][3300/3405] lr: 1.172e-02, eta: 1 day, 6:38:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 2.9666, loss: 2.9666 +2025-06-29 04:56:11,139 - pyskl - INFO - Epoch [78][3400/3405] lr: 1.172e-02, eta: 1 day, 6:38:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.9154, loss: 2.9154 +2025-06-29 04:56:13,740 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-06-29 05:00:05,839 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 05:00:06,384 - pyskl - INFO - +top1_acc 0.7900 +top5_acc 0.9626 +2025-06-29 05:00:06,404 - pyskl - INFO - Epoch(val) [78][3718] top1_acc: 0.7900, top5_acc: 0.9626 +2025-06-29 05:01:13,081 - pyskl - INFO - Epoch [79][100/3405] lr: 1.171e-02, eta: 1 day, 6:37:44, time: 0.667, data_time: 0.224, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 2.9044, loss: 2.9044 +2025-06-29 05:01:57,250 - pyskl - INFO - Epoch [79][200/3405] lr: 1.170e-02, eta: 1 day, 6:36:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9888, loss_cls: 2.8487, loss: 2.8487 +2025-06-29 05:02:41,492 - pyskl - INFO - Epoch [79][300/3405] lr: 1.169e-02, eta: 1 day, 6:36:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9875, loss_cls: 2.9176, loss: 2.9176 +2025-06-29 05:03:25,741 - pyskl - INFO - Epoch [79][400/3405] lr: 1.168e-02, eta: 1 day, 6:35:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.9815, loss: 2.9815 +2025-06-29 05:04:10,095 - pyskl - INFO - Epoch [79][500/3405] lr: 1.168e-02, eta: 1 day, 6:34:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.9300, loss: 2.9300 +2025-06-29 05:04:54,493 - pyskl - INFO - Epoch [79][600/3405] lr: 1.167e-02, eta: 1 day, 6:33:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 2.9959, loss: 2.9959 +2025-06-29 05:05:39,221 - pyskl - INFO - Epoch [79][700/3405] lr: 1.166e-02, eta: 1 day, 6:33:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 3.0492, loss: 3.0492 +2025-06-29 05:06:23,812 - pyskl - INFO - Epoch [79][800/3405] lr: 1.165e-02, eta: 1 day, 6:32:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.8088, loss: 2.8088 +2025-06-29 05:07:08,442 - pyskl - INFO - Epoch [79][900/3405] lr: 1.165e-02, eta: 1 day, 6:31:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.9945, loss: 2.9945 +2025-06-29 05:07:52,931 - pyskl - INFO - Epoch [79][1000/3405] lr: 1.164e-02, eta: 1 day, 6:30:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 2.9712, loss: 2.9712 +2025-06-29 05:08:37,233 - pyskl - INFO - Epoch [79][1100/3405] lr: 1.163e-02, eta: 1 day, 6:30:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 3.0943, loss: 3.0943 +2025-06-29 05:09:21,625 - pyskl - INFO - Epoch [79][1200/3405] lr: 1.162e-02, eta: 1 day, 6:29:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.9374, loss: 2.9374 +2025-06-29 05:10:05,971 - pyskl - INFO - Epoch [79][1300/3405] lr: 1.162e-02, eta: 1 day, 6:28:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9894, loss_cls: 2.9884, loss: 2.9884 +2025-06-29 05:10:50,311 - pyskl - INFO - Epoch [79][1400/3405] lr: 1.161e-02, eta: 1 day, 6:27:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.9801, loss: 2.9801 +2025-06-29 05:11:34,653 - pyskl - INFO - Epoch [79][1500/3405] lr: 1.160e-02, eta: 1 day, 6:27:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9850, loss_cls: 3.0318, loss: 3.0318 +2025-06-29 05:12:19,097 - pyskl - INFO - Epoch [79][1600/3405] lr: 1.159e-02, eta: 1 day, 6:26:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9819, loss_cls: 3.0946, loss: 3.0946 +2025-06-29 05:13:03,522 - pyskl - INFO - Epoch [79][1700/3405] lr: 1.158e-02, eta: 1 day, 6:25:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.9314, loss: 2.9314 +2025-06-29 05:13:47,926 - pyskl - INFO - Epoch [79][1800/3405] lr: 1.158e-02, eta: 1 day, 6:24:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.9982, loss: 2.9982 +2025-06-29 05:14:32,393 - pyskl - INFO - Epoch [79][1900/3405] lr: 1.157e-02, eta: 1 day, 6:24:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9725, loss_cls: 3.0286, loss: 3.0286 +2025-06-29 05:15:16,858 - pyskl - INFO - Epoch [79][2000/3405] lr: 1.156e-02, eta: 1 day, 6:23:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 2.9580, loss: 2.9580 +2025-06-29 05:16:01,210 - pyskl - INFO - Epoch [79][2100/3405] lr: 1.155e-02, eta: 1 day, 6:22:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9744, loss_cls: 3.0392, loss: 3.0392 +2025-06-29 05:16:45,583 - pyskl - INFO - Epoch [79][2200/3405] lr: 1.155e-02, eta: 1 day, 6:21:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 2.9346, loss: 2.9346 +2025-06-29 05:17:29,922 - pyskl - INFO - Epoch [79][2300/3405] lr: 1.154e-02, eta: 1 day, 6:21:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 3.0420, loss: 3.0420 +2025-06-29 05:18:14,225 - pyskl - INFO - Epoch [79][2400/3405] lr: 1.153e-02, eta: 1 day, 6:20:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.9805, loss: 2.9805 +2025-06-29 05:18:58,564 - pyskl - INFO - Epoch [79][2500/3405] lr: 1.152e-02, eta: 1 day, 6:19:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.9823, loss: 2.9823 +2025-06-29 05:19:42,962 - pyskl - INFO - Epoch [79][2600/3405] lr: 1.152e-02, eta: 1 day, 6:18:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 2.9002, loss: 2.9002 +2025-06-29 05:20:27,398 - pyskl - INFO - Epoch [79][2700/3405] lr: 1.151e-02, eta: 1 day, 6:18:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 3.0502, loss: 3.0502 +2025-06-29 05:21:11,704 - pyskl - INFO - Epoch [79][2800/3405] lr: 1.150e-02, eta: 1 day, 6:17:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 2.9970, loss: 2.9970 +2025-06-29 05:21:56,285 - pyskl - INFO - Epoch [79][2900/3405] lr: 1.149e-02, eta: 1 day, 6:16:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 2.9656, loss: 2.9656 +2025-06-29 05:22:40,707 - pyskl - INFO - Epoch [79][3000/3405] lr: 1.149e-02, eta: 1 day, 6:15:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9762, loss_cls: 3.0339, loss: 3.0339 +2025-06-29 05:23:25,234 - pyskl - INFO - Epoch [79][3100/3405] lr: 1.148e-02, eta: 1 day, 6:14:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 3.0539, loss: 3.0539 +2025-06-29 05:24:09,727 - pyskl - INFO - Epoch [79][3200/3405] lr: 1.147e-02, eta: 1 day, 6:14:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 3.1230, loss: 3.1230 +2025-06-29 05:24:54,201 - pyskl - INFO - Epoch [79][3300/3405] lr: 1.146e-02, eta: 1 day, 6:13:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9838, loss_cls: 3.0986, loss: 3.0986 +2025-06-29 05:25:38,572 - pyskl - INFO - Epoch [79][3400/3405] lr: 1.145e-02, eta: 1 day, 6:12:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 2.9643, loss: 2.9643 +2025-06-29 05:25:41,183 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-06-29 05:29:33,103 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 05:29:33,648 - pyskl - INFO - +top1_acc 0.8191 +top5_acc 0.9649 +2025-06-29 05:29:33,672 - pyskl - INFO - Epoch(val) [79][3718] top1_acc: 0.8191, top5_acc: 0.9649 +2025-06-29 05:30:40,902 - pyskl - INFO - Epoch [80][100/3405] lr: 1.145e-02, eta: 1 day, 6:12:12, time: 0.672, data_time: 0.229, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9875, loss_cls: 2.8933, loss: 2.8933 +2025-06-29 05:31:25,192 - pyskl - INFO - Epoch [80][200/3405] lr: 1.144e-02, eta: 1 day, 6:11:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.8349, loss: 2.8349 +2025-06-29 05:32:09,607 - pyskl - INFO - Epoch [80][300/3405] lr: 1.143e-02, eta: 1 day, 6:10:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.8924, loss: 2.8924 +2025-06-29 05:32:53,932 - pyskl - INFO - Epoch [80][400/3405] lr: 1.142e-02, eta: 1 day, 6:09:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 2.8525, loss: 2.8525 +2025-06-29 05:33:38,289 - pyskl - INFO - Epoch [80][500/3405] lr: 1.142e-02, eta: 1 day, 6:09:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.9464, loss: 2.9464 +2025-06-29 05:34:22,711 - pyskl - INFO - Epoch [80][600/3405] lr: 1.141e-02, eta: 1 day, 6:08:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.9243, loss: 2.9243 +2025-06-29 05:35:07,041 - pyskl - INFO - Epoch [80][700/3405] lr: 1.140e-02, eta: 1 day, 6:07:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 2.9226, loss: 2.9226 +2025-06-29 05:35:51,378 - pyskl - INFO - Epoch [80][800/3405] lr: 1.139e-02, eta: 1 day, 6:06:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 2.9064, loss: 2.9064 +2025-06-29 05:36:35,739 - pyskl - INFO - Epoch [80][900/3405] lr: 1.139e-02, eta: 1 day, 6:06:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9775, loss_cls: 2.9238, loss: 2.9238 +2025-06-29 05:37:20,133 - pyskl - INFO - Epoch [80][1000/3405] lr: 1.138e-02, eta: 1 day, 6:05:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 2.9633, loss: 2.9633 +2025-06-29 05:38:04,552 - pyskl - INFO - Epoch [80][1100/3405] lr: 1.137e-02, eta: 1 day, 6:04:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 3.0087, loss: 3.0087 +2025-06-29 05:38:48,947 - pyskl - INFO - Epoch [80][1200/3405] lr: 1.136e-02, eta: 1 day, 6:03:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9812, loss_cls: 3.1346, loss: 3.1346 +2025-06-29 05:39:33,376 - pyskl - INFO - Epoch [80][1300/3405] lr: 1.135e-02, eta: 1 day, 6:03:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 3.0305, loss: 3.0305 +2025-06-29 05:40:17,897 - pyskl - INFO - Epoch [80][1400/3405] lr: 1.135e-02, eta: 1 day, 6:02:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 2.9426, loss: 2.9426 +2025-06-29 05:41:02,432 - pyskl - INFO - Epoch [80][1500/3405] lr: 1.134e-02, eta: 1 day, 6:01:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.9469, loss: 2.9469 +2025-06-29 05:41:46,903 - pyskl - INFO - Epoch [80][1600/3405] lr: 1.133e-02, eta: 1 day, 6:00:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.9113, loss: 2.9113 +2025-06-29 05:42:31,523 - pyskl - INFO - Epoch [80][1700/3405] lr: 1.132e-02, eta: 1 day, 6:00:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.9057, loss: 2.9057 +2025-06-29 05:43:15,979 - pyskl - INFO - Epoch [80][1800/3405] lr: 1.132e-02, eta: 1 day, 5:59:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 2.9675, loss: 2.9675 +2025-06-29 05:44:00,408 - pyskl - INFO - Epoch [80][1900/3405] lr: 1.131e-02, eta: 1 day, 5:58:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 3.0181, loss: 3.0181 +2025-06-29 05:44:44,842 - pyskl - INFO - Epoch [80][2000/3405] lr: 1.130e-02, eta: 1 day, 5:57:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 3.0259, loss: 3.0259 +2025-06-29 05:45:29,263 - pyskl - INFO - Epoch [80][2100/3405] lr: 1.129e-02, eta: 1 day, 5:57:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.1563, loss: 3.1563 +2025-06-29 05:46:13,621 - pyskl - INFO - Epoch [80][2200/3405] lr: 1.129e-02, eta: 1 day, 5:56:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9850, loss_cls: 3.0996, loss: 3.0996 +2025-06-29 05:46:57,942 - pyskl - INFO - Epoch [80][2300/3405] lr: 1.128e-02, eta: 1 day, 5:55:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 2.8457, loss: 2.8457 +2025-06-29 05:47:42,285 - pyskl - INFO - Epoch [80][2400/3405] lr: 1.127e-02, eta: 1 day, 5:54:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 2.7980, loss: 2.7980 +2025-06-29 05:48:26,576 - pyskl - INFO - Epoch [80][2500/3405] lr: 1.126e-02, eta: 1 day, 5:54:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 2.9697, loss: 2.9697 +2025-06-29 05:49:10,838 - pyskl - INFO - Epoch [80][2600/3405] lr: 1.126e-02, eta: 1 day, 5:53:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9856, loss_cls: 3.0447, loss: 3.0447 +2025-06-29 05:49:55,118 - pyskl - INFO - Epoch [80][2700/3405] lr: 1.125e-02, eta: 1 day, 5:52:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 2.9359, loss: 2.9359 +2025-06-29 05:50:39,494 - pyskl - INFO - Epoch [80][2800/3405] lr: 1.124e-02, eta: 1 day, 5:51:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 3.0114, loss: 3.0114 +2025-06-29 05:51:24,071 - pyskl - INFO - Epoch [80][2900/3405] lr: 1.123e-02, eta: 1 day, 5:50:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 2.9994, loss: 2.9994 +2025-06-29 05:52:08,369 - pyskl - INFO - Epoch [80][3000/3405] lr: 1.122e-02, eta: 1 day, 5:50:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 3.0051, loss: 3.0051 +2025-06-29 05:52:52,669 - pyskl - INFO - Epoch [80][3100/3405] lr: 1.122e-02, eta: 1 day, 5:49:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 3.0689, loss: 3.0689 +2025-06-29 05:53:36,974 - pyskl - INFO - Epoch [80][3200/3405] lr: 1.121e-02, eta: 1 day, 5:48:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.9632, loss: 2.9632 +2025-06-29 05:54:21,290 - pyskl - INFO - Epoch [80][3300/3405] lr: 1.120e-02, eta: 1 day, 5:47:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 2.9171, loss: 2.9171 +2025-06-29 05:55:05,529 - pyskl - INFO - Epoch [80][3400/3405] lr: 1.119e-02, eta: 1 day, 5:47:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9738, loss_cls: 3.1068, loss: 3.1068 +2025-06-29 05:55:08,101 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-06-29 06:12:59,394 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 06:12:59,936 - pyskl - INFO - +top1_acc 0.8134 +top5_acc 0.9628 +2025-06-29 06:12:59,957 - pyskl - INFO - Epoch(val) [80][3718] top1_acc: 0.8134, top5_acc: 0.9628 +2025-06-29 06:14:07,003 - pyskl - INFO - Epoch [81][100/3405] lr: 1.119e-02, eta: 1 day, 5:46:40, time: 0.670, data_time: 0.227, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.8944, loss: 2.8944 +2025-06-29 06:14:51,355 - pyskl - INFO - Epoch [81][200/3405] lr: 1.118e-02, eta: 1 day, 5:45:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 2.8439, loss: 2.8439 +2025-06-29 06:15:35,638 - pyskl - INFO - Epoch [81][300/3405] lr: 1.117e-02, eta: 1 day, 5:45:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9888, loss_cls: 2.9398, loss: 2.9398 +2025-06-29 06:16:20,082 - pyskl - INFO - Epoch [81][400/3405] lr: 1.116e-02, eta: 1 day, 5:44:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 2.9461, loss: 2.9461 +2025-06-29 06:17:04,469 - pyskl - INFO - Epoch [81][500/3405] lr: 1.116e-02, eta: 1 day, 5:43:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.8127, loss: 2.8127 +2025-06-29 06:17:48,927 - pyskl - INFO - Epoch [81][600/3405] lr: 1.115e-02, eta: 1 day, 5:42:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.8740, loss: 2.8740 +2025-06-29 06:18:33,133 - pyskl - INFO - Epoch [81][700/3405] lr: 1.114e-02, eta: 1 day, 5:42:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.8519, loss: 2.8519 +2025-06-29 06:19:17,327 - pyskl - INFO - Epoch [81][800/3405] lr: 1.113e-02, eta: 1 day, 5:41:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.9032, loss: 2.9032 +2025-06-29 06:20:01,559 - pyskl - INFO - Epoch [81][900/3405] lr: 1.112e-02, eta: 1 day, 5:40:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.9608, loss: 2.9608 +2025-06-29 06:20:45,843 - pyskl - INFO - Epoch [81][1000/3405] lr: 1.112e-02, eta: 1 day, 5:39:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 2.8817, loss: 2.8817 +2025-06-29 06:21:30,117 - pyskl - INFO - Epoch [81][1100/3405] lr: 1.111e-02, eta: 1 day, 5:39:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.8392, loss: 2.8392 +2025-06-29 06:22:14,480 - pyskl - INFO - Epoch [81][1200/3405] lr: 1.110e-02, eta: 1 day, 5:38:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 2.9534, loss: 2.9534 +2025-06-29 06:22:58,854 - pyskl - INFO - Epoch [81][1300/3405] lr: 1.109e-02, eta: 1 day, 5:37:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 2.9733, loss: 2.9733 +2025-06-29 06:23:43,182 - pyskl - INFO - Epoch [81][1400/3405] lr: 1.109e-02, eta: 1 day, 5:36:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 2.7723, loss: 2.7723 +2025-06-29 06:24:27,667 - pyskl - INFO - Epoch [81][1500/3405] lr: 1.108e-02, eta: 1 day, 5:36:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.9116, loss: 2.9116 +2025-06-29 06:25:12,128 - pyskl - INFO - Epoch [81][1600/3405] lr: 1.107e-02, eta: 1 day, 5:35:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.8983, loss: 2.8983 +2025-06-29 06:25:56,414 - pyskl - INFO - Epoch [81][1700/3405] lr: 1.106e-02, eta: 1 day, 5:34:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.8981, loss: 2.8981 +2025-06-29 06:26:40,937 - pyskl - INFO - Epoch [81][1800/3405] lr: 1.106e-02, eta: 1 day, 5:33:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9862, loss_cls: 2.9899, loss: 2.9899 +2025-06-29 06:27:25,618 - pyskl - INFO - Epoch [81][1900/3405] lr: 1.105e-02, eta: 1 day, 5:33:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 3.0336, loss: 3.0336 +2025-06-29 06:28:10,130 - pyskl - INFO - Epoch [81][2000/3405] lr: 1.104e-02, eta: 1 day, 5:32:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 3.0294, loss: 3.0294 +2025-06-29 06:28:54,637 - pyskl - INFO - Epoch [81][2100/3405] lr: 1.103e-02, eta: 1 day, 5:31:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 3.0947, loss: 3.0947 +2025-06-29 06:29:39,255 - pyskl - INFO - Epoch [81][2200/3405] lr: 1.103e-02, eta: 1 day, 5:30:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 2.9905, loss: 2.9905 +2025-06-29 06:30:23,529 - pyskl - INFO - Epoch [81][2300/3405] lr: 1.102e-02, eta: 1 day, 5:29:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 3.0513, loss: 3.0513 +2025-06-29 06:31:07,766 - pyskl - INFO - Epoch [81][2400/3405] lr: 1.101e-02, eta: 1 day, 5:29:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 3.0781, loss: 3.0781 +2025-06-29 06:31:52,001 - pyskl - INFO - Epoch [81][2500/3405] lr: 1.100e-02, eta: 1 day, 5:28:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 3.0188, loss: 3.0188 +2025-06-29 06:32:36,265 - pyskl - INFO - Epoch [81][2600/3405] lr: 1.099e-02, eta: 1 day, 5:27:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 3.0101, loss: 3.0101 +2025-06-29 06:33:20,590 - pyskl - INFO - Epoch [81][2700/3405] lr: 1.099e-02, eta: 1 day, 5:26:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.9343, loss: 2.9343 +2025-06-29 06:34:04,931 - pyskl - INFO - Epoch [81][2800/3405] lr: 1.098e-02, eta: 1 day, 5:26:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9762, loss_cls: 2.8977, loss: 2.8977 +2025-06-29 06:34:49,283 - pyskl - INFO - Epoch [81][2900/3405] lr: 1.097e-02, eta: 1 day, 5:25:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 3.0414, loss: 3.0414 +2025-06-29 06:35:33,580 - pyskl - INFO - Epoch [81][3000/3405] lr: 1.096e-02, eta: 1 day, 5:24:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 3.1326, loss: 3.1326 +2025-06-29 06:36:18,362 - pyskl - INFO - Epoch [81][3100/3405] lr: 1.096e-02, eta: 1 day, 5:23:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 3.0228, loss: 3.0228 +2025-06-29 06:37:02,659 - pyskl - INFO - Epoch [81][3200/3405] lr: 1.095e-02, eta: 1 day, 5:23:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 2.9243, loss: 2.9243 +2025-06-29 06:37:47,010 - pyskl - INFO - Epoch [81][3300/3405] lr: 1.094e-02, eta: 1 day, 5:22:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 3.0707, loss: 3.0707 +2025-06-29 06:38:31,335 - pyskl - INFO - Epoch [81][3400/3405] lr: 1.093e-02, eta: 1 day, 5:21:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9856, loss_cls: 3.0004, loss: 3.0004 +2025-06-29 06:38:33,976 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-06-29 06:42:26,070 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 06:42:26,607 - pyskl - INFO - +top1_acc 0.8225 +top5_acc 0.9658 +2025-06-29 06:42:26,628 - pyskl - INFO - Epoch(val) [81][3718] top1_acc: 0.8225, top5_acc: 0.9658 +2025-06-29 06:43:33,146 - pyskl - INFO - Epoch [82][100/3405] lr: 1.093e-02, eta: 1 day, 5:21:07, time: 0.665, data_time: 0.224, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.8336, loss: 2.8336 +2025-06-29 06:44:17,472 - pyskl - INFO - Epoch [82][200/3405] lr: 1.092e-02, eta: 1 day, 5:20:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9888, loss_cls: 2.9469, loss: 2.9469 +2025-06-29 06:45:01,666 - pyskl - INFO - Epoch [82][300/3405] lr: 1.091e-02, eta: 1 day, 5:19:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 2.9511, loss: 2.9511 +2025-06-29 06:45:45,834 - pyskl - INFO - Epoch [82][400/3405] lr: 1.090e-02, eta: 1 day, 5:18:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.8519, loss: 2.8519 +2025-06-29 06:46:30,017 - pyskl - INFO - Epoch [82][500/3405] lr: 1.090e-02, eta: 1 day, 5:18:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 2.9491, loss: 2.9491 +2025-06-29 06:47:14,232 - pyskl - INFO - Epoch [82][600/3405] lr: 1.089e-02, eta: 1 day, 5:17:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9894, loss_cls: 2.9050, loss: 2.9050 +2025-06-29 06:47:58,406 - pyskl - INFO - Epoch [82][700/3405] lr: 1.088e-02, eta: 1 day, 5:16:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9900, loss_cls: 2.8877, loss: 2.8877 +2025-06-29 06:48:42,471 - pyskl - INFO - Epoch [82][800/3405] lr: 1.087e-02, eta: 1 day, 5:15:47, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.9044, loss: 2.9044 +2025-06-29 06:49:26,476 - pyskl - INFO - Epoch [82][900/3405] lr: 1.086e-02, eta: 1 day, 5:15:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 2.9222, loss: 2.9222 +2025-06-29 06:50:10,587 - pyskl - INFO - Epoch [82][1000/3405] lr: 1.086e-02, eta: 1 day, 5:14:15, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.9594, loss: 2.9594 +2025-06-29 06:50:54,802 - pyskl - INFO - Epoch [82][1100/3405] lr: 1.085e-02, eta: 1 day, 5:13:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 2.9240, loss: 2.9240 +2025-06-29 06:51:39,210 - pyskl - INFO - Epoch [82][1200/3405] lr: 1.084e-02, eta: 1 day, 5:12:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 2.8698, loss: 2.8698 +2025-06-29 06:52:23,627 - pyskl - INFO - Epoch [82][1300/3405] lr: 1.083e-02, eta: 1 day, 5:11:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9812, loss_cls: 2.8554, loss: 2.8554 +2025-06-29 06:53:07,932 - pyskl - INFO - Epoch [82][1400/3405] lr: 1.083e-02, eta: 1 day, 5:11:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 2.8362, loss: 2.8362 +2025-06-29 06:53:52,298 - pyskl - INFO - Epoch [82][1500/3405] lr: 1.082e-02, eta: 1 day, 5:10:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9869, loss_cls: 2.9646, loss: 2.9646 +2025-06-29 06:54:36,685 - pyskl - INFO - Epoch [82][1600/3405] lr: 1.081e-02, eta: 1 day, 5:09:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.9931, loss: 2.9931 +2025-06-29 06:55:21,468 - pyskl - INFO - Epoch [82][1700/3405] lr: 1.080e-02, eta: 1 day, 5:08:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.8574, loss: 2.8574 +2025-06-29 06:56:05,984 - pyskl - INFO - Epoch [82][1800/3405] lr: 1.080e-02, eta: 1 day, 5:08:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.9142, loss: 2.9142 +2025-06-29 06:56:50,304 - pyskl - INFO - Epoch [82][1900/3405] lr: 1.079e-02, eta: 1 day, 5:07:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 2.9380, loss: 2.9380 +2025-06-29 06:57:34,670 - pyskl - INFO - Epoch [82][2000/3405] lr: 1.078e-02, eta: 1 day, 5:06:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 2.9164, loss: 2.9164 +2025-06-29 06:58:19,089 - pyskl - INFO - Epoch [82][2100/3405] lr: 1.077e-02, eta: 1 day, 5:05:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 2.9478, loss: 2.9478 +2025-06-29 06:59:03,442 - pyskl - INFO - Epoch [82][2200/3405] lr: 1.077e-02, eta: 1 day, 5:05:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.9327, loss: 2.9327 +2025-06-29 06:59:47,824 - pyskl - INFO - Epoch [82][2300/3405] lr: 1.076e-02, eta: 1 day, 5:04:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 2.8419, loss: 2.8419 +2025-06-29 07:00:32,215 - pyskl - INFO - Epoch [82][2400/3405] lr: 1.075e-02, eta: 1 day, 5:03:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 2.9004, loss: 2.9004 +2025-06-29 07:01:16,631 - pyskl - INFO - Epoch [82][2500/3405] lr: 1.074e-02, eta: 1 day, 5:02:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.0593, loss: 3.0593 +2025-06-29 07:02:00,919 - pyskl - INFO - Epoch [82][2600/3405] lr: 1.074e-02, eta: 1 day, 5:02:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 2.9861, loss: 2.9861 +2025-06-29 07:02:45,354 - pyskl - INFO - Epoch [82][2700/3405] lr: 1.073e-02, eta: 1 day, 5:01:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 2.8777, loss: 2.8777 +2025-06-29 07:03:29,660 - pyskl - INFO - Epoch [82][2800/3405] lr: 1.072e-02, eta: 1 day, 5:00:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.0313, loss: 3.0313 +2025-06-29 07:04:14,044 - pyskl - INFO - Epoch [82][2900/3405] lr: 1.071e-02, eta: 1 day, 4:59:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 2.9857, loss: 2.9857 +2025-06-29 07:04:58,386 - pyskl - INFO - Epoch [82][3000/3405] lr: 1.070e-02, eta: 1 day, 4:59:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9850, loss_cls: 3.0310, loss: 3.0310 +2025-06-29 07:05:42,723 - pyskl - INFO - Epoch [82][3100/3405] lr: 1.070e-02, eta: 1 day, 4:58:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.8564, loss: 2.8564 +2025-06-29 07:06:27,158 - pyskl - INFO - Epoch [82][3200/3405] lr: 1.069e-02, eta: 1 day, 4:57:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.8236, loss: 2.8236 +2025-06-29 07:07:11,581 - pyskl - INFO - Epoch [82][3300/3405] lr: 1.068e-02, eta: 1 day, 4:56:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 2.9776, loss: 2.9776 +2025-06-29 07:07:56,007 - pyskl - INFO - Epoch [82][3400/3405] lr: 1.067e-02, eta: 1 day, 4:56:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 2.9473, loss: 2.9473 +2025-06-29 07:07:58,602 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-06-29 07:11:50,678 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 07:11:51,246 - pyskl - INFO - +top1_acc 0.8149 +top5_acc 0.9663 +2025-06-29 07:11:51,272 - pyskl - INFO - Epoch(val) [82][3718] top1_acc: 0.8149, top5_acc: 0.9663 +2025-06-29 07:12:58,563 - pyskl - INFO - Epoch [83][100/3405] lr: 1.067e-02, eta: 1 day, 4:55:33, time: 0.673, data_time: 0.228, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.8759, loss: 2.8759 +2025-06-29 07:13:42,955 - pyskl - INFO - Epoch [83][200/3405] lr: 1.066e-02, eta: 1 day, 4:54:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.7777, loss: 2.7777 +2025-06-29 07:14:27,440 - pyskl - INFO - Epoch [83][300/3405] lr: 1.065e-02, eta: 1 day, 4:54:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 2.9172, loss: 2.9172 +2025-06-29 07:15:11,844 - pyskl - INFO - Epoch [83][400/3405] lr: 1.064e-02, eta: 1 day, 4:53:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.8872, loss: 2.8872 +2025-06-29 07:15:56,323 - pyskl - INFO - Epoch [83][500/3405] lr: 1.064e-02, eta: 1 day, 4:52:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9925, loss_cls: 2.8435, loss: 2.8435 +2025-06-29 07:16:40,707 - pyskl - INFO - Epoch [83][600/3405] lr: 1.063e-02, eta: 1 day, 4:51:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.8396, loss: 2.8396 +2025-06-29 07:17:24,952 - pyskl - INFO - Epoch [83][700/3405] lr: 1.062e-02, eta: 1 day, 4:51:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.9142, loss: 2.9142 +2025-06-29 07:18:09,236 - pyskl - INFO - Epoch [83][800/3405] lr: 1.061e-02, eta: 1 day, 4:50:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.8444, loss: 2.8444 +2025-06-29 07:18:53,524 - pyskl - INFO - Epoch [83][900/3405] lr: 1.061e-02, eta: 1 day, 4:49:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.9836, loss: 2.9836 +2025-06-29 07:19:37,889 - pyskl - INFO - Epoch [83][1000/3405] lr: 1.060e-02, eta: 1 day, 4:48:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.9592, loss: 2.9592 +2025-06-29 07:20:22,236 - pyskl - INFO - Epoch [83][1100/3405] lr: 1.059e-02, eta: 1 day, 4:47:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.9120, loss: 2.9120 +2025-06-29 07:21:06,624 - pyskl - INFO - Epoch [83][1200/3405] lr: 1.058e-02, eta: 1 day, 4:47:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9788, loss_cls: 2.9123, loss: 2.9123 +2025-06-29 07:21:51,195 - pyskl - INFO - Epoch [83][1300/3405] lr: 1.058e-02, eta: 1 day, 4:46:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 2.9395, loss: 2.9395 +2025-06-29 07:22:35,662 - pyskl - INFO - Epoch [83][1400/3405] lr: 1.057e-02, eta: 1 day, 4:45:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.8644, loss: 2.8644 +2025-06-29 07:23:20,016 - pyskl - INFO - Epoch [83][1500/3405] lr: 1.056e-02, eta: 1 day, 4:44:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.8432, loss: 2.8432 +2025-06-29 07:24:04,340 - pyskl - INFO - Epoch [83][1600/3405] lr: 1.055e-02, eta: 1 day, 4:44:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9762, loss_cls: 2.9055, loss: 2.9055 +2025-06-29 07:24:48,698 - pyskl - INFO - Epoch [83][1700/3405] lr: 1.054e-02, eta: 1 day, 4:43:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 2.9271, loss: 2.9271 +2025-06-29 07:25:33,192 - pyskl - INFO - Epoch [83][1800/3405] lr: 1.054e-02, eta: 1 day, 4:42:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 2.9587, loss: 2.9587 +2025-06-29 07:26:17,529 - pyskl - INFO - Epoch [83][1900/3405] lr: 1.053e-02, eta: 1 day, 4:41:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 2.7532, loss: 2.7532 +2025-06-29 07:27:01,871 - pyskl - INFO - Epoch [83][2000/3405] lr: 1.052e-02, eta: 1 day, 4:41:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.8173, loss: 2.8173 +2025-06-29 07:27:46,186 - pyskl - INFO - Epoch [83][2100/3405] lr: 1.051e-02, eta: 1 day, 4:40:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.9425, loss: 2.9425 +2025-06-29 07:28:30,664 - pyskl - INFO - Epoch [83][2200/3405] lr: 1.051e-02, eta: 1 day, 4:39:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.8869, loss: 2.8869 +2025-06-29 07:29:15,089 - pyskl - INFO - Epoch [83][2300/3405] lr: 1.050e-02, eta: 1 day, 4:38:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9900, loss_cls: 2.8900, loss: 2.8900 +2025-06-29 07:29:59,563 - pyskl - INFO - Epoch [83][2400/3405] lr: 1.049e-02, eta: 1 day, 4:38:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 2.8631, loss: 2.8631 +2025-06-29 07:30:43,916 - pyskl - INFO - Epoch [83][2500/3405] lr: 1.048e-02, eta: 1 day, 4:37:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 2.9004, loss: 2.9004 +2025-06-29 07:31:28,164 - pyskl - INFO - Epoch [83][2600/3405] lr: 1.048e-02, eta: 1 day, 4:36:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.9062, loss: 2.9062 +2025-06-29 07:32:12,523 - pyskl - INFO - Epoch [83][2700/3405] lr: 1.047e-02, eta: 1 day, 4:35:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 2.9664, loss: 2.9664 +2025-06-29 07:32:56,847 - pyskl - INFO - Epoch [83][2800/3405] lr: 1.046e-02, eta: 1 day, 4:35:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 2.9411, loss: 2.9411 +2025-06-29 07:33:41,227 - pyskl - INFO - Epoch [83][2900/3405] lr: 1.045e-02, eta: 1 day, 4:34:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 2.9729, loss: 2.9729 +2025-06-29 07:34:25,552 - pyskl - INFO - Epoch [83][3000/3405] lr: 1.045e-02, eta: 1 day, 4:33:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.0444, loss: 3.0444 +2025-06-29 07:35:09,854 - pyskl - INFO - Epoch [83][3100/3405] lr: 1.044e-02, eta: 1 day, 4:32:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.8482, loss: 2.8482 +2025-06-29 07:35:54,395 - pyskl - INFO - Epoch [83][3200/3405] lr: 1.043e-02, eta: 1 day, 4:32:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 2.9917, loss: 2.9917 +2025-06-29 07:36:38,652 - pyskl - INFO - Epoch [83][3300/3405] lr: 1.042e-02, eta: 1 day, 4:31:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 2.9737, loss: 2.9737 +2025-06-29 07:37:22,886 - pyskl - INFO - Epoch [83][3400/3405] lr: 1.042e-02, eta: 1 day, 4:30:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9731, loss_cls: 2.9289, loss: 2.9289 +2025-06-29 07:37:25,459 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-06-29 07:41:17,522 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 07:41:18,067 - pyskl - INFO - +top1_acc 0.8214 +top5_acc 0.9652 +2025-06-29 07:41:18,089 - pyskl - INFO - Epoch(val) [83][3718] top1_acc: 0.8214, top5_acc: 0.9652 +2025-06-29 07:42:25,453 - pyskl - INFO - Epoch [84][100/3405] lr: 1.041e-02, eta: 1 day, 4:30:01, time: 0.674, data_time: 0.230, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.7973, loss: 2.7973 +2025-06-29 07:43:09,711 - pyskl - INFO - Epoch [84][200/3405] lr: 1.040e-02, eta: 1 day, 4:29:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.6051, loss: 2.6051 +2025-06-29 07:43:53,942 - pyskl - INFO - Epoch [84][300/3405] lr: 1.039e-02, eta: 1 day, 4:28:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 2.8815, loss: 2.8815 +2025-06-29 07:44:38,281 - pyskl - INFO - Epoch [84][400/3405] lr: 1.039e-02, eta: 1 day, 4:27:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 2.8143, loss: 2.8143 +2025-06-29 07:45:22,686 - pyskl - INFO - Epoch [84][500/3405] lr: 1.038e-02, eta: 1 day, 4:26:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 2.9334, loss: 2.9334 +2025-06-29 07:46:07,005 - pyskl - INFO - Epoch [84][600/3405] lr: 1.037e-02, eta: 1 day, 4:26:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.8783, loss: 2.8783 +2025-06-29 07:46:51,303 - pyskl - INFO - Epoch [84][700/3405] lr: 1.036e-02, eta: 1 day, 4:25:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.7845, loss: 2.7845 +2025-06-29 07:47:35,622 - pyskl - INFO - Epoch [84][800/3405] lr: 1.035e-02, eta: 1 day, 4:24:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.8332, loss: 2.8332 +2025-06-29 07:48:20,007 - pyskl - INFO - Epoch [84][900/3405] lr: 1.035e-02, eta: 1 day, 4:23:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.8265, loss: 2.8265 +2025-06-29 07:49:04,367 - pyskl - INFO - Epoch [84][1000/3405] lr: 1.034e-02, eta: 1 day, 4:23:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 2.8516, loss: 2.8516 +2025-06-29 07:49:48,655 - pyskl - INFO - Epoch [84][1100/3405] lr: 1.033e-02, eta: 1 day, 4:22:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.7981, loss: 2.7981 +2025-06-29 07:50:32,963 - pyskl - INFO - Epoch [84][1200/3405] lr: 1.032e-02, eta: 1 day, 4:21:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.9725, loss: 2.9725 +2025-06-29 07:51:17,797 - pyskl - INFO - Epoch [84][1300/3405] lr: 1.032e-02, eta: 1 day, 4:20:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 2.8529, loss: 2.8529 +2025-06-29 07:52:02,290 - pyskl - INFO - Epoch [84][1400/3405] lr: 1.031e-02, eta: 1 day, 4:20:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.9220, loss: 2.9220 +2025-06-29 07:52:46,846 - pyskl - INFO - Epoch [84][1500/3405] lr: 1.030e-02, eta: 1 day, 4:19:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9888, loss_cls: 2.8450, loss: 2.8450 +2025-06-29 07:53:31,329 - pyskl - INFO - Epoch [84][1600/3405] lr: 1.029e-02, eta: 1 day, 4:18:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.0073, loss: 3.0073 +2025-06-29 07:54:15,713 - pyskl - INFO - Epoch [84][1700/3405] lr: 1.029e-02, eta: 1 day, 4:17:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.9117, loss: 2.9117 +2025-06-29 07:55:00,011 - pyskl - INFO - Epoch [84][1800/3405] lr: 1.028e-02, eta: 1 day, 4:17:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.9354, loss: 2.9354 +2025-06-29 07:55:44,342 - pyskl - INFO - Epoch [84][1900/3405] lr: 1.027e-02, eta: 1 day, 4:16:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 2.8697, loss: 2.8697 +2025-06-29 07:56:28,626 - pyskl - INFO - Epoch [84][2000/3405] lr: 1.026e-02, eta: 1 day, 4:15:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 2.9581, loss: 2.9581 +2025-06-29 07:57:12,948 - pyskl - INFO - Epoch [84][2100/3405] lr: 1.026e-02, eta: 1 day, 4:14:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.7796, loss: 2.7796 +2025-06-29 07:57:57,307 - pyskl - INFO - Epoch [84][2200/3405] lr: 1.025e-02, eta: 1 day, 4:14:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.9275, loss: 2.9275 +2025-06-29 07:58:41,619 - pyskl - INFO - Epoch [84][2300/3405] lr: 1.024e-02, eta: 1 day, 4:13:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9875, loss_cls: 2.8637, loss: 2.8637 +2025-06-29 07:59:25,939 - pyskl - INFO - Epoch [84][2400/3405] lr: 1.023e-02, eta: 1 day, 4:12:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 2.9414, loss: 2.9414 +2025-06-29 08:00:10,186 - pyskl - INFO - Epoch [84][2500/3405] lr: 1.023e-02, eta: 1 day, 4:11:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.8919, loss: 2.8919 +2025-06-29 08:00:54,574 - pyskl - INFO - Epoch [84][2600/3405] lr: 1.022e-02, eta: 1 day, 4:11:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 2.9039, loss: 2.9039 +2025-06-29 08:01:39,052 - pyskl - INFO - Epoch [84][2700/3405] lr: 1.021e-02, eta: 1 day, 4:10:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9825, loss_cls: 3.0107, loss: 3.0107 +2025-06-29 08:02:23,446 - pyskl - INFO - Epoch [84][2800/3405] lr: 1.020e-02, eta: 1 day, 4:09:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.9024, loss: 2.9024 +2025-06-29 08:03:07,750 - pyskl - INFO - Epoch [84][2900/3405] lr: 1.020e-02, eta: 1 day, 4:08:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 2.9877, loss: 2.9877 +2025-06-29 08:03:52,022 - pyskl - INFO - Epoch [84][3000/3405] lr: 1.019e-02, eta: 1 day, 4:08:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.8285, loss: 2.8285 +2025-06-29 08:04:36,731 - pyskl - INFO - Epoch [84][3100/3405] lr: 1.018e-02, eta: 1 day, 4:07:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 2.9390, loss: 2.9390 +2025-06-29 08:05:21,287 - pyskl - INFO - Epoch [84][3200/3405] lr: 1.017e-02, eta: 1 day, 4:06:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 2.9780, loss: 2.9780 +2025-06-29 08:06:05,840 - pyskl - INFO - Epoch [84][3300/3405] lr: 1.017e-02, eta: 1 day, 4:05:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9869, loss_cls: 2.9507, loss: 2.9507 +2025-06-29 08:06:50,326 - pyskl - INFO - Epoch [84][3400/3405] lr: 1.016e-02, eta: 1 day, 4:05:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 2.8365, loss: 2.8365 +2025-06-29 08:06:52,971 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-06-29 08:10:45,580 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 08:10:46,213 - pyskl - INFO - +top1_acc 0.8240 +top5_acc 0.9660 +2025-06-29 08:10:46,237 - pyskl - INFO - Epoch(val) [84][3718] top1_acc: 0.8240, top5_acc: 0.9660 +2025-06-29 08:11:53,714 - pyskl - INFO - Epoch [85][100/3405] lr: 1.015e-02, eta: 1 day, 4:04:29, time: 0.675, data_time: 0.231, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.8219, loss: 2.8219 +2025-06-29 08:12:38,141 - pyskl - INFO - Epoch [85][200/3405] lr: 1.014e-02, eta: 1 day, 4:03:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.8122, loss: 2.8122 +2025-06-29 08:13:22,441 - pyskl - INFO - Epoch [85][300/3405] lr: 1.014e-02, eta: 1 day, 4:02:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.8187, loss: 2.8187 +2025-06-29 08:14:06,670 - pyskl - INFO - Epoch [85][400/3405] lr: 1.013e-02, eta: 1 day, 4:02:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.8258, loss: 2.8258 +2025-06-29 08:14:50,872 - pyskl - INFO - Epoch [85][500/3405] lr: 1.012e-02, eta: 1 day, 4:01:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.7181, loss: 2.7181 +2025-06-29 08:15:35,100 - pyskl - INFO - Epoch [85][600/3405] lr: 1.011e-02, eta: 1 day, 4:00:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.7397, loss: 2.7397 +2025-06-29 08:16:19,323 - pyskl - INFO - Epoch [85][700/3405] lr: 1.010e-02, eta: 1 day, 3:59:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 2.8986, loss: 2.8986 +2025-06-29 08:17:03,627 - pyskl - INFO - Epoch [85][800/3405] lr: 1.010e-02, eta: 1 day, 3:59:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 2.9130, loss: 2.9130 +2025-06-29 08:17:47,942 - pyskl - INFO - Epoch [85][900/3405] lr: 1.009e-02, eta: 1 day, 3:58:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.8468, loss: 2.8468 +2025-06-29 08:18:32,253 - pyskl - INFO - Epoch [85][1000/3405] lr: 1.008e-02, eta: 1 day, 3:57:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.8986, loss: 2.8986 +2025-06-29 08:19:16,660 - pyskl - INFO - Epoch [85][1100/3405] lr: 1.007e-02, eta: 1 day, 3:56:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 2.8776, loss: 2.8776 +2025-06-29 08:20:01,050 - pyskl - INFO - Epoch [85][1200/3405] lr: 1.007e-02, eta: 1 day, 3:56:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.8664, loss: 2.8664 +2025-06-29 08:20:45,463 - pyskl - INFO - Epoch [85][1300/3405] lr: 1.006e-02, eta: 1 day, 3:55:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 2.8428, loss: 2.8428 +2025-06-29 08:21:29,771 - pyskl - INFO - Epoch [85][1400/3405] lr: 1.005e-02, eta: 1 day, 3:54:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9862, loss_cls: 2.9248, loss: 2.9248 +2025-06-29 08:22:13,983 - pyskl - INFO - Epoch [85][1500/3405] lr: 1.004e-02, eta: 1 day, 3:53:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.8174, loss: 2.8174 +2025-06-29 08:22:58,022 - pyskl - INFO - Epoch [85][1600/3405] lr: 1.004e-02, eta: 1 day, 3:53:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.8550, loss: 2.8550 +2025-06-29 08:23:42,460 - pyskl - INFO - Epoch [85][1700/3405] lr: 1.003e-02, eta: 1 day, 3:52:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.8942, loss: 2.8942 +2025-06-29 08:24:27,031 - pyskl - INFO - Epoch [85][1800/3405] lr: 1.002e-02, eta: 1 day, 3:51:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 2.8335, loss: 2.8335 +2025-06-29 08:25:11,678 - pyskl - INFO - Epoch [85][1900/3405] lr: 1.001e-02, eta: 1 day, 3:50:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 2.9077, loss: 2.9077 +2025-06-29 08:25:56,269 - pyskl - INFO - Epoch [85][2000/3405] lr: 1.001e-02, eta: 1 day, 3:50:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 2.9398, loss: 2.9398 +2025-06-29 08:26:40,668 - pyskl - INFO - Epoch [85][2100/3405] lr: 9.999e-03, eta: 1 day, 3:49:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.9155, loss: 2.9155 +2025-06-29 08:27:25,078 - pyskl - INFO - Epoch [85][2200/3405] lr: 9.992e-03, eta: 1 day, 3:48:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 2.8008, loss: 2.8008 +2025-06-29 08:28:09,681 - pyskl - INFO - Epoch [85][2300/3405] lr: 9.984e-03, eta: 1 day, 3:47:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.8693, loss: 2.8693 +2025-06-29 08:28:53,975 - pyskl - INFO - Epoch [85][2400/3405] lr: 9.977e-03, eta: 1 day, 3:47:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 2.7642, loss: 2.7642 +2025-06-29 08:29:38,283 - pyskl - INFO - Epoch [85][2500/3405] lr: 9.969e-03, eta: 1 day, 3:46:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 2.8738, loss: 2.8738 +2025-06-29 08:30:22,542 - pyskl - INFO - Epoch [85][2600/3405] lr: 9.962e-03, eta: 1 day, 3:45:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.8680, loss: 2.8680 +2025-06-29 08:31:06,992 - pyskl - INFO - Epoch [85][2700/3405] lr: 9.954e-03, eta: 1 day, 3:44:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 2.9248, loss: 2.9248 +2025-06-29 08:31:51,361 - pyskl - INFO - Epoch [85][2800/3405] lr: 9.947e-03, eta: 1 day, 3:44:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 2.8496, loss: 2.8496 +2025-06-29 08:32:35,724 - pyskl - INFO - Epoch [85][2900/3405] lr: 9.939e-03, eta: 1 day, 3:43:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.9082, loss: 2.9082 +2025-06-29 08:33:20,039 - pyskl - INFO - Epoch [85][3000/3405] lr: 9.932e-03, eta: 1 day, 3:42:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.9122, loss: 2.9122 +2025-06-29 08:34:04,389 - pyskl - INFO - Epoch [85][3100/3405] lr: 9.924e-03, eta: 1 day, 3:41:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.8881, loss: 2.8881 +2025-06-29 08:34:48,705 - pyskl - INFO - Epoch [85][3200/3405] lr: 9.917e-03, eta: 1 day, 3:40:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 2.8766, loss: 2.8766 +2025-06-29 08:35:33,139 - pyskl - INFO - Epoch [85][3300/3405] lr: 9.909e-03, eta: 1 day, 3:40:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.8610, loss: 2.8610 +2025-06-29 08:36:17,480 - pyskl - INFO - Epoch [85][3400/3405] lr: 9.902e-03, eta: 1 day, 3:39:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.8586, loss: 2.8586 +2025-06-29 08:36:20,075 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-06-29 08:54:37,577 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 08:54:38,329 - pyskl - INFO - +top1_acc 0.8309 +top5_acc 0.9684 +2025-06-29 08:54:38,402 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_77.pth was removed +2025-06-29 08:54:39,640 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_85.pth. +2025-06-29 08:54:39,643 - pyskl - INFO - Best top1_acc is 0.8309 at 85 epoch. +2025-06-29 08:54:39,667 - pyskl - INFO - Epoch(val) [85][3718] top1_acc: 0.8309, top5_acc: 0.9684 +2025-06-29 08:55:48,175 - pyskl - INFO - Epoch [86][100/3405] lr: 9.894e-03, eta: 1 day, 3:38:57, time: 0.685, data_time: 0.240, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 2.6134, loss: 2.6134 +2025-06-29 08:56:32,881 - pyskl - INFO - Epoch [86][200/3405] lr: 9.886e-03, eta: 1 day, 3:38:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.7473, loss: 2.7473 +2025-06-29 08:57:17,586 - pyskl - INFO - Epoch [86][300/3405] lr: 9.879e-03, eta: 1 day, 3:37:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.8097, loss: 2.8097 +2025-06-29 08:58:02,460 - pyskl - INFO - Epoch [86][400/3405] lr: 9.871e-03, eta: 1 day, 3:36:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.7269, loss: 2.7269 +2025-06-29 08:58:46,981 - pyskl - INFO - Epoch [86][500/3405] lr: 9.864e-03, eta: 1 day, 3:35:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.7732, loss: 2.7732 +2025-06-29 08:59:31,601 - pyskl - INFO - Epoch [86][600/3405] lr: 9.856e-03, eta: 1 day, 3:35:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.7788, loss: 2.7788 +2025-06-29 09:00:16,300 - pyskl - INFO - Epoch [86][700/3405] lr: 9.849e-03, eta: 1 day, 3:34:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.7976, loss: 2.7976 +2025-06-29 09:01:01,121 - pyskl - INFO - Epoch [86][800/3405] lr: 9.841e-03, eta: 1 day, 3:33:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9881, loss_cls: 2.8544, loss: 2.8544 +2025-06-29 09:01:45,952 - pyskl - INFO - Epoch [86][900/3405] lr: 9.834e-03, eta: 1 day, 3:32:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.8835, loss: 2.8835 +2025-06-29 09:02:30,758 - pyskl - INFO - Epoch [86][1000/3405] lr: 9.826e-03, eta: 1 day, 3:32:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 2.9091, loss: 2.9091 +2025-06-29 09:03:15,261 - pyskl - INFO - Epoch [86][1100/3405] lr: 9.819e-03, eta: 1 day, 3:31:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.7345, loss: 2.7345 +2025-06-29 09:03:59,724 - pyskl - INFO - Epoch [86][1200/3405] lr: 9.811e-03, eta: 1 day, 3:30:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.7853, loss: 2.7853 +2025-06-29 09:04:44,200 - pyskl - INFO - Epoch [86][1300/3405] lr: 9.803e-03, eta: 1 day, 3:29:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 2.8386, loss: 2.8386 +2025-06-29 09:05:28,667 - pyskl - INFO - Epoch [86][1400/3405] lr: 9.796e-03, eta: 1 day, 3:29:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.8912, loss: 2.8912 +2025-06-29 09:06:13,017 - pyskl - INFO - Epoch [86][1500/3405] lr: 9.788e-03, eta: 1 day, 3:28:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.7438, loss: 2.7438 +2025-06-29 09:06:57,341 - pyskl - INFO - Epoch [86][1600/3405] lr: 9.781e-03, eta: 1 day, 3:27:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.7776, loss: 2.7776 +2025-06-29 09:07:41,736 - pyskl - INFO - Epoch [86][1700/3405] lr: 9.773e-03, eta: 1 day, 3:26:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 2.7381, loss: 2.7381 +2025-06-29 09:08:26,102 - pyskl - INFO - Epoch [86][1800/3405] lr: 9.766e-03, eta: 1 day, 3:26:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9794, loss_cls: 2.9109, loss: 2.9109 +2025-06-29 09:09:10,451 - pyskl - INFO - Epoch [86][1900/3405] lr: 9.758e-03, eta: 1 day, 3:25:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 2.9006, loss: 2.9006 +2025-06-29 09:09:54,840 - pyskl - INFO - Epoch [86][2000/3405] lr: 9.751e-03, eta: 1 day, 3:24:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.8411, loss: 2.8411 +2025-06-29 09:10:39,168 - pyskl - INFO - Epoch [86][2100/3405] lr: 9.743e-03, eta: 1 day, 3:23:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 2.8539, loss: 2.8539 +2025-06-29 09:11:23,532 - pyskl - INFO - Epoch [86][2200/3405] lr: 9.736e-03, eta: 1 day, 3:23:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.7167, loss: 2.7167 +2025-06-29 09:12:07,874 - pyskl - INFO - Epoch [86][2300/3405] lr: 9.728e-03, eta: 1 day, 3:22:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 2.9715, loss: 2.9715 +2025-06-29 09:12:52,181 - pyskl - INFO - Epoch [86][2400/3405] lr: 9.721e-03, eta: 1 day, 3:21:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.8656, loss: 2.8656 +2025-06-29 09:13:36,514 - pyskl - INFO - Epoch [86][2500/3405] lr: 9.713e-03, eta: 1 day, 3:20:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9862, loss_cls: 2.8821, loss: 2.8821 +2025-06-29 09:14:20,955 - pyskl - INFO - Epoch [86][2600/3405] lr: 9.706e-03, eta: 1 day, 3:20:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.8518, loss: 2.8518 +2025-06-29 09:15:05,459 - pyskl - INFO - Epoch [86][2700/3405] lr: 9.698e-03, eta: 1 day, 3:19:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.7461, loss: 2.7461 +2025-06-29 09:15:49,705 - pyskl - INFO - Epoch [86][2800/3405] lr: 9.691e-03, eta: 1 day, 3:18:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9800, loss_cls: 2.8414, loss: 2.8414 +2025-06-29 09:16:34,024 - pyskl - INFO - Epoch [86][2900/3405] lr: 9.684e-03, eta: 1 day, 3:17:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 2.8229, loss: 2.8229 +2025-06-29 09:17:18,298 - pyskl - INFO - Epoch [86][3000/3405] lr: 9.676e-03, eta: 1 day, 3:17:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 2.9409, loss: 2.9409 +2025-06-29 09:18:02,657 - pyskl - INFO - Epoch [86][3100/3405] lr: 9.669e-03, eta: 1 day, 3:16:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 2.7629, loss: 2.7629 +2025-06-29 09:18:47,148 - pyskl - INFO - Epoch [86][3200/3405] lr: 9.661e-03, eta: 1 day, 3:15:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.8227, loss: 2.8227 +2025-06-29 09:19:31,604 - pyskl - INFO - Epoch [86][3300/3405] lr: 9.654e-03, eta: 1 day, 3:14:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.8588, loss: 2.8588 +2025-06-29 09:20:16,126 - pyskl - INFO - Epoch [86][3400/3405] lr: 9.646e-03, eta: 1 day, 3:14:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.8403, loss: 2.8403 +2025-06-29 09:20:18,669 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-06-29 09:24:10,186 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 09:24:10,731 - pyskl - INFO - +top1_acc 0.8191 +top5_acc 0.9652 +2025-06-29 09:24:10,754 - pyskl - INFO - Epoch(val) [86][3718] top1_acc: 0.8191, top5_acc: 0.9652 +2025-06-29 09:25:17,599 - pyskl - INFO - Epoch [87][100/3405] lr: 9.638e-03, eta: 1 day, 3:13:27, time: 0.668, data_time: 0.226, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.7396, loss: 2.7396 +2025-06-29 09:26:01,788 - pyskl - INFO - Epoch [87][200/3405] lr: 9.631e-03, eta: 1 day, 3:12:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.7592, loss: 2.7592 +2025-06-29 09:26:45,997 - pyskl - INFO - Epoch [87][300/3405] lr: 9.623e-03, eta: 1 day, 3:11:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.7767, loss: 2.7767 +2025-06-29 09:27:30,181 - pyskl - INFO - Epoch [87][400/3405] lr: 9.616e-03, eta: 1 day, 3:11:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 2.8068, loss: 2.8068 +2025-06-29 09:28:14,367 - pyskl - INFO - Epoch [87][500/3405] lr: 9.608e-03, eta: 1 day, 3:10:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.7746, loss: 2.7746 +2025-06-29 09:28:58,553 - pyskl - INFO - Epoch [87][600/3405] lr: 9.601e-03, eta: 1 day, 3:09:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.6937, loss: 2.6937 +2025-06-29 09:29:42,813 - pyskl - INFO - Epoch [87][700/3405] lr: 9.593e-03, eta: 1 day, 3:08:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.9019, loss: 2.9019 +2025-06-29 09:30:26,980 - pyskl - INFO - Epoch [87][800/3405] lr: 9.586e-03, eta: 1 day, 3:08:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.7708, loss: 2.7708 +2025-06-29 09:31:11,209 - pyskl - INFO - Epoch [87][900/3405] lr: 9.578e-03, eta: 1 day, 3:07:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 2.7582, loss: 2.7582 +2025-06-29 09:31:55,447 - pyskl - INFO - Epoch [87][1000/3405] lr: 9.571e-03, eta: 1 day, 3:06:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9906, loss_cls: 2.7554, loss: 2.7554 +2025-06-29 09:32:39,766 - pyskl - INFO - Epoch [87][1100/3405] lr: 9.563e-03, eta: 1 day, 3:05:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.7115, loss: 2.7115 +2025-06-29 09:33:24,217 - pyskl - INFO - Epoch [87][1200/3405] lr: 9.556e-03, eta: 1 day, 3:05:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.8282, loss: 2.8282 +2025-06-29 09:34:08,540 - pyskl - INFO - Epoch [87][1300/3405] lr: 9.548e-03, eta: 1 day, 3:04:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 2.7947, loss: 2.7947 +2025-06-29 09:34:52,904 - pyskl - INFO - Epoch [87][1400/3405] lr: 9.541e-03, eta: 1 day, 3:03:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.8250, loss: 2.8250 +2025-06-29 09:35:37,158 - pyskl - INFO - Epoch [87][1500/3405] lr: 9.534e-03, eta: 1 day, 3:02:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.8452, loss: 2.8452 +2025-06-29 09:36:21,370 - pyskl - INFO - Epoch [87][1600/3405] lr: 9.526e-03, eta: 1 day, 3:02:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9900, loss_cls: 2.7597, loss: 2.7597 +2025-06-29 09:37:05,627 - pyskl - INFO - Epoch [87][1700/3405] lr: 9.519e-03, eta: 1 day, 3:01:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.8365, loss: 2.8365 +2025-06-29 09:37:49,927 - pyskl - INFO - Epoch [87][1800/3405] lr: 9.511e-03, eta: 1 day, 3:00:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 2.8908, loss: 2.8908 +2025-06-29 09:38:34,226 - pyskl - INFO - Epoch [87][1900/3405] lr: 9.504e-03, eta: 1 day, 2:59:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.8074, loss: 2.8074 +2025-06-29 09:39:18,666 - pyskl - INFO - Epoch [87][2000/3405] lr: 9.496e-03, eta: 1 day, 2:59:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9794, loss_cls: 2.9534, loss: 2.9534 +2025-06-29 09:40:03,130 - pyskl - INFO - Epoch [87][2100/3405] lr: 9.489e-03, eta: 1 day, 2:58:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.8311, loss: 2.8311 +2025-06-29 09:40:47,592 - pyskl - INFO - Epoch [87][2200/3405] lr: 9.481e-03, eta: 1 day, 2:57:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.9117, loss: 2.9117 +2025-06-29 09:41:32,023 - pyskl - INFO - Epoch [87][2300/3405] lr: 9.474e-03, eta: 1 day, 2:56:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.8251, loss: 2.8251 +2025-06-29 09:42:16,389 - pyskl - INFO - Epoch [87][2400/3405] lr: 9.466e-03, eta: 1 day, 2:56:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.8456, loss: 2.8456 +2025-06-29 09:43:00,807 - pyskl - INFO - Epoch [87][2500/3405] lr: 9.459e-03, eta: 1 day, 2:55:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.8831, loss: 2.8831 +2025-06-29 09:43:44,981 - pyskl - INFO - Epoch [87][2600/3405] lr: 9.451e-03, eta: 1 day, 2:54:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 2.7885, loss: 2.7885 +2025-06-29 09:44:29,345 - pyskl - INFO - Epoch [87][2700/3405] lr: 9.444e-03, eta: 1 day, 2:53:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.7297, loss: 2.7297 +2025-06-29 09:45:13,980 - pyskl - INFO - Epoch [87][2800/3405] lr: 9.437e-03, eta: 1 day, 2:52:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 2.8295, loss: 2.8295 +2025-06-29 09:45:58,187 - pyskl - INFO - Epoch [87][2900/3405] lr: 9.429e-03, eta: 1 day, 2:52:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9819, loss_cls: 2.7791, loss: 2.7791 +2025-06-29 09:46:42,391 - pyskl - INFO - Epoch [87][3000/3405] lr: 9.422e-03, eta: 1 day, 2:51:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.9197, loss: 2.9197 +2025-06-29 09:47:26,703 - pyskl - INFO - Epoch [87][3100/3405] lr: 9.414e-03, eta: 1 day, 2:50:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 2.8530, loss: 2.8530 +2025-06-29 09:48:11,045 - pyskl - INFO - Epoch [87][3200/3405] lr: 9.407e-03, eta: 1 day, 2:49:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 2.7878, loss: 2.7878 +2025-06-29 09:48:55,432 - pyskl - INFO - Epoch [87][3300/3405] lr: 9.399e-03, eta: 1 day, 2:49:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 2.9466, loss: 2.9466 +2025-06-29 09:49:39,817 - pyskl - INFO - Epoch [87][3400/3405] lr: 9.392e-03, eta: 1 day, 2:48:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 2.9136, loss: 2.9136 +2025-06-29 09:49:42,483 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-06-29 09:53:34,594 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 09:53:35,146 - pyskl - INFO - +top1_acc 0.8303 +top5_acc 0.9701 +2025-06-29 09:53:35,170 - pyskl - INFO - Epoch(val) [87][3718] top1_acc: 0.8303, top5_acc: 0.9701 +2025-06-29 09:54:42,427 - pyskl - INFO - Epoch [88][100/3405] lr: 9.384e-03, eta: 1 day, 2:47:53, time: 0.672, data_time: 0.227, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9806, loss_cls: 2.7975, loss: 2.7975 +2025-06-29 09:55:26,634 - pyskl - INFO - Epoch [88][200/3405] lr: 9.377e-03, eta: 1 day, 2:47:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 2.6955, loss: 2.6955 +2025-06-29 09:56:11,012 - pyskl - INFO - Epoch [88][300/3405] lr: 9.369e-03, eta: 1 day, 2:46:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.6695, loss: 2.6695 +2025-06-29 09:56:55,319 - pyskl - INFO - Epoch [88][400/3405] lr: 9.362e-03, eta: 1 day, 2:45:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.7536, loss: 2.7536 +2025-06-29 09:57:39,708 - pyskl - INFO - Epoch [88][500/3405] lr: 9.354e-03, eta: 1 day, 2:44:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 2.6181, loss: 2.6181 +2025-06-29 09:58:24,104 - pyskl - INFO - Epoch [88][600/3405] lr: 9.347e-03, eta: 1 day, 2:44:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 2.6624, loss: 2.6624 +2025-06-29 09:59:08,466 - pyskl - INFO - Epoch [88][700/3405] lr: 9.339e-03, eta: 1 day, 2:43:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 2.6652, loss: 2.6652 +2025-06-29 09:59:52,825 - pyskl - INFO - Epoch [88][800/3405] lr: 9.332e-03, eta: 1 day, 2:42:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.8343, loss: 2.8343 +2025-06-29 10:00:37,246 - pyskl - INFO - Epoch [88][900/3405] lr: 9.324e-03, eta: 1 day, 2:41:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9856, loss_cls: 2.8856, loss: 2.8856 +2025-06-29 10:01:21,694 - pyskl - INFO - Epoch [88][1000/3405] lr: 9.317e-03, eta: 1 day, 2:41:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.7953, loss: 2.7953 +2025-06-29 10:02:06,010 - pyskl - INFO - Epoch [88][1100/3405] lr: 9.310e-03, eta: 1 day, 2:40:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.7870, loss: 2.7870 +2025-06-29 10:02:50,279 - pyskl - INFO - Epoch [88][1200/3405] lr: 9.302e-03, eta: 1 day, 2:39:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.7321, loss: 2.7321 +2025-06-29 10:03:34,856 - pyskl - INFO - Epoch [88][1300/3405] lr: 9.295e-03, eta: 1 day, 2:38:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 2.9053, loss: 2.9053 +2025-06-29 10:04:19,219 - pyskl - INFO - Epoch [88][1400/3405] lr: 9.287e-03, eta: 1 day, 2:38:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.8379, loss: 2.8379 +2025-06-29 10:05:03,699 - pyskl - INFO - Epoch [88][1500/3405] lr: 9.280e-03, eta: 1 day, 2:37:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9806, loss_cls: 2.8373, loss: 2.8373 +2025-06-29 10:05:48,171 - pyskl - INFO - Epoch [88][1600/3405] lr: 9.272e-03, eta: 1 day, 2:36:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9931, loss_cls: 2.7963, loss: 2.7963 +2025-06-29 10:06:32,539 - pyskl - INFO - Epoch [88][1700/3405] lr: 9.265e-03, eta: 1 day, 2:35:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 2.8833, loss: 2.8833 +2025-06-29 10:07:16,991 - pyskl - INFO - Epoch [88][1800/3405] lr: 9.258e-03, eta: 1 day, 2:35:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 2.8141, loss: 2.8141 +2025-06-29 10:08:01,292 - pyskl - INFO - Epoch [88][1900/3405] lr: 9.250e-03, eta: 1 day, 2:34:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.9756, loss: 2.9756 +2025-06-29 10:08:45,695 - pyskl - INFO - Epoch [88][2000/3405] lr: 9.243e-03, eta: 1 day, 2:33:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.8031, loss: 2.8031 +2025-06-29 10:09:30,221 - pyskl - INFO - Epoch [88][2100/3405] lr: 9.235e-03, eta: 1 day, 2:32:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9794, loss_cls: 2.8053, loss: 2.8053 +2025-06-29 10:10:14,634 - pyskl - INFO - Epoch [88][2200/3405] lr: 9.228e-03, eta: 1 day, 2:31:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 2.8169, loss: 2.8169 +2025-06-29 10:10:59,046 - pyskl - INFO - Epoch [88][2300/3405] lr: 9.220e-03, eta: 1 day, 2:31:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9881, loss_cls: 2.8716, loss: 2.8716 +2025-06-29 10:11:43,219 - pyskl - INFO - Epoch [88][2400/3405] lr: 9.213e-03, eta: 1 day, 2:30:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 2.6939, loss: 2.6939 +2025-06-29 10:12:27,424 - pyskl - INFO - Epoch [88][2500/3405] lr: 9.206e-03, eta: 1 day, 2:29:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.7725, loss: 2.7725 +2025-06-29 10:13:11,627 - pyskl - INFO - Epoch [88][2600/3405] lr: 9.198e-03, eta: 1 day, 2:28:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 2.9116, loss: 2.9116 +2025-06-29 10:13:55,870 - pyskl - INFO - Epoch [88][2700/3405] lr: 9.191e-03, eta: 1 day, 2:28:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.6384, loss: 2.6384 +2025-06-29 10:14:40,047 - pyskl - INFO - Epoch [88][2800/3405] lr: 9.183e-03, eta: 1 day, 2:27:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.8281, loss: 2.8281 +2025-06-29 10:15:24,122 - pyskl - INFO - Epoch [88][2900/3405] lr: 9.176e-03, eta: 1 day, 2:26:40, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.8936, loss: 2.8936 +2025-06-29 10:16:08,269 - pyskl - INFO - Epoch [88][3000/3405] lr: 9.169e-03, eta: 1 day, 2:25:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 2.8493, loss: 2.8493 +2025-06-29 10:16:52,395 - pyskl - INFO - Epoch [88][3100/3405] lr: 9.161e-03, eta: 1 day, 2:25:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.8765, loss: 2.8765 +2025-06-29 10:17:36,445 - pyskl - INFO - Epoch [88][3200/3405] lr: 9.154e-03, eta: 1 day, 2:24:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9875, loss_cls: 2.8736, loss: 2.8736 +2025-06-29 10:18:20,735 - pyskl - INFO - Epoch [88][3300/3405] lr: 9.146e-03, eta: 1 day, 2:23:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.8756, loss: 2.8756 +2025-06-29 10:19:05,003 - pyskl - INFO - Epoch [88][3400/3405] lr: 9.139e-03, eta: 1 day, 2:22:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9781, loss_cls: 2.8783, loss: 2.8783 +2025-06-29 10:19:07,590 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-06-29 10:22:59,665 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 10:23:00,209 - pyskl - INFO - +top1_acc 0.8355 +top5_acc 0.9686 +2025-06-29 10:23:00,267 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_85.pth was removed +2025-06-29 10:23:01,478 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_88.pth. +2025-06-29 10:23:01,479 - pyskl - INFO - Best top1_acc is 0.8355 at 88 epoch. +2025-06-29 10:23:01,503 - pyskl - INFO - Epoch(val) [88][3718] top1_acc: 0.8355, top5_acc: 0.9686 +2025-06-29 10:24:08,513 - pyskl - INFO - Epoch [89][100/3405] lr: 9.131e-03, eta: 1 day, 2:22:19, time: 0.670, data_time: 0.227, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9944, loss_cls: 2.6457, loss: 2.6457 +2025-06-29 10:24:52,734 - pyskl - INFO - Epoch [89][200/3405] lr: 9.124e-03, eta: 1 day, 2:21:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.7266, loss: 2.7266 +2025-06-29 10:25:36,956 - pyskl - INFO - Epoch [89][300/3405] lr: 9.116e-03, eta: 1 day, 2:20:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.7341, loss: 2.7341 +2025-06-29 10:26:21,326 - pyskl - INFO - Epoch [89][400/3405] lr: 9.109e-03, eta: 1 day, 2:20:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.6703, loss: 2.6703 +2025-06-29 10:27:05,699 - pyskl - INFO - Epoch [89][500/3405] lr: 9.102e-03, eta: 1 day, 2:19:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 2.7404, loss: 2.7404 +2025-06-29 10:27:50,094 - pyskl - INFO - Epoch [89][600/3405] lr: 9.094e-03, eta: 1 day, 2:18:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.7222, loss: 2.7222 +2025-06-29 10:28:34,391 - pyskl - INFO - Epoch [89][700/3405] lr: 9.087e-03, eta: 1 day, 2:17:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.7481, loss: 2.7481 +2025-06-29 10:29:18,967 - pyskl - INFO - Epoch [89][800/3405] lr: 9.079e-03, eta: 1 day, 2:17:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.7193, loss: 2.7193 +2025-06-29 10:30:03,376 - pyskl - INFO - Epoch [89][900/3405] lr: 9.072e-03, eta: 1 day, 2:16:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.6613, loss: 2.6613 +2025-06-29 10:30:48,081 - pyskl - INFO - Epoch [89][1000/3405] lr: 9.065e-03, eta: 1 day, 2:15:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.7486, loss: 2.7486 +2025-06-29 10:31:32,342 - pyskl - INFO - Epoch [89][1100/3405] lr: 9.057e-03, eta: 1 day, 2:14:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.7472, loss: 2.7472 +2025-06-29 10:32:16,691 - pyskl - INFO - Epoch [89][1200/3405] lr: 9.050e-03, eta: 1 day, 2:14:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.8101, loss: 2.8101 +2025-06-29 10:33:01,043 - pyskl - INFO - Epoch [89][1300/3405] lr: 9.042e-03, eta: 1 day, 2:13:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.6727, loss: 2.6727 +2025-06-29 10:33:45,394 - pyskl - INFO - Epoch [89][1400/3405] lr: 9.035e-03, eta: 1 day, 2:12:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.7325, loss: 2.7325 +2025-06-29 10:34:29,847 - pyskl - INFO - Epoch [89][1500/3405] lr: 9.028e-03, eta: 1 day, 2:11:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 2.7359, loss: 2.7359 +2025-06-29 10:35:14,275 - pyskl - INFO - Epoch [89][1600/3405] lr: 9.020e-03, eta: 1 day, 2:10:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.7815, loss: 2.7815 +2025-06-29 10:35:58,559 - pyskl - INFO - Epoch [89][1700/3405] lr: 9.013e-03, eta: 1 day, 2:10:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.8391, loss: 2.8391 +2025-06-29 10:36:42,932 - pyskl - INFO - Epoch [89][1800/3405] lr: 9.005e-03, eta: 1 day, 2:09:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 2.8265, loss: 2.8265 +2025-06-29 10:37:27,215 - pyskl - INFO - Epoch [89][1900/3405] lr: 8.998e-03, eta: 1 day, 2:08:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9931, loss_cls: 2.7448, loss: 2.7448 +2025-06-29 10:38:11,535 - pyskl - INFO - Epoch [89][2000/3405] lr: 8.991e-03, eta: 1 day, 2:07:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.8692, loss: 2.8692 +2025-06-29 10:38:55,826 - pyskl - INFO - Epoch [89][2100/3405] lr: 8.983e-03, eta: 1 day, 2:07:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.7485, loss: 2.7485 +2025-06-29 10:39:40,115 - pyskl - INFO - Epoch [89][2200/3405] lr: 8.976e-03, eta: 1 day, 2:06:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.8875, loss: 2.8875 +2025-06-29 10:40:24,467 - pyskl - INFO - Epoch [89][2300/3405] lr: 8.969e-03, eta: 1 day, 2:05:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 2.8476, loss: 2.8476 +2025-06-29 10:41:08,686 - pyskl - INFO - Epoch [89][2400/3405] lr: 8.961e-03, eta: 1 day, 2:04:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 2.7423, loss: 2.7423 +2025-06-29 10:41:52,915 - pyskl - INFO - Epoch [89][2500/3405] lr: 8.954e-03, eta: 1 day, 2:04:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 2.8319, loss: 2.8319 +2025-06-29 10:42:37,226 - pyskl - INFO - Epoch [89][2600/3405] lr: 8.946e-03, eta: 1 day, 2:03:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.8798, loss: 2.8798 +2025-06-29 10:43:21,682 - pyskl - INFO - Epoch [89][2700/3405] lr: 8.939e-03, eta: 1 day, 2:02:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9881, loss_cls: 2.7261, loss: 2.7261 +2025-06-29 10:44:05,952 - pyskl - INFO - Epoch [89][2800/3405] lr: 8.932e-03, eta: 1 day, 2:01:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.8075, loss: 2.8075 +2025-06-29 10:44:50,218 - pyskl - INFO - Epoch [89][2900/3405] lr: 8.924e-03, eta: 1 day, 2:01:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.8063, loss: 2.8063 +2025-06-29 10:45:34,537 - pyskl - INFO - Epoch [89][3000/3405] lr: 8.917e-03, eta: 1 day, 2:00:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 2.7033, loss: 2.7033 +2025-06-29 10:46:18,778 - pyskl - INFO - Epoch [89][3100/3405] lr: 8.910e-03, eta: 1 day, 1:59:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.7480, loss: 2.7480 +2025-06-29 10:47:03,120 - pyskl - INFO - Epoch [89][3200/3405] lr: 8.902e-03, eta: 1 day, 1:58:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.8949, loss: 2.8949 +2025-06-29 10:47:47,698 - pyskl - INFO - Epoch [89][3300/3405] lr: 8.895e-03, eta: 1 day, 1:58:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.8552, loss: 2.8552 +2025-06-29 10:48:32,020 - pyskl - INFO - Epoch [89][3400/3405] lr: 8.888e-03, eta: 1 day, 1:57:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.6987, loss: 2.6987 +2025-06-29 10:48:34,638 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-06-29 10:52:27,430 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 10:52:27,981 - pyskl - INFO - +top1_acc 0.8352 +top5_acc 0.9690 +2025-06-29 10:52:28,005 - pyskl - INFO - Epoch(val) [89][3718] top1_acc: 0.8352, top5_acc: 0.9690 +2025-06-29 10:53:34,996 - pyskl - INFO - Epoch [90][100/3405] lr: 8.880e-03, eta: 1 day, 1:56:46, time: 0.670, data_time: 0.227, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.7202, loss: 2.7202 +2025-06-29 10:54:19,263 - pyskl - INFO - Epoch [90][200/3405] lr: 8.872e-03, eta: 1 day, 1:56:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 2.7147, loss: 2.7147 +2025-06-29 10:55:03,563 - pyskl - INFO - Epoch [90][300/3405] lr: 8.865e-03, eta: 1 day, 1:55:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.7255, loss: 2.7255 +2025-06-29 10:55:48,053 - pyskl - INFO - Epoch [90][400/3405] lr: 8.858e-03, eta: 1 day, 1:54:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9931, loss_cls: 2.6702, loss: 2.6702 +2025-06-29 10:56:32,619 - pyskl - INFO - Epoch [90][500/3405] lr: 8.850e-03, eta: 1 day, 1:53:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.7196, loss: 2.7196 +2025-06-29 10:57:17,122 - pyskl - INFO - Epoch [90][600/3405] lr: 8.843e-03, eta: 1 day, 1:52:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.7044, loss: 2.7044 +2025-06-29 10:58:01,400 - pyskl - INFO - Epoch [90][700/3405] lr: 8.836e-03, eta: 1 day, 1:52:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.7394, loss: 2.7394 +2025-06-29 10:58:45,683 - pyskl - INFO - Epoch [90][800/3405] lr: 8.828e-03, eta: 1 day, 1:51:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.7303, loss: 2.7303 +2025-06-29 10:59:30,029 - pyskl - INFO - Epoch [90][900/3405] lr: 8.821e-03, eta: 1 day, 1:50:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9919, loss_cls: 2.6439, loss: 2.6439 +2025-06-29 11:00:14,409 - pyskl - INFO - Epoch [90][1000/3405] lr: 8.814e-03, eta: 1 day, 1:49:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.8272, loss: 2.8272 +2025-06-29 11:00:58,875 - pyskl - INFO - Epoch [90][1100/3405] lr: 8.806e-03, eta: 1 day, 1:49:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.6724, loss: 2.6724 +2025-06-29 11:01:43,136 - pyskl - INFO - Epoch [90][1200/3405] lr: 8.799e-03, eta: 1 day, 1:48:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.7144, loss: 2.7144 +2025-06-29 11:02:27,538 - pyskl - INFO - Epoch [90][1300/3405] lr: 8.792e-03, eta: 1 day, 1:47:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.7665, loss: 2.7665 +2025-06-29 11:03:11,877 - pyskl - INFO - Epoch [90][1400/3405] lr: 8.784e-03, eta: 1 day, 1:46:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 2.8573, loss: 2.8573 +2025-06-29 11:03:56,266 - pyskl - INFO - Epoch [90][1500/3405] lr: 8.777e-03, eta: 1 day, 1:46:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.7584, loss: 2.7584 +2025-06-29 11:04:40,625 - pyskl - INFO - Epoch [90][1600/3405] lr: 8.770e-03, eta: 1 day, 1:45:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.7694, loss: 2.7694 +2025-06-29 11:05:24,948 - pyskl - INFO - Epoch [90][1700/3405] lr: 8.762e-03, eta: 1 day, 1:44:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.7230, loss: 2.7230 +2025-06-29 11:06:09,425 - pyskl - INFO - Epoch [90][1800/3405] lr: 8.755e-03, eta: 1 day, 1:43:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.6723, loss: 2.6723 +2025-06-29 11:06:53,774 - pyskl - INFO - Epoch [90][1900/3405] lr: 8.748e-03, eta: 1 day, 1:43:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 2.7460, loss: 2.7460 +2025-06-29 11:07:38,031 - pyskl - INFO - Epoch [90][2000/3405] lr: 8.740e-03, eta: 1 day, 1:42:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 2.6078, loss: 2.6078 +2025-06-29 11:08:22,431 - pyskl - INFO - Epoch [90][2100/3405] lr: 8.733e-03, eta: 1 day, 1:41:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 2.7149, loss: 2.7149 +2025-06-29 11:09:06,751 - pyskl - INFO - Epoch [90][2200/3405] lr: 8.726e-03, eta: 1 day, 1:40:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.7057, loss: 2.7057 +2025-06-29 11:09:51,143 - pyskl - INFO - Epoch [90][2300/3405] lr: 8.718e-03, eta: 1 day, 1:40:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.8419, loss: 2.8419 +2025-06-29 11:10:35,543 - pyskl - INFO - Epoch [90][2400/3405] lr: 8.711e-03, eta: 1 day, 1:39:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.7862, loss: 2.7862 +2025-06-29 11:11:19,742 - pyskl - INFO - Epoch [90][2500/3405] lr: 8.704e-03, eta: 1 day, 1:38:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9869, loss_cls: 2.8711, loss: 2.8711 +2025-06-29 11:12:04,065 - pyskl - INFO - Epoch [90][2600/3405] lr: 8.696e-03, eta: 1 day, 1:37:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9806, loss_cls: 2.7766, loss: 2.7766 +2025-06-29 11:12:48,447 - pyskl - INFO - Epoch [90][2700/3405] lr: 8.689e-03, eta: 1 day, 1:37:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 2.8094, loss: 2.8094 +2025-06-29 11:13:32,653 - pyskl - INFO - Epoch [90][2800/3405] lr: 8.682e-03, eta: 1 day, 1:36:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.8016, loss: 2.8016 +2025-06-29 11:14:17,198 - pyskl - INFO - Epoch [90][2900/3405] lr: 8.674e-03, eta: 1 day, 1:35:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9800, loss_cls: 2.8213, loss: 2.8213 +2025-06-29 11:15:01,543 - pyskl - INFO - Epoch [90][3000/3405] lr: 8.667e-03, eta: 1 day, 1:34:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 2.7292, loss: 2.7292 +2025-06-29 11:15:45,835 - pyskl - INFO - Epoch [90][3100/3405] lr: 8.660e-03, eta: 1 day, 1:34:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.9076, loss: 2.9076 +2025-06-29 11:16:30,178 - pyskl - INFO - Epoch [90][3200/3405] lr: 8.652e-03, eta: 1 day, 1:33:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 2.8138, loss: 2.8138 +2025-06-29 11:17:14,303 - pyskl - INFO - Epoch [90][3300/3405] lr: 8.645e-03, eta: 1 day, 1:32:33, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9912, loss_cls: 2.7415, loss: 2.7415 +2025-06-29 11:17:58,557 - pyskl - INFO - Epoch [90][3400/3405] lr: 8.638e-03, eta: 1 day, 1:31:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9875, loss_cls: 2.8027, loss: 2.8027 +2025-06-29 11:18:01,118 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-06-29 11:37:30,396 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 11:37:30,933 - pyskl - INFO - +top1_acc 0.8315 +top5_acc 0.9697 +2025-06-29 11:37:30,952 - pyskl - INFO - Epoch(val) [90][3718] top1_acc: 0.8315, top5_acc: 0.9697 +2025-06-29 11:38:38,214 - pyskl - INFO - Epoch [91][100/3405] lr: 8.630e-03, eta: 1 day, 1:31:13, time: 0.673, data_time: 0.229, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9925, loss_cls: 2.6734, loss: 2.6734 +2025-06-29 11:39:22,676 - pyskl - INFO - Epoch [91][200/3405] lr: 8.623e-03, eta: 1 day, 1:30:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.5945, loss: 2.5945 +2025-06-29 11:40:07,080 - pyskl - INFO - Epoch [91][300/3405] lr: 8.615e-03, eta: 1 day, 1:29:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 2.5760, loss: 2.5760 +2025-06-29 11:40:51,498 - pyskl - INFO - Epoch [91][400/3405] lr: 8.608e-03, eta: 1 day, 1:28:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 2.6654, loss: 2.6654 +2025-06-29 11:41:35,865 - pyskl - INFO - Epoch [91][500/3405] lr: 8.601e-03, eta: 1 day, 1:28:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.7641, loss: 2.7641 +2025-06-29 11:42:20,310 - pyskl - INFO - Epoch [91][600/3405] lr: 8.594e-03, eta: 1 day, 1:27:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.6598, loss: 2.6598 +2025-06-29 11:43:04,716 - pyskl - INFO - Epoch [91][700/3405] lr: 8.586e-03, eta: 1 day, 1:26:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9831, loss_cls: 2.8240, loss: 2.8240 +2025-06-29 11:43:49,014 - pyskl - INFO - Epoch [91][800/3405] lr: 8.579e-03, eta: 1 day, 1:25:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.6505, loss: 2.6505 +2025-06-29 11:44:33,355 - pyskl - INFO - Epoch [91][900/3405] lr: 8.572e-03, eta: 1 day, 1:25:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.6407, loss: 2.6407 +2025-06-29 11:45:17,637 - pyskl - INFO - Epoch [91][1000/3405] lr: 8.564e-03, eta: 1 day, 1:24:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.7768, loss: 2.7768 +2025-06-29 11:46:02,039 - pyskl - INFO - Epoch [91][1100/3405] lr: 8.557e-03, eta: 1 day, 1:23:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.6850, loss: 2.6850 +2025-06-29 11:46:46,281 - pyskl - INFO - Epoch [91][1200/3405] lr: 8.550e-03, eta: 1 day, 1:22:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.6494, loss: 2.6494 +2025-06-29 11:47:30,563 - pyskl - INFO - Epoch [91][1300/3405] lr: 8.542e-03, eta: 1 day, 1:22:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.5736, loss: 2.5736 +2025-06-29 11:48:15,044 - pyskl - INFO - Epoch [91][1400/3405] lr: 8.535e-03, eta: 1 day, 1:21:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 2.8061, loss: 2.8061 +2025-06-29 11:48:59,388 - pyskl - INFO - Epoch [91][1500/3405] lr: 8.528e-03, eta: 1 day, 1:20:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 2.7696, loss: 2.7696 +2025-06-29 11:49:43,706 - pyskl - INFO - Epoch [91][1600/3405] lr: 8.521e-03, eta: 1 day, 1:19:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.6577, loss: 2.6577 +2025-06-29 11:50:28,074 - pyskl - INFO - Epoch [91][1700/3405] lr: 8.513e-03, eta: 1 day, 1:19:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.7012, loss: 2.7012 +2025-06-29 11:51:12,390 - pyskl - INFO - Epoch [91][1800/3405] lr: 8.506e-03, eta: 1 day, 1:18:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.8144, loss: 2.8144 +2025-06-29 11:51:56,684 - pyskl - INFO - Epoch [91][1900/3405] lr: 8.499e-03, eta: 1 day, 1:17:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 2.7822, loss: 2.7822 +2025-06-29 11:52:41,013 - pyskl - INFO - Epoch [91][2000/3405] lr: 8.491e-03, eta: 1 day, 1:16:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.6524, loss: 2.6524 +2025-06-29 11:53:25,423 - pyskl - INFO - Epoch [91][2100/3405] lr: 8.484e-03, eta: 1 day, 1:16:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.7880, loss: 2.7880 +2025-06-29 11:54:09,963 - pyskl - INFO - Epoch [91][2200/3405] lr: 8.477e-03, eta: 1 day, 1:15:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9900, loss_cls: 2.7449, loss: 2.7449 +2025-06-29 11:54:54,264 - pyskl - INFO - Epoch [91][2300/3405] lr: 8.470e-03, eta: 1 day, 1:14:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9900, loss_cls: 2.8419, loss: 2.8419 +2025-06-29 11:55:38,546 - pyskl - INFO - Epoch [91][2400/3405] lr: 8.462e-03, eta: 1 day, 1:13:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9800, loss_cls: 2.7560, loss: 2.7560 +2025-06-29 11:56:22,804 - pyskl - INFO - Epoch [91][2500/3405] lr: 8.455e-03, eta: 1 day, 1:13:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.7494, loss: 2.7494 +2025-06-29 11:57:07,089 - pyskl - INFO - Epoch [91][2600/3405] lr: 8.448e-03, eta: 1 day, 1:12:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.6618, loss: 2.6618 +2025-06-29 11:57:51,518 - pyskl - INFO - Epoch [91][2700/3405] lr: 8.440e-03, eta: 1 day, 1:11:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.7315, loss: 2.7315 +2025-06-29 11:58:35,891 - pyskl - INFO - Epoch [91][2800/3405] lr: 8.433e-03, eta: 1 day, 1:10:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.6847, loss: 2.6847 +2025-06-29 11:59:20,177 - pyskl - INFO - Epoch [91][2900/3405] lr: 8.426e-03, eta: 1 day, 1:10:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 2.6916, loss: 2.6916 +2025-06-29 12:00:04,415 - pyskl - INFO - Epoch [91][3000/3405] lr: 8.419e-03, eta: 1 day, 1:09:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.7828, loss: 2.7828 +2025-06-29 12:00:48,838 - pyskl - INFO - Epoch [91][3100/3405] lr: 8.411e-03, eta: 1 day, 1:08:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.6582, loss: 2.6582 +2025-06-29 12:01:33,531 - pyskl - INFO - Epoch [91][3200/3405] lr: 8.404e-03, eta: 1 day, 1:07:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9881, loss_cls: 2.8003, loss: 2.8003 +2025-06-29 12:02:18,140 - pyskl - INFO - Epoch [91][3300/3405] lr: 8.397e-03, eta: 1 day, 1:07:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.6702, loss: 2.6702 +2025-06-29 12:03:02,497 - pyskl - INFO - Epoch [91][3400/3405] lr: 8.390e-03, eta: 1 day, 1:06:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 2.7558, loss: 2.7558 +2025-06-29 12:03:05,086 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-06-29 12:06:57,063 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 12:06:57,600 - pyskl - INFO - +top1_acc 0.8390 +top5_acc 0.9704 +2025-06-29 12:06:57,654 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_88.pth was removed +2025-06-29 12:06:58,678 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_91.pth. +2025-06-29 12:06:58,680 - pyskl - INFO - Best top1_acc is 0.8390 at 91 epoch. +2025-06-29 12:06:58,700 - pyskl - INFO - Epoch(val) [91][3718] top1_acc: 0.8390, top5_acc: 0.9704 +2025-06-29 12:08:05,439 - pyskl - INFO - Epoch [92][100/3405] lr: 8.382e-03, eta: 1 day, 1:05:41, time: 0.667, data_time: 0.225, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9919, loss_cls: 2.6788, loss: 2.6788 +2025-06-29 12:08:49,718 - pyskl - INFO - Epoch [92][200/3405] lr: 8.375e-03, eta: 1 day, 1:04:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9900, loss_cls: 2.7314, loss: 2.7314 +2025-06-29 12:09:33,936 - pyskl - INFO - Epoch [92][300/3405] lr: 8.367e-03, eta: 1 day, 1:04:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.7292, loss: 2.7292 +2025-06-29 12:10:18,164 - pyskl - INFO - Epoch [92][400/3405] lr: 8.360e-03, eta: 1 day, 1:03:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.7029, loss: 2.7029 +2025-06-29 12:11:02,301 - pyskl - INFO - Epoch [92][500/3405] lr: 8.353e-03, eta: 1 day, 1:02:39, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.6903, loss: 2.6903 +2025-06-29 12:11:46,520 - pyskl - INFO - Epoch [92][600/3405] lr: 8.346e-03, eta: 1 day, 1:01:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.6188, loss: 2.6188 +2025-06-29 12:12:30,723 - pyskl - INFO - Epoch [92][700/3405] lr: 8.338e-03, eta: 1 day, 1:01:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 2.5877, loss: 2.5877 +2025-06-29 12:13:14,896 - pyskl - INFO - Epoch [92][800/3405] lr: 8.331e-03, eta: 1 day, 1:00:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.7146, loss: 2.7146 +2025-06-29 12:13:59,015 - pyskl - INFO - Epoch [92][900/3405] lr: 8.324e-03, eta: 1 day, 0:59:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.7174, loss: 2.7174 +2025-06-29 12:14:43,191 - pyskl - INFO - Epoch [92][1000/3405] lr: 8.317e-03, eta: 1 day, 0:58:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 2.8272, loss: 2.8272 +2025-06-29 12:15:27,387 - pyskl - INFO - Epoch [92][1100/3405] lr: 8.309e-03, eta: 1 day, 0:58:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.7139, loss: 2.7139 +2025-06-29 12:16:11,606 - pyskl - INFO - Epoch [92][1200/3405] lr: 8.302e-03, eta: 1 day, 0:57:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.7464, loss: 2.7464 +2025-06-29 12:16:55,925 - pyskl - INFO - Epoch [92][1300/3405] lr: 8.295e-03, eta: 1 day, 0:56:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.7354, loss: 2.7354 +2025-06-29 12:17:40,219 - pyskl - INFO - Epoch [92][1400/3405] lr: 8.288e-03, eta: 1 day, 0:55:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.6768, loss: 2.6768 +2025-06-29 12:18:24,552 - pyskl - INFO - Epoch [92][1500/3405] lr: 8.281e-03, eta: 1 day, 0:55:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.8139, loss: 2.8139 +2025-06-29 12:19:08,882 - pyskl - INFO - Epoch [92][1600/3405] lr: 8.273e-03, eta: 1 day, 0:54:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.7065, loss: 2.7065 +2025-06-29 12:19:53,405 - pyskl - INFO - Epoch [92][1700/3405] lr: 8.266e-03, eta: 1 day, 0:53:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 2.6827, loss: 2.6827 +2025-06-29 12:20:37,911 - pyskl - INFO - Epoch [92][1800/3405] lr: 8.259e-03, eta: 1 day, 0:52:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.7020, loss: 2.7020 +2025-06-29 12:21:22,466 - pyskl - INFO - Epoch [92][1900/3405] lr: 8.252e-03, eta: 1 day, 0:52:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 2.7459, loss: 2.7459 +2025-06-29 12:22:06,839 - pyskl - INFO - Epoch [92][2000/3405] lr: 8.244e-03, eta: 1 day, 0:51:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.6932, loss: 2.6932 +2025-06-29 12:22:51,167 - pyskl - INFO - Epoch [92][2100/3405] lr: 8.237e-03, eta: 1 day, 0:50:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.7817, loss: 2.7817 +2025-06-29 12:23:35,498 - pyskl - INFO - Epoch [92][2200/3405] lr: 8.230e-03, eta: 1 day, 0:49:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.6407, loss: 2.6407 +2025-06-29 12:24:20,120 - pyskl - INFO - Epoch [92][2300/3405] lr: 8.223e-03, eta: 1 day, 0:49:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.6926, loss: 2.6926 +2025-06-29 12:25:04,529 - pyskl - INFO - Epoch [92][2400/3405] lr: 8.215e-03, eta: 1 day, 0:48:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.7732, loss: 2.7732 +2025-06-29 12:25:48,892 - pyskl - INFO - Epoch [92][2500/3405] lr: 8.208e-03, eta: 1 day, 0:47:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 2.6321, loss: 2.6321 +2025-06-29 12:26:33,212 - pyskl - INFO - Epoch [92][2600/3405] lr: 8.201e-03, eta: 1 day, 0:46:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.7040, loss: 2.7040 +2025-06-29 12:27:17,429 - pyskl - INFO - Epoch [92][2700/3405] lr: 8.194e-03, eta: 1 day, 0:46:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9906, loss_cls: 2.6580, loss: 2.6580 +2025-06-29 12:28:01,923 - pyskl - INFO - Epoch [92][2800/3405] lr: 8.187e-03, eta: 1 day, 0:45:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9900, loss_cls: 2.6508, loss: 2.6508 +2025-06-29 12:28:46,477 - pyskl - INFO - Epoch [92][2900/3405] lr: 8.179e-03, eta: 1 day, 0:44:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.7487, loss: 2.7487 +2025-06-29 12:29:30,929 - pyskl - INFO - Epoch [92][3000/3405] lr: 8.172e-03, eta: 1 day, 0:43:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.8969, loss: 2.8969 +2025-06-29 12:30:15,572 - pyskl - INFO - Epoch [92][3100/3405] lr: 8.165e-03, eta: 1 day, 0:42:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.6133, loss: 2.6133 +2025-06-29 12:31:00,312 - pyskl - INFO - Epoch [92][3200/3405] lr: 8.158e-03, eta: 1 day, 0:42:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.7288, loss: 2.7288 +2025-06-29 12:31:44,697 - pyskl - INFO - Epoch [92][3300/3405] lr: 8.150e-03, eta: 1 day, 0:41:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.7100, loss: 2.7100 +2025-06-29 12:32:29,071 - pyskl - INFO - Epoch [92][3400/3405] lr: 8.143e-03, eta: 1 day, 0:40:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9806, loss_cls: 2.6996, loss: 2.6996 +2025-06-29 12:32:31,638 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-06-29 12:36:23,753 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 12:36:24,299 - pyskl - INFO - +top1_acc 0.8284 +top5_acc 0.9702 +2025-06-29 12:36:24,320 - pyskl - INFO - Epoch(val) [92][3718] top1_acc: 0.8284, top5_acc: 0.9702 +2025-06-29 12:37:31,666 - pyskl - INFO - Epoch [93][100/3405] lr: 8.136e-03, eta: 1 day, 0:40:08, time: 0.673, data_time: 0.229, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.7691, loss: 2.7691 +2025-06-29 12:38:15,966 - pyskl - INFO - Epoch [93][200/3405] lr: 8.129e-03, eta: 1 day, 0:39:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.7002, loss: 2.7002 +2025-06-29 12:39:00,185 - pyskl - INFO - Epoch [93][300/3405] lr: 8.121e-03, eta: 1 day, 0:38:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.6378, loss: 2.6378 +2025-06-29 12:39:44,469 - pyskl - INFO - Epoch [93][400/3405] lr: 8.114e-03, eta: 1 day, 0:37:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 2.6618, loss: 2.6618 +2025-06-29 12:40:28,671 - pyskl - INFO - Epoch [93][500/3405] lr: 8.107e-03, eta: 1 day, 0:37:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.5958, loss: 2.5958 +2025-06-29 12:41:13,310 - pyskl - INFO - Epoch [93][600/3405] lr: 8.100e-03, eta: 1 day, 0:36:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.4988, loss: 2.4988 +2025-06-29 12:41:57,531 - pyskl - INFO - Epoch [93][700/3405] lr: 8.093e-03, eta: 1 day, 0:35:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 2.5011, loss: 2.5011 +2025-06-29 12:42:41,756 - pyskl - INFO - Epoch [93][800/3405] lr: 8.085e-03, eta: 1 day, 0:34:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.6966, loss: 2.6966 +2025-06-29 12:43:26,070 - pyskl - INFO - Epoch [93][900/3405] lr: 8.078e-03, eta: 1 day, 0:34:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9938, loss_cls: 2.5780, loss: 2.5780 +2025-06-29 12:44:10,292 - pyskl - INFO - Epoch [93][1000/3405] lr: 8.071e-03, eta: 1 day, 0:33:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.6058, loss: 2.6058 +2025-06-29 12:44:54,522 - pyskl - INFO - Epoch [93][1100/3405] lr: 8.064e-03, eta: 1 day, 0:32:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.6348, loss: 2.6348 +2025-06-29 12:45:39,197 - pyskl - INFO - Epoch [93][1200/3405] lr: 8.057e-03, eta: 1 day, 0:31:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.6509, loss: 2.6509 +2025-06-29 12:46:23,792 - pyskl - INFO - Epoch [93][1300/3405] lr: 8.049e-03, eta: 1 day, 0:31:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.5652, loss: 2.5652 +2025-06-29 12:47:08,137 - pyskl - INFO - Epoch [93][1400/3405] lr: 8.042e-03, eta: 1 day, 0:30:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.6547, loss: 2.6547 +2025-06-29 12:47:52,539 - pyskl - INFO - Epoch [93][1500/3405] lr: 8.035e-03, eta: 1 day, 0:29:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.7041, loss: 2.7041 +2025-06-29 12:48:36,878 - pyskl - INFO - Epoch [93][1600/3405] lr: 8.028e-03, eta: 1 day, 0:28:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.6686, loss: 2.6686 +2025-06-29 12:49:21,434 - pyskl - INFO - Epoch [93][1700/3405] lr: 8.021e-03, eta: 1 day, 0:28:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.7299, loss: 2.7299 +2025-06-29 12:50:05,823 - pyskl - INFO - Epoch [93][1800/3405] lr: 8.013e-03, eta: 1 day, 0:27:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 2.7684, loss: 2.7684 +2025-06-29 12:50:50,087 - pyskl - INFO - Epoch [93][1900/3405] lr: 8.006e-03, eta: 1 day, 0:26:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.7183, loss: 2.7183 +2025-06-29 12:51:34,536 - pyskl - INFO - Epoch [93][2000/3405] lr: 7.999e-03, eta: 1 day, 0:25:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9825, loss_cls: 2.6130, loss: 2.6130 +2025-06-29 12:52:18,866 - pyskl - INFO - Epoch [93][2100/3405] lr: 7.992e-03, eta: 1 day, 0:25:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.7662, loss: 2.7662 +2025-06-29 12:53:03,201 - pyskl - INFO - Epoch [93][2200/3405] lr: 7.985e-03, eta: 1 day, 0:24:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.7001, loss: 2.7001 +2025-06-29 12:53:47,583 - pyskl - INFO - Epoch [93][2300/3405] lr: 7.978e-03, eta: 1 day, 0:23:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.7517, loss: 2.7517 +2025-06-29 12:54:31,819 - pyskl - INFO - Epoch [93][2400/3405] lr: 7.970e-03, eta: 1 day, 0:22:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.5686, loss: 2.5686 +2025-06-29 12:55:16,093 - pyskl - INFO - Epoch [93][2500/3405] lr: 7.963e-03, eta: 1 day, 0:21:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.7589, loss: 2.7589 +2025-06-29 12:56:00,646 - pyskl - INFO - Epoch [93][2600/3405] lr: 7.956e-03, eta: 1 day, 0:21:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 2.7659, loss: 2.7659 +2025-06-29 12:56:45,032 - pyskl - INFO - Epoch [93][2700/3405] lr: 7.949e-03, eta: 1 day, 0:20:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.7404, loss: 2.7404 +2025-06-29 12:57:29,399 - pyskl - INFO - Epoch [93][2800/3405] lr: 7.942e-03, eta: 1 day, 0:19:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.7515, loss: 2.7515 +2025-06-29 12:58:13,807 - pyskl - INFO - Epoch [93][2900/3405] lr: 7.935e-03, eta: 1 day, 0:18:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.6140, loss: 2.6140 +2025-06-29 12:58:58,286 - pyskl - INFO - Epoch [93][3000/3405] lr: 7.927e-03, eta: 1 day, 0:18:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 2.7634, loss: 2.7634 +2025-06-29 12:59:42,940 - pyskl - INFO - Epoch [93][3100/3405] lr: 7.920e-03, eta: 1 day, 0:17:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.6405, loss: 2.6405 +2025-06-29 13:00:27,639 - pyskl - INFO - Epoch [93][3200/3405] lr: 7.913e-03, eta: 1 day, 0:16:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.7294, loss: 2.7294 +2025-06-29 13:01:12,215 - pyskl - INFO - Epoch [93][3300/3405] lr: 7.906e-03, eta: 1 day, 0:15:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 2.6568, loss: 2.6568 +2025-06-29 13:01:56,511 - pyskl - INFO - Epoch [93][3400/3405] lr: 7.899e-03, eta: 1 day, 0:15:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 2.7411, loss: 2.7411 +2025-06-29 13:01:59,081 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-06-29 13:05:50,733 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 13:05:51,268 - pyskl - INFO - +top1_acc 0.8253 +top5_acc 0.9688 +2025-06-29 13:05:51,289 - pyskl - INFO - Epoch(val) [93][3718] top1_acc: 0.8253, top5_acc: 0.9688 +2025-06-29 13:06:57,810 - pyskl - INFO - Epoch [94][100/3405] lr: 7.891e-03, eta: 1 day, 0:14:36, time: 0.665, data_time: 0.223, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 2.6009, loss: 2.6009 +2025-06-29 13:07:42,179 - pyskl - INFO - Epoch [94][200/3405] lr: 7.884e-03, eta: 1 day, 0:13:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 2.5029, loss: 2.5029 +2025-06-29 13:08:26,494 - pyskl - INFO - Epoch [94][300/3405] lr: 7.877e-03, eta: 1 day, 0:13:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9931, loss_cls: 2.5747, loss: 2.5747 +2025-06-29 13:09:10,758 - pyskl - INFO - Epoch [94][400/3405] lr: 7.870e-03, eta: 1 day, 0:12:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 2.5324, loss: 2.5324 +2025-06-29 13:09:55,003 - pyskl - INFO - Epoch [94][500/3405] lr: 7.863e-03, eta: 1 day, 0:11:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9925, loss_cls: 2.5460, loss: 2.5460 +2025-06-29 13:10:39,204 - pyskl - INFO - Epoch [94][600/3405] lr: 7.856e-03, eta: 1 day, 0:10:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.6162, loss: 2.6162 +2025-06-29 13:11:23,429 - pyskl - INFO - Epoch [94][700/3405] lr: 7.849e-03, eta: 1 day, 0:10:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.5776, loss: 2.5776 +2025-06-29 13:12:07,670 - pyskl - INFO - Epoch [94][800/3405] lr: 7.841e-03, eta: 1 day, 0:09:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9925, loss_cls: 2.6765, loss: 2.6765 +2025-06-29 13:12:51,863 - pyskl - INFO - Epoch [94][900/3405] lr: 7.834e-03, eta: 1 day, 0:08:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 2.6136, loss: 2.6136 +2025-06-29 13:13:36,253 - pyskl - INFO - Epoch [94][1000/3405] lr: 7.827e-03, eta: 1 day, 0:07:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.5825, loss: 2.5825 +2025-06-29 13:14:20,699 - pyskl - INFO - Epoch [94][1100/3405] lr: 7.820e-03, eta: 1 day, 0:07:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.6418, loss: 2.6418 +2025-06-29 13:15:05,134 - pyskl - INFO - Epoch [94][1200/3405] lr: 7.813e-03, eta: 1 day, 0:06:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 2.5889, loss: 2.5889 +2025-06-29 13:15:49,462 - pyskl - INFO - Epoch [94][1300/3405] lr: 7.806e-03, eta: 1 day, 0:05:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9919, loss_cls: 2.6167, loss: 2.6167 +2025-06-29 13:16:33,904 - pyskl - INFO - Epoch [94][1400/3405] lr: 7.799e-03, eta: 1 day, 0:04:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.6939, loss: 2.6939 +2025-06-29 13:17:18,398 - pyskl - INFO - Epoch [94][1500/3405] lr: 7.791e-03, eta: 1 day, 0:04:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 2.5710, loss: 2.5710 +2025-06-29 13:18:02,705 - pyskl - INFO - Epoch [94][1600/3405] lr: 7.784e-03, eta: 1 day, 0:03:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.7846, loss: 2.7846 +2025-06-29 13:18:47,012 - pyskl - INFO - Epoch [94][1700/3405] lr: 7.777e-03, eta: 1 day, 0:02:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9912, loss_cls: 2.6801, loss: 2.6801 +2025-06-29 13:19:31,758 - pyskl - INFO - Epoch [94][1800/3405] lr: 7.770e-03, eta: 1 day, 0:01:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9900, loss_cls: 2.7029, loss: 2.7029 +2025-06-29 13:20:16,174 - pyskl - INFO - Epoch [94][1900/3405] lr: 7.763e-03, eta: 1 day, 0:00:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.6502, loss: 2.6502 +2025-06-29 13:21:00,451 - pyskl - INFO - Epoch [94][2000/3405] lr: 7.756e-03, eta: 1 day, 0:00:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.6731, loss: 2.6731 +2025-06-29 13:21:44,708 - pyskl - INFO - Epoch [94][2100/3405] lr: 7.749e-03, eta: 23:59:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.6244, loss: 2.6244 +2025-06-29 13:22:28,986 - pyskl - INFO - Epoch [94][2200/3405] lr: 7.742e-03, eta: 23:58:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.6852, loss: 2.6852 +2025-06-29 13:23:13,314 - pyskl - INFO - Epoch [94][2300/3405] lr: 7.735e-03, eta: 23:57:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9925, loss_cls: 2.5907, loss: 2.5907 +2025-06-29 13:23:57,769 - pyskl - INFO - Epoch [94][2400/3405] lr: 7.727e-03, eta: 23:57:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.6185, loss: 2.6185 +2025-06-29 13:24:42,080 - pyskl - INFO - Epoch [94][2500/3405] lr: 7.720e-03, eta: 23:56:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.7525, loss: 2.7525 +2025-06-29 13:25:26,339 - pyskl - INFO - Epoch [94][2600/3405] lr: 7.713e-03, eta: 23:55:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.8124, loss: 2.8124 +2025-06-29 13:26:10,670 - pyskl - INFO - Epoch [94][2700/3405] lr: 7.706e-03, eta: 23:54:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.7006, loss: 2.7006 +2025-06-29 13:26:54,960 - pyskl - INFO - Epoch [94][2800/3405] lr: 7.699e-03, eta: 23:54:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.6961, loss: 2.6961 +2025-06-29 13:27:39,251 - pyskl - INFO - Epoch [94][2900/3405] lr: 7.692e-03, eta: 23:53:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.6693, loss: 2.6693 +2025-06-29 13:28:23,478 - pyskl - INFO - Epoch [94][3000/3405] lr: 7.685e-03, eta: 23:52:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9912, loss_cls: 2.6625, loss: 2.6625 +2025-06-29 13:29:08,072 - pyskl - INFO - Epoch [94][3100/3405] lr: 7.678e-03, eta: 23:51:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.5648, loss: 2.5648 +2025-06-29 13:29:52,542 - pyskl - INFO - Epoch [94][3200/3405] lr: 7.671e-03, eta: 23:51:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.6589, loss: 2.6589 +2025-06-29 13:30:37,071 - pyskl - INFO - Epoch [94][3300/3405] lr: 7.664e-03, eta: 23:50:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.7052, loss: 2.7052 +2025-06-29 13:31:21,526 - pyskl - INFO - Epoch [94][3400/3405] lr: 7.656e-03, eta: 23:49:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.7932, loss: 2.7932 +2025-06-29 13:31:24,154 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-06-29 13:35:16,317 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 13:35:16,870 - pyskl - INFO - +top1_acc 0.8249 +top5_acc 0.9660 +2025-06-29 13:35:16,892 - pyskl - INFO - Epoch(val) [94][3718] top1_acc: 0.8249, top5_acc: 0.9660 +2025-06-29 13:36:24,064 - pyskl - INFO - Epoch [95][100/3405] lr: 7.649e-03, eta: 23:49:03, time: 0.672, data_time: 0.227, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.5976, loss: 2.5976 +2025-06-29 13:37:08,445 - pyskl - INFO - Epoch [95][200/3405] lr: 7.642e-03, eta: 23:48:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.6182, loss: 2.6182 +2025-06-29 13:37:52,645 - pyskl - INFO - Epoch [95][300/3405] lr: 7.635e-03, eta: 23:47:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 2.5111, loss: 2.5111 +2025-06-29 13:38:36,916 - pyskl - INFO - Epoch [95][400/3405] lr: 7.628e-03, eta: 23:46:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.6043, loss: 2.6043 +2025-06-29 13:39:21,141 - pyskl - INFO - Epoch [95][500/3405] lr: 7.621e-03, eta: 23:46:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.5219, loss: 2.5219 +2025-06-29 13:40:05,628 - pyskl - INFO - Epoch [95][600/3405] lr: 7.614e-03, eta: 23:45:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.5167, loss: 2.5167 +2025-06-29 13:40:50,159 - pyskl - INFO - Epoch [95][700/3405] lr: 7.607e-03, eta: 23:44:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.5572, loss: 2.5572 +2025-06-29 13:41:34,654 - pyskl - INFO - Epoch [95][800/3405] lr: 7.599e-03, eta: 23:43:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.6876, loss: 2.6876 +2025-06-29 13:42:18,988 - pyskl - INFO - Epoch [95][900/3405] lr: 7.592e-03, eta: 23:43:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.6219, loss: 2.6219 +2025-06-29 13:43:03,280 - pyskl - INFO - Epoch [95][1000/3405] lr: 7.585e-03, eta: 23:42:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 2.6509, loss: 2.6509 +2025-06-29 13:43:47,714 - pyskl - INFO - Epoch [95][1100/3405] lr: 7.578e-03, eta: 23:41:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.5510, loss: 2.5510 +2025-06-29 13:44:32,112 - pyskl - INFO - Epoch [95][1200/3405] lr: 7.571e-03, eta: 23:40:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.5706, loss: 2.5706 +2025-06-29 13:45:16,437 - pyskl - INFO - Epoch [95][1300/3405] lr: 7.564e-03, eta: 23:39:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.7211, loss: 2.7211 +2025-06-29 13:46:00,673 - pyskl - INFO - Epoch [95][1400/3405] lr: 7.557e-03, eta: 23:39:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9906, loss_cls: 2.6284, loss: 2.6284 +2025-06-29 13:46:44,873 - pyskl - INFO - Epoch [95][1500/3405] lr: 7.550e-03, eta: 23:38:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.6573, loss: 2.6573 +2025-06-29 13:47:29,079 - pyskl - INFO - Epoch [95][1600/3405] lr: 7.543e-03, eta: 23:37:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9838, loss_cls: 2.6112, loss: 2.6112 +2025-06-29 13:48:13,425 - pyskl - INFO - Epoch [95][1700/3405] lr: 7.536e-03, eta: 23:36:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9919, loss_cls: 2.7280, loss: 2.7280 +2025-06-29 13:48:57,819 - pyskl - INFO - Epoch [95][1800/3405] lr: 7.529e-03, eta: 23:36:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.5792, loss: 2.5792 +2025-06-29 13:49:42,194 - pyskl - INFO - Epoch [95][1900/3405] lr: 7.522e-03, eta: 23:35:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9925, loss_cls: 2.6119, loss: 2.6119 +2025-06-29 13:50:26,517 - pyskl - INFO - Epoch [95][2000/3405] lr: 7.515e-03, eta: 23:34:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.6875, loss: 2.6875 +2025-06-29 13:51:10,801 - pyskl - INFO - Epoch [95][2100/3405] lr: 7.508e-03, eta: 23:33:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.7480, loss: 2.7480 +2025-06-29 13:51:55,100 - pyskl - INFO - Epoch [95][2200/3405] lr: 7.501e-03, eta: 23:33:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.5199, loss: 2.5199 +2025-06-29 13:52:39,497 - pyskl - INFO - Epoch [95][2300/3405] lr: 7.494e-03, eta: 23:32:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9912, loss_cls: 2.6213, loss: 2.6213 +2025-06-29 13:53:23,841 - pyskl - INFO - Epoch [95][2400/3405] lr: 7.487e-03, eta: 23:31:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.6018, loss: 2.6018 +2025-06-29 13:54:08,088 - pyskl - INFO - Epoch [95][2500/3405] lr: 7.480e-03, eta: 23:30:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.6157, loss: 2.6157 +2025-06-29 13:54:52,371 - pyskl - INFO - Epoch [95][2600/3405] lr: 7.472e-03, eta: 23:30:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9906, loss_cls: 2.6597, loss: 2.6597 +2025-06-29 13:55:36,669 - pyskl - INFO - Epoch [95][2700/3405] lr: 7.465e-03, eta: 23:29:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.5425, loss: 2.5425 +2025-06-29 13:56:20,787 - pyskl - INFO - Epoch [95][2800/3405] lr: 7.458e-03, eta: 23:28:38, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.5848, loss: 2.5848 +2025-06-29 13:57:04,895 - pyskl - INFO - Epoch [95][2900/3405] lr: 7.451e-03, eta: 23:27:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.6748, loss: 2.6748 +2025-06-29 13:57:49,120 - pyskl - INFO - Epoch [95][3000/3405] lr: 7.444e-03, eta: 23:27:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.6646, loss: 2.6646 +2025-06-29 13:58:33,397 - pyskl - INFO - Epoch [95][3100/3405] lr: 7.437e-03, eta: 23:26:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.7018, loss: 2.7018 +2025-06-29 13:59:17,603 - pyskl - INFO - Epoch [95][3200/3405] lr: 7.430e-03, eta: 23:25:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.5370, loss: 2.5370 +2025-06-29 14:00:01,746 - pyskl - INFO - Epoch [95][3300/3405] lr: 7.423e-03, eta: 23:24:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9912, loss_cls: 2.6410, loss: 2.6410 +2025-06-29 14:00:45,975 - pyskl - INFO - Epoch [95][3400/3405] lr: 7.416e-03, eta: 23:24:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 2.7385, loss: 2.7385 +2025-06-29 14:00:48,551 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-06-29 14:20:06,255 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 14:20:06,983 - pyskl - INFO - +top1_acc 0.8304 +top5_acc 0.9676 +2025-06-29 14:20:07,027 - pyskl - INFO - Epoch(val) [95][3718] top1_acc: 0.8304, top5_acc: 0.9676 +2025-06-29 14:21:16,411 - pyskl - INFO - Epoch [96][100/3405] lr: 7.409e-03, eta: 23:23:31, time: 0.694, data_time: 0.242, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.5489, loss: 2.5489 +2025-06-29 14:22:01,241 - pyskl - INFO - Epoch [96][200/3405] lr: 7.402e-03, eta: 23:22:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 2.5225, loss: 2.5225 +2025-06-29 14:22:46,113 - pyskl - INFO - Epoch [96][300/3405] lr: 7.395e-03, eta: 23:22:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.4819, loss: 2.4819 +2025-06-29 14:23:30,687 - pyskl - INFO - Epoch [96][400/3405] lr: 7.388e-03, eta: 23:21:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9931, loss_cls: 2.5681, loss: 2.5681 +2025-06-29 14:24:15,206 - pyskl - INFO - Epoch [96][500/3405] lr: 7.381e-03, eta: 23:20:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9944, loss_cls: 2.5110, loss: 2.5110 +2025-06-29 14:24:59,624 - pyskl - INFO - Epoch [96][600/3405] lr: 7.374e-03, eta: 23:19:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.6240, loss: 2.6240 +2025-06-29 14:25:44,094 - pyskl - INFO - Epoch [96][700/3405] lr: 7.367e-03, eta: 23:19:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.5112, loss: 2.5112 +2025-06-29 14:26:28,842 - pyskl - INFO - Epoch [96][800/3405] lr: 7.360e-03, eta: 23:18:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9925, loss_cls: 2.6101, loss: 2.6101 +2025-06-29 14:27:13,419 - pyskl - INFO - Epoch [96][900/3405] lr: 7.353e-03, eta: 23:17:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9944, loss_cls: 2.5465, loss: 2.5465 +2025-06-29 14:27:57,986 - pyskl - INFO - Epoch [96][1000/3405] lr: 7.346e-03, eta: 23:16:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 2.6423, loss: 2.6423 +2025-06-29 14:28:42,489 - pyskl - INFO - Epoch [96][1100/3405] lr: 7.339e-03, eta: 23:15:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.6440, loss: 2.6440 +2025-06-29 14:29:26,970 - pyskl - INFO - Epoch [96][1200/3405] lr: 7.332e-03, eta: 23:15:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.6226, loss: 2.6226 +2025-06-29 14:30:11,239 - pyskl - INFO - Epoch [96][1300/3405] lr: 7.325e-03, eta: 23:14:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9925, loss_cls: 2.6195, loss: 2.6195 +2025-06-29 14:30:55,553 - pyskl - INFO - Epoch [96][1400/3405] lr: 7.318e-03, eta: 23:13:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.6299, loss: 2.6299 +2025-06-29 14:31:39,882 - pyskl - INFO - Epoch [96][1500/3405] lr: 7.311e-03, eta: 23:12:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.6049, loss: 2.6049 +2025-06-29 14:32:24,338 - pyskl - INFO - Epoch [96][1600/3405] lr: 7.304e-03, eta: 23:12:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.5595, loss: 2.5595 +2025-06-29 14:33:09,006 - pyskl - INFO - Epoch [96][1700/3405] lr: 7.297e-03, eta: 23:11:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.6311, loss: 2.6311 +2025-06-29 14:33:53,556 - pyskl - INFO - Epoch [96][1800/3405] lr: 7.290e-03, eta: 23:10:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.5443, loss: 2.5443 +2025-06-29 14:34:38,090 - pyskl - INFO - Epoch [96][1900/3405] lr: 7.283e-03, eta: 23:09:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.6210, loss: 2.6210 +2025-06-29 14:35:22,662 - pyskl - INFO - Epoch [96][2000/3405] lr: 7.276e-03, eta: 23:09:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.5439, loss: 2.5439 +2025-06-29 14:36:07,260 - pyskl - INFO - Epoch [96][2100/3405] lr: 7.269e-03, eta: 23:08:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 2.6020, loss: 2.6020 +2025-06-29 14:36:51,563 - pyskl - INFO - Epoch [96][2200/3405] lr: 7.262e-03, eta: 23:07:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.5676, loss: 2.5676 +2025-06-29 14:37:36,053 - pyskl - INFO - Epoch [96][2300/3405] lr: 7.255e-03, eta: 23:06:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.6388, loss: 2.6388 +2025-06-29 14:38:20,468 - pyskl - INFO - Epoch [96][2400/3405] lr: 7.248e-03, eta: 23:06:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.6772, loss: 2.6772 +2025-06-29 14:39:04,828 - pyskl - INFO - Epoch [96][2500/3405] lr: 7.241e-03, eta: 23:05:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.5662, loss: 2.5662 +2025-06-29 14:39:49,220 - pyskl - INFO - Epoch [96][2600/3405] lr: 7.234e-03, eta: 23:04:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 2.6181, loss: 2.6181 +2025-06-29 14:40:33,834 - pyskl - INFO - Epoch [96][2700/3405] lr: 7.227e-03, eta: 23:03:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 2.6065, loss: 2.6065 +2025-06-29 14:41:18,165 - pyskl - INFO - Epoch [96][2800/3405] lr: 7.220e-03, eta: 23:03:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.5376, loss: 2.5376 +2025-06-29 14:42:02,492 - pyskl - INFO - Epoch [96][2900/3405] lr: 7.213e-03, eta: 23:02:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.5972, loss: 2.5972 +2025-06-29 14:42:46,874 - pyskl - INFO - Epoch [96][3000/3405] lr: 7.206e-03, eta: 23:01:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9931, loss_cls: 2.5814, loss: 2.5814 +2025-06-29 14:43:31,511 - pyskl - INFO - Epoch [96][3100/3405] lr: 7.199e-03, eta: 23:00:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 2.5533, loss: 2.5533 +2025-06-29 14:44:15,919 - pyskl - INFO - Epoch [96][3200/3405] lr: 7.192e-03, eta: 23:00:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.5753, loss: 2.5753 +2025-06-29 14:45:00,473 - pyskl - INFO - Epoch [96][3300/3405] lr: 7.185e-03, eta: 22:59:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 2.4424, loss: 2.4424 +2025-06-29 14:45:44,993 - pyskl - INFO - Epoch [96][3400/3405] lr: 7.178e-03, eta: 22:58:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 2.5326, loss: 2.5326 +2025-06-29 14:45:47,570 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-06-29 14:49:39,935 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 14:49:40,478 - pyskl - INFO - +top1_acc 0.8389 +top5_acc 0.9712 +2025-06-29 14:49:40,499 - pyskl - INFO - Epoch(val) [96][3718] top1_acc: 0.8389, top5_acc: 0.9712 +2025-06-29 14:50:47,486 - pyskl - INFO - Epoch [97][100/3405] lr: 7.171e-03, eta: 22:58:01, time: 0.670, data_time: 0.227, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.5210, loss: 2.5210 +2025-06-29 14:51:31,728 - pyskl - INFO - Epoch [97][200/3405] lr: 7.164e-03, eta: 22:57:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9950, loss_cls: 2.4949, loss: 2.4949 +2025-06-29 14:52:15,891 - pyskl - INFO - Epoch [97][300/3405] lr: 7.157e-03, eta: 22:56:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.4455, loss: 2.4455 +2025-06-29 14:53:00,143 - pyskl - INFO - Epoch [97][400/3405] lr: 7.150e-03, eta: 22:55:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.4358, loss: 2.4358 +2025-06-29 14:53:44,370 - pyskl - INFO - Epoch [97][500/3405] lr: 7.143e-03, eta: 22:54:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.5773, loss: 2.5773 +2025-06-29 14:54:28,532 - pyskl - INFO - Epoch [97][600/3405] lr: 7.136e-03, eta: 22:54:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.4873, loss: 2.4873 +2025-06-29 14:55:12,684 - pyskl - INFO - Epoch [97][700/3405] lr: 7.129e-03, eta: 22:53:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.4509, loss: 2.4509 +2025-06-29 14:55:56,927 - pyskl - INFO - Epoch [97][800/3405] lr: 7.122e-03, eta: 22:52:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9850, loss_cls: 2.5725, loss: 2.5725 +2025-06-29 14:56:41,182 - pyskl - INFO - Epoch [97][900/3405] lr: 7.115e-03, eta: 22:51:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 2.5934, loss: 2.5934 +2025-06-29 14:57:25,457 - pyskl - INFO - Epoch [97][1000/3405] lr: 7.108e-03, eta: 22:51:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.4580, loss: 2.4580 +2025-06-29 14:58:09,746 - pyskl - INFO - Epoch [97][1100/3405] lr: 7.101e-03, eta: 22:50:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.6141, loss: 2.6141 +2025-06-29 14:58:54,623 - pyskl - INFO - Epoch [97][1200/3405] lr: 7.094e-03, eta: 22:49:42, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.5661, loss: 2.5661 +2025-06-29 14:59:39,102 - pyskl - INFO - Epoch [97][1300/3405] lr: 7.088e-03, eta: 22:48:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.5710, loss: 2.5710 +2025-06-29 15:00:23,361 - pyskl - INFO - Epoch [97][1400/3405] lr: 7.081e-03, eta: 22:48:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.6509, loss: 2.6509 +2025-06-29 15:01:07,597 - pyskl - INFO - Epoch [97][1500/3405] lr: 7.074e-03, eta: 22:47:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 2.5566, loss: 2.5566 +2025-06-29 15:01:51,786 - pyskl - INFO - Epoch [97][1600/3405] lr: 7.067e-03, eta: 22:46:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.5448, loss: 2.5448 +2025-06-29 15:02:36,093 - pyskl - INFO - Epoch [97][1700/3405] lr: 7.060e-03, eta: 22:45:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.5075, loss: 2.5075 +2025-06-29 15:03:20,265 - pyskl - INFO - Epoch [97][1800/3405] lr: 7.053e-03, eta: 22:45:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 2.6337, loss: 2.6337 +2025-06-29 15:04:04,520 - pyskl - INFO - Epoch [97][1900/3405] lr: 7.046e-03, eta: 22:44:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.5474, loss: 2.5474 +2025-06-29 15:04:48,930 - pyskl - INFO - Epoch [97][2000/3405] lr: 7.039e-03, eta: 22:43:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.4614, loss: 2.4614 +2025-06-29 15:05:33,279 - pyskl - INFO - Epoch [97][2100/3405] lr: 7.032e-03, eta: 22:42:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.5994, loss: 2.5994 +2025-06-29 15:06:17,730 - pyskl - INFO - Epoch [97][2200/3405] lr: 7.025e-03, eta: 22:42:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.5022, loss: 2.5022 +2025-06-29 15:07:01,959 - pyskl - INFO - Epoch [97][2300/3405] lr: 7.018e-03, eta: 22:41:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9950, loss_cls: 2.4505, loss: 2.4505 +2025-06-29 15:07:46,224 - pyskl - INFO - Epoch [97][2400/3405] lr: 7.011e-03, eta: 22:40:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.5256, loss: 2.5256 +2025-06-29 15:08:30,515 - pyskl - INFO - Epoch [97][2500/3405] lr: 7.005e-03, eta: 22:39:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9844, loss_cls: 2.5464, loss: 2.5464 +2025-06-29 15:09:14,722 - pyskl - INFO - Epoch [97][2600/3405] lr: 6.998e-03, eta: 22:39:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9906, loss_cls: 2.6608, loss: 2.6608 +2025-06-29 15:09:58,944 - pyskl - INFO - Epoch [97][2700/3405] lr: 6.991e-03, eta: 22:38:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.5372, loss: 2.5372 +2025-06-29 15:10:43,286 - pyskl - INFO - Epoch [97][2800/3405] lr: 6.984e-03, eta: 22:37:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.4966, loss: 2.4966 +2025-06-29 15:11:27,598 - pyskl - INFO - Epoch [97][2900/3405] lr: 6.977e-03, eta: 22:36:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.5882, loss: 2.5882 +2025-06-29 15:12:11,997 - pyskl - INFO - Epoch [97][3000/3405] lr: 6.970e-03, eta: 22:36:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.5449, loss: 2.5449 +2025-06-29 15:12:56,377 - pyskl - INFO - Epoch [97][3100/3405] lr: 6.963e-03, eta: 22:35:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.6559, loss: 2.6559 +2025-06-29 15:13:40,853 - pyskl - INFO - Epoch [97][3200/3405] lr: 6.956e-03, eta: 22:34:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 2.5541, loss: 2.5541 +2025-06-29 15:14:25,230 - pyskl - INFO - Epoch [97][3300/3405] lr: 6.949e-03, eta: 22:33:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.6600, loss: 2.6600 +2025-06-29 15:15:09,675 - pyskl - INFO - Epoch [97][3400/3405] lr: 6.942e-03, eta: 22:33:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.6385, loss: 2.6385 +2025-06-29 15:15:12,283 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-06-29 15:19:05,455 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 15:19:06,000 - pyskl - INFO - +top1_acc 0.8408 +top5_acc 0.9713 +2025-06-29 15:19:06,054 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_91.pth was removed +2025-06-29 15:19:07,074 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. +2025-06-29 15:19:07,075 - pyskl - INFO - Best top1_acc is 0.8408 at 97 epoch. +2025-06-29 15:19:07,095 - pyskl - INFO - Epoch(val) [97][3718] top1_acc: 0.8408, top5_acc: 0.9713 +2025-06-29 15:20:14,359 - pyskl - INFO - Epoch [98][100/3405] lr: 6.935e-03, eta: 22:32:28, time: 0.673, data_time: 0.229, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.4778, loss: 2.4778 +2025-06-29 15:20:58,744 - pyskl - INFO - Epoch [98][200/3405] lr: 6.928e-03, eta: 22:31:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.4576, loss: 2.4576 +2025-06-29 15:21:43,246 - pyskl - INFO - Epoch [98][300/3405] lr: 6.921e-03, eta: 22:30:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.4507, loss: 2.4507 +2025-06-29 15:22:27,906 - pyskl - INFO - Epoch [98][400/3405] lr: 6.915e-03, eta: 22:30:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9938, loss_cls: 2.5148, loss: 2.5148 +2025-06-29 15:23:12,240 - pyskl - INFO - Epoch [98][500/3405] lr: 6.908e-03, eta: 22:29:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9962, loss_cls: 2.5062, loss: 2.5062 +2025-06-29 15:23:56,603 - pyskl - INFO - Epoch [98][600/3405] lr: 6.901e-03, eta: 22:28:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 2.4871, loss: 2.4871 +2025-06-29 15:24:40,949 - pyskl - INFO - Epoch [98][700/3405] lr: 6.894e-03, eta: 22:27:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.4842, loss: 2.4842 +2025-06-29 15:25:25,400 - pyskl - INFO - Epoch [98][800/3405] lr: 6.887e-03, eta: 22:27:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.5936, loss: 2.5936 +2025-06-29 15:26:09,727 - pyskl - INFO - Epoch [98][900/3405] lr: 6.880e-03, eta: 22:26:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 2.5830, loss: 2.5830 +2025-06-29 15:26:54,075 - pyskl - INFO - Epoch [98][1000/3405] lr: 6.873e-03, eta: 22:25:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.5820, loss: 2.5820 +2025-06-29 15:27:38,336 - pyskl - INFO - Epoch [98][1100/3405] lr: 6.867e-03, eta: 22:24:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.4811, loss: 2.4811 +2025-06-29 15:28:22,720 - pyskl - INFO - Epoch [98][1200/3405] lr: 6.860e-03, eta: 22:24:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.4561, loss: 2.4561 +2025-06-29 15:29:07,095 - pyskl - INFO - Epoch [98][1300/3405] lr: 6.853e-03, eta: 22:23:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 2.5462, loss: 2.5462 +2025-06-29 15:29:51,401 - pyskl - INFO - Epoch [98][1400/3405] lr: 6.846e-03, eta: 22:22:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.5280, loss: 2.5280 +2025-06-29 15:30:35,767 - pyskl - INFO - Epoch [98][1500/3405] lr: 6.839e-03, eta: 22:21:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.4789, loss: 2.4789 +2025-06-29 15:31:20,110 - pyskl - INFO - Epoch [98][1600/3405] lr: 6.832e-03, eta: 22:21:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.5446, loss: 2.5446 +2025-06-29 15:32:04,462 - pyskl - INFO - Epoch [98][1700/3405] lr: 6.825e-03, eta: 22:20:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9912, loss_cls: 2.5252, loss: 2.5252 +2025-06-29 15:32:48,793 - pyskl - INFO - Epoch [98][1800/3405] lr: 6.819e-03, eta: 22:19:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 2.6028, loss: 2.6028 +2025-06-29 15:33:33,108 - pyskl - INFO - Epoch [98][1900/3405] lr: 6.812e-03, eta: 22:18:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 2.6538, loss: 2.6538 +2025-06-29 15:34:17,427 - pyskl - INFO - Epoch [98][2000/3405] lr: 6.805e-03, eta: 22:18:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 2.6846, loss: 2.6846 +2025-06-29 15:35:01,785 - pyskl - INFO - Epoch [98][2100/3405] lr: 6.798e-03, eta: 22:17:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.5447, loss: 2.5447 +2025-06-29 15:35:46,018 - pyskl - INFO - Epoch [98][2200/3405] lr: 6.791e-03, eta: 22:16:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.5872, loss: 2.5872 +2025-06-29 15:36:30,486 - pyskl - INFO - Epoch [98][2300/3405] lr: 6.784e-03, eta: 22:15:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.5933, loss: 2.5933 +2025-06-29 15:37:15,002 - pyskl - INFO - Epoch [98][2400/3405] lr: 6.777e-03, eta: 22:15:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 2.5893, loss: 2.5893 +2025-06-29 15:37:59,602 - pyskl - INFO - Epoch [98][2500/3405] lr: 6.771e-03, eta: 22:14:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.4844, loss: 2.4844 +2025-06-29 15:38:44,048 - pyskl - INFO - Epoch [98][2600/3405] lr: 6.764e-03, eta: 22:13:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.5001, loss: 2.5001 +2025-06-29 15:39:28,503 - pyskl - INFO - Epoch [98][2700/3405] lr: 6.757e-03, eta: 22:12:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.5959, loss: 2.5959 +2025-06-29 15:40:12,770 - pyskl - INFO - Epoch [98][2800/3405] lr: 6.750e-03, eta: 22:12:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.6492, loss: 2.6492 +2025-06-29 15:40:56,999 - pyskl - INFO - Epoch [98][2900/3405] lr: 6.743e-03, eta: 22:11:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.6111, loss: 2.6111 +2025-06-29 15:41:41,243 - pyskl - INFO - Epoch [98][3000/3405] lr: 6.736e-03, eta: 22:10:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.5863, loss: 2.5863 +2025-06-29 15:42:25,649 - pyskl - INFO - Epoch [98][3100/3405] lr: 6.730e-03, eta: 22:09:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 2.6893, loss: 2.6893 +2025-06-29 15:43:10,024 - pyskl - INFO - Epoch [98][3200/3405] lr: 6.723e-03, eta: 22:09:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.4187, loss: 2.4187 +2025-06-29 15:43:54,329 - pyskl - INFO - Epoch [98][3300/3405] lr: 6.716e-03, eta: 22:08:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.5828, loss: 2.5828 +2025-06-29 15:44:38,642 - pyskl - INFO - Epoch [98][3400/3405] lr: 6.709e-03, eta: 22:07:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.5118, loss: 2.5118 +2025-06-29 15:44:41,247 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-06-29 15:48:34,098 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 15:48:34,630 - pyskl - INFO - +top1_acc 0.8442 +top5_acc 0.9718 +2025-06-29 15:48:34,685 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_97.pth was removed +2025-06-29 15:48:35,715 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_98.pth. +2025-06-29 15:48:35,717 - pyskl - INFO - Best top1_acc is 0.8442 at 98 epoch. +2025-06-29 15:48:35,737 - pyskl - INFO - Epoch(val) [98][3718] top1_acc: 0.8442, top5_acc: 0.9718 +2025-06-29 15:49:42,473 - pyskl - INFO - Epoch [99][100/3405] lr: 6.702e-03, eta: 22:06:55, time: 0.667, data_time: 0.224, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.4213, loss: 2.4213 +2025-06-29 15:50:26,792 - pyskl - INFO - Epoch [99][200/3405] lr: 6.695e-03, eta: 22:06:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.3889, loss: 2.3889 +2025-06-29 15:51:10,994 - pyskl - INFO - Epoch [99][300/3405] lr: 6.688e-03, eta: 22:05:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.4843, loss: 2.4843 +2025-06-29 15:51:55,242 - pyskl - INFO - Epoch [99][400/3405] lr: 6.682e-03, eta: 22:04:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.4215, loss: 2.4215 +2025-06-29 15:52:39,523 - pyskl - INFO - Epoch [99][500/3405] lr: 6.675e-03, eta: 22:03:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.4004, loss: 2.4004 +2025-06-29 15:53:23,893 - pyskl - INFO - Epoch [99][600/3405] lr: 6.668e-03, eta: 22:03:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.3698, loss: 2.3698 +2025-06-29 15:54:08,194 - pyskl - INFO - Epoch [99][700/3405] lr: 6.661e-03, eta: 22:02:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.4878, loss: 2.4878 +2025-06-29 15:54:52,518 - pyskl - INFO - Epoch [99][800/3405] lr: 6.654e-03, eta: 22:01:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.4647, loss: 2.4647 +2025-06-29 15:55:36,756 - pyskl - INFO - Epoch [99][900/3405] lr: 6.648e-03, eta: 22:00:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.5459, loss: 2.5459 +2025-06-29 15:56:21,048 - pyskl - INFO - Epoch [99][1000/3405] lr: 6.641e-03, eta: 22:00:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9919, loss_cls: 2.5549, loss: 2.5549 +2025-06-29 15:57:05,265 - pyskl - INFO - Epoch [99][1100/3405] lr: 6.634e-03, eta: 21:59:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.5071, loss: 2.5071 +2025-06-29 15:57:49,564 - pyskl - INFO - Epoch [99][1200/3405] lr: 6.627e-03, eta: 21:58:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.5051, loss: 2.5051 +2025-06-29 15:58:33,791 - pyskl - INFO - Epoch [99][1300/3405] lr: 6.620e-03, eta: 21:57:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.4718, loss: 2.4718 +2025-06-29 15:59:17,979 - pyskl - INFO - Epoch [99][1400/3405] lr: 6.614e-03, eta: 21:57:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.3908, loss: 2.3908 +2025-06-29 16:00:02,206 - pyskl - INFO - Epoch [99][1500/3405] lr: 6.607e-03, eta: 21:56:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 2.4239, loss: 2.4239 +2025-06-29 16:00:46,415 - pyskl - INFO - Epoch [99][1600/3405] lr: 6.600e-03, eta: 21:55:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.4682, loss: 2.4682 +2025-06-29 16:01:30,716 - pyskl - INFO - Epoch [99][1700/3405] lr: 6.593e-03, eta: 21:54:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.4941, loss: 2.4941 +2025-06-29 16:02:15,216 - pyskl - INFO - Epoch [99][1800/3405] lr: 6.587e-03, eta: 21:54:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.5744, loss: 2.5744 +2025-06-29 16:02:59,586 - pyskl - INFO - Epoch [99][1900/3405] lr: 6.580e-03, eta: 21:53:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.5524, loss: 2.5524 +2025-06-29 16:03:44,076 - pyskl - INFO - Epoch [99][2000/3405] lr: 6.573e-03, eta: 21:52:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 2.5413, loss: 2.5413 +2025-06-29 16:04:28,618 - pyskl - INFO - Epoch [99][2100/3405] lr: 6.566e-03, eta: 21:51:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.5767, loss: 2.5767 +2025-06-29 16:05:13,153 - pyskl - INFO - Epoch [99][2200/3405] lr: 6.559e-03, eta: 21:51:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.4934, loss: 2.4934 +2025-06-29 16:05:57,649 - pyskl - INFO - Epoch [99][2300/3405] lr: 6.553e-03, eta: 21:50:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9912, loss_cls: 2.6358, loss: 2.6358 +2025-06-29 16:06:42,165 - pyskl - INFO - Epoch [99][2400/3405] lr: 6.546e-03, eta: 21:49:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 2.5143, loss: 2.5143 +2025-06-29 16:07:26,625 - pyskl - INFO - Epoch [99][2500/3405] lr: 6.539e-03, eta: 21:48:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.5388, loss: 2.5388 +2025-06-29 16:08:11,186 - pyskl - INFO - Epoch [99][2600/3405] lr: 6.532e-03, eta: 21:48:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.4328, loss: 2.4328 +2025-06-29 16:08:55,434 - pyskl - INFO - Epoch [99][2700/3405] lr: 6.526e-03, eta: 21:47:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9938, loss_cls: 2.4755, loss: 2.4755 +2025-06-29 16:09:39,826 - pyskl - INFO - Epoch [99][2800/3405] lr: 6.519e-03, eta: 21:46:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.4766, loss: 2.4766 +2025-06-29 16:10:24,165 - pyskl - INFO - Epoch [99][2900/3405] lr: 6.512e-03, eta: 21:45:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.4956, loss: 2.4956 +2025-06-29 16:11:08,534 - pyskl - INFO - Epoch [99][3000/3405] lr: 6.505e-03, eta: 21:45:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 2.5598, loss: 2.5598 +2025-06-29 16:11:52,834 - pyskl - INFO - Epoch [99][3100/3405] lr: 6.499e-03, eta: 21:44:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.5172, loss: 2.5172 +2025-06-29 16:12:37,140 - pyskl - INFO - Epoch [99][3200/3405] lr: 6.492e-03, eta: 21:43:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.4859, loss: 2.4859 +2025-06-29 16:13:21,470 - pyskl - INFO - Epoch [99][3300/3405] lr: 6.485e-03, eta: 21:42:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 2.4863, loss: 2.4863 +2025-06-29 16:14:05,721 - pyskl - INFO - Epoch [99][3400/3405] lr: 6.478e-03, eta: 21:41:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.5361, loss: 2.5361 +2025-06-29 16:14:08,330 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-06-29 16:18:00,385 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 16:18:00,927 - pyskl - INFO - +top1_acc 0.8418 +top5_acc 0.9703 +2025-06-29 16:18:00,947 - pyskl - INFO - Epoch(val) [99][3718] top1_acc: 0.8418, top5_acc: 0.9703 +2025-06-29 16:19:07,934 - pyskl - INFO - Epoch [100][100/3405] lr: 6.471e-03, eta: 21:41:22, time: 0.670, data_time: 0.227, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.5140, loss: 2.5140 +2025-06-29 16:19:52,200 - pyskl - INFO - Epoch [100][200/3405] lr: 6.465e-03, eta: 21:40:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9956, loss_cls: 2.4631, loss: 2.4631 +2025-06-29 16:20:36,476 - pyskl - INFO - Epoch [100][300/3405] lr: 6.458e-03, eta: 21:39:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.3500, loss: 2.3500 +2025-06-29 16:21:20,744 - pyskl - INFO - Epoch [100][400/3405] lr: 6.451e-03, eta: 21:39:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.5218, loss: 2.5218 +2025-06-29 16:22:04,953 - pyskl - INFO - Epoch [100][500/3405] lr: 6.444e-03, eta: 21:38:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9944, loss_cls: 2.4872, loss: 2.4872 +2025-06-29 16:22:49,201 - pyskl - INFO - Epoch [100][600/3405] lr: 6.438e-03, eta: 21:37:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 2.4160, loss: 2.4160 +2025-06-29 16:23:33,473 - pyskl - INFO - Epoch [100][700/3405] lr: 6.431e-03, eta: 21:36:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.4464, loss: 2.4464 +2025-06-29 16:24:17,764 - pyskl - INFO - Epoch [100][800/3405] lr: 6.424e-03, eta: 21:36:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.4251, loss: 2.4251 +2025-06-29 16:25:02,090 - pyskl - INFO - Epoch [100][900/3405] lr: 6.418e-03, eta: 21:35:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.5134, loss: 2.5134 +2025-06-29 16:25:46,409 - pyskl - INFO - Epoch [100][1000/3405] lr: 6.411e-03, eta: 21:34:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.3937, loss: 2.3937 +2025-06-29 16:26:30,679 - pyskl - INFO - Epoch [100][1100/3405] lr: 6.404e-03, eta: 21:33:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.4512, loss: 2.4512 +2025-06-29 16:27:15,140 - pyskl - INFO - Epoch [100][1200/3405] lr: 6.397e-03, eta: 21:33:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.4471, loss: 2.4471 +2025-06-29 16:27:59,457 - pyskl - INFO - Epoch [100][1300/3405] lr: 6.391e-03, eta: 21:32:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9944, loss_cls: 2.4420, loss: 2.4420 +2025-06-29 16:28:43,661 - pyskl - INFO - Epoch [100][1400/3405] lr: 6.384e-03, eta: 21:31:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 2.4944, loss: 2.4944 +2025-06-29 16:29:27,911 - pyskl - INFO - Epoch [100][1500/3405] lr: 6.377e-03, eta: 21:30:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 2.5589, loss: 2.5589 +2025-06-29 16:30:12,253 - pyskl - INFO - Epoch [100][1600/3405] lr: 6.371e-03, eta: 21:30:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.5297, loss: 2.5297 +2025-06-29 16:30:56,579 - pyskl - INFO - Epoch [100][1700/3405] lr: 6.364e-03, eta: 21:29:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.5182, loss: 2.5182 +2025-06-29 16:31:40,961 - pyskl - INFO - Epoch [100][1800/3405] lr: 6.357e-03, eta: 21:28:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 2.5366, loss: 2.5366 +2025-06-29 16:32:25,383 - pyskl - INFO - Epoch [100][1900/3405] lr: 6.351e-03, eta: 21:27:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.5175, loss: 2.5175 +2025-06-29 16:33:09,739 - pyskl - INFO - Epoch [100][2000/3405] lr: 6.344e-03, eta: 21:27:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.3983, loss: 2.3983 +2025-06-29 16:33:54,266 - pyskl - INFO - Epoch [100][2100/3405] lr: 6.337e-03, eta: 21:26:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 2.5595, loss: 2.5595 +2025-06-29 16:34:38,845 - pyskl - INFO - Epoch [100][2200/3405] lr: 6.330e-03, eta: 21:25:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.4757, loss: 2.4757 +2025-06-29 16:35:23,312 - pyskl - INFO - Epoch [100][2300/3405] lr: 6.324e-03, eta: 21:24:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 2.5022, loss: 2.5022 +2025-06-29 16:36:07,819 - pyskl - INFO - Epoch [100][2400/3405] lr: 6.317e-03, eta: 21:24:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9850, loss_cls: 2.5732, loss: 2.5732 +2025-06-29 16:36:52,260 - pyskl - INFO - Epoch [100][2500/3405] lr: 6.310e-03, eta: 21:23:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9944, loss_cls: 2.5667, loss: 2.5667 +2025-06-29 16:37:36,763 - pyskl - INFO - Epoch [100][2600/3405] lr: 6.304e-03, eta: 21:22:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.5186, loss: 2.5186 +2025-06-29 16:38:21,274 - pyskl - INFO - Epoch [100][2700/3405] lr: 6.297e-03, eta: 21:21:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.4958, loss: 2.4958 +2025-06-29 16:39:05,639 - pyskl - INFO - Epoch [100][2800/3405] lr: 6.290e-03, eta: 21:20:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.5107, loss: 2.5107 +2025-06-29 16:39:49,959 - pyskl - INFO - Epoch [100][2900/3405] lr: 6.284e-03, eta: 21:20:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9906, loss_cls: 2.5737, loss: 2.5737 +2025-06-29 16:40:34,255 - pyskl - INFO - Epoch [100][3000/3405] lr: 6.277e-03, eta: 21:19:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 2.6061, loss: 2.6061 +2025-06-29 16:41:18,572 - pyskl - INFO - Epoch [100][3100/3405] lr: 6.270e-03, eta: 21:18:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.4362, loss: 2.4362 +2025-06-29 16:42:02,891 - pyskl - INFO - Epoch [100][3200/3405] lr: 6.264e-03, eta: 21:17:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.5056, loss: 2.5056 +2025-06-29 16:42:47,107 - pyskl - INFO - Epoch [100][3300/3405] lr: 6.257e-03, eta: 21:17:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.4341, loss: 2.4341 +2025-06-29 16:43:31,351 - pyskl - INFO - Epoch [100][3400/3405] lr: 6.250e-03, eta: 21:16:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.5151, loss: 2.5151 +2025-06-29 16:43:33,906 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-06-29 17:01:46,721 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 17:01:47,276 - pyskl - INFO - +top1_acc 0.8457 +top5_acc 0.9713 +2025-06-29 17:01:47,331 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_98.pth was removed +2025-06-29 17:01:48,410 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_100.pth. +2025-06-29 17:01:48,411 - pyskl - INFO - Best top1_acc is 0.8457 at 100 epoch. +2025-06-29 17:01:48,435 - pyskl - INFO - Epoch(val) [100][3718] top1_acc: 0.8457, top5_acc: 0.9713 +2025-06-29 17:02:55,752 - pyskl - INFO - Epoch [101][100/3405] lr: 6.243e-03, eta: 21:15:50, time: 0.673, data_time: 0.228, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.4267, loss: 2.4267 +2025-06-29 17:03:40,424 - pyskl - INFO - Epoch [101][200/3405] lr: 6.237e-03, eta: 21:15:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 2.3995, loss: 2.3995 +2025-06-29 17:04:25,013 - pyskl - INFO - Epoch [101][300/3405] lr: 6.230e-03, eta: 21:14:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.3998, loss: 2.3998 +2025-06-29 17:05:09,310 - pyskl - INFO - Epoch [101][400/3405] lr: 6.223e-03, eta: 21:13:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.3861, loss: 2.3861 +2025-06-29 17:05:53,609 - pyskl - INFO - Epoch [101][500/3405] lr: 6.217e-03, eta: 21:12:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.4690, loss: 2.4690 +2025-06-29 17:06:38,061 - pyskl - INFO - Epoch [101][600/3405] lr: 6.210e-03, eta: 21:12:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 2.4368, loss: 2.4368 +2025-06-29 17:07:22,601 - pyskl - INFO - Epoch [101][700/3405] lr: 6.204e-03, eta: 21:11:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.3801, loss: 2.3801 +2025-06-29 17:08:06,970 - pyskl - INFO - Epoch [101][800/3405] lr: 6.197e-03, eta: 21:10:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.5441, loss: 2.5441 +2025-06-29 17:08:51,299 - pyskl - INFO - Epoch [101][900/3405] lr: 6.190e-03, eta: 21:09:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.4319, loss: 2.4319 +2025-06-29 17:09:35,701 - pyskl - INFO - Epoch [101][1000/3405] lr: 6.184e-03, eta: 21:09:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.5315, loss: 2.5315 +2025-06-29 17:10:20,030 - pyskl - INFO - Epoch [101][1100/3405] lr: 6.177e-03, eta: 21:08:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.4380, loss: 2.4380 +2025-06-29 17:11:04,464 - pyskl - INFO - Epoch [101][1200/3405] lr: 6.170e-03, eta: 21:07:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.4588, loss: 2.4588 +2025-06-29 17:11:48,912 - pyskl - INFO - Epoch [101][1300/3405] lr: 6.164e-03, eta: 21:06:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.4233, loss: 2.4233 +2025-06-29 17:12:33,669 - pyskl - INFO - Epoch [101][1400/3405] lr: 6.157e-03, eta: 21:06:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.4960, loss: 2.4960 +2025-06-29 17:13:18,004 - pyskl - INFO - Epoch [101][1500/3405] lr: 6.150e-03, eta: 21:05:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.2969, loss: 2.2969 +2025-06-29 17:14:02,330 - pyskl - INFO - Epoch [101][1600/3405] lr: 6.144e-03, eta: 21:04:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.5233, loss: 2.5233 +2025-06-29 17:14:46,648 - pyskl - INFO - Epoch [101][1700/3405] lr: 6.137e-03, eta: 21:03:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9944, loss_cls: 2.4295, loss: 2.4295 +2025-06-29 17:15:30,985 - pyskl - INFO - Epoch [101][1800/3405] lr: 6.131e-03, eta: 21:03:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 2.4933, loss: 2.4933 +2025-06-29 17:16:15,197 - pyskl - INFO - Epoch [101][1900/3405] lr: 6.124e-03, eta: 21:02:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 2.5523, loss: 2.5523 +2025-06-29 17:16:59,536 - pyskl - INFO - Epoch [101][2000/3405] lr: 6.117e-03, eta: 21:01:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9931, loss_cls: 2.4669, loss: 2.4669 +2025-06-29 17:17:43,841 - pyskl - INFO - Epoch [101][2100/3405] lr: 6.111e-03, eta: 21:00:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.4153, loss: 2.4153 +2025-06-29 17:18:28,155 - pyskl - INFO - Epoch [101][2200/3405] lr: 6.104e-03, eta: 20:59:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.4345, loss: 2.4345 +2025-06-29 17:19:12,514 - pyskl - INFO - Epoch [101][2300/3405] lr: 6.098e-03, eta: 20:59:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 2.4899, loss: 2.4899 +2025-06-29 17:19:56,904 - pyskl - INFO - Epoch [101][2400/3405] lr: 6.091e-03, eta: 20:58:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9919, loss_cls: 2.5538, loss: 2.5538 +2025-06-29 17:20:41,286 - pyskl - INFO - Epoch [101][2500/3405] lr: 6.084e-03, eta: 20:57:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.5054, loss: 2.5054 +2025-06-29 17:21:25,688 - pyskl - INFO - Epoch [101][2600/3405] lr: 6.078e-03, eta: 20:56:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.3490, loss: 2.3490 +2025-06-29 17:22:10,135 - pyskl - INFO - Epoch [101][2700/3405] lr: 6.071e-03, eta: 20:56:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.4376, loss: 2.4376 +2025-06-29 17:22:54,599 - pyskl - INFO - Epoch [101][2800/3405] lr: 6.065e-03, eta: 20:55:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9862, loss_cls: 2.5065, loss: 2.5065 +2025-06-29 17:23:39,075 - pyskl - INFO - Epoch [101][2900/3405] lr: 6.058e-03, eta: 20:54:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 2.4540, loss: 2.4540 +2025-06-29 17:24:23,460 - pyskl - INFO - Epoch [101][3000/3405] lr: 6.051e-03, eta: 20:53:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.3767, loss: 2.3767 +2025-06-29 17:25:07,918 - pyskl - INFO - Epoch [101][3100/3405] lr: 6.045e-03, eta: 20:53:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9856, loss_cls: 2.4138, loss: 2.4138 +2025-06-29 17:25:52,322 - pyskl - INFO - Epoch [101][3200/3405] lr: 6.038e-03, eta: 20:52:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.5723, loss: 2.5723 +2025-06-29 17:26:36,728 - pyskl - INFO - Epoch [101][3300/3405] lr: 6.032e-03, eta: 20:51:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.4754, loss: 2.4754 +2025-06-29 17:27:21,106 - pyskl - INFO - Epoch [101][3400/3405] lr: 6.025e-03, eta: 20:50:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.5061, loss: 2.5061 +2025-06-29 17:27:23,751 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-06-29 17:31:16,134 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 17:31:16,676 - pyskl - INFO - +top1_acc 0.8283 +top5_acc 0.9660 +2025-06-29 17:31:16,696 - pyskl - INFO - Epoch(val) [101][3718] top1_acc: 0.8283, top5_acc: 0.9660 +2025-06-29 17:32:24,066 - pyskl - INFO - Epoch [102][100/3405] lr: 6.018e-03, eta: 20:50:18, time: 0.674, data_time: 0.230, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.4241, loss: 2.4241 +2025-06-29 17:33:08,409 - pyskl - INFO - Epoch [102][200/3405] lr: 6.012e-03, eta: 20:49:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9950, loss_cls: 2.3253, loss: 2.3253 +2025-06-29 17:33:52,832 - pyskl - INFO - Epoch [102][300/3405] lr: 6.005e-03, eta: 20:48:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.2057, loss: 2.2057 +2025-06-29 17:34:37,145 - pyskl - INFO - Epoch [102][400/3405] lr: 5.998e-03, eta: 20:48:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.4711, loss: 2.4711 +2025-06-29 17:35:21,428 - pyskl - INFO - Epoch [102][500/3405] lr: 5.992e-03, eta: 20:47:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 2.3728, loss: 2.3728 +2025-06-29 17:36:05,649 - pyskl - INFO - Epoch [102][600/3405] lr: 5.985e-03, eta: 20:46:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.4390, loss: 2.4390 +2025-06-29 17:36:49,816 - pyskl - INFO - Epoch [102][700/3405] lr: 5.979e-03, eta: 20:45:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 2.3982, loss: 2.3982 +2025-06-29 17:37:34,098 - pyskl - INFO - Epoch [102][800/3405] lr: 5.972e-03, eta: 20:45:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.4188, loss: 2.4188 +2025-06-29 17:38:18,357 - pyskl - INFO - Epoch [102][900/3405] lr: 5.966e-03, eta: 20:44:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.4200, loss: 2.4200 +2025-06-29 17:39:02,554 - pyskl - INFO - Epoch [102][1000/3405] lr: 5.959e-03, eta: 20:43:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.3614, loss: 2.3614 +2025-06-29 17:39:46,802 - pyskl - INFO - Epoch [102][1100/3405] lr: 5.953e-03, eta: 20:42:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 2.4236, loss: 2.4236 +2025-06-29 17:40:31,029 - pyskl - INFO - Epoch [102][1200/3405] lr: 5.946e-03, eta: 20:42:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.3473, loss: 2.3473 +2025-06-29 17:41:15,315 - pyskl - INFO - Epoch [102][1300/3405] lr: 5.939e-03, eta: 20:41:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.3579, loss: 2.3579 +2025-06-29 17:41:59,951 - pyskl - INFO - Epoch [102][1400/3405] lr: 5.933e-03, eta: 20:40:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9956, loss_cls: 2.4313, loss: 2.4313 +2025-06-29 17:42:44,365 - pyskl - INFO - Epoch [102][1500/3405] lr: 5.926e-03, eta: 20:39:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 2.4849, loss: 2.4849 +2025-06-29 17:43:28,698 - pyskl - INFO - Epoch [102][1600/3405] lr: 5.920e-03, eta: 20:38:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 2.4525, loss: 2.4525 +2025-06-29 17:44:12,997 - pyskl - INFO - Epoch [102][1700/3405] lr: 5.913e-03, eta: 20:38:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.5668, loss: 2.5668 +2025-06-29 17:44:57,354 - pyskl - INFO - Epoch [102][1800/3405] lr: 5.907e-03, eta: 20:37:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9931, loss_cls: 2.4904, loss: 2.4904 +2025-06-29 17:45:41,672 - pyskl - INFO - Epoch [102][1900/3405] lr: 5.900e-03, eta: 20:36:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9931, loss_cls: 2.5075, loss: 2.5075 +2025-06-29 17:46:25,918 - pyskl - INFO - Epoch [102][2000/3405] lr: 5.894e-03, eta: 20:35:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.4552, loss: 2.4552 +2025-06-29 17:47:10,187 - pyskl - INFO - Epoch [102][2100/3405] lr: 5.887e-03, eta: 20:35:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.4624, loss: 2.4624 +2025-06-29 17:47:54,466 - pyskl - INFO - Epoch [102][2200/3405] lr: 5.881e-03, eta: 20:34:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.4097, loss: 2.4097 +2025-06-29 17:48:38,695 - pyskl - INFO - Epoch [102][2300/3405] lr: 5.874e-03, eta: 20:33:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.3685, loss: 2.3685 +2025-06-29 17:49:23,006 - pyskl - INFO - Epoch [102][2400/3405] lr: 5.868e-03, eta: 20:32:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.4575, loss: 2.4575 +2025-06-29 17:50:07,393 - pyskl - INFO - Epoch [102][2500/3405] lr: 5.861e-03, eta: 20:32:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.3704, loss: 2.3704 +2025-06-29 17:50:51,732 - pyskl - INFO - Epoch [102][2600/3405] lr: 5.855e-03, eta: 20:31:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.4615, loss: 2.4615 +2025-06-29 17:51:36,116 - pyskl - INFO - Epoch [102][2700/3405] lr: 5.848e-03, eta: 20:30:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.3886, loss: 2.3886 +2025-06-29 17:52:20,451 - pyskl - INFO - Epoch [102][2800/3405] lr: 5.842e-03, eta: 20:29:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.3389, loss: 2.3389 +2025-06-29 17:53:04,868 - pyskl - INFO - Epoch [102][2900/3405] lr: 5.835e-03, eta: 20:29:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.4401, loss: 2.4401 +2025-06-29 17:53:49,233 - pyskl - INFO - Epoch [102][3000/3405] lr: 5.829e-03, eta: 20:28:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.6107, loss: 2.6107 +2025-06-29 17:54:33,638 - pyskl - INFO - Epoch [102][3100/3405] lr: 5.822e-03, eta: 20:27:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.5196, loss: 2.5196 +2025-06-29 17:55:18,142 - pyskl - INFO - Epoch [102][3200/3405] lr: 5.816e-03, eta: 20:26:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.5334, loss: 2.5334 +2025-06-29 17:56:02,641 - pyskl - INFO - Epoch [102][3300/3405] lr: 5.809e-03, eta: 20:26:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.5051, loss: 2.5051 +2025-06-29 17:56:47,003 - pyskl - INFO - Epoch [102][3400/3405] lr: 5.803e-03, eta: 20:25:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.3601, loss: 2.3601 +2025-06-29 17:56:49,633 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-06-29 18:00:42,143 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 18:00:42,689 - pyskl - INFO - +top1_acc 0.8473 +top5_acc 0.9713 +2025-06-29 18:00:42,742 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_100.pth was removed +2025-06-29 18:00:43,764 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_102.pth. +2025-06-29 18:00:43,766 - pyskl - INFO - Best top1_acc is 0.8473 at 102 epoch. +2025-06-29 18:00:43,790 - pyskl - INFO - Epoch(val) [102][3718] top1_acc: 0.8473, top5_acc: 0.9713 +2025-06-29 18:01:50,978 - pyskl - INFO - Epoch [103][100/3405] lr: 5.796e-03, eta: 20:24:46, time: 0.672, data_time: 0.228, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.3262, loss: 2.3262 +2025-06-29 18:02:35,460 - pyskl - INFO - Epoch [103][200/3405] lr: 5.789e-03, eta: 20:24:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.4121, loss: 2.4121 +2025-06-29 18:03:19,880 - pyskl - INFO - Epoch [103][300/3405] lr: 5.783e-03, eta: 20:23:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 2.3917, loss: 2.3917 +2025-06-29 18:04:04,441 - pyskl - INFO - Epoch [103][400/3405] lr: 5.776e-03, eta: 20:22:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.3121, loss: 2.3121 +2025-06-29 18:04:48,936 - pyskl - INFO - Epoch [103][500/3405] lr: 5.770e-03, eta: 20:21:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.2971, loss: 2.2971 +2025-06-29 18:05:33,329 - pyskl - INFO - Epoch [103][600/3405] lr: 5.763e-03, eta: 20:20:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.3245, loss: 2.3245 +2025-06-29 18:06:17,580 - pyskl - INFO - Epoch [103][700/3405] lr: 5.757e-03, eta: 20:20:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.3504, loss: 2.3504 +2025-06-29 18:07:01,807 - pyskl - INFO - Epoch [103][800/3405] lr: 5.750e-03, eta: 20:19:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.3389, loss: 2.3389 +2025-06-29 18:07:46,226 - pyskl - INFO - Epoch [103][900/3405] lr: 5.744e-03, eta: 20:18:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.4197, loss: 2.4197 +2025-06-29 18:08:30,626 - pyskl - INFO - Epoch [103][1000/3405] lr: 5.737e-03, eta: 20:17:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.3489, loss: 2.3489 +2025-06-29 18:09:15,017 - pyskl - INFO - Epoch [103][1100/3405] lr: 5.731e-03, eta: 20:17:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.3764, loss: 2.3764 +2025-06-29 18:09:59,371 - pyskl - INFO - Epoch [103][1200/3405] lr: 5.725e-03, eta: 20:16:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.3507, loss: 2.3507 +2025-06-29 18:10:43,630 - pyskl - INFO - Epoch [103][1300/3405] lr: 5.718e-03, eta: 20:15:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.3341, loss: 2.3341 +2025-06-29 18:11:27,940 - pyskl - INFO - Epoch [103][1400/3405] lr: 5.712e-03, eta: 20:14:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.3208, loss: 2.3208 +2025-06-29 18:12:12,266 - pyskl - INFO - Epoch [103][1500/3405] lr: 5.705e-03, eta: 20:14:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.4232, loss: 2.4232 +2025-06-29 18:12:56,604 - pyskl - INFO - Epoch [103][1600/3405] lr: 5.699e-03, eta: 20:13:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.2772, loss: 2.2772 +2025-06-29 18:13:41,022 - pyskl - INFO - Epoch [103][1700/3405] lr: 5.692e-03, eta: 20:12:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.4073, loss: 2.4073 +2025-06-29 18:14:25,433 - pyskl - INFO - Epoch [103][1800/3405] lr: 5.686e-03, eta: 20:11:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.3679, loss: 2.3679 +2025-06-29 18:15:09,798 - pyskl - INFO - Epoch [103][1900/3405] lr: 5.679e-03, eta: 20:11:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.3668, loss: 2.3668 +2025-06-29 18:15:54,125 - pyskl - INFO - Epoch [103][2000/3405] lr: 5.673e-03, eta: 20:10:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 2.4411, loss: 2.4411 +2025-06-29 18:16:38,456 - pyskl - INFO - Epoch [103][2100/3405] lr: 5.666e-03, eta: 20:09:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.5189, loss: 2.5189 +2025-06-29 18:17:22,768 - pyskl - INFO - Epoch [103][2200/3405] lr: 5.660e-03, eta: 20:08:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9850, loss_cls: 2.4316, loss: 2.4316 +2025-06-29 18:18:07,102 - pyskl - INFO - Epoch [103][2300/3405] lr: 5.654e-03, eta: 20:08:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 2.4499, loss: 2.4499 +2025-06-29 18:18:51,372 - pyskl - INFO - Epoch [103][2400/3405] lr: 5.647e-03, eta: 20:07:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9950, loss_cls: 2.4034, loss: 2.4034 +2025-06-29 18:19:35,651 - pyskl - INFO - Epoch [103][2500/3405] lr: 5.641e-03, eta: 20:06:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.3901, loss: 2.3901 +2025-06-29 18:20:19,982 - pyskl - INFO - Epoch [103][2600/3405] lr: 5.634e-03, eta: 20:05:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.4578, loss: 2.4578 +2025-06-29 18:21:04,328 - pyskl - INFO - Epoch [103][2700/3405] lr: 5.628e-03, eta: 20:05:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 2.5093, loss: 2.5093 +2025-06-29 18:21:48,569 - pyskl - INFO - Epoch [103][2800/3405] lr: 5.621e-03, eta: 20:04:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.3183, loss: 2.3183 +2025-06-29 18:22:33,065 - pyskl - INFO - Epoch [103][2900/3405] lr: 5.615e-03, eta: 20:03:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.4457, loss: 2.4457 +2025-06-29 18:23:17,606 - pyskl - INFO - Epoch [103][3000/3405] lr: 5.609e-03, eta: 20:02:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.3928, loss: 2.3928 +2025-06-29 18:24:02,208 - pyskl - INFO - Epoch [103][3100/3405] lr: 5.602e-03, eta: 20:02:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.4618, loss: 2.4618 +2025-06-29 18:24:46,711 - pyskl - INFO - Epoch [103][3200/3405] lr: 5.596e-03, eta: 20:01:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.5127, loss: 2.5127 +2025-06-29 18:25:31,130 - pyskl - INFO - Epoch [103][3300/3405] lr: 5.589e-03, eta: 20:00:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 2.4136, loss: 2.4136 +2025-06-29 18:26:15,577 - pyskl - INFO - Epoch [103][3400/3405] lr: 5.583e-03, eta: 19:59:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.3385, loss: 2.3385 +2025-06-29 18:26:18,158 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-06-29 18:30:10,691 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 18:30:11,246 - pyskl - INFO - +top1_acc 0.8371 +top5_acc 0.9700 +2025-06-29 18:30:11,269 - pyskl - INFO - Epoch(val) [103][3718] top1_acc: 0.8371, top5_acc: 0.9700 +2025-06-29 18:31:18,248 - pyskl - INFO - Epoch [104][100/3405] lr: 5.576e-03, eta: 19:59:14, time: 0.670, data_time: 0.227, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.2773, loss: 2.2773 +2025-06-29 18:32:02,526 - pyskl - INFO - Epoch [104][200/3405] lr: 5.570e-03, eta: 19:58:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.3306, loss: 2.3306 +2025-06-29 18:32:46,817 - pyskl - INFO - Epoch [104][300/3405] lr: 5.563e-03, eta: 19:57:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.3053, loss: 2.3053 +2025-06-29 18:33:31,050 - pyskl - INFO - Epoch [104][400/3405] lr: 5.557e-03, eta: 19:56:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.3846, loss: 2.3846 +2025-06-29 18:34:15,582 - pyskl - INFO - Epoch [104][500/3405] lr: 5.551e-03, eta: 19:56:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 2.4324, loss: 2.4324 +2025-06-29 18:34:59,839 - pyskl - INFO - Epoch [104][600/3405] lr: 5.544e-03, eta: 19:55:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.3218, loss: 2.3218 +2025-06-29 18:35:44,195 - pyskl - INFO - Epoch [104][700/3405] lr: 5.538e-03, eta: 19:54:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.3379, loss: 2.3379 +2025-06-29 18:36:28,589 - pyskl - INFO - Epoch [104][800/3405] lr: 5.532e-03, eta: 19:53:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.3256, loss: 2.3256 +2025-06-29 18:37:12,919 - pyskl - INFO - Epoch [104][900/3405] lr: 5.525e-03, eta: 19:53:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 2.3176, loss: 2.3176 +2025-06-29 18:37:57,126 - pyskl - INFO - Epoch [104][1000/3405] lr: 5.519e-03, eta: 19:52:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.3777, loss: 2.3777 +2025-06-29 18:38:41,331 - pyskl - INFO - Epoch [104][1100/3405] lr: 5.512e-03, eta: 19:51:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.4204, loss: 2.4204 +2025-06-29 18:39:25,449 - pyskl - INFO - Epoch [104][1200/3405] lr: 5.506e-03, eta: 19:50:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9950, loss_cls: 2.3414, loss: 2.3414 +2025-06-29 18:40:09,655 - pyskl - INFO - Epoch [104][1300/3405] lr: 5.500e-03, eta: 19:50:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 2.2992, loss: 2.2992 +2025-06-29 18:40:53,802 - pyskl - INFO - Epoch [104][1400/3405] lr: 5.493e-03, eta: 19:49:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.3950, loss: 2.3950 +2025-06-29 18:41:38,047 - pyskl - INFO - Epoch [104][1500/3405] lr: 5.487e-03, eta: 19:48:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.3578, loss: 2.3578 +2025-06-29 18:42:22,218 - pyskl - INFO - Epoch [104][1600/3405] lr: 5.481e-03, eta: 19:47:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 2.5133, loss: 2.5133 +2025-06-29 18:43:06,440 - pyskl - INFO - Epoch [104][1700/3405] lr: 5.474e-03, eta: 19:47:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9925, loss_cls: 2.3860, loss: 2.3860 +2025-06-29 18:43:50,656 - pyskl - INFO - Epoch [104][1800/3405] lr: 5.468e-03, eta: 19:46:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 2.3346, loss: 2.3346 +2025-06-29 18:44:34,939 - pyskl - INFO - Epoch [104][1900/3405] lr: 5.461e-03, eta: 19:45:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.3223, loss: 2.3223 +2025-06-29 18:45:19,158 - pyskl - INFO - Epoch [104][2000/3405] lr: 5.455e-03, eta: 19:44:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 2.4586, loss: 2.4586 +2025-06-29 18:46:03,359 - pyskl - INFO - Epoch [104][2100/3405] lr: 5.449e-03, eta: 19:44:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.3203, loss: 2.3203 +2025-06-29 18:46:47,496 - pyskl - INFO - Epoch [104][2200/3405] lr: 5.442e-03, eta: 19:43:22, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.3762, loss: 2.3762 +2025-06-29 18:47:31,717 - pyskl - INFO - Epoch [104][2300/3405] lr: 5.436e-03, eta: 19:42:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.4348, loss: 2.4348 +2025-06-29 18:48:16,176 - pyskl - INFO - Epoch [104][2400/3405] lr: 5.430e-03, eta: 19:41:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.3550, loss: 2.3550 +2025-06-29 18:49:00,689 - pyskl - INFO - Epoch [104][2500/3405] lr: 5.423e-03, eta: 19:41:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.4803, loss: 2.4803 +2025-06-29 18:49:45,152 - pyskl - INFO - Epoch [104][2600/3405] lr: 5.417e-03, eta: 19:40:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.4661, loss: 2.4661 +2025-06-29 18:50:29,542 - pyskl - INFO - Epoch [104][2700/3405] lr: 5.411e-03, eta: 19:39:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 2.3375, loss: 2.3375 +2025-06-29 18:51:13,832 - pyskl - INFO - Epoch [104][2800/3405] lr: 5.404e-03, eta: 19:38:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.4948, loss: 2.4948 +2025-06-29 18:51:58,106 - pyskl - INFO - Epoch [104][2900/3405] lr: 5.398e-03, eta: 19:38:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9894, loss_cls: 2.3337, loss: 2.3337 +2025-06-29 18:52:42,405 - pyskl - INFO - Epoch [104][3000/3405] lr: 5.392e-03, eta: 19:37:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.4150, loss: 2.4150 +2025-06-29 18:53:26,939 - pyskl - INFO - Epoch [104][3100/3405] lr: 5.385e-03, eta: 19:36:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 2.4643, loss: 2.4643 +2025-06-29 18:54:11,416 - pyskl - INFO - Epoch [104][3200/3405] lr: 5.379e-03, eta: 19:35:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.2766, loss: 2.2766 +2025-06-29 18:54:55,885 - pyskl - INFO - Epoch [104][3300/3405] lr: 5.373e-03, eta: 19:35:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9962, loss_cls: 2.3925, loss: 2.3925 +2025-06-29 18:55:40,492 - pyskl - INFO - Epoch [104][3400/3405] lr: 5.366e-03, eta: 19:34:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9950, loss_cls: 2.3288, loss: 2.3288 +2025-06-29 18:55:43,136 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-06-29 18:59:35,668 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 18:59:36,217 - pyskl - INFO - +top1_acc 0.8422 +top5_acc 0.9704 +2025-06-29 18:59:36,240 - pyskl - INFO - Epoch(val) [104][3718] top1_acc: 0.8422, top5_acc: 0.9704 +2025-06-29 19:00:43,419 - pyskl - INFO - Epoch [105][100/3405] lr: 5.360e-03, eta: 19:33:41, time: 0.672, data_time: 0.229, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.2153, loss: 2.2153 +2025-06-29 19:01:27,626 - pyskl - INFO - Epoch [105][200/3405] lr: 5.354e-03, eta: 19:32:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 2.3133, loss: 2.3133 +2025-06-29 19:02:11,814 - pyskl - INFO - Epoch [105][300/3405] lr: 5.347e-03, eta: 19:32:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 2.2467, loss: 2.2467 +2025-06-29 19:02:56,042 - pyskl - INFO - Epoch [105][400/3405] lr: 5.341e-03, eta: 19:31:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.3406, loss: 2.3406 +2025-06-29 19:03:40,284 - pyskl - INFO - Epoch [105][500/3405] lr: 5.335e-03, eta: 19:30:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 2.3847, loss: 2.3847 +2025-06-29 19:04:24,555 - pyskl - INFO - Epoch [105][600/3405] lr: 5.328e-03, eta: 19:29:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.3346, loss: 2.3346 +2025-06-29 19:05:08,793 - pyskl - INFO - Epoch [105][700/3405] lr: 5.322e-03, eta: 19:29:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.2816, loss: 2.2816 +2025-06-29 19:05:52,978 - pyskl - INFO - Epoch [105][800/3405] lr: 5.316e-03, eta: 19:28:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 2.3159, loss: 2.3159 +2025-06-29 19:06:37,174 - pyskl - INFO - Epoch [105][900/3405] lr: 5.309e-03, eta: 19:27:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.2318, loss: 2.2318 +2025-06-29 19:07:21,372 - pyskl - INFO - Epoch [105][1000/3405] lr: 5.303e-03, eta: 19:26:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 2.3258, loss: 2.3258 +2025-06-29 19:08:05,619 - pyskl - INFO - Epoch [105][1100/3405] lr: 5.297e-03, eta: 19:26:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.3839, loss: 2.3839 +2025-06-29 19:08:49,822 - pyskl - INFO - Epoch [105][1200/3405] lr: 5.291e-03, eta: 19:25:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.2498, loss: 2.2498 +2025-06-29 19:09:34,075 - pyskl - INFO - Epoch [105][1300/3405] lr: 5.284e-03, eta: 19:24:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.3419, loss: 2.3419 +2025-06-29 19:10:18,311 - pyskl - INFO - Epoch [105][1400/3405] lr: 5.278e-03, eta: 19:23:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.3727, loss: 2.3727 +2025-06-29 19:11:02,555 - pyskl - INFO - Epoch [105][1500/3405] lr: 5.272e-03, eta: 19:23:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.3282, loss: 2.3282 +2025-06-29 19:11:46,716 - pyskl - INFO - Epoch [105][1600/3405] lr: 5.265e-03, eta: 19:22:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.3172, loss: 2.3172 +2025-06-29 19:12:30,912 - pyskl - INFO - Epoch [105][1700/3405] lr: 5.259e-03, eta: 19:21:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.2866, loss: 2.2866 +2025-06-29 19:13:15,110 - pyskl - INFO - Epoch [105][1800/3405] lr: 5.253e-03, eta: 19:20:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.3097, loss: 2.3097 +2025-06-29 19:13:59,469 - pyskl - INFO - Epoch [105][1900/3405] lr: 5.247e-03, eta: 19:20:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 2.3450, loss: 2.3450 +2025-06-29 19:14:43,937 - pyskl - INFO - Epoch [105][2000/3405] lr: 5.240e-03, eta: 19:19:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.3986, loss: 2.3986 +2025-06-29 19:15:28,438 - pyskl - INFO - Epoch [105][2100/3405] lr: 5.234e-03, eta: 19:18:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.3397, loss: 2.3397 +2025-06-29 19:16:12,784 - pyskl - INFO - Epoch [105][2200/3405] lr: 5.228e-03, eta: 19:17:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.3184, loss: 2.3184 +2025-06-29 19:16:57,146 - pyskl - INFO - Epoch [105][2300/3405] lr: 5.222e-03, eta: 19:17:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.3653, loss: 2.3653 +2025-06-29 19:17:41,646 - pyskl - INFO - Epoch [105][2400/3405] lr: 5.215e-03, eta: 19:16:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.3262, loss: 2.3262 +2025-06-29 19:18:26,290 - pyskl - INFO - Epoch [105][2500/3405] lr: 5.209e-03, eta: 19:15:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.2491, loss: 2.2491 +2025-06-29 19:19:10,860 - pyskl - INFO - Epoch [105][2600/3405] lr: 5.203e-03, eta: 19:14:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.3674, loss: 2.3674 +2025-06-29 19:19:55,363 - pyskl - INFO - Epoch [105][2700/3405] lr: 5.197e-03, eta: 19:14:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9950, loss_cls: 2.3649, loss: 2.3649 +2025-06-29 19:20:39,700 - pyskl - INFO - Epoch [105][2800/3405] lr: 5.190e-03, eta: 19:13:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9925, loss_cls: 2.4848, loss: 2.4848 +2025-06-29 19:21:24,047 - pyskl - INFO - Epoch [105][2900/3405] lr: 5.184e-03, eta: 19:12:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 2.3340, loss: 2.3340 +2025-06-29 19:22:08,466 - pyskl - INFO - Epoch [105][3000/3405] lr: 5.178e-03, eta: 19:11:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.4067, loss: 2.4067 +2025-06-29 19:22:53,005 - pyskl - INFO - Epoch [105][3100/3405] lr: 5.172e-03, eta: 19:11:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.3784, loss: 2.3784 +2025-06-29 19:23:37,365 - pyskl - INFO - Epoch [105][3200/3405] lr: 5.166e-03, eta: 19:10:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.4902, loss: 2.4902 +2025-06-29 19:24:21,724 - pyskl - INFO - Epoch [105][3300/3405] lr: 5.159e-03, eta: 19:09:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.4318, loss: 2.4318 +2025-06-29 19:25:06,130 - pyskl - INFO - Epoch [105][3400/3405] lr: 5.153e-03, eta: 19:08:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9850, loss_cls: 2.4436, loss: 2.4436 +2025-06-29 19:25:08,769 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-06-29 19:44:17,656 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 19:44:18,206 - pyskl - INFO - +top1_acc 0.8500 +top5_acc 0.9723 +2025-06-29 19:44:18,266 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_102.pth was removed +2025-06-29 19:44:19,329 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. +2025-06-29 19:44:19,331 - pyskl - INFO - Best top1_acc is 0.8500 at 105 epoch. +2025-06-29 19:44:19,351 - pyskl - INFO - Epoch(val) [105][3718] top1_acc: 0.8500, top5_acc: 0.9723 +2025-06-29 19:45:27,115 - pyskl - INFO - Epoch [106][100/3405] lr: 5.147e-03, eta: 19:08:08, time: 0.678, data_time: 0.234, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.3467, loss: 2.3467 +2025-06-29 19:46:11,421 - pyskl - INFO - Epoch [106][200/3405] lr: 5.140e-03, eta: 19:07:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 2.2227, loss: 2.2227 +2025-06-29 19:46:55,862 - pyskl - INFO - Epoch [106][300/3405] lr: 5.134e-03, eta: 19:06:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.2756, loss: 2.2756 +2025-06-29 19:47:40,522 - pyskl - INFO - Epoch [106][400/3405] lr: 5.128e-03, eta: 19:05:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.2352, loss: 2.2352 +2025-06-29 19:48:25,071 - pyskl - INFO - Epoch [106][500/3405] lr: 5.122e-03, eta: 19:05:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9962, loss_cls: 2.2122, loss: 2.2122 +2025-06-29 19:49:09,567 - pyskl - INFO - Epoch [106][600/3405] lr: 5.115e-03, eta: 19:04:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.2371, loss: 2.2371 +2025-06-29 19:49:54,365 - pyskl - INFO - Epoch [106][700/3405] lr: 5.109e-03, eta: 19:03:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.2121, loss: 2.2121 +2025-06-29 19:50:39,026 - pyskl - INFO - Epoch [106][800/3405] lr: 5.103e-03, eta: 19:02:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.2677, loss: 2.2677 +2025-06-29 19:51:23,317 - pyskl - INFO - Epoch [106][900/3405] lr: 5.097e-03, eta: 19:02:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9962, loss_cls: 2.2300, loss: 2.2300 +2025-06-29 19:52:07,791 - pyskl - INFO - Epoch [106][1000/3405] lr: 5.091e-03, eta: 19:01:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 2.2578, loss: 2.2578 +2025-06-29 19:52:52,360 - pyskl - INFO - Epoch [106][1100/3405] lr: 5.084e-03, eta: 19:00:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 2.2781, loss: 2.2781 +2025-06-29 19:53:36,729 - pyskl - INFO - Epoch [106][1200/3405] lr: 5.078e-03, eta: 18:59:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.3666, loss: 2.3666 +2025-06-29 19:54:21,061 - pyskl - INFO - Epoch [106][1300/3405] lr: 5.072e-03, eta: 18:59:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.2411, loss: 2.2411 +2025-06-29 19:55:05,641 - pyskl - INFO - Epoch [106][1400/3405] lr: 5.066e-03, eta: 18:58:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9975, loss_cls: 2.3284, loss: 2.3284 +2025-06-29 19:55:50,101 - pyskl - INFO - Epoch [106][1500/3405] lr: 5.060e-03, eta: 18:57:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.2673, loss: 2.2673 +2025-06-29 19:56:34,639 - pyskl - INFO - Epoch [106][1600/3405] lr: 5.054e-03, eta: 18:56:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.2282, loss: 2.2282 +2025-06-29 19:57:19,072 - pyskl - INFO - Epoch [106][1700/3405] lr: 5.047e-03, eta: 18:56:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.3934, loss: 2.3934 +2025-06-29 19:58:03,558 - pyskl - INFO - Epoch [106][1800/3405] lr: 5.041e-03, eta: 18:55:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9956, loss_cls: 2.3330, loss: 2.3330 +2025-06-29 19:58:48,474 - pyskl - INFO - Epoch [106][1900/3405] lr: 5.035e-03, eta: 18:54:35, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.2676, loss: 2.2676 +2025-06-29 19:59:32,978 - pyskl - INFO - Epoch [106][2000/3405] lr: 5.029e-03, eta: 18:53:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.2424, loss: 2.2424 +2025-06-29 20:00:17,275 - pyskl - INFO - Epoch [106][2100/3405] lr: 5.023e-03, eta: 18:53:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 2.4078, loss: 2.4078 +2025-06-29 20:01:01,669 - pyskl - INFO - Epoch [106][2200/3405] lr: 5.017e-03, eta: 18:52:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.3751, loss: 2.3751 +2025-06-29 20:01:46,094 - pyskl - INFO - Epoch [106][2300/3405] lr: 5.010e-03, eta: 18:51:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.3373, loss: 2.3373 +2025-06-29 20:02:30,467 - pyskl - INFO - Epoch [106][2400/3405] lr: 5.004e-03, eta: 18:50:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 2.3087, loss: 2.3087 +2025-06-29 20:03:14,945 - pyskl - INFO - Epoch [106][2500/3405] lr: 4.998e-03, eta: 18:50:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9931, loss_cls: 2.3393, loss: 2.3393 +2025-06-29 20:03:59,274 - pyskl - INFO - Epoch [106][2600/3405] lr: 4.992e-03, eta: 18:49:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.3159, loss: 2.3159 +2025-06-29 20:04:43,599 - pyskl - INFO - Epoch [106][2700/3405] lr: 4.986e-03, eta: 18:48:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 2.3130, loss: 2.3130 +2025-06-29 20:05:27,782 - pyskl - INFO - Epoch [106][2800/3405] lr: 4.980e-03, eta: 18:47:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.3834, loss: 2.3834 +2025-06-29 20:06:12,028 - pyskl - INFO - Epoch [106][2900/3405] lr: 4.974e-03, eta: 18:47:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.3893, loss: 2.3893 +2025-06-29 20:06:56,445 - pyskl - INFO - Epoch [106][3000/3405] lr: 4.967e-03, eta: 18:46:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.3041, loss: 2.3041 +2025-06-29 20:07:40,690 - pyskl - INFO - Epoch [106][3100/3405] lr: 4.961e-03, eta: 18:45:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9956, loss_cls: 2.3170, loss: 2.3170 +2025-06-29 20:08:24,866 - pyskl - INFO - Epoch [106][3200/3405] lr: 4.955e-03, eta: 18:44:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9962, loss_cls: 2.3033, loss: 2.3033 +2025-06-29 20:09:09,161 - pyskl - INFO - Epoch [106][3300/3405] lr: 4.949e-03, eta: 18:44:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.2816, loss: 2.2816 +2025-06-29 20:09:53,617 - pyskl - INFO - Epoch [106][3400/3405] lr: 4.943e-03, eta: 18:43:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.3007, loss: 2.3007 +2025-06-29 20:09:56,233 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-06-29 20:13:48,646 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 20:13:49,207 - pyskl - INFO - +top1_acc 0.8531 +top5_acc 0.9729 +2025-06-29 20:13:49,262 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_105.pth was removed +2025-06-29 20:13:50,361 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2025-06-29 20:13:50,363 - pyskl - INFO - Best top1_acc is 0.8531 at 106 epoch. +2025-06-29 20:13:50,386 - pyskl - INFO - Epoch(val) [106][3718] top1_acc: 0.8531, top5_acc: 0.9729 +2025-06-29 20:14:57,656 - pyskl - INFO - Epoch [107][100/3405] lr: 4.936e-03, eta: 18:42:37, time: 0.673, data_time: 0.230, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 2.1838, loss: 2.1838 +2025-06-29 20:15:41,962 - pyskl - INFO - Epoch [107][200/3405] lr: 4.930e-03, eta: 18:41:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 2.2031, loss: 2.2031 +2025-06-29 20:16:26,264 - pyskl - INFO - Epoch [107][300/3405] lr: 4.924e-03, eta: 18:41:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 2.1934, loss: 2.1934 +2025-06-29 20:17:10,535 - pyskl - INFO - Epoch [107][400/3405] lr: 4.918e-03, eta: 18:40:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 2.1285, loss: 2.1285 +2025-06-29 20:17:54,830 - pyskl - INFO - Epoch [107][500/3405] lr: 4.912e-03, eta: 18:39:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.2963, loss: 2.2963 +2025-06-29 20:18:39,063 - pyskl - INFO - Epoch [107][600/3405] lr: 4.906e-03, eta: 18:38:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 2.3554, loss: 2.3554 +2025-06-29 20:19:23,213 - pyskl - INFO - Epoch [107][700/3405] lr: 4.900e-03, eta: 18:38:05, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 2.2824, loss: 2.2824 +2025-06-29 20:20:07,446 - pyskl - INFO - Epoch [107][800/3405] lr: 4.894e-03, eta: 18:37:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 2.2865, loss: 2.2865 +2025-06-29 20:20:51,678 - pyskl - INFO - Epoch [107][900/3405] lr: 4.888e-03, eta: 18:36:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9962, loss_cls: 2.3049, loss: 2.3049 +2025-06-29 20:21:35,877 - pyskl - INFO - Epoch [107][1000/3405] lr: 4.881e-03, eta: 18:35:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.2374, loss: 2.2374 +2025-06-29 20:22:20,139 - pyskl - INFO - Epoch [107][1100/3405] lr: 4.875e-03, eta: 18:35:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 2.2320, loss: 2.2320 +2025-06-29 20:23:04,301 - pyskl - INFO - Epoch [107][1200/3405] lr: 4.869e-03, eta: 18:34:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 2.2529, loss: 2.2529 +2025-06-29 20:23:48,548 - pyskl - INFO - Epoch [107][1300/3405] lr: 4.863e-03, eta: 18:33:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.4302, loss: 2.4302 +2025-06-29 20:24:32,770 - pyskl - INFO - Epoch [107][1400/3405] lr: 4.857e-03, eta: 18:32:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.1990, loss: 2.1990 +2025-06-29 20:25:17,222 - pyskl - INFO - Epoch [107][1500/3405] lr: 4.851e-03, eta: 18:32:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.3585, loss: 2.3585 +2025-06-29 20:26:01,475 - pyskl - INFO - Epoch [107][1600/3405] lr: 4.845e-03, eta: 18:31:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.2102, loss: 2.2102 +2025-06-29 20:26:45,627 - pyskl - INFO - Epoch [107][1700/3405] lr: 4.839e-03, eta: 18:30:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 2.3693, loss: 2.3693 +2025-06-29 20:27:29,816 - pyskl - INFO - Epoch [107][1800/3405] lr: 4.833e-03, eta: 18:29:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.3286, loss: 2.3286 +2025-06-29 20:28:14,033 - pyskl - INFO - Epoch [107][1900/3405] lr: 4.827e-03, eta: 18:29:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.4803, loss: 2.4803 +2025-06-29 20:28:58,217 - pyskl - INFO - Epoch [107][2000/3405] lr: 4.821e-03, eta: 18:28:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.2767, loss: 2.2767 +2025-06-29 20:29:42,456 - pyskl - INFO - Epoch [107][2100/3405] lr: 4.815e-03, eta: 18:27:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.3433, loss: 2.3433 +2025-06-29 20:30:26,683 - pyskl - INFO - Epoch [107][2200/3405] lr: 4.809e-03, eta: 18:26:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9962, loss_cls: 2.2792, loss: 2.2792 +2025-06-29 20:31:10,920 - pyskl - INFO - Epoch [107][2300/3405] lr: 4.802e-03, eta: 18:26:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 2.2589, loss: 2.2589 +2025-06-29 20:31:55,105 - pyskl - INFO - Epoch [107][2400/3405] lr: 4.796e-03, eta: 18:25:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.2782, loss: 2.2782 +2025-06-29 20:32:39,334 - pyskl - INFO - Epoch [107][2500/3405] lr: 4.790e-03, eta: 18:24:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.2985, loss: 2.2985 +2025-06-29 20:33:23,654 - pyskl - INFO - Epoch [107][2600/3405] lr: 4.784e-03, eta: 18:23:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.2864, loss: 2.2864 +2025-06-29 20:34:07,950 - pyskl - INFO - Epoch [107][2700/3405] lr: 4.778e-03, eta: 18:22:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.3450, loss: 2.3450 +2025-06-29 20:34:52,381 - pyskl - INFO - Epoch [107][2800/3405] lr: 4.772e-03, eta: 18:22:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.3259, loss: 2.3259 +2025-06-29 20:35:36,971 - pyskl - INFO - Epoch [107][2900/3405] lr: 4.766e-03, eta: 18:21:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.2719, loss: 2.2719 +2025-06-29 20:36:21,298 - pyskl - INFO - Epoch [107][3000/3405] lr: 4.760e-03, eta: 18:20:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.2923, loss: 2.2923 +2025-06-29 20:37:05,604 - pyskl - INFO - Epoch [107][3100/3405] lr: 4.754e-03, eta: 18:19:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.2672, loss: 2.2672 +2025-06-29 20:37:49,889 - pyskl - INFO - Epoch [107][3200/3405] lr: 4.748e-03, eta: 18:19:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9956, loss_cls: 2.3227, loss: 2.3227 +2025-06-29 20:38:34,135 - pyskl - INFO - Epoch [107][3300/3405] lr: 4.742e-03, eta: 18:18:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.3128, loss: 2.3128 +2025-06-29 20:39:18,528 - pyskl - INFO - Epoch [107][3400/3405] lr: 4.736e-03, eta: 18:17:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.3147, loss: 2.3147 +2025-06-29 20:39:21,123 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-06-29 20:43:13,245 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 20:43:13,796 - pyskl - INFO - +top1_acc 0.8485 +top5_acc 0.9705 +2025-06-29 20:43:13,819 - pyskl - INFO - Epoch(val) [107][3718] top1_acc: 0.8485, top5_acc: 0.9705 +2025-06-29 20:44:21,766 - pyskl - INFO - Epoch [108][100/3405] lr: 4.730e-03, eta: 18:17:04, time: 0.679, data_time: 0.234, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.2110, loss: 2.2110 +2025-06-29 20:45:06,079 - pyskl - INFO - Epoch [108][200/3405] lr: 4.724e-03, eta: 18:16:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 2.1549, loss: 2.1549 +2025-06-29 20:45:50,419 - pyskl - INFO - Epoch [108][300/3405] lr: 4.718e-03, eta: 18:15:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.1867, loss: 2.1867 +2025-06-29 20:46:34,631 - pyskl - INFO - Epoch [108][400/3405] lr: 4.712e-03, eta: 18:14:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.1347, loss: 2.1347 +2025-06-29 20:47:18,781 - pyskl - INFO - Epoch [108][500/3405] lr: 4.706e-03, eta: 18:14:03, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.2478, loss: 2.2478 +2025-06-29 20:48:02,899 - pyskl - INFO - Epoch [108][600/3405] lr: 4.700e-03, eta: 18:13:17, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 2.2180, loss: 2.2180 +2025-06-29 20:48:47,065 - pyskl - INFO - Epoch [108][700/3405] lr: 4.694e-03, eta: 18:12:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 2.4099, loss: 2.4099 +2025-06-29 20:49:31,227 - pyskl - INFO - Epoch [108][800/3405] lr: 4.688e-03, eta: 18:11:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.2397, loss: 2.2397 +2025-06-29 20:50:15,351 - pyskl - INFO - Epoch [108][900/3405] lr: 4.682e-03, eta: 18:11:01, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.2475, loss: 2.2475 +2025-06-29 20:50:59,418 - pyskl - INFO - Epoch [108][1000/3405] lr: 4.676e-03, eta: 18:10:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.2201, loss: 2.2201 +2025-06-29 20:51:43,811 - pyskl - INFO - Epoch [108][1100/3405] lr: 4.670e-03, eta: 18:09:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.1884, loss: 2.1884 +2025-06-29 20:52:28,227 - pyskl - INFO - Epoch [108][1200/3405] lr: 4.664e-03, eta: 18:08:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.2967, loss: 2.2967 +2025-06-29 20:53:12,478 - pyskl - INFO - Epoch [108][1300/3405] lr: 4.658e-03, eta: 18:08:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.2994, loss: 2.2994 +2025-06-29 20:53:56,775 - pyskl - INFO - Epoch [108][1400/3405] lr: 4.652e-03, eta: 18:07:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.3318, loss: 2.3318 +2025-06-29 20:54:41,005 - pyskl - INFO - Epoch [108][1500/3405] lr: 4.646e-03, eta: 18:06:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 2.1985, loss: 2.1985 +2025-06-29 20:55:25,415 - pyskl - INFO - Epoch [108][1600/3405] lr: 4.640e-03, eta: 18:05:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.1809, loss: 2.1809 +2025-06-29 20:56:10,010 - pyskl - INFO - Epoch [108][1700/3405] lr: 4.634e-03, eta: 18:04:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9975, loss_cls: 2.1700, loss: 2.1700 +2025-06-29 20:56:54,347 - pyskl - INFO - Epoch [108][1800/3405] lr: 4.628e-03, eta: 18:04:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.2452, loss: 2.2452 +2025-06-29 20:57:38,726 - pyskl - INFO - Epoch [108][1900/3405] lr: 4.622e-03, eta: 18:03:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.2422, loss: 2.2422 +2025-06-29 20:58:23,061 - pyskl - INFO - Epoch [108][2000/3405] lr: 4.616e-03, eta: 18:02:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 2.2531, loss: 2.2531 +2025-06-29 20:59:07,360 - pyskl - INFO - Epoch [108][2100/3405] lr: 4.610e-03, eta: 18:01:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.4670, loss: 2.4670 +2025-06-29 20:59:51,794 - pyskl - INFO - Epoch [108][2200/3405] lr: 4.604e-03, eta: 18:01:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.3423, loss: 2.3423 +2025-06-29 21:00:36,185 - pyskl - INFO - Epoch [108][2300/3405] lr: 4.598e-03, eta: 18:00:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.1889, loss: 2.1889 +2025-06-29 21:01:20,561 - pyskl - INFO - Epoch [108][2400/3405] lr: 4.592e-03, eta: 17:59:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.1683, loss: 2.1683 +2025-06-29 21:02:04,890 - pyskl - INFO - Epoch [108][2500/3405] lr: 4.586e-03, eta: 17:58:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.2169, loss: 2.2169 +2025-06-29 21:02:49,274 - pyskl - INFO - Epoch [108][2600/3405] lr: 4.580e-03, eta: 17:58:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.2033, loss: 2.2033 +2025-06-29 21:03:33,658 - pyskl - INFO - Epoch [108][2700/3405] lr: 4.574e-03, eta: 17:57:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 2.1277, loss: 2.1277 +2025-06-29 21:04:17,990 - pyskl - INFO - Epoch [108][2800/3405] lr: 4.568e-03, eta: 17:56:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.3121, loss: 2.3121 +2025-06-29 21:05:02,279 - pyskl - INFO - Epoch [108][2900/3405] lr: 4.562e-03, eta: 17:55:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.2174, loss: 2.2174 +2025-06-29 21:05:46,675 - pyskl - INFO - Epoch [108][3000/3405] lr: 4.556e-03, eta: 17:55:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.2128, loss: 2.2128 +2025-06-29 21:06:31,037 - pyskl - INFO - Epoch [108][3100/3405] lr: 4.550e-03, eta: 17:54:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.3250, loss: 2.3250 +2025-06-29 21:07:15,419 - pyskl - INFO - Epoch [108][3200/3405] lr: 4.544e-03, eta: 17:53:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.3116, loss: 2.3116 +2025-06-29 21:07:59,886 - pyskl - INFO - Epoch [108][3300/3405] lr: 4.538e-03, eta: 17:52:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.3221, loss: 2.3221 +2025-06-29 21:08:44,254 - pyskl - INFO - Epoch [108][3400/3405] lr: 4.533e-03, eta: 17:52:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.3004, loss: 2.3004 +2025-06-29 21:08:46,854 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-06-29 21:12:39,309 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 21:12:39,861 - pyskl - INFO - +top1_acc 0.8587 +top5_acc 0.9731 +2025-06-29 21:12:39,920 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_106.pth was removed +2025-06-29 21:12:41,016 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. +2025-06-29 21:12:41,018 - pyskl - INFO - Best top1_acc is 0.8587 at 108 epoch. +2025-06-29 21:12:41,049 - pyskl - INFO - Epoch(val) [108][3718] top1_acc: 0.8587, top5_acc: 0.9731 +2025-06-29 21:13:48,672 - pyskl - INFO - Epoch [109][100/3405] lr: 4.526e-03, eta: 17:51:31, time: 0.676, data_time: 0.231, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.1688, loss: 2.1688 +2025-06-29 21:14:33,151 - pyskl - INFO - Epoch [109][200/3405] lr: 4.520e-03, eta: 17:50:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9981, loss_cls: 2.1700, loss: 2.1700 +2025-06-29 21:15:17,545 - pyskl - INFO - Epoch [109][300/3405] lr: 4.515e-03, eta: 17:50:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 2.1459, loss: 2.1459 +2025-06-29 21:16:01,703 - pyskl - INFO - Epoch [109][400/3405] lr: 4.509e-03, eta: 17:49:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.2527, loss: 2.2527 +2025-06-29 21:16:45,933 - pyskl - INFO - Epoch [109][500/3405] lr: 4.503e-03, eta: 17:48:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.1411, loss: 2.1411 +2025-06-29 21:17:30,233 - pyskl - INFO - Epoch [109][600/3405] lr: 4.497e-03, eta: 17:47:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 2.2339, loss: 2.2339 +2025-06-29 21:18:14,315 - pyskl - INFO - Epoch [109][700/3405] lr: 4.491e-03, eta: 17:47:00, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.2098, loss: 2.2098 +2025-06-29 21:18:58,513 - pyskl - INFO - Epoch [109][800/3405] lr: 4.485e-03, eta: 17:46:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.1408, loss: 2.1408 +2025-06-29 21:19:42,788 - pyskl - INFO - Epoch [109][900/3405] lr: 4.479e-03, eta: 17:45:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.1218, loss: 2.1218 +2025-06-29 21:20:27,033 - pyskl - INFO - Epoch [109][1000/3405] lr: 4.473e-03, eta: 17:44:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 2.0840, loss: 2.0840 +2025-06-29 21:21:11,287 - pyskl - INFO - Epoch [109][1100/3405] lr: 4.467e-03, eta: 17:43:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.2336, loss: 2.2336 +2025-06-29 21:21:55,576 - pyskl - INFO - Epoch [109][1200/3405] lr: 4.461e-03, eta: 17:43:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.2126, loss: 2.2126 +2025-06-29 21:22:39,962 - pyskl - INFO - Epoch [109][1300/3405] lr: 4.455e-03, eta: 17:42:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.1877, loss: 2.1877 +2025-06-29 21:23:24,368 - pyskl - INFO - Epoch [109][1400/3405] lr: 4.450e-03, eta: 17:41:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.2273, loss: 2.2273 +2025-06-29 21:24:08,667 - pyskl - INFO - Epoch [109][1500/3405] lr: 4.444e-03, eta: 17:40:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.1978, loss: 2.1978 +2025-06-29 21:24:52,939 - pyskl - INFO - Epoch [109][1600/3405] lr: 4.438e-03, eta: 17:40:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.2059, loss: 2.2059 +2025-06-29 21:25:37,233 - pyskl - INFO - Epoch [109][1700/3405] lr: 4.432e-03, eta: 17:39:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.2873, loss: 2.2873 +2025-06-29 21:26:21,492 - pyskl - INFO - Epoch [109][1800/3405] lr: 4.426e-03, eta: 17:38:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 2.1972, loss: 2.1972 +2025-06-29 21:27:05,789 - pyskl - INFO - Epoch [109][1900/3405] lr: 4.420e-03, eta: 17:37:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.2293, loss: 2.2293 +2025-06-29 21:27:50,086 - pyskl - INFO - Epoch [109][2000/3405] lr: 4.414e-03, eta: 17:37:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.1973, loss: 2.1973 +2025-06-29 21:28:34,620 - pyskl - INFO - Epoch [109][2100/3405] lr: 4.409e-03, eta: 17:36:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9950, loss_cls: 2.3457, loss: 2.3457 +2025-06-29 21:29:18,931 - pyskl - INFO - Epoch [109][2200/3405] lr: 4.403e-03, eta: 17:35:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 2.3066, loss: 2.3066 +2025-06-29 21:30:03,179 - pyskl - INFO - Epoch [109][2300/3405] lr: 4.397e-03, eta: 17:34:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.2187, loss: 2.2187 +2025-06-29 21:30:47,434 - pyskl - INFO - Epoch [109][2400/3405] lr: 4.391e-03, eta: 17:34:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.2604, loss: 2.2604 +2025-06-29 21:31:31,696 - pyskl - INFO - Epoch [109][2500/3405] lr: 4.385e-03, eta: 17:33:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.3121, loss: 2.3121 +2025-06-29 21:32:16,187 - pyskl - INFO - Epoch [109][2600/3405] lr: 4.379e-03, eta: 17:32:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.1708, loss: 2.1708 +2025-06-29 21:33:00,547 - pyskl - INFO - Epoch [109][2700/3405] lr: 4.373e-03, eta: 17:31:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.2323, loss: 2.2323 +2025-06-29 21:33:44,824 - pyskl - INFO - Epoch [109][2800/3405] lr: 4.368e-03, eta: 17:31:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.2184, loss: 2.2184 +2025-06-29 21:34:29,087 - pyskl - INFO - Epoch [109][2900/3405] lr: 4.362e-03, eta: 17:30:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.2110, loss: 2.2110 +2025-06-29 21:35:13,453 - pyskl - INFO - Epoch [109][3000/3405] lr: 4.356e-03, eta: 17:29:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.2102, loss: 2.2102 +2025-06-29 21:35:58,074 - pyskl - INFO - Epoch [109][3100/3405] lr: 4.350e-03, eta: 17:28:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 2.2416, loss: 2.2416 +2025-06-29 21:36:42,528 - pyskl - INFO - Epoch [109][3200/3405] lr: 4.344e-03, eta: 17:28:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.3129, loss: 2.3129 +2025-06-29 21:37:26,851 - pyskl - INFO - Epoch [109][3300/3405] lr: 4.338e-03, eta: 17:27:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.2763, loss: 2.2763 +2025-06-29 21:38:11,210 - pyskl - INFO - Epoch [109][3400/3405] lr: 4.333e-03, eta: 17:26:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.3404, loss: 2.3404 +2025-06-29 21:38:13,839 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-06-29 21:42:07,092 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 21:42:07,637 - pyskl - INFO - +top1_acc 0.8541 +top5_acc 0.9730 +2025-06-29 21:42:07,657 - pyskl - INFO - Epoch(val) [109][3718] top1_acc: 0.8541, top5_acc: 0.9730 +2025-06-29 21:43:14,970 - pyskl - INFO - Epoch [110][100/3405] lr: 4.326e-03, eta: 17:25:59, time: 0.673, data_time: 0.229, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.1910, loss: 2.1910 +2025-06-29 21:43:59,314 - pyskl - INFO - Epoch [110][200/3405] lr: 4.321e-03, eta: 17:25:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 2.1960, loss: 2.1960 +2025-06-29 21:44:43,619 - pyskl - INFO - Epoch [110][300/3405] lr: 4.315e-03, eta: 17:24:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 2.1791, loss: 2.1791 +2025-06-29 21:45:27,885 - pyskl - INFO - Epoch [110][400/3405] lr: 4.309e-03, eta: 17:23:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 2.1722, loss: 2.1722 +2025-06-29 21:46:12,115 - pyskl - INFO - Epoch [110][500/3405] lr: 4.303e-03, eta: 17:22:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.2214, loss: 2.2214 +2025-06-29 21:46:56,399 - pyskl - INFO - Epoch [110][600/3405] lr: 4.297e-03, eta: 17:22:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.1817, loss: 2.1817 +2025-06-29 21:47:40,867 - pyskl - INFO - Epoch [110][700/3405] lr: 4.292e-03, eta: 17:21:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.1160, loss: 2.1160 +2025-06-29 21:48:25,342 - pyskl - INFO - Epoch [110][800/3405] lr: 4.286e-03, eta: 17:20:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 2.1631, loss: 2.1631 +2025-06-29 21:49:09,812 - pyskl - INFO - Epoch [110][900/3405] lr: 4.280e-03, eta: 17:19:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9988, loss_cls: 2.1178, loss: 2.1178 +2025-06-29 21:49:54,184 - pyskl - INFO - Epoch [110][1000/3405] lr: 4.274e-03, eta: 17:19:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.2031, loss: 2.2031 +2025-06-29 21:50:38,482 - pyskl - INFO - Epoch [110][1100/3405] lr: 4.268e-03, eta: 17:18:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.2326, loss: 2.2326 +2025-06-29 21:51:22,903 - pyskl - INFO - Epoch [110][1200/3405] lr: 4.263e-03, eta: 17:17:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.1309, loss: 2.1309 +2025-06-29 21:52:07,190 - pyskl - INFO - Epoch [110][1300/3405] lr: 4.257e-03, eta: 17:16:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 2.2219, loss: 2.2219 +2025-06-29 21:52:51,529 - pyskl - INFO - Epoch [110][1400/3405] lr: 4.251e-03, eta: 17:16:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.1657, loss: 2.1657 +2025-06-29 21:53:35,810 - pyskl - INFO - Epoch [110][1500/3405] lr: 4.245e-03, eta: 17:15:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.0969, loss: 2.0969 +2025-06-29 21:54:20,111 - pyskl - INFO - Epoch [110][1600/3405] lr: 4.240e-03, eta: 17:14:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.2251, loss: 2.2251 +2025-06-29 21:55:04,474 - pyskl - INFO - Epoch [110][1700/3405] lr: 4.234e-03, eta: 17:13:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.1783, loss: 2.1783 +2025-06-29 21:55:48,844 - pyskl - INFO - Epoch [110][1800/3405] lr: 4.228e-03, eta: 17:13:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.1903, loss: 2.1903 +2025-06-29 21:56:33,124 - pyskl - INFO - Epoch [110][1900/3405] lr: 4.222e-03, eta: 17:12:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.2654, loss: 2.2654 +2025-06-29 21:57:17,415 - pyskl - INFO - Epoch [110][2000/3405] lr: 4.217e-03, eta: 17:11:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.1867, loss: 2.1867 +2025-06-29 21:58:01,781 - pyskl - INFO - Epoch [110][2100/3405] lr: 4.211e-03, eta: 17:10:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.1863, loss: 2.1863 +2025-06-29 21:58:46,043 - pyskl - INFO - Epoch [110][2200/3405] lr: 4.205e-03, eta: 17:10:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.2273, loss: 2.2273 +2025-06-29 21:59:30,452 - pyskl - INFO - Epoch [110][2300/3405] lr: 4.199e-03, eta: 17:09:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9975, loss_cls: 2.1214, loss: 2.1214 +2025-06-29 22:00:15,045 - pyskl - INFO - Epoch [110][2400/3405] lr: 4.194e-03, eta: 17:08:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.2009, loss: 2.2009 +2025-06-29 22:00:59,332 - pyskl - INFO - Epoch [110][2500/3405] lr: 4.188e-03, eta: 17:07:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.1472, loss: 2.1472 +2025-06-29 22:01:43,656 - pyskl - INFO - Epoch [110][2600/3405] lr: 4.182e-03, eta: 17:07:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.1954, loss: 2.1954 +2025-06-29 22:02:28,055 - pyskl - INFO - Epoch [110][2700/3405] lr: 4.176e-03, eta: 17:06:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.2120, loss: 2.2120 +2025-06-29 22:03:12,291 - pyskl - INFO - Epoch [110][2800/3405] lr: 4.171e-03, eta: 17:05:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 2.1775, loss: 2.1775 +2025-06-29 22:03:56,580 - pyskl - INFO - Epoch [110][2900/3405] lr: 4.165e-03, eta: 17:04:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 2.2657, loss: 2.2657 +2025-06-29 22:04:40,768 - pyskl - INFO - Epoch [110][3000/3405] lr: 4.159e-03, eta: 17:04:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 2.1522, loss: 2.1522 +2025-06-29 22:05:25,027 - pyskl - INFO - Epoch [110][3100/3405] lr: 4.153e-03, eta: 17:03:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.2862, loss: 2.2862 +2025-06-29 22:06:09,177 - pyskl - INFO - Epoch [110][3200/3405] lr: 4.148e-03, eta: 17:02:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.2266, loss: 2.2266 +2025-06-29 22:06:53,219 - pyskl - INFO - Epoch [110][3300/3405] lr: 4.142e-03, eta: 17:01:51, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9969, loss_cls: 2.1766, loss: 2.1766 +2025-06-29 22:07:37,212 - pyskl - INFO - Epoch [110][3400/3405] lr: 4.136e-03, eta: 17:01:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.2038, loss: 2.2038 +2025-06-29 22:07:39,779 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-06-29 22:27:31,911 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 22:27:32,457 - pyskl - INFO - +top1_acc 0.8494 +top5_acc 0.9726 +2025-06-29 22:27:32,480 - pyskl - INFO - Epoch(val) [110][3718] top1_acc: 0.8494, top5_acc: 0.9726 +2025-06-29 22:28:40,379 - pyskl - INFO - Epoch [111][100/3405] lr: 4.130e-03, eta: 17:00:26, time: 0.679, data_time: 0.232, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.1730, loss: 2.1730 +2025-06-29 22:29:24,813 - pyskl - INFO - Epoch [111][200/3405] lr: 4.125e-03, eta: 16:59:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 2.1026, loss: 2.1026 +2025-06-29 22:30:09,243 - pyskl - INFO - Epoch [111][300/3405] lr: 4.119e-03, eta: 16:58:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.1332, loss: 2.1332 +2025-06-29 22:30:53,553 - pyskl - INFO - Epoch [111][400/3405] lr: 4.113e-03, eta: 16:58:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.1619, loss: 2.1619 +2025-06-29 22:31:37,876 - pyskl - INFO - Epoch [111][500/3405] lr: 4.107e-03, eta: 16:57:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.1274, loss: 2.1274 +2025-06-29 22:32:22,400 - pyskl - INFO - Epoch [111][600/3405] lr: 4.102e-03, eta: 16:56:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9931, loss_cls: 2.1000, loss: 2.1000 +2025-06-29 22:33:06,722 - pyskl - INFO - Epoch [111][700/3405] lr: 4.096e-03, eta: 16:55:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 2.0857, loss: 2.0857 +2025-06-29 22:33:51,001 - pyskl - INFO - Epoch [111][800/3405] lr: 4.090e-03, eta: 16:55:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.1623, loss: 2.1623 +2025-06-29 22:34:35,266 - pyskl - INFO - Epoch [111][900/3405] lr: 4.085e-03, eta: 16:54:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 2.1678, loss: 2.1678 +2025-06-29 22:35:19,707 - pyskl - INFO - Epoch [111][1000/3405] lr: 4.079e-03, eta: 16:53:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 2.0462, loss: 2.0462 +2025-06-29 22:36:04,117 - pyskl - INFO - Epoch [111][1100/3405] lr: 4.073e-03, eta: 16:52:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9988, loss_cls: 2.0631, loss: 2.0631 +2025-06-29 22:36:48,752 - pyskl - INFO - Epoch [111][1200/3405] lr: 4.068e-03, eta: 16:52:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.0816, loss: 2.0816 +2025-06-29 22:37:33,216 - pyskl - INFO - Epoch [111][1300/3405] lr: 4.062e-03, eta: 16:51:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.0944, loss: 2.0944 +2025-06-29 22:38:17,660 - pyskl - INFO - Epoch [111][1400/3405] lr: 4.056e-03, eta: 16:50:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.1311, loss: 2.1311 +2025-06-29 22:39:02,102 - pyskl - INFO - Epoch [111][1500/3405] lr: 4.051e-03, eta: 16:49:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.1975, loss: 2.1975 +2025-06-29 22:39:46,612 - pyskl - INFO - Epoch [111][1600/3405] lr: 4.045e-03, eta: 16:49:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.0600, loss: 2.0600 +2025-06-29 22:40:31,011 - pyskl - INFO - Epoch [111][1700/3405] lr: 4.039e-03, eta: 16:48:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 2.1280, loss: 2.1280 +2025-06-29 22:41:15,240 - pyskl - INFO - Epoch [111][1800/3405] lr: 4.034e-03, eta: 16:47:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.1442, loss: 2.1442 +2025-06-29 22:41:59,446 - pyskl - INFO - Epoch [111][1900/3405] lr: 4.028e-03, eta: 16:46:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.0892, loss: 2.0892 +2025-06-29 22:42:43,702 - pyskl - INFO - Epoch [111][2000/3405] lr: 4.022e-03, eta: 16:46:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.2314, loss: 2.2314 +2025-06-29 22:43:28,104 - pyskl - INFO - Epoch [111][2100/3405] lr: 4.017e-03, eta: 16:45:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.1431, loss: 2.1431 +2025-06-29 22:44:12,459 - pyskl - INFO - Epoch [111][2200/3405] lr: 4.011e-03, eta: 16:44:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.0667, loss: 2.0667 +2025-06-29 22:44:56,854 - pyskl - INFO - Epoch [111][2300/3405] lr: 4.005e-03, eta: 16:43:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 2.1384, loss: 2.1384 +2025-06-29 22:45:41,202 - pyskl - INFO - Epoch [111][2400/3405] lr: 4.000e-03, eta: 16:43:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.2055, loss: 2.2055 +2025-06-29 22:46:25,502 - pyskl - INFO - Epoch [111][2500/3405] lr: 3.994e-03, eta: 16:42:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.1049, loss: 2.1049 +2025-06-29 22:47:09,893 - pyskl - INFO - Epoch [111][2600/3405] lr: 3.988e-03, eta: 16:41:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 2.0848, loss: 2.0848 +2025-06-29 22:47:54,063 - pyskl - INFO - Epoch [111][2700/3405] lr: 3.983e-03, eta: 16:40:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 2.1916, loss: 2.1916 +2025-06-29 22:48:38,270 - pyskl - INFO - Epoch [111][2800/3405] lr: 3.977e-03, eta: 16:40:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.0994, loss: 2.0994 +2025-06-29 22:49:22,580 - pyskl - INFO - Epoch [111][2900/3405] lr: 3.972e-03, eta: 16:39:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.1192, loss: 2.1192 +2025-06-29 22:50:06,767 - pyskl - INFO - Epoch [111][3000/3405] lr: 3.966e-03, eta: 16:38:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.2128, loss: 2.2128 +2025-06-29 22:50:50,929 - pyskl - INFO - Epoch [111][3100/3405] lr: 3.960e-03, eta: 16:37:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.1773, loss: 2.1773 +2025-06-29 22:51:35,101 - pyskl - INFO - Epoch [111][3200/3405] lr: 3.955e-03, eta: 16:37:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.2450, loss: 2.2450 +2025-06-29 22:52:19,273 - pyskl - INFO - Epoch [111][3300/3405] lr: 3.949e-03, eta: 16:36:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.3073, loss: 2.3073 +2025-06-29 22:53:03,378 - pyskl - INFO - Epoch [111][3400/3405] lr: 3.943e-03, eta: 16:35:34, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.1403, loss: 2.1403 +2025-06-29 22:53:05,960 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-06-29 22:56:58,015 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 22:56:58,559 - pyskl - INFO - +top1_acc 0.8632 +top5_acc 0.9738 +2025-06-29 22:56:58,616 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_108.pth was removed +2025-06-29 22:56:59,684 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_111.pth. +2025-06-29 22:56:59,686 - pyskl - INFO - Best top1_acc is 0.8632 at 111 epoch. +2025-06-29 22:56:59,708 - pyskl - INFO - Epoch(val) [111][3718] top1_acc: 0.8632, top5_acc: 0.9738 +2025-06-29 22:58:06,740 - pyskl - INFO - Epoch [112][100/3405] lr: 3.938e-03, eta: 16:34:54, time: 0.670, data_time: 0.228, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9988, loss_cls: 2.0478, loss: 2.0478 +2025-06-29 22:58:51,057 - pyskl - INFO - Epoch [112][200/3405] lr: 3.932e-03, eta: 16:34:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 1.9803, loss: 1.9803 +2025-06-29 22:59:35,799 - pyskl - INFO - Epoch [112][300/3405] lr: 3.926e-03, eta: 16:33:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 2.0507, loss: 2.0507 +2025-06-29 23:00:20,178 - pyskl - INFO - Epoch [112][400/3405] lr: 3.921e-03, eta: 16:32:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9981, loss_cls: 2.0809, loss: 2.0809 +2025-06-29 23:01:04,589 - pyskl - INFO - Epoch [112][500/3405] lr: 3.915e-03, eta: 16:31:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9988, loss_cls: 2.1026, loss: 2.1026 +2025-06-29 23:01:48,904 - pyskl - INFO - Epoch [112][600/3405] lr: 3.910e-03, eta: 16:31:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.1028, loss: 2.1028 +2025-06-29 23:02:33,277 - pyskl - INFO - Epoch [112][700/3405] lr: 3.904e-03, eta: 16:30:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 2.0893, loss: 2.0893 +2025-06-29 23:03:17,711 - pyskl - INFO - Epoch [112][800/3405] lr: 3.898e-03, eta: 16:29:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.1621, loss: 2.1621 +2025-06-29 23:04:02,123 - pyskl - INFO - Epoch [112][900/3405] lr: 3.893e-03, eta: 16:28:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 2.0372, loss: 2.0372 +2025-06-29 23:04:46,522 - pyskl - INFO - Epoch [112][1000/3405] lr: 3.887e-03, eta: 16:28:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 2.0231, loss: 2.0231 +2025-06-29 23:05:30,949 - pyskl - INFO - Epoch [112][1100/3405] lr: 3.882e-03, eta: 16:27:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.0220, loss: 2.0220 +2025-06-29 23:06:15,418 - pyskl - INFO - Epoch [112][1200/3405] lr: 3.876e-03, eta: 16:26:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 2.0499, loss: 2.0499 +2025-06-29 23:06:59,846 - pyskl - INFO - Epoch [112][1300/3405] lr: 3.871e-03, eta: 16:25:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.1402, loss: 2.1402 +2025-06-29 23:07:44,336 - pyskl - INFO - Epoch [112][1400/3405] lr: 3.865e-03, eta: 16:25:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.1716, loss: 2.1716 +2025-06-29 23:08:28,729 - pyskl - INFO - Epoch [112][1500/3405] lr: 3.860e-03, eta: 16:24:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.1854, loss: 2.1854 +2025-06-29 23:09:13,249 - pyskl - INFO - Epoch [112][1600/3405] lr: 3.854e-03, eta: 16:23:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.1328, loss: 2.1328 +2025-06-29 23:09:57,662 - pyskl - INFO - Epoch [112][1700/3405] lr: 3.848e-03, eta: 16:22:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.0929, loss: 2.0929 +2025-06-29 23:10:42,019 - pyskl - INFO - Epoch [112][1800/3405] lr: 3.843e-03, eta: 16:22:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.0737, loss: 2.0737 +2025-06-29 23:11:26,322 - pyskl - INFO - Epoch [112][1900/3405] lr: 3.837e-03, eta: 16:21:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.0712, loss: 2.0712 +2025-06-29 23:12:10,602 - pyskl - INFO - Epoch [112][2000/3405] lr: 3.832e-03, eta: 16:20:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.0966, loss: 2.0966 +2025-06-29 23:12:55,063 - pyskl - INFO - Epoch [112][2100/3405] lr: 3.826e-03, eta: 16:19:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.0855, loss: 2.0855 +2025-06-29 23:13:39,604 - pyskl - INFO - Epoch [112][2200/3405] lr: 3.821e-03, eta: 16:19:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.1287, loss: 2.1287 +2025-06-29 23:14:24,027 - pyskl - INFO - Epoch [112][2300/3405] lr: 3.815e-03, eta: 16:18:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 2.1559, loss: 2.1559 +2025-06-29 23:15:08,445 - pyskl - INFO - Epoch [112][2400/3405] lr: 3.810e-03, eta: 16:17:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.1947, loss: 2.1947 +2025-06-29 23:15:52,852 - pyskl - INFO - Epoch [112][2500/3405] lr: 3.804e-03, eta: 16:16:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 2.0928, loss: 2.0928 +2025-06-29 23:16:37,109 - pyskl - INFO - Epoch [112][2600/3405] lr: 3.799e-03, eta: 16:16:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.1508, loss: 2.1508 +2025-06-29 23:17:21,292 - pyskl - INFO - Epoch [112][2700/3405] lr: 3.793e-03, eta: 16:15:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.1883, loss: 2.1883 +2025-06-29 23:18:05,525 - pyskl - INFO - Epoch [112][2800/3405] lr: 3.788e-03, eta: 16:14:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 2.1778, loss: 2.1778 +2025-06-29 23:18:49,703 - pyskl - INFO - Epoch [112][2900/3405] lr: 3.782e-03, eta: 16:13:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.1072, loss: 2.1072 +2025-06-29 23:19:33,915 - pyskl - INFO - Epoch [112][3000/3405] lr: 3.777e-03, eta: 16:13:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.1643, loss: 2.1643 +2025-06-29 23:20:18,069 - pyskl - INFO - Epoch [112][3100/3405] lr: 3.771e-03, eta: 16:12:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9906, loss_cls: 2.2418, loss: 2.2418 +2025-06-29 23:21:02,265 - pyskl - INFO - Epoch [112][3200/3405] lr: 3.766e-03, eta: 16:11:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.1778, loss: 2.1778 +2025-06-29 23:21:46,442 - pyskl - INFO - Epoch [112][3300/3405] lr: 3.760e-03, eta: 16:10:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.2659, loss: 2.2659 +2025-06-29 23:22:30,603 - pyskl - INFO - Epoch [112][3400/3405] lr: 3.755e-03, eta: 16:10:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.2408, loss: 2.2408 +2025-06-29 23:22:33,236 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-06-29 23:26:24,515 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 23:26:25,062 - pyskl - INFO - +top1_acc 0.8587 +top5_acc 0.9725 +2025-06-29 23:26:25,085 - pyskl - INFO - Epoch(val) [112][3718] top1_acc: 0.8587, top5_acc: 0.9725 +2025-06-29 23:27:31,797 - pyskl - INFO - Epoch [113][100/3405] lr: 3.749e-03, eta: 16:09:22, time: 0.667, data_time: 0.226, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9981, loss_cls: 2.1819, loss: 2.1819 +2025-06-29 23:28:16,019 - pyskl - INFO - Epoch [113][200/3405] lr: 3.743e-03, eta: 16:08:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9988, loss_cls: 2.1002, loss: 2.1002 +2025-06-29 23:29:00,374 - pyskl - INFO - Epoch [113][300/3405] lr: 3.738e-03, eta: 16:07:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.0759, loss: 2.0759 +2025-06-29 23:29:44,952 - pyskl - INFO - Epoch [113][400/3405] lr: 3.732e-03, eta: 16:07:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 2.1011, loss: 2.1011 +2025-06-29 23:30:29,419 - pyskl - INFO - Epoch [113][500/3405] lr: 3.727e-03, eta: 16:06:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.9883, loss: 1.9883 +2025-06-29 23:31:13,754 - pyskl - INFO - Epoch [113][600/3405] lr: 3.721e-03, eta: 16:05:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.1068, loss: 2.1068 +2025-06-29 23:31:58,290 - pyskl - INFO - Epoch [113][700/3405] lr: 3.716e-03, eta: 16:04:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.9744, loss: 1.9744 +2025-06-29 23:32:42,777 - pyskl - INFO - Epoch [113][800/3405] lr: 3.710e-03, eta: 16:04:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 2.0875, loss: 2.0875 +2025-06-29 23:33:27,203 - pyskl - INFO - Epoch [113][900/3405] lr: 3.705e-03, eta: 16:03:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 2.0904, loss: 2.0904 +2025-06-29 23:34:11,579 - pyskl - INFO - Epoch [113][1000/3405] lr: 3.699e-03, eta: 16:02:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 2.0604, loss: 2.0604 +2025-06-29 23:34:55,791 - pyskl - INFO - Epoch [113][1100/3405] lr: 3.694e-03, eta: 16:01:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.0381, loss: 2.0381 +2025-06-29 23:35:40,178 - pyskl - INFO - Epoch [113][1200/3405] lr: 3.689e-03, eta: 16:01:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.0781, loss: 2.0781 +2025-06-29 23:36:24,458 - pyskl - INFO - Epoch [113][1300/3405] lr: 3.683e-03, eta: 16:00:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9975, loss_cls: 2.0062, loss: 2.0062 +2025-06-29 23:37:08,905 - pyskl - INFO - Epoch [113][1400/3405] lr: 3.678e-03, eta: 15:59:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.0484, loss: 2.0484 +2025-06-29 23:37:53,265 - pyskl - INFO - Epoch [113][1500/3405] lr: 3.672e-03, eta: 15:58:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.0877, loss: 2.0877 +2025-06-29 23:38:37,631 - pyskl - INFO - Epoch [113][1600/3405] lr: 3.667e-03, eta: 15:58:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.1150, loss: 2.1150 +2025-06-29 23:39:22,085 - pyskl - INFO - Epoch [113][1700/3405] lr: 3.661e-03, eta: 15:57:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.0423, loss: 2.0423 +2025-06-29 23:40:06,621 - pyskl - INFO - Epoch [113][1800/3405] lr: 3.656e-03, eta: 15:56:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.2002, loss: 2.2002 +2025-06-29 23:40:50,946 - pyskl - INFO - Epoch [113][1900/3405] lr: 3.650e-03, eta: 15:55:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9919, loss_cls: 2.1183, loss: 2.1183 +2025-06-29 23:41:35,341 - pyskl - INFO - Epoch [113][2000/3405] lr: 3.645e-03, eta: 15:55:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.0457, loss: 2.0457 +2025-06-29 23:42:19,685 - pyskl - INFO - Epoch [113][2100/3405] lr: 3.640e-03, eta: 15:54:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 2.0772, loss: 2.0772 +2025-06-29 23:43:04,036 - pyskl - INFO - Epoch [113][2200/3405] lr: 3.634e-03, eta: 15:53:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.1493, loss: 2.1493 +2025-06-29 23:43:48,429 - pyskl - INFO - Epoch [113][2300/3405] lr: 3.629e-03, eta: 15:52:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9981, loss_cls: 2.1196, loss: 2.1196 +2025-06-29 23:44:32,850 - pyskl - INFO - Epoch [113][2400/3405] lr: 3.623e-03, eta: 15:52:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 2.1211, loss: 2.1211 +2025-06-29 23:45:17,220 - pyskl - INFO - Epoch [113][2500/3405] lr: 3.618e-03, eta: 15:51:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.0559, loss: 2.0559 +2025-06-29 23:46:01,695 - pyskl - INFO - Epoch [113][2600/3405] lr: 3.613e-03, eta: 15:50:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 2.1040, loss: 2.1040 +2025-06-29 23:46:46,274 - pyskl - INFO - Epoch [113][2700/3405] lr: 3.607e-03, eta: 15:49:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.1191, loss: 2.1191 +2025-06-29 23:47:30,609 - pyskl - INFO - Epoch [113][2800/3405] lr: 3.602e-03, eta: 15:49:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.0559, loss: 2.0559 +2025-06-29 23:48:14,960 - pyskl - INFO - Epoch [113][2900/3405] lr: 3.596e-03, eta: 15:48:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.1097, loss: 2.1097 +2025-06-29 23:48:59,701 - pyskl - INFO - Epoch [113][3000/3405] lr: 3.591e-03, eta: 15:47:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 2.0857, loss: 2.0857 +2025-06-29 23:49:44,399 - pyskl - INFO - Epoch [113][3100/3405] lr: 3.586e-03, eta: 15:46:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.0670, loss: 2.0670 +2025-06-29 23:50:28,916 - pyskl - INFO - Epoch [113][3200/3405] lr: 3.580e-03, eta: 15:46:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.0586, loss: 2.0586 +2025-06-29 23:51:13,419 - pyskl - INFO - Epoch [113][3300/3405] lr: 3.575e-03, eta: 15:45:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.1826, loss: 2.1826 +2025-06-29 23:51:57,996 - pyskl - INFO - Epoch [113][3400/3405] lr: 3.569e-03, eta: 15:44:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.1879, loss: 2.1879 +2025-06-29 23:52:00,607 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-06-29 23:55:52,423 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 23:55:52,976 - pyskl - INFO - +top1_acc 0.8669 +top5_acc 0.9756 +2025-06-29 23:55:53,034 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_111.pth was removed +2025-06-29 23:55:54,127 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2025-06-29 23:55:54,128 - pyskl - INFO - Best top1_acc is 0.8669 at 113 epoch. +2025-06-29 23:55:54,151 - pyskl - INFO - Epoch(val) [113][3718] top1_acc: 0.8669, top5_acc: 0.9756 +2025-06-29 23:57:01,255 - pyskl - INFO - Epoch [114][100/3405] lr: 3.564e-03, eta: 15:43:50, time: 0.671, data_time: 0.229, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9994, loss_cls: 1.9752, loss: 1.9752 +2025-06-29 23:57:45,806 - pyskl - INFO - Epoch [114][200/3405] lr: 3.558e-03, eta: 15:43:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 2.0391, loss: 2.0391 +2025-06-29 23:58:30,231 - pyskl - INFO - Epoch [114][300/3405] lr: 3.553e-03, eta: 15:42:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.0195, loss: 2.0195 +2025-06-29 23:59:14,559 - pyskl - INFO - Epoch [114][400/3405] lr: 3.548e-03, eta: 15:41:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 2.0384, loss: 2.0384 +2025-06-29 23:59:58,895 - pyskl - INFO - Epoch [114][500/3405] lr: 3.542e-03, eta: 15:40:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.0790, loss: 2.0790 +2025-06-30 00:00:43,222 - pyskl - INFO - Epoch [114][600/3405] lr: 3.537e-03, eta: 15:40:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 2.0331, loss: 2.0331 +2025-06-30 00:01:27,645 - pyskl - INFO - Epoch [114][700/3405] lr: 3.532e-03, eta: 15:39:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.9882, loss: 1.9882 +2025-06-30 00:02:11,974 - pyskl - INFO - Epoch [114][800/3405] lr: 3.526e-03, eta: 15:38:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.9529, loss: 1.9529 +2025-06-30 00:02:56,316 - pyskl - INFO - Epoch [114][900/3405] lr: 3.521e-03, eta: 15:37:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 2.1522, loss: 2.1522 +2025-06-30 00:03:40,677 - pyskl - INFO - Epoch [114][1000/3405] lr: 3.516e-03, eta: 15:37:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.1365, loss: 2.1365 +2025-06-30 00:04:25,010 - pyskl - INFO - Epoch [114][1100/3405] lr: 3.510e-03, eta: 15:36:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 2.1098, loss: 2.1098 +2025-06-30 00:05:09,405 - pyskl - INFO - Epoch [114][1200/3405] lr: 3.505e-03, eta: 15:35:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.0617, loss: 2.0617 +2025-06-30 00:05:53,854 - pyskl - INFO - Epoch [114][1300/3405] lr: 3.499e-03, eta: 15:34:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.1118, loss: 2.1118 +2025-06-30 00:06:38,166 - pyskl - INFO - Epoch [114][1400/3405] lr: 3.494e-03, eta: 15:34:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 2.0668, loss: 2.0668 +2025-06-30 00:07:22,571 - pyskl - INFO - Epoch [114][1500/3405] lr: 3.489e-03, eta: 15:33:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.0242, loss: 2.0242 +2025-06-30 00:08:07,041 - pyskl - INFO - Epoch [114][1600/3405] lr: 3.484e-03, eta: 15:32:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 2.0023, loss: 2.0023 +2025-06-30 00:08:51,362 - pyskl - INFO - Epoch [114][1700/3405] lr: 3.478e-03, eta: 15:31:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.2693, loss: 2.2693 +2025-06-30 00:09:35,744 - pyskl - INFO - Epoch [114][1800/3405] lr: 3.473e-03, eta: 15:31:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 2.0758, loss: 2.0758 +2025-06-30 00:10:20,182 - pyskl - INFO - Epoch [114][1900/3405] lr: 3.468e-03, eta: 15:30:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 2.0901, loss: 2.0901 +2025-06-30 00:11:04,490 - pyskl - INFO - Epoch [114][2000/3405] lr: 3.462e-03, eta: 15:29:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 2.1643, loss: 2.1643 +2025-06-30 00:11:48,715 - pyskl - INFO - Epoch [114][2100/3405] lr: 3.457e-03, eta: 15:28:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.1914, loss: 2.1914 +2025-06-30 00:12:33,170 - pyskl - INFO - Epoch [114][2200/3405] lr: 3.452e-03, eta: 15:28:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.1509, loss: 2.1509 +2025-06-30 00:13:17,729 - pyskl - INFO - Epoch [114][2300/3405] lr: 3.446e-03, eta: 15:27:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.1774, loss: 2.1774 +2025-06-30 00:14:02,364 - pyskl - INFO - Epoch [114][2400/3405] lr: 3.441e-03, eta: 15:26:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.1089, loss: 2.1089 +2025-06-30 00:14:46,715 - pyskl - INFO - Epoch [114][2500/3405] lr: 3.436e-03, eta: 15:25:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 2.1606, loss: 2.1606 +2025-06-30 00:15:30,963 - pyskl - INFO - Epoch [114][2600/3405] lr: 3.430e-03, eta: 15:25:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 2.0793, loss: 2.0793 +2025-06-30 00:16:15,264 - pyskl - INFO - Epoch [114][2700/3405] lr: 3.425e-03, eta: 15:24:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 2.0461, loss: 2.0461 +2025-06-30 00:16:59,525 - pyskl - INFO - Epoch [114][2800/3405] lr: 3.420e-03, eta: 15:23:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.0896, loss: 2.0896 +2025-06-30 00:17:43,925 - pyskl - INFO - Epoch [114][2900/3405] lr: 3.415e-03, eta: 15:22:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 2.1465, loss: 2.1465 +2025-06-30 00:18:28,161 - pyskl - INFO - Epoch [114][3000/3405] lr: 3.409e-03, eta: 15:22:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 2.0393, loss: 2.0393 +2025-06-30 00:19:12,391 - pyskl - INFO - Epoch [114][3100/3405] lr: 3.404e-03, eta: 15:21:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.1567, loss: 2.1567 +2025-06-30 00:19:56,823 - pyskl - INFO - Epoch [114][3200/3405] lr: 3.399e-03, eta: 15:20:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.1527, loss: 2.1527 +2025-06-30 00:20:41,103 - pyskl - INFO - Epoch [114][3300/3405] lr: 3.393e-03, eta: 15:19:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.2127, loss: 2.2127 +2025-06-30 00:21:25,339 - pyskl - INFO - Epoch [114][3400/3405] lr: 3.388e-03, eta: 15:18:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 2.0810, loss: 2.0810 +2025-06-30 00:21:27,913 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-06-30 00:25:19,319 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 00:25:19,863 - pyskl - INFO - +top1_acc 0.8633 +top5_acc 0.9758 +2025-06-30 00:25:19,886 - pyskl - INFO - Epoch(val) [114][3718] top1_acc: 0.8633, top5_acc: 0.9758 +2025-06-30 00:26:27,084 - pyskl - INFO - Epoch [115][100/3405] lr: 3.383e-03, eta: 15:18:18, time: 0.672, data_time: 0.229, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.0544, loss: 2.0544 +2025-06-30 00:27:11,575 - pyskl - INFO - Epoch [115][200/3405] lr: 3.377e-03, eta: 15:17:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.9962, loss: 1.9962 +2025-06-30 00:27:56,130 - pyskl - INFO - Epoch [115][300/3405] lr: 3.372e-03, eta: 15:16:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 1.9851, loss: 1.9851 +2025-06-30 00:28:40,727 - pyskl - INFO - Epoch [115][400/3405] lr: 3.367e-03, eta: 15:16:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.9124, loss: 1.9124 +2025-06-30 00:29:25,430 - pyskl - INFO - Epoch [115][500/3405] lr: 3.362e-03, eta: 15:15:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.9886, loss: 1.9886 +2025-06-30 00:30:09,858 - pyskl - INFO - Epoch [115][600/3405] lr: 3.356e-03, eta: 15:14:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.9785, loss: 1.9785 +2025-06-30 00:30:54,246 - pyskl - INFO - Epoch [115][700/3405] lr: 3.351e-03, eta: 15:13:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9994, loss_cls: 2.0421, loss: 2.0421 +2025-06-30 00:31:38,733 - pyskl - INFO - Epoch [115][800/3405] lr: 3.346e-03, eta: 15:13:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.0818, loss: 2.0818 +2025-06-30 00:32:23,097 - pyskl - INFO - Epoch [115][900/3405] lr: 3.341e-03, eta: 15:12:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.0358, loss: 2.0358 +2025-06-30 00:33:07,496 - pyskl - INFO - Epoch [115][1000/3405] lr: 3.335e-03, eta: 15:11:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.0679, loss: 2.0679 +2025-06-30 00:33:51,784 - pyskl - INFO - Epoch [115][1100/3405] lr: 3.330e-03, eta: 15:10:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 2.0197, loss: 2.0197 +2025-06-30 00:34:36,012 - pyskl - INFO - Epoch [115][1200/3405] lr: 3.325e-03, eta: 15:10:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.0737, loss: 2.0737 +2025-06-30 00:35:20,307 - pyskl - INFO - Epoch [115][1300/3405] lr: 3.320e-03, eta: 15:09:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.0940, loss: 2.0940 +2025-06-30 00:36:04,527 - pyskl - INFO - Epoch [115][1400/3405] lr: 3.315e-03, eta: 15:08:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.9378, loss: 1.9378 +2025-06-30 00:36:48,798 - pyskl - INFO - Epoch [115][1500/3405] lr: 3.309e-03, eta: 15:07:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9950, loss_cls: 1.9751, loss: 1.9751 +2025-06-30 00:37:33,059 - pyskl - INFO - Epoch [115][1600/3405] lr: 3.304e-03, eta: 15:07:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.9770, loss: 1.9770 +2025-06-30 00:38:17,301 - pyskl - INFO - Epoch [115][1700/3405] lr: 3.299e-03, eta: 15:06:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.0670, loss: 2.0670 +2025-06-30 00:39:01,579 - pyskl - INFO - Epoch [115][1800/3405] lr: 3.294e-03, eta: 15:05:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 1.0000, loss_cls: 1.9615, loss: 1.9615 +2025-06-30 00:39:45,811 - pyskl - INFO - Epoch [115][1900/3405] lr: 3.289e-03, eta: 15:04:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 1.9870, loss: 1.9870 +2025-06-30 00:40:30,115 - pyskl - INFO - Epoch [115][2000/3405] lr: 3.283e-03, eta: 15:04:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9988, loss_cls: 2.0085, loss: 2.0085 +2025-06-30 00:41:14,375 - pyskl - INFO - Epoch [115][2100/3405] lr: 3.278e-03, eta: 15:03:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 2.0284, loss: 2.0284 +2025-06-30 00:41:58,626 - pyskl - INFO - Epoch [115][2200/3405] lr: 3.273e-03, eta: 15:02:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.0577, loss: 2.0577 +2025-06-30 00:42:42,956 - pyskl - INFO - Epoch [115][2300/3405] lr: 3.268e-03, eta: 15:01:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 2.0043, loss: 2.0043 +2025-06-30 00:43:27,434 - pyskl - INFO - Epoch [115][2400/3405] lr: 3.263e-03, eta: 15:00:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 2.0042, loss: 2.0042 +2025-06-30 00:44:11,967 - pyskl - INFO - Epoch [115][2500/3405] lr: 3.257e-03, eta: 15:00:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 2.0409, loss: 2.0409 +2025-06-30 00:44:56,614 - pyskl - INFO - Epoch [115][2600/3405] lr: 3.252e-03, eta: 14:59:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.1085, loss: 2.1085 +2025-06-30 00:45:41,022 - pyskl - INFO - Epoch [115][2700/3405] lr: 3.247e-03, eta: 14:58:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9931, loss_cls: 2.0828, loss: 2.0828 +2025-06-30 00:46:25,510 - pyskl - INFO - Epoch [115][2800/3405] lr: 3.242e-03, eta: 14:57:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9931, loss_cls: 2.0287, loss: 2.0287 +2025-06-30 00:47:10,051 - pyskl - INFO - Epoch [115][2900/3405] lr: 3.237e-03, eta: 14:57:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 2.0896, loss: 2.0896 +2025-06-30 00:47:54,387 - pyskl - INFO - Epoch [115][3000/3405] lr: 3.232e-03, eta: 14:56:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.1243, loss: 2.1243 +2025-06-30 00:48:38,649 - pyskl - INFO - Epoch [115][3100/3405] lr: 3.226e-03, eta: 14:55:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 1.9777, loss: 1.9777 +2025-06-30 00:49:22,829 - pyskl - INFO - Epoch [115][3200/3405] lr: 3.221e-03, eta: 14:54:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.0703, loss: 2.0703 +2025-06-30 00:50:07,316 - pyskl - INFO - Epoch [115][3300/3405] lr: 3.216e-03, eta: 14:54:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.1148, loss: 2.1148 +2025-06-30 00:50:51,582 - pyskl - INFO - Epoch [115][3400/3405] lr: 3.211e-03, eta: 14:53:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.1411, loss: 2.1411 +2025-06-30 00:50:54,146 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-06-30 01:10:26,248 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 01:10:26,797 - pyskl - INFO - +top1_acc 0.8421 +top5_acc 0.9690 +2025-06-30 01:10:26,819 - pyskl - INFO - Epoch(val) [115][3718] top1_acc: 0.8421, top5_acc: 0.9690 +2025-06-30 01:11:33,890 - pyskl - INFO - Epoch [116][100/3405] lr: 3.206e-03, eta: 14:52:47, time: 0.671, data_time: 0.227, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 2.0321, loss: 2.0321 +2025-06-30 01:12:18,493 - pyskl - INFO - Epoch [116][200/3405] lr: 3.200e-03, eta: 14:52:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.9528, loss: 1.9528 +2025-06-30 01:13:02,948 - pyskl - INFO - Epoch [116][300/3405] lr: 3.195e-03, eta: 14:51:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.9385, loss: 1.9385 +2025-06-30 01:13:47,239 - pyskl - INFO - Epoch [116][400/3405] lr: 3.190e-03, eta: 14:50:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 2.0269, loss: 2.0269 +2025-06-30 01:14:31,586 - pyskl - INFO - Epoch [116][500/3405] lr: 3.185e-03, eta: 14:49:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 2.0013, loss: 2.0013 +2025-06-30 01:15:15,910 - pyskl - INFO - Epoch [116][600/3405] lr: 3.180e-03, eta: 14:49:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 1.9642, loss: 1.9642 +2025-06-30 01:16:00,249 - pyskl - INFO - Epoch [116][700/3405] lr: 3.175e-03, eta: 14:48:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.9788, loss: 1.9788 +2025-06-30 01:16:44,496 - pyskl - INFO - Epoch [116][800/3405] lr: 3.170e-03, eta: 14:47:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.9939, loss: 1.9939 +2025-06-30 01:17:28,696 - pyskl - INFO - Epoch [116][900/3405] lr: 3.165e-03, eta: 14:46:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.9385, loss: 1.9385 +2025-06-30 01:18:12,901 - pyskl - INFO - Epoch [116][1000/3405] lr: 3.159e-03, eta: 14:46:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.0314, loss: 2.0314 +2025-06-30 01:18:57,180 - pyskl - INFO - Epoch [116][1100/3405] lr: 3.154e-03, eta: 14:45:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9975, loss_cls: 2.0412, loss: 2.0412 +2025-06-30 01:19:41,517 - pyskl - INFO - Epoch [116][1200/3405] lr: 3.149e-03, eta: 14:44:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 1.9395, loss: 1.9395 +2025-06-30 01:20:25,858 - pyskl - INFO - Epoch [116][1300/3405] lr: 3.144e-03, eta: 14:43:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.9882, loss: 1.9882 +2025-06-30 01:21:10,198 - pyskl - INFO - Epoch [116][1400/3405] lr: 3.139e-03, eta: 14:42:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.9809, loss: 1.9809 +2025-06-30 01:21:54,529 - pyskl - INFO - Epoch [116][1500/3405] lr: 3.134e-03, eta: 14:42:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.0667, loss: 2.0667 +2025-06-30 01:22:38,827 - pyskl - INFO - Epoch [116][1600/3405] lr: 3.129e-03, eta: 14:41:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 2.0901, loss: 2.0901 +2025-06-30 01:23:23,064 - pyskl - INFO - Epoch [116][1700/3405] lr: 3.124e-03, eta: 14:40:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 1.9912, loss: 1.9912 +2025-06-30 01:24:07,438 - pyskl - INFO - Epoch [116][1800/3405] lr: 3.119e-03, eta: 14:39:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.9558, loss: 1.9558 +2025-06-30 01:24:51,828 - pyskl - INFO - Epoch [116][1900/3405] lr: 3.114e-03, eta: 14:39:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.9734, loss: 1.9734 +2025-06-30 01:25:36,137 - pyskl - INFO - Epoch [116][2000/3405] lr: 3.109e-03, eta: 14:38:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9981, loss_cls: 2.0450, loss: 2.0450 +2025-06-30 01:26:20,578 - pyskl - INFO - Epoch [116][2100/3405] lr: 3.103e-03, eta: 14:37:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.9567, loss: 1.9567 +2025-06-30 01:27:05,055 - pyskl - INFO - Epoch [116][2200/3405] lr: 3.098e-03, eta: 14:36:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 1.9134, loss: 1.9134 +2025-06-30 01:27:49,426 - pyskl - INFO - Epoch [116][2300/3405] lr: 3.093e-03, eta: 14:36:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.9648, loss: 1.9648 +2025-06-30 01:28:33,820 - pyskl - INFO - Epoch [116][2400/3405] lr: 3.088e-03, eta: 14:35:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.9091, loss: 1.9091 +2025-06-30 01:29:18,180 - pyskl - INFO - Epoch [116][2500/3405] lr: 3.083e-03, eta: 14:34:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 2.0446, loss: 2.0446 +2025-06-30 01:30:02,566 - pyskl - INFO - Epoch [116][2600/3405] lr: 3.078e-03, eta: 14:33:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.0586, loss: 2.0586 +2025-06-30 01:30:47,011 - pyskl - INFO - Epoch [116][2700/3405] lr: 3.073e-03, eta: 14:33:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.0790, loss: 2.0790 +2025-06-30 01:31:31,754 - pyskl - INFO - Epoch [116][2800/3405] lr: 3.068e-03, eta: 14:32:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 1.9489, loss: 1.9489 +2025-06-30 01:32:16,111 - pyskl - INFO - Epoch [116][2900/3405] lr: 3.063e-03, eta: 14:31:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.0369, loss: 2.0369 +2025-06-30 01:33:00,497 - pyskl - INFO - Epoch [116][3000/3405] lr: 3.058e-03, eta: 14:30:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 2.0733, loss: 2.0733 +2025-06-30 01:33:44,870 - pyskl - INFO - Epoch [116][3100/3405] lr: 3.053e-03, eta: 14:30:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.0025, loss: 2.0025 +2025-06-30 01:34:29,203 - pyskl - INFO - Epoch [116][3200/3405] lr: 3.048e-03, eta: 14:29:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 1.9895, loss: 1.9895 +2025-06-30 01:35:13,528 - pyskl - INFO - Epoch [116][3300/3405] lr: 3.043e-03, eta: 14:28:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 2.1017, loss: 2.1017 +2025-06-30 01:35:58,235 - pyskl - INFO - Epoch [116][3400/3405] lr: 3.038e-03, eta: 14:27:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.0920, loss: 2.0920 +2025-06-30 01:36:00,829 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-06-30 01:39:53,003 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 01:39:53,542 - pyskl - INFO - +top1_acc 0.8592 +top5_acc 0.9736 +2025-06-30 01:39:53,562 - pyskl - INFO - Epoch(val) [116][3718] top1_acc: 0.8592, top5_acc: 0.9736 +2025-06-30 01:41:00,388 - pyskl - INFO - Epoch [117][100/3405] lr: 3.033e-03, eta: 14:27:15, time: 0.668, data_time: 0.226, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 1.9841, loss: 1.9841 +2025-06-30 01:41:44,788 - pyskl - INFO - Epoch [117][200/3405] lr: 3.028e-03, eta: 14:26:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.8803, loss: 1.8803 +2025-06-30 01:42:29,048 - pyskl - INFO - Epoch [117][300/3405] lr: 3.023e-03, eta: 14:25:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.8324, loss: 1.8324 +2025-06-30 01:43:13,351 - pyskl - INFO - Epoch [117][400/3405] lr: 3.018e-03, eta: 14:24:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 1.9695, loss: 1.9695 +2025-06-30 01:43:57,636 - pyskl - INFO - Epoch [117][500/3405] lr: 3.013e-03, eta: 14:24:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 1.9522, loss: 1.9522 +2025-06-30 01:44:42,310 - pyskl - INFO - Epoch [117][600/3405] lr: 3.008e-03, eta: 14:23:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 1.9759, loss: 1.9759 +2025-06-30 01:45:26,963 - pyskl - INFO - Epoch [117][700/3405] lr: 3.003e-03, eta: 14:22:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.8555, loss: 1.8555 +2025-06-30 01:46:11,270 - pyskl - INFO - Epoch [117][800/3405] lr: 2.998e-03, eta: 14:21:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 2.0364, loss: 2.0364 +2025-06-30 01:46:55,517 - pyskl - INFO - Epoch [117][900/3405] lr: 2.993e-03, eta: 14:21:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.9246, loss: 1.9246 +2025-06-30 01:47:39,955 - pyskl - INFO - Epoch [117][1000/3405] lr: 2.988e-03, eta: 14:20:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 1.9338, loss: 1.9338 +2025-06-30 01:48:24,363 - pyskl - INFO - Epoch [117][1100/3405] lr: 2.983e-03, eta: 14:19:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.9903, loss: 1.9903 +2025-06-30 01:49:08,647 - pyskl - INFO - Epoch [117][1200/3405] lr: 2.978e-03, eta: 14:18:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.8825, loss: 1.8825 +2025-06-30 01:49:52,883 - pyskl - INFO - Epoch [117][1300/3405] lr: 2.973e-03, eta: 14:18:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.9631, loss: 1.9631 +2025-06-30 01:50:37,286 - pyskl - INFO - Epoch [117][1400/3405] lr: 2.968e-03, eta: 14:17:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 2.0028, loss: 2.0028 +2025-06-30 01:51:21,753 - pyskl - INFO - Epoch [117][1500/3405] lr: 2.963e-03, eta: 14:16:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.9410, loss: 1.9410 +2025-06-30 01:52:06,015 - pyskl - INFO - Epoch [117][1600/3405] lr: 2.958e-03, eta: 14:15:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 1.9618, loss: 1.9618 +2025-06-30 01:52:50,263 - pyskl - INFO - Epoch [117][1700/3405] lr: 2.953e-03, eta: 14:15:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.9750, loss: 1.9750 +2025-06-30 01:53:34,718 - pyskl - INFO - Epoch [117][1800/3405] lr: 2.948e-03, eta: 14:14:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 1.9691, loss: 1.9691 +2025-06-30 01:54:19,092 - pyskl - INFO - Epoch [117][1900/3405] lr: 2.943e-03, eta: 14:13:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.0668, loss: 2.0668 +2025-06-30 01:55:03,455 - pyskl - INFO - Epoch [117][2000/3405] lr: 2.938e-03, eta: 14:12:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 2.0359, loss: 2.0359 +2025-06-30 01:55:47,755 - pyskl - INFO - Epoch [117][2100/3405] lr: 2.933e-03, eta: 14:12:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.9281, loss: 1.9281 +2025-06-30 01:56:32,052 - pyskl - INFO - Epoch [117][2200/3405] lr: 2.928e-03, eta: 14:11:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.9989, loss: 1.9989 +2025-06-30 01:57:16,532 - pyskl - INFO - Epoch [117][2300/3405] lr: 2.923e-03, eta: 14:10:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 1.9263, loss: 1.9263 +2025-06-30 01:58:00,943 - pyskl - INFO - Epoch [117][2400/3405] lr: 2.918e-03, eta: 14:09:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 2.0219, loss: 2.0219 +2025-06-30 01:58:45,227 - pyskl - INFO - Epoch [117][2500/3405] lr: 2.913e-03, eta: 14:09:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.9673, loss: 1.9673 +2025-06-30 01:59:29,428 - pyskl - INFO - Epoch [117][2600/3405] lr: 2.908e-03, eta: 14:08:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.8999, loss: 1.8999 +2025-06-30 02:00:13,683 - pyskl - INFO - Epoch [117][2700/3405] lr: 2.903e-03, eta: 14:07:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 2.0149, loss: 2.0149 +2025-06-30 02:00:57,999 - pyskl - INFO - Epoch [117][2800/3405] lr: 2.898e-03, eta: 14:06:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 1.9841, loss: 1.9841 +2025-06-30 02:01:42,178 - pyskl - INFO - Epoch [117][2900/3405] lr: 2.893e-03, eta: 14:06:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 1.8995, loss: 1.8995 +2025-06-30 02:02:26,384 - pyskl - INFO - Epoch [117][3000/3405] lr: 2.889e-03, eta: 14:05:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.9755, loss: 1.9755 +2025-06-30 02:03:10,571 - pyskl - INFO - Epoch [117][3100/3405] lr: 2.884e-03, eta: 14:04:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.9837, loss: 1.9837 +2025-06-30 02:03:54,803 - pyskl - INFO - Epoch [117][3200/3405] lr: 2.879e-03, eta: 14:03:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.9560, loss: 1.9560 +2025-06-30 02:04:39,063 - pyskl - INFO - Epoch [117][3300/3405] lr: 2.874e-03, eta: 14:03:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.8977, loss: 1.8977 +2025-06-30 02:05:23,264 - pyskl - INFO - Epoch [117][3400/3405] lr: 2.869e-03, eta: 14:02:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.8830, loss: 1.8830 +2025-06-30 02:05:25,824 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-06-30 02:09:17,545 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 02:09:18,081 - pyskl - INFO - +top1_acc 0.8689 +top5_acc 0.9762 +2025-06-30 02:09:18,134 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_113.pth was removed +2025-06-30 02:09:19,140 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. +2025-06-30 02:09:19,141 - pyskl - INFO - Best top1_acc is 0.8689 at 117 epoch. +2025-06-30 02:09:19,161 - pyskl - INFO - Epoch(val) [117][3718] top1_acc: 0.8689, top5_acc: 0.9762 +2025-06-30 02:10:26,022 - pyskl - INFO - Epoch [118][100/3405] lr: 2.864e-03, eta: 14:01:42, time: 0.669, data_time: 0.224, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.8771, loss: 1.8771 +2025-06-30 02:11:10,439 - pyskl - INFO - Epoch [118][200/3405] lr: 2.859e-03, eta: 14:00:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.8292, loss: 1.8292 +2025-06-30 02:11:54,798 - pyskl - INFO - Epoch [118][300/3405] lr: 2.854e-03, eta: 14:00:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.9390, loss: 1.9390 +2025-06-30 02:12:39,581 - pyskl - INFO - Epoch [118][400/3405] lr: 2.849e-03, eta: 13:59:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 1.0000, loss_cls: 1.8845, loss: 1.8845 +2025-06-30 02:13:23,967 - pyskl - INFO - Epoch [118][500/3405] lr: 2.844e-03, eta: 13:58:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.9192, loss: 1.9192 +2025-06-30 02:14:08,273 - pyskl - INFO - Epoch [118][600/3405] lr: 2.839e-03, eta: 13:57:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.9620, loss: 1.9620 +2025-06-30 02:14:52,523 - pyskl - INFO - Epoch [118][700/3405] lr: 2.834e-03, eta: 13:57:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.9386, loss: 1.9386 +2025-06-30 02:15:36,799 - pyskl - INFO - Epoch [118][800/3405] lr: 2.830e-03, eta: 13:56:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.9407, loss: 1.9407 +2025-06-30 02:16:21,401 - pyskl - INFO - Epoch [118][900/3405] lr: 2.825e-03, eta: 13:55:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.9364, loss: 1.9364 +2025-06-30 02:17:05,733 - pyskl - INFO - Epoch [118][1000/3405] lr: 2.820e-03, eta: 13:54:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.8798, loss: 1.8798 +2025-06-30 02:17:50,121 - pyskl - INFO - Epoch [118][1100/3405] lr: 2.815e-03, eta: 13:54:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.8867, loss: 1.8867 +2025-06-30 02:18:34,514 - pyskl - INFO - Epoch [118][1200/3405] lr: 2.810e-03, eta: 13:53:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.8954, loss: 1.8954 +2025-06-30 02:19:18,920 - pyskl - INFO - Epoch [118][1300/3405] lr: 2.805e-03, eta: 13:52:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.8754, loss: 1.8754 +2025-06-30 02:20:03,080 - pyskl - INFO - Epoch [118][1400/3405] lr: 2.800e-03, eta: 13:51:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.8944, loss: 1.8944 +2025-06-30 02:20:47,343 - pyskl - INFO - Epoch [118][1500/3405] lr: 2.796e-03, eta: 13:51:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.9254, loss: 1.9254 +2025-06-30 02:21:31,683 - pyskl - INFO - Epoch [118][1600/3405] lr: 2.791e-03, eta: 13:50:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 1.8553, loss: 1.8553 +2025-06-30 02:22:15,926 - pyskl - INFO - Epoch [118][1700/3405] lr: 2.786e-03, eta: 13:49:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 1.8596, loss: 1.8596 +2025-06-30 02:23:00,236 - pyskl - INFO - Epoch [118][1800/3405] lr: 2.781e-03, eta: 13:48:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.8579, loss: 1.8579 +2025-06-30 02:23:44,531 - pyskl - INFO - Epoch [118][1900/3405] lr: 2.776e-03, eta: 13:48:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9988, loss_cls: 1.9362, loss: 1.9362 +2025-06-30 02:24:28,803 - pyskl - INFO - Epoch [118][2000/3405] lr: 2.771e-03, eta: 13:47:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.9167, loss: 1.9167 +2025-06-30 02:25:13,177 - pyskl - INFO - Epoch [118][2100/3405] lr: 2.767e-03, eta: 13:46:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 1.8796, loss: 1.8796 +2025-06-30 02:25:57,413 - pyskl - INFO - Epoch [118][2200/3405] lr: 2.762e-03, eta: 13:45:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 1.8888, loss: 1.8888 +2025-06-30 02:26:41,729 - pyskl - INFO - Epoch [118][2300/3405] lr: 2.757e-03, eta: 13:45:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 1.9233, loss: 1.9233 +2025-06-30 02:27:26,077 - pyskl - INFO - Epoch [118][2400/3405] lr: 2.752e-03, eta: 13:44:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.9862, loss: 1.9862 +2025-06-30 02:28:10,383 - pyskl - INFO - Epoch [118][2500/3405] lr: 2.747e-03, eta: 13:43:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.9629, loss: 1.9629 +2025-06-30 02:28:54,677 - pyskl - INFO - Epoch [118][2600/3405] lr: 2.742e-03, eta: 13:42:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 1.9923, loss: 1.9923 +2025-06-30 02:29:39,024 - pyskl - INFO - Epoch [118][2700/3405] lr: 2.738e-03, eta: 13:42:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 1.0000, loss_cls: 2.0061, loss: 2.0061 +2025-06-30 02:30:23,426 - pyskl - INFO - Epoch [118][2800/3405] lr: 2.733e-03, eta: 13:41:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 1.9850, loss: 1.9850 +2025-06-30 02:31:07,953 - pyskl - INFO - Epoch [118][2900/3405] lr: 2.728e-03, eta: 13:40:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.9673, loss: 1.9673 +2025-06-30 02:31:52,563 - pyskl - INFO - Epoch [118][3000/3405] lr: 2.723e-03, eta: 13:39:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 1.9158, loss: 1.9158 +2025-06-30 02:32:36,826 - pyskl - INFO - Epoch [118][3100/3405] lr: 2.718e-03, eta: 13:39:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 1.9982, loss: 1.9982 +2025-06-30 02:33:21,092 - pyskl - INFO - Epoch [118][3200/3405] lr: 2.714e-03, eta: 13:38:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.1262, loss: 2.1262 +2025-06-30 02:34:05,348 - pyskl - INFO - Epoch [118][3300/3405] lr: 2.709e-03, eta: 13:37:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 1.9551, loss: 1.9551 +2025-06-30 02:34:49,734 - pyskl - INFO - Epoch [118][3400/3405] lr: 2.704e-03, eta: 13:36:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.9050, loss: 1.9050 +2025-06-30 02:34:52,383 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-06-30 02:38:44,507 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 02:38:45,061 - pyskl - INFO - +top1_acc 0.8774 +top5_acc 0.9765 +2025-06-30 02:38:45,119 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_117.pth was removed +2025-06-30 02:38:46,196 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2025-06-30 02:38:46,197 - pyskl - INFO - Best top1_acc is 0.8774 at 118 epoch. +2025-06-30 02:38:46,220 - pyskl - INFO - Epoch(val) [118][3718] top1_acc: 0.8774, top5_acc: 0.9765 +2025-06-30 02:39:52,949 - pyskl - INFO - Epoch [119][100/3405] lr: 2.699e-03, eta: 13:36:10, time: 0.667, data_time: 0.226, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.8676, loss: 1.8676 +2025-06-30 02:40:36,942 - pyskl - INFO - Epoch [119][200/3405] lr: 2.694e-03, eta: 13:35:25, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.8524, loss: 1.8524 +2025-06-30 02:41:21,183 - pyskl - INFO - Epoch [119][300/3405] lr: 2.690e-03, eta: 13:34:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.8482, loss: 1.8482 +2025-06-30 02:42:05,452 - pyskl - INFO - Epoch [119][400/3405] lr: 2.685e-03, eta: 13:33:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 1.8927, loss: 1.8927 +2025-06-30 02:42:49,463 - pyskl - INFO - Epoch [119][500/3405] lr: 2.680e-03, eta: 13:33:09, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.8406, loss: 1.8406 +2025-06-30 02:43:33,421 - pyskl - INFO - Epoch [119][600/3405] lr: 2.675e-03, eta: 13:32:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.8914, loss: 1.8914 +2025-06-30 02:44:17,502 - pyskl - INFO - Epoch [119][700/3405] lr: 2.671e-03, eta: 13:31:39, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.9426, loss: 1.9426 +2025-06-30 02:45:01,650 - pyskl - INFO - Epoch [119][800/3405] lr: 2.666e-03, eta: 13:30:54, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9988, loss_cls: 1.9317, loss: 1.9317 +2025-06-30 02:45:45,714 - pyskl - INFO - Epoch [119][900/3405] lr: 2.661e-03, eta: 13:30:08, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.8683, loss: 1.8683 +2025-06-30 02:46:29,963 - pyskl - INFO - Epoch [119][1000/3405] lr: 2.656e-03, eta: 13:29:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 1.8874, loss: 1.8874 +2025-06-30 02:47:14,311 - pyskl - INFO - Epoch [119][1100/3405] lr: 2.652e-03, eta: 13:28:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.9512, loss: 1.9512 +2025-06-30 02:47:58,655 - pyskl - INFO - Epoch [119][1200/3405] lr: 2.647e-03, eta: 13:27:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.8403, loss: 1.8403 +2025-06-30 02:48:42,999 - pyskl - INFO - Epoch [119][1300/3405] lr: 2.642e-03, eta: 13:27:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 1.9314, loss: 1.9314 +2025-06-30 02:49:27,383 - pyskl - INFO - Epoch [119][1400/3405] lr: 2.637e-03, eta: 13:26:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.8150, loss: 1.8150 +2025-06-30 02:50:11,777 - pyskl - INFO - Epoch [119][1500/3405] lr: 2.633e-03, eta: 13:25:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 1.0000, loss_cls: 1.8873, loss: 1.8873 +2025-06-30 02:50:56,077 - pyskl - INFO - Epoch [119][1600/3405] lr: 2.628e-03, eta: 13:24:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 1.9044, loss: 1.9044 +2025-06-30 02:51:40,407 - pyskl - INFO - Epoch [119][1700/3405] lr: 2.623e-03, eta: 13:24:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.8105, loss: 1.8105 +2025-06-30 02:52:24,762 - pyskl - INFO - Epoch [119][1800/3405] lr: 2.619e-03, eta: 13:23:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 1.8892, loss: 1.8892 +2025-06-30 02:53:09,121 - pyskl - INFO - Epoch [119][1900/3405] lr: 2.614e-03, eta: 13:22:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 1.9737, loss: 1.9737 +2025-06-30 02:53:53,392 - pyskl - INFO - Epoch [119][2000/3405] lr: 2.609e-03, eta: 13:21:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.8856, loss: 1.8856 +2025-06-30 02:54:37,565 - pyskl - INFO - Epoch [119][2100/3405] lr: 2.604e-03, eta: 13:21:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.9096, loss: 1.9096 +2025-06-30 02:55:21,751 - pyskl - INFO - Epoch [119][2200/3405] lr: 2.600e-03, eta: 13:20:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.8920, loss: 1.8920 +2025-06-30 02:56:05,908 - pyskl - INFO - Epoch [119][2300/3405] lr: 2.595e-03, eta: 13:19:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.8987, loss: 1.8987 +2025-06-30 02:56:50,117 - pyskl - INFO - Epoch [119][2400/3405] lr: 2.590e-03, eta: 13:18:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.7763, loss: 1.7763 +2025-06-30 02:57:34,266 - pyskl - INFO - Epoch [119][2500/3405] lr: 2.586e-03, eta: 13:18:06, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 1.9304, loss: 1.9304 +2025-06-30 02:58:18,668 - pyskl - INFO - Epoch [119][2600/3405] lr: 2.581e-03, eta: 13:17:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 1.9285, loss: 1.9285 +2025-06-30 02:59:02,893 - pyskl - INFO - Epoch [119][2700/3405] lr: 2.576e-03, eta: 13:16:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 1.9295, loss: 1.9295 +2025-06-30 02:59:47,104 - pyskl - INFO - Epoch [119][2800/3405] lr: 2.572e-03, eta: 13:15:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.8707, loss: 1.8707 +2025-06-30 03:00:31,346 - pyskl - INFO - Epoch [119][2900/3405] lr: 2.567e-03, eta: 13:15:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.8854, loss: 1.8854 +2025-06-30 03:01:15,549 - pyskl - INFO - Epoch [119][3000/3405] lr: 2.562e-03, eta: 13:14:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.9746, loss: 1.9746 +2025-06-30 03:01:59,759 - pyskl - INFO - Epoch [119][3100/3405] lr: 2.558e-03, eta: 13:13:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.8352, loss: 1.8352 +2025-06-30 03:02:43,924 - pyskl - INFO - Epoch [119][3200/3405] lr: 2.553e-03, eta: 13:12:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.8946, loss: 1.8946 +2025-06-30 03:03:28,160 - pyskl - INFO - Epoch [119][3300/3405] lr: 2.548e-03, eta: 13:12:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.9307, loss: 1.9307 +2025-06-30 03:04:12,433 - pyskl - INFO - Epoch [119][3400/3405] lr: 2.544e-03, eta: 13:11:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.8457, loss: 1.8457 +2025-06-30 03:04:14,977 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-06-30 03:08:06,390 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 03:08:06,930 - pyskl - INFO - +top1_acc 0.8686 +top5_acc 0.9754 +2025-06-30 03:08:06,951 - pyskl - INFO - Epoch(val) [119][3718] top1_acc: 0.8686, top5_acc: 0.9754 +2025-06-30 03:09:13,903 - pyskl - INFO - Epoch [120][100/3405] lr: 2.539e-03, eta: 13:10:37, time: 0.669, data_time: 0.226, memory: 13268, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 1.8247, loss: 1.8247 +2025-06-30 03:09:58,513 - pyskl - INFO - Epoch [120][200/3405] lr: 2.534e-03, eta: 13:09:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.7533, loss: 1.7533 +2025-06-30 03:10:42,891 - pyskl - INFO - Epoch [120][300/3405] lr: 2.529e-03, eta: 13:09:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.8468, loss: 1.8468 +2025-06-30 03:11:27,267 - pyskl - INFO - Epoch [120][400/3405] lr: 2.525e-03, eta: 13:08:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.8108, loss: 1.8108 +2025-06-30 03:12:11,583 - pyskl - INFO - Epoch [120][500/3405] lr: 2.520e-03, eta: 13:07:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.9262, loss: 1.9262 +2025-06-30 03:12:56,076 - pyskl - INFO - Epoch [120][600/3405] lr: 2.516e-03, eta: 13:06:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.7509, loss: 1.7509 +2025-06-30 03:13:40,413 - pyskl - INFO - Epoch [120][700/3405] lr: 2.511e-03, eta: 13:06:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.8117, loss: 1.8117 +2025-06-30 03:14:24,853 - pyskl - INFO - Epoch [120][800/3405] lr: 2.506e-03, eta: 13:05:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.7750, loss: 1.7750 +2025-06-30 03:15:09,420 - pyskl - INFO - Epoch [120][900/3405] lr: 2.502e-03, eta: 13:04:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.8520, loss: 1.8520 +2025-06-30 03:15:54,039 - pyskl - INFO - Epoch [120][1000/3405] lr: 2.497e-03, eta: 13:03:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.8045, loss: 1.8045 +2025-06-30 03:16:38,626 - pyskl - INFO - Epoch [120][1100/3405] lr: 2.493e-03, eta: 13:03:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.7900, loss: 1.7900 +2025-06-30 03:17:23,181 - pyskl - INFO - Epoch [120][1200/3405] lr: 2.488e-03, eta: 13:02:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 1.8750, loss: 1.8750 +2025-06-30 03:18:07,679 - pyskl - INFO - Epoch [120][1300/3405] lr: 2.483e-03, eta: 13:01:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.8043, loss: 1.8043 +2025-06-30 03:18:51,953 - pyskl - INFO - Epoch [120][1400/3405] lr: 2.479e-03, eta: 13:00:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 1.0000, loss_cls: 1.7911, loss: 1.7911 +2025-06-30 03:19:36,207 - pyskl - INFO - Epoch [120][1500/3405] lr: 2.474e-03, eta: 13:00:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.8728, loss: 1.8728 +2025-06-30 03:20:20,460 - pyskl - INFO - Epoch [120][1600/3405] lr: 2.470e-03, eta: 12:59:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.8520, loss: 1.8520 +2025-06-30 03:21:04,800 - pyskl - INFO - Epoch [120][1700/3405] lr: 2.465e-03, eta: 12:58:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.9317, loss: 1.9317 +2025-06-30 03:21:49,114 - pyskl - INFO - Epoch [120][1800/3405] lr: 2.460e-03, eta: 12:57:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.8653, loss: 1.8653 +2025-06-30 03:22:33,528 - pyskl - INFO - Epoch [120][1900/3405] lr: 2.456e-03, eta: 12:57:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.7571, loss: 1.7571 +2025-06-30 03:23:17,785 - pyskl - INFO - Epoch [120][2000/3405] lr: 2.451e-03, eta: 12:56:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.8398, loss: 1.8398 +2025-06-30 03:24:02,132 - pyskl - INFO - Epoch [120][2100/3405] lr: 2.447e-03, eta: 12:55:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.8441, loss: 1.8441 +2025-06-30 03:24:46,569 - pyskl - INFO - Epoch [120][2200/3405] lr: 2.442e-03, eta: 12:54:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.8854, loss: 1.8854 +2025-06-30 03:25:31,023 - pyskl - INFO - Epoch [120][2300/3405] lr: 2.438e-03, eta: 12:54:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.8477, loss: 1.8477 +2025-06-30 03:26:15,508 - pyskl - INFO - Epoch [120][2400/3405] lr: 2.433e-03, eta: 12:53:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.8513, loss: 1.8513 +2025-06-30 03:26:59,880 - pyskl - INFO - Epoch [120][2500/3405] lr: 2.428e-03, eta: 12:52:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9950, loss_cls: 1.9427, loss: 1.9427 +2025-06-30 03:27:44,202 - pyskl - INFO - Epoch [120][2600/3405] lr: 2.424e-03, eta: 12:51:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 1.8595, loss: 1.8595 +2025-06-30 03:28:28,465 - pyskl - INFO - Epoch [120][2700/3405] lr: 2.419e-03, eta: 12:51:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9962, loss_cls: 1.8608, loss: 1.8608 +2025-06-30 03:29:12,770 - pyskl - INFO - Epoch [120][2800/3405] lr: 2.415e-03, eta: 12:50:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.8994, loss: 1.8994 +2025-06-30 03:29:57,396 - pyskl - INFO - Epoch [120][2900/3405] lr: 2.410e-03, eta: 12:49:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.8812, loss: 1.8812 +2025-06-30 03:30:41,645 - pyskl - INFO - Epoch [120][3000/3405] lr: 2.406e-03, eta: 12:48:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.8244, loss: 1.8244 +2025-06-30 03:31:25,849 - pyskl - INFO - Epoch [120][3100/3405] lr: 2.401e-03, eta: 12:48:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.7882, loss: 1.7882 +2025-06-30 03:32:10,045 - pyskl - INFO - Epoch [120][3200/3405] lr: 2.397e-03, eta: 12:47:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.8687, loss: 1.8687 +2025-06-30 03:32:54,300 - pyskl - INFO - Epoch [120][3300/3405] lr: 2.392e-03, eta: 12:46:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 1.8076, loss: 1.8076 +2025-06-30 03:33:38,592 - pyskl - INFO - Epoch [120][3400/3405] lr: 2.388e-03, eta: 12:45:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 1.8491, loss: 1.8491 +2025-06-30 03:33:41,172 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-06-30 03:52:49,881 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 03:52:50,427 - pyskl - INFO - +top1_acc 0.8684 +top5_acc 0.9761 +2025-06-30 03:52:50,448 - pyskl - INFO - Epoch(val) [120][3718] top1_acc: 0.8684, top5_acc: 0.9761 +2025-06-30 03:53:57,346 - pyskl - INFO - Epoch [121][100/3405] lr: 2.383e-03, eta: 12:45:05, time: 0.669, data_time: 0.226, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 1.7482, loss: 1.7482 +2025-06-30 03:54:41,402 - pyskl - INFO - Epoch [121][200/3405] lr: 2.378e-03, eta: 12:44:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.8143, loss: 1.8143 +2025-06-30 03:55:25,652 - pyskl - INFO - Epoch [121][300/3405] lr: 2.374e-03, eta: 12:43:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.8432, loss: 1.8432 +2025-06-30 03:56:10,378 - pyskl - INFO - Epoch [121][400/3405] lr: 2.369e-03, eta: 12:42:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.8191, loss: 1.8191 +2025-06-30 03:56:55,224 - pyskl - INFO - Epoch [121][500/3405] lr: 2.365e-03, eta: 12:42:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.7506, loss: 1.7506 +2025-06-30 03:57:39,870 - pyskl - INFO - Epoch [121][600/3405] lr: 2.360e-03, eta: 12:41:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.7927, loss: 1.7927 +2025-06-30 03:58:24,432 - pyskl - INFO - Epoch [121][700/3405] lr: 2.356e-03, eta: 12:40:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.7730, loss: 1.7730 +2025-06-30 03:59:09,033 - pyskl - INFO - Epoch [121][800/3405] lr: 2.351e-03, eta: 12:39:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 1.8129, loss: 1.8129 +2025-06-30 03:59:53,761 - pyskl - INFO - Epoch [121][900/3405] lr: 2.347e-03, eta: 12:39:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.8664, loss: 1.8664 +2025-06-30 04:00:38,281 - pyskl - INFO - Epoch [121][1000/3405] lr: 2.342e-03, eta: 12:38:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 1.8988, loss: 1.8988 +2025-06-30 04:01:22,540 - pyskl - INFO - Epoch [121][1100/3405] lr: 2.338e-03, eta: 12:37:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.7459, loss: 1.7459 +2025-06-30 04:02:06,915 - pyskl - INFO - Epoch [121][1200/3405] lr: 2.333e-03, eta: 12:36:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.8605, loss: 1.8605 +2025-06-30 04:02:51,412 - pyskl - INFO - Epoch [121][1300/3405] lr: 2.329e-03, eta: 12:36:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.8975, loss: 1.8975 +2025-06-30 04:03:35,951 - pyskl - INFO - Epoch [121][1400/3405] lr: 2.324e-03, eta: 12:35:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.7677, loss: 1.7677 +2025-06-30 04:04:20,344 - pyskl - INFO - Epoch [121][1500/3405] lr: 2.320e-03, eta: 12:34:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.8280, loss: 1.8280 +2025-06-30 04:05:04,685 - pyskl - INFO - Epoch [121][1600/3405] lr: 2.316e-03, eta: 12:33:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.7685, loss: 1.7685 +2025-06-30 04:05:48,932 - pyskl - INFO - Epoch [121][1700/3405] lr: 2.311e-03, eta: 12:33:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.8234, loss: 1.8234 +2025-06-30 04:06:33,159 - pyskl - INFO - Epoch [121][1800/3405] lr: 2.307e-03, eta: 12:32:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.8293, loss: 1.8293 +2025-06-30 04:07:17,485 - pyskl - INFO - Epoch [121][1900/3405] lr: 2.302e-03, eta: 12:31:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.8374, loss: 1.8374 +2025-06-30 04:08:01,772 - pyskl - INFO - Epoch [121][2000/3405] lr: 2.298e-03, eta: 12:30:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.8953, loss: 1.8953 +2025-06-30 04:08:46,068 - pyskl - INFO - Epoch [121][2100/3405] lr: 2.293e-03, eta: 12:30:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.8539, loss: 1.8539 +2025-06-30 04:09:30,336 - pyskl - INFO - Epoch [121][2200/3405] lr: 2.289e-03, eta: 12:29:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.7864, loss: 1.7864 +2025-06-30 04:10:14,545 - pyskl - INFO - Epoch [121][2300/3405] lr: 2.284e-03, eta: 12:28:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.7542, loss: 1.7542 +2025-06-30 04:10:58,891 - pyskl - INFO - Epoch [121][2400/3405] lr: 2.280e-03, eta: 12:27:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.7828, loss: 1.7828 +2025-06-30 04:11:43,371 - pyskl - INFO - Epoch [121][2500/3405] lr: 2.276e-03, eta: 12:27:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.8200, loss: 1.8200 +2025-06-30 04:12:27,686 - pyskl - INFO - Epoch [121][2600/3405] lr: 2.271e-03, eta: 12:26:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 1.7686, loss: 1.7686 +2025-06-30 04:13:12,161 - pyskl - INFO - Epoch [121][2700/3405] lr: 2.267e-03, eta: 12:25:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.9282, loss: 1.9282 +2025-06-30 04:13:56,458 - pyskl - INFO - Epoch [121][2800/3405] lr: 2.262e-03, eta: 12:24:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.7626, loss: 1.7626 +2025-06-30 04:14:40,931 - pyskl - INFO - Epoch [121][2900/3405] lr: 2.258e-03, eta: 12:24:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.8552, loss: 1.8552 +2025-06-30 04:15:25,530 - pyskl - INFO - Epoch [121][3000/3405] lr: 2.253e-03, eta: 12:23:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.9355, loss: 1.9355 +2025-06-30 04:16:09,956 - pyskl - INFO - Epoch [121][3100/3405] lr: 2.249e-03, eta: 12:22:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 1.7956, loss: 1.7956 +2025-06-30 04:16:54,658 - pyskl - INFO - Epoch [121][3200/3405] lr: 2.245e-03, eta: 12:21:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.8697, loss: 1.8697 +2025-06-30 04:17:39,170 - pyskl - INFO - Epoch [121][3300/3405] lr: 2.240e-03, eta: 12:21:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.8599, loss: 1.8599 +2025-06-30 04:18:23,551 - pyskl - INFO - Epoch [121][3400/3405] lr: 2.236e-03, eta: 12:20:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 1.7914, loss: 1.7914 +2025-06-30 04:18:26,137 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-06-30 04:22:18,252 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 04:22:18,801 - pyskl - INFO - +top1_acc 0.8699 +top5_acc 0.9746 +2025-06-30 04:22:18,824 - pyskl - INFO - Epoch(val) [121][3718] top1_acc: 0.8699, top5_acc: 0.9746 +2025-06-30 04:23:26,058 - pyskl - INFO - Epoch [122][100/3405] lr: 2.231e-03, eta: 12:19:34, time: 0.672, data_time: 0.229, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.7382, loss: 1.7382 +2025-06-30 04:24:10,406 - pyskl - INFO - Epoch [122][200/3405] lr: 2.227e-03, eta: 12:18:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.7165, loss: 1.7165 +2025-06-30 04:24:54,728 - pyskl - INFO - Epoch [122][300/3405] lr: 2.223e-03, eta: 12:18:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.8090, loss: 1.8090 +2025-06-30 04:25:39,116 - pyskl - INFO - Epoch [122][400/3405] lr: 2.218e-03, eta: 12:17:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.7316, loss: 1.7316 +2025-06-30 04:26:23,442 - pyskl - INFO - Epoch [122][500/3405] lr: 2.214e-03, eta: 12:16:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.7257, loss: 1.7257 +2025-06-30 04:27:07,849 - pyskl - INFO - Epoch [122][600/3405] lr: 2.209e-03, eta: 12:15:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.6919, loss: 1.6919 +2025-06-30 04:27:52,326 - pyskl - INFO - Epoch [122][700/3405] lr: 2.205e-03, eta: 12:15:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.7524, loss: 1.7524 +2025-06-30 04:28:36,836 - pyskl - INFO - Epoch [122][800/3405] lr: 2.201e-03, eta: 12:14:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 1.7919, loss: 1.7919 +2025-06-30 04:29:21,254 - pyskl - INFO - Epoch [122][900/3405] lr: 2.196e-03, eta: 12:13:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.7028, loss: 1.7028 +2025-06-30 04:30:05,652 - pyskl - INFO - Epoch [122][1000/3405] lr: 2.192e-03, eta: 12:12:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.7972, loss: 1.7972 +2025-06-30 04:30:50,143 - pyskl - INFO - Epoch [122][1100/3405] lr: 2.188e-03, eta: 12:12:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.8150, loss: 1.8150 +2025-06-30 04:31:34,415 - pyskl - INFO - Epoch [122][1200/3405] lr: 2.183e-03, eta: 12:11:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.7098, loss: 1.7098 +2025-06-30 04:32:18,704 - pyskl - INFO - Epoch [122][1300/3405] lr: 2.179e-03, eta: 12:10:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.7575, loss: 1.7575 +2025-06-30 04:33:03,039 - pyskl - INFO - Epoch [122][1400/3405] lr: 2.175e-03, eta: 12:09:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.7561, loss: 1.7561 +2025-06-30 04:33:47,439 - pyskl - INFO - Epoch [122][1500/3405] lr: 2.170e-03, eta: 12:09:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.7913, loss: 1.7913 +2025-06-30 04:34:31,881 - pyskl - INFO - Epoch [122][1600/3405] lr: 2.166e-03, eta: 12:08:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.7807, loss: 1.7807 +2025-06-30 04:35:16,422 - pyskl - INFO - Epoch [122][1700/3405] lr: 2.162e-03, eta: 12:07:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.7922, loss: 1.7922 +2025-06-30 04:36:00,788 - pyskl - INFO - Epoch [122][1800/3405] lr: 2.157e-03, eta: 12:06:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.8477, loss: 1.8477 +2025-06-30 04:36:45,142 - pyskl - INFO - Epoch [122][1900/3405] lr: 2.153e-03, eta: 12:06:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.7712, loss: 1.7712 +2025-06-30 04:37:29,582 - pyskl - INFO - Epoch [122][2000/3405] lr: 2.149e-03, eta: 12:05:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.6944, loss: 1.6944 +2025-06-30 04:38:14,049 - pyskl - INFO - Epoch [122][2100/3405] lr: 2.144e-03, eta: 12:04:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.8061, loss: 1.8061 +2025-06-30 04:38:58,344 - pyskl - INFO - Epoch [122][2200/3405] lr: 2.140e-03, eta: 12:03:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.8651, loss: 1.8651 +2025-06-30 04:39:42,579 - pyskl - INFO - Epoch [122][2300/3405] lr: 2.136e-03, eta: 12:03:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.7914, loss: 1.7914 +2025-06-30 04:40:26,805 - pyskl - INFO - Epoch [122][2400/3405] lr: 2.131e-03, eta: 12:02:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.7094, loss: 1.7094 +2025-06-30 04:41:11,100 - pyskl - INFO - Epoch [122][2500/3405] lr: 2.127e-03, eta: 12:01:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.7498, loss: 1.7498 +2025-06-30 04:41:55,457 - pyskl - INFO - Epoch [122][2600/3405] lr: 2.123e-03, eta: 12:00:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.7395, loss: 1.7395 +2025-06-30 04:42:39,722 - pyskl - INFO - Epoch [122][2700/3405] lr: 2.119e-03, eta: 12:00:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.8634, loss: 1.8634 +2025-06-30 04:43:24,029 - pyskl - INFO - Epoch [122][2800/3405] lr: 2.114e-03, eta: 11:59:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 1.7581, loss: 1.7581 +2025-06-30 04:44:08,344 - pyskl - INFO - Epoch [122][2900/3405] lr: 2.110e-03, eta: 11:58:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.8004, loss: 1.8004 +2025-06-30 04:44:52,500 - pyskl - INFO - Epoch [122][3000/3405] lr: 2.106e-03, eta: 11:57:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.7257, loss: 1.7257 +2025-06-30 04:45:36,787 - pyskl - INFO - Epoch [122][3100/3405] lr: 2.102e-03, eta: 11:57:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.8164, loss: 1.8164 +2025-06-30 04:46:20,980 - pyskl - INFO - Epoch [122][3200/3405] lr: 2.097e-03, eta: 11:56:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.8486, loss: 1.8486 +2025-06-30 04:47:05,297 - pyskl - INFO - Epoch [122][3300/3405] lr: 2.093e-03, eta: 11:55:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.8817, loss: 1.8817 +2025-06-30 04:47:49,704 - pyskl - INFO - Epoch [122][3400/3405] lr: 2.089e-03, eta: 11:54:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 1.0000, loss_cls: 1.7872, loss: 1.7872 +2025-06-30 04:47:52,310 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-06-30 04:51:44,363 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 04:51:44,909 - pyskl - INFO - +top1_acc 0.8714 +top5_acc 0.9753 +2025-06-30 04:51:44,932 - pyskl - INFO - Epoch(val) [122][3718] top1_acc: 0.8714, top5_acc: 0.9753 +2025-06-30 04:52:51,959 - pyskl - INFO - Epoch [123][100/3405] lr: 2.084e-03, eta: 11:54:02, time: 0.670, data_time: 0.227, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.7819, loss: 1.7819 +2025-06-30 04:53:36,143 - pyskl - INFO - Epoch [123][200/3405] lr: 2.080e-03, eta: 11:53:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.7028, loss: 1.7028 +2025-06-30 04:54:20,247 - pyskl - INFO - Epoch [123][300/3405] lr: 2.076e-03, eta: 11:52:32, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.7670, loss: 1.7670 +2025-06-30 04:55:04,854 - pyskl - INFO - Epoch [123][400/3405] lr: 2.072e-03, eta: 11:51:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.7177, loss: 1.7177 +2025-06-30 04:55:49,406 - pyskl - INFO - Epoch [123][500/3405] lr: 2.067e-03, eta: 11:51:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.7248, loss: 1.7248 +2025-06-30 04:56:33,872 - pyskl - INFO - Epoch [123][600/3405] lr: 2.063e-03, eta: 11:50:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.7017, loss: 1.7017 +2025-06-30 04:57:18,378 - pyskl - INFO - Epoch [123][700/3405] lr: 2.059e-03, eta: 11:49:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.7319, loss: 1.7319 +2025-06-30 04:58:02,894 - pyskl - INFO - Epoch [123][800/3405] lr: 2.055e-03, eta: 11:48:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.7819, loss: 1.7819 +2025-06-30 04:58:47,290 - pyskl - INFO - Epoch [123][900/3405] lr: 2.050e-03, eta: 11:48:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.6878, loss: 1.6878 +2025-06-30 04:59:31,576 - pyskl - INFO - Epoch [123][1000/3405] lr: 2.046e-03, eta: 11:47:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.7511, loss: 1.7511 +2025-06-30 05:00:15,950 - pyskl - INFO - Epoch [123][1100/3405] lr: 2.042e-03, eta: 11:46:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.6997, loss: 1.6997 +2025-06-30 05:01:00,454 - pyskl - INFO - Epoch [123][1200/3405] lr: 2.038e-03, eta: 11:45:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.7509, loss: 1.7509 +2025-06-30 05:01:44,978 - pyskl - INFO - Epoch [123][1300/3405] lr: 2.034e-03, eta: 11:45:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.7080, loss: 1.7080 +2025-06-30 05:02:29,441 - pyskl - INFO - Epoch [123][1400/3405] lr: 2.029e-03, eta: 11:44:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.7251, loss: 1.7251 +2025-06-30 05:03:13,768 - pyskl - INFO - Epoch [123][1500/3405] lr: 2.025e-03, eta: 11:43:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.7062, loss: 1.7062 +2025-06-30 05:03:58,151 - pyskl - INFO - Epoch [123][1600/3405] lr: 2.021e-03, eta: 11:42:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.7739, loss: 1.7739 +2025-06-30 05:04:42,486 - pyskl - INFO - Epoch [123][1700/3405] lr: 2.017e-03, eta: 11:42:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.7485, loss: 1.7485 +2025-06-30 05:05:26,812 - pyskl - INFO - Epoch [123][1800/3405] lr: 2.013e-03, eta: 11:41:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.7686, loss: 1.7686 +2025-06-30 05:06:11,088 - pyskl - INFO - Epoch [123][1900/3405] lr: 2.008e-03, eta: 11:40:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.8555, loss: 1.8555 +2025-06-30 05:06:55,455 - pyskl - INFO - Epoch [123][2000/3405] lr: 2.004e-03, eta: 11:39:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.8349, loss: 1.8349 +2025-06-30 05:07:39,884 - pyskl - INFO - Epoch [123][2100/3405] lr: 2.000e-03, eta: 11:39:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.8498, loss: 1.8498 +2025-06-30 05:08:24,412 - pyskl - INFO - Epoch [123][2200/3405] lr: 1.996e-03, eta: 11:38:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.7373, loss: 1.7373 +2025-06-30 05:09:08,762 - pyskl - INFO - Epoch [123][2300/3405] lr: 1.992e-03, eta: 11:37:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.7072, loss: 1.7072 +2025-06-30 05:09:53,165 - pyskl - INFO - Epoch [123][2400/3405] lr: 1.988e-03, eta: 11:36:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.8024, loss: 1.8024 +2025-06-30 05:10:37,467 - pyskl - INFO - Epoch [123][2500/3405] lr: 1.983e-03, eta: 11:35:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.6969, loss: 1.6969 +2025-06-30 05:11:21,791 - pyskl - INFO - Epoch [123][2600/3405] lr: 1.979e-03, eta: 11:35:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.7508, loss: 1.7508 +2025-06-30 05:12:06,071 - pyskl - INFO - Epoch [123][2700/3405] lr: 1.975e-03, eta: 11:34:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.8080, loss: 1.8080 +2025-06-30 05:12:50,348 - pyskl - INFO - Epoch [123][2800/3405] lr: 1.971e-03, eta: 11:33:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.7645, loss: 1.7645 +2025-06-30 05:13:34,695 - pyskl - INFO - Epoch [123][2900/3405] lr: 1.967e-03, eta: 11:32:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.7833, loss: 1.7833 +2025-06-30 05:14:19,011 - pyskl - INFO - Epoch [123][3000/3405] lr: 1.963e-03, eta: 11:32:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.7690, loss: 1.7690 +2025-06-30 05:15:03,291 - pyskl - INFO - Epoch [123][3100/3405] lr: 1.959e-03, eta: 11:31:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.8533, loss: 1.8533 +2025-06-30 05:15:47,549 - pyskl - INFO - Epoch [123][3200/3405] lr: 1.954e-03, eta: 11:30:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.7635, loss: 1.7635 +2025-06-30 05:16:31,935 - pyskl - INFO - Epoch [123][3300/3405] lr: 1.950e-03, eta: 11:29:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.7647, loss: 1.7647 +2025-06-30 05:17:16,377 - pyskl - INFO - Epoch [123][3400/3405] lr: 1.946e-03, eta: 11:29:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.7662, loss: 1.7662 +2025-06-30 05:17:19,003 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-06-30 05:21:11,747 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 05:21:12,293 - pyskl - INFO - +top1_acc 0.8764 +top5_acc 0.9767 +2025-06-30 05:21:12,315 - pyskl - INFO - Epoch(val) [123][3718] top1_acc: 0.8764, top5_acc: 0.9767 +2025-06-30 05:22:19,498 - pyskl - INFO - Epoch [124][100/3405] lr: 1.942e-03, eta: 11:28:30, time: 0.672, data_time: 0.229, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.6730, loss: 1.6730 +2025-06-30 05:23:03,857 - pyskl - INFO - Epoch [124][200/3405] lr: 1.938e-03, eta: 11:27:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.6528, loss: 1.6528 +2025-06-30 05:23:48,207 - pyskl - INFO - Epoch [124][300/3405] lr: 1.934e-03, eta: 11:27:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.6934, loss: 1.6934 +2025-06-30 05:24:32,757 - pyskl - INFO - Epoch [124][400/3405] lr: 1.929e-03, eta: 11:26:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.6574, loss: 1.6574 +2025-06-30 05:25:17,233 - pyskl - INFO - Epoch [124][500/3405] lr: 1.925e-03, eta: 11:25:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.7354, loss: 1.7354 +2025-06-30 05:26:01,720 - pyskl - INFO - Epoch [124][600/3405] lr: 1.921e-03, eta: 11:24:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.7288, loss: 1.7288 +2025-06-30 05:26:46,218 - pyskl - INFO - Epoch [124][700/3405] lr: 1.917e-03, eta: 11:24:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.7411, loss: 1.7411 +2025-06-30 05:27:30,578 - pyskl - INFO - Epoch [124][800/3405] lr: 1.913e-03, eta: 11:23:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.6662, loss: 1.6662 +2025-06-30 05:28:14,921 - pyskl - INFO - Epoch [124][900/3405] lr: 1.909e-03, eta: 11:22:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.7067, loss: 1.7067 +2025-06-30 05:28:59,227 - pyskl - INFO - Epoch [124][1000/3405] lr: 1.905e-03, eta: 11:21:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.7466, loss: 1.7466 +2025-06-30 05:29:43,587 - pyskl - INFO - Epoch [124][1100/3405] lr: 1.901e-03, eta: 11:20:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.6711, loss: 1.6711 +2025-06-30 05:30:27,986 - pyskl - INFO - Epoch [124][1200/3405] lr: 1.897e-03, eta: 11:20:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.6955, loss: 1.6955 +2025-06-30 05:31:12,470 - pyskl - INFO - Epoch [124][1300/3405] lr: 1.893e-03, eta: 11:19:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.6743, loss: 1.6743 +2025-06-30 05:31:56,888 - pyskl - INFO - Epoch [124][1400/3405] lr: 1.889e-03, eta: 11:18:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.7063, loss: 1.7063 +2025-06-30 05:32:41,342 - pyskl - INFO - Epoch [124][1500/3405] lr: 1.885e-03, eta: 11:17:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.6874, loss: 1.6874 +2025-06-30 05:33:25,687 - pyskl - INFO - Epoch [124][1600/3405] lr: 1.881e-03, eta: 11:17:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.7444, loss: 1.7444 +2025-06-30 05:34:09,971 - pyskl - INFO - Epoch [124][1700/3405] lr: 1.876e-03, eta: 11:16:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.7470, loss: 1.7470 +2025-06-30 05:34:54,607 - pyskl - INFO - Epoch [124][1800/3405] lr: 1.872e-03, eta: 11:15:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.6729, loss: 1.6729 +2025-06-30 05:35:39,245 - pyskl - INFO - Epoch [124][1900/3405] lr: 1.868e-03, eta: 11:14:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.7743, loss: 1.7743 +2025-06-30 05:36:23,558 - pyskl - INFO - Epoch [124][2000/3405] lr: 1.864e-03, eta: 11:14:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.6677, loss: 1.6677 +2025-06-30 05:37:08,020 - pyskl - INFO - Epoch [124][2100/3405] lr: 1.860e-03, eta: 11:13:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 1.7190, loss: 1.7190 +2025-06-30 05:37:52,229 - pyskl - INFO - Epoch [124][2200/3405] lr: 1.856e-03, eta: 11:12:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.7216, loss: 1.7216 +2025-06-30 05:38:36,520 - pyskl - INFO - Epoch [124][2300/3405] lr: 1.852e-03, eta: 11:11:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.7315, loss: 1.7315 +2025-06-30 05:39:20,931 - pyskl - INFO - Epoch [124][2400/3405] lr: 1.848e-03, eta: 11:11:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.7256, loss: 1.7256 +2025-06-30 05:40:05,410 - pyskl - INFO - Epoch [124][2500/3405] lr: 1.844e-03, eta: 11:10:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.7711, loss: 1.7711 +2025-06-30 05:40:49,964 - pyskl - INFO - Epoch [124][2600/3405] lr: 1.840e-03, eta: 11:09:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 1.7478, loss: 1.7478 +2025-06-30 05:41:34,365 - pyskl - INFO - Epoch [124][2700/3405] lr: 1.836e-03, eta: 11:08:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.7587, loss: 1.7587 +2025-06-30 05:42:18,666 - pyskl - INFO - Epoch [124][2800/3405] lr: 1.832e-03, eta: 11:08:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.8080, loss: 1.8080 +2025-06-30 05:43:03,098 - pyskl - INFO - Epoch [124][2900/3405] lr: 1.828e-03, eta: 11:07:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.7232, loss: 1.7232 +2025-06-30 05:43:47,751 - pyskl - INFO - Epoch [124][3000/3405] lr: 1.824e-03, eta: 11:06:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.7298, loss: 1.7298 +2025-06-30 05:44:32,266 - pyskl - INFO - Epoch [124][3100/3405] lr: 1.820e-03, eta: 11:05:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.7380, loss: 1.7380 +2025-06-30 05:45:16,579 - pyskl - INFO - Epoch [124][3200/3405] lr: 1.816e-03, eta: 11:05:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.6757, loss: 1.6757 +2025-06-30 05:46:00,892 - pyskl - INFO - Epoch [124][3300/3405] lr: 1.812e-03, eta: 11:04:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.7898, loss: 1.7898 +2025-06-30 05:46:45,322 - pyskl - INFO - Epoch [124][3400/3405] lr: 1.808e-03, eta: 11:03:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.6948, loss: 1.6948 +2025-06-30 05:46:47,885 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-06-30 05:50:39,783 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 05:50:40,320 - pyskl - INFO - +top1_acc 0.8836 +top5_acc 0.9767 +2025-06-30 05:50:40,373 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_118.pth was removed +2025-06-30 05:50:41,387 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2025-06-30 05:50:41,389 - pyskl - INFO - Best top1_acc is 0.8836 at 124 epoch. +2025-06-30 05:50:41,410 - pyskl - INFO - Epoch(val) [124][3718] top1_acc: 0.8836, top5_acc: 0.9767 +2025-06-30 05:51:48,499 - pyskl - INFO - Epoch [125][100/3405] lr: 1.804e-03, eta: 11:02:59, time: 0.671, data_time: 0.228, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.6163, loss: 1.6163 +2025-06-30 05:52:32,731 - pyskl - INFO - Epoch [125][200/3405] lr: 1.800e-03, eta: 11:02:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5933, loss: 1.5933 +2025-06-30 05:53:16,864 - pyskl - INFO - Epoch [125][300/3405] lr: 1.796e-03, eta: 11:01:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.6175, loss: 1.6175 +2025-06-30 05:54:01,098 - pyskl - INFO - Epoch [125][400/3405] lr: 1.792e-03, eta: 11:00:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.6256, loss: 1.6256 +2025-06-30 05:54:45,358 - pyskl - INFO - Epoch [125][500/3405] lr: 1.788e-03, eta: 10:59:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.6536, loss: 1.6536 +2025-06-30 05:55:29,615 - pyskl - INFO - Epoch [125][600/3405] lr: 1.784e-03, eta: 10:59:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.6145, loss: 1.6145 +2025-06-30 05:56:14,083 - pyskl - INFO - Epoch [125][700/3405] lr: 1.780e-03, eta: 10:58:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.6607, loss: 1.6607 +2025-06-30 05:56:58,596 - pyskl - INFO - Epoch [125][800/3405] lr: 1.776e-03, eta: 10:57:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.7407, loss: 1.7407 +2025-06-30 05:57:42,856 - pyskl - INFO - Epoch [125][900/3405] lr: 1.772e-03, eta: 10:56:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.7271, loss: 1.7271 +2025-06-30 05:58:27,059 - pyskl - INFO - Epoch [125][1000/3405] lr: 1.768e-03, eta: 10:56:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.6254, loss: 1.6254 +2025-06-30 05:59:11,379 - pyskl - INFO - Epoch [125][1100/3405] lr: 1.764e-03, eta: 10:55:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.6227, loss: 1.6227 +2025-06-30 05:59:55,640 - pyskl - INFO - Epoch [125][1200/3405] lr: 1.760e-03, eta: 10:54:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.6678, loss: 1.6678 +2025-06-30 06:00:39,990 - pyskl - INFO - Epoch [125][1300/3405] lr: 1.757e-03, eta: 10:53:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.6297, loss: 1.6297 +2025-06-30 06:01:24,270 - pyskl - INFO - Epoch [125][1400/3405] lr: 1.753e-03, eta: 10:53:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.6726, loss: 1.6726 +2025-06-30 06:02:08,548 - pyskl - INFO - Epoch [125][1500/3405] lr: 1.749e-03, eta: 10:52:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.6947, loss: 1.6947 +2025-06-30 06:02:52,807 - pyskl - INFO - Epoch [125][1600/3405] lr: 1.745e-03, eta: 10:51:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6557, loss: 1.6557 +2025-06-30 06:03:37,019 - pyskl - INFO - Epoch [125][1700/3405] lr: 1.741e-03, eta: 10:50:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.6294, loss: 1.6294 +2025-06-30 06:04:21,314 - pyskl - INFO - Epoch [125][1800/3405] lr: 1.737e-03, eta: 10:50:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.6850, loss: 1.6850 +2025-06-30 06:05:05,612 - pyskl - INFO - Epoch [125][1900/3405] lr: 1.733e-03, eta: 10:49:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.7305, loss: 1.7305 +2025-06-30 06:05:50,017 - pyskl - INFO - Epoch [125][2000/3405] lr: 1.729e-03, eta: 10:48:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.6433, loss: 1.6433 +2025-06-30 06:06:34,407 - pyskl - INFO - Epoch [125][2100/3405] lr: 1.725e-03, eta: 10:47:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.6535, loss: 1.6535 +2025-06-30 06:07:18,703 - pyskl - INFO - Epoch [125][2200/3405] lr: 1.721e-03, eta: 10:47:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.6342, loss: 1.6342 +2025-06-30 06:08:03,010 - pyskl - INFO - Epoch [125][2300/3405] lr: 1.717e-03, eta: 10:46:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.7249, loss: 1.7249 +2025-06-30 06:08:47,293 - pyskl - INFO - Epoch [125][2400/3405] lr: 1.714e-03, eta: 10:45:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6954, loss: 1.6954 +2025-06-30 06:09:31,578 - pyskl - INFO - Epoch [125][2500/3405] lr: 1.710e-03, eta: 10:44:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.6822, loss: 1.6822 +2025-06-30 06:10:15,862 - pyskl - INFO - Epoch [125][2600/3405] lr: 1.706e-03, eta: 10:44:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.6376, loss: 1.6376 +2025-06-30 06:11:00,132 - pyskl - INFO - Epoch [125][2700/3405] lr: 1.702e-03, eta: 10:43:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.6849, loss: 1.6849 +2025-06-30 06:11:44,380 - pyskl - INFO - Epoch [125][2800/3405] lr: 1.698e-03, eta: 10:42:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.6255, loss: 1.6255 +2025-06-30 06:12:28,783 - pyskl - INFO - Epoch [125][2900/3405] lr: 1.694e-03, eta: 10:41:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.6747, loss: 1.6747 +2025-06-30 06:13:13,069 - pyskl - INFO - Epoch [125][3000/3405] lr: 1.690e-03, eta: 10:41:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.7211, loss: 1.7211 +2025-06-30 06:13:57,318 - pyskl - INFO - Epoch [125][3100/3405] lr: 1.686e-03, eta: 10:40:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.6869, loss: 1.6869 +2025-06-30 06:14:41,504 - pyskl - INFO - Epoch [125][3200/3405] lr: 1.683e-03, eta: 10:39:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.6858, loss: 1.6858 +2025-06-30 06:15:25,690 - pyskl - INFO - Epoch [125][3300/3405] lr: 1.679e-03, eta: 10:38:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.7445, loss: 1.7445 +2025-06-30 06:16:09,989 - pyskl - INFO - Epoch [125][3400/3405] lr: 1.675e-03, eta: 10:38:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.7188, loss: 1.7188 +2025-06-30 06:16:12,602 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-06-30 06:35:09,387 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 06:35:09,935 - pyskl - INFO - +top1_acc 0.8675 +top5_acc 0.9746 +2025-06-30 06:35:09,957 - pyskl - INFO - Epoch(val) [125][3718] top1_acc: 0.8675, top5_acc: 0.9746 +2025-06-30 06:36:17,204 - pyskl - INFO - Epoch [126][100/3405] lr: 1.671e-03, eta: 10:37:27, time: 0.672, data_time: 0.230, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.7020, loss: 1.7020 +2025-06-30 06:37:01,487 - pyskl - INFO - Epoch [126][200/3405] lr: 1.667e-03, eta: 10:36:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.6202, loss: 1.6202 +2025-06-30 06:37:45,689 - pyskl - INFO - Epoch [126][300/3405] lr: 1.663e-03, eta: 10:35:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.6048, loss: 1.6048 +2025-06-30 06:38:29,993 - pyskl - INFO - Epoch [126][400/3405] lr: 1.659e-03, eta: 10:35:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.5597, loss: 1.5597 +2025-06-30 06:39:14,398 - pyskl - INFO - Epoch [126][500/3405] lr: 1.656e-03, eta: 10:34:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6031, loss: 1.6031 +2025-06-30 06:39:58,968 - pyskl - INFO - Epoch [126][600/3405] lr: 1.652e-03, eta: 10:33:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.5627, loss: 1.5627 +2025-06-30 06:40:43,582 - pyskl - INFO - Epoch [126][700/3405] lr: 1.648e-03, eta: 10:32:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.6244, loss: 1.6244 +2025-06-30 06:41:27,977 - pyskl - INFO - Epoch [126][800/3405] lr: 1.644e-03, eta: 10:32:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.6802, loss: 1.6802 +2025-06-30 06:42:12,332 - pyskl - INFO - Epoch [126][900/3405] lr: 1.640e-03, eta: 10:31:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.6099, loss: 1.6099 +2025-06-30 06:42:56,834 - pyskl - INFO - Epoch [126][1000/3405] lr: 1.636e-03, eta: 10:30:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.6182, loss: 1.6182 +2025-06-30 06:43:41,082 - pyskl - INFO - Epoch [126][1100/3405] lr: 1.633e-03, eta: 10:29:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5763, loss: 1.5763 +2025-06-30 06:44:25,270 - pyskl - INFO - Epoch [126][1200/3405] lr: 1.629e-03, eta: 10:29:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.6838, loss: 1.6838 +2025-06-30 06:45:09,730 - pyskl - INFO - Epoch [126][1300/3405] lr: 1.625e-03, eta: 10:28:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.6499, loss: 1.6499 +2025-06-30 06:45:54,149 - pyskl - INFO - Epoch [126][1400/3405] lr: 1.621e-03, eta: 10:27:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.6445, loss: 1.6445 +2025-06-30 06:46:38,517 - pyskl - INFO - Epoch [126][1500/3405] lr: 1.618e-03, eta: 10:26:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.6181, loss: 1.6181 +2025-06-30 06:47:22,954 - pyskl - INFO - Epoch [126][1600/3405] lr: 1.614e-03, eta: 10:26:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.6074, loss: 1.6074 +2025-06-30 06:48:07,194 - pyskl - INFO - Epoch [126][1700/3405] lr: 1.610e-03, eta: 10:25:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.6376, loss: 1.6376 +2025-06-30 06:48:51,462 - pyskl - INFO - Epoch [126][1800/3405] lr: 1.606e-03, eta: 10:24:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.6871, loss: 1.6871 +2025-06-30 06:49:35,773 - pyskl - INFO - Epoch [126][1900/3405] lr: 1.602e-03, eta: 10:23:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 +2025-06-30 06:50:20,030 - pyskl - INFO - Epoch [126][2000/3405] lr: 1.599e-03, eta: 10:23:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.5845, loss: 1.5845 +2025-06-30 06:51:04,587 - pyskl - INFO - Epoch [126][2100/3405] lr: 1.595e-03, eta: 10:22:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.6172, loss: 1.6172 +2025-06-30 06:51:48,928 - pyskl - INFO - Epoch [126][2200/3405] lr: 1.591e-03, eta: 10:21:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6212, loss: 1.6212 +2025-06-30 06:52:33,302 - pyskl - INFO - Epoch [126][2300/3405] lr: 1.587e-03, eta: 10:20:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.6761, loss: 1.6761 +2025-06-30 06:53:17,531 - pyskl - INFO - Epoch [126][2400/3405] lr: 1.584e-03, eta: 10:20:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6695, loss: 1.6695 +2025-06-30 06:54:01,795 - pyskl - INFO - Epoch [126][2500/3405] lr: 1.580e-03, eta: 10:19:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.6759, loss: 1.6759 +2025-06-30 06:54:46,024 - pyskl - INFO - Epoch [126][2600/3405] lr: 1.576e-03, eta: 10:18:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.6126, loss: 1.6126 +2025-06-30 06:55:30,299 - pyskl - INFO - Epoch [126][2700/3405] lr: 1.572e-03, eta: 10:17:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.6961, loss: 1.6961 +2025-06-30 06:56:14,810 - pyskl - INFO - Epoch [126][2800/3405] lr: 1.569e-03, eta: 10:17:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.6554, loss: 1.6554 +2025-06-30 06:56:59,114 - pyskl - INFO - Epoch [126][2900/3405] lr: 1.565e-03, eta: 10:16:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.6899, loss: 1.6899 +2025-06-30 06:57:43,650 - pyskl - INFO - Epoch [126][3000/3405] lr: 1.561e-03, eta: 10:15:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.6653, loss: 1.6653 +2025-06-30 06:58:28,290 - pyskl - INFO - Epoch [126][3100/3405] lr: 1.558e-03, eta: 10:14:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.7173, loss: 1.7173 +2025-06-30 06:59:12,688 - pyskl - INFO - Epoch [126][3200/3405] lr: 1.554e-03, eta: 10:14:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.6556, loss: 1.6556 +2025-06-30 06:59:57,308 - pyskl - INFO - Epoch [126][3300/3405] lr: 1.550e-03, eta: 10:13:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.6472, loss: 1.6472 +2025-06-30 07:00:41,577 - pyskl - INFO - Epoch [126][3400/3405] lr: 1.546e-03, eta: 10:12:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.6132, loss: 1.6132 +2025-06-30 07:00:44,175 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-06-30 07:04:36,623 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 07:04:37,244 - pyskl - INFO - +top1_acc 0.8790 +top5_acc 0.9771 +2025-06-30 07:04:37,267 - pyskl - INFO - Epoch(val) [126][3718] top1_acc: 0.8790, top5_acc: 0.9771 +2025-06-30 07:05:44,814 - pyskl - INFO - Epoch [127][100/3405] lr: 1.543e-03, eta: 10:11:55, time: 0.675, data_time: 0.231, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.6055, loss: 1.6055 +2025-06-30 07:06:29,173 - pyskl - INFO - Epoch [127][200/3405] lr: 1.539e-03, eta: 10:11:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.6364, loss: 1.6364 +2025-06-30 07:07:13,410 - pyskl - INFO - Epoch [127][300/3405] lr: 1.535e-03, eta: 10:10:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.6085, loss: 1.6085 +2025-06-30 07:07:57,813 - pyskl - INFO - Epoch [127][400/3405] lr: 1.531e-03, eta: 10:09:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.5797, loss: 1.5797 +2025-06-30 07:08:42,199 - pyskl - INFO - Epoch [127][500/3405] lr: 1.528e-03, eta: 10:08:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5586, loss: 1.5586 +2025-06-30 07:09:26,441 - pyskl - INFO - Epoch [127][600/3405] lr: 1.524e-03, eta: 10:08:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.5313, loss: 1.5313 +2025-06-30 07:10:10,618 - pyskl - INFO - Epoch [127][700/3405] lr: 1.520e-03, eta: 10:07:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.6387, loss: 1.6387 +2025-06-30 07:10:54,903 - pyskl - INFO - Epoch [127][800/3405] lr: 1.517e-03, eta: 10:06:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5674, loss: 1.5674 +2025-06-30 07:11:39,086 - pyskl - INFO - Epoch [127][900/3405] lr: 1.513e-03, eta: 10:05:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.5808, loss: 1.5808 +2025-06-30 07:12:23,533 - pyskl - INFO - Epoch [127][1000/3405] lr: 1.509e-03, eta: 10:05:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.5595, loss: 1.5595 +2025-06-30 07:13:07,796 - pyskl - INFO - Epoch [127][1100/3405] lr: 1.506e-03, eta: 10:04:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6016, loss: 1.6016 +2025-06-30 07:13:52,276 - pyskl - INFO - Epoch [127][1200/3405] lr: 1.502e-03, eta: 10:03:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.6342, loss: 1.6342 +2025-06-30 07:14:36,592 - pyskl - INFO - Epoch [127][1300/3405] lr: 1.498e-03, eta: 10:02:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.6051, loss: 1.6051 +2025-06-30 07:15:20,824 - pyskl - INFO - Epoch [127][1400/3405] lr: 1.495e-03, eta: 10:02:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.5622, loss: 1.5622 +2025-06-30 07:16:05,102 - pyskl - INFO - Epoch [127][1500/3405] lr: 1.491e-03, eta: 10:01:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.5680, loss: 1.5680 +2025-06-30 07:16:49,386 - pyskl - INFO - Epoch [127][1600/3405] lr: 1.487e-03, eta: 10:00:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5738, loss: 1.5738 +2025-06-30 07:17:33,649 - pyskl - INFO - Epoch [127][1700/3405] lr: 1.484e-03, eta: 9:59:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.6936, loss: 1.6936 +2025-06-30 07:18:17,919 - pyskl - INFO - Epoch [127][1800/3405] lr: 1.480e-03, eta: 9:59:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.5923, loss: 1.5923 +2025-06-30 07:19:02,220 - pyskl - INFO - Epoch [127][1900/3405] lr: 1.477e-03, eta: 9:58:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.5589, loss: 1.5589 +2025-06-30 07:19:46,482 - pyskl - INFO - Epoch [127][2000/3405] lr: 1.473e-03, eta: 9:57:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.6255, loss: 1.6255 +2025-06-30 07:20:30,786 - pyskl - INFO - Epoch [127][2100/3405] lr: 1.469e-03, eta: 9:56:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5688, loss: 1.5688 +2025-06-30 07:21:15,071 - pyskl - INFO - Epoch [127][2200/3405] lr: 1.466e-03, eta: 9:56:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.6178, loss: 1.6178 +2025-06-30 07:21:59,382 - pyskl - INFO - Epoch [127][2300/3405] lr: 1.462e-03, eta: 9:55:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5453, loss: 1.5453 +2025-06-30 07:22:43,870 - pyskl - INFO - Epoch [127][2400/3405] lr: 1.459e-03, eta: 9:54:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.6063, loss: 1.6063 +2025-06-30 07:23:28,315 - pyskl - INFO - Epoch [127][2500/3405] lr: 1.455e-03, eta: 9:53:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.6254, loss: 1.6254 +2025-06-30 07:24:12,762 - pyskl - INFO - Epoch [127][2600/3405] lr: 1.451e-03, eta: 9:53:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5648, loss: 1.5648 +2025-06-30 07:24:56,932 - pyskl - INFO - Epoch [127][2700/3405] lr: 1.448e-03, eta: 9:52:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.6577, loss: 1.6577 +2025-06-30 07:25:41,518 - pyskl - INFO - Epoch [127][2800/3405] lr: 1.444e-03, eta: 9:51:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.6259, loss: 1.6259 +2025-06-30 07:26:26,100 - pyskl - INFO - Epoch [127][2900/3405] lr: 1.441e-03, eta: 9:50:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5902, loss: 1.5902 +2025-06-30 07:27:10,548 - pyskl - INFO - Epoch [127][3000/3405] lr: 1.437e-03, eta: 9:50:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.5660, loss: 1.5660 +2025-06-30 07:27:54,938 - pyskl - INFO - Epoch [127][3100/3405] lr: 1.433e-03, eta: 9:49:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.5679, loss: 1.5679 +2025-06-30 07:28:39,184 - pyskl - INFO - Epoch [127][3200/3405] lr: 1.430e-03, eta: 9:48:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.5871, loss: 1.5871 +2025-06-30 07:29:23,433 - pyskl - INFO - Epoch [127][3300/3405] lr: 1.426e-03, eta: 9:47:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.6151, loss: 1.6151 +2025-06-30 07:30:07,666 - pyskl - INFO - Epoch [127][3400/3405] lr: 1.423e-03, eta: 9:47:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.5855, loss: 1.5855 +2025-06-30 07:30:10,281 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-06-30 07:34:02,101 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 07:34:02,720 - pyskl - INFO - +top1_acc 0.8797 +top5_acc 0.9757 +2025-06-30 07:34:02,740 - pyskl - INFO - Epoch(val) [127][3718] top1_acc: 0.8797, top5_acc: 0.9757 +2025-06-30 07:35:09,942 - pyskl - INFO - Epoch [128][100/3405] lr: 1.419e-03, eta: 9:46:23, time: 0.672, data_time: 0.229, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5704, loss: 1.5704 +2025-06-30 07:35:54,182 - pyskl - INFO - Epoch [128][200/3405] lr: 1.415e-03, eta: 9:45:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4652, loss: 1.4652 +2025-06-30 07:36:38,332 - pyskl - INFO - Epoch [128][300/3405] lr: 1.412e-03, eta: 9:44:53, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.5380, loss: 1.5380 +2025-06-30 07:37:22,491 - pyskl - INFO - Epoch [128][400/3405] lr: 1.408e-03, eta: 9:44:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5240, loss: 1.5240 +2025-06-30 07:38:06,808 - pyskl - INFO - Epoch [128][500/3405] lr: 1.405e-03, eta: 9:43:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5374, loss: 1.5374 +2025-06-30 07:38:51,111 - pyskl - INFO - Epoch [128][600/3405] lr: 1.401e-03, eta: 9:42:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5363, loss: 1.5363 +2025-06-30 07:39:35,327 - pyskl - INFO - Epoch [128][700/3405] lr: 1.398e-03, eta: 9:41:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5493, loss: 1.5493 +2025-06-30 07:40:19,452 - pyskl - INFO - Epoch [128][800/3405] lr: 1.394e-03, eta: 9:41:07, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5151, loss: 1.5151 +2025-06-30 07:41:03,682 - pyskl - INFO - Epoch [128][900/3405] lr: 1.391e-03, eta: 9:40:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.5875, loss: 1.5875 +2025-06-30 07:41:48,019 - pyskl - INFO - Epoch [128][1000/3405] lr: 1.387e-03, eta: 9:39:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4866, loss: 1.4866 +2025-06-30 07:42:32,426 - pyskl - INFO - Epoch [128][1100/3405] lr: 1.384e-03, eta: 9:38:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5549, loss: 1.5549 +2025-06-30 07:43:16,771 - pyskl - INFO - Epoch [128][1200/3405] lr: 1.380e-03, eta: 9:38:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5321, loss: 1.5321 +2025-06-30 07:44:01,050 - pyskl - INFO - Epoch [128][1300/3405] lr: 1.377e-03, eta: 9:37:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.6010, loss: 1.6010 +2025-06-30 07:44:45,583 - pyskl - INFO - Epoch [128][1400/3405] lr: 1.373e-03, eta: 9:36:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5167, loss: 1.5167 +2025-06-30 07:45:29,958 - pyskl - INFO - Epoch [128][1500/3405] lr: 1.370e-03, eta: 9:35:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.5276, loss: 1.5276 +2025-06-30 07:46:14,391 - pyskl - INFO - Epoch [128][1600/3405] lr: 1.366e-03, eta: 9:35:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.5782, loss: 1.5782 +2025-06-30 07:46:58,712 - pyskl - INFO - Epoch [128][1700/3405] lr: 1.363e-03, eta: 9:34:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5846, loss: 1.5846 +2025-06-30 07:47:43,059 - pyskl - INFO - Epoch [128][1800/3405] lr: 1.359e-03, eta: 9:33:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.6007, loss: 1.6007 +2025-06-30 07:48:27,371 - pyskl - INFO - Epoch [128][1900/3405] lr: 1.356e-03, eta: 9:32:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.5789, loss: 1.5789 +2025-06-30 07:49:11,632 - pyskl - INFO - Epoch [128][2000/3405] lr: 1.352e-03, eta: 9:32:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.5411, loss: 1.5411 +2025-06-30 07:49:55,877 - pyskl - INFO - Epoch [128][2100/3405] lr: 1.349e-03, eta: 9:31:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.5515, loss: 1.5515 +2025-06-30 07:50:40,267 - pyskl - INFO - Epoch [128][2200/3405] lr: 1.345e-03, eta: 9:30:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5631, loss: 1.5631 +2025-06-30 07:51:24,664 - pyskl - INFO - Epoch [128][2300/3405] lr: 1.342e-03, eta: 9:29:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5090, loss: 1.5090 +2025-06-30 07:52:08,855 - pyskl - INFO - Epoch [128][2400/3405] lr: 1.338e-03, eta: 9:29:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.6380, loss: 1.6380 +2025-06-30 07:52:53,241 - pyskl - INFO - Epoch [128][2500/3405] lr: 1.335e-03, eta: 9:28:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5613, loss: 1.5613 +2025-06-30 07:53:37,511 - pyskl - INFO - Epoch [128][2600/3405] lr: 1.331e-03, eta: 9:27:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.5312, loss: 1.5312 +2025-06-30 07:54:21,736 - pyskl - INFO - Epoch [128][2700/3405] lr: 1.328e-03, eta: 9:26:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6430, loss: 1.6430 +2025-06-30 07:55:05,981 - pyskl - INFO - Epoch [128][2800/3405] lr: 1.324e-03, eta: 9:26:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.5452, loss: 1.5452 +2025-06-30 07:55:50,255 - pyskl - INFO - Epoch [128][2900/3405] lr: 1.321e-03, eta: 9:25:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5149, loss: 1.5149 +2025-06-30 07:56:34,796 - pyskl - INFO - Epoch [128][3000/3405] lr: 1.318e-03, eta: 9:24:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.5780, loss: 1.5780 +2025-06-30 07:57:19,165 - pyskl - INFO - Epoch [128][3100/3405] lr: 1.314e-03, eta: 9:23:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.6151, loss: 1.6151 +2025-06-30 07:58:03,343 - pyskl - INFO - Epoch [128][3200/3405] lr: 1.311e-03, eta: 9:23:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.5222, loss: 1.5222 +2025-06-30 07:58:47,418 - pyskl - INFO - Epoch [128][3300/3405] lr: 1.307e-03, eta: 9:22:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.6113, loss: 1.6113 +2025-06-30 07:59:31,544 - pyskl - INFO - Epoch [128][3400/3405] lr: 1.304e-03, eta: 9:21:35, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5927, loss: 1.5927 +2025-06-30 07:59:34,193 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-06-30 08:03:26,386 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 08:03:26,976 - pyskl - INFO - +top1_acc 0.8832 +top5_acc 0.9768 +2025-06-30 08:03:26,998 - pyskl - INFO - Epoch(val) [128][3718] top1_acc: 0.8832, top5_acc: 0.9768 +2025-06-30 08:04:34,434 - pyskl - INFO - Epoch [129][100/3405] lr: 1.300e-03, eta: 9:20:51, time: 0.674, data_time: 0.229, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5432, loss: 1.5432 +2025-06-30 08:05:18,798 - pyskl - INFO - Epoch [129][200/3405] lr: 1.297e-03, eta: 9:20:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.5111, loss: 1.5111 +2025-06-30 08:06:03,150 - pyskl - INFO - Epoch [129][300/3405] lr: 1.293e-03, eta: 9:19:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5036, loss: 1.5036 +2025-06-30 08:06:47,461 - pyskl - INFO - Epoch [129][400/3405] lr: 1.290e-03, eta: 9:18:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4777, loss: 1.4777 +2025-06-30 08:07:31,798 - pyskl - INFO - Epoch [129][500/3405] lr: 1.287e-03, eta: 9:17:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5531, loss: 1.5531 +2025-06-30 08:08:16,073 - pyskl - INFO - Epoch [129][600/3405] lr: 1.283e-03, eta: 9:17:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5178, loss: 1.5178 +2025-06-30 08:09:00,695 - pyskl - INFO - Epoch [129][700/3405] lr: 1.280e-03, eta: 9:16:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5116, loss: 1.5116 +2025-06-30 08:09:45,079 - pyskl - INFO - Epoch [129][800/3405] lr: 1.276e-03, eta: 9:15:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.5299, loss: 1.5299 +2025-06-30 08:10:29,415 - pyskl - INFO - Epoch [129][900/3405] lr: 1.273e-03, eta: 9:14:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.5134, loss: 1.5134 +2025-06-30 08:11:13,771 - pyskl - INFO - Epoch [129][1000/3405] lr: 1.270e-03, eta: 9:14:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5398, loss: 1.5398 +2025-06-30 08:11:58,050 - pyskl - INFO - Epoch [129][1100/3405] lr: 1.266e-03, eta: 9:13:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5306, loss: 1.5306 +2025-06-30 08:12:42,362 - pyskl - INFO - Epoch [129][1200/3405] lr: 1.263e-03, eta: 9:12:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4818, loss: 1.4818 +2025-06-30 08:13:26,707 - pyskl - INFO - Epoch [129][1300/3405] lr: 1.260e-03, eta: 9:11:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5236, loss: 1.5236 +2025-06-30 08:14:11,098 - pyskl - INFO - Epoch [129][1400/3405] lr: 1.256e-03, eta: 9:11:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.5356, loss: 1.5356 +2025-06-30 08:14:55,445 - pyskl - INFO - Epoch [129][1500/3405] lr: 1.253e-03, eta: 9:10:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.5259, loss: 1.5259 +2025-06-30 08:15:39,709 - pyskl - INFO - Epoch [129][1600/3405] lr: 1.249e-03, eta: 9:09:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4965, loss: 1.4965 +2025-06-30 08:16:23,995 - pyskl - INFO - Epoch [129][1700/3405] lr: 1.246e-03, eta: 9:08:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4978, loss: 1.4978 +2025-06-30 08:17:08,374 - pyskl - INFO - Epoch [129][1800/3405] lr: 1.243e-03, eta: 9:08:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.5575, loss: 1.5575 +2025-06-30 08:17:52,762 - pyskl - INFO - Epoch [129][1900/3405] lr: 1.239e-03, eta: 9:07:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.5931, loss: 1.5931 +2025-06-30 08:18:37,181 - pyskl - INFO - Epoch [129][2000/3405] lr: 1.236e-03, eta: 9:06:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5636, loss: 1.5636 +2025-06-30 08:19:21,520 - pyskl - INFO - Epoch [129][2100/3405] lr: 1.233e-03, eta: 9:05:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.5231, loss: 1.5231 +2025-06-30 08:20:05,840 - pyskl - INFO - Epoch [129][2200/3405] lr: 1.229e-03, eta: 9:05:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5129, loss: 1.5129 +2025-06-30 08:20:50,111 - pyskl - INFO - Epoch [129][2300/3405] lr: 1.226e-03, eta: 9:04:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5342, loss: 1.5342 +2025-06-30 08:21:34,396 - pyskl - INFO - Epoch [129][2400/3405] lr: 1.223e-03, eta: 9:03:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.5549, loss: 1.5549 +2025-06-30 08:22:18,791 - pyskl - INFO - Epoch [129][2500/3405] lr: 1.219e-03, eta: 9:02:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5056, loss: 1.5056 +2025-06-30 08:23:03,191 - pyskl - INFO - Epoch [129][2600/3405] lr: 1.216e-03, eta: 9:02:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.5811, loss: 1.5811 +2025-06-30 08:23:47,586 - pyskl - INFO - Epoch [129][2700/3405] lr: 1.213e-03, eta: 9:01:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.5396, loss: 1.5396 +2025-06-30 08:24:31,843 - pyskl - INFO - Epoch [129][2800/3405] lr: 1.210e-03, eta: 9:00:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5121, loss: 1.5121 +2025-06-30 08:25:16,111 - pyskl - INFO - Epoch [129][2900/3405] lr: 1.206e-03, eta: 8:59:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5103, loss: 1.5103 +2025-06-30 08:26:00,540 - pyskl - INFO - Epoch [129][3000/3405] lr: 1.203e-03, eta: 8:59:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.5459, loss: 1.5459 +2025-06-30 08:26:44,999 - pyskl - INFO - Epoch [129][3100/3405] lr: 1.200e-03, eta: 8:58:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.5717, loss: 1.5717 +2025-06-30 08:27:29,346 - pyskl - INFO - Epoch [129][3200/3405] lr: 1.196e-03, eta: 8:57:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.4933, loss: 1.4933 +2025-06-30 08:28:13,735 - pyskl - INFO - Epoch [129][3300/3405] lr: 1.193e-03, eta: 8:56:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.5210, loss: 1.5210 +2025-06-30 08:28:58,097 - pyskl - INFO - Epoch [129][3400/3405] lr: 1.190e-03, eta: 8:56:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5170, loss: 1.5170 +2025-06-30 08:29:00,714 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-06-30 08:32:53,687 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 08:32:54,242 - pyskl - INFO - +top1_acc 0.8895 +top5_acc 0.9775 +2025-06-30 08:32:54,305 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_124.pth was removed +2025-06-30 08:32:55,431 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2025-06-30 08:32:55,433 - pyskl - INFO - Best top1_acc is 0.8895 at 129 epoch. +2025-06-30 08:32:55,457 - pyskl - INFO - Epoch(val) [129][3718] top1_acc: 0.8895, top5_acc: 0.9775 +2025-06-30 08:34:02,757 - pyskl - INFO - Epoch [130][100/3405] lr: 1.186e-03, eta: 8:55:19, time: 0.673, data_time: 0.231, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.5293, loss: 1.5293 +2025-06-30 08:34:47,290 - pyskl - INFO - Epoch [130][200/3405] lr: 1.183e-03, eta: 8:54:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4809, loss: 1.4809 +2025-06-30 08:35:31,854 - pyskl - INFO - Epoch [130][300/3405] lr: 1.180e-03, eta: 8:53:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4801, loss: 1.4801 +2025-06-30 08:36:16,089 - pyskl - INFO - Epoch [130][400/3405] lr: 1.177e-03, eta: 8:53:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5166, loss: 1.5166 +2025-06-30 08:37:00,363 - pyskl - INFO - Epoch [130][500/3405] lr: 1.173e-03, eta: 8:52:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5172, loss: 1.5172 +2025-06-30 08:37:44,599 - pyskl - INFO - Epoch [130][600/3405] lr: 1.170e-03, eta: 8:51:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4975, loss: 1.4975 +2025-06-30 08:38:28,752 - pyskl - INFO - Epoch [130][700/3405] lr: 1.167e-03, eta: 8:50:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5027, loss: 1.5027 +2025-06-30 08:39:13,050 - pyskl - INFO - Epoch [130][800/3405] lr: 1.164e-03, eta: 8:50:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5385, loss: 1.5385 +2025-06-30 08:39:57,374 - pyskl - INFO - Epoch [130][900/3405] lr: 1.160e-03, eta: 8:49:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.5286, loss: 1.5286 +2025-06-30 08:40:41,801 - pyskl - INFO - Epoch [130][1000/3405] lr: 1.157e-03, eta: 8:48:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4812, loss: 1.4812 +2025-06-30 08:41:26,176 - pyskl - INFO - Epoch [130][1100/3405] lr: 1.154e-03, eta: 8:47:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.5099, loss: 1.5099 +2025-06-30 08:42:10,574 - pyskl - INFO - Epoch [130][1200/3405] lr: 1.151e-03, eta: 8:47:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.5572, loss: 1.5572 +2025-06-30 08:42:55,091 - pyskl - INFO - Epoch [130][1300/3405] lr: 1.147e-03, eta: 8:46:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4975, loss: 1.4975 +2025-06-30 08:43:39,462 - pyskl - INFO - Epoch [130][1400/3405] lr: 1.144e-03, eta: 8:45:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5050, loss: 1.5050 +2025-06-30 08:44:23,750 - pyskl - INFO - Epoch [130][1500/3405] lr: 1.141e-03, eta: 8:44:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.5297, loss: 1.5297 +2025-06-30 08:45:07,982 - pyskl - INFO - Epoch [130][1600/3405] lr: 1.138e-03, eta: 8:44:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5457, loss: 1.5457 +2025-06-30 08:45:52,403 - pyskl - INFO - Epoch [130][1700/3405] lr: 1.135e-03, eta: 8:43:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4956, loss: 1.4956 +2025-06-30 08:46:36,740 - pyskl - INFO - Epoch [130][1800/3405] lr: 1.131e-03, eta: 8:42:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4833, loss: 1.4833 +2025-06-30 08:47:20,999 - pyskl - INFO - Epoch [130][1900/3405] lr: 1.128e-03, eta: 8:41:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4955, loss: 1.4955 +2025-06-30 08:48:05,253 - pyskl - INFO - Epoch [130][2000/3405] lr: 1.125e-03, eta: 8:41:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.5010, loss: 1.5010 +2025-06-30 08:48:49,482 - pyskl - INFO - Epoch [130][2100/3405] lr: 1.122e-03, eta: 8:40:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5410, loss: 1.5410 +2025-06-30 08:49:33,709 - pyskl - INFO - Epoch [130][2200/3405] lr: 1.119e-03, eta: 8:39:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5074, loss: 1.5074 +2025-06-30 08:50:17,970 - pyskl - INFO - Epoch [130][2300/3405] lr: 1.116e-03, eta: 8:38:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4556, loss: 1.4556 +2025-06-30 08:51:02,370 - pyskl - INFO - Epoch [130][2400/3405] lr: 1.112e-03, eta: 8:38:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5103, loss: 1.5103 +2025-06-30 08:51:46,869 - pyskl - INFO - Epoch [130][2500/3405] lr: 1.109e-03, eta: 8:37:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.5692, loss: 1.5692 +2025-06-30 08:52:31,243 - pyskl - INFO - Epoch [130][2600/3405] lr: 1.106e-03, eta: 8:36:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5185, loss: 1.5185 +2025-06-30 08:53:15,505 - pyskl - INFO - Epoch [130][2700/3405] lr: 1.103e-03, eta: 8:35:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5233, loss: 1.5233 +2025-06-30 08:53:59,784 - pyskl - INFO - Epoch [130][2800/3405] lr: 1.100e-03, eta: 8:35:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5092, loss: 1.5092 +2025-06-30 08:54:44,170 - pyskl - INFO - Epoch [130][2900/3405] lr: 1.097e-03, eta: 8:34:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5275, loss: 1.5275 +2025-06-30 08:55:28,779 - pyskl - INFO - Epoch [130][3000/3405] lr: 1.093e-03, eta: 8:33:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4544, loss: 1.4544 +2025-06-30 08:56:13,169 - pyskl - INFO - Epoch [130][3100/3405] lr: 1.090e-03, eta: 8:32:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4872, loss: 1.4872 +2025-06-30 08:56:57,444 - pyskl - INFO - Epoch [130][3200/3405] lr: 1.087e-03, eta: 8:32:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.5165, loss: 1.5165 +2025-06-30 08:57:41,662 - pyskl - INFO - Epoch [130][3300/3405] lr: 1.084e-03, eta: 8:31:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4098, loss: 1.4098 +2025-06-30 08:58:25,925 - pyskl - INFO - Epoch [130][3400/3405] lr: 1.081e-03, eta: 8:30:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.5280, loss: 1.5280 +2025-06-30 08:58:28,530 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-06-30 09:16:41,628 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 09:16:42,172 - pyskl - INFO - +top1_acc 0.8846 +top5_acc 0.9776 +2025-06-30 09:16:42,191 - pyskl - INFO - Epoch(val) [130][3718] top1_acc: 0.8846, top5_acc: 0.9776 +2025-06-30 09:17:49,506 - pyskl - INFO - Epoch [131][100/3405] lr: 1.078e-03, eta: 8:29:47, time: 0.673, data_time: 0.230, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4481, loss: 1.4481 +2025-06-30 09:18:33,793 - pyskl - INFO - Epoch [131][200/3405] lr: 1.074e-03, eta: 8:29:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4477, loss: 1.4477 +2025-06-30 09:19:18,109 - pyskl - INFO - Epoch [131][300/3405] lr: 1.071e-03, eta: 8:28:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4682, loss: 1.4682 +2025-06-30 09:20:02,379 - pyskl - INFO - Epoch [131][400/3405] lr: 1.068e-03, eta: 8:27:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4594, loss: 1.4594 +2025-06-30 09:20:46,847 - pyskl - INFO - Epoch [131][500/3405] lr: 1.065e-03, eta: 8:26:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4917, loss: 1.4917 +2025-06-30 09:21:31,211 - pyskl - INFO - Epoch [131][600/3405] lr: 1.062e-03, eta: 8:26:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4156, loss: 1.4156 +2025-06-30 09:22:15,566 - pyskl - INFO - Epoch [131][700/3405] lr: 1.059e-03, eta: 8:25:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4648, loss: 1.4648 +2025-06-30 09:22:59,938 - pyskl - INFO - Epoch [131][800/3405] lr: 1.056e-03, eta: 8:24:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4303, loss: 1.4303 +2025-06-30 09:23:44,353 - pyskl - INFO - Epoch [131][900/3405] lr: 1.053e-03, eta: 8:23:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4735, loss: 1.4735 +2025-06-30 09:24:28,797 - pyskl - INFO - Epoch [131][1000/3405] lr: 1.050e-03, eta: 8:23:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5220, loss: 1.5220 +2025-06-30 09:25:13,238 - pyskl - INFO - Epoch [131][1100/3405] lr: 1.047e-03, eta: 8:22:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5049, loss: 1.5049 +2025-06-30 09:25:57,596 - pyskl - INFO - Epoch [131][1200/3405] lr: 1.043e-03, eta: 8:21:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4623, loss: 1.4623 +2025-06-30 09:26:42,000 - pyskl - INFO - Epoch [131][1300/3405] lr: 1.040e-03, eta: 8:20:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4986, loss: 1.4986 +2025-06-30 09:27:26,420 - pyskl - INFO - Epoch [131][1400/3405] lr: 1.037e-03, eta: 8:20:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4476, loss: 1.4476 +2025-06-30 09:28:10,743 - pyskl - INFO - Epoch [131][1500/3405] lr: 1.034e-03, eta: 8:19:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4929, loss: 1.4929 +2025-06-30 09:28:54,979 - pyskl - INFO - Epoch [131][1600/3405] lr: 1.031e-03, eta: 8:18:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4732, loss: 1.4732 +2025-06-30 09:29:39,294 - pyskl - INFO - Epoch [131][1700/3405] lr: 1.028e-03, eta: 8:17:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4735, loss: 1.4735 +2025-06-30 09:30:23,559 - pyskl - INFO - Epoch [131][1800/3405] lr: 1.025e-03, eta: 8:17:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4996, loss: 1.4996 +2025-06-30 09:31:07,886 - pyskl - INFO - Epoch [131][1900/3405] lr: 1.022e-03, eta: 8:16:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4785, loss: 1.4785 +2025-06-30 09:31:52,140 - pyskl - INFO - Epoch [131][2000/3405] lr: 1.019e-03, eta: 8:15:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4526, loss: 1.4526 +2025-06-30 09:32:36,505 - pyskl - INFO - Epoch [131][2100/3405] lr: 1.016e-03, eta: 8:14:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4262, loss: 1.4262 +2025-06-30 09:33:20,721 - pyskl - INFO - Epoch [131][2200/3405] lr: 1.013e-03, eta: 8:14:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3941, loss: 1.3941 +2025-06-30 09:34:05,013 - pyskl - INFO - Epoch [131][2300/3405] lr: 1.010e-03, eta: 8:13:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5066, loss: 1.5066 +2025-06-30 09:34:49,186 - pyskl - INFO - Epoch [131][2400/3405] lr: 1.007e-03, eta: 8:12:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4321, loss: 1.4321 +2025-06-30 09:35:33,458 - pyskl - INFO - Epoch [131][2500/3405] lr: 1.004e-03, eta: 8:11:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5020, loss: 1.5020 +2025-06-30 09:36:17,686 - pyskl - INFO - Epoch [131][2600/3405] lr: 1.001e-03, eta: 8:11:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.4915, loss: 1.4915 +2025-06-30 09:37:01,973 - pyskl - INFO - Epoch [131][2700/3405] lr: 9.979e-04, eta: 8:10:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4622, loss: 1.4622 +2025-06-30 09:37:46,259 - pyskl - INFO - Epoch [131][2800/3405] lr: 9.948e-04, eta: 8:09:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4226, loss: 1.4226 +2025-06-30 09:38:30,891 - pyskl - INFO - Epoch [131][2900/3405] lr: 9.918e-04, eta: 8:08:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4193, loss: 1.4193 +2025-06-30 09:39:15,223 - pyskl - INFO - Epoch [131][3000/3405] lr: 9.888e-04, eta: 8:08:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4775, loss: 1.4775 +2025-06-30 09:39:59,738 - pyskl - INFO - Epoch [131][3100/3405] lr: 9.858e-04, eta: 8:07:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5007, loss: 1.5007 +2025-06-30 09:40:44,191 - pyskl - INFO - Epoch [131][3200/3405] lr: 9.829e-04, eta: 8:06:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4381, loss: 1.4381 +2025-06-30 09:41:28,745 - pyskl - INFO - Epoch [131][3300/3405] lr: 9.799e-04, eta: 8:05:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5130, loss: 1.5130 +2025-06-30 09:42:13,242 - pyskl - INFO - Epoch [131][3400/3405] lr: 9.769e-04, eta: 8:05:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4689, loss: 1.4689 +2025-06-30 09:42:15,931 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-06-30 09:46:07,994 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 09:46:08,539 - pyskl - INFO - +top1_acc 0.8894 +top5_acc 0.9773 +2025-06-30 09:46:08,560 - pyskl - INFO - Epoch(val) [131][3718] top1_acc: 0.8894, top5_acc: 0.9773 +2025-06-30 09:47:15,503 - pyskl - INFO - Epoch [132][100/3405] lr: 9.738e-04, eta: 8:04:16, time: 0.669, data_time: 0.225, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4871, loss: 1.4871 +2025-06-30 09:47:59,935 - pyskl - INFO - Epoch [132][200/3405] lr: 9.708e-04, eta: 8:03:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.4796, loss: 1.4796 +2025-06-30 09:48:44,173 - pyskl - INFO - Epoch [132][300/3405] lr: 9.678e-04, eta: 8:02:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4317, loss: 1.4317 +2025-06-30 09:49:28,402 - pyskl - INFO - Epoch [132][400/3405] lr: 9.649e-04, eta: 8:02:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4802, loss: 1.4802 +2025-06-30 09:50:12,650 - pyskl - INFO - Epoch [132][500/3405] lr: 9.619e-04, eta: 8:01:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4138, loss: 1.4138 +2025-06-30 09:50:57,126 - pyskl - INFO - Epoch [132][600/3405] lr: 9.589e-04, eta: 8:00:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4059, loss: 1.4059 +2025-06-30 09:51:41,516 - pyskl - INFO - Epoch [132][700/3405] lr: 9.560e-04, eta: 7:59:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4239, loss: 1.4239 +2025-06-30 09:52:25,805 - pyskl - INFO - Epoch [132][800/3405] lr: 9.530e-04, eta: 7:59:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4482, loss: 1.4482 +2025-06-30 09:53:10,073 - pyskl - INFO - Epoch [132][900/3405] lr: 9.501e-04, eta: 7:58:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4402, loss: 1.4402 +2025-06-30 09:53:54,235 - pyskl - INFO - Epoch [132][1000/3405] lr: 9.472e-04, eta: 7:57:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4245, loss: 1.4245 +2025-06-30 09:54:38,602 - pyskl - INFO - Epoch [132][1100/3405] lr: 9.442e-04, eta: 7:56:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4541, loss: 1.4541 +2025-06-30 09:55:22,883 - pyskl - INFO - Epoch [132][1200/3405] lr: 9.413e-04, eta: 7:56:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4580, loss: 1.4580 +2025-06-30 09:56:07,078 - pyskl - INFO - Epoch [132][1300/3405] lr: 9.384e-04, eta: 7:55:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4541, loss: 1.4541 +2025-06-30 09:56:51,066 - pyskl - INFO - Epoch [132][1400/3405] lr: 9.355e-04, eta: 7:54:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4310, loss: 1.4310 +2025-06-30 09:57:35,392 - pyskl - INFO - Epoch [132][1500/3405] lr: 9.325e-04, eta: 7:53:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4501, loss: 1.4501 +2025-06-30 09:58:19,677 - pyskl - INFO - Epoch [132][1600/3405] lr: 9.296e-04, eta: 7:52:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4388, loss: 1.4388 +2025-06-30 09:59:03,954 - pyskl - INFO - Epoch [132][1700/3405] lr: 9.267e-04, eta: 7:52:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4645, loss: 1.4645 +2025-06-30 09:59:48,222 - pyskl - INFO - Epoch [132][1800/3405] lr: 9.238e-04, eta: 7:51:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4299, loss: 1.4299 +2025-06-30 10:00:32,312 - pyskl - INFO - Epoch [132][1900/3405] lr: 9.209e-04, eta: 7:50:44, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4085, loss: 1.4085 +2025-06-30 10:01:16,520 - pyskl - INFO - Epoch [132][2000/3405] lr: 9.180e-04, eta: 7:49:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4413, loss: 1.4413 +2025-06-30 10:02:00,747 - pyskl - INFO - Epoch [132][2100/3405] lr: 9.151e-04, eta: 7:49:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4284, loss: 1.4284 +2025-06-30 10:02:44,946 - pyskl - INFO - Epoch [132][2200/3405] lr: 9.122e-04, eta: 7:48:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4350, loss: 1.4350 +2025-06-30 10:03:29,351 - pyskl - INFO - Epoch [132][2300/3405] lr: 9.094e-04, eta: 7:47:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4597, loss: 1.4597 +2025-06-30 10:04:13,694 - pyskl - INFO - Epoch [132][2400/3405] lr: 9.065e-04, eta: 7:46:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4512, loss: 1.4512 +2025-06-30 10:04:57,953 - pyskl - INFO - Epoch [132][2500/3405] lr: 9.036e-04, eta: 7:46:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.3838, loss: 1.3838 +2025-06-30 10:05:42,206 - pyskl - INFO - Epoch [132][2600/3405] lr: 9.007e-04, eta: 7:45:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4740, loss: 1.4740 +2025-06-30 10:06:26,476 - pyskl - INFO - Epoch [132][2700/3405] lr: 8.979e-04, eta: 7:44:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4329, loss: 1.4329 +2025-06-30 10:07:10,792 - pyskl - INFO - Epoch [132][2800/3405] lr: 8.950e-04, eta: 7:43:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4409, loss: 1.4409 +2025-06-30 10:07:55,196 - pyskl - INFO - Epoch [132][2900/3405] lr: 8.922e-04, eta: 7:43:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4650, loss: 1.4650 +2025-06-30 10:08:39,478 - pyskl - INFO - Epoch [132][3000/3405] lr: 8.893e-04, eta: 7:42:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.4456, loss: 1.4456 +2025-06-30 10:09:23,901 - pyskl - INFO - Epoch [132][3100/3405] lr: 8.865e-04, eta: 7:41:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4342, loss: 1.4342 +2025-06-30 10:10:08,255 - pyskl - INFO - Epoch [132][3200/3405] lr: 8.836e-04, eta: 7:40:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3768, loss: 1.3768 +2025-06-30 10:10:52,725 - pyskl - INFO - Epoch [132][3300/3405] lr: 8.808e-04, eta: 7:40:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.4116, loss: 1.4116 +2025-06-30 10:11:37,170 - pyskl - INFO - Epoch [132][3400/3405] lr: 8.780e-04, eta: 7:39:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4840, loss: 1.4840 +2025-06-30 10:11:39,761 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-06-30 10:15:31,718 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 10:15:32,263 - pyskl - INFO - +top1_acc 0.8919 +top5_acc 0.9784 +2025-06-30 10:15:32,316 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_129.pth was removed +2025-06-30 10:15:33,368 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2025-06-30 10:15:33,369 - pyskl - INFO - Best top1_acc is 0.8919 at 132 epoch. +2025-06-30 10:15:33,391 - pyskl - INFO - Epoch(val) [132][3718] top1_acc: 0.8919, top5_acc: 0.9784 +2025-06-30 10:16:40,111 - pyskl - INFO - Epoch [133][100/3405] lr: 8.750e-04, eta: 7:38:43, time: 0.667, data_time: 0.226, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4159, loss: 1.4159 +2025-06-30 10:17:24,281 - pyskl - INFO - Epoch [133][200/3405] lr: 8.722e-04, eta: 7:37:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4132, loss: 1.4132 +2025-06-30 10:18:08,451 - pyskl - INFO - Epoch [133][300/3405] lr: 8.694e-04, eta: 7:37:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3977, loss: 1.3977 +2025-06-30 10:18:52,687 - pyskl - INFO - Epoch [133][400/3405] lr: 8.665e-04, eta: 7:36:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3507, loss: 1.3507 +2025-06-30 10:19:37,037 - pyskl - INFO - Epoch [133][500/3405] lr: 8.637e-04, eta: 7:35:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4606, loss: 1.4606 +2025-06-30 10:20:21,524 - pyskl - INFO - Epoch [133][600/3405] lr: 8.609e-04, eta: 7:34:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3931, loss: 1.3931 +2025-06-30 10:21:05,841 - pyskl - INFO - Epoch [133][700/3405] lr: 8.581e-04, eta: 7:34:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4210, loss: 1.4210 +2025-06-30 10:21:50,103 - pyskl - INFO - Epoch [133][800/3405] lr: 8.553e-04, eta: 7:33:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3800, loss: 1.3800 +2025-06-30 10:22:34,273 - pyskl - INFO - Epoch [133][900/3405] lr: 8.525e-04, eta: 7:32:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3944, loss: 1.3944 +2025-06-30 10:23:18,422 - pyskl - INFO - Epoch [133][1000/3405] lr: 8.497e-04, eta: 7:31:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3569, loss: 1.3569 +2025-06-30 10:24:02,547 - pyskl - INFO - Epoch [133][1100/3405] lr: 8.470e-04, eta: 7:31:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3737, loss: 1.3737 +2025-06-30 10:24:46,730 - pyskl - INFO - Epoch [133][1200/3405] lr: 8.442e-04, eta: 7:30:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4444, loss: 1.4444 +2025-06-30 10:25:30,887 - pyskl - INFO - Epoch [133][1300/3405] lr: 8.414e-04, eta: 7:29:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4038, loss: 1.4038 +2025-06-30 10:26:15,276 - pyskl - INFO - Epoch [133][1400/3405] lr: 8.386e-04, eta: 7:28:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4666, loss: 1.4666 +2025-06-30 10:26:59,530 - pyskl - INFO - Epoch [133][1500/3405] lr: 8.359e-04, eta: 7:28:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4152, loss: 1.4152 +2025-06-30 10:27:43,780 - pyskl - INFO - Epoch [133][1600/3405] lr: 8.331e-04, eta: 7:27:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3886, loss: 1.3886 +2025-06-30 10:28:28,010 - pyskl - INFO - Epoch [133][1700/3405] lr: 8.303e-04, eta: 7:26:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3946, loss: 1.3946 +2025-06-30 10:29:12,279 - pyskl - INFO - Epoch [133][1800/3405] lr: 8.276e-04, eta: 7:25:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3968, loss: 1.3968 +2025-06-30 10:29:56,570 - pyskl - INFO - Epoch [133][1900/3405] lr: 8.248e-04, eta: 7:25:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3942, loss: 1.3942 +2025-06-30 10:30:40,906 - pyskl - INFO - Epoch [133][2000/3405] lr: 8.221e-04, eta: 7:24:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4012, loss: 1.4012 +2025-06-30 10:31:25,345 - pyskl - INFO - Epoch [133][2100/3405] lr: 8.194e-04, eta: 7:23:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4190, loss: 1.4190 +2025-06-30 10:32:10,107 - pyskl - INFO - Epoch [133][2200/3405] lr: 8.166e-04, eta: 7:22:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4015, loss: 1.4015 +2025-06-30 10:32:54,569 - pyskl - INFO - Epoch [133][2300/3405] lr: 8.139e-04, eta: 7:22:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4243, loss: 1.4243 +2025-06-30 10:33:39,059 - pyskl - INFO - Epoch [133][2400/3405] lr: 8.112e-04, eta: 7:21:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3763, loss: 1.3763 +2025-06-30 10:34:23,465 - pyskl - INFO - Epoch [133][2500/3405] lr: 8.084e-04, eta: 7:20:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4558, loss: 1.4558 +2025-06-30 10:35:07,914 - pyskl - INFO - Epoch [133][2600/3405] lr: 8.057e-04, eta: 7:19:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3692, loss: 1.3692 +2025-06-30 10:35:52,336 - pyskl - INFO - Epoch [133][2700/3405] lr: 8.030e-04, eta: 7:19:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.4003, loss: 1.4003 +2025-06-30 10:36:36,746 - pyskl - INFO - Epoch [133][2800/3405] lr: 8.003e-04, eta: 7:18:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4479, loss: 1.4479 +2025-06-30 10:37:21,044 - pyskl - INFO - Epoch [133][2900/3405] lr: 7.976e-04, eta: 7:17:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3809, loss: 1.3809 +2025-06-30 10:38:05,389 - pyskl - INFO - Epoch [133][3000/3405] lr: 7.949e-04, eta: 7:16:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3608, loss: 1.3608 +2025-06-30 10:38:49,752 - pyskl - INFO - Epoch [133][3100/3405] lr: 7.922e-04, eta: 7:16:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3912, loss: 1.3912 +2025-06-30 10:39:34,042 - pyskl - INFO - Epoch [133][3200/3405] lr: 7.895e-04, eta: 7:15:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4173, loss: 1.4173 +2025-06-30 10:40:18,404 - pyskl - INFO - Epoch [133][3300/3405] lr: 7.868e-04, eta: 7:14:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4619, loss: 1.4619 +2025-06-30 10:41:02,631 - pyskl - INFO - Epoch [133][3400/3405] lr: 7.841e-04, eta: 7:13:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3874, loss: 1.3874 +2025-06-30 10:41:05,249 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-06-30 10:44:58,352 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 10:44:58,903 - pyskl - INFO - +top1_acc 0.8943 +top5_acc 0.9786 +2025-06-30 10:44:58,965 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_132.pth was removed +2025-06-30 10:45:00,054 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2025-06-30 10:45:00,055 - pyskl - INFO - Best top1_acc is 0.8943 at 133 epoch. +2025-06-30 10:45:00,079 - pyskl - INFO - Epoch(val) [133][3718] top1_acc: 0.8943, top5_acc: 0.9786 +2025-06-30 10:46:06,893 - pyskl - INFO - Epoch [134][100/3405] lr: 7.813e-04, eta: 7:13:12, time: 0.668, data_time: 0.225, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3545, loss: 1.3545 +2025-06-30 10:46:51,387 - pyskl - INFO - Epoch [134][200/3405] lr: 7.787e-04, eta: 7:12:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4179, loss: 1.4179 +2025-06-30 10:47:35,898 - pyskl - INFO - Epoch [134][300/3405] lr: 7.760e-04, eta: 7:11:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3857, loss: 1.3857 +2025-06-30 10:48:20,241 - pyskl - INFO - Epoch [134][400/3405] lr: 7.733e-04, eta: 7:10:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3883, loss: 1.3883 +2025-06-30 10:49:04,558 - pyskl - INFO - Epoch [134][500/3405] lr: 7.707e-04, eta: 7:10:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3716, loss: 1.3716 +2025-06-30 10:49:48,838 - pyskl - INFO - Epoch [134][600/3405] lr: 7.680e-04, eta: 7:09:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4336, loss: 1.4336 +2025-06-30 10:50:33,153 - pyskl - INFO - Epoch [134][700/3405] lr: 7.653e-04, eta: 7:08:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4108, loss: 1.4108 +2025-06-30 10:51:17,358 - pyskl - INFO - Epoch [134][800/3405] lr: 7.627e-04, eta: 7:07:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3777, loss: 1.3777 +2025-06-30 10:52:01,622 - pyskl - INFO - Epoch [134][900/3405] lr: 7.601e-04, eta: 7:07:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3972, loss: 1.3972 +2025-06-30 10:52:45,979 - pyskl - INFO - Epoch [134][1000/3405] lr: 7.574e-04, eta: 7:06:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3339, loss: 1.3339 +2025-06-30 10:53:30,515 - pyskl - INFO - Epoch [134][1100/3405] lr: 7.548e-04, eta: 7:05:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3950, loss: 1.3950 +2025-06-30 10:54:15,018 - pyskl - INFO - Epoch [134][1200/3405] lr: 7.522e-04, eta: 7:04:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3791, loss: 1.3791 +2025-06-30 10:54:59,546 - pyskl - INFO - Epoch [134][1300/3405] lr: 7.495e-04, eta: 7:04:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4224, loss: 1.4224 +2025-06-30 10:55:43,919 - pyskl - INFO - Epoch [134][1400/3405] lr: 7.469e-04, eta: 7:03:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3904, loss: 1.3904 +2025-06-30 10:56:28,337 - pyskl - INFO - Epoch [134][1500/3405] lr: 7.443e-04, eta: 7:02:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4123, loss: 1.4123 +2025-06-30 10:57:12,654 - pyskl - INFO - Epoch [134][1600/3405] lr: 7.417e-04, eta: 7:01:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3771, loss: 1.3771 +2025-06-30 10:57:57,362 - pyskl - INFO - Epoch [134][1700/3405] lr: 7.391e-04, eta: 7:01:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3344, loss: 1.3344 +2025-06-30 10:58:41,832 - pyskl - INFO - Epoch [134][1800/3405] lr: 7.365e-04, eta: 7:00:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4057, loss: 1.4057 +2025-06-30 10:59:26,278 - pyskl - INFO - Epoch [134][1900/3405] lr: 7.339e-04, eta: 6:59:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4267, loss: 1.4267 +2025-06-30 11:00:10,693 - pyskl - INFO - Epoch [134][2000/3405] lr: 7.313e-04, eta: 6:58:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4287, loss: 1.4287 +2025-06-30 11:00:55,119 - pyskl - INFO - Epoch [134][2100/3405] lr: 7.287e-04, eta: 6:58:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3894, loss: 1.3894 +2025-06-30 11:01:39,470 - pyskl - INFO - Epoch [134][2200/3405] lr: 7.261e-04, eta: 6:57:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3830, loss: 1.3830 +2025-06-30 11:02:23,652 - pyskl - INFO - Epoch [134][2300/3405] lr: 7.235e-04, eta: 6:56:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3906, loss: 1.3906 +2025-06-30 11:03:07,954 - pyskl - INFO - Epoch [134][2400/3405] lr: 7.210e-04, eta: 6:55:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3690, loss: 1.3690 +2025-06-30 11:03:52,252 - pyskl - INFO - Epoch [134][2500/3405] lr: 7.184e-04, eta: 6:55:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3784, loss: 1.3784 +2025-06-30 11:04:36,470 - pyskl - INFO - Epoch [134][2600/3405] lr: 7.158e-04, eta: 6:54:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3855, loss: 1.3855 +2025-06-30 11:05:20,830 - pyskl - INFO - Epoch [134][2700/3405] lr: 7.133e-04, eta: 6:53:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3772, loss: 1.3772 +2025-06-30 11:06:05,100 - pyskl - INFO - Epoch [134][2800/3405] lr: 7.107e-04, eta: 6:52:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3578, loss: 1.3578 +2025-06-30 11:06:49,319 - pyskl - INFO - Epoch [134][2900/3405] lr: 7.081e-04, eta: 6:52:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4081, loss: 1.4081 +2025-06-30 11:07:33,548 - pyskl - INFO - Epoch [134][3000/3405] lr: 7.056e-04, eta: 6:51:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3500, loss: 1.3500 +2025-06-30 11:08:18,047 - pyskl - INFO - Epoch [134][3100/3405] lr: 7.031e-04, eta: 6:50:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3698, loss: 1.3698 +2025-06-30 11:09:02,409 - pyskl - INFO - Epoch [134][3200/3405] lr: 7.005e-04, eta: 6:49:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3455, loss: 1.3455 +2025-06-30 11:09:46,716 - pyskl - INFO - Epoch [134][3300/3405] lr: 6.980e-04, eta: 6:49:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3210, loss: 1.3210 +2025-06-30 11:10:30,981 - pyskl - INFO - Epoch [134][3400/3405] lr: 6.954e-04, eta: 6:48:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3856, loss: 1.3856 +2025-06-30 11:10:33,601 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-06-30 11:14:26,597 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 11:14:27,146 - pyskl - INFO - +top1_acc 0.8945 +top5_acc 0.9789 +2025-06-30 11:14:27,202 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_133.pth was removed +2025-06-30 11:14:28,281 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2025-06-30 11:14:28,283 - pyskl - INFO - Best top1_acc is 0.8945 at 134 epoch. +2025-06-30 11:14:28,305 - pyskl - INFO - Epoch(val) [134][3718] top1_acc: 0.8945, top5_acc: 0.9789 +2025-06-30 11:15:35,699 - pyskl - INFO - Epoch [135][100/3405] lr: 6.928e-04, eta: 6:47:40, time: 0.674, data_time: 0.231, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3370, loss: 1.3370 +2025-06-30 11:16:20,080 - pyskl - INFO - Epoch [135][200/3405] lr: 6.903e-04, eta: 6:46:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3968, loss: 1.3968 +2025-06-30 11:17:04,445 - pyskl - INFO - Epoch [135][300/3405] lr: 6.878e-04, eta: 6:46:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3269, loss: 1.3269 +2025-06-30 11:17:48,740 - pyskl - INFO - Epoch [135][400/3405] lr: 6.852e-04, eta: 6:45:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3475, loss: 1.3475 +2025-06-30 11:18:33,154 - pyskl - INFO - Epoch [135][500/3405] lr: 6.827e-04, eta: 6:44:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3834, loss: 1.3834 +2025-06-30 11:19:17,546 - pyskl - INFO - Epoch [135][600/3405] lr: 6.802e-04, eta: 6:43:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3453, loss: 1.3453 +2025-06-30 11:20:01,805 - pyskl - INFO - Epoch [135][700/3405] lr: 6.777e-04, eta: 6:43:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3732, loss: 1.3732 +2025-06-30 11:20:46,093 - pyskl - INFO - Epoch [135][800/3405] lr: 6.752e-04, eta: 6:42:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3755, loss: 1.3755 +2025-06-30 11:21:30,361 - pyskl - INFO - Epoch [135][900/3405] lr: 6.727e-04, eta: 6:41:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3732, loss: 1.3732 +2025-06-30 11:22:14,616 - pyskl - INFO - Epoch [135][1000/3405] lr: 6.703e-04, eta: 6:40:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3751, loss: 1.3751 +2025-06-30 11:22:58,979 - pyskl - INFO - Epoch [135][1100/3405] lr: 6.678e-04, eta: 6:40:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3375, loss: 1.3375 +2025-06-30 11:23:43,338 - pyskl - INFO - Epoch [135][1200/3405] lr: 6.653e-04, eta: 6:39:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2922, loss: 1.2922 +2025-06-30 11:24:27,679 - pyskl - INFO - Epoch [135][1300/3405] lr: 6.628e-04, eta: 6:38:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3143, loss: 1.3143 +2025-06-30 11:25:11,945 - pyskl - INFO - Epoch [135][1400/3405] lr: 6.604e-04, eta: 6:37:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3799, loss: 1.3799 +2025-06-30 11:25:56,227 - pyskl - INFO - Epoch [135][1500/3405] lr: 6.579e-04, eta: 6:37:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3423, loss: 1.3423 +2025-06-30 11:26:40,441 - pyskl - INFO - Epoch [135][1600/3405] lr: 6.554e-04, eta: 6:36:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3410, loss: 1.3410 +2025-06-30 11:27:24,682 - pyskl - INFO - Epoch [135][1700/3405] lr: 6.530e-04, eta: 6:35:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3732, loss: 1.3732 +2025-06-30 11:28:08,937 - pyskl - INFO - Epoch [135][1800/3405] lr: 6.505e-04, eta: 6:34:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3725, loss: 1.3725 +2025-06-30 11:28:53,162 - pyskl - INFO - Epoch [135][1900/3405] lr: 6.481e-04, eta: 6:34:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3474, loss: 1.3474 +2025-06-30 11:29:37,359 - pyskl - INFO - Epoch [135][2000/3405] lr: 6.456e-04, eta: 6:33:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3976, loss: 1.3976 +2025-06-30 11:30:21,552 - pyskl - INFO - Epoch [135][2100/3405] lr: 6.432e-04, eta: 6:32:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3479, loss: 1.3479 +2025-06-30 11:31:05,894 - pyskl - INFO - Epoch [135][2200/3405] lr: 6.408e-04, eta: 6:31:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3737, loss: 1.3737 +2025-06-30 11:31:50,118 - pyskl - INFO - Epoch [135][2300/3405] lr: 6.383e-04, eta: 6:31:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3657, loss: 1.3657 +2025-06-30 11:32:34,329 - pyskl - INFO - Epoch [135][2400/3405] lr: 6.359e-04, eta: 6:30:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3074, loss: 1.3074 +2025-06-30 11:33:18,640 - pyskl - INFO - Epoch [135][2500/3405] lr: 6.335e-04, eta: 6:29:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3215, loss: 1.3215 +2025-06-30 11:34:02,820 - pyskl - INFO - Epoch [135][2600/3405] lr: 6.311e-04, eta: 6:28:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3592, loss: 1.3592 +2025-06-30 11:34:47,179 - pyskl - INFO - Epoch [135][2700/3405] lr: 6.287e-04, eta: 6:28:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3716, loss: 1.3716 +2025-06-30 11:35:31,494 - pyskl - INFO - Epoch [135][2800/3405] lr: 6.263e-04, eta: 6:27:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3717, loss: 1.3717 +2025-06-30 11:36:15,786 - pyskl - INFO - Epoch [135][2900/3405] lr: 6.239e-04, eta: 6:26:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3216, loss: 1.3216 +2025-06-30 11:37:00,012 - pyskl - INFO - Epoch [135][3000/3405] lr: 6.215e-04, eta: 6:25:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4052, loss: 1.4052 +2025-06-30 11:37:44,196 - pyskl - INFO - Epoch [135][3100/3405] lr: 6.191e-04, eta: 6:25:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3576, loss: 1.3576 +2025-06-30 11:38:28,389 - pyskl - INFO - Epoch [135][3200/3405] lr: 6.167e-04, eta: 6:24:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3086, loss: 1.3086 +2025-06-30 11:39:12,638 - pyskl - INFO - Epoch [135][3300/3405] lr: 6.143e-04, eta: 6:23:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3313, loss: 1.3313 +2025-06-30 11:39:56,848 - pyskl - INFO - Epoch [135][3400/3405] lr: 6.119e-04, eta: 6:22:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3178, loss: 1.3178 +2025-06-30 11:39:59,409 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-06-30 11:59:51,797 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 11:59:52,466 - pyskl - INFO - +top1_acc 0.8962 +top5_acc 0.9796 +2025-06-30 11:59:52,539 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_134.pth was removed +2025-06-30 11:59:53,661 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-06-30 11:59:53,664 - pyskl - INFO - Best top1_acc is 0.8962 at 135 epoch. +2025-06-30 11:59:53,706 - pyskl - INFO - Epoch(val) [135][3718] top1_acc: 0.8962, top5_acc: 0.9796 +2025-06-30 12:01:03,045 - pyskl - INFO - Epoch [136][100/3405] lr: 6.094e-04, eta: 6:22:08, time: 0.693, data_time: 0.247, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3803, loss: 1.3803 +2025-06-30 12:01:47,485 - pyskl - INFO - Epoch [136][200/3405] lr: 6.071e-04, eta: 6:21:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3590, loss: 1.3590 +2025-06-30 12:02:31,915 - pyskl - INFO - Epoch [136][300/3405] lr: 6.047e-04, eta: 6:20:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3272, loss: 1.3272 +2025-06-30 12:03:16,180 - pyskl - INFO - Epoch [136][400/3405] lr: 6.023e-04, eta: 6:19:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3458, loss: 1.3458 +2025-06-30 12:04:00,541 - pyskl - INFO - Epoch [136][500/3405] lr: 6.000e-04, eta: 6:19:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3029, loss: 1.3029 +2025-06-30 12:04:45,010 - pyskl - INFO - Epoch [136][600/3405] lr: 5.976e-04, eta: 6:18:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3239, loss: 1.3239 +2025-06-30 12:05:29,588 - pyskl - INFO - Epoch [136][700/3405] lr: 5.953e-04, eta: 6:17:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3141, loss: 1.3141 +2025-06-30 12:06:13,969 - pyskl - INFO - Epoch [136][800/3405] lr: 5.930e-04, eta: 6:16:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3379, loss: 1.3379 +2025-06-30 12:06:58,193 - pyskl - INFO - Epoch [136][900/3405] lr: 5.906e-04, eta: 6:16:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3751, loss: 1.3751 +2025-06-30 12:07:42,460 - pyskl - INFO - Epoch [136][1000/3405] lr: 5.883e-04, eta: 6:15:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3252, loss: 1.3252 +2025-06-30 12:08:26,740 - pyskl - INFO - Epoch [136][1100/3405] lr: 5.860e-04, eta: 6:14:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3450, loss: 1.3450 +2025-06-30 12:09:11,112 - pyskl - INFO - Epoch [136][1200/3405] lr: 5.836e-04, eta: 6:13:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3014, loss: 1.3014 +2025-06-30 12:09:55,862 - pyskl - INFO - Epoch [136][1300/3405] lr: 5.813e-04, eta: 6:13:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.3091, loss: 1.3091 +2025-06-30 12:10:40,402 - pyskl - INFO - Epoch [136][1400/3405] lr: 5.790e-04, eta: 6:12:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3408, loss: 1.3408 +2025-06-30 12:11:24,741 - pyskl - INFO - Epoch [136][1500/3405] lr: 5.767e-04, eta: 6:11:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2792, loss: 1.2792 +2025-06-30 12:12:08,974 - pyskl - INFO - Epoch [136][1600/3405] lr: 5.744e-04, eta: 6:10:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3038, loss: 1.3038 +2025-06-30 12:12:53,341 - pyskl - INFO - Epoch [136][1700/3405] lr: 5.721e-04, eta: 6:10:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3645, loss: 1.3645 +2025-06-30 12:13:37,681 - pyskl - INFO - Epoch [136][1800/3405] lr: 5.698e-04, eta: 6:09:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3402, loss: 1.3402 +2025-06-30 12:14:21,969 - pyskl - INFO - Epoch [136][1900/3405] lr: 5.675e-04, eta: 6:08:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3786, loss: 1.3786 +2025-06-30 12:15:06,230 - pyskl - INFO - Epoch [136][2000/3405] lr: 5.652e-04, eta: 6:07:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3352, loss: 1.3352 +2025-06-30 12:15:50,524 - pyskl - INFO - Epoch [136][2100/3405] lr: 5.629e-04, eta: 6:07:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3437, loss: 1.3437 +2025-06-30 12:16:34,810 - pyskl - INFO - Epoch [136][2200/3405] lr: 5.606e-04, eta: 6:06:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3017, loss: 1.3017 +2025-06-30 12:17:19,075 - pyskl - INFO - Epoch [136][2300/3405] lr: 5.584e-04, eta: 6:05:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3202, loss: 1.3202 +2025-06-30 12:18:03,426 - pyskl - INFO - Epoch [136][2400/3405] lr: 5.561e-04, eta: 6:04:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4031, loss: 1.4031 +2025-06-30 12:18:47,651 - pyskl - INFO - Epoch [136][2500/3405] lr: 5.538e-04, eta: 6:04:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3096, loss: 1.3096 +2025-06-30 12:19:31,969 - pyskl - INFO - Epoch [136][2600/3405] lr: 5.516e-04, eta: 6:03:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3186, loss: 1.3186 +2025-06-30 12:20:16,238 - pyskl - INFO - Epoch [136][2700/3405] lr: 5.493e-04, eta: 6:02:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3580, loss: 1.3580 +2025-06-30 12:21:00,495 - pyskl - INFO - Epoch [136][2800/3405] lr: 5.471e-04, eta: 6:01:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3167, loss: 1.3167 +2025-06-30 12:21:44,790 - pyskl - INFO - Epoch [136][2900/3405] lr: 5.448e-04, eta: 6:01:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3568, loss: 1.3568 +2025-06-30 12:22:29,223 - pyskl - INFO - Epoch [136][3000/3405] lr: 5.426e-04, eta: 6:00:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3352, loss: 1.3352 +2025-06-30 12:23:13,664 - pyskl - INFO - Epoch [136][3100/3405] lr: 5.403e-04, eta: 5:59:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3978, loss: 1.3978 +2025-06-30 12:23:58,054 - pyskl - INFO - Epoch [136][3200/3405] lr: 5.381e-04, eta: 5:58:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3439, loss: 1.3439 +2025-06-30 12:24:42,362 - pyskl - INFO - Epoch [136][3300/3405] lr: 5.359e-04, eta: 5:58:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3464, loss: 1.3464 +2025-06-30 12:25:26,703 - pyskl - INFO - Epoch [136][3400/3405] lr: 5.336e-04, eta: 5:57:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3210, loss: 1.3210 +2025-06-30 12:25:29,250 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-06-30 12:29:22,623 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 12:29:23,172 - pyskl - INFO - +top1_acc 0.8930 +top5_acc 0.9781 +2025-06-30 12:29:23,194 - pyskl - INFO - Epoch(val) [136][3718] top1_acc: 0.8930, top5_acc: 0.9781 +2025-06-30 12:30:30,706 - pyskl - INFO - Epoch [137][100/3405] lr: 5.313e-04, eta: 5:56:37, time: 0.675, data_time: 0.231, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3427, loss: 1.3427 +2025-06-30 12:31:15,116 - pyskl - INFO - Epoch [137][200/3405] lr: 5.291e-04, eta: 5:55:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2759, loss: 1.2759 +2025-06-30 12:31:59,584 - pyskl - INFO - Epoch [137][300/3405] lr: 5.269e-04, eta: 5:55:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3110, loss: 1.3110 +2025-06-30 12:32:43,882 - pyskl - INFO - Epoch [137][400/3405] lr: 5.247e-04, eta: 5:54:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3137, loss: 1.3137 +2025-06-30 12:33:28,316 - pyskl - INFO - Epoch [137][500/3405] lr: 5.225e-04, eta: 5:53:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2725, loss: 1.2725 +2025-06-30 12:34:12,634 - pyskl - INFO - Epoch [137][600/3405] lr: 5.203e-04, eta: 5:52:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3008, loss: 1.3008 +2025-06-30 12:34:56,934 - pyskl - INFO - Epoch [137][700/3405] lr: 5.181e-04, eta: 5:52:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2889, loss: 1.2889 +2025-06-30 12:35:41,253 - pyskl - INFO - Epoch [137][800/3405] lr: 5.159e-04, eta: 5:51:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3248, loss: 1.3248 +2025-06-30 12:36:25,550 - pyskl - INFO - Epoch [137][900/3405] lr: 5.137e-04, eta: 5:50:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2995, loss: 1.2995 +2025-06-30 12:37:09,873 - pyskl - INFO - Epoch [137][1000/3405] lr: 5.115e-04, eta: 5:49:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3559, loss: 1.3559 +2025-06-30 12:37:54,155 - pyskl - INFO - Epoch [137][1100/3405] lr: 5.094e-04, eta: 5:49:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3375, loss: 1.3375 +2025-06-30 12:38:38,451 - pyskl - INFO - Epoch [137][1200/3405] lr: 5.072e-04, eta: 5:48:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3132, loss: 1.3132 +2025-06-30 12:39:22,817 - pyskl - INFO - Epoch [137][1300/3405] lr: 5.050e-04, eta: 5:47:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3134, loss: 1.3134 +2025-06-30 12:40:07,187 - pyskl - INFO - Epoch [137][1400/3405] lr: 5.029e-04, eta: 5:46:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3094, loss: 1.3094 +2025-06-30 12:40:51,680 - pyskl - INFO - Epoch [137][1500/3405] lr: 5.007e-04, eta: 5:46:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3120, loss: 1.3120 +2025-06-30 12:41:36,066 - pyskl - INFO - Epoch [137][1600/3405] lr: 4.986e-04, eta: 5:45:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3879, loss: 1.3879 +2025-06-30 12:42:20,361 - pyskl - INFO - Epoch [137][1700/3405] lr: 4.964e-04, eta: 5:44:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3459, loss: 1.3459 +2025-06-30 12:43:04,805 - pyskl - INFO - Epoch [137][1800/3405] lr: 4.943e-04, eta: 5:43:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3127, loss: 1.3127 +2025-06-30 12:43:49,220 - pyskl - INFO - Epoch [137][1900/3405] lr: 4.921e-04, eta: 5:43:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3732, loss: 1.3732 +2025-06-30 12:44:33,629 - pyskl - INFO - Epoch [137][2000/3405] lr: 4.900e-04, eta: 5:42:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3170, loss: 1.3170 +2025-06-30 12:45:18,084 - pyskl - INFO - Epoch [137][2100/3405] lr: 4.879e-04, eta: 5:41:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3140, loss: 1.3140 +2025-06-30 12:46:02,439 - pyskl - INFO - Epoch [137][2200/3405] lr: 4.857e-04, eta: 5:40:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3492, loss: 1.3492 +2025-06-30 12:46:46,728 - pyskl - INFO - Epoch [137][2300/3405] lr: 4.836e-04, eta: 5:40:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3139, loss: 1.3139 +2025-06-30 12:47:31,198 - pyskl - INFO - Epoch [137][2400/3405] lr: 4.815e-04, eta: 5:39:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3162, loss: 1.3162 +2025-06-30 12:48:15,806 - pyskl - INFO - Epoch [137][2500/3405] lr: 4.794e-04, eta: 5:38:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2872, loss: 1.2872 +2025-06-30 12:49:00,184 - pyskl - INFO - Epoch [137][2600/3405] lr: 4.773e-04, eta: 5:37:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3515, loss: 1.3515 +2025-06-30 12:49:44,468 - pyskl - INFO - Epoch [137][2700/3405] lr: 4.752e-04, eta: 5:37:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3260, loss: 1.3260 +2025-06-30 12:50:28,814 - pyskl - INFO - Epoch [137][2800/3405] lr: 4.731e-04, eta: 5:36:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3353, loss: 1.3353 +2025-06-30 12:51:13,205 - pyskl - INFO - Epoch [137][2900/3405] lr: 4.710e-04, eta: 5:35:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3072, loss: 1.3072 +2025-06-30 12:51:57,696 - pyskl - INFO - Epoch [137][3000/3405] lr: 4.689e-04, eta: 5:34:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3238, loss: 1.3238 +2025-06-30 12:52:42,029 - pyskl - INFO - Epoch [137][3100/3405] lr: 4.668e-04, eta: 5:34:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2894, loss: 1.2894 +2025-06-30 12:53:26,262 - pyskl - INFO - Epoch [137][3200/3405] lr: 4.647e-04, eta: 5:33:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2803, loss: 1.2803 +2025-06-30 12:54:10,561 - pyskl - INFO - Epoch [137][3300/3405] lr: 4.627e-04, eta: 5:32:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3602, loss: 1.3602 +2025-06-30 12:54:54,861 - pyskl - INFO - Epoch [137][3400/3405] lr: 4.606e-04, eta: 5:31:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3582, loss: 1.3582 +2025-06-30 12:54:57,467 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-06-30 12:58:49,944 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 12:58:50,491 - pyskl - INFO - +top1_acc 0.8922 +top5_acc 0.9784 +2025-06-30 12:58:50,510 - pyskl - INFO - Epoch(val) [137][3718] top1_acc: 0.8922, top5_acc: 0.9784 +2025-06-30 12:59:57,821 - pyskl - INFO - Epoch [138][100/3405] lr: 4.584e-04, eta: 5:31:05, time: 0.673, data_time: 0.230, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3441, loss: 1.3441 +2025-06-30 13:00:42,013 - pyskl - INFO - Epoch [138][200/3405] lr: 4.564e-04, eta: 5:30:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3386, loss: 1.3386 +2025-06-30 13:01:26,187 - pyskl - INFO - Epoch [138][300/3405] lr: 4.543e-04, eta: 5:29:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2958, loss: 1.2958 +2025-06-30 13:02:10,434 - pyskl - INFO - Epoch [138][400/3405] lr: 4.523e-04, eta: 5:28:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3669, loss: 1.3669 +2025-06-30 13:02:54,672 - pyskl - INFO - Epoch [138][500/3405] lr: 4.502e-04, eta: 5:28:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3546, loss: 1.3546 +2025-06-30 13:03:38,925 - pyskl - INFO - Epoch [138][600/3405] lr: 4.482e-04, eta: 5:27:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2991, loss: 1.2991 +2025-06-30 13:04:23,159 - pyskl - INFO - Epoch [138][700/3405] lr: 4.461e-04, eta: 5:26:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3286, loss: 1.3286 +2025-06-30 13:05:07,404 - pyskl - INFO - Epoch [138][800/3405] lr: 4.441e-04, eta: 5:25:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3126, loss: 1.3126 +2025-06-30 13:05:51,542 - pyskl - INFO - Epoch [138][900/3405] lr: 4.421e-04, eta: 5:25:05, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3385, loss: 1.3385 +2025-06-30 13:06:35,717 - pyskl - INFO - Epoch [138][1000/3405] lr: 4.400e-04, eta: 5:24:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3136, loss: 1.3136 +2025-06-30 13:07:19,862 - pyskl - INFO - Epoch [138][1100/3405] lr: 4.380e-04, eta: 5:23:34, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2829, loss: 1.2829 +2025-06-30 13:08:04,022 - pyskl - INFO - Epoch [138][1200/3405] lr: 4.360e-04, eta: 5:22:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2651, loss: 1.2651 +2025-06-30 13:08:48,113 - pyskl - INFO - Epoch [138][1300/3405] lr: 4.340e-04, eta: 5:22:04, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3144, loss: 1.3144 +2025-06-30 13:09:32,476 - pyskl - INFO - Epoch [138][1400/3405] lr: 4.320e-04, eta: 5:21:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3242, loss: 1.3242 +2025-06-30 13:10:17,019 - pyskl - INFO - Epoch [138][1500/3405] lr: 4.300e-04, eta: 5:20:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3040, loss: 1.3040 +2025-06-30 13:11:01,257 - pyskl - INFO - Epoch [138][1600/3405] lr: 4.280e-04, eta: 5:19:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3516, loss: 1.3516 +2025-06-30 13:11:45,560 - pyskl - INFO - Epoch [138][1700/3405] lr: 4.260e-04, eta: 5:19:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2435, loss: 1.2435 +2025-06-30 13:12:29,836 - pyskl - INFO - Epoch [138][1800/3405] lr: 4.240e-04, eta: 5:18:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3292, loss: 1.3292 +2025-06-30 13:13:14,324 - pyskl - INFO - Epoch [138][1900/3405] lr: 4.220e-04, eta: 5:17:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3328, loss: 1.3328 +2025-06-30 13:13:58,787 - pyskl - INFO - Epoch [138][2000/3405] lr: 4.200e-04, eta: 5:16:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3214, loss: 1.3214 +2025-06-30 13:14:43,418 - pyskl - INFO - Epoch [138][2100/3405] lr: 4.181e-04, eta: 5:16:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3016, loss: 1.3016 +2025-06-30 13:15:27,863 - pyskl - INFO - Epoch [138][2200/3405] lr: 4.161e-04, eta: 5:15:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2914, loss: 1.2914 +2025-06-30 13:16:12,303 - pyskl - INFO - Epoch [138][2300/3405] lr: 4.141e-04, eta: 5:14:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2813, loss: 1.2813 +2025-06-30 13:16:56,687 - pyskl - INFO - Epoch [138][2400/3405] lr: 4.122e-04, eta: 5:13:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3147, loss: 1.3147 +2025-06-30 13:17:41,057 - pyskl - INFO - Epoch [138][2500/3405] lr: 4.102e-04, eta: 5:13:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2968, loss: 1.2968 +2025-06-30 13:18:25,372 - pyskl - INFO - Epoch [138][2600/3405] lr: 4.083e-04, eta: 5:12:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3121, loss: 1.3121 +2025-06-30 13:19:09,695 - pyskl - INFO - Epoch [138][2700/3405] lr: 4.063e-04, eta: 5:11:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3603, loss: 1.3603 +2025-06-30 13:19:54,001 - pyskl - INFO - Epoch [138][2800/3405] lr: 4.044e-04, eta: 5:10:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2768, loss: 1.2768 +2025-06-30 13:20:38,286 - pyskl - INFO - Epoch [138][2900/3405] lr: 4.024e-04, eta: 5:10:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2335, loss: 1.2335 +2025-06-30 13:21:22,707 - pyskl - INFO - Epoch [138][3000/3405] lr: 4.005e-04, eta: 5:09:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3420, loss: 1.3420 +2025-06-30 13:22:07,158 - pyskl - INFO - Epoch [138][3100/3405] lr: 3.986e-04, eta: 5:08:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3368, loss: 1.3368 +2025-06-30 13:22:51,482 - pyskl - INFO - Epoch [138][3200/3405] lr: 3.967e-04, eta: 5:07:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3060, loss: 1.3060 +2025-06-30 13:23:35,839 - pyskl - INFO - Epoch [138][3300/3405] lr: 3.947e-04, eta: 5:07:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2981, loss: 1.2981 +2025-06-30 13:24:20,211 - pyskl - INFO - Epoch [138][3400/3405] lr: 3.928e-04, eta: 5:06:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2926, loss: 1.2926 +2025-06-30 13:24:22,811 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-06-30 13:28:15,686 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 13:28:16,231 - pyskl - INFO - +top1_acc 0.8994 +top5_acc 0.9793 +2025-06-30 13:28:16,286 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_135.pth was removed +2025-06-30 13:28:17,330 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2025-06-30 13:28:17,331 - pyskl - INFO - Best top1_acc is 0.8994 at 138 epoch. +2025-06-30 13:28:17,352 - pyskl - INFO - Epoch(val) [138][3718] top1_acc: 0.8994, top5_acc: 0.9793 +2025-06-30 13:29:24,594 - pyskl - INFO - Epoch [139][100/3405] lr: 3.908e-04, eta: 5:05:33, time: 0.672, data_time: 0.230, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3055, loss: 1.3055 +2025-06-30 13:30:08,804 - pyskl - INFO - Epoch [139][200/3405] lr: 3.889e-04, eta: 5:04:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3134, loss: 1.3134 +2025-06-30 13:30:53,006 - pyskl - INFO - Epoch [139][300/3405] lr: 3.870e-04, eta: 5:04:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3028, loss: 1.3028 +2025-06-30 13:31:37,183 - pyskl - INFO - Epoch [139][400/3405] lr: 3.851e-04, eta: 5:03:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3000, loss: 1.3000 +2025-06-30 13:32:21,370 - pyskl - INFO - Epoch [139][500/3405] lr: 3.832e-04, eta: 5:02:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2896, loss: 1.2896 +2025-06-30 13:33:05,628 - pyskl - INFO - Epoch [139][600/3405] lr: 3.813e-04, eta: 5:01:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2807, loss: 1.2807 +2025-06-30 13:33:49,780 - pyskl - INFO - Epoch [139][700/3405] lr: 3.795e-04, eta: 5:01:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3752, loss: 1.3752 +2025-06-30 13:34:34,209 - pyskl - INFO - Epoch [139][800/3405] lr: 3.776e-04, eta: 5:00:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2802, loss: 1.2802 +2025-06-30 13:35:18,573 - pyskl - INFO - Epoch [139][900/3405] lr: 3.757e-04, eta: 4:59:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2566, loss: 1.2566 +2025-06-30 13:36:02,986 - pyskl - INFO - Epoch [139][1000/3405] lr: 3.738e-04, eta: 4:58:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2870, loss: 1.2870 +2025-06-30 13:36:47,383 - pyskl - INFO - Epoch [139][1100/3405] lr: 3.720e-04, eta: 4:58:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2831, loss: 1.2831 +2025-06-30 13:37:31,794 - pyskl - INFO - Epoch [139][1200/3405] lr: 3.701e-04, eta: 4:57:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3156, loss: 1.3156 +2025-06-30 13:38:16,084 - pyskl - INFO - Epoch [139][1300/3405] lr: 3.683e-04, eta: 4:56:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3392, loss: 1.3392 +2025-06-30 13:39:00,415 - pyskl - INFO - Epoch [139][1400/3405] lr: 3.664e-04, eta: 4:55:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2803, loss: 1.2803 +2025-06-30 13:39:44,877 - pyskl - INFO - Epoch [139][1500/3405] lr: 3.646e-04, eta: 4:55:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2934, loss: 1.2934 +2025-06-30 13:40:29,337 - pyskl - INFO - Epoch [139][1600/3405] lr: 3.627e-04, eta: 4:54:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2718, loss: 1.2718 +2025-06-30 13:41:13,763 - pyskl - INFO - Epoch [139][1700/3405] lr: 3.609e-04, eta: 4:53:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3143, loss: 1.3143 +2025-06-30 13:41:58,303 - pyskl - INFO - Epoch [139][1800/3405] lr: 3.591e-04, eta: 4:52:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2651, loss: 1.2651 +2025-06-30 13:42:42,853 - pyskl - INFO - Epoch [139][1900/3405] lr: 3.572e-04, eta: 4:52:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3181, loss: 1.3181 +2025-06-30 13:43:27,203 - pyskl - INFO - Epoch [139][2000/3405] lr: 3.554e-04, eta: 4:51:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2870, loss: 1.2870 +2025-06-30 13:44:11,466 - pyskl - INFO - Epoch [139][2100/3405] lr: 3.536e-04, eta: 4:50:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2981, loss: 1.2981 +2025-06-30 13:44:55,673 - pyskl - INFO - Epoch [139][2200/3405] lr: 3.518e-04, eta: 4:49:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3254, loss: 1.3254 +2025-06-30 13:45:40,051 - pyskl - INFO - Epoch [139][2300/3405] lr: 3.500e-04, eta: 4:49:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3144, loss: 1.3144 +2025-06-30 13:46:24,350 - pyskl - INFO - Epoch [139][2400/3405] lr: 3.482e-04, eta: 4:48:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3484, loss: 1.3484 +2025-06-30 13:47:08,743 - pyskl - INFO - Epoch [139][2500/3405] lr: 3.464e-04, eta: 4:47:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2693, loss: 1.2693 +2025-06-30 13:47:52,934 - pyskl - INFO - Epoch [139][2600/3405] lr: 3.446e-04, eta: 4:46:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2961, loss: 1.2961 +2025-06-30 13:48:37,229 - pyskl - INFO - Epoch [139][2700/3405] lr: 3.428e-04, eta: 4:46:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2860, loss: 1.2860 +2025-06-30 13:49:21,513 - pyskl - INFO - Epoch [139][2800/3405] lr: 3.410e-04, eta: 4:45:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3084, loss: 1.3084 +2025-06-30 13:50:05,810 - pyskl - INFO - Epoch [139][2900/3405] lr: 3.392e-04, eta: 4:44:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3014, loss: 1.3014 +2025-06-30 13:50:50,065 - pyskl - INFO - Epoch [139][3000/3405] lr: 3.374e-04, eta: 4:43:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2912, loss: 1.2912 +2025-06-30 13:51:34,402 - pyskl - INFO - Epoch [139][3100/3405] lr: 3.357e-04, eta: 4:43:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2873, loss: 1.2873 +2025-06-30 13:52:18,889 - pyskl - INFO - Epoch [139][3200/3405] lr: 3.339e-04, eta: 4:42:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2517, loss: 1.2517 +2025-06-30 13:53:03,268 - pyskl - INFO - Epoch [139][3300/3405] lr: 3.321e-04, eta: 4:41:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2912, loss: 1.2912 +2025-06-30 13:53:47,469 - pyskl - INFO - Epoch [139][3400/3405] lr: 3.304e-04, eta: 4:40:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3471, loss: 1.3471 +2025-06-30 13:53:50,128 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-06-30 13:57:42,719 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 13:57:43,268 - pyskl - INFO - +top1_acc 0.8978 +top5_acc 0.9789 +2025-06-30 13:57:43,287 - pyskl - INFO - Epoch(val) [139][3718] top1_acc: 0.8978, top5_acc: 0.9789 +2025-06-30 13:58:50,495 - pyskl - INFO - Epoch [140][100/3405] lr: 3.285e-04, eta: 4:40:02, time: 0.672, data_time: 0.229, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3019, loss: 1.3019 +2025-06-30 13:59:34,880 - pyskl - INFO - Epoch [140][200/3405] lr: 3.268e-04, eta: 4:39:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2905, loss: 1.2905 +2025-06-30 14:00:19,102 - pyskl - INFO - Epoch [140][300/3405] lr: 3.250e-04, eta: 4:38:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2669, loss: 1.2669 +2025-06-30 14:01:03,330 - pyskl - INFO - Epoch [140][400/3405] lr: 3.233e-04, eta: 4:37:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2711, loss: 1.2711 +2025-06-30 14:01:47,507 - pyskl - INFO - Epoch [140][500/3405] lr: 3.216e-04, eta: 4:37:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2969, loss: 1.2969 +2025-06-30 14:02:31,887 - pyskl - INFO - Epoch [140][600/3405] lr: 3.198e-04, eta: 4:36:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2611, loss: 1.2611 +2025-06-30 14:03:16,502 - pyskl - INFO - Epoch [140][700/3405] lr: 3.181e-04, eta: 4:35:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2834, loss: 1.2834 +2025-06-30 14:04:01,104 - pyskl - INFO - Epoch [140][800/3405] lr: 3.164e-04, eta: 4:34:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2892, loss: 1.2892 +2025-06-30 14:04:45,351 - pyskl - INFO - Epoch [140][900/3405] lr: 3.147e-04, eta: 4:34:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2680, loss: 1.2680 +2025-06-30 14:05:29,601 - pyskl - INFO - Epoch [140][1000/3405] lr: 3.130e-04, eta: 4:33:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2992, loss: 1.2992 +2025-06-30 14:06:13,911 - pyskl - INFO - Epoch [140][1100/3405] lr: 3.112e-04, eta: 4:32:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2761, loss: 1.2761 +2025-06-30 14:06:58,250 - pyskl - INFO - Epoch [140][1200/3405] lr: 3.095e-04, eta: 4:31:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2743, loss: 1.2743 +2025-06-30 14:07:42,536 - pyskl - INFO - Epoch [140][1300/3405] lr: 3.078e-04, eta: 4:31:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3187, loss: 1.3187 +2025-06-30 14:08:26,788 - pyskl - INFO - Epoch [140][1400/3405] lr: 3.062e-04, eta: 4:30:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2947, loss: 1.2947 +2025-06-30 14:09:11,071 - pyskl - INFO - Epoch [140][1500/3405] lr: 3.045e-04, eta: 4:29:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2805, loss: 1.2805 +2025-06-30 14:09:55,327 - pyskl - INFO - Epoch [140][1600/3405] lr: 3.028e-04, eta: 4:28:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3025, loss: 1.3025 +2025-06-30 14:10:39,635 - pyskl - INFO - Epoch [140][1700/3405] lr: 3.011e-04, eta: 4:28:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2371, loss: 1.2371 +2025-06-30 14:11:23,998 - pyskl - INFO - Epoch [140][1800/3405] lr: 2.994e-04, eta: 4:27:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2768, loss: 1.2768 +2025-06-30 14:12:08,377 - pyskl - INFO - Epoch [140][1900/3405] lr: 2.978e-04, eta: 4:26:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2690, loss: 1.2690 +2025-06-30 14:12:52,617 - pyskl - INFO - Epoch [140][2000/3405] lr: 2.961e-04, eta: 4:25:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2978, loss: 1.2978 +2025-06-30 14:13:36,838 - pyskl - INFO - Epoch [140][2100/3405] lr: 2.944e-04, eta: 4:25:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2865, loss: 1.2865 +2025-06-30 14:14:21,072 - pyskl - INFO - Epoch [140][2200/3405] lr: 2.928e-04, eta: 4:24:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3090, loss: 1.3090 +2025-06-30 14:15:05,310 - pyskl - INFO - Epoch [140][2300/3405] lr: 2.911e-04, eta: 4:23:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3023, loss: 1.3023 +2025-06-30 14:15:49,593 - pyskl - INFO - Epoch [140][2400/3405] lr: 2.895e-04, eta: 4:22:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2516, loss: 1.2516 +2025-06-30 14:16:33,856 - pyskl - INFO - Epoch [140][2500/3405] lr: 2.878e-04, eta: 4:22:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2645, loss: 1.2645 +2025-06-30 14:17:18,023 - pyskl - INFO - Epoch [140][2600/3405] lr: 2.862e-04, eta: 4:21:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2506, loss: 1.2506 +2025-06-30 14:18:02,140 - pyskl - INFO - Epoch [140][2700/3405] lr: 2.846e-04, eta: 4:20:31, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2145, loss: 1.2145 +2025-06-30 14:18:46,383 - pyskl - INFO - Epoch [140][2800/3405] lr: 2.829e-04, eta: 4:19:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2607, loss: 1.2607 +2025-06-30 14:19:30,672 - pyskl - INFO - Epoch [140][2900/3405] lr: 2.813e-04, eta: 4:19:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2591, loss: 1.2591 +2025-06-30 14:20:14,976 - pyskl - INFO - Epoch [140][3000/3405] lr: 2.797e-04, eta: 4:18:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2781, loss: 1.2781 +2025-06-30 14:20:59,142 - pyskl - INFO - Epoch [140][3100/3405] lr: 2.781e-04, eta: 4:17:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2860, loss: 1.2860 +2025-06-30 14:21:43,306 - pyskl - INFO - Epoch [140][3200/3405] lr: 2.765e-04, eta: 4:16:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2817, loss: 1.2817 +2025-06-30 14:22:27,442 - pyskl - INFO - Epoch [140][3300/3405] lr: 2.749e-04, eta: 4:16:01, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2492, loss: 1.2492 +2025-06-30 14:23:11,576 - pyskl - INFO - Epoch [140][3400/3405] lr: 2.733e-04, eta: 4:15:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2569, loss: 1.2569 +2025-06-30 14:23:14,127 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-06-30 14:42:47,435 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 14:42:48,154 - pyskl - INFO - +top1_acc 0.8997 +top5_acc 0.9798 +2025-06-30 14:42:48,229 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_138.pth was removed +2025-06-30 14:42:49,355 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2025-06-30 14:42:49,357 - pyskl - INFO - Best top1_acc is 0.8997 at 140 epoch. +2025-06-30 14:42:49,403 - pyskl - INFO - Epoch(val) [140][3718] top1_acc: 0.8997, top5_acc: 0.9798 +2025-06-30 14:43:58,282 - pyskl - INFO - Epoch [141][100/3405] lr: 2.716e-04, eta: 4:14:30, time: 0.689, data_time: 0.244, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2576, loss: 1.2576 +2025-06-30 14:44:42,709 - pyskl - INFO - Epoch [141][200/3405] lr: 2.700e-04, eta: 4:13:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2831, loss: 1.2831 +2025-06-30 14:45:27,207 - pyskl - INFO - Epoch [141][300/3405] lr: 2.684e-04, eta: 4:13:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2607, loss: 1.2607 +2025-06-30 14:46:11,759 - pyskl - INFO - Epoch [141][400/3405] lr: 2.668e-04, eta: 4:12:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2383, loss: 1.2383 +2025-06-30 14:46:56,051 - pyskl - INFO - Epoch [141][500/3405] lr: 2.652e-04, eta: 4:11:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2306, loss: 1.2306 +2025-06-30 14:47:40,341 - pyskl - INFO - Epoch [141][600/3405] lr: 2.637e-04, eta: 4:10:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2855, loss: 1.2855 +2025-06-30 14:48:24,715 - pyskl - INFO - Epoch [141][700/3405] lr: 2.621e-04, eta: 4:10:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2893, loss: 1.2893 +2025-06-30 14:49:09,346 - pyskl - INFO - Epoch [141][800/3405] lr: 2.605e-04, eta: 4:09:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2894, loss: 1.2894 +2025-06-30 14:49:53,813 - pyskl - INFO - Epoch [141][900/3405] lr: 2.590e-04, eta: 4:08:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2959, loss: 1.2959 +2025-06-30 14:50:38,113 - pyskl - INFO - Epoch [141][1000/3405] lr: 2.574e-04, eta: 4:07:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.2376, loss: 1.2376 +2025-06-30 14:51:22,631 - pyskl - INFO - Epoch [141][1100/3405] lr: 2.559e-04, eta: 4:07:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2657, loss: 1.2657 +2025-06-30 14:52:06,890 - pyskl - INFO - Epoch [141][1200/3405] lr: 2.543e-04, eta: 4:06:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2789, loss: 1.2789 +2025-06-30 14:52:51,180 - pyskl - INFO - Epoch [141][1300/3405] lr: 2.528e-04, eta: 4:05:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3050, loss: 1.3050 +2025-06-30 14:53:35,444 - pyskl - INFO - Epoch [141][1400/3405] lr: 2.512e-04, eta: 4:04:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3022, loss: 1.3022 +2025-06-30 14:54:19,613 - pyskl - INFO - Epoch [141][1500/3405] lr: 2.497e-04, eta: 4:04:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2467, loss: 1.2467 +2025-06-30 14:55:03,948 - pyskl - INFO - Epoch [141][1600/3405] lr: 2.482e-04, eta: 4:03:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2615, loss: 1.2615 +2025-06-30 14:55:48,213 - pyskl - INFO - Epoch [141][1700/3405] lr: 2.467e-04, eta: 4:02:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2563, loss: 1.2563 +2025-06-30 14:56:32,714 - pyskl - INFO - Epoch [141][1800/3405] lr: 2.451e-04, eta: 4:01:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2286, loss: 1.2286 +2025-06-30 14:57:17,134 - pyskl - INFO - Epoch [141][1900/3405] lr: 2.436e-04, eta: 4:01:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2558, loss: 1.2558 +2025-06-30 14:58:01,501 - pyskl - INFO - Epoch [141][2000/3405] lr: 2.421e-04, eta: 4:00:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2717, loss: 1.2717 +2025-06-30 14:58:45,842 - pyskl - INFO - Epoch [141][2100/3405] lr: 2.406e-04, eta: 3:59:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2681, loss: 1.2681 +2025-06-30 14:59:30,033 - pyskl - INFO - Epoch [141][2200/3405] lr: 2.391e-04, eta: 3:58:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2765, loss: 1.2765 +2025-06-30 15:00:14,285 - pyskl - INFO - Epoch [141][2300/3405] lr: 2.376e-04, eta: 3:57:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2965, loss: 1.2965 +2025-06-30 15:00:58,650 - pyskl - INFO - Epoch [141][2400/3405] lr: 2.361e-04, eta: 3:57:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2577, loss: 1.2577 +2025-06-30 15:01:43,098 - pyskl - INFO - Epoch [141][2500/3405] lr: 2.347e-04, eta: 3:56:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2435, loss: 1.2435 +2025-06-30 15:02:27,400 - pyskl - INFO - Epoch [141][2600/3405] lr: 2.332e-04, eta: 3:55:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2878, loss: 1.2878 +2025-06-30 15:03:11,659 - pyskl - INFO - Epoch [141][2700/3405] lr: 2.317e-04, eta: 3:54:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2849, loss: 1.2849 +2025-06-30 15:03:56,205 - pyskl - INFO - Epoch [141][2800/3405] lr: 2.302e-04, eta: 3:54:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2506, loss: 1.2506 +2025-06-30 15:04:40,553 - pyskl - INFO - Epoch [141][2900/3405] lr: 2.288e-04, eta: 3:53:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2468, loss: 1.2468 +2025-06-30 15:05:24,863 - pyskl - INFO - Epoch [141][3000/3405] lr: 2.273e-04, eta: 3:52:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2502, loss: 1.2502 +2025-06-30 15:06:09,043 - pyskl - INFO - Epoch [141][3100/3405] lr: 2.258e-04, eta: 3:51:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2662, loss: 1.2662 +2025-06-30 15:06:53,229 - pyskl - INFO - Epoch [141][3200/3405] lr: 2.244e-04, eta: 3:51:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2574, loss: 1.2574 +2025-06-30 15:07:37,516 - pyskl - INFO - Epoch [141][3300/3405] lr: 2.229e-04, eta: 3:50:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2372, loss: 1.2372 +2025-06-30 15:08:21,769 - pyskl - INFO - Epoch [141][3400/3405] lr: 2.215e-04, eta: 3:49:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2480, loss: 1.2480 +2025-06-30 15:08:24,358 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-06-30 15:12:16,602 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 15:12:17,153 - pyskl - INFO - +top1_acc 0.9009 +top5_acc 0.9800 +2025-06-30 15:12:17,209 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_140.pth was removed +2025-06-30 15:12:18,303 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2025-06-30 15:12:18,305 - pyskl - INFO - Best top1_acc is 0.9009 at 141 epoch. +2025-06-30 15:12:18,328 - pyskl - INFO - Epoch(val) [141][3718] top1_acc: 0.9009, top5_acc: 0.9800 +2025-06-30 15:13:25,581 - pyskl - INFO - Epoch [142][100/3405] lr: 2.200e-04, eta: 3:48:58, time: 0.672, data_time: 0.230, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2806, loss: 1.2806 +2025-06-30 15:14:09,866 - pyskl - INFO - Epoch [142][200/3405] lr: 2.186e-04, eta: 3:48:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3040, loss: 1.3040 +2025-06-30 15:14:54,275 - pyskl - INFO - Epoch [142][300/3405] lr: 2.171e-04, eta: 3:47:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2643, loss: 1.2643 +2025-06-30 15:15:38,574 - pyskl - INFO - Epoch [142][400/3405] lr: 2.157e-04, eta: 3:46:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2894, loss: 1.2894 +2025-06-30 15:16:22,919 - pyskl - INFO - Epoch [142][500/3405] lr: 2.143e-04, eta: 3:45:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2713, loss: 1.2713 +2025-06-30 15:17:07,223 - pyskl - INFO - Epoch [142][600/3405] lr: 2.129e-04, eta: 3:45:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2880, loss: 1.2880 +2025-06-30 15:17:51,543 - pyskl - INFO - Epoch [142][700/3405] lr: 2.115e-04, eta: 3:44:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2788, loss: 1.2788 +2025-06-30 15:18:35,822 - pyskl - INFO - Epoch [142][800/3405] lr: 2.100e-04, eta: 3:43:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2280, loss: 1.2280 +2025-06-30 15:19:20,128 - pyskl - INFO - Epoch [142][900/3405] lr: 2.086e-04, eta: 3:42:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2885, loss: 1.2885 +2025-06-30 15:20:04,451 - pyskl - INFO - Epoch [142][1000/3405] lr: 2.072e-04, eta: 3:42:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2677, loss: 1.2677 +2025-06-30 15:20:48,824 - pyskl - INFO - Epoch [142][1100/3405] lr: 2.059e-04, eta: 3:41:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2829, loss: 1.2829 +2025-06-30 15:21:33,144 - pyskl - INFO - Epoch [142][1200/3405] lr: 2.045e-04, eta: 3:40:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2218, loss: 1.2218 +2025-06-30 15:22:17,516 - pyskl - INFO - Epoch [142][1300/3405] lr: 2.031e-04, eta: 3:39:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2907, loss: 1.2907 +2025-06-30 15:23:01,897 - pyskl - INFO - Epoch [142][1400/3405] lr: 2.017e-04, eta: 3:39:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2682, loss: 1.2682 +2025-06-30 15:23:46,159 - pyskl - INFO - Epoch [142][1500/3405] lr: 2.003e-04, eta: 3:38:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2626, loss: 1.2626 +2025-06-30 15:24:30,412 - pyskl - INFO - Epoch [142][1600/3405] lr: 1.990e-04, eta: 3:37:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2358, loss: 1.2358 +2025-06-30 15:25:14,681 - pyskl - INFO - Epoch [142][1700/3405] lr: 1.976e-04, eta: 3:36:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2516, loss: 1.2516 +2025-06-30 15:25:58,906 - pyskl - INFO - Epoch [142][1800/3405] lr: 1.962e-04, eta: 3:36:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2396, loss: 1.2396 +2025-06-30 15:26:43,276 - pyskl - INFO - Epoch [142][1900/3405] lr: 1.949e-04, eta: 3:35:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2727, loss: 1.2727 +2025-06-30 15:27:27,880 - pyskl - INFO - Epoch [142][2000/3405] lr: 1.935e-04, eta: 3:34:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2332, loss: 1.2332 +2025-06-30 15:28:12,358 - pyskl - INFO - Epoch [142][2100/3405] lr: 1.922e-04, eta: 3:33:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2226, loss: 1.2226 +2025-06-30 15:28:56,913 - pyskl - INFO - Epoch [142][2200/3405] lr: 1.909e-04, eta: 3:33:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2585, loss: 1.2585 +2025-06-30 15:29:41,371 - pyskl - INFO - Epoch [142][2300/3405] lr: 1.895e-04, eta: 3:32:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2674, loss: 1.2674 +2025-06-30 15:30:25,695 - pyskl - INFO - Epoch [142][2400/3405] lr: 1.882e-04, eta: 3:31:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2416, loss: 1.2416 +2025-06-30 15:31:10,002 - pyskl - INFO - Epoch [142][2500/3405] lr: 1.869e-04, eta: 3:30:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2893, loss: 1.2893 +2025-06-30 15:31:54,399 - pyskl - INFO - Epoch [142][2600/3405] lr: 1.855e-04, eta: 3:30:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2544, loss: 1.2544 +2025-06-30 15:32:38,755 - pyskl - INFO - Epoch [142][2700/3405] lr: 1.842e-04, eta: 3:29:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2369, loss: 1.2369 +2025-06-30 15:33:23,111 - pyskl - INFO - Epoch [142][2800/3405] lr: 1.829e-04, eta: 3:28:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2414, loss: 1.2414 +2025-06-30 15:34:07,572 - pyskl - INFO - Epoch [142][2900/3405] lr: 1.816e-04, eta: 3:27:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2111, loss: 1.2111 +2025-06-30 15:34:51,919 - pyskl - INFO - Epoch [142][3000/3405] lr: 1.803e-04, eta: 3:27:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2268, loss: 1.2268 +2025-06-30 15:35:36,267 - pyskl - INFO - Epoch [142][3100/3405] lr: 1.790e-04, eta: 3:26:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2587, loss: 1.2587 +2025-06-30 15:36:20,579 - pyskl - INFO - Epoch [142][3200/3405] lr: 1.777e-04, eta: 3:25:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2296, loss: 1.2296 +2025-06-30 15:37:04,817 - pyskl - INFO - Epoch [142][3300/3405] lr: 1.764e-04, eta: 3:24:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2322, loss: 1.2322 +2025-06-30 15:37:49,161 - pyskl - INFO - Epoch [142][3400/3405] lr: 1.751e-04, eta: 3:24:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2579, loss: 1.2579 +2025-06-30 15:37:51,791 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-06-30 15:41:45,212 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 15:41:45,757 - pyskl - INFO - +top1_acc 0.9017 +top5_acc 0.9791 +2025-06-30 15:41:45,812 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_141.pth was removed +2025-06-30 15:41:46,890 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2025-06-30 15:41:46,892 - pyskl - INFO - Best top1_acc is 0.9017 at 142 epoch. +2025-06-30 15:41:46,916 - pyskl - INFO - Epoch(val) [142][3718] top1_acc: 0.9017, top5_acc: 0.9791 +2025-06-30 15:42:54,108 - pyskl - INFO - Epoch [143][100/3405] lr: 1.738e-04, eta: 3:23:27, time: 0.672, data_time: 0.229, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2087, loss: 1.2087 +2025-06-30 15:43:38,337 - pyskl - INFO - Epoch [143][200/3405] lr: 1.725e-04, eta: 3:22:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2565, loss: 1.2565 +2025-06-30 15:44:22,530 - pyskl - INFO - Epoch [143][300/3405] lr: 1.712e-04, eta: 3:21:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2513, loss: 1.2513 +2025-06-30 15:45:06,839 - pyskl - INFO - Epoch [143][400/3405] lr: 1.700e-04, eta: 3:21:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2828, loss: 1.2828 +2025-06-30 15:45:51,097 - pyskl - INFO - Epoch [143][500/3405] lr: 1.687e-04, eta: 3:20:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2565, loss: 1.2565 +2025-06-30 15:46:35,384 - pyskl - INFO - Epoch [143][600/3405] lr: 1.675e-04, eta: 3:19:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2241, loss: 1.2241 +2025-06-30 15:47:19,646 - pyskl - INFO - Epoch [143][700/3405] lr: 1.662e-04, eta: 3:18:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2694, loss: 1.2694 +2025-06-30 15:48:03,920 - pyskl - INFO - Epoch [143][800/3405] lr: 1.650e-04, eta: 3:18:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2684, loss: 1.2684 +2025-06-30 15:48:48,194 - pyskl - INFO - Epoch [143][900/3405] lr: 1.637e-04, eta: 3:17:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2309, loss: 1.2309 +2025-06-30 15:49:32,462 - pyskl - INFO - Epoch [143][1000/3405] lr: 1.625e-04, eta: 3:16:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2820, loss: 1.2820 +2025-06-30 15:50:16,997 - pyskl - INFO - Epoch [143][1100/3405] lr: 1.612e-04, eta: 3:15:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2305, loss: 1.2305 +2025-06-30 15:51:01,386 - pyskl - INFO - Epoch [143][1200/3405] lr: 1.600e-04, eta: 3:15:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2407, loss: 1.2407 +2025-06-30 15:51:45,815 - pyskl - INFO - Epoch [143][1300/3405] lr: 1.588e-04, eta: 3:14:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2713, loss: 1.2713 +2025-06-30 15:52:30,221 - pyskl - INFO - Epoch [143][1400/3405] lr: 1.576e-04, eta: 3:13:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2822, loss: 1.2822 +2025-06-30 15:53:14,557 - pyskl - INFO - Epoch [143][1500/3405] lr: 1.564e-04, eta: 3:12:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2881, loss: 1.2881 +2025-06-30 15:53:58,775 - pyskl - INFO - Epoch [143][1600/3405] lr: 1.551e-04, eta: 3:12:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2960, loss: 1.2960 +2025-06-30 15:54:43,146 - pyskl - INFO - Epoch [143][1700/3405] lr: 1.539e-04, eta: 3:11:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2787, loss: 1.2787 +2025-06-30 15:55:27,583 - pyskl - INFO - Epoch [143][1800/3405] lr: 1.527e-04, eta: 3:10:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2756, loss: 1.2756 +2025-06-30 15:56:12,222 - pyskl - INFO - Epoch [143][1900/3405] lr: 1.515e-04, eta: 3:09:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2263, loss: 1.2263 +2025-06-30 15:56:56,707 - pyskl - INFO - Epoch [143][2000/3405] lr: 1.504e-04, eta: 3:09:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1789, loss: 1.1789 +2025-06-30 15:57:41,246 - pyskl - INFO - Epoch [143][2100/3405] lr: 1.492e-04, eta: 3:08:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2273, loss: 1.2273 +2025-06-30 15:58:25,788 - pyskl - INFO - Epoch [143][2200/3405] lr: 1.480e-04, eta: 3:07:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2962, loss: 1.2962 +2025-06-30 15:59:10,135 - pyskl - INFO - Epoch [143][2300/3405] lr: 1.468e-04, eta: 3:06:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2074, loss: 1.2074 +2025-06-30 15:59:54,405 - pyskl - INFO - Epoch [143][2400/3405] lr: 1.456e-04, eta: 3:06:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2566, loss: 1.2566 +2025-06-30 16:00:38,673 - pyskl - INFO - Epoch [143][2500/3405] lr: 1.445e-04, eta: 3:05:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2441, loss: 1.2441 +2025-06-30 16:01:22,921 - pyskl - INFO - Epoch [143][2600/3405] lr: 1.433e-04, eta: 3:04:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2017, loss: 1.2017 +2025-06-30 16:02:07,437 - pyskl - INFO - Epoch [143][2700/3405] lr: 1.421e-04, eta: 3:03:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2835, loss: 1.2835 +2025-06-30 16:02:51,864 - pyskl - INFO - Epoch [143][2800/3405] lr: 1.410e-04, eta: 3:03:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2167, loss: 1.2167 +2025-06-30 16:03:36,303 - pyskl - INFO - Epoch [143][2900/3405] lr: 1.398e-04, eta: 3:02:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2466, loss: 1.2466 +2025-06-30 16:04:20,622 - pyskl - INFO - Epoch [143][3000/3405] lr: 1.387e-04, eta: 3:01:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2673, loss: 1.2673 +2025-06-30 16:05:04,908 - pyskl - INFO - Epoch [143][3100/3405] lr: 1.376e-04, eta: 3:00:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2297, loss: 1.2297 +2025-06-30 16:05:49,196 - pyskl - INFO - Epoch [143][3200/3405] lr: 1.364e-04, eta: 3:00:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2591, loss: 1.2591 +2025-06-30 16:06:33,461 - pyskl - INFO - Epoch [143][3300/3405] lr: 1.353e-04, eta: 2:59:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2220, loss: 1.2220 +2025-06-30 16:07:17,947 - pyskl - INFO - Epoch [143][3400/3405] lr: 1.342e-04, eta: 2:58:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2411, loss: 1.2411 +2025-06-30 16:07:20,557 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-06-30 16:11:12,756 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 16:11:13,306 - pyskl - INFO - +top1_acc 0.9010 +top5_acc 0.9795 +2025-06-30 16:11:13,325 - pyskl - INFO - Epoch(val) [143][3718] top1_acc: 0.9010, top5_acc: 0.9795 +2025-06-30 16:12:20,445 - pyskl - INFO - Epoch [144][100/3405] lr: 1.330e-04, eta: 2:57:55, time: 0.671, data_time: 0.229, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2524, loss: 1.2524 +2025-06-30 16:13:04,695 - pyskl - INFO - Epoch [144][200/3405] lr: 1.319e-04, eta: 2:57:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2531, loss: 1.2531 +2025-06-30 16:13:48,976 - pyskl - INFO - Epoch [144][300/3405] lr: 1.308e-04, eta: 2:56:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2550, loss: 1.2550 +2025-06-30 16:14:33,271 - pyskl - INFO - Epoch [144][400/3405] lr: 1.297e-04, eta: 2:55:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2619, loss: 1.2619 +2025-06-30 16:15:17,538 - pyskl - INFO - Epoch [144][500/3405] lr: 1.285e-04, eta: 2:54:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2867, loss: 1.2867 +2025-06-30 16:16:01,799 - pyskl - INFO - Epoch [144][600/3405] lr: 1.275e-04, eta: 2:54:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2475, loss: 1.2475 +2025-06-30 16:16:46,179 - pyskl - INFO - Epoch [144][700/3405] lr: 1.264e-04, eta: 2:53:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2611, loss: 1.2611 +2025-06-30 16:17:30,447 - pyskl - INFO - Epoch [144][800/3405] lr: 1.253e-04, eta: 2:52:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2494, loss: 1.2494 +2025-06-30 16:18:14,740 - pyskl - INFO - Epoch [144][900/3405] lr: 1.242e-04, eta: 2:51:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2577, loss: 1.2577 +2025-06-30 16:18:59,014 - pyskl - INFO - Epoch [144][1000/3405] lr: 1.231e-04, eta: 2:51:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2310, loss: 1.2310 +2025-06-30 16:19:43,308 - pyskl - INFO - Epoch [144][1100/3405] lr: 1.220e-04, eta: 2:50:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2224, loss: 1.2224 +2025-06-30 16:20:27,675 - pyskl - INFO - Epoch [144][1200/3405] lr: 1.210e-04, eta: 2:49:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2727, loss: 1.2727 +2025-06-30 16:21:12,047 - pyskl - INFO - Epoch [144][1300/3405] lr: 1.199e-04, eta: 2:48:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2702, loss: 1.2702 +2025-06-30 16:21:56,483 - pyskl - INFO - Epoch [144][1400/3405] lr: 1.188e-04, eta: 2:48:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2411, loss: 1.2411 +2025-06-30 16:22:40,858 - pyskl - INFO - Epoch [144][1500/3405] lr: 1.178e-04, eta: 2:47:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2771, loss: 1.2771 +2025-06-30 16:23:25,230 - pyskl - INFO - Epoch [144][1600/3405] lr: 1.167e-04, eta: 2:46:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2455, loss: 1.2455 +2025-06-30 16:24:09,696 - pyskl - INFO - Epoch [144][1700/3405] lr: 1.157e-04, eta: 2:45:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2291, loss: 1.2291 +2025-06-30 16:24:54,090 - pyskl - INFO - Epoch [144][1800/3405] lr: 1.146e-04, eta: 2:45:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2306, loss: 1.2306 +2025-06-30 16:25:38,383 - pyskl - INFO - Epoch [144][1900/3405] lr: 1.136e-04, eta: 2:44:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2633, loss: 1.2633 +2025-06-30 16:26:22,691 - pyskl - INFO - Epoch [144][2000/3405] lr: 1.126e-04, eta: 2:43:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2641, loss: 1.2641 +2025-06-30 16:27:07,318 - pyskl - INFO - Epoch [144][2100/3405] lr: 1.116e-04, eta: 2:42:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2309, loss: 1.2309 +2025-06-30 16:27:51,664 - pyskl - INFO - Epoch [144][2200/3405] lr: 1.105e-04, eta: 2:42:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2369, loss: 1.2369 +2025-06-30 16:28:36,398 - pyskl - INFO - Epoch [144][2300/3405] lr: 1.095e-04, eta: 2:41:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2366, loss: 1.2366 +2025-06-30 16:29:20,995 - pyskl - INFO - Epoch [144][2400/3405] lr: 1.085e-04, eta: 2:40:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2523, loss: 1.2523 +2025-06-30 16:30:05,469 - pyskl - INFO - Epoch [144][2500/3405] lr: 1.075e-04, eta: 2:39:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2211, loss: 1.2211 +2025-06-30 16:30:49,947 - pyskl - INFO - Epoch [144][2600/3405] lr: 1.065e-04, eta: 2:39:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2194, loss: 1.2194 +2025-06-30 16:31:34,263 - pyskl - INFO - Epoch [144][2700/3405] lr: 1.055e-04, eta: 2:38:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2223, loss: 1.2223 +2025-06-30 16:32:18,708 - pyskl - INFO - Epoch [144][2800/3405] lr: 1.045e-04, eta: 2:37:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2547, loss: 1.2547 +2025-06-30 16:33:03,457 - pyskl - INFO - Epoch [144][2900/3405] lr: 1.035e-04, eta: 2:36:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2336, loss: 1.2336 +2025-06-30 16:33:47,871 - pyskl - INFO - Epoch [144][3000/3405] lr: 1.025e-04, eta: 2:36:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2386, loss: 1.2386 +2025-06-30 16:34:32,141 - pyskl - INFO - Epoch [144][3100/3405] lr: 1.015e-04, eta: 2:35:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2389, loss: 1.2389 +2025-06-30 16:35:16,427 - pyskl - INFO - Epoch [144][3200/3405] lr: 1.006e-04, eta: 2:34:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2573, loss: 1.2573 +2025-06-30 16:36:00,744 - pyskl - INFO - Epoch [144][3300/3405] lr: 9.959e-05, eta: 2:33:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2548, loss: 1.2548 +2025-06-30 16:36:45,154 - pyskl - INFO - Epoch [144][3400/3405] lr: 9.862e-05, eta: 2:33:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2417, loss: 1.2417 +2025-06-30 16:36:47,790 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-06-30 16:40:40,002 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 16:40:40,551 - pyskl - INFO - +top1_acc 0.9008 +top5_acc 0.9795 +2025-06-30 16:40:40,571 - pyskl - INFO - Epoch(val) [144][3718] top1_acc: 0.9008, top5_acc: 0.9795 +2025-06-30 16:41:47,965 - pyskl - INFO - Epoch [145][100/3405] lr: 9.761e-05, eta: 2:32:24, time: 0.674, data_time: 0.230, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2262, loss: 1.2262 +2025-06-30 16:42:32,517 - pyskl - INFO - Epoch [145][200/3405] lr: 9.666e-05, eta: 2:31:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2397, loss: 1.2397 +2025-06-30 16:43:16,897 - pyskl - INFO - Epoch [145][300/3405] lr: 9.571e-05, eta: 2:30:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3060, loss: 1.3060 +2025-06-30 16:44:01,215 - pyskl - INFO - Epoch [145][400/3405] lr: 9.476e-05, eta: 2:30:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2393, loss: 1.2393 +2025-06-30 16:44:45,634 - pyskl - INFO - Epoch [145][500/3405] lr: 9.382e-05, eta: 2:29:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2556, loss: 1.2556 +2025-06-30 16:45:30,170 - pyskl - INFO - Epoch [145][600/3405] lr: 9.288e-05, eta: 2:28:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2431, loss: 1.2431 +2025-06-30 16:46:14,486 - pyskl - INFO - Epoch [145][700/3405] lr: 9.194e-05, eta: 2:27:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2366, loss: 1.2366 +2025-06-30 16:46:59,128 - pyskl - INFO - Epoch [145][800/3405] lr: 9.102e-05, eta: 2:27:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2115, loss: 1.2115 +2025-06-30 16:47:43,879 - pyskl - INFO - Epoch [145][900/3405] lr: 9.009e-05, eta: 2:26:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2066, loss: 1.2066 +2025-06-30 16:48:28,505 - pyskl - INFO - Epoch [145][1000/3405] lr: 8.917e-05, eta: 2:25:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2090, loss: 1.2090 +2025-06-30 16:49:12,974 - pyskl - INFO - Epoch [145][1100/3405] lr: 8.826e-05, eta: 2:24:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2465, loss: 1.2465 +2025-06-30 16:49:57,353 - pyskl - INFO - Epoch [145][1200/3405] lr: 8.735e-05, eta: 2:24:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2931, loss: 1.2931 +2025-06-30 16:50:41,770 - pyskl - INFO - Epoch [145][1300/3405] lr: 8.644e-05, eta: 2:23:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1862, loss: 1.1862 +2025-06-30 16:51:26,165 - pyskl - INFO - Epoch [145][1400/3405] lr: 8.554e-05, eta: 2:22:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2644, loss: 1.2644 +2025-06-30 16:52:10,570 - pyskl - INFO - Epoch [145][1500/3405] lr: 8.465e-05, eta: 2:21:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2194, loss: 1.2194 +2025-06-30 16:52:54,968 - pyskl - INFO - Epoch [145][1600/3405] lr: 8.376e-05, eta: 2:21:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2601, loss: 1.2601 +2025-06-30 16:53:39,266 - pyskl - INFO - Epoch [145][1700/3405] lr: 8.287e-05, eta: 2:20:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2493, loss: 1.2493 +2025-06-30 16:54:23,680 - pyskl - INFO - Epoch [145][1800/3405] lr: 8.199e-05, eta: 2:19:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2334, loss: 1.2334 +2025-06-30 16:55:08,162 - pyskl - INFO - Epoch [145][1900/3405] lr: 8.111e-05, eta: 2:18:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2641, loss: 1.2641 +2025-06-30 16:55:52,411 - pyskl - INFO - Epoch [145][2000/3405] lr: 8.024e-05, eta: 2:18:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2478, loss: 1.2478 +2025-06-30 16:56:36,849 - pyskl - INFO - Epoch [145][2100/3405] lr: 7.937e-05, eta: 2:17:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2428, loss: 1.2428 +2025-06-30 16:57:21,533 - pyskl - INFO - Epoch [145][2200/3405] lr: 7.851e-05, eta: 2:16:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2255, loss: 1.2255 +2025-06-30 16:58:05,818 - pyskl - INFO - Epoch [145][2300/3405] lr: 7.765e-05, eta: 2:15:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2683, loss: 1.2683 +2025-06-30 16:58:50,188 - pyskl - INFO - Epoch [145][2400/3405] lr: 7.680e-05, eta: 2:15:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2355, loss: 1.2355 +2025-06-30 16:59:34,628 - pyskl - INFO - Epoch [145][2500/3405] lr: 7.595e-05, eta: 2:14:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2392, loss: 1.2392 +2025-06-30 17:00:19,032 - pyskl - INFO - Epoch [145][2600/3405] lr: 7.511e-05, eta: 2:13:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2191, loss: 1.2191 +2025-06-30 17:01:03,315 - pyskl - INFO - Epoch [145][2700/3405] lr: 7.427e-05, eta: 2:12:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2421, loss: 1.2421 +2025-06-30 17:01:47,553 - pyskl - INFO - Epoch [145][2800/3405] lr: 7.343e-05, eta: 2:12:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2357, loss: 1.2357 +2025-06-30 17:02:31,912 - pyskl - INFO - Epoch [145][2900/3405] lr: 7.260e-05, eta: 2:11:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2421, loss: 1.2421 +2025-06-30 17:03:16,325 - pyskl - INFO - Epoch [145][3000/3405] lr: 7.178e-05, eta: 2:10:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2374, loss: 1.2374 +2025-06-30 17:04:00,534 - pyskl - INFO - Epoch [145][3100/3405] lr: 7.096e-05, eta: 2:09:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1926, loss: 1.1926 +2025-06-30 17:04:44,728 - pyskl - INFO - Epoch [145][3200/3405] lr: 7.014e-05, eta: 2:09:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2664, loss: 1.2664 +2025-06-30 17:05:29,047 - pyskl - INFO - Epoch [145][3300/3405] lr: 6.933e-05, eta: 2:08:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2399, loss: 1.2399 +2025-06-30 17:06:13,338 - pyskl - INFO - Epoch [145][3400/3405] lr: 6.852e-05, eta: 2:07:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2171, loss: 1.2171 +2025-06-30 17:06:15,909 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-06-30 17:25:19,032 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 17:25:19,586 - pyskl - INFO - +top1_acc 0.8983 +top5_acc 0.9789 +2025-06-30 17:25:19,608 - pyskl - INFO - Epoch(val) [145][3718] top1_acc: 0.8983, top5_acc: 0.9789 +2025-06-30 17:26:27,344 - pyskl - INFO - Epoch [146][100/3405] lr: 6.768e-05, eta: 2:06:52, time: 0.677, data_time: 0.234, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2752, loss: 1.2752 +2025-06-30 17:27:11,879 - pyskl - INFO - Epoch [146][200/3405] lr: 6.689e-05, eta: 2:06:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2329, loss: 1.2329 +2025-06-30 17:27:56,274 - pyskl - INFO - Epoch [146][300/3405] lr: 6.609e-05, eta: 2:05:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2328, loss: 1.2328 +2025-06-30 17:28:40,744 - pyskl - INFO - Epoch [146][400/3405] lr: 6.531e-05, eta: 2:04:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2981, loss: 1.2981 +2025-06-30 17:29:25,087 - pyskl - INFO - Epoch [146][500/3405] lr: 6.452e-05, eta: 2:03:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2528, loss: 1.2528 +2025-06-30 17:30:09,337 - pyskl - INFO - Epoch [146][600/3405] lr: 6.375e-05, eta: 2:03:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2641, loss: 1.2641 +2025-06-30 17:30:53,634 - pyskl - INFO - Epoch [146][700/3405] lr: 6.297e-05, eta: 2:02:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2136, loss: 1.2136 +2025-06-30 17:31:38,008 - pyskl - INFO - Epoch [146][800/3405] lr: 6.221e-05, eta: 2:01:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2911, loss: 1.2911 +2025-06-30 17:32:22,326 - pyskl - INFO - Epoch [146][900/3405] lr: 6.144e-05, eta: 2:00:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2632, loss: 1.2632 +2025-06-30 17:33:06,583 - pyskl - INFO - Epoch [146][1000/3405] lr: 6.068e-05, eta: 2:00:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2286, loss: 1.2286 +2025-06-30 17:33:50,793 - pyskl - INFO - Epoch [146][1100/3405] lr: 5.993e-05, eta: 1:59:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2447, loss: 1.2447 +2025-06-30 17:34:35,090 - pyskl - INFO - Epoch [146][1200/3405] lr: 5.918e-05, eta: 1:58:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2507, loss: 1.2507 +2025-06-30 17:35:19,430 - pyskl - INFO - Epoch [146][1300/3405] lr: 5.843e-05, eta: 1:57:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2370, loss: 1.2370 +2025-06-30 17:36:03,744 - pyskl - INFO - Epoch [146][1400/3405] lr: 5.769e-05, eta: 1:57:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2220, loss: 1.2220 +2025-06-30 17:36:48,081 - pyskl - INFO - Epoch [146][1500/3405] lr: 5.696e-05, eta: 1:56:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2496, loss: 1.2496 +2025-06-30 17:37:32,586 - pyskl - INFO - Epoch [146][1600/3405] lr: 5.623e-05, eta: 1:55:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2138, loss: 1.2138 +2025-06-30 17:38:17,074 - pyskl - INFO - Epoch [146][1700/3405] lr: 5.550e-05, eta: 1:54:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2559, loss: 1.2559 +2025-06-30 17:39:01,411 - pyskl - INFO - Epoch [146][1800/3405] lr: 5.478e-05, eta: 1:54:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2515, loss: 1.2515 +2025-06-30 17:39:45,860 - pyskl - INFO - Epoch [146][1900/3405] lr: 5.406e-05, eta: 1:53:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2269, loss: 1.2269 +2025-06-30 17:40:30,277 - pyskl - INFO - Epoch [146][2000/3405] lr: 5.335e-05, eta: 1:52:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2360, loss: 1.2360 +2025-06-30 17:41:14,777 - pyskl - INFO - Epoch [146][2100/3405] lr: 5.264e-05, eta: 1:51:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2676, loss: 1.2676 +2025-06-30 17:41:59,214 - pyskl - INFO - Epoch [146][2200/3405] lr: 5.194e-05, eta: 1:51:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2492, loss: 1.2492 +2025-06-30 17:42:43,511 - pyskl - INFO - Epoch [146][2300/3405] lr: 5.124e-05, eta: 1:50:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2554, loss: 1.2554 +2025-06-30 17:43:27,900 - pyskl - INFO - Epoch [146][2400/3405] lr: 5.055e-05, eta: 1:49:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2202, loss: 1.2202 +2025-06-30 17:44:12,083 - pyskl - INFO - Epoch [146][2500/3405] lr: 4.986e-05, eta: 1:48:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2306, loss: 1.2306 +2025-06-30 17:44:56,429 - pyskl - INFO - Epoch [146][2600/3405] lr: 4.918e-05, eta: 1:48:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2601, loss: 1.2601 +2025-06-30 17:45:41,177 - pyskl - INFO - Epoch [146][2700/3405] lr: 4.850e-05, eta: 1:47:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2353, loss: 1.2353 +2025-06-30 17:46:25,648 - pyskl - INFO - Epoch [146][2800/3405] lr: 4.782e-05, eta: 1:46:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1802, loss: 1.1802 +2025-06-30 17:47:10,127 - pyskl - INFO - Epoch [146][2900/3405] lr: 4.716e-05, eta: 1:45:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2226, loss: 1.2226 +2025-06-30 17:47:54,740 - pyskl - INFO - Epoch [146][3000/3405] lr: 4.649e-05, eta: 1:45:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2365, loss: 1.2365 +2025-06-30 17:48:39,192 - pyskl - INFO - Epoch [146][3100/3405] lr: 4.583e-05, eta: 1:44:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2493, loss: 1.2493 +2025-06-30 17:49:23,570 - pyskl - INFO - Epoch [146][3200/3405] lr: 4.517e-05, eta: 1:43:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2080, loss: 1.2080 +2025-06-30 17:50:07,952 - pyskl - INFO - Epoch [146][3300/3405] lr: 4.452e-05, eta: 1:42:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2197, loss: 1.2197 +2025-06-30 17:50:52,262 - pyskl - INFO - Epoch [146][3400/3405] lr: 4.388e-05, eta: 1:42:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2250, loss: 1.2250 +2025-06-30 17:50:54,846 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-06-30 17:54:47,091 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 17:54:47,642 - pyskl - INFO - +top1_acc 0.9016 +top5_acc 0.9795 +2025-06-30 17:54:47,666 - pyskl - INFO - Epoch(val) [146][3718] top1_acc: 0.9016, top5_acc: 0.9795 +2025-06-30 17:55:55,098 - pyskl - INFO - Epoch [147][100/3405] lr: 4.320e-05, eta: 1:41:21, time: 0.674, data_time: 0.231, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2174, loss: 1.2174 +2025-06-30 17:56:39,332 - pyskl - INFO - Epoch [147][200/3405] lr: 4.257e-05, eta: 1:40:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2786, loss: 1.2786 +2025-06-30 17:57:23,544 - pyskl - INFO - Epoch [147][300/3405] lr: 4.194e-05, eta: 1:39:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2481, loss: 1.2481 +2025-06-30 17:58:07,892 - pyskl - INFO - Epoch [147][400/3405] lr: 4.131e-05, eta: 1:39:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2312, loss: 1.2312 +2025-06-30 17:58:52,292 - pyskl - INFO - Epoch [147][500/3405] lr: 4.069e-05, eta: 1:38:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2472, loss: 1.2472 +2025-06-30 17:59:36,639 - pyskl - INFO - Epoch [147][600/3405] lr: 4.007e-05, eta: 1:37:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2644, loss: 1.2644 +2025-06-30 18:00:20,946 - pyskl - INFO - Epoch [147][700/3405] lr: 3.946e-05, eta: 1:36:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2642, loss: 1.2642 +2025-06-30 18:01:05,274 - pyskl - INFO - Epoch [147][800/3405] lr: 3.885e-05, eta: 1:36:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2396, loss: 1.2396 +2025-06-30 18:01:49,525 - pyskl - INFO - Epoch [147][900/3405] lr: 3.825e-05, eta: 1:35:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2268, loss: 1.2268 +2025-06-30 18:02:33,767 - pyskl - INFO - Epoch [147][1000/3405] lr: 3.765e-05, eta: 1:34:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2638, loss: 1.2638 +2025-06-30 18:03:18,229 - pyskl - INFO - Epoch [147][1100/3405] lr: 3.705e-05, eta: 1:33:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2483, loss: 1.2483 +2025-06-30 18:04:02,638 - pyskl - INFO - Epoch [147][1200/3405] lr: 3.646e-05, eta: 1:33:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2429, loss: 1.2429 +2025-06-30 18:04:46,840 - pyskl - INFO - Epoch [147][1300/3405] lr: 3.588e-05, eta: 1:32:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2712, loss: 1.2712 +2025-06-30 18:05:31,053 - pyskl - INFO - Epoch [147][1400/3405] lr: 3.530e-05, eta: 1:31:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2382, loss: 1.2382 +2025-06-30 18:06:15,526 - pyskl - INFO - Epoch [147][1500/3405] lr: 3.472e-05, eta: 1:30:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2728, loss: 1.2728 +2025-06-30 18:06:59,968 - pyskl - INFO - Epoch [147][1600/3405] lr: 3.415e-05, eta: 1:30:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2335, loss: 1.2335 +2025-06-30 18:07:44,495 - pyskl - INFO - Epoch [147][1700/3405] lr: 3.359e-05, eta: 1:29:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1951, loss: 1.1951 +2025-06-30 18:08:28,787 - pyskl - INFO - Epoch [147][1800/3405] lr: 3.303e-05, eta: 1:28:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2092, loss: 1.2092 +2025-06-30 18:09:13,067 - pyskl - INFO - Epoch [147][1900/3405] lr: 3.247e-05, eta: 1:27:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2470, loss: 1.2470 +2025-06-30 18:09:57,285 - pyskl - INFO - Epoch [147][2000/3405] lr: 3.192e-05, eta: 1:27:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1724, loss: 1.1724 +2025-06-30 18:10:41,567 - pyskl - INFO - Epoch [147][2100/3405] lr: 3.137e-05, eta: 1:26:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2927, loss: 1.2927 +2025-06-30 18:11:25,872 - pyskl - INFO - Epoch [147][2200/3405] lr: 3.083e-05, eta: 1:25:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2374, loss: 1.2374 +2025-06-30 18:12:10,205 - pyskl - INFO - Epoch [147][2300/3405] lr: 3.029e-05, eta: 1:24:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2691, loss: 1.2691 +2025-06-30 18:12:54,432 - pyskl - INFO - Epoch [147][2400/3405] lr: 2.976e-05, eta: 1:24:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2512, loss: 1.2512 +2025-06-30 18:13:38,742 - pyskl - INFO - Epoch [147][2500/3405] lr: 2.923e-05, eta: 1:23:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2281, loss: 1.2281 +2025-06-30 18:14:23,056 - pyskl - INFO - Epoch [147][2600/3405] lr: 2.871e-05, eta: 1:22:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2346, loss: 1.2346 +2025-06-30 18:15:07,351 - pyskl - INFO - Epoch [147][2700/3405] lr: 2.819e-05, eta: 1:21:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1933, loss: 1.1933 +2025-06-30 18:15:51,858 - pyskl - INFO - Epoch [147][2800/3405] lr: 2.768e-05, eta: 1:21:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2648, loss: 1.2648 +2025-06-30 18:16:36,281 - pyskl - INFO - Epoch [147][2900/3405] lr: 2.717e-05, eta: 1:20:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2281, loss: 1.2281 +2025-06-30 18:17:20,560 - pyskl - INFO - Epoch [147][3000/3405] lr: 2.666e-05, eta: 1:19:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2322, loss: 1.2322 +2025-06-30 18:18:04,815 - pyskl - INFO - Epoch [147][3100/3405] lr: 2.617e-05, eta: 1:18:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2361, loss: 1.2361 +2025-06-30 18:18:49,084 - pyskl - INFO - Epoch [147][3200/3405] lr: 2.567e-05, eta: 1:18:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2080, loss: 1.2080 +2025-06-30 18:19:33,359 - pyskl - INFO - Epoch [147][3300/3405] lr: 2.518e-05, eta: 1:17:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1936, loss: 1.1936 +2025-06-30 18:20:17,876 - pyskl - INFO - Epoch [147][3400/3405] lr: 2.469e-05, eta: 1:16:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2386, loss: 1.2386 +2025-06-30 18:20:20,488 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-06-30 18:24:12,374 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 18:24:12,917 - pyskl - INFO - +top1_acc 0.9010 +top5_acc 0.9792 +2025-06-30 18:24:12,938 - pyskl - INFO - Epoch(val) [147][3718] top1_acc: 0.9010, top5_acc: 0.9792 +2025-06-30 18:25:19,873 - pyskl - INFO - Epoch [148][100/3405] lr: 2.419e-05, eta: 1:15:49, time: 0.669, data_time: 0.227, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2606, loss: 1.2606 +2025-06-30 18:26:04,088 - pyskl - INFO - Epoch [148][200/3405] lr: 2.371e-05, eta: 1:15:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2639, loss: 1.2639 +2025-06-30 18:26:48,355 - pyskl - INFO - Epoch [148][300/3405] lr: 2.324e-05, eta: 1:14:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2246, loss: 1.2246 +2025-06-30 18:27:32,562 - pyskl - INFO - Epoch [148][400/3405] lr: 2.278e-05, eta: 1:13:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2230, loss: 1.2230 +2025-06-30 18:28:16,883 - pyskl - INFO - Epoch [148][500/3405] lr: 2.232e-05, eta: 1:12:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2292, loss: 1.2292 +2025-06-30 18:29:01,265 - pyskl - INFO - Epoch [148][600/3405] lr: 2.186e-05, eta: 1:12:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1945, loss: 1.1945 +2025-06-30 18:29:45,532 - pyskl - INFO - Epoch [148][700/3405] lr: 2.141e-05, eta: 1:11:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2417, loss: 1.2417 +2025-06-30 18:30:29,811 - pyskl - INFO - Epoch [148][800/3405] lr: 2.096e-05, eta: 1:10:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2525, loss: 1.2525 +2025-06-30 18:31:14,068 - pyskl - INFO - Epoch [148][900/3405] lr: 2.052e-05, eta: 1:09:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2298, loss: 1.2298 +2025-06-30 18:31:58,400 - pyskl - INFO - Epoch [148][1000/3405] lr: 2.008e-05, eta: 1:09:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2198, loss: 1.2198 +2025-06-30 18:32:42,616 - pyskl - INFO - Epoch [148][1100/3405] lr: 1.965e-05, eta: 1:08:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2373, loss: 1.2373 +2025-06-30 18:33:26,931 - pyskl - INFO - Epoch [148][1200/3405] lr: 1.922e-05, eta: 1:07:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2587, loss: 1.2587 +2025-06-30 18:34:11,184 - pyskl - INFO - Epoch [148][1300/3405] lr: 1.879e-05, eta: 1:06:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2281, loss: 1.2281 +2025-06-30 18:34:55,463 - pyskl - INFO - Epoch [148][1400/3405] lr: 1.837e-05, eta: 1:06:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2264, loss: 1.2264 +2025-06-30 18:35:39,687 - pyskl - INFO - Epoch [148][1500/3405] lr: 1.796e-05, eta: 1:05:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1939, loss: 1.1939 +2025-06-30 18:36:23,926 - pyskl - INFO - Epoch [148][1600/3405] lr: 1.755e-05, eta: 1:04:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2106, loss: 1.2106 +2025-06-30 18:37:08,255 - pyskl - INFO - Epoch [148][1700/3405] lr: 1.714e-05, eta: 1:03:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2178, loss: 1.2178 +2025-06-30 18:37:52,627 - pyskl - INFO - Epoch [148][1800/3405] lr: 1.674e-05, eta: 1:03:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2365, loss: 1.2365 +2025-06-30 18:38:36,990 - pyskl - INFO - Epoch [148][1900/3405] lr: 1.635e-05, eta: 1:02:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2790, loss: 1.2790 +2025-06-30 18:39:21,296 - pyskl - INFO - Epoch [148][2000/3405] lr: 1.596e-05, eta: 1:01:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2141, loss: 1.2141 +2025-06-30 18:40:05,582 - pyskl - INFO - Epoch [148][2100/3405] lr: 1.557e-05, eta: 1:00:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2460, loss: 1.2460 +2025-06-30 18:40:50,254 - pyskl - INFO - Epoch [148][2200/3405] lr: 1.519e-05, eta: 1:00:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1995, loss: 1.1995 +2025-06-30 18:41:34,770 - pyskl - INFO - Epoch [148][2300/3405] lr: 1.481e-05, eta: 0:59:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2292, loss: 1.2292 +2025-06-30 18:42:19,339 - pyskl - INFO - Epoch [148][2400/3405] lr: 1.444e-05, eta: 0:58:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2153, loss: 1.2153 +2025-06-30 18:43:03,994 - pyskl - INFO - Epoch [148][2500/3405] lr: 1.408e-05, eta: 0:57:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2181, loss: 1.2181 +2025-06-30 18:43:48,280 - pyskl - INFO - Epoch [148][2600/3405] lr: 1.371e-05, eta: 0:57:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2557, loss: 1.2557 +2025-06-30 18:44:32,514 - pyskl - INFO - Epoch [148][2700/3405] lr: 1.336e-05, eta: 0:56:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2758, loss: 1.2758 +2025-06-30 18:45:16,803 - pyskl - INFO - Epoch [148][2800/3405] lr: 1.300e-05, eta: 0:55:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2265, loss: 1.2265 +2025-06-30 18:46:01,210 - pyskl - INFO - Epoch [148][2900/3405] lr: 1.265e-05, eta: 0:54:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2463, loss: 1.2463 +2025-06-30 18:46:45,639 - pyskl - INFO - Epoch [148][3000/3405] lr: 1.231e-05, eta: 0:54:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2642, loss: 1.2642 +2025-06-30 18:47:30,140 - pyskl - INFO - Epoch [148][3100/3405] lr: 1.197e-05, eta: 0:53:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2115, loss: 1.2115 +2025-06-30 18:48:14,583 - pyskl - INFO - Epoch [148][3200/3405] lr: 1.164e-05, eta: 0:52:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2411, loss: 1.2411 +2025-06-30 18:48:58,884 - pyskl - INFO - Epoch [148][3300/3405] lr: 1.131e-05, eta: 0:51:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2267, loss: 1.2267 +2025-06-30 18:49:43,217 - pyskl - INFO - Epoch [148][3400/3405] lr: 1.098e-05, eta: 0:51:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2434, loss: 1.2434 +2025-06-30 18:49:45,811 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-06-30 18:53:38,546 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 18:53:39,092 - pyskl - INFO - +top1_acc 0.9029 +top5_acc 0.9793 +2025-06-30 18:53:39,144 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_142.pth was removed +2025-06-30 18:53:40,179 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_148.pth. +2025-06-30 18:53:40,181 - pyskl - INFO - Best top1_acc is 0.9029 at 148 epoch. +2025-06-30 18:53:40,206 - pyskl - INFO - Epoch(val) [148][3718] top1_acc: 0.9029, top5_acc: 0.9793 +2025-06-30 18:54:47,178 - pyskl - INFO - Epoch [149][100/3405] lr: 1.065e-05, eta: 0:50:18, time: 0.670, data_time: 0.224, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2260, loss: 1.2260 +2025-06-30 18:55:31,529 - pyskl - INFO - Epoch [149][200/3405] lr: 1.033e-05, eta: 0:49:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1927, loss: 1.1927 +2025-06-30 18:56:15,861 - pyskl - INFO - Epoch [149][300/3405] lr: 1.002e-05, eta: 0:48:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2135, loss: 1.2135 +2025-06-30 18:57:00,214 - pyskl - INFO - Epoch [149][400/3405] lr: 9.718e-06, eta: 0:48:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2404, loss: 1.2404 +2025-06-30 18:57:44,536 - pyskl - INFO - Epoch [149][500/3405] lr: 9.417e-06, eta: 0:47:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2223, loss: 1.2223 +2025-06-30 18:58:28,865 - pyskl - INFO - Epoch [149][600/3405] lr: 9.121e-06, eta: 0:46:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2093, loss: 1.2093 +2025-06-30 18:59:13,183 - pyskl - INFO - Epoch [149][700/3405] lr: 8.830e-06, eta: 0:45:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2353, loss: 1.2353 +2025-06-30 18:59:57,542 - pyskl - INFO - Epoch [149][800/3405] lr: 8.543e-06, eta: 0:45:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2719, loss: 1.2719 +2025-06-30 19:00:42,079 - pyskl - INFO - Epoch [149][900/3405] lr: 8.261e-06, eta: 0:44:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2481, loss: 1.2481 +2025-06-30 19:01:26,624 - pyskl - INFO - Epoch [149][1000/3405] lr: 7.984e-06, eta: 0:43:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2041, loss: 1.2041 +2025-06-30 19:02:10,996 - pyskl - INFO - Epoch [149][1100/3405] lr: 7.712e-06, eta: 0:42:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2089, loss: 1.2089 +2025-06-30 19:02:55,383 - pyskl - INFO - Epoch [149][1200/3405] lr: 7.444e-06, eta: 0:42:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2657, loss: 1.2657 +2025-06-30 19:03:39,739 - pyskl - INFO - Epoch [149][1300/3405] lr: 7.181e-06, eta: 0:41:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2543, loss: 1.2543 +2025-06-30 19:04:24,145 - pyskl - INFO - Epoch [149][1400/3405] lr: 6.923e-06, eta: 0:40:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2498, loss: 1.2498 +2025-06-30 19:05:08,502 - pyskl - INFO - Epoch [149][1500/3405] lr: 6.669e-06, eta: 0:39:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2588, loss: 1.2588 +2025-06-30 19:05:52,845 - pyskl - INFO - Epoch [149][1600/3405] lr: 6.420e-06, eta: 0:39:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2628, loss: 1.2628 +2025-06-30 19:06:37,240 - pyskl - INFO - Epoch [149][1700/3405] lr: 6.176e-06, eta: 0:38:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2411, loss: 1.2411 +2025-06-30 19:07:21,549 - pyskl - INFO - Epoch [149][1800/3405] lr: 5.937e-06, eta: 0:37:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1868, loss: 1.1868 +2025-06-30 19:08:05,845 - pyskl - INFO - Epoch [149][1900/3405] lr: 5.703e-06, eta: 0:36:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2689, loss: 1.2689 +2025-06-30 19:08:50,235 - pyskl - INFO - Epoch [149][2000/3405] lr: 5.473e-06, eta: 0:36:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2263, loss: 1.2263 +2025-06-30 19:09:34,544 - pyskl - INFO - Epoch [149][2100/3405] lr: 5.248e-06, eta: 0:35:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2288, loss: 1.2288 +2025-06-30 19:10:18,804 - pyskl - INFO - Epoch [149][2200/3405] lr: 5.027e-06, eta: 0:34:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2064, loss: 1.2064 +2025-06-30 19:11:03,050 - pyskl - INFO - Epoch [149][2300/3405] lr: 4.812e-06, eta: 0:33:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2248, loss: 1.2248 +2025-06-30 19:11:47,287 - pyskl - INFO - Epoch [149][2400/3405] lr: 4.601e-06, eta: 0:33:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2019, loss: 1.2019 +2025-06-30 19:12:31,567 - pyskl - INFO - Epoch [149][2500/3405] lr: 4.394e-06, eta: 0:32:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2409, loss: 1.2409 +2025-06-30 19:13:16,460 - pyskl - INFO - Epoch [149][2600/3405] lr: 4.193e-06, eta: 0:31:33, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2301, loss: 1.2301 +2025-06-30 19:14:00,878 - pyskl - INFO - Epoch [149][2700/3405] lr: 3.996e-06, eta: 0:30:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2432, loss: 1.2432 +2025-06-30 19:14:45,065 - pyskl - INFO - Epoch [149][2800/3405] lr: 3.804e-06, eta: 0:30:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2073, loss: 1.2073 +2025-06-30 19:15:29,926 - pyskl - INFO - Epoch [149][2900/3405] lr: 3.617e-06, eta: 0:29:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2326, loss: 1.2326 +2025-06-30 19:16:14,476 - pyskl - INFO - Epoch [149][3000/3405] lr: 3.434e-06, eta: 0:28:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2306, loss: 1.2306 +2025-06-30 19:16:58,888 - pyskl - INFO - Epoch [149][3100/3405] lr: 3.256e-06, eta: 0:27:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2284, loss: 1.2284 +2025-06-30 19:17:43,394 - pyskl - INFO - Epoch [149][3200/3405] lr: 3.083e-06, eta: 0:27:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2259, loss: 1.2259 +2025-06-30 19:18:27,893 - pyskl - INFO - Epoch [149][3300/3405] lr: 2.915e-06, eta: 0:26:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2339, loss: 1.2339 +2025-06-30 19:19:12,450 - pyskl - INFO - Epoch [149][3400/3405] lr: 2.751e-06, eta: 0:25:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2699, loss: 1.2699 +2025-06-30 19:19:15,052 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-06-30 19:23:07,506 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 19:23:08,055 - pyskl - INFO - +top1_acc 0.9017 +top5_acc 0.9798 +2025-06-30 19:23:08,075 - pyskl - INFO - Epoch(val) [149][3718] top1_acc: 0.9017, top5_acc: 0.9798 +2025-06-30 19:24:15,255 - pyskl - INFO - Epoch [150][100/3405] lr: 2.584e-06, eta: 0:24:46, time: 0.672, data_time: 0.229, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1553, loss: 1.1553 +2025-06-30 19:24:59,519 - pyskl - INFO - Epoch [150][200/3405] lr: 2.430e-06, eta: 0:24:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1872, loss: 1.1872 +2025-06-30 19:25:43,925 - pyskl - INFO - Epoch [150][300/3405] lr: 2.281e-06, eta: 0:23:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2189, loss: 1.2189 +2025-06-30 19:26:28,413 - pyskl - INFO - Epoch [150][400/3405] lr: 2.137e-06, eta: 0:22:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2190, loss: 1.2190 +2025-06-30 19:27:12,815 - pyskl - INFO - Epoch [150][500/3405] lr: 1.997e-06, eta: 0:21:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2512, loss: 1.2512 +2025-06-30 19:27:57,118 - pyskl - INFO - Epoch [150][600/3405] lr: 1.862e-06, eta: 0:21:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2523, loss: 1.2523 +2025-06-30 19:28:41,409 - pyskl - INFO - Epoch [150][700/3405] lr: 1.731e-06, eta: 0:20:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2479, loss: 1.2479 +2025-06-30 19:29:25,723 - pyskl - INFO - Epoch [150][800/3405] lr: 1.606e-06, eta: 0:19:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2514, loss: 1.2514 +2025-06-30 19:30:10,073 - pyskl - INFO - Epoch [150][900/3405] lr: 1.485e-06, eta: 0:18:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2343, loss: 1.2343 +2025-06-30 19:30:54,403 - pyskl - INFO - Epoch [150][1000/3405] lr: 1.369e-06, eta: 0:18:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2023, loss: 1.2023 +2025-06-30 19:31:38,632 - pyskl - INFO - Epoch [150][1100/3405] lr: 1.257e-06, eta: 0:17:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1973, loss: 1.1973 +2025-06-30 19:32:22,886 - pyskl - INFO - Epoch [150][1200/3405] lr: 1.151e-06, eta: 0:16:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2156, loss: 1.2156 +2025-06-30 19:33:07,181 - pyskl - INFO - Epoch [150][1300/3405] lr: 1.049e-06, eta: 0:15:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2132, loss: 1.2132 +2025-06-30 19:33:51,482 - pyskl - INFO - Epoch [150][1400/3405] lr: 9.515e-07, eta: 0:15:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2124, loss: 1.2124 +2025-06-30 19:34:35,758 - pyskl - INFO - Epoch [150][1500/3405] lr: 8.590e-07, eta: 0:14:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2325, loss: 1.2325 +2025-06-30 19:35:20,023 - pyskl - INFO - Epoch [150][1600/3405] lr: 7.712e-07, eta: 0:13:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2333, loss: 1.2333 +2025-06-30 19:36:04,267 - pyskl - INFO - Epoch [150][1700/3405] lr: 6.882e-07, eta: 0:12:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2418, loss: 1.2418 +2025-06-30 19:36:48,484 - pyskl - INFO - Epoch [150][1800/3405] lr: 6.099e-07, eta: 0:12:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2503, loss: 1.2503 +2025-06-30 19:37:32,751 - pyskl - INFO - Epoch [150][1900/3405] lr: 5.363e-07, eta: 0:11:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2341, loss: 1.2341 +2025-06-30 19:38:17,207 - pyskl - INFO - Epoch [150][2000/3405] lr: 4.674e-07, eta: 0:10:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2111, loss: 1.2111 +2025-06-30 19:39:02,032 - pyskl - INFO - Epoch [150][2100/3405] lr: 4.033e-07, eta: 0:09:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2022, loss: 1.2022 +2025-06-30 19:39:46,588 - pyskl - INFO - Epoch [150][2200/3405] lr: 3.439e-07, eta: 0:09:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2356, loss: 1.2356 +2025-06-30 19:40:30,960 - pyskl - INFO - Epoch [150][2300/3405] lr: 2.892e-07, eta: 0:08:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2339, loss: 1.2339 +2025-06-30 19:41:15,297 - pyskl - INFO - Epoch [150][2400/3405] lr: 2.393e-07, eta: 0:07:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2500, loss: 1.2500 +2025-06-30 19:41:59,598 - pyskl - INFO - Epoch [150][2500/3405] lr: 1.941e-07, eta: 0:06:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2172, loss: 1.2172 +2025-06-30 19:42:43,933 - pyskl - INFO - Epoch [150][2600/3405] lr: 1.536e-07, eta: 0:06:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2549, loss: 1.2549 +2025-06-30 19:43:28,236 - pyskl - INFO - Epoch [150][2700/3405] lr: 1.179e-07, eta: 0:05:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2490, loss: 1.2490 +2025-06-30 19:44:12,455 - pyskl - INFO - Epoch [150][2800/3405] lr: 8.684e-08, eta: 0:04:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2088, loss: 1.2088 +2025-06-30 19:44:56,811 - pyskl - INFO - Epoch [150][2900/3405] lr: 6.054e-08, eta: 0:03:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2161, loss: 1.2161 +2025-06-30 19:45:41,280 - pyskl - INFO - Epoch [150][3000/3405] lr: 3.898e-08, eta: 0:03:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2134, loss: 1.2134 +2025-06-30 19:46:25,760 - pyskl - INFO - Epoch [150][3100/3405] lr: 2.214e-08, eta: 0:02:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2095, loss: 1.2095 +2025-06-30 19:47:10,370 - pyskl - INFO - Epoch [150][3200/3405] lr: 1.003e-08, eta: 0:01:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2022, loss: 1.2022 +2025-06-30 19:47:54,734 - pyskl - INFO - Epoch [150][3300/3405] lr: 2.657e-09, eta: 0:00:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2385, loss: 1.2385 +2025-06-30 19:48:39,008 - pyskl - INFO - Epoch [150][3400/3405] lr: 8.513e-12, eta: 0:00:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1934, loss: 1.1934 +2025-06-30 19:48:41,594 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-06-30 19:52:33,015 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 19:52:33,554 - pyskl - INFO - +top1_acc 0.9022 +top5_acc 0.9798 +2025-06-30 19:52:33,574 - pyskl - INFO - Epoch(val) [150][3718] top1_acc: 0.9022, top5_acc: 0.9798 +2025-06-30 19:52:45,396 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-06-30 20:25:47,588 - pyskl - INFO - Testing results of the last checkpoint +2025-06-30 20:25:47,588 - pyskl - INFO - top1_acc: 0.9046 +2025-06-30 20:25:47,588 - pyskl - INFO - top5_acc: 0.9805 +2025-06-30 20:25:47,589 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu120_xset/k_1/best_top1_acc_epoch_148.pth +2025-06-30 20:58:51,396 - pyskl - INFO - Testing results of the best checkpoint +2025-06-30 20:58:51,396 - pyskl - INFO - top1_acc: 0.9043 +2025-06-30 20:58:51,396 - pyskl - INFO - top5_acc: 0.9803 diff --git a/ntu120_xset/k_1/best_pred.pkl b/ntu120_xset/k_1/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..034d0511546c7b0cd33a9f59336977badc7661ee --- /dev/null +++ b/ntu120_xset/k_1/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e82ff2675c901ed8e478668088d247d35887735d7ecad5622a849d9da2547b8c +size 43580083 diff --git a/ntu120_xset/k_1/best_top1_acc_epoch_150.pth b/ntu120_xset/k_1/best_top1_acc_epoch_150.pth new file mode 100644 index 0000000000000000000000000000000000000000..32410c546453c04dedf08cc3983185e6b1c53af3 --- /dev/null +++ b/ntu120_xset/k_1/best_top1_acc_epoch_150.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:203e26f7c30a8897a8ba70c03daf809c7e3c63f1e9a5b6a64a0d0a6e02adbba9 +size 16390043 diff --git a/ntu120_xset/k_2/20250627_105452.log b/ntu120_xset/k_2/20250627_105452.log new file mode 100644 index 0000000000000000000000000000000000000000..3afed9007e59c482322d25941e96dc43d389297c --- /dev/null +++ b/ntu120_xset/k_2/20250627_105452.log @@ -0,0 +1,6350 @@ +2025-06-27 10:54:52,370 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-06-27 10:54:52,689 - pyskl - INFO - Config: modality = 'k' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu120_xset/k_2' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='k', + num_classes=120, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=120, + in_channels=384, + work_dir='./work_dirs/ntu120_xset/k_2', + interval_epoch=5, + weight_1=0.2, + weight_2=0.3)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-06-27 10:54:52,689 - pyskl - INFO - Set random seed to 1199489393, deterministic: False +2025-06-27 10:55:06,119 - pyskl - INFO - 54468 videos remain after valid thresholding +2025-06-27 10:55:15,380 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-06-27 10:55:15,423 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2 +2025-06-27 10:55:15,423 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-06-27 10:55:15,423 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-06-27 10:55:15,423 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2 by HardDiskBackend. +2025-06-27 10:56:24,768 - pyskl - INFO - Epoch [1][100/3405] lr: 2.500e-02, eta: 4 days, 2:21:29, time: 0.693, data_time: 0.231, memory: 13267, top1_acc: 0.0169, top5_acc: 0.0731, loss_cls: 11.7672, loss: 11.7672 +2025-06-27 10:57:10,475 - pyskl - INFO - Epoch [1][200/3405] lr: 2.500e-02, eta: 3 days, 9:34:47, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.0138, top5_acc: 0.0819, loss_cls: 10.9194, loss: 10.9194 +2025-06-27 10:57:56,123 - pyskl - INFO - Epoch [1][300/3405] lr: 2.500e-02, eta: 3 days, 3:57:02, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0187, top5_acc: 0.0794, loss_cls: 10.7602, loss: 10.7602 +2025-06-27 10:58:41,747 - pyskl - INFO - Epoch [1][400/3405] lr: 2.500e-02, eta: 3 days, 1:07:17, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0181, top5_acc: 0.0956, loss_cls: 10.6363, loss: 10.6363 +2025-06-27 10:59:27,374 - pyskl - INFO - Epoch [1][500/3405] lr: 2.500e-02, eta: 2 days, 23:25:09, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0213, top5_acc: 0.1075, loss_cls: 10.5916, loss: 10.5916 +2025-06-27 11:00:13,023 - pyskl - INFO - Epoch [1][600/3405] lr: 2.500e-02, eta: 2 days, 22:17:09, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0312, top5_acc: 0.1212, loss_cls: 10.4424, loss: 10.4424 +2025-06-27 11:00:58,698 - pyskl - INFO - Epoch [1][700/3405] lr: 2.500e-02, eta: 2 days, 21:28:39, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.0331, top5_acc: 0.1462, loss_cls: 10.3908, loss: 10.3908 +2025-06-27 11:01:44,372 - pyskl - INFO - Epoch [1][800/3405] lr: 2.500e-02, eta: 2 days, 20:52:05, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.0506, top5_acc: 0.1906, loss_cls: 10.1667, loss: 10.1667 +2025-06-27 11:02:29,992 - pyskl - INFO - Epoch [1][900/3405] lr: 2.500e-02, eta: 2 days, 20:22:59, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0575, top5_acc: 0.2087, loss_cls: 10.0223, loss: 10.0223 +2025-06-27 11:03:15,658 - pyskl - INFO - Epoch [1][1000/3405] lr: 2.500e-02, eta: 2 days, 19:59:55, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.0631, top5_acc: 0.2350, loss_cls: 9.8937, loss: 9.8937 +2025-06-27 11:04:01,312 - pyskl - INFO - Epoch [1][1100/3405] lr: 2.500e-02, eta: 2 days, 19:40:50, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.0525, top5_acc: 0.2462, loss_cls: 9.7541, loss: 9.7541 +2025-06-27 11:04:46,953 - pyskl - INFO - Epoch [1][1200/3405] lr: 2.500e-02, eta: 2 days, 19:24:42, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0719, top5_acc: 0.2750, loss_cls: 9.6030, loss: 9.6030 +2025-06-27 11:05:32,600 - pyskl - INFO - Epoch [1][1300/3405] lr: 2.500e-02, eta: 2 days, 19:10:58, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0719, top5_acc: 0.2856, loss_cls: 9.5316, loss: 9.5316 +2025-06-27 11:06:18,226 - pyskl - INFO - Epoch [1][1400/3405] lr: 2.500e-02, eta: 2 days, 18:58:58, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0813, top5_acc: 0.3256, loss_cls: 9.3077, loss: 9.3077 +2025-06-27 11:07:03,953 - pyskl - INFO - Epoch [1][1500/3405] lr: 2.500e-02, eta: 2 days, 18:49:02, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.0875, top5_acc: 0.3275, loss_cls: 9.2352, loss: 9.2352 +2025-06-27 11:07:49,607 - pyskl - INFO - Epoch [1][1600/3405] lr: 2.500e-02, eta: 2 days, 18:39:52, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.1031, top5_acc: 0.3581, loss_cls: 9.1030, loss: 9.1030 +2025-06-27 11:08:35,243 - pyskl - INFO - Epoch [1][1700/3405] lr: 2.500e-02, eta: 2 days, 18:31:36, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.1212, top5_acc: 0.3931, loss_cls: 8.9862, loss: 8.9862 +2025-06-27 11:09:20,912 - pyskl - INFO - Epoch [1][1800/3405] lr: 2.500e-02, eta: 2 days, 18:24:19, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.1131, top5_acc: 0.4031, loss_cls: 8.9092, loss: 8.9092 +2025-06-27 11:10:06,584 - pyskl - INFO - Epoch [1][1900/3405] lr: 2.500e-02, eta: 2 days, 18:17:43, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.1237, top5_acc: 0.4113, loss_cls: 8.8146, loss: 8.8146 +2025-06-27 11:10:52,210 - pyskl - INFO - Epoch [1][2000/3405] lr: 2.500e-02, eta: 2 days, 18:11:32, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.1412, top5_acc: 0.4394, loss_cls: 8.7432, loss: 8.7432 +2025-06-27 11:11:37,908 - pyskl - INFO - Epoch [1][2100/3405] lr: 2.500e-02, eta: 2 days, 18:06:09, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.1263, top5_acc: 0.4450, loss_cls: 8.7970, loss: 8.7970 +2025-06-27 11:12:23,607 - pyskl - INFO - Epoch [1][2200/3405] lr: 2.500e-02, eta: 2 days, 18:01:11, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.1537, top5_acc: 0.4631, loss_cls: 8.5847, loss: 8.5847 +2025-06-27 11:13:09,339 - pyskl - INFO - Epoch [1][2300/3405] lr: 2.500e-02, eta: 2 days, 17:56:42, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.1437, top5_acc: 0.4619, loss_cls: 8.6091, loss: 8.6091 +2025-06-27 11:13:55,096 - pyskl - INFO - Epoch [1][2400/3405] lr: 2.500e-02, eta: 2 days, 17:52:37, time: 0.458, data_time: 0.000, memory: 13267, top1_acc: 0.1756, top5_acc: 0.5125, loss_cls: 8.4303, loss: 8.4303 +2025-06-27 11:14:40,868 - pyskl - INFO - Epoch [1][2500/3405] lr: 2.500e-02, eta: 2 days, 17:48:52, time: 0.458, data_time: 0.000, memory: 13267, top1_acc: 0.1613, top5_acc: 0.4913, loss_cls: 8.4753, loss: 8.4753 +2025-06-27 11:15:26,570 - pyskl - INFO - Epoch [1][2600/3405] lr: 2.500e-02, eta: 2 days, 17:45:06, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.1550, top5_acc: 0.5131, loss_cls: 8.3721, loss: 8.3721 +2025-06-27 11:16:12,247 - pyskl - INFO - Epoch [1][2700/3405] lr: 2.500e-02, eta: 2 days, 17:41:29, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.1775, top5_acc: 0.5112, loss_cls: 8.3587, loss: 8.3587 +2025-06-27 11:16:58,012 - pyskl - INFO - Epoch [1][2800/3405] lr: 2.500e-02, eta: 2 days, 17:38:20, time: 0.458, data_time: 0.000, memory: 13267, top1_acc: 0.1956, top5_acc: 0.5325, loss_cls: 8.2168, loss: 8.2168 +2025-06-27 11:17:43,754 - pyskl - INFO - Epoch [1][2900/3405] lr: 2.500e-02, eta: 2 days, 17:35:18, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.1881, top5_acc: 0.5487, loss_cls: 8.1640, loss: 8.1640 +2025-06-27 11:18:29,690 - pyskl - INFO - Epoch [1][3000/3405] lr: 2.500e-02, eta: 2 days, 17:32:56, time: 0.459, data_time: 0.000, memory: 13267, top1_acc: 0.2094, top5_acc: 0.5575, loss_cls: 8.0702, loss: 8.0702 +2025-06-27 11:19:15,656 - pyskl - INFO - Epoch [1][3100/3405] lr: 2.500e-02, eta: 2 days, 17:30:47, time: 0.460, data_time: 0.000, memory: 13267, top1_acc: 0.2162, top5_acc: 0.5550, loss_cls: 8.0956, loss: 8.0956 +2025-06-27 11:20:01,391 - pyskl - INFO - Epoch [1][3200/3405] lr: 2.500e-02, eta: 2 days, 17:28:05, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.2188, top5_acc: 0.5875, loss_cls: 8.0398, loss: 8.0398 +2025-06-27 11:20:47,153 - pyskl - INFO - Epoch [1][3300/3405] lr: 2.500e-02, eta: 2 days, 17:25:35, time: 0.458, data_time: 0.000, memory: 13267, top1_acc: 0.2412, top5_acc: 0.6212, loss_cls: 7.8586, loss: 7.8586 +2025-06-27 11:21:32,874 - pyskl - INFO - Epoch [1][3400/3405] lr: 2.500e-02, eta: 2 days, 17:23:05, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.2550, top5_acc: 0.6288, loss_cls: 7.7391, loss: 7.7391 +2025-06-27 11:21:35,584 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-06-27 11:25:51,664 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 11:25:52,220 - pyskl - INFO - +top1_acc 0.2432 +top5_acc 0.6327 +2025-06-27 11:25:53,334 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-06-27 11:25:53,335 - pyskl - INFO - Best top1_acc is 0.2432 at 1 epoch. +2025-06-27 11:25:53,364 - pyskl - INFO - Epoch(val) [1][3718] top1_acc: 0.2432, top5_acc: 0.6327 +2025-06-27 11:27:02,804 - pyskl - INFO - Epoch [2][100/3405] lr: 2.500e-02, eta: 2 days, 18:12:15, time: 0.694, data_time: 0.234, memory: 13268, top1_acc: 0.2506, top5_acc: 0.6250, loss_cls: 7.7541, loss: 7.7541 +2025-06-27 11:27:49,103 - pyskl - INFO - Epoch [2][200/3405] lr: 2.500e-02, eta: 2 days, 18:09:51, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.2856, top5_acc: 0.6594, loss_cls: 7.6549, loss: 7.6549 +2025-06-27 11:28:35,351 - pyskl - INFO - Epoch [2][300/3405] lr: 2.500e-02, eta: 2 days, 18:07:25, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.2894, top5_acc: 0.6694, loss_cls: 7.5390, loss: 7.5390 +2025-06-27 11:29:21,499 - pyskl - INFO - Epoch [2][400/3405] lr: 2.500e-02, eta: 2 days, 18:04:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.2750, top5_acc: 0.6444, loss_cls: 7.6168, loss: 7.6168 +2025-06-27 11:30:07,603 - pyskl - INFO - Epoch [2][500/3405] lr: 2.500e-02, eta: 2 days, 18:02:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.2869, top5_acc: 0.6706, loss_cls: 7.5543, loss: 7.5543 +2025-06-27 11:30:53,652 - pyskl - INFO - Epoch [2][600/3405] lr: 2.500e-02, eta: 2 days, 17:59:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.3144, top5_acc: 0.6925, loss_cls: 7.4034, loss: 7.4034 +2025-06-27 11:31:39,746 - pyskl - INFO - Epoch [2][700/3405] lr: 2.500e-02, eta: 2 days, 17:57:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.3031, top5_acc: 0.6969, loss_cls: 7.3019, loss: 7.3019 +2025-06-27 11:32:25,829 - pyskl - INFO - Epoch [2][800/3405] lr: 2.500e-02, eta: 2 days, 17:54:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.3137, top5_acc: 0.7087, loss_cls: 7.3251, loss: 7.3251 +2025-06-27 11:33:11,941 - pyskl - INFO - Epoch [2][900/3405] lr: 2.500e-02, eta: 2 days, 17:52:44, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.3350, top5_acc: 0.7169, loss_cls: 7.1129, loss: 7.1129 +2025-06-27 11:33:57,944 - pyskl - INFO - Epoch [2][1000/3405] lr: 2.500e-02, eta: 2 days, 17:50:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.3294, top5_acc: 0.7075, loss_cls: 7.3259, loss: 7.3259 +2025-06-27 11:34:43,879 - pyskl - INFO - Epoch [2][1100/3405] lr: 2.500e-02, eta: 2 days, 17:47:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.3281, top5_acc: 0.7119, loss_cls: 7.2713, loss: 7.2713 +2025-06-27 11:35:29,790 - pyskl - INFO - Epoch [2][1200/3405] lr: 2.499e-02, eta: 2 days, 17:45:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.3694, top5_acc: 0.7388, loss_cls: 7.0887, loss: 7.0887 +2025-06-27 11:36:15,680 - pyskl - INFO - Epoch [2][1300/3405] lr: 2.499e-02, eta: 2 days, 17:43:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.3538, top5_acc: 0.7331, loss_cls: 7.1153, loss: 7.1153 +2025-06-27 11:37:01,792 - pyskl - INFO - Epoch [2][1400/3405] lr: 2.499e-02, eta: 2 days, 17:41:17, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.3675, top5_acc: 0.7388, loss_cls: 6.9677, loss: 6.9677 +2025-06-27 11:37:47,894 - pyskl - INFO - Epoch [2][1500/3405] lr: 2.499e-02, eta: 2 days, 17:39:25, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.3756, top5_acc: 0.7525, loss_cls: 7.0492, loss: 7.0492 +2025-06-27 11:38:34,102 - pyskl - INFO - Epoch [2][1600/3405] lr: 2.499e-02, eta: 2 days, 17:37:45, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.3800, top5_acc: 0.7500, loss_cls: 6.9114, loss: 6.9114 +2025-06-27 11:39:20,095 - pyskl - INFO - Epoch [2][1700/3405] lr: 2.499e-02, eta: 2 days, 17:35:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.3706, top5_acc: 0.7794, loss_cls: 6.8087, loss: 6.8087 +2025-06-27 11:40:06,068 - pyskl - INFO - Epoch [2][1800/3405] lr: 2.499e-02, eta: 2 days, 17:33:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.3762, top5_acc: 0.7681, loss_cls: 6.9141, loss: 6.9141 +2025-06-27 11:40:52,194 - pyskl - INFO - Epoch [2][1900/3405] lr: 2.499e-02, eta: 2 days, 17:32:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.3937, top5_acc: 0.7769, loss_cls: 6.7925, loss: 6.7925 +2025-06-27 11:41:38,353 - pyskl - INFO - Epoch [2][2000/3405] lr: 2.499e-02, eta: 2 days, 17:30:34, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.4006, top5_acc: 0.7631, loss_cls: 6.7374, loss: 6.7374 +2025-06-27 11:42:24,435 - pyskl - INFO - Epoch [2][2100/3405] lr: 2.499e-02, eta: 2 days, 17:28:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4194, top5_acc: 0.7894, loss_cls: 6.6632, loss: 6.6632 +2025-06-27 11:43:10,533 - pyskl - INFO - Epoch [2][2200/3405] lr: 2.499e-02, eta: 2 days, 17:27:16, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4031, top5_acc: 0.8006, loss_cls: 6.7146, loss: 6.7146 +2025-06-27 11:43:56,537 - pyskl - INFO - Epoch [2][2300/3405] lr: 2.499e-02, eta: 2 days, 17:25:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.4244, top5_acc: 0.8081, loss_cls: 6.4892, loss: 6.4892 +2025-06-27 11:44:42,665 - pyskl - INFO - Epoch [2][2400/3405] lr: 2.499e-02, eta: 2 days, 17:24:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4025, top5_acc: 0.7719, loss_cls: 6.6962, loss: 6.6962 +2025-06-27 11:45:28,720 - pyskl - INFO - Epoch [2][2500/3405] lr: 2.499e-02, eta: 2 days, 17:22:26, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.3912, top5_acc: 0.7681, loss_cls: 6.7134, loss: 6.7134 +2025-06-27 11:46:14,745 - pyskl - INFO - Epoch [2][2600/3405] lr: 2.499e-02, eta: 2 days, 17:20:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.4325, top5_acc: 0.7944, loss_cls: 6.5871, loss: 6.5871 +2025-06-27 11:47:00,754 - pyskl - INFO - Epoch [2][2700/3405] lr: 2.499e-02, eta: 2 days, 17:19:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.4062, top5_acc: 0.7969, loss_cls: 6.5804, loss: 6.5804 +2025-06-27 11:47:46,768 - pyskl - INFO - Epoch [2][2800/3405] lr: 2.499e-02, eta: 2 days, 17:17:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.4294, top5_acc: 0.7950, loss_cls: 6.5732, loss: 6.5732 +2025-06-27 11:48:32,883 - pyskl - INFO - Epoch [2][2900/3405] lr: 2.499e-02, eta: 2 days, 17:16:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4425, top5_acc: 0.8013, loss_cls: 6.5587, loss: 6.5587 +2025-06-27 11:49:18,966 - pyskl - INFO - Epoch [2][3000/3405] lr: 2.499e-02, eta: 2 days, 17:14:49, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4544, top5_acc: 0.8094, loss_cls: 6.3981, loss: 6.3981 +2025-06-27 11:50:04,963 - pyskl - INFO - Epoch [2][3100/3405] lr: 2.499e-02, eta: 2 days, 17:13:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.4394, top5_acc: 0.7837, loss_cls: 6.6152, loss: 6.6152 +2025-06-27 11:50:51,049 - pyskl - INFO - Epoch [2][3200/3405] lr: 2.499e-02, eta: 2 days, 17:11:55, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4688, top5_acc: 0.8163, loss_cls: 6.3622, loss: 6.3622 +2025-06-27 11:51:37,170 - pyskl - INFO - Epoch [2][3300/3405] lr: 2.499e-02, eta: 2 days, 17:10:35, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4894, top5_acc: 0.8300, loss_cls: 6.2191, loss: 6.2191 +2025-06-27 11:52:23,266 - pyskl - INFO - Epoch [2][3400/3405] lr: 2.499e-02, eta: 2 days, 17:09:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4800, top5_acc: 0.8213, loss_cls: 6.1952, loss: 6.1952 +2025-06-27 11:52:25,926 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-06-27 11:56:41,679 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 11:56:42,225 - pyskl - INFO - +top1_acc 0.4867 +top5_acc 0.8185 +2025-06-27 11:56:42,281 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_1.pth was removed +2025-06-27 11:56:43,522 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-06-27 11:56:43,523 - pyskl - INFO - Best top1_acc is 0.4867 at 2 epoch. +2025-06-27 11:56:43,548 - pyskl - INFO - Epoch(val) [2][3718] top1_acc: 0.4867, top5_acc: 0.8185 +2025-06-27 11:57:52,311 - pyskl - INFO - Epoch [3][100/3405] lr: 2.499e-02, eta: 2 days, 17:32:36, time: 0.688, data_time: 0.230, memory: 13268, top1_acc: 0.4763, top5_acc: 0.8256, loss_cls: 6.1302, loss: 6.1302 +2025-06-27 11:58:37,963 - pyskl - INFO - Epoch [3][200/3405] lr: 2.499e-02, eta: 2 days, 17:30:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4988, top5_acc: 0.8263, loss_cls: 6.2369, loss: 6.2369 +2025-06-27 11:59:23,692 - pyskl - INFO - Epoch [3][300/3405] lr: 2.499e-02, eta: 2 days, 17:28:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5012, top5_acc: 0.8431, loss_cls: 6.1308, loss: 6.1308 +2025-06-27 12:00:09,409 - pyskl - INFO - Epoch [3][400/3405] lr: 2.499e-02, eta: 2 days, 17:26:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4906, top5_acc: 0.8363, loss_cls: 6.2214, loss: 6.2214 +2025-06-27 12:00:55,101 - pyskl - INFO - Epoch [3][500/3405] lr: 2.499e-02, eta: 2 days, 17:24:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4900, top5_acc: 0.8325, loss_cls: 6.0922, loss: 6.0922 +2025-06-27 12:01:40,829 - pyskl - INFO - Epoch [3][600/3405] lr: 2.499e-02, eta: 2 days, 17:22:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4844, top5_acc: 0.8319, loss_cls: 6.0600, loss: 6.0600 +2025-06-27 12:02:26,516 - pyskl - INFO - Epoch [3][700/3405] lr: 2.499e-02, eta: 2 days, 17:20:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4869, top5_acc: 0.8450, loss_cls: 6.0704, loss: 6.0704 +2025-06-27 12:03:12,302 - pyskl - INFO - Epoch [3][800/3405] lr: 2.499e-02, eta: 2 days, 17:18:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5169, top5_acc: 0.8456, loss_cls: 6.0033, loss: 6.0033 +2025-06-27 12:03:58,089 - pyskl - INFO - Epoch [3][900/3405] lr: 2.499e-02, eta: 2 days, 17:16:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5219, top5_acc: 0.8475, loss_cls: 6.0858, loss: 6.0858 +2025-06-27 12:04:43,910 - pyskl - INFO - Epoch [3][1000/3405] lr: 2.499e-02, eta: 2 days, 17:14:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5081, top5_acc: 0.8469, loss_cls: 5.9999, loss: 5.9999 +2025-06-27 12:05:29,645 - pyskl - INFO - Epoch [3][1100/3405] lr: 2.499e-02, eta: 2 days, 17:13:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5012, top5_acc: 0.8319, loss_cls: 6.0404, loss: 6.0404 +2025-06-27 12:06:15,382 - pyskl - INFO - Epoch [3][1200/3405] lr: 2.498e-02, eta: 2 days, 17:11:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5094, top5_acc: 0.8538, loss_cls: 5.9646, loss: 5.9646 +2025-06-27 12:07:01,116 - pyskl - INFO - Epoch [3][1300/3405] lr: 2.498e-02, eta: 2 days, 17:09:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5400, top5_acc: 0.8575, loss_cls: 5.8584, loss: 5.8584 +2025-06-27 12:07:46,793 - pyskl - INFO - Epoch [3][1400/3405] lr: 2.498e-02, eta: 2 days, 17:07:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5250, top5_acc: 0.8562, loss_cls: 5.8918, loss: 5.8918 +2025-06-27 12:08:32,515 - pyskl - INFO - Epoch [3][1500/3405] lr: 2.498e-02, eta: 2 days, 17:06:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5450, top5_acc: 0.8556, loss_cls: 5.8640, loss: 5.8640 +2025-06-27 12:09:18,230 - pyskl - INFO - Epoch [3][1600/3405] lr: 2.498e-02, eta: 2 days, 17:04:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5206, top5_acc: 0.8469, loss_cls: 5.9392, loss: 5.9392 +2025-06-27 12:10:03,998 - pyskl - INFO - Epoch [3][1700/3405] lr: 2.498e-02, eta: 2 days, 17:02:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5613, top5_acc: 0.8662, loss_cls: 5.8057, loss: 5.8057 +2025-06-27 12:10:49,782 - pyskl - INFO - Epoch [3][1800/3405] lr: 2.498e-02, eta: 2 days, 17:01:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5531, top5_acc: 0.8606, loss_cls: 5.8312, loss: 5.8312 +2025-06-27 12:11:35,504 - pyskl - INFO - Epoch [3][1900/3405] lr: 2.498e-02, eta: 2 days, 16:59:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5144, top5_acc: 0.8625, loss_cls: 5.9947, loss: 5.9947 +2025-06-27 12:12:21,265 - pyskl - INFO - Epoch [3][2000/3405] lr: 2.498e-02, eta: 2 days, 16:57:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5375, top5_acc: 0.8662, loss_cls: 5.7472, loss: 5.7472 +2025-06-27 12:13:06,984 - pyskl - INFO - Epoch [3][2100/3405] lr: 2.498e-02, eta: 2 days, 16:56:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5556, top5_acc: 0.8638, loss_cls: 5.8244, loss: 5.8244 +2025-06-27 12:13:52,789 - pyskl - INFO - Epoch [3][2200/3405] lr: 2.498e-02, eta: 2 days, 16:54:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5906, top5_acc: 0.8738, loss_cls: 5.5947, loss: 5.5947 +2025-06-27 12:14:38,561 - pyskl - INFO - Epoch [3][2300/3405] lr: 2.498e-02, eta: 2 days, 16:53:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5450, top5_acc: 0.8606, loss_cls: 5.8088, loss: 5.8088 +2025-06-27 12:15:24,329 - pyskl - INFO - Epoch [3][2400/3405] lr: 2.498e-02, eta: 2 days, 16:51:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5400, top5_acc: 0.8675, loss_cls: 5.7622, loss: 5.7622 +2025-06-27 12:16:10,150 - pyskl - INFO - Epoch [3][2500/3405] lr: 2.498e-02, eta: 2 days, 16:50:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5563, top5_acc: 0.8762, loss_cls: 5.6620, loss: 5.6620 +2025-06-27 12:16:56,197 - pyskl - INFO - Epoch [3][2600/3405] lr: 2.498e-02, eta: 2 days, 16:49:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5763, top5_acc: 0.8656, loss_cls: 5.6013, loss: 5.6013 +2025-06-27 12:17:42,130 - pyskl - INFO - Epoch [3][2700/3405] lr: 2.498e-02, eta: 2 days, 16:47:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5450, top5_acc: 0.8650, loss_cls: 5.7111, loss: 5.7111 +2025-06-27 12:18:27,933 - pyskl - INFO - Epoch [3][2800/3405] lr: 2.498e-02, eta: 2 days, 16:46:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5394, top5_acc: 0.8706, loss_cls: 5.7287, loss: 5.7287 +2025-06-27 12:19:13,627 - pyskl - INFO - Epoch [3][2900/3405] lr: 2.498e-02, eta: 2 days, 16:44:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5619, top5_acc: 0.8681, loss_cls: 5.6215, loss: 5.6215 +2025-06-27 12:19:59,417 - pyskl - INFO - Epoch [3][3000/3405] lr: 2.498e-02, eta: 2 days, 16:43:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5525, top5_acc: 0.8750, loss_cls: 5.6194, loss: 5.6194 +2025-06-27 12:20:45,319 - pyskl - INFO - Epoch [3][3100/3405] lr: 2.498e-02, eta: 2 days, 16:42:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5656, top5_acc: 0.8731, loss_cls: 5.6273, loss: 5.6273 +2025-06-27 12:21:31,383 - pyskl - INFO - Epoch [3][3200/3405] lr: 2.498e-02, eta: 2 days, 16:41:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5569, top5_acc: 0.8788, loss_cls: 5.6156, loss: 5.6156 +2025-06-27 12:22:17,439 - pyskl - INFO - Epoch [3][3300/3405] lr: 2.498e-02, eta: 2 days, 16:39:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5531, top5_acc: 0.8638, loss_cls: 5.8092, loss: 5.8092 +2025-06-27 12:23:03,317 - pyskl - INFO - Epoch [3][3400/3405] lr: 2.498e-02, eta: 2 days, 16:38:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5544, top5_acc: 0.8588, loss_cls: 5.8262, loss: 5.8262 +2025-06-27 12:23:06,229 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-06-27 12:27:19,860 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 12:27:20,410 - pyskl - INFO - +top1_acc 0.5716 +top5_acc 0.8796 +2025-06-27 12:27:20,464 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_2.pth was removed +2025-06-27 12:27:21,526 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-06-27 12:27:21,527 - pyskl - INFO - Best top1_acc is 0.5716 at 3 epoch. +2025-06-27 12:27:21,555 - pyskl - INFO - Epoch(val) [3][3718] top1_acc: 0.5716, top5_acc: 0.8796 +2025-06-27 12:28:30,873 - pyskl - INFO - Epoch [4][100/3405] lr: 2.497e-02, eta: 2 days, 16:54:27, time: 0.693, data_time: 0.229, memory: 13268, top1_acc: 0.5600, top5_acc: 0.8694, loss_cls: 5.6143, loss: 5.6143 +2025-06-27 12:29:16,678 - pyskl - INFO - Epoch [4][200/3405] lr: 2.497e-02, eta: 2 days, 16:52:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5681, top5_acc: 0.8762, loss_cls: 5.6604, loss: 5.6604 +2025-06-27 12:30:02,513 - pyskl - INFO - Epoch [4][300/3405] lr: 2.497e-02, eta: 2 days, 16:51:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5731, top5_acc: 0.8819, loss_cls: 5.4960, loss: 5.4960 +2025-06-27 12:30:48,489 - pyskl - INFO - Epoch [4][400/3405] lr: 2.497e-02, eta: 2 days, 16:50:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5631, top5_acc: 0.8612, loss_cls: 5.6494, loss: 5.6494 +2025-06-27 12:31:34,237 - pyskl - INFO - Epoch [4][500/3405] lr: 2.497e-02, eta: 2 days, 16:48:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5719, top5_acc: 0.8788, loss_cls: 5.6146, loss: 5.6146 +2025-06-27 12:32:19,969 - pyskl - INFO - Epoch [4][600/3405] lr: 2.497e-02, eta: 2 days, 16:47:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5931, top5_acc: 0.8794, loss_cls: 5.6055, loss: 5.6055 +2025-06-27 12:33:05,768 - pyskl - INFO - Epoch [4][700/3405] lr: 2.497e-02, eta: 2 days, 16:45:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5656, top5_acc: 0.8869, loss_cls: 5.5855, loss: 5.5855 +2025-06-27 12:33:51,654 - pyskl - INFO - Epoch [4][800/3405] lr: 2.497e-02, eta: 2 days, 16:44:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5919, top5_acc: 0.8850, loss_cls: 5.4994, loss: 5.4994 +2025-06-27 12:34:37,394 - pyskl - INFO - Epoch [4][900/3405] lr: 2.497e-02, eta: 2 days, 16:42:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5831, top5_acc: 0.8744, loss_cls: 5.3881, loss: 5.3881 +2025-06-27 12:35:23,094 - pyskl - INFO - Epoch [4][1000/3405] lr: 2.497e-02, eta: 2 days, 16:41:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5850, top5_acc: 0.8819, loss_cls: 5.4749, loss: 5.4749 +2025-06-27 12:36:08,823 - pyskl - INFO - Epoch [4][1100/3405] lr: 2.497e-02, eta: 2 days, 16:40:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6294, top5_acc: 0.8975, loss_cls: 5.3238, loss: 5.3238 +2025-06-27 12:36:54,552 - pyskl - INFO - Epoch [4][1200/3405] lr: 2.497e-02, eta: 2 days, 16:38:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5962, top5_acc: 0.8875, loss_cls: 5.4689, loss: 5.4689 +2025-06-27 12:37:40,297 - pyskl - INFO - Epoch [4][1300/3405] lr: 2.497e-02, eta: 2 days, 16:37:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5594, top5_acc: 0.8856, loss_cls: 5.5070, loss: 5.5070 +2025-06-27 12:38:26,058 - pyskl - INFO - Epoch [4][1400/3405] lr: 2.497e-02, eta: 2 days, 16:35:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5931, top5_acc: 0.8856, loss_cls: 5.4532, loss: 5.4532 +2025-06-27 12:39:11,877 - pyskl - INFO - Epoch [4][1500/3405] lr: 2.497e-02, eta: 2 days, 16:34:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5731, top5_acc: 0.8950, loss_cls: 5.5175, loss: 5.5175 +2025-06-27 12:39:57,643 - pyskl - INFO - Epoch [4][1600/3405] lr: 2.497e-02, eta: 2 days, 16:33:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6100, top5_acc: 0.9000, loss_cls: 5.4040, loss: 5.4040 +2025-06-27 12:40:43,494 - pyskl - INFO - Epoch [4][1700/3405] lr: 2.497e-02, eta: 2 days, 16:31:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5975, top5_acc: 0.8894, loss_cls: 5.4492, loss: 5.4492 +2025-06-27 12:41:29,276 - pyskl - INFO - Epoch [4][1800/3405] lr: 2.497e-02, eta: 2 days, 16:30:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6100, top5_acc: 0.8856, loss_cls: 5.3948, loss: 5.3948 +2025-06-27 12:42:15,093 - pyskl - INFO - Epoch [4][1900/3405] lr: 2.497e-02, eta: 2 days, 16:29:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5900, top5_acc: 0.8888, loss_cls: 5.4210, loss: 5.4210 +2025-06-27 12:43:00,910 - pyskl - INFO - Epoch [4][2000/3405] lr: 2.496e-02, eta: 2 days, 16:28:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5962, top5_acc: 0.8994, loss_cls: 5.3584, loss: 5.3584 +2025-06-27 12:43:46,784 - pyskl - INFO - Epoch [4][2100/3405] lr: 2.496e-02, eta: 2 days, 16:26:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6025, top5_acc: 0.8850, loss_cls: 5.4139, loss: 5.4139 +2025-06-27 12:44:32,615 - pyskl - INFO - Epoch [4][2200/3405] lr: 2.496e-02, eta: 2 days, 16:25:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6175, top5_acc: 0.8956, loss_cls: 5.2786, loss: 5.2786 +2025-06-27 12:45:18,453 - pyskl - INFO - Epoch [4][2300/3405] lr: 2.496e-02, eta: 2 days, 16:24:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6138, top5_acc: 0.8969, loss_cls: 5.2549, loss: 5.2549 +2025-06-27 12:46:04,398 - pyskl - INFO - Epoch [4][2400/3405] lr: 2.496e-02, eta: 2 days, 16:23:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6406, top5_acc: 0.9019, loss_cls: 5.2148, loss: 5.2148 +2025-06-27 12:46:50,349 - pyskl - INFO - Epoch [4][2500/3405] lr: 2.496e-02, eta: 2 days, 16:21:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6094, top5_acc: 0.8938, loss_cls: 5.1999, loss: 5.1999 +2025-06-27 12:47:36,217 - pyskl - INFO - Epoch [4][2600/3405] lr: 2.496e-02, eta: 2 days, 16:20:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6181, top5_acc: 0.9087, loss_cls: 5.3605, loss: 5.3605 +2025-06-27 12:48:22,076 - pyskl - INFO - Epoch [4][2700/3405] lr: 2.496e-02, eta: 2 days, 16:19:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6112, top5_acc: 0.8900, loss_cls: 5.2493, loss: 5.2493 +2025-06-27 12:49:07,909 - pyskl - INFO - Epoch [4][2800/3405] lr: 2.496e-02, eta: 2 days, 16:18:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6181, top5_acc: 0.8969, loss_cls: 5.2279, loss: 5.2279 +2025-06-27 12:49:53,766 - pyskl - INFO - Epoch [4][2900/3405] lr: 2.496e-02, eta: 2 days, 16:17:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6100, top5_acc: 0.8931, loss_cls: 5.2548, loss: 5.2548 +2025-06-27 12:50:39,909 - pyskl - INFO - Epoch [4][3000/3405] lr: 2.496e-02, eta: 2 days, 16:16:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6194, top5_acc: 0.8906, loss_cls: 5.2168, loss: 5.2168 +2025-06-27 12:51:26,239 - pyskl - INFO - Epoch [4][3100/3405] lr: 2.496e-02, eta: 2 days, 16:15:16, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.6375, top5_acc: 0.9025, loss_cls: 5.2271, loss: 5.2271 +2025-06-27 12:52:12,416 - pyskl - INFO - Epoch [4][3200/3405] lr: 2.496e-02, eta: 2 days, 16:14:17, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6144, top5_acc: 0.9019, loss_cls: 5.2961, loss: 5.2961 +2025-06-27 12:52:58,590 - pyskl - INFO - Epoch [4][3300/3405] lr: 2.496e-02, eta: 2 days, 16:13:19, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6188, top5_acc: 0.8944, loss_cls: 5.2350, loss: 5.2350 +2025-06-27 12:53:44,612 - pyskl - INFO - Epoch [4][3400/3405] lr: 2.496e-02, eta: 2 days, 16:12:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6169, top5_acc: 0.8994, loss_cls: 5.3049, loss: 5.3049 +2025-06-27 12:53:47,269 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-06-27 12:58:02,179 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 12:58:02,720 - pyskl - INFO - +top1_acc 0.5834 +top5_acc 0.8819 +2025-06-27 12:58:02,772 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_3.pth was removed +2025-06-27 12:58:03,787 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-06-27 12:58:03,788 - pyskl - INFO - Best top1_acc is 0.5834 at 4 epoch. +2025-06-27 12:58:03,807 - pyskl - INFO - Epoch(val) [4][3718] top1_acc: 0.5834, top5_acc: 0.8819 +2025-06-27 12:59:12,638 - pyskl - INFO - Epoch [5][100/3405] lr: 2.496e-02, eta: 2 days, 16:23:31, time: 0.688, data_time: 0.229, memory: 13268, top1_acc: 0.6212, top5_acc: 0.9056, loss_cls: 5.1792, loss: 5.1792 +2025-06-27 12:59:58,598 - pyskl - INFO - Epoch [5][200/3405] lr: 2.495e-02, eta: 2 days, 16:22:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6344, top5_acc: 0.9025, loss_cls: 5.1251, loss: 5.1251 +2025-06-27 13:00:44,498 - pyskl - INFO - Epoch [5][300/3405] lr: 2.495e-02, eta: 2 days, 16:21:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6112, top5_acc: 0.9031, loss_cls: 5.2567, loss: 5.2567 +2025-06-27 13:01:30,380 - pyskl - INFO - Epoch [5][400/3405] lr: 2.495e-02, eta: 2 days, 16:19:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6262, top5_acc: 0.9038, loss_cls: 5.1707, loss: 5.1707 +2025-06-27 13:02:16,180 - pyskl - INFO - Epoch [5][500/3405] lr: 2.495e-02, eta: 2 days, 16:18:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6481, top5_acc: 0.9056, loss_cls: 5.0310, loss: 5.0310 +2025-06-27 13:03:01,969 - pyskl - INFO - Epoch [5][600/3405] lr: 2.495e-02, eta: 2 days, 16:17:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6338, top5_acc: 0.8969, loss_cls: 5.0939, loss: 5.0939 +2025-06-27 13:03:47,783 - pyskl - INFO - Epoch [5][700/3405] lr: 2.495e-02, eta: 2 days, 16:16:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6281, top5_acc: 0.9031, loss_cls: 5.2145, loss: 5.2145 +2025-06-27 13:04:33,588 - pyskl - INFO - Epoch [5][800/3405] lr: 2.495e-02, eta: 2 days, 16:14:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6225, top5_acc: 0.9075, loss_cls: 5.1517, loss: 5.1517 +2025-06-27 13:05:19,415 - pyskl - INFO - Epoch [5][900/3405] lr: 2.495e-02, eta: 2 days, 16:13:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6394, top5_acc: 0.8962, loss_cls: 5.1095, loss: 5.1095 +2025-06-27 13:06:05,209 - pyskl - INFO - Epoch [5][1000/3405] lr: 2.495e-02, eta: 2 days, 16:12:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6319, top5_acc: 0.9094, loss_cls: 5.1151, loss: 5.1151 +2025-06-27 13:06:50,996 - pyskl - INFO - Epoch [5][1100/3405] lr: 2.495e-02, eta: 2 days, 16:11:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6456, top5_acc: 0.9100, loss_cls: 5.0905, loss: 5.0905 +2025-06-27 13:07:36,767 - pyskl - INFO - Epoch [5][1200/3405] lr: 2.495e-02, eta: 2 days, 16:10:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6206, top5_acc: 0.9169, loss_cls: 5.1234, loss: 5.1234 +2025-06-27 13:08:22,566 - pyskl - INFO - Epoch [5][1300/3405] lr: 2.495e-02, eta: 2 days, 16:08:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6256, top5_acc: 0.9031, loss_cls: 5.0647, loss: 5.0647 +2025-06-27 13:09:08,374 - pyskl - INFO - Epoch [5][1400/3405] lr: 2.495e-02, eta: 2 days, 16:07:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6319, top5_acc: 0.9106, loss_cls: 5.0864, loss: 5.0864 +2025-06-27 13:09:54,177 - pyskl - INFO - Epoch [5][1500/3405] lr: 2.495e-02, eta: 2 days, 16:06:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6319, top5_acc: 0.9106, loss_cls: 5.1302, loss: 5.1302 +2025-06-27 13:10:40,009 - pyskl - INFO - Epoch [5][1600/3405] lr: 2.495e-02, eta: 2 days, 16:05:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6538, top5_acc: 0.9094, loss_cls: 5.0522, loss: 5.0522 +2025-06-27 13:11:25,820 - pyskl - INFO - Epoch [5][1700/3405] lr: 2.494e-02, eta: 2 days, 16:04:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6581, top5_acc: 0.9144, loss_cls: 5.0705, loss: 5.0705 +2025-06-27 13:12:11,551 - pyskl - INFO - Epoch [5][1800/3405] lr: 2.494e-02, eta: 2 days, 16:02:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6400, top5_acc: 0.9050, loss_cls: 5.0824, loss: 5.0824 +2025-06-27 13:12:57,273 - pyskl - INFO - Epoch [5][1900/3405] lr: 2.494e-02, eta: 2 days, 16:01:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6362, top5_acc: 0.9025, loss_cls: 5.1495, loss: 5.1495 +2025-06-27 13:13:43,042 - pyskl - INFO - Epoch [5][2000/3405] lr: 2.494e-02, eta: 2 days, 16:00:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6281, top5_acc: 0.8994, loss_cls: 5.1453, loss: 5.1453 +2025-06-27 13:14:28,786 - pyskl - INFO - Epoch [5][2100/3405] lr: 2.494e-02, eta: 2 days, 15:59:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.9144, loss_cls: 4.9106, loss: 4.9106 +2025-06-27 13:15:14,558 - pyskl - INFO - Epoch [5][2200/3405] lr: 2.494e-02, eta: 2 days, 15:58:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6462, top5_acc: 0.9081, loss_cls: 5.0820, loss: 5.0820 +2025-06-27 13:16:00,340 - pyskl - INFO - Epoch [5][2300/3405] lr: 2.494e-02, eta: 2 days, 15:56:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6475, top5_acc: 0.9181, loss_cls: 4.9609, loss: 4.9609 +2025-06-27 13:16:46,043 - pyskl - INFO - Epoch [5][2400/3405] lr: 2.494e-02, eta: 2 days, 15:55:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6512, top5_acc: 0.9131, loss_cls: 5.0483, loss: 5.0483 +2025-06-27 13:17:31,778 - pyskl - INFO - Epoch [5][2500/3405] lr: 2.494e-02, eta: 2 days, 15:54:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6525, top5_acc: 0.9031, loss_cls: 4.9696, loss: 4.9696 +2025-06-27 13:18:17,524 - pyskl - INFO - Epoch [5][2600/3405] lr: 2.494e-02, eta: 2 days, 15:53:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6412, top5_acc: 0.9181, loss_cls: 4.9827, loss: 4.9827 +2025-06-27 13:19:03,190 - pyskl - INFO - Epoch [5][2700/3405] lr: 2.494e-02, eta: 2 days, 15:52:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6525, top5_acc: 0.9125, loss_cls: 4.9462, loss: 4.9462 +2025-06-27 13:19:49,112 - pyskl - INFO - Epoch [5][2800/3405] lr: 2.494e-02, eta: 2 days, 15:51:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.9056, loss_cls: 5.1088, loss: 5.1088 +2025-06-27 13:20:35,035 - pyskl - INFO - Epoch [5][2900/3405] lr: 2.494e-02, eta: 2 days, 15:50:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.9137, loss_cls: 4.9977, loss: 4.9977 +2025-06-27 13:21:20,938 - pyskl - INFO - Epoch [5][3000/3405] lr: 2.493e-02, eta: 2 days, 15:48:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6419, top5_acc: 0.9094, loss_cls: 4.9718, loss: 4.9718 +2025-06-27 13:22:06,637 - pyskl - INFO - Epoch [5][3100/3405] lr: 2.493e-02, eta: 2 days, 15:47:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6581, top5_acc: 0.9181, loss_cls: 4.9504, loss: 4.9504 +2025-06-27 13:22:52,428 - pyskl - INFO - Epoch [5][3200/3405] lr: 2.493e-02, eta: 2 days, 15:46:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.9137, loss_cls: 5.0330, loss: 5.0330 +2025-06-27 13:23:38,116 - pyskl - INFO - Epoch [5][3300/3405] lr: 2.493e-02, eta: 2 days, 15:45:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6550, top5_acc: 0.9144, loss_cls: 4.9268, loss: 4.9268 +2025-06-27 13:24:23,760 - pyskl - INFO - Epoch [5][3400/3405] lr: 2.493e-02, eta: 2 days, 15:44:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6356, top5_acc: 0.9175, loss_cls: 4.7909, loss: 4.7909 +2025-06-27 13:24:26,323 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-06-27 13:43:05,385 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 13:43:05,924 - pyskl - INFO - +top1_acc 0.6081 +top5_acc 0.8936 +2025-06-27 13:43:05,975 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_4.pth was removed +2025-06-27 13:43:07,007 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-06-27 13:43:07,009 - pyskl - INFO - Best top1_acc is 0.6081 at 5 epoch. +2025-06-27 13:43:07,031 - pyskl - INFO - Epoch(val) [5][3718] top1_acc: 0.6081, top5_acc: 0.8936 +2025-06-27 13:44:15,846 - pyskl - INFO - Epoch [6][100/3405] lr: 2.493e-02, eta: 2 days, 15:53:08, time: 0.688, data_time: 0.228, memory: 13268, top1_acc: 0.6619, top5_acc: 0.9263, loss_cls: 4.8507, loss: 4.8507 +2025-06-27 13:45:01,837 - pyskl - INFO - Epoch [6][200/3405] lr: 2.493e-02, eta: 2 days, 15:52:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6456, top5_acc: 0.9113, loss_cls: 5.0644, loss: 5.0644 +2025-06-27 13:45:47,843 - pyskl - INFO - Epoch [6][300/3405] lr: 2.493e-02, eta: 2 days, 15:51:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6544, top5_acc: 0.9131, loss_cls: 4.9011, loss: 4.9011 +2025-06-27 13:46:33,821 - pyskl - INFO - Epoch [6][400/3405] lr: 2.493e-02, eta: 2 days, 15:49:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6481, top5_acc: 0.9256, loss_cls: 4.8310, loss: 4.8310 +2025-06-27 13:47:19,827 - pyskl - INFO - Epoch [6][500/3405] lr: 2.493e-02, eta: 2 days, 15:48:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9281, loss_cls: 4.7366, loss: 4.7366 +2025-06-27 13:48:05,856 - pyskl - INFO - Epoch [6][600/3405] lr: 2.493e-02, eta: 2 days, 15:47:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9400, loss_cls: 4.7488, loss: 4.7488 +2025-06-27 13:48:51,823 - pyskl - INFO - Epoch [6][700/3405] lr: 2.493e-02, eta: 2 days, 15:46:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9250, loss_cls: 4.7616, loss: 4.7616 +2025-06-27 13:49:37,845 - pyskl - INFO - Epoch [6][800/3405] lr: 2.492e-02, eta: 2 days, 15:45:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6731, top5_acc: 0.9331, loss_cls: 4.7624, loss: 4.7624 +2025-06-27 13:50:23,869 - pyskl - INFO - Epoch [6][900/3405] lr: 2.492e-02, eta: 2 days, 15:44:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.9062, loss_cls: 4.9514, loss: 4.9514 +2025-06-27 13:51:09,900 - pyskl - INFO - Epoch [6][1000/3405] lr: 2.492e-02, eta: 2 days, 15:43:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6713, top5_acc: 0.9300, loss_cls: 4.7606, loss: 4.7606 +2025-06-27 13:51:55,838 - pyskl - INFO - Epoch [6][1100/3405] lr: 2.492e-02, eta: 2 days, 15:42:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9300, loss_cls: 4.8225, loss: 4.8225 +2025-06-27 13:52:41,881 - pyskl - INFO - Epoch [6][1200/3405] lr: 2.492e-02, eta: 2 days, 15:41:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6569, top5_acc: 0.9231, loss_cls: 4.9348, loss: 4.9348 +2025-06-27 13:53:27,849 - pyskl - INFO - Epoch [6][1300/3405] lr: 2.492e-02, eta: 2 days, 15:40:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6581, top5_acc: 0.9069, loss_cls: 4.9195, loss: 4.9195 +2025-06-27 13:54:13,881 - pyskl - INFO - Epoch [6][1400/3405] lr: 2.492e-02, eta: 2 days, 15:39:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9281, loss_cls: 4.8610, loss: 4.8610 +2025-06-27 13:54:59,899 - pyskl - INFO - Epoch [6][1500/3405] lr: 2.492e-02, eta: 2 days, 15:38:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9275, loss_cls: 4.8184, loss: 4.8184 +2025-06-27 13:55:45,920 - pyskl - INFO - Epoch [6][1600/3405] lr: 2.492e-02, eta: 2 days, 15:37:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9087, loss_cls: 4.9153, loss: 4.9153 +2025-06-27 13:56:31,906 - pyskl - INFO - Epoch [6][1700/3405] lr: 2.492e-02, eta: 2 days, 15:36:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6613, top5_acc: 0.9100, loss_cls: 4.9729, loss: 4.9729 +2025-06-27 13:57:17,855 - pyskl - INFO - Epoch [6][1800/3405] lr: 2.492e-02, eta: 2 days, 15:35:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6575, top5_acc: 0.9200, loss_cls: 4.8175, loss: 4.8175 +2025-06-27 13:58:03,869 - pyskl - INFO - Epoch [6][1900/3405] lr: 2.492e-02, eta: 2 days, 15:34:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9306, loss_cls: 4.8157, loss: 4.8157 +2025-06-27 13:58:49,872 - pyskl - INFO - Epoch [6][2000/3405] lr: 2.491e-02, eta: 2 days, 15:33:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6425, top5_acc: 0.9225, loss_cls: 4.9063, loss: 4.9063 +2025-06-27 13:59:35,895 - pyskl - INFO - Epoch [6][2100/3405] lr: 2.491e-02, eta: 2 days, 15:32:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.9156, loss_cls: 4.8643, loss: 4.8643 +2025-06-27 14:00:21,898 - pyskl - INFO - Epoch [6][2200/3405] lr: 2.491e-02, eta: 2 days, 15:31:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9225, loss_cls: 4.7213, loss: 4.7213 +2025-06-27 14:01:07,870 - pyskl - INFO - Epoch [6][2300/3405] lr: 2.491e-02, eta: 2 days, 15:30:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6681, top5_acc: 0.9156, loss_cls: 4.8641, loss: 4.8641 +2025-06-27 14:01:53,838 - pyskl - INFO - Epoch [6][2400/3405] lr: 2.491e-02, eta: 2 days, 15:29:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6750, top5_acc: 0.9213, loss_cls: 4.8500, loss: 4.8500 +2025-06-27 14:02:39,823 - pyskl - INFO - Epoch [6][2500/3405] lr: 2.491e-02, eta: 2 days, 15:28:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9219, loss_cls: 4.7717, loss: 4.7717 +2025-06-27 14:03:25,801 - pyskl - INFO - Epoch [6][2600/3405] lr: 2.491e-02, eta: 2 days, 15:27:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6581, top5_acc: 0.9287, loss_cls: 4.7381, loss: 4.7381 +2025-06-27 14:04:11,749 - pyskl - INFO - Epoch [6][2700/3405] lr: 2.491e-02, eta: 2 days, 15:26:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6613, top5_acc: 0.9087, loss_cls: 4.7965, loss: 4.7965 +2025-06-27 14:04:57,795 - pyskl - INFO - Epoch [6][2800/3405] lr: 2.491e-02, eta: 2 days, 15:25:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9319, loss_cls: 4.7827, loss: 4.7827 +2025-06-27 14:05:43,774 - pyskl - INFO - Epoch [6][2900/3405] lr: 2.491e-02, eta: 2 days, 15:24:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9256, loss_cls: 4.7024, loss: 4.7024 +2025-06-27 14:06:29,719 - pyskl - INFO - Epoch [6][3000/3405] lr: 2.491e-02, eta: 2 days, 15:23:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9413, loss_cls: 4.5774, loss: 4.5774 +2025-06-27 14:07:15,675 - pyskl - INFO - Epoch [6][3100/3405] lr: 2.490e-02, eta: 2 days, 15:22:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9294, loss_cls: 4.7468, loss: 4.7468 +2025-06-27 14:08:01,658 - pyskl - INFO - Epoch [6][3200/3405] lr: 2.490e-02, eta: 2 days, 15:21:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9256, loss_cls: 4.7645, loss: 4.7645 +2025-06-27 14:08:47,688 - pyskl - INFO - Epoch [6][3300/3405] lr: 2.490e-02, eta: 2 days, 15:20:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6656, top5_acc: 0.9144, loss_cls: 4.8539, loss: 4.8539 +2025-06-27 14:09:33,577 - pyskl - INFO - Epoch [6][3400/3405] lr: 2.490e-02, eta: 2 days, 15:19:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9337, loss_cls: 4.7996, loss: 4.7996 +2025-06-27 14:09:36,271 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-06-27 14:13:48,787 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 14:13:49,336 - pyskl - INFO - +top1_acc 0.6298 +top5_acc 0.9051 +2025-06-27 14:13:49,388 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_5.pth was removed +2025-06-27 14:13:50,436 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-06-27 14:13:50,437 - pyskl - INFO - Best top1_acc is 0.6298 at 6 epoch. +2025-06-27 14:13:50,458 - pyskl - INFO - Epoch(val) [6][3718] top1_acc: 0.6298, top5_acc: 0.9051 +2025-06-27 14:14:59,277 - pyskl - INFO - Epoch [7][100/3405] lr: 2.490e-02, eta: 2 days, 15:26:43, time: 0.688, data_time: 0.229, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9319, loss_cls: 4.7159, loss: 4.7159 +2025-06-27 14:15:45,200 - pyskl - INFO - Epoch [7][200/3405] lr: 2.490e-02, eta: 2 days, 15:25:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6700, top5_acc: 0.9250, loss_cls: 4.6224, loss: 4.6224 +2025-06-27 14:16:31,177 - pyskl - INFO - Epoch [7][300/3405] lr: 2.490e-02, eta: 2 days, 15:24:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9269, loss_cls: 4.6446, loss: 4.6446 +2025-06-27 14:17:17,190 - pyskl - INFO - Epoch [7][400/3405] lr: 2.490e-02, eta: 2 days, 15:23:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9344, loss_cls: 4.7469, loss: 4.7469 +2025-06-27 14:18:03,151 - pyskl - INFO - Epoch [7][500/3405] lr: 2.490e-02, eta: 2 days, 15:22:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9281, loss_cls: 4.6642, loss: 4.6642 +2025-06-27 14:18:49,123 - pyskl - INFO - Epoch [7][600/3405] lr: 2.490e-02, eta: 2 days, 15:21:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9356, loss_cls: 4.4982, loss: 4.4982 +2025-06-27 14:19:35,136 - pyskl - INFO - Epoch [7][700/3405] lr: 2.489e-02, eta: 2 days, 15:20:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9331, loss_cls: 4.7235, loss: 4.7235 +2025-06-27 14:20:21,075 - pyskl - INFO - Epoch [7][800/3405] lr: 2.489e-02, eta: 2 days, 15:19:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9244, loss_cls: 4.7843, loss: 4.7843 +2025-06-27 14:21:06,993 - pyskl - INFO - Epoch [7][900/3405] lr: 2.489e-02, eta: 2 days, 15:18:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9325, loss_cls: 4.5704, loss: 4.5704 +2025-06-27 14:21:52,970 - pyskl - INFO - Epoch [7][1000/3405] lr: 2.489e-02, eta: 2 days, 15:17:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9363, loss_cls: 4.5640, loss: 4.5640 +2025-06-27 14:22:38,882 - pyskl - INFO - Epoch [7][1100/3405] lr: 2.489e-02, eta: 2 days, 15:16:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9313, loss_cls: 4.6490, loss: 4.6490 +2025-06-27 14:23:24,786 - pyskl - INFO - Epoch [7][1200/3405] lr: 2.489e-02, eta: 2 days, 15:15:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9269, loss_cls: 4.6318, loss: 4.6318 +2025-06-27 14:24:10,729 - pyskl - INFO - Epoch [7][1300/3405] lr: 2.489e-02, eta: 2 days, 15:14:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6731, top5_acc: 0.9169, loss_cls: 4.7660, loss: 4.7660 +2025-06-27 14:24:56,755 - pyskl - INFO - Epoch [7][1400/3405] lr: 2.489e-02, eta: 2 days, 15:13:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9294, loss_cls: 4.5820, loss: 4.5820 +2025-06-27 14:25:42,661 - pyskl - INFO - Epoch [7][1500/3405] lr: 2.489e-02, eta: 2 days, 15:12:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9344, loss_cls: 4.5729, loss: 4.5729 +2025-06-27 14:26:28,550 - pyskl - INFO - Epoch [7][1600/3405] lr: 2.489e-02, eta: 2 days, 15:11:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9363, loss_cls: 4.6035, loss: 4.6035 +2025-06-27 14:27:14,514 - pyskl - INFO - Epoch [7][1700/3405] lr: 2.488e-02, eta: 2 days, 15:10:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9363, loss_cls: 4.5575, loss: 4.5575 +2025-06-27 14:28:00,492 - pyskl - INFO - Epoch [7][1800/3405] lr: 2.488e-02, eta: 2 days, 15:09:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9256, loss_cls: 4.5926, loss: 4.5926 +2025-06-27 14:28:46,452 - pyskl - INFO - Epoch [7][1900/3405] lr: 2.488e-02, eta: 2 days, 15:08:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9387, loss_cls: 4.6687, loss: 4.6687 +2025-06-27 14:29:32,393 - pyskl - INFO - Epoch [7][2000/3405] lr: 2.488e-02, eta: 2 days, 15:07:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9375, loss_cls: 4.7378, loss: 4.7378 +2025-06-27 14:30:18,352 - pyskl - INFO - Epoch [7][2100/3405] lr: 2.488e-02, eta: 2 days, 15:06:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9244, loss_cls: 4.6266, loss: 4.6266 +2025-06-27 14:31:04,238 - pyskl - INFO - Epoch [7][2200/3405] lr: 2.488e-02, eta: 2 days, 15:05:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9350, loss_cls: 4.6141, loss: 4.6141 +2025-06-27 14:31:50,200 - pyskl - INFO - Epoch [7][2300/3405] lr: 2.488e-02, eta: 2 days, 15:04:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9281, loss_cls: 4.7779, loss: 4.7779 +2025-06-27 14:32:36,214 - pyskl - INFO - Epoch [7][2400/3405] lr: 2.488e-02, eta: 2 days, 15:03:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9250, loss_cls: 4.6267, loss: 4.6267 +2025-06-27 14:33:22,224 - pyskl - INFO - Epoch [7][2500/3405] lr: 2.488e-02, eta: 2 days, 15:02:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9250, loss_cls: 4.6545, loss: 4.6545 +2025-06-27 14:34:08,240 - pyskl - INFO - Epoch [7][2600/3405] lr: 2.487e-02, eta: 2 days, 15:01:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9213, loss_cls: 4.7718, loss: 4.7718 +2025-06-27 14:34:54,293 - pyskl - INFO - Epoch [7][2700/3405] lr: 2.487e-02, eta: 2 days, 15:00:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9344, loss_cls: 4.6297, loss: 4.6297 +2025-06-27 14:35:40,565 - pyskl - INFO - Epoch [7][2800/3405] lr: 2.487e-02, eta: 2 days, 14:59:54, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9325, loss_cls: 4.5434, loss: 4.5434 +2025-06-27 14:36:26,570 - pyskl - INFO - Epoch [7][2900/3405] lr: 2.487e-02, eta: 2 days, 14:58:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9187, loss_cls: 4.7126, loss: 4.7126 +2025-06-27 14:37:12,675 - pyskl - INFO - Epoch [7][3000/3405] lr: 2.487e-02, eta: 2 days, 14:58:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9325, loss_cls: 4.5652, loss: 4.5652 +2025-06-27 14:37:58,868 - pyskl - INFO - Epoch [7][3100/3405] lr: 2.487e-02, eta: 2 days, 14:57:09, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9306, loss_cls: 4.5810, loss: 4.5810 +2025-06-27 14:38:44,905 - pyskl - INFO - Epoch [7][3200/3405] lr: 2.487e-02, eta: 2 days, 14:56:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9294, loss_cls: 4.6988, loss: 4.6988 +2025-06-27 14:39:31,052 - pyskl - INFO - Epoch [7][3300/3405] lr: 2.487e-02, eta: 2 days, 14:55:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9294, loss_cls: 4.7345, loss: 4.7345 +2025-06-27 14:40:17,030 - pyskl - INFO - Epoch [7][3400/3405] lr: 2.487e-02, eta: 2 days, 14:54:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9344, loss_cls: 4.5927, loss: 4.5927 +2025-06-27 14:40:19,697 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-06-27 14:44:32,444 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 14:44:32,988 - pyskl - INFO - +top1_acc 0.6623 +top5_acc 0.9187 +2025-06-27 14:44:33,044 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_6.pth was removed +2025-06-27 14:44:34,133 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-06-27 14:44:34,135 - pyskl - INFO - Best top1_acc is 0.6623 at 7 epoch. +2025-06-27 14:44:34,159 - pyskl - INFO - Epoch(val) [7][3718] top1_acc: 0.6623, top5_acc: 0.9187 +2025-06-27 14:45:43,326 - pyskl - INFO - Epoch [8][100/3405] lr: 2.486e-02, eta: 2 days, 15:00:26, time: 0.692, data_time: 0.230, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9387, loss_cls: 4.5662, loss: 4.5662 +2025-06-27 14:46:29,289 - pyskl - INFO - Epoch [8][200/3405] lr: 2.486e-02, eta: 2 days, 14:59:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9344, loss_cls: 4.5814, loss: 4.5814 +2025-06-27 14:47:15,159 - pyskl - INFO - Epoch [8][300/3405] lr: 2.486e-02, eta: 2 days, 14:58:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9344, loss_cls: 4.5361, loss: 4.5361 +2025-06-27 14:48:01,021 - pyskl - INFO - Epoch [8][400/3405] lr: 2.486e-02, eta: 2 days, 14:57:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9387, loss_cls: 4.2993, loss: 4.2993 +2025-06-27 14:48:46,864 - pyskl - INFO - Epoch [8][500/3405] lr: 2.486e-02, eta: 2 days, 14:56:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9363, loss_cls: 4.5617, loss: 4.5617 +2025-06-27 14:49:32,674 - pyskl - INFO - Epoch [8][600/3405] lr: 2.486e-02, eta: 2 days, 14:55:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9419, loss_cls: 4.5420, loss: 4.5420 +2025-06-27 14:50:18,564 - pyskl - INFO - Epoch [8][700/3405] lr: 2.486e-02, eta: 2 days, 14:54:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9369, loss_cls: 4.4252, loss: 4.4252 +2025-06-27 14:51:04,366 - pyskl - INFO - Epoch [8][800/3405] lr: 2.486e-02, eta: 2 days, 14:53:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9344, loss_cls: 4.5793, loss: 4.5793 +2025-06-27 14:51:50,156 - pyskl - INFO - Epoch [8][900/3405] lr: 2.486e-02, eta: 2 days, 14:52:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9306, loss_cls: 4.6016, loss: 4.6016 +2025-06-27 14:52:36,222 - pyskl - INFO - Epoch [8][1000/3405] lr: 2.485e-02, eta: 2 days, 14:51:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9331, loss_cls: 4.4781, loss: 4.4781 +2025-06-27 14:53:22,089 - pyskl - INFO - Epoch [8][1100/3405] lr: 2.485e-02, eta: 2 days, 14:50:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9387, loss_cls: 4.5287, loss: 4.5287 +2025-06-27 14:54:07,936 - pyskl - INFO - Epoch [8][1200/3405] lr: 2.485e-02, eta: 2 days, 14:49:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9300, loss_cls: 4.5576, loss: 4.5576 +2025-06-27 14:54:53,797 - pyskl - INFO - Epoch [8][1300/3405] lr: 2.485e-02, eta: 2 days, 14:48:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9281, loss_cls: 4.6816, loss: 4.6816 +2025-06-27 14:55:39,622 - pyskl - INFO - Epoch [8][1400/3405] lr: 2.485e-02, eta: 2 days, 14:47:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9325, loss_cls: 4.5379, loss: 4.5379 +2025-06-27 14:56:25,434 - pyskl - INFO - Epoch [8][1500/3405] lr: 2.485e-02, eta: 2 days, 14:46:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9219, loss_cls: 4.5978, loss: 4.5978 +2025-06-27 14:57:11,317 - pyskl - INFO - Epoch [8][1600/3405] lr: 2.485e-02, eta: 2 days, 14:45:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9425, loss_cls: 4.5236, loss: 4.5236 +2025-06-27 14:57:57,154 - pyskl - INFO - Epoch [8][1700/3405] lr: 2.485e-02, eta: 2 days, 14:44:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9344, loss_cls: 4.5541, loss: 4.5541 +2025-06-27 14:58:42,993 - pyskl - INFO - Epoch [8][1800/3405] lr: 2.484e-02, eta: 2 days, 14:43:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9437, loss_cls: 4.4752, loss: 4.4752 +2025-06-27 14:59:28,835 - pyskl - INFO - Epoch [8][1900/3405] lr: 2.484e-02, eta: 2 days, 14:42:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9281, loss_cls: 4.5257, loss: 4.5257 +2025-06-27 15:00:14,664 - pyskl - INFO - Epoch [8][2000/3405] lr: 2.484e-02, eta: 2 days, 14:41:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9319, loss_cls: 4.5664, loss: 4.5664 +2025-06-27 15:01:00,641 - pyskl - INFO - Epoch [8][2100/3405] lr: 2.484e-02, eta: 2 days, 14:40:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9363, loss_cls: 4.5551, loss: 4.5551 +2025-06-27 15:01:46,795 - pyskl - INFO - Epoch [8][2200/3405] lr: 2.484e-02, eta: 2 days, 14:39:28, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9275, loss_cls: 4.6158, loss: 4.6158 +2025-06-27 15:02:32,817 - pyskl - INFO - Epoch [8][2300/3405] lr: 2.484e-02, eta: 2 days, 14:38:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9344, loss_cls: 4.5768, loss: 4.5768 +2025-06-27 15:03:19,022 - pyskl - INFO - Epoch [8][2400/3405] lr: 2.484e-02, eta: 2 days, 14:37:39, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9313, loss_cls: 4.6541, loss: 4.6541 +2025-06-27 15:04:05,049 - pyskl - INFO - Epoch [8][2500/3405] lr: 2.484e-02, eta: 2 days, 14:36:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9363, loss_cls: 4.5331, loss: 4.5331 +2025-06-27 15:04:51,039 - pyskl - INFO - Epoch [8][2600/3405] lr: 2.484e-02, eta: 2 days, 14:35:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9344, loss_cls: 4.4788, loss: 4.4788 +2025-06-27 15:05:36,944 - pyskl - INFO - Epoch [8][2700/3405] lr: 2.483e-02, eta: 2 days, 14:34:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9363, loss_cls: 4.4339, loss: 4.4339 +2025-06-27 15:06:22,884 - pyskl - INFO - Epoch [8][2800/3405] lr: 2.483e-02, eta: 2 days, 14:33:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9375, loss_cls: 4.5179, loss: 4.5179 +2025-06-27 15:07:09,059 - pyskl - INFO - Epoch [8][2900/3405] lr: 2.483e-02, eta: 2 days, 14:32:59, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9406, loss_cls: 4.4248, loss: 4.4248 +2025-06-27 15:07:55,062 - pyskl - INFO - Epoch [8][3000/3405] lr: 2.483e-02, eta: 2 days, 14:32:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9337, loss_cls: 4.4019, loss: 4.4019 +2025-06-27 15:08:41,209 - pyskl - INFO - Epoch [8][3100/3405] lr: 2.483e-02, eta: 2 days, 14:31:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9444, loss_cls: 4.5724, loss: 4.5724 +2025-06-27 15:09:27,135 - pyskl - INFO - Epoch [8][3200/3405] lr: 2.483e-02, eta: 2 days, 14:30:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9381, loss_cls: 4.4556, loss: 4.4556 +2025-06-27 15:10:13,383 - pyskl - INFO - Epoch [8][3300/3405] lr: 2.483e-02, eta: 2 days, 14:29:21, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9306, loss_cls: 4.5640, loss: 4.5640 +2025-06-27 15:10:59,608 - pyskl - INFO - Epoch [8][3400/3405] lr: 2.483e-02, eta: 2 days, 14:28:29, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9350, loss_cls: 4.5228, loss: 4.5228 +2025-06-27 15:11:02,339 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-06-27 15:15:14,443 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 15:15:14,989 - pyskl - INFO - +top1_acc 0.6150 +top5_acc 0.8866 +2025-06-27 15:15:15,012 - pyskl - INFO - Epoch(val) [8][3718] top1_acc: 0.6150, top5_acc: 0.8866 +2025-06-27 15:16:23,845 - pyskl - INFO - Epoch [9][100/3405] lr: 2.482e-02, eta: 2 days, 14:33:34, time: 0.688, data_time: 0.229, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9344, loss_cls: 4.4041, loss: 4.4041 +2025-06-27 15:17:09,807 - pyskl - INFO - Epoch [9][200/3405] lr: 2.482e-02, eta: 2 days, 14:32:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9375, loss_cls: 4.4462, loss: 4.4462 +2025-06-27 15:17:55,815 - pyskl - INFO - Epoch [9][300/3405] lr: 2.482e-02, eta: 2 days, 14:31:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9406, loss_cls: 4.4453, loss: 4.4453 +2025-06-27 15:18:41,936 - pyskl - INFO - Epoch [9][400/3405] lr: 2.482e-02, eta: 2 days, 14:30:45, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9431, loss_cls: 4.4050, loss: 4.4050 +2025-06-27 15:19:28,253 - pyskl - INFO - Epoch [9][500/3405] lr: 2.482e-02, eta: 2 days, 14:29:54, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9463, loss_cls: 4.4783, loss: 4.4783 +2025-06-27 15:20:14,387 - pyskl - INFO - Epoch [9][600/3405] lr: 2.482e-02, eta: 2 days, 14:28:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9475, loss_cls: 4.2124, loss: 4.2124 +2025-06-27 15:21:00,369 - pyskl - INFO - Epoch [9][700/3405] lr: 2.482e-02, eta: 2 days, 14:28:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9294, loss_cls: 4.5958, loss: 4.5958 +2025-06-27 15:21:46,331 - pyskl - INFO - Epoch [9][800/3405] lr: 2.481e-02, eta: 2 days, 14:27:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9400, loss_cls: 4.3858, loss: 4.3858 +2025-06-27 15:22:32,318 - pyskl - INFO - Epoch [9][900/3405] lr: 2.481e-02, eta: 2 days, 14:26:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9281, loss_cls: 4.5274, loss: 4.5274 +2025-06-27 15:23:18,347 - pyskl - INFO - Epoch [9][1000/3405] lr: 2.481e-02, eta: 2 days, 14:25:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9456, loss_cls: 4.3799, loss: 4.3799 +2025-06-27 15:24:04,438 - pyskl - INFO - Epoch [9][1100/3405] lr: 2.481e-02, eta: 2 days, 14:24:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9381, loss_cls: 4.4862, loss: 4.4862 +2025-06-27 15:24:50,451 - pyskl - INFO - Epoch [9][1200/3405] lr: 2.481e-02, eta: 2 days, 14:23:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9281, loss_cls: 4.4216, loss: 4.4216 +2025-06-27 15:25:36,439 - pyskl - INFO - Epoch [9][1300/3405] lr: 2.481e-02, eta: 2 days, 14:22:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9344, loss_cls: 4.4572, loss: 4.4572 +2025-06-27 15:26:22,419 - pyskl - INFO - Epoch [9][1400/3405] lr: 2.481e-02, eta: 2 days, 14:21:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9344, loss_cls: 4.4542, loss: 4.4542 +2025-06-27 15:27:08,394 - pyskl - INFO - Epoch [9][1500/3405] lr: 2.481e-02, eta: 2 days, 14:20:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9406, loss_cls: 4.4426, loss: 4.4426 +2025-06-27 15:27:54,366 - pyskl - INFO - Epoch [9][1600/3405] lr: 2.480e-02, eta: 2 days, 14:19:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9269, loss_cls: 4.4302, loss: 4.4302 +2025-06-27 15:28:40,372 - pyskl - INFO - Epoch [9][1700/3405] lr: 2.480e-02, eta: 2 days, 14:18:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9381, loss_cls: 4.5058, loss: 4.5058 +2025-06-27 15:29:26,363 - pyskl - INFO - Epoch [9][1800/3405] lr: 2.480e-02, eta: 2 days, 14:17:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9337, loss_cls: 4.4770, loss: 4.4770 +2025-06-27 15:30:12,408 - pyskl - INFO - Epoch [9][1900/3405] lr: 2.480e-02, eta: 2 days, 14:16:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9400, loss_cls: 4.3521, loss: 4.3521 +2025-06-27 15:30:58,432 - pyskl - INFO - Epoch [9][2000/3405] lr: 2.480e-02, eta: 2 days, 14:15:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9300, loss_cls: 4.4544, loss: 4.4544 +2025-06-27 15:31:44,492 - pyskl - INFO - Epoch [9][2100/3405] lr: 2.480e-02, eta: 2 days, 14:14:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9437, loss_cls: 4.2958, loss: 4.2958 +2025-06-27 15:32:30,591 - pyskl - INFO - Epoch [9][2200/3405] lr: 2.480e-02, eta: 2 days, 14:14:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9287, loss_cls: 4.5521, loss: 4.5521 +2025-06-27 15:33:16,826 - pyskl - INFO - Epoch [9][2300/3405] lr: 2.479e-02, eta: 2 days, 14:13:14, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9431, loss_cls: 4.3534, loss: 4.3534 +2025-06-27 15:34:02,923 - pyskl - INFO - Epoch [9][2400/3405] lr: 2.479e-02, eta: 2 days, 14:12:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9487, loss_cls: 4.3458, loss: 4.3458 +2025-06-27 15:34:49,011 - pyskl - INFO - Epoch [9][2500/3405] lr: 2.479e-02, eta: 2 days, 14:11:26, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9356, loss_cls: 4.4849, loss: 4.4849 +2025-06-27 15:35:35,045 - pyskl - INFO - Epoch [9][2600/3405] lr: 2.479e-02, eta: 2 days, 14:10:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9431, loss_cls: 4.4472, loss: 4.4472 +2025-06-27 15:36:21,303 - pyskl - INFO - Epoch [9][2700/3405] lr: 2.479e-02, eta: 2 days, 14:09:40, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9444, loss_cls: 4.2539, loss: 4.2539 +2025-06-27 15:37:07,579 - pyskl - INFO - Epoch [9][2800/3405] lr: 2.479e-02, eta: 2 days, 14:08:49, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9506, loss_cls: 4.4473, loss: 4.4473 +2025-06-27 15:37:53,704 - pyskl - INFO - Epoch [9][2900/3405] lr: 2.479e-02, eta: 2 days, 14:07:56, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9400, loss_cls: 4.4632, loss: 4.4632 +2025-06-27 15:38:39,758 - pyskl - INFO - Epoch [9][3000/3405] lr: 2.478e-02, eta: 2 days, 14:07:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9331, loss_cls: 4.5151, loss: 4.5151 +2025-06-27 15:39:25,815 - pyskl - INFO - Epoch [9][3100/3405] lr: 2.478e-02, eta: 2 days, 14:06:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9356, loss_cls: 4.5168, loss: 4.5168 +2025-06-27 15:40:11,779 - pyskl - INFO - Epoch [9][3200/3405] lr: 2.478e-02, eta: 2 days, 14:05:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9356, loss_cls: 4.4890, loss: 4.4890 +2025-06-27 15:40:57,977 - pyskl - INFO - Epoch [9][3300/3405] lr: 2.478e-02, eta: 2 days, 14:04:20, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9419, loss_cls: 4.4028, loss: 4.4028 +2025-06-27 15:41:43,999 - pyskl - INFO - Epoch [9][3400/3405] lr: 2.478e-02, eta: 2 days, 14:03:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9413, loss_cls: 4.4108, loss: 4.4108 +2025-06-27 15:41:46,683 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-06-27 15:45:59,321 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 15:45:59,866 - pyskl - INFO - +top1_acc 0.6118 +top5_acc 0.8912 +2025-06-27 15:45:59,886 - pyskl - INFO - Epoch(val) [9][3718] top1_acc: 0.6118, top5_acc: 0.8912 +2025-06-27 15:47:09,030 - pyskl - INFO - Epoch [10][100/3405] lr: 2.478e-02, eta: 2 days, 14:07:53, time: 0.691, data_time: 0.233, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9506, loss_cls: 4.3068, loss: 4.3068 +2025-06-27 15:47:54,822 - pyskl - INFO - Epoch [10][200/3405] lr: 2.478e-02, eta: 2 days, 14:06:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9431, loss_cls: 4.2089, loss: 4.2089 +2025-06-27 15:48:40,717 - pyskl - INFO - Epoch [10][300/3405] lr: 2.477e-02, eta: 2 days, 14:05:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9463, loss_cls: 4.2590, loss: 4.2590 +2025-06-27 15:49:26,637 - pyskl - INFO - Epoch [10][400/3405] lr: 2.477e-02, eta: 2 days, 14:05:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9413, loss_cls: 4.3915, loss: 4.3915 +2025-06-27 15:50:12,482 - pyskl - INFO - Epoch [10][500/3405] lr: 2.477e-02, eta: 2 days, 14:04:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9406, loss_cls: 4.3778, loss: 4.3778 +2025-06-27 15:50:58,297 - pyskl - INFO - Epoch [10][600/3405] lr: 2.477e-02, eta: 2 days, 14:03:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9475, loss_cls: 4.3571, loss: 4.3571 +2025-06-27 15:51:44,032 - pyskl - INFO - Epoch [10][700/3405] lr: 2.477e-02, eta: 2 days, 14:02:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9444, loss_cls: 4.2921, loss: 4.2921 +2025-06-27 15:52:29,814 - pyskl - INFO - Epoch [10][800/3405] lr: 2.477e-02, eta: 2 days, 14:01:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9413, loss_cls: 4.4703, loss: 4.4703 +2025-06-27 15:53:15,701 - pyskl - INFO - Epoch [10][900/3405] lr: 2.477e-02, eta: 2 days, 14:00:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9450, loss_cls: 4.3959, loss: 4.3959 +2025-06-27 15:54:01,457 - pyskl - INFO - Epoch [10][1000/3405] lr: 2.476e-02, eta: 2 days, 13:59:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9463, loss_cls: 4.3572, loss: 4.3572 +2025-06-27 15:54:47,208 - pyskl - INFO - Epoch [10][1100/3405] lr: 2.476e-02, eta: 2 days, 13:58:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9506, loss_cls: 4.3762, loss: 4.3762 +2025-06-27 15:55:32,866 - pyskl - INFO - Epoch [10][1200/3405] lr: 2.476e-02, eta: 2 days, 13:57:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9319, loss_cls: 4.4126, loss: 4.4126 +2025-06-27 15:56:18,615 - pyskl - INFO - Epoch [10][1300/3405] lr: 2.476e-02, eta: 2 days, 13:56:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9513, loss_cls: 4.1488, loss: 4.1488 +2025-06-27 15:57:04,501 - pyskl - INFO - Epoch [10][1400/3405] lr: 2.476e-02, eta: 2 days, 13:55:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9356, loss_cls: 4.4576, loss: 4.4576 +2025-06-27 15:57:50,727 - pyskl - INFO - Epoch [10][1500/3405] lr: 2.476e-02, eta: 2 days, 13:54:22, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9481, loss_cls: 4.2968, loss: 4.2968 +2025-06-27 15:58:36,527 - pyskl - INFO - Epoch [10][1600/3405] lr: 2.475e-02, eta: 2 days, 13:53:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9394, loss_cls: 4.3650, loss: 4.3650 +2025-06-27 15:59:22,392 - pyskl - INFO - Epoch [10][1700/3405] lr: 2.475e-02, eta: 2 days, 13:52:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9363, loss_cls: 4.3077, loss: 4.3077 +2025-06-27 16:00:08,162 - pyskl - INFO - Epoch [10][1800/3405] lr: 2.475e-02, eta: 2 days, 13:51:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9306, loss_cls: 4.4113, loss: 4.4113 +2025-06-27 16:00:53,907 - pyskl - INFO - Epoch [10][1900/3405] lr: 2.475e-02, eta: 2 days, 13:50:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9475, loss_cls: 4.1578, loss: 4.1578 +2025-06-27 16:01:39,692 - pyskl - INFO - Epoch [10][2000/3405] lr: 2.475e-02, eta: 2 days, 13:49:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9331, loss_cls: 4.4425, loss: 4.4425 +2025-06-27 16:02:25,722 - pyskl - INFO - Epoch [10][2100/3405] lr: 2.475e-02, eta: 2 days, 13:48:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9369, loss_cls: 4.2806, loss: 4.2806 +2025-06-27 16:03:11,522 - pyskl - INFO - Epoch [10][2200/3405] lr: 2.475e-02, eta: 2 days, 13:47:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9425, loss_cls: 4.4339, loss: 4.4339 +2025-06-27 16:03:57,298 - pyskl - INFO - Epoch [10][2300/3405] lr: 2.474e-02, eta: 2 days, 13:46:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9356, loss_cls: 4.4806, loss: 4.4806 +2025-06-27 16:04:43,024 - pyskl - INFO - Epoch [10][2400/3405] lr: 2.474e-02, eta: 2 days, 13:45:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9450, loss_cls: 4.3494, loss: 4.3494 +2025-06-27 16:05:28,716 - pyskl - INFO - Epoch [10][2500/3405] lr: 2.474e-02, eta: 2 days, 13:44:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9500, loss_cls: 4.3630, loss: 4.3630 +2025-06-27 16:06:14,413 - pyskl - INFO - Epoch [10][2600/3405] lr: 2.474e-02, eta: 2 days, 13:43:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9337, loss_cls: 4.3160, loss: 4.3160 +2025-06-27 16:07:00,150 - pyskl - INFO - Epoch [10][2700/3405] lr: 2.474e-02, eta: 2 days, 13:42:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9406, loss_cls: 4.3504, loss: 4.3504 +2025-06-27 16:07:45,809 - pyskl - INFO - Epoch [10][2800/3405] lr: 2.474e-02, eta: 2 days, 13:41:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9437, loss_cls: 4.3440, loss: 4.3440 +2025-06-27 16:08:31,482 - pyskl - INFO - Epoch [10][2900/3405] lr: 2.473e-02, eta: 2 days, 13:40:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9413, loss_cls: 4.2869, loss: 4.2869 +2025-06-27 16:09:17,146 - pyskl - INFO - Epoch [10][3000/3405] lr: 2.473e-02, eta: 2 days, 13:39:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9563, loss_cls: 4.3204, loss: 4.3204 +2025-06-27 16:10:02,915 - pyskl - INFO - Epoch [10][3100/3405] lr: 2.473e-02, eta: 2 days, 13:38:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9387, loss_cls: 4.3467, loss: 4.3467 +2025-06-27 16:10:48,691 - pyskl - INFO - Epoch [10][3200/3405] lr: 2.473e-02, eta: 2 days, 13:37:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9506, loss_cls: 4.2114, loss: 4.2114 +2025-06-27 16:11:34,412 - pyskl - INFO - Epoch [10][3300/3405] lr: 2.473e-02, eta: 2 days, 13:37:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9444, loss_cls: 4.3492, loss: 4.3492 +2025-06-27 16:12:20,016 - pyskl - INFO - Epoch [10][3400/3405] lr: 2.473e-02, eta: 2 days, 13:36:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9437, loss_cls: 4.2316, loss: 4.2316 +2025-06-27 16:12:22,654 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-06-27 16:31:36,162 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 16:31:36,704 - pyskl - INFO - +top1_acc 0.6920 +top5_acc 0.9288 +2025-06-27 16:31:36,758 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_7.pth was removed +2025-06-27 16:31:37,771 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2025-06-27 16:31:37,773 - pyskl - INFO - Best top1_acc is 0.6920 at 10 epoch. +2025-06-27 16:31:37,793 - pyskl - INFO - Epoch(val) [10][3718] top1_acc: 0.6920, top5_acc: 0.9288 +2025-06-27 16:32:46,288 - pyskl - INFO - Epoch [11][100/3405] lr: 2.473e-02, eta: 2 days, 13:39:46, time: 0.685, data_time: 0.228, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9494, loss_cls: 4.2812, loss: 4.2812 +2025-06-27 16:33:31,962 - pyskl - INFO - Epoch [11][200/3405] lr: 2.472e-02, eta: 2 days, 13:38:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9606, loss_cls: 4.1127, loss: 4.1127 +2025-06-27 16:34:17,755 - pyskl - INFO - Epoch [11][300/3405] lr: 2.472e-02, eta: 2 days, 13:37:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9563, loss_cls: 4.2510, loss: 4.2510 +2025-06-27 16:35:03,492 - pyskl - INFO - Epoch [11][400/3405] lr: 2.472e-02, eta: 2 days, 13:36:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9456, loss_cls: 4.3361, loss: 4.3361 +2025-06-27 16:35:49,370 - pyskl - INFO - Epoch [11][500/3405] lr: 2.472e-02, eta: 2 days, 13:35:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9369, loss_cls: 4.3591, loss: 4.3591 +2025-06-27 16:36:35,141 - pyskl - INFO - Epoch [11][600/3405] lr: 2.472e-02, eta: 2 days, 13:34:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9375, loss_cls: 4.4867, loss: 4.4867 +2025-06-27 16:37:20,861 - pyskl - INFO - Epoch [11][700/3405] lr: 2.472e-02, eta: 2 days, 13:33:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9425, loss_cls: 4.2475, loss: 4.2475 +2025-06-27 16:38:06,635 - pyskl - INFO - Epoch [11][800/3405] lr: 2.471e-02, eta: 2 days, 13:33:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9494, loss_cls: 4.1720, loss: 4.1720 +2025-06-27 16:38:52,410 - pyskl - INFO - Epoch [11][900/3405] lr: 2.471e-02, eta: 2 days, 13:32:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9494, loss_cls: 4.2655, loss: 4.2655 +2025-06-27 16:39:37,998 - pyskl - INFO - Epoch [11][1000/3405] lr: 2.471e-02, eta: 2 days, 13:31:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9419, loss_cls: 4.3405, loss: 4.3405 +2025-06-27 16:40:23,730 - pyskl - INFO - Epoch [11][1100/3405] lr: 2.471e-02, eta: 2 days, 13:30:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9431, loss_cls: 4.2738, loss: 4.2738 +2025-06-27 16:41:09,338 - pyskl - INFO - Epoch [11][1200/3405] lr: 2.471e-02, eta: 2 days, 13:29:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9513, loss_cls: 4.2467, loss: 4.2467 +2025-06-27 16:41:55,036 - pyskl - INFO - Epoch [11][1300/3405] lr: 2.471e-02, eta: 2 days, 13:28:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9406, loss_cls: 4.1440, loss: 4.1440 +2025-06-27 16:42:40,778 - pyskl - INFO - Epoch [11][1400/3405] lr: 2.470e-02, eta: 2 days, 13:27:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9394, loss_cls: 4.2839, loss: 4.2839 +2025-06-27 16:43:26,478 - pyskl - INFO - Epoch [11][1500/3405] lr: 2.470e-02, eta: 2 days, 13:26:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9394, loss_cls: 4.3678, loss: 4.3678 +2025-06-27 16:44:12,189 - pyskl - INFO - Epoch [11][1600/3405] lr: 2.470e-02, eta: 2 days, 13:25:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9406, loss_cls: 4.3694, loss: 4.3694 +2025-06-27 16:44:57,963 - pyskl - INFO - Epoch [11][1700/3405] lr: 2.470e-02, eta: 2 days, 13:24:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9450, loss_cls: 4.2486, loss: 4.2486 +2025-06-27 16:45:43,859 - pyskl - INFO - Epoch [11][1800/3405] lr: 2.470e-02, eta: 2 days, 13:23:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9319, loss_cls: 4.3287, loss: 4.3287 +2025-06-27 16:46:29,658 - pyskl - INFO - Epoch [11][1900/3405] lr: 2.470e-02, eta: 2 days, 13:22:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9494, loss_cls: 4.3020, loss: 4.3020 +2025-06-27 16:47:15,489 - pyskl - INFO - Epoch [11][2000/3405] lr: 2.469e-02, eta: 2 days, 13:21:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9481, loss_cls: 4.2654, loss: 4.2654 +2025-06-27 16:48:01,275 - pyskl - INFO - Epoch [11][2100/3405] lr: 2.469e-02, eta: 2 days, 13:20:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9413, loss_cls: 4.3532, loss: 4.3532 +2025-06-27 16:48:47,049 - pyskl - INFO - Epoch [11][2200/3405] lr: 2.469e-02, eta: 2 days, 13:19:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9475, loss_cls: 4.3487, loss: 4.3487 +2025-06-27 16:49:32,865 - pyskl - INFO - Epoch [11][2300/3405] lr: 2.469e-02, eta: 2 days, 13:18:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9456, loss_cls: 4.2695, loss: 4.2695 +2025-06-27 16:50:18,571 - pyskl - INFO - Epoch [11][2400/3405] lr: 2.469e-02, eta: 2 days, 13:17:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9469, loss_cls: 4.2594, loss: 4.2594 +2025-06-27 16:51:04,389 - pyskl - INFO - Epoch [11][2500/3405] lr: 2.469e-02, eta: 2 days, 13:16:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9431, loss_cls: 4.4151, loss: 4.4151 +2025-06-27 16:51:50,278 - pyskl - INFO - Epoch [11][2600/3405] lr: 2.468e-02, eta: 2 days, 13:15:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9431, loss_cls: 4.3735, loss: 4.3735 +2025-06-27 16:52:36,255 - pyskl - INFO - Epoch [11][2700/3405] lr: 2.468e-02, eta: 2 days, 13:15:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9369, loss_cls: 4.2577, loss: 4.2577 +2025-06-27 16:53:22,177 - pyskl - INFO - Epoch [11][2800/3405] lr: 2.468e-02, eta: 2 days, 13:14:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9356, loss_cls: 4.4278, loss: 4.4278 +2025-06-27 16:54:08,036 - pyskl - INFO - Epoch [11][2900/3405] lr: 2.468e-02, eta: 2 days, 13:13:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9463, loss_cls: 4.2085, loss: 4.2085 +2025-06-27 16:54:53,982 - pyskl - INFO - Epoch [11][3000/3405] lr: 2.468e-02, eta: 2 days, 13:12:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9350, loss_cls: 4.3306, loss: 4.3306 +2025-06-27 16:55:39,939 - pyskl - INFO - Epoch [11][3100/3405] lr: 2.468e-02, eta: 2 days, 13:11:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9494, loss_cls: 4.1003, loss: 4.1003 +2025-06-27 16:56:25,745 - pyskl - INFO - Epoch [11][3200/3405] lr: 2.467e-02, eta: 2 days, 13:10:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9463, loss_cls: 4.4881, loss: 4.4881 +2025-06-27 16:57:11,434 - pyskl - INFO - Epoch [11][3300/3405] lr: 2.467e-02, eta: 2 days, 13:09:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9456, loss_cls: 4.3204, loss: 4.3204 +2025-06-27 16:57:57,124 - pyskl - INFO - Epoch [11][3400/3405] lr: 2.467e-02, eta: 2 days, 13:08:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9550, loss_cls: 4.1622, loss: 4.1622 +2025-06-27 16:57:59,771 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-06-27 17:02:14,795 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 17:02:15,341 - pyskl - INFO - +top1_acc 0.7136 +top5_acc 0.9356 +2025-06-27 17:02:15,392 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_10.pth was removed +2025-06-27 17:02:16,433 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2025-06-27 17:02:16,434 - pyskl - INFO - Best top1_acc is 0.7136 at 11 epoch. +2025-06-27 17:02:16,455 - pyskl - INFO - Epoch(val) [11][3718] top1_acc: 0.7136, top5_acc: 0.9356 +2025-06-27 17:03:25,225 - pyskl - INFO - Epoch [12][100/3405] lr: 2.467e-02, eta: 2 days, 13:12:00, time: 0.688, data_time: 0.229, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9525, loss_cls: 4.1611, loss: 4.1611 +2025-06-27 17:04:11,064 - pyskl - INFO - Epoch [12][200/3405] lr: 2.467e-02, eta: 2 days, 13:11:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9481, loss_cls: 4.3265, loss: 4.3265 +2025-06-27 17:04:56,837 - pyskl - INFO - Epoch [12][300/3405] lr: 2.466e-02, eta: 2 days, 13:10:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9387, loss_cls: 4.3023, loss: 4.3023 +2025-06-27 17:05:42,677 - pyskl - INFO - Epoch [12][400/3405] lr: 2.466e-02, eta: 2 days, 13:09:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9463, loss_cls: 4.3210, loss: 4.3210 +2025-06-27 17:06:28,448 - pyskl - INFO - Epoch [12][500/3405] lr: 2.466e-02, eta: 2 days, 13:08:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 4.0350, loss: 4.0350 +2025-06-27 17:07:14,266 - pyskl - INFO - Epoch [12][600/3405] lr: 2.466e-02, eta: 2 days, 13:07:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9450, loss_cls: 4.2875, loss: 4.2875 +2025-06-27 17:08:00,034 - pyskl - INFO - Epoch [12][700/3405] lr: 2.466e-02, eta: 2 days, 13:06:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9394, loss_cls: 4.3291, loss: 4.3291 +2025-06-27 17:08:45,774 - pyskl - INFO - Epoch [12][800/3405] lr: 2.466e-02, eta: 2 days, 13:05:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9494, loss_cls: 4.2210, loss: 4.2210 +2025-06-27 17:09:31,536 - pyskl - INFO - Epoch [12][900/3405] lr: 2.465e-02, eta: 2 days, 13:04:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 4.1250, loss: 4.1250 +2025-06-27 17:10:17,490 - pyskl - INFO - Epoch [12][1000/3405] lr: 2.465e-02, eta: 2 days, 13:03:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9494, loss_cls: 4.1673, loss: 4.1673 +2025-06-27 17:11:03,201 - pyskl - INFO - Epoch [12][1100/3405] lr: 2.465e-02, eta: 2 days, 13:02:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9463, loss_cls: 4.2620, loss: 4.2620 +2025-06-27 17:11:48,942 - pyskl - INFO - Epoch [12][1200/3405] lr: 2.465e-02, eta: 2 days, 13:01:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9537, loss_cls: 4.2153, loss: 4.2153 +2025-06-27 17:12:34,692 - pyskl - INFO - Epoch [12][1300/3405] lr: 2.465e-02, eta: 2 days, 13:00:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9387, loss_cls: 4.2730, loss: 4.2730 +2025-06-27 17:13:20,483 - pyskl - INFO - Epoch [12][1400/3405] lr: 2.464e-02, eta: 2 days, 12:59:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9506, loss_cls: 4.1249, loss: 4.1249 +2025-06-27 17:14:06,213 - pyskl - INFO - Epoch [12][1500/3405] lr: 2.464e-02, eta: 2 days, 12:58:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9525, loss_cls: 4.3043, loss: 4.3043 +2025-06-27 17:14:51,960 - pyskl - INFO - Epoch [12][1600/3405] lr: 2.464e-02, eta: 2 days, 12:58:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9475, loss_cls: 4.1706, loss: 4.1706 +2025-06-27 17:15:37,804 - pyskl - INFO - Epoch [12][1700/3405] lr: 2.464e-02, eta: 2 days, 12:57:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9494, loss_cls: 4.1529, loss: 4.1529 +2025-06-27 17:16:23,502 - pyskl - INFO - Epoch [12][1800/3405] lr: 2.464e-02, eta: 2 days, 12:56:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9413, loss_cls: 4.3410, loss: 4.3410 +2025-06-27 17:17:09,227 - pyskl - INFO - Epoch [12][1900/3405] lr: 2.464e-02, eta: 2 days, 12:55:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9450, loss_cls: 4.2091, loss: 4.2091 +2025-06-27 17:17:55,004 - pyskl - INFO - Epoch [12][2000/3405] lr: 2.463e-02, eta: 2 days, 12:54:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9525, loss_cls: 4.1488, loss: 4.1488 +2025-06-27 17:18:40,870 - pyskl - INFO - Epoch [12][2100/3405] lr: 2.463e-02, eta: 2 days, 12:53:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9456, loss_cls: 4.2935, loss: 4.2935 +2025-06-27 17:19:26,724 - pyskl - INFO - Epoch [12][2200/3405] lr: 2.463e-02, eta: 2 days, 12:52:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9413, loss_cls: 4.2411, loss: 4.2411 +2025-06-27 17:20:12,472 - pyskl - INFO - Epoch [12][2300/3405] lr: 2.463e-02, eta: 2 days, 12:51:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9563, loss_cls: 4.0514, loss: 4.0514 +2025-06-27 17:20:58,287 - pyskl - INFO - Epoch [12][2400/3405] lr: 2.463e-02, eta: 2 days, 12:50:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9450, loss_cls: 4.2868, loss: 4.2868 +2025-06-27 17:21:44,472 - pyskl - INFO - Epoch [12][2500/3405] lr: 2.462e-02, eta: 2 days, 12:49:48, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9563, loss_cls: 4.2117, loss: 4.2117 +2025-06-27 17:22:30,646 - pyskl - INFO - Epoch [12][2600/3405] lr: 2.462e-02, eta: 2 days, 12:48:57, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9450, loss_cls: 4.2987, loss: 4.2987 +2025-06-27 17:23:16,758 - pyskl - INFO - Epoch [12][2700/3405] lr: 2.462e-02, eta: 2 days, 12:48:06, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9469, loss_cls: 4.2133, loss: 4.2133 +2025-06-27 17:24:02,843 - pyskl - INFO - Epoch [12][2800/3405] lr: 2.462e-02, eta: 2 days, 12:47:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9469, loss_cls: 4.2328, loss: 4.2328 +2025-06-27 17:24:48,862 - pyskl - INFO - Epoch [12][2900/3405] lr: 2.462e-02, eta: 2 days, 12:46:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9444, loss_cls: 4.2004, loss: 4.2004 +2025-06-27 17:25:34,826 - pyskl - INFO - Epoch [12][3000/3405] lr: 2.462e-02, eta: 2 days, 12:45:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9444, loss_cls: 4.2580, loss: 4.2580 +2025-06-27 17:26:20,527 - pyskl - INFO - Epoch [12][3100/3405] lr: 2.461e-02, eta: 2 days, 12:44:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9525, loss_cls: 4.0819, loss: 4.0819 +2025-06-27 17:27:06,247 - pyskl - INFO - Epoch [12][3200/3405] lr: 2.461e-02, eta: 2 days, 12:43:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9450, loss_cls: 4.2747, loss: 4.2747 +2025-06-27 17:27:51,961 - pyskl - INFO - Epoch [12][3300/3405] lr: 2.461e-02, eta: 2 days, 12:42:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9431, loss_cls: 4.4070, loss: 4.4070 +2025-06-27 17:28:37,755 - pyskl - INFO - Epoch [12][3400/3405] lr: 2.461e-02, eta: 2 days, 12:41:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9537, loss_cls: 4.3728, loss: 4.3728 +2025-06-27 17:28:40,414 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-06-27 17:32:55,132 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 17:32:55,682 - pyskl - INFO - +top1_acc 0.6720 +top5_acc 0.9114 +2025-06-27 17:32:55,704 - pyskl - INFO - Epoch(val) [12][3718] top1_acc: 0.6720, top5_acc: 0.9114 +2025-06-27 17:34:04,501 - pyskl - INFO - Epoch [13][100/3405] lr: 2.461e-02, eta: 2 days, 12:44:48, time: 0.688, data_time: 0.228, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9525, loss_cls: 4.0729, loss: 4.0729 +2025-06-27 17:34:50,270 - pyskl - INFO - Epoch [13][200/3405] lr: 2.460e-02, eta: 2 days, 12:43:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 4.2043, loss: 4.2043 +2025-06-27 17:35:36,050 - pyskl - INFO - Epoch [13][300/3405] lr: 2.460e-02, eta: 2 days, 12:42:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9406, loss_cls: 4.2824, loss: 4.2824 +2025-06-27 17:36:21,843 - pyskl - INFO - Epoch [13][400/3405] lr: 2.460e-02, eta: 2 days, 12:42:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9463, loss_cls: 4.2295, loss: 4.2295 +2025-06-27 17:37:07,741 - pyskl - INFO - Epoch [13][500/3405] lr: 2.460e-02, eta: 2 days, 12:41:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9463, loss_cls: 4.1610, loss: 4.1610 +2025-06-27 17:37:53,589 - pyskl - INFO - Epoch [13][600/3405] lr: 2.460e-02, eta: 2 days, 12:40:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9519, loss_cls: 4.1245, loss: 4.1245 +2025-06-27 17:38:39,361 - pyskl - INFO - Epoch [13][700/3405] lr: 2.459e-02, eta: 2 days, 12:39:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9550, loss_cls: 4.1248, loss: 4.1248 +2025-06-27 17:39:25,177 - pyskl - INFO - Epoch [13][800/3405] lr: 2.459e-02, eta: 2 days, 12:38:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9506, loss_cls: 4.1873, loss: 4.1873 +2025-06-27 17:40:10,910 - pyskl - INFO - Epoch [13][900/3405] lr: 2.459e-02, eta: 2 days, 12:37:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 4.0996, loss: 4.0996 +2025-06-27 17:40:56,652 - pyskl - INFO - Epoch [13][1000/3405] lr: 2.459e-02, eta: 2 days, 12:36:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9575, loss_cls: 4.1464, loss: 4.1464 +2025-06-27 17:41:42,455 - pyskl - INFO - Epoch [13][1100/3405] lr: 2.459e-02, eta: 2 days, 12:35:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9431, loss_cls: 4.2211, loss: 4.2211 +2025-06-27 17:42:28,197 - pyskl - INFO - Epoch [13][1200/3405] lr: 2.458e-02, eta: 2 days, 12:34:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9556, loss_cls: 4.0785, loss: 4.0785 +2025-06-27 17:43:13,936 - pyskl - INFO - Epoch [13][1300/3405] lr: 2.458e-02, eta: 2 days, 12:33:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9506, loss_cls: 4.1818, loss: 4.1818 +2025-06-27 17:43:59,633 - pyskl - INFO - Epoch [13][1400/3405] lr: 2.458e-02, eta: 2 days, 12:32:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9400, loss_cls: 4.2361, loss: 4.2361 +2025-06-27 17:44:45,528 - pyskl - INFO - Epoch [13][1500/3405] lr: 2.458e-02, eta: 2 days, 12:31:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9463, loss_cls: 4.2855, loss: 4.2855 +2025-06-27 17:45:31,457 - pyskl - INFO - Epoch [13][1600/3405] lr: 2.458e-02, eta: 2 days, 12:31:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9475, loss_cls: 4.1441, loss: 4.1441 +2025-06-27 17:46:17,234 - pyskl - INFO - Epoch [13][1700/3405] lr: 2.457e-02, eta: 2 days, 12:30:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9525, loss_cls: 4.1537, loss: 4.1537 +2025-06-27 17:47:02,952 - pyskl - INFO - Epoch [13][1800/3405] lr: 2.457e-02, eta: 2 days, 12:29:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9431, loss_cls: 4.2439, loss: 4.2439 +2025-06-27 17:47:48,913 - pyskl - INFO - Epoch [13][1900/3405] lr: 2.457e-02, eta: 2 days, 12:28:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9550, loss_cls: 4.1956, loss: 4.1956 +2025-06-27 17:48:34,713 - pyskl - INFO - Epoch [13][2000/3405] lr: 2.457e-02, eta: 2 days, 12:27:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9575, loss_cls: 4.0797, loss: 4.0797 +2025-06-27 17:49:20,728 - pyskl - INFO - Epoch [13][2100/3405] lr: 2.457e-02, eta: 2 days, 12:26:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9487, loss_cls: 4.2086, loss: 4.2086 +2025-06-27 17:50:06,503 - pyskl - INFO - Epoch [13][2200/3405] lr: 2.456e-02, eta: 2 days, 12:25:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9531, loss_cls: 4.1556, loss: 4.1556 +2025-06-27 17:50:52,277 - pyskl - INFO - Epoch [13][2300/3405] lr: 2.456e-02, eta: 2 days, 12:24:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9506, loss_cls: 4.1859, loss: 4.1859 +2025-06-27 17:51:38,176 - pyskl - INFO - Epoch [13][2400/3405] lr: 2.456e-02, eta: 2 days, 12:23:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9494, loss_cls: 4.0134, loss: 4.0134 +2025-06-27 17:52:24,077 - pyskl - INFO - Epoch [13][2500/3405] lr: 2.456e-02, eta: 2 days, 12:23:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9469, loss_cls: 4.2147, loss: 4.2147 +2025-06-27 17:53:09,848 - pyskl - INFO - Epoch [13][2600/3405] lr: 2.456e-02, eta: 2 days, 12:22:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9525, loss_cls: 4.2334, loss: 4.2334 +2025-06-27 17:53:55,597 - pyskl - INFO - Epoch [13][2700/3405] lr: 2.455e-02, eta: 2 days, 12:21:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9431, loss_cls: 4.1956, loss: 4.1956 +2025-06-27 17:54:41,350 - pyskl - INFO - Epoch [13][2800/3405] lr: 2.455e-02, eta: 2 days, 12:20:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9456, loss_cls: 4.2061, loss: 4.2061 +2025-06-27 17:55:27,142 - pyskl - INFO - Epoch [13][2900/3405] lr: 2.455e-02, eta: 2 days, 12:19:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9444, loss_cls: 4.2978, loss: 4.2978 +2025-06-27 17:56:12,888 - pyskl - INFO - Epoch [13][3000/3405] lr: 2.455e-02, eta: 2 days, 12:18:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9400, loss_cls: 4.1195, loss: 4.1195 +2025-06-27 17:56:58,623 - pyskl - INFO - Epoch [13][3100/3405] lr: 2.455e-02, eta: 2 days, 12:17:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9519, loss_cls: 4.1577, loss: 4.1577 +2025-06-27 17:57:44,392 - pyskl - INFO - Epoch [13][3200/3405] lr: 2.454e-02, eta: 2 days, 12:16:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9363, loss_cls: 4.2674, loss: 4.2674 +2025-06-27 17:58:30,118 - pyskl - INFO - Epoch [13][3300/3405] lr: 2.454e-02, eta: 2 days, 12:15:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9413, loss_cls: 4.2635, loss: 4.2635 +2025-06-27 17:59:15,848 - pyskl - INFO - Epoch [13][3400/3405] lr: 2.454e-02, eta: 2 days, 12:14:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9456, loss_cls: 4.0931, loss: 4.0931 +2025-06-27 17:59:18,528 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-06-27 18:03:30,229 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 18:03:30,764 - pyskl - INFO - +top1_acc 0.7009 +top5_acc 0.9278 +2025-06-27 18:03:30,784 - pyskl - INFO - Epoch(val) [13][3718] top1_acc: 0.7009, top5_acc: 0.9278 +2025-06-27 18:04:40,263 - pyskl - INFO - Epoch [14][100/3405] lr: 2.454e-02, eta: 2 days, 12:17:38, time: 0.695, data_time: 0.235, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9606, loss_cls: 3.9939, loss: 3.9939 +2025-06-27 18:05:26,267 - pyskl - INFO - Epoch [14][200/3405] lr: 2.454e-02, eta: 2 days, 12:16:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9500, loss_cls: 4.0999, loss: 4.0999 +2025-06-27 18:06:12,145 - pyskl - INFO - Epoch [14][300/3405] lr: 2.453e-02, eta: 2 days, 12:15:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 4.0834, loss: 4.0834 +2025-06-27 18:06:58,029 - pyskl - INFO - Epoch [14][400/3405] lr: 2.453e-02, eta: 2 days, 12:14:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9531, loss_cls: 4.0893, loss: 4.0893 +2025-06-27 18:07:43,921 - pyskl - INFO - Epoch [14][500/3405] lr: 2.453e-02, eta: 2 days, 12:14:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9613, loss_cls: 4.1665, loss: 4.1665 +2025-06-27 18:08:29,824 - pyskl - INFO - Epoch [14][600/3405] lr: 2.453e-02, eta: 2 days, 12:13:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9556, loss_cls: 4.0812, loss: 4.0812 +2025-06-27 18:09:15,650 - pyskl - INFO - Epoch [14][700/3405] lr: 2.452e-02, eta: 2 days, 12:12:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9544, loss_cls: 4.1286, loss: 4.1286 +2025-06-27 18:10:01,536 - pyskl - INFO - Epoch [14][800/3405] lr: 2.452e-02, eta: 2 days, 12:11:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9487, loss_cls: 4.1007, loss: 4.1007 +2025-06-27 18:10:47,232 - pyskl - INFO - Epoch [14][900/3405] lr: 2.452e-02, eta: 2 days, 12:10:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9631, loss_cls: 4.0312, loss: 4.0312 +2025-06-27 18:11:32,773 - pyskl - INFO - Epoch [14][1000/3405] lr: 2.452e-02, eta: 2 days, 12:09:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9494, loss_cls: 4.0594, loss: 4.0594 +2025-06-27 18:12:18,466 - pyskl - INFO - Epoch [14][1100/3405] lr: 2.452e-02, eta: 2 days, 12:08:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9506, loss_cls: 4.1711, loss: 4.1711 +2025-06-27 18:13:04,405 - pyskl - INFO - Epoch [14][1200/3405] lr: 2.451e-02, eta: 2 days, 12:07:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9550, loss_cls: 4.1041, loss: 4.1041 +2025-06-27 18:13:50,242 - pyskl - INFO - Epoch [14][1300/3405] lr: 2.451e-02, eta: 2 days, 12:06:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9513, loss_cls: 4.1355, loss: 4.1355 +2025-06-27 18:14:36,321 - pyskl - INFO - Epoch [14][1400/3405] lr: 2.451e-02, eta: 2 days, 12:06:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9463, loss_cls: 4.2266, loss: 4.2266 +2025-06-27 18:15:22,102 - pyskl - INFO - Epoch [14][1500/3405] lr: 2.451e-02, eta: 2 days, 12:05:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9525, loss_cls: 4.1047, loss: 4.1047 +2025-06-27 18:16:07,840 - pyskl - INFO - Epoch [14][1600/3405] lr: 2.451e-02, eta: 2 days, 12:04:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9475, loss_cls: 4.2362, loss: 4.2362 +2025-06-27 18:16:53,593 - pyskl - INFO - Epoch [14][1700/3405] lr: 2.450e-02, eta: 2 days, 12:03:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9537, loss_cls: 4.0090, loss: 4.0090 +2025-06-27 18:17:39,551 - pyskl - INFO - Epoch [14][1800/3405] lr: 2.450e-02, eta: 2 days, 12:02:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9525, loss_cls: 4.0383, loss: 4.0383 +2025-06-27 18:18:25,625 - pyskl - INFO - Epoch [14][1900/3405] lr: 2.450e-02, eta: 2 days, 12:01:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9519, loss_cls: 4.0705, loss: 4.0705 +2025-06-27 18:19:11,386 - pyskl - INFO - Epoch [14][2000/3405] lr: 2.450e-02, eta: 2 days, 12:00:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9513, loss_cls: 4.1674, loss: 4.1674 +2025-06-27 18:19:57,122 - pyskl - INFO - Epoch [14][2100/3405] lr: 2.450e-02, eta: 2 days, 11:59:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9475, loss_cls: 4.1715, loss: 4.1715 +2025-06-27 18:20:42,883 - pyskl - INFO - Epoch [14][2200/3405] lr: 2.449e-02, eta: 2 days, 11:58:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9369, loss_cls: 4.1864, loss: 4.1864 +2025-06-27 18:21:28,665 - pyskl - INFO - Epoch [14][2300/3405] lr: 2.449e-02, eta: 2 days, 11:58:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9550, loss_cls: 4.1814, loss: 4.1814 +2025-06-27 18:22:14,392 - pyskl - INFO - Epoch [14][2400/3405] lr: 2.449e-02, eta: 2 days, 11:57:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9394, loss_cls: 4.3020, loss: 4.3020 +2025-06-27 18:23:00,110 - pyskl - INFO - Epoch [14][2500/3405] lr: 2.449e-02, eta: 2 days, 11:56:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9513, loss_cls: 4.0936, loss: 4.0936 +2025-06-27 18:23:45,829 - pyskl - INFO - Epoch [14][2600/3405] lr: 2.448e-02, eta: 2 days, 11:55:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9456, loss_cls: 4.1494, loss: 4.1494 +2025-06-27 18:24:31,633 - pyskl - INFO - Epoch [14][2700/3405] lr: 2.448e-02, eta: 2 days, 11:54:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9425, loss_cls: 4.3339, loss: 4.3339 +2025-06-27 18:25:17,578 - pyskl - INFO - Epoch [14][2800/3405] lr: 2.448e-02, eta: 2 days, 11:53:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9425, loss_cls: 4.1522, loss: 4.1522 +2025-06-27 18:26:03,361 - pyskl - INFO - Epoch [14][2900/3405] lr: 2.448e-02, eta: 2 days, 11:52:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9594, loss_cls: 4.0564, loss: 4.0564 +2025-06-27 18:26:49,205 - pyskl - INFO - Epoch [14][3000/3405] lr: 2.448e-02, eta: 2 days, 11:51:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9406, loss_cls: 4.2295, loss: 4.2295 +2025-06-27 18:27:34,939 - pyskl - INFO - Epoch [14][3100/3405] lr: 2.447e-02, eta: 2 days, 11:50:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9556, loss_cls: 4.1258, loss: 4.1258 +2025-06-27 18:28:20,635 - pyskl - INFO - Epoch [14][3200/3405] lr: 2.447e-02, eta: 2 days, 11:49:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 4.1243, loss: 4.1243 +2025-06-27 18:29:06,475 - pyskl - INFO - Epoch [14][3300/3405] lr: 2.447e-02, eta: 2 days, 11:49:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9413, loss_cls: 4.2670, loss: 4.2670 +2025-06-27 18:29:52,196 - pyskl - INFO - Epoch [14][3400/3405] lr: 2.447e-02, eta: 2 days, 11:48:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9469, loss_cls: 4.1750, loss: 4.1750 +2025-06-27 18:29:55,010 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-06-27 18:34:06,463 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 18:34:07,006 - pyskl - INFO - +top1_acc 0.6921 +top5_acc 0.9295 +2025-06-27 18:34:07,027 - pyskl - INFO - Epoch(val) [14][3718] top1_acc: 0.6921, top5_acc: 0.9295 +2025-06-27 18:35:15,745 - pyskl - INFO - Epoch [15][100/3405] lr: 2.446e-02, eta: 2 days, 11:50:34, time: 0.687, data_time: 0.229, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9606, loss_cls: 3.9783, loss: 3.9783 +2025-06-27 18:36:01,558 - pyskl - INFO - Epoch [15][200/3405] lr: 2.446e-02, eta: 2 days, 11:49:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9575, loss_cls: 4.0360, loss: 4.0360 +2025-06-27 18:36:47,432 - pyskl - INFO - Epoch [15][300/3405] lr: 2.446e-02, eta: 2 days, 11:48:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 4.0579, loss: 4.0579 +2025-06-27 18:37:33,331 - pyskl - INFO - Epoch [15][400/3405] lr: 2.446e-02, eta: 2 days, 11:47:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9500, loss_cls: 4.0312, loss: 4.0312 +2025-06-27 18:38:19,209 - pyskl - INFO - Epoch [15][500/3405] lr: 2.446e-02, eta: 2 days, 11:47:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9481, loss_cls: 4.1562, loss: 4.1562 +2025-06-27 18:39:05,078 - pyskl - INFO - Epoch [15][600/3405] lr: 2.445e-02, eta: 2 days, 11:46:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 4.0622, loss: 4.0622 +2025-06-27 18:39:50,934 - pyskl - INFO - Epoch [15][700/3405] lr: 2.445e-02, eta: 2 days, 11:45:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 4.0156, loss: 4.0156 +2025-06-27 18:40:36,786 - pyskl - INFO - Epoch [15][800/3405] lr: 2.445e-02, eta: 2 days, 11:44:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9437, loss_cls: 4.1871, loss: 4.1871 +2025-06-27 18:41:22,689 - pyskl - INFO - Epoch [15][900/3405] lr: 2.445e-02, eta: 2 days, 11:43:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9469, loss_cls: 4.1931, loss: 4.1931 +2025-06-27 18:42:08,630 - pyskl - INFO - Epoch [15][1000/3405] lr: 2.444e-02, eta: 2 days, 11:42:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9637, loss_cls: 4.1914, loss: 4.1914 +2025-06-27 18:42:54,578 - pyskl - INFO - Epoch [15][1100/3405] lr: 2.444e-02, eta: 2 days, 11:41:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9463, loss_cls: 4.1544, loss: 4.1544 +2025-06-27 18:43:40,417 - pyskl - INFO - Epoch [15][1200/3405] lr: 2.444e-02, eta: 2 days, 11:40:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9531, loss_cls: 4.0449, loss: 4.0449 +2025-06-27 18:44:26,195 - pyskl - INFO - Epoch [15][1300/3405] lr: 2.444e-02, eta: 2 days, 11:40:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9419, loss_cls: 4.1182, loss: 4.1182 +2025-06-27 18:45:12,111 - pyskl - INFO - Epoch [15][1400/3405] lr: 2.443e-02, eta: 2 days, 11:39:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9419, loss_cls: 4.3170, loss: 4.3170 +2025-06-27 18:45:58,200 - pyskl - INFO - Epoch [15][1500/3405] lr: 2.443e-02, eta: 2 days, 11:38:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9437, loss_cls: 4.2677, loss: 4.2677 +2025-06-27 18:46:44,546 - pyskl - INFO - Epoch [15][1600/3405] lr: 2.443e-02, eta: 2 days, 11:37:30, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9475, loss_cls: 4.0685, loss: 4.0685 +2025-06-27 18:47:30,658 - pyskl - INFO - Epoch [15][1700/3405] lr: 2.443e-02, eta: 2 days, 11:36:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9519, loss_cls: 4.1165, loss: 4.1165 +2025-06-27 18:48:16,350 - pyskl - INFO - Epoch [15][1800/3405] lr: 2.443e-02, eta: 2 days, 11:35:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9544, loss_cls: 4.1150, loss: 4.1150 +2025-06-27 18:49:01,936 - pyskl - INFO - Epoch [15][1900/3405] lr: 2.442e-02, eta: 2 days, 11:34:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9475, loss_cls: 4.0731, loss: 4.0731 +2025-06-27 18:49:47,589 - pyskl - INFO - Epoch [15][2000/3405] lr: 2.442e-02, eta: 2 days, 11:33:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9575, loss_cls: 4.0232, loss: 4.0232 +2025-06-27 18:50:33,393 - pyskl - INFO - Epoch [15][2100/3405] lr: 2.442e-02, eta: 2 days, 11:33:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9519, loss_cls: 4.1928, loss: 4.1928 +2025-06-27 18:51:19,353 - pyskl - INFO - Epoch [15][2200/3405] lr: 2.442e-02, eta: 2 days, 11:32:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9437, loss_cls: 4.1786, loss: 4.1786 +2025-06-27 18:52:04,987 - pyskl - INFO - Epoch [15][2300/3405] lr: 2.441e-02, eta: 2 days, 11:31:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 3.9602, loss: 3.9602 +2025-06-27 18:52:50,711 - pyskl - INFO - Epoch [15][2400/3405] lr: 2.441e-02, eta: 2 days, 11:30:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9556, loss_cls: 4.0538, loss: 4.0538 +2025-06-27 18:53:36,450 - pyskl - INFO - Epoch [15][2500/3405] lr: 2.441e-02, eta: 2 days, 11:29:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9444, loss_cls: 4.1689, loss: 4.1689 +2025-06-27 18:54:22,145 - pyskl - INFO - Epoch [15][2600/3405] lr: 2.441e-02, eta: 2 days, 11:28:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9519, loss_cls: 4.0707, loss: 4.0707 +2025-06-27 18:55:07,878 - pyskl - INFO - Epoch [15][2700/3405] lr: 2.440e-02, eta: 2 days, 11:27:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9544, loss_cls: 4.1604, loss: 4.1604 +2025-06-27 18:55:53,585 - pyskl - INFO - Epoch [15][2800/3405] lr: 2.440e-02, eta: 2 days, 11:26:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9506, loss_cls: 4.0124, loss: 4.0124 +2025-06-27 18:56:39,411 - pyskl - INFO - Epoch [15][2900/3405] lr: 2.440e-02, eta: 2 days, 11:25:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9513, loss_cls: 4.0754, loss: 4.0754 +2025-06-27 18:57:25,118 - pyskl - INFO - Epoch [15][3000/3405] lr: 2.440e-02, eta: 2 days, 11:25:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 3.8785, loss: 3.8785 +2025-06-27 18:58:10,842 - pyskl - INFO - Epoch [15][3100/3405] lr: 2.440e-02, eta: 2 days, 11:24:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9525, loss_cls: 4.1731, loss: 4.1731 +2025-06-27 18:58:56,635 - pyskl - INFO - Epoch [15][3200/3405] lr: 2.439e-02, eta: 2 days, 11:23:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9500, loss_cls: 4.0544, loss: 4.0544 +2025-06-27 18:59:42,271 - pyskl - INFO - Epoch [15][3300/3405] lr: 2.439e-02, eta: 2 days, 11:22:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9487, loss_cls: 4.1426, loss: 4.1426 +2025-06-27 19:00:27,905 - pyskl - INFO - Epoch [15][3400/3405] lr: 2.439e-02, eta: 2 days, 11:21:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9437, loss_cls: 4.2246, loss: 4.2246 +2025-06-27 19:00:30,544 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-06-27 19:19:23,963 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 19:19:24,514 - pyskl - INFO - +top1_acc 0.7179 +top5_acc 0.9391 +2025-06-27 19:19:24,567 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_11.pth was removed +2025-06-27 19:19:25,602 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. +2025-06-27 19:19:25,604 - pyskl - INFO - Best top1_acc is 0.7179 at 15 epoch. +2025-06-27 19:19:25,626 - pyskl - INFO - Epoch(val) [15][3718] top1_acc: 0.7179, top5_acc: 0.9391 +2025-06-27 19:20:34,366 - pyskl - INFO - Epoch [16][100/3405] lr: 2.439e-02, eta: 2 days, 11:23:38, time: 0.687, data_time: 0.228, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9437, loss_cls: 4.2129, loss: 4.2129 +2025-06-27 19:21:20,322 - pyskl - INFO - Epoch [16][200/3405] lr: 2.438e-02, eta: 2 days, 11:22:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9569, loss_cls: 4.0291, loss: 4.0291 +2025-06-27 19:22:06,310 - pyskl - INFO - Epoch [16][300/3405] lr: 2.438e-02, eta: 2 days, 11:21:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9444, loss_cls: 4.2255, loss: 4.2255 +2025-06-27 19:22:52,281 - pyskl - INFO - Epoch [16][400/3405] lr: 2.438e-02, eta: 2 days, 11:21:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9631, loss_cls: 3.9620, loss: 3.9620 +2025-06-27 19:23:38,268 - pyskl - INFO - Epoch [16][500/3405] lr: 2.438e-02, eta: 2 days, 11:20:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9487, loss_cls: 3.9715, loss: 3.9715 +2025-06-27 19:24:24,222 - pyskl - INFO - Epoch [16][600/3405] lr: 2.437e-02, eta: 2 days, 11:19:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9544, loss_cls: 4.0851, loss: 4.0851 +2025-06-27 19:25:10,162 - pyskl - INFO - Epoch [16][700/3405] lr: 2.437e-02, eta: 2 days, 11:18:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9525, loss_cls: 4.1298, loss: 4.1298 +2025-06-27 19:25:56,106 - pyskl - INFO - Epoch [16][800/3405] lr: 2.437e-02, eta: 2 days, 11:17:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9637, loss_cls: 3.9910, loss: 3.9910 +2025-06-27 19:26:42,103 - pyskl - INFO - Epoch [16][900/3405] lr: 2.437e-02, eta: 2 days, 11:16:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 4.1667, loss: 4.1667 +2025-06-27 19:27:28,103 - pyskl - INFO - Epoch [16][1000/3405] lr: 2.436e-02, eta: 2 days, 11:15:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9506, loss_cls: 4.0346, loss: 4.0346 +2025-06-27 19:28:14,126 - pyskl - INFO - Epoch [16][1100/3405] lr: 2.436e-02, eta: 2 days, 11:15:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9481, loss_cls: 4.1303, loss: 4.1303 +2025-06-27 19:29:00,172 - pyskl - INFO - Epoch [16][1200/3405] lr: 2.436e-02, eta: 2 days, 11:14:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9519, loss_cls: 4.1089, loss: 4.1089 +2025-06-27 19:29:46,156 - pyskl - INFO - Epoch [16][1300/3405] lr: 2.436e-02, eta: 2 days, 11:13:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9506, loss_cls: 4.0519, loss: 4.0519 +2025-06-27 19:30:32,162 - pyskl - INFO - Epoch [16][1400/3405] lr: 2.435e-02, eta: 2 days, 11:12:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9369, loss_cls: 4.1646, loss: 4.1646 +2025-06-27 19:31:18,219 - pyskl - INFO - Epoch [16][1500/3405] lr: 2.435e-02, eta: 2 days, 11:11:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9494, loss_cls: 4.1806, loss: 4.1806 +2025-06-27 19:32:04,448 - pyskl - INFO - Epoch [16][1600/3405] lr: 2.435e-02, eta: 2 days, 11:10:52, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 3.9686, loss: 3.9686 +2025-06-27 19:32:50,655 - pyskl - INFO - Epoch [16][1700/3405] lr: 2.435e-02, eta: 2 days, 11:10:03, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9556, loss_cls: 4.1159, loss: 4.1159 +2025-06-27 19:33:36,602 - pyskl - INFO - Epoch [16][1800/3405] lr: 2.434e-02, eta: 2 days, 11:09:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9394, loss_cls: 4.2971, loss: 4.2971 +2025-06-27 19:34:22,546 - pyskl - INFO - Epoch [16][1900/3405] lr: 2.434e-02, eta: 2 days, 11:08:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9575, loss_cls: 3.9943, loss: 3.9943 +2025-06-27 19:35:08,505 - pyskl - INFO - Epoch [16][2000/3405] lr: 2.434e-02, eta: 2 days, 11:07:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9444, loss_cls: 4.1309, loss: 4.1309 +2025-06-27 19:35:54,496 - pyskl - INFO - Epoch [16][2100/3405] lr: 2.434e-02, eta: 2 days, 11:06:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9513, loss_cls: 4.0766, loss: 4.0766 +2025-06-27 19:36:40,495 - pyskl - INFO - Epoch [16][2200/3405] lr: 2.433e-02, eta: 2 days, 11:05:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9525, loss_cls: 4.1523, loss: 4.1523 +2025-06-27 19:37:26,597 - pyskl - INFO - Epoch [16][2300/3405] lr: 2.433e-02, eta: 2 days, 11:04:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9556, loss_cls: 4.0865, loss: 4.0865 +2025-06-27 19:38:12,739 - pyskl - INFO - Epoch [16][2400/3405] lr: 2.433e-02, eta: 2 days, 11:04:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9481, loss_cls: 4.0927, loss: 4.0927 +2025-06-27 19:38:58,809 - pyskl - INFO - Epoch [16][2500/3405] lr: 2.433e-02, eta: 2 days, 11:03:17, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9506, loss_cls: 4.0234, loss: 4.0234 +2025-06-27 19:39:44,936 - pyskl - INFO - Epoch [16][2600/3405] lr: 2.432e-02, eta: 2 days, 11:02:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9544, loss_cls: 3.9944, loss: 3.9944 +2025-06-27 19:40:31,091 - pyskl - INFO - Epoch [16][2700/3405] lr: 2.432e-02, eta: 2 days, 11:01:38, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9413, loss_cls: 4.0561, loss: 4.0561 +2025-06-27 19:41:17,038 - pyskl - INFO - Epoch [16][2800/3405] lr: 2.432e-02, eta: 2 days, 11:00:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 4.0019, loss: 4.0019 +2025-06-27 19:42:02,997 - pyskl - INFO - Epoch [16][2900/3405] lr: 2.432e-02, eta: 2 days, 10:59:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9463, loss_cls: 4.0968, loss: 4.0968 +2025-06-27 19:42:49,018 - pyskl - INFO - Epoch [16][3000/3405] lr: 2.431e-02, eta: 2 days, 10:59:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9550, loss_cls: 3.9821, loss: 3.9821 +2025-06-27 19:43:35,085 - pyskl - INFO - Epoch [16][3100/3405] lr: 2.431e-02, eta: 2 days, 10:58:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 4.0004, loss: 4.0004 +2025-06-27 19:44:21,080 - pyskl - INFO - Epoch [16][3200/3405] lr: 2.431e-02, eta: 2 days, 10:57:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9513, loss_cls: 4.1449, loss: 4.1449 +2025-06-27 19:45:07,281 - pyskl - INFO - Epoch [16][3300/3405] lr: 2.431e-02, eta: 2 days, 10:56:35, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9469, loss_cls: 4.1939, loss: 4.1939 +2025-06-27 19:45:53,286 - pyskl - INFO - Epoch [16][3400/3405] lr: 2.430e-02, eta: 2 days, 10:55:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9506, loss_cls: 4.0874, loss: 4.0874 +2025-06-27 19:45:55,996 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-06-27 19:50:11,387 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 19:50:11,929 - pyskl - INFO - +top1_acc 0.7414 +top5_acc 0.9456 +2025-06-27 19:50:11,981 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_15.pth was removed +2025-06-27 19:50:13,003 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2025-06-27 19:50:13,005 - pyskl - INFO - Best top1_acc is 0.7414 at 16 epoch. +2025-06-27 19:50:13,023 - pyskl - INFO - Epoch(val) [16][3718] top1_acc: 0.7414, top5_acc: 0.9456 +2025-06-27 19:51:22,388 - pyskl - INFO - Epoch [17][100/3405] lr: 2.430e-02, eta: 2 days, 10:57:48, time: 0.694, data_time: 0.231, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9594, loss_cls: 3.9048, loss: 3.9048 +2025-06-27 19:52:08,409 - pyskl - INFO - Epoch [17][200/3405] lr: 2.430e-02, eta: 2 days, 10:56:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9569, loss_cls: 3.9450, loss: 3.9450 +2025-06-27 19:52:54,387 - pyskl - INFO - Epoch [17][300/3405] lr: 2.430e-02, eta: 2 days, 10:56:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 4.0634, loss: 4.0634 +2025-06-27 19:53:40,511 - pyskl - INFO - Epoch [17][400/3405] lr: 2.429e-02, eta: 2 days, 10:55:16, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 4.0053, loss: 4.0053 +2025-06-27 19:54:26,623 - pyskl - INFO - Epoch [17][500/3405] lr: 2.429e-02, eta: 2 days, 10:54:26, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9469, loss_cls: 4.1511, loss: 4.1511 +2025-06-27 19:55:12,648 - pyskl - INFO - Epoch [17][600/3405] lr: 2.429e-02, eta: 2 days, 10:53:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9544, loss_cls: 4.0961, loss: 4.0961 +2025-06-27 19:55:58,753 - pyskl - INFO - Epoch [17][700/3405] lr: 2.429e-02, eta: 2 days, 10:52:45, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9519, loss_cls: 4.1241, loss: 4.1241 +2025-06-27 19:56:44,810 - pyskl - INFO - Epoch [17][800/3405] lr: 2.428e-02, eta: 2 days, 10:51:55, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9525, loss_cls: 4.0194, loss: 4.0194 +2025-06-27 19:57:30,848 - pyskl - INFO - Epoch [17][900/3405] lr: 2.428e-02, eta: 2 days, 10:51:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 3.9689, loss: 3.9689 +2025-06-27 19:58:16,974 - pyskl - INFO - Epoch [17][1000/3405] lr: 2.428e-02, eta: 2 days, 10:50:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9500, loss_cls: 4.1104, loss: 4.1104 +2025-06-27 19:59:02,950 - pyskl - INFO - Epoch [17][1100/3405] lr: 2.428e-02, eta: 2 days, 10:49:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9594, loss_cls: 4.0036, loss: 4.0036 +2025-06-27 19:59:49,167 - pyskl - INFO - Epoch [17][1200/3405] lr: 2.427e-02, eta: 2 days, 10:48:34, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 4.0976, loss: 4.0976 +2025-06-27 20:00:35,243 - pyskl - INFO - Epoch [17][1300/3405] lr: 2.427e-02, eta: 2 days, 10:47:44, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9575, loss_cls: 3.9154, loss: 3.9154 +2025-06-27 20:01:21,405 - pyskl - INFO - Epoch [17][1400/3405] lr: 2.427e-02, eta: 2 days, 10:46:54, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 4.0529, loss: 4.0529 +2025-06-27 20:02:07,446 - pyskl - INFO - Epoch [17][1500/3405] lr: 2.427e-02, eta: 2 days, 10:46:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9506, loss_cls: 4.0443, loss: 4.0443 +2025-06-27 20:02:53,432 - pyskl - INFO - Epoch [17][1600/3405] lr: 2.426e-02, eta: 2 days, 10:45:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9569, loss_cls: 4.0291, loss: 4.0291 +2025-06-27 20:03:39,425 - pyskl - INFO - Epoch [17][1700/3405] lr: 2.426e-02, eta: 2 days, 10:44:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9525, loss_cls: 4.0773, loss: 4.0773 +2025-06-27 20:04:25,430 - pyskl - INFO - Epoch [17][1800/3405] lr: 2.426e-02, eta: 2 days, 10:43:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9475, loss_cls: 4.1567, loss: 4.1567 +2025-06-27 20:05:11,678 - pyskl - INFO - Epoch [17][1900/3405] lr: 2.426e-02, eta: 2 days, 10:42:43, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9519, loss_cls: 4.1241, loss: 4.1241 +2025-06-27 20:05:57,755 - pyskl - INFO - Epoch [17][2000/3405] lr: 2.425e-02, eta: 2 days, 10:41:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9550, loss_cls: 4.0208, loss: 4.0208 +2025-06-27 20:06:43,833 - pyskl - INFO - Epoch [17][2100/3405] lr: 2.425e-02, eta: 2 days, 10:41:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 4.0579, loss: 4.0579 +2025-06-27 20:07:29,859 - pyskl - INFO - Epoch [17][2200/3405] lr: 2.425e-02, eta: 2 days, 10:40:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9587, loss_cls: 3.8472, loss: 3.8472 +2025-06-27 20:08:15,811 - pyskl - INFO - Epoch [17][2300/3405] lr: 2.425e-02, eta: 2 days, 10:39:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9500, loss_cls: 4.0549, loss: 4.0549 +2025-06-27 20:09:01,749 - pyskl - INFO - Epoch [17][2400/3405] lr: 2.424e-02, eta: 2 days, 10:38:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9606, loss_cls: 3.9823, loss: 3.9823 +2025-06-27 20:09:47,760 - pyskl - INFO - Epoch [17][2500/3405] lr: 2.424e-02, eta: 2 days, 10:37:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9569, loss_cls: 4.0573, loss: 4.0573 +2025-06-27 20:10:33,928 - pyskl - INFO - Epoch [17][2600/3405] lr: 2.424e-02, eta: 2 days, 10:36:51, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9575, loss_cls: 4.1071, loss: 4.1071 +2025-06-27 20:11:19,961 - pyskl - INFO - Epoch [17][2700/3405] lr: 2.423e-02, eta: 2 days, 10:36:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9494, loss_cls: 4.1079, loss: 4.1079 +2025-06-27 20:12:06,022 - pyskl - INFO - Epoch [17][2800/3405] lr: 2.423e-02, eta: 2 days, 10:35:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9619, loss_cls: 3.9878, loss: 3.9878 +2025-06-27 20:12:52,036 - pyskl - INFO - Epoch [17][2900/3405] lr: 2.423e-02, eta: 2 days, 10:34:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9419, loss_cls: 4.0887, loss: 4.0887 +2025-06-27 20:13:38,054 - pyskl - INFO - Epoch [17][3000/3405] lr: 2.423e-02, eta: 2 days, 10:33:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9487, loss_cls: 4.1888, loss: 4.1888 +2025-06-27 20:14:24,059 - pyskl - INFO - Epoch [17][3100/3405] lr: 2.422e-02, eta: 2 days, 10:32:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9519, loss_cls: 4.0262, loss: 4.0262 +2025-06-27 20:15:10,042 - pyskl - INFO - Epoch [17][3200/3405] lr: 2.422e-02, eta: 2 days, 10:31:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9513, loss_cls: 3.9810, loss: 3.9810 +2025-06-27 20:15:56,051 - pyskl - INFO - Epoch [17][3300/3405] lr: 2.422e-02, eta: 2 days, 10:30:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9587, loss_cls: 3.9581, loss: 3.9581 +2025-06-27 20:16:41,995 - pyskl - INFO - Epoch [17][3400/3405] lr: 2.422e-02, eta: 2 days, 10:30:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9437, loss_cls: 4.0309, loss: 4.0309 +2025-06-27 20:16:44,686 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-06-27 20:20:59,493 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 20:21:00,043 - pyskl - INFO - +top1_acc 0.7221 +top5_acc 0.9383 +2025-06-27 20:21:00,066 - pyskl - INFO - Epoch(val) [17][3718] top1_acc: 0.7221, top5_acc: 0.9383 +2025-06-27 20:22:08,680 - pyskl - INFO - Epoch [18][100/3405] lr: 2.421e-02, eta: 2 days, 10:31:52, time: 0.686, data_time: 0.228, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9575, loss_cls: 3.9220, loss: 3.9220 +2025-06-27 20:22:54,483 - pyskl - INFO - Epoch [18][200/3405] lr: 2.421e-02, eta: 2 days, 10:31:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9544, loss_cls: 3.9654, loss: 3.9654 +2025-06-27 20:23:40,287 - pyskl - INFO - Epoch [18][300/3405] lr: 2.421e-02, eta: 2 days, 10:30:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9487, loss_cls: 4.0609, loss: 4.0609 +2025-06-27 20:24:26,156 - pyskl - INFO - Epoch [18][400/3405] lr: 2.421e-02, eta: 2 days, 10:29:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9563, loss_cls: 3.9559, loss: 3.9559 +2025-06-27 20:25:11,962 - pyskl - INFO - Epoch [18][500/3405] lr: 2.420e-02, eta: 2 days, 10:28:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9475, loss_cls: 4.0881, loss: 4.0881 +2025-06-27 20:25:57,840 - pyskl - INFO - Epoch [18][600/3405] lr: 2.420e-02, eta: 2 days, 10:27:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 3.9133, loss: 3.9133 +2025-06-27 20:26:43,705 - pyskl - INFO - Epoch [18][700/3405] lr: 2.420e-02, eta: 2 days, 10:26:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 3.9085, loss: 3.9085 +2025-06-27 20:27:29,675 - pyskl - INFO - Epoch [18][800/3405] lr: 2.419e-02, eta: 2 days, 10:25:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9469, loss_cls: 3.8651, loss: 3.8651 +2025-06-27 20:28:15,594 - pyskl - INFO - Epoch [18][900/3405] lr: 2.419e-02, eta: 2 days, 10:24:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 3.9533, loss: 3.9533 +2025-06-27 20:29:01,665 - pyskl - INFO - Epoch [18][1000/3405] lr: 2.419e-02, eta: 2 days, 10:24:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9556, loss_cls: 4.1172, loss: 4.1172 +2025-06-27 20:29:47,598 - pyskl - INFO - Epoch [18][1100/3405] lr: 2.419e-02, eta: 2 days, 10:23:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9563, loss_cls: 4.0997, loss: 4.0997 +2025-06-27 20:30:33,512 - pyskl - INFO - Epoch [18][1200/3405] lr: 2.418e-02, eta: 2 days, 10:22:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 4.0041, loss: 4.0041 +2025-06-27 20:31:19,499 - pyskl - INFO - Epoch [18][1300/3405] lr: 2.418e-02, eta: 2 days, 10:21:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 3.9414, loss: 3.9414 +2025-06-27 20:32:05,378 - pyskl - INFO - Epoch [18][1400/3405] lr: 2.418e-02, eta: 2 days, 10:20:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 3.9208, loss: 3.9208 +2025-06-27 20:32:51,206 - pyskl - INFO - Epoch [18][1500/3405] lr: 2.418e-02, eta: 2 days, 10:19:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9575, loss_cls: 3.9916, loss: 3.9916 +2025-06-27 20:33:37,082 - pyskl - INFO - Epoch [18][1600/3405] lr: 2.417e-02, eta: 2 days, 10:19:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9600, loss_cls: 3.9887, loss: 3.9887 +2025-06-27 20:34:22,945 - pyskl - INFO - Epoch [18][1700/3405] lr: 2.417e-02, eta: 2 days, 10:18:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9475, loss_cls: 4.0287, loss: 4.0287 +2025-06-27 20:35:08,746 - pyskl - INFO - Epoch [18][1800/3405] lr: 2.417e-02, eta: 2 days, 10:17:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9531, loss_cls: 3.9385, loss: 3.9385 +2025-06-27 20:35:54,656 - pyskl - INFO - Epoch [18][1900/3405] lr: 2.416e-02, eta: 2 days, 10:16:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9563, loss_cls: 3.9454, loss: 3.9454 +2025-06-27 20:36:40,591 - pyskl - INFO - Epoch [18][2000/3405] lr: 2.416e-02, eta: 2 days, 10:15:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9544, loss_cls: 4.0958, loss: 4.0958 +2025-06-27 20:37:26,537 - pyskl - INFO - Epoch [18][2100/3405] lr: 2.416e-02, eta: 2 days, 10:14:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9463, loss_cls: 4.0792, loss: 4.0792 +2025-06-27 20:38:12,364 - pyskl - INFO - Epoch [18][2200/3405] lr: 2.416e-02, eta: 2 days, 10:13:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9469, loss_cls: 4.1301, loss: 4.1301 +2025-06-27 20:38:58,173 - pyskl - INFO - Epoch [18][2300/3405] lr: 2.415e-02, eta: 2 days, 10:13:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9600, loss_cls: 3.9697, loss: 3.9697 +2025-06-27 20:39:43,981 - pyskl - INFO - Epoch [18][2400/3405] lr: 2.415e-02, eta: 2 days, 10:12:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9575, loss_cls: 4.0474, loss: 4.0474 +2025-06-27 20:40:29,961 - pyskl - INFO - Epoch [18][2500/3405] lr: 2.415e-02, eta: 2 days, 10:11:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9506, loss_cls: 4.1381, loss: 4.1381 +2025-06-27 20:41:15,883 - pyskl - INFO - Epoch [18][2600/3405] lr: 2.414e-02, eta: 2 days, 10:10:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 3.9005, loss: 3.9005 +2025-06-27 20:42:01,701 - pyskl - INFO - Epoch [18][2700/3405] lr: 2.414e-02, eta: 2 days, 10:09:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 3.8607, loss: 3.8607 +2025-06-27 20:42:47,455 - pyskl - INFO - Epoch [18][2800/3405] lr: 2.414e-02, eta: 2 days, 10:08:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9481, loss_cls: 4.0980, loss: 4.0980 +2025-06-27 20:43:33,253 - pyskl - INFO - Epoch [18][2900/3405] lr: 2.414e-02, eta: 2 days, 10:07:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9519, loss_cls: 3.9650, loss: 3.9650 +2025-06-27 20:44:19,106 - pyskl - INFO - Epoch [18][3000/3405] lr: 2.413e-02, eta: 2 days, 10:07:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 4.1518, loss: 4.1518 +2025-06-27 20:45:05,044 - pyskl - INFO - Epoch [18][3100/3405] lr: 2.413e-02, eta: 2 days, 10:06:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9437, loss_cls: 4.1862, loss: 4.1862 +2025-06-27 20:45:50,908 - pyskl - INFO - Epoch [18][3200/3405] lr: 2.413e-02, eta: 2 days, 10:05:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9656, loss_cls: 3.8501, loss: 3.8501 +2025-06-27 20:46:36,799 - pyskl - INFO - Epoch [18][3300/3405] lr: 2.413e-02, eta: 2 days, 10:04:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9519, loss_cls: 4.0583, loss: 4.0583 +2025-06-27 20:47:22,561 - pyskl - INFO - Epoch [18][3400/3405] lr: 2.412e-02, eta: 2 days, 10:03:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9619, loss_cls: 3.9696, loss: 3.9696 +2025-06-27 20:47:25,261 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-06-27 20:51:37,516 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 20:51:38,060 - pyskl - INFO - +top1_acc 0.7287 +top5_acc 0.9388 +2025-06-27 20:51:38,083 - pyskl - INFO - Epoch(val) [18][3718] top1_acc: 0.7287, top5_acc: 0.9388 +2025-06-27 20:52:46,978 - pyskl - INFO - Epoch [19][100/3405] lr: 2.412e-02, eta: 2 days, 10:05:14, time: 0.689, data_time: 0.231, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9637, loss_cls: 3.9494, loss: 3.9494 +2025-06-27 20:53:32,827 - pyskl - INFO - Epoch [19][200/3405] lr: 2.412e-02, eta: 2 days, 10:04:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9644, loss_cls: 3.8421, loss: 3.8421 +2025-06-27 20:54:18,705 - pyskl - INFO - Epoch [19][300/3405] lr: 2.411e-02, eta: 2 days, 10:03:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9650, loss_cls: 3.8746, loss: 3.8746 +2025-06-27 20:55:04,451 - pyskl - INFO - Epoch [19][400/3405] lr: 2.411e-02, eta: 2 days, 10:02:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 3.9126, loss: 3.9126 +2025-06-27 20:55:50,215 - pyskl - INFO - Epoch [19][500/3405] lr: 2.411e-02, eta: 2 days, 10:01:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9569, loss_cls: 4.0017, loss: 4.0017 +2025-06-27 20:56:36,037 - pyskl - INFO - Epoch [19][600/3405] lr: 2.411e-02, eta: 2 days, 10:00:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 4.0663, loss: 4.0663 +2025-06-27 20:57:21,877 - pyskl - INFO - Epoch [19][700/3405] lr: 2.410e-02, eta: 2 days, 10:00:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 3.9438, loss: 3.9438 +2025-06-27 20:58:07,751 - pyskl - INFO - Epoch [19][800/3405] lr: 2.410e-02, eta: 2 days, 9:59:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 3.9518, loss: 3.9518 +2025-06-27 20:58:53,635 - pyskl - INFO - Epoch [19][900/3405] lr: 2.410e-02, eta: 2 days, 9:58:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9525, loss_cls: 4.0055, loss: 4.0055 +2025-06-27 20:59:39,578 - pyskl - INFO - Epoch [19][1000/3405] lr: 2.409e-02, eta: 2 days, 9:57:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9663, loss_cls: 3.9802, loss: 3.9802 +2025-06-27 21:00:25,576 - pyskl - INFO - Epoch [19][1100/3405] lr: 2.409e-02, eta: 2 days, 9:56:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9600, loss_cls: 4.0021, loss: 4.0021 +2025-06-27 21:01:11,521 - pyskl - INFO - Epoch [19][1200/3405] lr: 2.409e-02, eta: 2 days, 9:55:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 3.8843, loss: 3.8843 +2025-06-27 21:01:57,265 - pyskl - INFO - Epoch [19][1300/3405] lr: 2.409e-02, eta: 2 days, 9:54:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 4.0081, loss: 4.0081 +2025-06-27 21:02:43,149 - pyskl - INFO - Epoch [19][1400/3405] lr: 2.408e-02, eta: 2 days, 9:54:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 4.0204, loss: 4.0204 +2025-06-27 21:03:29,103 - pyskl - INFO - Epoch [19][1500/3405] lr: 2.408e-02, eta: 2 days, 9:53:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9569, loss_cls: 3.9739, loss: 3.9739 +2025-06-27 21:04:14,906 - pyskl - INFO - Epoch [19][1600/3405] lr: 2.408e-02, eta: 2 days, 9:52:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 4.1250, loss: 4.1250 +2025-06-27 21:05:00,578 - pyskl - INFO - Epoch [19][1700/3405] lr: 2.407e-02, eta: 2 days, 9:51:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 3.9149, loss: 3.9149 +2025-06-27 21:05:46,243 - pyskl - INFO - Epoch [19][1800/3405] lr: 2.407e-02, eta: 2 days, 9:50:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 4.0521, loss: 4.0521 +2025-06-27 21:06:32,067 - pyskl - INFO - Epoch [19][1900/3405] lr: 2.407e-02, eta: 2 days, 9:49:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9556, loss_cls: 4.0674, loss: 4.0674 +2025-06-27 21:07:17,772 - pyskl - INFO - Epoch [19][2000/3405] lr: 2.406e-02, eta: 2 days, 9:48:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9513, loss_cls: 3.9481, loss: 3.9481 +2025-06-27 21:08:03,486 - pyskl - INFO - Epoch [19][2100/3405] lr: 2.406e-02, eta: 2 days, 9:48:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 3.8587, loss: 3.8587 +2025-06-27 21:08:49,497 - pyskl - INFO - Epoch [19][2200/3405] lr: 2.406e-02, eta: 2 days, 9:47:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9481, loss_cls: 3.9419, loss: 3.9419 +2025-06-27 21:09:35,226 - pyskl - INFO - Epoch [19][2300/3405] lr: 2.406e-02, eta: 2 days, 9:46:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9600, loss_cls: 3.9622, loss: 3.9622 +2025-06-27 21:10:21,127 - pyskl - INFO - Epoch [19][2400/3405] lr: 2.405e-02, eta: 2 days, 9:45:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9619, loss_cls: 3.8586, loss: 3.8586 +2025-06-27 21:11:06,961 - pyskl - INFO - Epoch [19][2500/3405] lr: 2.405e-02, eta: 2 days, 9:44:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9344, loss_cls: 4.1104, loss: 4.1104 +2025-06-27 21:11:52,616 - pyskl - INFO - Epoch [19][2600/3405] lr: 2.405e-02, eta: 2 days, 9:43:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 3.9343, loss: 3.9343 +2025-06-27 21:12:38,455 - pyskl - INFO - Epoch [19][2700/3405] lr: 2.404e-02, eta: 2 days, 9:42:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9594, loss_cls: 4.0187, loss: 4.0187 +2025-06-27 21:13:24,201 - pyskl - INFO - Epoch [19][2800/3405] lr: 2.404e-02, eta: 2 days, 9:42:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 4.0250, loss: 4.0250 +2025-06-27 21:14:09,904 - pyskl - INFO - Epoch [19][2900/3405] lr: 2.404e-02, eta: 2 days, 9:41:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9500, loss_cls: 4.1647, loss: 4.1647 +2025-06-27 21:14:55,650 - pyskl - INFO - Epoch [19][3000/3405] lr: 2.404e-02, eta: 2 days, 9:40:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9506, loss_cls: 4.0827, loss: 4.0827 +2025-06-27 21:15:41,372 - pyskl - INFO - Epoch [19][3100/3405] lr: 2.403e-02, eta: 2 days, 9:39:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9494, loss_cls: 4.0984, loss: 4.0984 +2025-06-27 21:16:27,040 - pyskl - INFO - Epoch [19][3200/3405] lr: 2.403e-02, eta: 2 days, 9:38:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9481, loss_cls: 4.0461, loss: 4.0461 +2025-06-27 21:17:12,757 - pyskl - INFO - Epoch [19][3300/3405] lr: 2.403e-02, eta: 2 days, 9:37:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9556, loss_cls: 3.9992, loss: 3.9992 +2025-06-27 21:17:58,419 - pyskl - INFO - Epoch [19][3400/3405] lr: 2.402e-02, eta: 2 days, 9:36:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9437, loss_cls: 4.1210, loss: 4.1210 +2025-06-27 21:18:01,060 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-06-27 21:22:16,387 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 21:22:16,926 - pyskl - INFO - +top1_acc 0.7239 +top5_acc 0.9405 +2025-06-27 21:22:16,945 - pyskl - INFO - Epoch(val) [19][3718] top1_acc: 0.7239, top5_acc: 0.9405 +2025-06-27 21:23:25,670 - pyskl - INFO - Epoch [20][100/3405] lr: 2.402e-02, eta: 2 days, 9:38:19, time: 0.687, data_time: 0.229, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9544, loss_cls: 4.0092, loss: 4.0092 +2025-06-27 21:24:11,595 - pyskl - INFO - Epoch [20][200/3405] lr: 2.402e-02, eta: 2 days, 9:37:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9656, loss_cls: 3.9009, loss: 3.9009 +2025-06-27 21:24:57,695 - pyskl - INFO - Epoch [20][300/3405] lr: 2.401e-02, eta: 2 days, 9:36:39, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 3.8553, loss: 3.8553 +2025-06-27 21:25:43,799 - pyskl - INFO - Epoch [20][400/3405] lr: 2.401e-02, eta: 2 days, 9:35:49, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 4.0474, loss: 4.0474 +2025-06-27 21:26:29,766 - pyskl - INFO - Epoch [20][500/3405] lr: 2.401e-02, eta: 2 days, 9:34:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9637, loss_cls: 4.0578, loss: 4.0578 +2025-06-27 21:27:15,694 - pyskl - INFO - Epoch [20][600/3405] lr: 2.401e-02, eta: 2 days, 9:34:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9487, loss_cls: 4.1060, loss: 4.1060 +2025-06-27 21:28:01,587 - pyskl - INFO - Epoch [20][700/3405] lr: 2.400e-02, eta: 2 days, 9:33:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9556, loss_cls: 4.1038, loss: 4.1038 +2025-06-27 21:28:47,728 - pyskl - INFO - Epoch [20][800/3405] lr: 2.400e-02, eta: 2 days, 9:32:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9637, loss_cls: 3.9007, loss: 3.9007 +2025-06-27 21:29:34,159 - pyskl - INFO - Epoch [20][900/3405] lr: 2.400e-02, eta: 2 days, 9:31:41, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 3.8751, loss: 3.8751 +2025-06-27 21:30:20,342 - pyskl - INFO - Epoch [20][1000/3405] lr: 2.399e-02, eta: 2 days, 9:30:52, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9656, loss_cls: 3.9142, loss: 3.9142 +2025-06-27 21:31:06,242 - pyskl - INFO - Epoch [20][1100/3405] lr: 2.399e-02, eta: 2 days, 9:30:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9531, loss_cls: 3.9673, loss: 3.9673 +2025-06-27 21:31:52,052 - pyskl - INFO - Epoch [20][1200/3405] lr: 2.399e-02, eta: 2 days, 9:29:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9531, loss_cls: 3.9188, loss: 3.9188 +2025-06-27 21:32:37,739 - pyskl - INFO - Epoch [20][1300/3405] lr: 2.398e-02, eta: 2 days, 9:28:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9581, loss_cls: 3.9714, loss: 3.9714 +2025-06-27 21:33:23,370 - pyskl - INFO - Epoch [20][1400/3405] lr: 2.398e-02, eta: 2 days, 9:27:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9513, loss_cls: 3.9441, loss: 3.9441 +2025-06-27 21:34:08,991 - pyskl - INFO - Epoch [20][1500/3405] lr: 2.398e-02, eta: 2 days, 9:26:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9469, loss_cls: 4.0299, loss: 4.0299 +2025-06-27 21:34:54,659 - pyskl - INFO - Epoch [20][1600/3405] lr: 2.398e-02, eta: 2 days, 9:25:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 3.9128, loss: 3.9128 +2025-06-27 21:35:40,581 - pyskl - INFO - Epoch [20][1700/3405] lr: 2.397e-02, eta: 2 days, 9:24:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9600, loss_cls: 3.8372, loss: 3.8372 +2025-06-27 21:36:26,718 - pyskl - INFO - Epoch [20][1800/3405] lr: 2.397e-02, eta: 2 days, 9:24:01, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9569, loss_cls: 3.9636, loss: 3.9636 +2025-06-27 21:37:12,555 - pyskl - INFO - Epoch [20][1900/3405] lr: 2.397e-02, eta: 2 days, 9:23:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 3.9756, loss: 3.9756 +2025-06-27 21:37:58,331 - pyskl - INFO - Epoch [20][2000/3405] lr: 2.396e-02, eta: 2 days, 9:22:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9594, loss_cls: 3.9867, loss: 3.9867 +2025-06-27 21:38:44,122 - pyskl - INFO - Epoch [20][2100/3405] lr: 2.396e-02, eta: 2 days, 9:21:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9556, loss_cls: 3.9380, loss: 3.9380 +2025-06-27 21:39:29,908 - pyskl - INFO - Epoch [20][2200/3405] lr: 2.396e-02, eta: 2 days, 9:20:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9513, loss_cls: 3.9988, loss: 3.9988 +2025-06-27 21:40:15,698 - pyskl - INFO - Epoch [20][2300/3405] lr: 2.395e-02, eta: 2 days, 9:19:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 3.8369, loss: 3.8369 +2025-06-27 21:41:01,498 - pyskl - INFO - Epoch [20][2400/3405] lr: 2.395e-02, eta: 2 days, 9:18:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 4.0236, loss: 4.0236 +2025-06-27 21:41:47,436 - pyskl - INFO - Epoch [20][2500/3405] lr: 2.395e-02, eta: 2 days, 9:18:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9475, loss_cls: 4.0583, loss: 4.0583 +2025-06-27 21:42:33,527 - pyskl - INFO - Epoch [20][2600/3405] lr: 2.394e-02, eta: 2 days, 9:17:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9606, loss_cls: 4.0570, loss: 4.0570 +2025-06-27 21:43:19,605 - pyskl - INFO - Epoch [20][2700/3405] lr: 2.394e-02, eta: 2 days, 9:16:25, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9513, loss_cls: 3.9081, loss: 3.9081 +2025-06-27 21:44:05,679 - pyskl - INFO - Epoch [20][2800/3405] lr: 2.394e-02, eta: 2 days, 9:15:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 3.9302, loss: 3.9302 +2025-06-27 21:44:51,740 - pyskl - INFO - Epoch [20][2900/3405] lr: 2.394e-02, eta: 2 days, 9:14:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9569, loss_cls: 3.8520, loss: 3.8520 +2025-06-27 21:45:37,487 - pyskl - INFO - Epoch [20][3000/3405] lr: 2.393e-02, eta: 2 days, 9:13:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 3.9456, loss: 3.9456 +2025-06-27 21:46:23,410 - pyskl - INFO - Epoch [20][3100/3405] lr: 2.393e-02, eta: 2 days, 9:13:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9550, loss_cls: 4.0735, loss: 4.0735 +2025-06-27 21:47:09,198 - pyskl - INFO - Epoch [20][3200/3405] lr: 2.393e-02, eta: 2 days, 9:12:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 4.0458, loss: 4.0458 +2025-06-27 21:47:55,460 - pyskl - INFO - Epoch [20][3300/3405] lr: 2.392e-02, eta: 2 days, 9:11:25, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9450, loss_cls: 3.9564, loss: 3.9564 +2025-06-27 21:48:41,554 - pyskl - INFO - Epoch [20][3400/3405] lr: 2.392e-02, eta: 2 days, 9:10:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9525, loss_cls: 4.0539, loss: 4.0539 +2025-06-27 21:48:44,172 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-06-27 22:08:38,381 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 22:08:38,932 - pyskl - INFO - +top1_acc 0.7427 +top5_acc 0.9442 +2025-06-27 22:08:38,989 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_16.pth was removed +2025-06-27 22:08:40,061 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. +2025-06-27 22:08:40,063 - pyskl - INFO - Best top1_acc is 0.7427 at 20 epoch. +2025-06-27 22:08:40,085 - pyskl - INFO - Epoch(val) [20][3718] top1_acc: 0.7427, top5_acc: 0.9442 +2025-06-27 22:09:49,607 - pyskl - INFO - Epoch [21][100/3405] lr: 2.392e-02, eta: 2 days, 9:12:02, time: 0.695, data_time: 0.237, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9581, loss_cls: 3.8234, loss: 3.8234 +2025-06-27 22:10:35,406 - pyskl - INFO - Epoch [21][200/3405] lr: 2.391e-02, eta: 2 days, 9:11:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9619, loss_cls: 3.8728, loss: 3.8728 +2025-06-27 22:11:21,299 - pyskl - INFO - Epoch [21][300/3405] lr: 2.391e-02, eta: 2 days, 9:10:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9613, loss_cls: 3.9422, loss: 3.9422 +2025-06-27 22:12:07,203 - pyskl - INFO - Epoch [21][400/3405] lr: 2.391e-02, eta: 2 days, 9:09:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9544, loss_cls: 3.9612, loss: 3.9612 +2025-06-27 22:12:52,948 - pyskl - INFO - Epoch [21][500/3405] lr: 2.390e-02, eta: 2 days, 9:08:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9537, loss_cls: 3.9132, loss: 3.9132 +2025-06-27 22:13:38,811 - pyskl - INFO - Epoch [21][600/3405] lr: 2.390e-02, eta: 2 days, 9:07:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 3.8390, loss: 3.8390 +2025-06-27 22:14:24,666 - pyskl - INFO - Epoch [21][700/3405] lr: 2.390e-02, eta: 2 days, 9:06:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 3.9418, loss: 3.9418 +2025-06-27 22:15:10,409 - pyskl - INFO - Epoch [21][800/3405] lr: 2.389e-02, eta: 2 days, 9:06:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9581, loss_cls: 3.8079, loss: 3.8079 +2025-06-27 22:15:56,166 - pyskl - INFO - Epoch [21][900/3405] lr: 2.389e-02, eta: 2 days, 9:05:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9594, loss_cls: 3.8428, loss: 3.8428 +2025-06-27 22:16:42,177 - pyskl - INFO - Epoch [21][1000/3405] lr: 2.389e-02, eta: 2 days, 9:04:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 3.8863, loss: 3.8863 +2025-06-27 22:17:28,065 - pyskl - INFO - Epoch [21][1100/3405] lr: 2.388e-02, eta: 2 days, 9:03:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9575, loss_cls: 3.9521, loss: 3.9521 +2025-06-27 22:18:13,841 - pyskl - INFO - Epoch [21][1200/3405] lr: 2.388e-02, eta: 2 days, 9:02:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9525, loss_cls: 3.9830, loss: 3.9830 +2025-06-27 22:18:59,502 - pyskl - INFO - Epoch [21][1300/3405] lr: 2.388e-02, eta: 2 days, 9:01:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 3.8618, loss: 3.8618 +2025-06-27 22:19:45,174 - pyskl - INFO - Epoch [21][1400/3405] lr: 2.388e-02, eta: 2 days, 9:00:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9644, loss_cls: 3.8724, loss: 3.8724 +2025-06-27 22:20:31,147 - pyskl - INFO - Epoch [21][1500/3405] lr: 2.387e-02, eta: 2 days, 9:00:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9513, loss_cls: 3.8197, loss: 3.8197 +2025-06-27 22:21:17,100 - pyskl - INFO - Epoch [21][1600/3405] lr: 2.387e-02, eta: 2 days, 8:59:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 4.0114, loss: 4.0114 +2025-06-27 22:22:02,836 - pyskl - INFO - Epoch [21][1700/3405] lr: 2.387e-02, eta: 2 days, 8:58:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9619, loss_cls: 4.0346, loss: 4.0346 +2025-06-27 22:22:48,617 - pyskl - INFO - Epoch [21][1800/3405] lr: 2.386e-02, eta: 2 days, 8:57:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9531, loss_cls: 3.9780, loss: 3.9780 +2025-06-27 22:23:34,390 - pyskl - INFO - Epoch [21][1900/3405] lr: 2.386e-02, eta: 2 days, 8:56:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9525, loss_cls: 3.9775, loss: 3.9775 +2025-06-27 22:24:20,149 - pyskl - INFO - Epoch [21][2000/3405] lr: 2.386e-02, eta: 2 days, 8:55:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9519, loss_cls: 3.9459, loss: 3.9459 +2025-06-27 22:25:05,903 - pyskl - INFO - Epoch [21][2100/3405] lr: 2.385e-02, eta: 2 days, 8:55:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9519, loss_cls: 3.9094, loss: 3.9094 +2025-06-27 22:25:51,648 - pyskl - INFO - Epoch [21][2200/3405] lr: 2.385e-02, eta: 2 days, 8:54:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9519, loss_cls: 3.9141, loss: 3.9141 +2025-06-27 22:26:37,423 - pyskl - INFO - Epoch [21][2300/3405] lr: 2.385e-02, eta: 2 days, 8:53:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9581, loss_cls: 3.9965, loss: 3.9965 +2025-06-27 22:27:23,275 - pyskl - INFO - Epoch [21][2400/3405] lr: 2.384e-02, eta: 2 days, 8:52:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 3.8850, loss: 3.8850 +2025-06-27 22:28:09,015 - pyskl - INFO - Epoch [21][2500/3405] lr: 2.384e-02, eta: 2 days, 8:51:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9569, loss_cls: 3.9317, loss: 3.9317 +2025-06-27 22:28:54,767 - pyskl - INFO - Epoch [21][2600/3405] lr: 2.384e-02, eta: 2 days, 8:50:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9619, loss_cls: 4.0023, loss: 4.0023 +2025-06-27 22:29:40,521 - pyskl - INFO - Epoch [21][2700/3405] lr: 2.383e-02, eta: 2 days, 8:49:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9487, loss_cls: 4.0701, loss: 4.0701 +2025-06-27 22:30:26,260 - pyskl - INFO - Epoch [21][2800/3405] lr: 2.383e-02, eta: 2 days, 8:49:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9569, loss_cls: 3.9822, loss: 3.9822 +2025-06-27 22:31:12,193 - pyskl - INFO - Epoch [21][2900/3405] lr: 2.383e-02, eta: 2 days, 8:48:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9556, loss_cls: 3.9354, loss: 3.9354 +2025-06-27 22:31:57,966 - pyskl - INFO - Epoch [21][3000/3405] lr: 2.382e-02, eta: 2 days, 8:47:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9519, loss_cls: 3.9177, loss: 3.9177 +2025-06-27 22:32:43,660 - pyskl - INFO - Epoch [21][3100/3405] lr: 2.382e-02, eta: 2 days, 8:46:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 3.9429, loss: 3.9429 +2025-06-27 22:33:29,320 - pyskl - INFO - Epoch [21][3200/3405] lr: 2.382e-02, eta: 2 days, 8:45:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9487, loss_cls: 3.9991, loss: 3.9991 +2025-06-27 22:34:14,956 - pyskl - INFO - Epoch [21][3300/3405] lr: 2.381e-02, eta: 2 days, 8:44:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9481, loss_cls: 3.9779, loss: 3.9779 +2025-06-27 22:35:00,627 - pyskl - INFO - Epoch [21][3400/3405] lr: 2.381e-02, eta: 2 days, 8:43:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9537, loss_cls: 3.8902, loss: 3.8902 +2025-06-27 22:35:03,330 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-06-27 22:39:15,885 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 22:39:16,428 - pyskl - INFO - +top1_acc 0.7376 +top5_acc 0.9383 +2025-06-27 22:39:16,449 - pyskl - INFO - Epoch(val) [21][3718] top1_acc: 0.7376, top5_acc: 0.9383 +2025-06-27 22:40:25,608 - pyskl - INFO - Epoch [22][100/3405] lr: 2.381e-02, eta: 2 days, 8:45:11, time: 0.692, data_time: 0.232, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 3.9427, loss: 3.9427 +2025-06-27 22:41:11,563 - pyskl - INFO - Epoch [22][200/3405] lr: 2.380e-02, eta: 2 days, 8:44:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 3.8417, loss: 3.8417 +2025-06-27 22:41:57,471 - pyskl - INFO - Epoch [22][300/3405] lr: 2.380e-02, eta: 2 days, 8:43:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9563, loss_cls: 3.9229, loss: 3.9229 +2025-06-27 22:42:43,486 - pyskl - INFO - Epoch [22][400/3405] lr: 2.380e-02, eta: 2 days, 8:42:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9531, loss_cls: 3.9136, loss: 3.9136 +2025-06-27 22:43:29,607 - pyskl - INFO - Epoch [22][500/3405] lr: 2.379e-02, eta: 2 days, 8:41:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9525, loss_cls: 3.9522, loss: 3.9522 +2025-06-27 22:44:15,522 - pyskl - INFO - Epoch [22][600/3405] lr: 2.379e-02, eta: 2 days, 8:41:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9644, loss_cls: 3.8107, loss: 3.8107 +2025-06-27 22:45:01,321 - pyskl - INFO - Epoch [22][700/3405] lr: 2.379e-02, eta: 2 days, 8:40:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 3.9003, loss: 3.9003 +2025-06-27 22:45:47,174 - pyskl - INFO - Epoch [22][800/3405] lr: 2.378e-02, eta: 2 days, 8:39:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9669, loss_cls: 3.8551, loss: 3.8551 +2025-06-27 22:46:33,317 - pyskl - INFO - Epoch [22][900/3405] lr: 2.378e-02, eta: 2 days, 8:38:32, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9525, loss_cls: 3.9280, loss: 3.9280 +2025-06-27 22:47:19,229 - pyskl - INFO - Epoch [22][1000/3405] lr: 2.378e-02, eta: 2 days, 8:37:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9519, loss_cls: 3.9408, loss: 3.9408 +2025-06-27 22:48:05,273 - pyskl - INFO - Epoch [22][1100/3405] lr: 2.377e-02, eta: 2 days, 8:36:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9637, loss_cls: 3.8566, loss: 3.8566 +2025-06-27 22:48:51,156 - pyskl - INFO - Epoch [22][1200/3405] lr: 2.377e-02, eta: 2 days, 8:36:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9625, loss_cls: 3.9387, loss: 3.9387 +2025-06-27 22:49:37,037 - pyskl - INFO - Epoch [22][1300/3405] lr: 2.377e-02, eta: 2 days, 8:35:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9544, loss_cls: 3.9487, loss: 3.9487 +2025-06-27 22:50:23,006 - pyskl - INFO - Epoch [22][1400/3405] lr: 2.376e-02, eta: 2 days, 8:34:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 3.9307, loss: 3.9307 +2025-06-27 22:51:08,881 - pyskl - INFO - Epoch [22][1500/3405] lr: 2.376e-02, eta: 2 days, 8:33:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 3.9239, loss: 3.9239 +2025-06-27 22:51:54,688 - pyskl - INFO - Epoch [22][1600/3405] lr: 2.376e-02, eta: 2 days, 8:32:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 3.7622, loss: 3.7622 +2025-06-27 22:52:40,529 - pyskl - INFO - Epoch [22][1700/3405] lr: 2.375e-02, eta: 2 days, 8:31:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9644, loss_cls: 3.8212, loss: 3.8212 +2025-06-27 22:53:26,356 - pyskl - INFO - Epoch [22][1800/3405] lr: 2.375e-02, eta: 2 days, 8:31:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9625, loss_cls: 3.9782, loss: 3.9782 +2025-06-27 22:54:12,300 - pyskl - INFO - Epoch [22][1900/3405] lr: 2.375e-02, eta: 2 days, 8:30:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9575, loss_cls: 3.9069, loss: 3.9069 +2025-06-27 22:54:58,027 - pyskl - INFO - Epoch [22][2000/3405] lr: 2.374e-02, eta: 2 days, 8:29:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 3.9852, loss: 3.9852 +2025-06-27 22:55:43,795 - pyskl - INFO - Epoch [22][2100/3405] lr: 2.374e-02, eta: 2 days, 8:28:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 3.9830, loss: 3.9830 +2025-06-27 22:56:29,642 - pyskl - INFO - Epoch [22][2200/3405] lr: 2.374e-02, eta: 2 days, 8:27:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9594, loss_cls: 3.7992, loss: 3.7992 +2025-06-27 22:57:15,473 - pyskl - INFO - Epoch [22][2300/3405] lr: 2.373e-02, eta: 2 days, 8:26:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9506, loss_cls: 3.9223, loss: 3.9223 +2025-06-27 22:58:01,243 - pyskl - INFO - Epoch [22][2400/3405] lr: 2.373e-02, eta: 2 days, 8:25:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9481, loss_cls: 4.0441, loss: 4.0441 +2025-06-27 22:58:47,033 - pyskl - INFO - Epoch [22][2500/3405] lr: 2.373e-02, eta: 2 days, 8:25:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 3.7860, loss: 3.7860 +2025-06-27 22:59:32,880 - pyskl - INFO - Epoch [22][2600/3405] lr: 2.372e-02, eta: 2 days, 8:24:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9550, loss_cls: 3.9569, loss: 3.9569 +2025-06-27 23:00:18,680 - pyskl - INFO - Epoch [22][2700/3405] lr: 2.372e-02, eta: 2 days, 8:23:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9669, loss_cls: 3.9167, loss: 3.9167 +2025-06-27 23:01:04,447 - pyskl - INFO - Epoch [22][2800/3405] lr: 2.372e-02, eta: 2 days, 8:22:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 3.8588, loss: 3.8588 +2025-06-27 23:01:50,345 - pyskl - INFO - Epoch [22][2900/3405] lr: 2.371e-02, eta: 2 days, 8:21:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9556, loss_cls: 4.1032, loss: 4.1032 +2025-06-27 23:02:36,127 - pyskl - INFO - Epoch [22][3000/3405] lr: 2.371e-02, eta: 2 days, 8:20:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 3.9465, loss: 3.9465 +2025-06-27 23:03:21,846 - pyskl - INFO - Epoch [22][3100/3405] lr: 2.371e-02, eta: 2 days, 8:20:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9613, loss_cls: 3.8682, loss: 3.8682 +2025-06-27 23:04:07,746 - pyskl - INFO - Epoch [22][3200/3405] lr: 2.370e-02, eta: 2 days, 8:19:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9537, loss_cls: 3.8141, loss: 3.8141 +2025-06-27 23:04:53,481 - pyskl - INFO - Epoch [22][3300/3405] lr: 2.370e-02, eta: 2 days, 8:18:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9475, loss_cls: 3.9484, loss: 3.9484 +2025-06-27 23:05:39,266 - pyskl - INFO - Epoch [22][3400/3405] lr: 2.370e-02, eta: 2 days, 8:17:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9587, loss_cls: 3.9556, loss: 3.9556 +2025-06-27 23:05:41,942 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-06-27 23:09:54,054 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 23:09:54,605 - pyskl - INFO - +top1_acc 0.7353 +top5_acc 0.9393 +2025-06-27 23:09:54,628 - pyskl - INFO - Epoch(val) [22][3718] top1_acc: 0.7353, top5_acc: 0.9393 +2025-06-27 23:11:03,904 - pyskl - INFO - Epoch [23][100/3405] lr: 2.369e-02, eta: 2 days, 8:18:40, time: 0.693, data_time: 0.234, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 3.8664, loss: 3.8664 +2025-06-27 23:11:49,873 - pyskl - INFO - Epoch [23][200/3405] lr: 2.369e-02, eta: 2 days, 8:17:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9563, loss_cls: 3.9227, loss: 3.9227 +2025-06-27 23:12:35,991 - pyskl - INFO - Epoch [23][300/3405] lr: 2.369e-02, eta: 2 days, 8:17:01, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9625, loss_cls: 3.8818, loss: 3.8818 +2025-06-27 23:13:22,055 - pyskl - INFO - Epoch [23][400/3405] lr: 2.368e-02, eta: 2 days, 8:16:12, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9575, loss_cls: 3.9218, loss: 3.9218 +2025-06-27 23:14:07,991 - pyskl - INFO - Epoch [23][500/3405] lr: 2.368e-02, eta: 2 days, 8:15:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9688, loss_cls: 3.7740, loss: 3.7740 +2025-06-27 23:14:53,821 - pyskl - INFO - Epoch [23][600/3405] lr: 2.368e-02, eta: 2 days, 8:14:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9563, loss_cls: 3.7659, loss: 3.7659 +2025-06-27 23:15:39,753 - pyskl - INFO - Epoch [23][700/3405] lr: 2.367e-02, eta: 2 days, 8:13:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 3.9027, loss: 3.9027 +2025-06-27 23:16:25,583 - pyskl - INFO - Epoch [23][800/3405] lr: 2.367e-02, eta: 2 days, 8:12:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9625, loss_cls: 3.8513, loss: 3.8513 +2025-06-27 23:17:11,426 - pyskl - INFO - Epoch [23][900/3405] lr: 2.367e-02, eta: 2 days, 8:12:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9519, loss_cls: 3.7980, loss: 3.7980 +2025-06-27 23:17:57,553 - pyskl - INFO - Epoch [23][1000/3405] lr: 2.366e-02, eta: 2 days, 8:11:12, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9506, loss_cls: 3.9341, loss: 3.9341 +2025-06-27 23:18:43,505 - pyskl - INFO - Epoch [23][1100/3405] lr: 2.366e-02, eta: 2 days, 8:10:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9519, loss_cls: 4.0494, loss: 4.0494 +2025-06-27 23:19:29,510 - pyskl - INFO - Epoch [23][1200/3405] lr: 2.366e-02, eta: 2 days, 8:09:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9587, loss_cls: 3.9042, loss: 3.9042 +2025-06-27 23:20:15,401 - pyskl - INFO - Epoch [23][1300/3405] lr: 2.365e-02, eta: 2 days, 8:08:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 3.8736, loss: 3.8736 +2025-06-27 23:21:01,221 - pyskl - INFO - Epoch [23][1400/3405] lr: 2.365e-02, eta: 2 days, 8:07:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9644, loss_cls: 3.8628, loss: 3.8628 +2025-06-27 23:21:47,167 - pyskl - INFO - Epoch [23][1500/3405] lr: 2.364e-02, eta: 2 days, 8:07:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9506, loss_cls: 3.9186, loss: 3.9186 +2025-06-27 23:22:33,072 - pyskl - INFO - Epoch [23][1600/3405] lr: 2.364e-02, eta: 2 days, 8:06:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 3.9450, loss: 3.9450 +2025-06-27 23:23:18,862 - pyskl - INFO - Epoch [23][1700/3405] lr: 2.364e-02, eta: 2 days, 8:05:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 3.8130, loss: 3.8130 +2025-06-27 23:24:04,779 - pyskl - INFO - Epoch [23][1800/3405] lr: 2.363e-02, eta: 2 days, 8:04:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9631, loss_cls: 3.8958, loss: 3.8958 +2025-06-27 23:24:50,623 - pyskl - INFO - Epoch [23][1900/3405] lr: 2.363e-02, eta: 2 days, 8:03:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 3.8769, loss: 3.8769 +2025-06-27 23:25:36,449 - pyskl - INFO - Epoch [23][2000/3405] lr: 2.363e-02, eta: 2 days, 8:02:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 3.9338, loss: 3.9338 +2025-06-27 23:26:22,238 - pyskl - INFO - Epoch [23][2100/3405] lr: 2.362e-02, eta: 2 days, 8:02:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 3.9217, loss: 3.9217 +2025-06-27 23:27:08,165 - pyskl - INFO - Epoch [23][2200/3405] lr: 2.362e-02, eta: 2 days, 8:01:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9700, loss_cls: 3.7564, loss: 3.7564 +2025-06-27 23:27:53,978 - pyskl - INFO - Epoch [23][2300/3405] lr: 2.362e-02, eta: 2 days, 8:00:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 3.9454, loss: 3.9454 +2025-06-27 23:28:39,699 - pyskl - INFO - Epoch [23][2400/3405] lr: 2.361e-02, eta: 2 days, 7:59:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9494, loss_cls: 4.0210, loss: 4.0210 +2025-06-27 23:29:25,379 - pyskl - INFO - Epoch [23][2500/3405] lr: 2.361e-02, eta: 2 days, 7:58:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9619, loss_cls: 3.8930, loss: 3.8930 +2025-06-27 23:30:11,159 - pyskl - INFO - Epoch [23][2600/3405] lr: 2.361e-02, eta: 2 days, 7:57:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9531, loss_cls: 3.8338, loss: 3.8338 +2025-06-27 23:30:56,967 - pyskl - INFO - Epoch [23][2700/3405] lr: 2.360e-02, eta: 2 days, 7:56:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9581, loss_cls: 4.0242, loss: 4.0242 +2025-06-27 23:31:42,670 - pyskl - INFO - Epoch [23][2800/3405] lr: 2.360e-02, eta: 2 days, 7:56:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 3.8138, loss: 3.8138 +2025-06-27 23:32:28,499 - pyskl - INFO - Epoch [23][2900/3405] lr: 2.360e-02, eta: 2 days, 7:55:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9594, loss_cls: 3.9862, loss: 3.9862 +2025-06-27 23:33:14,303 - pyskl - INFO - Epoch [23][3000/3405] lr: 2.359e-02, eta: 2 days, 7:54:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9575, loss_cls: 3.8792, loss: 3.8792 +2025-06-27 23:33:59,974 - pyskl - INFO - Epoch [23][3100/3405] lr: 2.359e-02, eta: 2 days, 7:53:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9563, loss_cls: 3.9041, loss: 3.9041 +2025-06-27 23:34:45,701 - pyskl - INFO - Epoch [23][3200/3405] lr: 2.358e-02, eta: 2 days, 7:52:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9506, loss_cls: 3.9480, loss: 3.9480 +2025-06-27 23:35:31,382 - pyskl - INFO - Epoch [23][3300/3405] lr: 2.358e-02, eta: 2 days, 7:51:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9531, loss_cls: 3.9270, loss: 3.9270 +2025-06-27 23:36:17,112 - pyskl - INFO - Epoch [23][3400/3405] lr: 2.358e-02, eta: 2 days, 7:51:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 3.9119, loss: 3.9119 +2025-06-27 23:36:19,771 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-06-27 23:40:34,910 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 23:40:35,454 - pyskl - INFO - +top1_acc 0.7165 +top5_acc 0.9322 +2025-06-27 23:40:35,473 - pyskl - INFO - Epoch(val) [23][3718] top1_acc: 0.7165, top5_acc: 0.9322 +2025-06-27 23:41:44,840 - pyskl - INFO - Epoch [24][100/3405] lr: 2.357e-02, eta: 2 days, 7:52:07, time: 0.694, data_time: 0.233, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 3.6943, loss: 3.6943 +2025-06-27 23:42:30,897 - pyskl - INFO - Epoch [24][200/3405] lr: 2.357e-02, eta: 2 days, 7:51:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9581, loss_cls: 3.9194, loss: 3.9194 +2025-06-27 23:43:16,800 - pyskl - INFO - Epoch [24][300/3405] lr: 2.357e-02, eta: 2 days, 7:50:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 3.7308, loss: 3.7308 +2025-06-27 23:44:02,550 - pyskl - INFO - Epoch [24][400/3405] lr: 2.356e-02, eta: 2 days, 7:49:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 3.7964, loss: 3.7964 +2025-06-27 23:44:48,313 - pyskl - INFO - Epoch [24][500/3405] lr: 2.356e-02, eta: 2 days, 7:48:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 3.8540, loss: 3.8540 +2025-06-27 23:45:34,418 - pyskl - INFO - Epoch [24][600/3405] lr: 2.356e-02, eta: 2 days, 7:47:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9650, loss_cls: 3.9126, loss: 3.9126 +2025-06-27 23:46:20,314 - pyskl - INFO - Epoch [24][700/3405] lr: 2.355e-02, eta: 2 days, 7:47:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9669, loss_cls: 3.8852, loss: 3.8852 +2025-06-27 23:47:06,149 - pyskl - INFO - Epoch [24][800/3405] lr: 2.355e-02, eta: 2 days, 7:46:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9506, loss_cls: 3.8649, loss: 3.8649 +2025-06-27 23:47:51,942 - pyskl - INFO - Epoch [24][900/3405] lr: 2.355e-02, eta: 2 days, 7:45:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9675, loss_cls: 3.8353, loss: 3.8353 +2025-06-27 23:48:37,710 - pyskl - INFO - Epoch [24][1000/3405] lr: 2.354e-02, eta: 2 days, 7:44:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9487, loss_cls: 3.9436, loss: 3.9436 +2025-06-27 23:49:23,451 - pyskl - INFO - Epoch [24][1100/3405] lr: 2.354e-02, eta: 2 days, 7:43:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9437, loss_cls: 4.1206, loss: 4.1206 +2025-06-27 23:50:09,269 - pyskl - INFO - Epoch [24][1200/3405] lr: 2.353e-02, eta: 2 days, 7:42:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9581, loss_cls: 3.8949, loss: 3.8949 +2025-06-27 23:50:55,189 - pyskl - INFO - Epoch [24][1300/3405] lr: 2.353e-02, eta: 2 days, 7:42:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 3.8920, loss: 3.8920 +2025-06-27 23:51:41,174 - pyskl - INFO - Epoch [24][1400/3405] lr: 2.353e-02, eta: 2 days, 7:41:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9569, loss_cls: 3.8002, loss: 3.8002 +2025-06-27 23:52:27,188 - pyskl - INFO - Epoch [24][1500/3405] lr: 2.352e-02, eta: 2 days, 7:40:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9613, loss_cls: 3.7774, loss: 3.7774 +2025-06-27 23:53:13,138 - pyskl - INFO - Epoch [24][1600/3405] lr: 2.352e-02, eta: 2 days, 7:39:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 3.8364, loss: 3.8364 +2025-06-27 23:53:59,118 - pyskl - INFO - Epoch [24][1700/3405] lr: 2.352e-02, eta: 2 days, 7:38:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9537, loss_cls: 3.9217, loss: 3.9217 +2025-06-27 23:54:45,222 - pyskl - INFO - Epoch [24][1800/3405] lr: 2.351e-02, eta: 2 days, 7:38:00, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.8717, loss: 3.8717 +2025-06-27 23:55:31,163 - pyskl - INFO - Epoch [24][1900/3405] lr: 2.351e-02, eta: 2 days, 7:37:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9619, loss_cls: 4.0240, loss: 4.0240 +2025-06-27 23:56:17,060 - pyskl - INFO - Epoch [24][2000/3405] lr: 2.351e-02, eta: 2 days, 7:36:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9700, loss_cls: 3.8772, loss: 3.8772 +2025-06-27 23:57:02,879 - pyskl - INFO - Epoch [24][2100/3405] lr: 2.350e-02, eta: 2 days, 7:35:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.8559, loss: 3.8559 +2025-06-27 23:57:48,703 - pyskl - INFO - Epoch [24][2200/3405] lr: 2.350e-02, eta: 2 days, 7:34:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9556, loss_cls: 3.9739, loss: 3.9739 +2025-06-27 23:58:34,533 - pyskl - INFO - Epoch [24][2300/3405] lr: 2.349e-02, eta: 2 days, 7:33:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9569, loss_cls: 3.8536, loss: 3.8536 +2025-06-27 23:59:20,335 - pyskl - INFO - Epoch [24][2400/3405] lr: 2.349e-02, eta: 2 days, 7:33:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 3.9284, loss: 3.9284 +2025-06-28 00:00:06,107 - pyskl - INFO - Epoch [24][2500/3405] lr: 2.349e-02, eta: 2 days, 7:32:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9531, loss_cls: 3.9424, loss: 3.9424 +2025-06-28 00:00:51,906 - pyskl - INFO - Epoch [24][2600/3405] lr: 2.348e-02, eta: 2 days, 7:31:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 3.9433, loss: 3.9433 +2025-06-28 00:01:37,756 - pyskl - INFO - Epoch [24][2700/3405] lr: 2.348e-02, eta: 2 days, 7:30:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 3.8391, loss: 3.8391 +2025-06-28 00:02:23,598 - pyskl - INFO - Epoch [24][2800/3405] lr: 2.348e-02, eta: 2 days, 7:29:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9581, loss_cls: 4.0318, loss: 4.0318 +2025-06-28 00:03:09,494 - pyskl - INFO - Epoch [24][2900/3405] lr: 2.347e-02, eta: 2 days, 7:28:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9456, loss_cls: 3.9740, loss: 3.9740 +2025-06-28 00:03:55,327 - pyskl - INFO - Epoch [24][3000/3405] lr: 2.347e-02, eta: 2 days, 7:27:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 3.7905, loss: 3.7905 +2025-06-28 00:04:41,124 - pyskl - INFO - Epoch [24][3100/3405] lr: 2.347e-02, eta: 2 days, 7:27:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 3.8886, loss: 3.8886 +2025-06-28 00:05:26,966 - pyskl - INFO - Epoch [24][3200/3405] lr: 2.346e-02, eta: 2 days, 7:26:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9531, loss_cls: 3.9064, loss: 3.9064 +2025-06-28 00:06:12,784 - pyskl - INFO - Epoch [24][3300/3405] lr: 2.346e-02, eta: 2 days, 7:25:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 4.0469, loss: 4.0469 +2025-06-28 00:06:58,587 - pyskl - INFO - Epoch [24][3400/3405] lr: 2.345e-02, eta: 2 days, 7:24:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 3.8326, loss: 3.8326 +2025-06-28 00:07:01,272 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-06-28 00:11:13,201 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 00:11:13,741 - pyskl - INFO - +top1_acc 0.7418 +top5_acc 0.9452 +2025-06-28 00:11:13,763 - pyskl - INFO - Epoch(val) [24][3718] top1_acc: 0.7418, top5_acc: 0.9452 +2025-06-28 00:12:21,952 - pyskl - INFO - Epoch [25][100/3405] lr: 2.345e-02, eta: 2 days, 7:25:32, time: 0.682, data_time: 0.224, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 3.7997, loss: 3.7997 +2025-06-28 00:13:07,834 - pyskl - INFO - Epoch [25][200/3405] lr: 2.345e-02, eta: 2 days, 7:24:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9581, loss_cls: 3.7647, loss: 3.7647 +2025-06-28 00:13:53,698 - pyskl - INFO - Epoch [25][300/3405] lr: 2.344e-02, eta: 2 days, 7:23:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9644, loss_cls: 3.7659, loss: 3.7659 +2025-06-28 00:14:39,597 - pyskl - INFO - Epoch [25][400/3405] lr: 2.344e-02, eta: 2 days, 7:23:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9700, loss_cls: 3.7503, loss: 3.7503 +2025-06-28 00:15:25,464 - pyskl - INFO - Epoch [25][500/3405] lr: 2.344e-02, eta: 2 days, 7:22:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9669, loss_cls: 3.8682, loss: 3.8682 +2025-06-28 00:16:11,317 - pyskl - INFO - Epoch [25][600/3405] lr: 2.343e-02, eta: 2 days, 7:21:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 3.9492, loss: 3.9492 +2025-06-28 00:16:57,171 - pyskl - INFO - Epoch [25][700/3405] lr: 2.343e-02, eta: 2 days, 7:20:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9631, loss_cls: 3.8615, loss: 3.8615 +2025-06-28 00:17:43,062 - pyskl - INFO - Epoch [25][800/3405] lr: 2.342e-02, eta: 2 days, 7:19:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 3.8495, loss: 3.8495 +2025-06-28 00:18:28,920 - pyskl - INFO - Epoch [25][900/3405] lr: 2.342e-02, eta: 2 days, 7:18:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 3.9881, loss: 3.9881 +2025-06-28 00:19:14,735 - pyskl - INFO - Epoch [25][1000/3405] lr: 2.342e-02, eta: 2 days, 7:18:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9619, loss_cls: 3.8970, loss: 3.8970 +2025-06-28 00:20:00,549 - pyskl - INFO - Epoch [25][1100/3405] lr: 2.341e-02, eta: 2 days, 7:17:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 3.8114, loss: 3.8114 +2025-06-28 00:20:46,360 - pyskl - INFO - Epoch [25][1200/3405] lr: 2.341e-02, eta: 2 days, 7:16:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9550, loss_cls: 3.8512, loss: 3.8512 +2025-06-28 00:21:32,179 - pyskl - INFO - Epoch [25][1300/3405] lr: 2.341e-02, eta: 2 days, 7:15:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9575, loss_cls: 3.9672, loss: 3.9672 +2025-06-28 00:22:18,002 - pyskl - INFO - Epoch [25][1400/3405] lr: 2.340e-02, eta: 2 days, 7:14:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 3.8182, loss: 3.8182 +2025-06-28 00:23:03,906 - pyskl - INFO - Epoch [25][1500/3405] lr: 2.340e-02, eta: 2 days, 7:13:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 3.6928, loss: 3.6928 +2025-06-28 00:23:49,742 - pyskl - INFO - Epoch [25][1600/3405] lr: 2.339e-02, eta: 2 days, 7:13:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 3.9073, loss: 3.9073 +2025-06-28 00:24:35,671 - pyskl - INFO - Epoch [25][1700/3405] lr: 2.339e-02, eta: 2 days, 7:12:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 3.9012, loss: 3.9012 +2025-06-28 00:25:21,609 - pyskl - INFO - Epoch [25][1800/3405] lr: 2.339e-02, eta: 2 days, 7:11:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 3.7810, loss: 3.7810 +2025-06-28 00:26:07,532 - pyskl - INFO - Epoch [25][1900/3405] lr: 2.338e-02, eta: 2 days, 7:10:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 3.8507, loss: 3.8507 +2025-06-28 00:26:53,448 - pyskl - INFO - Epoch [25][2000/3405] lr: 2.338e-02, eta: 2 days, 7:09:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9613, loss_cls: 3.8668, loss: 3.8668 +2025-06-28 00:27:39,787 - pyskl - INFO - Epoch [25][2100/3405] lr: 2.338e-02, eta: 2 days, 7:08:58, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9613, loss_cls: 3.9442, loss: 3.9442 +2025-06-28 00:28:26,070 - pyskl - INFO - Epoch [25][2200/3405] lr: 2.337e-02, eta: 2 days, 7:08:10, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9531, loss_cls: 3.9421, loss: 3.9421 +2025-06-28 00:29:12,292 - pyskl - INFO - Epoch [25][2300/3405] lr: 2.337e-02, eta: 2 days, 7:07:22, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9506, loss_cls: 3.9821, loss: 3.9821 +2025-06-28 00:29:58,432 - pyskl - INFO - Epoch [25][2400/3405] lr: 2.336e-02, eta: 2 days, 7:06:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9581, loss_cls: 3.9263, loss: 3.9263 +2025-06-28 00:30:44,560 - pyskl - INFO - Epoch [25][2500/3405] lr: 2.336e-02, eta: 2 days, 7:05:45, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9525, loss_cls: 3.9132, loss: 3.9132 +2025-06-28 00:31:30,539 - pyskl - INFO - Epoch [25][2600/3405] lr: 2.336e-02, eta: 2 days, 7:04:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9663, loss_cls: 3.7568, loss: 3.7568 +2025-06-28 00:32:16,555 - pyskl - INFO - Epoch [25][2700/3405] lr: 2.335e-02, eta: 2 days, 7:04:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 3.7374, loss: 3.7374 +2025-06-28 00:33:02,525 - pyskl - INFO - Epoch [25][2800/3405] lr: 2.335e-02, eta: 2 days, 7:03:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9656, loss_cls: 3.7675, loss: 3.7675 +2025-06-28 00:33:48,605 - pyskl - INFO - Epoch [25][2900/3405] lr: 2.334e-02, eta: 2 days, 7:02:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 3.8750, loss: 3.8750 +2025-06-28 00:34:34,625 - pyskl - INFO - Epoch [25][3000/3405] lr: 2.334e-02, eta: 2 days, 7:01:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9619, loss_cls: 3.7490, loss: 3.7490 +2025-06-28 00:35:20,700 - pyskl - INFO - Epoch [25][3100/3405] lr: 2.334e-02, eta: 2 days, 7:00:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 3.8241, loss: 3.8241 +2025-06-28 00:36:06,682 - pyskl - INFO - Epoch [25][3200/3405] lr: 2.333e-02, eta: 2 days, 7:00:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9587, loss_cls: 3.8433, loss: 3.8433 +2025-06-28 00:36:52,805 - pyskl - INFO - Epoch [25][3300/3405] lr: 2.333e-02, eta: 2 days, 6:59:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9550, loss_cls: 3.8466, loss: 3.8466 +2025-06-28 00:37:38,630 - pyskl - INFO - Epoch [25][3400/3405] lr: 2.333e-02, eta: 2 days, 6:58:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9550, loss_cls: 3.9082, loss: 3.9082 +2025-06-28 00:37:41,292 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-06-28 00:56:44,648 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 00:56:45,188 - pyskl - INFO - +top1_acc 0.7639 +top5_acc 0.9490 +2025-06-28 00:56:45,240 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_20.pth was removed +2025-06-28 00:56:46,257 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. +2025-06-28 00:56:46,258 - pyskl - INFO - Best top1_acc is 0.7639 at 25 epoch. +2025-06-28 00:56:46,278 - pyskl - INFO - Epoch(val) [25][3718] top1_acc: 0.7639, top5_acc: 0.9490 +2025-06-28 00:57:55,719 - pyskl - INFO - Epoch [26][100/3405] lr: 2.332e-02, eta: 2 days, 6:59:19, time: 0.694, data_time: 0.234, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 3.7124, loss: 3.7124 +2025-06-28 00:58:41,821 - pyskl - INFO - Epoch [26][200/3405] lr: 2.332e-02, eta: 2 days, 6:58:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 3.8590, loss: 3.8590 +2025-06-28 00:59:27,850 - pyskl - INFO - Epoch [26][300/3405] lr: 2.331e-02, eta: 2 days, 6:57:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9675, loss_cls: 3.8058, loss: 3.8058 +2025-06-28 01:00:14,088 - pyskl - INFO - Epoch [26][400/3405] lr: 2.331e-02, eta: 2 days, 6:56:53, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9637, loss_cls: 3.8257, loss: 3.8257 +2025-06-28 01:01:00,212 - pyskl - INFO - Epoch [26][500/3405] lr: 2.331e-02, eta: 2 days, 6:56:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9575, loss_cls: 3.7911, loss: 3.7911 +2025-06-28 01:01:46,414 - pyskl - INFO - Epoch [26][600/3405] lr: 2.330e-02, eta: 2 days, 6:55:16, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9587, loss_cls: 3.9545, loss: 3.9545 +2025-06-28 01:02:32,461 - pyskl - INFO - Epoch [26][700/3405] lr: 2.330e-02, eta: 2 days, 6:54:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 3.7503, loss: 3.7503 +2025-06-28 01:03:18,375 - pyskl - INFO - Epoch [26][800/3405] lr: 2.329e-02, eta: 2 days, 6:53:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9525, loss_cls: 3.7389, loss: 3.7389 +2025-06-28 01:04:04,318 - pyskl - INFO - Epoch [26][900/3405] lr: 2.329e-02, eta: 2 days, 6:52:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 3.9265, loss: 3.9265 +2025-06-28 01:04:50,294 - pyskl - INFO - Epoch [26][1000/3405] lr: 2.329e-02, eta: 2 days, 6:52:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9569, loss_cls: 3.8189, loss: 3.8189 +2025-06-28 01:05:36,326 - pyskl - INFO - Epoch [26][1100/3405] lr: 2.328e-02, eta: 2 days, 6:51:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9606, loss_cls: 3.8691, loss: 3.8691 +2025-06-28 01:06:22,324 - pyskl - INFO - Epoch [26][1200/3405] lr: 2.328e-02, eta: 2 days, 6:50:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 3.9912, loss: 3.9912 +2025-06-28 01:07:08,322 - pyskl - INFO - Epoch [26][1300/3405] lr: 2.328e-02, eta: 2 days, 6:49:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9613, loss_cls: 3.8734, loss: 3.8734 +2025-06-28 01:07:54,291 - pyskl - INFO - Epoch [26][1400/3405] lr: 2.327e-02, eta: 2 days, 6:48:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 3.8143, loss: 3.8143 +2025-06-28 01:08:40,432 - pyskl - INFO - Epoch [26][1500/3405] lr: 2.327e-02, eta: 2 days, 6:47:55, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9556, loss_cls: 3.9380, loss: 3.9380 +2025-06-28 01:09:26,585 - pyskl - INFO - Epoch [26][1600/3405] lr: 2.326e-02, eta: 2 days, 6:47:07, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9619, loss_cls: 3.8205, loss: 3.8205 +2025-06-28 01:10:12,560 - pyskl - INFO - Epoch [26][1700/3405] lr: 2.326e-02, eta: 2 days, 6:46:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9619, loss_cls: 3.8405, loss: 3.8405 +2025-06-28 01:10:58,477 - pyskl - INFO - Epoch [26][1800/3405] lr: 2.326e-02, eta: 2 days, 6:45:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9619, loss_cls: 3.8446, loss: 3.8446 +2025-06-28 01:11:44,357 - pyskl - INFO - Epoch [26][1900/3405] lr: 2.325e-02, eta: 2 days, 6:44:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9531, loss_cls: 3.7919, loss: 3.7919 +2025-06-28 01:12:30,241 - pyskl - INFO - Epoch [26][2000/3405] lr: 2.325e-02, eta: 2 days, 6:43:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9650, loss_cls: 3.7699, loss: 3.7699 +2025-06-28 01:13:16,172 - pyskl - INFO - Epoch [26][2100/3405] lr: 2.324e-02, eta: 2 days, 6:43:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9600, loss_cls: 3.8553, loss: 3.8553 +2025-06-28 01:14:02,036 - pyskl - INFO - Epoch [26][2200/3405] lr: 2.324e-02, eta: 2 days, 6:42:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9587, loss_cls: 3.9384, loss: 3.9384 +2025-06-28 01:14:47,916 - pyskl - INFO - Epoch [26][2300/3405] lr: 2.324e-02, eta: 2 days, 6:41:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9600, loss_cls: 3.8419, loss: 3.8419 +2025-06-28 01:15:33,843 - pyskl - INFO - Epoch [26][2400/3405] lr: 2.323e-02, eta: 2 days, 6:40:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9569, loss_cls: 3.8430, loss: 3.8430 +2025-06-28 01:16:19,809 - pyskl - INFO - Epoch [26][2500/3405] lr: 2.323e-02, eta: 2 days, 6:39:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9631, loss_cls: 3.9112, loss: 3.9112 +2025-06-28 01:17:05,717 - pyskl - INFO - Epoch [26][2600/3405] lr: 2.322e-02, eta: 2 days, 6:38:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 3.9189, loss: 3.9189 +2025-06-28 01:17:51,670 - pyskl - INFO - Epoch [26][2700/3405] lr: 2.322e-02, eta: 2 days, 6:38:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9600, loss_cls: 3.8086, loss: 3.8086 +2025-06-28 01:18:37,654 - pyskl - INFO - Epoch [26][2800/3405] lr: 2.322e-02, eta: 2 days, 6:37:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9606, loss_cls: 3.8202, loss: 3.8202 +2025-06-28 01:19:23,702 - pyskl - INFO - Epoch [26][2900/3405] lr: 2.321e-02, eta: 2 days, 6:36:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 3.8532, loss: 3.8532 +2025-06-28 01:20:09,703 - pyskl - INFO - Epoch [26][3000/3405] lr: 2.321e-02, eta: 2 days, 6:35:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9556, loss_cls: 3.8380, loss: 3.8380 +2025-06-28 01:20:55,653 - pyskl - INFO - Epoch [26][3100/3405] lr: 2.320e-02, eta: 2 days, 6:34:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9544, loss_cls: 3.8632, loss: 3.8632 +2025-06-28 01:21:41,664 - pyskl - INFO - Epoch [26][3200/3405] lr: 2.320e-02, eta: 2 days, 6:33:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9556, loss_cls: 3.7956, loss: 3.7956 +2025-06-28 01:22:27,816 - pyskl - INFO - Epoch [26][3300/3405] lr: 2.320e-02, eta: 2 days, 6:33:11, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 3.8583, loss: 3.8583 +2025-06-28 01:23:13,821 - pyskl - INFO - Epoch [26][3400/3405] lr: 2.319e-02, eta: 2 days, 6:32:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9556, loss_cls: 4.0028, loss: 4.0028 +2025-06-28 01:23:16,518 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-06-28 01:27:31,561 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 01:27:32,106 - pyskl - INFO - +top1_acc 0.7162 +top5_acc 0.9415 +2025-06-28 01:27:32,129 - pyskl - INFO - Epoch(val) [26][3718] top1_acc: 0.7162, top5_acc: 0.9415 +2025-06-28 01:28:40,965 - pyskl - INFO - Epoch [27][100/3405] lr: 2.319e-02, eta: 2 days, 6:33:08, time: 0.688, data_time: 0.230, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9650, loss_cls: 3.8637, loss: 3.8637 +2025-06-28 01:29:26,930 - pyskl - INFO - Epoch [27][200/3405] lr: 2.318e-02, eta: 2 days, 6:32:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9631, loss_cls: 3.7633, loss: 3.7633 +2025-06-28 01:30:12,786 - pyskl - INFO - Epoch [27][300/3405] lr: 2.318e-02, eta: 2 days, 6:31:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9563, loss_cls: 3.7854, loss: 3.7854 +2025-06-28 01:30:58,768 - pyskl - INFO - Epoch [27][400/3405] lr: 2.318e-02, eta: 2 days, 6:30:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 3.8740, loss: 3.8740 +2025-06-28 01:31:44,665 - pyskl - INFO - Epoch [27][500/3405] lr: 2.317e-02, eta: 2 days, 6:29:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9644, loss_cls: 3.7784, loss: 3.7784 +2025-06-28 01:32:30,563 - pyskl - INFO - Epoch [27][600/3405] lr: 2.317e-02, eta: 2 days, 6:29:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9481, loss_cls: 3.8197, loss: 3.8197 +2025-06-28 01:33:16,567 - pyskl - INFO - Epoch [27][700/3405] lr: 2.316e-02, eta: 2 days, 6:28:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 3.7572, loss: 3.7572 +2025-06-28 01:34:02,544 - pyskl - INFO - Epoch [27][800/3405] lr: 2.316e-02, eta: 2 days, 6:27:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9575, loss_cls: 3.7649, loss: 3.7649 +2025-06-28 01:34:48,406 - pyskl - INFO - Epoch [27][900/3405] lr: 2.316e-02, eta: 2 days, 6:26:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 3.6994, loss: 3.6994 +2025-06-28 01:35:34,139 - pyskl - INFO - Epoch [27][1000/3405] lr: 2.315e-02, eta: 2 days, 6:25:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 3.9298, loss: 3.9298 +2025-06-28 01:36:19,904 - pyskl - INFO - Epoch [27][1100/3405] lr: 2.315e-02, eta: 2 days, 6:24:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 3.9412, loss: 3.9412 +2025-06-28 01:37:05,665 - pyskl - INFO - Epoch [27][1200/3405] lr: 2.314e-02, eta: 2 days, 6:24:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9587, loss_cls: 3.8730, loss: 3.8730 +2025-06-28 01:37:51,416 - pyskl - INFO - Epoch [27][1300/3405] lr: 2.314e-02, eta: 2 days, 6:23:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9587, loss_cls: 3.8671, loss: 3.8671 +2025-06-28 01:38:37,201 - pyskl - INFO - Epoch [27][1400/3405] lr: 2.314e-02, eta: 2 days, 6:22:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 3.8292, loss: 3.8292 +2025-06-28 01:39:23,001 - pyskl - INFO - Epoch [27][1500/3405] lr: 2.313e-02, eta: 2 days, 6:21:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9675, loss_cls: 3.6741, loss: 3.6741 +2025-06-28 01:40:08,768 - pyskl - INFO - Epoch [27][1600/3405] lr: 2.313e-02, eta: 2 days, 6:20:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 3.8647, loss: 3.8647 +2025-06-28 01:40:54,536 - pyskl - INFO - Epoch [27][1700/3405] lr: 2.312e-02, eta: 2 days, 6:19:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9712, loss_cls: 3.8402, loss: 3.8402 +2025-06-28 01:41:40,306 - pyskl - INFO - Epoch [27][1800/3405] lr: 2.312e-02, eta: 2 days, 6:19:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9513, loss_cls: 3.9584, loss: 3.9584 +2025-06-28 01:42:26,097 - pyskl - INFO - Epoch [27][1900/3405] lr: 2.312e-02, eta: 2 days, 6:18:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 3.7532, loss: 3.7532 +2025-06-28 01:43:11,858 - pyskl - INFO - Epoch [27][2000/3405] lr: 2.311e-02, eta: 2 days, 6:17:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9506, loss_cls: 3.8436, loss: 3.8436 +2025-06-28 01:43:57,604 - pyskl - INFO - Epoch [27][2100/3405] lr: 2.311e-02, eta: 2 days, 6:16:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 3.8482, loss: 3.8482 +2025-06-28 01:44:43,354 - pyskl - INFO - Epoch [27][2200/3405] lr: 2.310e-02, eta: 2 days, 6:15:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 3.8344, loss: 3.8344 +2025-06-28 01:45:29,110 - pyskl - INFO - Epoch [27][2300/3405] lr: 2.310e-02, eta: 2 days, 6:14:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9525, loss_cls: 3.7632, loss: 3.7632 +2025-06-28 01:46:14,884 - pyskl - INFO - Epoch [27][2400/3405] lr: 2.310e-02, eta: 2 days, 6:14:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9650, loss_cls: 3.8459, loss: 3.8459 +2025-06-28 01:47:00,592 - pyskl - INFO - Epoch [27][2500/3405] lr: 2.309e-02, eta: 2 days, 6:13:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 3.8416, loss: 3.8416 +2025-06-28 01:47:46,379 - pyskl - INFO - Epoch [27][2600/3405] lr: 2.309e-02, eta: 2 days, 6:12:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 3.7907, loss: 3.7907 +2025-06-28 01:48:32,322 - pyskl - INFO - Epoch [27][2700/3405] lr: 2.308e-02, eta: 2 days, 6:11:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9669, loss_cls: 3.8285, loss: 3.8285 +2025-06-28 01:49:18,097 - pyskl - INFO - Epoch [27][2800/3405] lr: 2.308e-02, eta: 2 days, 6:10:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 3.7422, loss: 3.7422 +2025-06-28 01:50:03,954 - pyskl - INFO - Epoch [27][2900/3405] lr: 2.307e-02, eta: 2 days, 6:09:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9563, loss_cls: 3.8126, loss: 3.8126 +2025-06-28 01:50:49,690 - pyskl - INFO - Epoch [27][3000/3405] lr: 2.307e-02, eta: 2 days, 6:09:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9456, loss_cls: 4.0036, loss: 4.0036 +2025-06-28 01:51:35,466 - pyskl - INFO - Epoch [27][3100/3405] lr: 2.307e-02, eta: 2 days, 6:08:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9663, loss_cls: 3.8489, loss: 3.8489 +2025-06-28 01:52:21,324 - pyskl - INFO - Epoch [27][3200/3405] lr: 2.306e-02, eta: 2 days, 6:07:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9513, loss_cls: 3.9692, loss: 3.9692 +2025-06-28 01:53:07,162 - pyskl - INFO - Epoch [27][3300/3405] lr: 2.306e-02, eta: 2 days, 6:06:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9619, loss_cls: 3.9058, loss: 3.9058 +2025-06-28 01:53:52,874 - pyskl - INFO - Epoch [27][3400/3405] lr: 2.305e-02, eta: 2 days, 6:05:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9650, loss_cls: 3.9210, loss: 3.9210 +2025-06-28 01:53:55,553 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-06-28 01:58:10,260 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 01:58:10,808 - pyskl - INFO - +top1_acc 0.7204 +top5_acc 0.9362 +2025-06-28 01:58:10,831 - pyskl - INFO - Epoch(val) [27][3718] top1_acc: 0.7204, top5_acc: 0.9362 +2025-06-28 01:59:19,891 - pyskl - INFO - Epoch [28][100/3405] lr: 2.305e-02, eta: 2 days, 6:06:29, time: 0.691, data_time: 0.230, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9556, loss_cls: 3.8638, loss: 3.8638 +2025-06-28 02:00:05,946 - pyskl - INFO - Epoch [28][200/3405] lr: 2.305e-02, eta: 2 days, 6:05:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9644, loss_cls: 3.6824, loss: 3.6824 +2025-06-28 02:00:52,203 - pyskl - INFO - Epoch [28][300/3405] lr: 2.304e-02, eta: 2 days, 6:04:53, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 3.7449, loss: 3.7449 +2025-06-28 02:01:38,326 - pyskl - INFO - Epoch [28][400/3405] lr: 2.304e-02, eta: 2 days, 6:04:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9681, loss_cls: 3.7791, loss: 3.7791 +2025-06-28 02:02:24,343 - pyskl - INFO - Epoch [28][500/3405] lr: 2.303e-02, eta: 2 days, 6:03:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 3.7134, loss: 3.7134 +2025-06-28 02:03:10,318 - pyskl - INFO - Epoch [28][600/3405] lr: 2.303e-02, eta: 2 days, 6:02:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9644, loss_cls: 3.8905, loss: 3.8905 +2025-06-28 02:03:56,313 - pyskl - INFO - Epoch [28][700/3405] lr: 2.303e-02, eta: 2 days, 6:01:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9613, loss_cls: 3.7002, loss: 3.7002 +2025-06-28 02:04:42,563 - pyskl - INFO - Epoch [28][800/3405] lr: 2.302e-02, eta: 2 days, 6:00:50, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9719, loss_cls: 3.8156, loss: 3.8156 +2025-06-28 02:05:28,737 - pyskl - INFO - Epoch [28][900/3405] lr: 2.302e-02, eta: 2 days, 6:00:02, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9587, loss_cls: 3.8363, loss: 3.8363 +2025-06-28 02:06:14,927 - pyskl - INFO - Epoch [28][1000/3405] lr: 2.301e-02, eta: 2 days, 5:59:14, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9688, loss_cls: 3.7582, loss: 3.7582 +2025-06-28 02:07:01,070 - pyskl - INFO - Epoch [28][1100/3405] lr: 2.301e-02, eta: 2 days, 5:58:26, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 3.7584, loss: 3.7584 +2025-06-28 02:07:47,051 - pyskl - INFO - Epoch [28][1200/3405] lr: 2.300e-02, eta: 2 days, 5:57:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 3.7175, loss: 3.7175 +2025-06-28 02:08:33,061 - pyskl - INFO - Epoch [28][1300/3405] lr: 2.300e-02, eta: 2 days, 5:56:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 3.8096, loss: 3.8096 +2025-06-28 02:09:18,992 - pyskl - INFO - Epoch [28][1400/3405] lr: 2.300e-02, eta: 2 days, 5:55:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9613, loss_cls: 3.8566, loss: 3.8566 +2025-06-28 02:10:04,965 - pyskl - INFO - Epoch [28][1500/3405] lr: 2.299e-02, eta: 2 days, 5:55:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 3.8124, loss: 3.8124 +2025-06-28 02:10:50,855 - pyskl - INFO - Epoch [28][1600/3405] lr: 2.299e-02, eta: 2 days, 5:54:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 3.8045, loss: 3.8045 +2025-06-28 02:11:36,799 - pyskl - INFO - Epoch [28][1700/3405] lr: 2.298e-02, eta: 2 days, 5:53:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9569, loss_cls: 3.6765, loss: 3.6765 +2025-06-28 02:12:22,787 - pyskl - INFO - Epoch [28][1800/3405] lr: 2.298e-02, eta: 2 days, 5:52:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 3.7133, loss: 3.7133 +2025-06-28 02:13:08,812 - pyskl - INFO - Epoch [28][1900/3405] lr: 2.298e-02, eta: 2 days, 5:51:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9688, loss_cls: 3.7080, loss: 3.7080 +2025-06-28 02:13:54,729 - pyskl - INFO - Epoch [28][2000/3405] lr: 2.297e-02, eta: 2 days, 5:51:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9531, loss_cls: 3.7834, loss: 3.7834 +2025-06-28 02:14:40,640 - pyskl - INFO - Epoch [28][2100/3405] lr: 2.297e-02, eta: 2 days, 5:50:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 3.7401, loss: 3.7401 +2025-06-28 02:15:26,547 - pyskl - INFO - Epoch [28][2200/3405] lr: 2.296e-02, eta: 2 days, 5:49:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9650, loss_cls: 3.7652, loss: 3.7652 +2025-06-28 02:16:12,450 - pyskl - INFO - Epoch [28][2300/3405] lr: 2.296e-02, eta: 2 days, 5:48:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9731, loss_cls: 3.7900, loss: 3.7900 +2025-06-28 02:16:58,415 - pyskl - INFO - Epoch [28][2400/3405] lr: 2.295e-02, eta: 2 days, 5:47:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 3.8275, loss: 3.8275 +2025-06-28 02:17:44,322 - pyskl - INFO - Epoch [28][2500/3405] lr: 2.295e-02, eta: 2 days, 5:47:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9525, loss_cls: 3.9077, loss: 3.9077 +2025-06-28 02:18:30,212 - pyskl - INFO - Epoch [28][2600/3405] lr: 2.295e-02, eta: 2 days, 5:46:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 3.9084, loss: 3.9084 +2025-06-28 02:19:16,293 - pyskl - INFO - Epoch [28][2700/3405] lr: 2.294e-02, eta: 2 days, 5:45:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9594, loss_cls: 3.9461, loss: 3.9461 +2025-06-28 02:20:02,350 - pyskl - INFO - Epoch [28][2800/3405] lr: 2.294e-02, eta: 2 days, 5:44:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9469, loss_cls: 4.0763, loss: 4.0763 +2025-06-28 02:20:48,286 - pyskl - INFO - Epoch [28][2900/3405] lr: 2.293e-02, eta: 2 days, 5:43:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9575, loss_cls: 3.7548, loss: 3.7548 +2025-06-28 02:21:34,395 - pyskl - INFO - Epoch [28][3000/3405] lr: 2.293e-02, eta: 2 days, 5:42:56, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9669, loss_cls: 3.7648, loss: 3.7648 +2025-06-28 02:22:20,453 - pyskl - INFO - Epoch [28][3100/3405] lr: 2.292e-02, eta: 2 days, 5:42:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 3.7850, loss: 3.7850 +2025-06-28 02:23:06,344 - pyskl - INFO - Epoch [28][3200/3405] lr: 2.292e-02, eta: 2 days, 5:41:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9469, loss_cls: 3.9518, loss: 3.9518 +2025-06-28 02:23:52,296 - pyskl - INFO - Epoch [28][3300/3405] lr: 2.292e-02, eta: 2 days, 5:40:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 3.8429, loss: 3.8429 +2025-06-28 02:24:38,330 - pyskl - INFO - Epoch [28][3400/3405] lr: 2.291e-02, eta: 2 days, 5:39:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 3.7911, loss: 3.7911 +2025-06-28 02:24:40,985 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-06-28 02:28:53,542 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 02:28:54,101 - pyskl - INFO - +top1_acc 0.7470 +top5_acc 0.9475 +2025-06-28 02:28:54,123 - pyskl - INFO - Epoch(val) [28][3718] top1_acc: 0.7470, top5_acc: 0.9475 +2025-06-28 02:30:03,565 - pyskl - INFO - Epoch [29][100/3405] lr: 2.291e-02, eta: 2 days, 5:40:22, time: 0.694, data_time: 0.235, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9744, loss_cls: 3.5629, loss: 3.5629 +2025-06-28 02:30:49,508 - pyskl - INFO - Epoch [29][200/3405] lr: 2.290e-02, eta: 2 days, 5:39:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9600, loss_cls: 3.7608, loss: 3.7608 +2025-06-28 02:31:35,398 - pyskl - INFO - Epoch [29][300/3405] lr: 2.290e-02, eta: 2 days, 5:38:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 3.7646, loss: 3.7646 +2025-06-28 02:32:21,406 - pyskl - INFO - Epoch [29][400/3405] lr: 2.289e-02, eta: 2 days, 5:37:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9619, loss_cls: 3.9056, loss: 3.9056 +2025-06-28 02:33:07,438 - pyskl - INFO - Epoch [29][500/3405] lr: 2.289e-02, eta: 2 days, 5:37:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 3.7994, loss: 3.7994 +2025-06-28 02:33:53,469 - pyskl - INFO - Epoch [29][600/3405] lr: 2.289e-02, eta: 2 days, 5:36:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9675, loss_cls: 3.8173, loss: 3.8173 +2025-06-28 02:34:39,533 - pyskl - INFO - Epoch [29][700/3405] lr: 2.288e-02, eta: 2 days, 5:35:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9581, loss_cls: 3.8003, loss: 3.8003 +2025-06-28 02:35:25,460 - pyskl - INFO - Epoch [29][800/3405] lr: 2.288e-02, eta: 2 days, 5:34:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 3.8242, loss: 3.8242 +2025-06-28 02:36:11,412 - pyskl - INFO - Epoch [29][900/3405] lr: 2.287e-02, eta: 2 days, 5:33:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9587, loss_cls: 3.7878, loss: 3.7878 +2025-06-28 02:36:57,379 - pyskl - INFO - Epoch [29][1000/3405] lr: 2.287e-02, eta: 2 days, 5:33:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 3.7616, loss: 3.7616 +2025-06-28 02:37:43,317 - pyskl - INFO - Epoch [29][1100/3405] lr: 2.286e-02, eta: 2 days, 5:32:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 3.8504, loss: 3.8504 +2025-06-28 02:38:29,358 - pyskl - INFO - Epoch [29][1200/3405] lr: 2.286e-02, eta: 2 days, 5:31:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9625, loss_cls: 3.8089, loss: 3.8089 +2025-06-28 02:39:15,383 - pyskl - INFO - Epoch [29][1300/3405] lr: 2.286e-02, eta: 2 days, 5:30:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 3.9056, loss: 3.9056 +2025-06-28 02:40:01,437 - pyskl - INFO - Epoch [29][1400/3405] lr: 2.285e-02, eta: 2 days, 5:29:47, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 3.7449, loss: 3.7449 +2025-06-28 02:40:47,438 - pyskl - INFO - Epoch [29][1500/3405] lr: 2.285e-02, eta: 2 days, 5:28:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9606, loss_cls: 3.7844, loss: 3.7844 +2025-06-28 02:41:33,450 - pyskl - INFO - Epoch [29][1600/3405] lr: 2.284e-02, eta: 2 days, 5:28:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 3.7181, loss: 3.7181 +2025-06-28 02:42:19,378 - pyskl - INFO - Epoch [29][1700/3405] lr: 2.284e-02, eta: 2 days, 5:27:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9669, loss_cls: 3.8493, loss: 3.8493 +2025-06-28 02:43:05,253 - pyskl - INFO - Epoch [29][1800/3405] lr: 2.283e-02, eta: 2 days, 5:26:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9575, loss_cls: 3.7516, loss: 3.7516 +2025-06-28 02:43:51,185 - pyskl - INFO - Epoch [29][1900/3405] lr: 2.283e-02, eta: 2 days, 5:25:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9600, loss_cls: 3.9430, loss: 3.9430 +2025-06-28 02:44:37,102 - pyskl - INFO - Epoch [29][2000/3405] lr: 2.283e-02, eta: 2 days, 5:24:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9506, loss_cls: 3.8734, loss: 3.8734 +2025-06-28 02:45:23,034 - pyskl - INFO - Epoch [29][2100/3405] lr: 2.282e-02, eta: 2 days, 5:24:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9606, loss_cls: 3.8614, loss: 3.8614 +2025-06-28 02:46:08,974 - pyskl - INFO - Epoch [29][2200/3405] lr: 2.282e-02, eta: 2 days, 5:23:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9481, loss_cls: 4.0168, loss: 4.0168 +2025-06-28 02:46:54,906 - pyskl - INFO - Epoch [29][2300/3405] lr: 2.281e-02, eta: 2 days, 5:22:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 3.8149, loss: 3.8149 +2025-06-28 02:47:40,862 - pyskl - INFO - Epoch [29][2400/3405] lr: 2.281e-02, eta: 2 days, 5:21:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 3.7287, loss: 3.7287 +2025-06-28 02:48:26,814 - pyskl - INFO - Epoch [29][2500/3405] lr: 2.280e-02, eta: 2 days, 5:20:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9544, loss_cls: 3.9137, loss: 3.9137 +2025-06-28 02:49:12,844 - pyskl - INFO - Epoch [29][2600/3405] lr: 2.280e-02, eta: 2 days, 5:20:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.7197, loss: 3.7197 +2025-06-28 02:49:58,849 - pyskl - INFO - Epoch [29][2700/3405] lr: 2.280e-02, eta: 2 days, 5:19:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9619, loss_cls: 3.7854, loss: 3.7854 +2025-06-28 02:50:45,009 - pyskl - INFO - Epoch [29][2800/3405] lr: 2.279e-02, eta: 2 days, 5:18:24, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9619, loss_cls: 3.8093, loss: 3.8093 +2025-06-28 02:51:30,982 - pyskl - INFO - Epoch [29][2900/3405] lr: 2.279e-02, eta: 2 days, 5:17:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 3.8330, loss: 3.8330 +2025-06-28 02:52:16,862 - pyskl - INFO - Epoch [29][3000/3405] lr: 2.278e-02, eta: 2 days, 5:16:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 3.8149, loss: 3.8149 +2025-06-28 02:53:02,774 - pyskl - INFO - Epoch [29][3100/3405] lr: 2.278e-02, eta: 2 days, 5:15:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 3.7854, loss: 3.7854 +2025-06-28 02:53:48,754 - pyskl - INFO - Epoch [29][3200/3405] lr: 2.277e-02, eta: 2 days, 5:15:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9569, loss_cls: 3.6981, loss: 3.6981 +2025-06-28 02:54:34,635 - pyskl - INFO - Epoch [29][3300/3405] lr: 2.277e-02, eta: 2 days, 5:14:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 3.7519, loss: 3.7519 +2025-06-28 02:55:20,464 - pyskl - INFO - Epoch [29][3400/3405] lr: 2.276e-02, eta: 2 days, 5:13:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9556, loss_cls: 3.8032, loss: 3.8032 +2025-06-28 02:55:23,048 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-06-28 02:59:33,465 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 02:59:34,013 - pyskl - INFO - +top1_acc 0.7581 +top5_acc 0.9455 +2025-06-28 02:59:34,036 - pyskl - INFO - Epoch(val) [29][3718] top1_acc: 0.7581, top5_acc: 0.9455 +2025-06-28 03:00:42,904 - pyskl - INFO - Epoch [30][100/3405] lr: 2.276e-02, eta: 2 days, 5:14:04, time: 0.689, data_time: 0.231, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9694, loss_cls: 3.8091, loss: 3.8091 +2025-06-28 03:01:28,641 - pyskl - INFO - Epoch [30][200/3405] lr: 2.276e-02, eta: 2 days, 5:13:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9606, loss_cls: 3.7203, loss: 3.7203 +2025-06-28 03:02:14,431 - pyskl - INFO - Epoch [30][300/3405] lr: 2.275e-02, eta: 2 days, 5:12:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9731, loss_cls: 3.7407, loss: 3.7407 +2025-06-28 03:03:00,260 - pyskl - INFO - Epoch [30][400/3405] lr: 2.275e-02, eta: 2 days, 5:11:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9600, loss_cls: 3.8152, loss: 3.8152 +2025-06-28 03:03:46,129 - pyskl - INFO - Epoch [30][500/3405] lr: 2.274e-02, eta: 2 days, 5:10:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 3.6754, loss: 3.6754 +2025-06-28 03:04:32,010 - pyskl - INFO - Epoch [30][600/3405] lr: 2.274e-02, eta: 2 days, 5:09:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9575, loss_cls: 3.7534, loss: 3.7534 +2025-06-28 03:05:17,850 - pyskl - INFO - Epoch [30][700/3405] lr: 2.273e-02, eta: 2 days, 5:09:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 3.8035, loss: 3.8035 +2025-06-28 03:06:03,714 - pyskl - INFO - Epoch [30][800/3405] lr: 2.273e-02, eta: 2 days, 5:08:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9519, loss_cls: 3.7593, loss: 3.7593 +2025-06-28 03:06:49,581 - pyskl - INFO - Epoch [30][900/3405] lr: 2.272e-02, eta: 2 days, 5:07:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9569, loss_cls: 3.8683, loss: 3.8683 +2025-06-28 03:07:35,449 - pyskl - INFO - Epoch [30][1000/3405] lr: 2.272e-02, eta: 2 days, 5:06:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9537, loss_cls: 3.8117, loss: 3.8117 +2025-06-28 03:08:21,330 - pyskl - INFO - Epoch [30][1100/3405] lr: 2.272e-02, eta: 2 days, 5:05:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 3.7263, loss: 3.7263 +2025-06-28 03:09:07,216 - pyskl - INFO - Epoch [30][1200/3405] lr: 2.271e-02, eta: 2 days, 5:05:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9619, loss_cls: 3.7402, loss: 3.7402 +2025-06-28 03:09:53,129 - pyskl - INFO - Epoch [30][1300/3405] lr: 2.271e-02, eta: 2 days, 5:04:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 3.7429, loss: 3.7429 +2025-06-28 03:10:39,018 - pyskl - INFO - Epoch [30][1400/3405] lr: 2.270e-02, eta: 2 days, 5:03:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9544, loss_cls: 3.8896, loss: 3.8896 +2025-06-28 03:11:24,938 - pyskl - INFO - Epoch [30][1500/3405] lr: 2.270e-02, eta: 2 days, 5:02:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 3.7736, loss: 3.7736 +2025-06-28 03:12:10,958 - pyskl - INFO - Epoch [30][1600/3405] lr: 2.269e-02, eta: 2 days, 5:01:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 3.6799, loss: 3.6799 +2025-06-28 03:12:57,029 - pyskl - INFO - Epoch [30][1700/3405] lr: 2.269e-02, eta: 2 days, 5:00:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.7998, loss: 3.7998 +2025-06-28 03:13:43,151 - pyskl - INFO - Epoch [30][1800/3405] lr: 2.268e-02, eta: 2 days, 5:00:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 3.8508, loss: 3.8508 +2025-06-28 03:14:29,099 - pyskl - INFO - Epoch [30][1900/3405] lr: 2.268e-02, eta: 2 days, 4:59:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 3.7402, loss: 3.7402 +2025-06-28 03:15:15,174 - pyskl - INFO - Epoch [30][2000/3405] lr: 2.268e-02, eta: 2 days, 4:58:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9594, loss_cls: 3.8756, loss: 3.8756 +2025-06-28 03:16:01,142 - pyskl - INFO - Epoch [30][2100/3405] lr: 2.267e-02, eta: 2 days, 4:57:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9594, loss_cls: 3.8529, loss: 3.8529 +2025-06-28 03:16:47,057 - pyskl - INFO - Epoch [30][2200/3405] lr: 2.267e-02, eta: 2 days, 4:56:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 3.8263, loss: 3.8263 +2025-06-28 03:17:32,954 - pyskl - INFO - Epoch [30][2300/3405] lr: 2.266e-02, eta: 2 days, 4:56:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9563, loss_cls: 3.7978, loss: 3.7978 +2025-06-28 03:18:18,880 - pyskl - INFO - Epoch [30][2400/3405] lr: 2.266e-02, eta: 2 days, 4:55:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 3.8190, loss: 3.8190 +2025-06-28 03:19:04,809 - pyskl - INFO - Epoch [30][2500/3405] lr: 2.265e-02, eta: 2 days, 4:54:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9681, loss_cls: 3.7963, loss: 3.7963 +2025-06-28 03:19:51,020 - pyskl - INFO - Epoch [30][2600/3405] lr: 2.265e-02, eta: 2 days, 4:53:40, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 3.7380, loss: 3.7380 +2025-06-28 03:20:37,241 - pyskl - INFO - Epoch [30][2700/3405] lr: 2.264e-02, eta: 2 days, 4:52:53, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9537, loss_cls: 3.9005, loss: 3.9005 +2025-06-28 03:21:23,271 - pyskl - INFO - Epoch [30][2800/3405] lr: 2.264e-02, eta: 2 days, 4:52:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9637, loss_cls: 3.7325, loss: 3.7325 +2025-06-28 03:22:09,278 - pyskl - INFO - Epoch [30][2900/3405] lr: 2.264e-02, eta: 2 days, 4:51:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 3.8582, loss: 3.8582 +2025-06-28 03:22:55,475 - pyskl - INFO - Epoch [30][3000/3405] lr: 2.263e-02, eta: 2 days, 4:50:28, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9706, loss_cls: 3.7109, loss: 3.7109 +2025-06-28 03:23:41,666 - pyskl - INFO - Epoch [30][3100/3405] lr: 2.263e-02, eta: 2 days, 4:49:40, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 3.7601, loss: 3.7601 +2025-06-28 03:24:27,679 - pyskl - INFO - Epoch [30][3200/3405] lr: 2.262e-02, eta: 2 days, 4:48:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9663, loss_cls: 3.7482, loss: 3.7482 +2025-06-28 03:25:13,597 - pyskl - INFO - Epoch [30][3300/3405] lr: 2.262e-02, eta: 2 days, 4:48:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9656, loss_cls: 3.8057, loss: 3.8057 +2025-06-28 03:25:59,570 - pyskl - INFO - Epoch [30][3400/3405] lr: 2.261e-02, eta: 2 days, 4:47:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 3.7615, loss: 3.7615 +2025-06-28 03:26:02,215 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-06-28 03:45:25,372 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 03:45:25,921 - pyskl - INFO - +top1_acc 0.7572 +top5_acc 0.9507 +2025-06-28 03:45:25,943 - pyskl - INFO - Epoch(val) [30][3718] top1_acc: 0.7572, top5_acc: 0.9507 +2025-06-28 03:46:34,852 - pyskl - INFO - Epoch [31][100/3405] lr: 2.261e-02, eta: 2 days, 4:47:45, time: 0.689, data_time: 0.231, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 3.8117, loss: 3.8117 +2025-06-28 03:47:20,634 - pyskl - INFO - Epoch [31][200/3405] lr: 2.260e-02, eta: 2 days, 4:46:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 3.7078, loss: 3.7078 +2025-06-28 03:48:06,457 - pyskl - INFO - Epoch [31][300/3405] lr: 2.260e-02, eta: 2 days, 4:46:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.6224, loss: 3.6224 +2025-06-28 03:48:52,220 - pyskl - INFO - Epoch [31][400/3405] lr: 2.259e-02, eta: 2 days, 4:45:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9594, loss_cls: 3.8144, loss: 3.8144 +2025-06-28 03:49:38,271 - pyskl - INFO - Epoch [31][500/3405] lr: 2.259e-02, eta: 2 days, 4:44:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 3.6864, loss: 3.6864 +2025-06-28 03:50:24,090 - pyskl - INFO - Epoch [31][600/3405] lr: 2.259e-02, eta: 2 days, 4:43:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9600, loss_cls: 3.6442, loss: 3.6442 +2025-06-28 03:51:09,904 - pyskl - INFO - Epoch [31][700/3405] lr: 2.258e-02, eta: 2 days, 4:42:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9725, loss_cls: 3.7642, loss: 3.7642 +2025-06-28 03:51:55,749 - pyskl - INFO - Epoch [31][800/3405] lr: 2.258e-02, eta: 2 days, 4:42:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.7127, loss: 3.7127 +2025-06-28 03:52:41,566 - pyskl - INFO - Epoch [31][900/3405] lr: 2.257e-02, eta: 2 days, 4:41:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9681, loss_cls: 3.8213, loss: 3.8213 +2025-06-28 03:53:27,137 - pyskl - INFO - Epoch [31][1000/3405] lr: 2.257e-02, eta: 2 days, 4:40:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9675, loss_cls: 3.6953, loss: 3.6953 +2025-06-28 03:54:12,906 - pyskl - INFO - Epoch [31][1100/3405] lr: 2.256e-02, eta: 2 days, 4:39:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 3.8338, loss: 3.8338 +2025-06-28 03:54:58,642 - pyskl - INFO - Epoch [31][1200/3405] lr: 2.256e-02, eta: 2 days, 4:38:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 3.6763, loss: 3.6763 +2025-06-28 03:55:44,766 - pyskl - INFO - Epoch [31][1300/3405] lr: 2.255e-02, eta: 2 days, 4:37:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 3.6991, loss: 3.6991 +2025-06-28 03:56:30,650 - pyskl - INFO - Epoch [31][1400/3405] lr: 2.255e-02, eta: 2 days, 4:37:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 3.8021, loss: 3.8021 +2025-06-28 03:57:16,523 - pyskl - INFO - Epoch [31][1500/3405] lr: 2.254e-02, eta: 2 days, 4:36:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 3.6670, loss: 3.6670 +2025-06-28 03:58:02,442 - pyskl - INFO - Epoch [31][1600/3405] lr: 2.254e-02, eta: 2 days, 4:35:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9531, loss_cls: 3.8499, loss: 3.8499 +2025-06-28 03:58:48,328 - pyskl - INFO - Epoch [31][1700/3405] lr: 2.254e-02, eta: 2 days, 4:34:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 3.8622, loss: 3.8622 +2025-06-28 03:59:34,335 - pyskl - INFO - Epoch [31][1800/3405] lr: 2.253e-02, eta: 2 days, 4:33:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 3.7241, loss: 3.7241 +2025-06-28 04:00:20,349 - pyskl - INFO - Epoch [31][1900/3405] lr: 2.253e-02, eta: 2 days, 4:33:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9625, loss_cls: 3.8448, loss: 3.8448 +2025-06-28 04:01:06,246 - pyskl - INFO - Epoch [31][2000/3405] lr: 2.252e-02, eta: 2 days, 4:32:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 3.7329, loss: 3.7329 +2025-06-28 04:01:52,071 - pyskl - INFO - Epoch [31][2100/3405] lr: 2.252e-02, eta: 2 days, 4:31:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9631, loss_cls: 3.8141, loss: 3.8141 +2025-06-28 04:02:37,827 - pyskl - INFO - Epoch [31][2200/3405] lr: 2.251e-02, eta: 2 days, 4:30:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9663, loss_cls: 3.8231, loss: 3.8231 +2025-06-28 04:03:23,513 - pyskl - INFO - Epoch [31][2300/3405] lr: 2.251e-02, eta: 2 days, 4:29:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9537, loss_cls: 3.8820, loss: 3.8820 +2025-06-28 04:04:09,443 - pyskl - INFO - Epoch [31][2400/3405] lr: 2.250e-02, eta: 2 days, 4:28:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9625, loss_cls: 3.7859, loss: 3.7859 +2025-06-28 04:04:55,514 - pyskl - INFO - Epoch [31][2500/3405] lr: 2.250e-02, eta: 2 days, 4:28:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 3.7716, loss: 3.7716 +2025-06-28 04:05:41,431 - pyskl - INFO - Epoch [31][2600/3405] lr: 2.249e-02, eta: 2 days, 4:27:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 3.7737, loss: 3.7737 +2025-06-28 04:06:27,433 - pyskl - INFO - Epoch [31][2700/3405] lr: 2.249e-02, eta: 2 days, 4:26:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9656, loss_cls: 3.6752, loss: 3.6752 +2025-06-28 04:07:13,267 - pyskl - INFO - Epoch [31][2800/3405] lr: 2.248e-02, eta: 2 days, 4:25:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9513, loss_cls: 3.8501, loss: 3.8501 +2025-06-28 04:07:59,061 - pyskl - INFO - Epoch [31][2900/3405] lr: 2.248e-02, eta: 2 days, 4:24:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9494, loss_cls: 3.8182, loss: 3.8182 +2025-06-28 04:08:45,106 - pyskl - INFO - Epoch [31][3000/3405] lr: 2.248e-02, eta: 2 days, 4:24:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.6168, loss: 3.6168 +2025-06-28 04:09:31,185 - pyskl - INFO - Epoch [31][3100/3405] lr: 2.247e-02, eta: 2 days, 4:23:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9644, loss_cls: 3.7973, loss: 3.7973 +2025-06-28 04:10:17,205 - pyskl - INFO - Epoch [31][3200/3405] lr: 2.247e-02, eta: 2 days, 4:22:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 3.7576, loss: 3.7576 +2025-06-28 04:11:03,082 - pyskl - INFO - Epoch [31][3300/3405] lr: 2.246e-02, eta: 2 days, 4:21:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 3.8514, loss: 3.8514 +2025-06-28 04:11:48,929 - pyskl - INFO - Epoch [31][3400/3405] lr: 2.246e-02, eta: 2 days, 4:20:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 3.8078, loss: 3.8078 +2025-06-28 04:11:51,613 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-06-28 04:16:03,038 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 04:16:03,593 - pyskl - INFO - +top1_acc 0.7672 +top5_acc 0.9518 +2025-06-28 04:16:03,646 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_25.pth was removed +2025-06-28 04:16:04,724 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_31.pth. +2025-06-28 04:16:04,725 - pyskl - INFO - Best top1_acc is 0.7672 at 31 epoch. +2025-06-28 04:16:04,747 - pyskl - INFO - Epoch(val) [31][3718] top1_acc: 0.7672, top5_acc: 0.9518 +2025-06-28 04:17:13,478 - pyskl - INFO - Epoch [32][100/3405] lr: 2.245e-02, eta: 2 days, 4:21:15, time: 0.687, data_time: 0.230, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9706, loss_cls: 3.6544, loss: 3.6544 +2025-06-28 04:17:59,161 - pyskl - INFO - Epoch [32][200/3405] lr: 2.245e-02, eta: 2 days, 4:20:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 3.6616, loss: 3.6616 +2025-06-28 04:18:44,993 - pyskl - INFO - Epoch [32][300/3405] lr: 2.244e-02, eta: 2 days, 4:19:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 3.7996, loss: 3.7996 +2025-06-28 04:19:31,017 - pyskl - INFO - Epoch [32][400/3405] lr: 2.244e-02, eta: 2 days, 4:18:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 3.6310, loss: 3.6310 +2025-06-28 04:20:16,897 - pyskl - INFO - Epoch [32][500/3405] lr: 2.243e-02, eta: 2 days, 4:17:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.6192, loss: 3.6192 +2025-06-28 04:21:02,655 - pyskl - INFO - Epoch [32][600/3405] lr: 2.243e-02, eta: 2 days, 4:17:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 3.8755, loss: 3.8755 +2025-06-28 04:21:48,366 - pyskl - INFO - Epoch [32][700/3405] lr: 2.242e-02, eta: 2 days, 4:16:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9706, loss_cls: 3.7434, loss: 3.7434 +2025-06-28 04:22:34,072 - pyskl - INFO - Epoch [32][800/3405] lr: 2.242e-02, eta: 2 days, 4:15:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 3.7446, loss: 3.7446 +2025-06-28 04:23:19,845 - pyskl - INFO - Epoch [32][900/3405] lr: 2.241e-02, eta: 2 days, 4:14:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9650, loss_cls: 3.8019, loss: 3.8019 +2025-06-28 04:24:05,533 - pyskl - INFO - Epoch [32][1000/3405] lr: 2.241e-02, eta: 2 days, 4:13:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9625, loss_cls: 3.8670, loss: 3.8670 +2025-06-28 04:24:51,242 - pyskl - INFO - Epoch [32][1100/3405] lr: 2.241e-02, eta: 2 days, 4:13:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 3.6226, loss: 3.6226 +2025-06-28 04:25:36,939 - pyskl - INFO - Epoch [32][1200/3405] lr: 2.240e-02, eta: 2 days, 4:12:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 3.7240, loss: 3.7240 +2025-06-28 04:26:22,639 - pyskl - INFO - Epoch [32][1300/3405] lr: 2.240e-02, eta: 2 days, 4:11:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 3.6539, loss: 3.6539 +2025-06-28 04:27:08,287 - pyskl - INFO - Epoch [32][1400/3405] lr: 2.239e-02, eta: 2 days, 4:10:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 3.7795, loss: 3.7795 +2025-06-28 04:27:54,059 - pyskl - INFO - Epoch [32][1500/3405] lr: 2.239e-02, eta: 2 days, 4:09:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9556, loss_cls: 3.7877, loss: 3.7877 +2025-06-28 04:28:39,909 - pyskl - INFO - Epoch [32][1600/3405] lr: 2.238e-02, eta: 2 days, 4:08:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 3.7599, loss: 3.7599 +2025-06-28 04:29:25,673 - pyskl - INFO - Epoch [32][1700/3405] lr: 2.238e-02, eta: 2 days, 4:08:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9563, loss_cls: 3.7414, loss: 3.7414 +2025-06-28 04:30:11,370 - pyskl - INFO - Epoch [32][1800/3405] lr: 2.237e-02, eta: 2 days, 4:07:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9688, loss_cls: 3.7893, loss: 3.7893 +2025-06-28 04:30:57,154 - pyskl - INFO - Epoch [32][1900/3405] lr: 2.237e-02, eta: 2 days, 4:06:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9619, loss_cls: 3.8150, loss: 3.8150 +2025-06-28 04:31:42,809 - pyskl - INFO - Epoch [32][2000/3405] lr: 2.236e-02, eta: 2 days, 4:05:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 3.7872, loss: 3.7872 +2025-06-28 04:32:28,510 - pyskl - INFO - Epoch [32][2100/3405] lr: 2.236e-02, eta: 2 days, 4:04:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 3.5968, loss: 3.5968 +2025-06-28 04:33:14,457 - pyskl - INFO - Epoch [32][2200/3405] lr: 2.235e-02, eta: 2 days, 4:03:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 3.8128, loss: 3.8128 +2025-06-28 04:34:00,256 - pyskl - INFO - Epoch [32][2300/3405] lr: 2.235e-02, eta: 2 days, 4:03:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 3.7699, loss: 3.7699 +2025-06-28 04:34:46,102 - pyskl - INFO - Epoch [32][2400/3405] lr: 2.234e-02, eta: 2 days, 4:02:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 3.7307, loss: 3.7307 +2025-06-28 04:35:31,897 - pyskl - INFO - Epoch [32][2500/3405] lr: 2.234e-02, eta: 2 days, 4:01:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.6508, loss: 3.6508 +2025-06-28 04:36:17,744 - pyskl - INFO - Epoch [32][2600/3405] lr: 2.233e-02, eta: 2 days, 4:00:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9556, loss_cls: 3.7606, loss: 3.7606 +2025-06-28 04:37:03,509 - pyskl - INFO - Epoch [32][2700/3405] lr: 2.233e-02, eta: 2 days, 3:59:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9513, loss_cls: 3.8576, loss: 3.8576 +2025-06-28 04:37:49,321 - pyskl - INFO - Epoch [32][2800/3405] lr: 2.233e-02, eta: 2 days, 3:59:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9494, loss_cls: 3.8540, loss: 3.8540 +2025-06-28 04:38:35,020 - pyskl - INFO - Epoch [32][2900/3405] lr: 2.232e-02, eta: 2 days, 3:58:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 3.8567, loss: 3.8567 +2025-06-28 04:39:20,826 - pyskl - INFO - Epoch [32][3000/3405] lr: 2.232e-02, eta: 2 days, 3:57:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 3.7126, loss: 3.7126 +2025-06-28 04:40:06,704 - pyskl - INFO - Epoch [32][3100/3405] lr: 2.231e-02, eta: 2 days, 3:56:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9681, loss_cls: 3.6733, loss: 3.6733 +2025-06-28 04:40:52,508 - pyskl - INFO - Epoch [32][3200/3405] lr: 2.231e-02, eta: 2 days, 3:55:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9587, loss_cls: 3.7714, loss: 3.7714 +2025-06-28 04:41:38,355 - pyskl - INFO - Epoch [32][3300/3405] lr: 2.230e-02, eta: 2 days, 3:54:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 3.8631, loss: 3.8631 +2025-06-28 04:42:24,217 - pyskl - INFO - Epoch [32][3400/3405] lr: 2.230e-02, eta: 2 days, 3:54:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 3.7461, loss: 3.7461 +2025-06-28 04:42:26,875 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-06-28 04:46:38,260 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 04:46:38,798 - pyskl - INFO - +top1_acc 0.7259 +top5_acc 0.9373 +2025-06-28 04:46:38,818 - pyskl - INFO - Epoch(val) [32][3718] top1_acc: 0.7259, top5_acc: 0.9373 +2025-06-28 04:47:47,207 - pyskl - INFO - Epoch [33][100/3405] lr: 2.229e-02, eta: 2 days, 3:54:32, time: 0.684, data_time: 0.227, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 3.6764, loss: 3.6764 +2025-06-28 04:48:32,934 - pyskl - INFO - Epoch [33][200/3405] lr: 2.229e-02, eta: 2 days, 3:53:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 3.6967, loss: 3.6967 +2025-06-28 04:49:18,707 - pyskl - INFO - Epoch [33][300/3405] lr: 2.228e-02, eta: 2 days, 3:52:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 3.7976, loss: 3.7976 +2025-06-28 04:50:04,426 - pyskl - INFO - Epoch [33][400/3405] lr: 2.228e-02, eta: 2 days, 3:52:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 3.7189, loss: 3.7189 +2025-06-28 04:50:50,051 - pyskl - INFO - Epoch [33][500/3405] lr: 2.227e-02, eta: 2 days, 3:51:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9581, loss_cls: 3.7711, loss: 3.7711 +2025-06-28 04:51:35,691 - pyskl - INFO - Epoch [33][600/3405] lr: 2.227e-02, eta: 2 days, 3:50:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 3.7523, loss: 3.7523 +2025-06-28 04:52:21,350 - pyskl - INFO - Epoch [33][700/3405] lr: 2.226e-02, eta: 2 days, 3:49:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9594, loss_cls: 3.8178, loss: 3.8178 +2025-06-28 04:53:07,213 - pyskl - INFO - Epoch [33][800/3405] lr: 2.226e-02, eta: 2 days, 3:48:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.6835, loss: 3.6835 +2025-06-28 04:53:52,936 - pyskl - INFO - Epoch [33][900/3405] lr: 2.225e-02, eta: 2 days, 3:47:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 3.8288, loss: 3.8288 +2025-06-28 04:54:38,599 - pyskl - INFO - Epoch [33][1000/3405] lr: 2.225e-02, eta: 2 days, 3:47:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 3.6129, loss: 3.6129 +2025-06-28 04:55:24,275 - pyskl - INFO - Epoch [33][1100/3405] lr: 2.224e-02, eta: 2 days, 3:46:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 3.6944, loss: 3.6944 +2025-06-28 04:56:09,943 - pyskl - INFO - Epoch [33][1200/3405] lr: 2.224e-02, eta: 2 days, 3:45:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 3.7360, loss: 3.7360 +2025-06-28 04:56:55,671 - pyskl - INFO - Epoch [33][1300/3405] lr: 2.223e-02, eta: 2 days, 3:44:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 3.9057, loss: 3.9057 +2025-06-28 04:57:41,335 - pyskl - INFO - Epoch [33][1400/3405] lr: 2.223e-02, eta: 2 days, 3:43:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.6442, loss: 3.6442 +2025-06-28 04:58:26,957 - pyskl - INFO - Epoch [33][1500/3405] lr: 2.222e-02, eta: 2 days, 3:42:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 3.8290, loss: 3.8290 +2025-06-28 04:59:12,540 - pyskl - INFO - Epoch [33][1600/3405] lr: 2.222e-02, eta: 2 days, 3:42:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 3.7356, loss: 3.7356 +2025-06-28 04:59:58,288 - pyskl - INFO - Epoch [33][1700/3405] lr: 2.221e-02, eta: 2 days, 3:41:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 3.8063, loss: 3.8063 +2025-06-28 05:00:43,757 - pyskl - INFO - Epoch [33][1800/3405] lr: 2.221e-02, eta: 2 days, 3:40:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 3.8048, loss: 3.8048 +2025-06-28 05:01:29,397 - pyskl - INFO - Epoch [33][1900/3405] lr: 2.220e-02, eta: 2 days, 3:39:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 3.7304, loss: 3.7304 +2025-06-28 05:02:15,045 - pyskl - INFO - Epoch [33][2000/3405] lr: 2.220e-02, eta: 2 days, 3:38:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9694, loss_cls: 3.6838, loss: 3.6838 +2025-06-28 05:03:00,702 - pyskl - INFO - Epoch [33][2100/3405] lr: 2.220e-02, eta: 2 days, 3:38:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 3.7790, loss: 3.7790 +2025-06-28 05:03:46,450 - pyskl - INFO - Epoch [33][2200/3405] lr: 2.219e-02, eta: 2 days, 3:37:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 3.9005, loss: 3.9005 +2025-06-28 05:04:32,164 - pyskl - INFO - Epoch [33][2300/3405] lr: 2.219e-02, eta: 2 days, 3:36:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9587, loss_cls: 3.7516, loss: 3.7516 +2025-06-28 05:05:17,938 - pyskl - INFO - Epoch [33][2400/3405] lr: 2.218e-02, eta: 2 days, 3:35:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 3.7626, loss: 3.7626 +2025-06-28 05:06:03,673 - pyskl - INFO - Epoch [33][2500/3405] lr: 2.218e-02, eta: 2 days, 3:34:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9537, loss_cls: 3.8279, loss: 3.8279 +2025-06-28 05:06:49,423 - pyskl - INFO - Epoch [33][2600/3405] lr: 2.217e-02, eta: 2 days, 3:33:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9656, loss_cls: 3.8516, loss: 3.8516 +2025-06-28 05:07:35,505 - pyskl - INFO - Epoch [33][2700/3405] lr: 2.217e-02, eta: 2 days, 3:33:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9700, loss_cls: 3.6857, loss: 3.6857 +2025-06-28 05:08:21,310 - pyskl - INFO - Epoch [33][2800/3405] lr: 2.216e-02, eta: 2 days, 3:32:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9556, loss_cls: 3.8142, loss: 3.8142 +2025-06-28 05:09:07,147 - pyskl - INFO - Epoch [33][2900/3405] lr: 2.216e-02, eta: 2 days, 3:31:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9706, loss_cls: 3.6410, loss: 3.6410 +2025-06-28 05:09:52,911 - pyskl - INFO - Epoch [33][3000/3405] lr: 2.215e-02, eta: 2 days, 3:30:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9681, loss_cls: 3.7779, loss: 3.7779 +2025-06-28 05:10:38,728 - pyskl - INFO - Epoch [33][3100/3405] lr: 2.215e-02, eta: 2 days, 3:29:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9600, loss_cls: 3.9379, loss: 3.9379 +2025-06-28 05:11:24,506 - pyskl - INFO - Epoch [33][3200/3405] lr: 2.214e-02, eta: 2 days, 3:29:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 3.6646, loss: 3.6646 +2025-06-28 05:12:10,246 - pyskl - INFO - Epoch [33][3300/3405] lr: 2.214e-02, eta: 2 days, 3:28:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9637, loss_cls: 3.7803, loss: 3.7803 +2025-06-28 05:12:56,091 - pyskl - INFO - Epoch [33][3400/3405] lr: 2.213e-02, eta: 2 days, 3:27:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 3.6354, loss: 3.6354 +2025-06-28 05:12:58,735 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-06-28 05:17:12,526 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 05:17:13,077 - pyskl - INFO - +top1_acc 0.7459 +top5_acc 0.9441 +2025-06-28 05:17:13,100 - pyskl - INFO - Epoch(val) [33][3718] top1_acc: 0.7459, top5_acc: 0.9441 +2025-06-28 05:18:21,528 - pyskl - INFO - Epoch [34][100/3405] lr: 2.213e-02, eta: 2 days, 3:27:44, time: 0.684, data_time: 0.226, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 3.5830, loss: 3.5830 +2025-06-28 05:19:07,410 - pyskl - INFO - Epoch [34][200/3405] lr: 2.212e-02, eta: 2 days, 3:26:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 3.6039, loss: 3.6039 +2025-06-28 05:19:53,177 - pyskl - INFO - Epoch [34][300/3405] lr: 2.212e-02, eta: 2 days, 3:26:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9675, loss_cls: 3.8281, loss: 3.8281 +2025-06-28 05:20:38,906 - pyskl - INFO - Epoch [34][400/3405] lr: 2.211e-02, eta: 2 days, 3:25:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9681, loss_cls: 3.7044, loss: 3.7044 +2025-06-28 05:21:24,653 - pyskl - INFO - Epoch [34][500/3405] lr: 2.211e-02, eta: 2 days, 3:24:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 3.7308, loss: 3.7308 +2025-06-28 05:22:10,446 - pyskl - INFO - Epoch [34][600/3405] lr: 2.210e-02, eta: 2 days, 3:23:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9637, loss_cls: 3.7775, loss: 3.7775 +2025-06-28 05:22:56,264 - pyskl - INFO - Epoch [34][700/3405] lr: 2.210e-02, eta: 2 days, 3:22:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 3.7374, loss: 3.7374 +2025-06-28 05:23:42,054 - pyskl - INFO - Epoch [34][800/3405] lr: 2.209e-02, eta: 2 days, 3:22:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9712, loss_cls: 3.6841, loss: 3.6841 +2025-06-28 05:24:27,842 - pyskl - INFO - Epoch [34][900/3405] lr: 2.209e-02, eta: 2 days, 3:21:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 3.5434, loss: 3.5434 +2025-06-28 05:25:13,631 - pyskl - INFO - Epoch [34][1000/3405] lr: 2.208e-02, eta: 2 days, 3:20:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9606, loss_cls: 3.6724, loss: 3.6724 +2025-06-28 05:25:59,344 - pyskl - INFO - Epoch [34][1100/3405] lr: 2.208e-02, eta: 2 days, 3:19:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 3.7386, loss: 3.7386 +2025-06-28 05:26:45,071 - pyskl - INFO - Epoch [34][1200/3405] lr: 2.207e-02, eta: 2 days, 3:18:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9569, loss_cls: 3.7762, loss: 3.7762 +2025-06-28 05:27:30,734 - pyskl - INFO - Epoch [34][1300/3405] lr: 2.207e-02, eta: 2 days, 3:17:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9613, loss_cls: 3.7078, loss: 3.7078 +2025-06-28 05:28:16,397 - pyskl - INFO - Epoch [34][1400/3405] lr: 2.206e-02, eta: 2 days, 3:17:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9631, loss_cls: 3.6435, loss: 3.6435 +2025-06-28 05:29:02,103 - pyskl - INFO - Epoch [34][1500/3405] lr: 2.206e-02, eta: 2 days, 3:16:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 3.7440, loss: 3.7440 +2025-06-28 05:29:47,858 - pyskl - INFO - Epoch [34][1600/3405] lr: 2.205e-02, eta: 2 days, 3:15:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.5777, loss: 3.5777 +2025-06-28 05:30:33,585 - pyskl - INFO - Epoch [34][1700/3405] lr: 2.205e-02, eta: 2 days, 3:14:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 3.7732, loss: 3.7732 +2025-06-28 05:31:19,287 - pyskl - INFO - Epoch [34][1800/3405] lr: 2.204e-02, eta: 2 days, 3:13:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 3.7430, loss: 3.7430 +2025-06-28 05:32:05,006 - pyskl - INFO - Epoch [34][1900/3405] lr: 2.204e-02, eta: 2 days, 3:12:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9712, loss_cls: 3.6945, loss: 3.6945 +2025-06-28 05:32:50,786 - pyskl - INFO - Epoch [34][2000/3405] lr: 2.203e-02, eta: 2 days, 3:12:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9675, loss_cls: 3.6224, loss: 3.6224 +2025-06-28 05:33:36,447 - pyskl - INFO - Epoch [34][2100/3405] lr: 2.203e-02, eta: 2 days, 3:11:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9669, loss_cls: 3.7269, loss: 3.7269 +2025-06-28 05:34:22,143 - pyskl - INFO - Epoch [34][2200/3405] lr: 2.202e-02, eta: 2 days, 3:10:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 3.6874, loss: 3.6874 +2025-06-28 05:35:07,850 - pyskl - INFO - Epoch [34][2300/3405] lr: 2.202e-02, eta: 2 days, 3:09:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9606, loss_cls: 3.6685, loss: 3.6685 +2025-06-28 05:35:53,514 - pyskl - INFO - Epoch [34][2400/3405] lr: 2.201e-02, eta: 2 days, 3:08:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9525, loss_cls: 3.8965, loss: 3.8965 +2025-06-28 05:36:39,306 - pyskl - INFO - Epoch [34][2500/3405] lr: 2.201e-02, eta: 2 days, 3:08:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 3.7797, loss: 3.7797 +2025-06-28 05:37:25,065 - pyskl - INFO - Epoch [34][2600/3405] lr: 2.200e-02, eta: 2 days, 3:07:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 3.8527, loss: 3.8527 +2025-06-28 05:38:10,719 - pyskl - INFO - Epoch [34][2700/3405] lr: 2.200e-02, eta: 2 days, 3:06:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 3.8433, loss: 3.8433 +2025-06-28 05:38:56,197 - pyskl - INFO - Epoch [34][2800/3405] lr: 2.199e-02, eta: 2 days, 3:05:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9688, loss_cls: 3.7255, loss: 3.7255 +2025-06-28 05:39:41,745 - pyskl - INFO - Epoch [34][2900/3405] lr: 2.199e-02, eta: 2 days, 3:04:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 3.8494, loss: 3.8494 +2025-06-28 05:40:27,292 - pyskl - INFO - Epoch [34][3000/3405] lr: 2.198e-02, eta: 2 days, 3:03:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 3.7000, loss: 3.7000 +2025-06-28 05:41:12,836 - pyskl - INFO - Epoch [34][3100/3405] lr: 2.198e-02, eta: 2 days, 3:03:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9525, loss_cls: 3.8530, loss: 3.8530 +2025-06-28 05:41:58,524 - pyskl - INFO - Epoch [34][3200/3405] lr: 2.197e-02, eta: 2 days, 3:02:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9575, loss_cls: 3.8088, loss: 3.8088 +2025-06-28 05:42:44,233 - pyskl - INFO - Epoch [34][3300/3405] lr: 2.197e-02, eta: 2 days, 3:01:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9575, loss_cls: 3.8261, loss: 3.8261 +2025-06-28 05:43:29,760 - pyskl - INFO - Epoch [34][3400/3405] lr: 2.196e-02, eta: 2 days, 3:00:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.7128, loss: 3.7128 +2025-06-28 05:43:32,351 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-06-28 05:47:42,783 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 05:47:43,409 - pyskl - INFO - +top1_acc 0.7709 +top5_acc 0.9538 +2025-06-28 05:47:43,462 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_31.pth was removed +2025-06-28 05:47:44,435 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_34.pth. +2025-06-28 05:47:44,437 - pyskl - INFO - Best top1_acc is 0.7709 at 34 epoch. +2025-06-28 05:47:44,458 - pyskl - INFO - Epoch(val) [34][3718] top1_acc: 0.7709, top5_acc: 0.9538 +2025-06-28 05:48:52,970 - pyskl - INFO - Epoch [35][100/3405] lr: 2.196e-02, eta: 2 days, 3:00:56, time: 0.685, data_time: 0.226, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9644, loss_cls: 3.6596, loss: 3.6596 +2025-06-28 05:49:38,685 - pyskl - INFO - Epoch [35][200/3405] lr: 2.195e-02, eta: 2 days, 3:00:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9706, loss_cls: 3.5958, loss: 3.5958 +2025-06-28 05:50:24,475 - pyskl - INFO - Epoch [35][300/3405] lr: 2.195e-02, eta: 2 days, 2:59:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9694, loss_cls: 3.6692, loss: 3.6692 +2025-06-28 05:51:10,264 - pyskl - INFO - Epoch [35][400/3405] lr: 2.194e-02, eta: 2 days, 2:58:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 3.6602, loss: 3.6602 +2025-06-28 05:51:56,052 - pyskl - INFO - Epoch [35][500/3405] lr: 2.194e-02, eta: 2 days, 2:57:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 3.6289, loss: 3.6289 +2025-06-28 05:52:41,828 - pyskl - INFO - Epoch [35][600/3405] lr: 2.193e-02, eta: 2 days, 2:56:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9587, loss_cls: 3.7516, loss: 3.7516 +2025-06-28 05:53:27,654 - pyskl - INFO - Epoch [35][700/3405] lr: 2.193e-02, eta: 2 days, 2:56:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9619, loss_cls: 3.7211, loss: 3.7211 +2025-06-28 05:54:13,482 - pyskl - INFO - Epoch [35][800/3405] lr: 2.192e-02, eta: 2 days, 2:55:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9619, loss_cls: 3.7457, loss: 3.7457 +2025-06-28 05:54:59,377 - pyskl - INFO - Epoch [35][900/3405] lr: 2.192e-02, eta: 2 days, 2:54:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 3.5660, loss: 3.5660 +2025-06-28 05:55:45,367 - pyskl - INFO - Epoch [35][1000/3405] lr: 2.191e-02, eta: 2 days, 2:53:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 3.7792, loss: 3.7792 +2025-06-28 05:56:31,367 - pyskl - INFO - Epoch [35][1100/3405] lr: 2.191e-02, eta: 2 days, 2:52:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9688, loss_cls: 3.6687, loss: 3.6687 +2025-06-28 05:57:17,251 - pyskl - INFO - Epoch [35][1200/3405] lr: 2.190e-02, eta: 2 days, 2:52:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 3.7688, loss: 3.7688 +2025-06-28 05:58:03,150 - pyskl - INFO - Epoch [35][1300/3405] lr: 2.190e-02, eta: 2 days, 2:51:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9637, loss_cls: 3.8049, loss: 3.8049 +2025-06-28 05:58:49,068 - pyskl - INFO - Epoch [35][1400/3405] lr: 2.189e-02, eta: 2 days, 2:50:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 3.6442, loss: 3.6442 +2025-06-28 05:59:34,930 - pyskl - INFO - Epoch [35][1500/3405] lr: 2.189e-02, eta: 2 days, 2:49:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 3.6605, loss: 3.6605 +2025-06-28 06:00:20,717 - pyskl - INFO - Epoch [35][1600/3405] lr: 2.188e-02, eta: 2 days, 2:48:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 3.7108, loss: 3.7108 +2025-06-28 06:01:06,582 - pyskl - INFO - Epoch [35][1700/3405] lr: 2.188e-02, eta: 2 days, 2:47:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 3.7363, loss: 3.7363 +2025-06-28 06:01:52,466 - pyskl - INFO - Epoch [35][1800/3405] lr: 2.187e-02, eta: 2 days, 2:47:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9550, loss_cls: 3.8943, loss: 3.8943 +2025-06-28 06:02:38,322 - pyskl - INFO - Epoch [35][1900/3405] lr: 2.187e-02, eta: 2 days, 2:46:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9619, loss_cls: 3.6690, loss: 3.6690 +2025-06-28 06:03:24,210 - pyskl - INFO - Epoch [35][2000/3405] lr: 2.186e-02, eta: 2 days, 2:45:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9537, loss_cls: 3.6854, loss: 3.6854 +2025-06-28 06:04:10,110 - pyskl - INFO - Epoch [35][2100/3405] lr: 2.186e-02, eta: 2 days, 2:44:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9656, loss_cls: 3.7654, loss: 3.7654 +2025-06-28 06:04:56,072 - pyskl - INFO - Epoch [35][2200/3405] lr: 2.185e-02, eta: 2 days, 2:43:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 3.6490, loss: 3.6490 +2025-06-28 06:05:42,103 - pyskl - INFO - Epoch [35][2300/3405] lr: 2.185e-02, eta: 2 days, 2:43:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9637, loss_cls: 3.5735, loss: 3.5735 +2025-06-28 06:06:28,229 - pyskl - INFO - Epoch [35][2400/3405] lr: 2.184e-02, eta: 2 days, 2:42:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 3.6866, loss: 3.6866 +2025-06-28 06:07:14,202 - pyskl - INFO - Epoch [35][2500/3405] lr: 2.184e-02, eta: 2 days, 2:41:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9550, loss_cls: 3.8236, loss: 3.8236 +2025-06-28 06:08:00,410 - pyskl - INFO - Epoch [35][2600/3405] lr: 2.183e-02, eta: 2 days, 2:40:43, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9625, loss_cls: 3.8051, loss: 3.8051 +2025-06-28 06:08:46,461 - pyskl - INFO - Epoch [35][2700/3405] lr: 2.183e-02, eta: 2 days, 2:39:55, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9688, loss_cls: 3.7873, loss: 3.7873 +2025-06-28 06:09:32,406 - pyskl - INFO - Epoch [35][2800/3405] lr: 2.182e-02, eta: 2 days, 2:39:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 3.7674, loss: 3.7674 +2025-06-28 06:10:18,270 - pyskl - INFO - Epoch [35][2900/3405] lr: 2.182e-02, eta: 2 days, 2:38:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9587, loss_cls: 3.8281, loss: 3.8281 +2025-06-28 06:11:04,078 - pyskl - INFO - Epoch [35][3000/3405] lr: 2.181e-02, eta: 2 days, 2:37:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 3.6535, loss: 3.6535 +2025-06-28 06:11:49,864 - pyskl - INFO - Epoch [35][3100/3405] lr: 2.181e-02, eta: 2 days, 2:36:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9637, loss_cls: 3.7434, loss: 3.7434 +2025-06-28 06:12:35,714 - pyskl - INFO - Epoch [35][3200/3405] lr: 2.180e-02, eta: 2 days, 2:35:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9694, loss_cls: 3.6521, loss: 3.6521 +2025-06-28 06:13:21,511 - pyskl - INFO - Epoch [35][3300/3405] lr: 2.179e-02, eta: 2 days, 2:35:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9594, loss_cls: 3.7896, loss: 3.7896 +2025-06-28 06:14:07,456 - pyskl - INFO - Epoch [35][3400/3405] lr: 2.179e-02, eta: 2 days, 2:34:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9681, loss_cls: 3.6824, loss: 3.6824 +2025-06-28 06:14:10,111 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-06-28 06:32:51,883 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 06:32:52,431 - pyskl - INFO - +top1_acc 0.7607 +top5_acc 0.9494 +2025-06-28 06:32:52,452 - pyskl - INFO - Epoch(val) [35][3718] top1_acc: 0.7607, top5_acc: 0.9494 +2025-06-28 06:34:01,641 - pyskl - INFO - Epoch [36][100/3405] lr: 2.178e-02, eta: 2 days, 2:34:33, time: 0.692, data_time: 0.231, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9738, loss_cls: 3.6402, loss: 3.6402 +2025-06-28 06:34:47,661 - pyskl - INFO - Epoch [36][200/3405] lr: 2.178e-02, eta: 2 days, 2:33:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 3.6666, loss: 3.6666 +2025-06-28 06:35:33,519 - pyskl - INFO - Epoch [36][300/3405] lr: 2.177e-02, eta: 2 days, 2:32:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9644, loss_cls: 3.4610, loss: 3.4610 +2025-06-28 06:36:19,279 - pyskl - INFO - Epoch [36][400/3405] lr: 2.177e-02, eta: 2 days, 2:32:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 3.6577, loss: 3.6577 +2025-06-28 06:37:05,030 - pyskl - INFO - Epoch [36][500/3405] lr: 2.176e-02, eta: 2 days, 2:31:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9500, loss_cls: 3.6757, loss: 3.6757 +2025-06-28 06:37:50,924 - pyskl - INFO - Epoch [36][600/3405] lr: 2.176e-02, eta: 2 days, 2:30:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9688, loss_cls: 3.6917, loss: 3.6917 +2025-06-28 06:38:36,775 - pyskl - INFO - Epoch [36][700/3405] lr: 2.175e-02, eta: 2 days, 2:29:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 3.6867, loss: 3.6867 +2025-06-28 06:39:22,637 - pyskl - INFO - Epoch [36][800/3405] lr: 2.175e-02, eta: 2 days, 2:28:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 3.6293, loss: 3.6293 +2025-06-28 06:40:08,386 - pyskl - INFO - Epoch [36][900/3405] lr: 2.174e-02, eta: 2 days, 2:28:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9669, loss_cls: 3.6719, loss: 3.6719 +2025-06-28 06:40:54,259 - pyskl - INFO - Epoch [36][1000/3405] lr: 2.174e-02, eta: 2 days, 2:27:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9706, loss_cls: 3.7358, loss: 3.7358 +2025-06-28 06:41:40,047 - pyskl - INFO - Epoch [36][1100/3405] lr: 2.173e-02, eta: 2 days, 2:26:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 3.7115, loss: 3.7115 +2025-06-28 06:42:25,921 - pyskl - INFO - Epoch [36][1200/3405] lr: 2.173e-02, eta: 2 days, 2:25:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 3.6237, loss: 3.6237 +2025-06-28 06:43:11,889 - pyskl - INFO - Epoch [36][1300/3405] lr: 2.172e-02, eta: 2 days, 2:24:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9637, loss_cls: 3.6712, loss: 3.6712 +2025-06-28 06:43:57,809 - pyskl - INFO - Epoch [36][1400/3405] lr: 2.172e-02, eta: 2 days, 2:24:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.5490, loss: 3.5490 +2025-06-28 06:44:43,576 - pyskl - INFO - Epoch [36][1500/3405] lr: 2.171e-02, eta: 2 days, 2:23:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.7676, loss: 3.7676 +2025-06-28 06:45:29,265 - pyskl - INFO - Epoch [36][1600/3405] lr: 2.171e-02, eta: 2 days, 2:22:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9644, loss_cls: 3.7361, loss: 3.7361 +2025-06-28 06:46:14,989 - pyskl - INFO - Epoch [36][1700/3405] lr: 2.170e-02, eta: 2 days, 2:21:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 3.7301, loss: 3.7301 +2025-06-28 06:47:00,790 - pyskl - INFO - Epoch [36][1800/3405] lr: 2.170e-02, eta: 2 days, 2:20:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9669, loss_cls: 3.6665, loss: 3.6665 +2025-06-28 06:47:46,592 - pyskl - INFO - Epoch [36][1900/3405] lr: 2.169e-02, eta: 2 days, 2:19:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 3.5820, loss: 3.5820 +2025-06-28 06:48:32,393 - pyskl - INFO - Epoch [36][2000/3405] lr: 2.169e-02, eta: 2 days, 2:19:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9663, loss_cls: 3.6288, loss: 3.6288 +2025-06-28 06:49:18,156 - pyskl - INFO - Epoch [36][2100/3405] lr: 2.168e-02, eta: 2 days, 2:18:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 3.6977, loss: 3.6977 +2025-06-28 06:50:03,962 - pyskl - INFO - Epoch [36][2200/3405] lr: 2.168e-02, eta: 2 days, 2:17:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 3.7571, loss: 3.7571 +2025-06-28 06:50:49,836 - pyskl - INFO - Epoch [36][2300/3405] lr: 2.167e-02, eta: 2 days, 2:16:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 3.7069, loss: 3.7069 +2025-06-28 06:51:35,670 - pyskl - INFO - Epoch [36][2400/3405] lr: 2.166e-02, eta: 2 days, 2:15:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 3.7725, loss: 3.7725 +2025-06-28 06:52:21,497 - pyskl - INFO - Epoch [36][2500/3405] lr: 2.166e-02, eta: 2 days, 2:15:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9569, loss_cls: 3.8410, loss: 3.8410 +2025-06-28 06:53:07,333 - pyskl - INFO - Epoch [36][2600/3405] lr: 2.165e-02, eta: 2 days, 2:14:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 3.8581, loss: 3.8581 +2025-06-28 06:53:53,218 - pyskl - INFO - Epoch [36][2700/3405] lr: 2.165e-02, eta: 2 days, 2:13:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 3.7787, loss: 3.7787 +2025-06-28 06:54:39,141 - pyskl - INFO - Epoch [36][2800/3405] lr: 2.164e-02, eta: 2 days, 2:12:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 3.7867, loss: 3.7867 +2025-06-28 06:55:25,470 - pyskl - INFO - Epoch [36][2900/3405] lr: 2.164e-02, eta: 2 days, 2:11:52, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9712, loss_cls: 3.6310, loss: 3.6310 +2025-06-28 06:56:11,301 - pyskl - INFO - Epoch [36][3000/3405] lr: 2.163e-02, eta: 2 days, 2:11:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 3.7532, loss: 3.7532 +2025-06-28 06:56:57,088 - pyskl - INFO - Epoch [36][3100/3405] lr: 2.163e-02, eta: 2 days, 2:10:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 3.6433, loss: 3.6433 +2025-06-28 06:57:42,963 - pyskl - INFO - Epoch [36][3200/3405] lr: 2.162e-02, eta: 2 days, 2:09:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9631, loss_cls: 3.8027, loss: 3.8027 +2025-06-28 06:58:28,796 - pyskl - INFO - Epoch [36][3300/3405] lr: 2.162e-02, eta: 2 days, 2:08:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9719, loss_cls: 3.7365, loss: 3.7365 +2025-06-28 06:59:14,554 - pyskl - INFO - Epoch [36][3400/3405] lr: 2.161e-02, eta: 2 days, 2:07:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9606, loss_cls: 3.7739, loss: 3.7739 +2025-06-28 06:59:17,226 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-06-28 07:03:28,687 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 07:03:29,348 - pyskl - INFO - +top1_acc 0.7716 +top5_acc 0.9538 +2025-06-28 07:03:29,398 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_34.pth was removed +2025-06-28 07:03:30,418 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_36.pth. +2025-06-28 07:03:30,420 - pyskl - INFO - Best top1_acc is 0.7716 at 36 epoch. +2025-06-28 07:03:30,439 - pyskl - INFO - Epoch(val) [36][3718] top1_acc: 0.7716, top5_acc: 0.9538 +2025-06-28 07:04:39,107 - pyskl - INFO - Epoch [37][100/3405] lr: 2.161e-02, eta: 2 days, 2:08:02, time: 0.687, data_time: 0.228, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 3.5399, loss: 3.5399 +2025-06-28 07:05:24,783 - pyskl - INFO - Epoch [37][200/3405] lr: 2.160e-02, eta: 2 days, 2:07:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 3.7008, loss: 3.7008 +2025-06-28 07:06:10,499 - pyskl - INFO - Epoch [37][300/3405] lr: 2.160e-02, eta: 2 days, 2:06:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 3.6995, loss: 3.6995 +2025-06-28 07:06:56,210 - pyskl - INFO - Epoch [37][400/3405] lr: 2.159e-02, eta: 2 days, 2:05:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 3.5363, loss: 3.5363 +2025-06-28 07:07:41,940 - pyskl - INFO - Epoch [37][500/3405] lr: 2.159e-02, eta: 2 days, 2:04:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9581, loss_cls: 3.8654, loss: 3.8654 +2025-06-28 07:08:27,602 - pyskl - INFO - Epoch [37][600/3405] lr: 2.158e-02, eta: 2 days, 2:03:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.6825, loss: 3.6825 +2025-06-28 07:09:13,223 - pyskl - INFO - Epoch [37][700/3405] lr: 2.158e-02, eta: 2 days, 2:03:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 3.6859, loss: 3.6859 +2025-06-28 07:09:58,875 - pyskl - INFO - Epoch [37][800/3405] lr: 2.157e-02, eta: 2 days, 2:02:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 3.6237, loss: 3.6237 +2025-06-28 07:10:44,591 - pyskl - INFO - Epoch [37][900/3405] lr: 2.156e-02, eta: 2 days, 2:01:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 3.5840, loss: 3.5840 +2025-06-28 07:11:30,244 - pyskl - INFO - Epoch [37][1000/3405] lr: 2.156e-02, eta: 2 days, 2:00:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 3.6169, loss: 3.6169 +2025-06-28 07:12:16,048 - pyskl - INFO - Epoch [37][1100/3405] lr: 2.155e-02, eta: 2 days, 1:59:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9656, loss_cls: 3.6908, loss: 3.6908 +2025-06-28 07:13:01,746 - pyskl - INFO - Epoch [37][1200/3405] lr: 2.155e-02, eta: 2 days, 1:59:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9675, loss_cls: 3.7452, loss: 3.7452 +2025-06-28 07:13:47,405 - pyskl - INFO - Epoch [37][1300/3405] lr: 2.154e-02, eta: 2 days, 1:58:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 3.6868, loss: 3.6868 +2025-06-28 07:14:33,020 - pyskl - INFO - Epoch [37][1400/3405] lr: 2.154e-02, eta: 2 days, 1:57:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 3.5837, loss: 3.5837 +2025-06-28 07:15:18,770 - pyskl - INFO - Epoch [37][1500/3405] lr: 2.153e-02, eta: 2 days, 1:56:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 3.7836, loss: 3.7836 +2025-06-28 07:16:04,709 - pyskl - INFO - Epoch [37][1600/3405] lr: 2.153e-02, eta: 2 days, 1:55:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.5100, loss: 3.5100 +2025-06-28 07:16:50,554 - pyskl - INFO - Epoch [37][1700/3405] lr: 2.152e-02, eta: 2 days, 1:54:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9744, loss_cls: 3.5665, loss: 3.5665 +2025-06-28 07:17:36,254 - pyskl - INFO - Epoch [37][1800/3405] lr: 2.152e-02, eta: 2 days, 1:54:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 3.6388, loss: 3.6388 +2025-06-28 07:18:21,993 - pyskl - INFO - Epoch [37][1900/3405] lr: 2.151e-02, eta: 2 days, 1:53:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 3.6712, loss: 3.6712 +2025-06-28 07:19:07,754 - pyskl - INFO - Epoch [37][2000/3405] lr: 2.151e-02, eta: 2 days, 1:52:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 3.7150, loss: 3.7150 +2025-06-28 07:19:53,744 - pyskl - INFO - Epoch [37][2100/3405] lr: 2.150e-02, eta: 2 days, 1:51:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 3.5826, loss: 3.5826 +2025-06-28 07:20:39,551 - pyskl - INFO - Epoch [37][2200/3405] lr: 2.150e-02, eta: 2 days, 1:50:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 3.7445, loss: 3.7445 +2025-06-28 07:21:25,395 - pyskl - INFO - Epoch [37][2300/3405] lr: 2.149e-02, eta: 2 days, 1:50:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 3.6963, loss: 3.6963 +2025-06-28 07:22:11,313 - pyskl - INFO - Epoch [37][2400/3405] lr: 2.148e-02, eta: 2 days, 1:49:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9606, loss_cls: 3.6186, loss: 3.6186 +2025-06-28 07:22:57,188 - pyskl - INFO - Epoch [37][2500/3405] lr: 2.148e-02, eta: 2 days, 1:48:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9731, loss_cls: 3.6988, loss: 3.6988 +2025-06-28 07:23:43,054 - pyskl - INFO - Epoch [37][2600/3405] lr: 2.147e-02, eta: 2 days, 1:47:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9581, loss_cls: 3.6366, loss: 3.6366 +2025-06-28 07:24:28,940 - pyskl - INFO - Epoch [37][2700/3405] lr: 2.147e-02, eta: 2 days, 1:46:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 3.6650, loss: 3.6650 +2025-06-28 07:25:14,658 - pyskl - INFO - Epoch [37][2800/3405] lr: 2.146e-02, eta: 2 days, 1:46:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9656, loss_cls: 3.5480, loss: 3.5480 +2025-06-28 07:26:00,401 - pyskl - INFO - Epoch [37][2900/3405] lr: 2.146e-02, eta: 2 days, 1:45:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9656, loss_cls: 3.8040, loss: 3.8040 +2025-06-28 07:26:46,162 - pyskl - INFO - Epoch [37][3000/3405] lr: 2.145e-02, eta: 2 days, 1:44:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9619, loss_cls: 3.7486, loss: 3.7486 +2025-06-28 07:27:31,802 - pyskl - INFO - Epoch [37][3100/3405] lr: 2.145e-02, eta: 2 days, 1:43:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 3.6357, loss: 3.6357 +2025-06-28 07:28:17,579 - pyskl - INFO - Epoch [37][3200/3405] lr: 2.144e-02, eta: 2 days, 1:42:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9700, loss_cls: 3.6760, loss: 3.6760 +2025-06-28 07:29:03,334 - pyskl - INFO - Epoch [37][3300/3405] lr: 2.144e-02, eta: 2 days, 1:42:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9650, loss_cls: 3.6580, loss: 3.6580 +2025-06-28 07:29:49,049 - pyskl - INFO - Epoch [37][3400/3405] lr: 2.143e-02, eta: 2 days, 1:41:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9537, loss_cls: 3.6899, loss: 3.6899 +2025-06-28 07:29:51,680 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-06-28 07:34:02,621 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 07:34:03,247 - pyskl - INFO - +top1_acc 0.7575 +top5_acc 0.9498 +2025-06-28 07:34:03,268 - pyskl - INFO - Epoch(val) [37][3718] top1_acc: 0.7575, top5_acc: 0.9498 +2025-06-28 07:35:11,904 - pyskl - INFO - Epoch [38][100/3405] lr: 2.143e-02, eta: 2 days, 1:41:23, time: 0.686, data_time: 0.229, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 3.4936, loss: 3.4936 +2025-06-28 07:35:57,661 - pyskl - INFO - Epoch [38][200/3405] lr: 2.142e-02, eta: 2 days, 1:40:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 3.6404, loss: 3.6404 +2025-06-28 07:36:43,508 - pyskl - INFO - Epoch [38][300/3405] lr: 2.141e-02, eta: 2 days, 1:39:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.5442, loss: 3.5442 +2025-06-28 07:37:29,326 - pyskl - INFO - Epoch [38][400/3405] lr: 2.141e-02, eta: 2 days, 1:38:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 3.7183, loss: 3.7183 +2025-06-28 07:38:15,197 - pyskl - INFO - Epoch [38][500/3405] lr: 2.140e-02, eta: 2 days, 1:38:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 3.7582, loss: 3.7582 +2025-06-28 07:39:00,987 - pyskl - INFO - Epoch [38][600/3405] lr: 2.140e-02, eta: 2 days, 1:37:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 3.6793, loss: 3.6793 +2025-06-28 07:39:46,855 - pyskl - INFO - Epoch [38][700/3405] lr: 2.139e-02, eta: 2 days, 1:36:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9650, loss_cls: 3.5725, loss: 3.5725 +2025-06-28 07:40:32,701 - pyskl - INFO - Epoch [38][800/3405] lr: 2.139e-02, eta: 2 days, 1:35:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 3.5909, loss: 3.5909 +2025-06-28 07:41:18,512 - pyskl - INFO - Epoch [38][900/3405] lr: 2.138e-02, eta: 2 days, 1:34:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.6326, loss: 3.6326 +2025-06-28 07:42:04,262 - pyskl - INFO - Epoch [38][1000/3405] lr: 2.138e-02, eta: 2 days, 1:34:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9663, loss_cls: 3.6259, loss: 3.6259 +2025-06-28 07:42:49,968 - pyskl - INFO - Epoch [38][1100/3405] lr: 2.137e-02, eta: 2 days, 1:33:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9644, loss_cls: 3.7461, loss: 3.7461 +2025-06-28 07:43:35,746 - pyskl - INFO - Epoch [38][1200/3405] lr: 2.137e-02, eta: 2 days, 1:32:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9694, loss_cls: 3.6906, loss: 3.6906 +2025-06-28 07:44:21,494 - pyskl - INFO - Epoch [38][1300/3405] lr: 2.136e-02, eta: 2 days, 1:31:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 3.7563, loss: 3.7563 +2025-06-28 07:45:07,209 - pyskl - INFO - Epoch [38][1400/3405] lr: 2.136e-02, eta: 2 days, 1:30:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.7135, loss: 3.7135 +2025-06-28 07:45:53,026 - pyskl - INFO - Epoch [38][1500/3405] lr: 2.135e-02, eta: 2 days, 1:30:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 3.7356, loss: 3.7356 +2025-06-28 07:46:38,886 - pyskl - INFO - Epoch [38][1600/3405] lr: 2.134e-02, eta: 2 days, 1:29:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 3.6997, loss: 3.6997 +2025-06-28 07:47:24,682 - pyskl - INFO - Epoch [38][1700/3405] lr: 2.134e-02, eta: 2 days, 1:28:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 3.6695, loss: 3.6695 +2025-06-28 07:48:10,499 - pyskl - INFO - Epoch [38][1800/3405] lr: 2.133e-02, eta: 2 days, 1:27:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9569, loss_cls: 3.6937, loss: 3.6937 +2025-06-28 07:48:56,486 - pyskl - INFO - Epoch [38][1900/3405] lr: 2.133e-02, eta: 2 days, 1:26:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9525, loss_cls: 3.7965, loss: 3.7965 +2025-06-28 07:49:42,685 - pyskl - INFO - Epoch [38][2000/3405] lr: 2.132e-02, eta: 2 days, 1:26:01, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 3.6703, loss: 3.6703 +2025-06-28 07:50:28,620 - pyskl - INFO - Epoch [38][2100/3405] lr: 2.132e-02, eta: 2 days, 1:25:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.5294, loss: 3.5294 +2025-06-28 07:51:14,467 - pyskl - INFO - Epoch [38][2200/3405] lr: 2.131e-02, eta: 2 days, 1:24:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 3.6797, loss: 3.6797 +2025-06-28 07:52:00,310 - pyskl - INFO - Epoch [38][2300/3405] lr: 2.131e-02, eta: 2 days, 1:23:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9656, loss_cls: 3.6409, loss: 3.6409 +2025-06-28 07:52:46,176 - pyskl - INFO - Epoch [38][2400/3405] lr: 2.130e-02, eta: 2 days, 1:22:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 3.5961, loss: 3.5961 +2025-06-28 07:53:32,006 - pyskl - INFO - Epoch [38][2500/3405] lr: 2.130e-02, eta: 2 days, 1:22:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9712, loss_cls: 3.6230, loss: 3.6230 +2025-06-28 07:54:17,833 - pyskl - INFO - Epoch [38][2600/3405] lr: 2.129e-02, eta: 2 days, 1:21:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9575, loss_cls: 3.7522, loss: 3.7522 +2025-06-28 07:55:03,638 - pyskl - INFO - Epoch [38][2700/3405] lr: 2.128e-02, eta: 2 days, 1:20:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 3.7354, loss: 3.7354 +2025-06-28 07:55:49,404 - pyskl - INFO - Epoch [38][2800/3405] lr: 2.128e-02, eta: 2 days, 1:19:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 3.6912, loss: 3.6912 +2025-06-28 07:56:35,090 - pyskl - INFO - Epoch [38][2900/3405] lr: 2.127e-02, eta: 2 days, 1:18:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 3.7413, loss: 3.7413 +2025-06-28 07:57:20,797 - pyskl - INFO - Epoch [38][3000/3405] lr: 2.127e-02, eta: 2 days, 1:17:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 3.6858, loss: 3.6858 +2025-06-28 07:58:06,864 - pyskl - INFO - Epoch [38][3100/3405] lr: 2.126e-02, eta: 2 days, 1:17:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9494, loss_cls: 3.7514, loss: 3.7514 +2025-06-28 07:58:52,998 - pyskl - INFO - Epoch [38][3200/3405] lr: 2.126e-02, eta: 2 days, 1:16:21, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9575, loss_cls: 3.7037, loss: 3.7037 +2025-06-28 07:59:38,958 - pyskl - INFO - Epoch [38][3300/3405] lr: 2.125e-02, eta: 2 days, 1:15:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 3.6527, loss: 3.6527 +2025-06-28 08:00:24,833 - pyskl - INFO - Epoch [38][3400/3405] lr: 2.125e-02, eta: 2 days, 1:14:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 3.7688, loss: 3.7688 +2025-06-28 08:00:27,489 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-06-28 08:04:41,535 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 08:04:42,080 - pyskl - INFO - +top1_acc 0.7422 +top5_acc 0.9375 +2025-06-28 08:04:42,103 - pyskl - INFO - Epoch(val) [38][3718] top1_acc: 0.7422, top5_acc: 0.9375 +2025-06-28 08:05:50,577 - pyskl - INFO - Epoch [39][100/3405] lr: 2.124e-02, eta: 2 days, 1:14:54, time: 0.685, data_time: 0.227, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.6461, loss: 3.6461 +2025-06-28 08:06:36,200 - pyskl - INFO - Epoch [39][200/3405] lr: 2.123e-02, eta: 2 days, 1:14:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.5923, loss: 3.5923 +2025-06-28 08:07:22,080 - pyskl - INFO - Epoch [39][300/3405] lr: 2.123e-02, eta: 2 days, 1:13:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9706, loss_cls: 3.5859, loss: 3.5859 +2025-06-28 08:08:07,711 - pyskl - INFO - Epoch [39][400/3405] lr: 2.122e-02, eta: 2 days, 1:12:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.5879, loss: 3.5879 +2025-06-28 08:08:53,370 - pyskl - INFO - Epoch [39][500/3405] lr: 2.122e-02, eta: 2 days, 1:11:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9756, loss_cls: 3.7158, loss: 3.7158 +2025-06-28 08:09:38,982 - pyskl - INFO - Epoch [39][600/3405] lr: 2.121e-02, eta: 2 days, 1:10:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.5563, loss: 3.5563 +2025-06-28 08:10:24,592 - pyskl - INFO - Epoch [39][700/3405] lr: 2.121e-02, eta: 2 days, 1:10:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9725, loss_cls: 3.6903, loss: 3.6903 +2025-06-28 08:11:10,146 - pyskl - INFO - Epoch [39][800/3405] lr: 2.120e-02, eta: 2 days, 1:09:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.5580, loss: 3.5580 +2025-06-28 08:11:55,804 - pyskl - INFO - Epoch [39][900/3405] lr: 2.120e-02, eta: 2 days, 1:08:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 3.6808, loss: 3.6808 +2025-06-28 08:12:41,456 - pyskl - INFO - Epoch [39][1000/3405] lr: 2.119e-02, eta: 2 days, 1:07:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 3.5808, loss: 3.5808 +2025-06-28 08:13:27,113 - pyskl - INFO - Epoch [39][1100/3405] lr: 2.119e-02, eta: 2 days, 1:06:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 3.6505, loss: 3.6505 +2025-06-28 08:14:12,791 - pyskl - INFO - Epoch [39][1200/3405] lr: 2.118e-02, eta: 2 days, 1:05:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9594, loss_cls: 3.6642, loss: 3.6642 +2025-06-28 08:14:58,565 - pyskl - INFO - Epoch [39][1300/3405] lr: 2.117e-02, eta: 2 days, 1:05:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9681, loss_cls: 3.6555, loss: 3.6555 +2025-06-28 08:15:44,217 - pyskl - INFO - Epoch [39][1400/3405] lr: 2.117e-02, eta: 2 days, 1:04:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 3.7779, loss: 3.7779 +2025-06-28 08:16:29,848 - pyskl - INFO - Epoch [39][1500/3405] lr: 2.116e-02, eta: 2 days, 1:03:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 3.6879, loss: 3.6879 +2025-06-28 08:17:15,447 - pyskl - INFO - Epoch [39][1600/3405] lr: 2.116e-02, eta: 2 days, 1:02:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9706, loss_cls: 3.5302, loss: 3.5302 +2025-06-28 08:18:00,982 - pyskl - INFO - Epoch [39][1700/3405] lr: 2.115e-02, eta: 2 days, 1:01:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 3.7179, loss: 3.7179 +2025-06-28 08:18:46,541 - pyskl - INFO - Epoch [39][1800/3405] lr: 2.115e-02, eta: 2 days, 1:01:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 3.7134, loss: 3.7134 +2025-06-28 08:19:32,257 - pyskl - INFO - Epoch [39][1900/3405] lr: 2.114e-02, eta: 2 days, 1:00:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.6685, loss: 3.6685 +2025-06-28 08:20:18,073 - pyskl - INFO - Epoch [39][2000/3405] lr: 2.114e-02, eta: 2 days, 0:59:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 3.7398, loss: 3.7398 +2025-06-28 08:21:03,520 - pyskl - INFO - Epoch [39][2100/3405] lr: 2.113e-02, eta: 2 days, 0:58:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9744, loss_cls: 3.6094, loss: 3.6094 +2025-06-28 08:21:48,910 - pyskl - INFO - Epoch [39][2200/3405] lr: 2.112e-02, eta: 2 days, 0:57:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 3.5168, loss: 3.5168 +2025-06-28 08:22:34,365 - pyskl - INFO - Epoch [39][2300/3405] lr: 2.112e-02, eta: 2 days, 0:56:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9681, loss_cls: 3.7132, loss: 3.7132 +2025-06-28 08:23:19,875 - pyskl - INFO - Epoch [39][2400/3405] lr: 2.111e-02, eta: 2 days, 0:56:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 3.6202, loss: 3.6202 +2025-06-28 08:24:05,504 - pyskl - INFO - Epoch [39][2500/3405] lr: 2.111e-02, eta: 2 days, 0:55:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9606, loss_cls: 3.7818, loss: 3.7818 +2025-06-28 08:24:51,150 - pyskl - INFO - Epoch [39][2600/3405] lr: 2.110e-02, eta: 2 days, 0:54:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 3.6990, loss: 3.6990 +2025-06-28 08:25:36,771 - pyskl - INFO - Epoch [39][2700/3405] lr: 2.110e-02, eta: 2 days, 0:53:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 3.5780, loss: 3.5780 +2025-06-28 08:26:22,232 - pyskl - INFO - Epoch [39][2800/3405] lr: 2.109e-02, eta: 2 days, 0:52:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 3.6285, loss: 3.6285 +2025-06-28 08:27:07,653 - pyskl - INFO - Epoch [39][2900/3405] lr: 2.109e-02, eta: 2 days, 0:52:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9663, loss_cls: 3.7225, loss: 3.7225 +2025-06-28 08:27:53,154 - pyskl - INFO - Epoch [39][3000/3405] lr: 2.108e-02, eta: 2 days, 0:51:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9694, loss_cls: 3.6523, loss: 3.6523 +2025-06-28 08:28:38,642 - pyskl - INFO - Epoch [39][3100/3405] lr: 2.107e-02, eta: 2 days, 0:50:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 3.7217, loss: 3.7217 +2025-06-28 08:29:24,135 - pyskl - INFO - Epoch [39][3200/3405] lr: 2.107e-02, eta: 2 days, 0:49:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9731, loss_cls: 3.6120, loss: 3.6120 +2025-06-28 08:30:09,621 - pyskl - INFO - Epoch [39][3300/3405] lr: 2.106e-02, eta: 2 days, 0:48:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.6100, loss: 3.6100 +2025-06-28 08:30:55,217 - pyskl - INFO - Epoch [39][3400/3405] lr: 2.106e-02, eta: 2 days, 0:47:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 3.7252, loss: 3.7252 +2025-06-28 08:30:57,836 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-06-28 08:35:07,967 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 08:35:08,517 - pyskl - INFO - +top1_acc 0.7617 +top5_acc 0.9504 +2025-06-28 08:35:08,539 - pyskl - INFO - Epoch(val) [39][3718] top1_acc: 0.7617, top5_acc: 0.9504 +2025-06-28 08:36:17,559 - pyskl - INFO - Epoch [40][100/3405] lr: 2.105e-02, eta: 2 days, 0:48:03, time: 0.690, data_time: 0.229, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9719, loss_cls: 3.5925, loss: 3.5925 +2025-06-28 08:37:03,498 - pyskl - INFO - Epoch [40][200/3405] lr: 2.105e-02, eta: 2 days, 0:47:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9631, loss_cls: 3.4961, loss: 3.4961 +2025-06-28 08:37:49,498 - pyskl - INFO - Epoch [40][300/3405] lr: 2.104e-02, eta: 2 days, 0:46:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 3.5998, loss: 3.5998 +2025-06-28 08:38:35,326 - pyskl - INFO - Epoch [40][400/3405] lr: 2.103e-02, eta: 2 days, 0:45:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9719, loss_cls: 3.5657, loss: 3.5657 +2025-06-28 08:39:21,069 - pyskl - INFO - Epoch [40][500/3405] lr: 2.103e-02, eta: 2 days, 0:44:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.5767, loss: 3.5767 +2025-06-28 08:40:06,874 - pyskl - INFO - Epoch [40][600/3405] lr: 2.102e-02, eta: 2 days, 0:44:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9663, loss_cls: 3.5802, loss: 3.5802 +2025-06-28 08:40:52,657 - pyskl - INFO - Epoch [40][700/3405] lr: 2.102e-02, eta: 2 days, 0:43:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 3.6597, loss: 3.6597 +2025-06-28 08:41:38,432 - pyskl - INFO - Epoch [40][800/3405] lr: 2.101e-02, eta: 2 days, 0:42:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.5445, loss: 3.5445 +2025-06-28 08:42:24,218 - pyskl - INFO - Epoch [40][900/3405] lr: 2.101e-02, eta: 2 days, 0:41:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 3.6547, loss: 3.6547 +2025-06-28 08:43:10,005 - pyskl - INFO - Epoch [40][1000/3405] lr: 2.100e-02, eta: 2 days, 0:40:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9688, loss_cls: 3.6510, loss: 3.6510 +2025-06-28 08:43:55,822 - pyskl - INFO - Epoch [40][1100/3405] lr: 2.100e-02, eta: 2 days, 0:39:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 3.6919, loss: 3.6919 +2025-06-28 08:44:41,612 - pyskl - INFO - Epoch [40][1200/3405] lr: 2.099e-02, eta: 2 days, 0:39:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 3.7069, loss: 3.7069 +2025-06-28 08:45:27,413 - pyskl - INFO - Epoch [40][1300/3405] lr: 2.098e-02, eta: 2 days, 0:38:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 3.5916, loss: 3.5916 +2025-06-28 08:46:13,206 - pyskl - INFO - Epoch [40][1400/3405] lr: 2.098e-02, eta: 2 days, 0:37:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 3.6439, loss: 3.6439 +2025-06-28 08:46:58,987 - pyskl - INFO - Epoch [40][1500/3405] lr: 2.097e-02, eta: 2 days, 0:36:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9575, loss_cls: 3.7137, loss: 3.7137 +2025-06-28 08:47:44,801 - pyskl - INFO - Epoch [40][1600/3405] lr: 2.097e-02, eta: 2 days, 0:35:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9706, loss_cls: 3.7070, loss: 3.7070 +2025-06-28 08:48:30,611 - pyskl - INFO - Epoch [40][1700/3405] lr: 2.096e-02, eta: 2 days, 0:35:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9688, loss_cls: 3.6194, loss: 3.6194 +2025-06-28 08:49:16,371 - pyskl - INFO - Epoch [40][1800/3405] lr: 2.096e-02, eta: 2 days, 0:34:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9594, loss_cls: 3.7011, loss: 3.7011 +2025-06-28 08:50:02,091 - pyskl - INFO - Epoch [40][1900/3405] lr: 2.095e-02, eta: 2 days, 0:33:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 3.6597, loss: 3.6597 +2025-06-28 08:50:47,855 - pyskl - INFO - Epoch [40][2000/3405] lr: 2.094e-02, eta: 2 days, 0:32:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9594, loss_cls: 3.7516, loss: 3.7516 +2025-06-28 08:51:33,773 - pyskl - INFO - Epoch [40][2100/3405] lr: 2.094e-02, eta: 2 days, 0:31:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9650, loss_cls: 3.6568, loss: 3.6568 +2025-06-28 08:52:19,558 - pyskl - INFO - Epoch [40][2200/3405] lr: 2.093e-02, eta: 2 days, 0:31:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 3.5934, loss: 3.5934 +2025-06-28 08:53:05,319 - pyskl - INFO - Epoch [40][2300/3405] lr: 2.093e-02, eta: 2 days, 0:30:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 3.6911, loss: 3.6911 +2025-06-28 08:53:51,080 - pyskl - INFO - Epoch [40][2400/3405] lr: 2.092e-02, eta: 2 days, 0:29:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9650, loss_cls: 3.6088, loss: 3.6088 +2025-06-28 08:54:36,861 - pyskl - INFO - Epoch [40][2500/3405] lr: 2.092e-02, eta: 2 days, 0:28:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 3.5867, loss: 3.5867 +2025-06-28 08:55:22,738 - pyskl - INFO - Epoch [40][2600/3405] lr: 2.091e-02, eta: 2 days, 0:27:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 3.6535, loss: 3.6535 +2025-06-28 08:56:08,513 - pyskl - INFO - Epoch [40][2700/3405] lr: 2.090e-02, eta: 2 days, 0:27:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.7283, loss: 3.7283 +2025-06-28 08:56:54,286 - pyskl - INFO - Epoch [40][2800/3405] lr: 2.090e-02, eta: 2 days, 0:26:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9694, loss_cls: 3.7016, loss: 3.7016 +2025-06-28 08:57:40,100 - pyskl - INFO - Epoch [40][2900/3405] lr: 2.089e-02, eta: 2 days, 0:25:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9575, loss_cls: 3.6607, loss: 3.6607 +2025-06-28 08:58:25,885 - pyskl - INFO - Epoch [40][3000/3405] lr: 2.089e-02, eta: 2 days, 0:24:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.7383, loss: 3.7383 +2025-06-28 08:59:11,701 - pyskl - INFO - Epoch [40][3100/3405] lr: 2.088e-02, eta: 2 days, 0:23:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 3.5605, loss: 3.5605 +2025-06-28 08:59:57,555 - pyskl - INFO - Epoch [40][3200/3405] lr: 2.088e-02, eta: 2 days, 0:23:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.7074, loss: 3.7074 +2025-06-28 09:00:43,450 - pyskl - INFO - Epoch [40][3300/3405] lr: 2.087e-02, eta: 2 days, 0:22:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9650, loss_cls: 3.7113, loss: 3.7113 +2025-06-28 09:01:29,345 - pyskl - INFO - Epoch [40][3400/3405] lr: 2.086e-02, eta: 2 days, 0:21:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.6644, loss: 3.6644 +2025-06-28 09:01:32,007 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-06-28 09:21:11,121 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 09:21:11,670 - pyskl - INFO - +top1_acc 0.7707 +top5_acc 0.9533 +2025-06-28 09:21:11,694 - pyskl - INFO - Epoch(val) [40][3718] top1_acc: 0.7707, top5_acc: 0.9533 +2025-06-28 09:22:20,247 - pyskl - INFO - Epoch [41][100/3405] lr: 2.086e-02, eta: 2 days, 0:21:32, time: 0.685, data_time: 0.228, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9663, loss_cls: 3.5439, loss: 3.5439 +2025-06-28 09:23:06,000 - pyskl - INFO - Epoch [41][200/3405] lr: 2.085e-02, eta: 2 days, 0:20:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9750, loss_cls: 3.5501, loss: 3.5501 +2025-06-28 09:23:51,732 - pyskl - INFO - Epoch [41][300/3405] lr: 2.085e-02, eta: 2 days, 0:19:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 3.4647, loss: 3.4647 +2025-06-28 09:24:37,474 - pyskl - INFO - Epoch [41][400/3405] lr: 2.084e-02, eta: 2 days, 0:19:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9594, loss_cls: 3.6150, loss: 3.6150 +2025-06-28 09:25:23,211 - pyskl - INFO - Epoch [41][500/3405] lr: 2.084e-02, eta: 2 days, 0:18:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 3.6328, loss: 3.6328 +2025-06-28 09:26:08,875 - pyskl - INFO - Epoch [41][600/3405] lr: 2.083e-02, eta: 2 days, 0:17:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.5270, loss: 3.5270 +2025-06-28 09:26:54,623 - pyskl - INFO - Epoch [41][700/3405] lr: 2.082e-02, eta: 2 days, 0:16:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9637, loss_cls: 3.6729, loss: 3.6729 +2025-06-28 09:27:40,365 - pyskl - INFO - Epoch [41][800/3405] lr: 2.082e-02, eta: 2 days, 0:15:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9712, loss_cls: 3.5619, loss: 3.5619 +2025-06-28 09:28:26,092 - pyskl - INFO - Epoch [41][900/3405] lr: 2.081e-02, eta: 2 days, 0:15:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9731, loss_cls: 3.6677, loss: 3.6677 +2025-06-28 09:29:11,825 - pyskl - INFO - Epoch [41][1000/3405] lr: 2.081e-02, eta: 2 days, 0:14:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 3.6256, loss: 3.6256 +2025-06-28 09:29:57,635 - pyskl - INFO - Epoch [41][1100/3405] lr: 2.080e-02, eta: 2 days, 0:13:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 3.6888, loss: 3.6888 +2025-06-28 09:30:43,302 - pyskl - INFO - Epoch [41][1200/3405] lr: 2.080e-02, eta: 2 days, 0:12:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 3.6135, loss: 3.6135 +2025-06-28 09:31:28,978 - pyskl - INFO - Epoch [41][1300/3405] lr: 2.079e-02, eta: 2 days, 0:11:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 3.5723, loss: 3.5723 +2025-06-28 09:32:14,636 - pyskl - INFO - Epoch [41][1400/3405] lr: 2.078e-02, eta: 2 days, 0:11:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9675, loss_cls: 3.5031, loss: 3.5031 +2025-06-28 09:33:00,617 - pyskl - INFO - Epoch [41][1500/3405] lr: 2.078e-02, eta: 2 days, 0:10:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 3.7178, loss: 3.7178 +2025-06-28 09:33:46,501 - pyskl - INFO - Epoch [41][1600/3405] lr: 2.077e-02, eta: 2 days, 0:09:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.6784, loss: 3.6784 +2025-06-28 09:34:32,303 - pyskl - INFO - Epoch [41][1700/3405] lr: 2.077e-02, eta: 2 days, 0:08:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9656, loss_cls: 3.6755, loss: 3.6755 +2025-06-28 09:35:17,979 - pyskl - INFO - Epoch [41][1800/3405] lr: 2.076e-02, eta: 2 days, 0:07:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9631, loss_cls: 3.7051, loss: 3.7051 +2025-06-28 09:36:03,661 - pyskl - INFO - Epoch [41][1900/3405] lr: 2.076e-02, eta: 2 days, 0:06:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 3.7926, loss: 3.7926 +2025-06-28 09:36:49,427 - pyskl - INFO - Epoch [41][2000/3405] lr: 2.075e-02, eta: 2 days, 0:06:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 3.6104, loss: 3.6104 +2025-06-28 09:37:35,245 - pyskl - INFO - Epoch [41][2100/3405] lr: 2.074e-02, eta: 2 days, 0:05:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 3.6083, loss: 3.6083 +2025-06-28 09:38:20,968 - pyskl - INFO - Epoch [41][2200/3405] lr: 2.074e-02, eta: 2 days, 0:04:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9769, loss_cls: 3.5546, loss: 3.5546 +2025-06-28 09:39:06,700 - pyskl - INFO - Epoch [41][2300/3405] lr: 2.073e-02, eta: 2 days, 0:03:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9519, loss_cls: 3.6937, loss: 3.6937 +2025-06-28 09:39:52,430 - pyskl - INFO - Epoch [41][2400/3405] lr: 2.073e-02, eta: 2 days, 0:02:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9669, loss_cls: 3.6678, loss: 3.6678 +2025-06-28 09:40:38,049 - pyskl - INFO - Epoch [41][2500/3405] lr: 2.072e-02, eta: 2 days, 0:02:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9706, loss_cls: 3.6275, loss: 3.6275 +2025-06-28 09:41:23,661 - pyskl - INFO - Epoch [41][2600/3405] lr: 2.071e-02, eta: 2 days, 0:01:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 3.6215, loss: 3.6215 +2025-06-28 09:42:09,313 - pyskl - INFO - Epoch [41][2700/3405] lr: 2.071e-02, eta: 2 days, 0:00:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 3.4840, loss: 3.4840 +2025-06-28 09:42:55,014 - pyskl - INFO - Epoch [41][2800/3405] lr: 2.070e-02, eta: 1 day, 23:59:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9725, loss_cls: 3.5462, loss: 3.5462 +2025-06-28 09:43:40,738 - pyskl - INFO - Epoch [41][2900/3405] lr: 2.070e-02, eta: 1 day, 23:58:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 3.6862, loss: 3.6862 +2025-06-28 09:44:26,362 - pyskl - INFO - Epoch [41][3000/3405] lr: 2.069e-02, eta: 1 day, 23:58:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.5485, loss: 3.5485 +2025-06-28 09:45:12,021 - pyskl - INFO - Epoch [41][3100/3405] lr: 2.069e-02, eta: 1 day, 23:57:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 3.7894, loss: 3.7894 +2025-06-28 09:45:57,733 - pyskl - INFO - Epoch [41][3200/3405] lr: 2.068e-02, eta: 1 day, 23:56:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 3.6139, loss: 3.6139 +2025-06-28 09:46:43,515 - pyskl - INFO - Epoch [41][3300/3405] lr: 2.067e-02, eta: 1 day, 23:55:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 3.7408, loss: 3.7408 +2025-06-28 09:47:29,424 - pyskl - INFO - Epoch [41][3400/3405] lr: 2.067e-02, eta: 1 day, 23:54:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9700, loss_cls: 3.6215, loss: 3.6215 +2025-06-28 09:47:32,090 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-06-28 09:51:44,814 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 09:51:45,360 - pyskl - INFO - +top1_acc 0.7353 +top5_acc 0.9344 +2025-06-28 09:51:45,380 - pyskl - INFO - Epoch(val) [41][3718] top1_acc: 0.7353, top5_acc: 0.9344 +2025-06-28 09:52:54,064 - pyskl - INFO - Epoch [42][100/3405] lr: 2.066e-02, eta: 1 day, 23:54:55, time: 0.687, data_time: 0.228, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 3.6193, loss: 3.6193 +2025-06-28 09:53:39,838 - pyskl - INFO - Epoch [42][200/3405] lr: 2.066e-02, eta: 1 day, 23:54:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9650, loss_cls: 3.7383, loss: 3.7383 +2025-06-28 09:54:25,641 - pyskl - INFO - Epoch [42][300/3405] lr: 2.065e-02, eta: 1 day, 23:53:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9719, loss_cls: 3.6028, loss: 3.6028 +2025-06-28 09:55:11,371 - pyskl - INFO - Epoch [42][400/3405] lr: 2.064e-02, eta: 1 day, 23:52:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 3.5393, loss: 3.5393 +2025-06-28 09:55:57,105 - pyskl - INFO - Epoch [42][500/3405] lr: 2.064e-02, eta: 1 day, 23:51:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 3.5355, loss: 3.5355 +2025-06-28 09:56:42,853 - pyskl - INFO - Epoch [42][600/3405] lr: 2.063e-02, eta: 1 day, 23:50:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 3.6369, loss: 3.6369 +2025-06-28 09:57:28,587 - pyskl - INFO - Epoch [42][700/3405] lr: 2.063e-02, eta: 1 day, 23:50:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 3.5134, loss: 3.5134 +2025-06-28 09:58:14,313 - pyskl - INFO - Epoch [42][800/3405] lr: 2.062e-02, eta: 1 day, 23:49:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.6447, loss: 3.6447 +2025-06-28 09:59:00,155 - pyskl - INFO - Epoch [42][900/3405] lr: 2.062e-02, eta: 1 day, 23:48:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9700, loss_cls: 3.6583, loss: 3.6583 +2025-06-28 09:59:45,996 - pyskl - INFO - Epoch [42][1000/3405] lr: 2.061e-02, eta: 1 day, 23:47:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 3.7674, loss: 3.7674 +2025-06-28 10:00:31,734 - pyskl - INFO - Epoch [42][1100/3405] lr: 2.060e-02, eta: 1 day, 23:46:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.4478, loss: 3.4478 +2025-06-28 10:01:17,475 - pyskl - INFO - Epoch [42][1200/3405] lr: 2.060e-02, eta: 1 day, 23:46:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.5101, loss: 3.5101 +2025-06-28 10:02:03,220 - pyskl - INFO - Epoch [42][1300/3405] lr: 2.059e-02, eta: 1 day, 23:45:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9587, loss_cls: 3.6645, loss: 3.6645 +2025-06-28 10:02:49,027 - pyskl - INFO - Epoch [42][1400/3405] lr: 2.059e-02, eta: 1 day, 23:44:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 3.5313, loss: 3.5313 +2025-06-28 10:03:35,110 - pyskl - INFO - Epoch [42][1500/3405] lr: 2.058e-02, eta: 1 day, 23:43:38, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.5585, loss: 3.5585 +2025-06-28 10:04:20,989 - pyskl - INFO - Epoch [42][1600/3405] lr: 2.057e-02, eta: 1 day, 23:42:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.7522, loss: 3.7522 +2025-06-28 10:05:06,922 - pyskl - INFO - Epoch [42][1700/3405] lr: 2.057e-02, eta: 1 day, 23:42:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 3.5592, loss: 3.5592 +2025-06-28 10:05:52,898 - pyskl - INFO - Epoch [42][1800/3405] lr: 2.056e-02, eta: 1 day, 23:41:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9550, loss_cls: 3.8133, loss: 3.8133 +2025-06-28 10:06:38,859 - pyskl - INFO - Epoch [42][1900/3405] lr: 2.056e-02, eta: 1 day, 23:40:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9594, loss_cls: 3.6614, loss: 3.6614 +2025-06-28 10:07:24,762 - pyskl - INFO - Epoch [42][2000/3405] lr: 2.055e-02, eta: 1 day, 23:39:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9613, loss_cls: 3.6289, loss: 3.6289 +2025-06-28 10:08:10,674 - pyskl - INFO - Epoch [42][2100/3405] lr: 2.054e-02, eta: 1 day, 23:38:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 3.6222, loss: 3.6222 +2025-06-28 10:08:56,639 - pyskl - INFO - Epoch [42][2200/3405] lr: 2.054e-02, eta: 1 day, 23:38:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.6078, loss: 3.6078 +2025-06-28 10:09:42,400 - pyskl - INFO - Epoch [42][2300/3405] lr: 2.053e-02, eta: 1 day, 23:37:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9619, loss_cls: 3.5339, loss: 3.5339 +2025-06-28 10:10:28,305 - pyskl - INFO - Epoch [42][2400/3405] lr: 2.053e-02, eta: 1 day, 23:36:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9581, loss_cls: 3.6694, loss: 3.6694 +2025-06-28 10:11:14,141 - pyskl - INFO - Epoch [42][2500/3405] lr: 2.052e-02, eta: 1 day, 23:35:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 3.5746, loss: 3.5746 +2025-06-28 10:11:59,977 - pyskl - INFO - Epoch [42][2600/3405] lr: 2.052e-02, eta: 1 day, 23:34:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 3.5580, loss: 3.5580 +2025-06-28 10:12:45,799 - pyskl - INFO - Epoch [42][2700/3405] lr: 2.051e-02, eta: 1 day, 23:34:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 3.5930, loss: 3.5930 +2025-06-28 10:13:31,534 - pyskl - INFO - Epoch [42][2800/3405] lr: 2.050e-02, eta: 1 day, 23:33:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 3.7034, loss: 3.7034 +2025-06-28 10:14:17,223 - pyskl - INFO - Epoch [42][2900/3405] lr: 2.050e-02, eta: 1 day, 23:32:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 3.6243, loss: 3.6243 +2025-06-28 10:15:02,949 - pyskl - INFO - Epoch [42][3000/3405] lr: 2.049e-02, eta: 1 day, 23:31:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 3.7231, loss: 3.7231 +2025-06-28 10:15:48,657 - pyskl - INFO - Epoch [42][3100/3405] lr: 2.049e-02, eta: 1 day, 23:30:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9613, loss_cls: 3.6569, loss: 3.6569 +2025-06-28 10:16:34,439 - pyskl - INFO - Epoch [42][3200/3405] lr: 2.048e-02, eta: 1 day, 23:30:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 3.7152, loss: 3.7152 +2025-06-28 10:17:20,262 - pyskl - INFO - Epoch [42][3300/3405] lr: 2.047e-02, eta: 1 day, 23:29:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 3.6084, loss: 3.6084 +2025-06-28 10:18:06,018 - pyskl - INFO - Epoch [42][3400/3405] lr: 2.047e-02, eta: 1 day, 23:28:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 3.5513, loss: 3.5513 +2025-06-28 10:18:08,639 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-06-28 10:22:20,758 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 10:22:21,301 - pyskl - INFO - +top1_acc 0.7744 +top5_acc 0.9533 +2025-06-28 10:22:21,352 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_36.pth was removed +2025-06-28 10:22:22,364 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. +2025-06-28 10:22:22,365 - pyskl - INFO - Best top1_acc is 0.7744 at 42 epoch. +2025-06-28 10:22:22,385 - pyskl - INFO - Epoch(val) [42][3718] top1_acc: 0.7744, top5_acc: 0.9533 +2025-06-28 10:23:30,930 - pyskl - INFO - Epoch [43][100/3405] lr: 2.046e-02, eta: 1 day, 23:28:25, time: 0.685, data_time: 0.228, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.5092, loss: 3.5092 +2025-06-28 10:24:16,702 - pyskl - INFO - Epoch [43][200/3405] lr: 2.046e-02, eta: 1 day, 23:27:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 3.4892, loss: 3.4892 +2025-06-28 10:25:02,470 - pyskl - INFO - Epoch [43][300/3405] lr: 2.045e-02, eta: 1 day, 23:26:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 3.6288, loss: 3.6288 +2025-06-28 10:25:48,259 - pyskl - INFO - Epoch [43][400/3405] lr: 2.044e-02, eta: 1 day, 23:26:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 3.5299, loss: 3.5299 +2025-06-28 10:26:34,017 - pyskl - INFO - Epoch [43][500/3405] lr: 2.044e-02, eta: 1 day, 23:25:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 3.6219, loss: 3.6219 +2025-06-28 10:27:19,777 - pyskl - INFO - Epoch [43][600/3405] lr: 2.043e-02, eta: 1 day, 23:24:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9575, loss_cls: 3.6165, loss: 3.6165 +2025-06-28 10:28:05,531 - pyskl - INFO - Epoch [43][700/3405] lr: 2.043e-02, eta: 1 day, 23:23:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 3.4773, loss: 3.4773 +2025-06-28 10:28:51,440 - pyskl - INFO - Epoch [43][800/3405] lr: 2.042e-02, eta: 1 day, 23:22:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 3.5948, loss: 3.5948 +2025-06-28 10:29:37,318 - pyskl - INFO - Epoch [43][900/3405] lr: 2.041e-02, eta: 1 day, 23:21:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 3.6025, loss: 3.6025 +2025-06-28 10:30:23,151 - pyskl - INFO - Epoch [43][1000/3405] lr: 2.041e-02, eta: 1 day, 23:21:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 3.5362, loss: 3.5362 +2025-06-28 10:31:08,975 - pyskl - INFO - Epoch [43][1100/3405] lr: 2.040e-02, eta: 1 day, 23:20:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 3.6730, loss: 3.6730 +2025-06-28 10:31:54,754 - pyskl - INFO - Epoch [43][1200/3405] lr: 2.040e-02, eta: 1 day, 23:19:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 3.5487, loss: 3.5487 +2025-06-28 10:32:40,630 - pyskl - INFO - Epoch [43][1300/3405] lr: 2.039e-02, eta: 1 day, 23:18:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 3.6140, loss: 3.6140 +2025-06-28 10:33:26,427 - pyskl - INFO - Epoch [43][1400/3405] lr: 2.038e-02, eta: 1 day, 23:17:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9700, loss_cls: 3.5504, loss: 3.5504 +2025-06-28 10:34:12,234 - pyskl - INFO - Epoch [43][1500/3405] lr: 2.038e-02, eta: 1 day, 23:17:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9738, loss_cls: 3.4751, loss: 3.4751 +2025-06-28 10:34:58,252 - pyskl - INFO - Epoch [43][1600/3405] lr: 2.037e-02, eta: 1 day, 23:16:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 3.5352, loss: 3.5352 +2025-06-28 10:35:44,062 - pyskl - INFO - Epoch [43][1700/3405] lr: 2.037e-02, eta: 1 day, 23:15:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 3.7133, loss: 3.7133 +2025-06-28 10:36:29,957 - pyskl - INFO - Epoch [43][1800/3405] lr: 2.036e-02, eta: 1 day, 23:14:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 3.5421, loss: 3.5421 +2025-06-28 10:37:15,772 - pyskl - INFO - Epoch [43][1900/3405] lr: 2.035e-02, eta: 1 day, 23:13:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9575, loss_cls: 3.7893, loss: 3.7893 +2025-06-28 10:38:01,594 - pyskl - INFO - Epoch [43][2000/3405] lr: 2.035e-02, eta: 1 day, 23:13:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 3.5334, loss: 3.5334 +2025-06-28 10:38:47,410 - pyskl - INFO - Epoch [43][2100/3405] lr: 2.034e-02, eta: 1 day, 23:12:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9587, loss_cls: 3.6539, loss: 3.6539 +2025-06-28 10:39:33,236 - pyskl - INFO - Epoch [43][2200/3405] lr: 2.034e-02, eta: 1 day, 23:11:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 3.6131, loss: 3.6131 +2025-06-28 10:40:19,013 - pyskl - INFO - Epoch [43][2300/3405] lr: 2.033e-02, eta: 1 day, 23:10:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 3.6918, loss: 3.6918 +2025-06-28 10:41:04,770 - pyskl - INFO - Epoch [43][2400/3405] lr: 2.032e-02, eta: 1 day, 23:09:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9669, loss_cls: 3.6580, loss: 3.6580 +2025-06-28 10:41:50,662 - pyskl - INFO - Epoch [43][2500/3405] lr: 2.032e-02, eta: 1 day, 23:09:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 3.5689, loss: 3.5689 +2025-06-28 10:42:36,509 - pyskl - INFO - Epoch [43][2600/3405] lr: 2.031e-02, eta: 1 day, 23:08:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.5381, loss: 3.5381 +2025-06-28 10:43:22,280 - pyskl - INFO - Epoch [43][2700/3405] lr: 2.031e-02, eta: 1 day, 23:07:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 3.5996, loss: 3.5996 +2025-06-28 10:44:08,045 - pyskl - INFO - Epoch [43][2800/3405] lr: 2.030e-02, eta: 1 day, 23:06:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9587, loss_cls: 3.6239, loss: 3.6239 +2025-06-28 10:44:53,832 - pyskl - INFO - Epoch [43][2900/3405] lr: 2.029e-02, eta: 1 day, 23:05:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9613, loss_cls: 3.5601, loss: 3.5601 +2025-06-28 10:45:39,941 - pyskl - INFO - Epoch [43][3000/3405] lr: 2.029e-02, eta: 1 day, 23:05:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 3.7052, loss: 3.7052 +2025-06-28 10:46:25,798 - pyskl - INFO - Epoch [43][3100/3405] lr: 2.028e-02, eta: 1 day, 23:04:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9637, loss_cls: 3.5830, loss: 3.5830 +2025-06-28 10:47:11,590 - pyskl - INFO - Epoch [43][3200/3405] lr: 2.028e-02, eta: 1 day, 23:03:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 3.6989, loss: 3.6989 +2025-06-28 10:47:57,328 - pyskl - INFO - Epoch [43][3300/3405] lr: 2.027e-02, eta: 1 day, 23:02:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9731, loss_cls: 3.6628, loss: 3.6628 +2025-06-28 10:48:43,021 - pyskl - INFO - Epoch [43][3400/3405] lr: 2.026e-02, eta: 1 day, 23:01:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 3.7633, loss: 3.7633 +2025-06-28 10:48:45,686 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-06-28 10:52:59,532 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 10:53:00,078 - pyskl - INFO - +top1_acc 0.7657 +top5_acc 0.9537 +2025-06-28 10:53:00,098 - pyskl - INFO - Epoch(val) [43][3718] top1_acc: 0.7657, top5_acc: 0.9537 +2025-06-28 10:54:08,852 - pyskl - INFO - Epoch [44][100/3405] lr: 2.026e-02, eta: 1 day, 23:01:57, time: 0.687, data_time: 0.229, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 3.5572, loss: 3.5572 +2025-06-28 10:54:54,698 - pyskl - INFO - Epoch [44][200/3405] lr: 2.025e-02, eta: 1 day, 23:01:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.4857, loss: 3.4857 +2025-06-28 10:55:40,518 - pyskl - INFO - Epoch [44][300/3405] lr: 2.025e-02, eta: 1 day, 23:00:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 3.6021, loss: 3.6021 +2025-06-28 10:56:26,391 - pyskl - INFO - Epoch [44][400/3405] lr: 2.024e-02, eta: 1 day, 22:59:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 3.5020, loss: 3.5020 +2025-06-28 10:57:12,194 - pyskl - INFO - Epoch [44][500/3405] lr: 2.023e-02, eta: 1 day, 22:58:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 3.4896, loss: 3.4896 +2025-06-28 10:57:58,054 - pyskl - INFO - Epoch [44][600/3405] lr: 2.023e-02, eta: 1 day, 22:57:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9663, loss_cls: 3.5749, loss: 3.5749 +2025-06-28 10:58:43,908 - pyskl - INFO - Epoch [44][700/3405] lr: 2.022e-02, eta: 1 day, 22:57:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 3.6125, loss: 3.6125 +2025-06-28 10:59:29,764 - pyskl - INFO - Epoch [44][800/3405] lr: 2.022e-02, eta: 1 day, 22:56:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 3.5775, loss: 3.5775 +2025-06-28 11:00:15,503 - pyskl - INFO - Epoch [44][900/3405] lr: 2.021e-02, eta: 1 day, 22:55:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 3.5856, loss: 3.5856 +2025-06-28 11:01:01,231 - pyskl - INFO - Epoch [44][1000/3405] lr: 2.020e-02, eta: 1 day, 22:54:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.4826, loss: 3.4826 +2025-06-28 11:01:46,966 - pyskl - INFO - Epoch [44][1100/3405] lr: 2.020e-02, eta: 1 day, 22:53:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9600, loss_cls: 3.5984, loss: 3.5984 +2025-06-28 11:02:32,651 - pyskl - INFO - Epoch [44][1200/3405] lr: 2.019e-02, eta: 1 day, 22:53:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 3.6215, loss: 3.6215 +2025-06-28 11:03:18,296 - pyskl - INFO - Epoch [44][1300/3405] lr: 2.019e-02, eta: 1 day, 22:52:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9838, loss_cls: 3.5193, loss: 3.5193 +2025-06-28 11:04:04,222 - pyskl - INFO - Epoch [44][1400/3405] lr: 2.018e-02, eta: 1 day, 22:51:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9619, loss_cls: 3.5803, loss: 3.5803 +2025-06-28 11:04:49,735 - pyskl - INFO - Epoch [44][1500/3405] lr: 2.017e-02, eta: 1 day, 22:50:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9675, loss_cls: 3.6269, loss: 3.6269 +2025-06-28 11:05:35,255 - pyskl - INFO - Epoch [44][1600/3405] lr: 2.017e-02, eta: 1 day, 22:49:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.4742, loss: 3.4742 +2025-06-28 11:06:20,834 - pyskl - INFO - Epoch [44][1700/3405] lr: 2.016e-02, eta: 1 day, 22:49:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 3.6918, loss: 3.6918 +2025-06-28 11:07:06,461 - pyskl - INFO - Epoch [44][1800/3405] lr: 2.016e-02, eta: 1 day, 22:48:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 3.4712, loss: 3.4712 +2025-06-28 11:07:52,055 - pyskl - INFO - Epoch [44][1900/3405] lr: 2.015e-02, eta: 1 day, 22:47:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 3.6135, loss: 3.6135 +2025-06-28 11:08:37,662 - pyskl - INFO - Epoch [44][2000/3405] lr: 2.014e-02, eta: 1 day, 22:46:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 3.5312, loss: 3.5312 +2025-06-28 11:09:23,387 - pyskl - INFO - Epoch [44][2100/3405] lr: 2.014e-02, eta: 1 day, 22:45:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 3.6227, loss: 3.6227 +2025-06-28 11:10:09,068 - pyskl - INFO - Epoch [44][2200/3405] lr: 2.013e-02, eta: 1 day, 22:45:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9688, loss_cls: 3.5960, loss: 3.5960 +2025-06-28 11:10:54,608 - pyskl - INFO - Epoch [44][2300/3405] lr: 2.013e-02, eta: 1 day, 22:44:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9700, loss_cls: 3.6838, loss: 3.6838 +2025-06-28 11:11:40,265 - pyskl - INFO - Epoch [44][2400/3405] lr: 2.012e-02, eta: 1 day, 22:43:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 3.6385, loss: 3.6385 +2025-06-28 11:12:25,961 - pyskl - INFO - Epoch [44][2500/3405] lr: 2.011e-02, eta: 1 day, 22:42:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9669, loss_cls: 3.4890, loss: 3.4890 +2025-06-28 11:13:11,648 - pyskl - INFO - Epoch [44][2600/3405] lr: 2.011e-02, eta: 1 day, 22:41:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 3.7232, loss: 3.7232 +2025-06-28 11:13:57,373 - pyskl - INFO - Epoch [44][2700/3405] lr: 2.010e-02, eta: 1 day, 22:41:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9700, loss_cls: 3.5973, loss: 3.5973 +2025-06-28 11:14:43,011 - pyskl - INFO - Epoch [44][2800/3405] lr: 2.009e-02, eta: 1 day, 22:40:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 3.5576, loss: 3.5576 +2025-06-28 11:15:28,869 - pyskl - INFO - Epoch [44][2900/3405] lr: 2.009e-02, eta: 1 day, 22:39:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 3.5761, loss: 3.5761 +2025-06-28 11:16:14,820 - pyskl - INFO - Epoch [44][3000/3405] lr: 2.008e-02, eta: 1 day, 22:38:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.6499, loss: 3.6499 +2025-06-28 11:17:00,697 - pyskl - INFO - Epoch [44][3100/3405] lr: 2.008e-02, eta: 1 day, 22:37:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9700, loss_cls: 3.6835, loss: 3.6835 +2025-06-28 11:17:46,439 - pyskl - INFO - Epoch [44][3200/3405] lr: 2.007e-02, eta: 1 day, 22:37:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9650, loss_cls: 3.6227, loss: 3.6227 +2025-06-28 11:18:32,226 - pyskl - INFO - Epoch [44][3300/3405] lr: 2.006e-02, eta: 1 day, 22:36:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9600, loss_cls: 3.6554, loss: 3.6554 +2025-06-28 11:19:18,029 - pyskl - INFO - Epoch [44][3400/3405] lr: 2.006e-02, eta: 1 day, 22:35:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9537, loss_cls: 3.5540, loss: 3.5540 +2025-06-28 11:19:20,674 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-06-28 11:23:32,619 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 11:23:33,161 - pyskl - INFO - +top1_acc 0.7829 +top5_acc 0.9557 +2025-06-28 11:23:33,214 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_42.pth was removed +2025-06-28 11:23:34,232 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_44.pth. +2025-06-28 11:23:34,234 - pyskl - INFO - Best top1_acc is 0.7829 at 44 epoch. +2025-06-28 11:23:34,255 - pyskl - INFO - Epoch(val) [44][3718] top1_acc: 0.7829, top5_acc: 0.9557 +2025-06-28 11:24:42,422 - pyskl - INFO - Epoch [45][100/3405] lr: 2.005e-02, eta: 1 day, 22:35:21, time: 0.682, data_time: 0.226, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 3.6403, loss: 3.6403 +2025-06-28 11:25:28,120 - pyskl - INFO - Epoch [45][200/3405] lr: 2.005e-02, eta: 1 day, 22:34:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 3.3909, loss: 3.3909 +2025-06-28 11:26:13,818 - pyskl - INFO - Epoch [45][300/3405] lr: 2.004e-02, eta: 1 day, 22:33:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9700, loss_cls: 3.5865, loss: 3.5865 +2025-06-28 11:26:59,522 - pyskl - INFO - Epoch [45][400/3405] lr: 2.003e-02, eta: 1 day, 22:32:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 3.4482, loss: 3.4482 +2025-06-28 11:27:45,150 - pyskl - INFO - Epoch [45][500/3405] lr: 2.003e-02, eta: 1 day, 22:32:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9762, loss_cls: 3.4838, loss: 3.4838 +2025-06-28 11:28:30,776 - pyskl - INFO - Epoch [45][600/3405] lr: 2.002e-02, eta: 1 day, 22:31:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 3.4017, loss: 3.4017 +2025-06-28 11:29:16,634 - pyskl - INFO - Epoch [45][700/3405] lr: 2.001e-02, eta: 1 day, 22:30:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9769, loss_cls: 3.5186, loss: 3.5186 +2025-06-28 11:30:02,619 - pyskl - INFO - Epoch [45][800/3405] lr: 2.001e-02, eta: 1 day, 22:29:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9675, loss_cls: 3.4258, loss: 3.4258 +2025-06-28 11:30:48,601 - pyskl - INFO - Epoch [45][900/3405] lr: 2.000e-02, eta: 1 day, 22:28:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 3.5928, loss: 3.5928 +2025-06-28 11:31:34,377 - pyskl - INFO - Epoch [45][1000/3405] lr: 2.000e-02, eta: 1 day, 22:28:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.4754, loss: 3.4754 +2025-06-28 11:32:20,080 - pyskl - INFO - Epoch [45][1100/3405] lr: 1.999e-02, eta: 1 day, 22:27:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 3.5574, loss: 3.5574 +2025-06-28 11:33:05,712 - pyskl - INFO - Epoch [45][1200/3405] lr: 1.998e-02, eta: 1 day, 22:26:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9556, loss_cls: 3.6066, loss: 3.6066 +2025-06-28 11:33:51,382 - pyskl - INFO - Epoch [45][1300/3405] lr: 1.998e-02, eta: 1 day, 22:25:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 3.5179, loss: 3.5179 +2025-06-28 11:34:37,022 - pyskl - INFO - Epoch [45][1400/3405] lr: 1.997e-02, eta: 1 day, 22:24:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 3.3283, loss: 3.3283 +2025-06-28 11:35:22,738 - pyskl - INFO - Epoch [45][1500/3405] lr: 1.997e-02, eta: 1 day, 22:24:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9719, loss_cls: 3.5187, loss: 3.5187 +2025-06-28 11:36:08,418 - pyskl - INFO - Epoch [45][1600/3405] lr: 1.996e-02, eta: 1 day, 22:23:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9625, loss_cls: 3.6486, loss: 3.6486 +2025-06-28 11:36:54,076 - pyskl - INFO - Epoch [45][1700/3405] lr: 1.995e-02, eta: 1 day, 22:22:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 3.6443, loss: 3.6443 +2025-06-28 11:37:39,736 - pyskl - INFO - Epoch [45][1800/3405] lr: 1.995e-02, eta: 1 day, 22:21:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 3.5429, loss: 3.5429 +2025-06-28 11:38:25,489 - pyskl - INFO - Epoch [45][1900/3405] lr: 1.994e-02, eta: 1 day, 22:20:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9775, loss_cls: 3.4690, loss: 3.4690 +2025-06-28 11:39:11,234 - pyskl - INFO - Epoch [45][2000/3405] lr: 1.993e-02, eta: 1 day, 22:20:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9719, loss_cls: 3.5503, loss: 3.5503 +2025-06-28 11:39:57,216 - pyskl - INFO - Epoch [45][2100/3405] lr: 1.993e-02, eta: 1 day, 22:19:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 3.7687, loss: 3.7687 +2025-06-28 11:40:42,973 - pyskl - INFO - Epoch [45][2200/3405] lr: 1.992e-02, eta: 1 day, 22:18:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 3.5595, loss: 3.5595 +2025-06-28 11:41:29,054 - pyskl - INFO - Epoch [45][2300/3405] lr: 1.992e-02, eta: 1 day, 22:17:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9694, loss_cls: 3.7122, loss: 3.7122 +2025-06-28 11:42:14,961 - pyskl - INFO - Epoch [45][2400/3405] lr: 1.991e-02, eta: 1 day, 22:16:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9675, loss_cls: 3.6698, loss: 3.6698 +2025-06-28 11:43:00,686 - pyskl - INFO - Epoch [45][2500/3405] lr: 1.990e-02, eta: 1 day, 22:16:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 3.5906, loss: 3.5906 +2025-06-28 11:43:46,397 - pyskl - INFO - Epoch [45][2600/3405] lr: 1.990e-02, eta: 1 day, 22:15:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9669, loss_cls: 3.4836, loss: 3.4836 +2025-06-28 11:44:32,159 - pyskl - INFO - Epoch [45][2700/3405] lr: 1.989e-02, eta: 1 day, 22:14:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9694, loss_cls: 3.5795, loss: 3.5795 +2025-06-28 11:45:17,923 - pyskl - INFO - Epoch [45][2800/3405] lr: 1.988e-02, eta: 1 day, 22:13:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9587, loss_cls: 3.6440, loss: 3.6440 +2025-06-28 11:46:03,818 - pyskl - INFO - Epoch [45][2900/3405] lr: 1.988e-02, eta: 1 day, 22:12:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9563, loss_cls: 3.6537, loss: 3.6537 +2025-06-28 11:46:49,729 - pyskl - INFO - Epoch [45][3000/3405] lr: 1.987e-02, eta: 1 day, 22:12:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9619, loss_cls: 3.5783, loss: 3.5783 +2025-06-28 11:47:35,662 - pyskl - INFO - Epoch [45][3100/3405] lr: 1.987e-02, eta: 1 day, 22:11:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 3.5215, loss: 3.5215 +2025-06-28 11:48:21,342 - pyskl - INFO - Epoch [45][3200/3405] lr: 1.986e-02, eta: 1 day, 22:10:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 3.5908, loss: 3.5908 +2025-06-28 11:49:07,163 - pyskl - INFO - Epoch [45][3300/3405] lr: 1.985e-02, eta: 1 day, 22:09:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9656, loss_cls: 3.6649, loss: 3.6649 +2025-06-28 11:49:52,930 - pyskl - INFO - Epoch [45][3400/3405] lr: 1.985e-02, eta: 1 day, 22:08:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.4903, loss: 3.4903 +2025-06-28 11:49:55,616 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-06-28 12:08:33,921 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 12:08:34,467 - pyskl - INFO - +top1_acc 0.7612 +top5_acc 0.9525 +2025-06-28 12:08:34,490 - pyskl - INFO - Epoch(val) [45][3718] top1_acc: 0.7612, top5_acc: 0.9525 +2025-06-28 12:09:42,933 - pyskl - INFO - Epoch [46][100/3405] lr: 1.984e-02, eta: 1 day, 22:08:50, time: 0.684, data_time: 0.227, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 3.6078, loss: 3.6078 +2025-06-28 12:10:28,508 - pyskl - INFO - Epoch [46][200/3405] lr: 1.983e-02, eta: 1 day, 22:08:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9750, loss_cls: 3.4560, loss: 3.4560 +2025-06-28 12:11:14,138 - pyskl - INFO - Epoch [46][300/3405] lr: 1.983e-02, eta: 1 day, 22:07:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9762, loss_cls: 3.5288, loss: 3.5288 +2025-06-28 12:11:59,834 - pyskl - INFO - Epoch [46][400/3405] lr: 1.982e-02, eta: 1 day, 22:06:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 3.4449, loss: 3.4449 +2025-06-28 12:12:45,434 - pyskl - INFO - Epoch [46][500/3405] lr: 1.982e-02, eta: 1 day, 22:05:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.5156, loss: 3.5156 +2025-06-28 12:13:31,112 - pyskl - INFO - Epoch [46][600/3405] lr: 1.981e-02, eta: 1 day, 22:04:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.4501, loss: 3.4501 +2025-06-28 12:14:16,773 - pyskl - INFO - Epoch [46][700/3405] lr: 1.980e-02, eta: 1 day, 22:03:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 3.5533, loss: 3.5533 +2025-06-28 12:15:02,491 - pyskl - INFO - Epoch [46][800/3405] lr: 1.980e-02, eta: 1 day, 22:03:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 3.5034, loss: 3.5034 +2025-06-28 12:15:48,508 - pyskl - INFO - Epoch [46][900/3405] lr: 1.979e-02, eta: 1 day, 22:02:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 3.5077, loss: 3.5077 +2025-06-28 12:16:34,257 - pyskl - INFO - Epoch [46][1000/3405] lr: 1.979e-02, eta: 1 day, 22:01:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 3.5856, loss: 3.5856 +2025-06-28 12:17:20,002 - pyskl - INFO - Epoch [46][1100/3405] lr: 1.978e-02, eta: 1 day, 22:00:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9594, loss_cls: 3.7113, loss: 3.7113 +2025-06-28 12:18:05,713 - pyskl - INFO - Epoch [46][1200/3405] lr: 1.977e-02, eta: 1 day, 21:59:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 3.6237, loss: 3.6237 +2025-06-28 12:18:51,446 - pyskl - INFO - Epoch [46][1300/3405] lr: 1.977e-02, eta: 1 day, 21:59:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 3.5605, loss: 3.5605 +2025-06-28 12:19:37,257 - pyskl - INFO - Epoch [46][1400/3405] lr: 1.976e-02, eta: 1 day, 21:58:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9663, loss_cls: 3.5177, loss: 3.5177 +2025-06-28 12:20:23,042 - pyskl - INFO - Epoch [46][1500/3405] lr: 1.975e-02, eta: 1 day, 21:57:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 3.6113, loss: 3.6113 +2025-06-28 12:21:08,685 - pyskl - INFO - Epoch [46][1600/3405] lr: 1.975e-02, eta: 1 day, 21:56:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.5704, loss: 3.5704 +2025-06-28 12:21:54,346 - pyskl - INFO - Epoch [46][1700/3405] lr: 1.974e-02, eta: 1 day, 21:55:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9563, loss_cls: 3.7950, loss: 3.7950 +2025-06-28 12:22:39,993 - pyskl - INFO - Epoch [46][1800/3405] lr: 1.973e-02, eta: 1 day, 21:55:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 3.3990, loss: 3.3990 +2025-06-28 12:23:25,688 - pyskl - INFO - Epoch [46][1900/3405] lr: 1.973e-02, eta: 1 day, 21:54:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 3.4971, loss: 3.4971 +2025-06-28 12:24:11,336 - pyskl - INFO - Epoch [46][2000/3405] lr: 1.972e-02, eta: 1 day, 21:53:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.6058, loss: 3.6058 +2025-06-28 12:24:56,949 - pyskl - INFO - Epoch [46][2100/3405] lr: 1.972e-02, eta: 1 day, 21:52:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 3.6072, loss: 3.6072 +2025-06-28 12:25:42,568 - pyskl - INFO - Epoch [46][2200/3405] lr: 1.971e-02, eta: 1 day, 21:51:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.5518, loss: 3.5518 +2025-06-28 12:26:28,248 - pyskl - INFO - Epoch [46][2300/3405] lr: 1.970e-02, eta: 1 day, 21:51:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 3.5532, loss: 3.5532 +2025-06-28 12:27:13,993 - pyskl - INFO - Epoch [46][2400/3405] lr: 1.970e-02, eta: 1 day, 21:50:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 3.5952, loss: 3.5952 +2025-06-28 12:27:59,657 - pyskl - INFO - Epoch [46][2500/3405] lr: 1.969e-02, eta: 1 day, 21:49:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 3.4472, loss: 3.4472 +2025-06-28 12:28:45,236 - pyskl - INFO - Epoch [46][2600/3405] lr: 1.968e-02, eta: 1 day, 21:48:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 3.5561, loss: 3.5561 +2025-06-28 12:29:30,893 - pyskl - INFO - Epoch [46][2700/3405] lr: 1.968e-02, eta: 1 day, 21:47:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.6644, loss: 3.6644 +2025-06-28 12:30:16,574 - pyskl - INFO - Epoch [46][2800/3405] lr: 1.967e-02, eta: 1 day, 21:47:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.6359, loss: 3.6359 +2025-06-28 12:31:02,549 - pyskl - INFO - Epoch [46][2900/3405] lr: 1.967e-02, eta: 1 day, 21:46:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9725, loss_cls: 3.4408, loss: 3.4408 +2025-06-28 12:31:48,378 - pyskl - INFO - Epoch [46][3000/3405] lr: 1.966e-02, eta: 1 day, 21:45:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9744, loss_cls: 3.4463, loss: 3.4463 +2025-06-28 12:32:34,223 - pyskl - INFO - Epoch [46][3100/3405] lr: 1.965e-02, eta: 1 day, 21:44:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 3.7395, loss: 3.7395 +2025-06-28 12:33:20,061 - pyskl - INFO - Epoch [46][3200/3405] lr: 1.965e-02, eta: 1 day, 21:43:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 3.6387, loss: 3.6387 +2025-06-28 12:34:05,910 - pyskl - INFO - Epoch [46][3300/3405] lr: 1.964e-02, eta: 1 day, 21:43:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9756, loss_cls: 3.5253, loss: 3.5253 +2025-06-28 12:34:51,949 - pyskl - INFO - Epoch [46][3400/3405] lr: 1.963e-02, eta: 1 day, 21:42:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 3.4804, loss: 3.4804 +2025-06-28 12:34:54,571 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-06-28 12:39:06,679 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 12:39:07,230 - pyskl - INFO - +top1_acc 0.7614 +top5_acc 0.9532 +2025-06-28 12:39:07,252 - pyskl - INFO - Epoch(val) [46][3718] top1_acc: 0.7614, top5_acc: 0.9532 +2025-06-28 12:40:15,925 - pyskl - INFO - Epoch [47][100/3405] lr: 1.963e-02, eta: 1 day, 21:42:16, time: 0.687, data_time: 0.231, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 3.4160, loss: 3.4160 +2025-06-28 12:41:01,545 - pyskl - INFO - Epoch [47][200/3405] lr: 1.962e-02, eta: 1 day, 21:41:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.4424, loss: 3.4424 +2025-06-28 12:41:47,175 - pyskl - INFO - Epoch [47][300/3405] lr: 1.962e-02, eta: 1 day, 21:40:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 3.4124, loss: 3.4124 +2025-06-28 12:42:32,805 - pyskl - INFO - Epoch [47][400/3405] lr: 1.961e-02, eta: 1 day, 21:39:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 3.5533, loss: 3.5533 +2025-06-28 12:43:18,458 - pyskl - INFO - Epoch [47][500/3405] lr: 1.960e-02, eta: 1 day, 21:39:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9769, loss_cls: 3.4908, loss: 3.4908 +2025-06-28 12:44:04,122 - pyskl - INFO - Epoch [47][600/3405] lr: 1.960e-02, eta: 1 day, 21:38:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 3.6306, loss: 3.6306 +2025-06-28 12:44:49,851 - pyskl - INFO - Epoch [47][700/3405] lr: 1.959e-02, eta: 1 day, 21:37:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 3.4752, loss: 3.4752 +2025-06-28 12:45:35,815 - pyskl - INFO - Epoch [47][800/3405] lr: 1.958e-02, eta: 1 day, 21:36:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 3.5813, loss: 3.5813 +2025-06-28 12:46:21,722 - pyskl - INFO - Epoch [47][900/3405] lr: 1.958e-02, eta: 1 day, 21:35:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 3.5926, loss: 3.5926 +2025-06-28 12:47:07,466 - pyskl - INFO - Epoch [47][1000/3405] lr: 1.957e-02, eta: 1 day, 21:35:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9706, loss_cls: 3.5541, loss: 3.5541 +2025-06-28 12:47:53,133 - pyskl - INFO - Epoch [47][1100/3405] lr: 1.956e-02, eta: 1 day, 21:34:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 3.4768, loss: 3.4768 +2025-06-28 12:48:38,789 - pyskl - INFO - Epoch [47][1200/3405] lr: 1.956e-02, eta: 1 day, 21:33:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.4032, loss: 3.4032 +2025-06-28 12:49:24,445 - pyskl - INFO - Epoch [47][1300/3405] lr: 1.955e-02, eta: 1 day, 21:32:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9613, loss_cls: 3.5812, loss: 3.5812 +2025-06-28 12:50:10,160 - pyskl - INFO - Epoch [47][1400/3405] lr: 1.955e-02, eta: 1 day, 21:31:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9663, loss_cls: 3.6275, loss: 3.6275 +2025-06-28 12:50:55,893 - pyskl - INFO - Epoch [47][1500/3405] lr: 1.954e-02, eta: 1 day, 21:31:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9756, loss_cls: 3.4879, loss: 3.4879 +2025-06-28 12:51:41,659 - pyskl - INFO - Epoch [47][1600/3405] lr: 1.953e-02, eta: 1 day, 21:30:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.5144, loss: 3.5144 +2025-06-28 12:52:27,434 - pyskl - INFO - Epoch [47][1700/3405] lr: 1.953e-02, eta: 1 day, 21:29:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 3.5603, loss: 3.5603 +2025-06-28 12:53:13,172 - pyskl - INFO - Epoch [47][1800/3405] lr: 1.952e-02, eta: 1 day, 21:28:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 3.6020, loss: 3.6020 +2025-06-28 12:53:58,767 - pyskl - INFO - Epoch [47][1900/3405] lr: 1.951e-02, eta: 1 day, 21:27:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 3.4883, loss: 3.4883 +2025-06-28 12:54:44,442 - pyskl - INFO - Epoch [47][2000/3405] lr: 1.951e-02, eta: 1 day, 21:27:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 3.6274, loss: 3.6274 +2025-06-28 12:55:30,077 - pyskl - INFO - Epoch [47][2100/3405] lr: 1.950e-02, eta: 1 day, 21:26:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9619, loss_cls: 3.6080, loss: 3.6080 +2025-06-28 12:56:15,694 - pyskl - INFO - Epoch [47][2200/3405] lr: 1.949e-02, eta: 1 day, 21:25:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 3.5807, loss: 3.5807 +2025-06-28 12:57:01,314 - pyskl - INFO - Epoch [47][2300/3405] lr: 1.949e-02, eta: 1 day, 21:24:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9644, loss_cls: 3.6898, loss: 3.6898 +2025-06-28 12:57:46,922 - pyskl - INFO - Epoch [47][2400/3405] lr: 1.948e-02, eta: 1 day, 21:23:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 3.5892, loss: 3.5892 +2025-06-28 12:58:32,549 - pyskl - INFO - Epoch [47][2500/3405] lr: 1.948e-02, eta: 1 day, 21:22:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.5903, loss: 3.5903 +2025-06-28 12:59:18,200 - pyskl - INFO - Epoch [47][2600/3405] lr: 1.947e-02, eta: 1 day, 21:22:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.5877, loss: 3.5877 +2025-06-28 13:00:03,918 - pyskl - INFO - Epoch [47][2700/3405] lr: 1.946e-02, eta: 1 day, 21:21:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 3.4955, loss: 3.4955 +2025-06-28 13:00:49,682 - pyskl - INFO - Epoch [47][2800/3405] lr: 1.946e-02, eta: 1 day, 21:20:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9694, loss_cls: 3.7219, loss: 3.7219 +2025-06-28 13:01:35,341 - pyskl - INFO - Epoch [47][2900/3405] lr: 1.945e-02, eta: 1 day, 21:19:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9756, loss_cls: 3.5022, loss: 3.5022 +2025-06-28 13:02:21,038 - pyskl - INFO - Epoch [47][3000/3405] lr: 1.944e-02, eta: 1 day, 21:18:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 3.6338, loss: 3.6338 +2025-06-28 13:03:06,742 - pyskl - INFO - Epoch [47][3100/3405] lr: 1.944e-02, eta: 1 day, 21:18:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 3.5650, loss: 3.5650 +2025-06-28 13:03:52,416 - pyskl - INFO - Epoch [47][3200/3405] lr: 1.943e-02, eta: 1 day, 21:17:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 3.4456, loss: 3.4456 +2025-06-28 13:04:38,168 - pyskl - INFO - Epoch [47][3300/3405] lr: 1.942e-02, eta: 1 day, 21:16:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 3.4852, loss: 3.4852 +2025-06-28 13:05:23,962 - pyskl - INFO - Epoch [47][3400/3405] lr: 1.942e-02, eta: 1 day, 21:15:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 3.4403, loss: 3.4403 +2025-06-28 13:05:26,634 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-06-28 13:09:38,458 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 13:09:39,004 - pyskl - INFO - +top1_acc 0.7754 +top5_acc 0.9539 +2025-06-28 13:09:39,027 - pyskl - INFO - Epoch(val) [47][3718] top1_acc: 0.7754, top5_acc: 0.9539 +2025-06-28 13:10:48,220 - pyskl - INFO - Epoch [48][100/3405] lr: 1.941e-02, eta: 1 day, 21:15:42, time: 0.692, data_time: 0.233, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 3.5500, loss: 3.5500 +2025-06-28 13:11:34,017 - pyskl - INFO - Epoch [48][200/3405] lr: 1.940e-02, eta: 1 day, 21:14:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 3.5893, loss: 3.5893 +2025-06-28 13:12:19,989 - pyskl - INFO - Epoch [48][300/3405] lr: 1.940e-02, eta: 1 day, 21:14:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.5287, loss: 3.5287 +2025-06-28 13:13:05,794 - pyskl - INFO - Epoch [48][400/3405] lr: 1.939e-02, eta: 1 day, 21:13:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 3.6122, loss: 3.6122 +2025-06-28 13:13:51,551 - pyskl - INFO - Epoch [48][500/3405] lr: 1.939e-02, eta: 1 day, 21:12:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.4651, loss: 3.4651 +2025-06-28 13:14:37,670 - pyskl - INFO - Epoch [48][600/3405] lr: 1.938e-02, eta: 1 day, 21:11:43, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 3.5477, loss: 3.5477 +2025-06-28 13:15:23,647 - pyskl - INFO - Epoch [48][700/3405] lr: 1.937e-02, eta: 1 day, 21:10:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9794, loss_cls: 3.4649, loss: 3.4649 +2025-06-28 13:16:09,535 - pyskl - INFO - Epoch [48][800/3405] lr: 1.937e-02, eta: 1 day, 21:10:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 3.4907, loss: 3.4907 +2025-06-28 13:16:55,302 - pyskl - INFO - Epoch [48][900/3405] lr: 1.936e-02, eta: 1 day, 21:09:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.4839, loss: 3.4839 +2025-06-28 13:17:41,189 - pyskl - INFO - Epoch [48][1000/3405] lr: 1.935e-02, eta: 1 day, 21:08:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9675, loss_cls: 3.6385, loss: 3.6385 +2025-06-28 13:18:27,115 - pyskl - INFO - Epoch [48][1100/3405] lr: 1.935e-02, eta: 1 day, 21:07:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 3.4356, loss: 3.4356 +2025-06-28 13:19:13,032 - pyskl - INFO - Epoch [48][1200/3405] lr: 1.934e-02, eta: 1 day, 21:06:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 3.6249, loss: 3.6249 +2025-06-28 13:19:58,717 - pyskl - INFO - Epoch [48][1300/3405] lr: 1.933e-02, eta: 1 day, 21:06:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9650, loss_cls: 3.5968, loss: 3.5968 +2025-06-28 13:20:44,485 - pyskl - INFO - Epoch [48][1400/3405] lr: 1.933e-02, eta: 1 day, 21:05:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 3.4253, loss: 3.4253 +2025-06-28 13:21:30,327 - pyskl - INFO - Epoch [48][1500/3405] lr: 1.932e-02, eta: 1 day, 21:04:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.5523, loss: 3.5523 +2025-06-28 13:22:16,138 - pyskl - INFO - Epoch [48][1600/3405] lr: 1.931e-02, eta: 1 day, 21:03:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.4603, loss: 3.4603 +2025-06-28 13:23:01,959 - pyskl - INFO - Epoch [48][1700/3405] lr: 1.931e-02, eta: 1 day, 21:02:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 3.4856, loss: 3.4856 +2025-06-28 13:23:47,818 - pyskl - INFO - Epoch [48][1800/3405] lr: 1.930e-02, eta: 1 day, 21:02:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9650, loss_cls: 3.4143, loss: 3.4143 +2025-06-28 13:24:33,633 - pyskl - INFO - Epoch [48][1900/3405] lr: 1.930e-02, eta: 1 day, 21:01:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9762, loss_cls: 3.4559, loss: 3.4559 +2025-06-28 13:25:19,545 - pyskl - INFO - Epoch [48][2000/3405] lr: 1.929e-02, eta: 1 day, 21:00:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9719, loss_cls: 3.5162, loss: 3.5162 +2025-06-28 13:26:05,424 - pyskl - INFO - Epoch [48][2100/3405] lr: 1.928e-02, eta: 1 day, 20:59:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.5820, loss: 3.5820 +2025-06-28 13:26:51,249 - pyskl - INFO - Epoch [48][2200/3405] lr: 1.928e-02, eta: 1 day, 20:58:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9750, loss_cls: 3.4681, loss: 3.4681 +2025-06-28 13:27:36,991 - pyskl - INFO - Epoch [48][2300/3405] lr: 1.927e-02, eta: 1 day, 20:58:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 3.6398, loss: 3.6398 +2025-06-28 13:28:22,724 - pyskl - INFO - Epoch [48][2400/3405] lr: 1.926e-02, eta: 1 day, 20:57:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9706, loss_cls: 3.5814, loss: 3.5814 +2025-06-28 13:29:08,427 - pyskl - INFO - Epoch [48][2500/3405] lr: 1.926e-02, eta: 1 day, 20:56:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 3.5423, loss: 3.5423 +2025-06-28 13:29:54,151 - pyskl - INFO - Epoch [48][2600/3405] lr: 1.925e-02, eta: 1 day, 20:55:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 3.6666, loss: 3.6666 +2025-06-28 13:30:40,085 - pyskl - INFO - Epoch [48][2700/3405] lr: 1.924e-02, eta: 1 day, 20:54:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 3.5678, loss: 3.5678 +2025-06-28 13:31:25,850 - pyskl - INFO - Epoch [48][2800/3405] lr: 1.924e-02, eta: 1 day, 20:54:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.5489, loss: 3.5489 +2025-06-28 13:32:11,694 - pyskl - INFO - Epoch [48][2900/3405] lr: 1.923e-02, eta: 1 day, 20:53:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 3.4864, loss: 3.4864 +2025-06-28 13:32:57,396 - pyskl - INFO - Epoch [48][3000/3405] lr: 1.922e-02, eta: 1 day, 20:52:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9663, loss_cls: 3.4034, loss: 3.4034 +2025-06-28 13:33:43,146 - pyskl - INFO - Epoch [48][3100/3405] lr: 1.922e-02, eta: 1 day, 20:51:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 3.5356, loss: 3.5356 +2025-06-28 13:34:28,978 - pyskl - INFO - Epoch [48][3200/3405] lr: 1.921e-02, eta: 1 day, 20:50:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 3.5400, loss: 3.5400 +2025-06-28 13:35:14,807 - pyskl - INFO - Epoch [48][3300/3405] lr: 1.920e-02, eta: 1 day, 20:50:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 3.4629, loss: 3.4629 +2025-06-28 13:36:00,555 - pyskl - INFO - Epoch [48][3400/3405] lr: 1.920e-02, eta: 1 day, 20:49:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 3.5580, loss: 3.5580 +2025-06-28 13:36:03,161 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-06-28 13:40:15,155 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 13:40:15,699 - pyskl - INFO - +top1_acc 0.7865 +top5_acc 0.9571 +2025-06-28 13:40:15,754 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_44.pth was removed +2025-06-28 13:40:16,809 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_48.pth. +2025-06-28 13:40:16,810 - pyskl - INFO - Best top1_acc is 0.7865 at 48 epoch. +2025-06-28 13:40:16,831 - pyskl - INFO - Epoch(val) [48][3718] top1_acc: 0.7865, top5_acc: 0.9571 +2025-06-28 13:41:25,394 - pyskl - INFO - Epoch [49][100/3405] lr: 1.919e-02, eta: 1 day, 20:49:16, time: 0.686, data_time: 0.227, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 3.4255, loss: 3.4255 +2025-06-28 13:42:11,118 - pyskl - INFO - Epoch [49][200/3405] lr: 1.918e-02, eta: 1 day, 20:48:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9625, loss_cls: 3.5430, loss: 3.5430 +2025-06-28 13:42:56,847 - pyskl - INFO - Epoch [49][300/3405] lr: 1.918e-02, eta: 1 day, 20:47:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9656, loss_cls: 3.4092, loss: 3.4092 +2025-06-28 13:43:42,689 - pyskl - INFO - Epoch [49][400/3405] lr: 1.917e-02, eta: 1 day, 20:46:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 3.3896, loss: 3.3896 +2025-06-28 13:44:28,871 - pyskl - INFO - Epoch [49][500/3405] lr: 1.917e-02, eta: 1 day, 20:46:05, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9719, loss_cls: 3.6108, loss: 3.6108 +2025-06-28 13:45:14,931 - pyskl - INFO - Epoch [49][600/3405] lr: 1.916e-02, eta: 1 day, 20:45:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9694, loss_cls: 3.3596, loss: 3.3596 +2025-06-28 13:46:00,925 - pyskl - INFO - Epoch [49][700/3405] lr: 1.915e-02, eta: 1 day, 20:44:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 3.5208, loss: 3.5208 +2025-06-28 13:46:46,786 - pyskl - INFO - Epoch [49][800/3405] lr: 1.915e-02, eta: 1 day, 20:43:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.4200, loss: 3.4200 +2025-06-28 13:47:32,607 - pyskl - INFO - Epoch [49][900/3405] lr: 1.914e-02, eta: 1 day, 20:42:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 3.6308, loss: 3.6308 +2025-06-28 13:48:18,274 - pyskl - INFO - Epoch [49][1000/3405] lr: 1.913e-02, eta: 1 day, 20:42:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9613, loss_cls: 3.4754, loss: 3.4754 +2025-06-28 13:49:03,910 - pyskl - INFO - Epoch [49][1100/3405] lr: 1.913e-02, eta: 1 day, 20:41:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 3.5152, loss: 3.5152 +2025-06-28 13:49:49,570 - pyskl - INFO - Epoch [49][1200/3405] lr: 1.912e-02, eta: 1 day, 20:40:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 3.5295, loss: 3.5295 +2025-06-28 13:50:35,361 - pyskl - INFO - Epoch [49][1300/3405] lr: 1.911e-02, eta: 1 day, 20:39:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.5466, loss: 3.5466 +2025-06-28 13:51:20,963 - pyskl - INFO - Epoch [49][1400/3405] lr: 1.911e-02, eta: 1 day, 20:38:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 3.4504, loss: 3.4504 +2025-06-28 13:52:06,646 - pyskl - INFO - Epoch [49][1500/3405] lr: 1.910e-02, eta: 1 day, 20:38:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 3.5438, loss: 3.5438 +2025-06-28 13:52:52,274 - pyskl - INFO - Epoch [49][1600/3405] lr: 1.909e-02, eta: 1 day, 20:37:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 3.3638, loss: 3.3638 +2025-06-28 13:53:37,884 - pyskl - INFO - Epoch [49][1700/3405] lr: 1.909e-02, eta: 1 day, 20:36:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.5052, loss: 3.5052 +2025-06-28 13:54:23,473 - pyskl - INFO - Epoch [49][1800/3405] lr: 1.908e-02, eta: 1 day, 20:35:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9738, loss_cls: 3.6116, loss: 3.6116 +2025-06-28 13:55:09,085 - pyskl - INFO - Epoch [49][1900/3405] lr: 1.907e-02, eta: 1 day, 20:34:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9694, loss_cls: 3.5079, loss: 3.5079 +2025-06-28 13:55:54,720 - pyskl - INFO - Epoch [49][2000/3405] lr: 1.907e-02, eta: 1 day, 20:34:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 3.5283, loss: 3.5283 +2025-06-28 13:56:40,467 - pyskl - INFO - Epoch [49][2100/3405] lr: 1.906e-02, eta: 1 day, 20:33:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 3.5824, loss: 3.5824 +2025-06-28 13:57:26,159 - pyskl - INFO - Epoch [49][2200/3405] lr: 1.905e-02, eta: 1 day, 20:32:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9619, loss_cls: 3.6069, loss: 3.6069 +2025-06-28 13:58:12,096 - pyskl - INFO - Epoch [49][2300/3405] lr: 1.905e-02, eta: 1 day, 20:31:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.5186, loss: 3.5186 +2025-06-28 13:58:57,856 - pyskl - INFO - Epoch [49][2400/3405] lr: 1.904e-02, eta: 1 day, 20:30:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 3.5639, loss: 3.5639 +2025-06-28 13:59:43,786 - pyskl - INFO - Epoch [49][2500/3405] lr: 1.903e-02, eta: 1 day, 20:30:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 3.6145, loss: 3.6145 +2025-06-28 14:00:29,593 - pyskl - INFO - Epoch [49][2600/3405] lr: 1.903e-02, eta: 1 day, 20:29:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9619, loss_cls: 3.5699, loss: 3.5699 +2025-06-28 14:01:15,326 - pyskl - INFO - Epoch [49][2700/3405] lr: 1.902e-02, eta: 1 day, 20:28:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9719, loss_cls: 3.6386, loss: 3.6386 +2025-06-28 14:02:01,162 - pyskl - INFO - Epoch [49][2800/3405] lr: 1.902e-02, eta: 1 day, 20:27:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.5739, loss: 3.5739 +2025-06-28 14:02:46,983 - pyskl - INFO - Epoch [49][2900/3405] lr: 1.901e-02, eta: 1 day, 20:26:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 3.5449, loss: 3.5449 +2025-06-28 14:03:32,836 - pyskl - INFO - Epoch [49][3000/3405] lr: 1.900e-02, eta: 1 day, 20:26:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 3.5346, loss: 3.5346 +2025-06-28 14:04:18,688 - pyskl - INFO - Epoch [49][3100/3405] lr: 1.900e-02, eta: 1 day, 20:25:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 3.4623, loss: 3.4623 +2025-06-28 14:05:04,523 - pyskl - INFO - Epoch [49][3200/3405] lr: 1.899e-02, eta: 1 day, 20:24:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9738, loss_cls: 3.6072, loss: 3.6072 +2025-06-28 14:05:50,210 - pyskl - INFO - Epoch [49][3300/3405] lr: 1.898e-02, eta: 1 day, 20:23:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9637, loss_cls: 3.4618, loss: 3.4618 +2025-06-28 14:06:36,124 - pyskl - INFO - Epoch [49][3400/3405] lr: 1.898e-02, eta: 1 day, 20:22:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9706, loss_cls: 3.6712, loss: 3.6712 +2025-06-28 14:06:38,763 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-06-28 14:10:50,164 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 14:10:50,713 - pyskl - INFO - +top1_acc 0.8021 +top5_acc 0.9630 +2025-06-28 14:10:50,772 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_48.pth was removed +2025-06-28 14:10:51,822 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_49.pth. +2025-06-28 14:10:51,824 - pyskl - INFO - Best top1_acc is 0.8021 at 49 epoch. +2025-06-28 14:10:51,845 - pyskl - INFO - Epoch(val) [49][3718] top1_acc: 0.8021, top5_acc: 0.9630 +2025-06-28 14:12:00,002 - pyskl - INFO - Epoch [50][100/3405] lr: 1.897e-02, eta: 1 day, 20:22:46, time: 0.682, data_time: 0.225, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9631, loss_cls: 3.4915, loss: 3.4915 +2025-06-28 14:12:45,593 - pyskl - INFO - Epoch [50][200/3405] lr: 1.896e-02, eta: 1 day, 20:21:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.5602, loss: 3.5602 +2025-06-28 14:13:31,304 - pyskl - INFO - Epoch [50][300/3405] lr: 1.896e-02, eta: 1 day, 20:21:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.5870, loss: 3.5870 +2025-06-28 14:14:17,105 - pyskl - INFO - Epoch [50][400/3405] lr: 1.895e-02, eta: 1 day, 20:20:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.3921, loss: 3.3921 +2025-06-28 14:15:02,791 - pyskl - INFO - Epoch [50][500/3405] lr: 1.894e-02, eta: 1 day, 20:19:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 3.5841, loss: 3.5841 +2025-06-28 14:15:48,536 - pyskl - INFO - Epoch [50][600/3405] lr: 1.894e-02, eta: 1 day, 20:18:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.4879, loss: 3.4879 +2025-06-28 14:16:34,421 - pyskl - INFO - Epoch [50][700/3405] lr: 1.893e-02, eta: 1 day, 20:17:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9788, loss_cls: 3.4428, loss: 3.4428 +2025-06-28 14:17:20,193 - pyskl - INFO - Epoch [50][800/3405] lr: 1.892e-02, eta: 1 day, 20:17:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 3.4821, loss: 3.4821 +2025-06-28 14:18:05,966 - pyskl - INFO - Epoch [50][900/3405] lr: 1.892e-02, eta: 1 day, 20:16:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 3.5677, loss: 3.5677 +2025-06-28 14:18:51,782 - pyskl - INFO - Epoch [50][1000/3405] lr: 1.891e-02, eta: 1 day, 20:15:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9669, loss_cls: 3.5627, loss: 3.5627 +2025-06-28 14:19:37,505 - pyskl - INFO - Epoch [50][1100/3405] lr: 1.890e-02, eta: 1 day, 20:14:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 3.5350, loss: 3.5350 +2025-06-28 14:20:23,274 - pyskl - INFO - Epoch [50][1200/3405] lr: 1.890e-02, eta: 1 day, 20:13:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 3.4873, loss: 3.4873 +2025-06-28 14:21:09,054 - pyskl - INFO - Epoch [50][1300/3405] lr: 1.889e-02, eta: 1 day, 20:13:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 3.5900, loss: 3.5900 +2025-06-28 14:21:54,829 - pyskl - INFO - Epoch [50][1400/3405] lr: 1.888e-02, eta: 1 day, 20:12:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9744, loss_cls: 3.4747, loss: 3.4747 +2025-06-28 14:22:40,625 - pyskl - INFO - Epoch [50][1500/3405] lr: 1.888e-02, eta: 1 day, 20:11:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 3.6448, loss: 3.6448 +2025-06-28 14:23:26,398 - pyskl - INFO - Epoch [50][1600/3405] lr: 1.887e-02, eta: 1 day, 20:10:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 3.4040, loss: 3.4040 +2025-06-28 14:24:12,156 - pyskl - INFO - Epoch [50][1700/3405] lr: 1.886e-02, eta: 1 day, 20:10:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 3.4689, loss: 3.4689 +2025-06-28 14:24:58,039 - pyskl - INFO - Epoch [50][1800/3405] lr: 1.886e-02, eta: 1 day, 20:09:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 3.5314, loss: 3.5314 +2025-06-28 14:25:43,827 - pyskl - INFO - Epoch [50][1900/3405] lr: 1.885e-02, eta: 1 day, 20:08:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9694, loss_cls: 3.5597, loss: 3.5597 +2025-06-28 14:26:29,580 - pyskl - INFO - Epoch [50][2000/3405] lr: 1.884e-02, eta: 1 day, 20:07:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.4895, loss: 3.4895 +2025-06-28 14:27:15,313 - pyskl - INFO - Epoch [50][2100/3405] lr: 1.884e-02, eta: 1 day, 20:06:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 3.4676, loss: 3.4676 +2025-06-28 14:28:01,183 - pyskl - INFO - Epoch [50][2200/3405] lr: 1.883e-02, eta: 1 day, 20:06:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 3.6057, loss: 3.6057 +2025-06-28 14:28:47,290 - pyskl - INFO - Epoch [50][2300/3405] lr: 1.882e-02, eta: 1 day, 20:05:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.5039, loss: 3.5039 +2025-06-28 14:29:33,379 - pyskl - INFO - Epoch [50][2400/3405] lr: 1.882e-02, eta: 1 day, 20:04:26, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 3.4239, loss: 3.4239 +2025-06-28 14:30:19,244 - pyskl - INFO - Epoch [50][2500/3405] lr: 1.881e-02, eta: 1 day, 20:03:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.5337, loss: 3.5337 +2025-06-28 14:31:05,110 - pyskl - INFO - Epoch [50][2600/3405] lr: 1.880e-02, eta: 1 day, 20:02:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9738, loss_cls: 3.4513, loss: 3.4513 +2025-06-28 14:31:51,024 - pyskl - INFO - Epoch [50][2700/3405] lr: 1.880e-02, eta: 1 day, 20:02:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.4937, loss: 3.4937 +2025-06-28 14:32:36,943 - pyskl - INFO - Epoch [50][2800/3405] lr: 1.879e-02, eta: 1 day, 20:01:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 3.3111, loss: 3.3111 +2025-06-28 14:33:22,997 - pyskl - INFO - Epoch [50][2900/3405] lr: 1.878e-02, eta: 1 day, 20:00:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.4537, loss: 3.4537 +2025-06-28 14:34:09,143 - pyskl - INFO - Epoch [50][3000/3405] lr: 1.878e-02, eta: 1 day, 19:59:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 3.5675, loss: 3.5675 +2025-06-28 14:34:55,198 - pyskl - INFO - Epoch [50][3100/3405] lr: 1.877e-02, eta: 1 day, 19:58:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 3.4247, loss: 3.4247 +2025-06-28 14:35:41,080 - pyskl - INFO - Epoch [50][3200/3405] lr: 1.876e-02, eta: 1 day, 19:58:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.4996, loss: 3.4996 +2025-06-28 14:36:26,691 - pyskl - INFO - Epoch [50][3300/3405] lr: 1.876e-02, eta: 1 day, 19:57:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9594, loss_cls: 3.5461, loss: 3.5461 +2025-06-28 14:37:12,353 - pyskl - INFO - Epoch [50][3400/3405] lr: 1.875e-02, eta: 1 day, 19:56:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9694, loss_cls: 3.4265, loss: 3.4265 +2025-06-28 14:37:15,041 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-06-28 14:56:19,269 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 14:56:19,813 - pyskl - INFO - +top1_acc 0.7760 +top5_acc 0.9556 +2025-06-28 14:56:19,834 - pyskl - INFO - Epoch(val) [50][3718] top1_acc: 0.7760, top5_acc: 0.9556 +2025-06-28 14:57:29,077 - pyskl - INFO - Epoch [51][100/3405] lr: 1.874e-02, eta: 1 day, 19:56:22, time: 0.692, data_time: 0.233, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.3163, loss: 3.3163 +2025-06-28 14:58:15,104 - pyskl - INFO - Epoch [51][200/3405] lr: 1.874e-02, eta: 1 day, 19:55:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 3.4557, loss: 3.4557 +2025-06-28 14:59:01,064 - pyskl - INFO - Epoch [51][300/3405] lr: 1.873e-02, eta: 1 day, 19:54:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9675, loss_cls: 3.4008, loss: 3.4008 +2025-06-28 14:59:46,893 - pyskl - INFO - Epoch [51][400/3405] lr: 1.872e-02, eta: 1 day, 19:54:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9769, loss_cls: 3.4828, loss: 3.4828 +2025-06-28 15:00:32,763 - pyskl - INFO - Epoch [51][500/3405] lr: 1.872e-02, eta: 1 day, 19:53:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.4279, loss: 3.4279 +2025-06-28 15:01:18,619 - pyskl - INFO - Epoch [51][600/3405] lr: 1.871e-02, eta: 1 day, 19:52:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9731, loss_cls: 3.4139, loss: 3.4139 +2025-06-28 15:02:04,599 - pyskl - INFO - Epoch [51][700/3405] lr: 1.870e-02, eta: 1 day, 19:51:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 3.4478, loss: 3.4478 +2025-06-28 15:02:50,318 - pyskl - INFO - Epoch [51][800/3405] lr: 1.870e-02, eta: 1 day, 19:50:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 3.4418, loss: 3.4418 +2025-06-28 15:03:36,177 - pyskl - INFO - Epoch [51][900/3405] lr: 1.869e-02, eta: 1 day, 19:50:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.5703, loss: 3.5703 +2025-06-28 15:04:22,032 - pyskl - INFO - Epoch [51][1000/3405] lr: 1.868e-02, eta: 1 day, 19:49:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 3.4987, loss: 3.4987 +2025-06-28 15:05:07,862 - pyskl - INFO - Epoch [51][1100/3405] lr: 1.868e-02, eta: 1 day, 19:48:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9806, loss_cls: 3.3942, loss: 3.3942 +2025-06-28 15:05:53,927 - pyskl - INFO - Epoch [51][1200/3405] lr: 1.867e-02, eta: 1 day, 19:47:39, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9756, loss_cls: 3.4542, loss: 3.4542 +2025-06-28 15:06:39,799 - pyskl - INFO - Epoch [51][1300/3405] lr: 1.866e-02, eta: 1 day, 19:46:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 3.4982, loss: 3.4982 +2025-06-28 15:07:25,574 - pyskl - INFO - Epoch [51][1400/3405] lr: 1.866e-02, eta: 1 day, 19:46:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 3.4664, loss: 3.4664 +2025-06-28 15:08:11,321 - pyskl - INFO - Epoch [51][1500/3405] lr: 1.865e-02, eta: 1 day, 19:45:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 3.5928, loss: 3.5928 +2025-06-28 15:08:57,114 - pyskl - INFO - Epoch [51][1600/3405] lr: 1.864e-02, eta: 1 day, 19:44:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 3.5760, loss: 3.5760 +2025-06-28 15:09:43,293 - pyskl - INFO - Epoch [51][1700/3405] lr: 1.864e-02, eta: 1 day, 19:43:41, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9637, loss_cls: 3.5198, loss: 3.5198 +2025-06-28 15:10:29,074 - pyskl - INFO - Epoch [51][1800/3405] lr: 1.863e-02, eta: 1 day, 19:42:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 3.4381, loss: 3.4381 +2025-06-28 15:11:14,881 - pyskl - INFO - Epoch [51][1900/3405] lr: 1.862e-02, eta: 1 day, 19:42:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.4501, loss: 3.4501 +2025-06-28 15:12:00,664 - pyskl - INFO - Epoch [51][2000/3405] lr: 1.862e-02, eta: 1 day, 19:41:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 3.5847, loss: 3.5847 +2025-06-28 15:12:46,421 - pyskl - INFO - Epoch [51][2100/3405] lr: 1.861e-02, eta: 1 day, 19:40:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 3.3618, loss: 3.3618 +2025-06-28 15:13:32,270 - pyskl - INFO - Epoch [51][2200/3405] lr: 1.860e-02, eta: 1 day, 19:39:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 3.4634, loss: 3.4634 +2025-06-28 15:14:18,085 - pyskl - INFO - Epoch [51][2300/3405] lr: 1.860e-02, eta: 1 day, 19:38:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 3.5662, loss: 3.5662 +2025-06-28 15:15:04,010 - pyskl - INFO - Epoch [51][2400/3405] lr: 1.859e-02, eta: 1 day, 19:38:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 3.4241, loss: 3.4241 +2025-06-28 15:15:49,849 - pyskl - INFO - Epoch [51][2500/3405] lr: 1.858e-02, eta: 1 day, 19:37:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9619, loss_cls: 3.6017, loss: 3.6017 +2025-06-28 15:16:35,734 - pyskl - INFO - Epoch [51][2600/3405] lr: 1.858e-02, eta: 1 day, 19:36:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.4848, loss: 3.4848 +2025-06-28 15:17:21,585 - pyskl - INFO - Epoch [51][2700/3405] lr: 1.857e-02, eta: 1 day, 19:35:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 3.5023, loss: 3.5023 +2025-06-28 15:18:07,493 - pyskl - INFO - Epoch [51][2800/3405] lr: 1.856e-02, eta: 1 day, 19:34:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 3.5123, loss: 3.5123 +2025-06-28 15:18:53,426 - pyskl - INFO - Epoch [51][2900/3405] lr: 1.856e-02, eta: 1 day, 19:34:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 3.5263, loss: 3.5263 +2025-06-28 15:19:39,289 - pyskl - INFO - Epoch [51][3000/3405] lr: 1.855e-02, eta: 1 day, 19:33:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 3.3467, loss: 3.3467 +2025-06-28 15:20:25,103 - pyskl - INFO - Epoch [51][3100/3405] lr: 1.854e-02, eta: 1 day, 19:32:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 3.4517, loss: 3.4517 +2025-06-28 15:21:10,983 - pyskl - INFO - Epoch [51][3200/3405] lr: 1.854e-02, eta: 1 day, 19:31:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.5690, loss: 3.5690 +2025-06-28 15:21:56,821 - pyskl - INFO - Epoch [51][3300/3405] lr: 1.853e-02, eta: 1 day, 19:30:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 3.5454, loss: 3.5454 +2025-06-28 15:22:42,686 - pyskl - INFO - Epoch [51][3400/3405] lr: 1.852e-02, eta: 1 day, 19:30:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9675, loss_cls: 3.3918, loss: 3.3918 +2025-06-28 15:22:45,385 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-06-28 15:27:00,501 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 15:27:01,052 - pyskl - INFO - +top1_acc 0.7669 +top5_acc 0.9531 +2025-06-28 15:27:01,073 - pyskl - INFO - Epoch(val) [51][3718] top1_acc: 0.7669, top5_acc: 0.9531 +2025-06-28 15:28:10,827 - pyskl - INFO - Epoch [52][100/3405] lr: 1.852e-02, eta: 1 day, 19:30:02, time: 0.697, data_time: 0.237, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 3.4337, loss: 3.4337 +2025-06-28 15:28:56,817 - pyskl - INFO - Epoch [52][200/3405] lr: 1.851e-02, eta: 1 day, 19:29:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9825, loss_cls: 3.3614, loss: 3.3614 +2025-06-28 15:29:42,938 - pyskl - INFO - Epoch [52][300/3405] lr: 1.850e-02, eta: 1 day, 19:28:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.5394, loss: 3.5394 +2025-06-28 15:30:29,029 - pyskl - INFO - Epoch [52][400/3405] lr: 1.850e-02, eta: 1 day, 19:27:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.4204, loss: 3.4204 +2025-06-28 15:31:15,314 - pyskl - INFO - Epoch [52][500/3405] lr: 1.849e-02, eta: 1 day, 19:26:54, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 3.3416, loss: 3.3416 +2025-06-28 15:32:01,325 - pyskl - INFO - Epoch [52][600/3405] lr: 1.848e-02, eta: 1 day, 19:26:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 3.3967, loss: 3.3967 +2025-06-28 15:32:47,241 - pyskl - INFO - Epoch [52][700/3405] lr: 1.847e-02, eta: 1 day, 19:25:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.3169, loss: 3.3169 +2025-06-28 15:33:33,278 - pyskl - INFO - Epoch [52][800/3405] lr: 1.847e-02, eta: 1 day, 19:24:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 3.4900, loss: 3.4900 +2025-06-28 15:34:19,319 - pyskl - INFO - Epoch [52][900/3405] lr: 1.846e-02, eta: 1 day, 19:23:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 3.4110, loss: 3.4110 +2025-06-28 15:35:05,424 - pyskl - INFO - Epoch [52][1000/3405] lr: 1.845e-02, eta: 1 day, 19:22:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.4138, loss: 3.4138 +2025-06-28 15:35:51,430 - pyskl - INFO - Epoch [52][1100/3405] lr: 1.845e-02, eta: 1 day, 19:22:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 3.5513, loss: 3.5513 +2025-06-28 15:36:37,374 - pyskl - INFO - Epoch [52][1200/3405] lr: 1.844e-02, eta: 1 day, 19:21:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9663, loss_cls: 3.6001, loss: 3.6001 +2025-06-28 15:37:23,384 - pyskl - INFO - Epoch [52][1300/3405] lr: 1.843e-02, eta: 1 day, 19:20:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 3.5096, loss: 3.5096 +2025-06-28 15:38:09,413 - pyskl - INFO - Epoch [52][1400/3405] lr: 1.843e-02, eta: 1 day, 19:19:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.4170, loss: 3.4170 +2025-06-28 15:38:55,547 - pyskl - INFO - Epoch [52][1500/3405] lr: 1.842e-02, eta: 1 day, 19:19:00, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 3.5064, loss: 3.5064 +2025-06-28 15:39:41,603 - pyskl - INFO - Epoch [52][1600/3405] lr: 1.841e-02, eta: 1 day, 19:18:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 3.5705, loss: 3.5705 +2025-06-28 15:40:27,699 - pyskl - INFO - Epoch [52][1700/3405] lr: 1.841e-02, eta: 1 day, 19:17:26, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.4413, loss: 3.4413 +2025-06-28 15:41:13,656 - pyskl - INFO - Epoch [52][1800/3405] lr: 1.840e-02, eta: 1 day, 19:16:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 3.3374, loss: 3.3374 +2025-06-28 15:41:59,665 - pyskl - INFO - Epoch [52][1900/3405] lr: 1.839e-02, eta: 1 day, 19:15:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 3.5067, loss: 3.5067 +2025-06-28 15:42:45,664 - pyskl - INFO - Epoch [52][2000/3405] lr: 1.839e-02, eta: 1 day, 19:15:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 3.4424, loss: 3.4424 +2025-06-28 15:43:31,634 - pyskl - INFO - Epoch [52][2100/3405] lr: 1.838e-02, eta: 1 day, 19:14:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 3.4979, loss: 3.4979 +2025-06-28 15:44:17,677 - pyskl - INFO - Epoch [52][2200/3405] lr: 1.837e-02, eta: 1 day, 19:13:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9594, loss_cls: 3.4643, loss: 3.4643 +2025-06-28 15:45:03,664 - pyskl - INFO - Epoch [52][2300/3405] lr: 1.837e-02, eta: 1 day, 19:12:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 3.5982, loss: 3.5982 +2025-06-28 15:45:49,598 - pyskl - INFO - Epoch [52][2400/3405] lr: 1.836e-02, eta: 1 day, 19:11:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 3.4841, loss: 3.4841 +2025-06-28 15:46:35,597 - pyskl - INFO - Epoch [52][2500/3405] lr: 1.835e-02, eta: 1 day, 19:11:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 3.5081, loss: 3.5081 +2025-06-28 15:47:21,511 - pyskl - INFO - Epoch [52][2600/3405] lr: 1.835e-02, eta: 1 day, 19:10:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 3.4960, loss: 3.4960 +2025-06-28 15:48:07,511 - pyskl - INFO - Epoch [52][2700/3405] lr: 1.834e-02, eta: 1 day, 19:09:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 3.4756, loss: 3.4756 +2025-06-28 15:48:53,654 - pyskl - INFO - Epoch [52][2800/3405] lr: 1.833e-02, eta: 1 day, 19:08:45, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9650, loss_cls: 3.4510, loss: 3.4510 +2025-06-28 15:49:39,755 - pyskl - INFO - Epoch [52][2900/3405] lr: 1.833e-02, eta: 1 day, 19:07:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 3.4805, loss: 3.4805 +2025-06-28 15:50:25,770 - pyskl - INFO - Epoch [52][3000/3405] lr: 1.832e-02, eta: 1 day, 19:07:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 3.5632, loss: 3.5632 +2025-06-28 15:51:11,885 - pyskl - INFO - Epoch [52][3100/3405] lr: 1.831e-02, eta: 1 day, 19:06:23, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 3.5302, loss: 3.5302 +2025-06-28 15:51:57,786 - pyskl - INFO - Epoch [52][3200/3405] lr: 1.831e-02, eta: 1 day, 19:05:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 3.4565, loss: 3.4565 +2025-06-28 15:52:43,661 - pyskl - INFO - Epoch [52][3300/3405] lr: 1.830e-02, eta: 1 day, 19:04:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.5051, loss: 3.5051 +2025-06-28 15:53:29,862 - pyskl - INFO - Epoch [52][3400/3405] lr: 1.829e-02, eta: 1 day, 19:04:01, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 3.6213, loss: 3.6213 +2025-06-28 15:53:32,564 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-06-28 15:57:45,114 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 15:57:45,659 - pyskl - INFO - +top1_acc 0.7759 +top5_acc 0.9526 +2025-06-28 15:57:45,680 - pyskl - INFO - Epoch(val) [52][3718] top1_acc: 0.7759, top5_acc: 0.9526 +2025-06-28 15:58:55,398 - pyskl - INFO - Epoch [53][100/3405] lr: 1.828e-02, eta: 1 day, 19:03:52, time: 0.697, data_time: 0.237, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 3.2593, loss: 3.2593 +2025-06-28 15:59:41,530 - pyskl - INFO - Epoch [53][200/3405] lr: 1.828e-02, eta: 1 day, 19:03:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.4859, loss: 3.4859 +2025-06-28 16:00:27,657 - pyskl - INFO - Epoch [53][300/3405] lr: 1.827e-02, eta: 1 day, 19:02:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9650, loss_cls: 3.3053, loss: 3.3053 +2025-06-28 16:01:14,035 - pyskl - INFO - Epoch [53][400/3405] lr: 1.826e-02, eta: 1 day, 19:01:31, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 3.4512, loss: 3.4512 +2025-06-28 16:02:00,077 - pyskl - INFO - Epoch [53][500/3405] lr: 1.826e-02, eta: 1 day, 19:00:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 3.4635, loss: 3.4635 +2025-06-28 16:02:46,134 - pyskl - INFO - Epoch [53][600/3405] lr: 1.825e-02, eta: 1 day, 18:59:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 3.2958, loss: 3.2958 +2025-06-28 16:03:32,144 - pyskl - INFO - Epoch [53][700/3405] lr: 1.824e-02, eta: 1 day, 18:59:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.4328, loss: 3.4328 +2025-06-28 16:04:18,170 - pyskl - INFO - Epoch [53][800/3405] lr: 1.824e-02, eta: 1 day, 18:58:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.5461, loss: 3.5461 +2025-06-28 16:05:04,223 - pyskl - INFO - Epoch [53][900/3405] lr: 1.823e-02, eta: 1 day, 18:57:35, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 3.4633, loss: 3.4633 +2025-06-28 16:05:50,220 - pyskl - INFO - Epoch [53][1000/3405] lr: 1.822e-02, eta: 1 day, 18:56:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.3244, loss: 3.3244 +2025-06-28 16:06:36,202 - pyskl - INFO - Epoch [53][1100/3405] lr: 1.822e-02, eta: 1 day, 18:56:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.4762, loss: 3.4762 +2025-06-28 16:07:22,165 - pyskl - INFO - Epoch [53][1200/3405] lr: 1.821e-02, eta: 1 day, 18:55:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 3.4892, loss: 3.4892 +2025-06-28 16:08:08,113 - pyskl - INFO - Epoch [53][1300/3405] lr: 1.820e-02, eta: 1 day, 18:54:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.5504, loss: 3.5504 +2025-06-28 16:08:54,133 - pyskl - INFO - Epoch [53][1400/3405] lr: 1.820e-02, eta: 1 day, 18:53:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9762, loss_cls: 3.4612, loss: 3.4612 +2025-06-28 16:09:40,083 - pyskl - INFO - Epoch [53][1500/3405] lr: 1.819e-02, eta: 1 day, 18:52:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.3653, loss: 3.3653 +2025-06-28 16:10:26,087 - pyskl - INFO - Epoch [53][1600/3405] lr: 1.818e-02, eta: 1 day, 18:52:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 3.5955, loss: 3.5955 +2025-06-28 16:11:11,985 - pyskl - INFO - Epoch [53][1700/3405] lr: 1.818e-02, eta: 1 day, 18:51:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 3.4655, loss: 3.4655 +2025-06-28 16:11:57,898 - pyskl - INFO - Epoch [53][1800/3405] lr: 1.817e-02, eta: 1 day, 18:50:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9719, loss_cls: 3.5050, loss: 3.5050 +2025-06-28 16:12:43,786 - pyskl - INFO - Epoch [53][1900/3405] lr: 1.816e-02, eta: 1 day, 18:49:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.4787, loss: 3.4787 +2025-06-28 16:13:29,697 - pyskl - INFO - Epoch [53][2000/3405] lr: 1.815e-02, eta: 1 day, 18:48:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.4222, loss: 3.4222 +2025-06-28 16:14:15,625 - pyskl - INFO - Epoch [53][2100/3405] lr: 1.815e-02, eta: 1 day, 18:48:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 3.4711, loss: 3.4711 +2025-06-28 16:15:01,762 - pyskl - INFO - Epoch [53][2200/3405] lr: 1.814e-02, eta: 1 day, 18:47:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9650, loss_cls: 3.4868, loss: 3.4868 +2025-06-28 16:15:48,017 - pyskl - INFO - Epoch [53][2300/3405] lr: 1.813e-02, eta: 1 day, 18:46:31, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.4245, loss: 3.4245 +2025-06-28 16:16:33,892 - pyskl - INFO - Epoch [53][2400/3405] lr: 1.813e-02, eta: 1 day, 18:45:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.3767, loss: 3.3767 +2025-06-28 16:17:19,823 - pyskl - INFO - Epoch [53][2500/3405] lr: 1.812e-02, eta: 1 day, 18:44:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9781, loss_cls: 3.3642, loss: 3.3642 +2025-06-28 16:18:05,743 - pyskl - INFO - Epoch [53][2600/3405] lr: 1.811e-02, eta: 1 day, 18:44:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9606, loss_cls: 3.4796, loss: 3.4796 +2025-06-28 16:18:51,695 - pyskl - INFO - Epoch [53][2700/3405] lr: 1.811e-02, eta: 1 day, 18:43:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 3.3779, loss: 3.3779 +2025-06-28 16:19:37,780 - pyskl - INFO - Epoch [53][2800/3405] lr: 1.810e-02, eta: 1 day, 18:42:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 3.5309, loss: 3.5309 +2025-06-28 16:20:23,771 - pyskl - INFO - Epoch [53][2900/3405] lr: 1.809e-02, eta: 1 day, 18:41:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9775, loss_cls: 3.4171, loss: 3.4171 +2025-06-28 16:21:09,712 - pyskl - INFO - Epoch [53][3000/3405] lr: 1.809e-02, eta: 1 day, 18:41:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 3.5964, loss: 3.5964 +2025-06-28 16:21:55,675 - pyskl - INFO - Epoch [53][3100/3405] lr: 1.808e-02, eta: 1 day, 18:40:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 3.3842, loss: 3.3842 +2025-06-28 16:22:41,657 - pyskl - INFO - Epoch [53][3200/3405] lr: 1.807e-02, eta: 1 day, 18:39:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9637, loss_cls: 3.4053, loss: 3.4053 +2025-06-28 16:23:27,590 - pyskl - INFO - Epoch [53][3300/3405] lr: 1.807e-02, eta: 1 day, 18:38:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 3.3970, loss: 3.3970 +2025-06-28 16:24:13,480 - pyskl - INFO - Epoch [53][3400/3405] lr: 1.806e-02, eta: 1 day, 18:37:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 3.5397, loss: 3.5397 +2025-06-28 16:24:16,109 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-06-28 16:28:27,266 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 16:28:27,802 - pyskl - INFO - +top1_acc 0.7552 +top5_acc 0.9468 +2025-06-28 16:28:27,823 - pyskl - INFO - Epoch(val) [53][3718] top1_acc: 0.7552, top5_acc: 0.9468 +2025-06-28 16:29:36,190 - pyskl - INFO - Epoch [54][100/3405] lr: 1.805e-02, eta: 1 day, 18:37:37, time: 0.684, data_time: 0.228, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.4685, loss: 3.4685 +2025-06-28 16:30:21,861 - pyskl - INFO - Epoch [54][200/3405] lr: 1.804e-02, eta: 1 day, 18:36:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 3.4529, loss: 3.4529 +2025-06-28 16:31:07,534 - pyskl - INFO - Epoch [54][300/3405] lr: 1.804e-02, eta: 1 day, 18:36:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.4011, loss: 3.4011 +2025-06-28 16:31:53,131 - pyskl - INFO - Epoch [54][400/3405] lr: 1.803e-02, eta: 1 day, 18:35:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 3.3851, loss: 3.3851 +2025-06-28 16:32:38,773 - pyskl - INFO - Epoch [54][500/3405] lr: 1.802e-02, eta: 1 day, 18:34:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 3.2962, loss: 3.2962 +2025-06-28 16:33:24,352 - pyskl - INFO - Epoch [54][600/3405] lr: 1.802e-02, eta: 1 day, 18:33:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 3.3283, loss: 3.3283 +2025-06-28 16:34:09,962 - pyskl - INFO - Epoch [54][700/3405] lr: 1.801e-02, eta: 1 day, 18:32:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9719, loss_cls: 3.5620, loss: 3.5620 +2025-06-28 16:34:55,749 - pyskl - INFO - Epoch [54][800/3405] lr: 1.800e-02, eta: 1 day, 18:32:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 3.3769, loss: 3.3769 +2025-06-28 16:35:41,505 - pyskl - INFO - Epoch [54][900/3405] lr: 1.800e-02, eta: 1 day, 18:31:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 3.3434, loss: 3.3434 +2025-06-28 16:36:27,070 - pyskl - INFO - Epoch [54][1000/3405] lr: 1.799e-02, eta: 1 day, 18:30:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.3844, loss: 3.3844 +2025-06-28 16:37:12,808 - pyskl - INFO - Epoch [54][1100/3405] lr: 1.798e-02, eta: 1 day, 18:29:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 3.5103, loss: 3.5103 +2025-06-28 16:37:58,562 - pyskl - INFO - Epoch [54][1200/3405] lr: 1.798e-02, eta: 1 day, 18:28:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 3.4538, loss: 3.4538 +2025-06-28 16:38:44,169 - pyskl - INFO - Epoch [54][1300/3405] lr: 1.797e-02, eta: 1 day, 18:28:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.4451, loss: 3.4451 +2025-06-28 16:39:29,812 - pyskl - INFO - Epoch [54][1400/3405] lr: 1.796e-02, eta: 1 day, 18:27:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9681, loss_cls: 3.3535, loss: 3.3535 +2025-06-28 16:40:15,402 - pyskl - INFO - Epoch [54][1500/3405] lr: 1.795e-02, eta: 1 day, 18:26:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 3.3287, loss: 3.3287 +2025-06-28 16:41:01,072 - pyskl - INFO - Epoch [54][1600/3405] lr: 1.795e-02, eta: 1 day, 18:25:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.5207, loss: 3.5207 +2025-06-28 16:41:46,703 - pyskl - INFO - Epoch [54][1700/3405] lr: 1.794e-02, eta: 1 day, 18:24:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.3603, loss: 3.3603 +2025-06-28 16:42:32,469 - pyskl - INFO - Epoch [54][1800/3405] lr: 1.793e-02, eta: 1 day, 18:24:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.4379, loss: 3.4379 +2025-06-28 16:43:18,225 - pyskl - INFO - Epoch [54][1900/3405] lr: 1.793e-02, eta: 1 day, 18:23:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 3.4008, loss: 3.4008 +2025-06-28 16:44:03,927 - pyskl - INFO - Epoch [54][2000/3405] lr: 1.792e-02, eta: 1 day, 18:22:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.4720, loss: 3.4720 +2025-06-28 16:44:49,865 - pyskl - INFO - Epoch [54][2100/3405] lr: 1.791e-02, eta: 1 day, 18:21:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 3.4298, loss: 3.4298 +2025-06-28 16:45:35,777 - pyskl - INFO - Epoch [54][2200/3405] lr: 1.791e-02, eta: 1 day, 18:20:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 3.4164, loss: 3.4164 +2025-06-28 16:46:21,575 - pyskl - INFO - Epoch [54][2300/3405] lr: 1.790e-02, eta: 1 day, 18:20:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 3.4977, loss: 3.4977 +2025-06-28 16:47:07,457 - pyskl - INFO - Epoch [54][2400/3405] lr: 1.789e-02, eta: 1 day, 18:19:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 3.6194, loss: 3.6194 +2025-06-28 16:47:53,340 - pyskl - INFO - Epoch [54][2500/3405] lr: 1.789e-02, eta: 1 day, 18:18:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9619, loss_cls: 3.4127, loss: 3.4127 +2025-06-28 16:48:39,110 - pyskl - INFO - Epoch [54][2600/3405] lr: 1.788e-02, eta: 1 day, 18:17:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 3.4301, loss: 3.4301 +2025-06-28 16:49:24,965 - pyskl - INFO - Epoch [54][2700/3405] lr: 1.787e-02, eta: 1 day, 18:16:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.4366, loss: 3.4366 +2025-06-28 16:50:10,807 - pyskl - INFO - Epoch [54][2800/3405] lr: 1.786e-02, eta: 1 day, 18:16:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9694, loss_cls: 3.5171, loss: 3.5171 +2025-06-28 16:50:56,545 - pyskl - INFO - Epoch [54][2900/3405] lr: 1.786e-02, eta: 1 day, 18:15:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 3.4399, loss: 3.4399 +2025-06-28 16:51:42,385 - pyskl - INFO - Epoch [54][3000/3405] lr: 1.785e-02, eta: 1 day, 18:14:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9656, loss_cls: 3.5391, loss: 3.5391 +2025-06-28 16:52:28,165 - pyskl - INFO - Epoch [54][3100/3405] lr: 1.784e-02, eta: 1 day, 18:13:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 3.4183, loss: 3.4183 +2025-06-28 16:53:14,019 - pyskl - INFO - Epoch [54][3200/3405] lr: 1.784e-02, eta: 1 day, 18:12:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.5243, loss: 3.5243 +2025-06-28 16:53:59,805 - pyskl - INFO - Epoch [54][3300/3405] lr: 1.783e-02, eta: 1 day, 18:12:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9738, loss_cls: 3.3910, loss: 3.3910 +2025-06-28 16:54:45,536 - pyskl - INFO - Epoch [54][3400/3405] lr: 1.782e-02, eta: 1 day, 18:11:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 3.5061, loss: 3.5061 +2025-06-28 16:54:48,250 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-06-28 16:59:02,141 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 16:59:02,687 - pyskl - INFO - +top1_acc 0.7789 +top5_acc 0.9550 +2025-06-28 16:59:02,708 - pyskl - INFO - Epoch(val) [54][3718] top1_acc: 0.7789, top5_acc: 0.9550 +2025-06-28 17:00:11,142 - pyskl - INFO - Epoch [55][100/3405] lr: 1.782e-02, eta: 1 day, 18:11:06, time: 0.684, data_time: 0.228, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.2888, loss: 3.2888 +2025-06-28 17:00:56,840 - pyskl - INFO - Epoch [55][200/3405] lr: 1.781e-02, eta: 1 day, 18:10:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 3.2960, loss: 3.2960 +2025-06-28 17:01:42,535 - pyskl - INFO - Epoch [55][300/3405] lr: 1.780e-02, eta: 1 day, 18:09:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9700, loss_cls: 3.3987, loss: 3.3987 +2025-06-28 17:02:28,131 - pyskl - INFO - Epoch [55][400/3405] lr: 1.779e-02, eta: 1 day, 18:08:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.3195, loss: 3.3195 +2025-06-28 17:03:13,761 - pyskl - INFO - Epoch [55][500/3405] lr: 1.779e-02, eta: 1 day, 18:07:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9725, loss_cls: 3.4133, loss: 3.4133 +2025-06-28 17:03:59,407 - pyskl - INFO - Epoch [55][600/3405] lr: 1.778e-02, eta: 1 day, 18:07:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 3.4288, loss: 3.4288 +2025-06-28 17:04:45,000 - pyskl - INFO - Epoch [55][700/3405] lr: 1.777e-02, eta: 1 day, 18:06:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 3.4269, loss: 3.4269 +2025-06-28 17:05:30,599 - pyskl - INFO - Epoch [55][800/3405] lr: 1.777e-02, eta: 1 day, 18:05:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 3.3546, loss: 3.3546 +2025-06-28 17:06:16,258 - pyskl - INFO - Epoch [55][900/3405] lr: 1.776e-02, eta: 1 day, 18:04:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.4541, loss: 3.4541 +2025-06-28 17:07:01,889 - pyskl - INFO - Epoch [55][1000/3405] lr: 1.775e-02, eta: 1 day, 18:03:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 3.4909, loss: 3.4909 +2025-06-28 17:07:47,610 - pyskl - INFO - Epoch [55][1100/3405] lr: 1.775e-02, eta: 1 day, 18:03:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.4226, loss: 3.4226 +2025-06-28 17:08:33,328 - pyskl - INFO - Epoch [55][1200/3405] lr: 1.774e-02, eta: 1 day, 18:02:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.3099, loss: 3.3099 +2025-06-28 17:09:19,010 - pyskl - INFO - Epoch [55][1300/3405] lr: 1.773e-02, eta: 1 day, 18:01:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.3681, loss: 3.3681 +2025-06-28 17:10:04,830 - pyskl - INFO - Epoch [55][1400/3405] lr: 1.772e-02, eta: 1 day, 18:00:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 3.5063, loss: 3.5063 +2025-06-28 17:10:50,850 - pyskl - INFO - Epoch [55][1500/3405] lr: 1.772e-02, eta: 1 day, 17:59:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 3.4947, loss: 3.4947 +2025-06-28 17:11:36,854 - pyskl - INFO - Epoch [55][1600/3405] lr: 1.771e-02, eta: 1 day, 17:59:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 3.3607, loss: 3.3607 +2025-06-28 17:12:22,780 - pyskl - INFO - Epoch [55][1700/3405] lr: 1.770e-02, eta: 1 day, 17:58:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9762, loss_cls: 3.4957, loss: 3.4957 +2025-06-28 17:13:08,621 - pyskl - INFO - Epoch [55][1800/3405] lr: 1.770e-02, eta: 1 day, 17:57:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.5112, loss: 3.5112 +2025-06-28 17:13:54,505 - pyskl - INFO - Epoch [55][1900/3405] lr: 1.769e-02, eta: 1 day, 17:56:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 3.3310, loss: 3.3310 +2025-06-28 17:14:40,396 - pyskl - INFO - Epoch [55][2000/3405] lr: 1.768e-02, eta: 1 day, 17:55:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 3.3464, loss: 3.3464 +2025-06-28 17:15:26,205 - pyskl - INFO - Epoch [55][2100/3405] lr: 1.768e-02, eta: 1 day, 17:55:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 3.3231, loss: 3.3231 +2025-06-28 17:16:11,988 - pyskl - INFO - Epoch [55][2200/3405] lr: 1.767e-02, eta: 1 day, 17:54:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9650, loss_cls: 3.4765, loss: 3.4765 +2025-06-28 17:16:57,703 - pyskl - INFO - Epoch [55][2300/3405] lr: 1.766e-02, eta: 1 day, 17:53:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 3.3957, loss: 3.3957 +2025-06-28 17:17:43,433 - pyskl - INFO - Epoch [55][2400/3405] lr: 1.765e-02, eta: 1 day, 17:52:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 3.4975, loss: 3.4975 +2025-06-28 17:18:29,244 - pyskl - INFO - Epoch [55][2500/3405] lr: 1.765e-02, eta: 1 day, 17:52:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 3.3634, loss: 3.3634 +2025-06-28 17:19:14,967 - pyskl - INFO - Epoch [55][2600/3405] lr: 1.764e-02, eta: 1 day, 17:51:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 3.4164, loss: 3.4164 +2025-06-28 17:20:00,680 - pyskl - INFO - Epoch [55][2700/3405] lr: 1.763e-02, eta: 1 day, 17:50:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.3573, loss: 3.3573 +2025-06-28 17:20:46,458 - pyskl - INFO - Epoch [55][2800/3405] lr: 1.763e-02, eta: 1 day, 17:49:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 3.4713, loss: 3.4713 +2025-06-28 17:21:32,329 - pyskl - INFO - Epoch [55][2900/3405] lr: 1.762e-02, eta: 1 day, 17:48:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9631, loss_cls: 3.4152, loss: 3.4152 +2025-06-28 17:22:18,162 - pyskl - INFO - Epoch [55][3000/3405] lr: 1.761e-02, eta: 1 day, 17:48:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9694, loss_cls: 3.5289, loss: 3.5289 +2025-06-28 17:23:03,844 - pyskl - INFO - Epoch [55][3100/3405] lr: 1.761e-02, eta: 1 day, 17:47:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 3.5137, loss: 3.5137 +2025-06-28 17:23:49,523 - pyskl - INFO - Epoch [55][3200/3405] lr: 1.760e-02, eta: 1 day, 17:46:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 3.2444, loss: 3.2444 +2025-06-28 17:24:35,209 - pyskl - INFO - Epoch [55][3300/3405] lr: 1.759e-02, eta: 1 day, 17:45:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9794, loss_cls: 3.3866, loss: 3.3866 +2025-06-28 17:25:20,939 - pyskl - INFO - Epoch [55][3400/3405] lr: 1.758e-02, eta: 1 day, 17:44:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.3919, loss: 3.3919 +2025-06-28 17:25:23,589 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-06-28 17:44:31,069 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 17:44:31,621 - pyskl - INFO - +top1_acc 0.7928 +top5_acc 0.9594 +2025-06-28 17:44:31,642 - pyskl - INFO - Epoch(val) [55][3718] top1_acc: 0.7928, top5_acc: 0.9594 +2025-06-28 17:45:40,735 - pyskl - INFO - Epoch [56][100/3405] lr: 1.758e-02, eta: 1 day, 17:44:37, time: 0.691, data_time: 0.231, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 3.2688, loss: 3.2688 +2025-06-28 17:46:26,540 - pyskl - INFO - Epoch [56][200/3405] lr: 1.757e-02, eta: 1 day, 17:43:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.2058, loss: 3.2058 +2025-06-28 17:47:12,440 - pyskl - INFO - Epoch [56][300/3405] lr: 1.756e-02, eta: 1 day, 17:43:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 3.4624, loss: 3.4624 +2025-06-28 17:47:58,273 - pyskl - INFO - Epoch [56][400/3405] lr: 1.756e-02, eta: 1 day, 17:42:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 3.2661, loss: 3.2661 +2025-06-28 17:48:44,104 - pyskl - INFO - Epoch [56][500/3405] lr: 1.755e-02, eta: 1 day, 17:41:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 3.3324, loss: 3.3324 +2025-06-28 17:49:29,783 - pyskl - INFO - Epoch [56][600/3405] lr: 1.754e-02, eta: 1 day, 17:40:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9775, loss_cls: 3.4075, loss: 3.4075 +2025-06-28 17:50:15,413 - pyskl - INFO - Epoch [56][700/3405] lr: 1.754e-02, eta: 1 day, 17:39:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 3.4086, loss: 3.4086 +2025-06-28 17:51:01,092 - pyskl - INFO - Epoch [56][800/3405] lr: 1.753e-02, eta: 1 day, 17:39:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9769, loss_cls: 3.3655, loss: 3.3655 +2025-06-28 17:51:46,821 - pyskl - INFO - Epoch [56][900/3405] lr: 1.752e-02, eta: 1 day, 17:38:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9669, loss_cls: 3.3684, loss: 3.3684 +2025-06-28 17:52:32,577 - pyskl - INFO - Epoch [56][1000/3405] lr: 1.751e-02, eta: 1 day, 17:37:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.3943, loss: 3.3943 +2025-06-28 17:53:18,357 - pyskl - INFO - Epoch [56][1100/3405] lr: 1.751e-02, eta: 1 day, 17:36:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.4265, loss: 3.4265 +2025-06-28 17:54:04,142 - pyskl - INFO - Epoch [56][1200/3405] lr: 1.750e-02, eta: 1 day, 17:35:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9788, loss_cls: 3.4270, loss: 3.4270 +2025-06-28 17:54:49,819 - pyskl - INFO - Epoch [56][1300/3405] lr: 1.749e-02, eta: 1 day, 17:35:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.4548, loss: 3.4548 +2025-06-28 17:55:35,552 - pyskl - INFO - Epoch [56][1400/3405] lr: 1.749e-02, eta: 1 day, 17:34:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9788, loss_cls: 3.3595, loss: 3.3595 +2025-06-28 17:56:21,307 - pyskl - INFO - Epoch [56][1500/3405] lr: 1.748e-02, eta: 1 day, 17:33:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9613, loss_cls: 3.4412, loss: 3.4412 +2025-06-28 17:57:07,115 - pyskl - INFO - Epoch [56][1600/3405] lr: 1.747e-02, eta: 1 day, 17:32:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 3.4356, loss: 3.4356 +2025-06-28 17:57:52,787 - pyskl - INFO - Epoch [56][1700/3405] lr: 1.746e-02, eta: 1 day, 17:31:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 3.3451, loss: 3.3451 +2025-06-28 17:58:38,461 - pyskl - INFO - Epoch [56][1800/3405] lr: 1.746e-02, eta: 1 day, 17:31:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 3.4438, loss: 3.4438 +2025-06-28 17:59:24,177 - pyskl - INFO - Epoch [56][1900/3405] lr: 1.745e-02, eta: 1 day, 17:30:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 3.3249, loss: 3.3249 +2025-06-28 18:00:09,975 - pyskl - INFO - Epoch [56][2000/3405] lr: 1.744e-02, eta: 1 day, 17:29:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 3.3612, loss: 3.3612 +2025-06-28 18:00:55,715 - pyskl - INFO - Epoch [56][2100/3405] lr: 1.744e-02, eta: 1 day, 17:28:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9775, loss_cls: 3.4247, loss: 3.4247 +2025-06-28 18:01:41,524 - pyskl - INFO - Epoch [56][2200/3405] lr: 1.743e-02, eta: 1 day, 17:27:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 3.5097, loss: 3.5097 +2025-06-28 18:02:27,183 - pyskl - INFO - Epoch [56][2300/3405] lr: 1.742e-02, eta: 1 day, 17:27:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9744, loss_cls: 3.3732, loss: 3.3732 +2025-06-28 18:03:12,909 - pyskl - INFO - Epoch [56][2400/3405] lr: 1.742e-02, eta: 1 day, 17:26:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 3.4550, loss: 3.4550 +2025-06-28 18:03:58,566 - pyskl - INFO - Epoch [56][2500/3405] lr: 1.741e-02, eta: 1 day, 17:25:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.4463, loss: 3.4463 +2025-06-28 18:04:44,319 - pyskl - INFO - Epoch [56][2600/3405] lr: 1.740e-02, eta: 1 day, 17:24:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 3.4188, loss: 3.4188 +2025-06-28 18:05:30,135 - pyskl - INFO - Epoch [56][2700/3405] lr: 1.739e-02, eta: 1 day, 17:23:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 3.3958, loss: 3.3958 +2025-06-28 18:06:15,914 - pyskl - INFO - Epoch [56][2800/3405] lr: 1.739e-02, eta: 1 day, 17:23:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 3.3618, loss: 3.3618 +2025-06-28 18:07:01,610 - pyskl - INFO - Epoch [56][2900/3405] lr: 1.738e-02, eta: 1 day, 17:22:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9663, loss_cls: 3.2398, loss: 3.2398 +2025-06-28 18:07:47,358 - pyskl - INFO - Epoch [56][3000/3405] lr: 1.737e-02, eta: 1 day, 17:21:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 3.3828, loss: 3.3828 +2025-06-28 18:08:33,122 - pyskl - INFO - Epoch [56][3100/3405] lr: 1.737e-02, eta: 1 day, 17:20:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.2876, loss: 3.2876 +2025-06-28 18:09:19,046 - pyskl - INFO - Epoch [56][3200/3405] lr: 1.736e-02, eta: 1 day, 17:19:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9756, loss_cls: 3.4166, loss: 3.4166 +2025-06-28 18:10:04,790 - pyskl - INFO - Epoch [56][3300/3405] lr: 1.735e-02, eta: 1 day, 17:19:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.3940, loss: 3.3940 +2025-06-28 18:10:50,830 - pyskl - INFO - Epoch [56][3400/3405] lr: 1.734e-02, eta: 1 day, 17:18:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9694, loss_cls: 3.4997, loss: 3.4997 +2025-06-28 18:10:53,521 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-06-28 18:15:04,680 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 18:15:05,226 - pyskl - INFO - +top1_acc 0.7659 +top5_acc 0.9503 +2025-06-28 18:15:05,247 - pyskl - INFO - Epoch(val) [56][3718] top1_acc: 0.7659, top5_acc: 0.9503 +2025-06-28 18:16:13,761 - pyskl - INFO - Epoch [57][100/3405] lr: 1.734e-02, eta: 1 day, 17:18:09, time: 0.685, data_time: 0.227, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.2699, loss: 3.2699 +2025-06-28 18:16:59,581 - pyskl - INFO - Epoch [57][200/3405] lr: 1.733e-02, eta: 1 day, 17:17:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 3.3443, loss: 3.3443 +2025-06-28 18:17:45,432 - pyskl - INFO - Epoch [57][300/3405] lr: 1.732e-02, eta: 1 day, 17:16:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 3.3527, loss: 3.3527 +2025-06-28 18:18:31,140 - pyskl - INFO - Epoch [57][400/3405] lr: 1.732e-02, eta: 1 day, 17:15:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9637, loss_cls: 3.4147, loss: 3.4147 +2025-06-28 18:19:16,827 - pyskl - INFO - Epoch [57][500/3405] lr: 1.731e-02, eta: 1 day, 17:14:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 3.3927, loss: 3.3927 +2025-06-28 18:20:02,505 - pyskl - INFO - Epoch [57][600/3405] lr: 1.730e-02, eta: 1 day, 17:14:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9731, loss_cls: 3.3095, loss: 3.3095 +2025-06-28 18:20:48,184 - pyskl - INFO - Epoch [57][700/3405] lr: 1.729e-02, eta: 1 day, 17:13:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9681, loss_cls: 3.3066, loss: 3.3066 +2025-06-28 18:21:33,923 - pyskl - INFO - Epoch [57][800/3405] lr: 1.729e-02, eta: 1 day, 17:12:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 3.3524, loss: 3.3524 +2025-06-28 18:22:19,844 - pyskl - INFO - Epoch [57][900/3405] lr: 1.728e-02, eta: 1 day, 17:11:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 3.5271, loss: 3.5271 +2025-06-28 18:23:05,716 - pyskl - INFO - Epoch [57][1000/3405] lr: 1.727e-02, eta: 1 day, 17:11:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 3.3303, loss: 3.3303 +2025-06-28 18:23:51,425 - pyskl - INFO - Epoch [57][1100/3405] lr: 1.727e-02, eta: 1 day, 17:10:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.3501, loss: 3.3501 +2025-06-28 18:24:37,155 - pyskl - INFO - Epoch [57][1200/3405] lr: 1.726e-02, eta: 1 day, 17:09:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 3.3229, loss: 3.3229 +2025-06-28 18:25:22,850 - pyskl - INFO - Epoch [57][1300/3405] lr: 1.725e-02, eta: 1 day, 17:08:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 3.3820, loss: 3.3820 +2025-06-28 18:26:08,587 - pyskl - INFO - Epoch [57][1400/3405] lr: 1.724e-02, eta: 1 day, 17:07:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 3.3797, loss: 3.3797 +2025-06-28 18:26:54,322 - pyskl - INFO - Epoch [57][1500/3405] lr: 1.724e-02, eta: 1 day, 17:07:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 3.3123, loss: 3.3123 +2025-06-28 18:27:40,048 - pyskl - INFO - Epoch [57][1600/3405] lr: 1.723e-02, eta: 1 day, 17:06:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 3.4689, loss: 3.4689 +2025-06-28 18:28:25,708 - pyskl - INFO - Epoch [57][1700/3405] lr: 1.722e-02, eta: 1 day, 17:05:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.3525, loss: 3.3525 +2025-06-28 18:29:11,391 - pyskl - INFO - Epoch [57][1800/3405] lr: 1.722e-02, eta: 1 day, 17:04:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 3.4347, loss: 3.4347 +2025-06-28 18:29:57,289 - pyskl - INFO - Epoch [57][1900/3405] lr: 1.721e-02, eta: 1 day, 17:03:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9738, loss_cls: 3.3788, loss: 3.3788 +2025-06-28 18:30:43,089 - pyskl - INFO - Epoch [57][2000/3405] lr: 1.720e-02, eta: 1 day, 17:03:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.3253, loss: 3.3253 +2025-06-28 18:31:28,841 - pyskl - INFO - Epoch [57][2100/3405] lr: 1.719e-02, eta: 1 day, 17:02:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 3.4119, loss: 3.4119 +2025-06-28 18:32:14,578 - pyskl - INFO - Epoch [57][2200/3405] lr: 1.719e-02, eta: 1 day, 17:01:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9800, loss_cls: 3.3021, loss: 3.3021 +2025-06-28 18:33:00,280 - pyskl - INFO - Epoch [57][2300/3405] lr: 1.718e-02, eta: 1 day, 17:00:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 3.3832, loss: 3.3832 +2025-06-28 18:33:45,957 - pyskl - INFO - Epoch [57][2400/3405] lr: 1.717e-02, eta: 1 day, 16:59:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 3.3840, loss: 3.3840 +2025-06-28 18:34:31,790 - pyskl - INFO - Epoch [57][2500/3405] lr: 1.717e-02, eta: 1 day, 16:59:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 3.4221, loss: 3.4221 +2025-06-28 18:35:17,832 - pyskl - INFO - Epoch [57][2600/3405] lr: 1.716e-02, eta: 1 day, 16:58:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 3.3674, loss: 3.3674 +2025-06-28 18:36:03,577 - pyskl - INFO - Epoch [57][2700/3405] lr: 1.715e-02, eta: 1 day, 16:57:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.3856, loss: 3.3856 +2025-06-28 18:36:49,449 - pyskl - INFO - Epoch [57][2800/3405] lr: 1.714e-02, eta: 1 day, 16:56:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 3.4611, loss: 3.4611 +2025-06-28 18:37:35,273 - pyskl - INFO - Epoch [57][2900/3405] lr: 1.714e-02, eta: 1 day, 16:55:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.3349, loss: 3.3349 +2025-06-28 18:38:21,144 - pyskl - INFO - Epoch [57][3000/3405] lr: 1.713e-02, eta: 1 day, 16:55:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 3.3555, loss: 3.3555 +2025-06-28 18:39:06,917 - pyskl - INFO - Epoch [57][3100/3405] lr: 1.712e-02, eta: 1 day, 16:54:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 3.5034, loss: 3.5034 +2025-06-28 18:39:52,921 - pyskl - INFO - Epoch [57][3200/3405] lr: 1.712e-02, eta: 1 day, 16:53:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 3.3900, loss: 3.3900 +2025-06-28 18:40:38,674 - pyskl - INFO - Epoch [57][3300/3405] lr: 1.711e-02, eta: 1 day, 16:52:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.2918, loss: 3.2918 +2025-06-28 18:41:24,403 - pyskl - INFO - Epoch [57][3400/3405] lr: 1.710e-02, eta: 1 day, 16:51:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.3435, loss: 3.3435 +2025-06-28 18:41:27,043 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-06-28 18:45:39,212 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 18:45:39,759 - pyskl - INFO - +top1_acc 0.7822 +top5_acc 0.9554 +2025-06-28 18:45:39,781 - pyskl - INFO - Epoch(val) [57][3718] top1_acc: 0.7822, top5_acc: 0.9554 +2025-06-28 18:46:48,500 - pyskl - INFO - Epoch [58][100/3405] lr: 1.709e-02, eta: 1 day, 16:51:41, time: 0.687, data_time: 0.227, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9694, loss_cls: 3.3627, loss: 3.3627 +2025-06-28 18:47:34,427 - pyskl - INFO - Epoch [58][200/3405] lr: 1.709e-02, eta: 1 day, 16:50:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.3450, loss: 3.3450 +2025-06-28 18:48:20,409 - pyskl - INFO - Epoch [58][300/3405] lr: 1.708e-02, eta: 1 day, 16:50:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.2269, loss: 3.2269 +2025-06-28 18:49:06,204 - pyskl - INFO - Epoch [58][400/3405] lr: 1.707e-02, eta: 1 day, 16:49:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 3.2628, loss: 3.2628 +2025-06-28 18:49:51,987 - pyskl - INFO - Epoch [58][500/3405] lr: 1.707e-02, eta: 1 day, 16:48:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 3.4079, loss: 3.4079 +2025-06-28 18:50:37,736 - pyskl - INFO - Epoch [58][600/3405] lr: 1.706e-02, eta: 1 day, 16:47:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 3.4409, loss: 3.4409 +2025-06-28 18:51:23,549 - pyskl - INFO - Epoch [58][700/3405] lr: 1.705e-02, eta: 1 day, 16:46:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.3557, loss: 3.3557 +2025-06-28 18:52:09,285 - pyskl - INFO - Epoch [58][800/3405] lr: 1.704e-02, eta: 1 day, 16:46:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 3.2980, loss: 3.2980 +2025-06-28 18:52:54,930 - pyskl - INFO - Epoch [58][900/3405] lr: 1.704e-02, eta: 1 day, 16:45:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 3.5136, loss: 3.5136 +2025-06-28 18:53:40,536 - pyskl - INFO - Epoch [58][1000/3405] lr: 1.703e-02, eta: 1 day, 16:44:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 3.3842, loss: 3.3842 +2025-06-28 18:54:26,102 - pyskl - INFO - Epoch [58][1100/3405] lr: 1.702e-02, eta: 1 day, 16:43:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.2661, loss: 3.2661 +2025-06-28 18:55:11,695 - pyskl - INFO - Epoch [58][1200/3405] lr: 1.702e-02, eta: 1 day, 16:42:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 3.3681, loss: 3.3681 +2025-06-28 18:55:57,328 - pyskl - INFO - Epoch [58][1300/3405] lr: 1.701e-02, eta: 1 day, 16:42:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9819, loss_cls: 3.2386, loss: 3.2386 +2025-06-28 18:56:42,873 - pyskl - INFO - Epoch [58][1400/3405] lr: 1.700e-02, eta: 1 day, 16:41:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.4044, loss: 3.4044 +2025-06-28 18:57:28,451 - pyskl - INFO - Epoch [58][1500/3405] lr: 1.699e-02, eta: 1 day, 16:40:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 3.2282, loss: 3.2282 +2025-06-28 18:58:14,080 - pyskl - INFO - Epoch [58][1600/3405] lr: 1.699e-02, eta: 1 day, 16:39:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 3.4065, loss: 3.4065 +2025-06-28 18:58:59,767 - pyskl - INFO - Epoch [58][1700/3405] lr: 1.698e-02, eta: 1 day, 16:38:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.3822, loss: 3.3822 +2025-06-28 18:59:45,455 - pyskl - INFO - Epoch [58][1800/3405] lr: 1.697e-02, eta: 1 day, 16:38:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.3865, loss: 3.3865 +2025-06-28 19:00:31,172 - pyskl - INFO - Epoch [58][1900/3405] lr: 1.697e-02, eta: 1 day, 16:37:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 3.4965, loss: 3.4965 +2025-06-28 19:01:16,841 - pyskl - INFO - Epoch [58][2000/3405] lr: 1.696e-02, eta: 1 day, 16:36:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.3203, loss: 3.3203 +2025-06-28 19:02:02,503 - pyskl - INFO - Epoch [58][2100/3405] lr: 1.695e-02, eta: 1 day, 16:35:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.3854, loss: 3.3854 +2025-06-28 19:02:48,180 - pyskl - INFO - Epoch [58][2200/3405] lr: 1.694e-02, eta: 1 day, 16:35:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9781, loss_cls: 3.4104, loss: 3.4104 +2025-06-28 19:03:33,789 - pyskl - INFO - Epoch [58][2300/3405] lr: 1.694e-02, eta: 1 day, 16:34:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.4195, loss: 3.4195 +2025-06-28 19:04:19,410 - pyskl - INFO - Epoch [58][2400/3405] lr: 1.693e-02, eta: 1 day, 16:33:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 3.2069, loss: 3.2069 +2025-06-28 19:05:05,015 - pyskl - INFO - Epoch [58][2500/3405] lr: 1.692e-02, eta: 1 day, 16:32:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9594, loss_cls: 3.5691, loss: 3.5691 +2025-06-28 19:05:50,446 - pyskl - INFO - Epoch [58][2600/3405] lr: 1.692e-02, eta: 1 day, 16:31:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.4053, loss: 3.4053 +2025-06-28 19:06:36,053 - pyskl - INFO - Epoch [58][2700/3405] lr: 1.691e-02, eta: 1 day, 16:31:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9675, loss_cls: 3.3699, loss: 3.3699 +2025-06-28 19:07:21,583 - pyskl - INFO - Epoch [58][2800/3405] lr: 1.690e-02, eta: 1 day, 16:30:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 3.4730, loss: 3.4730 +2025-06-28 19:08:07,172 - pyskl - INFO - Epoch [58][2900/3405] lr: 1.689e-02, eta: 1 day, 16:29:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9663, loss_cls: 3.4822, loss: 3.4822 +2025-06-28 19:08:52,687 - pyskl - INFO - Epoch [58][3000/3405] lr: 1.689e-02, eta: 1 day, 16:28:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 3.5568, loss: 3.5568 +2025-06-28 19:09:38,353 - pyskl - INFO - Epoch [58][3100/3405] lr: 1.688e-02, eta: 1 day, 16:27:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 3.4313, loss: 3.4313 +2025-06-28 19:10:24,023 - pyskl - INFO - Epoch [58][3200/3405] lr: 1.687e-02, eta: 1 day, 16:27:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 3.3090, loss: 3.3090 +2025-06-28 19:11:09,653 - pyskl - INFO - Epoch [58][3300/3405] lr: 1.686e-02, eta: 1 day, 16:26:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 3.2952, loss: 3.2952 +2025-06-28 19:11:55,332 - pyskl - INFO - Epoch [58][3400/3405] lr: 1.686e-02, eta: 1 day, 16:25:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 3.3218, loss: 3.3218 +2025-06-28 19:11:57,959 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-06-28 19:16:08,498 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 19:16:09,034 - pyskl - INFO - +top1_acc 0.7604 +top5_acc 0.9489 +2025-06-28 19:16:09,055 - pyskl - INFO - Epoch(val) [58][3718] top1_acc: 0.7604, top5_acc: 0.9489 +2025-06-28 19:17:17,212 - pyskl - INFO - Epoch [59][100/3405] lr: 1.685e-02, eta: 1 day, 16:25:08, time: 0.682, data_time: 0.224, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.4299, loss: 3.4299 +2025-06-28 19:18:02,913 - pyskl - INFO - Epoch [59][200/3405] lr: 1.684e-02, eta: 1 day, 16:24:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.3117, loss: 3.3117 +2025-06-28 19:18:48,674 - pyskl - INFO - Epoch [59][300/3405] lr: 1.684e-02, eta: 1 day, 16:23:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 3.2506, loss: 3.2506 +2025-06-28 19:19:34,586 - pyskl - INFO - Epoch [59][400/3405] lr: 1.683e-02, eta: 1 day, 16:22:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9744, loss_cls: 3.2381, loss: 3.2381 +2025-06-28 19:20:20,510 - pyskl - INFO - Epoch [59][500/3405] lr: 1.682e-02, eta: 1 day, 16:21:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 3.2185, loss: 3.2185 +2025-06-28 19:21:06,484 - pyskl - INFO - Epoch [59][600/3405] lr: 1.681e-02, eta: 1 day, 16:21:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9850, loss_cls: 3.3339, loss: 3.3339 +2025-06-28 19:21:52,407 - pyskl - INFO - Epoch [59][700/3405] lr: 1.681e-02, eta: 1 day, 16:20:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 3.3252, loss: 3.3252 +2025-06-28 19:22:38,214 - pyskl - INFO - Epoch [59][800/3405] lr: 1.680e-02, eta: 1 day, 16:19:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9775, loss_cls: 3.3561, loss: 3.3561 +2025-06-28 19:23:24,097 - pyskl - INFO - Epoch [59][900/3405] lr: 1.679e-02, eta: 1 day, 16:18:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.2618, loss: 3.2618 +2025-06-28 19:24:10,064 - pyskl - INFO - Epoch [59][1000/3405] lr: 1.679e-02, eta: 1 day, 16:18:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 3.2906, loss: 3.2906 +2025-06-28 19:24:56,053 - pyskl - INFO - Epoch [59][1100/3405] lr: 1.678e-02, eta: 1 day, 16:17:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 3.3535, loss: 3.3535 +2025-06-28 19:25:41,885 - pyskl - INFO - Epoch [59][1200/3405] lr: 1.677e-02, eta: 1 day, 16:16:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.3731, loss: 3.3731 +2025-06-28 19:26:28,036 - pyskl - INFO - Epoch [59][1300/3405] lr: 1.676e-02, eta: 1 day, 16:15:40, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9637, loss_cls: 3.4872, loss: 3.4872 +2025-06-28 19:27:14,041 - pyskl - INFO - Epoch [59][1400/3405] lr: 1.676e-02, eta: 1 day, 16:14:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.3262, loss: 3.3262 +2025-06-28 19:28:00,062 - pyskl - INFO - Epoch [59][1500/3405] lr: 1.675e-02, eta: 1 day, 16:14:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 3.4626, loss: 3.4626 +2025-06-28 19:28:46,016 - pyskl - INFO - Epoch [59][1600/3405] lr: 1.674e-02, eta: 1 day, 16:13:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.3971, loss: 3.3971 +2025-06-28 19:29:31,930 - pyskl - INFO - Epoch [59][1700/3405] lr: 1.673e-02, eta: 1 day, 16:12:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 3.2212, loss: 3.2212 +2025-06-28 19:30:17,837 - pyskl - INFO - Epoch [59][1800/3405] lr: 1.673e-02, eta: 1 day, 16:11:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 3.3707, loss: 3.3707 +2025-06-28 19:31:03,782 - pyskl - INFO - Epoch [59][1900/3405] lr: 1.672e-02, eta: 1 day, 16:10:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.3251, loss: 3.3251 +2025-06-28 19:31:49,711 - pyskl - INFO - Epoch [59][2000/3405] lr: 1.671e-02, eta: 1 day, 16:10:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.2990, loss: 3.2990 +2025-06-28 19:32:35,660 - pyskl - INFO - Epoch [59][2100/3405] lr: 1.671e-02, eta: 1 day, 16:09:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 3.3135, loss: 3.3135 +2025-06-28 19:33:21,614 - pyskl - INFO - Epoch [59][2200/3405] lr: 1.670e-02, eta: 1 day, 16:08:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9769, loss_cls: 3.4218, loss: 3.4218 +2025-06-28 19:34:07,602 - pyskl - INFO - Epoch [59][2300/3405] lr: 1.669e-02, eta: 1 day, 16:07:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.2489, loss: 3.2489 +2025-06-28 19:34:53,564 - pyskl - INFO - Epoch [59][2400/3405] lr: 1.668e-02, eta: 1 day, 16:07:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 3.3943, loss: 3.3943 +2025-06-28 19:35:39,545 - pyskl - INFO - Epoch [59][2500/3405] lr: 1.668e-02, eta: 1 day, 16:06:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 3.3448, loss: 3.3448 +2025-06-28 19:36:25,580 - pyskl - INFO - Epoch [59][2600/3405] lr: 1.667e-02, eta: 1 day, 16:05:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 3.4404, loss: 3.4404 +2025-06-28 19:37:11,639 - pyskl - INFO - Epoch [59][2700/3405] lr: 1.666e-02, eta: 1 day, 16:04:38, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 3.3189, loss: 3.3189 +2025-06-28 19:37:57,657 - pyskl - INFO - Epoch [59][2800/3405] lr: 1.665e-02, eta: 1 day, 16:03:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 3.5373, loss: 3.5373 +2025-06-28 19:38:43,778 - pyskl - INFO - Epoch [59][2900/3405] lr: 1.665e-02, eta: 1 day, 16:03:04, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.3140, loss: 3.3140 +2025-06-28 19:39:29,802 - pyskl - INFO - Epoch [59][3000/3405] lr: 1.664e-02, eta: 1 day, 16:02:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.3315, loss: 3.3315 +2025-06-28 19:40:15,777 - pyskl - INFO - Epoch [59][3100/3405] lr: 1.663e-02, eta: 1 day, 16:01:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9775, loss_cls: 3.3710, loss: 3.3710 +2025-06-28 19:41:01,706 - pyskl - INFO - Epoch [59][3200/3405] lr: 1.663e-02, eta: 1 day, 16:00:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.4043, loss: 3.4043 +2025-06-28 19:41:47,553 - pyskl - INFO - Epoch [59][3300/3405] lr: 1.662e-02, eta: 1 day, 15:59:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 3.1777, loss: 3.1777 +2025-06-28 19:42:33,432 - pyskl - INFO - Epoch [59][3400/3405] lr: 1.661e-02, eta: 1 day, 15:59:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9625, loss_cls: 3.3542, loss: 3.3542 +2025-06-28 19:42:36,040 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-06-28 19:46:47,590 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 19:46:48,124 - pyskl - INFO - +top1_acc 0.7832 +top5_acc 0.9546 +2025-06-28 19:46:48,143 - pyskl - INFO - Epoch(val) [59][3718] top1_acc: 0.7832, top5_acc: 0.9546 +2025-06-28 19:47:56,449 - pyskl - INFO - Epoch [60][100/3405] lr: 1.660e-02, eta: 1 day, 15:58:49, time: 0.683, data_time: 0.227, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 3.1457, loss: 3.1457 +2025-06-28 19:48:42,254 - pyskl - INFO - Epoch [60][200/3405] lr: 1.660e-02, eta: 1 day, 15:58:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 3.2228, loss: 3.2228 +2025-06-28 19:49:27,921 - pyskl - INFO - Epoch [60][300/3405] lr: 1.659e-02, eta: 1 day, 15:57:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.1749, loss: 3.1749 +2025-06-28 19:50:13,569 - pyskl - INFO - Epoch [60][400/3405] lr: 1.658e-02, eta: 1 day, 15:56:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.2558, loss: 3.2558 +2025-06-28 19:50:59,281 - pyskl - INFO - Epoch [60][500/3405] lr: 1.657e-02, eta: 1 day, 15:55:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 3.1831, loss: 3.1831 +2025-06-28 19:51:45,000 - pyskl - INFO - Epoch [60][600/3405] lr: 1.657e-02, eta: 1 day, 15:54:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 3.3126, loss: 3.3126 +2025-06-28 19:52:30,948 - pyskl - INFO - Epoch [60][700/3405] lr: 1.656e-02, eta: 1 day, 15:54:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9712, loss_cls: 3.2960, loss: 3.2960 +2025-06-28 19:53:16,773 - pyskl - INFO - Epoch [60][800/3405] lr: 1.655e-02, eta: 1 day, 15:53:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.3020, loss: 3.3020 +2025-06-28 19:54:02,588 - pyskl - INFO - Epoch [60][900/3405] lr: 1.655e-02, eta: 1 day, 15:52:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 3.2351, loss: 3.2351 +2025-06-28 19:54:48,381 - pyskl - INFO - Epoch [60][1000/3405] lr: 1.654e-02, eta: 1 day, 15:51:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9825, loss_cls: 3.2954, loss: 3.2954 +2025-06-28 19:55:34,186 - pyskl - INFO - Epoch [60][1100/3405] lr: 1.653e-02, eta: 1 day, 15:50:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 3.3478, loss: 3.3478 +2025-06-28 19:56:20,128 - pyskl - INFO - Epoch [60][1200/3405] lr: 1.652e-02, eta: 1 day, 15:50:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.2848, loss: 3.2848 +2025-06-28 19:57:06,010 - pyskl - INFO - Epoch [60][1300/3405] lr: 1.652e-02, eta: 1 day, 15:49:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 3.4198, loss: 3.4198 +2025-06-28 19:57:51,816 - pyskl - INFO - Epoch [60][1400/3405] lr: 1.651e-02, eta: 1 day, 15:48:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.3058, loss: 3.3058 +2025-06-28 19:58:37,782 - pyskl - INFO - Epoch [60][1500/3405] lr: 1.650e-02, eta: 1 day, 15:47:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 3.2928, loss: 3.2928 +2025-06-28 19:59:23,675 - pyskl - INFO - Epoch [60][1600/3405] lr: 1.649e-02, eta: 1 day, 15:46:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 3.2944, loss: 3.2944 +2025-06-28 20:00:09,432 - pyskl - INFO - Epoch [60][1700/3405] lr: 1.649e-02, eta: 1 day, 15:46:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 3.3099, loss: 3.3099 +2025-06-28 20:00:55,177 - pyskl - INFO - Epoch [60][1800/3405] lr: 1.648e-02, eta: 1 day, 15:45:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.3938, loss: 3.3938 +2025-06-28 20:01:41,013 - pyskl - INFO - Epoch [60][1900/3405] lr: 1.647e-02, eta: 1 day, 15:44:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 3.3304, loss: 3.3304 +2025-06-28 20:02:26,884 - pyskl - INFO - Epoch [60][2000/3405] lr: 1.647e-02, eta: 1 day, 15:43:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 3.3775, loss: 3.3775 +2025-06-28 20:03:12,595 - pyskl - INFO - Epoch [60][2100/3405] lr: 1.646e-02, eta: 1 day, 15:43:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.3063, loss: 3.3063 +2025-06-28 20:03:58,678 - pyskl - INFO - Epoch [60][2200/3405] lr: 1.645e-02, eta: 1 day, 15:42:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 3.3028, loss: 3.3028 +2025-06-28 20:04:44,460 - pyskl - INFO - Epoch [60][2300/3405] lr: 1.644e-02, eta: 1 day, 15:41:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9769, loss_cls: 3.3585, loss: 3.3585 +2025-06-28 20:05:30,358 - pyskl - INFO - Epoch [60][2400/3405] lr: 1.644e-02, eta: 1 day, 15:40:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9694, loss_cls: 3.3638, loss: 3.3638 +2025-06-28 20:06:16,206 - pyskl - INFO - Epoch [60][2500/3405] lr: 1.643e-02, eta: 1 day, 15:39:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 3.4994, loss: 3.4994 +2025-06-28 20:07:01,901 - pyskl - INFO - Epoch [60][2600/3405] lr: 1.642e-02, eta: 1 day, 15:39:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9700, loss_cls: 3.2763, loss: 3.2763 +2025-06-28 20:07:47,720 - pyskl - INFO - Epoch [60][2700/3405] lr: 1.641e-02, eta: 1 day, 15:38:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.3113, loss: 3.3113 +2025-06-28 20:08:33,478 - pyskl - INFO - Epoch [60][2800/3405] lr: 1.641e-02, eta: 1 day, 15:37:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.3182, loss: 3.3182 +2025-06-28 20:09:19,295 - pyskl - INFO - Epoch [60][2900/3405] lr: 1.640e-02, eta: 1 day, 15:36:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 3.4383, loss: 3.4383 +2025-06-28 20:10:05,179 - pyskl - INFO - Epoch [60][3000/3405] lr: 1.639e-02, eta: 1 day, 15:35:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 3.3420, loss: 3.3420 +2025-06-28 20:10:51,036 - pyskl - INFO - Epoch [60][3100/3405] lr: 1.639e-02, eta: 1 day, 15:35:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 3.4465, loss: 3.4465 +2025-06-28 20:11:36,816 - pyskl - INFO - Epoch [60][3200/3405] lr: 1.638e-02, eta: 1 day, 15:34:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.3274, loss: 3.3274 +2025-06-28 20:12:22,521 - pyskl - INFO - Epoch [60][3300/3405] lr: 1.637e-02, eta: 1 day, 15:33:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 3.3981, loss: 3.3981 +2025-06-28 20:13:08,160 - pyskl - INFO - Epoch [60][3400/3405] lr: 1.636e-02, eta: 1 day, 15:32:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.3001, loss: 3.3001 +2025-06-28 20:13:10,777 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-06-28 20:31:48,485 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 20:31:49,023 - pyskl - INFO - +top1_acc 0.7703 +top5_acc 0.9544 +2025-06-28 20:31:49,045 - pyskl - INFO - Epoch(val) [60][3718] top1_acc: 0.7703, top5_acc: 0.9544 +2025-06-28 20:32:57,892 - pyskl - INFO - Epoch [61][100/3405] lr: 1.636e-02, eta: 1 day, 15:32:25, time: 0.688, data_time: 0.230, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 3.2522, loss: 3.2522 +2025-06-28 20:33:43,657 - pyskl - INFO - Epoch [61][200/3405] lr: 1.635e-02, eta: 1 day, 15:31:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 3.1790, loss: 3.1790 +2025-06-28 20:34:29,463 - pyskl - INFO - Epoch [61][300/3405] lr: 1.634e-02, eta: 1 day, 15:30:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9712, loss_cls: 3.1822, loss: 3.1822 +2025-06-28 20:35:15,283 - pyskl - INFO - Epoch [61][400/3405] lr: 1.633e-02, eta: 1 day, 15:30:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 3.2529, loss: 3.2529 +2025-06-28 20:36:01,072 - pyskl - INFO - Epoch [61][500/3405] lr: 1.633e-02, eta: 1 day, 15:29:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9644, loss_cls: 3.3690, loss: 3.3690 +2025-06-28 20:36:46,903 - pyskl - INFO - Epoch [61][600/3405] lr: 1.632e-02, eta: 1 day, 15:28:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 3.2415, loss: 3.2415 +2025-06-28 20:37:32,748 - pyskl - INFO - Epoch [61][700/3405] lr: 1.631e-02, eta: 1 day, 15:27:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9812, loss_cls: 3.2202, loss: 3.2202 +2025-06-28 20:38:18,585 - pyskl - INFO - Epoch [61][800/3405] lr: 1.630e-02, eta: 1 day, 15:26:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 3.2386, loss: 3.2386 +2025-06-28 20:39:04,321 - pyskl - INFO - Epoch [61][900/3405] lr: 1.630e-02, eta: 1 day, 15:26:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 3.2334, loss: 3.2334 +2025-06-28 20:39:50,065 - pyskl - INFO - Epoch [61][1000/3405] lr: 1.629e-02, eta: 1 day, 15:25:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 3.3419, loss: 3.3419 +2025-06-28 20:40:35,854 - pyskl - INFO - Epoch [61][1100/3405] lr: 1.628e-02, eta: 1 day, 15:24:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.3649, loss: 3.3649 +2025-06-28 20:41:21,651 - pyskl - INFO - Epoch [61][1200/3405] lr: 1.627e-02, eta: 1 day, 15:23:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.3552, loss: 3.3552 +2025-06-28 20:42:07,449 - pyskl - INFO - Epoch [61][1300/3405] lr: 1.627e-02, eta: 1 day, 15:22:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9769, loss_cls: 3.2827, loss: 3.2827 +2025-06-28 20:42:53,238 - pyskl - INFO - Epoch [61][1400/3405] lr: 1.626e-02, eta: 1 day, 15:22:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 3.3370, loss: 3.3370 +2025-06-28 20:43:39,041 - pyskl - INFO - Epoch [61][1500/3405] lr: 1.625e-02, eta: 1 day, 15:21:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 3.3257, loss: 3.3257 +2025-06-28 20:44:24,856 - pyskl - INFO - Epoch [61][1600/3405] lr: 1.625e-02, eta: 1 day, 15:20:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.2921, loss: 3.2921 +2025-06-28 20:45:10,640 - pyskl - INFO - Epoch [61][1700/3405] lr: 1.624e-02, eta: 1 day, 15:19:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 3.1075, loss: 3.1075 +2025-06-28 20:45:56,457 - pyskl - INFO - Epoch [61][1800/3405] lr: 1.623e-02, eta: 1 day, 15:18:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9744, loss_cls: 3.2950, loss: 3.2950 +2025-06-28 20:46:42,279 - pyskl - INFO - Epoch [61][1900/3405] lr: 1.622e-02, eta: 1 day, 15:18:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 3.2693, loss: 3.2693 +2025-06-28 20:47:28,173 - pyskl - INFO - Epoch [61][2000/3405] lr: 1.622e-02, eta: 1 day, 15:17:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.3509, loss: 3.3509 +2025-06-28 20:48:13,961 - pyskl - INFO - Epoch [61][2100/3405] lr: 1.621e-02, eta: 1 day, 15:16:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.3523, loss: 3.3523 +2025-06-28 20:48:59,858 - pyskl - INFO - Epoch [61][2200/3405] lr: 1.620e-02, eta: 1 day, 15:15:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 3.4236, loss: 3.4236 +2025-06-28 20:49:45,732 - pyskl - INFO - Epoch [61][2300/3405] lr: 1.619e-02, eta: 1 day, 15:15:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 3.4221, loss: 3.4221 +2025-06-28 20:50:31,498 - pyskl - INFO - Epoch [61][2400/3405] lr: 1.619e-02, eta: 1 day, 15:14:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.4008, loss: 3.4008 +2025-06-28 20:51:17,496 - pyskl - INFO - Epoch [61][2500/3405] lr: 1.618e-02, eta: 1 day, 15:13:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.3274, loss: 3.3274 +2025-06-28 20:52:03,397 - pyskl - INFO - Epoch [61][2600/3405] lr: 1.617e-02, eta: 1 day, 15:12:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 3.3124, loss: 3.3124 +2025-06-28 20:52:49,278 - pyskl - INFO - Epoch [61][2700/3405] lr: 1.616e-02, eta: 1 day, 15:11:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 3.4102, loss: 3.4102 +2025-06-28 20:53:35,042 - pyskl - INFO - Epoch [61][2800/3405] lr: 1.616e-02, eta: 1 day, 15:11:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 3.3991, loss: 3.3991 +2025-06-28 20:54:20,905 - pyskl - INFO - Epoch [61][2900/3405] lr: 1.615e-02, eta: 1 day, 15:10:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 3.2390, loss: 3.2390 +2025-06-28 20:55:07,003 - pyskl - INFO - Epoch [61][3000/3405] lr: 1.614e-02, eta: 1 day, 15:09:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 3.3887, loss: 3.3887 +2025-06-28 20:55:52,910 - pyskl - INFO - Epoch [61][3100/3405] lr: 1.614e-02, eta: 1 day, 15:08:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.3275, loss: 3.3275 +2025-06-28 20:56:38,761 - pyskl - INFO - Epoch [61][3200/3405] lr: 1.613e-02, eta: 1 day, 15:07:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9663, loss_cls: 3.4994, loss: 3.4994 +2025-06-28 20:57:24,576 - pyskl - INFO - Epoch [61][3300/3405] lr: 1.612e-02, eta: 1 day, 15:07:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.2359, loss: 3.2359 +2025-06-28 20:58:10,534 - pyskl - INFO - Epoch [61][3400/3405] lr: 1.611e-02, eta: 1 day, 15:06:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 3.3823, loss: 3.3823 +2025-06-28 20:58:13,170 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-06-28 21:02:24,717 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 21:02:25,264 - pyskl - INFO - +top1_acc 0.7851 +top5_acc 0.9565 +2025-06-28 21:02:25,284 - pyskl - INFO - Epoch(val) [61][3718] top1_acc: 0.7851, top5_acc: 0.9565 +2025-06-28 21:03:34,254 - pyskl - INFO - Epoch [62][100/3405] lr: 1.611e-02, eta: 1 day, 15:06:02, time: 0.690, data_time: 0.232, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.2747, loss: 3.2747 +2025-06-28 21:04:19,974 - pyskl - INFO - Epoch [62][200/3405] lr: 1.610e-02, eta: 1 day, 15:05:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.2452, loss: 3.2452 +2025-06-28 21:05:05,667 - pyskl - INFO - Epoch [62][300/3405] lr: 1.609e-02, eta: 1 day, 15:04:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 3.3024, loss: 3.3024 +2025-06-28 21:05:51,337 - pyskl - INFO - Epoch [62][400/3405] lr: 1.608e-02, eta: 1 day, 15:03:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 3.3401, loss: 3.3401 +2025-06-28 21:06:36,949 - pyskl - INFO - Epoch [62][500/3405] lr: 1.608e-02, eta: 1 day, 15:02:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 3.1428, loss: 3.1428 +2025-06-28 21:07:22,641 - pyskl - INFO - Epoch [62][600/3405] lr: 1.607e-02, eta: 1 day, 15:02:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 3.2710, loss: 3.2710 +2025-06-28 21:08:08,349 - pyskl - INFO - Epoch [62][700/3405] lr: 1.606e-02, eta: 1 day, 15:01:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 3.3433, loss: 3.3433 +2025-06-28 21:08:54,005 - pyskl - INFO - Epoch [62][800/3405] lr: 1.605e-02, eta: 1 day, 15:00:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 3.3194, loss: 3.3194 +2025-06-28 21:09:39,631 - pyskl - INFO - Epoch [62][900/3405] lr: 1.605e-02, eta: 1 day, 14:59:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 3.2724, loss: 3.2724 +2025-06-28 21:10:25,270 - pyskl - INFO - Epoch [62][1000/3405] lr: 1.604e-02, eta: 1 day, 14:58:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 3.3782, loss: 3.3782 +2025-06-28 21:11:10,908 - pyskl - INFO - Epoch [62][1100/3405] lr: 1.603e-02, eta: 1 day, 14:58:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.1298, loss: 3.1298 +2025-06-28 21:11:56,546 - pyskl - INFO - Epoch [62][1200/3405] lr: 1.602e-02, eta: 1 day, 14:57:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 3.2596, loss: 3.2596 +2025-06-28 21:12:42,138 - pyskl - INFO - Epoch [62][1300/3405] lr: 1.602e-02, eta: 1 day, 14:56:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9775, loss_cls: 3.2598, loss: 3.2598 +2025-06-28 21:13:27,821 - pyskl - INFO - Epoch [62][1400/3405] lr: 1.601e-02, eta: 1 day, 14:55:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 3.2780, loss: 3.2780 +2025-06-28 21:14:13,486 - pyskl - INFO - Epoch [62][1500/3405] lr: 1.600e-02, eta: 1 day, 14:54:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9769, loss_cls: 3.3490, loss: 3.3490 +2025-06-28 21:14:59,188 - pyskl - INFO - Epoch [62][1600/3405] lr: 1.600e-02, eta: 1 day, 14:54:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 3.3923, loss: 3.3923 +2025-06-28 21:15:44,818 - pyskl - INFO - Epoch [62][1700/3405] lr: 1.599e-02, eta: 1 day, 14:53:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.3275, loss: 3.3275 +2025-06-28 21:16:30,516 - pyskl - INFO - Epoch [62][1800/3405] lr: 1.598e-02, eta: 1 day, 14:52:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 3.2162, loss: 3.2162 +2025-06-28 21:17:16,663 - pyskl - INFO - Epoch [62][1900/3405] lr: 1.597e-02, eta: 1 day, 14:51:45, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 3.2621, loss: 3.2621 +2025-06-28 21:18:02,446 - pyskl - INFO - Epoch [62][2000/3405] lr: 1.597e-02, eta: 1 day, 14:50:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9862, loss_cls: 3.0985, loss: 3.0985 +2025-06-28 21:18:48,234 - pyskl - INFO - Epoch [62][2100/3405] lr: 1.596e-02, eta: 1 day, 14:50:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.3635, loss: 3.3635 +2025-06-28 21:19:33,962 - pyskl - INFO - Epoch [62][2200/3405] lr: 1.595e-02, eta: 1 day, 14:49:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 3.3866, loss: 3.3866 +2025-06-28 21:20:19,734 - pyskl - INFO - Epoch [62][2300/3405] lr: 1.594e-02, eta: 1 day, 14:48:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 3.3220, loss: 3.3220 +2025-06-28 21:21:05,587 - pyskl - INFO - Epoch [62][2400/3405] lr: 1.594e-02, eta: 1 day, 14:47:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9762, loss_cls: 3.3310, loss: 3.3310 +2025-06-28 21:21:51,510 - pyskl - INFO - Epoch [62][2500/3405] lr: 1.593e-02, eta: 1 day, 14:47:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 3.2440, loss: 3.2440 +2025-06-28 21:22:37,381 - pyskl - INFO - Epoch [62][2600/3405] lr: 1.592e-02, eta: 1 day, 14:46:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.2348, loss: 3.2348 +2025-06-28 21:23:23,238 - pyskl - INFO - Epoch [62][2700/3405] lr: 1.591e-02, eta: 1 day, 14:45:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 3.2781, loss: 3.2781 +2025-06-28 21:24:09,091 - pyskl - INFO - Epoch [62][2800/3405] lr: 1.591e-02, eta: 1 day, 14:44:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 3.3801, loss: 3.3801 +2025-06-28 21:24:54,801 - pyskl - INFO - Epoch [62][2900/3405] lr: 1.590e-02, eta: 1 day, 14:43:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 3.3656, loss: 3.3656 +2025-06-28 21:25:40,388 - pyskl - INFO - Epoch [62][3000/3405] lr: 1.589e-02, eta: 1 day, 14:43:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 3.2775, loss: 3.2775 +2025-06-28 21:26:26,033 - pyskl - INFO - Epoch [62][3100/3405] lr: 1.588e-02, eta: 1 day, 14:42:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.2514, loss: 3.2514 +2025-06-28 21:27:11,713 - pyskl - INFO - Epoch [62][3200/3405] lr: 1.588e-02, eta: 1 day, 14:41:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 3.4360, loss: 3.4360 +2025-06-28 21:27:57,301 - pyskl - INFO - Epoch [62][3300/3405] lr: 1.587e-02, eta: 1 day, 14:40:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.3151, loss: 3.3151 +2025-06-28 21:28:42,964 - pyskl - INFO - Epoch [62][3400/3405] lr: 1.586e-02, eta: 1 day, 14:39:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 3.3834, loss: 3.3834 +2025-06-28 21:28:45,636 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-06-28 21:32:58,013 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 21:32:58,561 - pyskl - INFO - +top1_acc 0.7794 +top5_acc 0.9547 +2025-06-28 21:32:58,581 - pyskl - INFO - Epoch(val) [62][3718] top1_acc: 0.7794, top5_acc: 0.9547 +2025-06-28 21:34:07,538 - pyskl - INFO - Epoch [63][100/3405] lr: 1.585e-02, eta: 1 day, 14:39:33, time: 0.689, data_time: 0.229, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.2871, loss: 3.2871 +2025-06-28 21:34:53,525 - pyskl - INFO - Epoch [63][200/3405] lr: 1.585e-02, eta: 1 day, 14:38:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9862, loss_cls: 3.1291, loss: 3.1291 +2025-06-28 21:35:39,293 - pyskl - INFO - Epoch [63][300/3405] lr: 1.584e-02, eta: 1 day, 14:37:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 3.1795, loss: 3.1795 +2025-06-28 21:36:25,111 - pyskl - INFO - Epoch [63][400/3405] lr: 1.583e-02, eta: 1 day, 14:37:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 3.2621, loss: 3.2621 +2025-06-28 21:37:10,945 - pyskl - INFO - Epoch [63][500/3405] lr: 1.582e-02, eta: 1 day, 14:36:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 3.0858, loss: 3.0858 +2025-06-28 21:37:56,866 - pyskl - INFO - Epoch [63][600/3405] lr: 1.582e-02, eta: 1 day, 14:35:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.1772, loss: 3.1772 +2025-06-28 21:38:42,724 - pyskl - INFO - Epoch [63][700/3405] lr: 1.581e-02, eta: 1 day, 14:34:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9644, loss_cls: 3.3865, loss: 3.3865 +2025-06-28 21:39:28,605 - pyskl - INFO - Epoch [63][800/3405] lr: 1.580e-02, eta: 1 day, 14:34:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.2374, loss: 3.2374 +2025-06-28 21:40:14,520 - pyskl - INFO - Epoch [63][900/3405] lr: 1.579e-02, eta: 1 day, 14:33:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9694, loss_cls: 3.2327, loss: 3.2327 +2025-06-28 21:41:00,231 - pyskl - INFO - Epoch [63][1000/3405] lr: 1.579e-02, eta: 1 day, 14:32:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.2962, loss: 3.2962 +2025-06-28 21:41:45,910 - pyskl - INFO - Epoch [63][1100/3405] lr: 1.578e-02, eta: 1 day, 14:31:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.2143, loss: 3.2143 +2025-06-28 21:42:31,591 - pyskl - INFO - Epoch [63][1200/3405] lr: 1.577e-02, eta: 1 day, 14:30:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 3.2472, loss: 3.2472 +2025-06-28 21:43:17,214 - pyskl - INFO - Epoch [63][1300/3405] lr: 1.577e-02, eta: 1 day, 14:30:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 3.2289, loss: 3.2289 +2025-06-28 21:44:02,865 - pyskl - INFO - Epoch [63][1400/3405] lr: 1.576e-02, eta: 1 day, 14:29:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 3.2430, loss: 3.2430 +2025-06-28 21:44:48,613 - pyskl - INFO - Epoch [63][1500/3405] lr: 1.575e-02, eta: 1 day, 14:28:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 3.2555, loss: 3.2555 +2025-06-28 21:45:34,358 - pyskl - INFO - Epoch [63][1600/3405] lr: 1.574e-02, eta: 1 day, 14:27:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 3.3214, loss: 3.3214 +2025-06-28 21:46:20,254 - pyskl - INFO - Epoch [63][1700/3405] lr: 1.574e-02, eta: 1 day, 14:26:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 3.2675, loss: 3.2675 +2025-06-28 21:47:06,124 - pyskl - INFO - Epoch [63][1800/3405] lr: 1.573e-02, eta: 1 day, 14:26:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9613, loss_cls: 3.3307, loss: 3.3307 +2025-06-28 21:47:52,022 - pyskl - INFO - Epoch [63][1900/3405] lr: 1.572e-02, eta: 1 day, 14:25:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9700, loss_cls: 3.2030, loss: 3.2030 +2025-06-28 21:48:37,579 - pyskl - INFO - Epoch [63][2000/3405] lr: 1.571e-02, eta: 1 day, 14:24:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.2378, loss: 3.2378 +2025-06-28 21:49:23,151 - pyskl - INFO - Epoch [63][2100/3405] lr: 1.571e-02, eta: 1 day, 14:23:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 3.2711, loss: 3.2711 +2025-06-28 21:50:09,019 - pyskl - INFO - Epoch [63][2200/3405] lr: 1.570e-02, eta: 1 day, 14:22:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.3554, loss: 3.3554 +2025-06-28 21:50:54,810 - pyskl - INFO - Epoch [63][2300/3405] lr: 1.569e-02, eta: 1 day, 14:22:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.3457, loss: 3.3457 +2025-06-28 21:51:40,462 - pyskl - INFO - Epoch [63][2400/3405] lr: 1.568e-02, eta: 1 day, 14:21:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 3.1812, loss: 3.1812 +2025-06-28 21:52:26,229 - pyskl - INFO - Epoch [63][2500/3405] lr: 1.568e-02, eta: 1 day, 14:20:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 3.2929, loss: 3.2929 +2025-06-28 21:53:11,862 - pyskl - INFO - Epoch [63][2600/3405] lr: 1.567e-02, eta: 1 day, 14:19:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 3.2840, loss: 3.2840 +2025-06-28 21:53:57,636 - pyskl - INFO - Epoch [63][2700/3405] lr: 1.566e-02, eta: 1 day, 14:19:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9794, loss_cls: 3.1910, loss: 3.1910 +2025-06-28 21:54:43,383 - pyskl - INFO - Epoch [63][2800/3405] lr: 1.565e-02, eta: 1 day, 14:18:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.2143, loss: 3.2143 +2025-06-28 21:55:29,265 - pyskl - INFO - Epoch [63][2900/3405] lr: 1.565e-02, eta: 1 day, 14:17:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.2984, loss: 3.2984 +2025-06-28 21:56:14,969 - pyskl - INFO - Epoch [63][3000/3405] lr: 1.564e-02, eta: 1 day, 14:16:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 3.2117, loss: 3.2117 +2025-06-28 21:57:00,576 - pyskl - INFO - Epoch [63][3100/3405] lr: 1.563e-02, eta: 1 day, 14:15:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 3.2599, loss: 3.2599 +2025-06-28 21:57:46,205 - pyskl - INFO - Epoch [63][3200/3405] lr: 1.562e-02, eta: 1 day, 14:15:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 3.1848, loss: 3.1848 +2025-06-28 21:58:31,879 - pyskl - INFO - Epoch [63][3300/3405] lr: 1.562e-02, eta: 1 day, 14:14:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 3.1844, loss: 3.1844 +2025-06-28 21:59:17,583 - pyskl - INFO - Epoch [63][3400/3405] lr: 1.561e-02, eta: 1 day, 14:13:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 3.3505, loss: 3.3505 +2025-06-28 21:59:20,177 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-06-28 22:03:30,375 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 22:03:30,922 - pyskl - INFO - +top1_acc 0.7536 +top5_acc 0.9533 +2025-06-28 22:03:30,945 - pyskl - INFO - Epoch(val) [63][3718] top1_acc: 0.7536, top5_acc: 0.9533 +2025-06-28 22:04:39,585 - pyskl - INFO - Epoch [64][100/3405] lr: 1.560e-02, eta: 1 day, 14:13:07, time: 0.686, data_time: 0.227, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9850, loss_cls: 3.1804, loss: 3.1804 +2025-06-28 22:05:25,388 - pyskl - INFO - Epoch [64][200/3405] lr: 1.559e-02, eta: 1 day, 14:12:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9681, loss_cls: 3.2711, loss: 3.2711 +2025-06-28 22:06:11,200 - pyskl - INFO - Epoch [64][300/3405] lr: 1.559e-02, eta: 1 day, 14:11:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.3056, loss: 3.3056 +2025-06-28 22:06:56,995 - pyskl - INFO - Epoch [64][400/3405] lr: 1.558e-02, eta: 1 day, 14:10:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 3.2375, loss: 3.2375 +2025-06-28 22:07:42,777 - pyskl - INFO - Epoch [64][500/3405] lr: 1.557e-02, eta: 1 day, 14:09:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 3.1738, loss: 3.1738 +2025-06-28 22:08:28,734 - pyskl - INFO - Epoch [64][600/3405] lr: 1.556e-02, eta: 1 day, 14:09:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 3.1423, loss: 3.1423 +2025-06-28 22:09:14,885 - pyskl - INFO - Epoch [64][700/3405] lr: 1.556e-02, eta: 1 day, 14:08:23, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 3.1013, loss: 3.1013 +2025-06-28 22:10:00,873 - pyskl - INFO - Epoch [64][800/3405] lr: 1.555e-02, eta: 1 day, 14:07:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.1350, loss: 3.1350 +2025-06-28 22:10:46,663 - pyskl - INFO - Epoch [64][900/3405] lr: 1.554e-02, eta: 1 day, 14:06:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 3.1570, loss: 3.1570 +2025-06-28 22:11:32,515 - pyskl - INFO - Epoch [64][1000/3405] lr: 1.553e-02, eta: 1 day, 14:06:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 3.2049, loss: 3.2049 +2025-06-28 22:12:18,353 - pyskl - INFO - Epoch [64][1100/3405] lr: 1.553e-02, eta: 1 day, 14:05:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 3.3409, loss: 3.3409 +2025-06-28 22:13:04,152 - pyskl - INFO - Epoch [64][1200/3405] lr: 1.552e-02, eta: 1 day, 14:04:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 3.2645, loss: 3.2645 +2025-06-28 22:13:50,020 - pyskl - INFO - Epoch [64][1300/3405] lr: 1.551e-02, eta: 1 day, 14:03:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.3010, loss: 3.3010 +2025-06-28 22:14:35,874 - pyskl - INFO - Epoch [64][1400/3405] lr: 1.550e-02, eta: 1 day, 14:02:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 3.2087, loss: 3.2087 +2025-06-28 22:15:21,806 - pyskl - INFO - Epoch [64][1500/3405] lr: 1.550e-02, eta: 1 day, 14:02:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.1905, loss: 3.1905 +2025-06-28 22:16:07,746 - pyskl - INFO - Epoch [64][1600/3405] lr: 1.549e-02, eta: 1 day, 14:01:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 3.2584, loss: 3.2584 +2025-06-28 22:16:53,608 - pyskl - INFO - Epoch [64][1700/3405] lr: 1.548e-02, eta: 1 day, 14:00:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 3.3253, loss: 3.3253 +2025-06-28 22:17:39,445 - pyskl - INFO - Epoch [64][1800/3405] lr: 1.547e-02, eta: 1 day, 13:59:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 3.3981, loss: 3.3981 +2025-06-28 22:18:25,342 - pyskl - INFO - Epoch [64][1900/3405] lr: 1.547e-02, eta: 1 day, 13:58:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 3.1761, loss: 3.1761 +2025-06-28 22:19:11,228 - pyskl - INFO - Epoch [64][2000/3405] lr: 1.546e-02, eta: 1 day, 13:58:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 3.2496, loss: 3.2496 +2025-06-28 22:19:57,138 - pyskl - INFO - Epoch [64][2100/3405] lr: 1.545e-02, eta: 1 day, 13:57:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.2681, loss: 3.2681 +2025-06-28 22:20:43,163 - pyskl - INFO - Epoch [64][2200/3405] lr: 1.544e-02, eta: 1 day, 13:56:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 3.2925, loss: 3.2925 +2025-06-28 22:21:28,987 - pyskl - INFO - Epoch [64][2300/3405] lr: 1.544e-02, eta: 1 day, 13:55:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 3.2202, loss: 3.2202 +2025-06-28 22:22:14,812 - pyskl - INFO - Epoch [64][2400/3405] lr: 1.543e-02, eta: 1 day, 13:55:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9794, loss_cls: 3.1363, loss: 3.1363 +2025-06-28 22:23:00,670 - pyskl - INFO - Epoch [64][2500/3405] lr: 1.542e-02, eta: 1 day, 13:54:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 3.3088, loss: 3.3088 +2025-06-28 22:23:46,718 - pyskl - INFO - Epoch [64][2600/3405] lr: 1.541e-02, eta: 1 day, 13:53:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 3.2121, loss: 3.2121 +2025-06-28 22:24:32,687 - pyskl - INFO - Epoch [64][2700/3405] lr: 1.541e-02, eta: 1 day, 13:52:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9762, loss_cls: 3.1860, loss: 3.1860 +2025-06-28 22:25:18,570 - pyskl - INFO - Epoch [64][2800/3405] lr: 1.540e-02, eta: 1 day, 13:51:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 3.2686, loss: 3.2686 +2025-06-28 22:26:04,569 - pyskl - INFO - Epoch [64][2900/3405] lr: 1.539e-02, eta: 1 day, 13:51:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.2831, loss: 3.2831 +2025-06-28 22:26:50,486 - pyskl - INFO - Epoch [64][3000/3405] lr: 1.538e-02, eta: 1 day, 13:50:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 3.3873, loss: 3.3873 +2025-06-28 22:27:36,416 - pyskl - INFO - Epoch [64][3100/3405] lr: 1.538e-02, eta: 1 day, 13:49:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 3.2554, loss: 3.2554 +2025-06-28 22:28:22,271 - pyskl - INFO - Epoch [64][3200/3405] lr: 1.537e-02, eta: 1 day, 13:48:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 3.2066, loss: 3.2066 +2025-06-28 22:29:08,163 - pyskl - INFO - Epoch [64][3300/3405] lr: 1.536e-02, eta: 1 day, 13:47:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.3199, loss: 3.3199 +2025-06-28 22:29:54,057 - pyskl - INFO - Epoch [64][3400/3405] lr: 1.535e-02, eta: 1 day, 13:47:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 3.2554, loss: 3.2554 +2025-06-28 22:29:56,804 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-06-28 22:34:11,046 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 22:34:11,586 - pyskl - INFO - +top1_acc 0.7855 +top5_acc 0.9592 +2025-06-28 22:34:11,606 - pyskl - INFO - Epoch(val) [64][3718] top1_acc: 0.7855, top5_acc: 0.9592 +2025-06-28 22:35:20,457 - pyskl - INFO - Epoch [65][100/3405] lr: 1.535e-02, eta: 1 day, 13:46:46, time: 0.688, data_time: 0.229, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 3.2119, loss: 3.2119 +2025-06-28 22:36:06,211 - pyskl - INFO - Epoch [65][200/3405] lr: 1.534e-02, eta: 1 day, 13:45:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 3.1794, loss: 3.1794 +2025-06-28 22:36:51,849 - pyskl - INFO - Epoch [65][300/3405] lr: 1.533e-02, eta: 1 day, 13:45:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.2117, loss: 3.2117 +2025-06-28 22:37:37,530 - pyskl - INFO - Epoch [65][400/3405] lr: 1.532e-02, eta: 1 day, 13:44:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 3.3048, loss: 3.3048 +2025-06-28 22:38:23,104 - pyskl - INFO - Epoch [65][500/3405] lr: 1.532e-02, eta: 1 day, 13:43:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9700, loss_cls: 3.1803, loss: 3.1803 +2025-06-28 22:39:08,722 - pyskl - INFO - Epoch [65][600/3405] lr: 1.531e-02, eta: 1 day, 13:42:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 3.2885, loss: 3.2885 +2025-06-28 22:39:54,358 - pyskl - INFO - Epoch [65][700/3405] lr: 1.530e-02, eta: 1 day, 13:42:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.3149, loss: 3.3149 +2025-06-28 22:40:40,058 - pyskl - INFO - Epoch [65][800/3405] lr: 1.529e-02, eta: 1 day, 13:41:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 3.0445, loss: 3.0445 +2025-06-28 22:41:26,126 - pyskl - INFO - Epoch [65][900/3405] lr: 1.529e-02, eta: 1 day, 13:40:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 3.1239, loss: 3.1239 +2025-06-28 22:42:12,002 - pyskl - INFO - Epoch [65][1000/3405] lr: 1.528e-02, eta: 1 day, 13:39:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.1788, loss: 3.1788 +2025-06-28 22:42:57,749 - pyskl - INFO - Epoch [65][1100/3405] lr: 1.527e-02, eta: 1 day, 13:38:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.2585, loss: 3.2585 +2025-06-28 22:43:43,584 - pyskl - INFO - Epoch [65][1200/3405] lr: 1.526e-02, eta: 1 day, 13:38:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.2062, loss: 3.2062 +2025-06-28 22:44:29,379 - pyskl - INFO - Epoch [65][1300/3405] lr: 1.526e-02, eta: 1 day, 13:37:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.2503, loss: 3.2503 +2025-06-28 22:45:15,182 - pyskl - INFO - Epoch [65][1400/3405] lr: 1.525e-02, eta: 1 day, 13:36:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.2686, loss: 3.2686 +2025-06-28 22:46:00,887 - pyskl - INFO - Epoch [65][1500/3405] lr: 1.524e-02, eta: 1 day, 13:35:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 3.2148, loss: 3.2148 +2025-06-28 22:46:46,561 - pyskl - INFO - Epoch [65][1600/3405] lr: 1.523e-02, eta: 1 day, 13:34:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 3.3021, loss: 3.3021 +2025-06-28 22:47:32,269 - pyskl - INFO - Epoch [65][1700/3405] lr: 1.523e-02, eta: 1 day, 13:34:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.2245, loss: 3.2245 +2025-06-28 22:48:17,968 - pyskl - INFO - Epoch [65][1800/3405] lr: 1.522e-02, eta: 1 day, 13:33:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 3.1683, loss: 3.1683 +2025-06-28 22:49:03,635 - pyskl - INFO - Epoch [65][1900/3405] lr: 1.521e-02, eta: 1 day, 13:32:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 3.3860, loss: 3.3860 +2025-06-28 22:49:49,228 - pyskl - INFO - Epoch [65][2000/3405] lr: 1.520e-02, eta: 1 day, 13:31:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 3.2770, loss: 3.2770 +2025-06-28 22:50:34,899 - pyskl - INFO - Epoch [65][2100/3405] lr: 1.520e-02, eta: 1 day, 13:30:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 3.2791, loss: 3.2791 +2025-06-28 22:51:20,548 - pyskl - INFO - Epoch [65][2200/3405] lr: 1.519e-02, eta: 1 day, 13:30:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.2035, loss: 3.2035 +2025-06-28 22:52:06,208 - pyskl - INFO - Epoch [65][2300/3405] lr: 1.518e-02, eta: 1 day, 13:29:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 3.0949, loss: 3.0949 +2025-06-28 22:52:51,969 - pyskl - INFO - Epoch [65][2400/3405] lr: 1.517e-02, eta: 1 day, 13:28:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 3.2503, loss: 3.2503 +2025-06-28 22:53:37,706 - pyskl - INFO - Epoch [65][2500/3405] lr: 1.517e-02, eta: 1 day, 13:27:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.0789, loss: 3.0789 +2025-06-28 22:54:23,346 - pyskl - INFO - Epoch [65][2600/3405] lr: 1.516e-02, eta: 1 day, 13:27:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 3.2997, loss: 3.2997 +2025-06-28 22:55:08,990 - pyskl - INFO - Epoch [65][2700/3405] lr: 1.515e-02, eta: 1 day, 13:26:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 3.1521, loss: 3.1521 +2025-06-28 22:55:54,687 - pyskl - INFO - Epoch [65][2800/3405] lr: 1.514e-02, eta: 1 day, 13:25:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 3.1822, loss: 3.1822 +2025-06-28 22:56:40,365 - pyskl - INFO - Epoch [65][2900/3405] lr: 1.514e-02, eta: 1 day, 13:24:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.2490, loss: 3.2490 +2025-06-28 22:57:26,158 - pyskl - INFO - Epoch [65][3000/3405] lr: 1.513e-02, eta: 1 day, 13:23:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 3.2407, loss: 3.2407 +2025-06-28 22:58:12,021 - pyskl - INFO - Epoch [65][3100/3405] lr: 1.512e-02, eta: 1 day, 13:23:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 3.2074, loss: 3.2074 +2025-06-28 22:58:57,741 - pyskl - INFO - Epoch [65][3200/3405] lr: 1.511e-02, eta: 1 day, 13:22:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 3.3103, loss: 3.3103 +2025-06-28 22:59:43,690 - pyskl - INFO - Epoch [65][3300/3405] lr: 1.511e-02, eta: 1 day, 13:21:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 3.2138, loss: 3.2138 +2025-06-28 23:00:29,908 - pyskl - INFO - Epoch [65][3400/3405] lr: 1.510e-02, eta: 1 day, 13:20:42, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 3.2738, loss: 3.2738 +2025-06-28 23:00:32,587 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-06-28 23:18:55,519 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 23:18:56,057 - pyskl - INFO - +top1_acc 0.7872 +top5_acc 0.9592 +2025-06-28 23:18:56,076 - pyskl - INFO - Epoch(val) [65][3718] top1_acc: 0.7872, top5_acc: 0.9592 +2025-06-28 23:20:04,628 - pyskl - INFO - Epoch [66][100/3405] lr: 1.509e-02, eta: 1 day, 13:20:19, time: 0.685, data_time: 0.229, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9719, loss_cls: 3.0918, loss: 3.0918 +2025-06-28 23:20:50,260 - pyskl - INFO - Epoch [66][200/3405] lr: 1.508e-02, eta: 1 day, 13:19:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9825, loss_cls: 3.1160, loss: 3.1160 +2025-06-28 23:21:35,906 - pyskl - INFO - Epoch [66][300/3405] lr: 1.508e-02, eta: 1 day, 13:18:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.0952, loss: 3.0952 +2025-06-28 23:22:21,695 - pyskl - INFO - Epoch [66][400/3405] lr: 1.507e-02, eta: 1 day, 13:17:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 3.1437, loss: 3.1437 +2025-06-28 23:23:07,498 - pyskl - INFO - Epoch [66][500/3405] lr: 1.506e-02, eta: 1 day, 13:17:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 3.0880, loss: 3.0880 +2025-06-28 23:23:53,213 - pyskl - INFO - Epoch [66][600/3405] lr: 1.505e-02, eta: 1 day, 13:16:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 3.1135, loss: 3.1135 +2025-06-28 23:24:38,950 - pyskl - INFO - Epoch [66][700/3405] lr: 1.505e-02, eta: 1 day, 13:15:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9800, loss_cls: 3.2001, loss: 3.2001 +2025-06-28 23:25:24,675 - pyskl - INFO - Epoch [66][800/3405] lr: 1.504e-02, eta: 1 day, 13:14:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 3.2323, loss: 3.2323 +2025-06-28 23:26:10,343 - pyskl - INFO - Epoch [66][900/3405] lr: 1.503e-02, eta: 1 day, 13:14:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 3.2549, loss: 3.2549 +2025-06-28 23:26:56,110 - pyskl - INFO - Epoch [66][1000/3405] lr: 1.502e-02, eta: 1 day, 13:13:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 3.2346, loss: 3.2346 +2025-06-28 23:27:41,882 - pyskl - INFO - Epoch [66][1100/3405] lr: 1.502e-02, eta: 1 day, 13:12:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 3.1790, loss: 3.1790 +2025-06-28 23:28:27,714 - pyskl - INFO - Epoch [66][1200/3405] lr: 1.501e-02, eta: 1 day, 13:11:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.2217, loss: 3.2217 +2025-06-28 23:29:13,659 - pyskl - INFO - Epoch [66][1300/3405] lr: 1.500e-02, eta: 1 day, 13:10:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 3.2672, loss: 3.2672 +2025-06-28 23:29:59,562 - pyskl - INFO - Epoch [66][1400/3405] lr: 1.499e-02, eta: 1 day, 13:10:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 3.2786, loss: 3.2786 +2025-06-28 23:30:45,408 - pyskl - INFO - Epoch [66][1500/3405] lr: 1.499e-02, eta: 1 day, 13:09:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.3574, loss: 3.3574 +2025-06-28 23:31:31,328 - pyskl - INFO - Epoch [66][1600/3405] lr: 1.498e-02, eta: 1 day, 13:08:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.1335, loss: 3.1335 +2025-06-28 23:32:17,238 - pyskl - INFO - Epoch [66][1700/3405] lr: 1.497e-02, eta: 1 day, 13:07:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 3.1771, loss: 3.1771 +2025-06-28 23:33:03,054 - pyskl - INFO - Epoch [66][1800/3405] lr: 1.496e-02, eta: 1 day, 13:06:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 3.2044, loss: 3.2044 +2025-06-28 23:33:48,835 - pyskl - INFO - Epoch [66][1900/3405] lr: 1.496e-02, eta: 1 day, 13:06:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9644, loss_cls: 3.2840, loss: 3.2840 +2025-06-28 23:34:34,613 - pyskl - INFO - Epoch [66][2000/3405] lr: 1.495e-02, eta: 1 day, 13:05:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 3.2001, loss: 3.2001 +2025-06-28 23:35:20,379 - pyskl - INFO - Epoch [66][2100/3405] lr: 1.494e-02, eta: 1 day, 13:04:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.1372, loss: 3.1372 +2025-06-28 23:36:06,182 - pyskl - INFO - Epoch [66][2200/3405] lr: 1.493e-02, eta: 1 day, 13:03:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 3.2380, loss: 3.2380 +2025-06-28 23:36:52,014 - pyskl - INFO - Epoch [66][2300/3405] lr: 1.493e-02, eta: 1 day, 13:02:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 3.2881, loss: 3.2881 +2025-06-28 23:37:37,771 - pyskl - INFO - Epoch [66][2400/3405] lr: 1.492e-02, eta: 1 day, 13:02:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.2978, loss: 3.2978 +2025-06-28 23:38:23,426 - pyskl - INFO - Epoch [66][2500/3405] lr: 1.491e-02, eta: 1 day, 13:01:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.1900, loss: 3.1900 +2025-06-28 23:39:09,256 - pyskl - INFO - Epoch [66][2600/3405] lr: 1.490e-02, eta: 1 day, 13:00:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 3.2287, loss: 3.2287 +2025-06-28 23:39:55,129 - pyskl - INFO - Epoch [66][2700/3405] lr: 1.490e-02, eta: 1 day, 12:59:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.1937, loss: 3.1937 +2025-06-28 23:40:40,997 - pyskl - INFO - Epoch [66][2800/3405] lr: 1.489e-02, eta: 1 day, 12:59:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 3.3665, loss: 3.3665 +2025-06-28 23:41:26,741 - pyskl - INFO - Epoch [66][2900/3405] lr: 1.488e-02, eta: 1 day, 12:58:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.2967, loss: 3.2967 +2025-06-28 23:42:12,446 - pyskl - INFO - Epoch [66][3000/3405] lr: 1.487e-02, eta: 1 day, 12:57:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.2213, loss: 3.2213 +2025-06-28 23:42:58,252 - pyskl - INFO - Epoch [66][3100/3405] lr: 1.487e-02, eta: 1 day, 12:56:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9738, loss_cls: 3.2051, loss: 3.2051 +2025-06-28 23:43:43,854 - pyskl - INFO - Epoch [66][3200/3405] lr: 1.486e-02, eta: 1 day, 12:55:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 3.2697, loss: 3.2697 +2025-06-28 23:44:29,643 - pyskl - INFO - Epoch [66][3300/3405] lr: 1.485e-02, eta: 1 day, 12:55:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 3.0446, loss: 3.0446 +2025-06-28 23:45:15,462 - pyskl - INFO - Epoch [66][3400/3405] lr: 1.484e-02, eta: 1 day, 12:54:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 3.2624, loss: 3.2624 +2025-06-28 23:45:18,070 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-06-28 23:49:32,482 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 23:49:33,034 - pyskl - INFO - +top1_acc 0.7853 +top5_acc 0.9578 +2025-06-28 23:49:33,056 - pyskl - INFO - Epoch(val) [66][3718] top1_acc: 0.7853, top5_acc: 0.9578 +2025-06-28 23:50:41,753 - pyskl - INFO - Epoch [67][100/3405] lr: 1.483e-02, eta: 1 day, 12:53:54, time: 0.687, data_time: 0.230, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9775, loss_cls: 3.2862, loss: 3.2862 +2025-06-28 23:51:27,462 - pyskl - INFO - Epoch [67][200/3405] lr: 1.483e-02, eta: 1 day, 12:53:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9806, loss_cls: 3.2255, loss: 3.2255 +2025-06-28 23:52:13,185 - pyskl - INFO - Epoch [67][300/3405] lr: 1.482e-02, eta: 1 day, 12:52:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 3.2197, loss: 3.2197 +2025-06-28 23:52:58,909 - pyskl - INFO - Epoch [67][400/3405] lr: 1.481e-02, eta: 1 day, 12:51:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 3.1000, loss: 3.1000 +2025-06-28 23:53:44,634 - pyskl - INFO - Epoch [67][500/3405] lr: 1.480e-02, eta: 1 day, 12:50:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.2194, loss: 3.2194 +2025-06-28 23:54:30,338 - pyskl - INFO - Epoch [67][600/3405] lr: 1.480e-02, eta: 1 day, 12:49:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 3.2108, loss: 3.2108 +2025-06-28 23:55:16,033 - pyskl - INFO - Epoch [67][700/3405] lr: 1.479e-02, eta: 1 day, 12:49:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 3.0275, loss: 3.0275 +2025-06-28 23:56:01,752 - pyskl - INFO - Epoch [67][800/3405] lr: 1.478e-02, eta: 1 day, 12:48:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.0689, loss: 3.0689 +2025-06-28 23:56:47,450 - pyskl - INFO - Epoch [67][900/3405] lr: 1.477e-02, eta: 1 day, 12:47:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.1282, loss: 3.1282 +2025-06-28 23:57:33,112 - pyskl - INFO - Epoch [67][1000/3405] lr: 1.477e-02, eta: 1 day, 12:46:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 3.1393, loss: 3.1393 +2025-06-28 23:58:19,079 - pyskl - INFO - Epoch [67][1100/3405] lr: 1.476e-02, eta: 1 day, 12:46:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9788, loss_cls: 3.2339, loss: 3.2339 +2025-06-28 23:59:04,941 - pyskl - INFO - Epoch [67][1200/3405] lr: 1.475e-02, eta: 1 day, 12:45:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 3.1981, loss: 3.1981 +2025-06-28 23:59:50,604 - pyskl - INFO - Epoch [67][1300/3405] lr: 1.474e-02, eta: 1 day, 12:44:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.2057, loss: 3.2057 +2025-06-29 00:00:36,219 - pyskl - INFO - Epoch [67][1400/3405] lr: 1.474e-02, eta: 1 day, 12:43:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 3.2392, loss: 3.2392 +2025-06-29 00:01:21,896 - pyskl - INFO - Epoch [67][1500/3405] lr: 1.473e-02, eta: 1 day, 12:42:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 3.2779, loss: 3.2779 +2025-06-29 00:02:07,771 - pyskl - INFO - Epoch [67][1600/3405] lr: 1.472e-02, eta: 1 day, 12:42:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 3.2572, loss: 3.2572 +2025-06-29 00:02:53,605 - pyskl - INFO - Epoch [67][1700/3405] lr: 1.471e-02, eta: 1 day, 12:41:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 3.2418, loss: 3.2418 +2025-06-29 00:03:39,469 - pyskl - INFO - Epoch [67][1800/3405] lr: 1.471e-02, eta: 1 day, 12:40:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9838, loss_cls: 3.0855, loss: 3.0855 +2025-06-29 00:04:25,267 - pyskl - INFO - Epoch [67][1900/3405] lr: 1.470e-02, eta: 1 day, 12:39:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 3.1603, loss: 3.1603 +2025-06-29 00:05:10,990 - pyskl - INFO - Epoch [67][2000/3405] lr: 1.469e-02, eta: 1 day, 12:38:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.2661, loss: 3.2661 +2025-06-29 00:05:56,818 - pyskl - INFO - Epoch [67][2100/3405] lr: 1.468e-02, eta: 1 day, 12:38:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 3.1917, loss: 3.1917 +2025-06-29 00:06:42,937 - pyskl - INFO - Epoch [67][2200/3405] lr: 1.468e-02, eta: 1 day, 12:37:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.2548, loss: 3.2548 +2025-06-29 00:07:28,729 - pyskl - INFO - Epoch [67][2300/3405] lr: 1.467e-02, eta: 1 day, 12:36:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.3090, loss: 3.3090 +2025-06-29 00:08:14,485 - pyskl - INFO - Epoch [67][2400/3405] lr: 1.466e-02, eta: 1 day, 12:35:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.2022, loss: 3.2022 +2025-06-29 00:09:00,372 - pyskl - INFO - Epoch [67][2500/3405] lr: 1.465e-02, eta: 1 day, 12:34:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 3.2135, loss: 3.2135 +2025-06-29 00:09:46,165 - pyskl - INFO - Epoch [67][2600/3405] lr: 1.465e-02, eta: 1 day, 12:34:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 3.1225, loss: 3.1225 +2025-06-29 00:10:31,897 - pyskl - INFO - Epoch [67][2700/3405] lr: 1.464e-02, eta: 1 day, 12:33:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.1040, loss: 3.1040 +2025-06-29 00:11:17,800 - pyskl - INFO - Epoch [67][2800/3405] lr: 1.463e-02, eta: 1 day, 12:32:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.1928, loss: 3.1928 +2025-06-29 00:12:03,715 - pyskl - INFO - Epoch [67][2900/3405] lr: 1.462e-02, eta: 1 day, 12:31:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.4484, loss: 3.4484 +2025-06-29 00:12:49,581 - pyskl - INFO - Epoch [67][3000/3405] lr: 1.462e-02, eta: 1 day, 12:31:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 3.1081, loss: 3.1081 +2025-06-29 00:13:35,409 - pyskl - INFO - Epoch [67][3100/3405] lr: 1.461e-02, eta: 1 day, 12:30:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.3057, loss: 3.3057 +2025-06-29 00:14:21,381 - pyskl - INFO - Epoch [67][3200/3405] lr: 1.460e-02, eta: 1 day, 12:29:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 3.2423, loss: 3.2423 +2025-06-29 00:15:07,273 - pyskl - INFO - Epoch [67][3300/3405] lr: 1.459e-02, eta: 1 day, 12:28:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 3.2591, loss: 3.2591 +2025-06-29 00:15:53,104 - pyskl - INFO - Epoch [67][3400/3405] lr: 1.459e-02, eta: 1 day, 12:27:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 3.1246, loss: 3.1246 +2025-06-29 00:15:55,736 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-06-29 00:20:06,805 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 00:20:07,354 - pyskl - INFO - +top1_acc 0.7820 +top5_acc 0.9567 +2025-06-29 00:20:07,377 - pyskl - INFO - Epoch(val) [67][3718] top1_acc: 0.7820, top5_acc: 0.9567 +2025-06-29 00:21:16,268 - pyskl - INFO - Epoch [68][100/3405] lr: 1.458e-02, eta: 1 day, 12:27:30, time: 0.689, data_time: 0.227, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 3.1237, loss: 3.1237 +2025-06-29 00:22:02,190 - pyskl - INFO - Epoch [68][200/3405] lr: 1.457e-02, eta: 1 day, 12:26:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 3.0931, loss: 3.0931 +2025-06-29 00:22:48,068 - pyskl - INFO - Epoch [68][300/3405] lr: 1.456e-02, eta: 1 day, 12:25:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 3.0327, loss: 3.0327 +2025-06-29 00:23:34,025 - pyskl - INFO - Epoch [68][400/3405] lr: 1.455e-02, eta: 1 day, 12:25:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.1731, loss: 3.1731 +2025-06-29 00:24:19,881 - pyskl - INFO - Epoch [68][500/3405] lr: 1.455e-02, eta: 1 day, 12:24:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 3.0302, loss: 3.0302 +2025-06-29 00:25:05,739 - pyskl - INFO - Epoch [68][600/3405] lr: 1.454e-02, eta: 1 day, 12:23:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 3.1900, loss: 3.1900 +2025-06-29 00:25:51,356 - pyskl - INFO - Epoch [68][700/3405] lr: 1.453e-02, eta: 1 day, 12:22:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 3.1951, loss: 3.1951 +2025-06-29 00:26:37,023 - pyskl - INFO - Epoch [68][800/3405] lr: 1.452e-02, eta: 1 day, 12:21:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9781, loss_cls: 3.1993, loss: 3.1993 +2025-06-29 00:27:22,697 - pyskl - INFO - Epoch [68][900/3405] lr: 1.452e-02, eta: 1 day, 12:21:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 3.2011, loss: 3.2011 +2025-06-29 00:28:08,447 - pyskl - INFO - Epoch [68][1000/3405] lr: 1.451e-02, eta: 1 day, 12:20:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.1817, loss: 3.1817 +2025-06-29 00:28:54,123 - pyskl - INFO - Epoch [68][1100/3405] lr: 1.450e-02, eta: 1 day, 12:19:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.1012, loss: 3.1012 +2025-06-29 00:29:39,970 - pyskl - INFO - Epoch [68][1200/3405] lr: 1.449e-02, eta: 1 day, 12:18:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 3.1822, loss: 3.1822 +2025-06-29 00:30:25,785 - pyskl - INFO - Epoch [68][1300/3405] lr: 1.449e-02, eta: 1 day, 12:18:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 3.0394, loss: 3.0394 +2025-06-29 00:31:11,341 - pyskl - INFO - Epoch [68][1400/3405] lr: 1.448e-02, eta: 1 day, 12:17:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 3.1320, loss: 3.1320 +2025-06-29 00:31:56,961 - pyskl - INFO - Epoch [68][1500/3405] lr: 1.447e-02, eta: 1 day, 12:16:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 3.3300, loss: 3.3300 +2025-06-29 00:32:42,505 - pyskl - INFO - Epoch [68][1600/3405] lr: 1.446e-02, eta: 1 day, 12:15:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 3.0734, loss: 3.0734 +2025-06-29 00:33:27,998 - pyskl - INFO - Epoch [68][1700/3405] lr: 1.446e-02, eta: 1 day, 12:14:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 3.2415, loss: 3.2415 +2025-06-29 00:34:13,457 - pyskl - INFO - Epoch [68][1800/3405] lr: 1.445e-02, eta: 1 day, 12:14:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.2641, loss: 3.2641 +2025-06-29 00:34:58,964 - pyskl - INFO - Epoch [68][1900/3405] lr: 1.444e-02, eta: 1 day, 12:13:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 3.1119, loss: 3.1119 +2025-06-29 00:35:44,616 - pyskl - INFO - Epoch [68][2000/3405] lr: 1.443e-02, eta: 1 day, 12:12:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 3.2035, loss: 3.2035 +2025-06-29 00:36:30,203 - pyskl - INFO - Epoch [68][2100/3405] lr: 1.443e-02, eta: 1 day, 12:11:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.1976, loss: 3.1976 +2025-06-29 00:37:15,763 - pyskl - INFO - Epoch [68][2200/3405] lr: 1.442e-02, eta: 1 day, 12:10:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 3.1880, loss: 3.1880 +2025-06-29 00:38:01,273 - pyskl - INFO - Epoch [68][2300/3405] lr: 1.441e-02, eta: 1 day, 12:10:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.1427, loss: 3.1427 +2025-06-29 00:38:46,920 - pyskl - INFO - Epoch [68][2400/3405] lr: 1.440e-02, eta: 1 day, 12:09:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 3.2088, loss: 3.2088 +2025-06-29 00:39:32,639 - pyskl - INFO - Epoch [68][2500/3405] lr: 1.439e-02, eta: 1 day, 12:08:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.1480, loss: 3.1480 +2025-06-29 00:40:18,528 - pyskl - INFO - Epoch [68][2600/3405] lr: 1.439e-02, eta: 1 day, 12:07:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.2105, loss: 3.2105 +2025-06-29 00:41:04,343 - pyskl - INFO - Epoch [68][2700/3405] lr: 1.438e-02, eta: 1 day, 12:06:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 3.0678, loss: 3.0678 +2025-06-29 00:41:50,102 - pyskl - INFO - Epoch [68][2800/3405] lr: 1.437e-02, eta: 1 day, 12:06:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.2147, loss: 3.2147 +2025-06-29 00:42:35,792 - pyskl - INFO - Epoch [68][2900/3405] lr: 1.436e-02, eta: 1 day, 12:05:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.2110, loss: 3.2110 +2025-06-29 00:43:21,430 - pyskl - INFO - Epoch [68][3000/3405] lr: 1.436e-02, eta: 1 day, 12:04:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 3.2017, loss: 3.2017 +2025-06-29 00:44:06,976 - pyskl - INFO - Epoch [68][3100/3405] lr: 1.435e-02, eta: 1 day, 12:03:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 3.0343, loss: 3.0343 +2025-06-29 00:44:52,535 - pyskl - INFO - Epoch [68][3200/3405] lr: 1.434e-02, eta: 1 day, 12:03:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.3456, loss: 3.3456 +2025-06-29 00:45:38,078 - pyskl - INFO - Epoch [68][3300/3405] lr: 1.433e-02, eta: 1 day, 12:02:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 3.2193, loss: 3.2193 +2025-06-29 00:46:23,821 - pyskl - INFO - Epoch [68][3400/3405] lr: 1.433e-02, eta: 1 day, 12:01:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 3.2685, loss: 3.2685 +2025-06-29 00:46:26,471 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-06-29 00:50:38,144 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 00:50:38,684 - pyskl - INFO - +top1_acc 0.7529 +top5_acc 0.9446 +2025-06-29 00:50:38,704 - pyskl - INFO - Epoch(val) [68][3718] top1_acc: 0.7529, top5_acc: 0.9446 +2025-06-29 00:51:47,293 - pyskl - INFO - Epoch [69][100/3405] lr: 1.432e-02, eta: 1 day, 12:01:01, time: 0.686, data_time: 0.227, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.9997, loss: 2.9997 +2025-06-29 00:52:33,059 - pyskl - INFO - Epoch [69][200/3405] lr: 1.431e-02, eta: 1 day, 12:00:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.8773, loss: 2.8773 +2025-06-29 00:53:18,735 - pyskl - INFO - Epoch [69][300/3405] lr: 1.430e-02, eta: 1 day, 11:59:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 3.0743, loss: 3.0743 +2025-06-29 00:54:04,480 - pyskl - INFO - Epoch [69][400/3405] lr: 1.430e-02, eta: 1 day, 11:58:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 3.1091, loss: 3.1091 +2025-06-29 00:54:50,241 - pyskl - INFO - Epoch [69][500/3405] lr: 1.429e-02, eta: 1 day, 11:57:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 3.1850, loss: 3.1850 +2025-06-29 00:55:36,014 - pyskl - INFO - Epoch [69][600/3405] lr: 1.428e-02, eta: 1 day, 11:57:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9819, loss_cls: 3.2516, loss: 3.2516 +2025-06-29 00:56:21,789 - pyskl - INFO - Epoch [69][700/3405] lr: 1.427e-02, eta: 1 day, 11:56:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 3.1449, loss: 3.1449 +2025-06-29 00:57:07,649 - pyskl - INFO - Epoch [69][800/3405] lr: 1.427e-02, eta: 1 day, 11:55:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 2.9998, loss: 2.9998 +2025-06-29 00:57:53,547 - pyskl - INFO - Epoch [69][900/3405] lr: 1.426e-02, eta: 1 day, 11:54:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9806, loss_cls: 3.1620, loss: 3.1620 +2025-06-29 00:58:39,474 - pyskl - INFO - Epoch [69][1000/3405] lr: 1.425e-02, eta: 1 day, 11:53:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 3.1730, loss: 3.1730 +2025-06-29 00:59:25,402 - pyskl - INFO - Epoch [69][1100/3405] lr: 1.424e-02, eta: 1 day, 11:53:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 3.0613, loss: 3.0613 +2025-06-29 01:00:11,249 - pyskl - INFO - Epoch [69][1200/3405] lr: 1.423e-02, eta: 1 day, 11:52:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.2736, loss: 3.2736 +2025-06-29 01:00:57,268 - pyskl - INFO - Epoch [69][1300/3405] lr: 1.423e-02, eta: 1 day, 11:51:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 3.1499, loss: 3.1499 +2025-06-29 01:01:43,135 - pyskl - INFO - Epoch [69][1400/3405] lr: 1.422e-02, eta: 1 day, 11:50:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 3.0463, loss: 3.0463 +2025-06-29 01:02:28,983 - pyskl - INFO - Epoch [69][1500/3405] lr: 1.421e-02, eta: 1 day, 11:50:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.1211, loss: 3.1211 +2025-06-29 01:03:14,814 - pyskl - INFO - Epoch [69][1600/3405] lr: 1.420e-02, eta: 1 day, 11:49:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.1007, loss: 3.1007 +2025-06-29 01:04:00,594 - pyskl - INFO - Epoch [69][1700/3405] lr: 1.420e-02, eta: 1 day, 11:48:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9788, loss_cls: 3.1696, loss: 3.1696 +2025-06-29 01:04:46,552 - pyskl - INFO - Epoch [69][1800/3405] lr: 1.419e-02, eta: 1 day, 11:47:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.2180, loss: 3.2180 +2025-06-29 01:05:32,343 - pyskl - INFO - Epoch [69][1900/3405] lr: 1.418e-02, eta: 1 day, 11:46:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 3.1551, loss: 3.1551 +2025-06-29 01:06:18,118 - pyskl - INFO - Epoch [69][2000/3405] lr: 1.417e-02, eta: 1 day, 11:46:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9669, loss_cls: 3.2963, loss: 3.2963 +2025-06-29 01:07:04,098 - pyskl - INFO - Epoch [69][2100/3405] lr: 1.417e-02, eta: 1 day, 11:45:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.0911, loss: 3.0911 +2025-06-29 01:07:49,943 - pyskl - INFO - Epoch [69][2200/3405] lr: 1.416e-02, eta: 1 day, 11:44:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.2379, loss: 3.2379 +2025-06-29 01:08:35,885 - pyskl - INFO - Epoch [69][2300/3405] lr: 1.415e-02, eta: 1 day, 11:43:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9719, loss_cls: 3.1173, loss: 3.1173 +2025-06-29 01:09:21,694 - pyskl - INFO - Epoch [69][2400/3405] lr: 1.414e-02, eta: 1 day, 11:42:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 3.1923, loss: 3.1923 +2025-06-29 01:10:07,489 - pyskl - INFO - Epoch [69][2500/3405] lr: 1.414e-02, eta: 1 day, 11:42:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 3.2494, loss: 3.2494 +2025-06-29 01:10:53,237 - pyskl - INFO - Epoch [69][2600/3405] lr: 1.413e-02, eta: 1 day, 11:41:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9750, loss_cls: 3.3138, loss: 3.3138 +2025-06-29 01:11:38,975 - pyskl - INFO - Epoch [69][2700/3405] lr: 1.412e-02, eta: 1 day, 11:40:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 3.1972, loss: 3.1972 +2025-06-29 01:12:24,946 - pyskl - INFO - Epoch [69][2800/3405] lr: 1.411e-02, eta: 1 day, 11:39:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 3.1234, loss: 3.1234 +2025-06-29 01:13:10,823 - pyskl - INFO - Epoch [69][2900/3405] lr: 1.411e-02, eta: 1 day, 11:39:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.1137, loss: 3.1137 +2025-06-29 01:13:56,745 - pyskl - INFO - Epoch [69][3000/3405] lr: 1.410e-02, eta: 1 day, 11:38:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 3.1214, loss: 3.1214 +2025-06-29 01:14:42,553 - pyskl - INFO - Epoch [69][3100/3405] lr: 1.409e-02, eta: 1 day, 11:37:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.0934, loss: 3.0934 +2025-06-29 01:15:28,357 - pyskl - INFO - Epoch [69][3200/3405] lr: 1.408e-02, eta: 1 day, 11:36:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9738, loss_cls: 3.1520, loss: 3.1520 +2025-06-29 01:16:14,261 - pyskl - INFO - Epoch [69][3300/3405] lr: 1.407e-02, eta: 1 day, 11:35:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 3.1528, loss: 3.1528 +2025-06-29 01:17:00,117 - pyskl - INFO - Epoch [69][3400/3405] lr: 1.407e-02, eta: 1 day, 11:35:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 3.3083, loss: 3.3083 +2025-06-29 01:17:02,728 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-06-29 01:21:14,793 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 01:21:15,332 - pyskl - INFO - +top1_acc 0.8009 +top5_acc 0.9604 +2025-06-29 01:21:15,354 - pyskl - INFO - Epoch(val) [69][3718] top1_acc: 0.8009, top5_acc: 0.9604 +2025-06-29 01:22:23,968 - pyskl - INFO - Epoch [70][100/3405] lr: 1.406e-02, eta: 1 day, 11:34:39, time: 0.686, data_time: 0.229, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 3.1031, loss: 3.1031 +2025-06-29 01:23:09,680 - pyskl - INFO - Epoch [70][200/3405] lr: 1.405e-02, eta: 1 day, 11:33:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 3.0781, loss: 3.0781 +2025-06-29 01:23:55,537 - pyskl - INFO - Epoch [70][300/3405] lr: 1.404e-02, eta: 1 day, 11:33:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 3.1530, loss: 3.1530 +2025-06-29 01:24:41,367 - pyskl - INFO - Epoch [70][400/3405] lr: 1.404e-02, eta: 1 day, 11:32:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.0866, loss: 3.0866 +2025-06-29 01:25:27,230 - pyskl - INFO - Epoch [70][500/3405] lr: 1.403e-02, eta: 1 day, 11:31:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 3.1221, loss: 3.1221 +2025-06-29 01:26:13,013 - pyskl - INFO - Epoch [70][600/3405] lr: 1.402e-02, eta: 1 day, 11:30:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9844, loss_cls: 3.0332, loss: 3.0332 +2025-06-29 01:26:58,796 - pyskl - INFO - Epoch [70][700/3405] lr: 1.401e-02, eta: 1 day, 11:29:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.1906, loss: 3.1906 +2025-06-29 01:27:44,777 - pyskl - INFO - Epoch [70][800/3405] lr: 1.401e-02, eta: 1 day, 11:29:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.1465, loss: 3.1465 +2025-06-29 01:28:30,681 - pyskl - INFO - Epoch [70][900/3405] lr: 1.400e-02, eta: 1 day, 11:28:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 3.0936, loss: 3.0936 +2025-06-29 01:29:16,446 - pyskl - INFO - Epoch [70][1000/3405] lr: 1.399e-02, eta: 1 day, 11:27:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.0137, loss: 3.0137 +2025-06-29 01:30:02,280 - pyskl - INFO - Epoch [70][1100/3405] lr: 1.398e-02, eta: 1 day, 11:26:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 3.1758, loss: 3.1758 +2025-06-29 01:30:47,999 - pyskl - INFO - Epoch [70][1200/3405] lr: 1.398e-02, eta: 1 day, 11:26:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.2310, loss: 3.2310 +2025-06-29 01:31:33,783 - pyskl - INFO - Epoch [70][1300/3405] lr: 1.397e-02, eta: 1 day, 11:25:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.2365, loss: 3.2365 +2025-06-29 01:32:19,540 - pyskl - INFO - Epoch [70][1400/3405] lr: 1.396e-02, eta: 1 day, 11:24:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9688, loss_cls: 3.1832, loss: 3.1832 +2025-06-29 01:33:05,271 - pyskl - INFO - Epoch [70][1500/3405] lr: 1.395e-02, eta: 1 day, 11:23:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.0555, loss: 3.0555 +2025-06-29 01:33:51,002 - pyskl - INFO - Epoch [70][1600/3405] lr: 1.394e-02, eta: 1 day, 11:22:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 3.2362, loss: 3.2362 +2025-06-29 01:34:36,763 - pyskl - INFO - Epoch [70][1700/3405] lr: 1.394e-02, eta: 1 day, 11:22:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9850, loss_cls: 3.0033, loss: 3.0033 +2025-06-29 01:35:22,482 - pyskl - INFO - Epoch [70][1800/3405] lr: 1.393e-02, eta: 1 day, 11:21:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.2302, loss: 3.2302 +2025-06-29 01:36:08,239 - pyskl - INFO - Epoch [70][1900/3405] lr: 1.392e-02, eta: 1 day, 11:20:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 3.1451, loss: 3.1451 +2025-06-29 01:36:53,989 - pyskl - INFO - Epoch [70][2000/3405] lr: 1.391e-02, eta: 1 day, 11:19:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 3.0708, loss: 3.0708 +2025-06-29 01:37:39,742 - pyskl - INFO - Epoch [70][2100/3405] lr: 1.391e-02, eta: 1 day, 11:18:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 3.1930, loss: 3.1930 +2025-06-29 01:38:25,518 - pyskl - INFO - Epoch [70][2200/3405] lr: 1.390e-02, eta: 1 day, 11:18:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9731, loss_cls: 3.0940, loss: 3.0940 +2025-06-29 01:39:11,282 - pyskl - INFO - Epoch [70][2300/3405] lr: 1.389e-02, eta: 1 day, 11:17:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9650, loss_cls: 3.2138, loss: 3.2138 +2025-06-29 01:39:57,086 - pyskl - INFO - Epoch [70][2400/3405] lr: 1.388e-02, eta: 1 day, 11:16:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 3.1315, loss: 3.1315 +2025-06-29 01:40:42,899 - pyskl - INFO - Epoch [70][2500/3405] lr: 1.388e-02, eta: 1 day, 11:15:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 3.0666, loss: 3.0666 +2025-06-29 01:41:28,785 - pyskl - INFO - Epoch [70][2600/3405] lr: 1.387e-02, eta: 1 day, 11:14:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 3.2336, loss: 3.2336 +2025-06-29 01:42:14,576 - pyskl - INFO - Epoch [70][2700/3405] lr: 1.386e-02, eta: 1 day, 11:14:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.1430, loss: 3.1430 +2025-06-29 01:43:00,322 - pyskl - INFO - Epoch [70][2800/3405] lr: 1.385e-02, eta: 1 day, 11:13:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 3.1974, loss: 3.1974 +2025-06-29 01:43:46,218 - pyskl - INFO - Epoch [70][2900/3405] lr: 1.385e-02, eta: 1 day, 11:12:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9744, loss_cls: 3.0694, loss: 3.0694 +2025-06-29 01:44:32,040 - pyskl - INFO - Epoch [70][3000/3405] lr: 1.384e-02, eta: 1 day, 11:11:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.0662, loss: 3.0662 +2025-06-29 01:45:17,974 - pyskl - INFO - Epoch [70][3100/3405] lr: 1.383e-02, eta: 1 day, 11:11:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 3.1377, loss: 3.1377 +2025-06-29 01:46:03,970 - pyskl - INFO - Epoch [70][3200/3405] lr: 1.382e-02, eta: 1 day, 11:10:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.1910, loss: 3.1910 +2025-06-29 01:46:49,998 - pyskl - INFO - Epoch [70][3300/3405] lr: 1.381e-02, eta: 1 day, 11:09:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 3.0920, loss: 3.0920 +2025-06-29 01:47:36,073 - pyskl - INFO - Epoch [70][3400/3405] lr: 1.381e-02, eta: 1 day, 11:08:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 3.1216, loss: 3.1216 +2025-06-29 01:47:38,729 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-06-29 02:05:54,901 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 02:05:55,449 - pyskl - INFO - +top1_acc 0.7950 +top5_acc 0.9605 +2025-06-29 02:05:55,471 - pyskl - INFO - Epoch(val) [70][3718] top1_acc: 0.7950, top5_acc: 0.9605 +2025-06-29 02:07:03,973 - pyskl - INFO - Epoch [71][100/3405] lr: 1.380e-02, eta: 1 day, 11:08:16, time: 0.685, data_time: 0.228, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 3.0963, loss: 3.0963 +2025-06-29 02:07:49,673 - pyskl - INFO - Epoch [71][200/3405] lr: 1.379e-02, eta: 1 day, 11:07:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 2.9460, loss: 2.9460 +2025-06-29 02:08:35,441 - pyskl - INFO - Epoch [71][300/3405] lr: 1.378e-02, eta: 1 day, 11:06:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9850, loss_cls: 3.1162, loss: 3.1162 +2025-06-29 02:09:21,163 - pyskl - INFO - Epoch [71][400/3405] lr: 1.378e-02, eta: 1 day, 11:05:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 3.0862, loss: 3.0862 +2025-06-29 02:10:07,022 - pyskl - INFO - Epoch [71][500/3405] lr: 1.377e-02, eta: 1 day, 11:05:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 3.0209, loss: 3.0209 +2025-06-29 02:10:52,881 - pyskl - INFO - Epoch [71][600/3405] lr: 1.376e-02, eta: 1 day, 11:04:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.0485, loss: 3.0485 +2025-06-29 02:11:38,785 - pyskl - INFO - Epoch [71][700/3405] lr: 1.375e-02, eta: 1 day, 11:03:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 3.1982, loss: 3.1982 +2025-06-29 02:12:24,712 - pyskl - INFO - Epoch [71][800/3405] lr: 1.375e-02, eta: 1 day, 11:02:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 3.0195, loss: 3.0195 +2025-06-29 02:13:10,603 - pyskl - INFO - Epoch [71][900/3405] lr: 1.374e-02, eta: 1 day, 11:01:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9862, loss_cls: 2.9884, loss: 2.9884 +2025-06-29 02:13:56,431 - pyskl - INFO - Epoch [71][1000/3405] lr: 1.373e-02, eta: 1 day, 11:01:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.9537, loss: 2.9537 +2025-06-29 02:14:42,296 - pyskl - INFO - Epoch [71][1100/3405] lr: 1.372e-02, eta: 1 day, 11:00:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 3.1029, loss: 3.1029 +2025-06-29 02:15:28,268 - pyskl - INFO - Epoch [71][1200/3405] lr: 1.371e-02, eta: 1 day, 10:59:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9825, loss_cls: 3.0620, loss: 3.0620 +2025-06-29 02:16:14,149 - pyskl - INFO - Epoch [71][1300/3405] lr: 1.371e-02, eta: 1 day, 10:58:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.0250, loss: 3.0250 +2025-06-29 02:17:00,070 - pyskl - INFO - Epoch [71][1400/3405] lr: 1.370e-02, eta: 1 day, 10:58:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.9850, loss: 2.9850 +2025-06-29 02:17:45,929 - pyskl - INFO - Epoch [71][1500/3405] lr: 1.369e-02, eta: 1 day, 10:57:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 3.0242, loss: 3.0242 +2025-06-29 02:18:31,842 - pyskl - INFO - Epoch [71][1600/3405] lr: 1.368e-02, eta: 1 day, 10:56:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 3.0639, loss: 3.0639 +2025-06-29 02:19:17,664 - pyskl - INFO - Epoch [71][1700/3405] lr: 1.368e-02, eta: 1 day, 10:55:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 3.2344, loss: 3.2344 +2025-06-29 02:20:03,470 - pyskl - INFO - Epoch [71][1800/3405] lr: 1.367e-02, eta: 1 day, 10:54:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9731, loss_cls: 3.0790, loss: 3.0790 +2025-06-29 02:20:49,275 - pyskl - INFO - Epoch [71][1900/3405] lr: 1.366e-02, eta: 1 day, 10:54:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9788, loss_cls: 3.1440, loss: 3.1440 +2025-06-29 02:21:35,068 - pyskl - INFO - Epoch [71][2000/3405] lr: 1.365e-02, eta: 1 day, 10:53:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 3.1629, loss: 3.1629 +2025-06-29 02:22:20,806 - pyskl - INFO - Epoch [71][2100/3405] lr: 1.365e-02, eta: 1 day, 10:52:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 3.1465, loss: 3.1465 +2025-06-29 02:23:06,609 - pyskl - INFO - Epoch [71][2200/3405] lr: 1.364e-02, eta: 1 day, 10:51:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9788, loss_cls: 3.2242, loss: 3.2242 +2025-06-29 02:23:52,411 - pyskl - INFO - Epoch [71][2300/3405] lr: 1.363e-02, eta: 1 day, 10:50:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 3.0852, loss: 3.0852 +2025-06-29 02:24:38,284 - pyskl - INFO - Epoch [71][2400/3405] lr: 1.362e-02, eta: 1 day, 10:50:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9788, loss_cls: 3.1743, loss: 3.1743 +2025-06-29 02:25:24,067 - pyskl - INFO - Epoch [71][2500/3405] lr: 1.362e-02, eta: 1 day, 10:49:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.1909, loss: 3.1909 +2025-06-29 02:26:09,816 - pyskl - INFO - Epoch [71][2600/3405] lr: 1.361e-02, eta: 1 day, 10:48:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 3.1037, loss: 3.1037 +2025-06-29 02:26:55,710 - pyskl - INFO - Epoch [71][2700/3405] lr: 1.360e-02, eta: 1 day, 10:47:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 3.2237, loss: 3.2237 +2025-06-29 02:27:41,538 - pyskl - INFO - Epoch [71][2800/3405] lr: 1.359e-02, eta: 1 day, 10:47:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 3.0856, loss: 3.0856 +2025-06-29 02:28:27,306 - pyskl - INFO - Epoch [71][2900/3405] lr: 1.358e-02, eta: 1 day, 10:46:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 3.0915, loss: 3.0915 +2025-06-29 02:29:13,036 - pyskl - INFO - Epoch [71][3000/3405] lr: 1.358e-02, eta: 1 day, 10:45:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9775, loss_cls: 3.0699, loss: 3.0699 +2025-06-29 02:29:58,770 - pyskl - INFO - Epoch [71][3100/3405] lr: 1.357e-02, eta: 1 day, 10:44:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9762, loss_cls: 3.2592, loss: 3.2592 +2025-06-29 02:30:44,589 - pyskl - INFO - Epoch [71][3200/3405] lr: 1.356e-02, eta: 1 day, 10:43:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 3.2334, loss: 3.2334 +2025-06-29 02:31:30,462 - pyskl - INFO - Epoch [71][3300/3405] lr: 1.355e-02, eta: 1 day, 10:43:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 3.0853, loss: 3.0853 +2025-06-29 02:32:16,284 - pyskl - INFO - Epoch [71][3400/3405] lr: 1.355e-02, eta: 1 day, 10:42:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.1933, loss: 3.1933 +2025-06-29 02:32:18,922 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-06-29 02:36:30,851 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 02:36:31,400 - pyskl - INFO - +top1_acc 0.8007 +top5_acc 0.9638 +2025-06-29 02:36:31,423 - pyskl - INFO - Epoch(val) [71][3718] top1_acc: 0.8007, top5_acc: 0.9638 +2025-06-29 02:37:39,743 - pyskl - INFO - Epoch [72][100/3405] lr: 1.354e-02, eta: 1 day, 10:41:53, time: 0.683, data_time: 0.227, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.0375, loss: 3.0375 +2025-06-29 02:38:25,198 - pyskl - INFO - Epoch [72][200/3405] lr: 1.353e-02, eta: 1 day, 10:41:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 3.0579, loss: 3.0579 +2025-06-29 02:39:10,789 - pyskl - INFO - Epoch [72][300/3405] lr: 1.352e-02, eta: 1 day, 10:40:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 3.1472, loss: 3.1472 +2025-06-29 02:39:56,346 - pyskl - INFO - Epoch [72][400/3405] lr: 1.352e-02, eta: 1 day, 10:39:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9900, loss_cls: 3.0552, loss: 3.0552 +2025-06-29 02:40:42,146 - pyskl - INFO - Epoch [72][500/3405] lr: 1.351e-02, eta: 1 day, 10:38:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.1688, loss: 3.1688 +2025-06-29 02:41:27,838 - pyskl - INFO - Epoch [72][600/3405] lr: 1.350e-02, eta: 1 day, 10:37:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 2.9896, loss: 2.9896 +2025-06-29 02:42:13,761 - pyskl - INFO - Epoch [72][700/3405] lr: 1.349e-02, eta: 1 day, 10:37:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 3.1642, loss: 3.1642 +2025-06-29 02:42:59,458 - pyskl - INFO - Epoch [72][800/3405] lr: 1.348e-02, eta: 1 day, 10:36:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 2.9622, loss: 2.9622 +2025-06-29 02:43:45,223 - pyskl - INFO - Epoch [72][900/3405] lr: 1.348e-02, eta: 1 day, 10:35:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9869, loss_cls: 3.0421, loss: 3.0421 +2025-06-29 02:44:31,123 - pyskl - INFO - Epoch [72][1000/3405] lr: 1.347e-02, eta: 1 day, 10:34:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 3.1170, loss: 3.1170 +2025-06-29 02:45:16,826 - pyskl - INFO - Epoch [72][1100/3405] lr: 1.346e-02, eta: 1 day, 10:34:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9856, loss_cls: 3.0026, loss: 3.0026 +2025-06-29 02:46:02,510 - pyskl - INFO - Epoch [72][1200/3405] lr: 1.345e-02, eta: 1 day, 10:33:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 3.1159, loss: 3.1159 +2025-06-29 02:46:48,359 - pyskl - INFO - Epoch [72][1300/3405] lr: 1.345e-02, eta: 1 day, 10:32:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9838, loss_cls: 3.1444, loss: 3.1444 +2025-06-29 02:47:34,146 - pyskl - INFO - Epoch [72][1400/3405] lr: 1.344e-02, eta: 1 day, 10:31:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 3.0742, loss: 3.0742 +2025-06-29 02:48:19,829 - pyskl - INFO - Epoch [72][1500/3405] lr: 1.343e-02, eta: 1 day, 10:30:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 3.0044, loss: 3.0044 +2025-06-29 02:49:05,415 - pyskl - INFO - Epoch [72][1600/3405] lr: 1.342e-02, eta: 1 day, 10:30:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.0998, loss: 3.0998 +2025-06-29 02:49:50,981 - pyskl - INFO - Epoch [72][1700/3405] lr: 1.342e-02, eta: 1 day, 10:29:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 3.1130, loss: 3.1130 +2025-06-29 02:50:36,527 - pyskl - INFO - Epoch [72][1800/3405] lr: 1.341e-02, eta: 1 day, 10:28:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.1042, loss: 3.1042 +2025-06-29 02:51:22,095 - pyskl - INFO - Epoch [72][1900/3405] lr: 1.340e-02, eta: 1 day, 10:27:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.2216, loss: 3.2216 +2025-06-29 02:52:07,658 - pyskl - INFO - Epoch [72][2000/3405] lr: 1.339e-02, eta: 1 day, 10:26:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 3.0954, loss: 3.0954 +2025-06-29 02:52:53,473 - pyskl - INFO - Epoch [72][2100/3405] lr: 1.339e-02, eta: 1 day, 10:26:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 3.0356, loss: 3.0356 +2025-06-29 02:53:39,190 - pyskl - INFO - Epoch [72][2200/3405] lr: 1.338e-02, eta: 1 day, 10:25:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 3.0079, loss: 3.0079 +2025-06-29 02:54:24,955 - pyskl - INFO - Epoch [72][2300/3405] lr: 1.337e-02, eta: 1 day, 10:24:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9694, loss_cls: 3.2125, loss: 3.2125 +2025-06-29 02:55:10,655 - pyskl - INFO - Epoch [72][2400/3405] lr: 1.336e-02, eta: 1 day, 10:23:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.2152, loss: 3.2152 +2025-06-29 02:55:56,383 - pyskl - INFO - Epoch [72][2500/3405] lr: 1.335e-02, eta: 1 day, 10:22:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 3.0771, loss: 3.0771 +2025-06-29 02:56:42,015 - pyskl - INFO - Epoch [72][2600/3405] lr: 1.335e-02, eta: 1 day, 10:22:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 3.1710, loss: 3.1710 +2025-06-29 02:57:27,562 - pyskl - INFO - Epoch [72][2700/3405] lr: 1.334e-02, eta: 1 day, 10:21:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 3.1532, loss: 3.1532 +2025-06-29 02:58:13,154 - pyskl - INFO - Epoch [72][2800/3405] lr: 1.333e-02, eta: 1 day, 10:20:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 3.1786, loss: 3.1786 +2025-06-29 02:58:58,785 - pyskl - INFO - Epoch [72][2900/3405] lr: 1.332e-02, eta: 1 day, 10:19:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 3.1525, loss: 3.1525 +2025-06-29 02:59:44,379 - pyskl - INFO - Epoch [72][3000/3405] lr: 1.332e-02, eta: 1 day, 10:19:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 2.9695, loss: 2.9695 +2025-06-29 03:00:30,037 - pyskl - INFO - Epoch [72][3100/3405] lr: 1.331e-02, eta: 1 day, 10:18:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 3.0502, loss: 3.0502 +2025-06-29 03:01:15,654 - pyskl - INFO - Epoch [72][3200/3405] lr: 1.330e-02, eta: 1 day, 10:17:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 3.0697, loss: 3.0697 +2025-06-29 03:02:01,337 - pyskl - INFO - Epoch [72][3300/3405] lr: 1.329e-02, eta: 1 day, 10:16:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 3.1429, loss: 3.1429 +2025-06-29 03:02:47,072 - pyskl - INFO - Epoch [72][3400/3405] lr: 1.329e-02, eta: 1 day, 10:15:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9738, loss_cls: 2.9663, loss: 2.9663 +2025-06-29 03:02:49,667 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-06-29 03:07:01,298 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 03:07:01,845 - pyskl - INFO - +top1_acc 0.7940 +top5_acc 0.9589 +2025-06-29 03:07:01,866 - pyskl - INFO - Epoch(val) [72][3718] top1_acc: 0.7940, top5_acc: 0.9589 +2025-06-29 03:08:10,825 - pyskl - INFO - Epoch [73][100/3405] lr: 1.328e-02, eta: 1 day, 10:15:25, time: 0.690, data_time: 0.232, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.1387, loss: 3.1387 +2025-06-29 03:08:56,589 - pyskl - INFO - Epoch [73][200/3405] lr: 1.327e-02, eta: 1 day, 10:14:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.9453, loss: 2.9453 +2025-06-29 03:09:42,399 - pyskl - INFO - Epoch [73][300/3405] lr: 1.326e-02, eta: 1 day, 10:13:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 3.1050, loss: 3.1050 +2025-06-29 03:10:28,307 - pyskl - INFO - Epoch [73][400/3405] lr: 1.325e-02, eta: 1 day, 10:13:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 3.0422, loss: 3.0422 +2025-06-29 03:11:14,042 - pyskl - INFO - Epoch [73][500/3405] lr: 1.325e-02, eta: 1 day, 10:12:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.8772, loss: 2.8772 +2025-06-29 03:11:59,760 - pyskl - INFO - Epoch [73][600/3405] lr: 1.324e-02, eta: 1 day, 10:11:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.9201, loss: 2.9201 +2025-06-29 03:12:45,462 - pyskl - INFO - Epoch [73][700/3405] lr: 1.323e-02, eta: 1 day, 10:10:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.0118, loss: 3.0118 +2025-06-29 03:13:31,170 - pyskl - INFO - Epoch [73][800/3405] lr: 1.322e-02, eta: 1 day, 10:09:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9862, loss_cls: 2.9275, loss: 2.9275 +2025-06-29 03:14:16,704 - pyskl - INFO - Epoch [73][900/3405] lr: 1.322e-02, eta: 1 day, 10:09:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.1690, loss: 3.1690 +2025-06-29 03:15:02,308 - pyskl - INFO - Epoch [73][1000/3405] lr: 1.321e-02, eta: 1 day, 10:08:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 3.0953, loss: 3.0953 +2025-06-29 03:15:47,845 - pyskl - INFO - Epoch [73][1100/3405] lr: 1.320e-02, eta: 1 day, 10:07:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 3.1106, loss: 3.1106 +2025-06-29 03:16:33,381 - pyskl - INFO - Epoch [73][1200/3405] lr: 1.319e-02, eta: 1 day, 10:06:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 3.0475, loss: 3.0475 +2025-06-29 03:17:18,899 - pyskl - INFO - Epoch [73][1300/3405] lr: 1.319e-02, eta: 1 day, 10:05:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9712, loss_cls: 3.1327, loss: 3.1327 +2025-06-29 03:18:04,411 - pyskl - INFO - Epoch [73][1400/3405] lr: 1.318e-02, eta: 1 day, 10:05:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 2.9557, loss: 2.9557 +2025-06-29 03:18:49,928 - pyskl - INFO - Epoch [73][1500/3405] lr: 1.317e-02, eta: 1 day, 10:04:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9856, loss_cls: 2.9898, loss: 2.9898 +2025-06-29 03:19:35,578 - pyskl - INFO - Epoch [73][1600/3405] lr: 1.316e-02, eta: 1 day, 10:03:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 3.1744, loss: 3.1744 +2025-06-29 03:20:21,171 - pyskl - INFO - Epoch [73][1700/3405] lr: 1.315e-02, eta: 1 day, 10:02:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.0444, loss: 3.0444 +2025-06-29 03:21:06,772 - pyskl - INFO - Epoch [73][1800/3405] lr: 1.315e-02, eta: 1 day, 10:02:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.1279, loss: 3.1279 +2025-06-29 03:21:52,268 - pyskl - INFO - Epoch [73][1900/3405] lr: 1.314e-02, eta: 1 day, 10:01:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 3.0563, loss: 3.0563 +2025-06-29 03:22:37,916 - pyskl - INFO - Epoch [73][2000/3405] lr: 1.313e-02, eta: 1 day, 10:00:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 3.0942, loss: 3.0942 +2025-06-29 03:23:23,494 - pyskl - INFO - Epoch [73][2100/3405] lr: 1.312e-02, eta: 1 day, 9:59:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9819, loss_cls: 3.1471, loss: 3.1471 +2025-06-29 03:24:09,104 - pyskl - INFO - Epoch [73][2200/3405] lr: 1.312e-02, eta: 1 day, 9:58:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 3.0281, loss: 3.0281 +2025-06-29 03:24:55,053 - pyskl - INFO - Epoch [73][2300/3405] lr: 1.311e-02, eta: 1 day, 9:58:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 3.0627, loss: 3.0627 +2025-06-29 03:25:40,974 - pyskl - INFO - Epoch [73][2400/3405] lr: 1.310e-02, eta: 1 day, 9:57:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 3.1019, loss: 3.1019 +2025-06-29 03:26:27,124 - pyskl - INFO - Epoch [73][2500/3405] lr: 1.309e-02, eta: 1 day, 9:56:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9838, loss_cls: 3.0293, loss: 3.0293 +2025-06-29 03:27:12,673 - pyskl - INFO - Epoch [73][2600/3405] lr: 1.309e-02, eta: 1 day, 9:55:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9862, loss_cls: 2.9732, loss: 2.9732 +2025-06-29 03:27:58,546 - pyskl - INFO - Epoch [73][2700/3405] lr: 1.308e-02, eta: 1 day, 9:54:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 2.9564, loss: 2.9564 +2025-06-29 03:28:44,406 - pyskl - INFO - Epoch [73][2800/3405] lr: 1.307e-02, eta: 1 day, 9:54:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9656, loss_cls: 3.1542, loss: 3.1542 +2025-06-29 03:29:30,187 - pyskl - INFO - Epoch [73][2900/3405] lr: 1.306e-02, eta: 1 day, 9:53:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 3.0576, loss: 3.0576 +2025-06-29 03:30:15,874 - pyskl - INFO - Epoch [73][3000/3405] lr: 1.305e-02, eta: 1 day, 9:52:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 3.1373, loss: 3.1373 +2025-06-29 03:31:01,676 - pyskl - INFO - Epoch [73][3100/3405] lr: 1.305e-02, eta: 1 day, 9:51:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 3.1737, loss: 3.1737 +2025-06-29 03:31:47,545 - pyskl - INFO - Epoch [73][3200/3405] lr: 1.304e-02, eta: 1 day, 9:51:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.1151, loss: 3.1151 +2025-06-29 03:32:33,719 - pyskl - INFO - Epoch [73][3300/3405] lr: 1.303e-02, eta: 1 day, 9:50:14, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 3.1156, loss: 3.1156 +2025-06-29 03:33:19,385 - pyskl - INFO - Epoch [73][3400/3405] lr: 1.302e-02, eta: 1 day, 9:49:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9819, loss_cls: 3.0708, loss: 3.0708 +2025-06-29 03:33:22,066 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-06-29 03:37:32,486 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 03:37:33,058 - pyskl - INFO - +top1_acc 0.7877 +top5_acc 0.9595 +2025-06-29 03:37:33,081 - pyskl - INFO - Epoch(val) [73][3718] top1_acc: 0.7877, top5_acc: 0.9595 +2025-06-29 03:38:41,786 - pyskl - INFO - Epoch [74][100/3405] lr: 1.302e-02, eta: 1 day, 9:48:58, time: 0.687, data_time: 0.229, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 3.1460, loss: 3.1460 +2025-06-29 03:39:27,478 - pyskl - INFO - Epoch [74][200/3405] lr: 1.301e-02, eta: 1 day, 9:48:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.8723, loss: 2.8723 +2025-06-29 03:40:13,157 - pyskl - INFO - Epoch [74][300/3405] lr: 1.300e-02, eta: 1 day, 9:47:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9769, loss_cls: 2.9076, loss: 2.9076 +2025-06-29 03:40:58,817 - pyskl - INFO - Epoch [74][400/3405] lr: 1.299e-02, eta: 1 day, 9:46:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 3.0545, loss: 3.0545 +2025-06-29 03:41:44,473 - pyskl - INFO - Epoch [74][500/3405] lr: 1.299e-02, eta: 1 day, 9:45:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 3.0172, loss: 3.0172 +2025-06-29 03:42:30,108 - pyskl - INFO - Epoch [74][600/3405] lr: 1.298e-02, eta: 1 day, 9:45:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 2.9776, loss: 2.9776 +2025-06-29 03:43:15,806 - pyskl - INFO - Epoch [74][700/3405] lr: 1.297e-02, eta: 1 day, 9:44:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 3.0079, loss: 3.0079 +2025-06-29 03:44:01,394 - pyskl - INFO - Epoch [74][800/3405] lr: 1.296e-02, eta: 1 day, 9:43:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 2.8946, loss: 2.8946 +2025-06-29 03:44:47,104 - pyskl - INFO - Epoch [74][900/3405] lr: 1.295e-02, eta: 1 day, 9:42:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.0480, loss: 3.0480 +2025-06-29 03:45:32,875 - pyskl - INFO - Epoch [74][1000/3405] lr: 1.295e-02, eta: 1 day, 9:41:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 3.0232, loss: 3.0232 +2025-06-29 03:46:18,541 - pyskl - INFO - Epoch [74][1100/3405] lr: 1.294e-02, eta: 1 day, 9:41:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 3.0875, loss: 3.0875 +2025-06-29 03:47:04,249 - pyskl - INFO - Epoch [74][1200/3405] lr: 1.293e-02, eta: 1 day, 9:40:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 2.9743, loss: 2.9743 +2025-06-29 03:47:50,107 - pyskl - INFO - Epoch [74][1300/3405] lr: 1.292e-02, eta: 1 day, 9:39:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 3.0325, loss: 3.0325 +2025-06-29 03:48:35,973 - pyskl - INFO - Epoch [74][1400/3405] lr: 1.292e-02, eta: 1 day, 9:38:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9750, loss_cls: 3.0503, loss: 3.0503 +2025-06-29 03:49:21,734 - pyskl - INFO - Epoch [74][1500/3405] lr: 1.291e-02, eta: 1 day, 9:37:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9856, loss_cls: 2.8552, loss: 2.8552 +2025-06-29 03:50:07,506 - pyskl - INFO - Epoch [74][1600/3405] lr: 1.290e-02, eta: 1 day, 9:37:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.0828, loss: 3.0828 +2025-06-29 03:50:53,234 - pyskl - INFO - Epoch [74][1700/3405] lr: 1.289e-02, eta: 1 day, 9:36:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 3.0145, loss: 3.0145 +2025-06-29 03:51:38,884 - pyskl - INFO - Epoch [74][1800/3405] lr: 1.289e-02, eta: 1 day, 9:35:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.1247, loss: 3.1247 +2025-06-29 03:52:24,759 - pyskl - INFO - Epoch [74][1900/3405] lr: 1.288e-02, eta: 1 day, 9:34:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.9659, loss: 2.9659 +2025-06-29 03:53:10,467 - pyskl - INFO - Epoch [74][2000/3405] lr: 1.287e-02, eta: 1 day, 9:34:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9700, loss_cls: 3.0960, loss: 3.0960 +2025-06-29 03:53:56,143 - pyskl - INFO - Epoch [74][2100/3405] lr: 1.286e-02, eta: 1 day, 9:33:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 3.0841, loss: 3.0841 +2025-06-29 03:54:41,865 - pyskl - INFO - Epoch [74][2200/3405] lr: 1.285e-02, eta: 1 day, 9:32:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 3.0896, loss: 3.0896 +2025-06-29 03:55:27,518 - pyskl - INFO - Epoch [74][2300/3405] lr: 1.285e-02, eta: 1 day, 9:31:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.0527, loss: 3.0527 +2025-06-29 03:56:13,263 - pyskl - INFO - Epoch [74][2400/3405] lr: 1.284e-02, eta: 1 day, 9:30:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 3.0562, loss: 3.0562 +2025-06-29 03:56:58,884 - pyskl - INFO - Epoch [74][2500/3405] lr: 1.283e-02, eta: 1 day, 9:30:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.1145, loss: 3.1145 +2025-06-29 03:57:44,577 - pyskl - INFO - Epoch [74][2600/3405] lr: 1.282e-02, eta: 1 day, 9:29:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 2.9686, loss: 2.9686 +2025-06-29 03:58:30,404 - pyskl - INFO - Epoch [74][2700/3405] lr: 1.282e-02, eta: 1 day, 9:28:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9800, loss_cls: 3.0677, loss: 3.0677 +2025-06-29 03:59:16,047 - pyskl - INFO - Epoch [74][2800/3405] lr: 1.281e-02, eta: 1 day, 9:27:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.1108, loss: 3.1108 +2025-06-29 04:00:01,659 - pyskl - INFO - Epoch [74][2900/3405] lr: 1.280e-02, eta: 1 day, 9:26:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.0612, loss: 3.0612 +2025-06-29 04:00:47,377 - pyskl - INFO - Epoch [74][3000/3405] lr: 1.279e-02, eta: 1 day, 9:26:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.0128, loss: 3.0128 +2025-06-29 04:01:33,055 - pyskl - INFO - Epoch [74][3100/3405] lr: 1.279e-02, eta: 1 day, 9:25:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.9951, loss: 2.9951 +2025-06-29 04:02:18,732 - pyskl - INFO - Epoch [74][3200/3405] lr: 1.278e-02, eta: 1 day, 9:24:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.1391, loss: 3.1391 +2025-06-29 04:03:04,300 - pyskl - INFO - Epoch [74][3300/3405] lr: 1.277e-02, eta: 1 day, 9:23:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 3.0057, loss: 3.0057 +2025-06-29 04:03:49,852 - pyskl - INFO - Epoch [74][3400/3405] lr: 1.276e-02, eta: 1 day, 9:23:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 3.1091, loss: 3.1091 +2025-06-29 04:03:52,443 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-06-29 04:08:02,675 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 04:08:03,220 - pyskl - INFO - +top1_acc 0.7964 +top5_acc 0.9602 +2025-06-29 04:08:03,241 - pyskl - INFO - Epoch(val) [74][3718] top1_acc: 0.7964, top5_acc: 0.9602 +2025-06-29 04:09:12,256 - pyskl - INFO - Epoch [75][100/3405] lr: 1.275e-02, eta: 1 day, 9:22:32, time: 0.690, data_time: 0.231, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 3.0548, loss: 3.0548 +2025-06-29 04:09:58,277 - pyskl - INFO - Epoch [75][200/3405] lr: 1.275e-02, eta: 1 day, 9:21:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.8817, loss: 2.8817 +2025-06-29 04:10:44,163 - pyskl - INFO - Epoch [75][300/3405] lr: 1.274e-02, eta: 1 day, 9:20:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.8420, loss: 2.8420 +2025-06-29 04:11:30,308 - pyskl - INFO - Epoch [75][400/3405] lr: 1.273e-02, eta: 1 day, 9:20:12, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 2.9392, loss: 2.9392 +2025-06-29 04:12:16,198 - pyskl - INFO - Epoch [75][500/3405] lr: 1.272e-02, eta: 1 day, 9:19:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 3.0944, loss: 3.0944 +2025-06-29 04:13:02,108 - pyskl - INFO - Epoch [75][600/3405] lr: 1.272e-02, eta: 1 day, 9:18:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 2.9923, loss: 2.9923 +2025-06-29 04:13:48,003 - pyskl - INFO - Epoch [75][700/3405] lr: 1.271e-02, eta: 1 day, 9:17:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 3.0068, loss: 3.0068 +2025-06-29 04:14:33,852 - pyskl - INFO - Epoch [75][800/3405] lr: 1.270e-02, eta: 1 day, 9:17:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9769, loss_cls: 2.9702, loss: 2.9702 +2025-06-29 04:15:19,674 - pyskl - INFO - Epoch [75][900/3405] lr: 1.269e-02, eta: 1 day, 9:16:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 2.9829, loss: 2.9829 +2025-06-29 04:16:05,468 - pyskl - INFO - Epoch [75][1000/3405] lr: 1.268e-02, eta: 1 day, 9:15:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 3.0012, loss: 3.0012 +2025-06-29 04:16:51,278 - pyskl - INFO - Epoch [75][1100/3405] lr: 1.268e-02, eta: 1 day, 9:14:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9812, loss_cls: 2.9771, loss: 2.9771 +2025-06-29 04:17:37,043 - pyskl - INFO - Epoch [75][1200/3405] lr: 1.267e-02, eta: 1 day, 9:13:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9731, loss_cls: 2.9903, loss: 2.9903 +2025-06-29 04:18:22,802 - pyskl - INFO - Epoch [75][1300/3405] lr: 1.266e-02, eta: 1 day, 9:13:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 2.9869, loss: 2.9869 +2025-06-29 04:19:08,523 - pyskl - INFO - Epoch [75][1400/3405] lr: 1.265e-02, eta: 1 day, 9:12:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 3.0359, loss: 3.0359 +2025-06-29 04:19:54,322 - pyskl - INFO - Epoch [75][1500/3405] lr: 1.265e-02, eta: 1 day, 9:11:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.8681, loss: 2.8681 +2025-06-29 04:20:40,103 - pyskl - INFO - Epoch [75][1600/3405] lr: 1.264e-02, eta: 1 day, 9:10:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 3.1855, loss: 3.1855 +2025-06-29 04:21:25,830 - pyskl - INFO - Epoch [75][1700/3405] lr: 1.263e-02, eta: 1 day, 9:09:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 3.0228, loss: 3.0228 +2025-06-29 04:22:11,559 - pyskl - INFO - Epoch [75][1800/3405] lr: 1.262e-02, eta: 1 day, 9:09:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 2.9888, loss: 2.9888 +2025-06-29 04:22:57,412 - pyskl - INFO - Epoch [75][1900/3405] lr: 1.262e-02, eta: 1 day, 9:08:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 3.0526, loss: 3.0526 +2025-06-29 04:23:43,569 - pyskl - INFO - Epoch [75][2000/3405] lr: 1.261e-02, eta: 1 day, 9:07:38, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 2.9999, loss: 2.9999 +2025-06-29 04:24:29,673 - pyskl - INFO - Epoch [75][2100/3405] lr: 1.260e-02, eta: 1 day, 9:06:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9738, loss_cls: 3.0998, loss: 3.0998 +2025-06-29 04:25:15,565 - pyskl - INFO - Epoch [75][2200/3405] lr: 1.259e-02, eta: 1 day, 9:06:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 3.0520, loss: 3.0520 +2025-06-29 04:26:01,619 - pyskl - INFO - Epoch [75][2300/3405] lr: 1.259e-02, eta: 1 day, 9:05:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 2.9986, loss: 2.9986 +2025-06-29 04:26:47,518 - pyskl - INFO - Epoch [75][2400/3405] lr: 1.258e-02, eta: 1 day, 9:04:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 2.9621, loss: 2.9621 +2025-06-29 04:27:33,494 - pyskl - INFO - Epoch [75][2500/3405] lr: 1.257e-02, eta: 1 day, 9:03:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 3.0210, loss: 3.0210 +2025-06-29 04:28:19,386 - pyskl - INFO - Epoch [75][2600/3405] lr: 1.256e-02, eta: 1 day, 9:02:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.1078, loss: 3.1078 +2025-06-29 04:29:04,947 - pyskl - INFO - Epoch [75][2700/3405] lr: 1.255e-02, eta: 1 day, 9:02:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 3.0381, loss: 3.0381 +2025-06-29 04:29:50,846 - pyskl - INFO - Epoch [75][2800/3405] lr: 1.255e-02, eta: 1 day, 9:01:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9738, loss_cls: 3.0045, loss: 3.0045 +2025-06-29 04:30:36,710 - pyskl - INFO - Epoch [75][2900/3405] lr: 1.254e-02, eta: 1 day, 9:00:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 3.0678, loss: 3.0678 +2025-06-29 04:31:22,645 - pyskl - INFO - Epoch [75][3000/3405] lr: 1.253e-02, eta: 1 day, 8:59:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 3.0449, loss: 3.0449 +2025-06-29 04:32:08,448 - pyskl - INFO - Epoch [75][3100/3405] lr: 1.252e-02, eta: 1 day, 8:59:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 3.0433, loss: 3.0433 +2025-06-29 04:32:54,197 - pyskl - INFO - Epoch [75][3200/3405] lr: 1.252e-02, eta: 1 day, 8:58:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 3.0302, loss: 3.0302 +2025-06-29 04:33:39,898 - pyskl - INFO - Epoch [75][3300/3405] lr: 1.251e-02, eta: 1 day, 8:57:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.9568, loss: 2.9568 +2025-06-29 04:34:25,602 - pyskl - INFO - Epoch [75][3400/3405] lr: 1.250e-02, eta: 1 day, 8:56:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 3.0617, loss: 3.0617 +2025-06-29 04:34:28,251 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-06-29 04:52:44,655 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 04:52:45,210 - pyskl - INFO - +top1_acc 0.7883 +top5_acc 0.9574 +2025-06-29 04:52:45,233 - pyskl - INFO - Epoch(val) [75][3718] top1_acc: 0.7883, top5_acc: 0.9574 +2025-06-29 04:53:54,006 - pyskl - INFO - Epoch [76][100/3405] lr: 1.249e-02, eta: 1 day, 8:56:11, time: 0.688, data_time: 0.230, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 2.9956, loss: 2.9956 +2025-06-29 04:54:39,797 - pyskl - INFO - Epoch [76][200/3405] lr: 1.248e-02, eta: 1 day, 8:55:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 2.9990, loss: 2.9990 +2025-06-29 04:55:25,570 - pyskl - INFO - Epoch [76][300/3405] lr: 1.248e-02, eta: 1 day, 8:54:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 3.0371, loss: 3.0371 +2025-06-29 04:56:11,587 - pyskl - INFO - Epoch [76][400/3405] lr: 1.247e-02, eta: 1 day, 8:53:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 3.0321, loss: 3.0321 +2025-06-29 04:56:57,564 - pyskl - INFO - Epoch [76][500/3405] lr: 1.246e-02, eta: 1 day, 8:53:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 2.8625, loss: 2.8625 +2025-06-29 04:57:43,454 - pyskl - INFO - Epoch [76][600/3405] lr: 1.245e-02, eta: 1 day, 8:52:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.1340, loss: 3.1340 +2025-06-29 04:58:29,189 - pyskl - INFO - Epoch [76][700/3405] lr: 1.245e-02, eta: 1 day, 8:51:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.9156, loss: 2.9156 +2025-06-29 04:59:14,932 - pyskl - INFO - Epoch [76][800/3405] lr: 1.244e-02, eta: 1 day, 8:50:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 2.8991, loss: 2.8991 +2025-06-29 05:00:00,765 - pyskl - INFO - Epoch [76][900/3405] lr: 1.243e-02, eta: 1 day, 8:49:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 2.9019, loss: 2.9019 +2025-06-29 05:00:46,947 - pyskl - INFO - Epoch [76][1000/3405] lr: 1.242e-02, eta: 1 day, 8:49:08, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9750, loss_cls: 2.8805, loss: 2.8805 +2025-06-29 05:01:32,781 - pyskl - INFO - Epoch [76][1100/3405] lr: 1.242e-02, eta: 1 day, 8:48:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 3.0328, loss: 3.0328 +2025-06-29 05:02:18,499 - pyskl - INFO - Epoch [76][1200/3405] lr: 1.241e-02, eta: 1 day, 8:47:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 3.0263, loss: 3.0263 +2025-06-29 05:03:04,233 - pyskl - INFO - Epoch [76][1300/3405] lr: 1.240e-02, eta: 1 day, 8:46:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9744, loss_cls: 3.0022, loss: 3.0022 +2025-06-29 05:03:49,990 - pyskl - INFO - Epoch [76][1400/3405] lr: 1.239e-02, eta: 1 day, 8:46:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 2.9420, loss: 2.9420 +2025-06-29 05:04:35,719 - pyskl - INFO - Epoch [76][1500/3405] lr: 1.238e-02, eta: 1 day, 8:45:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 3.0860, loss: 3.0860 +2025-06-29 05:05:21,568 - pyskl - INFO - Epoch [76][1600/3405] lr: 1.238e-02, eta: 1 day, 8:44:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.0382, loss: 3.0382 +2025-06-29 05:06:07,397 - pyskl - INFO - Epoch [76][1700/3405] lr: 1.237e-02, eta: 1 day, 8:43:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 2.9804, loss: 2.9804 +2025-06-29 05:06:53,321 - pyskl - INFO - Epoch [76][1800/3405] lr: 1.236e-02, eta: 1 day, 8:42:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 3.1417, loss: 3.1417 +2025-06-29 05:07:39,006 - pyskl - INFO - Epoch [76][1900/3405] lr: 1.235e-02, eta: 1 day, 8:42:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 3.1074, loss: 3.1074 +2025-06-29 05:08:24,756 - pyskl - INFO - Epoch [76][2000/3405] lr: 1.235e-02, eta: 1 day, 8:41:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 2.9602, loss: 2.9602 +2025-06-29 05:09:10,559 - pyskl - INFO - Epoch [76][2100/3405] lr: 1.234e-02, eta: 1 day, 8:40:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 3.0300, loss: 3.0300 +2025-06-29 05:09:56,300 - pyskl - INFO - Epoch [76][2200/3405] lr: 1.233e-02, eta: 1 day, 8:39:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 3.1503, loss: 3.1503 +2025-06-29 05:10:42,184 - pyskl - INFO - Epoch [76][2300/3405] lr: 1.232e-02, eta: 1 day, 8:38:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 3.0998, loss: 3.0998 +2025-06-29 05:11:27,933 - pyskl - INFO - Epoch [76][2400/3405] lr: 1.232e-02, eta: 1 day, 8:38:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.0692, loss: 3.0692 +2025-06-29 05:12:13,640 - pyskl - INFO - Epoch [76][2500/3405] lr: 1.231e-02, eta: 1 day, 8:37:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 3.1446, loss: 3.1446 +2025-06-29 05:12:59,382 - pyskl - INFO - Epoch [76][2600/3405] lr: 1.230e-02, eta: 1 day, 8:36:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.9358, loss: 2.9358 +2025-06-29 05:13:45,112 - pyskl - INFO - Epoch [76][2700/3405] lr: 1.229e-02, eta: 1 day, 8:35:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 2.9915, loss: 2.9915 +2025-06-29 05:14:31,046 - pyskl - INFO - Epoch [76][2800/3405] lr: 1.228e-02, eta: 1 day, 8:35:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 2.9783, loss: 2.9783 +2025-06-29 05:15:16,893 - pyskl - INFO - Epoch [76][2900/3405] lr: 1.228e-02, eta: 1 day, 8:34:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9831, loss_cls: 3.0133, loss: 3.0133 +2025-06-29 05:16:02,672 - pyskl - INFO - Epoch [76][3000/3405] lr: 1.227e-02, eta: 1 day, 8:33:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 2.9078, loss: 2.9078 +2025-06-29 05:16:48,465 - pyskl - INFO - Epoch [76][3100/3405] lr: 1.226e-02, eta: 1 day, 8:32:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 3.0418, loss: 3.0418 +2025-06-29 05:17:34,214 - pyskl - INFO - Epoch [76][3200/3405] lr: 1.225e-02, eta: 1 day, 8:31:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 2.9805, loss: 2.9805 +2025-06-29 05:18:19,966 - pyskl - INFO - Epoch [76][3300/3405] lr: 1.225e-02, eta: 1 day, 8:31:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 3.0019, loss: 3.0019 +2025-06-29 05:19:05,731 - pyskl - INFO - Epoch [76][3400/3405] lr: 1.224e-02, eta: 1 day, 8:30:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9819, loss_cls: 3.0650, loss: 3.0650 +2025-06-29 05:19:08,405 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-06-29 05:23:20,499 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 05:23:21,043 - pyskl - INFO - +top1_acc 0.7902 +top5_acc 0.9603 +2025-06-29 05:23:21,063 - pyskl - INFO - Epoch(val) [76][3718] top1_acc: 0.7902, top5_acc: 0.9603 +2025-06-29 05:24:29,670 - pyskl - INFO - Epoch [77][100/3405] lr: 1.223e-02, eta: 1 day, 8:29:48, time: 0.686, data_time: 0.229, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 2.9484, loss: 2.9484 +2025-06-29 05:25:15,542 - pyskl - INFO - Epoch [77][200/3405] lr: 1.222e-02, eta: 1 day, 8:29:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.9057, loss: 2.9057 +2025-06-29 05:26:01,654 - pyskl - INFO - Epoch [77][300/3405] lr: 1.222e-02, eta: 1 day, 8:28:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 2.9336, loss: 2.9336 +2025-06-29 05:26:47,589 - pyskl - INFO - Epoch [77][400/3405] lr: 1.221e-02, eta: 1 day, 8:27:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 3.0395, loss: 3.0395 +2025-06-29 05:27:33,379 - pyskl - INFO - Epoch [77][500/3405] lr: 1.220e-02, eta: 1 day, 8:26:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.8762, loss: 2.8762 +2025-06-29 05:28:19,185 - pyskl - INFO - Epoch [77][600/3405] lr: 1.219e-02, eta: 1 day, 8:25:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 3.0641, loss: 3.0641 +2025-06-29 05:29:05,013 - pyskl - INFO - Epoch [77][700/3405] lr: 1.218e-02, eta: 1 day, 8:25:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9888, loss_cls: 2.9030, loss: 2.9030 +2025-06-29 05:29:50,840 - pyskl - INFO - Epoch [77][800/3405] lr: 1.218e-02, eta: 1 day, 8:24:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.8239, loss: 2.8239 +2025-06-29 05:30:36,595 - pyskl - INFO - Epoch [77][900/3405] lr: 1.217e-02, eta: 1 day, 8:23:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 2.9627, loss: 2.9627 +2025-06-29 05:31:22,327 - pyskl - INFO - Epoch [77][1000/3405] lr: 1.216e-02, eta: 1 day, 8:22:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 2.8851, loss: 2.8851 +2025-06-29 05:32:08,061 - pyskl - INFO - Epoch [77][1100/3405] lr: 1.215e-02, eta: 1 day, 8:21:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 2.9432, loss: 2.9432 +2025-06-29 05:32:53,834 - pyskl - INFO - Epoch [77][1200/3405] lr: 1.215e-02, eta: 1 day, 8:21:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 3.0074, loss: 3.0074 +2025-06-29 05:33:39,882 - pyskl - INFO - Epoch [77][1300/3405] lr: 1.214e-02, eta: 1 day, 8:20:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 2.9571, loss: 2.9571 +2025-06-29 05:34:25,496 - pyskl - INFO - Epoch [77][1400/3405] lr: 1.213e-02, eta: 1 day, 8:19:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.8502, loss: 2.8502 +2025-06-29 05:35:11,193 - pyskl - INFO - Epoch [77][1500/3405] lr: 1.212e-02, eta: 1 day, 8:18:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 2.9979, loss: 2.9979 +2025-06-29 05:35:56,667 - pyskl - INFO - Epoch [77][1600/3405] lr: 1.212e-02, eta: 1 day, 8:18:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.9574, loss: 2.9574 +2025-06-29 05:36:42,457 - pyskl - INFO - Epoch [77][1700/3405] lr: 1.211e-02, eta: 1 day, 8:17:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.9120, loss: 2.9120 +2025-06-29 05:37:28,183 - pyskl - INFO - Epoch [77][1800/3405] lr: 1.210e-02, eta: 1 day, 8:16:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9838, loss_cls: 3.0282, loss: 3.0282 +2025-06-29 05:38:13,902 - pyskl - INFO - Epoch [77][1900/3405] lr: 1.209e-02, eta: 1 day, 8:15:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 3.1035, loss: 3.1035 +2025-06-29 05:38:59,707 - pyskl - INFO - Epoch [77][2000/3405] lr: 1.208e-02, eta: 1 day, 8:14:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 2.8941, loss: 2.8941 +2025-06-29 05:39:45,458 - pyskl - INFO - Epoch [77][2100/3405] lr: 1.208e-02, eta: 1 day, 8:14:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 2.9710, loss: 2.9710 +2025-06-29 05:40:31,314 - pyskl - INFO - Epoch [77][2200/3405] lr: 1.207e-02, eta: 1 day, 8:13:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 3.0562, loss: 3.0562 +2025-06-29 05:41:17,066 - pyskl - INFO - Epoch [77][2300/3405] lr: 1.206e-02, eta: 1 day, 8:12:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 3.1325, loss: 3.1325 +2025-06-29 05:42:02,779 - pyskl - INFO - Epoch [77][2400/3405] lr: 1.205e-02, eta: 1 day, 8:11:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 2.9332, loss: 2.9332 +2025-06-29 05:42:48,593 - pyskl - INFO - Epoch [77][2500/3405] lr: 1.205e-02, eta: 1 day, 8:10:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.0446, loss: 3.0446 +2025-06-29 05:43:34,348 - pyskl - INFO - Epoch [77][2600/3405] lr: 1.204e-02, eta: 1 day, 8:10:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.9094, loss: 2.9094 +2025-06-29 05:44:20,185 - pyskl - INFO - Epoch [77][2700/3405] lr: 1.203e-02, eta: 1 day, 8:09:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 3.0972, loss: 3.0972 +2025-06-29 05:45:05,975 - pyskl - INFO - Epoch [77][2800/3405] lr: 1.202e-02, eta: 1 day, 8:08:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.1249, loss: 3.1249 +2025-06-29 05:45:51,701 - pyskl - INFO - Epoch [77][2900/3405] lr: 1.202e-02, eta: 1 day, 8:07:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.0460, loss: 3.0460 +2025-06-29 05:46:37,448 - pyskl - INFO - Epoch [77][3000/3405] lr: 1.201e-02, eta: 1 day, 8:07:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 2.9474, loss: 2.9474 +2025-06-29 05:47:23,257 - pyskl - INFO - Epoch [77][3100/3405] lr: 1.200e-02, eta: 1 day, 8:06:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 3.0710, loss: 3.0710 +2025-06-29 05:48:09,120 - pyskl - INFO - Epoch [77][3200/3405] lr: 1.199e-02, eta: 1 day, 8:05:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9819, loss_cls: 2.9968, loss: 2.9968 +2025-06-29 05:48:54,945 - pyskl - INFO - Epoch [77][3300/3405] lr: 1.198e-02, eta: 1 day, 8:04:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.0388, loss: 3.0388 +2025-06-29 05:49:40,891 - pyskl - INFO - Epoch [77][3400/3405] lr: 1.198e-02, eta: 1 day, 8:03:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.0077, loss: 3.0077 +2025-06-29 05:49:43,530 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-06-29 05:53:57,989 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 05:53:58,531 - pyskl - INFO - +top1_acc 0.8157 +top5_acc 0.9647 +2025-06-29 05:53:58,584 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_49.pth was removed +2025-06-29 05:53:59,612 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_77.pth. +2025-06-29 05:53:59,614 - pyskl - INFO - Best top1_acc is 0.8157 at 77 epoch. +2025-06-29 05:53:59,634 - pyskl - INFO - Epoch(val) [77][3718] top1_acc: 0.8157, top5_acc: 0.9647 +2025-06-29 05:55:08,496 - pyskl - INFO - Epoch [78][100/3405] lr: 1.197e-02, eta: 1 day, 8:03:25, time: 0.689, data_time: 0.232, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.8823, loss: 2.8823 +2025-06-29 05:55:54,214 - pyskl - INFO - Epoch [78][200/3405] lr: 1.196e-02, eta: 1 day, 8:02:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 2.9468, loss: 2.9468 +2025-06-29 05:56:39,822 - pyskl - INFO - Epoch [78][300/3405] lr: 1.195e-02, eta: 1 day, 8:01:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 3.0688, loss: 3.0688 +2025-06-29 05:57:25,487 - pyskl - INFO - Epoch [78][400/3405] lr: 1.195e-02, eta: 1 day, 8:01:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 2.8846, loss: 2.8846 +2025-06-29 05:58:11,105 - pyskl - INFO - Epoch [78][500/3405] lr: 1.194e-02, eta: 1 day, 8:00:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 2.8414, loss: 2.8414 +2025-06-29 05:58:56,663 - pyskl - INFO - Epoch [78][600/3405] lr: 1.193e-02, eta: 1 day, 7:59:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 3.0239, loss: 3.0239 +2025-06-29 05:59:42,300 - pyskl - INFO - Epoch [78][700/3405] lr: 1.192e-02, eta: 1 day, 7:58:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 2.9185, loss: 2.9185 +2025-06-29 06:00:28,222 - pyskl - INFO - Epoch [78][800/3405] lr: 1.192e-02, eta: 1 day, 7:57:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 2.8206, loss: 2.8206 +2025-06-29 06:01:13,794 - pyskl - INFO - Epoch [78][900/3405] lr: 1.191e-02, eta: 1 day, 7:57:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 2.9981, loss: 2.9981 +2025-06-29 06:01:59,434 - pyskl - INFO - Epoch [78][1000/3405] lr: 1.190e-02, eta: 1 day, 7:56:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 2.9400, loss: 2.9400 +2025-06-29 06:02:45,113 - pyskl - INFO - Epoch [78][1100/3405] lr: 1.189e-02, eta: 1 day, 7:55:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.8641, loss: 2.8641 +2025-06-29 06:03:30,669 - pyskl - INFO - Epoch [78][1200/3405] lr: 1.188e-02, eta: 1 day, 7:54:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 3.0488, loss: 3.0488 +2025-06-29 06:04:16,291 - pyskl - INFO - Epoch [78][1300/3405] lr: 1.188e-02, eta: 1 day, 7:53:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 2.9745, loss: 2.9745 +2025-06-29 06:05:01,920 - pyskl - INFO - Epoch [78][1400/3405] lr: 1.187e-02, eta: 1 day, 7:53:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 3.0075, loss: 3.0075 +2025-06-29 06:05:47,586 - pyskl - INFO - Epoch [78][1500/3405] lr: 1.186e-02, eta: 1 day, 7:52:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 2.9943, loss: 2.9943 +2025-06-29 06:06:33,286 - pyskl - INFO - Epoch [78][1600/3405] lr: 1.185e-02, eta: 1 day, 7:51:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 2.9538, loss: 2.9538 +2025-06-29 06:07:19,217 - pyskl - INFO - Epoch [78][1700/3405] lr: 1.185e-02, eta: 1 day, 7:50:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9869, loss_cls: 2.9449, loss: 2.9449 +2025-06-29 06:08:04,941 - pyskl - INFO - Epoch [78][1800/3405] lr: 1.184e-02, eta: 1 day, 7:50:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 2.9252, loss: 2.9252 +2025-06-29 06:08:50,636 - pyskl - INFO - Epoch [78][1900/3405] lr: 1.183e-02, eta: 1 day, 7:49:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 3.0005, loss: 3.0005 +2025-06-29 06:09:36,368 - pyskl - INFO - Epoch [78][2000/3405] lr: 1.182e-02, eta: 1 day, 7:48:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 2.8876, loss: 2.8876 +2025-06-29 06:10:22,294 - pyskl - INFO - Epoch [78][2100/3405] lr: 1.182e-02, eta: 1 day, 7:47:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.0014, loss: 3.0014 +2025-06-29 06:11:08,233 - pyskl - INFO - Epoch [78][2200/3405] lr: 1.181e-02, eta: 1 day, 7:46:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9856, loss_cls: 2.9422, loss: 2.9422 +2025-06-29 06:11:54,083 - pyskl - INFO - Epoch [78][2300/3405] lr: 1.180e-02, eta: 1 day, 7:46:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.9245, loss: 2.9245 +2025-06-29 06:12:40,165 - pyskl - INFO - Epoch [78][2400/3405] lr: 1.179e-02, eta: 1 day, 7:45:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 2.9434, loss: 2.9434 +2025-06-29 06:13:26,483 - pyskl - INFO - Epoch [78][2500/3405] lr: 1.178e-02, eta: 1 day, 7:44:35, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.0426, loss: 3.0426 +2025-06-29 06:14:12,794 - pyskl - INFO - Epoch [78][2600/3405] lr: 1.178e-02, eta: 1 day, 7:43:48, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.0406, loss: 3.0406 +2025-06-29 06:14:58,898 - pyskl - INFO - Epoch [78][2700/3405] lr: 1.177e-02, eta: 1 day, 7:43:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9800, loss_cls: 3.0611, loss: 3.0611 +2025-06-29 06:15:45,054 - pyskl - INFO - Epoch [78][2800/3405] lr: 1.176e-02, eta: 1 day, 7:42:15, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9750, loss_cls: 2.9465, loss: 2.9465 +2025-06-29 06:16:31,128 - pyskl - INFO - Epoch [78][2900/3405] lr: 1.175e-02, eta: 1 day, 7:41:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.9389, loss: 2.9389 +2025-06-29 06:17:16,990 - pyskl - INFO - Epoch [78][3000/3405] lr: 1.175e-02, eta: 1 day, 7:40:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 2.8723, loss: 2.8723 +2025-06-29 06:18:02,865 - pyskl - INFO - Epoch [78][3100/3405] lr: 1.174e-02, eta: 1 day, 7:39:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 3.0731, loss: 3.0731 +2025-06-29 06:18:48,664 - pyskl - INFO - Epoch [78][3200/3405] lr: 1.173e-02, eta: 1 day, 7:39:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.0558, loss: 3.0558 +2025-06-29 06:19:34,547 - pyskl - INFO - Epoch [78][3300/3405] lr: 1.172e-02, eta: 1 day, 7:38:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 3.0384, loss: 3.0384 +2025-06-29 06:20:20,335 - pyskl - INFO - Epoch [78][3400/3405] lr: 1.172e-02, eta: 1 day, 7:37:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 3.0108, loss: 3.0108 +2025-06-29 06:20:23,067 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-06-29 06:24:37,083 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 06:24:37,650 - pyskl - INFO - +top1_acc 0.7864 +top5_acc 0.9523 +2025-06-29 06:24:37,686 - pyskl - INFO - Epoch(val) [78][3718] top1_acc: 0.7864, top5_acc: 0.9523 +2025-06-29 06:25:46,759 - pyskl - INFO - Epoch [79][100/3405] lr: 1.171e-02, eta: 1 day, 7:37:03, time: 0.691, data_time: 0.232, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 2.9851, loss: 2.9851 +2025-06-29 06:26:32,451 - pyskl - INFO - Epoch [79][200/3405] lr: 1.170e-02, eta: 1 day, 7:36:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 2.8113, loss: 2.8113 +2025-06-29 06:27:18,152 - pyskl - INFO - Epoch [79][300/3405] lr: 1.169e-02, eta: 1 day, 7:35:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.7615, loss: 2.7615 +2025-06-29 06:28:03,889 - pyskl - INFO - Epoch [79][400/3405] lr: 1.168e-02, eta: 1 day, 7:34:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.9515, loss: 2.9515 +2025-06-29 06:28:49,607 - pyskl - INFO - Epoch [79][500/3405] lr: 1.168e-02, eta: 1 day, 7:33:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9794, loss_cls: 2.8624, loss: 2.8624 +2025-06-29 06:29:35,359 - pyskl - INFO - Epoch [79][600/3405] lr: 1.167e-02, eta: 1 day, 7:33:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 2.9592, loss: 2.9592 +2025-06-29 06:30:21,059 - pyskl - INFO - Epoch [79][700/3405] lr: 1.166e-02, eta: 1 day, 7:32:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9838, loss_cls: 2.9266, loss: 2.9266 +2025-06-29 06:31:06,776 - pyskl - INFO - Epoch [79][800/3405] lr: 1.165e-02, eta: 1 day, 7:31:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 2.9690, loss: 2.9690 +2025-06-29 06:31:52,438 - pyskl - INFO - Epoch [79][900/3405] lr: 1.165e-02, eta: 1 day, 7:30:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.8315, loss: 2.8315 +2025-06-29 06:32:38,339 - pyskl - INFO - Epoch [79][1000/3405] lr: 1.164e-02, eta: 1 day, 7:29:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 2.9630, loss: 2.9630 +2025-06-29 06:33:24,182 - pyskl - INFO - Epoch [79][1100/3405] lr: 1.163e-02, eta: 1 day, 7:29:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.9370, loss: 2.9370 +2025-06-29 06:34:09,934 - pyskl - INFO - Epoch [79][1200/3405] lr: 1.162e-02, eta: 1 day, 7:28:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 2.9598, loss: 2.9598 +2025-06-29 06:34:55,880 - pyskl - INFO - Epoch [79][1300/3405] lr: 1.162e-02, eta: 1 day, 7:27:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.8281, loss: 2.8281 +2025-06-29 06:35:41,970 - pyskl - INFO - Epoch [79][1400/3405] lr: 1.161e-02, eta: 1 day, 7:26:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 2.9052, loss: 2.9052 +2025-06-29 06:36:27,848 - pyskl - INFO - Epoch [79][1500/3405] lr: 1.160e-02, eta: 1 day, 7:26:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.8693, loss: 2.8693 +2025-06-29 06:37:13,506 - pyskl - INFO - Epoch [79][1600/3405] lr: 1.159e-02, eta: 1 day, 7:25:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.0109, loss: 3.0109 +2025-06-29 06:37:59,176 - pyskl - INFO - Epoch [79][1700/3405] lr: 1.158e-02, eta: 1 day, 7:24:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 2.9055, loss: 2.9055 +2025-06-29 06:38:44,930 - pyskl - INFO - Epoch [79][1800/3405] lr: 1.158e-02, eta: 1 day, 7:23:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 3.0183, loss: 3.0183 +2025-06-29 06:39:30,866 - pyskl - INFO - Epoch [79][1900/3405] lr: 1.157e-02, eta: 1 day, 7:22:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9812, loss_cls: 3.0237, loss: 3.0237 +2025-06-29 06:40:16,685 - pyskl - INFO - Epoch [79][2000/3405] lr: 1.156e-02, eta: 1 day, 7:22:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 3.0443, loss: 3.0443 +2025-06-29 06:41:02,441 - pyskl - INFO - Epoch [79][2100/3405] lr: 1.155e-02, eta: 1 day, 7:21:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 2.8999, loss: 2.8999 +2025-06-29 06:41:48,186 - pyskl - INFO - Epoch [79][2200/3405] lr: 1.155e-02, eta: 1 day, 7:20:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9694, loss_cls: 3.0815, loss: 3.0815 +2025-06-29 06:42:34,049 - pyskl - INFO - Epoch [79][2300/3405] lr: 1.154e-02, eta: 1 day, 7:19:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9675, loss_cls: 3.0386, loss: 3.0386 +2025-06-29 06:43:19,894 - pyskl - INFO - Epoch [79][2400/3405] lr: 1.153e-02, eta: 1 day, 7:19:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 2.9402, loss: 2.9402 +2025-06-29 06:44:05,673 - pyskl - INFO - Epoch [79][2500/3405] lr: 1.152e-02, eta: 1 day, 7:18:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 2.9631, loss: 2.9631 +2025-06-29 06:44:51,478 - pyskl - INFO - Epoch [79][2600/3405] lr: 1.152e-02, eta: 1 day, 7:17:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 3.0765, loss: 3.0765 +2025-06-29 06:45:37,289 - pyskl - INFO - Epoch [79][2700/3405] lr: 1.151e-02, eta: 1 day, 7:16:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 2.9822, loss: 2.9822 +2025-06-29 06:46:23,136 - pyskl - INFO - Epoch [79][2800/3405] lr: 1.150e-02, eta: 1 day, 7:15:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.0679, loss: 3.0679 +2025-06-29 06:47:08,884 - pyskl - INFO - Epoch [79][2900/3405] lr: 1.149e-02, eta: 1 day, 7:15:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 2.8866, loss: 2.8866 +2025-06-29 06:47:54,633 - pyskl - INFO - Epoch [79][3000/3405] lr: 1.149e-02, eta: 1 day, 7:14:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 3.0160, loss: 3.0160 +2025-06-29 06:48:40,352 - pyskl - INFO - Epoch [79][3100/3405] lr: 1.148e-02, eta: 1 day, 7:13:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.0799, loss: 3.0799 +2025-06-29 06:49:26,045 - pyskl - INFO - Epoch [79][3200/3405] lr: 1.147e-02, eta: 1 day, 7:12:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 2.8496, loss: 2.8496 +2025-06-29 06:50:11,942 - pyskl - INFO - Epoch [79][3300/3405] lr: 1.146e-02, eta: 1 day, 7:11:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 2.9277, loss: 2.9277 +2025-06-29 06:50:57,754 - pyskl - INFO - Epoch [79][3400/3405] lr: 1.145e-02, eta: 1 day, 7:11:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 2.8658, loss: 2.8658 +2025-06-29 06:51:00,383 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-06-29 06:55:15,469 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 06:55:16,020 - pyskl - INFO - +top1_acc 0.7957 +top5_acc 0.9592 +2025-06-29 06:55:16,042 - pyskl - INFO - Epoch(val) [79][3718] top1_acc: 0.7957, top5_acc: 0.9592 +2025-06-29 06:56:24,992 - pyskl - INFO - Epoch [80][100/3405] lr: 1.145e-02, eta: 1 day, 7:10:40, time: 0.689, data_time: 0.231, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9862, loss_cls: 2.9191, loss: 2.9191 +2025-06-29 06:57:10,656 - pyskl - INFO - Epoch [80][200/3405] lr: 1.144e-02, eta: 1 day, 7:09:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.8663, loss: 2.8663 +2025-06-29 06:57:56,326 - pyskl - INFO - Epoch [80][300/3405] lr: 1.143e-02, eta: 1 day, 7:09:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9906, loss_cls: 2.7675, loss: 2.7675 +2025-06-29 06:58:42,010 - pyskl - INFO - Epoch [80][400/3405] lr: 1.142e-02, eta: 1 day, 7:08:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9894, loss_cls: 2.8645, loss: 2.8645 +2025-06-29 06:59:27,716 - pyskl - INFO - Epoch [80][500/3405] lr: 1.142e-02, eta: 1 day, 7:07:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.8574, loss: 2.8574 +2025-06-29 07:00:13,369 - pyskl - INFO - Epoch [80][600/3405] lr: 1.141e-02, eta: 1 day, 7:06:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 2.9132, loss: 2.9132 +2025-06-29 07:00:59,048 - pyskl - INFO - Epoch [80][700/3405] lr: 1.140e-02, eta: 1 day, 7:05:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9756, loss_cls: 2.8938, loss: 2.8938 +2025-06-29 07:01:44,817 - pyskl - INFO - Epoch [80][800/3405] lr: 1.139e-02, eta: 1 day, 7:05:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.8093, loss: 2.8093 +2025-06-29 07:02:30,736 - pyskl - INFO - Epoch [80][900/3405] lr: 1.139e-02, eta: 1 day, 7:04:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 2.8533, loss: 2.8533 +2025-06-29 07:03:16,319 - pyskl - INFO - Epoch [80][1000/3405] lr: 1.138e-02, eta: 1 day, 7:03:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 2.8940, loss: 2.8940 +2025-06-29 07:04:01,869 - pyskl - INFO - Epoch [80][1100/3405] lr: 1.137e-02, eta: 1 day, 7:02:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.9215, loss: 2.9215 +2025-06-29 07:04:47,508 - pyskl - INFO - Epoch [80][1200/3405] lr: 1.136e-02, eta: 1 day, 7:02:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.9279, loss: 2.9279 +2025-06-29 07:05:33,139 - pyskl - INFO - Epoch [80][1300/3405] lr: 1.135e-02, eta: 1 day, 7:01:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 2.9928, loss: 2.9928 +2025-06-29 07:06:18,936 - pyskl - INFO - Epoch [80][1400/3405] lr: 1.135e-02, eta: 1 day, 7:00:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 2.9302, loss: 2.9302 +2025-06-29 07:07:04,660 - pyskl - INFO - Epoch [80][1500/3405] lr: 1.134e-02, eta: 1 day, 6:59:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 2.8096, loss: 2.8096 +2025-06-29 07:07:50,322 - pyskl - INFO - Epoch [80][1600/3405] lr: 1.133e-02, eta: 1 day, 6:58:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 2.9591, loss: 2.9591 +2025-06-29 07:08:36,113 - pyskl - INFO - Epoch [80][1700/3405] lr: 1.132e-02, eta: 1 day, 6:58:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 2.9090, loss: 2.9090 +2025-06-29 07:09:21,869 - pyskl - INFO - Epoch [80][1800/3405] lr: 1.132e-02, eta: 1 day, 6:57:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 3.0133, loss: 3.0133 +2025-06-29 07:10:07,532 - pyskl - INFO - Epoch [80][1900/3405] lr: 1.131e-02, eta: 1 day, 6:56:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 2.9205, loss: 2.9205 +2025-06-29 07:10:53,231 - pyskl - INFO - Epoch [80][2000/3405] lr: 1.130e-02, eta: 1 day, 6:55:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 2.8843, loss: 2.8843 +2025-06-29 07:11:38,876 - pyskl - INFO - Epoch [80][2100/3405] lr: 1.129e-02, eta: 1 day, 6:54:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 2.9788, loss: 2.9788 +2025-06-29 07:12:24,830 - pyskl - INFO - Epoch [80][2200/3405] lr: 1.129e-02, eta: 1 day, 6:54:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 2.7800, loss: 2.7800 +2025-06-29 07:13:10,563 - pyskl - INFO - Epoch [80][2300/3405] lr: 1.128e-02, eta: 1 day, 6:53:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 2.8952, loss: 2.8952 +2025-06-29 07:13:56,287 - pyskl - INFO - Epoch [80][2400/3405] lr: 1.127e-02, eta: 1 day, 6:52:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.9826, loss: 2.9826 +2025-06-29 07:14:41,987 - pyskl - INFO - Epoch [80][2500/3405] lr: 1.126e-02, eta: 1 day, 6:51:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 2.8712, loss: 2.8712 +2025-06-29 07:15:27,648 - pyskl - INFO - Epoch [80][2600/3405] lr: 1.126e-02, eta: 1 day, 6:51:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 2.9792, loss: 2.9792 +2025-06-29 07:16:13,302 - pyskl - INFO - Epoch [80][2700/3405] lr: 1.125e-02, eta: 1 day, 6:50:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 3.0397, loss: 3.0397 +2025-06-29 07:16:58,966 - pyskl - INFO - Epoch [80][2800/3405] lr: 1.124e-02, eta: 1 day, 6:49:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9738, loss_cls: 3.0202, loss: 3.0202 +2025-06-29 07:17:44,669 - pyskl - INFO - Epoch [80][2900/3405] lr: 1.123e-02, eta: 1 day, 6:48:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 3.0166, loss: 3.0166 +2025-06-29 07:18:30,340 - pyskl - INFO - Epoch [80][3000/3405] lr: 1.122e-02, eta: 1 day, 6:47:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9844, loss_cls: 2.8917, loss: 2.8917 +2025-06-29 07:19:16,043 - pyskl - INFO - Epoch [80][3100/3405] lr: 1.122e-02, eta: 1 day, 6:47:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.0152, loss: 3.0152 +2025-06-29 07:20:01,909 - pyskl - INFO - Epoch [80][3200/3405] lr: 1.121e-02, eta: 1 day, 6:46:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.9328, loss: 2.9328 +2025-06-29 07:20:47,672 - pyskl - INFO - Epoch [80][3300/3405] lr: 1.120e-02, eta: 1 day, 6:45:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 2.9364, loss: 2.9364 +2025-06-29 07:21:33,486 - pyskl - INFO - Epoch [80][3400/3405] lr: 1.119e-02, eta: 1 day, 6:44:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 2.8974, loss: 2.8974 +2025-06-29 07:21:36,150 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-06-29 07:41:35,290 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 07:41:35,829 - pyskl - INFO - +top1_acc 0.8024 +top5_acc 0.9611 +2025-06-29 07:41:35,858 - pyskl - INFO - Epoch(val) [80][3718] top1_acc: 0.8024, top5_acc: 0.9611 +2025-06-29 07:42:45,285 - pyskl - INFO - Epoch [81][100/3405] lr: 1.119e-02, eta: 1 day, 6:44:16, time: 0.694, data_time: 0.235, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9931, loss_cls: 2.8104, loss: 2.8104 +2025-06-29 07:43:31,051 - pyskl - INFO - Epoch [81][200/3405] lr: 1.118e-02, eta: 1 day, 6:43:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.7509, loss: 2.7509 +2025-06-29 07:44:16,812 - pyskl - INFO - Epoch [81][300/3405] lr: 1.117e-02, eta: 1 day, 6:42:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 2.9000, loss: 2.9000 +2025-06-29 07:45:02,542 - pyskl - INFO - Epoch [81][400/3405] lr: 1.116e-02, eta: 1 day, 6:41:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.9446, loss: 2.9446 +2025-06-29 07:45:48,342 - pyskl - INFO - Epoch [81][500/3405] lr: 1.116e-02, eta: 1 day, 6:41:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.8592, loss: 2.8592 +2025-06-29 07:46:34,152 - pyskl - INFO - Epoch [81][600/3405] lr: 1.115e-02, eta: 1 day, 6:40:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.8349, loss: 2.8349 +2025-06-29 07:47:19,979 - pyskl - INFO - Epoch [81][700/3405] lr: 1.114e-02, eta: 1 day, 6:39:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.8320, loss: 2.8320 +2025-06-29 07:48:05,817 - pyskl - INFO - Epoch [81][800/3405] lr: 1.113e-02, eta: 1 day, 6:38:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9862, loss_cls: 2.9128, loss: 2.9128 +2025-06-29 07:48:51,595 - pyskl - INFO - Epoch [81][900/3405] lr: 1.112e-02, eta: 1 day, 6:37:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 2.9592, loss: 2.9592 +2025-06-29 07:49:37,421 - pyskl - INFO - Epoch [81][1000/3405] lr: 1.112e-02, eta: 1 day, 6:37:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.8530, loss: 2.8530 +2025-06-29 07:50:23,221 - pyskl - INFO - Epoch [81][1100/3405] lr: 1.111e-02, eta: 1 day, 6:36:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 2.8177, loss: 2.8177 +2025-06-29 07:51:09,353 - pyskl - INFO - Epoch [81][1200/3405] lr: 1.110e-02, eta: 1 day, 6:35:39, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.9604, loss: 2.9604 +2025-06-29 07:51:55,564 - pyskl - INFO - Epoch [81][1300/3405] lr: 1.109e-02, eta: 1 day, 6:34:52, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.0145, loss: 3.0145 +2025-06-29 07:52:41,628 - pyskl - INFO - Epoch [81][1400/3405] lr: 1.109e-02, eta: 1 day, 6:34:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 2.8841, loss: 2.8841 +2025-06-29 07:53:27,611 - pyskl - INFO - Epoch [81][1500/3405] lr: 1.108e-02, eta: 1 day, 6:33:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 2.9572, loss: 2.9572 +2025-06-29 07:54:13,429 - pyskl - INFO - Epoch [81][1600/3405] lr: 1.107e-02, eta: 1 day, 6:32:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.0028, loss: 3.0028 +2025-06-29 07:54:59,384 - pyskl - INFO - Epoch [81][1700/3405] lr: 1.106e-02, eta: 1 day, 6:31:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 2.8458, loss: 2.8458 +2025-06-29 07:55:45,243 - pyskl - INFO - Epoch [81][1800/3405] lr: 1.106e-02, eta: 1 day, 6:30:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 3.0310, loss: 3.0310 +2025-06-29 07:56:31,009 - pyskl - INFO - Epoch [81][1900/3405] lr: 1.105e-02, eta: 1 day, 6:30:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9844, loss_cls: 2.9636, loss: 2.9636 +2025-06-29 07:57:16,847 - pyskl - INFO - Epoch [81][2000/3405] lr: 1.104e-02, eta: 1 day, 6:29:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9881, loss_cls: 2.8232, loss: 2.8232 +2025-06-29 07:58:02,640 - pyskl - INFO - Epoch [81][2100/3405] lr: 1.103e-02, eta: 1 day, 6:28:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 2.9173, loss: 2.9173 +2025-06-29 07:58:48,583 - pyskl - INFO - Epoch [81][2200/3405] lr: 1.103e-02, eta: 1 day, 6:27:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 2.8623, loss: 2.8623 +2025-06-29 07:59:34,738 - pyskl - INFO - Epoch [81][2300/3405] lr: 1.102e-02, eta: 1 day, 6:27:03, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 3.0730, loss: 3.0730 +2025-06-29 08:00:20,636 - pyskl - INFO - Epoch [81][2400/3405] lr: 1.101e-02, eta: 1 day, 6:26:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 2.8582, loss: 2.8582 +2025-06-29 08:01:06,530 - pyskl - INFO - Epoch [81][2500/3405] lr: 1.100e-02, eta: 1 day, 6:25:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 2.9889, loss: 2.9889 +2025-06-29 08:01:52,340 - pyskl - INFO - Epoch [81][2600/3405] lr: 1.099e-02, eta: 1 day, 6:24:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.8472, loss: 2.8472 +2025-06-29 08:02:38,204 - pyskl - INFO - Epoch [81][2700/3405] lr: 1.099e-02, eta: 1 day, 6:23:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 2.9471, loss: 2.9471 +2025-06-29 08:03:24,082 - pyskl - INFO - Epoch [81][2800/3405] lr: 1.098e-02, eta: 1 day, 6:23:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.8527, loss: 2.8527 +2025-06-29 08:04:10,025 - pyskl - INFO - Epoch [81][2900/3405] lr: 1.097e-02, eta: 1 day, 6:22:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.8027, loss: 2.8027 +2025-06-29 08:04:55,982 - pyskl - INFO - Epoch [81][3000/3405] lr: 1.096e-02, eta: 1 day, 6:21:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.8492, loss: 2.8492 +2025-06-29 08:05:41,809 - pyskl - INFO - Epoch [81][3100/3405] lr: 1.096e-02, eta: 1 day, 6:20:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 2.9330, loss: 2.9330 +2025-06-29 08:06:27,621 - pyskl - INFO - Epoch [81][3200/3405] lr: 1.095e-02, eta: 1 day, 6:20:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9856, loss_cls: 2.9041, loss: 2.9041 +2025-06-29 08:07:13,533 - pyskl - INFO - Epoch [81][3300/3405] lr: 1.094e-02, eta: 1 day, 6:19:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 2.8392, loss: 2.8392 +2025-06-29 08:07:59,644 - pyskl - INFO - Epoch [81][3400/3405] lr: 1.093e-02, eta: 1 day, 6:18:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 2.9519, loss: 2.9519 +2025-06-29 08:08:02,302 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-06-29 08:12:17,448 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 08:12:18,000 - pyskl - INFO - +top1_acc 0.7677 +top5_acc 0.9476 +2025-06-29 08:12:18,023 - pyskl - INFO - Epoch(val) [81][3718] top1_acc: 0.7677, top5_acc: 0.9476 +2025-06-29 08:13:26,478 - pyskl - INFO - Epoch [82][100/3405] lr: 1.093e-02, eta: 1 day, 6:17:55, time: 0.684, data_time: 0.227, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.8749, loss: 2.8749 +2025-06-29 08:14:12,190 - pyskl - INFO - Epoch [82][200/3405] lr: 1.092e-02, eta: 1 day, 6:17:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 2.8311, loss: 2.8311 +2025-06-29 08:14:57,804 - pyskl - INFO - Epoch [82][300/3405] lr: 1.091e-02, eta: 1 day, 6:16:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9900, loss_cls: 2.7387, loss: 2.7387 +2025-06-29 08:15:43,453 - pyskl - INFO - Epoch [82][400/3405] lr: 1.090e-02, eta: 1 day, 6:15:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.8354, loss: 2.8354 +2025-06-29 08:16:29,269 - pyskl - INFO - Epoch [82][500/3405] lr: 1.090e-02, eta: 1 day, 6:14:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 2.9307, loss: 2.9307 +2025-06-29 08:17:15,177 - pyskl - INFO - Epoch [82][600/3405] lr: 1.089e-02, eta: 1 day, 6:14:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.8664, loss: 2.8664 +2025-06-29 08:18:00,823 - pyskl - INFO - Epoch [82][700/3405] lr: 1.088e-02, eta: 1 day, 6:13:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.8876, loss: 2.8876 +2025-06-29 08:18:46,491 - pyskl - INFO - Epoch [82][800/3405] lr: 1.087e-02, eta: 1 day, 6:12:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 2.9115, loss: 2.9115 +2025-06-29 08:19:32,193 - pyskl - INFO - Epoch [82][900/3405] lr: 1.086e-02, eta: 1 day, 6:11:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.8381, loss: 2.8381 +2025-06-29 08:20:17,894 - pyskl - INFO - Epoch [82][1000/3405] lr: 1.086e-02, eta: 1 day, 6:10:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 2.8305, loss: 2.8305 +2025-06-29 08:21:03,934 - pyskl - INFO - Epoch [82][1100/3405] lr: 1.085e-02, eta: 1 day, 6:10:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 2.8264, loss: 2.8264 +2025-06-29 08:21:49,691 - pyskl - INFO - Epoch [82][1200/3405] lr: 1.084e-02, eta: 1 day, 6:09:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 2.8722, loss: 2.8722 +2025-06-29 08:22:35,449 - pyskl - INFO - Epoch [82][1300/3405] lr: 1.083e-02, eta: 1 day, 6:08:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.7630, loss: 2.7630 +2025-06-29 08:23:21,169 - pyskl - INFO - Epoch [82][1400/3405] lr: 1.083e-02, eta: 1 day, 6:07:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 2.9115, loss: 2.9115 +2025-06-29 08:24:06,874 - pyskl - INFO - Epoch [82][1500/3405] lr: 1.082e-02, eta: 1 day, 6:06:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 2.9221, loss: 2.9221 +2025-06-29 08:24:52,634 - pyskl - INFO - Epoch [82][1600/3405] lr: 1.081e-02, eta: 1 day, 6:06:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9738, loss_cls: 2.9364, loss: 2.9364 +2025-06-29 08:25:38,330 - pyskl - INFO - Epoch [82][1700/3405] lr: 1.080e-02, eta: 1 day, 6:05:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.9100, loss: 2.9100 +2025-06-29 08:26:24,053 - pyskl - INFO - Epoch [82][1800/3405] lr: 1.080e-02, eta: 1 day, 6:04:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9825, loss_cls: 2.8912, loss: 2.8912 +2025-06-29 08:27:09,766 - pyskl - INFO - Epoch [82][1900/3405] lr: 1.079e-02, eta: 1 day, 6:03:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 2.9108, loss: 2.9108 +2025-06-29 08:27:55,493 - pyskl - INFO - Epoch [82][2000/3405] lr: 1.078e-02, eta: 1 day, 6:03:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 2.8151, loss: 2.8151 +2025-06-29 08:28:41,221 - pyskl - INFO - Epoch [82][2100/3405] lr: 1.077e-02, eta: 1 day, 6:02:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 2.8495, loss: 2.8495 +2025-06-29 08:29:26,988 - pyskl - INFO - Epoch [82][2200/3405] lr: 1.077e-02, eta: 1 day, 6:01:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.8102, loss: 2.8102 +2025-06-29 08:30:12,742 - pyskl - INFO - Epoch [82][2300/3405] lr: 1.076e-02, eta: 1 day, 6:00:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9762, loss_cls: 2.9027, loss: 2.9027 +2025-06-29 08:30:58,463 - pyskl - INFO - Epoch [82][2400/3405] lr: 1.075e-02, eta: 1 day, 5:59:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.8277, loss: 2.8277 +2025-06-29 08:31:44,127 - pyskl - INFO - Epoch [82][2500/3405] lr: 1.074e-02, eta: 1 day, 5:59:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 2.8156, loss: 2.8156 +2025-06-29 08:32:29,831 - pyskl - INFO - Epoch [82][2600/3405] lr: 1.074e-02, eta: 1 day, 5:58:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 2.9149, loss: 2.9149 +2025-06-29 08:33:15,358 - pyskl - INFO - Epoch [82][2700/3405] lr: 1.073e-02, eta: 1 day, 5:57:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 2.9549, loss: 2.9549 +2025-06-29 08:34:01,049 - pyskl - INFO - Epoch [82][2800/3405] lr: 1.072e-02, eta: 1 day, 5:56:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 2.8527, loss: 2.8527 +2025-06-29 08:34:46,708 - pyskl - INFO - Epoch [82][2900/3405] lr: 1.071e-02, eta: 1 day, 5:55:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9738, loss_cls: 3.0061, loss: 3.0061 +2025-06-29 08:35:32,525 - pyskl - INFO - Epoch [82][3000/3405] lr: 1.070e-02, eta: 1 day, 5:55:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 2.9193, loss: 2.9193 +2025-06-29 08:36:18,223 - pyskl - INFO - Epoch [82][3100/3405] lr: 1.070e-02, eta: 1 day, 5:54:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 2.8889, loss: 2.8889 +2025-06-29 08:37:04,034 - pyskl - INFO - Epoch [82][3200/3405] lr: 1.069e-02, eta: 1 day, 5:53:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 2.9326, loss: 2.9326 +2025-06-29 08:37:49,746 - pyskl - INFO - Epoch [82][3300/3405] lr: 1.068e-02, eta: 1 day, 5:52:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 2.8943, loss: 2.8943 +2025-06-29 08:38:35,412 - pyskl - INFO - Epoch [82][3400/3405] lr: 1.067e-02, eta: 1 day, 5:52:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 2.9687, loss: 2.9687 +2025-06-29 08:38:38,041 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-06-29 08:42:48,144 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 08:42:48,753 - pyskl - INFO - +top1_acc 0.8094 +top5_acc 0.9617 +2025-06-29 08:42:48,773 - pyskl - INFO - Epoch(val) [82][3718] top1_acc: 0.8094, top5_acc: 0.9617 +2025-06-29 08:43:56,752 - pyskl - INFO - Epoch [83][100/3405] lr: 1.067e-02, eta: 1 day, 5:51:30, time: 0.680, data_time: 0.225, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9775, loss_cls: 2.8895, loss: 2.8895 +2025-06-29 08:44:42,281 - pyskl - INFO - Epoch [83][200/3405] lr: 1.066e-02, eta: 1 day, 5:50:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 2.7197, loss: 2.7197 +2025-06-29 08:45:27,876 - pyskl - INFO - Epoch [83][300/3405] lr: 1.065e-02, eta: 1 day, 5:49:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.8125, loss: 2.8125 +2025-06-29 08:46:13,431 - pyskl - INFO - Epoch [83][400/3405] lr: 1.064e-02, eta: 1 day, 5:49:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.8155, loss: 2.8155 +2025-06-29 08:46:58,965 - pyskl - INFO - Epoch [83][500/3405] lr: 1.064e-02, eta: 1 day, 5:48:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 2.9152, loss: 2.9152 +2025-06-29 08:47:44,504 - pyskl - INFO - Epoch [83][600/3405] lr: 1.063e-02, eta: 1 day, 5:47:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 2.8553, loss: 2.8553 +2025-06-29 08:48:30,072 - pyskl - INFO - Epoch [83][700/3405] lr: 1.062e-02, eta: 1 day, 5:46:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 2.8525, loss: 2.8525 +2025-06-29 08:49:15,617 - pyskl - INFO - Epoch [83][800/3405] lr: 1.061e-02, eta: 1 day, 5:46:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.7682, loss: 2.7682 +2025-06-29 08:50:01,632 - pyskl - INFO - Epoch [83][900/3405] lr: 1.061e-02, eta: 1 day, 5:45:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.8801, loss: 2.8801 +2025-06-29 08:50:47,641 - pyskl - INFO - Epoch [83][1000/3405] lr: 1.060e-02, eta: 1 day, 5:44:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 2.8320, loss: 2.8320 +2025-06-29 08:51:34,020 - pyskl - INFO - Epoch [83][1100/3405] lr: 1.059e-02, eta: 1 day, 5:43:40, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.8518, loss: 2.8518 +2025-06-29 08:52:20,237 - pyskl - INFO - Epoch [83][1200/3405] lr: 1.058e-02, eta: 1 day, 5:42:53, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 2.8480, loss: 2.8480 +2025-06-29 08:53:06,256 - pyskl - INFO - Epoch [83][1300/3405] lr: 1.058e-02, eta: 1 day, 5:42:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.8313, loss: 2.8313 +2025-06-29 08:53:51,979 - pyskl - INFO - Epoch [83][1400/3405] lr: 1.057e-02, eta: 1 day, 5:41:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9888, loss_cls: 2.8191, loss: 2.8191 +2025-06-29 08:54:37,834 - pyskl - INFO - Epoch [83][1500/3405] lr: 1.056e-02, eta: 1 day, 5:40:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 2.7838, loss: 2.7838 +2025-06-29 08:55:23,739 - pyskl - INFO - Epoch [83][1600/3405] lr: 1.055e-02, eta: 1 day, 5:39:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.8152, loss: 2.8152 +2025-06-29 08:56:09,579 - pyskl - INFO - Epoch [83][1700/3405] lr: 1.054e-02, eta: 1 day, 5:38:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.7955, loss: 2.7955 +2025-06-29 08:56:55,475 - pyskl - INFO - Epoch [83][1800/3405] lr: 1.054e-02, eta: 1 day, 5:38:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 2.9334, loss: 2.9334 +2025-06-29 08:57:41,190 - pyskl - INFO - Epoch [83][1900/3405] lr: 1.053e-02, eta: 1 day, 5:37:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 2.9418, loss: 2.9418 +2025-06-29 08:58:26,974 - pyskl - INFO - Epoch [83][2000/3405] lr: 1.052e-02, eta: 1 day, 5:36:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 2.8768, loss: 2.8768 +2025-06-29 08:59:12,957 - pyskl - INFO - Epoch [83][2100/3405] lr: 1.051e-02, eta: 1 day, 5:35:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9862, loss_cls: 2.8625, loss: 2.8625 +2025-06-29 08:59:58,801 - pyskl - INFO - Epoch [83][2200/3405] lr: 1.051e-02, eta: 1 day, 5:35:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 2.9106, loss: 2.9106 +2025-06-29 09:00:44,707 - pyskl - INFO - Epoch [83][2300/3405] lr: 1.050e-02, eta: 1 day, 5:34:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 2.9797, loss: 2.9797 +2025-06-29 09:01:30,598 - pyskl - INFO - Epoch [83][2400/3405] lr: 1.049e-02, eta: 1 day, 5:33:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 2.8362, loss: 2.8362 +2025-06-29 09:02:16,430 - pyskl - INFO - Epoch [83][2500/3405] lr: 1.048e-02, eta: 1 day, 5:32:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 3.0198, loss: 3.0198 +2025-06-29 09:03:02,149 - pyskl - INFO - Epoch [83][2600/3405] lr: 1.048e-02, eta: 1 day, 5:31:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 2.9808, loss: 2.9808 +2025-06-29 09:03:47,874 - pyskl - INFO - Epoch [83][2700/3405] lr: 1.047e-02, eta: 1 day, 5:31:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 2.8715, loss: 2.8715 +2025-06-29 09:04:33,609 - pyskl - INFO - Epoch [83][2800/3405] lr: 1.046e-02, eta: 1 day, 5:30:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 2.8816, loss: 2.8816 +2025-06-29 09:05:19,402 - pyskl - INFO - Epoch [83][2900/3405] lr: 1.045e-02, eta: 1 day, 5:29:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 2.9635, loss: 2.9635 +2025-06-29 09:06:05,187 - pyskl - INFO - Epoch [83][3000/3405] lr: 1.045e-02, eta: 1 day, 5:28:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 2.9071, loss: 2.9071 +2025-06-29 09:06:50,967 - pyskl - INFO - Epoch [83][3100/3405] lr: 1.044e-02, eta: 1 day, 5:28:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.7733, loss: 2.7733 +2025-06-29 09:07:36,708 - pyskl - INFO - Epoch [83][3200/3405] lr: 1.043e-02, eta: 1 day, 5:27:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.8128, loss: 2.8128 +2025-06-29 09:08:22,655 - pyskl - INFO - Epoch [83][3300/3405] lr: 1.042e-02, eta: 1 day, 5:26:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.7804, loss: 2.7804 +2025-06-29 09:09:08,531 - pyskl - INFO - Epoch [83][3400/3405] lr: 1.042e-02, eta: 1 day, 5:25:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 2.9740, loss: 2.9740 +2025-06-29 09:09:11,192 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-06-29 09:13:25,831 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 09:13:26,375 - pyskl - INFO - +top1_acc 0.7923 +top5_acc 0.9537 +2025-06-29 09:13:26,399 - pyskl - INFO - Epoch(val) [83][3718] top1_acc: 0.7923, top5_acc: 0.9537 +2025-06-29 09:14:34,773 - pyskl - INFO - Epoch [84][100/3405] lr: 1.041e-02, eta: 1 day, 5:25:07, time: 0.684, data_time: 0.227, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.8247, loss: 2.8247 +2025-06-29 09:15:20,529 - pyskl - INFO - Epoch [84][200/3405] lr: 1.040e-02, eta: 1 day, 5:24:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.7345, loss: 2.7345 +2025-06-29 09:16:06,418 - pyskl - INFO - Epoch [84][300/3405] lr: 1.039e-02, eta: 1 day, 5:23:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.7783, loss: 2.7783 +2025-06-29 09:16:52,155 - pyskl - INFO - Epoch [84][400/3405] lr: 1.039e-02, eta: 1 day, 5:22:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.7606, loss: 2.7606 +2025-06-29 09:17:37,908 - pyskl - INFO - Epoch [84][500/3405] lr: 1.038e-02, eta: 1 day, 5:22:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.7961, loss: 2.7961 +2025-06-29 09:18:23,678 - pyskl - INFO - Epoch [84][600/3405] lr: 1.037e-02, eta: 1 day, 5:21:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.7897, loss: 2.7897 +2025-06-29 09:19:09,559 - pyskl - INFO - Epoch [84][700/3405] lr: 1.036e-02, eta: 1 day, 5:20:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.7820, loss: 2.7820 +2025-06-29 09:19:55,463 - pyskl - INFO - Epoch [84][800/3405] lr: 1.035e-02, eta: 1 day, 5:19:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.6460, loss: 2.6460 +2025-06-29 09:20:41,330 - pyskl - INFO - Epoch [84][900/3405] lr: 1.035e-02, eta: 1 day, 5:18:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.6944, loss: 2.6944 +2025-06-29 09:21:27,142 - pyskl - INFO - Epoch [84][1000/3405] lr: 1.034e-02, eta: 1 day, 5:18:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 2.8940, loss: 2.8940 +2025-06-29 09:22:12,866 - pyskl - INFO - Epoch [84][1100/3405] lr: 1.033e-02, eta: 1 day, 5:17:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9869, loss_cls: 2.7911, loss: 2.7911 +2025-06-29 09:22:58,658 - pyskl - INFO - Epoch [84][1200/3405] lr: 1.032e-02, eta: 1 day, 5:16:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 2.8619, loss: 2.8619 +2025-06-29 09:23:44,390 - pyskl - INFO - Epoch [84][1300/3405] lr: 1.032e-02, eta: 1 day, 5:15:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.7863, loss: 2.7863 +2025-06-29 09:24:30,091 - pyskl - INFO - Epoch [84][1400/3405] lr: 1.031e-02, eta: 1 day, 5:14:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 2.7547, loss: 2.7547 +2025-06-29 09:25:15,815 - pyskl - INFO - Epoch [84][1500/3405] lr: 1.030e-02, eta: 1 day, 5:14:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 2.9506, loss: 2.9506 +2025-06-29 09:26:01,520 - pyskl - INFO - Epoch [84][1600/3405] lr: 1.029e-02, eta: 1 day, 5:13:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 2.9195, loss: 2.9195 +2025-06-29 09:26:47,173 - pyskl - INFO - Epoch [84][1700/3405] lr: 1.029e-02, eta: 1 day, 5:12:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9875, loss_cls: 2.8605, loss: 2.8605 +2025-06-29 09:27:32,854 - pyskl - INFO - Epoch [84][1800/3405] lr: 1.028e-02, eta: 1 day, 5:11:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 2.8302, loss: 2.8302 +2025-06-29 09:28:18,510 - pyskl - INFO - Epoch [84][1900/3405] lr: 1.027e-02, eta: 1 day, 5:11:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.8814, loss: 2.8814 +2025-06-29 09:29:04,372 - pyskl - INFO - Epoch [84][2000/3405] lr: 1.026e-02, eta: 1 day, 5:10:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 2.9778, loss: 2.9778 +2025-06-29 09:29:50,077 - pyskl - INFO - Epoch [84][2100/3405] lr: 1.026e-02, eta: 1 day, 5:09:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.8521, loss: 2.8521 +2025-06-29 09:30:35,774 - pyskl - INFO - Epoch [84][2200/3405] lr: 1.025e-02, eta: 1 day, 5:08:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 2.9097, loss: 2.9097 +2025-06-29 09:31:21,520 - pyskl - INFO - Epoch [84][2300/3405] lr: 1.024e-02, eta: 1 day, 5:07:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 2.8590, loss: 2.8590 +2025-06-29 09:32:07,276 - pyskl - INFO - Epoch [84][2400/3405] lr: 1.023e-02, eta: 1 day, 5:07:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 2.7447, loss: 2.7447 +2025-06-29 09:32:53,006 - pyskl - INFO - Epoch [84][2500/3405] lr: 1.023e-02, eta: 1 day, 5:06:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.8167, loss: 2.8167 +2025-06-29 09:33:38,885 - pyskl - INFO - Epoch [84][2600/3405] lr: 1.022e-02, eta: 1 day, 5:05:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 2.8299, loss: 2.8299 +2025-06-29 09:34:24,861 - pyskl - INFO - Epoch [84][2700/3405] lr: 1.021e-02, eta: 1 day, 5:04:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 2.9240, loss: 2.9240 +2025-06-29 09:35:10,835 - pyskl - INFO - Epoch [84][2800/3405] lr: 1.020e-02, eta: 1 day, 5:03:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.8586, loss: 2.8586 +2025-06-29 09:35:56,677 - pyskl - INFO - Epoch [84][2900/3405] lr: 1.020e-02, eta: 1 day, 5:03:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 2.8359, loss: 2.8359 +2025-06-29 09:36:42,490 - pyskl - INFO - Epoch [84][3000/3405] lr: 1.019e-02, eta: 1 day, 5:02:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.8094, loss: 2.8094 +2025-06-29 09:37:28,302 - pyskl - INFO - Epoch [84][3100/3405] lr: 1.018e-02, eta: 1 day, 5:01:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.8418, loss: 2.8418 +2025-06-29 09:38:14,134 - pyskl - INFO - Epoch [84][3200/3405] lr: 1.017e-02, eta: 1 day, 5:00:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 2.7754, loss: 2.7754 +2025-06-29 09:39:00,057 - pyskl - INFO - Epoch [84][3300/3405] lr: 1.017e-02, eta: 1 day, 5:00:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.7519, loss: 2.7519 +2025-06-29 09:39:45,934 - pyskl - INFO - Epoch [84][3400/3405] lr: 1.016e-02, eta: 1 day, 4:59:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 2.8801, loss: 2.8801 +2025-06-29 09:39:48,575 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-06-29 09:43:59,306 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 09:43:59,847 - pyskl - INFO - +top1_acc 0.8093 +top5_acc 0.9605 +2025-06-29 09:43:59,868 - pyskl - INFO - Epoch(val) [84][3718] top1_acc: 0.8093, top5_acc: 0.9605 +2025-06-29 09:45:08,182 - pyskl - INFO - Epoch [85][100/3405] lr: 1.015e-02, eta: 1 day, 4:58:45, time: 0.683, data_time: 0.227, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.7762, loss: 2.7762 +2025-06-29 09:45:53,782 - pyskl - INFO - Epoch [85][200/3405] lr: 1.014e-02, eta: 1 day, 4:57:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.6687, loss: 2.6687 +2025-06-29 09:46:39,397 - pyskl - INFO - Epoch [85][300/3405] lr: 1.014e-02, eta: 1 day, 4:57:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 2.7031, loss: 2.7031 +2025-06-29 09:47:25,029 - pyskl - INFO - Epoch [85][400/3405] lr: 1.013e-02, eta: 1 day, 4:56:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.7995, loss: 2.7995 +2025-06-29 09:48:10,718 - pyskl - INFO - Epoch [85][500/3405] lr: 1.012e-02, eta: 1 day, 4:55:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 2.7526, loss: 2.7526 +2025-06-29 09:48:56,513 - pyskl - INFO - Epoch [85][600/3405] lr: 1.011e-02, eta: 1 day, 4:54:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.7050, loss: 2.7050 +2025-06-29 09:49:42,214 - pyskl - INFO - Epoch [85][700/3405] lr: 1.010e-02, eta: 1 day, 4:54:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.7303, loss: 2.7303 +2025-06-29 09:50:28,045 - pyskl - INFO - Epoch [85][800/3405] lr: 1.010e-02, eta: 1 day, 4:53:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 2.9124, loss: 2.9124 +2025-06-29 09:51:13,836 - pyskl - INFO - Epoch [85][900/3405] lr: 1.009e-02, eta: 1 day, 4:52:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.8544, loss: 2.8544 +2025-06-29 09:51:59,563 - pyskl - INFO - Epoch [85][1000/3405] lr: 1.008e-02, eta: 1 day, 4:51:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.7943, loss: 2.7943 +2025-06-29 09:52:45,568 - pyskl - INFO - Epoch [85][1100/3405] lr: 1.007e-02, eta: 1 day, 4:50:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 2.8457, loss: 2.8457 +2025-06-29 09:53:31,550 - pyskl - INFO - Epoch [85][1200/3405] lr: 1.007e-02, eta: 1 day, 4:50:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.7914, loss: 2.7914 +2025-06-29 09:54:17,504 - pyskl - INFO - Epoch [85][1300/3405] lr: 1.006e-02, eta: 1 day, 4:49:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.7746, loss: 2.7746 +2025-06-29 09:55:03,314 - pyskl - INFO - Epoch [85][1400/3405] lr: 1.005e-02, eta: 1 day, 4:48:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 2.8523, loss: 2.8523 +2025-06-29 09:55:49,083 - pyskl - INFO - Epoch [85][1500/3405] lr: 1.004e-02, eta: 1 day, 4:47:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 2.8276, loss: 2.8276 +2025-06-29 09:56:34,759 - pyskl - INFO - Epoch [85][1600/3405] lr: 1.004e-02, eta: 1 day, 4:47:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 2.6851, loss: 2.6851 +2025-06-29 09:57:20,409 - pyskl - INFO - Epoch [85][1700/3405] lr: 1.003e-02, eta: 1 day, 4:46:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.7825, loss: 2.7825 +2025-06-29 09:58:06,112 - pyskl - INFO - Epoch [85][1800/3405] lr: 1.002e-02, eta: 1 day, 4:45:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 2.8040, loss: 2.8040 +2025-06-29 09:58:51,795 - pyskl - INFO - Epoch [85][1900/3405] lr: 1.001e-02, eta: 1 day, 4:44:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 2.7432, loss: 2.7432 +2025-06-29 09:59:37,701 - pyskl - INFO - Epoch [85][2000/3405] lr: 1.001e-02, eta: 1 day, 4:43:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 2.8598, loss: 2.8598 +2025-06-29 10:00:23,518 - pyskl - INFO - Epoch [85][2100/3405] lr: 9.999e-03, eta: 1 day, 4:43:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 2.9545, loss: 2.9545 +2025-06-29 10:01:09,142 - pyskl - INFO - Epoch [85][2200/3405] lr: 9.992e-03, eta: 1 day, 4:42:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 2.8623, loss: 2.8623 +2025-06-29 10:01:54,743 - pyskl - INFO - Epoch [85][2300/3405] lr: 9.984e-03, eta: 1 day, 4:41:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.8638, loss: 2.8638 +2025-06-29 10:02:40,432 - pyskl - INFO - Epoch [85][2400/3405] lr: 9.977e-03, eta: 1 day, 4:40:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 2.9262, loss: 2.9262 +2025-06-29 10:03:26,178 - pyskl - INFO - Epoch [85][2500/3405] lr: 9.969e-03, eta: 1 day, 4:39:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 2.8554, loss: 2.8554 +2025-06-29 10:04:12,253 - pyskl - INFO - Epoch [85][2600/3405] lr: 9.962e-03, eta: 1 day, 4:39:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 2.8820, loss: 2.8820 +2025-06-29 10:04:58,134 - pyskl - INFO - Epoch [85][2700/3405] lr: 9.954e-03, eta: 1 day, 4:38:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.8425, loss: 2.8425 +2025-06-29 10:05:44,103 - pyskl - INFO - Epoch [85][2800/3405] lr: 9.947e-03, eta: 1 day, 4:37:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 2.8794, loss: 2.8794 +2025-06-29 10:06:29,885 - pyskl - INFO - Epoch [85][2900/3405] lr: 9.939e-03, eta: 1 day, 4:36:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.8831, loss: 2.8831 +2025-06-29 10:07:15,727 - pyskl - INFO - Epoch [85][3000/3405] lr: 9.932e-03, eta: 1 day, 4:36:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9719, loss_cls: 2.8593, loss: 2.8593 +2025-06-29 10:08:01,464 - pyskl - INFO - Epoch [85][3100/3405] lr: 9.924e-03, eta: 1 day, 4:35:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9869, loss_cls: 2.7984, loss: 2.7984 +2025-06-29 10:08:47,341 - pyskl - INFO - Epoch [85][3200/3405] lr: 9.917e-03, eta: 1 day, 4:34:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 3.0104, loss: 3.0104 +2025-06-29 10:09:33,148 - pyskl - INFO - Epoch [85][3300/3405] lr: 9.909e-03, eta: 1 day, 4:33:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.8299, loss: 2.8299 +2025-06-29 10:10:18,847 - pyskl - INFO - Epoch [85][3400/3405] lr: 9.902e-03, eta: 1 day, 4:32:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9856, loss_cls: 2.8198, loss: 2.8198 +2025-06-29 10:10:21,498 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-06-29 10:29:31,266 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 10:29:31,806 - pyskl - INFO - +top1_acc 0.8082 +top5_acc 0.9631 +2025-06-29 10:29:31,827 - pyskl - INFO - Epoch(val) [85][3718] top1_acc: 0.8082, top5_acc: 0.9631 +2025-06-29 10:30:40,796 - pyskl - INFO - Epoch [86][100/3405] lr: 9.894e-03, eta: 1 day, 4:32:22, time: 0.690, data_time: 0.231, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.6277, loss: 2.6277 +2025-06-29 10:31:26,573 - pyskl - INFO - Epoch [86][200/3405] lr: 9.886e-03, eta: 1 day, 4:31:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 2.8691, loss: 2.8691 +2025-06-29 10:32:12,417 - pyskl - INFO - Epoch [86][300/3405] lr: 9.879e-03, eta: 1 day, 4:30:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.7525, loss: 2.7525 +2025-06-29 10:32:58,319 - pyskl - INFO - Epoch [86][400/3405] lr: 9.871e-03, eta: 1 day, 4:30:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9888, loss_cls: 2.7692, loss: 2.7692 +2025-06-29 10:33:44,163 - pyskl - INFO - Epoch [86][500/3405] lr: 9.864e-03, eta: 1 day, 4:29:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9794, loss_cls: 2.7901, loss: 2.7901 +2025-06-29 10:34:30,095 - pyskl - INFO - Epoch [86][600/3405] lr: 9.856e-03, eta: 1 day, 4:28:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 2.9465, loss: 2.9465 +2025-06-29 10:35:15,868 - pyskl - INFO - Epoch [86][700/3405] lr: 9.849e-03, eta: 1 day, 4:27:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.6667, loss: 2.6667 +2025-06-29 10:36:01,639 - pyskl - INFO - Epoch [86][800/3405] lr: 9.841e-03, eta: 1 day, 4:26:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.7811, loss: 2.7811 +2025-06-29 10:36:47,513 - pyskl - INFO - Epoch [86][900/3405] lr: 9.834e-03, eta: 1 day, 4:26:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.7231, loss: 2.7231 +2025-06-29 10:37:33,296 - pyskl - INFO - Epoch [86][1000/3405] lr: 9.826e-03, eta: 1 day, 4:25:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.7078, loss: 2.7078 +2025-06-29 10:38:19,192 - pyskl - INFO - Epoch [86][1100/3405] lr: 9.819e-03, eta: 1 day, 4:24:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.8590, loss: 2.8590 +2025-06-29 10:39:04,978 - pyskl - INFO - Epoch [86][1200/3405] lr: 9.811e-03, eta: 1 day, 4:23:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 2.8482, loss: 2.8482 +2025-06-29 10:39:50,782 - pyskl - INFO - Epoch [86][1300/3405] lr: 9.803e-03, eta: 1 day, 4:22:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.8030, loss: 2.8030 +2025-06-29 10:40:36,610 - pyskl - INFO - Epoch [86][1400/3405] lr: 9.796e-03, eta: 1 day, 4:22:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 2.8214, loss: 2.8214 +2025-06-29 10:41:22,399 - pyskl - INFO - Epoch [86][1500/3405] lr: 9.788e-03, eta: 1 day, 4:21:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 2.8868, loss: 2.8868 +2025-06-29 10:42:08,213 - pyskl - INFO - Epoch [86][1600/3405] lr: 9.781e-03, eta: 1 day, 4:20:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.7815, loss: 2.7815 +2025-06-29 10:42:54,027 - pyskl - INFO - Epoch [86][1700/3405] lr: 9.773e-03, eta: 1 day, 4:19:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 2.7525, loss: 2.7525 +2025-06-29 10:43:39,873 - pyskl - INFO - Epoch [86][1800/3405] lr: 9.766e-03, eta: 1 day, 4:19:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 2.7912, loss: 2.7912 +2025-06-29 10:44:25,696 - pyskl - INFO - Epoch [86][1900/3405] lr: 9.758e-03, eta: 1 day, 4:18:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.7615, loss: 2.7615 +2025-06-29 10:45:11,594 - pyskl - INFO - Epoch [86][2000/3405] lr: 9.751e-03, eta: 1 day, 4:17:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.8533, loss: 2.8533 +2025-06-29 10:45:57,350 - pyskl - INFO - Epoch [86][2100/3405] lr: 9.743e-03, eta: 1 day, 4:16:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9869, loss_cls: 2.8782, loss: 2.8782 +2025-06-29 10:46:43,129 - pyskl - INFO - Epoch [86][2200/3405] lr: 9.736e-03, eta: 1 day, 4:15:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.8711, loss: 2.8711 +2025-06-29 10:47:29,095 - pyskl - INFO - Epoch [86][2300/3405] lr: 9.728e-03, eta: 1 day, 4:15:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.8268, loss: 2.8268 +2025-06-29 10:48:14,991 - pyskl - INFO - Epoch [86][2400/3405] lr: 9.721e-03, eta: 1 day, 4:14:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 2.7866, loss: 2.7866 +2025-06-29 10:49:00,958 - pyskl - INFO - Epoch [86][2500/3405] lr: 9.713e-03, eta: 1 day, 4:13:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 2.7084, loss: 2.7084 +2025-06-29 10:49:46,852 - pyskl - INFO - Epoch [86][2600/3405] lr: 9.706e-03, eta: 1 day, 4:12:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 2.9537, loss: 2.9537 +2025-06-29 10:50:32,726 - pyskl - INFO - Epoch [86][2700/3405] lr: 9.698e-03, eta: 1 day, 4:12:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 2.7789, loss: 2.7789 +2025-06-29 10:51:18,676 - pyskl - INFO - Epoch [86][2800/3405] lr: 9.691e-03, eta: 1 day, 4:11:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.7430, loss: 2.7430 +2025-06-29 10:52:04,954 - pyskl - INFO - Epoch [86][2900/3405] lr: 9.684e-03, eta: 1 day, 4:10:29, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.7048, loss: 2.7048 +2025-06-29 10:52:50,878 - pyskl - INFO - Epoch [86][3000/3405] lr: 9.676e-03, eta: 1 day, 4:09:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 2.8299, loss: 2.8299 +2025-06-29 10:53:36,708 - pyskl - INFO - Epoch [86][3100/3405] lr: 9.669e-03, eta: 1 day, 4:08:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 2.7207, loss: 2.7207 +2025-06-29 10:54:22,480 - pyskl - INFO - Epoch [86][3200/3405] lr: 9.661e-03, eta: 1 day, 4:08:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9769, loss_cls: 2.7774, loss: 2.7774 +2025-06-29 10:55:08,255 - pyskl - INFO - Epoch [86][3300/3405] lr: 9.654e-03, eta: 1 day, 4:07:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 2.9108, loss: 2.9108 +2025-06-29 10:55:53,999 - pyskl - INFO - Epoch [86][3400/3405] lr: 9.646e-03, eta: 1 day, 4:06:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 2.9013, loss: 2.9013 +2025-06-29 10:55:56,720 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-06-29 11:00:08,594 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 11:00:09,149 - pyskl - INFO - +top1_acc 0.8187 +top5_acc 0.9630 +2025-06-29 11:00:09,208 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_77.pth was removed +2025-06-29 11:00:10,278 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. +2025-06-29 11:00:10,280 - pyskl - INFO - Best top1_acc is 0.8187 at 86 epoch. +2025-06-29 11:00:10,301 - pyskl - INFO - Epoch(val) [86][3718] top1_acc: 0.8187, top5_acc: 0.9630 +2025-06-29 11:01:19,171 - pyskl - INFO - Epoch [87][100/3405] lr: 9.638e-03, eta: 1 day, 4:06:01, time: 0.689, data_time: 0.231, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.8159, loss: 2.8159 +2025-06-29 11:02:04,952 - pyskl - INFO - Epoch [87][200/3405] lr: 9.631e-03, eta: 1 day, 4:05:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 2.7795, loss: 2.7795 +2025-06-29 11:02:50,838 - pyskl - INFO - Epoch [87][300/3405] lr: 9.623e-03, eta: 1 day, 4:04:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.7036, loss: 2.7036 +2025-06-29 11:03:36,665 - pyskl - INFO - Epoch [87][400/3405] lr: 9.616e-03, eta: 1 day, 4:03:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.7254, loss: 2.7254 +2025-06-29 11:04:22,575 - pyskl - INFO - Epoch [87][500/3405] lr: 9.608e-03, eta: 1 day, 4:02:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.6759, loss: 2.6759 +2025-06-29 11:05:08,408 - pyskl - INFO - Epoch [87][600/3405] lr: 9.601e-03, eta: 1 day, 4:02:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 2.7452, loss: 2.7452 +2025-06-29 11:05:54,204 - pyskl - INFO - Epoch [87][700/3405] lr: 9.593e-03, eta: 1 day, 4:01:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 2.7039, loss: 2.7039 +2025-06-29 11:06:40,114 - pyskl - INFO - Epoch [87][800/3405] lr: 9.586e-03, eta: 1 day, 4:00:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.6201, loss: 2.6201 +2025-06-29 11:07:25,824 - pyskl - INFO - Epoch [87][900/3405] lr: 9.578e-03, eta: 1 day, 3:59:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.6263, loss: 2.6263 +2025-06-29 11:08:11,571 - pyskl - INFO - Epoch [87][1000/3405] lr: 9.571e-03, eta: 1 day, 3:58:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.7785, loss: 2.7785 +2025-06-29 11:08:57,243 - pyskl - INFO - Epoch [87][1100/3405] lr: 9.563e-03, eta: 1 day, 3:58:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.7822, loss: 2.7822 +2025-06-29 11:09:42,917 - pyskl - INFO - Epoch [87][1200/3405] lr: 9.556e-03, eta: 1 day, 3:57:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.7085, loss: 2.7085 +2025-06-29 11:10:28,721 - pyskl - INFO - Epoch [87][1300/3405] lr: 9.548e-03, eta: 1 day, 3:56:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 2.7828, loss: 2.7828 +2025-06-29 11:11:14,352 - pyskl - INFO - Epoch [87][1400/3405] lr: 9.541e-03, eta: 1 day, 3:55:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 2.8000, loss: 2.8000 +2025-06-29 11:12:00,150 - pyskl - INFO - Epoch [87][1500/3405] lr: 9.534e-03, eta: 1 day, 3:55:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9906, loss_cls: 2.6822, loss: 2.6822 +2025-06-29 11:12:45,830 - pyskl - INFO - Epoch [87][1600/3405] lr: 9.526e-03, eta: 1 day, 3:54:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.6446, loss: 2.6446 +2025-06-29 11:13:31,617 - pyskl - INFO - Epoch [87][1700/3405] lr: 9.519e-03, eta: 1 day, 3:53:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.8208, loss: 2.8208 +2025-06-29 11:14:17,409 - pyskl - INFO - Epoch [87][1800/3405] lr: 9.511e-03, eta: 1 day, 3:52:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 2.7623, loss: 2.7623 +2025-06-29 11:15:03,149 - pyskl - INFO - Epoch [87][1900/3405] lr: 9.504e-03, eta: 1 day, 3:51:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.6757, loss: 2.6757 +2025-06-29 11:15:48,849 - pyskl - INFO - Epoch [87][2000/3405] lr: 9.496e-03, eta: 1 day, 3:51:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.7782, loss: 2.7782 +2025-06-29 11:16:34,634 - pyskl - INFO - Epoch [87][2100/3405] lr: 9.489e-03, eta: 1 day, 3:50:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 2.7647, loss: 2.7647 +2025-06-29 11:17:20,552 - pyskl - INFO - Epoch [87][2200/3405] lr: 9.481e-03, eta: 1 day, 3:49:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.7985, loss: 2.7985 +2025-06-29 11:18:06,362 - pyskl - INFO - Epoch [87][2300/3405] lr: 9.474e-03, eta: 1 day, 3:48:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.7362, loss: 2.7362 +2025-06-29 11:18:52,054 - pyskl - INFO - Epoch [87][2400/3405] lr: 9.466e-03, eta: 1 day, 3:48:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.7945, loss: 2.7945 +2025-06-29 11:19:37,674 - pyskl - INFO - Epoch [87][2500/3405] lr: 9.459e-03, eta: 1 day, 3:47:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 2.9196, loss: 2.9196 +2025-06-29 11:20:23,069 - pyskl - INFO - Epoch [87][2600/3405] lr: 9.451e-03, eta: 1 day, 3:46:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 2.9016, loss: 2.9016 +2025-06-29 11:21:08,315 - pyskl - INFO - Epoch [87][2700/3405] lr: 9.444e-03, eta: 1 day, 3:45:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 2.8619, loss: 2.8619 +2025-06-29 11:21:53,619 - pyskl - INFO - Epoch [87][2800/3405] lr: 9.437e-03, eta: 1 day, 3:44:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 2.8755, loss: 2.8755 +2025-06-29 11:22:39,029 - pyskl - INFO - Epoch [87][2900/3405] lr: 9.429e-03, eta: 1 day, 3:44:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.7978, loss: 2.7978 +2025-06-29 11:23:24,431 - pyskl - INFO - Epoch [87][3000/3405] lr: 9.422e-03, eta: 1 day, 3:43:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 2.8350, loss: 2.8350 +2025-06-29 11:24:09,860 - pyskl - INFO - Epoch [87][3100/3405] lr: 9.414e-03, eta: 1 day, 3:42:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 2.9047, loss: 2.9047 +2025-06-29 11:24:55,348 - pyskl - INFO - Epoch [87][3200/3405] lr: 9.407e-03, eta: 1 day, 3:41:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9731, loss_cls: 2.9708, loss: 2.9708 +2025-06-29 11:25:40,748 - pyskl - INFO - Epoch [87][3300/3405] lr: 9.399e-03, eta: 1 day, 3:40:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.8787, loss: 2.8787 +2025-06-29 11:26:26,181 - pyskl - INFO - Epoch [87][3400/3405] lr: 9.392e-03, eta: 1 day, 3:40:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9881, loss_cls: 2.7653, loss: 2.7653 +2025-06-29 11:26:28,765 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-06-29 11:30:38,541 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 11:30:39,142 - pyskl - INFO - +top1_acc 0.8148 +top5_acc 0.9660 +2025-06-29 11:30:39,164 - pyskl - INFO - Epoch(val) [87][3718] top1_acc: 0.8148, top5_acc: 0.9660 +2025-06-29 11:31:47,506 - pyskl - INFO - Epoch [88][100/3405] lr: 9.384e-03, eta: 1 day, 3:39:35, time: 0.683, data_time: 0.227, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.7253, loss: 2.7253 +2025-06-29 11:32:33,169 - pyskl - INFO - Epoch [88][200/3405] lr: 9.377e-03, eta: 1 day, 3:38:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.6330, loss: 2.6330 +2025-06-29 11:33:18,793 - pyskl - INFO - Epoch [88][300/3405] lr: 9.369e-03, eta: 1 day, 3:38:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 2.7443, loss: 2.7443 +2025-06-29 11:34:04,515 - pyskl - INFO - Epoch [88][400/3405] lr: 9.362e-03, eta: 1 day, 3:37:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 2.7021, loss: 2.7021 +2025-06-29 11:34:50,230 - pyskl - INFO - Epoch [88][500/3405] lr: 9.354e-03, eta: 1 day, 3:36:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.7188, loss: 2.7188 +2025-06-29 11:35:36,159 - pyskl - INFO - Epoch [88][600/3405] lr: 9.347e-03, eta: 1 day, 3:35:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.6756, loss: 2.6756 +2025-06-29 11:36:21,870 - pyskl - INFO - Epoch [88][700/3405] lr: 9.339e-03, eta: 1 day, 3:34:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.7562, loss: 2.7562 +2025-06-29 11:37:07,502 - pyskl - INFO - Epoch [88][800/3405] lr: 9.332e-03, eta: 1 day, 3:34:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 2.7881, loss: 2.7881 +2025-06-29 11:37:53,171 - pyskl - INFO - Epoch [88][900/3405] lr: 9.324e-03, eta: 1 day, 3:33:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.7170, loss: 2.7170 +2025-06-29 11:38:39,052 - pyskl - INFO - Epoch [88][1000/3405] lr: 9.317e-03, eta: 1 day, 3:32:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.7077, loss: 2.7077 +2025-06-29 11:39:24,697 - pyskl - INFO - Epoch [88][1100/3405] lr: 9.310e-03, eta: 1 day, 3:31:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.6992, loss: 2.6992 +2025-06-29 11:40:10,337 - pyskl - INFO - Epoch [88][1200/3405] lr: 9.302e-03, eta: 1 day, 3:30:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.7194, loss: 2.7194 +2025-06-29 11:40:56,502 - pyskl - INFO - Epoch [88][1300/3405] lr: 9.295e-03, eta: 1 day, 3:30:12, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 2.6770, loss: 2.6770 +2025-06-29 11:41:42,724 - pyskl - INFO - Epoch [88][1400/3405] lr: 9.287e-03, eta: 1 day, 3:29:25, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.7597, loss: 2.7597 +2025-06-29 11:42:28,633 - pyskl - INFO - Epoch [88][1500/3405] lr: 9.280e-03, eta: 1 day, 3:28:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 2.6898, loss: 2.6898 +2025-06-29 11:43:14,780 - pyskl - INFO - Epoch [88][1600/3405] lr: 9.272e-03, eta: 1 day, 3:27:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.6289, loss: 2.6289 +2025-06-29 11:44:00,693 - pyskl - INFO - Epoch [88][1700/3405] lr: 9.265e-03, eta: 1 day, 3:27:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.7396, loss: 2.7396 +2025-06-29 11:44:46,417 - pyskl - INFO - Epoch [88][1800/3405] lr: 9.258e-03, eta: 1 day, 3:26:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 2.7178, loss: 2.7178 +2025-06-29 11:45:32,188 - pyskl - INFO - Epoch [88][1900/3405] lr: 9.250e-03, eta: 1 day, 3:25:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.8040, loss: 2.8040 +2025-06-29 11:46:18,263 - pyskl - INFO - Epoch [88][2000/3405] lr: 9.243e-03, eta: 1 day, 3:24:45, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.7869, loss: 2.7869 +2025-06-29 11:47:04,009 - pyskl - INFO - Epoch [88][2100/3405] lr: 9.235e-03, eta: 1 day, 3:23:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.7635, loss: 2.7635 +2025-06-29 11:47:49,629 - pyskl - INFO - Epoch [88][2200/3405] lr: 9.228e-03, eta: 1 day, 3:23:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 2.7978, loss: 2.7978 +2025-06-29 11:48:35,277 - pyskl - INFO - Epoch [88][2300/3405] lr: 9.220e-03, eta: 1 day, 3:22:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 2.8232, loss: 2.8232 +2025-06-29 11:49:21,005 - pyskl - INFO - Epoch [88][2400/3405] lr: 9.213e-03, eta: 1 day, 3:21:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9875, loss_cls: 2.7951, loss: 2.7951 +2025-06-29 11:50:06,736 - pyskl - INFO - Epoch [88][2500/3405] lr: 9.206e-03, eta: 1 day, 3:20:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9744, loss_cls: 2.7232, loss: 2.7232 +2025-06-29 11:50:52,538 - pyskl - INFO - Epoch [88][2600/3405] lr: 9.198e-03, eta: 1 day, 3:20:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.8606, loss: 2.8606 +2025-06-29 11:51:38,188 - pyskl - INFO - Epoch [88][2700/3405] lr: 9.191e-03, eta: 1 day, 3:19:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 2.6853, loss: 2.6853 +2025-06-29 11:52:23,929 - pyskl - INFO - Epoch [88][2800/3405] lr: 9.183e-03, eta: 1 day, 3:18:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.8355, loss: 2.8355 +2025-06-29 11:53:09,652 - pyskl - INFO - Epoch [88][2900/3405] lr: 9.176e-03, eta: 1 day, 3:17:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 2.8106, loss: 2.8106 +2025-06-29 11:53:55,437 - pyskl - INFO - Epoch [88][3000/3405] lr: 9.169e-03, eta: 1 day, 3:16:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.6736, loss: 2.6736 +2025-06-29 11:54:41,181 - pyskl - INFO - Epoch [88][3100/3405] lr: 9.161e-03, eta: 1 day, 3:16:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.7427, loss: 2.7427 +2025-06-29 11:55:26,909 - pyskl - INFO - Epoch [88][3200/3405] lr: 9.154e-03, eta: 1 day, 3:15:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.7193, loss: 2.7193 +2025-06-29 11:56:12,766 - pyskl - INFO - Epoch [88][3300/3405] lr: 9.146e-03, eta: 1 day, 3:14:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 2.9020, loss: 2.9020 +2025-06-29 11:56:58,404 - pyskl - INFO - Epoch [88][3400/3405] lr: 9.139e-03, eta: 1 day, 3:13:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.7748, loss: 2.7748 +2025-06-29 11:57:01,093 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-06-29 12:01:12,611 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 12:01:13,248 - pyskl - INFO - +top1_acc 0.8092 +top5_acc 0.9627 +2025-06-29 12:01:13,284 - pyskl - INFO - Epoch(val) [88][3718] top1_acc: 0.8092, top5_acc: 0.9627 +2025-06-29 12:02:24,178 - pyskl - INFO - Epoch [89][100/3405] lr: 9.131e-03, eta: 1 day, 3:13:14, time: 0.709, data_time: 0.248, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.7610, loss: 2.7610 +2025-06-29 12:03:09,938 - pyskl - INFO - Epoch [89][200/3405] lr: 9.124e-03, eta: 1 day, 3:12:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.5825, loss: 2.5825 +2025-06-29 12:03:56,062 - pyskl - INFO - Epoch [89][300/3405] lr: 9.116e-03, eta: 1 day, 3:11:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.6081, loss: 2.6081 +2025-06-29 12:04:41,755 - pyskl - INFO - Epoch [89][400/3405] lr: 9.109e-03, eta: 1 day, 3:10:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.7030, loss: 2.7030 +2025-06-29 12:05:27,477 - pyskl - INFO - Epoch [89][500/3405] lr: 9.102e-03, eta: 1 day, 3:10:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.6487, loss: 2.6487 +2025-06-29 12:06:13,115 - pyskl - INFO - Epoch [89][600/3405] lr: 9.094e-03, eta: 1 day, 3:09:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.8094, loss: 2.8094 +2025-06-29 12:06:58,767 - pyskl - INFO - Epoch [89][700/3405] lr: 9.087e-03, eta: 1 day, 3:08:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 2.6635, loss: 2.6635 +2025-06-29 12:07:44,529 - pyskl - INFO - Epoch [89][800/3405] lr: 9.079e-03, eta: 1 day, 3:07:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.7081, loss: 2.7081 +2025-06-29 12:08:30,188 - pyskl - INFO - Epoch [89][900/3405] lr: 9.072e-03, eta: 1 day, 3:06:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9762, loss_cls: 2.8204, loss: 2.8204 +2025-06-29 12:09:15,779 - pyskl - INFO - Epoch [89][1000/3405] lr: 9.065e-03, eta: 1 day, 3:06:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.5714, loss: 2.5714 +2025-06-29 12:10:01,282 - pyskl - INFO - Epoch [89][1100/3405] lr: 9.057e-03, eta: 1 day, 3:05:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.6801, loss: 2.6801 +2025-06-29 12:10:46,783 - pyskl - INFO - Epoch [89][1200/3405] lr: 9.050e-03, eta: 1 day, 3:04:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9881, loss_cls: 2.6762, loss: 2.6762 +2025-06-29 12:11:32,288 - pyskl - INFO - Epoch [89][1300/3405] lr: 9.042e-03, eta: 1 day, 3:03:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.7476, loss: 2.7476 +2025-06-29 12:12:17,777 - pyskl - INFO - Epoch [89][1400/3405] lr: 9.035e-03, eta: 1 day, 3:03:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 2.7265, loss: 2.7265 +2025-06-29 12:13:03,361 - pyskl - INFO - Epoch [89][1500/3405] lr: 9.028e-03, eta: 1 day, 3:02:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.6605, loss: 2.6605 +2025-06-29 12:13:48,929 - pyskl - INFO - Epoch [89][1600/3405] lr: 9.020e-03, eta: 1 day, 3:01:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.6381, loss: 2.6381 +2025-06-29 12:14:34,496 - pyskl - INFO - Epoch [89][1700/3405] lr: 9.013e-03, eta: 1 day, 3:00:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 2.7880, loss: 2.7880 +2025-06-29 12:15:20,125 - pyskl - INFO - Epoch [89][1800/3405] lr: 9.005e-03, eta: 1 day, 2:59:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.7306, loss: 2.7306 +2025-06-29 12:16:05,709 - pyskl - INFO - Epoch [89][1900/3405] lr: 8.998e-03, eta: 1 day, 2:59:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.7371, loss: 2.7371 +2025-06-29 12:16:51,405 - pyskl - INFO - Epoch [89][2000/3405] lr: 8.991e-03, eta: 1 day, 2:58:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.8616, loss: 2.8616 +2025-06-29 12:17:37,261 - pyskl - INFO - Epoch [89][2100/3405] lr: 8.983e-03, eta: 1 day, 2:57:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 2.8004, loss: 2.8004 +2025-06-29 12:18:23,149 - pyskl - INFO - Epoch [89][2200/3405] lr: 8.976e-03, eta: 1 day, 2:56:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.6645, loss: 2.6645 +2025-06-29 12:19:08,860 - pyskl - INFO - Epoch [89][2300/3405] lr: 8.969e-03, eta: 1 day, 2:56:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 2.8486, loss: 2.8486 +2025-06-29 12:19:54,560 - pyskl - INFO - Epoch [89][2400/3405] lr: 8.961e-03, eta: 1 day, 2:55:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.6956, loss: 2.6956 +2025-06-29 12:20:40,254 - pyskl - INFO - Epoch [89][2500/3405] lr: 8.954e-03, eta: 1 day, 2:54:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9788, loss_cls: 2.7454, loss: 2.7454 +2025-06-29 12:21:25,960 - pyskl - INFO - Epoch [89][2600/3405] lr: 8.946e-03, eta: 1 day, 2:53:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9888, loss_cls: 2.7815, loss: 2.7815 +2025-06-29 12:22:11,849 - pyskl - INFO - Epoch [89][2700/3405] lr: 8.939e-03, eta: 1 day, 2:52:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.7337, loss: 2.7337 +2025-06-29 12:22:57,622 - pyskl - INFO - Epoch [89][2800/3405] lr: 8.932e-03, eta: 1 day, 2:52:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.7960, loss: 2.7960 +2025-06-29 12:23:43,371 - pyskl - INFO - Epoch [89][2900/3405] lr: 8.924e-03, eta: 1 day, 2:51:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 2.7422, loss: 2.7422 +2025-06-29 12:24:28,924 - pyskl - INFO - Epoch [89][3000/3405] lr: 8.917e-03, eta: 1 day, 2:50:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.7286, loss: 2.7286 +2025-06-29 12:25:14,512 - pyskl - INFO - Epoch [89][3100/3405] lr: 8.910e-03, eta: 1 day, 2:49:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.6387, loss: 2.6387 +2025-06-29 12:26:00,145 - pyskl - INFO - Epoch [89][3200/3405] lr: 8.902e-03, eta: 1 day, 2:48:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.6991, loss: 2.6991 +2025-06-29 12:26:45,691 - pyskl - INFO - Epoch [89][3300/3405] lr: 8.895e-03, eta: 1 day, 2:48:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9869, loss_cls: 2.7121, loss: 2.7121 +2025-06-29 12:27:31,305 - pyskl - INFO - Epoch [89][3400/3405] lr: 8.888e-03, eta: 1 day, 2:47:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 2.7495, loss: 2.7495 +2025-06-29 12:27:33,931 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-06-29 12:31:45,073 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 12:31:45,627 - pyskl - INFO - +top1_acc 0.8219 +top5_acc 0.9645 +2025-06-29 12:31:45,682 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_86.pth was removed +2025-06-29 12:31:46,774 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. +2025-06-29 12:31:46,776 - pyskl - INFO - Best top1_acc is 0.8219 at 89 epoch. +2025-06-29 12:31:46,798 - pyskl - INFO - Epoch(val) [89][3718] top1_acc: 0.8219, top5_acc: 0.9645 +2025-06-29 12:32:56,021 - pyskl - INFO - Epoch [90][100/3405] lr: 8.880e-03, eta: 1 day, 2:46:49, time: 0.692, data_time: 0.232, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.5789, loss: 2.5789 +2025-06-29 12:33:42,111 - pyskl - INFO - Epoch [90][200/3405] lr: 8.872e-03, eta: 1 day, 2:46:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9781, loss_cls: 2.7023, loss: 2.7023 +2025-06-29 12:34:28,077 - pyskl - INFO - Epoch [90][300/3405] lr: 8.865e-03, eta: 1 day, 2:45:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9806, loss_cls: 2.7029, loss: 2.7029 +2025-06-29 12:35:13,710 - pyskl - INFO - Epoch [90][400/3405] lr: 8.858e-03, eta: 1 day, 2:44:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.6031, loss: 2.6031 +2025-06-29 12:35:59,486 - pyskl - INFO - Epoch [90][500/3405] lr: 8.850e-03, eta: 1 day, 2:43:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.6401, loss: 2.6401 +2025-06-29 12:36:45,475 - pyskl - INFO - Epoch [90][600/3405] lr: 8.843e-03, eta: 1 day, 2:42:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.6545, loss: 2.6545 +2025-06-29 12:37:31,398 - pyskl - INFO - Epoch [90][700/3405] lr: 8.836e-03, eta: 1 day, 2:42:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.7710, loss: 2.7710 +2025-06-29 12:38:17,392 - pyskl - INFO - Epoch [90][800/3405] lr: 8.828e-03, eta: 1 day, 2:41:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.6527, loss: 2.6527 +2025-06-29 12:39:03,333 - pyskl - INFO - Epoch [90][900/3405] lr: 8.821e-03, eta: 1 day, 2:40:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 2.7965, loss: 2.7965 +2025-06-29 12:39:49,308 - pyskl - INFO - Epoch [90][1000/3405] lr: 8.814e-03, eta: 1 day, 2:39:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.6367, loss: 2.6367 +2025-06-29 12:40:35,181 - pyskl - INFO - Epoch [90][1100/3405] lr: 8.806e-03, eta: 1 day, 2:39:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.7594, loss: 2.7594 +2025-06-29 12:41:21,024 - pyskl - INFO - Epoch [90][1200/3405] lr: 8.799e-03, eta: 1 day, 2:38:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.7039, loss: 2.7039 +2025-06-29 12:42:06,918 - pyskl - INFO - Epoch [90][1300/3405] lr: 8.792e-03, eta: 1 day, 2:37:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.7326, loss: 2.7326 +2025-06-29 12:42:52,762 - pyskl - INFO - Epoch [90][1400/3405] lr: 8.784e-03, eta: 1 day, 2:36:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.5912, loss: 2.5912 +2025-06-29 12:43:38,681 - pyskl - INFO - Epoch [90][1500/3405] lr: 8.777e-03, eta: 1 day, 2:35:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 2.6897, loss: 2.6897 +2025-06-29 12:44:24,546 - pyskl - INFO - Epoch [90][1600/3405] lr: 8.770e-03, eta: 1 day, 2:35:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9781, loss_cls: 2.6709, loss: 2.6709 +2025-06-29 12:45:10,506 - pyskl - INFO - Epoch [90][1700/3405] lr: 8.762e-03, eta: 1 day, 2:34:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9875, loss_cls: 2.7246, loss: 2.7246 +2025-06-29 12:45:56,388 - pyskl - INFO - Epoch [90][1800/3405] lr: 8.755e-03, eta: 1 day, 2:33:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 2.6640, loss: 2.6640 +2025-06-29 12:46:42,294 - pyskl - INFO - Epoch [90][1900/3405] lr: 8.748e-03, eta: 1 day, 2:32:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.7047, loss: 2.7047 +2025-06-29 12:47:28,146 - pyskl - INFO - Epoch [90][2000/3405] lr: 8.740e-03, eta: 1 day, 2:32:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.7090, loss: 2.7090 +2025-06-29 12:48:14,043 - pyskl - INFO - Epoch [90][2100/3405] lr: 8.733e-03, eta: 1 day, 2:31:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9762, loss_cls: 2.7925, loss: 2.7925 +2025-06-29 12:49:00,001 - pyskl - INFO - Epoch [90][2200/3405] lr: 8.726e-03, eta: 1 day, 2:30:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.6927, loss: 2.6927 +2025-06-29 12:49:45,882 - pyskl - INFO - Epoch [90][2300/3405] lr: 8.718e-03, eta: 1 day, 2:29:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.6905, loss: 2.6905 +2025-06-29 12:50:31,769 - pyskl - INFO - Epoch [90][2400/3405] lr: 8.711e-03, eta: 1 day, 2:28:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.7112, loss: 2.7112 +2025-06-29 12:51:17,624 - pyskl - INFO - Epoch [90][2500/3405] lr: 8.704e-03, eta: 1 day, 2:28:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 2.7255, loss: 2.7255 +2025-06-29 12:52:03,433 - pyskl - INFO - Epoch [90][2600/3405] lr: 8.696e-03, eta: 1 day, 2:27:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.6720, loss: 2.6720 +2025-06-29 12:52:49,169 - pyskl - INFO - Epoch [90][2700/3405] lr: 8.689e-03, eta: 1 day, 2:26:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9794, loss_cls: 2.7072, loss: 2.7072 +2025-06-29 12:53:35,024 - pyskl - INFO - Epoch [90][2800/3405] lr: 8.682e-03, eta: 1 day, 2:25:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.6642, loss: 2.6642 +2025-06-29 12:54:20,825 - pyskl - INFO - Epoch [90][2900/3405] lr: 8.674e-03, eta: 1 day, 2:24:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.6348, loss: 2.6348 +2025-06-29 12:55:06,620 - pyskl - INFO - Epoch [90][3000/3405] lr: 8.667e-03, eta: 1 day, 2:24:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.6555, loss: 2.6555 +2025-06-29 12:55:52,396 - pyskl - INFO - Epoch [90][3100/3405] lr: 8.660e-03, eta: 1 day, 2:23:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 2.7590, loss: 2.7590 +2025-06-29 12:56:38,194 - pyskl - INFO - Epoch [90][3200/3405] lr: 8.652e-03, eta: 1 day, 2:22:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.7793, loss: 2.7793 +2025-06-29 12:57:23,977 - pyskl - INFO - Epoch [90][3300/3405] lr: 8.645e-03, eta: 1 day, 2:21:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.6608, loss: 2.6608 +2025-06-29 12:58:09,775 - pyskl - INFO - Epoch [90][3400/3405] lr: 8.638e-03, eta: 1 day, 2:21:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.7333, loss: 2.7333 +2025-06-29 12:58:12,453 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-06-29 13:16:39,632 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 13:16:40,175 - pyskl - INFO - +top1_acc 0.8164 +top5_acc 0.9670 +2025-06-29 13:16:40,196 - pyskl - INFO - Epoch(val) [90][3718] top1_acc: 0.8164, top5_acc: 0.9670 +2025-06-29 13:17:48,931 - pyskl - INFO - Epoch [91][100/3405] lr: 8.630e-03, eta: 1 day, 2:20:29, time: 0.687, data_time: 0.230, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.6497, loss: 2.6497 +2025-06-29 13:18:35,005 - pyskl - INFO - Epoch [91][200/3405] lr: 8.623e-03, eta: 1 day, 2:19:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.6332, loss: 2.6332 +2025-06-29 13:19:20,916 - pyskl - INFO - Epoch [91][300/3405] lr: 8.615e-03, eta: 1 day, 2:18:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.5104, loss: 2.5104 +2025-06-29 13:20:06,800 - pyskl - INFO - Epoch [91][400/3405] lr: 8.608e-03, eta: 1 day, 2:18:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 2.4976, loss: 2.4976 +2025-06-29 13:20:52,581 - pyskl - INFO - Epoch [91][500/3405] lr: 8.601e-03, eta: 1 day, 2:17:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.7672, loss: 2.7672 +2025-06-29 13:21:38,341 - pyskl - INFO - Epoch [91][600/3405] lr: 8.594e-03, eta: 1 day, 2:16:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.6034, loss: 2.6034 +2025-06-29 13:22:24,053 - pyskl - INFO - Epoch [91][700/3405] lr: 8.586e-03, eta: 1 day, 2:15:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 2.6841, loss: 2.6841 +2025-06-29 13:23:09,860 - pyskl - INFO - Epoch [91][800/3405] lr: 8.579e-03, eta: 1 day, 2:15:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.6947, loss: 2.6947 +2025-06-29 13:23:55,558 - pyskl - INFO - Epoch [91][900/3405] lr: 8.572e-03, eta: 1 day, 2:14:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 2.6591, loss: 2.6591 +2025-06-29 13:24:41,253 - pyskl - INFO - Epoch [91][1000/3405] lr: 8.564e-03, eta: 1 day, 2:13:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 2.6798, loss: 2.6798 +2025-06-29 13:25:26,888 - pyskl - INFO - Epoch [91][1100/3405] lr: 8.557e-03, eta: 1 day, 2:12:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9875, loss_cls: 2.7429, loss: 2.7429 +2025-06-29 13:26:12,561 - pyskl - INFO - Epoch [91][1200/3405] lr: 8.550e-03, eta: 1 day, 2:11:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.7764, loss: 2.7764 +2025-06-29 13:26:58,193 - pyskl - INFO - Epoch [91][1300/3405] lr: 8.542e-03, eta: 1 day, 2:11:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.6039, loss: 2.6039 +2025-06-29 13:27:44,069 - pyskl - INFO - Epoch [91][1400/3405] lr: 8.535e-03, eta: 1 day, 2:10:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 2.7136, loss: 2.7136 +2025-06-29 13:28:29,858 - pyskl - INFO - Epoch [91][1500/3405] lr: 8.528e-03, eta: 1 day, 2:09:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.6890, loss: 2.6890 +2025-06-29 13:29:15,626 - pyskl - INFO - Epoch [91][1600/3405] lr: 8.521e-03, eta: 1 day, 2:08:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.7022, loss: 2.7022 +2025-06-29 13:30:01,459 - pyskl - INFO - Epoch [91][1700/3405] lr: 8.513e-03, eta: 1 day, 2:07:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 2.7407, loss: 2.7407 +2025-06-29 13:30:47,239 - pyskl - INFO - Epoch [91][1800/3405] lr: 8.506e-03, eta: 1 day, 2:07:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.6372, loss: 2.6372 +2025-06-29 13:31:32,997 - pyskl - INFO - Epoch [91][1900/3405] lr: 8.499e-03, eta: 1 day, 2:06:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9838, loss_cls: 2.5679, loss: 2.5679 +2025-06-29 13:32:19,039 - pyskl - INFO - Epoch [91][2000/3405] lr: 8.491e-03, eta: 1 day, 2:05:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.7229, loss: 2.7229 +2025-06-29 13:33:04,854 - pyskl - INFO - Epoch [91][2100/3405] lr: 8.484e-03, eta: 1 day, 2:04:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.7732, loss: 2.7732 +2025-06-29 13:33:51,015 - pyskl - INFO - Epoch [91][2200/3405] lr: 8.477e-03, eta: 1 day, 2:04:05, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9800, loss_cls: 2.6818, loss: 2.6818 +2025-06-29 13:34:36,856 - pyskl - INFO - Epoch [91][2300/3405] lr: 8.470e-03, eta: 1 day, 2:03:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.6523, loss: 2.6523 +2025-06-29 13:35:22,648 - pyskl - INFO - Epoch [91][2400/3405] lr: 8.462e-03, eta: 1 day, 2:02:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 2.7212, loss: 2.7212 +2025-06-29 13:36:08,393 - pyskl - INFO - Epoch [91][2500/3405] lr: 8.455e-03, eta: 1 day, 2:01:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9931, loss_cls: 2.5153, loss: 2.5153 +2025-06-29 13:36:54,140 - pyskl - INFO - Epoch [91][2600/3405] lr: 8.448e-03, eta: 1 day, 2:00:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9900, loss_cls: 2.5602, loss: 2.5602 +2025-06-29 13:37:39,821 - pyskl - INFO - Epoch [91][2700/3405] lr: 8.440e-03, eta: 1 day, 2:00:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9881, loss_cls: 2.6264, loss: 2.6264 +2025-06-29 13:38:25,557 - pyskl - INFO - Epoch [91][2800/3405] lr: 8.433e-03, eta: 1 day, 1:59:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 2.7487, loss: 2.7487 +2025-06-29 13:39:11,266 - pyskl - INFO - Epoch [91][2900/3405] lr: 8.426e-03, eta: 1 day, 1:58:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 2.7024, loss: 2.7024 +2025-06-29 13:39:56,913 - pyskl - INFO - Epoch [91][3000/3405] lr: 8.419e-03, eta: 1 day, 1:57:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.6584, loss: 2.6584 +2025-06-29 13:40:42,626 - pyskl - INFO - Epoch [91][3100/3405] lr: 8.411e-03, eta: 1 day, 1:57:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.7366, loss: 2.7366 +2025-06-29 13:41:28,302 - pyskl - INFO - Epoch [91][3200/3405] lr: 8.404e-03, eta: 1 day, 1:56:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9775, loss_cls: 2.7336, loss: 2.7336 +2025-06-29 13:42:13,987 - pyskl - INFO - Epoch [91][3300/3405] lr: 8.397e-03, eta: 1 day, 1:55:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 2.7553, loss: 2.7553 +2025-06-29 13:42:59,733 - pyskl - INFO - Epoch [91][3400/3405] lr: 8.390e-03, eta: 1 day, 1:54:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 2.8161, loss: 2.8161 +2025-06-29 13:43:02,396 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-06-29 13:47:13,466 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 13:47:14,021 - pyskl - INFO - +top1_acc 0.8104 +top5_acc 0.9646 +2025-06-29 13:47:14,043 - pyskl - INFO - Epoch(val) [91][3718] top1_acc: 0.8104, top5_acc: 0.9646 +2025-06-29 13:48:23,354 - pyskl - INFO - Epoch [92][100/3405] lr: 8.382e-03, eta: 1 day, 1:54:07, time: 0.693, data_time: 0.234, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9912, loss_cls: 2.5359, loss: 2.5359 +2025-06-29 13:49:09,354 - pyskl - INFO - Epoch [92][200/3405] lr: 8.375e-03, eta: 1 day, 1:53:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.6001, loss: 2.6001 +2025-06-29 13:49:55,285 - pyskl - INFO - Epoch [92][300/3405] lr: 8.367e-03, eta: 1 day, 1:52:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.5856, loss: 2.5856 +2025-06-29 13:50:41,103 - pyskl - INFO - Epoch [92][400/3405] lr: 8.360e-03, eta: 1 day, 1:51:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9888, loss_cls: 2.6735, loss: 2.6735 +2025-06-29 13:51:26,886 - pyskl - INFO - Epoch [92][500/3405] lr: 8.353e-03, eta: 1 day, 1:51:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.6932, loss: 2.6932 +2025-06-29 13:52:12,657 - pyskl - INFO - Epoch [92][600/3405] lr: 8.346e-03, eta: 1 day, 1:50:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.6234, loss: 2.6234 +2025-06-29 13:52:58,552 - pyskl - INFO - Epoch [92][700/3405] lr: 8.338e-03, eta: 1 day, 1:49:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.7304, loss: 2.7304 +2025-06-29 13:53:44,410 - pyskl - INFO - Epoch [92][800/3405] lr: 8.331e-03, eta: 1 day, 1:48:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 2.6562, loss: 2.6562 +2025-06-29 13:54:30,266 - pyskl - INFO - Epoch [92][900/3405] lr: 8.324e-03, eta: 1 day, 1:47:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.7081, loss: 2.7081 +2025-06-29 13:55:16,065 - pyskl - INFO - Epoch [92][1000/3405] lr: 8.317e-03, eta: 1 day, 1:47:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.6496, loss: 2.6496 +2025-06-29 13:56:01,776 - pyskl - INFO - Epoch [92][1100/3405] lr: 8.309e-03, eta: 1 day, 1:46:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 2.6847, loss: 2.6847 +2025-06-29 13:56:47,422 - pyskl - INFO - Epoch [92][1200/3405] lr: 8.302e-03, eta: 1 day, 1:45:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9888, loss_cls: 2.6451, loss: 2.6451 +2025-06-29 13:57:33,105 - pyskl - INFO - Epoch [92][1300/3405] lr: 8.295e-03, eta: 1 day, 1:44:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.6603, loss: 2.6603 +2025-06-29 13:58:18,886 - pyskl - INFO - Epoch [92][1400/3405] lr: 8.288e-03, eta: 1 day, 1:43:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.6186, loss: 2.6186 +2025-06-29 13:59:04,772 - pyskl - INFO - Epoch [92][1500/3405] lr: 8.281e-03, eta: 1 day, 1:43:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.7288, loss: 2.7288 +2025-06-29 13:59:50,534 - pyskl - INFO - Epoch [92][1600/3405] lr: 8.273e-03, eta: 1 day, 1:42:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.5536, loss: 2.5536 +2025-06-29 14:00:36,410 - pyskl - INFO - Epoch [92][1700/3405] lr: 8.266e-03, eta: 1 day, 1:41:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.6579, loss: 2.6579 +2025-06-29 14:01:22,313 - pyskl - INFO - Epoch [92][1800/3405] lr: 8.259e-03, eta: 1 day, 1:40:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 2.7173, loss: 2.7173 +2025-06-29 14:02:08,070 - pyskl - INFO - Epoch [92][1900/3405] lr: 8.252e-03, eta: 1 day, 1:40:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.6916, loss: 2.6916 +2025-06-29 14:02:53,583 - pyskl - INFO - Epoch [92][2000/3405] lr: 8.244e-03, eta: 1 day, 1:39:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.6620, loss: 2.6620 +2025-06-29 14:03:39,125 - pyskl - INFO - Epoch [92][2100/3405] lr: 8.237e-03, eta: 1 day, 1:38:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.6189, loss: 2.6189 +2025-06-29 14:04:24,691 - pyskl - INFO - Epoch [92][2200/3405] lr: 8.230e-03, eta: 1 day, 1:37:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.5791, loss: 2.5791 +2025-06-29 14:05:10,285 - pyskl - INFO - Epoch [92][2300/3405] lr: 8.223e-03, eta: 1 day, 1:36:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 2.7172, loss: 2.7172 +2025-06-29 14:05:55,877 - pyskl - INFO - Epoch [92][2400/3405] lr: 8.215e-03, eta: 1 day, 1:36:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.6474, loss: 2.6474 +2025-06-29 14:06:41,478 - pyskl - INFO - Epoch [92][2500/3405] lr: 8.208e-03, eta: 1 day, 1:35:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 2.5701, loss: 2.5701 +2025-06-29 14:07:27,125 - pyskl - INFO - Epoch [92][2600/3405] lr: 8.201e-03, eta: 1 day, 1:34:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 2.6223, loss: 2.6223 +2025-06-29 14:08:12,751 - pyskl - INFO - Epoch [92][2700/3405] lr: 8.194e-03, eta: 1 day, 1:33:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.6986, loss: 2.6986 +2025-06-29 14:08:58,373 - pyskl - INFO - Epoch [92][2800/3405] lr: 8.187e-03, eta: 1 day, 1:33:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.6883, loss: 2.6883 +2025-06-29 14:09:44,002 - pyskl - INFO - Epoch [92][2900/3405] lr: 8.179e-03, eta: 1 day, 1:32:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9912, loss_cls: 2.6347, loss: 2.6347 +2025-06-29 14:10:29,459 - pyskl - INFO - Epoch [92][3000/3405] lr: 8.172e-03, eta: 1 day, 1:31:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.7828, loss: 2.7828 +2025-06-29 14:11:14,945 - pyskl - INFO - Epoch [92][3100/3405] lr: 8.165e-03, eta: 1 day, 1:30:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.6764, loss: 2.6764 +2025-06-29 14:12:00,351 - pyskl - INFO - Epoch [92][3200/3405] lr: 8.158e-03, eta: 1 day, 1:29:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.7319, loss: 2.7319 +2025-06-29 14:12:45,688 - pyskl - INFO - Epoch [92][3300/3405] lr: 8.150e-03, eta: 1 day, 1:29:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.6136, loss: 2.6136 +2025-06-29 14:13:31,117 - pyskl - INFO - Epoch [92][3400/3405] lr: 8.143e-03, eta: 1 day, 1:28:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.5657, loss: 2.5657 +2025-06-29 14:13:33,692 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-06-29 14:17:47,792 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 14:17:48,347 - pyskl - INFO - +top1_acc 0.8266 +top5_acc 0.9684 +2025-06-29 14:17:48,405 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_89.pth was removed +2025-06-29 14:17:49,516 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. +2025-06-29 14:17:49,518 - pyskl - INFO - Best top1_acc is 0.8266 at 92 epoch. +2025-06-29 14:17:49,540 - pyskl - INFO - Epoch(val) [92][3718] top1_acc: 0.8266, top5_acc: 0.9684 +2025-06-29 14:18:58,532 - pyskl - INFO - Epoch [93][100/3405] lr: 8.136e-03, eta: 1 day, 1:27:43, time: 0.690, data_time: 0.233, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.5205, loss: 2.5205 +2025-06-29 14:19:44,186 - pyskl - INFO - Epoch [93][200/3405] lr: 8.129e-03, eta: 1 day, 1:26:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 2.5314, loss: 2.5314 +2025-06-29 14:20:29,864 - pyskl - INFO - Epoch [93][300/3405] lr: 8.121e-03, eta: 1 day, 1:26:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.6153, loss: 2.6153 +2025-06-29 14:21:15,456 - pyskl - INFO - Epoch [93][400/3405] lr: 8.114e-03, eta: 1 day, 1:25:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.5456, loss: 2.5456 +2025-06-29 14:22:01,059 - pyskl - INFO - Epoch [93][500/3405] lr: 8.107e-03, eta: 1 day, 1:24:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.5880, loss: 2.5880 +2025-06-29 14:22:46,663 - pyskl - INFO - Epoch [93][600/3405] lr: 8.100e-03, eta: 1 day, 1:23:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.5825, loss: 2.5825 +2025-06-29 14:23:32,413 - pyskl - INFO - Epoch [93][700/3405] lr: 8.093e-03, eta: 1 day, 1:23:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.6168, loss: 2.6168 +2025-06-29 14:24:18,047 - pyskl - INFO - Epoch [93][800/3405] lr: 8.085e-03, eta: 1 day, 1:22:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 2.5778, loss: 2.5778 +2025-06-29 14:25:04,012 - pyskl - INFO - Epoch [93][900/3405] lr: 8.078e-03, eta: 1 day, 1:21:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.6506, loss: 2.6506 +2025-06-29 14:25:49,747 - pyskl - INFO - Epoch [93][1000/3405] lr: 8.071e-03, eta: 1 day, 1:20:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.6288, loss: 2.6288 +2025-06-29 14:26:35,339 - pyskl - INFO - Epoch [93][1100/3405] lr: 8.064e-03, eta: 1 day, 1:19:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.6099, loss: 2.6099 +2025-06-29 14:27:20,993 - pyskl - INFO - Epoch [93][1200/3405] lr: 8.057e-03, eta: 1 day, 1:19:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.5159, loss: 2.5159 +2025-06-29 14:28:06,780 - pyskl - INFO - Epoch [93][1300/3405] lr: 8.049e-03, eta: 1 day, 1:18:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.6895, loss: 2.6895 +2025-06-29 14:28:52,557 - pyskl - INFO - Epoch [93][1400/3405] lr: 8.042e-03, eta: 1 day, 1:17:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.5878, loss: 2.5878 +2025-06-29 14:29:38,362 - pyskl - INFO - Epoch [93][1500/3405] lr: 8.035e-03, eta: 1 day, 1:16:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.6112, loss: 2.6112 +2025-06-29 14:30:24,051 - pyskl - INFO - Epoch [93][1600/3405] lr: 8.028e-03, eta: 1 day, 1:15:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.7044, loss: 2.7044 +2025-06-29 14:31:09,728 - pyskl - INFO - Epoch [93][1700/3405] lr: 8.021e-03, eta: 1 day, 1:15:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9900, loss_cls: 2.6556, loss: 2.6556 +2025-06-29 14:31:55,360 - pyskl - INFO - Epoch [93][1800/3405] lr: 8.013e-03, eta: 1 day, 1:14:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.5928, loss: 2.5928 +2025-06-29 14:32:41,052 - pyskl - INFO - Epoch [93][1900/3405] lr: 8.006e-03, eta: 1 day, 1:13:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.6006, loss: 2.6006 +2025-06-29 14:33:26,794 - pyskl - INFO - Epoch [93][2000/3405] lr: 7.999e-03, eta: 1 day, 1:12:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 2.6378, loss: 2.6378 +2025-06-29 14:34:12,514 - pyskl - INFO - Epoch [93][2100/3405] lr: 7.992e-03, eta: 1 day, 1:12:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.5836, loss: 2.5836 +2025-06-29 14:34:58,225 - pyskl - INFO - Epoch [93][2200/3405] lr: 7.985e-03, eta: 1 day, 1:11:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.5556, loss: 2.5556 +2025-06-29 14:35:43,898 - pyskl - INFO - Epoch [93][2300/3405] lr: 7.978e-03, eta: 1 day, 1:10:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 2.7630, loss: 2.7630 +2025-06-29 14:36:29,573 - pyskl - INFO - Epoch [93][2400/3405] lr: 7.970e-03, eta: 1 day, 1:09:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9881, loss_cls: 2.7380, loss: 2.7380 +2025-06-29 14:37:15,283 - pyskl - INFO - Epoch [93][2500/3405] lr: 7.963e-03, eta: 1 day, 1:08:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.7221, loss: 2.7221 +2025-06-29 14:38:01,001 - pyskl - INFO - Epoch [93][2600/3405] lr: 7.956e-03, eta: 1 day, 1:08:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 2.7999, loss: 2.7999 +2025-06-29 14:38:46,690 - pyskl - INFO - Epoch [93][2700/3405] lr: 7.949e-03, eta: 1 day, 1:07:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.6515, loss: 2.6515 +2025-06-29 14:39:32,353 - pyskl - INFO - Epoch [93][2800/3405] lr: 7.942e-03, eta: 1 day, 1:06:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 2.7033, loss: 2.7033 +2025-06-29 14:40:18,017 - pyskl - INFO - Epoch [93][2900/3405] lr: 7.935e-03, eta: 1 day, 1:05:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.6408, loss: 2.6408 +2025-06-29 14:41:03,660 - pyskl - INFO - Epoch [93][3000/3405] lr: 7.927e-03, eta: 1 day, 1:05:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.5962, loss: 2.5962 +2025-06-29 14:41:49,266 - pyskl - INFO - Epoch [93][3100/3405] lr: 7.920e-03, eta: 1 day, 1:04:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.5625, loss: 2.5625 +2025-06-29 14:42:34,903 - pyskl - INFO - Epoch [93][3200/3405] lr: 7.913e-03, eta: 1 day, 1:03:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.5826, loss: 2.5826 +2025-06-29 14:43:20,529 - pyskl - INFO - Epoch [93][3300/3405] lr: 7.906e-03, eta: 1 day, 1:02:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9894, loss_cls: 2.6970, loss: 2.6970 +2025-06-29 14:44:06,256 - pyskl - INFO - Epoch [93][3400/3405] lr: 7.899e-03, eta: 1 day, 1:01:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.6604, loss: 2.6604 +2025-06-29 14:44:08,963 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-06-29 14:48:23,333 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 14:48:23,903 - pyskl - INFO - +top1_acc 0.8188 +top5_acc 0.9643 +2025-06-29 14:48:23,930 - pyskl - INFO - Epoch(val) [93][3718] top1_acc: 0.8188, top5_acc: 0.9643 +2025-06-29 14:49:33,262 - pyskl - INFO - Epoch [94][100/3405] lr: 7.891e-03, eta: 1 day, 1:01:19, time: 0.693, data_time: 0.234, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 2.5647, loss: 2.5647 +2025-06-29 14:50:19,288 - pyskl - INFO - Epoch [94][200/3405] lr: 7.884e-03, eta: 1 day, 1:00:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 2.6032, loss: 2.6032 +2025-06-29 14:51:05,286 - pyskl - INFO - Epoch [94][300/3405] lr: 7.877e-03, eta: 1 day, 0:59:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.5747, loss: 2.5747 +2025-06-29 14:51:51,267 - pyskl - INFO - Epoch [94][400/3405] lr: 7.870e-03, eta: 1 day, 0:58:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.4843, loss: 2.4843 +2025-06-29 14:52:37,051 - pyskl - INFO - Epoch [94][500/3405] lr: 7.863e-03, eta: 1 day, 0:58:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.5693, loss: 2.5693 +2025-06-29 14:53:22,643 - pyskl - INFO - Epoch [94][600/3405] lr: 7.856e-03, eta: 1 day, 0:57:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.5987, loss: 2.5987 +2025-06-29 14:54:08,258 - pyskl - INFO - Epoch [94][700/3405] lr: 7.849e-03, eta: 1 day, 0:56:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.5834, loss: 2.5834 +2025-06-29 14:54:53,833 - pyskl - INFO - Epoch [94][800/3405] lr: 7.841e-03, eta: 1 day, 0:55:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 2.5223, loss: 2.5223 +2025-06-29 14:55:39,363 - pyskl - INFO - Epoch [94][900/3405] lr: 7.834e-03, eta: 1 day, 0:55:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.5145, loss: 2.5145 +2025-06-29 14:56:24,846 - pyskl - INFO - Epoch [94][1000/3405] lr: 7.827e-03, eta: 1 day, 0:54:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.5728, loss: 2.5728 +2025-06-29 14:57:10,351 - pyskl - INFO - Epoch [94][1100/3405] lr: 7.820e-03, eta: 1 day, 0:53:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9900, loss_cls: 2.5769, loss: 2.5769 +2025-06-29 14:57:55,816 - pyskl - INFO - Epoch [94][1200/3405] lr: 7.813e-03, eta: 1 day, 0:52:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.6003, loss: 2.6003 +2025-06-29 14:58:41,398 - pyskl - INFO - Epoch [94][1300/3405] lr: 7.806e-03, eta: 1 day, 0:51:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.5876, loss: 2.5876 +2025-06-29 14:59:27,067 - pyskl - INFO - Epoch [94][1400/3405] lr: 7.799e-03, eta: 1 day, 0:51:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 2.6173, loss: 2.6173 +2025-06-29 15:00:12,730 - pyskl - INFO - Epoch [94][1500/3405] lr: 7.791e-03, eta: 1 day, 0:50:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 2.6674, loss: 2.6674 +2025-06-29 15:00:58,318 - pyskl - INFO - Epoch [94][1600/3405] lr: 7.784e-03, eta: 1 day, 0:49:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 2.5727, loss: 2.5727 +2025-06-29 15:01:43,842 - pyskl - INFO - Epoch [94][1700/3405] lr: 7.777e-03, eta: 1 day, 0:48:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.6777, loss: 2.6777 +2025-06-29 15:02:29,398 - pyskl - INFO - Epoch [94][1800/3405] lr: 7.770e-03, eta: 1 day, 0:48:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9856, loss_cls: 2.7677, loss: 2.7677 +2025-06-29 15:03:14,858 - pyskl - INFO - Epoch [94][1900/3405] lr: 7.763e-03, eta: 1 day, 0:47:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9888, loss_cls: 2.7300, loss: 2.7300 +2025-06-29 15:04:00,640 - pyskl - INFO - Epoch [94][2000/3405] lr: 7.756e-03, eta: 1 day, 0:46:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 2.6992, loss: 2.6992 +2025-06-29 15:04:46,373 - pyskl - INFO - Epoch [94][2100/3405] lr: 7.749e-03, eta: 1 day, 0:45:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.7226, loss: 2.7226 +2025-06-29 15:05:31,994 - pyskl - INFO - Epoch [94][2200/3405] lr: 7.742e-03, eta: 1 day, 0:44:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 2.6673, loss: 2.6673 +2025-06-29 15:06:17,651 - pyskl - INFO - Epoch [94][2300/3405] lr: 7.735e-03, eta: 1 day, 0:44:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.6723, loss: 2.6723 +2025-06-29 15:07:03,406 - pyskl - INFO - Epoch [94][2400/3405] lr: 7.727e-03, eta: 1 day, 0:43:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.7076, loss: 2.7076 +2025-06-29 15:07:48,893 - pyskl - INFO - Epoch [94][2500/3405] lr: 7.720e-03, eta: 1 day, 0:42:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.5840, loss: 2.5840 +2025-06-29 15:08:34,613 - pyskl - INFO - Epoch [94][2600/3405] lr: 7.713e-03, eta: 1 day, 0:41:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.6397, loss: 2.6397 +2025-06-29 15:09:20,333 - pyskl - INFO - Epoch [94][2700/3405] lr: 7.706e-03, eta: 1 day, 0:41:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.6201, loss: 2.6201 +2025-06-29 15:10:06,096 - pyskl - INFO - Epoch [94][2800/3405] lr: 7.699e-03, eta: 1 day, 0:40:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.5731, loss: 2.5731 +2025-06-29 15:10:51,978 - pyskl - INFO - Epoch [94][2900/3405] lr: 7.692e-03, eta: 1 day, 0:39:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.5794, loss: 2.5794 +2025-06-29 15:11:37,759 - pyskl - INFO - Epoch [94][3000/3405] lr: 7.685e-03, eta: 1 day, 0:38:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.4949, loss: 2.4949 +2025-06-29 15:12:23,692 - pyskl - INFO - Epoch [94][3100/3405] lr: 7.678e-03, eta: 1 day, 0:37:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.6208, loss: 2.6208 +2025-06-29 15:13:09,715 - pyskl - INFO - Epoch [94][3200/3405] lr: 7.671e-03, eta: 1 day, 0:37:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.6682, loss: 2.6682 +2025-06-29 15:13:55,518 - pyskl - INFO - Epoch [94][3300/3405] lr: 7.664e-03, eta: 1 day, 0:36:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.5923, loss: 2.5923 +2025-06-29 15:14:41,197 - pyskl - INFO - Epoch [94][3400/3405] lr: 7.656e-03, eta: 1 day, 0:35:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9894, loss_cls: 2.6920, loss: 2.6920 +2025-06-29 15:14:43,983 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-06-29 15:18:59,778 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 15:19:00,327 - pyskl - INFO - +top1_acc 0.8289 +top5_acc 0.9689 +2025-06-29 15:19:00,389 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_92.pth was removed +2025-06-29 15:19:01,453 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_94.pth. +2025-06-29 15:19:01,455 - pyskl - INFO - Best top1_acc is 0.8289 at 94 epoch. +2025-06-29 15:19:01,475 - pyskl - INFO - Epoch(val) [94][3718] top1_acc: 0.8289, top5_acc: 0.9689 +2025-06-29 15:20:10,649 - pyskl - INFO - Epoch [95][100/3405] lr: 7.649e-03, eta: 1 day, 0:34:56, time: 0.692, data_time: 0.234, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9931, loss_cls: 2.5529, loss: 2.5529 +2025-06-29 15:20:56,292 - pyskl - INFO - Epoch [95][200/3405] lr: 7.642e-03, eta: 1 day, 0:34:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 2.5863, loss: 2.5863 +2025-06-29 15:21:41,973 - pyskl - INFO - Epoch [95][300/3405] lr: 7.635e-03, eta: 1 day, 0:33:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.5482, loss: 2.5482 +2025-06-29 15:22:27,628 - pyskl - INFO - Epoch [95][400/3405] lr: 7.628e-03, eta: 1 day, 0:32:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.4666, loss: 2.4666 +2025-06-29 15:23:13,347 - pyskl - INFO - Epoch [95][500/3405] lr: 7.621e-03, eta: 1 day, 0:31:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.4262, loss: 2.4262 +2025-06-29 15:23:58,954 - pyskl - INFO - Epoch [95][600/3405] lr: 7.614e-03, eta: 1 day, 0:31:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.4782, loss: 2.4782 +2025-06-29 15:24:44,510 - pyskl - INFO - Epoch [95][700/3405] lr: 7.607e-03, eta: 1 day, 0:30:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.5204, loss: 2.5204 +2025-06-29 15:25:30,119 - pyskl - INFO - Epoch [95][800/3405] lr: 7.599e-03, eta: 1 day, 0:29:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.7157, loss: 2.7157 +2025-06-29 15:26:15,744 - pyskl - INFO - Epoch [95][900/3405] lr: 7.592e-03, eta: 1 day, 0:28:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.5258, loss: 2.5258 +2025-06-29 15:27:01,336 - pyskl - INFO - Epoch [95][1000/3405] lr: 7.585e-03, eta: 1 day, 0:27:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.5144, loss: 2.5144 +2025-06-29 15:27:46,933 - pyskl - INFO - Epoch [95][1100/3405] lr: 7.578e-03, eta: 1 day, 0:27:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9944, loss_cls: 2.5128, loss: 2.5128 +2025-06-29 15:28:32,568 - pyskl - INFO - Epoch [95][1200/3405] lr: 7.571e-03, eta: 1 day, 0:26:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.4772, loss: 2.4772 +2025-06-29 15:29:18,229 - pyskl - INFO - Epoch [95][1300/3405] lr: 7.564e-03, eta: 1 day, 0:25:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.4341, loss: 2.4341 +2025-06-29 15:30:03,922 - pyskl - INFO - Epoch [95][1400/3405] lr: 7.557e-03, eta: 1 day, 0:24:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.7400, loss: 2.7400 +2025-06-29 15:30:49,576 - pyskl - INFO - Epoch [95][1500/3405] lr: 7.550e-03, eta: 1 day, 0:23:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.6819, loss: 2.6819 +2025-06-29 15:31:35,198 - pyskl - INFO - Epoch [95][1600/3405] lr: 7.543e-03, eta: 1 day, 0:23:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.5306, loss: 2.5306 +2025-06-29 15:32:20,867 - pyskl - INFO - Epoch [95][1700/3405] lr: 7.536e-03, eta: 1 day, 0:22:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.6654, loss: 2.6654 +2025-06-29 15:33:06,482 - pyskl - INFO - Epoch [95][1800/3405] lr: 7.529e-03, eta: 1 day, 0:21:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9850, loss_cls: 2.5330, loss: 2.5330 +2025-06-29 15:33:52,089 - pyskl - INFO - Epoch [95][1900/3405] lr: 7.522e-03, eta: 1 day, 0:20:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.6131, loss: 2.6131 +2025-06-29 15:34:37,812 - pyskl - INFO - Epoch [95][2000/3405] lr: 7.515e-03, eta: 1 day, 0:20:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.5671, loss: 2.5671 +2025-06-29 15:35:23,510 - pyskl - INFO - Epoch [95][2100/3405] lr: 7.508e-03, eta: 1 day, 0:19:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.5636, loss: 2.5636 +2025-06-29 15:36:09,244 - pyskl - INFO - Epoch [95][2200/3405] lr: 7.501e-03, eta: 1 day, 0:18:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.5563, loss: 2.5563 +2025-06-29 15:36:54,968 - pyskl - INFO - Epoch [95][2300/3405] lr: 7.494e-03, eta: 1 day, 0:17:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 2.5921, loss: 2.5921 +2025-06-29 15:37:40,722 - pyskl - INFO - Epoch [95][2400/3405] lr: 7.487e-03, eta: 1 day, 0:16:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 2.5895, loss: 2.5895 +2025-06-29 15:38:26,445 - pyskl - INFO - Epoch [95][2500/3405] lr: 7.480e-03, eta: 1 day, 0:16:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.6313, loss: 2.6313 +2025-06-29 15:39:12,121 - pyskl - INFO - Epoch [95][2600/3405] lr: 7.472e-03, eta: 1 day, 0:15:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.6587, loss: 2.6587 +2025-06-29 15:39:58,012 - pyskl - INFO - Epoch [95][2700/3405] lr: 7.465e-03, eta: 1 day, 0:14:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9881, loss_cls: 2.6534, loss: 2.6534 +2025-06-29 15:40:43,693 - pyskl - INFO - Epoch [95][2800/3405] lr: 7.458e-03, eta: 1 day, 0:13:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.4977, loss: 2.4977 +2025-06-29 15:41:29,376 - pyskl - INFO - Epoch [95][2900/3405] lr: 7.451e-03, eta: 1 day, 0:13:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.6610, loss: 2.6610 +2025-06-29 15:42:15,093 - pyskl - INFO - Epoch [95][3000/3405] lr: 7.444e-03, eta: 1 day, 0:12:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.6363, loss: 2.6363 +2025-06-29 15:43:00,942 - pyskl - INFO - Epoch [95][3100/3405] lr: 7.437e-03, eta: 1 day, 0:11:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.6038, loss: 2.6038 +2025-06-29 15:43:46,660 - pyskl - INFO - Epoch [95][3200/3405] lr: 7.430e-03, eta: 1 day, 0:10:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9881, loss_cls: 2.7024, loss: 2.7024 +2025-06-29 15:44:32,434 - pyskl - INFO - Epoch [95][3300/3405] lr: 7.423e-03, eta: 1 day, 0:09:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.5641, loss: 2.5641 +2025-06-29 15:45:18,215 - pyskl - INFO - Epoch [95][3400/3405] lr: 7.416e-03, eta: 1 day, 0:09:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.5180, loss: 2.5180 +2025-06-29 15:45:20,903 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-06-29 16:05:14,714 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 16:05:15,253 - pyskl - INFO - +top1_acc 0.8265 +top5_acc 0.9663 +2025-06-29 16:05:15,274 - pyskl - INFO - Epoch(val) [95][3718] top1_acc: 0.8265, top5_acc: 0.9663 +2025-06-29 16:06:24,156 - pyskl - INFO - Epoch [96][100/3405] lr: 7.409e-03, eta: 1 day, 0:08:32, time: 0.689, data_time: 0.232, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9938, loss_cls: 2.4371, loss: 2.4371 +2025-06-29 16:07:09,805 - pyskl - INFO - Epoch [96][200/3405] lr: 7.402e-03, eta: 1 day, 0:07:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.4926, loss: 2.4926 +2025-06-29 16:07:55,582 - pyskl - INFO - Epoch [96][300/3405] lr: 7.395e-03, eta: 1 day, 0:06:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.5421, loss: 2.5421 +2025-06-29 16:08:41,315 - pyskl - INFO - Epoch [96][400/3405] lr: 7.388e-03, eta: 1 day, 0:06:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 2.5130, loss: 2.5130 +2025-06-29 16:09:26,969 - pyskl - INFO - Epoch [96][500/3405] lr: 7.381e-03, eta: 1 day, 0:05:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.4418, loss: 2.4418 +2025-06-29 16:10:12,630 - pyskl - INFO - Epoch [96][600/3405] lr: 7.374e-03, eta: 1 day, 0:04:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.5544, loss: 2.5544 +2025-06-29 16:10:58,257 - pyskl - INFO - Epoch [96][700/3405] lr: 7.367e-03, eta: 1 day, 0:03:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.5680, loss: 2.5680 +2025-06-29 16:11:44,110 - pyskl - INFO - Epoch [96][800/3405] lr: 7.360e-03, eta: 1 day, 0:03:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.6470, loss: 2.6470 +2025-06-29 16:12:30,053 - pyskl - INFO - Epoch [96][900/3405] lr: 7.353e-03, eta: 1 day, 0:02:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9931, loss_cls: 2.5017, loss: 2.5017 +2025-06-29 16:13:15,856 - pyskl - INFO - Epoch [96][1000/3405] lr: 7.346e-03, eta: 1 day, 0:01:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9906, loss_cls: 2.5941, loss: 2.5941 +2025-06-29 16:14:01,640 - pyskl - INFO - Epoch [96][1100/3405] lr: 7.339e-03, eta: 1 day, 0:00:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.4599, loss: 2.4599 +2025-06-29 16:14:47,380 - pyskl - INFO - Epoch [96][1200/3405] lr: 7.332e-03, eta: 23:59:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.5726, loss: 2.5726 +2025-06-29 16:15:33,129 - pyskl - INFO - Epoch [96][1300/3405] lr: 7.325e-03, eta: 23:59:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 2.4549, loss: 2.4549 +2025-06-29 16:16:18,842 - pyskl - INFO - Epoch [96][1400/3405] lr: 7.318e-03, eta: 23:58:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.4686, loss: 2.4686 +2025-06-29 16:17:04,527 - pyskl - INFO - Epoch [96][1500/3405] lr: 7.311e-03, eta: 23:57:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.6034, loss: 2.6034 +2025-06-29 16:17:50,240 - pyskl - INFO - Epoch [96][1600/3405] lr: 7.304e-03, eta: 23:56:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.5281, loss: 2.5281 +2025-06-29 16:18:36,030 - pyskl - INFO - Epoch [96][1700/3405] lr: 7.297e-03, eta: 23:56:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.5326, loss: 2.5326 +2025-06-29 16:19:21,663 - pyskl - INFO - Epoch [96][1800/3405] lr: 7.290e-03, eta: 23:55:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.5560, loss: 2.5560 +2025-06-29 16:20:07,294 - pyskl - INFO - Epoch [96][1900/3405] lr: 7.283e-03, eta: 23:54:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.6095, loss: 2.6095 +2025-06-29 16:20:52,927 - pyskl - INFO - Epoch [96][2000/3405] lr: 7.276e-03, eta: 23:53:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.4577, loss: 2.4577 +2025-06-29 16:21:38,612 - pyskl - INFO - Epoch [96][2100/3405] lr: 7.269e-03, eta: 23:52:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.5922, loss: 2.5922 +2025-06-29 16:22:24,371 - pyskl - INFO - Epoch [96][2200/3405] lr: 7.262e-03, eta: 23:52:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.4810, loss: 2.4810 +2025-06-29 16:23:10,026 - pyskl - INFO - Epoch [96][2300/3405] lr: 7.255e-03, eta: 23:51:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.5414, loss: 2.5414 +2025-06-29 16:23:55,734 - pyskl - INFO - Epoch [96][2400/3405] lr: 7.248e-03, eta: 23:50:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.6096, loss: 2.6096 +2025-06-29 16:24:41,450 - pyskl - INFO - Epoch [96][2500/3405] lr: 7.241e-03, eta: 23:49:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 2.5331, loss: 2.5331 +2025-06-29 16:25:27,238 - pyskl - INFO - Epoch [96][2600/3405] lr: 7.234e-03, eta: 23:49:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 2.5907, loss: 2.5907 +2025-06-29 16:26:12,937 - pyskl - INFO - Epoch [96][2700/3405] lr: 7.227e-03, eta: 23:48:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.6467, loss: 2.6467 +2025-06-29 16:26:58,669 - pyskl - INFO - Epoch [96][2800/3405] lr: 7.220e-03, eta: 23:47:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.4949, loss: 2.4949 +2025-06-29 16:27:44,406 - pyskl - INFO - Epoch [96][2900/3405] lr: 7.213e-03, eta: 23:46:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.5775, loss: 2.5775 +2025-06-29 16:28:30,105 - pyskl - INFO - Epoch [96][3000/3405] lr: 7.206e-03, eta: 23:45:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.5830, loss: 2.5830 +2025-06-29 16:29:15,814 - pyskl - INFO - Epoch [96][3100/3405] lr: 7.199e-03, eta: 23:45:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.4111, loss: 2.4111 +2025-06-29 16:30:01,592 - pyskl - INFO - Epoch [96][3200/3405] lr: 7.192e-03, eta: 23:44:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9812, loss_cls: 2.5554, loss: 2.5554 +2025-06-29 16:30:47,329 - pyskl - INFO - Epoch [96][3300/3405] lr: 7.185e-03, eta: 23:43:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.6872, loss: 2.6872 +2025-06-29 16:31:33,016 - pyskl - INFO - Epoch [96][3400/3405] lr: 7.178e-03, eta: 23:42:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 2.6307, loss: 2.6307 +2025-06-29 16:31:35,667 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-06-29 16:35:47,790 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 16:35:48,333 - pyskl - INFO - +top1_acc 0.8213 +top5_acc 0.9646 +2025-06-29 16:35:48,353 - pyskl - INFO - Epoch(val) [96][3718] top1_acc: 0.8213, top5_acc: 0.9646 +2025-06-29 16:36:57,398 - pyskl - INFO - Epoch [97][100/3405] lr: 7.171e-03, eta: 23:42:09, time: 0.690, data_time: 0.232, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 2.4729, loss: 2.4729 +2025-06-29 16:37:43,306 - pyskl - INFO - Epoch [97][200/3405] lr: 7.164e-03, eta: 23:41:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9906, loss_cls: 2.5811, loss: 2.5811 +2025-06-29 16:38:29,413 - pyskl - INFO - Epoch [97][300/3405] lr: 7.157e-03, eta: 23:40:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.5395, loss: 2.5395 +2025-06-29 16:39:15,133 - pyskl - INFO - Epoch [97][400/3405] lr: 7.150e-03, eta: 23:39:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.5632, loss: 2.5632 +2025-06-29 16:40:00,740 - pyskl - INFO - Epoch [97][500/3405] lr: 7.143e-03, eta: 23:39:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.4748, loss: 2.4748 +2025-06-29 16:40:46,347 - pyskl - INFO - Epoch [97][600/3405] lr: 7.136e-03, eta: 23:38:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9919, loss_cls: 2.5307, loss: 2.5307 +2025-06-29 16:41:32,228 - pyskl - INFO - Epoch [97][700/3405] lr: 7.129e-03, eta: 23:37:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.4255, loss: 2.4255 +2025-06-29 16:42:18,138 - pyskl - INFO - Epoch [97][800/3405] lr: 7.122e-03, eta: 23:36:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.4270, loss: 2.4270 +2025-06-29 16:43:04,045 - pyskl - INFO - Epoch [97][900/3405] lr: 7.115e-03, eta: 23:35:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.5864, loss: 2.5864 +2025-06-29 16:43:50,017 - pyskl - INFO - Epoch [97][1000/3405] lr: 7.108e-03, eta: 23:35:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9900, loss_cls: 2.6570, loss: 2.6570 +2025-06-29 16:44:35,844 - pyskl - INFO - Epoch [97][1100/3405] lr: 7.101e-03, eta: 23:34:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.5232, loss: 2.5232 +2025-06-29 16:45:21,256 - pyskl - INFO - Epoch [97][1200/3405] lr: 7.094e-03, eta: 23:33:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.4607, loss: 2.4607 +2025-06-29 16:46:06,743 - pyskl - INFO - Epoch [97][1300/3405] lr: 7.088e-03, eta: 23:32:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 2.5481, loss: 2.5481 +2025-06-29 16:46:52,225 - pyskl - INFO - Epoch [97][1400/3405] lr: 7.081e-03, eta: 23:32:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.4531, loss: 2.4531 +2025-06-29 16:47:37,762 - pyskl - INFO - Epoch [97][1500/3405] lr: 7.074e-03, eta: 23:31:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.6014, loss: 2.6014 +2025-06-29 16:48:23,244 - pyskl - INFO - Epoch [97][1600/3405] lr: 7.067e-03, eta: 23:30:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.6188, loss: 2.6188 +2025-06-29 16:49:08,736 - pyskl - INFO - Epoch [97][1700/3405] lr: 7.060e-03, eta: 23:29:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.5460, loss: 2.5460 +2025-06-29 16:49:54,209 - pyskl - INFO - Epoch [97][1800/3405] lr: 7.053e-03, eta: 23:28:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.4392, loss: 2.4392 +2025-06-29 16:50:39,702 - pyskl - INFO - Epoch [97][1900/3405] lr: 7.046e-03, eta: 23:28:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.4474, loss: 2.4474 +2025-06-29 16:51:25,146 - pyskl - INFO - Epoch [97][2000/3405] lr: 7.039e-03, eta: 23:27:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.4828, loss: 2.4828 +2025-06-29 16:52:10,628 - pyskl - INFO - Epoch [97][2100/3405] lr: 7.032e-03, eta: 23:26:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.6375, loss: 2.6375 +2025-06-29 16:52:56,142 - pyskl - INFO - Epoch [97][2200/3405] lr: 7.025e-03, eta: 23:25:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.5296, loss: 2.5296 +2025-06-29 16:53:41,694 - pyskl - INFO - Epoch [97][2300/3405] lr: 7.018e-03, eta: 23:24:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.5020, loss: 2.5020 +2025-06-29 16:54:27,141 - pyskl - INFO - Epoch [97][2400/3405] lr: 7.011e-03, eta: 23:24:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.5257, loss: 2.5257 +2025-06-29 16:55:12,563 - pyskl - INFO - Epoch [97][2500/3405] lr: 7.005e-03, eta: 23:23:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.5937, loss: 2.5937 +2025-06-29 16:55:57,797 - pyskl - INFO - Epoch [97][2600/3405] lr: 6.998e-03, eta: 23:22:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.5956, loss: 2.5956 +2025-06-29 16:56:43,300 - pyskl - INFO - Epoch [97][2700/3405] lr: 6.991e-03, eta: 23:21:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 2.5673, loss: 2.5673 +2025-06-29 16:57:28,847 - pyskl - INFO - Epoch [97][2800/3405] lr: 6.984e-03, eta: 23:21:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.4644, loss: 2.4644 +2025-06-29 16:58:14,627 - pyskl - INFO - Epoch [97][2900/3405] lr: 6.977e-03, eta: 23:20:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9912, loss_cls: 2.5332, loss: 2.5332 +2025-06-29 16:59:00,468 - pyskl - INFO - Epoch [97][3000/3405] lr: 6.970e-03, eta: 23:19:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.5161, loss: 2.5161 +2025-06-29 16:59:46,038 - pyskl - INFO - Epoch [97][3100/3405] lr: 6.963e-03, eta: 23:18:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.5109, loss: 2.5109 +2025-06-29 17:00:31,593 - pyskl - INFO - Epoch [97][3200/3405] lr: 6.956e-03, eta: 23:17:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.5885, loss: 2.5885 +2025-06-29 17:01:17,201 - pyskl - INFO - Epoch [97][3300/3405] lr: 6.949e-03, eta: 23:17:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.5457, loss: 2.5457 +2025-06-29 17:02:02,864 - pyskl - INFO - Epoch [97][3400/3405] lr: 6.942e-03, eta: 23:16:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.6784, loss: 2.6784 +2025-06-29 17:02:05,533 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-06-29 17:06:17,444 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 17:06:18,026 - pyskl - INFO - +top1_acc 0.8404 +top5_acc 0.9714 +2025-06-29 17:06:18,087 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_94.pth was removed +2025-06-29 17:06:19,194 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. +2025-06-29 17:06:19,196 - pyskl - INFO - Best top1_acc is 0.8404 at 97 epoch. +2025-06-29 17:06:19,218 - pyskl - INFO - Epoch(val) [97][3718] top1_acc: 0.8404, top5_acc: 0.9714 +2025-06-29 17:07:28,744 - pyskl - INFO - Epoch [98][100/3405] lr: 6.935e-03, eta: 23:15:45, time: 0.695, data_time: 0.236, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 2.4088, loss: 2.4088 +2025-06-29 17:08:14,851 - pyskl - INFO - Epoch [98][200/3405] lr: 6.928e-03, eta: 23:14:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 2.4943, loss: 2.4943 +2025-06-29 17:09:00,836 - pyskl - INFO - Epoch [98][300/3405] lr: 6.921e-03, eta: 23:14:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.4579, loss: 2.4579 +2025-06-29 17:09:46,799 - pyskl - INFO - Epoch [98][400/3405] lr: 6.915e-03, eta: 23:13:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.5091, loss: 2.5091 +2025-06-29 17:10:32,581 - pyskl - INFO - Epoch [98][500/3405] lr: 6.908e-03, eta: 23:12:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.6020, loss: 2.6020 +2025-06-29 17:11:18,450 - pyskl - INFO - Epoch [98][600/3405] lr: 6.901e-03, eta: 23:11:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.5071, loss: 2.5071 +2025-06-29 17:12:04,223 - pyskl - INFO - Epoch [98][700/3405] lr: 6.894e-03, eta: 23:11:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 2.3783, loss: 2.3783 +2025-06-29 17:12:49,989 - pyskl - INFO - Epoch [98][800/3405] lr: 6.887e-03, eta: 23:10:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9831, loss_cls: 2.4398, loss: 2.4398 +2025-06-29 17:13:35,704 - pyskl - INFO - Epoch [98][900/3405] lr: 6.880e-03, eta: 23:09:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9925, loss_cls: 2.5637, loss: 2.5637 +2025-06-29 17:14:21,453 - pyskl - INFO - Epoch [98][1000/3405] lr: 6.873e-03, eta: 23:08:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.5136, loss: 2.5136 +2025-06-29 17:15:07,099 - pyskl - INFO - Epoch [98][1100/3405] lr: 6.867e-03, eta: 23:07:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.4768, loss: 2.4768 +2025-06-29 17:15:52,840 - pyskl - INFO - Epoch [98][1200/3405] lr: 6.860e-03, eta: 23:07:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.4841, loss: 2.4841 +2025-06-29 17:16:38,629 - pyskl - INFO - Epoch [98][1300/3405] lr: 6.853e-03, eta: 23:06:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.6267, loss: 2.6267 +2025-06-29 17:17:24,363 - pyskl - INFO - Epoch [98][1400/3405] lr: 6.846e-03, eta: 23:05:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.5168, loss: 2.5168 +2025-06-29 17:18:10,045 - pyskl - INFO - Epoch [98][1500/3405] lr: 6.839e-03, eta: 23:04:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.4114, loss: 2.4114 +2025-06-29 17:18:55,712 - pyskl - INFO - Epoch [98][1600/3405] lr: 6.832e-03, eta: 23:04:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.4349, loss: 2.4349 +2025-06-29 17:19:41,439 - pyskl - INFO - Epoch [98][1700/3405] lr: 6.825e-03, eta: 23:03:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.4797, loss: 2.4797 +2025-06-29 17:20:27,089 - pyskl - INFO - Epoch [98][1800/3405] lr: 6.819e-03, eta: 23:02:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.4695, loss: 2.4695 +2025-06-29 17:21:12,747 - pyskl - INFO - Epoch [98][1900/3405] lr: 6.812e-03, eta: 23:01:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 2.6610, loss: 2.6610 +2025-06-29 17:21:58,400 - pyskl - INFO - Epoch [98][2000/3405] lr: 6.805e-03, eta: 23:00:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.4597, loss: 2.4597 +2025-06-29 17:22:44,109 - pyskl - INFO - Epoch [98][2100/3405] lr: 6.798e-03, eta: 23:00:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.4694, loss: 2.4694 +2025-06-29 17:23:29,804 - pyskl - INFO - Epoch [98][2200/3405] lr: 6.791e-03, eta: 22:59:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 2.4578, loss: 2.4578 +2025-06-29 17:24:15,517 - pyskl - INFO - Epoch [98][2300/3405] lr: 6.784e-03, eta: 22:58:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.5169, loss: 2.5169 +2025-06-29 17:25:01,203 - pyskl - INFO - Epoch [98][2400/3405] lr: 6.777e-03, eta: 22:57:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.5490, loss: 2.5490 +2025-06-29 17:25:46,859 - pyskl - INFO - Epoch [98][2500/3405] lr: 6.771e-03, eta: 22:57:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.3071, loss: 2.3071 +2025-06-29 17:26:32,537 - pyskl - INFO - Epoch [98][2600/3405] lr: 6.764e-03, eta: 22:56:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.5341, loss: 2.5341 +2025-06-29 17:27:18,245 - pyskl - INFO - Epoch [98][2700/3405] lr: 6.757e-03, eta: 22:55:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.4573, loss: 2.4573 +2025-06-29 17:28:04,090 - pyskl - INFO - Epoch [98][2800/3405] lr: 6.750e-03, eta: 22:54:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.4630, loss: 2.4630 +2025-06-29 17:28:49,876 - pyskl - INFO - Epoch [98][2900/3405] lr: 6.743e-03, eta: 22:53:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.5190, loss: 2.5190 +2025-06-29 17:29:35,568 - pyskl - INFO - Epoch [98][3000/3405] lr: 6.736e-03, eta: 22:53:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.5787, loss: 2.5787 +2025-06-29 17:30:21,314 - pyskl - INFO - Epoch [98][3100/3405] lr: 6.730e-03, eta: 22:52:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 2.4736, loss: 2.4736 +2025-06-29 17:31:06,972 - pyskl - INFO - Epoch [98][3200/3405] lr: 6.723e-03, eta: 22:51:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.5773, loss: 2.5773 +2025-06-29 17:31:52,833 - pyskl - INFO - Epoch [98][3300/3405] lr: 6.716e-03, eta: 22:50:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.4691, loss: 2.4691 +2025-06-29 17:32:38,656 - pyskl - INFO - Epoch [98][3400/3405] lr: 6.709e-03, eta: 22:50:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9881, loss_cls: 2.6218, loss: 2.6218 +2025-06-29 17:32:41,285 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-06-29 17:36:55,312 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 17:36:55,895 - pyskl - INFO - +top1_acc 0.8260 +top5_acc 0.9667 +2025-06-29 17:36:55,918 - pyskl - INFO - Epoch(val) [98][3718] top1_acc: 0.8260, top5_acc: 0.9667 +2025-06-29 17:38:04,528 - pyskl - INFO - Epoch [99][100/3405] lr: 6.702e-03, eta: 22:49:22, time: 0.686, data_time: 0.228, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.4055, loss: 2.4055 +2025-06-29 17:38:50,220 - pyskl - INFO - Epoch [99][200/3405] lr: 6.695e-03, eta: 22:48:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9944, loss_cls: 2.4171, loss: 2.4171 +2025-06-29 17:39:35,984 - pyskl - INFO - Epoch [99][300/3405] lr: 6.688e-03, eta: 22:47:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9944, loss_cls: 2.4168, loss: 2.4168 +2025-06-29 17:40:21,686 - pyskl - INFO - Epoch [99][400/3405] lr: 6.682e-03, eta: 22:47:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.4063, loss: 2.4063 +2025-06-29 17:41:07,443 - pyskl - INFO - Epoch [99][500/3405] lr: 6.675e-03, eta: 22:46:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.3403, loss: 2.3403 +2025-06-29 17:41:53,318 - pyskl - INFO - Epoch [99][600/3405] lr: 6.668e-03, eta: 22:45:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.3894, loss: 2.3894 +2025-06-29 17:42:39,072 - pyskl - INFO - Epoch [99][700/3405] lr: 6.661e-03, eta: 22:44:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 2.3761, loss: 2.3761 +2025-06-29 17:43:24,869 - pyskl - INFO - Epoch [99][800/3405] lr: 6.654e-03, eta: 22:43:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.5263, loss: 2.5263 +2025-06-29 17:44:10,645 - pyskl - INFO - Epoch [99][900/3405] lr: 6.648e-03, eta: 22:43:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9869, loss_cls: 2.4295, loss: 2.4295 +2025-06-29 17:44:56,391 - pyskl - INFO - Epoch [99][1000/3405] lr: 6.641e-03, eta: 22:42:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.4475, loss: 2.4475 +2025-06-29 17:45:42,272 - pyskl - INFO - Epoch [99][1100/3405] lr: 6.634e-03, eta: 22:41:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 2.4045, loss: 2.4045 +2025-06-29 17:46:28,067 - pyskl - INFO - Epoch [99][1200/3405] lr: 6.627e-03, eta: 22:40:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.4682, loss: 2.4682 +2025-06-29 17:47:13,843 - pyskl - INFO - Epoch [99][1300/3405] lr: 6.620e-03, eta: 22:40:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.4877, loss: 2.4877 +2025-06-29 17:47:59,594 - pyskl - INFO - Epoch [99][1400/3405] lr: 6.614e-03, eta: 22:39:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.4079, loss: 2.4079 +2025-06-29 17:48:45,326 - pyskl - INFO - Epoch [99][1500/3405] lr: 6.607e-03, eta: 22:38:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.4937, loss: 2.4937 +2025-06-29 17:49:31,134 - pyskl - INFO - Epoch [99][1600/3405] lr: 6.600e-03, eta: 22:37:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.3669, loss: 2.3669 +2025-06-29 17:50:17,056 - pyskl - INFO - Epoch [99][1700/3405] lr: 6.593e-03, eta: 22:36:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9931, loss_cls: 2.3630, loss: 2.3630 +2025-06-29 17:51:02,949 - pyskl - INFO - Epoch [99][1800/3405] lr: 6.587e-03, eta: 22:36:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.4301, loss: 2.4301 +2025-06-29 17:51:48,740 - pyskl - INFO - Epoch [99][1900/3405] lr: 6.580e-03, eta: 22:35:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.5384, loss: 2.5384 +2025-06-29 17:52:34,640 - pyskl - INFO - Epoch [99][2000/3405] lr: 6.573e-03, eta: 22:34:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.5055, loss: 2.5055 +2025-06-29 17:53:20,388 - pyskl - INFO - Epoch [99][2100/3405] lr: 6.566e-03, eta: 22:33:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9844, loss_cls: 2.4434, loss: 2.4434 +2025-06-29 17:54:06,189 - pyskl - INFO - Epoch [99][2200/3405] lr: 6.559e-03, eta: 22:33:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.4382, loss: 2.4382 +2025-06-29 17:54:51,995 - pyskl - INFO - Epoch [99][2300/3405] lr: 6.553e-03, eta: 22:32:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.4852, loss: 2.4852 +2025-06-29 17:55:37,730 - pyskl - INFO - Epoch [99][2400/3405] lr: 6.546e-03, eta: 22:31:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.6140, loss: 2.6140 +2025-06-29 17:56:23,467 - pyskl - INFO - Epoch [99][2500/3405] lr: 6.539e-03, eta: 22:30:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 2.5063, loss: 2.5063 +2025-06-29 17:57:09,120 - pyskl - INFO - Epoch [99][2600/3405] lr: 6.532e-03, eta: 22:29:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.6435, loss: 2.6435 +2025-06-29 17:57:54,923 - pyskl - INFO - Epoch [99][2700/3405] lr: 6.526e-03, eta: 22:29:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.4262, loss: 2.4262 +2025-06-29 17:58:40,771 - pyskl - INFO - Epoch [99][2800/3405] lr: 6.519e-03, eta: 22:28:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 2.5395, loss: 2.5395 +2025-06-29 17:59:26,506 - pyskl - INFO - Epoch [99][2900/3405] lr: 6.512e-03, eta: 22:27:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.5770, loss: 2.5770 +2025-06-29 18:00:12,285 - pyskl - INFO - Epoch [99][3000/3405] lr: 6.505e-03, eta: 22:26:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.5084, loss: 2.5084 +2025-06-29 18:00:58,178 - pyskl - INFO - Epoch [99][3100/3405] lr: 6.499e-03, eta: 22:25:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.5327, loss: 2.5327 +2025-06-29 18:01:43,941 - pyskl - INFO - Epoch [99][3200/3405] lr: 6.492e-03, eta: 22:25:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.5087, loss: 2.5087 +2025-06-29 18:02:29,692 - pyskl - INFO - Epoch [99][3300/3405] lr: 6.485e-03, eta: 22:24:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.3774, loss: 2.3774 +2025-06-29 18:03:15,455 - pyskl - INFO - Epoch [99][3400/3405] lr: 6.478e-03, eta: 22:23:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.5139, loss: 2.5139 +2025-06-29 18:03:18,146 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-06-29 18:07:32,247 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 18:07:32,793 - pyskl - INFO - +top1_acc 0.8416 +top5_acc 0.9702 +2025-06-29 18:07:32,851 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_97.pth was removed +2025-06-29 18:07:33,856 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. +2025-06-29 18:07:33,857 - pyskl - INFO - Best top1_acc is 0.8416 at 99 epoch. +2025-06-29 18:07:33,877 - pyskl - INFO - Epoch(val) [99][3718] top1_acc: 0.8416, top5_acc: 0.9702 +2025-06-29 18:08:42,538 - pyskl - INFO - Epoch [100][100/3405] lr: 6.471e-03, eta: 22:23:01, time: 0.687, data_time: 0.229, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.4327, loss: 2.4327 +2025-06-29 18:09:28,239 - pyskl - INFO - Epoch [100][200/3405] lr: 6.465e-03, eta: 22:22:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9906, loss_cls: 2.4829, loss: 2.4829 +2025-06-29 18:10:13,979 - pyskl - INFO - Epoch [100][300/3405] lr: 6.458e-03, eta: 22:21:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9919, loss_cls: 2.4629, loss: 2.4629 +2025-06-29 18:11:00,092 - pyskl - INFO - Epoch [100][400/3405] lr: 6.451e-03, eta: 22:20:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.3868, loss: 2.3868 +2025-06-29 18:11:46,268 - pyskl - INFO - Epoch [100][500/3405] lr: 6.444e-03, eta: 22:19:54, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.4579, loss: 2.4579 +2025-06-29 18:12:32,285 - pyskl - INFO - Epoch [100][600/3405] lr: 6.438e-03, eta: 22:19:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.3891, loss: 2.3891 +2025-06-29 18:13:18,158 - pyskl - INFO - Epoch [100][700/3405] lr: 6.431e-03, eta: 22:18:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.3224, loss: 2.3224 +2025-06-29 18:14:04,002 - pyskl - INFO - Epoch [100][800/3405] lr: 6.424e-03, eta: 22:17:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.4241, loss: 2.4241 +2025-06-29 18:14:49,997 - pyskl - INFO - Epoch [100][900/3405] lr: 6.418e-03, eta: 22:16:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.4568, loss: 2.4568 +2025-06-29 18:15:35,981 - pyskl - INFO - Epoch [100][1000/3405] lr: 6.411e-03, eta: 22:16:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.4403, loss: 2.4403 +2025-06-29 18:16:21,935 - pyskl - INFO - Epoch [100][1100/3405] lr: 6.404e-03, eta: 22:15:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.3882, loss: 2.3882 +2025-06-29 18:17:07,762 - pyskl - INFO - Epoch [100][1200/3405] lr: 6.397e-03, eta: 22:14:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 2.4315, loss: 2.4315 +2025-06-29 18:17:53,533 - pyskl - INFO - Epoch [100][1300/3405] lr: 6.391e-03, eta: 22:13:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.4468, loss: 2.4468 +2025-06-29 18:18:39,721 - pyskl - INFO - Epoch [100][1400/3405] lr: 6.384e-03, eta: 22:12:54, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 2.3951, loss: 2.3951 +2025-06-29 18:19:25,818 - pyskl - INFO - Epoch [100][1500/3405] lr: 6.377e-03, eta: 22:12:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.3139, loss: 2.3139 +2025-06-29 18:20:11,930 - pyskl - INFO - Epoch [100][1600/3405] lr: 6.371e-03, eta: 22:11:21, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9925, loss_cls: 2.4604, loss: 2.4604 +2025-06-29 18:20:57,749 - pyskl - INFO - Epoch [100][1700/3405] lr: 6.364e-03, eta: 22:10:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.4791, loss: 2.4791 +2025-06-29 18:21:43,564 - pyskl - INFO - Epoch [100][1800/3405] lr: 6.357e-03, eta: 22:09:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 2.3453, loss: 2.3453 +2025-06-29 18:22:29,405 - pyskl - INFO - Epoch [100][1900/3405] lr: 6.351e-03, eta: 22:09:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.4757, loss: 2.4757 +2025-06-29 18:23:15,232 - pyskl - INFO - Epoch [100][2000/3405] lr: 6.344e-03, eta: 22:08:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.4101, loss: 2.4101 +2025-06-29 18:24:01,197 - pyskl - INFO - Epoch [100][2100/3405] lr: 6.337e-03, eta: 22:07:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.4412, loss: 2.4412 +2025-06-29 18:24:47,228 - pyskl - INFO - Epoch [100][2200/3405] lr: 6.330e-03, eta: 22:06:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.5259, loss: 2.5259 +2025-06-29 18:25:33,032 - pyskl - INFO - Epoch [100][2300/3405] lr: 6.324e-03, eta: 22:05:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.2985, loss: 2.2985 +2025-06-29 18:26:18,861 - pyskl - INFO - Epoch [100][2400/3405] lr: 6.317e-03, eta: 22:05:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.4536, loss: 2.4536 +2025-06-29 18:27:04,822 - pyskl - INFO - Epoch [100][2500/3405] lr: 6.310e-03, eta: 22:04:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.5389, loss: 2.5389 +2025-06-29 18:27:50,891 - pyskl - INFO - Epoch [100][2600/3405] lr: 6.304e-03, eta: 22:03:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.3939, loss: 2.3939 +2025-06-29 18:28:36,922 - pyskl - INFO - Epoch [100][2700/3405] lr: 6.297e-03, eta: 22:02:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.5174, loss: 2.5174 +2025-06-29 18:29:22,824 - pyskl - INFO - Epoch [100][2800/3405] lr: 6.290e-03, eta: 22:02:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.4610, loss: 2.4610 +2025-06-29 18:30:08,830 - pyskl - INFO - Epoch [100][2900/3405] lr: 6.284e-03, eta: 22:01:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.4770, loss: 2.4770 +2025-06-29 18:30:54,738 - pyskl - INFO - Epoch [100][3000/3405] lr: 6.277e-03, eta: 22:00:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.5698, loss: 2.5698 +2025-06-29 18:31:40,515 - pyskl - INFO - Epoch [100][3100/3405] lr: 6.270e-03, eta: 21:59:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.3485, loss: 2.3485 +2025-06-29 18:32:26,326 - pyskl - INFO - Epoch [100][3200/3405] lr: 6.264e-03, eta: 21:58:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.5336, loss: 2.5336 +2025-06-29 18:33:12,144 - pyskl - INFO - Epoch [100][3300/3405] lr: 6.257e-03, eta: 21:58:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.5382, loss: 2.5382 +2025-06-29 18:33:57,952 - pyskl - INFO - Epoch [100][3400/3405] lr: 6.250e-03, eta: 21:57:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.4736, loss: 2.4736 +2025-06-29 18:34:00,608 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-06-29 18:52:38,397 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 18:52:38,977 - pyskl - INFO - +top1_acc 0.8294 +top5_acc 0.9674 +2025-06-29 18:52:39,000 - pyskl - INFO - Epoch(val) [100][3718] top1_acc: 0.8294, top5_acc: 0.9674 +2025-06-29 18:53:48,301 - pyskl - INFO - Epoch [101][100/3405] lr: 6.243e-03, eta: 21:56:42, time: 0.693, data_time: 0.233, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 2.3686, loss: 2.3686 +2025-06-29 18:54:34,203 - pyskl - INFO - Epoch [101][200/3405] lr: 6.237e-03, eta: 21:55:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.2803, loss: 2.2803 +2025-06-29 18:55:20,009 - pyskl - INFO - Epoch [101][300/3405] lr: 6.230e-03, eta: 21:55:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9881, loss_cls: 2.3454, loss: 2.3454 +2025-06-29 18:56:05,790 - pyskl - INFO - Epoch [101][400/3405] lr: 6.223e-03, eta: 21:54:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.3179, loss: 2.3179 +2025-06-29 18:56:51,609 - pyskl - INFO - Epoch [101][500/3405] lr: 6.217e-03, eta: 21:53:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.4089, loss: 2.4089 +2025-06-29 18:57:37,456 - pyskl - INFO - Epoch [101][600/3405] lr: 6.210e-03, eta: 21:52:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.3909, loss: 2.3909 +2025-06-29 18:58:23,163 - pyskl - INFO - Epoch [101][700/3405] lr: 6.204e-03, eta: 21:52:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.3315, loss: 2.3315 +2025-06-29 18:59:08,813 - pyskl - INFO - Epoch [101][800/3405] lr: 6.197e-03, eta: 21:51:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.4656, loss: 2.4656 +2025-06-29 18:59:54,580 - pyskl - INFO - Epoch [101][900/3405] lr: 6.190e-03, eta: 21:50:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.3745, loss: 2.3745 +2025-06-29 19:00:40,447 - pyskl - INFO - Epoch [101][1000/3405] lr: 6.184e-03, eta: 21:49:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.4543, loss: 2.4543 +2025-06-29 19:01:26,180 - pyskl - INFO - Epoch [101][1100/3405] lr: 6.177e-03, eta: 21:48:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.4385, loss: 2.4385 +2025-06-29 19:02:11,949 - pyskl - INFO - Epoch [101][1200/3405] lr: 6.170e-03, eta: 21:48:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.4185, loss: 2.4185 +2025-06-29 19:02:57,695 - pyskl - INFO - Epoch [101][1300/3405] lr: 6.164e-03, eta: 21:47:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.3732, loss: 2.3732 +2025-06-29 19:03:43,434 - pyskl - INFO - Epoch [101][1400/3405] lr: 6.157e-03, eta: 21:46:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.3270, loss: 2.3270 +2025-06-29 19:04:29,217 - pyskl - INFO - Epoch [101][1500/3405] lr: 6.150e-03, eta: 21:45:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.4256, loss: 2.4256 +2025-06-29 19:05:15,089 - pyskl - INFO - Epoch [101][1600/3405] lr: 6.144e-03, eta: 21:45:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 2.3993, loss: 2.3993 +2025-06-29 19:06:00,829 - pyskl - INFO - Epoch [101][1700/3405] lr: 6.137e-03, eta: 21:44:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9912, loss_cls: 2.5191, loss: 2.5191 +2025-06-29 19:06:46,623 - pyskl - INFO - Epoch [101][1800/3405] lr: 6.131e-03, eta: 21:43:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.3323, loss: 2.3323 +2025-06-29 19:07:32,448 - pyskl - INFO - Epoch [101][1900/3405] lr: 6.124e-03, eta: 21:42:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9912, loss_cls: 2.4842, loss: 2.4842 +2025-06-29 19:08:18,219 - pyskl - INFO - Epoch [101][2000/3405] lr: 6.117e-03, eta: 21:41:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.4703, loss: 2.4703 +2025-06-29 19:09:04,048 - pyskl - INFO - Epoch [101][2100/3405] lr: 6.111e-03, eta: 21:41:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.4953, loss: 2.4953 +2025-06-29 19:09:49,725 - pyskl - INFO - Epoch [101][2200/3405] lr: 6.104e-03, eta: 21:40:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 2.5528, loss: 2.5528 +2025-06-29 19:10:35,711 - pyskl - INFO - Epoch [101][2300/3405] lr: 6.098e-03, eta: 21:39:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.5123, loss: 2.5123 +2025-06-29 19:11:21,665 - pyskl - INFO - Epoch [101][2400/3405] lr: 6.091e-03, eta: 21:38:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.4510, loss: 2.4510 +2025-06-29 19:12:07,526 - pyskl - INFO - Epoch [101][2500/3405] lr: 6.084e-03, eta: 21:38:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.3831, loss: 2.3831 +2025-06-29 19:12:53,383 - pyskl - INFO - Epoch [101][2600/3405] lr: 6.078e-03, eta: 21:37:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.5356, loss: 2.5356 +2025-06-29 19:13:39,193 - pyskl - INFO - Epoch [101][2700/3405] lr: 6.071e-03, eta: 21:36:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.4805, loss: 2.4805 +2025-06-29 19:14:25,080 - pyskl - INFO - Epoch [101][2800/3405] lr: 6.065e-03, eta: 21:35:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.4772, loss: 2.4772 +2025-06-29 19:15:10,967 - pyskl - INFO - Epoch [101][2900/3405] lr: 6.058e-03, eta: 21:34:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.4810, loss: 2.4810 +2025-06-29 19:15:56,764 - pyskl - INFO - Epoch [101][3000/3405] lr: 6.051e-03, eta: 21:34:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.5175, loss: 2.5175 +2025-06-29 19:16:42,519 - pyskl - INFO - Epoch [101][3100/3405] lr: 6.045e-03, eta: 21:33:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9919, loss_cls: 2.4455, loss: 2.4455 +2025-06-29 19:17:28,286 - pyskl - INFO - Epoch [101][3200/3405] lr: 6.038e-03, eta: 21:32:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.5825, loss: 2.5825 +2025-06-29 19:18:14,286 - pyskl - INFO - Epoch [101][3300/3405] lr: 6.032e-03, eta: 21:31:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9931, loss_cls: 2.4378, loss: 2.4378 +2025-06-29 19:19:00,314 - pyskl - INFO - Epoch [101][3400/3405] lr: 6.025e-03, eta: 21:31:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.4749, loss: 2.4749 +2025-06-29 19:19:02,985 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-06-29 19:23:17,705 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 19:23:18,247 - pyskl - INFO - +top1_acc 0.8409 +top5_acc 0.9715 +2025-06-29 19:23:18,269 - pyskl - INFO - Epoch(val) [101][3718] top1_acc: 0.8409, top5_acc: 0.9715 +2025-06-29 19:24:26,782 - pyskl - INFO - Epoch [102][100/3405] lr: 6.018e-03, eta: 21:30:20, time: 0.685, data_time: 0.229, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 2.3581, loss: 2.3581 +2025-06-29 19:25:12,413 - pyskl - INFO - Epoch [102][200/3405] lr: 6.012e-03, eta: 21:29:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9938, loss_cls: 2.3933, loss: 2.3933 +2025-06-29 19:25:58,088 - pyskl - INFO - Epoch [102][300/3405] lr: 6.005e-03, eta: 21:28:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.3114, loss: 2.3114 +2025-06-29 19:26:43,742 - pyskl - INFO - Epoch [102][400/3405] lr: 5.998e-03, eta: 21:28:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 2.3342, loss: 2.3342 +2025-06-29 19:27:29,457 - pyskl - INFO - Epoch [102][500/3405] lr: 5.992e-03, eta: 21:27:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.3018, loss: 2.3018 +2025-06-29 19:28:15,193 - pyskl - INFO - Epoch [102][600/3405] lr: 5.985e-03, eta: 21:26:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.3796, loss: 2.3796 +2025-06-29 19:29:00,921 - pyskl - INFO - Epoch [102][700/3405] lr: 5.979e-03, eta: 21:25:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 2.2635, loss: 2.2635 +2025-06-29 19:29:46,612 - pyskl - INFO - Epoch [102][800/3405] lr: 5.972e-03, eta: 21:24:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.4096, loss: 2.4096 +2025-06-29 19:30:32,286 - pyskl - INFO - Epoch [102][900/3405] lr: 5.966e-03, eta: 21:24:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.3054, loss: 2.3054 +2025-06-29 19:31:17,987 - pyskl - INFO - Epoch [102][1000/3405] lr: 5.959e-03, eta: 21:23:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.3374, loss: 2.3374 +2025-06-29 19:32:03,689 - pyskl - INFO - Epoch [102][1100/3405] lr: 5.953e-03, eta: 21:22:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 2.3529, loss: 2.3529 +2025-06-29 19:32:49,351 - pyskl - INFO - Epoch [102][1200/3405] lr: 5.946e-03, eta: 21:21:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.3556, loss: 2.3556 +2025-06-29 19:33:34,925 - pyskl - INFO - Epoch [102][1300/3405] lr: 5.939e-03, eta: 21:20:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 2.3147, loss: 2.3147 +2025-06-29 19:34:20,604 - pyskl - INFO - Epoch [102][1400/3405] lr: 5.933e-03, eta: 21:20:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.4103, loss: 2.4103 +2025-06-29 19:35:06,260 - pyskl - INFO - Epoch [102][1500/3405] lr: 5.926e-03, eta: 21:19:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.3109, loss: 2.3109 +2025-06-29 19:35:51,893 - pyskl - INFO - Epoch [102][1600/3405] lr: 5.920e-03, eta: 21:18:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 2.4893, loss: 2.4893 +2025-06-29 19:36:37,565 - pyskl - INFO - Epoch [102][1700/3405] lr: 5.913e-03, eta: 21:17:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9931, loss_cls: 2.3959, loss: 2.3959 +2025-06-29 19:37:23,267 - pyskl - INFO - Epoch [102][1800/3405] lr: 5.907e-03, eta: 21:17:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.4342, loss: 2.4342 +2025-06-29 19:38:09,048 - pyskl - INFO - Epoch [102][1900/3405] lr: 5.900e-03, eta: 21:16:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.3968, loss: 2.3968 +2025-06-29 19:38:54,824 - pyskl - INFO - Epoch [102][2000/3405] lr: 5.894e-03, eta: 21:15:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.5710, loss: 2.5710 +2025-06-29 19:39:40,575 - pyskl - INFO - Epoch [102][2100/3405] lr: 5.887e-03, eta: 21:14:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.4181, loss: 2.4181 +2025-06-29 19:40:26,275 - pyskl - INFO - Epoch [102][2200/3405] lr: 5.881e-03, eta: 21:13:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.4060, loss: 2.4060 +2025-06-29 19:41:12,077 - pyskl - INFO - Epoch [102][2300/3405] lr: 5.874e-03, eta: 21:13:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 2.4038, loss: 2.4038 +2025-06-29 19:41:57,821 - pyskl - INFO - Epoch [102][2400/3405] lr: 5.868e-03, eta: 21:12:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.3868, loss: 2.3868 +2025-06-29 19:42:43,670 - pyskl - INFO - Epoch [102][2500/3405] lr: 5.861e-03, eta: 21:11:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.4531, loss: 2.4531 +2025-06-29 19:43:29,708 - pyskl - INFO - Epoch [102][2600/3405] lr: 5.855e-03, eta: 21:10:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.4236, loss: 2.4236 +2025-06-29 19:44:15,558 - pyskl - INFO - Epoch [102][2700/3405] lr: 5.848e-03, eta: 21:10:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.5304, loss: 2.5304 +2025-06-29 19:45:01,553 - pyskl - INFO - Epoch [102][2800/3405] lr: 5.842e-03, eta: 21:09:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9931, loss_cls: 2.5028, loss: 2.5028 +2025-06-29 19:45:47,350 - pyskl - INFO - Epoch [102][2900/3405] lr: 5.835e-03, eta: 21:08:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.3521, loss: 2.3521 +2025-06-29 19:46:33,210 - pyskl - INFO - Epoch [102][3000/3405] lr: 5.829e-03, eta: 21:07:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.4250, loss: 2.4250 +2025-06-29 19:47:19,197 - pyskl - INFO - Epoch [102][3100/3405] lr: 5.822e-03, eta: 21:06:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 2.4111, loss: 2.4111 +2025-06-29 19:48:05,167 - pyskl - INFO - Epoch [102][3200/3405] lr: 5.816e-03, eta: 21:06:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.3995, loss: 2.3995 +2025-06-29 19:48:51,020 - pyskl - INFO - Epoch [102][3300/3405] lr: 5.809e-03, eta: 21:05:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9938, loss_cls: 2.4305, loss: 2.4305 +2025-06-29 19:49:36,820 - pyskl - INFO - Epoch [102][3400/3405] lr: 5.803e-03, eta: 21:04:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.4790, loss: 2.4790 +2025-06-29 19:49:39,501 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-06-29 19:53:54,818 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 19:53:55,362 - pyskl - INFO - +top1_acc 0.8324 +top5_acc 0.9668 +2025-06-29 19:53:55,383 - pyskl - INFO - Epoch(val) [102][3718] top1_acc: 0.8324, top5_acc: 0.9668 +2025-06-29 19:55:03,864 - pyskl - INFO - Epoch [103][100/3405] lr: 5.796e-03, eta: 21:03:58, time: 0.685, data_time: 0.227, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 2.3047, loss: 2.3047 +2025-06-29 19:55:49,638 - pyskl - INFO - Epoch [103][200/3405] lr: 5.789e-03, eta: 21:03:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.3948, loss: 2.3948 +2025-06-29 19:56:35,401 - pyskl - INFO - Epoch [103][300/3405] lr: 5.783e-03, eta: 21:02:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9950, loss_cls: 2.2995, loss: 2.2995 +2025-06-29 19:57:21,166 - pyskl - INFO - Epoch [103][400/3405] lr: 5.776e-03, eta: 21:01:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.3848, loss: 2.3848 +2025-06-29 19:58:06,954 - pyskl - INFO - Epoch [103][500/3405] lr: 5.770e-03, eta: 21:00:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.3298, loss: 2.3298 +2025-06-29 19:58:52,725 - pyskl - INFO - Epoch [103][600/3405] lr: 5.763e-03, eta: 21:00:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.3633, loss: 2.3633 +2025-06-29 19:59:38,569 - pyskl - INFO - Epoch [103][700/3405] lr: 5.757e-03, eta: 20:59:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9944, loss_cls: 2.3679, loss: 2.3679 +2025-06-29 20:00:24,437 - pyskl - INFO - Epoch [103][800/3405] lr: 5.750e-03, eta: 20:58:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.3209, loss: 2.3209 +2025-06-29 20:01:10,220 - pyskl - INFO - Epoch [103][900/3405] lr: 5.744e-03, eta: 20:57:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.4069, loss: 2.4069 +2025-06-29 20:01:55,930 - pyskl - INFO - Epoch [103][1000/3405] lr: 5.737e-03, eta: 20:56:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.3779, loss: 2.3779 +2025-06-29 20:02:41,695 - pyskl - INFO - Epoch [103][1100/3405] lr: 5.731e-03, eta: 20:56:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.4794, loss: 2.4794 +2025-06-29 20:03:27,464 - pyskl - INFO - Epoch [103][1200/3405] lr: 5.725e-03, eta: 20:55:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 2.3319, loss: 2.3319 +2025-06-29 20:04:13,175 - pyskl - INFO - Epoch [103][1300/3405] lr: 5.718e-03, eta: 20:54:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 2.3064, loss: 2.3064 +2025-06-29 20:04:58,884 - pyskl - INFO - Epoch [103][1400/3405] lr: 5.712e-03, eta: 20:53:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.2664, loss: 2.2664 +2025-06-29 20:05:44,599 - pyskl - INFO - Epoch [103][1500/3405] lr: 5.705e-03, eta: 20:53:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.3669, loss: 2.3669 +2025-06-29 20:06:30,331 - pyskl - INFO - Epoch [103][1600/3405] lr: 5.699e-03, eta: 20:52:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.4017, loss: 2.4017 +2025-06-29 20:07:16,161 - pyskl - INFO - Epoch [103][1700/3405] lr: 5.692e-03, eta: 20:51:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.4187, loss: 2.4187 +2025-06-29 20:08:01,967 - pyskl - INFO - Epoch [103][1800/3405] lr: 5.686e-03, eta: 20:50:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9856, loss_cls: 2.3409, loss: 2.3409 +2025-06-29 20:08:47,722 - pyskl - INFO - Epoch [103][1900/3405] lr: 5.679e-03, eta: 20:49:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.4067, loss: 2.4067 +2025-06-29 20:09:33,756 - pyskl - INFO - Epoch [103][2000/3405] lr: 5.673e-03, eta: 20:49:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.4073, loss: 2.4073 +2025-06-29 20:10:19,646 - pyskl - INFO - Epoch [103][2100/3405] lr: 5.666e-03, eta: 20:48:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.3842, loss: 2.3842 +2025-06-29 20:11:05,564 - pyskl - INFO - Epoch [103][2200/3405] lr: 5.660e-03, eta: 20:47:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.4024, loss: 2.4024 +2025-06-29 20:11:51,498 - pyskl - INFO - Epoch [103][2300/3405] lr: 5.654e-03, eta: 20:46:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.2981, loss: 2.2981 +2025-06-29 20:12:37,416 - pyskl - INFO - Epoch [103][2400/3405] lr: 5.647e-03, eta: 20:46:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9931, loss_cls: 2.2787, loss: 2.2787 +2025-06-29 20:13:23,366 - pyskl - INFO - Epoch [103][2500/3405] lr: 5.641e-03, eta: 20:45:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.3571, loss: 2.3571 +2025-06-29 20:14:09,226 - pyskl - INFO - Epoch [103][2600/3405] lr: 5.634e-03, eta: 20:44:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 2.3925, loss: 2.3925 +2025-06-29 20:14:55,097 - pyskl - INFO - Epoch [103][2700/3405] lr: 5.628e-03, eta: 20:43:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.4289, loss: 2.4289 +2025-06-29 20:15:40,994 - pyskl - INFO - Epoch [103][2800/3405] lr: 5.621e-03, eta: 20:42:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9831, loss_cls: 2.5666, loss: 2.5666 +2025-06-29 20:16:26,897 - pyskl - INFO - Epoch [103][2900/3405] lr: 5.615e-03, eta: 20:42:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.3762, loss: 2.3762 +2025-06-29 20:17:12,697 - pyskl - INFO - Epoch [103][3000/3405] lr: 5.609e-03, eta: 20:41:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.4450, loss: 2.4450 +2025-06-29 20:17:58,945 - pyskl - INFO - Epoch [103][3100/3405] lr: 5.602e-03, eta: 20:40:37, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.4245, loss: 2.4245 +2025-06-29 20:18:45,152 - pyskl - INFO - Epoch [103][3200/3405] lr: 5.596e-03, eta: 20:39:51, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 2.4748, loss: 2.4748 +2025-06-29 20:19:31,036 - pyskl - INFO - Epoch [103][3300/3405] lr: 5.589e-03, eta: 20:39:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.4454, loss: 2.4454 +2025-06-29 20:20:16,844 - pyskl - INFO - Epoch [103][3400/3405] lr: 5.583e-03, eta: 20:38:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 2.2758, loss: 2.2758 +2025-06-29 20:20:19,429 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-06-29 20:24:30,822 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 20:24:31,437 - pyskl - INFO - +top1_acc 0.8336 +top5_acc 0.9681 +2025-06-29 20:24:31,460 - pyskl - INFO - Epoch(val) [103][3718] top1_acc: 0.8336, top5_acc: 0.9681 +2025-06-29 20:25:40,135 - pyskl - INFO - Epoch [104][100/3405] lr: 5.576e-03, eta: 20:37:38, time: 0.687, data_time: 0.228, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.3530, loss: 2.3530 +2025-06-29 20:26:25,872 - pyskl - INFO - Epoch [104][200/3405] lr: 5.570e-03, eta: 20:36:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.2531, loss: 2.2531 +2025-06-29 20:27:11,643 - pyskl - INFO - Epoch [104][300/3405] lr: 5.563e-03, eta: 20:36:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.2449, loss: 2.2449 +2025-06-29 20:27:57,379 - pyskl - INFO - Epoch [104][400/3405] lr: 5.557e-03, eta: 20:35:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.2140, loss: 2.2140 +2025-06-29 20:28:43,142 - pyskl - INFO - Epoch [104][500/3405] lr: 5.551e-03, eta: 20:34:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 2.3108, loss: 2.3108 +2025-06-29 20:29:28,874 - pyskl - INFO - Epoch [104][600/3405] lr: 5.544e-03, eta: 20:33:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9969, loss_cls: 2.2471, loss: 2.2471 +2025-06-29 20:30:14,607 - pyskl - INFO - Epoch [104][700/3405] lr: 5.538e-03, eta: 20:32:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.3350, loss: 2.3350 +2025-06-29 20:31:00,331 - pyskl - INFO - Epoch [104][800/3405] lr: 5.532e-03, eta: 20:32:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.3341, loss: 2.3341 +2025-06-29 20:31:46,027 - pyskl - INFO - Epoch [104][900/3405] lr: 5.525e-03, eta: 20:31:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.3987, loss: 2.3987 +2025-06-29 20:32:31,842 - pyskl - INFO - Epoch [104][1000/3405] lr: 5.519e-03, eta: 20:30:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9956, loss_cls: 2.3259, loss: 2.3259 +2025-06-29 20:33:17,586 - pyskl - INFO - Epoch [104][1100/3405] lr: 5.512e-03, eta: 20:29:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.3223, loss: 2.3223 +2025-06-29 20:34:03,309 - pyskl - INFO - Epoch [104][1200/3405] lr: 5.506e-03, eta: 20:29:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.2835, loss: 2.2835 +2025-06-29 20:34:49,034 - pyskl - INFO - Epoch [104][1300/3405] lr: 5.500e-03, eta: 20:28:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9950, loss_cls: 2.2244, loss: 2.2244 +2025-06-29 20:35:34,901 - pyskl - INFO - Epoch [104][1400/3405] lr: 5.493e-03, eta: 20:27:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.3260, loss: 2.3260 +2025-06-29 20:36:20,888 - pyskl - INFO - Epoch [104][1500/3405] lr: 5.487e-03, eta: 20:26:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.2441, loss: 2.2441 +2025-06-29 20:37:06,631 - pyskl - INFO - Epoch [104][1600/3405] lr: 5.481e-03, eta: 20:25:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.3075, loss: 2.3075 +2025-06-29 20:37:52,429 - pyskl - INFO - Epoch [104][1700/3405] lr: 5.474e-03, eta: 20:25:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.4251, loss: 2.4251 +2025-06-29 20:38:38,138 - pyskl - INFO - Epoch [104][1800/3405] lr: 5.468e-03, eta: 20:24:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 2.3429, loss: 2.3429 +2025-06-29 20:39:23,887 - pyskl - INFO - Epoch [104][1900/3405] lr: 5.461e-03, eta: 20:23:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.3435, loss: 2.3435 +2025-06-29 20:40:09,606 - pyskl - INFO - Epoch [104][2000/3405] lr: 5.455e-03, eta: 20:22:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9869, loss_cls: 2.3752, loss: 2.3752 +2025-06-29 20:40:55,210 - pyskl - INFO - Epoch [104][2100/3405] lr: 5.449e-03, eta: 20:22:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.2817, loss: 2.2817 +2025-06-29 20:41:40,902 - pyskl - INFO - Epoch [104][2200/3405] lr: 5.442e-03, eta: 20:21:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 2.3871, loss: 2.3871 +2025-06-29 20:42:26,638 - pyskl - INFO - Epoch [104][2300/3405] lr: 5.436e-03, eta: 20:20:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.3880, loss: 2.3880 +2025-06-29 20:43:12,336 - pyskl - INFO - Epoch [104][2400/3405] lr: 5.430e-03, eta: 20:19:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.3221, loss: 2.3221 +2025-06-29 20:43:58,105 - pyskl - INFO - Epoch [104][2500/3405] lr: 5.423e-03, eta: 20:18:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.4102, loss: 2.4102 +2025-06-29 20:44:43,797 - pyskl - INFO - Epoch [104][2600/3405] lr: 5.417e-03, eta: 20:18:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.3703, loss: 2.3703 +2025-06-29 20:45:29,535 - pyskl - INFO - Epoch [104][2700/3405] lr: 5.411e-03, eta: 20:17:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.3388, loss: 2.3388 +2025-06-29 20:46:15,285 - pyskl - INFO - Epoch [104][2800/3405] lr: 5.404e-03, eta: 20:16:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.4674, loss: 2.4674 +2025-06-29 20:47:01,079 - pyskl - INFO - Epoch [104][2900/3405] lr: 5.398e-03, eta: 20:15:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.4100, loss: 2.4100 +2025-06-29 20:47:46,779 - pyskl - INFO - Epoch [104][3000/3405] lr: 5.392e-03, eta: 20:15:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.2457, loss: 2.2457 +2025-06-29 20:48:32,483 - pyskl - INFO - Epoch [104][3100/3405] lr: 5.385e-03, eta: 20:14:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.2701, loss: 2.2701 +2025-06-29 20:49:18,182 - pyskl - INFO - Epoch [104][3200/3405] lr: 5.379e-03, eta: 20:13:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9931, loss_cls: 2.3128, loss: 2.3128 +2025-06-29 20:50:03,905 - pyskl - INFO - Epoch [104][3300/3405] lr: 5.373e-03, eta: 20:12:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 2.2981, loss: 2.2981 +2025-06-29 20:50:49,638 - pyskl - INFO - Epoch [104][3400/3405] lr: 5.366e-03, eta: 20:11:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.4079, loss: 2.4079 +2025-06-29 20:50:52,273 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-06-29 20:55:04,103 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 20:55:04,655 - pyskl - INFO - +top1_acc 0.8308 +top5_acc 0.9657 +2025-06-29 20:55:04,677 - pyskl - INFO - Epoch(val) [104][3718] top1_acc: 0.8308, top5_acc: 0.9657 +2025-06-29 20:56:13,517 - pyskl - INFO - Epoch [105][100/3405] lr: 5.360e-03, eta: 20:11:15, time: 0.688, data_time: 0.231, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.2676, loss: 2.2676 +2025-06-29 20:56:59,229 - pyskl - INFO - Epoch [105][200/3405] lr: 5.354e-03, eta: 20:10:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9944, loss_cls: 2.3028, loss: 2.3028 +2025-06-29 20:57:45,141 - pyskl - INFO - Epoch [105][300/3405] lr: 5.347e-03, eta: 20:09:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.1828, loss: 2.1828 +2025-06-29 20:58:30,937 - pyskl - INFO - Epoch [105][400/3405] lr: 5.341e-03, eta: 20:08:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9962, loss_cls: 2.2208, loss: 2.2208 +2025-06-29 20:59:16,741 - pyskl - INFO - Epoch [105][500/3405] lr: 5.335e-03, eta: 20:08:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.3203, loss: 2.3203 +2025-06-29 21:00:02,509 - pyskl - INFO - Epoch [105][600/3405] lr: 5.328e-03, eta: 20:07:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9969, loss_cls: 2.2781, loss: 2.2781 +2025-06-29 21:00:48,202 - pyskl - INFO - Epoch [105][700/3405] lr: 5.322e-03, eta: 20:06:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 2.3104, loss: 2.3104 +2025-06-29 21:01:33,897 - pyskl - INFO - Epoch [105][800/3405] lr: 5.316e-03, eta: 20:05:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.2544, loss: 2.2544 +2025-06-29 21:02:19,710 - pyskl - INFO - Epoch [105][900/3405] lr: 5.309e-03, eta: 20:05:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9956, loss_cls: 2.2436, loss: 2.2436 +2025-06-29 21:03:05,445 - pyskl - INFO - Epoch [105][1000/3405] lr: 5.303e-03, eta: 20:04:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9956, loss_cls: 2.3755, loss: 2.3755 +2025-06-29 21:03:51,138 - pyskl - INFO - Epoch [105][1100/3405] lr: 5.297e-03, eta: 20:03:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.3591, loss: 2.3591 +2025-06-29 21:04:36,849 - pyskl - INFO - Epoch [105][1200/3405] lr: 5.291e-03, eta: 20:02:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.1997, loss: 2.1997 +2025-06-29 21:05:22,570 - pyskl - INFO - Epoch [105][1300/3405] lr: 5.284e-03, eta: 20:01:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.2317, loss: 2.2317 +2025-06-29 21:06:08,400 - pyskl - INFO - Epoch [105][1400/3405] lr: 5.278e-03, eta: 20:01:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9962, loss_cls: 2.1858, loss: 2.1858 +2025-06-29 21:06:54,117 - pyskl - INFO - Epoch [105][1500/3405] lr: 5.272e-03, eta: 20:00:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.3139, loss: 2.3139 +2025-06-29 21:07:39,984 - pyskl - INFO - Epoch [105][1600/3405] lr: 5.265e-03, eta: 19:59:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9850, loss_cls: 2.3581, loss: 2.3581 +2025-06-29 21:08:25,778 - pyskl - INFO - Epoch [105][1700/3405] lr: 5.259e-03, eta: 19:58:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9938, loss_cls: 2.2905, loss: 2.2905 +2025-06-29 21:09:11,559 - pyskl - INFO - Epoch [105][1800/3405] lr: 5.253e-03, eta: 19:58:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.2713, loss: 2.2713 +2025-06-29 21:09:57,706 - pyskl - INFO - Epoch [105][1900/3405] lr: 5.247e-03, eta: 19:57:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.2614, loss: 2.2614 +2025-06-29 21:10:43,569 - pyskl - INFO - Epoch [105][2000/3405] lr: 5.240e-03, eta: 19:56:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.3765, loss: 2.3765 +2025-06-29 21:11:29,457 - pyskl - INFO - Epoch [105][2100/3405] lr: 5.234e-03, eta: 19:55:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 2.3323, loss: 2.3323 +2025-06-29 21:12:15,400 - pyskl - INFO - Epoch [105][2200/3405] lr: 5.228e-03, eta: 19:54:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.4021, loss: 2.4021 +2025-06-29 21:13:01,344 - pyskl - INFO - Epoch [105][2300/3405] lr: 5.222e-03, eta: 19:54:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.3723, loss: 2.3723 +2025-06-29 21:13:47,413 - pyskl - INFO - Epoch [105][2400/3405] lr: 5.215e-03, eta: 19:53:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.2957, loss: 2.2957 +2025-06-29 21:14:33,146 - pyskl - INFO - Epoch [105][2500/3405] lr: 5.209e-03, eta: 19:52:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 2.2734, loss: 2.2734 +2025-06-29 21:15:18,963 - pyskl - INFO - Epoch [105][2600/3405] lr: 5.203e-03, eta: 19:51:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9944, loss_cls: 2.3552, loss: 2.3552 +2025-06-29 21:16:04,682 - pyskl - INFO - Epoch [105][2700/3405] lr: 5.197e-03, eta: 19:51:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9938, loss_cls: 2.3186, loss: 2.3186 +2025-06-29 21:16:50,288 - pyskl - INFO - Epoch [105][2800/3405] lr: 5.190e-03, eta: 19:50:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.3887, loss: 2.3887 +2025-06-29 21:17:35,924 - pyskl - INFO - Epoch [105][2900/3405] lr: 5.184e-03, eta: 19:49:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.3156, loss: 2.3156 +2025-06-29 21:18:21,352 - pyskl - INFO - Epoch [105][3000/3405] lr: 5.178e-03, eta: 19:48:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 2.3616, loss: 2.3616 +2025-06-29 21:19:06,903 - pyskl - INFO - Epoch [105][3100/3405] lr: 5.172e-03, eta: 19:47:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9931, loss_cls: 2.4829, loss: 2.4829 +2025-06-29 21:19:52,445 - pyskl - INFO - Epoch [105][3200/3405] lr: 5.166e-03, eta: 19:47:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 2.3275, loss: 2.3275 +2025-06-29 21:20:37,998 - pyskl - INFO - Epoch [105][3300/3405] lr: 5.159e-03, eta: 19:46:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.4156, loss: 2.4156 +2025-06-29 21:21:23,575 - pyskl - INFO - Epoch [105][3400/3405] lr: 5.153e-03, eta: 19:45:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.3560, loss: 2.3560 +2025-06-29 21:21:26,211 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-06-29 21:40:58,782 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 21:40:59,325 - pyskl - INFO - +top1_acc 0.8339 +top5_acc 0.9708 +2025-06-29 21:40:59,346 - pyskl - INFO - Epoch(val) [105][3718] top1_acc: 0.8339, top5_acc: 0.9708 +2025-06-29 21:42:07,745 - pyskl - INFO - Epoch [106][100/3405] lr: 5.147e-03, eta: 19:44:54, time: 0.684, data_time: 0.226, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.2502, loss: 2.2502 +2025-06-29 21:42:53,431 - pyskl - INFO - Epoch [106][200/3405] lr: 5.140e-03, eta: 19:44:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.3274, loss: 2.3274 +2025-06-29 21:43:39,147 - pyskl - INFO - Epoch [106][300/3405] lr: 5.134e-03, eta: 19:43:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.2028, loss: 2.2028 +2025-06-29 21:44:24,812 - pyskl - INFO - Epoch [106][400/3405] lr: 5.128e-03, eta: 19:42:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.1867, loss: 2.1867 +2025-06-29 21:45:10,654 - pyskl - INFO - Epoch [106][500/3405] lr: 5.122e-03, eta: 19:41:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.2215, loss: 2.2215 +2025-06-29 21:45:56,245 - pyskl - INFO - Epoch [106][600/3405] lr: 5.115e-03, eta: 19:41:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9894, loss_cls: 2.2253, loss: 2.2253 +2025-06-29 21:46:41,982 - pyskl - INFO - Epoch [106][700/3405] lr: 5.109e-03, eta: 19:40:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.1911, loss: 2.1911 +2025-06-29 21:47:27,646 - pyskl - INFO - Epoch [106][800/3405] lr: 5.103e-03, eta: 19:39:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.2058, loss: 2.2058 +2025-06-29 21:48:13,321 - pyskl - INFO - Epoch [106][900/3405] lr: 5.097e-03, eta: 19:38:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 2.1632, loss: 2.1632 +2025-06-29 21:48:58,987 - pyskl - INFO - Epoch [106][1000/3405] lr: 5.091e-03, eta: 19:37:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9938, loss_cls: 2.2753, loss: 2.2753 +2025-06-29 21:49:44,638 - pyskl - INFO - Epoch [106][1100/3405] lr: 5.084e-03, eta: 19:37:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9888, loss_cls: 2.2174, loss: 2.2174 +2025-06-29 21:50:30,335 - pyskl - INFO - Epoch [106][1200/3405] lr: 5.078e-03, eta: 19:36:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9956, loss_cls: 2.2005, loss: 2.2005 +2025-06-29 21:51:15,970 - pyskl - INFO - Epoch [106][1300/3405] lr: 5.072e-03, eta: 19:35:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.1942, loss: 2.1942 +2025-06-29 21:52:01,644 - pyskl - INFO - Epoch [106][1400/3405] lr: 5.066e-03, eta: 19:34:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.2678, loss: 2.2678 +2025-06-29 21:52:47,322 - pyskl - INFO - Epoch [106][1500/3405] lr: 5.060e-03, eta: 19:33:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.3520, loss: 2.3520 +2025-06-29 21:53:33,110 - pyskl - INFO - Epoch [106][1600/3405] lr: 5.054e-03, eta: 19:33:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.2148, loss: 2.2148 +2025-06-29 21:54:18,815 - pyskl - INFO - Epoch [106][1700/3405] lr: 5.047e-03, eta: 19:32:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.3023, loss: 2.3023 +2025-06-29 21:55:04,529 - pyskl - INFO - Epoch [106][1800/3405] lr: 5.041e-03, eta: 19:31:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9969, loss_cls: 2.3738, loss: 2.3738 +2025-06-29 21:55:50,169 - pyskl - INFO - Epoch [106][1900/3405] lr: 5.035e-03, eta: 19:30:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.4012, loss: 2.4012 +2025-06-29 21:56:35,833 - pyskl - INFO - Epoch [106][2000/3405] lr: 5.029e-03, eta: 19:30:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.4067, loss: 2.4067 +2025-06-29 21:57:21,548 - pyskl - INFO - Epoch [106][2100/3405] lr: 5.023e-03, eta: 19:29:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.2674, loss: 2.2674 +2025-06-29 21:58:07,335 - pyskl - INFO - Epoch [106][2200/3405] lr: 5.017e-03, eta: 19:28:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.3405, loss: 2.3405 +2025-06-29 21:58:53,080 - pyskl - INFO - Epoch [106][2300/3405] lr: 5.010e-03, eta: 19:27:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.2907, loss: 2.2907 +2025-06-29 21:59:38,792 - pyskl - INFO - Epoch [106][2400/3405] lr: 5.004e-03, eta: 19:26:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.1975, loss: 2.1975 +2025-06-29 22:00:24,512 - pyskl - INFO - Epoch [106][2500/3405] lr: 4.998e-03, eta: 19:26:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9956, loss_cls: 2.2336, loss: 2.2336 +2025-06-29 22:01:10,192 - pyskl - INFO - Epoch [106][2600/3405] lr: 4.992e-03, eta: 19:25:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.3812, loss: 2.3812 +2025-06-29 22:01:55,946 - pyskl - INFO - Epoch [106][2700/3405] lr: 4.986e-03, eta: 19:24:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 2.3828, loss: 2.3828 +2025-06-29 22:02:41,710 - pyskl - INFO - Epoch [106][2800/3405] lr: 4.980e-03, eta: 19:23:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9856, loss_cls: 2.3617, loss: 2.3617 +2025-06-29 22:03:27,426 - pyskl - INFO - Epoch [106][2900/3405] lr: 4.974e-03, eta: 19:23:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.3800, loss: 2.3800 +2025-06-29 22:04:13,156 - pyskl - INFO - Epoch [106][3000/3405] lr: 4.967e-03, eta: 19:22:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.3311, loss: 2.3311 +2025-06-29 22:04:58,776 - pyskl - INFO - Epoch [106][3100/3405] lr: 4.961e-03, eta: 19:21:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.2778, loss: 2.2778 +2025-06-29 22:05:44,387 - pyskl - INFO - Epoch [106][3200/3405] lr: 4.955e-03, eta: 19:20:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.3799, loss: 2.3799 +2025-06-29 22:06:30,000 - pyskl - INFO - Epoch [106][3300/3405] lr: 4.949e-03, eta: 19:19:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.2444, loss: 2.2444 +2025-06-29 22:07:15,597 - pyskl - INFO - Epoch [106][3400/3405] lr: 4.943e-03, eta: 19:19:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.2146, loss: 2.2146 +2025-06-29 22:07:18,215 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-06-29 22:11:29,416 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 22:11:29,952 - pyskl - INFO - +top1_acc 0.8429 +top5_acc 0.9712 +2025-06-29 22:11:30,007 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_99.pth was removed +2025-06-29 22:11:31,009 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2025-06-29 22:11:31,011 - pyskl - INFO - Best top1_acc is 0.8429 at 106 epoch. +2025-06-29 22:11:31,029 - pyskl - INFO - Epoch(val) [106][3718] top1_acc: 0.8429, top5_acc: 0.9712 +2025-06-29 22:12:39,181 - pyskl - INFO - Epoch [107][100/3405] lr: 4.936e-03, eta: 19:18:31, time: 0.681, data_time: 0.226, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.1863, loss: 2.1863 +2025-06-29 22:13:24,766 - pyskl - INFO - Epoch [107][200/3405] lr: 4.930e-03, eta: 19:17:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.1300, loss: 2.1300 +2025-06-29 22:14:10,471 - pyskl - INFO - Epoch [107][300/3405] lr: 4.924e-03, eta: 19:16:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.2474, loss: 2.2474 +2025-06-29 22:14:56,363 - pyskl - INFO - Epoch [107][400/3405] lr: 4.918e-03, eta: 19:16:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.2132, loss: 2.2132 +2025-06-29 22:15:42,062 - pyskl - INFO - Epoch [107][500/3405] lr: 4.912e-03, eta: 19:15:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.2384, loss: 2.2384 +2025-06-29 22:16:27,857 - pyskl - INFO - Epoch [107][600/3405] lr: 4.906e-03, eta: 19:14:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.2079, loss: 2.2079 +2025-06-29 22:17:13,549 - pyskl - INFO - Epoch [107][700/3405] lr: 4.900e-03, eta: 19:13:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.1061, loss: 2.1061 +2025-06-29 22:17:59,147 - pyskl - INFO - Epoch [107][800/3405] lr: 4.894e-03, eta: 19:13:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.3190, loss: 2.3190 +2025-06-29 22:18:44,744 - pyskl - INFO - Epoch [107][900/3405] lr: 4.888e-03, eta: 19:12:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.2487, loss: 2.2487 +2025-06-29 22:19:30,294 - pyskl - INFO - Epoch [107][1000/3405] lr: 4.881e-03, eta: 19:11:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.2057, loss: 2.2057 +2025-06-29 22:20:15,995 - pyskl - INFO - Epoch [107][1100/3405] lr: 4.875e-03, eta: 19:10:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 2.2982, loss: 2.2982 +2025-06-29 22:21:01,757 - pyskl - INFO - Epoch [107][1200/3405] lr: 4.869e-03, eta: 19:09:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.2928, loss: 2.2928 +2025-06-29 22:21:47,417 - pyskl - INFO - Epoch [107][1300/3405] lr: 4.863e-03, eta: 19:09:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9881, loss_cls: 2.2635, loss: 2.2635 +2025-06-29 22:22:33,178 - pyskl - INFO - Epoch [107][1400/3405] lr: 4.857e-03, eta: 19:08:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9862, loss_cls: 2.3050, loss: 2.3050 +2025-06-29 22:23:19,463 - pyskl - INFO - Epoch [107][1500/3405] lr: 4.851e-03, eta: 19:07:37, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9938, loss_cls: 2.3367, loss: 2.3367 +2025-06-29 22:24:05,334 - pyskl - INFO - Epoch [107][1600/3405] lr: 4.845e-03, eta: 19:06:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9994, loss_cls: 2.2285, loss: 2.2285 +2025-06-29 22:24:51,128 - pyskl - INFO - Epoch [107][1700/3405] lr: 4.839e-03, eta: 19:06:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.2086, loss: 2.2086 +2025-06-29 22:25:36,854 - pyskl - INFO - Epoch [107][1800/3405] lr: 4.833e-03, eta: 19:05:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 2.1969, loss: 2.1969 +2025-06-29 22:26:22,555 - pyskl - INFO - Epoch [107][1900/3405] lr: 4.827e-03, eta: 19:04:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.3774, loss: 2.3774 +2025-06-29 22:27:08,283 - pyskl - INFO - Epoch [107][2000/3405] lr: 4.821e-03, eta: 19:03:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.2516, loss: 2.2516 +2025-06-29 22:27:54,012 - pyskl - INFO - Epoch [107][2100/3405] lr: 4.815e-03, eta: 19:02:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 2.2192, loss: 2.2192 +2025-06-29 22:28:39,705 - pyskl - INFO - Epoch [107][2200/3405] lr: 4.809e-03, eta: 19:02:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9969, loss_cls: 2.3139, loss: 2.3139 +2025-06-29 22:29:25,340 - pyskl - INFO - Epoch [107][2300/3405] lr: 4.802e-03, eta: 19:01:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.3745, loss: 2.3745 +2025-06-29 22:30:11,076 - pyskl - INFO - Epoch [107][2400/3405] lr: 4.796e-03, eta: 19:00:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9938, loss_cls: 2.4107, loss: 2.4107 +2025-06-29 22:30:56,737 - pyskl - INFO - Epoch [107][2500/3405] lr: 4.790e-03, eta: 18:59:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.2642, loss: 2.2642 +2025-06-29 22:31:42,402 - pyskl - INFO - Epoch [107][2600/3405] lr: 4.784e-03, eta: 18:59:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9938, loss_cls: 2.2606, loss: 2.2606 +2025-06-29 22:32:27,947 - pyskl - INFO - Epoch [107][2700/3405] lr: 4.778e-03, eta: 18:58:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.3375, loss: 2.3375 +2025-06-29 22:33:13,574 - pyskl - INFO - Epoch [107][2800/3405] lr: 4.772e-03, eta: 18:57:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 2.2163, loss: 2.2163 +2025-06-29 22:33:59,698 - pyskl - INFO - Epoch [107][2900/3405] lr: 4.766e-03, eta: 18:56:43, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.2284, loss: 2.2284 +2025-06-29 22:34:45,649 - pyskl - INFO - Epoch [107][3000/3405] lr: 4.760e-03, eta: 18:55:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.2813, loss: 2.2813 +2025-06-29 22:35:31,757 - pyskl - INFO - Epoch [107][3100/3405] lr: 4.754e-03, eta: 18:55:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.2061, loss: 2.2061 +2025-06-29 22:36:17,875 - pyskl - INFO - Epoch [107][3200/3405] lr: 4.748e-03, eta: 18:54:23, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.2397, loss: 2.2397 +2025-06-29 22:37:03,613 - pyskl - INFO - Epoch [107][3300/3405] lr: 4.742e-03, eta: 18:53:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.2985, loss: 2.2985 +2025-06-29 22:37:49,019 - pyskl - INFO - Epoch [107][3400/3405] lr: 4.736e-03, eta: 18:52:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 2.3164, loss: 2.3164 +2025-06-29 22:37:51,684 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-06-29 22:42:02,447 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 22:42:03,007 - pyskl - INFO - +top1_acc 0.8426 +top5_acc 0.9691 +2025-06-29 22:42:03,032 - pyskl - INFO - Epoch(val) [107][3718] top1_acc: 0.8426, top5_acc: 0.9691 +2025-06-29 22:43:11,710 - pyskl - INFO - Epoch [108][100/3405] lr: 4.730e-03, eta: 18:52:09, time: 0.687, data_time: 0.230, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9900, loss_cls: 2.1185, loss: 2.1185 +2025-06-29 22:43:57,325 - pyskl - INFO - Epoch [108][200/3405] lr: 4.724e-03, eta: 18:51:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.1223, loss: 2.1223 +2025-06-29 22:44:42,990 - pyskl - INFO - Epoch [108][300/3405] lr: 4.718e-03, eta: 18:50:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.2611, loss: 2.2611 +2025-06-29 22:45:28,822 - pyskl - INFO - Epoch [108][400/3405] lr: 4.712e-03, eta: 18:49:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9969, loss_cls: 2.2041, loss: 2.2041 +2025-06-29 22:46:14,549 - pyskl - INFO - Epoch [108][500/3405] lr: 4.706e-03, eta: 18:49:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 2.1036, loss: 2.1036 +2025-06-29 22:47:00,297 - pyskl - INFO - Epoch [108][600/3405] lr: 4.700e-03, eta: 18:48:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.2343, loss: 2.2343 +2025-06-29 22:47:46,250 - pyskl - INFO - Epoch [108][700/3405] lr: 4.694e-03, eta: 18:47:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.1621, loss: 2.1621 +2025-06-29 22:48:32,125 - pyskl - INFO - Epoch [108][800/3405] lr: 4.688e-03, eta: 18:46:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.2151, loss: 2.2151 +2025-06-29 22:49:17,933 - pyskl - INFO - Epoch [108][900/3405] lr: 4.682e-03, eta: 18:45:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.1728, loss: 2.1728 +2025-06-29 22:50:03,845 - pyskl - INFO - Epoch [108][1000/3405] lr: 4.676e-03, eta: 18:45:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.3514, loss: 2.3514 +2025-06-29 22:50:49,597 - pyskl - INFO - Epoch [108][1100/3405] lr: 4.670e-03, eta: 18:44:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 2.1861, loss: 2.1861 +2025-06-29 22:51:35,281 - pyskl - INFO - Epoch [108][1200/3405] lr: 4.664e-03, eta: 18:43:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.1746, loss: 2.1746 +2025-06-29 22:52:21,029 - pyskl - INFO - Epoch [108][1300/3405] lr: 4.658e-03, eta: 18:42:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.1721, loss: 2.1721 +2025-06-29 22:53:06,767 - pyskl - INFO - Epoch [108][1400/3405] lr: 4.652e-03, eta: 18:42:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.1295, loss: 2.1295 +2025-06-29 22:53:52,490 - pyskl - INFO - Epoch [108][1500/3405] lr: 4.646e-03, eta: 18:41:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 2.0796, loss: 2.0796 +2025-06-29 22:54:38,083 - pyskl - INFO - Epoch [108][1600/3405] lr: 4.640e-03, eta: 18:40:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.0848, loss: 2.0848 +2025-06-29 22:55:23,822 - pyskl - INFO - Epoch [108][1700/3405] lr: 4.634e-03, eta: 18:39:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 2.1325, loss: 2.1325 +2025-06-29 22:56:09,550 - pyskl - INFO - Epoch [108][1800/3405] lr: 4.628e-03, eta: 18:38:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.2306, loss: 2.2306 +2025-06-29 22:56:55,294 - pyskl - INFO - Epoch [108][1900/3405] lr: 4.622e-03, eta: 18:38:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.2531, loss: 2.2531 +2025-06-29 22:57:41,045 - pyskl - INFO - Epoch [108][2000/3405] lr: 4.616e-03, eta: 18:37:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.2259, loss: 2.2259 +2025-06-29 22:58:26,756 - pyskl - INFO - Epoch [108][2100/3405] lr: 4.610e-03, eta: 18:36:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.3425, loss: 2.3425 +2025-06-29 22:59:12,478 - pyskl - INFO - Epoch [108][2200/3405] lr: 4.604e-03, eta: 18:35:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.3641, loss: 2.3641 +2025-06-29 22:59:58,160 - pyskl - INFO - Epoch [108][2300/3405] lr: 4.598e-03, eta: 18:35:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.2276, loss: 2.2276 +2025-06-29 23:00:43,922 - pyskl - INFO - Epoch [108][2400/3405] lr: 4.592e-03, eta: 18:34:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.1562, loss: 2.1562 +2025-06-29 23:01:29,598 - pyskl - INFO - Epoch [108][2500/3405] lr: 4.586e-03, eta: 18:33:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.1955, loss: 2.1955 +2025-06-29 23:02:15,297 - pyskl - INFO - Epoch [108][2600/3405] lr: 4.580e-03, eta: 18:32:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9888, loss_cls: 2.1997, loss: 2.1997 +2025-06-29 23:03:00,933 - pyskl - INFO - Epoch [108][2700/3405] lr: 4.574e-03, eta: 18:31:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.2368, loss: 2.2368 +2025-06-29 23:03:46,607 - pyskl - INFO - Epoch [108][2800/3405] lr: 4.568e-03, eta: 18:31:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9950, loss_cls: 2.3467, loss: 2.3467 +2025-06-29 23:04:32,220 - pyskl - INFO - Epoch [108][2900/3405] lr: 4.562e-03, eta: 18:30:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.2746, loss: 2.2746 +2025-06-29 23:05:17,878 - pyskl - INFO - Epoch [108][3000/3405] lr: 4.556e-03, eta: 18:29:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9950, loss_cls: 2.2448, loss: 2.2448 +2025-06-29 23:06:03,702 - pyskl - INFO - Epoch [108][3100/3405] lr: 4.550e-03, eta: 18:28:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.2239, loss: 2.2239 +2025-06-29 23:06:49,546 - pyskl - INFO - Epoch [108][3200/3405] lr: 4.544e-03, eta: 18:28:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.3773, loss: 2.3773 +2025-06-29 23:07:35,384 - pyskl - INFO - Epoch [108][3300/3405] lr: 4.538e-03, eta: 18:27:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 2.3329, loss: 2.3329 +2025-06-29 23:08:21,119 - pyskl - INFO - Epoch [108][3400/3405] lr: 4.533e-03, eta: 18:26:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 2.2223, loss: 2.2223 +2025-06-29 23:08:23,754 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-06-29 23:12:37,577 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 23:12:38,116 - pyskl - INFO - +top1_acc 0.8506 +top5_acc 0.9718 +2025-06-29 23:12:38,179 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_106.pth was removed +2025-06-29 23:12:39,232 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. +2025-06-29 23:12:39,233 - pyskl - INFO - Best top1_acc is 0.8506 at 108 epoch. +2025-06-29 23:12:39,255 - pyskl - INFO - Epoch(val) [108][3718] top1_acc: 0.8506, top5_acc: 0.9718 +2025-06-29 23:13:48,125 - pyskl - INFO - Epoch [109][100/3405] lr: 4.526e-03, eta: 18:25:47, time: 0.689, data_time: 0.232, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.2005, loss: 2.2005 +2025-06-29 23:14:33,885 - pyskl - INFO - Epoch [109][200/3405] lr: 4.520e-03, eta: 18:25:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.1377, loss: 2.1377 +2025-06-29 23:15:19,590 - pyskl - INFO - Epoch [109][300/3405] lr: 4.515e-03, eta: 18:24:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.1540, loss: 2.1540 +2025-06-29 23:16:05,325 - pyskl - INFO - Epoch [109][400/3405] lr: 4.509e-03, eta: 18:23:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.1086, loss: 2.1086 +2025-06-29 23:16:51,067 - pyskl - INFO - Epoch [109][500/3405] lr: 4.503e-03, eta: 18:22:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.0862, loss: 2.0862 +2025-06-29 23:17:36,837 - pyskl - INFO - Epoch [109][600/3405] lr: 4.497e-03, eta: 18:21:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.1395, loss: 2.1395 +2025-06-29 23:18:22,606 - pyskl - INFO - Epoch [109][700/3405] lr: 4.491e-03, eta: 18:21:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 2.1726, loss: 2.1726 +2025-06-29 23:19:08,624 - pyskl - INFO - Epoch [109][800/3405] lr: 4.485e-03, eta: 18:20:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.1384, loss: 2.1384 +2025-06-29 23:19:54,714 - pyskl - INFO - Epoch [109][900/3405] lr: 4.479e-03, eta: 18:19:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 2.0757, loss: 2.0757 +2025-06-29 23:20:40,693 - pyskl - INFO - Epoch [109][1000/3405] lr: 4.473e-03, eta: 18:18:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9969, loss_cls: 2.1765, loss: 2.1765 +2025-06-29 23:21:26,649 - pyskl - INFO - Epoch [109][1100/3405] lr: 4.467e-03, eta: 18:18:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 2.2638, loss: 2.2638 +2025-06-29 23:22:12,483 - pyskl - INFO - Epoch [109][1200/3405] lr: 4.461e-03, eta: 18:17:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.2140, loss: 2.2140 +2025-06-29 23:22:58,331 - pyskl - INFO - Epoch [109][1300/3405] lr: 4.455e-03, eta: 18:16:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.1383, loss: 2.1383 +2025-06-29 23:23:44,281 - pyskl - INFO - Epoch [109][1400/3405] lr: 4.450e-03, eta: 18:15:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.0479, loss: 2.0479 +2025-06-29 23:24:30,104 - pyskl - INFO - Epoch [109][1500/3405] lr: 4.444e-03, eta: 18:14:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.2205, loss: 2.2205 +2025-06-29 23:25:15,992 - pyskl - INFO - Epoch [109][1600/3405] lr: 4.438e-03, eta: 18:14:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.3129, loss: 2.3129 +2025-06-29 23:26:01,843 - pyskl - INFO - Epoch [109][1700/3405] lr: 4.432e-03, eta: 18:13:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.2349, loss: 2.2349 +2025-06-29 23:26:47,738 - pyskl - INFO - Epoch [109][1800/3405] lr: 4.426e-03, eta: 18:12:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.1924, loss: 2.1924 +2025-06-29 23:27:33,639 - pyskl - INFO - Epoch [109][1900/3405] lr: 4.420e-03, eta: 18:11:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9969, loss_cls: 2.2296, loss: 2.2296 +2025-06-29 23:28:19,362 - pyskl - INFO - Epoch [109][2000/3405] lr: 4.414e-03, eta: 18:11:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.1412, loss: 2.1412 +2025-06-29 23:29:05,142 - pyskl - INFO - Epoch [109][2100/3405] lr: 4.409e-03, eta: 18:10:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9956, loss_cls: 2.1770, loss: 2.1770 +2025-06-29 23:29:50,947 - pyskl - INFO - Epoch [109][2200/3405] lr: 4.403e-03, eta: 18:09:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 2.0919, loss: 2.0919 +2025-06-29 23:30:36,700 - pyskl - INFO - Epoch [109][2300/3405] lr: 4.397e-03, eta: 18:08:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.2600, loss: 2.2600 +2025-06-29 23:31:22,424 - pyskl - INFO - Epoch [109][2400/3405] lr: 4.391e-03, eta: 18:07:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.1694, loss: 2.1694 +2025-06-29 23:32:08,298 - pyskl - INFO - Epoch [109][2500/3405] lr: 4.385e-03, eta: 18:07:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9962, loss_cls: 2.2245, loss: 2.2245 +2025-06-29 23:32:54,134 - pyskl - INFO - Epoch [109][2600/3405] lr: 4.379e-03, eta: 18:06:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.3143, loss: 2.3143 +2025-06-29 23:33:39,895 - pyskl - INFO - Epoch [109][2700/3405] lr: 4.373e-03, eta: 18:05:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 2.2116, loss: 2.2116 +2025-06-29 23:34:25,591 - pyskl - INFO - Epoch [109][2800/3405] lr: 4.368e-03, eta: 18:04:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 2.1876, loss: 2.1876 +2025-06-29 23:35:11,214 - pyskl - INFO - Epoch [109][2900/3405] lr: 4.362e-03, eta: 18:04:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.2750, loss: 2.2750 +2025-06-29 23:35:56,839 - pyskl - INFO - Epoch [109][3000/3405] lr: 4.356e-03, eta: 18:03:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.2258, loss: 2.2258 +2025-06-29 23:36:42,513 - pyskl - INFO - Epoch [109][3100/3405] lr: 4.350e-03, eta: 18:02:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.1433, loss: 2.1433 +2025-06-29 23:37:28,180 - pyskl - INFO - Epoch [109][3200/3405] lr: 4.344e-03, eta: 18:01:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.1881, loss: 2.1881 +2025-06-29 23:38:13,927 - pyskl - INFO - Epoch [109][3300/3405] lr: 4.338e-03, eta: 18:00:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.1743, loss: 2.1743 +2025-06-29 23:38:59,628 - pyskl - INFO - Epoch [109][3400/3405] lr: 4.333e-03, eta: 18:00:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.2283, loss: 2.2283 +2025-06-29 23:39:02,301 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-06-29 23:43:14,861 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 23:43:15,405 - pyskl - INFO - +top1_acc 0.8299 +top5_acc 0.9658 +2025-06-29 23:43:15,425 - pyskl - INFO - Epoch(val) [109][3718] top1_acc: 0.8299, top5_acc: 0.9658 +2025-06-29 23:44:24,485 - pyskl - INFO - Epoch [110][100/3405] lr: 4.326e-03, eta: 17:59:26, time: 0.691, data_time: 0.233, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.1354, loss: 2.1354 +2025-06-29 23:45:10,277 - pyskl - INFO - Epoch [110][200/3405] lr: 4.321e-03, eta: 17:58:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 2.1303, loss: 2.1303 +2025-06-29 23:45:56,035 - pyskl - INFO - Epoch [110][300/3405] lr: 4.315e-03, eta: 17:57:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.1098, loss: 2.1098 +2025-06-29 23:46:41,843 - pyskl - INFO - Epoch [110][400/3405] lr: 4.309e-03, eta: 17:57:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.2034, loss: 2.2034 +2025-06-29 23:47:27,918 - pyskl - INFO - Epoch [110][500/3405] lr: 4.303e-03, eta: 17:56:19, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 2.1219, loss: 2.1219 +2025-06-29 23:48:13,830 - pyskl - INFO - Epoch [110][600/3405] lr: 4.297e-03, eta: 17:55:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.1063, loss: 2.1063 +2025-06-29 23:48:59,746 - pyskl - INFO - Epoch [110][700/3405] lr: 4.292e-03, eta: 17:54:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.1369, loss: 2.1369 +2025-06-29 23:49:45,630 - pyskl - INFO - Epoch [110][800/3405] lr: 4.286e-03, eta: 17:54:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.1718, loss: 2.1718 +2025-06-29 23:50:31,618 - pyskl - INFO - Epoch [110][900/3405] lr: 4.280e-03, eta: 17:53:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.1738, loss: 2.1738 +2025-06-29 23:51:17,478 - pyskl - INFO - Epoch [110][1000/3405] lr: 4.274e-03, eta: 17:52:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9975, loss_cls: 2.1502, loss: 2.1502 +2025-06-29 23:52:03,358 - pyskl - INFO - Epoch [110][1100/3405] lr: 4.268e-03, eta: 17:51:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 2.0895, loss: 2.0895 +2025-06-29 23:52:49,424 - pyskl - INFO - Epoch [110][1200/3405] lr: 4.263e-03, eta: 17:50:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.1615, loss: 2.1615 +2025-06-29 23:53:35,418 - pyskl - INFO - Epoch [110][1300/3405] lr: 4.257e-03, eta: 17:50:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.1276, loss: 2.1276 +2025-06-29 23:54:21,313 - pyskl - INFO - Epoch [110][1400/3405] lr: 4.251e-03, eta: 17:49:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.1712, loss: 2.1712 +2025-06-29 23:55:07,119 - pyskl - INFO - Epoch [110][1500/3405] lr: 4.245e-03, eta: 17:48:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.1020, loss: 2.1020 +2025-06-29 23:55:52,910 - pyskl - INFO - Epoch [110][1600/3405] lr: 4.240e-03, eta: 17:47:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.1458, loss: 2.1458 +2025-06-29 23:56:38,655 - pyskl - INFO - Epoch [110][1700/3405] lr: 4.234e-03, eta: 17:47:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.1102, loss: 2.1102 +2025-06-29 23:57:24,436 - pyskl - INFO - Epoch [110][1800/3405] lr: 4.228e-03, eta: 17:46:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9944, loss_cls: 2.2217, loss: 2.2217 +2025-06-29 23:58:10,290 - pyskl - INFO - Epoch [110][1900/3405] lr: 4.222e-03, eta: 17:45:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.3014, loss: 2.3014 +2025-06-29 23:58:56,156 - pyskl - INFO - Epoch [110][2000/3405] lr: 4.217e-03, eta: 17:44:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 2.1535, loss: 2.1535 +2025-06-29 23:59:41,952 - pyskl - INFO - Epoch [110][2100/3405] lr: 4.211e-03, eta: 17:43:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.1463, loss: 2.1463 +2025-06-30 00:00:27,712 - pyskl - INFO - Epoch [110][2200/3405] lr: 4.205e-03, eta: 17:43:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.1107, loss: 2.1107 +2025-06-30 00:01:13,568 - pyskl - INFO - Epoch [110][2300/3405] lr: 4.199e-03, eta: 17:42:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9969, loss_cls: 2.1302, loss: 2.1302 +2025-06-30 00:01:59,482 - pyskl - INFO - Epoch [110][2400/3405] lr: 4.194e-03, eta: 17:41:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.2210, loss: 2.2210 +2025-06-30 00:02:45,433 - pyskl - INFO - Epoch [110][2500/3405] lr: 4.188e-03, eta: 17:40:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.1838, loss: 2.1838 +2025-06-30 00:03:31,359 - pyskl - INFO - Epoch [110][2600/3405] lr: 4.182e-03, eta: 17:40:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 2.1100, loss: 2.1100 +2025-06-30 00:04:17,282 - pyskl - INFO - Epoch [110][2700/3405] lr: 4.176e-03, eta: 17:39:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9944, loss_cls: 2.2426, loss: 2.2426 +2025-06-30 00:05:03,135 - pyskl - INFO - Epoch [110][2800/3405] lr: 4.171e-03, eta: 17:38:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.1974, loss: 2.1974 +2025-06-30 00:05:48,959 - pyskl - INFO - Epoch [110][2900/3405] lr: 4.165e-03, eta: 17:37:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.1500, loss: 2.1500 +2025-06-30 00:06:34,783 - pyskl - INFO - Epoch [110][3000/3405] lr: 4.159e-03, eta: 17:36:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.1618, loss: 2.1618 +2025-06-30 00:07:20,547 - pyskl - INFO - Epoch [110][3100/3405] lr: 4.153e-03, eta: 17:36:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.1954, loss: 2.1954 +2025-06-30 00:08:06,256 - pyskl - INFO - Epoch [110][3200/3405] lr: 4.148e-03, eta: 17:35:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9881, loss_cls: 2.2425, loss: 2.2425 +2025-06-30 00:08:52,015 - pyskl - INFO - Epoch [110][3300/3405] lr: 4.142e-03, eta: 17:34:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.2198, loss: 2.2198 +2025-06-30 00:09:38,012 - pyskl - INFO - Epoch [110][3400/3405] lr: 4.136e-03, eta: 17:33:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.2200, loss: 2.2200 +2025-06-30 00:09:40,692 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-06-30 00:28:40,223 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 00:28:40,774 - pyskl - INFO - +top1_acc 0.8522 +top5_acc 0.9715 +2025-06-30 00:28:40,834 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_108.pth was removed +2025-06-30 00:28:41,927 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. +2025-06-30 00:28:41,928 - pyskl - INFO - Best top1_acc is 0.8522 at 110 epoch. +2025-06-30 00:28:41,951 - pyskl - INFO - Epoch(val) [110][3718] top1_acc: 0.8522, top5_acc: 0.9715 +2025-06-30 00:29:50,684 - pyskl - INFO - Epoch [111][100/3405] lr: 4.130e-03, eta: 17:33:06, time: 0.687, data_time: 0.230, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.1031, loss: 2.1031 +2025-06-30 00:30:36,514 - pyskl - INFO - Epoch [111][200/3405] lr: 4.125e-03, eta: 17:32:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9969, loss_cls: 2.1028, loss: 2.1028 +2025-06-30 00:31:22,464 - pyskl - INFO - Epoch [111][300/3405] lr: 4.119e-03, eta: 17:31:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9981, loss_cls: 2.0505, loss: 2.0505 +2025-06-30 00:32:08,674 - pyskl - INFO - Epoch [111][400/3405] lr: 4.113e-03, eta: 17:30:46, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.0718, loss: 2.0718 +2025-06-30 00:32:54,623 - pyskl - INFO - Epoch [111][500/3405] lr: 4.107e-03, eta: 17:29:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.0081, loss: 2.0081 +2025-06-30 00:33:40,552 - pyskl - INFO - Epoch [111][600/3405] lr: 4.102e-03, eta: 17:29:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.2148, loss: 2.2148 +2025-06-30 00:34:26,463 - pyskl - INFO - Epoch [111][700/3405] lr: 4.096e-03, eta: 17:28:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.1730, loss: 2.1730 +2025-06-30 00:35:12,565 - pyskl - INFO - Epoch [111][800/3405] lr: 4.090e-03, eta: 17:27:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.1247, loss: 2.1247 +2025-06-30 00:35:58,553 - pyskl - INFO - Epoch [111][900/3405] lr: 4.085e-03, eta: 17:26:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.1162, loss: 2.1162 +2025-06-30 00:36:44,551 - pyskl - INFO - Epoch [111][1000/3405] lr: 4.079e-03, eta: 17:26:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9938, loss_cls: 2.2263, loss: 2.2263 +2025-06-30 00:37:30,535 - pyskl - INFO - Epoch [111][1100/3405] lr: 4.073e-03, eta: 17:25:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.1550, loss: 2.1550 +2025-06-30 00:38:16,454 - pyskl - INFO - Epoch [111][1200/3405] lr: 4.068e-03, eta: 17:24:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.1133, loss: 2.1133 +2025-06-30 00:39:02,329 - pyskl - INFO - Epoch [111][1300/3405] lr: 4.062e-03, eta: 17:23:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.0470, loss: 2.0470 +2025-06-30 00:39:48,213 - pyskl - INFO - Epoch [111][1400/3405] lr: 4.056e-03, eta: 17:23:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9912, loss_cls: 2.1014, loss: 2.1014 +2025-06-30 00:40:34,250 - pyskl - INFO - Epoch [111][1500/3405] lr: 4.051e-03, eta: 17:22:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9912, loss_cls: 2.1547, loss: 2.1547 +2025-06-30 00:41:20,230 - pyskl - INFO - Epoch [111][1600/3405] lr: 4.045e-03, eta: 17:21:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.1047, loss: 2.1047 +2025-06-30 00:42:06,172 - pyskl - INFO - Epoch [111][1700/3405] lr: 4.039e-03, eta: 17:20:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.0759, loss: 2.0759 +2025-06-30 00:42:52,074 - pyskl - INFO - Epoch [111][1800/3405] lr: 4.034e-03, eta: 17:19:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.0810, loss: 2.0810 +2025-06-30 00:43:38,105 - pyskl - INFO - Epoch [111][1900/3405] lr: 4.028e-03, eta: 17:19:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9956, loss_cls: 2.1921, loss: 2.1921 +2025-06-30 00:44:24,085 - pyskl - INFO - Epoch [111][2000/3405] lr: 4.022e-03, eta: 17:18:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.1859, loss: 2.1859 +2025-06-30 00:45:10,044 - pyskl - INFO - Epoch [111][2100/3405] lr: 4.017e-03, eta: 17:17:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 2.0394, loss: 2.0394 +2025-06-30 00:45:55,990 - pyskl - INFO - Epoch [111][2200/3405] lr: 4.011e-03, eta: 17:16:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.0931, loss: 2.0931 +2025-06-30 00:46:42,000 - pyskl - INFO - Epoch [111][2300/3405] lr: 4.005e-03, eta: 17:16:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 2.1793, loss: 2.1793 +2025-06-30 00:47:28,105 - pyskl - INFO - Epoch [111][2400/3405] lr: 4.000e-03, eta: 17:15:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.1614, loss: 2.1614 +2025-06-30 00:48:14,062 - pyskl - INFO - Epoch [111][2500/3405] lr: 3.994e-03, eta: 17:14:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9888, loss_cls: 2.2111, loss: 2.2111 +2025-06-30 00:49:00,037 - pyskl - INFO - Epoch [111][2600/3405] lr: 3.988e-03, eta: 17:13:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 2.1324, loss: 2.1324 +2025-06-30 00:49:45,987 - pyskl - INFO - Epoch [111][2700/3405] lr: 3.983e-03, eta: 17:12:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9975, loss_cls: 2.1555, loss: 2.1555 +2025-06-30 00:50:31,950 - pyskl - INFO - Epoch [111][2800/3405] lr: 3.977e-03, eta: 17:12:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9975, loss_cls: 2.1962, loss: 2.1962 +2025-06-30 00:51:17,938 - pyskl - INFO - Epoch [111][2900/3405] lr: 3.972e-03, eta: 17:11:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.1616, loss: 2.1616 +2025-06-30 00:52:03,840 - pyskl - INFO - Epoch [111][3000/3405] lr: 3.966e-03, eta: 17:10:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.2431, loss: 2.2431 +2025-06-30 00:52:49,657 - pyskl - INFO - Epoch [111][3100/3405] lr: 3.960e-03, eta: 17:09:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9956, loss_cls: 2.2475, loss: 2.2475 +2025-06-30 00:53:35,457 - pyskl - INFO - Epoch [111][3200/3405] lr: 3.955e-03, eta: 17:09:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.1834, loss: 2.1834 +2025-06-30 00:54:21,264 - pyskl - INFO - Epoch [111][3300/3405] lr: 3.949e-03, eta: 17:08:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.1502, loss: 2.1502 +2025-06-30 00:55:07,072 - pyskl - INFO - Epoch [111][3400/3405] lr: 3.943e-03, eta: 17:07:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 2.1799, loss: 2.1799 +2025-06-30 00:55:09,639 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-06-30 00:59:19,981 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 00:59:20,519 - pyskl - INFO - +top1_acc 0.8482 +top5_acc 0.9689 +2025-06-30 00:59:20,539 - pyskl - INFO - Epoch(val) [111][3718] top1_acc: 0.8482, top5_acc: 0.9689 +2025-06-30 01:00:28,902 - pyskl - INFO - Epoch [112][100/3405] lr: 3.938e-03, eta: 17:06:46, time: 0.684, data_time: 0.227, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.1446, loss: 2.1446 +2025-06-30 01:01:14,633 - pyskl - INFO - Epoch [112][200/3405] lr: 3.932e-03, eta: 17:06:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 2.0752, loss: 2.0752 +2025-06-30 01:02:00,284 - pyskl - INFO - Epoch [112][300/3405] lr: 3.926e-03, eta: 17:05:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.1098, loss: 2.1098 +2025-06-30 01:02:46,045 - pyskl - INFO - Epoch [112][400/3405] lr: 3.921e-03, eta: 17:04:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.0191, loss: 2.0191 +2025-06-30 01:03:31,724 - pyskl - INFO - Epoch [112][500/3405] lr: 3.915e-03, eta: 17:03:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9975, loss_cls: 2.1032, loss: 2.1032 +2025-06-30 01:04:17,402 - pyskl - INFO - Epoch [112][600/3405] lr: 3.910e-03, eta: 17:02:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.1603, loss: 2.1603 +2025-06-30 01:05:03,218 - pyskl - INFO - Epoch [112][700/3405] lr: 3.904e-03, eta: 17:02:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 1.9573, loss: 1.9573 +2025-06-30 01:05:49,078 - pyskl - INFO - Epoch [112][800/3405] lr: 3.898e-03, eta: 17:01:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9975, loss_cls: 2.0789, loss: 2.0789 +2025-06-30 01:06:34,858 - pyskl - INFO - Epoch [112][900/3405] lr: 3.893e-03, eta: 17:00:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9950, loss_cls: 2.0978, loss: 2.0978 +2025-06-30 01:07:20,675 - pyskl - INFO - Epoch [112][1000/3405] lr: 3.887e-03, eta: 16:59:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 2.0860, loss: 2.0860 +2025-06-30 01:08:06,350 - pyskl - INFO - Epoch [112][1100/3405] lr: 3.882e-03, eta: 16:59:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.0955, loss: 2.0955 +2025-06-30 01:08:52,088 - pyskl - INFO - Epoch [112][1200/3405] lr: 3.876e-03, eta: 16:58:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.0633, loss: 2.0633 +2025-06-30 01:09:37,843 - pyskl - INFO - Epoch [112][1300/3405] lr: 3.871e-03, eta: 16:57:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.2084, loss: 2.2084 +2025-06-30 01:10:23,590 - pyskl - INFO - Epoch [112][1400/3405] lr: 3.865e-03, eta: 16:56:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 2.0763, loss: 2.0763 +2025-06-30 01:11:09,324 - pyskl - INFO - Epoch [112][1500/3405] lr: 3.860e-03, eta: 16:55:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.1711, loss: 2.1711 +2025-06-30 01:11:55,060 - pyskl - INFO - Epoch [112][1600/3405] lr: 3.854e-03, eta: 16:55:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 2.1970, loss: 2.1970 +2025-06-30 01:12:40,716 - pyskl - INFO - Epoch [112][1700/3405] lr: 3.848e-03, eta: 16:54:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 2.1140, loss: 2.1140 +2025-06-30 01:13:26,497 - pyskl - INFO - Epoch [112][1800/3405] lr: 3.843e-03, eta: 16:53:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.1215, loss: 2.1215 +2025-06-30 01:14:12,360 - pyskl - INFO - Epoch [112][1900/3405] lr: 3.837e-03, eta: 16:52:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.1139, loss: 2.1139 +2025-06-30 01:14:58,181 - pyskl - INFO - Epoch [112][2000/3405] lr: 3.832e-03, eta: 16:52:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.1241, loss: 2.1241 +2025-06-30 01:15:43,873 - pyskl - INFO - Epoch [112][2100/3405] lr: 3.826e-03, eta: 16:51:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.1403, loss: 2.1403 +2025-06-30 01:16:29,561 - pyskl - INFO - Epoch [112][2200/3405] lr: 3.821e-03, eta: 16:50:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.1163, loss: 2.1163 +2025-06-30 01:17:15,182 - pyskl - INFO - Epoch [112][2300/3405] lr: 3.815e-03, eta: 16:49:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.1437, loss: 2.1437 +2025-06-30 01:18:00,859 - pyskl - INFO - Epoch [112][2400/3405] lr: 3.810e-03, eta: 16:48:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.0815, loss: 2.0815 +2025-06-30 01:18:46,926 - pyskl - INFO - Epoch [112][2500/3405] lr: 3.804e-03, eta: 16:48:06, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9969, loss_cls: 2.1469, loss: 2.1469 +2025-06-30 01:19:32,837 - pyskl - INFO - Epoch [112][2600/3405] lr: 3.799e-03, eta: 16:47:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 2.0355, loss: 2.0355 +2025-06-30 01:20:18,887 - pyskl - INFO - Epoch [112][2700/3405] lr: 3.793e-03, eta: 16:46:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.0948, loss: 2.0948 +2025-06-30 01:21:04,726 - pyskl - INFO - Epoch [112][2800/3405] lr: 3.788e-03, eta: 16:45:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9912, loss_cls: 2.0368, loss: 2.0368 +2025-06-30 01:21:50,438 - pyskl - INFO - Epoch [112][2900/3405] lr: 3.782e-03, eta: 16:45:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9975, loss_cls: 2.1202, loss: 2.1202 +2025-06-30 01:22:36,119 - pyskl - INFO - Epoch [112][3000/3405] lr: 3.777e-03, eta: 16:44:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.1445, loss: 2.1445 +2025-06-30 01:23:21,830 - pyskl - INFO - Epoch [112][3100/3405] lr: 3.771e-03, eta: 16:43:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.1140, loss: 2.1140 +2025-06-30 01:24:07,955 - pyskl - INFO - Epoch [112][3200/3405] lr: 3.766e-03, eta: 16:42:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.0809, loss: 2.0809 +2025-06-30 01:24:53,893 - pyskl - INFO - Epoch [112][3300/3405] lr: 3.760e-03, eta: 16:41:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 2.1021, loss: 2.1021 +2025-06-30 01:25:39,778 - pyskl - INFO - Epoch [112][3400/3405] lr: 3.755e-03, eta: 16:41:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.1486, loss: 2.1486 +2025-06-30 01:25:42,457 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-06-30 01:29:53,171 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 01:29:53,722 - pyskl - INFO - +top1_acc 0.8526 +top5_acc 0.9717 +2025-06-30 01:29:53,783 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_110.pth was removed +2025-06-30 01:29:54,881 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. +2025-06-30 01:29:54,882 - pyskl - INFO - Best top1_acc is 0.8526 at 112 epoch. +2025-06-30 01:29:54,905 - pyskl - INFO - Epoch(val) [112][3718] top1_acc: 0.8526, top5_acc: 0.9717 +2025-06-30 01:31:04,117 - pyskl - INFO - Epoch [113][100/3405] lr: 3.749e-03, eta: 16:40:25, time: 0.692, data_time: 0.232, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 1.9718, loss: 1.9718 +2025-06-30 01:31:50,007 - pyskl - INFO - Epoch [113][200/3405] lr: 3.743e-03, eta: 16:39:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 2.0030, loss: 2.0030 +2025-06-30 01:32:35,702 - pyskl - INFO - Epoch [113][300/3405] lr: 3.738e-03, eta: 16:38:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.0258, loss: 2.0258 +2025-06-30 01:33:21,365 - pyskl - INFO - Epoch [113][400/3405] lr: 3.732e-03, eta: 16:38:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 2.0246, loss: 2.0246 +2025-06-30 01:34:07,150 - pyskl - INFO - Epoch [113][500/3405] lr: 3.727e-03, eta: 16:37:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 2.0302, loss: 2.0302 +2025-06-30 01:34:52,812 - pyskl - INFO - Epoch [113][600/3405] lr: 3.721e-03, eta: 16:36:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.0370, loss: 2.0370 +2025-06-30 01:35:38,589 - pyskl - INFO - Epoch [113][700/3405] lr: 3.716e-03, eta: 16:35:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 1.9574, loss: 1.9574 +2025-06-30 01:36:24,385 - pyskl - INFO - Epoch [113][800/3405] lr: 3.710e-03, eta: 16:34:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.1147, loss: 2.1147 +2025-06-30 01:37:10,066 - pyskl - INFO - Epoch [113][900/3405] lr: 3.705e-03, eta: 16:34:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.0215, loss: 2.0215 +2025-06-30 01:37:55,811 - pyskl - INFO - Epoch [113][1000/3405] lr: 3.699e-03, eta: 16:33:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.0952, loss: 2.0952 +2025-06-30 01:38:41,485 - pyskl - INFO - Epoch [113][1100/3405] lr: 3.694e-03, eta: 16:32:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 2.0519, loss: 2.0519 +2025-06-30 01:39:27,185 - pyskl - INFO - Epoch [113][1200/3405] lr: 3.689e-03, eta: 16:31:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.0322, loss: 2.0322 +2025-06-30 01:40:12,967 - pyskl - INFO - Epoch [113][1300/3405] lr: 3.683e-03, eta: 16:31:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 2.0506, loss: 2.0506 +2025-06-30 01:40:58,738 - pyskl - INFO - Epoch [113][1400/3405] lr: 3.678e-03, eta: 16:30:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.1588, loss: 2.1588 +2025-06-30 01:41:44,456 - pyskl - INFO - Epoch [113][1500/3405] lr: 3.672e-03, eta: 16:29:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9969, loss_cls: 2.1045, loss: 2.1045 +2025-06-30 01:42:30,138 - pyskl - INFO - Epoch [113][1600/3405] lr: 3.667e-03, eta: 16:28:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.1129, loss: 2.1129 +2025-06-30 01:43:15,778 - pyskl - INFO - Epoch [113][1700/3405] lr: 3.661e-03, eta: 16:27:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.0398, loss: 2.0398 +2025-06-30 01:44:01,423 - pyskl - INFO - Epoch [113][1800/3405] lr: 3.656e-03, eta: 16:27:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.0517, loss: 2.0517 +2025-06-30 01:44:47,117 - pyskl - INFO - Epoch [113][1900/3405] lr: 3.650e-03, eta: 16:26:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.0244, loss: 2.0244 +2025-06-30 01:45:32,797 - pyskl - INFO - Epoch [113][2000/3405] lr: 3.645e-03, eta: 16:25:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 2.1007, loss: 2.1007 +2025-06-30 01:46:18,498 - pyskl - INFO - Epoch [113][2100/3405] lr: 3.640e-03, eta: 16:24:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 2.1607, loss: 2.1607 +2025-06-30 01:47:04,217 - pyskl - INFO - Epoch [113][2200/3405] lr: 3.634e-03, eta: 16:24:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.0850, loss: 2.0850 +2025-06-30 01:47:49,900 - pyskl - INFO - Epoch [113][2300/3405] lr: 3.629e-03, eta: 16:23:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 1.9812, loss: 1.9812 +2025-06-30 01:48:35,558 - pyskl - INFO - Epoch [113][2400/3405] lr: 3.623e-03, eta: 16:22:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.1502, loss: 2.1502 +2025-06-30 01:49:21,200 - pyskl - INFO - Epoch [113][2500/3405] lr: 3.618e-03, eta: 16:21:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.1333, loss: 2.1333 +2025-06-30 01:50:06,875 - pyskl - INFO - Epoch [113][2600/3405] lr: 3.613e-03, eta: 16:20:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.1178, loss: 2.1178 +2025-06-30 01:50:52,453 - pyskl - INFO - Epoch [113][2700/3405] lr: 3.607e-03, eta: 16:20:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 2.0880, loss: 2.0880 +2025-06-30 01:51:38,045 - pyskl - INFO - Epoch [113][2800/3405] lr: 3.602e-03, eta: 16:19:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.0493, loss: 2.0493 +2025-06-30 01:52:23,701 - pyskl - INFO - Epoch [113][2900/3405] lr: 3.596e-03, eta: 16:18:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 2.0386, loss: 2.0386 +2025-06-30 01:53:09,350 - pyskl - INFO - Epoch [113][3000/3405] lr: 3.591e-03, eta: 16:17:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.1189, loss: 2.1189 +2025-06-30 01:53:55,041 - pyskl - INFO - Epoch [113][3100/3405] lr: 3.586e-03, eta: 16:17:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.0898, loss: 2.0898 +2025-06-30 01:54:40,685 - pyskl - INFO - Epoch [113][3200/3405] lr: 3.580e-03, eta: 16:16:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.1619, loss: 2.1619 +2025-06-30 01:55:26,306 - pyskl - INFO - Epoch [113][3300/3405] lr: 3.575e-03, eta: 16:15:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 2.1160, loss: 2.1160 +2025-06-30 01:56:11,984 - pyskl - INFO - Epoch [113][3400/3405] lr: 3.569e-03, eta: 16:14:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.1477, loss: 2.1477 +2025-06-30 01:56:14,639 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-06-30 02:00:26,793 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 02:00:27,337 - pyskl - INFO - +top1_acc 0.8422 +top5_acc 0.9722 +2025-06-30 02:00:27,357 - pyskl - INFO - Epoch(val) [113][3718] top1_acc: 0.8422, top5_acc: 0.9722 +2025-06-30 02:01:36,070 - pyskl - INFO - Epoch [114][100/3405] lr: 3.564e-03, eta: 16:14:03, time: 0.687, data_time: 0.229, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.9354, loss: 1.9354 +2025-06-30 02:02:21,885 - pyskl - INFO - Epoch [114][200/3405] lr: 3.558e-03, eta: 16:13:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 1.9408, loss: 1.9408 +2025-06-30 02:03:07,776 - pyskl - INFO - Epoch [114][300/3405] lr: 3.553e-03, eta: 16:12:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 1.9718, loss: 1.9718 +2025-06-30 02:03:53,717 - pyskl - INFO - Epoch [114][400/3405] lr: 3.548e-03, eta: 16:11:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.0055, loss: 2.0055 +2025-06-30 02:04:39,645 - pyskl - INFO - Epoch [114][500/3405] lr: 3.542e-03, eta: 16:10:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.0276, loss: 2.0276 +2025-06-30 02:05:25,539 - pyskl - INFO - Epoch [114][600/3405] lr: 3.537e-03, eta: 16:10:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 2.0812, loss: 2.0812 +2025-06-30 02:06:11,425 - pyskl - INFO - Epoch [114][700/3405] lr: 3.532e-03, eta: 16:09:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.0771, loss: 2.0771 +2025-06-30 02:06:57,204 - pyskl - INFO - Epoch [114][800/3405] lr: 3.526e-03, eta: 16:08:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.0540, loss: 2.0540 +2025-06-30 02:07:43,265 - pyskl - INFO - Epoch [114][900/3405] lr: 3.521e-03, eta: 16:07:50, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.1023, loss: 2.1023 +2025-06-30 02:08:29,226 - pyskl - INFO - Epoch [114][1000/3405] lr: 3.516e-03, eta: 16:07:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.0765, loss: 2.0765 +2025-06-30 02:09:15,084 - pyskl - INFO - Epoch [114][1100/3405] lr: 3.510e-03, eta: 16:06:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.0546, loss: 2.0546 +2025-06-30 02:10:01,392 - pyskl - INFO - Epoch [114][1200/3405] lr: 3.505e-03, eta: 16:05:31, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.9676, loss: 1.9676 +2025-06-30 02:10:47,380 - pyskl - INFO - Epoch [114][1300/3405] lr: 3.499e-03, eta: 16:04:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.0229, loss: 2.0229 +2025-06-30 02:11:33,303 - pyskl - INFO - Epoch [114][1400/3405] lr: 3.494e-03, eta: 16:03:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.0517, loss: 2.0517 +2025-06-30 02:12:19,073 - pyskl - INFO - Epoch [114][1500/3405] lr: 3.489e-03, eta: 16:03:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.0962, loss: 2.0962 +2025-06-30 02:13:04,737 - pyskl - INFO - Epoch [114][1600/3405] lr: 3.484e-03, eta: 16:02:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 2.0175, loss: 2.0175 +2025-06-30 02:13:50,517 - pyskl - INFO - Epoch [114][1700/3405] lr: 3.478e-03, eta: 16:01:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.1242, loss: 2.1242 +2025-06-30 02:14:36,347 - pyskl - INFO - Epoch [114][1800/3405] lr: 3.473e-03, eta: 16:00:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.0239, loss: 2.0239 +2025-06-30 02:15:22,157 - pyskl - INFO - Epoch [114][1900/3405] lr: 3.468e-03, eta: 16:00:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.1251, loss: 2.1251 +2025-06-30 02:16:08,025 - pyskl - INFO - Epoch [114][2000/3405] lr: 3.462e-03, eta: 15:59:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9981, loss_cls: 2.0138, loss: 2.0138 +2025-06-30 02:16:53,892 - pyskl - INFO - Epoch [114][2100/3405] lr: 3.457e-03, eta: 15:58:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9975, loss_cls: 2.0309, loss: 2.0309 +2025-06-30 02:17:39,754 - pyskl - INFO - Epoch [114][2200/3405] lr: 3.452e-03, eta: 15:57:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.0777, loss: 2.0777 +2025-06-30 02:18:25,628 - pyskl - INFO - Epoch [114][2300/3405] lr: 3.446e-03, eta: 15:56:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.0928, loss: 2.0928 +2025-06-30 02:19:11,550 - pyskl - INFO - Epoch [114][2400/3405] lr: 3.441e-03, eta: 15:56:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 1.9861, loss: 1.9861 +2025-06-30 02:19:57,405 - pyskl - INFO - Epoch [114][2500/3405] lr: 3.436e-03, eta: 15:55:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9931, loss_cls: 1.9667, loss: 1.9667 +2025-06-30 02:20:43,333 - pyskl - INFO - Epoch [114][2600/3405] lr: 3.430e-03, eta: 15:54:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9881, loss_cls: 2.0367, loss: 2.0367 +2025-06-30 02:21:29,327 - pyskl - INFO - Epoch [114][2700/3405] lr: 3.425e-03, eta: 15:53:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 2.0407, loss: 2.0407 +2025-06-30 02:22:15,281 - pyskl - INFO - Epoch [114][2800/3405] lr: 3.420e-03, eta: 15:53:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9969, loss_cls: 2.0793, loss: 2.0793 +2025-06-30 02:23:01,143 - pyskl - INFO - Epoch [114][2900/3405] lr: 3.415e-03, eta: 15:52:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.0310, loss: 2.0310 +2025-06-30 02:23:47,072 - pyskl - INFO - Epoch [114][3000/3405] lr: 3.409e-03, eta: 15:51:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.1140, loss: 2.1140 +2025-06-30 02:24:32,900 - pyskl - INFO - Epoch [114][3100/3405] lr: 3.404e-03, eta: 15:50:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.0609, loss: 2.0609 +2025-06-30 02:25:18,775 - pyskl - INFO - Epoch [114][3200/3405] lr: 3.399e-03, eta: 15:49:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.0362, loss: 2.0362 +2025-06-30 02:26:04,666 - pyskl - INFO - Epoch [114][3300/3405] lr: 3.393e-03, eta: 15:49:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9988, loss_cls: 2.0149, loss: 2.0149 +2025-06-30 02:26:50,593 - pyskl - INFO - Epoch [114][3400/3405] lr: 3.388e-03, eta: 15:48:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.0519, loss: 2.0519 +2025-06-30 02:26:53,175 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-06-30 02:31:07,724 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 02:31:08,269 - pyskl - INFO - +top1_acc 0.8471 +top5_acc 0.9727 +2025-06-30 02:31:08,289 - pyskl - INFO - Epoch(val) [114][3718] top1_acc: 0.8471, top5_acc: 0.9727 +2025-06-30 02:32:17,031 - pyskl - INFO - Epoch [115][100/3405] lr: 3.383e-03, eta: 15:47:43, time: 0.687, data_time: 0.230, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 2.0066, loss: 2.0066 +2025-06-30 02:33:02,931 - pyskl - INFO - Epoch [115][200/3405] lr: 3.377e-03, eta: 15:46:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 1.9564, loss: 1.9564 +2025-06-30 02:33:48,794 - pyskl - INFO - Epoch [115][300/3405] lr: 3.372e-03, eta: 15:46:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.9129, loss: 1.9129 +2025-06-30 02:34:34,770 - pyskl - INFO - Epoch [115][400/3405] lr: 3.367e-03, eta: 15:45:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.9353, loss: 1.9353 +2025-06-30 02:35:20,651 - pyskl - INFO - Epoch [115][500/3405] lr: 3.362e-03, eta: 15:44:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 1.9833, loss: 1.9833 +2025-06-30 02:36:06,455 - pyskl - INFO - Epoch [115][600/3405] lr: 3.356e-03, eta: 15:43:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9975, loss_cls: 2.0378, loss: 2.0378 +2025-06-30 02:36:52,273 - pyskl - INFO - Epoch [115][700/3405] lr: 3.351e-03, eta: 15:43:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 1.9067, loss: 1.9067 +2025-06-30 02:37:38,078 - pyskl - INFO - Epoch [115][800/3405] lr: 3.346e-03, eta: 15:42:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9994, loss_cls: 1.9249, loss: 1.9249 +2025-06-30 02:38:23,955 - pyskl - INFO - Epoch [115][900/3405] lr: 3.341e-03, eta: 15:41:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.9609, loss: 1.9609 +2025-06-30 02:39:09,833 - pyskl - INFO - Epoch [115][1000/3405] lr: 3.335e-03, eta: 15:40:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 1.9379, loss: 1.9379 +2025-06-30 02:39:55,706 - pyskl - INFO - Epoch [115][1100/3405] lr: 3.330e-03, eta: 15:39:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 1.9738, loss: 1.9738 +2025-06-30 02:40:41,518 - pyskl - INFO - Epoch [115][1200/3405] lr: 3.325e-03, eta: 15:39:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.0647, loss: 2.0647 +2025-06-30 02:41:27,402 - pyskl - INFO - Epoch [115][1300/3405] lr: 3.320e-03, eta: 15:38:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.9256, loss: 1.9256 +2025-06-30 02:42:13,316 - pyskl - INFO - Epoch [115][1400/3405] lr: 3.315e-03, eta: 15:37:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.9471, loss: 1.9471 +2025-06-30 02:42:59,155 - pyskl - INFO - Epoch [115][1500/3405] lr: 3.309e-03, eta: 15:36:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.9525, loss: 1.9525 +2025-06-30 02:43:44,815 - pyskl - INFO - Epoch [115][1600/3405] lr: 3.304e-03, eta: 15:36:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9994, loss_cls: 1.9002, loss: 1.9002 +2025-06-30 02:44:30,490 - pyskl - INFO - Epoch [115][1700/3405] lr: 3.299e-03, eta: 15:35:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 1.9707, loss: 1.9707 +2025-06-30 02:45:16,205 - pyskl - INFO - Epoch [115][1800/3405] lr: 3.294e-03, eta: 15:34:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9962, loss_cls: 2.0768, loss: 2.0768 +2025-06-30 02:46:01,978 - pyskl - INFO - Epoch [115][1900/3405] lr: 3.289e-03, eta: 15:33:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 1.9615, loss: 1.9615 +2025-06-30 02:46:47,774 - pyskl - INFO - Epoch [115][2000/3405] lr: 3.283e-03, eta: 15:32:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9981, loss_cls: 2.0086, loss: 2.0086 +2025-06-30 02:47:33,517 - pyskl - INFO - Epoch [115][2100/3405] lr: 3.278e-03, eta: 15:32:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.0597, loss: 2.0597 +2025-06-30 02:48:19,216 - pyskl - INFO - Epoch [115][2200/3405] lr: 3.273e-03, eta: 15:31:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9969, loss_cls: 2.0297, loss: 2.0297 +2025-06-30 02:49:04,978 - pyskl - INFO - Epoch [115][2300/3405] lr: 3.268e-03, eta: 15:30:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 2.0515, loss: 2.0515 +2025-06-30 02:49:50,736 - pyskl - INFO - Epoch [115][2400/3405] lr: 3.263e-03, eta: 15:29:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.0382, loss: 2.0382 +2025-06-30 02:50:36,458 - pyskl - INFO - Epoch [115][2500/3405] lr: 3.257e-03, eta: 15:29:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.9784, loss: 1.9784 +2025-06-30 02:51:22,220 - pyskl - INFO - Epoch [115][2600/3405] lr: 3.252e-03, eta: 15:28:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.0176, loss: 2.0176 +2025-06-30 02:52:07,986 - pyskl - INFO - Epoch [115][2700/3405] lr: 3.247e-03, eta: 15:27:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 1.9828, loss: 1.9828 +2025-06-30 02:52:53,759 - pyskl - INFO - Epoch [115][2800/3405] lr: 3.242e-03, eta: 15:26:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.0273, loss: 2.0273 +2025-06-30 02:53:39,475 - pyskl - INFO - Epoch [115][2900/3405] lr: 3.237e-03, eta: 15:25:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 1.9147, loss: 1.9147 +2025-06-30 02:54:25,338 - pyskl - INFO - Epoch [115][3000/3405] lr: 3.232e-03, eta: 15:25:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 2.0301, loss: 2.0301 +2025-06-30 02:55:11,048 - pyskl - INFO - Epoch [115][3100/3405] lr: 3.226e-03, eta: 15:24:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 2.0060, loss: 2.0060 +2025-06-30 02:55:56,795 - pyskl - INFO - Epoch [115][3200/3405] lr: 3.221e-03, eta: 15:23:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.0193, loss: 2.0193 +2025-06-30 02:56:42,544 - pyskl - INFO - Epoch [115][3300/3405] lr: 3.216e-03, eta: 15:22:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.0505, loss: 2.0505 +2025-06-30 02:57:28,263 - pyskl - INFO - Epoch [115][3400/3405] lr: 3.211e-03, eta: 15:22:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 2.0753, loss: 2.0753 +2025-06-30 02:57:30,936 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-06-30 03:17:22,929 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 03:17:23,473 - pyskl - INFO - +top1_acc 0.8615 +top5_acc 0.9741 +2025-06-30 03:17:23,532 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_112.pth was removed +2025-06-30 03:17:24,558 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2025-06-30 03:17:24,560 - pyskl - INFO - Best top1_acc is 0.8615 at 115 epoch. +2025-06-30 03:17:24,578 - pyskl - INFO - Epoch(val) [115][3718] top1_acc: 0.8615, top5_acc: 0.9741 +2025-06-30 03:18:33,296 - pyskl - INFO - Epoch [116][100/3405] lr: 3.206e-03, eta: 15:21:22, time: 0.687, data_time: 0.227, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 1.8964, loss: 1.8964 +2025-06-30 03:19:19,084 - pyskl - INFO - Epoch [116][200/3405] lr: 3.200e-03, eta: 15:20:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9994, loss_cls: 1.9226, loss: 1.9226 +2025-06-30 03:20:04,812 - pyskl - INFO - Epoch [116][300/3405] lr: 3.195e-03, eta: 15:19:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.9712, loss: 1.9712 +2025-06-30 03:20:50,574 - pyskl - INFO - Epoch [116][400/3405] lr: 3.190e-03, eta: 15:19:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 1.9729, loss: 1.9729 +2025-06-30 03:21:36,327 - pyskl - INFO - Epoch [116][500/3405] lr: 3.185e-03, eta: 15:18:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.9344, loss: 1.9344 +2025-06-30 03:22:22,152 - pyskl - INFO - Epoch [116][600/3405] lr: 3.180e-03, eta: 15:17:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 1.9089, loss: 1.9089 +2025-06-30 03:23:07,920 - pyskl - INFO - Epoch [116][700/3405] lr: 3.175e-03, eta: 15:16:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.0016, loss: 2.0016 +2025-06-30 03:23:53,671 - pyskl - INFO - Epoch [116][800/3405] lr: 3.170e-03, eta: 15:15:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 1.9811, loss: 1.9811 +2025-06-30 03:24:39,461 - pyskl - INFO - Epoch [116][900/3405] lr: 3.165e-03, eta: 15:15:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 1.8743, loss: 1.8743 +2025-06-30 03:25:25,193 - pyskl - INFO - Epoch [116][1000/3405] lr: 3.159e-03, eta: 15:14:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 2.0110, loss: 2.0110 +2025-06-30 03:26:11,045 - pyskl - INFO - Epoch [116][1100/3405] lr: 3.154e-03, eta: 15:13:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 1.9652, loss: 1.9652 +2025-06-30 03:26:56,865 - pyskl - INFO - Epoch [116][1200/3405] lr: 3.149e-03, eta: 15:12:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 2.0530, loss: 2.0530 +2025-06-30 03:27:42,675 - pyskl - INFO - Epoch [116][1300/3405] lr: 3.144e-03, eta: 15:12:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 1.9476, loss: 1.9476 +2025-06-30 03:28:28,601 - pyskl - INFO - Epoch [116][1400/3405] lr: 3.139e-03, eta: 15:11:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 1.9945, loss: 1.9945 +2025-06-30 03:29:14,429 - pyskl - INFO - Epoch [116][1500/3405] lr: 3.134e-03, eta: 15:10:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.9367, loss: 1.9367 +2025-06-30 03:30:00,239 - pyskl - INFO - Epoch [116][1600/3405] lr: 3.129e-03, eta: 15:09:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9931, loss_cls: 1.9791, loss: 1.9791 +2025-06-30 03:30:45,949 - pyskl - INFO - Epoch [116][1700/3405] lr: 3.124e-03, eta: 15:08:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 1.9241, loss: 1.9241 +2025-06-30 03:31:31,722 - pyskl - INFO - Epoch [116][1800/3405] lr: 3.119e-03, eta: 15:08:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 1.9902, loss: 1.9902 +2025-06-30 03:32:17,441 - pyskl - INFO - Epoch [116][1900/3405] lr: 3.114e-03, eta: 15:07:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.0300, loss: 2.0300 +2025-06-30 03:33:03,189 - pyskl - INFO - Epoch [116][2000/3405] lr: 3.109e-03, eta: 15:06:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9988, loss_cls: 1.9477, loss: 1.9477 +2025-06-30 03:33:49,074 - pyskl - INFO - Epoch [116][2100/3405] lr: 3.103e-03, eta: 15:05:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 2.0011, loss: 2.0011 +2025-06-30 03:34:34,994 - pyskl - INFO - Epoch [116][2200/3405] lr: 3.098e-03, eta: 15:05:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.0654, loss: 2.0654 +2025-06-30 03:35:20,745 - pyskl - INFO - Epoch [116][2300/3405] lr: 3.093e-03, eta: 15:04:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.9069, loss: 1.9069 +2025-06-30 03:36:06,507 - pyskl - INFO - Epoch [116][2400/3405] lr: 3.088e-03, eta: 15:03:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 1.9199, loss: 1.9199 +2025-06-30 03:36:52,119 - pyskl - INFO - Epoch [116][2500/3405] lr: 3.083e-03, eta: 15:02:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.0076, loss: 2.0076 +2025-06-30 03:37:37,799 - pyskl - INFO - Epoch [116][2600/3405] lr: 3.078e-03, eta: 15:01:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 1.9759, loss: 1.9759 +2025-06-30 03:38:23,429 - pyskl - INFO - Epoch [116][2700/3405] lr: 3.073e-03, eta: 15:01:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9975, loss_cls: 2.0324, loss: 2.0324 +2025-06-30 03:39:09,075 - pyskl - INFO - Epoch [116][2800/3405] lr: 3.068e-03, eta: 15:00:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.9518, loss: 1.9518 +2025-06-30 03:39:54,713 - pyskl - INFO - Epoch [116][2900/3405] lr: 3.063e-03, eta: 14:59:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.0051, loss: 2.0051 +2025-06-30 03:40:40,345 - pyskl - INFO - Epoch [116][3000/3405] lr: 3.058e-03, eta: 14:58:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.0569, loss: 2.0569 +2025-06-30 03:41:26,166 - pyskl - INFO - Epoch [116][3100/3405] lr: 3.053e-03, eta: 14:58:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9988, loss_cls: 2.0372, loss: 2.0372 +2025-06-30 03:42:11,876 - pyskl - INFO - Epoch [116][3200/3405] lr: 3.048e-03, eta: 14:57:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.0862, loss: 2.0862 +2025-06-30 03:42:57,628 - pyskl - INFO - Epoch [116][3300/3405] lr: 3.043e-03, eta: 14:56:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 2.0083, loss: 2.0083 +2025-06-30 03:43:43,564 - pyskl - INFO - Epoch [116][3400/3405] lr: 3.038e-03, eta: 14:55:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.9519, loss: 1.9519 +2025-06-30 03:43:46,159 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-06-30 03:47:59,770 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 03:48:00,320 - pyskl - INFO - +top1_acc 0.8544 +top5_acc 0.9724 +2025-06-30 03:48:00,342 - pyskl - INFO - Epoch(val) [116][3718] top1_acc: 0.8544, top5_acc: 0.9724 +2025-06-30 03:49:08,724 - pyskl - INFO - Epoch [117][100/3405] lr: 3.033e-03, eta: 14:55:00, time: 0.684, data_time: 0.226, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 1.8868, loss: 1.8868 +2025-06-30 03:49:54,405 - pyskl - INFO - Epoch [117][200/3405] lr: 3.028e-03, eta: 14:54:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 1.8854, loss: 1.8854 +2025-06-30 03:50:40,137 - pyskl - INFO - Epoch [117][300/3405] lr: 3.023e-03, eta: 14:53:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 1.9329, loss: 1.9329 +2025-06-30 03:51:25,758 - pyskl - INFO - Epoch [117][400/3405] lr: 3.018e-03, eta: 14:52:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.8513, loss: 1.8513 +2025-06-30 03:52:11,439 - pyskl - INFO - Epoch [117][500/3405] lr: 3.013e-03, eta: 14:51:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.8382, loss: 1.8382 +2025-06-30 03:52:57,073 - pyskl - INFO - Epoch [117][600/3405] lr: 3.008e-03, eta: 14:51:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.0028, loss: 2.0028 +2025-06-30 03:53:42,866 - pyskl - INFO - Epoch [117][700/3405] lr: 3.003e-03, eta: 14:50:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9988, loss_cls: 1.9502, loss: 1.9502 +2025-06-30 03:54:28,618 - pyskl - INFO - Epoch [117][800/3405] lr: 2.998e-03, eta: 14:49:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 1.9235, loss: 1.9235 +2025-06-30 03:55:14,269 - pyskl - INFO - Epoch [117][900/3405] lr: 2.993e-03, eta: 14:48:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 1.8939, loss: 1.8939 +2025-06-30 03:55:59,911 - pyskl - INFO - Epoch [117][1000/3405] lr: 2.988e-03, eta: 14:48:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 1.9200, loss: 1.9200 +2025-06-30 03:56:45,656 - pyskl - INFO - Epoch [117][1100/3405] lr: 2.983e-03, eta: 14:47:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 1.9772, loss: 1.9772 +2025-06-30 03:57:31,246 - pyskl - INFO - Epoch [117][1200/3405] lr: 2.978e-03, eta: 14:46:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9975, loss_cls: 1.9991, loss: 1.9991 +2025-06-30 03:58:16,921 - pyskl - INFO - Epoch [117][1300/3405] lr: 2.973e-03, eta: 14:45:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 1.9367, loss: 1.9367 +2025-06-30 03:59:02,652 - pyskl - INFO - Epoch [117][1400/3405] lr: 2.968e-03, eta: 14:44:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9981, loss_cls: 1.9995, loss: 1.9995 +2025-06-30 03:59:48,312 - pyskl - INFO - Epoch [117][1500/3405] lr: 2.963e-03, eta: 14:44:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.9161, loss: 1.9161 +2025-06-30 04:00:34,259 - pyskl - INFO - Epoch [117][1600/3405] lr: 2.958e-03, eta: 14:43:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9988, loss_cls: 1.9740, loss: 1.9740 +2025-06-30 04:01:20,678 - pyskl - INFO - Epoch [117][1700/3405] lr: 2.953e-03, eta: 14:42:34, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.9470, loss: 1.9470 +2025-06-30 04:02:06,809 - pyskl - INFO - Epoch [117][1800/3405] lr: 2.948e-03, eta: 14:41:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.8822, loss: 1.8822 +2025-06-30 04:02:52,875 - pyskl - INFO - Epoch [117][1900/3405] lr: 2.943e-03, eta: 14:41:01, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.9217, loss: 1.9217 +2025-06-30 04:03:39,114 - pyskl - INFO - Epoch [117][2000/3405] lr: 2.938e-03, eta: 14:40:15, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 1.9031, loss: 1.9031 +2025-06-30 04:04:25,292 - pyskl - INFO - Epoch [117][2100/3405] lr: 2.933e-03, eta: 14:39:28, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.9186, loss: 1.9186 +2025-06-30 04:05:11,274 - pyskl - INFO - Epoch [117][2200/3405] lr: 2.928e-03, eta: 14:38:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 1.9696, loss: 1.9696 +2025-06-30 04:05:56,935 - pyskl - INFO - Epoch [117][2300/3405] lr: 2.923e-03, eta: 14:37:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.9317, loss: 1.9317 +2025-06-30 04:06:42,746 - pyskl - INFO - Epoch [117][2400/3405] lr: 2.918e-03, eta: 14:37:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 1.8856, loss: 1.8856 +2025-06-30 04:07:28,534 - pyskl - INFO - Epoch [117][2500/3405] lr: 2.913e-03, eta: 14:36:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 1.9040, loss: 1.9040 +2025-06-30 04:08:14,246 - pyskl - INFO - Epoch [117][2600/3405] lr: 2.908e-03, eta: 14:35:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9981, loss_cls: 1.9740, loss: 1.9740 +2025-06-30 04:09:00,064 - pyskl - INFO - Epoch [117][2700/3405] lr: 2.903e-03, eta: 14:34:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 1.9985, loss: 1.9985 +2025-06-30 04:09:45,723 - pyskl - INFO - Epoch [117][2800/3405] lr: 2.898e-03, eta: 14:34:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.9068, loss: 1.9068 +2025-06-30 04:10:31,421 - pyskl - INFO - Epoch [117][2900/3405] lr: 2.893e-03, eta: 14:33:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 1.9876, loss: 1.9876 +2025-06-30 04:11:17,254 - pyskl - INFO - Epoch [117][3000/3405] lr: 2.889e-03, eta: 14:32:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.8795, loss: 1.8795 +2025-06-30 04:12:02,954 - pyskl - INFO - Epoch [117][3100/3405] lr: 2.884e-03, eta: 14:31:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 1.9686, loss: 1.9686 +2025-06-30 04:12:48,665 - pyskl - INFO - Epoch [117][3200/3405] lr: 2.879e-03, eta: 14:30:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.0295, loss: 2.0295 +2025-06-30 04:13:34,388 - pyskl - INFO - Epoch [117][3300/3405] lr: 2.874e-03, eta: 14:30:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 2.0162, loss: 2.0162 +2025-06-30 04:14:20,182 - pyskl - INFO - Epoch [117][3400/3405] lr: 2.869e-03, eta: 14:29:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.0624, loss: 2.0624 +2025-06-30 04:14:22,854 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-06-30 04:18:37,584 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 04:18:38,135 - pyskl - INFO - +top1_acc 0.8552 +top5_acc 0.9730 +2025-06-30 04:18:38,158 - pyskl - INFO - Epoch(val) [117][3718] top1_acc: 0.8552, top5_acc: 0.9730 +2025-06-30 04:19:46,894 - pyskl - INFO - Epoch [118][100/3405] lr: 2.864e-03, eta: 14:28:39, time: 0.687, data_time: 0.229, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 1.9369, loss: 1.9369 +2025-06-30 04:20:32,633 - pyskl - INFO - Epoch [118][200/3405] lr: 2.859e-03, eta: 14:27:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 1.9037, loss: 1.9037 +2025-06-30 04:21:18,588 - pyskl - INFO - Epoch [118][300/3405] lr: 2.854e-03, eta: 14:27:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.8782, loss: 1.8782 +2025-06-30 04:22:04,439 - pyskl - INFO - Epoch [118][400/3405] lr: 2.849e-03, eta: 14:26:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 1.9143, loss: 1.9143 +2025-06-30 04:22:50,357 - pyskl - INFO - Epoch [118][500/3405] lr: 2.844e-03, eta: 14:25:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 1.8617, loss: 1.8617 +2025-06-30 04:23:36,074 - pyskl - INFO - Epoch [118][600/3405] lr: 2.839e-03, eta: 14:24:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.9029, loss: 1.9029 +2025-06-30 04:24:21,786 - pyskl - INFO - Epoch [118][700/3405] lr: 2.834e-03, eta: 14:24:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.8609, loss: 1.8609 +2025-06-30 04:25:07,469 - pyskl - INFO - Epoch [118][800/3405] lr: 2.830e-03, eta: 14:23:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.9322, loss: 1.9322 +2025-06-30 04:25:53,138 - pyskl - INFO - Epoch [118][900/3405] lr: 2.825e-03, eta: 14:22:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.9354, loss: 1.9354 +2025-06-30 04:26:38,894 - pyskl - INFO - Epoch [118][1000/3405] lr: 2.820e-03, eta: 14:21:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.8881, loss: 1.8881 +2025-06-30 04:27:24,659 - pyskl - INFO - Epoch [118][1100/3405] lr: 2.815e-03, eta: 14:20:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.9003, loss: 1.9003 +2025-06-30 04:28:10,365 - pyskl - INFO - Epoch [118][1200/3405] lr: 2.810e-03, eta: 14:20:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 1.9059, loss: 1.9059 +2025-06-30 04:28:56,057 - pyskl - INFO - Epoch [118][1300/3405] lr: 2.805e-03, eta: 14:19:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.8862, loss: 1.8862 +2025-06-30 04:29:41,743 - pyskl - INFO - Epoch [118][1400/3405] lr: 2.800e-03, eta: 14:18:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.9087, loss: 1.9087 +2025-06-30 04:30:27,468 - pyskl - INFO - Epoch [118][1500/3405] lr: 2.796e-03, eta: 14:17:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.9272, loss: 1.9272 +2025-06-30 04:31:13,103 - pyskl - INFO - Epoch [118][1600/3405] lr: 2.791e-03, eta: 14:17:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.8850, loss: 1.8850 +2025-06-30 04:31:58,790 - pyskl - INFO - Epoch [118][1700/3405] lr: 2.786e-03, eta: 14:16:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.8881, loss: 1.8881 +2025-06-30 04:32:44,468 - pyskl - INFO - Epoch [118][1800/3405] lr: 2.781e-03, eta: 14:15:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 1.8552, loss: 1.8552 +2025-06-30 04:33:30,136 - pyskl - INFO - Epoch [118][1900/3405] lr: 2.776e-03, eta: 14:14:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 1.9547, loss: 1.9547 +2025-06-30 04:34:15,814 - pyskl - INFO - Epoch [118][2000/3405] lr: 2.771e-03, eta: 14:13:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 1.9418, loss: 1.9418 +2025-06-30 04:35:01,677 - pyskl - INFO - Epoch [118][2100/3405] lr: 2.767e-03, eta: 14:13:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 1.9348, loss: 1.9348 +2025-06-30 04:35:47,361 - pyskl - INFO - Epoch [118][2200/3405] lr: 2.762e-03, eta: 14:12:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 1.9423, loss: 1.9423 +2025-06-30 04:36:33,132 - pyskl - INFO - Epoch [118][2300/3405] lr: 2.757e-03, eta: 14:11:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.8248, loss: 1.8248 +2025-06-30 04:37:18,824 - pyskl - INFO - Epoch [118][2400/3405] lr: 2.752e-03, eta: 14:10:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.8076, loss: 1.8076 +2025-06-30 04:38:04,476 - pyskl - INFO - Epoch [118][2500/3405] lr: 2.747e-03, eta: 14:10:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9988, loss_cls: 1.8844, loss: 1.8844 +2025-06-30 04:38:50,110 - pyskl - INFO - Epoch [118][2600/3405] lr: 2.742e-03, eta: 14:09:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.8647, loss: 1.8647 +2025-06-30 04:39:35,747 - pyskl - INFO - Epoch [118][2700/3405] lr: 2.738e-03, eta: 14:08:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.8898, loss: 1.8898 +2025-06-30 04:40:21,434 - pyskl - INFO - Epoch [118][2800/3405] lr: 2.733e-03, eta: 14:07:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9994, loss_cls: 1.9639, loss: 1.9639 +2025-06-30 04:41:07,161 - pyskl - INFO - Epoch [118][2900/3405] lr: 2.728e-03, eta: 14:06:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.0003, loss: 2.0003 +2025-06-30 04:41:52,795 - pyskl - INFO - Epoch [118][3000/3405] lr: 2.723e-03, eta: 14:06:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.8402, loss: 1.8402 +2025-06-30 04:42:38,469 - pyskl - INFO - Epoch [118][3100/3405] lr: 2.718e-03, eta: 14:05:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 1.9877, loss: 1.9877 +2025-06-30 04:43:24,112 - pyskl - INFO - Epoch [118][3200/3405] lr: 2.714e-03, eta: 14:04:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.9089, loss: 1.9089 +2025-06-30 04:44:10,126 - pyskl - INFO - Epoch [118][3300/3405] lr: 2.709e-03, eta: 14:03:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.9298, loss: 1.9298 +2025-06-30 04:44:55,797 - pyskl - INFO - Epoch [118][3400/3405] lr: 2.704e-03, eta: 14:03:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 1.9464, loss: 1.9464 +2025-06-30 04:44:58,443 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-06-30 04:49:08,916 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 04:49:09,458 - pyskl - INFO - +top1_acc 0.8648 +top5_acc 0.9736 +2025-06-30 04:49:09,517 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_115.pth was removed +2025-06-30 04:49:10,552 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2025-06-30 04:49:10,554 - pyskl - INFO - Best top1_acc is 0.8648 at 118 epoch. +2025-06-30 04:49:10,577 - pyskl - INFO - Epoch(val) [118][3718] top1_acc: 0.8648, top5_acc: 0.9736 +2025-06-30 04:50:19,492 - pyskl - INFO - Epoch [119][100/3405] lr: 2.699e-03, eta: 14:02:18, time: 0.689, data_time: 0.231, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9994, loss_cls: 1.8738, loss: 1.8738 +2025-06-30 04:51:05,478 - pyskl - INFO - Epoch [119][200/3405] lr: 2.694e-03, eta: 14:01:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.8616, loss: 1.8616 +2025-06-30 04:51:51,452 - pyskl - INFO - Epoch [119][300/3405] lr: 2.690e-03, eta: 14:00:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.8998, loss: 1.8998 +2025-06-30 04:52:37,386 - pyskl - INFO - Epoch [119][400/3405] lr: 2.685e-03, eta: 13:59:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 1.8658, loss: 1.8658 +2025-06-30 04:53:23,221 - pyskl - INFO - Epoch [119][500/3405] lr: 2.680e-03, eta: 13:59:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 1.9062, loss: 1.9062 +2025-06-30 04:54:09,110 - pyskl - INFO - Epoch [119][600/3405] lr: 2.675e-03, eta: 13:58:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.9016, loss: 1.9016 +2025-06-30 04:54:54,940 - pyskl - INFO - Epoch [119][700/3405] lr: 2.671e-03, eta: 13:57:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.9437, loss: 1.9437 +2025-06-30 04:55:40,730 - pyskl - INFO - Epoch [119][800/3405] lr: 2.666e-03, eta: 13:56:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.8616, loss: 1.8616 +2025-06-30 04:56:26,535 - pyskl - INFO - Epoch [119][900/3405] lr: 2.661e-03, eta: 13:56:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9988, loss_cls: 1.8199, loss: 1.8199 +2025-06-30 04:57:12,462 - pyskl - INFO - Epoch [119][1000/3405] lr: 2.656e-03, eta: 13:55:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.9347, loss: 1.9347 +2025-06-30 04:57:58,417 - pyskl - INFO - Epoch [119][1100/3405] lr: 2.652e-03, eta: 13:54:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 1.8368, loss: 1.8368 +2025-06-30 04:58:44,282 - pyskl - INFO - Epoch [119][1200/3405] lr: 2.647e-03, eta: 13:53:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9994, loss_cls: 1.8314, loss: 1.8314 +2025-06-30 04:59:30,122 - pyskl - INFO - Epoch [119][1300/3405] lr: 2.642e-03, eta: 13:52:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 1.8617, loss: 1.8617 +2025-06-30 05:00:16,092 - pyskl - INFO - Epoch [119][1400/3405] lr: 2.637e-03, eta: 13:52:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 1.8450, loss: 1.8450 +2025-06-30 05:01:02,071 - pyskl - INFO - Epoch [119][1500/3405] lr: 2.633e-03, eta: 13:51:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.8988, loss: 1.8988 +2025-06-30 05:01:47,965 - pyskl - INFO - Epoch [119][1600/3405] lr: 2.628e-03, eta: 13:50:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 1.8255, loss: 1.8255 +2025-06-30 05:02:33,842 - pyskl - INFO - Epoch [119][1700/3405] lr: 2.623e-03, eta: 13:49:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 1.8765, loss: 1.8765 +2025-06-30 05:03:19,739 - pyskl - INFO - Epoch [119][1800/3405] lr: 2.619e-03, eta: 13:49:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 1.8750, loss: 1.8750 +2025-06-30 05:04:05,581 - pyskl - INFO - Epoch [119][1900/3405] lr: 2.614e-03, eta: 13:48:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.8832, loss: 1.8832 +2025-06-30 05:04:51,604 - pyskl - INFO - Epoch [119][2000/3405] lr: 2.609e-03, eta: 13:47:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.8775, loss: 1.8775 +2025-06-30 05:05:37,517 - pyskl - INFO - Epoch [119][2100/3405] lr: 2.604e-03, eta: 13:46:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 1.9471, loss: 1.9471 +2025-06-30 05:06:23,475 - pyskl - INFO - Epoch [119][2200/3405] lr: 2.600e-03, eta: 13:46:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 1.8786, loss: 1.8786 +2025-06-30 05:07:09,302 - pyskl - INFO - Epoch [119][2300/3405] lr: 2.595e-03, eta: 13:45:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.8698, loss: 1.8698 +2025-06-30 05:07:55,173 - pyskl - INFO - Epoch [119][2400/3405] lr: 2.590e-03, eta: 13:44:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.9261, loss: 1.9261 +2025-06-30 05:08:41,132 - pyskl - INFO - Epoch [119][2500/3405] lr: 2.586e-03, eta: 13:43:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.8868, loss: 1.8868 +2025-06-30 05:09:27,120 - pyskl - INFO - Epoch [119][2600/3405] lr: 2.581e-03, eta: 13:42:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.8623, loss: 1.8623 +2025-06-30 05:10:13,120 - pyskl - INFO - Epoch [119][2700/3405] lr: 2.576e-03, eta: 13:42:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 1.9292, loss: 1.9292 +2025-06-30 05:10:59,045 - pyskl - INFO - Epoch [119][2800/3405] lr: 2.572e-03, eta: 13:41:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.9376, loss: 1.9376 +2025-06-30 05:11:44,945 - pyskl - INFO - Epoch [119][2900/3405] lr: 2.567e-03, eta: 13:40:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.9102, loss: 1.9102 +2025-06-30 05:12:30,806 - pyskl - INFO - Epoch [119][3000/3405] lr: 2.562e-03, eta: 13:39:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 1.9067, loss: 1.9067 +2025-06-30 05:13:16,891 - pyskl - INFO - Epoch [119][3100/3405] lr: 2.558e-03, eta: 13:39:01, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9931, loss_cls: 1.9302, loss: 1.9302 +2025-06-30 05:14:02,856 - pyskl - INFO - Epoch [119][3200/3405] lr: 2.553e-03, eta: 13:38:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 1.8700, loss: 1.8700 +2025-06-30 05:14:48,770 - pyskl - INFO - Epoch [119][3300/3405] lr: 2.548e-03, eta: 13:37:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.8655, loss: 1.8655 +2025-06-30 05:15:34,713 - pyskl - INFO - Epoch [119][3400/3405] lr: 2.544e-03, eta: 13:36:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 1.8114, loss: 1.8114 +2025-06-30 05:15:37,374 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-06-30 05:19:49,158 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 05:19:49,703 - pyskl - INFO - +top1_acc 0.8633 +top5_acc 0.9737 +2025-06-30 05:19:49,722 - pyskl - INFO - Epoch(val) [119][3718] top1_acc: 0.8633, top5_acc: 0.9737 +2025-06-30 05:20:58,614 - pyskl - INFO - Epoch [120][100/3405] lr: 2.539e-03, eta: 13:35:58, time: 0.689, data_time: 0.229, memory: 13268, top1_acc: 0.9531, top5_acc: 1.0000, loss_cls: 1.8654, loss: 1.8654 +2025-06-30 05:21:44,634 - pyskl - INFO - Epoch [120][200/3405] lr: 2.534e-03, eta: 13:35:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 1.8963, loss: 1.8963 +2025-06-30 05:22:30,349 - pyskl - INFO - Epoch [120][300/3405] lr: 2.529e-03, eta: 13:34:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.7451, loss: 1.7451 +2025-06-30 05:23:16,018 - pyskl - INFO - Epoch [120][400/3405] lr: 2.525e-03, eta: 13:33:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 1.8174, loss: 1.8174 +2025-06-30 05:24:01,677 - pyskl - INFO - Epoch [120][500/3405] lr: 2.520e-03, eta: 13:32:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 1.8236, loss: 1.8236 +2025-06-30 05:24:47,428 - pyskl - INFO - Epoch [120][600/3405] lr: 2.516e-03, eta: 13:32:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.8312, loss: 1.8312 +2025-06-30 05:25:33,128 - pyskl - INFO - Epoch [120][700/3405] lr: 2.511e-03, eta: 13:31:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.8258, loss: 1.8258 +2025-06-30 05:26:18,873 - pyskl - INFO - Epoch [120][800/3405] lr: 2.506e-03, eta: 13:30:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.8168, loss: 1.8168 +2025-06-30 05:27:04,671 - pyskl - INFO - Epoch [120][900/3405] lr: 2.502e-03, eta: 13:29:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.7619, loss: 1.7619 +2025-06-30 05:27:50,340 - pyskl - INFO - Epoch [120][1000/3405] lr: 2.497e-03, eta: 13:28:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.8282, loss: 1.8282 +2025-06-30 05:28:36,044 - pyskl - INFO - Epoch [120][1100/3405] lr: 2.493e-03, eta: 13:28:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9994, loss_cls: 1.7993, loss: 1.7993 +2025-06-30 05:29:21,772 - pyskl - INFO - Epoch [120][1200/3405] lr: 2.488e-03, eta: 13:27:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.7723, loss: 1.7723 +2025-06-30 05:30:07,459 - pyskl - INFO - Epoch [120][1300/3405] lr: 2.483e-03, eta: 13:26:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.7685, loss: 1.7685 +2025-06-30 05:30:53,077 - pyskl - INFO - Epoch [120][1400/3405] lr: 2.479e-03, eta: 13:25:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.7779, loss: 1.7779 +2025-06-30 05:31:38,805 - pyskl - INFO - Epoch [120][1500/3405] lr: 2.474e-03, eta: 13:25:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.7855, loss: 1.7855 +2025-06-30 05:32:24,592 - pyskl - INFO - Epoch [120][1600/3405] lr: 2.470e-03, eta: 13:24:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.7408, loss: 1.7408 +2025-06-30 05:33:10,317 - pyskl - INFO - Epoch [120][1700/3405] lr: 2.465e-03, eta: 13:23:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 1.7782, loss: 1.7782 +2025-06-30 05:33:56,033 - pyskl - INFO - Epoch [120][1800/3405] lr: 2.460e-03, eta: 13:22:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.8093, loss: 1.8093 +2025-06-30 05:34:41,741 - pyskl - INFO - Epoch [120][1900/3405] lr: 2.456e-03, eta: 13:21:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.8498, loss: 1.8498 +2025-06-30 05:35:27,373 - pyskl - INFO - Epoch [120][2000/3405] lr: 2.451e-03, eta: 13:21:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.8157, loss: 1.8157 +2025-06-30 05:36:13,036 - pyskl - INFO - Epoch [120][2100/3405] lr: 2.447e-03, eta: 13:20:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 1.8217, loss: 1.8217 +2025-06-30 05:36:58,606 - pyskl - INFO - Epoch [120][2200/3405] lr: 2.442e-03, eta: 13:19:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.8971, loss: 1.8971 +2025-06-30 05:37:44,186 - pyskl - INFO - Epoch [120][2300/3405] lr: 2.438e-03, eta: 13:18:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.8291, loss: 1.8291 +2025-06-30 05:38:29,842 - pyskl - INFO - Epoch [120][2400/3405] lr: 2.433e-03, eta: 13:18:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 1.8555, loss: 1.8555 +2025-06-30 05:39:15,462 - pyskl - INFO - Epoch [120][2500/3405] lr: 2.428e-03, eta: 13:17:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.8035, loss: 1.8035 +2025-06-30 05:40:01,092 - pyskl - INFO - Epoch [120][2600/3405] lr: 2.424e-03, eta: 13:16:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.7899, loss: 1.7899 +2025-06-30 05:40:46,789 - pyskl - INFO - Epoch [120][2700/3405] lr: 2.419e-03, eta: 13:15:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.7773, loss: 1.7773 +2025-06-30 05:41:32,480 - pyskl - INFO - Epoch [120][2800/3405] lr: 2.415e-03, eta: 13:14:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.8563, loss: 1.8563 +2025-06-30 05:42:18,059 - pyskl - INFO - Epoch [120][2900/3405] lr: 2.410e-03, eta: 13:14:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.8198, loss: 1.8198 +2025-06-30 05:43:03,862 - pyskl - INFO - Epoch [120][3000/3405] lr: 2.406e-03, eta: 13:13:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.8926, loss: 1.8926 +2025-06-30 05:43:49,550 - pyskl - INFO - Epoch [120][3100/3405] lr: 2.401e-03, eta: 13:12:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.8684, loss: 1.8684 +2025-06-30 05:44:35,283 - pyskl - INFO - Epoch [120][3200/3405] lr: 2.397e-03, eta: 13:11:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 1.8252, loss: 1.8252 +2025-06-30 05:45:21,072 - pyskl - INFO - Epoch [120][3300/3405] lr: 2.392e-03, eta: 13:11:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.8863, loss: 1.8863 +2025-06-30 05:46:06,820 - pyskl - INFO - Epoch [120][3400/3405] lr: 2.388e-03, eta: 13:10:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9994, loss_cls: 1.8118, loss: 1.8118 +2025-06-30 05:46:09,484 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-06-30 06:05:45,091 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 06:05:45,643 - pyskl - INFO - +top1_acc 0.8663 +top5_acc 0.9748 +2025-06-30 06:05:45,707 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_118.pth was removed +2025-06-30 06:05:46,805 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2025-06-30 06:05:46,806 - pyskl - INFO - Best top1_acc is 0.8663 at 120 epoch. +2025-06-30 06:05:46,829 - pyskl - INFO - Epoch(val) [120][3718] top1_acc: 0.8663, top5_acc: 0.9748 +2025-06-30 06:06:55,655 - pyskl - INFO - Epoch [121][100/3405] lr: 2.383e-03, eta: 13:09:36, time: 0.688, data_time: 0.231, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.6555, loss: 1.6555 +2025-06-30 06:07:41,378 - pyskl - INFO - Epoch [121][200/3405] lr: 2.378e-03, eta: 13:08:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 1.0000, loss_cls: 1.7480, loss: 1.7480 +2025-06-30 06:08:27,129 - pyskl - INFO - Epoch [121][300/3405] lr: 2.374e-03, eta: 13:08:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 1.7479, loss: 1.7479 +2025-06-30 06:09:12,882 - pyskl - INFO - Epoch [121][400/3405] lr: 2.369e-03, eta: 13:07:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.8816, loss: 1.8816 +2025-06-30 06:09:58,617 - pyskl - INFO - Epoch [121][500/3405] lr: 2.365e-03, eta: 13:06:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 1.0000, loss_cls: 1.8152, loss: 1.8152 +2025-06-30 06:10:44,353 - pyskl - INFO - Epoch [121][600/3405] lr: 2.360e-03, eta: 13:05:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.8016, loss: 1.8016 +2025-06-30 06:11:30,077 - pyskl - INFO - Epoch [121][700/3405] lr: 2.356e-03, eta: 13:04:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.7495, loss: 1.7495 +2025-06-30 06:12:15,855 - pyskl - INFO - Epoch [121][800/3405] lr: 2.351e-03, eta: 13:04:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.7161, loss: 1.7161 +2025-06-30 06:13:01,640 - pyskl - INFO - Epoch [121][900/3405] lr: 2.347e-03, eta: 13:03:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 1.7331, loss: 1.7331 +2025-06-30 06:13:47,368 - pyskl - INFO - Epoch [121][1000/3405] lr: 2.342e-03, eta: 13:02:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.7893, loss: 1.7893 +2025-06-30 06:14:33,174 - pyskl - INFO - Epoch [121][1100/3405] lr: 2.338e-03, eta: 13:01:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.8207, loss: 1.8207 +2025-06-30 06:15:18,935 - pyskl - INFO - Epoch [121][1200/3405] lr: 2.333e-03, eta: 13:01:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.8086, loss: 1.8086 +2025-06-30 06:16:04,742 - pyskl - INFO - Epoch [121][1300/3405] lr: 2.329e-03, eta: 13:00:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.8240, loss: 1.8240 +2025-06-30 06:16:50,531 - pyskl - INFO - Epoch [121][1400/3405] lr: 2.324e-03, eta: 12:59:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 1.7889, loss: 1.7889 +2025-06-30 06:17:36,085 - pyskl - INFO - Epoch [121][1500/3405] lr: 2.320e-03, eta: 12:58:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.7941, loss: 1.7941 +2025-06-30 06:18:21,556 - pyskl - INFO - Epoch [121][1600/3405] lr: 2.316e-03, eta: 12:57:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 1.7746, loss: 1.7746 +2025-06-30 06:19:07,090 - pyskl - INFO - Epoch [121][1700/3405] lr: 2.311e-03, eta: 12:57:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.7905, loss: 1.7905 +2025-06-30 06:19:52,721 - pyskl - INFO - Epoch [121][1800/3405] lr: 2.307e-03, eta: 12:56:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9994, loss_cls: 1.9145, loss: 1.9145 +2025-06-30 06:20:38,240 - pyskl - INFO - Epoch [121][1900/3405] lr: 2.302e-03, eta: 12:55:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.7707, loss: 1.7707 +2025-06-30 06:21:23,781 - pyskl - INFO - Epoch [121][2000/3405] lr: 2.298e-03, eta: 12:54:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.8116, loss: 1.8116 +2025-06-30 06:22:09,330 - pyskl - INFO - Epoch [121][2100/3405] lr: 2.293e-03, eta: 12:54:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9950, loss_cls: 1.7731, loss: 1.7731 +2025-06-30 06:22:54,796 - pyskl - INFO - Epoch [121][2200/3405] lr: 2.289e-03, eta: 12:53:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.7739, loss: 1.7739 +2025-06-30 06:23:40,268 - pyskl - INFO - Epoch [121][2300/3405] lr: 2.284e-03, eta: 12:52:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.8145, loss: 1.8145 +2025-06-30 06:24:25,736 - pyskl - INFO - Epoch [121][2400/3405] lr: 2.280e-03, eta: 12:51:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.8085, loss: 1.8085 +2025-06-30 06:25:11,247 - pyskl - INFO - Epoch [121][2500/3405] lr: 2.276e-03, eta: 12:50:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 1.8094, loss: 1.8094 +2025-06-30 06:25:56,821 - pyskl - INFO - Epoch [121][2600/3405] lr: 2.271e-03, eta: 12:50:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.8073, loss: 1.8073 +2025-06-30 06:26:42,337 - pyskl - INFO - Epoch [121][2700/3405] lr: 2.267e-03, eta: 12:49:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.7824, loss: 1.7824 +2025-06-30 06:27:28,130 - pyskl - INFO - Epoch [121][2800/3405] lr: 2.262e-03, eta: 12:48:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.7814, loss: 1.7814 +2025-06-30 06:28:14,005 - pyskl - INFO - Epoch [121][2900/3405] lr: 2.258e-03, eta: 12:47:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.8215, loss: 1.8215 +2025-06-30 06:28:59,828 - pyskl - INFO - Epoch [121][3000/3405] lr: 2.253e-03, eta: 12:47:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.8750, loss: 1.8750 +2025-06-30 06:29:45,625 - pyskl - INFO - Epoch [121][3100/3405] lr: 2.249e-03, eta: 12:46:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 1.8227, loss: 1.8227 +2025-06-30 06:30:31,375 - pyskl - INFO - Epoch [121][3200/3405] lr: 2.245e-03, eta: 12:45:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.8396, loss: 1.8396 +2025-06-30 06:31:17,093 - pyskl - INFO - Epoch [121][3300/3405] lr: 2.240e-03, eta: 12:44:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.8229, loss: 1.8229 +2025-06-30 06:32:03,102 - pyskl - INFO - Epoch [121][3400/3405] lr: 2.236e-03, eta: 12:43:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 1.8655, loss: 1.8655 +2025-06-30 06:32:05,746 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-06-30 06:36:17,527 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 06:36:18,072 - pyskl - INFO - +top1_acc 0.8651 +top5_acc 0.9728 +2025-06-30 06:36:18,092 - pyskl - INFO - Epoch(val) [121][3718] top1_acc: 0.8651, top5_acc: 0.9728 +2025-06-30 06:37:27,053 - pyskl - INFO - Epoch [122][100/3405] lr: 2.231e-03, eta: 12:43:14, time: 0.690, data_time: 0.232, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 1.8159, loss: 1.8159 +2025-06-30 06:38:12,991 - pyskl - INFO - Epoch [122][200/3405] lr: 2.227e-03, eta: 12:42:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.7334, loss: 1.7334 +2025-06-30 06:38:58,746 - pyskl - INFO - Epoch [122][300/3405] lr: 2.223e-03, eta: 12:41:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.7369, loss: 1.7369 +2025-06-30 06:39:44,491 - pyskl - INFO - Epoch [122][400/3405] lr: 2.218e-03, eta: 12:40:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.7800, loss: 1.7800 +2025-06-30 06:40:30,334 - pyskl - INFO - Epoch [122][500/3405] lr: 2.214e-03, eta: 12:40:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 1.7605, loss: 1.7605 +2025-06-30 06:41:16,347 - pyskl - INFO - Epoch [122][600/3405] lr: 2.209e-03, eta: 12:39:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.7548, loss: 1.7548 +2025-06-30 06:42:02,182 - pyskl - INFO - Epoch [122][700/3405] lr: 2.205e-03, eta: 12:38:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.7343, loss: 1.7343 +2025-06-30 06:42:48,022 - pyskl - INFO - Epoch [122][800/3405] lr: 2.201e-03, eta: 12:37:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.7388, loss: 1.7388 +2025-06-30 06:43:34,003 - pyskl - INFO - Epoch [122][900/3405] lr: 2.196e-03, eta: 12:37:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.7839, loss: 1.7839 +2025-06-30 06:44:19,814 - pyskl - INFO - Epoch [122][1000/3405] lr: 2.192e-03, eta: 12:36:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.7382, loss: 1.7382 +2025-06-30 06:45:05,723 - pyskl - INFO - Epoch [122][1100/3405] lr: 2.188e-03, eta: 12:35:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.7313, loss: 1.7313 +2025-06-30 06:45:51,507 - pyskl - INFO - Epoch [122][1200/3405] lr: 2.183e-03, eta: 12:34:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.7792, loss: 1.7792 +2025-06-30 06:46:37,314 - pyskl - INFO - Epoch [122][1300/3405] lr: 2.179e-03, eta: 12:33:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 1.7333, loss: 1.7333 +2025-06-30 06:47:23,222 - pyskl - INFO - Epoch [122][1400/3405] lr: 2.175e-03, eta: 12:33:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 1.0000, loss_cls: 1.7505, loss: 1.7505 +2025-06-30 06:48:09,031 - pyskl - INFO - Epoch [122][1500/3405] lr: 2.170e-03, eta: 12:32:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.7528, loss: 1.7528 +2025-06-30 06:48:54,849 - pyskl - INFO - Epoch [122][1600/3405] lr: 2.166e-03, eta: 12:31:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.7225, loss: 1.7225 +2025-06-30 06:49:40,604 - pyskl - INFO - Epoch [122][1700/3405] lr: 2.162e-03, eta: 12:30:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.8242, loss: 1.8242 +2025-06-30 06:50:26,307 - pyskl - INFO - Epoch [122][1800/3405] lr: 2.157e-03, eta: 12:30:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.7716, loss: 1.7716 +2025-06-30 06:51:12,059 - pyskl - INFO - Epoch [122][1900/3405] lr: 2.153e-03, eta: 12:29:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.7816, loss: 1.7816 +2025-06-30 06:51:57,806 - pyskl - INFO - Epoch [122][2000/3405] lr: 2.149e-03, eta: 12:28:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.7301, loss: 1.7301 +2025-06-30 06:52:43,635 - pyskl - INFO - Epoch [122][2100/3405] lr: 2.144e-03, eta: 12:27:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 1.8182, loss: 1.8182 +2025-06-30 06:53:29,434 - pyskl - INFO - Epoch [122][2200/3405] lr: 2.140e-03, eta: 12:26:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.7762, loss: 1.7762 +2025-06-30 06:54:15,165 - pyskl - INFO - Epoch [122][2300/3405] lr: 2.136e-03, eta: 12:26:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 1.6946, loss: 1.6946 +2025-06-30 06:55:00,893 - pyskl - INFO - Epoch [122][2400/3405] lr: 2.131e-03, eta: 12:25:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.7642, loss: 1.7642 +2025-06-30 06:55:46,703 - pyskl - INFO - Epoch [122][2500/3405] lr: 2.127e-03, eta: 12:24:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 1.8430, loss: 1.8430 +2025-06-30 06:56:32,714 - pyskl - INFO - Epoch [122][2600/3405] lr: 2.123e-03, eta: 12:23:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 1.8886, loss: 1.8886 +2025-06-30 06:57:18,740 - pyskl - INFO - Epoch [122][2700/3405] lr: 2.119e-03, eta: 12:23:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.7441, loss: 1.7441 +2025-06-30 06:58:04,703 - pyskl - INFO - Epoch [122][2800/3405] lr: 2.114e-03, eta: 12:22:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.7360, loss: 1.7360 +2025-06-30 06:58:50,594 - pyskl - INFO - Epoch [122][2900/3405] lr: 2.110e-03, eta: 12:21:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.7692, loss: 1.7692 +2025-06-30 06:59:36,357 - pyskl - INFO - Epoch [122][3000/3405] lr: 2.106e-03, eta: 12:20:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.8123, loss: 1.8123 +2025-06-30 07:00:22,141 - pyskl - INFO - Epoch [122][3100/3405] lr: 2.102e-03, eta: 12:19:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.8389, loss: 1.8389 +2025-06-30 07:01:07,912 - pyskl - INFO - Epoch [122][3200/3405] lr: 2.097e-03, eta: 12:19:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 1.7676, loss: 1.7676 +2025-06-30 07:01:53,826 - pyskl - INFO - Epoch [122][3300/3405] lr: 2.093e-03, eta: 12:18:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.7590, loss: 1.7590 +2025-06-30 07:02:39,585 - pyskl - INFO - Epoch [122][3400/3405] lr: 2.089e-03, eta: 12:17:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.8303, loss: 1.8303 +2025-06-30 07:02:42,254 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-06-30 07:06:54,027 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 07:06:54,567 - pyskl - INFO - +top1_acc 0.8555 +top5_acc 0.9718 +2025-06-30 07:06:54,586 - pyskl - INFO - Epoch(val) [122][3718] top1_acc: 0.8555, top5_acc: 0.9718 +2025-06-30 07:08:03,422 - pyskl - INFO - Epoch [123][100/3405] lr: 2.084e-03, eta: 12:16:54, time: 0.688, data_time: 0.231, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.7267, loss: 1.7267 +2025-06-30 07:08:49,190 - pyskl - INFO - Epoch [123][200/3405] lr: 2.080e-03, eta: 12:16:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 1.0000, loss_cls: 1.6795, loss: 1.6795 +2025-06-30 07:09:34,943 - pyskl - INFO - Epoch [123][300/3405] lr: 2.076e-03, eta: 12:15:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.6572, loss: 1.6572 +2025-06-30 07:10:20,662 - pyskl - INFO - Epoch [123][400/3405] lr: 2.072e-03, eta: 12:14:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.7138, loss: 1.7138 +2025-06-30 07:11:06,398 - pyskl - INFO - Epoch [123][500/3405] lr: 2.067e-03, eta: 12:13:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 1.7012, loss: 1.7012 +2025-06-30 07:11:52,133 - pyskl - INFO - Epoch [123][600/3405] lr: 2.063e-03, eta: 12:13:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.7350, loss: 1.7350 +2025-06-30 07:12:37,866 - pyskl - INFO - Epoch [123][700/3405] lr: 2.059e-03, eta: 12:12:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.7429, loss: 1.7429 +2025-06-30 07:13:23,597 - pyskl - INFO - Epoch [123][800/3405] lr: 2.055e-03, eta: 12:11:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.6587, loss: 1.6587 +2025-06-30 07:14:09,358 - pyskl - INFO - Epoch [123][900/3405] lr: 2.050e-03, eta: 12:10:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.7341, loss: 1.7341 +2025-06-30 07:14:55,336 - pyskl - INFO - Epoch [123][1000/3405] lr: 2.046e-03, eta: 12:09:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.7187, loss: 1.7187 +2025-06-30 07:15:41,274 - pyskl - INFO - Epoch [123][1100/3405] lr: 2.042e-03, eta: 12:09:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.7502, loss: 1.7502 +2025-06-30 07:16:27,010 - pyskl - INFO - Epoch [123][1200/3405] lr: 2.038e-03, eta: 12:08:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.7132, loss: 1.7132 +2025-06-30 07:17:12,792 - pyskl - INFO - Epoch [123][1300/3405] lr: 2.034e-03, eta: 12:07:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.6859, loss: 1.6859 +2025-06-30 07:17:58,492 - pyskl - INFO - Epoch [123][1400/3405] lr: 2.029e-03, eta: 12:06:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.7747, loss: 1.7747 +2025-06-30 07:18:44,236 - pyskl - INFO - Epoch [123][1500/3405] lr: 2.025e-03, eta: 12:06:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.6948, loss: 1.6948 +2025-06-30 07:19:30,001 - pyskl - INFO - Epoch [123][1600/3405] lr: 2.021e-03, eta: 12:05:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.7289, loss: 1.7289 +2025-06-30 07:20:15,724 - pyskl - INFO - Epoch [123][1700/3405] lr: 2.017e-03, eta: 12:04:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.7792, loss: 1.7792 +2025-06-30 07:21:01,593 - pyskl - INFO - Epoch [123][1800/3405] lr: 2.013e-03, eta: 12:03:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.6922, loss: 1.6922 +2025-06-30 07:21:47,585 - pyskl - INFO - Epoch [123][1900/3405] lr: 2.008e-03, eta: 12:02:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.7033, loss: 1.7033 +2025-06-30 07:22:33,591 - pyskl - INFO - Epoch [123][2000/3405] lr: 2.004e-03, eta: 12:02:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.7686, loss: 1.7686 +2025-06-30 07:23:19,447 - pyskl - INFO - Epoch [123][2100/3405] lr: 2.000e-03, eta: 12:01:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.7088, loss: 1.7088 +2025-06-30 07:24:05,218 - pyskl - INFO - Epoch [123][2200/3405] lr: 1.996e-03, eta: 12:00:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.7390, loss: 1.7390 +2025-06-30 07:24:50,901 - pyskl - INFO - Epoch [123][2300/3405] lr: 1.992e-03, eta: 11:59:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.7039, loss: 1.7039 +2025-06-30 07:25:36,755 - pyskl - INFO - Epoch [123][2400/3405] lr: 1.988e-03, eta: 11:59:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.7735, loss: 1.7735 +2025-06-30 07:26:22,476 - pyskl - INFO - Epoch [123][2500/3405] lr: 1.983e-03, eta: 11:58:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.7445, loss: 1.7445 +2025-06-30 07:27:08,439 - pyskl - INFO - Epoch [123][2600/3405] lr: 1.979e-03, eta: 11:57:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 1.7618, loss: 1.7618 +2025-06-30 07:27:54,410 - pyskl - INFO - Epoch [123][2700/3405] lr: 1.975e-03, eta: 11:56:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.6864, loss: 1.6864 +2025-06-30 07:28:40,233 - pyskl - INFO - Epoch [123][2800/3405] lr: 1.971e-03, eta: 11:55:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 1.0000, loss_cls: 1.7397, loss: 1.7397 +2025-06-30 07:29:26,059 - pyskl - INFO - Epoch [123][2900/3405] lr: 1.967e-03, eta: 11:55:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.7455, loss: 1.7455 +2025-06-30 07:30:11,905 - pyskl - INFO - Epoch [123][3000/3405] lr: 1.963e-03, eta: 11:54:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.7596, loss: 1.7596 +2025-06-30 07:30:57,983 - pyskl - INFO - Epoch [123][3100/3405] lr: 1.959e-03, eta: 11:53:37, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 1.7330, loss: 1.7330 +2025-06-30 07:31:43,890 - pyskl - INFO - Epoch [123][3200/3405] lr: 1.954e-03, eta: 11:52:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.7758, loss: 1.7758 +2025-06-30 07:32:29,599 - pyskl - INFO - Epoch [123][3300/3405] lr: 1.950e-03, eta: 11:52:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.7609, loss: 1.7609 +2025-06-30 07:33:15,338 - pyskl - INFO - Epoch [123][3400/3405] lr: 1.946e-03, eta: 11:51:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 1.0000, loss_cls: 1.6866, loss: 1.6866 +2025-06-30 07:33:17,954 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-06-30 07:37:32,496 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 07:37:33,102 - pyskl - INFO - +top1_acc 0.8734 +top5_acc 0.9752 +2025-06-30 07:37:33,162 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_120.pth was removed +2025-06-30 07:37:34,227 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2025-06-30 07:37:34,228 - pyskl - INFO - Best top1_acc is 0.8734 at 123 epoch. +2025-06-30 07:37:34,249 - pyskl - INFO - Epoch(val) [123][3718] top1_acc: 0.8734, top5_acc: 0.9752 +2025-06-30 07:38:43,019 - pyskl - INFO - Epoch [124][100/3405] lr: 1.942e-03, eta: 11:50:33, time: 0.688, data_time: 0.231, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.7091, loss: 1.7091 +2025-06-30 07:39:28,724 - pyskl - INFO - Epoch [124][200/3405] lr: 1.938e-03, eta: 11:49:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.6429, loss: 1.6429 +2025-06-30 07:40:14,417 - pyskl - INFO - Epoch [124][300/3405] lr: 1.934e-03, eta: 11:49:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.6014, loss: 1.6014 +2025-06-30 07:41:00,202 - pyskl - INFO - Epoch [124][400/3405] lr: 1.929e-03, eta: 11:48:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.5871, loss: 1.5871 +2025-06-30 07:41:46,091 - pyskl - INFO - Epoch [124][500/3405] lr: 1.925e-03, eta: 11:47:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.6329, loss: 1.6329 +2025-06-30 07:42:31,994 - pyskl - INFO - Epoch [124][600/3405] lr: 1.921e-03, eta: 11:46:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.6464, loss: 1.6464 +2025-06-30 07:43:17,872 - pyskl - INFO - Epoch [124][700/3405] lr: 1.917e-03, eta: 11:45:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9962, loss_cls: 1.7249, loss: 1.7249 +2025-06-30 07:44:03,665 - pyskl - INFO - Epoch [124][800/3405] lr: 1.913e-03, eta: 11:45:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.6629, loss: 1.6629 +2025-06-30 07:44:49,623 - pyskl - INFO - Epoch [124][900/3405] lr: 1.909e-03, eta: 11:44:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.6860, loss: 1.6860 +2025-06-30 07:45:35,453 - pyskl - INFO - Epoch [124][1000/3405] lr: 1.905e-03, eta: 11:43:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.6456, loss: 1.6456 +2025-06-30 07:46:21,316 - pyskl - INFO - Epoch [124][1100/3405] lr: 1.901e-03, eta: 11:42:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.6749, loss: 1.6749 +2025-06-30 07:47:07,156 - pyskl - INFO - Epoch [124][1200/3405] lr: 1.897e-03, eta: 11:42:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.5965, loss: 1.5965 +2025-06-30 07:47:53,221 - pyskl - INFO - Epoch [124][1300/3405] lr: 1.893e-03, eta: 11:41:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.7323, loss: 1.7323 +2025-06-30 07:48:39,134 - pyskl - INFO - Epoch [124][1400/3405] lr: 1.889e-03, eta: 11:40:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.6925, loss: 1.6925 +2025-06-30 07:49:25,004 - pyskl - INFO - Epoch [124][1500/3405] lr: 1.885e-03, eta: 11:39:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 1.7169, loss: 1.7169 +2025-06-30 07:50:10,961 - pyskl - INFO - Epoch [124][1600/3405] lr: 1.881e-03, eta: 11:38:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.6542, loss: 1.6542 +2025-06-30 07:50:56,980 - pyskl - INFO - Epoch [124][1700/3405] lr: 1.876e-03, eta: 11:38:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.7871, loss: 1.7871 +2025-06-30 07:51:42,958 - pyskl - INFO - Epoch [124][1800/3405] lr: 1.872e-03, eta: 11:37:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.6516, loss: 1.6516 +2025-06-30 07:52:28,741 - pyskl - INFO - Epoch [124][1900/3405] lr: 1.868e-03, eta: 11:36:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.6530, loss: 1.6530 +2025-06-30 07:53:14,630 - pyskl - INFO - Epoch [124][2000/3405] lr: 1.864e-03, eta: 11:35:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.7135, loss: 1.7135 +2025-06-30 07:54:00,406 - pyskl - INFO - Epoch [124][2100/3405] lr: 1.860e-03, eta: 11:35:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 1.7211, loss: 1.7211 +2025-06-30 07:54:46,176 - pyskl - INFO - Epoch [124][2200/3405] lr: 1.856e-03, eta: 11:34:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.7148, loss: 1.7148 +2025-06-30 07:55:31,970 - pyskl - INFO - Epoch [124][2300/3405] lr: 1.852e-03, eta: 11:33:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.6491, loss: 1.6491 +2025-06-30 07:56:17,832 - pyskl - INFO - Epoch [124][2400/3405] lr: 1.848e-03, eta: 11:32:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.7761, loss: 1.7761 +2025-06-30 07:57:03,771 - pyskl - INFO - Epoch [124][2500/3405] lr: 1.844e-03, eta: 11:31:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.6829, loss: 1.6829 +2025-06-30 07:57:49,659 - pyskl - INFO - Epoch [124][2600/3405] lr: 1.840e-03, eta: 11:31:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.6807, loss: 1.6807 +2025-06-30 07:58:35,463 - pyskl - INFO - Epoch [124][2700/3405] lr: 1.836e-03, eta: 11:30:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 1.7169, loss: 1.7169 +2025-06-30 07:59:21,260 - pyskl - INFO - Epoch [124][2800/3405] lr: 1.832e-03, eta: 11:29:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.7208, loss: 1.7208 +2025-06-30 08:00:07,322 - pyskl - INFO - Epoch [124][2900/3405] lr: 1.828e-03, eta: 11:28:50, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.6776, loss: 1.6776 +2025-06-30 08:00:53,196 - pyskl - INFO - Epoch [124][3000/3405] lr: 1.824e-03, eta: 11:28:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.6141, loss: 1.6141 +2025-06-30 08:01:39,069 - pyskl - INFO - Epoch [124][3100/3405] lr: 1.820e-03, eta: 11:27:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.6676, loss: 1.6676 +2025-06-30 08:02:24,862 - pyskl - INFO - Epoch [124][3200/3405] lr: 1.816e-03, eta: 11:26:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.6178, loss: 1.6178 +2025-06-30 08:03:10,641 - pyskl - INFO - Epoch [124][3300/3405] lr: 1.812e-03, eta: 11:25:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.6618, loss: 1.6618 +2025-06-30 08:03:56,610 - pyskl - INFO - Epoch [124][3400/3405] lr: 1.808e-03, eta: 11:24:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.7358, loss: 1.7358 +2025-06-30 08:03:59,286 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-06-30 08:08:11,235 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 08:08:11,779 - pyskl - INFO - +top1_acc 0.8665 +top5_acc 0.9745 +2025-06-30 08:08:11,800 - pyskl - INFO - Epoch(val) [124][3718] top1_acc: 0.8665, top5_acc: 0.9745 +2025-06-30 08:09:20,812 - pyskl - INFO - Epoch [125][100/3405] lr: 1.804e-03, eta: 11:24:13, time: 0.690, data_time: 0.231, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.5603, loss: 1.5603 +2025-06-30 08:10:06,739 - pyskl - INFO - Epoch [125][200/3405] lr: 1.800e-03, eta: 11:23:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.6147, loss: 1.6147 +2025-06-30 08:10:52,650 - pyskl - INFO - Epoch [125][300/3405] lr: 1.796e-03, eta: 11:22:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.6257, loss: 1.6257 +2025-06-30 08:11:38,578 - pyskl - INFO - Epoch [125][400/3405] lr: 1.792e-03, eta: 11:21:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.6956, loss: 1.6956 +2025-06-30 08:12:24,598 - pyskl - INFO - Epoch [125][500/3405] lr: 1.788e-03, eta: 11:21:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.6478, loss: 1.6478 +2025-06-30 08:13:10,464 - pyskl - INFO - Epoch [125][600/3405] lr: 1.784e-03, eta: 11:20:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.6193, loss: 1.6193 +2025-06-30 08:13:56,427 - pyskl - INFO - Epoch [125][700/3405] lr: 1.780e-03, eta: 11:19:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.6597, loss: 1.6597 +2025-06-30 08:14:42,267 - pyskl - INFO - Epoch [125][800/3405] lr: 1.776e-03, eta: 11:18:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.6379, loss: 1.6379 +2025-06-30 08:15:28,124 - pyskl - INFO - Epoch [125][900/3405] lr: 1.772e-03, eta: 11:18:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.6549, loss: 1.6549 +2025-06-30 08:16:14,008 - pyskl - INFO - Epoch [125][1000/3405] lr: 1.768e-03, eta: 11:17:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 1.7116, loss: 1.7116 +2025-06-30 08:16:59,862 - pyskl - INFO - Epoch [125][1100/3405] lr: 1.764e-03, eta: 11:16:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.6199, loss: 1.6199 +2025-06-30 08:17:45,709 - pyskl - INFO - Epoch [125][1200/3405] lr: 1.760e-03, eta: 11:15:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.6593, loss: 1.6593 +2025-06-30 08:18:31,563 - pyskl - INFO - Epoch [125][1300/3405] lr: 1.757e-03, eta: 11:14:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.6759, loss: 1.6759 +2025-06-30 08:19:17,361 - pyskl - INFO - Epoch [125][1400/3405] lr: 1.753e-03, eta: 11:14:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.6385, loss: 1.6385 +2025-06-30 08:20:03,209 - pyskl - INFO - Epoch [125][1500/3405] lr: 1.749e-03, eta: 11:13:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.6418, loss: 1.6418 +2025-06-30 08:20:49,015 - pyskl - INFO - Epoch [125][1600/3405] lr: 1.745e-03, eta: 11:12:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.6290, loss: 1.6290 +2025-06-30 08:21:34,808 - pyskl - INFO - Epoch [125][1700/3405] lr: 1.741e-03, eta: 11:11:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.6609, loss: 1.6609 +2025-06-30 08:22:20,660 - pyskl - INFO - Epoch [125][1800/3405] lr: 1.737e-03, eta: 11:11:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.7255, loss: 1.7255 +2025-06-30 08:23:06,553 - pyskl - INFO - Epoch [125][1900/3405] lr: 1.733e-03, eta: 11:10:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.5996, loss: 1.5996 +2025-06-30 08:23:52,402 - pyskl - INFO - Epoch [125][2000/3405] lr: 1.729e-03, eta: 11:09:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.6945, loss: 1.6945 +2025-06-30 08:24:38,224 - pyskl - INFO - Epoch [125][2100/3405] lr: 1.725e-03, eta: 11:08:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.6846, loss: 1.6846 +2025-06-30 08:25:24,074 - pyskl - INFO - Epoch [125][2200/3405] lr: 1.721e-03, eta: 11:07:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.7230, loss: 1.7230 +2025-06-30 08:26:10,008 - pyskl - INFO - Epoch [125][2300/3405] lr: 1.717e-03, eta: 11:07:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.6677, loss: 1.6677 +2025-06-30 08:26:55,991 - pyskl - INFO - Epoch [125][2400/3405] lr: 1.714e-03, eta: 11:06:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.6514, loss: 1.6514 +2025-06-30 08:27:42,007 - pyskl - INFO - Epoch [125][2500/3405] lr: 1.710e-03, eta: 11:05:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.6664, loss: 1.6664 +2025-06-30 08:28:28,002 - pyskl - INFO - Epoch [125][2600/3405] lr: 1.706e-03, eta: 11:04:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.6532, loss: 1.6532 +2025-06-30 08:29:14,059 - pyskl - INFO - Epoch [125][2700/3405] lr: 1.702e-03, eta: 11:04:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 1.6776, loss: 1.6776 +2025-06-30 08:30:00,093 - pyskl - INFO - Epoch [125][2800/3405] lr: 1.698e-03, eta: 11:03:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.5917, loss: 1.5917 +2025-06-30 08:30:46,310 - pyskl - INFO - Epoch [125][2900/3405] lr: 1.694e-03, eta: 11:02:30, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.7149, loss: 1.7149 +2025-06-30 08:31:32,416 - pyskl - INFO - Epoch [125][3000/3405] lr: 1.690e-03, eta: 11:01:43, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.5556, loss: 1.5556 +2025-06-30 08:32:18,385 - pyskl - INFO - Epoch [125][3100/3405] lr: 1.686e-03, eta: 11:00:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.6530, loss: 1.6530 +2025-06-30 08:33:04,316 - pyskl - INFO - Epoch [125][3200/3405] lr: 1.683e-03, eta: 11:00:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.6074, loss: 1.6074 +2025-06-30 08:33:50,318 - pyskl - INFO - Epoch [125][3300/3405] lr: 1.679e-03, eta: 10:59:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.6590, loss: 1.6590 +2025-06-30 08:34:36,439 - pyskl - INFO - Epoch [125][3400/3405] lr: 1.675e-03, eta: 10:58:37, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.6511, loss: 1.6511 +2025-06-30 08:34:39,133 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-06-30 08:53:40,499 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 08:53:41,051 - pyskl - INFO - +top1_acc 0.8661 +top5_acc 0.9742 +2025-06-30 08:53:41,074 - pyskl - INFO - Epoch(val) [125][3718] top1_acc: 0.8661, top5_acc: 0.9742 +2025-06-30 08:54:50,208 - pyskl - INFO - Epoch [126][100/3405] lr: 1.671e-03, eta: 10:57:53, time: 0.691, data_time: 0.230, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.6923, loss: 1.6923 +2025-06-30 08:55:36,142 - pyskl - INFO - Epoch [126][200/3405] lr: 1.667e-03, eta: 10:57:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.6487, loss: 1.6487 +2025-06-30 08:56:21,971 - pyskl - INFO - Epoch [126][300/3405] lr: 1.663e-03, eta: 10:56:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.5548, loss: 1.5548 +2025-06-30 08:57:07,768 - pyskl - INFO - Epoch [126][400/3405] lr: 1.659e-03, eta: 10:55:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.5898, loss: 1.5898 +2025-06-30 08:57:53,507 - pyskl - INFO - Epoch [126][500/3405] lr: 1.656e-03, eta: 10:54:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5882, loss: 1.5882 +2025-06-30 08:58:39,268 - pyskl - INFO - Epoch [126][600/3405] lr: 1.652e-03, eta: 10:54:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.6161, loss: 1.6161 +2025-06-30 08:59:25,180 - pyskl - INFO - Epoch [126][700/3405] lr: 1.648e-03, eta: 10:53:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.6699, loss: 1.6699 +2025-06-30 09:00:10,870 - pyskl - INFO - Epoch [126][800/3405] lr: 1.644e-03, eta: 10:52:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6105, loss: 1.6105 +2025-06-30 09:00:56,494 - pyskl - INFO - Epoch [126][900/3405] lr: 1.640e-03, eta: 10:51:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 1.6309, loss: 1.6309 +2025-06-30 09:01:42,175 - pyskl - INFO - Epoch [126][1000/3405] lr: 1.636e-03, eta: 10:50:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.5854, loss: 1.5854 +2025-06-30 09:02:27,868 - pyskl - INFO - Epoch [126][1100/3405] lr: 1.633e-03, eta: 10:50:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.7211, loss: 1.7211 +2025-06-30 09:03:13,478 - pyskl - INFO - Epoch [126][1200/3405] lr: 1.629e-03, eta: 10:49:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.6815, loss: 1.6815 +2025-06-30 09:03:59,098 - pyskl - INFO - Epoch [126][1300/3405] lr: 1.625e-03, eta: 10:48:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.6262, loss: 1.6262 +2025-06-30 09:04:44,727 - pyskl - INFO - Epoch [126][1400/3405] lr: 1.621e-03, eta: 10:47:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.6119, loss: 1.6119 +2025-06-30 09:05:30,350 - pyskl - INFO - Epoch [126][1500/3405] lr: 1.618e-03, eta: 10:47:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.6112, loss: 1.6112 +2025-06-30 09:06:16,237 - pyskl - INFO - Epoch [126][1600/3405] lr: 1.614e-03, eta: 10:46:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.5722, loss: 1.5722 +2025-06-30 09:07:02,030 - pyskl - INFO - Epoch [126][1700/3405] lr: 1.610e-03, eta: 10:45:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.6351, loss: 1.6351 +2025-06-30 09:07:47,610 - pyskl - INFO - Epoch [126][1800/3405] lr: 1.606e-03, eta: 10:44:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.6115, loss: 1.6115 +2025-06-30 09:08:33,197 - pyskl - INFO - Epoch [126][1900/3405] lr: 1.602e-03, eta: 10:43:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.5849, loss: 1.5849 +2025-06-30 09:09:18,860 - pyskl - INFO - Epoch [126][2000/3405] lr: 1.599e-03, eta: 10:43:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.6658, loss: 1.6658 +2025-06-30 09:10:04,644 - pyskl - INFO - Epoch [126][2100/3405] lr: 1.595e-03, eta: 10:42:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.6460, loss: 1.6460 +2025-06-30 09:10:50,370 - pyskl - INFO - Epoch [126][2200/3405] lr: 1.591e-03, eta: 10:41:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6059, loss: 1.6059 +2025-06-30 09:11:36,093 - pyskl - INFO - Epoch [126][2300/3405] lr: 1.587e-03, eta: 10:40:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.5828, loss: 1.5828 +2025-06-30 09:12:21,788 - pyskl - INFO - Epoch [126][2400/3405] lr: 1.584e-03, eta: 10:40:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.6469, loss: 1.6469 +2025-06-30 09:13:07,500 - pyskl - INFO - Epoch [126][2500/3405] lr: 1.580e-03, eta: 10:39:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.6389, loss: 1.6389 +2025-06-30 09:13:53,363 - pyskl - INFO - Epoch [126][2600/3405] lr: 1.576e-03, eta: 10:38:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.5971, loss: 1.5971 +2025-06-30 09:14:39,096 - pyskl - INFO - Epoch [126][2700/3405] lr: 1.572e-03, eta: 10:37:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.6079, loss: 1.6079 +2025-06-30 09:15:24,758 - pyskl - INFO - Epoch [126][2800/3405] lr: 1.569e-03, eta: 10:36:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.5490, loss: 1.5490 +2025-06-30 09:16:10,776 - pyskl - INFO - Epoch [126][2900/3405] lr: 1.565e-03, eta: 10:36:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.6197, loss: 1.6197 +2025-06-30 09:16:57,045 - pyskl - INFO - Epoch [126][3000/3405] lr: 1.561e-03, eta: 10:35:23, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.6742, loss: 1.6742 +2025-06-30 09:17:42,871 - pyskl - INFO - Epoch [126][3100/3405] lr: 1.558e-03, eta: 10:34:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.6739, loss: 1.6739 +2025-06-30 09:18:28,710 - pyskl - INFO - Epoch [126][3200/3405] lr: 1.554e-03, eta: 10:33:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.5934, loss: 1.5934 +2025-06-30 09:19:14,530 - pyskl - INFO - Epoch [126][3300/3405] lr: 1.550e-03, eta: 10:33:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 1.6199, loss: 1.6199 +2025-06-30 09:20:00,495 - pyskl - INFO - Epoch [126][3400/3405] lr: 1.546e-03, eta: 10:32:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6080, loss: 1.6080 +2025-06-30 09:20:03,154 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-06-30 09:24:14,968 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 09:24:15,514 - pyskl - INFO - +top1_acc 0.8777 +top5_acc 0.9757 +2025-06-30 09:24:15,579 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_123.pth was removed +2025-06-30 09:24:16,658 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-06-30 09:24:16,659 - pyskl - INFO - Best top1_acc is 0.8777 at 126 epoch. +2025-06-30 09:24:16,682 - pyskl - INFO - Epoch(val) [126][3718] top1_acc: 0.8777, top5_acc: 0.9757 +2025-06-30 09:25:25,527 - pyskl - INFO - Epoch [127][100/3405] lr: 1.543e-03, eta: 10:31:32, time: 0.688, data_time: 0.232, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5323, loss: 1.5323 +2025-06-30 09:26:11,224 - pyskl - INFO - Epoch [127][200/3405] lr: 1.539e-03, eta: 10:30:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.6133, loss: 1.6133 +2025-06-30 09:26:56,972 - pyskl - INFO - Epoch [127][300/3405] lr: 1.535e-03, eta: 10:29:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4939, loss: 1.4939 +2025-06-30 09:27:42,762 - pyskl - INFO - Epoch [127][400/3405] lr: 1.531e-03, eta: 10:29:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.6022, loss: 1.6022 +2025-06-30 09:28:28,433 - pyskl - INFO - Epoch [127][500/3405] lr: 1.528e-03, eta: 10:28:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5238, loss: 1.5238 +2025-06-30 09:29:14,090 - pyskl - INFO - Epoch [127][600/3405] lr: 1.524e-03, eta: 10:27:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.6176, loss: 1.6176 +2025-06-30 09:29:59,721 - pyskl - INFO - Epoch [127][700/3405] lr: 1.520e-03, eta: 10:26:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.5604, loss: 1.5604 +2025-06-30 09:30:45,387 - pyskl - INFO - Epoch [127][800/3405] lr: 1.517e-03, eta: 10:26:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5744, loss: 1.5744 +2025-06-30 09:31:31,118 - pyskl - INFO - Epoch [127][900/3405] lr: 1.513e-03, eta: 10:25:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5687, loss: 1.5687 +2025-06-30 09:32:16,870 - pyskl - INFO - Epoch [127][1000/3405] lr: 1.509e-03, eta: 10:24:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.5754, loss: 1.5754 +2025-06-30 09:33:02,658 - pyskl - INFO - Epoch [127][1100/3405] lr: 1.506e-03, eta: 10:23:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.4952, loss: 1.4952 +2025-06-30 09:33:48,451 - pyskl - INFO - Epoch [127][1200/3405] lr: 1.502e-03, eta: 10:22:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5476, loss: 1.5476 +2025-06-30 09:34:34,212 - pyskl - INFO - Epoch [127][1300/3405] lr: 1.498e-03, eta: 10:22:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.6020, loss: 1.6020 +2025-06-30 09:35:19,900 - pyskl - INFO - Epoch [127][1400/3405] lr: 1.495e-03, eta: 10:21:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.5277, loss: 1.5277 +2025-06-30 09:36:05,709 - pyskl - INFO - Epoch [127][1500/3405] lr: 1.491e-03, eta: 10:20:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.6361, loss: 1.6361 +2025-06-30 09:36:51,438 - pyskl - INFO - Epoch [127][1600/3405] lr: 1.487e-03, eta: 10:19:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.6328, loss: 1.6328 +2025-06-30 09:37:37,211 - pyskl - INFO - Epoch [127][1700/3405] lr: 1.484e-03, eta: 10:19:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.5987, loss: 1.5987 +2025-06-30 09:38:22,951 - pyskl - INFO - Epoch [127][1800/3405] lr: 1.480e-03, eta: 10:18:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.6488, loss: 1.6488 +2025-06-30 09:39:08,714 - pyskl - INFO - Epoch [127][1900/3405] lr: 1.477e-03, eta: 10:17:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.5899, loss: 1.5899 +2025-06-30 09:39:54,760 - pyskl - INFO - Epoch [127][2000/3405] lr: 1.473e-03, eta: 10:16:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5818, loss: 1.5818 +2025-06-30 09:40:40,691 - pyskl - INFO - Epoch [127][2100/3405] lr: 1.469e-03, eta: 10:16:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.5845, loss: 1.5845 +2025-06-30 09:41:26,667 - pyskl - INFO - Epoch [127][2200/3405] lr: 1.466e-03, eta: 10:15:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.6380, loss: 1.6380 +2025-06-30 09:42:12,699 - pyskl - INFO - Epoch [127][2300/3405] lr: 1.462e-03, eta: 10:14:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.5766, loss: 1.5766 +2025-06-30 09:42:58,521 - pyskl - INFO - Epoch [127][2400/3405] lr: 1.459e-03, eta: 10:13:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.6280, loss: 1.6280 +2025-06-30 09:43:44,397 - pyskl - INFO - Epoch [127][2500/3405] lr: 1.455e-03, eta: 10:12:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.5820, loss: 1.5820 +2025-06-30 09:44:30,325 - pyskl - INFO - Epoch [127][2600/3405] lr: 1.451e-03, eta: 10:12:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.5954, loss: 1.5954 +2025-06-30 09:45:16,158 - pyskl - INFO - Epoch [127][2700/3405] lr: 1.448e-03, eta: 10:11:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.6186, loss: 1.6186 +2025-06-30 09:46:02,045 - pyskl - INFO - Epoch [127][2800/3405] lr: 1.444e-03, eta: 10:10:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.6255, loss: 1.6255 +2025-06-30 09:46:47,959 - pyskl - INFO - Epoch [127][2900/3405] lr: 1.441e-03, eta: 10:09:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.5946, loss: 1.5946 +2025-06-30 09:47:33,431 - pyskl - INFO - Epoch [127][3000/3405] lr: 1.437e-03, eta: 10:09:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.5562, loss: 1.5562 +2025-06-30 09:48:19,004 - pyskl - INFO - Epoch [127][3100/3405] lr: 1.433e-03, eta: 10:08:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.5478, loss: 1.5478 +2025-06-30 09:49:04,656 - pyskl - INFO - Epoch [127][3200/3405] lr: 1.430e-03, eta: 10:07:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5650, loss: 1.5650 +2025-06-30 09:49:50,310 - pyskl - INFO - Epoch [127][3300/3405] lr: 1.426e-03, eta: 10:06:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.5543, loss: 1.5543 +2025-06-30 09:50:35,968 - pyskl - INFO - Epoch [127][3400/3405] lr: 1.423e-03, eta: 10:05:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.5382, loss: 1.5382 +2025-06-30 09:50:38,631 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-06-30 09:54:53,250 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 09:54:53,799 - pyskl - INFO - +top1_acc 0.8779 +top5_acc 0.9758 +2025-06-30 09:54:53,859 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_126.pth was removed +2025-06-30 09:54:54,963 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-06-30 09:54:54,964 - pyskl - INFO - Best top1_acc is 0.8779 at 127 epoch. +2025-06-30 09:54:54,987 - pyskl - INFO - Epoch(val) [127][3718] top1_acc: 0.8779, top5_acc: 0.9758 +2025-06-30 09:56:03,806 - pyskl - INFO - Epoch [128][100/3405] lr: 1.419e-03, eta: 10:05:10, time: 0.688, data_time: 0.232, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5227, loss: 1.5227 +2025-06-30 09:56:49,472 - pyskl - INFO - Epoch [128][200/3405] lr: 1.415e-03, eta: 10:04:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5450, loss: 1.5450 +2025-06-30 09:57:35,112 - pyskl - INFO - Epoch [128][300/3405] lr: 1.412e-03, eta: 10:03:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4920, loss: 1.4920 +2025-06-30 09:58:20,772 - pyskl - INFO - Epoch [128][400/3405] lr: 1.408e-03, eta: 10:02:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.4922, loss: 1.4922 +2025-06-30 09:59:06,443 - pyskl - INFO - Epoch [128][500/3405] lr: 1.405e-03, eta: 10:02:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5474, loss: 1.5474 +2025-06-30 09:59:52,149 - pyskl - INFO - Epoch [128][600/3405] lr: 1.401e-03, eta: 10:01:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5239, loss: 1.5239 +2025-06-30 10:00:37,792 - pyskl - INFO - Epoch [128][700/3405] lr: 1.398e-03, eta: 10:00:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.5734, loss: 1.5734 +2025-06-30 10:01:23,553 - pyskl - INFO - Epoch [128][800/3405] lr: 1.394e-03, eta: 9:59:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.5019, loss: 1.5019 +2025-06-30 10:02:09,361 - pyskl - INFO - Epoch [128][900/3405] lr: 1.391e-03, eta: 9:58:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5491, loss: 1.5491 +2025-06-30 10:02:55,177 - pyskl - INFO - Epoch [128][1000/3405] lr: 1.387e-03, eta: 9:58:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4606, loss: 1.4606 +2025-06-30 10:03:40,938 - pyskl - INFO - Epoch [128][1100/3405] lr: 1.384e-03, eta: 9:57:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4945, loss: 1.4945 +2025-06-30 10:04:26,682 - pyskl - INFO - Epoch [128][1200/3405] lr: 1.380e-03, eta: 9:56:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.6190, loss: 1.6190 +2025-06-30 10:05:12,409 - pyskl - INFO - Epoch [128][1300/3405] lr: 1.377e-03, eta: 9:55:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.5851, loss: 1.5851 +2025-06-30 10:05:58,126 - pyskl - INFO - Epoch [128][1400/3405] lr: 1.373e-03, eta: 9:55:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5317, loss: 1.5317 +2025-06-30 10:06:43,782 - pyskl - INFO - Epoch [128][1500/3405] lr: 1.370e-03, eta: 9:54:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.5209, loss: 1.5209 +2025-06-30 10:07:29,479 - pyskl - INFO - Epoch [128][1600/3405] lr: 1.366e-03, eta: 9:53:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5321, loss: 1.5321 +2025-06-30 10:08:15,217 - pyskl - INFO - Epoch [128][1700/3405] lr: 1.363e-03, eta: 9:52:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.6048, loss: 1.6048 +2025-06-30 10:09:00,980 - pyskl - INFO - Epoch [128][1800/3405] lr: 1.359e-03, eta: 9:51:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.5740, loss: 1.5740 +2025-06-30 10:09:46,757 - pyskl - INFO - Epoch [128][1900/3405] lr: 1.356e-03, eta: 9:51:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.5749, loss: 1.5749 +2025-06-30 10:10:32,587 - pyskl - INFO - Epoch [128][2000/3405] lr: 1.352e-03, eta: 9:50:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.5571, loss: 1.5571 +2025-06-30 10:11:18,278 - pyskl - INFO - Epoch [128][2100/3405] lr: 1.349e-03, eta: 9:49:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5543, loss: 1.5543 +2025-06-30 10:12:04,086 - pyskl - INFO - Epoch [128][2200/3405] lr: 1.345e-03, eta: 9:48:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.5951, loss: 1.5951 +2025-06-30 10:12:49,867 - pyskl - INFO - Epoch [128][2300/3405] lr: 1.342e-03, eta: 9:48:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5858, loss: 1.5858 +2025-06-30 10:13:35,544 - pyskl - INFO - Epoch [128][2400/3405] lr: 1.338e-03, eta: 9:47:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.5357, loss: 1.5357 +2025-06-30 10:14:21,189 - pyskl - INFO - Epoch [128][2500/3405] lr: 1.335e-03, eta: 9:46:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.5564, loss: 1.5564 +2025-06-30 10:15:06,886 - pyskl - INFO - Epoch [128][2600/3405] lr: 1.331e-03, eta: 9:45:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.5857, loss: 1.5857 +2025-06-30 10:15:52,500 - pyskl - INFO - Epoch [128][2700/3405] lr: 1.328e-03, eta: 9:45:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5569, loss: 1.5569 +2025-06-30 10:16:38,199 - pyskl - INFO - Epoch [128][2800/3405] lr: 1.324e-03, eta: 9:44:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.6121, loss: 1.6121 +2025-06-30 10:17:23,855 - pyskl - INFO - Epoch [128][2900/3405] lr: 1.321e-03, eta: 9:43:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.5817, loss: 1.5817 +2025-06-30 10:18:09,413 - pyskl - INFO - Epoch [128][3000/3405] lr: 1.318e-03, eta: 9:42:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5643, loss: 1.5643 +2025-06-30 10:18:55,094 - pyskl - INFO - Epoch [128][3100/3405] lr: 1.314e-03, eta: 9:41:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5302, loss: 1.5302 +2025-06-30 10:19:40,738 - pyskl - INFO - Epoch [128][3200/3405] lr: 1.311e-03, eta: 9:41:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.5434, loss: 1.5434 +2025-06-30 10:20:26,452 - pyskl - INFO - Epoch [128][3300/3405] lr: 1.307e-03, eta: 9:40:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.6199, loss: 1.6199 +2025-06-30 10:21:12,301 - pyskl - INFO - Epoch [128][3400/3405] lr: 1.304e-03, eta: 9:39:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5020, loss: 1.5020 +2025-06-30 10:21:14,909 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-06-30 10:25:29,352 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 10:25:29,887 - pyskl - INFO - +top1_acc 0.8742 +top5_acc 0.9759 +2025-06-30 10:25:29,907 - pyskl - INFO - Epoch(val) [128][3718] top1_acc: 0.8742, top5_acc: 0.9759 +2025-06-30 10:26:38,140 - pyskl - INFO - Epoch [129][100/3405] lr: 1.300e-03, eta: 9:38:49, time: 0.682, data_time: 0.227, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.5544, loss: 1.5544 +2025-06-30 10:27:23,714 - pyskl - INFO - Epoch [129][200/3405] lr: 1.297e-03, eta: 9:38:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4887, loss: 1.4887 +2025-06-30 10:28:09,344 - pyskl - INFO - Epoch [129][300/3405] lr: 1.293e-03, eta: 9:37:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.5531, loss: 1.5531 +2025-06-30 10:28:54,932 - pyskl - INFO - Epoch [129][400/3405] lr: 1.290e-03, eta: 9:36:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5991, loss: 1.5991 +2025-06-30 10:29:40,561 - pyskl - INFO - Epoch [129][500/3405] lr: 1.287e-03, eta: 9:35:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4938, loss: 1.4938 +2025-06-30 10:30:26,166 - pyskl - INFO - Epoch [129][600/3405] lr: 1.283e-03, eta: 9:34:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5269, loss: 1.5269 +2025-06-30 10:31:11,806 - pyskl - INFO - Epoch [129][700/3405] lr: 1.280e-03, eta: 9:34:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4564, loss: 1.4564 +2025-06-30 10:31:57,767 - pyskl - INFO - Epoch [129][800/3405] lr: 1.276e-03, eta: 9:33:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.5248, loss: 1.5248 +2025-06-30 10:32:43,569 - pyskl - INFO - Epoch [129][900/3405] lr: 1.273e-03, eta: 9:32:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4730, loss: 1.4730 +2025-06-30 10:33:29,287 - pyskl - INFO - Epoch [129][1000/3405] lr: 1.270e-03, eta: 9:31:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.5359, loss: 1.5359 +2025-06-30 10:34:14,914 - pyskl - INFO - Epoch [129][1100/3405] lr: 1.266e-03, eta: 9:31:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5635, loss: 1.5635 +2025-06-30 10:35:00,548 - pyskl - INFO - Epoch [129][1200/3405] lr: 1.263e-03, eta: 9:30:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4906, loss: 1.4906 +2025-06-30 10:35:46,210 - pyskl - INFO - Epoch [129][1300/3405] lr: 1.260e-03, eta: 9:29:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5093, loss: 1.5093 +2025-06-30 10:36:31,906 - pyskl - INFO - Epoch [129][1400/3405] lr: 1.256e-03, eta: 9:28:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4661, loss: 1.4661 +2025-06-30 10:37:17,575 - pyskl - INFO - Epoch [129][1500/3405] lr: 1.253e-03, eta: 9:27:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4614, loss: 1.4614 +2025-06-30 10:38:03,274 - pyskl - INFO - Epoch [129][1600/3405] lr: 1.249e-03, eta: 9:27:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.5446, loss: 1.5446 +2025-06-30 10:38:49,073 - pyskl - INFO - Epoch [129][1700/3405] lr: 1.246e-03, eta: 9:26:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5686, loss: 1.5686 +2025-06-30 10:39:34,850 - pyskl - INFO - Epoch [129][1800/3405] lr: 1.243e-03, eta: 9:25:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.5029, loss: 1.5029 +2025-06-30 10:40:20,565 - pyskl - INFO - Epoch [129][1900/3405] lr: 1.239e-03, eta: 9:24:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5264, loss: 1.5264 +2025-06-30 10:41:06,266 - pyskl - INFO - Epoch [129][2000/3405] lr: 1.236e-03, eta: 9:24:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4798, loss: 1.4798 +2025-06-30 10:41:52,045 - pyskl - INFO - Epoch [129][2100/3405] lr: 1.233e-03, eta: 9:23:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.4726, loss: 1.4726 +2025-06-30 10:42:37,842 - pyskl - INFO - Epoch [129][2200/3405] lr: 1.229e-03, eta: 9:22:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.5701, loss: 1.5701 +2025-06-30 10:43:23,563 - pyskl - INFO - Epoch [129][2300/3405] lr: 1.226e-03, eta: 9:21:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.5333, loss: 1.5333 +2025-06-30 10:44:09,251 - pyskl - INFO - Epoch [129][2400/3405] lr: 1.223e-03, eta: 9:20:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.5574, loss: 1.5574 +2025-06-30 10:44:55,235 - pyskl - INFO - Epoch [129][2500/3405] lr: 1.219e-03, eta: 9:20:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.5212, loss: 1.5212 +2025-06-30 10:45:40,992 - pyskl - INFO - Epoch [129][2600/3405] lr: 1.216e-03, eta: 9:19:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.5328, loss: 1.5328 +2025-06-30 10:46:26,778 - pyskl - INFO - Epoch [129][2700/3405] lr: 1.213e-03, eta: 9:18:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.6168, loss: 1.6168 +2025-06-30 10:47:12,591 - pyskl - INFO - Epoch [129][2800/3405] lr: 1.210e-03, eta: 9:17:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.5781, loss: 1.5781 +2025-06-30 10:47:58,206 - pyskl - INFO - Epoch [129][2900/3405] lr: 1.206e-03, eta: 9:17:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.5169, loss: 1.5169 +2025-06-30 10:48:43,848 - pyskl - INFO - Epoch [129][3000/3405] lr: 1.203e-03, eta: 9:16:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4723, loss: 1.4723 +2025-06-30 10:49:29,482 - pyskl - INFO - Epoch [129][3100/3405] lr: 1.200e-03, eta: 9:15:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4754, loss: 1.4754 +2025-06-30 10:50:15,153 - pyskl - INFO - Epoch [129][3200/3405] lr: 1.196e-03, eta: 9:14:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.5089, loss: 1.5089 +2025-06-30 10:51:00,841 - pyskl - INFO - Epoch [129][3300/3405] lr: 1.193e-03, eta: 9:14:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.5165, loss: 1.5165 +2025-06-30 10:51:46,538 - pyskl - INFO - Epoch [129][3400/3405] lr: 1.190e-03, eta: 9:13:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4972, loss: 1.4972 +2025-06-30 10:51:49,185 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-06-30 10:56:01,106 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 10:56:01,651 - pyskl - INFO - +top1_acc 0.8775 +top5_acc 0.9752 +2025-06-30 10:56:01,670 - pyskl - INFO - Epoch(val) [129][3718] top1_acc: 0.8775, top5_acc: 0.9752 +2025-06-30 10:57:10,334 - pyskl - INFO - Epoch [130][100/3405] lr: 1.186e-03, eta: 9:12:28, time: 0.687, data_time: 0.230, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5037, loss: 1.5037 +2025-06-30 10:57:56,209 - pyskl - INFO - Epoch [130][200/3405] lr: 1.183e-03, eta: 9:11:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5142, loss: 1.5142 +2025-06-30 10:58:41,976 - pyskl - INFO - Epoch [130][300/3405] lr: 1.180e-03, eta: 9:10:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.5593, loss: 1.5593 +2025-06-30 10:59:27,707 - pyskl - INFO - Epoch [130][400/3405] lr: 1.177e-03, eta: 9:10:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4731, loss: 1.4731 +2025-06-30 11:00:13,465 - pyskl - INFO - Epoch [130][500/3405] lr: 1.173e-03, eta: 9:09:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.5063, loss: 1.5063 +2025-06-30 11:00:59,205 - pyskl - INFO - Epoch [130][600/3405] lr: 1.170e-03, eta: 9:08:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4822, loss: 1.4822 +2025-06-30 11:01:44,978 - pyskl - INFO - Epoch [130][700/3405] lr: 1.167e-03, eta: 9:07:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4479, loss: 1.4479 +2025-06-30 11:02:30,673 - pyskl - INFO - Epoch [130][800/3405] lr: 1.164e-03, eta: 9:07:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4886, loss: 1.4886 +2025-06-30 11:03:16,449 - pyskl - INFO - Epoch [130][900/3405] lr: 1.160e-03, eta: 9:06:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4207, loss: 1.4207 +2025-06-30 11:04:02,167 - pyskl - INFO - Epoch [130][1000/3405] lr: 1.157e-03, eta: 9:05:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.4380, loss: 1.4380 +2025-06-30 11:04:47,937 - pyskl - INFO - Epoch [130][1100/3405] lr: 1.154e-03, eta: 9:04:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4418, loss: 1.4418 +2025-06-30 11:05:33,714 - pyskl - INFO - Epoch [130][1200/3405] lr: 1.151e-03, eta: 9:03:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4615, loss: 1.4615 +2025-06-30 11:06:19,509 - pyskl - INFO - Epoch [130][1300/3405] lr: 1.147e-03, eta: 9:03:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4825, loss: 1.4825 +2025-06-30 11:07:05,297 - pyskl - INFO - Epoch [130][1400/3405] lr: 1.144e-03, eta: 9:02:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3887, loss: 1.3887 +2025-06-30 11:07:51,192 - pyskl - INFO - Epoch [130][1500/3405] lr: 1.141e-03, eta: 9:01:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.4501, loss: 1.4501 +2025-06-30 11:08:36,947 - pyskl - INFO - Epoch [130][1600/3405] lr: 1.138e-03, eta: 9:00:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4954, loss: 1.4954 +2025-06-30 11:09:22,701 - pyskl - INFO - Epoch [130][1700/3405] lr: 1.135e-03, eta: 9:00:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5033, loss: 1.5033 +2025-06-30 11:10:08,565 - pyskl - INFO - Epoch [130][1800/3405] lr: 1.131e-03, eta: 8:59:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4824, loss: 1.4824 +2025-06-30 11:10:54,312 - pyskl - INFO - Epoch [130][1900/3405] lr: 1.128e-03, eta: 8:58:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4611, loss: 1.4611 +2025-06-30 11:11:40,268 - pyskl - INFO - Epoch [130][2000/3405] lr: 1.125e-03, eta: 8:57:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4734, loss: 1.4734 +2025-06-30 11:12:26,014 - pyskl - INFO - Epoch [130][2100/3405] lr: 1.122e-03, eta: 8:56:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4927, loss: 1.4927 +2025-06-30 11:13:11,944 - pyskl - INFO - Epoch [130][2200/3405] lr: 1.119e-03, eta: 8:56:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4734, loss: 1.4734 +2025-06-30 11:13:57,969 - pyskl - INFO - Epoch [130][2300/3405] lr: 1.116e-03, eta: 8:55:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4965, loss: 1.4965 +2025-06-30 11:14:43,648 - pyskl - INFO - Epoch [130][2400/3405] lr: 1.112e-03, eta: 8:54:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4124, loss: 1.4124 +2025-06-30 11:15:29,360 - pyskl - INFO - Epoch [130][2500/3405] lr: 1.109e-03, eta: 8:53:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4443, loss: 1.4443 +2025-06-30 11:16:14,892 - pyskl - INFO - Epoch [130][2600/3405] lr: 1.106e-03, eta: 8:53:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.5102, loss: 1.5102 +2025-06-30 11:17:00,614 - pyskl - INFO - Epoch [130][2700/3405] lr: 1.103e-03, eta: 8:52:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.5195, loss: 1.5195 +2025-06-30 11:17:46,276 - pyskl - INFO - Epoch [130][2800/3405] lr: 1.100e-03, eta: 8:51:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.5187, loss: 1.5187 +2025-06-30 11:18:31,988 - pyskl - INFO - Epoch [130][2900/3405] lr: 1.097e-03, eta: 8:50:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.4831, loss: 1.4831 +2025-06-30 11:19:17,677 - pyskl - INFO - Epoch [130][3000/3405] lr: 1.093e-03, eta: 8:49:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4609, loss: 1.4609 +2025-06-30 11:20:03,362 - pyskl - INFO - Epoch [130][3100/3405] lr: 1.090e-03, eta: 8:49:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4902, loss: 1.4902 +2025-06-30 11:20:49,101 - pyskl - INFO - Epoch [130][3200/3405] lr: 1.087e-03, eta: 8:48:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.4293, loss: 1.4293 +2025-06-30 11:21:34,844 - pyskl - INFO - Epoch [130][3300/3405] lr: 1.084e-03, eta: 8:47:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4655, loss: 1.4655 +2025-06-30 11:22:20,484 - pyskl - INFO - Epoch [130][3400/3405] lr: 1.081e-03, eta: 8:46:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4704, loss: 1.4704 +2025-06-30 11:22:23,163 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-06-30 11:41:36,974 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 11:41:37,506 - pyskl - INFO - +top1_acc 0.8793 +top5_acc 0.9760 +2025-06-30 11:41:37,562 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_127.pth was removed +2025-06-30 11:41:38,571 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2025-06-30 11:41:38,573 - pyskl - INFO - Best top1_acc is 0.8793 at 130 epoch. +2025-06-30 11:41:38,592 - pyskl - INFO - Epoch(val) [130][3718] top1_acc: 0.8793, top5_acc: 0.9760 +2025-06-30 11:42:47,071 - pyskl - INFO - Epoch [131][100/3405] lr: 1.078e-03, eta: 8:46:07, time: 0.685, data_time: 0.228, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4162, loss: 1.4162 +2025-06-30 11:43:32,672 - pyskl - INFO - Epoch [131][200/3405] lr: 1.074e-03, eta: 8:45:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4785, loss: 1.4785 +2025-06-30 11:44:18,275 - pyskl - INFO - Epoch [131][300/3405] lr: 1.071e-03, eta: 8:44:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.4764, loss: 1.4764 +2025-06-30 11:45:03,919 - pyskl - INFO - Epoch [131][400/3405] lr: 1.068e-03, eta: 8:43:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4537, loss: 1.4537 +2025-06-30 11:45:49,588 - pyskl - INFO - Epoch [131][500/3405] lr: 1.065e-03, eta: 8:43:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4225, loss: 1.4225 +2025-06-30 11:46:35,192 - pyskl - INFO - Epoch [131][600/3405] lr: 1.062e-03, eta: 8:42:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4880, loss: 1.4880 +2025-06-30 11:47:20,695 - pyskl - INFO - Epoch [131][700/3405] lr: 1.059e-03, eta: 8:41:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4390, loss: 1.4390 +2025-06-30 11:48:06,167 - pyskl - INFO - Epoch [131][800/3405] lr: 1.056e-03, eta: 8:40:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4169, loss: 1.4169 +2025-06-30 11:48:51,675 - pyskl - INFO - Epoch [131][900/3405] lr: 1.053e-03, eta: 8:39:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4906, loss: 1.4906 +2025-06-30 11:49:37,117 - pyskl - INFO - Epoch [131][1000/3405] lr: 1.050e-03, eta: 8:39:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4320, loss: 1.4320 +2025-06-30 11:50:22,611 - pyskl - INFO - Epoch [131][1100/3405] lr: 1.047e-03, eta: 8:38:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4545, loss: 1.4545 +2025-06-30 11:51:08,131 - pyskl - INFO - Epoch [131][1200/3405] lr: 1.043e-03, eta: 8:37:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4033, loss: 1.4033 +2025-06-30 11:51:53,597 - pyskl - INFO - Epoch [131][1300/3405] lr: 1.040e-03, eta: 8:36:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4227, loss: 1.4227 +2025-06-30 11:52:39,105 - pyskl - INFO - Epoch [131][1400/3405] lr: 1.037e-03, eta: 8:36:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.5219, loss: 1.5219 +2025-06-30 11:53:24,705 - pyskl - INFO - Epoch [131][1500/3405] lr: 1.034e-03, eta: 8:35:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4586, loss: 1.4586 +2025-06-30 11:54:10,202 - pyskl - INFO - Epoch [131][1600/3405] lr: 1.031e-03, eta: 8:34:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4843, loss: 1.4843 +2025-06-30 11:54:55,768 - pyskl - INFO - Epoch [131][1700/3405] lr: 1.028e-03, eta: 8:33:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4215, loss: 1.4215 +2025-06-30 11:55:41,360 - pyskl - INFO - Epoch [131][1800/3405] lr: 1.025e-03, eta: 8:32:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4704, loss: 1.4704 +2025-06-30 11:56:26,930 - pyskl - INFO - Epoch [131][1900/3405] lr: 1.022e-03, eta: 8:32:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3959, loss: 1.3959 +2025-06-30 11:57:12,948 - pyskl - INFO - Epoch [131][2000/3405] lr: 1.019e-03, eta: 8:31:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4296, loss: 1.4296 +2025-06-30 11:57:58,507 - pyskl - INFO - Epoch [131][2100/3405] lr: 1.016e-03, eta: 8:30:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4220, loss: 1.4220 +2025-06-30 11:58:44,256 - pyskl - INFO - Epoch [131][2200/3405] lr: 1.013e-03, eta: 8:29:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4244, loss: 1.4244 +2025-06-30 11:59:30,057 - pyskl - INFO - Epoch [131][2300/3405] lr: 1.010e-03, eta: 8:29:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4137, loss: 1.4137 +2025-06-30 12:00:15,914 - pyskl - INFO - Epoch [131][2400/3405] lr: 1.007e-03, eta: 8:28:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4435, loss: 1.4435 +2025-06-30 12:01:01,870 - pyskl - INFO - Epoch [131][2500/3405] lr: 1.004e-03, eta: 8:27:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4065, loss: 1.4065 +2025-06-30 12:01:47,625 - pyskl - INFO - Epoch [131][2600/3405] lr: 1.001e-03, eta: 8:26:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4701, loss: 1.4701 +2025-06-30 12:02:33,399 - pyskl - INFO - Epoch [131][2700/3405] lr: 9.979e-04, eta: 8:25:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4059, loss: 1.4059 +2025-06-30 12:03:19,113 - pyskl - INFO - Epoch [131][2800/3405] lr: 9.948e-04, eta: 8:25:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4948, loss: 1.4948 +2025-06-30 12:04:04,817 - pyskl - INFO - Epoch [131][2900/3405] lr: 9.918e-04, eta: 8:24:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4255, loss: 1.4255 +2025-06-30 12:04:50,617 - pyskl - INFO - Epoch [131][3000/3405] lr: 9.888e-04, eta: 8:23:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4366, loss: 1.4366 +2025-06-30 12:05:36,390 - pyskl - INFO - Epoch [131][3100/3405] lr: 9.858e-04, eta: 8:22:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5071, loss: 1.5071 +2025-06-30 12:06:22,009 - pyskl - INFO - Epoch [131][3200/3405] lr: 9.829e-04, eta: 8:22:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4453, loss: 1.4453 +2025-06-30 12:07:07,773 - pyskl - INFO - Epoch [131][3300/3405] lr: 9.799e-04, eta: 8:21:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4172, loss: 1.4172 +2025-06-30 12:07:53,532 - pyskl - INFO - Epoch [131][3400/3405] lr: 9.769e-04, eta: 8:20:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4366, loss: 1.4366 +2025-06-30 12:07:56,190 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-06-30 12:12:08,326 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 12:12:09,024 - pyskl - INFO - +top1_acc 0.8875 +top5_acc 0.9767 +2025-06-30 12:12:09,091 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_130.pth was removed +2025-06-30 12:12:10,299 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2025-06-30 12:12:10,300 - pyskl - INFO - Best top1_acc is 0.8875 at 131 epoch. +2025-06-30 12:12:10,331 - pyskl - INFO - Epoch(val) [131][3718] top1_acc: 0.8875, top5_acc: 0.9767 +2025-06-30 12:13:20,554 - pyskl - INFO - Epoch [132][100/3405] lr: 9.738e-04, eta: 8:19:45, time: 0.702, data_time: 0.244, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4147, loss: 1.4147 +2025-06-30 12:14:06,243 - pyskl - INFO - Epoch [132][200/3405] lr: 9.708e-04, eta: 8:18:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4126, loss: 1.4126 +2025-06-30 12:14:52,384 - pyskl - INFO - Epoch [132][300/3405] lr: 9.678e-04, eta: 8:18:12, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4371, loss: 1.4371 +2025-06-30 12:15:38,269 - pyskl - INFO - Epoch [132][400/3405] lr: 9.649e-04, eta: 8:17:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4180, loss: 1.4180 +2025-06-30 12:16:23,925 - pyskl - INFO - Epoch [132][500/3405] lr: 9.619e-04, eta: 8:16:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3874, loss: 1.3874 +2025-06-30 12:17:09,578 - pyskl - INFO - Epoch [132][600/3405] lr: 9.589e-04, eta: 8:15:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3692, loss: 1.3692 +2025-06-30 12:17:55,310 - pyskl - INFO - Epoch [132][700/3405] lr: 9.560e-04, eta: 8:15:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4262, loss: 1.4262 +2025-06-30 12:18:41,192 - pyskl - INFO - Epoch [132][800/3405] lr: 9.530e-04, eta: 8:14:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.4172, loss: 1.4172 +2025-06-30 12:19:27,064 - pyskl - INFO - Epoch [132][900/3405] lr: 9.501e-04, eta: 8:13:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3996, loss: 1.3996 +2025-06-30 12:20:12,666 - pyskl - INFO - Epoch [132][1000/3405] lr: 9.472e-04, eta: 8:12:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4455, loss: 1.4455 +2025-06-30 12:20:58,279 - pyskl - INFO - Epoch [132][1100/3405] lr: 9.442e-04, eta: 8:12:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4118, loss: 1.4118 +2025-06-30 12:21:43,933 - pyskl - INFO - Epoch [132][1200/3405] lr: 9.413e-04, eta: 8:11:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.3775, loss: 1.3775 +2025-06-30 12:22:29,696 - pyskl - INFO - Epoch [132][1300/3405] lr: 9.384e-04, eta: 8:10:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4368, loss: 1.4368 +2025-06-30 12:23:15,521 - pyskl - INFO - Epoch [132][1400/3405] lr: 9.355e-04, eta: 8:09:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4426, loss: 1.4426 +2025-06-30 12:24:01,198 - pyskl - INFO - Epoch [132][1500/3405] lr: 9.325e-04, eta: 8:08:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3964, loss: 1.3964 +2025-06-30 12:24:46,853 - pyskl - INFO - Epoch [132][1600/3405] lr: 9.296e-04, eta: 8:08:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4286, loss: 1.4286 +2025-06-30 12:25:32,530 - pyskl - INFO - Epoch [132][1700/3405] lr: 9.267e-04, eta: 8:07:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4036, loss: 1.4036 +2025-06-30 12:26:18,278 - pyskl - INFO - Epoch [132][1800/3405] lr: 9.238e-04, eta: 8:06:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3874, loss: 1.3874 +2025-06-30 12:27:04,044 - pyskl - INFO - Epoch [132][1900/3405] lr: 9.209e-04, eta: 8:05:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3780, loss: 1.3780 +2025-06-30 12:27:49,736 - pyskl - INFO - Epoch [132][2000/3405] lr: 9.180e-04, eta: 8:05:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3992, loss: 1.3992 +2025-06-30 12:28:35,452 - pyskl - INFO - Epoch [132][2100/3405] lr: 9.151e-04, eta: 8:04:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4379, loss: 1.4379 +2025-06-30 12:29:21,172 - pyskl - INFO - Epoch [132][2200/3405] lr: 9.122e-04, eta: 8:03:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3870, loss: 1.3870 +2025-06-30 12:30:06,910 - pyskl - INFO - Epoch [132][2300/3405] lr: 9.094e-04, eta: 8:02:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3909, loss: 1.3909 +2025-06-30 12:30:52,709 - pyskl - INFO - Epoch [132][2400/3405] lr: 9.065e-04, eta: 8:01:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3667, loss: 1.3667 +2025-06-30 12:31:38,431 - pyskl - INFO - Epoch [132][2500/3405] lr: 9.036e-04, eta: 8:01:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4129, loss: 1.4129 +2025-06-30 12:32:24,052 - pyskl - INFO - Epoch [132][2600/3405] lr: 9.007e-04, eta: 8:00:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4281, loss: 1.4281 +2025-06-30 12:33:09,741 - pyskl - INFO - Epoch [132][2700/3405] lr: 8.979e-04, eta: 7:59:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4202, loss: 1.4202 +2025-06-30 12:33:55,460 - pyskl - INFO - Epoch [132][2800/3405] lr: 8.950e-04, eta: 7:58:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4571, loss: 1.4571 +2025-06-30 12:34:41,317 - pyskl - INFO - Epoch [132][2900/3405] lr: 8.922e-04, eta: 7:58:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4676, loss: 1.4676 +2025-06-30 12:35:27,062 - pyskl - INFO - Epoch [132][3000/3405] lr: 8.893e-04, eta: 7:57:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4526, loss: 1.4526 +2025-06-30 12:36:12,821 - pyskl - INFO - Epoch [132][3100/3405] lr: 8.865e-04, eta: 7:56:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4066, loss: 1.4066 +2025-06-30 12:36:58,501 - pyskl - INFO - Epoch [132][3200/3405] lr: 8.836e-04, eta: 7:55:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3849, loss: 1.3849 +2025-06-30 12:37:44,163 - pyskl - INFO - Epoch [132][3300/3405] lr: 8.808e-04, eta: 7:54:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4310, loss: 1.4310 +2025-06-30 12:38:29,786 - pyskl - INFO - Epoch [132][3400/3405] lr: 8.780e-04, eta: 7:54:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4499, loss: 1.4499 +2025-06-30 12:38:32,427 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-06-30 12:42:43,992 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 12:42:44,539 - pyskl - INFO - +top1_acc 0.8871 +top5_acc 0.9769 +2025-06-30 12:42:44,559 - pyskl - INFO - Epoch(val) [132][3718] top1_acc: 0.8871, top5_acc: 0.9769 +2025-06-30 12:43:53,802 - pyskl - INFO - Epoch [133][100/3405] lr: 8.750e-04, eta: 7:53:24, time: 0.692, data_time: 0.233, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.4207, loss: 1.4207 +2025-06-30 12:44:39,662 - pyskl - INFO - Epoch [133][200/3405] lr: 8.722e-04, eta: 7:52:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3693, loss: 1.3693 +2025-06-30 12:45:25,424 - pyskl - INFO - Epoch [133][300/3405] lr: 8.694e-04, eta: 7:51:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4195, loss: 1.4195 +2025-06-30 12:46:11,176 - pyskl - INFO - Epoch [133][400/3405] lr: 8.665e-04, eta: 7:51:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4336, loss: 1.4336 +2025-06-30 12:46:56,954 - pyskl - INFO - Epoch [133][500/3405] lr: 8.637e-04, eta: 7:50:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4195, loss: 1.4195 +2025-06-30 12:47:42,854 - pyskl - INFO - Epoch [133][600/3405] lr: 8.609e-04, eta: 7:49:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3674, loss: 1.3674 +2025-06-30 12:48:28,565 - pyskl - INFO - Epoch [133][700/3405] lr: 8.581e-04, eta: 7:48:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3865, loss: 1.3865 +2025-06-30 12:49:14,226 - pyskl - INFO - Epoch [133][800/3405] lr: 8.553e-04, eta: 7:47:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4129, loss: 1.4129 +2025-06-30 12:49:59,914 - pyskl - INFO - Epoch [133][900/3405] lr: 8.525e-04, eta: 7:47:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3648, loss: 1.3648 +2025-06-30 12:50:45,599 - pyskl - INFO - Epoch [133][1000/3405] lr: 8.497e-04, eta: 7:46:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3456, loss: 1.3456 +2025-06-30 12:51:31,269 - pyskl - INFO - Epoch [133][1100/3405] lr: 8.470e-04, eta: 7:45:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3955, loss: 1.3955 +2025-06-30 12:52:16,968 - pyskl - INFO - Epoch [133][1200/3405] lr: 8.442e-04, eta: 7:44:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3805, loss: 1.3805 +2025-06-30 12:53:02,602 - pyskl - INFO - Epoch [133][1300/3405] lr: 8.414e-04, eta: 7:44:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3707, loss: 1.3707 +2025-06-30 12:53:48,242 - pyskl - INFO - Epoch [133][1400/3405] lr: 8.386e-04, eta: 7:43:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3716, loss: 1.3716 +2025-06-30 12:54:33,871 - pyskl - INFO - Epoch [133][1500/3405] lr: 8.359e-04, eta: 7:42:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3785, loss: 1.3785 +2025-06-30 12:55:19,364 - pyskl - INFO - Epoch [133][1600/3405] lr: 8.331e-04, eta: 7:41:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3601, loss: 1.3601 +2025-06-30 12:56:05,109 - pyskl - INFO - Epoch [133][1700/3405] lr: 8.303e-04, eta: 7:41:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4042, loss: 1.4042 +2025-06-30 12:56:50,908 - pyskl - INFO - Epoch [133][1800/3405] lr: 8.276e-04, eta: 7:40:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3775, loss: 1.3775 +2025-06-30 12:57:36,619 - pyskl - INFO - Epoch [133][1900/3405] lr: 8.248e-04, eta: 7:39:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3910, loss: 1.3910 +2025-06-30 12:58:22,380 - pyskl - INFO - Epoch [133][2000/3405] lr: 8.221e-04, eta: 7:38:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3863, loss: 1.3863 +2025-06-30 12:59:08,294 - pyskl - INFO - Epoch [133][2100/3405] lr: 8.194e-04, eta: 7:37:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3779, loss: 1.3779 +2025-06-30 12:59:53,999 - pyskl - INFO - Epoch [133][2200/3405] lr: 8.166e-04, eta: 7:37:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3752, loss: 1.3752 +2025-06-30 13:00:39,611 - pyskl - INFO - Epoch [133][2300/3405] lr: 8.139e-04, eta: 7:36:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4020, loss: 1.4020 +2025-06-30 13:01:25,270 - pyskl - INFO - Epoch [133][2400/3405] lr: 8.112e-04, eta: 7:35:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3824, loss: 1.3824 +2025-06-30 13:02:10,967 - pyskl - INFO - Epoch [133][2500/3405] lr: 8.084e-04, eta: 7:34:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3820, loss: 1.3820 +2025-06-30 13:02:56,549 - pyskl - INFO - Epoch [133][2600/3405] lr: 8.057e-04, eta: 7:34:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3770, loss: 1.3770 +2025-06-30 13:03:42,131 - pyskl - INFO - Epoch [133][2700/3405] lr: 8.030e-04, eta: 7:33:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3507, loss: 1.3507 +2025-06-30 13:04:27,694 - pyskl - INFO - Epoch [133][2800/3405] lr: 8.003e-04, eta: 7:32:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3284, loss: 1.3284 +2025-06-30 13:05:13,277 - pyskl - INFO - Epoch [133][2900/3405] lr: 7.976e-04, eta: 7:31:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4077, loss: 1.4077 +2025-06-30 13:05:58,850 - pyskl - INFO - Epoch [133][3000/3405] lr: 7.949e-04, eta: 7:30:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3633, loss: 1.3633 +2025-06-30 13:06:44,473 - pyskl - INFO - Epoch [133][3100/3405] lr: 7.922e-04, eta: 7:30:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3859, loss: 1.3859 +2025-06-30 13:07:30,063 - pyskl - INFO - Epoch [133][3200/3405] lr: 7.895e-04, eta: 7:29:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3750, loss: 1.3750 +2025-06-30 13:08:15,720 - pyskl - INFO - Epoch [133][3300/3405] lr: 7.868e-04, eta: 7:28:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3553, loss: 1.3553 +2025-06-30 13:09:01,299 - pyskl - INFO - Epoch [133][3400/3405] lr: 7.841e-04, eta: 7:27:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3424, loss: 1.3424 +2025-06-30 13:09:03,981 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-06-30 13:13:14,956 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 13:13:15,502 - pyskl - INFO - +top1_acc 0.8842 +top5_acc 0.9761 +2025-06-30 13:13:15,522 - pyskl - INFO - Epoch(val) [133][3718] top1_acc: 0.8842, top5_acc: 0.9761 +2025-06-30 13:14:24,437 - pyskl - INFO - Epoch [134][100/3405] lr: 7.813e-04, eta: 7:27:03, time: 0.689, data_time: 0.232, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3744, loss: 1.3744 +2025-06-30 13:15:10,055 - pyskl - INFO - Epoch [134][200/3405] lr: 7.787e-04, eta: 7:26:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3512, loss: 1.3512 +2025-06-30 13:15:55,778 - pyskl - INFO - Epoch [134][300/3405] lr: 7.760e-04, eta: 7:25:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4095, loss: 1.4095 +2025-06-30 13:16:41,545 - pyskl - INFO - Epoch [134][400/3405] lr: 7.733e-04, eta: 7:24:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3630, loss: 1.3630 +2025-06-30 13:17:27,269 - pyskl - INFO - Epoch [134][500/3405] lr: 7.707e-04, eta: 7:23:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3676, loss: 1.3676 +2025-06-30 13:18:13,006 - pyskl - INFO - Epoch [134][600/3405] lr: 7.680e-04, eta: 7:23:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3163, loss: 1.3163 +2025-06-30 13:18:58,767 - pyskl - INFO - Epoch [134][700/3405] lr: 7.653e-04, eta: 7:22:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3148, loss: 1.3148 +2025-06-30 13:19:44,559 - pyskl - INFO - Epoch [134][800/3405] lr: 7.627e-04, eta: 7:21:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3399, loss: 1.3399 +2025-06-30 13:20:30,175 - pyskl - INFO - Epoch [134][900/3405] lr: 7.601e-04, eta: 7:20:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3872, loss: 1.3872 +2025-06-30 13:21:15,970 - pyskl - INFO - Epoch [134][1000/3405] lr: 7.574e-04, eta: 7:20:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3571, loss: 1.3571 +2025-06-30 13:22:01,646 - pyskl - INFO - Epoch [134][1100/3405] lr: 7.548e-04, eta: 7:19:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3668, loss: 1.3668 +2025-06-30 13:22:47,232 - pyskl - INFO - Epoch [134][1200/3405] lr: 7.522e-04, eta: 7:18:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3768, loss: 1.3768 +2025-06-30 13:23:32,725 - pyskl - INFO - Epoch [134][1300/3405] lr: 7.495e-04, eta: 7:17:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3199, loss: 1.3199 +2025-06-30 13:24:18,322 - pyskl - INFO - Epoch [134][1400/3405] lr: 7.469e-04, eta: 7:16:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3647, loss: 1.3647 +2025-06-30 13:25:03,993 - pyskl - INFO - Epoch [134][1500/3405] lr: 7.443e-04, eta: 7:16:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3122, loss: 1.3122 +2025-06-30 13:25:49,672 - pyskl - INFO - Epoch [134][1600/3405] lr: 7.417e-04, eta: 7:15:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4024, loss: 1.4024 +2025-06-30 13:26:35,279 - pyskl - INFO - Epoch [134][1700/3405] lr: 7.391e-04, eta: 7:14:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3951, loss: 1.3951 +2025-06-30 13:27:20,910 - pyskl - INFO - Epoch [134][1800/3405] lr: 7.365e-04, eta: 7:13:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3819, loss: 1.3819 +2025-06-30 13:28:06,488 - pyskl - INFO - Epoch [134][1900/3405] lr: 7.339e-04, eta: 7:13:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3609, loss: 1.3609 +2025-06-30 13:28:52,303 - pyskl - INFO - Epoch [134][2000/3405] lr: 7.313e-04, eta: 7:12:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3473, loss: 1.3473 +2025-06-30 13:29:38,040 - pyskl - INFO - Epoch [134][2100/3405] lr: 7.287e-04, eta: 7:11:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3028, loss: 1.3028 +2025-06-30 13:30:23,739 - pyskl - INFO - Epoch [134][2200/3405] lr: 7.261e-04, eta: 7:10:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3619, loss: 1.3619 +2025-06-30 13:31:09,415 - pyskl - INFO - Epoch [134][2300/3405] lr: 7.235e-04, eta: 7:10:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3682, loss: 1.3682 +2025-06-30 13:31:55,064 - pyskl - INFO - Epoch [134][2400/3405] lr: 7.210e-04, eta: 7:09:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2702, loss: 1.2702 +2025-06-30 13:32:40,739 - pyskl - INFO - Epoch [134][2500/3405] lr: 7.184e-04, eta: 7:08:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3418, loss: 1.3418 +2025-06-30 13:33:26,437 - pyskl - INFO - Epoch [134][2600/3405] lr: 7.158e-04, eta: 7:07:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3429, loss: 1.3429 +2025-06-30 13:34:12,111 - pyskl - INFO - Epoch [134][2700/3405] lr: 7.133e-04, eta: 7:06:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3772, loss: 1.3772 +2025-06-30 13:34:57,803 - pyskl - INFO - Epoch [134][2800/3405] lr: 7.107e-04, eta: 7:06:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3877, loss: 1.3877 +2025-06-30 13:35:43,493 - pyskl - INFO - Epoch [134][2900/3405] lr: 7.081e-04, eta: 7:05:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3509, loss: 1.3509 +2025-06-30 13:36:29,165 - pyskl - INFO - Epoch [134][3000/3405] lr: 7.056e-04, eta: 7:04:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3399, loss: 1.3399 +2025-06-30 13:37:14,733 - pyskl - INFO - Epoch [134][3100/3405] lr: 7.031e-04, eta: 7:03:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3657, loss: 1.3657 +2025-06-30 13:38:00,442 - pyskl - INFO - Epoch [134][3200/3405] lr: 7.005e-04, eta: 7:03:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2523, loss: 1.2523 +2025-06-30 13:38:46,085 - pyskl - INFO - Epoch [134][3300/3405] lr: 6.980e-04, eta: 7:02:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3485, loss: 1.3485 +2025-06-30 13:39:31,719 - pyskl - INFO - Epoch [134][3400/3405] lr: 6.954e-04, eta: 7:01:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3388, loss: 1.3388 +2025-06-30 13:39:34,351 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-06-30 13:43:45,040 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 13:43:45,587 - pyskl - INFO - +top1_acc 0.8892 +top5_acc 0.9770 +2025-06-30 13:43:45,649 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_131.pth was removed +2025-06-30 13:43:46,716 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2025-06-30 13:43:46,718 - pyskl - INFO - Best top1_acc is 0.8892 at 134 epoch. +2025-06-30 13:43:46,737 - pyskl - INFO - Epoch(val) [134][3718] top1_acc: 0.8892, top5_acc: 0.9770 +2025-06-30 13:44:56,243 - pyskl - INFO - Epoch [135][100/3405] lr: 6.928e-04, eta: 7:00:42, time: 0.695, data_time: 0.237, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3621, loss: 1.3621 +2025-06-30 13:45:42,165 - pyskl - INFO - Epoch [135][200/3405] lr: 6.903e-04, eta: 6:59:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3331, loss: 1.3331 +2025-06-30 13:46:27,926 - pyskl - INFO - Epoch [135][300/3405] lr: 6.878e-04, eta: 6:59:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3670, loss: 1.3670 +2025-06-30 13:47:13,619 - pyskl - INFO - Epoch [135][400/3405] lr: 6.852e-04, eta: 6:58:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2988, loss: 1.2988 +2025-06-30 13:47:59,302 - pyskl - INFO - Epoch [135][500/3405] lr: 6.827e-04, eta: 6:57:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3318, loss: 1.3318 +2025-06-30 13:48:45,041 - pyskl - INFO - Epoch [135][600/3405] lr: 6.802e-04, eta: 6:56:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3543, loss: 1.3543 +2025-06-30 13:49:30,769 - pyskl - INFO - Epoch [135][700/3405] lr: 6.777e-04, eta: 6:56:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2801, loss: 1.2801 +2025-06-30 13:50:16,399 - pyskl - INFO - Epoch [135][800/3405] lr: 6.752e-04, eta: 6:55:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3110, loss: 1.3110 +2025-06-30 13:51:02,199 - pyskl - INFO - Epoch [135][900/3405] lr: 6.727e-04, eta: 6:54:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3232, loss: 1.3232 +2025-06-30 13:51:47,968 - pyskl - INFO - Epoch [135][1000/3405] lr: 6.703e-04, eta: 6:53:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3639, loss: 1.3639 +2025-06-30 13:52:33,774 - pyskl - INFO - Epoch [135][1100/3405] lr: 6.678e-04, eta: 6:52:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3499, loss: 1.3499 +2025-06-30 13:53:19,532 - pyskl - INFO - Epoch [135][1200/3405] lr: 6.653e-04, eta: 6:52:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2792, loss: 1.2792 +2025-06-30 13:54:05,346 - pyskl - INFO - Epoch [135][1300/3405] lr: 6.628e-04, eta: 6:51:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2907, loss: 1.2907 +2025-06-30 13:54:51,137 - pyskl - INFO - Epoch [135][1400/3405] lr: 6.604e-04, eta: 6:50:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3452, loss: 1.3452 +2025-06-30 13:55:36,973 - pyskl - INFO - Epoch [135][1500/3405] lr: 6.579e-04, eta: 6:49:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3454, loss: 1.3454 +2025-06-30 13:56:22,887 - pyskl - INFO - Epoch [135][1600/3405] lr: 6.554e-04, eta: 6:49:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3431, loss: 1.3431 +2025-06-30 13:57:08,664 - pyskl - INFO - Epoch [135][1700/3405] lr: 6.530e-04, eta: 6:48:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3652, loss: 1.3652 +2025-06-30 13:57:54,534 - pyskl - INFO - Epoch [135][1800/3405] lr: 6.505e-04, eta: 6:47:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3169, loss: 1.3169 +2025-06-30 13:58:40,618 - pyskl - INFO - Epoch [135][1900/3405] lr: 6.481e-04, eta: 6:46:45, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2466, loss: 1.2466 +2025-06-30 13:59:26,534 - pyskl - INFO - Epoch [135][2000/3405] lr: 6.456e-04, eta: 6:45:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3539, loss: 1.3539 +2025-06-30 14:00:12,330 - pyskl - INFO - Epoch [135][2100/3405] lr: 6.432e-04, eta: 6:45:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2942, loss: 1.2942 +2025-06-30 14:00:58,057 - pyskl - INFO - Epoch [135][2200/3405] lr: 6.408e-04, eta: 6:44:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3339, loss: 1.3339 +2025-06-30 14:01:43,771 - pyskl - INFO - Epoch [135][2300/3405] lr: 6.383e-04, eta: 6:43:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3340, loss: 1.3340 +2025-06-30 14:02:29,379 - pyskl - INFO - Epoch [135][2400/3405] lr: 6.359e-04, eta: 6:42:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2925, loss: 1.2925 +2025-06-30 14:03:14,994 - pyskl - INFO - Epoch [135][2500/3405] lr: 6.335e-04, eta: 6:42:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3314, loss: 1.3314 +2025-06-30 14:04:00,617 - pyskl - INFO - Epoch [135][2600/3405] lr: 6.311e-04, eta: 6:41:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3258, loss: 1.3258 +2025-06-30 14:04:46,196 - pyskl - INFO - Epoch [135][2700/3405] lr: 6.287e-04, eta: 6:40:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3313, loss: 1.3313 +2025-06-30 14:05:31,800 - pyskl - INFO - Epoch [135][2800/3405] lr: 6.263e-04, eta: 6:39:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2880, loss: 1.2880 +2025-06-30 14:06:17,365 - pyskl - INFO - Epoch [135][2900/3405] lr: 6.239e-04, eta: 6:39:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3286, loss: 1.3286 +2025-06-30 14:07:02,963 - pyskl - INFO - Epoch [135][3000/3405] lr: 6.215e-04, eta: 6:38:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3609, loss: 1.3609 +2025-06-30 14:07:48,578 - pyskl - INFO - Epoch [135][3100/3405] lr: 6.191e-04, eta: 6:37:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3131, loss: 1.3131 +2025-06-30 14:08:34,206 - pyskl - INFO - Epoch [135][3200/3405] lr: 6.167e-04, eta: 6:36:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3359, loss: 1.3359 +2025-06-30 14:09:19,841 - pyskl - INFO - Epoch [135][3300/3405] lr: 6.143e-04, eta: 6:35:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2859, loss: 1.2859 +2025-06-30 14:10:05,442 - pyskl - INFO - Epoch [135][3400/3405] lr: 6.119e-04, eta: 6:35:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3203, loss: 1.3203 +2025-06-30 14:10:08,067 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-06-30 14:29:38,472 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 14:29:39,011 - pyskl - INFO - +top1_acc 0.8900 +top5_acc 0.9776 +2025-06-30 14:29:39,071 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_134.pth was removed +2025-06-30 14:29:40,148 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-06-30 14:29:40,150 - pyskl - INFO - Best top1_acc is 0.8900 at 135 epoch. +2025-06-30 14:29:40,171 - pyskl - INFO - Epoch(val) [135][3718] top1_acc: 0.8900, top5_acc: 0.9776 +2025-06-30 14:30:48,451 - pyskl - INFO - Epoch [136][100/3405] lr: 6.094e-04, eta: 6:34:21, time: 0.683, data_time: 0.226, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3221, loss: 1.3221 +2025-06-30 14:31:34,127 - pyskl - INFO - Epoch [136][200/3405] lr: 6.071e-04, eta: 6:33:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2867, loss: 1.2867 +2025-06-30 14:32:19,797 - pyskl - INFO - Epoch [136][300/3405] lr: 6.047e-04, eta: 6:32:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3016, loss: 1.3016 +2025-06-30 14:33:05,449 - pyskl - INFO - Epoch [136][400/3405] lr: 6.023e-04, eta: 6:32:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3187, loss: 1.3187 +2025-06-30 14:33:51,088 - pyskl - INFO - Epoch [136][500/3405] lr: 6.000e-04, eta: 6:31:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3005, loss: 1.3005 +2025-06-30 14:34:36,692 - pyskl - INFO - Epoch [136][600/3405] lr: 5.976e-04, eta: 6:30:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3556, loss: 1.3556 +2025-06-30 14:35:22,475 - pyskl - INFO - Epoch [136][700/3405] lr: 5.953e-04, eta: 6:29:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3008, loss: 1.3008 +2025-06-30 14:36:08,341 - pyskl - INFO - Epoch [136][800/3405] lr: 5.930e-04, eta: 6:28:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2915, loss: 1.2915 +2025-06-30 14:36:54,229 - pyskl - INFO - Epoch [136][900/3405] lr: 5.906e-04, eta: 6:28:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2866, loss: 1.2866 +2025-06-30 14:37:39,987 - pyskl - INFO - Epoch [136][1000/3405] lr: 5.883e-04, eta: 6:27:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3026, loss: 1.3026 +2025-06-30 14:38:25,753 - pyskl - INFO - Epoch [136][1100/3405] lr: 5.860e-04, eta: 6:26:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3337, loss: 1.3337 +2025-06-30 14:39:11,354 - pyskl - INFO - Epoch [136][1200/3405] lr: 5.836e-04, eta: 6:25:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2812, loss: 1.2812 +2025-06-30 14:39:57,112 - pyskl - INFO - Epoch [136][1300/3405] lr: 5.813e-04, eta: 6:25:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3279, loss: 1.3279 +2025-06-30 14:40:42,969 - pyskl - INFO - Epoch [136][1400/3405] lr: 5.790e-04, eta: 6:24:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2942, loss: 1.2942 +2025-06-30 14:41:28,799 - pyskl - INFO - Epoch [136][1500/3405] lr: 5.767e-04, eta: 6:23:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3238, loss: 1.3238 +2025-06-30 14:42:14,707 - pyskl - INFO - Epoch [136][1600/3405] lr: 5.744e-04, eta: 6:22:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2893, loss: 1.2893 +2025-06-30 14:43:00,571 - pyskl - INFO - Epoch [136][1700/3405] lr: 5.721e-04, eta: 6:21:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2939, loss: 1.2939 +2025-06-30 14:43:46,459 - pyskl - INFO - Epoch [136][1800/3405] lr: 5.698e-04, eta: 6:21:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3199, loss: 1.3199 +2025-06-30 14:44:32,238 - pyskl - INFO - Epoch [136][1900/3405] lr: 5.675e-04, eta: 6:20:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2692, loss: 1.2692 +2025-06-30 14:45:18,005 - pyskl - INFO - Epoch [136][2000/3405] lr: 5.652e-04, eta: 6:19:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3382, loss: 1.3382 +2025-06-30 14:46:03,769 - pyskl - INFO - Epoch [136][2100/3405] lr: 5.629e-04, eta: 6:18:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3261, loss: 1.3261 +2025-06-30 14:46:49,549 - pyskl - INFO - Epoch [136][2200/3405] lr: 5.606e-04, eta: 6:18:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2679, loss: 1.2679 +2025-06-30 14:47:35,263 - pyskl - INFO - Epoch [136][2300/3405] lr: 5.584e-04, eta: 6:17:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2888, loss: 1.2888 +2025-06-30 14:48:21,002 - pyskl - INFO - Epoch [136][2400/3405] lr: 5.561e-04, eta: 6:16:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2746, loss: 1.2746 +2025-06-30 14:49:06,761 - pyskl - INFO - Epoch [136][2500/3405] lr: 5.538e-04, eta: 6:15:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2763, loss: 1.2763 +2025-06-30 14:49:52,820 - pyskl - INFO - Epoch [136][2600/3405] lr: 5.516e-04, eta: 6:14:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2967, loss: 1.2967 +2025-06-30 14:50:38,897 - pyskl - INFO - Epoch [136][2700/3405] lr: 5.493e-04, eta: 6:14:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3037, loss: 1.3037 +2025-06-30 14:51:24,900 - pyskl - INFO - Epoch [136][2800/3405] lr: 5.471e-04, eta: 6:13:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3275, loss: 1.3275 +2025-06-30 14:52:10,913 - pyskl - INFO - Epoch [136][2900/3405] lr: 5.448e-04, eta: 6:12:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3104, loss: 1.3104 +2025-06-30 14:52:57,017 - pyskl - INFO - Epoch [136][3000/3405] lr: 5.426e-04, eta: 6:11:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2976, loss: 1.2976 +2025-06-30 14:53:43,093 - pyskl - INFO - Epoch [136][3100/3405] lr: 5.403e-04, eta: 6:11:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2946, loss: 1.2946 +2025-06-30 14:54:29,152 - pyskl - INFO - Epoch [136][3200/3405] lr: 5.381e-04, eta: 6:10:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3266, loss: 1.3266 +2025-06-30 14:55:15,220 - pyskl - INFO - Epoch [136][3300/3405] lr: 5.359e-04, eta: 6:09:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3218, loss: 1.3218 +2025-06-30 14:56:01,362 - pyskl - INFO - Epoch [136][3400/3405] lr: 5.336e-04, eta: 6:08:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3105, loss: 1.3105 +2025-06-30 14:56:04,056 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-06-30 15:00:16,544 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 15:00:17,114 - pyskl - INFO - +top1_acc 0.8903 +top5_acc 0.9770 +2025-06-30 15:00:17,174 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_135.pth was removed +2025-06-30 15:00:18,222 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2025-06-30 15:00:18,224 - pyskl - INFO - Best top1_acc is 0.8903 at 136 epoch. +2025-06-30 15:00:18,258 - pyskl - INFO - Epoch(val) [136][3718] top1_acc: 0.8903, top5_acc: 0.9770 +2025-06-30 15:01:27,251 - pyskl - INFO - Epoch [137][100/3405] lr: 5.313e-04, eta: 6:08:01, time: 0.690, data_time: 0.232, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2886, loss: 1.2886 +2025-06-30 15:02:13,172 - pyskl - INFO - Epoch [137][200/3405] lr: 5.291e-04, eta: 6:07:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3294, loss: 1.3294 +2025-06-30 15:02:58,913 - pyskl - INFO - Epoch [137][300/3405] lr: 5.269e-04, eta: 6:06:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3049, loss: 1.3049 +2025-06-30 15:03:44,606 - pyskl - INFO - Epoch [137][400/3405] lr: 5.247e-04, eta: 6:05:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3291, loss: 1.3291 +2025-06-30 15:04:30,507 - pyskl - INFO - Epoch [137][500/3405] lr: 5.225e-04, eta: 6:04:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2773, loss: 1.2773 +2025-06-30 15:05:16,118 - pyskl - INFO - Epoch [137][600/3405] lr: 5.203e-04, eta: 6:04:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2446, loss: 1.2446 +2025-06-30 15:06:01,706 - pyskl - INFO - Epoch [137][700/3405] lr: 5.181e-04, eta: 6:03:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2798, loss: 1.2798 +2025-06-30 15:06:47,295 - pyskl - INFO - Epoch [137][800/3405] lr: 5.159e-04, eta: 6:02:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3199, loss: 1.3199 +2025-06-30 15:07:32,711 - pyskl - INFO - Epoch [137][900/3405] lr: 5.137e-04, eta: 6:01:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2977, loss: 1.2977 +2025-06-30 15:08:18,445 - pyskl - INFO - Epoch [137][1000/3405] lr: 5.115e-04, eta: 6:01:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3244, loss: 1.3244 +2025-06-30 15:09:04,376 - pyskl - INFO - Epoch [137][1100/3405] lr: 5.094e-04, eta: 6:00:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2445, loss: 1.2445 +2025-06-30 15:09:50,118 - pyskl - INFO - Epoch [137][1200/3405] lr: 5.072e-04, eta: 5:59:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3034, loss: 1.3034 +2025-06-30 15:10:35,954 - pyskl - INFO - Epoch [137][1300/3405] lr: 5.050e-04, eta: 5:58:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2823, loss: 1.2823 +2025-06-30 15:11:21,801 - pyskl - INFO - Epoch [137][1400/3405] lr: 5.029e-04, eta: 5:57:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2613, loss: 1.2613 +2025-06-30 15:12:07,614 - pyskl - INFO - Epoch [137][1500/3405] lr: 5.007e-04, eta: 5:57:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2836, loss: 1.2836 +2025-06-30 15:12:53,422 - pyskl - INFO - Epoch [137][1600/3405] lr: 4.986e-04, eta: 5:56:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2747, loss: 1.2747 +2025-06-30 15:13:39,194 - pyskl - INFO - Epoch [137][1700/3405] lr: 4.964e-04, eta: 5:55:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2885, loss: 1.2885 +2025-06-30 15:14:24,880 - pyskl - INFO - Epoch [137][1800/3405] lr: 4.943e-04, eta: 5:54:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3211, loss: 1.3211 +2025-06-30 15:15:10,506 - pyskl - INFO - Epoch [137][1900/3405] lr: 4.921e-04, eta: 5:54:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2752, loss: 1.2752 +2025-06-30 15:15:56,181 - pyskl - INFO - Epoch [137][2000/3405] lr: 4.900e-04, eta: 5:53:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2704, loss: 1.2704 +2025-06-30 15:16:41,796 - pyskl - INFO - Epoch [137][2100/3405] lr: 4.879e-04, eta: 5:52:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3055, loss: 1.3055 +2025-06-30 15:17:27,446 - pyskl - INFO - Epoch [137][2200/3405] lr: 4.857e-04, eta: 5:51:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2864, loss: 1.2864 +2025-06-30 15:18:13,026 - pyskl - INFO - Epoch [137][2300/3405] lr: 4.836e-04, eta: 5:50:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2706, loss: 1.2706 +2025-06-30 15:18:58,659 - pyskl - INFO - Epoch [137][2400/3405] lr: 4.815e-04, eta: 5:50:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2840, loss: 1.2840 +2025-06-30 15:19:44,416 - pyskl - INFO - Epoch [137][2500/3405] lr: 4.794e-04, eta: 5:49:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2976, loss: 1.2976 +2025-06-30 15:20:29,992 - pyskl - INFO - Epoch [137][2600/3405] lr: 4.773e-04, eta: 5:48:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2402, loss: 1.2402 +2025-06-30 15:21:15,770 - pyskl - INFO - Epoch [137][2700/3405] lr: 4.752e-04, eta: 5:47:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2838, loss: 1.2838 +2025-06-30 15:22:01,430 - pyskl - INFO - Epoch [137][2800/3405] lr: 4.731e-04, eta: 5:47:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3027, loss: 1.3027 +2025-06-30 15:22:47,004 - pyskl - INFO - Epoch [137][2900/3405] lr: 4.710e-04, eta: 5:46:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3128, loss: 1.3128 +2025-06-30 15:23:32,881 - pyskl - INFO - Epoch [137][3000/3405] lr: 4.689e-04, eta: 5:45:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2756, loss: 1.2756 +2025-06-30 15:24:18,638 - pyskl - INFO - Epoch [137][3100/3405] lr: 4.668e-04, eta: 5:44:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2937, loss: 1.2937 +2025-06-30 15:25:04,450 - pyskl - INFO - Epoch [137][3200/3405] lr: 4.647e-04, eta: 5:44:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2977, loss: 1.2977 +2025-06-30 15:25:50,181 - pyskl - INFO - Epoch [137][3300/3405] lr: 4.627e-04, eta: 5:43:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2920, loss: 1.2920 +2025-06-30 15:26:35,766 - pyskl - INFO - Epoch [137][3400/3405] lr: 4.606e-04, eta: 5:42:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2972, loss: 1.2972 +2025-06-30 15:26:38,396 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-06-30 15:30:52,314 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 15:30:52,872 - pyskl - INFO - +top1_acc 0.8925 +top5_acc 0.9776 +2025-06-30 15:30:52,933 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_136.pth was removed +2025-06-30 15:30:54,030 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2025-06-30 15:30:54,032 - pyskl - INFO - Best top1_acc is 0.8925 at 137 epoch. +2025-06-30 15:30:54,053 - pyskl - INFO - Epoch(val) [137][3718] top1_acc: 0.8925, top5_acc: 0.9776 +2025-06-30 15:32:03,334 - pyskl - INFO - Epoch [138][100/3405] lr: 4.584e-04, eta: 5:41:40, time: 0.693, data_time: 0.233, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3402, loss: 1.3402 +2025-06-30 15:32:49,197 - pyskl - INFO - Epoch [138][200/3405] lr: 4.564e-04, eta: 5:40:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2994, loss: 1.2994 +2025-06-30 15:33:35,157 - pyskl - INFO - Epoch [138][300/3405] lr: 4.543e-04, eta: 5:40:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2759, loss: 1.2759 +2025-06-30 15:34:21,007 - pyskl - INFO - Epoch [138][400/3405] lr: 4.523e-04, eta: 5:39:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2891, loss: 1.2891 +2025-06-30 15:35:06,704 - pyskl - INFO - Epoch [138][500/3405] lr: 4.502e-04, eta: 5:38:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2957, loss: 1.2957 +2025-06-30 15:35:52,417 - pyskl - INFO - Epoch [138][600/3405] lr: 4.482e-04, eta: 5:37:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2500, loss: 1.2500 +2025-06-30 15:36:38,152 - pyskl - INFO - Epoch [138][700/3405] lr: 4.461e-04, eta: 5:37:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2807, loss: 1.2807 +2025-06-30 15:37:23,865 - pyskl - INFO - Epoch [138][800/3405] lr: 4.441e-04, eta: 5:36:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2584, loss: 1.2584 +2025-06-30 15:38:09,648 - pyskl - INFO - Epoch [138][900/3405] lr: 4.421e-04, eta: 5:35:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2633, loss: 1.2633 +2025-06-30 15:38:55,416 - pyskl - INFO - Epoch [138][1000/3405] lr: 4.400e-04, eta: 5:34:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2828, loss: 1.2828 +2025-06-30 15:39:41,155 - pyskl - INFO - Epoch [138][1100/3405] lr: 4.380e-04, eta: 5:33:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2431, loss: 1.2431 +2025-06-30 15:40:26,936 - pyskl - INFO - Epoch [138][1200/3405] lr: 4.360e-04, eta: 5:33:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2945, loss: 1.2945 +2025-06-30 15:41:12,579 - pyskl - INFO - Epoch [138][1300/3405] lr: 4.340e-04, eta: 5:32:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2789, loss: 1.2789 +2025-06-30 15:41:58,330 - pyskl - INFO - Epoch [138][1400/3405] lr: 4.320e-04, eta: 5:31:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2810, loss: 1.2810 +2025-06-30 15:42:43,979 - pyskl - INFO - Epoch [138][1500/3405] lr: 4.300e-04, eta: 5:30:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2776, loss: 1.2776 +2025-06-30 15:43:29,605 - pyskl - INFO - Epoch [138][1600/3405] lr: 4.280e-04, eta: 5:30:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2655, loss: 1.2655 +2025-06-30 15:44:15,229 - pyskl - INFO - Epoch [138][1700/3405] lr: 4.260e-04, eta: 5:29:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2835, loss: 1.2835 +2025-06-30 15:45:00,874 - pyskl - INFO - Epoch [138][1800/3405] lr: 4.240e-04, eta: 5:28:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3019, loss: 1.3019 +2025-06-30 15:45:46,586 - pyskl - INFO - Epoch [138][1900/3405] lr: 4.220e-04, eta: 5:27:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2688, loss: 1.2688 +2025-06-30 15:46:32,283 - pyskl - INFO - Epoch [138][2000/3405] lr: 4.200e-04, eta: 5:26:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2748, loss: 1.2748 +2025-06-30 15:47:17,984 - pyskl - INFO - Epoch [138][2100/3405] lr: 4.181e-04, eta: 5:26:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2498, loss: 1.2498 +2025-06-30 15:48:03,719 - pyskl - INFO - Epoch [138][2200/3405] lr: 4.161e-04, eta: 5:25:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2945, loss: 1.2945 +2025-06-30 15:48:49,393 - pyskl - INFO - Epoch [138][2300/3405] lr: 4.141e-04, eta: 5:24:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2570, loss: 1.2570 +2025-06-30 15:49:35,157 - pyskl - INFO - Epoch [138][2400/3405] lr: 4.122e-04, eta: 5:23:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2602, loss: 1.2602 +2025-06-30 15:50:20,894 - pyskl - INFO - Epoch [138][2500/3405] lr: 4.102e-04, eta: 5:23:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3088, loss: 1.3088 +2025-06-30 15:51:06,614 - pyskl - INFO - Epoch [138][2600/3405] lr: 4.083e-04, eta: 5:22:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2379, loss: 1.2379 +2025-06-30 15:51:52,270 - pyskl - INFO - Epoch [138][2700/3405] lr: 4.063e-04, eta: 5:21:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2912, loss: 1.2912 +2025-06-30 15:52:37,911 - pyskl - INFO - Epoch [138][2800/3405] lr: 4.044e-04, eta: 5:20:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2726, loss: 1.2726 +2025-06-30 15:53:23,547 - pyskl - INFO - Epoch [138][2900/3405] lr: 4.024e-04, eta: 5:19:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2932, loss: 1.2932 +2025-06-30 15:54:09,199 - pyskl - INFO - Epoch [138][3000/3405] lr: 4.005e-04, eta: 5:19:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2361, loss: 1.2361 +2025-06-30 15:54:54,856 - pyskl - INFO - Epoch [138][3100/3405] lr: 3.986e-04, eta: 5:18:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2786, loss: 1.2786 +2025-06-30 15:55:40,594 - pyskl - INFO - Epoch [138][3200/3405] lr: 3.967e-04, eta: 5:17:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2689, loss: 1.2689 +2025-06-30 15:56:26,268 - pyskl - INFO - Epoch [138][3300/3405] lr: 3.947e-04, eta: 5:16:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2687, loss: 1.2687 +2025-06-30 15:57:12,096 - pyskl - INFO - Epoch [138][3400/3405] lr: 3.928e-04, eta: 5:16:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.2817, loss: 1.2817 +2025-06-30 15:57:14,735 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-06-30 16:01:25,269 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 16:01:25,816 - pyskl - INFO - +top1_acc 0.8911 +top5_acc 0.9779 +2025-06-30 16:01:25,839 - pyskl - INFO - Epoch(val) [138][3718] top1_acc: 0.8911, top5_acc: 0.9779 +2025-06-30 16:02:34,815 - pyskl - INFO - Epoch [139][100/3405] lr: 3.908e-04, eta: 5:15:19, time: 0.690, data_time: 0.232, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2733, loss: 1.2733 +2025-06-30 16:03:20,555 - pyskl - INFO - Epoch [139][200/3405] lr: 3.889e-04, eta: 5:14:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2671, loss: 1.2671 +2025-06-30 16:04:06,374 - pyskl - INFO - Epoch [139][300/3405] lr: 3.870e-04, eta: 5:13:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2760, loss: 1.2760 +2025-06-30 16:04:52,148 - pyskl - INFO - Epoch [139][400/3405] lr: 3.851e-04, eta: 5:13:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2647, loss: 1.2647 +2025-06-30 16:05:37,965 - pyskl - INFO - Epoch [139][500/3405] lr: 3.832e-04, eta: 5:12:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2763, loss: 1.2763 +2025-06-30 16:06:23,718 - pyskl - INFO - Epoch [139][600/3405] lr: 3.813e-04, eta: 5:11:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2283, loss: 1.2283 +2025-06-30 16:07:09,479 - pyskl - INFO - Epoch [139][700/3405] lr: 3.795e-04, eta: 5:10:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2601, loss: 1.2601 +2025-06-30 16:07:55,341 - pyskl - INFO - Epoch [139][800/3405] lr: 3.776e-04, eta: 5:09:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2642, loss: 1.2642 +2025-06-30 16:08:41,078 - pyskl - INFO - Epoch [139][900/3405] lr: 3.757e-04, eta: 5:09:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2595, loss: 1.2595 +2025-06-30 16:09:26,826 - pyskl - INFO - Epoch [139][1000/3405] lr: 3.738e-04, eta: 5:08:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2710, loss: 1.2710 +2025-06-30 16:10:12,508 - pyskl - INFO - Epoch [139][1100/3405] lr: 3.720e-04, eta: 5:07:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2637, loss: 1.2637 +2025-06-30 16:10:58,195 - pyskl - INFO - Epoch [139][1200/3405] lr: 3.701e-04, eta: 5:06:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2168, loss: 1.2168 +2025-06-30 16:11:43,969 - pyskl - INFO - Epoch [139][1300/3405] lr: 3.683e-04, eta: 5:06:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2748, loss: 1.2748 +2025-06-30 16:12:29,609 - pyskl - INFO - Epoch [139][1400/3405] lr: 3.664e-04, eta: 5:05:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2733, loss: 1.2733 +2025-06-30 16:13:15,222 - pyskl - INFO - Epoch [139][1500/3405] lr: 3.646e-04, eta: 5:04:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2644, loss: 1.2644 +2025-06-30 16:14:00,862 - pyskl - INFO - Epoch [139][1600/3405] lr: 3.627e-04, eta: 5:03:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2831, loss: 1.2831 +2025-06-30 16:14:46,845 - pyskl - INFO - Epoch [139][1700/3405] lr: 3.609e-04, eta: 5:02:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2685, loss: 1.2685 +2025-06-30 16:15:32,817 - pyskl - INFO - Epoch [139][1800/3405] lr: 3.591e-04, eta: 5:02:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2557, loss: 1.2557 +2025-06-30 16:16:18,644 - pyskl - INFO - Epoch [139][1900/3405] lr: 3.572e-04, eta: 5:01:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2703, loss: 1.2703 +2025-06-30 16:17:04,325 - pyskl - INFO - Epoch [139][2000/3405] lr: 3.554e-04, eta: 5:00:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2869, loss: 1.2869 +2025-06-30 16:17:50,001 - pyskl - INFO - Epoch [139][2100/3405] lr: 3.536e-04, eta: 4:59:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2256, loss: 1.2256 +2025-06-30 16:18:35,662 - pyskl - INFO - Epoch [139][2200/3405] lr: 3.518e-04, eta: 4:59:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2512, loss: 1.2512 +2025-06-30 16:19:21,324 - pyskl - INFO - Epoch [139][2300/3405] lr: 3.500e-04, eta: 4:58:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3063, loss: 1.3063 +2025-06-30 16:20:06,994 - pyskl - INFO - Epoch [139][2400/3405] lr: 3.482e-04, eta: 4:57:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2384, loss: 1.2384 +2025-06-30 16:20:52,651 - pyskl - INFO - Epoch [139][2500/3405] lr: 3.464e-04, eta: 4:56:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2327, loss: 1.2327 +2025-06-30 16:21:38,305 - pyskl - INFO - Epoch [139][2600/3405] lr: 3.446e-04, eta: 4:55:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2818, loss: 1.2818 +2025-06-30 16:22:23,993 - pyskl - INFO - Epoch [139][2700/3405] lr: 3.428e-04, eta: 4:55:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2836, loss: 1.2836 +2025-06-30 16:23:09,723 - pyskl - INFO - Epoch [139][2800/3405] lr: 3.410e-04, eta: 4:54:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3269, loss: 1.3269 +2025-06-30 16:23:55,381 - pyskl - INFO - Epoch [139][2900/3405] lr: 3.392e-04, eta: 4:53:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2324, loss: 1.2324 +2025-06-30 16:24:41,109 - pyskl - INFO - Epoch [139][3000/3405] lr: 3.374e-04, eta: 4:52:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2611, loss: 1.2611 +2025-06-30 16:25:26,814 - pyskl - INFO - Epoch [139][3100/3405] lr: 3.357e-04, eta: 4:52:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2598, loss: 1.2598 +2025-06-30 16:26:12,525 - pyskl - INFO - Epoch [139][3200/3405] lr: 3.339e-04, eta: 4:51:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2766, loss: 1.2766 +2025-06-30 16:26:58,293 - pyskl - INFO - Epoch [139][3300/3405] lr: 3.321e-04, eta: 4:50:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2567, loss: 1.2567 +2025-06-30 16:27:44,056 - pyskl - INFO - Epoch [139][3400/3405] lr: 3.304e-04, eta: 4:49:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3228, loss: 1.3228 +2025-06-30 16:27:46,744 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-06-30 16:31:57,589 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 16:31:58,140 - pyskl - INFO - +top1_acc 0.8922 +top5_acc 0.9778 +2025-06-30 16:31:58,161 - pyskl - INFO - Epoch(val) [139][3718] top1_acc: 0.8922, top5_acc: 0.9778 +2025-06-30 16:33:07,244 - pyskl - INFO - Epoch [140][100/3405] lr: 3.285e-04, eta: 4:48:59, time: 0.691, data_time: 0.232, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2289, loss: 1.2289 +2025-06-30 16:33:53,187 - pyskl - INFO - Epoch [140][200/3405] lr: 3.268e-04, eta: 4:48:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2116, loss: 1.2116 +2025-06-30 16:34:39,263 - pyskl - INFO - Epoch [140][300/3405] lr: 3.250e-04, eta: 4:47:26, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2474, loss: 1.2474 +2025-06-30 16:35:25,222 - pyskl - INFO - Epoch [140][400/3405] lr: 3.233e-04, eta: 4:46:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2315, loss: 1.2315 +2025-06-30 16:36:11,227 - pyskl - INFO - Epoch [140][500/3405] lr: 3.216e-04, eta: 4:45:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2466, loss: 1.2466 +2025-06-30 16:36:57,258 - pyskl - INFO - Epoch [140][600/3405] lr: 3.198e-04, eta: 4:45:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2268, loss: 1.2268 +2025-06-30 16:37:43,312 - pyskl - INFO - Epoch [140][700/3405] lr: 3.181e-04, eta: 4:44:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2091, loss: 1.2091 +2025-06-30 16:38:29,461 - pyskl - INFO - Epoch [140][800/3405] lr: 3.164e-04, eta: 4:43:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2248, loss: 1.2248 +2025-06-30 16:39:15,615 - pyskl - INFO - Epoch [140][900/3405] lr: 3.147e-04, eta: 4:42:47, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2468, loss: 1.2468 +2025-06-30 16:40:01,720 - pyskl - INFO - Epoch [140][1000/3405] lr: 3.130e-04, eta: 4:42:01, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2689, loss: 1.2689 +2025-06-30 16:40:47,918 - pyskl - INFO - Epoch [140][1100/3405] lr: 3.112e-04, eta: 4:41:14, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2361, loss: 1.2361 +2025-06-30 16:41:33,893 - pyskl - INFO - Epoch [140][1200/3405] lr: 3.095e-04, eta: 4:40:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2400, loss: 1.2400 +2025-06-30 16:42:19,750 - pyskl - INFO - Epoch [140][1300/3405] lr: 3.078e-04, eta: 4:39:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2538, loss: 1.2538 +2025-06-30 16:43:05,637 - pyskl - INFO - Epoch [140][1400/3405] lr: 3.062e-04, eta: 4:38:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2826, loss: 1.2826 +2025-06-30 16:43:51,529 - pyskl - INFO - Epoch [140][1500/3405] lr: 3.045e-04, eta: 4:38:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2298, loss: 1.2298 +2025-06-30 16:44:37,429 - pyskl - INFO - Epoch [140][1600/3405] lr: 3.028e-04, eta: 4:37:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2475, loss: 1.2475 +2025-06-30 16:45:23,345 - pyskl - INFO - Epoch [140][1700/3405] lr: 3.011e-04, eta: 4:36:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2360, loss: 1.2360 +2025-06-30 16:46:09,230 - pyskl - INFO - Epoch [140][1800/3405] lr: 2.994e-04, eta: 4:35:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2546, loss: 1.2546 +2025-06-30 16:46:55,125 - pyskl - INFO - Epoch [140][1900/3405] lr: 2.978e-04, eta: 4:35:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2569, loss: 1.2569 +2025-06-30 16:47:40,968 - pyskl - INFO - Epoch [140][2000/3405] lr: 2.961e-04, eta: 4:34:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2366, loss: 1.2366 +2025-06-30 16:48:26,801 - pyskl - INFO - Epoch [140][2100/3405] lr: 2.944e-04, eta: 4:33:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2364, loss: 1.2364 +2025-06-30 16:49:12,633 - pyskl - INFO - Epoch [140][2200/3405] lr: 2.928e-04, eta: 4:32:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2506, loss: 1.2506 +2025-06-30 16:49:58,464 - pyskl - INFO - Epoch [140][2300/3405] lr: 2.911e-04, eta: 4:31:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2630, loss: 1.2630 +2025-06-30 16:50:44,313 - pyskl - INFO - Epoch [140][2400/3405] lr: 2.895e-04, eta: 4:31:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2544, loss: 1.2544 +2025-06-30 16:51:30,167 - pyskl - INFO - Epoch [140][2500/3405] lr: 2.878e-04, eta: 4:30:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2554, loss: 1.2554 +2025-06-30 16:52:16,028 - pyskl - INFO - Epoch [140][2600/3405] lr: 2.862e-04, eta: 4:29:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2406, loss: 1.2406 +2025-06-30 16:53:01,887 - pyskl - INFO - Epoch [140][2700/3405] lr: 2.846e-04, eta: 4:28:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2585, loss: 1.2585 +2025-06-30 16:53:47,722 - pyskl - INFO - Epoch [140][2800/3405] lr: 2.829e-04, eta: 4:28:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2312, loss: 1.2312 +2025-06-30 16:54:33,655 - pyskl - INFO - Epoch [140][2900/3405] lr: 2.813e-04, eta: 4:27:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2364, loss: 1.2364 +2025-06-30 16:55:19,885 - pyskl - INFO - Epoch [140][3000/3405] lr: 2.797e-04, eta: 4:26:32, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2604, loss: 1.2604 +2025-06-30 16:56:06,118 - pyskl - INFO - Epoch [140][3100/3405] lr: 2.781e-04, eta: 4:25:45, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2474, loss: 1.2474 +2025-06-30 16:56:52,249 - pyskl - INFO - Epoch [140][3200/3405] lr: 2.765e-04, eta: 4:24:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2771, loss: 1.2771 +2025-06-30 16:57:38,238 - pyskl - INFO - Epoch [140][3300/3405] lr: 2.749e-04, eta: 4:24:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2756, loss: 1.2756 +2025-06-30 16:58:24,139 - pyskl - INFO - Epoch [140][3400/3405] lr: 2.733e-04, eta: 4:23:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2586, loss: 1.2586 +2025-06-30 16:58:26,794 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-06-30 17:17:54,176 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 17:17:54,730 - pyskl - INFO - +top1_acc 0.8951 +top5_acc 0.9781 +2025-06-30 17:17:54,789 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_137.pth was removed +2025-06-30 17:17:55,850 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2025-06-30 17:17:55,852 - pyskl - INFO - Best top1_acc is 0.8951 at 140 epoch. +2025-06-30 17:17:55,874 - pyskl - INFO - Epoch(val) [140][3718] top1_acc: 0.8951, top5_acc: 0.9781 +2025-06-30 17:19:04,407 - pyskl - INFO - Epoch [141][100/3405] lr: 2.716e-04, eta: 4:22:38, time: 0.685, data_time: 0.228, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2422, loss: 1.2422 +2025-06-30 17:19:50,174 - pyskl - INFO - Epoch [141][200/3405] lr: 2.700e-04, eta: 4:21:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2217, loss: 1.2217 +2025-06-30 17:20:35,986 - pyskl - INFO - Epoch [141][300/3405] lr: 2.684e-04, eta: 4:21:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2211, loss: 1.2211 +2025-06-30 17:21:21,895 - pyskl - INFO - Epoch [141][400/3405] lr: 2.668e-04, eta: 4:20:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2409, loss: 1.2409 +2025-06-30 17:22:07,863 - pyskl - INFO - Epoch [141][500/3405] lr: 2.652e-04, eta: 4:19:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2569, loss: 1.2569 +2025-06-30 17:22:53,853 - pyskl - INFO - Epoch [141][600/3405] lr: 2.637e-04, eta: 4:18:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2459, loss: 1.2459 +2025-06-30 17:23:39,995 - pyskl - INFO - Epoch [141][700/3405] lr: 2.621e-04, eta: 4:18:00, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1958, loss: 1.1958 +2025-06-30 17:24:26,315 - pyskl - INFO - Epoch [141][800/3405] lr: 2.605e-04, eta: 4:17:13, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2522, loss: 1.2522 +2025-06-30 17:25:12,605 - pyskl - INFO - Epoch [141][900/3405] lr: 2.590e-04, eta: 4:16:27, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2004, loss: 1.2004 +2025-06-30 17:25:58,841 - pyskl - INFO - Epoch [141][1000/3405] lr: 2.574e-04, eta: 4:15:40, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2319, loss: 1.2319 +2025-06-30 17:26:44,855 - pyskl - INFO - Epoch [141][1100/3405] lr: 2.559e-04, eta: 4:14:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2584, loss: 1.2584 +2025-06-30 17:27:30,773 - pyskl - INFO - Epoch [141][1200/3405] lr: 2.543e-04, eta: 4:14:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2527, loss: 1.2527 +2025-06-30 17:28:16,796 - pyskl - INFO - Epoch [141][1300/3405] lr: 2.528e-04, eta: 4:13:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2563, loss: 1.2563 +2025-06-30 17:29:02,875 - pyskl - INFO - Epoch [141][1400/3405] lr: 2.512e-04, eta: 4:12:35, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2440, loss: 1.2440 +2025-06-30 17:29:48,871 - pyskl - INFO - Epoch [141][1500/3405] lr: 2.497e-04, eta: 4:11:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1904, loss: 1.1904 +2025-06-30 17:30:34,757 - pyskl - INFO - Epoch [141][1600/3405] lr: 2.482e-04, eta: 4:11:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2284, loss: 1.2284 +2025-06-30 17:31:20,838 - pyskl - INFO - Epoch [141][1700/3405] lr: 2.467e-04, eta: 4:10:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2596, loss: 1.2596 +2025-06-30 17:32:06,745 - pyskl - INFO - Epoch [141][1800/3405] lr: 2.451e-04, eta: 4:09:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2468, loss: 1.2468 +2025-06-30 17:32:52,652 - pyskl - INFO - Epoch [141][1900/3405] lr: 2.436e-04, eta: 4:08:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2673, loss: 1.2673 +2025-06-30 17:33:38,532 - pyskl - INFO - Epoch [141][2000/3405] lr: 2.421e-04, eta: 4:07:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2515, loss: 1.2515 +2025-06-30 17:34:24,544 - pyskl - INFO - Epoch [141][2100/3405] lr: 2.406e-04, eta: 4:07:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2446, loss: 1.2446 +2025-06-30 17:35:10,403 - pyskl - INFO - Epoch [141][2200/3405] lr: 2.391e-04, eta: 4:06:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2224, loss: 1.2224 +2025-06-30 17:35:56,268 - pyskl - INFO - Epoch [141][2300/3405] lr: 2.376e-04, eta: 4:05:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2187, loss: 1.2187 +2025-06-30 17:36:42,169 - pyskl - INFO - Epoch [141][2400/3405] lr: 2.361e-04, eta: 4:04:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2481, loss: 1.2481 +2025-06-30 17:37:28,168 - pyskl - INFO - Epoch [141][2500/3405] lr: 2.347e-04, eta: 4:04:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2218, loss: 1.2218 +2025-06-30 17:38:14,216 - pyskl - INFO - Epoch [141][2600/3405] lr: 2.332e-04, eta: 4:03:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2746, loss: 1.2746 +2025-06-30 17:39:00,154 - pyskl - INFO - Epoch [141][2700/3405] lr: 2.317e-04, eta: 4:02:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2091, loss: 1.2091 +2025-06-30 17:39:46,123 - pyskl - INFO - Epoch [141][2800/3405] lr: 2.302e-04, eta: 4:01:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2708, loss: 1.2708 +2025-06-30 17:40:32,199 - pyskl - INFO - Epoch [141][2900/3405] lr: 2.288e-04, eta: 4:00:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2237, loss: 1.2237 +2025-06-30 17:41:18,126 - pyskl - INFO - Epoch [141][3000/3405] lr: 2.273e-04, eta: 4:00:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2089, loss: 1.2089 +2025-06-30 17:42:03,928 - pyskl - INFO - Epoch [141][3100/3405] lr: 2.258e-04, eta: 3:59:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2349, loss: 1.2349 +2025-06-30 17:42:49,762 - pyskl - INFO - Epoch [141][3200/3405] lr: 2.244e-04, eta: 3:58:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2503, loss: 1.2503 +2025-06-30 17:43:35,567 - pyskl - INFO - Epoch [141][3300/3405] lr: 2.229e-04, eta: 3:57:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2582, loss: 1.2582 +2025-06-30 17:44:21,350 - pyskl - INFO - Epoch [141][3400/3405] lr: 2.215e-04, eta: 3:57:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2077, loss: 1.2077 +2025-06-30 17:44:23,992 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-06-30 17:48:35,905 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 17:48:36,449 - pyskl - INFO - +top1_acc 0.8954 +top5_acc 0.9780 +2025-06-30 17:48:36,507 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_140.pth was removed +2025-06-30 17:48:37,555 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2025-06-30 17:48:37,557 - pyskl - INFO - Best top1_acc is 0.8954 at 141 epoch. +2025-06-30 17:48:37,576 - pyskl - INFO - Epoch(val) [141][3718] top1_acc: 0.8954, top5_acc: 0.9780 +2025-06-30 17:49:46,565 - pyskl - INFO - Epoch [142][100/3405] lr: 2.200e-04, eta: 3:56:18, time: 0.690, data_time: 0.233, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2171, loss: 1.2171 +2025-06-30 17:50:32,425 - pyskl - INFO - Epoch [142][200/3405] lr: 2.186e-04, eta: 3:55:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2520, loss: 1.2520 +2025-06-30 17:51:18,175 - pyskl - INFO - Epoch [142][300/3405] lr: 2.171e-04, eta: 3:54:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2316, loss: 1.2316 +2025-06-30 17:52:04,052 - pyskl - INFO - Epoch [142][400/3405] lr: 2.157e-04, eta: 3:53:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2065, loss: 1.2065 +2025-06-30 17:52:49,842 - pyskl - INFO - Epoch [142][500/3405] lr: 2.143e-04, eta: 3:53:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2211, loss: 1.2211 +2025-06-30 17:53:35,739 - pyskl - INFO - Epoch [142][600/3405] lr: 2.129e-04, eta: 3:52:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2013, loss: 1.2013 +2025-06-30 17:54:21,699 - pyskl - INFO - Epoch [142][700/3405] lr: 2.115e-04, eta: 3:51:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2564, loss: 1.2564 +2025-06-30 17:55:07,635 - pyskl - INFO - Epoch [142][800/3405] lr: 2.100e-04, eta: 3:50:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2070, loss: 1.2070 +2025-06-30 17:55:53,412 - pyskl - INFO - Epoch [142][900/3405] lr: 2.086e-04, eta: 3:50:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2254, loss: 1.2254 +2025-06-30 17:56:39,139 - pyskl - INFO - Epoch [142][1000/3405] lr: 2.072e-04, eta: 3:49:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2343, loss: 1.2343 +2025-06-30 17:57:24,817 - pyskl - INFO - Epoch [142][1100/3405] lr: 2.059e-04, eta: 3:48:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2782, loss: 1.2782 +2025-06-30 17:58:10,686 - pyskl - INFO - Epoch [142][1200/3405] lr: 2.045e-04, eta: 3:47:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2280, loss: 1.2280 +2025-06-30 17:58:56,570 - pyskl - INFO - Epoch [142][1300/3405] lr: 2.031e-04, eta: 3:47:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2323, loss: 1.2323 +2025-06-30 17:59:42,551 - pyskl - INFO - Epoch [142][1400/3405] lr: 2.017e-04, eta: 3:46:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2255, loss: 1.2255 +2025-06-30 18:00:28,428 - pyskl - INFO - Epoch [142][1500/3405] lr: 2.003e-04, eta: 3:45:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2378, loss: 1.2378 +2025-06-30 18:01:14,269 - pyskl - INFO - Epoch [142][1600/3405] lr: 1.990e-04, eta: 3:44:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2600, loss: 1.2600 +2025-06-30 18:02:00,180 - pyskl - INFO - Epoch [142][1700/3405] lr: 1.976e-04, eta: 3:43:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2653, loss: 1.2653 +2025-06-30 18:02:46,070 - pyskl - INFO - Epoch [142][1800/3405] lr: 1.962e-04, eta: 3:43:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2208, loss: 1.2208 +2025-06-30 18:03:32,017 - pyskl - INFO - Epoch [142][1900/3405] lr: 1.949e-04, eta: 3:42:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2015, loss: 1.2015 +2025-06-30 18:04:17,738 - pyskl - INFO - Epoch [142][2000/3405] lr: 1.935e-04, eta: 3:41:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1954, loss: 1.1954 +2025-06-30 18:05:03,438 - pyskl - INFO - Epoch [142][2100/3405] lr: 1.922e-04, eta: 3:40:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2183, loss: 1.2183 +2025-06-30 18:05:49,101 - pyskl - INFO - Epoch [142][2200/3405] lr: 1.909e-04, eta: 3:40:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2105, loss: 1.2105 +2025-06-30 18:06:34,793 - pyskl - INFO - Epoch [142][2300/3405] lr: 1.895e-04, eta: 3:39:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1903, loss: 1.1903 +2025-06-30 18:07:20,554 - pyskl - INFO - Epoch [142][2400/3405] lr: 1.882e-04, eta: 3:38:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.2176, loss: 1.2176 +2025-06-30 18:08:06,238 - pyskl - INFO - Epoch [142][2500/3405] lr: 1.869e-04, eta: 3:37:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2087, loss: 1.2087 +2025-06-30 18:08:51,980 - pyskl - INFO - Epoch [142][2600/3405] lr: 1.855e-04, eta: 3:36:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2200, loss: 1.2200 +2025-06-30 18:09:37,895 - pyskl - INFO - Epoch [142][2700/3405] lr: 1.842e-04, eta: 3:36:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2482, loss: 1.2482 +2025-06-30 18:10:23,654 - pyskl - INFO - Epoch [142][2800/3405] lr: 1.829e-04, eta: 3:35:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2467, loss: 1.2467 +2025-06-30 18:11:09,576 - pyskl - INFO - Epoch [142][2900/3405] lr: 1.816e-04, eta: 3:34:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2325, loss: 1.2325 +2025-06-30 18:11:55,605 - pyskl - INFO - Epoch [142][3000/3405] lr: 1.803e-04, eta: 3:33:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2433, loss: 1.2433 +2025-06-30 18:12:41,432 - pyskl - INFO - Epoch [142][3100/3405] lr: 1.790e-04, eta: 3:33:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2306, loss: 1.2306 +2025-06-30 18:13:27,261 - pyskl - INFO - Epoch [142][3200/3405] lr: 1.777e-04, eta: 3:32:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2175, loss: 1.2175 +2025-06-30 18:14:13,150 - pyskl - INFO - Epoch [142][3300/3405] lr: 1.764e-04, eta: 3:31:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2361, loss: 1.2361 +2025-06-30 18:14:59,077 - pyskl - INFO - Epoch [142][3400/3405] lr: 1.751e-04, eta: 3:30:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2479, loss: 1.2479 +2025-06-30 18:15:01,751 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-06-30 18:19:13,557 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 18:19:14,104 - pyskl - INFO - +top1_acc 0.8957 +top5_acc 0.9770 +2025-06-30 18:19:14,165 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_141.pth was removed +2025-06-30 18:19:15,206 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2025-06-30 18:19:15,208 - pyskl - INFO - Best top1_acc is 0.8957 at 142 epoch. +2025-06-30 18:19:15,228 - pyskl - INFO - Epoch(val) [142][3718] top1_acc: 0.8957, top5_acc: 0.9770 +2025-06-30 18:20:24,586 - pyskl - INFO - Epoch [143][100/3405] lr: 1.738e-04, eta: 3:29:58, time: 0.694, data_time: 0.234, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2163, loss: 1.2163 +2025-06-30 18:21:10,336 - pyskl - INFO - Epoch [143][200/3405] lr: 1.725e-04, eta: 3:29:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2217, loss: 1.2217 +2025-06-30 18:21:56,132 - pyskl - INFO - Epoch [143][300/3405] lr: 1.712e-04, eta: 3:28:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2352, loss: 1.2352 +2025-06-30 18:22:41,822 - pyskl - INFO - Epoch [143][400/3405] lr: 1.700e-04, eta: 3:27:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2633, loss: 1.2633 +2025-06-30 18:23:27,570 - pyskl - INFO - Epoch [143][500/3405] lr: 1.687e-04, eta: 3:26:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2527, loss: 1.2527 +2025-06-30 18:24:13,443 - pyskl - INFO - Epoch [143][600/3405] lr: 1.675e-04, eta: 3:26:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1971, loss: 1.1971 +2025-06-30 18:24:59,174 - pyskl - INFO - Epoch [143][700/3405] lr: 1.662e-04, eta: 3:25:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2487, loss: 1.2487 +2025-06-30 18:25:44,854 - pyskl - INFO - Epoch [143][800/3405] lr: 1.650e-04, eta: 3:24:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2517, loss: 1.2517 +2025-06-30 18:26:30,542 - pyskl - INFO - Epoch [143][900/3405] lr: 1.637e-04, eta: 3:23:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2234, loss: 1.2234 +2025-06-30 18:27:16,284 - pyskl - INFO - Epoch [143][1000/3405] lr: 1.625e-04, eta: 3:23:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1995, loss: 1.1995 +2025-06-30 18:28:01,982 - pyskl - INFO - Epoch [143][1100/3405] lr: 1.612e-04, eta: 3:22:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2282, loss: 1.2282 +2025-06-30 18:28:47,662 - pyskl - INFO - Epoch [143][1200/3405] lr: 1.600e-04, eta: 3:21:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2787, loss: 1.2787 +2025-06-30 18:29:33,341 - pyskl - INFO - Epoch [143][1300/3405] lr: 1.588e-04, eta: 3:20:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2083, loss: 1.2083 +2025-06-30 18:30:19,041 - pyskl - INFO - Epoch [143][1400/3405] lr: 1.576e-04, eta: 3:19:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2248, loss: 1.2248 +2025-06-30 18:31:04,717 - pyskl - INFO - Epoch [143][1500/3405] lr: 1.564e-04, eta: 3:19:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2038, loss: 1.2038 +2025-06-30 18:31:50,407 - pyskl - INFO - Epoch [143][1600/3405] lr: 1.551e-04, eta: 3:18:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2293, loss: 1.2293 +2025-06-30 18:32:36,078 - pyskl - INFO - Epoch [143][1700/3405] lr: 1.539e-04, eta: 3:17:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2368, loss: 1.2368 +2025-06-30 18:33:21,750 - pyskl - INFO - Epoch [143][1800/3405] lr: 1.527e-04, eta: 3:16:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2166, loss: 1.2166 +2025-06-30 18:34:07,469 - pyskl - INFO - Epoch [143][1900/3405] lr: 1.515e-04, eta: 3:16:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2216, loss: 1.2216 +2025-06-30 18:34:53,300 - pyskl - INFO - Epoch [143][2000/3405] lr: 1.504e-04, eta: 3:15:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2330, loss: 1.2330 +2025-06-30 18:35:38,934 - pyskl - INFO - Epoch [143][2100/3405] lr: 1.492e-04, eta: 3:14:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1574, loss: 1.1574 +2025-06-30 18:36:24,564 - pyskl - INFO - Epoch [143][2200/3405] lr: 1.480e-04, eta: 3:13:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2363, loss: 1.2363 +2025-06-30 18:37:10,397 - pyskl - INFO - Epoch [143][2300/3405] lr: 1.468e-04, eta: 3:12:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2028, loss: 1.2028 +2025-06-30 18:37:56,118 - pyskl - INFO - Epoch [143][2400/3405] lr: 1.456e-04, eta: 3:12:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2353, loss: 1.2353 +2025-06-30 18:38:41,776 - pyskl - INFO - Epoch [143][2500/3405] lr: 1.445e-04, eta: 3:11:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2259, loss: 1.2259 +2025-06-30 18:39:27,578 - pyskl - INFO - Epoch [143][2600/3405] lr: 1.433e-04, eta: 3:10:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2201, loss: 1.2201 +2025-06-30 18:40:13,396 - pyskl - INFO - Epoch [143][2700/3405] lr: 1.421e-04, eta: 3:09:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2077, loss: 1.2077 +2025-06-30 18:40:59,223 - pyskl - INFO - Epoch [143][2800/3405] lr: 1.410e-04, eta: 3:09:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1962, loss: 1.1962 +2025-06-30 18:41:44,989 - pyskl - INFO - Epoch [143][2900/3405] lr: 1.398e-04, eta: 3:08:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2499, loss: 1.2499 +2025-06-30 18:42:30,694 - pyskl - INFO - Epoch [143][3000/3405] lr: 1.387e-04, eta: 3:07:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2528, loss: 1.2528 +2025-06-30 18:43:16,486 - pyskl - INFO - Epoch [143][3100/3405] lr: 1.376e-04, eta: 3:06:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2016, loss: 1.2016 +2025-06-30 18:44:02,179 - pyskl - INFO - Epoch [143][3200/3405] lr: 1.364e-04, eta: 3:05:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2356, loss: 1.2356 +2025-06-30 18:44:47,957 - pyskl - INFO - Epoch [143][3300/3405] lr: 1.353e-04, eta: 3:05:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2774, loss: 1.2774 +2025-06-30 18:45:33,758 - pyskl - INFO - Epoch [143][3400/3405] lr: 1.342e-04, eta: 3:04:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2201, loss: 1.2201 +2025-06-30 18:45:36,420 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-06-30 18:49:51,143 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 18:49:51,688 - pyskl - INFO - +top1_acc 0.8922 +top5_acc 0.9778 +2025-06-30 18:49:51,709 - pyskl - INFO - Epoch(val) [143][3718] top1_acc: 0.8922, top5_acc: 0.9778 +2025-06-30 18:51:01,209 - pyskl - INFO - Epoch [144][100/3405] lr: 1.330e-04, eta: 3:03:37, time: 0.695, data_time: 0.235, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1987, loss: 1.1987 +2025-06-30 18:51:47,001 - pyskl - INFO - Epoch [144][200/3405] lr: 1.319e-04, eta: 3:02:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1978, loss: 1.1978 +2025-06-30 18:52:32,789 - pyskl - INFO - Epoch [144][300/3405] lr: 1.308e-04, eta: 3:02:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2197, loss: 1.2197 +2025-06-30 18:53:18,537 - pyskl - INFO - Epoch [144][400/3405] lr: 1.297e-04, eta: 3:01:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2155, loss: 1.2155 +2025-06-30 18:54:04,331 - pyskl - INFO - Epoch [144][500/3405] lr: 1.285e-04, eta: 3:00:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1868, loss: 1.1868 +2025-06-30 18:54:50,116 - pyskl - INFO - Epoch [144][600/3405] lr: 1.275e-04, eta: 2:59:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2517, loss: 1.2517 +2025-06-30 18:55:35,882 - pyskl - INFO - Epoch [144][700/3405] lr: 1.264e-04, eta: 2:58:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2045, loss: 1.2045 +2025-06-30 18:56:21,649 - pyskl - INFO - Epoch [144][800/3405] lr: 1.253e-04, eta: 2:58:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2079, loss: 1.2079 +2025-06-30 18:57:07,439 - pyskl - INFO - Epoch [144][900/3405] lr: 1.242e-04, eta: 2:57:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2196, loss: 1.2196 +2025-06-30 18:57:53,061 - pyskl - INFO - Epoch [144][1000/3405] lr: 1.231e-04, eta: 2:56:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2373, loss: 1.2373 +2025-06-30 18:58:38,910 - pyskl - INFO - Epoch [144][1100/3405] lr: 1.220e-04, eta: 2:55:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2078, loss: 1.2078 +2025-06-30 18:59:24,662 - pyskl - INFO - Epoch [144][1200/3405] lr: 1.210e-04, eta: 2:55:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2563, loss: 1.2563 +2025-06-30 19:00:10,630 - pyskl - INFO - Epoch [144][1300/3405] lr: 1.199e-04, eta: 2:54:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2032, loss: 1.2032 +2025-06-30 19:00:56,560 - pyskl - INFO - Epoch [144][1400/3405] lr: 1.188e-04, eta: 2:53:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1820, loss: 1.1820 +2025-06-30 19:01:42,275 - pyskl - INFO - Epoch [144][1500/3405] lr: 1.178e-04, eta: 2:52:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2384, loss: 1.2384 +2025-06-30 19:02:27,981 - pyskl - INFO - Epoch [144][1600/3405] lr: 1.167e-04, eta: 2:52:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2075, loss: 1.2075 +2025-06-30 19:03:13,727 - pyskl - INFO - Epoch [144][1700/3405] lr: 1.157e-04, eta: 2:51:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2351, loss: 1.2351 +2025-06-30 19:03:59,465 - pyskl - INFO - Epoch [144][1800/3405] lr: 1.146e-04, eta: 2:50:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2493, loss: 1.2493 +2025-06-30 19:04:45,499 - pyskl - INFO - Epoch [144][1900/3405] lr: 1.136e-04, eta: 2:49:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2373, loss: 1.2373 +2025-06-30 19:05:31,434 - pyskl - INFO - Epoch [144][2000/3405] lr: 1.126e-04, eta: 2:48:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2300, loss: 1.2300 +2025-06-30 19:06:17,348 - pyskl - INFO - Epoch [144][2100/3405] lr: 1.116e-04, eta: 2:48:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1855, loss: 1.1855 +2025-06-30 19:07:03,123 - pyskl - INFO - Epoch [144][2200/3405] lr: 1.105e-04, eta: 2:47:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2077, loss: 1.2077 +2025-06-30 19:07:48,984 - pyskl - INFO - Epoch [144][2300/3405] lr: 1.095e-04, eta: 2:46:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2052, loss: 1.2052 +2025-06-30 19:08:34,878 - pyskl - INFO - Epoch [144][2400/3405] lr: 1.085e-04, eta: 2:45:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2144, loss: 1.2144 +2025-06-30 19:09:20,806 - pyskl - INFO - Epoch [144][2500/3405] lr: 1.075e-04, eta: 2:45:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1831, loss: 1.1831 +2025-06-30 19:10:06,786 - pyskl - INFO - Epoch [144][2600/3405] lr: 1.065e-04, eta: 2:44:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2082, loss: 1.2082 +2025-06-30 19:10:52,736 - pyskl - INFO - Epoch [144][2700/3405] lr: 1.055e-04, eta: 2:43:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2226, loss: 1.2226 +2025-06-30 19:11:38,664 - pyskl - INFO - Epoch [144][2800/3405] lr: 1.045e-04, eta: 2:42:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1795, loss: 1.1795 +2025-06-30 19:12:24,565 - pyskl - INFO - Epoch [144][2900/3405] lr: 1.035e-04, eta: 2:41:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1930, loss: 1.1930 +2025-06-30 19:13:10,562 - pyskl - INFO - Epoch [144][3000/3405] lr: 1.025e-04, eta: 2:41:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2448, loss: 1.2448 +2025-06-30 19:13:56,394 - pyskl - INFO - Epoch [144][3100/3405] lr: 1.015e-04, eta: 2:40:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2245, loss: 1.2245 +2025-06-30 19:14:42,123 - pyskl - INFO - Epoch [144][3200/3405] lr: 1.006e-04, eta: 2:39:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2259, loss: 1.2259 +2025-06-30 19:15:28,088 - pyskl - INFO - Epoch [144][3300/3405] lr: 9.959e-05, eta: 2:38:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2360, loss: 1.2360 +2025-06-30 19:16:13,963 - pyskl - INFO - Epoch [144][3400/3405] lr: 9.862e-05, eta: 2:38:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2155, loss: 1.2155 +2025-06-30 19:16:16,622 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-06-30 19:20:31,314 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 19:20:31,869 - pyskl - INFO - +top1_acc 0.8947 +top5_acc 0.9781 +2025-06-30 19:20:31,891 - pyskl - INFO - Epoch(val) [144][3718] top1_acc: 0.8947, top5_acc: 0.9781 +2025-06-30 19:21:41,110 - pyskl - INFO - Epoch [145][100/3405] lr: 9.761e-05, eta: 2:37:17, time: 0.692, data_time: 0.235, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2263, loss: 1.2263 +2025-06-30 19:22:26,740 - pyskl - INFO - Epoch [145][200/3405] lr: 9.666e-05, eta: 2:36:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2143, loss: 1.2143 +2025-06-30 19:23:12,518 - pyskl - INFO - Epoch [145][300/3405] lr: 9.571e-05, eta: 2:35:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2037, loss: 1.2037 +2025-06-30 19:23:58,327 - pyskl - INFO - Epoch [145][400/3405] lr: 9.476e-05, eta: 2:34:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2173, loss: 1.2173 +2025-06-30 19:24:44,127 - pyskl - INFO - Epoch [145][500/3405] lr: 9.382e-05, eta: 2:34:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1962, loss: 1.1962 +2025-06-30 19:25:29,913 - pyskl - INFO - Epoch [145][600/3405] lr: 9.288e-05, eta: 2:33:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1928, loss: 1.1928 +2025-06-30 19:26:15,693 - pyskl - INFO - Epoch [145][700/3405] lr: 9.194e-05, eta: 2:32:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2272, loss: 1.2272 +2025-06-30 19:27:01,514 - pyskl - INFO - Epoch [145][800/3405] lr: 9.102e-05, eta: 2:31:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2108, loss: 1.2108 +2025-06-30 19:27:47,282 - pyskl - INFO - Epoch [145][900/3405] lr: 9.009e-05, eta: 2:31:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2027, loss: 1.2027 +2025-06-30 19:28:33,085 - pyskl - INFO - Epoch [145][1000/3405] lr: 8.917e-05, eta: 2:30:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1989, loss: 1.1989 +2025-06-30 19:29:18,893 - pyskl - INFO - Epoch [145][1100/3405] lr: 8.826e-05, eta: 2:29:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2082, loss: 1.2082 +2025-06-30 19:30:04,691 - pyskl - INFO - Epoch [145][1200/3405] lr: 8.735e-05, eta: 2:28:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2209, loss: 1.2209 +2025-06-30 19:30:50,467 - pyskl - INFO - Epoch [145][1300/3405] lr: 8.644e-05, eta: 2:27:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2721, loss: 1.2721 +2025-06-30 19:31:36,253 - pyskl - INFO - Epoch [145][1400/3405] lr: 8.554e-05, eta: 2:27:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1876, loss: 1.1876 +2025-06-30 19:32:21,957 - pyskl - INFO - Epoch [145][1500/3405] lr: 8.465e-05, eta: 2:26:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1963, loss: 1.1963 +2025-06-30 19:33:07,781 - pyskl - INFO - Epoch [145][1600/3405] lr: 8.376e-05, eta: 2:25:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2509, loss: 1.2509 +2025-06-30 19:33:53,563 - pyskl - INFO - Epoch [145][1700/3405] lr: 8.287e-05, eta: 2:24:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2564, loss: 1.2564 +2025-06-30 19:34:39,397 - pyskl - INFO - Epoch [145][1800/3405] lr: 8.199e-05, eta: 2:24:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2270, loss: 1.2270 +2025-06-30 19:35:25,145 - pyskl - INFO - Epoch [145][1900/3405] lr: 8.111e-05, eta: 2:23:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1869, loss: 1.1869 +2025-06-30 19:36:10,773 - pyskl - INFO - Epoch [145][2000/3405] lr: 8.024e-05, eta: 2:22:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1971, loss: 1.1971 +2025-06-30 19:36:56,392 - pyskl - INFO - Epoch [145][2100/3405] lr: 7.937e-05, eta: 2:21:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2344, loss: 1.2344 +2025-06-30 19:37:42,027 - pyskl - INFO - Epoch [145][2200/3405] lr: 7.851e-05, eta: 2:21:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2148, loss: 1.2148 +2025-06-30 19:38:27,857 - pyskl - INFO - Epoch [145][2300/3405] lr: 7.765e-05, eta: 2:20:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2021, loss: 1.2021 +2025-06-30 19:39:13,972 - pyskl - INFO - Epoch [145][2400/3405] lr: 7.680e-05, eta: 2:19:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2372, loss: 1.2372 +2025-06-30 19:40:00,008 - pyskl - INFO - Epoch [145][2500/3405] lr: 7.595e-05, eta: 2:18:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2287, loss: 1.2287 +2025-06-30 19:40:45,835 - pyskl - INFO - Epoch [145][2600/3405] lr: 7.511e-05, eta: 2:17:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1967, loss: 1.1967 +2025-06-30 19:41:31,589 - pyskl - INFO - Epoch [145][2700/3405] lr: 7.427e-05, eta: 2:17:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2286, loss: 1.2286 +2025-06-30 19:42:17,443 - pyskl - INFO - Epoch [145][2800/3405] lr: 7.343e-05, eta: 2:16:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2443, loss: 1.2443 +2025-06-30 19:43:03,125 - pyskl - INFO - Epoch [145][2900/3405] lr: 7.260e-05, eta: 2:15:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2569, loss: 1.2569 +2025-06-30 19:43:48,775 - pyskl - INFO - Epoch [145][3000/3405] lr: 7.178e-05, eta: 2:14:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2141, loss: 1.2141 +2025-06-30 19:44:34,510 - pyskl - INFO - Epoch [145][3100/3405] lr: 7.096e-05, eta: 2:14:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2661, loss: 1.2661 +2025-06-30 19:45:20,217 - pyskl - INFO - Epoch [145][3200/3405] lr: 7.014e-05, eta: 2:13:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2204, loss: 1.2204 +2025-06-30 19:46:05,897 - pyskl - INFO - Epoch [145][3300/3405] lr: 6.933e-05, eta: 2:12:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2223, loss: 1.2223 +2025-06-30 19:46:51,569 - pyskl - INFO - Epoch [145][3400/3405] lr: 6.852e-05, eta: 2:11:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2551, loss: 1.2551 +2025-06-30 19:46:54,228 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-06-30 20:06:35,927 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 20:06:36,470 - pyskl - INFO - +top1_acc 0.8960 +top5_acc 0.9780 +2025-06-30 20:06:36,529 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_142.pth was removed +2025-06-30 20:06:37,602 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2025-06-30 20:06:37,604 - pyskl - INFO - Best top1_acc is 0.8960 at 145 epoch. +2025-06-30 20:06:37,628 - pyskl - INFO - Epoch(val) [145][3718] top1_acc: 0.8960, top5_acc: 0.9780 +2025-06-30 20:07:46,568 - pyskl - INFO - Epoch [146][100/3405] lr: 6.768e-05, eta: 2:10:56, time: 0.689, data_time: 0.228, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2354, loss: 1.2354 +2025-06-30 20:08:32,803 - pyskl - INFO - Epoch [146][200/3405] lr: 6.689e-05, eta: 2:10:10, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2277, loss: 1.2277 +2025-06-30 20:09:19,182 - pyskl - INFO - Epoch [146][300/3405] lr: 6.609e-05, eta: 2:09:23, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2242, loss: 1.2242 +2025-06-30 20:10:05,324 - pyskl - INFO - Epoch [146][400/3405] lr: 6.531e-05, eta: 2:08:37, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2101, loss: 1.2101 +2025-06-30 20:10:51,291 - pyskl - INFO - Epoch [146][500/3405] lr: 6.452e-05, eta: 2:07:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1998, loss: 1.1998 +2025-06-30 20:11:37,278 - pyskl - INFO - Epoch [146][600/3405] lr: 6.375e-05, eta: 2:07:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2090, loss: 1.2090 +2025-06-30 20:12:23,516 - pyskl - INFO - Epoch [146][700/3405] lr: 6.297e-05, eta: 2:06:17, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2348, loss: 1.2348 +2025-06-30 20:13:09,706 - pyskl - INFO - Epoch [146][800/3405] lr: 6.221e-05, eta: 2:05:31, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2137, loss: 1.2137 +2025-06-30 20:13:56,002 - pyskl - INFO - Epoch [146][900/3405] lr: 6.144e-05, eta: 2:04:45, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2309, loss: 1.2309 +2025-06-30 20:14:42,185 - pyskl - INFO - Epoch [146][1000/3405] lr: 6.068e-05, eta: 2:03:58, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1851, loss: 1.1851 +2025-06-30 20:15:28,248 - pyskl - INFO - Epoch [146][1100/3405] lr: 5.993e-05, eta: 2:03:12, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2178, loss: 1.2178 +2025-06-30 20:16:14,356 - pyskl - INFO - Epoch [146][1200/3405] lr: 5.918e-05, eta: 2:02:25, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2175, loss: 1.2175 +2025-06-30 20:17:00,673 - pyskl - INFO - Epoch [146][1300/3405] lr: 5.843e-05, eta: 2:01:39, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1919, loss: 1.1919 +2025-06-30 20:17:47,023 - pyskl - INFO - Epoch [146][1400/3405] lr: 5.769e-05, eta: 2:00:52, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2174, loss: 1.2174 +2025-06-30 20:18:33,232 - pyskl - INFO - Epoch [146][1500/3405] lr: 5.696e-05, eta: 2:00:06, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2088, loss: 1.2088 +2025-06-30 20:19:19,555 - pyskl - INFO - Epoch [146][1600/3405] lr: 5.623e-05, eta: 1:59:20, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1908, loss: 1.1908 +2025-06-30 20:20:05,952 - pyskl - INFO - Epoch [146][1700/3405] lr: 5.550e-05, eta: 1:58:33, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2177, loss: 1.2177 +2025-06-30 20:20:52,076 - pyskl - INFO - Epoch [146][1800/3405] lr: 5.478e-05, eta: 1:57:47, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2489, loss: 1.2489 +2025-06-30 20:21:38,515 - pyskl - INFO - Epoch [146][1900/3405] lr: 5.406e-05, eta: 1:57:00, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2227, loss: 1.2227 +2025-06-30 20:22:24,744 - pyskl - INFO - Epoch [146][2000/3405] lr: 5.335e-05, eta: 1:56:14, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2169, loss: 1.2169 +2025-06-30 20:23:10,884 - pyskl - INFO - Epoch [146][2100/3405] lr: 5.264e-05, eta: 1:55:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2012, loss: 1.2012 +2025-06-30 20:23:57,110 - pyskl - INFO - Epoch [146][2200/3405] lr: 5.194e-05, eta: 1:54:41, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1863, loss: 1.1863 +2025-06-30 20:24:43,255 - pyskl - INFO - Epoch [146][2300/3405] lr: 5.124e-05, eta: 1:53:55, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2219, loss: 1.2219 +2025-06-30 20:25:29,304 - pyskl - INFO - Epoch [146][2400/3405] lr: 5.055e-05, eta: 1:53:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2398, loss: 1.2398 +2025-06-30 20:26:15,526 - pyskl - INFO - Epoch [146][2500/3405] lr: 4.986e-05, eta: 1:52:22, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2045, loss: 1.2045 +2025-06-30 20:27:01,608 - pyskl - INFO - Epoch [146][2600/3405] lr: 4.918e-05, eta: 1:51:35, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1761, loss: 1.1761 +2025-06-30 20:27:47,719 - pyskl - INFO - Epoch [146][2700/3405] lr: 4.850e-05, eta: 1:50:49, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2114, loss: 1.2114 +2025-06-30 20:28:33,737 - pyskl - INFO - Epoch [146][2800/3405] lr: 4.782e-05, eta: 1:50:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2057, loss: 1.2057 +2025-06-30 20:29:19,752 - pyskl - INFO - Epoch [146][2900/3405] lr: 4.716e-05, eta: 1:49:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1729, loss: 1.1729 +2025-06-30 20:30:05,849 - pyskl - INFO - Epoch [146][3000/3405] lr: 4.649e-05, eta: 1:48:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2175, loss: 1.2175 +2025-06-30 20:30:52,049 - pyskl - INFO - Epoch [146][3100/3405] lr: 4.583e-05, eta: 1:47:43, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2528, loss: 1.2528 +2025-06-30 20:31:38,176 - pyskl - INFO - Epoch [146][3200/3405] lr: 4.517e-05, eta: 1:46:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2143, loss: 1.2143 +2025-06-30 20:32:24,302 - pyskl - INFO - Epoch [146][3300/3405] lr: 4.452e-05, eta: 1:46:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1837, loss: 1.1837 +2025-06-30 20:33:10,452 - pyskl - INFO - Epoch [146][3400/3405] lr: 4.388e-05, eta: 1:45:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1853, loss: 1.1853 +2025-06-30 20:33:13,097 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-06-30 20:37:25,125 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 20:37:25,674 - pyskl - INFO - +top1_acc 0.8954 +top5_acc 0.9778 +2025-06-30 20:37:25,696 - pyskl - INFO - Epoch(val) [146][3718] top1_acc: 0.8954, top5_acc: 0.9778 +2025-06-30 20:38:34,670 - pyskl - INFO - Epoch [147][100/3405] lr: 4.320e-05, eta: 1:44:36, time: 0.690, data_time: 0.230, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1970, loss: 1.1970 +2025-06-30 20:39:20,629 - pyskl - INFO - Epoch [147][200/3405] lr: 4.257e-05, eta: 1:43:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1896, loss: 1.1896 +2025-06-30 20:40:06,664 - pyskl - INFO - Epoch [147][300/3405] lr: 4.194e-05, eta: 1:43:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2335, loss: 1.2335 +2025-06-30 20:40:52,722 - pyskl - INFO - Epoch [147][400/3405] lr: 4.131e-05, eta: 1:42:16, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1793, loss: 1.1793 +2025-06-30 20:41:38,802 - pyskl - INFO - Epoch [147][500/3405] lr: 4.069e-05, eta: 1:41:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2144, loss: 1.2144 +2025-06-30 20:42:25,117 - pyskl - INFO - Epoch [147][600/3405] lr: 4.007e-05, eta: 1:40:44, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1990, loss: 1.1990 +2025-06-30 20:43:11,268 - pyskl - INFO - Epoch [147][700/3405] lr: 3.946e-05, eta: 1:39:57, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2252, loss: 1.2252 +2025-06-30 20:43:57,399 - pyskl - INFO - Epoch [147][800/3405] lr: 3.885e-05, eta: 1:39:11, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1863, loss: 1.1863 +2025-06-30 20:44:43,528 - pyskl - INFO - Epoch [147][900/3405] lr: 3.825e-05, eta: 1:38:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2169, loss: 1.2169 +2025-06-30 20:45:29,598 - pyskl - INFO - Epoch [147][1000/3405] lr: 3.765e-05, eta: 1:37:38, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1935, loss: 1.1935 +2025-06-30 20:46:15,687 - pyskl - INFO - Epoch [147][1100/3405] lr: 3.705e-05, eta: 1:36:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2264, loss: 1.2264 +2025-06-30 20:47:01,774 - pyskl - INFO - Epoch [147][1200/3405] lr: 3.646e-05, eta: 1:36:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1991, loss: 1.1991 +2025-06-30 20:47:47,944 - pyskl - INFO - Epoch [147][1300/3405] lr: 3.588e-05, eta: 1:35:19, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2073, loss: 1.2073 +2025-06-30 20:48:34,059 - pyskl - INFO - Epoch [147][1400/3405] lr: 3.530e-05, eta: 1:34:32, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2145, loss: 1.2145 +2025-06-30 20:49:20,100 - pyskl - INFO - Epoch [147][1500/3405] lr: 3.472e-05, eta: 1:33:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2342, loss: 1.2342 +2025-06-30 20:50:06,105 - pyskl - INFO - Epoch [147][1600/3405] lr: 3.415e-05, eta: 1:32:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1863, loss: 1.1863 +2025-06-30 20:50:52,153 - pyskl - INFO - Epoch [147][1700/3405] lr: 3.359e-05, eta: 1:32:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1662, loss: 1.1662 +2025-06-30 20:51:38,282 - pyskl - INFO - Epoch [147][1800/3405] lr: 3.303e-05, eta: 1:31:26, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2054, loss: 1.2054 +2025-06-30 20:52:24,375 - pyskl - INFO - Epoch [147][1900/3405] lr: 3.247e-05, eta: 1:30:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1883, loss: 1.1883 +2025-06-30 20:53:10,414 - pyskl - INFO - Epoch [147][2000/3405] lr: 3.192e-05, eta: 1:29:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1608, loss: 1.1608 +2025-06-30 20:53:56,454 - pyskl - INFO - Epoch [147][2100/3405] lr: 3.137e-05, eta: 1:29:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2041, loss: 1.2041 +2025-06-30 20:54:42,502 - pyskl - INFO - Epoch [147][2200/3405] lr: 3.083e-05, eta: 1:28:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2257, loss: 1.2257 +2025-06-30 20:55:28,605 - pyskl - INFO - Epoch [147][2300/3405] lr: 3.029e-05, eta: 1:27:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1948, loss: 1.1948 +2025-06-30 20:56:14,614 - pyskl - INFO - Epoch [147][2400/3405] lr: 2.976e-05, eta: 1:26:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2153, loss: 1.2153 +2025-06-30 20:57:00,636 - pyskl - INFO - Epoch [147][2500/3405] lr: 2.923e-05, eta: 1:26:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2353, loss: 1.2353 +2025-06-30 20:57:46,632 - pyskl - INFO - Epoch [147][2600/3405] lr: 2.871e-05, eta: 1:25:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1875, loss: 1.1875 +2025-06-30 20:58:32,612 - pyskl - INFO - Epoch [147][2700/3405] lr: 2.819e-05, eta: 1:24:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2070, loss: 1.2070 +2025-06-30 20:59:18,570 - pyskl - INFO - Epoch [147][2800/3405] lr: 2.768e-05, eta: 1:23:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2015, loss: 1.2015 +2025-06-30 21:00:04,457 - pyskl - INFO - Epoch [147][2900/3405] lr: 2.717e-05, eta: 1:22:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1889, loss: 1.1889 +2025-06-30 21:00:50,338 - pyskl - INFO - Epoch [147][3000/3405] lr: 2.666e-05, eta: 1:22:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2374, loss: 1.2374 +2025-06-30 21:01:36,365 - pyskl - INFO - Epoch [147][3100/3405] lr: 2.617e-05, eta: 1:21:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2007, loss: 1.2007 +2025-06-30 21:02:22,288 - pyskl - INFO - Epoch [147][3200/3405] lr: 2.567e-05, eta: 1:20:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2013, loss: 1.2013 +2025-06-30 21:03:08,082 - pyskl - INFO - Epoch [147][3300/3405] lr: 2.518e-05, eta: 1:19:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1972, loss: 1.1972 +2025-06-30 21:03:53,803 - pyskl - INFO - Epoch [147][3400/3405] lr: 2.469e-05, eta: 1:19:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2037, loss: 1.2037 +2025-06-30 21:03:56,398 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-06-30 21:08:10,524 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 21:08:11,065 - pyskl - INFO - +top1_acc 0.8961 +top5_acc 0.9780 +2025-06-30 21:08:11,123 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_145.pth was removed +2025-06-30 21:08:12,155 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_147.pth. +2025-06-30 21:08:12,157 - pyskl - INFO - Best top1_acc is 0.8961 at 147 epoch. +2025-06-30 21:08:12,176 - pyskl - INFO - Epoch(val) [147][3718] top1_acc: 0.8961, top5_acc: 0.9780 +2025-06-30 21:09:21,087 - pyskl - INFO - Epoch [148][100/3405] lr: 2.419e-05, eta: 1:18:15, time: 0.689, data_time: 0.232, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2065, loss: 1.2065 +2025-06-30 21:10:06,797 - pyskl - INFO - Epoch [148][200/3405] lr: 2.371e-05, eta: 1:17:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2423, loss: 1.2423 +2025-06-30 21:10:52,548 - pyskl - INFO - Epoch [148][300/3405] lr: 2.324e-05, eta: 1:16:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2220, loss: 1.2220 +2025-06-30 21:11:38,299 - pyskl - INFO - Epoch [148][400/3405] lr: 2.278e-05, eta: 1:15:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2035, loss: 1.2035 +2025-06-30 21:12:24,297 - pyskl - INFO - Epoch [148][500/3405] lr: 2.232e-05, eta: 1:15:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2040, loss: 1.2040 +2025-06-30 21:13:10,344 - pyskl - INFO - Epoch [148][600/3405] lr: 2.186e-05, eta: 1:14:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2079, loss: 1.2079 +2025-06-30 21:13:56,258 - pyskl - INFO - Epoch [148][700/3405] lr: 2.141e-05, eta: 1:13:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1726, loss: 1.1726 +2025-06-30 21:14:42,153 - pyskl - INFO - Epoch [148][800/3405] lr: 2.096e-05, eta: 1:12:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1953, loss: 1.1953 +2025-06-30 21:15:28,090 - pyskl - INFO - Epoch [148][900/3405] lr: 2.052e-05, eta: 1:12:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2180, loss: 1.2180 +2025-06-30 21:16:14,045 - pyskl - INFO - Epoch [148][1000/3405] lr: 2.008e-05, eta: 1:11:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1895, loss: 1.1895 +2025-06-30 21:16:59,955 - pyskl - INFO - Epoch [148][1100/3405] lr: 1.965e-05, eta: 1:10:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2029, loss: 1.2029 +2025-06-30 21:17:45,829 - pyskl - INFO - Epoch [148][1200/3405] lr: 1.922e-05, eta: 1:09:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1725, loss: 1.1725 +2025-06-30 21:18:31,641 - pyskl - INFO - Epoch [148][1300/3405] lr: 1.879e-05, eta: 1:08:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2135, loss: 1.2135 +2025-06-30 21:19:17,440 - pyskl - INFO - Epoch [148][1400/3405] lr: 1.837e-05, eta: 1:08:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1933, loss: 1.1933 +2025-06-30 21:20:03,290 - pyskl - INFO - Epoch [148][1500/3405] lr: 1.796e-05, eta: 1:07:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2050, loss: 1.2050 +2025-06-30 21:20:49,067 - pyskl - INFO - Epoch [148][1600/3405] lr: 1.755e-05, eta: 1:06:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2695, loss: 1.2695 +2025-06-30 21:21:34,796 - pyskl - INFO - Epoch [148][1700/3405] lr: 1.714e-05, eta: 1:05:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2038, loss: 1.2038 +2025-06-30 21:22:20,452 - pyskl - INFO - Epoch [148][1800/3405] lr: 1.674e-05, eta: 1:05:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1964, loss: 1.1964 +2025-06-30 21:23:06,106 - pyskl - INFO - Epoch [148][1900/3405] lr: 1.635e-05, eta: 1:04:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2075, loss: 1.2075 +2025-06-30 21:23:51,756 - pyskl - INFO - Epoch [148][2000/3405] lr: 1.596e-05, eta: 1:03:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2020, loss: 1.2020 +2025-06-30 21:24:37,367 - pyskl - INFO - Epoch [148][2100/3405] lr: 1.557e-05, eta: 1:02:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2202, loss: 1.2202 +2025-06-30 21:25:23,025 - pyskl - INFO - Epoch [148][2200/3405] lr: 1.519e-05, eta: 1:02:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2615, loss: 1.2615 +2025-06-30 21:26:08,795 - pyskl - INFO - Epoch [148][2300/3405] lr: 1.481e-05, eta: 1:01:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2392, loss: 1.2392 +2025-06-30 21:26:54,516 - pyskl - INFO - Epoch [148][2400/3405] lr: 1.444e-05, eta: 1:00:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1941, loss: 1.1941 +2025-06-30 21:27:40,075 - pyskl - INFO - Epoch [148][2500/3405] lr: 1.408e-05, eta: 0:59:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2450, loss: 1.2450 +2025-06-30 21:28:25,894 - pyskl - INFO - Epoch [148][2600/3405] lr: 1.371e-05, eta: 0:58:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2138, loss: 1.2138 +2025-06-30 21:29:11,878 - pyskl - INFO - Epoch [148][2700/3405] lr: 1.336e-05, eta: 0:58:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2189, loss: 1.2189 +2025-06-30 21:29:57,639 - pyskl - INFO - Epoch [148][2800/3405] lr: 1.300e-05, eta: 0:57:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2039, loss: 1.2039 +2025-06-30 21:30:43,337 - pyskl - INFO - Epoch [148][2900/3405] lr: 1.265e-05, eta: 0:56:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2480, loss: 1.2480 +2025-06-30 21:31:29,014 - pyskl - INFO - Epoch [148][3000/3405] lr: 1.231e-05, eta: 0:55:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1975, loss: 1.1975 +2025-06-30 21:32:14,712 - pyskl - INFO - Epoch [148][3100/3405] lr: 1.197e-05, eta: 0:55:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1758, loss: 1.1758 +2025-06-30 21:33:00,369 - pyskl - INFO - Epoch [148][3200/3405] lr: 1.164e-05, eta: 0:54:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2184, loss: 1.2184 +2025-06-30 21:33:45,919 - pyskl - INFO - Epoch [148][3300/3405] lr: 1.131e-05, eta: 0:53:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1855, loss: 1.1855 +2025-06-30 21:34:31,466 - pyskl - INFO - Epoch [148][3400/3405] lr: 1.098e-05, eta: 0:52:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2281, loss: 1.2281 +2025-06-30 21:34:34,131 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-06-30 21:38:49,195 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 21:38:49,732 - pyskl - INFO - +top1_acc 0.8962 +top5_acc 0.9783 +2025-06-30 21:38:49,790 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_147.pth was removed +2025-06-30 21:38:50,814 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_148.pth. +2025-06-30 21:38:50,815 - pyskl - INFO - Best top1_acc is 0.8962 at 148 epoch. +2025-06-30 21:38:50,837 - pyskl - INFO - Epoch(val) [148][3718] top1_acc: 0.8962, top5_acc: 0.9783 +2025-06-30 21:39:59,489 - pyskl - INFO - Epoch [149][100/3405] lr: 1.065e-05, eta: 0:51:54, time: 0.686, data_time: 0.231, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2042, loss: 1.2042 +2025-06-30 21:40:45,063 - pyskl - INFO - Epoch [149][200/3405] lr: 1.033e-05, eta: 0:51:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2186, loss: 1.2186 +2025-06-30 21:41:30,675 - pyskl - INFO - Epoch [149][300/3405] lr: 1.002e-05, eta: 0:50:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1941, loss: 1.1941 +2025-06-30 21:42:16,301 - pyskl - INFO - Epoch [149][400/3405] lr: 9.718e-06, eta: 0:49:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1965, loss: 1.1965 +2025-06-30 21:43:01,948 - pyskl - INFO - Epoch [149][500/3405] lr: 9.417e-06, eta: 0:48:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2102, loss: 1.2102 +2025-06-30 21:43:47,566 - pyskl - INFO - Epoch [149][600/3405] lr: 9.121e-06, eta: 0:48:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2237, loss: 1.2237 +2025-06-30 21:44:33,110 - pyskl - INFO - Epoch [149][700/3405] lr: 8.830e-06, eta: 0:47:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2189, loss: 1.2189 +2025-06-30 21:45:18,567 - pyskl - INFO - Epoch [149][800/3405] lr: 8.543e-06, eta: 0:46:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1954, loss: 1.1954 +2025-06-30 21:46:04,197 - pyskl - INFO - Epoch [149][900/3405] lr: 8.261e-06, eta: 0:45:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2272, loss: 1.2272 +2025-06-30 21:46:49,818 - pyskl - INFO - Epoch [149][1000/3405] lr: 7.984e-06, eta: 0:44:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2547, loss: 1.2547 +2025-06-30 21:47:35,354 - pyskl - INFO - Epoch [149][1100/3405] lr: 7.712e-06, eta: 0:44:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1749, loss: 1.1749 +2025-06-30 21:48:20,862 - pyskl - INFO - Epoch [149][1200/3405] lr: 7.444e-06, eta: 0:43:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1795, loss: 1.1795 +2025-06-30 21:49:06,370 - pyskl - INFO - Epoch [149][1300/3405] lr: 7.181e-06, eta: 0:42:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1518, loss: 1.1518 +2025-06-30 21:49:51,856 - pyskl - INFO - Epoch [149][1400/3405] lr: 6.923e-06, eta: 0:41:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1925, loss: 1.1925 +2025-06-30 21:50:37,383 - pyskl - INFO - Epoch [149][1500/3405] lr: 6.669e-06, eta: 0:41:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2272, loss: 1.2272 +2025-06-30 21:51:22,878 - pyskl - INFO - Epoch [149][1600/3405] lr: 6.420e-06, eta: 0:40:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1566, loss: 1.1566 +2025-06-30 21:52:08,483 - pyskl - INFO - Epoch [149][1700/3405] lr: 6.176e-06, eta: 0:39:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2156, loss: 1.2156 +2025-06-30 21:52:54,137 - pyskl - INFO - Epoch [149][1800/3405] lr: 5.937e-06, eta: 0:38:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2330, loss: 1.2330 +2025-06-30 21:53:39,758 - pyskl - INFO - Epoch [149][1900/3405] lr: 5.703e-06, eta: 0:37:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1883, loss: 1.1883 +2025-06-30 21:54:25,402 - pyskl - INFO - Epoch [149][2000/3405] lr: 5.473e-06, eta: 0:37:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2370, loss: 1.2370 +2025-06-30 21:55:11,060 - pyskl - INFO - Epoch [149][2100/3405] lr: 5.248e-06, eta: 0:36:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2098, loss: 1.2098 +2025-06-30 21:55:56,729 - pyskl - INFO - Epoch [149][2200/3405] lr: 5.027e-06, eta: 0:35:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1865, loss: 1.1865 +2025-06-30 21:56:42,374 - pyskl - INFO - Epoch [149][2300/3405] lr: 4.812e-06, eta: 0:34:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2141, loss: 1.2141 +2025-06-30 21:57:27,972 - pyskl - INFO - Epoch [149][2400/3405] lr: 4.601e-06, eta: 0:34:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2252, loss: 1.2252 +2025-06-30 21:58:13,612 - pyskl - INFO - Epoch [149][2500/3405] lr: 4.394e-06, eta: 0:33:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1833, loss: 1.1833 +2025-06-30 21:58:59,324 - pyskl - INFO - Epoch [149][2600/3405] lr: 4.193e-06, eta: 0:32:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1979, loss: 1.1979 +2025-06-30 21:59:45,028 - pyskl - INFO - Epoch [149][2700/3405] lr: 3.996e-06, eta: 0:31:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2304, loss: 1.2304 +2025-06-30 22:00:30,731 - pyskl - INFO - Epoch [149][2800/3405] lr: 3.804e-06, eta: 0:31:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1781, loss: 1.1781 +2025-06-30 22:01:16,436 - pyskl - INFO - Epoch [149][2900/3405] lr: 3.617e-06, eta: 0:30:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2012, loss: 1.2012 +2025-06-30 22:02:02,164 - pyskl - INFO - Epoch [149][3000/3405] lr: 3.434e-06, eta: 0:29:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1663, loss: 1.1663 +2025-06-30 22:02:47,860 - pyskl - INFO - Epoch [149][3100/3405] lr: 3.256e-06, eta: 0:28:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2347, loss: 1.2347 +2025-06-30 22:03:33,557 - pyskl - INFO - Epoch [149][3200/3405] lr: 3.083e-06, eta: 0:27:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2117, loss: 1.2117 +2025-06-30 22:04:19,312 - pyskl - INFO - Epoch [149][3300/3405] lr: 2.915e-06, eta: 0:27:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2299, loss: 1.2299 +2025-06-30 22:05:05,022 - pyskl - INFO - Epoch [149][3400/3405] lr: 2.751e-06, eta: 0:26:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1811, loss: 1.1811 +2025-06-30 22:05:07,602 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-06-30 22:09:22,926 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 22:09:23,467 - pyskl - INFO - +top1_acc 0.8967 +top5_acc 0.9784 +2025-06-30 22:09:23,527 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_148.pth was removed +2025-06-30 22:09:24,552 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_149.pth. +2025-06-30 22:09:24,554 - pyskl - INFO - Best top1_acc is 0.8967 at 149 epoch. +2025-06-30 22:09:24,574 - pyskl - INFO - Epoch(val) [149][3718] top1_acc: 0.8967, top5_acc: 0.9784 +2025-06-30 22:10:33,467 - pyskl - INFO - Epoch [150][100/3405] lr: 2.584e-06, eta: 0:25:34, time: 0.689, data_time: 0.234, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1945, loss: 1.1945 +2025-06-30 22:11:19,014 - pyskl - INFO - Epoch [150][200/3405] lr: 2.430e-06, eta: 0:24:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2228, loss: 1.2228 +2025-06-30 22:12:04,570 - pyskl - INFO - Epoch [150][300/3405] lr: 2.281e-06, eta: 0:24:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1956, loss: 1.1956 +2025-06-30 22:12:50,139 - pyskl - INFO - Epoch [150][400/3405] lr: 2.137e-06, eta: 0:23:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2190, loss: 1.2190 +2025-06-30 22:13:35,706 - pyskl - INFO - Epoch [150][500/3405] lr: 1.997e-06, eta: 0:22:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2119, loss: 1.2119 +2025-06-30 22:14:21,304 - pyskl - INFO - Epoch [150][600/3405] lr: 1.862e-06, eta: 0:21:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2030, loss: 1.2030 +2025-06-30 22:15:06,850 - pyskl - INFO - Epoch [150][700/3405] lr: 1.731e-06, eta: 0:20:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1837, loss: 1.1837 +2025-06-30 22:15:52,395 - pyskl - INFO - Epoch [150][800/3405] lr: 1.606e-06, eta: 0:20:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1735, loss: 1.1735 +2025-06-30 22:16:38,020 - pyskl - INFO - Epoch [150][900/3405] lr: 1.485e-06, eta: 0:19:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1820, loss: 1.1820 +2025-06-30 22:17:23,584 - pyskl - INFO - Epoch [150][1000/3405] lr: 1.369e-06, eta: 0:18:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1907, loss: 1.1907 +2025-06-30 22:18:09,141 - pyskl - INFO - Epoch [150][1100/3405] lr: 1.257e-06, eta: 0:17:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1943, loss: 1.1943 +2025-06-30 22:18:54,755 - pyskl - INFO - Epoch [150][1200/3405] lr: 1.151e-06, eta: 0:17:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2371, loss: 1.2371 +2025-06-30 22:19:40,402 - pyskl - INFO - Epoch [150][1300/3405] lr: 1.049e-06, eta: 0:16:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1981, loss: 1.1981 +2025-06-30 22:20:26,088 - pyskl - INFO - Epoch [150][1400/3405] lr: 9.515e-07, eta: 0:15:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1953, loss: 1.1953 +2025-06-30 22:21:11,741 - pyskl - INFO - Epoch [150][1500/3405] lr: 8.590e-07, eta: 0:14:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1969, loss: 1.1969 +2025-06-30 22:21:57,315 - pyskl - INFO - Epoch [150][1600/3405] lr: 7.712e-07, eta: 0:13:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1901, loss: 1.1901 +2025-06-30 22:22:42,978 - pyskl - INFO - Epoch [150][1700/3405] lr: 6.882e-07, eta: 0:13:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2188, loss: 1.2188 +2025-06-30 22:23:28,663 - pyskl - INFO - Epoch [150][1800/3405] lr: 6.099e-07, eta: 0:12:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1623, loss: 1.1623 +2025-06-30 22:24:14,424 - pyskl - INFO - Epoch [150][1900/3405] lr: 5.363e-07, eta: 0:11:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2102, loss: 1.2102 +2025-06-30 22:25:00,117 - pyskl - INFO - Epoch [150][2000/3405] lr: 4.674e-07, eta: 0:10:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2167, loss: 1.2167 +2025-06-30 22:25:45,820 - pyskl - INFO - Epoch [150][2100/3405] lr: 4.033e-07, eta: 0:10:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1770, loss: 1.1770 +2025-06-30 22:26:31,497 - pyskl - INFO - Epoch [150][2200/3405] lr: 3.439e-07, eta: 0:09:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2002, loss: 1.2002 +2025-06-30 22:27:17,150 - pyskl - INFO - Epoch [150][2300/3405] lr: 2.892e-07, eta: 0:08:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1973, loss: 1.1973 +2025-06-30 22:28:02,838 - pyskl - INFO - Epoch [150][2400/3405] lr: 2.393e-07, eta: 0:07:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1701, loss: 1.1701 +2025-06-30 22:28:48,564 - pyskl - INFO - Epoch [150][2500/3405] lr: 1.941e-07, eta: 0:07:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2140, loss: 1.2140 +2025-06-30 22:29:34,332 - pyskl - INFO - Epoch [150][2600/3405] lr: 1.536e-07, eta: 0:06:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2229, loss: 1.2229 +2025-06-30 22:30:19,973 - pyskl - INFO - Epoch [150][2700/3405] lr: 1.179e-07, eta: 0:05:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2126, loss: 1.2126 +2025-06-30 22:31:05,590 - pyskl - INFO - Epoch [150][2800/3405] lr: 8.684e-08, eta: 0:04:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1899, loss: 1.1899 +2025-06-30 22:31:51,306 - pyskl - INFO - Epoch [150][2900/3405] lr: 6.054e-08, eta: 0:03:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2367, loss: 1.2367 +2025-06-30 22:32:36,938 - pyskl - INFO - Epoch [150][3000/3405] lr: 3.898e-08, eta: 0:03:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2264, loss: 1.2264 +2025-06-30 22:33:22,581 - pyskl - INFO - Epoch [150][3100/3405] lr: 2.214e-08, eta: 0:02:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2085, loss: 1.2085 +2025-06-30 22:34:08,197 - pyskl - INFO - Epoch [150][3200/3405] lr: 1.003e-08, eta: 0:01:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2143, loss: 1.2143 +2025-06-30 22:34:53,955 - pyskl - INFO - Epoch [150][3300/3405] lr: 2.657e-09, eta: 0:00:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2103, loss: 1.2103 +2025-06-30 22:35:39,544 - pyskl - INFO - Epoch [150][3400/3405] lr: 8.513e-12, eta: 0:00:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2253, loss: 1.2253 +2025-06-30 22:35:42,097 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-06-30 22:39:52,467 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 22:39:53,002 - pyskl - INFO - +top1_acc 0.8903 +top5_acc 0.9729 +2025-06-30 22:39:53,022 - pyskl - INFO - Epoch(val) [150][3718] top1_acc: 0.8903, top5_acc: 0.9729 +2025-06-30 22:40:04,680 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-06-30 23:14:48,617 - pyskl - INFO - Testing results of the last checkpoint +2025-06-30 23:14:48,617 - pyskl - INFO - top1_acc: 0.8926 +2025-06-30 23:14:48,618 - pyskl - INFO - top5_acc: 0.9749 +2025-06-30 23:14:48,618 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_149.pth +2025-06-30 23:49:37,972 - pyskl - INFO - Testing results of the best checkpoint +2025-06-30 23:49:37,972 - pyskl - INFO - top1_acc: 0.8985 +2025-06-30 23:49:37,972 - pyskl - INFO - top5_acc: 0.9797 diff --git a/ntu120_xset/k_2/best_pred.pkl b/ntu120_xset/k_2/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..6727b0a78f257de1613a1339842b6f4275de1ed1 --- /dev/null +++ b/ntu120_xset/k_2/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5382f5df2d732d8abd2ab4e237e3b69ec882475485242d7e54dff115d4db9d24 +size 43579169 diff --git a/ntu120_xset/k_2/best_top1_acc_epoch_149.pth b/ntu120_xset/k_2/best_top1_acc_epoch_149.pth new file mode 100644 index 0000000000000000000000000000000000000000..58d00bf3c7cf18e7294cb6b9a420adb149ff21e7 --- /dev/null +++ b/ntu120_xset/k_2/best_top1_acc_epoch_149.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7b3618d38ed60efd6eeb8bd3586c439a786447941dfc93a0a755fa22cbd023e8 +size 16396379 diff --git a/ntu120_xset/km/20250627_105655.log b/ntu120_xset/km/20250627_105655.log new file mode 100644 index 0000000000000000000000000000000000000000..e11a6b6728191aadfb27a52eed25e6321f7d2d0f --- /dev/null +++ b/ntu120_xset/km/20250627_105655.log @@ -0,0 +1,6350 @@ +2025-06-27 10:56:55,731 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-06-27 10:56:56,077 - pyskl - INFO - Config: modality = 'km' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu120_xset/km' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='km', + num_classes=120, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=120, + in_channels=384, + work_dir='./work_dirs/ntu120_xset/km', + interval_epoch=5, + weight_1=0.2, + weight_2=0.3)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-06-27 10:56:56,077 - pyskl - INFO - Set random seed to 883873149, deterministic: False +2025-06-27 10:57:09,382 - pyskl - INFO - 54468 videos remain after valid thresholding +2025-06-27 10:57:18,724 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-06-27 10:57:18,768 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km +2025-06-27 10:57:18,769 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-06-27 10:57:18,769 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-06-27 10:57:18,769 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km by HardDiskBackend. +2025-06-27 10:58:26,486 - pyskl - INFO - Epoch [1][100/3405] lr: 2.500e-02, eta: 4 days, 0:02:57, time: 0.677, data_time: 0.223, memory: 13267, top1_acc: 0.0138, top5_acc: 0.0612, loss_cls: 11.9886, loss: 11.9886 +2025-06-27 10:59:11,183 - pyskl - INFO - Epoch [1][200/3405] lr: 2.500e-02, eta: 3 days, 7:42:34, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.0131, top5_acc: 0.0737, loss_cls: 11.1617, loss: 11.1617 +2025-06-27 10:59:56,153 - pyskl - INFO - Epoch [1][300/3405] lr: 2.500e-02, eta: 3 days, 2:23:02, time: 0.450, data_time: 0.000, memory: 13267, top1_acc: 0.0319, top5_acc: 0.1244, loss_cls: 10.8687, loss: 10.8687 +2025-06-27 11:00:40,870 - pyskl - INFO - Epoch [1][400/3405] lr: 2.500e-02, eta: 2 days, 23:37:30, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.0319, top5_acc: 0.1600, loss_cls: 10.6104, loss: 10.6104 +2025-06-27 11:01:25,788 - pyskl - INFO - Epoch [1][500/3405] lr: 2.500e-02, eta: 2 days, 22:01:18, time: 0.449, data_time: 0.000, memory: 13267, top1_acc: 0.0481, top5_acc: 0.1706, loss_cls: 10.3978, loss: 10.3978 +2025-06-27 11:02:10,460 - pyskl - INFO - Epoch [1][600/3405] lr: 2.500e-02, eta: 2 days, 20:53:25, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.0381, top5_acc: 0.1925, loss_cls: 10.2284, loss: 10.2284 +2025-06-27 11:02:55,207 - pyskl - INFO - Epoch [1][700/3405] lr: 2.500e-02, eta: 2 days, 20:05:38, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.0506, top5_acc: 0.2013, loss_cls: 10.0872, loss: 10.0872 +2025-06-27 11:03:39,869 - pyskl - INFO - Epoch [1][800/3405] lr: 2.500e-02, eta: 2 days, 19:28:43, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.0481, top5_acc: 0.1988, loss_cls: 10.0534, loss: 10.0534 +2025-06-27 11:04:24,496 - pyskl - INFO - Epoch [1][900/3405] lr: 2.500e-02, eta: 2 days, 18:59:30, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0475, top5_acc: 0.2013, loss_cls: 9.9526, loss: 9.9526 +2025-06-27 11:05:09,093 - pyskl - INFO - Epoch [1][1000/3405] lr: 2.500e-02, eta: 2 days, 18:35:44, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0600, top5_acc: 0.2444, loss_cls: 9.8123, loss: 9.8123 +2025-06-27 11:05:53,964 - pyskl - INFO - Epoch [1][1100/3405] lr: 2.500e-02, eta: 2 days, 18:18:15, time: 0.449, data_time: 0.000, memory: 13267, top1_acc: 0.0631, top5_acc: 0.2569, loss_cls: 9.7602, loss: 9.7602 +2025-06-27 11:06:38,819 - pyskl - INFO - Epoch [1][1200/3405] lr: 2.500e-02, eta: 2 days, 18:03:27, time: 0.449, data_time: 0.000, memory: 13267, top1_acc: 0.0750, top5_acc: 0.2644, loss_cls: 9.6669, loss: 9.6669 +2025-06-27 11:07:23,644 - pyskl - INFO - Epoch [1][1300/3405] lr: 2.500e-02, eta: 2 days, 17:50:37, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.0650, top5_acc: 0.2725, loss_cls: 9.6581, loss: 9.6581 +2025-06-27 11:08:08,471 - pyskl - INFO - Epoch [1][1400/3405] lr: 2.500e-02, eta: 2 days, 17:39:32, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.0850, top5_acc: 0.3038, loss_cls: 9.4371, loss: 9.4371 +2025-06-27 11:08:53,225 - pyskl - INFO - Epoch [1][1500/3405] lr: 2.500e-02, eta: 2 days, 17:29:24, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.0875, top5_acc: 0.3131, loss_cls: 9.3697, loss: 9.3697 +2025-06-27 11:09:38,037 - pyskl - INFO - Epoch [1][1600/3405] lr: 2.500e-02, eta: 2 days, 17:20:46, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.0975, top5_acc: 0.3375, loss_cls: 9.3094, loss: 9.3094 +2025-06-27 11:10:22,901 - pyskl - INFO - Epoch [1][1700/3405] lr: 2.500e-02, eta: 2 days, 17:13:18, time: 0.449, data_time: 0.000, memory: 13267, top1_acc: 0.1037, top5_acc: 0.3606, loss_cls: 9.2236, loss: 9.2236 +2025-06-27 11:11:07,632 - pyskl - INFO - Epoch [1][1800/3405] lr: 2.500e-02, eta: 2 days, 17:05:58, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.1212, top5_acc: 0.3756, loss_cls: 9.0517, loss: 9.0517 +2025-06-27 11:11:52,388 - pyskl - INFO - Epoch [1][1900/3405] lr: 2.500e-02, eta: 2 days, 16:59:26, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.1319, top5_acc: 0.4012, loss_cls: 8.9473, loss: 8.9473 +2025-06-27 11:12:37,155 - pyskl - INFO - Epoch [1][2000/3405] lr: 2.500e-02, eta: 2 days, 16:53:31, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.1175, top5_acc: 0.3875, loss_cls: 8.9464, loss: 8.9464 +2025-06-27 11:13:21,885 - pyskl - INFO - Epoch [1][2100/3405] lr: 2.500e-02, eta: 2 days, 16:47:57, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.1462, top5_acc: 0.4225, loss_cls: 8.8823, loss: 8.8823 +2025-06-27 11:14:06,742 - pyskl - INFO - Epoch [1][2200/3405] lr: 2.500e-02, eta: 2 days, 16:43:19, time: 0.449, data_time: 0.000, memory: 13267, top1_acc: 0.1456, top5_acc: 0.4194, loss_cls: 8.8426, loss: 8.8426 +2025-06-27 11:14:51,620 - pyskl - INFO - Epoch [1][2300/3405] lr: 2.500e-02, eta: 2 days, 16:39:06, time: 0.449, data_time: 0.000, memory: 13267, top1_acc: 0.1537, top5_acc: 0.4531, loss_cls: 8.6622, loss: 8.6622 +2025-06-27 11:15:36,446 - pyskl - INFO - Epoch [1][2400/3405] lr: 2.500e-02, eta: 2 days, 16:34:59, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.1831, top5_acc: 0.4656, loss_cls: 8.5496, loss: 8.5496 +2025-06-27 11:16:21,218 - pyskl - INFO - Epoch [1][2500/3405] lr: 2.500e-02, eta: 2 days, 16:30:57, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.1575, top5_acc: 0.4863, loss_cls: 8.4618, loss: 8.4618 +2025-06-27 11:17:05,950 - pyskl - INFO - Epoch [1][2600/3405] lr: 2.500e-02, eta: 2 days, 16:27:02, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.1781, top5_acc: 0.5012, loss_cls: 8.4791, loss: 8.4791 +2025-06-27 11:17:50,635 - pyskl - INFO - Epoch [1][2700/3405] lr: 2.500e-02, eta: 2 days, 16:23:13, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.1888, top5_acc: 0.5319, loss_cls: 8.3593, loss: 8.3593 +2025-06-27 11:18:35,355 - pyskl - INFO - Epoch [1][2800/3405] lr: 2.500e-02, eta: 2 days, 16:19:43, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.2144, top5_acc: 0.5306, loss_cls: 8.3213, loss: 8.3213 +2025-06-27 11:19:20,224 - pyskl - INFO - Epoch [1][2900/3405] lr: 2.500e-02, eta: 2 days, 16:16:51, time: 0.449, data_time: 0.000, memory: 13267, top1_acc: 0.2200, top5_acc: 0.5406, loss_cls: 8.1986, loss: 8.1986 +2025-06-27 11:20:05,067 - pyskl - INFO - Epoch [1][3000/3405] lr: 2.500e-02, eta: 2 days, 16:14:03, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.2256, top5_acc: 0.5669, loss_cls: 8.1063, loss: 8.1063 +2025-06-27 11:20:49,904 - pyskl - INFO - Epoch [1][3100/3405] lr: 2.500e-02, eta: 2 days, 16:11:22, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.2338, top5_acc: 0.5569, loss_cls: 8.0667, loss: 8.0667 +2025-06-27 11:21:34,603 - pyskl - INFO - Epoch [1][3200/3405] lr: 2.500e-02, eta: 2 days, 16:08:26, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.2512, top5_acc: 0.5756, loss_cls: 7.9965, loss: 7.9965 +2025-06-27 11:22:19,571 - pyskl - INFO - Epoch [1][3300/3405] lr: 2.500e-02, eta: 2 days, 16:06:20, time: 0.450, data_time: 0.000, memory: 13267, top1_acc: 0.2700, top5_acc: 0.6131, loss_cls: 7.9384, loss: 7.9384 +2025-06-27 11:23:04,678 - pyskl - INFO - Epoch [1][3400/3405] lr: 2.500e-02, eta: 2 days, 16:04:38, time: 0.451, data_time: 0.000, memory: 13267, top1_acc: 0.2419, top5_acc: 0.5988, loss_cls: 7.9645, loss: 7.9645 +2025-06-27 11:23:07,339 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-06-27 11:27:07,098 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 11:27:07,632 - pyskl - INFO - +top1_acc 0.2423 +top5_acc 0.5823 +2025-06-27 11:27:08,600 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-06-27 11:27:08,602 - pyskl - INFO - Best top1_acc is 0.2423 at 1 epoch. +2025-06-27 11:27:08,622 - pyskl - INFO - Epoch(val) [1][3718] top1_acc: 0.2423, top5_acc: 0.5823 +2025-06-27 11:28:15,358 - pyskl - INFO - Epoch [2][100/3405] lr: 2.500e-02, eta: 2 days, 16:49:39, time: 0.667, data_time: 0.220, memory: 13268, top1_acc: 0.2344, top5_acc: 0.5819, loss_cls: 7.9777, loss: 7.9777 +2025-06-27 11:29:00,145 - pyskl - INFO - Epoch [2][200/3405] lr: 2.500e-02, eta: 2 days, 16:46:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.2712, top5_acc: 0.6156, loss_cls: 7.7811, loss: 7.7811 +2025-06-27 11:29:44,876 - pyskl - INFO - Epoch [2][300/3405] lr: 2.500e-02, eta: 2 days, 16:42:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.2787, top5_acc: 0.6319, loss_cls: 7.7139, loss: 7.7139 +2025-06-27 11:30:29,595 - pyskl - INFO - Epoch [2][400/3405] lr: 2.500e-02, eta: 2 days, 16:38:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.2844, top5_acc: 0.6356, loss_cls: 7.6513, loss: 7.6513 +2025-06-27 11:31:14,316 - pyskl - INFO - Epoch [2][500/3405] lr: 2.500e-02, eta: 2 days, 16:35:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.2794, top5_acc: 0.6506, loss_cls: 7.6882, loss: 7.6882 +2025-06-27 11:31:59,027 - pyskl - INFO - Epoch [2][600/3405] lr: 2.500e-02, eta: 2 days, 16:32:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.2913, top5_acc: 0.6575, loss_cls: 7.5654, loss: 7.5654 +2025-06-27 11:32:43,755 - pyskl - INFO - Epoch [2][700/3405] lr: 2.500e-02, eta: 2 days, 16:29:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3019, top5_acc: 0.6775, loss_cls: 7.5722, loss: 7.5722 +2025-06-27 11:33:28,436 - pyskl - INFO - Epoch [2][800/3405] lr: 2.500e-02, eta: 2 days, 16:26:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3306, top5_acc: 0.6837, loss_cls: 7.3193, loss: 7.3193 +2025-06-27 11:34:13,201 - pyskl - INFO - Epoch [2][900/3405] lr: 2.500e-02, eta: 2 days, 16:23:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.3300, top5_acc: 0.6994, loss_cls: 7.3646, loss: 7.3646 +2025-06-27 11:34:57,915 - pyskl - INFO - Epoch [2][1000/3405] lr: 2.500e-02, eta: 2 days, 16:20:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3387, top5_acc: 0.6900, loss_cls: 7.2811, loss: 7.2811 +2025-06-27 11:35:42,657 - pyskl - INFO - Epoch [2][1100/3405] lr: 2.500e-02, eta: 2 days, 16:18:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3312, top5_acc: 0.6931, loss_cls: 7.3178, loss: 7.3178 +2025-06-27 11:36:27,432 - pyskl - INFO - Epoch [2][1200/3405] lr: 2.499e-02, eta: 2 days, 16:15:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.3519, top5_acc: 0.7113, loss_cls: 7.1597, loss: 7.1597 +2025-06-27 11:37:12,140 - pyskl - INFO - Epoch [2][1300/3405] lr: 2.499e-02, eta: 2 days, 16:12:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3294, top5_acc: 0.6969, loss_cls: 7.2762, loss: 7.2762 +2025-06-27 11:37:56,921 - pyskl - INFO - Epoch [2][1400/3405] lr: 2.499e-02, eta: 2 days, 16:10:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.3638, top5_acc: 0.7231, loss_cls: 7.0906, loss: 7.0906 +2025-06-27 11:38:41,691 - pyskl - INFO - Epoch [2][1500/3405] lr: 2.499e-02, eta: 2 days, 16:08:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.3600, top5_acc: 0.7456, loss_cls: 6.9875, loss: 6.9875 +2025-06-27 11:39:26,434 - pyskl - INFO - Epoch [2][1600/3405] lr: 2.499e-02, eta: 2 days, 16:06:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3800, top5_acc: 0.7281, loss_cls: 7.0489, loss: 7.0489 +2025-06-27 11:40:11,357 - pyskl - INFO - Epoch [2][1700/3405] lr: 2.499e-02, eta: 2 days, 16:04:06, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.4138, top5_acc: 0.7544, loss_cls: 6.9464, loss: 6.9464 +2025-06-27 11:40:56,187 - pyskl - INFO - Epoch [2][1800/3405] lr: 2.499e-02, eta: 2 days, 16:02:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.3681, top5_acc: 0.7294, loss_cls: 7.0926, loss: 7.0926 +2025-06-27 11:41:41,023 - pyskl - INFO - Epoch [2][1900/3405] lr: 2.499e-02, eta: 2 days, 16:00:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.3962, top5_acc: 0.7544, loss_cls: 6.8714, loss: 6.8714 +2025-06-27 11:42:25,966 - pyskl - INFO - Epoch [2][2000/3405] lr: 2.499e-02, eta: 2 days, 15:58:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.3831, top5_acc: 0.7419, loss_cls: 6.8471, loss: 6.8471 +2025-06-27 11:43:10,938 - pyskl - INFO - Epoch [2][2100/3405] lr: 2.499e-02, eta: 2 days, 15:56:40, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.4062, top5_acc: 0.7550, loss_cls: 6.7838, loss: 6.7838 +2025-06-27 11:43:55,819 - pyskl - INFO - Epoch [2][2200/3405] lr: 2.499e-02, eta: 2 days, 15:54:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.4119, top5_acc: 0.7588, loss_cls: 6.8085, loss: 6.8085 +2025-06-27 11:44:40,645 - pyskl - INFO - Epoch [2][2300/3405] lr: 2.499e-02, eta: 2 days, 15:53:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4156, top5_acc: 0.7669, loss_cls: 6.8404, loss: 6.8404 +2025-06-27 11:45:25,454 - pyskl - INFO - Epoch [2][2400/3405] lr: 2.499e-02, eta: 2 days, 15:51:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4163, top5_acc: 0.7606, loss_cls: 6.8460, loss: 6.8460 +2025-06-27 11:46:10,265 - pyskl - INFO - Epoch [2][2500/3405] lr: 2.499e-02, eta: 2 days, 15:49:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4225, top5_acc: 0.7844, loss_cls: 6.6331, loss: 6.6331 +2025-06-27 11:46:54,994 - pyskl - INFO - Epoch [2][2600/3405] lr: 2.499e-02, eta: 2 days, 15:47:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4537, top5_acc: 0.7738, loss_cls: 6.6259, loss: 6.6259 +2025-06-27 11:47:39,681 - pyskl - INFO - Epoch [2][2700/3405] lr: 2.499e-02, eta: 2 days, 15:45:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4306, top5_acc: 0.7863, loss_cls: 6.6623, loss: 6.6623 +2025-06-27 11:48:24,300 - pyskl - INFO - Epoch [2][2800/3405] lr: 2.499e-02, eta: 2 days, 15:43:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4537, top5_acc: 0.7819, loss_cls: 6.5980, loss: 6.5980 +2025-06-27 11:49:08,943 - pyskl - INFO - Epoch [2][2900/3405] lr: 2.499e-02, eta: 2 days, 15:41:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4531, top5_acc: 0.7806, loss_cls: 6.5387, loss: 6.5387 +2025-06-27 11:49:53,655 - pyskl - INFO - Epoch [2][3000/3405] lr: 2.499e-02, eta: 2 days, 15:40:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4281, top5_acc: 0.7994, loss_cls: 6.5904, loss: 6.5904 +2025-06-27 11:50:38,379 - pyskl - INFO - Epoch [2][3100/3405] lr: 2.499e-02, eta: 2 days, 15:38:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4319, top5_acc: 0.7719, loss_cls: 6.6153, loss: 6.6153 +2025-06-27 11:51:23,230 - pyskl - INFO - Epoch [2][3200/3405] lr: 2.499e-02, eta: 2 days, 15:37:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4612, top5_acc: 0.7944, loss_cls: 6.5071, loss: 6.5071 +2025-06-27 11:52:08,287 - pyskl - INFO - Epoch [2][3300/3405] lr: 2.499e-02, eta: 2 days, 15:35:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.4594, top5_acc: 0.8056, loss_cls: 6.5196, loss: 6.5196 +2025-06-27 11:52:53,338 - pyskl - INFO - Epoch [2][3400/3405] lr: 2.499e-02, eta: 2 days, 15:34:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.4900, top5_acc: 0.8094, loss_cls: 6.2922, loss: 6.2922 +2025-06-27 11:52:55,951 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-06-27 11:56:55,675 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 11:56:56,221 - pyskl - INFO - +top1_acc 0.4557 +top5_acc 0.7920 +2025-06-27 11:56:56,272 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_1.pth was removed +2025-06-27 11:56:57,310 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-06-27 11:56:57,312 - pyskl - INFO - Best top1_acc is 0.4557 at 2 epoch. +2025-06-27 11:56:57,334 - pyskl - INFO - Epoch(val) [2][3718] top1_acc: 0.4557, top5_acc: 0.7920 +2025-06-27 11:58:04,290 - pyskl - INFO - Epoch [3][100/3405] lr: 2.499e-02, eta: 2 days, 15:57:10, time: 0.669, data_time: 0.221, memory: 13268, top1_acc: 0.4744, top5_acc: 0.8194, loss_cls: 6.4325, loss: 6.4325 +2025-06-27 11:58:49,119 - pyskl - INFO - Epoch [3][200/3405] lr: 2.499e-02, eta: 2 days, 15:55:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4675, top5_acc: 0.8094, loss_cls: 6.4432, loss: 6.4432 +2025-06-27 11:59:34,010 - pyskl - INFO - Epoch [3][300/3405] lr: 2.499e-02, eta: 2 days, 15:53:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.4713, top5_acc: 0.8237, loss_cls: 6.2516, loss: 6.2516 +2025-06-27 12:00:18,918 - pyskl - INFO - Epoch [3][400/3405] lr: 2.499e-02, eta: 2 days, 15:52:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.4662, top5_acc: 0.8131, loss_cls: 6.3595, loss: 6.3595 +2025-06-27 12:01:03,696 - pyskl - INFO - Epoch [3][500/3405] lr: 2.499e-02, eta: 2 days, 15:50:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4763, top5_acc: 0.8113, loss_cls: 6.3798, loss: 6.3798 +2025-06-27 12:01:48,547 - pyskl - INFO - Epoch [3][600/3405] lr: 2.499e-02, eta: 2 days, 15:48:35, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.4731, top5_acc: 0.8087, loss_cls: 6.3057, loss: 6.3057 +2025-06-27 12:02:33,513 - pyskl - INFO - Epoch [3][700/3405] lr: 2.499e-02, eta: 2 days, 15:47:04, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.5038, top5_acc: 0.8406, loss_cls: 6.3060, loss: 6.3060 +2025-06-27 12:03:18,421 - pyskl - INFO - Epoch [3][800/3405] lr: 2.499e-02, eta: 2 days, 15:45:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.4894, top5_acc: 0.8306, loss_cls: 6.1243, loss: 6.1243 +2025-06-27 12:04:03,247 - pyskl - INFO - Epoch [3][900/3405] lr: 2.499e-02, eta: 2 days, 15:43:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5100, top5_acc: 0.8350, loss_cls: 6.1234, loss: 6.1234 +2025-06-27 12:04:48,017 - pyskl - INFO - Epoch [3][1000/3405] lr: 2.499e-02, eta: 2 days, 15:42:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5219, top5_acc: 0.8263, loss_cls: 6.0902, loss: 6.0902 +2025-06-27 12:05:32,743 - pyskl - INFO - Epoch [3][1100/3405] lr: 2.499e-02, eta: 2 days, 15:40:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5100, top5_acc: 0.8287, loss_cls: 6.2313, loss: 6.2313 +2025-06-27 12:06:17,497 - pyskl - INFO - Epoch [3][1200/3405] lr: 2.498e-02, eta: 2 days, 15:38:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5094, top5_acc: 0.8194, loss_cls: 6.2619, loss: 6.2619 +2025-06-27 12:07:02,213 - pyskl - INFO - Epoch [3][1300/3405] lr: 2.498e-02, eta: 2 days, 15:37:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5119, top5_acc: 0.8287, loss_cls: 6.1377, loss: 6.1377 +2025-06-27 12:07:46,990 - pyskl - INFO - Epoch [3][1400/3405] lr: 2.498e-02, eta: 2 days, 15:35:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5238, top5_acc: 0.8525, loss_cls: 6.0651, loss: 6.0651 +2025-06-27 12:08:31,918 - pyskl - INFO - Epoch [3][1500/3405] lr: 2.498e-02, eta: 2 days, 15:34:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5256, top5_acc: 0.8475, loss_cls: 6.0889, loss: 6.0889 +2025-06-27 12:09:16,668 - pyskl - INFO - Epoch [3][1600/3405] lr: 2.498e-02, eta: 2 days, 15:32:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5288, top5_acc: 0.8387, loss_cls: 6.0702, loss: 6.0702 +2025-06-27 12:10:01,606 - pyskl - INFO - Epoch [3][1700/3405] lr: 2.498e-02, eta: 2 days, 15:31:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.4900, top5_acc: 0.8306, loss_cls: 6.1878, loss: 6.1878 +2025-06-27 12:10:46,423 - pyskl - INFO - Epoch [3][1800/3405] lr: 2.498e-02, eta: 2 days, 15:29:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5031, top5_acc: 0.8200, loss_cls: 6.2118, loss: 6.2118 +2025-06-27 12:11:31,269 - pyskl - INFO - Epoch [3][1900/3405] lr: 2.498e-02, eta: 2 days, 15:28:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5487, top5_acc: 0.8600, loss_cls: 5.9090, loss: 5.9090 +2025-06-27 12:12:16,115 - pyskl - INFO - Epoch [3][2000/3405] lr: 2.498e-02, eta: 2 days, 15:27:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5062, top5_acc: 0.8544, loss_cls: 6.0772, loss: 6.0772 +2025-06-27 12:13:00,971 - pyskl - INFO - Epoch [3][2100/3405] lr: 2.498e-02, eta: 2 days, 15:25:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5206, top5_acc: 0.8481, loss_cls: 6.0294, loss: 6.0294 +2025-06-27 12:13:45,907 - pyskl - INFO - Epoch [3][2200/3405] lr: 2.498e-02, eta: 2 days, 15:24:29, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5344, top5_acc: 0.8462, loss_cls: 6.0006, loss: 6.0006 +2025-06-27 12:14:30,794 - pyskl - INFO - Epoch [3][2300/3405] lr: 2.498e-02, eta: 2 days, 15:23:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5281, top5_acc: 0.8594, loss_cls: 5.9502, loss: 5.9502 +2025-06-27 12:15:15,747 - pyskl - INFO - Epoch [3][2400/3405] lr: 2.498e-02, eta: 2 days, 15:21:55, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.5513, top5_acc: 0.8744, loss_cls: 5.7161, loss: 5.7161 +2025-06-27 12:16:00,601 - pyskl - INFO - Epoch [3][2500/3405] lr: 2.498e-02, eta: 2 days, 15:20:36, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5119, top5_acc: 0.8569, loss_cls: 5.9476, loss: 5.9476 +2025-06-27 12:16:45,445 - pyskl - INFO - Epoch [3][2600/3405] lr: 2.498e-02, eta: 2 days, 15:19:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5325, top5_acc: 0.8506, loss_cls: 5.9224, loss: 5.9224 +2025-06-27 12:17:30,339 - pyskl - INFO - Epoch [3][2700/3405] lr: 2.498e-02, eta: 2 days, 15:18:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5250, top5_acc: 0.8588, loss_cls: 5.8770, loss: 5.8770 +2025-06-27 12:18:15,190 - pyskl - INFO - Epoch [3][2800/3405] lr: 2.498e-02, eta: 2 days, 15:16:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5631, top5_acc: 0.8500, loss_cls: 5.8640, loss: 5.8640 +2025-06-27 12:19:00,047 - pyskl - INFO - Epoch [3][2900/3405] lr: 2.498e-02, eta: 2 days, 15:15:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5262, top5_acc: 0.8612, loss_cls: 5.9529, loss: 5.9529 +2025-06-27 12:19:44,908 - pyskl - INFO - Epoch [3][3000/3405] lr: 2.498e-02, eta: 2 days, 15:14:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5650, top5_acc: 0.8738, loss_cls: 5.7896, loss: 5.7896 +2025-06-27 12:20:29,705 - pyskl - INFO - Epoch [3][3100/3405] lr: 2.498e-02, eta: 2 days, 15:12:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5569, top5_acc: 0.8531, loss_cls: 5.7495, loss: 5.7495 +2025-06-27 12:21:14,594 - pyskl - INFO - Epoch [3][3200/3405] lr: 2.498e-02, eta: 2 days, 15:11:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5613, top5_acc: 0.8706, loss_cls: 5.7653, loss: 5.7653 +2025-06-27 12:21:59,580 - pyskl - INFO - Epoch [3][3300/3405] lr: 2.498e-02, eta: 2 days, 15:10:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.5631, top5_acc: 0.8606, loss_cls: 5.8255, loss: 5.8255 +2025-06-27 12:22:44,469 - pyskl - INFO - Epoch [3][3400/3405] lr: 2.498e-02, eta: 2 days, 15:09:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5506, top5_acc: 0.8681, loss_cls: 5.7590, loss: 5.7590 +2025-06-27 12:22:47,085 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-06-27 12:26:46,964 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 12:26:47,503 - pyskl - INFO - +top1_acc 0.5570 +top5_acc 0.8565 +2025-06-27 12:26:47,550 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_2.pth was removed +2025-06-27 12:26:48,571 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-06-27 12:26:48,572 - pyskl - INFO - Best top1_acc is 0.5570 at 3 epoch. +2025-06-27 12:26:48,591 - pyskl - INFO - Epoch(val) [3][3718] top1_acc: 0.5570, top5_acc: 0.8565 +2025-06-27 12:27:55,962 - pyskl - INFO - Epoch [4][100/3405] lr: 2.497e-02, eta: 2 days, 15:24:27, time: 0.674, data_time: 0.224, memory: 13268, top1_acc: 0.5800, top5_acc: 0.8612, loss_cls: 5.8016, loss: 5.8016 +2025-06-27 12:28:40,593 - pyskl - INFO - Epoch [4][200/3405] lr: 2.497e-02, eta: 2 days, 15:22:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5550, top5_acc: 0.8669, loss_cls: 5.7601, loss: 5.7601 +2025-06-27 12:29:25,348 - pyskl - INFO - Epoch [4][300/3405] lr: 2.497e-02, eta: 2 days, 15:21:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5725, top5_acc: 0.8756, loss_cls: 5.6654, loss: 5.6654 +2025-06-27 12:30:10,113 - pyskl - INFO - Epoch [4][400/3405] lr: 2.497e-02, eta: 2 days, 15:20:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5725, top5_acc: 0.8744, loss_cls: 5.5901, loss: 5.5901 +2025-06-27 12:30:55,131 - pyskl - INFO - Epoch [4][500/3405] lr: 2.497e-02, eta: 2 days, 15:18:51, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.5800, top5_acc: 0.8775, loss_cls: 5.6316, loss: 5.6316 +2025-06-27 12:31:39,872 - pyskl - INFO - Epoch [4][600/3405] lr: 2.497e-02, eta: 2 days, 15:17:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5713, top5_acc: 0.8788, loss_cls: 5.7206, loss: 5.7206 +2025-06-27 12:32:24,651 - pyskl - INFO - Epoch [4][700/3405] lr: 2.497e-02, eta: 2 days, 15:16:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5581, top5_acc: 0.8644, loss_cls: 5.6378, loss: 5.6378 +2025-06-27 12:33:09,572 - pyskl - INFO - Epoch [4][800/3405] lr: 2.497e-02, eta: 2 days, 15:14:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5894, top5_acc: 0.8812, loss_cls: 5.3895, loss: 5.3895 +2025-06-27 12:33:54,333 - pyskl - INFO - Epoch [4][900/3405] lr: 2.497e-02, eta: 2 days, 15:13:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5981, top5_acc: 0.8819, loss_cls: 5.5570, loss: 5.5570 +2025-06-27 12:34:39,063 - pyskl - INFO - Epoch [4][1000/3405] lr: 2.497e-02, eta: 2 days, 15:12:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5687, top5_acc: 0.8675, loss_cls: 5.6029, loss: 5.6029 +2025-06-27 12:35:23,835 - pyskl - INFO - Epoch [4][1100/3405] lr: 2.497e-02, eta: 2 days, 15:10:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5806, top5_acc: 0.8600, loss_cls: 5.6274, loss: 5.6274 +2025-06-27 12:36:08,666 - pyskl - INFO - Epoch [4][1200/3405] lr: 2.497e-02, eta: 2 days, 15:09:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5625, top5_acc: 0.8738, loss_cls: 5.6767, loss: 5.6767 +2025-06-27 12:36:53,528 - pyskl - INFO - Epoch [4][1300/3405] lr: 2.497e-02, eta: 2 days, 15:08:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5700, top5_acc: 0.8856, loss_cls: 5.5687, loss: 5.5687 +2025-06-27 12:37:38,353 - pyskl - INFO - Epoch [4][1400/3405] lr: 2.497e-02, eta: 2 days, 15:06:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6000, top5_acc: 0.8806, loss_cls: 5.5839, loss: 5.5839 +2025-06-27 12:38:23,077 - pyskl - INFO - Epoch [4][1500/3405] lr: 2.497e-02, eta: 2 days, 15:05:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5887, top5_acc: 0.8750, loss_cls: 5.6032, loss: 5.6032 +2025-06-27 12:39:07,787 - pyskl - INFO - Epoch [4][1600/3405] lr: 2.497e-02, eta: 2 days, 15:04:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5906, top5_acc: 0.8806, loss_cls: 5.6417, loss: 5.6417 +2025-06-27 12:39:52,504 - pyskl - INFO - Epoch [4][1700/3405] lr: 2.497e-02, eta: 2 days, 15:03:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5769, top5_acc: 0.8806, loss_cls: 5.5654, loss: 5.5654 +2025-06-27 12:40:37,192 - pyskl - INFO - Epoch [4][1800/3405] lr: 2.497e-02, eta: 2 days, 15:01:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5787, top5_acc: 0.8812, loss_cls: 5.4350, loss: 5.4350 +2025-06-27 12:41:21,893 - pyskl - INFO - Epoch [4][1900/3405] lr: 2.497e-02, eta: 2 days, 15:00:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5794, top5_acc: 0.8681, loss_cls: 5.6087, loss: 5.6087 +2025-06-27 12:42:06,579 - pyskl - INFO - Epoch [4][2000/3405] lr: 2.496e-02, eta: 2 days, 14:59:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5750, top5_acc: 0.8706, loss_cls: 5.5922, loss: 5.5922 +2025-06-27 12:42:51,376 - pyskl - INFO - Epoch [4][2100/3405] lr: 2.496e-02, eta: 2 days, 14:57:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6006, top5_acc: 0.8731, loss_cls: 5.4637, loss: 5.4637 +2025-06-27 12:43:36,205 - pyskl - INFO - Epoch [4][2200/3405] lr: 2.496e-02, eta: 2 days, 14:56:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6081, top5_acc: 0.8806, loss_cls: 5.4222, loss: 5.4222 +2025-06-27 12:44:20,933 - pyskl - INFO - Epoch [4][2300/3405] lr: 2.496e-02, eta: 2 days, 14:55:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5925, top5_acc: 0.8731, loss_cls: 5.5690, loss: 5.5690 +2025-06-27 12:45:05,679 - pyskl - INFO - Epoch [4][2400/3405] lr: 2.496e-02, eta: 2 days, 14:54:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5806, top5_acc: 0.8775, loss_cls: 5.5625, loss: 5.5625 +2025-06-27 12:45:50,408 - pyskl - INFO - Epoch [4][2500/3405] lr: 2.496e-02, eta: 2 days, 14:52:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5900, top5_acc: 0.8756, loss_cls: 5.6452, loss: 5.6452 +2025-06-27 12:46:35,190 - pyskl - INFO - Epoch [4][2600/3405] lr: 2.496e-02, eta: 2 days, 14:51:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5650, top5_acc: 0.8688, loss_cls: 5.6035, loss: 5.6035 +2025-06-27 12:47:20,046 - pyskl - INFO - Epoch [4][2700/3405] lr: 2.496e-02, eta: 2 days, 14:50:37, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6006, top5_acc: 0.8800, loss_cls: 5.5293, loss: 5.5293 +2025-06-27 12:48:05,116 - pyskl - INFO - Epoch [4][2800/3405] lr: 2.496e-02, eta: 2 days, 14:49:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.5731, top5_acc: 0.8756, loss_cls: 5.5641, loss: 5.5641 +2025-06-27 12:48:49,832 - pyskl - INFO - Epoch [4][2900/3405] lr: 2.496e-02, eta: 2 days, 14:48:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5906, top5_acc: 0.8825, loss_cls: 5.4956, loss: 5.4956 +2025-06-27 12:49:34,566 - pyskl - INFO - Epoch [4][3000/3405] lr: 2.496e-02, eta: 2 days, 14:47:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5781, top5_acc: 0.8806, loss_cls: 5.5972, loss: 5.5972 +2025-06-27 12:50:19,318 - pyskl - INFO - Epoch [4][3100/3405] lr: 2.496e-02, eta: 2 days, 14:46:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5669, top5_acc: 0.8869, loss_cls: 5.4681, loss: 5.4681 +2025-06-27 12:51:04,196 - pyskl - INFO - Epoch [4][3200/3405] lr: 2.496e-02, eta: 2 days, 14:44:56, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5919, top5_acc: 0.8775, loss_cls: 5.4569, loss: 5.4569 +2025-06-27 12:51:49,250 - pyskl - INFO - Epoch [4][3300/3405] lr: 2.496e-02, eta: 2 days, 14:43:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6100, top5_acc: 0.8919, loss_cls: 5.4406, loss: 5.4406 +2025-06-27 12:52:34,185 - pyskl - INFO - Epoch [4][3400/3405] lr: 2.496e-02, eta: 2 days, 14:42:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6000, top5_acc: 0.8781, loss_cls: 5.4630, loss: 5.4630 +2025-06-27 12:52:36,800 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-06-27 12:56:33,833 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 12:56:34,376 - pyskl - INFO - +top1_acc 0.5234 +top5_acc 0.8541 +2025-06-27 12:56:34,395 - pyskl - INFO - Epoch(val) [4][3718] top1_acc: 0.5234, top5_acc: 0.8541 +2025-06-27 12:57:41,696 - pyskl - INFO - Epoch [5][100/3405] lr: 2.496e-02, eta: 2 days, 14:53:57, time: 0.673, data_time: 0.223, memory: 13268, top1_acc: 0.6181, top5_acc: 0.9075, loss_cls: 5.2715, loss: 5.2715 +2025-06-27 12:58:26,590 - pyskl - INFO - Epoch [5][200/3405] lr: 2.495e-02, eta: 2 days, 14:52:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5981, top5_acc: 0.8819, loss_cls: 5.4869, loss: 5.4869 +2025-06-27 12:59:11,492 - pyskl - INFO - Epoch [5][300/3405] lr: 2.495e-02, eta: 2 days, 14:51:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6175, top5_acc: 0.8938, loss_cls: 5.3308, loss: 5.3308 +2025-06-27 12:59:56,275 - pyskl - INFO - Epoch [5][400/3405] lr: 2.495e-02, eta: 2 days, 14:50:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6131, top5_acc: 0.8819, loss_cls: 5.3973, loss: 5.3973 +2025-06-27 13:00:41,151 - pyskl - INFO - Epoch [5][500/3405] lr: 2.495e-02, eta: 2 days, 14:49:17, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5969, top5_acc: 0.8938, loss_cls: 5.3926, loss: 5.3926 +2025-06-27 13:01:25,932 - pyskl - INFO - Epoch [5][600/3405] lr: 2.495e-02, eta: 2 days, 14:48:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6200, top5_acc: 0.8856, loss_cls: 5.3530, loss: 5.3530 +2025-06-27 13:02:10,734 - pyskl - INFO - Epoch [5][700/3405] lr: 2.495e-02, eta: 2 days, 14:46:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5825, top5_acc: 0.8888, loss_cls: 5.3952, loss: 5.3952 +2025-06-27 13:02:55,451 - pyskl - INFO - Epoch [5][800/3405] lr: 2.495e-02, eta: 2 days, 14:45:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.8956, loss_cls: 5.1874, loss: 5.1874 +2025-06-27 13:03:40,071 - pyskl - INFO - Epoch [5][900/3405] lr: 2.495e-02, eta: 2 days, 14:44:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6031, top5_acc: 0.8912, loss_cls: 5.3892, loss: 5.3892 +2025-06-27 13:04:24,786 - pyskl - INFO - Epoch [5][1000/3405] lr: 2.495e-02, eta: 2 days, 14:43:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6150, top5_acc: 0.8794, loss_cls: 5.3615, loss: 5.3615 +2025-06-27 13:05:09,495 - pyskl - INFO - Epoch [5][1100/3405] lr: 2.495e-02, eta: 2 days, 14:41:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6112, top5_acc: 0.8975, loss_cls: 5.3067, loss: 5.3067 +2025-06-27 13:05:54,180 - pyskl - INFO - Epoch [5][1200/3405] lr: 2.495e-02, eta: 2 days, 14:40:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5925, top5_acc: 0.8912, loss_cls: 5.3224, loss: 5.3224 +2025-06-27 13:06:38,948 - pyskl - INFO - Epoch [5][1300/3405] lr: 2.495e-02, eta: 2 days, 14:39:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6131, top5_acc: 0.8881, loss_cls: 5.3613, loss: 5.3613 +2025-06-27 13:07:23,771 - pyskl - INFO - Epoch [5][1400/3405] lr: 2.495e-02, eta: 2 days, 14:38:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6112, top5_acc: 0.8938, loss_cls: 5.2526, loss: 5.2526 +2025-06-27 13:08:08,569 - pyskl - INFO - Epoch [5][1500/3405] lr: 2.495e-02, eta: 2 days, 14:37:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6150, top5_acc: 0.9062, loss_cls: 5.2354, loss: 5.2354 +2025-06-27 13:08:53,530 - pyskl - INFO - Epoch [5][1600/3405] lr: 2.495e-02, eta: 2 days, 14:36:18, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6125, top5_acc: 0.8869, loss_cls: 5.3011, loss: 5.3011 +2025-06-27 13:09:38,516 - pyskl - INFO - Epoch [5][1700/3405] lr: 2.494e-02, eta: 2 days, 14:35:16, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6106, top5_acc: 0.8888, loss_cls: 5.2365, loss: 5.2365 +2025-06-27 13:10:23,394 - pyskl - INFO - Epoch [5][1800/3405] lr: 2.494e-02, eta: 2 days, 14:34:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6288, top5_acc: 0.8981, loss_cls: 5.2381, loss: 5.2381 +2025-06-27 13:11:08,222 - pyskl - INFO - Epoch [5][1900/3405] lr: 2.494e-02, eta: 2 days, 14:33:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6169, top5_acc: 0.9069, loss_cls: 5.2222, loss: 5.2222 +2025-06-27 13:11:53,085 - pyskl - INFO - Epoch [5][2000/3405] lr: 2.494e-02, eta: 2 days, 14:32:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6050, top5_acc: 0.8894, loss_cls: 5.3715, loss: 5.3715 +2025-06-27 13:12:37,953 - pyskl - INFO - Epoch [5][2100/3405] lr: 2.494e-02, eta: 2 days, 14:30:56, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6369, top5_acc: 0.9056, loss_cls: 5.1861, loss: 5.1861 +2025-06-27 13:13:22,692 - pyskl - INFO - Epoch [5][2200/3405] lr: 2.494e-02, eta: 2 days, 14:29:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6194, top5_acc: 0.8900, loss_cls: 5.2658, loss: 5.2658 +2025-06-27 13:14:07,324 - pyskl - INFO - Epoch [5][2300/3405] lr: 2.494e-02, eta: 2 days, 14:28:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6288, top5_acc: 0.9119, loss_cls: 5.1658, loss: 5.1658 +2025-06-27 13:14:52,063 - pyskl - INFO - Epoch [5][2400/3405] lr: 2.494e-02, eta: 2 days, 14:27:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6150, top5_acc: 0.8894, loss_cls: 5.2625, loss: 5.2625 +2025-06-27 13:15:36,718 - pyskl - INFO - Epoch [5][2500/3405] lr: 2.494e-02, eta: 2 days, 14:26:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6106, top5_acc: 0.8888, loss_cls: 5.3915, loss: 5.3915 +2025-06-27 13:16:21,391 - pyskl - INFO - Epoch [5][2600/3405] lr: 2.494e-02, eta: 2 days, 14:25:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6231, top5_acc: 0.8881, loss_cls: 5.2578, loss: 5.2578 +2025-06-27 13:17:06,056 - pyskl - INFO - Epoch [5][2700/3405] lr: 2.494e-02, eta: 2 days, 14:24:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6450, top5_acc: 0.9000, loss_cls: 5.1690, loss: 5.1690 +2025-06-27 13:17:50,659 - pyskl - INFO - Epoch [5][2800/3405] lr: 2.494e-02, eta: 2 days, 14:22:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6131, top5_acc: 0.8806, loss_cls: 5.2960, loss: 5.2960 +2025-06-27 13:18:35,206 - pyskl - INFO - Epoch [5][2900/3405] lr: 2.494e-02, eta: 2 days, 14:21:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6225, top5_acc: 0.9069, loss_cls: 5.1283, loss: 5.1283 +2025-06-27 13:19:19,794 - pyskl - INFO - Epoch [5][3000/3405] lr: 2.493e-02, eta: 2 days, 14:20:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6200, top5_acc: 0.8856, loss_cls: 5.2478, loss: 5.2478 +2025-06-27 13:20:04,830 - pyskl - INFO - Epoch [5][3100/3405] lr: 2.493e-02, eta: 2 days, 14:19:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6219, top5_acc: 0.9025, loss_cls: 5.1681, loss: 5.1681 +2025-06-27 13:20:49,955 - pyskl - INFO - Epoch [5][3200/3405] lr: 2.493e-02, eta: 2 days, 14:18:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6306, top5_acc: 0.9031, loss_cls: 5.1172, loss: 5.1172 +2025-06-27 13:21:34,914 - pyskl - INFO - Epoch [5][3300/3405] lr: 2.493e-02, eta: 2 days, 14:17:39, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6175, top5_acc: 0.9087, loss_cls: 5.1325, loss: 5.1325 +2025-06-27 13:22:19,654 - pyskl - INFO - Epoch [5][3400/3405] lr: 2.493e-02, eta: 2 days, 14:16:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6262, top5_acc: 0.8938, loss_cls: 5.1752, loss: 5.1752 +2025-06-27 13:22:22,189 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-06-27 13:40:55,771 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 13:40:56,307 - pyskl - INFO - +top1_acc 0.6005 +top5_acc 0.8820 +2025-06-27 13:40:56,361 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_3.pth was removed +2025-06-27 13:40:57,449 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-06-27 13:40:57,450 - pyskl - INFO - Best top1_acc is 0.6005 at 5 epoch. +2025-06-27 13:40:57,471 - pyskl - INFO - Epoch(val) [5][3718] top1_acc: 0.6005, top5_acc: 0.8820 +2025-06-27 13:42:05,307 - pyskl - INFO - Epoch [6][100/3405] lr: 2.493e-02, eta: 2 days, 14:25:28, time: 0.678, data_time: 0.229, memory: 13268, top1_acc: 0.6350, top5_acc: 0.9150, loss_cls: 5.0967, loss: 5.0967 +2025-06-27 13:42:50,148 - pyskl - INFO - Epoch [6][200/3405] lr: 2.493e-02, eta: 2 days, 14:24:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6425, top5_acc: 0.8994, loss_cls: 5.1010, loss: 5.1010 +2025-06-27 13:43:35,140 - pyskl - INFO - Epoch [6][300/3405] lr: 2.493e-02, eta: 2 days, 14:23:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6406, top5_acc: 0.9106, loss_cls: 5.0857, loss: 5.0857 +2025-06-27 13:44:20,057 - pyskl - INFO - Epoch [6][400/3405] lr: 2.493e-02, eta: 2 days, 14:22:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6406, top5_acc: 0.9119, loss_cls: 5.1971, loss: 5.1971 +2025-06-27 13:45:04,839 - pyskl - INFO - Epoch [6][500/3405] lr: 2.493e-02, eta: 2 days, 14:21:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6275, top5_acc: 0.8931, loss_cls: 5.2024, loss: 5.2024 +2025-06-27 13:45:49,584 - pyskl - INFO - Epoch [6][600/3405] lr: 2.493e-02, eta: 2 days, 14:20:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6562, top5_acc: 0.9050, loss_cls: 5.1517, loss: 5.1517 +2025-06-27 13:46:34,342 - pyskl - INFO - Epoch [6][700/3405] lr: 2.493e-02, eta: 2 days, 14:19:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6500, top5_acc: 0.9081, loss_cls: 4.9892, loss: 4.9892 +2025-06-27 13:47:19,075 - pyskl - INFO - Epoch [6][800/3405] lr: 2.492e-02, eta: 2 days, 14:17:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6338, top5_acc: 0.8969, loss_cls: 5.1913, loss: 5.1913 +2025-06-27 13:48:03,821 - pyskl - INFO - Epoch [6][900/3405] lr: 2.492e-02, eta: 2 days, 14:16:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6194, top5_acc: 0.8994, loss_cls: 5.1698, loss: 5.1698 +2025-06-27 13:48:48,581 - pyskl - INFO - Epoch [6][1000/3405] lr: 2.492e-02, eta: 2 days, 14:15:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6094, top5_acc: 0.8988, loss_cls: 5.1473, loss: 5.1473 +2025-06-27 13:49:33,287 - pyskl - INFO - Epoch [6][1100/3405] lr: 2.492e-02, eta: 2 days, 14:14:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6356, top5_acc: 0.8969, loss_cls: 5.1386, loss: 5.1386 +2025-06-27 13:50:17,989 - pyskl - INFO - Epoch [6][1200/3405] lr: 2.492e-02, eta: 2 days, 14:13:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6400, top5_acc: 0.8925, loss_cls: 5.1551, loss: 5.1551 +2025-06-27 13:51:02,791 - pyskl - INFO - Epoch [6][1300/3405] lr: 2.492e-02, eta: 2 days, 14:12:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6350, top5_acc: 0.8956, loss_cls: 5.2355, loss: 5.2355 +2025-06-27 13:51:47,503 - pyskl - INFO - Epoch [6][1400/3405] lr: 2.492e-02, eta: 2 days, 14:11:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.8988, loss_cls: 4.9780, loss: 4.9780 +2025-06-27 13:52:32,192 - pyskl - INFO - Epoch [6][1500/3405] lr: 2.492e-02, eta: 2 days, 14:10:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6362, top5_acc: 0.8956, loss_cls: 5.1640, loss: 5.1640 +2025-06-27 13:53:16,914 - pyskl - INFO - Epoch [6][1600/3405] lr: 2.492e-02, eta: 2 days, 14:09:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6512, top5_acc: 0.8975, loss_cls: 5.0972, loss: 5.0972 +2025-06-27 13:54:01,619 - pyskl - INFO - Epoch [6][1700/3405] lr: 2.492e-02, eta: 2 days, 14:08:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6350, top5_acc: 0.9137, loss_cls: 4.9783, loss: 4.9783 +2025-06-27 13:54:46,361 - pyskl - INFO - Epoch [6][1800/3405] lr: 2.492e-02, eta: 2 days, 14:06:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6481, top5_acc: 0.9094, loss_cls: 5.0630, loss: 5.0630 +2025-06-27 13:55:31,089 - pyskl - INFO - Epoch [6][1900/3405] lr: 2.492e-02, eta: 2 days, 14:05:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6506, top5_acc: 0.9106, loss_cls: 5.1002, loss: 5.1002 +2025-06-27 13:56:15,812 - pyskl - INFO - Epoch [6][2000/3405] lr: 2.491e-02, eta: 2 days, 14:04:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6200, top5_acc: 0.8981, loss_cls: 5.1215, loss: 5.1215 +2025-06-27 13:57:00,464 - pyskl - INFO - Epoch [6][2100/3405] lr: 2.491e-02, eta: 2 days, 14:03:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6512, top5_acc: 0.9031, loss_cls: 5.0253, loss: 5.0253 +2025-06-27 13:57:45,164 - pyskl - INFO - Epoch [6][2200/3405] lr: 2.491e-02, eta: 2 days, 14:02:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.9050, loss_cls: 5.0153, loss: 5.0153 +2025-06-27 13:58:30,019 - pyskl - INFO - Epoch [6][2300/3405] lr: 2.491e-02, eta: 2 days, 14:01:37, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.9094, loss_cls: 5.2011, loss: 5.2011 +2025-06-27 13:59:14,867 - pyskl - INFO - Epoch [6][2400/3405] lr: 2.491e-02, eta: 2 days, 14:00:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6362, top5_acc: 0.9012, loss_cls: 5.1743, loss: 5.1743 +2025-06-27 13:59:59,560 - pyskl - INFO - Epoch [6][2500/3405] lr: 2.491e-02, eta: 2 days, 13:59:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6388, top5_acc: 0.9000, loss_cls: 5.1293, loss: 5.1293 +2025-06-27 14:00:44,228 - pyskl - INFO - Epoch [6][2600/3405] lr: 2.491e-02, eta: 2 days, 13:58:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9094, loss_cls: 4.9988, loss: 4.9988 +2025-06-27 14:01:29,155 - pyskl - INFO - Epoch [6][2700/3405] lr: 2.491e-02, eta: 2 days, 13:57:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6575, top5_acc: 0.9087, loss_cls: 4.9513, loss: 4.9513 +2025-06-27 14:02:14,389 - pyskl - INFO - Epoch [6][2800/3405] lr: 2.491e-02, eta: 2 days, 13:56:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6538, top5_acc: 0.9150, loss_cls: 5.0427, loss: 5.0427 +2025-06-27 14:02:59,351 - pyskl - INFO - Epoch [6][2900/3405] lr: 2.491e-02, eta: 2 days, 13:55:43, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9187, loss_cls: 5.0997, loss: 5.0997 +2025-06-27 14:03:44,339 - pyskl - INFO - Epoch [6][3000/3405] lr: 2.491e-02, eta: 2 days, 13:54:47, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6575, top5_acc: 0.9119, loss_cls: 5.0823, loss: 5.0823 +2025-06-27 14:04:29,225 - pyskl - INFO - Epoch [6][3100/3405] lr: 2.490e-02, eta: 2 days, 13:53:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6362, top5_acc: 0.9025, loss_cls: 5.0015, loss: 5.0015 +2025-06-27 14:05:14,046 - pyskl - INFO - Epoch [6][3200/3405] lr: 2.490e-02, eta: 2 days, 13:52:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6419, top5_acc: 0.9019, loss_cls: 5.1204, loss: 5.1204 +2025-06-27 14:05:59,100 - pyskl - INFO - Epoch [6][3300/3405] lr: 2.490e-02, eta: 2 days, 13:51:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.9150, loss_cls: 5.0581, loss: 5.0581 +2025-06-27 14:06:43,940 - pyskl - INFO - Epoch [6][3400/3405] lr: 2.490e-02, eta: 2 days, 13:50:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6531, top5_acc: 0.9062, loss_cls: 5.1337, loss: 5.1337 +2025-06-27 14:06:46,553 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-06-27 14:10:44,434 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 14:10:44,977 - pyskl - INFO - +top1_acc 0.6024 +top5_acc 0.8877 +2025-06-27 14:10:45,033 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_5.pth was removed +2025-06-27 14:10:46,120 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-06-27 14:10:46,122 - pyskl - INFO - Best top1_acc is 0.6024 at 6 epoch. +2025-06-27 14:10:46,143 - pyskl - INFO - Epoch(val) [6][3718] top1_acc: 0.6024, top5_acc: 0.8877 +2025-06-27 14:11:53,482 - pyskl - INFO - Epoch [7][100/3405] lr: 2.490e-02, eta: 2 days, 13:57:57, time: 0.673, data_time: 0.227, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9137, loss_cls: 4.9882, loss: 4.9882 +2025-06-27 14:12:38,123 - pyskl - INFO - Epoch [7][200/3405] lr: 2.490e-02, eta: 2 days, 13:56:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9187, loss_cls: 5.0394, loss: 5.0394 +2025-06-27 14:13:22,796 - pyskl - INFO - Epoch [7][300/3405] lr: 2.490e-02, eta: 2 days, 13:55:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6506, top5_acc: 0.9081, loss_cls: 4.8742, loss: 4.8742 +2025-06-27 14:14:07,528 - pyskl - INFO - Epoch [7][400/3405] lr: 2.490e-02, eta: 2 days, 13:54:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9075, loss_cls: 4.9899, loss: 4.9899 +2025-06-27 14:14:52,260 - pyskl - INFO - Epoch [7][500/3405] lr: 2.490e-02, eta: 2 days, 13:53:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6713, top5_acc: 0.9144, loss_cls: 4.8423, loss: 4.8423 +2025-06-27 14:15:36,934 - pyskl - INFO - Epoch [7][600/3405] lr: 2.490e-02, eta: 2 days, 13:52:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6681, top5_acc: 0.9225, loss_cls: 4.8192, loss: 4.8192 +2025-06-27 14:16:21,594 - pyskl - INFO - Epoch [7][700/3405] lr: 2.489e-02, eta: 2 days, 13:51:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.9150, loss_cls: 4.9429, loss: 4.9429 +2025-06-27 14:17:06,210 - pyskl - INFO - Epoch [7][800/3405] lr: 2.489e-02, eta: 2 days, 13:50:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6806, top5_acc: 0.9087, loss_cls: 4.8987, loss: 4.8987 +2025-06-27 14:17:50,927 - pyskl - INFO - Epoch [7][900/3405] lr: 2.489e-02, eta: 2 days, 13:49:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6438, top5_acc: 0.9044, loss_cls: 5.0631, loss: 5.0631 +2025-06-27 14:18:35,603 - pyskl - INFO - Epoch [7][1000/3405] lr: 2.489e-02, eta: 2 days, 13:48:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.9056, loss_cls: 4.9449, loss: 4.9449 +2025-06-27 14:19:20,219 - pyskl - INFO - Epoch [7][1100/3405] lr: 2.489e-02, eta: 2 days, 13:47:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6681, top5_acc: 0.9163, loss_cls: 4.8847, loss: 4.8847 +2025-06-27 14:20:04,781 - pyskl - INFO - Epoch [7][1200/3405] lr: 2.489e-02, eta: 2 days, 13:46:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6613, top5_acc: 0.9219, loss_cls: 4.9723, loss: 4.9723 +2025-06-27 14:20:49,243 - pyskl - INFO - Epoch [7][1300/3405] lr: 2.489e-02, eta: 2 days, 13:44:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6450, top5_acc: 0.9081, loss_cls: 5.1111, loss: 5.1111 +2025-06-27 14:21:33,700 - pyskl - INFO - Epoch [7][1400/3405] lr: 2.489e-02, eta: 2 days, 13:43:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6438, top5_acc: 0.9025, loss_cls: 5.0673, loss: 5.0673 +2025-06-27 14:22:18,397 - pyskl - INFO - Epoch [7][1500/3405] lr: 2.489e-02, eta: 2 days, 13:42:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6581, top5_acc: 0.9100, loss_cls: 4.9528, loss: 4.9528 +2025-06-27 14:23:03,044 - pyskl - INFO - Epoch [7][1600/3405] lr: 2.489e-02, eta: 2 days, 13:41:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9213, loss_cls: 4.7958, loss: 4.7958 +2025-06-27 14:23:47,631 - pyskl - INFO - Epoch [7][1700/3405] lr: 2.488e-02, eta: 2 days, 13:40:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6681, top5_acc: 0.9169, loss_cls: 4.7954, loss: 4.7954 +2025-06-27 14:24:32,232 - pyskl - INFO - Epoch [7][1800/3405] lr: 2.488e-02, eta: 2 days, 13:39:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6637, top5_acc: 0.9175, loss_cls: 4.8974, loss: 4.8974 +2025-06-27 14:25:16,806 - pyskl - INFO - Epoch [7][1900/3405] lr: 2.488e-02, eta: 2 days, 13:38:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6569, top5_acc: 0.9062, loss_cls: 5.0090, loss: 5.0090 +2025-06-27 14:26:01,524 - pyskl - INFO - Epoch [7][2000/3405] lr: 2.488e-02, eta: 2 days, 13:37:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9175, loss_cls: 4.8379, loss: 4.8379 +2025-06-27 14:26:46,176 - pyskl - INFO - Epoch [7][2100/3405] lr: 2.488e-02, eta: 2 days, 13:36:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6500, top5_acc: 0.9156, loss_cls: 4.9573, loss: 4.9573 +2025-06-27 14:27:30,706 - pyskl - INFO - Epoch [7][2200/3405] lr: 2.488e-02, eta: 2 days, 13:35:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6375, top5_acc: 0.9106, loss_cls: 5.0309, loss: 5.0309 +2025-06-27 14:28:15,174 - pyskl - INFO - Epoch [7][2300/3405] lr: 2.488e-02, eta: 2 days, 13:34:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6350, top5_acc: 0.9225, loss_cls: 5.0189, loss: 5.0189 +2025-06-27 14:28:59,820 - pyskl - INFO - Epoch [7][2400/3405] lr: 2.488e-02, eta: 2 days, 13:33:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9144, loss_cls: 5.0299, loss: 5.0299 +2025-06-27 14:29:44,506 - pyskl - INFO - Epoch [7][2500/3405] lr: 2.488e-02, eta: 2 days, 13:32:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9187, loss_cls: 4.8127, loss: 4.8127 +2025-06-27 14:30:29,075 - pyskl - INFO - Epoch [7][2600/3405] lr: 2.487e-02, eta: 2 days, 13:31:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9106, loss_cls: 4.8333, loss: 4.8333 +2025-06-27 14:31:13,798 - pyskl - INFO - Epoch [7][2700/3405] lr: 2.487e-02, eta: 2 days, 13:30:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6731, top5_acc: 0.9169, loss_cls: 4.8517, loss: 4.8517 +2025-06-27 14:31:58,506 - pyskl - INFO - Epoch [7][2800/3405] lr: 2.487e-02, eta: 2 days, 13:29:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6556, top5_acc: 0.9081, loss_cls: 5.0694, loss: 5.0694 +2025-06-27 14:32:43,191 - pyskl - INFO - Epoch [7][2900/3405] lr: 2.487e-02, eta: 2 days, 13:28:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9119, loss_cls: 4.8104, loss: 4.8104 +2025-06-27 14:33:28,183 - pyskl - INFO - Epoch [7][3000/3405] lr: 2.487e-02, eta: 2 days, 13:27:18, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9125, loss_cls: 4.8317, loss: 4.8317 +2025-06-27 14:34:13,001 - pyskl - INFO - Epoch [7][3100/3405] lr: 2.487e-02, eta: 2 days, 13:26:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6525, top5_acc: 0.9163, loss_cls: 4.8651, loss: 4.8651 +2025-06-27 14:34:57,797 - pyskl - INFO - Epoch [7][3200/3405] lr: 2.487e-02, eta: 2 days, 13:25:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9044, loss_cls: 4.8920, loss: 4.8920 +2025-06-27 14:35:42,703 - pyskl - INFO - Epoch [7][3300/3405] lr: 2.487e-02, eta: 2 days, 13:24:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6581, top5_acc: 0.9113, loss_cls: 4.8699, loss: 4.8699 +2025-06-27 14:36:27,472 - pyskl - INFO - Epoch [7][3400/3405] lr: 2.487e-02, eta: 2 days, 13:23:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6594, top5_acc: 0.9175, loss_cls: 4.9411, loss: 4.9411 +2025-06-27 14:36:30,102 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-06-27 14:40:30,310 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 14:40:30,842 - pyskl - INFO - +top1_acc 0.6469 +top5_acc 0.9064 +2025-06-27 14:40:30,897 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_6.pth was removed +2025-06-27 14:40:31,902 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-06-27 14:40:31,903 - pyskl - INFO - Best top1_acc is 0.6469 at 7 epoch. +2025-06-27 14:40:31,922 - pyskl - INFO - Epoch(val) [7][3718] top1_acc: 0.6469, top5_acc: 0.9064 +2025-06-27 14:41:39,118 - pyskl - INFO - Epoch [8][100/3405] lr: 2.486e-02, eta: 2 days, 13:29:19, time: 0.672, data_time: 0.223, memory: 13268, top1_acc: 0.6731, top5_acc: 0.9237, loss_cls: 4.7403, loss: 4.7403 +2025-06-27 14:42:24,034 - pyskl - INFO - Epoch [8][200/3405] lr: 2.486e-02, eta: 2 days, 13:28:22, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6544, top5_acc: 0.9163, loss_cls: 4.9476, loss: 4.9476 +2025-06-27 14:43:08,978 - pyskl - INFO - Epoch [8][300/3405] lr: 2.486e-02, eta: 2 days, 13:27:26, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6538, top5_acc: 0.9044, loss_cls: 4.9809, loss: 4.9809 +2025-06-27 14:43:53,842 - pyskl - INFO - Epoch [8][400/3405] lr: 2.486e-02, eta: 2 days, 13:26:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9237, loss_cls: 4.6856, loss: 4.6856 +2025-06-27 14:44:38,716 - pyskl - INFO - Epoch [8][500/3405] lr: 2.486e-02, eta: 2 days, 13:25:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6656, top5_acc: 0.9287, loss_cls: 4.8597, loss: 4.8597 +2025-06-27 14:45:23,902 - pyskl - INFO - Epoch [8][600/3405] lr: 2.486e-02, eta: 2 days, 13:24:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9181, loss_cls: 4.8730, loss: 4.8730 +2025-06-27 14:46:08,829 - pyskl - INFO - Epoch [8][700/3405] lr: 2.486e-02, eta: 2 days, 13:23:44, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9163, loss_cls: 4.8340, loss: 4.8340 +2025-06-27 14:46:53,712 - pyskl - INFO - Epoch [8][800/3405] lr: 2.486e-02, eta: 2 days, 13:22:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.9287, loss_cls: 4.8807, loss: 4.8807 +2025-06-27 14:47:38,600 - pyskl - INFO - Epoch [8][900/3405] lr: 2.486e-02, eta: 2 days, 13:21:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9213, loss_cls: 4.9928, loss: 4.9928 +2025-06-27 14:48:23,411 - pyskl - INFO - Epoch [8][1000/3405] lr: 2.485e-02, eta: 2 days, 13:20:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9213, loss_cls: 4.8872, loss: 4.8872 +2025-06-27 14:49:08,156 - pyskl - INFO - Epoch [8][1100/3405] lr: 2.485e-02, eta: 2 days, 13:19:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9156, loss_cls: 4.8397, loss: 4.8397 +2025-06-27 14:49:52,894 - pyskl - INFO - Epoch [8][1200/3405] lr: 2.485e-02, eta: 2 days, 13:18:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6750, top5_acc: 0.9156, loss_cls: 4.8855, loss: 4.8855 +2025-06-27 14:50:37,679 - pyskl - INFO - Epoch [8][1300/3405] lr: 2.485e-02, eta: 2 days, 13:17:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6594, top5_acc: 0.9150, loss_cls: 4.8485, loss: 4.8485 +2025-06-27 14:51:22,462 - pyskl - INFO - Epoch [8][1400/3405] lr: 2.485e-02, eta: 2 days, 13:16:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6681, top5_acc: 0.9081, loss_cls: 4.9245, loss: 4.9245 +2025-06-27 14:52:07,216 - pyskl - INFO - Epoch [8][1500/3405] lr: 2.485e-02, eta: 2 days, 13:15:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6631, top5_acc: 0.9144, loss_cls: 4.9741, loss: 4.9741 +2025-06-27 14:52:51,994 - pyskl - INFO - Epoch [8][1600/3405] lr: 2.485e-02, eta: 2 days, 13:15:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9331, loss_cls: 4.6979, loss: 4.6979 +2025-06-27 14:53:36,763 - pyskl - INFO - Epoch [8][1700/3405] lr: 2.485e-02, eta: 2 days, 13:14:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9181, loss_cls: 4.8578, loss: 4.8578 +2025-06-27 14:54:21,500 - pyskl - INFO - Epoch [8][1800/3405] lr: 2.484e-02, eta: 2 days, 13:13:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9231, loss_cls: 4.7805, loss: 4.7805 +2025-06-27 14:55:06,239 - pyskl - INFO - Epoch [8][1900/3405] lr: 2.484e-02, eta: 2 days, 13:12:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6713, top5_acc: 0.9113, loss_cls: 4.9469, loss: 4.9469 +2025-06-27 14:55:50,900 - pyskl - INFO - Epoch [8][2000/3405] lr: 2.484e-02, eta: 2 days, 13:11:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9169, loss_cls: 4.8399, loss: 4.8399 +2025-06-27 14:56:35,720 - pyskl - INFO - Epoch [8][2100/3405] lr: 2.484e-02, eta: 2 days, 13:10:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9144, loss_cls: 4.7275, loss: 4.7275 +2025-06-27 14:57:20,450 - pyskl - INFO - Epoch [8][2200/3405] lr: 2.484e-02, eta: 2 days, 13:09:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9106, loss_cls: 4.8895, loss: 4.8895 +2025-06-27 14:58:05,151 - pyskl - INFO - Epoch [8][2300/3405] lr: 2.484e-02, eta: 2 days, 13:08:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9269, loss_cls: 4.8647, loss: 4.8647 +2025-06-27 14:58:49,694 - pyskl - INFO - Epoch [8][2400/3405] lr: 2.484e-02, eta: 2 days, 13:07:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9219, loss_cls: 4.7239, loss: 4.7239 +2025-06-27 14:59:34,327 - pyskl - INFO - Epoch [8][2500/3405] lr: 2.484e-02, eta: 2 days, 13:06:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9281, loss_cls: 4.6919, loss: 4.6919 +2025-06-27 15:00:19,044 - pyskl - INFO - Epoch [8][2600/3405] lr: 2.484e-02, eta: 2 days, 13:05:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9094, loss_cls: 4.7606, loss: 4.7606 +2025-06-27 15:01:03,729 - pyskl - INFO - Epoch [8][2700/3405] lr: 2.483e-02, eta: 2 days, 13:04:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9269, loss_cls: 4.8603, loss: 4.8603 +2025-06-27 15:01:48,451 - pyskl - INFO - Epoch [8][2800/3405] lr: 2.483e-02, eta: 2 days, 13:03:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9194, loss_cls: 4.8350, loss: 4.8350 +2025-06-27 15:02:33,258 - pyskl - INFO - Epoch [8][2900/3405] lr: 2.483e-02, eta: 2 days, 13:02:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9206, loss_cls: 4.8020, loss: 4.8020 +2025-06-27 15:03:18,209 - pyskl - INFO - Epoch [8][3000/3405] lr: 2.483e-02, eta: 2 days, 13:01:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6306, top5_acc: 0.8919, loss_cls: 5.0162, loss: 5.0162 +2025-06-27 15:04:02,960 - pyskl - INFO - Epoch [8][3100/3405] lr: 2.483e-02, eta: 2 days, 13:00:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9200, loss_cls: 4.8822, loss: 4.8822 +2025-06-27 15:04:47,864 - pyskl - INFO - Epoch [8][3200/3405] lr: 2.483e-02, eta: 2 days, 12:59:36, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9194, loss_cls: 4.8462, loss: 4.8462 +2025-06-27 15:05:32,698 - pyskl - INFO - Epoch [8][3300/3405] lr: 2.483e-02, eta: 2 days, 12:58:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6581, top5_acc: 0.9156, loss_cls: 4.8159, loss: 4.8159 +2025-06-27 15:06:17,499 - pyskl - INFO - Epoch [8][3400/3405] lr: 2.483e-02, eta: 2 days, 12:57:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9287, loss_cls: 4.7528, loss: 4.7528 +2025-06-27 15:06:20,125 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-06-27 15:10:20,124 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 15:10:20,647 - pyskl - INFO - +top1_acc 0.4929 +top5_acc 0.8247 +2025-06-27 15:10:20,666 - pyskl - INFO - Epoch(val) [8][3718] top1_acc: 0.4929, top5_acc: 0.8247 +2025-06-27 15:11:27,961 - pyskl - INFO - Epoch [9][100/3405] lr: 2.482e-02, eta: 2 days, 13:02:44, time: 0.673, data_time: 0.226, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9244, loss_cls: 4.7384, loss: 4.7384 +2025-06-27 15:12:12,769 - pyskl - INFO - Epoch [9][200/3405] lr: 2.482e-02, eta: 2 days, 13:01:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9306, loss_cls: 4.5915, loss: 4.5915 +2025-06-27 15:12:57,643 - pyskl - INFO - Epoch [9][300/3405] lr: 2.482e-02, eta: 2 days, 13:00:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9269, loss_cls: 4.4693, loss: 4.4693 +2025-06-27 15:13:42,639 - pyskl - INFO - Epoch [9][400/3405] lr: 2.482e-02, eta: 2 days, 12:59:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9206, loss_cls: 4.7432, loss: 4.7432 +2025-06-27 15:14:27,454 - pyskl - INFO - Epoch [9][500/3405] lr: 2.482e-02, eta: 2 days, 12:59:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9125, loss_cls: 4.6923, loss: 4.6923 +2025-06-27 15:15:12,340 - pyskl - INFO - Epoch [9][600/3405] lr: 2.482e-02, eta: 2 days, 12:58:06, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9094, loss_cls: 4.7373, loss: 4.7373 +2025-06-27 15:15:57,427 - pyskl - INFO - Epoch [9][700/3405] lr: 2.482e-02, eta: 2 days, 12:57:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9306, loss_cls: 4.7270, loss: 4.7270 +2025-06-27 15:16:42,414 - pyskl - INFO - Epoch [9][800/3405] lr: 2.481e-02, eta: 2 days, 12:56:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9331, loss_cls: 4.6202, loss: 4.6202 +2025-06-27 15:17:27,367 - pyskl - INFO - Epoch [9][900/3405] lr: 2.481e-02, eta: 2 days, 12:55:27, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9294, loss_cls: 4.7866, loss: 4.7866 +2025-06-27 15:18:12,202 - pyskl - INFO - Epoch [9][1000/3405] lr: 2.481e-02, eta: 2 days, 12:54:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9269, loss_cls: 4.7889, loss: 4.7889 +2025-06-27 15:18:57,013 - pyskl - INFO - Epoch [9][1100/3405] lr: 2.481e-02, eta: 2 days, 12:53:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9200, loss_cls: 4.7601, loss: 4.7601 +2025-06-27 15:19:41,998 - pyskl - INFO - Epoch [9][1200/3405] lr: 2.481e-02, eta: 2 days, 12:52:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6713, top5_acc: 0.9144, loss_cls: 4.7644, loss: 4.7644 +2025-06-27 15:20:26,857 - pyskl - INFO - Epoch [9][1300/3405] lr: 2.481e-02, eta: 2 days, 12:51:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9244, loss_cls: 4.6613, loss: 4.6613 +2025-06-27 15:21:11,695 - pyskl - INFO - Epoch [9][1400/3405] lr: 2.481e-02, eta: 2 days, 12:50:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9163, loss_cls: 4.8844, loss: 4.8844 +2025-06-27 15:21:56,546 - pyskl - INFO - Epoch [9][1500/3405] lr: 2.481e-02, eta: 2 days, 12:49:55, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9269, loss_cls: 4.6316, loss: 4.6316 +2025-06-27 15:22:41,352 - pyskl - INFO - Epoch [9][1600/3405] lr: 2.480e-02, eta: 2 days, 12:48:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9100, loss_cls: 4.7216, loss: 4.7216 +2025-06-27 15:23:26,103 - pyskl - INFO - Epoch [9][1700/3405] lr: 2.480e-02, eta: 2 days, 12:48:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9187, loss_cls: 4.9182, loss: 4.9182 +2025-06-27 15:24:10,883 - pyskl - INFO - Epoch [9][1800/3405] lr: 2.480e-02, eta: 2 days, 12:47:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9175, loss_cls: 4.8175, loss: 4.8175 +2025-06-27 15:24:55,778 - pyskl - INFO - Epoch [9][1900/3405] lr: 2.480e-02, eta: 2 days, 12:46:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9269, loss_cls: 4.7098, loss: 4.7098 +2025-06-27 15:25:40,533 - pyskl - INFO - Epoch [9][2000/3405] lr: 2.480e-02, eta: 2 days, 12:45:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6687, top5_acc: 0.9194, loss_cls: 4.7731, loss: 4.7731 +2025-06-27 15:26:25,421 - pyskl - INFO - Epoch [9][2100/3405] lr: 2.480e-02, eta: 2 days, 12:44:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9169, loss_cls: 4.7427, loss: 4.7427 +2025-06-27 15:27:10,735 - pyskl - INFO - Epoch [9][2200/3405] lr: 2.480e-02, eta: 2 days, 12:43:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9219, loss_cls: 4.7959, loss: 4.7959 +2025-06-27 15:27:55,384 - pyskl - INFO - Epoch [9][2300/3405] lr: 2.479e-02, eta: 2 days, 12:42:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9225, loss_cls: 4.6468, loss: 4.6468 +2025-06-27 15:28:40,169 - pyskl - INFO - Epoch [9][2400/3405] lr: 2.479e-02, eta: 2 days, 12:41:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6512, top5_acc: 0.9269, loss_cls: 4.8601, loss: 4.8601 +2025-06-27 15:29:24,916 - pyskl - INFO - Epoch [9][2500/3405] lr: 2.479e-02, eta: 2 days, 12:40:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9125, loss_cls: 4.7141, loss: 4.7141 +2025-06-27 15:30:09,678 - pyskl - INFO - Epoch [9][2600/3405] lr: 2.479e-02, eta: 2 days, 12:39:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9281, loss_cls: 4.7125, loss: 4.7125 +2025-06-27 15:30:54,370 - pyskl - INFO - Epoch [9][2700/3405] lr: 2.479e-02, eta: 2 days, 12:38:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9213, loss_cls: 4.7814, loss: 4.7814 +2025-06-27 15:31:39,101 - pyskl - INFO - Epoch [9][2800/3405] lr: 2.479e-02, eta: 2 days, 12:37:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9263, loss_cls: 4.7599, loss: 4.7599 +2025-06-27 15:32:23,950 - pyskl - INFO - Epoch [9][2900/3405] lr: 2.479e-02, eta: 2 days, 12:37:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9237, loss_cls: 4.7905, loss: 4.7905 +2025-06-27 15:33:08,870 - pyskl - INFO - Epoch [9][3000/3405] lr: 2.478e-02, eta: 2 days, 12:36:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9263, loss_cls: 4.7761, loss: 4.7761 +2025-06-27 15:33:53,699 - pyskl - INFO - Epoch [9][3100/3405] lr: 2.478e-02, eta: 2 days, 12:35:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9181, loss_cls: 4.8289, loss: 4.8289 +2025-06-27 15:34:38,453 - pyskl - INFO - Epoch [9][3200/3405] lr: 2.478e-02, eta: 2 days, 12:34:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9194, loss_cls: 4.7046, loss: 4.7046 +2025-06-27 15:35:23,042 - pyskl - INFO - Epoch [9][3300/3405] lr: 2.478e-02, eta: 2 days, 12:33:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9281, loss_cls: 4.7272, loss: 4.7272 +2025-06-27 15:36:07,648 - pyskl - INFO - Epoch [9][3400/3405] lr: 2.478e-02, eta: 2 days, 12:32:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6687, top5_acc: 0.9231, loss_cls: 4.6972, loss: 4.6972 +2025-06-27 15:36:10,276 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-06-27 15:40:07,935 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 15:40:08,477 - pyskl - INFO - +top1_acc 0.6568 +top5_acc 0.9069 +2025-06-27 15:40:08,528 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_7.pth was removed +2025-06-27 15:40:09,549 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-06-27 15:40:09,550 - pyskl - INFO - Best top1_acc is 0.6568 at 9 epoch. +2025-06-27 15:40:09,569 - pyskl - INFO - Epoch(val) [9][3718] top1_acc: 0.6568, top5_acc: 0.9069 +2025-06-27 15:41:16,729 - pyskl - INFO - Epoch [10][100/3405] lr: 2.478e-02, eta: 2 days, 12:36:38, time: 0.672, data_time: 0.224, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9100, loss_cls: 4.6938, loss: 4.6938 +2025-06-27 15:42:01,546 - pyskl - INFO - Epoch [10][200/3405] lr: 2.478e-02, eta: 2 days, 12:35:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9294, loss_cls: 4.6417, loss: 4.6417 +2025-06-27 15:42:46,295 - pyskl - INFO - Epoch [10][300/3405] lr: 2.477e-02, eta: 2 days, 12:34:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9513, loss_cls: 4.3641, loss: 4.3641 +2025-06-27 15:43:30,873 - pyskl - INFO - Epoch [10][400/3405] lr: 2.477e-02, eta: 2 days, 12:33:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9156, loss_cls: 4.7762, loss: 4.7762 +2025-06-27 15:44:15,634 - pyskl - INFO - Epoch [10][500/3405] lr: 2.477e-02, eta: 2 days, 12:32:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6750, top5_acc: 0.9269, loss_cls: 4.6487, loss: 4.6487 +2025-06-27 15:45:00,521 - pyskl - INFO - Epoch [10][600/3405] lr: 2.477e-02, eta: 2 days, 12:31:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9331, loss_cls: 4.6079, loss: 4.6079 +2025-06-27 15:45:45,380 - pyskl - INFO - Epoch [10][700/3405] lr: 2.477e-02, eta: 2 days, 12:31:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9269, loss_cls: 4.6679, loss: 4.6679 +2025-06-27 15:46:30,364 - pyskl - INFO - Epoch [10][800/3405] lr: 2.477e-02, eta: 2 days, 12:30:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9319, loss_cls: 4.6669, loss: 4.6669 +2025-06-27 15:47:15,302 - pyskl - INFO - Epoch [10][900/3405] lr: 2.477e-02, eta: 2 days, 12:29:17, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9244, loss_cls: 4.5800, loss: 4.5800 +2025-06-27 15:48:00,142 - pyskl - INFO - Epoch [10][1000/3405] lr: 2.476e-02, eta: 2 days, 12:28:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9275, loss_cls: 4.6504, loss: 4.6504 +2025-06-27 15:48:45,093 - pyskl - INFO - Epoch [10][1100/3405] lr: 2.476e-02, eta: 2 days, 12:27:30, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9256, loss_cls: 4.7385, loss: 4.7385 +2025-06-27 15:49:29,875 - pyskl - INFO - Epoch [10][1200/3405] lr: 2.476e-02, eta: 2 days, 12:26:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9169, loss_cls: 4.7965, loss: 4.7965 +2025-06-27 15:50:14,702 - pyskl - INFO - Epoch [10][1300/3405] lr: 2.476e-02, eta: 2 days, 12:25:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9163, loss_cls: 4.7326, loss: 4.7326 +2025-06-27 15:50:59,481 - pyskl - INFO - Epoch [10][1400/3405] lr: 2.476e-02, eta: 2 days, 12:24:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9244, loss_cls: 4.6906, loss: 4.6906 +2025-06-27 15:51:44,293 - pyskl - INFO - Epoch [10][1500/3405] lr: 2.476e-02, eta: 2 days, 12:23:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9231, loss_cls: 4.7208, loss: 4.7208 +2025-06-27 15:52:29,033 - pyskl - INFO - Epoch [10][1600/3405] lr: 2.475e-02, eta: 2 days, 12:22:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9231, loss_cls: 4.6145, loss: 4.6145 +2025-06-27 15:53:13,978 - pyskl - INFO - Epoch [10][1700/3405] lr: 2.475e-02, eta: 2 days, 12:22:02, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9187, loss_cls: 4.7864, loss: 4.7864 +2025-06-27 15:53:58,795 - pyskl - INFO - Epoch [10][1800/3405] lr: 2.475e-02, eta: 2 days, 12:21:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9250, loss_cls: 4.6637, loss: 4.6637 +2025-06-27 15:54:43,563 - pyskl - INFO - Epoch [10][1900/3405] lr: 2.475e-02, eta: 2 days, 12:20:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9275, loss_cls: 4.7377, loss: 4.7377 +2025-06-27 15:55:28,350 - pyskl - INFO - Epoch [10][2000/3405] lr: 2.475e-02, eta: 2 days, 12:19:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9244, loss_cls: 4.5485, loss: 4.5485 +2025-06-27 15:56:13,074 - pyskl - INFO - Epoch [10][2100/3405] lr: 2.475e-02, eta: 2 days, 12:18:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9275, loss_cls: 4.6699, loss: 4.6699 +2025-06-27 15:56:57,872 - pyskl - INFO - Epoch [10][2200/3405] lr: 2.475e-02, eta: 2 days, 12:17:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9181, loss_cls: 4.7692, loss: 4.7692 +2025-06-27 15:57:42,812 - pyskl - INFO - Epoch [10][2300/3405] lr: 2.474e-02, eta: 2 days, 12:16:35, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9250, loss_cls: 4.6087, loss: 4.6087 +2025-06-27 15:58:27,658 - pyskl - INFO - Epoch [10][2400/3405] lr: 2.474e-02, eta: 2 days, 12:15:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6806, top5_acc: 0.9244, loss_cls: 4.7196, loss: 4.7196 +2025-06-27 15:59:12,392 - pyskl - INFO - Epoch [10][2500/3405] lr: 2.474e-02, eta: 2 days, 12:14:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9200, loss_cls: 4.6433, loss: 4.6433 +2025-06-27 15:59:57,188 - pyskl - INFO - Epoch [10][2600/3405] lr: 2.474e-02, eta: 2 days, 12:13:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9275, loss_cls: 4.5166, loss: 4.5166 +2025-06-27 16:00:41,931 - pyskl - INFO - Epoch [10][2700/3405] lr: 2.474e-02, eta: 2 days, 12:12:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9256, loss_cls: 4.5421, loss: 4.5421 +2025-06-27 16:01:26,850 - pyskl - INFO - Epoch [10][2800/3405] lr: 2.474e-02, eta: 2 days, 12:12:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9331, loss_cls: 4.4880, loss: 4.4880 +2025-06-27 16:02:11,751 - pyskl - INFO - Epoch [10][2900/3405] lr: 2.473e-02, eta: 2 days, 12:11:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9275, loss_cls: 4.6874, loss: 4.6874 +2025-06-27 16:02:56,545 - pyskl - INFO - Epoch [10][3000/3405] lr: 2.473e-02, eta: 2 days, 12:10:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9263, loss_cls: 4.7105, loss: 4.7105 +2025-06-27 16:03:41,286 - pyskl - INFO - Epoch [10][3100/3405] lr: 2.473e-02, eta: 2 days, 12:09:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9275, loss_cls: 4.6923, loss: 4.6923 +2025-06-27 16:04:26,336 - pyskl - INFO - Epoch [10][3200/3405] lr: 2.473e-02, eta: 2 days, 12:08:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9175, loss_cls: 4.7870, loss: 4.7870 +2025-06-27 16:05:11,148 - pyskl - INFO - Epoch [10][3300/3405] lr: 2.473e-02, eta: 2 days, 12:07:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9287, loss_cls: 4.4804, loss: 4.4804 +2025-06-27 16:05:55,911 - pyskl - INFO - Epoch [10][3400/3405] lr: 2.473e-02, eta: 2 days, 12:06:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9425, loss_cls: 4.5340, loss: 4.5340 +2025-06-27 16:05:58,439 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-06-27 16:25:28,698 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 16:25:29,232 - pyskl - INFO - +top1_acc 0.6415 +top5_acc 0.9004 +2025-06-27 16:25:29,251 - pyskl - INFO - Epoch(val) [10][3718] top1_acc: 0.6415, top5_acc: 0.9004 +2025-06-27 16:26:36,041 - pyskl - INFO - Epoch [11][100/3405] lr: 2.473e-02, eta: 2 days, 12:10:24, time: 0.668, data_time: 0.222, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9294, loss_cls: 4.5826, loss: 4.5826 +2025-06-27 16:27:20,725 - pyskl - INFO - Epoch [11][200/3405] lr: 2.472e-02, eta: 2 days, 12:09:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9363, loss_cls: 4.5312, loss: 4.5312 +2025-06-27 16:28:05,489 - pyskl - INFO - Epoch [11][300/3405] lr: 2.472e-02, eta: 2 days, 12:08:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9275, loss_cls: 4.6886, loss: 4.6886 +2025-06-27 16:28:50,164 - pyskl - INFO - Epoch [11][400/3405] lr: 2.472e-02, eta: 2 days, 12:07:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9287, loss_cls: 4.5443, loss: 4.5443 +2025-06-27 16:29:34,900 - pyskl - INFO - Epoch [11][500/3405] lr: 2.472e-02, eta: 2 days, 12:06:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9225, loss_cls: 4.6564, loss: 4.6564 +2025-06-27 16:30:19,671 - pyskl - INFO - Epoch [11][600/3405] lr: 2.472e-02, eta: 2 days, 12:05:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9194, loss_cls: 4.5335, loss: 4.5335 +2025-06-27 16:31:04,427 - pyskl - INFO - Epoch [11][700/3405] lr: 2.472e-02, eta: 2 days, 12:04:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9250, loss_cls: 4.6908, loss: 4.6908 +2025-06-27 16:31:49,274 - pyskl - INFO - Epoch [11][800/3405] lr: 2.471e-02, eta: 2 days, 12:03:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9200, loss_cls: 4.6561, loss: 4.6561 +2025-06-27 16:32:34,287 - pyskl - INFO - Epoch [11][900/3405] lr: 2.471e-02, eta: 2 days, 12:03:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9231, loss_cls: 4.6604, loss: 4.6604 +2025-06-27 16:33:19,101 - pyskl - INFO - Epoch [11][1000/3405] lr: 2.471e-02, eta: 2 days, 12:02:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9325, loss_cls: 4.6359, loss: 4.6359 +2025-06-27 16:34:03,851 - pyskl - INFO - Epoch [11][1100/3405] lr: 2.471e-02, eta: 2 days, 12:01:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9087, loss_cls: 4.8374, loss: 4.8374 +2025-06-27 16:34:48,605 - pyskl - INFO - Epoch [11][1200/3405] lr: 2.471e-02, eta: 2 days, 12:00:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9369, loss_cls: 4.3502, loss: 4.3502 +2025-06-27 16:35:33,405 - pyskl - INFO - Epoch [11][1300/3405] lr: 2.471e-02, eta: 2 days, 11:59:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9169, loss_cls: 4.6186, loss: 4.6186 +2025-06-27 16:36:18,448 - pyskl - INFO - Epoch [11][1400/3405] lr: 2.470e-02, eta: 2 days, 11:58:40, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9419, loss_cls: 4.6011, loss: 4.6011 +2025-06-27 16:37:03,396 - pyskl - INFO - Epoch [11][1500/3405] lr: 2.470e-02, eta: 2 days, 11:57:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9237, loss_cls: 4.5899, loss: 4.5899 +2025-06-27 16:37:48,234 - pyskl - INFO - Epoch [11][1600/3405] lr: 2.470e-02, eta: 2 days, 11:56:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9300, loss_cls: 4.5420, loss: 4.5420 +2025-06-27 16:38:33,021 - pyskl - INFO - Epoch [11][1700/3405] lr: 2.470e-02, eta: 2 days, 11:56:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9350, loss_cls: 4.6074, loss: 4.6074 +2025-06-27 16:39:17,802 - pyskl - INFO - Epoch [11][1800/3405] lr: 2.470e-02, eta: 2 days, 11:55:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9256, loss_cls: 4.7066, loss: 4.7066 +2025-06-27 16:40:02,540 - pyskl - INFO - Epoch [11][1900/3405] lr: 2.470e-02, eta: 2 days, 11:54:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9194, loss_cls: 4.6857, loss: 4.6857 +2025-06-27 16:40:47,345 - pyskl - INFO - Epoch [11][2000/3405] lr: 2.469e-02, eta: 2 days, 11:53:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9337, loss_cls: 4.5711, loss: 4.5711 +2025-06-27 16:41:32,156 - pyskl - INFO - Epoch [11][2100/3405] lr: 2.469e-02, eta: 2 days, 11:52:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9281, loss_cls: 4.5283, loss: 4.5283 +2025-06-27 16:42:16,933 - pyskl - INFO - Epoch [11][2200/3405] lr: 2.469e-02, eta: 2 days, 11:51:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9213, loss_cls: 4.6290, loss: 4.6290 +2025-06-27 16:43:01,719 - pyskl - INFO - Epoch [11][2300/3405] lr: 2.469e-02, eta: 2 days, 11:50:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9119, loss_cls: 4.7082, loss: 4.7082 +2025-06-27 16:43:46,564 - pyskl - INFO - Epoch [11][2400/3405] lr: 2.469e-02, eta: 2 days, 11:49:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9237, loss_cls: 4.7823, loss: 4.7823 +2025-06-27 16:44:31,367 - pyskl - INFO - Epoch [11][2500/3405] lr: 2.469e-02, eta: 2 days, 11:48:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9431, loss_cls: 4.4605, loss: 4.4605 +2025-06-27 16:45:16,131 - pyskl - INFO - Epoch [11][2600/3405] lr: 2.468e-02, eta: 2 days, 11:47:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9350, loss_cls: 4.5446, loss: 4.5446 +2025-06-27 16:46:00,958 - pyskl - INFO - Epoch [11][2700/3405] lr: 2.468e-02, eta: 2 days, 11:47:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9363, loss_cls: 4.5391, loss: 4.5391 +2025-06-27 16:46:45,739 - pyskl - INFO - Epoch [11][2800/3405] lr: 2.468e-02, eta: 2 days, 11:46:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9269, loss_cls: 4.5559, loss: 4.5559 +2025-06-27 16:47:30,579 - pyskl - INFO - Epoch [11][2900/3405] lr: 2.468e-02, eta: 2 days, 11:45:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9269, loss_cls: 4.6007, loss: 4.6007 +2025-06-27 16:48:15,681 - pyskl - INFO - Epoch [11][3000/3405] lr: 2.468e-02, eta: 2 days, 11:44:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9344, loss_cls: 4.6100, loss: 4.6100 +2025-06-27 16:49:00,799 - pyskl - INFO - Epoch [11][3100/3405] lr: 2.468e-02, eta: 2 days, 11:43:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9287, loss_cls: 4.6582, loss: 4.6582 +2025-06-27 16:49:45,808 - pyskl - INFO - Epoch [11][3200/3405] lr: 2.467e-02, eta: 2 days, 11:42:50, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9300, loss_cls: 4.5601, loss: 4.5601 +2025-06-27 16:50:30,811 - pyskl - INFO - Epoch [11][3300/3405] lr: 2.467e-02, eta: 2 days, 11:42:00, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9281, loss_cls: 4.5791, loss: 4.5791 +2025-06-27 16:51:15,707 - pyskl - INFO - Epoch [11][3400/3405] lr: 2.467e-02, eta: 2 days, 11:41:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9263, loss_cls: 4.5625, loss: 4.5625 +2025-06-27 16:51:18,293 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-06-27 16:55:16,069 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 16:55:16,604 - pyskl - INFO - +top1_acc 0.6805 +top5_acc 0.9062 +2025-06-27 16:55:16,656 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_9.pth was removed +2025-06-27 16:55:17,689 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2025-06-27 16:55:17,690 - pyskl - INFO - Best top1_acc is 0.6805 at 11 epoch. +2025-06-27 16:55:17,710 - pyskl - INFO - Epoch(val) [11][3718] top1_acc: 0.6805, top5_acc: 0.9062 +2025-06-27 16:56:25,362 - pyskl - INFO - Epoch [12][100/3405] lr: 2.467e-02, eta: 2 days, 11:44:32, time: 0.676, data_time: 0.228, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9263, loss_cls: 4.5376, loss: 4.5376 +2025-06-27 16:57:10,043 - pyskl - INFO - Epoch [12][200/3405] lr: 2.467e-02, eta: 2 days, 11:43:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9337, loss_cls: 4.4797, loss: 4.4797 +2025-06-27 16:57:54,839 - pyskl - INFO - Epoch [12][300/3405] lr: 2.466e-02, eta: 2 days, 11:42:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9369, loss_cls: 4.4237, loss: 4.4237 +2025-06-27 16:58:39,858 - pyskl - INFO - Epoch [12][400/3405] lr: 2.466e-02, eta: 2 days, 11:41:53, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9313, loss_cls: 4.4710, loss: 4.4710 +2025-06-27 16:59:24,677 - pyskl - INFO - Epoch [12][500/3405] lr: 2.466e-02, eta: 2 days, 11:40:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9356, loss_cls: 4.5650, loss: 4.5650 +2025-06-27 17:00:09,443 - pyskl - INFO - Epoch [12][600/3405] lr: 2.466e-02, eta: 2 days, 11:40:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9250, loss_cls: 4.6071, loss: 4.6071 +2025-06-27 17:00:54,174 - pyskl - INFO - Epoch [12][700/3405] lr: 2.466e-02, eta: 2 days, 11:39:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9437, loss_cls: 4.3987, loss: 4.3987 +2025-06-27 17:01:38,850 - pyskl - INFO - Epoch [12][800/3405] lr: 2.466e-02, eta: 2 days, 11:38:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9325, loss_cls: 4.5136, loss: 4.5136 +2025-06-27 17:02:23,535 - pyskl - INFO - Epoch [12][900/3405] lr: 2.465e-02, eta: 2 days, 11:37:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9256, loss_cls: 4.6157, loss: 4.6157 +2025-06-27 17:03:08,255 - pyskl - INFO - Epoch [12][1000/3405] lr: 2.465e-02, eta: 2 days, 11:36:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9400, loss_cls: 4.4483, loss: 4.4483 +2025-06-27 17:03:52,927 - pyskl - INFO - Epoch [12][1100/3405] lr: 2.465e-02, eta: 2 days, 11:35:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9369, loss_cls: 4.3902, loss: 4.3902 +2025-06-27 17:04:37,618 - pyskl - INFO - Epoch [12][1200/3405] lr: 2.465e-02, eta: 2 days, 11:34:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9287, loss_cls: 4.5089, loss: 4.5089 +2025-06-27 17:05:22,259 - pyskl - INFO - Epoch [12][1300/3405] lr: 2.465e-02, eta: 2 days, 11:33:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9169, loss_cls: 4.5377, loss: 4.5377 +2025-06-27 17:06:06,920 - pyskl - INFO - Epoch [12][1400/3405] lr: 2.464e-02, eta: 2 days, 11:32:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9319, loss_cls: 4.6583, loss: 4.6583 +2025-06-27 17:06:51,531 - pyskl - INFO - Epoch [12][1500/3405] lr: 2.464e-02, eta: 2 days, 11:31:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9313, loss_cls: 4.5754, loss: 4.5754 +2025-06-27 17:07:36,234 - pyskl - INFO - Epoch [12][1600/3405] lr: 2.464e-02, eta: 2 days, 11:30:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9325, loss_cls: 4.6384, loss: 4.6384 +2025-06-27 17:08:20,856 - pyskl - INFO - Epoch [12][1700/3405] lr: 2.464e-02, eta: 2 days, 11:30:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9331, loss_cls: 4.5084, loss: 4.5084 +2025-06-27 17:09:05,493 - pyskl - INFO - Epoch [12][1800/3405] lr: 2.464e-02, eta: 2 days, 11:29:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9363, loss_cls: 4.5844, loss: 4.5844 +2025-06-27 17:09:50,111 - pyskl - INFO - Epoch [12][1900/3405] lr: 2.464e-02, eta: 2 days, 11:28:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9281, loss_cls: 4.5379, loss: 4.5379 +2025-06-27 17:10:34,782 - pyskl - INFO - Epoch [12][2000/3405] lr: 2.463e-02, eta: 2 days, 11:27:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9319, loss_cls: 4.6255, loss: 4.6255 +2025-06-27 17:11:19,381 - pyskl - INFO - Epoch [12][2100/3405] lr: 2.463e-02, eta: 2 days, 11:26:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9313, loss_cls: 4.5292, loss: 4.5292 +2025-06-27 17:12:03,990 - pyskl - INFO - Epoch [12][2200/3405] lr: 2.463e-02, eta: 2 days, 11:25:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9269, loss_cls: 4.5050, loss: 4.5050 +2025-06-27 17:12:48,628 - pyskl - INFO - Epoch [12][2300/3405] lr: 2.463e-02, eta: 2 days, 11:24:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9237, loss_cls: 4.6012, loss: 4.6012 +2025-06-27 17:13:33,455 - pyskl - INFO - Epoch [12][2400/3405] lr: 2.463e-02, eta: 2 days, 11:23:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9350, loss_cls: 4.5832, loss: 4.5832 +2025-06-27 17:14:18,230 - pyskl - INFO - Epoch [12][2500/3405] lr: 2.462e-02, eta: 2 days, 11:22:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9231, loss_cls: 4.5483, loss: 4.5483 +2025-06-27 17:15:02,980 - pyskl - INFO - Epoch [12][2600/3405] lr: 2.462e-02, eta: 2 days, 11:21:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9225, loss_cls: 4.7409, loss: 4.7409 +2025-06-27 17:15:47,710 - pyskl - INFO - Epoch [12][2700/3405] lr: 2.462e-02, eta: 2 days, 11:21:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9300, loss_cls: 4.5209, loss: 4.5209 +2025-06-27 17:16:32,548 - pyskl - INFO - Epoch [12][2800/3405] lr: 2.462e-02, eta: 2 days, 11:20:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9256, loss_cls: 4.6431, loss: 4.6431 +2025-06-27 17:17:17,299 - pyskl - INFO - Epoch [12][2900/3405] lr: 2.462e-02, eta: 2 days, 11:19:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9413, loss_cls: 4.4629, loss: 4.4629 +2025-06-27 17:18:02,126 - pyskl - INFO - Epoch [12][3000/3405] lr: 2.462e-02, eta: 2 days, 11:18:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9400, loss_cls: 4.4721, loss: 4.4721 +2025-06-27 17:18:47,031 - pyskl - INFO - Epoch [12][3100/3405] lr: 2.461e-02, eta: 2 days, 11:17:35, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9375, loss_cls: 4.5310, loss: 4.5310 +2025-06-27 17:19:32,078 - pyskl - INFO - Epoch [12][3200/3405] lr: 2.461e-02, eta: 2 days, 11:16:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9444, loss_cls: 4.5457, loss: 4.5457 +2025-06-27 17:20:16,951 - pyskl - INFO - Epoch [12][3300/3405] lr: 2.461e-02, eta: 2 days, 11:15:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9369, loss_cls: 4.5545, loss: 4.5545 +2025-06-27 17:21:01,539 - pyskl - INFO - Epoch [12][3400/3405] lr: 2.461e-02, eta: 2 days, 11:14:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9294, loss_cls: 4.5878, loss: 4.5878 +2025-06-27 17:21:04,157 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-06-27 17:25:04,210 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 17:25:04,749 - pyskl - INFO - +top1_acc 0.6680 +top5_acc 0.9129 +2025-06-27 17:25:04,768 - pyskl - INFO - Epoch(val) [12][3718] top1_acc: 0.6680, top5_acc: 0.9129 +2025-06-27 17:26:11,984 - pyskl - INFO - Epoch [13][100/3405] lr: 2.461e-02, eta: 2 days, 11:17:56, time: 0.672, data_time: 0.225, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9363, loss_cls: 4.3385, loss: 4.3385 +2025-06-27 17:26:56,644 - pyskl - INFO - Epoch [13][200/3405] lr: 2.460e-02, eta: 2 days, 11:17:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9419, loss_cls: 4.5993, loss: 4.5993 +2025-06-27 17:27:41,284 - pyskl - INFO - Epoch [13][300/3405] lr: 2.460e-02, eta: 2 days, 11:16:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9394, loss_cls: 4.5759, loss: 4.5759 +2025-06-27 17:28:25,932 - pyskl - INFO - Epoch [13][400/3405] lr: 2.460e-02, eta: 2 days, 11:15:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9350, loss_cls: 4.5133, loss: 4.5133 +2025-06-27 17:29:10,583 - pyskl - INFO - Epoch [13][500/3405] lr: 2.460e-02, eta: 2 days, 11:14:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9275, loss_cls: 4.5622, loss: 4.5622 +2025-06-27 17:29:55,416 - pyskl - INFO - Epoch [13][600/3405] lr: 2.460e-02, eta: 2 days, 11:13:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9406, loss_cls: 4.3530, loss: 4.3530 +2025-06-27 17:30:40,136 - pyskl - INFO - Epoch [13][700/3405] lr: 2.459e-02, eta: 2 days, 11:12:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9319, loss_cls: 4.6713, loss: 4.6713 +2025-06-27 17:31:24,905 - pyskl - INFO - Epoch [13][800/3405] lr: 2.459e-02, eta: 2 days, 11:11:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9394, loss_cls: 4.5492, loss: 4.5492 +2025-06-27 17:32:09,668 - pyskl - INFO - Epoch [13][900/3405] lr: 2.459e-02, eta: 2 days, 11:10:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9381, loss_cls: 4.5041, loss: 4.5041 +2025-06-27 17:32:54,376 - pyskl - INFO - Epoch [13][1000/3405] lr: 2.459e-02, eta: 2 days, 11:09:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9369, loss_cls: 4.4784, loss: 4.4784 +2025-06-27 17:33:39,086 - pyskl - INFO - Epoch [13][1100/3405] lr: 2.459e-02, eta: 2 days, 11:09:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9244, loss_cls: 4.5441, loss: 4.5441 +2025-06-27 17:34:23,819 - pyskl - INFO - Epoch [13][1200/3405] lr: 2.458e-02, eta: 2 days, 11:08:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9231, loss_cls: 4.5862, loss: 4.5862 +2025-06-27 17:35:08,484 - pyskl - INFO - Epoch [13][1300/3405] lr: 2.458e-02, eta: 2 days, 11:07:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9375, loss_cls: 4.4827, loss: 4.4827 +2025-06-27 17:35:53,101 - pyskl - INFO - Epoch [13][1400/3405] lr: 2.458e-02, eta: 2 days, 11:06:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9363, loss_cls: 4.5010, loss: 4.5010 +2025-06-27 17:36:37,702 - pyskl - INFO - Epoch [13][1500/3405] lr: 2.458e-02, eta: 2 days, 11:05:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9394, loss_cls: 4.3924, loss: 4.3924 +2025-06-27 17:37:22,321 - pyskl - INFO - Epoch [13][1600/3405] lr: 2.458e-02, eta: 2 days, 11:04:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9350, loss_cls: 4.5991, loss: 4.5991 +2025-06-27 17:38:06,972 - pyskl - INFO - Epoch [13][1700/3405] lr: 2.457e-02, eta: 2 days, 11:03:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9381, loss_cls: 4.5369, loss: 4.5369 +2025-06-27 17:38:51,571 - pyskl - INFO - Epoch [13][1800/3405] lr: 2.457e-02, eta: 2 days, 11:02:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9169, loss_cls: 4.6277, loss: 4.6277 +2025-06-27 17:39:36,156 - pyskl - INFO - Epoch [13][1900/3405] lr: 2.457e-02, eta: 2 days, 11:01:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9319, loss_cls: 4.5371, loss: 4.5371 +2025-06-27 17:40:20,811 - pyskl - INFO - Epoch [13][2000/3405] lr: 2.457e-02, eta: 2 days, 11:00:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9394, loss_cls: 4.4262, loss: 4.4262 +2025-06-27 17:41:05,444 - pyskl - INFO - Epoch [13][2100/3405] lr: 2.457e-02, eta: 2 days, 11:00:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9387, loss_cls: 4.3756, loss: 4.3756 +2025-06-27 17:41:50,065 - pyskl - INFO - Epoch [13][2200/3405] lr: 2.456e-02, eta: 2 days, 10:59:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9325, loss_cls: 4.4198, loss: 4.4198 +2025-06-27 17:42:34,723 - pyskl - INFO - Epoch [13][2300/3405] lr: 2.456e-02, eta: 2 days, 10:58:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9294, loss_cls: 4.5999, loss: 4.5999 +2025-06-27 17:43:19,458 - pyskl - INFO - Epoch [13][2400/3405] lr: 2.456e-02, eta: 2 days, 10:57:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9375, loss_cls: 4.5541, loss: 4.5541 +2025-06-27 17:44:04,190 - pyskl - INFO - Epoch [13][2500/3405] lr: 2.456e-02, eta: 2 days, 10:56:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9431, loss_cls: 4.4283, loss: 4.4283 +2025-06-27 17:44:49,029 - pyskl - INFO - Epoch [13][2600/3405] lr: 2.456e-02, eta: 2 days, 10:55:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9337, loss_cls: 4.5707, loss: 4.5707 +2025-06-27 17:45:33,818 - pyskl - INFO - Epoch [13][2700/3405] lr: 2.455e-02, eta: 2 days, 10:54:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9306, loss_cls: 4.4207, loss: 4.4207 +2025-06-27 17:46:18,582 - pyskl - INFO - Epoch [13][2800/3405] lr: 2.455e-02, eta: 2 days, 10:53:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9281, loss_cls: 4.6099, loss: 4.6099 +2025-06-27 17:47:03,430 - pyskl - INFO - Epoch [13][2900/3405] lr: 2.455e-02, eta: 2 days, 10:53:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9275, loss_cls: 4.5395, loss: 4.5395 +2025-06-27 17:47:48,243 - pyskl - INFO - Epoch [13][3000/3405] lr: 2.455e-02, eta: 2 days, 10:52:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9269, loss_cls: 4.6605, loss: 4.6605 +2025-06-27 17:48:33,139 - pyskl - INFO - Epoch [13][3100/3405] lr: 2.455e-02, eta: 2 days, 10:51:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9237, loss_cls: 4.6468, loss: 4.6468 +2025-06-27 17:49:17,907 - pyskl - INFO - Epoch [13][3200/3405] lr: 2.454e-02, eta: 2 days, 10:50:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9350, loss_cls: 4.4999, loss: 4.4999 +2025-06-27 17:50:02,570 - pyskl - INFO - Epoch [13][3300/3405] lr: 2.454e-02, eta: 2 days, 10:49:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9213, loss_cls: 4.4989, loss: 4.4989 +2025-06-27 17:50:47,313 - pyskl - INFO - Epoch [13][3400/3405] lr: 2.454e-02, eta: 2 days, 10:48:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9375, loss_cls: 4.4375, loss: 4.4375 +2025-06-27 17:50:49,902 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-06-27 17:54:47,495 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 17:54:48,037 - pyskl - INFO - +top1_acc 0.6556 +top5_acc 0.9028 +2025-06-27 17:54:48,058 - pyskl - INFO - Epoch(val) [13][3718] top1_acc: 0.6556, top5_acc: 0.9028 +2025-06-27 17:55:55,618 - pyskl - INFO - Epoch [14][100/3405] lr: 2.454e-02, eta: 2 days, 10:51:22, time: 0.676, data_time: 0.227, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9369, loss_cls: 4.5539, loss: 4.5539 +2025-06-27 17:56:40,370 - pyskl - INFO - Epoch [14][200/3405] lr: 2.454e-02, eta: 2 days, 10:50:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9450, loss_cls: 4.3656, loss: 4.3656 +2025-06-27 17:57:25,287 - pyskl - INFO - Epoch [14][300/3405] lr: 2.453e-02, eta: 2 days, 10:49:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9344, loss_cls: 4.4116, loss: 4.4116 +2025-06-27 17:58:10,100 - pyskl - INFO - Epoch [14][400/3405] lr: 2.453e-02, eta: 2 days, 10:48:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9313, loss_cls: 4.4325, loss: 4.4325 +2025-06-27 17:58:54,868 - pyskl - INFO - Epoch [14][500/3405] lr: 2.453e-02, eta: 2 days, 10:47:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9406, loss_cls: 4.4425, loss: 4.4425 +2025-06-27 17:59:39,626 - pyskl - INFO - Epoch [14][600/3405] lr: 2.453e-02, eta: 2 days, 10:47:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9413, loss_cls: 4.4483, loss: 4.4483 +2025-06-27 18:00:24,192 - pyskl - INFO - Epoch [14][700/3405] lr: 2.452e-02, eta: 2 days, 10:46:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9400, loss_cls: 4.3978, loss: 4.3978 +2025-06-27 18:01:08,828 - pyskl - INFO - Epoch [14][800/3405] lr: 2.452e-02, eta: 2 days, 10:45:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9225, loss_cls: 4.4362, loss: 4.4362 +2025-06-27 18:01:53,479 - pyskl - INFO - Epoch [14][900/3405] lr: 2.452e-02, eta: 2 days, 10:44:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9306, loss_cls: 4.4569, loss: 4.4569 +2025-06-27 18:02:38,086 - pyskl - INFO - Epoch [14][1000/3405] lr: 2.452e-02, eta: 2 days, 10:43:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9375, loss_cls: 4.3927, loss: 4.3927 +2025-06-27 18:03:23,037 - pyskl - INFO - Epoch [14][1100/3405] lr: 2.452e-02, eta: 2 days, 10:42:37, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9431, loss_cls: 4.4942, loss: 4.4942 +2025-06-27 18:04:07,675 - pyskl - INFO - Epoch [14][1200/3405] lr: 2.451e-02, eta: 2 days, 10:41:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9337, loss_cls: 4.4195, loss: 4.4195 +2025-06-27 18:04:52,301 - pyskl - INFO - Epoch [14][1300/3405] lr: 2.451e-02, eta: 2 days, 10:40:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9337, loss_cls: 4.4607, loss: 4.4607 +2025-06-27 18:05:37,166 - pyskl - INFO - Epoch [14][1400/3405] lr: 2.451e-02, eta: 2 days, 10:40:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9337, loss_cls: 4.4586, loss: 4.4586 +2025-06-27 18:06:22,070 - pyskl - INFO - Epoch [14][1500/3405] lr: 2.451e-02, eta: 2 days, 10:39:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9381, loss_cls: 4.5086, loss: 4.5086 +2025-06-27 18:07:06,871 - pyskl - INFO - Epoch [14][1600/3405] lr: 2.451e-02, eta: 2 days, 10:38:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9356, loss_cls: 4.5152, loss: 4.5152 +2025-06-27 18:07:51,614 - pyskl - INFO - Epoch [14][1700/3405] lr: 2.450e-02, eta: 2 days, 10:37:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9450, loss_cls: 4.4877, loss: 4.4877 +2025-06-27 18:08:36,271 - pyskl - INFO - Epoch [14][1800/3405] lr: 2.450e-02, eta: 2 days, 10:36:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9287, loss_cls: 4.4326, loss: 4.4326 +2025-06-27 18:09:21,099 - pyskl - INFO - Epoch [14][1900/3405] lr: 2.450e-02, eta: 2 days, 10:35:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9319, loss_cls: 4.5780, loss: 4.5780 +2025-06-27 18:10:05,782 - pyskl - INFO - Epoch [14][2000/3405] lr: 2.450e-02, eta: 2 days, 10:34:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9344, loss_cls: 4.4741, loss: 4.4741 +2025-06-27 18:10:50,458 - pyskl - INFO - Epoch [14][2100/3405] lr: 2.450e-02, eta: 2 days, 10:33:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9250, loss_cls: 4.5832, loss: 4.5832 +2025-06-27 18:11:35,129 - pyskl - INFO - Epoch [14][2200/3405] lr: 2.449e-02, eta: 2 days, 10:33:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9431, loss_cls: 4.5522, loss: 4.5522 +2025-06-27 18:12:19,896 - pyskl - INFO - Epoch [14][2300/3405] lr: 2.449e-02, eta: 2 days, 10:32:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9313, loss_cls: 4.5943, loss: 4.5943 +2025-06-27 18:13:04,668 - pyskl - INFO - Epoch [14][2400/3405] lr: 2.449e-02, eta: 2 days, 10:31:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9331, loss_cls: 4.4853, loss: 4.4853 +2025-06-27 18:13:49,388 - pyskl - INFO - Epoch [14][2500/3405] lr: 2.449e-02, eta: 2 days, 10:30:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9306, loss_cls: 4.5774, loss: 4.5774 +2025-06-27 18:14:34,540 - pyskl - INFO - Epoch [14][2600/3405] lr: 2.448e-02, eta: 2 days, 10:29:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9437, loss_cls: 4.3622, loss: 4.3622 +2025-06-27 18:15:19,559 - pyskl - INFO - Epoch [14][2700/3405] lr: 2.448e-02, eta: 2 days, 10:28:51, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9294, loss_cls: 4.4505, loss: 4.4505 +2025-06-27 18:16:04,240 - pyskl - INFO - Epoch [14][2800/3405] lr: 2.448e-02, eta: 2 days, 10:27:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9250, loss_cls: 4.5293, loss: 4.5293 +2025-06-27 18:16:49,023 - pyskl - INFO - Epoch [14][2900/3405] lr: 2.448e-02, eta: 2 days, 10:27:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9350, loss_cls: 4.4375, loss: 4.4375 +2025-06-27 18:17:33,983 - pyskl - INFO - Epoch [14][3000/3405] lr: 2.448e-02, eta: 2 days, 10:26:17, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9450, loss_cls: 4.4001, loss: 4.4001 +2025-06-27 18:18:18,891 - pyskl - INFO - Epoch [14][3100/3405] lr: 2.447e-02, eta: 2 days, 10:25:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9325, loss_cls: 4.5912, loss: 4.5912 +2025-06-27 18:19:03,803 - pyskl - INFO - Epoch [14][3200/3405] lr: 2.447e-02, eta: 2 days, 10:24:37, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9287, loss_cls: 4.3912, loss: 4.3912 +2025-06-27 18:19:48,639 - pyskl - INFO - Epoch [14][3300/3405] lr: 2.447e-02, eta: 2 days, 10:23:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9400, loss_cls: 4.4900, loss: 4.4900 +2025-06-27 18:20:33,417 - pyskl - INFO - Epoch [14][3400/3405] lr: 2.447e-02, eta: 2 days, 10:22:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9406, loss_cls: 4.4673, loss: 4.4673 +2025-06-27 18:20:36,035 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-06-27 18:24:33,679 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 18:24:34,214 - pyskl - INFO - +top1_acc 0.6077 +top5_acc 0.8602 +2025-06-27 18:24:34,233 - pyskl - INFO - Epoch(val) [14][3718] top1_acc: 0.6077, top5_acc: 0.8602 +2025-06-27 18:25:41,310 - pyskl - INFO - Epoch [15][100/3405] lr: 2.446e-02, eta: 2 days, 10:25:15, time: 0.671, data_time: 0.223, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9344, loss_cls: 4.4699, loss: 4.4699 +2025-06-27 18:26:26,381 - pyskl - INFO - Epoch [15][200/3405] lr: 2.446e-02, eta: 2 days, 10:24:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9394, loss_cls: 4.3270, loss: 4.3270 +2025-06-27 18:27:11,348 - pyskl - INFO - Epoch [15][300/3405] lr: 2.446e-02, eta: 2 days, 10:23:37, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9463, loss_cls: 4.2945, loss: 4.2945 +2025-06-27 18:27:56,230 - pyskl - INFO - Epoch [15][400/3405] lr: 2.446e-02, eta: 2 days, 10:22:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9350, loss_cls: 4.4642, loss: 4.4642 +2025-06-27 18:28:41,374 - pyskl - INFO - Epoch [15][500/3405] lr: 2.446e-02, eta: 2 days, 10:21:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9325, loss_cls: 4.4916, loss: 4.4916 +2025-06-27 18:29:26,229 - pyskl - INFO - Epoch [15][600/3405] lr: 2.445e-02, eta: 2 days, 10:21:07, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9419, loss_cls: 4.3873, loss: 4.3873 +2025-06-27 18:30:11,198 - pyskl - INFO - Epoch [15][700/3405] lr: 2.445e-02, eta: 2 days, 10:20:17, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9513, loss_cls: 4.3224, loss: 4.3224 +2025-06-27 18:30:56,116 - pyskl - INFO - Epoch [15][800/3405] lr: 2.445e-02, eta: 2 days, 10:19:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9319, loss_cls: 4.5430, loss: 4.5430 +2025-06-27 18:31:40,915 - pyskl - INFO - Epoch [15][900/3405] lr: 2.445e-02, eta: 2 days, 10:18:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9294, loss_cls: 4.4057, loss: 4.4057 +2025-06-27 18:32:25,842 - pyskl - INFO - Epoch [15][1000/3405] lr: 2.444e-02, eta: 2 days, 10:17:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9319, loss_cls: 4.5196, loss: 4.5196 +2025-06-27 18:33:10,780 - pyskl - INFO - Epoch [15][1100/3405] lr: 2.444e-02, eta: 2 days, 10:16:56, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9287, loss_cls: 4.4940, loss: 4.4940 +2025-06-27 18:33:55,743 - pyskl - INFO - Epoch [15][1200/3405] lr: 2.444e-02, eta: 2 days, 10:16:06, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9425, loss_cls: 4.4720, loss: 4.4720 +2025-06-27 18:34:40,709 - pyskl - INFO - Epoch [15][1300/3405] lr: 2.444e-02, eta: 2 days, 10:15:16, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9331, loss_cls: 4.4528, loss: 4.4528 +2025-06-27 18:35:25,414 - pyskl - INFO - Epoch [15][1400/3405] lr: 2.443e-02, eta: 2 days, 10:14:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9394, loss_cls: 4.3858, loss: 4.3858 +2025-06-27 18:36:10,147 - pyskl - INFO - Epoch [15][1500/3405] lr: 2.443e-02, eta: 2 days, 10:13:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9356, loss_cls: 4.3861, loss: 4.3861 +2025-06-27 18:36:54,820 - pyskl - INFO - Epoch [15][1600/3405] lr: 2.443e-02, eta: 2 days, 10:12:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9381, loss_cls: 4.5040, loss: 4.5040 +2025-06-27 18:37:39,710 - pyskl - INFO - Epoch [15][1700/3405] lr: 2.443e-02, eta: 2 days, 10:11:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9363, loss_cls: 4.4600, loss: 4.4600 +2025-06-27 18:38:24,506 - pyskl - INFO - Epoch [15][1800/3405] lr: 2.443e-02, eta: 2 days, 10:10:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9394, loss_cls: 4.3963, loss: 4.3963 +2025-06-27 18:39:09,268 - pyskl - INFO - Epoch [15][1900/3405] lr: 2.442e-02, eta: 2 days, 10:10:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9306, loss_cls: 4.4717, loss: 4.4717 +2025-06-27 18:39:54,044 - pyskl - INFO - Epoch [15][2000/3405] lr: 2.442e-02, eta: 2 days, 10:09:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9300, loss_cls: 4.4527, loss: 4.4527 +2025-06-27 18:40:38,768 - pyskl - INFO - Epoch [15][2100/3405] lr: 2.442e-02, eta: 2 days, 10:08:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9287, loss_cls: 4.3391, loss: 4.3391 +2025-06-27 18:41:23,477 - pyskl - INFO - Epoch [15][2200/3405] lr: 2.442e-02, eta: 2 days, 10:07:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9375, loss_cls: 4.5164, loss: 4.5164 +2025-06-27 18:42:08,150 - pyskl - INFO - Epoch [15][2300/3405] lr: 2.441e-02, eta: 2 days, 10:06:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9431, loss_cls: 4.3555, loss: 4.3555 +2025-06-27 18:42:52,861 - pyskl - INFO - Epoch [15][2400/3405] lr: 2.441e-02, eta: 2 days, 10:05:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9263, loss_cls: 4.4946, loss: 4.4946 +2025-06-27 18:43:37,715 - pyskl - INFO - Epoch [15][2500/3405] lr: 2.441e-02, eta: 2 days, 10:04:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9363, loss_cls: 4.5200, loss: 4.5200 +2025-06-27 18:44:22,526 - pyskl - INFO - Epoch [15][2600/3405] lr: 2.441e-02, eta: 2 days, 10:04:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9319, loss_cls: 4.4336, loss: 4.4336 +2025-06-27 18:45:07,569 - pyskl - INFO - Epoch [15][2700/3405] lr: 2.440e-02, eta: 2 days, 10:03:19, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9375, loss_cls: 4.4273, loss: 4.4273 +2025-06-27 18:45:52,369 - pyskl - INFO - Epoch [15][2800/3405] lr: 2.440e-02, eta: 2 days, 10:02:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9231, loss_cls: 4.5866, loss: 4.5866 +2025-06-27 18:46:37,227 - pyskl - INFO - Epoch [15][2900/3405] lr: 2.440e-02, eta: 2 days, 10:01:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9400, loss_cls: 4.4965, loss: 4.4965 +2025-06-27 18:47:22,149 - pyskl - INFO - Epoch [15][3000/3405] lr: 2.440e-02, eta: 2 days, 10:00:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9469, loss_cls: 4.4875, loss: 4.4875 +2025-06-27 18:48:06,799 - pyskl - INFO - Epoch [15][3100/3405] lr: 2.440e-02, eta: 2 days, 9:59:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9394, loss_cls: 4.2928, loss: 4.2928 +2025-06-27 18:48:51,326 - pyskl - INFO - Epoch [15][3200/3405] lr: 2.439e-02, eta: 2 days, 9:59:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9419, loss_cls: 4.4360, loss: 4.4360 +2025-06-27 18:49:35,900 - pyskl - INFO - Epoch [15][3300/3405] lr: 2.439e-02, eta: 2 days, 9:58:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9331, loss_cls: 4.5419, loss: 4.5419 +2025-06-27 18:50:20,624 - pyskl - INFO - Epoch [15][3400/3405] lr: 2.439e-02, eta: 2 days, 9:57:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9375, loss_cls: 4.4437, loss: 4.4437 +2025-06-27 18:50:23,172 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-06-27 19:10:17,877 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 19:10:18,407 - pyskl - INFO - +top1_acc 0.6588 +top5_acc 0.9027 +2025-06-27 19:10:18,426 - pyskl - INFO - Epoch(val) [15][3718] top1_acc: 0.6588, top5_acc: 0.9027 +2025-06-27 19:11:25,295 - pyskl - INFO - Epoch [16][100/3405] lr: 2.439e-02, eta: 2 days, 9:59:23, time: 0.669, data_time: 0.222, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9363, loss_cls: 4.5196, loss: 4.5196 +2025-06-27 19:12:09,907 - pyskl - INFO - Epoch [16][200/3405] lr: 2.438e-02, eta: 2 days, 9:58:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9313, loss_cls: 4.3760, loss: 4.3760 +2025-06-27 19:12:54,577 - pyskl - INFO - Epoch [16][300/3405] lr: 2.438e-02, eta: 2 days, 9:57:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9419, loss_cls: 4.3017, loss: 4.3017 +2025-06-27 19:13:39,210 - pyskl - INFO - Epoch [16][400/3405] lr: 2.438e-02, eta: 2 days, 9:56:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9413, loss_cls: 4.3394, loss: 4.3394 +2025-06-27 19:14:23,810 - pyskl - INFO - Epoch [16][500/3405] lr: 2.438e-02, eta: 2 days, 9:55:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9363, loss_cls: 4.3911, loss: 4.3911 +2025-06-27 19:15:08,522 - pyskl - INFO - Epoch [16][600/3405] lr: 2.437e-02, eta: 2 days, 9:55:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9394, loss_cls: 4.3057, loss: 4.3057 +2025-06-27 19:15:53,240 - pyskl - INFO - Epoch [16][700/3405] lr: 2.437e-02, eta: 2 days, 9:54:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9381, loss_cls: 4.5075, loss: 4.5075 +2025-06-27 19:16:38,072 - pyskl - INFO - Epoch [16][800/3405] lr: 2.437e-02, eta: 2 days, 9:53:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9350, loss_cls: 4.3830, loss: 4.3830 +2025-06-27 19:17:22,837 - pyskl - INFO - Epoch [16][900/3405] lr: 2.437e-02, eta: 2 days, 9:52:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9375, loss_cls: 4.4429, loss: 4.4429 +2025-06-27 19:18:07,658 - pyskl - INFO - Epoch [16][1000/3405] lr: 2.436e-02, eta: 2 days, 9:51:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9356, loss_cls: 4.4447, loss: 4.4447 +2025-06-27 19:18:52,488 - pyskl - INFO - Epoch [16][1100/3405] lr: 2.436e-02, eta: 2 days, 9:50:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9487, loss_cls: 4.2382, loss: 4.2382 +2025-06-27 19:19:37,410 - pyskl - INFO - Epoch [16][1200/3405] lr: 2.436e-02, eta: 2 days, 9:49:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9344, loss_cls: 4.4301, loss: 4.4301 +2025-06-27 19:20:22,460 - pyskl - INFO - Epoch [16][1300/3405] lr: 2.436e-02, eta: 2 days, 9:49:09, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9456, loss_cls: 4.5436, loss: 4.5436 +2025-06-27 19:21:07,325 - pyskl - INFO - Epoch [16][1400/3405] lr: 2.435e-02, eta: 2 days, 9:48:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9381, loss_cls: 4.3340, loss: 4.3340 +2025-06-27 19:21:52,060 - pyskl - INFO - Epoch [16][1500/3405] lr: 2.435e-02, eta: 2 days, 9:47:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9450, loss_cls: 4.4021, loss: 4.4021 +2025-06-27 19:22:36,890 - pyskl - INFO - Epoch [16][1600/3405] lr: 2.435e-02, eta: 2 days, 9:46:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9431, loss_cls: 4.4092, loss: 4.4092 +2025-06-27 19:23:21,773 - pyskl - INFO - Epoch [16][1700/3405] lr: 2.435e-02, eta: 2 days, 9:45:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9400, loss_cls: 4.3241, loss: 4.3241 +2025-06-27 19:24:06,573 - pyskl - INFO - Epoch [16][1800/3405] lr: 2.434e-02, eta: 2 days, 9:44:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9437, loss_cls: 4.4237, loss: 4.4237 +2025-06-27 19:24:51,332 - pyskl - INFO - Epoch [16][1900/3405] lr: 2.434e-02, eta: 2 days, 9:44:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9444, loss_cls: 4.3773, loss: 4.3773 +2025-06-27 19:25:36,124 - pyskl - INFO - Epoch [16][2000/3405] lr: 2.434e-02, eta: 2 days, 9:43:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9331, loss_cls: 4.4261, loss: 4.4261 +2025-06-27 19:26:20,956 - pyskl - INFO - Epoch [16][2100/3405] lr: 2.434e-02, eta: 2 days, 9:42:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9344, loss_cls: 4.4264, loss: 4.4264 +2025-06-27 19:27:05,780 - pyskl - INFO - Epoch [16][2200/3405] lr: 2.433e-02, eta: 2 days, 9:41:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9369, loss_cls: 4.2651, loss: 4.2651 +2025-06-27 19:27:50,546 - pyskl - INFO - Epoch [16][2300/3405] lr: 2.433e-02, eta: 2 days, 9:40:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9294, loss_cls: 4.5108, loss: 4.5108 +2025-06-27 19:28:35,346 - pyskl - INFO - Epoch [16][2400/3405] lr: 2.433e-02, eta: 2 days, 9:39:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9450, loss_cls: 4.2032, loss: 4.2032 +2025-06-27 19:29:20,115 - pyskl - INFO - Epoch [16][2500/3405] lr: 2.433e-02, eta: 2 days, 9:39:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9394, loss_cls: 4.2318, loss: 4.2318 +2025-06-27 19:30:04,971 - pyskl - INFO - Epoch [16][2600/3405] lr: 2.432e-02, eta: 2 days, 9:38:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9369, loss_cls: 4.4408, loss: 4.4408 +2025-06-27 19:30:49,771 - pyskl - INFO - Epoch [16][2700/3405] lr: 2.432e-02, eta: 2 days, 9:37:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9419, loss_cls: 4.3472, loss: 4.3472 +2025-06-27 19:31:34,604 - pyskl - INFO - Epoch [16][2800/3405] lr: 2.432e-02, eta: 2 days, 9:36:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9487, loss_cls: 4.2882, loss: 4.2882 +2025-06-27 19:32:19,439 - pyskl - INFO - Epoch [16][2900/3405] lr: 2.432e-02, eta: 2 days, 9:35:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9294, loss_cls: 4.4834, loss: 4.4834 +2025-06-27 19:33:04,336 - pyskl - INFO - Epoch [16][3000/3405] lr: 2.431e-02, eta: 2 days, 9:34:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9300, loss_cls: 4.3598, loss: 4.3598 +2025-06-27 19:33:49,120 - pyskl - INFO - Epoch [16][3100/3405] lr: 2.431e-02, eta: 2 days, 9:34:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9319, loss_cls: 4.5095, loss: 4.5095 +2025-06-27 19:34:33,910 - pyskl - INFO - Epoch [16][3200/3405] lr: 2.431e-02, eta: 2 days, 9:33:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9400, loss_cls: 4.3009, loss: 4.3009 +2025-06-27 19:35:18,838 - pyskl - INFO - Epoch [16][3300/3405] lr: 2.431e-02, eta: 2 days, 9:32:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9369, loss_cls: 4.3850, loss: 4.3850 +2025-06-27 19:36:03,918 - pyskl - INFO - Epoch [16][3400/3405] lr: 2.430e-02, eta: 2 days, 9:31:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9375, loss_cls: 4.3748, loss: 4.3748 +2025-06-27 19:36:06,531 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-06-27 19:40:07,131 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 19:40:07,661 - pyskl - INFO - +top1_acc 0.6400 +top5_acc 0.8940 +2025-06-27 19:40:07,680 - pyskl - INFO - Epoch(val) [16][3718] top1_acc: 0.6400, top5_acc: 0.8940 +2025-06-27 19:41:14,839 - pyskl - INFO - Epoch [17][100/3405] lr: 2.430e-02, eta: 2 days, 9:33:28, time: 0.672, data_time: 0.224, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9513, loss_cls: 4.2782, loss: 4.2782 +2025-06-27 19:41:59,674 - pyskl - INFO - Epoch [17][200/3405] lr: 2.430e-02, eta: 2 days, 9:32:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9450, loss_cls: 4.2996, loss: 4.2996 +2025-06-27 19:42:44,518 - pyskl - INFO - Epoch [17][300/3405] lr: 2.430e-02, eta: 2 days, 9:31:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9425, loss_cls: 4.3178, loss: 4.3178 +2025-06-27 19:43:29,485 - pyskl - INFO - Epoch [17][400/3405] lr: 2.429e-02, eta: 2 days, 9:30:59, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9375, loss_cls: 4.2774, loss: 4.2774 +2025-06-27 19:44:14,434 - pyskl - INFO - Epoch [17][500/3405] lr: 2.429e-02, eta: 2 days, 9:30:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9431, loss_cls: 4.3375, loss: 4.3375 +2025-06-27 19:44:59,215 - pyskl - INFO - Epoch [17][600/3405] lr: 2.429e-02, eta: 2 days, 9:29:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9437, loss_cls: 4.2769, loss: 4.2769 +2025-06-27 19:45:44,024 - pyskl - INFO - Epoch [17][700/3405] lr: 2.429e-02, eta: 2 days, 9:28:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9325, loss_cls: 4.4706, loss: 4.4706 +2025-06-27 19:46:28,826 - pyskl - INFO - Epoch [17][800/3405] lr: 2.428e-02, eta: 2 days, 9:27:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9325, loss_cls: 4.4525, loss: 4.4525 +2025-06-27 19:47:13,664 - pyskl - INFO - Epoch [17][900/3405] lr: 2.428e-02, eta: 2 days, 9:26:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9437, loss_cls: 4.2229, loss: 4.2229 +2025-06-27 19:47:58,368 - pyskl - INFO - Epoch [17][1000/3405] lr: 2.428e-02, eta: 2 days, 9:25:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9313, loss_cls: 4.4762, loss: 4.4762 +2025-06-27 19:48:43,215 - pyskl - INFO - Epoch [17][1100/3405] lr: 2.428e-02, eta: 2 days, 9:25:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9381, loss_cls: 4.3706, loss: 4.3706 +2025-06-27 19:49:28,017 - pyskl - INFO - Epoch [17][1200/3405] lr: 2.427e-02, eta: 2 days, 9:24:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9437, loss_cls: 4.3482, loss: 4.3482 +2025-06-27 19:50:12,843 - pyskl - INFO - Epoch [17][1300/3405] lr: 2.427e-02, eta: 2 days, 9:23:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9375, loss_cls: 4.4188, loss: 4.4188 +2025-06-27 19:50:57,791 - pyskl - INFO - Epoch [17][1400/3405] lr: 2.427e-02, eta: 2 days, 9:22:36, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9381, loss_cls: 4.3144, loss: 4.3144 +2025-06-27 19:51:42,476 - pyskl - INFO - Epoch [17][1500/3405] lr: 2.427e-02, eta: 2 days, 9:21:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9450, loss_cls: 4.3678, loss: 4.3678 +2025-06-27 19:52:27,221 - pyskl - INFO - Epoch [17][1600/3405] lr: 2.426e-02, eta: 2 days, 9:20:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9294, loss_cls: 4.5717, loss: 4.5717 +2025-06-27 19:53:11,977 - pyskl - INFO - Epoch [17][1700/3405] lr: 2.426e-02, eta: 2 days, 9:20:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9325, loss_cls: 4.4090, loss: 4.4090 +2025-06-27 19:53:56,671 - pyskl - INFO - Epoch [17][1800/3405] lr: 2.426e-02, eta: 2 days, 9:19:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9406, loss_cls: 4.3913, loss: 4.3913 +2025-06-27 19:54:41,283 - pyskl - INFO - Epoch [17][1900/3405] lr: 2.426e-02, eta: 2 days, 9:18:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9394, loss_cls: 4.3130, loss: 4.3130 +2025-06-27 19:55:25,994 - pyskl - INFO - Epoch [17][2000/3405] lr: 2.425e-02, eta: 2 days, 9:17:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9437, loss_cls: 4.3859, loss: 4.3859 +2025-06-27 19:56:10,814 - pyskl - INFO - Epoch [17][2100/3405] lr: 2.425e-02, eta: 2 days, 9:16:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 4.3043, loss: 4.3043 +2025-06-27 19:56:55,655 - pyskl - INFO - Epoch [17][2200/3405] lr: 2.425e-02, eta: 2 days, 9:15:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9400, loss_cls: 4.3164, loss: 4.3164 +2025-06-27 19:57:40,595 - pyskl - INFO - Epoch [17][2300/3405] lr: 2.425e-02, eta: 2 days, 9:15:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9431, loss_cls: 4.3533, loss: 4.3533 +2025-06-27 19:58:25,311 - pyskl - INFO - Epoch [17][2400/3405] lr: 2.424e-02, eta: 2 days, 9:14:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9294, loss_cls: 4.4385, loss: 4.4385 +2025-06-27 19:59:10,026 - pyskl - INFO - Epoch [17][2500/3405] lr: 2.424e-02, eta: 2 days, 9:13:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9394, loss_cls: 4.3791, loss: 4.3791 +2025-06-27 19:59:54,738 - pyskl - INFO - Epoch [17][2600/3405] lr: 2.424e-02, eta: 2 days, 9:12:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9413, loss_cls: 4.5189, loss: 4.5189 +2025-06-27 20:00:39,674 - pyskl - INFO - Epoch [17][2700/3405] lr: 2.423e-02, eta: 2 days, 9:11:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9325, loss_cls: 4.5018, loss: 4.5018 +2025-06-27 20:01:24,616 - pyskl - INFO - Epoch [17][2800/3405] lr: 2.423e-02, eta: 2 days, 9:10:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9337, loss_cls: 4.4727, loss: 4.4727 +2025-06-27 20:02:09,429 - pyskl - INFO - Epoch [17][2900/3405] lr: 2.423e-02, eta: 2 days, 9:10:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9363, loss_cls: 4.3749, loss: 4.3749 +2025-06-27 20:02:54,145 - pyskl - INFO - Epoch [17][3000/3405] lr: 2.423e-02, eta: 2 days, 9:09:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9325, loss_cls: 4.3144, loss: 4.3144 +2025-06-27 20:03:38,707 - pyskl - INFO - Epoch [17][3100/3405] lr: 2.422e-02, eta: 2 days, 9:08:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9344, loss_cls: 4.3300, loss: 4.3300 +2025-06-27 20:04:23,180 - pyskl - INFO - Epoch [17][3200/3405] lr: 2.422e-02, eta: 2 days, 9:07:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9456, loss_cls: 4.4362, loss: 4.4362 +2025-06-27 20:05:07,980 - pyskl - INFO - Epoch [17][3300/3405] lr: 2.422e-02, eta: 2 days, 9:06:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9363, loss_cls: 4.3747, loss: 4.3747 +2025-06-27 20:05:52,696 - pyskl - INFO - Epoch [17][3400/3405] lr: 2.422e-02, eta: 2 days, 9:05:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9469, loss_cls: 4.2401, loss: 4.2401 +2025-06-27 20:05:55,218 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-06-27 20:09:55,338 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 20:09:55,872 - pyskl - INFO - +top1_acc 0.6680 +top5_acc 0.9210 +2025-06-27 20:09:55,890 - pyskl - INFO - Epoch(val) [17][3718] top1_acc: 0.6680, top5_acc: 0.9210 +2025-06-27 20:11:02,587 - pyskl - INFO - Epoch [18][100/3405] lr: 2.421e-02, eta: 2 days, 9:07:25, time: 0.667, data_time: 0.221, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9406, loss_cls: 4.2125, loss: 4.2125 +2025-06-27 20:11:47,273 - pyskl - INFO - Epoch [18][200/3405] lr: 2.421e-02, eta: 2 days, 9:06:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9463, loss_cls: 4.2887, loss: 4.2887 +2025-06-27 20:12:32,003 - pyskl - INFO - Epoch [18][300/3405] lr: 2.421e-02, eta: 2 days, 9:05:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9287, loss_cls: 4.4114, loss: 4.4114 +2025-06-27 20:13:16,808 - pyskl - INFO - Epoch [18][400/3405] lr: 2.421e-02, eta: 2 days, 9:04:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9475, loss_cls: 4.3104, loss: 4.3104 +2025-06-27 20:14:01,654 - pyskl - INFO - Epoch [18][500/3405] lr: 2.420e-02, eta: 2 days, 9:04:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9363, loss_cls: 4.3688, loss: 4.3688 +2025-06-27 20:14:46,454 - pyskl - INFO - Epoch [18][600/3405] lr: 2.420e-02, eta: 2 days, 9:03:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9363, loss_cls: 4.2357, loss: 4.2357 +2025-06-27 20:15:31,239 - pyskl - INFO - Epoch [18][700/3405] lr: 2.420e-02, eta: 2 days, 9:02:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9337, loss_cls: 4.2337, loss: 4.2337 +2025-06-27 20:16:16,046 - pyskl - INFO - Epoch [18][800/3405] lr: 2.419e-02, eta: 2 days, 9:01:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9450, loss_cls: 4.3155, loss: 4.3155 +2025-06-27 20:17:00,841 - pyskl - INFO - Epoch [18][900/3405] lr: 2.419e-02, eta: 2 days, 9:00:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9294, loss_cls: 4.4758, loss: 4.4758 +2025-06-27 20:17:45,666 - pyskl - INFO - Epoch [18][1000/3405] lr: 2.419e-02, eta: 2 days, 8:59:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9363, loss_cls: 4.3122, loss: 4.3122 +2025-06-27 20:18:30,439 - pyskl - INFO - Epoch [18][1100/3405] lr: 2.419e-02, eta: 2 days, 8:59:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9475, loss_cls: 4.3131, loss: 4.3131 +2025-06-27 20:19:15,192 - pyskl - INFO - Epoch [18][1200/3405] lr: 2.418e-02, eta: 2 days, 8:58:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9450, loss_cls: 4.3007, loss: 4.3007 +2025-06-27 20:19:59,997 - pyskl - INFO - Epoch [18][1300/3405] lr: 2.418e-02, eta: 2 days, 8:57:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9444, loss_cls: 4.3745, loss: 4.3745 +2025-06-27 20:20:44,806 - pyskl - INFO - Epoch [18][1400/3405] lr: 2.418e-02, eta: 2 days, 8:56:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9375, loss_cls: 4.3265, loss: 4.3265 +2025-06-27 20:21:29,584 - pyskl - INFO - Epoch [18][1500/3405] lr: 2.418e-02, eta: 2 days, 8:55:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9413, loss_cls: 4.3584, loss: 4.3584 +2025-06-27 20:22:14,247 - pyskl - INFO - Epoch [18][1600/3405] lr: 2.417e-02, eta: 2 days, 8:54:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9481, loss_cls: 4.3307, loss: 4.3307 +2025-06-27 20:22:58,878 - pyskl - INFO - Epoch [18][1700/3405] lr: 2.417e-02, eta: 2 days, 8:53:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9450, loss_cls: 4.2648, loss: 4.2648 +2025-06-27 20:23:43,602 - pyskl - INFO - Epoch [18][1800/3405] lr: 2.417e-02, eta: 2 days, 8:53:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9306, loss_cls: 4.3007, loss: 4.3007 +2025-06-27 20:24:28,221 - pyskl - INFO - Epoch [18][1900/3405] lr: 2.416e-02, eta: 2 days, 8:52:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9244, loss_cls: 4.4041, loss: 4.4041 +2025-06-27 20:25:12,862 - pyskl - INFO - Epoch [18][2000/3405] lr: 2.416e-02, eta: 2 days, 8:51:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9319, loss_cls: 4.3896, loss: 4.3896 +2025-06-27 20:25:57,565 - pyskl - INFO - Epoch [18][2100/3405] lr: 2.416e-02, eta: 2 days, 8:50:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9325, loss_cls: 4.3206, loss: 4.3206 +2025-06-27 20:26:42,267 - pyskl - INFO - Epoch [18][2200/3405] lr: 2.416e-02, eta: 2 days, 8:49:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9387, loss_cls: 4.4610, loss: 4.4610 +2025-06-27 20:27:27,068 - pyskl - INFO - Epoch [18][2300/3405] lr: 2.415e-02, eta: 2 days, 8:48:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9431, loss_cls: 4.3510, loss: 4.3510 +2025-06-27 20:28:11,822 - pyskl - INFO - Epoch [18][2400/3405] lr: 2.415e-02, eta: 2 days, 8:48:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9450, loss_cls: 4.3655, loss: 4.3655 +2025-06-27 20:28:56,735 - pyskl - INFO - Epoch [18][2500/3405] lr: 2.415e-02, eta: 2 days, 8:47:16, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9337, loss_cls: 4.3580, loss: 4.3580 +2025-06-27 20:29:41,545 - pyskl - INFO - Epoch [18][2600/3405] lr: 2.414e-02, eta: 2 days, 8:46:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9369, loss_cls: 4.3331, loss: 4.3331 +2025-06-27 20:30:26,084 - pyskl - INFO - Epoch [18][2700/3405] lr: 2.414e-02, eta: 2 days, 8:45:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9331, loss_cls: 4.3704, loss: 4.3704 +2025-06-27 20:31:10,730 - pyskl - INFO - Epoch [18][2800/3405] lr: 2.414e-02, eta: 2 days, 8:44:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9375, loss_cls: 4.3853, loss: 4.3853 +2025-06-27 20:31:55,500 - pyskl - INFO - Epoch [18][2900/3405] lr: 2.414e-02, eta: 2 days, 8:43:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9337, loss_cls: 4.5165, loss: 4.5165 +2025-06-27 20:32:40,384 - pyskl - INFO - Epoch [18][3000/3405] lr: 2.413e-02, eta: 2 days, 8:43:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9406, loss_cls: 4.3354, loss: 4.3354 +2025-06-27 20:33:25,079 - pyskl - INFO - Epoch [18][3100/3405] lr: 2.413e-02, eta: 2 days, 8:42:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9350, loss_cls: 4.4137, loss: 4.4137 +2025-06-27 20:34:09,903 - pyskl - INFO - Epoch [18][3200/3405] lr: 2.413e-02, eta: 2 days, 8:41:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9344, loss_cls: 4.4228, loss: 4.4228 +2025-06-27 20:34:54,655 - pyskl - INFO - Epoch [18][3300/3405] lr: 2.413e-02, eta: 2 days, 8:40:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9425, loss_cls: 4.3715, loss: 4.3715 +2025-06-27 20:35:39,450 - pyskl - INFO - Epoch [18][3400/3405] lr: 2.412e-02, eta: 2 days, 8:39:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9319, loss_cls: 4.5405, loss: 4.5405 +2025-06-27 20:35:42,149 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-06-27 20:39:41,447 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 20:39:41,991 - pyskl - INFO - +top1_acc 0.6820 +top5_acc 0.9151 +2025-06-27 20:39:42,041 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_11.pth was removed +2025-06-27 20:39:43,049 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. +2025-06-27 20:39:43,050 - pyskl - INFO - Best top1_acc is 0.6820 at 18 epoch. +2025-06-27 20:39:43,068 - pyskl - INFO - Epoch(val) [18][3718] top1_acc: 0.6820, top5_acc: 0.9151 +2025-06-27 20:40:50,342 - pyskl - INFO - Epoch [19][100/3405] lr: 2.412e-02, eta: 2 days, 8:41:21, time: 0.673, data_time: 0.226, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9444, loss_cls: 4.1004, loss: 4.1004 +2025-06-27 20:41:35,144 - pyskl - INFO - Epoch [19][200/3405] lr: 2.412e-02, eta: 2 days, 8:40:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9419, loss_cls: 4.2896, loss: 4.2896 +2025-06-27 20:42:19,945 - pyskl - INFO - Epoch [19][300/3405] lr: 2.411e-02, eta: 2 days, 8:39:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9337, loss_cls: 4.3027, loss: 4.3027 +2025-06-27 20:43:04,777 - pyskl - INFO - Epoch [19][400/3405] lr: 2.411e-02, eta: 2 days, 8:38:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9537, loss_cls: 4.2655, loss: 4.2655 +2025-06-27 20:43:49,639 - pyskl - INFO - Epoch [19][500/3405] lr: 2.411e-02, eta: 2 days, 8:38:02, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9363, loss_cls: 4.4794, loss: 4.4794 +2025-06-27 20:44:34,463 - pyskl - INFO - Epoch [19][600/3405] lr: 2.411e-02, eta: 2 days, 8:37:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9500, loss_cls: 4.2982, loss: 4.2982 +2025-06-27 20:45:19,303 - pyskl - INFO - Epoch [19][700/3405] lr: 2.410e-02, eta: 2 days, 8:36:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9400, loss_cls: 4.2280, loss: 4.2280 +2025-06-27 20:46:04,125 - pyskl - INFO - Epoch [19][800/3405] lr: 2.410e-02, eta: 2 days, 8:35:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9444, loss_cls: 4.2882, loss: 4.2882 +2025-06-27 20:46:49,042 - pyskl - INFO - Epoch [19][900/3405] lr: 2.410e-02, eta: 2 days, 8:34:44, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9425, loss_cls: 4.3338, loss: 4.3338 +2025-06-27 20:47:33,922 - pyskl - INFO - Epoch [19][1000/3405] lr: 2.409e-02, eta: 2 days, 8:33:55, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9444, loss_cls: 4.2413, loss: 4.2413 +2025-06-27 20:48:19,036 - pyskl - INFO - Epoch [19][1100/3405] lr: 2.409e-02, eta: 2 days, 8:33:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9400, loss_cls: 4.2873, loss: 4.2873 +2025-06-27 20:49:04,048 - pyskl - INFO - Epoch [19][1200/3405] lr: 2.409e-02, eta: 2 days, 8:32:19, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9487, loss_cls: 4.4040, loss: 4.4040 +2025-06-27 20:49:48,777 - pyskl - INFO - Epoch [19][1300/3405] lr: 2.409e-02, eta: 2 days, 8:31:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9369, loss_cls: 4.3147, loss: 4.3147 +2025-06-27 20:50:33,525 - pyskl - INFO - Epoch [19][1400/3405] lr: 2.408e-02, eta: 2 days, 8:30:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9463, loss_cls: 4.3081, loss: 4.3081 +2025-06-27 20:51:18,358 - pyskl - INFO - Epoch [19][1500/3405] lr: 2.408e-02, eta: 2 days, 8:29:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9444, loss_cls: 4.2645, loss: 4.2645 +2025-06-27 20:52:03,189 - pyskl - INFO - Epoch [19][1600/3405] lr: 2.408e-02, eta: 2 days, 8:29:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9387, loss_cls: 4.1504, loss: 4.1504 +2025-06-27 20:52:47,838 - pyskl - INFO - Epoch [19][1700/3405] lr: 2.407e-02, eta: 2 days, 8:28:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9350, loss_cls: 4.3106, loss: 4.3106 +2025-06-27 20:53:32,616 - pyskl - INFO - Epoch [19][1800/3405] lr: 2.407e-02, eta: 2 days, 8:27:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9356, loss_cls: 4.3454, loss: 4.3454 +2025-06-27 20:54:17,299 - pyskl - INFO - Epoch [19][1900/3405] lr: 2.407e-02, eta: 2 days, 8:26:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9425, loss_cls: 4.3855, loss: 4.3855 +2025-06-27 20:55:02,150 - pyskl - INFO - Epoch [19][2000/3405] lr: 2.406e-02, eta: 2 days, 8:25:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9344, loss_cls: 4.2926, loss: 4.2926 +2025-06-27 20:55:46,914 - pyskl - INFO - Epoch [19][2100/3405] lr: 2.406e-02, eta: 2 days, 8:24:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9400, loss_cls: 4.3731, loss: 4.3731 +2025-06-27 20:56:31,669 - pyskl - INFO - Epoch [19][2200/3405] lr: 2.406e-02, eta: 2 days, 8:23:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9544, loss_cls: 4.2996, loss: 4.2996 +2025-06-27 20:57:16,649 - pyskl - INFO - Epoch [19][2300/3405] lr: 2.406e-02, eta: 2 days, 8:23:11, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9381, loss_cls: 4.3522, loss: 4.3522 +2025-06-27 20:58:01,619 - pyskl - INFO - Epoch [19][2400/3405] lr: 2.405e-02, eta: 2 days, 8:22:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9456, loss_cls: 4.1571, loss: 4.1571 +2025-06-27 20:58:46,647 - pyskl - INFO - Epoch [19][2500/3405] lr: 2.405e-02, eta: 2 days, 8:21:35, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9244, loss_cls: 4.3924, loss: 4.3924 +2025-06-27 20:59:31,671 - pyskl - INFO - Epoch [19][2600/3405] lr: 2.405e-02, eta: 2 days, 8:20:47, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9381, loss_cls: 4.3566, loss: 4.3566 +2025-06-27 21:00:16,813 - pyskl - INFO - Epoch [19][2700/3405] lr: 2.404e-02, eta: 2 days, 8:20:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9363, loss_cls: 4.4925, loss: 4.4925 +2025-06-27 21:01:01,660 - pyskl - INFO - Epoch [19][2800/3405] lr: 2.404e-02, eta: 2 days, 8:19:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9513, loss_cls: 4.1131, loss: 4.1131 +2025-06-27 21:01:46,487 - pyskl - INFO - Epoch [19][2900/3405] lr: 2.404e-02, eta: 2 days, 8:18:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9450, loss_cls: 4.3436, loss: 4.3436 +2025-06-27 21:02:31,315 - pyskl - INFO - Epoch [19][3000/3405] lr: 2.404e-02, eta: 2 days, 8:17:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9331, loss_cls: 4.3813, loss: 4.3813 +2025-06-27 21:03:16,102 - pyskl - INFO - Epoch [19][3100/3405] lr: 2.403e-02, eta: 2 days, 8:16:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9306, loss_cls: 4.3055, loss: 4.3055 +2025-06-27 21:04:01,057 - pyskl - INFO - Epoch [19][3200/3405] lr: 2.403e-02, eta: 2 days, 8:15:54, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9450, loss_cls: 4.2178, loss: 4.2178 +2025-06-27 21:04:45,886 - pyskl - INFO - Epoch [19][3300/3405] lr: 2.403e-02, eta: 2 days, 8:15:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9381, loss_cls: 4.3422, loss: 4.3422 +2025-06-27 21:05:30,650 - pyskl - INFO - Epoch [19][3400/3405] lr: 2.402e-02, eta: 2 days, 8:14:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9331, loss_cls: 4.4151, loss: 4.4151 +2025-06-27 21:05:33,247 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-06-27 21:09:33,107 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 21:09:33,654 - pyskl - INFO - +top1_acc 0.6926 +top5_acc 0.9148 +2025-06-27 21:09:33,711 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_18.pth was removed +2025-06-27 21:09:34,780 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. +2025-06-27 21:09:34,782 - pyskl - INFO - Best top1_acc is 0.6926 at 19 epoch. +2025-06-27 21:09:34,804 - pyskl - INFO - Epoch(val) [19][3718] top1_acc: 0.6926, top5_acc: 0.9148 +2025-06-27 21:10:42,087 - pyskl - INFO - Epoch [20][100/3405] lr: 2.402e-02, eta: 2 days, 8:15:42, time: 0.673, data_time: 0.226, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9487, loss_cls: 4.2219, loss: 4.2219 +2025-06-27 21:11:26,843 - pyskl - INFO - Epoch [20][200/3405] lr: 2.402e-02, eta: 2 days, 8:14:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9394, loss_cls: 4.3445, loss: 4.3445 +2025-06-27 21:12:11,564 - pyskl - INFO - Epoch [20][300/3405] lr: 2.401e-02, eta: 2 days, 8:14:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9400, loss_cls: 4.3267, loss: 4.3267 +2025-06-27 21:12:56,288 - pyskl - INFO - Epoch [20][400/3405] lr: 2.401e-02, eta: 2 days, 8:13:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9431, loss_cls: 4.3034, loss: 4.3034 +2025-06-27 21:13:41,026 - pyskl - INFO - Epoch [20][500/3405] lr: 2.401e-02, eta: 2 days, 8:12:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9437, loss_cls: 4.1136, loss: 4.1136 +2025-06-27 21:14:25,807 - pyskl - INFO - Epoch [20][600/3405] lr: 2.401e-02, eta: 2 days, 8:11:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9394, loss_cls: 4.3111, loss: 4.3111 +2025-06-27 21:15:10,607 - pyskl - INFO - Epoch [20][700/3405] lr: 2.400e-02, eta: 2 days, 8:10:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9369, loss_cls: 4.3227, loss: 4.3227 +2025-06-27 21:15:55,436 - pyskl - INFO - Epoch [20][800/3405] lr: 2.400e-02, eta: 2 days, 8:09:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9387, loss_cls: 4.3514, loss: 4.3514 +2025-06-27 21:16:40,171 - pyskl - INFO - Epoch [20][900/3405] lr: 2.400e-02, eta: 2 days, 8:09:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9481, loss_cls: 4.2120, loss: 4.2120 +2025-06-27 21:17:24,965 - pyskl - INFO - Epoch [20][1000/3405] lr: 2.399e-02, eta: 2 days, 8:08:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9481, loss_cls: 4.3180, loss: 4.3180 +2025-06-27 21:18:09,726 - pyskl - INFO - Epoch [20][1100/3405] lr: 2.399e-02, eta: 2 days, 8:07:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9400, loss_cls: 4.3131, loss: 4.3131 +2025-06-27 21:18:54,790 - pyskl - INFO - Epoch [20][1200/3405] lr: 2.399e-02, eta: 2 days, 8:06:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9487, loss_cls: 4.2981, loss: 4.2981 +2025-06-27 21:19:39,674 - pyskl - INFO - Epoch [20][1300/3405] lr: 2.398e-02, eta: 2 days, 8:05:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9387, loss_cls: 4.2936, loss: 4.2936 +2025-06-27 21:20:24,544 - pyskl - INFO - Epoch [20][1400/3405] lr: 2.398e-02, eta: 2 days, 8:04:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9431, loss_cls: 4.2651, loss: 4.2651 +2025-06-27 21:21:09,385 - pyskl - INFO - Epoch [20][1500/3405] lr: 2.398e-02, eta: 2 days, 8:04:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9319, loss_cls: 4.3449, loss: 4.3449 +2025-06-27 21:21:54,203 - pyskl - INFO - Epoch [20][1600/3405] lr: 2.398e-02, eta: 2 days, 8:03:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9263, loss_cls: 4.3793, loss: 4.3793 +2025-06-27 21:22:39,054 - pyskl - INFO - Epoch [20][1700/3405] lr: 2.397e-02, eta: 2 days, 8:02:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9394, loss_cls: 4.2976, loss: 4.2976 +2025-06-27 21:23:23,892 - pyskl - INFO - Epoch [20][1800/3405] lr: 2.397e-02, eta: 2 days, 8:01:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9413, loss_cls: 4.2697, loss: 4.2697 +2025-06-27 21:24:08,627 - pyskl - INFO - Epoch [20][1900/3405] lr: 2.397e-02, eta: 2 days, 8:00:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9444, loss_cls: 4.4230, loss: 4.4230 +2025-06-27 21:24:53,329 - pyskl - INFO - Epoch [20][2000/3405] lr: 2.396e-02, eta: 2 days, 8:00:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9394, loss_cls: 4.2754, loss: 4.2754 +2025-06-27 21:25:38,234 - pyskl - INFO - Epoch [20][2100/3405] lr: 2.396e-02, eta: 2 days, 7:59:13, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9425, loss_cls: 4.3498, loss: 4.3498 +2025-06-27 21:26:23,154 - pyskl - INFO - Epoch [20][2200/3405] lr: 2.396e-02, eta: 2 days, 7:58:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9381, loss_cls: 4.2311, loss: 4.2311 +2025-06-27 21:27:08,124 - pyskl - INFO - Epoch [20][2300/3405] lr: 2.395e-02, eta: 2 days, 7:57:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9425, loss_cls: 4.2671, loss: 4.2671 +2025-06-27 21:27:52,883 - pyskl - INFO - Epoch [20][2400/3405] lr: 2.395e-02, eta: 2 days, 7:56:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9431, loss_cls: 4.3783, loss: 4.3783 +2025-06-27 21:28:37,903 - pyskl - INFO - Epoch [20][2500/3405] lr: 2.395e-02, eta: 2 days, 7:55:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9381, loss_cls: 4.2335, loss: 4.2335 +2025-06-27 21:29:23,206 - pyskl - INFO - Epoch [20][2600/3405] lr: 2.394e-02, eta: 2 days, 7:55:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9400, loss_cls: 4.1979, loss: 4.1979 +2025-06-27 21:30:08,125 - pyskl - INFO - Epoch [20][2700/3405] lr: 2.394e-02, eta: 2 days, 7:54:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9444, loss_cls: 4.2858, loss: 4.2858 +2025-06-27 21:30:52,885 - pyskl - INFO - Epoch [20][2800/3405] lr: 2.394e-02, eta: 2 days, 7:53:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9431, loss_cls: 4.3181, loss: 4.3181 +2025-06-27 21:31:37,642 - pyskl - INFO - Epoch [20][2900/3405] lr: 2.394e-02, eta: 2 days, 7:52:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9431, loss_cls: 4.3576, loss: 4.3576 +2025-06-27 21:32:22,343 - pyskl - INFO - Epoch [20][3000/3405] lr: 2.393e-02, eta: 2 days, 7:51:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9306, loss_cls: 4.4191, loss: 4.4191 +2025-06-27 21:33:06,991 - pyskl - INFO - Epoch [20][3100/3405] lr: 2.393e-02, eta: 2 days, 7:51:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9487, loss_cls: 4.3013, loss: 4.3013 +2025-06-27 21:33:51,635 - pyskl - INFO - Epoch [20][3200/3405] lr: 2.393e-02, eta: 2 days, 7:50:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9344, loss_cls: 4.4213, loss: 4.4213 +2025-06-27 21:34:36,221 - pyskl - INFO - Epoch [20][3300/3405] lr: 2.392e-02, eta: 2 days, 7:49:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9375, loss_cls: 4.2926, loss: 4.2926 +2025-06-27 21:35:20,833 - pyskl - INFO - Epoch [20][3400/3405] lr: 2.392e-02, eta: 2 days, 7:48:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9444, loss_cls: 4.2425, loss: 4.2425 +2025-06-27 21:35:23,375 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-06-27 21:53:52,303 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 21:53:52,845 - pyskl - INFO - +top1_acc 0.7045 +top5_acc 0.9231 +2025-06-27 21:53:52,898 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_19.pth was removed +2025-06-27 21:53:53,932 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. +2025-06-27 21:53:53,934 - pyskl - INFO - Best top1_acc is 0.7045 at 20 epoch. +2025-06-27 21:53:53,954 - pyskl - INFO - Epoch(val) [20][3718] top1_acc: 0.7045, top5_acc: 0.9231 +2025-06-27 21:55:00,672 - pyskl - INFO - Epoch [21][100/3405] lr: 2.392e-02, eta: 2 days, 7:49:49, time: 0.667, data_time: 0.222, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9469, loss_cls: 4.1715, loss: 4.1715 +2025-06-27 21:55:45,243 - pyskl - INFO - Epoch [21][200/3405] lr: 2.391e-02, eta: 2 days, 7:48:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9456, loss_cls: 4.3037, loss: 4.3037 +2025-06-27 21:56:29,792 - pyskl - INFO - Epoch [21][300/3405] lr: 2.391e-02, eta: 2 days, 7:48:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9400, loss_cls: 4.2686, loss: 4.2686 +2025-06-27 21:57:14,376 - pyskl - INFO - Epoch [21][400/3405] lr: 2.391e-02, eta: 2 days, 7:47:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9337, loss_cls: 4.2471, loss: 4.2471 +2025-06-27 21:57:58,880 - pyskl - INFO - Epoch [21][500/3405] lr: 2.390e-02, eta: 2 days, 7:46:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9500, loss_cls: 4.3091, loss: 4.3091 +2025-06-27 21:58:43,391 - pyskl - INFO - Epoch [21][600/3405] lr: 2.390e-02, eta: 2 days, 7:45:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9381, loss_cls: 4.3516, loss: 4.3516 +2025-06-27 21:59:27,940 - pyskl - INFO - Epoch [21][700/3405] lr: 2.390e-02, eta: 2 days, 7:44:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9481, loss_cls: 4.3153, loss: 4.3153 +2025-06-27 22:00:12,468 - pyskl - INFO - Epoch [21][800/3405] lr: 2.389e-02, eta: 2 days, 7:43:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9387, loss_cls: 4.3435, loss: 4.3435 +2025-06-27 22:00:57,025 - pyskl - INFO - Epoch [21][900/3405] lr: 2.389e-02, eta: 2 days, 7:43:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9563, loss_cls: 4.1315, loss: 4.1315 +2025-06-27 22:01:41,631 - pyskl - INFO - Epoch [21][1000/3405] lr: 2.389e-02, eta: 2 days, 7:42:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9400, loss_cls: 4.2160, loss: 4.2160 +2025-06-27 22:02:26,222 - pyskl - INFO - Epoch [21][1100/3405] lr: 2.388e-02, eta: 2 days, 7:41:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9450, loss_cls: 4.2400, loss: 4.2400 +2025-06-27 22:03:10,836 - pyskl - INFO - Epoch [21][1200/3405] lr: 2.388e-02, eta: 2 days, 7:40:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9375, loss_cls: 4.3214, loss: 4.3214 +2025-06-27 22:03:55,474 - pyskl - INFO - Epoch [21][1300/3405] lr: 2.388e-02, eta: 2 days, 7:39:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9506, loss_cls: 4.1547, loss: 4.1547 +2025-06-27 22:04:40,088 - pyskl - INFO - Epoch [21][1400/3405] lr: 2.388e-02, eta: 2 days, 7:38:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9394, loss_cls: 4.3438, loss: 4.3438 +2025-06-27 22:05:24,641 - pyskl - INFO - Epoch [21][1500/3405] lr: 2.387e-02, eta: 2 days, 7:37:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9413, loss_cls: 4.2067, loss: 4.2067 +2025-06-27 22:06:09,376 - pyskl - INFO - Epoch [21][1600/3405] lr: 2.387e-02, eta: 2 days, 7:37:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9369, loss_cls: 4.4164, loss: 4.4164 +2025-06-27 22:06:54,004 - pyskl - INFO - Epoch [21][1700/3405] lr: 2.387e-02, eta: 2 days, 7:36:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9494, loss_cls: 4.3084, loss: 4.3084 +2025-06-27 22:07:38,792 - pyskl - INFO - Epoch [21][1800/3405] lr: 2.386e-02, eta: 2 days, 7:35:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9456, loss_cls: 4.2185, loss: 4.2185 +2025-06-27 22:08:23,575 - pyskl - INFO - Epoch [21][1900/3405] lr: 2.386e-02, eta: 2 days, 7:34:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9350, loss_cls: 4.3321, loss: 4.3321 +2025-06-27 22:09:08,475 - pyskl - INFO - Epoch [21][2000/3405] lr: 2.386e-02, eta: 2 days, 7:33:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9463, loss_cls: 4.2874, loss: 4.2874 +2025-06-27 22:09:53,300 - pyskl - INFO - Epoch [21][2100/3405] lr: 2.385e-02, eta: 2 days, 7:33:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9463, loss_cls: 4.1895, loss: 4.1895 +2025-06-27 22:10:38,208 - pyskl - INFO - Epoch [21][2200/3405] lr: 2.385e-02, eta: 2 days, 7:32:14, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9319, loss_cls: 4.3923, loss: 4.3923 +2025-06-27 22:11:22,987 - pyskl - INFO - Epoch [21][2300/3405] lr: 2.385e-02, eta: 2 days, 7:31:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9456, loss_cls: 4.2085, loss: 4.2085 +2025-06-27 22:12:07,770 - pyskl - INFO - Epoch [21][2400/3405] lr: 2.384e-02, eta: 2 days, 7:30:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9350, loss_cls: 4.3619, loss: 4.3619 +2025-06-27 22:12:52,524 - pyskl - INFO - Epoch [21][2500/3405] lr: 2.384e-02, eta: 2 days, 7:29:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9481, loss_cls: 4.1773, loss: 4.1773 +2025-06-27 22:13:37,497 - pyskl - INFO - Epoch [21][2600/3405] lr: 2.384e-02, eta: 2 days, 7:28:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9469, loss_cls: 4.2456, loss: 4.2456 +2025-06-27 22:14:22,372 - pyskl - INFO - Epoch [21][2700/3405] lr: 2.383e-02, eta: 2 days, 7:28:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9413, loss_cls: 4.2388, loss: 4.2388 +2025-06-27 22:15:07,036 - pyskl - INFO - Epoch [21][2800/3405] lr: 2.383e-02, eta: 2 days, 7:27:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9369, loss_cls: 4.3304, loss: 4.3304 +2025-06-27 22:15:51,696 - pyskl - INFO - Epoch [21][2900/3405] lr: 2.383e-02, eta: 2 days, 7:26:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9387, loss_cls: 4.3170, loss: 4.3170 +2025-06-27 22:16:36,416 - pyskl - INFO - Epoch [21][3000/3405] lr: 2.382e-02, eta: 2 days, 7:25:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9419, loss_cls: 4.2669, loss: 4.2669 +2025-06-27 22:17:21,218 - pyskl - INFO - Epoch [21][3100/3405] lr: 2.382e-02, eta: 2 days, 7:24:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9381, loss_cls: 4.2408, loss: 4.2408 +2025-06-27 22:18:06,038 - pyskl - INFO - Epoch [21][3200/3405] lr: 2.382e-02, eta: 2 days, 7:24:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9350, loss_cls: 4.3404, loss: 4.3404 +2025-06-27 22:18:50,773 - pyskl - INFO - Epoch [21][3300/3405] lr: 2.381e-02, eta: 2 days, 7:23:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9487, loss_cls: 4.3371, loss: 4.3371 +2025-06-27 22:19:35,451 - pyskl - INFO - Epoch [21][3400/3405] lr: 2.381e-02, eta: 2 days, 7:22:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9606, loss_cls: 4.2597, loss: 4.2597 +2025-06-27 22:19:38,079 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-06-27 22:23:37,632 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 22:23:38,170 - pyskl - INFO - +top1_acc 0.6922 +top5_acc 0.9248 +2025-06-27 22:23:38,189 - pyskl - INFO - Epoch(val) [21][3718] top1_acc: 0.6922, top5_acc: 0.9248 +2025-06-27 22:24:45,456 - pyskl - INFO - Epoch [22][100/3405] lr: 2.381e-02, eta: 2 days, 7:23:36, time: 0.673, data_time: 0.226, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9413, loss_cls: 4.2882, loss: 4.2882 +2025-06-27 22:25:30,115 - pyskl - INFO - Epoch [22][200/3405] lr: 2.380e-02, eta: 2 days, 7:22:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9437, loss_cls: 4.2600, loss: 4.2600 +2025-06-27 22:26:14,778 - pyskl - INFO - Epoch [22][300/3405] lr: 2.380e-02, eta: 2 days, 7:21:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9387, loss_cls: 4.3042, loss: 4.3042 +2025-06-27 22:26:59,488 - pyskl - INFO - Epoch [22][400/3405] lr: 2.380e-02, eta: 2 days, 7:21:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9394, loss_cls: 4.2647, loss: 4.2647 +2025-06-27 22:27:44,244 - pyskl - INFO - Epoch [22][500/3405] lr: 2.379e-02, eta: 2 days, 7:20:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9406, loss_cls: 4.2048, loss: 4.2048 +2025-06-27 22:28:28,977 - pyskl - INFO - Epoch [22][600/3405] lr: 2.379e-02, eta: 2 days, 7:19:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9494, loss_cls: 4.1317, loss: 4.1317 +2025-06-27 22:29:13,679 - pyskl - INFO - Epoch [22][700/3405] lr: 2.379e-02, eta: 2 days, 7:18:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9506, loss_cls: 4.1780, loss: 4.1780 +2025-06-27 22:29:58,391 - pyskl - INFO - Epoch [22][800/3405] lr: 2.378e-02, eta: 2 days, 7:17:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9513, loss_cls: 4.1271, loss: 4.1271 +2025-06-27 22:30:43,140 - pyskl - INFO - Epoch [22][900/3405] lr: 2.378e-02, eta: 2 days, 7:16:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9413, loss_cls: 4.1730, loss: 4.1730 +2025-06-27 22:31:27,926 - pyskl - INFO - Epoch [22][1000/3405] lr: 2.378e-02, eta: 2 days, 7:16:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9400, loss_cls: 4.3469, loss: 4.3469 +2025-06-27 22:32:12,654 - pyskl - INFO - Epoch [22][1100/3405] lr: 2.377e-02, eta: 2 days, 7:15:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9300, loss_cls: 4.3548, loss: 4.3548 +2025-06-27 22:32:57,407 - pyskl - INFO - Epoch [22][1200/3405] lr: 2.377e-02, eta: 2 days, 7:14:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9469, loss_cls: 4.3022, loss: 4.3022 +2025-06-27 22:33:42,127 - pyskl - INFO - Epoch [22][1300/3405] lr: 2.377e-02, eta: 2 days, 7:13:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9487, loss_cls: 4.2513, loss: 4.2513 +2025-06-27 22:34:26,906 - pyskl - INFO - Epoch [22][1400/3405] lr: 2.376e-02, eta: 2 days, 7:12:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9425, loss_cls: 4.3647, loss: 4.3647 +2025-06-27 22:35:11,734 - pyskl - INFO - Epoch [22][1500/3405] lr: 2.376e-02, eta: 2 days, 7:12:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9431, loss_cls: 4.2827, loss: 4.2827 +2025-06-27 22:35:56,573 - pyskl - INFO - Epoch [22][1600/3405] lr: 2.376e-02, eta: 2 days, 7:11:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9556, loss_cls: 4.1768, loss: 4.1768 +2025-06-27 22:36:41,463 - pyskl - INFO - Epoch [22][1700/3405] lr: 2.375e-02, eta: 2 days, 7:10:26, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9463, loss_cls: 4.2226, loss: 4.2226 +2025-06-27 22:37:26,290 - pyskl - INFO - Epoch [22][1800/3405] lr: 2.375e-02, eta: 2 days, 7:09:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9475, loss_cls: 4.2638, loss: 4.2638 +2025-06-27 22:38:11,061 - pyskl - INFO - Epoch [22][1900/3405] lr: 2.375e-02, eta: 2 days, 7:08:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9544, loss_cls: 4.1861, loss: 4.1861 +2025-06-27 22:38:55,911 - pyskl - INFO - Epoch [22][2000/3405] lr: 2.374e-02, eta: 2 days, 7:07:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9400, loss_cls: 4.1853, loss: 4.1853 +2025-06-27 22:39:40,790 - pyskl - INFO - Epoch [22][2100/3405] lr: 2.374e-02, eta: 2 days, 7:07:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9400, loss_cls: 4.3651, loss: 4.3651 +2025-06-27 22:40:25,500 - pyskl - INFO - Epoch [22][2200/3405] lr: 2.374e-02, eta: 2 days, 7:06:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9456, loss_cls: 4.2358, loss: 4.2358 +2025-06-27 22:41:10,311 - pyskl - INFO - Epoch [22][2300/3405] lr: 2.373e-02, eta: 2 days, 7:05:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9381, loss_cls: 4.3405, loss: 4.3405 +2025-06-27 22:41:55,308 - pyskl - INFO - Epoch [22][2400/3405] lr: 2.373e-02, eta: 2 days, 7:04:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9400, loss_cls: 4.3390, loss: 4.3390 +2025-06-27 22:42:40,102 - pyskl - INFO - Epoch [22][2500/3405] lr: 2.373e-02, eta: 2 days, 7:03:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9500, loss_cls: 4.1297, loss: 4.1297 +2025-06-27 22:43:24,978 - pyskl - INFO - Epoch [22][2600/3405] lr: 2.372e-02, eta: 2 days, 7:03:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9469, loss_cls: 4.0815, loss: 4.0815 +2025-06-27 22:44:09,906 - pyskl - INFO - Epoch [22][2700/3405] lr: 2.372e-02, eta: 2 days, 7:02:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9394, loss_cls: 4.2757, loss: 4.2757 +2025-06-27 22:44:54,589 - pyskl - INFO - Epoch [22][2800/3405] lr: 2.372e-02, eta: 2 days, 7:01:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9344, loss_cls: 4.2785, loss: 4.2785 +2025-06-27 22:45:39,410 - pyskl - INFO - Epoch [22][2900/3405] lr: 2.371e-02, eta: 2 days, 7:00:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9344, loss_cls: 4.3050, loss: 4.3050 +2025-06-27 22:46:24,236 - pyskl - INFO - Epoch [22][3000/3405] lr: 2.371e-02, eta: 2 days, 6:59:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9350, loss_cls: 4.2934, loss: 4.2934 +2025-06-27 22:47:09,161 - pyskl - INFO - Epoch [22][3100/3405] lr: 2.371e-02, eta: 2 days, 6:59:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9494, loss_cls: 4.2051, loss: 4.2051 +2025-06-27 22:47:53,929 - pyskl - INFO - Epoch [22][3200/3405] lr: 2.370e-02, eta: 2 days, 6:58:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9437, loss_cls: 4.2126, loss: 4.2126 +2025-06-27 22:48:38,747 - pyskl - INFO - Epoch [22][3300/3405] lr: 2.370e-02, eta: 2 days, 6:57:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9269, loss_cls: 4.2729, loss: 4.2729 +2025-06-27 22:49:23,585 - pyskl - INFO - Epoch [22][3400/3405] lr: 2.370e-02, eta: 2 days, 6:56:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9381, loss_cls: 4.3315, loss: 4.3315 +2025-06-27 22:49:26,194 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-06-27 22:53:26,052 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 22:53:26,602 - pyskl - INFO - +top1_acc 0.7139 +top5_acc 0.9313 +2025-06-27 22:53:26,659 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_20.pth was removed +2025-06-27 22:53:27,706 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. +2025-06-27 22:53:27,708 - pyskl - INFO - Best top1_acc is 0.7139 at 22 epoch. +2025-06-27 22:53:27,729 - pyskl - INFO - Epoch(val) [22][3718] top1_acc: 0.7139, top5_acc: 0.9313 +2025-06-27 22:54:35,039 - pyskl - INFO - Epoch [23][100/3405] lr: 2.369e-02, eta: 2 days, 6:57:45, time: 0.673, data_time: 0.225, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9513, loss_cls: 4.0799, loss: 4.0799 +2025-06-27 22:55:19,827 - pyskl - INFO - Epoch [23][200/3405] lr: 2.369e-02, eta: 2 days, 6:56:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9481, loss_cls: 4.2540, loss: 4.2540 +2025-06-27 22:56:04,604 - pyskl - INFO - Epoch [23][300/3405] lr: 2.369e-02, eta: 2 days, 6:56:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9456, loss_cls: 4.2320, loss: 4.2320 +2025-06-27 22:56:49,507 - pyskl - INFO - Epoch [23][400/3405] lr: 2.368e-02, eta: 2 days, 6:55:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9375, loss_cls: 4.2574, loss: 4.2574 +2025-06-27 22:57:34,472 - pyskl - INFO - Epoch [23][500/3405] lr: 2.368e-02, eta: 2 days, 6:54:30, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9463, loss_cls: 4.2835, loss: 4.2835 +2025-06-27 22:58:19,291 - pyskl - INFO - Epoch [23][600/3405] lr: 2.368e-02, eta: 2 days, 6:53:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9494, loss_cls: 4.1751, loss: 4.1751 +2025-06-27 22:59:04,064 - pyskl - INFO - Epoch [23][700/3405] lr: 2.367e-02, eta: 2 days, 6:52:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9444, loss_cls: 4.1224, loss: 4.1224 +2025-06-27 22:59:48,976 - pyskl - INFO - Epoch [23][800/3405] lr: 2.367e-02, eta: 2 days, 6:52:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9456, loss_cls: 4.1356, loss: 4.1356 +2025-06-27 23:00:33,828 - pyskl - INFO - Epoch [23][900/3405] lr: 2.367e-02, eta: 2 days, 6:51:16, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9419, loss_cls: 4.2532, loss: 4.2532 +2025-06-27 23:01:18,670 - pyskl - INFO - Epoch [23][1000/3405] lr: 2.366e-02, eta: 2 days, 6:50:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9463, loss_cls: 4.1203, loss: 4.1203 +2025-06-27 23:02:03,586 - pyskl - INFO - Epoch [23][1100/3405] lr: 2.366e-02, eta: 2 days, 6:49:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9425, loss_cls: 4.1586, loss: 4.1586 +2025-06-27 23:02:48,447 - pyskl - INFO - Epoch [23][1200/3405] lr: 2.366e-02, eta: 2 days, 6:48:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9469, loss_cls: 4.1173, loss: 4.1173 +2025-06-27 23:03:33,442 - pyskl - INFO - Epoch [23][1300/3405] lr: 2.365e-02, eta: 2 days, 6:48:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9337, loss_cls: 4.1823, loss: 4.1823 +2025-06-27 23:04:18,335 - pyskl - INFO - Epoch [23][1400/3405] lr: 2.365e-02, eta: 2 days, 6:47:14, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9419, loss_cls: 4.1201, loss: 4.1201 +2025-06-27 23:05:03,225 - pyskl - INFO - Epoch [23][1500/3405] lr: 2.364e-02, eta: 2 days, 6:46:26, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9487, loss_cls: 4.2144, loss: 4.2144 +2025-06-27 23:05:48,078 - pyskl - INFO - Epoch [23][1600/3405] lr: 2.364e-02, eta: 2 days, 6:45:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9437, loss_cls: 4.3000, loss: 4.3000 +2025-06-27 23:06:33,229 - pyskl - INFO - Epoch [23][1700/3405] lr: 2.364e-02, eta: 2 days, 6:44:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9525, loss_cls: 4.1393, loss: 4.1393 +2025-06-27 23:07:18,207 - pyskl - INFO - Epoch [23][1800/3405] lr: 2.363e-02, eta: 2 days, 6:44:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9431, loss_cls: 4.3084, loss: 4.3084 +2025-06-27 23:08:03,369 - pyskl - INFO - Epoch [23][1900/3405] lr: 2.363e-02, eta: 2 days, 6:43:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9381, loss_cls: 4.2379, loss: 4.2379 +2025-06-27 23:08:48,266 - pyskl - INFO - Epoch [23][2000/3405] lr: 2.363e-02, eta: 2 days, 6:42:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9444, loss_cls: 4.2573, loss: 4.2573 +2025-06-27 23:09:33,459 - pyskl - INFO - Epoch [23][2100/3405] lr: 2.362e-02, eta: 2 days, 6:41:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9406, loss_cls: 4.2924, loss: 4.2924 +2025-06-27 23:10:18,683 - pyskl - INFO - Epoch [23][2200/3405] lr: 2.362e-02, eta: 2 days, 6:40:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9544, loss_cls: 4.2569, loss: 4.2569 +2025-06-27 23:11:03,422 - pyskl - INFO - Epoch [23][2300/3405] lr: 2.362e-02, eta: 2 days, 6:40:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9444, loss_cls: 4.2387, loss: 4.2387 +2025-06-27 23:11:48,096 - pyskl - INFO - Epoch [23][2400/3405] lr: 2.361e-02, eta: 2 days, 6:39:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9406, loss_cls: 4.1308, loss: 4.1308 +2025-06-27 23:12:32,965 - pyskl - INFO - Epoch [23][2500/3405] lr: 2.361e-02, eta: 2 days, 6:38:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9519, loss_cls: 4.1827, loss: 4.1827 +2025-06-27 23:13:17,846 - pyskl - INFO - Epoch [23][2600/3405] lr: 2.361e-02, eta: 2 days, 6:37:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9475, loss_cls: 4.2385, loss: 4.2385 +2025-06-27 23:14:02,419 - pyskl - INFO - Epoch [23][2700/3405] lr: 2.360e-02, eta: 2 days, 6:36:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9469, loss_cls: 4.2950, loss: 4.2950 +2025-06-27 23:14:47,149 - pyskl - INFO - Epoch [23][2800/3405] lr: 2.360e-02, eta: 2 days, 6:36:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9400, loss_cls: 4.3626, loss: 4.3626 +2025-06-27 23:15:31,867 - pyskl - INFO - Epoch [23][2900/3405] lr: 2.360e-02, eta: 2 days, 6:35:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9413, loss_cls: 4.2488, loss: 4.2488 +2025-06-27 23:16:17,148 - pyskl - INFO - Epoch [23][3000/3405] lr: 2.359e-02, eta: 2 days, 6:34:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9463, loss_cls: 4.1616, loss: 4.1616 +2025-06-27 23:17:02,051 - pyskl - INFO - Epoch [23][3100/3405] lr: 2.359e-02, eta: 2 days, 6:33:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9556, loss_cls: 4.1554, loss: 4.1554 +2025-06-27 23:17:46,837 - pyskl - INFO - Epoch [23][3200/3405] lr: 2.358e-02, eta: 2 days, 6:32:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9400, loss_cls: 4.2284, loss: 4.2284 +2025-06-27 23:18:31,670 - pyskl - INFO - Epoch [23][3300/3405] lr: 2.358e-02, eta: 2 days, 6:32:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9356, loss_cls: 4.3575, loss: 4.3575 +2025-06-27 23:19:16,481 - pyskl - INFO - Epoch [23][3400/3405] lr: 2.358e-02, eta: 2 days, 6:31:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9469, loss_cls: 4.1165, loss: 4.1165 +2025-06-27 23:19:19,102 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-06-27 23:23:19,070 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 23:23:19,622 - pyskl - INFO - +top1_acc 0.6663 +top5_acc 0.9026 +2025-06-27 23:23:19,643 - pyskl - INFO - Epoch(val) [23][3718] top1_acc: 0.6663, top5_acc: 0.9026 +2025-06-27 23:24:27,037 - pyskl - INFO - Epoch [24][100/3405] lr: 2.357e-02, eta: 2 days, 6:32:13, time: 0.674, data_time: 0.224, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9431, loss_cls: 4.1526, loss: 4.1526 +2025-06-27 23:25:11,851 - pyskl - INFO - Epoch [24][200/3405] lr: 2.357e-02, eta: 2 days, 6:31:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9506, loss_cls: 4.0831, loss: 4.0831 +2025-06-27 23:25:56,692 - pyskl - INFO - Epoch [24][300/3405] lr: 2.357e-02, eta: 2 days, 6:30:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9425, loss_cls: 4.3348, loss: 4.3348 +2025-06-27 23:26:41,541 - pyskl - INFO - Epoch [24][400/3405] lr: 2.356e-02, eta: 2 days, 6:29:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9463, loss_cls: 4.2165, loss: 4.2165 +2025-06-27 23:27:26,346 - pyskl - INFO - Epoch [24][500/3405] lr: 2.356e-02, eta: 2 days, 6:28:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9500, loss_cls: 4.1701, loss: 4.1701 +2025-06-27 23:28:11,137 - pyskl - INFO - Epoch [24][600/3405] lr: 2.356e-02, eta: 2 days, 6:28:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9463, loss_cls: 4.1772, loss: 4.1772 +2025-06-27 23:28:55,934 - pyskl - INFO - Epoch [24][700/3405] lr: 2.355e-02, eta: 2 days, 6:27:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9456, loss_cls: 4.2159, loss: 4.2159 +2025-06-27 23:29:40,714 - pyskl - INFO - Epoch [24][800/3405] lr: 2.355e-02, eta: 2 days, 6:26:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9413, loss_cls: 4.2169, loss: 4.2169 +2025-06-27 23:30:25,447 - pyskl - INFO - Epoch [24][900/3405] lr: 2.355e-02, eta: 2 days, 6:25:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9456, loss_cls: 4.2182, loss: 4.2182 +2025-06-27 23:31:10,264 - pyskl - INFO - Epoch [24][1000/3405] lr: 2.354e-02, eta: 2 days, 6:24:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9456, loss_cls: 4.1804, loss: 4.1804 +2025-06-27 23:31:55,060 - pyskl - INFO - Epoch [24][1100/3405] lr: 2.354e-02, eta: 2 days, 6:24:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9481, loss_cls: 4.1647, loss: 4.1647 +2025-06-27 23:32:39,827 - pyskl - INFO - Epoch [24][1200/3405] lr: 2.353e-02, eta: 2 days, 6:23:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9400, loss_cls: 4.2826, loss: 4.2826 +2025-06-27 23:33:24,574 - pyskl - INFO - Epoch [24][1300/3405] lr: 2.353e-02, eta: 2 days, 6:22:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9400, loss_cls: 4.1838, loss: 4.1838 +2025-06-27 23:34:09,447 - pyskl - INFO - Epoch [24][1400/3405] lr: 2.353e-02, eta: 2 days, 6:21:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9387, loss_cls: 4.2612, loss: 4.2612 +2025-06-27 23:34:54,313 - pyskl - INFO - Epoch [24][1500/3405] lr: 2.352e-02, eta: 2 days, 6:20:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9456, loss_cls: 4.2411, loss: 4.2411 +2025-06-27 23:35:39,100 - pyskl - INFO - Epoch [24][1600/3405] lr: 2.352e-02, eta: 2 days, 6:20:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9444, loss_cls: 4.2362, loss: 4.2362 +2025-06-27 23:36:23,907 - pyskl - INFO - Epoch [24][1700/3405] lr: 2.352e-02, eta: 2 days, 6:19:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9444, loss_cls: 4.1679, loss: 4.1679 +2025-06-27 23:37:08,707 - pyskl - INFO - Epoch [24][1800/3405] lr: 2.351e-02, eta: 2 days, 6:18:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9425, loss_cls: 4.1712, loss: 4.1712 +2025-06-27 23:37:53,634 - pyskl - INFO - Epoch [24][1900/3405] lr: 2.351e-02, eta: 2 days, 6:17:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9513, loss_cls: 4.1027, loss: 4.1027 +2025-06-27 23:38:38,663 - pyskl - INFO - Epoch [24][2000/3405] lr: 2.351e-02, eta: 2 days, 6:16:50, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9419, loss_cls: 4.1084, loss: 4.1084 +2025-06-27 23:39:23,755 - pyskl - INFO - Epoch [24][2100/3405] lr: 2.350e-02, eta: 2 days, 6:16:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9419, loss_cls: 4.2386, loss: 4.2386 +2025-06-27 23:40:08,690 - pyskl - INFO - Epoch [24][2200/3405] lr: 2.350e-02, eta: 2 days, 6:15:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9400, loss_cls: 4.1909, loss: 4.1909 +2025-06-27 23:40:53,792 - pyskl - INFO - Epoch [24][2300/3405] lr: 2.349e-02, eta: 2 days, 6:14:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9513, loss_cls: 4.2370, loss: 4.2370 +2025-06-27 23:41:38,793 - pyskl - INFO - Epoch [24][2400/3405] lr: 2.349e-02, eta: 2 days, 6:13:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9563, loss_cls: 4.0458, loss: 4.0458 +2025-06-27 23:42:23,888 - pyskl - INFO - Epoch [24][2500/3405] lr: 2.349e-02, eta: 2 days, 6:12:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9525, loss_cls: 4.1839, loss: 4.1839 +2025-06-27 23:43:09,081 - pyskl - INFO - Epoch [24][2600/3405] lr: 2.348e-02, eta: 2 days, 6:12:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9431, loss_cls: 4.3283, loss: 4.3283 +2025-06-27 23:43:54,117 - pyskl - INFO - Epoch [24][2700/3405] lr: 2.348e-02, eta: 2 days, 6:11:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9400, loss_cls: 4.2416, loss: 4.2416 +2025-06-27 23:44:38,932 - pyskl - INFO - Epoch [24][2800/3405] lr: 2.348e-02, eta: 2 days, 6:10:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9506, loss_cls: 4.1092, loss: 4.1092 +2025-06-27 23:45:23,899 - pyskl - INFO - Epoch [24][2900/3405] lr: 2.347e-02, eta: 2 days, 6:09:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9594, loss_cls: 4.1534, loss: 4.1534 +2025-06-27 23:46:08,741 - pyskl - INFO - Epoch [24][3000/3405] lr: 2.347e-02, eta: 2 days, 6:08:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9381, loss_cls: 4.1876, loss: 4.1876 +2025-06-27 23:46:53,536 - pyskl - INFO - Epoch [24][3100/3405] lr: 2.347e-02, eta: 2 days, 6:08:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9363, loss_cls: 4.2682, loss: 4.2682 +2025-06-27 23:47:38,339 - pyskl - INFO - Epoch [24][3200/3405] lr: 2.346e-02, eta: 2 days, 6:07:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9469, loss_cls: 4.2620, loss: 4.2620 +2025-06-27 23:48:23,124 - pyskl - INFO - Epoch [24][3300/3405] lr: 2.346e-02, eta: 2 days, 6:06:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9469, loss_cls: 4.1851, loss: 4.1851 +2025-06-27 23:49:07,920 - pyskl - INFO - Epoch [24][3400/3405] lr: 2.345e-02, eta: 2 days, 6:05:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9494, loss_cls: 4.1566, loss: 4.1566 +2025-06-27 23:49:10,552 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-06-27 23:53:10,785 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 23:53:11,329 - pyskl - INFO - +top1_acc 0.7042 +top5_acc 0.9201 +2025-06-27 23:53:11,351 - pyskl - INFO - Epoch(val) [24][3718] top1_acc: 0.7042, top5_acc: 0.9201 +2025-06-27 23:54:18,711 - pyskl - INFO - Epoch [25][100/3405] lr: 2.345e-02, eta: 2 days, 6:06:37, time: 0.674, data_time: 0.227, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 4.0937, loss: 4.0937 +2025-06-27 23:55:03,326 - pyskl - INFO - Epoch [25][200/3405] lr: 2.345e-02, eta: 2 days, 6:05:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9494, loss_cls: 4.0664, loss: 4.0664 +2025-06-27 23:55:47,970 - pyskl - INFO - Epoch [25][300/3405] lr: 2.344e-02, eta: 2 days, 6:04:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9437, loss_cls: 4.3034, loss: 4.3034 +2025-06-27 23:56:32,643 - pyskl - INFO - Epoch [25][400/3405] lr: 2.344e-02, eta: 2 days, 6:04:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9506, loss_cls: 4.2563, loss: 4.2563 +2025-06-27 23:57:17,315 - pyskl - INFO - Epoch [25][500/3405] lr: 2.344e-02, eta: 2 days, 6:03:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9456, loss_cls: 4.2371, loss: 4.2371 +2025-06-27 23:58:01,961 - pyskl - INFO - Epoch [25][600/3405] lr: 2.343e-02, eta: 2 days, 6:02:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9437, loss_cls: 4.2039, loss: 4.2039 +2025-06-27 23:58:46,617 - pyskl - INFO - Epoch [25][700/3405] lr: 2.343e-02, eta: 2 days, 6:01:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9475, loss_cls: 4.1868, loss: 4.1868 +2025-06-27 23:59:31,288 - pyskl - INFO - Epoch [25][800/3405] lr: 2.342e-02, eta: 2 days, 6:00:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9431, loss_cls: 4.2166, loss: 4.2166 +2025-06-28 00:00:15,988 - pyskl - INFO - Epoch [25][900/3405] lr: 2.342e-02, eta: 2 days, 6:00:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9475, loss_cls: 4.0545, loss: 4.0545 +2025-06-28 00:01:00,635 - pyskl - INFO - Epoch [25][1000/3405] lr: 2.342e-02, eta: 2 days, 5:59:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9481, loss_cls: 4.2393, loss: 4.2393 +2025-06-28 00:01:45,400 - pyskl - INFO - Epoch [25][1100/3405] lr: 2.341e-02, eta: 2 days, 5:58:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9513, loss_cls: 4.0913, loss: 4.0913 +2025-06-28 00:02:30,191 - pyskl - INFO - Epoch [25][1200/3405] lr: 2.341e-02, eta: 2 days, 5:57:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9437, loss_cls: 4.2775, loss: 4.2775 +2025-06-28 00:03:15,134 - pyskl - INFO - Epoch [25][1300/3405] lr: 2.341e-02, eta: 2 days, 5:56:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9581, loss_cls: 4.3188, loss: 4.3188 +2025-06-28 00:03:59,862 - pyskl - INFO - Epoch [25][1400/3405] lr: 2.340e-02, eta: 2 days, 5:55:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9475, loss_cls: 4.1575, loss: 4.1575 +2025-06-28 00:04:44,566 - pyskl - INFO - Epoch [25][1500/3405] lr: 2.340e-02, eta: 2 days, 5:55:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9487, loss_cls: 4.2263, loss: 4.2263 +2025-06-28 00:05:29,334 - pyskl - INFO - Epoch [25][1600/3405] lr: 2.339e-02, eta: 2 days, 5:54:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9494, loss_cls: 4.0433, loss: 4.0433 +2025-06-28 00:06:14,089 - pyskl - INFO - Epoch [25][1700/3405] lr: 2.339e-02, eta: 2 days, 5:53:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9450, loss_cls: 4.1634, loss: 4.1634 +2025-06-28 00:06:59,031 - pyskl - INFO - Epoch [25][1800/3405] lr: 2.339e-02, eta: 2 days, 5:52:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9594, loss_cls: 4.0921, loss: 4.0921 +2025-06-28 00:07:43,990 - pyskl - INFO - Epoch [25][1900/3405] lr: 2.338e-02, eta: 2 days, 5:51:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9519, loss_cls: 4.1327, loss: 4.1327 +2025-06-28 00:08:29,026 - pyskl - INFO - Epoch [25][2000/3405] lr: 2.338e-02, eta: 2 days, 5:51:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9369, loss_cls: 4.2727, loss: 4.2727 +2025-06-28 00:09:13,756 - pyskl - INFO - Epoch [25][2100/3405] lr: 2.338e-02, eta: 2 days, 5:50:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9394, loss_cls: 4.2255, loss: 4.2255 +2025-06-28 00:09:58,387 - pyskl - INFO - Epoch [25][2200/3405] lr: 2.337e-02, eta: 2 days, 5:49:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9419, loss_cls: 4.2297, loss: 4.2297 +2025-06-28 00:10:43,103 - pyskl - INFO - Epoch [25][2300/3405] lr: 2.337e-02, eta: 2 days, 5:48:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9437, loss_cls: 4.2767, loss: 4.2767 +2025-06-28 00:11:27,882 - pyskl - INFO - Epoch [25][2400/3405] lr: 2.336e-02, eta: 2 days, 5:47:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9494, loss_cls: 4.1521, loss: 4.1521 +2025-06-28 00:12:12,485 - pyskl - INFO - Epoch [25][2500/3405] lr: 2.336e-02, eta: 2 days, 5:47:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9550, loss_cls: 4.2145, loss: 4.2145 +2025-06-28 00:12:57,079 - pyskl - INFO - Epoch [25][2600/3405] lr: 2.336e-02, eta: 2 days, 5:46:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9444, loss_cls: 4.2330, loss: 4.2330 +2025-06-28 00:13:41,713 - pyskl - INFO - Epoch [25][2700/3405] lr: 2.335e-02, eta: 2 days, 5:45:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9406, loss_cls: 4.1539, loss: 4.1539 +2025-06-28 00:14:26,316 - pyskl - INFO - Epoch [25][2800/3405] lr: 2.335e-02, eta: 2 days, 5:44:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9444, loss_cls: 4.1699, loss: 4.1699 +2025-06-28 00:15:10,835 - pyskl - INFO - Epoch [25][2900/3405] lr: 2.334e-02, eta: 2 days, 5:43:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9456, loss_cls: 4.1958, loss: 4.1958 +2025-06-28 00:15:55,402 - pyskl - INFO - Epoch [25][3000/3405] lr: 2.334e-02, eta: 2 days, 5:42:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9419, loss_cls: 4.3080, loss: 4.3080 +2025-06-28 00:16:39,998 - pyskl - INFO - Epoch [25][3100/3405] lr: 2.334e-02, eta: 2 days, 5:42:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9425, loss_cls: 4.3458, loss: 4.3458 +2025-06-28 00:17:24,563 - pyskl - INFO - Epoch [25][3200/3405] lr: 2.333e-02, eta: 2 days, 5:41:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9456, loss_cls: 4.1237, loss: 4.1237 +2025-06-28 00:18:09,301 - pyskl - INFO - Epoch [25][3300/3405] lr: 2.333e-02, eta: 2 days, 5:40:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9344, loss_cls: 4.2380, loss: 4.2380 +2025-06-28 00:18:53,823 - pyskl - INFO - Epoch [25][3400/3405] lr: 2.333e-02, eta: 2 days, 5:39:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9500, loss_cls: 4.1970, loss: 4.1970 +2025-06-28 00:18:56,347 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-06-28 00:38:34,918 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 00:38:35,459 - pyskl - INFO - +top1_acc 0.7191 +top5_acc 0.9317 +2025-06-28 00:38:35,511 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_22.pth was removed +2025-06-28 00:38:36,543 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. +2025-06-28 00:38:36,544 - pyskl - INFO - Best top1_acc is 0.7191 at 25 epoch. +2025-06-28 00:38:36,565 - pyskl - INFO - Epoch(val) [25][3718] top1_acc: 0.7191, top5_acc: 0.9317 +2025-06-28 00:39:43,418 - pyskl - INFO - Epoch [26][100/3405] lr: 2.332e-02, eta: 2 days, 5:40:28, time: 0.668, data_time: 0.222, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9531, loss_cls: 3.9839, loss: 3.9839 +2025-06-28 00:40:28,067 - pyskl - INFO - Epoch [26][200/3405] lr: 2.332e-02, eta: 2 days, 5:39:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9537, loss_cls: 4.1082, loss: 4.1082 +2025-06-28 00:41:12,794 - pyskl - INFO - Epoch [26][300/3405] lr: 2.331e-02, eta: 2 days, 5:38:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9606, loss_cls: 4.0212, loss: 4.0212 +2025-06-28 00:41:57,574 - pyskl - INFO - Epoch [26][400/3405] lr: 2.331e-02, eta: 2 days, 5:38:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9425, loss_cls: 4.2110, loss: 4.2110 +2025-06-28 00:42:42,266 - pyskl - INFO - Epoch [26][500/3405] lr: 2.331e-02, eta: 2 days, 5:37:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9544, loss_cls: 4.1087, loss: 4.1087 +2025-06-28 00:43:26,952 - pyskl - INFO - Epoch [26][600/3405] lr: 2.330e-02, eta: 2 days, 5:36:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9456, loss_cls: 4.1461, loss: 4.1461 +2025-06-28 00:44:11,576 - pyskl - INFO - Epoch [26][700/3405] lr: 2.330e-02, eta: 2 days, 5:35:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9531, loss_cls: 4.0558, loss: 4.0558 +2025-06-28 00:44:56,218 - pyskl - INFO - Epoch [26][800/3405] lr: 2.329e-02, eta: 2 days, 5:34:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 4.1959, loss: 4.1959 +2025-06-28 00:45:40,910 - pyskl - INFO - Epoch [26][900/3405] lr: 2.329e-02, eta: 2 days, 5:33:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9513, loss_cls: 4.1236, loss: 4.1236 +2025-06-28 00:46:25,522 - pyskl - INFO - Epoch [26][1000/3405] lr: 2.329e-02, eta: 2 days, 5:33:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9569, loss_cls: 4.2106, loss: 4.2106 +2025-06-28 00:47:10,176 - pyskl - INFO - Epoch [26][1100/3405] lr: 2.328e-02, eta: 2 days, 5:32:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9519, loss_cls: 4.2129, loss: 4.2129 +2025-06-28 00:47:54,906 - pyskl - INFO - Epoch [26][1200/3405] lr: 2.328e-02, eta: 2 days, 5:31:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9450, loss_cls: 4.1418, loss: 4.1418 +2025-06-28 00:48:39,654 - pyskl - INFO - Epoch [26][1300/3405] lr: 2.328e-02, eta: 2 days, 5:30:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9487, loss_cls: 4.1220, loss: 4.1220 +2025-06-28 00:49:24,452 - pyskl - INFO - Epoch [26][1400/3405] lr: 2.327e-02, eta: 2 days, 5:29:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9337, loss_cls: 4.1810, loss: 4.1810 +2025-06-28 00:50:09,275 - pyskl - INFO - Epoch [26][1500/3405] lr: 2.327e-02, eta: 2 days, 5:29:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9531, loss_cls: 4.0778, loss: 4.0778 +2025-06-28 00:50:54,020 - pyskl - INFO - Epoch [26][1600/3405] lr: 2.326e-02, eta: 2 days, 5:28:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9413, loss_cls: 4.2240, loss: 4.2240 +2025-06-28 00:51:38,712 - pyskl - INFO - Epoch [26][1700/3405] lr: 2.326e-02, eta: 2 days, 5:27:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9506, loss_cls: 4.2137, loss: 4.2137 +2025-06-28 00:52:23,284 - pyskl - INFO - Epoch [26][1800/3405] lr: 2.326e-02, eta: 2 days, 5:26:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9469, loss_cls: 4.0304, loss: 4.0304 +2025-06-28 00:53:08,056 - pyskl - INFO - Epoch [26][1900/3405] lr: 2.325e-02, eta: 2 days, 5:25:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9394, loss_cls: 4.2966, loss: 4.2966 +2025-06-28 00:53:52,806 - pyskl - INFO - Epoch [26][2000/3405] lr: 2.325e-02, eta: 2 days, 5:25:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9537, loss_cls: 4.1430, loss: 4.1430 +2025-06-28 00:54:37,522 - pyskl - INFO - Epoch [26][2100/3405] lr: 2.324e-02, eta: 2 days, 5:24:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9519, loss_cls: 4.1402, loss: 4.1402 +2025-06-28 00:55:22,343 - pyskl - INFO - Epoch [26][2200/3405] lr: 2.324e-02, eta: 2 days, 5:23:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9525, loss_cls: 4.1770, loss: 4.1770 +2025-06-28 00:56:07,262 - pyskl - INFO - Epoch [26][2300/3405] lr: 2.324e-02, eta: 2 days, 5:22:36, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9387, loss_cls: 4.2510, loss: 4.2510 +2025-06-28 00:56:52,231 - pyskl - INFO - Epoch [26][2400/3405] lr: 2.323e-02, eta: 2 days, 5:21:48, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9431, loss_cls: 4.1811, loss: 4.1811 +2025-06-28 00:57:37,126 - pyskl - INFO - Epoch [26][2500/3405] lr: 2.323e-02, eta: 2 days, 5:21:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9450, loss_cls: 4.1209, loss: 4.1209 +2025-06-28 00:58:21,984 - pyskl - INFO - Epoch [26][2600/3405] lr: 2.322e-02, eta: 2 days, 5:20:13, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9481, loss_cls: 4.1832, loss: 4.1832 +2025-06-28 00:59:06,762 - pyskl - INFO - Epoch [26][2700/3405] lr: 2.322e-02, eta: 2 days, 5:19:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9331, loss_cls: 4.2870, loss: 4.2870 +2025-06-28 00:59:51,622 - pyskl - INFO - Epoch [26][2800/3405] lr: 2.322e-02, eta: 2 days, 5:18:36, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9413, loss_cls: 4.2150, loss: 4.2150 +2025-06-28 01:00:36,458 - pyskl - INFO - Epoch [26][2900/3405] lr: 2.321e-02, eta: 2 days, 5:17:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9419, loss_cls: 4.2361, loss: 4.2361 +2025-06-28 01:01:21,213 - pyskl - INFO - Epoch [26][3000/3405] lr: 2.321e-02, eta: 2 days, 5:17:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9437, loss_cls: 4.2946, loss: 4.2946 +2025-06-28 01:02:05,959 - pyskl - INFO - Epoch [26][3100/3405] lr: 2.320e-02, eta: 2 days, 5:16:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9469, loss_cls: 4.2675, loss: 4.2675 +2025-06-28 01:02:50,700 - pyskl - INFO - Epoch [26][3200/3405] lr: 2.320e-02, eta: 2 days, 5:15:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9494, loss_cls: 4.1565, loss: 4.1565 +2025-06-28 01:03:35,415 - pyskl - INFO - Epoch [26][3300/3405] lr: 2.320e-02, eta: 2 days, 5:14:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9419, loss_cls: 4.2434, loss: 4.2434 +2025-06-28 01:04:20,172 - pyskl - INFO - Epoch [26][3400/3405] lr: 2.319e-02, eta: 2 days, 5:13:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9375, loss_cls: 4.2984, loss: 4.2984 +2025-06-28 01:04:22,754 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-06-28 01:08:22,787 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 01:08:23,335 - pyskl - INFO - +top1_acc 0.7021 +top5_acc 0.9220 +2025-06-28 01:08:23,355 - pyskl - INFO - Epoch(val) [26][3718] top1_acc: 0.7021, top5_acc: 0.9220 +2025-06-28 01:09:30,534 - pyskl - INFO - Epoch [27][100/3405] lr: 2.319e-02, eta: 2 days, 5:14:31, time: 0.672, data_time: 0.224, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9575, loss_cls: 4.1435, loss: 4.1435 +2025-06-28 01:10:15,302 - pyskl - INFO - Epoch [27][200/3405] lr: 2.318e-02, eta: 2 days, 5:13:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9425, loss_cls: 4.0364, loss: 4.0364 +2025-06-28 01:11:00,097 - pyskl - INFO - Epoch [27][300/3405] lr: 2.318e-02, eta: 2 days, 5:12:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9481, loss_cls: 4.1481, loss: 4.1481 +2025-06-28 01:11:44,962 - pyskl - INFO - Epoch [27][400/3405] lr: 2.318e-02, eta: 2 days, 5:12:07, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9387, loss_cls: 4.2121, loss: 4.2121 +2025-06-28 01:12:29,833 - pyskl - INFO - Epoch [27][500/3405] lr: 2.317e-02, eta: 2 days, 5:11:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9469, loss_cls: 4.2378, loss: 4.2378 +2025-06-28 01:13:14,762 - pyskl - INFO - Epoch [27][600/3405] lr: 2.317e-02, eta: 2 days, 5:10:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9463, loss_cls: 4.1734, loss: 4.1734 +2025-06-28 01:13:59,669 - pyskl - INFO - Epoch [27][700/3405] lr: 2.316e-02, eta: 2 days, 5:09:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9481, loss_cls: 4.1055, loss: 4.1055 +2025-06-28 01:14:44,365 - pyskl - INFO - Epoch [27][800/3405] lr: 2.316e-02, eta: 2 days, 5:08:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9525, loss_cls: 4.0697, loss: 4.0697 +2025-06-28 01:15:29,111 - pyskl - INFO - Epoch [27][900/3405] lr: 2.316e-02, eta: 2 days, 5:08:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9613, loss_cls: 4.0850, loss: 4.0850 +2025-06-28 01:16:13,821 - pyskl - INFO - Epoch [27][1000/3405] lr: 2.315e-02, eta: 2 days, 5:07:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9463, loss_cls: 4.0411, loss: 4.0411 +2025-06-28 01:16:58,507 - pyskl - INFO - Epoch [27][1100/3405] lr: 2.315e-02, eta: 2 days, 5:06:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9587, loss_cls: 3.9606, loss: 3.9606 +2025-06-28 01:17:43,332 - pyskl - INFO - Epoch [27][1200/3405] lr: 2.314e-02, eta: 2 days, 5:05:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9519, loss_cls: 4.1932, loss: 4.1932 +2025-06-28 01:18:27,919 - pyskl - INFO - Epoch [27][1300/3405] lr: 2.314e-02, eta: 2 days, 5:04:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9387, loss_cls: 4.2047, loss: 4.2047 +2025-06-28 01:19:12,523 - pyskl - INFO - Epoch [27][1400/3405] lr: 2.314e-02, eta: 2 days, 5:04:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9531, loss_cls: 4.1305, loss: 4.1305 +2025-06-28 01:19:57,155 - pyskl - INFO - Epoch [27][1500/3405] lr: 2.313e-02, eta: 2 days, 5:03:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9456, loss_cls: 4.1563, loss: 4.1563 +2025-06-28 01:20:41,783 - pyskl - INFO - Epoch [27][1600/3405] lr: 2.313e-02, eta: 2 days, 5:02:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9494, loss_cls: 4.0825, loss: 4.0825 +2025-06-28 01:21:26,401 - pyskl - INFO - Epoch [27][1700/3405] lr: 2.312e-02, eta: 2 days, 5:01:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9450, loss_cls: 4.2302, loss: 4.2302 +2025-06-28 01:22:11,068 - pyskl - INFO - Epoch [27][1800/3405] lr: 2.312e-02, eta: 2 days, 5:00:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9581, loss_cls: 4.0452, loss: 4.0452 +2025-06-28 01:22:55,826 - pyskl - INFO - Epoch [27][1900/3405] lr: 2.312e-02, eta: 2 days, 4:59:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9475, loss_cls: 4.1387, loss: 4.1387 +2025-06-28 01:23:40,673 - pyskl - INFO - Epoch [27][2000/3405] lr: 2.311e-02, eta: 2 days, 4:59:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9444, loss_cls: 4.1810, loss: 4.1810 +2025-06-28 01:24:25,653 - pyskl - INFO - Epoch [27][2100/3405] lr: 2.311e-02, eta: 2 days, 4:58:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9481, loss_cls: 4.1763, loss: 4.1763 +2025-06-28 01:25:10,420 - pyskl - INFO - Epoch [27][2200/3405] lr: 2.310e-02, eta: 2 days, 4:57:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9463, loss_cls: 4.2473, loss: 4.2473 +2025-06-28 01:25:55,195 - pyskl - INFO - Epoch [27][2300/3405] lr: 2.310e-02, eta: 2 days, 4:56:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9413, loss_cls: 4.1852, loss: 4.1852 +2025-06-28 01:26:39,998 - pyskl - INFO - Epoch [27][2400/3405] lr: 2.310e-02, eta: 2 days, 4:55:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9513, loss_cls: 4.1221, loss: 4.1221 +2025-06-28 01:27:24,823 - pyskl - INFO - Epoch [27][2500/3405] lr: 2.309e-02, eta: 2 days, 4:55:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9356, loss_cls: 4.2570, loss: 4.2570 +2025-06-28 01:28:09,852 - pyskl - INFO - Epoch [27][2600/3405] lr: 2.309e-02, eta: 2 days, 4:54:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9369, loss_cls: 4.2592, loss: 4.2592 +2025-06-28 01:28:54,537 - pyskl - INFO - Epoch [27][2700/3405] lr: 2.308e-02, eta: 2 days, 4:53:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9469, loss_cls: 4.1017, loss: 4.1017 +2025-06-28 01:29:39,494 - pyskl - INFO - Epoch [27][2800/3405] lr: 2.308e-02, eta: 2 days, 4:52:47, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9400, loss_cls: 4.2346, loss: 4.2346 +2025-06-28 01:30:24,247 - pyskl - INFO - Epoch [27][2900/3405] lr: 2.307e-02, eta: 2 days, 4:51:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9450, loss_cls: 4.1236, loss: 4.1236 +2025-06-28 01:31:08,977 - pyskl - INFO - Epoch [27][3000/3405] lr: 2.307e-02, eta: 2 days, 4:51:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9537, loss_cls: 4.0261, loss: 4.0261 +2025-06-28 01:31:53,723 - pyskl - INFO - Epoch [27][3100/3405] lr: 2.307e-02, eta: 2 days, 4:50:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9437, loss_cls: 4.1280, loss: 4.1280 +2025-06-28 01:32:38,592 - pyskl - INFO - Epoch [27][3200/3405] lr: 2.306e-02, eta: 2 days, 4:49:34, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9594, loss_cls: 4.1410, loss: 4.1410 +2025-06-28 01:33:23,309 - pyskl - INFO - Epoch [27][3300/3405] lr: 2.306e-02, eta: 2 days, 4:48:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9425, loss_cls: 4.2226, loss: 4.2226 +2025-06-28 01:34:08,095 - pyskl - INFO - Epoch [27][3400/3405] lr: 2.305e-02, eta: 2 days, 4:47:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9375, loss_cls: 4.2883, loss: 4.2883 +2025-06-28 01:34:10,669 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-06-28 01:38:07,983 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 01:38:08,528 - pyskl - INFO - +top1_acc 0.6915 +top5_acc 0.9217 +2025-06-28 01:38:08,547 - pyskl - INFO - Epoch(val) [27][3718] top1_acc: 0.6915, top5_acc: 0.9217 +2025-06-28 01:39:15,845 - pyskl - INFO - Epoch [28][100/3405] lr: 2.305e-02, eta: 2 days, 4:48:39, time: 0.673, data_time: 0.226, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9525, loss_cls: 4.0631, loss: 4.0631 +2025-06-28 01:40:00,611 - pyskl - INFO - Epoch [28][200/3405] lr: 2.305e-02, eta: 2 days, 4:47:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9506, loss_cls: 4.0995, loss: 4.0995 +2025-06-28 01:40:45,371 - pyskl - INFO - Epoch [28][300/3405] lr: 2.304e-02, eta: 2 days, 4:47:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9494, loss_cls: 4.1212, loss: 4.1212 +2025-06-28 01:41:30,164 - pyskl - INFO - Epoch [28][400/3405] lr: 2.304e-02, eta: 2 days, 4:46:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9544, loss_cls: 4.1693, loss: 4.1693 +2025-06-28 01:42:14,859 - pyskl - INFO - Epoch [28][500/3405] lr: 2.303e-02, eta: 2 days, 4:45:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9456, loss_cls: 4.2088, loss: 4.2088 +2025-06-28 01:42:59,655 - pyskl - INFO - Epoch [28][600/3405] lr: 2.303e-02, eta: 2 days, 4:44:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9625, loss_cls: 4.0672, loss: 4.0672 +2025-06-28 01:43:44,428 - pyskl - INFO - Epoch [28][700/3405] lr: 2.303e-02, eta: 2 days, 4:43:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9475, loss_cls: 4.1143, loss: 4.1143 +2025-06-28 01:44:29,186 - pyskl - INFO - Epoch [28][800/3405] lr: 2.302e-02, eta: 2 days, 4:43:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9525, loss_cls: 4.0854, loss: 4.0854 +2025-06-28 01:45:14,013 - pyskl - INFO - Epoch [28][900/3405] lr: 2.302e-02, eta: 2 days, 4:42:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9456, loss_cls: 4.2438, loss: 4.2438 +2025-06-28 01:45:58,824 - pyskl - INFO - Epoch [28][1000/3405] lr: 2.301e-02, eta: 2 days, 4:41:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9563, loss_cls: 4.0866, loss: 4.0866 +2025-06-28 01:46:43,578 - pyskl - INFO - Epoch [28][1100/3405] lr: 2.301e-02, eta: 2 days, 4:40:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9519, loss_cls: 4.0075, loss: 4.0075 +2025-06-28 01:47:28,377 - pyskl - INFO - Epoch [28][1200/3405] lr: 2.300e-02, eta: 2 days, 4:39:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9456, loss_cls: 4.2230, loss: 4.2230 +2025-06-28 01:48:13,232 - pyskl - INFO - Epoch [28][1300/3405] lr: 2.300e-02, eta: 2 days, 4:39:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9544, loss_cls: 4.1174, loss: 4.1174 +2025-06-28 01:48:57,946 - pyskl - INFO - Epoch [28][1400/3405] lr: 2.300e-02, eta: 2 days, 4:38:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9469, loss_cls: 4.0963, loss: 4.0963 +2025-06-28 01:49:42,698 - pyskl - INFO - Epoch [28][1500/3405] lr: 2.299e-02, eta: 2 days, 4:37:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9437, loss_cls: 4.2044, loss: 4.2044 +2025-06-28 01:50:27,531 - pyskl - INFO - Epoch [28][1600/3405] lr: 2.299e-02, eta: 2 days, 4:36:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9419, loss_cls: 4.2366, loss: 4.2366 +2025-06-28 01:51:12,350 - pyskl - INFO - Epoch [28][1700/3405] lr: 2.298e-02, eta: 2 days, 4:35:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9387, loss_cls: 4.2103, loss: 4.2103 +2025-06-28 01:51:57,257 - pyskl - INFO - Epoch [28][1800/3405] lr: 2.298e-02, eta: 2 days, 4:35:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9537, loss_cls: 4.0283, loss: 4.0283 +2025-06-28 01:52:42,025 - pyskl - INFO - Epoch [28][1900/3405] lr: 2.298e-02, eta: 2 days, 4:34:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9563, loss_cls: 4.0836, loss: 4.0836 +2025-06-28 01:53:26,796 - pyskl - INFO - Epoch [28][2000/3405] lr: 2.297e-02, eta: 2 days, 4:33:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9450, loss_cls: 4.1400, loss: 4.1400 +2025-06-28 01:54:11,535 - pyskl - INFO - Epoch [28][2100/3405] lr: 2.297e-02, eta: 2 days, 4:32:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9500, loss_cls: 4.1889, loss: 4.1889 +2025-06-28 01:54:56,398 - pyskl - INFO - Epoch [28][2200/3405] lr: 2.296e-02, eta: 2 days, 4:31:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9456, loss_cls: 4.1285, loss: 4.1285 +2025-06-28 01:55:41,346 - pyskl - INFO - Epoch [28][2300/3405] lr: 2.296e-02, eta: 2 days, 4:31:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9406, loss_cls: 4.2566, loss: 4.2566 +2025-06-28 01:56:26,339 - pyskl - INFO - Epoch [28][2400/3405] lr: 2.295e-02, eta: 2 days, 4:30:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9425, loss_cls: 4.1926, loss: 4.1926 +2025-06-28 01:57:11,198 - pyskl - INFO - Epoch [28][2500/3405] lr: 2.295e-02, eta: 2 days, 4:29:26, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9456, loss_cls: 4.0730, loss: 4.0730 +2025-06-28 01:57:55,994 - pyskl - INFO - Epoch [28][2600/3405] lr: 2.295e-02, eta: 2 days, 4:28:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9437, loss_cls: 4.1488, loss: 4.1488 +2025-06-28 01:58:41,062 - pyskl - INFO - Epoch [28][2700/3405] lr: 2.294e-02, eta: 2 days, 4:27:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9419, loss_cls: 4.0957, loss: 4.0957 +2025-06-28 01:59:26,049 - pyskl - INFO - Epoch [28][2800/3405] lr: 2.294e-02, eta: 2 days, 4:27:04, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9481, loss_cls: 4.2621, loss: 4.2621 +2025-06-28 02:00:10,853 - pyskl - INFO - Epoch [28][2900/3405] lr: 2.293e-02, eta: 2 days, 4:26:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9337, loss_cls: 4.2295, loss: 4.2295 +2025-06-28 02:00:55,808 - pyskl - INFO - Epoch [28][3000/3405] lr: 2.293e-02, eta: 2 days, 4:25:29, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9444, loss_cls: 4.2956, loss: 4.2956 +2025-06-28 02:01:40,537 - pyskl - INFO - Epoch [28][3100/3405] lr: 2.292e-02, eta: 2 days, 4:24:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9575, loss_cls: 4.0898, loss: 4.0898 +2025-06-28 02:02:25,271 - pyskl - INFO - Epoch [28][3200/3405] lr: 2.292e-02, eta: 2 days, 4:23:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9444, loss_cls: 4.2509, loss: 4.2509 +2025-06-28 02:03:10,026 - pyskl - INFO - Epoch [28][3300/3405] lr: 2.292e-02, eta: 2 days, 4:23:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9475, loss_cls: 4.2481, loss: 4.2481 +2025-06-28 02:03:54,772 - pyskl - INFO - Epoch [28][3400/3405] lr: 2.291e-02, eta: 2 days, 4:22:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9400, loss_cls: 4.2422, loss: 4.2422 +2025-06-28 02:03:57,372 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-06-28 02:07:57,357 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 02:07:57,898 - pyskl - INFO - +top1_acc 0.6725 +top5_acc 0.9154 +2025-06-28 02:07:57,917 - pyskl - INFO - Epoch(val) [28][3718] top1_acc: 0.6725, top5_acc: 0.9154 +2025-06-28 02:09:04,837 - pyskl - INFO - Epoch [29][100/3405] lr: 2.291e-02, eta: 2 days, 4:22:52, time: 0.669, data_time: 0.223, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9487, loss_cls: 4.0148, loss: 4.0148 +2025-06-28 02:09:49,580 - pyskl - INFO - Epoch [29][200/3405] lr: 2.290e-02, eta: 2 days, 4:22:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9587, loss_cls: 4.0305, loss: 4.0305 +2025-06-28 02:10:34,307 - pyskl - INFO - Epoch [29][300/3405] lr: 2.290e-02, eta: 2 days, 4:21:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9406, loss_cls: 4.1398, loss: 4.1398 +2025-06-28 02:11:19,053 - pyskl - INFO - Epoch [29][400/3405] lr: 2.289e-02, eta: 2 days, 4:20:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9544, loss_cls: 4.0493, loss: 4.0493 +2025-06-28 02:12:03,883 - pyskl - INFO - Epoch [29][500/3405] lr: 2.289e-02, eta: 2 days, 4:19:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9544, loss_cls: 4.1545, loss: 4.1545 +2025-06-28 02:12:48,728 - pyskl - INFO - Epoch [29][600/3405] lr: 2.289e-02, eta: 2 days, 4:18:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9506, loss_cls: 4.0919, loss: 4.0919 +2025-06-28 02:13:33,586 - pyskl - INFO - Epoch [29][700/3405] lr: 2.288e-02, eta: 2 days, 4:18:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9425, loss_cls: 4.1238, loss: 4.1238 +2025-06-28 02:14:18,444 - pyskl - INFO - Epoch [29][800/3405] lr: 2.288e-02, eta: 2 days, 4:17:16, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9537, loss_cls: 4.1628, loss: 4.1628 +2025-06-28 02:15:03,202 - pyskl - INFO - Epoch [29][900/3405] lr: 2.287e-02, eta: 2 days, 4:16:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9506, loss_cls: 4.1693, loss: 4.1693 +2025-06-28 02:15:48,012 - pyskl - INFO - Epoch [29][1000/3405] lr: 2.287e-02, eta: 2 days, 4:15:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9494, loss_cls: 4.1127, loss: 4.1127 +2025-06-28 02:16:32,869 - pyskl - INFO - Epoch [29][1100/3405] lr: 2.286e-02, eta: 2 days, 4:14:52, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9531, loss_cls: 4.2093, loss: 4.2093 +2025-06-28 02:17:17,705 - pyskl - INFO - Epoch [29][1200/3405] lr: 2.286e-02, eta: 2 days, 4:14:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9494, loss_cls: 4.1623, loss: 4.1623 +2025-06-28 02:18:02,601 - pyskl - INFO - Epoch [29][1300/3405] lr: 2.286e-02, eta: 2 days, 4:13:17, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9513, loss_cls: 4.0827, loss: 4.0827 +2025-06-28 02:18:47,472 - pyskl - INFO - Epoch [29][1400/3405] lr: 2.285e-02, eta: 2 days, 4:12:29, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9487, loss_cls: 4.1301, loss: 4.1301 +2025-06-28 02:19:32,284 - pyskl - INFO - Epoch [29][1500/3405] lr: 2.285e-02, eta: 2 days, 4:11:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9513, loss_cls: 4.1486, loss: 4.1486 +2025-06-28 02:20:17,013 - pyskl - INFO - Epoch [29][1600/3405] lr: 2.284e-02, eta: 2 days, 4:10:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9494, loss_cls: 4.0329, loss: 4.0329 +2025-06-28 02:21:01,872 - pyskl - INFO - Epoch [29][1700/3405] lr: 2.284e-02, eta: 2 days, 4:10:06, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9413, loss_cls: 4.1462, loss: 4.1462 +2025-06-28 02:21:46,783 - pyskl - INFO - Epoch [29][1800/3405] lr: 2.283e-02, eta: 2 days, 4:09:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9431, loss_cls: 4.2133, loss: 4.2133 +2025-06-28 02:22:31,540 - pyskl - INFO - Epoch [29][1900/3405] lr: 2.283e-02, eta: 2 days, 4:08:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9494, loss_cls: 4.0698, loss: 4.0698 +2025-06-28 02:23:16,497 - pyskl - INFO - Epoch [29][2000/3405] lr: 2.283e-02, eta: 2 days, 4:07:43, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9437, loss_cls: 4.1074, loss: 4.1074 +2025-06-28 02:24:01,412 - pyskl - INFO - Epoch [29][2100/3405] lr: 2.282e-02, eta: 2 days, 4:06:55, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9444, loss_cls: 4.1454, loss: 4.1454 +2025-06-28 02:24:46,473 - pyskl - INFO - Epoch [29][2200/3405] lr: 2.282e-02, eta: 2 days, 4:06:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9481, loss_cls: 4.1944, loss: 4.1944 +2025-06-28 02:25:31,490 - pyskl - INFO - Epoch [29][2300/3405] lr: 2.281e-02, eta: 2 days, 4:05:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9456, loss_cls: 4.2704, loss: 4.2704 +2025-06-28 02:26:16,272 - pyskl - INFO - Epoch [29][2400/3405] lr: 2.281e-02, eta: 2 days, 4:04:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9481, loss_cls: 4.1400, loss: 4.1400 +2025-06-28 02:27:01,034 - pyskl - INFO - Epoch [29][2500/3405] lr: 2.280e-02, eta: 2 days, 4:03:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9450, loss_cls: 4.1061, loss: 4.1061 +2025-06-28 02:27:45,834 - pyskl - INFO - Epoch [29][2600/3405] lr: 2.280e-02, eta: 2 days, 4:02:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9456, loss_cls: 4.1547, loss: 4.1547 +2025-06-28 02:28:30,771 - pyskl - INFO - Epoch [29][2700/3405] lr: 2.280e-02, eta: 2 days, 4:02:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9437, loss_cls: 4.1840, loss: 4.1840 +2025-06-28 02:29:15,711 - pyskl - INFO - Epoch [29][2800/3405] lr: 2.279e-02, eta: 2 days, 4:01:23, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9475, loss_cls: 4.1322, loss: 4.1322 +2025-06-28 02:30:00,550 - pyskl - INFO - Epoch [29][2900/3405] lr: 2.279e-02, eta: 2 days, 4:00:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9469, loss_cls: 4.1145, loss: 4.1145 +2025-06-28 02:30:45,422 - pyskl - INFO - Epoch [29][3000/3405] lr: 2.278e-02, eta: 2 days, 3:59:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9581, loss_cls: 3.9344, loss: 3.9344 +2025-06-28 02:31:30,344 - pyskl - INFO - Epoch [29][3100/3405] lr: 2.278e-02, eta: 2 days, 3:59:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9450, loss_cls: 4.1315, loss: 4.1315 +2025-06-28 02:32:15,390 - pyskl - INFO - Epoch [29][3200/3405] lr: 2.277e-02, eta: 2 days, 3:58:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9494, loss_cls: 4.2066, loss: 4.2066 +2025-06-28 02:33:00,143 - pyskl - INFO - Epoch [29][3300/3405] lr: 2.277e-02, eta: 2 days, 3:57:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9444, loss_cls: 4.1541, loss: 4.1541 +2025-06-28 02:33:44,852 - pyskl - INFO - Epoch [29][3400/3405] lr: 2.276e-02, eta: 2 days, 3:56:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9494, loss_cls: 4.0840, loss: 4.0840 +2025-06-28 02:33:47,435 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-06-28 02:37:47,309 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 02:37:47,853 - pyskl - INFO - +top1_acc 0.7033 +top5_acc 0.9319 +2025-06-28 02:37:47,872 - pyskl - INFO - Epoch(val) [29][3718] top1_acc: 0.7033, top5_acc: 0.9319 +2025-06-28 02:38:54,882 - pyskl - INFO - Epoch [30][100/3405] lr: 2.276e-02, eta: 2 days, 3:57:10, time: 0.670, data_time: 0.223, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9537, loss_cls: 3.9993, loss: 3.9993 +2025-06-28 02:39:39,684 - pyskl - INFO - Epoch [30][200/3405] lr: 2.276e-02, eta: 2 days, 3:56:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9544, loss_cls: 4.0338, loss: 4.0338 +2025-06-28 02:40:24,811 - pyskl - INFO - Epoch [30][300/3405] lr: 2.275e-02, eta: 2 days, 3:55:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9525, loss_cls: 4.0992, loss: 4.0992 +2025-06-28 02:41:09,726 - pyskl - INFO - Epoch [30][400/3405] lr: 2.275e-02, eta: 2 days, 3:54:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9456, loss_cls: 4.1043, loss: 4.1043 +2025-06-28 02:41:54,520 - pyskl - INFO - Epoch [30][500/3405] lr: 2.274e-02, eta: 2 days, 3:54:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9556, loss_cls: 4.0646, loss: 4.0646 +2025-06-28 02:42:39,242 - pyskl - INFO - Epoch [30][600/3405] lr: 2.274e-02, eta: 2 days, 3:53:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9587, loss_cls: 4.0872, loss: 4.0872 +2025-06-28 02:43:23,987 - pyskl - INFO - Epoch [30][700/3405] lr: 2.273e-02, eta: 2 days, 3:52:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9500, loss_cls: 4.1478, loss: 4.1478 +2025-06-28 02:44:08,677 - pyskl - INFO - Epoch [30][800/3405] lr: 2.273e-02, eta: 2 days, 3:51:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9394, loss_cls: 4.2019, loss: 4.2019 +2025-06-28 02:44:53,450 - pyskl - INFO - Epoch [30][900/3405] lr: 2.272e-02, eta: 2 days, 3:50:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9475, loss_cls: 4.1895, loss: 4.1895 +2025-06-28 02:45:38,216 - pyskl - INFO - Epoch [30][1000/3405] lr: 2.272e-02, eta: 2 days, 3:50:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9494, loss_cls: 4.0814, loss: 4.0814 +2025-06-28 02:46:22,923 - pyskl - INFO - Epoch [30][1100/3405] lr: 2.272e-02, eta: 2 days, 3:49:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9481, loss_cls: 4.0528, loss: 4.0528 +2025-06-28 02:47:07,646 - pyskl - INFO - Epoch [30][1200/3405] lr: 2.271e-02, eta: 2 days, 3:48:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9487, loss_cls: 4.1331, loss: 4.1331 +2025-06-28 02:47:52,334 - pyskl - INFO - Epoch [30][1300/3405] lr: 2.271e-02, eta: 2 days, 3:47:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9550, loss_cls: 4.1274, loss: 4.1274 +2025-06-28 02:48:37,034 - pyskl - INFO - Epoch [30][1400/3405] lr: 2.270e-02, eta: 2 days, 3:46:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9563, loss_cls: 4.1771, loss: 4.1771 +2025-06-28 02:49:21,871 - pyskl - INFO - Epoch [30][1500/3405] lr: 2.270e-02, eta: 2 days, 3:45:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9469, loss_cls: 4.1651, loss: 4.1651 +2025-06-28 02:50:06,616 - pyskl - INFO - Epoch [30][1600/3405] lr: 2.269e-02, eta: 2 days, 3:45:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9431, loss_cls: 4.2353, loss: 4.2353 +2025-06-28 02:50:51,412 - pyskl - INFO - Epoch [30][1700/3405] lr: 2.269e-02, eta: 2 days, 3:44:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9531, loss_cls: 4.1732, loss: 4.1732 +2025-06-28 02:51:36,218 - pyskl - INFO - Epoch [30][1800/3405] lr: 2.268e-02, eta: 2 days, 3:43:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9513, loss_cls: 4.1147, loss: 4.1147 +2025-06-28 02:52:21,012 - pyskl - INFO - Epoch [30][1900/3405] lr: 2.268e-02, eta: 2 days, 3:42:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9519, loss_cls: 4.1448, loss: 4.1448 +2025-06-28 02:53:05,786 - pyskl - INFO - Epoch [30][2000/3405] lr: 2.268e-02, eta: 2 days, 3:41:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9525, loss_cls: 3.9983, loss: 3.9983 +2025-06-28 02:53:50,550 - pyskl - INFO - Epoch [30][2100/3405] lr: 2.267e-02, eta: 2 days, 3:41:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9469, loss_cls: 4.0317, loss: 4.0317 +2025-06-28 02:54:35,320 - pyskl - INFO - Epoch [30][2200/3405] lr: 2.267e-02, eta: 2 days, 3:40:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9556, loss_cls: 4.0169, loss: 4.0169 +2025-06-28 02:55:20,027 - pyskl - INFO - Epoch [30][2300/3405] lr: 2.266e-02, eta: 2 days, 3:39:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9581, loss_cls: 4.0448, loss: 4.0448 +2025-06-28 02:56:04,963 - pyskl - INFO - Epoch [30][2400/3405] lr: 2.266e-02, eta: 2 days, 3:38:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9394, loss_cls: 4.2086, loss: 4.2086 +2025-06-28 02:56:49,999 - pyskl - INFO - Epoch [30][2500/3405] lr: 2.265e-02, eta: 2 days, 3:38:01, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9463, loss_cls: 4.0784, loss: 4.0784 +2025-06-28 02:57:35,043 - pyskl - INFO - Epoch [30][2600/3405] lr: 2.265e-02, eta: 2 days, 3:37:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9519, loss_cls: 4.1023, loss: 4.1023 +2025-06-28 02:58:20,065 - pyskl - INFO - Epoch [30][2700/3405] lr: 2.264e-02, eta: 2 days, 3:36:28, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9400, loss_cls: 4.1432, loss: 4.1432 +2025-06-28 02:59:05,002 - pyskl - INFO - Epoch [30][2800/3405] lr: 2.264e-02, eta: 2 days, 3:35:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9425, loss_cls: 4.2182, loss: 4.2182 +2025-06-28 02:59:49,884 - pyskl - INFO - Epoch [30][2900/3405] lr: 2.264e-02, eta: 2 days, 3:34:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9513, loss_cls: 4.0580, loss: 4.0580 +2025-06-28 03:00:34,748 - pyskl - INFO - Epoch [30][3000/3405] lr: 2.263e-02, eta: 2 days, 3:34:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9531, loss_cls: 4.1407, loss: 4.1407 +2025-06-28 03:01:19,408 - pyskl - INFO - Epoch [30][3100/3405] lr: 2.263e-02, eta: 2 days, 3:33:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9463, loss_cls: 4.1026, loss: 4.1026 +2025-06-28 03:02:04,138 - pyskl - INFO - Epoch [30][3200/3405] lr: 2.262e-02, eta: 2 days, 3:32:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9506, loss_cls: 4.0443, loss: 4.0443 +2025-06-28 03:02:48,898 - pyskl - INFO - Epoch [30][3300/3405] lr: 2.262e-02, eta: 2 days, 3:31:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9363, loss_cls: 4.1989, loss: 4.1989 +2025-06-28 03:03:33,550 - pyskl - INFO - Epoch [30][3400/3405] lr: 2.261e-02, eta: 2 days, 3:30:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9563, loss_cls: 4.0865, loss: 4.0865 +2025-06-28 03:03:36,096 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-06-28 03:22:47,544 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 03:22:48,084 - pyskl - INFO - +top1_acc 0.6866 +top5_acc 0.9169 +2025-06-28 03:22:48,105 - pyskl - INFO - Epoch(val) [30][3718] top1_acc: 0.6866, top5_acc: 0.9169 +2025-06-28 03:23:54,827 - pyskl - INFO - Epoch [31][100/3405] lr: 2.261e-02, eta: 2 days, 3:31:21, time: 0.667, data_time: 0.220, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 3.9785, loss: 3.9785 +2025-06-28 03:24:39,470 - pyskl - INFO - Epoch [31][200/3405] lr: 2.260e-02, eta: 2 days, 3:30:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9437, loss_cls: 4.2009, loss: 4.2009 +2025-06-28 03:25:24,343 - pyskl - INFO - Epoch [31][300/3405] lr: 2.260e-02, eta: 2 days, 3:29:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9519, loss_cls: 4.0274, loss: 4.0274 +2025-06-28 03:26:09,200 - pyskl - INFO - Epoch [31][400/3405] lr: 2.259e-02, eta: 2 days, 3:28:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 4.0281, loss: 4.0281 +2025-06-28 03:26:54,016 - pyskl - INFO - Epoch [31][500/3405] lr: 2.259e-02, eta: 2 days, 3:28:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9375, loss_cls: 4.0846, loss: 4.0846 +2025-06-28 03:27:38,714 - pyskl - INFO - Epoch [31][600/3405] lr: 2.259e-02, eta: 2 days, 3:27:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 3.9479, loss: 3.9479 +2025-06-28 03:28:23,430 - pyskl - INFO - Epoch [31][700/3405] lr: 2.258e-02, eta: 2 days, 3:26:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 3.9449, loss: 3.9449 +2025-06-28 03:29:08,053 - pyskl - INFO - Epoch [31][800/3405] lr: 2.258e-02, eta: 2 days, 3:25:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9450, loss_cls: 4.1424, loss: 4.1424 +2025-06-28 03:29:52,972 - pyskl - INFO - Epoch [31][900/3405] lr: 2.257e-02, eta: 2 days, 3:24:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9475, loss_cls: 4.2173, loss: 4.2173 +2025-06-28 03:30:37,710 - pyskl - INFO - Epoch [31][1000/3405] lr: 2.257e-02, eta: 2 days, 3:24:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9481, loss_cls: 4.1655, loss: 4.1655 +2025-06-28 03:31:22,389 - pyskl - INFO - Epoch [31][1100/3405] lr: 2.256e-02, eta: 2 days, 3:23:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9475, loss_cls: 4.1287, loss: 4.1287 +2025-06-28 03:32:07,180 - pyskl - INFO - Epoch [31][1200/3405] lr: 2.256e-02, eta: 2 days, 3:22:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9456, loss_cls: 4.0515, loss: 4.0515 +2025-06-28 03:32:51,819 - pyskl - INFO - Epoch [31][1300/3405] lr: 2.255e-02, eta: 2 days, 3:21:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9456, loss_cls: 4.0898, loss: 4.0898 +2025-06-28 03:33:36,163 - pyskl - INFO - Epoch [31][1400/3405] lr: 2.255e-02, eta: 2 days, 3:20:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9387, loss_cls: 4.1758, loss: 4.1758 +2025-06-28 03:34:20,477 - pyskl - INFO - Epoch [31][1500/3405] lr: 2.254e-02, eta: 2 days, 3:20:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9419, loss_cls: 4.0194, loss: 4.0194 +2025-06-28 03:35:04,928 - pyskl - INFO - Epoch [31][1600/3405] lr: 2.254e-02, eta: 2 days, 3:19:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9531, loss_cls: 4.0154, loss: 4.0154 +2025-06-28 03:35:49,876 - pyskl - INFO - Epoch [31][1700/3405] lr: 2.254e-02, eta: 2 days, 3:18:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9581, loss_cls: 3.8113, loss: 3.8113 +2025-06-28 03:36:34,473 - pyskl - INFO - Epoch [31][1800/3405] lr: 2.253e-02, eta: 2 days, 3:17:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9463, loss_cls: 4.1732, loss: 4.1732 +2025-06-28 03:37:19,115 - pyskl - INFO - Epoch [31][1900/3405] lr: 2.253e-02, eta: 2 days, 3:16:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9419, loss_cls: 4.1505, loss: 4.1505 +2025-06-28 03:38:03,681 - pyskl - INFO - Epoch [31][2000/3405] lr: 2.252e-02, eta: 2 days, 3:16:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9481, loss_cls: 4.1358, loss: 4.1358 +2025-06-28 03:38:48,445 - pyskl - INFO - Epoch [31][2100/3405] lr: 2.252e-02, eta: 2 days, 3:15:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9494, loss_cls: 3.9961, loss: 3.9961 +2025-06-28 03:39:33,292 - pyskl - INFO - Epoch [31][2200/3405] lr: 2.251e-02, eta: 2 days, 3:14:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9487, loss_cls: 4.1014, loss: 4.1014 +2025-06-28 03:40:18,003 - pyskl - INFO - Epoch [31][2300/3405] lr: 2.251e-02, eta: 2 days, 3:13:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9581, loss_cls: 4.0434, loss: 4.0434 +2025-06-28 03:41:02,932 - pyskl - INFO - Epoch [31][2400/3405] lr: 2.250e-02, eta: 2 days, 3:12:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9506, loss_cls: 4.0923, loss: 4.0923 +2025-06-28 03:41:47,862 - pyskl - INFO - Epoch [31][2500/3405] lr: 2.250e-02, eta: 2 days, 3:12:07, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9513, loss_cls: 4.1768, loss: 4.1768 +2025-06-28 03:42:32,850 - pyskl - INFO - Epoch [31][2600/3405] lr: 2.249e-02, eta: 2 days, 3:11:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9363, loss_cls: 4.1577, loss: 4.1577 +2025-06-28 03:43:17,722 - pyskl - INFO - Epoch [31][2700/3405] lr: 2.249e-02, eta: 2 days, 3:10:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9587, loss_cls: 4.0205, loss: 4.0205 +2025-06-28 03:44:02,425 - pyskl - INFO - Epoch [31][2800/3405] lr: 2.248e-02, eta: 2 days, 3:09:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9506, loss_cls: 4.1059, loss: 4.1059 +2025-06-28 03:44:47,369 - pyskl - INFO - Epoch [31][2900/3405] lr: 2.248e-02, eta: 2 days, 3:08:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 3.9808, loss: 3.9808 +2025-06-28 03:45:32,102 - pyskl - INFO - Epoch [31][3000/3405] lr: 2.248e-02, eta: 2 days, 3:08:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9469, loss_cls: 4.0560, loss: 4.0560 +2025-06-28 03:46:17,081 - pyskl - INFO - Epoch [31][3100/3405] lr: 2.247e-02, eta: 2 days, 3:07:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9444, loss_cls: 4.2337, loss: 4.2337 +2025-06-28 03:47:01,897 - pyskl - INFO - Epoch [31][3200/3405] lr: 2.247e-02, eta: 2 days, 3:06:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9475, loss_cls: 4.0814, loss: 4.0814 +2025-06-28 03:47:46,650 - pyskl - INFO - Epoch [31][3300/3405] lr: 2.246e-02, eta: 2 days, 3:05:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9413, loss_cls: 4.1083, loss: 4.1083 +2025-06-28 03:48:31,363 - pyskl - INFO - Epoch [31][3400/3405] lr: 2.246e-02, eta: 2 days, 3:04:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9669, loss_cls: 3.9984, loss: 3.9984 +2025-06-28 03:48:33,974 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-06-28 03:52:34,000 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 03:52:34,546 - pyskl - INFO - +top1_acc 0.7097 +top5_acc 0.9324 +2025-06-28 03:52:34,565 - pyskl - INFO - Epoch(val) [31][3718] top1_acc: 0.7097, top5_acc: 0.9324 +2025-06-28 03:53:41,859 - pyskl - INFO - Epoch [32][100/3405] lr: 2.245e-02, eta: 2 days, 3:05:27, time: 0.673, data_time: 0.223, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9463, loss_cls: 4.0679, loss: 4.0679 +2025-06-28 03:54:26,633 - pyskl - INFO - Epoch [32][200/3405] lr: 2.245e-02, eta: 2 days, 3:04:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9625, loss_cls: 3.9997, loss: 3.9997 +2025-06-28 03:55:11,427 - pyskl - INFO - Epoch [32][300/3405] lr: 2.244e-02, eta: 2 days, 3:03:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9481, loss_cls: 4.0243, loss: 4.0243 +2025-06-28 03:55:56,196 - pyskl - INFO - Epoch [32][400/3405] lr: 2.244e-02, eta: 2 days, 3:03:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9494, loss_cls: 4.0396, loss: 4.0396 +2025-06-28 03:56:41,027 - pyskl - INFO - Epoch [32][500/3405] lr: 2.243e-02, eta: 2 days, 3:02:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 3.9882, loss: 3.9882 +2025-06-28 03:57:25,891 - pyskl - INFO - Epoch [32][600/3405] lr: 2.243e-02, eta: 2 days, 3:01:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9456, loss_cls: 4.3541, loss: 4.3541 +2025-06-28 03:58:10,752 - pyskl - INFO - Epoch [32][700/3405] lr: 2.242e-02, eta: 2 days, 3:00:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 4.1108, loss: 4.1108 +2025-06-28 03:58:55,510 - pyskl - INFO - Epoch [32][800/3405] lr: 2.242e-02, eta: 2 days, 2:59:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9537, loss_cls: 3.9914, loss: 3.9914 +2025-06-28 03:59:40,287 - pyskl - INFO - Epoch [32][900/3405] lr: 2.241e-02, eta: 2 days, 2:59:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9463, loss_cls: 3.9572, loss: 3.9572 +2025-06-28 04:00:25,219 - pyskl - INFO - Epoch [32][1000/3405] lr: 2.241e-02, eta: 2 days, 2:58:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9500, loss_cls: 4.1824, loss: 4.1824 +2025-06-28 04:01:10,006 - pyskl - INFO - Epoch [32][1100/3405] lr: 2.241e-02, eta: 2 days, 2:57:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9450, loss_cls: 4.0395, loss: 4.0395 +2025-06-28 04:01:54,766 - pyskl - INFO - Epoch [32][1200/3405] lr: 2.240e-02, eta: 2 days, 2:56:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9425, loss_cls: 4.0943, loss: 4.0943 +2025-06-28 04:02:39,706 - pyskl - INFO - Epoch [32][1300/3405] lr: 2.240e-02, eta: 2 days, 2:55:55, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9481, loss_cls: 4.0645, loss: 4.0645 +2025-06-28 04:03:24,472 - pyskl - INFO - Epoch [32][1400/3405] lr: 2.239e-02, eta: 2 days, 2:55:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9450, loss_cls: 4.1575, loss: 4.1575 +2025-06-28 04:04:09,342 - pyskl - INFO - Epoch [32][1500/3405] lr: 2.239e-02, eta: 2 days, 2:54:20, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9481, loss_cls: 4.0091, loss: 4.0091 +2025-06-28 04:04:54,361 - pyskl - INFO - Epoch [32][1600/3405] lr: 2.238e-02, eta: 2 days, 2:53:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9375, loss_cls: 4.1025, loss: 4.1025 +2025-06-28 04:05:39,179 - pyskl - INFO - Epoch [32][1700/3405] lr: 2.238e-02, eta: 2 days, 2:52:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9575, loss_cls: 4.1688, loss: 4.1688 +2025-06-28 04:06:23,983 - pyskl - INFO - Epoch [32][1800/3405] lr: 2.237e-02, eta: 2 days, 2:51:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9413, loss_cls: 4.2876, loss: 4.2876 +2025-06-28 04:07:08,735 - pyskl - INFO - Epoch [32][1900/3405] lr: 2.237e-02, eta: 2 days, 2:51:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9450, loss_cls: 4.0753, loss: 4.0753 +2025-06-28 04:07:53,569 - pyskl - INFO - Epoch [32][2000/3405] lr: 2.236e-02, eta: 2 days, 2:50:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 4.0028, loss: 4.0028 +2025-06-28 04:08:38,480 - pyskl - INFO - Epoch [32][2100/3405] lr: 2.236e-02, eta: 2 days, 2:49:36, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9437, loss_cls: 4.0375, loss: 4.0375 +2025-06-28 04:09:23,327 - pyskl - INFO - Epoch [32][2200/3405] lr: 2.235e-02, eta: 2 days, 2:48:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9644, loss_cls: 4.0388, loss: 4.0388 +2025-06-28 04:10:08,163 - pyskl - INFO - Epoch [32][2300/3405] lr: 2.235e-02, eta: 2 days, 2:48:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9387, loss_cls: 4.1511, loss: 4.1511 +2025-06-28 04:10:52,955 - pyskl - INFO - Epoch [32][2400/3405] lr: 2.234e-02, eta: 2 days, 2:47:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9406, loss_cls: 4.0654, loss: 4.0654 +2025-06-28 04:11:37,715 - pyskl - INFO - Epoch [32][2500/3405] lr: 2.234e-02, eta: 2 days, 2:46:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9506, loss_cls: 4.0445, loss: 4.0445 +2025-06-28 04:12:22,687 - pyskl - INFO - Epoch [32][2600/3405] lr: 2.233e-02, eta: 2 days, 2:45:38, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9475, loss_cls: 4.2473, loss: 4.2473 +2025-06-28 04:13:07,544 - pyskl - INFO - Epoch [32][2700/3405] lr: 2.233e-02, eta: 2 days, 2:44:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9494, loss_cls: 4.1241, loss: 4.1241 +2025-06-28 04:13:52,289 - pyskl - INFO - Epoch [32][2800/3405] lr: 2.233e-02, eta: 2 days, 2:44:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9506, loss_cls: 4.1629, loss: 4.1629 +2025-06-28 04:14:37,067 - pyskl - INFO - Epoch [32][2900/3405] lr: 2.232e-02, eta: 2 days, 2:43:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9531, loss_cls: 4.0872, loss: 4.0872 +2025-06-28 04:15:21,857 - pyskl - INFO - Epoch [32][3000/3405] lr: 2.232e-02, eta: 2 days, 2:42:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 4.0231, loss: 4.0231 +2025-06-28 04:16:06,629 - pyskl - INFO - Epoch [32][3100/3405] lr: 2.231e-02, eta: 2 days, 2:41:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9537, loss_cls: 3.9954, loss: 3.9954 +2025-06-28 04:16:51,547 - pyskl - INFO - Epoch [32][3200/3405] lr: 2.231e-02, eta: 2 days, 2:40:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9375, loss_cls: 4.1825, loss: 4.1825 +2025-06-28 04:17:36,357 - pyskl - INFO - Epoch [32][3300/3405] lr: 2.230e-02, eta: 2 days, 2:40:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9569, loss_cls: 4.0225, loss: 4.0225 +2025-06-28 04:18:21,187 - pyskl - INFO - Epoch [32][3400/3405] lr: 2.230e-02, eta: 2 days, 2:39:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9550, loss_cls: 4.0563, loss: 4.0563 +2025-06-28 04:18:23,793 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-06-28 04:22:24,172 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 04:22:24,721 - pyskl - INFO - +top1_acc 0.6896 +top5_acc 0.9182 +2025-06-28 04:22:24,744 - pyskl - INFO - Epoch(val) [32][3718] top1_acc: 0.6896, top5_acc: 0.9182 +2025-06-28 04:23:31,971 - pyskl - INFO - Epoch [33][100/3405] lr: 2.229e-02, eta: 2 days, 2:39:43, time: 0.672, data_time: 0.224, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9525, loss_cls: 3.9653, loss: 3.9653 +2025-06-28 04:24:16,928 - pyskl - INFO - Epoch [33][200/3405] lr: 2.229e-02, eta: 2 days, 2:38:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 3.9820, loss: 3.9820 +2025-06-28 04:25:01,857 - pyskl - INFO - Epoch [33][300/3405] lr: 2.228e-02, eta: 2 days, 2:38:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9525, loss_cls: 4.0694, loss: 4.0694 +2025-06-28 04:25:46,722 - pyskl - INFO - Epoch [33][400/3405] lr: 2.228e-02, eta: 2 days, 2:37:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9481, loss_cls: 4.0647, loss: 4.0647 +2025-06-28 04:26:31,756 - pyskl - INFO - Epoch [33][500/3405] lr: 2.227e-02, eta: 2 days, 2:36:34, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9563, loss_cls: 3.9126, loss: 3.9126 +2025-06-28 04:27:16,605 - pyskl - INFO - Epoch [33][600/3405] lr: 2.227e-02, eta: 2 days, 2:35:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9513, loss_cls: 3.9124, loss: 3.9124 +2025-06-28 04:28:01,308 - pyskl - INFO - Epoch [33][700/3405] lr: 2.226e-02, eta: 2 days, 2:34:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9537, loss_cls: 3.9141, loss: 3.9141 +2025-06-28 04:28:46,074 - pyskl - INFO - Epoch [33][800/3405] lr: 2.226e-02, eta: 2 days, 2:34:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9587, loss_cls: 3.9243, loss: 3.9243 +2025-06-28 04:29:30,973 - pyskl - INFO - Epoch [33][900/3405] lr: 2.225e-02, eta: 2 days, 2:33:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 3.9014, loss: 3.9014 +2025-06-28 04:30:15,907 - pyskl - INFO - Epoch [33][1000/3405] lr: 2.225e-02, eta: 2 days, 2:32:37, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 3.9749, loss: 3.9749 +2025-06-28 04:31:00,775 - pyskl - INFO - Epoch [33][1100/3405] lr: 2.224e-02, eta: 2 days, 2:31:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9525, loss_cls: 4.0119, loss: 4.0119 +2025-06-28 04:31:45,783 - pyskl - INFO - Epoch [33][1200/3405] lr: 2.224e-02, eta: 2 days, 2:31:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9437, loss_cls: 4.0900, loss: 4.0900 +2025-06-28 04:32:30,498 - pyskl - INFO - Epoch [33][1300/3405] lr: 2.223e-02, eta: 2 days, 2:30:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9531, loss_cls: 4.1404, loss: 4.1404 +2025-06-28 04:33:15,358 - pyskl - INFO - Epoch [33][1400/3405] lr: 2.223e-02, eta: 2 days, 2:29:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9550, loss_cls: 4.0431, loss: 4.0431 +2025-06-28 04:34:00,161 - pyskl - INFO - Epoch [33][1500/3405] lr: 2.222e-02, eta: 2 days, 2:28:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9544, loss_cls: 4.1412, loss: 4.1412 +2025-06-28 04:34:45,013 - pyskl - INFO - Epoch [33][1600/3405] lr: 2.222e-02, eta: 2 days, 2:27:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 4.0009, loss: 4.0009 +2025-06-28 04:35:29,829 - pyskl - INFO - Epoch [33][1700/3405] lr: 2.221e-02, eta: 2 days, 2:27:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9563, loss_cls: 4.0251, loss: 4.0251 +2025-06-28 04:36:14,616 - pyskl - INFO - Epoch [33][1800/3405] lr: 2.221e-02, eta: 2 days, 2:26:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9425, loss_cls: 4.1735, loss: 4.1735 +2025-06-28 04:36:59,477 - pyskl - INFO - Epoch [33][1900/3405] lr: 2.220e-02, eta: 2 days, 2:25:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9519, loss_cls: 4.1393, loss: 4.1393 +2025-06-28 04:37:44,465 - pyskl - INFO - Epoch [33][2000/3405] lr: 2.220e-02, eta: 2 days, 2:24:43, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9400, loss_cls: 4.1218, loss: 4.1218 +2025-06-28 04:38:29,358 - pyskl - INFO - Epoch [33][2100/3405] lr: 2.220e-02, eta: 2 days, 2:23:56, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 4.0563, loss: 4.0563 +2025-06-28 04:39:14,219 - pyskl - INFO - Epoch [33][2200/3405] lr: 2.219e-02, eta: 2 days, 2:23:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 3.9916, loss: 3.9916 +2025-06-28 04:39:58,955 - pyskl - INFO - Epoch [33][2300/3405] lr: 2.219e-02, eta: 2 days, 2:22:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9406, loss_cls: 4.1663, loss: 4.1663 +2025-06-28 04:40:43,766 - pyskl - INFO - Epoch [33][2400/3405] lr: 2.218e-02, eta: 2 days, 2:21:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 3.9700, loss: 3.9700 +2025-06-28 04:41:28,644 - pyskl - INFO - Epoch [33][2500/3405] lr: 2.218e-02, eta: 2 days, 2:20:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9494, loss_cls: 3.9531, loss: 3.9531 +2025-06-28 04:42:13,475 - pyskl - INFO - Epoch [33][2600/3405] lr: 2.217e-02, eta: 2 days, 2:19:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9481, loss_cls: 4.1938, loss: 4.1938 +2025-06-28 04:42:58,397 - pyskl - INFO - Epoch [33][2700/3405] lr: 2.217e-02, eta: 2 days, 2:19:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9487, loss_cls: 4.1351, loss: 4.1351 +2025-06-28 04:43:43,210 - pyskl - INFO - Epoch [33][2800/3405] lr: 2.216e-02, eta: 2 days, 2:18:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9487, loss_cls: 3.9990, loss: 3.9990 +2025-06-28 04:44:28,088 - pyskl - INFO - Epoch [33][2900/3405] lr: 2.216e-02, eta: 2 days, 2:17:37, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9487, loss_cls: 4.1005, loss: 4.1005 +2025-06-28 04:45:12,828 - pyskl - INFO - Epoch [33][3000/3405] lr: 2.215e-02, eta: 2 days, 2:16:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9431, loss_cls: 4.0311, loss: 4.0311 +2025-06-28 04:45:57,556 - pyskl - INFO - Epoch [33][3100/3405] lr: 2.215e-02, eta: 2 days, 2:16:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9506, loss_cls: 3.9852, loss: 3.9852 +2025-06-28 04:46:42,322 - pyskl - INFO - Epoch [33][3200/3405] lr: 2.214e-02, eta: 2 days, 2:15:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9619, loss_cls: 3.8394, loss: 3.8394 +2025-06-28 04:47:27,213 - pyskl - INFO - Epoch [33][3300/3405] lr: 2.214e-02, eta: 2 days, 2:14:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9337, loss_cls: 4.1835, loss: 4.1835 +2025-06-28 04:48:12,049 - pyskl - INFO - Epoch [33][3400/3405] lr: 2.213e-02, eta: 2 days, 2:13:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9450, loss_cls: 4.1175, loss: 4.1175 +2025-06-28 04:48:14,683 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-06-28 04:52:14,629 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 04:52:15,168 - pyskl - INFO - +top1_acc 0.7331 +top5_acc 0.9343 +2025-06-28 04:52:15,219 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_25.pth was removed +2025-06-28 04:52:16,216 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_33.pth. +2025-06-28 04:52:16,217 - pyskl - INFO - Best top1_acc is 0.7331 at 33 epoch. +2025-06-28 04:52:16,237 - pyskl - INFO - Epoch(val) [33][3718] top1_acc: 0.7331, top5_acc: 0.9343 +2025-06-28 04:53:23,456 - pyskl - INFO - Epoch [34][100/3405] lr: 2.213e-02, eta: 2 days, 2:14:01, time: 0.672, data_time: 0.224, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 3.9949, loss: 3.9949 +2025-06-28 04:54:08,156 - pyskl - INFO - Epoch [34][200/3405] lr: 2.212e-02, eta: 2 days, 2:13:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 3.8976, loss: 3.8976 +2025-06-28 04:54:52,831 - pyskl - INFO - Epoch [34][300/3405] lr: 2.212e-02, eta: 2 days, 2:12:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9544, loss_cls: 3.9834, loss: 3.9834 +2025-06-28 04:55:37,496 - pyskl - INFO - Epoch [34][400/3405] lr: 2.211e-02, eta: 2 days, 2:11:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9606, loss_cls: 3.9986, loss: 3.9986 +2025-06-28 04:56:22,085 - pyskl - INFO - Epoch [34][500/3405] lr: 2.211e-02, eta: 2 days, 2:10:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 4.0563, loss: 4.0563 +2025-06-28 04:57:06,762 - pyskl - INFO - Epoch [34][600/3405] lr: 2.210e-02, eta: 2 days, 2:10:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9544, loss_cls: 3.8645, loss: 3.8645 +2025-06-28 04:57:51,400 - pyskl - INFO - Epoch [34][700/3405] lr: 2.210e-02, eta: 2 days, 2:09:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9587, loss_cls: 3.9446, loss: 3.9446 +2025-06-28 04:58:36,080 - pyskl - INFO - Epoch [34][800/3405] lr: 2.209e-02, eta: 2 days, 2:08:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9475, loss_cls: 3.9813, loss: 3.9813 +2025-06-28 04:59:20,789 - pyskl - INFO - Epoch [34][900/3405] lr: 2.209e-02, eta: 2 days, 2:07:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9537, loss_cls: 4.0716, loss: 4.0716 +2025-06-28 05:00:05,871 - pyskl - INFO - Epoch [34][1000/3405] lr: 2.208e-02, eta: 2 days, 2:06:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9444, loss_cls: 4.0464, loss: 4.0464 +2025-06-28 05:00:50,679 - pyskl - INFO - Epoch [34][1100/3405] lr: 2.208e-02, eta: 2 days, 2:06:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9487, loss_cls: 4.0986, loss: 4.0986 +2025-06-28 05:01:35,450 - pyskl - INFO - Epoch [34][1200/3405] lr: 2.207e-02, eta: 2 days, 2:05:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9506, loss_cls: 4.2107, loss: 4.2107 +2025-06-28 05:02:20,184 - pyskl - INFO - Epoch [34][1300/3405] lr: 2.207e-02, eta: 2 days, 2:04:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 3.8983, loss: 3.8983 +2025-06-28 05:03:04,970 - pyskl - INFO - Epoch [34][1400/3405] lr: 2.206e-02, eta: 2 days, 2:03:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9500, loss_cls: 4.0291, loss: 4.0291 +2025-06-28 05:03:49,834 - pyskl - INFO - Epoch [34][1500/3405] lr: 2.206e-02, eta: 2 days, 2:02:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9425, loss_cls: 4.1315, loss: 4.1315 +2025-06-28 05:04:34,642 - pyskl - INFO - Epoch [34][1600/3405] lr: 2.205e-02, eta: 2 days, 2:02:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9413, loss_cls: 4.1943, loss: 4.1943 +2025-06-28 05:05:19,474 - pyskl - INFO - Epoch [34][1700/3405] lr: 2.205e-02, eta: 2 days, 2:01:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9437, loss_cls: 4.0949, loss: 4.0949 +2025-06-28 05:06:04,277 - pyskl - INFO - Epoch [34][1800/3405] lr: 2.204e-02, eta: 2 days, 2:00:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9531, loss_cls: 4.0056, loss: 4.0056 +2025-06-28 05:06:49,103 - pyskl - INFO - Epoch [34][1900/3405] lr: 2.204e-02, eta: 2 days, 1:59:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9444, loss_cls: 4.0988, loss: 4.0988 +2025-06-28 05:07:34,021 - pyskl - INFO - Epoch [34][2000/3405] lr: 2.203e-02, eta: 2 days, 1:58:56, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9481, loss_cls: 4.0149, loss: 4.0149 +2025-06-28 05:08:18,996 - pyskl - INFO - Epoch [34][2100/3405] lr: 2.203e-02, eta: 2 days, 1:58:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9500, loss_cls: 4.1402, loss: 4.1402 +2025-06-28 05:09:03,899 - pyskl - INFO - Epoch [34][2200/3405] lr: 2.202e-02, eta: 2 days, 1:57:22, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9487, loss_cls: 4.0554, loss: 4.0554 +2025-06-28 05:09:48,736 - pyskl - INFO - Epoch [34][2300/3405] lr: 2.202e-02, eta: 2 days, 1:56:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9556, loss_cls: 4.0129, loss: 4.0129 +2025-06-28 05:10:33,629 - pyskl - INFO - Epoch [34][2400/3405] lr: 2.201e-02, eta: 2 days, 1:55:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9413, loss_cls: 4.0901, loss: 4.0901 +2025-06-28 05:11:18,528 - pyskl - INFO - Epoch [34][2500/3405] lr: 2.201e-02, eta: 2 days, 1:55:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9513, loss_cls: 4.1101, loss: 4.1101 +2025-06-28 05:12:03,351 - pyskl - INFO - Epoch [34][2600/3405] lr: 2.200e-02, eta: 2 days, 1:54:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 3.8704, loss: 3.8704 +2025-06-28 05:12:47,802 - pyskl - INFO - Epoch [34][2700/3405] lr: 2.200e-02, eta: 2 days, 1:53:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9413, loss_cls: 4.0934, loss: 4.0934 +2025-06-28 05:13:32,780 - pyskl - INFO - Epoch [34][2800/3405] lr: 2.199e-02, eta: 2 days, 1:52:38, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9513, loss_cls: 4.0956, loss: 4.0956 +2025-06-28 05:14:17,945 - pyskl - INFO - Epoch [34][2900/3405] lr: 2.199e-02, eta: 2 days, 1:51:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9494, loss_cls: 4.1014, loss: 4.1014 +2025-06-28 05:15:02,876 - pyskl - INFO - Epoch [34][3000/3405] lr: 2.198e-02, eta: 2 days, 1:51:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9481, loss_cls: 4.0437, loss: 4.0437 +2025-06-28 05:15:47,748 - pyskl - INFO - Epoch [34][3100/3405] lr: 2.198e-02, eta: 2 days, 1:50:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9550, loss_cls: 4.0508, loss: 4.0508 +2025-06-28 05:16:32,517 - pyskl - INFO - Epoch [34][3200/3405] lr: 2.197e-02, eta: 2 days, 1:49:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9431, loss_cls: 4.1522, loss: 4.1522 +2025-06-28 05:17:17,324 - pyskl - INFO - Epoch [34][3300/3405] lr: 2.197e-02, eta: 2 days, 1:48:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9569, loss_cls: 3.9575, loss: 3.9575 +2025-06-28 05:18:02,098 - pyskl - INFO - Epoch [34][3400/3405] lr: 2.196e-02, eta: 2 days, 1:47:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9475, loss_cls: 4.1432, loss: 4.1432 +2025-06-28 05:18:04,700 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-06-28 05:22:01,789 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 05:22:02,339 - pyskl - INFO - +top1_acc 0.7126 +top5_acc 0.9232 +2025-06-28 05:22:02,361 - pyskl - INFO - Epoch(val) [34][3718] top1_acc: 0.7126, top5_acc: 0.9232 +2025-06-28 05:23:09,259 - pyskl - INFO - Epoch [35][100/3405] lr: 2.196e-02, eta: 2 days, 1:48:13, time: 0.669, data_time: 0.223, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9613, loss_cls: 3.9658, loss: 3.9658 +2025-06-28 05:23:53,976 - pyskl - INFO - Epoch [35][200/3405] lr: 2.195e-02, eta: 2 days, 1:47:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9613, loss_cls: 3.9655, loss: 3.9655 +2025-06-28 05:24:38,739 - pyskl - INFO - Epoch [35][300/3405] lr: 2.195e-02, eta: 2 days, 1:46:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 3.9063, loss: 3.9063 +2025-06-28 05:25:23,501 - pyskl - INFO - Epoch [35][400/3405] lr: 2.194e-02, eta: 2 days, 1:45:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9600, loss_cls: 3.9974, loss: 3.9974 +2025-06-28 05:26:08,264 - pyskl - INFO - Epoch [35][500/3405] lr: 2.194e-02, eta: 2 days, 1:45:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9500, loss_cls: 4.1495, loss: 4.1495 +2025-06-28 05:26:52,991 - pyskl - INFO - Epoch [35][600/3405] lr: 2.193e-02, eta: 2 days, 1:44:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9469, loss_cls: 4.0941, loss: 4.0941 +2025-06-28 05:27:38,003 - pyskl - INFO - Epoch [35][700/3405] lr: 2.193e-02, eta: 2 days, 1:43:28, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9525, loss_cls: 4.0126, loss: 4.0126 +2025-06-28 05:28:22,560 - pyskl - INFO - Epoch [35][800/3405] lr: 2.192e-02, eta: 2 days, 1:42:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9494, loss_cls: 4.0344, loss: 4.0344 +2025-06-28 05:29:07,104 - pyskl - INFO - Epoch [35][900/3405] lr: 2.192e-02, eta: 2 days, 1:41:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9550, loss_cls: 4.0089, loss: 4.0089 +2025-06-28 05:29:51,421 - pyskl - INFO - Epoch [35][1000/3405] lr: 2.191e-02, eta: 2 days, 1:41:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9531, loss_cls: 3.9333, loss: 3.9333 +2025-06-28 05:30:35,964 - pyskl - INFO - Epoch [35][1100/3405] lr: 2.191e-02, eta: 2 days, 1:40:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9600, loss_cls: 4.0301, loss: 4.0301 +2025-06-28 05:31:20,554 - pyskl - INFO - Epoch [35][1200/3405] lr: 2.190e-02, eta: 2 days, 1:39:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9519, loss_cls: 4.0378, loss: 4.0378 +2025-06-28 05:32:05,243 - pyskl - INFO - Epoch [35][1300/3405] lr: 2.190e-02, eta: 2 days, 1:38:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9544, loss_cls: 3.9772, loss: 3.9772 +2025-06-28 05:32:49,908 - pyskl - INFO - Epoch [35][1400/3405] lr: 2.189e-02, eta: 2 days, 1:37:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9475, loss_cls: 4.0796, loss: 4.0796 +2025-06-28 05:33:34,583 - pyskl - INFO - Epoch [35][1500/3405] lr: 2.189e-02, eta: 2 days, 1:37:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 3.9895, loss: 3.9895 +2025-06-28 05:34:19,238 - pyskl - INFO - Epoch [35][1600/3405] lr: 2.188e-02, eta: 2 days, 1:36:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9487, loss_cls: 4.0514, loss: 4.0514 +2025-06-28 05:35:03,878 - pyskl - INFO - Epoch [35][1700/3405] lr: 2.188e-02, eta: 2 days, 1:35:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9519, loss_cls: 4.0215, loss: 4.0215 +2025-06-28 05:35:48,516 - pyskl - INFO - Epoch [35][1800/3405] lr: 2.187e-02, eta: 2 days, 1:34:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 4.0383, loss: 4.0383 +2025-06-28 05:36:33,267 - pyskl - INFO - Epoch [35][1900/3405] lr: 2.187e-02, eta: 2 days, 1:33:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 4.0698, loss: 4.0698 +2025-06-28 05:37:18,103 - pyskl - INFO - Epoch [35][2000/3405] lr: 2.186e-02, eta: 2 days, 1:33:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9425, loss_cls: 4.1750, loss: 4.1750 +2025-06-28 05:38:02,840 - pyskl - INFO - Epoch [35][2100/3405] lr: 2.186e-02, eta: 2 days, 1:32:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9481, loss_cls: 4.1156, loss: 4.1156 +2025-06-28 05:38:47,409 - pyskl - INFO - Epoch [35][2200/3405] lr: 2.185e-02, eta: 2 days, 1:31:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9431, loss_cls: 4.0917, loss: 4.0917 +2025-06-28 05:39:32,008 - pyskl - INFO - Epoch [35][2300/3405] lr: 2.185e-02, eta: 2 days, 1:30:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9494, loss_cls: 4.0127, loss: 4.0127 +2025-06-28 05:40:16,722 - pyskl - INFO - Epoch [35][2400/3405] lr: 2.184e-02, eta: 2 days, 1:29:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9550, loss_cls: 4.0249, loss: 4.0249 +2025-06-28 05:41:01,335 - pyskl - INFO - Epoch [35][2500/3405] lr: 2.184e-02, eta: 2 days, 1:29:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9413, loss_cls: 4.1991, loss: 4.1991 +2025-06-28 05:41:45,888 - pyskl - INFO - Epoch [35][2600/3405] lr: 2.183e-02, eta: 2 days, 1:28:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9487, loss_cls: 4.1294, loss: 4.1294 +2025-06-28 05:42:30,442 - pyskl - INFO - Epoch [35][2700/3405] lr: 2.183e-02, eta: 2 days, 1:27:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 3.9800, loss: 3.9800 +2025-06-28 05:43:14,824 - pyskl - INFO - Epoch [35][2800/3405] lr: 2.182e-02, eta: 2 days, 1:26:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9456, loss_cls: 4.1054, loss: 4.1054 +2025-06-28 05:43:59,399 - pyskl - INFO - Epoch [35][2900/3405] lr: 2.182e-02, eta: 2 days, 1:25:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9450, loss_cls: 4.1443, loss: 4.1443 +2025-06-28 05:44:44,048 - pyskl - INFO - Epoch [35][3000/3405] lr: 2.181e-02, eta: 2 days, 1:25:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9450, loss_cls: 3.9650, loss: 3.9650 +2025-06-28 05:45:28,592 - pyskl - INFO - Epoch [35][3100/3405] lr: 2.181e-02, eta: 2 days, 1:24:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9487, loss_cls: 3.9837, loss: 3.9837 +2025-06-28 05:46:13,214 - pyskl - INFO - Epoch [35][3200/3405] lr: 2.180e-02, eta: 2 days, 1:23:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9494, loss_cls: 4.0979, loss: 4.0979 +2025-06-28 05:46:58,280 - pyskl - INFO - Epoch [35][3300/3405] lr: 2.179e-02, eta: 2 days, 1:22:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9469, loss_cls: 4.1042, loss: 4.1042 +2025-06-28 05:47:43,497 - pyskl - INFO - Epoch [35][3400/3405] lr: 2.179e-02, eta: 2 days, 1:21:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9525, loss_cls: 4.0248, loss: 4.0248 +2025-06-28 05:47:46,129 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-06-28 06:07:22,185 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 06:07:22,736 - pyskl - INFO - +top1_acc 0.7244 +top5_acc 0.9370 +2025-06-28 06:07:22,759 - pyskl - INFO - Epoch(val) [35][3718] top1_acc: 0.7244, top5_acc: 0.9370 +2025-06-28 06:08:30,219 - pyskl - INFO - Epoch [36][100/3405] lr: 2.178e-02, eta: 2 days, 1:22:13, time: 0.675, data_time: 0.227, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9644, loss_cls: 3.8409, loss: 3.8409 +2025-06-28 06:09:14,980 - pyskl - INFO - Epoch [36][200/3405] lr: 2.178e-02, eta: 2 days, 1:21:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 3.8947, loss: 3.8947 +2025-06-28 06:09:59,692 - pyskl - INFO - Epoch [36][300/3405] lr: 2.177e-02, eta: 2 days, 1:20:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 3.9552, loss: 3.9552 +2025-06-28 06:10:44,495 - pyskl - INFO - Epoch [36][400/3405] lr: 2.177e-02, eta: 2 days, 1:19:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9481, loss_cls: 3.9787, loss: 3.9787 +2025-06-28 06:11:29,150 - pyskl - INFO - Epoch [36][500/3405] lr: 2.176e-02, eta: 2 days, 1:19:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9613, loss_cls: 4.0825, loss: 4.0825 +2025-06-28 06:12:13,835 - pyskl - INFO - Epoch [36][600/3405] lr: 2.176e-02, eta: 2 days, 1:18:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9506, loss_cls: 4.0101, loss: 4.0101 +2025-06-28 06:12:58,583 - pyskl - INFO - Epoch [36][700/3405] lr: 2.175e-02, eta: 2 days, 1:17:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9437, loss_cls: 3.9693, loss: 3.9693 +2025-06-28 06:13:43,282 - pyskl - INFO - Epoch [36][800/3405] lr: 2.175e-02, eta: 2 days, 1:16:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9500, loss_cls: 4.0143, loss: 4.0143 +2025-06-28 06:14:28,031 - pyskl - INFO - Epoch [36][900/3405] lr: 2.174e-02, eta: 2 days, 1:15:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9519, loss_cls: 3.9649, loss: 3.9649 +2025-06-28 06:15:12,751 - pyskl - INFO - Epoch [36][1000/3405] lr: 2.174e-02, eta: 2 days, 1:15:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 3.8464, loss: 3.8464 +2025-06-28 06:15:57,367 - pyskl - INFO - Epoch [36][1100/3405] lr: 2.173e-02, eta: 2 days, 1:14:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9587, loss_cls: 3.9875, loss: 3.9875 +2025-06-28 06:16:41,919 - pyskl - INFO - Epoch [36][1200/3405] lr: 2.173e-02, eta: 2 days, 1:13:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9531, loss_cls: 4.1159, loss: 4.1159 +2025-06-28 06:17:26,663 - pyskl - INFO - Epoch [36][1300/3405] lr: 2.172e-02, eta: 2 days, 1:12:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9600, loss_cls: 3.9468, loss: 3.9468 +2025-06-28 06:18:11,243 - pyskl - INFO - Epoch [36][1400/3405] lr: 2.172e-02, eta: 2 days, 1:11:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9487, loss_cls: 3.9764, loss: 3.9764 +2025-06-28 06:18:55,855 - pyskl - INFO - Epoch [36][1500/3405] lr: 2.171e-02, eta: 2 days, 1:11:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9425, loss_cls: 4.0614, loss: 4.0614 +2025-06-28 06:19:40,441 - pyskl - INFO - Epoch [36][1600/3405] lr: 2.171e-02, eta: 2 days, 1:10:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 4.0338, loss: 4.0338 +2025-06-28 06:20:25,048 - pyskl - INFO - Epoch [36][1700/3405] lr: 2.170e-02, eta: 2 days, 1:09:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9569, loss_cls: 3.8700, loss: 3.8700 +2025-06-28 06:21:09,857 - pyskl - INFO - Epoch [36][1800/3405] lr: 2.170e-02, eta: 2 days, 1:08:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9419, loss_cls: 4.1338, loss: 4.1338 +2025-06-28 06:21:54,609 - pyskl - INFO - Epoch [36][1900/3405] lr: 2.169e-02, eta: 2 days, 1:07:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9475, loss_cls: 4.0987, loss: 4.0987 +2025-06-28 06:22:39,384 - pyskl - INFO - Epoch [36][2000/3405] lr: 2.169e-02, eta: 2 days, 1:07:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9487, loss_cls: 4.0374, loss: 4.0374 +2025-06-28 06:23:24,139 - pyskl - INFO - Epoch [36][2100/3405] lr: 2.168e-02, eta: 2 days, 1:06:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 4.0247, loss: 4.0247 +2025-06-28 06:24:08,911 - pyskl - INFO - Epoch [36][2200/3405] lr: 2.168e-02, eta: 2 days, 1:05:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9525, loss_cls: 3.9752, loss: 3.9752 +2025-06-28 06:24:53,587 - pyskl - INFO - Epoch [36][2300/3405] lr: 2.167e-02, eta: 2 days, 1:04:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9563, loss_cls: 4.0145, loss: 4.0145 +2025-06-28 06:25:38,425 - pyskl - INFO - Epoch [36][2400/3405] lr: 2.166e-02, eta: 2 days, 1:03:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9475, loss_cls: 4.0490, loss: 4.0490 +2025-06-28 06:26:23,362 - pyskl - INFO - Epoch [36][2500/3405] lr: 2.166e-02, eta: 2 days, 1:03:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9487, loss_cls: 4.0350, loss: 4.0350 +2025-06-28 06:27:08,122 - pyskl - INFO - Epoch [36][2600/3405] lr: 2.165e-02, eta: 2 days, 1:02:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9469, loss_cls: 3.9827, loss: 3.9827 +2025-06-28 06:27:52,877 - pyskl - INFO - Epoch [36][2700/3405] lr: 2.165e-02, eta: 2 days, 1:01:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9481, loss_cls: 3.9673, loss: 3.9673 +2025-06-28 06:28:37,592 - pyskl - INFO - Epoch [36][2800/3405] lr: 2.164e-02, eta: 2 days, 1:00:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9400, loss_cls: 4.1985, loss: 4.1985 +2025-06-28 06:29:22,225 - pyskl - INFO - Epoch [36][2900/3405] lr: 2.164e-02, eta: 2 days, 1:00:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9569, loss_cls: 3.8779, loss: 3.8779 +2025-06-28 06:30:06,912 - pyskl - INFO - Epoch [36][3000/3405] lr: 2.163e-02, eta: 2 days, 0:59:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9506, loss_cls: 4.1319, loss: 4.1319 +2025-06-28 06:30:51,512 - pyskl - INFO - Epoch [36][3100/3405] lr: 2.163e-02, eta: 2 days, 0:58:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9481, loss_cls: 4.0546, loss: 4.0546 +2025-06-28 06:31:36,136 - pyskl - INFO - Epoch [36][3200/3405] lr: 2.162e-02, eta: 2 days, 0:57:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9494, loss_cls: 4.0882, loss: 4.0882 +2025-06-28 06:32:20,636 - pyskl - INFO - Epoch [36][3300/3405] lr: 2.162e-02, eta: 2 days, 0:56:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9475, loss_cls: 4.0068, loss: 4.0068 +2025-06-28 06:33:05,260 - pyskl - INFO - Epoch [36][3400/3405] lr: 2.161e-02, eta: 2 days, 0:56:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9369, loss_cls: 4.1442, loss: 4.1442 +2025-06-28 06:33:07,854 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-06-28 06:37:07,705 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 06:37:08,246 - pyskl - INFO - +top1_acc 0.7221 +top5_acc 0.9270 +2025-06-28 06:37:08,265 - pyskl - INFO - Epoch(val) [36][3718] top1_acc: 0.7221, top5_acc: 0.9270 +2025-06-28 06:38:15,759 - pyskl - INFO - Epoch [37][100/3405] lr: 2.161e-02, eta: 2 days, 0:56:16, time: 0.675, data_time: 0.227, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9594, loss_cls: 3.9525, loss: 3.9525 +2025-06-28 06:39:00,392 - pyskl - INFO - Epoch [37][200/3405] lr: 2.160e-02, eta: 2 days, 0:55:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9556, loss_cls: 3.9621, loss: 3.9621 +2025-06-28 06:39:45,198 - pyskl - INFO - Epoch [37][300/3405] lr: 2.160e-02, eta: 2 days, 0:54:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9525, loss_cls: 3.9567, loss: 3.9567 +2025-06-28 06:40:29,940 - pyskl - INFO - Epoch [37][400/3405] lr: 2.159e-02, eta: 2 days, 0:53:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9544, loss_cls: 4.0936, loss: 4.0936 +2025-06-28 06:41:14,501 - pyskl - INFO - Epoch [37][500/3405] lr: 2.159e-02, eta: 2 days, 0:53:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9494, loss_cls: 4.0511, loss: 4.0511 +2025-06-28 06:41:59,225 - pyskl - INFO - Epoch [37][600/3405] lr: 2.158e-02, eta: 2 days, 0:52:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9519, loss_cls: 4.0598, loss: 4.0598 +2025-06-28 06:42:43,874 - pyskl - INFO - Epoch [37][700/3405] lr: 2.158e-02, eta: 2 days, 0:51:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9563, loss_cls: 3.9320, loss: 3.9320 +2025-06-28 06:43:28,561 - pyskl - INFO - Epoch [37][800/3405] lr: 2.157e-02, eta: 2 days, 0:50:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9600, loss_cls: 3.9574, loss: 3.9574 +2025-06-28 06:44:13,291 - pyskl - INFO - Epoch [37][900/3405] lr: 2.156e-02, eta: 2 days, 0:49:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9569, loss_cls: 3.9961, loss: 3.9961 +2025-06-28 06:44:58,028 - pyskl - INFO - Epoch [37][1000/3405] lr: 2.156e-02, eta: 2 days, 0:49:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9475, loss_cls: 4.0324, loss: 4.0324 +2025-06-28 06:45:42,735 - pyskl - INFO - Epoch [37][1100/3405] lr: 2.155e-02, eta: 2 days, 0:48:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9475, loss_cls: 4.0895, loss: 4.0895 +2025-06-28 06:46:27,566 - pyskl - INFO - Epoch [37][1200/3405] lr: 2.155e-02, eta: 2 days, 0:47:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 3.8869, loss: 3.8869 +2025-06-28 06:47:12,684 - pyskl - INFO - Epoch [37][1300/3405] lr: 2.154e-02, eta: 2 days, 0:46:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 4.1522, loss: 4.1522 +2025-06-28 06:47:57,629 - pyskl - INFO - Epoch [37][1400/3405] lr: 2.154e-02, eta: 2 days, 0:46:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9406, loss_cls: 4.1377, loss: 4.1377 +2025-06-28 06:48:42,299 - pyskl - INFO - Epoch [37][1500/3405] lr: 2.153e-02, eta: 2 days, 0:45:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9644, loss_cls: 3.9202, loss: 3.9202 +2025-06-28 06:49:27,111 - pyskl - INFO - Epoch [37][1600/3405] lr: 2.153e-02, eta: 2 days, 0:44:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9569, loss_cls: 3.9414, loss: 3.9414 +2025-06-28 06:50:11,817 - pyskl - INFO - Epoch [37][1700/3405] lr: 2.152e-02, eta: 2 days, 0:43:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9575, loss_cls: 3.9008, loss: 3.9008 +2025-06-28 06:50:56,874 - pyskl - INFO - Epoch [37][1800/3405] lr: 2.152e-02, eta: 2 days, 0:42:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9587, loss_cls: 3.9737, loss: 3.9737 +2025-06-28 06:51:42,065 - pyskl - INFO - Epoch [37][1900/3405] lr: 2.151e-02, eta: 2 days, 0:42:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9475, loss_cls: 4.1136, loss: 4.1136 +2025-06-28 06:52:27,133 - pyskl - INFO - Epoch [37][2000/3405] lr: 2.151e-02, eta: 2 days, 0:41:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9506, loss_cls: 3.9956, loss: 3.9956 +2025-06-28 06:53:12,170 - pyskl - INFO - Epoch [37][2100/3405] lr: 2.150e-02, eta: 2 days, 0:40:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 3.9676, loss: 3.9676 +2025-06-28 06:53:56,996 - pyskl - INFO - Epoch [37][2200/3405] lr: 2.150e-02, eta: 2 days, 0:39:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9544, loss_cls: 3.9648, loss: 3.9648 +2025-06-28 06:54:42,173 - pyskl - INFO - Epoch [37][2300/3405] lr: 2.149e-02, eta: 2 days, 0:38:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9487, loss_cls: 3.9775, loss: 3.9775 +2025-06-28 06:55:27,358 - pyskl - INFO - Epoch [37][2400/3405] lr: 2.148e-02, eta: 2 days, 0:38:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9481, loss_cls: 4.0452, loss: 4.0452 +2025-06-28 06:56:12,320 - pyskl - INFO - Epoch [37][2500/3405] lr: 2.148e-02, eta: 2 days, 0:37:27, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9563, loss_cls: 3.9561, loss: 3.9561 +2025-06-28 06:56:57,246 - pyskl - INFO - Epoch [37][2600/3405] lr: 2.147e-02, eta: 2 days, 0:36:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9500, loss_cls: 4.0027, loss: 4.0027 +2025-06-28 06:57:42,159 - pyskl - INFO - Epoch [37][2700/3405] lr: 2.147e-02, eta: 2 days, 0:35:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9463, loss_cls: 4.0231, loss: 4.0231 +2025-06-28 06:58:26,963 - pyskl - INFO - Epoch [37][2800/3405] lr: 2.146e-02, eta: 2 days, 0:35:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9425, loss_cls: 4.1716, loss: 4.1716 +2025-06-28 06:59:11,722 - pyskl - INFO - Epoch [37][2900/3405] lr: 2.146e-02, eta: 2 days, 0:34:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 3.9948, loss: 3.9948 +2025-06-28 06:59:56,622 - pyskl - INFO - Epoch [37][3000/3405] lr: 2.145e-02, eta: 2 days, 0:33:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 3.9465, loss: 3.9465 +2025-06-28 07:00:41,553 - pyskl - INFO - Epoch [37][3100/3405] lr: 2.145e-02, eta: 2 days, 0:32:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9513, loss_cls: 3.9262, loss: 3.9262 +2025-06-28 07:01:26,490 - pyskl - INFO - Epoch [37][3200/3405] lr: 2.144e-02, eta: 2 days, 0:31:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9544, loss_cls: 4.0286, loss: 4.0286 +2025-06-28 07:02:11,385 - pyskl - INFO - Epoch [37][3300/3405] lr: 2.144e-02, eta: 2 days, 0:31:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9419, loss_cls: 4.0330, loss: 4.0330 +2025-06-28 07:02:56,237 - pyskl - INFO - Epoch [37][3400/3405] lr: 2.143e-02, eta: 2 days, 0:30:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 3.9901, loss: 3.9901 +2025-06-28 07:02:58,821 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-06-28 07:06:58,655 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 07:06:59,191 - pyskl - INFO - +top1_acc 0.7026 +top5_acc 0.9276 +2025-06-28 07:06:59,211 - pyskl - INFO - Epoch(val) [37][3718] top1_acc: 0.7026, top5_acc: 0.9276 +2025-06-28 07:08:06,052 - pyskl - INFO - Epoch [38][100/3405] lr: 2.143e-02, eta: 2 days, 0:30:35, time: 0.668, data_time: 0.222, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 3.8773, loss: 3.8773 +2025-06-28 07:08:50,951 - pyskl - INFO - Epoch [38][200/3405] lr: 2.142e-02, eta: 2 days, 0:29:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 3.9207, loss: 3.9207 +2025-06-28 07:09:35,885 - pyskl - INFO - Epoch [38][300/3405] lr: 2.141e-02, eta: 2 days, 0:29:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9481, loss_cls: 4.0188, loss: 4.0188 +2025-06-28 07:10:20,661 - pyskl - INFO - Epoch [38][400/3405] lr: 2.141e-02, eta: 2 days, 0:28:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 3.9330, loss: 3.9330 +2025-06-28 07:11:05,395 - pyskl - INFO - Epoch [38][500/3405] lr: 2.140e-02, eta: 2 days, 0:27:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9544, loss_cls: 3.9720, loss: 3.9720 +2025-06-28 07:11:50,155 - pyskl - INFO - Epoch [38][600/3405] lr: 2.140e-02, eta: 2 days, 0:26:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9544, loss_cls: 4.0430, loss: 4.0430 +2025-06-28 07:12:34,894 - pyskl - INFO - Epoch [38][700/3405] lr: 2.139e-02, eta: 2 days, 0:25:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 3.9754, loss: 3.9754 +2025-06-28 07:13:19,681 - pyskl - INFO - Epoch [38][800/3405] lr: 2.139e-02, eta: 2 days, 0:25:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9506, loss_cls: 3.9068, loss: 3.9068 +2025-06-28 07:14:04,460 - pyskl - INFO - Epoch [38][900/3405] lr: 2.138e-02, eta: 2 days, 0:24:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9587, loss_cls: 3.9906, loss: 3.9906 +2025-06-28 07:14:49,220 - pyskl - INFO - Epoch [38][1000/3405] lr: 2.138e-02, eta: 2 days, 0:23:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9563, loss_cls: 3.9231, loss: 3.9231 +2025-06-28 07:15:33,921 - pyskl - INFO - Epoch [38][1100/3405] lr: 2.137e-02, eta: 2 days, 0:22:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9600, loss_cls: 3.9837, loss: 3.9837 +2025-06-28 07:16:18,680 - pyskl - INFO - Epoch [38][1200/3405] lr: 2.137e-02, eta: 2 days, 0:21:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9419, loss_cls: 4.0042, loss: 4.0042 +2025-06-28 07:17:03,413 - pyskl - INFO - Epoch [38][1300/3405] lr: 2.136e-02, eta: 2 days, 0:21:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9556, loss_cls: 3.9970, loss: 3.9970 +2025-06-28 07:17:48,199 - pyskl - INFO - Epoch [38][1400/3405] lr: 2.136e-02, eta: 2 days, 0:20:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 4.0171, loss: 4.0171 +2025-06-28 07:18:32,981 - pyskl - INFO - Epoch [38][1500/3405] lr: 2.135e-02, eta: 2 days, 0:19:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9550, loss_cls: 3.9504, loss: 3.9504 +2025-06-28 07:19:17,777 - pyskl - INFO - Epoch [38][1600/3405] lr: 2.134e-02, eta: 2 days, 0:18:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9506, loss_cls: 4.0014, loss: 4.0014 +2025-06-28 07:20:02,575 - pyskl - INFO - Epoch [38][1700/3405] lr: 2.134e-02, eta: 2 days, 0:17:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 3.8845, loss: 3.8845 +2025-06-28 07:20:47,507 - pyskl - INFO - Epoch [38][1800/3405] lr: 2.133e-02, eta: 2 days, 0:17:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9513, loss_cls: 3.9976, loss: 3.9976 +2025-06-28 07:21:32,520 - pyskl - INFO - Epoch [38][1900/3405] lr: 2.133e-02, eta: 2 days, 0:16:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9487, loss_cls: 3.9648, loss: 3.9648 +2025-06-28 07:22:17,554 - pyskl - INFO - Epoch [38][2000/3405] lr: 2.132e-02, eta: 2 days, 0:15:39, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9613, loss_cls: 3.8523, loss: 3.8523 +2025-06-28 07:23:02,527 - pyskl - INFO - Epoch [38][2100/3405] lr: 2.132e-02, eta: 2 days, 0:14:53, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9556, loss_cls: 4.0176, loss: 4.0176 +2025-06-28 07:23:47,440 - pyskl - INFO - Epoch [38][2200/3405] lr: 2.131e-02, eta: 2 days, 0:14:06, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9450, loss_cls: 4.0116, loss: 4.0116 +2025-06-28 07:24:32,299 - pyskl - INFO - Epoch [38][2300/3405] lr: 2.131e-02, eta: 2 days, 0:13:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9475, loss_cls: 3.9902, loss: 3.9902 +2025-06-28 07:25:17,153 - pyskl - INFO - Epoch [38][2400/3405] lr: 2.130e-02, eta: 2 days, 0:12:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9556, loss_cls: 4.0546, loss: 4.0546 +2025-06-28 07:26:01,937 - pyskl - INFO - Epoch [38][2500/3405] lr: 2.130e-02, eta: 2 days, 0:11:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9431, loss_cls: 4.2368, loss: 4.2368 +2025-06-28 07:26:46,740 - pyskl - INFO - Epoch [38][2600/3405] lr: 2.129e-02, eta: 2 days, 0:10:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9519, loss_cls: 4.0746, loss: 4.0746 +2025-06-28 07:27:31,520 - pyskl - INFO - Epoch [38][2700/3405] lr: 2.128e-02, eta: 2 days, 0:10:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9550, loss_cls: 4.0118, loss: 4.0118 +2025-06-28 07:28:16,505 - pyskl - INFO - Epoch [38][2800/3405] lr: 2.128e-02, eta: 2 days, 0:09:24, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9537, loss_cls: 3.9889, loss: 3.9889 +2025-06-28 07:29:01,371 - pyskl - INFO - Epoch [38][2900/3405] lr: 2.127e-02, eta: 2 days, 0:08:37, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 4.0283, loss: 4.0283 +2025-06-28 07:29:46,164 - pyskl - INFO - Epoch [38][3000/3405] lr: 2.127e-02, eta: 2 days, 0:07:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9581, loss_cls: 3.9316, loss: 3.9316 +2025-06-28 07:30:31,254 - pyskl - INFO - Epoch [38][3100/3405] lr: 2.126e-02, eta: 2 days, 0:07:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9506, loss_cls: 3.8631, loss: 3.8631 +2025-06-28 07:31:16,065 - pyskl - INFO - Epoch [38][3200/3405] lr: 2.126e-02, eta: 2 days, 0:06:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9500, loss_cls: 4.0736, loss: 4.0736 +2025-06-28 07:32:00,841 - pyskl - INFO - Epoch [38][3300/3405] lr: 2.125e-02, eta: 2 days, 0:05:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 4.0179, loss: 4.0179 +2025-06-28 07:32:45,555 - pyskl - INFO - Epoch [38][3400/3405] lr: 2.125e-02, eta: 2 days, 0:04:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9519, loss_cls: 4.0243, loss: 4.0243 +2025-06-28 07:32:48,151 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-06-28 07:36:47,957 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 07:36:48,491 - pyskl - INFO - +top1_acc 0.7163 +top5_acc 0.9330 +2025-06-28 07:36:48,509 - pyskl - INFO - Epoch(val) [38][3718] top1_acc: 0.7163, top5_acc: 0.9330 +2025-06-28 07:37:55,672 - pyskl - INFO - Epoch [39][100/3405] lr: 2.124e-02, eta: 2 days, 0:04:52, time: 0.672, data_time: 0.221, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9613, loss_cls: 3.9315, loss: 3.9315 +2025-06-28 07:38:40,598 - pyskl - INFO - Epoch [39][200/3405] lr: 2.123e-02, eta: 2 days, 0:04:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9550, loss_cls: 3.8400, loss: 3.8400 +2025-06-28 07:39:25,436 - pyskl - INFO - Epoch [39][300/3405] lr: 2.123e-02, eta: 2 days, 0:03:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9519, loss_cls: 3.9950, loss: 3.9950 +2025-06-28 07:40:10,301 - pyskl - INFO - Epoch [39][400/3405] lr: 2.122e-02, eta: 2 days, 0:02:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 3.9871, loss: 3.9871 +2025-06-28 07:40:55,037 - pyskl - INFO - Epoch [39][500/3405] lr: 2.122e-02, eta: 2 days, 0:01:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 3.9858, loss: 3.9858 +2025-06-28 07:41:39,866 - pyskl - INFO - Epoch [39][600/3405] lr: 2.121e-02, eta: 2 days, 0:00:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 3.8881, loss: 3.8881 +2025-06-28 07:42:24,621 - pyskl - INFO - Epoch [39][700/3405] lr: 2.121e-02, eta: 2 days, 0:00:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 3.8836, loss: 3.8836 +2025-06-28 07:43:09,489 - pyskl - INFO - Epoch [39][800/3405] lr: 2.120e-02, eta: 1 day, 23:59:22, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 3.8644, loss: 3.8644 +2025-06-28 07:43:54,509 - pyskl - INFO - Epoch [39][900/3405] lr: 2.120e-02, eta: 1 day, 23:58:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9500, loss_cls: 4.0537, loss: 4.0537 +2025-06-28 07:44:39,355 - pyskl - INFO - Epoch [39][1000/3405] lr: 2.119e-02, eta: 1 day, 23:57:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9537, loss_cls: 4.0110, loss: 4.0110 +2025-06-28 07:45:24,231 - pyskl - INFO - Epoch [39][1100/3405] lr: 2.119e-02, eta: 1 day, 23:57:02, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 3.9552, loss: 3.9552 +2025-06-28 07:46:09,103 - pyskl - INFO - Epoch [39][1200/3405] lr: 2.118e-02, eta: 1 day, 23:56:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9581, loss_cls: 3.9746, loss: 3.9746 +2025-06-28 07:46:53,738 - pyskl - INFO - Epoch [39][1300/3405] lr: 2.117e-02, eta: 1 day, 23:55:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9537, loss_cls: 3.8987, loss: 3.8987 +2025-06-28 07:47:38,561 - pyskl - INFO - Epoch [39][1400/3405] lr: 2.117e-02, eta: 1 day, 23:54:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9487, loss_cls: 4.0030, loss: 4.0030 +2025-06-28 07:48:23,384 - pyskl - INFO - Epoch [39][1500/3405] lr: 2.116e-02, eta: 1 day, 23:53:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9506, loss_cls: 3.9830, loss: 3.9830 +2025-06-28 07:49:08,335 - pyskl - INFO - Epoch [39][1600/3405] lr: 2.116e-02, eta: 1 day, 23:53:06, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9481, loss_cls: 4.0167, loss: 4.0167 +2025-06-28 07:49:53,395 - pyskl - INFO - Epoch [39][1700/3405] lr: 2.115e-02, eta: 1 day, 23:52:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9563, loss_cls: 3.9742, loss: 3.9742 +2025-06-28 07:50:38,220 - pyskl - INFO - Epoch [39][1800/3405] lr: 2.115e-02, eta: 1 day, 23:51:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9587, loss_cls: 3.9565, loss: 3.9565 +2025-06-28 07:51:23,144 - pyskl - INFO - Epoch [39][1900/3405] lr: 2.114e-02, eta: 1 day, 23:50:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9519, loss_cls: 4.0890, loss: 4.0890 +2025-06-28 07:52:08,022 - pyskl - INFO - Epoch [39][2000/3405] lr: 2.114e-02, eta: 1 day, 23:49:59, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9525, loss_cls: 3.9614, loss: 3.9614 +2025-06-28 07:52:52,779 - pyskl - INFO - Epoch [39][2100/3405] lr: 2.113e-02, eta: 1 day, 23:49:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 3.9801, loss: 3.9801 +2025-06-28 07:53:37,670 - pyskl - INFO - Epoch [39][2200/3405] lr: 2.112e-02, eta: 1 day, 23:48:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9650, loss_cls: 3.9559, loss: 3.9559 +2025-06-28 07:54:22,491 - pyskl - INFO - Epoch [39][2300/3405] lr: 2.112e-02, eta: 1 day, 23:47:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9569, loss_cls: 3.9986, loss: 3.9986 +2025-06-28 07:55:07,383 - pyskl - INFO - Epoch [39][2400/3405] lr: 2.111e-02, eta: 1 day, 23:46:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9563, loss_cls: 4.0031, loss: 4.0031 +2025-06-28 07:55:52,213 - pyskl - INFO - Epoch [39][2500/3405] lr: 2.111e-02, eta: 1 day, 23:46:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9531, loss_cls: 4.0143, loss: 4.0143 +2025-06-28 07:56:36,981 - pyskl - INFO - Epoch [39][2600/3405] lr: 2.110e-02, eta: 1 day, 23:45:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9600, loss_cls: 3.9671, loss: 3.9671 +2025-06-28 07:57:21,919 - pyskl - INFO - Epoch [39][2700/3405] lr: 2.110e-02, eta: 1 day, 23:44:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9444, loss_cls: 4.1020, loss: 4.1020 +2025-06-28 07:58:06,800 - pyskl - INFO - Epoch [39][2800/3405] lr: 2.109e-02, eta: 1 day, 23:43:44, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9500, loss_cls: 3.9914, loss: 3.9914 +2025-06-28 07:58:51,627 - pyskl - INFO - Epoch [39][2900/3405] lr: 2.109e-02, eta: 1 day, 23:42:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9500, loss_cls: 4.1084, loss: 4.1084 +2025-06-28 07:59:36,333 - pyskl - INFO - Epoch [39][3000/3405] lr: 2.108e-02, eta: 1 day, 23:42:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9606, loss_cls: 3.9523, loss: 3.9523 +2025-06-28 08:00:21,096 - pyskl - INFO - Epoch [39][3100/3405] lr: 2.107e-02, eta: 1 day, 23:41:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9500, loss_cls: 3.9871, loss: 3.9871 +2025-06-28 08:01:05,916 - pyskl - INFO - Epoch [39][3200/3405] lr: 2.107e-02, eta: 1 day, 23:40:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9513, loss_cls: 3.9927, loss: 3.9927 +2025-06-28 08:01:50,726 - pyskl - INFO - Epoch [39][3300/3405] lr: 2.106e-02, eta: 1 day, 23:39:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9519, loss_cls: 3.9565, loss: 3.9565 +2025-06-28 08:02:35,450 - pyskl - INFO - Epoch [39][3400/3405] lr: 2.106e-02, eta: 1 day, 23:39:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9531, loss_cls: 4.0424, loss: 4.0424 +2025-06-28 08:02:38,055 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-06-28 08:06:38,134 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 08:06:38,676 - pyskl - INFO - +top1_acc 0.7097 +top5_acc 0.9295 +2025-06-28 08:06:38,694 - pyskl - INFO - Epoch(val) [39][3718] top1_acc: 0.7097, top5_acc: 0.9295 +2025-06-28 08:07:45,810 - pyskl - INFO - Epoch [40][100/3405] lr: 2.105e-02, eta: 1 day, 23:39:09, time: 0.671, data_time: 0.224, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 3.8295, loss: 3.8295 +2025-06-28 08:08:30,557 - pyskl - INFO - Epoch [40][200/3405] lr: 2.105e-02, eta: 1 day, 23:38:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9556, loss_cls: 3.8497, loss: 3.8497 +2025-06-28 08:09:15,458 - pyskl - INFO - Epoch [40][300/3405] lr: 2.104e-02, eta: 1 day, 23:37:35, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9550, loss_cls: 3.9284, loss: 3.9284 +2025-06-28 08:10:00,123 - pyskl - INFO - Epoch [40][400/3405] lr: 2.103e-02, eta: 1 day, 23:36:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9613, loss_cls: 3.8749, loss: 3.8749 +2025-06-28 08:10:44,835 - pyskl - INFO - Epoch [40][500/3405] lr: 2.103e-02, eta: 1 day, 23:36:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9587, loss_cls: 3.9396, loss: 3.9396 +2025-06-28 08:11:29,800 - pyskl - INFO - Epoch [40][600/3405] lr: 2.102e-02, eta: 1 day, 23:35:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9513, loss_cls: 3.9420, loss: 3.9420 +2025-06-28 08:12:14,419 - pyskl - INFO - Epoch [40][700/3405] lr: 2.102e-02, eta: 1 day, 23:34:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9600, loss_cls: 4.0197, loss: 4.0197 +2025-06-28 08:12:59,211 - pyskl - INFO - Epoch [40][800/3405] lr: 2.101e-02, eta: 1 day, 23:33:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9487, loss_cls: 4.0334, loss: 4.0334 +2025-06-28 08:13:43,971 - pyskl - INFO - Epoch [40][900/3405] lr: 2.101e-02, eta: 1 day, 23:32:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9563, loss_cls: 3.9395, loss: 3.9395 +2025-06-28 08:14:28,674 - pyskl - INFO - Epoch [40][1000/3405] lr: 2.100e-02, eta: 1 day, 23:32:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9537, loss_cls: 4.0122, loss: 4.0122 +2025-06-28 08:15:13,543 - pyskl - INFO - Epoch [40][1100/3405] lr: 2.100e-02, eta: 1 day, 23:31:17, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9531, loss_cls: 3.9257, loss: 3.9257 +2025-06-28 08:15:58,179 - pyskl - INFO - Epoch [40][1200/3405] lr: 2.099e-02, eta: 1 day, 23:30:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9525, loss_cls: 4.0162, loss: 4.0162 +2025-06-28 08:16:42,819 - pyskl - INFO - Epoch [40][1300/3405] lr: 2.098e-02, eta: 1 day, 23:29:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9544, loss_cls: 3.9746, loss: 3.9746 +2025-06-28 08:17:27,413 - pyskl - INFO - Epoch [40][1400/3405] lr: 2.098e-02, eta: 1 day, 23:28:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9481, loss_cls: 4.0058, loss: 4.0058 +2025-06-28 08:18:11,943 - pyskl - INFO - Epoch [40][1500/3405] lr: 2.097e-02, eta: 1 day, 23:28:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9513, loss_cls: 3.9809, loss: 3.9809 +2025-06-28 08:18:56,692 - pyskl - INFO - Epoch [40][1600/3405] lr: 2.097e-02, eta: 1 day, 23:27:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9600, loss_cls: 3.8877, loss: 3.8877 +2025-06-28 08:19:41,404 - pyskl - INFO - Epoch [40][1700/3405] lr: 2.096e-02, eta: 1 day, 23:26:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9575, loss_cls: 4.0448, loss: 4.0448 +2025-06-28 08:20:26,131 - pyskl - INFO - Epoch [40][1800/3405] lr: 2.096e-02, eta: 1 day, 23:25:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9425, loss_cls: 4.0151, loss: 4.0151 +2025-06-28 08:21:10,758 - pyskl - INFO - Epoch [40][1900/3405] lr: 2.095e-02, eta: 1 day, 23:24:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 4.0073, loss: 4.0073 +2025-06-28 08:21:55,417 - pyskl - INFO - Epoch [40][2000/3405] lr: 2.094e-02, eta: 1 day, 23:24:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9531, loss_cls: 4.0161, loss: 4.0161 +2025-06-28 08:22:39,994 - pyskl - INFO - Epoch [40][2100/3405] lr: 2.094e-02, eta: 1 day, 23:23:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9587, loss_cls: 3.9682, loss: 3.9682 +2025-06-28 08:23:24,630 - pyskl - INFO - Epoch [40][2200/3405] lr: 2.093e-02, eta: 1 day, 23:22:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9450, loss_cls: 4.0417, loss: 4.0417 +2025-06-28 08:24:09,284 - pyskl - INFO - Epoch [40][2300/3405] lr: 2.093e-02, eta: 1 day, 23:21:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 3.9822, loss: 3.9822 +2025-06-28 08:24:53,963 - pyskl - INFO - Epoch [40][2400/3405] lr: 2.092e-02, eta: 1 day, 23:21:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 3.8394, loss: 3.8394 +2025-06-28 08:25:38,680 - pyskl - INFO - Epoch [40][2500/3405] lr: 2.092e-02, eta: 1 day, 23:20:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9487, loss_cls: 3.9618, loss: 3.9618 +2025-06-28 08:26:23,270 - pyskl - INFO - Epoch [40][2600/3405] lr: 2.091e-02, eta: 1 day, 23:19:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9475, loss_cls: 4.0152, loss: 4.0152 +2025-06-28 08:27:07,989 - pyskl - INFO - Epoch [40][2700/3405] lr: 2.090e-02, eta: 1 day, 23:18:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9619, loss_cls: 3.8718, loss: 3.8718 +2025-06-28 08:27:52,583 - pyskl - INFO - Epoch [40][2800/3405] lr: 2.090e-02, eta: 1 day, 23:17:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 3.9854, loss: 3.9854 +2025-06-28 08:28:37,142 - pyskl - INFO - Epoch [40][2900/3405] lr: 2.089e-02, eta: 1 day, 23:17:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9506, loss_cls: 4.0685, loss: 4.0685 +2025-06-28 08:29:21,709 - pyskl - INFO - Epoch [40][3000/3405] lr: 2.089e-02, eta: 1 day, 23:16:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9506, loss_cls: 3.9727, loss: 3.9727 +2025-06-28 08:30:06,441 - pyskl - INFO - Epoch [40][3100/3405] lr: 2.088e-02, eta: 1 day, 23:15:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9537, loss_cls: 3.9707, loss: 3.9707 +2025-06-28 08:30:51,052 - pyskl - INFO - Epoch [40][3200/3405] lr: 2.088e-02, eta: 1 day, 23:14:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 3.8761, loss: 3.8761 +2025-06-28 08:31:35,813 - pyskl - INFO - Epoch [40][3300/3405] lr: 2.087e-02, eta: 1 day, 23:13:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 3.8212, loss: 3.8212 +2025-06-28 08:32:20,912 - pyskl - INFO - Epoch [40][3400/3405] lr: 2.086e-02, eta: 1 day, 23:13:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9569, loss_cls: 3.9271, loss: 3.9271 +2025-06-28 08:32:23,532 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-06-28 08:50:44,574 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 08:50:45,126 - pyskl - INFO - +top1_acc 0.7000 +top5_acc 0.9269 +2025-06-28 08:50:45,149 - pyskl - INFO - Epoch(val) [40][3718] top1_acc: 0.7000, top5_acc: 0.9269 +2025-06-28 08:51:52,195 - pyskl - INFO - Epoch [41][100/3405] lr: 2.086e-02, eta: 1 day, 23:13:12, time: 0.670, data_time: 0.222, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9537, loss_cls: 3.8498, loss: 3.8498 +2025-06-28 08:52:36,977 - pyskl - INFO - Epoch [41][200/3405] lr: 2.085e-02, eta: 1 day, 23:12:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 3.7771, loss: 3.7771 +2025-06-28 08:53:21,868 - pyskl - INFO - Epoch [41][300/3405] lr: 2.085e-02, eta: 1 day, 23:11:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9481, loss_cls: 3.7885, loss: 3.7885 +2025-06-28 08:54:06,689 - pyskl - INFO - Epoch [41][400/3405] lr: 2.084e-02, eta: 1 day, 23:10:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9494, loss_cls: 3.9085, loss: 3.9085 +2025-06-28 08:54:51,533 - pyskl - INFO - Epoch [41][500/3405] lr: 2.084e-02, eta: 1 day, 23:10:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9506, loss_cls: 3.9874, loss: 3.9874 +2025-06-28 08:55:36,323 - pyskl - INFO - Epoch [41][600/3405] lr: 2.083e-02, eta: 1 day, 23:09:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9537, loss_cls: 3.9723, loss: 3.9723 +2025-06-28 08:56:21,080 - pyskl - INFO - Epoch [41][700/3405] lr: 2.082e-02, eta: 1 day, 23:08:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9669, loss_cls: 3.9461, loss: 3.9461 +2025-06-28 08:57:05,862 - pyskl - INFO - Epoch [41][800/3405] lr: 2.082e-02, eta: 1 day, 23:07:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9581, loss_cls: 3.9089, loss: 3.9089 +2025-06-28 08:57:50,651 - pyskl - INFO - Epoch [41][900/3405] lr: 2.081e-02, eta: 1 day, 23:06:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9463, loss_cls: 3.8946, loss: 3.8946 +2025-06-28 08:58:35,389 - pyskl - INFO - Epoch [41][1000/3405] lr: 2.081e-02, eta: 1 day, 23:06:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9575, loss_cls: 3.9138, loss: 3.9138 +2025-06-28 08:59:20,122 - pyskl - INFO - Epoch [41][1100/3405] lr: 2.080e-02, eta: 1 day, 23:05:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9500, loss_cls: 3.9576, loss: 3.9576 +2025-06-28 09:00:04,945 - pyskl - INFO - Epoch [41][1200/3405] lr: 2.080e-02, eta: 1 day, 23:04:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9619, loss_cls: 3.9092, loss: 3.9092 +2025-06-28 09:00:49,720 - pyskl - INFO - Epoch [41][1300/3405] lr: 2.079e-02, eta: 1 day, 23:03:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9587, loss_cls: 3.9026, loss: 3.9026 +2025-06-28 09:01:34,380 - pyskl - INFO - Epoch [41][1400/3405] lr: 2.078e-02, eta: 1 day, 23:03:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9519, loss_cls: 4.0113, loss: 4.0113 +2025-06-28 09:02:19,322 - pyskl - INFO - Epoch [41][1500/3405] lr: 2.078e-02, eta: 1 day, 23:02:14, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9525, loss_cls: 3.9653, loss: 3.9653 +2025-06-28 09:03:04,134 - pyskl - INFO - Epoch [41][1600/3405] lr: 2.077e-02, eta: 1 day, 23:01:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9494, loss_cls: 4.0064, loss: 4.0064 +2025-06-28 09:03:48,974 - pyskl - INFO - Epoch [41][1700/3405] lr: 2.077e-02, eta: 1 day, 23:00:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9500, loss_cls: 3.9180, loss: 3.9180 +2025-06-28 09:04:34,068 - pyskl - INFO - Epoch [41][1800/3405] lr: 2.076e-02, eta: 1 day, 22:59:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9513, loss_cls: 3.9903, loss: 3.9903 +2025-06-28 09:05:18,940 - pyskl - INFO - Epoch [41][1900/3405] lr: 2.076e-02, eta: 1 day, 22:59:07, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9637, loss_cls: 4.0753, loss: 4.0753 +2025-06-28 09:06:03,715 - pyskl - INFO - Epoch [41][2000/3405] lr: 2.075e-02, eta: 1 day, 22:58:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9594, loss_cls: 3.9562, loss: 3.9562 +2025-06-28 09:06:48,599 - pyskl - INFO - Epoch [41][2100/3405] lr: 2.074e-02, eta: 1 day, 22:57:33, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 4.0226, loss: 4.0226 +2025-06-28 09:07:33,534 - pyskl - INFO - Epoch [41][2200/3405] lr: 2.074e-02, eta: 1 day, 22:56:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9513, loss_cls: 3.8559, loss: 3.8559 +2025-06-28 09:08:18,661 - pyskl - INFO - Epoch [41][2300/3405] lr: 2.073e-02, eta: 1 day, 22:56:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9544, loss_cls: 3.9127, loss: 3.9127 +2025-06-28 09:09:03,525 - pyskl - INFO - Epoch [41][2400/3405] lr: 2.073e-02, eta: 1 day, 22:55:14, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9475, loss_cls: 3.8974, loss: 3.8974 +2025-06-28 09:09:48,281 - pyskl - INFO - Epoch [41][2500/3405] lr: 2.072e-02, eta: 1 day, 22:54:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9563, loss_cls: 3.7332, loss: 3.7332 +2025-06-28 09:10:33,016 - pyskl - INFO - Epoch [41][2600/3405] lr: 2.071e-02, eta: 1 day, 22:53:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9469, loss_cls: 4.1223, loss: 4.1223 +2025-06-28 09:11:17,774 - pyskl - INFO - Epoch [41][2700/3405] lr: 2.071e-02, eta: 1 day, 22:52:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9481, loss_cls: 3.9861, loss: 3.9861 +2025-06-28 09:12:02,471 - pyskl - INFO - Epoch [41][2800/3405] lr: 2.070e-02, eta: 1 day, 22:52:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 3.9436, loss: 3.9436 +2025-06-28 09:12:47,274 - pyskl - INFO - Epoch [41][2900/3405] lr: 2.070e-02, eta: 1 day, 22:51:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 3.8424, loss: 3.8424 +2025-06-28 09:13:32,028 - pyskl - INFO - Epoch [41][3000/3405] lr: 2.069e-02, eta: 1 day, 22:50:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9481, loss_cls: 3.9773, loss: 3.9773 +2025-06-28 09:14:16,741 - pyskl - INFO - Epoch [41][3100/3405] lr: 2.069e-02, eta: 1 day, 22:49:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9525, loss_cls: 3.8604, loss: 3.8604 +2025-06-28 09:15:01,481 - pyskl - INFO - Epoch [41][3200/3405] lr: 2.068e-02, eta: 1 day, 22:48:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9575, loss_cls: 3.9337, loss: 3.9337 +2025-06-28 09:15:46,228 - pyskl - INFO - Epoch [41][3300/3405] lr: 2.067e-02, eta: 1 day, 22:48:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 3.9361, loss: 3.9361 +2025-06-28 09:16:30,994 - pyskl - INFO - Epoch [41][3400/3405] lr: 2.067e-02, eta: 1 day, 22:47:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9481, loss_cls: 4.0405, loss: 4.0405 +2025-06-28 09:16:33,563 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-06-28 09:20:33,412 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 09:20:33,955 - pyskl - INFO - +top1_acc 0.6831 +top5_acc 0.9176 +2025-06-28 09:20:33,977 - pyskl - INFO - Epoch(val) [41][3718] top1_acc: 0.6831, top5_acc: 0.9176 +2025-06-28 09:21:41,400 - pyskl - INFO - Epoch [42][100/3405] lr: 2.066e-02, eta: 1 day, 22:47:28, time: 0.674, data_time: 0.227, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 3.8685, loss: 3.8685 +2025-06-28 09:22:26,184 - pyskl - INFO - Epoch [42][200/3405] lr: 2.066e-02, eta: 1 day, 22:46:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9669, loss_cls: 3.8465, loss: 3.8465 +2025-06-28 09:23:11,358 - pyskl - INFO - Epoch [42][300/3405] lr: 2.065e-02, eta: 1 day, 22:45:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 3.8448, loss: 3.8448 +2025-06-28 09:23:56,217 - pyskl - INFO - Epoch [42][400/3405] lr: 2.064e-02, eta: 1 day, 22:45:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9550, loss_cls: 3.9233, loss: 3.9233 +2025-06-28 09:24:41,039 - pyskl - INFO - Epoch [42][500/3405] lr: 2.064e-02, eta: 1 day, 22:44:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 3.8216, loss: 3.8216 +2025-06-28 09:25:25,886 - pyskl - INFO - Epoch [42][600/3405] lr: 2.063e-02, eta: 1 day, 22:43:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9569, loss_cls: 3.9289, loss: 3.9289 +2025-06-28 09:26:10,672 - pyskl - INFO - Epoch [42][700/3405] lr: 2.063e-02, eta: 1 day, 22:42:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 3.9495, loss: 3.9495 +2025-06-28 09:26:55,506 - pyskl - INFO - Epoch [42][800/3405] lr: 2.062e-02, eta: 1 day, 22:42:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9644, loss_cls: 3.8755, loss: 3.8755 +2025-06-28 09:27:40,325 - pyskl - INFO - Epoch [42][900/3405] lr: 2.062e-02, eta: 1 day, 22:41:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 3.8512, loss: 3.8512 +2025-06-28 09:28:25,118 - pyskl - INFO - Epoch [42][1000/3405] lr: 2.061e-02, eta: 1 day, 22:40:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9525, loss_cls: 3.8372, loss: 3.8372 +2025-06-28 09:29:10,002 - pyskl - INFO - Epoch [42][1100/3405] lr: 2.060e-02, eta: 1 day, 22:39:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 3.9010, loss: 3.9010 +2025-06-28 09:29:55,172 - pyskl - INFO - Epoch [42][1200/3405] lr: 2.060e-02, eta: 1 day, 22:38:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9394, loss_cls: 3.9996, loss: 3.9996 +2025-06-28 09:30:40,097 - pyskl - INFO - Epoch [42][1300/3405] lr: 2.059e-02, eta: 1 day, 22:38:07, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9581, loss_cls: 3.8818, loss: 3.8818 +2025-06-28 09:31:24,955 - pyskl - INFO - Epoch [42][1400/3405] lr: 2.059e-02, eta: 1 day, 22:37:20, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9537, loss_cls: 3.9411, loss: 3.9411 +2025-06-28 09:32:09,855 - pyskl - INFO - Epoch [42][1500/3405] lr: 2.058e-02, eta: 1 day, 22:36:33, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9556, loss_cls: 3.9261, loss: 3.9261 +2025-06-28 09:32:54,621 - pyskl - INFO - Epoch [42][1600/3405] lr: 2.057e-02, eta: 1 day, 22:35:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9544, loss_cls: 4.0172, loss: 4.0172 +2025-06-28 09:33:39,569 - pyskl - INFO - Epoch [42][1700/3405] lr: 2.057e-02, eta: 1 day, 22:35:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9563, loss_cls: 4.0128, loss: 4.0128 +2025-06-28 09:34:24,382 - pyskl - INFO - Epoch [42][1800/3405] lr: 2.056e-02, eta: 1 day, 22:34:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9606, loss_cls: 3.9314, loss: 3.9314 +2025-06-28 09:35:09,211 - pyskl - INFO - Epoch [42][1900/3405] lr: 2.056e-02, eta: 1 day, 22:33:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 3.9747, loss: 3.9747 +2025-06-28 09:35:54,043 - pyskl - INFO - Epoch [42][2000/3405] lr: 2.055e-02, eta: 1 day, 22:32:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9500, loss_cls: 3.9746, loss: 3.9746 +2025-06-28 09:36:38,893 - pyskl - INFO - Epoch [42][2100/3405] lr: 2.054e-02, eta: 1 day, 22:31:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9550, loss_cls: 3.9867, loss: 3.9867 +2025-06-28 09:37:23,740 - pyskl - INFO - Epoch [42][2200/3405] lr: 2.054e-02, eta: 1 day, 22:31:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 4.0543, loss: 4.0543 +2025-06-28 09:38:08,631 - pyskl - INFO - Epoch [42][2300/3405] lr: 2.053e-02, eta: 1 day, 22:30:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9587, loss_cls: 3.9341, loss: 3.9341 +2025-06-28 09:38:53,550 - pyskl - INFO - Epoch [42][2400/3405] lr: 2.053e-02, eta: 1 day, 22:29:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9619, loss_cls: 3.8661, loss: 3.8661 +2025-06-28 09:39:38,339 - pyskl - INFO - Epoch [42][2500/3405] lr: 2.052e-02, eta: 1 day, 22:28:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9669, loss_cls: 3.7931, loss: 3.7931 +2025-06-28 09:40:23,302 - pyskl - INFO - Epoch [42][2600/3405] lr: 2.052e-02, eta: 1 day, 22:27:59, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 3.8447, loss: 3.8447 +2025-06-28 09:41:08,159 - pyskl - INFO - Epoch [42][2700/3405] lr: 2.051e-02, eta: 1 day, 22:27:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9469, loss_cls: 4.0337, loss: 4.0337 +2025-06-28 09:41:53,071 - pyskl - INFO - Epoch [42][2800/3405] lr: 2.050e-02, eta: 1 day, 22:26:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9613, loss_cls: 3.8743, loss: 3.8743 +2025-06-28 09:42:37,922 - pyskl - INFO - Epoch [42][2900/3405] lr: 2.050e-02, eta: 1 day, 22:25:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9513, loss_cls: 3.9398, loss: 3.9398 +2025-06-28 09:43:22,666 - pyskl - INFO - Epoch [42][3000/3405] lr: 2.049e-02, eta: 1 day, 22:24:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9537, loss_cls: 4.0234, loss: 4.0234 +2025-06-28 09:44:07,574 - pyskl - INFO - Epoch [42][3100/3405] lr: 2.049e-02, eta: 1 day, 22:24:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9581, loss_cls: 3.8846, loss: 3.8846 +2025-06-28 09:44:52,497 - pyskl - INFO - Epoch [42][3200/3405] lr: 2.048e-02, eta: 1 day, 22:23:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9606, loss_cls: 3.8832, loss: 3.8832 +2025-06-28 09:45:37,354 - pyskl - INFO - Epoch [42][3300/3405] lr: 2.047e-02, eta: 1 day, 22:22:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9525, loss_cls: 3.8996, loss: 3.8996 +2025-06-28 09:46:22,200 - pyskl - INFO - Epoch [42][3400/3405] lr: 2.047e-02, eta: 1 day, 22:21:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9563, loss_cls: 4.0257, loss: 4.0257 +2025-06-28 09:46:24,826 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-06-28 09:50:22,811 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 09:50:23,355 - pyskl - INFO - +top1_acc 0.7200 +top5_acc 0.9383 +2025-06-28 09:50:23,377 - pyskl - INFO - Epoch(val) [42][3718] top1_acc: 0.7200, top5_acc: 0.9383 +2025-06-28 09:51:30,565 - pyskl - INFO - Epoch [43][100/3405] lr: 2.046e-02, eta: 1 day, 22:21:47, time: 0.672, data_time: 0.226, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9594, loss_cls: 4.0321, loss: 4.0321 +2025-06-28 09:52:15,292 - pyskl - INFO - Epoch [43][200/3405] lr: 2.046e-02, eta: 1 day, 22:21:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 3.8522, loss: 3.8522 +2025-06-28 09:53:00,007 - pyskl - INFO - Epoch [43][300/3405] lr: 2.045e-02, eta: 1 day, 22:20:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9569, loss_cls: 3.9696, loss: 3.9696 +2025-06-28 09:53:44,764 - pyskl - INFO - Epoch [43][400/3405] lr: 2.044e-02, eta: 1 day, 22:19:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9556, loss_cls: 3.8791, loss: 3.8791 +2025-06-28 09:54:29,550 - pyskl - INFO - Epoch [43][500/3405] lr: 2.044e-02, eta: 1 day, 22:18:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9569, loss_cls: 3.8874, loss: 3.8874 +2025-06-28 09:55:14,304 - pyskl - INFO - Epoch [43][600/3405] lr: 2.043e-02, eta: 1 day, 22:17:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9531, loss_cls: 3.9363, loss: 3.9363 +2025-06-28 09:55:59,039 - pyskl - INFO - Epoch [43][700/3405] lr: 2.043e-02, eta: 1 day, 22:17:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9569, loss_cls: 3.7782, loss: 3.7782 +2025-06-28 09:56:43,776 - pyskl - INFO - Epoch [43][800/3405] lr: 2.042e-02, eta: 1 day, 22:16:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 3.7353, loss: 3.7353 +2025-06-28 09:57:28,506 - pyskl - INFO - Epoch [43][900/3405] lr: 2.041e-02, eta: 1 day, 22:15:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 3.9384, loss: 3.9384 +2025-06-28 09:58:13,159 - pyskl - INFO - Epoch [43][1000/3405] lr: 2.041e-02, eta: 1 day, 22:14:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9550, loss_cls: 4.0033, loss: 4.0033 +2025-06-28 09:58:58,029 - pyskl - INFO - Epoch [43][1100/3405] lr: 2.040e-02, eta: 1 day, 22:13:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 3.8762, loss: 3.8762 +2025-06-28 09:59:42,853 - pyskl - INFO - Epoch [43][1200/3405] lr: 2.040e-02, eta: 1 day, 22:13:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9631, loss_cls: 3.8332, loss: 3.8332 +2025-06-28 10:00:27,625 - pyskl - INFO - Epoch [43][1300/3405] lr: 2.039e-02, eta: 1 day, 22:12:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 3.7854, loss: 3.7854 +2025-06-28 10:01:12,211 - pyskl - INFO - Epoch [43][1400/3405] lr: 2.038e-02, eta: 1 day, 22:11:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9531, loss_cls: 3.9345, loss: 3.9345 +2025-06-28 10:01:56,878 - pyskl - INFO - Epoch [43][1500/3405] lr: 2.038e-02, eta: 1 day, 22:10:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 3.8512, loss: 3.8512 +2025-06-28 10:02:41,616 - pyskl - INFO - Epoch [43][1600/3405] lr: 2.037e-02, eta: 1 day, 22:10:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9463, loss_cls: 3.9481, loss: 3.9481 +2025-06-28 10:03:26,637 - pyskl - INFO - Epoch [43][1700/3405] lr: 2.037e-02, eta: 1 day, 22:09:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 3.8071, loss: 3.8071 +2025-06-28 10:04:11,326 - pyskl - INFO - Epoch [43][1800/3405] lr: 2.036e-02, eta: 1 day, 22:08:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 3.8960, loss: 3.8960 +2025-06-28 10:04:56,003 - pyskl - INFO - Epoch [43][1900/3405] lr: 2.035e-02, eta: 1 day, 22:07:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9519, loss_cls: 3.9177, loss: 3.9177 +2025-06-28 10:05:40,591 - pyskl - INFO - Epoch [43][2000/3405] lr: 2.035e-02, eta: 1 day, 22:06:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 3.9582, loss: 3.9582 +2025-06-28 10:06:25,164 - pyskl - INFO - Epoch [43][2100/3405] lr: 2.034e-02, eta: 1 day, 22:06:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9600, loss_cls: 3.9623, loss: 3.9623 +2025-06-28 10:07:10,073 - pyskl - INFO - Epoch [43][2200/3405] lr: 2.034e-02, eta: 1 day, 22:05:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9581, loss_cls: 3.9455, loss: 3.9455 +2025-06-28 10:07:55,057 - pyskl - INFO - Epoch [43][2300/3405] lr: 2.033e-02, eta: 1 day, 22:04:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9481, loss_cls: 4.0250, loss: 4.0250 +2025-06-28 10:08:39,732 - pyskl - INFO - Epoch [43][2400/3405] lr: 2.032e-02, eta: 1 day, 22:03:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9544, loss_cls: 3.8704, loss: 3.8704 +2025-06-28 10:09:24,442 - pyskl - INFO - Epoch [43][2500/3405] lr: 2.032e-02, eta: 1 day, 22:02:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9525, loss_cls: 4.0351, loss: 4.0351 +2025-06-28 10:10:09,133 - pyskl - INFO - Epoch [43][2600/3405] lr: 2.031e-02, eta: 1 day, 22:02:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 3.9945, loss: 3.9945 +2025-06-28 10:10:53,812 - pyskl - INFO - Epoch [43][2700/3405] lr: 2.031e-02, eta: 1 day, 22:01:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9519, loss_cls: 3.9485, loss: 3.9485 +2025-06-28 10:11:38,514 - pyskl - INFO - Epoch [43][2800/3405] lr: 2.030e-02, eta: 1 day, 22:00:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9494, loss_cls: 3.9597, loss: 3.9597 +2025-06-28 10:12:23,177 - pyskl - INFO - Epoch [43][2900/3405] lr: 2.029e-02, eta: 1 day, 21:59:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9563, loss_cls: 3.8423, loss: 3.8423 +2025-06-28 10:13:07,739 - pyskl - INFO - Epoch [43][3000/3405] lr: 2.029e-02, eta: 1 day, 21:59:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9569, loss_cls: 3.9753, loss: 3.9753 +2025-06-28 10:13:52,303 - pyskl - INFO - Epoch [43][3100/3405] lr: 2.028e-02, eta: 1 day, 21:58:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 3.8674, loss: 3.8674 +2025-06-28 10:14:36,931 - pyskl - INFO - Epoch [43][3200/3405] lr: 2.028e-02, eta: 1 day, 21:57:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 3.8815, loss: 3.8815 +2025-06-28 10:15:21,512 - pyskl - INFO - Epoch [43][3300/3405] lr: 2.027e-02, eta: 1 day, 21:56:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 4.0018, loss: 4.0018 +2025-06-28 10:16:06,050 - pyskl - INFO - Epoch [43][3400/3405] lr: 2.026e-02, eta: 1 day, 21:55:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9531, loss_cls: 3.9674, loss: 3.9674 +2025-06-28 10:16:08,707 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-06-28 10:20:08,594 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 10:20:09,128 - pyskl - INFO - +top1_acc 0.7214 +top5_acc 0.9340 +2025-06-28 10:20:09,148 - pyskl - INFO - Epoch(val) [43][3718] top1_acc: 0.7214, top5_acc: 0.9340 +2025-06-28 10:21:16,268 - pyskl - INFO - Epoch [44][100/3405] lr: 2.026e-02, eta: 1 day, 21:55:53, time: 0.671, data_time: 0.225, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9525, loss_cls: 3.9309, loss: 3.9309 +2025-06-28 10:22:00,987 - pyskl - INFO - Epoch [44][200/3405] lr: 2.025e-02, eta: 1 day, 21:55:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9669, loss_cls: 3.7421, loss: 3.7421 +2025-06-28 10:22:45,958 - pyskl - INFO - Epoch [44][300/3405] lr: 2.025e-02, eta: 1 day, 21:54:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9531, loss_cls: 3.8120, loss: 3.8120 +2025-06-28 10:23:30,724 - pyskl - INFO - Epoch [44][400/3405] lr: 2.024e-02, eta: 1 day, 21:53:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9619, loss_cls: 3.8898, loss: 3.8898 +2025-06-28 10:24:15,524 - pyskl - INFO - Epoch [44][500/3405] lr: 2.023e-02, eta: 1 day, 21:52:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9506, loss_cls: 3.9994, loss: 3.9994 +2025-06-28 10:25:00,200 - pyskl - INFO - Epoch [44][600/3405] lr: 2.023e-02, eta: 1 day, 21:51:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 3.8413, loss: 3.8413 +2025-06-28 10:25:44,957 - pyskl - INFO - Epoch [44][700/3405] lr: 2.022e-02, eta: 1 day, 21:51:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9556, loss_cls: 3.8259, loss: 3.8259 +2025-06-28 10:26:29,798 - pyskl - INFO - Epoch [44][800/3405] lr: 2.022e-02, eta: 1 day, 21:50:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9513, loss_cls: 3.7918, loss: 3.7918 +2025-06-28 10:27:14,429 - pyskl - INFO - Epoch [44][900/3405] lr: 2.021e-02, eta: 1 day, 21:49:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 3.9329, loss: 3.9329 +2025-06-28 10:27:59,135 - pyskl - INFO - Epoch [44][1000/3405] lr: 2.020e-02, eta: 1 day, 21:48:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9581, loss_cls: 3.9292, loss: 3.9292 +2025-06-28 10:28:43,991 - pyskl - INFO - Epoch [44][1100/3405] lr: 2.020e-02, eta: 1 day, 21:48:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 3.8487, loss: 3.8487 +2025-06-28 10:29:28,995 - pyskl - INFO - Epoch [44][1200/3405] lr: 2.019e-02, eta: 1 day, 21:47:18, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 3.9608, loss: 3.9608 +2025-06-28 10:30:13,502 - pyskl - INFO - Epoch [44][1300/3405] lr: 2.019e-02, eta: 1 day, 21:46:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 3.9571, loss: 3.9571 +2025-06-28 10:30:57,853 - pyskl - INFO - Epoch [44][1400/3405] lr: 2.018e-02, eta: 1 day, 21:45:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 3.8578, loss: 3.8578 +2025-06-28 10:31:42,207 - pyskl - INFO - Epoch [44][1500/3405] lr: 2.017e-02, eta: 1 day, 21:44:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9531, loss_cls: 3.9534, loss: 3.9534 +2025-06-28 10:32:26,819 - pyskl - INFO - Epoch [44][1600/3405] lr: 2.017e-02, eta: 1 day, 21:44:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 3.9360, loss: 3.9360 +2025-06-28 10:33:12,002 - pyskl - INFO - Epoch [44][1700/3405] lr: 2.016e-02, eta: 1 day, 21:43:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9606, loss_cls: 3.9381, loss: 3.9381 +2025-06-28 10:33:56,807 - pyskl - INFO - Epoch [44][1800/3405] lr: 2.016e-02, eta: 1 day, 21:42:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 3.8701, loss: 3.8701 +2025-06-28 10:34:41,586 - pyskl - INFO - Epoch [44][1900/3405] lr: 2.015e-02, eta: 1 day, 21:41:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 3.9950, loss: 3.9950 +2025-06-28 10:35:26,339 - pyskl - INFO - Epoch [44][2000/3405] lr: 2.014e-02, eta: 1 day, 21:41:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9500, loss_cls: 3.9624, loss: 3.9624 +2025-06-28 10:36:11,061 - pyskl - INFO - Epoch [44][2100/3405] lr: 2.014e-02, eta: 1 day, 21:40:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 3.9106, loss: 3.9106 +2025-06-28 10:36:55,731 - pyskl - INFO - Epoch [44][2200/3405] lr: 2.013e-02, eta: 1 day, 21:39:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9456, loss_cls: 3.8771, loss: 3.8771 +2025-06-28 10:37:40,455 - pyskl - INFO - Epoch [44][2300/3405] lr: 2.013e-02, eta: 1 day, 21:38:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9613, loss_cls: 3.7826, loss: 3.7826 +2025-06-28 10:38:25,163 - pyskl - INFO - Epoch [44][2400/3405] lr: 2.012e-02, eta: 1 day, 21:37:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 3.8041, loss: 3.8041 +2025-06-28 10:39:09,897 - pyskl - INFO - Epoch [44][2500/3405] lr: 2.011e-02, eta: 1 day, 21:37:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9537, loss_cls: 3.9395, loss: 3.9395 +2025-06-28 10:39:54,552 - pyskl - INFO - Epoch [44][2600/3405] lr: 2.011e-02, eta: 1 day, 21:36:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9675, loss_cls: 3.9425, loss: 3.9425 +2025-06-28 10:40:39,329 - pyskl - INFO - Epoch [44][2700/3405] lr: 2.010e-02, eta: 1 day, 21:35:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 3.8623, loss: 3.8623 +2025-06-28 10:41:24,115 - pyskl - INFO - Epoch [44][2800/3405] lr: 2.009e-02, eta: 1 day, 21:34:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9631, loss_cls: 3.8671, loss: 3.8671 +2025-06-28 10:42:08,894 - pyskl - INFO - Epoch [44][2900/3405] lr: 2.009e-02, eta: 1 day, 21:33:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9613, loss_cls: 3.8539, loss: 3.8539 +2025-06-28 10:42:53,622 - pyskl - INFO - Epoch [44][3000/3405] lr: 2.008e-02, eta: 1 day, 21:33:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9494, loss_cls: 3.9145, loss: 3.9145 +2025-06-28 10:43:38,349 - pyskl - INFO - Epoch [44][3100/3405] lr: 2.008e-02, eta: 1 day, 21:32:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 3.8904, loss: 3.8904 +2025-06-28 10:44:23,097 - pyskl - INFO - Epoch [44][3200/3405] lr: 2.007e-02, eta: 1 day, 21:31:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9513, loss_cls: 3.9942, loss: 3.9942 +2025-06-28 10:45:07,751 - pyskl - INFO - Epoch [44][3300/3405] lr: 2.006e-02, eta: 1 day, 21:30:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9650, loss_cls: 3.8596, loss: 3.8596 +2025-06-28 10:45:52,472 - pyskl - INFO - Epoch [44][3400/3405] lr: 2.006e-02, eta: 1 day, 21:30:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9506, loss_cls: 3.9762, loss: 3.9762 +2025-06-28 10:45:55,039 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-06-28 10:49:54,906 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 10:49:55,449 - pyskl - INFO - +top1_acc 0.6995 +top5_acc 0.9227 +2025-06-28 10:49:55,469 - pyskl - INFO - Epoch(val) [44][3718] top1_acc: 0.6995, top5_acc: 0.9227 +2025-06-28 10:51:02,615 - pyskl - INFO - Epoch [45][100/3405] lr: 2.005e-02, eta: 1 day, 21:30:02, time: 0.671, data_time: 0.224, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 3.7859, loss: 3.7859 +2025-06-28 10:51:47,511 - pyskl - INFO - Epoch [45][200/3405] lr: 2.005e-02, eta: 1 day, 21:29:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 3.7543, loss: 3.7543 +2025-06-28 10:52:32,143 - pyskl - INFO - Epoch [45][300/3405] lr: 2.004e-02, eta: 1 day, 21:28:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9513, loss_cls: 3.8037, loss: 3.8037 +2025-06-28 10:53:16,908 - pyskl - INFO - Epoch [45][400/3405] lr: 2.003e-02, eta: 1 day, 21:27:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 3.8230, loss: 3.8230 +2025-06-28 10:54:01,890 - pyskl - INFO - Epoch [45][500/3405] lr: 2.003e-02, eta: 1 day, 21:26:54, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 3.7046, loss: 3.7046 +2025-06-28 10:54:46,774 - pyskl - INFO - Epoch [45][600/3405] lr: 2.002e-02, eta: 1 day, 21:26:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 3.8445, loss: 3.8445 +2025-06-28 10:55:31,547 - pyskl - INFO - Epoch [45][700/3405] lr: 2.001e-02, eta: 1 day, 21:25:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 3.7816, loss: 3.7816 +2025-06-28 10:56:16,350 - pyskl - INFO - Epoch [45][800/3405] lr: 2.001e-02, eta: 1 day, 21:24:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9531, loss_cls: 3.8637, loss: 3.8637 +2025-06-28 10:57:01,228 - pyskl - INFO - Epoch [45][900/3405] lr: 2.000e-02, eta: 1 day, 21:23:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9663, loss_cls: 3.8610, loss: 3.8610 +2025-06-28 10:57:46,123 - pyskl - INFO - Epoch [45][1000/3405] lr: 2.000e-02, eta: 1 day, 21:23:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 3.7865, loss: 3.7865 +2025-06-28 10:58:31,039 - pyskl - INFO - Epoch [45][1100/3405] lr: 1.999e-02, eta: 1 day, 21:22:14, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9581, loss_cls: 3.8567, loss: 3.8567 +2025-06-28 10:59:15,755 - pyskl - INFO - Epoch [45][1200/3405] lr: 1.998e-02, eta: 1 day, 21:21:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 3.8395, loss: 3.8395 +2025-06-28 11:00:00,451 - pyskl - INFO - Epoch [45][1300/3405] lr: 1.998e-02, eta: 1 day, 21:20:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9525, loss_cls: 3.8947, loss: 3.8947 +2025-06-28 11:00:45,135 - pyskl - INFO - Epoch [45][1400/3405] lr: 1.997e-02, eta: 1 day, 21:19:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9594, loss_cls: 3.8326, loss: 3.8326 +2025-06-28 11:01:29,814 - pyskl - INFO - Epoch [45][1500/3405] lr: 1.997e-02, eta: 1 day, 21:19:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9487, loss_cls: 3.9394, loss: 3.9394 +2025-06-28 11:02:14,822 - pyskl - INFO - Epoch [45][1600/3405] lr: 1.996e-02, eta: 1 day, 21:18:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9450, loss_cls: 4.0127, loss: 4.0127 +2025-06-28 11:02:59,461 - pyskl - INFO - Epoch [45][1700/3405] lr: 1.995e-02, eta: 1 day, 21:17:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 3.9302, loss: 3.9302 +2025-06-28 11:03:44,254 - pyskl - INFO - Epoch [45][1800/3405] lr: 1.995e-02, eta: 1 day, 21:16:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 3.8862, loss: 3.8862 +2025-06-28 11:04:28,930 - pyskl - INFO - Epoch [45][1900/3405] lr: 1.994e-02, eta: 1 day, 21:15:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 3.9356, loss: 3.9356 +2025-06-28 11:05:13,563 - pyskl - INFO - Epoch [45][2000/3405] lr: 1.993e-02, eta: 1 day, 21:15:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9506, loss_cls: 3.8962, loss: 3.8962 +2025-06-28 11:05:58,197 - pyskl - INFO - Epoch [45][2100/3405] lr: 1.993e-02, eta: 1 day, 21:14:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 3.9314, loss: 3.9314 +2025-06-28 11:06:42,749 - pyskl - INFO - Epoch [45][2200/3405] lr: 1.992e-02, eta: 1 day, 21:13:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9494, loss_cls: 3.7619, loss: 3.7619 +2025-06-28 11:07:27,459 - pyskl - INFO - Epoch [45][2300/3405] lr: 1.992e-02, eta: 1 day, 21:12:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 3.8752, loss: 3.8752 +2025-06-28 11:08:12,118 - pyskl - INFO - Epoch [45][2400/3405] lr: 1.991e-02, eta: 1 day, 21:12:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 3.7505, loss: 3.7505 +2025-06-28 11:08:56,770 - pyskl - INFO - Epoch [45][2500/3405] lr: 1.990e-02, eta: 1 day, 21:11:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9519, loss_cls: 3.9003, loss: 3.9003 +2025-06-28 11:09:41,395 - pyskl - INFO - Epoch [45][2600/3405] lr: 1.990e-02, eta: 1 day, 21:10:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 3.9646, loss: 3.9646 +2025-06-28 11:10:26,005 - pyskl - INFO - Epoch [45][2700/3405] lr: 1.989e-02, eta: 1 day, 21:09:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9500, loss_cls: 4.0040, loss: 4.0040 +2025-06-28 11:11:10,635 - pyskl - INFO - Epoch [45][2800/3405] lr: 1.988e-02, eta: 1 day, 21:08:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9575, loss_cls: 3.9488, loss: 3.9488 +2025-06-28 11:11:55,228 - pyskl - INFO - Epoch [45][2900/3405] lr: 1.988e-02, eta: 1 day, 21:08:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9556, loss_cls: 4.0321, loss: 4.0321 +2025-06-28 11:12:39,895 - pyskl - INFO - Epoch [45][3000/3405] lr: 1.987e-02, eta: 1 day, 21:07:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9550, loss_cls: 4.0273, loss: 4.0273 +2025-06-28 11:13:24,582 - pyskl - INFO - Epoch [45][3100/3405] lr: 1.987e-02, eta: 1 day, 21:06:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 3.9537, loss: 3.9537 +2025-06-28 11:14:09,197 - pyskl - INFO - Epoch [45][3200/3405] lr: 1.986e-02, eta: 1 day, 21:05:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9556, loss_cls: 3.8574, loss: 3.8574 +2025-06-28 11:14:53,827 - pyskl - INFO - Epoch [45][3300/3405] lr: 1.985e-02, eta: 1 day, 21:04:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9450, loss_cls: 3.9743, loss: 3.9743 +2025-06-28 11:15:38,553 - pyskl - INFO - Epoch [45][3400/3405] lr: 1.985e-02, eta: 1 day, 21:04:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9569, loss_cls: 3.9507, loss: 3.9507 +2025-06-28 11:15:41,144 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-06-28 11:34:49,948 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 11:34:50,495 - pyskl - INFO - +top1_acc 0.7037 +top5_acc 0.9293 +2025-06-28 11:34:50,516 - pyskl - INFO - Epoch(val) [45][3718] top1_acc: 0.7037, top5_acc: 0.9293 +2025-06-28 11:35:57,823 - pyskl - INFO - Epoch [46][100/3405] lr: 1.984e-02, eta: 1 day, 21:04:10, time: 0.673, data_time: 0.226, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 3.7912, loss: 3.7912 +2025-06-28 11:36:42,542 - pyskl - INFO - Epoch [46][200/3405] lr: 1.983e-02, eta: 1 day, 21:03:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9637, loss_cls: 3.9200, loss: 3.9200 +2025-06-28 11:37:27,256 - pyskl - INFO - Epoch [46][300/3405] lr: 1.983e-02, eta: 1 day, 21:02:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9544, loss_cls: 3.9783, loss: 3.9783 +2025-06-28 11:38:12,029 - pyskl - INFO - Epoch [46][400/3405] lr: 1.982e-02, eta: 1 day, 21:01:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9619, loss_cls: 3.8289, loss: 3.8289 +2025-06-28 11:38:56,769 - pyskl - INFO - Epoch [46][500/3405] lr: 1.982e-02, eta: 1 day, 21:01:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 3.8402, loss: 3.8402 +2025-06-28 11:39:41,414 - pyskl - INFO - Epoch [46][600/3405] lr: 1.981e-02, eta: 1 day, 21:00:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9663, loss_cls: 3.8103, loss: 3.8103 +2025-06-28 11:40:26,107 - pyskl - INFO - Epoch [46][700/3405] lr: 1.980e-02, eta: 1 day, 20:59:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 3.8517, loss: 3.8517 +2025-06-28 11:41:10,814 - pyskl - INFO - Epoch [46][800/3405] lr: 1.980e-02, eta: 1 day, 20:58:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9569, loss_cls: 3.8039, loss: 3.8039 +2025-06-28 11:41:55,576 - pyskl - INFO - Epoch [46][900/3405] lr: 1.979e-02, eta: 1 day, 20:57:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9481, loss_cls: 3.8852, loss: 3.8852 +2025-06-28 11:42:40,378 - pyskl - INFO - Epoch [46][1000/3405] lr: 1.979e-02, eta: 1 day, 20:57:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 3.8024, loss: 3.8024 +2025-06-28 11:43:25,039 - pyskl - INFO - Epoch [46][1100/3405] lr: 1.978e-02, eta: 1 day, 20:56:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9625, loss_cls: 3.9353, loss: 3.9353 +2025-06-28 11:44:09,731 - pyskl - INFO - Epoch [46][1200/3405] lr: 1.977e-02, eta: 1 day, 20:55:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9481, loss_cls: 3.8280, loss: 3.8280 +2025-06-28 11:44:54,413 - pyskl - INFO - Epoch [46][1300/3405] lr: 1.977e-02, eta: 1 day, 20:54:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9625, loss_cls: 3.9382, loss: 3.9382 +2025-06-28 11:45:39,073 - pyskl - INFO - Epoch [46][1400/3405] lr: 1.976e-02, eta: 1 day, 20:53:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 3.9666, loss: 3.9666 +2025-06-28 11:46:24,066 - pyskl - INFO - Epoch [46][1500/3405] lr: 1.975e-02, eta: 1 day, 20:53:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9537, loss_cls: 3.9224, loss: 3.9224 +2025-06-28 11:47:09,187 - pyskl - INFO - Epoch [46][1600/3405] lr: 1.975e-02, eta: 1 day, 20:52:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 4.0645, loss: 4.0645 +2025-06-28 11:47:54,060 - pyskl - INFO - Epoch [46][1700/3405] lr: 1.974e-02, eta: 1 day, 20:51:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9644, loss_cls: 3.8204, loss: 3.8204 +2025-06-28 11:48:39,160 - pyskl - INFO - Epoch [46][1800/3405] lr: 1.973e-02, eta: 1 day, 20:50:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 3.8284, loss: 3.8284 +2025-06-28 11:49:24,038 - pyskl - INFO - Epoch [46][1900/3405] lr: 1.973e-02, eta: 1 day, 20:50:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 3.8000, loss: 3.8000 +2025-06-28 11:50:08,862 - pyskl - INFO - Epoch [46][2000/3405] lr: 1.972e-02, eta: 1 day, 20:49:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9600, loss_cls: 3.8826, loss: 3.8826 +2025-06-28 11:50:53,573 - pyskl - INFO - Epoch [46][2100/3405] lr: 1.972e-02, eta: 1 day, 20:48:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9531, loss_cls: 3.9350, loss: 3.9350 +2025-06-28 11:51:38,417 - pyskl - INFO - Epoch [46][2200/3405] lr: 1.971e-02, eta: 1 day, 20:47:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9500, loss_cls: 3.9770, loss: 3.9770 +2025-06-28 11:52:23,261 - pyskl - INFO - Epoch [46][2300/3405] lr: 1.970e-02, eta: 1 day, 20:47:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9531, loss_cls: 3.9287, loss: 3.9287 +2025-06-28 11:53:08,004 - pyskl - INFO - Epoch [46][2400/3405] lr: 1.970e-02, eta: 1 day, 20:46:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9587, loss_cls: 3.9550, loss: 3.9550 +2025-06-28 11:53:52,778 - pyskl - INFO - Epoch [46][2500/3405] lr: 1.969e-02, eta: 1 day, 20:45:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9519, loss_cls: 3.9718, loss: 3.9718 +2025-06-28 11:54:37,436 - pyskl - INFO - Epoch [46][2600/3405] lr: 1.968e-02, eta: 1 day, 20:44:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9594, loss_cls: 3.9211, loss: 3.9211 +2025-06-28 11:55:22,156 - pyskl - INFO - Epoch [46][2700/3405] lr: 1.968e-02, eta: 1 day, 20:43:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 3.8371, loss: 3.8371 +2025-06-28 11:56:07,030 - pyskl - INFO - Epoch [46][2800/3405] lr: 1.967e-02, eta: 1 day, 20:43:07, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 3.7614, loss: 3.7614 +2025-06-28 11:56:51,731 - pyskl - INFO - Epoch [46][2900/3405] lr: 1.967e-02, eta: 1 day, 20:42:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9550, loss_cls: 3.8537, loss: 3.8537 +2025-06-28 11:57:36,531 - pyskl - INFO - Epoch [46][3000/3405] lr: 1.966e-02, eta: 1 day, 20:41:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9556, loss_cls: 3.9258, loss: 3.9258 +2025-06-28 11:58:21,218 - pyskl - INFO - Epoch [46][3100/3405] lr: 1.965e-02, eta: 1 day, 20:40:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9413, loss_cls: 4.0221, loss: 4.0221 +2025-06-28 11:59:05,909 - pyskl - INFO - Epoch [46][3200/3405] lr: 1.965e-02, eta: 1 day, 20:39:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9569, loss_cls: 3.9071, loss: 3.9071 +2025-06-28 11:59:50,654 - pyskl - INFO - Epoch [46][3300/3405] lr: 1.964e-02, eta: 1 day, 20:39:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9569, loss_cls: 3.8530, loss: 3.8530 +2025-06-28 12:00:35,462 - pyskl - INFO - Epoch [46][3400/3405] lr: 1.963e-02, eta: 1 day, 20:38:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9587, loss_cls: 3.8286, loss: 3.8286 +2025-06-28 12:00:38,030 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-06-28 12:04:35,329 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 12:04:35,871 - pyskl - INFO - +top1_acc 0.7267 +top5_acc 0.9394 +2025-06-28 12:04:35,890 - pyskl - INFO - Epoch(val) [46][3718] top1_acc: 0.7267, top5_acc: 0.9394 +2025-06-28 12:05:43,118 - pyskl - INFO - Epoch [47][100/3405] lr: 1.963e-02, eta: 1 day, 20:38:22, time: 0.672, data_time: 0.226, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9637, loss_cls: 3.7939, loss: 3.7939 +2025-06-28 12:06:27,901 - pyskl - INFO - Epoch [47][200/3405] lr: 1.962e-02, eta: 1 day, 20:37:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9563, loss_cls: 3.7898, loss: 3.7898 +2025-06-28 12:07:12,713 - pyskl - INFO - Epoch [47][300/3405] lr: 1.962e-02, eta: 1 day, 20:36:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 3.7074, loss: 3.7074 +2025-06-28 12:07:57,470 - pyskl - INFO - Epoch [47][400/3405] lr: 1.961e-02, eta: 1 day, 20:36:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9631, loss_cls: 3.8166, loss: 3.8166 +2025-06-28 12:08:42,298 - pyskl - INFO - Epoch [47][500/3405] lr: 1.960e-02, eta: 1 day, 20:35:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 3.7483, loss: 3.7483 +2025-06-28 12:09:27,221 - pyskl - INFO - Epoch [47][600/3405] lr: 1.960e-02, eta: 1 day, 20:34:29, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 3.7252, loss: 3.7252 +2025-06-28 12:10:12,002 - pyskl - INFO - Epoch [47][700/3405] lr: 1.959e-02, eta: 1 day, 20:33:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9506, loss_cls: 3.8656, loss: 3.8656 +2025-06-28 12:10:56,797 - pyskl - INFO - Epoch [47][800/3405] lr: 1.958e-02, eta: 1 day, 20:32:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 3.9740, loss: 3.9740 +2025-06-28 12:11:41,701 - pyskl - INFO - Epoch [47][900/3405] lr: 1.958e-02, eta: 1 day, 20:32:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 3.8376, loss: 3.8376 +2025-06-28 12:12:26,447 - pyskl - INFO - Epoch [47][1000/3405] lr: 1.957e-02, eta: 1 day, 20:31:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9600, loss_cls: 3.8873, loss: 3.8873 +2025-06-28 12:13:11,239 - pyskl - INFO - Epoch [47][1100/3405] lr: 1.956e-02, eta: 1 day, 20:30:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9563, loss_cls: 3.8529, loss: 3.8529 +2025-06-28 12:13:56,003 - pyskl - INFO - Epoch [47][1200/3405] lr: 1.956e-02, eta: 1 day, 20:29:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9444, loss_cls: 3.9612, loss: 3.9612 +2025-06-28 12:14:40,758 - pyskl - INFO - Epoch [47][1300/3405] lr: 1.955e-02, eta: 1 day, 20:29:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9494, loss_cls: 3.9051, loss: 3.9051 +2025-06-28 12:15:25,553 - pyskl - INFO - Epoch [47][1400/3405] lr: 1.955e-02, eta: 1 day, 20:28:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9506, loss_cls: 4.0014, loss: 4.0014 +2025-06-28 12:16:10,177 - pyskl - INFO - Epoch [47][1500/3405] lr: 1.954e-02, eta: 1 day, 20:27:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 3.8728, loss: 3.8728 +2025-06-28 12:16:54,780 - pyskl - INFO - Epoch [47][1600/3405] lr: 1.953e-02, eta: 1 day, 20:26:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9500, loss_cls: 3.8976, loss: 3.8976 +2025-06-28 12:17:39,532 - pyskl - INFO - Epoch [47][1700/3405] lr: 1.953e-02, eta: 1 day, 20:25:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9619, loss_cls: 3.8092, loss: 3.8092 +2025-06-28 12:18:24,078 - pyskl - INFO - Epoch [47][1800/3405] lr: 1.952e-02, eta: 1 day, 20:25:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 3.8509, loss: 3.8509 +2025-06-28 12:19:08,876 - pyskl - INFO - Epoch [47][1900/3405] lr: 1.951e-02, eta: 1 day, 20:24:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 3.9024, loss: 3.9024 +2025-06-28 12:19:53,798 - pyskl - INFO - Epoch [47][2000/3405] lr: 1.951e-02, eta: 1 day, 20:23:34, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 3.9619, loss: 3.9619 +2025-06-28 12:20:38,566 - pyskl - INFO - Epoch [47][2100/3405] lr: 1.950e-02, eta: 1 day, 20:22:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 3.8351, loss: 3.8351 +2025-06-28 12:21:23,044 - pyskl - INFO - Epoch [47][2200/3405] lr: 1.949e-02, eta: 1 day, 20:22:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 3.8206, loss: 3.8206 +2025-06-28 12:22:07,703 - pyskl - INFO - Epoch [47][2300/3405] lr: 1.949e-02, eta: 1 day, 20:21:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 3.8311, loss: 3.8311 +2025-06-28 12:22:52,406 - pyskl - INFO - Epoch [47][2400/3405] lr: 1.948e-02, eta: 1 day, 20:20:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9550, loss_cls: 3.8550, loss: 3.8550 +2025-06-28 12:23:36,987 - pyskl - INFO - Epoch [47][2500/3405] lr: 1.948e-02, eta: 1 day, 20:19:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9587, loss_cls: 3.8841, loss: 3.8841 +2025-06-28 12:24:21,659 - pyskl - INFO - Epoch [47][2600/3405] lr: 1.947e-02, eta: 1 day, 20:18:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9550, loss_cls: 3.8757, loss: 3.8757 +2025-06-28 12:25:06,298 - pyskl - INFO - Epoch [47][2700/3405] lr: 1.946e-02, eta: 1 day, 20:18:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 4.0171, loss: 4.0171 +2025-06-28 12:25:51,370 - pyskl - INFO - Epoch [47][2800/3405] lr: 1.946e-02, eta: 1 day, 20:17:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 3.9815, loss: 3.9815 +2025-06-28 12:26:36,406 - pyskl - INFO - Epoch [47][2900/3405] lr: 1.945e-02, eta: 1 day, 20:16:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9581, loss_cls: 3.9148, loss: 3.9148 +2025-06-28 12:27:21,488 - pyskl - INFO - Epoch [47][3000/3405] lr: 1.944e-02, eta: 1 day, 20:15:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 3.8391, loss: 3.8391 +2025-06-28 12:28:06,386 - pyskl - INFO - Epoch [47][3100/3405] lr: 1.944e-02, eta: 1 day, 20:15:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9650, loss_cls: 3.8245, loss: 3.8245 +2025-06-28 12:28:51,553 - pyskl - INFO - Epoch [47][3200/3405] lr: 1.943e-02, eta: 1 day, 20:14:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9494, loss_cls: 3.9133, loss: 3.9133 +2025-06-28 12:29:36,247 - pyskl - INFO - Epoch [47][3300/3405] lr: 1.942e-02, eta: 1 day, 20:13:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9594, loss_cls: 3.9452, loss: 3.9452 +2025-06-28 12:30:20,909 - pyskl - INFO - Epoch [47][3400/3405] lr: 1.942e-02, eta: 1 day, 20:12:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 3.8713, loss: 3.8713 +2025-06-28 12:30:23,518 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-06-28 12:34:23,358 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 12:34:23,901 - pyskl - INFO - +top1_acc 0.7356 +top5_acc 0.9371 +2025-06-28 12:34:23,951 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_33.pth was removed +2025-06-28 12:34:24,963 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_47.pth. +2025-06-28 12:34:24,964 - pyskl - INFO - Best top1_acc is 0.7356 at 47 epoch. +2025-06-28 12:34:24,982 - pyskl - INFO - Epoch(val) [47][3718] top1_acc: 0.7356, top5_acc: 0.9371 +2025-06-28 12:35:32,504 - pyskl - INFO - Epoch [48][100/3405] lr: 1.941e-02, eta: 1 day, 20:12:36, time: 0.675, data_time: 0.226, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.8526, loss: 3.8526 +2025-06-28 12:36:17,226 - pyskl - INFO - Epoch [48][200/3405] lr: 1.940e-02, eta: 1 day, 20:11:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9600, loss_cls: 3.8716, loss: 3.8716 +2025-06-28 12:37:01,971 - pyskl - INFO - Epoch [48][300/3405] lr: 1.940e-02, eta: 1 day, 20:11:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9625, loss_cls: 3.7490, loss: 3.7490 +2025-06-28 12:37:46,677 - pyskl - INFO - Epoch [48][400/3405] lr: 1.939e-02, eta: 1 day, 20:10:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 3.7577, loss: 3.7577 +2025-06-28 12:38:31,416 - pyskl - INFO - Epoch [48][500/3405] lr: 1.939e-02, eta: 1 day, 20:09:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 3.7130, loss: 3.7130 +2025-06-28 12:39:16,105 - pyskl - INFO - Epoch [48][600/3405] lr: 1.938e-02, eta: 1 day, 20:08:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 3.7616, loss: 3.7616 +2025-06-28 12:40:00,813 - pyskl - INFO - Epoch [48][700/3405] lr: 1.937e-02, eta: 1 day, 20:07:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9450, loss_cls: 3.9341, loss: 3.9341 +2025-06-28 12:40:45,547 - pyskl - INFO - Epoch [48][800/3405] lr: 1.937e-02, eta: 1 day, 20:07:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 3.7118, loss: 3.7118 +2025-06-28 12:41:30,335 - pyskl - INFO - Epoch [48][900/3405] lr: 1.936e-02, eta: 1 day, 20:06:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9619, loss_cls: 3.8332, loss: 3.8332 +2025-06-28 12:42:15,072 - pyskl - INFO - Epoch [48][1000/3405] lr: 1.935e-02, eta: 1 day, 20:05:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9575, loss_cls: 3.8166, loss: 3.8166 +2025-06-28 12:42:59,759 - pyskl - INFO - Epoch [48][1100/3405] lr: 1.935e-02, eta: 1 day, 20:04:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 3.7312, loss: 3.7312 +2025-06-28 12:43:44,433 - pyskl - INFO - Epoch [48][1200/3405] lr: 1.934e-02, eta: 1 day, 20:04:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 3.8773, loss: 3.8773 +2025-06-28 12:44:29,121 - pyskl - INFO - Epoch [48][1300/3405] lr: 1.933e-02, eta: 1 day, 20:03:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9537, loss_cls: 3.8871, loss: 3.8871 +2025-06-28 12:45:13,914 - pyskl - INFO - Epoch [48][1400/3405] lr: 1.933e-02, eta: 1 day, 20:02:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 3.8129, loss: 3.8129 +2025-06-28 12:45:58,700 - pyskl - INFO - Epoch [48][1500/3405] lr: 1.932e-02, eta: 1 day, 20:01:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 3.8498, loss: 3.8498 +2025-06-28 12:46:43,397 - pyskl - INFO - Epoch [48][1600/3405] lr: 1.931e-02, eta: 1 day, 20:00:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9500, loss_cls: 3.7610, loss: 3.7610 +2025-06-28 12:47:28,114 - pyskl - INFO - Epoch [48][1700/3405] lr: 1.931e-02, eta: 1 day, 20:00:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9544, loss_cls: 3.7434, loss: 3.7434 +2025-06-28 12:48:12,640 - pyskl - INFO - Epoch [48][1800/3405] lr: 1.930e-02, eta: 1 day, 19:59:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9619, loss_cls: 3.8986, loss: 3.8986 +2025-06-28 12:48:57,468 - pyskl - INFO - Epoch [48][1900/3405] lr: 1.930e-02, eta: 1 day, 19:58:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9525, loss_cls: 3.8762, loss: 3.8762 +2025-06-28 12:49:42,374 - pyskl - INFO - Epoch [48][2000/3405] lr: 1.929e-02, eta: 1 day, 19:57:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9494, loss_cls: 3.9348, loss: 3.9348 +2025-06-28 12:50:27,088 - pyskl - INFO - Epoch [48][2100/3405] lr: 1.928e-02, eta: 1 day, 19:57:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9519, loss_cls: 3.9068, loss: 3.9068 +2025-06-28 12:51:11,729 - pyskl - INFO - Epoch [48][2200/3405] lr: 1.928e-02, eta: 1 day, 19:56:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9513, loss_cls: 3.9126, loss: 3.9126 +2025-06-28 12:51:56,511 - pyskl - INFO - Epoch [48][2300/3405] lr: 1.927e-02, eta: 1 day, 19:55:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 3.7659, loss: 3.7659 +2025-06-28 12:52:41,195 - pyskl - INFO - Epoch [48][2400/3405] lr: 1.926e-02, eta: 1 day, 19:54:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 3.8427, loss: 3.8427 +2025-06-28 12:53:25,846 - pyskl - INFO - Epoch [48][2500/3405] lr: 1.926e-02, eta: 1 day, 19:53:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9594, loss_cls: 3.8536, loss: 3.8536 +2025-06-28 12:54:10,563 - pyskl - INFO - Epoch [48][2600/3405] lr: 1.925e-02, eta: 1 day, 19:53:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9600, loss_cls: 3.9447, loss: 3.9447 +2025-06-28 12:54:55,312 - pyskl - INFO - Epoch [48][2700/3405] lr: 1.924e-02, eta: 1 day, 19:52:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9587, loss_cls: 3.8719, loss: 3.8719 +2025-06-28 12:55:40,117 - pyskl - INFO - Epoch [48][2800/3405] lr: 1.924e-02, eta: 1 day, 19:51:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9537, loss_cls: 3.8352, loss: 3.8352 +2025-06-28 12:56:24,888 - pyskl - INFO - Epoch [48][2900/3405] lr: 1.923e-02, eta: 1 day, 19:50:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 3.7710, loss: 3.7710 +2025-06-28 12:57:09,680 - pyskl - INFO - Epoch [48][3000/3405] lr: 1.922e-02, eta: 1 day, 19:49:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9619, loss_cls: 3.8119, loss: 3.8119 +2025-06-28 12:57:54,431 - pyskl - INFO - Epoch [48][3100/3405] lr: 1.922e-02, eta: 1 day, 19:49:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 3.8447, loss: 3.8447 +2025-06-28 12:58:39,118 - pyskl - INFO - Epoch [48][3200/3405] lr: 1.921e-02, eta: 1 day, 19:48:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 3.8449, loss: 3.8449 +2025-06-28 12:59:23,719 - pyskl - INFO - Epoch [48][3300/3405] lr: 1.920e-02, eta: 1 day, 19:47:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9619, loss_cls: 3.9054, loss: 3.9054 +2025-06-28 13:00:08,369 - pyskl - INFO - Epoch [48][3400/3405] lr: 1.920e-02, eta: 1 day, 19:46:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9556, loss_cls: 3.9459, loss: 3.9459 +2025-06-28 13:00:10,970 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-06-28 13:04:10,726 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 13:04:11,265 - pyskl - INFO - +top1_acc 0.6915 +top5_acc 0.9204 +2025-06-28 13:04:11,283 - pyskl - INFO - Epoch(val) [48][3718] top1_acc: 0.6915, top5_acc: 0.9204 +2025-06-28 13:05:18,406 - pyskl - INFO - Epoch [49][100/3405] lr: 1.919e-02, eta: 1 day, 19:46:45, time: 0.671, data_time: 0.225, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9519, loss_cls: 3.8607, loss: 3.8607 +2025-06-28 13:06:03,196 - pyskl - INFO - Epoch [49][200/3405] lr: 1.918e-02, eta: 1 day, 19:45:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9619, loss_cls: 3.7964, loss: 3.7964 +2025-06-28 13:06:48,290 - pyskl - INFO - Epoch [49][300/3405] lr: 1.918e-02, eta: 1 day, 19:45:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 3.7952, loss: 3.7952 +2025-06-28 13:07:33,327 - pyskl - INFO - Epoch [49][400/3405] lr: 1.917e-02, eta: 1 day, 19:44:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.6984, loss: 3.6984 +2025-06-28 13:08:18,176 - pyskl - INFO - Epoch [49][500/3405] lr: 1.917e-02, eta: 1 day, 19:43:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9675, loss_cls: 3.6891, loss: 3.6891 +2025-06-28 13:09:03,034 - pyskl - INFO - Epoch [49][600/3405] lr: 1.916e-02, eta: 1 day, 19:42:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9556, loss_cls: 3.8186, loss: 3.8186 +2025-06-28 13:09:47,749 - pyskl - INFO - Epoch [49][700/3405] lr: 1.915e-02, eta: 1 day, 19:42:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9575, loss_cls: 3.9472, loss: 3.9472 +2025-06-28 13:10:32,756 - pyskl - INFO - Epoch [49][800/3405] lr: 1.915e-02, eta: 1 day, 19:41:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 3.8344, loss: 3.8344 +2025-06-28 13:11:17,753 - pyskl - INFO - Epoch [49][900/3405] lr: 1.914e-02, eta: 1 day, 19:40:34, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 3.8012, loss: 3.8012 +2025-06-28 13:12:02,511 - pyskl - INFO - Epoch [49][1000/3405] lr: 1.913e-02, eta: 1 day, 19:39:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 3.8306, loss: 3.8306 +2025-06-28 13:12:47,624 - pyskl - INFO - Epoch [49][1100/3405] lr: 1.913e-02, eta: 1 day, 19:39:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 3.7676, loss: 3.7676 +2025-06-28 13:13:32,629 - pyskl - INFO - Epoch [49][1200/3405] lr: 1.912e-02, eta: 1 day, 19:38:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 3.7213, loss: 3.7213 +2025-06-28 13:14:17,651 - pyskl - INFO - Epoch [49][1300/3405] lr: 1.911e-02, eta: 1 day, 19:37:28, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9600, loss_cls: 3.8318, loss: 3.8318 +2025-06-28 13:15:02,628 - pyskl - INFO - Epoch [49][1400/3405] lr: 1.911e-02, eta: 1 day, 19:36:42, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9463, loss_cls: 3.8601, loss: 3.8601 +2025-06-28 13:15:47,448 - pyskl - INFO - Epoch [49][1500/3405] lr: 1.910e-02, eta: 1 day, 19:35:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9569, loss_cls: 3.8525, loss: 3.8525 +2025-06-28 13:16:32,217 - pyskl - INFO - Epoch [49][1600/3405] lr: 1.909e-02, eta: 1 day, 19:35:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9544, loss_cls: 3.8969, loss: 3.8969 +2025-06-28 13:17:17,246 - pyskl - INFO - Epoch [49][1700/3405] lr: 1.909e-02, eta: 1 day, 19:34:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9619, loss_cls: 3.8023, loss: 3.8023 +2025-06-28 13:18:02,031 - pyskl - INFO - Epoch [49][1800/3405] lr: 1.908e-02, eta: 1 day, 19:33:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9619, loss_cls: 3.7740, loss: 3.7740 +2025-06-28 13:18:46,869 - pyskl - INFO - Epoch [49][1900/3405] lr: 1.907e-02, eta: 1 day, 19:32:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9544, loss_cls: 3.8231, loss: 3.8231 +2025-06-28 13:19:31,611 - pyskl - INFO - Epoch [49][2000/3405] lr: 1.907e-02, eta: 1 day, 19:32:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9581, loss_cls: 3.8200, loss: 3.8200 +2025-06-28 13:20:16,387 - pyskl - INFO - Epoch [49][2100/3405] lr: 1.906e-02, eta: 1 day, 19:31:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 3.8447, loss: 3.8447 +2025-06-28 13:21:01,161 - pyskl - INFO - Epoch [49][2200/3405] lr: 1.905e-02, eta: 1 day, 19:30:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 3.8627, loss: 3.8627 +2025-06-28 13:21:45,918 - pyskl - INFO - Epoch [49][2300/3405] lr: 1.905e-02, eta: 1 day, 19:29:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 3.9097, loss: 3.9097 +2025-06-28 13:22:30,696 - pyskl - INFO - Epoch [49][2400/3405] lr: 1.904e-02, eta: 1 day, 19:28:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 3.8717, loss: 3.8717 +2025-06-28 13:23:15,443 - pyskl - INFO - Epoch [49][2500/3405] lr: 1.903e-02, eta: 1 day, 19:28:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9600, loss_cls: 3.8881, loss: 3.8881 +2025-06-28 13:24:00,246 - pyskl - INFO - Epoch [49][2600/3405] lr: 1.903e-02, eta: 1 day, 19:27:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9606, loss_cls: 3.9186, loss: 3.9186 +2025-06-28 13:24:45,215 - pyskl - INFO - Epoch [49][2700/3405] lr: 1.902e-02, eta: 1 day, 19:26:37, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9575, loss_cls: 3.8522, loss: 3.8522 +2025-06-28 13:25:30,073 - pyskl - INFO - Epoch [49][2800/3405] lr: 1.902e-02, eta: 1 day, 19:25:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9594, loss_cls: 3.9154, loss: 3.9154 +2025-06-28 13:26:14,818 - pyskl - INFO - Epoch [49][2900/3405] lr: 1.901e-02, eta: 1 day, 19:25:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9556, loss_cls: 3.8287, loss: 3.8287 +2025-06-28 13:26:59,531 - pyskl - INFO - Epoch [49][3000/3405] lr: 1.900e-02, eta: 1 day, 19:24:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9650, loss_cls: 3.7631, loss: 3.7631 +2025-06-28 13:27:44,262 - pyskl - INFO - Epoch [49][3100/3405] lr: 1.900e-02, eta: 1 day, 19:23:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 3.7840, loss: 3.7840 +2025-06-28 13:28:29,041 - pyskl - INFO - Epoch [49][3200/3405] lr: 1.899e-02, eta: 1 day, 19:22:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 3.7676, loss: 3.7676 +2025-06-28 13:29:13,886 - pyskl - INFO - Epoch [49][3300/3405] lr: 1.898e-02, eta: 1 day, 19:21:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 3.8807, loss: 3.8807 +2025-06-28 13:29:58,727 - pyskl - INFO - Epoch [49][3400/3405] lr: 1.898e-02, eta: 1 day, 19:21:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9556, loss_cls: 3.9611, loss: 3.9611 +2025-06-28 13:30:01,312 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-06-28 13:33:59,255 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 13:33:59,801 - pyskl - INFO - +top1_acc 0.7396 +top5_acc 0.9396 +2025-06-28 13:33:59,855 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_47.pth was removed +2025-06-28 13:34:00,887 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_49.pth. +2025-06-28 13:34:00,889 - pyskl - INFO - Best top1_acc is 0.7396 at 49 epoch. +2025-06-28 13:34:00,909 - pyskl - INFO - Epoch(val) [49][3718] top1_acc: 0.7396, top5_acc: 0.9396 +2025-06-28 13:35:08,064 - pyskl - INFO - Epoch [50][100/3405] lr: 1.897e-02, eta: 1 day, 19:21:03, time: 0.671, data_time: 0.224, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9700, loss_cls: 3.7105, loss: 3.7105 +2025-06-28 13:35:52,799 - pyskl - INFO - Epoch [50][200/3405] lr: 1.896e-02, eta: 1 day, 19:20:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 3.7504, loss: 3.7504 +2025-06-28 13:36:37,815 - pyskl - INFO - Epoch [50][300/3405] lr: 1.896e-02, eta: 1 day, 19:19:30, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 3.6689, loss: 3.6689 +2025-06-28 13:37:22,601 - pyskl - INFO - Epoch [50][400/3405] lr: 1.895e-02, eta: 1 day, 19:18:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9663, loss_cls: 3.6274, loss: 3.6274 +2025-06-28 13:38:07,364 - pyskl - INFO - Epoch [50][500/3405] lr: 1.894e-02, eta: 1 day, 19:17:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 3.7166, loss: 3.7166 +2025-06-28 13:38:52,039 - pyskl - INFO - Epoch [50][600/3405] lr: 1.894e-02, eta: 1 day, 19:17:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9513, loss_cls: 3.9044, loss: 3.9044 +2025-06-28 13:39:36,804 - pyskl - INFO - Epoch [50][700/3405] lr: 1.893e-02, eta: 1 day, 19:16:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 3.8031, loss: 3.8031 +2025-06-28 13:40:21,751 - pyskl - INFO - Epoch [50][800/3405] lr: 1.892e-02, eta: 1 day, 19:15:37, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 3.9053, loss: 3.9053 +2025-06-28 13:41:06,518 - pyskl - INFO - Epoch [50][900/3405] lr: 1.892e-02, eta: 1 day, 19:14:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9544, loss_cls: 3.8156, loss: 3.8156 +2025-06-28 13:41:51,393 - pyskl - INFO - Epoch [50][1000/3405] lr: 1.891e-02, eta: 1 day, 19:14:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9644, loss_cls: 3.8753, loss: 3.8753 +2025-06-28 13:42:36,095 - pyskl - INFO - Epoch [50][1100/3405] lr: 1.890e-02, eta: 1 day, 19:13:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 3.7336, loss: 3.7336 +2025-06-28 13:43:20,806 - pyskl - INFO - Epoch [50][1200/3405] lr: 1.890e-02, eta: 1 day, 19:12:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9631, loss_cls: 3.7419, loss: 3.7419 +2025-06-28 13:44:05,535 - pyskl - INFO - Epoch [50][1300/3405] lr: 1.889e-02, eta: 1 day, 19:11:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 3.8552, loss: 3.8552 +2025-06-28 13:44:50,242 - pyskl - INFO - Epoch [50][1400/3405] lr: 1.888e-02, eta: 1 day, 19:10:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 3.7965, loss: 3.7965 +2025-06-28 13:45:34,899 - pyskl - INFO - Epoch [50][1500/3405] lr: 1.888e-02, eta: 1 day, 19:10:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9544, loss_cls: 3.8576, loss: 3.8576 +2025-06-28 13:46:19,587 - pyskl - INFO - Epoch [50][1600/3405] lr: 1.887e-02, eta: 1 day, 19:09:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9613, loss_cls: 3.9130, loss: 3.9130 +2025-06-28 13:47:04,496 - pyskl - INFO - Epoch [50][1700/3405] lr: 1.886e-02, eta: 1 day, 19:08:37, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 3.7955, loss: 3.7955 +2025-06-28 13:47:49,244 - pyskl - INFO - Epoch [50][1800/3405] lr: 1.886e-02, eta: 1 day, 19:07:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9581, loss_cls: 3.8154, loss: 3.8154 +2025-06-28 13:48:34,018 - pyskl - INFO - Epoch [50][1900/3405] lr: 1.885e-02, eta: 1 day, 19:07:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 3.7688, loss: 3.7688 +2025-06-28 13:49:18,719 - pyskl - INFO - Epoch [50][2000/3405] lr: 1.884e-02, eta: 1 day, 19:06:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9563, loss_cls: 3.9261, loss: 3.9261 +2025-06-28 13:50:03,350 - pyskl - INFO - Epoch [50][2100/3405] lr: 1.884e-02, eta: 1 day, 19:05:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9613, loss_cls: 3.7578, loss: 3.7578 +2025-06-28 13:50:48,215 - pyskl - INFO - Epoch [50][2200/3405] lr: 1.883e-02, eta: 1 day, 19:04:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9525, loss_cls: 3.8674, loss: 3.8674 +2025-06-28 13:51:32,999 - pyskl - INFO - Epoch [50][2300/3405] lr: 1.882e-02, eta: 1 day, 19:03:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9569, loss_cls: 3.7892, loss: 3.7892 +2025-06-28 13:52:17,689 - pyskl - INFO - Epoch [50][2400/3405] lr: 1.882e-02, eta: 1 day, 19:03:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9487, loss_cls: 3.8392, loss: 3.8392 +2025-06-28 13:53:02,446 - pyskl - INFO - Epoch [50][2500/3405] lr: 1.881e-02, eta: 1 day, 19:02:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9531, loss_cls: 3.8114, loss: 3.8114 +2025-06-28 13:53:47,139 - pyskl - INFO - Epoch [50][2600/3405] lr: 1.880e-02, eta: 1 day, 19:01:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9481, loss_cls: 3.9223, loss: 3.9223 +2025-06-28 13:54:31,806 - pyskl - INFO - Epoch [50][2700/3405] lr: 1.880e-02, eta: 1 day, 19:00:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 3.8621, loss: 3.8621 +2025-06-28 13:55:16,555 - pyskl - INFO - Epoch [50][2800/3405] lr: 1.879e-02, eta: 1 day, 19:00:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9600, loss_cls: 3.9561, loss: 3.9561 +2025-06-28 13:56:01,289 - pyskl - INFO - Epoch [50][2900/3405] lr: 1.878e-02, eta: 1 day, 18:59:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 3.8245, loss: 3.8245 +2025-06-28 13:56:46,136 - pyskl - INFO - Epoch [50][3000/3405] lr: 1.878e-02, eta: 1 day, 18:58:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 3.6643, loss: 3.6643 +2025-06-28 13:57:30,971 - pyskl - INFO - Epoch [50][3100/3405] lr: 1.877e-02, eta: 1 day, 18:57:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 3.8667, loss: 3.8667 +2025-06-28 13:58:15,866 - pyskl - INFO - Epoch [50][3200/3405] lr: 1.876e-02, eta: 1 day, 18:56:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9581, loss_cls: 3.9002, loss: 3.9002 +2025-06-28 13:59:00,806 - pyskl - INFO - Epoch [50][3300/3405] lr: 1.876e-02, eta: 1 day, 18:56:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 3.8292, loss: 3.8292 +2025-06-28 13:59:45,621 - pyskl - INFO - Epoch [50][3400/3405] lr: 1.875e-02, eta: 1 day, 18:55:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9600, loss_cls: 3.8787, loss: 3.8787 +2025-06-28 13:59:48,153 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-06-28 14:18:33,858 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 14:18:34,406 - pyskl - INFO - +top1_acc 0.7443 +top5_acc 0.9439 +2025-06-28 14:18:34,459 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_49.pth was removed +2025-06-28 14:18:35,487 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. +2025-06-28 14:18:35,488 - pyskl - INFO - Best top1_acc is 0.7443 at 50 epoch. +2025-06-28 14:18:35,509 - pyskl - INFO - Epoch(val) [50][3718] top1_acc: 0.7443, top5_acc: 0.9439 +2025-06-28 14:19:42,806 - pyskl - INFO - Epoch [51][100/3405] lr: 1.874e-02, eta: 1 day, 18:55:16, time: 0.673, data_time: 0.228, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9650, loss_cls: 3.7688, loss: 3.7688 +2025-06-28 14:20:27,349 - pyskl - INFO - Epoch [51][200/3405] lr: 1.874e-02, eta: 1 day, 18:54:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 3.7640, loss: 3.7640 +2025-06-28 14:21:11,898 - pyskl - INFO - Epoch [51][300/3405] lr: 1.873e-02, eta: 1 day, 18:53:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 3.7159, loss: 3.7159 +2025-06-28 14:21:56,446 - pyskl - INFO - Epoch [51][400/3405] lr: 1.872e-02, eta: 1 day, 18:52:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 3.7382, loss: 3.7382 +2025-06-28 14:22:40,951 - pyskl - INFO - Epoch [51][500/3405] lr: 1.872e-02, eta: 1 day, 18:52:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 3.7577, loss: 3.7577 +2025-06-28 14:23:25,430 - pyskl - INFO - Epoch [51][600/3405] lr: 1.871e-02, eta: 1 day, 18:51:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9550, loss_cls: 3.8537, loss: 3.8537 +2025-06-28 14:24:10,044 - pyskl - INFO - Epoch [51][700/3405] lr: 1.870e-02, eta: 1 day, 18:50:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 3.7776, loss: 3.7776 +2025-06-28 14:24:54,688 - pyskl - INFO - Epoch [51][800/3405] lr: 1.870e-02, eta: 1 day, 18:49:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 3.8627, loss: 3.8627 +2025-06-28 14:25:39,609 - pyskl - INFO - Epoch [51][900/3405] lr: 1.869e-02, eta: 1 day, 18:49:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9656, loss_cls: 3.7076, loss: 3.7076 +2025-06-28 14:26:24,306 - pyskl - INFO - Epoch [51][1000/3405] lr: 1.868e-02, eta: 1 day, 18:48:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 3.7737, loss: 3.7737 +2025-06-28 14:27:09,083 - pyskl - INFO - Epoch [51][1100/3405] lr: 1.868e-02, eta: 1 day, 18:47:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 3.8030, loss: 3.8030 +2025-06-28 14:27:54,003 - pyskl - INFO - Epoch [51][1200/3405] lr: 1.867e-02, eta: 1 day, 18:46:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 3.6262, loss: 3.6262 +2025-06-28 14:28:38,767 - pyskl - INFO - Epoch [51][1300/3405] lr: 1.866e-02, eta: 1 day, 18:45:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9575, loss_cls: 3.7732, loss: 3.7732 +2025-06-28 14:29:23,566 - pyskl - INFO - Epoch [51][1400/3405] lr: 1.866e-02, eta: 1 day, 18:45:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 3.7955, loss: 3.7955 +2025-06-28 14:30:08,596 - pyskl - INFO - Epoch [51][1500/3405] lr: 1.865e-02, eta: 1 day, 18:44:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.7065, loss: 3.7065 +2025-06-28 14:30:53,313 - pyskl - INFO - Epoch [51][1600/3405] lr: 1.864e-02, eta: 1 day, 18:43:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9619, loss_cls: 3.9184, loss: 3.9184 +2025-06-28 14:31:37,786 - pyskl - INFO - Epoch [51][1700/3405] lr: 1.864e-02, eta: 1 day, 18:42:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 3.8967, loss: 3.8967 +2025-06-28 14:32:22,515 - pyskl - INFO - Epoch [51][1800/3405] lr: 1.863e-02, eta: 1 day, 18:42:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9600, loss_cls: 3.7991, loss: 3.7991 +2025-06-28 14:33:07,482 - pyskl - INFO - Epoch [51][1900/3405] lr: 1.862e-02, eta: 1 day, 18:41:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 3.8398, loss: 3.8398 +2025-06-28 14:33:52,340 - pyskl - INFO - Epoch [51][2000/3405] lr: 1.862e-02, eta: 1 day, 18:40:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9519, loss_cls: 3.9076, loss: 3.9076 +2025-06-28 14:34:37,256 - pyskl - INFO - Epoch [51][2100/3405] lr: 1.861e-02, eta: 1 day, 18:39:42, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9650, loss_cls: 3.7729, loss: 3.7729 +2025-06-28 14:35:22,172 - pyskl - INFO - Epoch [51][2200/3405] lr: 1.860e-02, eta: 1 day, 18:38:55, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 3.7246, loss: 3.7246 +2025-06-28 14:36:07,297 - pyskl - INFO - Epoch [51][2300/3405] lr: 1.860e-02, eta: 1 day, 18:38:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9613, loss_cls: 3.8428, loss: 3.8428 +2025-06-28 14:36:52,099 - pyskl - INFO - Epoch [51][2400/3405] lr: 1.859e-02, eta: 1 day, 18:37:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9631, loss_cls: 3.8871, loss: 3.8871 +2025-06-28 14:37:36,714 - pyskl - INFO - Epoch [51][2500/3405] lr: 1.858e-02, eta: 1 day, 18:36:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9437, loss_cls: 3.8362, loss: 3.8362 +2025-06-28 14:38:21,450 - pyskl - INFO - Epoch [51][2600/3405] lr: 1.858e-02, eta: 1 day, 18:35:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9663, loss_cls: 3.7959, loss: 3.7959 +2025-06-28 14:39:06,431 - pyskl - INFO - Epoch [51][2700/3405] lr: 1.857e-02, eta: 1 day, 18:35:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9550, loss_cls: 3.8459, loss: 3.8459 +2025-06-28 14:39:51,261 - pyskl - INFO - Epoch [51][2800/3405] lr: 1.856e-02, eta: 1 day, 18:34:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 3.8159, loss: 3.8159 +2025-06-28 14:40:35,785 - pyskl - INFO - Epoch [51][2900/3405] lr: 1.856e-02, eta: 1 day, 18:33:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 3.8102, loss: 3.8102 +2025-06-28 14:41:20,442 - pyskl - INFO - Epoch [51][3000/3405] lr: 1.855e-02, eta: 1 day, 18:32:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 3.8705, loss: 3.8705 +2025-06-28 14:42:05,149 - pyskl - INFO - Epoch [51][3100/3405] lr: 1.854e-02, eta: 1 day, 18:31:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 3.8326, loss: 3.8326 +2025-06-28 14:42:49,678 - pyskl - INFO - Epoch [51][3200/3405] lr: 1.854e-02, eta: 1 day, 18:31:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9644, loss_cls: 3.8309, loss: 3.8309 +2025-06-28 14:43:34,243 - pyskl - INFO - Epoch [51][3300/3405] lr: 1.853e-02, eta: 1 day, 18:30:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9513, loss_cls: 3.9073, loss: 3.9073 +2025-06-28 14:44:18,774 - pyskl - INFO - Epoch [51][3400/3405] lr: 1.852e-02, eta: 1 day, 18:29:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 3.8717, loss: 3.8717 +2025-06-28 14:44:21,378 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-06-28 14:48:21,101 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 14:48:21,642 - pyskl - INFO - +top1_acc 0.7383 +top5_acc 0.9407 +2025-06-28 14:48:21,662 - pyskl - INFO - Epoch(val) [51][3718] top1_acc: 0.7383, top5_acc: 0.9407 +2025-06-28 14:49:28,814 - pyskl - INFO - Epoch [52][100/3405] lr: 1.852e-02, eta: 1 day, 18:29:25, time: 0.671, data_time: 0.226, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9681, loss_cls: 3.8472, loss: 3.8472 +2025-06-28 14:50:13,403 - pyskl - INFO - Epoch [52][200/3405] lr: 1.851e-02, eta: 1 day, 18:28:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9700, loss_cls: 3.6049, loss: 3.6049 +2025-06-28 14:50:58,076 - pyskl - INFO - Epoch [52][300/3405] lr: 1.850e-02, eta: 1 day, 18:27:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 3.7531, loss: 3.7531 +2025-06-28 14:51:42,705 - pyskl - INFO - Epoch [52][400/3405] lr: 1.850e-02, eta: 1 day, 18:27:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9587, loss_cls: 3.8572, loss: 3.8572 +2025-06-28 14:52:27,425 - pyskl - INFO - Epoch [52][500/3405] lr: 1.849e-02, eta: 1 day, 18:26:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 3.7744, loss: 3.7744 +2025-06-28 14:53:12,504 - pyskl - INFO - Epoch [52][600/3405] lr: 1.848e-02, eta: 1 day, 18:25:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9731, loss_cls: 3.7012, loss: 3.7012 +2025-06-28 14:53:57,263 - pyskl - INFO - Epoch [52][700/3405] lr: 1.847e-02, eta: 1 day, 18:24:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9619, loss_cls: 3.7414, loss: 3.7414 +2025-06-28 14:54:42,302 - pyskl - INFO - Epoch [52][800/3405] lr: 1.847e-02, eta: 1 day, 18:23:59, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9600, loss_cls: 3.9046, loss: 3.9046 +2025-06-28 14:55:27,486 - pyskl - INFO - Epoch [52][900/3405] lr: 1.846e-02, eta: 1 day, 18:23:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9631, loss_cls: 3.7709, loss: 3.7709 +2025-06-28 14:56:12,475 - pyskl - INFO - Epoch [52][1000/3405] lr: 1.845e-02, eta: 1 day, 18:22:27, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9613, loss_cls: 3.9007, loss: 3.9007 +2025-06-28 14:56:57,301 - pyskl - INFO - Epoch [52][1100/3405] lr: 1.845e-02, eta: 1 day, 18:21:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 3.8887, loss: 3.8887 +2025-06-28 14:57:42,096 - pyskl - INFO - Epoch [52][1200/3405] lr: 1.844e-02, eta: 1 day, 18:20:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9694, loss_cls: 3.7682, loss: 3.7682 +2025-06-28 14:58:27,027 - pyskl - INFO - Epoch [52][1300/3405] lr: 1.843e-02, eta: 1 day, 18:20:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 3.6816, loss: 3.6816 +2025-06-28 14:59:11,748 - pyskl - INFO - Epoch [52][1400/3405] lr: 1.843e-02, eta: 1 day, 18:19:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 3.5886, loss: 3.5886 +2025-06-28 14:59:56,368 - pyskl - INFO - Epoch [52][1500/3405] lr: 1.842e-02, eta: 1 day, 18:18:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 3.8297, loss: 3.8297 +2025-06-28 15:00:40,864 - pyskl - INFO - Epoch [52][1600/3405] lr: 1.841e-02, eta: 1 day, 18:17:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9569, loss_cls: 3.7301, loss: 3.7301 +2025-06-28 15:01:25,647 - pyskl - INFO - Epoch [52][1700/3405] lr: 1.841e-02, eta: 1 day, 18:17:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9500, loss_cls: 3.8653, loss: 3.8653 +2025-06-28 15:02:10,376 - pyskl - INFO - Epoch [52][1800/3405] lr: 1.840e-02, eta: 1 day, 18:16:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 3.6690, loss: 3.6690 +2025-06-28 15:02:55,175 - pyskl - INFO - Epoch [52][1900/3405] lr: 1.839e-02, eta: 1 day, 18:15:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.7933, loss: 3.7933 +2025-06-28 15:03:40,046 - pyskl - INFO - Epoch [52][2000/3405] lr: 1.839e-02, eta: 1 day, 18:14:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 3.6487, loss: 3.6487 +2025-06-28 15:04:24,709 - pyskl - INFO - Epoch [52][2100/3405] lr: 1.838e-02, eta: 1 day, 18:13:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 3.8539, loss: 3.8539 +2025-06-28 15:05:09,428 - pyskl - INFO - Epoch [52][2200/3405] lr: 1.837e-02, eta: 1 day, 18:13:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9563, loss_cls: 3.7848, loss: 3.7848 +2025-06-28 15:05:54,237 - pyskl - INFO - Epoch [52][2300/3405] lr: 1.837e-02, eta: 1 day, 18:12:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 3.8540, loss: 3.8540 +2025-06-28 15:06:38,943 - pyskl - INFO - Epoch [52][2400/3405] lr: 1.836e-02, eta: 1 day, 18:11:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9500, loss_cls: 3.8520, loss: 3.8520 +2025-06-28 15:07:23,568 - pyskl - INFO - Epoch [52][2500/3405] lr: 1.835e-02, eta: 1 day, 18:10:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9494, loss_cls: 3.9236, loss: 3.9236 +2025-06-28 15:08:08,339 - pyskl - INFO - Epoch [52][2600/3405] lr: 1.835e-02, eta: 1 day, 18:10:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9494, loss_cls: 3.7936, loss: 3.7936 +2025-06-28 15:08:53,050 - pyskl - INFO - Epoch [52][2700/3405] lr: 1.834e-02, eta: 1 day, 18:09:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 3.9288, loss: 3.9288 +2025-06-28 15:09:37,854 - pyskl - INFO - Epoch [52][2800/3405] lr: 1.833e-02, eta: 1 day, 18:08:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9575, loss_cls: 3.7665, loss: 3.7665 +2025-06-28 15:10:22,672 - pyskl - INFO - Epoch [52][2900/3405] lr: 1.833e-02, eta: 1 day, 18:07:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9669, loss_cls: 3.7105, loss: 3.7105 +2025-06-28 15:11:07,427 - pyskl - INFO - Epoch [52][3000/3405] lr: 1.832e-02, eta: 1 day, 18:06:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 3.6577, loss: 3.6577 +2025-06-28 15:11:52,146 - pyskl - INFO - Epoch [52][3100/3405] lr: 1.831e-02, eta: 1 day, 18:06:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9606, loss_cls: 3.9302, loss: 3.9302 +2025-06-28 15:12:36,897 - pyskl - INFO - Epoch [52][3200/3405] lr: 1.831e-02, eta: 1 day, 18:05:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 3.7214, loss: 3.7214 +2025-06-28 15:13:21,673 - pyskl - INFO - Epoch [52][3300/3405] lr: 1.830e-02, eta: 1 day, 18:04:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 3.7647, loss: 3.7647 +2025-06-28 15:14:06,400 - pyskl - INFO - Epoch [52][3400/3405] lr: 1.829e-02, eta: 1 day, 18:03:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9600, loss_cls: 3.8920, loss: 3.8920 +2025-06-28 15:14:09,005 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-06-28 15:18:09,771 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 15:18:10,317 - pyskl - INFO - +top1_acc 0.7145 +top5_acc 0.9275 +2025-06-28 15:18:10,336 - pyskl - INFO - Epoch(val) [52][3718] top1_acc: 0.7145, top5_acc: 0.9275 +2025-06-28 15:19:17,570 - pyskl - INFO - Epoch [53][100/3405] lr: 1.828e-02, eta: 1 day, 18:03:38, time: 0.672, data_time: 0.225, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9700, loss_cls: 3.6385, loss: 3.6385 +2025-06-28 15:20:02,223 - pyskl - INFO - Epoch [53][200/3405] lr: 1.828e-02, eta: 1 day, 18:02:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9663, loss_cls: 3.8016, loss: 3.8016 +2025-06-28 15:20:46,975 - pyskl - INFO - Epoch [53][300/3405] lr: 1.827e-02, eta: 1 day, 18:02:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 3.6827, loss: 3.6827 +2025-06-28 15:21:31,673 - pyskl - INFO - Epoch [53][400/3405] lr: 1.826e-02, eta: 1 day, 18:01:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9650, loss_cls: 3.6854, loss: 3.6854 +2025-06-28 15:22:16,370 - pyskl - INFO - Epoch [53][500/3405] lr: 1.826e-02, eta: 1 day, 18:00:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 3.6686, loss: 3.6686 +2025-06-28 15:23:01,315 - pyskl - INFO - Epoch [53][600/3405] lr: 1.825e-02, eta: 1 day, 17:59:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 3.7055, loss: 3.7055 +2025-06-28 15:23:46,155 - pyskl - INFO - Epoch [53][700/3405] lr: 1.824e-02, eta: 1 day, 17:58:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 3.7385, loss: 3.7385 +2025-06-28 15:24:30,931 - pyskl - INFO - Epoch [53][800/3405] lr: 1.824e-02, eta: 1 day, 17:58:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9587, loss_cls: 3.9060, loss: 3.9060 +2025-06-28 15:25:15,700 - pyskl - INFO - Epoch [53][900/3405] lr: 1.823e-02, eta: 1 day, 17:57:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9487, loss_cls: 3.9539, loss: 3.9539 +2025-06-28 15:26:00,466 - pyskl - INFO - Epoch [53][1000/3405] lr: 1.822e-02, eta: 1 day, 17:56:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9575, loss_cls: 3.7467, loss: 3.7467 +2025-06-28 15:26:45,226 - pyskl - INFO - Epoch [53][1100/3405] lr: 1.822e-02, eta: 1 day, 17:55:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9650, loss_cls: 3.7954, loss: 3.7954 +2025-06-28 15:27:30,018 - pyskl - INFO - Epoch [53][1200/3405] lr: 1.821e-02, eta: 1 day, 17:55:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 3.6854, loss: 3.6854 +2025-06-28 15:28:14,976 - pyskl - INFO - Epoch [53][1300/3405] lr: 1.820e-02, eta: 1 day, 17:54:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9575, loss_cls: 3.7736, loss: 3.7736 +2025-06-28 15:28:59,910 - pyskl - INFO - Epoch [53][1400/3405] lr: 1.820e-02, eta: 1 day, 17:53:34, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 3.8274, loss: 3.8274 +2025-06-28 15:29:44,595 - pyskl - INFO - Epoch [53][1500/3405] lr: 1.819e-02, eta: 1 day, 17:52:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 3.7644, loss: 3.7644 +2025-06-28 15:30:29,272 - pyskl - INFO - Epoch [53][1600/3405] lr: 1.818e-02, eta: 1 day, 17:52:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 3.6557, loss: 3.6557 +2025-06-28 15:31:13,964 - pyskl - INFO - Epoch [53][1700/3405] lr: 1.818e-02, eta: 1 day, 17:51:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9637, loss_cls: 3.6778, loss: 3.6778 +2025-06-28 15:31:58,788 - pyskl - INFO - Epoch [53][1800/3405] lr: 1.817e-02, eta: 1 day, 17:50:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 3.8726, loss: 3.8726 +2025-06-28 15:32:43,603 - pyskl - INFO - Epoch [53][1900/3405] lr: 1.816e-02, eta: 1 day, 17:49:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9656, loss_cls: 3.8234, loss: 3.8234 +2025-06-28 15:33:28,317 - pyskl - INFO - Epoch [53][2000/3405] lr: 1.815e-02, eta: 1 day, 17:48:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 3.7942, loss: 3.7942 +2025-06-28 15:34:12,848 - pyskl - INFO - Epoch [53][2100/3405] lr: 1.815e-02, eta: 1 day, 17:48:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 3.7887, loss: 3.7887 +2025-06-28 15:34:57,633 - pyskl - INFO - Epoch [53][2200/3405] lr: 1.814e-02, eta: 1 day, 17:47:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9581, loss_cls: 3.8382, loss: 3.8382 +2025-06-28 15:35:42,448 - pyskl - INFO - Epoch [53][2300/3405] lr: 1.813e-02, eta: 1 day, 17:46:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 3.6298, loss: 3.6298 +2025-06-28 15:36:27,200 - pyskl - INFO - Epoch [53][2400/3405] lr: 1.813e-02, eta: 1 day, 17:45:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 3.7748, loss: 3.7748 +2025-06-28 15:37:11,966 - pyskl - INFO - Epoch [53][2500/3405] lr: 1.812e-02, eta: 1 day, 17:45:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 3.8387, loss: 3.8387 +2025-06-28 15:37:56,722 - pyskl - INFO - Epoch [53][2600/3405] lr: 1.811e-02, eta: 1 day, 17:44:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 3.7958, loss: 3.7958 +2025-06-28 15:38:41,474 - pyskl - INFO - Epoch [53][2700/3405] lr: 1.811e-02, eta: 1 day, 17:43:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 3.8678, loss: 3.8678 +2025-06-28 15:39:26,277 - pyskl - INFO - Epoch [53][2800/3405] lr: 1.810e-02, eta: 1 day, 17:42:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 3.8371, loss: 3.8371 +2025-06-28 15:40:11,102 - pyskl - INFO - Epoch [53][2900/3405] lr: 1.809e-02, eta: 1 day, 17:41:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 3.7626, loss: 3.7626 +2025-06-28 15:40:55,922 - pyskl - INFO - Epoch [53][3000/3405] lr: 1.809e-02, eta: 1 day, 17:41:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9550, loss_cls: 3.7161, loss: 3.7161 +2025-06-28 15:41:40,754 - pyskl - INFO - Epoch [53][3100/3405] lr: 1.808e-02, eta: 1 day, 17:40:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 3.8458, loss: 3.8458 +2025-06-28 15:42:25,559 - pyskl - INFO - Epoch [53][3200/3405] lr: 1.807e-02, eta: 1 day, 17:39:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 3.7778, loss: 3.7778 +2025-06-28 15:43:10,377 - pyskl - INFO - Epoch [53][3300/3405] lr: 1.807e-02, eta: 1 day, 17:38:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 3.7440, loss: 3.7440 +2025-06-28 15:43:55,189 - pyskl - INFO - Epoch [53][3400/3405] lr: 1.806e-02, eta: 1 day, 17:38:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 3.7304, loss: 3.7304 +2025-06-28 15:43:57,861 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-06-28 15:47:58,123 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 15:47:58,677 - pyskl - INFO - +top1_acc 0.7441 +top5_acc 0.9394 +2025-06-28 15:47:58,698 - pyskl - INFO - Epoch(val) [53][3718] top1_acc: 0.7441, top5_acc: 0.9394 +2025-06-28 15:49:28,944 - pyskl - INFO - Epoch [54][100/3405] lr: 1.805e-02, eta: 1 day, 17:38:33, time: 0.902, data_time: 0.230, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9706, loss_cls: 3.6377, loss: 3.6377 +2025-06-28 15:50:36,205 - pyskl - INFO - Epoch [54][200/3405] lr: 1.804e-02, eta: 1 day, 17:38:28, time: 0.673, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 3.6347, loss: 3.6347 +2025-06-28 15:51:43,450 - pyskl - INFO - Epoch [54][300/3405] lr: 1.804e-02, eta: 1 day, 17:38:22, time: 0.672, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 3.7002, loss: 3.7002 +2025-06-28 15:52:50,608 - pyskl - INFO - Epoch [54][400/3405] lr: 1.803e-02, eta: 1 day, 17:38:17, time: 0.672, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9694, loss_cls: 3.7364, loss: 3.7364 +2025-06-28 15:53:57,585 - pyskl - INFO - Epoch [54][500/3405] lr: 1.802e-02, eta: 1 day, 17:38:10, time: 0.670, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9531, loss_cls: 3.9136, loss: 3.9136 +2025-06-28 15:55:04,281 - pyskl - INFO - Epoch [54][600/3405] lr: 1.802e-02, eta: 1 day, 17:38:04, time: 0.667, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.6536, loss: 3.6536 +2025-06-28 15:56:10,870 - pyskl - INFO - Epoch [54][700/3405] lr: 1.801e-02, eta: 1 day, 17:37:57, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9556, loss_cls: 3.7751, loss: 3.7751 +2025-06-28 15:57:17,487 - pyskl - INFO - Epoch [54][800/3405] lr: 1.800e-02, eta: 1 day, 17:37:50, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9594, loss_cls: 3.7595, loss: 3.7595 +2025-06-28 15:58:24,087 - pyskl - INFO - Epoch [54][900/3405] lr: 1.800e-02, eta: 1 day, 17:37:42, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9563, loss_cls: 3.7623, loss: 3.7623 +2025-06-28 15:59:30,501 - pyskl - INFO - Epoch [54][1000/3405] lr: 1.799e-02, eta: 1 day, 17:37:35, time: 0.664, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.6776, loss: 3.6776 +2025-06-28 16:00:36,914 - pyskl - INFO - Epoch [54][1100/3405] lr: 1.798e-02, eta: 1 day, 17:37:27, time: 0.664, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9531, loss_cls: 3.7602, loss: 3.7602 +2025-06-28 16:01:43,796 - pyskl - INFO - Epoch [54][1200/3405] lr: 1.798e-02, eta: 1 day, 17:37:20, time: 0.669, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9644, loss_cls: 3.6843, loss: 3.6843 +2025-06-28 16:02:50,539 - pyskl - INFO - Epoch [54][1300/3405] lr: 1.797e-02, eta: 1 day, 17:37:13, time: 0.667, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9550, loss_cls: 3.8416, loss: 3.8416 +2025-06-28 16:03:57,251 - pyskl - INFO - Epoch [54][1400/3405] lr: 1.796e-02, eta: 1 day, 17:37:06, time: 0.667, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9637, loss_cls: 3.7806, loss: 3.7806 +2025-06-28 16:05:04,007 - pyskl - INFO - Epoch [54][1500/3405] lr: 1.795e-02, eta: 1 day, 17:36:59, time: 0.668, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 3.8082, loss: 3.8082 +2025-06-28 16:06:10,676 - pyskl - INFO - Epoch [54][1600/3405] lr: 1.795e-02, eta: 1 day, 17:36:51, time: 0.667, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9694, loss_cls: 3.6131, loss: 3.6131 +2025-06-28 16:07:17,415 - pyskl - INFO - Epoch [54][1700/3405] lr: 1.794e-02, eta: 1 day, 17:36:44, time: 0.667, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9600, loss_cls: 3.7471, loss: 3.7471 +2025-06-28 16:08:23,998 - pyskl - INFO - Epoch [54][1800/3405] lr: 1.793e-02, eta: 1 day, 17:36:36, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 3.7599, loss: 3.7599 +2025-06-28 16:09:30,610 - pyskl - INFO - Epoch [54][1900/3405] lr: 1.793e-02, eta: 1 day, 17:36:28, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 3.7830, loss: 3.7830 +2025-06-28 16:10:37,256 - pyskl - INFO - Epoch [54][2000/3405] lr: 1.792e-02, eta: 1 day, 17:36:21, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9506, loss_cls: 3.7495, loss: 3.7495 +2025-06-28 16:11:43,854 - pyskl - INFO - Epoch [54][2100/3405] lr: 1.791e-02, eta: 1 day, 17:36:13, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9681, loss_cls: 3.7680, loss: 3.7680 +2025-06-28 16:12:50,427 - pyskl - INFO - Epoch [54][2200/3405] lr: 1.791e-02, eta: 1 day, 17:36:05, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 3.6815, loss: 3.6815 +2025-06-28 16:13:57,097 - pyskl - INFO - Epoch [54][2300/3405] lr: 1.790e-02, eta: 1 day, 17:35:57, time: 0.667, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 3.7494, loss: 3.7494 +2025-06-28 16:15:03,627 - pyskl - INFO - Epoch [54][2400/3405] lr: 1.789e-02, eta: 1 day, 17:35:48, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 3.7355, loss: 3.7355 +2025-06-28 16:16:10,104 - pyskl - INFO - Epoch [54][2500/3405] lr: 1.789e-02, eta: 1 day, 17:35:40, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9556, loss_cls: 3.7667, loss: 3.7667 +2025-06-28 16:17:16,589 - pyskl - INFO - Epoch [54][2600/3405] lr: 1.788e-02, eta: 1 day, 17:35:32, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 3.7920, loss: 3.7920 +2025-06-28 16:18:23,077 - pyskl - INFO - Epoch [54][2700/3405] lr: 1.787e-02, eta: 1 day, 17:35:23, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9644, loss_cls: 3.7081, loss: 3.7081 +2025-06-28 16:19:29,580 - pyskl - INFO - Epoch [54][2800/3405] lr: 1.786e-02, eta: 1 day, 17:35:15, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9669, loss_cls: 3.6326, loss: 3.6326 +2025-06-28 16:20:36,108 - pyskl - INFO - Epoch [54][2900/3405] lr: 1.786e-02, eta: 1 day, 17:35:06, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 3.6660, loss: 3.6660 +2025-06-28 16:21:42,578 - pyskl - INFO - Epoch [54][3000/3405] lr: 1.785e-02, eta: 1 day, 17:34:57, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9650, loss_cls: 3.6857, loss: 3.6857 +2025-06-28 16:22:49,367 - pyskl - INFO - Epoch [54][3100/3405] lr: 1.784e-02, eta: 1 day, 17:34:49, time: 0.668, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9581, loss_cls: 3.8516, loss: 3.8516 +2025-06-28 16:23:55,783 - pyskl - INFO - Epoch [54][3200/3405] lr: 1.784e-02, eta: 1 day, 17:34:40, time: 0.664, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9625, loss_cls: 3.8690, loss: 3.8690 +2025-06-28 16:25:02,228 - pyskl - INFO - Epoch [54][3300/3405] lr: 1.783e-02, eta: 1 day, 17:34:31, time: 0.664, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9631, loss_cls: 3.8105, loss: 3.8105 +2025-06-28 16:26:08,772 - pyskl - INFO - Epoch [54][3400/3405] lr: 1.782e-02, eta: 1 day, 17:34:22, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9506, loss_cls: 3.8468, loss: 3.8468 +2025-06-28 16:26:12,322 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-06-28 16:30:12,127 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 16:30:12,658 - pyskl - INFO - +top1_acc 0.7400 +top5_acc 0.9424 +2025-06-28 16:30:12,677 - pyskl - INFO - Epoch(val) [54][3718] top1_acc: 0.7400, top5_acc: 0.9424 +2025-06-28 16:31:19,528 - pyskl - INFO - Epoch [55][100/3405] lr: 1.782e-02, eta: 1 day, 17:34:08, time: 0.668, data_time: 0.223, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9694, loss_cls: 3.6149, loss: 3.6149 +2025-06-28 16:32:04,155 - pyskl - INFO - Epoch [55][200/3405] lr: 1.781e-02, eta: 1 day, 17:33:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 3.7991, loss: 3.7991 +2025-06-28 16:32:48,844 - pyskl - INFO - Epoch [55][300/3405] lr: 1.780e-02, eta: 1 day, 17:32:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 3.7578, loss: 3.7578 +2025-06-28 16:33:33,509 - pyskl - INFO - Epoch [55][400/3405] lr: 1.779e-02, eta: 1 day, 17:31:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 3.5980, loss: 3.5980 +2025-06-28 16:34:18,202 - pyskl - INFO - Epoch [55][500/3405] lr: 1.779e-02, eta: 1 day, 17:30:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 3.6738, loss: 3.6738 +2025-06-28 16:35:02,726 - pyskl - INFO - Epoch [55][600/3405] lr: 1.778e-02, eta: 1 day, 17:30:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 3.7085, loss: 3.7085 +2025-06-28 16:35:47,230 - pyskl - INFO - Epoch [55][700/3405] lr: 1.777e-02, eta: 1 day, 17:29:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 3.7093, loss: 3.7093 +2025-06-28 16:36:31,814 - pyskl - INFO - Epoch [55][800/3405] lr: 1.777e-02, eta: 1 day, 17:28:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 3.8288, loss: 3.8288 +2025-06-28 16:37:16,387 - pyskl - INFO - Epoch [55][900/3405] lr: 1.776e-02, eta: 1 day, 17:27:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 3.6984, loss: 3.6984 +2025-06-28 16:38:01,038 - pyskl - INFO - Epoch [55][1000/3405] lr: 1.775e-02, eta: 1 day, 17:26:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 3.7040, loss: 3.7040 +2025-06-28 16:38:45,728 - pyskl - INFO - Epoch [55][1100/3405] lr: 1.775e-02, eta: 1 day, 17:26:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 3.7010, loss: 3.7010 +2025-06-28 16:39:30,339 - pyskl - INFO - Epoch [55][1200/3405] lr: 1.774e-02, eta: 1 day, 17:25:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 3.6592, loss: 3.6592 +2025-06-28 16:40:14,947 - pyskl - INFO - Epoch [55][1300/3405] lr: 1.773e-02, eta: 1 day, 17:24:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 3.5644, loss: 3.5644 +2025-06-28 16:40:59,646 - pyskl - INFO - Epoch [55][1400/3405] lr: 1.772e-02, eta: 1 day, 17:23:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 3.8160, loss: 3.8160 +2025-06-28 16:41:44,360 - pyskl - INFO - Epoch [55][1500/3405] lr: 1.772e-02, eta: 1 day, 17:22:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9556, loss_cls: 3.9251, loss: 3.9251 +2025-06-28 16:42:29,191 - pyskl - INFO - Epoch [55][1600/3405] lr: 1.771e-02, eta: 1 day, 17:22:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9637, loss_cls: 3.7917, loss: 3.7917 +2025-06-28 16:43:13,823 - pyskl - INFO - Epoch [55][1700/3405] lr: 1.770e-02, eta: 1 day, 17:21:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 3.6558, loss: 3.6558 +2025-06-28 16:43:58,563 - pyskl - INFO - Epoch [55][1800/3405] lr: 1.770e-02, eta: 1 day, 17:20:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9606, loss_cls: 3.7929, loss: 3.7929 +2025-06-28 16:44:43,355 - pyskl - INFO - Epoch [55][1900/3405] lr: 1.769e-02, eta: 1 day, 17:19:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 3.7595, loss: 3.7595 +2025-06-28 16:45:28,239 - pyskl - INFO - Epoch [55][2000/3405] lr: 1.768e-02, eta: 1 day, 17:19:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9569, loss_cls: 3.8786, loss: 3.8786 +2025-06-28 16:46:12,787 - pyskl - INFO - Epoch [55][2100/3405] lr: 1.768e-02, eta: 1 day, 17:18:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9556, loss_cls: 3.8411, loss: 3.8411 +2025-06-28 16:46:57,441 - pyskl - INFO - Epoch [55][2200/3405] lr: 1.767e-02, eta: 1 day, 17:17:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 3.7113, loss: 3.7113 +2025-06-28 16:47:42,063 - pyskl - INFO - Epoch [55][2300/3405] lr: 1.766e-02, eta: 1 day, 17:16:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9669, loss_cls: 3.7468, loss: 3.7468 +2025-06-28 16:48:26,694 - pyskl - INFO - Epoch [55][2400/3405] lr: 1.765e-02, eta: 1 day, 17:15:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 3.6696, loss: 3.6696 +2025-06-28 16:49:11,419 - pyskl - INFO - Epoch [55][2500/3405] lr: 1.765e-02, eta: 1 day, 17:15:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 3.7683, loss: 3.7683 +2025-06-28 16:49:56,093 - pyskl - INFO - Epoch [55][2600/3405] lr: 1.764e-02, eta: 1 day, 17:14:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9575, loss_cls: 3.8116, loss: 3.8116 +2025-06-28 16:50:40,692 - pyskl - INFO - Epoch [55][2700/3405] lr: 1.763e-02, eta: 1 day, 17:13:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9656, loss_cls: 3.7863, loss: 3.7863 +2025-06-28 16:51:25,276 - pyskl - INFO - Epoch [55][2800/3405] lr: 1.763e-02, eta: 1 day, 17:12:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9475, loss_cls: 3.8553, loss: 3.8553 +2025-06-28 16:52:09,967 - pyskl - INFO - Epoch [55][2900/3405] lr: 1.762e-02, eta: 1 day, 17:11:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 3.8086, loss: 3.8086 +2025-06-28 16:52:54,842 - pyskl - INFO - Epoch [55][3000/3405] lr: 1.761e-02, eta: 1 day, 17:11:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9525, loss_cls: 3.7495, loss: 3.7495 +2025-06-28 16:53:39,373 - pyskl - INFO - Epoch [55][3100/3405] lr: 1.761e-02, eta: 1 day, 17:10:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 3.8470, loss: 3.8470 +2025-06-28 16:54:24,063 - pyskl - INFO - Epoch [55][3200/3405] lr: 1.760e-02, eta: 1 day, 17:09:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 3.6993, loss: 3.6993 +2025-06-28 16:55:08,738 - pyskl - INFO - Epoch [55][3300/3405] lr: 1.759e-02, eta: 1 day, 17:08:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 3.7768, loss: 3.7768 +2025-06-28 16:55:53,791 - pyskl - INFO - Epoch [55][3400/3405] lr: 1.758e-02, eta: 1 day, 17:07:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9650, loss_cls: 3.7489, loss: 3.7489 +2025-06-28 16:55:56,445 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-06-28 17:14:21,697 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 17:14:22,246 - pyskl - INFO - +top1_acc 0.7082 +top5_acc 0.9300 +2025-06-28 17:14:22,267 - pyskl - INFO - Epoch(val) [55][3718] top1_acc: 0.7082, top5_acc: 0.9300 +2025-06-28 17:15:29,641 - pyskl - INFO - Epoch [56][100/3405] lr: 1.758e-02, eta: 1 day, 17:07:38, time: 0.674, data_time: 0.226, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 3.7082, loss: 3.7082 +2025-06-28 17:16:14,433 - pyskl - INFO - Epoch [56][200/3405] lr: 1.757e-02, eta: 1 day, 17:06:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 3.5643, loss: 3.5643 +2025-06-28 17:16:59,252 - pyskl - INFO - Epoch [56][300/3405] lr: 1.756e-02, eta: 1 day, 17:06:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 3.7124, loss: 3.7124 +2025-06-28 17:17:44,059 - pyskl - INFO - Epoch [56][400/3405] lr: 1.756e-02, eta: 1 day, 17:05:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9563, loss_cls: 3.6918, loss: 3.6918 +2025-06-28 17:18:28,999 - pyskl - INFO - Epoch [56][500/3405] lr: 1.755e-02, eta: 1 day, 17:04:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9594, loss_cls: 3.6602, loss: 3.6602 +2025-06-28 17:19:13,817 - pyskl - INFO - Epoch [56][600/3405] lr: 1.754e-02, eta: 1 day, 17:03:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 3.6508, loss: 3.6508 +2025-06-28 17:19:58,693 - pyskl - INFO - Epoch [56][700/3405] lr: 1.754e-02, eta: 1 day, 17:02:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9575, loss_cls: 3.7500, loss: 3.7500 +2025-06-28 17:20:43,467 - pyskl - INFO - Epoch [56][800/3405] lr: 1.753e-02, eta: 1 day, 17:02:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9656, loss_cls: 3.6790, loss: 3.6790 +2025-06-28 17:21:28,241 - pyskl - INFO - Epoch [56][900/3405] lr: 1.752e-02, eta: 1 day, 17:01:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.6209, loss: 3.6209 +2025-06-28 17:22:13,085 - pyskl - INFO - Epoch [56][1000/3405] lr: 1.751e-02, eta: 1 day, 17:00:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9700, loss_cls: 3.7162, loss: 3.7162 +2025-06-28 17:22:57,845 - pyskl - INFO - Epoch [56][1100/3405] lr: 1.751e-02, eta: 1 day, 16:59:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 3.7067, loss: 3.7067 +2025-06-28 17:23:42,641 - pyskl - INFO - Epoch [56][1200/3405] lr: 1.750e-02, eta: 1 day, 16:58:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 3.7903, loss: 3.7903 +2025-06-28 17:24:27,387 - pyskl - INFO - Epoch [56][1300/3405] lr: 1.749e-02, eta: 1 day, 16:58:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9631, loss_cls: 3.5869, loss: 3.5869 +2025-06-28 17:25:12,203 - pyskl - INFO - Epoch [56][1400/3405] lr: 1.749e-02, eta: 1 day, 16:57:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9575, loss_cls: 3.6244, loss: 3.6244 +2025-06-28 17:25:57,059 - pyskl - INFO - Epoch [56][1500/3405] lr: 1.748e-02, eta: 1 day, 16:56:34, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9738, loss_cls: 3.7932, loss: 3.7932 +2025-06-28 17:26:41,685 - pyskl - INFO - Epoch [56][1600/3405] lr: 1.747e-02, eta: 1 day, 16:55:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 3.7840, loss: 3.7840 +2025-06-28 17:27:26,399 - pyskl - INFO - Epoch [56][1700/3405] lr: 1.746e-02, eta: 1 day, 16:54:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 3.7341, loss: 3.7341 +2025-06-28 17:28:11,013 - pyskl - INFO - Epoch [56][1800/3405] lr: 1.746e-02, eta: 1 day, 16:54:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 3.7774, loss: 3.7774 +2025-06-28 17:28:55,699 - pyskl - INFO - Epoch [56][1900/3405] lr: 1.745e-02, eta: 1 day, 16:53:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 3.8456, loss: 3.8456 +2025-06-28 17:29:40,577 - pyskl - INFO - Epoch [56][2000/3405] lr: 1.744e-02, eta: 1 day, 16:52:36, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 3.7431, loss: 3.7431 +2025-06-28 17:30:25,587 - pyskl - INFO - Epoch [56][2100/3405] lr: 1.744e-02, eta: 1 day, 16:51:48, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 3.6546, loss: 3.6546 +2025-06-28 17:31:10,631 - pyskl - INFO - Epoch [56][2200/3405] lr: 1.743e-02, eta: 1 day, 16:51:01, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 3.7402, loss: 3.7402 +2025-06-28 17:31:55,698 - pyskl - INFO - Epoch [56][2300/3405] lr: 1.742e-02, eta: 1 day, 16:50:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9656, loss_cls: 3.7832, loss: 3.7832 +2025-06-28 17:32:40,767 - pyskl - INFO - Epoch [56][2400/3405] lr: 1.742e-02, eta: 1 day, 16:49:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9519, loss_cls: 3.7599, loss: 3.7599 +2025-06-28 17:33:25,870 - pyskl - INFO - Epoch [56][2500/3405] lr: 1.741e-02, eta: 1 day, 16:48:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 3.8267, loss: 3.8267 +2025-06-28 17:34:10,884 - pyskl - INFO - Epoch [56][2600/3405] lr: 1.740e-02, eta: 1 day, 16:47:54, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 3.6523, loss: 3.6523 +2025-06-28 17:34:55,931 - pyskl - INFO - Epoch [56][2700/3405] lr: 1.739e-02, eta: 1 day, 16:47:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9587, loss_cls: 3.8668, loss: 3.8668 +2025-06-28 17:35:40,853 - pyskl - INFO - Epoch [56][2800/3405] lr: 1.739e-02, eta: 1 day, 16:46:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 3.7592, loss: 3.7592 +2025-06-28 17:36:25,855 - pyskl - INFO - Epoch [56][2900/3405] lr: 1.738e-02, eta: 1 day, 16:45:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9594, loss_cls: 3.5760, loss: 3.5760 +2025-06-28 17:37:10,608 - pyskl - INFO - Epoch [56][3000/3405] lr: 1.737e-02, eta: 1 day, 16:44:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 3.7825, loss: 3.7825 +2025-06-28 17:37:55,495 - pyskl - INFO - Epoch [56][3100/3405] lr: 1.737e-02, eta: 1 day, 16:43:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 3.7425, loss: 3.7425 +2025-06-28 17:38:40,529 - pyskl - INFO - Epoch [56][3200/3405] lr: 1.736e-02, eta: 1 day, 16:43:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 3.7831, loss: 3.7831 +2025-06-28 17:39:25,572 - pyskl - INFO - Epoch [56][3300/3405] lr: 1.735e-02, eta: 1 day, 16:42:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 3.6996, loss: 3.6996 +2025-06-28 17:40:10,577 - pyskl - INFO - Epoch [56][3400/3405] lr: 1.734e-02, eta: 1 day, 16:41:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9513, loss_cls: 3.7776, loss: 3.7776 +2025-06-28 17:40:13,188 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-06-28 17:44:10,839 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 17:44:11,386 - pyskl - INFO - +top1_acc 0.7249 +top5_acc 0.9278 +2025-06-28 17:44:11,408 - pyskl - INFO - Epoch(val) [56][3718] top1_acc: 0.7249, top5_acc: 0.9278 +2025-06-28 17:45:19,037 - pyskl - INFO - Epoch [57][100/3405] lr: 1.734e-02, eta: 1 day, 16:41:21, time: 0.676, data_time: 0.229, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 3.5771, loss: 3.5771 +2025-06-28 17:46:03,686 - pyskl - INFO - Epoch [57][200/3405] lr: 1.733e-02, eta: 1 day, 16:40:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9619, loss_cls: 3.6687, loss: 3.6687 +2025-06-28 17:46:48,556 - pyskl - INFO - Epoch [57][300/3405] lr: 1.732e-02, eta: 1 day, 16:39:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.5100, loss: 3.5100 +2025-06-28 17:47:33,273 - pyskl - INFO - Epoch [57][400/3405] lr: 1.732e-02, eta: 1 day, 16:38:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9550, loss_cls: 3.6980, loss: 3.6980 +2025-06-28 17:48:18,219 - pyskl - INFO - Epoch [57][500/3405] lr: 1.731e-02, eta: 1 day, 16:38:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9563, loss_cls: 3.7402, loss: 3.7402 +2025-06-28 17:49:03,056 - pyskl - INFO - Epoch [57][600/3405] lr: 1.730e-02, eta: 1 day, 16:37:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9606, loss_cls: 3.6141, loss: 3.6141 +2025-06-28 17:49:48,090 - pyskl - INFO - Epoch [57][700/3405] lr: 1.729e-02, eta: 1 day, 16:36:37, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 3.6419, loss: 3.6419 +2025-06-28 17:50:32,786 - pyskl - INFO - Epoch [57][800/3405] lr: 1.729e-02, eta: 1 day, 16:35:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 3.7319, loss: 3.7319 +2025-06-28 17:51:17,606 - pyskl - INFO - Epoch [57][900/3405] lr: 1.728e-02, eta: 1 day, 16:35:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9625, loss_cls: 3.6326, loss: 3.6326 +2025-06-28 17:52:02,502 - pyskl - INFO - Epoch [57][1000/3405] lr: 1.727e-02, eta: 1 day, 16:34:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9569, loss_cls: 3.7072, loss: 3.7072 +2025-06-28 17:52:47,346 - pyskl - INFO - Epoch [57][1100/3405] lr: 1.727e-02, eta: 1 day, 16:33:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 3.7060, loss: 3.7060 +2025-06-28 17:53:32,092 - pyskl - INFO - Epoch [57][1200/3405] lr: 1.726e-02, eta: 1 day, 16:32:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 3.8395, loss: 3.8395 +2025-06-28 17:54:16,872 - pyskl - INFO - Epoch [57][1300/3405] lr: 1.725e-02, eta: 1 day, 16:31:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 3.8038, loss: 3.8038 +2025-06-28 17:55:01,527 - pyskl - INFO - Epoch [57][1400/3405] lr: 1.724e-02, eta: 1 day, 16:31:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9644, loss_cls: 3.8298, loss: 3.8298 +2025-06-28 17:55:46,196 - pyskl - INFO - Epoch [57][1500/3405] lr: 1.724e-02, eta: 1 day, 16:30:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9706, loss_cls: 3.6486, loss: 3.6486 +2025-06-28 17:56:30,888 - pyskl - INFO - Epoch [57][1600/3405] lr: 1.723e-02, eta: 1 day, 16:29:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9650, loss_cls: 3.7889, loss: 3.7889 +2025-06-28 17:57:15,913 - pyskl - INFO - Epoch [57][1700/3405] lr: 1.722e-02, eta: 1 day, 16:28:43, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 3.5658, loss: 3.5658 +2025-06-28 17:58:00,628 - pyskl - INFO - Epoch [57][1800/3405] lr: 1.722e-02, eta: 1 day, 16:27:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9537, loss_cls: 3.7136, loss: 3.7136 +2025-06-28 17:58:45,361 - pyskl - INFO - Epoch [57][1900/3405] lr: 1.721e-02, eta: 1 day, 16:27:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 3.7588, loss: 3.7588 +2025-06-28 17:59:30,110 - pyskl - INFO - Epoch [57][2000/3405] lr: 1.720e-02, eta: 1 day, 16:26:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9581, loss_cls: 3.7341, loss: 3.7341 +2025-06-28 18:00:14,857 - pyskl - INFO - Epoch [57][2100/3405] lr: 1.719e-02, eta: 1 day, 16:25:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 3.5541, loss: 3.5541 +2025-06-28 18:00:59,631 - pyskl - INFO - Epoch [57][2200/3405] lr: 1.719e-02, eta: 1 day, 16:24:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9594, loss_cls: 3.7032, loss: 3.7032 +2025-06-28 18:01:44,463 - pyskl - INFO - Epoch [57][2300/3405] lr: 1.718e-02, eta: 1 day, 16:23:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 3.6701, loss: 3.6701 +2025-06-28 18:02:29,389 - pyskl - INFO - Epoch [57][2400/3405] lr: 1.717e-02, eta: 1 day, 16:23:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 3.7955, loss: 3.7955 +2025-06-28 18:03:14,234 - pyskl - INFO - Epoch [57][2500/3405] lr: 1.717e-02, eta: 1 day, 16:22:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 3.6708, loss: 3.6708 +2025-06-28 18:03:59,055 - pyskl - INFO - Epoch [57][2600/3405] lr: 1.716e-02, eta: 1 day, 16:21:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9587, loss_cls: 3.6454, loss: 3.6454 +2025-06-28 18:04:43,892 - pyskl - INFO - Epoch [57][2700/3405] lr: 1.715e-02, eta: 1 day, 16:20:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 3.8268, loss: 3.8268 +2025-06-28 18:05:29,028 - pyskl - INFO - Epoch [57][2800/3405] lr: 1.714e-02, eta: 1 day, 16:20:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9594, loss_cls: 3.8194, loss: 3.8194 +2025-06-28 18:06:14,020 - pyskl - INFO - Epoch [57][2900/3405] lr: 1.714e-02, eta: 1 day, 16:19:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9650, loss_cls: 3.7634, loss: 3.7634 +2025-06-28 18:06:59,013 - pyskl - INFO - Epoch [57][3000/3405] lr: 1.713e-02, eta: 1 day, 16:18:28, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 3.7341, loss: 3.7341 +2025-06-28 18:07:44,042 - pyskl - INFO - Epoch [57][3100/3405] lr: 1.712e-02, eta: 1 day, 16:17:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9681, loss_cls: 3.6343, loss: 3.6343 +2025-06-28 18:08:29,185 - pyskl - INFO - Epoch [57][3200/3405] lr: 1.712e-02, eta: 1 day, 16:16:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9519, loss_cls: 3.7446, loss: 3.7446 +2025-06-28 18:09:14,107 - pyskl - INFO - Epoch [57][3300/3405] lr: 1.711e-02, eta: 1 day, 16:16:07, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9600, loss_cls: 3.7127, loss: 3.7127 +2025-06-28 18:09:58,846 - pyskl - INFO - Epoch [57][3400/3405] lr: 1.710e-02, eta: 1 day, 16:15:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 3.7263, loss: 3.7263 +2025-06-28 18:10:01,510 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-06-28 18:14:01,898 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 18:14:02,445 - pyskl - INFO - +top1_acc 0.6833 +top5_acc 0.9244 +2025-06-28 18:14:02,464 - pyskl - INFO - Epoch(val) [57][3718] top1_acc: 0.6833, top5_acc: 0.9244 +2025-06-28 18:15:09,827 - pyskl - INFO - Epoch [58][100/3405] lr: 1.709e-02, eta: 1 day, 16:15:03, time: 0.674, data_time: 0.226, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 3.7098, loss: 3.7098 +2025-06-28 18:15:54,697 - pyskl - INFO - Epoch [58][200/3405] lr: 1.709e-02, eta: 1 day, 16:14:16, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 3.6611, loss: 3.6611 +2025-06-28 18:16:39,456 - pyskl - INFO - Epoch [58][300/3405] lr: 1.708e-02, eta: 1 day, 16:13:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.6318, loss: 3.6318 +2025-06-28 18:17:24,240 - pyskl - INFO - Epoch [58][400/3405] lr: 1.707e-02, eta: 1 day, 16:12:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 3.7722, loss: 3.7722 +2025-06-28 18:18:09,109 - pyskl - INFO - Epoch [58][500/3405] lr: 1.707e-02, eta: 1 day, 16:11:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 3.5242, loss: 3.5242 +2025-06-28 18:18:53,839 - pyskl - INFO - Epoch [58][600/3405] lr: 1.706e-02, eta: 1 day, 16:11:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9631, loss_cls: 3.5316, loss: 3.5316 +2025-06-28 18:19:38,510 - pyskl - INFO - Epoch [58][700/3405] lr: 1.705e-02, eta: 1 day, 16:10:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 3.7148, loss: 3.7148 +2025-06-28 18:20:23,218 - pyskl - INFO - Epoch [58][800/3405] lr: 1.704e-02, eta: 1 day, 16:09:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 3.8025, loss: 3.8025 +2025-06-28 18:21:07,919 - pyskl - INFO - Epoch [58][900/3405] lr: 1.704e-02, eta: 1 day, 16:08:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 3.6444, loss: 3.6444 +2025-06-28 18:21:52,698 - pyskl - INFO - Epoch [58][1000/3405] lr: 1.703e-02, eta: 1 day, 16:07:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9581, loss_cls: 3.8546, loss: 3.8546 +2025-06-28 18:22:37,426 - pyskl - INFO - Epoch [58][1100/3405] lr: 1.702e-02, eta: 1 day, 16:07:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 3.6375, loss: 3.6375 +2025-06-28 18:23:22,185 - pyskl - INFO - Epoch [58][1200/3405] lr: 1.702e-02, eta: 1 day, 16:06:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9738, loss_cls: 3.5957, loss: 3.5957 +2025-06-28 18:24:06,932 - pyskl - INFO - Epoch [58][1300/3405] lr: 1.701e-02, eta: 1 day, 16:05:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9494, loss_cls: 3.7356, loss: 3.7356 +2025-06-28 18:24:51,677 - pyskl - INFO - Epoch [58][1400/3405] lr: 1.700e-02, eta: 1 day, 16:04:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 3.5383, loss: 3.5383 +2025-06-28 18:25:36,378 - pyskl - INFO - Epoch [58][1500/3405] lr: 1.699e-02, eta: 1 day, 16:04:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9700, loss_cls: 3.7411, loss: 3.7411 +2025-06-28 18:26:21,087 - pyskl - INFO - Epoch [58][1600/3405] lr: 1.699e-02, eta: 1 day, 16:03:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9537, loss_cls: 3.6545, loss: 3.6545 +2025-06-28 18:27:05,790 - pyskl - INFO - Epoch [58][1700/3405] lr: 1.698e-02, eta: 1 day, 16:02:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9550, loss_cls: 3.6775, loss: 3.6775 +2025-06-28 18:27:50,574 - pyskl - INFO - Epoch [58][1800/3405] lr: 1.697e-02, eta: 1 day, 16:01:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 3.6927, loss: 3.6927 +2025-06-28 18:28:35,353 - pyskl - INFO - Epoch [58][1900/3405] lr: 1.697e-02, eta: 1 day, 16:00:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9694, loss_cls: 3.6998, loss: 3.6998 +2025-06-28 18:29:20,148 - pyskl - INFO - Epoch [58][2000/3405] lr: 1.696e-02, eta: 1 day, 16:00:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9606, loss_cls: 3.8039, loss: 3.8039 +2025-06-28 18:30:04,930 - pyskl - INFO - Epoch [58][2100/3405] lr: 1.695e-02, eta: 1 day, 15:59:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 3.7929, loss: 3.7929 +2025-06-28 18:30:49,683 - pyskl - INFO - Epoch [58][2200/3405] lr: 1.694e-02, eta: 1 day, 15:58:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 3.5753, loss: 3.5753 +2025-06-28 18:31:34,387 - pyskl - INFO - Epoch [58][2300/3405] lr: 1.694e-02, eta: 1 day, 15:57:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 3.5595, loss: 3.5595 +2025-06-28 18:32:19,228 - pyskl - INFO - Epoch [58][2400/3405] lr: 1.693e-02, eta: 1 day, 15:56:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 3.6818, loss: 3.6818 +2025-06-28 18:33:03,974 - pyskl - INFO - Epoch [58][2500/3405] lr: 1.692e-02, eta: 1 day, 15:56:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 3.6942, loss: 3.6942 +2025-06-28 18:33:48,664 - pyskl - INFO - Epoch [58][2600/3405] lr: 1.692e-02, eta: 1 day, 15:55:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 3.7020, loss: 3.7020 +2025-06-28 18:34:33,422 - pyskl - INFO - Epoch [58][2700/3405] lr: 1.691e-02, eta: 1 day, 15:54:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9587, loss_cls: 3.6796, loss: 3.6796 +2025-06-28 18:35:18,222 - pyskl - INFO - Epoch [58][2800/3405] lr: 1.690e-02, eta: 1 day, 15:53:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9606, loss_cls: 3.6549, loss: 3.6549 +2025-06-28 18:36:03,132 - pyskl - INFO - Epoch [58][2900/3405] lr: 1.689e-02, eta: 1 day, 15:52:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 3.7217, loss: 3.7217 +2025-06-28 18:36:47,830 - pyskl - INFO - Epoch [58][3000/3405] lr: 1.689e-02, eta: 1 day, 15:52:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9650, loss_cls: 3.7425, loss: 3.7425 +2025-06-28 18:37:32,485 - pyskl - INFO - Epoch [58][3100/3405] lr: 1.688e-02, eta: 1 day, 15:51:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 3.6914, loss: 3.6914 +2025-06-28 18:38:17,131 - pyskl - INFO - Epoch [58][3200/3405] lr: 1.687e-02, eta: 1 day, 15:50:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 3.6990, loss: 3.6990 +2025-06-28 18:39:01,863 - pyskl - INFO - Epoch [58][3300/3405] lr: 1.686e-02, eta: 1 day, 15:49:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 3.6695, loss: 3.6695 +2025-06-28 18:39:46,799 - pyskl - INFO - Epoch [58][3400/3405] lr: 1.686e-02, eta: 1 day, 15:49:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 3.7870, loss: 3.7870 +2025-06-28 18:39:49,377 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-06-28 18:43:48,963 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 18:43:49,507 - pyskl - INFO - +top1_acc 0.7149 +top5_acc 0.9320 +2025-06-28 18:43:49,529 - pyskl - INFO - Epoch(val) [58][3718] top1_acc: 0.7149, top5_acc: 0.9320 +2025-06-28 18:44:57,087 - pyskl - INFO - Epoch [59][100/3405] lr: 1.685e-02, eta: 1 day, 15:48:42, time: 0.676, data_time: 0.228, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9606, loss_cls: 3.7342, loss: 3.7342 +2025-06-28 18:45:41,842 - pyskl - INFO - Epoch [59][200/3405] lr: 1.684e-02, eta: 1 day, 15:47:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 3.5586, loss: 3.5586 +2025-06-28 18:46:26,726 - pyskl - INFO - Epoch [59][300/3405] lr: 1.684e-02, eta: 1 day, 15:47:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 3.6746, loss: 3.6746 +2025-06-28 18:47:11,604 - pyskl - INFO - Epoch [59][400/3405] lr: 1.683e-02, eta: 1 day, 15:46:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.4961, loss: 3.4961 +2025-06-28 18:47:56,307 - pyskl - INFO - Epoch [59][500/3405] lr: 1.682e-02, eta: 1 day, 15:45:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.6581, loss: 3.6581 +2025-06-28 18:48:41,134 - pyskl - INFO - Epoch [59][600/3405] lr: 1.681e-02, eta: 1 day, 15:44:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9619, loss_cls: 3.7194, loss: 3.7194 +2025-06-28 18:49:25,915 - pyskl - INFO - Epoch [59][700/3405] lr: 1.681e-02, eta: 1 day, 15:43:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9569, loss_cls: 3.7759, loss: 3.7759 +2025-06-28 18:50:10,699 - pyskl - INFO - Epoch [59][800/3405] lr: 1.680e-02, eta: 1 day, 15:43:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9650, loss_cls: 3.6537, loss: 3.6537 +2025-06-28 18:50:55,456 - pyskl - INFO - Epoch [59][900/3405] lr: 1.679e-02, eta: 1 day, 15:42:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 3.6901, loss: 3.6901 +2025-06-28 18:51:40,266 - pyskl - INFO - Epoch [59][1000/3405] lr: 1.679e-02, eta: 1 day, 15:41:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9700, loss_cls: 3.6689, loss: 3.6689 +2025-06-28 18:52:25,102 - pyskl - INFO - Epoch [59][1100/3405] lr: 1.678e-02, eta: 1 day, 15:40:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 3.6925, loss: 3.6925 +2025-06-28 18:53:09,918 - pyskl - INFO - Epoch [59][1200/3405] lr: 1.677e-02, eta: 1 day, 15:40:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 3.6105, loss: 3.6105 +2025-06-28 18:53:54,606 - pyskl - INFO - Epoch [59][1300/3405] lr: 1.676e-02, eta: 1 day, 15:39:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9644, loss_cls: 3.5932, loss: 3.5932 +2025-06-28 18:54:39,355 - pyskl - INFO - Epoch [59][1400/3405] lr: 1.676e-02, eta: 1 day, 15:38:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 3.7104, loss: 3.7104 +2025-06-28 18:55:24,125 - pyskl - INFO - Epoch [59][1500/3405] lr: 1.675e-02, eta: 1 day, 15:37:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 3.6562, loss: 3.6562 +2025-06-28 18:56:08,987 - pyskl - INFO - Epoch [59][1600/3405] lr: 1.674e-02, eta: 1 day, 15:36:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 3.8238, loss: 3.8238 +2025-06-28 18:56:53,783 - pyskl - INFO - Epoch [59][1700/3405] lr: 1.673e-02, eta: 1 day, 15:36:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 3.7243, loss: 3.7243 +2025-06-28 18:57:38,603 - pyskl - INFO - Epoch [59][1800/3405] lr: 1.673e-02, eta: 1 day, 15:35:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 3.6410, loss: 3.6410 +2025-06-28 18:58:23,402 - pyskl - INFO - Epoch [59][1900/3405] lr: 1.672e-02, eta: 1 day, 15:34:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9738, loss_cls: 3.6195, loss: 3.6195 +2025-06-28 18:59:08,203 - pyskl - INFO - Epoch [59][2000/3405] lr: 1.671e-02, eta: 1 day, 15:33:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9525, loss_cls: 3.7663, loss: 3.7663 +2025-06-28 18:59:52,952 - pyskl - INFO - Epoch [59][2100/3405] lr: 1.671e-02, eta: 1 day, 15:32:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9619, loss_cls: 3.6477, loss: 3.6477 +2025-06-28 19:00:37,740 - pyskl - INFO - Epoch [59][2200/3405] lr: 1.670e-02, eta: 1 day, 15:32:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 3.7291, loss: 3.7291 +2025-06-28 19:01:22,471 - pyskl - INFO - Epoch [59][2300/3405] lr: 1.669e-02, eta: 1 day, 15:31:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9631, loss_cls: 3.6304, loss: 3.6304 +2025-06-28 19:02:07,206 - pyskl - INFO - Epoch [59][2400/3405] lr: 1.668e-02, eta: 1 day, 15:30:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9575, loss_cls: 3.6256, loss: 3.6256 +2025-06-28 19:02:51,969 - pyskl - INFO - Epoch [59][2500/3405] lr: 1.668e-02, eta: 1 day, 15:29:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9469, loss_cls: 3.8019, loss: 3.8019 +2025-06-28 19:03:36,627 - pyskl - INFO - Epoch [59][2600/3405] lr: 1.667e-02, eta: 1 day, 15:29:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 3.5456, loss: 3.5456 +2025-06-28 19:04:21,443 - pyskl - INFO - Epoch [59][2700/3405] lr: 1.666e-02, eta: 1 day, 15:28:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 3.8567, loss: 3.8567 +2025-06-28 19:05:06,466 - pyskl - INFO - Epoch [59][2800/3405] lr: 1.665e-02, eta: 1 day, 15:27:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9563, loss_cls: 3.8429, loss: 3.8429 +2025-06-28 19:05:51,356 - pyskl - INFO - Epoch [59][2900/3405] lr: 1.665e-02, eta: 1 day, 15:26:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 3.7752, loss: 3.7752 +2025-06-28 19:06:36,063 - pyskl - INFO - Epoch [59][3000/3405] lr: 1.664e-02, eta: 1 day, 15:25:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 3.7803, loss: 3.7803 +2025-06-28 19:07:20,724 - pyskl - INFO - Epoch [59][3100/3405] lr: 1.663e-02, eta: 1 day, 15:25:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9600, loss_cls: 3.7611, loss: 3.7611 +2025-06-28 19:08:05,404 - pyskl - INFO - Epoch [59][3200/3405] lr: 1.663e-02, eta: 1 day, 15:24:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 3.7444, loss: 3.7444 +2025-06-28 19:08:49,987 - pyskl - INFO - Epoch [59][3300/3405] lr: 1.662e-02, eta: 1 day, 15:23:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 3.7265, loss: 3.7265 +2025-06-28 19:09:34,607 - pyskl - INFO - Epoch [59][3400/3405] lr: 1.661e-02, eta: 1 day, 15:22:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9581, loss_cls: 3.5961, loss: 3.5961 +2025-06-28 19:09:37,145 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-06-28 19:13:34,837 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 19:13:35,374 - pyskl - INFO - +top1_acc 0.7289 +top5_acc 0.9389 +2025-06-28 19:13:35,393 - pyskl - INFO - Epoch(val) [59][3718] top1_acc: 0.7289, top5_acc: 0.9389 +2025-06-28 19:14:42,011 - pyskl - INFO - Epoch [60][100/3405] lr: 1.660e-02, eta: 1 day, 15:22:22, time: 0.666, data_time: 0.221, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 3.6312, loss: 3.6312 +2025-06-28 19:15:26,606 - pyskl - INFO - Epoch [60][200/3405] lr: 1.660e-02, eta: 1 day, 15:21:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 3.5928, loss: 3.5928 +2025-06-28 19:16:11,183 - pyskl - INFO - Epoch [60][300/3405] lr: 1.659e-02, eta: 1 day, 15:20:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 3.6031, loss: 3.6031 +2025-06-28 19:16:55,840 - pyskl - INFO - Epoch [60][400/3405] lr: 1.658e-02, eta: 1 day, 15:20:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.6445, loss: 3.6445 +2025-06-28 19:17:40,421 - pyskl - INFO - Epoch [60][500/3405] lr: 1.657e-02, eta: 1 day, 15:19:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9762, loss_cls: 3.4843, loss: 3.4843 +2025-06-28 19:18:24,992 - pyskl - INFO - Epoch [60][600/3405] lr: 1.657e-02, eta: 1 day, 15:18:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9719, loss_cls: 3.6476, loss: 3.6476 +2025-06-28 19:19:09,621 - pyskl - INFO - Epoch [60][700/3405] lr: 1.656e-02, eta: 1 day, 15:17:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 3.6177, loss: 3.6177 +2025-06-28 19:19:54,067 - pyskl - INFO - Epoch [60][800/3405] lr: 1.655e-02, eta: 1 day, 15:16:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 3.6407, loss: 3.6407 +2025-06-28 19:20:38,713 - pyskl - INFO - Epoch [60][900/3405] lr: 1.655e-02, eta: 1 day, 15:16:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9587, loss_cls: 3.7427, loss: 3.7427 +2025-06-28 19:21:23,368 - pyskl - INFO - Epoch [60][1000/3405] lr: 1.654e-02, eta: 1 day, 15:15:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9656, loss_cls: 3.6409, loss: 3.6409 +2025-06-28 19:22:07,984 - pyskl - INFO - Epoch [60][1100/3405] lr: 1.653e-02, eta: 1 day, 15:14:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9606, loss_cls: 3.6066, loss: 3.6066 +2025-06-28 19:22:52,882 - pyskl - INFO - Epoch [60][1200/3405] lr: 1.652e-02, eta: 1 day, 15:13:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 3.6368, loss: 3.6368 +2025-06-28 19:23:37,763 - pyskl - INFO - Epoch [60][1300/3405] lr: 1.652e-02, eta: 1 day, 15:12:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9719, loss_cls: 3.6187, loss: 3.6187 +2025-06-28 19:24:22,734 - pyskl - INFO - Epoch [60][1400/3405] lr: 1.651e-02, eta: 1 day, 15:12:06, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 3.6347, loss: 3.6347 +2025-06-28 19:25:07,594 - pyskl - INFO - Epoch [60][1500/3405] lr: 1.650e-02, eta: 1 day, 15:11:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9625, loss_cls: 3.7005, loss: 3.7005 +2025-06-28 19:25:52,332 - pyskl - INFO - Epoch [60][1600/3405] lr: 1.649e-02, eta: 1 day, 15:10:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 3.6208, loss: 3.6208 +2025-06-28 19:26:37,323 - pyskl - INFO - Epoch [60][1700/3405] lr: 1.649e-02, eta: 1 day, 15:09:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 3.6146, loss: 3.6146 +2025-06-28 19:27:22,174 - pyskl - INFO - Epoch [60][1800/3405] lr: 1.648e-02, eta: 1 day, 15:08:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 3.8348, loss: 3.8348 +2025-06-28 19:28:06,953 - pyskl - INFO - Epoch [60][1900/3405] lr: 1.647e-02, eta: 1 day, 15:08:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 3.7207, loss: 3.7207 +2025-06-28 19:28:51,655 - pyskl - INFO - Epoch [60][2000/3405] lr: 1.647e-02, eta: 1 day, 15:07:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9581, loss_cls: 3.7098, loss: 3.7098 +2025-06-28 19:29:36,305 - pyskl - INFO - Epoch [60][2100/3405] lr: 1.646e-02, eta: 1 day, 15:06:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.5831, loss: 3.5831 +2025-06-28 19:30:20,937 - pyskl - INFO - Epoch [60][2200/3405] lr: 1.645e-02, eta: 1 day, 15:05:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9706, loss_cls: 3.5991, loss: 3.5991 +2025-06-28 19:31:05,533 - pyskl - INFO - Epoch [60][2300/3405] lr: 1.644e-02, eta: 1 day, 15:05:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9637, loss_cls: 3.6419, loss: 3.6419 +2025-06-28 19:31:50,217 - pyskl - INFO - Epoch [60][2400/3405] lr: 1.644e-02, eta: 1 day, 15:04:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 3.6726, loss: 3.6726 +2025-06-28 19:32:34,943 - pyskl - INFO - Epoch [60][2500/3405] lr: 1.643e-02, eta: 1 day, 15:03:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9594, loss_cls: 3.7321, loss: 3.7321 +2025-06-28 19:33:19,778 - pyskl - INFO - Epoch [60][2600/3405] lr: 1.642e-02, eta: 1 day, 15:02:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9587, loss_cls: 3.6562, loss: 3.6562 +2025-06-28 19:34:04,530 - pyskl - INFO - Epoch [60][2700/3405] lr: 1.641e-02, eta: 1 day, 15:01:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 3.6995, loss: 3.6995 +2025-06-28 19:34:49,181 - pyskl - INFO - Epoch [60][2800/3405] lr: 1.641e-02, eta: 1 day, 15:01:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 3.7180, loss: 3.7180 +2025-06-28 19:35:33,793 - pyskl - INFO - Epoch [60][2900/3405] lr: 1.640e-02, eta: 1 day, 15:00:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9581, loss_cls: 3.7605, loss: 3.7605 +2025-06-28 19:36:18,554 - pyskl - INFO - Epoch [60][3000/3405] lr: 1.639e-02, eta: 1 day, 14:59:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 3.6476, loss: 3.6476 +2025-06-28 19:37:03,216 - pyskl - INFO - Epoch [60][3100/3405] lr: 1.639e-02, eta: 1 day, 14:58:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9681, loss_cls: 3.7032, loss: 3.7032 +2025-06-28 19:37:47,891 - pyskl - INFO - Epoch [60][3200/3405] lr: 1.638e-02, eta: 1 day, 14:57:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9712, loss_cls: 3.5881, loss: 3.5881 +2025-06-28 19:38:32,555 - pyskl - INFO - Epoch [60][3300/3405] lr: 1.637e-02, eta: 1 day, 14:57:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9669, loss_cls: 3.6314, loss: 3.6314 +2025-06-28 19:39:17,174 - pyskl - INFO - Epoch [60][3400/3405] lr: 1.636e-02, eta: 1 day, 14:56:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9581, loss_cls: 3.6411, loss: 3.6411 +2025-06-28 19:39:19,719 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-06-28 19:58:36,602 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 19:58:37,155 - pyskl - INFO - +top1_acc 0.7170 +top5_acc 0.9289 +2025-06-28 19:58:37,177 - pyskl - INFO - Epoch(val) [60][3718] top1_acc: 0.7170, top5_acc: 0.9289 +2025-06-28 19:59:44,679 - pyskl - INFO - Epoch [61][100/3405] lr: 1.636e-02, eta: 1 day, 14:56:01, time: 0.675, data_time: 0.228, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9712, loss_cls: 3.5359, loss: 3.5359 +2025-06-28 20:00:29,392 - pyskl - INFO - Epoch [61][200/3405] lr: 1.635e-02, eta: 1 day, 14:55:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9806, loss_cls: 3.5323, loss: 3.5323 +2025-06-28 20:01:14,047 - pyskl - INFO - Epoch [61][300/3405] lr: 1.634e-02, eta: 1 day, 14:54:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.5526, loss: 3.5526 +2025-06-28 20:01:58,904 - pyskl - INFO - Epoch [61][400/3405] lr: 1.633e-02, eta: 1 day, 14:53:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 3.4373, loss: 3.4373 +2025-06-28 20:02:43,695 - pyskl - INFO - Epoch [61][500/3405] lr: 1.633e-02, eta: 1 day, 14:52:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 3.6336, loss: 3.6336 +2025-06-28 20:03:28,453 - pyskl - INFO - Epoch [61][600/3405] lr: 1.632e-02, eta: 1 day, 14:52:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9719, loss_cls: 3.6395, loss: 3.6395 +2025-06-28 20:04:13,205 - pyskl - INFO - Epoch [61][700/3405] lr: 1.631e-02, eta: 1 day, 14:51:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9675, loss_cls: 3.7799, loss: 3.7799 +2025-06-28 20:04:57,876 - pyskl - INFO - Epoch [61][800/3405] lr: 1.630e-02, eta: 1 day, 14:50:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9738, loss_cls: 3.4232, loss: 3.4232 +2025-06-28 20:05:42,762 - pyskl - INFO - Epoch [61][900/3405] lr: 1.630e-02, eta: 1 day, 14:49:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9581, loss_cls: 3.7071, loss: 3.7071 +2025-06-28 20:06:27,666 - pyskl - INFO - Epoch [61][1000/3405] lr: 1.629e-02, eta: 1 day, 14:48:56, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 3.5962, loss: 3.5962 +2025-06-28 20:07:12,473 - pyskl - INFO - Epoch [61][1100/3405] lr: 1.628e-02, eta: 1 day, 14:48:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 3.7175, loss: 3.7175 +2025-06-28 20:07:57,259 - pyskl - INFO - Epoch [61][1200/3405] lr: 1.627e-02, eta: 1 day, 14:47:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 3.7753, loss: 3.7753 +2025-06-28 20:08:41,988 - pyskl - INFO - Epoch [61][1300/3405] lr: 1.627e-02, eta: 1 day, 14:46:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 3.6780, loss: 3.6780 +2025-06-28 20:09:26,663 - pyskl - INFO - Epoch [61][1400/3405] lr: 1.626e-02, eta: 1 day, 14:45:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 3.6406, loss: 3.6406 +2025-06-28 20:10:11,366 - pyskl - INFO - Epoch [61][1500/3405] lr: 1.625e-02, eta: 1 day, 14:45:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 3.7612, loss: 3.7612 +2025-06-28 20:10:55,965 - pyskl - INFO - Epoch [61][1600/3405] lr: 1.625e-02, eta: 1 day, 14:44:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 3.6680, loss: 3.6680 +2025-06-28 20:11:40,544 - pyskl - INFO - Epoch [61][1700/3405] lr: 1.624e-02, eta: 1 day, 14:43:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 3.6542, loss: 3.6542 +2025-06-28 20:12:25,189 - pyskl - INFO - Epoch [61][1800/3405] lr: 1.623e-02, eta: 1 day, 14:42:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.6558, loss: 3.6558 +2025-06-28 20:13:09,841 - pyskl - INFO - Epoch [61][1900/3405] lr: 1.622e-02, eta: 1 day, 14:41:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9600, loss_cls: 3.5435, loss: 3.5435 +2025-06-28 20:13:54,508 - pyskl - INFO - Epoch [61][2000/3405] lr: 1.622e-02, eta: 1 day, 14:41:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9606, loss_cls: 3.7627, loss: 3.7627 +2025-06-28 20:14:39,041 - pyskl - INFO - Epoch [61][2100/3405] lr: 1.621e-02, eta: 1 day, 14:40:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 3.6909, loss: 3.6909 +2025-06-28 20:15:23,554 - pyskl - INFO - Epoch [61][2200/3405] lr: 1.620e-02, eta: 1 day, 14:39:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 3.7849, loss: 3.7849 +2025-06-28 20:16:08,135 - pyskl - INFO - Epoch [61][2300/3405] lr: 1.619e-02, eta: 1 day, 14:38:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.6796, loss: 3.6796 +2025-06-28 20:16:52,667 - pyskl - INFO - Epoch [61][2400/3405] lr: 1.619e-02, eta: 1 day, 14:37:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 3.8286, loss: 3.8286 +2025-06-28 20:17:37,318 - pyskl - INFO - Epoch [61][2500/3405] lr: 1.618e-02, eta: 1 day, 14:37:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 3.6653, loss: 3.6653 +2025-06-28 20:18:22,395 - pyskl - INFO - Epoch [61][2600/3405] lr: 1.617e-02, eta: 1 day, 14:36:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 3.7485, loss: 3.7485 +2025-06-28 20:19:07,334 - pyskl - INFO - Epoch [61][2700/3405] lr: 1.616e-02, eta: 1 day, 14:35:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9663, loss_cls: 3.5981, loss: 3.5981 +2025-06-28 20:19:52,126 - pyskl - INFO - Epoch [61][2800/3405] lr: 1.616e-02, eta: 1 day, 14:34:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 3.6962, loss: 3.6962 +2025-06-28 20:20:36,800 - pyskl - INFO - Epoch [61][2900/3405] lr: 1.615e-02, eta: 1 day, 14:33:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9587, loss_cls: 3.8190, loss: 3.8190 +2025-06-28 20:21:21,523 - pyskl - INFO - Epoch [61][3000/3405] lr: 1.614e-02, eta: 1 day, 14:33:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9581, loss_cls: 3.7642, loss: 3.7642 +2025-06-28 20:22:06,572 - pyskl - INFO - Epoch [61][3100/3405] lr: 1.614e-02, eta: 1 day, 14:32:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9581, loss_cls: 3.6916, loss: 3.6916 +2025-06-28 20:22:51,399 - pyskl - INFO - Epoch [61][3200/3405] lr: 1.613e-02, eta: 1 day, 14:31:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9637, loss_cls: 3.7098, loss: 3.7098 +2025-06-28 20:23:36,122 - pyskl - INFO - Epoch [61][3300/3405] lr: 1.612e-02, eta: 1 day, 14:30:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9587, loss_cls: 3.6193, loss: 3.6193 +2025-06-28 20:24:20,836 - pyskl - INFO - Epoch [61][3400/3405] lr: 1.611e-02, eta: 1 day, 14:30:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 3.6692, loss: 3.6692 +2025-06-28 20:24:23,410 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-06-28 20:28:22,751 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 20:28:23,291 - pyskl - INFO - +top1_acc 0.7537 +top5_acc 0.9464 +2025-06-28 20:28:23,340 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_50.pth was removed +2025-06-28 20:28:24,324 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_61.pth. +2025-06-28 20:28:24,325 - pyskl - INFO - Best top1_acc is 0.7537 at 61 epoch. +2025-06-28 20:28:24,343 - pyskl - INFO - Epoch(val) [61][3718] top1_acc: 0.7537, top5_acc: 0.9464 +2025-06-28 20:29:31,392 - pyskl - INFO - Epoch [62][100/3405] lr: 1.611e-02, eta: 1 day, 14:29:42, time: 0.670, data_time: 0.224, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.4217, loss: 3.4217 +2025-06-28 20:30:16,108 - pyskl - INFO - Epoch [62][200/3405] lr: 1.610e-02, eta: 1 day, 14:28:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.5318, loss: 3.5318 +2025-06-28 20:31:00,779 - pyskl - INFO - Epoch [62][300/3405] lr: 1.609e-02, eta: 1 day, 14:28:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 3.5330, loss: 3.5330 +2025-06-28 20:31:45,655 - pyskl - INFO - Epoch [62][400/3405] lr: 1.608e-02, eta: 1 day, 14:27:20, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 3.5310, loss: 3.5310 +2025-06-28 20:32:30,473 - pyskl - INFO - Epoch [62][500/3405] lr: 1.608e-02, eta: 1 day, 14:26:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.4967, loss: 3.4967 +2025-06-28 20:33:15,186 - pyskl - INFO - Epoch [62][600/3405] lr: 1.607e-02, eta: 1 day, 14:25:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9738, loss_cls: 3.5551, loss: 3.5551 +2025-06-28 20:33:59,937 - pyskl - INFO - Epoch [62][700/3405] lr: 1.606e-02, eta: 1 day, 14:24:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 3.7077, loss: 3.7077 +2025-06-28 20:34:44,567 - pyskl - INFO - Epoch [62][800/3405] lr: 1.605e-02, eta: 1 day, 14:24:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 3.7282, loss: 3.7282 +2025-06-28 20:35:29,457 - pyskl - INFO - Epoch [62][900/3405] lr: 1.605e-02, eta: 1 day, 14:23:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 3.6275, loss: 3.6275 +2025-06-28 20:36:14,382 - pyskl - INFO - Epoch [62][1000/3405] lr: 1.604e-02, eta: 1 day, 14:22:37, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 3.5810, loss: 3.5810 +2025-06-28 20:36:59,067 - pyskl - INFO - Epoch [62][1100/3405] lr: 1.603e-02, eta: 1 day, 14:21:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.5566, loss: 3.5566 +2025-06-28 20:37:43,676 - pyskl - INFO - Epoch [62][1200/3405] lr: 1.602e-02, eta: 1 day, 14:21:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.6320, loss: 3.6320 +2025-06-28 20:38:28,292 - pyskl - INFO - Epoch [62][1300/3405] lr: 1.602e-02, eta: 1 day, 14:20:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 3.7517, loss: 3.7517 +2025-06-28 20:39:13,183 - pyskl - INFO - Epoch [62][1400/3405] lr: 1.601e-02, eta: 1 day, 14:19:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 3.6449, loss: 3.6449 +2025-06-28 20:39:58,296 - pyskl - INFO - Epoch [62][1500/3405] lr: 1.600e-02, eta: 1 day, 14:18:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 3.5482, loss: 3.5482 +2025-06-28 20:40:42,879 - pyskl - INFO - Epoch [62][1600/3405] lr: 1.600e-02, eta: 1 day, 14:17:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 3.6564, loss: 3.6564 +2025-06-28 20:41:27,439 - pyskl - INFO - Epoch [62][1700/3405] lr: 1.599e-02, eta: 1 day, 14:17:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 3.6466, loss: 3.6466 +2025-06-28 20:42:12,005 - pyskl - INFO - Epoch [62][1800/3405] lr: 1.598e-02, eta: 1 day, 14:16:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9563, loss_cls: 3.6220, loss: 3.6220 +2025-06-28 20:42:56,662 - pyskl - INFO - Epoch [62][1900/3405] lr: 1.597e-02, eta: 1 day, 14:15:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 3.5824, loss: 3.5824 +2025-06-28 20:43:41,396 - pyskl - INFO - Epoch [62][2000/3405] lr: 1.597e-02, eta: 1 day, 14:14:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.7152, loss: 3.7152 +2025-06-28 20:44:26,134 - pyskl - INFO - Epoch [62][2100/3405] lr: 1.596e-02, eta: 1 day, 14:13:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 3.6375, loss: 3.6375 +2025-06-28 20:45:10,845 - pyskl - INFO - Epoch [62][2200/3405] lr: 1.595e-02, eta: 1 day, 14:13:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9581, loss_cls: 3.7272, loss: 3.7272 +2025-06-28 20:45:55,675 - pyskl - INFO - Epoch [62][2300/3405] lr: 1.594e-02, eta: 1 day, 14:12:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 3.7341, loss: 3.7341 +2025-06-28 20:46:40,376 - pyskl - INFO - Epoch [62][2400/3405] lr: 1.594e-02, eta: 1 day, 14:11:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9800, loss_cls: 3.5007, loss: 3.5007 +2025-06-28 20:47:25,203 - pyskl - INFO - Epoch [62][2500/3405] lr: 1.593e-02, eta: 1 day, 14:10:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 3.6814, loss: 3.6814 +2025-06-28 20:48:10,371 - pyskl - INFO - Epoch [62][2600/3405] lr: 1.592e-02, eta: 1 day, 14:10:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9688, loss_cls: 3.6786, loss: 3.6786 +2025-06-28 20:48:55,274 - pyskl - INFO - Epoch [62][2700/3405] lr: 1.591e-02, eta: 1 day, 14:09:16, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 3.7355, loss: 3.7355 +2025-06-28 20:49:40,007 - pyskl - INFO - Epoch [62][2800/3405] lr: 1.591e-02, eta: 1 day, 14:08:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 3.5535, loss: 3.5535 +2025-06-28 20:50:24,730 - pyskl - INFO - Epoch [62][2900/3405] lr: 1.590e-02, eta: 1 day, 14:07:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 3.7411, loss: 3.7411 +2025-06-28 20:51:09,511 - pyskl - INFO - Epoch [62][3000/3405] lr: 1.589e-02, eta: 1 day, 14:06:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 3.6247, loss: 3.6247 +2025-06-28 20:51:54,131 - pyskl - INFO - Epoch [62][3100/3405] lr: 1.588e-02, eta: 1 day, 14:06:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9594, loss_cls: 3.6309, loss: 3.6309 +2025-06-28 20:52:38,801 - pyskl - INFO - Epoch [62][3200/3405] lr: 1.588e-02, eta: 1 day, 14:05:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9581, loss_cls: 3.6906, loss: 3.6906 +2025-06-28 20:53:23,434 - pyskl - INFO - Epoch [62][3300/3405] lr: 1.587e-02, eta: 1 day, 14:04:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 3.5285, loss: 3.5285 +2025-06-28 20:54:08,137 - pyskl - INFO - Epoch [62][3400/3405] lr: 1.586e-02, eta: 1 day, 14:03:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9581, loss_cls: 3.7123, loss: 3.7123 +2025-06-28 20:54:10,760 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-06-28 20:58:10,736 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 20:58:11,280 - pyskl - INFO - +top1_acc 0.7532 +top5_acc 0.9455 +2025-06-28 20:58:11,300 - pyskl - INFO - Epoch(val) [62][3718] top1_acc: 0.7532, top5_acc: 0.9455 +2025-06-28 20:59:18,529 - pyskl - INFO - Epoch [63][100/3405] lr: 1.585e-02, eta: 1 day, 14:03:25, time: 0.672, data_time: 0.225, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 3.4476, loss: 3.4476 +2025-06-28 21:00:03,319 - pyskl - INFO - Epoch [63][200/3405] lr: 1.585e-02, eta: 1 day, 14:02:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.5798, loss: 3.5798 +2025-06-28 21:00:48,257 - pyskl - INFO - Epoch [63][300/3405] lr: 1.584e-02, eta: 1 day, 14:01:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 3.5791, loss: 3.5791 +2025-06-28 21:01:33,097 - pyskl - INFO - Epoch [63][400/3405] lr: 1.583e-02, eta: 1 day, 14:01:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 3.5862, loss: 3.5862 +2025-06-28 21:02:17,918 - pyskl - INFO - Epoch [63][500/3405] lr: 1.582e-02, eta: 1 day, 14:00:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 3.5497, loss: 3.5497 +2025-06-28 21:03:02,754 - pyskl - INFO - Epoch [63][600/3405] lr: 1.582e-02, eta: 1 day, 13:59:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 3.6853, loss: 3.6853 +2025-06-28 21:03:47,535 - pyskl - INFO - Epoch [63][700/3405] lr: 1.581e-02, eta: 1 day, 13:58:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 3.5616, loss: 3.5616 +2025-06-28 21:04:32,317 - pyskl - INFO - Epoch [63][800/3405] lr: 1.580e-02, eta: 1 day, 13:57:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9625, loss_cls: 3.7403, loss: 3.7403 +2025-06-28 21:05:17,166 - pyskl - INFO - Epoch [63][900/3405] lr: 1.579e-02, eta: 1 day, 13:57:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 3.5932, loss: 3.5932 +2025-06-28 21:06:01,930 - pyskl - INFO - Epoch [63][1000/3405] lr: 1.579e-02, eta: 1 day, 13:56:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 3.5963, loss: 3.5963 +2025-06-28 21:06:46,709 - pyskl - INFO - Epoch [63][1100/3405] lr: 1.578e-02, eta: 1 day, 13:55:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 3.6215, loss: 3.6215 +2025-06-28 21:07:31,618 - pyskl - INFO - Epoch [63][1200/3405] lr: 1.577e-02, eta: 1 day, 13:54:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 3.6672, loss: 3.6672 +2025-06-28 21:08:16,643 - pyskl - INFO - Epoch [63][1300/3405] lr: 1.577e-02, eta: 1 day, 13:54:01, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9681, loss_cls: 3.7273, loss: 3.7273 +2025-06-28 21:09:01,363 - pyskl - INFO - Epoch [63][1400/3405] lr: 1.576e-02, eta: 1 day, 13:53:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9688, loss_cls: 3.6069, loss: 3.6069 +2025-06-28 21:09:46,321 - pyskl - INFO - Epoch [63][1500/3405] lr: 1.575e-02, eta: 1 day, 13:52:27, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 3.7739, loss: 3.7739 +2025-06-28 21:10:31,101 - pyskl - INFO - Epoch [63][1600/3405] lr: 1.574e-02, eta: 1 day, 13:51:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9587, loss_cls: 3.5705, loss: 3.5705 +2025-06-28 21:11:15,831 - pyskl - INFO - Epoch [63][1700/3405] lr: 1.574e-02, eta: 1 day, 13:50:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 3.4878, loss: 3.4878 +2025-06-28 21:12:00,578 - pyskl - INFO - Epoch [63][1800/3405] lr: 1.573e-02, eta: 1 day, 13:50:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 3.7194, loss: 3.7194 +2025-06-28 21:12:45,301 - pyskl - INFO - Epoch [63][1900/3405] lr: 1.572e-02, eta: 1 day, 13:49:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9656, loss_cls: 3.7390, loss: 3.7390 +2025-06-28 21:13:30,096 - pyskl - INFO - Epoch [63][2000/3405] lr: 1.571e-02, eta: 1 day, 13:48:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 3.7296, loss: 3.7296 +2025-06-28 21:14:14,844 - pyskl - INFO - Epoch [63][2100/3405] lr: 1.571e-02, eta: 1 day, 13:47:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 3.5291, loss: 3.5291 +2025-06-28 21:14:59,752 - pyskl - INFO - Epoch [63][2200/3405] lr: 1.570e-02, eta: 1 day, 13:46:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.6875, loss: 3.6875 +2025-06-28 21:15:44,554 - pyskl - INFO - Epoch [63][2300/3405] lr: 1.569e-02, eta: 1 day, 13:46:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9663, loss_cls: 3.5342, loss: 3.5342 +2025-06-28 21:16:29,384 - pyskl - INFO - Epoch [63][2400/3405] lr: 1.568e-02, eta: 1 day, 13:45:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9606, loss_cls: 3.6524, loss: 3.6524 +2025-06-28 21:17:14,195 - pyskl - INFO - Epoch [63][2500/3405] lr: 1.568e-02, eta: 1 day, 13:44:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 3.5516, loss: 3.5516 +2025-06-28 21:17:59,140 - pyskl - INFO - Epoch [63][2600/3405] lr: 1.567e-02, eta: 1 day, 13:43:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9750, loss_cls: 3.5357, loss: 3.5357 +2025-06-28 21:18:44,175 - pyskl - INFO - Epoch [63][2700/3405] lr: 1.566e-02, eta: 1 day, 13:43:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 3.6225, loss: 3.6225 +2025-06-28 21:19:29,146 - pyskl - INFO - Epoch [63][2800/3405] lr: 1.565e-02, eta: 1 day, 13:42:16, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 3.6187, loss: 3.6187 +2025-06-28 21:20:14,035 - pyskl - INFO - Epoch [63][2900/3405] lr: 1.565e-02, eta: 1 day, 13:41:29, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 3.6532, loss: 3.6532 +2025-06-28 21:20:59,074 - pyskl - INFO - Epoch [63][3000/3405] lr: 1.564e-02, eta: 1 day, 13:40:42, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.6465, loss: 3.6465 +2025-06-28 21:21:43,833 - pyskl - INFO - Epoch [63][3100/3405] lr: 1.563e-02, eta: 1 day, 13:39:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 3.5095, loss: 3.5095 +2025-06-28 21:22:28,574 - pyskl - INFO - Epoch [63][3200/3405] lr: 1.562e-02, eta: 1 day, 13:39:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 3.7404, loss: 3.7404 +2025-06-28 21:23:13,403 - pyskl - INFO - Epoch [63][3300/3405] lr: 1.562e-02, eta: 1 day, 13:38:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 3.5833, loss: 3.5833 +2025-06-28 21:23:58,385 - pyskl - INFO - Epoch [63][3400/3405] lr: 1.561e-02, eta: 1 day, 13:37:34, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 3.6187, loss: 3.6187 +2025-06-28 21:24:01,037 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-06-28 21:27:58,250 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 21:27:58,794 - pyskl - INFO - +top1_acc 0.7314 +top5_acc 0.9355 +2025-06-28 21:27:58,813 - pyskl - INFO - Epoch(val) [63][3718] top1_acc: 0.7314, top5_acc: 0.9355 +2025-06-28 21:29:06,216 - pyskl - INFO - Epoch [64][100/3405] lr: 1.560e-02, eta: 1 day, 13:37:13, time: 0.674, data_time: 0.226, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.5008, loss: 3.5008 +2025-06-28 21:29:51,094 - pyskl - INFO - Epoch [64][200/3405] lr: 1.559e-02, eta: 1 day, 13:36:26, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.5135, loss: 3.5135 +2025-06-28 21:30:35,947 - pyskl - INFO - Epoch [64][300/3405] lr: 1.559e-02, eta: 1 day, 13:35:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 3.5045, loss: 3.5045 +2025-06-28 21:31:20,857 - pyskl - INFO - Epoch [64][400/3405] lr: 1.558e-02, eta: 1 day, 13:34:52, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 3.6118, loss: 3.6118 +2025-06-28 21:32:05,586 - pyskl - INFO - Epoch [64][500/3405] lr: 1.557e-02, eta: 1 day, 13:34:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 3.5481, loss: 3.5481 +2025-06-28 21:32:50,444 - pyskl - INFO - Epoch [64][600/3405] lr: 1.556e-02, eta: 1 day, 13:33:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 3.5657, loss: 3.5657 +2025-06-28 21:33:35,215 - pyskl - INFO - Epoch [64][700/3405] lr: 1.556e-02, eta: 1 day, 13:32:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 3.5764, loss: 3.5764 +2025-06-28 21:34:19,956 - pyskl - INFO - Epoch [64][800/3405] lr: 1.555e-02, eta: 1 day, 13:31:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9619, loss_cls: 3.5763, loss: 3.5763 +2025-06-28 21:35:04,828 - pyskl - INFO - Epoch [64][900/3405] lr: 1.554e-02, eta: 1 day, 13:30:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 3.5002, loss: 3.5002 +2025-06-28 21:35:49,611 - pyskl - INFO - Epoch [64][1000/3405] lr: 1.553e-02, eta: 1 day, 13:30:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9688, loss_cls: 3.5969, loss: 3.5969 +2025-06-28 21:36:34,362 - pyskl - INFO - Epoch [64][1100/3405] lr: 1.553e-02, eta: 1 day, 13:29:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 3.6522, loss: 3.6522 +2025-06-28 21:37:18,985 - pyskl - INFO - Epoch [64][1200/3405] lr: 1.552e-02, eta: 1 day, 13:28:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9606, loss_cls: 3.5966, loss: 3.5966 +2025-06-28 21:38:03,688 - pyskl - INFO - Epoch [64][1300/3405] lr: 1.551e-02, eta: 1 day, 13:27:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.5635, loss: 3.5635 +2025-06-28 21:38:48,323 - pyskl - INFO - Epoch [64][1400/3405] lr: 1.550e-02, eta: 1 day, 13:27:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.6496, loss: 3.6496 +2025-06-28 21:39:32,923 - pyskl - INFO - Epoch [64][1500/3405] lr: 1.550e-02, eta: 1 day, 13:26:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9631, loss_cls: 3.7016, loss: 3.7016 +2025-06-28 21:40:17,519 - pyskl - INFO - Epoch [64][1600/3405] lr: 1.549e-02, eta: 1 day, 13:25:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9731, loss_cls: 3.5545, loss: 3.5545 +2025-06-28 21:41:02,147 - pyskl - INFO - Epoch [64][1700/3405] lr: 1.548e-02, eta: 1 day, 13:24:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 3.6115, loss: 3.6115 +2025-06-28 21:41:46,746 - pyskl - INFO - Epoch [64][1800/3405] lr: 1.547e-02, eta: 1 day, 13:23:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 3.6543, loss: 3.6543 +2025-06-28 21:42:31,371 - pyskl - INFO - Epoch [64][1900/3405] lr: 1.547e-02, eta: 1 day, 13:23:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 3.4503, loss: 3.4503 +2025-06-28 21:43:16,039 - pyskl - INFO - Epoch [64][2000/3405] lr: 1.546e-02, eta: 1 day, 13:22:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 3.6562, loss: 3.6562 +2025-06-28 21:44:00,674 - pyskl - INFO - Epoch [64][2100/3405] lr: 1.545e-02, eta: 1 day, 13:21:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9694, loss_cls: 3.6780, loss: 3.6780 +2025-06-28 21:44:45,300 - pyskl - INFO - Epoch [64][2200/3405] lr: 1.544e-02, eta: 1 day, 13:20:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 3.5616, loss: 3.5616 +2025-06-28 21:45:29,928 - pyskl - INFO - Epoch [64][2300/3405] lr: 1.544e-02, eta: 1 day, 13:19:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 3.5633, loss: 3.5633 +2025-06-28 21:46:14,605 - pyskl - INFO - Epoch [64][2400/3405] lr: 1.543e-02, eta: 1 day, 13:19:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9700, loss_cls: 3.6431, loss: 3.6431 +2025-06-28 21:46:59,244 - pyskl - INFO - Epoch [64][2500/3405] lr: 1.542e-02, eta: 1 day, 13:18:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 3.5879, loss: 3.5879 +2025-06-28 21:47:43,780 - pyskl - INFO - Epoch [64][2600/3405] lr: 1.541e-02, eta: 1 day, 13:17:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 3.5928, loss: 3.5928 +2025-06-28 21:48:28,367 - pyskl - INFO - Epoch [64][2700/3405] lr: 1.541e-02, eta: 1 day, 13:16:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 3.6499, loss: 3.6499 +2025-06-28 21:49:12,989 - pyskl - INFO - Epoch [64][2800/3405] lr: 1.540e-02, eta: 1 day, 13:16:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 3.7107, loss: 3.7107 +2025-06-28 21:49:57,696 - pyskl - INFO - Epoch [64][2900/3405] lr: 1.539e-02, eta: 1 day, 13:15:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 3.4685, loss: 3.4685 +2025-06-28 21:50:42,316 - pyskl - INFO - Epoch [64][3000/3405] lr: 1.538e-02, eta: 1 day, 13:14:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 3.5797, loss: 3.5797 +2025-06-28 21:51:26,980 - pyskl - INFO - Epoch [64][3100/3405] lr: 1.538e-02, eta: 1 day, 13:13:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.6629, loss: 3.6629 +2025-06-28 21:52:11,587 - pyskl - INFO - Epoch [64][3200/3405] lr: 1.537e-02, eta: 1 day, 13:12:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9625, loss_cls: 3.7382, loss: 3.7382 +2025-06-28 21:52:56,174 - pyskl - INFO - Epoch [64][3300/3405] lr: 1.536e-02, eta: 1 day, 13:12:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 3.6219, loss: 3.6219 +2025-06-28 21:53:40,777 - pyskl - INFO - Epoch [64][3400/3405] lr: 1.535e-02, eta: 1 day, 13:11:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 3.6224, loss: 3.6224 +2025-06-28 21:53:43,351 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-06-28 21:57:42,600 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 21:57:43,137 - pyskl - INFO - +top1_acc 0.7350 +top5_acc 0.9284 +2025-06-28 21:57:43,157 - pyskl - INFO - Epoch(val) [64][3718] top1_acc: 0.7350, top5_acc: 0.9284 +2025-06-28 21:58:49,891 - pyskl - INFO - Epoch [65][100/3405] lr: 1.535e-02, eta: 1 day, 13:10:55, time: 0.667, data_time: 0.222, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.4693, loss: 3.4693 +2025-06-28 21:59:34,480 - pyskl - INFO - Epoch [65][200/3405] lr: 1.534e-02, eta: 1 day, 13:10:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.5475, loss: 3.5475 +2025-06-28 22:00:19,006 - pyskl - INFO - Epoch [65][300/3405] lr: 1.533e-02, eta: 1 day, 13:09:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 3.4587, loss: 3.4587 +2025-06-28 22:01:03,959 - pyskl - INFO - Epoch [65][400/3405] lr: 1.532e-02, eta: 1 day, 13:08:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 3.4979, loss: 3.4979 +2025-06-28 22:01:48,951 - pyskl - INFO - Epoch [65][500/3405] lr: 1.532e-02, eta: 1 day, 13:07:46, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 3.5993, loss: 3.5993 +2025-06-28 22:02:33,749 - pyskl - INFO - Epoch [65][600/3405] lr: 1.531e-02, eta: 1 day, 13:07:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.5303, loss: 3.5303 +2025-06-28 22:03:18,502 - pyskl - INFO - Epoch [65][700/3405] lr: 1.530e-02, eta: 1 day, 13:06:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9637, loss_cls: 3.4982, loss: 3.4982 +2025-06-28 22:04:03,318 - pyskl - INFO - Epoch [65][800/3405] lr: 1.529e-02, eta: 1 day, 13:05:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 3.7479, loss: 3.7479 +2025-06-28 22:04:48,112 - pyskl - INFO - Epoch [65][900/3405] lr: 1.529e-02, eta: 1 day, 13:04:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 3.6248, loss: 3.6248 +2025-06-28 22:05:32,895 - pyskl - INFO - Epoch [65][1000/3405] lr: 1.528e-02, eta: 1 day, 13:03:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 3.5370, loss: 3.5370 +2025-06-28 22:06:17,614 - pyskl - INFO - Epoch [65][1100/3405] lr: 1.527e-02, eta: 1 day, 13:03:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 3.6499, loss: 3.6499 +2025-06-28 22:07:02,367 - pyskl - INFO - Epoch [65][1200/3405] lr: 1.526e-02, eta: 1 day, 13:02:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.5244, loss: 3.5244 +2025-06-28 22:07:47,300 - pyskl - INFO - Epoch [65][1300/3405] lr: 1.526e-02, eta: 1 day, 13:01:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 3.6581, loss: 3.6581 +2025-06-28 22:08:31,892 - pyskl - INFO - Epoch [65][1400/3405] lr: 1.525e-02, eta: 1 day, 13:00:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 3.5961, loss: 3.5961 +2025-06-28 22:09:16,587 - pyskl - INFO - Epoch [65][1500/3405] lr: 1.524e-02, eta: 1 day, 12:59:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9544, loss_cls: 3.6712, loss: 3.6712 +2025-06-28 22:10:01,310 - pyskl - INFO - Epoch [65][1600/3405] lr: 1.523e-02, eta: 1 day, 12:59:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 3.6793, loss: 3.6793 +2025-06-28 22:10:46,055 - pyskl - INFO - Epoch [65][1700/3405] lr: 1.523e-02, eta: 1 day, 12:58:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9706, loss_cls: 3.5277, loss: 3.5277 +2025-06-28 22:11:30,904 - pyskl - INFO - Epoch [65][1800/3405] lr: 1.522e-02, eta: 1 day, 12:57:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 3.5055, loss: 3.5055 +2025-06-28 22:12:15,690 - pyskl - INFO - Epoch [65][1900/3405] lr: 1.521e-02, eta: 1 day, 12:56:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 3.5296, loss: 3.5296 +2025-06-28 22:13:00,527 - pyskl - INFO - Epoch [65][2000/3405] lr: 1.520e-02, eta: 1 day, 12:56:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 3.5429, loss: 3.5429 +2025-06-28 22:13:45,214 - pyskl - INFO - Epoch [65][2100/3405] lr: 1.520e-02, eta: 1 day, 12:55:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9750, loss_cls: 3.6479, loss: 3.6479 +2025-06-28 22:14:29,847 - pyskl - INFO - Epoch [65][2200/3405] lr: 1.519e-02, eta: 1 day, 12:54:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.4556, loss: 3.4556 +2025-06-28 22:15:14,534 - pyskl - INFO - Epoch [65][2300/3405] lr: 1.518e-02, eta: 1 day, 12:53:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9688, loss_cls: 3.6418, loss: 3.6418 +2025-06-28 22:15:59,257 - pyskl - INFO - Epoch [65][2400/3405] lr: 1.517e-02, eta: 1 day, 12:52:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9750, loss_cls: 3.6520, loss: 3.6520 +2025-06-28 22:16:43,840 - pyskl - INFO - Epoch [65][2500/3405] lr: 1.517e-02, eta: 1 day, 12:52:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9637, loss_cls: 3.4994, loss: 3.4994 +2025-06-28 22:17:28,500 - pyskl - INFO - Epoch [65][2600/3405] lr: 1.516e-02, eta: 1 day, 12:51:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 3.5157, loss: 3.5157 +2025-06-28 22:18:13,160 - pyskl - INFO - Epoch [65][2700/3405] lr: 1.515e-02, eta: 1 day, 12:50:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9625, loss_cls: 3.7757, loss: 3.7757 +2025-06-28 22:18:57,563 - pyskl - INFO - Epoch [65][2800/3405] lr: 1.514e-02, eta: 1 day, 12:49:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 3.6148, loss: 3.6148 +2025-06-28 22:19:41,923 - pyskl - INFO - Epoch [65][2900/3405] lr: 1.514e-02, eta: 1 day, 12:48:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9569, loss_cls: 3.6856, loss: 3.6856 +2025-06-28 22:20:26,491 - pyskl - INFO - Epoch [65][3000/3405] lr: 1.513e-02, eta: 1 day, 12:48:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 3.5673, loss: 3.5673 +2025-06-28 22:21:11,059 - pyskl - INFO - Epoch [65][3100/3405] lr: 1.512e-02, eta: 1 day, 12:47:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9637, loss_cls: 3.6864, loss: 3.6864 +2025-06-28 22:21:55,733 - pyskl - INFO - Epoch [65][3200/3405] lr: 1.511e-02, eta: 1 day, 12:46:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9669, loss_cls: 3.5630, loss: 3.5630 +2025-06-28 22:22:40,289 - pyskl - INFO - Epoch [65][3300/3405] lr: 1.511e-02, eta: 1 day, 12:45:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9600, loss_cls: 3.5751, loss: 3.5751 +2025-06-28 22:23:24,872 - pyskl - INFO - Epoch [65][3400/3405] lr: 1.510e-02, eta: 1 day, 12:45:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9738, loss_cls: 3.5300, loss: 3.5300 +2025-06-28 22:23:27,471 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-06-28 22:42:50,529 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 22:42:51,079 - pyskl - INFO - +top1_acc 0.7622 +top5_acc 0.9467 +2025-06-28 22:42:51,128 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_61.pth was removed +2025-06-28 22:42:52,215 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_65.pth. +2025-06-28 22:42:52,217 - pyskl - INFO - Best top1_acc is 0.7622 at 65 epoch. +2025-06-28 22:42:52,238 - pyskl - INFO - Epoch(val) [65][3718] top1_acc: 0.7622, top5_acc: 0.9467 +2025-06-28 22:43:59,247 - pyskl - INFO - Epoch [66][100/3405] lr: 1.509e-02, eta: 1 day, 12:44:38, time: 0.670, data_time: 0.223, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 3.4186, loss: 3.4186 +2025-06-28 22:44:44,014 - pyskl - INFO - Epoch [66][200/3405] lr: 1.508e-02, eta: 1 day, 12:43:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 3.5368, loss: 3.5368 +2025-06-28 22:45:28,751 - pyskl - INFO - Epoch [66][300/3405] lr: 1.508e-02, eta: 1 day, 12:43:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.5399, loss: 3.5399 +2025-06-28 22:46:13,605 - pyskl - INFO - Epoch [66][400/3405] lr: 1.507e-02, eta: 1 day, 12:42:17, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 3.4588, loss: 3.4588 +2025-06-28 22:46:58,351 - pyskl - INFO - Epoch [66][500/3405] lr: 1.506e-02, eta: 1 day, 12:41:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 3.3751, loss: 3.3751 +2025-06-28 22:47:43,126 - pyskl - INFO - Epoch [66][600/3405] lr: 1.505e-02, eta: 1 day, 12:40:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9719, loss_cls: 3.5160, loss: 3.5160 +2025-06-28 22:48:28,007 - pyskl - INFO - Epoch [66][700/3405] lr: 1.505e-02, eta: 1 day, 12:39:56, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.5520, loss: 3.5520 +2025-06-28 22:49:12,803 - pyskl - INFO - Epoch [66][800/3405] lr: 1.504e-02, eta: 1 day, 12:39:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 3.4881, loss: 3.4881 +2025-06-28 22:49:57,664 - pyskl - INFO - Epoch [66][900/3405] lr: 1.503e-02, eta: 1 day, 12:38:23, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 3.4559, loss: 3.4559 +2025-06-28 22:50:42,368 - pyskl - INFO - Epoch [66][1000/3405] lr: 1.502e-02, eta: 1 day, 12:37:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9656, loss_cls: 3.6861, loss: 3.6861 +2025-06-28 22:51:27,080 - pyskl - INFO - Epoch [66][1100/3405] lr: 1.502e-02, eta: 1 day, 12:36:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 3.6340, loss: 3.6340 +2025-06-28 22:52:11,941 - pyskl - INFO - Epoch [66][1200/3405] lr: 1.501e-02, eta: 1 day, 12:36:02, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9637, loss_cls: 3.5582, loss: 3.5582 +2025-06-28 22:52:56,620 - pyskl - INFO - Epoch [66][1300/3405] lr: 1.500e-02, eta: 1 day, 12:35:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9669, loss_cls: 3.4945, loss: 3.4945 +2025-06-28 22:53:41,243 - pyskl - INFO - Epoch [66][1400/3405] lr: 1.499e-02, eta: 1 day, 12:34:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9600, loss_cls: 3.5549, loss: 3.5549 +2025-06-28 22:54:25,876 - pyskl - INFO - Epoch [66][1500/3405] lr: 1.499e-02, eta: 1 day, 12:33:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9719, loss_cls: 3.6324, loss: 3.6324 +2025-06-28 22:55:10,449 - pyskl - INFO - Epoch [66][1600/3405] lr: 1.498e-02, eta: 1 day, 12:32:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 3.5024, loss: 3.5024 +2025-06-28 22:55:55,194 - pyskl - INFO - Epoch [66][1700/3405] lr: 1.497e-02, eta: 1 day, 12:32:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 3.5248, loss: 3.5248 +2025-06-28 22:56:39,787 - pyskl - INFO - Epoch [66][1800/3405] lr: 1.496e-02, eta: 1 day, 12:31:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 3.4815, loss: 3.4815 +2025-06-28 22:57:24,346 - pyskl - INFO - Epoch [66][1900/3405] lr: 1.496e-02, eta: 1 day, 12:30:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 3.4354, loss: 3.4354 +2025-06-28 22:58:08,987 - pyskl - INFO - Epoch [66][2000/3405] lr: 1.495e-02, eta: 1 day, 12:29:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 3.5394, loss: 3.5394 +2025-06-28 22:58:53,771 - pyskl - INFO - Epoch [66][2100/3405] lr: 1.494e-02, eta: 1 day, 12:28:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9613, loss_cls: 3.6807, loss: 3.6807 +2025-06-28 22:59:38,533 - pyskl - INFO - Epoch [66][2200/3405] lr: 1.493e-02, eta: 1 day, 12:28:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 3.5845, loss: 3.5845 +2025-06-28 23:00:23,242 - pyskl - INFO - Epoch [66][2300/3405] lr: 1.493e-02, eta: 1 day, 12:27:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 3.7541, loss: 3.7541 +2025-06-28 23:01:07,922 - pyskl - INFO - Epoch [66][2400/3405] lr: 1.492e-02, eta: 1 day, 12:26:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 3.5676, loss: 3.5676 +2025-06-28 23:01:52,658 - pyskl - INFO - Epoch [66][2500/3405] lr: 1.491e-02, eta: 1 day, 12:25:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9725, loss_cls: 3.6567, loss: 3.6567 +2025-06-28 23:02:37,264 - pyskl - INFO - Epoch [66][2600/3405] lr: 1.490e-02, eta: 1 day, 12:25:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 3.7398, loss: 3.7398 +2025-06-28 23:03:22,252 - pyskl - INFO - Epoch [66][2700/3405] lr: 1.490e-02, eta: 1 day, 12:24:16, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 3.5616, loss: 3.5616 +2025-06-28 23:04:07,079 - pyskl - INFO - Epoch [66][2800/3405] lr: 1.489e-02, eta: 1 day, 12:23:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 3.6002, loss: 3.6002 +2025-06-28 23:04:51,894 - pyskl - INFO - Epoch [66][2900/3405] lr: 1.488e-02, eta: 1 day, 12:22:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9669, loss_cls: 3.5066, loss: 3.5066 +2025-06-28 23:05:36,672 - pyskl - INFO - Epoch [66][3000/3405] lr: 1.487e-02, eta: 1 day, 12:21:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9575, loss_cls: 3.6611, loss: 3.6611 +2025-06-28 23:06:21,366 - pyskl - INFO - Epoch [66][3100/3405] lr: 1.487e-02, eta: 1 day, 12:21:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 3.6254, loss: 3.6254 +2025-06-28 23:07:06,198 - pyskl - INFO - Epoch [66][3200/3405] lr: 1.486e-02, eta: 1 day, 12:20:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9587, loss_cls: 3.5577, loss: 3.5577 +2025-06-28 23:07:51,077 - pyskl - INFO - Epoch [66][3300/3405] lr: 1.485e-02, eta: 1 day, 12:19:35, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 3.5906, loss: 3.5906 +2025-06-28 23:08:35,832 - pyskl - INFO - Epoch [66][3400/3405] lr: 1.484e-02, eta: 1 day, 12:18:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 3.6095, loss: 3.6095 +2025-06-28 23:08:38,423 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-06-28 23:12:38,315 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 23:12:38,850 - pyskl - INFO - +top1_acc 0.7464 +top5_acc 0.9406 +2025-06-28 23:12:38,868 - pyskl - INFO - Epoch(val) [66][3718] top1_acc: 0.7464, top5_acc: 0.9406 +2025-06-28 23:13:45,921 - pyskl - INFO - Epoch [67][100/3405] lr: 1.483e-02, eta: 1 day, 12:18:24, time: 0.670, data_time: 0.225, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 3.5100, loss: 3.5100 +2025-06-28 23:14:30,684 - pyskl - INFO - Epoch [67][200/3405] lr: 1.483e-02, eta: 1 day, 12:17:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.3734, loss: 3.3734 +2025-06-28 23:15:15,440 - pyskl - INFO - Epoch [67][300/3405] lr: 1.482e-02, eta: 1 day, 12:16:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.5153, loss: 3.5153 +2025-06-28 23:16:00,234 - pyskl - INFO - Epoch [67][400/3405] lr: 1.481e-02, eta: 1 day, 12:16:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 3.5054, loss: 3.5054 +2025-06-28 23:16:45,072 - pyskl - INFO - Epoch [67][500/3405] lr: 1.480e-02, eta: 1 day, 12:15:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.5025, loss: 3.5025 +2025-06-28 23:17:29,874 - pyskl - INFO - Epoch [67][600/3405] lr: 1.480e-02, eta: 1 day, 12:14:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9594, loss_cls: 3.5979, loss: 3.5979 +2025-06-28 23:18:14,602 - pyskl - INFO - Epoch [67][700/3405] lr: 1.479e-02, eta: 1 day, 12:13:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 3.4918, loss: 3.4918 +2025-06-28 23:18:59,366 - pyskl - INFO - Epoch [67][800/3405] lr: 1.478e-02, eta: 1 day, 12:12:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 3.3267, loss: 3.3267 +2025-06-28 23:19:44,105 - pyskl - INFO - Epoch [67][900/3405] lr: 1.477e-02, eta: 1 day, 12:12:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9788, loss_cls: 3.3356, loss: 3.3356 +2025-06-28 23:20:28,790 - pyskl - INFO - Epoch [67][1000/3405] lr: 1.477e-02, eta: 1 day, 12:11:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 3.5732, loss: 3.5732 +2025-06-28 23:21:13,598 - pyskl - INFO - Epoch [67][1100/3405] lr: 1.476e-02, eta: 1 day, 12:10:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 3.5824, loss: 3.5824 +2025-06-28 23:21:58,354 - pyskl - INFO - Epoch [67][1200/3405] lr: 1.475e-02, eta: 1 day, 12:09:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.5425, loss: 3.5425 +2025-06-28 23:22:43,202 - pyskl - INFO - Epoch [67][1300/3405] lr: 1.474e-02, eta: 1 day, 12:09:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.4759, loss: 3.4759 +2025-06-28 23:23:28,121 - pyskl - INFO - Epoch [67][1400/3405] lr: 1.474e-02, eta: 1 day, 12:08:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 3.5019, loss: 3.5019 +2025-06-28 23:24:13,010 - pyskl - INFO - Epoch [67][1500/3405] lr: 1.473e-02, eta: 1 day, 12:07:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 3.6091, loss: 3.6091 +2025-06-28 23:24:57,843 - pyskl - INFO - Epoch [67][1600/3405] lr: 1.472e-02, eta: 1 day, 12:06:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9581, loss_cls: 3.6878, loss: 3.6878 +2025-06-28 23:25:42,642 - pyskl - INFO - Epoch [67][1700/3405] lr: 1.471e-02, eta: 1 day, 12:05:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 3.5821, loss: 3.5821 +2025-06-28 23:26:27,407 - pyskl - INFO - Epoch [67][1800/3405] lr: 1.471e-02, eta: 1 day, 12:05:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9675, loss_cls: 3.4513, loss: 3.4513 +2025-06-28 23:27:12,255 - pyskl - INFO - Epoch [67][1900/3405] lr: 1.470e-02, eta: 1 day, 12:04:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 3.5296, loss: 3.5296 +2025-06-28 23:27:57,062 - pyskl - INFO - Epoch [67][2000/3405] lr: 1.469e-02, eta: 1 day, 12:03:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9731, loss_cls: 3.6932, loss: 3.6932 +2025-06-28 23:28:41,979 - pyskl - INFO - Epoch [67][2100/3405] lr: 1.468e-02, eta: 1 day, 12:02:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 3.5928, loss: 3.5928 +2025-06-28 23:29:26,853 - pyskl - INFO - Epoch [67][2200/3405] lr: 1.468e-02, eta: 1 day, 12:02:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 3.5572, loss: 3.5572 +2025-06-28 23:30:11,815 - pyskl - INFO - Epoch [67][2300/3405] lr: 1.467e-02, eta: 1 day, 12:01:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 3.5388, loss: 3.5388 +2025-06-28 23:30:56,803 - pyskl - INFO - Epoch [67][2400/3405] lr: 1.466e-02, eta: 1 day, 12:00:27, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 3.6603, loss: 3.6603 +2025-06-28 23:31:41,640 - pyskl - INFO - Epoch [67][2500/3405] lr: 1.465e-02, eta: 1 day, 11:59:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 3.5237, loss: 3.5237 +2025-06-28 23:32:26,522 - pyskl - INFO - Epoch [67][2600/3405] lr: 1.465e-02, eta: 1 day, 11:58:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 3.4911, loss: 3.4911 +2025-06-28 23:33:11,549 - pyskl - INFO - Epoch [67][2700/3405] lr: 1.464e-02, eta: 1 day, 11:58:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9656, loss_cls: 3.5978, loss: 3.5978 +2025-06-28 23:33:56,427 - pyskl - INFO - Epoch [67][2800/3405] lr: 1.463e-02, eta: 1 day, 11:57:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9637, loss_cls: 3.5280, loss: 3.5280 +2025-06-28 23:34:41,176 - pyskl - INFO - Epoch [67][2900/3405] lr: 1.462e-02, eta: 1 day, 11:56:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9613, loss_cls: 3.4138, loss: 3.4138 +2025-06-28 23:35:26,111 - pyskl - INFO - Epoch [67][3000/3405] lr: 1.462e-02, eta: 1 day, 11:55:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 3.5674, loss: 3.5674 +2025-06-28 23:36:10,901 - pyskl - INFO - Epoch [67][3100/3405] lr: 1.461e-02, eta: 1 day, 11:55:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9587, loss_cls: 3.6362, loss: 3.6362 +2025-06-28 23:36:56,124 - pyskl - INFO - Epoch [67][3200/3405] lr: 1.460e-02, eta: 1 day, 11:54:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 3.5856, loss: 3.5856 +2025-06-28 23:37:41,288 - pyskl - INFO - Epoch [67][3300/3405] lr: 1.459e-02, eta: 1 day, 11:53:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9669, loss_cls: 3.6153, loss: 3.6153 +2025-06-28 23:38:26,289 - pyskl - INFO - Epoch [67][3400/3405] lr: 1.459e-02, eta: 1 day, 11:52:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 3.4701, loss: 3.4701 +2025-06-28 23:38:28,925 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-06-28 23:42:28,832 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 23:42:29,372 - pyskl - INFO - +top1_acc 0.7506 +top5_acc 0.9452 +2025-06-28 23:42:29,391 - pyskl - INFO - Epoch(val) [67][3718] top1_acc: 0.7506, top5_acc: 0.9452 +2025-06-28 23:43:37,103 - pyskl - INFO - Epoch [68][100/3405] lr: 1.458e-02, eta: 1 day, 11:52:17, time: 0.677, data_time: 0.229, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 3.4777, loss: 3.4777 +2025-06-28 23:44:21,921 - pyskl - INFO - Epoch [68][200/3405] lr: 1.457e-02, eta: 1 day, 11:51:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 3.3481, loss: 3.3481 +2025-06-28 23:45:06,647 - pyskl - INFO - Epoch [68][300/3405] lr: 1.456e-02, eta: 1 day, 11:50:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 3.4536, loss: 3.4536 +2025-06-28 23:45:51,393 - pyskl - INFO - Epoch [68][400/3405] lr: 1.455e-02, eta: 1 day, 11:49:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9644, loss_cls: 3.3714, loss: 3.3714 +2025-06-28 23:46:36,141 - pyskl - INFO - Epoch [68][500/3405] lr: 1.455e-02, eta: 1 day, 11:49:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.4596, loss: 3.4596 +2025-06-28 23:47:21,008 - pyskl - INFO - Epoch [68][600/3405] lr: 1.454e-02, eta: 1 day, 11:48:23, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 3.5311, loss: 3.5311 +2025-06-28 23:48:06,174 - pyskl - INFO - Epoch [68][700/3405] lr: 1.453e-02, eta: 1 day, 11:47:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 3.4167, loss: 3.4167 +2025-06-28 23:48:51,170 - pyskl - INFO - Epoch [68][800/3405] lr: 1.452e-02, eta: 1 day, 11:46:50, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 3.5846, loss: 3.5846 +2025-06-28 23:49:36,040 - pyskl - INFO - Epoch [68][900/3405] lr: 1.452e-02, eta: 1 day, 11:46:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 3.3451, loss: 3.3451 +2025-06-28 23:50:20,867 - pyskl - INFO - Epoch [68][1000/3405] lr: 1.451e-02, eta: 1 day, 11:45:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9631, loss_cls: 3.5035, loss: 3.5035 +2025-06-28 23:51:05,525 - pyskl - INFO - Epoch [68][1100/3405] lr: 1.450e-02, eta: 1 day, 11:44:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 3.5246, loss: 3.5246 +2025-06-28 23:51:50,258 - pyskl - INFO - Epoch [68][1200/3405] lr: 1.449e-02, eta: 1 day, 11:43:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.4127, loss: 3.4127 +2025-06-28 23:52:35,031 - pyskl - INFO - Epoch [68][1300/3405] lr: 1.449e-02, eta: 1 day, 11:42:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 3.5676, loss: 3.5676 +2025-06-28 23:53:19,745 - pyskl - INFO - Epoch [68][1400/3405] lr: 1.448e-02, eta: 1 day, 11:42:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 3.5625, loss: 3.5625 +2025-06-28 23:54:04,498 - pyskl - INFO - Epoch [68][1500/3405] lr: 1.447e-02, eta: 1 day, 11:41:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 3.6088, loss: 3.6088 +2025-06-28 23:54:49,277 - pyskl - INFO - Epoch [68][1600/3405] lr: 1.446e-02, eta: 1 day, 11:40:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 3.5609, loss: 3.5609 +2025-06-28 23:55:34,097 - pyskl - INFO - Epoch [68][1700/3405] lr: 1.446e-02, eta: 1 day, 11:39:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9644, loss_cls: 3.5381, loss: 3.5381 +2025-06-28 23:56:18,770 - pyskl - INFO - Epoch [68][1800/3405] lr: 1.445e-02, eta: 1 day, 11:39:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 3.6066, loss: 3.6066 +2025-06-28 23:57:03,522 - pyskl - INFO - Epoch [68][1900/3405] lr: 1.444e-02, eta: 1 day, 11:38:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 3.4329, loss: 3.4329 +2025-06-28 23:57:48,449 - pyskl - INFO - Epoch [68][2000/3405] lr: 1.443e-02, eta: 1 day, 11:37:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9519, loss_cls: 3.6787, loss: 3.6787 +2025-06-28 23:58:33,369 - pyskl - INFO - Epoch [68][2100/3405] lr: 1.443e-02, eta: 1 day, 11:36:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9750, loss_cls: 3.5820, loss: 3.5820 +2025-06-28 23:59:18,138 - pyskl - INFO - Epoch [68][2200/3405] lr: 1.442e-02, eta: 1 day, 11:35:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.4468, loss: 3.4468 +2025-06-29 00:00:03,116 - pyskl - INFO - Epoch [68][2300/3405] lr: 1.441e-02, eta: 1 day, 11:35:08, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 3.6191, loss: 3.6191 +2025-06-29 00:00:48,000 - pyskl - INFO - Epoch [68][2400/3405] lr: 1.440e-02, eta: 1 day, 11:34:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 3.5573, loss: 3.5573 +2025-06-29 00:01:32,739 - pyskl - INFO - Epoch [68][2500/3405] lr: 1.439e-02, eta: 1 day, 11:33:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9700, loss_cls: 3.5930, loss: 3.5930 +2025-06-29 00:02:17,763 - pyskl - INFO - Epoch [68][2600/3405] lr: 1.439e-02, eta: 1 day, 11:32:48, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9656, loss_cls: 3.5936, loss: 3.5936 +2025-06-29 00:03:02,566 - pyskl - INFO - Epoch [68][2700/3405] lr: 1.438e-02, eta: 1 day, 11:32:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 3.5539, loss: 3.5539 +2025-06-29 00:03:47,456 - pyskl - INFO - Epoch [68][2800/3405] lr: 1.437e-02, eta: 1 day, 11:31:14, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9631, loss_cls: 3.5778, loss: 3.5778 +2025-06-29 00:04:32,423 - pyskl - INFO - Epoch [68][2900/3405] lr: 1.436e-02, eta: 1 day, 11:30:28, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 3.5463, loss: 3.5463 +2025-06-29 00:05:17,263 - pyskl - INFO - Epoch [68][3000/3405] lr: 1.436e-02, eta: 1 day, 11:29:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9637, loss_cls: 3.5647, loss: 3.5647 +2025-06-29 00:06:02,086 - pyskl - INFO - Epoch [68][3100/3405] lr: 1.435e-02, eta: 1 day, 11:28:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 3.5724, loss: 3.5724 +2025-06-29 00:06:46,972 - pyskl - INFO - Epoch [68][3200/3405] lr: 1.434e-02, eta: 1 day, 11:28:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 3.5695, loss: 3.5695 +2025-06-29 00:07:31,772 - pyskl - INFO - Epoch [68][3300/3405] lr: 1.433e-02, eta: 1 day, 11:27:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9637, loss_cls: 3.7105, loss: 3.7105 +2025-06-29 00:08:16,542 - pyskl - INFO - Epoch [68][3400/3405] lr: 1.433e-02, eta: 1 day, 11:26:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9762, loss_cls: 3.5205, loss: 3.5205 +2025-06-29 00:08:19,233 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-06-29 00:12:17,065 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 00:12:17,607 - pyskl - INFO - +top1_acc 0.7172 +top5_acc 0.9288 +2025-06-29 00:12:17,629 - pyskl - INFO - Epoch(val) [68][3718] top1_acc: 0.7172, top5_acc: 0.9288 +2025-06-29 00:13:25,473 - pyskl - INFO - Epoch [69][100/3405] lr: 1.432e-02, eta: 1 day, 11:26:10, time: 0.678, data_time: 0.227, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9775, loss_cls: 3.4385, loss: 3.4385 +2025-06-29 00:14:10,341 - pyskl - INFO - Epoch [69][200/3405] lr: 1.431e-02, eta: 1 day, 11:25:23, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 3.5308, loss: 3.5308 +2025-06-29 00:14:55,079 - pyskl - INFO - Epoch [69][300/3405] lr: 1.430e-02, eta: 1 day, 11:24:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 3.3694, loss: 3.3694 +2025-06-29 00:15:39,800 - pyskl - INFO - Epoch [69][400/3405] lr: 1.430e-02, eta: 1 day, 11:23:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 3.4636, loss: 3.4636 +2025-06-29 00:16:24,746 - pyskl - INFO - Epoch [69][500/3405] lr: 1.429e-02, eta: 1 day, 11:23:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 3.3566, loss: 3.3566 +2025-06-29 00:17:09,827 - pyskl - INFO - Epoch [69][600/3405] lr: 1.428e-02, eta: 1 day, 11:22:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9575, loss_cls: 3.5843, loss: 3.5843 +2025-06-29 00:17:54,684 - pyskl - INFO - Epoch [69][700/3405] lr: 1.427e-02, eta: 1 day, 11:21:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 3.5209, loss: 3.5209 +2025-06-29 00:18:39,455 - pyskl - INFO - Epoch [69][800/3405] lr: 1.427e-02, eta: 1 day, 11:20:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 3.5179, loss: 3.5179 +2025-06-29 00:19:24,178 - pyskl - INFO - Epoch [69][900/3405] lr: 1.426e-02, eta: 1 day, 11:19:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 3.5662, loss: 3.5662 +2025-06-29 00:20:08,899 - pyskl - INFO - Epoch [69][1000/3405] lr: 1.425e-02, eta: 1 day, 11:19:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.4193, loss: 3.4193 +2025-06-29 00:20:53,981 - pyskl - INFO - Epoch [69][1100/3405] lr: 1.424e-02, eta: 1 day, 11:18:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 3.5911, loss: 3.5911 +2025-06-29 00:21:38,977 - pyskl - INFO - Epoch [69][1200/3405] lr: 1.423e-02, eta: 1 day, 11:17:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 3.4097, loss: 3.4097 +2025-06-29 00:22:23,750 - pyskl - INFO - Epoch [69][1300/3405] lr: 1.423e-02, eta: 1 day, 11:16:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.3857, loss: 3.3857 +2025-06-29 00:23:08,540 - pyskl - INFO - Epoch [69][1400/3405] lr: 1.422e-02, eta: 1 day, 11:16:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9725, loss_cls: 3.6093, loss: 3.6093 +2025-06-29 00:23:53,272 - pyskl - INFO - Epoch [69][1500/3405] lr: 1.421e-02, eta: 1 day, 11:15:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 3.4487, loss: 3.4487 +2025-06-29 00:24:37,930 - pyskl - INFO - Epoch [69][1600/3405] lr: 1.420e-02, eta: 1 day, 11:14:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.5946, loss: 3.5946 +2025-06-29 00:25:22,615 - pyskl - INFO - Epoch [69][1700/3405] lr: 1.420e-02, eta: 1 day, 11:13:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9650, loss_cls: 3.4789, loss: 3.4789 +2025-06-29 00:26:07,215 - pyskl - INFO - Epoch [69][1800/3405] lr: 1.419e-02, eta: 1 day, 11:12:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9731, loss_cls: 3.6162, loss: 3.6162 +2025-06-29 00:26:51,778 - pyskl - INFO - Epoch [69][1900/3405] lr: 1.418e-02, eta: 1 day, 11:12:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.4774, loss: 3.4774 +2025-06-29 00:27:36,550 - pyskl - INFO - Epoch [69][2000/3405] lr: 1.417e-02, eta: 1 day, 11:11:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 3.4635, loss: 3.4635 +2025-06-29 00:28:21,213 - pyskl - INFO - Epoch [69][2100/3405] lr: 1.417e-02, eta: 1 day, 11:10:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 3.4995, loss: 3.4995 +2025-06-29 00:29:05,980 - pyskl - INFO - Epoch [69][2200/3405] lr: 1.416e-02, eta: 1 day, 11:09:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 3.5363, loss: 3.5363 +2025-06-29 00:29:50,627 - pyskl - INFO - Epoch [69][2300/3405] lr: 1.415e-02, eta: 1 day, 11:09:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9606, loss_cls: 3.4965, loss: 3.4965 +2025-06-29 00:30:35,315 - pyskl - INFO - Epoch [69][2400/3405] lr: 1.414e-02, eta: 1 day, 11:08:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 3.5011, loss: 3.5011 +2025-06-29 00:31:19,995 - pyskl - INFO - Epoch [69][2500/3405] lr: 1.414e-02, eta: 1 day, 11:07:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 3.6000, loss: 3.6000 +2025-06-29 00:32:04,766 - pyskl - INFO - Epoch [69][2600/3405] lr: 1.413e-02, eta: 1 day, 11:06:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.4421, loss: 3.4421 +2025-06-29 00:32:49,534 - pyskl - INFO - Epoch [69][2700/3405] lr: 1.412e-02, eta: 1 day, 11:05:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 3.4097, loss: 3.4097 +2025-06-29 00:33:34,245 - pyskl - INFO - Epoch [69][2800/3405] lr: 1.411e-02, eta: 1 day, 11:05:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 3.5440, loss: 3.5440 +2025-06-29 00:34:18,842 - pyskl - INFO - Epoch [69][2900/3405] lr: 1.411e-02, eta: 1 day, 11:04:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9769, loss_cls: 3.4623, loss: 3.4623 +2025-06-29 00:35:03,469 - pyskl - INFO - Epoch [69][3000/3405] lr: 1.410e-02, eta: 1 day, 11:03:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.4932, loss: 3.4932 +2025-06-29 00:35:48,111 - pyskl - INFO - Epoch [69][3100/3405] lr: 1.409e-02, eta: 1 day, 11:02:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9637, loss_cls: 3.6160, loss: 3.6160 +2025-06-29 00:36:32,762 - pyskl - INFO - Epoch [69][3200/3405] lr: 1.408e-02, eta: 1 day, 11:01:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.6077, loss: 3.6077 +2025-06-29 00:37:17,504 - pyskl - INFO - Epoch [69][3300/3405] lr: 1.407e-02, eta: 1 day, 11:01:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 3.5141, loss: 3.5141 +2025-06-29 00:38:02,273 - pyskl - INFO - Epoch [69][3400/3405] lr: 1.407e-02, eta: 1 day, 11:00:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9744, loss_cls: 3.5829, loss: 3.5829 +2025-06-29 00:38:04,836 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-06-29 00:42:04,637 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 00:42:05,239 - pyskl - INFO - +top1_acc 0.7377 +top5_acc 0.9381 +2025-06-29 00:42:05,257 - pyskl - INFO - Epoch(val) [69][3718] top1_acc: 0.7377, top5_acc: 0.9381 +2025-06-29 00:43:12,131 - pyskl - INFO - Epoch [70][100/3405] lr: 1.406e-02, eta: 1 day, 10:59:59, time: 0.669, data_time: 0.222, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 3.4756, loss: 3.4756 +2025-06-29 00:43:56,785 - pyskl - INFO - Epoch [70][200/3405] lr: 1.405e-02, eta: 1 day, 10:59:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 3.3709, loss: 3.3709 +2025-06-29 00:44:41,505 - pyskl - INFO - Epoch [70][300/3405] lr: 1.404e-02, eta: 1 day, 10:58:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 3.4372, loss: 3.4372 +2025-06-29 00:45:26,170 - pyskl - INFO - Epoch [70][400/3405] lr: 1.404e-02, eta: 1 day, 10:57:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9769, loss_cls: 3.5554, loss: 3.5554 +2025-06-29 00:46:10,816 - pyskl - INFO - Epoch [70][500/3405] lr: 1.403e-02, eta: 1 day, 10:56:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 3.5062, loss: 3.5062 +2025-06-29 00:46:55,807 - pyskl - INFO - Epoch [70][600/3405] lr: 1.402e-02, eta: 1 day, 10:56:05, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.5185, loss: 3.5185 +2025-06-29 00:47:40,430 - pyskl - INFO - Epoch [70][700/3405] lr: 1.401e-02, eta: 1 day, 10:55:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 3.5574, loss: 3.5574 +2025-06-29 00:48:25,131 - pyskl - INFO - Epoch [70][800/3405] lr: 1.401e-02, eta: 1 day, 10:54:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 3.4001, loss: 3.4001 +2025-06-29 00:49:09,742 - pyskl - INFO - Epoch [70][900/3405] lr: 1.400e-02, eta: 1 day, 10:53:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9656, loss_cls: 3.4299, loss: 3.4299 +2025-06-29 00:49:54,632 - pyskl - INFO - Epoch [70][1000/3405] lr: 1.399e-02, eta: 1 day, 10:52:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 3.5569, loss: 3.5569 +2025-06-29 00:50:39,481 - pyskl - INFO - Epoch [70][1100/3405] lr: 1.398e-02, eta: 1 day, 10:52:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9675, loss_cls: 3.4433, loss: 3.4433 +2025-06-29 00:51:24,431 - pyskl - INFO - Epoch [70][1200/3405] lr: 1.398e-02, eta: 1 day, 10:51:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.4487, loss: 3.4487 +2025-06-29 00:52:09,130 - pyskl - INFO - Epoch [70][1300/3405] lr: 1.397e-02, eta: 1 day, 10:50:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9725, loss_cls: 3.5467, loss: 3.5467 +2025-06-29 00:52:53,744 - pyskl - INFO - Epoch [70][1400/3405] lr: 1.396e-02, eta: 1 day, 10:49:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 3.5649, loss: 3.5649 +2025-06-29 00:53:38,595 - pyskl - INFO - Epoch [70][1500/3405] lr: 1.395e-02, eta: 1 day, 10:49:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 3.4677, loss: 3.4677 +2025-06-29 00:54:23,659 - pyskl - INFO - Epoch [70][1600/3405] lr: 1.394e-02, eta: 1 day, 10:48:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9650, loss_cls: 3.5241, loss: 3.5241 +2025-06-29 00:55:08,391 - pyskl - INFO - Epoch [70][1700/3405] lr: 1.394e-02, eta: 1 day, 10:47:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.5823, loss: 3.5823 +2025-06-29 00:55:53,055 - pyskl - INFO - Epoch [70][1800/3405] lr: 1.393e-02, eta: 1 day, 10:46:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9669, loss_cls: 3.5539, loss: 3.5539 +2025-06-29 00:56:37,784 - pyskl - INFO - Epoch [70][1900/3405] lr: 1.392e-02, eta: 1 day, 10:45:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 3.5116, loss: 3.5116 +2025-06-29 00:57:22,390 - pyskl - INFO - Epoch [70][2000/3405] lr: 1.391e-02, eta: 1 day, 10:45:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 3.4058, loss: 3.4058 +2025-06-29 00:58:07,121 - pyskl - INFO - Epoch [70][2100/3405] lr: 1.391e-02, eta: 1 day, 10:44:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 3.6279, loss: 3.6279 +2025-06-29 00:58:51,778 - pyskl - INFO - Epoch [70][2200/3405] lr: 1.390e-02, eta: 1 day, 10:43:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9650, loss_cls: 3.4267, loss: 3.4267 +2025-06-29 00:59:36,489 - pyskl - INFO - Epoch [70][2300/3405] lr: 1.389e-02, eta: 1 day, 10:42:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 3.5528, loss: 3.5528 +2025-06-29 01:00:21,144 - pyskl - INFO - Epoch [70][2400/3405] lr: 1.388e-02, eta: 1 day, 10:42:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9631, loss_cls: 3.5250, loss: 3.5250 +2025-06-29 01:01:05,757 - pyskl - INFO - Epoch [70][2500/3405] lr: 1.388e-02, eta: 1 day, 10:41:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.4444, loss: 3.4444 +2025-06-29 01:01:50,398 - pyskl - INFO - Epoch [70][2600/3405] lr: 1.387e-02, eta: 1 day, 10:40:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.5120, loss: 3.5120 +2025-06-29 01:02:35,061 - pyskl - INFO - Epoch [70][2700/3405] lr: 1.386e-02, eta: 1 day, 10:39:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 3.5327, loss: 3.5327 +2025-06-29 01:03:19,655 - pyskl - INFO - Epoch [70][2800/3405] lr: 1.385e-02, eta: 1 day, 10:38:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9675, loss_cls: 3.5100, loss: 3.5100 +2025-06-29 01:04:04,304 - pyskl - INFO - Epoch [70][2900/3405] lr: 1.385e-02, eta: 1 day, 10:38:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 3.5352, loss: 3.5352 +2025-06-29 01:04:48,906 - pyskl - INFO - Epoch [70][3000/3405] lr: 1.384e-02, eta: 1 day, 10:37:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.5702, loss: 3.5702 +2025-06-29 01:05:33,521 - pyskl - INFO - Epoch [70][3100/3405] lr: 1.383e-02, eta: 1 day, 10:36:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 3.4301, loss: 3.4301 +2025-06-29 01:06:18,170 - pyskl - INFO - Epoch [70][3200/3405] lr: 1.382e-02, eta: 1 day, 10:35:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 3.4312, loss: 3.4312 +2025-06-29 01:07:02,798 - pyskl - INFO - Epoch [70][3300/3405] lr: 1.381e-02, eta: 1 day, 10:35:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 3.6932, loss: 3.6932 +2025-06-29 01:07:47,505 - pyskl - INFO - Epoch [70][3400/3405] lr: 1.381e-02, eta: 1 day, 10:34:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 3.4222, loss: 3.4222 +2025-06-29 01:07:50,120 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-06-29 01:27:01,148 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 01:27:01,690 - pyskl - INFO - +top1_acc 0.7356 +top5_acc 0.9325 +2025-06-29 01:27:01,711 - pyskl - INFO - Epoch(val) [70][3718] top1_acc: 0.7356, top5_acc: 0.9325 +2025-06-29 01:28:09,514 - pyskl - INFO - Epoch [71][100/3405] lr: 1.380e-02, eta: 1 day, 10:33:48, time: 0.678, data_time: 0.231, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 3.5071, loss: 3.5071 +2025-06-29 01:28:54,268 - pyskl - INFO - Epoch [71][200/3405] lr: 1.379e-02, eta: 1 day, 10:33:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9812, loss_cls: 3.4192, loss: 3.4192 +2025-06-29 01:29:38,940 - pyskl - INFO - Epoch [71][300/3405] lr: 1.378e-02, eta: 1 day, 10:32:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 3.4695, loss: 3.4695 +2025-06-29 01:30:23,693 - pyskl - INFO - Epoch [71][400/3405] lr: 1.378e-02, eta: 1 day, 10:31:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.2816, loss: 3.2816 +2025-06-29 01:31:08,508 - pyskl - INFO - Epoch [71][500/3405] lr: 1.377e-02, eta: 1 day, 10:30:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 3.4874, loss: 3.4874 +2025-06-29 01:31:53,264 - pyskl - INFO - Epoch [71][600/3405] lr: 1.376e-02, eta: 1 day, 10:29:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9675, loss_cls: 3.3955, loss: 3.3955 +2025-06-29 01:32:37,905 - pyskl - INFO - Epoch [71][700/3405] lr: 1.375e-02, eta: 1 day, 10:29:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 3.4932, loss: 3.4932 +2025-06-29 01:33:22,542 - pyskl - INFO - Epoch [71][800/3405] lr: 1.375e-02, eta: 1 day, 10:28:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9756, loss_cls: 3.5645, loss: 3.5645 +2025-06-29 01:34:07,185 - pyskl - INFO - Epoch [71][900/3405] lr: 1.374e-02, eta: 1 day, 10:27:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 3.3616, loss: 3.3616 +2025-06-29 01:34:51,800 - pyskl - INFO - Epoch [71][1000/3405] lr: 1.373e-02, eta: 1 day, 10:26:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 3.4777, loss: 3.4777 +2025-06-29 01:35:36,454 - pyskl - INFO - Epoch [71][1100/3405] lr: 1.372e-02, eta: 1 day, 10:26:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9731, loss_cls: 3.5025, loss: 3.5025 +2025-06-29 01:36:21,042 - pyskl - INFO - Epoch [71][1200/3405] lr: 1.371e-02, eta: 1 day, 10:25:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 3.4922, loss: 3.4922 +2025-06-29 01:37:05,678 - pyskl - INFO - Epoch [71][1300/3405] lr: 1.371e-02, eta: 1 day, 10:24:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9794, loss_cls: 3.3585, loss: 3.3585 +2025-06-29 01:37:50,316 - pyskl - INFO - Epoch [71][1400/3405] lr: 1.370e-02, eta: 1 day, 10:23:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 3.3746, loss: 3.3746 +2025-06-29 01:38:34,972 - pyskl - INFO - Epoch [71][1500/3405] lr: 1.369e-02, eta: 1 day, 10:22:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.3553, loss: 3.3553 +2025-06-29 01:39:19,594 - pyskl - INFO - Epoch [71][1600/3405] lr: 1.368e-02, eta: 1 day, 10:22:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 3.4331, loss: 3.4331 +2025-06-29 01:40:04,303 - pyskl - INFO - Epoch [71][1700/3405] lr: 1.368e-02, eta: 1 day, 10:21:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 3.5363, loss: 3.5363 +2025-06-29 01:40:48,985 - pyskl - INFO - Epoch [71][1800/3405] lr: 1.367e-02, eta: 1 day, 10:20:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 3.4862, loss: 3.4862 +2025-06-29 01:41:33,716 - pyskl - INFO - Epoch [71][1900/3405] lr: 1.366e-02, eta: 1 day, 10:19:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.5301, loss: 3.5301 +2025-06-29 01:42:18,492 - pyskl - INFO - Epoch [71][2000/3405] lr: 1.365e-02, eta: 1 day, 10:18:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9725, loss_cls: 3.5342, loss: 3.5342 +2025-06-29 01:43:03,482 - pyskl - INFO - Epoch [71][2100/3405] lr: 1.365e-02, eta: 1 day, 10:18:12, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 3.4999, loss: 3.4999 +2025-06-29 01:43:48,194 - pyskl - INFO - Epoch [71][2200/3405] lr: 1.364e-02, eta: 1 day, 10:17:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 3.4748, loss: 3.4748 +2025-06-29 01:44:32,975 - pyskl - INFO - Epoch [71][2300/3405] lr: 1.363e-02, eta: 1 day, 10:16:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 3.5243, loss: 3.5243 +2025-06-29 01:45:17,982 - pyskl - INFO - Epoch [71][2400/3405] lr: 1.362e-02, eta: 1 day, 10:15:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9550, loss_cls: 3.5195, loss: 3.5195 +2025-06-29 01:46:02,806 - pyskl - INFO - Epoch [71][2500/3405] lr: 1.362e-02, eta: 1 day, 10:15:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9669, loss_cls: 3.5060, loss: 3.5060 +2025-06-29 01:46:47,463 - pyskl - INFO - Epoch [71][2600/3405] lr: 1.361e-02, eta: 1 day, 10:14:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 3.3274, loss: 3.3274 +2025-06-29 01:47:32,190 - pyskl - INFO - Epoch [71][2700/3405] lr: 1.360e-02, eta: 1 day, 10:13:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.4220, loss: 3.4220 +2025-06-29 01:48:17,097 - pyskl - INFO - Epoch [71][2800/3405] lr: 1.359e-02, eta: 1 day, 10:12:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.5715, loss: 3.5715 +2025-06-29 01:49:01,812 - pyskl - INFO - Epoch [71][2900/3405] lr: 1.358e-02, eta: 1 day, 10:11:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 3.5292, loss: 3.5292 +2025-06-29 01:49:46,521 - pyskl - INFO - Epoch [71][3000/3405] lr: 1.358e-02, eta: 1 day, 10:11:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 3.4922, loss: 3.4922 +2025-06-29 01:50:31,200 - pyskl - INFO - Epoch [71][3100/3405] lr: 1.357e-02, eta: 1 day, 10:10:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.4304, loss: 3.4304 +2025-06-29 01:51:15,841 - pyskl - INFO - Epoch [71][3200/3405] lr: 1.356e-02, eta: 1 day, 10:09:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 3.5387, loss: 3.5387 +2025-06-29 01:52:00,460 - pyskl - INFO - Epoch [71][3300/3405] lr: 1.355e-02, eta: 1 day, 10:08:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9606, loss_cls: 3.4888, loss: 3.4888 +2025-06-29 01:52:45,125 - pyskl - INFO - Epoch [71][3400/3405] lr: 1.355e-02, eta: 1 day, 10:08:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 3.5445, loss: 3.5445 +2025-06-29 01:52:47,738 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-06-29 01:56:45,354 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 01:56:45,896 - pyskl - INFO - +top1_acc 0.7498 +top5_acc 0.9424 +2025-06-29 01:56:45,913 - pyskl - INFO - Epoch(val) [71][3718] top1_acc: 0.7498, top5_acc: 0.9424 +2025-06-29 01:57:53,160 - pyskl - INFO - Epoch [72][100/3405] lr: 1.354e-02, eta: 1 day, 10:07:37, time: 0.672, data_time: 0.226, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9825, loss_cls: 3.3209, loss: 3.3209 +2025-06-29 01:58:37,877 - pyskl - INFO - Epoch [72][200/3405] lr: 1.353e-02, eta: 1 day, 10:06:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9806, loss_cls: 3.3124, loss: 3.3124 +2025-06-29 01:59:22,424 - pyskl - INFO - Epoch [72][300/3405] lr: 1.352e-02, eta: 1 day, 10:06:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 3.4747, loss: 3.4747 +2025-06-29 02:00:07,042 - pyskl - INFO - Epoch [72][400/3405] lr: 1.352e-02, eta: 1 day, 10:05:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 3.2826, loss: 3.2826 +2025-06-29 02:00:51,746 - pyskl - INFO - Epoch [72][500/3405] lr: 1.351e-02, eta: 1 day, 10:04:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.4475, loss: 3.4475 +2025-06-29 02:01:36,375 - pyskl - INFO - Epoch [72][600/3405] lr: 1.350e-02, eta: 1 day, 10:03:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.4658, loss: 3.4658 +2025-06-29 02:02:21,039 - pyskl - INFO - Epoch [72][700/3405] lr: 1.349e-02, eta: 1 day, 10:02:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 3.3778, loss: 3.3778 +2025-06-29 02:03:05,660 - pyskl - INFO - Epoch [72][800/3405] lr: 1.348e-02, eta: 1 day, 10:02:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 3.4731, loss: 3.4731 +2025-06-29 02:03:50,343 - pyskl - INFO - Epoch [72][900/3405] lr: 1.348e-02, eta: 1 day, 10:01:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 3.5696, loss: 3.5696 +2025-06-29 02:04:34,971 - pyskl - INFO - Epoch [72][1000/3405] lr: 1.347e-02, eta: 1 day, 10:00:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 3.3560, loss: 3.3560 +2025-06-29 02:05:19,599 - pyskl - INFO - Epoch [72][1100/3405] lr: 1.346e-02, eta: 1 day, 9:59:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 3.3978, loss: 3.3978 +2025-06-29 02:06:04,306 - pyskl - INFO - Epoch [72][1200/3405] lr: 1.345e-02, eta: 1 day, 9:59:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 3.3659, loss: 3.3659 +2025-06-29 02:06:49,199 - pyskl - INFO - Epoch [72][1300/3405] lr: 1.345e-02, eta: 1 day, 9:58:16, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 3.4353, loss: 3.4353 +2025-06-29 02:07:33,919 - pyskl - INFO - Epoch [72][1400/3405] lr: 1.344e-02, eta: 1 day, 9:57:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9700, loss_cls: 3.2975, loss: 3.2975 +2025-06-29 02:08:18,571 - pyskl - INFO - Epoch [72][1500/3405] lr: 1.343e-02, eta: 1 day, 9:56:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.4926, loss: 3.4926 +2025-06-29 02:09:03,324 - pyskl - INFO - Epoch [72][1600/3405] lr: 1.342e-02, eta: 1 day, 9:55:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 3.5043, loss: 3.5043 +2025-06-29 02:09:47,990 - pyskl - INFO - Epoch [72][1700/3405] lr: 1.342e-02, eta: 1 day, 9:55:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9663, loss_cls: 3.4914, loss: 3.4914 +2025-06-29 02:10:32,834 - pyskl - INFO - Epoch [72][1800/3405] lr: 1.341e-02, eta: 1 day, 9:54:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 3.3810, loss: 3.3810 +2025-06-29 02:11:17,807 - pyskl - INFO - Epoch [72][1900/3405] lr: 1.340e-02, eta: 1 day, 9:53:35, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9775, loss_cls: 3.3388, loss: 3.3388 +2025-06-29 02:12:02,810 - pyskl - INFO - Epoch [72][2000/3405] lr: 1.339e-02, eta: 1 day, 9:52:49, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.4824, loss: 3.4824 +2025-06-29 02:12:47,958 - pyskl - INFO - Epoch [72][2100/3405] lr: 1.339e-02, eta: 1 day, 9:52:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.3389, loss: 3.3389 +2025-06-29 02:13:32,878 - pyskl - INFO - Epoch [72][2200/3405] lr: 1.338e-02, eta: 1 day, 9:51:16, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9669, loss_cls: 3.4427, loss: 3.4427 +2025-06-29 02:14:17,914 - pyskl - INFO - Epoch [72][2300/3405] lr: 1.337e-02, eta: 1 day, 9:50:30, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 3.5702, loss: 3.5702 +2025-06-29 02:15:02,748 - pyskl - INFO - Epoch [72][2400/3405] lr: 1.336e-02, eta: 1 day, 9:49:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 3.6770, loss: 3.6770 +2025-06-29 02:15:47,467 - pyskl - INFO - Epoch [72][2500/3405] lr: 1.335e-02, eta: 1 day, 9:48:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 3.4458, loss: 3.4458 +2025-06-29 02:16:32,211 - pyskl - INFO - Epoch [72][2600/3405] lr: 1.335e-02, eta: 1 day, 9:48:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 3.4683, loss: 3.4683 +2025-06-29 02:17:16,883 - pyskl - INFO - Epoch [72][2700/3405] lr: 1.334e-02, eta: 1 day, 9:47:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 3.4246, loss: 3.4246 +2025-06-29 02:18:01,621 - pyskl - INFO - Epoch [72][2800/3405] lr: 1.333e-02, eta: 1 day, 9:46:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9637, loss_cls: 3.5108, loss: 3.5108 +2025-06-29 02:18:46,296 - pyskl - INFO - Epoch [72][2900/3405] lr: 1.332e-02, eta: 1 day, 9:45:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 3.3734, loss: 3.3734 +2025-06-29 02:19:30,883 - pyskl - INFO - Epoch [72][3000/3405] lr: 1.332e-02, eta: 1 day, 9:45:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9719, loss_cls: 3.5932, loss: 3.5932 +2025-06-29 02:20:15,622 - pyskl - INFO - Epoch [72][3100/3405] lr: 1.331e-02, eta: 1 day, 9:44:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9637, loss_cls: 3.4735, loss: 3.4735 +2025-06-29 02:21:00,406 - pyskl - INFO - Epoch [72][3200/3405] lr: 1.330e-02, eta: 1 day, 9:43:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 3.5517, loss: 3.5517 +2025-06-29 02:21:45,091 - pyskl - INFO - Epoch [72][3300/3405] lr: 1.329e-02, eta: 1 day, 9:42:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9637, loss_cls: 3.5130, loss: 3.5130 +2025-06-29 02:22:29,757 - pyskl - INFO - Epoch [72][3400/3405] lr: 1.329e-02, eta: 1 day, 9:41:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 3.5238, loss: 3.5238 +2025-06-29 02:22:32,439 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-06-29 02:26:30,567 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 02:26:31,209 - pyskl - INFO - +top1_acc 0.7667 +top5_acc 0.9479 +2025-06-29 02:26:31,266 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_65.pth was removed +2025-06-29 02:26:32,317 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_72.pth. +2025-06-29 02:26:32,319 - pyskl - INFO - Best top1_acc is 0.7667 at 72 epoch. +2025-06-29 02:26:32,338 - pyskl - INFO - Epoch(val) [72][3718] top1_acc: 0.7667, top5_acc: 0.9479 +2025-06-29 02:27:40,059 - pyskl - INFO - Epoch [73][100/3405] lr: 1.328e-02, eta: 1 day, 9:41:29, time: 0.677, data_time: 0.230, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 3.3331, loss: 3.3331 +2025-06-29 02:28:24,605 - pyskl - INFO - Epoch [73][200/3405] lr: 1.327e-02, eta: 1 day, 9:40:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 3.4516, loss: 3.4516 +2025-06-29 02:29:09,194 - pyskl - INFO - Epoch [73][300/3405] lr: 1.326e-02, eta: 1 day, 9:39:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.4673, loss: 3.4673 +2025-06-29 02:29:53,852 - pyskl - INFO - Epoch [73][400/3405] lr: 1.325e-02, eta: 1 day, 9:39:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 3.4261, loss: 3.4261 +2025-06-29 02:30:38,589 - pyskl - INFO - Epoch [73][500/3405] lr: 1.325e-02, eta: 1 day, 9:38:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.3378, loss: 3.3378 +2025-06-29 02:31:23,295 - pyskl - INFO - Epoch [73][600/3405] lr: 1.324e-02, eta: 1 day, 9:37:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9812, loss_cls: 3.3555, loss: 3.3555 +2025-06-29 02:32:07,978 - pyskl - INFO - Epoch [73][700/3405] lr: 1.323e-02, eta: 1 day, 9:36:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 3.4832, loss: 3.4832 +2025-06-29 02:32:52,656 - pyskl - INFO - Epoch [73][800/3405] lr: 1.322e-02, eta: 1 day, 9:36:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.3842, loss: 3.3842 +2025-06-29 02:33:37,238 - pyskl - INFO - Epoch [73][900/3405] lr: 1.322e-02, eta: 1 day, 9:35:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 3.3329, loss: 3.3329 +2025-06-29 02:34:21,858 - pyskl - INFO - Epoch [73][1000/3405] lr: 1.321e-02, eta: 1 day, 9:34:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 3.3770, loss: 3.3770 +2025-06-29 02:35:06,512 - pyskl - INFO - Epoch [73][1100/3405] lr: 1.320e-02, eta: 1 day, 9:33:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.3739, loss: 3.3739 +2025-06-29 02:35:51,176 - pyskl - INFO - Epoch [73][1200/3405] lr: 1.319e-02, eta: 1 day, 9:32:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.5480, loss: 3.5480 +2025-06-29 02:36:35,997 - pyskl - INFO - Epoch [73][1300/3405] lr: 1.319e-02, eta: 1 day, 9:32:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 3.4441, loss: 3.4441 +2025-06-29 02:37:20,840 - pyskl - INFO - Epoch [73][1400/3405] lr: 1.318e-02, eta: 1 day, 9:31:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 3.4296, loss: 3.4296 +2025-06-29 02:38:05,499 - pyskl - INFO - Epoch [73][1500/3405] lr: 1.317e-02, eta: 1 day, 9:30:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.4410, loss: 3.4410 +2025-06-29 02:38:50,144 - pyskl - INFO - Epoch [73][1600/3405] lr: 1.316e-02, eta: 1 day, 9:29:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9738, loss_cls: 3.4094, loss: 3.4094 +2025-06-29 02:39:34,949 - pyskl - INFO - Epoch [73][1700/3405] lr: 1.315e-02, eta: 1 day, 9:29:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 3.5089, loss: 3.5089 +2025-06-29 02:40:19,554 - pyskl - INFO - Epoch [73][1800/3405] lr: 1.315e-02, eta: 1 day, 9:28:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 3.4336, loss: 3.4336 +2025-06-29 02:41:04,533 - pyskl - INFO - Epoch [73][1900/3405] lr: 1.314e-02, eta: 1 day, 9:27:28, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 3.3804, loss: 3.3804 +2025-06-29 02:41:49,111 - pyskl - INFO - Epoch [73][2000/3405] lr: 1.313e-02, eta: 1 day, 9:26:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 3.5041, loss: 3.5041 +2025-06-29 02:42:33,847 - pyskl - INFO - Epoch [73][2100/3405] lr: 1.312e-02, eta: 1 day, 9:25:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9594, loss_cls: 3.5802, loss: 3.5802 +2025-06-29 02:43:18,615 - pyskl - INFO - Epoch [73][2200/3405] lr: 1.312e-02, eta: 1 day, 9:25:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 3.2682, loss: 3.2682 +2025-06-29 02:44:03,639 - pyskl - INFO - Epoch [73][2300/3405] lr: 1.311e-02, eta: 1 day, 9:24:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9669, loss_cls: 3.4252, loss: 3.4252 +2025-06-29 02:44:48,637 - pyskl - INFO - Epoch [73][2400/3405] lr: 1.310e-02, eta: 1 day, 9:23:35, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9663, loss_cls: 3.5185, loss: 3.5185 +2025-06-29 02:45:33,416 - pyskl - INFO - Epoch [73][2500/3405] lr: 1.309e-02, eta: 1 day, 9:22:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9619, loss_cls: 3.4812, loss: 3.4812 +2025-06-29 02:46:18,131 - pyskl - INFO - Epoch [73][2600/3405] lr: 1.309e-02, eta: 1 day, 9:22:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9625, loss_cls: 3.4442, loss: 3.4442 +2025-06-29 02:47:02,773 - pyskl - INFO - Epoch [73][2700/3405] lr: 1.308e-02, eta: 1 day, 9:21:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9669, loss_cls: 3.4053, loss: 3.4053 +2025-06-29 02:47:47,434 - pyskl - INFO - Epoch [73][2800/3405] lr: 1.307e-02, eta: 1 day, 9:20:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.4648, loss: 3.4648 +2025-06-29 02:48:32,150 - pyskl - INFO - Epoch [73][2900/3405] lr: 1.306e-02, eta: 1 day, 9:19:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9681, loss_cls: 3.5135, loss: 3.5135 +2025-06-29 02:49:16,883 - pyskl - INFO - Epoch [73][3000/3405] lr: 1.305e-02, eta: 1 day, 9:18:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 3.3145, loss: 3.3145 +2025-06-29 02:50:01,623 - pyskl - INFO - Epoch [73][3100/3405] lr: 1.305e-02, eta: 1 day, 9:18:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 3.4063, loss: 3.4063 +2025-06-29 02:50:46,428 - pyskl - INFO - Epoch [73][3200/3405] lr: 1.304e-02, eta: 1 day, 9:17:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.4262, loss: 3.4262 +2025-06-29 02:51:31,026 - pyskl - INFO - Epoch [73][3300/3405] lr: 1.303e-02, eta: 1 day, 9:16:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 3.5258, loss: 3.5258 +2025-06-29 02:52:15,662 - pyskl - INFO - Epoch [73][3400/3405] lr: 1.302e-02, eta: 1 day, 9:15:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 3.3338, loss: 3.3338 +2025-06-29 02:52:18,332 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-06-29 02:56:16,800 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 02:56:17,348 - pyskl - INFO - +top1_acc 0.7484 +top5_acc 0.9457 +2025-06-29 02:56:17,369 - pyskl - INFO - Epoch(val) [73][3718] top1_acc: 0.7484, top5_acc: 0.9457 +2025-06-29 02:57:25,859 - pyskl - INFO - Epoch [74][100/3405] lr: 1.302e-02, eta: 1 day, 9:15:22, time: 0.685, data_time: 0.236, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9788, loss_cls: 3.3677, loss: 3.3677 +2025-06-29 02:58:10,764 - pyskl - INFO - Epoch [74][200/3405] lr: 1.301e-02, eta: 1 day, 9:14:35, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 3.4402, loss: 3.4402 +2025-06-29 02:58:55,733 - pyskl - INFO - Epoch [74][300/3405] lr: 1.300e-02, eta: 1 day, 9:13:49, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 3.3323, loss: 3.3323 +2025-06-29 02:59:40,623 - pyskl - INFO - Epoch [74][400/3405] lr: 1.299e-02, eta: 1 day, 9:13:02, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 3.3204, loss: 3.3204 +2025-06-29 03:00:25,421 - pyskl - INFO - Epoch [74][500/3405] lr: 1.299e-02, eta: 1 day, 9:12:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.3039, loss: 3.3039 +2025-06-29 03:01:10,092 - pyskl - INFO - Epoch [74][600/3405] lr: 1.298e-02, eta: 1 day, 9:11:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9794, loss_cls: 3.3671, loss: 3.3671 +2025-06-29 03:01:54,844 - pyskl - INFO - Epoch [74][700/3405] lr: 1.297e-02, eta: 1 day, 9:10:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.3769, loss: 3.3769 +2025-06-29 03:02:39,694 - pyskl - INFO - Epoch [74][800/3405] lr: 1.296e-02, eta: 1 day, 9:09:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.3540, loss: 3.3540 +2025-06-29 03:03:24,467 - pyskl - INFO - Epoch [74][900/3405] lr: 1.295e-02, eta: 1 day, 9:09:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9794, loss_cls: 3.3216, loss: 3.3216 +2025-06-29 03:04:09,275 - pyskl - INFO - Epoch [74][1000/3405] lr: 1.295e-02, eta: 1 day, 9:08:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 3.3356, loss: 3.3356 +2025-06-29 03:04:53,961 - pyskl - INFO - Epoch [74][1100/3405] lr: 1.294e-02, eta: 1 day, 9:07:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9669, loss_cls: 3.3323, loss: 3.3323 +2025-06-29 03:05:38,683 - pyskl - INFO - Epoch [74][1200/3405] lr: 1.293e-02, eta: 1 day, 9:06:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 3.4223, loss: 3.4223 +2025-06-29 03:06:23,524 - pyskl - INFO - Epoch [74][1300/3405] lr: 1.292e-02, eta: 1 day, 9:06:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 3.2928, loss: 3.2928 +2025-06-29 03:07:08,358 - pyskl - INFO - Epoch [74][1400/3405] lr: 1.292e-02, eta: 1 day, 9:05:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 3.3767, loss: 3.3767 +2025-06-29 03:07:53,131 - pyskl - INFO - Epoch [74][1500/3405] lr: 1.291e-02, eta: 1 day, 9:04:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 3.6388, loss: 3.6388 +2025-06-29 03:08:37,784 - pyskl - INFO - Epoch [74][1600/3405] lr: 1.290e-02, eta: 1 day, 9:03:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 3.4583, loss: 3.4583 +2025-06-29 03:09:22,570 - pyskl - INFO - Epoch [74][1700/3405] lr: 1.289e-02, eta: 1 day, 9:02:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9794, loss_cls: 3.2774, loss: 3.2774 +2025-06-29 03:10:07,478 - pyskl - INFO - Epoch [74][1800/3405] lr: 1.289e-02, eta: 1 day, 9:02:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 3.4336, loss: 3.4336 +2025-06-29 03:10:52,360 - pyskl - INFO - Epoch [74][1900/3405] lr: 1.288e-02, eta: 1 day, 9:01:23, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 3.4691, loss: 3.4691 +2025-06-29 03:11:37,110 - pyskl - INFO - Epoch [74][2000/3405] lr: 1.287e-02, eta: 1 day, 9:00:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9656, loss_cls: 3.4532, loss: 3.4532 +2025-06-29 03:12:21,954 - pyskl - INFO - Epoch [74][2100/3405] lr: 1.286e-02, eta: 1 day, 8:59:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 3.5003, loss: 3.5003 +2025-06-29 03:13:06,835 - pyskl - INFO - Epoch [74][2200/3405] lr: 1.285e-02, eta: 1 day, 8:59:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9706, loss_cls: 3.3955, loss: 3.3955 +2025-06-29 03:13:51,492 - pyskl - INFO - Epoch [74][2300/3405] lr: 1.285e-02, eta: 1 day, 8:58:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 3.4894, loss: 3.4894 +2025-06-29 03:14:36,124 - pyskl - INFO - Epoch [74][2400/3405] lr: 1.284e-02, eta: 1 day, 8:57:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 3.4334, loss: 3.4334 +2025-06-29 03:15:20,724 - pyskl - INFO - Epoch [74][2500/3405] lr: 1.283e-02, eta: 1 day, 8:56:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9731, loss_cls: 3.5529, loss: 3.5529 +2025-06-29 03:16:05,295 - pyskl - INFO - Epoch [74][2600/3405] lr: 1.282e-02, eta: 1 day, 8:55:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 3.4160, loss: 3.4160 +2025-06-29 03:16:49,792 - pyskl - INFO - Epoch [74][2700/3405] lr: 1.282e-02, eta: 1 day, 8:55:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 3.4585, loss: 3.4585 +2025-06-29 03:17:34,335 - pyskl - INFO - Epoch [74][2800/3405] lr: 1.281e-02, eta: 1 day, 8:54:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.4131, loss: 3.4131 +2025-06-29 03:18:18,882 - pyskl - INFO - Epoch [74][2900/3405] lr: 1.280e-02, eta: 1 day, 8:53:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 3.4783, loss: 3.4783 +2025-06-29 03:19:03,374 - pyskl - INFO - Epoch [74][3000/3405] lr: 1.279e-02, eta: 1 day, 8:52:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 3.4575, loss: 3.4575 +2025-06-29 03:19:47,843 - pyskl - INFO - Epoch [74][3100/3405] lr: 1.279e-02, eta: 1 day, 8:52:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 3.5228, loss: 3.5228 +2025-06-29 03:20:32,367 - pyskl - INFO - Epoch [74][3200/3405] lr: 1.278e-02, eta: 1 day, 8:51:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9762, loss_cls: 3.4711, loss: 3.4711 +2025-06-29 03:21:16,770 - pyskl - INFO - Epoch [74][3300/3405] lr: 1.277e-02, eta: 1 day, 8:50:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9744, loss_cls: 3.4189, loss: 3.4189 +2025-06-29 03:22:01,240 - pyskl - INFO - Epoch [74][3400/3405] lr: 1.276e-02, eta: 1 day, 8:49:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 3.5838, loss: 3.5838 +2025-06-29 03:22:03,793 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-06-29 03:26:03,164 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 03:26:03,714 - pyskl - INFO - +top1_acc 0.7808 +top5_acc 0.9525 +2025-06-29 03:26:03,770 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_72.pth was removed +2025-06-29 03:26:04,852 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_74.pth. +2025-06-29 03:26:04,853 - pyskl - INFO - Best top1_acc is 0.7808 at 74 epoch. +2025-06-29 03:26:04,876 - pyskl - INFO - Epoch(val) [74][3718] top1_acc: 0.7808, top5_acc: 0.9525 +2025-06-29 03:27:12,562 - pyskl - INFO - Epoch [75][100/3405] lr: 1.275e-02, eta: 1 day, 8:49:13, time: 0.677, data_time: 0.230, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 3.3446, loss: 3.3446 +2025-06-29 03:27:57,316 - pyskl - INFO - Epoch [75][200/3405] lr: 1.275e-02, eta: 1 day, 8:48:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9663, loss_cls: 3.4509, loss: 3.4509 +2025-06-29 03:28:42,002 - pyskl - INFO - Epoch [75][300/3405] lr: 1.274e-02, eta: 1 day, 8:47:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 3.2783, loss: 3.2783 +2025-06-29 03:29:26,915 - pyskl - INFO - Epoch [75][400/3405] lr: 1.273e-02, eta: 1 day, 8:46:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9688, loss_cls: 3.3643, loss: 3.3643 +2025-06-29 03:30:11,901 - pyskl - INFO - Epoch [75][500/3405] lr: 1.272e-02, eta: 1 day, 8:46:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.3524, loss: 3.3524 +2025-06-29 03:30:56,907 - pyskl - INFO - Epoch [75][600/3405] lr: 1.272e-02, eta: 1 day, 8:45:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 3.4351, loss: 3.4351 +2025-06-29 03:31:41,842 - pyskl - INFO - Epoch [75][700/3405] lr: 1.271e-02, eta: 1 day, 8:44:34, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 3.4019, loss: 3.4019 +2025-06-29 03:32:26,811 - pyskl - INFO - Epoch [75][800/3405] lr: 1.270e-02, eta: 1 day, 8:43:48, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 3.4343, loss: 3.4343 +2025-06-29 03:33:12,148 - pyskl - INFO - Epoch [75][900/3405] lr: 1.269e-02, eta: 1 day, 8:43:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 3.4398, loss: 3.4398 +2025-06-29 03:33:57,310 - pyskl - INFO - Epoch [75][1000/3405] lr: 1.268e-02, eta: 1 day, 8:42:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.2481, loss: 3.2481 +2025-06-29 03:34:42,476 - pyskl - INFO - Epoch [75][1100/3405] lr: 1.268e-02, eta: 1 day, 8:41:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9675, loss_cls: 3.4333, loss: 3.4333 +2025-06-29 03:35:27,448 - pyskl - INFO - Epoch [75][1200/3405] lr: 1.267e-02, eta: 1 day, 8:40:43, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 3.3880, loss: 3.3880 +2025-06-29 03:36:12,609 - pyskl - INFO - Epoch [75][1300/3405] lr: 1.266e-02, eta: 1 day, 8:39:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 3.4134, loss: 3.4134 +2025-06-29 03:36:57,875 - pyskl - INFO - Epoch [75][1400/3405] lr: 1.265e-02, eta: 1 day, 8:39:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 3.4138, loss: 3.4138 +2025-06-29 03:37:42,701 - pyskl - INFO - Epoch [75][1500/3405] lr: 1.265e-02, eta: 1 day, 8:38:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 3.4096, loss: 3.4096 +2025-06-29 03:38:27,647 - pyskl - INFO - Epoch [75][1600/3405] lr: 1.264e-02, eta: 1 day, 8:37:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.3833, loss: 3.3833 +2025-06-29 03:39:12,487 - pyskl - INFO - Epoch [75][1700/3405] lr: 1.263e-02, eta: 1 day, 8:36:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9800, loss_cls: 3.3733, loss: 3.3733 +2025-06-29 03:39:57,117 - pyskl - INFO - Epoch [75][1800/3405] lr: 1.262e-02, eta: 1 day, 8:36:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 3.4591, loss: 3.4591 +2025-06-29 03:40:41,875 - pyskl - INFO - Epoch [75][1900/3405] lr: 1.262e-02, eta: 1 day, 8:35:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.4568, loss: 3.4568 +2025-06-29 03:41:26,691 - pyskl - INFO - Epoch [75][2000/3405] lr: 1.261e-02, eta: 1 day, 8:34:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 3.4158, loss: 3.4158 +2025-06-29 03:42:11,459 - pyskl - INFO - Epoch [75][2100/3405] lr: 1.260e-02, eta: 1 day, 8:33:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 3.3906, loss: 3.3906 +2025-06-29 03:42:56,231 - pyskl - INFO - Epoch [75][2200/3405] lr: 1.259e-02, eta: 1 day, 8:32:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 3.4481, loss: 3.4481 +2025-06-29 03:43:40,959 - pyskl - INFO - Epoch [75][2300/3405] lr: 1.259e-02, eta: 1 day, 8:32:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 3.3920, loss: 3.3920 +2025-06-29 03:44:25,679 - pyskl - INFO - Epoch [75][2400/3405] lr: 1.258e-02, eta: 1 day, 8:31:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 3.4720, loss: 3.4720 +2025-06-29 03:45:10,424 - pyskl - INFO - Epoch [75][2500/3405] lr: 1.257e-02, eta: 1 day, 8:30:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.2767, loss: 3.2767 +2025-06-29 03:45:55,211 - pyskl - INFO - Epoch [75][2600/3405] lr: 1.256e-02, eta: 1 day, 8:29:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9600, loss_cls: 3.5359, loss: 3.5359 +2025-06-29 03:46:39,943 - pyskl - INFO - Epoch [75][2700/3405] lr: 1.255e-02, eta: 1 day, 8:29:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 3.4142, loss: 3.4142 +2025-06-29 03:47:24,622 - pyskl - INFO - Epoch [75][2800/3405] lr: 1.255e-02, eta: 1 day, 8:28:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 3.2335, loss: 3.2335 +2025-06-29 03:48:09,365 - pyskl - INFO - Epoch [75][2900/3405] lr: 1.254e-02, eta: 1 day, 8:27:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 3.3811, loss: 3.3811 +2025-06-29 03:48:54,122 - pyskl - INFO - Epoch [75][3000/3405] lr: 1.253e-02, eta: 1 day, 8:26:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9600, loss_cls: 3.5439, loss: 3.5439 +2025-06-29 03:49:38,920 - pyskl - INFO - Epoch [75][3100/3405] lr: 1.252e-02, eta: 1 day, 8:25:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 3.4453, loss: 3.4453 +2025-06-29 03:50:23,643 - pyskl - INFO - Epoch [75][3200/3405] lr: 1.252e-02, eta: 1 day, 8:25:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 3.4624, loss: 3.4624 +2025-06-29 03:51:08,330 - pyskl - INFO - Epoch [75][3300/3405] lr: 1.251e-02, eta: 1 day, 8:24:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9769, loss_cls: 3.4706, loss: 3.4706 +2025-06-29 03:51:53,057 - pyskl - INFO - Epoch [75][3400/3405] lr: 1.250e-02, eta: 1 day, 8:23:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.3748, loss: 3.3748 +2025-06-29 03:51:55,677 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-06-29 04:10:22,915 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 04:10:23,467 - pyskl - INFO - +top1_acc 0.7376 +top5_acc 0.9345 +2025-06-29 04:10:23,489 - pyskl - INFO - Epoch(val) [75][3718] top1_acc: 0.7376, top5_acc: 0.9345 +2025-06-29 04:11:31,040 - pyskl - INFO - Epoch [76][100/3405] lr: 1.249e-02, eta: 1 day, 8:23:11, time: 0.675, data_time: 0.228, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.3812, loss: 3.3812 +2025-06-29 04:12:15,854 - pyskl - INFO - Epoch [76][200/3405] lr: 1.248e-02, eta: 1 day, 8:22:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.3696, loss: 3.3696 +2025-06-29 04:13:00,707 - pyskl - INFO - Epoch [76][300/3405] lr: 1.248e-02, eta: 1 day, 8:21:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 3.2348, loss: 3.2348 +2025-06-29 04:13:45,581 - pyskl - INFO - Epoch [76][400/3405] lr: 1.247e-02, eta: 1 day, 8:20:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 3.2169, loss: 3.2169 +2025-06-29 04:14:30,380 - pyskl - INFO - Epoch [76][500/3405] lr: 1.246e-02, eta: 1 day, 8:20:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9806, loss_cls: 3.2984, loss: 3.2984 +2025-06-29 04:15:15,317 - pyskl - INFO - Epoch [76][600/3405] lr: 1.245e-02, eta: 1 day, 8:19:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 3.3623, loss: 3.3623 +2025-06-29 04:16:00,102 - pyskl - INFO - Epoch [76][700/3405] lr: 1.245e-02, eta: 1 day, 8:18:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 3.2795, loss: 3.2795 +2025-06-29 04:16:44,872 - pyskl - INFO - Epoch [76][800/3405] lr: 1.244e-02, eta: 1 day, 8:17:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 3.3661, loss: 3.3661 +2025-06-29 04:17:29,549 - pyskl - INFO - Epoch [76][900/3405] lr: 1.243e-02, eta: 1 day, 8:16:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.5057, loss: 3.5057 +2025-06-29 04:18:14,314 - pyskl - INFO - Epoch [76][1000/3405] lr: 1.242e-02, eta: 1 day, 8:16:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.3240, loss: 3.3240 +2025-06-29 04:18:59,014 - pyskl - INFO - Epoch [76][1100/3405] lr: 1.242e-02, eta: 1 day, 8:15:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.2970, loss: 3.2970 +2025-06-29 04:19:43,662 - pyskl - INFO - Epoch [76][1200/3405] lr: 1.241e-02, eta: 1 day, 8:14:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9738, loss_cls: 3.2853, loss: 3.2853 +2025-06-29 04:20:28,271 - pyskl - INFO - Epoch [76][1300/3405] lr: 1.240e-02, eta: 1 day, 8:13:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 3.4193, loss: 3.4193 +2025-06-29 04:21:12,919 - pyskl - INFO - Epoch [76][1400/3405] lr: 1.239e-02, eta: 1 day, 8:13:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 3.4949, loss: 3.4949 +2025-06-29 04:21:57,605 - pyskl - INFO - Epoch [76][1500/3405] lr: 1.238e-02, eta: 1 day, 8:12:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 3.3699, loss: 3.3699 +2025-06-29 04:22:42,340 - pyskl - INFO - Epoch [76][1600/3405] lr: 1.238e-02, eta: 1 day, 8:11:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 3.3644, loss: 3.3644 +2025-06-29 04:23:27,170 - pyskl - INFO - Epoch [76][1700/3405] lr: 1.237e-02, eta: 1 day, 8:10:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 3.4408, loss: 3.4408 +2025-06-29 04:24:11,860 - pyskl - INFO - Epoch [76][1800/3405] lr: 1.236e-02, eta: 1 day, 8:09:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.4034, loss: 3.4034 +2025-06-29 04:24:56,482 - pyskl - INFO - Epoch [76][1900/3405] lr: 1.235e-02, eta: 1 day, 8:09:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 3.3608, loss: 3.3608 +2025-06-29 04:25:41,177 - pyskl - INFO - Epoch [76][2000/3405] lr: 1.235e-02, eta: 1 day, 8:08:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.4505, loss: 3.4505 +2025-06-29 04:26:26,186 - pyskl - INFO - Epoch [76][2100/3405] lr: 1.234e-02, eta: 1 day, 8:07:39, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 3.3702, loss: 3.3702 +2025-06-29 04:27:11,344 - pyskl - INFO - Epoch [76][2200/3405] lr: 1.233e-02, eta: 1 day, 8:06:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.3032, loss: 3.3032 +2025-06-29 04:27:55,943 - pyskl - INFO - Epoch [76][2300/3405] lr: 1.232e-02, eta: 1 day, 8:06:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 3.4154, loss: 3.4154 +2025-06-29 04:28:40,561 - pyskl - INFO - Epoch [76][2400/3405] lr: 1.232e-02, eta: 1 day, 8:05:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.4224, loss: 3.4224 +2025-06-29 04:29:25,240 - pyskl - INFO - Epoch [76][2500/3405] lr: 1.231e-02, eta: 1 day, 8:04:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 3.4465, loss: 3.4465 +2025-06-29 04:30:10,243 - pyskl - INFO - Epoch [76][2600/3405] lr: 1.230e-02, eta: 1 day, 8:03:47, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 3.3415, loss: 3.3415 +2025-06-29 04:30:55,084 - pyskl - INFO - Epoch [76][2700/3405] lr: 1.229e-02, eta: 1 day, 8:03:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 3.3879, loss: 3.3879 +2025-06-29 04:31:39,848 - pyskl - INFO - Epoch [76][2800/3405] lr: 1.228e-02, eta: 1 day, 8:02:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 3.3869, loss: 3.3869 +2025-06-29 04:32:24,510 - pyskl - INFO - Epoch [76][2900/3405] lr: 1.228e-02, eta: 1 day, 8:01:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.4445, loss: 3.4445 +2025-06-29 04:33:09,217 - pyskl - INFO - Epoch [76][3000/3405] lr: 1.227e-02, eta: 1 day, 8:00:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.3862, loss: 3.3862 +2025-06-29 04:33:53,874 - pyskl - INFO - Epoch [76][3100/3405] lr: 1.226e-02, eta: 1 day, 7:59:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.4666, loss: 3.4666 +2025-06-29 04:34:38,605 - pyskl - INFO - Epoch [76][3200/3405] lr: 1.225e-02, eta: 1 day, 7:59:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 3.4566, loss: 3.4566 +2025-06-29 04:35:23,374 - pyskl - INFO - Epoch [76][3300/3405] lr: 1.225e-02, eta: 1 day, 7:58:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 3.3338, loss: 3.3338 +2025-06-29 04:36:08,184 - pyskl - INFO - Epoch [76][3400/3405] lr: 1.224e-02, eta: 1 day, 7:57:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.3538, loss: 3.3538 +2025-06-29 04:36:10,776 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-06-29 04:40:10,444 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 04:40:11,071 - pyskl - INFO - +top1_acc 0.7606 +top5_acc 0.9497 +2025-06-29 04:40:11,093 - pyskl - INFO - Epoch(val) [76][3718] top1_acc: 0.7606, top5_acc: 0.9497 +2025-06-29 04:41:18,163 - pyskl - INFO - Epoch [77][100/3405] lr: 1.223e-02, eta: 1 day, 7:57:05, time: 0.671, data_time: 0.224, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 3.1922, loss: 3.1922 +2025-06-29 04:42:02,995 - pyskl - INFO - Epoch [77][200/3405] lr: 1.222e-02, eta: 1 day, 7:56:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 3.4364, loss: 3.4364 +2025-06-29 04:42:47,881 - pyskl - INFO - Epoch [77][300/3405] lr: 1.222e-02, eta: 1 day, 7:55:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.3371, loss: 3.3371 +2025-06-29 04:43:32,765 - pyskl - INFO - Epoch [77][400/3405] lr: 1.221e-02, eta: 1 day, 7:54:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 3.3661, loss: 3.3661 +2025-06-29 04:44:17,555 - pyskl - INFO - Epoch [77][500/3405] lr: 1.220e-02, eta: 1 day, 7:53:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 3.2674, loss: 3.2674 +2025-06-29 04:45:02,359 - pyskl - INFO - Epoch [77][600/3405] lr: 1.219e-02, eta: 1 day, 7:53:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9637, loss_cls: 3.3877, loss: 3.3877 +2025-06-29 04:45:47,215 - pyskl - INFO - Epoch [77][700/3405] lr: 1.218e-02, eta: 1 day, 7:52:26, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 3.4176, loss: 3.4176 +2025-06-29 04:46:32,046 - pyskl - INFO - Epoch [77][800/3405] lr: 1.218e-02, eta: 1 day, 7:51:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.2399, loss: 3.2399 +2025-06-29 04:47:16,853 - pyskl - INFO - Epoch [77][900/3405] lr: 1.217e-02, eta: 1 day, 7:50:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 3.3688, loss: 3.3688 +2025-06-29 04:48:01,675 - pyskl - INFO - Epoch [77][1000/3405] lr: 1.216e-02, eta: 1 day, 7:50:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9800, loss_cls: 3.4297, loss: 3.4297 +2025-06-29 04:48:46,475 - pyskl - INFO - Epoch [77][1100/3405] lr: 1.215e-02, eta: 1 day, 7:49:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 3.2439, loss: 3.2439 +2025-06-29 04:49:31,351 - pyskl - INFO - Epoch [77][1200/3405] lr: 1.215e-02, eta: 1 day, 7:48:34, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.3706, loss: 3.3706 +2025-06-29 04:50:16,223 - pyskl - INFO - Epoch [77][1300/3405] lr: 1.214e-02, eta: 1 day, 7:47:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.2930, loss: 3.2930 +2025-06-29 04:51:01,135 - pyskl - INFO - Epoch [77][1400/3405] lr: 1.213e-02, eta: 1 day, 7:47:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9637, loss_cls: 3.4720, loss: 3.4720 +2025-06-29 04:51:46,138 - pyskl - INFO - Epoch [77][1500/3405] lr: 1.212e-02, eta: 1 day, 7:46:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.3619, loss: 3.3619 +2025-06-29 04:52:31,053 - pyskl - INFO - Epoch [77][1600/3405] lr: 1.212e-02, eta: 1 day, 7:45:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 3.3746, loss: 3.3746 +2025-06-29 04:53:16,021 - pyskl - INFO - Epoch [77][1700/3405] lr: 1.211e-02, eta: 1 day, 7:44:42, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.3751, loss: 3.3751 +2025-06-29 04:54:00,794 - pyskl - INFO - Epoch [77][1800/3405] lr: 1.210e-02, eta: 1 day, 7:43:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 3.3531, loss: 3.3531 +2025-06-29 04:54:45,716 - pyskl - INFO - Epoch [77][1900/3405] lr: 1.209e-02, eta: 1 day, 7:43:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 3.3542, loss: 3.3542 +2025-06-29 04:55:30,544 - pyskl - INFO - Epoch [77][2000/3405] lr: 1.208e-02, eta: 1 day, 7:42:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.2842, loss: 3.2842 +2025-06-29 04:56:15,350 - pyskl - INFO - Epoch [77][2100/3405] lr: 1.208e-02, eta: 1 day, 7:41:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 3.2908, loss: 3.2908 +2025-06-29 04:57:00,167 - pyskl - INFO - Epoch [77][2200/3405] lr: 1.207e-02, eta: 1 day, 7:40:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9669, loss_cls: 3.4751, loss: 3.4751 +2025-06-29 04:57:44,866 - pyskl - INFO - Epoch [77][2300/3405] lr: 1.206e-02, eta: 1 day, 7:40:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 3.4065, loss: 3.4065 +2025-06-29 04:58:29,647 - pyskl - INFO - Epoch [77][2400/3405] lr: 1.205e-02, eta: 1 day, 7:39:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 3.3564, loss: 3.3564 +2025-06-29 04:59:14,437 - pyskl - INFO - Epoch [77][2500/3405] lr: 1.205e-02, eta: 1 day, 7:38:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9613, loss_cls: 3.3968, loss: 3.3968 +2025-06-29 04:59:59,117 - pyskl - INFO - Epoch [77][2600/3405] lr: 1.204e-02, eta: 1 day, 7:37:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.5109, loss: 3.5109 +2025-06-29 05:00:44,037 - pyskl - INFO - Epoch [77][2700/3405] lr: 1.203e-02, eta: 1 day, 7:36:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 3.3664, loss: 3.3664 +2025-06-29 05:01:28,783 - pyskl - INFO - Epoch [77][2800/3405] lr: 1.202e-02, eta: 1 day, 7:36:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9800, loss_cls: 3.2667, loss: 3.2667 +2025-06-29 05:02:13,601 - pyskl - INFO - Epoch [77][2900/3405] lr: 1.202e-02, eta: 1 day, 7:35:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 3.4574, loss: 3.4574 +2025-06-29 05:02:58,358 - pyskl - INFO - Epoch [77][3000/3405] lr: 1.201e-02, eta: 1 day, 7:34:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 3.4162, loss: 3.4162 +2025-06-29 05:03:43,351 - pyskl - INFO - Epoch [77][3100/3405] lr: 1.200e-02, eta: 1 day, 7:33:51, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 3.2956, loss: 3.2956 +2025-06-29 05:04:28,251 - pyskl - INFO - Epoch [77][3200/3405] lr: 1.199e-02, eta: 1 day, 7:33:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 3.5377, loss: 3.5377 +2025-06-29 05:05:13,294 - pyskl - INFO - Epoch [77][3300/3405] lr: 1.198e-02, eta: 1 day, 7:32:19, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 3.5096, loss: 3.5096 +2025-06-29 05:05:58,173 - pyskl - INFO - Epoch [77][3400/3405] lr: 1.198e-02, eta: 1 day, 7:31:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 3.3897, loss: 3.3897 +2025-06-29 05:06:00,808 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-06-29 05:10:00,428 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 05:10:00,977 - pyskl - INFO - +top1_acc 0.7852 +top5_acc 0.9556 +2025-06-29 05:10:01,033 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_74.pth was removed +2025-06-29 05:10:02,248 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_77.pth. +2025-06-29 05:10:02,249 - pyskl - INFO - Best top1_acc is 0.7852 at 77 epoch. +2025-06-29 05:10:02,272 - pyskl - INFO - Epoch(val) [77][3718] top1_acc: 0.7852, top5_acc: 0.9556 +2025-06-29 05:11:10,176 - pyskl - INFO - Epoch [78][100/3405] lr: 1.197e-02, eta: 1 day, 7:31:03, time: 0.679, data_time: 0.231, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 3.1842, loss: 3.1842 +2025-06-29 05:11:54,868 - pyskl - INFO - Epoch [78][200/3405] lr: 1.196e-02, eta: 1 day, 7:30:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 3.2367, loss: 3.2367 +2025-06-29 05:12:39,555 - pyskl - INFO - Epoch [78][300/3405] lr: 1.195e-02, eta: 1 day, 7:29:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 3.3496, loss: 3.3496 +2025-06-29 05:13:24,294 - pyskl - INFO - Epoch [78][400/3405] lr: 1.195e-02, eta: 1 day, 7:28:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.3609, loss: 3.3609 +2025-06-29 05:14:08,986 - pyskl - INFO - Epoch [78][500/3405] lr: 1.194e-02, eta: 1 day, 7:27:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.3301, loss: 3.3301 +2025-06-29 05:14:53,776 - pyskl - INFO - Epoch [78][600/3405] lr: 1.193e-02, eta: 1 day, 7:27:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 3.1457, loss: 3.1457 +2025-06-29 05:15:38,496 - pyskl - INFO - Epoch [78][700/3405] lr: 1.192e-02, eta: 1 day, 7:26:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 3.2695, loss: 3.2695 +2025-06-29 05:16:23,160 - pyskl - INFO - Epoch [78][800/3405] lr: 1.192e-02, eta: 1 day, 7:25:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 3.3260, loss: 3.3260 +2025-06-29 05:17:07,882 - pyskl - INFO - Epoch [78][900/3405] lr: 1.191e-02, eta: 1 day, 7:24:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.3274, loss: 3.3274 +2025-06-29 05:17:52,502 - pyskl - INFO - Epoch [78][1000/3405] lr: 1.190e-02, eta: 1 day, 7:24:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.2893, loss: 3.2893 +2025-06-29 05:18:37,102 - pyskl - INFO - Epoch [78][1100/3405] lr: 1.189e-02, eta: 1 day, 7:23:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9794, loss_cls: 3.3576, loss: 3.3576 +2025-06-29 05:19:21,818 - pyskl - INFO - Epoch [78][1200/3405] lr: 1.188e-02, eta: 1 day, 7:22:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 3.3406, loss: 3.3406 +2025-06-29 05:20:06,726 - pyskl - INFO - Epoch [78][1300/3405] lr: 1.188e-02, eta: 1 day, 7:21:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9838, loss_cls: 3.2265, loss: 3.2265 +2025-06-29 05:20:51,480 - pyskl - INFO - Epoch [78][1400/3405] lr: 1.187e-02, eta: 1 day, 7:20:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9856, loss_cls: 3.2974, loss: 3.2974 +2025-06-29 05:21:36,225 - pyskl - INFO - Epoch [78][1500/3405] lr: 1.186e-02, eta: 1 day, 7:20:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 3.3033, loss: 3.3033 +2025-06-29 05:22:21,234 - pyskl - INFO - Epoch [78][1600/3405] lr: 1.185e-02, eta: 1 day, 7:19:25, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.4218, loss: 3.4218 +2025-06-29 05:23:06,195 - pyskl - INFO - Epoch [78][1700/3405] lr: 1.185e-02, eta: 1 day, 7:18:39, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.3131, loss: 3.3131 +2025-06-29 05:23:50,984 - pyskl - INFO - Epoch [78][1800/3405] lr: 1.184e-02, eta: 1 day, 7:17:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 3.3543, loss: 3.3543 +2025-06-29 05:24:35,604 - pyskl - INFO - Epoch [78][1900/3405] lr: 1.183e-02, eta: 1 day, 7:17:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.3167, loss: 3.3167 +2025-06-29 05:25:20,295 - pyskl - INFO - Epoch [78][2000/3405] lr: 1.182e-02, eta: 1 day, 7:16:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.3846, loss: 3.3846 +2025-06-29 05:26:05,282 - pyskl - INFO - Epoch [78][2100/3405] lr: 1.182e-02, eta: 1 day, 7:15:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 3.1911, loss: 3.1911 +2025-06-29 05:26:50,393 - pyskl - INFO - Epoch [78][2200/3405] lr: 1.181e-02, eta: 1 day, 7:14:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.3607, loss: 3.3607 +2025-06-29 05:27:35,471 - pyskl - INFO - Epoch [78][2300/3405] lr: 1.180e-02, eta: 1 day, 7:14:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 3.3999, loss: 3.3999 +2025-06-29 05:28:20,170 - pyskl - INFO - Epoch [78][2400/3405] lr: 1.179e-02, eta: 1 day, 7:13:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 3.3159, loss: 3.3159 +2025-06-29 05:29:04,788 - pyskl - INFO - Epoch [78][2500/3405] lr: 1.178e-02, eta: 1 day, 7:12:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 3.3389, loss: 3.3389 +2025-06-29 05:29:49,513 - pyskl - INFO - Epoch [78][2600/3405] lr: 1.178e-02, eta: 1 day, 7:11:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 3.3997, loss: 3.3997 +2025-06-29 05:30:34,785 - pyskl - INFO - Epoch [78][2700/3405] lr: 1.177e-02, eta: 1 day, 7:10:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.3364, loss: 3.3364 +2025-06-29 05:31:19,457 - pyskl - INFO - Epoch [78][2800/3405] lr: 1.176e-02, eta: 1 day, 7:10:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 3.2332, loss: 3.2332 +2025-06-29 05:32:04,083 - pyskl - INFO - Epoch [78][2900/3405] lr: 1.175e-02, eta: 1 day, 7:09:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 3.6014, loss: 3.6014 +2025-06-29 05:32:48,665 - pyskl - INFO - Epoch [78][3000/3405] lr: 1.175e-02, eta: 1 day, 7:08:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.4134, loss: 3.4134 +2025-06-29 05:33:33,270 - pyskl - INFO - Epoch [78][3100/3405] lr: 1.174e-02, eta: 1 day, 7:07:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 3.4986, loss: 3.4986 +2025-06-29 05:34:17,859 - pyskl - INFO - Epoch [78][3200/3405] lr: 1.173e-02, eta: 1 day, 7:07:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 3.4600, loss: 3.4600 +2025-06-29 05:35:02,702 - pyskl - INFO - Epoch [78][3300/3405] lr: 1.172e-02, eta: 1 day, 7:06:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9675, loss_cls: 3.3607, loss: 3.3607 +2025-06-29 05:35:47,432 - pyskl - INFO - Epoch [78][3400/3405] lr: 1.172e-02, eta: 1 day, 7:05:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9669, loss_cls: 3.3900, loss: 3.3900 +2025-06-29 05:35:50,040 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-06-29 05:39:49,961 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 05:39:50,502 - pyskl - INFO - +top1_acc 0.7441 +top5_acc 0.9423 +2025-06-29 05:39:50,522 - pyskl - INFO - Epoch(val) [78][3718] top1_acc: 0.7441, top5_acc: 0.9423 +2025-06-29 05:40:58,064 - pyskl - INFO - Epoch [79][100/3405] lr: 1.171e-02, eta: 1 day, 7:04:59, time: 0.675, data_time: 0.227, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.3030, loss: 3.3030 +2025-06-29 05:41:42,856 - pyskl - INFO - Epoch [79][200/3405] lr: 1.170e-02, eta: 1 day, 7:04:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 3.3495, loss: 3.3495 +2025-06-29 05:42:27,686 - pyskl - INFO - Epoch [79][300/3405] lr: 1.169e-02, eta: 1 day, 7:03:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.3445, loss: 3.3445 +2025-06-29 05:43:12,660 - pyskl - INFO - Epoch [79][400/3405] lr: 1.168e-02, eta: 1 day, 7:02:40, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.3049, loss: 3.3049 +2025-06-29 05:43:57,650 - pyskl - INFO - Epoch [79][500/3405] lr: 1.168e-02, eta: 1 day, 7:01:54, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 3.3295, loss: 3.3295 +2025-06-29 05:44:42,413 - pyskl - INFO - Epoch [79][600/3405] lr: 1.167e-02, eta: 1 day, 7:01:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9738, loss_cls: 3.2489, loss: 3.2489 +2025-06-29 05:45:27,198 - pyskl - INFO - Epoch [79][700/3405] lr: 1.166e-02, eta: 1 day, 7:00:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.2855, loss: 3.2855 +2025-06-29 05:46:11,958 - pyskl - INFO - Epoch [79][800/3405] lr: 1.165e-02, eta: 1 day, 6:59:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.3871, loss: 3.3871 +2025-06-29 05:46:56,711 - pyskl - INFO - Epoch [79][900/3405] lr: 1.165e-02, eta: 1 day, 6:58:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.2868, loss: 3.2868 +2025-06-29 05:47:41,534 - pyskl - INFO - Epoch [79][1000/3405] lr: 1.164e-02, eta: 1 day, 6:58:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 3.3011, loss: 3.3011 +2025-06-29 05:48:26,395 - pyskl - INFO - Epoch [79][1100/3405] lr: 1.163e-02, eta: 1 day, 6:57:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 3.3435, loss: 3.3435 +2025-06-29 05:49:11,259 - pyskl - INFO - Epoch [79][1200/3405] lr: 1.162e-02, eta: 1 day, 6:56:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9663, loss_cls: 3.3693, loss: 3.3693 +2025-06-29 05:49:56,020 - pyskl - INFO - Epoch [79][1300/3405] lr: 1.162e-02, eta: 1 day, 6:55:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 3.2887, loss: 3.2887 +2025-06-29 05:50:40,766 - pyskl - INFO - Epoch [79][1400/3405] lr: 1.161e-02, eta: 1 day, 6:54:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.3110, loss: 3.3110 +2025-06-29 05:51:25,687 - pyskl - INFO - Epoch [79][1500/3405] lr: 1.160e-02, eta: 1 day, 6:54:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.4285, loss: 3.4285 +2025-06-29 05:52:10,513 - pyskl - INFO - Epoch [79][1600/3405] lr: 1.159e-02, eta: 1 day, 6:53:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 3.2758, loss: 3.2758 +2025-06-29 05:52:55,294 - pyskl - INFO - Epoch [79][1700/3405] lr: 1.158e-02, eta: 1 day, 6:52:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.4085, loss: 3.4085 +2025-06-29 05:53:40,050 - pyskl - INFO - Epoch [79][1800/3405] lr: 1.158e-02, eta: 1 day, 6:51:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9744, loss_cls: 3.2298, loss: 3.2298 +2025-06-29 05:54:24,919 - pyskl - INFO - Epoch [79][1900/3405] lr: 1.157e-02, eta: 1 day, 6:51:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 3.4697, loss: 3.4697 +2025-06-29 05:55:09,743 - pyskl - INFO - Epoch [79][2000/3405] lr: 1.156e-02, eta: 1 day, 6:50:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 3.2979, loss: 3.2979 +2025-06-29 05:55:54,518 - pyskl - INFO - Epoch [79][2100/3405] lr: 1.155e-02, eta: 1 day, 6:49:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9681, loss_cls: 3.3543, loss: 3.3543 +2025-06-29 05:56:39,200 - pyskl - INFO - Epoch [79][2200/3405] lr: 1.155e-02, eta: 1 day, 6:48:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9725, loss_cls: 3.2591, loss: 3.2591 +2025-06-29 05:57:23,900 - pyskl - INFO - Epoch [79][2300/3405] lr: 1.154e-02, eta: 1 day, 6:47:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9825, loss_cls: 3.2449, loss: 3.2449 +2025-06-29 05:58:08,525 - pyskl - INFO - Epoch [79][2400/3405] lr: 1.153e-02, eta: 1 day, 6:47:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 3.3641, loss: 3.3641 +2025-06-29 05:58:53,171 - pyskl - INFO - Epoch [79][2500/3405] lr: 1.152e-02, eta: 1 day, 6:46:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.2478, loss: 3.2478 +2025-06-29 05:59:37,882 - pyskl - INFO - Epoch [79][2600/3405] lr: 1.152e-02, eta: 1 day, 6:45:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9812, loss_cls: 3.3012, loss: 3.3012 +2025-06-29 06:00:22,543 - pyskl - INFO - Epoch [79][2700/3405] lr: 1.151e-02, eta: 1 day, 6:44:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.3236, loss: 3.3236 +2025-06-29 06:01:07,216 - pyskl - INFO - Epoch [79][2800/3405] lr: 1.150e-02, eta: 1 day, 6:44:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 3.3141, loss: 3.3141 +2025-06-29 06:01:51,781 - pyskl - INFO - Epoch [79][2900/3405] lr: 1.149e-02, eta: 1 day, 6:43:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.3647, loss: 3.3647 +2025-06-29 06:02:36,423 - pyskl - INFO - Epoch [79][3000/3405] lr: 1.149e-02, eta: 1 day, 6:42:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 3.3715, loss: 3.3715 +2025-06-29 06:03:21,071 - pyskl - INFO - Epoch [79][3100/3405] lr: 1.148e-02, eta: 1 day, 6:41:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 3.3455, loss: 3.3455 +2025-06-29 06:04:05,683 - pyskl - INFO - Epoch [79][3200/3405] lr: 1.147e-02, eta: 1 day, 6:40:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.3840, loss: 3.3840 +2025-06-29 06:04:50,421 - pyskl - INFO - Epoch [79][3300/3405] lr: 1.146e-02, eta: 1 day, 6:40:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9688, loss_cls: 3.2508, loss: 3.2508 +2025-06-29 06:05:35,120 - pyskl - INFO - Epoch [79][3400/3405] lr: 1.145e-02, eta: 1 day, 6:39:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 3.3625, loss: 3.3625 +2025-06-29 06:05:37,694 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-06-29 06:09:35,857 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 06:09:36,651 - pyskl - INFO - +top1_acc 0.7100 +top5_acc 0.9208 +2025-06-29 06:09:36,698 - pyskl - INFO - Epoch(val) [79][3718] top1_acc: 0.7100, top5_acc: 0.9208 +2025-06-29 06:10:45,975 - pyskl - INFO - Epoch [80][100/3405] lr: 1.145e-02, eta: 1 day, 6:38:57, time: 0.693, data_time: 0.246, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 3.2316, loss: 3.2316 +2025-06-29 06:11:30,980 - pyskl - INFO - Epoch [80][200/3405] lr: 1.144e-02, eta: 1 day, 6:38:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 3.2543, loss: 3.2543 +2025-06-29 06:12:15,973 - pyskl - INFO - Epoch [80][300/3405] lr: 1.143e-02, eta: 1 day, 6:37:24, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.3068, loss: 3.3068 +2025-06-29 06:13:01,040 - pyskl - INFO - Epoch [80][400/3405] lr: 1.142e-02, eta: 1 day, 6:36:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 3.3230, loss: 3.3230 +2025-06-29 06:13:45,865 - pyskl - INFO - Epoch [80][500/3405] lr: 1.142e-02, eta: 1 day, 6:35:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 3.2282, loss: 3.2282 +2025-06-29 06:14:30,520 - pyskl - INFO - Epoch [80][600/3405] lr: 1.141e-02, eta: 1 day, 6:35:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.3315, loss: 3.3315 +2025-06-29 06:15:15,145 - pyskl - INFO - Epoch [80][700/3405] lr: 1.140e-02, eta: 1 day, 6:34:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9738, loss_cls: 3.2144, loss: 3.2144 +2025-06-29 06:15:59,778 - pyskl - INFO - Epoch [80][800/3405] lr: 1.139e-02, eta: 1 day, 6:33:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.2750, loss: 3.2750 +2025-06-29 06:16:44,472 - pyskl - INFO - Epoch [80][900/3405] lr: 1.139e-02, eta: 1 day, 6:32:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.2622, loss: 3.2622 +2025-06-29 06:17:29,173 - pyskl - INFO - Epoch [80][1000/3405] lr: 1.138e-02, eta: 1 day, 6:31:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 3.2149, loss: 3.2149 +2025-06-29 06:18:13,953 - pyskl - INFO - Epoch [80][1100/3405] lr: 1.137e-02, eta: 1 day, 6:31:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 3.2374, loss: 3.2374 +2025-06-29 06:18:58,577 - pyskl - INFO - Epoch [80][1200/3405] lr: 1.136e-02, eta: 1 day, 6:30:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.3083, loss: 3.3083 +2025-06-29 06:19:43,269 - pyskl - INFO - Epoch [80][1300/3405] lr: 1.135e-02, eta: 1 day, 6:29:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9719, loss_cls: 3.2081, loss: 3.2081 +2025-06-29 06:20:27,946 - pyskl - INFO - Epoch [80][1400/3405] lr: 1.135e-02, eta: 1 day, 6:28:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 3.2316, loss: 3.2316 +2025-06-29 06:21:12,659 - pyskl - INFO - Epoch [80][1500/3405] lr: 1.134e-02, eta: 1 day, 6:28:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.2593, loss: 3.2593 +2025-06-29 06:21:57,213 - pyskl - INFO - Epoch [80][1600/3405] lr: 1.133e-02, eta: 1 day, 6:27:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 3.1617, loss: 3.1617 +2025-06-29 06:22:41,933 - pyskl - INFO - Epoch [80][1700/3405] lr: 1.132e-02, eta: 1 day, 6:26:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 3.3675, loss: 3.3675 +2025-06-29 06:23:26,603 - pyskl - INFO - Epoch [80][1800/3405] lr: 1.132e-02, eta: 1 day, 6:25:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9694, loss_cls: 3.2784, loss: 3.2784 +2025-06-29 06:24:11,309 - pyskl - INFO - Epoch [80][1900/3405] lr: 1.131e-02, eta: 1 day, 6:25:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 3.1218, loss: 3.1218 +2025-06-29 06:24:55,875 - pyskl - INFO - Epoch [80][2000/3405] lr: 1.130e-02, eta: 1 day, 6:24:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 3.4271, loss: 3.4271 +2025-06-29 06:25:40,688 - pyskl - INFO - Epoch [80][2100/3405] lr: 1.129e-02, eta: 1 day, 6:23:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.4930, loss: 3.4930 +2025-06-29 06:26:25,402 - pyskl - INFO - Epoch [80][2200/3405] lr: 1.129e-02, eta: 1 day, 6:22:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 3.4401, loss: 3.4401 +2025-06-29 06:27:10,052 - pyskl - INFO - Epoch [80][2300/3405] lr: 1.128e-02, eta: 1 day, 6:21:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 3.1959, loss: 3.1959 +2025-06-29 06:27:54,738 - pyskl - INFO - Epoch [80][2400/3405] lr: 1.127e-02, eta: 1 day, 6:21:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.2314, loss: 3.2314 +2025-06-29 06:28:39,464 - pyskl - INFO - Epoch [80][2500/3405] lr: 1.126e-02, eta: 1 day, 6:20:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 3.4466, loss: 3.4466 +2025-06-29 06:29:24,176 - pyskl - INFO - Epoch [80][2600/3405] lr: 1.126e-02, eta: 1 day, 6:19:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.3897, loss: 3.3897 +2025-06-29 06:30:08,851 - pyskl - INFO - Epoch [80][2700/3405] lr: 1.125e-02, eta: 1 day, 6:18:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 3.3398, loss: 3.3398 +2025-06-29 06:30:53,504 - pyskl - INFO - Epoch [80][2800/3405] lr: 1.124e-02, eta: 1 day, 6:18:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.2883, loss: 3.2883 +2025-06-29 06:31:38,208 - pyskl - INFO - Epoch [80][2900/3405] lr: 1.123e-02, eta: 1 day, 6:17:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 3.3975, loss: 3.3975 +2025-06-29 06:32:22,920 - pyskl - INFO - Epoch [80][3000/3405] lr: 1.122e-02, eta: 1 day, 6:16:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.3032, loss: 3.3032 +2025-06-29 06:33:07,663 - pyskl - INFO - Epoch [80][3100/3405] lr: 1.122e-02, eta: 1 day, 6:15:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 3.3473, loss: 3.3473 +2025-06-29 06:33:52,365 - pyskl - INFO - Epoch [80][3200/3405] lr: 1.121e-02, eta: 1 day, 6:14:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.3241, loss: 3.3241 +2025-06-29 06:34:37,076 - pyskl - INFO - Epoch [80][3300/3405] lr: 1.120e-02, eta: 1 day, 6:14:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.3034, loss: 3.3034 +2025-06-29 06:35:21,750 - pyskl - INFO - Epoch [80][3400/3405] lr: 1.119e-02, eta: 1 day, 6:13:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.3830, loss: 3.3830 +2025-06-29 06:35:24,400 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-06-29 06:54:45,336 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 06:54:45,908 - pyskl - INFO - +top1_acc 0.7674 +top5_acc 0.9482 +2025-06-29 06:54:45,928 - pyskl - INFO - Epoch(val) [80][3718] top1_acc: 0.7674, top5_acc: 0.9482 +2025-06-29 06:55:53,246 - pyskl - INFO - Epoch [81][100/3405] lr: 1.119e-02, eta: 1 day, 6:12:52, time: 0.673, data_time: 0.226, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 3.2128, loss: 3.2128 +2025-06-29 06:56:37,883 - pyskl - INFO - Epoch [81][200/3405] lr: 1.118e-02, eta: 1 day, 6:12:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 3.2153, loss: 3.2153 +2025-06-29 06:57:22,504 - pyskl - INFO - Epoch [81][300/3405] lr: 1.117e-02, eta: 1 day, 6:11:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 3.1844, loss: 3.1844 +2025-06-29 06:58:07,175 - pyskl - INFO - Epoch [81][400/3405] lr: 1.116e-02, eta: 1 day, 6:10:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.2276, loss: 3.2276 +2025-06-29 06:58:51,881 - pyskl - INFO - Epoch [81][500/3405] lr: 1.116e-02, eta: 1 day, 6:09:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 3.1028, loss: 3.1028 +2025-06-29 06:59:36,471 - pyskl - INFO - Epoch [81][600/3405] lr: 1.115e-02, eta: 1 day, 6:08:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.2796, loss: 3.2796 +2025-06-29 07:00:21,048 - pyskl - INFO - Epoch [81][700/3405] lr: 1.114e-02, eta: 1 day, 6:08:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9812, loss_cls: 3.2480, loss: 3.2480 +2025-06-29 07:01:05,670 - pyskl - INFO - Epoch [81][800/3405] lr: 1.113e-02, eta: 1 day, 6:07:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 3.2908, loss: 3.2908 +2025-06-29 07:01:50,280 - pyskl - INFO - Epoch [81][900/3405] lr: 1.112e-02, eta: 1 day, 6:06:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 3.2218, loss: 3.2218 +2025-06-29 07:02:34,908 - pyskl - INFO - Epoch [81][1000/3405] lr: 1.112e-02, eta: 1 day, 6:05:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 3.2710, loss: 3.2710 +2025-06-29 07:03:19,498 - pyskl - INFO - Epoch [81][1100/3405] lr: 1.111e-02, eta: 1 day, 6:05:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9794, loss_cls: 3.3016, loss: 3.3016 +2025-06-29 07:04:04,083 - pyskl - INFO - Epoch [81][1200/3405] lr: 1.110e-02, eta: 1 day, 6:04:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 3.2118, loss: 3.2118 +2025-06-29 07:04:48,771 - pyskl - INFO - Epoch [81][1300/3405] lr: 1.109e-02, eta: 1 day, 6:03:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 3.2196, loss: 3.2196 +2025-06-29 07:05:33,452 - pyskl - INFO - Epoch [81][1400/3405] lr: 1.109e-02, eta: 1 day, 6:02:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.3262, loss: 3.3262 +2025-06-29 07:06:18,104 - pyskl - INFO - Epoch [81][1500/3405] lr: 1.108e-02, eta: 1 day, 6:02:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 3.1978, loss: 3.1978 +2025-06-29 07:07:02,783 - pyskl - INFO - Epoch [81][1600/3405] lr: 1.107e-02, eta: 1 day, 6:01:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.2689, loss: 3.2689 +2025-06-29 07:07:47,369 - pyskl - INFO - Epoch [81][1700/3405] lr: 1.106e-02, eta: 1 day, 6:00:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 3.2235, loss: 3.2235 +2025-06-29 07:08:32,263 - pyskl - INFO - Epoch [81][1800/3405] lr: 1.106e-02, eta: 1 day, 5:59:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.2621, loss: 3.2621 +2025-06-29 07:09:17,288 - pyskl - INFO - Epoch [81][1900/3405] lr: 1.105e-02, eta: 1 day, 5:58:55, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9750, loss_cls: 3.2267, loss: 3.2267 +2025-06-29 07:10:02,206 - pyskl - INFO - Epoch [81][2000/3405] lr: 1.104e-02, eta: 1 day, 5:58:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.3371, loss: 3.3371 +2025-06-29 07:10:46,840 - pyskl - INFO - Epoch [81][2100/3405] lr: 1.103e-02, eta: 1 day, 5:57:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 3.3885, loss: 3.3885 +2025-06-29 07:11:31,392 - pyskl - INFO - Epoch [81][2200/3405] lr: 1.103e-02, eta: 1 day, 5:56:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.2313, loss: 3.2313 +2025-06-29 07:12:16,191 - pyskl - INFO - Epoch [81][2300/3405] lr: 1.102e-02, eta: 1 day, 5:55:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 3.2024, loss: 3.2024 +2025-06-29 07:13:00,857 - pyskl - INFO - Epoch [81][2400/3405] lr: 1.101e-02, eta: 1 day, 5:55:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9794, loss_cls: 3.2738, loss: 3.2738 +2025-06-29 07:13:45,501 - pyskl - INFO - Epoch [81][2500/3405] lr: 1.100e-02, eta: 1 day, 5:54:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.2886, loss: 3.2886 +2025-06-29 07:14:30,183 - pyskl - INFO - Epoch [81][2600/3405] lr: 1.099e-02, eta: 1 day, 5:53:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.4206, loss: 3.4206 +2025-06-29 07:15:14,856 - pyskl - INFO - Epoch [81][2700/3405] lr: 1.099e-02, eta: 1 day, 5:52:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.4291, loss: 3.4291 +2025-06-29 07:15:59,525 - pyskl - INFO - Epoch [81][2800/3405] lr: 1.098e-02, eta: 1 day, 5:51:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.2999, loss: 3.2999 +2025-06-29 07:16:44,157 - pyskl - INFO - Epoch [81][2900/3405] lr: 1.097e-02, eta: 1 day, 5:51:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 3.2940, loss: 3.2940 +2025-06-29 07:17:28,807 - pyskl - INFO - Epoch [81][3000/3405] lr: 1.096e-02, eta: 1 day, 5:50:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 3.3899, loss: 3.3899 +2025-06-29 07:18:13,471 - pyskl - INFO - Epoch [81][3100/3405] lr: 1.096e-02, eta: 1 day, 5:49:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9725, loss_cls: 3.2601, loss: 3.2601 +2025-06-29 07:18:58,129 - pyskl - INFO - Epoch [81][3200/3405] lr: 1.095e-02, eta: 1 day, 5:48:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 3.2786, loss: 3.2786 +2025-06-29 07:19:42,814 - pyskl - INFO - Epoch [81][3300/3405] lr: 1.094e-02, eta: 1 day, 5:48:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 3.2481, loss: 3.2481 +2025-06-29 07:20:27,477 - pyskl - INFO - Epoch [81][3400/3405] lr: 1.093e-02, eta: 1 day, 5:47:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.3096, loss: 3.3096 +2025-06-29 07:20:30,060 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-06-29 07:24:29,699 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 07:24:30,233 - pyskl - INFO - +top1_acc 0.7792 +top5_acc 0.9528 +2025-06-29 07:24:30,251 - pyskl - INFO - Epoch(val) [81][3718] top1_acc: 0.7792, top5_acc: 0.9528 +2025-06-29 07:25:37,123 - pyskl - INFO - Epoch [82][100/3405] lr: 1.093e-02, eta: 1 day, 5:46:46, time: 0.669, data_time: 0.222, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 3.0261, loss: 3.0261 +2025-06-29 07:26:21,858 - pyskl - INFO - Epoch [82][200/3405] lr: 1.092e-02, eta: 1 day, 5:45:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 3.2175, loss: 3.2175 +2025-06-29 07:27:06,537 - pyskl - INFO - Epoch [82][300/3405] lr: 1.091e-02, eta: 1 day, 5:45:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 3.1546, loss: 3.1546 +2025-06-29 07:27:51,258 - pyskl - INFO - Epoch [82][400/3405] lr: 1.090e-02, eta: 1 day, 5:44:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.2472, loss: 3.2472 +2025-06-29 07:28:35,955 - pyskl - INFO - Epoch [82][500/3405] lr: 1.090e-02, eta: 1 day, 5:43:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 3.1674, loss: 3.1674 +2025-06-29 07:29:20,622 - pyskl - INFO - Epoch [82][600/3405] lr: 1.089e-02, eta: 1 day, 5:42:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9738, loss_cls: 3.2012, loss: 3.2012 +2025-06-29 07:30:05,268 - pyskl - INFO - Epoch [82][700/3405] lr: 1.088e-02, eta: 1 day, 5:42:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9881, loss_cls: 3.1189, loss: 3.1189 +2025-06-29 07:30:50,023 - pyskl - INFO - Epoch [82][800/3405] lr: 1.087e-02, eta: 1 day, 5:41:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 3.1833, loss: 3.1833 +2025-06-29 07:31:34,692 - pyskl - INFO - Epoch [82][900/3405] lr: 1.086e-02, eta: 1 day, 5:40:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 3.3121, loss: 3.3121 +2025-06-29 07:32:19,319 - pyskl - INFO - Epoch [82][1000/3405] lr: 1.086e-02, eta: 1 day, 5:39:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 3.1577, loss: 3.1577 +2025-06-29 07:33:03,938 - pyskl - INFO - Epoch [82][1100/3405] lr: 1.085e-02, eta: 1 day, 5:39:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.2623, loss: 3.2623 +2025-06-29 07:33:48,465 - pyskl - INFO - Epoch [82][1200/3405] lr: 1.084e-02, eta: 1 day, 5:38:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9788, loss_cls: 3.3341, loss: 3.3341 +2025-06-29 07:34:33,179 - pyskl - INFO - Epoch [82][1300/3405] lr: 1.083e-02, eta: 1 day, 5:37:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 3.3417, loss: 3.3417 +2025-06-29 07:35:18,056 - pyskl - INFO - Epoch [82][1400/3405] lr: 1.083e-02, eta: 1 day, 5:36:42, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 3.0932, loss: 3.0932 +2025-06-29 07:36:02,988 - pyskl - INFO - Epoch [82][1500/3405] lr: 1.082e-02, eta: 1 day, 5:35:56, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 3.1597, loss: 3.1597 +2025-06-29 07:36:47,906 - pyskl - INFO - Epoch [82][1600/3405] lr: 1.081e-02, eta: 1 day, 5:35:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.2297, loss: 3.2297 +2025-06-29 07:37:33,278 - pyskl - INFO - Epoch [82][1700/3405] lr: 1.080e-02, eta: 1 day, 5:34:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 3.0759, loss: 3.0759 +2025-06-29 07:38:18,634 - pyskl - INFO - Epoch [82][1800/3405] lr: 1.080e-02, eta: 1 day, 5:33:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.3616, loss: 3.3616 +2025-06-29 07:39:03,573 - pyskl - INFO - Epoch [82][1900/3405] lr: 1.079e-02, eta: 1 day, 5:32:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9700, loss_cls: 3.2505, loss: 3.2505 +2025-06-29 07:39:48,405 - pyskl - INFO - Epoch [82][2000/3405] lr: 1.078e-02, eta: 1 day, 5:32:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.2349, loss: 3.2349 +2025-06-29 07:40:33,355 - pyskl - INFO - Epoch [82][2100/3405] lr: 1.077e-02, eta: 1 day, 5:31:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 3.2574, loss: 3.2574 +2025-06-29 07:41:18,086 - pyskl - INFO - Epoch [82][2200/3405] lr: 1.077e-02, eta: 1 day, 5:30:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 3.2582, loss: 3.2582 +2025-06-29 07:42:02,934 - pyskl - INFO - Epoch [82][2300/3405] lr: 1.076e-02, eta: 1 day, 5:29:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.2270, loss: 3.2270 +2025-06-29 07:42:47,673 - pyskl - INFO - Epoch [82][2400/3405] lr: 1.075e-02, eta: 1 day, 5:29:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.3659, loss: 3.3659 +2025-06-29 07:43:32,484 - pyskl - INFO - Epoch [82][2500/3405] lr: 1.074e-02, eta: 1 day, 5:28:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 3.2780, loss: 3.2780 +2025-06-29 07:44:17,269 - pyskl - INFO - Epoch [82][2600/3405] lr: 1.074e-02, eta: 1 day, 5:27:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 3.3173, loss: 3.3173 +2025-06-29 07:45:02,019 - pyskl - INFO - Epoch [82][2700/3405] lr: 1.073e-02, eta: 1 day, 5:26:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.3222, loss: 3.3222 +2025-06-29 07:45:46,797 - pyskl - INFO - Epoch [82][2800/3405] lr: 1.072e-02, eta: 1 day, 5:25:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9800, loss_cls: 3.3246, loss: 3.3246 +2025-06-29 07:46:31,512 - pyskl - INFO - Epoch [82][2900/3405] lr: 1.071e-02, eta: 1 day, 5:25:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.2363, loss: 3.2363 +2025-06-29 07:47:16,272 - pyskl - INFO - Epoch [82][3000/3405] lr: 1.070e-02, eta: 1 day, 5:24:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 3.0832, loss: 3.0832 +2025-06-29 07:48:01,001 - pyskl - INFO - Epoch [82][3100/3405] lr: 1.070e-02, eta: 1 day, 5:23:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 3.3259, loss: 3.3259 +2025-06-29 07:48:45,671 - pyskl - INFO - Epoch [82][3200/3405] lr: 1.069e-02, eta: 1 day, 5:22:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9738, loss_cls: 3.2228, loss: 3.2228 +2025-06-29 07:49:30,468 - pyskl - INFO - Epoch [82][3300/3405] lr: 1.068e-02, eta: 1 day, 5:22:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 3.3061, loss: 3.3061 +2025-06-29 07:50:15,207 - pyskl - INFO - Epoch [82][3400/3405] lr: 1.067e-02, eta: 1 day, 5:21:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 3.2926, loss: 3.2926 +2025-06-29 07:50:17,821 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-06-29 07:54:17,446 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 07:54:17,991 - pyskl - INFO - +top1_acc 0.7864 +top5_acc 0.9525 +2025-06-29 07:54:18,045 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_77.pth was removed +2025-06-29 07:54:19,105 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_82.pth. +2025-06-29 07:54:19,106 - pyskl - INFO - Best top1_acc is 0.7864 at 82 epoch. +2025-06-29 07:54:19,127 - pyskl - INFO - Epoch(val) [82][3718] top1_acc: 0.7864, top5_acc: 0.9525 +2025-06-29 07:55:26,394 - pyskl - INFO - Epoch [83][100/3405] lr: 1.067e-02, eta: 1 day, 5:20:44, time: 0.673, data_time: 0.226, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 3.3122, loss: 3.3122 +2025-06-29 07:56:11,082 - pyskl - INFO - Epoch [83][200/3405] lr: 1.066e-02, eta: 1 day, 5:19:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 3.1330, loss: 3.1330 +2025-06-29 07:56:55,751 - pyskl - INFO - Epoch [83][300/3405] lr: 1.065e-02, eta: 1 day, 5:19:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 3.1013, loss: 3.1013 +2025-06-29 07:57:40,498 - pyskl - INFO - Epoch [83][400/3405] lr: 1.064e-02, eta: 1 day, 5:18:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 3.1569, loss: 3.1569 +2025-06-29 07:58:25,276 - pyskl - INFO - Epoch [83][500/3405] lr: 1.064e-02, eta: 1 day, 5:17:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 3.2037, loss: 3.2037 +2025-06-29 07:59:09,946 - pyskl - INFO - Epoch [83][600/3405] lr: 1.063e-02, eta: 1 day, 5:16:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 3.2199, loss: 3.2199 +2025-06-29 07:59:54,613 - pyskl - INFO - Epoch [83][700/3405] lr: 1.062e-02, eta: 1 day, 5:16:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 3.3338, loss: 3.3338 +2025-06-29 08:00:39,310 - pyskl - INFO - Epoch [83][800/3405] lr: 1.061e-02, eta: 1 day, 5:15:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9825, loss_cls: 3.3206, loss: 3.3206 +2025-06-29 08:01:24,027 - pyskl - INFO - Epoch [83][900/3405] lr: 1.061e-02, eta: 1 day, 5:14:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.2088, loss: 3.2088 +2025-06-29 08:02:08,697 - pyskl - INFO - Epoch [83][1000/3405] lr: 1.060e-02, eta: 1 day, 5:13:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 3.0400, loss: 3.0400 +2025-06-29 08:02:53,370 - pyskl - INFO - Epoch [83][1100/3405] lr: 1.059e-02, eta: 1 day, 5:13:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 3.1787, loss: 3.1787 +2025-06-29 08:03:38,036 - pyskl - INFO - Epoch [83][1200/3405] lr: 1.058e-02, eta: 1 day, 5:12:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 3.0500, loss: 3.0500 +2025-06-29 08:04:22,842 - pyskl - INFO - Epoch [83][1300/3405] lr: 1.058e-02, eta: 1 day, 5:11:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9831, loss_cls: 3.1734, loss: 3.1734 +2025-06-29 08:05:07,638 - pyskl - INFO - Epoch [83][1400/3405] lr: 1.057e-02, eta: 1 day, 5:10:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 3.2807, loss: 3.2807 +2025-06-29 08:05:52,311 - pyskl - INFO - Epoch [83][1500/3405] lr: 1.056e-02, eta: 1 day, 5:09:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.3108, loss: 3.3108 +2025-06-29 08:06:37,043 - pyskl - INFO - Epoch [83][1600/3405] lr: 1.055e-02, eta: 1 day, 5:09:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 3.2986, loss: 3.2986 +2025-06-29 08:07:22,000 - pyskl - INFO - Epoch [83][1700/3405] lr: 1.054e-02, eta: 1 day, 5:08:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 3.2101, loss: 3.2101 +2025-06-29 08:08:06,799 - pyskl - INFO - Epoch [83][1800/3405] lr: 1.054e-02, eta: 1 day, 5:07:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 3.0823, loss: 3.0823 +2025-06-29 08:08:51,612 - pyskl - INFO - Epoch [83][1900/3405] lr: 1.053e-02, eta: 1 day, 5:06:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9812, loss_cls: 3.2524, loss: 3.2524 +2025-06-29 08:09:36,593 - pyskl - INFO - Epoch [83][2000/3405] lr: 1.052e-02, eta: 1 day, 5:06:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 3.1856, loss: 3.1856 +2025-06-29 08:10:21,349 - pyskl - INFO - Epoch [83][2100/3405] lr: 1.051e-02, eta: 1 day, 5:05:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 3.0995, loss: 3.0995 +2025-06-29 08:11:06,071 - pyskl - INFO - Epoch [83][2200/3405] lr: 1.051e-02, eta: 1 day, 5:04:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 3.3255, loss: 3.3255 +2025-06-29 08:11:50,810 - pyskl - INFO - Epoch [83][2300/3405] lr: 1.050e-02, eta: 1 day, 5:03:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.4083, loss: 3.4083 +2025-06-29 08:12:35,678 - pyskl - INFO - Epoch [83][2400/3405] lr: 1.049e-02, eta: 1 day, 5:02:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 3.1413, loss: 3.1413 +2025-06-29 08:13:20,376 - pyskl - INFO - Epoch [83][2500/3405] lr: 1.048e-02, eta: 1 day, 5:02:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 3.1498, loss: 3.1498 +2025-06-29 08:14:04,961 - pyskl - INFO - Epoch [83][2600/3405] lr: 1.048e-02, eta: 1 day, 5:01:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 3.3578, loss: 3.3578 +2025-06-29 08:14:49,678 - pyskl - INFO - Epoch [83][2700/3405] lr: 1.047e-02, eta: 1 day, 5:00:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9800, loss_cls: 3.1889, loss: 3.1889 +2025-06-29 08:15:34,354 - pyskl - INFO - Epoch [83][2800/3405] lr: 1.046e-02, eta: 1 day, 4:59:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9712, loss_cls: 3.2000, loss: 3.2000 +2025-06-29 08:16:19,052 - pyskl - INFO - Epoch [83][2900/3405] lr: 1.045e-02, eta: 1 day, 4:59:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.2930, loss: 3.2930 +2025-06-29 08:17:03,721 - pyskl - INFO - Epoch [83][3000/3405] lr: 1.045e-02, eta: 1 day, 4:58:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 3.3443, loss: 3.3443 +2025-06-29 08:17:48,384 - pyskl - INFO - Epoch [83][3100/3405] lr: 1.044e-02, eta: 1 day, 4:57:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.3088, loss: 3.3088 +2025-06-29 08:18:33,059 - pyskl - INFO - Epoch [83][3200/3405] lr: 1.043e-02, eta: 1 day, 4:56:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 3.1913, loss: 3.1913 +2025-06-29 08:19:17,887 - pyskl - INFO - Epoch [83][3300/3405] lr: 1.042e-02, eta: 1 day, 4:56:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 3.1635, loss: 3.1635 +2025-06-29 08:20:02,700 - pyskl - INFO - Epoch [83][3400/3405] lr: 1.042e-02, eta: 1 day, 4:55:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9844, loss_cls: 3.0963, loss: 3.0963 +2025-06-29 08:20:05,356 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-06-29 08:24:02,567 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 08:24:03,123 - pyskl - INFO - +top1_acc 0.7872 +top5_acc 0.9549 +2025-06-29 08:24:03,176 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_82.pth was removed +2025-06-29 08:24:04,191 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. +2025-06-29 08:24:04,193 - pyskl - INFO - Best top1_acc is 0.7872 at 83 epoch. +2025-06-29 08:24:04,213 - pyskl - INFO - Epoch(val) [83][3718] top1_acc: 0.7872, top5_acc: 0.9549 +2025-06-29 08:25:11,603 - pyskl - INFO - Epoch [84][100/3405] lr: 1.041e-02, eta: 1 day, 4:54:41, time: 0.674, data_time: 0.228, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9731, loss_cls: 3.1985, loss: 3.1985 +2025-06-29 08:25:56,265 - pyskl - INFO - Epoch [84][200/3405] lr: 1.040e-02, eta: 1 day, 4:53:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9731, loss_cls: 3.1530, loss: 3.1530 +2025-06-29 08:26:40,897 - pyskl - INFO - Epoch [84][300/3405] lr: 1.039e-02, eta: 1 day, 4:53:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9762, loss_cls: 3.2032, loss: 3.2032 +2025-06-29 08:27:25,536 - pyskl - INFO - Epoch [84][400/3405] lr: 1.039e-02, eta: 1 day, 4:52:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 3.0868, loss: 3.0868 +2025-06-29 08:28:10,190 - pyskl - INFO - Epoch [84][500/3405] lr: 1.038e-02, eta: 1 day, 4:51:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9850, loss_cls: 3.1496, loss: 3.1496 +2025-06-29 08:28:54,814 - pyskl - INFO - Epoch [84][600/3405] lr: 1.037e-02, eta: 1 day, 4:50:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 3.1312, loss: 3.1312 +2025-06-29 08:29:39,474 - pyskl - INFO - Epoch [84][700/3405] lr: 1.036e-02, eta: 1 day, 4:50:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 3.1955, loss: 3.1955 +2025-06-29 08:30:24,089 - pyskl - INFO - Epoch [84][800/3405] lr: 1.035e-02, eta: 1 day, 4:49:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.1308, loss: 3.1308 +2025-06-29 08:31:08,670 - pyskl - INFO - Epoch [84][900/3405] lr: 1.035e-02, eta: 1 day, 4:48:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.1168, loss: 3.1168 +2025-06-29 08:31:53,255 - pyskl - INFO - Epoch [84][1000/3405] lr: 1.034e-02, eta: 1 day, 4:47:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9819, loss_cls: 3.2532, loss: 3.2532 +2025-06-29 08:32:37,897 - pyskl - INFO - Epoch [84][1100/3405] lr: 1.033e-02, eta: 1 day, 4:46:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9856, loss_cls: 3.1442, loss: 3.1442 +2025-06-29 08:33:22,510 - pyskl - INFO - Epoch [84][1200/3405] lr: 1.032e-02, eta: 1 day, 4:46:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 3.2250, loss: 3.2250 +2025-06-29 08:34:07,247 - pyskl - INFO - Epoch [84][1300/3405] lr: 1.032e-02, eta: 1 day, 4:45:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.1606, loss: 3.1606 +2025-06-29 08:34:51,883 - pyskl - INFO - Epoch [84][1400/3405] lr: 1.031e-02, eta: 1 day, 4:44:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 3.1723, loss: 3.1723 +2025-06-29 08:35:36,650 - pyskl - INFO - Epoch [84][1500/3405] lr: 1.030e-02, eta: 1 day, 4:43:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 3.2599, loss: 3.2599 +2025-06-29 08:36:21,387 - pyskl - INFO - Epoch [84][1600/3405] lr: 1.029e-02, eta: 1 day, 4:43:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9719, loss_cls: 3.1579, loss: 3.1579 +2025-06-29 08:37:06,065 - pyskl - INFO - Epoch [84][1700/3405] lr: 1.029e-02, eta: 1 day, 4:42:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 3.2547, loss: 3.2547 +2025-06-29 08:37:50,570 - pyskl - INFO - Epoch [84][1800/3405] lr: 1.028e-02, eta: 1 day, 4:41:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9712, loss_cls: 3.3114, loss: 3.3114 +2025-06-29 08:38:35,032 - pyskl - INFO - Epoch [84][1900/3405] lr: 1.027e-02, eta: 1 day, 4:40:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.1490, loss: 3.1490 +2025-06-29 08:39:19,725 - pyskl - INFO - Epoch [84][2000/3405] lr: 1.026e-02, eta: 1 day, 4:39:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 3.2136, loss: 3.2136 +2025-06-29 08:40:04,325 - pyskl - INFO - Epoch [84][2100/3405] lr: 1.026e-02, eta: 1 day, 4:39:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9706, loss_cls: 3.2306, loss: 3.2306 +2025-06-29 08:40:48,975 - pyskl - INFO - Epoch [84][2200/3405] lr: 1.025e-02, eta: 1 day, 4:38:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 3.2241, loss: 3.2241 +2025-06-29 08:41:33,616 - pyskl - INFO - Epoch [84][2300/3405] lr: 1.024e-02, eta: 1 day, 4:37:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 3.2536, loss: 3.2536 +2025-06-29 08:42:18,291 - pyskl - INFO - Epoch [84][2400/3405] lr: 1.023e-02, eta: 1 day, 4:36:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9862, loss_cls: 3.1173, loss: 3.1173 +2025-06-29 08:43:02,926 - pyskl - INFO - Epoch [84][2500/3405] lr: 1.023e-02, eta: 1 day, 4:36:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 3.2244, loss: 3.2244 +2025-06-29 08:43:47,557 - pyskl - INFO - Epoch [84][2600/3405] lr: 1.022e-02, eta: 1 day, 4:35:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 3.2638, loss: 3.2638 +2025-06-29 08:44:32,153 - pyskl - INFO - Epoch [84][2700/3405] lr: 1.021e-02, eta: 1 day, 4:34:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 3.1502, loss: 3.1502 +2025-06-29 08:45:16,804 - pyskl - INFO - Epoch [84][2800/3405] lr: 1.020e-02, eta: 1 day, 4:33:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 3.1613, loss: 3.1613 +2025-06-29 08:46:01,402 - pyskl - INFO - Epoch [84][2900/3405] lr: 1.020e-02, eta: 1 day, 4:33:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.2714, loss: 3.2714 +2025-06-29 08:46:46,005 - pyskl - INFO - Epoch [84][3000/3405] lr: 1.019e-02, eta: 1 day, 4:32:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 3.2029, loss: 3.2029 +2025-06-29 08:47:30,603 - pyskl - INFO - Epoch [84][3100/3405] lr: 1.018e-02, eta: 1 day, 4:31:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.3363, loss: 3.3363 +2025-06-29 08:48:15,282 - pyskl - INFO - Epoch [84][3200/3405] lr: 1.017e-02, eta: 1 day, 4:30:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.2222, loss: 3.2222 +2025-06-29 08:48:59,903 - pyskl - INFO - Epoch [84][3300/3405] lr: 1.017e-02, eta: 1 day, 4:29:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.2724, loss: 3.2724 +2025-06-29 08:49:44,610 - pyskl - INFO - Epoch [84][3400/3405] lr: 1.016e-02, eta: 1 day, 4:29:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 3.0669, loss: 3.0669 +2025-06-29 08:49:47,160 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-06-29 08:53:45,920 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 08:53:46,461 - pyskl - INFO - +top1_acc 0.7683 +top5_acc 0.9516 +2025-06-29 08:53:46,480 - pyskl - INFO - Epoch(val) [84][3718] top1_acc: 0.7683, top5_acc: 0.9516 +2025-06-29 08:54:53,410 - pyskl - INFO - Epoch [85][100/3405] lr: 1.015e-02, eta: 1 day, 4:28:36, time: 0.669, data_time: 0.223, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 3.1606, loss: 3.1606 +2025-06-29 08:55:38,425 - pyskl - INFO - Epoch [85][200/3405] lr: 1.014e-02, eta: 1 day, 4:27:50, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 3.0841, loss: 3.0841 +2025-06-29 08:56:23,218 - pyskl - INFO - Epoch [85][300/3405] lr: 1.014e-02, eta: 1 day, 4:27:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 3.0644, loss: 3.0644 +2025-06-29 08:57:07,791 - pyskl - INFO - Epoch [85][400/3405] lr: 1.013e-02, eta: 1 day, 4:26:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 3.0934, loss: 3.0934 +2025-06-29 08:57:52,468 - pyskl - INFO - Epoch [85][500/3405] lr: 1.012e-02, eta: 1 day, 4:25:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 3.1593, loss: 3.1593 +2025-06-29 08:58:37,368 - pyskl - INFO - Epoch [85][600/3405] lr: 1.011e-02, eta: 1 day, 4:24:44, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 3.1748, loss: 3.1748 +2025-06-29 08:59:22,144 - pyskl - INFO - Epoch [85][700/3405] lr: 1.010e-02, eta: 1 day, 4:23:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 3.1710, loss: 3.1710 +2025-06-29 09:00:07,054 - pyskl - INFO - Epoch [85][800/3405] lr: 1.010e-02, eta: 1 day, 4:23:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 3.1628, loss: 3.1628 +2025-06-29 09:00:51,679 - pyskl - INFO - Epoch [85][900/3405] lr: 1.009e-02, eta: 1 day, 4:22:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 3.2344, loss: 3.2344 +2025-06-29 09:01:36,604 - pyskl - INFO - Epoch [85][1000/3405] lr: 1.008e-02, eta: 1 day, 4:21:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 3.2293, loss: 3.2293 +2025-06-29 09:02:21,376 - pyskl - INFO - Epoch [85][1100/3405] lr: 1.007e-02, eta: 1 day, 4:20:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 3.0898, loss: 3.0898 +2025-06-29 09:03:06,237 - pyskl - INFO - Epoch [85][1200/3405] lr: 1.007e-02, eta: 1 day, 4:20:07, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.2180, loss: 3.2180 +2025-06-29 09:03:50,891 - pyskl - INFO - Epoch [85][1300/3405] lr: 1.006e-02, eta: 1 day, 4:19:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 3.1994, loss: 3.1994 +2025-06-29 09:04:35,588 - pyskl - INFO - Epoch [85][1400/3405] lr: 1.005e-02, eta: 1 day, 4:18:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 3.1972, loss: 3.1972 +2025-06-29 09:05:20,369 - pyskl - INFO - Epoch [85][1500/3405] lr: 1.004e-02, eta: 1 day, 4:17:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 3.2387, loss: 3.2387 +2025-06-29 09:06:05,118 - pyskl - INFO - Epoch [85][1600/3405] lr: 1.004e-02, eta: 1 day, 4:17:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 3.1838, loss: 3.1838 +2025-06-29 09:06:49,729 - pyskl - INFO - Epoch [85][1700/3405] lr: 1.003e-02, eta: 1 day, 4:16:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 3.3669, loss: 3.3669 +2025-06-29 09:07:34,477 - pyskl - INFO - Epoch [85][1800/3405] lr: 1.002e-02, eta: 1 day, 4:15:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.2532, loss: 3.2532 +2025-06-29 09:08:19,152 - pyskl - INFO - Epoch [85][1900/3405] lr: 1.001e-02, eta: 1 day, 4:14:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 3.1755, loss: 3.1755 +2025-06-29 09:09:03,865 - pyskl - INFO - Epoch [85][2000/3405] lr: 1.001e-02, eta: 1 day, 4:13:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 3.2897, loss: 3.2897 +2025-06-29 09:09:48,647 - pyskl - INFO - Epoch [85][2100/3405] lr: 9.999e-03, eta: 1 day, 4:13:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.2271, loss: 3.2271 +2025-06-29 09:10:33,532 - pyskl - INFO - Epoch [85][2200/3405] lr: 9.992e-03, eta: 1 day, 4:12:23, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 3.1589, loss: 3.1589 +2025-06-29 09:11:18,195 - pyskl - INFO - Epoch [85][2300/3405] lr: 9.984e-03, eta: 1 day, 4:11:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 3.1888, loss: 3.1888 +2025-06-29 09:12:02,903 - pyskl - INFO - Epoch [85][2400/3405] lr: 9.977e-03, eta: 1 day, 4:10:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9725, loss_cls: 3.2196, loss: 3.2196 +2025-06-29 09:12:47,691 - pyskl - INFO - Epoch [85][2500/3405] lr: 9.969e-03, eta: 1 day, 4:10:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 3.2393, loss: 3.2393 +2025-06-29 09:13:32,430 - pyskl - INFO - Epoch [85][2600/3405] lr: 9.962e-03, eta: 1 day, 4:09:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.1695, loss: 3.1695 +2025-06-29 09:14:17,111 - pyskl - INFO - Epoch [85][2700/3405] lr: 9.954e-03, eta: 1 day, 4:08:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.1697, loss: 3.1697 +2025-06-29 09:15:01,753 - pyskl - INFO - Epoch [85][2800/3405] lr: 9.947e-03, eta: 1 day, 4:07:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 3.2348, loss: 3.2348 +2025-06-29 09:15:46,358 - pyskl - INFO - Epoch [85][2900/3405] lr: 9.939e-03, eta: 1 day, 4:06:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 3.1687, loss: 3.1687 +2025-06-29 09:16:30,987 - pyskl - INFO - Epoch [85][3000/3405] lr: 9.932e-03, eta: 1 day, 4:06:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.1624, loss: 3.1624 +2025-06-29 09:17:15,599 - pyskl - INFO - Epoch [85][3100/3405] lr: 9.924e-03, eta: 1 day, 4:05:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 3.1805, loss: 3.1805 +2025-06-29 09:18:00,161 - pyskl - INFO - Epoch [85][3200/3405] lr: 9.917e-03, eta: 1 day, 4:04:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 3.1939, loss: 3.1939 +2025-06-29 09:18:44,930 - pyskl - INFO - Epoch [85][3300/3405] lr: 9.909e-03, eta: 1 day, 4:03:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 3.1231, loss: 3.1231 +2025-06-29 09:19:29,810 - pyskl - INFO - Epoch [85][3400/3405] lr: 9.902e-03, eta: 1 day, 4:03:07, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.2785, loss: 3.2785 +2025-06-29 09:19:32,458 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-06-29 09:38:21,250 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 09:38:21,795 - pyskl - INFO - +top1_acc 0.7921 +top5_acc 0.9557 +2025-06-29 09:38:21,854 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_83.pth was removed +2025-06-29 09:38:22,925 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_85.pth. +2025-06-29 09:38:22,927 - pyskl - INFO - Best top1_acc is 0.7921 at 85 epoch. +2025-06-29 09:38:22,949 - pyskl - INFO - Epoch(val) [85][3718] top1_acc: 0.7921, top5_acc: 0.9557 +2025-06-29 09:39:30,942 - pyskl - INFO - Epoch [86][100/3405] lr: 9.894e-03, eta: 1 day, 4:02:35, time: 0.680, data_time: 0.233, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 3.0137, loss: 3.0137 +2025-06-29 09:40:15,642 - pyskl - INFO - Epoch [86][200/3405] lr: 9.886e-03, eta: 1 day, 4:01:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 3.0352, loss: 3.0352 +2025-06-29 09:41:00,346 - pyskl - INFO - Epoch [86][300/3405] lr: 9.879e-03, eta: 1 day, 4:01:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.9374, loss: 2.9374 +2025-06-29 09:41:45,000 - pyskl - INFO - Epoch [86][400/3405] lr: 9.871e-03, eta: 1 day, 4:00:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 3.0500, loss: 3.0500 +2025-06-29 09:42:29,815 - pyskl - INFO - Epoch [86][500/3405] lr: 9.864e-03, eta: 1 day, 3:59:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9831, loss_cls: 3.1966, loss: 3.1966 +2025-06-29 09:43:14,472 - pyskl - INFO - Epoch [86][600/3405] lr: 9.856e-03, eta: 1 day, 3:58:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 3.0887, loss: 3.0887 +2025-06-29 09:43:59,130 - pyskl - INFO - Epoch [86][700/3405] lr: 9.849e-03, eta: 1 day, 3:57:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 3.1529, loss: 3.1529 +2025-06-29 09:44:43,912 - pyskl - INFO - Epoch [86][800/3405] lr: 9.841e-03, eta: 1 day, 3:57:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 3.1237, loss: 3.1237 +2025-06-29 09:45:28,544 - pyskl - INFO - Epoch [86][900/3405] lr: 9.834e-03, eta: 1 day, 3:56:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 3.1217, loss: 3.1217 +2025-06-29 09:46:13,082 - pyskl - INFO - Epoch [86][1000/3405] lr: 9.826e-03, eta: 1 day, 3:55:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9844, loss_cls: 3.2520, loss: 3.2520 +2025-06-29 09:46:57,641 - pyskl - INFO - Epoch [86][1100/3405] lr: 9.819e-03, eta: 1 day, 3:54:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 3.1036, loss: 3.1036 +2025-06-29 09:47:42,179 - pyskl - INFO - Epoch [86][1200/3405] lr: 9.811e-03, eta: 1 day, 3:54:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 3.2041, loss: 3.2041 +2025-06-29 09:48:26,843 - pyskl - INFO - Epoch [86][1300/3405] lr: 9.803e-03, eta: 1 day, 3:53:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 3.0452, loss: 3.0452 +2025-06-29 09:49:11,460 - pyskl - INFO - Epoch [86][1400/3405] lr: 9.796e-03, eta: 1 day, 3:52:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 3.2586, loss: 3.2586 +2025-06-29 09:49:56,321 - pyskl - INFO - Epoch [86][1500/3405] lr: 9.788e-03, eta: 1 day, 3:51:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 3.3107, loss: 3.3107 +2025-06-29 09:50:41,059 - pyskl - INFO - Epoch [86][1600/3405] lr: 9.781e-03, eta: 1 day, 3:50:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 3.1517, loss: 3.1517 +2025-06-29 09:51:25,808 - pyskl - INFO - Epoch [86][1700/3405] lr: 9.773e-03, eta: 1 day, 3:50:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9812, loss_cls: 3.2051, loss: 3.2051 +2025-06-29 09:52:10,578 - pyskl - INFO - Epoch [86][1800/3405] lr: 9.766e-03, eta: 1 day, 3:49:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9712, loss_cls: 3.2235, loss: 3.2235 +2025-06-29 09:52:55,331 - pyskl - INFO - Epoch [86][1900/3405] lr: 9.758e-03, eta: 1 day, 3:48:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 3.0706, loss: 3.0706 +2025-06-29 09:53:40,019 - pyskl - INFO - Epoch [86][2000/3405] lr: 9.751e-03, eta: 1 day, 3:47:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9706, loss_cls: 3.1398, loss: 3.1398 +2025-06-29 09:54:24,754 - pyskl - INFO - Epoch [86][2100/3405] lr: 9.743e-03, eta: 1 day, 3:47:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 3.1289, loss: 3.1289 +2025-06-29 09:55:09,576 - pyskl - INFO - Epoch [86][2200/3405] lr: 9.736e-03, eta: 1 day, 3:46:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.1984, loss: 3.1984 +2025-06-29 09:55:54,271 - pyskl - INFO - Epoch [86][2300/3405] lr: 9.728e-03, eta: 1 day, 3:45:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9769, loss_cls: 3.2848, loss: 3.2848 +2025-06-29 09:56:38,831 - pyskl - INFO - Epoch [86][2400/3405] lr: 9.721e-03, eta: 1 day, 3:44:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 3.2502, loss: 3.2502 +2025-06-29 09:57:23,523 - pyskl - INFO - Epoch [86][2500/3405] lr: 9.713e-03, eta: 1 day, 3:44:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 3.1608, loss: 3.1608 +2025-06-29 09:58:08,108 - pyskl - INFO - Epoch [86][2600/3405] lr: 9.706e-03, eta: 1 day, 3:43:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9812, loss_cls: 3.1707, loss: 3.1707 +2025-06-29 09:58:52,635 - pyskl - INFO - Epoch [86][2700/3405] lr: 9.698e-03, eta: 1 day, 3:42:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 3.0986, loss: 3.0986 +2025-06-29 09:59:37,254 - pyskl - INFO - Epoch [86][2800/3405] lr: 9.691e-03, eta: 1 day, 3:41:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 3.2206, loss: 3.2206 +2025-06-29 10:00:21,896 - pyskl - INFO - Epoch [86][2900/3405] lr: 9.684e-03, eta: 1 day, 3:40:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 3.1963, loss: 3.1963 +2025-06-29 10:01:06,483 - pyskl - INFO - Epoch [86][3000/3405] lr: 9.676e-03, eta: 1 day, 3:40:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9825, loss_cls: 3.2046, loss: 3.2046 +2025-06-29 10:01:51,174 - pyskl - INFO - Epoch [86][3100/3405] lr: 9.669e-03, eta: 1 day, 3:39:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 3.1189, loss: 3.1189 +2025-06-29 10:02:36,056 - pyskl - INFO - Epoch [86][3200/3405] lr: 9.661e-03, eta: 1 day, 3:38:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 3.2977, loss: 3.2977 +2025-06-29 10:03:20,755 - pyskl - INFO - Epoch [86][3300/3405] lr: 9.654e-03, eta: 1 day, 3:37:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 3.0940, loss: 3.0940 +2025-06-29 10:04:05,592 - pyskl - INFO - Epoch [86][3400/3405] lr: 9.646e-03, eta: 1 day, 3:37:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9812, loss_cls: 3.2462, loss: 3.2462 +2025-06-29 10:04:08,217 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-06-29 10:08:06,053 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 10:08:06,601 - pyskl - INFO - +top1_acc 0.7878 +top5_acc 0.9545 +2025-06-29 10:08:06,620 - pyskl - INFO - Epoch(val) [86][3718] top1_acc: 0.7878, top5_acc: 0.9545 +2025-06-29 10:09:13,759 - pyskl - INFO - Epoch [87][100/3405] lr: 9.638e-03, eta: 1 day, 3:36:32, time: 0.671, data_time: 0.225, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 3.1464, loss: 3.1464 +2025-06-29 10:09:58,401 - pyskl - INFO - Epoch [87][200/3405] lr: 9.631e-03, eta: 1 day, 3:35:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 3.0765, loss: 3.0765 +2025-06-29 10:10:43,107 - pyskl - INFO - Epoch [87][300/3405] lr: 9.623e-03, eta: 1 day, 3:34:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 3.0454, loss: 3.0454 +2025-06-29 10:11:27,655 - pyskl - INFO - Epoch [87][400/3405] lr: 9.616e-03, eta: 1 day, 3:34:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 3.1030, loss: 3.1030 +2025-06-29 10:12:12,251 - pyskl - INFO - Epoch [87][500/3405] lr: 9.608e-03, eta: 1 day, 3:33:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 3.0856, loss: 3.0856 +2025-06-29 10:12:56,851 - pyskl - INFO - Epoch [87][600/3405] lr: 9.601e-03, eta: 1 day, 3:32:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 3.0814, loss: 3.0814 +2025-06-29 10:13:41,440 - pyskl - INFO - Epoch [87][700/3405] lr: 9.593e-03, eta: 1 day, 3:31:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.9837, loss: 2.9837 +2025-06-29 10:14:26,138 - pyskl - INFO - Epoch [87][800/3405] lr: 9.586e-03, eta: 1 day, 3:31:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 3.1374, loss: 3.1374 +2025-06-29 10:15:10,754 - pyskl - INFO - Epoch [87][900/3405] lr: 9.578e-03, eta: 1 day, 3:30:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.1449, loss: 3.1449 +2025-06-29 10:15:55,330 - pyskl - INFO - Epoch [87][1000/3405] lr: 9.571e-03, eta: 1 day, 3:29:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9712, loss_cls: 3.1652, loss: 3.1652 +2025-06-29 10:16:39,913 - pyskl - INFO - Epoch [87][1100/3405] lr: 9.563e-03, eta: 1 day, 3:28:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 3.0093, loss: 3.0093 +2025-06-29 10:17:24,579 - pyskl - INFO - Epoch [87][1200/3405] lr: 9.556e-03, eta: 1 day, 3:28:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 3.1976, loss: 3.1976 +2025-06-29 10:18:09,380 - pyskl - INFO - Epoch [87][1300/3405] lr: 9.548e-03, eta: 1 day, 3:27:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 3.1229, loss: 3.1229 +2025-06-29 10:18:54,090 - pyskl - INFO - Epoch [87][1400/3405] lr: 9.541e-03, eta: 1 day, 3:26:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 3.0096, loss: 3.0096 +2025-06-29 10:19:38,728 - pyskl - INFO - Epoch [87][1500/3405] lr: 9.534e-03, eta: 1 day, 3:25:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.2510, loss: 3.2510 +2025-06-29 10:20:23,315 - pyskl - INFO - Epoch [87][1600/3405] lr: 9.526e-03, eta: 1 day, 3:24:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 3.1513, loss: 3.1513 +2025-06-29 10:21:08,094 - pyskl - INFO - Epoch [87][1700/3405] lr: 9.519e-03, eta: 1 day, 3:24:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 3.1257, loss: 3.1257 +2025-06-29 10:21:52,888 - pyskl - INFO - Epoch [87][1800/3405] lr: 9.511e-03, eta: 1 day, 3:23:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 2.9322, loss: 2.9322 +2025-06-29 10:22:37,610 - pyskl - INFO - Epoch [87][1900/3405] lr: 9.504e-03, eta: 1 day, 3:22:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.2628, loss: 3.2628 +2025-06-29 10:23:22,348 - pyskl - INFO - Epoch [87][2000/3405] lr: 9.496e-03, eta: 1 day, 3:21:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 3.0837, loss: 3.0837 +2025-06-29 10:24:07,027 - pyskl - INFO - Epoch [87][2100/3405] lr: 9.489e-03, eta: 1 day, 3:21:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 3.2733, loss: 3.2733 +2025-06-29 10:24:51,682 - pyskl - INFO - Epoch [87][2200/3405] lr: 9.481e-03, eta: 1 day, 3:20:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 3.2962, loss: 3.2962 +2025-06-29 10:25:36,305 - pyskl - INFO - Epoch [87][2300/3405] lr: 9.474e-03, eta: 1 day, 3:19:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9831, loss_cls: 3.1876, loss: 3.1876 +2025-06-29 10:26:21,122 - pyskl - INFO - Epoch [87][2400/3405] lr: 9.466e-03, eta: 1 day, 3:18:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 3.1739, loss: 3.1739 +2025-06-29 10:27:05,749 - pyskl - INFO - Epoch [87][2500/3405] lr: 9.459e-03, eta: 1 day, 3:18:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 3.2660, loss: 3.2660 +2025-06-29 10:27:50,326 - pyskl - INFO - Epoch [87][2600/3405] lr: 9.451e-03, eta: 1 day, 3:17:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 3.0872, loss: 3.0872 +2025-06-29 10:28:34,951 - pyskl - INFO - Epoch [87][2700/3405] lr: 9.444e-03, eta: 1 day, 3:16:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.1448, loss: 3.1448 +2025-06-29 10:29:19,563 - pyskl - INFO - Epoch [87][2800/3405] lr: 9.437e-03, eta: 1 day, 3:15:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.2370, loss: 3.2370 +2025-06-29 10:30:04,323 - pyskl - INFO - Epoch [87][2900/3405] lr: 9.429e-03, eta: 1 day, 3:14:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 3.2058, loss: 3.2058 +2025-06-29 10:30:48,977 - pyskl - INFO - Epoch [87][3000/3405] lr: 9.422e-03, eta: 1 day, 3:14:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 3.1514, loss: 3.1514 +2025-06-29 10:31:33,616 - pyskl - INFO - Epoch [87][3100/3405] lr: 9.414e-03, eta: 1 day, 3:13:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9750, loss_cls: 3.1455, loss: 3.1455 +2025-06-29 10:32:18,315 - pyskl - INFO - Epoch [87][3200/3405] lr: 9.407e-03, eta: 1 day, 3:12:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.2239, loss: 3.2239 +2025-06-29 10:33:03,199 - pyskl - INFO - Epoch [87][3300/3405] lr: 9.399e-03, eta: 1 day, 3:11:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9831, loss_cls: 3.1326, loss: 3.1326 +2025-06-29 10:33:47,877 - pyskl - INFO - Epoch [87][3400/3405] lr: 9.392e-03, eta: 1 day, 3:11:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9700, loss_cls: 3.1474, loss: 3.1474 +2025-06-29 10:33:50,462 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-06-29 10:37:48,262 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 10:37:48,813 - pyskl - INFO - +top1_acc 0.7979 +top5_acc 0.9593 +2025-06-29 10:37:48,870 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_85.pth was removed +2025-06-29 10:37:49,944 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_87.pth. +2025-06-29 10:37:49,946 - pyskl - INFO - Best top1_acc is 0.7979 at 87 epoch. +2025-06-29 10:37:49,967 - pyskl - INFO - Epoch(val) [87][3718] top1_acc: 0.7979, top5_acc: 0.9593 +2025-06-29 10:38:57,258 - pyskl - INFO - Epoch [88][100/3405] lr: 9.384e-03, eta: 1 day, 3:10:29, time: 0.673, data_time: 0.225, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 3.1720, loss: 3.1720 +2025-06-29 10:39:42,076 - pyskl - INFO - Epoch [88][200/3405] lr: 9.377e-03, eta: 1 day, 3:09:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 3.0309, loss: 3.0309 +2025-06-29 10:40:26,943 - pyskl - INFO - Epoch [88][300/3405] lr: 9.369e-03, eta: 1 day, 3:08:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 3.0126, loss: 3.0126 +2025-06-29 10:41:11,763 - pyskl - INFO - Epoch [88][400/3405] lr: 9.362e-03, eta: 1 day, 3:08:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9750, loss_cls: 3.1007, loss: 3.1007 +2025-06-29 10:41:56,639 - pyskl - INFO - Epoch [88][500/3405] lr: 9.354e-03, eta: 1 day, 3:07:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9775, loss_cls: 3.1154, loss: 3.1154 +2025-06-29 10:42:41,448 - pyskl - INFO - Epoch [88][600/3405] lr: 9.347e-03, eta: 1 day, 3:06:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 2.9911, loss: 2.9911 +2025-06-29 10:43:26,193 - pyskl - INFO - Epoch [88][700/3405] lr: 9.339e-03, eta: 1 day, 3:05:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.9654, loss: 2.9654 +2025-06-29 10:44:10,905 - pyskl - INFO - Epoch [88][800/3405] lr: 9.332e-03, eta: 1 day, 3:05:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9862, loss_cls: 3.0923, loss: 3.0923 +2025-06-29 10:44:55,715 - pyskl - INFO - Epoch [88][900/3405] lr: 9.324e-03, eta: 1 day, 3:04:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9806, loss_cls: 3.1848, loss: 3.1848 +2025-06-29 10:45:40,411 - pyskl - INFO - Epoch [88][1000/3405] lr: 9.317e-03, eta: 1 day, 3:03:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 3.0985, loss: 3.0985 +2025-06-29 10:46:25,076 - pyskl - INFO - Epoch [88][1100/3405] lr: 9.310e-03, eta: 1 day, 3:02:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.9403, loss: 2.9403 +2025-06-29 10:47:09,926 - pyskl - INFO - Epoch [88][1200/3405] lr: 9.302e-03, eta: 1 day, 3:02:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 3.0731, loss: 3.0731 +2025-06-29 10:47:54,656 - pyskl - INFO - Epoch [88][1300/3405] lr: 9.295e-03, eta: 1 day, 3:01:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 3.1441, loss: 3.1441 +2025-06-29 10:48:39,428 - pyskl - INFO - Epoch [88][1400/3405] lr: 9.287e-03, eta: 1 day, 3:00:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 3.0144, loss: 3.0144 +2025-06-29 10:49:24,436 - pyskl - INFO - Epoch [88][1500/3405] lr: 9.280e-03, eta: 1 day, 2:59:42, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 3.0651, loss: 3.0651 +2025-06-29 10:50:09,281 - pyskl - INFO - Epoch [88][1600/3405] lr: 9.272e-03, eta: 1 day, 2:58:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.1789, loss: 3.1789 +2025-06-29 10:50:54,400 - pyskl - INFO - Epoch [88][1700/3405] lr: 9.265e-03, eta: 1 day, 2:58:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9725, loss_cls: 3.1244, loss: 3.1244 +2025-06-29 10:51:39,295 - pyskl - INFO - Epoch [88][1800/3405] lr: 9.258e-03, eta: 1 day, 2:57:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 3.1307, loss: 3.1307 +2025-06-29 10:52:24,150 - pyskl - INFO - Epoch [88][1900/3405] lr: 9.250e-03, eta: 1 day, 2:56:37, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 3.1313, loss: 3.1313 +2025-06-29 10:53:09,122 - pyskl - INFO - Epoch [88][2000/3405] lr: 9.243e-03, eta: 1 day, 2:55:51, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 3.1661, loss: 3.1661 +2025-06-29 10:53:53,871 - pyskl - INFO - Epoch [88][2100/3405] lr: 9.235e-03, eta: 1 day, 2:55:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 3.2030, loss: 3.2030 +2025-06-29 10:54:38,679 - pyskl - INFO - Epoch [88][2200/3405] lr: 9.228e-03, eta: 1 day, 2:54:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.2079, loss: 3.2079 +2025-06-29 10:55:23,550 - pyskl - INFO - Epoch [88][2300/3405] lr: 9.220e-03, eta: 1 day, 2:53:33, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9838, loss_cls: 3.1679, loss: 3.1679 +2025-06-29 10:56:08,296 - pyskl - INFO - Epoch [88][2400/3405] lr: 9.213e-03, eta: 1 day, 2:52:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.1437, loss: 3.1437 +2025-06-29 10:56:53,042 - pyskl - INFO - Epoch [88][2500/3405] lr: 9.206e-03, eta: 1 day, 2:52:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 3.0955, loss: 3.0955 +2025-06-29 10:57:37,734 - pyskl - INFO - Epoch [88][2600/3405] lr: 9.198e-03, eta: 1 day, 2:51:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 3.1594, loss: 3.1594 +2025-06-29 10:58:22,374 - pyskl - INFO - Epoch [88][2700/3405] lr: 9.191e-03, eta: 1 day, 2:50:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 3.1878, loss: 3.1878 +2025-06-29 10:59:07,183 - pyskl - INFO - Epoch [88][2800/3405] lr: 9.183e-03, eta: 1 day, 2:49:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 3.0558, loss: 3.0558 +2025-06-29 10:59:51,814 - pyskl - INFO - Epoch [88][2900/3405] lr: 9.176e-03, eta: 1 day, 2:48:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 3.0814, loss: 3.0814 +2025-06-29 11:00:36,570 - pyskl - INFO - Epoch [88][3000/3405] lr: 9.169e-03, eta: 1 day, 2:48:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 3.1553, loss: 3.1553 +2025-06-29 11:01:21,257 - pyskl - INFO - Epoch [88][3100/3405] lr: 9.161e-03, eta: 1 day, 2:47:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 3.1569, loss: 3.1569 +2025-06-29 11:02:06,039 - pyskl - INFO - Epoch [88][3200/3405] lr: 9.154e-03, eta: 1 day, 2:46:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.0889, loss: 3.0889 +2025-06-29 11:02:50,940 - pyskl - INFO - Epoch [88][3300/3405] lr: 9.146e-03, eta: 1 day, 2:45:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 3.1496, loss: 3.1496 +2025-06-29 11:03:35,686 - pyskl - INFO - Epoch [88][3400/3405] lr: 9.139e-03, eta: 1 day, 2:45:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 3.1610, loss: 3.1610 +2025-06-29 11:03:38,257 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-06-29 11:07:38,142 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 11:07:38,690 - pyskl - INFO - +top1_acc 0.7596 +top5_acc 0.9415 +2025-06-29 11:07:38,712 - pyskl - INFO - Epoch(val) [88][3718] top1_acc: 0.7596, top5_acc: 0.9415 +2025-06-29 11:08:46,147 - pyskl - INFO - Epoch [89][100/3405] lr: 9.131e-03, eta: 1 day, 2:44:30, time: 0.674, data_time: 0.225, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 3.0492, loss: 3.0492 +2025-06-29 11:09:30,907 - pyskl - INFO - Epoch [89][200/3405] lr: 9.124e-03, eta: 1 day, 2:43:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 3.0656, loss: 3.0656 +2025-06-29 11:10:15,797 - pyskl - INFO - Epoch [89][300/3405] lr: 9.116e-03, eta: 1 day, 2:42:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.9851, loss: 2.9851 +2025-06-29 11:11:00,611 - pyskl - INFO - Epoch [89][400/3405] lr: 9.109e-03, eta: 1 day, 2:42:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 3.0629, loss: 3.0629 +2025-06-29 11:11:45,343 - pyskl - INFO - Epoch [89][500/3405] lr: 9.102e-03, eta: 1 day, 2:41:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 3.0994, loss: 3.0994 +2025-06-29 11:12:30,150 - pyskl - INFO - Epoch [89][600/3405] lr: 9.094e-03, eta: 1 day, 2:40:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9906, loss_cls: 3.0592, loss: 3.0592 +2025-06-29 11:13:14,911 - pyskl - INFO - Epoch [89][700/3405] lr: 9.087e-03, eta: 1 day, 2:39:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 3.1151, loss: 3.1151 +2025-06-29 11:13:59,662 - pyskl - INFO - Epoch [89][800/3405] lr: 9.079e-03, eta: 1 day, 2:39:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.9489, loss: 2.9489 +2025-06-29 11:14:44,478 - pyskl - INFO - Epoch [89][900/3405] lr: 9.072e-03, eta: 1 day, 2:38:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 3.0522, loss: 3.0522 +2025-06-29 11:15:29,238 - pyskl - INFO - Epoch [89][1000/3405] lr: 9.065e-03, eta: 1 day, 2:37:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 2.9552, loss: 2.9552 +2025-06-29 11:16:13,891 - pyskl - INFO - Epoch [89][1100/3405] lr: 9.057e-03, eta: 1 day, 2:36:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 3.1176, loss: 3.1176 +2025-06-29 11:16:58,451 - pyskl - INFO - Epoch [89][1200/3405] lr: 9.050e-03, eta: 1 day, 2:36:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 3.1395, loss: 3.1395 +2025-06-29 11:17:43,103 - pyskl - INFO - Epoch [89][1300/3405] lr: 9.042e-03, eta: 1 day, 2:35:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9731, loss_cls: 3.1512, loss: 3.1512 +2025-06-29 11:18:27,884 - pyskl - INFO - Epoch [89][1400/3405] lr: 9.035e-03, eta: 1 day, 2:34:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 3.1243, loss: 3.1243 +2025-06-29 11:19:12,528 - pyskl - INFO - Epoch [89][1500/3405] lr: 9.028e-03, eta: 1 day, 2:33:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.0478, loss: 3.0478 +2025-06-29 11:19:57,071 - pyskl - INFO - Epoch [89][1600/3405] lr: 9.020e-03, eta: 1 day, 2:32:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 3.1184, loss: 3.1184 +2025-06-29 11:20:41,627 - pyskl - INFO - Epoch [89][1700/3405] lr: 9.013e-03, eta: 1 day, 2:32:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 3.1429, loss: 3.1429 +2025-06-29 11:21:26,252 - pyskl - INFO - Epoch [89][1800/3405] lr: 9.005e-03, eta: 1 day, 2:31:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 3.0672, loss: 3.0672 +2025-06-29 11:22:11,101 - pyskl - INFO - Epoch [89][1900/3405] lr: 8.998e-03, eta: 1 day, 2:30:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 3.1771, loss: 3.1771 +2025-06-29 11:22:55,809 - pyskl - INFO - Epoch [89][2000/3405] lr: 8.991e-03, eta: 1 day, 2:29:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 3.0738, loss: 3.0738 +2025-06-29 11:23:40,429 - pyskl - INFO - Epoch [89][2100/3405] lr: 8.983e-03, eta: 1 day, 2:29:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 3.0210, loss: 3.0210 +2025-06-29 11:24:25,053 - pyskl - INFO - Epoch [89][2200/3405] lr: 8.976e-03, eta: 1 day, 2:28:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.1475, loss: 3.1475 +2025-06-29 11:25:09,701 - pyskl - INFO - Epoch [89][2300/3405] lr: 8.969e-03, eta: 1 day, 2:27:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 3.1282, loss: 3.1282 +2025-06-29 11:25:54,337 - pyskl - INFO - Epoch [89][2400/3405] lr: 8.961e-03, eta: 1 day, 2:26:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9856, loss_cls: 3.0687, loss: 3.0687 +2025-06-29 11:26:38,995 - pyskl - INFO - Epoch [89][2500/3405] lr: 8.954e-03, eta: 1 day, 2:26:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 3.1038, loss: 3.1038 +2025-06-29 11:27:23,838 - pyskl - INFO - Epoch [89][2600/3405] lr: 8.946e-03, eta: 1 day, 2:25:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 3.1184, loss: 3.1184 +2025-06-29 11:28:08,636 - pyskl - INFO - Epoch [89][2700/3405] lr: 8.939e-03, eta: 1 day, 2:24:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9775, loss_cls: 3.0962, loss: 3.0962 +2025-06-29 11:28:53,367 - pyskl - INFO - Epoch [89][2800/3405] lr: 8.932e-03, eta: 1 day, 2:23:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 3.0586, loss: 3.0586 +2025-06-29 11:29:38,076 - pyskl - INFO - Epoch [89][2900/3405] lr: 8.924e-03, eta: 1 day, 2:22:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 3.0739, loss: 3.0739 +2025-06-29 11:30:22,754 - pyskl - INFO - Epoch [89][3000/3405] lr: 8.917e-03, eta: 1 day, 2:22:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 3.1077, loss: 3.1077 +2025-06-29 11:31:07,489 - pyskl - INFO - Epoch [89][3100/3405] lr: 8.910e-03, eta: 1 day, 2:21:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.1434, loss: 3.1434 +2025-06-29 11:31:52,172 - pyskl - INFO - Epoch [89][3200/3405] lr: 8.902e-03, eta: 1 day, 2:20:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 3.1127, loss: 3.1127 +2025-06-29 11:32:37,184 - pyskl - INFO - Epoch [89][3300/3405] lr: 8.895e-03, eta: 1 day, 2:19:50, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 3.1377, loss: 3.1377 +2025-06-29 11:33:22,035 - pyskl - INFO - Epoch [89][3400/3405] lr: 8.888e-03, eta: 1 day, 2:19:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 3.1608, loss: 3.1608 +2025-06-29 11:33:24,686 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-06-29 11:37:24,973 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 11:37:25,525 - pyskl - INFO - +top1_acc 0.7989 +top5_acc 0.9600 +2025-06-29 11:37:25,606 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_87.pth was removed +2025-06-29 11:37:26,674 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. +2025-06-29 11:37:26,676 - pyskl - INFO - Best top1_acc is 0.7989 at 89 epoch. +2025-06-29 11:37:26,699 - pyskl - INFO - Epoch(val) [89][3718] top1_acc: 0.7989, top5_acc: 0.9600 +2025-06-29 11:38:35,849 - pyskl - INFO - Epoch [90][100/3405] lr: 8.880e-03, eta: 1 day, 2:18:31, time: 0.691, data_time: 0.239, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.9557, loss: 2.9557 +2025-06-29 11:39:21,200 - pyskl - INFO - Epoch [90][200/3405] lr: 8.872e-03, eta: 1 day, 2:17:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.9438, loss: 2.9438 +2025-06-29 11:40:06,323 - pyskl - INFO - Epoch [90][300/3405] lr: 8.865e-03, eta: 1 day, 2:16:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 3.0345, loss: 3.0345 +2025-06-29 11:40:51,525 - pyskl - INFO - Epoch [90][400/3405] lr: 8.858e-03, eta: 1 day, 2:16:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.9541, loss: 2.9541 +2025-06-29 11:41:36,369 - pyskl - INFO - Epoch [90][500/3405] lr: 8.850e-03, eta: 1 day, 2:15:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 3.0603, loss: 3.0603 +2025-06-29 11:42:21,151 - pyskl - INFO - Epoch [90][600/3405] lr: 8.843e-03, eta: 1 day, 2:14:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9856, loss_cls: 2.9923, loss: 2.9923 +2025-06-29 11:43:05,888 - pyskl - INFO - Epoch [90][700/3405] lr: 8.836e-03, eta: 1 day, 2:13:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 2.9633, loss: 2.9633 +2025-06-29 11:43:50,772 - pyskl - INFO - Epoch [90][800/3405] lr: 8.828e-03, eta: 1 day, 2:13:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 3.0112, loss: 3.0112 +2025-06-29 11:44:35,633 - pyskl - INFO - Epoch [90][900/3405] lr: 8.821e-03, eta: 1 day, 2:12:22, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 3.0468, loss: 3.0468 +2025-06-29 11:45:20,405 - pyskl - INFO - Epoch [90][1000/3405] lr: 8.814e-03, eta: 1 day, 2:11:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9775, loss_cls: 3.0100, loss: 3.0100 +2025-06-29 11:46:05,334 - pyskl - INFO - Epoch [90][1100/3405] lr: 8.806e-03, eta: 1 day, 2:10:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 3.0592, loss: 3.0592 +2025-06-29 11:46:50,264 - pyskl - INFO - Epoch [90][1200/3405] lr: 8.799e-03, eta: 1 day, 2:10:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.9860, loss: 2.9860 +2025-06-29 11:47:35,084 - pyskl - INFO - Epoch [90][1300/3405] lr: 8.792e-03, eta: 1 day, 2:09:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 3.1438, loss: 3.1438 +2025-06-29 11:48:20,112 - pyskl - INFO - Epoch [90][1400/3405] lr: 8.784e-03, eta: 1 day, 2:08:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 3.0594, loss: 3.0594 +2025-06-29 11:49:04,659 - pyskl - INFO - Epoch [90][1500/3405] lr: 8.777e-03, eta: 1 day, 2:07:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 3.0051, loss: 3.0051 +2025-06-29 11:49:49,358 - pyskl - INFO - Epoch [90][1600/3405] lr: 8.770e-03, eta: 1 day, 2:06:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9856, loss_cls: 3.1542, loss: 3.1542 +2025-06-29 11:50:34,000 - pyskl - INFO - Epoch [90][1700/3405] lr: 8.762e-03, eta: 1 day, 2:06:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 3.0217, loss: 3.0217 +2025-06-29 11:51:18,661 - pyskl - INFO - Epoch [90][1800/3405] lr: 8.755e-03, eta: 1 day, 2:05:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 3.0061, loss: 3.0061 +2025-06-29 11:52:03,465 - pyskl - INFO - Epoch [90][1900/3405] lr: 8.748e-03, eta: 1 day, 2:04:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 3.0872, loss: 3.0872 +2025-06-29 11:52:48,240 - pyskl - INFO - Epoch [90][2000/3405] lr: 8.740e-03, eta: 1 day, 2:03:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 3.1555, loss: 3.1555 +2025-06-29 11:53:32,972 - pyskl - INFO - Epoch [90][2100/3405] lr: 8.733e-03, eta: 1 day, 2:03:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 3.1361, loss: 3.1361 +2025-06-29 11:54:17,718 - pyskl - INFO - Epoch [90][2200/3405] lr: 8.726e-03, eta: 1 day, 2:02:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 3.0325, loss: 3.0325 +2025-06-29 11:55:02,469 - pyskl - INFO - Epoch [90][2300/3405] lr: 8.718e-03, eta: 1 day, 2:01:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 3.0682, loss: 3.0682 +2025-06-29 11:55:47,146 - pyskl - INFO - Epoch [90][2400/3405] lr: 8.711e-03, eta: 1 day, 2:00:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 3.2011, loss: 3.2011 +2025-06-29 11:56:31,862 - pyskl - INFO - Epoch [90][2500/3405] lr: 8.704e-03, eta: 1 day, 2:00:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 3.0501, loss: 3.0501 +2025-06-29 11:57:16,591 - pyskl - INFO - Epoch [90][2600/3405] lr: 8.696e-03, eta: 1 day, 1:59:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 3.0956, loss: 3.0956 +2025-06-29 11:58:01,314 - pyskl - INFO - Epoch [90][2700/3405] lr: 8.689e-03, eta: 1 day, 1:58:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 3.0791, loss: 3.0791 +2025-06-29 11:58:46,067 - pyskl - INFO - Epoch [90][2800/3405] lr: 8.682e-03, eta: 1 day, 1:57:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 3.0918, loss: 3.0918 +2025-06-29 11:59:30,817 - pyskl - INFO - Epoch [90][2900/3405] lr: 8.674e-03, eta: 1 day, 1:56:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 3.1144, loss: 3.1144 +2025-06-29 12:00:15,480 - pyskl - INFO - Epoch [90][3000/3405] lr: 8.667e-03, eta: 1 day, 1:56:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 3.0844, loss: 3.0844 +2025-06-29 12:01:00,630 - pyskl - INFO - Epoch [90][3100/3405] lr: 8.660e-03, eta: 1 day, 1:55:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 3.0293, loss: 3.0293 +2025-06-29 12:01:45,514 - pyskl - INFO - Epoch [90][3200/3405] lr: 8.652e-03, eta: 1 day, 1:54:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9756, loss_cls: 2.9899, loss: 2.9899 +2025-06-29 12:02:30,237 - pyskl - INFO - Epoch [90][3300/3405] lr: 8.645e-03, eta: 1 day, 1:53:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.9818, loss: 2.9818 +2025-06-29 12:03:15,101 - pyskl - INFO - Epoch [90][3400/3405] lr: 8.638e-03, eta: 1 day, 1:53:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 3.1024, loss: 3.1024 +2025-06-29 12:03:17,871 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-06-29 12:23:11,761 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 12:23:12,311 - pyskl - INFO - +top1_acc 0.7728 +top5_acc 0.9494 +2025-06-29 12:23:12,333 - pyskl - INFO - Epoch(val) [90][3718] top1_acc: 0.7728, top5_acc: 0.9494 +2025-06-29 12:24:19,899 - pyskl - INFO - Epoch [91][100/3405] lr: 8.630e-03, eta: 1 day, 1:52:33, time: 0.676, data_time: 0.229, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.9115, loss: 2.9115 +2025-06-29 12:25:04,505 - pyskl - INFO - Epoch [91][200/3405] lr: 8.623e-03, eta: 1 day, 1:51:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.8977, loss: 2.8977 +2025-06-29 12:25:49,147 - pyskl - INFO - Epoch [91][300/3405] lr: 8.615e-03, eta: 1 day, 1:51:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.9595, loss: 2.9595 +2025-06-29 12:26:33,818 - pyskl - INFO - Epoch [91][400/3405] lr: 8.608e-03, eta: 1 day, 1:50:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 3.0047, loss: 3.0047 +2025-06-29 12:27:18,539 - pyskl - INFO - Epoch [91][500/3405] lr: 8.601e-03, eta: 1 day, 1:49:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.9300, loss: 2.9300 +2025-06-29 12:28:03,539 - pyskl - INFO - Epoch [91][600/3405] lr: 8.594e-03, eta: 1 day, 1:48:42, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 3.0199, loss: 3.0199 +2025-06-29 12:28:48,434 - pyskl - INFO - Epoch [91][700/3405] lr: 8.586e-03, eta: 1 day, 1:47:56, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 2.9678, loss: 2.9678 +2025-06-29 12:29:33,538 - pyskl - INFO - Epoch [91][800/3405] lr: 8.579e-03, eta: 1 day, 1:47:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 3.0634, loss: 3.0634 +2025-06-29 12:30:18,436 - pyskl - INFO - Epoch [91][900/3405] lr: 8.572e-03, eta: 1 day, 1:46:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9869, loss_cls: 2.9804, loss: 2.9804 +2025-06-29 12:31:03,260 - pyskl - INFO - Epoch [91][1000/3405] lr: 8.564e-03, eta: 1 day, 1:45:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.9929, loss: 2.9929 +2025-06-29 12:31:48,187 - pyskl - INFO - Epoch [91][1100/3405] lr: 8.557e-03, eta: 1 day, 1:44:52, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 3.0669, loss: 3.0669 +2025-06-29 12:32:33,093 - pyskl - INFO - Epoch [91][1200/3405] lr: 8.550e-03, eta: 1 day, 1:44:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 2.9625, loss: 2.9625 +2025-06-29 12:33:18,080 - pyskl - INFO - Epoch [91][1300/3405] lr: 8.542e-03, eta: 1 day, 1:43:19, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 3.0053, loss: 3.0053 +2025-06-29 12:34:02,952 - pyskl - INFO - Epoch [91][1400/3405] lr: 8.535e-03, eta: 1 day, 1:42:33, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.9470, loss: 2.9470 +2025-06-29 12:34:47,918 - pyskl - INFO - Epoch [91][1500/3405] lr: 8.528e-03, eta: 1 day, 1:41:47, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 3.0664, loss: 3.0664 +2025-06-29 12:35:32,728 - pyskl - INFO - Epoch [91][1600/3405] lr: 8.521e-03, eta: 1 day, 1:41:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 3.0160, loss: 3.0160 +2025-06-29 12:36:17,502 - pyskl - INFO - Epoch [91][1700/3405] lr: 8.513e-03, eta: 1 day, 1:40:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.9600, loss: 2.9600 +2025-06-29 12:37:02,375 - pyskl - INFO - Epoch [91][1800/3405] lr: 8.506e-03, eta: 1 day, 1:39:29, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 2.9950, loss: 2.9950 +2025-06-29 12:37:47,076 - pyskl - INFO - Epoch [91][1900/3405] lr: 8.499e-03, eta: 1 day, 1:38:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 3.0745, loss: 3.0745 +2025-06-29 12:38:31,828 - pyskl - INFO - Epoch [91][2000/3405] lr: 8.491e-03, eta: 1 day, 1:37:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 3.0771, loss: 3.0771 +2025-06-29 12:39:16,551 - pyskl - INFO - Epoch [91][2100/3405] lr: 8.484e-03, eta: 1 day, 1:37:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9750, loss_cls: 3.1766, loss: 3.1766 +2025-06-29 12:40:01,257 - pyskl - INFO - Epoch [91][2200/3405] lr: 8.477e-03, eta: 1 day, 1:36:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.9919, loss: 2.9919 +2025-06-29 12:40:45,984 - pyskl - INFO - Epoch [91][2300/3405] lr: 8.470e-03, eta: 1 day, 1:35:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 3.0934, loss: 3.0934 +2025-06-29 12:41:30,886 - pyskl - INFO - Epoch [91][2400/3405] lr: 8.462e-03, eta: 1 day, 1:34:52, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 3.0911, loss: 3.0911 +2025-06-29 12:42:15,610 - pyskl - INFO - Epoch [91][2500/3405] lr: 8.455e-03, eta: 1 day, 1:34:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 3.1503, loss: 3.1503 +2025-06-29 12:43:00,340 - pyskl - INFO - Epoch [91][2600/3405] lr: 8.448e-03, eta: 1 day, 1:33:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 3.0655, loss: 3.0655 +2025-06-29 12:43:45,119 - pyskl - INFO - Epoch [91][2700/3405] lr: 8.440e-03, eta: 1 day, 1:32:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 3.0375, loss: 3.0375 +2025-06-29 12:44:29,867 - pyskl - INFO - Epoch [91][2800/3405] lr: 8.433e-03, eta: 1 day, 1:31:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.0784, loss: 3.0784 +2025-06-29 12:45:14,645 - pyskl - INFO - Epoch [91][2900/3405] lr: 8.426e-03, eta: 1 day, 1:31:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 3.0633, loss: 3.0633 +2025-06-29 12:45:59,332 - pyskl - INFO - Epoch [91][3000/3405] lr: 8.419e-03, eta: 1 day, 1:30:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.9625, loss: 2.9625 +2025-06-29 12:46:44,054 - pyskl - INFO - Epoch [91][3100/3405] lr: 8.411e-03, eta: 1 day, 1:29:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 3.0276, loss: 3.0276 +2025-06-29 12:47:28,769 - pyskl - INFO - Epoch [91][3200/3405] lr: 8.404e-03, eta: 1 day, 1:28:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 3.0310, loss: 3.0310 +2025-06-29 12:48:13,460 - pyskl - INFO - Epoch [91][3300/3405] lr: 8.397e-03, eta: 1 day, 1:27:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 3.0696, loss: 3.0696 +2025-06-29 12:48:58,258 - pyskl - INFO - Epoch [91][3400/3405] lr: 8.390e-03, eta: 1 day, 1:27:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.9780, loss: 2.9780 +2025-06-29 12:49:00,953 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-06-29 12:53:01,006 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 12:53:01,558 - pyskl - INFO - +top1_acc 0.7713 +top5_acc 0.9424 +2025-06-29 12:53:01,580 - pyskl - INFO - Epoch(val) [91][3718] top1_acc: 0.7713, top5_acc: 0.9424 +2025-06-29 12:54:10,247 - pyskl - INFO - Epoch [92][100/3405] lr: 8.382e-03, eta: 1 day, 1:26:36, time: 0.687, data_time: 0.240, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 2.9565, loss: 2.9565 +2025-06-29 12:54:54,803 - pyskl - INFO - Epoch [92][200/3405] lr: 8.375e-03, eta: 1 day, 1:25:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.9510, loss: 2.9510 +2025-06-29 12:55:39,431 - pyskl - INFO - Epoch [92][300/3405] lr: 8.367e-03, eta: 1 day, 1:25:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9800, loss_cls: 2.9400, loss: 2.9400 +2025-06-29 12:56:23,988 - pyskl - INFO - Epoch [92][400/3405] lr: 8.360e-03, eta: 1 day, 1:24:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.9896, loss: 2.9896 +2025-06-29 12:57:08,651 - pyskl - INFO - Epoch [92][500/3405] lr: 8.353e-03, eta: 1 day, 1:23:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.9967, loss: 2.9967 +2025-06-29 12:57:53,293 - pyskl - INFO - Epoch [92][600/3405] lr: 8.346e-03, eta: 1 day, 1:22:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 2.9360, loss: 2.9360 +2025-06-29 12:58:38,006 - pyskl - INFO - Epoch [92][700/3405] lr: 8.338e-03, eta: 1 day, 1:21:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.0187, loss: 3.0187 +2025-06-29 12:59:22,663 - pyskl - INFO - Epoch [92][800/3405] lr: 8.331e-03, eta: 1 day, 1:21:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 3.0734, loss: 3.0734 +2025-06-29 13:00:07,388 - pyskl - INFO - Epoch [92][900/3405] lr: 8.324e-03, eta: 1 day, 1:20:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.9351, loss: 2.9351 +2025-06-29 13:00:52,161 - pyskl - INFO - Epoch [92][1000/3405] lr: 8.317e-03, eta: 1 day, 1:19:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 2.9952, loss: 2.9952 +2025-06-29 13:01:37,243 - pyskl - INFO - Epoch [92][1100/3405] lr: 8.309e-03, eta: 1 day, 1:18:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9869, loss_cls: 2.9308, loss: 2.9308 +2025-06-29 13:02:22,193 - pyskl - INFO - Epoch [92][1200/3405] lr: 8.302e-03, eta: 1 day, 1:18:07, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.9830, loss: 2.9830 +2025-06-29 13:03:06,948 - pyskl - INFO - Epoch [92][1300/3405] lr: 8.295e-03, eta: 1 day, 1:17:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 3.1396, loss: 3.1396 +2025-06-29 13:03:51,630 - pyskl - INFO - Epoch [92][1400/3405] lr: 8.288e-03, eta: 1 day, 1:16:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 3.0617, loss: 3.0617 +2025-06-29 13:04:36,292 - pyskl - INFO - Epoch [92][1500/3405] lr: 8.281e-03, eta: 1 day, 1:15:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 3.0702, loss: 3.0702 +2025-06-29 13:05:20,972 - pyskl - INFO - Epoch [92][1600/3405] lr: 8.273e-03, eta: 1 day, 1:15:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 3.0737, loss: 3.0737 +2025-06-29 13:06:05,855 - pyskl - INFO - Epoch [92][1700/3405] lr: 8.266e-03, eta: 1 day, 1:14:17, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9900, loss_cls: 2.9392, loss: 2.9392 +2025-06-29 13:06:50,762 - pyskl - INFO - Epoch [92][1800/3405] lr: 8.259e-03, eta: 1 day, 1:13:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 3.0169, loss: 3.0169 +2025-06-29 13:07:35,466 - pyskl - INFO - Epoch [92][1900/3405] lr: 8.252e-03, eta: 1 day, 1:12:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 3.1151, loss: 3.1151 +2025-06-29 13:08:20,181 - pyskl - INFO - Epoch [92][2000/3405] lr: 8.244e-03, eta: 1 day, 1:11:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.9171, loss: 2.9171 +2025-06-29 13:09:04,900 - pyskl - INFO - Epoch [92][2100/3405] lr: 8.237e-03, eta: 1 day, 1:11:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9856, loss_cls: 3.0686, loss: 3.0686 +2025-06-29 13:09:49,579 - pyskl - INFO - Epoch [92][2200/3405] lr: 8.230e-03, eta: 1 day, 1:10:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 3.1882, loss: 3.1882 +2025-06-29 13:10:34,263 - pyskl - INFO - Epoch [92][2300/3405] lr: 8.223e-03, eta: 1 day, 1:09:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 3.0459, loss: 3.0459 +2025-06-29 13:11:19,183 - pyskl - INFO - Epoch [92][2400/3405] lr: 8.215e-03, eta: 1 day, 1:08:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 3.0445, loss: 3.0445 +2025-06-29 13:12:03,799 - pyskl - INFO - Epoch [92][2500/3405] lr: 8.208e-03, eta: 1 day, 1:08:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 2.9795, loss: 2.9795 +2025-06-29 13:12:48,495 - pyskl - INFO - Epoch [92][2600/3405] lr: 8.201e-03, eta: 1 day, 1:07:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 3.1507, loss: 3.1507 +2025-06-29 13:13:33,261 - pyskl - INFO - Epoch [92][2700/3405] lr: 8.194e-03, eta: 1 day, 1:06:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 3.0305, loss: 3.0305 +2025-06-29 13:14:18,238 - pyskl - INFO - Epoch [92][2800/3405] lr: 8.187e-03, eta: 1 day, 1:05:49, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.9915, loss: 2.9915 +2025-06-29 13:15:02,884 - pyskl - INFO - Epoch [92][2900/3405] lr: 8.179e-03, eta: 1 day, 1:05:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.9287, loss: 2.9287 +2025-06-29 13:15:47,571 - pyskl - INFO - Epoch [92][3000/3405] lr: 8.172e-03, eta: 1 day, 1:04:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 3.0816, loss: 3.0816 +2025-06-29 13:16:32,208 - pyskl - INFO - Epoch [92][3100/3405] lr: 8.165e-03, eta: 1 day, 1:03:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9856, loss_cls: 3.0477, loss: 3.0477 +2025-06-29 13:17:17,039 - pyskl - INFO - Epoch [92][3200/3405] lr: 8.158e-03, eta: 1 day, 1:02:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 3.1303, loss: 3.1303 +2025-06-29 13:18:01,775 - pyskl - INFO - Epoch [92][3300/3405] lr: 8.150e-03, eta: 1 day, 1:01:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 3.0169, loss: 3.0169 +2025-06-29 13:18:46,582 - pyskl - INFO - Epoch [92][3400/3405] lr: 8.143e-03, eta: 1 day, 1:01:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 3.0016, loss: 3.0016 +2025-06-29 13:18:49,147 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-06-29 13:22:49,502 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 13:22:50,047 - pyskl - INFO - +top1_acc 0.7990 +top5_acc 0.9592 +2025-06-29 13:22:50,122 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_89.pth was removed +2025-06-29 13:22:51,157 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. +2025-06-29 13:22:51,159 - pyskl - INFO - Best top1_acc is 0.7990 at 92 epoch. +2025-06-29 13:22:51,180 - pyskl - INFO - Epoch(val) [92][3718] top1_acc: 0.7990, top5_acc: 0.9592 +2025-06-29 13:23:58,579 - pyskl - INFO - Epoch [93][100/3405] lr: 8.136e-03, eta: 1 day, 1:00:36, time: 0.674, data_time: 0.227, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.8780, loss: 2.8780 +2025-06-29 13:24:43,339 - pyskl - INFO - Epoch [93][200/3405] lr: 8.129e-03, eta: 1 day, 0:59:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.8802, loss: 2.8802 +2025-06-29 13:25:28,079 - pyskl - INFO - Epoch [93][300/3405] lr: 8.121e-03, eta: 1 day, 0:59:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.9629, loss: 2.9629 +2025-06-29 13:26:12,727 - pyskl - INFO - Epoch [93][400/3405] lr: 8.114e-03, eta: 1 day, 0:58:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.9963, loss: 2.9963 +2025-06-29 13:26:57,434 - pyskl - INFO - Epoch [93][500/3405] lr: 8.107e-03, eta: 1 day, 0:57:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 3.0125, loss: 3.0125 +2025-06-29 13:27:42,081 - pyskl - INFO - Epoch [93][600/3405] lr: 8.100e-03, eta: 1 day, 0:56:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.8720, loss: 2.8720 +2025-06-29 13:28:26,954 - pyskl - INFO - Epoch [93][700/3405] lr: 8.093e-03, eta: 1 day, 0:55:59, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.9147, loss: 2.9147 +2025-06-29 13:29:11,990 - pyskl - INFO - Epoch [93][800/3405] lr: 8.085e-03, eta: 1 day, 0:55:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.8412, loss: 2.8412 +2025-06-29 13:29:56,899 - pyskl - INFO - Epoch [93][900/3405] lr: 8.078e-03, eta: 1 day, 0:54:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.9964, loss: 2.9964 +2025-06-29 13:30:41,787 - pyskl - INFO - Epoch [93][1000/3405] lr: 8.071e-03, eta: 1 day, 0:53:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.9200, loss: 2.9200 +2025-06-29 13:31:26,565 - pyskl - INFO - Epoch [93][1100/3405] lr: 8.064e-03, eta: 1 day, 0:52:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9894, loss_cls: 2.8976, loss: 2.8976 +2025-06-29 13:32:11,497 - pyskl - INFO - Epoch [93][1200/3405] lr: 8.057e-03, eta: 1 day, 0:52:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 2.8668, loss: 2.8668 +2025-06-29 13:32:56,124 - pyskl - INFO - Epoch [93][1300/3405] lr: 8.049e-03, eta: 1 day, 0:51:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.9397, loss: 2.9397 +2025-06-29 13:33:40,753 - pyskl - INFO - Epoch [93][1400/3405] lr: 8.042e-03, eta: 1 day, 0:50:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.9757, loss: 2.9757 +2025-06-29 13:34:25,374 - pyskl - INFO - Epoch [93][1500/3405] lr: 8.035e-03, eta: 1 day, 0:49:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 2.9635, loss: 2.9635 +2025-06-29 13:35:10,075 - pyskl - INFO - Epoch [93][1600/3405] lr: 8.028e-03, eta: 1 day, 0:49:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.8738, loss: 2.8738 +2025-06-29 13:35:54,826 - pyskl - INFO - Epoch [93][1700/3405] lr: 8.021e-03, eta: 1 day, 0:48:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 3.0348, loss: 3.0348 +2025-06-29 13:36:39,639 - pyskl - INFO - Epoch [93][1800/3405] lr: 8.013e-03, eta: 1 day, 0:47:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.9966, loss: 2.9966 +2025-06-29 13:37:24,320 - pyskl - INFO - Epoch [93][1900/3405] lr: 8.006e-03, eta: 1 day, 0:46:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.0151, loss: 3.0151 +2025-06-29 13:38:09,020 - pyskl - INFO - Epoch [93][2000/3405] lr: 7.999e-03, eta: 1 day, 0:46:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 2.9576, loss: 2.9576 +2025-06-29 13:38:53,747 - pyskl - INFO - Epoch [93][2100/3405] lr: 7.992e-03, eta: 1 day, 0:45:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 3.0654, loss: 3.0654 +2025-06-29 13:39:38,426 - pyskl - INFO - Epoch [93][2200/3405] lr: 7.985e-03, eta: 1 day, 0:44:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.9887, loss: 2.9887 +2025-06-29 13:40:23,028 - pyskl - INFO - Epoch [93][2300/3405] lr: 7.978e-03, eta: 1 day, 0:43:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.9423, loss: 2.9423 +2025-06-29 13:41:07,703 - pyskl - INFO - Epoch [93][2400/3405] lr: 7.970e-03, eta: 1 day, 0:42:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 3.0797, loss: 3.0797 +2025-06-29 13:41:52,401 - pyskl - INFO - Epoch [93][2500/3405] lr: 7.963e-03, eta: 1 day, 0:42:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 2.9293, loss: 2.9293 +2025-06-29 13:42:37,132 - pyskl - INFO - Epoch [93][2600/3405] lr: 7.956e-03, eta: 1 day, 0:41:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 3.0807, loss: 3.0807 +2025-06-29 13:43:21,879 - pyskl - INFO - Epoch [93][2700/3405] lr: 7.949e-03, eta: 1 day, 0:40:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 2.9840, loss: 2.9840 +2025-06-29 13:44:06,483 - pyskl - INFO - Epoch [93][2800/3405] lr: 7.942e-03, eta: 1 day, 0:39:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.9603, loss: 2.9603 +2025-06-29 13:44:51,381 - pyskl - INFO - Epoch [93][2900/3405] lr: 7.935e-03, eta: 1 day, 0:39:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.9424, loss: 2.9424 +2025-06-29 13:45:36,194 - pyskl - INFO - Epoch [93][3000/3405] lr: 7.927e-03, eta: 1 day, 0:38:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 3.0445, loss: 3.0445 +2025-06-29 13:46:21,051 - pyskl - INFO - Epoch [93][3100/3405] lr: 7.920e-03, eta: 1 day, 0:37:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9875, loss_cls: 2.9758, loss: 2.9758 +2025-06-29 13:47:05,859 - pyskl - INFO - Epoch [93][3200/3405] lr: 7.913e-03, eta: 1 day, 0:36:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 3.0005, loss: 3.0005 +2025-06-29 13:47:50,651 - pyskl - INFO - Epoch [93][3300/3405] lr: 7.906e-03, eta: 1 day, 0:36:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.9833, loss: 2.9833 +2025-06-29 13:48:35,531 - pyskl - INFO - Epoch [93][3400/3405] lr: 7.899e-03, eta: 1 day, 0:35:14, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 2.9887, loss: 2.9887 +2025-06-29 13:48:38,090 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-06-29 13:52:35,510 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 13:52:36,060 - pyskl - INFO - +top1_acc 0.7951 +top5_acc 0.9577 +2025-06-29 13:52:36,081 - pyskl - INFO - Epoch(val) [93][3718] top1_acc: 0.7951, top5_acc: 0.9577 +2025-06-29 13:53:43,096 - pyskl - INFO - Epoch [94][100/3405] lr: 7.891e-03, eta: 1 day, 0:34:37, time: 0.670, data_time: 0.226, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 2.9911, loss: 2.9911 +2025-06-29 13:54:27,531 - pyskl - INFO - Epoch [94][200/3405] lr: 7.884e-03, eta: 1 day, 0:33:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.7852, loss: 2.7852 +2025-06-29 13:55:11,975 - pyskl - INFO - Epoch [94][300/3405] lr: 7.877e-03, eta: 1 day, 0:33:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.8772, loss: 2.8772 +2025-06-29 13:55:56,628 - pyskl - INFO - Epoch [94][400/3405] lr: 7.870e-03, eta: 1 day, 0:32:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.8657, loss: 2.8657 +2025-06-29 13:56:41,228 - pyskl - INFO - Epoch [94][500/3405] lr: 7.863e-03, eta: 1 day, 0:31:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.8523, loss: 2.8523 +2025-06-29 13:57:25,941 - pyskl - INFO - Epoch [94][600/3405] lr: 7.856e-03, eta: 1 day, 0:30:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 2.8791, loss: 2.8791 +2025-06-29 13:58:10,644 - pyskl - INFO - Epoch [94][700/3405] lr: 7.849e-03, eta: 1 day, 0:30:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 2.9879, loss: 2.9879 +2025-06-29 13:58:55,279 - pyskl - INFO - Epoch [94][800/3405] lr: 7.841e-03, eta: 1 day, 0:29:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.9244, loss: 2.9244 +2025-06-29 13:59:39,804 - pyskl - INFO - Epoch [94][900/3405] lr: 7.834e-03, eta: 1 day, 0:28:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.9404, loss: 2.9404 +2025-06-29 14:00:24,394 - pyskl - INFO - Epoch [94][1000/3405] lr: 7.827e-03, eta: 1 day, 0:27:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.9124, loss: 2.9124 +2025-06-29 14:01:09,012 - pyskl - INFO - Epoch [94][1100/3405] lr: 7.820e-03, eta: 1 day, 0:26:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 3.0596, loss: 3.0596 +2025-06-29 14:01:54,052 - pyskl - INFO - Epoch [94][1200/3405] lr: 7.813e-03, eta: 1 day, 0:26:09, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 2.9520, loss: 2.9520 +2025-06-29 14:02:38,732 - pyskl - INFO - Epoch [94][1300/3405] lr: 7.806e-03, eta: 1 day, 0:25:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.9027, loss: 2.9027 +2025-06-29 14:03:23,372 - pyskl - INFO - Epoch [94][1400/3405] lr: 7.799e-03, eta: 1 day, 0:24:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 2.8402, loss: 2.8402 +2025-06-29 14:04:07,962 - pyskl - INFO - Epoch [94][1500/3405] lr: 7.791e-03, eta: 1 day, 0:23:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.8450, loss: 2.8450 +2025-06-29 14:04:52,554 - pyskl - INFO - Epoch [94][1600/3405] lr: 7.784e-03, eta: 1 day, 0:23:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 2.9765, loss: 2.9765 +2025-06-29 14:05:37,182 - pyskl - INFO - Epoch [94][1700/3405] lr: 7.777e-03, eta: 1 day, 0:22:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 2.9758, loss: 2.9758 +2025-06-29 14:06:21,778 - pyskl - INFO - Epoch [94][1800/3405] lr: 7.770e-03, eta: 1 day, 0:21:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.9188, loss: 2.9188 +2025-06-29 14:07:06,371 - pyskl - INFO - Epoch [94][1900/3405] lr: 7.763e-03, eta: 1 day, 0:20:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 3.1528, loss: 3.1528 +2025-06-29 14:07:50,931 - pyskl - INFO - Epoch [94][2000/3405] lr: 7.756e-03, eta: 1 day, 0:20:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.8761, loss: 2.8761 +2025-06-29 14:08:35,552 - pyskl - INFO - Epoch [94][2100/3405] lr: 7.749e-03, eta: 1 day, 0:19:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 3.0392, loss: 3.0392 +2025-06-29 14:09:20,177 - pyskl - INFO - Epoch [94][2200/3405] lr: 7.742e-03, eta: 1 day, 0:18:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.8738, loss: 2.8738 +2025-06-29 14:10:04,743 - pyskl - INFO - Epoch [94][2300/3405] lr: 7.735e-03, eta: 1 day, 0:17:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.9588, loss: 2.9588 +2025-06-29 14:10:49,275 - pyskl - INFO - Epoch [94][2400/3405] lr: 7.727e-03, eta: 1 day, 0:16:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 2.9942, loss: 2.9942 +2025-06-29 14:11:33,853 - pyskl - INFO - Epoch [94][2500/3405] lr: 7.720e-03, eta: 1 day, 0:16:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 3.0122, loss: 3.0122 +2025-06-29 14:12:18,511 - pyskl - INFO - Epoch [94][2600/3405] lr: 7.713e-03, eta: 1 day, 0:15:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.9829, loss: 2.9829 +2025-06-29 14:13:03,489 - pyskl - INFO - Epoch [94][2700/3405] lr: 7.706e-03, eta: 1 day, 0:14:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 3.0074, loss: 3.0074 +2025-06-29 14:13:48,248 - pyskl - INFO - Epoch [94][2800/3405] lr: 7.699e-03, eta: 1 day, 0:13:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.9653, loss: 2.9653 +2025-06-29 14:14:33,142 - pyskl - INFO - Epoch [94][2900/3405] lr: 7.692e-03, eta: 1 day, 0:13:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 2.9308, loss: 2.9308 +2025-06-29 14:15:17,971 - pyskl - INFO - Epoch [94][3000/3405] lr: 7.685e-03, eta: 1 day, 0:12:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.9018, loss: 2.9018 +2025-06-29 14:16:03,128 - pyskl - INFO - Epoch [94][3100/3405] lr: 7.678e-03, eta: 1 day, 0:11:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9856, loss_cls: 2.9733, loss: 2.9733 +2025-06-29 14:16:48,123 - pyskl - INFO - Epoch [94][3200/3405] lr: 7.671e-03, eta: 1 day, 0:10:46, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 3.0244, loss: 3.0244 +2025-06-29 14:17:33,028 - pyskl - INFO - Epoch [94][3300/3405] lr: 7.664e-03, eta: 1 day, 0:10:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.9308, loss: 2.9308 +2025-06-29 14:18:18,032 - pyskl - INFO - Epoch [94][3400/3405] lr: 7.656e-03, eta: 1 day, 0:09:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.9813, loss: 2.9813 +2025-06-29 14:18:20,697 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-06-29 14:22:19,225 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 14:22:19,763 - pyskl - INFO - +top1_acc 0.7938 +top5_acc 0.9551 +2025-06-29 14:22:19,783 - pyskl - INFO - Epoch(val) [94][3718] top1_acc: 0.7938, top5_acc: 0.9551 +2025-06-29 14:23:26,959 - pyskl - INFO - Epoch [95][100/3405] lr: 7.649e-03, eta: 1 day, 0:08:38, time: 0.672, data_time: 0.222, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.8437, loss: 2.8437 +2025-06-29 14:24:12,071 - pyskl - INFO - Epoch [95][200/3405] lr: 7.642e-03, eta: 1 day, 0:07:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.9113, loss: 2.9113 +2025-06-29 14:24:57,065 - pyskl - INFO - Epoch [95][300/3405] lr: 7.635e-03, eta: 1 day, 0:07:06, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.8504, loss: 2.8504 +2025-06-29 14:25:42,359 - pyskl - INFO - Epoch [95][400/3405] lr: 7.628e-03, eta: 1 day, 0:06:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.8554, loss: 2.8554 +2025-06-29 14:26:27,681 - pyskl - INFO - Epoch [95][500/3405] lr: 7.621e-03, eta: 1 day, 0:05:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9869, loss_cls: 3.0158, loss: 3.0158 +2025-06-29 14:27:12,893 - pyskl - INFO - Epoch [95][600/3405] lr: 7.614e-03, eta: 1 day, 0:04:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.9621, loss: 2.9621 +2025-06-29 14:27:57,833 - pyskl - INFO - Epoch [95][700/3405] lr: 7.607e-03, eta: 1 day, 0:04:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.7600, loss: 2.7600 +2025-06-29 14:28:42,631 - pyskl - INFO - Epoch [95][800/3405] lr: 7.599e-03, eta: 1 day, 0:03:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 3.0153, loss: 3.0153 +2025-06-29 14:29:27,519 - pyskl - INFO - Epoch [95][900/3405] lr: 7.592e-03, eta: 1 day, 0:02:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.9260, loss: 2.9260 +2025-06-29 14:30:12,306 - pyskl - INFO - Epoch [95][1000/3405] lr: 7.585e-03, eta: 1 day, 0:01:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.8482, loss: 2.8482 +2025-06-29 14:30:57,053 - pyskl - INFO - Epoch [95][1100/3405] lr: 7.578e-03, eta: 1 day, 0:00:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 2.9236, loss: 2.9236 +2025-06-29 14:31:41,891 - pyskl - INFO - Epoch [95][1200/3405] lr: 7.571e-03, eta: 1 day, 0:00:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9856, loss_cls: 3.0597, loss: 3.0597 +2025-06-29 14:32:26,646 - pyskl - INFO - Epoch [95][1300/3405] lr: 7.564e-03, eta: 23:59:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 2.9842, loss: 2.9842 +2025-06-29 14:33:11,483 - pyskl - INFO - Epoch [95][1400/3405] lr: 7.557e-03, eta: 23:58:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.9527, loss: 2.9527 +2025-06-29 14:33:56,326 - pyskl - INFO - Epoch [95][1500/3405] lr: 7.550e-03, eta: 23:57:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9894, loss_cls: 2.9586, loss: 2.9586 +2025-06-29 14:34:41,159 - pyskl - INFO - Epoch [95][1600/3405] lr: 7.543e-03, eta: 23:57:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.8698, loss: 2.8698 +2025-06-29 14:35:25,955 - pyskl - INFO - Epoch [95][1700/3405] lr: 7.536e-03, eta: 23:56:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.8805, loss: 2.8805 +2025-06-29 14:36:10,770 - pyskl - INFO - Epoch [95][1800/3405] lr: 7.529e-03, eta: 23:55:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.8491, loss: 2.8491 +2025-06-29 14:36:55,648 - pyskl - INFO - Epoch [95][1900/3405] lr: 7.522e-03, eta: 23:54:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 3.0279, loss: 3.0279 +2025-06-29 14:37:40,470 - pyskl - INFO - Epoch [95][2000/3405] lr: 7.515e-03, eta: 23:54:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.8915, loss: 2.8915 +2025-06-29 14:38:25,266 - pyskl - INFO - Epoch [95][2100/3405] lr: 7.508e-03, eta: 23:53:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.9042, loss: 2.9042 +2025-06-29 14:39:10,079 - pyskl - INFO - Epoch [95][2200/3405] lr: 7.501e-03, eta: 23:52:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 3.0002, loss: 3.0002 +2025-06-29 14:39:54,916 - pyskl - INFO - Epoch [95][2300/3405] lr: 7.494e-03, eta: 23:51:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 3.0373, loss: 3.0373 +2025-06-29 14:40:39,866 - pyskl - INFO - Epoch [95][2400/3405] lr: 7.487e-03, eta: 23:51:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.8955, loss: 2.8955 +2025-06-29 14:41:24,874 - pyskl - INFO - Epoch [95][2500/3405] lr: 7.480e-03, eta: 23:50:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 2.9291, loss: 2.9291 +2025-06-29 14:42:09,746 - pyskl - INFO - Epoch [95][2600/3405] lr: 7.472e-03, eta: 23:49:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 2.9731, loss: 2.9731 +2025-06-29 14:42:54,571 - pyskl - INFO - Epoch [95][2700/3405] lr: 7.465e-03, eta: 23:48:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.9296, loss: 2.9296 +2025-06-29 14:43:39,881 - pyskl - INFO - Epoch [95][2800/3405] lr: 7.458e-03, eta: 23:47:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9888, loss_cls: 2.9045, loss: 2.9045 +2025-06-29 14:44:25,021 - pyskl - INFO - Epoch [95][2900/3405] lr: 7.451e-03, eta: 23:47:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.9920, loss: 2.9920 +2025-06-29 14:45:09,839 - pyskl - INFO - Epoch [95][3000/3405] lr: 7.444e-03, eta: 23:46:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.9216, loss: 2.9216 +2025-06-29 14:45:54,691 - pyskl - INFO - Epoch [95][3100/3405] lr: 7.437e-03, eta: 23:45:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 2.9561, loss: 2.9561 +2025-06-29 14:46:39,854 - pyskl - INFO - Epoch [95][3200/3405] lr: 7.430e-03, eta: 23:44:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 2.9585, loss: 2.9585 +2025-06-29 14:47:25,098 - pyskl - INFO - Epoch [95][3300/3405] lr: 7.423e-03, eta: 23:44:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 2.9902, loss: 2.9902 +2025-06-29 14:48:10,273 - pyskl - INFO - Epoch [95][3400/3405] lr: 7.416e-03, eta: 23:43:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.9530, loss: 2.9530 +2025-06-29 14:48:12,895 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-06-29 15:07:48,024 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 15:07:48,674 - pyskl - INFO - +top1_acc 0.8043 +top5_acc 0.9611 +2025-06-29 15:07:48,734 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_92.pth was removed +2025-06-29 15:07:49,820 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_95.pth. +2025-06-29 15:07:49,822 - pyskl - INFO - Best top1_acc is 0.8043 at 95 epoch. +2025-06-29 15:07:49,844 - pyskl - INFO - Epoch(val) [95][3718] top1_acc: 0.8043, top5_acc: 0.9611 +2025-06-29 15:08:57,592 - pyskl - INFO - Epoch [96][100/3405] lr: 7.409e-03, eta: 23:42:44, time: 0.677, data_time: 0.229, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.8238, loss: 2.8238 +2025-06-29 15:09:42,439 - pyskl - INFO - Epoch [96][200/3405] lr: 7.402e-03, eta: 23:41:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.7468, loss: 2.7468 +2025-06-29 15:10:27,291 - pyskl - INFO - Epoch [96][300/3405] lr: 7.395e-03, eta: 23:41:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.8596, loss: 2.8596 +2025-06-29 15:11:12,104 - pyskl - INFO - Epoch [96][400/3405] lr: 7.388e-03, eta: 23:40:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9838, loss_cls: 2.8063, loss: 2.8063 +2025-06-29 15:11:56,858 - pyskl - INFO - Epoch [96][500/3405] lr: 7.381e-03, eta: 23:39:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9800, loss_cls: 2.9828, loss: 2.9828 +2025-06-29 15:12:41,670 - pyskl - INFO - Epoch [96][600/3405] lr: 7.374e-03, eta: 23:38:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 2.7963, loss: 2.7963 +2025-06-29 15:13:26,616 - pyskl - INFO - Epoch [96][700/3405] lr: 7.367e-03, eta: 23:38:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.7997, loss: 2.7997 +2025-06-29 15:14:11,617 - pyskl - INFO - Epoch [96][800/3405] lr: 7.360e-03, eta: 23:37:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.8761, loss: 2.8761 +2025-06-29 15:14:56,578 - pyskl - INFO - Epoch [96][900/3405] lr: 7.353e-03, eta: 23:36:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.7888, loss: 2.7888 +2025-06-29 15:15:41,702 - pyskl - INFO - Epoch [96][1000/3405] lr: 7.346e-03, eta: 23:35:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.8221, loss: 2.8221 +2025-06-29 15:16:26,693 - pyskl - INFO - Epoch [96][1100/3405] lr: 7.339e-03, eta: 23:35:04, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.8133, loss: 2.8133 +2025-06-29 15:17:11,559 - pyskl - INFO - Epoch [96][1200/3405] lr: 7.332e-03, eta: 23:34:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.9187, loss: 2.9187 +2025-06-29 15:17:56,488 - pyskl - INFO - Epoch [96][1300/3405] lr: 7.325e-03, eta: 23:33:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.9717, loss: 2.9717 +2025-06-29 15:18:41,439 - pyskl - INFO - Epoch [96][1400/3405] lr: 7.318e-03, eta: 23:32:46, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.7765, loss: 2.7765 +2025-06-29 15:19:26,509 - pyskl - INFO - Epoch [96][1500/3405] lr: 7.311e-03, eta: 23:32:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9869, loss_cls: 2.9288, loss: 2.9288 +2025-06-29 15:20:11,323 - pyskl - INFO - Epoch [96][1600/3405] lr: 7.304e-03, eta: 23:31:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 2.9698, loss: 2.9698 +2025-06-29 15:20:56,031 - pyskl - INFO - Epoch [96][1700/3405] lr: 7.297e-03, eta: 23:30:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 2.9503, loss: 2.9503 +2025-06-29 15:21:40,689 - pyskl - INFO - Epoch [96][1800/3405] lr: 7.290e-03, eta: 23:29:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 2.8731, loss: 2.8731 +2025-06-29 15:22:25,405 - pyskl - INFO - Epoch [96][1900/3405] lr: 7.283e-03, eta: 23:28:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9881, loss_cls: 3.0378, loss: 3.0378 +2025-06-29 15:23:10,119 - pyskl - INFO - Epoch [96][2000/3405] lr: 7.276e-03, eta: 23:28:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.8795, loss: 2.8795 +2025-06-29 15:23:54,847 - pyskl - INFO - Epoch [96][2100/3405] lr: 7.269e-03, eta: 23:27:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.8294, loss: 2.8294 +2025-06-29 15:24:39,575 - pyskl - INFO - Epoch [96][2200/3405] lr: 7.262e-03, eta: 23:26:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.8659, loss: 2.8659 +2025-06-29 15:25:24,292 - pyskl - INFO - Epoch [96][2300/3405] lr: 7.255e-03, eta: 23:25:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 2.8650, loss: 2.8650 +2025-06-29 15:26:08,997 - pyskl - INFO - Epoch [96][2400/3405] lr: 7.248e-03, eta: 23:25:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.7980, loss: 2.7980 +2025-06-29 15:26:53,695 - pyskl - INFO - Epoch [96][2500/3405] lr: 7.241e-03, eta: 23:24:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.7982, loss: 2.7982 +2025-06-29 15:27:38,447 - pyskl - INFO - Epoch [96][2600/3405] lr: 7.234e-03, eta: 23:23:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.9327, loss: 2.9327 +2025-06-29 15:28:23,154 - pyskl - INFO - Epoch [96][2700/3405] lr: 7.227e-03, eta: 23:22:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.8503, loss: 2.8503 +2025-06-29 15:29:07,887 - pyskl - INFO - Epoch [96][2800/3405] lr: 7.220e-03, eta: 23:22:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 3.0022, loss: 3.0022 +2025-06-29 15:29:52,546 - pyskl - INFO - Epoch [96][2900/3405] lr: 7.213e-03, eta: 23:21:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9731, loss_cls: 3.1501, loss: 3.1501 +2025-06-29 15:30:37,252 - pyskl - INFO - Epoch [96][3000/3405] lr: 7.206e-03, eta: 23:20:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 3.0351, loss: 3.0351 +2025-06-29 15:31:22,006 - pyskl - INFO - Epoch [96][3100/3405] lr: 7.199e-03, eta: 23:19:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 3.0364, loss: 3.0364 +2025-06-29 15:32:06,755 - pyskl - INFO - Epoch [96][3200/3405] lr: 7.192e-03, eta: 23:18:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.9380, loss: 2.9380 +2025-06-29 15:32:51,549 - pyskl - INFO - Epoch [96][3300/3405] lr: 7.185e-03, eta: 23:18:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 2.9161, loss: 2.9161 +2025-06-29 15:33:36,270 - pyskl - INFO - Epoch [96][3400/3405] lr: 7.178e-03, eta: 23:17:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9800, loss_cls: 2.8631, loss: 2.8631 +2025-06-29 15:33:38,891 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-06-29 15:37:39,205 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 15:37:39,879 - pyskl - INFO - +top1_acc 0.8039 +top5_acc 0.9587 +2025-06-29 15:37:39,904 - pyskl - INFO - Epoch(val) [96][3718] top1_acc: 0.8039, top5_acc: 0.9587 +2025-06-29 15:38:48,734 - pyskl - INFO - Epoch [97][100/3405] lr: 7.171e-03, eta: 23:16:48, time: 0.688, data_time: 0.241, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.9375, loss: 2.9375 +2025-06-29 15:39:33,531 - pyskl - INFO - Epoch [97][200/3405] lr: 7.164e-03, eta: 23:16:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.8476, loss: 2.8476 +2025-06-29 15:40:18,438 - pyskl - INFO - Epoch [97][300/3405] lr: 7.157e-03, eta: 23:15:16, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.9054, loss: 2.9054 +2025-06-29 15:41:03,290 - pyskl - INFO - Epoch [97][400/3405] lr: 7.150e-03, eta: 23:14:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.8271, loss: 2.8271 +2025-06-29 15:41:48,041 - pyskl - INFO - Epoch [97][500/3405] lr: 7.143e-03, eta: 23:13:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.6720, loss: 2.6720 +2025-06-29 15:42:33,175 - pyskl - INFO - Epoch [97][600/3405] lr: 7.136e-03, eta: 23:12:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.8491, loss: 2.8491 +2025-06-29 15:43:18,014 - pyskl - INFO - Epoch [97][700/3405] lr: 7.129e-03, eta: 23:12:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.8382, loss: 2.8382 +2025-06-29 15:44:02,910 - pyskl - INFO - Epoch [97][800/3405] lr: 7.122e-03, eta: 23:11:26, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.8093, loss: 2.8093 +2025-06-29 15:44:47,820 - pyskl - INFO - Epoch [97][900/3405] lr: 7.115e-03, eta: 23:10:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.9968, loss: 2.9968 +2025-06-29 15:45:32,727 - pyskl - INFO - Epoch [97][1000/3405] lr: 7.108e-03, eta: 23:09:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.9341, loss: 2.9341 +2025-06-29 15:46:17,671 - pyskl - INFO - Epoch [97][1100/3405] lr: 7.101e-03, eta: 23:09:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.8821, loss: 2.8821 +2025-06-29 15:47:02,443 - pyskl - INFO - Epoch [97][1200/3405] lr: 7.094e-03, eta: 23:08:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.8247, loss: 2.8247 +2025-06-29 15:47:47,132 - pyskl - INFO - Epoch [97][1300/3405] lr: 7.088e-03, eta: 23:07:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9925, loss_cls: 2.8512, loss: 2.8512 +2025-06-29 15:48:31,821 - pyskl - INFO - Epoch [97][1400/3405] lr: 7.081e-03, eta: 23:06:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.8020, loss: 2.8020 +2025-06-29 15:49:16,604 - pyskl - INFO - Epoch [97][1500/3405] lr: 7.074e-03, eta: 23:06:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.8308, loss: 2.8308 +2025-06-29 15:50:01,267 - pyskl - INFO - Epoch [97][1600/3405] lr: 7.067e-03, eta: 23:05:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.8990, loss: 2.8990 +2025-06-29 15:50:46,065 - pyskl - INFO - Epoch [97][1700/3405] lr: 7.060e-03, eta: 23:04:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.8945, loss: 2.8945 +2025-06-29 15:51:30,868 - pyskl - INFO - Epoch [97][1800/3405] lr: 7.053e-03, eta: 23:03:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.8121, loss: 2.8121 +2025-06-29 15:52:15,696 - pyskl - INFO - Epoch [97][1900/3405] lr: 7.046e-03, eta: 23:02:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.8582, loss: 2.8582 +2025-06-29 15:53:00,550 - pyskl - INFO - Epoch [97][2000/3405] lr: 7.039e-03, eta: 23:02:13, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 2.8906, loss: 2.8906 +2025-06-29 15:53:45,417 - pyskl - INFO - Epoch [97][2100/3405] lr: 7.032e-03, eta: 23:01:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9850, loss_cls: 2.9845, loss: 2.9845 +2025-06-29 15:54:30,167 - pyskl - INFO - Epoch [97][2200/3405] lr: 7.025e-03, eta: 23:00:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.7798, loss: 2.7798 +2025-06-29 15:55:14,909 - pyskl - INFO - Epoch [97][2300/3405] lr: 7.018e-03, eta: 22:59:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 2.8252, loss: 2.8252 +2025-06-29 15:55:59,753 - pyskl - INFO - Epoch [97][2400/3405] lr: 7.011e-03, eta: 22:59:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 2.9520, loss: 2.9520 +2025-06-29 15:56:44,536 - pyskl - INFO - Epoch [97][2500/3405] lr: 7.005e-03, eta: 22:58:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.9024, loss: 2.9024 +2025-06-29 15:57:29,298 - pyskl - INFO - Epoch [97][2600/3405] lr: 6.998e-03, eta: 22:57:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 2.9669, loss: 2.9669 +2025-06-29 15:58:14,010 - pyskl - INFO - Epoch [97][2700/3405] lr: 6.991e-03, eta: 22:56:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.8687, loss: 2.8687 +2025-06-29 15:58:58,730 - pyskl - INFO - Epoch [97][2800/3405] lr: 6.984e-03, eta: 22:56:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 2.8555, loss: 2.8555 +2025-06-29 15:59:43,363 - pyskl - INFO - Epoch [97][2900/3405] lr: 6.977e-03, eta: 22:55:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 2.7787, loss: 2.7787 +2025-06-29 16:00:28,085 - pyskl - INFO - Epoch [97][3000/3405] lr: 6.970e-03, eta: 22:54:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.8697, loss: 2.8697 +2025-06-29 16:01:12,758 - pyskl - INFO - Epoch [97][3100/3405] lr: 6.963e-03, eta: 22:53:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 2.9264, loss: 2.9264 +2025-06-29 16:01:57,702 - pyskl - INFO - Epoch [97][3200/3405] lr: 6.956e-03, eta: 22:53:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 2.9434, loss: 2.9434 +2025-06-29 16:02:42,487 - pyskl - INFO - Epoch [97][3300/3405] lr: 6.949e-03, eta: 22:52:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 2.9796, loss: 2.9796 +2025-06-29 16:03:27,273 - pyskl - INFO - Epoch [97][3400/3405] lr: 6.942e-03, eta: 22:51:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.9285, loss: 2.9285 +2025-06-29 16:03:29,939 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-06-29 16:07:28,762 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 16:07:29,310 - pyskl - INFO - +top1_acc 0.7940 +top5_acc 0.9589 +2025-06-29 16:07:29,330 - pyskl - INFO - Epoch(val) [97][3718] top1_acc: 0.7940, top5_acc: 0.9589 +2025-06-29 16:08:36,579 - pyskl - INFO - Epoch [98][100/3405] lr: 6.935e-03, eta: 22:50:51, time: 0.672, data_time: 0.226, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.8359, loss: 2.8359 +2025-06-29 16:09:21,211 - pyskl - INFO - Epoch [98][200/3405] lr: 6.928e-03, eta: 22:50:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.8182, loss: 2.8182 +2025-06-29 16:10:05,805 - pyskl - INFO - Epoch [98][300/3405] lr: 6.921e-03, eta: 22:49:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 2.7134, loss: 2.7134 +2025-06-29 16:10:50,418 - pyskl - INFO - Epoch [98][400/3405] lr: 6.915e-03, eta: 22:48:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.8934, loss: 2.8934 +2025-06-29 16:11:35,175 - pyskl - INFO - Epoch [98][500/3405] lr: 6.908e-03, eta: 22:47:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.8243, loss: 2.8243 +2025-06-29 16:12:20,037 - pyskl - INFO - Epoch [98][600/3405] lr: 6.901e-03, eta: 22:47:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.7251, loss: 2.7251 +2025-06-29 16:13:04,704 - pyskl - INFO - Epoch [98][700/3405] lr: 6.894e-03, eta: 22:46:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9881, loss_cls: 2.7759, loss: 2.7759 +2025-06-29 16:13:49,441 - pyskl - INFO - Epoch [98][800/3405] lr: 6.887e-03, eta: 22:45:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.8896, loss: 2.8896 +2025-06-29 16:14:34,256 - pyskl - INFO - Epoch [98][900/3405] lr: 6.880e-03, eta: 22:44:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.8087, loss: 2.8087 +2025-06-29 16:15:19,124 - pyskl - INFO - Epoch [98][1000/3405] lr: 6.873e-03, eta: 22:43:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.8059, loss: 2.8059 +2025-06-29 16:16:03,949 - pyskl - INFO - Epoch [98][1100/3405] lr: 6.867e-03, eta: 22:43:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.8362, loss: 2.8362 +2025-06-29 16:16:48,676 - pyskl - INFO - Epoch [98][1200/3405] lr: 6.860e-03, eta: 22:42:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.8964, loss: 2.8964 +2025-06-29 16:17:33,435 - pyskl - INFO - Epoch [98][1300/3405] lr: 6.853e-03, eta: 22:41:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.8211, loss: 2.8211 +2025-06-29 16:18:18,260 - pyskl - INFO - Epoch [98][1400/3405] lr: 6.846e-03, eta: 22:40:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 2.7729, loss: 2.7729 +2025-06-29 16:19:03,098 - pyskl - INFO - Epoch [98][1500/3405] lr: 6.839e-03, eta: 22:40:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 2.7755, loss: 2.7755 +2025-06-29 16:19:47,833 - pyskl - INFO - Epoch [98][1600/3405] lr: 6.832e-03, eta: 22:39:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 2.8868, loss: 2.8868 +2025-06-29 16:20:32,490 - pyskl - INFO - Epoch [98][1700/3405] lr: 6.825e-03, eta: 22:38:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.8973, loss: 2.8973 +2025-06-29 16:21:17,180 - pyskl - INFO - Epoch [98][1800/3405] lr: 6.819e-03, eta: 22:37:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.8908, loss: 2.8908 +2025-06-29 16:22:01,848 - pyskl - INFO - Epoch [98][1900/3405] lr: 6.812e-03, eta: 22:37:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9894, loss_cls: 2.9047, loss: 2.9047 +2025-06-29 16:22:46,559 - pyskl - INFO - Epoch [98][2000/3405] lr: 6.805e-03, eta: 22:36:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9900, loss_cls: 2.8246, loss: 2.8246 +2025-06-29 16:23:31,230 - pyskl - INFO - Epoch [98][2100/3405] lr: 6.798e-03, eta: 22:35:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.9219, loss: 2.9219 +2025-06-29 16:24:15,862 - pyskl - INFO - Epoch [98][2200/3405] lr: 6.791e-03, eta: 22:34:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 2.9288, loss: 2.9288 +2025-06-29 16:25:00,518 - pyskl - INFO - Epoch [98][2300/3405] lr: 6.784e-03, eta: 22:33:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9869, loss_cls: 2.9175, loss: 2.9175 +2025-06-29 16:25:45,142 - pyskl - INFO - Epoch [98][2400/3405] lr: 6.777e-03, eta: 22:33:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.7387, loss: 2.7387 +2025-06-29 16:26:29,865 - pyskl - INFO - Epoch [98][2500/3405] lr: 6.771e-03, eta: 22:32:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 2.9110, loss: 2.9110 +2025-06-29 16:27:14,586 - pyskl - INFO - Epoch [98][2600/3405] lr: 6.764e-03, eta: 22:31:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.9412, loss: 2.9412 +2025-06-29 16:27:59,265 - pyskl - INFO - Epoch [98][2700/3405] lr: 6.757e-03, eta: 22:30:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 2.8367, loss: 2.8367 +2025-06-29 16:28:43,915 - pyskl - INFO - Epoch [98][2800/3405] lr: 6.750e-03, eta: 22:30:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9900, loss_cls: 2.8001, loss: 2.8001 +2025-06-29 16:29:28,687 - pyskl - INFO - Epoch [98][2900/3405] lr: 6.743e-03, eta: 22:29:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.8310, loss: 2.8310 +2025-06-29 16:30:13,288 - pyskl - INFO - Epoch [98][3000/3405] lr: 6.736e-03, eta: 22:28:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 2.9493, loss: 2.9493 +2025-06-29 16:30:58,147 - pyskl - INFO - Epoch [98][3100/3405] lr: 6.730e-03, eta: 22:27:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.9664, loss: 2.9664 +2025-06-29 16:31:43,107 - pyskl - INFO - Epoch [98][3200/3405] lr: 6.723e-03, eta: 22:27:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 2.9471, loss: 2.9471 +2025-06-29 16:32:28,111 - pyskl - INFO - Epoch [98][3300/3405] lr: 6.716e-03, eta: 22:26:17, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.8539, loss: 2.8539 +2025-06-29 16:33:12,893 - pyskl - INFO - Epoch [98][3400/3405] lr: 6.709e-03, eta: 22:25:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.8616, loss: 2.8616 +2025-06-29 16:33:15,508 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-06-29 16:37:13,270 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 16:37:13,810 - pyskl - INFO - +top1_acc 0.7741 +top5_acc 0.9504 +2025-06-29 16:37:13,829 - pyskl - INFO - Epoch(val) [98][3718] top1_acc: 0.7741, top5_acc: 0.9504 +2025-06-29 16:38:21,362 - pyskl - INFO - Epoch [99][100/3405] lr: 6.702e-03, eta: 22:24:54, time: 0.675, data_time: 0.228, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.8356, loss: 2.8356 +2025-06-29 16:39:06,027 - pyskl - INFO - Epoch [99][200/3405] lr: 6.695e-03, eta: 22:24:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.8153, loss: 2.8153 +2025-06-29 16:39:50,718 - pyskl - INFO - Epoch [99][300/3405] lr: 6.688e-03, eta: 22:23:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.7500, loss: 2.7500 +2025-06-29 16:40:35,407 - pyskl - INFO - Epoch [99][400/3405] lr: 6.682e-03, eta: 22:22:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.7837, loss: 2.7837 +2025-06-29 16:41:20,119 - pyskl - INFO - Epoch [99][500/3405] lr: 6.675e-03, eta: 22:21:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.7939, loss: 2.7939 +2025-06-29 16:42:04,752 - pyskl - INFO - Epoch [99][600/3405] lr: 6.668e-03, eta: 22:21:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.7235, loss: 2.7235 +2025-06-29 16:42:49,396 - pyskl - INFO - Epoch [99][700/3405] lr: 6.661e-03, eta: 22:20:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.8091, loss: 2.8091 +2025-06-29 16:43:33,996 - pyskl - INFO - Epoch [99][800/3405] lr: 6.654e-03, eta: 22:19:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.7656, loss: 2.7656 +2025-06-29 16:44:18,844 - pyskl - INFO - Epoch [99][900/3405] lr: 6.648e-03, eta: 22:18:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.7872, loss: 2.7872 +2025-06-29 16:45:03,518 - pyskl - INFO - Epoch [99][1000/3405] lr: 6.641e-03, eta: 22:17:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.7683, loss: 2.7683 +2025-06-29 16:45:48,168 - pyskl - INFO - Epoch [99][1100/3405] lr: 6.634e-03, eta: 22:17:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9925, loss_cls: 2.7244, loss: 2.7244 +2025-06-29 16:46:32,800 - pyskl - INFO - Epoch [99][1200/3405] lr: 6.627e-03, eta: 22:16:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 2.8305, loss: 2.8305 +2025-06-29 16:47:17,489 - pyskl - INFO - Epoch [99][1300/3405] lr: 6.620e-03, eta: 22:15:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.8092, loss: 2.8092 +2025-06-29 16:48:02,095 - pyskl - INFO - Epoch [99][1400/3405] lr: 6.614e-03, eta: 22:14:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 2.8052, loss: 2.8052 +2025-06-29 16:48:46,778 - pyskl - INFO - Epoch [99][1500/3405] lr: 6.607e-03, eta: 22:14:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.8348, loss: 2.8348 +2025-06-29 16:49:31,389 - pyskl - INFO - Epoch [99][1600/3405] lr: 6.600e-03, eta: 22:13:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9788, loss_cls: 2.8937, loss: 2.8937 +2025-06-29 16:50:15,998 - pyskl - INFO - Epoch [99][1700/3405] lr: 6.593e-03, eta: 22:12:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9900, loss_cls: 2.8265, loss: 2.8265 +2025-06-29 16:51:00,607 - pyskl - INFO - Epoch [99][1800/3405] lr: 6.587e-03, eta: 22:11:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 2.7763, loss: 2.7763 +2025-06-29 16:51:45,200 - pyskl - INFO - Epoch [99][1900/3405] lr: 6.580e-03, eta: 22:11:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.8986, loss: 2.8986 +2025-06-29 16:52:29,849 - pyskl - INFO - Epoch [99][2000/3405] lr: 6.573e-03, eta: 22:10:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 2.7685, loss: 2.7685 +2025-06-29 16:53:14,539 - pyskl - INFO - Epoch [99][2100/3405] lr: 6.566e-03, eta: 22:09:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.8911, loss: 2.8911 +2025-06-29 16:53:59,203 - pyskl - INFO - Epoch [99][2200/3405] lr: 6.559e-03, eta: 22:08:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.8558, loss: 2.8558 +2025-06-29 16:54:43,810 - pyskl - INFO - Epoch [99][2300/3405] lr: 6.553e-03, eta: 22:08:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.7626, loss: 2.7626 +2025-06-29 16:55:28,501 - pyskl - INFO - Epoch [99][2400/3405] lr: 6.546e-03, eta: 22:07:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9869, loss_cls: 2.8939, loss: 2.8939 +2025-06-29 16:56:13,205 - pyskl - INFO - Epoch [99][2500/3405] lr: 6.539e-03, eta: 22:06:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.8756, loss: 2.8756 +2025-06-29 16:56:57,970 - pyskl - INFO - Epoch [99][2600/3405] lr: 6.532e-03, eta: 22:05:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.9268, loss: 2.9268 +2025-06-29 16:57:42,645 - pyskl - INFO - Epoch [99][2700/3405] lr: 6.526e-03, eta: 22:04:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.8926, loss: 2.8926 +2025-06-29 16:58:27,688 - pyskl - INFO - Epoch [99][2800/3405] lr: 6.519e-03, eta: 22:04:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.7983, loss: 2.7983 +2025-06-29 16:59:13,148 - pyskl - INFO - Epoch [99][2900/3405] lr: 6.512e-03, eta: 22:03:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.8088, loss: 2.8088 +2025-06-29 16:59:58,698 - pyskl - INFO - Epoch [99][3000/3405] lr: 6.505e-03, eta: 22:02:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 2.8203, loss: 2.8203 +2025-06-29 17:00:44,236 - pyskl - INFO - Epoch [99][3100/3405] lr: 6.499e-03, eta: 22:01:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 2.8230, loss: 2.8230 +2025-06-29 17:01:29,931 - pyskl - INFO - Epoch [99][3200/3405] lr: 6.492e-03, eta: 22:01:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.9188, loss: 2.9188 +2025-06-29 17:02:15,345 - pyskl - INFO - Epoch [99][3300/3405] lr: 6.485e-03, eta: 22:00:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.9104, loss: 2.9104 +2025-06-29 17:03:00,580 - pyskl - INFO - Epoch [99][3400/3405] lr: 6.478e-03, eta: 21:59:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.8122, loss: 2.8122 +2025-06-29 17:03:03,213 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-06-29 17:07:02,499 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 17:07:03,247 - pyskl - INFO - +top1_acc 0.8139 +top5_acc 0.9636 +2025-06-29 17:07:03,321 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_95.pth was removed +2025-06-29 17:07:04,400 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. +2025-06-29 17:07:04,402 - pyskl - INFO - Best top1_acc is 0.8139 at 99 epoch. +2025-06-29 17:07:04,431 - pyskl - INFO - Epoch(val) [99][3718] top1_acc: 0.8139, top5_acc: 0.9636 +2025-06-29 17:08:14,325 - pyskl - INFO - Epoch [100][100/3405] lr: 6.471e-03, eta: 21:58:59, time: 0.699, data_time: 0.246, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 2.6659, loss: 2.6659 +2025-06-29 17:08:59,748 - pyskl - INFO - Epoch [100][200/3405] lr: 6.465e-03, eta: 21:58:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.7233, loss: 2.7233 +2025-06-29 17:09:44,861 - pyskl - INFO - Epoch [100][300/3405] lr: 6.458e-03, eta: 21:57:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.8514, loss: 2.8514 +2025-06-29 17:10:29,900 - pyskl - INFO - Epoch [100][400/3405] lr: 6.451e-03, eta: 21:56:42, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.6359, loss: 2.6359 +2025-06-29 17:11:14,914 - pyskl - INFO - Epoch [100][500/3405] lr: 6.444e-03, eta: 21:55:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.6838, loss: 2.6838 +2025-06-29 17:12:00,282 - pyskl - INFO - Epoch [100][600/3405] lr: 6.438e-03, eta: 21:55:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 2.6551, loss: 2.6551 +2025-06-29 17:12:45,755 - pyskl - INFO - Epoch [100][700/3405] lr: 6.431e-03, eta: 21:54:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.6964, loss: 2.6964 +2025-06-29 17:13:31,382 - pyskl - INFO - Epoch [100][800/3405] lr: 6.424e-03, eta: 21:53:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.7145, loss: 2.7145 +2025-06-29 17:14:16,450 - pyskl - INFO - Epoch [100][900/3405] lr: 6.418e-03, eta: 21:52:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.7546, loss: 2.7546 +2025-06-29 17:15:01,250 - pyskl - INFO - Epoch [100][1000/3405] lr: 6.411e-03, eta: 21:52:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.6826, loss: 2.6826 +2025-06-29 17:15:46,093 - pyskl - INFO - Epoch [100][1100/3405] lr: 6.404e-03, eta: 21:51:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9912, loss_cls: 2.7816, loss: 2.7816 +2025-06-29 17:16:30,922 - pyskl - INFO - Epoch [100][1200/3405] lr: 6.397e-03, eta: 21:50:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.7957, loss: 2.7957 +2025-06-29 17:17:15,611 - pyskl - INFO - Epoch [100][1300/3405] lr: 6.391e-03, eta: 21:49:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.8058, loss: 2.8058 +2025-06-29 17:18:00,410 - pyskl - INFO - Epoch [100][1400/3405] lr: 6.384e-03, eta: 21:49:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.6854, loss: 2.6854 +2025-06-29 17:18:45,177 - pyskl - INFO - Epoch [100][1500/3405] lr: 6.377e-03, eta: 21:48:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.8318, loss: 2.8318 +2025-06-29 17:19:29,996 - pyskl - INFO - Epoch [100][1600/3405] lr: 6.371e-03, eta: 21:47:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.7590, loss: 2.7590 +2025-06-29 17:20:14,953 - pyskl - INFO - Epoch [100][1700/3405] lr: 6.364e-03, eta: 21:46:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9906, loss_cls: 2.7954, loss: 2.7954 +2025-06-29 17:20:59,849 - pyskl - INFO - Epoch [100][1800/3405] lr: 6.357e-03, eta: 21:45:59, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9931, loss_cls: 2.6802, loss: 2.6802 +2025-06-29 17:21:44,684 - pyskl - INFO - Epoch [100][1900/3405] lr: 6.351e-03, eta: 21:45:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 2.7605, loss: 2.7605 +2025-06-29 17:22:29,486 - pyskl - INFO - Epoch [100][2000/3405] lr: 6.344e-03, eta: 21:44:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.8446, loss: 2.8446 +2025-06-29 17:23:14,236 - pyskl - INFO - Epoch [100][2100/3405] lr: 6.337e-03, eta: 21:43:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.7471, loss: 2.7471 +2025-06-29 17:23:58,978 - pyskl - INFO - Epoch [100][2200/3405] lr: 6.330e-03, eta: 21:42:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9894, loss_cls: 2.7678, loss: 2.7678 +2025-06-29 17:24:43,758 - pyskl - INFO - Epoch [100][2300/3405] lr: 6.324e-03, eta: 21:42:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.7529, loss: 2.7529 +2025-06-29 17:25:28,573 - pyskl - INFO - Epoch [100][2400/3405] lr: 6.317e-03, eta: 21:41:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9900, loss_cls: 2.7413, loss: 2.7413 +2025-06-29 17:26:13,354 - pyskl - INFO - Epoch [100][2500/3405] lr: 6.310e-03, eta: 21:40:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.7940, loss: 2.7940 +2025-06-29 17:26:58,271 - pyskl - INFO - Epoch [100][2600/3405] lr: 6.304e-03, eta: 21:39:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 2.7506, loss: 2.7506 +2025-06-29 17:27:43,203 - pyskl - INFO - Epoch [100][2700/3405] lr: 6.297e-03, eta: 21:39:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.7461, loss: 2.7461 +2025-06-29 17:28:28,268 - pyskl - INFO - Epoch [100][2800/3405] lr: 6.290e-03, eta: 21:38:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.7585, loss: 2.7585 +2025-06-29 17:29:13,183 - pyskl - INFO - Epoch [100][2900/3405] lr: 6.284e-03, eta: 21:37:33, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.8097, loss: 2.8097 +2025-06-29 17:29:58,062 - pyskl - INFO - Epoch [100][3000/3405] lr: 6.277e-03, eta: 21:36:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.8271, loss: 2.8271 +2025-06-29 17:30:42,973 - pyskl - INFO - Epoch [100][3100/3405] lr: 6.270e-03, eta: 21:36:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.8952, loss: 2.8952 +2025-06-29 17:31:27,942 - pyskl - INFO - Epoch [100][3200/3405] lr: 6.264e-03, eta: 21:35:16, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9906, loss_cls: 2.9082, loss: 2.9082 +2025-06-29 17:32:12,892 - pyskl - INFO - Epoch [100][3300/3405] lr: 6.257e-03, eta: 21:34:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.8246, loss: 2.8246 +2025-06-29 17:32:57,883 - pyskl - INFO - Epoch [100][3400/3405] lr: 6.250e-03, eta: 21:33:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.6985, loss: 2.6985 +2025-06-29 17:33:00,555 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-06-29 17:52:10,293 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 17:52:10,852 - pyskl - INFO - +top1_acc 0.7974 +top5_acc 0.9574 +2025-06-29 17:52:10,872 - pyskl - INFO - Epoch(val) [100][3718] top1_acc: 0.7974, top5_acc: 0.9574 +2025-06-29 17:53:18,313 - pyskl - INFO - Epoch [101][100/3405] lr: 6.243e-03, eta: 21:33:06, time: 0.674, data_time: 0.227, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.6295, loss: 2.6295 +2025-06-29 17:54:03,063 - pyskl - INFO - Epoch [101][200/3405] lr: 6.237e-03, eta: 21:32:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.6471, loss: 2.6471 +2025-06-29 17:54:47,908 - pyskl - INFO - Epoch [101][300/3405] lr: 6.230e-03, eta: 21:31:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.6571, loss: 2.6571 +2025-06-29 17:55:32,671 - pyskl - INFO - Epoch [101][400/3405] lr: 6.223e-03, eta: 21:30:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.6916, loss: 2.6916 +2025-06-29 17:56:17,501 - pyskl - INFO - Epoch [101][500/3405] lr: 6.217e-03, eta: 21:30:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.6581, loss: 2.6581 +2025-06-29 17:57:02,258 - pyskl - INFO - Epoch [101][600/3405] lr: 6.210e-03, eta: 21:29:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 2.6222, loss: 2.6222 +2025-06-29 17:57:47,094 - pyskl - INFO - Epoch [101][700/3405] lr: 6.204e-03, eta: 21:28:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.7369, loss: 2.7369 +2025-06-29 17:58:32,023 - pyskl - INFO - Epoch [101][800/3405] lr: 6.197e-03, eta: 21:27:44, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.7954, loss: 2.7954 +2025-06-29 17:59:16,776 - pyskl - INFO - Epoch [101][900/3405] lr: 6.190e-03, eta: 21:26:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.6603, loss: 2.6603 +2025-06-29 18:00:01,478 - pyskl - INFO - Epoch [101][1000/3405] lr: 6.184e-03, eta: 21:26:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9906, loss_cls: 2.7143, loss: 2.7143 +2025-06-29 18:00:46,092 - pyskl - INFO - Epoch [101][1100/3405] lr: 6.177e-03, eta: 21:25:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 2.7558, loss: 2.7558 +2025-06-29 18:01:30,869 - pyskl - INFO - Epoch [101][1200/3405] lr: 6.170e-03, eta: 21:24:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.8507, loss: 2.8507 +2025-06-29 18:02:15,655 - pyskl - INFO - Epoch [101][1300/3405] lr: 6.164e-03, eta: 21:23:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.7674, loss: 2.7674 +2025-06-29 18:03:00,301 - pyskl - INFO - Epoch [101][1400/3405] lr: 6.157e-03, eta: 21:23:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9819, loss_cls: 2.8262, loss: 2.8262 +2025-06-29 18:03:45,070 - pyskl - INFO - Epoch [101][1500/3405] lr: 6.150e-03, eta: 21:22:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 2.7555, loss: 2.7555 +2025-06-29 18:04:29,867 - pyskl - INFO - Epoch [101][1600/3405] lr: 6.144e-03, eta: 21:21:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.7852, loss: 2.7852 +2025-06-29 18:05:14,716 - pyskl - INFO - Epoch [101][1700/3405] lr: 6.137e-03, eta: 21:20:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.7956, loss: 2.7956 +2025-06-29 18:05:59,367 - pyskl - INFO - Epoch [101][1800/3405] lr: 6.131e-03, eta: 21:20:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.8416, loss: 2.8416 +2025-06-29 18:06:44,066 - pyskl - INFO - Epoch [101][1900/3405] lr: 6.124e-03, eta: 21:19:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.7484, loss: 2.7484 +2025-06-29 18:07:28,787 - pyskl - INFO - Epoch [101][2000/3405] lr: 6.117e-03, eta: 21:18:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 2.8284, loss: 2.8284 +2025-06-29 18:08:13,466 - pyskl - INFO - Epoch [101][2100/3405] lr: 6.111e-03, eta: 21:17:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 2.7488, loss: 2.7488 +2025-06-29 18:08:58,145 - pyskl - INFO - Epoch [101][2200/3405] lr: 6.104e-03, eta: 21:16:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9906, loss_cls: 2.8150, loss: 2.8150 +2025-06-29 18:09:42,800 - pyskl - INFO - Epoch [101][2300/3405] lr: 6.098e-03, eta: 21:16:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9938, loss_cls: 2.6650, loss: 2.6650 +2025-06-29 18:10:27,394 - pyskl - INFO - Epoch [101][2400/3405] lr: 6.091e-03, eta: 21:15:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.7010, loss: 2.7010 +2025-06-29 18:11:12,176 - pyskl - INFO - Epoch [101][2500/3405] lr: 6.084e-03, eta: 21:14:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.8029, loss: 2.8029 +2025-06-29 18:11:56,749 - pyskl - INFO - Epoch [101][2600/3405] lr: 6.078e-03, eta: 21:13:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.7535, loss: 2.7535 +2025-06-29 18:12:41,228 - pyskl - INFO - Epoch [101][2700/3405] lr: 6.071e-03, eta: 21:13:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.6793, loss: 2.6793 +2025-06-29 18:13:25,843 - pyskl - INFO - Epoch [101][2800/3405] lr: 6.065e-03, eta: 21:12:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.8160, loss: 2.8160 +2025-06-29 18:14:10,423 - pyskl - INFO - Epoch [101][2900/3405] lr: 6.058e-03, eta: 21:11:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.8455, loss: 2.8455 +2025-06-29 18:14:55,218 - pyskl - INFO - Epoch [101][3000/3405] lr: 6.051e-03, eta: 21:10:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.6892, loss: 2.6892 +2025-06-29 18:15:40,114 - pyskl - INFO - Epoch [101][3100/3405] lr: 6.045e-03, eta: 21:10:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.7087, loss: 2.7087 +2025-06-29 18:16:24,937 - pyskl - INFO - Epoch [101][3200/3405] lr: 6.038e-03, eta: 21:09:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 2.8172, loss: 2.8172 +2025-06-29 18:17:09,705 - pyskl - INFO - Epoch [101][3300/3405] lr: 6.032e-03, eta: 21:08:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.8589, loss: 2.8589 +2025-06-29 18:17:54,384 - pyskl - INFO - Epoch [101][3400/3405] lr: 6.025e-03, eta: 21:07:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.7526, loss: 2.7526 +2025-06-29 18:17:57,002 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-06-29 18:21:57,106 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 18:21:57,644 - pyskl - INFO - +top1_acc 0.7886 +top5_acc 0.9575 +2025-06-29 18:21:57,663 - pyskl - INFO - Epoch(val) [101][3718] top1_acc: 0.7886, top5_acc: 0.9575 +2025-06-29 18:23:04,792 - pyskl - INFO - Epoch [102][100/3405] lr: 6.018e-03, eta: 21:07:08, time: 0.671, data_time: 0.225, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.6762, loss: 2.6762 +2025-06-29 18:23:49,504 - pyskl - INFO - Epoch [102][200/3405] lr: 6.012e-03, eta: 21:06:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.6526, loss: 2.6526 +2025-06-29 18:24:34,229 - pyskl - INFO - Epoch [102][300/3405] lr: 6.005e-03, eta: 21:05:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.6447, loss: 2.6447 +2025-06-29 18:25:19,044 - pyskl - INFO - Epoch [102][400/3405] lr: 5.998e-03, eta: 21:04:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.6440, loss: 2.6440 +2025-06-29 18:26:04,062 - pyskl - INFO - Epoch [102][500/3405] lr: 5.992e-03, eta: 21:04:05, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.7665, loss: 2.7665 +2025-06-29 18:26:49,180 - pyskl - INFO - Epoch [102][600/3405] lr: 5.985e-03, eta: 21:03:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.6889, loss: 2.6889 +2025-06-29 18:27:34,197 - pyskl - INFO - Epoch [102][700/3405] lr: 5.979e-03, eta: 21:02:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9925, loss_cls: 2.7331, loss: 2.7331 +2025-06-29 18:28:18,876 - pyskl - INFO - Epoch [102][800/3405] lr: 5.972e-03, eta: 21:01:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.6571, loss: 2.6571 +2025-06-29 18:29:03,650 - pyskl - INFO - Epoch [102][900/3405] lr: 5.966e-03, eta: 21:01:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 2.6904, loss: 2.6904 +2025-06-29 18:29:48,197 - pyskl - INFO - Epoch [102][1000/3405] lr: 5.959e-03, eta: 21:00:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.7007, loss: 2.7007 +2025-06-29 18:30:32,968 - pyskl - INFO - Epoch [102][1100/3405] lr: 5.953e-03, eta: 20:59:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 2.6848, loss: 2.6848 +2025-06-29 18:31:17,828 - pyskl - INFO - Epoch [102][1200/3405] lr: 5.946e-03, eta: 20:58:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 2.8258, loss: 2.8258 +2025-06-29 18:32:02,530 - pyskl - INFO - Epoch [102][1300/3405] lr: 5.939e-03, eta: 20:57:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.7248, loss: 2.7248 +2025-06-29 18:32:47,094 - pyskl - INFO - Epoch [102][1400/3405] lr: 5.933e-03, eta: 20:57:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.7842, loss: 2.7842 +2025-06-29 18:33:31,675 - pyskl - INFO - Epoch [102][1500/3405] lr: 5.926e-03, eta: 20:56:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.8927, loss: 2.8927 +2025-06-29 18:34:16,347 - pyskl - INFO - Epoch [102][1600/3405] lr: 5.920e-03, eta: 20:55:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 2.7725, loss: 2.7725 +2025-06-29 18:35:00,952 - pyskl - INFO - Epoch [102][1700/3405] lr: 5.913e-03, eta: 20:54:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.6937, loss: 2.6937 +2025-06-29 18:35:45,528 - pyskl - INFO - Epoch [102][1800/3405] lr: 5.907e-03, eta: 20:54:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.6939, loss: 2.6939 +2025-06-29 18:36:30,159 - pyskl - INFO - Epoch [102][1900/3405] lr: 5.900e-03, eta: 20:53:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.7189, loss: 2.7189 +2025-06-29 18:37:14,815 - pyskl - INFO - Epoch [102][2000/3405] lr: 5.894e-03, eta: 20:52:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.8226, loss: 2.8226 +2025-06-29 18:37:59,472 - pyskl - INFO - Epoch [102][2100/3405] lr: 5.887e-03, eta: 20:51:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.7491, loss: 2.7491 +2025-06-29 18:38:44,191 - pyskl - INFO - Epoch [102][2200/3405] lr: 5.881e-03, eta: 20:51:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.6075, loss: 2.6075 +2025-06-29 18:39:28,855 - pyskl - INFO - Epoch [102][2300/3405] lr: 5.874e-03, eta: 20:50:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.7452, loss: 2.7452 +2025-06-29 18:40:13,493 - pyskl - INFO - Epoch [102][2400/3405] lr: 5.868e-03, eta: 20:49:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.7931, loss: 2.7931 +2025-06-29 18:40:58,162 - pyskl - INFO - Epoch [102][2500/3405] lr: 5.861e-03, eta: 20:48:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.8409, loss: 2.8409 +2025-06-29 18:41:42,803 - pyskl - INFO - Epoch [102][2600/3405] lr: 5.855e-03, eta: 20:47:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.7416, loss: 2.7416 +2025-06-29 18:42:27,409 - pyskl - INFO - Epoch [102][2700/3405] lr: 5.848e-03, eta: 20:47:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.7640, loss: 2.7640 +2025-06-29 18:43:12,104 - pyskl - INFO - Epoch [102][2800/3405] lr: 5.842e-03, eta: 20:46:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9931, loss_cls: 2.6648, loss: 2.6648 +2025-06-29 18:43:56,734 - pyskl - INFO - Epoch [102][2900/3405] lr: 5.835e-03, eta: 20:45:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.7833, loss: 2.7833 +2025-06-29 18:44:41,493 - pyskl - INFO - Epoch [102][3000/3405] lr: 5.829e-03, eta: 20:44:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.6634, loss: 2.6634 +2025-06-29 18:45:26,231 - pyskl - INFO - Epoch [102][3100/3405] lr: 5.822e-03, eta: 20:44:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 2.6808, loss: 2.6808 +2025-06-29 18:46:10,910 - pyskl - INFO - Epoch [102][3200/3405] lr: 5.816e-03, eta: 20:43:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.7648, loss: 2.7648 +2025-06-29 18:46:55,571 - pyskl - INFO - Epoch [102][3300/3405] lr: 5.809e-03, eta: 20:42:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.7532, loss: 2.7532 +2025-06-29 18:47:40,311 - pyskl - INFO - Epoch [102][3400/3405] lr: 5.803e-03, eta: 20:41:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.8360, loss: 2.8360 +2025-06-29 18:47:42,947 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-06-29 18:51:40,013 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 18:51:40,553 - pyskl - INFO - +top1_acc 0.7971 +top5_acc 0.9581 +2025-06-29 18:51:40,572 - pyskl - INFO - Epoch(val) [102][3718] top1_acc: 0.7971, top5_acc: 0.9581 +2025-06-29 18:52:47,528 - pyskl - INFO - Epoch [103][100/3405] lr: 5.796e-03, eta: 20:41:11, time: 0.669, data_time: 0.224, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.6146, loss: 2.6146 +2025-06-29 18:53:32,294 - pyskl - INFO - Epoch [103][200/3405] lr: 5.789e-03, eta: 20:40:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.5228, loss: 2.5228 +2025-06-29 18:54:17,183 - pyskl - INFO - Epoch [103][300/3405] lr: 5.783e-03, eta: 20:39:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.6103, loss: 2.6103 +2025-06-29 18:55:01,964 - pyskl - INFO - Epoch [103][400/3405] lr: 5.776e-03, eta: 20:38:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.7513, loss: 2.7513 +2025-06-29 18:55:46,797 - pyskl - INFO - Epoch [103][500/3405] lr: 5.770e-03, eta: 20:38:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 2.5342, loss: 2.5342 +2025-06-29 18:56:31,671 - pyskl - INFO - Epoch [103][600/3405] lr: 5.763e-03, eta: 20:37:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9850, loss_cls: 2.6916, loss: 2.6916 +2025-06-29 18:57:16,443 - pyskl - INFO - Epoch [103][700/3405] lr: 5.757e-03, eta: 20:36:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.6295, loss: 2.6295 +2025-06-29 18:58:01,244 - pyskl - INFO - Epoch [103][800/3405] lr: 5.750e-03, eta: 20:35:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.5480, loss: 2.5480 +2025-06-29 18:58:46,135 - pyskl - INFO - Epoch [103][900/3405] lr: 5.744e-03, eta: 20:35:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9944, loss_cls: 2.6322, loss: 2.6322 +2025-06-29 18:59:30,811 - pyskl - INFO - Epoch [103][1000/3405] lr: 5.737e-03, eta: 20:34:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 2.6257, loss: 2.6257 +2025-06-29 19:00:15,552 - pyskl - INFO - Epoch [103][1100/3405] lr: 5.731e-03, eta: 20:33:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.6784, loss: 2.6784 +2025-06-29 19:01:00,194 - pyskl - INFO - Epoch [103][1200/3405] lr: 5.725e-03, eta: 20:32:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 2.6737, loss: 2.6737 +2025-06-29 19:01:44,823 - pyskl - INFO - Epoch [103][1300/3405] lr: 5.718e-03, eta: 20:31:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.7424, loss: 2.7424 +2025-06-29 19:02:29,487 - pyskl - INFO - Epoch [103][1400/3405] lr: 5.712e-03, eta: 20:31:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.6781, loss: 2.6781 +2025-06-29 19:03:14,179 - pyskl - INFO - Epoch [103][1500/3405] lr: 5.705e-03, eta: 20:30:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.8071, loss: 2.8071 +2025-06-29 19:03:58,831 - pyskl - INFO - Epoch [103][1600/3405] lr: 5.699e-03, eta: 20:29:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 2.7792, loss: 2.7792 +2025-06-29 19:04:43,503 - pyskl - INFO - Epoch [103][1700/3405] lr: 5.692e-03, eta: 20:28:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.5874, loss: 2.5874 +2025-06-29 19:05:28,122 - pyskl - INFO - Epoch [103][1800/3405] lr: 5.686e-03, eta: 20:28:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.6541, loss: 2.6541 +2025-06-29 19:06:12,726 - pyskl - INFO - Epoch [103][1900/3405] lr: 5.679e-03, eta: 20:27:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 2.7332, loss: 2.7332 +2025-06-29 19:06:57,374 - pyskl - INFO - Epoch [103][2000/3405] lr: 5.673e-03, eta: 20:26:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.6676, loss: 2.6676 +2025-06-29 19:07:42,011 - pyskl - INFO - Epoch [103][2100/3405] lr: 5.666e-03, eta: 20:25:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.8056, loss: 2.8056 +2025-06-29 19:08:26,612 - pyskl - INFO - Epoch [103][2200/3405] lr: 5.660e-03, eta: 20:25:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.6634, loss: 2.6634 +2025-06-29 19:09:11,285 - pyskl - INFO - Epoch [103][2300/3405] lr: 5.654e-03, eta: 20:24:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 2.5841, loss: 2.5841 +2025-06-29 19:09:55,832 - pyskl - INFO - Epoch [103][2400/3405] lr: 5.647e-03, eta: 20:23:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.7748, loss: 2.7748 +2025-06-29 19:10:40,501 - pyskl - INFO - Epoch [103][2500/3405] lr: 5.641e-03, eta: 20:22:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.6508, loss: 2.6508 +2025-06-29 19:11:25,273 - pyskl - INFO - Epoch [103][2600/3405] lr: 5.634e-03, eta: 20:22:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.7552, loss: 2.7552 +2025-06-29 19:12:09,975 - pyskl - INFO - Epoch [103][2700/3405] lr: 5.628e-03, eta: 20:21:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 2.7007, loss: 2.7007 +2025-06-29 19:12:54,659 - pyskl - INFO - Epoch [103][2800/3405] lr: 5.621e-03, eta: 20:20:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.7607, loss: 2.7607 +2025-06-29 19:13:39,370 - pyskl - INFO - Epoch [103][2900/3405] lr: 5.615e-03, eta: 20:19:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.7785, loss: 2.7785 +2025-06-29 19:14:24,173 - pyskl - INFO - Epoch [103][3000/3405] lr: 5.609e-03, eta: 20:18:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9806, loss_cls: 2.7598, loss: 2.7598 +2025-06-29 19:15:09,016 - pyskl - INFO - Epoch [103][3100/3405] lr: 5.602e-03, eta: 20:18:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9919, loss_cls: 2.7238, loss: 2.7238 +2025-06-29 19:15:53,764 - pyskl - INFO - Epoch [103][3200/3405] lr: 5.596e-03, eta: 20:17:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.6893, loss: 2.6893 +2025-06-29 19:16:38,409 - pyskl - INFO - Epoch [103][3300/3405] lr: 5.589e-03, eta: 20:16:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9912, loss_cls: 2.7281, loss: 2.7281 +2025-06-29 19:17:23,094 - pyskl - INFO - Epoch [103][3400/3405] lr: 5.583e-03, eta: 20:15:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.7788, loss: 2.7788 +2025-06-29 19:17:25,704 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-06-29 19:21:25,823 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 19:21:26,392 - pyskl - INFO - +top1_acc 0.7980 +top5_acc 0.9571 +2025-06-29 19:21:26,413 - pyskl - INFO - Epoch(val) [103][3718] top1_acc: 0.7980, top5_acc: 0.9571 +2025-06-29 19:22:33,891 - pyskl - INFO - Epoch [104][100/3405] lr: 5.576e-03, eta: 20:15:14, time: 0.675, data_time: 0.227, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.6230, loss: 2.6230 +2025-06-29 19:23:18,628 - pyskl - INFO - Epoch [104][200/3405] lr: 5.570e-03, eta: 20:14:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.5354, loss: 2.5354 +2025-06-29 19:24:03,461 - pyskl - INFO - Epoch [104][300/3405] lr: 5.563e-03, eta: 20:13:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9956, loss_cls: 2.5737, loss: 2.5737 +2025-06-29 19:24:48,219 - pyskl - INFO - Epoch [104][400/3405] lr: 5.557e-03, eta: 20:12:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9938, loss_cls: 2.5856, loss: 2.5856 +2025-06-29 19:25:33,048 - pyskl - INFO - Epoch [104][500/3405] lr: 5.551e-03, eta: 20:12:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.6659, loss: 2.6659 +2025-06-29 19:26:17,734 - pyskl - INFO - Epoch [104][600/3405] lr: 5.544e-03, eta: 20:11:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.6238, loss: 2.6238 +2025-06-29 19:27:02,467 - pyskl - INFO - Epoch [104][700/3405] lr: 5.538e-03, eta: 20:10:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 2.5839, loss: 2.5839 +2025-06-29 19:27:47,167 - pyskl - INFO - Epoch [104][800/3405] lr: 5.532e-03, eta: 20:09:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 2.5650, loss: 2.5650 +2025-06-29 19:28:31,829 - pyskl - INFO - Epoch [104][900/3405] lr: 5.525e-03, eta: 20:09:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.6417, loss: 2.6417 +2025-06-29 19:29:16,494 - pyskl - INFO - Epoch [104][1000/3405] lr: 5.519e-03, eta: 20:08:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.5871, loss: 2.5871 +2025-06-29 19:30:01,126 - pyskl - INFO - Epoch [104][1100/3405] lr: 5.512e-03, eta: 20:07:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.7301, loss: 2.7301 +2025-06-29 19:30:45,777 - pyskl - INFO - Epoch [104][1200/3405] lr: 5.506e-03, eta: 20:06:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.7502, loss: 2.7502 +2025-06-29 19:31:30,436 - pyskl - INFO - Epoch [104][1300/3405] lr: 5.500e-03, eta: 20:06:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.6627, loss: 2.6627 +2025-06-29 19:32:15,057 - pyskl - INFO - Epoch [104][1400/3405] lr: 5.493e-03, eta: 20:05:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.6725, loss: 2.6725 +2025-06-29 19:32:59,763 - pyskl - INFO - Epoch [104][1500/3405] lr: 5.487e-03, eta: 20:04:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.6998, loss: 2.6998 +2025-06-29 19:33:44,366 - pyskl - INFO - Epoch [104][1600/3405] lr: 5.481e-03, eta: 20:03:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.7109, loss: 2.7109 +2025-06-29 19:34:28,996 - pyskl - INFO - Epoch [104][1700/3405] lr: 5.474e-03, eta: 20:02:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.6487, loss: 2.6487 +2025-06-29 19:35:13,610 - pyskl - INFO - Epoch [104][1800/3405] lr: 5.468e-03, eta: 20:02:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9875, loss_cls: 2.5464, loss: 2.5464 +2025-06-29 19:35:58,243 - pyskl - INFO - Epoch [104][1900/3405] lr: 5.461e-03, eta: 20:01:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9956, loss_cls: 2.5322, loss: 2.5322 +2025-06-29 19:36:42,894 - pyskl - INFO - Epoch [104][2000/3405] lr: 5.455e-03, eta: 20:00:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.7095, loss: 2.7095 +2025-06-29 19:37:27,525 - pyskl - INFO - Epoch [104][2100/3405] lr: 5.449e-03, eta: 19:59:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.7055, loss: 2.7055 +2025-06-29 19:38:12,284 - pyskl - INFO - Epoch [104][2200/3405] lr: 5.442e-03, eta: 19:59:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.6335, loss: 2.6335 +2025-06-29 19:38:57,055 - pyskl - INFO - Epoch [104][2300/3405] lr: 5.436e-03, eta: 19:58:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.7237, loss: 2.7237 +2025-06-29 19:39:41,740 - pyskl - INFO - Epoch [104][2400/3405] lr: 5.430e-03, eta: 19:57:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 2.7537, loss: 2.7537 +2025-06-29 19:40:26,843 - pyskl - INFO - Epoch [104][2500/3405] lr: 5.423e-03, eta: 19:56:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.7636, loss: 2.7636 +2025-06-29 19:41:11,866 - pyskl - INFO - Epoch [104][2600/3405] lr: 5.417e-03, eta: 19:56:05, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.5683, loss: 2.5683 +2025-06-29 19:41:56,598 - pyskl - INFO - Epoch [104][2700/3405] lr: 5.411e-03, eta: 19:55:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.7225, loss: 2.7225 +2025-06-29 19:42:41,341 - pyskl - INFO - Epoch [104][2800/3405] lr: 5.404e-03, eta: 19:54:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.7341, loss: 2.7341 +2025-06-29 19:43:25,975 - pyskl - INFO - Epoch [104][2900/3405] lr: 5.398e-03, eta: 19:53:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 2.7618, loss: 2.7618 +2025-06-29 19:44:10,642 - pyskl - INFO - Epoch [104][3000/3405] lr: 5.392e-03, eta: 19:53:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 2.8098, loss: 2.8098 +2025-06-29 19:44:55,670 - pyskl - INFO - Epoch [104][3100/3405] lr: 5.385e-03, eta: 19:52:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.6633, loss: 2.6633 +2025-06-29 19:45:40,317 - pyskl - INFO - Epoch [104][3200/3405] lr: 5.379e-03, eta: 19:51:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.7387, loss: 2.7387 +2025-06-29 19:46:24,999 - pyskl - INFO - Epoch [104][3300/3405] lr: 5.373e-03, eta: 19:50:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.7921, loss: 2.7921 +2025-06-29 19:47:09,717 - pyskl - INFO - Epoch [104][3400/3405] lr: 5.366e-03, eta: 19:49:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.6399, loss: 2.6399 +2025-06-29 19:47:12,340 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-06-29 19:51:13,382 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 19:51:14,191 - pyskl - INFO - +top1_acc 0.8045 +top5_acc 0.9582 +2025-06-29 19:51:14,231 - pyskl - INFO - Epoch(val) [104][3718] top1_acc: 0.8045, top5_acc: 0.9582 +2025-06-29 19:52:23,800 - pyskl - INFO - Epoch [105][100/3405] lr: 5.360e-03, eta: 19:49:19, time: 0.696, data_time: 0.243, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.5902, loss: 2.5902 +2025-06-29 19:53:09,060 - pyskl - INFO - Epoch [105][200/3405] lr: 5.354e-03, eta: 19:48:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9938, loss_cls: 2.6053, loss: 2.6053 +2025-06-29 19:53:53,987 - pyskl - INFO - Epoch [105][300/3405] lr: 5.347e-03, eta: 19:47:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 2.6253, loss: 2.6253 +2025-06-29 19:54:38,890 - pyskl - INFO - Epoch [105][400/3405] lr: 5.341e-03, eta: 19:47:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.5178, loss: 2.5178 +2025-06-29 19:55:23,674 - pyskl - INFO - Epoch [105][500/3405] lr: 5.335e-03, eta: 19:46:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.5881, loss: 2.5881 +2025-06-29 19:56:08,405 - pyskl - INFO - Epoch [105][600/3405] lr: 5.328e-03, eta: 19:45:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.5275, loss: 2.5275 +2025-06-29 19:56:53,130 - pyskl - INFO - Epoch [105][700/3405] lr: 5.322e-03, eta: 19:44:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.5584, loss: 2.5584 +2025-06-29 19:57:37,890 - pyskl - INFO - Epoch [105][800/3405] lr: 5.316e-03, eta: 19:43:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.7545, loss: 2.7545 +2025-06-29 19:58:22,651 - pyskl - INFO - Epoch [105][900/3405] lr: 5.309e-03, eta: 19:43:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.6540, loss: 2.6540 +2025-06-29 19:59:07,423 - pyskl - INFO - Epoch [105][1000/3405] lr: 5.303e-03, eta: 19:42:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.5520, loss: 2.5520 +2025-06-29 19:59:52,203 - pyskl - INFO - Epoch [105][1100/3405] lr: 5.297e-03, eta: 19:41:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.6305, loss: 2.6305 +2025-06-29 20:00:37,000 - pyskl - INFO - Epoch [105][1200/3405] lr: 5.291e-03, eta: 19:40:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9950, loss_cls: 2.5317, loss: 2.5317 +2025-06-29 20:01:21,805 - pyskl - INFO - Epoch [105][1300/3405] lr: 5.284e-03, eta: 19:40:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 2.6621, loss: 2.6621 +2025-06-29 20:02:06,658 - pyskl - INFO - Epoch [105][1400/3405] lr: 5.278e-03, eta: 19:39:22, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 2.6765, loss: 2.6765 +2025-06-29 20:02:51,429 - pyskl - INFO - Epoch [105][1500/3405] lr: 5.272e-03, eta: 19:38:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.6518, loss: 2.6518 +2025-06-29 20:03:36,181 - pyskl - INFO - Epoch [105][1600/3405] lr: 5.265e-03, eta: 19:37:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 2.7649, loss: 2.7649 +2025-06-29 20:04:20,933 - pyskl - INFO - Epoch [105][1700/3405] lr: 5.259e-03, eta: 19:37:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 2.6692, loss: 2.6692 +2025-06-29 20:05:05,691 - pyskl - INFO - Epoch [105][1800/3405] lr: 5.253e-03, eta: 19:36:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.6086, loss: 2.6086 +2025-06-29 20:05:50,405 - pyskl - INFO - Epoch [105][1900/3405] lr: 5.247e-03, eta: 19:35:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.6688, loss: 2.6688 +2025-06-29 20:06:35,111 - pyskl - INFO - Epoch [105][2000/3405] lr: 5.240e-03, eta: 19:34:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.6381, loss: 2.6381 +2025-06-29 20:07:20,060 - pyskl - INFO - Epoch [105][2100/3405] lr: 5.234e-03, eta: 19:34:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.5062, loss: 2.5062 +2025-06-29 20:08:04,975 - pyskl - INFO - Epoch [105][2200/3405] lr: 5.228e-03, eta: 19:33:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.5796, loss: 2.5796 +2025-06-29 20:08:49,772 - pyskl - INFO - Epoch [105][2300/3405] lr: 5.222e-03, eta: 19:32:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.5953, loss: 2.5953 +2025-06-29 20:09:34,594 - pyskl - INFO - Epoch [105][2400/3405] lr: 5.215e-03, eta: 19:31:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.5958, loss: 2.5958 +2025-06-29 20:10:19,330 - pyskl - INFO - Epoch [105][2500/3405] lr: 5.209e-03, eta: 19:30:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.6552, loss: 2.6552 +2025-06-29 20:11:04,136 - pyskl - INFO - Epoch [105][2600/3405] lr: 5.203e-03, eta: 19:30:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9956, loss_cls: 2.6196, loss: 2.6196 +2025-06-29 20:11:48,955 - pyskl - INFO - Epoch [105][2700/3405] lr: 5.197e-03, eta: 19:29:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.6429, loss: 2.6429 +2025-06-29 20:12:33,795 - pyskl - INFO - Epoch [105][2800/3405] lr: 5.190e-03, eta: 19:28:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.6121, loss: 2.6121 +2025-06-29 20:13:18,646 - pyskl - INFO - Epoch [105][2900/3405] lr: 5.184e-03, eta: 19:27:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.6750, loss: 2.6750 +2025-06-29 20:14:03,382 - pyskl - INFO - Epoch [105][3000/3405] lr: 5.178e-03, eta: 19:27:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.7047, loss: 2.7047 +2025-06-29 20:14:48,418 - pyskl - INFO - Epoch [105][3100/3405] lr: 5.172e-03, eta: 19:26:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.5828, loss: 2.5828 +2025-06-29 20:15:33,124 - pyskl - INFO - Epoch [105][3200/3405] lr: 5.166e-03, eta: 19:25:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 2.6544, loss: 2.6544 +2025-06-29 20:16:17,875 - pyskl - INFO - Epoch [105][3300/3405] lr: 5.159e-03, eta: 19:24:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.6752, loss: 2.6752 +2025-06-29 20:17:02,592 - pyskl - INFO - Epoch [105][3400/3405] lr: 5.153e-03, eta: 19:24:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.5570, loss: 2.5570 +2025-06-29 20:17:05,187 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-06-29 20:35:15,904 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 20:35:16,478 - pyskl - INFO - +top1_acc 0.7909 +top5_acc 0.9520 +2025-06-29 20:35:16,498 - pyskl - INFO - Epoch(val) [105][3718] top1_acc: 0.7909, top5_acc: 0.9520 +2025-06-29 20:36:46,010 - pyskl - INFO - Epoch [106][100/3405] lr: 5.147e-03, eta: 19:23:34, time: 0.895, data_time: 0.226, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.5043, loss: 2.5043 +2025-06-29 20:37:52,631 - pyskl - INFO - Epoch [106][200/3405] lr: 5.140e-03, eta: 19:22:57, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.4744, loss: 2.4744 +2025-06-29 20:38:59,216 - pyskl - INFO - Epoch [106][300/3405] lr: 5.134e-03, eta: 19:22:20, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.5563, loss: 2.5563 +2025-06-29 20:40:05,818 - pyskl - INFO - Epoch [106][400/3405] lr: 5.128e-03, eta: 19:21:44, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.5881, loss: 2.5881 +2025-06-29 20:41:12,398 - pyskl - INFO - Epoch [106][500/3405] lr: 5.122e-03, eta: 19:21:07, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.4988, loss: 2.4988 +2025-06-29 20:42:18,970 - pyskl - INFO - Epoch [106][600/3405] lr: 5.115e-03, eta: 19:20:30, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9956, loss_cls: 2.5234, loss: 2.5234 +2025-06-29 20:43:25,477 - pyskl - INFO - Epoch [106][700/3405] lr: 5.109e-03, eta: 19:19:54, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.5771, loss: 2.5771 +2025-06-29 20:44:32,272 - pyskl - INFO - Epoch [106][800/3405] lr: 5.103e-03, eta: 19:19:17, time: 0.668, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.6398, loss: 2.6398 +2025-06-29 20:45:38,774 - pyskl - INFO - Epoch [106][900/3405] lr: 5.097e-03, eta: 19:18:40, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.4861, loss: 2.4861 +2025-06-29 20:46:45,383 - pyskl - INFO - Epoch [106][1000/3405] lr: 5.091e-03, eta: 19:18:03, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9950, loss_cls: 2.5745, loss: 2.5745 +2025-06-29 20:47:52,012 - pyskl - INFO - Epoch [106][1100/3405] lr: 5.084e-03, eta: 19:17:27, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9956, loss_cls: 2.6062, loss: 2.6062 +2025-06-29 20:48:58,483 - pyskl - INFO - Epoch [106][1200/3405] lr: 5.078e-03, eta: 19:16:50, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.5871, loss: 2.5871 +2025-06-29 20:50:04,945 - pyskl - INFO - Epoch [106][1300/3405] lr: 5.072e-03, eta: 19:16:13, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 2.5685, loss: 2.5685 +2025-06-29 20:51:11,392 - pyskl - INFO - Epoch [106][1400/3405] lr: 5.066e-03, eta: 19:15:36, time: 0.664, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.5505, loss: 2.5505 +2025-06-29 20:52:17,897 - pyskl - INFO - Epoch [106][1500/3405] lr: 5.060e-03, eta: 19:14:59, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.4844, loss: 2.4844 +2025-06-29 20:53:24,367 - pyskl - INFO - Epoch [106][1600/3405] lr: 5.054e-03, eta: 19:14:22, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.6620, loss: 2.6620 +2025-06-29 20:54:30,787 - pyskl - INFO - Epoch [106][1700/3405] lr: 5.047e-03, eta: 19:13:45, time: 0.664, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9925, loss_cls: 2.6807, loss: 2.6807 +2025-06-29 20:55:37,252 - pyskl - INFO - Epoch [106][1800/3405] lr: 5.041e-03, eta: 19:13:09, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9938, loss_cls: 2.6379, loss: 2.6379 +2025-06-29 20:56:43,646 - pyskl - INFO - Epoch [106][1900/3405] lr: 5.035e-03, eta: 19:12:32, time: 0.664, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.5782, loss: 2.5782 +2025-06-29 20:57:50,077 - pyskl - INFO - Epoch [106][2000/3405] lr: 5.029e-03, eta: 19:11:55, time: 0.664, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.5886, loss: 2.5886 +2025-06-29 20:58:56,586 - pyskl - INFO - Epoch [106][2100/3405] lr: 5.023e-03, eta: 19:11:18, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.6978, loss: 2.6978 +2025-06-29 21:00:03,148 - pyskl - INFO - Epoch [106][2200/3405] lr: 5.017e-03, eta: 19:10:41, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.5923, loss: 2.5923 +2025-06-29 21:01:09,669 - pyskl - INFO - Epoch [106][2300/3405] lr: 5.010e-03, eta: 19:10:04, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.5900, loss: 2.5900 +2025-06-29 21:02:16,154 - pyskl - INFO - Epoch [106][2400/3405] lr: 5.004e-03, eta: 19:09:27, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 2.6046, loss: 2.6046 +2025-06-29 21:03:22,613 - pyskl - INFO - Epoch [106][2500/3405] lr: 4.998e-03, eta: 19:08:50, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.5374, loss: 2.5374 +2025-06-29 21:04:29,130 - pyskl - INFO - Epoch [106][2600/3405] lr: 4.992e-03, eta: 19:08:13, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9938, loss_cls: 2.6129, loss: 2.6129 +2025-06-29 21:05:35,598 - pyskl - INFO - Epoch [106][2700/3405] lr: 4.986e-03, eta: 19:07:36, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 2.6245, loss: 2.6245 +2025-06-29 21:06:42,103 - pyskl - INFO - Epoch [106][2800/3405] lr: 4.980e-03, eta: 19:06:58, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.6446, loss: 2.6446 +2025-06-29 21:07:48,539 - pyskl - INFO - Epoch [106][2900/3405] lr: 4.974e-03, eta: 19:06:21, time: 0.664, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.6802, loss: 2.6802 +2025-06-29 21:08:55,123 - pyskl - INFO - Epoch [106][3000/3405] lr: 4.967e-03, eta: 19:05:44, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.6586, loss: 2.6586 +2025-06-29 21:10:01,684 - pyskl - INFO - Epoch [106][3100/3405] lr: 4.961e-03, eta: 19:05:07, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.5717, loss: 2.5717 +2025-06-29 21:11:08,183 - pyskl - INFO - Epoch [106][3200/3405] lr: 4.955e-03, eta: 19:04:30, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.6378, loss: 2.6378 +2025-06-29 21:12:14,715 - pyskl - INFO - Epoch [106][3300/3405] lr: 4.949e-03, eta: 19:03:53, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.6565, loss: 2.6565 +2025-06-29 21:13:21,290 - pyskl - INFO - Epoch [106][3400/3405] lr: 4.943e-03, eta: 19:03:16, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.5181, loss: 2.5181 +2025-06-29 21:13:24,813 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-06-29 21:17:24,366 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 21:17:24,915 - pyskl - INFO - +top1_acc 0.8181 +top5_acc 0.9619 +2025-06-29 21:17:24,971 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_99.pth was removed +2025-06-29 21:17:26,044 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2025-06-29 21:17:26,045 - pyskl - INFO - Best top1_acc is 0.8181 at 106 epoch. +2025-06-29 21:17:26,066 - pyskl - INFO - Epoch(val) [106][3718] top1_acc: 0.8181, top5_acc: 0.9619 +2025-06-29 21:18:33,433 - pyskl - INFO - Epoch [107][100/3405] lr: 4.936e-03, eta: 19:02:36, time: 0.674, data_time: 0.227, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.4541, loss: 2.4541 +2025-06-29 21:19:18,051 - pyskl - INFO - Epoch [107][200/3405] lr: 4.930e-03, eta: 19:01:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.5376, loss: 2.5376 +2025-06-29 21:20:02,716 - pyskl - INFO - Epoch [107][300/3405] lr: 4.924e-03, eta: 19:01:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.5328, loss: 2.5328 +2025-06-29 21:20:47,351 - pyskl - INFO - Epoch [107][400/3405] lr: 4.918e-03, eta: 19:00:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.5165, loss: 2.5165 +2025-06-29 21:21:32,043 - pyskl - INFO - Epoch [107][500/3405] lr: 4.912e-03, eta: 18:59:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.5185, loss: 2.5185 +2025-06-29 21:22:16,779 - pyskl - INFO - Epoch [107][600/3405] lr: 4.906e-03, eta: 18:58:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.5015, loss: 2.5015 +2025-06-29 21:23:01,413 - pyskl - INFO - Epoch [107][700/3405] lr: 4.900e-03, eta: 18:57:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9969, loss_cls: 2.4334, loss: 2.4334 +2025-06-29 21:23:46,335 - pyskl - INFO - Epoch [107][800/3405] lr: 4.894e-03, eta: 18:57:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.4705, loss: 2.4705 +2025-06-29 21:24:31,300 - pyskl - INFO - Epoch [107][900/3405] lr: 4.888e-03, eta: 18:56:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.5039, loss: 2.5039 +2025-06-29 21:25:16,245 - pyskl - INFO - Epoch [107][1000/3405] lr: 4.881e-03, eta: 18:55:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.6076, loss: 2.6076 +2025-06-29 21:26:01,192 - pyskl - INFO - Epoch [107][1100/3405] lr: 4.875e-03, eta: 18:54:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 2.5914, loss: 2.5914 +2025-06-29 21:26:46,186 - pyskl - INFO - Epoch [107][1200/3405] lr: 4.869e-03, eta: 18:54:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.5810, loss: 2.5810 +2025-06-29 21:27:31,058 - pyskl - INFO - Epoch [107][1300/3405] lr: 4.863e-03, eta: 18:53:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.5868, loss: 2.5868 +2025-06-29 21:28:15,980 - pyskl - INFO - Epoch [107][1400/3405] lr: 4.857e-03, eta: 18:52:35, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.4885, loss: 2.4885 +2025-06-29 21:29:00,786 - pyskl - INFO - Epoch [107][1500/3405] lr: 4.851e-03, eta: 18:51:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.5156, loss: 2.5156 +2025-06-29 21:29:45,676 - pyskl - INFO - Epoch [107][1600/3405] lr: 4.845e-03, eta: 18:51:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.6049, loss: 2.6049 +2025-06-29 21:30:30,409 - pyskl - INFO - Epoch [107][1700/3405] lr: 4.839e-03, eta: 18:50:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 2.6191, loss: 2.6191 +2025-06-29 21:31:15,042 - pyskl - INFO - Epoch [107][1800/3405] lr: 4.833e-03, eta: 18:49:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.5406, loss: 2.5406 +2025-06-29 21:31:59,534 - pyskl - INFO - Epoch [107][1900/3405] lr: 4.827e-03, eta: 18:48:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.6416, loss: 2.6416 +2025-06-29 21:32:44,271 - pyskl - INFO - Epoch [107][2000/3405] lr: 4.821e-03, eta: 18:47:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.5956, loss: 2.5956 +2025-06-29 21:33:28,901 - pyskl - INFO - Epoch [107][2100/3405] lr: 4.815e-03, eta: 18:47:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9850, loss_cls: 2.5792, loss: 2.5792 +2025-06-29 21:34:13,548 - pyskl - INFO - Epoch [107][2200/3405] lr: 4.809e-03, eta: 18:46:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9938, loss_cls: 2.5881, loss: 2.5881 +2025-06-29 21:34:58,234 - pyskl - INFO - Epoch [107][2300/3405] lr: 4.802e-03, eta: 18:45:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.5285, loss: 2.5285 +2025-06-29 21:35:42,871 - pyskl - INFO - Epoch [107][2400/3405] lr: 4.796e-03, eta: 18:44:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9956, loss_cls: 2.4993, loss: 2.4993 +2025-06-29 21:36:27,507 - pyskl - INFO - Epoch [107][2500/3405] lr: 4.790e-03, eta: 18:44:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.6698, loss: 2.6698 +2025-06-29 21:37:12,107 - pyskl - INFO - Epoch [107][2600/3405] lr: 4.784e-03, eta: 18:43:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.6166, loss: 2.6166 +2025-06-29 21:37:56,812 - pyskl - INFO - Epoch [107][2700/3405] lr: 4.778e-03, eta: 18:42:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.6381, loss: 2.6381 +2025-06-29 21:38:41,508 - pyskl - INFO - Epoch [107][2800/3405] lr: 4.772e-03, eta: 18:41:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.5767, loss: 2.5767 +2025-06-29 21:39:26,427 - pyskl - INFO - Epoch [107][2900/3405] lr: 4.766e-03, eta: 18:41:02, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.4861, loss: 2.4861 +2025-06-29 21:40:11,222 - pyskl - INFO - Epoch [107][3000/3405] lr: 4.760e-03, eta: 18:40:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 2.6144, loss: 2.6144 +2025-06-29 21:40:55,972 - pyskl - INFO - Epoch [107][3100/3405] lr: 4.754e-03, eta: 18:39:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.5899, loss: 2.5899 +2025-06-29 21:41:40,783 - pyskl - INFO - Epoch [107][3200/3405] lr: 4.748e-03, eta: 18:38:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.5892, loss: 2.5892 +2025-06-29 21:42:25,505 - pyskl - INFO - Epoch [107][3300/3405] lr: 4.742e-03, eta: 18:37:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.6371, loss: 2.6371 +2025-06-29 21:43:10,311 - pyskl - INFO - Epoch [107][3400/3405] lr: 4.736e-03, eta: 18:37:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.6420, loss: 2.6420 +2025-06-29 21:43:12,916 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-06-29 21:47:13,012 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 21:47:13,557 - pyskl - INFO - +top1_acc 0.8181 +top5_acc 0.9600 +2025-06-29 21:47:13,576 - pyskl - INFO - Epoch(val) [107][3718] top1_acc: 0.8181, top5_acc: 0.9600 +2025-06-29 21:48:21,077 - pyskl - INFO - Epoch [108][100/3405] lr: 4.730e-03, eta: 18:36:31, time: 0.675, data_time: 0.226, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.5583, loss: 2.5583 +2025-06-29 21:49:06,076 - pyskl - INFO - Epoch [108][200/3405] lr: 4.724e-03, eta: 18:35:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.4064, loss: 2.4064 +2025-06-29 21:49:50,774 - pyskl - INFO - Epoch [108][300/3405] lr: 4.718e-03, eta: 18:34:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.5074, loss: 2.5074 +2025-06-29 21:50:35,651 - pyskl - INFO - Epoch [108][400/3405] lr: 4.712e-03, eta: 18:34:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9975, loss_cls: 2.4908, loss: 2.4908 +2025-06-29 21:51:20,436 - pyskl - INFO - Epoch [108][500/3405] lr: 4.706e-03, eta: 18:33:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9969, loss_cls: 2.4750, loss: 2.4750 +2025-06-29 21:52:05,189 - pyskl - INFO - Epoch [108][600/3405] lr: 4.700e-03, eta: 18:32:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.4590, loss: 2.4590 +2025-06-29 21:52:50,035 - pyskl - INFO - Epoch [108][700/3405] lr: 4.694e-03, eta: 18:31:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.5350, loss: 2.5350 +2025-06-29 21:53:34,900 - pyskl - INFO - Epoch [108][800/3405] lr: 4.688e-03, eta: 18:31:07, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.4647, loss: 2.4647 +2025-06-29 21:54:19,740 - pyskl - INFO - Epoch [108][900/3405] lr: 4.682e-03, eta: 18:30:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 2.4383, loss: 2.4383 +2025-06-29 21:55:04,566 - pyskl - INFO - Epoch [108][1000/3405] lr: 4.676e-03, eta: 18:29:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.4076, loss: 2.4076 +2025-06-29 21:55:49,374 - pyskl - INFO - Epoch [108][1100/3405] lr: 4.670e-03, eta: 18:28:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 2.4448, loss: 2.4448 +2025-06-29 21:56:34,191 - pyskl - INFO - Epoch [108][1200/3405] lr: 4.664e-03, eta: 18:28:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.4177, loss: 2.4177 +2025-06-29 21:57:18,977 - pyskl - INFO - Epoch [108][1300/3405] lr: 4.658e-03, eta: 18:27:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9950, loss_cls: 2.5368, loss: 2.5368 +2025-06-29 21:58:03,884 - pyskl - INFO - Epoch [108][1400/3405] lr: 4.652e-03, eta: 18:26:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.5085, loss: 2.5085 +2025-06-29 21:58:48,603 - pyskl - INFO - Epoch [108][1500/3405] lr: 4.646e-03, eta: 18:25:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.4354, loss: 2.4354 +2025-06-29 21:59:33,411 - pyskl - INFO - Epoch [108][1600/3405] lr: 4.640e-03, eta: 18:24:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.6318, loss: 2.6318 +2025-06-29 22:00:18,254 - pyskl - INFO - Epoch [108][1700/3405] lr: 4.634e-03, eta: 18:24:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.5782, loss: 2.5782 +2025-06-29 22:01:03,031 - pyskl - INFO - Epoch [108][1800/3405] lr: 4.628e-03, eta: 18:23:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9925, loss_cls: 2.6128, loss: 2.6128 +2025-06-29 22:01:48,059 - pyskl - INFO - Epoch [108][1900/3405] lr: 4.622e-03, eta: 18:22:40, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9956, loss_cls: 2.4500, loss: 2.4500 +2025-06-29 22:02:33,148 - pyskl - INFO - Epoch [108][2000/3405] lr: 4.616e-03, eta: 18:21:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9962, loss_cls: 2.5172, loss: 2.5172 +2025-06-29 22:03:17,882 - pyskl - INFO - Epoch [108][2100/3405] lr: 4.610e-03, eta: 18:21:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.5737, loss: 2.5737 +2025-06-29 22:04:02,606 - pyskl - INFO - Epoch [108][2200/3405] lr: 4.604e-03, eta: 18:20:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.5686, loss: 2.5686 +2025-06-29 22:04:47,705 - pyskl - INFO - Epoch [108][2300/3405] lr: 4.598e-03, eta: 18:19:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9950, loss_cls: 2.5256, loss: 2.5256 +2025-06-29 22:05:32,576 - pyskl - INFO - Epoch [108][2400/3405] lr: 4.592e-03, eta: 18:18:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 2.5500, loss: 2.5500 +2025-06-29 22:06:17,230 - pyskl - INFO - Epoch [108][2500/3405] lr: 4.586e-03, eta: 18:18:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9956, loss_cls: 2.6164, loss: 2.6164 +2025-06-29 22:07:01,879 - pyskl - INFO - Epoch [108][2600/3405] lr: 4.580e-03, eta: 18:17:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 2.5752, loss: 2.5752 +2025-06-29 22:07:46,572 - pyskl - INFO - Epoch [108][2700/3405] lr: 4.574e-03, eta: 18:16:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.5717, loss: 2.5717 +2025-06-29 22:08:31,361 - pyskl - INFO - Epoch [108][2800/3405] lr: 4.568e-03, eta: 18:15:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9831, loss_cls: 2.6209, loss: 2.6209 +2025-06-29 22:09:16,027 - pyskl - INFO - Epoch [108][2900/3405] lr: 4.562e-03, eta: 18:14:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.4310, loss: 2.4310 +2025-06-29 22:10:00,813 - pyskl - INFO - Epoch [108][3000/3405] lr: 4.556e-03, eta: 18:14:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.5783, loss: 2.5783 +2025-06-29 22:10:45,539 - pyskl - INFO - Epoch [108][3100/3405] lr: 4.550e-03, eta: 18:13:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.4729, loss: 2.4729 +2025-06-29 22:11:30,150 - pyskl - INFO - Epoch [108][3200/3405] lr: 4.544e-03, eta: 18:12:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 2.4862, loss: 2.4862 +2025-06-29 22:12:14,732 - pyskl - INFO - Epoch [108][3300/3405] lr: 4.538e-03, eta: 18:11:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 2.5819, loss: 2.5819 +2025-06-29 22:12:59,307 - pyskl - INFO - Epoch [108][3400/3405] lr: 4.533e-03, eta: 18:11:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9856, loss_cls: 2.5960, loss: 2.5960 +2025-06-29 22:13:01,857 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-06-29 22:17:01,128 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 22:17:01,660 - pyskl - INFO - +top1_acc 0.8093 +top5_acc 0.9600 +2025-06-29 22:17:01,678 - pyskl - INFO - Epoch(val) [108][3718] top1_acc: 0.8093, top5_acc: 0.9600 +2025-06-29 22:18:08,989 - pyskl - INFO - Epoch [109][100/3405] lr: 4.526e-03, eta: 18:10:26, time: 0.673, data_time: 0.224, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.5088, loss: 2.5088 +2025-06-29 22:18:53,672 - pyskl - INFO - Epoch [109][200/3405] lr: 4.520e-03, eta: 18:09:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.4408, loss: 2.4408 +2025-06-29 22:19:38,228 - pyskl - INFO - Epoch [109][300/3405] lr: 4.515e-03, eta: 18:08:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.4579, loss: 2.4579 +2025-06-29 22:20:22,898 - pyskl - INFO - Epoch [109][400/3405] lr: 4.509e-03, eta: 18:08:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.4399, loss: 2.4399 +2025-06-29 22:21:07,561 - pyskl - INFO - Epoch [109][500/3405] lr: 4.503e-03, eta: 18:07:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.4126, loss: 2.4126 +2025-06-29 22:21:52,271 - pyskl - INFO - Epoch [109][600/3405] lr: 4.497e-03, eta: 18:06:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.4413, loss: 2.4413 +2025-06-29 22:22:36,985 - pyskl - INFO - Epoch [109][700/3405] lr: 4.491e-03, eta: 18:05:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 2.4001, loss: 2.4001 +2025-06-29 22:23:21,657 - pyskl - INFO - Epoch [109][800/3405] lr: 4.485e-03, eta: 18:05:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 2.4922, loss: 2.4922 +2025-06-29 22:24:06,498 - pyskl - INFO - Epoch [109][900/3405] lr: 4.479e-03, eta: 18:04:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9881, loss_cls: 2.4894, loss: 2.4894 +2025-06-29 22:24:51,227 - pyskl - INFO - Epoch [109][1000/3405] lr: 4.473e-03, eta: 18:03:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 2.4387, loss: 2.4387 +2025-06-29 22:25:35,860 - pyskl - INFO - Epoch [109][1100/3405] lr: 4.467e-03, eta: 18:02:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.3126, loss: 2.3126 +2025-06-29 22:26:20,594 - pyskl - INFO - Epoch [109][1200/3405] lr: 4.461e-03, eta: 18:01:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9975, loss_cls: 2.4618, loss: 2.4618 +2025-06-29 22:27:05,235 - pyskl - INFO - Epoch [109][1300/3405] lr: 4.455e-03, eta: 18:01:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9944, loss_cls: 2.4969, loss: 2.4969 +2025-06-29 22:27:49,885 - pyskl - INFO - Epoch [109][1400/3405] lr: 4.450e-03, eta: 18:00:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9950, loss_cls: 2.5104, loss: 2.5104 +2025-06-29 22:28:34,527 - pyskl - INFO - Epoch [109][1500/3405] lr: 4.444e-03, eta: 17:59:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.4684, loss: 2.4684 +2025-06-29 22:29:19,267 - pyskl - INFO - Epoch [109][1600/3405] lr: 4.438e-03, eta: 17:58:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 2.3928, loss: 2.3928 +2025-06-29 22:30:04,005 - pyskl - INFO - Epoch [109][1700/3405] lr: 4.432e-03, eta: 17:58:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.5619, loss: 2.5619 +2025-06-29 22:30:48,634 - pyskl - INFO - Epoch [109][1800/3405] lr: 4.426e-03, eta: 17:57:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 2.5747, loss: 2.5747 +2025-06-29 22:31:33,262 - pyskl - INFO - Epoch [109][1900/3405] lr: 4.420e-03, eta: 17:56:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.4913, loss: 2.4913 +2025-06-29 22:32:17,853 - pyskl - INFO - Epoch [109][2000/3405] lr: 4.414e-03, eta: 17:55:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.5716, loss: 2.5716 +2025-06-29 22:33:02,703 - pyskl - INFO - Epoch [109][2100/3405] lr: 4.409e-03, eta: 17:55:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.5437, loss: 2.5437 +2025-06-29 22:33:47,419 - pyskl - INFO - Epoch [109][2200/3405] lr: 4.403e-03, eta: 17:54:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.5044, loss: 2.5044 +2025-06-29 22:34:32,099 - pyskl - INFO - Epoch [109][2300/3405] lr: 4.397e-03, eta: 17:53:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.5302, loss: 2.5302 +2025-06-29 22:35:16,631 - pyskl - INFO - Epoch [109][2400/3405] lr: 4.391e-03, eta: 17:52:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.4307, loss: 2.4307 +2025-06-29 22:36:01,521 - pyskl - INFO - Epoch [109][2500/3405] lr: 4.385e-03, eta: 17:51:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.4293, loss: 2.4293 +2025-06-29 22:36:46,238 - pyskl - INFO - Epoch [109][2600/3405] lr: 4.379e-03, eta: 17:51:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.5885, loss: 2.5885 +2025-06-29 22:37:30,863 - pyskl - INFO - Epoch [109][2700/3405] lr: 4.373e-03, eta: 17:50:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.4797, loss: 2.4797 +2025-06-29 22:38:15,546 - pyskl - INFO - Epoch [109][2800/3405] lr: 4.368e-03, eta: 17:49:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.5328, loss: 2.5328 +2025-06-29 22:39:00,317 - pyskl - INFO - Epoch [109][2900/3405] lr: 4.362e-03, eta: 17:48:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.6156, loss: 2.6156 +2025-06-29 22:39:44,975 - pyskl - INFO - Epoch [109][3000/3405] lr: 4.356e-03, eta: 17:48:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.5768, loss: 2.5768 +2025-06-29 22:40:29,675 - pyskl - INFO - Epoch [109][3100/3405] lr: 4.350e-03, eta: 17:47:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.5246, loss: 2.5246 +2025-06-29 22:41:14,400 - pyskl - INFO - Epoch [109][3200/3405] lr: 4.344e-03, eta: 17:46:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.5502, loss: 2.5502 +2025-06-29 22:41:59,099 - pyskl - INFO - Epoch [109][3300/3405] lr: 4.338e-03, eta: 17:45:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.5839, loss: 2.5839 +2025-06-29 22:42:43,769 - pyskl - INFO - Epoch [109][3400/3405] lr: 4.333e-03, eta: 17:45:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.5055, loss: 2.5055 +2025-06-29 22:42:46,289 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-06-29 22:46:45,856 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 22:46:46,398 - pyskl - INFO - +top1_acc 0.8120 +top5_acc 0.9634 +2025-06-29 22:46:46,421 - pyskl - INFO - Epoch(val) [109][3718] top1_acc: 0.8120, top5_acc: 0.9634 +2025-06-29 22:47:54,468 - pyskl - INFO - Epoch [110][100/3405] lr: 4.326e-03, eta: 17:44:21, time: 0.680, data_time: 0.234, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.4326, loss: 2.4326 +2025-06-29 22:48:39,183 - pyskl - INFO - Epoch [110][200/3405] lr: 4.321e-03, eta: 17:43:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.3558, loss: 2.3558 +2025-06-29 22:49:23,876 - pyskl - INFO - Epoch [110][300/3405] lr: 4.315e-03, eta: 17:42:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.3891, loss: 2.3891 +2025-06-29 22:50:08,634 - pyskl - INFO - Epoch [110][400/3405] lr: 4.309e-03, eta: 17:42:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.3833, loss: 2.3833 +2025-06-29 22:50:53,405 - pyskl - INFO - Epoch [110][500/3405] lr: 4.303e-03, eta: 17:41:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.4412, loss: 2.4412 +2025-06-29 22:51:38,152 - pyskl - INFO - Epoch [110][600/3405] lr: 4.297e-03, eta: 17:40:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.4572, loss: 2.4572 +2025-06-29 22:52:22,886 - pyskl - INFO - Epoch [110][700/3405] lr: 4.292e-03, eta: 17:39:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.4765, loss: 2.4765 +2025-06-29 22:53:07,738 - pyskl - INFO - Epoch [110][800/3405] lr: 4.286e-03, eta: 17:38:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.4587, loss: 2.4587 +2025-06-29 22:53:52,691 - pyskl - INFO - Epoch [110][900/3405] lr: 4.280e-03, eta: 17:38:12, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.4556, loss: 2.4556 +2025-06-29 22:54:37,670 - pyskl - INFO - Epoch [110][1000/3405] lr: 4.274e-03, eta: 17:37:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 2.3638, loss: 2.3638 +2025-06-29 22:55:22,492 - pyskl - INFO - Epoch [110][1100/3405] lr: 4.268e-03, eta: 17:36:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.4651, loss: 2.4651 +2025-06-29 22:56:07,251 - pyskl - INFO - Epoch [110][1200/3405] lr: 4.263e-03, eta: 17:35:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.4563, loss: 2.4563 +2025-06-29 22:56:52,069 - pyskl - INFO - Epoch [110][1300/3405] lr: 4.257e-03, eta: 17:35:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.5008, loss: 2.5008 +2025-06-29 22:57:36,867 - pyskl - INFO - Epoch [110][1400/3405] lr: 4.251e-03, eta: 17:34:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.4850, loss: 2.4850 +2025-06-29 22:58:21,695 - pyskl - INFO - Epoch [110][1500/3405] lr: 4.245e-03, eta: 17:33:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.4876, loss: 2.4876 +2025-06-29 22:59:06,622 - pyskl - INFO - Epoch [110][1600/3405] lr: 4.240e-03, eta: 17:32:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9894, loss_cls: 2.4385, loss: 2.4385 +2025-06-29 22:59:51,609 - pyskl - INFO - Epoch [110][1700/3405] lr: 4.234e-03, eta: 17:32:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.3667, loss: 2.3667 +2025-06-29 23:00:36,553 - pyskl - INFO - Epoch [110][1800/3405] lr: 4.228e-03, eta: 17:31:17, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.3843, loss: 2.3843 +2025-06-29 23:01:21,469 - pyskl - INFO - Epoch [110][1900/3405] lr: 4.222e-03, eta: 17:30:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.4278, loss: 2.4278 +2025-06-29 23:02:06,262 - pyskl - INFO - Epoch [110][2000/3405] lr: 4.217e-03, eta: 17:29:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9962, loss_cls: 2.4337, loss: 2.4337 +2025-06-29 23:02:51,056 - pyskl - INFO - Epoch [110][2100/3405] lr: 4.211e-03, eta: 17:28:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.5569, loss: 2.5569 +2025-06-29 23:03:35,757 - pyskl - INFO - Epoch [110][2200/3405] lr: 4.205e-03, eta: 17:28:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.4880, loss: 2.4880 +2025-06-29 23:04:20,540 - pyskl - INFO - Epoch [110][2300/3405] lr: 4.199e-03, eta: 17:27:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9944, loss_cls: 2.4944, loss: 2.4944 +2025-06-29 23:05:05,390 - pyskl - INFO - Epoch [110][2400/3405] lr: 4.194e-03, eta: 17:26:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.6633, loss: 2.6633 +2025-06-29 23:05:50,195 - pyskl - INFO - Epoch [110][2500/3405] lr: 4.188e-03, eta: 17:25:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 2.4444, loss: 2.4444 +2025-06-29 23:06:35,159 - pyskl - INFO - Epoch [110][2600/3405] lr: 4.182e-03, eta: 17:25:08, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.4743, loss: 2.4743 +2025-06-29 23:07:19,976 - pyskl - INFO - Epoch [110][2700/3405] lr: 4.176e-03, eta: 17:24:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.4478, loss: 2.4478 +2025-06-29 23:08:04,797 - pyskl - INFO - Epoch [110][2800/3405] lr: 4.171e-03, eta: 17:23:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.5853, loss: 2.5853 +2025-06-29 23:08:49,656 - pyskl - INFO - Epoch [110][2900/3405] lr: 4.165e-03, eta: 17:22:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 2.6131, loss: 2.6131 +2025-06-29 23:09:34,397 - pyskl - INFO - Epoch [110][3000/3405] lr: 4.159e-03, eta: 17:22:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.4277, loss: 2.4277 +2025-06-29 23:10:19,138 - pyskl - INFO - Epoch [110][3100/3405] lr: 4.153e-03, eta: 17:21:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.5628, loss: 2.5628 +2025-06-29 23:11:03,861 - pyskl - INFO - Epoch [110][3200/3405] lr: 4.148e-03, eta: 17:20:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 2.3739, loss: 2.3739 +2025-06-29 23:11:48,558 - pyskl - INFO - Epoch [110][3300/3405] lr: 4.142e-03, eta: 17:19:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.5070, loss: 2.5070 +2025-06-29 23:12:33,340 - pyskl - INFO - Epoch [110][3400/3405] lr: 4.136e-03, eta: 17:18:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.4681, loss: 2.4681 +2025-06-29 23:12:35,974 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-06-29 23:31:23,629 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 23:31:24,169 - pyskl - INFO - +top1_acc 0.8196 +top5_acc 0.9626 +2025-06-29 23:31:24,223 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_106.pth was removed +2025-06-29 23:31:25,267 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. +2025-06-29 23:31:25,269 - pyskl - INFO - Best top1_acc is 0.8196 at 110 epoch. +2025-06-29 23:31:25,287 - pyskl - INFO - Epoch(val) [110][3718] top1_acc: 0.8196, top5_acc: 0.9626 +2025-06-29 23:32:32,705 - pyskl - INFO - Epoch [111][100/3405] lr: 4.130e-03, eta: 17:18:18, time: 0.674, data_time: 0.228, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.4104, loss: 2.4104 +2025-06-29 23:33:17,374 - pyskl - INFO - Epoch [111][200/3405] lr: 4.125e-03, eta: 17:17:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9975, loss_cls: 2.3058, loss: 2.3058 +2025-06-29 23:34:02,140 - pyskl - INFO - Epoch [111][300/3405] lr: 4.119e-03, eta: 17:16:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.4361, loss: 2.4361 +2025-06-29 23:34:46,719 - pyskl - INFO - Epoch [111][400/3405] lr: 4.113e-03, eta: 17:16:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 2.4487, loss: 2.4487 +2025-06-29 23:35:31,288 - pyskl - INFO - Epoch [111][500/3405] lr: 4.107e-03, eta: 17:15:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.3929, loss: 2.3929 +2025-06-29 23:36:15,982 - pyskl - INFO - Epoch [111][600/3405] lr: 4.102e-03, eta: 17:14:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.4440, loss: 2.4440 +2025-06-29 23:37:00,661 - pyskl - INFO - Epoch [111][700/3405] lr: 4.096e-03, eta: 17:13:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.3574, loss: 2.3574 +2025-06-29 23:37:45,299 - pyskl - INFO - Epoch [111][800/3405] lr: 4.090e-03, eta: 17:12:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.4172, loss: 2.4172 +2025-06-29 23:38:29,946 - pyskl - INFO - Epoch [111][900/3405] lr: 4.085e-03, eta: 17:12:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.3917, loss: 2.3917 +2025-06-29 23:39:14,617 - pyskl - INFO - Epoch [111][1000/3405] lr: 4.079e-03, eta: 17:11:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.4169, loss: 2.4169 +2025-06-29 23:39:59,452 - pyskl - INFO - Epoch [111][1100/3405] lr: 4.073e-03, eta: 17:10:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.4293, loss: 2.4293 +2025-06-29 23:40:44,235 - pyskl - INFO - Epoch [111][1200/3405] lr: 4.068e-03, eta: 17:09:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 2.3483, loss: 2.3483 +2025-06-29 23:41:28,881 - pyskl - INFO - Epoch [111][1300/3405] lr: 4.062e-03, eta: 17:09:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 2.2754, loss: 2.2754 +2025-06-29 23:42:13,563 - pyskl - INFO - Epoch [111][1400/3405] lr: 4.056e-03, eta: 17:08:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 2.4202, loss: 2.4202 +2025-06-29 23:42:58,308 - pyskl - INFO - Epoch [111][1500/3405] lr: 4.051e-03, eta: 17:07:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9950, loss_cls: 2.4465, loss: 2.4465 +2025-06-29 23:43:43,154 - pyskl - INFO - Epoch [111][1600/3405] lr: 4.045e-03, eta: 17:06:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 2.4855, loss: 2.4855 +2025-06-29 23:44:27,931 - pyskl - INFO - Epoch [111][1700/3405] lr: 4.039e-03, eta: 17:06:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.4336, loss: 2.4336 +2025-06-29 23:45:12,627 - pyskl - INFO - Epoch [111][1800/3405] lr: 4.034e-03, eta: 17:05:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.4847, loss: 2.4847 +2025-06-29 23:45:57,310 - pyskl - INFO - Epoch [111][1900/3405] lr: 4.028e-03, eta: 17:04:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.4789, loss: 2.4789 +2025-06-29 23:46:42,041 - pyskl - INFO - Epoch [111][2000/3405] lr: 4.022e-03, eta: 17:03:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.4373, loss: 2.4373 +2025-06-29 23:47:26,676 - pyskl - INFO - Epoch [111][2100/3405] lr: 4.017e-03, eta: 17:02:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.4412, loss: 2.4412 +2025-06-29 23:48:11,315 - pyskl - INFO - Epoch [111][2200/3405] lr: 4.011e-03, eta: 17:02:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.4558, loss: 2.4558 +2025-06-29 23:48:56,154 - pyskl - INFO - Epoch [111][2300/3405] lr: 4.005e-03, eta: 17:01:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.4448, loss: 2.4448 +2025-06-29 23:49:40,923 - pyskl - INFO - Epoch [111][2400/3405] lr: 4.000e-03, eta: 17:00:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 2.4240, loss: 2.4240 +2025-06-29 23:50:25,875 - pyskl - INFO - Epoch [111][2500/3405] lr: 3.994e-03, eta: 16:59:51, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.4289, loss: 2.4289 +2025-06-29 23:51:10,748 - pyskl - INFO - Epoch [111][2600/3405] lr: 3.988e-03, eta: 16:59:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.3270, loss: 2.3270 +2025-06-29 23:51:55,492 - pyskl - INFO - Epoch [111][2700/3405] lr: 3.983e-03, eta: 16:58:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 2.4431, loss: 2.4431 +2025-06-29 23:52:40,371 - pyskl - INFO - Epoch [111][2800/3405] lr: 3.977e-03, eta: 16:57:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.5417, loss: 2.5417 +2025-06-29 23:53:25,111 - pyskl - INFO - Epoch [111][2900/3405] lr: 3.972e-03, eta: 16:56:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9950, loss_cls: 2.4451, loss: 2.4451 +2025-06-29 23:54:09,799 - pyskl - INFO - Epoch [111][3000/3405] lr: 3.966e-03, eta: 16:56:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 2.4322, loss: 2.4322 +2025-06-29 23:54:54,710 - pyskl - INFO - Epoch [111][3100/3405] lr: 3.960e-03, eta: 16:55:14, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.5279, loss: 2.5279 +2025-06-29 23:55:39,600 - pyskl - INFO - Epoch [111][3200/3405] lr: 3.955e-03, eta: 16:54:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 2.4662, loss: 2.4662 +2025-06-29 23:56:24,499 - pyskl - INFO - Epoch [111][3300/3405] lr: 3.949e-03, eta: 16:53:42, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.3086, loss: 2.3086 +2025-06-29 23:57:09,537 - pyskl - INFO - Epoch [111][3400/3405] lr: 3.943e-03, eta: 16:52:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.4771, loss: 2.4771 +2025-06-29 23:57:12,174 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-06-30 00:01:12,366 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 00:01:12,916 - pyskl - INFO - +top1_acc 0.8150 +top5_acc 0.9598 +2025-06-30 00:01:12,939 - pyskl - INFO - Epoch(val) [111][3718] top1_acc: 0.8150, top5_acc: 0.9598 +2025-06-30 00:02:20,553 - pyskl - INFO - Epoch [112][100/3405] lr: 3.938e-03, eta: 16:52:15, time: 0.676, data_time: 0.229, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.3716, loss: 2.3716 +2025-06-30 00:03:05,404 - pyskl - INFO - Epoch [112][200/3405] lr: 3.932e-03, eta: 16:51:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.3496, loss: 2.3496 +2025-06-30 00:03:50,043 - pyskl - INFO - Epoch [112][300/3405] lr: 3.926e-03, eta: 16:50:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 2.2783, loss: 2.2783 +2025-06-30 00:04:34,634 - pyskl - INFO - Epoch [112][400/3405] lr: 3.921e-03, eta: 16:49:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.3856, loss: 2.3856 +2025-06-30 00:05:19,283 - pyskl - INFO - Epoch [112][500/3405] lr: 3.915e-03, eta: 16:49:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 2.3459, loss: 2.3459 +2025-06-30 00:06:03,943 - pyskl - INFO - Epoch [112][600/3405] lr: 3.910e-03, eta: 16:48:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 2.4080, loss: 2.4080 +2025-06-30 00:06:48,545 - pyskl - INFO - Epoch [112][700/3405] lr: 3.904e-03, eta: 16:47:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.2942, loss: 2.2942 +2025-06-30 00:07:33,092 - pyskl - INFO - Epoch [112][800/3405] lr: 3.898e-03, eta: 16:46:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9988, loss_cls: 2.2511, loss: 2.2511 +2025-06-30 00:08:17,776 - pyskl - INFO - Epoch [112][900/3405] lr: 3.893e-03, eta: 16:46:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.2993, loss: 2.2993 +2025-06-30 00:09:02,421 - pyskl - INFO - Epoch [112][1000/3405] lr: 3.887e-03, eta: 16:45:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.3727, loss: 2.3727 +2025-06-30 00:09:47,105 - pyskl - INFO - Epoch [112][1100/3405] lr: 3.882e-03, eta: 16:44:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9956, loss_cls: 2.4198, loss: 2.4198 +2025-06-30 00:10:31,816 - pyskl - INFO - Epoch [112][1200/3405] lr: 3.876e-03, eta: 16:43:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.3609, loss: 2.3609 +2025-06-30 00:11:16,509 - pyskl - INFO - Epoch [112][1300/3405] lr: 3.871e-03, eta: 16:43:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9969, loss_cls: 2.3856, loss: 2.3856 +2025-06-30 00:12:01,176 - pyskl - INFO - Epoch [112][1400/3405] lr: 3.865e-03, eta: 16:42:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.3113, loss: 2.3113 +2025-06-30 00:12:46,074 - pyskl - INFO - Epoch [112][1500/3405] lr: 3.860e-03, eta: 16:41:29, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.3497, loss: 2.3497 +2025-06-30 00:13:30,738 - pyskl - INFO - Epoch [112][1600/3405] lr: 3.854e-03, eta: 16:40:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9956, loss_cls: 2.4554, loss: 2.4554 +2025-06-30 00:14:15,438 - pyskl - INFO - Epoch [112][1700/3405] lr: 3.848e-03, eta: 16:39:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9969, loss_cls: 2.3502, loss: 2.3502 +2025-06-30 00:15:00,056 - pyskl - INFO - Epoch [112][1800/3405] lr: 3.843e-03, eta: 16:39:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.3485, loss: 2.3485 +2025-06-30 00:15:44,762 - pyskl - INFO - Epoch [112][1900/3405] lr: 3.837e-03, eta: 16:38:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.3709, loss: 2.3709 +2025-06-30 00:16:29,482 - pyskl - INFO - Epoch [112][2000/3405] lr: 3.832e-03, eta: 16:37:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.4325, loss: 2.4325 +2025-06-30 00:17:14,166 - pyskl - INFO - Epoch [112][2100/3405] lr: 3.826e-03, eta: 16:36:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.4286, loss: 2.4286 +2025-06-30 00:17:58,847 - pyskl - INFO - Epoch [112][2200/3405] lr: 3.821e-03, eta: 16:36:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 2.3643, loss: 2.3643 +2025-06-30 00:18:43,503 - pyskl - INFO - Epoch [112][2300/3405] lr: 3.815e-03, eta: 16:35:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.3843, loss: 2.3843 +2025-06-30 00:19:28,260 - pyskl - INFO - Epoch [112][2400/3405] lr: 3.810e-03, eta: 16:34:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.4165, loss: 2.4165 +2025-06-30 00:20:12,957 - pyskl - INFO - Epoch [112][2500/3405] lr: 3.804e-03, eta: 16:33:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.4731, loss: 2.4731 +2025-06-30 00:20:57,595 - pyskl - INFO - Epoch [112][2600/3405] lr: 3.799e-03, eta: 16:33:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.3797, loss: 2.3797 +2025-06-30 00:21:42,390 - pyskl - INFO - Epoch [112][2700/3405] lr: 3.793e-03, eta: 16:32:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.4216, loss: 2.4216 +2025-06-30 00:22:27,223 - pyskl - INFO - Epoch [112][2800/3405] lr: 3.788e-03, eta: 16:31:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.4136, loss: 2.4136 +2025-06-30 00:23:12,160 - pyskl - INFO - Epoch [112][2900/3405] lr: 3.782e-03, eta: 16:30:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.3948, loss: 2.3948 +2025-06-30 00:23:56,971 - pyskl - INFO - Epoch [112][3000/3405] lr: 3.777e-03, eta: 16:29:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.4078, loss: 2.4078 +2025-06-30 00:24:41,647 - pyskl - INFO - Epoch [112][3100/3405] lr: 3.771e-03, eta: 16:29:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.5281, loss: 2.5281 +2025-06-30 00:25:26,524 - pyskl - INFO - Epoch [112][3200/3405] lr: 3.766e-03, eta: 16:28:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.3524, loss: 2.3524 +2025-06-30 00:26:11,532 - pyskl - INFO - Epoch [112][3300/3405] lr: 3.760e-03, eta: 16:27:38, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.4611, loss: 2.4611 +2025-06-30 00:26:56,496 - pyskl - INFO - Epoch [112][3400/3405] lr: 3.755e-03, eta: 16:26:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 2.3229, loss: 2.3229 +2025-06-30 00:26:59,140 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-06-30 00:30:56,555 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 00:30:57,094 - pyskl - INFO - +top1_acc 0.8036 +top5_acc 0.9568 +2025-06-30 00:30:57,112 - pyskl - INFO - Epoch(val) [112][3718] top1_acc: 0.8036, top5_acc: 0.9568 +2025-06-30 00:32:04,891 - pyskl - INFO - Epoch [113][100/3405] lr: 3.749e-03, eta: 16:26:11, time: 0.678, data_time: 0.229, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 2.4380, loss: 2.4380 +2025-06-30 00:32:49,702 - pyskl - INFO - Epoch [113][200/3405] lr: 3.743e-03, eta: 16:25:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 2.2696, loss: 2.2696 +2025-06-30 00:33:34,498 - pyskl - INFO - Epoch [113][300/3405] lr: 3.738e-03, eta: 16:24:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.3261, loss: 2.3261 +2025-06-30 00:34:19,270 - pyskl - INFO - Epoch [113][400/3405] lr: 3.732e-03, eta: 16:23:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9988, loss_cls: 2.2877, loss: 2.2877 +2025-06-30 00:35:03,997 - pyskl - INFO - Epoch [113][500/3405] lr: 3.727e-03, eta: 16:23:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.3732, loss: 2.3732 +2025-06-30 00:35:48,641 - pyskl - INFO - Epoch [113][600/3405] lr: 3.721e-03, eta: 16:22:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9900, loss_cls: 2.3339, loss: 2.3339 +2025-06-30 00:36:33,314 - pyskl - INFO - Epoch [113][700/3405] lr: 3.716e-03, eta: 16:21:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.3425, loss: 2.3425 +2025-06-30 00:37:17,922 - pyskl - INFO - Epoch [113][800/3405] lr: 3.710e-03, eta: 16:20:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.2458, loss: 2.2458 +2025-06-30 00:38:02,599 - pyskl - INFO - Epoch [113][900/3405] lr: 3.705e-03, eta: 16:20:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.2672, loss: 2.2672 +2025-06-30 00:38:47,328 - pyskl - INFO - Epoch [113][1000/3405] lr: 3.699e-03, eta: 16:19:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.4444, loss: 2.4444 +2025-06-30 00:39:31,975 - pyskl - INFO - Epoch [113][1100/3405] lr: 3.694e-03, eta: 16:18:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 2.3592, loss: 2.3592 +2025-06-30 00:40:16,690 - pyskl - INFO - Epoch [113][1200/3405] lr: 3.689e-03, eta: 16:17:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.4267, loss: 2.4267 +2025-06-30 00:41:01,349 - pyskl - INFO - Epoch [113][1300/3405] lr: 3.683e-03, eta: 16:16:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.3259, loss: 2.3259 +2025-06-30 00:41:46,091 - pyskl - INFO - Epoch [113][1400/3405] lr: 3.678e-03, eta: 16:16:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.3457, loss: 2.3457 +2025-06-30 00:42:31,065 - pyskl - INFO - Epoch [113][1500/3405] lr: 3.672e-03, eta: 16:15:25, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 2.3053, loss: 2.3053 +2025-06-30 00:43:15,953 - pyskl - INFO - Epoch [113][1600/3405] lr: 3.667e-03, eta: 16:14:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.4282, loss: 2.4282 +2025-06-30 00:44:00,649 - pyskl - INFO - Epoch [113][1700/3405] lr: 3.661e-03, eta: 16:13:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.2518, loss: 2.2518 +2025-06-30 00:44:45,456 - pyskl - INFO - Epoch [113][1800/3405] lr: 3.656e-03, eta: 16:13:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.3542, loss: 2.3542 +2025-06-30 00:45:30,357 - pyskl - INFO - Epoch [113][1900/3405] lr: 3.650e-03, eta: 16:12:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9981, loss_cls: 2.3074, loss: 2.3074 +2025-06-30 00:46:15,274 - pyskl - INFO - Epoch [113][2000/3405] lr: 3.645e-03, eta: 16:11:35, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.3402, loss: 2.3402 +2025-06-30 00:47:00,055 - pyskl - INFO - Epoch [113][2100/3405] lr: 3.640e-03, eta: 16:10:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.4620, loss: 2.4620 +2025-06-30 00:47:45,077 - pyskl - INFO - Epoch [113][2200/3405] lr: 3.634e-03, eta: 16:10:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.3918, loss: 2.3918 +2025-06-30 00:48:29,869 - pyskl - INFO - Epoch [113][2300/3405] lr: 3.629e-03, eta: 16:09:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.3516, loss: 2.3516 +2025-06-30 00:49:14,435 - pyskl - INFO - Epoch [113][2400/3405] lr: 3.623e-03, eta: 16:08:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.2882, loss: 2.2882 +2025-06-30 00:49:59,157 - pyskl - INFO - Epoch [113][2500/3405] lr: 3.618e-03, eta: 16:07:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9962, loss_cls: 2.3804, loss: 2.3804 +2025-06-30 00:50:43,831 - pyskl - INFO - Epoch [113][2600/3405] lr: 3.613e-03, eta: 16:06:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.4328, loss: 2.4328 +2025-06-30 00:51:28,539 - pyskl - INFO - Epoch [113][2700/3405] lr: 3.607e-03, eta: 16:06:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 2.4348, loss: 2.4348 +2025-06-30 00:52:13,190 - pyskl - INFO - Epoch [113][2800/3405] lr: 3.602e-03, eta: 16:05:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.3882, loss: 2.3882 +2025-06-30 00:52:57,767 - pyskl - INFO - Epoch [113][2900/3405] lr: 3.596e-03, eta: 16:04:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.4553, loss: 2.4553 +2025-06-30 00:53:42,348 - pyskl - INFO - Epoch [113][3000/3405] lr: 3.591e-03, eta: 16:03:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.3949, loss: 2.3949 +2025-06-30 00:54:27,002 - pyskl - INFO - Epoch [113][3100/3405] lr: 3.586e-03, eta: 16:03:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.3980, loss: 2.3980 +2025-06-30 00:55:11,666 - pyskl - INFO - Epoch [113][3200/3405] lr: 3.580e-03, eta: 16:02:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 2.3576, loss: 2.3576 +2025-06-30 00:55:56,515 - pyskl - INFO - Epoch [113][3300/3405] lr: 3.575e-03, eta: 16:01:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.4928, loss: 2.4928 +2025-06-30 00:56:41,283 - pyskl - INFO - Epoch [113][3400/3405] lr: 3.569e-03, eta: 16:00:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.3790, loss: 2.3790 +2025-06-30 00:56:43,876 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-06-30 01:00:40,685 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 01:00:41,215 - pyskl - INFO - +top1_acc 0.8285 +top5_acc 0.9634 +2025-06-30 01:00:41,269 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_110.pth was removed +2025-06-30 01:00:42,365 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2025-06-30 01:00:42,366 - pyskl - INFO - Best top1_acc is 0.8285 at 113 epoch. +2025-06-30 01:00:42,385 - pyskl - INFO - Epoch(val) [113][3718] top1_acc: 0.8285, top5_acc: 0.9634 +2025-06-30 01:01:49,196 - pyskl - INFO - Epoch [114][100/3405] lr: 3.564e-03, eta: 16:00:08, time: 0.668, data_time: 0.222, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 2.2001, loss: 2.2001 +2025-06-30 01:02:33,845 - pyskl - INFO - Epoch [114][200/3405] lr: 3.558e-03, eta: 15:59:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 2.3156, loss: 2.3156 +2025-06-30 01:03:18,644 - pyskl - INFO - Epoch [114][300/3405] lr: 3.553e-03, eta: 15:58:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 2.2661, loss: 2.2661 +2025-06-30 01:04:03,335 - pyskl - INFO - Epoch [114][400/3405] lr: 3.548e-03, eta: 15:57:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.2908, loss: 2.2908 +2025-06-30 01:04:48,064 - pyskl - INFO - Epoch [114][500/3405] lr: 3.542e-03, eta: 15:57:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.2496, loss: 2.2496 +2025-06-30 01:05:33,251 - pyskl - INFO - Epoch [114][600/3405] lr: 3.537e-03, eta: 15:56:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.2710, loss: 2.2710 +2025-06-30 01:06:18,382 - pyskl - INFO - Epoch [114][700/3405] lr: 3.532e-03, eta: 15:55:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.2478, loss: 2.2478 +2025-06-30 01:07:03,253 - pyskl - INFO - Epoch [114][800/3405] lr: 3.526e-03, eta: 15:54:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 2.2659, loss: 2.2659 +2025-06-30 01:07:47,972 - pyskl - INFO - Epoch [114][900/3405] lr: 3.521e-03, eta: 15:53:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.2828, loss: 2.2828 +2025-06-30 01:08:32,770 - pyskl - INFO - Epoch [114][1000/3405] lr: 3.516e-03, eta: 15:53:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.3630, loss: 2.3630 +2025-06-30 01:09:17,474 - pyskl - INFO - Epoch [114][1100/3405] lr: 3.510e-03, eta: 15:52:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.3737, loss: 2.3737 +2025-06-30 01:10:02,166 - pyskl - INFO - Epoch [114][1200/3405] lr: 3.505e-03, eta: 15:51:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.3160, loss: 2.3160 +2025-06-30 01:10:46,861 - pyskl - INFO - Epoch [114][1300/3405] lr: 3.499e-03, eta: 15:50:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 2.3148, loss: 2.3148 +2025-06-30 01:11:31,592 - pyskl - INFO - Epoch [114][1400/3405] lr: 3.494e-03, eta: 15:50:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.3354, loss: 2.3354 +2025-06-30 01:12:16,589 - pyskl - INFO - Epoch [114][1500/3405] lr: 3.489e-03, eta: 15:49:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 2.2939, loss: 2.2939 +2025-06-30 01:13:01,694 - pyskl - INFO - Epoch [114][1600/3405] lr: 3.484e-03, eta: 15:48:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.3156, loss: 2.3156 +2025-06-30 01:13:46,809 - pyskl - INFO - Epoch [114][1700/3405] lr: 3.478e-03, eta: 15:47:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 2.2881, loss: 2.2881 +2025-06-30 01:14:32,087 - pyskl - INFO - Epoch [114][1800/3405] lr: 3.473e-03, eta: 15:47:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.2172, loss: 2.2172 +2025-06-30 01:15:17,253 - pyskl - INFO - Epoch [114][1900/3405] lr: 3.468e-03, eta: 15:46:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.2825, loss: 2.2825 +2025-06-30 01:16:02,618 - pyskl - INFO - Epoch [114][2000/3405] lr: 3.462e-03, eta: 15:45:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.3985, loss: 2.3985 +2025-06-30 01:16:47,801 - pyskl - INFO - Epoch [114][2100/3405] lr: 3.457e-03, eta: 15:44:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 2.2271, loss: 2.2271 +2025-06-30 01:17:32,516 - pyskl - INFO - Epoch [114][2200/3405] lr: 3.452e-03, eta: 15:44:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.3487, loss: 2.3487 +2025-06-30 01:18:17,493 - pyskl - INFO - Epoch [114][2300/3405] lr: 3.446e-03, eta: 15:43:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 2.2879, loss: 2.2879 +2025-06-30 01:19:02,629 - pyskl - INFO - Epoch [114][2400/3405] lr: 3.441e-03, eta: 15:42:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9962, loss_cls: 2.3862, loss: 2.3862 +2025-06-30 01:19:47,579 - pyskl - INFO - Epoch [114][2500/3405] lr: 3.436e-03, eta: 15:41:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.4311, loss: 2.4311 +2025-06-30 01:20:32,408 - pyskl - INFO - Epoch [114][2600/3405] lr: 3.430e-03, eta: 15:40:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.3298, loss: 2.3298 +2025-06-30 01:21:16,955 - pyskl - INFO - Epoch [114][2700/3405] lr: 3.425e-03, eta: 15:40:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.3103, loss: 2.3103 +2025-06-30 01:22:01,656 - pyskl - INFO - Epoch [114][2800/3405] lr: 3.420e-03, eta: 15:39:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 2.3203, loss: 2.3203 +2025-06-30 01:22:46,238 - pyskl - INFO - Epoch [114][2900/3405] lr: 3.415e-03, eta: 15:38:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.3654, loss: 2.3654 +2025-06-30 01:23:30,912 - pyskl - INFO - Epoch [114][3000/3405] lr: 3.409e-03, eta: 15:37:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.3233, loss: 2.3233 +2025-06-30 01:24:15,614 - pyskl - INFO - Epoch [114][3100/3405] lr: 3.404e-03, eta: 15:37:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9962, loss_cls: 2.3480, loss: 2.3480 +2025-06-30 01:25:00,362 - pyskl - INFO - Epoch [114][3200/3405] lr: 3.399e-03, eta: 15:36:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9975, loss_cls: 2.4758, loss: 2.4758 +2025-06-30 01:25:45,092 - pyskl - INFO - Epoch [114][3300/3405] lr: 3.393e-03, eta: 15:35:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.3215, loss: 2.3215 +2025-06-30 01:26:29,907 - pyskl - INFO - Epoch [114][3400/3405] lr: 3.388e-03, eta: 15:34:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 2.4573, loss: 2.4573 +2025-06-30 01:26:32,581 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-06-30 01:30:32,132 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 01:30:32,687 - pyskl - INFO - +top1_acc 0.8238 +top5_acc 0.9621 +2025-06-30 01:30:32,709 - pyskl - INFO - Epoch(val) [114][3718] top1_acc: 0.8238, top5_acc: 0.9621 +2025-06-30 01:31:40,363 - pyskl - INFO - Epoch [115][100/3405] lr: 3.383e-03, eta: 15:34:06, time: 0.676, data_time: 0.229, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.1567, loss: 2.1567 +2025-06-30 01:32:25,036 - pyskl - INFO - Epoch [115][200/3405] lr: 3.377e-03, eta: 15:33:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 2.2466, loss: 2.2466 +2025-06-30 01:33:09,694 - pyskl - INFO - Epoch [115][300/3405] lr: 3.372e-03, eta: 15:32:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 2.2816, loss: 2.2816 +2025-06-30 01:33:54,320 - pyskl - INFO - Epoch [115][400/3405] lr: 3.367e-03, eta: 15:31:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.2850, loss: 2.2850 +2025-06-30 01:34:38,976 - pyskl - INFO - Epoch [115][500/3405] lr: 3.362e-03, eta: 15:31:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.2845, loss: 2.2845 +2025-06-30 01:35:23,722 - pyskl - INFO - Epoch [115][600/3405] lr: 3.356e-03, eta: 15:30:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.2205, loss: 2.2205 +2025-06-30 01:36:08,456 - pyskl - INFO - Epoch [115][700/3405] lr: 3.351e-03, eta: 15:29:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 1.0000, loss_cls: 2.1911, loss: 2.1911 +2025-06-30 01:36:53,548 - pyskl - INFO - Epoch [115][800/3405] lr: 3.346e-03, eta: 15:28:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 2.1346, loss: 2.1346 +2025-06-30 01:37:38,615 - pyskl - INFO - Epoch [115][900/3405] lr: 3.341e-03, eta: 15:27:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 2.2700, loss: 2.2700 +2025-06-30 01:38:23,421 - pyskl - INFO - Epoch [115][1000/3405] lr: 3.335e-03, eta: 15:27:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.1891, loss: 2.1891 +2025-06-30 01:39:08,195 - pyskl - INFO - Epoch [115][1100/3405] lr: 3.330e-03, eta: 15:26:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.2038, loss: 2.2038 +2025-06-30 01:39:52,953 - pyskl - INFO - Epoch [115][1200/3405] lr: 3.325e-03, eta: 15:25:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9981, loss_cls: 2.2495, loss: 2.2495 +2025-06-30 01:40:37,677 - pyskl - INFO - Epoch [115][1300/3405] lr: 3.320e-03, eta: 15:24:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 2.2251, loss: 2.2251 +2025-06-30 01:41:22,342 - pyskl - INFO - Epoch [115][1400/3405] lr: 3.315e-03, eta: 15:24:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.3712, loss: 2.3712 +2025-06-30 01:42:07,118 - pyskl - INFO - Epoch [115][1500/3405] lr: 3.309e-03, eta: 15:23:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.2931, loss: 2.2931 +2025-06-30 01:42:51,816 - pyskl - INFO - Epoch [115][1600/3405] lr: 3.304e-03, eta: 15:22:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 2.2410, loss: 2.2410 +2025-06-30 01:43:36,565 - pyskl - INFO - Epoch [115][1700/3405] lr: 3.299e-03, eta: 15:21:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.3563, loss: 2.3563 +2025-06-30 01:44:21,301 - pyskl - INFO - Epoch [115][1800/3405] lr: 3.294e-03, eta: 15:21:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 2.2800, loss: 2.2800 +2025-06-30 01:45:05,992 - pyskl - INFO - Epoch [115][1900/3405] lr: 3.289e-03, eta: 15:20:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9981, loss_cls: 2.2199, loss: 2.2199 +2025-06-30 01:45:50,715 - pyskl - INFO - Epoch [115][2000/3405] lr: 3.283e-03, eta: 15:19:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.3233, loss: 2.3233 +2025-06-30 01:46:35,460 - pyskl - INFO - Epoch [115][2100/3405] lr: 3.278e-03, eta: 15:18:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9975, loss_cls: 2.3948, loss: 2.3948 +2025-06-30 01:47:20,138 - pyskl - INFO - Epoch [115][2200/3405] lr: 3.273e-03, eta: 15:17:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9981, loss_cls: 2.3056, loss: 2.3056 +2025-06-30 01:48:04,806 - pyskl - INFO - Epoch [115][2300/3405] lr: 3.268e-03, eta: 15:17:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 2.2965, loss: 2.2965 +2025-06-30 01:48:49,520 - pyskl - INFO - Epoch [115][2400/3405] lr: 3.263e-03, eta: 15:16:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.3382, loss: 2.3382 +2025-06-30 01:49:34,217 - pyskl - INFO - Epoch [115][2500/3405] lr: 3.257e-03, eta: 15:15:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.2997, loss: 2.2997 +2025-06-30 01:50:18,864 - pyskl - INFO - Epoch [115][2600/3405] lr: 3.252e-03, eta: 15:14:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.2857, loss: 2.2857 +2025-06-30 01:51:03,591 - pyskl - INFO - Epoch [115][2700/3405] lr: 3.247e-03, eta: 15:14:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 2.3461, loss: 2.3461 +2025-06-30 01:51:48,283 - pyskl - INFO - Epoch [115][2800/3405] lr: 3.242e-03, eta: 15:13:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.3404, loss: 2.3404 +2025-06-30 01:52:32,942 - pyskl - INFO - Epoch [115][2900/3405] lr: 3.237e-03, eta: 15:12:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.3675, loss: 2.3675 +2025-06-30 01:53:17,628 - pyskl - INFO - Epoch [115][3000/3405] lr: 3.232e-03, eta: 15:11:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.2621, loss: 2.2621 +2025-06-30 01:54:02,300 - pyskl - INFO - Epoch [115][3100/3405] lr: 3.226e-03, eta: 15:11:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.3168, loss: 2.3168 +2025-06-30 01:54:46,986 - pyskl - INFO - Epoch [115][3200/3405] lr: 3.221e-03, eta: 15:10:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.3367, loss: 2.3367 +2025-06-30 01:55:31,672 - pyskl - INFO - Epoch [115][3300/3405] lr: 3.216e-03, eta: 15:09:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.2678, loss: 2.2678 +2025-06-30 01:56:16,330 - pyskl - INFO - Epoch [115][3400/3405] lr: 3.211e-03, eta: 15:08:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.3548, loss: 2.3548 +2025-06-30 01:56:18,952 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-06-30 02:15:25,916 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 02:15:26,467 - pyskl - INFO - +top1_acc 0.8069 +top5_acc 0.9583 +2025-06-30 02:15:26,489 - pyskl - INFO - Epoch(val) [115][3718] top1_acc: 0.8069, top5_acc: 0.9583 +2025-06-30 02:16:33,881 - pyskl - INFO - Epoch [116][100/3405] lr: 3.206e-03, eta: 15:08:04, time: 0.674, data_time: 0.227, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.2834, loss: 2.2834 +2025-06-30 02:17:18,587 - pyskl - INFO - Epoch [116][200/3405] lr: 3.200e-03, eta: 15:07:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 2.2199, loss: 2.2199 +2025-06-30 02:18:03,190 - pyskl - INFO - Epoch [116][300/3405] lr: 3.195e-03, eta: 15:06:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.1744, loss: 2.1744 +2025-06-30 02:18:47,892 - pyskl - INFO - Epoch [116][400/3405] lr: 3.190e-03, eta: 15:05:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 2.1283, loss: 2.1283 +2025-06-30 02:19:32,633 - pyskl - INFO - Epoch [116][500/3405] lr: 3.185e-03, eta: 15:05:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.2527, loss: 2.2527 +2025-06-30 02:20:17,311 - pyskl - INFO - Epoch [116][600/3405] lr: 3.180e-03, eta: 15:04:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 2.2466, loss: 2.2466 +2025-06-30 02:21:02,120 - pyskl - INFO - Epoch [116][700/3405] lr: 3.175e-03, eta: 15:03:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.1492, loss: 2.1492 +2025-06-30 02:21:46,873 - pyskl - INFO - Epoch [116][800/3405] lr: 3.170e-03, eta: 15:02:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 2.2411, loss: 2.2411 +2025-06-30 02:22:31,610 - pyskl - INFO - Epoch [116][900/3405] lr: 3.165e-03, eta: 15:01:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.1934, loss: 2.1934 +2025-06-30 02:23:16,635 - pyskl - INFO - Epoch [116][1000/3405] lr: 3.159e-03, eta: 15:01:09, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.2534, loss: 2.2534 +2025-06-30 02:24:01,468 - pyskl - INFO - Epoch [116][1100/3405] lr: 3.154e-03, eta: 15:00:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 2.2808, loss: 2.2808 +2025-06-30 02:24:46,487 - pyskl - INFO - Epoch [116][1200/3405] lr: 3.149e-03, eta: 14:59:37, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.2075, loss: 2.2075 +2025-06-30 02:25:31,249 - pyskl - INFO - Epoch [116][1300/3405] lr: 3.144e-03, eta: 14:58:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.2047, loss: 2.2047 +2025-06-30 02:26:15,999 - pyskl - INFO - Epoch [116][1400/3405] lr: 3.139e-03, eta: 14:58:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.3123, loss: 2.3123 +2025-06-30 02:27:00,749 - pyskl - INFO - Epoch [116][1500/3405] lr: 3.134e-03, eta: 14:57:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.2729, loss: 2.2729 +2025-06-30 02:27:45,901 - pyskl - INFO - Epoch [116][1600/3405] lr: 3.129e-03, eta: 14:56:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.2335, loss: 2.2335 +2025-06-30 02:28:30,715 - pyskl - INFO - Epoch [116][1700/3405] lr: 3.124e-03, eta: 14:55:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.2224, loss: 2.2224 +2025-06-30 02:29:15,454 - pyskl - INFO - Epoch [116][1800/3405] lr: 3.119e-03, eta: 14:55:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 2.2385, loss: 2.2385 +2025-06-30 02:30:00,135 - pyskl - INFO - Epoch [116][1900/3405] lr: 3.114e-03, eta: 14:54:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.2578, loss: 2.2578 +2025-06-30 02:30:45,317 - pyskl - INFO - Epoch [116][2000/3405] lr: 3.109e-03, eta: 14:53:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 2.2372, loss: 2.2372 +2025-06-30 02:31:30,579 - pyskl - INFO - Epoch [116][2100/3405] lr: 3.103e-03, eta: 14:52:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.2680, loss: 2.2680 +2025-06-30 02:32:16,212 - pyskl - INFO - Epoch [116][2200/3405] lr: 3.098e-03, eta: 14:51:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.2424, loss: 2.2424 +2025-06-30 02:33:01,318 - pyskl - INFO - Epoch [116][2300/3405] lr: 3.093e-03, eta: 14:51:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.2622, loss: 2.2622 +2025-06-30 02:33:46,495 - pyskl - INFO - Epoch [116][2400/3405] lr: 3.088e-03, eta: 14:50:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9975, loss_cls: 2.3355, loss: 2.3355 +2025-06-30 02:34:31,606 - pyskl - INFO - Epoch [116][2500/3405] lr: 3.083e-03, eta: 14:49:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 2.2739, loss: 2.2739 +2025-06-30 02:35:16,633 - pyskl - INFO - Epoch [116][2600/3405] lr: 3.078e-03, eta: 14:48:54, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.2783, loss: 2.2783 +2025-06-30 02:36:01,473 - pyskl - INFO - Epoch [116][2700/3405] lr: 3.073e-03, eta: 14:48:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.3028, loss: 2.3028 +2025-06-30 02:36:46,309 - pyskl - INFO - Epoch [116][2800/3405] lr: 3.068e-03, eta: 14:47:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.2720, loss: 2.2720 +2025-06-30 02:37:31,174 - pyskl - INFO - Epoch [116][2900/3405] lr: 3.063e-03, eta: 14:46:36, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9969, loss_cls: 2.2924, loss: 2.2924 +2025-06-30 02:38:15,861 - pyskl - INFO - Epoch [116][3000/3405] lr: 3.058e-03, eta: 14:45:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 2.2560, loss: 2.2560 +2025-06-30 02:39:00,708 - pyskl - INFO - Epoch [116][3100/3405] lr: 3.053e-03, eta: 14:45:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.2950, loss: 2.2950 +2025-06-30 02:39:45,538 - pyskl - INFO - Epoch [116][3200/3405] lr: 3.048e-03, eta: 14:44:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9962, loss_cls: 2.2851, loss: 2.2851 +2025-06-30 02:40:30,360 - pyskl - INFO - Epoch [116][3300/3405] lr: 3.043e-03, eta: 14:43:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 2.3279, loss: 2.3279 +2025-06-30 02:41:15,191 - pyskl - INFO - Epoch [116][3400/3405] lr: 3.038e-03, eta: 14:42:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.1982, loss: 2.1982 +2025-06-30 02:41:17,790 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-06-30 02:45:15,352 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 02:45:15,898 - pyskl - INFO - +top1_acc 0.8301 +top5_acc 0.9663 +2025-06-30 02:45:15,951 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_113.pth was removed +2025-06-30 02:45:16,994 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2025-06-30 02:45:16,996 - pyskl - INFO - Best top1_acc is 0.8301 at 116 epoch. +2025-06-30 02:45:17,017 - pyskl - INFO - Epoch(val) [116][3718] top1_acc: 0.8301, top5_acc: 0.9663 +2025-06-30 02:46:24,137 - pyskl - INFO - Epoch [117][100/3405] lr: 3.033e-03, eta: 14:42:03, time: 0.671, data_time: 0.228, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 2.1340, loss: 2.1340 +2025-06-30 02:47:08,690 - pyskl - INFO - Epoch [117][200/3405] lr: 3.028e-03, eta: 14:41:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 2.1126, loss: 2.1126 +2025-06-30 02:47:53,406 - pyskl - INFO - Epoch [117][300/3405] lr: 3.023e-03, eta: 14:40:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.1202, loss: 2.1202 +2025-06-30 02:48:38,074 - pyskl - INFO - Epoch [117][400/3405] lr: 3.018e-03, eta: 14:39:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 2.1095, loss: 2.1095 +2025-06-30 02:49:22,789 - pyskl - INFO - Epoch [117][500/3405] lr: 3.013e-03, eta: 14:38:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 2.1651, loss: 2.1651 +2025-06-30 02:50:07,479 - pyskl - INFO - Epoch [117][600/3405] lr: 3.008e-03, eta: 14:38:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 2.1606, loss: 2.1606 +2025-06-30 02:50:52,200 - pyskl - INFO - Epoch [117][700/3405] lr: 3.003e-03, eta: 14:37:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.1160, loss: 2.1160 +2025-06-30 02:51:36,805 - pyskl - INFO - Epoch [117][800/3405] lr: 2.998e-03, eta: 14:36:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.1240, loss: 2.1240 +2025-06-30 02:52:21,472 - pyskl - INFO - Epoch [117][900/3405] lr: 2.993e-03, eta: 14:35:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 2.1720, loss: 2.1720 +2025-06-30 02:53:06,154 - pyskl - INFO - Epoch [117][1000/3405] lr: 2.988e-03, eta: 14:35:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.1358, loss: 2.1358 +2025-06-30 02:53:50,808 - pyskl - INFO - Epoch [117][1100/3405] lr: 2.983e-03, eta: 14:34:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.2428, loss: 2.2428 +2025-06-30 02:54:35,424 - pyskl - INFO - Epoch [117][1200/3405] lr: 2.978e-03, eta: 14:33:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9988, loss_cls: 2.2293, loss: 2.2293 +2025-06-30 02:55:20,055 - pyskl - INFO - Epoch [117][1300/3405] lr: 2.973e-03, eta: 14:32:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 2.2555, loss: 2.2555 +2025-06-30 02:56:04,687 - pyskl - INFO - Epoch [117][1400/3405] lr: 2.968e-03, eta: 14:32:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.1927, loss: 2.1927 +2025-06-30 02:56:49,343 - pyskl - INFO - Epoch [117][1500/3405] lr: 2.963e-03, eta: 14:31:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 2.1084, loss: 2.1084 +2025-06-30 02:57:34,007 - pyskl - INFO - Epoch [117][1600/3405] lr: 2.958e-03, eta: 14:30:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.1801, loss: 2.1801 +2025-06-30 02:58:18,795 - pyskl - INFO - Epoch [117][1700/3405] lr: 2.953e-03, eta: 14:29:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9988, loss_cls: 2.1836, loss: 2.1836 +2025-06-30 02:59:03,412 - pyskl - INFO - Epoch [117][1800/3405] lr: 2.948e-03, eta: 14:29:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 2.2266, loss: 2.2266 +2025-06-30 02:59:48,068 - pyskl - INFO - Epoch [117][1900/3405] lr: 2.943e-03, eta: 14:28:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.2056, loss: 2.2056 +2025-06-30 03:00:32,805 - pyskl - INFO - Epoch [117][2000/3405] lr: 2.938e-03, eta: 14:27:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 2.2325, loss: 2.2325 +2025-06-30 03:01:17,493 - pyskl - INFO - Epoch [117][2100/3405] lr: 2.933e-03, eta: 14:26:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 2.2145, loss: 2.2145 +2025-06-30 03:02:02,500 - pyskl - INFO - Epoch [117][2200/3405] lr: 2.928e-03, eta: 14:25:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 2.1803, loss: 2.1803 +2025-06-30 03:02:47,460 - pyskl - INFO - Epoch [117][2300/3405] lr: 2.923e-03, eta: 14:25:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.2556, loss: 2.2556 +2025-06-30 03:03:32,373 - pyskl - INFO - Epoch [117][2400/3405] lr: 2.918e-03, eta: 14:24:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.2778, loss: 2.2778 +2025-06-30 03:04:17,029 - pyskl - INFO - Epoch [117][2500/3405] lr: 2.913e-03, eta: 14:23:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.3131, loss: 2.3131 +2025-06-30 03:05:01,788 - pyskl - INFO - Epoch [117][2600/3405] lr: 2.908e-03, eta: 14:22:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 2.2079, loss: 2.2079 +2025-06-30 03:05:46,509 - pyskl - INFO - Epoch [117][2700/3405] lr: 2.903e-03, eta: 14:22:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.3007, loss: 2.3007 +2025-06-30 03:06:31,192 - pyskl - INFO - Epoch [117][2800/3405] lr: 2.898e-03, eta: 14:21:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.2712, loss: 2.2712 +2025-06-30 03:07:15,975 - pyskl - INFO - Epoch [117][2900/3405] lr: 2.893e-03, eta: 14:20:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 2.2319, loss: 2.2319 +2025-06-30 03:08:00,687 - pyskl - INFO - Epoch [117][3000/3405] lr: 2.889e-03, eta: 14:19:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.1937, loss: 2.1937 +2025-06-30 03:08:45,626 - pyskl - INFO - Epoch [117][3100/3405] lr: 2.884e-03, eta: 14:19:02, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9981, loss_cls: 2.2776, loss: 2.2776 +2025-06-30 03:09:30,350 - pyskl - INFO - Epoch [117][3200/3405] lr: 2.879e-03, eta: 14:18:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 2.2152, loss: 2.2152 +2025-06-30 03:10:14,956 - pyskl - INFO - Epoch [117][3300/3405] lr: 2.874e-03, eta: 14:17:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 2.2023, loss: 2.2023 +2025-06-30 03:10:59,570 - pyskl - INFO - Epoch [117][3400/3405] lr: 2.869e-03, eta: 14:16:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.2622, loss: 2.2622 +2025-06-30 03:11:02,172 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-06-30 03:15:01,638 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 03:15:02,182 - pyskl - INFO - +top1_acc 0.8236 +top5_acc 0.9636 +2025-06-30 03:15:02,201 - pyskl - INFO - Epoch(val) [117][3718] top1_acc: 0.8236, top5_acc: 0.9636 +2025-06-30 03:16:09,976 - pyskl - INFO - Epoch [118][100/3405] lr: 2.864e-03, eta: 14:16:01, time: 0.678, data_time: 0.229, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 2.2000, loss: 2.2000 +2025-06-30 03:16:54,648 - pyskl - INFO - Epoch [118][200/3405] lr: 2.859e-03, eta: 14:15:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 2.1027, loss: 2.1027 +2025-06-30 03:17:39,379 - pyskl - INFO - Epoch [118][300/3405] lr: 2.854e-03, eta: 14:14:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.1442, loss: 2.1442 +2025-06-30 03:18:24,176 - pyskl - INFO - Epoch [118][400/3405] lr: 2.849e-03, eta: 14:13:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 2.0545, loss: 2.0545 +2025-06-30 03:19:08,993 - pyskl - INFO - Epoch [118][500/3405] lr: 2.844e-03, eta: 14:12:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 2.0552, loss: 2.0552 +2025-06-30 03:19:53,734 - pyskl - INFO - Epoch [118][600/3405] lr: 2.839e-03, eta: 14:12:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 2.1011, loss: 2.1011 +2025-06-30 03:20:38,456 - pyskl - INFO - Epoch [118][700/3405] lr: 2.834e-03, eta: 14:11:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 1.0000, loss_cls: 2.0042, loss: 2.0042 +2025-06-30 03:21:23,360 - pyskl - INFO - Epoch [118][800/3405] lr: 2.830e-03, eta: 14:10:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 2.1481, loss: 2.1481 +2025-06-30 03:22:08,091 - pyskl - INFO - Epoch [118][900/3405] lr: 2.825e-03, eta: 14:09:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.2276, loss: 2.2276 +2025-06-30 03:22:52,820 - pyskl - INFO - Epoch [118][1000/3405] lr: 2.820e-03, eta: 14:09:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.1808, loss: 2.1808 +2025-06-30 03:23:37,558 - pyskl - INFO - Epoch [118][1100/3405] lr: 2.815e-03, eta: 14:08:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 2.1957, loss: 2.1957 +2025-06-30 03:24:22,162 - pyskl - INFO - Epoch [118][1200/3405] lr: 2.810e-03, eta: 14:07:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.2170, loss: 2.2170 +2025-06-30 03:25:06,792 - pyskl - INFO - Epoch [118][1300/3405] lr: 2.805e-03, eta: 14:06:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.1622, loss: 2.1622 +2025-06-30 03:25:51,450 - pyskl - INFO - Epoch [118][1400/3405] lr: 2.800e-03, eta: 14:06:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 2.1575, loss: 2.1575 +2025-06-30 03:26:36,170 - pyskl - INFO - Epoch [118][1500/3405] lr: 2.796e-03, eta: 14:05:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.2053, loss: 2.2053 +2025-06-30 03:27:20,864 - pyskl - INFO - Epoch [118][1600/3405] lr: 2.791e-03, eta: 14:04:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 2.1329, loss: 2.1329 +2025-06-30 03:28:05,587 - pyskl - INFO - Epoch [118][1700/3405] lr: 2.786e-03, eta: 14:03:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.1980, loss: 2.1980 +2025-06-30 03:28:50,338 - pyskl - INFO - Epoch [118][1800/3405] lr: 2.781e-03, eta: 14:02:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9988, loss_cls: 2.1433, loss: 2.1433 +2025-06-30 03:29:35,135 - pyskl - INFO - Epoch [118][1900/3405] lr: 2.776e-03, eta: 14:02:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9988, loss_cls: 2.1698, loss: 2.1698 +2025-06-30 03:30:19,941 - pyskl - INFO - Epoch [118][2000/3405] lr: 2.771e-03, eta: 14:01:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.2149, loss: 2.2149 +2025-06-30 03:31:04,608 - pyskl - INFO - Epoch [118][2100/3405] lr: 2.767e-03, eta: 14:00:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.1560, loss: 2.1560 +2025-06-30 03:31:49,440 - pyskl - INFO - Epoch [118][2200/3405] lr: 2.762e-03, eta: 13:59:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 2.0934, loss: 2.0934 +2025-06-30 03:32:34,171 - pyskl - INFO - Epoch [118][2300/3405] lr: 2.757e-03, eta: 13:59:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 2.0980, loss: 2.0980 +2025-06-30 03:33:18,785 - pyskl - INFO - Epoch [118][2400/3405] lr: 2.752e-03, eta: 13:58:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.1869, loss: 2.1869 +2025-06-30 03:34:03,846 - pyskl - INFO - Epoch [118][2500/3405] lr: 2.747e-03, eta: 13:57:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.2084, loss: 2.2084 +2025-06-30 03:34:48,549 - pyskl - INFO - Epoch [118][2600/3405] lr: 2.742e-03, eta: 13:56:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.1826, loss: 2.1826 +2025-06-30 03:35:33,163 - pyskl - INFO - Epoch [118][2700/3405] lr: 2.738e-03, eta: 13:56:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 2.0757, loss: 2.0757 +2025-06-30 03:36:17,778 - pyskl - INFO - Epoch [118][2800/3405] lr: 2.733e-03, eta: 13:55:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 2.2191, loss: 2.2191 +2025-06-30 03:37:02,352 - pyskl - INFO - Epoch [118][2900/3405] lr: 2.728e-03, eta: 13:54:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.1498, loss: 2.1498 +2025-06-30 03:37:46,924 - pyskl - INFO - Epoch [118][3000/3405] lr: 2.723e-03, eta: 13:53:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.1583, loss: 2.1583 +2025-06-30 03:38:31,488 - pyskl - INFO - Epoch [118][3100/3405] lr: 2.718e-03, eta: 13:53:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.1656, loss: 2.1656 +2025-06-30 03:39:16,277 - pyskl - INFO - Epoch [118][3200/3405] lr: 2.714e-03, eta: 13:52:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9981, loss_cls: 2.2613, loss: 2.2613 +2025-06-30 03:40:00,855 - pyskl - INFO - Epoch [118][3300/3405] lr: 2.709e-03, eta: 13:51:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.2331, loss: 2.2331 +2025-06-30 03:40:45,434 - pyskl - INFO - Epoch [118][3400/3405] lr: 2.704e-03, eta: 13:50:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 2.0793, loss: 2.0793 +2025-06-30 03:40:48,006 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-06-30 03:44:44,729 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 03:44:45,302 - pyskl - INFO - +top1_acc 0.8294 +top5_acc 0.9636 +2025-06-30 03:44:45,321 - pyskl - INFO - Epoch(val) [118][3718] top1_acc: 0.8294, top5_acc: 0.9636 +2025-06-30 03:45:52,618 - pyskl - INFO - Epoch [119][100/3405] lr: 2.699e-03, eta: 13:49:59, time: 0.673, data_time: 0.226, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 2.1249, loss: 2.1249 +2025-06-30 03:46:37,893 - pyskl - INFO - Epoch [119][200/3405] lr: 2.694e-03, eta: 13:49:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 2.1147, loss: 2.1147 +2025-06-30 03:47:22,768 - pyskl - INFO - Epoch [119][300/3405] lr: 2.690e-03, eta: 13:48:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.9624, loss: 1.9624 +2025-06-30 03:48:07,622 - pyskl - INFO - Epoch [119][400/3405] lr: 2.685e-03, eta: 13:47:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 2.0177, loss: 2.0177 +2025-06-30 03:48:52,517 - pyskl - INFO - Epoch [119][500/3405] lr: 2.680e-03, eta: 13:46:55, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 2.0561, loss: 2.0561 +2025-06-30 03:49:37,504 - pyskl - INFO - Epoch [119][600/3405] lr: 2.675e-03, eta: 13:46:09, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 1.9966, loss: 1.9966 +2025-06-30 03:50:22,270 - pyskl - INFO - Epoch [119][700/3405] lr: 2.671e-03, eta: 13:45:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 2.0002, loss: 2.0002 +2025-06-30 03:51:06,901 - pyskl - INFO - Epoch [119][800/3405] lr: 2.666e-03, eta: 13:44:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.1446, loss: 2.1446 +2025-06-30 03:51:51,590 - pyskl - INFO - Epoch [119][900/3405] lr: 2.661e-03, eta: 13:43:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 2.0643, loss: 2.0643 +2025-06-30 03:52:36,391 - pyskl - INFO - Epoch [119][1000/3405] lr: 2.656e-03, eta: 13:43:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.0624, loss: 2.0624 +2025-06-30 03:53:21,380 - pyskl - INFO - Epoch [119][1100/3405] lr: 2.652e-03, eta: 13:42:19, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.0283, loss: 2.0283 +2025-06-30 03:54:06,228 - pyskl - INFO - Epoch [119][1200/3405] lr: 2.647e-03, eta: 13:41:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 2.1178, loss: 2.1178 +2025-06-30 03:54:51,037 - pyskl - INFO - Epoch [119][1300/3405] lr: 2.642e-03, eta: 13:40:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.1735, loss: 2.1735 +2025-06-30 03:55:35,864 - pyskl - INFO - Epoch [119][1400/3405] lr: 2.637e-03, eta: 13:40:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 2.1019, loss: 2.1019 +2025-06-30 03:56:20,868 - pyskl - INFO - Epoch [119][1500/3405] lr: 2.633e-03, eta: 13:39:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.1032, loss: 2.1032 +2025-06-30 03:57:05,696 - pyskl - INFO - Epoch [119][1600/3405] lr: 2.628e-03, eta: 13:38:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.1792, loss: 2.1792 +2025-06-30 03:57:50,710 - pyskl - INFO - Epoch [119][1700/3405] lr: 2.623e-03, eta: 13:37:43, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 2.0209, loss: 2.0209 +2025-06-30 03:58:35,731 - pyskl - INFO - Epoch [119][1800/3405] lr: 2.619e-03, eta: 13:36:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9944, loss_cls: 2.0413, loss: 2.0413 +2025-06-30 03:59:20,818 - pyskl - INFO - Epoch [119][1900/3405] lr: 2.614e-03, eta: 13:36:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.1287, loss: 2.1287 +2025-06-30 04:00:05,826 - pyskl - INFO - Epoch [119][2000/3405] lr: 2.609e-03, eta: 13:35:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 2.2157, loss: 2.2157 +2025-06-30 04:00:50,257 - pyskl - INFO - Epoch [119][2100/3405] lr: 2.604e-03, eta: 13:34:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 2.1027, loss: 2.1027 +2025-06-30 04:01:35,001 - pyskl - INFO - Epoch [119][2200/3405] lr: 2.600e-03, eta: 13:33:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9981, loss_cls: 2.2253, loss: 2.2253 +2025-06-30 04:02:19,793 - pyskl - INFO - Epoch [119][2300/3405] lr: 2.595e-03, eta: 13:33:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.1648, loss: 2.1648 +2025-06-30 04:03:04,359 - pyskl - INFO - Epoch [119][2400/3405] lr: 2.590e-03, eta: 13:32:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9981, loss_cls: 2.1080, loss: 2.1080 +2025-06-30 04:03:48,943 - pyskl - INFO - Epoch [119][2500/3405] lr: 2.586e-03, eta: 13:31:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 2.0989, loss: 2.0989 +2025-06-30 04:04:33,610 - pyskl - INFO - Epoch [119][2600/3405] lr: 2.581e-03, eta: 13:30:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 2.1316, loss: 2.1316 +2025-06-30 04:05:18,247 - pyskl - INFO - Epoch [119][2700/3405] lr: 2.576e-03, eta: 13:30:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 2.1796, loss: 2.1796 +2025-06-30 04:06:02,861 - pyskl - INFO - Epoch [119][2800/3405] lr: 2.572e-03, eta: 13:29:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.1686, loss: 2.1686 +2025-06-30 04:06:47,446 - pyskl - INFO - Epoch [119][2900/3405] lr: 2.567e-03, eta: 13:28:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 2.1552, loss: 2.1552 +2025-06-30 04:07:32,184 - pyskl - INFO - Epoch [119][3000/3405] lr: 2.562e-03, eta: 13:27:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.1601, loss: 2.1601 +2025-06-30 04:08:16,864 - pyskl - INFO - Epoch [119][3100/3405] lr: 2.558e-03, eta: 13:26:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9975, loss_cls: 2.1544, loss: 2.1544 +2025-06-30 04:09:01,463 - pyskl - INFO - Epoch [119][3200/3405] lr: 2.553e-03, eta: 13:26:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 2.2137, loss: 2.2137 +2025-06-30 04:09:46,013 - pyskl - INFO - Epoch [119][3300/3405] lr: 2.548e-03, eta: 13:25:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.2197, loss: 2.2197 +2025-06-30 04:10:30,636 - pyskl - INFO - Epoch [119][3400/3405] lr: 2.544e-03, eta: 13:24:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9988, loss_cls: 2.2359, loss: 2.2359 +2025-06-30 04:10:33,231 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-06-30 04:14:33,021 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 04:14:33,565 - pyskl - INFO - +top1_acc 0.8357 +top5_acc 0.9665 +2025-06-30 04:14:33,619 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_116.pth was removed +2025-06-30 04:14:34,634 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2025-06-30 04:14:34,636 - pyskl - INFO - Best top1_acc is 0.8357 at 119 epoch. +2025-06-30 04:14:34,654 - pyskl - INFO - Epoch(val) [119][3718] top1_acc: 0.8357, top5_acc: 0.9665 +2025-06-30 04:15:41,839 - pyskl - INFO - Epoch [120][100/3405] lr: 2.539e-03, eta: 13:23:58, time: 0.672, data_time: 0.225, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 2.0432, loss: 2.0432 +2025-06-30 04:16:26,551 - pyskl - INFO - Epoch [120][200/3405] lr: 2.534e-03, eta: 13:23:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 2.0106, loss: 2.0106 +2025-06-30 04:17:11,283 - pyskl - INFO - Epoch [120][300/3405] lr: 2.529e-03, eta: 13:22:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.0052, loss: 2.0052 +2025-06-30 04:17:56,197 - pyskl - INFO - Epoch [120][400/3405] lr: 2.525e-03, eta: 13:21:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.9651, loss: 1.9651 +2025-06-30 04:18:41,038 - pyskl - INFO - Epoch [120][500/3405] lr: 2.520e-03, eta: 13:20:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 2.0060, loss: 2.0060 +2025-06-30 04:19:25,986 - pyskl - INFO - Epoch [120][600/3405] lr: 2.516e-03, eta: 13:20:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.9821, loss: 1.9821 +2025-06-30 04:20:10,641 - pyskl - INFO - Epoch [120][700/3405] lr: 2.511e-03, eta: 13:19:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 2.1029, loss: 2.1029 +2025-06-30 04:20:55,190 - pyskl - INFO - Epoch [120][800/3405] lr: 2.506e-03, eta: 13:18:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 2.0586, loss: 2.0586 +2025-06-30 04:21:39,764 - pyskl - INFO - Epoch [120][900/3405] lr: 2.502e-03, eta: 13:17:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 2.1084, loss: 2.1084 +2025-06-30 04:22:24,337 - pyskl - INFO - Epoch [120][1000/3405] lr: 2.497e-03, eta: 13:17:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.0245, loss: 2.0245 +2025-06-30 04:23:09,224 - pyskl - INFO - Epoch [120][1100/3405] lr: 2.493e-03, eta: 13:16:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 2.1190, loss: 2.1190 +2025-06-30 04:23:54,035 - pyskl - INFO - Epoch [120][1200/3405] lr: 2.488e-03, eta: 13:15:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9994, loss_cls: 2.0399, loss: 2.0399 +2025-06-30 04:24:38,847 - pyskl - INFO - Epoch [120][1300/3405] lr: 2.483e-03, eta: 13:14:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.9970, loss: 1.9970 +2025-06-30 04:25:23,567 - pyskl - INFO - Epoch [120][1400/3405] lr: 2.479e-03, eta: 13:14:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 2.0944, loss: 2.0944 +2025-06-30 04:26:08,168 - pyskl - INFO - Epoch [120][1500/3405] lr: 2.474e-03, eta: 13:13:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 2.0294, loss: 2.0294 +2025-06-30 04:26:52,819 - pyskl - INFO - Epoch [120][1600/3405] lr: 2.470e-03, eta: 13:12:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9994, loss_cls: 2.0766, loss: 2.0766 +2025-06-30 04:27:37,433 - pyskl - INFO - Epoch [120][1700/3405] lr: 2.465e-03, eta: 13:11:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 2.0947, loss: 2.0947 +2025-06-30 04:28:22,018 - pyskl - INFO - Epoch [120][1800/3405] lr: 2.460e-03, eta: 13:10:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9994, loss_cls: 2.1141, loss: 2.1141 +2025-06-30 04:29:06,624 - pyskl - INFO - Epoch [120][1900/3405] lr: 2.456e-03, eta: 13:10:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 2.1268, loss: 2.1268 +2025-06-30 04:29:51,263 - pyskl - INFO - Epoch [120][2000/3405] lr: 2.451e-03, eta: 13:09:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9988, loss_cls: 2.1279, loss: 2.1279 +2025-06-30 04:30:35,878 - pyskl - INFO - Epoch [120][2100/3405] lr: 2.447e-03, eta: 13:08:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 2.1518, loss: 2.1518 +2025-06-30 04:31:20,419 - pyskl - INFO - Epoch [120][2200/3405] lr: 2.442e-03, eta: 13:07:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9988, loss_cls: 2.1581, loss: 2.1581 +2025-06-30 04:32:04,972 - pyskl - INFO - Epoch [120][2300/3405] lr: 2.438e-03, eta: 13:07:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9994, loss_cls: 2.0743, loss: 2.0743 +2025-06-30 04:32:49,450 - pyskl - INFO - Epoch [120][2400/3405] lr: 2.433e-03, eta: 13:06:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.1805, loss: 2.1805 +2025-06-30 04:33:33,890 - pyskl - INFO - Epoch [120][2500/3405] lr: 2.428e-03, eta: 13:05:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 2.2103, loss: 2.2103 +2025-06-30 04:34:18,408 - pyskl - INFO - Epoch [120][2600/3405] lr: 2.424e-03, eta: 13:04:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 2.1108, loss: 2.1108 +2025-06-30 04:35:03,115 - pyskl - INFO - Epoch [120][2700/3405] lr: 2.419e-03, eta: 13:04:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.0700, loss: 2.0700 +2025-06-30 04:35:47,694 - pyskl - INFO - Epoch [120][2800/3405] lr: 2.415e-03, eta: 13:03:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.0777, loss: 2.0777 +2025-06-30 04:36:32,339 - pyskl - INFO - Epoch [120][2900/3405] lr: 2.410e-03, eta: 13:02:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 2.0549, loss: 2.0549 +2025-06-30 04:37:17,056 - pyskl - INFO - Epoch [120][3000/3405] lr: 2.406e-03, eta: 13:01:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 2.1017, loss: 2.1017 +2025-06-30 04:38:01,655 - pyskl - INFO - Epoch [120][3100/3405] lr: 2.401e-03, eta: 13:00:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.1642, loss: 2.1642 +2025-06-30 04:38:46,292 - pyskl - INFO - Epoch [120][3200/3405] lr: 2.397e-03, eta: 13:00:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 2.1252, loss: 2.1252 +2025-06-30 04:39:30,831 - pyskl - INFO - Epoch [120][3300/3405] lr: 2.392e-03, eta: 12:59:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 2.1543, loss: 2.1543 +2025-06-30 04:40:15,446 - pyskl - INFO - Epoch [120][3400/3405] lr: 2.388e-03, eta: 12:58:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 2.1226, loss: 2.1226 +2025-06-30 04:40:18,038 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-06-30 05:00:08,429 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 05:00:08,970 - pyskl - INFO - +top1_acc 0.8237 +top5_acc 0.9562 +2025-06-30 05:00:08,991 - pyskl - INFO - Epoch(val) [120][3718] top1_acc: 0.8237, top5_acc: 0.9562 +2025-06-30 05:01:16,263 - pyskl - INFO - Epoch [121][100/3405] lr: 2.383e-03, eta: 12:57:56, time: 0.673, data_time: 0.227, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 2.0853, loss: 2.0853 +2025-06-30 05:02:01,007 - pyskl - INFO - Epoch [121][200/3405] lr: 2.378e-03, eta: 12:57:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.9828, loss: 1.9828 +2025-06-30 05:02:45,727 - pyskl - INFO - Epoch [121][300/3405] lr: 2.374e-03, eta: 12:56:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 2.0200, loss: 2.0200 +2025-06-30 05:03:30,472 - pyskl - INFO - Epoch [121][400/3405] lr: 2.369e-03, eta: 12:55:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.9251, loss: 1.9251 +2025-06-30 05:04:15,254 - pyskl - INFO - Epoch [121][500/3405] lr: 2.365e-03, eta: 12:54:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 2.0264, loss: 2.0264 +2025-06-30 05:05:00,055 - pyskl - INFO - Epoch [121][600/3405] lr: 2.360e-03, eta: 12:54:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.9725, loss: 1.9725 +2025-06-30 05:05:45,075 - pyskl - INFO - Epoch [121][700/3405] lr: 2.356e-03, eta: 12:53:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 2.0395, loss: 2.0395 +2025-06-30 05:06:29,891 - pyskl - INFO - Epoch [121][800/3405] lr: 2.351e-03, eta: 12:52:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.9664, loss: 1.9664 +2025-06-30 05:07:14,565 - pyskl - INFO - Epoch [121][900/3405] lr: 2.347e-03, eta: 12:51:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 2.0460, loss: 2.0460 +2025-06-30 05:07:59,205 - pyskl - INFO - Epoch [121][1000/3405] lr: 2.342e-03, eta: 12:51:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 2.0455, loss: 2.0455 +2025-06-30 05:08:43,930 - pyskl - INFO - Epoch [121][1100/3405] lr: 2.338e-03, eta: 12:50:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 2.0395, loss: 2.0395 +2025-06-30 05:09:28,827 - pyskl - INFO - Epoch [121][1200/3405] lr: 2.333e-03, eta: 12:49:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 1.9776, loss: 1.9776 +2025-06-30 05:10:13,564 - pyskl - INFO - Epoch [121][1300/3405] lr: 2.329e-03, eta: 12:48:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.9736, loss: 1.9736 +2025-06-30 05:10:58,267 - pyskl - INFO - Epoch [121][1400/3405] lr: 2.324e-03, eta: 12:47:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 2.0542, loss: 2.0542 +2025-06-30 05:11:43,028 - pyskl - INFO - Epoch [121][1500/3405] lr: 2.320e-03, eta: 12:47:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9988, loss_cls: 2.1080, loss: 2.1080 +2025-06-30 05:12:27,785 - pyskl - INFO - Epoch [121][1600/3405] lr: 2.316e-03, eta: 12:46:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9994, loss_cls: 2.0748, loss: 2.0748 +2025-06-30 05:13:12,653 - pyskl - INFO - Epoch [121][1700/3405] lr: 2.311e-03, eta: 12:45:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 2.0529, loss: 2.0529 +2025-06-30 05:13:57,701 - pyskl - INFO - Epoch [121][1800/3405] lr: 2.307e-03, eta: 12:44:55, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.9544, loss: 1.9544 +2025-06-30 05:14:42,671 - pyskl - INFO - Epoch [121][1900/3405] lr: 2.302e-03, eta: 12:44:09, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 2.0962, loss: 2.0962 +2025-06-30 05:15:27,420 - pyskl - INFO - Epoch [121][2000/3405] lr: 2.298e-03, eta: 12:43:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 2.0679, loss: 2.0679 +2025-06-30 05:16:12,208 - pyskl - INFO - Epoch [121][2100/3405] lr: 2.293e-03, eta: 12:42:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 2.0637, loss: 2.0637 +2025-06-30 05:16:57,087 - pyskl - INFO - Epoch [121][2200/3405] lr: 2.289e-03, eta: 12:41:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 2.1085, loss: 2.1085 +2025-06-30 05:17:42,092 - pyskl - INFO - Epoch [121][2300/3405] lr: 2.284e-03, eta: 12:41:05, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 2.0217, loss: 2.0217 +2025-06-30 05:18:26,959 - pyskl - INFO - Epoch [121][2400/3405] lr: 2.280e-03, eta: 12:40:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.1256, loss: 2.1256 +2025-06-30 05:19:11,690 - pyskl - INFO - Epoch [121][2500/3405] lr: 2.276e-03, eta: 12:39:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 2.0958, loss: 2.0958 +2025-06-30 05:19:56,513 - pyskl - INFO - Epoch [121][2600/3405] lr: 2.271e-03, eta: 12:38:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 2.0241, loss: 2.0241 +2025-06-30 05:20:41,381 - pyskl - INFO - Epoch [121][2700/3405] lr: 2.267e-03, eta: 12:38:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 2.0747, loss: 2.0747 +2025-06-30 05:21:26,258 - pyskl - INFO - Epoch [121][2800/3405] lr: 2.262e-03, eta: 12:37:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.1996, loss: 2.1996 +2025-06-30 05:22:11,345 - pyskl - INFO - Epoch [121][2900/3405] lr: 2.258e-03, eta: 12:36:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.0886, loss: 2.0886 +2025-06-30 05:22:56,325 - pyskl - INFO - Epoch [121][3000/3405] lr: 2.253e-03, eta: 12:35:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 2.0767, loss: 2.0767 +2025-06-30 05:23:41,100 - pyskl - INFO - Epoch [121][3100/3405] lr: 2.249e-03, eta: 12:34:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9988, loss_cls: 2.1517, loss: 2.1517 +2025-06-30 05:24:25,990 - pyskl - INFO - Epoch [121][3200/3405] lr: 2.245e-03, eta: 12:34:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 2.0410, loss: 2.0410 +2025-06-30 05:25:10,726 - pyskl - INFO - Epoch [121][3300/3405] lr: 2.240e-03, eta: 12:33:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9994, loss_cls: 2.0764, loss: 2.0764 +2025-06-30 05:25:55,459 - pyskl - INFO - Epoch [121][3400/3405] lr: 2.236e-03, eta: 12:32:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 2.0800, loss: 2.0800 +2025-06-30 05:25:58,062 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-06-30 05:29:58,910 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 05:29:59,457 - pyskl - INFO - +top1_acc 0.8351 +top5_acc 0.9640 +2025-06-30 05:29:59,480 - pyskl - INFO - Epoch(val) [121][3718] top1_acc: 0.8351, top5_acc: 0.9640 +2025-06-30 05:31:06,913 - pyskl - INFO - Epoch [122][100/3405] lr: 2.231e-03, eta: 12:31:56, time: 0.674, data_time: 0.226, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 1.9166, loss: 1.9166 +2025-06-30 05:31:51,698 - pyskl - INFO - Epoch [122][200/3405] lr: 2.227e-03, eta: 12:31:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 1.9225, loss: 1.9225 +2025-06-30 05:32:36,434 - pyskl - INFO - Epoch [122][300/3405] lr: 2.223e-03, eta: 12:30:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.9298, loss: 1.9298 +2025-06-30 05:33:21,229 - pyskl - INFO - Epoch [122][400/3405] lr: 2.218e-03, eta: 12:29:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.9631, loss: 1.9631 +2025-06-30 05:34:06,005 - pyskl - INFO - Epoch [122][500/3405] lr: 2.214e-03, eta: 12:28:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.9742, loss: 1.9742 +2025-06-30 05:34:50,818 - pyskl - INFO - Epoch [122][600/3405] lr: 2.209e-03, eta: 12:28:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.9730, loss: 1.9730 +2025-06-30 05:35:35,727 - pyskl - INFO - Epoch [122][700/3405] lr: 2.205e-03, eta: 12:27:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.9891, loss: 1.9891 +2025-06-30 05:36:20,451 - pyskl - INFO - Epoch [122][800/3405] lr: 2.201e-03, eta: 12:26:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 2.0459, loss: 2.0459 +2025-06-30 05:37:05,158 - pyskl - INFO - Epoch [122][900/3405] lr: 2.196e-03, eta: 12:25:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.9518, loss: 1.9518 +2025-06-30 05:37:49,891 - pyskl - INFO - Epoch [122][1000/3405] lr: 2.192e-03, eta: 12:25:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.9638, loss: 1.9638 +2025-06-30 05:38:34,612 - pyskl - INFO - Epoch [122][1100/3405] lr: 2.188e-03, eta: 12:24:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.9337, loss: 1.9337 +2025-06-30 05:39:19,343 - pyskl - INFO - Epoch [122][1200/3405] lr: 2.183e-03, eta: 12:23:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.9870, loss: 1.9870 +2025-06-30 05:40:04,189 - pyskl - INFO - Epoch [122][1300/3405] lr: 2.179e-03, eta: 12:22:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 1.0000, loss_cls: 2.0597, loss: 2.0597 +2025-06-30 05:40:48,955 - pyskl - INFO - Epoch [122][1400/3405] lr: 2.175e-03, eta: 12:21:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.9502, loss: 1.9502 +2025-06-30 05:41:33,981 - pyskl - INFO - Epoch [122][1500/3405] lr: 2.170e-03, eta: 12:21:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.9515, loss: 1.9515 +2025-06-30 05:42:18,750 - pyskl - INFO - Epoch [122][1600/3405] lr: 2.166e-03, eta: 12:20:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.8999, loss: 1.8999 +2025-06-30 05:43:03,646 - pyskl - INFO - Epoch [122][1700/3405] lr: 2.162e-03, eta: 12:19:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 1.9403, loss: 1.9403 +2025-06-30 05:43:48,531 - pyskl - INFO - Epoch [122][1800/3405] lr: 2.157e-03, eta: 12:18:55, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 2.0099, loss: 2.0099 +2025-06-30 05:44:33,671 - pyskl - INFO - Epoch [122][1900/3405] lr: 2.153e-03, eta: 12:18:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.9754, loss: 1.9754 +2025-06-30 05:45:18,841 - pyskl - INFO - Epoch [122][2000/3405] lr: 2.149e-03, eta: 12:17:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.0548, loss: 2.0548 +2025-06-30 05:46:04,067 - pyskl - INFO - Epoch [122][2100/3405] lr: 2.144e-03, eta: 12:16:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 2.0029, loss: 2.0029 +2025-06-30 05:46:49,197 - pyskl - INFO - Epoch [122][2200/3405] lr: 2.140e-03, eta: 12:15:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 2.0169, loss: 2.0169 +2025-06-30 05:47:34,169 - pyskl - INFO - Epoch [122][2300/3405] lr: 2.136e-03, eta: 12:15:06, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 2.0333, loss: 2.0333 +2025-06-30 05:48:18,966 - pyskl - INFO - Epoch [122][2400/3405] lr: 2.131e-03, eta: 12:14:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 2.0554, loss: 2.0554 +2025-06-30 05:49:03,735 - pyskl - INFO - Epoch [122][2500/3405] lr: 2.127e-03, eta: 12:13:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 2.0395, loss: 2.0395 +2025-06-30 05:49:48,526 - pyskl - INFO - Epoch [122][2600/3405] lr: 2.123e-03, eta: 12:12:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 2.0640, loss: 2.0640 +2025-06-30 05:50:33,285 - pyskl - INFO - Epoch [122][2700/3405] lr: 2.119e-03, eta: 12:12:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.9848, loss: 1.9848 +2025-06-30 05:51:18,151 - pyskl - INFO - Epoch [122][2800/3405] lr: 2.114e-03, eta: 12:11:16, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.1031, loss: 2.1031 +2025-06-30 05:52:02,957 - pyskl - INFO - Epoch [122][2900/3405] lr: 2.110e-03, eta: 12:10:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 2.0479, loss: 2.0479 +2025-06-30 05:52:47,679 - pyskl - INFO - Epoch [122][3000/3405] lr: 2.106e-03, eta: 12:09:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.9689, loss: 1.9689 +2025-06-30 05:53:32,415 - pyskl - INFO - Epoch [122][3100/3405] lr: 2.102e-03, eta: 12:08:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.0153, loss: 2.0153 +2025-06-30 05:54:17,171 - pyskl - INFO - Epoch [122][3200/3405] lr: 2.097e-03, eta: 12:08:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.9743, loss: 1.9743 +2025-06-30 05:55:01,857 - pyskl - INFO - Epoch [122][3300/3405] lr: 2.093e-03, eta: 12:07:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.9852, loss: 1.9852 +2025-06-30 05:55:46,913 - pyskl - INFO - Epoch [122][3400/3405] lr: 2.089e-03, eta: 12:06:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 2.1177, loss: 2.1177 +2025-06-30 05:55:49,555 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-06-30 05:59:49,175 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 05:59:49,720 - pyskl - INFO - +top1_acc 0.8224 +top5_acc 0.9612 +2025-06-30 05:59:49,740 - pyskl - INFO - Epoch(val) [122][3718] top1_acc: 0.8224, top5_acc: 0.9612 +2025-06-30 06:00:56,798 - pyskl - INFO - Epoch [123][100/3405] lr: 2.084e-03, eta: 12:05:57, time: 0.671, data_time: 0.224, memory: 13268, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.9721, loss: 1.9721 +2025-06-30 06:01:41,518 - pyskl - INFO - Epoch [123][200/3405] lr: 2.080e-03, eta: 12:05:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.8865, loss: 1.8865 +2025-06-30 06:02:26,447 - pyskl - INFO - Epoch [123][300/3405] lr: 2.076e-03, eta: 12:04:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.8313, loss: 1.8313 +2025-06-30 06:03:11,289 - pyskl - INFO - Epoch [123][400/3405] lr: 2.072e-03, eta: 12:03:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.8492, loss: 1.8492 +2025-06-30 06:03:56,234 - pyskl - INFO - Epoch [123][500/3405] lr: 2.067e-03, eta: 12:02:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.8966, loss: 1.8966 +2025-06-30 06:04:41,064 - pyskl - INFO - Epoch [123][600/3405] lr: 2.063e-03, eta: 12:02:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.9908, loss: 1.9908 +2025-06-30 06:05:25,858 - pyskl - INFO - Epoch [123][700/3405] lr: 2.059e-03, eta: 12:01:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.9318, loss: 1.9318 +2025-06-30 06:06:10,984 - pyskl - INFO - Epoch [123][800/3405] lr: 2.055e-03, eta: 12:00:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.9355, loss: 1.9355 +2025-06-30 06:06:55,891 - pyskl - INFO - Epoch [123][900/3405] lr: 2.050e-03, eta: 11:59:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.9519, loss: 1.9519 +2025-06-30 06:07:40,538 - pyskl - INFO - Epoch [123][1000/3405] lr: 2.046e-03, eta: 11:59:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.9486, loss: 1.9486 +2025-06-30 06:08:25,350 - pyskl - INFO - Epoch [123][1100/3405] lr: 2.042e-03, eta: 11:58:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.8935, loss: 1.8935 +2025-06-30 06:09:10,140 - pyskl - INFO - Epoch [123][1200/3405] lr: 2.038e-03, eta: 11:57:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.8740, loss: 1.8740 +2025-06-30 06:09:54,939 - pyskl - INFO - Epoch [123][1300/3405] lr: 2.034e-03, eta: 11:56:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.9094, loss: 1.9094 +2025-06-30 06:10:39,741 - pyskl - INFO - Epoch [123][1400/3405] lr: 2.029e-03, eta: 11:56:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.8897, loss: 1.8897 +2025-06-30 06:11:24,612 - pyskl - INFO - Epoch [123][1500/3405] lr: 2.025e-03, eta: 11:55:14, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.8868, loss: 1.8868 +2025-06-30 06:12:09,516 - pyskl - INFO - Epoch [123][1600/3405] lr: 2.021e-03, eta: 11:54:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 2.0607, loss: 2.0607 +2025-06-30 06:12:54,256 - pyskl - INFO - Epoch [123][1700/3405] lr: 2.017e-03, eta: 11:53:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 1.9461, loss: 1.9461 +2025-06-30 06:13:38,933 - pyskl - INFO - Epoch [123][1800/3405] lr: 2.013e-03, eta: 11:52:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 1.0000, loss_cls: 1.9588, loss: 1.9588 +2025-06-30 06:14:23,643 - pyskl - INFO - Epoch [123][1900/3405] lr: 2.008e-03, eta: 11:52:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.9256, loss: 1.9256 +2025-06-30 06:15:08,386 - pyskl - INFO - Epoch [123][2000/3405] lr: 2.004e-03, eta: 11:51:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 2.0127, loss: 2.0127 +2025-06-30 06:15:53,050 - pyskl - INFO - Epoch [123][2100/3405] lr: 2.000e-03, eta: 11:50:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.9564, loss: 1.9564 +2025-06-30 06:16:37,774 - pyskl - INFO - Epoch [123][2200/3405] lr: 1.996e-03, eta: 11:49:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.9474, loss: 1.9474 +2025-06-30 06:17:22,493 - pyskl - INFO - Epoch [123][2300/3405] lr: 1.992e-03, eta: 11:49:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 2.0499, loss: 2.0499 +2025-06-30 06:18:07,182 - pyskl - INFO - Epoch [123][2400/3405] lr: 1.988e-03, eta: 11:48:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.9277, loss: 1.9277 +2025-06-30 06:18:51,754 - pyskl - INFO - Epoch [123][2500/3405] lr: 1.983e-03, eta: 11:47:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.9775, loss: 1.9775 +2025-06-30 06:19:36,766 - pyskl - INFO - Epoch [123][2600/3405] lr: 1.979e-03, eta: 11:46:48, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 2.0459, loss: 2.0459 +2025-06-30 06:20:21,407 - pyskl - INFO - Epoch [123][2700/3405] lr: 1.975e-03, eta: 11:46:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.9294, loss: 1.9294 +2025-06-30 06:21:06,013 - pyskl - INFO - Epoch [123][2800/3405] lr: 1.971e-03, eta: 11:45:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.8778, loss: 1.8778 +2025-06-30 06:21:50,643 - pyskl - INFO - Epoch [123][2900/3405] lr: 1.967e-03, eta: 11:44:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 2.0650, loss: 2.0650 +2025-06-30 06:22:35,187 - pyskl - INFO - Epoch [123][3000/3405] lr: 1.963e-03, eta: 11:43:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 2.1549, loss: 2.1549 +2025-06-30 06:23:19,647 - pyskl - INFO - Epoch [123][3100/3405] lr: 1.959e-03, eta: 11:42:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 1.9909, loss: 1.9909 +2025-06-30 06:24:04,137 - pyskl - INFO - Epoch [123][3200/3405] lr: 1.954e-03, eta: 11:42:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.9822, loss: 1.9822 +2025-06-30 06:24:48,650 - pyskl - INFO - Epoch [123][3300/3405] lr: 1.950e-03, eta: 11:41:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 1.9231, loss: 1.9231 +2025-06-30 06:25:33,116 - pyskl - INFO - Epoch [123][3400/3405] lr: 1.946e-03, eta: 11:40:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.9689, loss: 1.9689 +2025-06-30 06:25:35,656 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-06-30 06:29:33,444 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 06:29:33,993 - pyskl - INFO - +top1_acc 0.8410 +top5_acc 0.9667 +2025-06-30 06:29:34,049 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_119.pth was removed +2025-06-30 06:29:35,124 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2025-06-30 06:29:35,125 - pyskl - INFO - Best top1_acc is 0.8410 at 123 epoch. +2025-06-30 06:29:35,149 - pyskl - INFO - Epoch(val) [123][3718] top1_acc: 0.8410, top5_acc: 0.9667 +2025-06-30 06:30:42,470 - pyskl - INFO - Epoch [124][100/3405] lr: 1.942e-03, eta: 11:39:56, time: 0.673, data_time: 0.227, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.8802, loss: 1.8802 +2025-06-30 06:31:27,145 - pyskl - INFO - Epoch [124][200/3405] lr: 1.938e-03, eta: 11:39:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.9194, loss: 1.9194 +2025-06-30 06:32:12,026 - pyskl - INFO - Epoch [124][300/3405] lr: 1.934e-03, eta: 11:38:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.9210, loss: 1.9210 +2025-06-30 06:32:56,718 - pyskl - INFO - Epoch [124][400/3405] lr: 1.929e-03, eta: 11:37:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.8564, loss: 1.8564 +2025-06-30 06:33:41,433 - pyskl - INFO - Epoch [124][500/3405] lr: 1.925e-03, eta: 11:36:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.8595, loss: 1.8595 +2025-06-30 06:34:26,682 - pyskl - INFO - Epoch [124][600/3405] lr: 1.921e-03, eta: 11:36:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.8934, loss: 1.8934 +2025-06-30 06:35:11,619 - pyskl - INFO - Epoch [124][700/3405] lr: 1.917e-03, eta: 11:35:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.9568, loss: 1.9568 +2025-06-30 06:35:56,654 - pyskl - INFO - Epoch [124][800/3405] lr: 1.913e-03, eta: 11:34:35, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.8870, loss: 1.8870 +2025-06-30 06:36:41,491 - pyskl - INFO - Epoch [124][900/3405] lr: 1.909e-03, eta: 11:33:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.7885, loss: 1.7885 +2025-06-30 06:37:26,233 - pyskl - INFO - Epoch [124][1000/3405] lr: 1.905e-03, eta: 11:33:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.9743, loss: 1.9743 +2025-06-30 06:38:10,788 - pyskl - INFO - Epoch [124][1100/3405] lr: 1.901e-03, eta: 11:32:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.8899, loss: 1.8899 +2025-06-30 06:38:55,458 - pyskl - INFO - Epoch [124][1200/3405] lr: 1.897e-03, eta: 11:31:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.8454, loss: 1.8454 +2025-06-30 06:39:40,102 - pyskl - INFO - Epoch [124][1300/3405] lr: 1.893e-03, eta: 11:30:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.9219, loss: 1.9219 +2025-06-30 06:40:24,883 - pyskl - INFO - Epoch [124][1400/3405] lr: 1.889e-03, eta: 11:29:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.8693, loss: 1.8693 +2025-06-30 06:41:09,792 - pyskl - INFO - Epoch [124][1500/3405] lr: 1.885e-03, eta: 11:29:13, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.9067, loss: 1.9067 +2025-06-30 06:41:54,616 - pyskl - INFO - Epoch [124][1600/3405] lr: 1.881e-03, eta: 11:28:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.8604, loss: 1.8604 +2025-06-30 06:42:39,278 - pyskl - INFO - Epoch [124][1700/3405] lr: 1.876e-03, eta: 11:27:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.8556, loss: 1.8556 +2025-06-30 06:43:24,002 - pyskl - INFO - Epoch [124][1800/3405] lr: 1.872e-03, eta: 11:26:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.9681, loss: 1.9681 +2025-06-30 06:44:08,631 - pyskl - INFO - Epoch [124][1900/3405] lr: 1.868e-03, eta: 11:26:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.9485, loss: 1.9485 +2025-06-30 06:44:53,197 - pyskl - INFO - Epoch [124][2000/3405] lr: 1.864e-03, eta: 11:25:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.9097, loss: 1.9097 +2025-06-30 06:45:37,738 - pyskl - INFO - Epoch [124][2100/3405] lr: 1.860e-03, eta: 11:24:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.9533, loss: 1.9533 +2025-06-30 06:46:22,304 - pyskl - INFO - Epoch [124][2200/3405] lr: 1.856e-03, eta: 11:23:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.9604, loss: 1.9604 +2025-06-30 06:47:06,938 - pyskl - INFO - Epoch [124][2300/3405] lr: 1.852e-03, eta: 11:23:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9962, loss_cls: 1.9417, loss: 1.9417 +2025-06-30 06:47:51,763 - pyskl - INFO - Epoch [124][2400/3405] lr: 1.848e-03, eta: 11:22:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.8479, loss: 1.8479 +2025-06-30 06:48:36,346 - pyskl - INFO - Epoch [124][2500/3405] lr: 1.844e-03, eta: 11:21:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.9397, loss: 1.9397 +2025-06-30 06:49:20,970 - pyskl - INFO - Epoch [124][2600/3405] lr: 1.840e-03, eta: 11:20:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.9342, loss: 1.9342 +2025-06-30 06:50:05,498 - pyskl - INFO - Epoch [124][2700/3405] lr: 1.836e-03, eta: 11:20:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.9349, loss: 1.9349 +2025-06-30 06:50:50,107 - pyskl - INFO - Epoch [124][2800/3405] lr: 1.832e-03, eta: 11:19:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.9250, loss: 1.9250 +2025-06-30 06:51:34,764 - pyskl - INFO - Epoch [124][2900/3405] lr: 1.828e-03, eta: 11:18:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 1.9904, loss: 1.9904 +2025-06-30 06:52:19,387 - pyskl - INFO - Epoch [124][3000/3405] lr: 1.824e-03, eta: 11:17:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.9608, loss: 1.9608 +2025-06-30 06:53:04,049 - pyskl - INFO - Epoch [124][3100/3405] lr: 1.820e-03, eta: 11:16:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.9596, loss: 1.9596 +2025-06-30 06:53:48,691 - pyskl - INFO - Epoch [124][3200/3405] lr: 1.816e-03, eta: 11:16:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.9407, loss: 1.9407 +2025-06-30 06:54:33,431 - pyskl - INFO - Epoch [124][3300/3405] lr: 1.812e-03, eta: 11:15:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.9307, loss: 1.9307 +2025-06-30 06:55:18,193 - pyskl - INFO - Epoch [124][3400/3405] lr: 1.808e-03, eta: 11:14:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.8578, loss: 1.8578 +2025-06-30 06:55:20,810 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-06-30 06:59:18,679 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 06:59:19,302 - pyskl - INFO - +top1_acc 0.8381 +top5_acc 0.9659 +2025-06-30 06:59:19,324 - pyskl - INFO - Epoch(val) [124][3718] top1_acc: 0.8381, top5_acc: 0.9659 +2025-06-30 07:00:27,062 - pyskl - INFO - Epoch [125][100/3405] lr: 1.804e-03, eta: 11:13:56, time: 0.677, data_time: 0.231, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.8746, loss: 1.8746 +2025-06-30 07:01:11,939 - pyskl - INFO - Epoch [125][200/3405] lr: 1.800e-03, eta: 11:13:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.8808, loss: 1.8808 +2025-06-30 07:01:56,978 - pyskl - INFO - Epoch [125][300/3405] lr: 1.796e-03, eta: 11:12:25, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.8972, loss: 1.8972 +2025-06-30 07:02:41,777 - pyskl - INFO - Epoch [125][400/3405] lr: 1.792e-03, eta: 11:11:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.8556, loss: 1.8556 +2025-06-30 07:03:26,560 - pyskl - INFO - Epoch [125][500/3405] lr: 1.788e-03, eta: 11:10:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.7757, loss: 1.7757 +2025-06-30 07:04:11,591 - pyskl - INFO - Epoch [125][600/3405] lr: 1.784e-03, eta: 11:10:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.7810, loss: 1.7810 +2025-06-30 07:04:56,575 - pyskl - INFO - Epoch [125][700/3405] lr: 1.780e-03, eta: 11:09:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.8622, loss: 1.8622 +2025-06-30 07:05:41,628 - pyskl - INFO - Epoch [125][800/3405] lr: 1.776e-03, eta: 11:08:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.8045, loss: 1.8045 +2025-06-30 07:06:26,546 - pyskl - INFO - Epoch [125][900/3405] lr: 1.772e-03, eta: 11:07:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.8707, loss: 1.8707 +2025-06-30 07:07:11,577 - pyskl - INFO - Epoch [125][1000/3405] lr: 1.768e-03, eta: 11:07:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.9221, loss: 1.9221 +2025-06-30 07:07:56,405 - pyskl - INFO - Epoch [125][1100/3405] lr: 1.764e-03, eta: 11:06:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.8011, loss: 1.8011 +2025-06-30 07:08:41,118 - pyskl - INFO - Epoch [125][1200/3405] lr: 1.760e-03, eta: 11:05:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.8645, loss: 1.8645 +2025-06-30 07:09:25,823 - pyskl - INFO - Epoch [125][1300/3405] lr: 1.757e-03, eta: 11:04:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.8621, loss: 1.8621 +2025-06-30 07:10:10,575 - pyskl - INFO - Epoch [125][1400/3405] lr: 1.753e-03, eta: 11:04:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.8311, loss: 1.8311 +2025-06-30 07:10:55,311 - pyskl - INFO - Epoch [125][1500/3405] lr: 1.749e-03, eta: 11:03:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.8152, loss: 1.8152 +2025-06-30 07:11:40,053 - pyskl - INFO - Epoch [125][1600/3405] lr: 1.745e-03, eta: 11:02:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.8741, loss: 1.8741 +2025-06-30 07:12:24,792 - pyskl - INFO - Epoch [125][1700/3405] lr: 1.741e-03, eta: 11:01:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.8406, loss: 1.8406 +2025-06-30 07:13:09,523 - pyskl - INFO - Epoch [125][1800/3405] lr: 1.737e-03, eta: 11:00:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.9207, loss: 1.9207 +2025-06-30 07:13:54,295 - pyskl - INFO - Epoch [125][1900/3405] lr: 1.733e-03, eta: 11:00:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.9386, loss: 1.9386 +2025-06-30 07:14:39,083 - pyskl - INFO - Epoch [125][2000/3405] lr: 1.729e-03, eta: 10:59:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 1.8840, loss: 1.8840 +2025-06-30 07:15:23,573 - pyskl - INFO - Epoch [125][2100/3405] lr: 1.725e-03, eta: 10:58:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.8561, loss: 1.8561 +2025-06-30 07:16:07,977 - pyskl - INFO - Epoch [125][2200/3405] lr: 1.721e-03, eta: 10:57:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.8435, loss: 1.8435 +2025-06-30 07:16:52,736 - pyskl - INFO - Epoch [125][2300/3405] lr: 1.717e-03, eta: 10:57:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.8551, loss: 1.8551 +2025-06-30 07:17:37,487 - pyskl - INFO - Epoch [125][2400/3405] lr: 1.714e-03, eta: 10:56:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.8807, loss: 1.8807 +2025-06-30 07:18:22,235 - pyskl - INFO - Epoch [125][2500/3405] lr: 1.710e-03, eta: 10:55:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 2.0024, loss: 2.0024 +2025-06-30 07:19:06,991 - pyskl - INFO - Epoch [125][2600/3405] lr: 1.706e-03, eta: 10:54:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.9319, loss: 1.9319 +2025-06-30 07:19:51,701 - pyskl - INFO - Epoch [125][2700/3405] lr: 1.702e-03, eta: 10:54:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.9349, loss: 1.9349 +2025-06-30 07:20:36,317 - pyskl - INFO - Epoch [125][2800/3405] lr: 1.698e-03, eta: 10:53:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.8923, loss: 1.8923 +2025-06-30 07:21:20,983 - pyskl - INFO - Epoch [125][2900/3405] lr: 1.694e-03, eta: 10:52:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.9579, loss: 1.9579 +2025-06-30 07:22:05,629 - pyskl - INFO - Epoch [125][3000/3405] lr: 1.690e-03, eta: 10:51:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.8809, loss: 1.8809 +2025-06-30 07:22:50,350 - pyskl - INFO - Epoch [125][3100/3405] lr: 1.686e-03, eta: 10:50:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.9638, loss: 1.9638 +2025-06-30 07:23:35,155 - pyskl - INFO - Epoch [125][3200/3405] lr: 1.683e-03, eta: 10:50:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 1.9132, loss: 1.9132 +2025-06-30 07:24:19,976 - pyskl - INFO - Epoch [125][3300/3405] lr: 1.679e-03, eta: 10:49:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.9376, loss: 1.9376 +2025-06-30 07:25:04,643 - pyskl - INFO - Epoch [125][3400/3405] lr: 1.675e-03, eta: 10:48:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.9087, loss: 1.9087 +2025-06-30 07:25:07,246 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-06-30 07:44:03,648 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 07:44:04,197 - pyskl - INFO - +top1_acc 0.8402 +top5_acc 0.9665 +2025-06-30 07:44:04,220 - pyskl - INFO - Epoch(val) [125][3718] top1_acc: 0.8402, top5_acc: 0.9665 +2025-06-30 07:45:11,911 - pyskl - INFO - Epoch [126][100/3405] lr: 1.671e-03, eta: 10:47:57, time: 0.677, data_time: 0.228, memory: 13268, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.7733, loss: 1.7733 +2025-06-30 07:45:56,655 - pyskl - INFO - Epoch [126][200/3405] lr: 1.667e-03, eta: 10:47:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.8081, loss: 1.8081 +2025-06-30 07:46:41,602 - pyskl - INFO - Epoch [126][300/3405] lr: 1.663e-03, eta: 10:46:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7781, loss: 1.7781 +2025-06-30 07:47:26,495 - pyskl - INFO - Epoch [126][400/3405] lr: 1.659e-03, eta: 10:45:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7347, loss: 1.7347 +2025-06-30 07:48:11,396 - pyskl - INFO - Epoch [126][500/3405] lr: 1.656e-03, eta: 10:44:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.7966, loss: 1.7966 +2025-06-30 07:48:56,291 - pyskl - INFO - Epoch [126][600/3405] lr: 1.652e-03, eta: 10:44:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7268, loss: 1.7268 +2025-06-30 07:49:41,176 - pyskl - INFO - Epoch [126][700/3405] lr: 1.648e-03, eta: 10:43:22, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.7965, loss: 1.7965 +2025-06-30 07:50:26,056 - pyskl - INFO - Epoch [126][800/3405] lr: 1.644e-03, eta: 10:42:36, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7946, loss: 1.7946 +2025-06-30 07:51:10,772 - pyskl - INFO - Epoch [126][900/3405] lr: 1.640e-03, eta: 10:41:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.8636, loss: 1.8636 +2025-06-30 07:51:55,552 - pyskl - INFO - Epoch [126][1000/3405] lr: 1.636e-03, eta: 10:41:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.7867, loss: 1.7867 +2025-06-30 07:52:40,419 - pyskl - INFO - Epoch [126][1100/3405] lr: 1.633e-03, eta: 10:40:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.8417, loss: 1.8417 +2025-06-30 07:53:25,220 - pyskl - INFO - Epoch [126][1200/3405] lr: 1.629e-03, eta: 10:39:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.8393, loss: 1.8393 +2025-06-30 07:54:09,932 - pyskl - INFO - Epoch [126][1300/3405] lr: 1.625e-03, eta: 10:38:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.8608, loss: 1.8608 +2025-06-30 07:54:54,675 - pyskl - INFO - Epoch [126][1400/3405] lr: 1.621e-03, eta: 10:38:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.7590, loss: 1.7590 +2025-06-30 07:55:39,634 - pyskl - INFO - Epoch [126][1500/3405] lr: 1.618e-03, eta: 10:37:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7978, loss: 1.7978 +2025-06-30 07:56:24,598 - pyskl - INFO - Epoch [126][1600/3405] lr: 1.614e-03, eta: 10:36:29, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7510, loss: 1.7510 +2025-06-30 07:57:09,569 - pyskl - INFO - Epoch [126][1700/3405] lr: 1.610e-03, eta: 10:35:43, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.7988, loss: 1.7988 +2025-06-30 07:57:54,461 - pyskl - INFO - Epoch [126][1800/3405] lr: 1.606e-03, eta: 10:34:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.8163, loss: 1.8163 +2025-06-30 07:58:39,207 - pyskl - INFO - Epoch [126][1900/3405] lr: 1.602e-03, eta: 10:34:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.8314, loss: 1.8314 +2025-06-30 07:59:23,813 - pyskl - INFO - Epoch [126][2000/3405] lr: 1.599e-03, eta: 10:33:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.8309, loss: 1.8309 +2025-06-30 08:00:08,667 - pyskl - INFO - Epoch [126][2100/3405] lr: 1.595e-03, eta: 10:32:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.8588, loss: 1.8588 +2025-06-30 08:00:53,337 - pyskl - INFO - Epoch [126][2200/3405] lr: 1.591e-03, eta: 10:31:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.8629, loss: 1.8629 +2025-06-30 08:01:38,014 - pyskl - INFO - Epoch [126][2300/3405] lr: 1.587e-03, eta: 10:31:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.8275, loss: 1.8275 +2025-06-30 08:02:22,747 - pyskl - INFO - Epoch [126][2400/3405] lr: 1.584e-03, eta: 10:30:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.8044, loss: 1.8044 +2025-06-30 08:03:07,429 - pyskl - INFO - Epoch [126][2500/3405] lr: 1.580e-03, eta: 10:29:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.8461, loss: 1.8461 +2025-06-30 08:03:52,221 - pyskl - INFO - Epoch [126][2600/3405] lr: 1.576e-03, eta: 10:28:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.8314, loss: 1.8314 +2025-06-30 08:04:37,020 - pyskl - INFO - Epoch [126][2700/3405] lr: 1.572e-03, eta: 10:28:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.8356, loss: 1.8356 +2025-06-30 08:05:22,075 - pyskl - INFO - Epoch [126][2800/3405] lr: 1.569e-03, eta: 10:27:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.8804, loss: 1.8804 +2025-06-30 08:06:07,063 - pyskl - INFO - Epoch [126][2900/3405] lr: 1.565e-03, eta: 10:26:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.9075, loss: 1.9075 +2025-06-30 08:06:51,998 - pyskl - INFO - Epoch [126][3000/3405] lr: 1.561e-03, eta: 10:25:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.7741, loss: 1.7741 +2025-06-30 08:07:37,073 - pyskl - INFO - Epoch [126][3100/3405] lr: 1.558e-03, eta: 10:25:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.8216, loss: 1.8216 +2025-06-30 08:08:22,040 - pyskl - INFO - Epoch [126][3200/3405] lr: 1.554e-03, eta: 10:24:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.8910, loss: 1.8910 +2025-06-30 08:09:07,140 - pyskl - INFO - Epoch [126][3300/3405] lr: 1.550e-03, eta: 10:23:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.8608, loss: 1.8608 +2025-06-30 08:09:51,931 - pyskl - INFO - Epoch [126][3400/3405] lr: 1.546e-03, eta: 10:22:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.8385, loss: 1.8385 +2025-06-30 08:09:54,543 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-06-30 08:13:54,850 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 08:13:55,480 - pyskl - INFO - +top1_acc 0.8474 +top5_acc 0.9670 +2025-06-30 08:13:55,534 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_123.pth was removed +2025-06-30 08:13:56,623 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-06-30 08:13:56,625 - pyskl - INFO - Best top1_acc is 0.8474 at 126 epoch. +2025-06-30 08:13:56,647 - pyskl - INFO - Epoch(val) [126][3718] top1_acc: 0.8474, top5_acc: 0.9670 +2025-06-30 08:15:04,737 - pyskl - INFO - Epoch [127][100/3405] lr: 1.543e-03, eta: 10:21:58, time: 0.681, data_time: 0.229, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.7982, loss: 1.7982 +2025-06-30 08:15:49,732 - pyskl - INFO - Epoch [127][200/3405] lr: 1.539e-03, eta: 10:21:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.7990, loss: 1.7990 +2025-06-30 08:16:34,410 - pyskl - INFO - Epoch [127][300/3405] lr: 1.535e-03, eta: 10:20:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.7982, loss: 1.7982 +2025-06-30 08:17:19,110 - pyskl - INFO - Epoch [127][400/3405] lr: 1.531e-03, eta: 10:19:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.8227, loss: 1.8227 +2025-06-30 08:18:03,754 - pyskl - INFO - Epoch [127][500/3405] lr: 1.528e-03, eta: 10:18:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.7651, loss: 1.7651 +2025-06-30 08:18:48,429 - pyskl - INFO - Epoch [127][600/3405] lr: 1.524e-03, eta: 10:18:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.7655, loss: 1.7655 +2025-06-30 08:19:33,069 - pyskl - INFO - Epoch [127][700/3405] lr: 1.520e-03, eta: 10:17:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.7697, loss: 1.7697 +2025-06-30 08:20:17,714 - pyskl - INFO - Epoch [127][800/3405] lr: 1.517e-03, eta: 10:16:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.7109, loss: 1.7109 +2025-06-30 08:21:02,300 - pyskl - INFO - Epoch [127][900/3405] lr: 1.513e-03, eta: 10:15:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7319, loss: 1.7319 +2025-06-30 08:21:46,961 - pyskl - INFO - Epoch [127][1000/3405] lr: 1.509e-03, eta: 10:15:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.8393, loss: 1.8393 +2025-06-30 08:22:31,632 - pyskl - INFO - Epoch [127][1100/3405] lr: 1.506e-03, eta: 10:14:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.7471, loss: 1.7471 +2025-06-30 08:23:16,352 - pyskl - INFO - Epoch [127][1200/3405] lr: 1.502e-03, eta: 10:13:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.8350, loss: 1.8350 +2025-06-30 08:24:01,017 - pyskl - INFO - Epoch [127][1300/3405] lr: 1.498e-03, eta: 10:12:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.7922, loss: 1.7922 +2025-06-30 08:24:45,693 - pyskl - INFO - Epoch [127][1400/3405] lr: 1.495e-03, eta: 10:12:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.8364, loss: 1.8364 +2025-06-30 08:25:30,387 - pyskl - INFO - Epoch [127][1500/3405] lr: 1.491e-03, eta: 10:11:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.8714, loss: 1.8714 +2025-06-30 08:26:15,306 - pyskl - INFO - Epoch [127][1600/3405] lr: 1.487e-03, eta: 10:10:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.7738, loss: 1.7738 +2025-06-30 08:27:00,095 - pyskl - INFO - Epoch [127][1700/3405] lr: 1.484e-03, eta: 10:09:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.8068, loss: 1.8068 +2025-06-30 08:27:44,925 - pyskl - INFO - Epoch [127][1800/3405] lr: 1.480e-03, eta: 10:08:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.8381, loss: 1.8381 +2025-06-30 08:28:29,680 - pyskl - INFO - Epoch [127][1900/3405] lr: 1.477e-03, eta: 10:08:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.8427, loss: 1.8427 +2025-06-30 08:29:14,323 - pyskl - INFO - Epoch [127][2000/3405] lr: 1.473e-03, eta: 10:07:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.8360, loss: 1.8360 +2025-06-30 08:29:59,186 - pyskl - INFO - Epoch [127][2100/3405] lr: 1.469e-03, eta: 10:06:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.8132, loss: 1.8132 +2025-06-30 08:30:43,841 - pyskl - INFO - Epoch [127][2200/3405] lr: 1.466e-03, eta: 10:05:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6890, loss: 1.6890 +2025-06-30 08:31:28,453 - pyskl - INFO - Epoch [127][2300/3405] lr: 1.462e-03, eta: 10:05:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.8612, loss: 1.8612 +2025-06-30 08:32:13,073 - pyskl - INFO - Epoch [127][2400/3405] lr: 1.459e-03, eta: 10:04:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.8358, loss: 1.8358 +2025-06-30 08:32:57,621 - pyskl - INFO - Epoch [127][2500/3405] lr: 1.455e-03, eta: 10:03:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7583, loss: 1.7583 +2025-06-30 08:33:42,396 - pyskl - INFO - Epoch [127][2600/3405] lr: 1.451e-03, eta: 10:02:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.7702, loss: 1.7702 +2025-06-30 08:34:27,248 - pyskl - INFO - Epoch [127][2700/3405] lr: 1.448e-03, eta: 10:02:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.7577, loss: 1.7577 +2025-06-30 08:35:12,091 - pyskl - INFO - Epoch [127][2800/3405] lr: 1.444e-03, eta: 10:01:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.7934, loss: 1.7934 +2025-06-30 08:35:56,867 - pyskl - INFO - Epoch [127][2900/3405] lr: 1.441e-03, eta: 10:00:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.7900, loss: 1.7900 +2025-06-30 08:36:41,586 - pyskl - INFO - Epoch [127][3000/3405] lr: 1.437e-03, eta: 9:59:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.8097, loss: 1.8097 +2025-06-30 08:37:26,315 - pyskl - INFO - Epoch [127][3100/3405] lr: 1.433e-03, eta: 9:59:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.7918, loss: 1.7918 +2025-06-30 08:38:11,001 - pyskl - INFO - Epoch [127][3200/3405] lr: 1.430e-03, eta: 9:58:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.7901, loss: 1.7901 +2025-06-30 08:38:55,675 - pyskl - INFO - Epoch [127][3300/3405] lr: 1.426e-03, eta: 9:57:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.8458, loss: 1.8458 +2025-06-30 08:39:40,387 - pyskl - INFO - Epoch [127][3400/3405] lr: 1.423e-03, eta: 9:56:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.7880, loss: 1.7880 +2025-06-30 08:39:43,047 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-06-30 08:43:43,298 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 08:43:43,837 - pyskl - INFO - +top1_acc 0.8492 +top5_acc 0.9671 +2025-06-30 08:43:43,890 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_126.pth was removed +2025-06-30 08:43:45,018 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-06-30 08:43:45,019 - pyskl - INFO - Best top1_acc is 0.8492 at 127 epoch. +2025-06-30 08:43:45,038 - pyskl - INFO - Epoch(val) [127][3718] top1_acc: 0.8492, top5_acc: 0.9671 +2025-06-30 08:44:52,404 - pyskl - INFO - Epoch [128][100/3405] lr: 1.419e-03, eta: 9:55:59, time: 0.674, data_time: 0.225, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.7055, loss: 1.7055 +2025-06-30 08:45:37,282 - pyskl - INFO - Epoch [128][200/3405] lr: 1.415e-03, eta: 9:55:13, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7146, loss: 1.7146 +2025-06-30 08:46:22,082 - pyskl - INFO - Epoch [128][300/3405] lr: 1.412e-03, eta: 9:54:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.6838, loss: 1.6838 +2025-06-30 08:47:06,952 - pyskl - INFO - Epoch [128][400/3405] lr: 1.408e-03, eta: 9:53:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7797, loss: 1.7797 +2025-06-30 08:47:51,856 - pyskl - INFO - Epoch [128][500/3405] lr: 1.405e-03, eta: 9:52:56, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.6678, loss: 1.6678 +2025-06-30 08:48:36,716 - pyskl - INFO - Epoch [128][600/3405] lr: 1.401e-03, eta: 9:52:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.7919, loss: 1.7919 +2025-06-30 08:49:21,387 - pyskl - INFO - Epoch [128][700/3405] lr: 1.398e-03, eta: 9:51:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7932, loss: 1.7932 +2025-06-30 08:50:06,173 - pyskl - INFO - Epoch [128][800/3405] lr: 1.394e-03, eta: 9:50:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.7139, loss: 1.7139 +2025-06-30 08:50:50,906 - pyskl - INFO - Epoch [128][900/3405] lr: 1.391e-03, eta: 9:49:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.7308, loss: 1.7308 +2025-06-30 08:51:35,670 - pyskl - INFO - Epoch [128][1000/3405] lr: 1.387e-03, eta: 9:49:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.7757, loss: 1.7757 +2025-06-30 08:52:20,372 - pyskl - INFO - Epoch [128][1100/3405] lr: 1.384e-03, eta: 9:48:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.7329, loss: 1.7329 +2025-06-30 08:53:05,078 - pyskl - INFO - Epoch [128][1200/3405] lr: 1.380e-03, eta: 9:47:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.7795, loss: 1.7795 +2025-06-30 08:53:49,800 - pyskl - INFO - Epoch [128][1300/3405] lr: 1.377e-03, eta: 9:46:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.7654, loss: 1.7654 +2025-06-30 08:54:34,916 - pyskl - INFO - Epoch [128][1400/3405] lr: 1.373e-03, eta: 9:46:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.7527, loss: 1.7527 +2025-06-30 08:55:19,752 - pyskl - INFO - Epoch [128][1500/3405] lr: 1.370e-03, eta: 9:45:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.7282, loss: 1.7282 +2025-06-30 08:56:04,497 - pyskl - INFO - Epoch [128][1600/3405] lr: 1.366e-03, eta: 9:44:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.8486, loss: 1.8486 +2025-06-30 08:56:49,239 - pyskl - INFO - Epoch [128][1700/3405] lr: 1.363e-03, eta: 9:43:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7208, loss: 1.7208 +2025-06-30 08:57:33,901 - pyskl - INFO - Epoch [128][1800/3405] lr: 1.359e-03, eta: 9:42:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.8241, loss: 1.8241 +2025-06-30 08:58:18,657 - pyskl - INFO - Epoch [128][1900/3405] lr: 1.356e-03, eta: 9:42:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7749, loss: 1.7749 +2025-06-30 08:59:03,437 - pyskl - INFO - Epoch [128][2000/3405] lr: 1.352e-03, eta: 9:41:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.7787, loss: 1.7787 +2025-06-30 08:59:48,291 - pyskl - INFO - Epoch [128][2100/3405] lr: 1.349e-03, eta: 9:40:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.7790, loss: 1.7790 +2025-06-30 09:00:33,081 - pyskl - INFO - Epoch [128][2200/3405] lr: 1.345e-03, eta: 9:39:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.7316, loss: 1.7316 +2025-06-30 09:01:17,811 - pyskl - INFO - Epoch [128][2300/3405] lr: 1.342e-03, eta: 9:39:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.6917, loss: 1.6917 +2025-06-30 09:02:02,409 - pyskl - INFO - Epoch [128][2400/3405] lr: 1.338e-03, eta: 9:38:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.7061, loss: 1.7061 +2025-06-30 09:02:47,145 - pyskl - INFO - Epoch [128][2500/3405] lr: 1.335e-03, eta: 9:37:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.7138, loss: 1.7138 +2025-06-30 09:03:31,755 - pyskl - INFO - Epoch [128][2600/3405] lr: 1.331e-03, eta: 9:36:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.8005, loss: 1.8005 +2025-06-30 09:04:16,413 - pyskl - INFO - Epoch [128][2700/3405] lr: 1.328e-03, eta: 9:36:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.7692, loss: 1.7692 +2025-06-30 09:05:01,006 - pyskl - INFO - Epoch [128][2800/3405] lr: 1.324e-03, eta: 9:35:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.7978, loss: 1.7978 +2025-06-30 09:05:45,607 - pyskl - INFO - Epoch [128][2900/3405] lr: 1.321e-03, eta: 9:34:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7961, loss: 1.7961 +2025-06-30 09:06:30,149 - pyskl - INFO - Epoch [128][3000/3405] lr: 1.318e-03, eta: 9:33:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.7242, loss: 1.7242 +2025-06-30 09:07:14,655 - pyskl - INFO - Epoch [128][3100/3405] lr: 1.314e-03, eta: 9:33:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.7777, loss: 1.7777 +2025-06-30 09:07:59,206 - pyskl - INFO - Epoch [128][3200/3405] lr: 1.311e-03, eta: 9:32:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7242, loss: 1.7242 +2025-06-30 09:08:43,736 - pyskl - INFO - Epoch [128][3300/3405] lr: 1.307e-03, eta: 9:31:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.7739, loss: 1.7739 +2025-06-30 09:09:28,252 - pyskl - INFO - Epoch [128][3400/3405] lr: 1.304e-03, eta: 9:30:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.8371, loss: 1.8371 +2025-06-30 09:09:30,813 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-06-30 09:13:30,256 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 09:13:30,822 - pyskl - INFO - +top1_acc 0.8458 +top5_acc 0.9664 +2025-06-30 09:13:30,857 - pyskl - INFO - Epoch(val) [128][3718] top1_acc: 0.8458, top5_acc: 0.9664 +2025-06-30 09:14:39,940 - pyskl - INFO - Epoch [129][100/3405] lr: 1.300e-03, eta: 9:30:00, time: 0.691, data_time: 0.241, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.6983, loss: 1.6983 +2025-06-30 09:15:25,107 - pyskl - INFO - Epoch [129][200/3405] lr: 1.297e-03, eta: 9:29:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.7552, loss: 1.7552 +2025-06-30 09:16:10,481 - pyskl - INFO - Epoch [129][300/3405] lr: 1.293e-03, eta: 9:28:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.7133, loss: 1.7133 +2025-06-30 09:16:55,755 - pyskl - INFO - Epoch [129][400/3405] lr: 1.290e-03, eta: 9:27:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7560, loss: 1.7560 +2025-06-30 09:17:41,157 - pyskl - INFO - Epoch [129][500/3405] lr: 1.287e-03, eta: 9:26:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7250, loss: 1.7250 +2025-06-30 09:18:26,167 - pyskl - INFO - Epoch [129][600/3405] lr: 1.283e-03, eta: 9:26:11, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.6923, loss: 1.6923 +2025-06-30 09:19:11,052 - pyskl - INFO - Epoch [129][700/3405] lr: 1.280e-03, eta: 9:25:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7102, loss: 1.7102 +2025-06-30 09:19:55,998 - pyskl - INFO - Epoch [129][800/3405] lr: 1.276e-03, eta: 9:24:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7031, loss: 1.7031 +2025-06-30 09:20:40,798 - pyskl - INFO - Epoch [129][900/3405] lr: 1.273e-03, eta: 9:23:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6780, loss: 1.6780 +2025-06-30 09:21:25,613 - pyskl - INFO - Epoch [129][1000/3405] lr: 1.270e-03, eta: 9:23:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.6472, loss: 1.6472 +2025-06-30 09:22:10,601 - pyskl - INFO - Epoch [129][1100/3405] lr: 1.266e-03, eta: 9:22:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.7326, loss: 1.7326 +2025-06-30 09:22:55,581 - pyskl - INFO - Epoch [129][1200/3405] lr: 1.263e-03, eta: 9:21:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.7294, loss: 1.7294 +2025-06-30 09:23:40,340 - pyskl - INFO - Epoch [129][1300/3405] lr: 1.260e-03, eta: 9:20:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.7259, loss: 1.7259 +2025-06-30 09:24:25,001 - pyskl - INFO - Epoch [129][1400/3405] lr: 1.256e-03, eta: 9:20:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.7105, loss: 1.7105 +2025-06-30 09:25:09,759 - pyskl - INFO - Epoch [129][1500/3405] lr: 1.253e-03, eta: 9:19:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.7384, loss: 1.7384 +2025-06-30 09:25:54,466 - pyskl - INFO - Epoch [129][1600/3405] lr: 1.249e-03, eta: 9:18:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.7581, loss: 1.7581 +2025-06-30 09:26:39,259 - pyskl - INFO - Epoch [129][1700/3405] lr: 1.246e-03, eta: 9:17:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.7422, loss: 1.7422 +2025-06-30 09:27:23,975 - pyskl - INFO - Epoch [129][1800/3405] lr: 1.243e-03, eta: 9:17:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.7758, loss: 1.7758 +2025-06-30 09:28:08,706 - pyskl - INFO - Epoch [129][1900/3405] lr: 1.239e-03, eta: 9:16:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.7075, loss: 1.7075 +2025-06-30 09:28:53,340 - pyskl - INFO - Epoch [129][2000/3405] lr: 1.236e-03, eta: 9:15:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.7156, loss: 1.7156 +2025-06-30 09:29:38,044 - pyskl - INFO - Epoch [129][2100/3405] lr: 1.233e-03, eta: 9:14:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7251, loss: 1.7251 +2025-06-30 09:30:22,707 - pyskl - INFO - Epoch [129][2200/3405] lr: 1.229e-03, eta: 9:13:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.7394, loss: 1.7394 +2025-06-30 09:31:07,383 - pyskl - INFO - Epoch [129][2300/3405] lr: 1.226e-03, eta: 9:13:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.6885, loss: 1.6885 +2025-06-30 09:31:51,997 - pyskl - INFO - Epoch [129][2400/3405] lr: 1.223e-03, eta: 9:12:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.7019, loss: 1.7019 +2025-06-30 09:32:36,625 - pyskl - INFO - Epoch [129][2500/3405] lr: 1.219e-03, eta: 9:11:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.7414, loss: 1.7414 +2025-06-30 09:33:21,261 - pyskl - INFO - Epoch [129][2600/3405] lr: 1.216e-03, eta: 9:10:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.6776, loss: 1.6776 +2025-06-30 09:34:05,947 - pyskl - INFO - Epoch [129][2700/3405] lr: 1.213e-03, eta: 9:10:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.7119, loss: 1.7119 +2025-06-30 09:34:50,604 - pyskl - INFO - Epoch [129][2800/3405] lr: 1.210e-03, eta: 9:09:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.7134, loss: 1.7134 +2025-06-30 09:35:35,255 - pyskl - INFO - Epoch [129][2900/3405] lr: 1.206e-03, eta: 9:08:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.6883, loss: 1.6883 +2025-06-30 09:36:19,883 - pyskl - INFO - Epoch [129][3000/3405] lr: 1.203e-03, eta: 9:07:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6883, loss: 1.6883 +2025-06-30 09:37:04,547 - pyskl - INFO - Epoch [129][3100/3405] lr: 1.200e-03, eta: 9:07:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6511, loss: 1.6511 +2025-06-30 09:37:49,135 - pyskl - INFO - Epoch [129][3200/3405] lr: 1.196e-03, eta: 9:06:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.7183, loss: 1.7183 +2025-06-30 09:38:33,757 - pyskl - INFO - Epoch [129][3300/3405] lr: 1.193e-03, eta: 9:05:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.6823, loss: 1.6823 +2025-06-30 09:39:18,410 - pyskl - INFO - Epoch [129][3400/3405] lr: 1.190e-03, eta: 9:04:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7487, loss: 1.7487 +2025-06-30 09:39:21,214 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-06-30 09:45:54,421 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 09:45:54,972 - pyskl - INFO - +top1_acc 0.8380 +top5_acc 0.9634 +2025-06-30 09:45:54,991 - pyskl - INFO - Epoch(val) [129][3718] top1_acc: 0.8380, top5_acc: 0.9634 +2025-06-30 09:47:02,724 - pyskl - INFO - Epoch [130][100/3405] lr: 1.186e-03, eta: 9:04:02, time: 0.677, data_time: 0.229, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6992, loss: 1.6992 +2025-06-30 09:47:47,455 - pyskl - INFO - Epoch [130][200/3405] lr: 1.183e-03, eta: 9:03:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6438, loss: 1.6438 +2025-06-30 09:48:32,167 - pyskl - INFO - Epoch [130][300/3405] lr: 1.180e-03, eta: 9:02:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.7296, loss: 1.7296 +2025-06-30 09:49:16,747 - pyskl - INFO - Epoch [130][400/3405] lr: 1.177e-03, eta: 9:01:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6805, loss: 1.6805 +2025-06-30 09:50:01,353 - pyskl - INFO - Epoch [130][500/3405] lr: 1.173e-03, eta: 9:00:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.6880, loss: 1.6880 +2025-06-30 09:50:46,396 - pyskl - INFO - Epoch [130][600/3405] lr: 1.170e-03, eta: 9:00:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.6620, loss: 1.6620 +2025-06-30 09:51:31,222 - pyskl - INFO - Epoch [130][700/3405] lr: 1.167e-03, eta: 8:59:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.6660, loss: 1.6660 +2025-06-30 09:52:15,946 - pyskl - INFO - Epoch [130][800/3405] lr: 1.164e-03, eta: 8:58:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.6041, loss: 1.6041 +2025-06-30 09:53:00,635 - pyskl - INFO - Epoch [130][900/3405] lr: 1.160e-03, eta: 8:57:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6599, loss: 1.6599 +2025-06-30 09:53:45,275 - pyskl - INFO - Epoch [130][1000/3405] lr: 1.157e-03, eta: 8:57:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.6246, loss: 1.6246 +2025-06-30 09:54:29,955 - pyskl - INFO - Epoch [130][1100/3405] lr: 1.154e-03, eta: 8:56:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6415, loss: 1.6415 +2025-06-30 09:55:14,753 - pyskl - INFO - Epoch [130][1200/3405] lr: 1.151e-03, eta: 8:55:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6526, loss: 1.6526 +2025-06-30 09:55:59,740 - pyskl - INFO - Epoch [130][1300/3405] lr: 1.147e-03, eta: 8:54:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6494, loss: 1.6494 +2025-06-30 09:56:44,577 - pyskl - INFO - Epoch [130][1400/3405] lr: 1.144e-03, eta: 8:54:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6934, loss: 1.6934 +2025-06-30 09:57:29,385 - pyskl - INFO - Epoch [130][1500/3405] lr: 1.141e-03, eta: 8:53:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7123, loss: 1.7123 +2025-06-30 09:58:14,172 - pyskl - INFO - Epoch [130][1600/3405] lr: 1.138e-03, eta: 8:52:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6231, loss: 1.6231 +2025-06-30 09:58:58,936 - pyskl - INFO - Epoch [130][1700/3405] lr: 1.135e-03, eta: 8:51:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.6565, loss: 1.6565 +2025-06-30 09:59:43,666 - pyskl - INFO - Epoch [130][1800/3405] lr: 1.131e-03, eta: 8:51:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.6704, loss: 1.6704 +2025-06-30 10:00:28,402 - pyskl - INFO - Epoch [130][1900/3405] lr: 1.128e-03, eta: 8:50:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.6767, loss: 1.6767 +2025-06-30 10:01:13,084 - pyskl - INFO - Epoch [130][2000/3405] lr: 1.125e-03, eta: 8:49:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6677, loss: 1.6677 +2025-06-30 10:01:57,820 - pyskl - INFO - Epoch [130][2100/3405] lr: 1.122e-03, eta: 8:48:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.6633, loss: 1.6633 +2025-06-30 10:02:42,563 - pyskl - INFO - Epoch [130][2200/3405] lr: 1.119e-03, eta: 8:47:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7401, loss: 1.7401 +2025-06-30 10:03:27,351 - pyskl - INFO - Epoch [130][2300/3405] lr: 1.116e-03, eta: 8:47:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5957, loss: 1.5957 +2025-06-30 10:04:12,113 - pyskl - INFO - Epoch [130][2400/3405] lr: 1.112e-03, eta: 8:46:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.6897, loss: 1.6897 +2025-06-30 10:04:56,842 - pyskl - INFO - Epoch [130][2500/3405] lr: 1.109e-03, eta: 8:45:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.6521, loss: 1.6521 +2025-06-30 10:05:41,558 - pyskl - INFO - Epoch [130][2600/3405] lr: 1.106e-03, eta: 8:44:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.6734, loss: 1.6734 +2025-06-30 10:06:26,361 - pyskl - INFO - Epoch [130][2700/3405] lr: 1.103e-03, eta: 8:44:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7606, loss: 1.7606 +2025-06-30 10:07:11,199 - pyskl - INFO - Epoch [130][2800/3405] lr: 1.100e-03, eta: 8:43:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.6891, loss: 1.6891 +2025-06-30 10:07:56,002 - pyskl - INFO - Epoch [130][2900/3405] lr: 1.097e-03, eta: 8:42:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.6918, loss: 1.6918 +2025-06-30 10:08:40,776 - pyskl - INFO - Epoch [130][3000/3405] lr: 1.093e-03, eta: 8:41:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.6843, loss: 1.6843 +2025-06-30 10:09:25,830 - pyskl - INFO - Epoch [130][3100/3405] lr: 1.090e-03, eta: 8:41:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.6587, loss: 1.6587 +2025-06-30 10:10:10,545 - pyskl - INFO - Epoch [130][3200/3405] lr: 1.087e-03, eta: 8:40:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.7044, loss: 1.7044 +2025-06-30 10:10:55,213 - pyskl - INFO - Epoch [130][3300/3405] lr: 1.084e-03, eta: 8:39:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.6326, loss: 1.6326 +2025-06-30 10:11:39,975 - pyskl - INFO - Epoch [130][3400/3405] lr: 1.081e-03, eta: 8:38:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7335, loss: 1.7335 +2025-06-30 10:11:42,582 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-06-30 10:31:06,224 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 10:31:06,761 - pyskl - INFO - +top1_acc 0.8516 +top5_acc 0.9683 +2025-06-30 10:31:06,815 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_127.pth was removed +2025-06-30 10:31:07,842 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2025-06-30 10:31:07,844 - pyskl - INFO - Best top1_acc is 0.8516 at 130 epoch. +2025-06-30 10:31:07,864 - pyskl - INFO - Epoch(val) [130][3718] top1_acc: 0.8516, top5_acc: 0.9683 +2025-06-30 10:32:15,559 - pyskl - INFO - Epoch [131][100/3405] lr: 1.078e-03, eta: 8:38:04, time: 0.677, data_time: 0.229, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7123, loss: 1.7123 +2025-06-30 10:33:00,308 - pyskl - INFO - Epoch [131][200/3405] lr: 1.074e-03, eta: 8:37:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6220, loss: 1.6220 +2025-06-30 10:33:45,047 - pyskl - INFO - Epoch [131][300/3405] lr: 1.071e-03, eta: 8:36:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6052, loss: 1.6052 +2025-06-30 10:34:29,804 - pyskl - INFO - Epoch [131][400/3405] lr: 1.068e-03, eta: 8:35:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6150, loss: 1.6150 +2025-06-30 10:35:14,607 - pyskl - INFO - Epoch [131][500/3405] lr: 1.065e-03, eta: 8:35:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6382, loss: 1.6382 +2025-06-30 10:35:59,290 - pyskl - INFO - Epoch [131][600/3405] lr: 1.062e-03, eta: 8:34:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6042, loss: 1.6042 +2025-06-30 10:36:44,015 - pyskl - INFO - Epoch [131][700/3405] lr: 1.059e-03, eta: 8:33:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6046, loss: 1.6046 +2025-06-30 10:37:28,907 - pyskl - INFO - Epoch [131][800/3405] lr: 1.056e-03, eta: 8:32:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6340, loss: 1.6340 +2025-06-30 10:38:13,735 - pyskl - INFO - Epoch [131][900/3405] lr: 1.053e-03, eta: 8:31:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6234, loss: 1.6234 +2025-06-30 10:38:58,582 - pyskl - INFO - Epoch [131][1000/3405] lr: 1.050e-03, eta: 8:31:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.6151, loss: 1.6151 +2025-06-30 10:39:43,415 - pyskl - INFO - Epoch [131][1100/3405] lr: 1.047e-03, eta: 8:30:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.7060, loss: 1.7060 +2025-06-30 10:40:28,364 - pyskl - INFO - Epoch [131][1200/3405] lr: 1.043e-03, eta: 8:29:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6397, loss: 1.6397 +2025-06-30 10:41:13,174 - pyskl - INFO - Epoch [131][1300/3405] lr: 1.040e-03, eta: 8:28:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6440, loss: 1.6440 +2025-06-30 10:41:58,074 - pyskl - INFO - Epoch [131][1400/3405] lr: 1.037e-03, eta: 8:28:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.6608, loss: 1.6608 +2025-06-30 10:42:42,984 - pyskl - INFO - Epoch [131][1500/3405] lr: 1.034e-03, eta: 8:27:22, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6531, loss: 1.6531 +2025-06-30 10:43:27,676 - pyskl - INFO - Epoch [131][1600/3405] lr: 1.031e-03, eta: 8:26:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.6536, loss: 1.6536 +2025-06-30 10:44:12,494 - pyskl - INFO - Epoch [131][1700/3405] lr: 1.028e-03, eta: 8:25:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6567, loss: 1.6567 +2025-06-30 10:44:57,213 - pyskl - INFO - Epoch [131][1800/3405] lr: 1.025e-03, eta: 8:25:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.6613, loss: 1.6613 +2025-06-30 10:45:42,012 - pyskl - INFO - Epoch [131][1900/3405] lr: 1.022e-03, eta: 8:24:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6727, loss: 1.6727 +2025-06-30 10:46:26,827 - pyskl - INFO - Epoch [131][2000/3405] lr: 1.019e-03, eta: 8:23:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6329, loss: 1.6329 +2025-06-30 10:47:11,647 - pyskl - INFO - Epoch [131][2100/3405] lr: 1.016e-03, eta: 8:22:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6336, loss: 1.6336 +2025-06-30 10:47:56,432 - pyskl - INFO - Epoch [131][2200/3405] lr: 1.013e-03, eta: 8:22:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6551, loss: 1.6551 +2025-06-30 10:48:41,115 - pyskl - INFO - Epoch [131][2300/3405] lr: 1.010e-03, eta: 8:21:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6556, loss: 1.6556 +2025-06-30 10:49:25,851 - pyskl - INFO - Epoch [131][2400/3405] lr: 1.007e-03, eta: 8:20:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6471, loss: 1.6471 +2025-06-30 10:50:10,680 - pyskl - INFO - Epoch [131][2500/3405] lr: 1.004e-03, eta: 8:19:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6229, loss: 1.6229 +2025-06-30 10:50:55,668 - pyskl - INFO - Epoch [131][2600/3405] lr: 1.001e-03, eta: 8:18:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6285, loss: 1.6285 +2025-06-30 10:51:40,427 - pyskl - INFO - Epoch [131][2700/3405] lr: 9.979e-04, eta: 8:18:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.6292, loss: 1.6292 +2025-06-30 10:52:25,312 - pyskl - INFO - Epoch [131][2800/3405] lr: 9.948e-04, eta: 8:17:26, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6122, loss: 1.6122 +2025-06-30 10:53:10,181 - pyskl - INFO - Epoch [131][2900/3405] lr: 9.918e-04, eta: 8:16:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6298, loss: 1.6298 +2025-06-30 10:53:55,061 - pyskl - INFO - Epoch [131][3000/3405] lr: 9.888e-04, eta: 8:15:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5838, loss: 1.5838 +2025-06-30 10:54:39,943 - pyskl - INFO - Epoch [131][3100/3405] lr: 9.858e-04, eta: 8:15:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6429, loss: 1.6429 +2025-06-30 10:55:24,779 - pyskl - INFO - Epoch [131][3200/3405] lr: 9.829e-04, eta: 8:14:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5969, loss: 1.5969 +2025-06-30 10:56:09,584 - pyskl - INFO - Epoch [131][3300/3405] lr: 9.799e-04, eta: 8:13:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.6141, loss: 1.6141 +2025-06-30 10:56:54,411 - pyskl - INFO - Epoch [131][3400/3405] lr: 9.769e-04, eta: 8:12:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5878, loss: 1.5878 +2025-06-30 10:56:57,028 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-06-30 11:00:56,966 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 11:00:57,513 - pyskl - INFO - +top1_acc 0.8510 +top5_acc 0.9671 +2025-06-30 11:00:57,531 - pyskl - INFO - Epoch(val) [131][3718] top1_acc: 0.8510, top5_acc: 0.9671 +2025-06-30 11:02:05,462 - pyskl - INFO - Epoch [132][100/3405] lr: 9.738e-04, eta: 8:12:06, time: 0.679, data_time: 0.230, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5755, loss: 1.5755 +2025-06-30 11:02:50,295 - pyskl - INFO - Epoch [132][200/3405] lr: 9.708e-04, eta: 8:11:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6136, loss: 1.6136 +2025-06-30 11:03:35,087 - pyskl - INFO - Epoch [132][300/3405] lr: 9.678e-04, eta: 8:10:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5783, loss: 1.5783 +2025-06-30 11:04:19,823 - pyskl - INFO - Epoch [132][400/3405] lr: 9.649e-04, eta: 8:09:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5915, loss: 1.5915 +2025-06-30 11:05:04,594 - pyskl - INFO - Epoch [132][500/3405] lr: 9.619e-04, eta: 8:09:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5976, loss: 1.5976 +2025-06-30 11:05:49,220 - pyskl - INFO - Epoch [132][600/3405] lr: 9.589e-04, eta: 8:08:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5599, loss: 1.5599 +2025-06-30 11:06:33,871 - pyskl - INFO - Epoch [132][700/3405] lr: 9.560e-04, eta: 8:07:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.5988, loss: 1.5988 +2025-06-30 11:07:18,489 - pyskl - INFO - Epoch [132][800/3405] lr: 9.530e-04, eta: 8:06:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6160, loss: 1.6160 +2025-06-30 11:08:03,137 - pyskl - INFO - Epoch [132][900/3405] lr: 9.501e-04, eta: 8:05:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5760, loss: 1.5760 +2025-06-30 11:08:47,849 - pyskl - INFO - Epoch [132][1000/3405] lr: 9.472e-04, eta: 8:05:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6552, loss: 1.6552 +2025-06-30 11:09:32,637 - pyskl - INFO - Epoch [132][1100/3405] lr: 9.442e-04, eta: 8:04:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6479, loss: 1.6479 +2025-06-30 11:10:17,367 - pyskl - INFO - Epoch [132][1200/3405] lr: 9.413e-04, eta: 8:03:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5923, loss: 1.5923 +2025-06-30 11:11:02,029 - pyskl - INFO - Epoch [132][1300/3405] lr: 9.384e-04, eta: 8:02:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.6050, loss: 1.6050 +2025-06-30 11:11:46,676 - pyskl - INFO - Epoch [132][1400/3405] lr: 9.355e-04, eta: 8:02:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5785, loss: 1.5785 +2025-06-30 11:12:31,304 - pyskl - INFO - Epoch [132][1500/3405] lr: 9.325e-04, eta: 8:01:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6166, loss: 1.6166 +2025-06-30 11:13:15,869 - pyskl - INFO - Epoch [132][1600/3405] lr: 9.296e-04, eta: 8:00:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5425, loss: 1.5425 +2025-06-30 11:14:00,431 - pyskl - INFO - Epoch [132][1700/3405] lr: 9.267e-04, eta: 7:59:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6388, loss: 1.6388 +2025-06-30 11:14:45,034 - pyskl - INFO - Epoch [132][1800/3405] lr: 9.238e-04, eta: 7:59:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5773, loss: 1.5773 +2025-06-30 11:15:29,877 - pyskl - INFO - Epoch [132][1900/3405] lr: 9.209e-04, eta: 7:58:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5542, loss: 1.5542 +2025-06-30 11:16:14,547 - pyskl - INFO - Epoch [132][2000/3405] lr: 9.180e-04, eta: 7:57:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5919, loss: 1.5919 +2025-06-30 11:16:59,175 - pyskl - INFO - Epoch [132][2100/3405] lr: 9.151e-04, eta: 7:56:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.5758, loss: 1.5758 +2025-06-30 11:17:43,752 - pyskl - INFO - Epoch [132][2200/3405] lr: 9.122e-04, eta: 7:56:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5844, loss: 1.5844 +2025-06-30 11:18:28,371 - pyskl - INFO - Epoch [132][2300/3405] lr: 9.094e-04, eta: 7:55:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6258, loss: 1.6258 +2025-06-30 11:19:12,986 - pyskl - INFO - Epoch [132][2400/3405] lr: 9.065e-04, eta: 7:54:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5895, loss: 1.5895 +2025-06-30 11:19:57,715 - pyskl - INFO - Epoch [132][2500/3405] lr: 9.036e-04, eta: 7:53:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6116, loss: 1.6116 +2025-06-30 11:20:42,278 - pyskl - INFO - Epoch [132][2600/3405] lr: 9.007e-04, eta: 7:52:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6524, loss: 1.6524 +2025-06-30 11:21:26,759 - pyskl - INFO - Epoch [132][2700/3405] lr: 8.979e-04, eta: 7:52:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6005, loss: 1.6005 +2025-06-30 11:22:11,293 - pyskl - INFO - Epoch [132][2800/3405] lr: 8.950e-04, eta: 7:51:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5559, loss: 1.5559 +2025-06-30 11:22:55,803 - pyskl - INFO - Epoch [132][2900/3405] lr: 8.922e-04, eta: 7:50:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.5895, loss: 1.5895 +2025-06-30 11:23:40,328 - pyskl - INFO - Epoch [132][3000/3405] lr: 8.893e-04, eta: 7:49:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5921, loss: 1.5921 +2025-06-30 11:24:24,803 - pyskl - INFO - Epoch [132][3100/3405] lr: 8.865e-04, eta: 7:49:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6176, loss: 1.6176 +2025-06-30 11:25:09,344 - pyskl - INFO - Epoch [132][3200/3405] lr: 8.836e-04, eta: 7:48:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5767, loss: 1.5767 +2025-06-30 11:25:53,780 - pyskl - INFO - Epoch [132][3300/3405] lr: 8.808e-04, eta: 7:47:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.5352, loss: 1.5352 +2025-06-30 11:26:38,251 - pyskl - INFO - Epoch [132][3400/3405] lr: 8.780e-04, eta: 7:46:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5571, loss: 1.5571 +2025-06-30 11:26:40,844 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-06-30 11:30:40,283 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 11:30:40,823 - pyskl - INFO - +top1_acc 0.8573 +top5_acc 0.9685 +2025-06-30 11:30:40,886 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_130.pth was removed +2025-06-30 11:30:41,965 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2025-06-30 11:30:41,967 - pyskl - INFO - Best top1_acc is 0.8573 at 132 epoch. +2025-06-30 11:30:41,988 - pyskl - INFO - Epoch(val) [132][3718] top1_acc: 0.8573, top5_acc: 0.9685 +2025-06-30 11:31:49,484 - pyskl - INFO - Epoch [133][100/3405] lr: 8.750e-04, eta: 7:46:07, time: 0.675, data_time: 0.229, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5612, loss: 1.5612 +2025-06-30 11:32:34,085 - pyskl - INFO - Epoch [133][200/3405] lr: 8.722e-04, eta: 7:45:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6061, loss: 1.6061 +2025-06-30 11:33:18,632 - pyskl - INFO - Epoch [133][300/3405] lr: 8.694e-04, eta: 7:44:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5678, loss: 1.5678 +2025-06-30 11:34:03,290 - pyskl - INFO - Epoch [133][400/3405] lr: 8.665e-04, eta: 7:43:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5292, loss: 1.5292 +2025-06-30 11:34:47,912 - pyskl - INFO - Epoch [133][500/3405] lr: 8.637e-04, eta: 7:43:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5793, loss: 1.5793 +2025-06-30 11:35:32,523 - pyskl - INFO - Epoch [133][600/3405] lr: 8.609e-04, eta: 7:42:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5787, loss: 1.5787 +2025-06-30 11:36:17,047 - pyskl - INFO - Epoch [133][700/3405] lr: 8.581e-04, eta: 7:41:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5607, loss: 1.5607 +2025-06-30 11:37:01,632 - pyskl - INFO - Epoch [133][800/3405] lr: 8.553e-04, eta: 7:40:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4859, loss: 1.4859 +2025-06-30 11:37:46,195 - pyskl - INFO - Epoch [133][900/3405] lr: 8.525e-04, eta: 7:40:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5934, loss: 1.5934 +2025-06-30 11:38:30,956 - pyskl - INFO - Epoch [133][1000/3405] lr: 8.497e-04, eta: 7:39:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5854, loss: 1.5854 +2025-06-30 11:39:15,814 - pyskl - INFO - Epoch [133][1100/3405] lr: 8.470e-04, eta: 7:38:29, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5678, loss: 1.5678 +2025-06-30 11:40:00,483 - pyskl - INFO - Epoch [133][1200/3405] lr: 8.442e-04, eta: 7:37:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5704, loss: 1.5704 +2025-06-30 11:40:45,091 - pyskl - INFO - Epoch [133][1300/3405] lr: 8.414e-04, eta: 7:36:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5472, loss: 1.5472 +2025-06-30 11:41:29,655 - pyskl - INFO - Epoch [133][1400/3405] lr: 8.386e-04, eta: 7:36:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5695, loss: 1.5695 +2025-06-30 11:42:14,347 - pyskl - INFO - Epoch [133][1500/3405] lr: 8.359e-04, eta: 7:35:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5694, loss: 1.5694 +2025-06-30 11:42:59,246 - pyskl - INFO - Epoch [133][1600/3405] lr: 8.331e-04, eta: 7:34:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6078, loss: 1.6078 +2025-06-30 11:43:43,774 - pyskl - INFO - Epoch [133][1700/3405] lr: 8.303e-04, eta: 7:33:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5578, loss: 1.5578 +2025-06-30 11:44:28,313 - pyskl - INFO - Epoch [133][1800/3405] lr: 8.276e-04, eta: 7:33:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5907, loss: 1.5907 +2025-06-30 11:45:12,943 - pyskl - INFO - Epoch [133][1900/3405] lr: 8.248e-04, eta: 7:32:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5883, loss: 1.5883 +2025-06-30 11:45:57,587 - pyskl - INFO - Epoch [133][2000/3405] lr: 8.221e-04, eta: 7:31:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5323, loss: 1.5323 +2025-06-30 11:46:42,253 - pyskl - INFO - Epoch [133][2100/3405] lr: 8.194e-04, eta: 7:30:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5937, loss: 1.5937 +2025-06-30 11:47:26,767 - pyskl - INFO - Epoch [133][2200/3405] lr: 8.166e-04, eta: 7:30:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5492, loss: 1.5492 +2025-06-30 11:48:11,263 - pyskl - INFO - Epoch [133][2300/3405] lr: 8.139e-04, eta: 7:29:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.6556, loss: 1.6556 +2025-06-30 11:48:55,898 - pyskl - INFO - Epoch [133][2400/3405] lr: 8.112e-04, eta: 7:28:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5523, loss: 1.5523 +2025-06-30 11:49:40,395 - pyskl - INFO - Epoch [133][2500/3405] lr: 8.084e-04, eta: 7:27:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5400, loss: 1.5400 +2025-06-30 11:50:24,870 - pyskl - INFO - Epoch [133][2600/3405] lr: 8.057e-04, eta: 7:27:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5946, loss: 1.5946 +2025-06-30 11:51:09,458 - pyskl - INFO - Epoch [133][2700/3405] lr: 8.030e-04, eta: 7:26:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5863, loss: 1.5863 +2025-06-30 11:51:53,923 - pyskl - INFO - Epoch [133][2800/3405] lr: 8.003e-04, eta: 7:25:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5632, loss: 1.5632 +2025-06-30 11:52:38,784 - pyskl - INFO - Epoch [133][2900/3405] lr: 7.976e-04, eta: 7:24:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6112, loss: 1.6112 +2025-06-30 11:53:23,382 - pyskl - INFO - Epoch [133][3000/3405] lr: 7.949e-04, eta: 7:23:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5976, loss: 1.5976 +2025-06-30 11:54:07,953 - pyskl - INFO - Epoch [133][3100/3405] lr: 7.922e-04, eta: 7:23:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5503, loss: 1.5503 +2025-06-30 11:54:52,523 - pyskl - INFO - Epoch [133][3200/3405] lr: 7.895e-04, eta: 7:22:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6091, loss: 1.6091 +2025-06-30 11:55:37,119 - pyskl - INFO - Epoch [133][3300/3405] lr: 7.868e-04, eta: 7:21:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5584, loss: 1.5584 +2025-06-30 11:56:21,712 - pyskl - INFO - Epoch [133][3400/3405] lr: 7.841e-04, eta: 7:20:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5503, loss: 1.5503 +2025-06-30 11:56:24,285 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-06-30 12:00:24,485 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 12:00:25,037 - pyskl - INFO - +top1_acc 0.8565 +top5_acc 0.9679 +2025-06-30 12:00:25,059 - pyskl - INFO - Epoch(val) [133][3718] top1_acc: 0.8565, top5_acc: 0.9679 +2025-06-30 12:01:32,366 - pyskl - INFO - Epoch [134][100/3405] lr: 7.813e-04, eta: 7:20:09, time: 0.673, data_time: 0.227, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5349, loss: 1.5349 +2025-06-30 12:02:16,983 - pyskl - INFO - Epoch [134][200/3405] lr: 7.787e-04, eta: 7:19:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5550, loss: 1.5550 +2025-06-30 12:03:01,631 - pyskl - INFO - Epoch [134][300/3405] lr: 7.760e-04, eta: 7:18:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4689, loss: 1.4689 +2025-06-30 12:03:46,284 - pyskl - INFO - Epoch [134][400/3405] lr: 7.733e-04, eta: 7:17:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5766, loss: 1.5766 +2025-06-30 12:04:31,027 - pyskl - INFO - Epoch [134][500/3405] lr: 7.707e-04, eta: 7:17:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5286, loss: 1.5286 +2025-06-30 12:05:16,031 - pyskl - INFO - Epoch [134][600/3405] lr: 7.680e-04, eta: 7:16:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5525, loss: 1.5525 +2025-06-30 12:06:01,322 - pyskl - INFO - Epoch [134][700/3405] lr: 7.653e-04, eta: 7:15:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5739, loss: 1.5739 +2025-06-30 12:06:46,491 - pyskl - INFO - Epoch [134][800/3405] lr: 7.627e-04, eta: 7:14:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5554, loss: 1.5554 +2025-06-30 12:07:31,406 - pyskl - INFO - Epoch [134][900/3405] lr: 7.601e-04, eta: 7:14:02, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4966, loss: 1.4966 +2025-06-30 12:08:16,367 - pyskl - INFO - Epoch [134][1000/3405] lr: 7.574e-04, eta: 7:13:16, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5360, loss: 1.5360 +2025-06-30 12:09:01,713 - pyskl - INFO - Epoch [134][1100/3405] lr: 7.548e-04, eta: 7:12:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5509, loss: 1.5509 +2025-06-30 12:09:46,584 - pyskl - INFO - Epoch [134][1200/3405] lr: 7.522e-04, eta: 7:11:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.5657, loss: 1.5657 +2025-06-30 12:10:31,422 - pyskl - INFO - Epoch [134][1300/3405] lr: 7.495e-04, eta: 7:10:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5367, loss: 1.5367 +2025-06-30 12:11:16,656 - pyskl - INFO - Epoch [134][1400/3405] lr: 7.469e-04, eta: 7:10:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4998, loss: 1.4998 +2025-06-30 12:12:01,621 - pyskl - INFO - Epoch [134][1500/3405] lr: 7.443e-04, eta: 7:09:27, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5177, loss: 1.5177 +2025-06-30 12:12:46,336 - pyskl - INFO - Epoch [134][1600/3405] lr: 7.417e-04, eta: 7:08:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5387, loss: 1.5387 +2025-06-30 12:13:31,178 - pyskl - INFO - Epoch [134][1700/3405] lr: 7.391e-04, eta: 7:07:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6044, loss: 1.6044 +2025-06-30 12:14:15,976 - pyskl - INFO - Epoch [134][1800/3405] lr: 7.365e-04, eta: 7:07:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5533, loss: 1.5533 +2025-06-30 12:15:00,569 - pyskl - INFO - Epoch [134][1900/3405] lr: 7.339e-04, eta: 7:06:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5320, loss: 1.5320 +2025-06-30 12:15:45,128 - pyskl - INFO - Epoch [134][2000/3405] lr: 7.313e-04, eta: 7:05:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5759, loss: 1.5759 +2025-06-30 12:16:29,747 - pyskl - INFO - Epoch [134][2100/3405] lr: 7.287e-04, eta: 7:04:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5551, loss: 1.5551 +2025-06-30 12:17:14,294 - pyskl - INFO - Epoch [134][2200/3405] lr: 7.261e-04, eta: 7:04:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5699, loss: 1.5699 +2025-06-30 12:17:58,995 - pyskl - INFO - Epoch [134][2300/3405] lr: 7.235e-04, eta: 7:03:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5441, loss: 1.5441 +2025-06-30 12:18:43,687 - pyskl - INFO - Epoch [134][2400/3405] lr: 7.210e-04, eta: 7:02:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5012, loss: 1.5012 +2025-06-30 12:19:28,386 - pyskl - INFO - Epoch [134][2500/3405] lr: 7.184e-04, eta: 7:01:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5653, loss: 1.5653 +2025-06-30 12:20:13,064 - pyskl - INFO - Epoch [134][2600/3405] lr: 7.158e-04, eta: 7:01:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5153, loss: 1.5153 +2025-06-30 12:20:57,834 - pyskl - INFO - Epoch [134][2700/3405] lr: 7.133e-04, eta: 7:00:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5514, loss: 1.5514 +2025-06-30 12:21:42,499 - pyskl - INFO - Epoch [134][2800/3405] lr: 7.107e-04, eta: 6:59:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5231, loss: 1.5231 +2025-06-30 12:22:27,286 - pyskl - INFO - Epoch [134][2900/3405] lr: 7.081e-04, eta: 6:58:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5318, loss: 1.5318 +2025-06-30 12:23:12,280 - pyskl - INFO - Epoch [134][3000/3405] lr: 7.056e-04, eta: 6:58:00, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5135, loss: 1.5135 +2025-06-30 12:23:57,166 - pyskl - INFO - Epoch [134][3100/3405] lr: 7.031e-04, eta: 6:57:14, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5457, loss: 1.5457 +2025-06-30 12:24:41,925 - pyskl - INFO - Epoch [134][3200/3405] lr: 7.005e-04, eta: 6:56:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5404, loss: 1.5404 +2025-06-30 12:25:26,633 - pyskl - INFO - Epoch [134][3300/3405] lr: 6.980e-04, eta: 6:55:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5819, loss: 1.5819 +2025-06-30 12:26:11,479 - pyskl - INFO - Epoch [134][3400/3405] lr: 6.954e-04, eta: 6:54:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5381, loss: 1.5381 +2025-06-30 12:26:14,121 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-06-30 12:30:13,490 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 12:30:14,033 - pyskl - INFO - +top1_acc 0.8595 +top5_acc 0.9689 +2025-06-30 12:30:14,089 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_132.pth was removed +2025-06-30 12:30:15,137 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2025-06-30 12:30:15,139 - pyskl - INFO - Best top1_acc is 0.8595 at 134 epoch. +2025-06-30 12:30:15,158 - pyskl - INFO - Epoch(val) [134][3718] top1_acc: 0.8595, top5_acc: 0.9689 +2025-06-30 12:31:22,505 - pyskl - INFO - Epoch [135][100/3405] lr: 6.928e-04, eta: 6:54:11, time: 0.673, data_time: 0.227, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4816, loss: 1.4816 +2025-06-30 12:32:07,211 - pyskl - INFO - Epoch [135][200/3405] lr: 6.903e-04, eta: 6:53:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4472, loss: 1.4472 +2025-06-30 12:32:51,904 - pyskl - INFO - Epoch [135][300/3405] lr: 6.878e-04, eta: 6:52:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5037, loss: 1.5037 +2025-06-30 12:33:36,697 - pyskl - INFO - Epoch [135][400/3405] lr: 6.852e-04, eta: 6:51:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5000, loss: 1.5000 +2025-06-30 12:34:21,401 - pyskl - INFO - Epoch [135][500/3405] lr: 6.827e-04, eta: 6:51:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4713, loss: 1.4713 +2025-06-30 12:35:06,000 - pyskl - INFO - Epoch [135][600/3405] lr: 6.802e-04, eta: 6:50:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4630, loss: 1.4630 +2025-06-30 12:35:50,652 - pyskl - INFO - Epoch [135][700/3405] lr: 6.777e-04, eta: 6:49:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5088, loss: 1.5088 +2025-06-30 12:36:35,488 - pyskl - INFO - Epoch [135][800/3405] lr: 6.752e-04, eta: 6:48:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5066, loss: 1.5066 +2025-06-30 12:37:20,244 - pyskl - INFO - Epoch [135][900/3405] lr: 6.727e-04, eta: 6:48:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5548, loss: 1.5548 +2025-06-30 12:38:05,012 - pyskl - INFO - Epoch [135][1000/3405] lr: 6.703e-04, eta: 6:47:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5328, loss: 1.5328 +2025-06-30 12:38:49,775 - pyskl - INFO - Epoch [135][1100/3405] lr: 6.678e-04, eta: 6:46:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5085, loss: 1.5085 +2025-06-30 12:39:34,432 - pyskl - INFO - Epoch [135][1200/3405] lr: 6.653e-04, eta: 6:45:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5127, loss: 1.5127 +2025-06-30 12:40:19,067 - pyskl - INFO - Epoch [135][1300/3405] lr: 6.628e-04, eta: 6:45:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4683, loss: 1.4683 +2025-06-30 12:41:03,671 - pyskl - INFO - Epoch [135][1400/3405] lr: 6.604e-04, eta: 6:44:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5036, loss: 1.5036 +2025-06-30 12:41:48,309 - pyskl - INFO - Epoch [135][1500/3405] lr: 6.579e-04, eta: 6:43:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4731, loss: 1.4731 +2025-06-30 12:42:33,008 - pyskl - INFO - Epoch [135][1600/3405] lr: 6.554e-04, eta: 6:42:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5125, loss: 1.5125 +2025-06-30 12:43:17,733 - pyskl - INFO - Epoch [135][1700/3405] lr: 6.530e-04, eta: 6:41:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5425, loss: 1.5425 +2025-06-30 12:44:02,357 - pyskl - INFO - Epoch [135][1800/3405] lr: 6.505e-04, eta: 6:41:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5296, loss: 1.5296 +2025-06-30 12:44:47,043 - pyskl - INFO - Epoch [135][1900/3405] lr: 6.481e-04, eta: 6:40:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5306, loss: 1.5306 +2025-06-30 12:45:31,620 - pyskl - INFO - Epoch [135][2000/3405] lr: 6.456e-04, eta: 6:39:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5088, loss: 1.5088 +2025-06-30 12:46:16,201 - pyskl - INFO - Epoch [135][2100/3405] lr: 6.432e-04, eta: 6:38:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5114, loss: 1.5114 +2025-06-30 12:47:00,816 - pyskl - INFO - Epoch [135][2200/3405] lr: 6.408e-04, eta: 6:38:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5066, loss: 1.5066 +2025-06-30 12:47:45,715 - pyskl - INFO - Epoch [135][2300/3405] lr: 6.383e-04, eta: 6:37:23, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4980, loss: 1.4980 +2025-06-30 12:48:30,586 - pyskl - INFO - Epoch [135][2400/3405] lr: 6.359e-04, eta: 6:36:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5225, loss: 1.5225 +2025-06-30 12:49:15,415 - pyskl - INFO - Epoch [135][2500/3405] lr: 6.335e-04, eta: 6:35:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5076, loss: 1.5076 +2025-06-30 12:50:00,217 - pyskl - INFO - Epoch [135][2600/3405] lr: 6.311e-04, eta: 6:35:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5620, loss: 1.5620 +2025-06-30 12:50:45,090 - pyskl - INFO - Epoch [135][2700/3405] lr: 6.287e-04, eta: 6:34:20, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5306, loss: 1.5306 +2025-06-30 12:51:29,933 - pyskl - INFO - Epoch [135][2800/3405] lr: 6.263e-04, eta: 6:33:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5007, loss: 1.5007 +2025-06-30 12:52:14,837 - pyskl - INFO - Epoch [135][2900/3405] lr: 6.239e-04, eta: 6:32:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4785, loss: 1.4785 +2025-06-30 12:52:59,600 - pyskl - INFO - Epoch [135][3000/3405] lr: 6.215e-04, eta: 6:32:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5595, loss: 1.5595 +2025-06-30 12:53:44,559 - pyskl - INFO - Epoch [135][3100/3405] lr: 6.191e-04, eta: 6:31:17, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5166, loss: 1.5166 +2025-06-30 12:54:29,358 - pyskl - INFO - Epoch [135][3200/3405] lr: 6.167e-04, eta: 6:30:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4894, loss: 1.4894 +2025-06-30 12:55:14,504 - pyskl - INFO - Epoch [135][3300/3405] lr: 6.143e-04, eta: 6:29:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4968, loss: 1.4968 +2025-06-30 12:55:59,374 - pyskl - INFO - Epoch [135][3400/3405] lr: 6.119e-04, eta: 6:29:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4951, loss: 1.4951 +2025-06-30 12:56:01,993 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-06-30 13:15:01,447 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 13:15:01,995 - pyskl - INFO - +top1_acc 0.8604 +top5_acc 0.9686 +2025-06-30 13:15:02,049 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_134.pth was removed +2025-06-30 13:15:03,089 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-06-30 13:15:03,091 - pyskl - INFO - Best top1_acc is 0.8604 at 135 epoch. +2025-06-30 13:15:03,110 - pyskl - INFO - Epoch(val) [135][3718] top1_acc: 0.8604, top5_acc: 0.9686 +2025-06-30 13:16:10,916 - pyskl - INFO - Epoch [136][100/3405] lr: 6.094e-04, eta: 6:28:14, time: 0.678, data_time: 0.229, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5036, loss: 1.5036 +2025-06-30 13:16:55,851 - pyskl - INFO - Epoch [136][200/3405] lr: 6.071e-04, eta: 6:27:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4337, loss: 1.4337 +2025-06-30 13:17:40,642 - pyskl - INFO - Epoch [136][300/3405] lr: 6.047e-04, eta: 6:26:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4395, loss: 1.4395 +2025-06-30 13:18:25,392 - pyskl - INFO - Epoch [136][400/3405] lr: 6.023e-04, eta: 6:25:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5085, loss: 1.5085 +2025-06-30 13:19:10,176 - pyskl - INFO - Epoch [136][500/3405] lr: 6.000e-04, eta: 6:25:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4801, loss: 1.4801 +2025-06-30 13:19:54,942 - pyskl - INFO - Epoch [136][600/3405] lr: 5.976e-04, eta: 6:24:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4867, loss: 1.4867 +2025-06-30 13:20:39,712 - pyskl - INFO - Epoch [136][700/3405] lr: 5.953e-04, eta: 6:23:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5173, loss: 1.5173 +2025-06-30 13:21:24,567 - pyskl - INFO - Epoch [136][800/3405] lr: 5.930e-04, eta: 6:22:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4931, loss: 1.4931 +2025-06-30 13:22:09,278 - pyskl - INFO - Epoch [136][900/3405] lr: 5.906e-04, eta: 6:22:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4928, loss: 1.4928 +2025-06-30 13:22:53,947 - pyskl - INFO - Epoch [136][1000/3405] lr: 5.883e-04, eta: 6:21:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5517, loss: 1.5517 +2025-06-30 13:23:38,688 - pyskl - INFO - Epoch [136][1100/3405] lr: 5.860e-04, eta: 6:20:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4862, loss: 1.4862 +2025-06-30 13:24:23,308 - pyskl - INFO - Epoch [136][1200/3405] lr: 5.836e-04, eta: 6:19:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4363, loss: 1.4363 +2025-06-30 13:25:08,257 - pyskl - INFO - Epoch [136][1300/3405] lr: 5.813e-04, eta: 6:19:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4789, loss: 1.4789 +2025-06-30 13:25:53,256 - pyskl - INFO - Epoch [136][1400/3405] lr: 5.790e-04, eta: 6:18:19, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5243, loss: 1.5243 +2025-06-30 13:26:38,013 - pyskl - INFO - Epoch [136][1500/3405] lr: 5.767e-04, eta: 6:17:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.5124, loss: 1.5124 +2025-06-30 13:27:22,476 - pyskl - INFO - Epoch [136][1600/3405] lr: 5.744e-04, eta: 6:16:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5260, loss: 1.5260 +2025-06-30 13:28:07,282 - pyskl - INFO - Epoch [136][1700/3405] lr: 5.721e-04, eta: 6:16:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4967, loss: 1.4967 +2025-06-30 13:28:52,224 - pyskl - INFO - Epoch [136][1800/3405] lr: 5.698e-04, eta: 6:15:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4965, loss: 1.4965 +2025-06-30 13:29:36,913 - pyskl - INFO - Epoch [136][1900/3405] lr: 5.675e-04, eta: 6:14:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4611, loss: 1.4611 +2025-06-30 13:30:21,518 - pyskl - INFO - Epoch [136][2000/3405] lr: 5.652e-04, eta: 6:13:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4391, loss: 1.4391 +2025-06-30 13:31:06,175 - pyskl - INFO - Epoch [136][2100/3405] lr: 5.629e-04, eta: 6:12:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5045, loss: 1.5045 +2025-06-30 13:31:51,255 - pyskl - INFO - Epoch [136][2200/3405] lr: 5.606e-04, eta: 6:12:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4687, loss: 1.4687 +2025-06-30 13:32:35,948 - pyskl - INFO - Epoch [136][2300/3405] lr: 5.584e-04, eta: 6:11:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5413, loss: 1.5413 +2025-06-30 13:33:20,828 - pyskl - INFO - Epoch [136][2400/3405] lr: 5.561e-04, eta: 6:10:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4921, loss: 1.4921 +2025-06-30 13:34:05,862 - pyskl - INFO - Epoch [136][2500/3405] lr: 5.538e-04, eta: 6:09:55, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5092, loss: 1.5092 +2025-06-30 13:34:50,751 - pyskl - INFO - Epoch [136][2600/3405] lr: 5.516e-04, eta: 6:09:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4552, loss: 1.4552 +2025-06-30 13:35:35,486 - pyskl - INFO - Epoch [136][2700/3405] lr: 5.493e-04, eta: 6:08:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5125, loss: 1.5125 +2025-06-30 13:36:20,269 - pyskl - INFO - Epoch [136][2800/3405] lr: 5.471e-04, eta: 6:07:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4827, loss: 1.4827 +2025-06-30 13:37:05,003 - pyskl - INFO - Epoch [136][2900/3405] lr: 5.448e-04, eta: 6:06:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4449, loss: 1.4449 +2025-06-30 13:37:49,607 - pyskl - INFO - Epoch [136][3000/3405] lr: 5.426e-04, eta: 6:06:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4530, loss: 1.4530 +2025-06-30 13:38:34,276 - pyskl - INFO - Epoch [136][3100/3405] lr: 5.403e-04, eta: 6:05:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4773, loss: 1.4773 +2025-06-30 13:39:18,946 - pyskl - INFO - Epoch [136][3200/3405] lr: 5.381e-04, eta: 6:04:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4622, loss: 1.4622 +2025-06-30 13:40:03,717 - pyskl - INFO - Epoch [136][3300/3405] lr: 5.359e-04, eta: 6:03:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4801, loss: 1.4801 +2025-06-30 13:40:48,635 - pyskl - INFO - Epoch [136][3400/3405] lr: 5.336e-04, eta: 6:03:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4470, loss: 1.4470 +2025-06-30 13:40:51,257 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-06-30 13:44:48,918 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 13:44:49,460 - pyskl - INFO - +top1_acc 0.8608 +top5_acc 0.9688 +2025-06-30 13:44:49,515 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_135.pth was removed +2025-06-30 13:44:50,553 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2025-06-30 13:44:50,555 - pyskl - INFO - Best top1_acc is 0.8608 at 136 epoch. +2025-06-30 13:44:50,576 - pyskl - INFO - Epoch(val) [136][3718] top1_acc: 0.8608, top5_acc: 0.9688 +2025-06-30 13:45:58,106 - pyskl - INFO - Epoch [137][100/3405] lr: 5.313e-04, eta: 6:02:17, time: 0.675, data_time: 0.230, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4558, loss: 1.4558 +2025-06-30 13:46:42,888 - pyskl - INFO - Epoch [137][200/3405] lr: 5.291e-04, eta: 6:01:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5059, loss: 1.5059 +2025-06-30 13:47:27,707 - pyskl - INFO - Epoch [137][300/3405] lr: 5.269e-04, eta: 6:00:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4597, loss: 1.4597 +2025-06-30 13:48:12,379 - pyskl - INFO - Epoch [137][400/3405] lr: 5.247e-04, eta: 5:59:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4380, loss: 1.4380 +2025-06-30 13:48:57,046 - pyskl - INFO - Epoch [137][500/3405] lr: 5.225e-04, eta: 5:59:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5044, loss: 1.5044 +2025-06-30 13:49:41,704 - pyskl - INFO - Epoch [137][600/3405] lr: 5.203e-04, eta: 5:58:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5023, loss: 1.5023 +2025-06-30 13:50:26,532 - pyskl - INFO - Epoch [137][700/3405] lr: 5.181e-04, eta: 5:57:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4769, loss: 1.4769 +2025-06-30 13:51:11,308 - pyskl - INFO - Epoch [137][800/3405] lr: 5.159e-04, eta: 5:56:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4491, loss: 1.4491 +2025-06-30 13:51:56,019 - pyskl - INFO - Epoch [137][900/3405] lr: 5.137e-04, eta: 5:56:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4900, loss: 1.4900 +2025-06-30 13:52:40,735 - pyskl - INFO - Epoch [137][1000/3405] lr: 5.115e-04, eta: 5:55:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4584, loss: 1.4584 +2025-06-30 13:53:25,473 - pyskl - INFO - Epoch [137][1100/3405] lr: 5.094e-04, eta: 5:54:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4868, loss: 1.4868 +2025-06-30 13:54:10,230 - pyskl - INFO - Epoch [137][1200/3405] lr: 5.072e-04, eta: 5:53:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4955, loss: 1.4955 +2025-06-30 13:54:55,217 - pyskl - INFO - Epoch [137][1300/3405] lr: 5.050e-04, eta: 5:53:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5251, loss: 1.5251 +2025-06-30 13:55:40,226 - pyskl - INFO - Epoch [137][1400/3405] lr: 5.029e-04, eta: 5:52:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5075, loss: 1.5075 +2025-06-30 13:56:25,018 - pyskl - INFO - Epoch [137][1500/3405] lr: 5.007e-04, eta: 5:51:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4544, loss: 1.4544 +2025-06-30 13:57:09,743 - pyskl - INFO - Epoch [137][1600/3405] lr: 4.986e-04, eta: 5:50:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4856, loss: 1.4856 +2025-06-30 13:57:54,421 - pyskl - INFO - Epoch [137][1700/3405] lr: 4.964e-04, eta: 5:50:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4982, loss: 1.4982 +2025-06-30 13:58:39,568 - pyskl - INFO - Epoch [137][1800/3405] lr: 4.943e-04, eta: 5:49:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4290, loss: 1.4290 +2025-06-30 13:59:24,371 - pyskl - INFO - Epoch [137][1900/3405] lr: 4.921e-04, eta: 5:48:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4883, loss: 1.4883 +2025-06-30 14:00:09,070 - pyskl - INFO - Epoch [137][2000/3405] lr: 4.900e-04, eta: 5:47:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4666, loss: 1.4666 +2025-06-30 14:00:53,787 - pyskl - INFO - Epoch [137][2100/3405] lr: 4.879e-04, eta: 5:47:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4027, loss: 1.4027 +2025-06-30 14:01:38,542 - pyskl - INFO - Epoch [137][2200/3405] lr: 4.857e-04, eta: 5:46:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4369, loss: 1.4369 +2025-06-30 14:02:23,287 - pyskl - INFO - Epoch [137][2300/3405] lr: 4.836e-04, eta: 5:45:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4876, loss: 1.4876 +2025-06-30 14:03:07,997 - pyskl - INFO - Epoch [137][2400/3405] lr: 4.815e-04, eta: 5:44:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4388, loss: 1.4388 +2025-06-30 14:03:52,711 - pyskl - INFO - Epoch [137][2500/3405] lr: 4.794e-04, eta: 5:43:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4726, loss: 1.4726 +2025-06-30 14:04:37,475 - pyskl - INFO - Epoch [137][2600/3405] lr: 4.773e-04, eta: 5:43:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4404, loss: 1.4404 +2025-06-30 14:05:22,121 - pyskl - INFO - Epoch [137][2700/3405] lr: 4.752e-04, eta: 5:42:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4790, loss: 1.4790 +2025-06-30 14:06:06,831 - pyskl - INFO - Epoch [137][2800/3405] lr: 4.731e-04, eta: 5:41:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4677, loss: 1.4677 +2025-06-30 14:06:51,522 - pyskl - INFO - Epoch [137][2900/3405] lr: 4.710e-04, eta: 5:40:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4997, loss: 1.4997 +2025-06-30 14:07:36,269 - pyskl - INFO - Epoch [137][3000/3405] lr: 4.689e-04, eta: 5:40:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4968, loss: 1.4968 +2025-06-30 14:08:20,978 - pyskl - INFO - Epoch [137][3100/3405] lr: 4.668e-04, eta: 5:39:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4820, loss: 1.4820 +2025-06-30 14:09:05,665 - pyskl - INFO - Epoch [137][3200/3405] lr: 4.647e-04, eta: 5:38:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5283, loss: 1.5283 +2025-06-30 14:09:50,306 - pyskl - INFO - Epoch [137][3300/3405] lr: 4.627e-04, eta: 5:37:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4869, loss: 1.4869 +2025-06-30 14:10:35,133 - pyskl - INFO - Epoch [137][3400/3405] lr: 4.606e-04, eta: 5:37:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4562, loss: 1.4562 +2025-06-30 14:10:37,716 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-06-30 14:14:35,067 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 14:14:35,609 - pyskl - INFO - +top1_acc 0.8630 +top5_acc 0.9702 +2025-06-30 14:14:35,661 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_136.pth was removed +2025-06-30 14:14:36,657 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2025-06-30 14:14:36,659 - pyskl - INFO - Best top1_acc is 0.8630 at 137 epoch. +2025-06-30 14:14:36,677 - pyskl - INFO - Epoch(val) [137][3718] top1_acc: 0.8630, top5_acc: 0.9702 +2025-06-30 14:15:43,862 - pyskl - INFO - Epoch [138][100/3405] lr: 4.584e-04, eta: 5:36:20, time: 0.672, data_time: 0.226, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4655, loss: 1.4655 +2025-06-30 14:16:28,624 - pyskl - INFO - Epoch [138][200/3405] lr: 4.564e-04, eta: 5:35:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5105, loss: 1.5105 +2025-06-30 14:17:13,365 - pyskl - INFO - Epoch [138][300/3405] lr: 4.543e-04, eta: 5:34:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4869, loss: 1.4869 +2025-06-30 14:17:58,177 - pyskl - INFO - Epoch [138][400/3405] lr: 4.523e-04, eta: 5:34:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4961, loss: 1.4961 +2025-06-30 14:18:43,168 - pyskl - INFO - Epoch [138][500/3405] lr: 4.502e-04, eta: 5:33:17, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4539, loss: 1.4539 +2025-06-30 14:19:27,929 - pyskl - INFO - Epoch [138][600/3405] lr: 4.482e-04, eta: 5:32:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4383, loss: 1.4383 +2025-06-30 14:20:12,806 - pyskl - INFO - Epoch [138][700/3405] lr: 4.461e-04, eta: 5:31:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4293, loss: 1.4293 +2025-06-30 14:20:57,547 - pyskl - INFO - Epoch [138][800/3405] lr: 4.441e-04, eta: 5:30:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4921, loss: 1.4921 +2025-06-30 14:21:42,193 - pyskl - INFO - Epoch [138][900/3405] lr: 4.421e-04, eta: 5:30:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4374, loss: 1.4374 +2025-06-30 14:22:26,772 - pyskl - INFO - Epoch [138][1000/3405] lr: 4.400e-04, eta: 5:29:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4064, loss: 1.4064 +2025-06-30 14:23:11,626 - pyskl - INFO - Epoch [138][1100/3405] lr: 4.380e-04, eta: 5:28:42, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4667, loss: 1.4667 +2025-06-30 14:23:56,425 - pyskl - INFO - Epoch [138][1200/3405] lr: 4.360e-04, eta: 5:27:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4809, loss: 1.4809 +2025-06-30 14:24:41,073 - pyskl - INFO - Epoch [138][1300/3405] lr: 4.340e-04, eta: 5:27:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4362, loss: 1.4362 +2025-06-30 14:25:25,637 - pyskl - INFO - Epoch [138][1400/3405] lr: 4.320e-04, eta: 5:26:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4252, loss: 1.4252 +2025-06-30 14:26:10,198 - pyskl - INFO - Epoch [138][1500/3405] lr: 4.300e-04, eta: 5:25:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4541, loss: 1.4541 +2025-06-30 14:26:54,827 - pyskl - INFO - Epoch [138][1600/3405] lr: 4.280e-04, eta: 5:24:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4410, loss: 1.4410 +2025-06-30 14:27:39,430 - pyskl - INFO - Epoch [138][1700/3405] lr: 4.260e-04, eta: 5:24:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4252, loss: 1.4252 +2025-06-30 14:28:24,016 - pyskl - INFO - Epoch [138][1800/3405] lr: 4.240e-04, eta: 5:23:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4561, loss: 1.4561 +2025-06-30 14:29:08,553 - pyskl - INFO - Epoch [138][1900/3405] lr: 4.220e-04, eta: 5:22:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4238, loss: 1.4238 +2025-06-30 14:29:53,160 - pyskl - INFO - Epoch [138][2000/3405] lr: 4.200e-04, eta: 5:21:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4476, loss: 1.4476 +2025-06-30 14:30:37,865 - pyskl - INFO - Epoch [138][2100/3405] lr: 4.181e-04, eta: 5:21:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4482, loss: 1.4482 +2025-06-30 14:31:22,468 - pyskl - INFO - Epoch [138][2200/3405] lr: 4.161e-04, eta: 5:20:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4225, loss: 1.4225 +2025-06-30 14:32:07,159 - pyskl - INFO - Epoch [138][2300/3405] lr: 4.141e-04, eta: 5:19:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4401, loss: 1.4401 +2025-06-30 14:32:51,830 - pyskl - INFO - Epoch [138][2400/3405] lr: 4.122e-04, eta: 5:18:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4698, loss: 1.4698 +2025-06-30 14:33:36,524 - pyskl - INFO - Epoch [138][2500/3405] lr: 4.102e-04, eta: 5:18:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.4825, loss: 1.4825 +2025-06-30 14:34:21,109 - pyskl - INFO - Epoch [138][2600/3405] lr: 4.083e-04, eta: 5:17:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4269, loss: 1.4269 +2025-06-30 14:35:06,035 - pyskl - INFO - Epoch [138][2700/3405] lr: 4.063e-04, eta: 5:16:29, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5136, loss: 1.5136 +2025-06-30 14:35:50,962 - pyskl - INFO - Epoch [138][2800/3405] lr: 4.044e-04, eta: 5:15:44, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4980, loss: 1.4980 +2025-06-30 14:36:35,734 - pyskl - INFO - Epoch [138][2900/3405] lr: 4.024e-04, eta: 5:14:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4003, loss: 1.4003 +2025-06-30 14:37:20,460 - pyskl - INFO - Epoch [138][3000/3405] lr: 4.005e-04, eta: 5:14:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4396, loss: 1.4396 +2025-06-30 14:38:05,138 - pyskl - INFO - Epoch [138][3100/3405] lr: 3.986e-04, eta: 5:13:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4619, loss: 1.4619 +2025-06-30 14:38:49,706 - pyskl - INFO - Epoch [138][3200/3405] lr: 3.967e-04, eta: 5:12:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4098, loss: 1.4098 +2025-06-30 14:39:34,409 - pyskl - INFO - Epoch [138][3300/3405] lr: 3.947e-04, eta: 5:11:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4004, loss: 1.4004 +2025-06-30 14:40:19,031 - pyskl - INFO - Epoch [138][3400/3405] lr: 3.928e-04, eta: 5:11:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4273, loss: 1.4273 +2025-06-30 14:40:21,568 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-06-30 14:44:18,895 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 14:44:19,436 - pyskl - INFO - +top1_acc 0.8663 +top5_acc 0.9703 +2025-06-30 14:44:19,490 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_137.pth was removed +2025-06-30 14:44:20,516 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2025-06-30 14:44:20,517 - pyskl - INFO - Best top1_acc is 0.8663 at 138 epoch. +2025-06-30 14:44:20,536 - pyskl - INFO - Epoch(val) [138][3718] top1_acc: 0.8663, top5_acc: 0.9703 +2025-06-30 14:45:27,864 - pyskl - INFO - Epoch [139][100/3405] lr: 3.908e-04, eta: 5:10:23, time: 0.673, data_time: 0.227, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3983, loss: 1.3983 +2025-06-30 14:46:12,445 - pyskl - INFO - Epoch [139][200/3405] lr: 3.889e-04, eta: 5:09:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4360, loss: 1.4360 +2025-06-30 14:46:57,111 - pyskl - INFO - Epoch [139][300/3405] lr: 3.870e-04, eta: 5:08:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3966, loss: 1.3966 +2025-06-30 14:47:41,708 - pyskl - INFO - Epoch [139][400/3405] lr: 3.851e-04, eta: 5:08:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4651, loss: 1.4651 +2025-06-30 14:48:26,438 - pyskl - INFO - Epoch [139][500/3405] lr: 3.832e-04, eta: 5:07:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4591, loss: 1.4591 +2025-06-30 14:49:11,250 - pyskl - INFO - Epoch [139][600/3405] lr: 3.813e-04, eta: 5:06:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4475, loss: 1.4475 +2025-06-30 14:49:55,858 - pyskl - INFO - Epoch [139][700/3405] lr: 3.795e-04, eta: 5:05:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3953, loss: 1.3953 +2025-06-30 14:50:40,411 - pyskl - INFO - Epoch [139][800/3405] lr: 3.776e-04, eta: 5:05:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4736, loss: 1.4736 +2025-06-30 14:51:24,929 - pyskl - INFO - Epoch [139][900/3405] lr: 3.757e-04, eta: 5:04:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.4392, loss: 1.4392 +2025-06-30 14:52:09,462 - pyskl - INFO - Epoch [139][1000/3405] lr: 3.738e-04, eta: 5:03:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4591, loss: 1.4591 +2025-06-30 14:52:54,050 - pyskl - INFO - Epoch [139][1100/3405] lr: 3.720e-04, eta: 5:02:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4165, loss: 1.4165 +2025-06-30 14:53:38,669 - pyskl - INFO - Epoch [139][1200/3405] lr: 3.701e-04, eta: 5:01:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3640, loss: 1.3640 +2025-06-30 14:54:23,257 - pyskl - INFO - Epoch [139][1300/3405] lr: 3.683e-04, eta: 5:01:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4081, loss: 1.4081 +2025-06-30 14:55:07,898 - pyskl - INFO - Epoch [139][1400/3405] lr: 3.664e-04, eta: 5:00:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4282, loss: 1.4282 +2025-06-30 14:55:52,673 - pyskl - INFO - Epoch [139][1500/3405] lr: 3.646e-04, eta: 4:59:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4792, loss: 1.4792 +2025-06-30 14:56:37,512 - pyskl - INFO - Epoch [139][1600/3405] lr: 3.627e-04, eta: 4:58:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4153, loss: 1.4153 +2025-06-30 14:57:22,223 - pyskl - INFO - Epoch [139][1700/3405] lr: 3.609e-04, eta: 4:58:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4319, loss: 1.4319 +2025-06-30 14:58:07,010 - pyskl - INFO - Epoch [139][1800/3405] lr: 3.591e-04, eta: 4:57:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4054, loss: 1.4054 +2025-06-30 14:58:51,817 - pyskl - INFO - Epoch [139][1900/3405] lr: 3.572e-04, eta: 4:56:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4613, loss: 1.4613 +2025-06-30 14:59:36,541 - pyskl - INFO - Epoch [139][2000/3405] lr: 3.554e-04, eta: 4:55:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4444, loss: 1.4444 +2025-06-30 15:00:21,225 - pyskl - INFO - Epoch [139][2100/3405] lr: 3.536e-04, eta: 4:55:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4035, loss: 1.4035 +2025-06-30 15:01:05,964 - pyskl - INFO - Epoch [139][2200/3405] lr: 3.518e-04, eta: 4:54:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4450, loss: 1.4450 +2025-06-30 15:01:50,886 - pyskl - INFO - Epoch [139][2300/3405] lr: 3.500e-04, eta: 4:53:36, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4690, loss: 1.4690 +2025-06-30 15:02:35,618 - pyskl - INFO - Epoch [139][2400/3405] lr: 3.482e-04, eta: 4:52:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3841, loss: 1.3841 +2025-06-30 15:03:20,229 - pyskl - INFO - Epoch [139][2500/3405] lr: 3.464e-04, eta: 4:52:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3813, loss: 1.3813 +2025-06-30 15:04:04,872 - pyskl - INFO - Epoch [139][2600/3405] lr: 3.446e-04, eta: 4:51:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5186, loss: 1.5186 +2025-06-30 15:04:49,668 - pyskl - INFO - Epoch [139][2700/3405] lr: 3.428e-04, eta: 4:50:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4148, loss: 1.4148 +2025-06-30 15:05:34,295 - pyskl - INFO - Epoch [139][2800/3405] lr: 3.410e-04, eta: 4:49:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4927, loss: 1.4927 +2025-06-30 15:06:18,913 - pyskl - INFO - Epoch [139][2900/3405] lr: 3.392e-04, eta: 4:49:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4045, loss: 1.4045 +2025-06-30 15:07:03,594 - pyskl - INFO - Epoch [139][3000/3405] lr: 3.374e-04, eta: 4:48:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4472, loss: 1.4472 +2025-06-30 15:07:48,317 - pyskl - INFO - Epoch [139][3100/3405] lr: 3.357e-04, eta: 4:47:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4292, loss: 1.4292 +2025-06-30 15:08:33,117 - pyskl - INFO - Epoch [139][3200/3405] lr: 3.339e-04, eta: 4:46:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4040, loss: 1.4040 +2025-06-30 15:09:17,859 - pyskl - INFO - Epoch [139][3300/3405] lr: 3.321e-04, eta: 4:45:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4339, loss: 1.4339 +2025-06-30 15:10:02,548 - pyskl - INFO - Epoch [139][3400/3405] lr: 3.304e-04, eta: 4:45:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4215, loss: 1.4215 +2025-06-30 15:10:05,140 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-06-30 15:14:04,945 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 15:14:05,489 - pyskl - INFO - +top1_acc 0.8636 +top5_acc 0.9704 +2025-06-30 15:14:05,508 - pyskl - INFO - Epoch(val) [139][3718] top1_acc: 0.8636, top5_acc: 0.9704 +2025-06-30 15:15:12,737 - pyskl - INFO - Epoch [140][100/3405] lr: 3.285e-04, eta: 4:44:26, time: 0.672, data_time: 0.226, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4521, loss: 1.4521 +2025-06-30 15:15:57,371 - pyskl - INFO - Epoch [140][200/3405] lr: 3.268e-04, eta: 4:43:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4194, loss: 1.4194 +2025-06-30 15:16:41,938 - pyskl - INFO - Epoch [140][300/3405] lr: 3.250e-04, eta: 4:42:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3945, loss: 1.3945 +2025-06-30 15:17:26,512 - pyskl - INFO - Epoch [140][400/3405] lr: 3.233e-04, eta: 4:42:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4563, loss: 1.4563 +2025-06-30 15:18:11,082 - pyskl - INFO - Epoch [140][500/3405] lr: 3.216e-04, eta: 4:41:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3575, loss: 1.3575 +2025-06-30 15:18:55,659 - pyskl - INFO - Epoch [140][600/3405] lr: 3.198e-04, eta: 4:40:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4355, loss: 1.4355 +2025-06-30 15:19:40,451 - pyskl - INFO - Epoch [140][700/3405] lr: 3.181e-04, eta: 4:39:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4182, loss: 1.4182 +2025-06-30 15:20:25,110 - pyskl - INFO - Epoch [140][800/3405] lr: 3.164e-04, eta: 4:39:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4122, loss: 1.4122 +2025-06-30 15:21:09,655 - pyskl - INFO - Epoch [140][900/3405] lr: 3.147e-04, eta: 4:38:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3911, loss: 1.3911 +2025-06-30 15:21:54,302 - pyskl - INFO - Epoch [140][1000/3405] lr: 3.130e-04, eta: 4:37:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4321, loss: 1.4321 +2025-06-30 15:22:38,845 - pyskl - INFO - Epoch [140][1100/3405] lr: 3.112e-04, eta: 4:36:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4082, loss: 1.4082 +2025-06-30 15:23:23,346 - pyskl - INFO - Epoch [140][1200/3405] lr: 3.095e-04, eta: 4:36:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4424, loss: 1.4424 +2025-06-30 15:24:07,927 - pyskl - INFO - Epoch [140][1300/3405] lr: 3.078e-04, eta: 4:35:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3983, loss: 1.3983 +2025-06-30 15:24:52,526 - pyskl - INFO - Epoch [140][1400/3405] lr: 3.062e-04, eta: 4:34:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4300, loss: 1.4300 +2025-06-30 15:25:37,067 - pyskl - INFO - Epoch [140][1500/3405] lr: 3.045e-04, eta: 4:33:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3732, loss: 1.3732 +2025-06-30 15:26:21,645 - pyskl - INFO - Epoch [140][1600/3405] lr: 3.028e-04, eta: 4:32:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4283, loss: 1.4283 +2025-06-30 15:27:06,385 - pyskl - INFO - Epoch [140][1700/3405] lr: 3.011e-04, eta: 4:32:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4014, loss: 1.4014 +2025-06-30 15:27:51,006 - pyskl - INFO - Epoch [140][1800/3405] lr: 2.994e-04, eta: 4:31:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4147, loss: 1.4147 +2025-06-30 15:28:35,623 - pyskl - INFO - Epoch [140][1900/3405] lr: 2.978e-04, eta: 4:30:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4017, loss: 1.4017 +2025-06-30 15:29:20,215 - pyskl - INFO - Epoch [140][2000/3405] lr: 2.961e-04, eta: 4:29:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4485, loss: 1.4485 +2025-06-30 15:30:04,825 - pyskl - INFO - Epoch [140][2100/3405] lr: 2.944e-04, eta: 4:29:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4088, loss: 1.4088 +2025-06-30 15:30:49,403 - pyskl - INFO - Epoch [140][2200/3405] lr: 2.928e-04, eta: 4:28:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3940, loss: 1.3940 +2025-06-30 15:31:34,190 - pyskl - INFO - Epoch [140][2300/3405] lr: 2.911e-04, eta: 4:27:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4049, loss: 1.4049 +2025-06-30 15:32:18,936 - pyskl - INFO - Epoch [140][2400/3405] lr: 2.895e-04, eta: 4:26:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4110, loss: 1.4110 +2025-06-30 15:33:03,615 - pyskl - INFO - Epoch [140][2500/3405] lr: 2.878e-04, eta: 4:26:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3932, loss: 1.3932 +2025-06-30 15:33:48,552 - pyskl - INFO - Epoch [140][2600/3405] lr: 2.862e-04, eta: 4:25:22, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4235, loss: 1.4235 +2025-06-30 15:34:33,406 - pyskl - INFO - Epoch [140][2700/3405] lr: 2.846e-04, eta: 4:24:36, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3906, loss: 1.3906 +2025-06-30 15:35:18,143 - pyskl - INFO - Epoch [140][2800/3405] lr: 2.829e-04, eta: 4:23:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4395, loss: 1.4395 +2025-06-30 15:36:02,919 - pyskl - INFO - Epoch [140][2900/3405] lr: 2.813e-04, eta: 4:23:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4506, loss: 1.4506 +2025-06-30 15:36:47,587 - pyskl - INFO - Epoch [140][3000/3405] lr: 2.797e-04, eta: 4:22:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4007, loss: 1.4007 +2025-06-30 15:37:32,451 - pyskl - INFO - Epoch [140][3100/3405] lr: 2.781e-04, eta: 4:21:33, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3846, loss: 1.3846 +2025-06-30 15:38:17,367 - pyskl - INFO - Epoch [140][3200/3405] lr: 2.765e-04, eta: 4:20:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4229, loss: 1.4229 +2025-06-30 15:39:02,131 - pyskl - INFO - Epoch [140][3300/3405] lr: 2.749e-04, eta: 4:20:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3980, loss: 1.3980 +2025-06-30 15:39:46,880 - pyskl - INFO - Epoch [140][3400/3405] lr: 2.733e-04, eta: 4:19:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3672, loss: 1.3672 +2025-06-30 15:39:49,512 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-06-30 15:58:31,118 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 15:58:31,663 - pyskl - INFO - +top1_acc 0.8681 +top5_acc 0.9709 +2025-06-30 15:58:31,717 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_138.pth was removed +2025-06-30 15:58:32,765 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2025-06-30 15:58:32,767 - pyskl - INFO - Best top1_acc is 0.8681 at 140 epoch. +2025-06-30 15:58:32,786 - pyskl - INFO - Epoch(val) [140][3718] top1_acc: 0.8681, top5_acc: 0.9709 +2025-06-30 15:59:40,933 - pyskl - INFO - Epoch [141][100/3405] lr: 2.716e-04, eta: 4:18:29, time: 0.681, data_time: 0.231, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4072, loss: 1.4072 +2025-06-30 16:00:25,900 - pyskl - INFO - Epoch [141][200/3405] lr: 2.700e-04, eta: 4:17:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4095, loss: 1.4095 +2025-06-30 16:01:10,957 - pyskl - INFO - Epoch [141][300/3405] lr: 2.684e-04, eta: 4:16:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4184, loss: 1.4184 +2025-06-30 16:01:55,791 - pyskl - INFO - Epoch [141][400/3405] lr: 2.668e-04, eta: 4:16:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4095, loss: 1.4095 +2025-06-30 16:02:40,479 - pyskl - INFO - Epoch [141][500/3405] lr: 2.652e-04, eta: 4:15:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3786, loss: 1.3786 +2025-06-30 16:03:25,243 - pyskl - INFO - Epoch [141][600/3405] lr: 2.637e-04, eta: 4:14:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3926, loss: 1.3926 +2025-06-30 16:04:10,000 - pyskl - INFO - Epoch [141][700/3405] lr: 2.621e-04, eta: 4:13:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4016, loss: 1.4016 +2025-06-30 16:04:54,712 - pyskl - INFO - Epoch [141][800/3405] lr: 2.605e-04, eta: 4:13:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4122, loss: 1.4122 +2025-06-30 16:05:39,347 - pyskl - INFO - Epoch [141][900/3405] lr: 2.590e-04, eta: 4:12:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4054, loss: 1.4054 +2025-06-30 16:06:24,007 - pyskl - INFO - Epoch [141][1000/3405] lr: 2.574e-04, eta: 4:11:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4030, loss: 1.4030 +2025-06-30 16:07:08,738 - pyskl - INFO - Epoch [141][1100/3405] lr: 2.559e-04, eta: 4:10:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4326, loss: 1.4326 +2025-06-30 16:07:53,653 - pyskl - INFO - Epoch [141][1200/3405] lr: 2.543e-04, eta: 4:10:06, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4166, loss: 1.4166 +2025-06-30 16:08:38,476 - pyskl - INFO - Epoch [141][1300/3405] lr: 2.528e-04, eta: 4:09:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4108, loss: 1.4108 +2025-06-30 16:09:23,153 - pyskl - INFO - Epoch [141][1400/3405] lr: 2.512e-04, eta: 4:08:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3921, loss: 1.3921 +2025-06-30 16:10:07,763 - pyskl - INFO - Epoch [141][1500/3405] lr: 2.497e-04, eta: 4:07:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4004, loss: 1.4004 +2025-06-30 16:10:52,398 - pyskl - INFO - Epoch [141][1600/3405] lr: 2.482e-04, eta: 4:07:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3885, loss: 1.3885 +2025-06-30 16:11:37,269 - pyskl - INFO - Epoch [141][1700/3405] lr: 2.467e-04, eta: 4:06:17, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4190, loss: 1.4190 +2025-06-30 16:12:21,994 - pyskl - INFO - Epoch [141][1800/3405] lr: 2.451e-04, eta: 4:05:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3857, loss: 1.3857 +2025-06-30 16:13:06,766 - pyskl - INFO - Epoch [141][1900/3405] lr: 2.436e-04, eta: 4:04:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4091, loss: 1.4091 +2025-06-30 16:13:51,606 - pyskl - INFO - Epoch [141][2000/3405] lr: 2.421e-04, eta: 4:04:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3962, loss: 1.3962 +2025-06-30 16:14:36,430 - pyskl - INFO - Epoch [141][2100/3405] lr: 2.406e-04, eta: 4:03:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.4663, loss: 1.4663 +2025-06-30 16:15:21,175 - pyskl - INFO - Epoch [141][2200/3405] lr: 2.391e-04, eta: 4:02:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3972, loss: 1.3972 +2025-06-30 16:16:05,907 - pyskl - INFO - Epoch [141][2300/3405] lr: 2.376e-04, eta: 4:01:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4021, loss: 1.4021 +2025-06-30 16:16:50,642 - pyskl - INFO - Epoch [141][2400/3405] lr: 2.361e-04, eta: 4:00:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4470, loss: 1.4470 +2025-06-30 16:17:35,387 - pyskl - INFO - Epoch [141][2500/3405] lr: 2.347e-04, eta: 4:00:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3936, loss: 1.3936 +2025-06-30 16:18:20,160 - pyskl - INFO - Epoch [141][2600/3405] lr: 2.332e-04, eta: 3:59:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4059, loss: 1.4059 +2025-06-30 16:19:04,918 - pyskl - INFO - Epoch [141][2700/3405] lr: 2.317e-04, eta: 3:58:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4059, loss: 1.4059 +2025-06-30 16:19:49,657 - pyskl - INFO - Epoch [141][2800/3405] lr: 2.302e-04, eta: 3:57:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3928, loss: 1.3928 +2025-06-30 16:20:34,459 - pyskl - INFO - Epoch [141][2900/3405] lr: 2.288e-04, eta: 3:57:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3814, loss: 1.3814 +2025-06-30 16:21:19,239 - pyskl - INFO - Epoch [141][3000/3405] lr: 2.273e-04, eta: 3:56:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4200, loss: 1.4200 +2025-06-30 16:22:04,051 - pyskl - INFO - Epoch [141][3100/3405] lr: 2.258e-04, eta: 3:55:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4086, loss: 1.4086 +2025-06-30 16:22:48,868 - pyskl - INFO - Epoch [141][3200/3405] lr: 2.244e-04, eta: 3:54:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4074, loss: 1.4074 +2025-06-30 16:23:33,635 - pyskl - INFO - Epoch [141][3300/3405] lr: 2.229e-04, eta: 3:54:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3821, loss: 1.3821 +2025-06-30 16:24:18,439 - pyskl - INFO - Epoch [141][3400/3405] lr: 2.215e-04, eta: 3:53:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3908, loss: 1.3908 +2025-06-30 16:24:21,071 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-06-30 16:28:18,772 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 16:28:19,322 - pyskl - INFO - +top1_acc 0.8656 +top5_acc 0.9707 +2025-06-30 16:28:19,343 - pyskl - INFO - Epoch(val) [141][3718] top1_acc: 0.8656, top5_acc: 0.9707 +2025-06-30 16:29:26,973 - pyskl - INFO - Epoch [142][100/3405] lr: 2.200e-04, eta: 3:52:33, time: 0.676, data_time: 0.230, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3665, loss: 1.3665 +2025-06-30 16:30:11,896 - pyskl - INFO - Epoch [142][200/3405] lr: 2.186e-04, eta: 3:51:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3814, loss: 1.3814 +2025-06-30 16:30:56,698 - pyskl - INFO - Epoch [142][300/3405] lr: 2.171e-04, eta: 3:51:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3962, loss: 1.3962 +2025-06-30 16:31:41,404 - pyskl - INFO - Epoch [142][400/3405] lr: 2.157e-04, eta: 3:50:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3403, loss: 1.3403 +2025-06-30 16:32:26,254 - pyskl - INFO - Epoch [142][500/3405] lr: 2.143e-04, eta: 3:49:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3425, loss: 1.3425 +2025-06-30 16:33:11,183 - pyskl - INFO - Epoch [142][600/3405] lr: 2.129e-04, eta: 3:48:44, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4130, loss: 1.4130 +2025-06-30 16:33:56,078 - pyskl - INFO - Epoch [142][700/3405] lr: 2.115e-04, eta: 3:47:59, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3707, loss: 1.3707 +2025-06-30 16:34:40,985 - pyskl - INFO - Epoch [142][800/3405] lr: 2.100e-04, eta: 3:47:13, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3925, loss: 1.3925 +2025-06-30 16:35:25,834 - pyskl - INFO - Epoch [142][900/3405] lr: 2.086e-04, eta: 3:46:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3973, loss: 1.3973 +2025-06-30 16:36:10,717 - pyskl - INFO - Epoch [142][1000/3405] lr: 2.072e-04, eta: 3:45:42, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3667, loss: 1.3667 +2025-06-30 16:36:55,526 - pyskl - INFO - Epoch [142][1100/3405] lr: 2.059e-04, eta: 3:44:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4283, loss: 1.4283 +2025-06-30 16:37:40,440 - pyskl - INFO - Epoch [142][1200/3405] lr: 2.045e-04, eta: 3:44:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4039, loss: 1.4039 +2025-06-30 16:38:25,417 - pyskl - INFO - Epoch [142][1300/3405] lr: 2.031e-04, eta: 3:43:24, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3849, loss: 1.3849 +2025-06-30 16:39:10,363 - pyskl - INFO - Epoch [142][1400/3405] lr: 2.017e-04, eta: 3:42:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4264, loss: 1.4264 +2025-06-30 16:39:55,135 - pyskl - INFO - Epoch [142][1500/3405] lr: 2.003e-04, eta: 3:41:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3893, loss: 1.3893 +2025-06-30 16:40:39,929 - pyskl - INFO - Epoch [142][1600/3405] lr: 1.990e-04, eta: 3:41:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4164, loss: 1.4164 +2025-06-30 16:41:24,746 - pyskl - INFO - Epoch [142][1700/3405] lr: 1.976e-04, eta: 3:40:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4349, loss: 1.4349 +2025-06-30 16:42:09,452 - pyskl - INFO - Epoch [142][1800/3405] lr: 1.962e-04, eta: 3:39:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3926, loss: 1.3926 +2025-06-30 16:42:54,221 - pyskl - INFO - Epoch [142][1900/3405] lr: 1.949e-04, eta: 3:38:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4139, loss: 1.4139 +2025-06-30 16:43:39,094 - pyskl - INFO - Epoch [142][2000/3405] lr: 1.935e-04, eta: 3:38:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3622, loss: 1.3622 +2025-06-30 16:44:23,850 - pyskl - INFO - Epoch [142][2100/3405] lr: 1.922e-04, eta: 3:37:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3608, loss: 1.3608 +2025-06-30 16:45:08,630 - pyskl - INFO - Epoch [142][2200/3405] lr: 1.909e-04, eta: 3:36:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3784, loss: 1.3784 +2025-06-30 16:45:53,355 - pyskl - INFO - Epoch [142][2300/3405] lr: 1.895e-04, eta: 3:35:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3934, loss: 1.3934 +2025-06-30 16:46:38,112 - pyskl - INFO - Epoch [142][2400/3405] lr: 1.882e-04, eta: 3:35:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3726, loss: 1.3726 +2025-06-30 16:47:22,974 - pyskl - INFO - Epoch [142][2500/3405] lr: 1.869e-04, eta: 3:34:16, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3828, loss: 1.3828 +2025-06-30 16:48:07,896 - pyskl - INFO - Epoch [142][2600/3405] lr: 1.855e-04, eta: 3:33:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4130, loss: 1.4130 +2025-06-30 16:48:52,809 - pyskl - INFO - Epoch [142][2700/3405] lr: 1.842e-04, eta: 3:32:44, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3731, loss: 1.3731 +2025-06-30 16:49:37,756 - pyskl - INFO - Epoch [142][2800/3405] lr: 1.829e-04, eta: 3:31:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3734, loss: 1.3734 +2025-06-30 16:50:22,602 - pyskl - INFO - Epoch [142][2900/3405] lr: 1.816e-04, eta: 3:31:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3697, loss: 1.3697 +2025-06-30 16:51:07,594 - pyskl - INFO - Epoch [142][3000/3405] lr: 1.803e-04, eta: 3:30:27, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3793, loss: 1.3793 +2025-06-30 16:51:52,627 - pyskl - INFO - Epoch [142][3100/3405] lr: 1.790e-04, eta: 3:29:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4111, loss: 1.4111 +2025-06-30 16:52:37,489 - pyskl - INFO - Epoch [142][3200/3405] lr: 1.777e-04, eta: 3:28:56, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3330, loss: 1.3330 +2025-06-30 16:53:22,288 - pyskl - INFO - Epoch [142][3300/3405] lr: 1.764e-04, eta: 3:28:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4065, loss: 1.4065 +2025-06-30 16:54:07,046 - pyskl - INFO - Epoch [142][3400/3405] lr: 1.751e-04, eta: 3:27:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3742, loss: 1.3742 +2025-06-30 16:54:09,721 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-06-30 16:58:09,213 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 16:58:09,753 - pyskl - INFO - +top1_acc 0.8680 +top5_acc 0.9710 +2025-06-30 16:58:09,773 - pyskl - INFO - Epoch(val) [142][3718] top1_acc: 0.8680, top5_acc: 0.9710 +2025-06-30 16:59:17,084 - pyskl - INFO - Epoch [143][100/3405] lr: 1.738e-04, eta: 3:26:37, time: 0.673, data_time: 0.226, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4041, loss: 1.4041 +2025-06-30 17:00:01,650 - pyskl - INFO - Epoch [143][200/3405] lr: 1.725e-04, eta: 3:25:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3627, loss: 1.3627 +2025-06-30 17:00:46,304 - pyskl - INFO - Epoch [143][300/3405] lr: 1.712e-04, eta: 3:25:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3269, loss: 1.3269 +2025-06-30 17:01:30,861 - pyskl - INFO - Epoch [143][400/3405] lr: 1.700e-04, eta: 3:24:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3695, loss: 1.3695 +2025-06-30 17:02:15,495 - pyskl - INFO - Epoch [143][500/3405] lr: 1.687e-04, eta: 3:23:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3910, loss: 1.3910 +2025-06-30 17:03:00,155 - pyskl - INFO - Epoch [143][600/3405] lr: 1.675e-04, eta: 3:22:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3877, loss: 1.3877 +2025-06-30 17:03:44,813 - pyskl - INFO - Epoch [143][700/3405] lr: 1.662e-04, eta: 3:22:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3305, loss: 1.3305 +2025-06-30 17:04:29,275 - pyskl - INFO - Epoch [143][800/3405] lr: 1.650e-04, eta: 3:21:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3640, loss: 1.3640 +2025-06-30 17:05:13,740 - pyskl - INFO - Epoch [143][900/3405] lr: 1.637e-04, eta: 3:20:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3491, loss: 1.3491 +2025-06-30 17:05:58,249 - pyskl - INFO - Epoch [143][1000/3405] lr: 1.625e-04, eta: 3:19:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4140, loss: 1.4140 +2025-06-30 17:06:42,864 - pyskl - INFO - Epoch [143][1100/3405] lr: 1.612e-04, eta: 3:19:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3404, loss: 1.3404 +2025-06-30 17:07:27,432 - pyskl - INFO - Epoch [143][1200/3405] lr: 1.600e-04, eta: 3:18:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3960, loss: 1.3960 +2025-06-30 17:08:12,039 - pyskl - INFO - Epoch [143][1300/3405] lr: 1.588e-04, eta: 3:17:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3718, loss: 1.3718 +2025-06-30 17:08:56,601 - pyskl - INFO - Epoch [143][1400/3405] lr: 1.576e-04, eta: 3:16:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3896, loss: 1.3896 +2025-06-30 17:09:41,160 - pyskl - INFO - Epoch [143][1500/3405] lr: 1.564e-04, eta: 3:15:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3298, loss: 1.3298 +2025-06-30 17:10:25,752 - pyskl - INFO - Epoch [143][1600/3405] lr: 1.551e-04, eta: 3:15:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3588, loss: 1.3588 +2025-06-30 17:11:10,253 - pyskl - INFO - Epoch [143][1700/3405] lr: 1.539e-04, eta: 3:14:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4019, loss: 1.4019 +2025-06-30 17:11:54,734 - pyskl - INFO - Epoch [143][1800/3405] lr: 1.527e-04, eta: 3:13:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3848, loss: 1.3848 +2025-06-30 17:12:39,217 - pyskl - INFO - Epoch [143][1900/3405] lr: 1.515e-04, eta: 3:12:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3857, loss: 1.3857 +2025-06-30 17:13:23,703 - pyskl - INFO - Epoch [143][2000/3405] lr: 1.504e-04, eta: 3:12:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3876, loss: 1.3876 +2025-06-30 17:14:08,170 - pyskl - INFO - Epoch [143][2100/3405] lr: 1.492e-04, eta: 3:11:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3533, loss: 1.3533 +2025-06-30 17:14:52,790 - pyskl - INFO - Epoch [143][2200/3405] lr: 1.480e-04, eta: 3:10:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.3829, loss: 1.3829 +2025-06-30 17:15:37,397 - pyskl - INFO - Epoch [143][2300/3405] lr: 1.468e-04, eta: 3:09:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3819, loss: 1.3819 +2025-06-30 17:16:21,962 - pyskl - INFO - Epoch [143][2400/3405] lr: 1.456e-04, eta: 3:09:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3778, loss: 1.3778 +2025-06-30 17:17:06,532 - pyskl - INFO - Epoch [143][2500/3405] lr: 1.445e-04, eta: 3:08:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3868, loss: 1.3868 +2025-06-30 17:17:51,138 - pyskl - INFO - Epoch [143][2600/3405] lr: 1.433e-04, eta: 3:07:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3816, loss: 1.3816 +2025-06-30 17:18:35,803 - pyskl - INFO - Epoch [143][2700/3405] lr: 1.421e-04, eta: 3:06:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3716, loss: 1.3716 +2025-06-30 17:19:20,291 - pyskl - INFO - Epoch [143][2800/3405] lr: 1.410e-04, eta: 3:06:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4193, loss: 1.4193 +2025-06-30 17:20:04,852 - pyskl - INFO - Epoch [143][2900/3405] lr: 1.398e-04, eta: 3:05:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3298, loss: 1.3298 +2025-06-30 17:20:49,389 - pyskl - INFO - Epoch [143][3000/3405] lr: 1.387e-04, eta: 3:04:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3735, loss: 1.3735 +2025-06-30 17:21:34,011 - pyskl - INFO - Epoch [143][3100/3405] lr: 1.376e-04, eta: 3:03:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4179, loss: 1.4179 +2025-06-30 17:22:18,609 - pyskl - INFO - Epoch [143][3200/3405] lr: 1.364e-04, eta: 3:02:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3967, loss: 1.3967 +2025-06-30 17:23:03,235 - pyskl - INFO - Epoch [143][3300/3405] lr: 1.353e-04, eta: 3:02:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3628, loss: 1.3628 +2025-06-30 17:23:47,870 - pyskl - INFO - Epoch [143][3400/3405] lr: 1.342e-04, eta: 3:01:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4051, loss: 1.4051 +2025-06-30 17:23:50,488 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-06-30 17:27:48,436 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 17:27:48,980 - pyskl - INFO - +top1_acc 0.8690 +top5_acc 0.9707 +2025-06-30 17:27:49,036 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_140.pth was removed +2025-06-30 17:27:50,073 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. +2025-06-30 17:27:50,075 - pyskl - INFO - Best top1_acc is 0.8690 at 143 epoch. +2025-06-30 17:27:50,095 - pyskl - INFO - Epoch(val) [143][3718] top1_acc: 0.8690, top5_acc: 0.9707 +2025-06-30 17:28:57,682 - pyskl - INFO - Epoch [144][100/3405] lr: 1.330e-04, eta: 3:00:41, time: 0.676, data_time: 0.229, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3660, loss: 1.3660 +2025-06-30 17:29:42,384 - pyskl - INFO - Epoch [144][200/3405] lr: 1.319e-04, eta: 2:59:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3839, loss: 1.3839 +2025-06-30 17:30:27,119 - pyskl - INFO - Epoch [144][300/3405] lr: 1.308e-04, eta: 2:59:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3543, loss: 1.3543 +2025-06-30 17:31:11,930 - pyskl - INFO - Epoch [144][400/3405] lr: 1.297e-04, eta: 2:58:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3978, loss: 1.3978 +2025-06-30 17:31:56,704 - pyskl - INFO - Epoch [144][500/3405] lr: 1.285e-04, eta: 2:57:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3790, loss: 1.3790 +2025-06-30 17:32:41,462 - pyskl - INFO - Epoch [144][600/3405] lr: 1.275e-04, eta: 2:56:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4309, loss: 1.4309 +2025-06-30 17:33:26,139 - pyskl - INFO - Epoch [144][700/3405] lr: 1.264e-04, eta: 2:56:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3773, loss: 1.3773 +2025-06-30 17:34:10,787 - pyskl - INFO - Epoch [144][800/3405] lr: 1.253e-04, eta: 2:55:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3894, loss: 1.3894 +2025-06-30 17:34:55,523 - pyskl - INFO - Epoch [144][900/3405] lr: 1.242e-04, eta: 2:54:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3484, loss: 1.3484 +2025-06-30 17:35:40,164 - pyskl - INFO - Epoch [144][1000/3405] lr: 1.231e-04, eta: 2:53:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3631, loss: 1.3631 +2025-06-30 17:36:24,984 - pyskl - INFO - Epoch [144][1100/3405] lr: 1.220e-04, eta: 2:53:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3718, loss: 1.3718 +2025-06-30 17:37:10,063 - pyskl - INFO - Epoch [144][1200/3405] lr: 1.210e-04, eta: 2:52:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3494, loss: 1.3494 +2025-06-30 17:37:54,918 - pyskl - INFO - Epoch [144][1300/3405] lr: 1.199e-04, eta: 2:51:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3434, loss: 1.3434 +2025-06-30 17:38:39,867 - pyskl - INFO - Epoch [144][1400/3405] lr: 1.188e-04, eta: 2:50:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3708, loss: 1.3708 +2025-06-30 17:39:24,779 - pyskl - INFO - Epoch [144][1500/3405] lr: 1.178e-04, eta: 2:50:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3695, loss: 1.3695 +2025-06-30 17:40:09,760 - pyskl - INFO - Epoch [144][1600/3405] lr: 1.167e-04, eta: 2:49:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3324, loss: 1.3324 +2025-06-30 17:40:54,722 - pyskl - INFO - Epoch [144][1700/3405] lr: 1.157e-04, eta: 2:48:29, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4135, loss: 1.4135 +2025-06-30 17:41:39,967 - pyskl - INFO - Epoch [144][1800/3405] lr: 1.146e-04, eta: 2:47:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3783, loss: 1.3783 +2025-06-30 17:42:24,847 - pyskl - INFO - Epoch [144][1900/3405] lr: 1.136e-04, eta: 2:46:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4305, loss: 1.4305 +2025-06-30 17:43:09,519 - pyskl - INFO - Epoch [144][2000/3405] lr: 1.126e-04, eta: 2:46:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4092, loss: 1.4092 +2025-06-30 17:43:54,209 - pyskl - INFO - Epoch [144][2100/3405] lr: 1.116e-04, eta: 2:45:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3968, loss: 1.3968 +2025-06-30 17:44:38,914 - pyskl - INFO - Epoch [144][2200/3405] lr: 1.105e-04, eta: 2:44:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3664, loss: 1.3664 +2025-06-30 17:45:23,936 - pyskl - INFO - Epoch [144][2300/3405] lr: 1.095e-04, eta: 2:43:55, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3728, loss: 1.3728 +2025-06-30 17:46:08,989 - pyskl - INFO - Epoch [144][2400/3405] lr: 1.085e-04, eta: 2:43:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3824, loss: 1.3824 +2025-06-30 17:46:54,177 - pyskl - INFO - Epoch [144][2500/3405] lr: 1.075e-04, eta: 2:42:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4141, loss: 1.4141 +2025-06-30 17:47:39,288 - pyskl - INFO - Epoch [144][2600/3405] lr: 1.065e-04, eta: 2:41:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4429, loss: 1.4429 +2025-06-30 17:48:24,037 - pyskl - INFO - Epoch [144][2700/3405] lr: 1.055e-04, eta: 2:40:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4218, loss: 1.4218 +2025-06-30 17:49:08,804 - pyskl - INFO - Epoch [144][2800/3405] lr: 1.045e-04, eta: 2:40:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3711, loss: 1.3711 +2025-06-30 17:49:53,612 - pyskl - INFO - Epoch [144][2900/3405] lr: 1.035e-04, eta: 2:39:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4053, loss: 1.4053 +2025-06-30 17:50:38,434 - pyskl - INFO - Epoch [144][3000/3405] lr: 1.025e-04, eta: 2:38:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3298, loss: 1.3298 +2025-06-30 17:51:23,329 - pyskl - INFO - Epoch [144][3100/3405] lr: 1.015e-04, eta: 2:37:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3095, loss: 1.3095 +2025-06-30 17:52:08,061 - pyskl - INFO - Epoch [144][3200/3405] lr: 1.006e-04, eta: 2:37:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3907, loss: 1.3907 +2025-06-30 17:52:52,691 - pyskl - INFO - Epoch [144][3300/3405] lr: 9.959e-05, eta: 2:36:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4183, loss: 1.4183 +2025-06-30 17:53:37,367 - pyskl - INFO - Epoch [144][3400/3405] lr: 9.862e-05, eta: 2:35:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3542, loss: 1.3542 +2025-06-30 17:53:39,996 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-06-30 17:57:40,456 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 17:57:41,006 - pyskl - INFO - +top1_acc 0.8643 +top5_acc 0.9704 +2025-06-30 17:57:41,027 - pyskl - INFO - Epoch(val) [144][3718] top1_acc: 0.8643, top5_acc: 0.9704 +2025-06-30 17:58:49,709 - pyskl - INFO - Epoch [145][100/3405] lr: 9.761e-05, eta: 2:34:45, time: 0.687, data_time: 0.236, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3605, loss: 1.3605 +2025-06-30 17:59:34,539 - pyskl - INFO - Epoch [145][200/3405] lr: 9.666e-05, eta: 2:34:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3833, loss: 1.3833 +2025-06-30 18:00:19,358 - pyskl - INFO - Epoch [145][300/3405] lr: 9.571e-05, eta: 2:33:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3831, loss: 1.3831 +2025-06-30 18:01:04,379 - pyskl - INFO - Epoch [145][400/3405] lr: 9.476e-05, eta: 2:32:28, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3484, loss: 1.3484 +2025-06-30 18:01:49,188 - pyskl - INFO - Epoch [145][500/3405] lr: 9.382e-05, eta: 2:31:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3275, loss: 1.3275 +2025-06-30 18:02:33,999 - pyskl - INFO - Epoch [145][600/3405] lr: 9.288e-05, eta: 2:30:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3745, loss: 1.3745 +2025-06-30 18:03:19,087 - pyskl - INFO - Epoch [145][700/3405] lr: 9.194e-05, eta: 2:30:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3734, loss: 1.3734 +2025-06-30 18:04:03,789 - pyskl - INFO - Epoch [145][800/3405] lr: 9.102e-05, eta: 2:29:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4080, loss: 1.4080 +2025-06-30 18:04:48,510 - pyskl - INFO - Epoch [145][900/3405] lr: 9.009e-05, eta: 2:28:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3666, loss: 1.3666 +2025-06-30 18:05:33,289 - pyskl - INFO - Epoch [145][1000/3405] lr: 8.917e-05, eta: 2:27:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3693, loss: 1.3693 +2025-06-30 18:06:18,027 - pyskl - INFO - Epoch [145][1100/3405] lr: 8.826e-05, eta: 2:27:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3492, loss: 1.3492 +2025-06-30 18:07:02,895 - pyskl - INFO - Epoch [145][1200/3405] lr: 8.735e-05, eta: 2:26:23, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3536, loss: 1.3536 +2025-06-30 18:07:47,744 - pyskl - INFO - Epoch [145][1300/3405] lr: 8.644e-05, eta: 2:25:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3426, loss: 1.3426 +2025-06-30 18:08:32,537 - pyskl - INFO - Epoch [145][1400/3405] lr: 8.554e-05, eta: 2:24:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3970, loss: 1.3970 +2025-06-30 18:09:17,569 - pyskl - INFO - Epoch [145][1500/3405] lr: 8.465e-05, eta: 2:24:05, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4208, loss: 1.4208 +2025-06-30 18:10:02,511 - pyskl - INFO - Epoch [145][1600/3405] lr: 8.376e-05, eta: 2:23:20, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3207, loss: 1.3207 +2025-06-30 18:10:47,500 - pyskl - INFO - Epoch [145][1700/3405] lr: 8.287e-05, eta: 2:22:34, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3732, loss: 1.3732 +2025-06-30 18:11:32,394 - pyskl - INFO - Epoch [145][1800/3405] lr: 8.199e-05, eta: 2:21:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3922, loss: 1.3922 +2025-06-30 18:12:17,282 - pyskl - INFO - Epoch [145][1900/3405] lr: 8.111e-05, eta: 2:21:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3566, loss: 1.3566 +2025-06-30 18:13:02,165 - pyskl - INFO - Epoch [145][2000/3405] lr: 8.024e-05, eta: 2:20:17, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3136, loss: 1.3136 +2025-06-30 18:13:46,877 - pyskl - INFO - Epoch [145][2100/3405] lr: 7.937e-05, eta: 2:19:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3636, loss: 1.3636 +2025-06-30 18:14:31,714 - pyskl - INFO - Epoch [145][2200/3405] lr: 7.851e-05, eta: 2:18:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3208, loss: 1.3208 +2025-06-30 18:15:16,492 - pyskl - INFO - Epoch [145][2300/3405] lr: 7.765e-05, eta: 2:18:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3581, loss: 1.3581 +2025-06-30 18:16:01,475 - pyskl - INFO - Epoch [145][2400/3405] lr: 7.680e-05, eta: 2:17:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3269, loss: 1.3269 +2025-06-30 18:16:46,745 - pyskl - INFO - Epoch [145][2500/3405] lr: 7.595e-05, eta: 2:16:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3789, loss: 1.3789 +2025-06-30 18:17:31,962 - pyskl - INFO - Epoch [145][2600/3405] lr: 7.511e-05, eta: 2:15:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3998, loss: 1.3998 +2025-06-30 18:18:17,042 - pyskl - INFO - Epoch [145][2700/3405] lr: 7.427e-05, eta: 2:14:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3388, loss: 1.3388 +2025-06-30 18:19:02,155 - pyskl - INFO - Epoch [145][2800/3405] lr: 7.343e-05, eta: 2:14:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4055, loss: 1.4055 +2025-06-30 18:19:47,296 - pyskl - INFO - Epoch [145][2900/3405] lr: 7.260e-05, eta: 2:13:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3438, loss: 1.3438 +2025-06-30 18:20:32,335 - pyskl - INFO - Epoch [145][3000/3405] lr: 7.178e-05, eta: 2:12:40, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3538, loss: 1.3538 +2025-06-30 18:21:17,267 - pyskl - INFO - Epoch [145][3100/3405] lr: 7.096e-05, eta: 2:11:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3537, loss: 1.3537 +2025-06-30 18:22:02,064 - pyskl - INFO - Epoch [145][3200/3405] lr: 7.014e-05, eta: 2:11:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3621, loss: 1.3621 +2025-06-30 18:22:46,862 - pyskl - INFO - Epoch [145][3300/3405] lr: 6.933e-05, eta: 2:10:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4053, loss: 1.4053 +2025-06-30 18:23:31,607 - pyskl - INFO - Epoch [145][3400/3405] lr: 6.852e-05, eta: 2:09:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3468, loss: 1.3468 +2025-06-30 18:23:34,300 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-06-30 18:42:24,102 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 18:42:24,647 - pyskl - INFO - +top1_acc 0.8687 +top5_acc 0.9701 +2025-06-30 18:42:24,667 - pyskl - INFO - Epoch(val) [145][3718] top1_acc: 0.8687, top5_acc: 0.9701 +2025-06-30 18:43:32,319 - pyskl - INFO - Epoch [146][100/3405] lr: 6.768e-05, eta: 2:08:50, time: 0.676, data_time: 0.229, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3805, loss: 1.3805 +2025-06-30 18:44:17,146 - pyskl - INFO - Epoch [146][200/3405] lr: 6.689e-05, eta: 2:08:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3158, loss: 1.3158 +2025-06-30 18:45:01,850 - pyskl - INFO - Epoch [146][300/3405] lr: 6.609e-05, eta: 2:07:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3901, loss: 1.3901 +2025-06-30 18:45:47,117 - pyskl - INFO - Epoch [146][400/3405] lr: 6.531e-05, eta: 2:06:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3872, loss: 1.3872 +2025-06-30 18:46:31,968 - pyskl - INFO - Epoch [146][500/3405] lr: 6.452e-05, eta: 2:05:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3496, loss: 1.3496 +2025-06-30 18:47:17,041 - pyskl - INFO - Epoch [146][600/3405] lr: 6.375e-05, eta: 2:05:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3305, loss: 1.3305 +2025-06-30 18:48:01,867 - pyskl - INFO - Epoch [146][700/3405] lr: 6.297e-05, eta: 2:04:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3342, loss: 1.3342 +2025-06-30 18:48:46,649 - pyskl - INFO - Epoch [146][800/3405] lr: 6.221e-05, eta: 2:03:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3574, loss: 1.3574 +2025-06-30 18:49:31,469 - pyskl - INFO - Epoch [146][900/3405] lr: 6.144e-05, eta: 2:02:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3893, loss: 1.3893 +2025-06-30 18:50:16,416 - pyskl - INFO - Epoch [146][1000/3405] lr: 6.068e-05, eta: 2:01:59, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3661, loss: 1.3661 +2025-06-30 18:51:01,299 - pyskl - INFO - Epoch [146][1100/3405] lr: 5.993e-05, eta: 2:01:13, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3816, loss: 1.3816 +2025-06-30 18:51:45,979 - pyskl - INFO - Epoch [146][1200/3405] lr: 5.918e-05, eta: 2:00:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3699, loss: 1.3699 +2025-06-30 18:52:30,693 - pyskl - INFO - Epoch [146][1300/3405] lr: 5.843e-05, eta: 1:59:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3705, loss: 1.3705 +2025-06-30 18:53:15,295 - pyskl - INFO - Epoch [146][1400/3405] lr: 5.769e-05, eta: 1:58:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4053, loss: 1.4053 +2025-06-30 18:54:00,092 - pyskl - INFO - Epoch [146][1500/3405] lr: 5.696e-05, eta: 1:58:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3871, loss: 1.3871 +2025-06-30 18:54:44,947 - pyskl - INFO - Epoch [146][1600/3405] lr: 5.623e-05, eta: 1:57:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3844, loss: 1.3844 +2025-06-30 18:55:29,720 - pyskl - INFO - Epoch [146][1700/3405] lr: 5.550e-05, eta: 1:56:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4141, loss: 1.4141 +2025-06-30 18:56:14,410 - pyskl - INFO - Epoch [146][1800/3405] lr: 5.478e-05, eta: 1:55:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3684, loss: 1.3684 +2025-06-30 18:56:59,150 - pyskl - INFO - Epoch [146][1900/3405] lr: 5.406e-05, eta: 1:55:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3378, loss: 1.3378 +2025-06-30 18:57:43,905 - pyskl - INFO - Epoch [146][2000/3405] lr: 5.335e-05, eta: 1:54:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3633, loss: 1.3633 +2025-06-30 18:58:28,746 - pyskl - INFO - Epoch [146][2100/3405] lr: 5.264e-05, eta: 1:53:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3785, loss: 1.3785 +2025-06-30 18:59:13,345 - pyskl - INFO - Epoch [146][2200/3405] lr: 5.194e-05, eta: 1:52:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3702, loss: 1.3702 +2025-06-30 18:59:57,962 - pyskl - INFO - Epoch [146][2300/3405] lr: 5.124e-05, eta: 1:52:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3692, loss: 1.3692 +2025-06-30 19:00:42,701 - pyskl - INFO - Epoch [146][2400/3405] lr: 5.055e-05, eta: 1:51:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4370, loss: 1.4370 +2025-06-30 19:01:27,509 - pyskl - INFO - Epoch [146][2500/3405] lr: 4.986e-05, eta: 1:50:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3593, loss: 1.3593 +2025-06-30 19:02:12,300 - pyskl - INFO - Epoch [146][2600/3405] lr: 4.918e-05, eta: 1:49:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3528, loss: 1.3528 +2025-06-30 19:02:57,151 - pyskl - INFO - Epoch [146][2700/3405] lr: 4.850e-05, eta: 1:49:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2980, loss: 1.2980 +2025-06-30 19:03:41,939 - pyskl - INFO - Epoch [146][2800/3405] lr: 4.782e-05, eta: 1:48:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3328, loss: 1.3328 +2025-06-30 19:04:26,644 - pyskl - INFO - Epoch [146][2900/3405] lr: 4.716e-05, eta: 1:47:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3715, loss: 1.3715 +2025-06-30 19:05:11,369 - pyskl - INFO - Epoch [146][3000/3405] lr: 4.649e-05, eta: 1:46:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3647, loss: 1.3647 +2025-06-30 19:05:56,070 - pyskl - INFO - Epoch [146][3100/3405] lr: 4.583e-05, eta: 1:45:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3636, loss: 1.3636 +2025-06-30 19:06:40,822 - pyskl - INFO - Epoch [146][3200/3405] lr: 4.517e-05, eta: 1:45:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3556, loss: 1.3556 +2025-06-30 19:07:25,521 - pyskl - INFO - Epoch [146][3300/3405] lr: 4.452e-05, eta: 1:44:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3542, loss: 1.3542 +2025-06-30 19:08:10,243 - pyskl - INFO - Epoch [146][3400/3405] lr: 4.388e-05, eta: 1:43:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3413, loss: 1.3413 +2025-06-30 19:08:12,879 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-06-30 19:12:10,819 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 19:12:11,368 - pyskl - INFO - +top1_acc 0.8693 +top5_acc 0.9711 +2025-06-30 19:12:11,426 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_143.pth was removed +2025-06-30 19:12:12,516 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_146.pth. +2025-06-30 19:12:12,518 - pyskl - INFO - Best top1_acc is 0.8693 at 146 epoch. +2025-06-30 19:12:12,539 - pyskl - INFO - Epoch(val) [146][3718] top1_acc: 0.8693, top5_acc: 0.9711 +2025-06-30 19:13:19,845 - pyskl - INFO - Epoch [147][100/3405] lr: 4.320e-05, eta: 1:42:54, time: 0.673, data_time: 0.228, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3286, loss: 1.3286 +2025-06-30 19:14:04,195 - pyskl - INFO - Epoch [147][200/3405] lr: 4.257e-05, eta: 1:42:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3316, loss: 1.3316 +2025-06-30 19:14:48,622 - pyskl - INFO - Epoch [147][300/3405] lr: 4.194e-05, eta: 1:41:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3676, loss: 1.3676 +2025-06-30 19:15:33,386 - pyskl - INFO - Epoch [147][400/3405] lr: 4.131e-05, eta: 1:40:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3627, loss: 1.3627 +2025-06-30 19:16:18,153 - pyskl - INFO - Epoch [147][500/3405] lr: 4.069e-05, eta: 1:39:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3387, loss: 1.3387 +2025-06-30 19:17:02,878 - pyskl - INFO - Epoch [147][600/3405] lr: 4.007e-05, eta: 1:39:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3574, loss: 1.3574 +2025-06-30 19:17:47,635 - pyskl - INFO - Epoch [147][700/3405] lr: 3.946e-05, eta: 1:38:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3548, loss: 1.3548 +2025-06-30 19:18:32,287 - pyskl - INFO - Epoch [147][800/3405] lr: 3.885e-05, eta: 1:37:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4143, loss: 1.4143 +2025-06-30 19:19:17,049 - pyskl - INFO - Epoch [147][900/3405] lr: 3.825e-05, eta: 1:36:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3620, loss: 1.3620 +2025-06-30 19:20:01,733 - pyskl - INFO - Epoch [147][1000/3405] lr: 3.765e-05, eta: 1:36:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3701, loss: 1.3701 +2025-06-30 19:20:46,518 - pyskl - INFO - Epoch [147][1100/3405] lr: 3.705e-05, eta: 1:35:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3092, loss: 1.3092 +2025-06-30 19:21:31,263 - pyskl - INFO - Epoch [147][1200/3405] lr: 3.646e-05, eta: 1:34:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4052, loss: 1.4052 +2025-06-30 19:22:15,979 - pyskl - INFO - Epoch [147][1300/3405] lr: 3.588e-05, eta: 1:33:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3507, loss: 1.3507 +2025-06-30 19:23:00,690 - pyskl - INFO - Epoch [147][1400/3405] lr: 3.530e-05, eta: 1:33:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3391, loss: 1.3391 +2025-06-30 19:23:45,492 - pyskl - INFO - Epoch [147][1500/3405] lr: 3.472e-05, eta: 1:32:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3410, loss: 1.3410 +2025-06-30 19:24:30,215 - pyskl - INFO - Epoch [147][1600/3405] lr: 3.415e-05, eta: 1:31:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3638, loss: 1.3638 +2025-06-30 19:25:14,911 - pyskl - INFO - Epoch [147][1700/3405] lr: 3.359e-05, eta: 1:30:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3501, loss: 1.3501 +2025-06-30 19:25:59,635 - pyskl - INFO - Epoch [147][1800/3405] lr: 3.303e-05, eta: 1:29:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3339, loss: 1.3339 +2025-06-30 19:26:44,302 - pyskl - INFO - Epoch [147][1900/3405] lr: 3.247e-05, eta: 1:29:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3904, loss: 1.3904 +2025-06-30 19:27:28,858 - pyskl - INFO - Epoch [147][2000/3405] lr: 3.192e-05, eta: 1:28:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3678, loss: 1.3678 +2025-06-30 19:28:13,439 - pyskl - INFO - Epoch [147][2100/3405] lr: 3.137e-05, eta: 1:27:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3643, loss: 1.3643 +2025-06-30 19:28:58,095 - pyskl - INFO - Epoch [147][2200/3405] lr: 3.083e-05, eta: 1:26:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3919, loss: 1.3919 +2025-06-30 19:29:42,730 - pyskl - INFO - Epoch [147][2300/3405] lr: 3.029e-05, eta: 1:26:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3433, loss: 1.3433 +2025-06-30 19:30:27,263 - pyskl - INFO - Epoch [147][2400/3405] lr: 2.976e-05, eta: 1:25:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3725, loss: 1.3725 +2025-06-30 19:31:11,901 - pyskl - INFO - Epoch [147][2500/3405] lr: 2.923e-05, eta: 1:24:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3103, loss: 1.3103 +2025-06-30 19:31:56,397 - pyskl - INFO - Epoch [147][2600/3405] lr: 2.871e-05, eta: 1:23:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3507, loss: 1.3507 +2025-06-30 19:32:40,949 - pyskl - INFO - Epoch [147][2700/3405] lr: 2.819e-05, eta: 1:23:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3336, loss: 1.3336 +2025-06-30 19:33:25,492 - pyskl - INFO - Epoch [147][2800/3405] lr: 2.768e-05, eta: 1:22:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3385, loss: 1.3385 +2025-06-30 19:34:10,107 - pyskl - INFO - Epoch [147][2900/3405] lr: 2.717e-05, eta: 1:21:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3922, loss: 1.3922 +2025-06-30 19:34:54,785 - pyskl - INFO - Epoch [147][3000/3405] lr: 2.666e-05, eta: 1:20:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3565, loss: 1.3565 +2025-06-30 19:35:39,347 - pyskl - INFO - Epoch [147][3100/3405] lr: 2.617e-05, eta: 1:20:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3264, loss: 1.3264 +2025-06-30 19:36:24,003 - pyskl - INFO - Epoch [147][3200/3405] lr: 2.567e-05, eta: 1:19:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3392, loss: 1.3392 +2025-06-30 19:37:08,579 - pyskl - INFO - Epoch [147][3300/3405] lr: 2.518e-05, eta: 1:18:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3592, loss: 1.3592 +2025-06-30 19:37:53,139 - pyskl - INFO - Epoch [147][3400/3405] lr: 2.469e-05, eta: 1:17:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3781, loss: 1.3781 +2025-06-30 19:37:55,748 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-06-30 19:41:55,563 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 19:41:56,103 - pyskl - INFO - +top1_acc 0.8696 +top5_acc 0.9709 +2025-06-30 19:41:56,156 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_146.pth was removed +2025-06-30 19:41:57,167 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_147.pth. +2025-06-30 19:41:57,168 - pyskl - INFO - Best top1_acc is 0.8696 at 147 epoch. +2025-06-30 19:41:57,189 - pyskl - INFO - Epoch(val) [147][3718] top1_acc: 0.8696, top5_acc: 0.9709 +2025-06-30 19:43:04,940 - pyskl - INFO - Epoch [148][100/3405] lr: 2.419e-05, eta: 1:16:59, time: 0.677, data_time: 0.230, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3387, loss: 1.3387 +2025-06-30 19:43:49,939 - pyskl - INFO - Epoch [148][200/3405] lr: 2.371e-05, eta: 1:16:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3454, loss: 1.3454 +2025-06-30 19:44:34,817 - pyskl - INFO - Epoch [148][300/3405] lr: 2.324e-05, eta: 1:15:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3805, loss: 1.3805 +2025-06-30 19:45:19,813 - pyskl - INFO - Epoch [148][400/3405] lr: 2.278e-05, eta: 1:14:42, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3906, loss: 1.3906 +2025-06-30 19:46:04,619 - pyskl - INFO - Epoch [148][500/3405] lr: 2.232e-05, eta: 1:13:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3919, loss: 1.3919 +2025-06-30 19:46:49,322 - pyskl - INFO - Epoch [148][600/3405] lr: 2.186e-05, eta: 1:13:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3637, loss: 1.3637 +2025-06-30 19:47:34,275 - pyskl - INFO - Epoch [148][700/3405] lr: 2.141e-05, eta: 1:12:25, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3508, loss: 1.3508 +2025-06-30 19:48:19,207 - pyskl - INFO - Epoch [148][800/3405] lr: 2.096e-05, eta: 1:11:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3261, loss: 1.3261 +2025-06-30 19:49:04,306 - pyskl - INFO - Epoch [148][900/3405] lr: 2.052e-05, eta: 1:10:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3358, loss: 1.3358 +2025-06-30 19:49:49,176 - pyskl - INFO - Epoch [148][1000/3405] lr: 2.008e-05, eta: 1:10:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3080, loss: 1.3080 +2025-06-30 19:50:33,960 - pyskl - INFO - Epoch [148][1100/3405] lr: 1.965e-05, eta: 1:09:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3451, loss: 1.3451 +2025-06-30 19:51:18,739 - pyskl - INFO - Epoch [148][1200/3405] lr: 1.922e-05, eta: 1:08:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3148, loss: 1.3148 +2025-06-30 19:52:03,538 - pyskl - INFO - Epoch [148][1300/3405] lr: 1.879e-05, eta: 1:07:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3461, loss: 1.3461 +2025-06-30 19:52:48,241 - pyskl - INFO - Epoch [148][1400/3405] lr: 1.837e-05, eta: 1:07:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3639, loss: 1.3639 +2025-06-30 19:53:33,040 - pyskl - INFO - Epoch [148][1500/3405] lr: 1.796e-05, eta: 1:06:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3863, loss: 1.3863 +2025-06-30 19:54:17,986 - pyskl - INFO - Epoch [148][1600/3405] lr: 1.755e-05, eta: 1:05:34, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3324, loss: 1.3324 +2025-06-30 19:55:02,735 - pyskl - INFO - Epoch [148][1700/3405] lr: 1.714e-05, eta: 1:04:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3513, loss: 1.3513 +2025-06-30 19:55:47,435 - pyskl - INFO - Epoch [148][1800/3405] lr: 1.674e-05, eta: 1:04:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3281, loss: 1.3281 +2025-06-30 19:56:32,387 - pyskl - INFO - Epoch [148][1900/3405] lr: 1.635e-05, eta: 1:03:17, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3574, loss: 1.3574 +2025-06-30 19:57:17,392 - pyskl - INFO - Epoch [148][2000/3405] lr: 1.596e-05, eta: 1:02:31, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3412, loss: 1.3412 +2025-06-30 19:58:02,272 - pyskl - INFO - Epoch [148][2100/3405] lr: 1.557e-05, eta: 1:01:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3805, loss: 1.3805 +2025-06-30 19:58:47,134 - pyskl - INFO - Epoch [148][2200/3405] lr: 1.519e-05, eta: 1:01:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3346, loss: 1.3346 +2025-06-30 19:59:32,122 - pyskl - INFO - Epoch [148][2300/3405] lr: 1.481e-05, eta: 1:00:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3536, loss: 1.3536 +2025-06-30 20:00:17,113 - pyskl - INFO - Epoch [148][2400/3405] lr: 1.444e-05, eta: 0:59:28, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3251, loss: 1.3251 +2025-06-30 20:01:02,040 - pyskl - INFO - Epoch [148][2500/3405] lr: 1.408e-05, eta: 0:58:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3963, loss: 1.3963 +2025-06-30 20:01:47,170 - pyskl - INFO - Epoch [148][2600/3405] lr: 1.371e-05, eta: 0:57:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3746, loss: 1.3746 +2025-06-30 20:02:32,205 - pyskl - INFO - Epoch [148][2700/3405] lr: 1.336e-05, eta: 0:57:11, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3674, loss: 1.3674 +2025-06-30 20:03:17,288 - pyskl - INFO - Epoch [148][2800/3405] lr: 1.300e-05, eta: 0:56:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3577, loss: 1.3577 +2025-06-30 20:04:02,283 - pyskl - INFO - Epoch [148][2900/3405] lr: 1.265e-05, eta: 0:55:40, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3991, loss: 1.3991 +2025-06-30 20:04:47,246 - pyskl - INFO - Epoch [148][3000/3405] lr: 1.231e-05, eta: 0:54:54, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3224, loss: 1.3224 +2025-06-30 20:05:32,215 - pyskl - INFO - Epoch [148][3100/3405] lr: 1.197e-05, eta: 0:54:09, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4104, loss: 1.4104 +2025-06-30 20:06:17,218 - pyskl - INFO - Epoch [148][3200/3405] lr: 1.164e-05, eta: 0:53:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3536, loss: 1.3536 +2025-06-30 20:07:02,171 - pyskl - INFO - Epoch [148][3300/3405] lr: 1.131e-05, eta: 0:52:37, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3047, loss: 1.3047 +2025-06-30 20:07:46,897 - pyskl - INFO - Epoch [148][3400/3405] lr: 1.098e-05, eta: 0:51:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3778, loss: 1.3778 +2025-06-30 20:07:49,501 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-06-30 20:11:47,215 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 20:11:47,754 - pyskl - INFO - +top1_acc 0.8695 +top5_acc 0.9707 +2025-06-30 20:11:47,773 - pyskl - INFO - Epoch(val) [148][3718] top1_acc: 0.8695, top5_acc: 0.9707 +2025-06-30 20:12:55,014 - pyskl - INFO - Epoch [149][100/3405] lr: 1.065e-05, eta: 0:51:04, time: 0.672, data_time: 0.225, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3747, loss: 1.3747 +2025-06-30 20:13:39,818 - pyskl - INFO - Epoch [149][200/3405] lr: 1.033e-05, eta: 0:50:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3675, loss: 1.3675 +2025-06-30 20:14:24,749 - pyskl - INFO - Epoch [149][300/3405] lr: 1.002e-05, eta: 0:49:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3960, loss: 1.3960 +2025-06-30 20:15:09,677 - pyskl - INFO - Epoch [149][400/3405] lr: 9.718e-06, eta: 0:48:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3371, loss: 1.3371 +2025-06-30 20:15:54,526 - pyskl - INFO - Epoch [149][500/3405] lr: 9.417e-06, eta: 0:48:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3408, loss: 1.3408 +2025-06-30 20:16:39,457 - pyskl - INFO - Epoch [149][600/3405] lr: 9.121e-06, eta: 0:47:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3537, loss: 1.3537 +2025-06-30 20:17:24,392 - pyskl - INFO - Epoch [149][700/3405] lr: 8.830e-06, eta: 0:46:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3421, loss: 1.3421 +2025-06-30 20:18:09,323 - pyskl - INFO - Epoch [149][800/3405] lr: 8.543e-06, eta: 0:45:44, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3576, loss: 1.3576 +2025-06-30 20:18:54,232 - pyskl - INFO - Epoch [149][900/3405] lr: 8.261e-06, eta: 0:44:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3717, loss: 1.3717 +2025-06-30 20:19:39,207 - pyskl - INFO - Epoch [149][1000/3405] lr: 7.984e-06, eta: 0:44:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3784, loss: 1.3784 +2025-06-30 20:20:24,177 - pyskl - INFO - Epoch [149][1100/3405] lr: 7.712e-06, eta: 0:43:27, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3544, loss: 1.3544 +2025-06-30 20:21:09,258 - pyskl - INFO - Epoch [149][1200/3405] lr: 7.444e-06, eta: 0:42:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3451, loss: 1.3451 +2025-06-30 20:21:54,262 - pyskl - INFO - Epoch [149][1300/3405] lr: 7.181e-06, eta: 0:41:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3203, loss: 1.3203 +2025-06-30 20:22:39,267 - pyskl - INFO - Epoch [149][1400/3405] lr: 6.923e-06, eta: 0:41:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3283, loss: 1.3283 +2025-06-30 20:23:24,321 - pyskl - INFO - Epoch [149][1500/3405] lr: 6.669e-06, eta: 0:40:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3552, loss: 1.3552 +2025-06-30 20:24:09,394 - pyskl - INFO - Epoch [149][1600/3405] lr: 6.420e-06, eta: 0:39:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4085, loss: 1.4085 +2025-06-30 20:24:54,365 - pyskl - INFO - Epoch [149][1700/3405] lr: 6.176e-06, eta: 0:38:53, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3358, loss: 1.3358 +2025-06-30 20:25:39,484 - pyskl - INFO - Epoch [149][1800/3405] lr: 5.937e-06, eta: 0:38:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3319, loss: 1.3319 +2025-06-30 20:26:24,425 - pyskl - INFO - Epoch [149][1900/3405] lr: 5.703e-06, eta: 0:37:22, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2967, loss: 1.2967 +2025-06-30 20:27:09,474 - pyskl - INFO - Epoch [149][2000/3405] lr: 5.473e-06, eta: 0:36:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3162, loss: 1.3162 +2025-06-30 20:27:54,425 - pyskl - INFO - Epoch [149][2100/3405] lr: 5.248e-06, eta: 0:35:50, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3677, loss: 1.3677 +2025-06-30 20:28:39,346 - pyskl - INFO - Epoch [149][2200/3405] lr: 5.027e-06, eta: 0:35:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3498, loss: 1.3498 +2025-06-30 20:29:24,253 - pyskl - INFO - Epoch [149][2300/3405] lr: 4.812e-06, eta: 0:34:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3502, loss: 1.3502 +2025-06-30 20:30:09,275 - pyskl - INFO - Epoch [149][2400/3405] lr: 4.601e-06, eta: 0:33:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3742, loss: 1.3742 +2025-06-30 20:30:54,644 - pyskl - INFO - Epoch [149][2500/3405] lr: 4.394e-06, eta: 0:32:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3950, loss: 1.3950 +2025-06-30 20:31:40,022 - pyskl - INFO - Epoch [149][2600/3405] lr: 4.193e-06, eta: 0:32:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2498, loss: 1.2498 +2025-06-30 20:32:25,117 - pyskl - INFO - Epoch [149][2700/3405] lr: 3.996e-06, eta: 0:31:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3669, loss: 1.3669 +2025-06-30 20:33:10,063 - pyskl - INFO - Epoch [149][2800/3405] lr: 3.804e-06, eta: 0:30:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3567, loss: 1.3567 +2025-06-30 20:33:55,014 - pyskl - INFO - Epoch [149][2900/3405] lr: 3.617e-06, eta: 0:29:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3424, loss: 1.3424 +2025-06-30 20:34:40,086 - pyskl - INFO - Epoch [149][3000/3405] lr: 3.434e-06, eta: 0:28:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3697, loss: 1.3697 +2025-06-30 20:35:25,077 - pyskl - INFO - Epoch [149][3100/3405] lr: 3.256e-06, eta: 0:28:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3960, loss: 1.3960 +2025-06-30 20:36:09,903 - pyskl - INFO - Epoch [149][3200/3405] lr: 3.083e-06, eta: 0:27:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3386, loss: 1.3386 +2025-06-30 20:36:54,755 - pyskl - INFO - Epoch [149][3300/3405] lr: 2.915e-06, eta: 0:26:42, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3414, loss: 1.3414 +2025-06-30 20:37:39,703 - pyskl - INFO - Epoch [149][3400/3405] lr: 2.751e-06, eta: 0:25:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3229, loss: 1.3229 +2025-06-30 20:37:42,258 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-06-30 20:41:42,268 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 20:41:42,807 - pyskl - INFO - +top1_acc 0.8698 +top5_acc 0.9713 +2025-06-30 20:41:42,860 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_147.pth was removed +2025-06-30 20:41:43,889 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_149.pth. +2025-06-30 20:41:43,891 - pyskl - INFO - Best top1_acc is 0.8698 at 149 epoch. +2025-06-30 20:41:43,910 - pyskl - INFO - Epoch(val) [149][3718] top1_acc: 0.8698, top5_acc: 0.9713 +2025-06-30 20:42:51,016 - pyskl - INFO - Epoch [150][100/3405] lr: 2.584e-06, eta: 0:25:09, time: 0.671, data_time: 0.224, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3653, loss: 1.3653 +2025-06-30 20:43:35,859 - pyskl - INFO - Epoch [150][200/3405] lr: 2.430e-06, eta: 0:24:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3572, loss: 1.3572 +2025-06-30 20:44:20,762 - pyskl - INFO - Epoch [150][300/3405] lr: 2.281e-06, eta: 0:23:37, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3407, loss: 1.3407 +2025-06-30 20:45:05,518 - pyskl - INFO - Epoch [150][400/3405] lr: 2.137e-06, eta: 0:22:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3161, loss: 1.3161 +2025-06-30 20:45:50,500 - pyskl - INFO - Epoch [150][500/3405] lr: 1.997e-06, eta: 0:22:06, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3280, loss: 1.3280 +2025-06-30 20:46:35,347 - pyskl - INFO - Epoch [150][600/3405] lr: 1.862e-06, eta: 0:21:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3383, loss: 1.3383 +2025-06-30 20:47:20,375 - pyskl - INFO - Epoch [150][700/3405] lr: 1.731e-06, eta: 0:20:35, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3841, loss: 1.3841 +2025-06-30 20:48:05,237 - pyskl - INFO - Epoch [150][800/3405] lr: 1.606e-06, eta: 0:19:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3247, loss: 1.3247 +2025-06-30 20:48:50,031 - pyskl - INFO - Epoch [150][900/3405] lr: 1.485e-06, eta: 0:19:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3939, loss: 1.3939 +2025-06-30 20:49:34,896 - pyskl - INFO - Epoch [150][1000/3405] lr: 1.369e-06, eta: 0:18:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4138, loss: 1.4138 +2025-06-30 20:50:19,696 - pyskl - INFO - Epoch [150][1100/3405] lr: 1.257e-06, eta: 0:17:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3713, loss: 1.3713 +2025-06-30 20:51:04,500 - pyskl - INFO - Epoch [150][1200/3405] lr: 1.151e-06, eta: 0:16:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3286, loss: 1.3286 +2025-06-30 20:51:49,265 - pyskl - INFO - Epoch [150][1300/3405] lr: 1.049e-06, eta: 0:16:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3739, loss: 1.3739 +2025-06-30 20:52:34,041 - pyskl - INFO - Epoch [150][1400/3405] lr: 9.515e-07, eta: 0:15:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3672, loss: 1.3672 +2025-06-30 20:53:18,827 - pyskl - INFO - Epoch [150][1500/3405] lr: 8.590e-07, eta: 0:14:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3497, loss: 1.3497 +2025-06-30 20:54:03,626 - pyskl - INFO - Epoch [150][1600/3405] lr: 7.712e-07, eta: 0:13:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3730, loss: 1.3730 +2025-06-30 20:54:48,342 - pyskl - INFO - Epoch [150][1700/3405] lr: 6.882e-07, eta: 0:12:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3290, loss: 1.3290 +2025-06-30 20:55:33,360 - pyskl - INFO - Epoch [150][1800/3405] lr: 6.099e-07, eta: 0:12:12, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3365, loss: 1.3365 +2025-06-30 20:56:18,100 - pyskl - INFO - Epoch [150][1900/3405] lr: 5.363e-07, eta: 0:11:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3421, loss: 1.3421 +2025-06-30 20:57:02,936 - pyskl - INFO - Epoch [150][2000/3405] lr: 4.674e-07, eta: 0:10:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3504, loss: 1.3504 +2025-06-30 20:57:47,710 - pyskl - INFO - Epoch [150][2100/3405] lr: 4.033e-07, eta: 0:09:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3280, loss: 1.3280 +2025-06-30 20:58:32,628 - pyskl - INFO - Epoch [150][2200/3405] lr: 3.439e-07, eta: 0:09:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3713, loss: 1.3713 +2025-06-30 20:59:17,530 - pyskl - INFO - Epoch [150][2300/3405] lr: 2.892e-07, eta: 0:08:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3846, loss: 1.3846 +2025-06-30 21:00:01,955 - pyskl - INFO - Epoch [150][2400/3405] lr: 2.393e-07, eta: 0:07:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3518, loss: 1.3518 +2025-06-30 21:00:46,536 - pyskl - INFO - Epoch [150][2500/3405] lr: 1.941e-07, eta: 0:06:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3518, loss: 1.3518 +2025-06-30 21:01:31,104 - pyskl - INFO - Epoch [150][2600/3405] lr: 1.536e-07, eta: 0:06:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3244, loss: 1.3244 +2025-06-30 21:02:15,784 - pyskl - INFO - Epoch [150][2700/3405] lr: 1.179e-07, eta: 0:05:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3364, loss: 1.3364 +2025-06-30 21:03:00,483 - pyskl - INFO - Epoch [150][2800/3405] lr: 8.684e-08, eta: 0:04:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3572, loss: 1.3572 +2025-06-30 21:03:45,038 - pyskl - INFO - Epoch [150][2900/3405] lr: 6.054e-08, eta: 0:03:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3780, loss: 1.3780 +2025-06-30 21:04:29,853 - pyskl - INFO - Epoch [150][3000/3405] lr: 3.898e-08, eta: 0:03:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3573, loss: 1.3573 +2025-06-30 21:05:14,399 - pyskl - INFO - Epoch [150][3100/3405] lr: 2.214e-08, eta: 0:02:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3800, loss: 1.3800 +2025-06-30 21:05:58,821 - pyskl - INFO - Epoch [150][3200/3405] lr: 1.003e-08, eta: 0:01:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3478, loss: 1.3478 +2025-06-30 21:06:43,315 - pyskl - INFO - Epoch [150][3300/3405] lr: 2.657e-09, eta: 0:00:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3202, loss: 1.3202 +2025-06-30 21:07:27,940 - pyskl - INFO - Epoch [150][3400/3405] lr: 8.513e-12, eta: 0:00:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3141, loss: 1.3141 +2025-06-30 21:07:30,490 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-06-30 21:11:28,166 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 21:11:28,701 - pyskl - INFO - +top1_acc 0.8696 +top5_acc 0.9703 +2025-06-30 21:11:28,720 - pyskl - INFO - Epoch(val) [150][3718] top1_acc: 0.8696, top5_acc: 0.9703 +2025-06-30 21:11:40,611 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-06-30 21:45:17,508 - pyskl - INFO - Testing results of the last checkpoint +2025-06-30 21:45:17,509 - pyskl - INFO - top1_acc: 0.8738 +2025-06-30 21:45:17,509 - pyskl - INFO - top5_acc: 0.9721 +2025-06-30 21:45:17,510 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu120_xset/km/best_top1_acc_epoch_149.pth +2025-06-30 22:19:02,670 - pyskl - INFO - Testing results of the best checkpoint +2025-06-30 22:19:02,670 - pyskl - INFO - top1_acc: 0.8738 +2025-06-30 22:19:02,670 - pyskl - INFO - top5_acc: 0.9730 diff --git a/ntu120_xset/km/best_pred.pkl b/ntu120_xset/km/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..938a6ca41baa8ee162fafc09c7cef6a1739d803a --- /dev/null +++ b/ntu120_xset/km/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:63b5547b3d198924a13da5a7295deb1d39155bbb356b45d5963abbf5f139db60 +size 43577848 diff --git a/ntu120_xset/km/best_top1_acc_epoch_149.pth b/ntu120_xset/km/best_top1_acc_epoch_149.pth new file mode 100644 index 0000000000000000000000000000000000000000..23fe50d5d1af00dccc444bbfbbccac3db80ec479 --- /dev/null +++ b/ntu120_xset/km/best_top1_acc_epoch_149.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b173aeb7f056806a8013e5d8936447ee218964f4207a51b182a3cf67b3fd2f09 +size 16396379 diff --git a/ntu120_xset/ntu120_xset_ensemble.py b/ntu120_xset/ntu120_xset_ensemble.py new file mode 100644 index 0000000000000000000000000000000000000000..ddef0947c1e8bcd8f2300c4a07e1d326d0707d56 --- /dev/null +++ b/ntu120_xset/ntu120_xset_ensemble.py @@ -0,0 +1,65 @@ +from mmcv import load +import sys +# Note: please adjust the relative path according to the actual situation. +sys.path.append('../..') +from skeletonagent.smp import * + + +j_1 = load('j_1/best_pred.pkl') +b_1 = load('b_1/best_pred.pkl') +k_1 = load('k_1/best_pred.pkl') +j_2 = load('j_2/best_pred.pkl') +b_2 = load('b_2/best_pred.pkl') +k_2 = load('k_2/best_pred.pkl') +jm = load('jm/best_pred.pkl') +bm = load('bm/best_pred.pkl') +km = load('km/best_pred.pkl') +label = load_label('/data/nturgbd/ntu120_3danno.pkl', 'xset_val') + + +""" +*************** +InfoGCN v0: +j jm b bm k km +2S: 92.43 +4S: 92.60 +6S: 92.73 +*************** +""" +print('InfoGCN v0:') +print('j jm b bm k km') +print('2S') +fused = comb([j_1, b_1], [1, 1]) +print('Top-1', top1(fused, label)) + +print('4S') +fused = comb([j_1, b_1, jm, bm], [8, 8, 3, 3]) +print('Top-1', top1(fused, label)) + +print('6S') +fused = comb([j_1, b_1, k_1, jm, bm, km], [8, 8, 8, 3, 3, 3]) +print('Top-1', top1(fused, label)) + + +""" +*************** +InfoGCN v1: +j j b b k k +2S: 92.43 +4S: 92.97 +6S: 93.05 +*************** +""" +print('InfoGCN v1:') +print('j j b b k k') +print('2S') +fused = comb([j_1, b_1], [1, 1]) +print('Top-1', top1(fused, label)) + +print('4S') +fused = comb([j_1, j_2, b_1, b_2], [7, 7, 9, 9]) +print('Top-1', top1(fused, label)) + +print('6S') +fused = comb([j_1, j_2, b_1, b_2, k_1, k_2], [7, 7, 9, 9, 2, 2]) +print('Top-1', top1(fused, label)) diff --git a/ntu120_xsub/b_1/20250518_151602.log b/ntu120_xsub/b_1/20250518_151602.log new file mode 100644 index 0000000000000000000000000000000000000000..8ae1d1e063900d4bb4bf6cb13655e1012f0d4019 --- /dev/null +++ b/ntu120_xsub/b_1/20250518_151602.log @@ -0,0 +1,7094 @@ +2025-05-18 15:16:02,340 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-05-18 15:16:02,650 - pyskl - INFO - Config: modality = 'b' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu120_xsub/b' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='b', + num_classes=120, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=120, + in_channels=384, + work_dir='./work_dirs/ntu120_xsub/b', + interval_epoch=10, + weight_1=0.3, + weight_2=0.3)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-05-18 15:16:02,651 - pyskl - INFO - Set random seed to 696876046, deterministic: False +2025-05-18 15:16:16,031 - pyskl - INFO - 63026 videos remain after valid thresholding +2025-05-18 15:16:25,943 - pyskl - INFO - 50919 videos remain after valid thresholding +2025-05-18 15:16:26,020 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b +2025-05-18 15:16:26,021 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-05-18 15:16:26,021 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-05-18 15:16:26,021 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b by HardDiskBackend. +2025-05-18 15:17:35,697 - pyskl - INFO - Epoch [1][100/3940] lr: 2.500e-02, eta: 4 days, 18:21:27, time: 0.697, data_time: 0.250, memory: 13267, top1_acc: 0.0131, top5_acc: 0.0688, loss_cls: 14.1573, loss: 14.1573 +2025-05-18 15:18:19,332 - pyskl - INFO - Epoch [1][200/3940] lr: 2.500e-02, eta: 3 days, 20:58:27, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.0231, top5_acc: 0.1006, loss_cls: 11.5154, loss: 11.5154 +2025-05-18 15:19:02,984 - pyskl - INFO - Epoch [1][300/3940] lr: 2.500e-02, eta: 3 days, 13:50:49, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.0219, top5_acc: 0.0931, loss_cls: 11.3543, loss: 11.3543 +2025-05-18 15:19:46,662 - pyskl - INFO - Epoch [1][400/3940] lr: 2.500e-02, eta: 3 days, 10:17:17, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.0231, top5_acc: 0.1163, loss_cls: 11.2492, loss: 11.2492 +2025-05-18 15:20:30,401 - pyskl - INFO - Epoch [1][500/3940] lr: 2.500e-02, eta: 3 days, 8:10:05, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.0187, top5_acc: 0.1050, loss_cls: 11.2215, loss: 11.2215 +2025-05-18 15:21:14,042 - pyskl - INFO - Epoch [1][600/3940] lr: 2.500e-02, eta: 3 days, 6:43:26, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.0231, top5_acc: 0.0963, loss_cls: 11.2072, loss: 11.2072 +2025-05-18 15:21:57,857 - pyskl - INFO - Epoch [1][700/3940] lr: 2.500e-02, eta: 3 days, 5:43:46, time: 0.438, data_time: 0.000, memory: 13267, top1_acc: 0.0238, top5_acc: 0.0988, loss_cls: 11.1541, loss: 11.1541 +2025-05-18 15:22:41,657 - pyskl - INFO - Epoch [1][800/3940] lr: 2.500e-02, eta: 3 days, 4:58:39, time: 0.438, data_time: 0.000, memory: 13267, top1_acc: 0.0381, top5_acc: 0.1450, loss_cls: 11.0324, loss: 11.0324 +2025-05-18 15:23:25,425 - pyskl - INFO - Epoch [1][900/3940] lr: 2.500e-02, eta: 3 days, 4:23:04, time: 0.438, data_time: 0.000, memory: 13267, top1_acc: 0.0394, top5_acc: 0.1475, loss_cls: 10.8795, loss: 10.8795 +2025-05-18 15:24:09,148 - pyskl - INFO - Epoch [1][1000/3940] lr: 2.500e-02, eta: 3 days, 3:53:59, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.0394, top5_acc: 0.1619, loss_cls: 10.7714, loss: 10.7714 +2025-05-18 15:24:52,814 - pyskl - INFO - Epoch [1][1100/3940] lr: 2.500e-02, eta: 3 days, 3:29:34, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.0406, top5_acc: 0.1881, loss_cls: 10.6651, loss: 10.6651 +2025-05-18 15:25:36,410 - pyskl - INFO - Epoch [1][1200/3940] lr: 2.500e-02, eta: 3 days, 3:08:31, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.0563, top5_acc: 0.2050, loss_cls: 10.5439, loss: 10.5439 +2025-05-18 15:26:20,197 - pyskl - INFO - Epoch [1][1300/3940] lr: 2.500e-02, eta: 3 days, 2:52:03, time: 0.438, data_time: 0.000, memory: 13267, top1_acc: 0.0537, top5_acc: 0.2169, loss_cls: 10.3990, loss: 10.3990 +2025-05-18 15:27:04,026 - pyskl - INFO - Epoch [1][1400/3940] lr: 2.500e-02, eta: 3 days, 2:38:06, time: 0.438, data_time: 0.000, memory: 13267, top1_acc: 0.0594, top5_acc: 0.2313, loss_cls: 10.3652, loss: 10.3652 +2025-05-18 15:27:47,850 - pyskl - INFO - Epoch [1][1500/3940] lr: 2.500e-02, eta: 3 days, 2:25:54, time: 0.438, data_time: 0.000, memory: 13267, top1_acc: 0.0581, top5_acc: 0.2394, loss_cls: 10.3222, loss: 10.3222 +2025-05-18 15:28:31,609 - pyskl - INFO - Epoch [1][1600/3940] lr: 2.500e-02, eta: 3 days, 2:14:44, time: 0.438, data_time: 0.000, memory: 13267, top1_acc: 0.0663, top5_acc: 0.2550, loss_cls: 10.2348, loss: 10.2348 +2025-05-18 15:29:15,240 - pyskl - INFO - Epoch [1][1700/3940] lr: 2.500e-02, eta: 3 days, 2:04:03, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.0625, top5_acc: 0.2456, loss_cls: 10.1663, loss: 10.1663 +2025-05-18 15:29:58,919 - pyskl - INFO - Epoch [1][1800/3940] lr: 2.500e-02, eta: 3 days, 1:54:44, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.0594, top5_acc: 0.2675, loss_cls: 10.0666, loss: 10.0666 +2025-05-18 15:30:42,749 - pyskl - INFO - Epoch [1][1900/3940] lr: 2.500e-02, eta: 3 days, 1:47:06, time: 0.438, data_time: 0.000, memory: 13267, top1_acc: 0.0788, top5_acc: 0.2894, loss_cls: 9.9914, loss: 9.9914 +2025-05-18 15:31:26,556 - pyskl - INFO - Epoch [1][2000/3940] lr: 2.500e-02, eta: 3 days, 1:40:04, time: 0.438, data_time: 0.000, memory: 13267, top1_acc: 0.0775, top5_acc: 0.3050, loss_cls: 9.9519, loss: 9.9519 +2025-05-18 15:32:10,218 - pyskl - INFO - Epoch [1][2100/3940] lr: 2.500e-02, eta: 3 days, 1:32:56, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.0756, top5_acc: 0.3069, loss_cls: 9.9035, loss: 9.9035 +2025-05-18 15:32:53,933 - pyskl - INFO - Epoch [1][2200/3940] lr: 2.500e-02, eta: 3 days, 1:26:37, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.0862, top5_acc: 0.3250, loss_cls: 9.8263, loss: 9.8263 +2025-05-18 15:33:37,759 - pyskl - INFO - Epoch [1][2300/3940] lr: 2.500e-02, eta: 3 days, 1:21:16, time: 0.438, data_time: 0.000, memory: 13267, top1_acc: 0.1044, top5_acc: 0.3519, loss_cls: 9.6382, loss: 9.6382 +2025-05-18 15:34:21,997 - pyskl - INFO - Epoch [1][2400/3940] lr: 2.500e-02, eta: 3 days, 1:17:59, time: 0.442, data_time: 0.000, memory: 13267, top1_acc: 0.0938, top5_acc: 0.3531, loss_cls: 9.6736, loss: 9.6736 +2025-05-18 15:35:06,186 - pyskl - INFO - Epoch [1][2500/3940] lr: 2.500e-02, eta: 3 days, 1:14:43, time: 0.442, data_time: 0.000, memory: 13267, top1_acc: 0.1050, top5_acc: 0.3450, loss_cls: 9.5986, loss: 9.5986 +2025-05-18 15:35:50,416 - pyskl - INFO - Epoch [1][2600/3940] lr: 2.500e-02, eta: 3 days, 1:11:47, time: 0.442, data_time: 0.000, memory: 13267, top1_acc: 0.1031, top5_acc: 0.3406, loss_cls: 9.6413, loss: 9.6413 +2025-05-18 15:36:34,492 - pyskl - INFO - Epoch [1][2700/3940] lr: 2.500e-02, eta: 3 days, 1:08:28, time: 0.441, data_time: 0.000, memory: 13267, top1_acc: 0.1175, top5_acc: 0.3669, loss_cls: 9.5723, loss: 9.5723 +2025-05-18 15:37:18,387 - pyskl - INFO - Epoch [1][2800/3940] lr: 2.500e-02, eta: 3 days, 1:04:42, time: 0.439, data_time: 0.000, memory: 13267, top1_acc: 0.0894, top5_acc: 0.3394, loss_cls: 9.6325, loss: 9.6325 +2025-05-18 15:38:02,526 - pyskl - INFO - Epoch [1][2900/3940] lr: 2.500e-02, eta: 3 days, 1:01:58, time: 0.441, data_time: 0.000, memory: 13267, top1_acc: 0.1100, top5_acc: 0.3981, loss_cls: 9.4482, loss: 9.4482 +2025-05-18 15:38:46,943 - pyskl - INFO - Epoch [1][3000/3940] lr: 2.500e-02, eta: 3 days, 1:00:17, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.1169, top5_acc: 0.3856, loss_cls: 9.4256, loss: 9.4256 +2025-05-18 15:39:31,193 - pyskl - INFO - Epoch [1][3100/3940] lr: 2.500e-02, eta: 3 days, 0:58:07, time: 0.442, data_time: 0.000, memory: 13267, top1_acc: 0.1169, top5_acc: 0.3925, loss_cls: 9.4046, loss: 9.4046 +2025-05-18 15:40:14,976 - pyskl - INFO - Epoch [1][3200/3940] lr: 2.500e-02, eta: 3 days, 0:54:37, time: 0.438, data_time: 0.000, memory: 13267, top1_acc: 0.1187, top5_acc: 0.4025, loss_cls: 9.2957, loss: 9.2957 +2025-05-18 15:40:58,699 - pyskl - INFO - Epoch [1][3300/3940] lr: 2.500e-02, eta: 3 days, 0:51:07, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.1156, top5_acc: 0.3981, loss_cls: 9.3245, loss: 9.3245 +2025-05-18 15:41:42,513 - pyskl - INFO - Epoch [1][3400/3940] lr: 2.500e-02, eta: 3 days, 0:48:02, time: 0.438, data_time: 0.000, memory: 13267, top1_acc: 0.1331, top5_acc: 0.4338, loss_cls: 9.2178, loss: 9.2178 +2025-05-18 15:42:26,123 - pyskl - INFO - Epoch [1][3500/3940] lr: 2.500e-02, eta: 3 days, 0:44:30, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.1256, top5_acc: 0.4094, loss_cls: 9.2746, loss: 9.2746 +2025-05-18 15:43:09,935 - pyskl - INFO - Epoch [1][3600/3940] lr: 2.500e-02, eta: 3 days, 0:41:42, time: 0.438, data_time: 0.000, memory: 13267, top1_acc: 0.1275, top5_acc: 0.4150, loss_cls: 9.2594, loss: 9.2594 +2025-05-18 15:43:53,586 - pyskl - INFO - Epoch [1][3700/3940] lr: 2.500e-02, eta: 3 days, 0:38:34, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.1388, top5_acc: 0.4506, loss_cls: 9.1379, loss: 9.1379 +2025-05-18 15:44:37,331 - pyskl - INFO - Epoch [1][3800/3940] lr: 2.500e-02, eta: 3 days, 0:35:48, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.1306, top5_acc: 0.4612, loss_cls: 9.0990, loss: 9.0990 +2025-05-18 15:45:21,012 - pyskl - INFO - Epoch [1][3900/3940] lr: 2.500e-02, eta: 3 days, 0:32:59, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.1550, top5_acc: 0.4694, loss_cls: 8.9720, loss: 8.9720 +2025-05-18 15:45:38,861 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-05-18 15:49:00,887 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-18 15:49:01,348 - pyskl - INFO - +top1_acc 0.1042 +top5_acc 0.3839 +2025-05-18 15:49:02,495 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-05-18 15:49:02,498 - pyskl - INFO - Best top1_acc is 0.1042 at 1 epoch. +2025-05-18 15:49:02,517 - pyskl - INFO - Epoch(val) [1][3183] top1_acc: 0.1042, top5_acc: 0.3839 +2025-05-18 15:50:12,350 - pyskl - INFO - Epoch [2][100/3940] lr: 2.500e-02, eta: 3 days, 0:50:13, time: 0.698, data_time: 0.260, memory: 13268, top1_acc: 0.1556, top5_acc: 0.4750, loss_cls: 8.9977, loss: 8.9977 +2025-05-18 15:50:56,169 - pyskl - INFO - Epoch [2][200/3940] lr: 2.500e-02, eta: 3 days, 0:47:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.1356, top5_acc: 0.4775, loss_cls: 9.0848, loss: 9.0848 +2025-05-18 15:51:40,201 - pyskl - INFO - Epoch [2][300/3940] lr: 2.500e-02, eta: 3 days, 0:45:16, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.1731, top5_acc: 0.4794, loss_cls: 8.9855, loss: 8.9855 +2025-05-18 15:52:23,998 - pyskl - INFO - Epoch [2][400/3940] lr: 2.500e-02, eta: 3 days, 0:42:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.1831, top5_acc: 0.5012, loss_cls: 8.9248, loss: 8.9248 +2025-05-18 15:53:07,842 - pyskl - INFO - Epoch [2][500/3940] lr: 2.500e-02, eta: 3 days, 0:40:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.1769, top5_acc: 0.5006, loss_cls: 8.9680, loss: 8.9680 +2025-05-18 15:53:51,561 - pyskl - INFO - Epoch [2][600/3940] lr: 2.500e-02, eta: 3 days, 0:37:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.1737, top5_acc: 0.4956, loss_cls: 8.8832, loss: 8.8832 +2025-05-18 15:54:35,417 - pyskl - INFO - Epoch [2][700/3940] lr: 2.500e-02, eta: 3 days, 0:35:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.1881, top5_acc: 0.5337, loss_cls: 8.7343, loss: 8.7343 +2025-05-18 15:55:19,211 - pyskl - INFO - Epoch [2][800/3940] lr: 2.500e-02, eta: 3 days, 0:32:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.1919, top5_acc: 0.5613, loss_cls: 8.6727, loss: 8.6727 +2025-05-18 15:56:02,953 - pyskl - INFO - Epoch [2][900/3940] lr: 2.500e-02, eta: 3 days, 0:30:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.2013, top5_acc: 0.5444, loss_cls: 8.6698, loss: 8.6698 +2025-05-18 15:56:46,661 - pyskl - INFO - Epoch [2][1000/3940] lr: 2.500e-02, eta: 3 days, 0:28:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.2050, top5_acc: 0.5575, loss_cls: 8.6565, loss: 8.6565 +2025-05-18 15:57:30,401 - pyskl - INFO - Epoch [2][1100/3940] lr: 2.500e-02, eta: 3 days, 0:25:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.2069, top5_acc: 0.5531, loss_cls: 8.6239, loss: 8.6239 +2025-05-18 15:58:14,067 - pyskl - INFO - Epoch [2][1200/3940] lr: 2.500e-02, eta: 3 days, 0:23:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.2062, top5_acc: 0.5687, loss_cls: 8.6522, loss: 8.6522 +2025-05-18 15:58:58,057 - pyskl - INFO - Epoch [2][1300/3940] lr: 2.500e-02, eta: 3 days, 0:21:57, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.2162, top5_acc: 0.5994, loss_cls: 8.4040, loss: 8.4040 +2025-05-18 15:59:41,826 - pyskl - INFO - Epoch [2][1400/3940] lr: 2.499e-02, eta: 3 days, 0:19:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.2188, top5_acc: 0.5737, loss_cls: 8.5139, loss: 8.5139 +2025-05-18 16:00:25,528 - pyskl - INFO - Epoch [2][1500/3940] lr: 2.499e-02, eta: 3 days, 0:17:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.2300, top5_acc: 0.5919, loss_cls: 8.4597, loss: 8.4597 +2025-05-18 16:01:09,236 - pyskl - INFO - Epoch [2][1600/3940] lr: 2.499e-02, eta: 3 days, 0:15:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.2500, top5_acc: 0.6044, loss_cls: 8.3673, loss: 8.3673 +2025-05-18 16:01:52,871 - pyskl - INFO - Epoch [2][1700/3940] lr: 2.499e-02, eta: 3 days, 0:13:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.2375, top5_acc: 0.6088, loss_cls: 8.4168, loss: 8.4168 +2025-05-18 16:02:36,508 - pyskl - INFO - Epoch [2][1800/3940] lr: 2.499e-02, eta: 3 days, 0:11:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.2456, top5_acc: 0.6194, loss_cls: 8.3013, loss: 8.3013 +2025-05-18 16:03:20,107 - pyskl - INFO - Epoch [2][1900/3940] lr: 2.499e-02, eta: 3 days, 0:09:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.2125, top5_acc: 0.6112, loss_cls: 8.3865, loss: 8.3865 +2025-05-18 16:04:03,718 - pyskl - INFO - Epoch [2][2000/3940] lr: 2.499e-02, eta: 3 days, 0:07:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.2394, top5_acc: 0.6306, loss_cls: 8.2859, loss: 8.2859 +2025-05-18 16:04:47,352 - pyskl - INFO - Epoch [2][2100/3940] lr: 2.499e-02, eta: 3 days, 0:05:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.2494, top5_acc: 0.6450, loss_cls: 8.1456, loss: 8.1456 +2025-05-18 16:05:31,029 - pyskl - INFO - Epoch [2][2200/3940] lr: 2.499e-02, eta: 3 days, 0:03:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.2619, top5_acc: 0.6325, loss_cls: 8.2907, loss: 8.2907 +2025-05-18 16:06:14,647 - pyskl - INFO - Epoch [2][2300/3940] lr: 2.499e-02, eta: 3 days, 0:01:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.2575, top5_acc: 0.6456, loss_cls: 8.0764, loss: 8.0764 +2025-05-18 16:06:58,230 - pyskl - INFO - Epoch [2][2400/3940] lr: 2.499e-02, eta: 2 days, 23:59:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.2637, top5_acc: 0.6587, loss_cls: 8.0740, loss: 8.0740 +2025-05-18 16:07:41,814 - pyskl - INFO - Epoch [2][2500/3940] lr: 2.499e-02, eta: 2 days, 23:58:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.2750, top5_acc: 0.6431, loss_cls: 8.1387, loss: 8.1387 +2025-05-18 16:08:25,748 - pyskl - INFO - Epoch [2][2600/3940] lr: 2.499e-02, eta: 2 days, 23:56:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.2619, top5_acc: 0.6344, loss_cls: 8.0976, loss: 8.0976 +2025-05-18 16:09:09,397 - pyskl - INFO - Epoch [2][2700/3940] lr: 2.499e-02, eta: 2 days, 23:54:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.2637, top5_acc: 0.6619, loss_cls: 8.0623, loss: 8.0623 +2025-05-18 16:09:52,983 - pyskl - INFO - Epoch [2][2800/3940] lr: 2.499e-02, eta: 2 days, 23:53:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.2975, top5_acc: 0.6787, loss_cls: 7.9820, loss: 7.9820 +2025-05-18 16:10:36,726 - pyskl - INFO - Epoch [2][2900/3940] lr: 2.499e-02, eta: 2 days, 23:51:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.3063, top5_acc: 0.6875, loss_cls: 7.9328, loss: 7.9328 +2025-05-18 16:11:20,361 - pyskl - INFO - Epoch [2][3000/3940] lr: 2.499e-02, eta: 2 days, 23:50:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.3019, top5_acc: 0.6844, loss_cls: 7.8990, loss: 7.8990 +2025-05-18 16:12:04,062 - pyskl - INFO - Epoch [2][3100/3940] lr: 2.499e-02, eta: 2 days, 23:48:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.2825, top5_acc: 0.6781, loss_cls: 7.9978, loss: 7.9978 +2025-05-18 16:12:47,682 - pyskl - INFO - Epoch [2][3200/3940] lr: 2.499e-02, eta: 2 days, 23:46:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.3175, top5_acc: 0.6994, loss_cls: 7.8110, loss: 7.8110 +2025-05-18 16:13:31,282 - pyskl - INFO - Epoch [2][3300/3940] lr: 2.499e-02, eta: 2 days, 23:45:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.3100, top5_acc: 0.6906, loss_cls: 7.7851, loss: 7.7851 +2025-05-18 16:14:14,943 - pyskl - INFO - Epoch [2][3400/3940] lr: 2.499e-02, eta: 2 days, 23:43:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.3331, top5_acc: 0.7156, loss_cls: 7.8150, loss: 7.8150 +2025-05-18 16:14:58,611 - pyskl - INFO - Epoch [2][3500/3940] lr: 2.499e-02, eta: 2 days, 23:42:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.3150, top5_acc: 0.7044, loss_cls: 7.8097, loss: 7.8097 +2025-05-18 16:15:42,261 - pyskl - INFO - Epoch [2][3600/3940] lr: 2.499e-02, eta: 2 days, 23:40:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.3094, top5_acc: 0.7219, loss_cls: 7.6346, loss: 7.6346 +2025-05-18 16:16:25,908 - pyskl - INFO - Epoch [2][3700/3940] lr: 2.499e-02, eta: 2 days, 23:39:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.3325, top5_acc: 0.7144, loss_cls: 7.7086, loss: 7.7086 +2025-05-18 16:17:09,586 - pyskl - INFO - Epoch [2][3800/3940] lr: 2.499e-02, eta: 2 days, 23:37:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.3394, top5_acc: 0.7137, loss_cls: 7.6828, loss: 7.6828 +2025-05-18 16:17:53,097 - pyskl - INFO - Epoch [2][3900/3940] lr: 2.499e-02, eta: 2 days, 23:36:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.3350, top5_acc: 0.7094, loss_cls: 7.6547, loss: 7.6547 +2025-05-18 16:18:10,904 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-05-18 16:21:33,164 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-18 16:21:33,635 - pyskl - INFO - +top1_acc 0.2902 +top5_acc 0.6687 +2025-05-18 16:21:33,695 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_1.pth was removed +2025-05-18 16:21:34,829 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-05-18 16:21:34,831 - pyskl - INFO - Best top1_acc is 0.2902 at 2 epoch. +2025-05-18 16:21:34,852 - pyskl - INFO - Epoch(val) [2][3183] top1_acc: 0.2902, top5_acc: 0.6687 +2025-05-18 16:22:44,045 - pyskl - INFO - Epoch [3][100/3940] lr: 2.499e-02, eta: 2 days, 23:44:05, time: 0.692, data_time: 0.252, memory: 13268, top1_acc: 0.3450, top5_acc: 0.7219, loss_cls: 7.6727, loss: 7.6727 +2025-05-18 16:23:27,635 - pyskl - INFO - Epoch [3][200/3940] lr: 2.499e-02, eta: 2 days, 23:42:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.3494, top5_acc: 0.7231, loss_cls: 7.6601, loss: 7.6601 +2025-05-18 16:24:11,231 - pyskl - INFO - Epoch [3][300/3940] lr: 2.499e-02, eta: 2 days, 23:40:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.3594, top5_acc: 0.7294, loss_cls: 7.6055, loss: 7.6055 +2025-05-18 16:24:55,376 - pyskl - INFO - Epoch [3][400/3940] lr: 2.499e-02, eta: 2 days, 23:40:03, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.3900, top5_acc: 0.7500, loss_cls: 7.4594, loss: 7.4594 +2025-05-18 16:25:39,712 - pyskl - INFO - Epoch [3][500/3940] lr: 2.499e-02, eta: 2 days, 23:39:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.3544, top5_acc: 0.7300, loss_cls: 7.4068, loss: 7.4068 +2025-05-18 16:26:23,779 - pyskl - INFO - Epoch [3][600/3940] lr: 2.499e-02, eta: 2 days, 23:38:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.3706, top5_acc: 0.7281, loss_cls: 7.5687, loss: 7.5687 +2025-05-18 16:27:07,871 - pyskl - INFO - Epoch [3][700/3940] lr: 2.499e-02, eta: 2 days, 23:37:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.3619, top5_acc: 0.7512, loss_cls: 7.3938, loss: 7.3938 +2025-05-18 16:27:51,872 - pyskl - INFO - Epoch [3][800/3940] lr: 2.499e-02, eta: 2 days, 23:36:25, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.3569, top5_acc: 0.7494, loss_cls: 7.3418, loss: 7.3418 +2025-05-18 16:28:35,883 - pyskl - INFO - Epoch [3][900/3940] lr: 2.499e-02, eta: 2 days, 23:35:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.3375, top5_acc: 0.7269, loss_cls: 7.5567, loss: 7.5567 +2025-05-18 16:29:19,835 - pyskl - INFO - Epoch [3][1000/3940] lr: 2.499e-02, eta: 2 days, 23:34:19, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.4094, top5_acc: 0.7794, loss_cls: 7.2412, loss: 7.2412 +2025-05-18 16:30:03,800 - pyskl - INFO - Epoch [3][1100/3940] lr: 2.499e-02, eta: 2 days, 23:33:15, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.4025, top5_acc: 0.7662, loss_cls: 7.1860, loss: 7.1860 +2025-05-18 16:30:47,761 - pyskl - INFO - Epoch [3][1200/3940] lr: 2.499e-02, eta: 2 days, 23:32:12, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.4000, top5_acc: 0.7494, loss_cls: 7.3234, loss: 7.3234 +2025-05-18 16:31:31,638 - pyskl - INFO - Epoch [3][1300/3940] lr: 2.499e-02, eta: 2 days, 23:31:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.3962, top5_acc: 0.7831, loss_cls: 7.1832, loss: 7.1832 +2025-05-18 16:32:15,539 - pyskl - INFO - Epoch [3][1400/3940] lr: 2.498e-02, eta: 2 days, 23:29:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.4119, top5_acc: 0.7644, loss_cls: 7.2397, loss: 7.2397 +2025-05-18 16:32:59,653 - pyskl - INFO - Epoch [3][1500/3940] lr: 2.498e-02, eta: 2 days, 23:29:05, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.4206, top5_acc: 0.7894, loss_cls: 7.0715, loss: 7.0715 +2025-05-18 16:33:43,590 - pyskl - INFO - Epoch [3][1600/3940] lr: 2.498e-02, eta: 2 days, 23:28:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.4325, top5_acc: 0.7913, loss_cls: 7.0776, loss: 7.0776 +2025-05-18 16:34:27,630 - pyskl - INFO - Epoch [3][1700/3940] lr: 2.498e-02, eta: 2 days, 23:27:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.4081, top5_acc: 0.7794, loss_cls: 7.1192, loss: 7.1192 +2025-05-18 16:35:11,571 - pyskl - INFO - Epoch [3][1800/3940] lr: 2.498e-02, eta: 2 days, 23:26:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.4019, top5_acc: 0.7612, loss_cls: 7.1987, loss: 7.1987 +2025-05-18 16:35:55,451 - pyskl - INFO - Epoch [3][1900/3940] lr: 2.498e-02, eta: 2 days, 23:24:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.4300, top5_acc: 0.7775, loss_cls: 7.0418, loss: 7.0418 +2025-05-18 16:36:39,386 - pyskl - INFO - Epoch [3][2000/3940] lr: 2.498e-02, eta: 2 days, 23:23:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.4356, top5_acc: 0.7969, loss_cls: 7.0360, loss: 7.0360 +2025-05-18 16:37:23,289 - pyskl - INFO - Epoch [3][2100/3940] lr: 2.498e-02, eta: 2 days, 23:22:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.4206, top5_acc: 0.8087, loss_cls: 6.9531, loss: 6.9531 +2025-05-18 16:38:07,219 - pyskl - INFO - Epoch [3][2200/3940] lr: 2.498e-02, eta: 2 days, 23:21:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.4263, top5_acc: 0.8019, loss_cls: 7.0368, loss: 7.0368 +2025-05-18 16:38:51,090 - pyskl - INFO - Epoch [3][2300/3940] lr: 2.498e-02, eta: 2 days, 23:20:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.4369, top5_acc: 0.8087, loss_cls: 6.9656, loss: 6.9656 +2025-05-18 16:39:35,018 - pyskl - INFO - Epoch [3][2400/3940] lr: 2.498e-02, eta: 2 days, 23:19:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.4481, top5_acc: 0.8106, loss_cls: 6.9415, loss: 6.9415 +2025-05-18 16:40:19,041 - pyskl - INFO - Epoch [3][2500/3940] lr: 2.498e-02, eta: 2 days, 23:18:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.4469, top5_acc: 0.7987, loss_cls: 6.9232, loss: 6.9232 +2025-05-18 16:41:02,960 - pyskl - INFO - Epoch [3][2600/3940] lr: 2.498e-02, eta: 2 days, 23:17:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.4525, top5_acc: 0.8050, loss_cls: 6.8452, loss: 6.8452 +2025-05-18 16:41:46,854 - pyskl - INFO - Epoch [3][2700/3940] lr: 2.498e-02, eta: 2 days, 23:16:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.4425, top5_acc: 0.8031, loss_cls: 6.7637, loss: 6.7637 +2025-05-18 16:42:30,761 - pyskl - INFO - Epoch [3][2800/3940] lr: 2.498e-02, eta: 2 days, 23:15:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.4594, top5_acc: 0.8131, loss_cls: 6.8040, loss: 6.8040 +2025-05-18 16:43:14,659 - pyskl - INFO - Epoch [3][2900/3940] lr: 2.498e-02, eta: 2 days, 23:14:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.4731, top5_acc: 0.8125, loss_cls: 6.8194, loss: 6.8194 +2025-05-18 16:43:58,612 - pyskl - INFO - Epoch [3][3000/3940] lr: 2.498e-02, eta: 2 days, 23:13:48, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.4562, top5_acc: 0.8231, loss_cls: 6.6624, loss: 6.6624 +2025-05-18 16:44:42,624 - pyskl - INFO - Epoch [3][3100/3940] lr: 2.498e-02, eta: 2 days, 23:12:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.4706, top5_acc: 0.8131, loss_cls: 6.7617, loss: 6.7617 +2025-05-18 16:45:26,529 - pyskl - INFO - Epoch [3][3200/3940] lr: 2.498e-02, eta: 2 days, 23:11:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.4600, top5_acc: 0.8313, loss_cls: 6.7055, loss: 6.7055 +2025-05-18 16:46:10,367 - pyskl - INFO - Epoch [3][3300/3940] lr: 2.498e-02, eta: 2 days, 23:10:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.4975, top5_acc: 0.8287, loss_cls: 6.5406, loss: 6.5406 +2025-05-18 16:46:54,202 - pyskl - INFO - Epoch [3][3400/3940] lr: 2.498e-02, eta: 2 days, 23:09:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.4850, top5_acc: 0.8512, loss_cls: 6.5645, loss: 6.5645 +2025-05-18 16:47:38,153 - pyskl - INFO - Epoch [3][3500/3940] lr: 2.498e-02, eta: 2 days, 23:08:52, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.4788, top5_acc: 0.8387, loss_cls: 6.5794, loss: 6.5794 +2025-05-18 16:48:22,054 - pyskl - INFO - Epoch [3][3600/3940] lr: 2.498e-02, eta: 2 days, 23:07:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.4894, top5_acc: 0.8369, loss_cls: 6.6075, loss: 6.6075 +2025-05-18 16:49:05,954 - pyskl - INFO - Epoch [3][3700/3940] lr: 2.498e-02, eta: 2 days, 23:06:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.4844, top5_acc: 0.8369, loss_cls: 6.7475, loss: 6.7475 +2025-05-18 16:49:49,793 - pyskl - INFO - Epoch [3][3800/3940] lr: 2.498e-02, eta: 2 days, 23:05:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.4869, top5_acc: 0.8306, loss_cls: 6.6836, loss: 6.6836 +2025-05-18 16:50:33,775 - pyskl - INFO - Epoch [3][3900/3940] lr: 2.498e-02, eta: 2 days, 23:04:59, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.4875, top5_acc: 0.8313, loss_cls: 6.6108, loss: 6.6108 +2025-05-18 16:50:51,985 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-05-18 16:54:15,473 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-18 16:54:15,945 - pyskl - INFO - +top1_acc 0.4283 +top5_acc 0.7883 +2025-05-18 16:54:16,018 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_2.pth was removed +2025-05-18 16:54:17,109 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-05-18 16:54:17,112 - pyskl - INFO - Best top1_acc is 0.4283 at 3 epoch. +2025-05-18 16:54:17,133 - pyskl - INFO - Epoch(val) [3][3183] top1_acc: 0.4283, top5_acc: 0.7883 +2025-05-18 16:55:28,082 - pyskl - INFO - Epoch [4][100/3940] lr: 2.497e-02, eta: 2 days, 23:11:19, time: 0.709, data_time: 0.267, memory: 13268, top1_acc: 0.4994, top5_acc: 0.8319, loss_cls: 6.5505, loss: 6.5505 +2025-05-18 16:56:12,100 - pyskl - INFO - Epoch [4][200/3940] lr: 2.497e-02, eta: 2 days, 23:10:23, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.4819, top5_acc: 0.8156, loss_cls: 6.6695, loss: 6.6695 +2025-05-18 16:56:56,147 - pyskl - INFO - Epoch [4][300/3940] lr: 2.497e-02, eta: 2 days, 23:09:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.4738, top5_acc: 0.8244, loss_cls: 6.5784, loss: 6.5784 +2025-05-18 16:57:40,136 - pyskl - INFO - Epoch [4][400/3940] lr: 2.497e-02, eta: 2 days, 23:08:32, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.4794, top5_acc: 0.8213, loss_cls: 6.6651, loss: 6.6651 +2025-05-18 16:58:24,114 - pyskl - INFO - Epoch [4][500/3940] lr: 2.497e-02, eta: 2 days, 23:07:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.5206, top5_acc: 0.8681, loss_cls: 6.2949, loss: 6.2949 +2025-05-18 16:59:08,035 - pyskl - INFO - Epoch [4][600/3940] lr: 2.497e-02, eta: 2 days, 23:06:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.5275, top5_acc: 0.8462, loss_cls: 6.4236, loss: 6.4236 +2025-05-18 16:59:51,915 - pyskl - INFO - Epoch [4][700/3940] lr: 2.497e-02, eta: 2 days, 23:05:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.5256, top5_acc: 0.8444, loss_cls: 6.3731, loss: 6.3731 +2025-05-18 17:00:35,816 - pyskl - INFO - Epoch [4][800/3940] lr: 2.497e-02, eta: 2 days, 23:04:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.5081, top5_acc: 0.8300, loss_cls: 6.4050, loss: 6.4050 +2025-05-18 17:01:19,720 - pyskl - INFO - Epoch [4][900/3940] lr: 2.497e-02, eta: 2 days, 23:03:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.5188, top5_acc: 0.8562, loss_cls: 6.2215, loss: 6.2215 +2025-05-18 17:02:03,688 - pyskl - INFO - Epoch [4][1000/3940] lr: 2.497e-02, eta: 2 days, 23:02:39, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.5162, top5_acc: 0.8588, loss_cls: 6.3987, loss: 6.3987 +2025-05-18 17:02:47,633 - pyskl - INFO - Epoch [4][1100/3940] lr: 2.497e-02, eta: 2 days, 23:01:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.5437, top5_acc: 0.8650, loss_cls: 6.1990, loss: 6.1990 +2025-05-18 17:03:31,579 - pyskl - INFO - Epoch [4][1200/3940] lr: 2.497e-02, eta: 2 days, 23:00:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.5444, top5_acc: 0.8544, loss_cls: 6.2122, loss: 6.2122 +2025-05-18 17:04:15,505 - pyskl - INFO - Epoch [4][1300/3940] lr: 2.497e-02, eta: 2 days, 22:59:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.5194, top5_acc: 0.8275, loss_cls: 6.4090, loss: 6.4090 +2025-05-18 17:04:59,342 - pyskl - INFO - Epoch [4][1400/3940] lr: 2.497e-02, eta: 2 days, 22:58:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.5487, top5_acc: 0.8562, loss_cls: 6.2475, loss: 6.2475 +2025-05-18 17:05:43,129 - pyskl - INFO - Epoch [4][1500/3940] lr: 2.497e-02, eta: 2 days, 22:57:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.5238, top5_acc: 0.8544, loss_cls: 6.2083, loss: 6.2083 +2025-05-18 17:06:26,967 - pyskl - INFO - Epoch [4][1600/3940] lr: 2.497e-02, eta: 2 days, 22:56:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.5537, top5_acc: 0.8400, loss_cls: 6.2403, loss: 6.2403 +2025-05-18 17:07:10,769 - pyskl - INFO - Epoch [4][1700/3940] lr: 2.497e-02, eta: 2 days, 22:55:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.5581, top5_acc: 0.8712, loss_cls: 6.0421, loss: 6.0421 +2025-05-18 17:07:54,613 - pyskl - INFO - Epoch [4][1800/3940] lr: 2.497e-02, eta: 2 days, 22:54:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.5469, top5_acc: 0.8550, loss_cls: 6.1248, loss: 6.1248 +2025-05-18 17:08:38,516 - pyskl - INFO - Epoch [4][1900/3940] lr: 2.497e-02, eta: 2 days, 22:53:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.5694, top5_acc: 0.8762, loss_cls: 5.9871, loss: 5.9871 +2025-05-18 17:09:22,373 - pyskl - INFO - Epoch [4][2000/3940] lr: 2.497e-02, eta: 2 days, 22:52:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.5344, top5_acc: 0.8588, loss_cls: 6.2848, loss: 6.2848 +2025-05-18 17:10:06,187 - pyskl - INFO - Epoch [4][2100/3940] lr: 2.497e-02, eta: 2 days, 22:51:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.5537, top5_acc: 0.8575, loss_cls: 6.0660, loss: 6.0660 +2025-05-18 17:10:50,011 - pyskl - INFO - Epoch [4][2200/3940] lr: 2.497e-02, eta: 2 days, 22:50:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.5606, top5_acc: 0.8662, loss_cls: 6.0608, loss: 6.0608 +2025-05-18 17:11:33,868 - pyskl - INFO - Epoch [4][2300/3940] lr: 2.496e-02, eta: 2 days, 22:49:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.5569, top5_acc: 0.8612, loss_cls: 6.1799, loss: 6.1799 +2025-05-18 17:12:17,703 - pyskl - INFO - Epoch [4][2400/3940] lr: 2.496e-02, eta: 2 days, 22:48:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.5587, top5_acc: 0.8606, loss_cls: 6.1253, loss: 6.1253 +2025-05-18 17:13:01,637 - pyskl - INFO - Epoch [4][2500/3940] lr: 2.496e-02, eta: 2 days, 22:47:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.5437, top5_acc: 0.8619, loss_cls: 6.1873, loss: 6.1873 +2025-05-18 17:13:45,381 - pyskl - INFO - Epoch [4][2600/3940] lr: 2.496e-02, eta: 2 days, 22:46:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.5831, top5_acc: 0.8619, loss_cls: 5.9640, loss: 5.9640 +2025-05-18 17:14:29,152 - pyskl - INFO - Epoch [4][2700/3940] lr: 2.496e-02, eta: 2 days, 22:45:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.5537, top5_acc: 0.8575, loss_cls: 6.1127, loss: 6.1127 +2025-05-18 17:15:12,861 - pyskl - INFO - Epoch [4][2800/3940] lr: 2.496e-02, eta: 2 days, 22:44:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.5506, top5_acc: 0.8806, loss_cls: 6.0377, loss: 6.0377 +2025-05-18 17:15:56,617 - pyskl - INFO - Epoch [4][2900/3940] lr: 2.496e-02, eta: 2 days, 22:43:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.5787, top5_acc: 0.8706, loss_cls: 6.0256, loss: 6.0256 +2025-05-18 17:16:40,523 - pyskl - INFO - Epoch [4][3000/3940] lr: 2.496e-02, eta: 2 days, 22:42:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.5687, top5_acc: 0.8756, loss_cls: 6.0112, loss: 6.0112 +2025-05-18 17:17:24,462 - pyskl - INFO - Epoch [4][3100/3940] lr: 2.496e-02, eta: 2 days, 22:41:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.5713, top5_acc: 0.8756, loss_cls: 6.0826, loss: 6.0826 +2025-05-18 17:18:08,432 - pyskl - INFO - Epoch [4][3200/3940] lr: 2.496e-02, eta: 2 days, 22:41:02, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.5575, top5_acc: 0.8619, loss_cls: 6.0104, loss: 6.0104 +2025-05-18 17:18:52,327 - pyskl - INFO - Epoch [4][3300/3940] lr: 2.496e-02, eta: 2 days, 22:40:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.5856, top5_acc: 0.8856, loss_cls: 5.8574, loss: 5.8574 +2025-05-18 17:19:36,252 - pyskl - INFO - Epoch [4][3400/3940] lr: 2.496e-02, eta: 2 days, 22:39:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.5913, top5_acc: 0.8819, loss_cls: 5.8490, loss: 5.8490 +2025-05-18 17:20:20,240 - pyskl - INFO - Epoch [4][3500/3940] lr: 2.496e-02, eta: 2 days, 22:38:22, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.5687, top5_acc: 0.8894, loss_cls: 5.8653, loss: 5.8653 +2025-05-18 17:21:04,168 - pyskl - INFO - Epoch [4][3600/3940] lr: 2.496e-02, eta: 2 days, 22:37:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.5913, top5_acc: 0.8938, loss_cls: 5.8849, loss: 5.8849 +2025-05-18 17:21:47,927 - pyskl - INFO - Epoch [4][3700/3940] lr: 2.496e-02, eta: 2 days, 22:36:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.5706, top5_acc: 0.8894, loss_cls: 6.0059, loss: 6.0059 +2025-05-18 17:22:31,614 - pyskl - INFO - Epoch [4][3800/3940] lr: 2.496e-02, eta: 2 days, 22:35:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.5775, top5_acc: 0.8894, loss_cls: 5.9177, loss: 5.9177 +2025-05-18 17:23:15,598 - pyskl - INFO - Epoch [4][3900/3940] lr: 2.496e-02, eta: 2 days, 22:34:36, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.5881, top5_acc: 0.8862, loss_cls: 5.8156, loss: 5.8156 +2025-05-18 17:23:33,694 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-05-18 17:26:55,671 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-18 17:26:56,136 - pyskl - INFO - +top1_acc 0.5727 +top5_acc 0.8796 +2025-05-18 17:26:56,186 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_3.pth was removed +2025-05-18 17:26:57,215 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-05-18 17:26:57,218 - pyskl - INFO - Best top1_acc is 0.5727 at 4 epoch. +2025-05-18 17:26:57,233 - pyskl - INFO - Epoch(val) [4][3183] top1_acc: 0.5727, top5_acc: 0.8796 +2025-05-18 17:28:06,327 - pyskl - INFO - Epoch [5][100/3940] lr: 2.496e-02, eta: 2 days, 22:37:57, time: 0.691, data_time: 0.251, memory: 13268, top1_acc: 0.5869, top5_acc: 0.8962, loss_cls: 5.7085, loss: 5.7085 +2025-05-18 17:28:50,281 - pyskl - INFO - Epoch [5][200/3940] lr: 2.496e-02, eta: 2 days, 22:37:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.5781, top5_acc: 0.8888, loss_cls: 5.8747, loss: 5.8747 +2025-05-18 17:29:34,280 - pyskl - INFO - Epoch [5][300/3940] lr: 2.495e-02, eta: 2 days, 22:36:12, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.5894, top5_acc: 0.8788, loss_cls: 5.7976, loss: 5.7976 +2025-05-18 17:30:18,282 - pyskl - INFO - Epoch [5][400/3940] lr: 2.495e-02, eta: 2 days, 22:35:20, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6081, top5_acc: 0.8762, loss_cls: 5.7418, loss: 5.7418 +2025-05-18 17:31:02,326 - pyskl - INFO - Epoch [5][500/3940] lr: 2.495e-02, eta: 2 days, 22:34:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.5837, top5_acc: 0.8919, loss_cls: 5.7758, loss: 5.7758 +2025-05-18 17:31:46,404 - pyskl - INFO - Epoch [5][600/3940] lr: 2.495e-02, eta: 2 days, 22:33:42, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.6019, top5_acc: 0.9012, loss_cls: 5.8675, loss: 5.8675 +2025-05-18 17:32:30,293 - pyskl - INFO - Epoch [5][700/3940] lr: 2.495e-02, eta: 2 days, 22:32:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.5856, top5_acc: 0.8894, loss_cls: 5.7572, loss: 5.7572 +2025-05-18 17:33:14,203 - pyskl - INFO - Epoch [5][800/3940] lr: 2.495e-02, eta: 2 days, 22:31:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.9031, loss_cls: 5.6176, loss: 5.6176 +2025-05-18 17:33:58,134 - pyskl - INFO - Epoch [5][900/3940] lr: 2.495e-02, eta: 2 days, 22:30:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6019, top5_acc: 0.8800, loss_cls: 5.8618, loss: 5.8618 +2025-05-18 17:34:42,105 - pyskl - INFO - Epoch [5][1000/3940] lr: 2.495e-02, eta: 2 days, 22:30:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.5887, top5_acc: 0.8931, loss_cls: 5.8187, loss: 5.8187 +2025-05-18 17:35:26,004 - pyskl - INFO - Epoch [5][1100/3940] lr: 2.495e-02, eta: 2 days, 22:29:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.5781, top5_acc: 0.8888, loss_cls: 5.6944, loss: 5.6944 +2025-05-18 17:36:09,970 - pyskl - INFO - Epoch [5][1200/3940] lr: 2.495e-02, eta: 2 days, 22:28:20, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6138, top5_acc: 0.8794, loss_cls: 5.7542, loss: 5.7542 +2025-05-18 17:36:53,905 - pyskl - INFO - Epoch [5][1300/3940] lr: 2.495e-02, eta: 2 days, 22:27:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.5906, top5_acc: 0.8925, loss_cls: 5.7927, loss: 5.7927 +2025-05-18 17:37:37,868 - pyskl - INFO - Epoch [5][1400/3940] lr: 2.495e-02, eta: 2 days, 22:26:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6044, top5_acc: 0.8825, loss_cls: 5.8823, loss: 5.8823 +2025-05-18 17:38:21,775 - pyskl - INFO - Epoch [5][1500/3940] lr: 2.495e-02, eta: 2 days, 22:25:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6050, top5_acc: 0.9006, loss_cls: 5.6501, loss: 5.6501 +2025-05-18 17:39:05,718 - pyskl - INFO - Epoch [5][1600/3940] lr: 2.495e-02, eta: 2 days, 22:24:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.5944, top5_acc: 0.8806, loss_cls: 5.7638, loss: 5.7638 +2025-05-18 17:39:49,681 - pyskl - INFO - Epoch [5][1700/3940] lr: 2.495e-02, eta: 2 days, 22:23:57, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.8862, loss_cls: 5.6027, loss: 5.6027 +2025-05-18 17:40:33,636 - pyskl - INFO - Epoch [5][1800/3940] lr: 2.495e-02, eta: 2 days, 22:23:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6119, top5_acc: 0.8962, loss_cls: 5.6894, loss: 5.6894 +2025-05-18 17:41:17,576 - pyskl - INFO - Epoch [5][1900/3940] lr: 2.494e-02, eta: 2 days, 22:22:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6000, top5_acc: 0.8912, loss_cls: 5.8090, loss: 5.8090 +2025-05-18 17:42:01,513 - pyskl - INFO - Epoch [5][2000/3940] lr: 2.494e-02, eta: 2 days, 22:21:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6038, top5_acc: 0.8981, loss_cls: 5.7396, loss: 5.7396 +2025-05-18 17:42:45,368 - pyskl - INFO - Epoch [5][2100/3940] lr: 2.494e-02, eta: 2 days, 22:20:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6194, top5_acc: 0.8900, loss_cls: 5.5971, loss: 5.5971 +2025-05-18 17:43:29,332 - pyskl - INFO - Epoch [5][2200/3940] lr: 2.494e-02, eta: 2 days, 22:19:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6062, top5_acc: 0.9006, loss_cls: 5.6473, loss: 5.6473 +2025-05-18 17:44:13,296 - pyskl - INFO - Epoch [5][2300/3940] lr: 2.494e-02, eta: 2 days, 22:18:44, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.5975, top5_acc: 0.9019, loss_cls: 5.6503, loss: 5.6503 +2025-05-18 17:44:57,215 - pyskl - INFO - Epoch [5][2400/3940] lr: 2.494e-02, eta: 2 days, 22:17:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6375, top5_acc: 0.9038, loss_cls: 5.5253, loss: 5.5253 +2025-05-18 17:45:41,119 - pyskl - INFO - Epoch [5][2500/3940] lr: 2.494e-02, eta: 2 days, 22:16:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6138, top5_acc: 0.8975, loss_cls: 5.7114, loss: 5.7114 +2025-05-18 17:46:25,054 - pyskl - INFO - Epoch [5][2600/3940] lr: 2.494e-02, eta: 2 days, 22:16:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6212, top5_acc: 0.8956, loss_cls: 5.5861, loss: 5.5861 +2025-05-18 17:47:08,971 - pyskl - INFO - Epoch [5][2700/3940] lr: 2.494e-02, eta: 2 days, 22:15:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.5956, top5_acc: 0.8869, loss_cls: 5.7283, loss: 5.7283 +2025-05-18 17:47:52,936 - pyskl - INFO - Epoch [5][2800/3940] lr: 2.494e-02, eta: 2 days, 22:14:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6331, top5_acc: 0.8931, loss_cls: 5.5523, loss: 5.5523 +2025-05-18 17:48:36,920 - pyskl - INFO - Epoch [5][2900/3940] lr: 2.494e-02, eta: 2 days, 22:13:34, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6119, top5_acc: 0.9056, loss_cls: 5.5636, loss: 5.5636 +2025-05-18 17:49:20,790 - pyskl - INFO - Epoch [5][3000/3940] lr: 2.494e-02, eta: 2 days, 22:12:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6162, top5_acc: 0.9006, loss_cls: 5.6125, loss: 5.6125 +2025-05-18 17:50:04,674 - pyskl - INFO - Epoch [5][3100/3940] lr: 2.494e-02, eta: 2 days, 22:11:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6144, top5_acc: 0.9031, loss_cls: 5.6463, loss: 5.6463 +2025-05-18 17:50:48,576 - pyskl - INFO - Epoch [5][3200/3940] lr: 2.494e-02, eta: 2 days, 22:10:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6219, top5_acc: 0.8888, loss_cls: 5.6299, loss: 5.6299 +2025-05-18 17:51:32,443 - pyskl - INFO - Epoch [5][3300/3940] lr: 2.494e-02, eta: 2 days, 22:10:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6288, top5_acc: 0.8981, loss_cls: 5.4675, loss: 5.4675 +2025-05-18 17:52:16,357 - pyskl - INFO - Epoch [5][3400/3940] lr: 2.494e-02, eta: 2 days, 22:09:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6294, top5_acc: 0.9006, loss_cls: 5.5108, loss: 5.5108 +2025-05-18 17:53:00,285 - pyskl - INFO - Epoch [5][3500/3940] lr: 2.493e-02, eta: 2 days, 22:08:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6294, top5_acc: 0.9144, loss_cls: 5.4978, loss: 5.4978 +2025-05-18 17:53:44,200 - pyskl - INFO - Epoch [5][3600/3940] lr: 2.493e-02, eta: 2 days, 22:07:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6369, top5_acc: 0.9075, loss_cls: 5.4319, loss: 5.4319 +2025-05-18 17:54:28,176 - pyskl - INFO - Epoch [5][3700/3940] lr: 2.493e-02, eta: 2 days, 22:06:38, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6275, top5_acc: 0.8894, loss_cls: 5.5387, loss: 5.5387 +2025-05-18 17:55:12,009 - pyskl - INFO - Epoch [5][3800/3940] lr: 2.493e-02, eta: 2 days, 22:05:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6388, top5_acc: 0.8981, loss_cls: 5.4865, loss: 5.4865 +2025-05-18 17:55:55,856 - pyskl - INFO - Epoch [5][3900/3940] lr: 2.493e-02, eta: 2 days, 22:04:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6281, top5_acc: 0.9062, loss_cls: 5.5251, loss: 5.5251 +2025-05-18 17:56:13,707 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-05-18 17:59:35,521 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-18 17:59:35,985 - pyskl - INFO - +top1_acc 0.5053 +top5_acc 0.8351 +2025-05-18 17:59:36,002 - pyskl - INFO - Epoch(val) [5][3183] top1_acc: 0.5053, top5_acc: 0.8351 +2025-05-18 18:00:45,394 - pyskl - INFO - Epoch [6][100/3940] lr: 2.493e-02, eta: 2 days, 22:07:28, time: 0.694, data_time: 0.253, memory: 13268, top1_acc: 0.6481, top5_acc: 0.9119, loss_cls: 5.4432, loss: 5.4432 +2025-05-18 18:01:29,452 - pyskl - INFO - Epoch [6][200/3940] lr: 2.493e-02, eta: 2 days, 22:06:40, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.6275, top5_acc: 0.9038, loss_cls: 5.4398, loss: 5.4398 +2025-05-18 18:02:13,410 - pyskl - INFO - Epoch [6][300/3940] lr: 2.493e-02, eta: 2 days, 22:05:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6181, top5_acc: 0.8938, loss_cls: 5.5381, loss: 5.5381 +2025-05-18 18:02:57,451 - pyskl - INFO - Epoch [6][400/3940] lr: 2.493e-02, eta: 2 days, 22:05:00, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6519, top5_acc: 0.9113, loss_cls: 5.2909, loss: 5.2909 +2025-05-18 18:03:41,556 - pyskl - INFO - Epoch [6][500/3940] lr: 2.493e-02, eta: 2 days, 22:04:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.6219, top5_acc: 0.9056, loss_cls: 5.4900, loss: 5.4900 +2025-05-18 18:04:25,562 - pyskl - INFO - Epoch [6][600/3940] lr: 2.493e-02, eta: 2 days, 22:03:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6312, top5_acc: 0.9081, loss_cls: 5.3434, loss: 5.3434 +2025-05-18 18:05:09,642 - pyskl - INFO - Epoch [6][700/3940] lr: 2.493e-02, eta: 2 days, 22:02:36, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.6631, top5_acc: 0.9169, loss_cls: 5.2152, loss: 5.2152 +2025-05-18 18:05:53,647 - pyskl - INFO - Epoch [6][800/3940] lr: 2.493e-02, eta: 2 days, 22:01:47, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6388, top5_acc: 0.9106, loss_cls: 5.3759, loss: 5.3759 +2025-05-18 18:06:37,629 - pyskl - INFO - Epoch [6][900/3940] lr: 2.493e-02, eta: 2 days, 22:00:57, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6300, top5_acc: 0.9069, loss_cls: 5.4023, loss: 5.4023 +2025-05-18 18:07:21,576 - pyskl - INFO - Epoch [6][1000/3940] lr: 2.492e-02, eta: 2 days, 22:00:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6500, top5_acc: 0.9062, loss_cls: 5.3081, loss: 5.3081 +2025-05-18 18:08:05,578 - pyskl - INFO - Epoch [6][1100/3940] lr: 2.492e-02, eta: 2 days, 21:59:17, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6375, top5_acc: 0.9113, loss_cls: 5.3377, loss: 5.3377 +2025-05-18 18:08:49,589 - pyskl - INFO - Epoch [6][1200/3940] lr: 2.492e-02, eta: 2 days, 21:58:28, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6519, top5_acc: 0.9081, loss_cls: 5.3791, loss: 5.3791 +2025-05-18 18:09:33,564 - pyskl - INFO - Epoch [6][1300/3940] lr: 2.492e-02, eta: 2 days, 21:57:38, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.9056, loss_cls: 5.3718, loss: 5.3718 +2025-05-18 18:10:17,613 - pyskl - INFO - Epoch [6][1400/3940] lr: 2.492e-02, eta: 2 days, 21:56:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6456, top5_acc: 0.9150, loss_cls: 5.3210, loss: 5.3210 +2025-05-18 18:11:01,575 - pyskl - INFO - Epoch [6][1500/3940] lr: 2.492e-02, eta: 2 days, 21:56:00, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6250, top5_acc: 0.9031, loss_cls: 5.4497, loss: 5.4497 +2025-05-18 18:11:45,563 - pyskl - INFO - Epoch [6][1600/3940] lr: 2.492e-02, eta: 2 days, 21:55:10, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6362, top5_acc: 0.9100, loss_cls: 5.4176, loss: 5.4176 +2025-05-18 18:12:29,415 - pyskl - INFO - Epoch [6][1700/3940] lr: 2.492e-02, eta: 2 days, 21:54:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6431, top5_acc: 0.8988, loss_cls: 5.3926, loss: 5.3926 +2025-05-18 18:13:13,230 - pyskl - INFO - Epoch [6][1800/3940] lr: 2.492e-02, eta: 2 days, 21:53:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6531, top5_acc: 0.9175, loss_cls: 5.2003, loss: 5.2003 +2025-05-18 18:13:57,046 - pyskl - INFO - Epoch [6][1900/3940] lr: 2.492e-02, eta: 2 days, 21:52:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6550, top5_acc: 0.9137, loss_cls: 5.2498, loss: 5.2498 +2025-05-18 18:14:40,877 - pyskl - INFO - Epoch [6][2000/3940] lr: 2.492e-02, eta: 2 days, 21:51:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9200, loss_cls: 5.2737, loss: 5.2737 +2025-05-18 18:15:24,807 - pyskl - INFO - Epoch [6][2100/3940] lr: 2.492e-02, eta: 2 days, 21:50:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6506, top5_acc: 0.9194, loss_cls: 5.3526, loss: 5.3526 +2025-05-18 18:16:08,641 - pyskl - INFO - Epoch [6][2200/3940] lr: 2.492e-02, eta: 2 days, 21:49:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6531, top5_acc: 0.9069, loss_cls: 5.3407, loss: 5.3407 +2025-05-18 18:16:52,457 - pyskl - INFO - Epoch [6][2300/3940] lr: 2.491e-02, eta: 2 days, 21:48:59, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6556, top5_acc: 0.9019, loss_cls: 5.3097, loss: 5.3097 +2025-05-18 18:17:36,370 - pyskl - INFO - Epoch [6][2400/3940] lr: 2.491e-02, eta: 2 days, 21:48:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.9106, loss_cls: 5.4272, loss: 5.4272 +2025-05-18 18:18:20,211 - pyskl - INFO - Epoch [6][2500/3940] lr: 2.491e-02, eta: 2 days, 21:47:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6556, top5_acc: 0.9081, loss_cls: 5.3648, loss: 5.3648 +2025-05-18 18:19:04,054 - pyskl - INFO - Epoch [6][2600/3940] lr: 2.491e-02, eta: 2 days, 21:46:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6538, top5_acc: 0.9137, loss_cls: 5.3168, loss: 5.3168 +2025-05-18 18:19:47,933 - pyskl - INFO - Epoch [6][2700/3940] lr: 2.491e-02, eta: 2 days, 21:45:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6500, top5_acc: 0.9187, loss_cls: 5.2946, loss: 5.2946 +2025-05-18 18:20:31,731 - pyskl - INFO - Epoch [6][2800/3940] lr: 2.491e-02, eta: 2 days, 21:44:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6306, top5_acc: 0.9075, loss_cls: 5.3608, loss: 5.3608 +2025-05-18 18:21:15,480 - pyskl - INFO - Epoch [6][2900/3940] lr: 2.491e-02, eta: 2 days, 21:43:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6444, top5_acc: 0.9181, loss_cls: 5.3616, loss: 5.3616 +2025-05-18 18:21:59,137 - pyskl - INFO - Epoch [6][3000/3940] lr: 2.491e-02, eta: 2 days, 21:42:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6750, top5_acc: 0.9206, loss_cls: 5.0893, loss: 5.0893 +2025-05-18 18:22:43,010 - pyskl - INFO - Epoch [6][3100/3940] lr: 2.491e-02, eta: 2 days, 21:41:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6456, top5_acc: 0.9169, loss_cls: 5.4004, loss: 5.4004 +2025-05-18 18:23:26,860 - pyskl - INFO - Epoch [6][3200/3940] lr: 2.491e-02, eta: 2 days, 21:41:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.9119, loss_cls: 5.2964, loss: 5.2964 +2025-05-18 18:24:10,727 - pyskl - INFO - Epoch [6][3300/3940] lr: 2.491e-02, eta: 2 days, 21:40:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6412, top5_acc: 0.9069, loss_cls: 5.4147, loss: 5.4147 +2025-05-18 18:24:54,667 - pyskl - INFO - Epoch [6][3400/3940] lr: 2.491e-02, eta: 2 days, 21:39:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6469, top5_acc: 0.9194, loss_cls: 5.2528, loss: 5.2528 +2025-05-18 18:25:38,526 - pyskl - INFO - Epoch [6][3500/3940] lr: 2.491e-02, eta: 2 days, 21:38:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9156, loss_cls: 5.1482, loss: 5.1482 +2025-05-18 18:26:22,324 - pyskl - INFO - Epoch [6][3600/3940] lr: 2.490e-02, eta: 2 days, 21:37:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6369, top5_acc: 0.9069, loss_cls: 5.3327, loss: 5.3327 +2025-05-18 18:27:06,101 - pyskl - INFO - Epoch [6][3700/3940] lr: 2.490e-02, eta: 2 days, 21:36:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9200, loss_cls: 5.3051, loss: 5.3051 +2025-05-18 18:27:49,960 - pyskl - INFO - Epoch [6][3800/3940] lr: 2.490e-02, eta: 2 days, 21:35:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.8981, loss_cls: 5.3208, loss: 5.3208 +2025-05-18 18:28:33,916 - pyskl - INFO - Epoch [6][3900/3940] lr: 2.490e-02, eta: 2 days, 21:35:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.9300, loss_cls: 5.1553, loss: 5.1553 +2025-05-18 18:28:51,925 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-05-18 18:32:13,496 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-18 18:32:13,955 - pyskl - INFO - +top1_acc 0.5590 +top5_acc 0.8650 +2025-05-18 18:32:13,972 - pyskl - INFO - Epoch(val) [6][3183] top1_acc: 0.5590, top5_acc: 0.8650 +2025-05-18 18:33:22,382 - pyskl - INFO - Epoch [7][100/3940] lr: 2.490e-02, eta: 2 days, 21:36:41, time: 0.684, data_time: 0.245, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9200, loss_cls: 5.2585, loss: 5.2585 +2025-05-18 18:34:06,485 - pyskl - INFO - Epoch [7][200/3940] lr: 2.490e-02, eta: 2 days, 21:35:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9175, loss_cls: 5.1202, loss: 5.1202 +2025-05-18 18:34:50,616 - pyskl - INFO - Epoch [7][300/3940] lr: 2.490e-02, eta: 2 days, 21:35:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9313, loss_cls: 5.1138, loss: 5.1138 +2025-05-18 18:35:34,516 - pyskl - INFO - Epoch [7][400/3940] lr: 2.490e-02, eta: 2 days, 21:34:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9237, loss_cls: 5.1448, loss: 5.1448 +2025-05-18 18:36:18,426 - pyskl - INFO - Epoch [7][500/3940] lr: 2.490e-02, eta: 2 days, 21:33:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6687, top5_acc: 0.9144, loss_cls: 5.1888, loss: 5.1888 +2025-05-18 18:37:02,293 - pyskl - INFO - Epoch [7][600/3940] lr: 2.490e-02, eta: 2 days, 21:32:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9131, loss_cls: 5.1914, loss: 5.1914 +2025-05-18 18:37:46,399 - pyskl - INFO - Epoch [7][700/3940] lr: 2.490e-02, eta: 2 days, 21:31:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9244, loss_cls: 5.1568, loss: 5.1568 +2025-05-18 18:38:30,269 - pyskl - INFO - Epoch [7][800/3940] lr: 2.489e-02, eta: 2 days, 21:31:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9137, loss_cls: 5.1742, loss: 5.1742 +2025-05-18 18:39:14,084 - pyskl - INFO - Epoch [7][900/3940] lr: 2.489e-02, eta: 2 days, 21:30:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9337, loss_cls: 5.1455, loss: 5.1455 +2025-05-18 18:39:58,071 - pyskl - INFO - Epoch [7][1000/3940] lr: 2.489e-02, eta: 2 days, 21:29:19, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9137, loss_cls: 5.1518, loss: 5.1518 +2025-05-18 18:40:41,939 - pyskl - INFO - Epoch [7][1100/3940] lr: 2.489e-02, eta: 2 days, 21:28:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6606, top5_acc: 0.9169, loss_cls: 5.1523, loss: 5.1523 +2025-05-18 18:41:25,750 - pyskl - INFO - Epoch [7][1200/3940] lr: 2.489e-02, eta: 2 days, 21:27:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9213, loss_cls: 5.2267, loss: 5.2267 +2025-05-18 18:42:09,539 - pyskl - INFO - Epoch [7][1300/3940] lr: 2.489e-02, eta: 2 days, 21:26:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9306, loss_cls: 5.0900, loss: 5.0900 +2025-05-18 18:42:53,359 - pyskl - INFO - Epoch [7][1400/3940] lr: 2.489e-02, eta: 2 days, 21:25:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9169, loss_cls: 5.0990, loss: 5.0990 +2025-05-18 18:43:37,254 - pyskl - INFO - Epoch [7][1500/3940] lr: 2.489e-02, eta: 2 days, 21:25:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9225, loss_cls: 5.1906, loss: 5.1906 +2025-05-18 18:44:21,081 - pyskl - INFO - Epoch [7][1600/3940] lr: 2.489e-02, eta: 2 days, 21:24:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6713, top5_acc: 0.9175, loss_cls: 5.2131, loss: 5.2131 +2025-05-18 18:45:04,906 - pyskl - INFO - Epoch [7][1700/3940] lr: 2.489e-02, eta: 2 days, 21:23:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9300, loss_cls: 4.8693, loss: 4.8693 +2025-05-18 18:45:48,771 - pyskl - INFO - Epoch [7][1800/3940] lr: 2.489e-02, eta: 2 days, 21:22:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6687, top5_acc: 0.9156, loss_cls: 5.1781, loss: 5.1781 +2025-05-18 18:46:32,711 - pyskl - INFO - Epoch [7][1900/3940] lr: 2.488e-02, eta: 2 days, 21:21:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9156, loss_cls: 5.0873, loss: 5.0873 +2025-05-18 18:47:16,565 - pyskl - INFO - Epoch [7][2000/3940] lr: 2.488e-02, eta: 2 days, 21:20:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9219, loss_cls: 5.2127, loss: 5.2127 +2025-05-18 18:48:00,553 - pyskl - INFO - Epoch [7][2100/3940] lr: 2.488e-02, eta: 2 days, 21:19:59, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9206, loss_cls: 5.0651, loss: 5.0651 +2025-05-18 18:48:44,603 - pyskl - INFO - Epoch [7][2200/3940] lr: 2.488e-02, eta: 2 days, 21:19:12, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9206, loss_cls: 5.1558, loss: 5.1558 +2025-05-18 18:49:28,437 - pyskl - INFO - Epoch [7][2300/3940] lr: 2.488e-02, eta: 2 days, 21:18:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6587, top5_acc: 0.9187, loss_cls: 5.1846, loss: 5.1846 +2025-05-18 18:50:12,254 - pyskl - INFO - Epoch [7][2400/3940] lr: 2.488e-02, eta: 2 days, 21:17:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9263, loss_cls: 5.1321, loss: 5.1321 +2025-05-18 18:50:56,080 - pyskl - INFO - Epoch [7][2500/3940] lr: 2.488e-02, eta: 2 days, 21:16:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9200, loss_cls: 5.0675, loss: 5.0675 +2025-05-18 18:51:39,915 - pyskl - INFO - Epoch [7][2600/3940] lr: 2.488e-02, eta: 2 days, 21:15:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9287, loss_cls: 5.0127, loss: 5.0127 +2025-05-18 18:52:23,788 - pyskl - INFO - Epoch [7][2700/3940] lr: 2.488e-02, eta: 2 days, 21:14:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6750, top5_acc: 0.9175, loss_cls: 5.0763, loss: 5.0763 +2025-05-18 18:53:07,584 - pyskl - INFO - Epoch [7][2800/3940] lr: 2.488e-02, eta: 2 days, 21:14:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9219, loss_cls: 5.1189, loss: 5.1189 +2025-05-18 18:53:51,447 - pyskl - INFO - Epoch [7][2900/3940] lr: 2.488e-02, eta: 2 days, 21:13:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6681, top5_acc: 0.9156, loss_cls: 5.1879, loss: 5.1879 +2025-05-18 18:54:35,351 - pyskl - INFO - Epoch [7][3000/3940] lr: 2.487e-02, eta: 2 days, 21:12:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9100, loss_cls: 5.2240, loss: 5.2240 +2025-05-18 18:55:19,202 - pyskl - INFO - Epoch [7][3100/3940] lr: 2.487e-02, eta: 2 days, 21:11:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9306, loss_cls: 5.0530, loss: 5.0530 +2025-05-18 18:56:03,039 - pyskl - INFO - Epoch [7][3200/3940] lr: 2.487e-02, eta: 2 days, 21:10:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9181, loss_cls: 5.1337, loss: 5.1337 +2025-05-18 18:56:46,902 - pyskl - INFO - Epoch [7][3300/3940] lr: 2.487e-02, eta: 2 days, 21:09:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6681, top5_acc: 0.9113, loss_cls: 5.1120, loss: 5.1120 +2025-05-18 18:57:30,739 - pyskl - INFO - Epoch [7][3400/3940] lr: 2.487e-02, eta: 2 days, 21:09:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9150, loss_cls: 5.1479, loss: 5.1479 +2025-05-18 18:58:14,570 - pyskl - INFO - Epoch [7][3500/3940] lr: 2.487e-02, eta: 2 days, 21:08:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6687, top5_acc: 0.9181, loss_cls: 5.0841, loss: 5.0841 +2025-05-18 18:58:58,569 - pyskl - INFO - Epoch [7][3600/3940] lr: 2.487e-02, eta: 2 days, 21:07:27, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9300, loss_cls: 5.0319, loss: 5.0319 +2025-05-18 18:59:42,406 - pyskl - INFO - Epoch [7][3700/3940] lr: 2.487e-02, eta: 2 days, 21:06:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9269, loss_cls: 4.9857, loss: 4.9857 +2025-05-18 19:00:26,277 - pyskl - INFO - Epoch [7][3800/3940] lr: 2.487e-02, eta: 2 days, 21:05:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6806, top5_acc: 0.9275, loss_cls: 5.0793, loss: 5.0793 +2025-05-18 19:01:10,190 - pyskl - INFO - Epoch [7][3900/3940] lr: 2.487e-02, eta: 2 days, 21:04:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9219, loss_cls: 5.1165, loss: 5.1165 +2025-05-18 19:01:28,097 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-05-18 19:04:49,795 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-18 19:04:50,264 - pyskl - INFO - +top1_acc 0.6152 +top5_acc 0.8897 +2025-05-18 19:04:50,316 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_4.pth was removed +2025-05-18 19:04:51,391 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-05-18 19:04:51,393 - pyskl - INFO - Best top1_acc is 0.6152 at 7 epoch. +2025-05-18 19:04:51,412 - pyskl - INFO - Epoch(val) [7][3183] top1_acc: 0.6152, top5_acc: 0.8897 +2025-05-18 19:05:59,957 - pyskl - INFO - Epoch [8][100/3940] lr: 2.486e-02, eta: 2 days, 21:06:13, time: 0.685, data_time: 0.249, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9219, loss_cls: 5.1259, loss: 5.1259 +2025-05-18 19:06:43,839 - pyskl - INFO - Epoch [8][200/3940] lr: 2.486e-02, eta: 2 days, 21:05:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9250, loss_cls: 4.9364, loss: 4.9364 +2025-05-18 19:07:27,952 - pyskl - INFO - Epoch [8][300/3940] lr: 2.486e-02, eta: 2 days, 21:04:38, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9275, loss_cls: 4.9746, loss: 4.9746 +2025-05-18 19:08:12,025 - pyskl - INFO - Epoch [8][400/3940] lr: 2.486e-02, eta: 2 days, 21:03:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9319, loss_cls: 5.0104, loss: 5.0104 +2025-05-18 19:08:56,296 - pyskl - INFO - Epoch [8][500/3940] lr: 2.486e-02, eta: 2 days, 21:03:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9263, loss_cls: 4.9703, loss: 4.9703 +2025-05-18 19:09:40,288 - pyskl - INFO - Epoch [8][600/3940] lr: 2.486e-02, eta: 2 days, 21:02:23, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9263, loss_cls: 5.0044, loss: 5.0044 +2025-05-18 19:10:24,288 - pyskl - INFO - Epoch [8][700/3940] lr: 2.486e-02, eta: 2 days, 21:01:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9419, loss_cls: 4.8638, loss: 4.8638 +2025-05-18 19:11:08,334 - pyskl - INFO - Epoch [8][800/3940] lr: 2.486e-02, eta: 2 days, 21:00:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9381, loss_cls: 4.9736, loss: 4.9736 +2025-05-18 19:11:52,405 - pyskl - INFO - Epoch [8][900/3940] lr: 2.486e-02, eta: 2 days, 21:00:03, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9163, loss_cls: 5.0879, loss: 5.0879 +2025-05-18 19:12:36,386 - pyskl - INFO - Epoch [8][1000/3940] lr: 2.486e-02, eta: 2 days, 20:59:15, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9331, loss_cls: 4.8499, loss: 4.8499 +2025-05-18 19:13:20,302 - pyskl - INFO - Epoch [8][1100/3940] lr: 2.486e-02, eta: 2 days, 20:58:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9169, loss_cls: 5.1041, loss: 5.1041 +2025-05-18 19:14:04,223 - pyskl - INFO - Epoch [8][1200/3940] lr: 2.485e-02, eta: 2 days, 20:57:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9319, loss_cls: 4.9226, loss: 4.9226 +2025-05-18 19:14:48,112 - pyskl - INFO - Epoch [8][1300/3940] lr: 2.485e-02, eta: 2 days, 20:56:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9294, loss_cls: 5.1128, loss: 5.1128 +2025-05-18 19:15:31,995 - pyskl - INFO - Epoch [8][1400/3940] lr: 2.485e-02, eta: 2 days, 20:55:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9313, loss_cls: 4.7408, loss: 4.7408 +2025-05-18 19:16:15,863 - pyskl - INFO - Epoch [8][1500/3940] lr: 2.485e-02, eta: 2 days, 20:55:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9263, loss_cls: 4.9967, loss: 4.9967 +2025-05-18 19:16:59,782 - pyskl - INFO - Epoch [8][1600/3940] lr: 2.485e-02, eta: 2 days, 20:54:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9206, loss_cls: 4.9903, loss: 4.9903 +2025-05-18 19:17:43,674 - pyskl - INFO - Epoch [8][1700/3940] lr: 2.485e-02, eta: 2 days, 20:53:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9319, loss_cls: 4.8733, loss: 4.8733 +2025-05-18 19:18:27,526 - pyskl - INFO - Epoch [8][1800/3940] lr: 2.485e-02, eta: 2 days, 20:52:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9319, loss_cls: 4.9505, loss: 4.9505 +2025-05-18 19:19:11,472 - pyskl - INFO - Epoch [8][1900/3940] lr: 2.485e-02, eta: 2 days, 20:51:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9325, loss_cls: 4.9626, loss: 4.9626 +2025-05-18 19:19:55,342 - pyskl - INFO - Epoch [8][2000/3940] lr: 2.485e-02, eta: 2 days, 20:51:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9306, loss_cls: 4.9624, loss: 4.9624 +2025-05-18 19:20:39,211 - pyskl - INFO - Epoch [8][2100/3940] lr: 2.484e-02, eta: 2 days, 20:50:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9206, loss_cls: 4.9461, loss: 4.9461 +2025-05-18 19:21:23,085 - pyskl - INFO - Epoch [8][2200/3940] lr: 2.484e-02, eta: 2 days, 20:49:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9200, loss_cls: 4.9743, loss: 4.9743 +2025-05-18 19:22:06,910 - pyskl - INFO - Epoch [8][2300/3940] lr: 2.484e-02, eta: 2 days, 20:48:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9131, loss_cls: 5.0506, loss: 5.0506 +2025-05-18 19:22:50,922 - pyskl - INFO - Epoch [8][2400/3940] lr: 2.484e-02, eta: 2 days, 20:47:48, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9237, loss_cls: 4.9647, loss: 4.9647 +2025-05-18 19:23:35,219 - pyskl - INFO - Epoch [8][2500/3940] lr: 2.484e-02, eta: 2 days, 20:47:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9237, loss_cls: 5.0830, loss: 5.0830 +2025-05-18 19:24:19,399 - pyskl - INFO - Epoch [8][2600/3940] lr: 2.484e-02, eta: 2 days, 20:46:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9294, loss_cls: 4.8714, loss: 4.8714 +2025-05-18 19:25:03,386 - pyskl - INFO - Epoch [8][2700/3940] lr: 2.484e-02, eta: 2 days, 20:45:36, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9337, loss_cls: 4.9632, loss: 4.9632 +2025-05-18 19:25:47,267 - pyskl - INFO - Epoch [8][2800/3940] lr: 2.484e-02, eta: 2 days, 20:44:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9319, loss_cls: 5.0179, loss: 5.0179 +2025-05-18 19:26:31,192 - pyskl - INFO - Epoch [8][2900/3940] lr: 2.484e-02, eta: 2 days, 20:43:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9306, loss_cls: 4.8744, loss: 4.8744 +2025-05-18 19:27:15,034 - pyskl - INFO - Epoch [8][3000/3940] lr: 2.484e-02, eta: 2 days, 20:43:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9225, loss_cls: 4.9724, loss: 4.9724 +2025-05-18 19:27:59,020 - pyskl - INFO - Epoch [8][3100/3940] lr: 2.483e-02, eta: 2 days, 20:42:22, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9337, loss_cls: 4.7756, loss: 4.7756 +2025-05-18 19:28:42,851 - pyskl - INFO - Epoch [8][3200/3940] lr: 2.483e-02, eta: 2 days, 20:41:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9269, loss_cls: 4.8930, loss: 4.8930 +2025-05-18 19:29:26,705 - pyskl - INFO - Epoch [8][3300/3940] lr: 2.483e-02, eta: 2 days, 20:40:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9269, loss_cls: 4.9389, loss: 4.9389 +2025-05-18 19:30:10,690 - pyskl - INFO - Epoch [8][3400/3940] lr: 2.483e-02, eta: 2 days, 20:39:56, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9294, loss_cls: 4.9322, loss: 4.9322 +2025-05-18 19:30:54,659 - pyskl - INFO - Epoch [8][3500/3940] lr: 2.483e-02, eta: 2 days, 20:39:09, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9294, loss_cls: 4.8269, loss: 4.8269 +2025-05-18 19:31:38,520 - pyskl - INFO - Epoch [8][3600/3940] lr: 2.483e-02, eta: 2 days, 20:38:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9206, loss_cls: 4.9808, loss: 4.9808 +2025-05-18 19:32:22,424 - pyskl - INFO - Epoch [8][3700/3940] lr: 2.483e-02, eta: 2 days, 20:37:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9275, loss_cls: 4.8855, loss: 4.8855 +2025-05-18 19:33:06,409 - pyskl - INFO - Epoch [8][3800/3940] lr: 2.483e-02, eta: 2 days, 20:36:44, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9306, loss_cls: 4.9628, loss: 4.9628 +2025-05-18 19:33:50,452 - pyskl - INFO - Epoch [8][3900/3940] lr: 2.483e-02, eta: 2 days, 20:35:59, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9337, loss_cls: 4.9567, loss: 4.9567 +2025-05-18 19:34:08,370 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-05-18 19:37:30,301 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-18 19:37:30,769 - pyskl - INFO - +top1_acc 0.6221 +top5_acc 0.9082 +2025-05-18 19:37:30,821 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_7.pth was removed +2025-05-18 19:37:31,899 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2025-05-18 19:37:31,901 - pyskl - INFO - Best top1_acc is 0.6221 at 8 epoch. +2025-05-18 19:37:31,920 - pyskl - INFO - Epoch(val) [8][3183] top1_acc: 0.6221, top5_acc: 0.9082 +2025-05-18 19:38:40,942 - pyskl - INFO - Epoch [9][100/3940] lr: 2.482e-02, eta: 2 days, 20:37:05, time: 0.690, data_time: 0.250, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9337, loss_cls: 4.9343, loss: 4.9343 +2025-05-18 19:39:24,970 - pyskl - INFO - Epoch [9][200/3940] lr: 2.482e-02, eta: 2 days, 20:36:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9350, loss_cls: 4.8590, loss: 4.8590 +2025-05-18 19:40:09,023 - pyskl - INFO - Epoch [9][300/3940] lr: 2.482e-02, eta: 2 days, 20:35:32, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9450, loss_cls: 4.7299, loss: 4.7299 +2025-05-18 19:40:53,102 - pyskl - INFO - Epoch [9][400/3940] lr: 2.482e-02, eta: 2 days, 20:34:46, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9344, loss_cls: 4.8325, loss: 4.8325 +2025-05-18 19:41:37,068 - pyskl - INFO - Epoch [9][500/3940] lr: 2.482e-02, eta: 2 days, 20:33:59, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9250, loss_cls: 4.8836, loss: 4.8836 +2025-05-18 19:42:21,049 - pyskl - INFO - Epoch [9][600/3940] lr: 2.482e-02, eta: 2 days, 20:33:12, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9256, loss_cls: 4.9567, loss: 4.9567 +2025-05-18 19:43:04,935 - pyskl - INFO - Epoch [9][700/3940] lr: 2.482e-02, eta: 2 days, 20:32:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9337, loss_cls: 4.8644, loss: 4.8644 +2025-05-18 19:43:49,039 - pyskl - INFO - Epoch [9][800/3940] lr: 2.482e-02, eta: 2 days, 20:31:38, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9331, loss_cls: 4.9226, loss: 4.9226 +2025-05-18 19:44:33,106 - pyskl - INFO - Epoch [9][900/3940] lr: 2.481e-02, eta: 2 days, 20:30:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9219, loss_cls: 5.0598, loss: 5.0598 +2025-05-18 19:45:17,066 - pyskl - INFO - Epoch [9][1000/3940] lr: 2.481e-02, eta: 2 days, 20:30:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9413, loss_cls: 4.6887, loss: 4.6887 +2025-05-18 19:46:00,988 - pyskl - INFO - Epoch [9][1100/3940] lr: 2.481e-02, eta: 2 days, 20:29:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9344, loss_cls: 4.8153, loss: 4.8153 +2025-05-18 19:46:44,733 - pyskl - INFO - Epoch [9][1200/3940] lr: 2.481e-02, eta: 2 days, 20:28:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9337, loss_cls: 4.9105, loss: 4.9105 +2025-05-18 19:47:28,535 - pyskl - INFO - Epoch [9][1300/3940] lr: 2.481e-02, eta: 2 days, 20:27:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9369, loss_cls: 4.8042, loss: 4.8042 +2025-05-18 19:48:12,368 - pyskl - INFO - Epoch [9][1400/3940] lr: 2.481e-02, eta: 2 days, 20:26:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9356, loss_cls: 4.7544, loss: 4.7544 +2025-05-18 19:48:56,184 - pyskl - INFO - Epoch [9][1500/3940] lr: 2.481e-02, eta: 2 days, 20:25:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9394, loss_cls: 4.6401, loss: 4.6401 +2025-05-18 19:49:40,009 - pyskl - INFO - Epoch [9][1600/3940] lr: 2.481e-02, eta: 2 days, 20:25:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9375, loss_cls: 4.8692, loss: 4.8692 +2025-05-18 19:50:23,831 - pyskl - INFO - Epoch [9][1700/3940] lr: 2.481e-02, eta: 2 days, 20:24:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9300, loss_cls: 4.8296, loss: 4.8296 +2025-05-18 19:51:07,600 - pyskl - INFO - Epoch [9][1800/3940] lr: 2.480e-02, eta: 2 days, 20:23:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9381, loss_cls: 4.8752, loss: 4.8752 +2025-05-18 19:51:51,370 - pyskl - INFO - Epoch [9][1900/3940] lr: 2.480e-02, eta: 2 days, 20:22:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9356, loss_cls: 4.8154, loss: 4.8154 +2025-05-18 19:52:35,198 - pyskl - INFO - Epoch [9][2000/3940] lr: 2.480e-02, eta: 2 days, 20:21:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9369, loss_cls: 4.9285, loss: 4.9285 +2025-05-18 19:53:18,928 - pyskl - INFO - Epoch [9][2100/3940] lr: 2.480e-02, eta: 2 days, 20:20:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9337, loss_cls: 4.8304, loss: 4.8304 +2025-05-18 19:54:02,665 - pyskl - INFO - Epoch [9][2200/3940] lr: 2.480e-02, eta: 2 days, 20:20:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9337, loss_cls: 4.7427, loss: 4.7427 +2025-05-18 19:54:46,454 - pyskl - INFO - Epoch [9][2300/3940] lr: 2.480e-02, eta: 2 days, 20:19:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9231, loss_cls: 4.8533, loss: 4.8533 +2025-05-18 19:55:30,153 - pyskl - INFO - Epoch [9][2400/3940] lr: 2.480e-02, eta: 2 days, 20:18:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9319, loss_cls: 4.7989, loss: 4.7989 +2025-05-18 19:56:13,999 - pyskl - INFO - Epoch [9][2500/3940] lr: 2.480e-02, eta: 2 days, 20:17:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9456, loss_cls: 4.6978, loss: 4.6978 +2025-05-18 19:56:57,725 - pyskl - INFO - Epoch [9][2600/3940] lr: 2.479e-02, eta: 2 days, 20:16:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9269, loss_cls: 4.9104, loss: 4.9104 +2025-05-18 19:57:41,536 - pyskl - INFO - Epoch [9][2700/3940] lr: 2.479e-02, eta: 2 days, 20:15:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9494, loss_cls: 4.7507, loss: 4.7507 +2025-05-18 19:58:25,329 - pyskl - INFO - Epoch [9][2800/3940] lr: 2.479e-02, eta: 2 days, 20:15:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9337, loss_cls: 4.8102, loss: 4.8102 +2025-05-18 19:59:09,167 - pyskl - INFO - Epoch [9][2900/3940] lr: 2.479e-02, eta: 2 days, 20:14:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9300, loss_cls: 4.8382, loss: 4.8382 +2025-05-18 19:59:52,999 - pyskl - INFO - Epoch [9][3000/3940] lr: 2.479e-02, eta: 2 days, 20:13:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9263, loss_cls: 4.8526, loss: 4.8526 +2025-05-18 20:00:36,810 - pyskl - INFO - Epoch [9][3100/3940] lr: 2.479e-02, eta: 2 days, 20:12:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9369, loss_cls: 4.8379, loss: 4.8379 +2025-05-18 20:01:20,635 - pyskl - INFO - Epoch [9][3200/3940] lr: 2.479e-02, eta: 2 days, 20:11:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9413, loss_cls: 4.7899, loss: 4.7899 +2025-05-18 20:02:04,456 - pyskl - INFO - Epoch [9][3300/3940] lr: 2.479e-02, eta: 2 days, 20:10:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9294, loss_cls: 4.8019, loss: 4.8019 +2025-05-18 20:02:48,266 - pyskl - INFO - Epoch [9][3400/3940] lr: 2.479e-02, eta: 2 days, 20:10:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9413, loss_cls: 4.6904, loss: 4.6904 +2025-05-18 20:03:32,103 - pyskl - INFO - Epoch [9][3500/3940] lr: 2.478e-02, eta: 2 days, 20:09:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9413, loss_cls: 4.6933, loss: 4.6933 +2025-05-18 20:04:15,905 - pyskl - INFO - Epoch [9][3600/3940] lr: 2.478e-02, eta: 2 days, 20:08:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9325, loss_cls: 4.8422, loss: 4.8422 +2025-05-18 20:04:59,699 - pyskl - INFO - Epoch [9][3700/3940] lr: 2.478e-02, eta: 2 days, 20:07:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9231, loss_cls: 4.9631, loss: 4.9631 +2025-05-18 20:05:43,516 - pyskl - INFO - Epoch [9][3800/3940] lr: 2.478e-02, eta: 2 days, 20:06:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9300, loss_cls: 4.8869, loss: 4.8869 +2025-05-18 20:06:27,304 - pyskl - INFO - Epoch [9][3900/3940] lr: 2.478e-02, eta: 2 days, 20:06:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9387, loss_cls: 4.8022, loss: 4.8022 +2025-05-18 20:06:45,235 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-05-18 20:10:06,802 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-18 20:10:07,269 - pyskl - INFO - +top1_acc 0.6279 +top5_acc 0.9052 +2025-05-18 20:10:07,322 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_8.pth was removed +2025-05-18 20:10:08,366 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-05-18 20:10:08,369 - pyskl - INFO - Best top1_acc is 0.6279 at 9 epoch. +2025-05-18 20:10:08,386 - pyskl - INFO - Epoch(val) [9][3183] top1_acc: 0.6279, top5_acc: 0.9052 +2025-05-18 20:11:17,530 - pyskl - INFO - Epoch [10][100/3940] lr: 2.478e-02, eta: 2 days, 20:06:55, time: 0.691, data_time: 0.252, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9237, loss_cls: 4.9124, loss: 4.9124 +2025-05-18 20:12:01,758 - pyskl - INFO - Epoch [10][200/3940] lr: 2.478e-02, eta: 2 days, 20:06:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9363, loss_cls: 4.7247, loss: 4.7247 +2025-05-18 20:12:45,841 - pyskl - INFO - Epoch [10][300/3940] lr: 2.477e-02, eta: 2 days, 20:05:27, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9450, loss_cls: 4.6551, loss: 4.6551 +2025-05-18 20:13:29,797 - pyskl - INFO - Epoch [10][400/3940] lr: 2.477e-02, eta: 2 days, 20:04:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9369, loss_cls: 4.7662, loss: 4.7662 +2025-05-18 20:14:13,815 - pyskl - INFO - Epoch [10][500/3940] lr: 2.477e-02, eta: 2 days, 20:03:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9406, loss_cls: 4.6856, loss: 4.6856 +2025-05-18 20:14:57,822 - pyskl - INFO - Epoch [10][600/3940] lr: 2.477e-02, eta: 2 days, 20:03:07, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9369, loss_cls: 4.7437, loss: 4.7437 +2025-05-18 20:15:41,701 - pyskl - INFO - Epoch [10][700/3940] lr: 2.477e-02, eta: 2 days, 20:02:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9413, loss_cls: 4.8047, loss: 4.8047 +2025-05-18 20:16:25,932 - pyskl - INFO - Epoch [10][800/3940] lr: 2.477e-02, eta: 2 days, 20:01:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9475, loss_cls: 4.6053, loss: 4.6053 +2025-05-18 20:17:10,222 - pyskl - INFO - Epoch [10][900/3940] lr: 2.477e-02, eta: 2 days, 20:00:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9375, loss_cls: 4.8644, loss: 4.8644 +2025-05-18 20:17:54,515 - pyskl - INFO - Epoch [10][1000/3940] lr: 2.477e-02, eta: 2 days, 20:00:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9369, loss_cls: 4.7045, loss: 4.7045 +2025-05-18 20:18:38,812 - pyskl - INFO - Epoch [10][1100/3940] lr: 2.476e-02, eta: 2 days, 19:59:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9325, loss_cls: 4.7167, loss: 4.7167 +2025-05-18 20:19:22,811 - pyskl - INFO - Epoch [10][1200/3940] lr: 2.476e-02, eta: 2 days, 19:58:44, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9219, loss_cls: 4.8212, loss: 4.8212 +2025-05-18 20:20:06,889 - pyskl - INFO - Epoch [10][1300/3940] lr: 2.476e-02, eta: 2 days, 19:57:59, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9394, loss_cls: 4.8372, loss: 4.8372 +2025-05-18 20:20:50,882 - pyskl - INFO - Epoch [10][1400/3940] lr: 2.476e-02, eta: 2 days, 19:57:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9406, loss_cls: 4.7694, loss: 4.7694 +2025-05-18 20:21:34,791 - pyskl - INFO - Epoch [10][1500/3940] lr: 2.476e-02, eta: 2 days, 19:56:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9513, loss_cls: 4.6766, loss: 4.6766 +2025-05-18 20:22:18,649 - pyskl - INFO - Epoch [10][1600/3940] lr: 2.476e-02, eta: 2 days, 19:55:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9375, loss_cls: 4.6508, loss: 4.6508 +2025-05-18 20:23:02,534 - pyskl - INFO - Epoch [10][1700/3940] lr: 2.476e-02, eta: 2 days, 19:54:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9225, loss_cls: 4.8542, loss: 4.8542 +2025-05-18 20:23:46,508 - pyskl - INFO - Epoch [10][1800/3940] lr: 2.476e-02, eta: 2 days, 19:54:02, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9331, loss_cls: 4.7236, loss: 4.7236 +2025-05-18 20:24:30,566 - pyskl - INFO - Epoch [10][1900/3940] lr: 2.475e-02, eta: 2 days, 19:53:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9400, loss_cls: 4.6884, loss: 4.6884 +2025-05-18 20:25:14,501 - pyskl - INFO - Epoch [10][2000/3940] lr: 2.475e-02, eta: 2 days, 19:52:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9300, loss_cls: 4.8814, loss: 4.8814 +2025-05-18 20:25:58,216 - pyskl - INFO - Epoch [10][2100/3940] lr: 2.475e-02, eta: 2 days, 19:51:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9419, loss_cls: 4.7027, loss: 4.7027 +2025-05-18 20:26:41,922 - pyskl - INFO - Epoch [10][2200/3940] lr: 2.475e-02, eta: 2 days, 19:50:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9413, loss_cls: 4.7397, loss: 4.7397 +2025-05-18 20:27:25,831 - pyskl - INFO - Epoch [10][2300/3940] lr: 2.475e-02, eta: 2 days, 19:50:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9363, loss_cls: 4.6245, loss: 4.6245 +2025-05-18 20:28:09,757 - pyskl - INFO - Epoch [10][2400/3940] lr: 2.475e-02, eta: 2 days, 19:49:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9294, loss_cls: 4.8058, loss: 4.8058 +2025-05-18 20:28:53,432 - pyskl - INFO - Epoch [10][2500/3940] lr: 2.475e-02, eta: 2 days, 19:48:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9381, loss_cls: 4.6911, loss: 4.6911 +2025-05-18 20:29:37,422 - pyskl - INFO - Epoch [10][2600/3940] lr: 2.475e-02, eta: 2 days, 19:47:36, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9319, loss_cls: 4.7333, loss: 4.7333 +2025-05-18 20:30:21,267 - pyskl - INFO - Epoch [10][2700/3940] lr: 2.474e-02, eta: 2 days, 19:46:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9494, loss_cls: 4.6385, loss: 4.6385 +2025-05-18 20:31:05,242 - pyskl - INFO - Epoch [10][2800/3940] lr: 2.474e-02, eta: 2 days, 19:46:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9444, loss_cls: 4.5910, loss: 4.5910 +2025-05-18 20:31:49,194 - pyskl - INFO - Epoch [10][2900/3940] lr: 2.474e-02, eta: 2 days, 19:45:14, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9413, loss_cls: 4.7513, loss: 4.7513 +2025-05-18 20:32:33,091 - pyskl - INFO - Epoch [10][3000/3940] lr: 2.474e-02, eta: 2 days, 19:44:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9381, loss_cls: 4.6388, loss: 4.6388 +2025-05-18 20:33:16,929 - pyskl - INFO - Epoch [10][3100/3940] lr: 2.474e-02, eta: 2 days, 19:43:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9406, loss_cls: 4.6142, loss: 4.6142 +2025-05-18 20:34:00,820 - pyskl - INFO - Epoch [10][3200/3940] lr: 2.474e-02, eta: 2 days, 19:42:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9425, loss_cls: 4.5926, loss: 4.5926 +2025-05-18 20:34:44,620 - pyskl - INFO - Epoch [10][3300/3940] lr: 2.474e-02, eta: 2 days, 19:42:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9381, loss_cls: 4.7569, loss: 4.7569 +2025-05-18 20:35:28,495 - pyskl - INFO - Epoch [10][3400/3940] lr: 2.473e-02, eta: 2 days, 19:41:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9337, loss_cls: 4.7871, loss: 4.7871 +2025-05-18 20:36:12,360 - pyskl - INFO - Epoch [10][3500/3940] lr: 2.473e-02, eta: 2 days, 19:40:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9381, loss_cls: 4.6527, loss: 4.6527 +2025-05-18 20:36:56,253 - pyskl - INFO - Epoch [10][3600/3940] lr: 2.473e-02, eta: 2 days, 19:39:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9363, loss_cls: 4.7322, loss: 4.7322 +2025-05-18 20:37:40,306 - pyskl - INFO - Epoch [10][3700/3940] lr: 2.473e-02, eta: 2 days, 19:38:53, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9306, loss_cls: 4.7457, loss: 4.7457 +2025-05-18 20:38:24,236 - pyskl - INFO - Epoch [10][3800/3940] lr: 2.473e-02, eta: 2 days, 19:38:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9337, loss_cls: 4.8782, loss: 4.8782 +2025-05-18 20:39:08,247 - pyskl - INFO - Epoch [10][3900/3940] lr: 2.473e-02, eta: 2 days, 19:37:20, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9363, loss_cls: 4.7403, loss: 4.7403 +2025-05-18 20:39:26,315 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-05-18 20:42:47,828 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-18 20:42:48,293 - pyskl - INFO - +top1_acc 0.5875 +top5_acc 0.8801 +2025-05-18 20:42:48,312 - pyskl - INFO - Epoch(val) [10][3183] top1_acc: 0.5875, top5_acc: 0.8801 +2025-05-18 20:43:57,192 - pyskl - INFO - Epoch [11][100/3940] lr: 2.473e-02, eta: 2 days, 19:37:58, time: 0.689, data_time: 0.251, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9475, loss_cls: 4.5727, loss: 4.5727 +2025-05-18 20:44:41,074 - pyskl - INFO - Epoch [11][200/3940] lr: 2.472e-02, eta: 2 days, 19:37:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9487, loss_cls: 4.5904, loss: 4.5904 +2025-05-18 20:45:24,856 - pyskl - INFO - Epoch [11][300/3940] lr: 2.472e-02, eta: 2 days, 19:36:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9375, loss_cls: 4.7979, loss: 4.7979 +2025-05-18 20:46:08,767 - pyskl - INFO - Epoch [11][400/3940] lr: 2.472e-02, eta: 2 days, 19:35:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9456, loss_cls: 4.5789, loss: 4.5789 +2025-05-18 20:46:52,625 - pyskl - INFO - Epoch [11][500/3940] lr: 2.472e-02, eta: 2 days, 19:34:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9431, loss_cls: 4.6535, loss: 4.6535 +2025-05-18 20:47:36,482 - pyskl - INFO - Epoch [11][600/3940] lr: 2.472e-02, eta: 2 days, 19:33:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9381, loss_cls: 4.7183, loss: 4.7183 +2025-05-18 20:48:20,345 - pyskl - INFO - Epoch [11][700/3940] lr: 2.472e-02, eta: 2 days, 19:33:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9463, loss_cls: 4.5338, loss: 4.5338 +2025-05-18 20:49:04,277 - pyskl - INFO - Epoch [11][800/3940] lr: 2.472e-02, eta: 2 days, 19:32:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9350, loss_cls: 4.7038, loss: 4.7038 +2025-05-18 20:49:48,267 - pyskl - INFO - Epoch [11][900/3940] lr: 2.471e-02, eta: 2 days, 19:31:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9425, loss_cls: 4.5744, loss: 4.5744 +2025-05-18 20:50:32,200 - pyskl - INFO - Epoch [11][1000/3940] lr: 2.471e-02, eta: 2 days, 19:30:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9463, loss_cls: 4.6427, loss: 4.6427 +2025-05-18 20:51:16,178 - pyskl - INFO - Epoch [11][1100/3940] lr: 2.471e-02, eta: 2 days, 19:30:02, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9325, loss_cls: 4.6755, loss: 4.6755 +2025-05-18 20:52:00,052 - pyskl - INFO - Epoch [11][1200/3940] lr: 2.471e-02, eta: 2 days, 19:29:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9425, loss_cls: 4.7217, loss: 4.7217 +2025-05-18 20:52:43,938 - pyskl - INFO - Epoch [11][1300/3940] lr: 2.471e-02, eta: 2 days, 19:28:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9487, loss_cls: 4.6847, loss: 4.6847 +2025-05-18 20:53:27,776 - pyskl - INFO - Epoch [11][1400/3940] lr: 2.471e-02, eta: 2 days, 19:27:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9344, loss_cls: 4.7645, loss: 4.7645 +2025-05-18 20:54:11,745 - pyskl - INFO - Epoch [11][1500/3940] lr: 2.471e-02, eta: 2 days, 19:26:52, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9437, loss_cls: 4.7062, loss: 4.7062 +2025-05-18 20:54:55,622 - pyskl - INFO - Epoch [11][1600/3940] lr: 2.470e-02, eta: 2 days, 19:26:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9463, loss_cls: 4.5608, loss: 4.5608 +2025-05-18 20:55:39,623 - pyskl - INFO - Epoch [11][1700/3940] lr: 2.470e-02, eta: 2 days, 19:25:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9387, loss_cls: 4.7607, loss: 4.7607 +2025-05-18 20:56:23,591 - pyskl - INFO - Epoch [11][1800/3940] lr: 2.470e-02, eta: 2 days, 19:24:32, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9387, loss_cls: 4.6218, loss: 4.6218 +2025-05-18 20:57:07,616 - pyskl - INFO - Epoch [11][1900/3940] lr: 2.470e-02, eta: 2 days, 19:23:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9363, loss_cls: 4.6511, loss: 4.6511 +2025-05-18 20:57:51,462 - pyskl - INFO - Epoch [11][2000/3940] lr: 2.470e-02, eta: 2 days, 19:22:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9444, loss_cls: 4.5331, loss: 4.5331 +2025-05-18 20:58:35,229 - pyskl - INFO - Epoch [11][2100/3940] lr: 2.470e-02, eta: 2 days, 19:22:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9406, loss_cls: 4.5661, loss: 4.5661 +2025-05-18 20:59:18,856 - pyskl - INFO - Epoch [11][2200/3940] lr: 2.470e-02, eta: 2 days, 19:21:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9325, loss_cls: 4.6765, loss: 4.6765 +2025-05-18 21:00:02,634 - pyskl - INFO - Epoch [11][2300/3940] lr: 2.469e-02, eta: 2 days, 19:20:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9344, loss_cls: 4.7210, loss: 4.7210 +2025-05-18 21:00:46,565 - pyskl - INFO - Epoch [11][2400/3940] lr: 2.469e-02, eta: 2 days, 19:19:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9463, loss_cls: 4.5605, loss: 4.5605 +2025-05-18 21:01:30,416 - pyskl - INFO - Epoch [11][2500/3940] lr: 2.469e-02, eta: 2 days, 19:18:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9400, loss_cls: 4.7374, loss: 4.7374 +2025-05-18 21:02:14,307 - pyskl - INFO - Epoch [11][2600/3940] lr: 2.469e-02, eta: 2 days, 19:18:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9444, loss_cls: 4.6721, loss: 4.6721 +2025-05-18 21:02:58,189 - pyskl - INFO - Epoch [11][2700/3940] lr: 2.469e-02, eta: 2 days, 19:17:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9387, loss_cls: 4.7994, loss: 4.7994 +2025-05-18 21:03:41,990 - pyskl - INFO - Epoch [11][2800/3940] lr: 2.469e-02, eta: 2 days, 19:16:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9369, loss_cls: 4.6541, loss: 4.6541 +2025-05-18 21:04:25,912 - pyskl - INFO - Epoch [11][2900/3940] lr: 2.469e-02, eta: 2 days, 19:15:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9419, loss_cls: 4.6298, loss: 4.6298 +2025-05-18 21:05:09,801 - pyskl - INFO - Epoch [11][3000/3940] lr: 2.468e-02, eta: 2 days, 19:14:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9387, loss_cls: 4.6921, loss: 4.6921 +2025-05-18 21:05:53,619 - pyskl - INFO - Epoch [11][3100/3940] lr: 2.468e-02, eta: 2 days, 19:14:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9444, loss_cls: 4.6354, loss: 4.6354 +2025-05-18 21:06:37,499 - pyskl - INFO - Epoch [11][3200/3940] lr: 2.468e-02, eta: 2 days, 19:13:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9400, loss_cls: 4.5621, loss: 4.5621 +2025-05-18 21:07:21,517 - pyskl - INFO - Epoch [11][3300/3940] lr: 2.468e-02, eta: 2 days, 19:12:36, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9400, loss_cls: 4.6141, loss: 4.6141 +2025-05-18 21:08:05,523 - pyskl - INFO - Epoch [11][3400/3940] lr: 2.468e-02, eta: 2 days, 19:11:51, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9431, loss_cls: 4.5269, loss: 4.5269 +2025-05-18 21:08:49,314 - pyskl - INFO - Epoch [11][3500/3940] lr: 2.468e-02, eta: 2 days, 19:11:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 4.5656, loss: 4.5656 +2025-05-18 21:09:33,176 - pyskl - INFO - Epoch [11][3600/3940] lr: 2.467e-02, eta: 2 days, 19:10:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9431, loss_cls: 4.6167, loss: 4.6167 +2025-05-18 21:10:17,087 - pyskl - INFO - Epoch [11][3700/3940] lr: 2.467e-02, eta: 2 days, 19:09:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9450, loss_cls: 4.5672, loss: 4.5672 +2025-05-18 21:11:00,938 - pyskl - INFO - Epoch [11][3800/3940] lr: 2.467e-02, eta: 2 days, 19:08:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9469, loss_cls: 4.6798, loss: 4.6798 +2025-05-18 21:11:44,908 - pyskl - INFO - Epoch [11][3900/3940] lr: 2.467e-02, eta: 2 days, 19:07:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9325, loss_cls: 4.6987, loss: 4.6987 +2025-05-18 21:12:02,789 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-05-18 21:15:24,211 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-18 21:15:24,680 - pyskl - INFO - +top1_acc 0.6874 +top5_acc 0.9278 +2025-05-18 21:15:24,732 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_9.pth was removed +2025-05-18 21:15:25,812 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2025-05-18 21:15:25,814 - pyskl - INFO - Best top1_acc is 0.6874 at 11 epoch. +2025-05-18 21:15:25,832 - pyskl - INFO - Epoch(val) [11][3183] top1_acc: 0.6874, top5_acc: 0.9278 +2025-05-18 21:16:34,411 - pyskl - INFO - Epoch [12][100/3940] lr: 2.467e-02, eta: 2 days, 19:08:18, time: 0.686, data_time: 0.247, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9469, loss_cls: 4.6595, loss: 4.6595 +2025-05-18 21:17:18,285 - pyskl - INFO - Epoch [12][200/3940] lr: 2.467e-02, eta: 2 days, 19:07:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 4.4451, loss: 4.4451 +2025-05-18 21:18:02,032 - pyskl - INFO - Epoch [12][300/3940] lr: 2.467e-02, eta: 2 days, 19:06:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9350, loss_cls: 4.6751, loss: 4.6751 +2025-05-18 21:18:45,997 - pyskl - INFO - Epoch [12][400/3940] lr: 2.466e-02, eta: 2 days, 19:05:55, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9513, loss_cls: 4.5620, loss: 4.5620 +2025-05-18 21:19:30,000 - pyskl - INFO - Epoch [12][500/3940] lr: 2.466e-02, eta: 2 days, 19:05:09, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9525, loss_cls: 4.4453, loss: 4.4453 +2025-05-18 21:20:13,946 - pyskl - INFO - Epoch [12][600/3940] lr: 2.466e-02, eta: 2 days, 19:04:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9369, loss_cls: 4.6248, loss: 4.6248 +2025-05-18 21:20:57,782 - pyskl - INFO - Epoch [12][700/3940] lr: 2.466e-02, eta: 2 days, 19:03:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9563, loss_cls: 4.4538, loss: 4.4538 +2025-05-18 21:21:41,509 - pyskl - INFO - Epoch [12][800/3940] lr: 2.466e-02, eta: 2 days, 19:02:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9375, loss_cls: 4.7629, loss: 4.7629 +2025-05-18 21:22:25,427 - pyskl - INFO - Epoch [12][900/3940] lr: 2.466e-02, eta: 2 days, 19:01:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9494, loss_cls: 4.6264, loss: 4.6264 +2025-05-18 21:23:09,349 - pyskl - INFO - Epoch [12][1000/3940] lr: 2.465e-02, eta: 2 days, 19:01:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9469, loss_cls: 4.5446, loss: 4.5446 +2025-05-18 21:23:53,533 - pyskl - INFO - Epoch [12][1100/3940] lr: 2.465e-02, eta: 2 days, 19:00:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9444, loss_cls: 4.6488, loss: 4.6488 +2025-05-18 21:24:37,613 - pyskl - INFO - Epoch [12][1200/3940] lr: 2.465e-02, eta: 2 days, 18:59:44, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9450, loss_cls: 4.5909, loss: 4.5909 +2025-05-18 21:25:21,617 - pyskl - INFO - Epoch [12][1300/3940] lr: 2.465e-02, eta: 2 days, 18:58:58, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 4.5873, loss: 4.5873 +2025-05-18 21:26:05,653 - pyskl - INFO - Epoch [12][1400/3940] lr: 2.465e-02, eta: 2 days, 18:58:12, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9481, loss_cls: 4.4755, loss: 4.4755 +2025-05-18 21:26:49,596 - pyskl - INFO - Epoch [12][1500/3940] lr: 2.465e-02, eta: 2 days, 18:57:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9425, loss_cls: 4.7431, loss: 4.7431 +2025-05-18 21:27:33,515 - pyskl - INFO - Epoch [12][1600/3940] lr: 2.465e-02, eta: 2 days, 18:56:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9456, loss_cls: 4.5579, loss: 4.5579 +2025-05-18 21:28:17,466 - pyskl - INFO - Epoch [12][1700/3940] lr: 2.464e-02, eta: 2 days, 18:55:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9406, loss_cls: 4.6226, loss: 4.6226 +2025-05-18 21:29:01,224 - pyskl - INFO - Epoch [12][1800/3940] lr: 2.464e-02, eta: 2 days, 18:55:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 4.5392, loss: 4.5392 +2025-05-18 21:29:45,313 - pyskl - INFO - Epoch [12][1900/3940] lr: 2.464e-02, eta: 2 days, 18:54:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9519, loss_cls: 4.5163, loss: 4.5163 +2025-05-18 21:30:29,061 - pyskl - INFO - Epoch [12][2000/3940] lr: 2.464e-02, eta: 2 days, 18:53:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9469, loss_cls: 4.4106, loss: 4.4106 +2025-05-18 21:31:12,964 - pyskl - INFO - Epoch [12][2100/3940] lr: 2.464e-02, eta: 2 days, 18:52:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9350, loss_cls: 4.6108, loss: 4.6108 +2025-05-18 21:31:56,834 - pyskl - INFO - Epoch [12][2200/3940] lr: 2.464e-02, eta: 2 days, 18:51:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9506, loss_cls: 4.5049, loss: 4.5049 +2025-05-18 21:32:40,577 - pyskl - INFO - Epoch [12][2300/3940] lr: 2.463e-02, eta: 2 days, 18:51:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9494, loss_cls: 4.5369, loss: 4.5369 +2025-05-18 21:33:24,685 - pyskl - INFO - Epoch [12][2400/3940] lr: 2.463e-02, eta: 2 days, 18:50:23, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9463, loss_cls: 4.5652, loss: 4.5652 +2025-05-18 21:34:08,543 - pyskl - INFO - Epoch [12][2500/3940] lr: 2.463e-02, eta: 2 days, 18:49:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9387, loss_cls: 4.6811, loss: 4.6811 +2025-05-18 21:34:52,707 - pyskl - INFO - Epoch [12][2600/3940] lr: 2.463e-02, eta: 2 days, 18:48:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9613, loss_cls: 4.4816, loss: 4.4816 +2025-05-18 21:35:36,503 - pyskl - INFO - Epoch [12][2700/3940] lr: 2.463e-02, eta: 2 days, 18:48:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9394, loss_cls: 4.5764, loss: 4.5764 +2025-05-18 21:36:20,286 - pyskl - INFO - Epoch [12][2800/3940] lr: 2.463e-02, eta: 2 days, 18:47:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9369, loss_cls: 4.5451, loss: 4.5451 +2025-05-18 21:37:04,417 - pyskl - INFO - Epoch [12][2900/3940] lr: 2.462e-02, eta: 2 days, 18:46:32, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9413, loss_cls: 4.5244, loss: 4.5244 +2025-05-18 21:37:48,211 - pyskl - INFO - Epoch [12][3000/3940] lr: 2.462e-02, eta: 2 days, 18:45:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9431, loss_cls: 4.6455, loss: 4.6455 +2025-05-18 21:38:32,083 - pyskl - INFO - Epoch [12][3100/3940] lr: 2.462e-02, eta: 2 days, 18:44:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9494, loss_cls: 4.5063, loss: 4.5063 +2025-05-18 21:39:15,909 - pyskl - INFO - Epoch [12][3200/3940] lr: 2.462e-02, eta: 2 days, 18:44:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9331, loss_cls: 4.7061, loss: 4.7061 +2025-05-18 21:39:59,896 - pyskl - INFO - Epoch [12][3300/3940] lr: 2.462e-02, eta: 2 days, 18:43:23, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9425, loss_cls: 4.5608, loss: 4.5608 +2025-05-18 21:40:43,833 - pyskl - INFO - Epoch [12][3400/3940] lr: 2.462e-02, eta: 2 days, 18:42:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9469, loss_cls: 4.4277, loss: 4.4277 +2025-05-18 21:41:27,772 - pyskl - INFO - Epoch [12][3500/3940] lr: 2.461e-02, eta: 2 days, 18:41:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9425, loss_cls: 4.6043, loss: 4.6043 +2025-05-18 21:42:11,736 - pyskl - INFO - Epoch [12][3600/3940] lr: 2.461e-02, eta: 2 days, 18:41:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9394, loss_cls: 4.6852, loss: 4.6852 +2025-05-18 21:42:55,683 - pyskl - INFO - Epoch [12][3700/3940] lr: 2.461e-02, eta: 2 days, 18:40:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9387, loss_cls: 4.4405, loss: 4.4405 +2025-05-18 21:43:39,790 - pyskl - INFO - Epoch [12][3800/3940] lr: 2.461e-02, eta: 2 days, 18:39:34, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9400, loss_cls: 4.5505, loss: 4.5505 +2025-05-18 21:44:23,890 - pyskl - INFO - Epoch [12][3900/3940] lr: 2.461e-02, eta: 2 days, 18:38:50, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9450, loss_cls: 4.5865, loss: 4.5865 +2025-05-18 21:44:41,841 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-05-18 21:48:03,855 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-18 21:48:04,317 - pyskl - INFO - +top1_acc 0.6829 +top5_acc 0.9349 +2025-05-18 21:48:04,335 - pyskl - INFO - Epoch(val) [12][3183] top1_acc: 0.6829, top5_acc: 0.9349 +2025-05-18 21:49:13,687 - pyskl - INFO - Epoch [13][100/3940] lr: 2.461e-02, eta: 2 days, 18:39:15, time: 0.693, data_time: 0.249, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9513, loss_cls: 4.3734, loss: 4.3734 +2025-05-18 21:49:57,840 - pyskl - INFO - Epoch [13][200/3940] lr: 2.460e-02, eta: 2 days, 18:38:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9456, loss_cls: 4.4830, loss: 4.4830 +2025-05-18 21:50:41,917 - pyskl - INFO - Epoch [13][300/3940] lr: 2.460e-02, eta: 2 days, 18:37:46, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9550, loss_cls: 4.5824, loss: 4.5824 +2025-05-18 21:51:25,726 - pyskl - INFO - Epoch [13][400/3940] lr: 2.460e-02, eta: 2 days, 18:36:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9456, loss_cls: 4.4651, loss: 4.4651 +2025-05-18 21:52:09,670 - pyskl - INFO - Epoch [13][500/3940] lr: 2.460e-02, eta: 2 days, 18:36:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9387, loss_cls: 4.5551, loss: 4.5551 +2025-05-18 21:52:53,879 - pyskl - INFO - Epoch [13][600/3940] lr: 2.460e-02, eta: 2 days, 18:35:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 4.5808, loss: 4.5808 +2025-05-18 21:53:37,749 - pyskl - INFO - Epoch [13][700/3940] lr: 2.460e-02, eta: 2 days, 18:34:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9531, loss_cls: 4.5280, loss: 4.5280 +2025-05-18 21:54:21,607 - pyskl - INFO - Epoch [13][800/3940] lr: 2.459e-02, eta: 2 days, 18:33:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9450, loss_cls: 4.6296, loss: 4.6296 +2025-05-18 21:55:05,463 - pyskl - INFO - Epoch [13][900/3940] lr: 2.459e-02, eta: 2 days, 18:33:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9463, loss_cls: 4.5918, loss: 4.5918 +2025-05-18 21:55:49,330 - pyskl - INFO - Epoch [13][1000/3940] lr: 2.459e-02, eta: 2 days, 18:32:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9519, loss_cls: 4.4619, loss: 4.4619 +2025-05-18 21:56:33,235 - pyskl - INFO - Epoch [13][1100/3940] lr: 2.459e-02, eta: 2 days, 18:31:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9381, loss_cls: 4.6674, loss: 4.6674 +2025-05-18 21:57:17,139 - pyskl - INFO - Epoch [13][1200/3940] lr: 2.459e-02, eta: 2 days, 18:30:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9481, loss_cls: 4.6280, loss: 4.6280 +2025-05-18 21:58:01,106 - pyskl - INFO - Epoch [13][1300/3940] lr: 2.459e-02, eta: 2 days, 18:30:00, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9494, loss_cls: 4.4391, loss: 4.4391 +2025-05-18 21:58:45,208 - pyskl - INFO - Epoch [13][1400/3940] lr: 2.458e-02, eta: 2 days, 18:29:15, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 4.2923, loss: 4.2923 +2025-05-18 21:59:29,215 - pyskl - INFO - Epoch [13][1500/3940] lr: 2.458e-02, eta: 2 days, 18:28:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9475, loss_cls: 4.4785, loss: 4.4785 +2025-05-18 22:00:13,214 - pyskl - INFO - Epoch [13][1600/3940] lr: 2.458e-02, eta: 2 days, 18:27:44, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9425, loss_cls: 4.4598, loss: 4.4598 +2025-05-18 22:00:57,222 - pyskl - INFO - Epoch [13][1700/3940] lr: 2.458e-02, eta: 2 days, 18:26:58, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9450, loss_cls: 4.5287, loss: 4.5287 +2025-05-18 22:01:41,381 - pyskl - INFO - Epoch [13][1800/3940] lr: 2.458e-02, eta: 2 days, 18:26:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9331, loss_cls: 4.6228, loss: 4.6228 +2025-05-18 22:02:25,264 - pyskl - INFO - Epoch [13][1900/3940] lr: 2.458e-02, eta: 2 days, 18:25:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9506, loss_cls: 4.5573, loss: 4.5573 +2025-05-18 22:03:09,362 - pyskl - INFO - Epoch [13][2000/3940] lr: 2.457e-02, eta: 2 days, 18:24:43, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9387, loss_cls: 4.4897, loss: 4.4897 +2025-05-18 22:03:53,427 - pyskl - INFO - Epoch [13][2100/3940] lr: 2.457e-02, eta: 2 days, 18:23:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9413, loss_cls: 4.6391, loss: 4.6391 +2025-05-18 22:04:37,471 - pyskl - INFO - Epoch [13][2200/3940] lr: 2.457e-02, eta: 2 days, 18:23:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9413, loss_cls: 4.5724, loss: 4.5724 +2025-05-18 22:05:21,417 - pyskl - INFO - Epoch [13][2300/3940] lr: 2.457e-02, eta: 2 days, 18:22:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9450, loss_cls: 4.5472, loss: 4.5472 +2025-05-18 22:06:05,518 - pyskl - INFO - Epoch [13][2400/3940] lr: 2.457e-02, eta: 2 days, 18:21:42, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9306, loss_cls: 4.5876, loss: 4.5876 +2025-05-18 22:06:49,494 - pyskl - INFO - Epoch [13][2500/3940] lr: 2.456e-02, eta: 2 days, 18:20:57, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9400, loss_cls: 4.6316, loss: 4.6316 +2025-05-18 22:07:33,543 - pyskl - INFO - Epoch [13][2600/3940] lr: 2.456e-02, eta: 2 days, 18:20:12, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9494, loss_cls: 4.4419, loss: 4.4419 +2025-05-18 22:08:17,670 - pyskl - INFO - Epoch [13][2700/3940] lr: 2.456e-02, eta: 2 days, 18:19:27, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9369, loss_cls: 4.6315, loss: 4.6315 +2025-05-18 22:09:01,765 - pyskl - INFO - Epoch [13][2800/3940] lr: 2.456e-02, eta: 2 days, 18:18:43, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 4.3908, loss: 4.3908 +2025-05-18 22:09:45,716 - pyskl - INFO - Epoch [13][2900/3940] lr: 2.456e-02, eta: 2 days, 18:17:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9337, loss_cls: 4.6160, loss: 4.6160 +2025-05-18 22:10:29,717 - pyskl - INFO - Epoch [13][3000/3940] lr: 2.456e-02, eta: 2 days, 18:17:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9487, loss_cls: 4.5438, loss: 4.5438 +2025-05-18 22:11:13,699 - pyskl - INFO - Epoch [13][3100/3940] lr: 2.455e-02, eta: 2 days, 18:16:25, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9456, loss_cls: 4.4093, loss: 4.4093 +2025-05-18 22:11:57,831 - pyskl - INFO - Epoch [13][3200/3940] lr: 2.455e-02, eta: 2 days, 18:15:41, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9413, loss_cls: 4.4260, loss: 4.4260 +2025-05-18 22:12:41,796 - pyskl - INFO - Epoch [13][3300/3940] lr: 2.455e-02, eta: 2 days, 18:14:55, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9506, loss_cls: 4.4480, loss: 4.4480 +2025-05-18 22:13:25,772 - pyskl - INFO - Epoch [13][3400/3940] lr: 2.455e-02, eta: 2 days, 18:14:10, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9506, loss_cls: 4.4631, loss: 4.4631 +2025-05-18 22:14:09,693 - pyskl - INFO - Epoch [13][3500/3940] lr: 2.455e-02, eta: 2 days, 18:13:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9531, loss_cls: 4.3898, loss: 4.3898 +2025-05-18 22:14:53,640 - pyskl - INFO - Epoch [13][3600/3940] lr: 2.455e-02, eta: 2 days, 18:12:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9425, loss_cls: 4.5505, loss: 4.5505 +2025-05-18 22:15:37,276 - pyskl - INFO - Epoch [13][3700/3940] lr: 2.454e-02, eta: 2 days, 18:11:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9463, loss_cls: 4.5688, loss: 4.5688 +2025-05-18 22:16:21,219 - pyskl - INFO - Epoch [13][3800/3940] lr: 2.454e-02, eta: 2 days, 18:11:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9356, loss_cls: 4.5413, loss: 4.5413 +2025-05-18 22:17:05,138 - pyskl - INFO - Epoch [13][3900/3940] lr: 2.454e-02, eta: 2 days, 18:10:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9456, loss_cls: 4.5196, loss: 4.5196 +2025-05-18 22:17:23,090 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-05-18 22:20:44,375 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-18 22:20:44,835 - pyskl - INFO - +top1_acc 0.6567 +top5_acc 0.9184 +2025-05-18 22:20:44,851 - pyskl - INFO - Epoch(val) [13][3183] top1_acc: 0.6567, top5_acc: 0.9184 +2025-05-18 22:21:53,956 - pyskl - INFO - Epoch [14][100/3940] lr: 2.454e-02, eta: 2 days, 18:10:30, time: 0.691, data_time: 0.251, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9481, loss_cls: 4.5085, loss: 4.5085 +2025-05-18 22:22:37,862 - pyskl - INFO - Epoch [14][200/3940] lr: 2.454e-02, eta: 2 days, 18:09:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9544, loss_cls: 4.4558, loss: 4.4558 +2025-05-18 22:23:21,758 - pyskl - INFO - Epoch [14][300/3940] lr: 2.453e-02, eta: 2 days, 18:08:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9425, loss_cls: 4.5078, loss: 4.5078 +2025-05-18 22:24:05,557 - pyskl - INFO - Epoch [14][400/3940] lr: 2.453e-02, eta: 2 days, 18:08:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9587, loss_cls: 4.4595, loss: 4.4595 +2025-05-18 22:24:49,506 - pyskl - INFO - Epoch [14][500/3940] lr: 2.453e-02, eta: 2 days, 18:07:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9475, loss_cls: 4.4867, loss: 4.4867 +2025-05-18 22:25:33,422 - pyskl - INFO - Epoch [14][600/3940] lr: 2.453e-02, eta: 2 days, 18:06:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9513, loss_cls: 4.3537, loss: 4.3537 +2025-05-18 22:26:17,303 - pyskl - INFO - Epoch [14][700/3940] lr: 2.453e-02, eta: 2 days, 18:05:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9587, loss_cls: 4.4332, loss: 4.4332 +2025-05-18 22:27:01,180 - pyskl - INFO - Epoch [14][800/3940] lr: 2.453e-02, eta: 2 days, 18:05:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9437, loss_cls: 4.4059, loss: 4.4059 +2025-05-18 22:27:45,054 - pyskl - INFO - Epoch [14][900/3940] lr: 2.452e-02, eta: 2 days, 18:04:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9463, loss_cls: 4.5253, loss: 4.5253 +2025-05-18 22:28:28,943 - pyskl - INFO - Epoch [14][1000/3940] lr: 2.452e-02, eta: 2 days, 18:03:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9550, loss_cls: 4.3926, loss: 4.3926 +2025-05-18 22:29:12,862 - pyskl - INFO - Epoch [14][1100/3940] lr: 2.452e-02, eta: 2 days, 18:02:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9437, loss_cls: 4.5121, loss: 4.5121 +2025-05-18 22:29:56,791 - pyskl - INFO - Epoch [14][1200/3940] lr: 2.452e-02, eta: 2 days, 18:01:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9425, loss_cls: 4.4175, loss: 4.4175 +2025-05-18 22:30:40,718 - pyskl - INFO - Epoch [14][1300/3940] lr: 2.452e-02, eta: 2 days, 18:01:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9469, loss_cls: 4.4925, loss: 4.4925 +2025-05-18 22:31:24,934 - pyskl - INFO - Epoch [14][1400/3940] lr: 2.451e-02, eta: 2 days, 18:00:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9494, loss_cls: 4.4784, loss: 4.4784 +2025-05-18 22:32:08,943 - pyskl - INFO - Epoch [14][1500/3940] lr: 2.451e-02, eta: 2 days, 17:59:42, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9437, loss_cls: 4.4972, loss: 4.4972 +2025-05-18 22:32:52,899 - pyskl - INFO - Epoch [14][1600/3940] lr: 2.451e-02, eta: 2 days, 17:58:56, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9481, loss_cls: 4.3739, loss: 4.3739 +2025-05-18 22:33:37,017 - pyskl - INFO - Epoch [14][1700/3940] lr: 2.451e-02, eta: 2 days, 17:58:11, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9431, loss_cls: 4.5182, loss: 4.5182 +2025-05-18 22:34:21,038 - pyskl - INFO - Epoch [14][1800/3940] lr: 2.451e-02, eta: 2 days, 17:57:26, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9456, loss_cls: 4.5041, loss: 4.5041 +2025-05-18 22:35:04,952 - pyskl - INFO - Epoch [14][1900/3940] lr: 2.450e-02, eta: 2 days, 17:56:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 4.3828, loss: 4.3828 +2025-05-18 22:35:48,792 - pyskl - INFO - Epoch [14][2000/3940] lr: 2.450e-02, eta: 2 days, 17:55:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9437, loss_cls: 4.5702, loss: 4.5702 +2025-05-18 22:36:32,679 - pyskl - INFO - Epoch [14][2100/3940] lr: 2.450e-02, eta: 2 days, 17:55:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9475, loss_cls: 4.4698, loss: 4.4698 +2025-05-18 22:37:16,537 - pyskl - INFO - Epoch [14][2200/3940] lr: 2.450e-02, eta: 2 days, 17:54:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9356, loss_cls: 4.4935, loss: 4.4935 +2025-05-18 22:38:00,441 - pyskl - INFO - Epoch [14][2300/3940] lr: 2.450e-02, eta: 2 days, 17:53:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9506, loss_cls: 4.4860, loss: 4.4860 +2025-05-18 22:38:44,291 - pyskl - INFO - Epoch [14][2400/3940] lr: 2.450e-02, eta: 2 days, 17:52:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9513, loss_cls: 4.3633, loss: 4.3633 +2025-05-18 22:39:28,139 - pyskl - INFO - Epoch [14][2500/3940] lr: 2.449e-02, eta: 2 days, 17:51:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9469, loss_cls: 4.5297, loss: 4.5297 +2025-05-18 22:40:11,951 - pyskl - INFO - Epoch [14][2600/3940] lr: 2.449e-02, eta: 2 days, 17:51:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9413, loss_cls: 4.3937, loss: 4.3937 +2025-05-18 22:40:55,770 - pyskl - INFO - Epoch [14][2700/3940] lr: 2.449e-02, eta: 2 days, 17:50:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9569, loss_cls: 4.4015, loss: 4.4015 +2025-05-18 22:41:39,616 - pyskl - INFO - Epoch [14][2800/3940] lr: 2.449e-02, eta: 2 days, 17:49:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9569, loss_cls: 4.4611, loss: 4.4611 +2025-05-18 22:42:23,466 - pyskl - INFO - Epoch [14][2900/3940] lr: 2.449e-02, eta: 2 days, 17:48:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9394, loss_cls: 4.4138, loss: 4.4138 +2025-05-18 22:43:07,273 - pyskl - INFO - Epoch [14][3000/3940] lr: 2.448e-02, eta: 2 days, 17:48:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9463, loss_cls: 4.4327, loss: 4.4327 +2025-05-18 22:43:51,235 - pyskl - INFO - Epoch [14][3100/3940] lr: 2.448e-02, eta: 2 days, 17:47:17, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9375, loss_cls: 4.6249, loss: 4.6249 +2025-05-18 22:44:35,130 - pyskl - INFO - Epoch [14][3200/3940] lr: 2.448e-02, eta: 2 days, 17:46:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9513, loss_cls: 4.3976, loss: 4.3976 +2025-05-18 22:45:19,015 - pyskl - INFO - Epoch [14][3300/3940] lr: 2.448e-02, eta: 2 days, 17:45:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9469, loss_cls: 4.4065, loss: 4.4065 +2025-05-18 22:46:02,914 - pyskl - INFO - Epoch [14][3400/3940] lr: 2.448e-02, eta: 2 days, 17:44:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9463, loss_cls: 4.3993, loss: 4.3993 +2025-05-18 22:46:46,827 - pyskl - INFO - Epoch [14][3500/3940] lr: 2.447e-02, eta: 2 days, 17:44:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9525, loss_cls: 4.4717, loss: 4.4717 +2025-05-18 22:47:30,643 - pyskl - INFO - Epoch [14][3600/3940] lr: 2.447e-02, eta: 2 days, 17:43:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9450, loss_cls: 4.3465, loss: 4.3465 +2025-05-18 22:48:14,197 - pyskl - INFO - Epoch [14][3700/3940] lr: 2.447e-02, eta: 2 days, 17:42:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9481, loss_cls: 4.4952, loss: 4.4952 +2025-05-18 22:48:57,988 - pyskl - INFO - Epoch [14][3800/3940] lr: 2.447e-02, eta: 2 days, 17:41:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9381, loss_cls: 4.6076, loss: 4.6076 +2025-05-18 22:49:41,805 - pyskl - INFO - Epoch [14][3900/3940] lr: 2.447e-02, eta: 2 days, 17:41:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9469, loss_cls: 4.4369, loss: 4.4369 +2025-05-18 22:49:59,655 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-05-18 22:53:22,342 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-18 22:53:22,810 - pyskl - INFO - +top1_acc 0.6885 +top5_acc 0.9340 +2025-05-18 22:53:22,862 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_11.pth was removed +2025-05-18 22:53:23,917 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. +2025-05-18 22:53:23,919 - pyskl - INFO - Best top1_acc is 0.6885 at 14 epoch. +2025-05-18 22:53:23,936 - pyskl - INFO - Epoch(val) [14][3183] top1_acc: 0.6885, top5_acc: 0.9340 +2025-05-18 22:54:32,949 - pyskl - INFO - Epoch [15][100/3940] lr: 2.446e-02, eta: 2 days, 17:41:08, time: 0.690, data_time: 0.251, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9556, loss_cls: 4.2043, loss: 4.2043 +2025-05-18 22:55:16,942 - pyskl - INFO - Epoch [15][200/3940] lr: 2.446e-02, eta: 2 days, 17:40:22, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9494, loss_cls: 4.3886, loss: 4.3886 +2025-05-18 22:56:00,956 - pyskl - INFO - Epoch [15][300/3940] lr: 2.446e-02, eta: 2 days, 17:39:37, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9481, loss_cls: 4.4477, loss: 4.4477 +2025-05-18 22:56:44,791 - pyskl - INFO - Epoch [15][400/3940] lr: 2.446e-02, eta: 2 days, 17:38:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9369, loss_cls: 4.4458, loss: 4.4458 +2025-05-18 22:57:28,536 - pyskl - INFO - Epoch [15][500/3940] lr: 2.446e-02, eta: 2 days, 17:38:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9531, loss_cls: 4.5361, loss: 4.5361 +2025-05-18 22:58:12,410 - pyskl - INFO - Epoch [15][600/3940] lr: 2.445e-02, eta: 2 days, 17:37:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9419, loss_cls: 4.4138, loss: 4.4138 +2025-05-18 22:58:56,291 - pyskl - INFO - Epoch [15][700/3940] lr: 2.445e-02, eta: 2 days, 17:36:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9500, loss_cls: 4.4219, loss: 4.4219 +2025-05-18 22:59:40,234 - pyskl - INFO - Epoch [15][800/3940] lr: 2.445e-02, eta: 2 days, 17:35:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 4.3411, loss: 4.3411 +2025-05-18 23:00:24,140 - pyskl - INFO - Epoch [15][900/3940] lr: 2.445e-02, eta: 2 days, 17:34:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9619, loss_cls: 4.3163, loss: 4.3163 +2025-05-18 23:01:08,039 - pyskl - INFO - Epoch [15][1000/3940] lr: 2.445e-02, eta: 2 days, 17:34:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9344, loss_cls: 4.6408, loss: 4.6408 +2025-05-18 23:01:52,016 - pyskl - INFO - Epoch [15][1100/3940] lr: 2.445e-02, eta: 2 days, 17:33:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9525, loss_cls: 4.4239, loss: 4.4239 +2025-05-18 23:02:35,894 - pyskl - INFO - Epoch [15][1200/3940] lr: 2.444e-02, eta: 2 days, 17:32:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9419, loss_cls: 4.4092, loss: 4.4092 +2025-05-18 23:03:19,868 - pyskl - INFO - Epoch [15][1300/3940] lr: 2.444e-02, eta: 2 days, 17:31:52, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9525, loss_cls: 4.3227, loss: 4.3227 +2025-05-18 23:04:03,841 - pyskl - INFO - Epoch [15][1400/3940] lr: 2.444e-02, eta: 2 days, 17:31:07, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9344, loss_cls: 4.4530, loss: 4.4530 +2025-05-18 23:04:47,797 - pyskl - INFO - Epoch [15][1500/3940] lr: 2.444e-02, eta: 2 days, 17:30:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9469, loss_cls: 4.4885, loss: 4.4885 +2025-05-18 23:05:31,668 - pyskl - INFO - Epoch [15][1600/3940] lr: 2.444e-02, eta: 2 days, 17:29:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9419, loss_cls: 4.4440, loss: 4.4440 +2025-05-18 23:06:15,543 - pyskl - INFO - Epoch [15][1700/3940] lr: 2.443e-02, eta: 2 days, 17:28:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9519, loss_cls: 4.4565, loss: 4.4565 +2025-05-18 23:06:59,534 - pyskl - INFO - Epoch [15][1800/3940] lr: 2.443e-02, eta: 2 days, 17:28:02, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9487, loss_cls: 4.3861, loss: 4.3861 +2025-05-18 23:07:43,945 - pyskl - INFO - Epoch [15][1900/3940] lr: 2.443e-02, eta: 2 days, 17:27:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9463, loss_cls: 4.4622, loss: 4.4622 +2025-05-18 23:08:27,944 - pyskl - INFO - Epoch [15][2000/3940] lr: 2.443e-02, eta: 2 days, 17:26:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9406, loss_cls: 4.4324, loss: 4.4324 +2025-05-18 23:09:11,911 - pyskl - INFO - Epoch [15][2100/3940] lr: 2.443e-02, eta: 2 days, 17:25:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9469, loss_cls: 4.3702, loss: 4.3702 +2025-05-18 23:09:55,883 - pyskl - INFO - Epoch [15][2200/3940] lr: 2.442e-02, eta: 2 days, 17:25:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9587, loss_cls: 4.3549, loss: 4.3549 +2025-05-18 23:10:39,863 - pyskl - INFO - Epoch [15][2300/3940] lr: 2.442e-02, eta: 2 days, 17:24:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9525, loss_cls: 4.4431, loss: 4.4431 +2025-05-18 23:11:23,786 - pyskl - INFO - Epoch [15][2400/3940] lr: 2.442e-02, eta: 2 days, 17:23:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9487, loss_cls: 4.3341, loss: 4.3341 +2025-05-18 23:12:07,584 - pyskl - INFO - Epoch [15][2500/3940] lr: 2.442e-02, eta: 2 days, 17:22:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9531, loss_cls: 4.4175, loss: 4.4175 +2025-05-18 23:12:51,270 - pyskl - INFO - Epoch [15][2600/3940] lr: 2.442e-02, eta: 2 days, 17:21:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9506, loss_cls: 4.4048, loss: 4.4048 +2025-05-18 23:13:35,104 - pyskl - INFO - Epoch [15][2700/3940] lr: 2.441e-02, eta: 2 days, 17:21:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9487, loss_cls: 4.3865, loss: 4.3865 +2025-05-18 23:14:18,826 - pyskl - INFO - Epoch [15][2800/3940] lr: 2.441e-02, eta: 2 days, 17:20:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9556, loss_cls: 4.4601, loss: 4.4601 +2025-05-18 23:15:02,502 - pyskl - INFO - Epoch [15][2900/3940] lr: 2.441e-02, eta: 2 days, 17:19:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9525, loss_cls: 4.3534, loss: 4.3534 +2025-05-18 23:15:46,322 - pyskl - INFO - Epoch [15][3000/3940] lr: 2.441e-02, eta: 2 days, 17:18:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9475, loss_cls: 4.4301, loss: 4.4301 +2025-05-18 23:16:30,178 - pyskl - INFO - Epoch [15][3100/3940] lr: 2.441e-02, eta: 2 days, 17:18:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9525, loss_cls: 4.3989, loss: 4.3989 +2025-05-18 23:17:14,004 - pyskl - INFO - Epoch [15][3200/3940] lr: 2.440e-02, eta: 2 days, 17:17:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9519, loss_cls: 4.4452, loss: 4.4452 +2025-05-18 23:17:57,841 - pyskl - INFO - Epoch [15][3300/3940] lr: 2.440e-02, eta: 2 days, 17:16:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9475, loss_cls: 4.4999, loss: 4.4999 +2025-05-18 23:18:41,563 - pyskl - INFO - Epoch [15][3400/3940] lr: 2.440e-02, eta: 2 days, 17:15:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9463, loss_cls: 4.5316, loss: 4.5316 +2025-05-18 23:19:25,408 - pyskl - INFO - Epoch [15][3500/3940] lr: 2.440e-02, eta: 2 days, 17:14:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9481, loss_cls: 4.2821, loss: 4.2821 +2025-05-18 23:20:09,294 - pyskl - INFO - Epoch [15][3600/3940] lr: 2.440e-02, eta: 2 days, 17:14:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9500, loss_cls: 4.3310, loss: 4.3310 +2025-05-18 23:20:53,159 - pyskl - INFO - Epoch [15][3700/3940] lr: 2.439e-02, eta: 2 days, 17:13:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9413, loss_cls: 4.5220, loss: 4.5220 +2025-05-18 23:21:36,928 - pyskl - INFO - Epoch [15][3800/3940] lr: 2.439e-02, eta: 2 days, 17:12:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9487, loss_cls: 4.2749, loss: 4.2749 +2025-05-18 23:22:20,806 - pyskl - INFO - Epoch [15][3900/3940] lr: 2.439e-02, eta: 2 days, 17:11:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9506, loss_cls: 4.3988, loss: 4.3988 +2025-05-18 23:22:38,693 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-05-18 23:26:00,300 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-18 23:26:00,767 - pyskl - INFO - +top1_acc 0.6492 +top5_acc 0.9003 +2025-05-18 23:26:00,784 - pyskl - INFO - Epoch(val) [15][3183] top1_acc: 0.6492, top5_acc: 0.9003 +2025-05-18 23:27:09,649 - pyskl - INFO - Epoch [16][100/3940] lr: 2.439e-02, eta: 2 days, 17:11:48, time: 0.689, data_time: 0.250, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9556, loss_cls: 4.5499, loss: 4.5499 +2025-05-18 23:27:53,541 - pyskl - INFO - Epoch [16][200/3940] lr: 2.438e-02, eta: 2 days, 17:11:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 4.3344, loss: 4.3344 +2025-05-18 23:28:37,373 - pyskl - INFO - Epoch [16][300/3940] lr: 2.438e-02, eta: 2 days, 17:10:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 4.2198, loss: 4.2198 +2025-05-18 23:29:21,215 - pyskl - INFO - Epoch [16][400/3940] lr: 2.438e-02, eta: 2 days, 17:09:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9587, loss_cls: 4.3625, loss: 4.3625 +2025-05-18 23:30:05,114 - pyskl - INFO - Epoch [16][500/3940] lr: 2.438e-02, eta: 2 days, 17:08:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9469, loss_cls: 4.4021, loss: 4.4021 +2025-05-18 23:30:48,991 - pyskl - INFO - Epoch [16][600/3940] lr: 2.438e-02, eta: 2 days, 17:07:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9563, loss_cls: 4.4212, loss: 4.4212 +2025-05-18 23:31:32,850 - pyskl - INFO - Epoch [16][700/3940] lr: 2.437e-02, eta: 2 days, 17:07:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9569, loss_cls: 4.1910, loss: 4.1910 +2025-05-18 23:32:16,761 - pyskl - INFO - Epoch [16][800/3940] lr: 2.437e-02, eta: 2 days, 17:06:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9506, loss_cls: 4.3492, loss: 4.3492 +2025-05-18 23:33:00,664 - pyskl - INFO - Epoch [16][900/3940] lr: 2.437e-02, eta: 2 days, 17:05:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9506, loss_cls: 4.3544, loss: 4.3544 +2025-05-18 23:33:44,575 - pyskl - INFO - Epoch [16][1000/3940] lr: 2.437e-02, eta: 2 days, 17:04:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9456, loss_cls: 4.3916, loss: 4.3916 +2025-05-18 23:34:28,381 - pyskl - INFO - Epoch [16][1100/3940] lr: 2.437e-02, eta: 2 days, 17:04:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9431, loss_cls: 4.2788, loss: 4.2788 +2025-05-18 23:35:12,182 - pyskl - INFO - Epoch [16][1200/3940] lr: 2.436e-02, eta: 2 days, 17:03:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9531, loss_cls: 4.3947, loss: 4.3947 +2025-05-18 23:35:56,123 - pyskl - INFO - Epoch [16][1300/3940] lr: 2.436e-02, eta: 2 days, 17:02:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9481, loss_cls: 4.3558, loss: 4.3558 +2025-05-18 23:36:40,125 - pyskl - INFO - Epoch [16][1400/3940] lr: 2.436e-02, eta: 2 days, 17:01:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9506, loss_cls: 4.3734, loss: 4.3734 +2025-05-18 23:37:24,119 - pyskl - INFO - Epoch [16][1500/3940] lr: 2.436e-02, eta: 2 days, 17:01:00, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9513, loss_cls: 4.5065, loss: 4.5065 +2025-05-18 23:38:08,086 - pyskl - INFO - Epoch [16][1600/3940] lr: 2.435e-02, eta: 2 days, 17:00:14, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 4.4930, loss: 4.4930 +2025-05-18 23:38:52,003 - pyskl - INFO - Epoch [16][1700/3940] lr: 2.435e-02, eta: 2 days, 16:59:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9556, loss_cls: 4.3314, loss: 4.3314 +2025-05-18 23:39:35,922 - pyskl - INFO - Epoch [16][1800/3940] lr: 2.435e-02, eta: 2 days, 16:58:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9563, loss_cls: 4.2891, loss: 4.2891 +2025-05-18 23:40:19,583 - pyskl - INFO - Epoch [16][1900/3940] lr: 2.435e-02, eta: 2 days, 16:57:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9494, loss_cls: 4.4377, loss: 4.4377 +2025-05-18 23:41:03,325 - pyskl - INFO - Epoch [16][2000/3940] lr: 2.435e-02, eta: 2 days, 16:57:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9456, loss_cls: 4.4595, loss: 4.4595 +2025-05-18 23:41:47,147 - pyskl - INFO - Epoch [16][2100/3940] lr: 2.434e-02, eta: 2 days, 16:56:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9463, loss_cls: 4.4662, loss: 4.4662 +2025-05-18 23:42:31,009 - pyskl - INFO - Epoch [16][2200/3940] lr: 2.434e-02, eta: 2 days, 16:55:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9481, loss_cls: 4.3902, loss: 4.3902 +2025-05-18 23:43:14,844 - pyskl - INFO - Epoch [16][2300/3940] lr: 2.434e-02, eta: 2 days, 16:54:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9531, loss_cls: 4.4894, loss: 4.4894 +2025-05-18 23:43:58,747 - pyskl - INFO - Epoch [16][2400/3940] lr: 2.434e-02, eta: 2 days, 16:54:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9500, loss_cls: 4.3736, loss: 4.3736 +2025-05-18 23:44:42,759 - pyskl - INFO - Epoch [16][2500/3940] lr: 2.434e-02, eta: 2 days, 16:53:16, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9463, loss_cls: 4.5875, loss: 4.5875 +2025-05-18 23:45:26,765 - pyskl - INFO - Epoch [16][2600/3940] lr: 2.433e-02, eta: 2 days, 16:52:31, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9500, loss_cls: 4.4332, loss: 4.4332 +2025-05-18 23:46:10,803 - pyskl - INFO - Epoch [16][2700/3940] lr: 2.433e-02, eta: 2 days, 16:51:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9463, loss_cls: 4.2045, loss: 4.2045 +2025-05-18 23:46:54,659 - pyskl - INFO - Epoch [16][2800/3940] lr: 2.433e-02, eta: 2 days, 16:50:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9400, loss_cls: 4.5874, loss: 4.5874 +2025-05-18 23:47:38,495 - pyskl - INFO - Epoch [16][2900/3940] lr: 2.433e-02, eta: 2 days, 16:50:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9487, loss_cls: 4.3205, loss: 4.3205 +2025-05-18 23:48:22,298 - pyskl - INFO - Epoch [16][3000/3940] lr: 2.433e-02, eta: 2 days, 16:49:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9463, loss_cls: 4.4038, loss: 4.4038 +2025-05-18 23:49:06,112 - pyskl - INFO - Epoch [16][3100/3940] lr: 2.432e-02, eta: 2 days, 16:48:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9519, loss_cls: 4.3231, loss: 4.3231 +2025-05-18 23:49:49,899 - pyskl - INFO - Epoch [16][3200/3940] lr: 2.432e-02, eta: 2 days, 16:47:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9513, loss_cls: 4.2916, loss: 4.2916 +2025-05-18 23:50:33,695 - pyskl - INFO - Epoch [16][3300/3940] lr: 2.432e-02, eta: 2 days, 16:47:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9463, loss_cls: 4.4260, loss: 4.4260 +2025-05-18 23:51:17,386 - pyskl - INFO - Epoch [16][3400/3940] lr: 2.432e-02, eta: 2 days, 16:46:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 4.4185, loss: 4.4185 +2025-05-18 23:52:01,204 - pyskl - INFO - Epoch [16][3500/3940] lr: 2.431e-02, eta: 2 days, 16:45:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9463, loss_cls: 4.3785, loss: 4.3785 +2025-05-18 23:52:45,030 - pyskl - INFO - Epoch [16][3600/3940] lr: 2.431e-02, eta: 2 days, 16:44:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 4.4020, loss: 4.4020 +2025-05-18 23:53:28,868 - pyskl - INFO - Epoch [16][3700/3940] lr: 2.431e-02, eta: 2 days, 16:43:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9481, loss_cls: 4.5035, loss: 4.5035 +2025-05-18 23:54:12,728 - pyskl - INFO - Epoch [16][3800/3940] lr: 2.431e-02, eta: 2 days, 16:43:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9550, loss_cls: 4.3529, loss: 4.3529 +2025-05-18 23:54:56,566 - pyskl - INFO - Epoch [16][3900/3940] lr: 2.431e-02, eta: 2 days, 16:42:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9469, loss_cls: 4.4150, loss: 4.4150 +2025-05-18 23:55:14,380 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-05-18 23:58:36,039 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-18 23:58:36,499 - pyskl - INFO - +top1_acc 0.6965 +top5_acc 0.9266 +2025-05-18 23:58:36,555 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_14.pth was removed +2025-05-18 23:58:37,614 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2025-05-18 23:58:37,617 - pyskl - INFO - Best top1_acc is 0.6965 at 16 epoch. +2025-05-18 23:58:37,634 - pyskl - INFO - Epoch(val) [16][3183] top1_acc: 0.6965, top5_acc: 0.9266 +2025-05-18 23:59:46,930 - pyskl - INFO - Epoch [17][100/3940] lr: 2.430e-02, eta: 2 days, 16:42:26, time: 0.693, data_time: 0.251, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 4.2509, loss: 4.2509 +2025-05-19 00:00:30,798 - pyskl - INFO - Epoch [17][200/3940] lr: 2.430e-02, eta: 2 days, 16:41:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9581, loss_cls: 4.2453, loss: 4.2453 +2025-05-19 00:01:14,688 - pyskl - INFO - Epoch [17][300/3940] lr: 2.430e-02, eta: 2 days, 16:40:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9575, loss_cls: 4.2968, loss: 4.2968 +2025-05-19 00:01:58,614 - pyskl - INFO - Epoch [17][400/3940] lr: 2.430e-02, eta: 2 days, 16:40:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 4.3304, loss: 4.3304 +2025-05-19 00:02:42,501 - pyskl - INFO - Epoch [17][500/3940] lr: 2.429e-02, eta: 2 days, 16:39:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 4.2697, loss: 4.2697 +2025-05-19 00:03:26,478 - pyskl - INFO - Epoch [17][600/3940] lr: 2.429e-02, eta: 2 days, 16:38:36, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9556, loss_cls: 4.3369, loss: 4.3369 +2025-05-19 00:04:10,344 - pyskl - INFO - Epoch [17][700/3940] lr: 2.429e-02, eta: 2 days, 16:37:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9475, loss_cls: 4.2986, loss: 4.2986 +2025-05-19 00:04:54,180 - pyskl - INFO - Epoch [17][800/3940] lr: 2.429e-02, eta: 2 days, 16:37:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9425, loss_cls: 4.4143, loss: 4.4143 +2025-05-19 00:05:38,037 - pyskl - INFO - Epoch [17][900/3940] lr: 2.428e-02, eta: 2 days, 16:36:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9469, loss_cls: 4.5357, loss: 4.5357 +2025-05-19 00:06:22,159 - pyskl - INFO - Epoch [17][1000/3940] lr: 2.428e-02, eta: 2 days, 16:35:33, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9537, loss_cls: 4.3634, loss: 4.3634 +2025-05-19 00:07:06,144 - pyskl - INFO - Epoch [17][1100/3940] lr: 2.428e-02, eta: 2 days, 16:34:47, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9475, loss_cls: 4.3915, loss: 4.3915 +2025-05-19 00:07:50,128 - pyskl - INFO - Epoch [17][1200/3940] lr: 2.428e-02, eta: 2 days, 16:34:02, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9475, loss_cls: 4.4025, loss: 4.4025 +2025-05-19 00:08:34,192 - pyskl - INFO - Epoch [17][1300/3940] lr: 2.428e-02, eta: 2 days, 16:33:18, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9431, loss_cls: 4.3132, loss: 4.3132 +2025-05-19 00:09:18,221 - pyskl - INFO - Epoch [17][1400/3940] lr: 2.427e-02, eta: 2 days, 16:32:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 4.3042, loss: 4.3042 +2025-05-19 00:10:02,243 - pyskl - INFO - Epoch [17][1500/3940] lr: 2.427e-02, eta: 2 days, 16:31:48, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9431, loss_cls: 4.4648, loss: 4.4648 +2025-05-19 00:10:46,311 - pyskl - INFO - Epoch [17][1600/3940] lr: 2.427e-02, eta: 2 days, 16:31:03, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9500, loss_cls: 4.3688, loss: 4.3688 +2025-05-19 00:11:30,334 - pyskl - INFO - Epoch [17][1700/3940] lr: 2.427e-02, eta: 2 days, 16:30:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9419, loss_cls: 4.2647, loss: 4.2647 +2025-05-19 00:12:14,352 - pyskl - INFO - Epoch [17][1800/3940] lr: 2.426e-02, eta: 2 days, 16:29:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9437, loss_cls: 4.4125, loss: 4.4125 +2025-05-19 00:12:58,412 - pyskl - INFO - Epoch [17][1900/3940] lr: 2.426e-02, eta: 2 days, 16:28:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9531, loss_cls: 4.2991, loss: 4.2991 +2025-05-19 00:13:42,304 - pyskl - INFO - Epoch [17][2000/3940] lr: 2.426e-02, eta: 2 days, 16:28:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 4.2601, loss: 4.2601 +2025-05-19 00:14:26,284 - pyskl - INFO - Epoch [17][2100/3940] lr: 2.426e-02, eta: 2 days, 16:27:17, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9437, loss_cls: 4.4133, loss: 4.4133 +2025-05-19 00:15:10,193 - pyskl - INFO - Epoch [17][2200/3940] lr: 2.426e-02, eta: 2 days, 16:26:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9469, loss_cls: 4.3137, loss: 4.3137 +2025-05-19 00:15:54,166 - pyskl - INFO - Epoch [17][2300/3940] lr: 2.425e-02, eta: 2 days, 16:25:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9537, loss_cls: 4.3512, loss: 4.3512 +2025-05-19 00:16:38,149 - pyskl - INFO - Epoch [17][2400/3940] lr: 2.425e-02, eta: 2 days, 16:25:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9531, loss_cls: 4.3067, loss: 4.3067 +2025-05-19 00:17:22,042 - pyskl - INFO - Epoch [17][2500/3940] lr: 2.425e-02, eta: 2 days, 16:24:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9531, loss_cls: 4.3507, loss: 4.3507 +2025-05-19 00:18:05,958 - pyskl - INFO - Epoch [17][2600/3940] lr: 2.425e-02, eta: 2 days, 16:23:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9481, loss_cls: 4.4451, loss: 4.4451 +2025-05-19 00:18:49,891 - pyskl - INFO - Epoch [17][2700/3940] lr: 2.424e-02, eta: 2 days, 16:22:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9506, loss_cls: 4.3972, loss: 4.3972 +2025-05-19 00:19:33,799 - pyskl - INFO - Epoch [17][2800/3940] lr: 2.424e-02, eta: 2 days, 16:21:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9606, loss_cls: 4.3450, loss: 4.3450 +2025-05-19 00:20:17,733 - pyskl - INFO - Epoch [17][2900/3940] lr: 2.424e-02, eta: 2 days, 16:21:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9556, loss_cls: 4.3950, loss: 4.3950 +2025-05-19 00:21:01,657 - pyskl - INFO - Epoch [17][3000/3940] lr: 2.424e-02, eta: 2 days, 16:20:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9406, loss_cls: 4.3170, loss: 4.3170 +2025-05-19 00:21:45,585 - pyskl - INFO - Epoch [17][3100/3940] lr: 2.424e-02, eta: 2 days, 16:19:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9506, loss_cls: 4.3012, loss: 4.3012 +2025-05-19 00:22:29,534 - pyskl - INFO - Epoch [17][3200/3940] lr: 2.423e-02, eta: 2 days, 16:18:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9519, loss_cls: 4.3147, loss: 4.3147 +2025-05-19 00:23:13,409 - pyskl - INFO - Epoch [17][3300/3940] lr: 2.423e-02, eta: 2 days, 16:18:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9475, loss_cls: 4.4751, loss: 4.4751 +2025-05-19 00:23:57,332 - pyskl - INFO - Epoch [17][3400/3940] lr: 2.423e-02, eta: 2 days, 16:17:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 4.3977, loss: 4.3977 +2025-05-19 00:24:41,218 - pyskl - INFO - Epoch [17][3500/3940] lr: 2.423e-02, eta: 2 days, 16:16:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9606, loss_cls: 4.2526, loss: 4.2526 +2025-05-19 00:25:24,963 - pyskl - INFO - Epoch [17][3600/3940] lr: 2.422e-02, eta: 2 days, 16:15:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9444, loss_cls: 4.3849, loss: 4.3849 +2025-05-19 00:26:08,760 - pyskl - INFO - Epoch [17][3700/3940] lr: 2.422e-02, eta: 2 days, 16:15:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9456, loss_cls: 4.3260, loss: 4.3260 +2025-05-19 00:26:52,463 - pyskl - INFO - Epoch [17][3800/3940] lr: 2.422e-02, eta: 2 days, 16:14:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9487, loss_cls: 4.4233, loss: 4.4233 +2025-05-19 00:27:36,207 - pyskl - INFO - Epoch [17][3900/3940] lr: 2.422e-02, eta: 2 days, 16:13:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9481, loss_cls: 4.3304, loss: 4.3304 +2025-05-19 00:27:54,006 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-05-19 00:31:15,536 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 00:31:15,998 - pyskl - INFO - +top1_acc 0.6999 +top5_acc 0.9338 +2025-05-19 00:31:16,050 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_16.pth was removed +2025-05-19 00:31:17,104 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. +2025-05-19 00:31:17,106 - pyskl - INFO - Best top1_acc is 0.6999 at 17 epoch. +2025-05-19 00:31:17,122 - pyskl - INFO - Epoch(val) [17][3183] top1_acc: 0.6999, top5_acc: 0.9338 +2025-05-19 00:32:26,054 - pyskl - INFO - Epoch [18][100/3940] lr: 2.421e-02, eta: 2 days, 16:13:23, time: 0.689, data_time: 0.250, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9556, loss_cls: 4.3054, loss: 4.3054 +2025-05-19 00:33:09,928 - pyskl - INFO - Epoch [18][200/3940] lr: 2.421e-02, eta: 2 days, 16:12:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9556, loss_cls: 4.2960, loss: 4.2960 +2025-05-19 00:33:53,781 - pyskl - INFO - Epoch [18][300/3940] lr: 2.421e-02, eta: 2 days, 16:11:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9575, loss_cls: 4.3230, loss: 4.3230 +2025-05-19 00:34:37,536 - pyskl - INFO - Epoch [18][400/3940] lr: 2.421e-02, eta: 2 days, 16:11:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9550, loss_cls: 4.2955, loss: 4.2955 +2025-05-19 00:35:21,419 - pyskl - INFO - Epoch [18][500/3940] lr: 2.420e-02, eta: 2 days, 16:10:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 4.3338, loss: 4.3338 +2025-05-19 00:36:05,252 - pyskl - INFO - Epoch [18][600/3940] lr: 2.420e-02, eta: 2 days, 16:09:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9556, loss_cls: 4.2263, loss: 4.2263 +2025-05-19 00:36:49,017 - pyskl - INFO - Epoch [18][700/3940] lr: 2.420e-02, eta: 2 days, 16:08:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 4.2798, loss: 4.2798 +2025-05-19 00:37:32,728 - pyskl - INFO - Epoch [18][800/3940] lr: 2.420e-02, eta: 2 days, 16:07:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9550, loss_cls: 4.3393, loss: 4.3393 +2025-05-19 00:38:16,627 - pyskl - INFO - Epoch [18][900/3940] lr: 2.420e-02, eta: 2 days, 16:07:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9525, loss_cls: 4.4228, loss: 4.4228 +2025-05-19 00:39:00,510 - pyskl - INFO - Epoch [18][1000/3940] lr: 2.419e-02, eta: 2 days, 16:06:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 4.1985, loss: 4.1985 +2025-05-19 00:39:44,429 - pyskl - INFO - Epoch [18][1100/3940] lr: 2.419e-02, eta: 2 days, 16:05:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9594, loss_cls: 4.3003, loss: 4.3003 +2025-05-19 00:40:28,239 - pyskl - INFO - Epoch [18][1200/3940] lr: 2.419e-02, eta: 2 days, 16:04:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9537, loss_cls: 4.3985, loss: 4.3985 +2025-05-19 00:41:12,048 - pyskl - INFO - Epoch [18][1300/3940] lr: 2.419e-02, eta: 2 days, 16:04:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9613, loss_cls: 4.2198, loss: 4.2198 +2025-05-19 00:41:55,886 - pyskl - INFO - Epoch [18][1400/3940] lr: 2.418e-02, eta: 2 days, 16:03:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9506, loss_cls: 4.2638, loss: 4.2638 +2025-05-19 00:42:39,703 - pyskl - INFO - Epoch [18][1500/3940] lr: 2.418e-02, eta: 2 days, 16:02:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9494, loss_cls: 4.2517, loss: 4.2517 +2025-05-19 00:43:23,550 - pyskl - INFO - Epoch [18][1600/3940] lr: 2.418e-02, eta: 2 days, 16:01:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9469, loss_cls: 4.2901, loss: 4.2901 +2025-05-19 00:44:07,380 - pyskl - INFO - Epoch [18][1700/3940] lr: 2.418e-02, eta: 2 days, 16:01:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9569, loss_cls: 4.2938, loss: 4.2938 +2025-05-19 00:44:51,271 - pyskl - INFO - Epoch [18][1800/3940] lr: 2.417e-02, eta: 2 days, 16:00:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9556, loss_cls: 4.2605, loss: 4.2605 +2025-05-19 00:45:35,187 - pyskl - INFO - Epoch [18][1900/3940] lr: 2.417e-02, eta: 2 days, 15:59:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9525, loss_cls: 4.3653, loss: 4.3653 +2025-05-19 00:46:19,055 - pyskl - INFO - Epoch [18][2000/3940] lr: 2.417e-02, eta: 2 days, 15:58:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9450, loss_cls: 4.3902, loss: 4.3902 +2025-05-19 00:47:03,117 - pyskl - INFO - Epoch [18][2100/3940] lr: 2.417e-02, eta: 2 days, 15:57:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9563, loss_cls: 4.3566, loss: 4.3566 +2025-05-19 00:47:47,161 - pyskl - INFO - Epoch [18][2200/3940] lr: 2.416e-02, eta: 2 days, 15:57:14, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9513, loss_cls: 4.4371, loss: 4.4371 +2025-05-19 00:48:31,085 - pyskl - INFO - Epoch [18][2300/3940] lr: 2.416e-02, eta: 2 days, 15:56:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9625, loss_cls: 4.2348, loss: 4.2348 +2025-05-19 00:49:15,013 - pyskl - INFO - Epoch [18][2400/3940] lr: 2.416e-02, eta: 2 days, 15:55:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9569, loss_cls: 4.2829, loss: 4.2829 +2025-05-19 00:49:58,954 - pyskl - INFO - Epoch [18][2500/3940] lr: 2.416e-02, eta: 2 days, 15:54:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9487, loss_cls: 4.3553, loss: 4.3553 +2025-05-19 00:50:43,016 - pyskl - INFO - Epoch [18][2600/3940] lr: 2.415e-02, eta: 2 days, 15:54:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9550, loss_cls: 4.2725, loss: 4.2725 +2025-05-19 00:51:26,949 - pyskl - INFO - Epoch [18][2700/3940] lr: 2.415e-02, eta: 2 days, 15:53:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 4.3763, loss: 4.3763 +2025-05-19 00:52:10,803 - pyskl - INFO - Epoch [18][2800/3940] lr: 2.415e-02, eta: 2 days, 15:52:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9575, loss_cls: 4.1846, loss: 4.1846 +2025-05-19 00:52:54,658 - pyskl - INFO - Epoch [18][2900/3940] lr: 2.415e-02, eta: 2 days, 15:51:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9469, loss_cls: 4.4109, loss: 4.4109 +2025-05-19 00:53:38,597 - pyskl - INFO - Epoch [18][3000/3940] lr: 2.415e-02, eta: 2 days, 15:51:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 4.1646, loss: 4.1646 +2025-05-19 00:54:22,541 - pyskl - INFO - Epoch [18][3100/3940] lr: 2.414e-02, eta: 2 days, 15:50:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9500, loss_cls: 4.3171, loss: 4.3171 +2025-05-19 00:55:06,351 - pyskl - INFO - Epoch [18][3200/3940] lr: 2.414e-02, eta: 2 days, 15:49:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9513, loss_cls: 4.2693, loss: 4.2693 +2025-05-19 00:55:50,285 - pyskl - INFO - Epoch [18][3300/3940] lr: 2.414e-02, eta: 2 days, 15:48:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9350, loss_cls: 4.4341, loss: 4.4341 +2025-05-19 00:56:34,152 - pyskl - INFO - Epoch [18][3400/3940] lr: 2.414e-02, eta: 2 days, 15:48:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9625, loss_cls: 4.2714, loss: 4.2714 +2025-05-19 00:57:18,168 - pyskl - INFO - Epoch [18][3500/3940] lr: 2.413e-02, eta: 2 days, 15:47:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9456, loss_cls: 4.3786, loss: 4.3786 +2025-05-19 00:58:02,095 - pyskl - INFO - Epoch [18][3600/3940] lr: 2.413e-02, eta: 2 days, 15:46:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 4.2945, loss: 4.2945 +2025-05-19 00:58:46,034 - pyskl - INFO - Epoch [18][3700/3940] lr: 2.413e-02, eta: 2 days, 15:45:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9544, loss_cls: 4.1692, loss: 4.1692 +2025-05-19 00:59:29,912 - pyskl - INFO - Epoch [18][3800/3940] lr: 2.413e-02, eta: 2 days, 15:45:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9450, loss_cls: 4.4369, loss: 4.4369 +2025-05-19 01:00:13,845 - pyskl - INFO - Epoch [18][3900/3940] lr: 2.412e-02, eta: 2 days, 15:44:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9394, loss_cls: 4.3200, loss: 4.3200 +2025-05-19 01:00:31,700 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-05-19 01:03:53,257 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 01:03:53,719 - pyskl - INFO - +top1_acc 0.7219 +top5_acc 0.9374 +2025-05-19 01:03:53,769 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_17.pth was removed +2025-05-19 01:03:54,851 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. +2025-05-19 01:03:54,854 - pyskl - INFO - Best top1_acc is 0.7219 at 18 epoch. +2025-05-19 01:03:54,872 - pyskl - INFO - Epoch(val) [18][3183] top1_acc: 0.7219, top5_acc: 0.9374 +2025-05-19 01:05:03,515 - pyskl - INFO - Epoch [19][100/3940] lr: 2.412e-02, eta: 2 days, 15:44:07, time: 0.686, data_time: 0.247, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9569, loss_cls: 4.5126, loss: 4.5126 +2025-05-19 01:05:47,528 - pyskl - INFO - Epoch [19][200/3940] lr: 2.412e-02, eta: 2 days, 15:43:22, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9475, loss_cls: 4.4422, loss: 4.4422 +2025-05-19 01:06:31,451 - pyskl - INFO - Epoch [19][300/3940] lr: 2.411e-02, eta: 2 days, 15:42:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9587, loss_cls: 4.2939, loss: 4.2939 +2025-05-19 01:07:15,353 - pyskl - INFO - Epoch [19][400/3940] lr: 2.411e-02, eta: 2 days, 15:41:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9525, loss_cls: 4.2359, loss: 4.2359 +2025-05-19 01:07:59,261 - pyskl - INFO - Epoch [19][500/3940] lr: 2.411e-02, eta: 2 days, 15:41:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9513, loss_cls: 4.1962, loss: 4.1962 +2025-05-19 01:08:43,132 - pyskl - INFO - Epoch [19][600/3940] lr: 2.411e-02, eta: 2 days, 15:40:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9569, loss_cls: 4.2659, loss: 4.2659 +2025-05-19 01:09:27,091 - pyskl - INFO - Epoch [19][700/3940] lr: 2.411e-02, eta: 2 days, 15:39:34, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9444, loss_cls: 4.3105, loss: 4.3105 +2025-05-19 01:10:11,063 - pyskl - INFO - Epoch [19][800/3940] lr: 2.410e-02, eta: 2 days, 15:38:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9556, loss_cls: 4.1686, loss: 4.1686 +2025-05-19 01:10:55,072 - pyskl - INFO - Epoch [19][900/3940] lr: 2.410e-02, eta: 2 days, 15:38:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9387, loss_cls: 4.3091, loss: 4.3091 +2025-05-19 01:11:39,029 - pyskl - INFO - Epoch [19][1000/3940] lr: 2.410e-02, eta: 2 days, 15:37:19, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 4.2433, loss: 4.2433 +2025-05-19 01:12:22,941 - pyskl - INFO - Epoch [19][1100/3940] lr: 2.410e-02, eta: 2 days, 15:36:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9525, loss_cls: 4.3471, loss: 4.3471 +2025-05-19 01:13:06,887 - pyskl - INFO - Epoch [19][1200/3940] lr: 2.409e-02, eta: 2 days, 15:35:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9625, loss_cls: 4.1858, loss: 4.1858 +2025-05-19 01:13:50,918 - pyskl - INFO - Epoch [19][1300/3940] lr: 2.409e-02, eta: 2 days, 15:35:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 4.1880, loss: 4.1880 +2025-05-19 01:14:34,865 - pyskl - INFO - Epoch [19][1400/3940] lr: 2.409e-02, eta: 2 days, 15:34:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 4.1922, loss: 4.1922 +2025-05-19 01:15:18,787 - pyskl - INFO - Epoch [19][1500/3940] lr: 2.409e-02, eta: 2 days, 15:33:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9450, loss_cls: 4.3706, loss: 4.3706 +2025-05-19 01:16:02,702 - pyskl - INFO - Epoch [19][1600/3940] lr: 2.408e-02, eta: 2 days, 15:32:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9525, loss_cls: 4.3494, loss: 4.3494 +2025-05-19 01:16:46,619 - pyskl - INFO - Epoch [19][1700/3940] lr: 2.408e-02, eta: 2 days, 15:32:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 4.1425, loss: 4.1425 +2025-05-19 01:17:30,517 - pyskl - INFO - Epoch [19][1800/3940] lr: 2.408e-02, eta: 2 days, 15:31:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9500, loss_cls: 4.2409, loss: 4.2409 +2025-05-19 01:18:14,489 - pyskl - INFO - Epoch [19][1900/3940] lr: 2.408e-02, eta: 2 days, 15:30:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9444, loss_cls: 4.4389, loss: 4.4389 +2025-05-19 01:18:58,402 - pyskl - INFO - Epoch [19][2000/3940] lr: 2.407e-02, eta: 2 days, 15:29:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9481, loss_cls: 4.4411, loss: 4.4411 +2025-05-19 01:19:42,359 - pyskl - INFO - Epoch [19][2100/3940] lr: 2.407e-02, eta: 2 days, 15:28:59, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9513, loss_cls: 4.1415, loss: 4.1415 +2025-05-19 01:20:26,363 - pyskl - INFO - Epoch [19][2200/3940] lr: 2.407e-02, eta: 2 days, 15:28:14, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9506, loss_cls: 4.2625, loss: 4.2625 +2025-05-19 01:21:10,403 - pyskl - INFO - Epoch [19][2300/3940] lr: 2.407e-02, eta: 2 days, 15:27:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9506, loss_cls: 4.2191, loss: 4.2191 +2025-05-19 01:21:54,141 - pyskl - INFO - Epoch [19][2400/3940] lr: 2.406e-02, eta: 2 days, 15:26:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 4.1339, loss: 4.1339 +2025-05-19 01:22:38,005 - pyskl - INFO - Epoch [19][2500/3940] lr: 2.406e-02, eta: 2 days, 15:25:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9556, loss_cls: 4.1448, loss: 4.1448 +2025-05-19 01:23:21,976 - pyskl - INFO - Epoch [19][2600/3940] lr: 2.406e-02, eta: 2 days, 15:25:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 4.2709, loss: 4.2709 +2025-05-19 01:24:05,806 - pyskl - INFO - Epoch [19][2700/3940] lr: 2.405e-02, eta: 2 days, 15:24:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9531, loss_cls: 4.1995, loss: 4.1995 +2025-05-19 01:24:49,723 - pyskl - INFO - Epoch [19][2800/3940] lr: 2.405e-02, eta: 2 days, 15:23:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9537, loss_cls: 4.2100, loss: 4.2100 +2025-05-19 01:25:33,544 - pyskl - INFO - Epoch [19][2900/3940] lr: 2.405e-02, eta: 2 days, 15:22:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9494, loss_cls: 4.3960, loss: 4.3960 +2025-05-19 01:26:17,399 - pyskl - INFO - Epoch [19][3000/3940] lr: 2.405e-02, eta: 2 days, 15:22:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9550, loss_cls: 4.2386, loss: 4.2386 +2025-05-19 01:27:01,257 - pyskl - INFO - Epoch [19][3100/3940] lr: 2.404e-02, eta: 2 days, 15:21:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9575, loss_cls: 4.2562, loss: 4.2562 +2025-05-19 01:27:45,152 - pyskl - INFO - Epoch [19][3200/3940] lr: 2.404e-02, eta: 2 days, 15:20:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9431, loss_cls: 4.3431, loss: 4.3431 +2025-05-19 01:28:29,002 - pyskl - INFO - Epoch [19][3300/3940] lr: 2.404e-02, eta: 2 days, 15:19:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9600, loss_cls: 4.2266, loss: 4.2266 +2025-05-19 01:29:12,875 - pyskl - INFO - Epoch [19][3400/3940] lr: 2.404e-02, eta: 2 days, 15:19:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9587, loss_cls: 4.2155, loss: 4.2155 +2025-05-19 01:29:56,749 - pyskl - INFO - Epoch [19][3500/3940] lr: 2.403e-02, eta: 2 days, 15:18:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 4.3501, loss: 4.3501 +2025-05-19 01:30:40,605 - pyskl - INFO - Epoch [19][3600/3940] lr: 2.403e-02, eta: 2 days, 15:17:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9525, loss_cls: 4.2949, loss: 4.2949 +2025-05-19 01:31:24,477 - pyskl - INFO - Epoch [19][3700/3940] lr: 2.403e-02, eta: 2 days, 15:16:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9575, loss_cls: 4.3160, loss: 4.3160 +2025-05-19 01:32:08,380 - pyskl - INFO - Epoch [19][3800/3940] lr: 2.403e-02, eta: 2 days, 15:16:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9500, loss_cls: 4.3901, loss: 4.3901 +2025-05-19 01:32:52,256 - pyskl - INFO - Epoch [19][3900/3940] lr: 2.402e-02, eta: 2 days, 15:15:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9481, loss_cls: 4.3572, loss: 4.3572 +2025-05-19 01:33:10,106 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-05-19 01:36:31,657 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 01:36:32,117 - pyskl - INFO - +top1_acc 0.6845 +top5_acc 0.9245 +2025-05-19 01:36:32,133 - pyskl - INFO - Epoch(val) [19][3183] top1_acc: 0.6845, top5_acc: 0.9245 +2025-05-19 01:37:40,778 - pyskl - INFO - Epoch [20][100/3940] lr: 2.402e-02, eta: 2 days, 15:15:00, time: 0.686, data_time: 0.247, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9606, loss_cls: 4.3756, loss: 4.3756 +2025-05-19 01:38:24,781 - pyskl - INFO - Epoch [20][200/3940] lr: 2.402e-02, eta: 2 days, 15:14:15, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9456, loss_cls: 4.4152, loss: 4.4152 +2025-05-19 01:39:08,781 - pyskl - INFO - Epoch [20][300/3940] lr: 2.402e-02, eta: 2 days, 15:13:31, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9525, loss_cls: 4.2197, loss: 4.2197 +2025-05-19 01:39:52,644 - pyskl - INFO - Epoch [20][400/3940] lr: 2.401e-02, eta: 2 days, 15:12:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9531, loss_cls: 4.1446, loss: 4.1446 +2025-05-19 01:40:36,508 - pyskl - INFO - Epoch [20][500/3940] lr: 2.401e-02, eta: 2 days, 15:11:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9556, loss_cls: 4.2004, loss: 4.2004 +2025-05-19 01:41:20,425 - pyskl - INFO - Epoch [20][600/3940] lr: 2.401e-02, eta: 2 days, 15:11:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9575, loss_cls: 4.2367, loss: 4.2367 +2025-05-19 01:42:04,389 - pyskl - INFO - Epoch [20][700/3940] lr: 2.401e-02, eta: 2 days, 15:10:28, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9613, loss_cls: 4.3269, loss: 4.3269 +2025-05-19 01:42:48,276 - pyskl - INFO - Epoch [20][800/3940] lr: 2.400e-02, eta: 2 days, 15:09:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9506, loss_cls: 4.4091, loss: 4.4091 +2025-05-19 01:43:32,149 - pyskl - INFO - Epoch [20][900/3940] lr: 2.400e-02, eta: 2 days, 15:08:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9637, loss_cls: 4.2203, loss: 4.2203 +2025-05-19 01:44:16,313 - pyskl - INFO - Epoch [20][1000/3940] lr: 2.400e-02, eta: 2 days, 15:08:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9463, loss_cls: 4.2909, loss: 4.2909 +2025-05-19 01:45:00,445 - pyskl - INFO - Epoch [20][1100/3940] lr: 2.399e-02, eta: 2 days, 15:07:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9550, loss_cls: 4.0865, loss: 4.0865 +2025-05-19 01:45:44,550 - pyskl - INFO - Epoch [20][1200/3940] lr: 2.399e-02, eta: 2 days, 15:06:44, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9463, loss_cls: 4.3485, loss: 4.3485 +2025-05-19 01:46:28,449 - pyskl - INFO - Epoch [20][1300/3940] lr: 2.399e-02, eta: 2 days, 15:05:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9688, loss_cls: 4.0895, loss: 4.0895 +2025-05-19 01:47:12,446 - pyskl - INFO - Epoch [20][1400/3940] lr: 2.399e-02, eta: 2 days, 15:05:14, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 4.3243, loss: 4.3243 +2025-05-19 01:47:56,382 - pyskl - INFO - Epoch [20][1500/3940] lr: 2.398e-02, eta: 2 days, 15:04:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9537, loss_cls: 4.2736, loss: 4.2736 +2025-05-19 01:48:40,105 - pyskl - INFO - Epoch [20][1600/3940] lr: 2.398e-02, eta: 2 days, 15:03:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 4.1528, loss: 4.1528 +2025-05-19 01:49:24,140 - pyskl - INFO - Epoch [20][1700/3940] lr: 2.398e-02, eta: 2 days, 15:02:57, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9575, loss_cls: 4.2779, loss: 4.2779 +2025-05-19 01:50:08,156 - pyskl - INFO - Epoch [20][1800/3940] lr: 2.398e-02, eta: 2 days, 15:02:12, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9537, loss_cls: 4.2356, loss: 4.2356 +2025-05-19 01:50:52,118 - pyskl - INFO - Epoch [20][1900/3940] lr: 2.397e-02, eta: 2 days, 15:01:27, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9569, loss_cls: 4.1356, loss: 4.1356 +2025-05-19 01:51:35,979 - pyskl - INFO - Epoch [20][2000/3940] lr: 2.397e-02, eta: 2 days, 15:00:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9513, loss_cls: 4.2860, loss: 4.2860 +2025-05-19 01:52:20,043 - pyskl - INFO - Epoch [20][2100/3940] lr: 2.397e-02, eta: 2 days, 14:59:56, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9500, loss_cls: 4.2545, loss: 4.2545 +2025-05-19 01:53:04,017 - pyskl - INFO - Epoch [20][2200/3940] lr: 2.397e-02, eta: 2 days, 14:59:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9569, loss_cls: 4.1342, loss: 4.1342 +2025-05-19 01:53:48,120 - pyskl - INFO - Epoch [20][2300/3940] lr: 2.396e-02, eta: 2 days, 14:58:27, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9475, loss_cls: 4.3782, loss: 4.3782 +2025-05-19 01:54:32,111 - pyskl - INFO - Epoch [20][2400/3940] lr: 2.396e-02, eta: 2 days, 14:57:42, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9575, loss_cls: 4.1999, loss: 4.1999 +2025-05-19 01:55:16,086 - pyskl - INFO - Epoch [20][2500/3940] lr: 2.396e-02, eta: 2 days, 14:56:57, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9556, loss_cls: 4.2876, loss: 4.2876 +2025-05-19 01:56:00,091 - pyskl - INFO - Epoch [20][2600/3940] lr: 2.396e-02, eta: 2 days, 14:56:12, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9487, loss_cls: 4.2156, loss: 4.2156 +2025-05-19 01:56:44,093 - pyskl - INFO - Epoch [20][2700/3940] lr: 2.395e-02, eta: 2 days, 14:55:27, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9519, loss_cls: 4.1961, loss: 4.1961 +2025-05-19 01:57:27,927 - pyskl - INFO - Epoch [20][2800/3940] lr: 2.395e-02, eta: 2 days, 14:54:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9519, loss_cls: 4.3071, loss: 4.3071 +2025-05-19 01:58:11,705 - pyskl - INFO - Epoch [20][2900/3940] lr: 2.395e-02, eta: 2 days, 14:53:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9525, loss_cls: 4.4143, loss: 4.4143 +2025-05-19 01:58:55,480 - pyskl - INFO - Epoch [20][3000/3940] lr: 2.394e-02, eta: 2 days, 14:53:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9531, loss_cls: 4.1770, loss: 4.1770 +2025-05-19 01:59:39,253 - pyskl - INFO - Epoch [20][3100/3940] lr: 2.394e-02, eta: 2 days, 14:52:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9444, loss_cls: 4.2342, loss: 4.2342 +2025-05-19 02:00:23,135 - pyskl - INFO - Epoch [20][3200/3940] lr: 2.394e-02, eta: 2 days, 14:51:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 4.2472, loss: 4.2472 +2025-05-19 02:01:06,896 - pyskl - INFO - Epoch [20][3300/3940] lr: 2.394e-02, eta: 2 days, 14:50:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9569, loss_cls: 4.1435, loss: 4.1435 +2025-05-19 02:01:50,743 - pyskl - INFO - Epoch [20][3400/3940] lr: 2.393e-02, eta: 2 days, 14:50:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 4.1461, loss: 4.1461 +2025-05-19 02:02:34,579 - pyskl - INFO - Epoch [20][3500/3940] lr: 2.393e-02, eta: 2 days, 14:49:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 4.2850, loss: 4.2850 +2025-05-19 02:03:18,417 - pyskl - INFO - Epoch [20][3600/3940] lr: 2.393e-02, eta: 2 days, 14:48:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9419, loss_cls: 4.3925, loss: 4.3925 +2025-05-19 02:04:02,407 - pyskl - INFO - Epoch [20][3700/3940] lr: 2.393e-02, eta: 2 days, 14:47:47, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9519, loss_cls: 4.3024, loss: 4.3024 +2025-05-19 02:04:46,387 - pyskl - INFO - Epoch [20][3800/3940] lr: 2.392e-02, eta: 2 days, 14:47:02, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9575, loss_cls: 4.3094, loss: 4.3094 +2025-05-19 02:05:30,349 - pyskl - INFO - Epoch [20][3900/3940] lr: 2.392e-02, eta: 2 days, 14:46:17, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9506, loss_cls: 4.1971, loss: 4.1971 +2025-05-19 02:05:48,245 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-05-19 02:09:09,824 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 02:09:10,293 - pyskl - INFO - +top1_acc 0.6496 +top5_acc 0.9041 +2025-05-19 02:09:10,312 - pyskl - INFO - Epoch(val) [20][3183] top1_acc: 0.6496, top5_acc: 0.9041 +2025-05-19 02:10:19,275 - pyskl - INFO - Epoch [21][100/3940] lr: 2.392e-02, eta: 2 days, 14:46:02, time: 0.690, data_time: 0.249, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9675, loss_cls: 4.2002, loss: 4.2002 +2025-05-19 02:11:03,383 - pyskl - INFO - Epoch [21][200/3940] lr: 2.391e-02, eta: 2 days, 14:45:18, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9569, loss_cls: 4.1474, loss: 4.1474 +2025-05-19 02:11:47,306 - pyskl - INFO - Epoch [21][300/3940] lr: 2.391e-02, eta: 2 days, 14:44:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 4.1147, loss: 4.1147 +2025-05-19 02:12:31,223 - pyskl - INFO - Epoch [21][400/3940] lr: 2.391e-02, eta: 2 days, 14:43:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9544, loss_cls: 4.1238, loss: 4.1238 +2025-05-19 02:13:15,247 - pyskl - INFO - Epoch [21][500/3940] lr: 2.391e-02, eta: 2 days, 14:43:02, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9544, loss_cls: 4.2166, loss: 4.2166 +2025-05-19 02:13:59,231 - pyskl - INFO - Epoch [21][600/3940] lr: 2.390e-02, eta: 2 days, 14:42:17, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9531, loss_cls: 4.0449, loss: 4.0449 +2025-05-19 02:14:43,161 - pyskl - INFO - Epoch [21][700/3940] lr: 2.390e-02, eta: 2 days, 14:41:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9531, loss_cls: 4.3358, loss: 4.3358 +2025-05-19 02:15:27,118 - pyskl - INFO - Epoch [21][800/3940] lr: 2.390e-02, eta: 2 days, 14:40:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9656, loss_cls: 4.1594, loss: 4.1594 +2025-05-19 02:16:11,059 - pyskl - INFO - Epoch [21][900/3940] lr: 2.389e-02, eta: 2 days, 14:40:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9437, loss_cls: 4.3398, loss: 4.3398 +2025-05-19 02:16:55,038 - pyskl - INFO - Epoch [21][1000/3940] lr: 2.389e-02, eta: 2 days, 14:39:16, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9513, loss_cls: 4.2368, loss: 4.2368 +2025-05-19 02:17:39,116 - pyskl - INFO - Epoch [21][1100/3940] lr: 2.389e-02, eta: 2 days, 14:38:32, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9625, loss_cls: 4.1685, loss: 4.1685 +2025-05-19 02:18:23,107 - pyskl - INFO - Epoch [21][1200/3940] lr: 2.389e-02, eta: 2 days, 14:37:47, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9456, loss_cls: 4.3859, loss: 4.3859 +2025-05-19 02:19:07,027 - pyskl - INFO - Epoch [21][1300/3940] lr: 2.388e-02, eta: 2 days, 14:37:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9506, loss_cls: 4.2313, loss: 4.2313 +2025-05-19 02:19:50,956 - pyskl - INFO - Epoch [21][1400/3940] lr: 2.388e-02, eta: 2 days, 14:36:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9569, loss_cls: 4.1691, loss: 4.1691 +2025-05-19 02:20:34,936 - pyskl - INFO - Epoch [21][1500/3940] lr: 2.388e-02, eta: 2 days, 14:35:31, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9581, loss_cls: 4.3325, loss: 4.3325 +2025-05-19 02:21:18,990 - pyskl - INFO - Epoch [21][1600/3940] lr: 2.388e-02, eta: 2 days, 14:34:46, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 4.2556, loss: 4.2556 +2025-05-19 02:22:02,942 - pyskl - INFO - Epoch [21][1700/3940] lr: 2.387e-02, eta: 2 days, 14:34:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9513, loss_cls: 4.2382, loss: 4.2382 +2025-05-19 02:22:46,918 - pyskl - INFO - Epoch [21][1800/3940] lr: 2.387e-02, eta: 2 days, 14:33:16, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 4.2061, loss: 4.2061 +2025-05-19 02:23:30,807 - pyskl - INFO - Epoch [21][1900/3940] lr: 2.387e-02, eta: 2 days, 14:32:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9594, loss_cls: 4.0825, loss: 4.0825 +2025-05-19 02:24:14,710 - pyskl - INFO - Epoch [21][2000/3940] lr: 2.386e-02, eta: 2 days, 14:31:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9537, loss_cls: 4.1672, loss: 4.1672 +2025-05-19 02:24:58,682 - pyskl - INFO - Epoch [21][2100/3940] lr: 2.386e-02, eta: 2 days, 14:31:00, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9563, loss_cls: 4.2617, loss: 4.2617 +2025-05-19 02:25:42,646 - pyskl - INFO - Epoch [21][2200/3940] lr: 2.386e-02, eta: 2 days, 14:30:15, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9506, loss_cls: 4.2168, loss: 4.2168 +2025-05-19 02:26:26,563 - pyskl - INFO - Epoch [21][2300/3940] lr: 2.386e-02, eta: 2 days, 14:29:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9506, loss_cls: 4.3413, loss: 4.3413 +2025-05-19 02:27:10,536 - pyskl - INFO - Epoch [21][2400/3940] lr: 2.385e-02, eta: 2 days, 14:28:44, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 4.1973, loss: 4.1973 +2025-05-19 02:27:54,522 - pyskl - INFO - Epoch [21][2500/3940] lr: 2.385e-02, eta: 2 days, 14:27:59, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 4.0863, loss: 4.0863 +2025-05-19 02:28:38,387 - pyskl - INFO - Epoch [21][2600/3940] lr: 2.385e-02, eta: 2 days, 14:27:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9544, loss_cls: 4.1521, loss: 4.1521 +2025-05-19 02:29:22,364 - pyskl - INFO - Epoch [21][2700/3940] lr: 2.385e-02, eta: 2 days, 14:26:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9469, loss_cls: 4.3792, loss: 4.3792 +2025-05-19 02:30:06,340 - pyskl - INFO - Epoch [21][2800/3940] lr: 2.384e-02, eta: 2 days, 14:25:44, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9463, loss_cls: 4.3164, loss: 4.3164 +2025-05-19 02:30:50,369 - pyskl - INFO - Epoch [21][2900/3940] lr: 2.384e-02, eta: 2 days, 14:24:59, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9675, loss_cls: 4.0921, loss: 4.0921 +2025-05-19 02:31:34,351 - pyskl - INFO - Epoch [21][3000/3940] lr: 2.384e-02, eta: 2 days, 14:24:14, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9494, loss_cls: 4.2027, loss: 4.2027 +2025-05-19 02:32:18,262 - pyskl - INFO - Epoch [21][3100/3940] lr: 2.383e-02, eta: 2 days, 14:23:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9525, loss_cls: 4.2920, loss: 4.2920 +2025-05-19 02:33:02,199 - pyskl - INFO - Epoch [21][3200/3940] lr: 2.383e-02, eta: 2 days, 14:22:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9456, loss_cls: 4.2695, loss: 4.2695 +2025-05-19 02:33:46,241 - pyskl - INFO - Epoch [21][3300/3940] lr: 2.383e-02, eta: 2 days, 14:21:59, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9513, loss_cls: 4.2840, loss: 4.2840 +2025-05-19 02:34:30,212 - pyskl - INFO - Epoch [21][3400/3940] lr: 2.383e-02, eta: 2 days, 14:21:14, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9625, loss_cls: 4.1507, loss: 4.1507 +2025-05-19 02:35:14,149 - pyskl - INFO - Epoch [21][3500/3940] lr: 2.382e-02, eta: 2 days, 14:20:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 4.2025, loss: 4.2025 +2025-05-19 02:35:58,112 - pyskl - INFO - Epoch [21][3600/3940] lr: 2.382e-02, eta: 2 days, 14:19:43, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9537, loss_cls: 4.3288, loss: 4.3288 +2025-05-19 02:36:42,101 - pyskl - INFO - Epoch [21][3700/3940] lr: 2.382e-02, eta: 2 days, 14:18:58, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 4.1148, loss: 4.1148 +2025-05-19 02:37:26,067 - pyskl - INFO - Epoch [21][3800/3940] lr: 2.381e-02, eta: 2 days, 14:18:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 4.0931, loss: 4.0931 +2025-05-19 02:38:10,001 - pyskl - INFO - Epoch [21][3900/3940] lr: 2.381e-02, eta: 2 days, 14:17:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9500, loss_cls: 4.1716, loss: 4.1716 +2025-05-19 02:38:27,985 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-05-19 02:41:50,418 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 02:41:50,887 - pyskl - INFO - +top1_acc 0.6988 +top5_acc 0.9190 +2025-05-19 02:41:50,904 - pyskl - INFO - Epoch(val) [21][3183] top1_acc: 0.6988, top5_acc: 0.9190 +2025-05-19 02:42:59,631 - pyskl - INFO - Epoch [22][100/3940] lr: 2.381e-02, eta: 2 days, 14:17:09, time: 0.687, data_time: 0.248, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9513, loss_cls: 4.1894, loss: 4.1894 +2025-05-19 02:43:43,542 - pyskl - INFO - Epoch [22][200/3940] lr: 2.380e-02, eta: 2 days, 14:16:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 4.0842, loss: 4.0842 +2025-05-19 02:44:27,400 - pyskl - INFO - Epoch [22][300/3940] lr: 2.380e-02, eta: 2 days, 14:15:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9587, loss_cls: 4.2295, loss: 4.2295 +2025-05-19 02:45:11,362 - pyskl - INFO - Epoch [22][400/3940] lr: 2.380e-02, eta: 2 days, 14:14:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9581, loss_cls: 4.3459, loss: 4.3459 +2025-05-19 02:45:55,293 - pyskl - INFO - Epoch [22][500/3940] lr: 2.380e-02, eta: 2 days, 14:14:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9606, loss_cls: 4.1636, loss: 4.1636 +2025-05-19 02:46:39,226 - pyskl - INFO - Epoch [22][600/3940] lr: 2.379e-02, eta: 2 days, 14:13:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9581, loss_cls: 4.3476, loss: 4.3476 +2025-05-19 02:47:23,143 - pyskl - INFO - Epoch [22][700/3940] lr: 2.379e-02, eta: 2 days, 14:12:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 4.0969, loss: 4.0969 +2025-05-19 02:48:07,067 - pyskl - INFO - Epoch [22][800/3940] lr: 2.379e-02, eta: 2 days, 14:11:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9613, loss_cls: 4.1347, loss: 4.1347 +2025-05-19 02:48:50,913 - pyskl - INFO - Epoch [22][900/3940] lr: 2.378e-02, eta: 2 days, 14:11:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 4.1251, loss: 4.1251 +2025-05-19 02:49:34,767 - pyskl - INFO - Epoch [22][1000/3940] lr: 2.378e-02, eta: 2 days, 14:10:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9581, loss_cls: 4.1889, loss: 4.1889 +2025-05-19 02:50:18,810 - pyskl - INFO - Epoch [22][1100/3940] lr: 2.378e-02, eta: 2 days, 14:09:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9556, loss_cls: 4.1650, loss: 4.1650 +2025-05-19 02:51:02,827 - pyskl - INFO - Epoch [22][1200/3940] lr: 2.378e-02, eta: 2 days, 14:08:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9556, loss_cls: 4.1366, loss: 4.1366 +2025-05-19 02:51:46,783 - pyskl - INFO - Epoch [22][1300/3940] lr: 2.377e-02, eta: 2 days, 14:08:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9519, loss_cls: 4.1150, loss: 4.1150 +2025-05-19 02:52:30,729 - pyskl - INFO - Epoch [22][1400/3940] lr: 2.377e-02, eta: 2 days, 14:07:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9587, loss_cls: 4.1568, loss: 4.1568 +2025-05-19 02:53:14,594 - pyskl - INFO - Epoch [22][1500/3940] lr: 2.377e-02, eta: 2 days, 14:06:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9519, loss_cls: 4.2390, loss: 4.2390 +2025-05-19 02:53:58,807 - pyskl - INFO - Epoch [22][1600/3940] lr: 2.376e-02, eta: 2 days, 14:05:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9581, loss_cls: 4.1633, loss: 4.1633 +2025-05-19 02:54:42,763 - pyskl - INFO - Epoch [22][1700/3940] lr: 2.376e-02, eta: 2 days, 14:05:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 4.1674, loss: 4.1674 +2025-05-19 02:55:26,815 - pyskl - INFO - Epoch [22][1800/3940] lr: 2.376e-02, eta: 2 days, 14:04:21, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 4.2686, loss: 4.2686 +2025-05-19 02:56:10,737 - pyskl - INFO - Epoch [22][1900/3940] lr: 2.376e-02, eta: 2 days, 14:03:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9519, loss_cls: 4.2492, loss: 4.2492 +2025-05-19 02:56:54,712 - pyskl - INFO - Epoch [22][2000/3940] lr: 2.375e-02, eta: 2 days, 14:02:51, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 4.2028, loss: 4.2028 +2025-05-19 02:57:38,712 - pyskl - INFO - Epoch [22][2100/3940] lr: 2.375e-02, eta: 2 days, 14:02:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9569, loss_cls: 4.0190, loss: 4.0190 +2025-05-19 02:58:22,805 - pyskl - INFO - Epoch [22][2200/3940] lr: 2.375e-02, eta: 2 days, 14:01:22, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 4.2234, loss: 4.2234 +2025-05-19 02:59:06,739 - pyskl - INFO - Epoch [22][2300/3940] lr: 2.374e-02, eta: 2 days, 14:00:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9537, loss_cls: 4.2861, loss: 4.2861 +2025-05-19 02:59:50,570 - pyskl - INFO - Epoch [22][2400/3940] lr: 2.374e-02, eta: 2 days, 13:59:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9425, loss_cls: 4.2545, loss: 4.2545 +2025-05-19 03:00:34,561 - pyskl - INFO - Epoch [22][2500/3940] lr: 2.374e-02, eta: 2 days, 13:59:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9513, loss_cls: 4.2584, loss: 4.2584 +2025-05-19 03:01:18,767 - pyskl - INFO - Epoch [22][2600/3940] lr: 2.374e-02, eta: 2 days, 13:58:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9644, loss_cls: 4.2736, loss: 4.2736 +2025-05-19 03:02:02,867 - pyskl - INFO - Epoch [22][2700/3940] lr: 2.373e-02, eta: 2 days, 13:57:38, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 4.4352, loss: 4.4352 +2025-05-19 03:02:46,968 - pyskl - INFO - Epoch [22][2800/3940] lr: 2.373e-02, eta: 2 days, 13:56:54, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 4.2426, loss: 4.2426 +2025-05-19 03:03:31,139 - pyskl - INFO - Epoch [22][2900/3940] lr: 2.373e-02, eta: 2 days, 13:56:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9500, loss_cls: 4.1762, loss: 4.1762 +2025-05-19 03:04:15,140 - pyskl - INFO - Epoch [22][3000/3940] lr: 2.372e-02, eta: 2 days, 13:55:25, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9500, loss_cls: 4.2625, loss: 4.2625 +2025-05-19 03:04:58,952 - pyskl - INFO - Epoch [22][3100/3940] lr: 2.372e-02, eta: 2 days, 13:54:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 4.1252, loss: 4.1252 +2025-05-19 03:05:42,831 - pyskl - INFO - Epoch [22][3200/3940] lr: 2.372e-02, eta: 2 days, 13:53:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 4.2962, loss: 4.2962 +2025-05-19 03:06:26,781 - pyskl - INFO - Epoch [22][3300/3940] lr: 2.372e-02, eta: 2 days, 13:53:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9556, loss_cls: 4.1702, loss: 4.1702 +2025-05-19 03:07:10,776 - pyskl - INFO - Epoch [22][3400/3940] lr: 2.371e-02, eta: 2 days, 13:52:23, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9569, loss_cls: 4.1717, loss: 4.1717 +2025-05-19 03:07:54,784 - pyskl - INFO - Epoch [22][3500/3940] lr: 2.371e-02, eta: 2 days, 13:51:39, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9487, loss_cls: 4.2823, loss: 4.2823 +2025-05-19 03:08:38,732 - pyskl - INFO - Epoch [22][3600/3940] lr: 2.371e-02, eta: 2 days, 13:50:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9587, loss_cls: 4.1769, loss: 4.1769 +2025-05-19 03:09:22,685 - pyskl - INFO - Epoch [22][3700/3940] lr: 2.370e-02, eta: 2 days, 13:50:08, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 4.3121, loss: 4.3121 +2025-05-19 03:10:06,664 - pyskl - INFO - Epoch [22][3800/3940] lr: 2.370e-02, eta: 2 days, 13:49:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9487, loss_cls: 4.3260, loss: 4.3260 +2025-05-19 03:10:50,514 - pyskl - INFO - Epoch [22][3900/3940] lr: 2.370e-02, eta: 2 days, 13:48:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9606, loss_cls: 4.1763, loss: 4.1763 +2025-05-19 03:11:08,428 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-05-19 03:14:29,953 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 03:14:30,414 - pyskl - INFO - +top1_acc 0.7387 +top5_acc 0.9474 +2025-05-19 03:14:30,465 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_18.pth was removed +2025-05-19 03:14:31,499 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. +2025-05-19 03:14:31,501 - pyskl - INFO - Best top1_acc is 0.7387 at 22 epoch. +2025-05-19 03:14:31,518 - pyskl - INFO - Epoch(val) [22][3183] top1_acc: 0.7387, top5_acc: 0.9474 +2025-05-19 03:15:40,253 - pyskl - INFO - Epoch [23][100/3940] lr: 2.369e-02, eta: 2 days, 13:48:16, time: 0.687, data_time: 0.249, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9569, loss_cls: 4.0466, loss: 4.0466 +2025-05-19 03:16:24,085 - pyskl - INFO - Epoch [23][200/3940] lr: 2.369e-02, eta: 2 days, 13:47:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9600, loss_cls: 4.2123, loss: 4.2123 +2025-05-19 03:17:07,975 - pyskl - INFO - Epoch [23][300/3940] lr: 2.369e-02, eta: 2 days, 13:46:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9506, loss_cls: 4.1278, loss: 4.1278 +2025-05-19 03:17:51,780 - pyskl - INFO - Epoch [23][400/3940] lr: 2.368e-02, eta: 2 days, 13:45:59, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9537, loss_cls: 4.1406, loss: 4.1406 +2025-05-19 03:18:35,585 - pyskl - INFO - Epoch [23][500/3940] lr: 2.368e-02, eta: 2 days, 13:45:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 4.0881, loss: 4.0881 +2025-05-19 03:19:19,542 - pyskl - INFO - Epoch [23][600/3940] lr: 2.368e-02, eta: 2 days, 13:44:28, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9550, loss_cls: 4.2219, loss: 4.2219 +2025-05-19 03:20:03,338 - pyskl - INFO - Epoch [23][700/3940] lr: 2.368e-02, eta: 2 days, 13:43:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9544, loss_cls: 4.2733, loss: 4.2733 +2025-05-19 03:20:47,184 - pyskl - INFO - Epoch [23][800/3940] lr: 2.367e-02, eta: 2 days, 13:42:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 4.1928, loss: 4.1928 +2025-05-19 03:21:30,809 - pyskl - INFO - Epoch [23][900/3940] lr: 2.367e-02, eta: 2 days, 13:42:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9581, loss_cls: 4.0570, loss: 4.0570 +2025-05-19 03:22:14,665 - pyskl - INFO - Epoch [23][1000/3940] lr: 2.367e-02, eta: 2 days, 13:41:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 4.1238, loss: 4.1238 +2025-05-19 03:22:58,456 - pyskl - INFO - Epoch [23][1100/3940] lr: 2.366e-02, eta: 2 days, 13:40:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 4.1892, loss: 4.1892 +2025-05-19 03:23:42,253 - pyskl - INFO - Epoch [23][1200/3940] lr: 2.366e-02, eta: 2 days, 13:39:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9581, loss_cls: 4.0951, loss: 4.0951 +2025-05-19 03:24:26,103 - pyskl - INFO - Epoch [23][1300/3940] lr: 2.366e-02, eta: 2 days, 13:39:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 4.2932, loss: 4.2932 +2025-05-19 03:25:09,945 - pyskl - INFO - Epoch [23][1400/3940] lr: 2.365e-02, eta: 2 days, 13:38:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 4.1814, loss: 4.1814 +2025-05-19 03:25:53,745 - pyskl - INFO - Epoch [23][1500/3940] lr: 2.365e-02, eta: 2 days, 13:37:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9569, loss_cls: 4.1398, loss: 4.1398 +2025-05-19 03:26:37,633 - pyskl - INFO - Epoch [23][1600/3940] lr: 2.365e-02, eta: 2 days, 13:36:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 4.0791, loss: 4.0791 +2025-05-19 03:27:21,605 - pyskl - INFO - Epoch [23][1700/3940] lr: 2.365e-02, eta: 2 days, 13:36:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9544, loss_cls: 4.1872, loss: 4.1872 +2025-05-19 03:28:05,769 - pyskl - INFO - Epoch [23][1800/3940] lr: 2.364e-02, eta: 2 days, 13:35:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9613, loss_cls: 4.1773, loss: 4.1773 +2025-05-19 03:28:49,636 - pyskl - INFO - Epoch [23][1900/3940] lr: 2.364e-02, eta: 2 days, 13:34:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9644, loss_cls: 4.1345, loss: 4.1345 +2025-05-19 03:29:33,365 - pyskl - INFO - Epoch [23][2000/3940] lr: 2.364e-02, eta: 2 days, 13:33:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 4.2384, loss: 4.2384 +2025-05-19 03:30:17,218 - pyskl - INFO - Epoch [23][2100/3940] lr: 2.363e-02, eta: 2 days, 13:33:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9550, loss_cls: 4.2007, loss: 4.2007 +2025-05-19 03:31:00,955 - pyskl - INFO - Epoch [23][2200/3940] lr: 2.363e-02, eta: 2 days, 13:32:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 4.0923, loss: 4.0923 +2025-05-19 03:31:44,785 - pyskl - INFO - Epoch [23][2300/3940] lr: 2.363e-02, eta: 2 days, 13:31:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 4.1164, loss: 4.1164 +2025-05-19 03:32:28,656 - pyskl - INFO - Epoch [23][2400/3940] lr: 2.362e-02, eta: 2 days, 13:30:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 4.1589, loss: 4.1589 +2025-05-19 03:33:12,561 - pyskl - INFO - Epoch [23][2500/3940] lr: 2.362e-02, eta: 2 days, 13:29:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9619, loss_cls: 4.1726, loss: 4.1726 +2025-05-19 03:33:56,489 - pyskl - INFO - Epoch [23][2600/3940] lr: 2.362e-02, eta: 2 days, 13:29:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9450, loss_cls: 4.1482, loss: 4.1482 +2025-05-19 03:34:40,496 - pyskl - INFO - Epoch [23][2700/3940] lr: 2.362e-02, eta: 2 days, 13:28:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 4.1743, loss: 4.1743 +2025-05-19 03:35:24,465 - pyskl - INFO - Epoch [23][2800/3940] lr: 2.361e-02, eta: 2 days, 13:27:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9650, loss_cls: 4.1890, loss: 4.1890 +2025-05-19 03:36:08,420 - pyskl - INFO - Epoch [23][2900/3940] lr: 2.361e-02, eta: 2 days, 13:26:59, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9569, loss_cls: 4.1729, loss: 4.1729 +2025-05-19 03:36:52,319 - pyskl - INFO - Epoch [23][3000/3940] lr: 2.361e-02, eta: 2 days, 13:26:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9481, loss_cls: 4.2631, loss: 4.2631 +2025-05-19 03:37:36,135 - pyskl - INFO - Epoch [23][3100/3940] lr: 2.360e-02, eta: 2 days, 13:25:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9550, loss_cls: 4.1763, loss: 4.1763 +2025-05-19 03:38:20,006 - pyskl - INFO - Epoch [23][3200/3940] lr: 2.360e-02, eta: 2 days, 13:24:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9537, loss_cls: 4.2281, loss: 4.2281 +2025-05-19 03:39:03,897 - pyskl - INFO - Epoch [23][3300/3940] lr: 2.360e-02, eta: 2 days, 13:23:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9525, loss_cls: 4.2336, loss: 4.2336 +2025-05-19 03:39:47,811 - pyskl - INFO - Epoch [23][3400/3940] lr: 2.359e-02, eta: 2 days, 13:23:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9513, loss_cls: 4.1783, loss: 4.1783 +2025-05-19 03:40:31,682 - pyskl - INFO - Epoch [23][3500/3940] lr: 2.359e-02, eta: 2 days, 13:22:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9556, loss_cls: 4.1685, loss: 4.1685 +2025-05-19 03:41:15,545 - pyskl - INFO - Epoch [23][3600/3940] lr: 2.359e-02, eta: 2 days, 13:21:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 4.0813, loss: 4.0813 +2025-05-19 03:41:59,476 - pyskl - INFO - Epoch [23][3700/3940] lr: 2.358e-02, eta: 2 days, 13:20:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9537, loss_cls: 4.1570, loss: 4.1570 +2025-05-19 03:42:43,370 - pyskl - INFO - Epoch [23][3800/3940] lr: 2.358e-02, eta: 2 days, 13:20:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9625, loss_cls: 4.1110, loss: 4.1110 +2025-05-19 03:43:27,181 - pyskl - INFO - Epoch [23][3900/3940] lr: 2.358e-02, eta: 2 days, 13:19:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9437, loss_cls: 4.2546, loss: 4.2546 +2025-05-19 03:43:45,147 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-05-19 03:47:06,822 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 03:47:07,283 - pyskl - INFO - +top1_acc 0.7165 +top5_acc 0.9412 +2025-05-19 03:47:07,300 - pyskl - INFO - Epoch(val) [23][3183] top1_acc: 0.7165, top5_acc: 0.9412 +2025-05-19 03:48:17,179 - pyskl - INFO - Epoch [24][100/3940] lr: 2.357e-02, eta: 2 days, 13:19:08, time: 0.699, data_time: 0.258, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9525, loss_cls: 4.2787, loss: 4.2787 +2025-05-19 03:49:01,141 - pyskl - INFO - Epoch [24][200/3940] lr: 2.357e-02, eta: 2 days, 13:18:23, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9606, loss_cls: 4.2367, loss: 4.2367 +2025-05-19 03:49:45,119 - pyskl - INFO - Epoch [24][300/3940] lr: 2.357e-02, eta: 2 days, 13:17:38, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9513, loss_cls: 4.1845, loss: 4.1845 +2025-05-19 03:50:29,403 - pyskl - INFO - Epoch [24][400/3940] lr: 2.357e-02, eta: 2 days, 13:16:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9594, loss_cls: 4.0574, loss: 4.0574 +2025-05-19 03:51:13,570 - pyskl - INFO - Epoch [24][500/3940] lr: 2.356e-02, eta: 2 days, 13:16:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9525, loss_cls: 4.2679, loss: 4.2679 +2025-05-19 03:51:57,620 - pyskl - INFO - Epoch [24][600/3940] lr: 2.356e-02, eta: 2 days, 13:15:26, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 4.1388, loss: 4.1388 +2025-05-19 03:52:41,567 - pyskl - INFO - Epoch [24][700/3940] lr: 2.356e-02, eta: 2 days, 13:14:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9563, loss_cls: 4.2637, loss: 4.2637 +2025-05-19 03:53:25,524 - pyskl - INFO - Epoch [24][800/3940] lr: 2.355e-02, eta: 2 days, 13:13:56, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 4.0423, loss: 4.0423 +2025-05-19 03:54:09,438 - pyskl - INFO - Epoch [24][900/3940] lr: 2.355e-02, eta: 2 days, 13:13:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9531, loss_cls: 4.1681, loss: 4.1681 +2025-05-19 03:54:53,363 - pyskl - INFO - Epoch [24][1000/3940] lr: 2.355e-02, eta: 2 days, 13:12:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9544, loss_cls: 4.0822, loss: 4.0822 +2025-05-19 03:55:37,258 - pyskl - INFO - Epoch [24][1100/3940] lr: 2.354e-02, eta: 2 days, 13:11:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9531, loss_cls: 4.2009, loss: 4.2009 +2025-05-19 03:56:21,291 - pyskl - INFO - Epoch [24][1200/3940] lr: 2.354e-02, eta: 2 days, 13:10:56, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 4.0175, loss: 4.0175 +2025-05-19 03:57:05,283 - pyskl - INFO - Epoch [24][1300/3940] lr: 2.354e-02, eta: 2 days, 13:10:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9631, loss_cls: 4.1647, loss: 4.1647 +2025-05-19 03:57:49,246 - pyskl - INFO - Epoch [24][1400/3940] lr: 2.353e-02, eta: 2 days, 13:09:26, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9613, loss_cls: 4.1000, loss: 4.1000 +2025-05-19 03:58:33,467 - pyskl - INFO - Epoch [24][1500/3940] lr: 2.353e-02, eta: 2 days, 13:08:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9513, loss_cls: 4.1700, loss: 4.1700 +2025-05-19 03:59:17,506 - pyskl - INFO - Epoch [24][1600/3940] lr: 2.353e-02, eta: 2 days, 13:07:58, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 4.1082, loss: 4.1082 +2025-05-19 04:00:01,478 - pyskl - INFO - Epoch [24][1700/3940] lr: 2.352e-02, eta: 2 days, 13:07:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9644, loss_cls: 4.1873, loss: 4.1873 +2025-05-19 04:00:45,388 - pyskl - INFO - Epoch [24][1800/3940] lr: 2.352e-02, eta: 2 days, 13:06:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9575, loss_cls: 4.1221, loss: 4.1221 +2025-05-19 04:01:29,276 - pyskl - INFO - Epoch [24][1900/3940] lr: 2.352e-02, eta: 2 days, 13:05:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 4.1201, loss: 4.1201 +2025-05-19 04:02:13,167 - pyskl - INFO - Epoch [24][2000/3940] lr: 2.352e-02, eta: 2 days, 13:04:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9587, loss_cls: 4.0262, loss: 4.0262 +2025-05-19 04:02:57,146 - pyskl - INFO - Epoch [24][2100/3940] lr: 2.351e-02, eta: 2 days, 13:04:12, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 4.1199, loss: 4.1199 +2025-05-19 04:03:41,047 - pyskl - INFO - Epoch [24][2200/3940] lr: 2.351e-02, eta: 2 days, 13:03:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9500, loss_cls: 4.1356, loss: 4.1356 +2025-05-19 04:04:24,925 - pyskl - INFO - Epoch [24][2300/3940] lr: 2.351e-02, eta: 2 days, 13:02:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 4.1698, loss: 4.1698 +2025-05-19 04:05:08,726 - pyskl - INFO - Epoch [24][2400/3940] lr: 2.350e-02, eta: 2 days, 13:01:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9569, loss_cls: 4.1367, loss: 4.1367 +2025-05-19 04:05:52,537 - pyskl - INFO - Epoch [24][2500/3940] lr: 2.350e-02, eta: 2 days, 13:01:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 4.2590, loss: 4.2590 +2025-05-19 04:06:36,399 - pyskl - INFO - Epoch [24][2600/3940] lr: 2.350e-02, eta: 2 days, 13:00:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9469, loss_cls: 4.2896, loss: 4.2896 +2025-05-19 04:07:20,367 - pyskl - INFO - Epoch [24][2700/3940] lr: 2.349e-02, eta: 2 days, 12:59:39, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9531, loss_cls: 4.2108, loss: 4.2108 +2025-05-19 04:08:04,313 - pyskl - INFO - Epoch [24][2800/3940] lr: 2.349e-02, eta: 2 days, 12:58:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9650, loss_cls: 4.1646, loss: 4.1646 +2025-05-19 04:08:48,205 - pyskl - INFO - Epoch [24][2900/3940] lr: 2.349e-02, eta: 2 days, 12:58:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9563, loss_cls: 4.1137, loss: 4.1137 +2025-05-19 04:09:32,090 - pyskl - INFO - Epoch [24][3000/3940] lr: 2.348e-02, eta: 2 days, 12:57:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9544, loss_cls: 4.2207, loss: 4.2207 +2025-05-19 04:10:15,967 - pyskl - INFO - Epoch [24][3100/3940] lr: 2.348e-02, eta: 2 days, 12:56:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9481, loss_cls: 4.2797, loss: 4.2797 +2025-05-19 04:11:00,054 - pyskl - INFO - Epoch [24][3200/3940] lr: 2.348e-02, eta: 2 days, 12:55:53, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 4.1033, loss: 4.1033 +2025-05-19 04:11:43,947 - pyskl - INFO - Epoch [24][3300/3940] lr: 2.347e-02, eta: 2 days, 12:55:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9575, loss_cls: 4.1292, loss: 4.1292 +2025-05-19 04:12:27,807 - pyskl - INFO - Epoch [24][3400/3940] lr: 2.347e-02, eta: 2 days, 12:54:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9569, loss_cls: 4.2373, loss: 4.2373 +2025-05-19 04:13:11,655 - pyskl - INFO - Epoch [24][3500/3940] lr: 2.347e-02, eta: 2 days, 12:53:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9581, loss_cls: 4.1712, loss: 4.1712 +2025-05-19 04:13:55,494 - pyskl - INFO - Epoch [24][3600/3940] lr: 2.346e-02, eta: 2 days, 12:52:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9550, loss_cls: 4.2474, loss: 4.2474 +2025-05-19 04:14:39,386 - pyskl - INFO - Epoch [24][3700/3940] lr: 2.346e-02, eta: 2 days, 12:52:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 4.2260, loss: 4.2260 +2025-05-19 04:15:23,292 - pyskl - INFO - Epoch [24][3800/3940] lr: 2.346e-02, eta: 2 days, 12:51:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 4.1603, loss: 4.1603 +2025-05-19 04:16:07,121 - pyskl - INFO - Epoch [24][3900/3940] lr: 2.346e-02, eta: 2 days, 12:50:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 4.0239, loss: 4.0239 +2025-05-19 04:16:25,065 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-05-19 04:19:46,454 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 04:19:46,921 - pyskl - INFO - +top1_acc 0.7108 +top5_acc 0.9335 +2025-05-19 04:19:46,939 - pyskl - INFO - Epoch(val) [24][3183] top1_acc: 0.7108, top5_acc: 0.9335 +2025-05-19 04:20:55,298 - pyskl - INFO - Epoch [25][100/3940] lr: 2.345e-02, eta: 2 days, 12:50:08, time: 0.684, data_time: 0.245, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9569, loss_cls: 4.1354, loss: 4.1354 +2025-05-19 04:21:39,217 - pyskl - INFO - Epoch [25][200/3940] lr: 2.345e-02, eta: 2 days, 12:49:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 3.9812, loss: 3.9812 +2025-05-19 04:22:23,058 - pyskl - INFO - Epoch [25][300/3940] lr: 2.344e-02, eta: 2 days, 12:48:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 3.9631, loss: 3.9631 +2025-05-19 04:23:07,020 - pyskl - INFO - Epoch [25][400/3940] lr: 2.344e-02, eta: 2 days, 12:47:52, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 4.0958, loss: 4.0958 +2025-05-19 04:23:50,975 - pyskl - INFO - Epoch [25][500/3940] lr: 2.344e-02, eta: 2 days, 12:47:07, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9556, loss_cls: 4.1071, loss: 4.1071 +2025-05-19 04:24:34,839 - pyskl - INFO - Epoch [25][600/3940] lr: 2.343e-02, eta: 2 days, 12:46:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9550, loss_cls: 4.1128, loss: 4.1128 +2025-05-19 04:25:18,640 - pyskl - INFO - Epoch [25][700/3940] lr: 2.343e-02, eta: 2 days, 12:45:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9606, loss_cls: 4.1465, loss: 4.1465 +2025-05-19 04:26:02,463 - pyskl - INFO - Epoch [25][800/3940] lr: 2.343e-02, eta: 2 days, 12:44:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9619, loss_cls: 4.0738, loss: 4.0738 +2025-05-19 04:26:46,339 - pyskl - INFO - Epoch [25][900/3940] lr: 2.342e-02, eta: 2 days, 12:44:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9600, loss_cls: 4.1560, loss: 4.1560 +2025-05-19 04:27:30,142 - pyskl - INFO - Epoch [25][1000/3940] lr: 2.342e-02, eta: 2 days, 12:43:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 4.1102, loss: 4.1102 +2025-05-19 04:28:13,979 - pyskl - INFO - Epoch [25][1100/3940] lr: 2.342e-02, eta: 2 days, 12:42:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9506, loss_cls: 4.1861, loss: 4.1861 +2025-05-19 04:28:57,974 - pyskl - INFO - Epoch [25][1200/3940] lr: 2.342e-02, eta: 2 days, 12:41:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9619, loss_cls: 4.0656, loss: 4.0656 +2025-05-19 04:29:41,927 - pyskl - INFO - Epoch [25][1300/3940] lr: 2.341e-02, eta: 2 days, 12:41:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9513, loss_cls: 4.1272, loss: 4.1272 +2025-05-19 04:30:25,897 - pyskl - INFO - Epoch [25][1400/3940] lr: 2.341e-02, eta: 2 days, 12:40:19, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 4.1360, loss: 4.1360 +2025-05-19 04:31:09,857 - pyskl - INFO - Epoch [25][1500/3940] lr: 2.341e-02, eta: 2 days, 12:39:34, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9575, loss_cls: 4.1095, loss: 4.1095 +2025-05-19 04:31:53,746 - pyskl - INFO - Epoch [25][1600/3940] lr: 2.340e-02, eta: 2 days, 12:38:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9675, loss_cls: 3.9717, loss: 3.9717 +2025-05-19 04:32:37,708 - pyskl - INFO - Epoch [25][1700/3940] lr: 2.340e-02, eta: 2 days, 12:38:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 4.1587, loss: 4.1587 +2025-05-19 04:33:21,657 - pyskl - INFO - Epoch [25][1800/3940] lr: 2.340e-02, eta: 2 days, 12:37:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 4.1202, loss: 4.1202 +2025-05-19 04:34:05,546 - pyskl - INFO - Epoch [25][1900/3940] lr: 2.339e-02, eta: 2 days, 12:36:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9513, loss_cls: 4.1414, loss: 4.1414 +2025-05-19 04:34:49,459 - pyskl - INFO - Epoch [25][2000/3940] lr: 2.339e-02, eta: 2 days, 12:35:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9569, loss_cls: 3.9716, loss: 3.9716 +2025-05-19 04:35:33,535 - pyskl - INFO - Epoch [25][2100/3940] lr: 2.339e-02, eta: 2 days, 12:35:04, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 4.1525, loss: 4.1525 +2025-05-19 04:36:17,484 - pyskl - INFO - Epoch [25][2200/3940] lr: 2.338e-02, eta: 2 days, 12:34:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9469, loss_cls: 4.2830, loss: 4.2830 +2025-05-19 04:37:01,385 - pyskl - INFO - Epoch [25][2300/3940] lr: 2.338e-02, eta: 2 days, 12:33:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9531, loss_cls: 4.1698, loss: 4.1698 +2025-05-19 04:37:45,316 - pyskl - INFO - Epoch [25][2400/3940] lr: 2.338e-02, eta: 2 days, 12:32:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9575, loss_cls: 4.0938, loss: 4.0938 +2025-05-19 04:38:29,201 - pyskl - INFO - Epoch [25][2500/3940] lr: 2.337e-02, eta: 2 days, 12:32:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9600, loss_cls: 4.2234, loss: 4.2234 +2025-05-19 04:39:13,178 - pyskl - INFO - Epoch [25][2600/3940] lr: 2.337e-02, eta: 2 days, 12:31:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 4.1144, loss: 4.1144 +2025-05-19 04:39:57,090 - pyskl - INFO - Epoch [25][2700/3940] lr: 2.337e-02, eta: 2 days, 12:30:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9531, loss_cls: 3.9951, loss: 3.9951 +2025-05-19 04:40:41,014 - pyskl - INFO - Epoch [25][2800/3940] lr: 2.336e-02, eta: 2 days, 12:29:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9531, loss_cls: 4.1956, loss: 4.1956 +2025-05-19 04:41:25,015 - pyskl - INFO - Epoch [25][2900/3940] lr: 2.336e-02, eta: 2 days, 12:29:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9650, loss_cls: 4.1179, loss: 4.1179 +2025-05-19 04:42:09,141 - pyskl - INFO - Epoch [25][3000/3940] lr: 2.336e-02, eta: 2 days, 12:28:19, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9594, loss_cls: 4.1899, loss: 4.1899 +2025-05-19 04:42:53,086 - pyskl - INFO - Epoch [25][3100/3940] lr: 2.335e-02, eta: 2 days, 12:27:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9556, loss_cls: 4.0372, loss: 4.0372 +2025-05-19 04:43:37,061 - pyskl - INFO - Epoch [25][3200/3940] lr: 2.335e-02, eta: 2 days, 12:26:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 4.1973, loss: 4.1973 +2025-05-19 04:44:20,945 - pyskl - INFO - Epoch [25][3300/3940] lr: 2.335e-02, eta: 2 days, 12:26:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 4.0545, loss: 4.0545 +2025-05-19 04:45:05,037 - pyskl - INFO - Epoch [25][3400/3940] lr: 2.334e-02, eta: 2 days, 12:25:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9519, loss_cls: 4.2636, loss: 4.2636 +2025-05-19 04:45:48,980 - pyskl - INFO - Epoch [25][3500/3940] lr: 2.334e-02, eta: 2 days, 12:24:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 3.9527, loss: 3.9527 +2025-05-19 04:46:32,916 - pyskl - INFO - Epoch [25][3600/3940] lr: 2.334e-02, eta: 2 days, 12:23:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9506, loss_cls: 4.1937, loss: 4.1937 +2025-05-19 04:47:16,790 - pyskl - INFO - Epoch [25][3700/3940] lr: 2.333e-02, eta: 2 days, 12:23:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 3.9809, loss: 3.9809 +2025-05-19 04:48:00,663 - pyskl - INFO - Epoch [25][3800/3940] lr: 2.333e-02, eta: 2 days, 12:22:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9594, loss_cls: 4.2484, loss: 4.2484 +2025-05-19 04:48:44,528 - pyskl - INFO - Epoch [25][3900/3940] lr: 2.333e-02, eta: 2 days, 12:21:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 4.0761, loss: 4.0761 +2025-05-19 04:49:02,414 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-05-19 04:52:23,679 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 04:52:24,144 - pyskl - INFO - +top1_acc 0.7190 +top5_acc 0.9326 +2025-05-19 04:52:24,161 - pyskl - INFO - Epoch(val) [25][3183] top1_acc: 0.7190, top5_acc: 0.9326 +2025-05-19 04:53:33,201 - pyskl - INFO - Epoch [26][100/3940] lr: 2.332e-02, eta: 2 days, 12:21:08, time: 0.690, data_time: 0.249, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 4.0718, loss: 4.0718 +2025-05-19 04:54:17,228 - pyskl - INFO - Epoch [26][200/3940] lr: 2.332e-02, eta: 2 days, 12:20:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9550, loss_cls: 4.2145, loss: 4.2145 +2025-05-19 04:55:01,134 - pyskl - INFO - Epoch [26][300/3940] lr: 2.332e-02, eta: 2 days, 12:19:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 4.0781, loss: 4.0781 +2025-05-19 04:55:45,010 - pyskl - INFO - Epoch [26][400/3940] lr: 2.331e-02, eta: 2 days, 12:18:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 4.0512, loss: 4.0512 +2025-05-19 04:56:28,911 - pyskl - INFO - Epoch [26][500/3940] lr: 2.331e-02, eta: 2 days, 12:18:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9625, loss_cls: 4.1194, loss: 4.1194 +2025-05-19 04:57:12,818 - pyskl - INFO - Epoch [26][600/3940] lr: 2.331e-02, eta: 2 days, 12:17:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9556, loss_cls: 4.1362, loss: 4.1362 +2025-05-19 04:57:56,615 - pyskl - INFO - Epoch [26][700/3940] lr: 2.330e-02, eta: 2 days, 12:16:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9600, loss_cls: 4.1642, loss: 4.1642 +2025-05-19 04:58:40,678 - pyskl - INFO - Epoch [26][800/3940] lr: 2.330e-02, eta: 2 days, 12:15:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9625, loss_cls: 4.0728, loss: 4.0728 +2025-05-19 04:59:24,311 - pyskl - INFO - Epoch [26][900/3940] lr: 2.330e-02, eta: 2 days, 12:15:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9550, loss_cls: 4.0867, loss: 4.0867 +2025-05-19 05:00:08,011 - pyskl - INFO - Epoch [26][1000/3940] lr: 2.329e-02, eta: 2 days, 12:14:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 4.1377, loss: 4.1377 +2025-05-19 05:00:51,809 - pyskl - INFO - Epoch [26][1100/3940] lr: 2.329e-02, eta: 2 days, 12:13:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9600, loss_cls: 4.0236, loss: 4.0236 +2025-05-19 05:01:35,628 - pyskl - INFO - Epoch [26][1200/3940] lr: 2.329e-02, eta: 2 days, 12:12:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 4.0727, loss: 4.0727 +2025-05-19 05:02:19,534 - pyskl - INFO - Epoch [26][1300/3940] lr: 2.328e-02, eta: 2 days, 12:12:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9594, loss_cls: 4.0294, loss: 4.0294 +2025-05-19 05:03:03,404 - pyskl - INFO - Epoch [26][1400/3940] lr: 2.328e-02, eta: 2 days, 12:11:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9594, loss_cls: 4.1037, loss: 4.1037 +2025-05-19 05:03:47,340 - pyskl - INFO - Epoch [26][1500/3940] lr: 2.328e-02, eta: 2 days, 12:10:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9581, loss_cls: 4.0221, loss: 4.0221 +2025-05-19 05:04:31,237 - pyskl - INFO - Epoch [26][1600/3940] lr: 2.327e-02, eta: 2 days, 12:09:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9569, loss_cls: 4.1367, loss: 4.1367 +2025-05-19 05:05:15,194 - pyskl - INFO - Epoch [26][1700/3940] lr: 2.327e-02, eta: 2 days, 12:09:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 3.9754, loss: 3.9754 +2025-05-19 05:05:59,115 - pyskl - INFO - Epoch [26][1800/3940] lr: 2.327e-02, eta: 2 days, 12:08:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 3.8820, loss: 3.8820 +2025-05-19 05:06:43,079 - pyskl - INFO - Epoch [26][1900/3940] lr: 2.326e-02, eta: 2 days, 12:07:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 4.2653, loss: 4.2653 +2025-05-19 05:07:27,214 - pyskl - INFO - Epoch [26][2000/3940] lr: 2.326e-02, eta: 2 days, 12:06:49, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9550, loss_cls: 4.1261, loss: 4.1261 +2025-05-19 05:08:11,376 - pyskl - INFO - Epoch [26][2100/3940] lr: 2.325e-02, eta: 2 days, 12:06:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9606, loss_cls: 4.2088, loss: 4.2088 +2025-05-19 05:08:55,228 - pyskl - INFO - Epoch [26][2200/3940] lr: 2.325e-02, eta: 2 days, 12:05:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9544, loss_cls: 4.1059, loss: 4.1059 +2025-05-19 05:09:39,173 - pyskl - INFO - Epoch [26][2300/3940] lr: 2.325e-02, eta: 2 days, 12:04:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9606, loss_cls: 4.1883, loss: 4.1883 +2025-05-19 05:10:23,201 - pyskl - INFO - Epoch [26][2400/3940] lr: 2.324e-02, eta: 2 days, 12:03:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9481, loss_cls: 4.2954, loss: 4.2954 +2025-05-19 05:11:07,204 - pyskl - INFO - Epoch [26][2500/3940] lr: 2.324e-02, eta: 2 days, 12:03:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 4.0324, loss: 4.0324 +2025-05-19 05:11:51,267 - pyskl - INFO - Epoch [26][2600/3940] lr: 2.324e-02, eta: 2 days, 12:02:21, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9606, loss_cls: 4.2015, loss: 4.2015 +2025-05-19 05:12:35,376 - pyskl - INFO - Epoch [26][2700/3940] lr: 2.323e-02, eta: 2 days, 12:01:36, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9581, loss_cls: 4.0769, loss: 4.0769 +2025-05-19 05:13:19,481 - pyskl - INFO - Epoch [26][2800/3940] lr: 2.323e-02, eta: 2 days, 12:00:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.9514, loss: 3.9514 +2025-05-19 05:14:03,507 - pyskl - INFO - Epoch [26][2900/3940] lr: 2.323e-02, eta: 2 days, 12:00:08, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9575, loss_cls: 4.0161, loss: 4.0161 +2025-05-19 05:14:47,670 - pyskl - INFO - Epoch [26][3000/3940] lr: 2.322e-02, eta: 2 days, 11:59:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9637, loss_cls: 4.0273, loss: 4.0273 +2025-05-19 05:15:31,673 - pyskl - INFO - Epoch [26][3100/3940] lr: 2.322e-02, eta: 2 days, 11:58:39, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9500, loss_cls: 4.1004, loss: 4.1004 +2025-05-19 05:16:15,739 - pyskl - INFO - Epoch [26][3200/3940] lr: 2.322e-02, eta: 2 days, 11:57:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9544, loss_cls: 4.1675, loss: 4.1675 +2025-05-19 05:16:59,823 - pyskl - INFO - Epoch [26][3300/3940] lr: 2.321e-02, eta: 2 days, 11:57:10, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9600, loss_cls: 4.0565, loss: 4.0565 +2025-05-19 05:17:43,891 - pyskl - INFO - Epoch [26][3400/3940] lr: 2.321e-02, eta: 2 days, 11:56:26, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 4.1881, loss: 4.1881 +2025-05-19 05:18:28,107 - pyskl - INFO - Epoch [26][3500/3940] lr: 2.321e-02, eta: 2 days, 11:55:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 4.0270, loss: 4.0270 +2025-05-19 05:19:12,130 - pyskl - INFO - Epoch [26][3600/3940] lr: 2.320e-02, eta: 2 days, 11:54:58, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9575, loss_cls: 4.0992, loss: 4.0992 +2025-05-19 05:19:56,046 - pyskl - INFO - Epoch [26][3700/3940] lr: 2.320e-02, eta: 2 days, 11:54:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 3.9642, loss: 3.9642 +2025-05-19 05:20:40,040 - pyskl - INFO - Epoch [26][3800/3940] lr: 2.320e-02, eta: 2 days, 11:53:28, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9487, loss_cls: 4.2482, loss: 4.2482 +2025-05-19 05:21:24,014 - pyskl - INFO - Epoch [26][3900/3940] lr: 2.319e-02, eta: 2 days, 11:52:43, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 4.1747, loss: 4.1747 +2025-05-19 05:21:41,948 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-05-19 05:25:03,650 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 05:25:04,114 - pyskl - INFO - +top1_acc 0.7472 +top5_acc 0.9476 +2025-05-19 05:25:04,170 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_22.pth was removed +2025-05-19 05:25:05,250 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. +2025-05-19 05:25:05,252 - pyskl - INFO - Best top1_acc is 0.7472 at 26 epoch. +2025-05-19 05:25:05,271 - pyskl - INFO - Epoch(val) [26][3183] top1_acc: 0.7472, top5_acc: 0.9476 +2025-05-19 05:26:14,101 - pyskl - INFO - Epoch [27][100/3940] lr: 2.319e-02, eta: 2 days, 11:52:15, time: 0.688, data_time: 0.250, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9675, loss_cls: 4.2156, loss: 4.2156 +2025-05-19 05:26:57,934 - pyskl - INFO - Epoch [27][200/3940] lr: 2.319e-02, eta: 2 days, 11:51:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9581, loss_cls: 4.0634, loss: 4.0634 +2025-05-19 05:27:41,876 - pyskl - INFO - Epoch [27][300/3940] lr: 2.318e-02, eta: 2 days, 11:50:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9594, loss_cls: 4.0174, loss: 4.0174 +2025-05-19 05:28:25,836 - pyskl - INFO - Epoch [27][400/3940] lr: 2.318e-02, eta: 2 days, 11:50:00, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9581, loss_cls: 4.0324, loss: 4.0324 +2025-05-19 05:29:09,741 - pyskl - INFO - Epoch [27][500/3940] lr: 2.317e-02, eta: 2 days, 11:49:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 4.0331, loss: 4.0331 +2025-05-19 05:29:53,626 - pyskl - INFO - Epoch [27][600/3940] lr: 2.317e-02, eta: 2 days, 11:48:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9594, loss_cls: 4.0590, loss: 4.0590 +2025-05-19 05:30:37,431 - pyskl - INFO - Epoch [27][700/3940] lr: 2.317e-02, eta: 2 days, 11:47:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 4.0702, loss: 4.0702 +2025-05-19 05:31:21,210 - pyskl - INFO - Epoch [27][800/3940] lr: 2.316e-02, eta: 2 days, 11:46:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9587, loss_cls: 4.0377, loss: 4.0377 +2025-05-19 05:32:05,028 - pyskl - INFO - Epoch [27][900/3940] lr: 2.316e-02, eta: 2 days, 11:46:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9663, loss_cls: 4.1209, loss: 4.1209 +2025-05-19 05:32:48,779 - pyskl - INFO - Epoch [27][1000/3940] lr: 2.316e-02, eta: 2 days, 11:45:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 4.0509, loss: 4.0509 +2025-05-19 05:33:32,562 - pyskl - INFO - Epoch [27][1100/3940] lr: 2.315e-02, eta: 2 days, 11:44:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 4.1013, loss: 4.1013 +2025-05-19 05:34:16,440 - pyskl - INFO - Epoch [27][1200/3940] lr: 2.315e-02, eta: 2 days, 11:43:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 4.1327, loss: 4.1327 +2025-05-19 05:35:00,796 - pyskl - INFO - Epoch [27][1300/3940] lr: 2.315e-02, eta: 2 days, 11:43:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9494, loss_cls: 4.2170, loss: 4.2170 +2025-05-19 05:35:45,064 - pyskl - INFO - Epoch [27][1400/3940] lr: 2.314e-02, eta: 2 days, 11:42:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9656, loss_cls: 4.1154, loss: 4.1154 +2025-05-19 05:36:29,200 - pyskl - INFO - Epoch [27][1500/3940] lr: 2.314e-02, eta: 2 days, 11:41:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 4.0436, loss: 4.0436 +2025-05-19 05:37:13,371 - pyskl - INFO - Epoch [27][1600/3940] lr: 2.314e-02, eta: 2 days, 11:41:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9550, loss_cls: 4.0969, loss: 4.0969 +2025-05-19 05:37:57,594 - pyskl - INFO - Epoch [27][1700/3940] lr: 2.313e-02, eta: 2 days, 11:40:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9550, loss_cls: 4.1141, loss: 4.1141 +2025-05-19 05:38:41,608 - pyskl - INFO - Epoch [27][1800/3940] lr: 2.313e-02, eta: 2 days, 11:39:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9663, loss_cls: 4.0817, loss: 4.0817 +2025-05-19 05:39:25,672 - pyskl - INFO - Epoch [27][1900/3940] lr: 2.313e-02, eta: 2 days, 11:38:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9581, loss_cls: 4.1227, loss: 4.1227 +2025-05-19 05:40:09,693 - pyskl - INFO - Epoch [27][2000/3940] lr: 2.312e-02, eta: 2 days, 11:38:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 4.0808, loss: 4.0808 +2025-05-19 05:40:53,736 - pyskl - INFO - Epoch [27][2100/3940] lr: 2.312e-02, eta: 2 days, 11:37:19, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9531, loss_cls: 4.2159, loss: 4.2159 +2025-05-19 05:41:37,672 - pyskl - INFO - Epoch [27][2200/3940] lr: 2.312e-02, eta: 2 days, 11:36:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9644, loss_cls: 4.2146, loss: 4.2146 +2025-05-19 05:42:21,637 - pyskl - INFO - Epoch [27][2300/3940] lr: 2.311e-02, eta: 2 days, 11:35:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9519, loss_cls: 4.1263, loss: 4.1263 +2025-05-19 05:43:05,606 - pyskl - INFO - Epoch [27][2400/3940] lr: 2.311e-02, eta: 2 days, 11:35:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9463, loss_cls: 4.0340, loss: 4.0340 +2025-05-19 05:43:49,578 - pyskl - INFO - Epoch [27][2500/3940] lr: 2.311e-02, eta: 2 days, 11:34:20, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 4.0045, loss: 4.0045 +2025-05-19 05:44:33,518 - pyskl - INFO - Epoch [27][2600/3940] lr: 2.310e-02, eta: 2 days, 11:33:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 4.1877, loss: 4.1877 +2025-05-19 05:45:17,495 - pyskl - INFO - Epoch [27][2700/3940] lr: 2.310e-02, eta: 2 days, 11:32:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9587, loss_cls: 4.0292, loss: 4.0292 +2025-05-19 05:46:01,422 - pyskl - INFO - Epoch [27][2800/3940] lr: 2.309e-02, eta: 2 days, 11:32:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 3.8469, loss: 3.8469 +2025-05-19 05:46:45,379 - pyskl - INFO - Epoch [27][2900/3940] lr: 2.309e-02, eta: 2 days, 11:31:20, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9556, loss_cls: 4.0834, loss: 4.0834 +2025-05-19 05:47:29,348 - pyskl - INFO - Epoch [27][3000/3940] lr: 2.309e-02, eta: 2 days, 11:30:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9581, loss_cls: 4.1209, loss: 4.1209 +2025-05-19 05:48:13,404 - pyskl - INFO - Epoch [27][3100/3940] lr: 2.308e-02, eta: 2 days, 11:29:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9513, loss_cls: 4.2113, loss: 4.2113 +2025-05-19 05:48:57,647 - pyskl - INFO - Epoch [27][3200/3940] lr: 2.308e-02, eta: 2 days, 11:29:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9581, loss_cls: 4.0772, loss: 4.0772 +2025-05-19 05:49:41,744 - pyskl - INFO - Epoch [27][3300/3940] lr: 2.308e-02, eta: 2 days, 11:28:23, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 3.9882, loss: 3.9882 +2025-05-19 05:50:25,733 - pyskl - INFO - Epoch [27][3400/3940] lr: 2.307e-02, eta: 2 days, 11:27:38, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9525, loss_cls: 4.2012, loss: 4.2012 +2025-05-19 05:51:09,755 - pyskl - INFO - Epoch [27][3500/3940] lr: 2.307e-02, eta: 2 days, 11:26:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9481, loss_cls: 4.2068, loss: 4.2068 +2025-05-19 05:51:53,642 - pyskl - INFO - Epoch [27][3600/3940] lr: 2.307e-02, eta: 2 days, 11:26:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 4.0992, loss: 4.0992 +2025-05-19 05:52:37,557 - pyskl - INFO - Epoch [27][3700/3940] lr: 2.306e-02, eta: 2 days, 11:25:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9531, loss_cls: 4.0282, loss: 4.0282 +2025-05-19 05:53:21,479 - pyskl - INFO - Epoch [27][3800/3940] lr: 2.306e-02, eta: 2 days, 11:24:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9600, loss_cls: 4.0111, loss: 4.0111 +2025-05-19 05:54:05,318 - pyskl - INFO - Epoch [27][3900/3940] lr: 2.306e-02, eta: 2 days, 11:23:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9700, loss_cls: 3.8896, loss: 3.8896 +2025-05-19 05:54:23,167 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-05-19 05:57:44,959 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 05:57:45,422 - pyskl - INFO - +top1_acc 0.7128 +top5_acc 0.9362 +2025-05-19 05:57:45,439 - pyskl - INFO - Epoch(val) [27][3183] top1_acc: 0.7128, top5_acc: 0.9362 +2025-05-19 05:58:54,747 - pyskl - INFO - Epoch [28][100/3940] lr: 2.305e-02, eta: 2 days, 11:23:25, time: 0.693, data_time: 0.253, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9569, loss_cls: 4.0965, loss: 4.0965 +2025-05-19 05:59:38,719 - pyskl - INFO - Epoch [28][200/3940] lr: 2.305e-02, eta: 2 days, 11:22:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 3.9372, loss: 3.9372 +2025-05-19 06:00:22,685 - pyskl - INFO - Epoch [28][300/3940] lr: 2.304e-02, eta: 2 days, 11:21:56, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9663, loss_cls: 4.0101, loss: 4.0101 +2025-05-19 06:01:06,543 - pyskl - INFO - Epoch [28][400/3940] lr: 2.304e-02, eta: 2 days, 11:21:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9569, loss_cls: 4.1083, loss: 4.1083 +2025-05-19 06:01:50,417 - pyskl - INFO - Epoch [28][500/3940] lr: 2.304e-02, eta: 2 days, 11:20:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 4.0769, loss: 4.0769 +2025-05-19 06:02:34,323 - pyskl - INFO - Epoch [28][600/3940] lr: 2.303e-02, eta: 2 days, 11:19:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9619, loss_cls: 3.9344, loss: 3.9344 +2025-05-19 06:03:18,223 - pyskl - INFO - Epoch [28][700/3940] lr: 2.303e-02, eta: 2 days, 11:18:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9606, loss_cls: 3.9009, loss: 3.9009 +2025-05-19 06:04:02,122 - pyskl - INFO - Epoch [28][800/3940] lr: 2.303e-02, eta: 2 days, 11:18:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9625, loss_cls: 4.1105, loss: 4.1105 +2025-05-19 06:04:46,088 - pyskl - INFO - Epoch [28][900/3940] lr: 2.302e-02, eta: 2 days, 11:17:25, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 4.0918, loss: 4.0918 +2025-05-19 06:05:29,981 - pyskl - INFO - Epoch [28][1000/3940] lr: 2.302e-02, eta: 2 days, 11:16:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 4.1870, loss: 4.1870 +2025-05-19 06:06:14,017 - pyskl - INFO - Epoch [28][1100/3940] lr: 2.301e-02, eta: 2 days, 11:15:55, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9600, loss_cls: 4.0956, loss: 4.0956 +2025-05-19 06:06:57,894 - pyskl - INFO - Epoch [28][1200/3940] lr: 2.301e-02, eta: 2 days, 11:15:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9556, loss_cls: 4.0514, loss: 4.0514 +2025-05-19 06:07:41,812 - pyskl - INFO - Epoch [28][1300/3940] lr: 2.301e-02, eta: 2 days, 11:14:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9650, loss_cls: 3.9539, loss: 3.9539 +2025-05-19 06:08:25,686 - pyskl - INFO - Epoch [28][1400/3940] lr: 2.300e-02, eta: 2 days, 11:13:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9637, loss_cls: 3.9565, loss: 3.9565 +2025-05-19 06:09:09,522 - pyskl - INFO - Epoch [28][1500/3940] lr: 2.300e-02, eta: 2 days, 11:12:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9525, loss_cls: 4.0618, loss: 4.0618 +2025-05-19 06:09:53,409 - pyskl - INFO - Epoch [28][1600/3940] lr: 2.300e-02, eta: 2 days, 11:12:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9556, loss_cls: 4.1345, loss: 4.1345 +2025-05-19 06:10:37,287 - pyskl - INFO - Epoch [28][1700/3940] lr: 2.299e-02, eta: 2 days, 11:11:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9556, loss_cls: 4.0879, loss: 4.0879 +2025-05-19 06:11:21,230 - pyskl - INFO - Epoch [28][1800/3940] lr: 2.299e-02, eta: 2 days, 11:10:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9625, loss_cls: 3.8235, loss: 3.8235 +2025-05-19 06:12:05,123 - pyskl - INFO - Epoch [28][1900/3940] lr: 2.299e-02, eta: 2 days, 11:09:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9575, loss_cls: 3.9945, loss: 3.9945 +2025-05-19 06:12:49,004 - pyskl - INFO - Epoch [28][2000/3940] lr: 2.298e-02, eta: 2 days, 11:09:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 3.9013, loss: 3.9013 +2025-05-19 06:13:32,815 - pyskl - INFO - Epoch [28][2100/3940] lr: 2.298e-02, eta: 2 days, 11:08:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9569, loss_cls: 4.0643, loss: 4.0643 +2025-05-19 06:14:16,619 - pyskl - INFO - Epoch [28][2200/3940] lr: 2.298e-02, eta: 2 days, 11:07:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 4.1089, loss: 4.1089 +2025-05-19 06:15:00,542 - pyskl - INFO - Epoch [28][2300/3940] lr: 2.297e-02, eta: 2 days, 11:06:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9631, loss_cls: 4.0477, loss: 4.0477 +2025-05-19 06:15:44,469 - pyskl - INFO - Epoch [28][2400/3940] lr: 2.297e-02, eta: 2 days, 11:06:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9513, loss_cls: 4.0422, loss: 4.0422 +2025-05-19 06:16:28,301 - pyskl - INFO - Epoch [28][2500/3940] lr: 2.296e-02, eta: 2 days, 11:05:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9531, loss_cls: 4.0253, loss: 4.0253 +2025-05-19 06:17:12,172 - pyskl - INFO - Epoch [28][2600/3940] lr: 2.296e-02, eta: 2 days, 11:04:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 4.1159, loss: 4.1159 +2025-05-19 06:17:56,036 - pyskl - INFO - Epoch [28][2700/3940] lr: 2.296e-02, eta: 2 days, 11:03:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9594, loss_cls: 4.0503, loss: 4.0503 +2025-05-19 06:18:39,884 - pyskl - INFO - Epoch [28][2800/3940] lr: 2.295e-02, eta: 2 days, 11:03:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9450, loss_cls: 4.1085, loss: 4.1085 +2025-05-19 06:19:23,855 - pyskl - INFO - Epoch [28][2900/3940] lr: 2.295e-02, eta: 2 days, 11:02:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9550, loss_cls: 4.1424, loss: 4.1424 +2025-05-19 06:20:07,874 - pyskl - INFO - Epoch [28][3000/3940] lr: 2.295e-02, eta: 2 days, 11:01:37, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 4.1027, loss: 4.1027 +2025-05-19 06:20:51,811 - pyskl - INFO - Epoch [28][3100/3940] lr: 2.294e-02, eta: 2 days, 11:00:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 4.0615, loss: 4.0615 +2025-05-19 06:21:35,780 - pyskl - INFO - Epoch [28][3200/3940] lr: 2.294e-02, eta: 2 days, 11:00:07, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9556, loss_cls: 4.1162, loss: 4.1162 +2025-05-19 06:22:19,730 - pyskl - INFO - Epoch [28][3300/3940] lr: 2.294e-02, eta: 2 days, 10:59:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 4.0274, loss: 4.0274 +2025-05-19 06:23:03,700 - pyskl - INFO - Epoch [28][3400/3940] lr: 2.293e-02, eta: 2 days, 10:58:37, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 3.9725, loss: 3.9725 +2025-05-19 06:23:47,618 - pyskl - INFO - Epoch [28][3500/3940] lr: 2.293e-02, eta: 2 days, 10:57:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9725, loss_cls: 4.0440, loss: 4.0440 +2025-05-19 06:24:31,501 - pyskl - INFO - Epoch [28][3600/3940] lr: 2.292e-02, eta: 2 days, 10:57:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9531, loss_cls: 4.0132, loss: 4.0132 +2025-05-19 06:25:15,254 - pyskl - INFO - Epoch [28][3700/3940] lr: 2.292e-02, eta: 2 days, 10:56:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9519, loss_cls: 4.0799, loss: 4.0799 +2025-05-19 06:25:59,142 - pyskl - INFO - Epoch [28][3800/3940] lr: 2.292e-02, eta: 2 days, 10:55:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9606, loss_cls: 4.1237, loss: 4.1237 +2025-05-19 06:26:43,048 - pyskl - INFO - Epoch [28][3900/3940] lr: 2.291e-02, eta: 2 days, 10:54:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 3.9648, loss: 3.9648 +2025-05-19 06:27:00,918 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-05-19 06:30:22,350 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 06:30:22,811 - pyskl - INFO - +top1_acc 0.7019 +top5_acc 0.9338 +2025-05-19 06:30:22,829 - pyskl - INFO - Epoch(val) [28][3183] top1_acc: 0.7019, top5_acc: 0.9338 +2025-05-19 06:31:31,397 - pyskl - INFO - Epoch [29][100/3940] lr: 2.291e-02, eta: 2 days, 10:54:19, time: 0.686, data_time: 0.246, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.9283, loss: 3.9283 +2025-05-19 06:32:15,385 - pyskl - INFO - Epoch [29][200/3940] lr: 2.290e-02, eta: 2 days, 10:53:34, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.8592, loss: 3.8592 +2025-05-19 06:32:59,430 - pyskl - INFO - Epoch [29][300/3940] lr: 2.290e-02, eta: 2 days, 10:52:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 3.9684, loss: 3.9684 +2025-05-19 06:33:43,407 - pyskl - INFO - Epoch [29][400/3940] lr: 2.290e-02, eta: 2 days, 10:52:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9569, loss_cls: 4.0145, loss: 4.0145 +2025-05-19 06:34:27,414 - pyskl - INFO - Epoch [29][500/3940] lr: 2.289e-02, eta: 2 days, 10:51:20, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 4.0745, loss: 4.0745 +2025-05-19 06:35:11,462 - pyskl - INFO - Epoch [29][600/3940] lr: 2.289e-02, eta: 2 days, 10:50:36, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.8149, loss: 3.8149 +2025-05-19 06:35:55,350 - pyskl - INFO - Epoch [29][700/3940] lr: 2.289e-02, eta: 2 days, 10:49:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 3.9583, loss: 3.9583 +2025-05-19 06:36:39,144 - pyskl - INFO - Epoch [29][800/3940] lr: 2.288e-02, eta: 2 days, 10:49:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9656, loss_cls: 4.1262, loss: 4.1262 +2025-05-19 06:37:22,815 - pyskl - INFO - Epoch [29][900/3940] lr: 2.288e-02, eta: 2 days, 10:48:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 4.0428, loss: 4.0428 +2025-05-19 06:38:06,610 - pyskl - INFO - Epoch [29][1000/3940] lr: 2.287e-02, eta: 2 days, 10:47:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9469, loss_cls: 4.2080, loss: 4.2080 +2025-05-19 06:38:50,478 - pyskl - INFO - Epoch [29][1100/3940] lr: 2.287e-02, eta: 2 days, 10:46:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 3.9410, loss: 3.9410 +2025-05-19 06:39:34,266 - pyskl - INFO - Epoch [29][1200/3940] lr: 2.287e-02, eta: 2 days, 10:46:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9606, loss_cls: 4.0365, loss: 4.0365 +2025-05-19 06:40:18,239 - pyskl - INFO - Epoch [29][1300/3940] lr: 2.286e-02, eta: 2 days, 10:45:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 3.8264, loss: 3.8264 +2025-05-19 06:41:02,081 - pyskl - INFO - Epoch [29][1400/3940] lr: 2.286e-02, eta: 2 days, 10:44:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9550, loss_cls: 4.0172, loss: 4.0172 +2025-05-19 06:41:45,917 - pyskl - INFO - Epoch [29][1500/3940] lr: 2.286e-02, eta: 2 days, 10:43:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9600, loss_cls: 4.0456, loss: 4.0456 +2025-05-19 06:42:29,917 - pyskl - INFO - Epoch [29][1600/3940] lr: 2.285e-02, eta: 2 days, 10:43:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 4.1181, loss: 4.1181 +2025-05-19 06:43:13,864 - pyskl - INFO - Epoch [29][1700/3940] lr: 2.285e-02, eta: 2 days, 10:42:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 4.0732, loss: 4.0732 +2025-05-19 06:43:57,757 - pyskl - INFO - Epoch [29][1800/3940] lr: 2.284e-02, eta: 2 days, 10:41:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9569, loss_cls: 4.1625, loss: 4.1625 +2025-05-19 06:44:41,565 - pyskl - INFO - Epoch [29][1900/3940] lr: 2.284e-02, eta: 2 days, 10:40:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 3.9557, loss: 3.9557 +2025-05-19 06:45:25,415 - pyskl - INFO - Epoch [29][2000/3940] lr: 2.284e-02, eta: 2 days, 10:40:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9619, loss_cls: 4.0265, loss: 4.0265 +2025-05-19 06:46:09,224 - pyskl - INFO - Epoch [29][2100/3940] lr: 2.283e-02, eta: 2 days, 10:39:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9513, loss_cls: 4.0874, loss: 4.0874 +2025-05-19 06:46:53,075 - pyskl - INFO - Epoch [29][2200/3940] lr: 2.283e-02, eta: 2 days, 10:38:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9681, loss_cls: 4.0348, loss: 4.0348 +2025-05-19 06:47:36,915 - pyskl - INFO - Epoch [29][2300/3940] lr: 2.283e-02, eta: 2 days, 10:37:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 4.0808, loss: 4.0808 +2025-05-19 06:48:20,761 - pyskl - INFO - Epoch [29][2400/3940] lr: 2.282e-02, eta: 2 days, 10:37:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9544, loss_cls: 4.1289, loss: 4.1289 +2025-05-19 06:49:04,609 - pyskl - INFO - Epoch [29][2500/3940] lr: 2.282e-02, eta: 2 days, 10:36:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 4.2019, loss: 4.2019 +2025-05-19 06:49:48,441 - pyskl - INFO - Epoch [29][2600/3940] lr: 2.281e-02, eta: 2 days, 10:35:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 4.0695, loss: 4.0695 +2025-05-19 06:50:32,331 - pyskl - INFO - Epoch [29][2700/3940] lr: 2.281e-02, eta: 2 days, 10:34:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9581, loss_cls: 4.0909, loss: 4.0909 +2025-05-19 06:51:16,179 - pyskl - INFO - Epoch [29][2800/3940] lr: 2.281e-02, eta: 2 days, 10:34:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9537, loss_cls: 4.1209, loss: 4.1209 +2025-05-19 06:52:00,104 - pyskl - INFO - Epoch [29][2900/3940] lr: 2.280e-02, eta: 2 days, 10:33:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 4.0448, loss: 4.0448 +2025-05-19 06:52:44,008 - pyskl - INFO - Epoch [29][3000/3940] lr: 2.280e-02, eta: 2 days, 10:32:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9506, loss_cls: 4.0654, loss: 4.0654 +2025-05-19 06:53:28,012 - pyskl - INFO - Epoch [29][3100/3940] lr: 2.280e-02, eta: 2 days, 10:31:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9575, loss_cls: 3.9301, loss: 3.9301 +2025-05-19 06:54:12,082 - pyskl - INFO - Epoch [29][3200/3940] lr: 2.279e-02, eta: 2 days, 10:31:01, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9537, loss_cls: 4.2194, loss: 4.2194 +2025-05-19 06:54:56,067 - pyskl - INFO - Epoch [29][3300/3940] lr: 2.279e-02, eta: 2 days, 10:30:16, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9581, loss_cls: 4.1020, loss: 4.1020 +2025-05-19 06:55:40,054 - pyskl - INFO - Epoch [29][3400/3940] lr: 2.278e-02, eta: 2 days, 10:29:31, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9456, loss_cls: 4.2106, loss: 4.2106 +2025-05-19 06:56:24,099 - pyskl - INFO - Epoch [29][3500/3940] lr: 2.278e-02, eta: 2 days, 10:28:47, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9563, loss_cls: 4.2070, loss: 4.2070 +2025-05-19 06:57:08,071 - pyskl - INFO - Epoch [29][3600/3940] lr: 2.278e-02, eta: 2 days, 10:28:02, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9537, loss_cls: 4.2246, loss: 4.2246 +2025-05-19 06:57:51,991 - pyskl - INFO - Epoch [29][3700/3940] lr: 2.277e-02, eta: 2 days, 10:27:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9531, loss_cls: 4.1134, loss: 4.1134 +2025-05-19 06:58:35,892 - pyskl - INFO - Epoch [29][3800/3940] lr: 2.277e-02, eta: 2 days, 10:26:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 4.0093, loss: 4.0093 +2025-05-19 06:59:19,757 - pyskl - INFO - Epoch [29][3900/3940] lr: 2.277e-02, eta: 2 days, 10:25:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9569, loss_cls: 4.2281, loss: 4.2281 +2025-05-19 06:59:37,731 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-05-19 07:02:59,130 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 07:02:59,597 - pyskl - INFO - +top1_acc 0.7307 +top5_acc 0.9441 +2025-05-19 07:02:59,615 - pyskl - INFO - Epoch(val) [29][3183] top1_acc: 0.7307, top5_acc: 0.9441 +2025-05-19 07:04:07,952 - pyskl - INFO - Epoch [30][100/3940] lr: 2.276e-02, eta: 2 days, 10:25:13, time: 0.683, data_time: 0.246, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 3.8634, loss: 3.8634 +2025-05-19 07:04:51,814 - pyskl - INFO - Epoch [30][200/3940] lr: 2.276e-02, eta: 2 days, 10:24:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9700, loss_cls: 3.8575, loss: 3.8575 +2025-05-19 07:05:35,720 - pyskl - INFO - Epoch [30][300/3940] lr: 2.275e-02, eta: 2 days, 10:23:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9487, loss_cls: 3.9674, loss: 3.9674 +2025-05-19 07:06:19,575 - pyskl - INFO - Epoch [30][400/3940] lr: 2.275e-02, eta: 2 days, 10:22:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9725, loss_cls: 3.9495, loss: 3.9495 +2025-05-19 07:07:03,437 - pyskl - INFO - Epoch [30][500/3940] lr: 2.275e-02, eta: 2 days, 10:22:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9513, loss_cls: 4.1176, loss: 4.1176 +2025-05-19 07:07:47,306 - pyskl - INFO - Epoch [30][600/3940] lr: 2.274e-02, eta: 2 days, 10:21:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9531, loss_cls: 4.1136, loss: 4.1136 +2025-05-19 07:08:31,196 - pyskl - INFO - Epoch [30][700/3940] lr: 2.274e-02, eta: 2 days, 10:20:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9544, loss_cls: 4.0978, loss: 4.0978 +2025-05-19 07:09:15,105 - pyskl - INFO - Epoch [30][800/3940] lr: 2.273e-02, eta: 2 days, 10:19:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9637, loss_cls: 3.9779, loss: 3.9779 +2025-05-19 07:09:58,989 - pyskl - INFO - Epoch [30][900/3940] lr: 2.273e-02, eta: 2 days, 10:19:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 3.8332, loss: 3.8332 +2025-05-19 07:10:42,885 - pyskl - INFO - Epoch [30][1000/3940] lr: 2.273e-02, eta: 2 days, 10:18:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 4.0313, loss: 4.0313 +2025-05-19 07:11:26,791 - pyskl - INFO - Epoch [30][1100/3940] lr: 2.272e-02, eta: 2 days, 10:17:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9537, loss_cls: 4.2542, loss: 4.2542 +2025-05-19 07:12:10,724 - pyskl - INFO - Epoch [30][1200/3940] lr: 2.272e-02, eta: 2 days, 10:16:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 4.0172, loss: 4.0172 +2025-05-19 07:12:54,601 - pyskl - INFO - Epoch [30][1300/3940] lr: 2.271e-02, eta: 2 days, 10:16:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 4.0615, loss: 4.0615 +2025-05-19 07:13:38,496 - pyskl - INFO - Epoch [30][1400/3940] lr: 2.271e-02, eta: 2 days, 10:15:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 3.9517, loss: 3.9517 +2025-05-19 07:14:22,318 - pyskl - INFO - Epoch [30][1500/3940] lr: 2.271e-02, eta: 2 days, 10:14:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 4.1850, loss: 4.1850 +2025-05-19 07:15:06,239 - pyskl - INFO - Epoch [30][1600/3940] lr: 2.270e-02, eta: 2 days, 10:13:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9631, loss_cls: 3.9916, loss: 3.9916 +2025-05-19 07:15:50,097 - pyskl - INFO - Epoch [30][1700/3940] lr: 2.270e-02, eta: 2 days, 10:13:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9487, loss_cls: 4.1408, loss: 4.1408 +2025-05-19 07:16:34,044 - pyskl - INFO - Epoch [30][1800/3940] lr: 2.270e-02, eta: 2 days, 10:12:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 4.0942, loss: 4.0942 +2025-05-19 07:17:17,909 - pyskl - INFO - Epoch [30][1900/3940] lr: 2.269e-02, eta: 2 days, 10:11:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9531, loss_cls: 4.0611, loss: 4.0611 +2025-05-19 07:18:01,572 - pyskl - INFO - Epoch [30][2000/3940] lr: 2.269e-02, eta: 2 days, 10:10:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9656, loss_cls: 4.0209, loss: 4.0209 +2025-05-19 07:18:45,535 - pyskl - INFO - Epoch [30][2100/3940] lr: 2.268e-02, eta: 2 days, 10:10:10, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9594, loss_cls: 3.9945, loss: 3.9945 +2025-05-19 07:19:29,340 - pyskl - INFO - Epoch [30][2200/3940] lr: 2.268e-02, eta: 2 days, 10:09:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9581, loss_cls: 3.9571, loss: 3.9571 +2025-05-19 07:20:13,153 - pyskl - INFO - Epoch [30][2300/3940] lr: 2.268e-02, eta: 2 days, 10:08:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9563, loss_cls: 3.9341, loss: 3.9341 +2025-05-19 07:20:56,985 - pyskl - INFO - Epoch [30][2400/3940] lr: 2.267e-02, eta: 2 days, 10:07:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9544, loss_cls: 4.0658, loss: 4.0658 +2025-05-19 07:21:40,647 - pyskl - INFO - Epoch [30][2500/3940] lr: 2.267e-02, eta: 2 days, 10:07:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 4.0272, loss: 4.0272 +2025-05-19 07:22:24,465 - pyskl - INFO - Epoch [30][2600/3940] lr: 2.266e-02, eta: 2 days, 10:06:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9487, loss_cls: 4.1249, loss: 4.1249 +2025-05-19 07:23:08,280 - pyskl - INFO - Epoch [30][2700/3940] lr: 2.266e-02, eta: 2 days, 10:05:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 4.0358, loss: 4.0358 +2025-05-19 07:23:52,133 - pyskl - INFO - Epoch [30][2800/3940] lr: 2.266e-02, eta: 2 days, 10:04:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 4.1066, loss: 4.1066 +2025-05-19 07:24:35,925 - pyskl - INFO - Epoch [30][2900/3940] lr: 2.265e-02, eta: 2 days, 10:04:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 4.1123, loss: 4.1123 +2025-05-19 07:25:19,631 - pyskl - INFO - Epoch [30][3000/3940] lr: 2.265e-02, eta: 2 days, 10:03:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9563, loss_cls: 4.0979, loss: 4.0979 +2025-05-19 07:26:03,266 - pyskl - INFO - Epoch [30][3100/3940] lr: 2.265e-02, eta: 2 days, 10:02:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9637, loss_cls: 3.8779, loss: 3.8779 +2025-05-19 07:26:47,110 - pyskl - INFO - Epoch [30][3200/3940] lr: 2.264e-02, eta: 2 days, 10:01:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 3.9490, loss: 3.9490 +2025-05-19 07:27:30,836 - pyskl - INFO - Epoch [30][3300/3940] lr: 2.264e-02, eta: 2 days, 10:01:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 4.0097, loss: 4.0097 +2025-05-19 07:28:14,748 - pyskl - INFO - Epoch [30][3400/3940] lr: 2.263e-02, eta: 2 days, 10:00:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 3.9835, loss: 3.9835 +2025-05-19 07:28:58,768 - pyskl - INFO - Epoch [30][3500/3940] lr: 2.263e-02, eta: 2 days, 9:59:34, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9712, loss_cls: 3.9837, loss: 3.9837 +2025-05-19 07:29:42,817 - pyskl - INFO - Epoch [30][3600/3940] lr: 2.263e-02, eta: 2 days, 9:58:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9519, loss_cls: 4.0458, loss: 4.0458 +2025-05-19 07:30:26,889 - pyskl - INFO - Epoch [30][3700/3940] lr: 2.262e-02, eta: 2 days, 9:58:06, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9544, loss_cls: 4.1241, loss: 4.1241 +2025-05-19 07:31:10,930 - pyskl - INFO - Epoch [30][3800/3940] lr: 2.262e-02, eta: 2 days, 9:57:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 4.0177, loss: 4.0177 +2025-05-19 07:31:54,895 - pyskl - INFO - Epoch [30][3900/3940] lr: 2.261e-02, eta: 2 days, 9:56:37, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9487, loss_cls: 4.0656, loss: 4.0656 +2025-05-19 07:32:12,774 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-05-19 07:35:34,930 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 07:35:35,398 - pyskl - INFO - +top1_acc 0.6886 +top5_acc 0.9285 +2025-05-19 07:35:35,417 - pyskl - INFO - Epoch(val) [30][3183] top1_acc: 0.6886, top5_acc: 0.9285 +2025-05-19 07:36:44,209 - pyskl - INFO - Epoch [31][100/3940] lr: 2.261e-02, eta: 2 days, 9:56:03, time: 0.688, data_time: 0.249, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9575, loss_cls: 4.0687, loss: 4.0687 +2025-05-19 07:37:28,350 - pyskl - INFO - Epoch [31][200/3940] lr: 2.260e-02, eta: 2 days, 9:55:19, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9587, loss_cls: 4.0420, loss: 4.0420 +2025-05-19 07:38:12,339 - pyskl - INFO - Epoch [31][300/3940] lr: 2.260e-02, eta: 2 days, 9:54:34, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9575, loss_cls: 3.9528, loss: 3.9528 +2025-05-19 07:38:56,324 - pyskl - INFO - Epoch [31][400/3940] lr: 2.260e-02, eta: 2 days, 9:53:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9544, loss_cls: 4.0182, loss: 4.0182 +2025-05-19 07:39:40,241 - pyskl - INFO - Epoch [31][500/3940] lr: 2.259e-02, eta: 2 days, 9:53:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9563, loss_cls: 4.0376, loss: 4.0376 +2025-05-19 07:40:24,315 - pyskl - INFO - Epoch [31][600/3940] lr: 2.259e-02, eta: 2 days, 9:52:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 3.9330, loss: 3.9330 +2025-05-19 07:41:08,237 - pyskl - INFO - Epoch [31][700/3940] lr: 2.259e-02, eta: 2 days, 9:51:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 3.9788, loss: 3.9788 +2025-05-19 07:41:52,036 - pyskl - INFO - Epoch [31][800/3940] lr: 2.258e-02, eta: 2 days, 9:50:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9613, loss_cls: 3.9432, loss: 3.9432 +2025-05-19 07:42:35,864 - pyskl - INFO - Epoch [31][900/3940] lr: 2.258e-02, eta: 2 days, 9:50:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 4.0171, loss: 4.0171 +2025-05-19 07:43:19,814 - pyskl - INFO - Epoch [31][1000/3940] lr: 2.257e-02, eta: 2 days, 9:49:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9569, loss_cls: 4.1128, loss: 4.1128 +2025-05-19 07:44:03,625 - pyskl - INFO - Epoch [31][1100/3940] lr: 2.257e-02, eta: 2 days, 9:48:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 4.0524, loss: 4.0524 +2025-05-19 07:44:47,478 - pyskl - INFO - Epoch [31][1200/3940] lr: 2.257e-02, eta: 2 days, 9:47:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9556, loss_cls: 4.1010, loss: 4.1010 +2025-05-19 07:45:31,294 - pyskl - INFO - Epoch [31][1300/3940] lr: 2.256e-02, eta: 2 days, 9:47:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9731, loss_cls: 3.9658, loss: 3.9658 +2025-05-19 07:46:15,204 - pyskl - INFO - Epoch [31][1400/3940] lr: 2.256e-02, eta: 2 days, 9:46:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.9762, loss: 3.9762 +2025-05-19 07:46:59,312 - pyskl - INFO - Epoch [31][1500/3940] lr: 2.255e-02, eta: 2 days, 9:45:35, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9694, loss_cls: 3.9911, loss: 3.9911 +2025-05-19 07:47:43,306 - pyskl - INFO - Epoch [31][1600/3940] lr: 2.255e-02, eta: 2 days, 9:44:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 3.9312, loss: 3.9312 +2025-05-19 07:48:27,207 - pyskl - INFO - Epoch [31][1700/3940] lr: 2.255e-02, eta: 2 days, 9:44:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9519, loss_cls: 3.9156, loss: 3.9156 +2025-05-19 07:49:11,065 - pyskl - INFO - Epoch [31][1800/3940] lr: 2.254e-02, eta: 2 days, 9:43:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 4.0629, loss: 4.0629 +2025-05-19 07:49:55,059 - pyskl - INFO - Epoch [31][1900/3940] lr: 2.254e-02, eta: 2 days, 9:42:36, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 3.9145, loss: 3.9145 +2025-05-19 07:50:39,003 - pyskl - INFO - Epoch [31][2000/3940] lr: 2.253e-02, eta: 2 days, 9:41:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9544, loss_cls: 4.0658, loss: 4.0658 +2025-05-19 07:51:23,033 - pyskl - INFO - Epoch [31][2100/3940] lr: 2.253e-02, eta: 2 days, 9:41:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9531, loss_cls: 4.0500, loss: 4.0500 +2025-05-19 07:52:06,961 - pyskl - INFO - Epoch [31][2200/3940] lr: 2.253e-02, eta: 2 days, 9:40:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9625, loss_cls: 3.9987, loss: 3.9987 +2025-05-19 07:52:50,866 - pyskl - INFO - Epoch [31][2300/3940] lr: 2.252e-02, eta: 2 days, 9:39:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 4.0301, loss: 4.0301 +2025-05-19 07:53:34,721 - pyskl - INFO - Epoch [31][2400/3940] lr: 2.252e-02, eta: 2 days, 9:38:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9581, loss_cls: 3.9831, loss: 3.9831 +2025-05-19 07:54:18,576 - pyskl - INFO - Epoch [31][2500/3940] lr: 2.251e-02, eta: 2 days, 9:38:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9563, loss_cls: 4.0985, loss: 4.0985 +2025-05-19 07:55:02,437 - pyskl - INFO - Epoch [31][2600/3940] lr: 2.251e-02, eta: 2 days, 9:37:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9569, loss_cls: 4.0595, loss: 4.0595 +2025-05-19 07:55:46,289 - pyskl - INFO - Epoch [31][2700/3940] lr: 2.251e-02, eta: 2 days, 9:36:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9631, loss_cls: 4.0404, loss: 4.0404 +2025-05-19 07:56:30,118 - pyskl - INFO - Epoch [31][2800/3940] lr: 2.250e-02, eta: 2 days, 9:35:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 4.0727, loss: 4.0727 +2025-05-19 07:57:13,999 - pyskl - INFO - Epoch [31][2900/3940] lr: 2.250e-02, eta: 2 days, 9:35:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 3.9267, loss: 3.9267 +2025-05-19 07:57:57,967 - pyskl - INFO - Epoch [31][3000/3940] lr: 2.249e-02, eta: 2 days, 9:34:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9581, loss_cls: 3.8888, loss: 3.8888 +2025-05-19 07:58:41,863 - pyskl - INFO - Epoch [31][3100/3940] lr: 2.249e-02, eta: 2 days, 9:33:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 3.9290, loss: 3.9290 +2025-05-19 07:59:25,839 - pyskl - INFO - Epoch [31][3200/3940] lr: 2.249e-02, eta: 2 days, 9:32:51, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 3.9153, loss: 3.9153 +2025-05-19 08:00:09,865 - pyskl - INFO - Epoch [31][3300/3940] lr: 2.248e-02, eta: 2 days, 9:32:07, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 4.0362, loss: 4.0362 +2025-05-19 08:00:53,859 - pyskl - INFO - Epoch [31][3400/3940] lr: 2.248e-02, eta: 2 days, 9:31:22, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 4.1081, loss: 4.1081 +2025-05-19 08:01:37,784 - pyskl - INFO - Epoch [31][3500/3940] lr: 2.247e-02, eta: 2 days, 9:30:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9525, loss_cls: 4.0397, loss: 4.0397 +2025-05-19 08:02:21,706 - pyskl - INFO - Epoch [31][3600/3940] lr: 2.247e-02, eta: 2 days, 9:29:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9594, loss_cls: 3.8861, loss: 3.8861 +2025-05-19 08:03:05,746 - pyskl - INFO - Epoch [31][3700/3940] lr: 2.247e-02, eta: 2 days, 9:29:08, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9619, loss_cls: 3.8439, loss: 3.8439 +2025-05-19 08:03:49,723 - pyskl - INFO - Epoch [31][3800/3940] lr: 2.246e-02, eta: 2 days, 9:28:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9506, loss_cls: 4.1001, loss: 4.1001 +2025-05-19 08:04:33,684 - pyskl - INFO - Epoch [31][3900/3940] lr: 2.246e-02, eta: 2 days, 9:27:39, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9487, loss_cls: 4.0628, loss: 4.0628 +2025-05-19 08:04:51,550 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-05-19 08:08:13,468 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 08:08:13,928 - pyskl - INFO - +top1_acc 0.7111 +top5_acc 0.9335 +2025-05-19 08:08:13,946 - pyskl - INFO - Epoch(val) [31][3183] top1_acc: 0.7111, top5_acc: 0.9335 +2025-05-19 08:09:22,751 - pyskl - INFO - Epoch [32][100/3940] lr: 2.245e-02, eta: 2 days, 9:27:04, time: 0.688, data_time: 0.250, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 4.0900, loss: 4.0900 +2025-05-19 08:10:06,734 - pyskl - INFO - Epoch [32][200/3940] lr: 2.245e-02, eta: 2 days, 9:26:19, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9569, loss_cls: 3.9885, loss: 3.9885 +2025-05-19 08:10:50,683 - pyskl - INFO - Epoch [32][300/3940] lr: 2.244e-02, eta: 2 days, 9:25:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9569, loss_cls: 4.0484, loss: 4.0484 +2025-05-19 08:11:34,582 - pyskl - INFO - Epoch [32][400/3940] lr: 2.244e-02, eta: 2 days, 9:24:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 3.9622, loss: 3.9622 +2025-05-19 08:12:18,483 - pyskl - INFO - Epoch [32][500/3940] lr: 2.244e-02, eta: 2 days, 9:24:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 3.8549, loss: 3.8549 +2025-05-19 08:13:02,493 - pyskl - INFO - Epoch [32][600/3940] lr: 2.243e-02, eta: 2 days, 9:23:20, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 3.9552, loss: 3.9552 +2025-05-19 08:13:46,448 - pyskl - INFO - Epoch [32][700/3940] lr: 2.243e-02, eta: 2 days, 9:22:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9675, loss_cls: 4.0417, loss: 4.0417 +2025-05-19 08:14:30,430 - pyskl - INFO - Epoch [32][800/3940] lr: 2.242e-02, eta: 2 days, 9:21:51, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 4.0322, loss: 4.0322 +2025-05-19 08:15:14,467 - pyskl - INFO - Epoch [32][900/3940] lr: 2.242e-02, eta: 2 days, 9:21:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 4.0709, loss: 4.0709 +2025-05-19 08:15:58,471 - pyskl - INFO - Epoch [32][1000/3940] lr: 2.242e-02, eta: 2 days, 9:20:22, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9644, loss_cls: 3.9374, loss: 3.9374 +2025-05-19 08:16:42,295 - pyskl - INFO - Epoch [32][1100/3940] lr: 2.241e-02, eta: 2 days, 9:19:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9606, loss_cls: 4.0045, loss: 4.0045 +2025-05-19 08:17:26,203 - pyskl - INFO - Epoch [32][1200/3940] lr: 2.241e-02, eta: 2 days, 9:18:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 3.9700, loss: 3.9700 +2025-05-19 08:18:10,143 - pyskl - INFO - Epoch [32][1300/3940] lr: 2.240e-02, eta: 2 days, 9:18:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 3.9406, loss: 3.9406 +2025-05-19 08:18:54,083 - pyskl - INFO - Epoch [32][1400/3940] lr: 2.240e-02, eta: 2 days, 9:17:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9594, loss_cls: 4.1109, loss: 4.1109 +2025-05-19 08:19:37,978 - pyskl - INFO - Epoch [32][1500/3940] lr: 2.240e-02, eta: 2 days, 9:16:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 4.0837, loss: 4.0837 +2025-05-19 08:20:21,826 - pyskl - INFO - Epoch [32][1600/3940] lr: 2.239e-02, eta: 2 days, 9:15:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9537, loss_cls: 4.0866, loss: 4.0866 +2025-05-19 08:21:05,754 - pyskl - INFO - Epoch [32][1700/3940] lr: 2.239e-02, eta: 2 days, 9:15:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9556, loss_cls: 3.9623, loss: 3.9623 +2025-05-19 08:21:49,610 - pyskl - INFO - Epoch [32][1800/3940] lr: 2.238e-02, eta: 2 days, 9:14:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.9623, loss: 3.9623 +2025-05-19 08:22:33,531 - pyskl - INFO - Epoch [32][1900/3940] lr: 2.238e-02, eta: 2 days, 9:13:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9569, loss_cls: 4.0396, loss: 4.0396 +2025-05-19 08:23:17,384 - pyskl - INFO - Epoch [32][2000/3940] lr: 2.238e-02, eta: 2 days, 9:12:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 4.0452, loss: 4.0452 +2025-05-19 08:24:01,350 - pyskl - INFO - Epoch [32][2100/3940] lr: 2.237e-02, eta: 2 days, 9:12:07, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 3.9781, loss: 3.9781 +2025-05-19 08:24:45,299 - pyskl - INFO - Epoch [32][2200/3940] lr: 2.237e-02, eta: 2 days, 9:11:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 3.8819, loss: 3.8819 +2025-05-19 08:25:29,251 - pyskl - INFO - Epoch [32][2300/3940] lr: 2.236e-02, eta: 2 days, 9:10:38, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9544, loss_cls: 4.0180, loss: 4.0180 +2025-05-19 08:26:13,163 - pyskl - INFO - Epoch [32][2400/3940] lr: 2.236e-02, eta: 2 days, 9:09:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9631, loss_cls: 3.8664, loss: 3.8664 +2025-05-19 08:26:57,047 - pyskl - INFO - Epoch [32][2500/3940] lr: 2.236e-02, eta: 2 days, 9:09:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9537, loss_cls: 4.0749, loss: 4.0749 +2025-05-19 08:27:41,014 - pyskl - INFO - Epoch [32][2600/3940] lr: 2.235e-02, eta: 2 days, 9:08:23, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9544, loss_cls: 4.0269, loss: 4.0269 +2025-05-19 08:28:24,769 - pyskl - INFO - Epoch [32][2700/3940] lr: 2.235e-02, eta: 2 days, 9:07:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9537, loss_cls: 4.0845, loss: 4.0845 +2025-05-19 08:29:08,569 - pyskl - INFO - Epoch [32][2800/3940] lr: 2.234e-02, eta: 2 days, 9:06:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9513, loss_cls: 4.0752, loss: 4.0752 +2025-05-19 08:29:52,440 - pyskl - INFO - Epoch [32][2900/3940] lr: 2.234e-02, eta: 2 days, 9:06:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 3.9690, loss: 3.9690 +2025-05-19 08:30:36,244 - pyskl - INFO - Epoch [32][3000/3940] lr: 2.233e-02, eta: 2 days, 9:05:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9487, loss_cls: 4.1016, loss: 4.1016 +2025-05-19 08:31:20,119 - pyskl - INFO - Epoch [32][3100/3940] lr: 2.233e-02, eta: 2 days, 9:04:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9631, loss_cls: 4.0558, loss: 4.0558 +2025-05-19 08:32:03,943 - pyskl - INFO - Epoch [32][3200/3940] lr: 2.233e-02, eta: 2 days, 9:03:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 3.9830, loss: 3.9830 +2025-05-19 08:32:47,822 - pyskl - INFO - Epoch [32][3300/3940] lr: 2.232e-02, eta: 2 days, 9:03:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 3.9711, loss: 3.9711 +2025-05-19 08:33:31,791 - pyskl - INFO - Epoch [32][3400/3940] lr: 2.232e-02, eta: 2 days, 9:02:22, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 3.9618, loss: 3.9618 +2025-05-19 08:34:15,642 - pyskl - INFO - Epoch [32][3500/3940] lr: 2.231e-02, eta: 2 days, 9:01:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9519, loss_cls: 3.9791, loss: 3.9791 +2025-05-19 08:34:59,487 - pyskl - INFO - Epoch [32][3600/3940] lr: 2.231e-02, eta: 2 days, 9:00:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9525, loss_cls: 3.9809, loss: 3.9809 +2025-05-19 08:35:43,406 - pyskl - INFO - Epoch [32][3700/3940] lr: 2.231e-02, eta: 2 days, 9:00:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 3.9906, loss: 3.9906 +2025-05-19 08:36:27,304 - pyskl - INFO - Epoch [32][3800/3940] lr: 2.230e-02, eta: 2 days, 8:59:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9437, loss_cls: 4.1803, loss: 4.1803 +2025-05-19 08:37:11,176 - pyskl - INFO - Epoch [32][3900/3940] lr: 2.230e-02, eta: 2 days, 8:58:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9531, loss_cls: 3.9826, loss: 3.9826 +2025-05-19 08:37:29,109 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-05-19 08:40:50,838 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 08:40:51,299 - pyskl - INFO - +top1_acc 0.7310 +top5_acc 0.9330 +2025-05-19 08:40:51,316 - pyskl - INFO - Epoch(val) [32][3183] top1_acc: 0.7310, top5_acc: 0.9330 +2025-05-19 08:41:59,723 - pyskl - INFO - Epoch [33][100/3940] lr: 2.229e-02, eta: 2 days, 8:58:00, time: 0.684, data_time: 0.246, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9700, loss_cls: 3.9660, loss: 3.9660 +2025-05-19 08:42:43,524 - pyskl - INFO - Epoch [33][200/3940] lr: 2.229e-02, eta: 2 days, 8:57:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9544, loss_cls: 3.8149, loss: 3.8149 +2025-05-19 08:43:27,368 - pyskl - INFO - Epoch [33][300/3940] lr: 2.228e-02, eta: 2 days, 8:56:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9594, loss_cls: 3.9174, loss: 3.9174 +2025-05-19 08:44:11,311 - pyskl - INFO - Epoch [33][400/3940] lr: 2.228e-02, eta: 2 days, 8:55:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9506, loss_cls: 4.0148, loss: 4.0148 +2025-05-19 08:44:55,281 - pyskl - INFO - Epoch [33][500/3940] lr: 2.228e-02, eta: 2 days, 8:55:00, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 4.0109, loss: 4.0109 +2025-05-19 08:45:39,175 - pyskl - INFO - Epoch [33][600/3940] lr: 2.227e-02, eta: 2 days, 8:54:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 3.8076, loss: 3.8076 +2025-05-19 08:46:22,851 - pyskl - INFO - Epoch [33][700/3940] lr: 2.227e-02, eta: 2 days, 8:53:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.9894, loss: 3.9894 +2025-05-19 08:47:06,734 - pyskl - INFO - Epoch [33][800/3940] lr: 2.226e-02, eta: 2 days, 8:52:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9619, loss_cls: 3.8958, loss: 3.8958 +2025-05-19 08:47:50,606 - pyskl - INFO - Epoch [33][900/3940] lr: 2.226e-02, eta: 2 days, 8:51:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9606, loss_cls: 4.0082, loss: 4.0082 +2025-05-19 08:48:34,474 - pyskl - INFO - Epoch [33][1000/3940] lr: 2.225e-02, eta: 2 days, 8:51:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9575, loss_cls: 4.1531, loss: 4.1531 +2025-05-19 08:49:18,374 - pyskl - INFO - Epoch [33][1100/3940] lr: 2.225e-02, eta: 2 days, 8:50:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 3.9132, loss: 3.9132 +2025-05-19 08:50:02,371 - pyskl - INFO - Epoch [33][1200/3940] lr: 2.225e-02, eta: 2 days, 8:49:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9581, loss_cls: 3.9762, loss: 3.9762 +2025-05-19 08:50:46,240 - pyskl - INFO - Epoch [33][1300/3940] lr: 2.224e-02, eta: 2 days, 8:49:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 4.0727, loss: 4.0727 +2025-05-19 08:51:30,111 - pyskl - INFO - Epoch [33][1400/3940] lr: 2.224e-02, eta: 2 days, 8:48:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 3.9248, loss: 3.9248 +2025-05-19 08:52:14,207 - pyskl - INFO - Epoch [33][1500/3940] lr: 2.223e-02, eta: 2 days, 8:47:30, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9563, loss_cls: 4.0435, loss: 4.0435 +2025-05-19 08:52:58,258 - pyskl - INFO - Epoch [33][1600/3940] lr: 2.223e-02, eta: 2 days, 8:46:46, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9613, loss_cls: 4.1181, loss: 4.1181 +2025-05-19 08:53:42,259 - pyskl - INFO - Epoch [33][1700/3940] lr: 2.223e-02, eta: 2 days, 8:46:02, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 3.9324, loss: 3.9324 +2025-05-19 08:54:26,100 - pyskl - INFO - Epoch [33][1800/3940] lr: 2.222e-02, eta: 2 days, 8:45:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 3.9632, loss: 3.9632 +2025-05-19 08:55:09,907 - pyskl - INFO - Epoch [33][1900/3940] lr: 2.222e-02, eta: 2 days, 8:44:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 3.9915, loss: 3.9915 +2025-05-19 08:55:53,997 - pyskl - INFO - Epoch [33][2000/3940] lr: 2.221e-02, eta: 2 days, 8:43:47, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.8889, loss: 3.8889 +2025-05-19 08:56:37,912 - pyskl - INFO - Epoch [33][2100/3940] lr: 2.221e-02, eta: 2 days, 8:43:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 3.9396, loss: 3.9396 +2025-05-19 08:57:21,792 - pyskl - INFO - Epoch [33][2200/3940] lr: 2.220e-02, eta: 2 days, 8:42:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 3.9013, loss: 3.9013 +2025-05-19 08:58:05,747 - pyskl - INFO - Epoch [33][2300/3940] lr: 2.220e-02, eta: 2 days, 8:41:32, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 3.9576, loss: 3.9576 +2025-05-19 08:58:49,660 - pyskl - INFO - Epoch [33][2400/3940] lr: 2.220e-02, eta: 2 days, 8:40:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 3.9002, loss: 3.9002 +2025-05-19 08:59:33,583 - pyskl - INFO - Epoch [33][2500/3940] lr: 2.219e-02, eta: 2 days, 8:40:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9606, loss_cls: 4.1302, loss: 4.1302 +2025-05-19 09:00:17,555 - pyskl - INFO - Epoch [33][2600/3940] lr: 2.219e-02, eta: 2 days, 8:39:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 4.0011, loss: 4.0011 +2025-05-19 09:01:01,454 - pyskl - INFO - Epoch [33][2700/3940] lr: 2.218e-02, eta: 2 days, 8:38:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 3.9636, loss: 3.9636 +2025-05-19 09:01:45,344 - pyskl - INFO - Epoch [33][2800/3940] lr: 2.218e-02, eta: 2 days, 8:37:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9613, loss_cls: 4.0099, loss: 4.0099 +2025-05-19 09:02:29,297 - pyskl - INFO - Epoch [33][2900/3940] lr: 2.218e-02, eta: 2 days, 8:37:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 4.0002, loss: 4.0002 +2025-05-19 09:03:13,201 - pyskl - INFO - Epoch [33][3000/3940] lr: 2.217e-02, eta: 2 days, 8:36:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 3.9621, loss: 3.9621 +2025-05-19 09:03:57,133 - pyskl - INFO - Epoch [33][3100/3940] lr: 2.217e-02, eta: 2 days, 8:35:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9550, loss_cls: 4.1397, loss: 4.1397 +2025-05-19 09:04:41,030 - pyskl - INFO - Epoch [33][3200/3940] lr: 2.216e-02, eta: 2 days, 8:34:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9506, loss_cls: 3.9323, loss: 3.9323 +2025-05-19 09:05:24,904 - pyskl - INFO - Epoch [33][3300/3940] lr: 2.216e-02, eta: 2 days, 8:34:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9606, loss_cls: 4.0078, loss: 4.0078 +2025-05-19 09:06:08,793 - pyskl - INFO - Epoch [33][3400/3940] lr: 2.215e-02, eta: 2 days, 8:33:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 4.1265, loss: 4.1265 +2025-05-19 09:06:52,685 - pyskl - INFO - Epoch [33][3500/3940] lr: 2.215e-02, eta: 2 days, 8:32:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 3.9701, loss: 3.9701 +2025-05-19 09:07:36,527 - pyskl - INFO - Epoch [33][3600/3940] lr: 2.215e-02, eta: 2 days, 8:31:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 4.0322, loss: 4.0322 +2025-05-19 09:08:20,401 - pyskl - INFO - Epoch [33][3700/3940] lr: 2.214e-02, eta: 2 days, 8:31:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 4.0117, loss: 4.0117 +2025-05-19 09:09:04,194 - pyskl - INFO - Epoch [33][3800/3940] lr: 2.214e-02, eta: 2 days, 8:30:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 3.9788, loss: 3.9788 +2025-05-19 09:09:48,053 - pyskl - INFO - Epoch [33][3900/3940] lr: 2.213e-02, eta: 2 days, 8:29:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9550, loss_cls: 4.0047, loss: 4.0047 +2025-05-19 09:10:05,955 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-05-19 09:13:27,590 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 09:13:28,069 - pyskl - INFO - +top1_acc 0.7401 +top5_acc 0.9446 +2025-05-19 09:13:28,089 - pyskl - INFO - Epoch(val) [33][3183] top1_acc: 0.7401, top5_acc: 0.9446 +2025-05-19 09:14:37,051 - pyskl - INFO - Epoch [34][100/3940] lr: 2.213e-02, eta: 2 days, 8:28:58, time: 0.690, data_time: 0.249, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 4.1504, loss: 4.1504 +2025-05-19 09:15:21,003 - pyskl - INFO - Epoch [34][200/3940] lr: 2.212e-02, eta: 2 days, 8:28:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9669, loss_cls: 3.8763, loss: 3.8763 +2025-05-19 09:16:04,886 - pyskl - INFO - Epoch [34][300/3940] lr: 2.212e-02, eta: 2 days, 8:27:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 3.8840, loss: 3.8840 +2025-05-19 09:16:48,723 - pyskl - INFO - Epoch [34][400/3940] lr: 2.211e-02, eta: 2 days, 8:26:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 3.8893, loss: 3.8893 +2025-05-19 09:17:32,616 - pyskl - INFO - Epoch [34][500/3940] lr: 2.211e-02, eta: 2 days, 8:25:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 3.8357, loss: 3.8357 +2025-05-19 09:18:16,599 - pyskl - INFO - Epoch [34][600/3940] lr: 2.211e-02, eta: 2 days, 8:25:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 3.9004, loss: 3.9004 +2025-05-19 09:19:00,567 - pyskl - INFO - Epoch [34][700/3940] lr: 2.210e-02, eta: 2 days, 8:24:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9669, loss_cls: 3.8863, loss: 3.8863 +2025-05-19 09:19:44,407 - pyskl - INFO - Epoch [34][800/3940] lr: 2.210e-02, eta: 2 days, 8:23:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 3.9738, loss: 3.9738 +2025-05-19 09:20:28,301 - pyskl - INFO - Epoch [34][900/3940] lr: 2.209e-02, eta: 2 days, 8:22:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 4.0912, loss: 4.0912 +2025-05-19 09:21:12,105 - pyskl - INFO - Epoch [34][1000/3940] lr: 2.209e-02, eta: 2 days, 8:22:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 4.0082, loss: 4.0082 +2025-05-19 09:21:55,971 - pyskl - INFO - Epoch [34][1100/3940] lr: 2.208e-02, eta: 2 days, 8:21:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9537, loss_cls: 4.0878, loss: 4.0878 +2025-05-19 09:22:39,795 - pyskl - INFO - Epoch [34][1200/3940] lr: 2.208e-02, eta: 2 days, 8:20:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9606, loss_cls: 3.9775, loss: 3.9775 +2025-05-19 09:23:23,678 - pyskl - INFO - Epoch [34][1300/3940] lr: 2.208e-02, eta: 2 days, 8:19:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.8762, loss: 3.8762 +2025-05-19 09:24:07,573 - pyskl - INFO - Epoch [34][1400/3940] lr: 2.207e-02, eta: 2 days, 8:19:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9569, loss_cls: 3.9813, loss: 3.9813 +2025-05-19 09:24:51,527 - pyskl - INFO - Epoch [34][1500/3940] lr: 2.207e-02, eta: 2 days, 8:18:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 3.8714, loss: 3.8714 +2025-05-19 09:25:35,489 - pyskl - INFO - Epoch [34][1600/3940] lr: 2.206e-02, eta: 2 days, 8:17:44, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 3.7777, loss: 3.7777 +2025-05-19 09:26:19,352 - pyskl - INFO - Epoch [34][1700/3940] lr: 2.206e-02, eta: 2 days, 8:16:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 3.8105, loss: 3.8105 +2025-05-19 09:27:03,217 - pyskl - INFO - Epoch [34][1800/3940] lr: 2.205e-02, eta: 2 days, 8:16:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 3.9201, loss: 3.9201 +2025-05-19 09:27:47,054 - pyskl - INFO - Epoch [34][1900/3940] lr: 2.205e-02, eta: 2 days, 8:15:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 3.8777, loss: 3.8777 +2025-05-19 09:28:30,937 - pyskl - INFO - Epoch [34][2000/3940] lr: 2.205e-02, eta: 2 days, 8:14:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 4.0975, loss: 4.0975 +2025-05-19 09:29:14,848 - pyskl - INFO - Epoch [34][2100/3940] lr: 2.204e-02, eta: 2 days, 8:13:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9537, loss_cls: 4.0418, loss: 4.0418 +2025-05-19 09:29:58,725 - pyskl - INFO - Epoch [34][2200/3940] lr: 2.204e-02, eta: 2 days, 8:13:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 3.9911, loss: 3.9911 +2025-05-19 09:30:42,612 - pyskl - INFO - Epoch [34][2300/3940] lr: 2.203e-02, eta: 2 days, 8:12:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9569, loss_cls: 3.9558, loss: 3.9558 +2025-05-19 09:31:26,789 - pyskl - INFO - Epoch [34][2400/3940] lr: 2.203e-02, eta: 2 days, 8:11:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9594, loss_cls: 3.8485, loss: 3.8485 +2025-05-19 09:32:11,108 - pyskl - INFO - Epoch [34][2500/3940] lr: 2.202e-02, eta: 2 days, 8:11:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9537, loss_cls: 4.0967, loss: 4.0967 +2025-05-19 09:32:55,415 - pyskl - INFO - Epoch [34][2600/3940] lr: 2.202e-02, eta: 2 days, 8:10:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 3.9272, loss: 3.9272 +2025-05-19 09:33:39,663 - pyskl - INFO - Epoch [34][2700/3940] lr: 2.202e-02, eta: 2 days, 8:09:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9569, loss_cls: 3.8891, loss: 3.8891 +2025-05-19 09:34:24,000 - pyskl - INFO - Epoch [34][2800/3940] lr: 2.201e-02, eta: 2 days, 8:08:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9544, loss_cls: 4.0642, loss: 4.0642 +2025-05-19 09:35:08,215 - pyskl - INFO - Epoch [34][2900/3940] lr: 2.201e-02, eta: 2 days, 8:08:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9569, loss_cls: 3.9382, loss: 3.9382 +2025-05-19 09:35:52,223 - pyskl - INFO - Epoch [34][3000/3940] lr: 2.200e-02, eta: 2 days, 8:07:23, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 3.9036, loss: 3.9036 +2025-05-19 09:36:36,143 - pyskl - INFO - Epoch [34][3100/3940] lr: 2.200e-02, eta: 2 days, 8:06:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 3.9890, loss: 3.9890 +2025-05-19 09:37:20,193 - pyskl - INFO - Epoch [34][3200/3940] lr: 2.199e-02, eta: 2 days, 8:05:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 3.9859, loss: 3.9859 +2025-05-19 09:38:04,145 - pyskl - INFO - Epoch [34][3300/3940] lr: 2.199e-02, eta: 2 days, 8:05:10, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 3.8659, loss: 3.8659 +2025-05-19 09:38:48,039 - pyskl - INFO - Epoch [34][3400/3940] lr: 2.199e-02, eta: 2 days, 8:04:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9544, loss_cls: 3.9121, loss: 3.9121 +2025-05-19 09:39:32,030 - pyskl - INFO - Epoch [34][3500/3940] lr: 2.198e-02, eta: 2 days, 8:03:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 4.1090, loss: 4.1090 +2025-05-19 09:40:16,065 - pyskl - INFO - Epoch [34][3600/3940] lr: 2.198e-02, eta: 2 days, 8:02:56, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9544, loss_cls: 4.2594, loss: 4.2594 +2025-05-19 09:41:00,111 - pyskl - INFO - Epoch [34][3700/3940] lr: 2.197e-02, eta: 2 days, 8:02:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9637, loss_cls: 4.0884, loss: 4.0884 +2025-05-19 09:41:43,981 - pyskl - INFO - Epoch [34][3800/3940] lr: 2.197e-02, eta: 2 days, 8:01:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 3.8560, loss: 3.8560 +2025-05-19 09:42:27,838 - pyskl - INFO - Epoch [34][3900/3940] lr: 2.196e-02, eta: 2 days, 8:00:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9550, loss_cls: 3.8856, loss: 3.8856 +2025-05-19 09:42:45,648 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-05-19 09:46:07,009 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 09:46:07,473 - pyskl - INFO - +top1_acc 0.7347 +top5_acc 0.9444 +2025-05-19 09:46:07,491 - pyskl - INFO - Epoch(val) [34][3183] top1_acc: 0.7347, top5_acc: 0.9444 +2025-05-19 09:47:16,774 - pyskl - INFO - Epoch [35][100/3940] lr: 2.196e-02, eta: 2 days, 8:00:05, time: 0.693, data_time: 0.253, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 3.8885, loss: 3.8885 +2025-05-19 09:48:00,880 - pyskl - INFO - Epoch [35][200/3940] lr: 2.195e-02, eta: 2 days, 7:59:21, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9700, loss_cls: 3.9398, loss: 3.9398 +2025-05-19 09:48:44,937 - pyskl - INFO - Epoch [35][300/3940] lr: 2.195e-02, eta: 2 days, 7:58:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 3.9883, loss: 3.9883 +2025-05-19 09:49:29,089 - pyskl - INFO - Epoch [35][400/3940] lr: 2.195e-02, eta: 2 days, 7:57:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.8270, loss: 3.8270 +2025-05-19 09:50:13,204 - pyskl - INFO - Epoch [35][500/3940] lr: 2.194e-02, eta: 2 days, 7:57:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 3.9483, loss: 3.9483 +2025-05-19 09:50:57,252 - pyskl - INFO - Epoch [35][600/3940] lr: 2.194e-02, eta: 2 days, 7:56:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9637, loss_cls: 3.8673, loss: 3.8673 +2025-05-19 09:51:41,270 - pyskl - INFO - Epoch [35][700/3940] lr: 2.193e-02, eta: 2 days, 7:55:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 3.8190, loss: 3.8190 +2025-05-19 09:52:25,069 - pyskl - INFO - Epoch [35][800/3940] lr: 2.193e-02, eta: 2 days, 7:54:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 3.8702, loss: 3.8702 +2025-05-19 09:53:08,976 - pyskl - INFO - Epoch [35][900/3940] lr: 2.192e-02, eta: 2 days, 7:54:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9613, loss_cls: 3.8775, loss: 3.8775 +2025-05-19 09:53:53,007 - pyskl - INFO - Epoch [35][1000/3940] lr: 2.192e-02, eta: 2 days, 7:53:25, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9544, loss_cls: 4.1214, loss: 4.1214 +2025-05-19 09:54:36,894 - pyskl - INFO - Epoch [35][1100/3940] lr: 2.191e-02, eta: 2 days, 7:52:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 3.9596, loss: 3.9596 +2025-05-19 09:55:20,771 - pyskl - INFO - Epoch [35][1200/3940] lr: 2.191e-02, eta: 2 days, 7:51:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9606, loss_cls: 4.1378, loss: 4.1378 +2025-05-19 09:56:04,629 - pyskl - INFO - Epoch [35][1300/3940] lr: 2.191e-02, eta: 2 days, 7:51:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9494, loss_cls: 4.0882, loss: 4.0882 +2025-05-19 09:56:48,534 - pyskl - INFO - Epoch [35][1400/3940] lr: 2.190e-02, eta: 2 days, 7:50:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9581, loss_cls: 3.9485, loss: 3.9485 +2025-05-19 09:57:32,398 - pyskl - INFO - Epoch [35][1500/3940] lr: 2.190e-02, eta: 2 days, 7:49:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 3.9620, loss: 3.9620 +2025-05-19 09:58:16,527 - pyskl - INFO - Epoch [35][1600/3940] lr: 2.189e-02, eta: 2 days, 7:48:56, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 3.9944, loss: 3.9944 +2025-05-19 09:59:00,588 - pyskl - INFO - Epoch [35][1700/3940] lr: 2.189e-02, eta: 2 days, 7:48:12, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9563, loss_cls: 3.8916, loss: 3.8916 +2025-05-19 09:59:44,727 - pyskl - INFO - Epoch [35][1800/3940] lr: 2.188e-02, eta: 2 days, 7:47:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 4.1292, loss: 4.1292 +2025-05-19 10:00:28,666 - pyskl - INFO - Epoch [35][1900/3940] lr: 2.188e-02, eta: 2 days, 7:46:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9575, loss_cls: 3.9013, loss: 3.9013 +2025-05-19 10:01:12,562 - pyskl - INFO - Epoch [35][2000/3940] lr: 2.188e-02, eta: 2 days, 7:45:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 3.8979, loss: 3.8979 +2025-05-19 10:01:56,376 - pyskl - INFO - Epoch [35][2100/3940] lr: 2.187e-02, eta: 2 days, 7:45:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 4.0237, loss: 4.0237 +2025-05-19 10:02:40,140 - pyskl - INFO - Epoch [35][2200/3940] lr: 2.187e-02, eta: 2 days, 7:44:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9494, loss_cls: 4.0373, loss: 4.0373 +2025-05-19 10:03:23,993 - pyskl - INFO - Epoch [35][2300/3940] lr: 2.186e-02, eta: 2 days, 7:43:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 3.8917, loss: 3.8917 +2025-05-19 10:04:07,823 - pyskl - INFO - Epoch [35][2400/3940] lr: 2.186e-02, eta: 2 days, 7:42:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 3.9386, loss: 3.9386 +2025-05-19 10:04:51,648 - pyskl - INFO - Epoch [35][2500/3940] lr: 2.185e-02, eta: 2 days, 7:42:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9544, loss_cls: 4.0733, loss: 4.0733 +2025-05-19 10:05:35,499 - pyskl - INFO - Epoch [35][2600/3940] lr: 2.185e-02, eta: 2 days, 7:41:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 3.7903, loss: 3.7903 +2025-05-19 10:06:19,328 - pyskl - INFO - Epoch [35][2700/3940] lr: 2.184e-02, eta: 2 days, 7:40:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 4.0164, loss: 4.0164 +2025-05-19 10:07:03,074 - pyskl - INFO - Epoch [35][2800/3940] lr: 2.184e-02, eta: 2 days, 7:39:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 3.9682, loss: 3.9682 +2025-05-19 10:07:46,873 - pyskl - INFO - Epoch [35][2900/3940] lr: 2.184e-02, eta: 2 days, 7:39:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 3.9615, loss: 3.9615 +2025-05-19 10:08:30,725 - pyskl - INFO - Epoch [35][3000/3940] lr: 2.183e-02, eta: 2 days, 7:38:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9525, loss_cls: 3.9910, loss: 3.9910 +2025-05-19 10:09:14,551 - pyskl - INFO - Epoch [35][3100/3940] lr: 2.183e-02, eta: 2 days, 7:37:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9525, loss_cls: 4.0230, loss: 4.0230 +2025-05-19 10:09:58,357 - pyskl - INFO - Epoch [35][3200/3940] lr: 2.182e-02, eta: 2 days, 7:36:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9637, loss_cls: 3.8297, loss: 3.8297 +2025-05-19 10:10:42,290 - pyskl - INFO - Epoch [35][3300/3940] lr: 2.182e-02, eta: 2 days, 7:36:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9587, loss_cls: 3.8758, loss: 3.8758 +2025-05-19 10:11:26,190 - pyskl - INFO - Epoch [35][3400/3940] lr: 2.181e-02, eta: 2 days, 7:35:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9525, loss_cls: 3.9867, loss: 3.9867 +2025-05-19 10:12:10,036 - pyskl - INFO - Epoch [35][3500/3940] lr: 2.181e-02, eta: 2 days, 7:34:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 3.9887, loss: 3.9887 +2025-05-19 10:12:53,852 - pyskl - INFO - Epoch [35][3600/3940] lr: 2.180e-02, eta: 2 days, 7:33:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9631, loss_cls: 3.8431, loss: 3.8431 +2025-05-19 10:13:37,723 - pyskl - INFO - Epoch [35][3700/3940] lr: 2.180e-02, eta: 2 days, 7:33:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 3.8429, loss: 3.8429 +2025-05-19 10:14:21,551 - pyskl - INFO - Epoch [35][3800/3940] lr: 2.180e-02, eta: 2 days, 7:32:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9569, loss_cls: 3.9251, loss: 3.9251 +2025-05-19 10:15:05,383 - pyskl - INFO - Epoch [35][3900/3940] lr: 2.179e-02, eta: 2 days, 7:31:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9594, loss_cls: 3.8778, loss: 3.8778 +2025-05-19 10:15:23,199 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-05-19 10:18:44,706 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 10:18:45,171 - pyskl - INFO - +top1_acc 0.7328 +top5_acc 0.9416 +2025-05-19 10:18:45,187 - pyskl - INFO - Epoch(val) [35][3183] top1_acc: 0.7328, top5_acc: 0.9416 +2025-05-19 10:19:53,941 - pyskl - INFO - Epoch [36][100/3940] lr: 2.178e-02, eta: 2 days, 7:31:04, time: 0.687, data_time: 0.249, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 3.9088, loss: 3.9088 +2025-05-19 10:20:37,809 - pyskl - INFO - Epoch [36][200/3940] lr: 2.178e-02, eta: 2 days, 7:30:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9719, loss_cls: 3.8817, loss: 3.8817 +2025-05-19 10:21:21,684 - pyskl - INFO - Epoch [36][300/3940] lr: 2.178e-02, eta: 2 days, 7:29:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 3.8177, loss: 3.8177 +2025-05-19 10:22:05,607 - pyskl - INFO - Epoch [36][400/3940] lr: 2.177e-02, eta: 2 days, 7:28:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 3.8619, loss: 3.8619 +2025-05-19 10:22:49,557 - pyskl - INFO - Epoch [36][500/3940] lr: 2.177e-02, eta: 2 days, 7:28:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9569, loss_cls: 3.9842, loss: 3.9842 +2025-05-19 10:23:33,393 - pyskl - INFO - Epoch [36][600/3940] lr: 2.176e-02, eta: 2 days, 7:27:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 3.9925, loss: 3.9925 +2025-05-19 10:24:17,191 - pyskl - INFO - Epoch [36][700/3940] lr: 2.176e-02, eta: 2 days, 7:26:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9575, loss_cls: 3.9216, loss: 3.9216 +2025-05-19 10:25:01,061 - pyskl - INFO - Epoch [36][800/3940] lr: 2.175e-02, eta: 2 days, 7:25:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 3.8748, loss: 3.8748 +2025-05-19 10:25:44,978 - pyskl - INFO - Epoch [36][900/3940] lr: 2.175e-02, eta: 2 days, 7:25:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9644, loss_cls: 3.8780, loss: 3.8780 +2025-05-19 10:26:28,948 - pyskl - INFO - Epoch [36][1000/3940] lr: 2.174e-02, eta: 2 days, 7:24:20, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9706, loss_cls: 3.9685, loss: 3.9685 +2025-05-19 10:27:12,912 - pyskl - INFO - Epoch [36][1100/3940] lr: 2.174e-02, eta: 2 days, 7:23:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9631, loss_cls: 3.7890, loss: 3.7890 +2025-05-19 10:27:56,853 - pyskl - INFO - Epoch [36][1200/3940] lr: 2.174e-02, eta: 2 days, 7:22:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 3.9100, loss: 3.9100 +2025-05-19 10:28:40,748 - pyskl - INFO - Epoch [36][1300/3940] lr: 2.173e-02, eta: 2 days, 7:22:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9613, loss_cls: 3.8490, loss: 3.8490 +2025-05-19 10:29:24,608 - pyskl - INFO - Epoch [36][1400/3940] lr: 2.173e-02, eta: 2 days, 7:21:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 3.8640, loss: 3.8640 +2025-05-19 10:30:08,496 - pyskl - INFO - Epoch [36][1500/3940] lr: 2.172e-02, eta: 2 days, 7:20:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9537, loss_cls: 4.0934, loss: 4.0934 +2025-05-19 10:30:52,395 - pyskl - INFO - Epoch [36][1600/3940] lr: 2.172e-02, eta: 2 days, 7:19:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 3.9485, loss: 3.9485 +2025-05-19 10:31:36,294 - pyskl - INFO - Epoch [36][1700/3940] lr: 2.171e-02, eta: 2 days, 7:19:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 3.8774, loss: 3.8774 +2025-05-19 10:32:20,235 - pyskl - INFO - Epoch [36][1800/3940] lr: 2.171e-02, eta: 2 days, 7:18:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 3.8792, loss: 3.8792 +2025-05-19 10:33:04,068 - pyskl - INFO - Epoch [36][1900/3940] lr: 2.170e-02, eta: 2 days, 7:17:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 3.8471, loss: 3.8471 +2025-05-19 10:33:47,951 - pyskl - INFO - Epoch [36][2000/3940] lr: 2.170e-02, eta: 2 days, 7:16:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9569, loss_cls: 3.8679, loss: 3.8679 +2025-05-19 10:34:31,856 - pyskl - INFO - Epoch [36][2100/3940] lr: 2.170e-02, eta: 2 days, 7:16:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9681, loss_cls: 3.8844, loss: 3.8844 +2025-05-19 10:35:15,809 - pyskl - INFO - Epoch [36][2200/3940] lr: 2.169e-02, eta: 2 days, 7:15:22, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9581, loss_cls: 3.9853, loss: 3.9853 +2025-05-19 10:35:59,603 - pyskl - INFO - Epoch [36][2300/3940] lr: 2.169e-02, eta: 2 days, 7:14:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9594, loss_cls: 3.9175, loss: 3.9175 +2025-05-19 10:36:43,518 - pyskl - INFO - Epoch [36][2400/3940] lr: 2.168e-02, eta: 2 days, 7:13:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.8700, loss: 3.8700 +2025-05-19 10:37:27,389 - pyskl - INFO - Epoch [36][2500/3940] lr: 2.168e-02, eta: 2 days, 7:13:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 4.0739, loss: 4.0739 +2025-05-19 10:38:11,219 - pyskl - INFO - Epoch [36][2600/3940] lr: 2.167e-02, eta: 2 days, 7:12:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 3.9317, loss: 3.9317 +2025-05-19 10:38:55,142 - pyskl - INFO - Epoch [36][2700/3940] lr: 2.167e-02, eta: 2 days, 7:11:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9637, loss_cls: 3.9051, loss: 3.9051 +2025-05-19 10:39:39,064 - pyskl - INFO - Epoch [36][2800/3940] lr: 2.166e-02, eta: 2 days, 7:10:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9587, loss_cls: 3.9341, loss: 3.9341 +2025-05-19 10:40:22,790 - pyskl - INFO - Epoch [36][2900/3940] lr: 2.166e-02, eta: 2 days, 7:10:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 3.9644, loss: 3.9644 +2025-05-19 10:41:06,580 - pyskl - INFO - Epoch [36][3000/3940] lr: 2.165e-02, eta: 2 days, 7:09:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 3.8945, loss: 3.8945 +2025-05-19 10:41:50,428 - pyskl - INFO - Epoch [36][3100/3940] lr: 2.165e-02, eta: 2 days, 7:08:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9525, loss_cls: 4.0841, loss: 4.0841 +2025-05-19 10:42:34,396 - pyskl - INFO - Epoch [36][3200/3940] lr: 2.165e-02, eta: 2 days, 7:07:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 3.9215, loss: 3.9215 +2025-05-19 10:43:18,101 - pyskl - INFO - Epoch [36][3300/3940] lr: 2.164e-02, eta: 2 days, 7:07:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9631, loss_cls: 3.9782, loss: 3.9782 +2025-05-19 10:44:01,886 - pyskl - INFO - Epoch [36][3400/3940] lr: 2.164e-02, eta: 2 days, 7:06:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 4.1019, loss: 4.1019 +2025-05-19 10:44:45,733 - pyskl - INFO - Epoch [36][3500/3940] lr: 2.163e-02, eta: 2 days, 7:05:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 4.0707, loss: 4.0707 +2025-05-19 10:45:29,525 - pyskl - INFO - Epoch [36][3600/3940] lr: 2.163e-02, eta: 2 days, 7:04:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 3.9803, loss: 3.9803 +2025-05-19 10:46:13,292 - pyskl - INFO - Epoch [36][3700/3940] lr: 2.162e-02, eta: 2 days, 7:04:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 3.8734, loss: 3.8734 +2025-05-19 10:46:57,156 - pyskl - INFO - Epoch [36][3800/3940] lr: 2.162e-02, eta: 2 days, 7:03:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 3.9955, loss: 3.9955 +2025-05-19 10:47:40,982 - pyskl - INFO - Epoch [36][3900/3940] lr: 2.161e-02, eta: 2 days, 7:02:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9681, loss_cls: 3.9048, loss: 3.9048 +2025-05-19 10:47:58,814 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-05-19 10:51:20,840 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 10:51:21,311 - pyskl - INFO - +top1_acc 0.7414 +top5_acc 0.9508 +2025-05-19 10:51:21,329 - pyskl - INFO - Epoch(val) [36][3183] top1_acc: 0.7414, top5_acc: 0.9508 +2025-05-19 10:52:29,999 - pyskl - INFO - Epoch [37][100/3940] lr: 2.161e-02, eta: 2 days, 7:01:57, time: 0.687, data_time: 0.248, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.7349, loss: 3.7349 +2025-05-19 10:53:13,884 - pyskl - INFO - Epoch [37][200/3940] lr: 2.160e-02, eta: 2 days, 7:01:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 3.9174, loss: 3.9174 +2025-05-19 10:53:57,783 - pyskl - INFO - Epoch [37][300/3940] lr: 2.160e-02, eta: 2 days, 7:00:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9625, loss_cls: 3.8884, loss: 3.8884 +2025-05-19 10:54:41,780 - pyskl - INFO - Epoch [37][400/3940] lr: 2.159e-02, eta: 2 days, 6:59:43, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 3.7761, loss: 3.7761 +2025-05-19 10:55:25,773 - pyskl - INFO - Epoch [37][500/3940] lr: 2.159e-02, eta: 2 days, 6:58:58, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 3.6553, loss: 3.6553 +2025-05-19 10:56:09,820 - pyskl - INFO - Epoch [37][600/3940] lr: 2.158e-02, eta: 2 days, 6:58:14, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9569, loss_cls: 3.8604, loss: 3.8604 +2025-05-19 10:56:53,675 - pyskl - INFO - Epoch [37][700/3940] lr: 2.158e-02, eta: 2 days, 6:57:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 3.7951, loss: 3.7951 +2025-05-19 10:57:37,496 - pyskl - INFO - Epoch [37][800/3940] lr: 2.158e-02, eta: 2 days, 6:56:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9631, loss_cls: 3.9326, loss: 3.9326 +2025-05-19 10:58:21,589 - pyskl - INFO - Epoch [37][900/3940] lr: 2.157e-02, eta: 2 days, 6:56:00, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9619, loss_cls: 3.9211, loss: 3.9211 +2025-05-19 10:59:05,539 - pyskl - INFO - Epoch [37][1000/3940] lr: 2.157e-02, eta: 2 days, 6:55:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9750, loss_cls: 3.8752, loss: 3.8752 +2025-05-19 10:59:49,344 - pyskl - INFO - Epoch [37][1100/3940] lr: 2.156e-02, eta: 2 days, 6:54:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 3.8694, loss: 3.8694 +2025-05-19 11:00:33,263 - pyskl - INFO - Epoch [37][1200/3940] lr: 2.156e-02, eta: 2 days, 6:53:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 3.9649, loss: 3.9649 +2025-05-19 11:01:17,233 - pyskl - INFO - Epoch [37][1300/3940] lr: 2.155e-02, eta: 2 days, 6:53:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9606, loss_cls: 3.9002, loss: 3.9002 +2025-05-19 11:02:01,213 - pyskl - INFO - Epoch [37][1400/3940] lr: 2.155e-02, eta: 2 days, 6:52:16, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 3.8783, loss: 3.8783 +2025-05-19 11:02:45,374 - pyskl - INFO - Epoch [37][1500/3940] lr: 2.154e-02, eta: 2 days, 6:51:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 3.9374, loss: 3.9374 +2025-05-19 11:03:29,364 - pyskl - INFO - Epoch [37][1600/3940] lr: 2.154e-02, eta: 2 days, 6:50:47, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9575, loss_cls: 3.9810, loss: 3.9810 +2025-05-19 11:04:13,450 - pyskl - INFO - Epoch [37][1700/3940] lr: 2.153e-02, eta: 2 days, 6:50:03, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 3.9530, loss: 3.9530 +2025-05-19 11:04:57,335 - pyskl - INFO - Epoch [37][1800/3940] lr: 2.153e-02, eta: 2 days, 6:49:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9550, loss_cls: 3.9054, loss: 3.9054 +2025-05-19 11:05:41,217 - pyskl - INFO - Epoch [37][1900/3940] lr: 2.153e-02, eta: 2 days, 6:48:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9663, loss_cls: 3.9226, loss: 3.9226 +2025-05-19 11:06:25,119 - pyskl - INFO - Epoch [37][2000/3940] lr: 2.152e-02, eta: 2 days, 6:47:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9531, loss_cls: 4.0885, loss: 4.0885 +2025-05-19 11:07:09,147 - pyskl - INFO - Epoch [37][2100/3940] lr: 2.152e-02, eta: 2 days, 6:47:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 4.0115, loss: 4.0115 +2025-05-19 11:07:53,240 - pyskl - INFO - Epoch [37][2200/3940] lr: 2.151e-02, eta: 2 days, 6:46:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9450, loss_cls: 4.1654, loss: 4.1654 +2025-05-19 11:08:37,186 - pyskl - INFO - Epoch [37][2300/3940] lr: 2.151e-02, eta: 2 days, 6:45:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9600, loss_cls: 4.0517, loss: 4.0517 +2025-05-19 11:09:21,093 - pyskl - INFO - Epoch [37][2400/3940] lr: 2.150e-02, eta: 2 days, 6:44:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 3.8553, loss: 3.8553 +2025-05-19 11:10:04,974 - pyskl - INFO - Epoch [37][2500/3940] lr: 2.150e-02, eta: 2 days, 6:44:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 3.9168, loss: 3.9168 +2025-05-19 11:10:48,908 - pyskl - INFO - Epoch [37][2600/3940] lr: 2.149e-02, eta: 2 days, 6:43:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9625, loss_cls: 4.0651, loss: 4.0651 +2025-05-19 11:11:32,838 - pyskl - INFO - Epoch [37][2700/3940] lr: 2.149e-02, eta: 2 days, 6:42:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9625, loss_cls: 4.0376, loss: 4.0376 +2025-05-19 11:12:16,737 - pyskl - INFO - Epoch [37][2800/3940] lr: 2.148e-02, eta: 2 days, 6:41:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 4.0067, loss: 4.0067 +2025-05-19 11:13:00,603 - pyskl - INFO - Epoch [37][2900/3940] lr: 2.148e-02, eta: 2 days, 6:41:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9525, loss_cls: 3.9784, loss: 3.9784 +2025-05-19 11:13:44,591 - pyskl - INFO - Epoch [37][3000/3940] lr: 2.147e-02, eta: 2 days, 6:40:22, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 3.9066, loss: 3.9066 +2025-05-19 11:14:28,503 - pyskl - INFO - Epoch [37][3100/3940] lr: 2.147e-02, eta: 2 days, 6:39:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 3.9848, loss: 3.9848 +2025-05-19 11:15:12,454 - pyskl - INFO - Epoch [37][3200/3940] lr: 2.147e-02, eta: 2 days, 6:38:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9587, loss_cls: 3.8790, loss: 3.8790 +2025-05-19 11:15:56,370 - pyskl - INFO - Epoch [37][3300/3940] lr: 2.146e-02, eta: 2 days, 6:38:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9594, loss_cls: 3.8803, loss: 3.8803 +2025-05-19 11:16:40,237 - pyskl - INFO - Epoch [37][3400/3940] lr: 2.146e-02, eta: 2 days, 6:37:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 3.8625, loss: 3.8625 +2025-05-19 11:17:24,113 - pyskl - INFO - Epoch [37][3500/3940] lr: 2.145e-02, eta: 2 days, 6:36:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 4.0651, loss: 4.0651 +2025-05-19 11:18:07,954 - pyskl - INFO - Epoch [37][3600/3940] lr: 2.145e-02, eta: 2 days, 6:35:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 3.8496, loss: 3.8496 +2025-05-19 11:18:51,794 - pyskl - INFO - Epoch [37][3700/3940] lr: 2.144e-02, eta: 2 days, 6:35:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 3.9888, loss: 3.9888 +2025-05-19 11:19:35,679 - pyskl - INFO - Epoch [37][3800/3940] lr: 2.144e-02, eta: 2 days, 6:34:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 4.0085, loss: 4.0085 +2025-05-19 11:20:19,588 - pyskl - INFO - Epoch [37][3900/3940] lr: 2.143e-02, eta: 2 days, 6:33:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 3.9944, loss: 3.9944 +2025-05-19 11:20:37,475 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-05-19 11:23:58,728 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 11:23:59,186 - pyskl - INFO - +top1_acc 0.7571 +top5_acc 0.9528 +2025-05-19 11:23:59,237 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_26.pth was removed +2025-05-19 11:24:00,278 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_37.pth. +2025-05-19 11:24:00,281 - pyskl - INFO - Best top1_acc is 0.7571 at 37 epoch. +2025-05-19 11:24:00,299 - pyskl - INFO - Epoch(val) [37][3183] top1_acc: 0.7571, top5_acc: 0.9528 +2025-05-19 11:25:09,728 - pyskl - INFO - Epoch [38][100/3940] lr: 2.143e-02, eta: 2 days, 6:33:01, time: 0.694, data_time: 0.253, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 4.0225, loss: 4.0225 +2025-05-19 11:25:53,968 - pyskl - INFO - Epoch [38][200/3940] lr: 2.142e-02, eta: 2 days, 6:32:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 3.9100, loss: 3.9100 +2025-05-19 11:26:38,085 - pyskl - INFO - Epoch [38][300/3940] lr: 2.142e-02, eta: 2 days, 6:31:33, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 3.9087, loss: 3.9087 +2025-05-19 11:27:22,021 - pyskl - INFO - Epoch [38][400/3940] lr: 2.141e-02, eta: 2 days, 6:30:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.7720, loss: 3.7720 +2025-05-19 11:28:05,960 - pyskl - INFO - Epoch [38][500/3940] lr: 2.141e-02, eta: 2 days, 6:30:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 3.9386, loss: 3.9386 +2025-05-19 11:28:50,015 - pyskl - INFO - Epoch [38][600/3940] lr: 2.140e-02, eta: 2 days, 6:29:19, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.8716, loss: 3.8716 +2025-05-19 11:29:33,803 - pyskl - INFO - Epoch [38][700/3940] lr: 2.140e-02, eta: 2 days, 6:28:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 3.7581, loss: 3.7581 +2025-05-19 11:30:17,675 - pyskl - INFO - Epoch [38][800/3940] lr: 2.139e-02, eta: 2 days, 6:27:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.7247, loss: 3.7247 +2025-05-19 11:31:01,559 - pyskl - INFO - Epoch [38][900/3940] lr: 2.139e-02, eta: 2 days, 6:27:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 3.7383, loss: 3.7383 +2025-05-19 11:31:45,385 - pyskl - INFO - Epoch [38][1000/3940] lr: 2.138e-02, eta: 2 days, 6:26:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 3.8202, loss: 3.8202 +2025-05-19 11:32:29,407 - pyskl - INFO - Epoch [38][1100/3940] lr: 2.138e-02, eta: 2 days, 6:25:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9694, loss_cls: 3.8570, loss: 3.8570 +2025-05-19 11:33:13,552 - pyskl - INFO - Epoch [38][1200/3940] lr: 2.137e-02, eta: 2 days, 6:24:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9581, loss_cls: 3.9826, loss: 3.9826 +2025-05-19 11:33:57,462 - pyskl - INFO - Epoch [38][1300/3940] lr: 2.137e-02, eta: 2 days, 6:24:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 3.8121, loss: 3.8121 +2025-05-19 11:34:41,356 - pyskl - INFO - Epoch [38][1400/3940] lr: 2.137e-02, eta: 2 days, 6:23:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.7153, loss: 3.7153 +2025-05-19 11:35:25,292 - pyskl - INFO - Epoch [38][1500/3940] lr: 2.136e-02, eta: 2 days, 6:22:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 3.8133, loss: 3.8133 +2025-05-19 11:36:09,259 - pyskl - INFO - Epoch [38][1600/3940] lr: 2.136e-02, eta: 2 days, 6:21:52, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 3.8537, loss: 3.8537 +2025-05-19 11:36:53,258 - pyskl - INFO - Epoch [38][1700/3940] lr: 2.135e-02, eta: 2 days, 6:21:08, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.8077, loss: 3.8077 +2025-05-19 11:37:37,393 - pyskl - INFO - Epoch [38][1800/3940] lr: 2.135e-02, eta: 2 days, 6:20:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9650, loss_cls: 3.9845, loss: 3.9845 +2025-05-19 11:38:21,336 - pyskl - INFO - Epoch [38][1900/3940] lr: 2.134e-02, eta: 2 days, 6:19:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 3.9391, loss: 3.9391 +2025-05-19 11:39:05,171 - pyskl - INFO - Epoch [38][2000/3940] lr: 2.134e-02, eta: 2 days, 6:18:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 4.0301, loss: 4.0301 +2025-05-19 11:39:49,210 - pyskl - INFO - Epoch [38][2100/3940] lr: 2.133e-02, eta: 2 days, 6:18:10, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 3.8498, loss: 3.8498 +2025-05-19 11:40:33,036 - pyskl - INFO - Epoch [38][2200/3940] lr: 2.133e-02, eta: 2 days, 6:17:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 3.9148, loss: 3.9148 +2025-05-19 11:41:16,938 - pyskl - INFO - Epoch [38][2300/3940] lr: 2.132e-02, eta: 2 days, 6:16:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9613, loss_cls: 3.8827, loss: 3.8827 +2025-05-19 11:42:00,782 - pyskl - INFO - Epoch [38][2400/3940] lr: 2.132e-02, eta: 2 days, 6:15:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.9846, loss: 3.9846 +2025-05-19 11:42:44,783 - pyskl - INFO - Epoch [38][2500/3940] lr: 2.131e-02, eta: 2 days, 6:15:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9650, loss_cls: 3.8463, loss: 3.8463 +2025-05-19 11:43:28,700 - pyskl - INFO - Epoch [38][2600/3940] lr: 2.131e-02, eta: 2 days, 6:14:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 3.8699, loss: 3.8699 +2025-05-19 11:44:12,617 - pyskl - INFO - Epoch [38][2700/3940] lr: 2.130e-02, eta: 2 days, 6:13:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 3.9960, loss: 3.9960 +2025-05-19 11:44:56,579 - pyskl - INFO - Epoch [38][2800/3940] lr: 2.130e-02, eta: 2 days, 6:12:57, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9556, loss_cls: 4.0088, loss: 4.0088 +2025-05-19 11:45:40,442 - pyskl - INFO - Epoch [38][2900/3940] lr: 2.130e-02, eta: 2 days, 6:12:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 4.0165, loss: 4.0165 +2025-05-19 11:46:24,303 - pyskl - INFO - Epoch [38][3000/3940] lr: 2.129e-02, eta: 2 days, 6:11:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 3.9393, loss: 3.9393 +2025-05-19 11:47:08,245 - pyskl - INFO - Epoch [38][3100/3940] lr: 2.129e-02, eta: 2 days, 6:10:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9556, loss_cls: 3.8332, loss: 3.8332 +2025-05-19 11:47:52,201 - pyskl - INFO - Epoch [38][3200/3940] lr: 2.128e-02, eta: 2 days, 6:09:58, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9581, loss_cls: 3.9128, loss: 3.9128 +2025-05-19 11:48:36,188 - pyskl - INFO - Epoch [38][3300/3940] lr: 2.128e-02, eta: 2 days, 6:09:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9587, loss_cls: 3.9467, loss: 3.9467 +2025-05-19 11:49:20,252 - pyskl - INFO - Epoch [38][3400/3940] lr: 2.127e-02, eta: 2 days, 6:08:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 3.9997, loss: 3.9997 +2025-05-19 11:50:04,311 - pyskl - INFO - Epoch [38][3500/3940] lr: 2.127e-02, eta: 2 days, 6:07:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9619, loss_cls: 3.8908, loss: 3.8908 +2025-05-19 11:50:48,321 - pyskl - INFO - Epoch [38][3600/3940] lr: 2.126e-02, eta: 2 days, 6:07:00, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 3.9387, loss: 3.9387 +2025-05-19 11:51:32,177 - pyskl - INFO - Epoch [38][3700/3940] lr: 2.126e-02, eta: 2 days, 6:06:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 3.8803, loss: 3.8803 +2025-05-19 11:52:16,142 - pyskl - INFO - Epoch [38][3800/3940] lr: 2.125e-02, eta: 2 days, 6:05:31, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9606, loss_cls: 3.7856, loss: 3.7856 +2025-05-19 11:53:00,076 - pyskl - INFO - Epoch [38][3900/3940] lr: 2.125e-02, eta: 2 days, 6:04:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9506, loss_cls: 3.9829, loss: 3.9829 +2025-05-19 11:53:17,999 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-05-19 11:56:39,435 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 11:56:39,901 - pyskl - INFO - +top1_acc 0.7235 +top5_acc 0.9418 +2025-05-19 11:56:39,919 - pyskl - INFO - Epoch(val) [38][3183] top1_acc: 0.7235, top5_acc: 0.9418 +2025-05-19 11:57:48,706 - pyskl - INFO - Epoch [39][100/3940] lr: 2.124e-02, eta: 2 days, 6:04:05, time: 0.688, data_time: 0.248, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9556, loss_cls: 4.0281, loss: 4.0281 +2025-05-19 11:58:32,923 - pyskl - INFO - Epoch [39][200/3940] lr: 2.124e-02, eta: 2 days, 6:03:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 3.7630, loss: 3.7630 +2025-05-19 11:59:17,073 - pyskl - INFO - Epoch [39][300/3940] lr: 2.123e-02, eta: 2 days, 6:02:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9750, loss_cls: 3.7772, loss: 3.7772 +2025-05-19 12:00:01,016 - pyskl - INFO - Epoch [39][400/3940] lr: 2.123e-02, eta: 2 days, 6:01:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9600, loss_cls: 3.7755, loss: 3.7755 +2025-05-19 12:00:44,895 - pyskl - INFO - Epoch [39][500/3940] lr: 2.122e-02, eta: 2 days, 6:01:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9606, loss_cls: 3.8902, loss: 3.8902 +2025-05-19 12:01:28,761 - pyskl - INFO - Epoch [39][600/3940] lr: 2.122e-02, eta: 2 days, 6:00:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 3.9248, loss: 3.9248 +2025-05-19 12:02:12,731 - pyskl - INFO - Epoch [39][700/3940] lr: 2.121e-02, eta: 2 days, 5:59:38, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9525, loss_cls: 3.9197, loss: 3.9197 +2025-05-19 12:02:56,852 - pyskl - INFO - Epoch [39][800/3940] lr: 2.121e-02, eta: 2 days, 5:58:54, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9550, loss_cls: 4.0409, loss: 4.0409 +2025-05-19 12:03:40,996 - pyskl - INFO - Epoch [39][900/3940] lr: 2.120e-02, eta: 2 days, 5:58:10, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 3.7941, loss: 3.7941 +2025-05-19 12:04:24,932 - pyskl - INFO - Epoch [39][1000/3940] lr: 2.120e-02, eta: 2 days, 5:57:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9631, loss_cls: 3.8404, loss: 3.8404 +2025-05-19 12:05:08,893 - pyskl - INFO - Epoch [39][1100/3940] lr: 2.119e-02, eta: 2 days, 5:56:41, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9456, loss_cls: 3.9605, loss: 3.9605 +2025-05-19 12:05:52,772 - pyskl - INFO - Epoch [39][1200/3940] lr: 2.119e-02, eta: 2 days, 5:55:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9606, loss_cls: 3.8947, loss: 3.8947 +2025-05-19 12:06:36,671 - pyskl - INFO - Epoch [39][1300/3940] lr: 2.118e-02, eta: 2 days, 5:55:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9619, loss_cls: 3.7792, loss: 3.7792 +2025-05-19 12:07:20,505 - pyskl - INFO - Epoch [39][1400/3940] lr: 2.118e-02, eta: 2 days, 5:54:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9619, loss_cls: 3.8826, loss: 3.8826 +2025-05-19 12:08:04,440 - pyskl - INFO - Epoch [39][1500/3940] lr: 2.117e-02, eta: 2 days, 5:53:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 3.8308, loss: 3.8308 +2025-05-19 12:08:48,377 - pyskl - INFO - Epoch [39][1600/3940] lr: 2.117e-02, eta: 2 days, 5:52:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9619, loss_cls: 3.9832, loss: 3.9832 +2025-05-19 12:09:32,434 - pyskl - INFO - Epoch [39][1700/3940] lr: 2.116e-02, eta: 2 days, 5:52:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 3.8848, loss: 3.8848 +2025-05-19 12:10:16,439 - pyskl - INFO - Epoch [39][1800/3940] lr: 2.116e-02, eta: 2 days, 5:51:28, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 3.9094, loss: 3.9094 +2025-05-19 12:11:00,386 - pyskl - INFO - Epoch [39][1900/3940] lr: 2.116e-02, eta: 2 days, 5:50:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 3.9579, loss: 3.9579 +2025-05-19 12:11:44,301 - pyskl - INFO - Epoch [39][2000/3940] lr: 2.115e-02, eta: 2 days, 5:49:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9600, loss_cls: 3.8599, loss: 3.8599 +2025-05-19 12:12:28,238 - pyskl - INFO - Epoch [39][2100/3940] lr: 2.115e-02, eta: 2 days, 5:49:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9587, loss_cls: 3.7642, loss: 3.7642 +2025-05-19 12:13:12,262 - pyskl - INFO - Epoch [39][2200/3940] lr: 2.114e-02, eta: 2 days, 5:48:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 3.7806, loss: 3.7806 +2025-05-19 12:13:56,182 - pyskl - INFO - Epoch [39][2300/3940] lr: 2.114e-02, eta: 2 days, 5:47:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.8332, loss: 3.8332 +2025-05-19 12:14:40,116 - pyskl - INFO - Epoch [39][2400/3940] lr: 2.113e-02, eta: 2 days, 5:47:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 3.7655, loss: 3.7655 +2025-05-19 12:15:23,980 - pyskl - INFO - Epoch [39][2500/3940] lr: 2.113e-02, eta: 2 days, 5:46:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 3.8319, loss: 3.8319 +2025-05-19 12:16:07,885 - pyskl - INFO - Epoch [39][2600/3940] lr: 2.112e-02, eta: 2 days, 5:45:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 3.7889, loss: 3.7889 +2025-05-19 12:16:51,866 - pyskl - INFO - Epoch [39][2700/3940] lr: 2.112e-02, eta: 2 days, 5:44:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.9226, loss: 3.9226 +2025-05-19 12:17:35,729 - pyskl - INFO - Epoch [39][2800/3940] lr: 2.111e-02, eta: 2 days, 5:44:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 3.8861, loss: 3.8861 +2025-05-19 12:18:19,741 - pyskl - INFO - Epoch [39][2900/3940] lr: 2.111e-02, eta: 2 days, 5:43:17, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 3.9105, loss: 3.9105 +2025-05-19 12:19:03,590 - pyskl - INFO - Epoch [39][3000/3940] lr: 2.110e-02, eta: 2 days, 5:42:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 3.8981, loss: 3.8981 +2025-05-19 12:19:47,530 - pyskl - INFO - Epoch [39][3100/3940] lr: 2.110e-02, eta: 2 days, 5:41:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 3.9149, loss: 3.9149 +2025-05-19 12:20:31,628 - pyskl - INFO - Epoch [39][3200/3940] lr: 2.109e-02, eta: 2 days, 5:41:04, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 3.8203, loss: 3.8203 +2025-05-19 12:21:15,687 - pyskl - INFO - Epoch [39][3300/3940] lr: 2.109e-02, eta: 2 days, 5:40:19, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 3.7607, loss: 3.7607 +2025-05-19 12:21:59,574 - pyskl - INFO - Epoch [39][3400/3940] lr: 2.108e-02, eta: 2 days, 5:39:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9669, loss_cls: 3.7483, loss: 3.7483 +2025-05-19 12:22:43,405 - pyskl - INFO - Epoch [39][3500/3940] lr: 2.108e-02, eta: 2 days, 5:38:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 3.8679, loss: 3.8679 +2025-05-19 12:23:27,333 - pyskl - INFO - Epoch [39][3600/3940] lr: 2.107e-02, eta: 2 days, 5:38:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9625, loss_cls: 4.0584, loss: 4.0584 +2025-05-19 12:24:11,281 - pyskl - INFO - Epoch [39][3700/3940] lr: 2.107e-02, eta: 2 days, 5:37:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9594, loss_cls: 4.0402, loss: 4.0402 +2025-05-19 12:24:55,191 - pyskl - INFO - Epoch [39][3800/3940] lr: 2.106e-02, eta: 2 days, 5:36:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9669, loss_cls: 3.9797, loss: 3.9797 +2025-05-19 12:25:38,944 - pyskl - INFO - Epoch [39][3900/3940] lr: 2.106e-02, eta: 2 days, 5:35:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9594, loss_cls: 3.8939, loss: 3.8939 +2025-05-19 12:25:56,826 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-05-19 12:29:18,401 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 12:29:18,869 - pyskl - INFO - +top1_acc 0.7459 +top5_acc 0.9463 +2025-05-19 12:29:18,887 - pyskl - INFO - Epoch(val) [39][3183] top1_acc: 0.7459, top5_acc: 0.9463 +2025-05-19 12:30:27,351 - pyskl - INFO - Epoch [40][100/3940] lr: 2.105e-02, eta: 2 days, 5:35:08, time: 0.685, data_time: 0.246, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 3.9414, loss: 3.9414 +2025-05-19 12:31:11,237 - pyskl - INFO - Epoch [40][200/3940] lr: 2.105e-02, eta: 2 days, 5:34:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.7701, loss: 3.7701 +2025-05-19 12:31:55,201 - pyskl - INFO - Epoch [40][300/3940] lr: 2.104e-02, eta: 2 days, 5:33:38, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.8429, loss: 3.8429 +2025-05-19 12:32:39,166 - pyskl - INFO - Epoch [40][400/3940] lr: 2.104e-02, eta: 2 days, 5:32:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 3.9066, loss: 3.9066 +2025-05-19 12:33:23,105 - pyskl - INFO - Epoch [40][500/3940] lr: 2.103e-02, eta: 2 days, 5:32:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9575, loss_cls: 3.8751, loss: 3.8751 +2025-05-19 12:34:07,000 - pyskl - INFO - Epoch [40][600/3940] lr: 2.103e-02, eta: 2 days, 5:31:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 3.9957, loss: 3.9957 +2025-05-19 12:34:50,911 - pyskl - INFO - Epoch [40][700/3940] lr: 2.102e-02, eta: 2 days, 5:30:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 3.7851, loss: 3.7851 +2025-05-19 12:35:34,811 - pyskl - INFO - Epoch [40][800/3940] lr: 2.102e-02, eta: 2 days, 5:29:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9606, loss_cls: 3.8667, loss: 3.8667 +2025-05-19 12:36:18,859 - pyskl - INFO - Epoch [40][900/3940] lr: 2.101e-02, eta: 2 days, 5:29:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9563, loss_cls: 3.8680, loss: 3.8680 +2025-05-19 12:37:02,876 - pyskl - INFO - Epoch [40][1000/3940] lr: 2.101e-02, eta: 2 days, 5:28:26, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 3.8734, loss: 3.8734 +2025-05-19 12:37:46,948 - pyskl - INFO - Epoch [40][1100/3940] lr: 2.100e-02, eta: 2 days, 5:27:42, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 3.9089, loss: 3.9089 +2025-05-19 12:38:30,926 - pyskl - INFO - Epoch [40][1200/3940] lr: 2.100e-02, eta: 2 days, 5:26:58, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 3.8394, loss: 3.8394 +2025-05-19 12:39:14,838 - pyskl - INFO - Epoch [40][1300/3940] lr: 2.099e-02, eta: 2 days, 5:26:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9631, loss_cls: 3.7613, loss: 3.7613 +2025-05-19 12:39:58,696 - pyskl - INFO - Epoch [40][1400/3940] lr: 2.099e-02, eta: 2 days, 5:25:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 3.8702, loss: 3.8702 +2025-05-19 12:40:42,560 - pyskl - INFO - Epoch [40][1500/3940] lr: 2.098e-02, eta: 2 days, 5:24:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 3.9115, loss: 3.9115 +2025-05-19 12:41:26,483 - pyskl - INFO - Epoch [40][1600/3940] lr: 2.098e-02, eta: 2 days, 5:23:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 3.7829, loss: 3.7829 +2025-05-19 12:42:10,383 - pyskl - INFO - Epoch [40][1700/3940] lr: 2.097e-02, eta: 2 days, 5:23:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 3.7874, loss: 3.7874 +2025-05-19 12:42:54,214 - pyskl - INFO - Epoch [40][1800/3940] lr: 2.097e-02, eta: 2 days, 5:22:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.9741, loss: 3.9741 +2025-05-19 12:43:38,042 - pyskl - INFO - Epoch [40][1900/3940] lr: 2.096e-02, eta: 2 days, 5:21:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.8214, loss: 3.8214 +2025-05-19 12:44:21,912 - pyskl - INFO - Epoch [40][2000/3940] lr: 2.096e-02, eta: 2 days, 5:20:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 3.8316, loss: 3.8316 +2025-05-19 12:45:05,843 - pyskl - INFO - Epoch [40][2100/3940] lr: 2.095e-02, eta: 2 days, 5:20:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9544, loss_cls: 3.9381, loss: 3.9381 +2025-05-19 12:45:49,804 - pyskl - INFO - Epoch [40][2200/3940] lr: 2.095e-02, eta: 2 days, 5:19:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 3.8512, loss: 3.8512 +2025-05-19 12:46:33,806 - pyskl - INFO - Epoch [40][2300/3940] lr: 2.094e-02, eta: 2 days, 5:18:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 3.8853, loss: 3.8853 +2025-05-19 12:47:17,715 - pyskl - INFO - Epoch [40][2400/3940] lr: 2.094e-02, eta: 2 days, 5:18:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9663, loss_cls: 3.7297, loss: 3.7297 +2025-05-19 12:48:01,672 - pyskl - INFO - Epoch [40][2500/3940] lr: 2.094e-02, eta: 2 days, 5:17:16, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 3.8896, loss: 3.8896 +2025-05-19 12:48:45,675 - pyskl - INFO - Epoch [40][2600/3940] lr: 2.093e-02, eta: 2 days, 5:16:32, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 3.8302, loss: 3.8302 +2025-05-19 12:49:29,817 - pyskl - INFO - Epoch [40][2700/3940] lr: 2.093e-02, eta: 2 days, 5:15:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 4.0406, loss: 4.0406 +2025-05-19 12:50:13,796 - pyskl - INFO - Epoch [40][2800/3940] lr: 2.092e-02, eta: 2 days, 5:15:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 3.7197, loss: 3.7197 +2025-05-19 12:50:57,687 - pyskl - INFO - Epoch [40][2900/3940] lr: 2.092e-02, eta: 2 days, 5:14:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9619, loss_cls: 4.0350, loss: 4.0350 +2025-05-19 12:51:41,471 - pyskl - INFO - Epoch [40][3000/3940] lr: 2.091e-02, eta: 2 days, 5:13:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9587, loss_cls: 4.0069, loss: 4.0069 +2025-05-19 12:52:25,286 - pyskl - INFO - Epoch [40][3100/3940] lr: 2.091e-02, eta: 2 days, 5:12:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 3.9183, loss: 3.9183 +2025-05-19 12:53:09,144 - pyskl - INFO - Epoch [40][3200/3940] lr: 2.090e-02, eta: 2 days, 5:12:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9744, loss_cls: 3.7814, loss: 3.7814 +2025-05-19 12:53:52,919 - pyskl - INFO - Epoch [40][3300/3940] lr: 2.090e-02, eta: 2 days, 5:11:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 3.8042, loss: 3.8042 +2025-05-19 12:54:36,724 - pyskl - INFO - Epoch [40][3400/3940] lr: 2.089e-02, eta: 2 days, 5:10:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 3.9178, loss: 3.9178 +2025-05-19 12:55:20,607 - pyskl - INFO - Epoch [40][3500/3940] lr: 2.089e-02, eta: 2 days, 5:09:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9606, loss_cls: 3.8638, loss: 3.8638 +2025-05-19 12:56:04,335 - pyskl - INFO - Epoch [40][3600/3940] lr: 2.088e-02, eta: 2 days, 5:09:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9644, loss_cls: 3.8268, loss: 3.8268 +2025-05-19 12:56:47,910 - pyskl - INFO - Epoch [40][3700/3940] lr: 2.088e-02, eta: 2 days, 5:08:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9619, loss_cls: 3.8295, loss: 3.8295 +2025-05-19 12:57:31,688 - pyskl - INFO - Epoch [40][3800/3940] lr: 2.087e-02, eta: 2 days, 5:07:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9625, loss_cls: 3.8454, loss: 3.8454 +2025-05-19 12:58:15,444 - pyskl - INFO - Epoch [40][3900/3940] lr: 2.087e-02, eta: 2 days, 5:06:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9537, loss_cls: 4.0848, loss: 4.0848 +2025-05-19 12:58:33,315 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-05-19 13:01:56,050 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 13:01:56,515 - pyskl - INFO - +top1_acc 0.7297 +top5_acc 0.9445 +2025-05-19 13:01:56,533 - pyskl - INFO - Epoch(val) [40][3183] top1_acc: 0.7297, top5_acc: 0.9445 +2025-05-19 13:03:05,017 - pyskl - INFO - Epoch [41][100/3940] lr: 2.086e-02, eta: 2 days, 5:06:05, time: 0.685, data_time: 0.246, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9625, loss_cls: 3.9098, loss: 3.9098 +2025-05-19 13:03:48,940 - pyskl - INFO - Epoch [41][200/3940] lr: 2.085e-02, eta: 2 days, 5:05:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.8387, loss: 3.8387 +2025-05-19 13:04:32,767 - pyskl - INFO - Epoch [41][300/3940] lr: 2.085e-02, eta: 2 days, 5:04:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9688, loss_cls: 3.7417, loss: 3.7417 +2025-05-19 13:05:16,573 - pyskl - INFO - Epoch [41][400/3940] lr: 2.084e-02, eta: 2 days, 5:03:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 3.7835, loss: 3.7835 +2025-05-19 13:06:00,462 - pyskl - INFO - Epoch [41][500/3940] lr: 2.084e-02, eta: 2 days, 5:03:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9606, loss_cls: 3.8683, loss: 3.8683 +2025-05-19 13:06:44,522 - pyskl - INFO - Epoch [41][600/3940] lr: 2.083e-02, eta: 2 days, 5:02:21, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9575, loss_cls: 3.9712, loss: 3.9712 +2025-05-19 13:07:28,530 - pyskl - INFO - Epoch [41][700/3940] lr: 2.083e-02, eta: 2 days, 5:01:37, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 3.7898, loss: 3.7898 +2025-05-19 13:08:12,425 - pyskl - INFO - Epoch [41][800/3940] lr: 2.082e-02, eta: 2 days, 5:00:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9644, loss_cls: 3.7442, loss: 3.7442 +2025-05-19 13:08:56,315 - pyskl - INFO - Epoch [41][900/3940] lr: 2.082e-02, eta: 2 days, 5:00:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 3.8511, loss: 3.8511 +2025-05-19 13:09:40,271 - pyskl - INFO - Epoch [41][1000/3940] lr: 2.081e-02, eta: 2 days, 4:59:23, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 3.8468, loss: 3.8468 +2025-05-19 13:10:24,191 - pyskl - INFO - Epoch [41][1100/3940] lr: 2.081e-02, eta: 2 days, 4:58:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 3.7833, loss: 3.7833 +2025-05-19 13:11:08,159 - pyskl - INFO - Epoch [41][1200/3940] lr: 2.080e-02, eta: 2 days, 4:57:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 3.8920, loss: 3.8920 +2025-05-19 13:11:52,111 - pyskl - INFO - Epoch [41][1300/3940] lr: 2.080e-02, eta: 2 days, 4:57:09, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 3.6311, loss: 3.6311 +2025-05-19 13:12:36,028 - pyskl - INFO - Epoch [41][1400/3940] lr: 2.079e-02, eta: 2 days, 4:56:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.9020, loss: 3.9020 +2025-05-19 13:13:19,963 - pyskl - INFO - Epoch [41][1500/3940] lr: 2.079e-02, eta: 2 days, 4:55:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9531, loss_cls: 3.8722, loss: 3.8722 +2025-05-19 13:14:03,873 - pyskl - INFO - Epoch [41][1600/3940] lr: 2.078e-02, eta: 2 days, 4:54:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9656, loss_cls: 3.8426, loss: 3.8426 +2025-05-19 13:14:47,828 - pyskl - INFO - Epoch [41][1700/3940] lr: 2.078e-02, eta: 2 days, 4:54:10, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 3.8158, loss: 3.8158 +2025-05-19 13:15:31,940 - pyskl - INFO - Epoch [41][1800/3940] lr: 2.077e-02, eta: 2 days, 4:53:26, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9675, loss_cls: 3.9704, loss: 3.9704 +2025-05-19 13:16:16,011 - pyskl - INFO - Epoch [41][1900/3940] lr: 2.077e-02, eta: 2 days, 4:52:42, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 3.9785, loss: 3.9785 +2025-05-19 13:17:00,119 - pyskl - INFO - Epoch [41][2000/3940] lr: 2.076e-02, eta: 2 days, 4:51:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 3.8717, loss: 3.8717 +2025-05-19 13:17:44,061 - pyskl - INFO - Epoch [41][2100/3940] lr: 2.076e-02, eta: 2 days, 4:51:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9625, loss_cls: 3.9272, loss: 3.9272 +2025-05-19 13:18:27,949 - pyskl - INFO - Epoch [41][2200/3940] lr: 2.075e-02, eta: 2 days, 4:50:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9544, loss_cls: 3.9580, loss: 3.9580 +2025-05-19 13:19:11,864 - pyskl - INFO - Epoch [41][2300/3940] lr: 2.075e-02, eta: 2 days, 4:49:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9569, loss_cls: 3.9313, loss: 3.9313 +2025-05-19 13:19:55,719 - pyskl - INFO - Epoch [41][2400/3940] lr: 2.074e-02, eta: 2 days, 4:48:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 3.8562, loss: 3.8562 +2025-05-19 13:20:39,626 - pyskl - INFO - Epoch [41][2500/3940] lr: 2.074e-02, eta: 2 days, 4:48:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9637, loss_cls: 3.9499, loss: 3.9499 +2025-05-19 13:21:23,602 - pyskl - INFO - Epoch [41][2600/3940] lr: 2.074e-02, eta: 2 days, 4:47:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9606, loss_cls: 3.7997, loss: 3.7997 +2025-05-19 13:22:07,481 - pyskl - INFO - Epoch [41][2700/3940] lr: 2.073e-02, eta: 2 days, 4:46:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 3.8936, loss: 3.8936 +2025-05-19 13:22:51,383 - pyskl - INFO - Epoch [41][2800/3940] lr: 2.072e-02, eta: 2 days, 4:46:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 3.7648, loss: 3.7648 +2025-05-19 13:23:35,269 - pyskl - INFO - Epoch [41][2900/3940] lr: 2.072e-02, eta: 2 days, 4:45:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 3.8022, loss: 3.8022 +2025-05-19 13:24:19,176 - pyskl - INFO - Epoch [41][3000/3940] lr: 2.071e-02, eta: 2 days, 4:44:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 3.9083, loss: 3.9083 +2025-05-19 13:25:03,041 - pyskl - INFO - Epoch [41][3100/3940] lr: 2.071e-02, eta: 2 days, 4:43:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9575, loss_cls: 3.8460, loss: 3.8460 +2025-05-19 13:25:46,941 - pyskl - INFO - Epoch [41][3200/3940] lr: 2.070e-02, eta: 2 days, 4:43:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9637, loss_cls: 3.9452, loss: 3.9452 +2025-05-19 13:26:30,867 - pyskl - INFO - Epoch [41][3300/3940] lr: 2.070e-02, eta: 2 days, 4:42:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9587, loss_cls: 3.8755, loss: 3.8755 +2025-05-19 13:27:14,798 - pyskl - INFO - Epoch [41][3400/3940] lr: 2.069e-02, eta: 2 days, 4:41:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 3.9999, loss: 3.9999 +2025-05-19 13:27:58,683 - pyskl - INFO - Epoch [41][3500/3940] lr: 2.069e-02, eta: 2 days, 4:40:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.7791, loss: 3.7791 +2025-05-19 13:28:42,508 - pyskl - INFO - Epoch [41][3600/3940] lr: 2.068e-02, eta: 2 days, 4:40:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 3.8538, loss: 3.8538 +2025-05-19 13:29:26,413 - pyskl - INFO - Epoch [41][3700/3940] lr: 2.068e-02, eta: 2 days, 4:39:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 3.8647, loss: 3.8647 +2025-05-19 13:30:10,313 - pyskl - INFO - Epoch [41][3800/3940] lr: 2.067e-02, eta: 2 days, 4:38:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 3.8693, loss: 3.8693 +2025-05-19 13:30:54,197 - pyskl - INFO - Epoch [41][3900/3940] lr: 2.067e-02, eta: 2 days, 4:37:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9513, loss_cls: 3.9510, loss: 3.9510 +2025-05-19 13:31:12,116 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-05-19 13:34:34,739 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 13:34:35,198 - pyskl - INFO - +top1_acc 0.7567 +top5_acc 0.9524 +2025-05-19 13:34:35,215 - pyskl - INFO - Epoch(val) [41][3183] top1_acc: 0.7567, top5_acc: 0.9524 +2025-05-19 13:35:43,987 - pyskl - INFO - Epoch [42][100/3940] lr: 2.066e-02, eta: 2 days, 4:37:05, time: 0.688, data_time: 0.249, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 3.9328, loss: 3.9328 +2025-05-19 13:36:27,928 - pyskl - INFO - Epoch [42][200/3940] lr: 2.066e-02, eta: 2 days, 4:36:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 3.6597, loss: 3.6597 +2025-05-19 13:37:11,832 - pyskl - INFO - Epoch [42][300/3940] lr: 2.065e-02, eta: 2 days, 4:35:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 3.7420, loss: 3.7420 +2025-05-19 13:37:55,720 - pyskl - INFO - Epoch [42][400/3940] lr: 2.065e-02, eta: 2 days, 4:34:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.8905, loss: 3.8905 +2025-05-19 13:38:39,566 - pyskl - INFO - Epoch [42][500/3940] lr: 2.064e-02, eta: 2 days, 4:34:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9600, loss_cls: 3.7528, loss: 3.7528 +2025-05-19 13:39:23,410 - pyskl - INFO - Epoch [42][600/3940] lr: 2.064e-02, eta: 2 days, 4:33:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 3.9518, loss: 3.9518 +2025-05-19 13:40:07,375 - pyskl - INFO - Epoch [42][700/3940] lr: 2.063e-02, eta: 2 days, 4:32:37, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 3.8963, loss: 3.8963 +2025-05-19 13:40:51,237 - pyskl - INFO - Epoch [42][800/3940] lr: 2.063e-02, eta: 2 days, 4:31:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9650, loss_cls: 3.6884, loss: 3.6884 +2025-05-19 13:41:35,114 - pyskl - INFO - Epoch [42][900/3940] lr: 2.062e-02, eta: 2 days, 4:31:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9631, loss_cls: 3.7403, loss: 3.7403 +2025-05-19 13:42:19,016 - pyskl - INFO - Epoch [42][1000/3940] lr: 2.062e-02, eta: 2 days, 4:30:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 3.8717, loss: 3.8717 +2025-05-19 13:43:02,992 - pyskl - INFO - Epoch [42][1100/3940] lr: 2.061e-02, eta: 2 days, 4:29:39, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 3.9078, loss: 3.9078 +2025-05-19 13:43:46,992 - pyskl - INFO - Epoch [42][1200/3940] lr: 2.061e-02, eta: 2 days, 4:28:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9650, loss_cls: 3.7848, loss: 3.7848 +2025-05-19 13:44:30,861 - pyskl - INFO - Epoch [42][1300/3940] lr: 2.060e-02, eta: 2 days, 4:28:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 3.9152, loss: 3.9152 +2025-05-19 13:45:14,769 - pyskl - INFO - Epoch [42][1400/3940] lr: 2.060e-02, eta: 2 days, 4:27:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9644, loss_cls: 3.6326, loss: 3.6326 +2025-05-19 13:45:58,696 - pyskl - INFO - Epoch [42][1500/3940] lr: 2.059e-02, eta: 2 days, 4:26:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9619, loss_cls: 3.8746, loss: 3.8746 +2025-05-19 13:46:42,664 - pyskl - INFO - Epoch [42][1600/3940] lr: 2.059e-02, eta: 2 days, 4:25:56, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9663, loss_cls: 3.9026, loss: 3.9026 +2025-05-19 13:47:26,439 - pyskl - INFO - Epoch [42][1700/3940] lr: 2.058e-02, eta: 2 days, 4:25:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 3.8907, loss: 3.8907 +2025-05-19 13:48:10,350 - pyskl - INFO - Epoch [42][1800/3940] lr: 2.058e-02, eta: 2 days, 4:24:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9519, loss_cls: 4.0654, loss: 4.0654 +2025-05-19 13:48:54,218 - pyskl - INFO - Epoch [42][1900/3940] lr: 2.057e-02, eta: 2 days, 4:23:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9663, loss_cls: 3.7504, loss: 3.7504 +2025-05-19 13:49:38,151 - pyskl - INFO - Epoch [42][2000/3940] lr: 2.057e-02, eta: 2 days, 4:22:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9587, loss_cls: 3.8873, loss: 3.8873 +2025-05-19 13:50:22,092 - pyskl - INFO - Epoch [42][2100/3940] lr: 2.056e-02, eta: 2 days, 4:22:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.8138, loss: 3.8138 +2025-05-19 13:51:06,068 - pyskl - INFO - Epoch [42][2200/3940] lr: 2.056e-02, eta: 2 days, 4:21:27, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.7462, loss: 3.7462 +2025-05-19 13:51:49,974 - pyskl - INFO - Epoch [42][2300/3940] lr: 2.055e-02, eta: 2 days, 4:20:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 3.8560, loss: 3.8560 +2025-05-19 13:52:33,843 - pyskl - INFO - Epoch [42][2400/3940] lr: 2.055e-02, eta: 2 days, 4:19:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9644, loss_cls: 3.8366, loss: 3.8366 +2025-05-19 13:53:17,658 - pyskl - INFO - Epoch [42][2500/3940] lr: 2.054e-02, eta: 2 days, 4:19:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9550, loss_cls: 3.7807, loss: 3.7807 +2025-05-19 13:54:01,532 - pyskl - INFO - Epoch [42][2600/3940] lr: 2.054e-02, eta: 2 days, 4:18:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9563, loss_cls: 3.9391, loss: 3.9391 +2025-05-19 13:54:45,348 - pyskl - INFO - Epoch [42][2700/3940] lr: 2.053e-02, eta: 2 days, 4:17:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 3.8230, loss: 3.8230 +2025-05-19 13:55:29,178 - pyskl - INFO - Epoch [42][2800/3940] lr: 2.053e-02, eta: 2 days, 4:16:59, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 3.9249, loss: 3.9249 +2025-05-19 13:56:13,001 - pyskl - INFO - Epoch [42][2900/3940] lr: 2.052e-02, eta: 2 days, 4:16:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 3.9130, loss: 3.9130 +2025-05-19 13:56:56,896 - pyskl - INFO - Epoch [42][3000/3940] lr: 2.052e-02, eta: 2 days, 4:15:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 3.7150, loss: 3.7150 +2025-05-19 13:57:40,711 - pyskl - INFO - Epoch [42][3100/3940] lr: 2.051e-02, eta: 2 days, 4:14:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 3.7965, loss: 3.7965 +2025-05-19 13:58:24,574 - pyskl - INFO - Epoch [42][3200/3940] lr: 2.051e-02, eta: 2 days, 4:13:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9681, loss_cls: 3.7148, loss: 3.7148 +2025-05-19 13:59:08,559 - pyskl - INFO - Epoch [42][3300/3940] lr: 2.050e-02, eta: 2 days, 4:13:15, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9669, loss_cls: 3.7026, loss: 3.7026 +2025-05-19 13:59:52,507 - pyskl - INFO - Epoch [42][3400/3940] lr: 2.050e-02, eta: 2 days, 4:12:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9613, loss_cls: 3.9228, loss: 3.9228 +2025-05-19 14:00:36,479 - pyskl - INFO - Epoch [42][3500/3940] lr: 2.049e-02, eta: 2 days, 4:11:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 3.8894, loss: 3.8894 +2025-05-19 14:01:20,485 - pyskl - INFO - Epoch [42][3600/3940] lr: 2.049e-02, eta: 2 days, 4:11:02, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 3.8085, loss: 3.8085 +2025-05-19 14:02:04,479 - pyskl - INFO - Epoch [42][3700/3940] lr: 2.048e-02, eta: 2 days, 4:10:17, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9625, loss_cls: 3.7710, loss: 3.7710 +2025-05-19 14:02:48,374 - pyskl - INFO - Epoch [42][3800/3940] lr: 2.048e-02, eta: 2 days, 4:09:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.7872, loss: 3.7872 +2025-05-19 14:03:32,389 - pyskl - INFO - Epoch [42][3900/3940] lr: 2.047e-02, eta: 2 days, 4:08:48, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 3.9508, loss: 3.9508 +2025-05-19 14:03:50,254 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-05-19 14:07:12,245 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 14:07:12,715 - pyskl - INFO - +top1_acc 0.7148 +top5_acc 0.9315 +2025-05-19 14:07:12,732 - pyskl - INFO - Epoch(val) [42][3183] top1_acc: 0.7148, top5_acc: 0.9315 +2025-05-19 14:08:21,483 - pyskl - INFO - Epoch [43][100/3940] lr: 2.046e-02, eta: 2 days, 4:08:04, time: 0.687, data_time: 0.249, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 3.7042, loss: 3.7042 +2025-05-19 14:09:05,356 - pyskl - INFO - Epoch [43][200/3940] lr: 2.046e-02, eta: 2 days, 4:07:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9688, loss_cls: 3.6328, loss: 3.6328 +2025-05-19 14:09:49,312 - pyskl - INFO - Epoch [43][300/3940] lr: 2.045e-02, eta: 2 days, 4:06:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9637, loss_cls: 3.7932, loss: 3.7932 +2025-05-19 14:10:33,171 - pyskl - INFO - Epoch [43][400/3940] lr: 2.045e-02, eta: 2 days, 4:05:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9669, loss_cls: 3.7562, loss: 3.7562 +2025-05-19 14:11:16,999 - pyskl - INFO - Epoch [43][500/3940] lr: 2.044e-02, eta: 2 days, 4:05:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 3.8270, loss: 3.8270 +2025-05-19 14:12:00,900 - pyskl - INFO - Epoch [43][600/3940] lr: 2.044e-02, eta: 2 days, 4:04:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 3.6462, loss: 3.6462 +2025-05-19 14:12:44,862 - pyskl - INFO - Epoch [43][700/3940] lr: 2.043e-02, eta: 2 days, 4:03:36, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 3.8312, loss: 3.8312 +2025-05-19 14:13:28,983 - pyskl - INFO - Epoch [43][800/3940] lr: 2.043e-02, eta: 2 days, 4:02:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9513, loss_cls: 3.9436, loss: 3.9436 +2025-05-19 14:14:13,074 - pyskl - INFO - Epoch [43][900/3940] lr: 2.042e-02, eta: 2 days, 4:02:08, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 3.8932, loss: 3.8932 +2025-05-19 14:14:57,048 - pyskl - INFO - Epoch [43][1000/3940] lr: 2.042e-02, eta: 2 days, 4:01:23, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 3.8954, loss: 3.8954 +2025-05-19 14:15:41,083 - pyskl - INFO - Epoch [43][1100/3940] lr: 2.041e-02, eta: 2 days, 4:00:39, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9619, loss_cls: 3.8670, loss: 3.8670 +2025-05-19 14:16:25,065 - pyskl - INFO - Epoch [43][1200/3940] lr: 2.041e-02, eta: 2 days, 3:59:55, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.8928, loss: 3.8928 +2025-05-19 14:17:09,080 - pyskl - INFO - Epoch [43][1300/3940] lr: 2.040e-02, eta: 2 days, 3:59:10, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 3.8373, loss: 3.8373 +2025-05-19 14:17:53,027 - pyskl - INFO - Epoch [43][1400/3940] lr: 2.040e-02, eta: 2 days, 3:58:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9600, loss_cls: 3.8863, loss: 3.8863 +2025-05-19 14:18:36,879 - pyskl - INFO - Epoch [43][1500/3940] lr: 2.039e-02, eta: 2 days, 3:57:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 3.7732, loss: 3.7732 +2025-05-19 14:19:20,743 - pyskl - INFO - Epoch [43][1600/3940] lr: 2.039e-02, eta: 2 days, 3:56:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9600, loss_cls: 3.7673, loss: 3.7673 +2025-05-19 14:20:04,609 - pyskl - INFO - Epoch [43][1700/3940] lr: 2.038e-02, eta: 2 days, 3:56:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 3.7414, loss: 3.7414 +2025-05-19 14:20:48,474 - pyskl - INFO - Epoch [43][1800/3940] lr: 2.038e-02, eta: 2 days, 3:55:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9656, loss_cls: 3.7219, loss: 3.7219 +2025-05-19 14:21:32,783 - pyskl - INFO - Epoch [43][1900/3940] lr: 2.037e-02, eta: 2 days, 3:54:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 3.8096, loss: 3.8096 +2025-05-19 14:22:16,756 - pyskl - INFO - Epoch [43][2000/3940] lr: 2.037e-02, eta: 2 days, 3:53:59, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9663, loss_cls: 3.7750, loss: 3.7750 +2025-05-19 14:23:00,859 - pyskl - INFO - Epoch [43][2100/3940] lr: 2.036e-02, eta: 2 days, 3:53:14, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9625, loss_cls: 3.8717, loss: 3.8717 +2025-05-19 14:23:44,760 - pyskl - INFO - Epoch [43][2200/3940] lr: 2.035e-02, eta: 2 days, 3:52:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9637, loss_cls: 3.8658, loss: 3.8658 +2025-05-19 14:24:28,735 - pyskl - INFO - Epoch [43][2300/3940] lr: 2.035e-02, eta: 2 days, 3:51:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 3.8311, loss: 3.8311 +2025-05-19 14:25:12,591 - pyskl - INFO - Epoch [43][2400/3940] lr: 2.034e-02, eta: 2 days, 3:51:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 3.8259, loss: 3.8259 +2025-05-19 14:25:56,455 - pyskl - INFO - Epoch [43][2500/3940] lr: 2.034e-02, eta: 2 days, 3:50:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9606, loss_cls: 3.9081, loss: 3.9081 +2025-05-19 14:26:40,418 - pyskl - INFO - Epoch [43][2600/3940] lr: 2.033e-02, eta: 2 days, 3:49:31, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 3.8915, loss: 3.8915 +2025-05-19 14:27:24,376 - pyskl - INFO - Epoch [43][2700/3940] lr: 2.033e-02, eta: 2 days, 3:48:47, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9600, loss_cls: 3.9872, loss: 3.9872 +2025-05-19 14:28:08,325 - pyskl - INFO - Epoch [43][2800/3940] lr: 2.032e-02, eta: 2 days, 3:48:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9650, loss_cls: 3.8483, loss: 3.8483 +2025-05-19 14:28:52,278 - pyskl - INFO - Epoch [43][2900/3940] lr: 2.032e-02, eta: 2 days, 3:47:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 3.9660, loss: 3.9660 +2025-05-19 14:29:36,275 - pyskl - INFO - Epoch [43][3000/3940] lr: 2.031e-02, eta: 2 days, 3:46:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9631, loss_cls: 3.7546, loss: 3.7546 +2025-05-19 14:30:20,148 - pyskl - INFO - Epoch [43][3100/3940] lr: 2.031e-02, eta: 2 days, 3:45:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 3.7879, loss: 3.7879 +2025-05-19 14:31:04,066 - pyskl - INFO - Epoch [43][3200/3940] lr: 2.030e-02, eta: 2 days, 3:45:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 3.8083, loss: 3.8083 +2025-05-19 14:31:47,950 - pyskl - INFO - Epoch [43][3300/3940] lr: 2.030e-02, eta: 2 days, 3:44:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9644, loss_cls: 3.8371, loss: 3.8371 +2025-05-19 14:32:31,784 - pyskl - INFO - Epoch [43][3400/3940] lr: 2.029e-02, eta: 2 days, 3:43:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9544, loss_cls: 3.8699, loss: 3.8699 +2025-05-19 14:33:15,707 - pyskl - INFO - Epoch [43][3500/3940] lr: 2.029e-02, eta: 2 days, 3:42:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 3.7753, loss: 3.7753 +2025-05-19 14:33:59,611 - pyskl - INFO - Epoch [43][3600/3940] lr: 2.028e-02, eta: 2 days, 3:42:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.8585, loss: 3.8585 +2025-05-19 14:34:43,547 - pyskl - INFO - Epoch [43][3700/3940] lr: 2.028e-02, eta: 2 days, 3:41:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9481, loss_cls: 3.9610, loss: 3.9610 +2025-05-19 14:35:27,384 - pyskl - INFO - Epoch [43][3800/3940] lr: 2.027e-02, eta: 2 days, 3:40:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9544, loss_cls: 3.9598, loss: 3.9598 +2025-05-19 14:36:11,199 - pyskl - INFO - Epoch [43][3900/3940] lr: 2.027e-02, eta: 2 days, 3:39:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 3.9427, loss: 3.9427 +2025-05-19 14:36:29,091 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-05-19 14:39:50,781 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 14:39:51,250 - pyskl - INFO - +top1_acc 0.7489 +top5_acc 0.9478 +2025-05-19 14:39:51,267 - pyskl - INFO - Epoch(val) [43][3183] top1_acc: 0.7489, top5_acc: 0.9478 +2025-05-19 14:41:00,117 - pyskl - INFO - Epoch [44][100/3940] lr: 2.026e-02, eta: 2 days, 3:39:07, time: 0.688, data_time: 0.250, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 3.8553, loss: 3.8553 +2025-05-19 14:41:43,932 - pyskl - INFO - Epoch [44][200/3940] lr: 2.025e-02, eta: 2 days, 3:38:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9625, loss_cls: 3.7962, loss: 3.7962 +2025-05-19 14:42:27,775 - pyskl - INFO - Epoch [44][300/3940] lr: 2.025e-02, eta: 2 days, 3:37:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 3.7932, loss: 3.7932 +2025-05-19 14:43:11,713 - pyskl - INFO - Epoch [44][400/3940] lr: 2.024e-02, eta: 2 days, 3:36:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 3.7788, loss: 3.7788 +2025-05-19 14:43:55,634 - pyskl - INFO - Epoch [44][500/3940] lr: 2.024e-02, eta: 2 days, 3:36:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.7647, loss: 3.7647 +2025-05-19 14:44:39,531 - pyskl - INFO - Epoch [44][600/3940] lr: 2.023e-02, eta: 2 days, 3:35:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.7354, loss: 3.7354 +2025-05-19 14:45:23,533 - pyskl - INFO - Epoch [44][700/3940] lr: 2.023e-02, eta: 2 days, 3:34:39, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9569, loss_cls: 3.9115, loss: 3.9115 +2025-05-19 14:46:07,356 - pyskl - INFO - Epoch [44][800/3940] lr: 2.022e-02, eta: 2 days, 3:33:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 3.7313, loss: 3.7313 +2025-05-19 14:46:51,315 - pyskl - INFO - Epoch [44][900/3940] lr: 2.022e-02, eta: 2 days, 3:33:10, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 3.8205, loss: 3.8205 +2025-05-19 14:47:35,376 - pyskl - INFO - Epoch [44][1000/3940] lr: 2.021e-02, eta: 2 days, 3:32:25, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9606, loss_cls: 3.8995, loss: 3.8995 +2025-05-19 14:48:19,363 - pyskl - INFO - Epoch [44][1100/3940] lr: 2.021e-02, eta: 2 days, 3:31:41, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 3.7758, loss: 3.7758 +2025-05-19 14:49:03,252 - pyskl - INFO - Epoch [44][1200/3940] lr: 2.020e-02, eta: 2 days, 3:30:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 3.8368, loss: 3.8368 +2025-05-19 14:49:47,109 - pyskl - INFO - Epoch [44][1300/3940] lr: 2.020e-02, eta: 2 days, 3:30:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 3.8204, loss: 3.8204 +2025-05-19 14:50:31,091 - pyskl - INFO - Epoch [44][1400/3940] lr: 2.019e-02, eta: 2 days, 3:29:27, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 3.8883, loss: 3.8883 +2025-05-19 14:51:15,162 - pyskl - INFO - Epoch [44][1500/3940] lr: 2.019e-02, eta: 2 days, 3:28:43, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 3.8487, loss: 3.8487 +2025-05-19 14:51:59,320 - pyskl - INFO - Epoch [44][1600/3940] lr: 2.018e-02, eta: 2 days, 3:27:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 4.0334, loss: 4.0334 +2025-05-19 14:52:43,321 - pyskl - INFO - Epoch [44][1700/3940] lr: 2.018e-02, eta: 2 days, 3:27:14, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 3.7991, loss: 3.7991 +2025-05-19 14:53:27,170 - pyskl - INFO - Epoch [44][1800/3940] lr: 2.017e-02, eta: 2 days, 3:26:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9619, loss_cls: 3.8060, loss: 3.8060 +2025-05-19 14:54:11,213 - pyskl - INFO - Epoch [44][1900/3940] lr: 2.017e-02, eta: 2 days, 3:25:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9600, loss_cls: 3.7325, loss: 3.7325 +2025-05-19 14:54:55,140 - pyskl - INFO - Epoch [44][2000/3940] lr: 2.016e-02, eta: 2 days, 3:25:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 3.8474, loss: 3.8474 +2025-05-19 14:55:39,058 - pyskl - INFO - Epoch [44][2100/3940] lr: 2.015e-02, eta: 2 days, 3:24:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.6435, loss: 3.6435 +2025-05-19 14:56:22,871 - pyskl - INFO - Epoch [44][2200/3940] lr: 2.015e-02, eta: 2 days, 3:23:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 3.7965, loss: 3.7965 +2025-05-19 14:57:06,710 - pyskl - INFO - Epoch [44][2300/3940] lr: 2.014e-02, eta: 2 days, 3:22:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9644, loss_cls: 3.8288, loss: 3.8288 +2025-05-19 14:57:50,877 - pyskl - INFO - Epoch [44][2400/3940] lr: 2.014e-02, eta: 2 days, 3:22:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.7354, loss: 3.7354 +2025-05-19 14:58:35,116 - pyskl - INFO - Epoch [44][2500/3940] lr: 2.013e-02, eta: 2 days, 3:21:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9625, loss_cls: 3.8180, loss: 3.8180 +2025-05-19 14:59:19,078 - pyskl - INFO - Epoch [44][2600/3940] lr: 2.013e-02, eta: 2 days, 3:20:34, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.8710, loss: 3.8710 +2025-05-19 15:00:02,973 - pyskl - INFO - Epoch [44][2700/3940] lr: 2.012e-02, eta: 2 days, 3:19:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.8281, loss: 3.8281 +2025-05-19 15:00:46,659 - pyskl - INFO - Epoch [44][2800/3940] lr: 2.012e-02, eta: 2 days, 3:19:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9663, loss_cls: 3.7281, loss: 3.7281 +2025-05-19 15:01:30,476 - pyskl - INFO - Epoch [44][2900/3940] lr: 2.011e-02, eta: 2 days, 3:18:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 3.8985, loss: 3.8985 +2025-05-19 15:02:14,388 - pyskl - INFO - Epoch [44][3000/3940] lr: 2.011e-02, eta: 2 days, 3:17:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9619, loss_cls: 3.8200, loss: 3.8200 +2025-05-19 15:02:58,231 - pyskl - INFO - Epoch [44][3100/3940] lr: 2.010e-02, eta: 2 days, 3:16:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 3.7950, loss: 3.7950 +2025-05-19 15:03:42,193 - pyskl - INFO - Epoch [44][3200/3940] lr: 2.010e-02, eta: 2 days, 3:16:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 3.6940, loss: 3.6940 +2025-05-19 15:04:26,074 - pyskl - INFO - Epoch [44][3300/3940] lr: 2.009e-02, eta: 2 days, 3:15:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 3.8229, loss: 3.8229 +2025-05-19 15:05:10,033 - pyskl - INFO - Epoch [44][3400/3940] lr: 2.009e-02, eta: 2 days, 3:14:36, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 3.8997, loss: 3.8997 +2025-05-19 15:05:54,096 - pyskl - INFO - Epoch [44][3500/3940] lr: 2.008e-02, eta: 2 days, 3:13:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 3.8119, loss: 3.8119 +2025-05-19 15:06:37,935 - pyskl - INFO - Epoch [44][3600/3940] lr: 2.008e-02, eta: 2 days, 3:13:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 3.7117, loss: 3.7117 +2025-05-19 15:07:21,777 - pyskl - INFO - Epoch [44][3700/3940] lr: 2.007e-02, eta: 2 days, 3:12:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 3.8722, loss: 3.8722 +2025-05-19 15:08:05,673 - pyskl - INFO - Epoch [44][3800/3940] lr: 2.006e-02, eta: 2 days, 3:11:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9631, loss_cls: 3.9118, loss: 3.9118 +2025-05-19 15:08:49,570 - pyskl - INFO - Epoch [44][3900/3940] lr: 2.006e-02, eta: 2 days, 3:10:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.7359, loss: 3.7359 +2025-05-19 15:09:07,492 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-05-19 15:12:29,358 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 15:12:29,823 - pyskl - INFO - +top1_acc 0.7449 +top5_acc 0.9449 +2025-05-19 15:12:29,842 - pyskl - INFO - Epoch(val) [44][3183] top1_acc: 0.7449, top5_acc: 0.9449 +2025-05-19 15:13:39,257 - pyskl - INFO - Epoch [45][100/3940] lr: 2.005e-02, eta: 2 days, 3:10:10, time: 0.694, data_time: 0.249, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.7164, loss: 3.7164 +2025-05-19 15:14:23,114 - pyskl - INFO - Epoch [45][200/3940] lr: 2.005e-02, eta: 2 days, 3:09:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.6273, loss: 3.6273 +2025-05-19 15:15:06,947 - pyskl - INFO - Epoch [45][300/3940] lr: 2.004e-02, eta: 2 days, 3:08:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 3.6740, loss: 3.6740 +2025-05-19 15:15:50,816 - pyskl - INFO - Epoch [45][400/3940] lr: 2.004e-02, eta: 2 days, 3:07:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 3.6976, loss: 3.6976 +2025-05-19 15:16:34,697 - pyskl - INFO - Epoch [45][500/3940] lr: 2.003e-02, eta: 2 days, 3:07:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 3.7928, loss: 3.7928 +2025-05-19 15:17:18,606 - pyskl - INFO - Epoch [45][600/3940] lr: 2.003e-02, eta: 2 days, 3:06:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 3.8705, loss: 3.8705 +2025-05-19 15:18:02,671 - pyskl - INFO - Epoch [45][700/3940] lr: 2.002e-02, eta: 2 days, 3:05:42, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.7529, loss: 3.7529 +2025-05-19 15:18:46,597 - pyskl - INFO - Epoch [45][800/3940] lr: 2.002e-02, eta: 2 days, 3:04:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 3.7332, loss: 3.7332 +2025-05-19 15:19:30,453 - pyskl - INFO - Epoch [45][900/3940] lr: 2.001e-02, eta: 2 days, 3:04:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9625, loss_cls: 3.8409, loss: 3.8409 +2025-05-19 15:20:14,348 - pyskl - INFO - Epoch [45][1000/3940] lr: 2.000e-02, eta: 2 days, 3:03:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 3.9437, loss: 3.9437 +2025-05-19 15:20:58,398 - pyskl - INFO - Epoch [45][1100/3940] lr: 2.000e-02, eta: 2 days, 3:02:44, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 3.6460, loss: 3.6460 +2025-05-19 15:21:42,499 - pyskl - INFO - Epoch [45][1200/3940] lr: 1.999e-02, eta: 2 days, 3:02:00, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 3.8810, loss: 3.8810 +2025-05-19 15:22:26,726 - pyskl - INFO - Epoch [45][1300/3940] lr: 1.999e-02, eta: 2 days, 3:01:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 3.7826, loss: 3.7826 +2025-05-19 15:23:10,704 - pyskl - INFO - Epoch [45][1400/3940] lr: 1.998e-02, eta: 2 days, 3:00:31, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 3.7676, loss: 3.7676 +2025-05-19 15:23:54,754 - pyskl - INFO - Epoch [45][1500/3940] lr: 1.998e-02, eta: 2 days, 2:59:47, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9537, loss_cls: 3.9594, loss: 3.9594 +2025-05-19 15:24:38,799 - pyskl - INFO - Epoch [45][1600/3940] lr: 1.997e-02, eta: 2 days, 2:59:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 3.8401, loss: 3.8401 +2025-05-19 15:25:22,675 - pyskl - INFO - Epoch [45][1700/3940] lr: 1.997e-02, eta: 2 days, 2:58:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 3.8117, loss: 3.8117 +2025-05-19 15:26:06,615 - pyskl - INFO - Epoch [45][1800/3940] lr: 1.996e-02, eta: 2 days, 2:57:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9656, loss_cls: 3.8603, loss: 3.8603 +2025-05-19 15:26:50,640 - pyskl - INFO - Epoch [45][1900/3940] lr: 1.996e-02, eta: 2 days, 2:56:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9750, loss_cls: 3.7036, loss: 3.7036 +2025-05-19 15:27:34,656 - pyskl - INFO - Epoch [45][2000/3940] lr: 1.995e-02, eta: 2 days, 2:56:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9569, loss_cls: 3.8764, loss: 3.8764 +2025-05-19 15:28:18,582 - pyskl - INFO - Epoch [45][2100/3940] lr: 1.995e-02, eta: 2 days, 2:55:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9669, loss_cls: 3.6763, loss: 3.6763 +2025-05-19 15:29:02,534 - pyskl - INFO - Epoch [45][2200/3940] lr: 1.994e-02, eta: 2 days, 2:54:36, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 3.8019, loss: 3.8019 +2025-05-19 15:29:46,519 - pyskl - INFO - Epoch [45][2300/3940] lr: 1.994e-02, eta: 2 days, 2:53:52, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.7655, loss: 3.7655 +2025-05-19 15:30:30,556 - pyskl - INFO - Epoch [45][2400/3940] lr: 1.993e-02, eta: 2 days, 2:53:07, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9631, loss_cls: 3.7657, loss: 3.7657 +2025-05-19 15:31:14,406 - pyskl - INFO - Epoch [45][2500/3940] lr: 1.992e-02, eta: 2 days, 2:52:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 3.8413, loss: 3.8413 +2025-05-19 15:31:58,332 - pyskl - INFO - Epoch [45][2600/3940] lr: 1.992e-02, eta: 2 days, 2:51:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 3.9103, loss: 3.9103 +2025-05-19 15:32:42,228 - pyskl - INFO - Epoch [45][2700/3940] lr: 1.991e-02, eta: 2 days, 2:50:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.8660, loss: 3.8660 +2025-05-19 15:33:26,118 - pyskl - INFO - Epoch [45][2800/3940] lr: 1.991e-02, eta: 2 days, 2:50:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 3.8275, loss: 3.8275 +2025-05-19 15:34:10,124 - pyskl - INFO - Epoch [45][2900/3940] lr: 1.990e-02, eta: 2 days, 2:49:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9663, loss_cls: 3.5604, loss: 3.5604 +2025-05-19 15:34:53,990 - pyskl - INFO - Epoch [45][3000/3940] lr: 1.990e-02, eta: 2 days, 2:48:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 3.7188, loss: 3.7188 +2025-05-19 15:35:37,781 - pyskl - INFO - Epoch [45][3100/3940] lr: 1.989e-02, eta: 2 days, 2:47:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9619, loss_cls: 3.8295, loss: 3.8295 +2025-05-19 15:36:21,641 - pyskl - INFO - Epoch [45][3200/3940] lr: 1.989e-02, eta: 2 days, 2:47:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 3.8513, loss: 3.8513 +2025-05-19 15:37:05,518 - pyskl - INFO - Epoch [45][3300/3940] lr: 1.988e-02, eta: 2 days, 2:46:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 3.8744, loss: 3.8744 +2025-05-19 15:37:49,386 - pyskl - INFO - Epoch [45][3400/3940] lr: 1.988e-02, eta: 2 days, 2:45:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9644, loss_cls: 3.7655, loss: 3.7655 +2025-05-19 15:38:33,283 - pyskl - INFO - Epoch [45][3500/3940] lr: 1.987e-02, eta: 2 days, 2:44:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9606, loss_cls: 4.0038, loss: 4.0038 +2025-05-19 15:39:17,226 - pyskl - INFO - Epoch [45][3600/3940] lr: 1.987e-02, eta: 2 days, 2:44:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9600, loss_cls: 3.8572, loss: 3.8572 +2025-05-19 15:40:01,166 - pyskl - INFO - Epoch [45][3700/3940] lr: 1.986e-02, eta: 2 days, 2:43:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 3.7648, loss: 3.7648 +2025-05-19 15:40:45,151 - pyskl - INFO - Epoch [45][3800/3940] lr: 1.985e-02, eta: 2 days, 2:42:42, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9594, loss_cls: 3.8549, loss: 3.8549 +2025-05-19 15:41:29,089 - pyskl - INFO - Epoch [45][3900/3940] lr: 1.985e-02, eta: 2 days, 2:41:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 3.6994, loss: 3.6994 +2025-05-19 15:41:46,972 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-05-19 15:45:08,351 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 15:45:08,809 - pyskl - INFO - +top1_acc 0.7239 +top5_acc 0.9374 +2025-05-19 15:45:08,825 - pyskl - INFO - Epoch(val) [45][3183] top1_acc: 0.7239, top5_acc: 0.9374 +2025-05-19 15:46:17,459 - pyskl - INFO - Epoch [46][100/3940] lr: 1.984e-02, eta: 2 days, 2:41:12, time: 0.686, data_time: 0.248, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 3.7747, loss: 3.7747 +2025-05-19 15:47:01,225 - pyskl - INFO - Epoch [46][200/3940] lr: 1.984e-02, eta: 2 days, 2:40:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 3.7516, loss: 3.7516 +2025-05-19 15:47:45,091 - pyskl - INFO - Epoch [46][300/3940] lr: 1.983e-02, eta: 2 days, 2:39:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 3.7697, loss: 3.7697 +2025-05-19 15:48:29,113 - pyskl - INFO - Epoch [46][400/3940] lr: 1.983e-02, eta: 2 days, 2:38:58, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9663, loss_cls: 3.6710, loss: 3.6710 +2025-05-19 15:49:13,029 - pyskl - INFO - Epoch [46][500/3940] lr: 1.982e-02, eta: 2 days, 2:38:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.7515, loss: 3.7515 +2025-05-19 15:49:56,917 - pyskl - INFO - Epoch [46][600/3940] lr: 1.982e-02, eta: 2 days, 2:37:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.8429, loss: 3.8429 +2025-05-19 15:50:40,926 - pyskl - INFO - Epoch [46][700/3940] lr: 1.981e-02, eta: 2 days, 2:36:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.7931, loss: 3.7931 +2025-05-19 15:51:24,902 - pyskl - INFO - Epoch [46][800/3940] lr: 1.980e-02, eta: 2 days, 2:36:00, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9625, loss_cls: 3.7791, loss: 3.7791 +2025-05-19 15:52:08,770 - pyskl - INFO - Epoch [46][900/3940] lr: 1.980e-02, eta: 2 days, 2:35:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9637, loss_cls: 3.7301, loss: 3.7301 +2025-05-19 15:52:52,663 - pyskl - INFO - Epoch [46][1000/3940] lr: 1.979e-02, eta: 2 days, 2:34:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 3.6255, loss: 3.6255 +2025-05-19 15:53:36,590 - pyskl - INFO - Epoch [46][1100/3940] lr: 1.979e-02, eta: 2 days, 2:33:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.8386, loss: 3.8386 +2025-05-19 15:54:20,496 - pyskl - INFO - Epoch [46][1200/3940] lr: 1.978e-02, eta: 2 days, 2:33:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 3.8327, loss: 3.8327 +2025-05-19 15:55:04,394 - pyskl - INFO - Epoch [46][1300/3940] lr: 1.978e-02, eta: 2 days, 2:32:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 3.8011, loss: 3.8011 +2025-05-19 15:55:48,276 - pyskl - INFO - Epoch [46][1400/3940] lr: 1.977e-02, eta: 2 days, 2:31:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9625, loss_cls: 3.7326, loss: 3.7326 +2025-05-19 15:56:32,066 - pyskl - INFO - Epoch [46][1500/3940] lr: 1.977e-02, eta: 2 days, 2:30:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.8120, loss: 3.8120 +2025-05-19 15:57:15,939 - pyskl - INFO - Epoch [46][1600/3940] lr: 1.976e-02, eta: 2 days, 2:30:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9606, loss_cls: 3.8996, loss: 3.8996 +2025-05-19 15:57:59,869 - pyskl - INFO - Epoch [46][1700/3940] lr: 1.976e-02, eta: 2 days, 2:29:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 3.7549, loss: 3.7549 +2025-05-19 15:58:43,714 - pyskl - INFO - Epoch [46][1800/3940] lr: 1.975e-02, eta: 2 days, 2:28:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9587, loss_cls: 3.8851, loss: 3.8851 +2025-05-19 15:59:27,670 - pyskl - INFO - Epoch [46][1900/3940] lr: 1.974e-02, eta: 2 days, 2:27:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9556, loss_cls: 3.8239, loss: 3.8239 +2025-05-19 16:00:11,739 - pyskl - INFO - Epoch [46][2000/3940] lr: 1.974e-02, eta: 2 days, 2:27:05, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 3.6216, loss: 3.6216 +2025-05-19 16:00:55,703 - pyskl - INFO - Epoch [46][2100/3940] lr: 1.973e-02, eta: 2 days, 2:26:20, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 3.7213, loss: 3.7213 +2025-05-19 16:01:39,595 - pyskl - INFO - Epoch [46][2200/3940] lr: 1.973e-02, eta: 2 days, 2:25:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9644, loss_cls: 3.8083, loss: 3.8083 +2025-05-19 16:02:23,475 - pyskl - INFO - Epoch [46][2300/3940] lr: 1.972e-02, eta: 2 days, 2:24:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9688, loss_cls: 3.6312, loss: 3.6312 +2025-05-19 16:03:07,343 - pyskl - INFO - Epoch [46][2400/3940] lr: 1.972e-02, eta: 2 days, 2:24:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9650, loss_cls: 3.8261, loss: 3.8261 +2025-05-19 16:03:51,244 - pyskl - INFO - Epoch [46][2500/3940] lr: 1.971e-02, eta: 2 days, 2:23:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.6642, loss: 3.6642 +2025-05-19 16:04:34,987 - pyskl - INFO - Epoch [46][2600/3940] lr: 1.971e-02, eta: 2 days, 2:22:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9575, loss_cls: 3.8190, loss: 3.8190 +2025-05-19 16:05:18,821 - pyskl - INFO - Epoch [46][2700/3940] lr: 1.970e-02, eta: 2 days, 2:21:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9644, loss_cls: 3.7662, loss: 3.7662 +2025-05-19 16:06:02,686 - pyskl - INFO - Epoch [46][2800/3940] lr: 1.970e-02, eta: 2 days, 2:21:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 3.7262, loss: 3.7262 +2025-05-19 16:06:46,492 - pyskl - INFO - Epoch [46][2900/3940] lr: 1.969e-02, eta: 2 days, 2:20:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.8852, loss: 3.8852 +2025-05-19 16:07:30,089 - pyskl - INFO - Epoch [46][3000/3940] lr: 1.969e-02, eta: 2 days, 2:19:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9769, loss_cls: 3.6524, loss: 3.6524 +2025-05-19 16:08:13,937 - pyskl - INFO - Epoch [46][3100/3940] lr: 1.968e-02, eta: 2 days, 2:18:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 3.8275, loss: 3.8275 +2025-05-19 16:08:57,910 - pyskl - INFO - Epoch [46][3200/3940] lr: 1.967e-02, eta: 2 days, 2:18:08, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.7573, loss: 3.7573 +2025-05-19 16:09:41,861 - pyskl - INFO - Epoch [46][3300/3940] lr: 1.967e-02, eta: 2 days, 2:17:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 3.8558, loss: 3.8558 +2025-05-19 16:10:25,851 - pyskl - INFO - Epoch [46][3400/3940] lr: 1.966e-02, eta: 2 days, 2:16:39, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 3.8087, loss: 3.8087 +2025-05-19 16:11:09,945 - pyskl - INFO - Epoch [46][3500/3940] lr: 1.966e-02, eta: 2 days, 2:15:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 3.9781, loss: 3.9781 +2025-05-19 16:11:53,912 - pyskl - INFO - Epoch [46][3600/3940] lr: 1.965e-02, eta: 2 days, 2:15:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 3.8137, loss: 3.8137 +2025-05-19 16:12:37,902 - pyskl - INFO - Epoch [46][3700/3940] lr: 1.965e-02, eta: 2 days, 2:14:26, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 3.8494, loss: 3.8494 +2025-05-19 16:13:21,863 - pyskl - INFO - Epoch [46][3800/3940] lr: 1.964e-02, eta: 2 days, 2:13:42, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 3.7874, loss: 3.7874 +2025-05-19 16:14:05,815 - pyskl - INFO - Epoch [46][3900/3940] lr: 1.964e-02, eta: 2 days, 2:12:57, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 3.7168, loss: 3.7168 +2025-05-19 16:14:23,738 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-05-19 16:17:45,348 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 16:17:45,814 - pyskl - INFO - +top1_acc 0.7313 +top5_acc 0.9408 +2025-05-19 16:17:45,831 - pyskl - INFO - Epoch(val) [46][3183] top1_acc: 0.7313, top5_acc: 0.9408 +2025-05-19 16:18:53,995 - pyskl - INFO - Epoch [47][100/3940] lr: 1.963e-02, eta: 2 days, 2:12:10, time: 0.682, data_time: 0.243, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9681, loss_cls: 3.7731, loss: 3.7731 +2025-05-19 16:19:37,865 - pyskl - INFO - Epoch [47][200/3940] lr: 1.962e-02, eta: 2 days, 2:11:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 3.6553, loss: 3.6553 +2025-05-19 16:20:21,891 - pyskl - INFO - Epoch [47][300/3940] lr: 1.962e-02, eta: 2 days, 2:10:41, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9594, loss_cls: 3.6647, loss: 3.6647 +2025-05-19 16:21:05,901 - pyskl - INFO - Epoch [47][400/3940] lr: 1.961e-02, eta: 2 days, 2:09:57, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9681, loss_cls: 3.7130, loss: 3.7130 +2025-05-19 16:21:49,819 - pyskl - INFO - Epoch [47][500/3940] lr: 1.961e-02, eta: 2 days, 2:09:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9631, loss_cls: 3.7344, loss: 3.7344 +2025-05-19 16:22:33,686 - pyskl - INFO - Epoch [47][600/3940] lr: 1.960e-02, eta: 2 days, 2:08:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9637, loss_cls: 3.7259, loss: 3.7259 +2025-05-19 16:23:17,661 - pyskl - INFO - Epoch [47][700/3940] lr: 1.960e-02, eta: 2 days, 2:07:43, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 3.7649, loss: 3.7649 +2025-05-19 16:24:01,605 - pyskl - INFO - Epoch [47][800/3940] lr: 1.959e-02, eta: 2 days, 2:06:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 3.6853, loss: 3.6853 +2025-05-19 16:24:45,595 - pyskl - INFO - Epoch [47][900/3940] lr: 1.958e-02, eta: 2 days, 2:06:14, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 3.7333, loss: 3.7333 +2025-05-19 16:25:29,558 - pyskl - INFO - Epoch [47][1000/3940] lr: 1.958e-02, eta: 2 days, 2:05:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9812, loss_cls: 3.6256, loss: 3.6256 +2025-05-19 16:26:13,425 - pyskl - INFO - Epoch [47][1100/3940] lr: 1.957e-02, eta: 2 days, 2:04:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 3.7362, loss: 3.7362 +2025-05-19 16:26:57,347 - pyskl - INFO - Epoch [47][1200/3940] lr: 1.957e-02, eta: 2 days, 2:04:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 3.8815, loss: 3.8815 +2025-05-19 16:27:41,275 - pyskl - INFO - Epoch [47][1300/3940] lr: 1.956e-02, eta: 2 days, 2:03:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 3.7938, loss: 3.7938 +2025-05-19 16:28:25,270 - pyskl - INFO - Epoch [47][1400/3940] lr: 1.956e-02, eta: 2 days, 2:02:31, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.7131, loss: 3.7131 +2025-05-19 16:29:09,265 - pyskl - INFO - Epoch [47][1500/3940] lr: 1.955e-02, eta: 2 days, 2:01:47, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9619, loss_cls: 3.7688, loss: 3.7688 +2025-05-19 16:29:53,118 - pyskl - INFO - Epoch [47][1600/3940] lr: 1.955e-02, eta: 2 days, 2:01:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9619, loss_cls: 3.7046, loss: 3.7046 +2025-05-19 16:30:36,984 - pyskl - INFO - Epoch [47][1700/3940] lr: 1.954e-02, eta: 2 days, 2:00:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.6587, loss: 3.6587 +2025-05-19 16:31:20,889 - pyskl - INFO - Epoch [47][1800/3940] lr: 1.954e-02, eta: 2 days, 1:59:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9537, loss_cls: 3.7443, loss: 3.7443 +2025-05-19 16:32:04,881 - pyskl - INFO - Epoch [47][1900/3940] lr: 1.953e-02, eta: 2 days, 1:58:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.6704, loss: 3.6704 +2025-05-19 16:32:48,951 - pyskl - INFO - Epoch [47][2000/3940] lr: 1.952e-02, eta: 2 days, 1:58:04, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 3.8682, loss: 3.8682 +2025-05-19 16:33:32,625 - pyskl - INFO - Epoch [47][2100/3940] lr: 1.952e-02, eta: 2 days, 1:57:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9631, loss_cls: 3.8505, loss: 3.8505 +2025-05-19 16:34:16,373 - pyskl - INFO - Epoch [47][2200/3940] lr: 1.951e-02, eta: 2 days, 1:56:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9688, loss_cls: 3.6702, loss: 3.6702 +2025-05-19 16:35:00,160 - pyskl - INFO - Epoch [47][2300/3940] lr: 1.951e-02, eta: 2 days, 1:55:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9625, loss_cls: 3.8250, loss: 3.8250 +2025-05-19 16:35:44,033 - pyskl - INFO - Epoch [47][2400/3940] lr: 1.950e-02, eta: 2 days, 1:55:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 3.7883, loss: 3.7883 +2025-05-19 16:36:28,087 - pyskl - INFO - Epoch [47][2500/3940] lr: 1.950e-02, eta: 2 days, 1:54:21, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 3.7620, loss: 3.7620 +2025-05-19 16:37:11,979 - pyskl - INFO - Epoch [47][2600/3940] lr: 1.949e-02, eta: 2 days, 1:53:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 3.8225, loss: 3.8225 +2025-05-19 16:37:55,853 - pyskl - INFO - Epoch [47][2700/3940] lr: 1.949e-02, eta: 2 days, 1:52:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.8584, loss: 3.8584 +2025-05-19 16:38:39,789 - pyskl - INFO - Epoch [47][2800/3940] lr: 1.948e-02, eta: 2 days, 1:52:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 3.7348, loss: 3.7348 +2025-05-19 16:39:23,687 - pyskl - INFO - Epoch [47][2900/3940] lr: 1.947e-02, eta: 2 days, 1:51:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9706, loss_cls: 3.8160, loss: 3.8160 +2025-05-19 16:40:07,606 - pyskl - INFO - Epoch [47][3000/3940] lr: 1.947e-02, eta: 2 days, 1:50:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9631, loss_cls: 3.7852, loss: 3.7852 +2025-05-19 16:40:51,485 - pyskl - INFO - Epoch [47][3100/3940] lr: 1.946e-02, eta: 2 days, 1:49:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 3.7137, loss: 3.7137 +2025-05-19 16:41:35,330 - pyskl - INFO - Epoch [47][3200/3940] lr: 1.946e-02, eta: 2 days, 1:49:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 3.8956, loss: 3.8956 +2025-05-19 16:42:19,195 - pyskl - INFO - Epoch [47][3300/3940] lr: 1.945e-02, eta: 2 days, 1:48:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9625, loss_cls: 3.7891, loss: 3.7891 +2025-05-19 16:43:03,064 - pyskl - INFO - Epoch [47][3400/3940] lr: 1.945e-02, eta: 2 days, 1:47:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 3.8087, loss: 3.8087 +2025-05-19 16:43:46,927 - pyskl - INFO - Epoch [47][3500/3940] lr: 1.944e-02, eta: 2 days, 1:46:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9663, loss_cls: 3.7474, loss: 3.7474 +2025-05-19 16:44:30,766 - pyskl - INFO - Epoch [47][3600/3940] lr: 1.944e-02, eta: 2 days, 1:46:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.6755, loss: 3.6755 +2025-05-19 16:45:14,670 - pyskl - INFO - Epoch [47][3700/3940] lr: 1.943e-02, eta: 2 days, 1:45:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9550, loss_cls: 3.8001, loss: 3.8001 +2025-05-19 16:45:58,577 - pyskl - INFO - Epoch [47][3800/3940] lr: 1.943e-02, eta: 2 days, 1:44:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.7641, loss: 3.7641 +2025-05-19 16:46:42,492 - pyskl - INFO - Epoch [47][3900/3940] lr: 1.942e-02, eta: 2 days, 1:43:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9637, loss_cls: 3.7396, loss: 3.7396 +2025-05-19 16:47:00,410 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-05-19 16:50:21,457 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 16:50:21,921 - pyskl - INFO - +top1_acc 0.7520 +top5_acc 0.9489 +2025-05-19 16:50:21,937 - pyskl - INFO - Epoch(val) [47][3183] top1_acc: 0.7520, top5_acc: 0.9489 +2025-05-19 16:51:30,365 - pyskl - INFO - Epoch [48][100/3940] lr: 1.941e-02, eta: 2 days, 1:43:09, time: 0.684, data_time: 0.246, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9644, loss_cls: 3.6957, loss: 3.6957 +2025-05-19 16:52:14,259 - pyskl - INFO - Epoch [48][200/3940] lr: 1.941e-02, eta: 2 days, 1:42:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9656, loss_cls: 3.7599, loss: 3.7599 +2025-05-19 16:52:58,234 - pyskl - INFO - Epoch [48][300/3940] lr: 1.940e-02, eta: 2 days, 1:41:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 3.6585, loss: 3.6585 +2025-05-19 16:53:42,221 - pyskl - INFO - Epoch [48][400/3940] lr: 1.940e-02, eta: 2 days, 1:40:55, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.6636, loss: 3.6636 +2025-05-19 16:54:26,202 - pyskl - INFO - Epoch [48][500/3940] lr: 1.939e-02, eta: 2 days, 1:40:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9706, loss_cls: 3.6202, loss: 3.6202 +2025-05-19 16:55:10,172 - pyskl - INFO - Epoch [48][600/3940] lr: 1.938e-02, eta: 2 days, 1:39:27, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9756, loss_cls: 3.6818, loss: 3.6818 +2025-05-19 16:55:54,080 - pyskl - INFO - Epoch [48][700/3940] lr: 1.938e-02, eta: 2 days, 1:38:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 3.7870, loss: 3.7870 +2025-05-19 16:56:37,995 - pyskl - INFO - Epoch [48][800/3940] lr: 1.937e-02, eta: 2 days, 1:37:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.8042, loss: 3.8042 +2025-05-19 16:57:21,884 - pyskl - INFO - Epoch [48][900/3940] lr: 1.937e-02, eta: 2 days, 1:37:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9594, loss_cls: 3.7805, loss: 3.7805 +2025-05-19 16:58:05,800 - pyskl - INFO - Epoch [48][1000/3940] lr: 1.936e-02, eta: 2 days, 1:36:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 3.8133, loss: 3.8133 +2025-05-19 16:58:49,759 - pyskl - INFO - Epoch [48][1100/3940] lr: 1.936e-02, eta: 2 days, 1:35:44, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 3.7279, loss: 3.7279 +2025-05-19 16:59:33,692 - pyskl - INFO - Epoch [48][1200/3940] lr: 1.935e-02, eta: 2 days, 1:34:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 3.6964, loss: 3.6964 +2025-05-19 17:00:17,551 - pyskl - INFO - Epoch [48][1300/3940] lr: 1.935e-02, eta: 2 days, 1:34:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9619, loss_cls: 3.7562, loss: 3.7562 +2025-05-19 17:01:01,409 - pyskl - INFO - Epoch [48][1400/3940] lr: 1.934e-02, eta: 2 days, 1:33:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9619, loss_cls: 3.7204, loss: 3.7204 +2025-05-19 17:01:45,474 - pyskl - INFO - Epoch [48][1500/3940] lr: 1.933e-02, eta: 2 days, 1:32:46, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9663, loss_cls: 3.7782, loss: 3.7782 +2025-05-19 17:02:29,340 - pyskl - INFO - Epoch [48][1600/3940] lr: 1.933e-02, eta: 2 days, 1:32:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.6941, loss: 3.6941 +2025-05-19 17:03:13,227 - pyskl - INFO - Epoch [48][1700/3940] lr: 1.932e-02, eta: 2 days, 1:31:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9556, loss_cls: 3.9001, loss: 3.9001 +2025-05-19 17:03:57,078 - pyskl - INFO - Epoch [48][1800/3940] lr: 1.932e-02, eta: 2 days, 1:30:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 3.7967, loss: 3.7967 +2025-05-19 17:04:40,995 - pyskl - INFO - Epoch [48][1900/3940] lr: 1.931e-02, eta: 2 days, 1:29:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9619, loss_cls: 3.8201, loss: 3.8201 +2025-05-19 17:05:25,075 - pyskl - INFO - Epoch [48][2000/3940] lr: 1.931e-02, eta: 2 days, 1:29:03, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9644, loss_cls: 3.7485, loss: 3.7485 +2025-05-19 17:06:09,086 - pyskl - INFO - Epoch [48][2100/3940] lr: 1.930e-02, eta: 2 days, 1:28:19, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9625, loss_cls: 3.7996, loss: 3.7996 +2025-05-19 17:06:52,970 - pyskl - INFO - Epoch [48][2200/3940] lr: 1.930e-02, eta: 2 days, 1:27:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 3.8208, loss: 3.8208 +2025-05-19 17:07:36,977 - pyskl - INFO - Epoch [48][2300/3940] lr: 1.929e-02, eta: 2 days, 1:26:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.7395, loss: 3.7395 +2025-05-19 17:08:20,962 - pyskl - INFO - Epoch [48][2400/3940] lr: 1.928e-02, eta: 2 days, 1:26:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.7687, loss: 3.7687 +2025-05-19 17:09:04,846 - pyskl - INFO - Epoch [48][2500/3940] lr: 1.928e-02, eta: 2 days, 1:25:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 3.8182, loss: 3.8182 +2025-05-19 17:09:48,737 - pyskl - INFO - Epoch [48][2600/3940] lr: 1.927e-02, eta: 2 days, 1:24:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 3.8065, loss: 3.8065 +2025-05-19 17:10:32,631 - pyskl - INFO - Epoch [48][2700/3940] lr: 1.927e-02, eta: 2 days, 1:23:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 3.7798, loss: 3.7798 +2025-05-19 17:11:16,525 - pyskl - INFO - Epoch [48][2800/3940] lr: 1.926e-02, eta: 2 days, 1:23:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9575, loss_cls: 3.9013, loss: 3.9013 +2025-05-19 17:12:00,405 - pyskl - INFO - Epoch [48][2900/3940] lr: 1.926e-02, eta: 2 days, 1:22:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 3.9079, loss: 3.9079 +2025-05-19 17:12:44,303 - pyskl - INFO - Epoch [48][3000/3940] lr: 1.925e-02, eta: 2 days, 1:21:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9644, loss_cls: 3.6509, loss: 3.6509 +2025-05-19 17:13:28,158 - pyskl - INFO - Epoch [48][3100/3940] lr: 1.924e-02, eta: 2 days, 1:20:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9619, loss_cls: 3.8123, loss: 3.8123 +2025-05-19 17:14:12,047 - pyskl - INFO - Epoch [48][3200/3940] lr: 1.924e-02, eta: 2 days, 1:20:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 3.6823, loss: 3.6823 +2025-05-19 17:14:55,898 - pyskl - INFO - Epoch [48][3300/3940] lr: 1.923e-02, eta: 2 days, 1:19:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 3.5861, loss: 3.5861 +2025-05-19 17:15:39,716 - pyskl - INFO - Epoch [48][3400/3940] lr: 1.923e-02, eta: 2 days, 1:18:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 3.9018, loss: 3.9018 +2025-05-19 17:16:23,531 - pyskl - INFO - Epoch [48][3500/3940] lr: 1.922e-02, eta: 2 days, 1:17:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9637, loss_cls: 3.7872, loss: 3.7872 +2025-05-19 17:17:07,466 - pyskl - INFO - Epoch [48][3600/3940] lr: 1.922e-02, eta: 2 days, 1:17:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.7304, loss: 3.7304 +2025-05-19 17:17:51,334 - pyskl - INFO - Epoch [48][3700/3940] lr: 1.921e-02, eta: 2 days, 1:16:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.7274, loss: 3.7274 +2025-05-19 17:18:35,223 - pyskl - INFO - Epoch [48][3800/3940] lr: 1.921e-02, eta: 2 days, 1:15:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9669, loss_cls: 3.8152, loss: 3.8152 +2025-05-19 17:19:19,046 - pyskl - INFO - Epoch [48][3900/3940] lr: 1.920e-02, eta: 2 days, 1:14:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9656, loss_cls: 3.6403, loss: 3.6403 +2025-05-19 17:19:36,911 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-05-19 17:22:58,570 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 17:22:59,034 - pyskl - INFO - +top1_acc 0.7008 +top5_acc 0.9188 +2025-05-19 17:22:59,051 - pyskl - INFO - Epoch(val) [48][3183] top1_acc: 0.7008, top5_acc: 0.9188 +2025-05-19 17:24:08,241 - pyskl - INFO - Epoch [49][100/3940] lr: 1.919e-02, eta: 2 days, 1:14:10, time: 0.692, data_time: 0.252, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9663, loss_cls: 3.6124, loss: 3.6124 +2025-05-19 17:24:52,127 - pyskl - INFO - Epoch [49][200/3940] lr: 1.919e-02, eta: 2 days, 1:13:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9613, loss_cls: 3.7999, loss: 3.7999 +2025-05-19 17:25:36,146 - pyskl - INFO - Epoch [49][300/3940] lr: 1.918e-02, eta: 2 days, 1:12:41, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 3.7269, loss: 3.7269 +2025-05-19 17:26:20,097 - pyskl - INFO - Epoch [49][400/3940] lr: 1.918e-02, eta: 2 days, 1:11:57, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9675, loss_cls: 3.5718, loss: 3.5718 +2025-05-19 17:27:04,148 - pyskl - INFO - Epoch [49][500/3940] lr: 1.917e-02, eta: 2 days, 1:11:12, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9706, loss_cls: 3.5735, loss: 3.5735 +2025-05-19 17:27:48,176 - pyskl - INFO - Epoch [49][600/3940] lr: 1.916e-02, eta: 2 days, 1:10:28, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9631, loss_cls: 3.6705, loss: 3.6705 +2025-05-19 17:28:32,121 - pyskl - INFO - Epoch [49][700/3940] lr: 1.916e-02, eta: 2 days, 1:09:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 3.6919, loss: 3.6919 +2025-05-19 17:29:16,131 - pyskl - INFO - Epoch [49][800/3940] lr: 1.915e-02, eta: 2 days, 1:08:59, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 3.6582, loss: 3.6582 +2025-05-19 17:30:00,114 - pyskl - INFO - Epoch [49][900/3940] lr: 1.915e-02, eta: 2 days, 1:08:15, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9663, loss_cls: 3.7781, loss: 3.7781 +2025-05-19 17:30:44,162 - pyskl - INFO - Epoch [49][1000/3940] lr: 1.914e-02, eta: 2 days, 1:07:31, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.8521, loss: 3.8521 +2025-05-19 17:31:28,034 - pyskl - INFO - Epoch [49][1100/3940] lr: 1.914e-02, eta: 2 days, 1:06:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.6607, loss: 3.6607 +2025-05-19 17:32:11,928 - pyskl - INFO - Epoch [49][1200/3940] lr: 1.913e-02, eta: 2 days, 1:06:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.6988, loss: 3.6988 +2025-05-19 17:32:55,879 - pyskl - INFO - Epoch [49][1300/3940] lr: 1.912e-02, eta: 2 days, 1:05:17, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 3.7619, loss: 3.7619 +2025-05-19 17:33:39,862 - pyskl - INFO - Epoch [49][1400/3940] lr: 1.912e-02, eta: 2 days, 1:04:32, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.7966, loss: 3.7966 +2025-05-19 17:34:23,749 - pyskl - INFO - Epoch [49][1500/3940] lr: 1.911e-02, eta: 2 days, 1:03:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 3.9010, loss: 3.9010 +2025-05-19 17:35:07,702 - pyskl - INFO - Epoch [49][1600/3940] lr: 1.911e-02, eta: 2 days, 1:03:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9619, loss_cls: 3.8566, loss: 3.8566 +2025-05-19 17:35:51,629 - pyskl - INFO - Epoch [49][1700/3940] lr: 1.910e-02, eta: 2 days, 1:02:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 3.6459, loss: 3.6459 +2025-05-19 17:36:35,771 - pyskl - INFO - Epoch [49][1800/3940] lr: 1.910e-02, eta: 2 days, 1:01:35, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 3.6962, loss: 3.6962 +2025-05-19 17:37:19,582 - pyskl - INFO - Epoch [49][1900/3940] lr: 1.909e-02, eta: 2 days, 1:00:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9725, loss_cls: 3.6815, loss: 3.6815 +2025-05-19 17:38:03,424 - pyskl - INFO - Epoch [49][2000/3940] lr: 1.909e-02, eta: 2 days, 1:00:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9669, loss_cls: 3.7202, loss: 3.7202 +2025-05-19 17:38:47,700 - pyskl - INFO - Epoch [49][2100/3940] lr: 1.908e-02, eta: 2 days, 0:59:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9594, loss_cls: 3.8280, loss: 3.8280 +2025-05-19 17:39:31,844 - pyskl - INFO - Epoch [49][2200/3940] lr: 1.907e-02, eta: 2 days, 0:58:38, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9650, loss_cls: 3.7637, loss: 3.7637 +2025-05-19 17:40:15,921 - pyskl - INFO - Epoch [49][2300/3940] lr: 1.907e-02, eta: 2 days, 0:57:53, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.6712, loss: 3.6712 +2025-05-19 17:41:00,004 - pyskl - INFO - Epoch [49][2400/3940] lr: 1.906e-02, eta: 2 days, 0:57:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 3.6647, loss: 3.6647 +2025-05-19 17:41:44,107 - pyskl - INFO - Epoch [49][2500/3940] lr: 1.906e-02, eta: 2 days, 0:56:25, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9631, loss_cls: 3.6170, loss: 3.6170 +2025-05-19 17:42:28,131 - pyskl - INFO - Epoch [49][2600/3940] lr: 1.905e-02, eta: 2 days, 0:55:41, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 3.6575, loss: 3.6575 +2025-05-19 17:43:12,147 - pyskl - INFO - Epoch [49][2700/3940] lr: 1.905e-02, eta: 2 days, 0:54:56, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9656, loss_cls: 3.5866, loss: 3.5866 +2025-05-19 17:43:56,101 - pyskl - INFO - Epoch [49][2800/3940] lr: 1.904e-02, eta: 2 days, 0:54:12, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 3.8249, loss: 3.8249 +2025-05-19 17:44:39,736 - pyskl - INFO - Epoch [49][2900/3940] lr: 1.903e-02, eta: 2 days, 0:53:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.8380, loss: 3.8380 +2025-05-19 17:45:23,778 - pyskl - INFO - Epoch [49][3000/3940] lr: 1.903e-02, eta: 2 days, 0:52:43, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9669, loss_cls: 3.7438, loss: 3.7438 +2025-05-19 17:46:07,843 - pyskl - INFO - Epoch [49][3100/3940] lr: 1.902e-02, eta: 2 days, 0:51:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.5727, loss: 3.5727 +2025-05-19 17:46:51,835 - pyskl - INFO - Epoch [49][3200/3940] lr: 1.902e-02, eta: 2 days, 0:51:14, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9650, loss_cls: 3.7201, loss: 3.7201 +2025-05-19 17:47:35,887 - pyskl - INFO - Epoch [49][3300/3940] lr: 1.901e-02, eta: 2 days, 0:50:30, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9650, loss_cls: 3.7282, loss: 3.7282 +2025-05-19 17:48:19,794 - pyskl - INFO - Epoch [49][3400/3940] lr: 1.901e-02, eta: 2 days, 0:49:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.7340, loss: 3.7340 +2025-05-19 17:49:03,831 - pyskl - INFO - Epoch [49][3500/3940] lr: 1.900e-02, eta: 2 days, 0:49:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 3.6683, loss: 3.6683 +2025-05-19 17:49:47,762 - pyskl - INFO - Epoch [49][3600/3940] lr: 1.899e-02, eta: 2 days, 0:48:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 3.8018, loss: 3.8018 +2025-05-19 17:50:31,714 - pyskl - INFO - Epoch [49][3700/3940] lr: 1.899e-02, eta: 2 days, 0:47:32, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.6498, loss: 3.6498 +2025-05-19 17:51:15,555 - pyskl - INFO - Epoch [49][3800/3940] lr: 1.898e-02, eta: 2 days, 0:46:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 3.8237, loss: 3.8237 +2025-05-19 17:51:59,495 - pyskl - INFO - Epoch [49][3900/3940] lr: 1.898e-02, eta: 2 days, 0:46:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 3.7785, loss: 3.7785 +2025-05-19 17:52:17,551 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-05-19 17:55:39,137 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 17:55:39,595 - pyskl - INFO - +top1_acc 0.7296 +top5_acc 0.9447 +2025-05-19 17:55:39,612 - pyskl - INFO - Epoch(val) [49][3183] top1_acc: 0.7296, top5_acc: 0.9447 +2025-05-19 17:56:48,333 - pyskl - INFO - Epoch [50][100/3940] lr: 1.897e-02, eta: 2 days, 0:45:15, time: 0.687, data_time: 0.248, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.8219, loss: 3.8219 +2025-05-19 17:57:32,232 - pyskl - INFO - Epoch [50][200/3940] lr: 1.896e-02, eta: 2 days, 0:44:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 3.6487, loss: 3.6487 +2025-05-19 17:58:16,202 - pyskl - INFO - Epoch [50][300/3940] lr: 1.896e-02, eta: 2 days, 0:43:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9688, loss_cls: 3.7031, loss: 3.7031 +2025-05-19 17:59:00,251 - pyskl - INFO - Epoch [50][400/3940] lr: 1.895e-02, eta: 2 days, 0:43:02, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 3.6456, loss: 3.6456 +2025-05-19 17:59:44,207 - pyskl - INFO - Epoch [50][500/3940] lr: 1.895e-02, eta: 2 days, 0:42:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 3.6783, loss: 3.6783 +2025-05-19 18:00:28,134 - pyskl - INFO - Epoch [50][600/3940] lr: 1.894e-02, eta: 2 days, 0:41:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.6973, loss: 3.6973 +2025-05-19 18:01:12,046 - pyskl - INFO - Epoch [50][700/3940] lr: 1.894e-02, eta: 2 days, 0:40:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9600, loss_cls: 3.7940, loss: 3.7940 +2025-05-19 18:01:55,941 - pyskl - INFO - Epoch [50][800/3940] lr: 1.893e-02, eta: 2 days, 0:40:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9762, loss_cls: 3.7044, loss: 3.7044 +2025-05-19 18:02:39,803 - pyskl - INFO - Epoch [50][900/3940] lr: 1.892e-02, eta: 2 days, 0:39:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9650, loss_cls: 3.7506, loss: 3.7506 +2025-05-19 18:03:23,735 - pyskl - INFO - Epoch [50][1000/3940] lr: 1.892e-02, eta: 2 days, 0:38:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9775, loss_cls: 3.6072, loss: 3.6072 +2025-05-19 18:04:07,611 - pyskl - INFO - Epoch [50][1100/3940] lr: 1.891e-02, eta: 2 days, 0:37:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.4609, loss: 3.4609 +2025-05-19 18:04:51,456 - pyskl - INFO - Epoch [50][1200/3940] lr: 1.891e-02, eta: 2 days, 0:37:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9631, loss_cls: 3.7907, loss: 3.7907 +2025-05-19 18:05:35,330 - pyskl - INFO - Epoch [50][1300/3940] lr: 1.890e-02, eta: 2 days, 0:36:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9681, loss_cls: 3.6554, loss: 3.6554 +2025-05-19 18:06:19,184 - pyskl - INFO - Epoch [50][1400/3940] lr: 1.890e-02, eta: 2 days, 0:35:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9625, loss_cls: 3.8074, loss: 3.8074 +2025-05-19 18:07:03,059 - pyskl - INFO - Epoch [50][1500/3940] lr: 1.889e-02, eta: 2 days, 0:34:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.7266, loss: 3.7266 +2025-05-19 18:07:46,941 - pyskl - INFO - Epoch [50][1600/3940] lr: 1.888e-02, eta: 2 days, 0:34:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.7956, loss: 3.7956 +2025-05-19 18:08:30,893 - pyskl - INFO - Epoch [50][1700/3940] lr: 1.888e-02, eta: 2 days, 0:33:23, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9663, loss_cls: 3.6937, loss: 3.6937 +2025-05-19 18:09:15,001 - pyskl - INFO - Epoch [50][1800/3940] lr: 1.887e-02, eta: 2 days, 0:32:39, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 3.7044, loss: 3.7044 +2025-05-19 18:09:59,145 - pyskl - INFO - Epoch [50][1900/3940] lr: 1.887e-02, eta: 2 days, 0:31:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9706, loss_cls: 3.6279, loss: 3.6279 +2025-05-19 18:10:43,053 - pyskl - INFO - Epoch [50][2000/3940] lr: 1.886e-02, eta: 2 days, 0:31:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9563, loss_cls: 3.7916, loss: 3.7916 +2025-05-19 18:11:26,983 - pyskl - INFO - Epoch [50][2100/3940] lr: 1.886e-02, eta: 2 days, 0:30:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 3.8085, loss: 3.8085 +2025-05-19 18:12:10,911 - pyskl - INFO - Epoch [50][2200/3940] lr: 1.885e-02, eta: 2 days, 0:29:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9712, loss_cls: 3.6051, loss: 3.6051 +2025-05-19 18:12:54,908 - pyskl - INFO - Epoch [50][2300/3940] lr: 1.884e-02, eta: 2 days, 0:28:57, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 3.6391, loss: 3.6391 +2025-05-19 18:13:38,809 - pyskl - INFO - Epoch [50][2400/3940] lr: 1.884e-02, eta: 2 days, 0:28:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 3.6104, loss: 3.6104 +2025-05-19 18:14:22,727 - pyskl - INFO - Epoch [50][2500/3940] lr: 1.883e-02, eta: 2 days, 0:27:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9656, loss_cls: 3.6245, loss: 3.6245 +2025-05-19 18:15:06,680 - pyskl - INFO - Epoch [50][2600/3940] lr: 1.883e-02, eta: 2 days, 0:26:43, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 3.8135, loss: 3.8135 +2025-05-19 18:15:50,649 - pyskl - INFO - Epoch [50][2700/3940] lr: 1.882e-02, eta: 2 days, 0:25:59, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 3.6816, loss: 3.6816 +2025-05-19 18:16:34,539 - pyskl - INFO - Epoch [50][2800/3940] lr: 1.882e-02, eta: 2 days, 0:25:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 3.7488, loss: 3.7488 +2025-05-19 18:17:18,395 - pyskl - INFO - Epoch [50][2900/3940] lr: 1.881e-02, eta: 2 days, 0:24:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9600, loss_cls: 3.7313, loss: 3.7313 +2025-05-19 18:18:02,331 - pyskl - INFO - Epoch [50][3000/3940] lr: 1.880e-02, eta: 2 days, 0:23:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9663, loss_cls: 3.7667, loss: 3.7667 +2025-05-19 18:18:46,235 - pyskl - INFO - Epoch [50][3100/3940] lr: 1.880e-02, eta: 2 days, 0:23:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9631, loss_cls: 3.8393, loss: 3.8393 +2025-05-19 18:19:30,149 - pyskl - INFO - Epoch [50][3200/3940] lr: 1.879e-02, eta: 2 days, 0:22:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9619, loss_cls: 3.7570, loss: 3.7570 +2025-05-19 18:20:14,185 - pyskl - INFO - Epoch [50][3300/3940] lr: 1.879e-02, eta: 2 days, 0:21:32, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 3.6724, loss: 3.6724 +2025-05-19 18:20:58,057 - pyskl - INFO - Epoch [50][3400/3940] lr: 1.878e-02, eta: 2 days, 0:20:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 3.7381, loss: 3.7381 +2025-05-19 18:21:42,051 - pyskl - INFO - Epoch [50][3500/3940] lr: 1.878e-02, eta: 2 days, 0:20:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9669, loss_cls: 3.5838, loss: 3.5838 +2025-05-19 18:22:26,030 - pyskl - INFO - Epoch [50][3600/3940] lr: 1.877e-02, eta: 2 days, 0:19:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 3.7655, loss: 3.7655 +2025-05-19 18:23:09,938 - pyskl - INFO - Epoch [50][3700/3940] lr: 1.876e-02, eta: 2 days, 0:18:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.6991, loss: 3.6991 +2025-05-19 18:23:53,879 - pyskl - INFO - Epoch [50][3800/3940] lr: 1.876e-02, eta: 2 days, 0:17:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.7595, loss: 3.7595 +2025-05-19 18:24:37,824 - pyskl - INFO - Epoch [50][3900/3940] lr: 1.875e-02, eta: 2 days, 0:17:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.6665, loss: 3.6665 +2025-05-19 18:24:55,772 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-05-19 18:28:17,321 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 18:28:17,791 - pyskl - INFO - +top1_acc 0.7556 +top5_acc 0.9409 +2025-05-19 18:28:17,809 - pyskl - INFO - Epoch(val) [50][3183] top1_acc: 0.7556, top5_acc: 0.9409 +2025-05-19 18:29:26,182 - pyskl - INFO - Epoch [51][100/3940] lr: 1.874e-02, eta: 2 days, 0:16:16, time: 0.684, data_time: 0.245, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 3.7483, loss: 3.7483 +2025-05-19 18:30:10,007 - pyskl - INFO - Epoch [51][200/3940] lr: 1.874e-02, eta: 2 days, 0:15:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 3.5889, loss: 3.5889 +2025-05-19 18:30:53,853 - pyskl - INFO - Epoch [51][300/3940] lr: 1.873e-02, eta: 2 days, 0:14:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9706, loss_cls: 3.6895, loss: 3.6895 +2025-05-19 18:31:37,702 - pyskl - INFO - Epoch [51][400/3940] lr: 1.873e-02, eta: 2 days, 0:14:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 3.6504, loss: 3.6504 +2025-05-19 18:32:21,523 - pyskl - INFO - Epoch [51][500/3940] lr: 1.872e-02, eta: 2 days, 0:13:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 3.6348, loss: 3.6348 +2025-05-19 18:33:05,372 - pyskl - INFO - Epoch [51][600/3940] lr: 1.872e-02, eta: 2 days, 0:12:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9656, loss_cls: 3.7412, loss: 3.7412 +2025-05-19 18:33:49,255 - pyskl - INFO - Epoch [51][700/3940] lr: 1.871e-02, eta: 2 days, 0:11:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.7078, loss: 3.7078 +2025-05-19 18:34:33,140 - pyskl - INFO - Epoch [51][800/3940] lr: 1.870e-02, eta: 2 days, 0:11:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9675, loss_cls: 3.5818, loss: 3.5818 +2025-05-19 18:35:16,997 - pyskl - INFO - Epoch [51][900/3940] lr: 1.870e-02, eta: 2 days, 0:10:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 3.6292, loss: 3.6292 +2025-05-19 18:36:00,795 - pyskl - INFO - Epoch [51][1000/3940] lr: 1.869e-02, eta: 2 days, 0:09:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9681, loss_cls: 3.6098, loss: 3.6098 +2025-05-19 18:36:44,619 - pyskl - INFO - Epoch [51][1100/3940] lr: 1.869e-02, eta: 2 days, 0:08:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9656, loss_cls: 3.7262, loss: 3.7262 +2025-05-19 18:37:28,417 - pyskl - INFO - Epoch [51][1200/3940] lr: 1.868e-02, eta: 2 days, 0:08:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9663, loss_cls: 3.6886, loss: 3.6886 +2025-05-19 18:38:12,193 - pyskl - INFO - Epoch [51][1300/3940] lr: 1.868e-02, eta: 2 days, 0:07:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9669, loss_cls: 3.7174, loss: 3.7174 +2025-05-19 18:38:56,062 - pyskl - INFO - Epoch [51][1400/3940] lr: 1.867e-02, eta: 2 days, 0:06:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.8607, loss: 3.8607 +2025-05-19 18:39:39,903 - pyskl - INFO - Epoch [51][1500/3940] lr: 1.866e-02, eta: 2 days, 0:05:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 3.8416, loss: 3.8416 +2025-05-19 18:40:23,735 - pyskl - INFO - Epoch [51][1600/3940] lr: 1.866e-02, eta: 2 days, 0:05:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 3.7214, loss: 3.7214 +2025-05-19 18:41:07,566 - pyskl - INFO - Epoch [51][1700/3940] lr: 1.865e-02, eta: 2 days, 0:04:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9644, loss_cls: 3.7427, loss: 3.7427 +2025-05-19 18:41:51,379 - pyskl - INFO - Epoch [51][1800/3940] lr: 1.865e-02, eta: 2 days, 0:03:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 3.6912, loss: 3.6912 +2025-05-19 18:42:35,300 - pyskl - INFO - Epoch [51][1900/3940] lr: 1.864e-02, eta: 2 days, 0:02:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 3.7285, loss: 3.7285 +2025-05-19 18:43:19,405 - pyskl - INFO - Epoch [51][2000/3940] lr: 1.863e-02, eta: 2 days, 0:02:08, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 3.8323, loss: 3.8323 +2025-05-19 18:44:03,404 - pyskl - INFO - Epoch [51][2100/3940] lr: 1.863e-02, eta: 2 days, 0:01:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9613, loss_cls: 3.8533, loss: 3.8533 +2025-05-19 18:44:47,341 - pyskl - INFO - Epoch [51][2200/3940] lr: 1.862e-02, eta: 2 days, 0:00:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9675, loss_cls: 3.6388, loss: 3.6388 +2025-05-19 18:45:31,352 - pyskl - INFO - Epoch [51][2300/3940] lr: 1.862e-02, eta: 1 day, 23:59:55, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 3.6722, loss: 3.6722 +2025-05-19 18:46:15,483 - pyskl - INFO - Epoch [51][2400/3940] lr: 1.861e-02, eta: 1 day, 23:59:11, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 3.7833, loss: 3.7833 +2025-05-19 18:46:59,446 - pyskl - INFO - Epoch [51][2500/3940] lr: 1.861e-02, eta: 1 day, 23:58:27, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9613, loss_cls: 3.7886, loss: 3.7886 +2025-05-19 18:47:43,372 - pyskl - INFO - Epoch [51][2600/3940] lr: 1.860e-02, eta: 1 day, 23:57:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 3.7366, loss: 3.7366 +2025-05-19 18:48:27,303 - pyskl - INFO - Epoch [51][2700/3940] lr: 1.859e-02, eta: 1 day, 23:56:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9625, loss_cls: 3.7869, loss: 3.7869 +2025-05-19 18:49:11,207 - pyskl - INFO - Epoch [51][2800/3940] lr: 1.859e-02, eta: 1 day, 23:56:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9650, loss_cls: 3.6484, loss: 3.6484 +2025-05-19 18:49:55,098 - pyskl - INFO - Epoch [51][2900/3940] lr: 1.858e-02, eta: 1 day, 23:55:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9600, loss_cls: 3.8070, loss: 3.8070 +2025-05-19 18:50:39,027 - pyskl - INFO - Epoch [51][3000/3940] lr: 1.858e-02, eta: 1 day, 23:54:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9637, loss_cls: 3.7496, loss: 3.7496 +2025-05-19 18:51:22,906 - pyskl - INFO - Epoch [51][3100/3940] lr: 1.857e-02, eta: 1 day, 23:54:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9619, loss_cls: 3.8241, loss: 3.8241 +2025-05-19 18:52:06,808 - pyskl - INFO - Epoch [51][3200/3940] lr: 1.857e-02, eta: 1 day, 23:53:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 3.6642, loss: 3.6642 +2025-05-19 18:52:50,770 - pyskl - INFO - Epoch [51][3300/3940] lr: 1.856e-02, eta: 1 day, 23:52:31, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9606, loss_cls: 3.7572, loss: 3.7572 +2025-05-19 18:53:34,671 - pyskl - INFO - Epoch [51][3400/3940] lr: 1.855e-02, eta: 1 day, 23:51:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9669, loss_cls: 3.6722, loss: 3.6722 +2025-05-19 18:54:18,583 - pyskl - INFO - Epoch [51][3500/3940] lr: 1.855e-02, eta: 1 day, 23:51:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 3.6719, loss: 3.6719 +2025-05-19 18:55:02,492 - pyskl - INFO - Epoch [51][3600/3940] lr: 1.854e-02, eta: 1 day, 23:50:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 3.5918, loss: 3.5918 +2025-05-19 18:55:46,419 - pyskl - INFO - Epoch [51][3700/3940] lr: 1.854e-02, eta: 1 day, 23:49:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9750, loss_cls: 3.6474, loss: 3.6474 +2025-05-19 18:56:30,276 - pyskl - INFO - Epoch [51][3800/3940] lr: 1.853e-02, eta: 1 day, 23:48:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 3.7039, loss: 3.7039 +2025-05-19 18:57:14,107 - pyskl - INFO - Epoch [51][3900/3940] lr: 1.852e-02, eta: 1 day, 23:48:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 3.6980, loss: 3.6980 +2025-05-19 18:57:32,005 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-05-19 19:00:53,237 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 19:00:53,705 - pyskl - INFO - +top1_acc 0.7685 +top5_acc 0.9502 +2025-05-19 19:00:53,757 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_37.pth was removed +2025-05-19 19:00:54,810 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_51.pth. +2025-05-19 19:00:54,812 - pyskl - INFO - Best top1_acc is 0.7685 at 51 epoch. +2025-05-19 19:00:54,830 - pyskl - INFO - Epoch(val) [51][3183] top1_acc: 0.7685, top5_acc: 0.9502 +2025-05-19 19:02:03,442 - pyskl - INFO - Epoch [52][100/3940] lr: 1.852e-02, eta: 1 day, 23:47:15, time: 0.686, data_time: 0.249, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9637, loss_cls: 3.7434, loss: 3.7434 +2025-05-19 19:02:47,248 - pyskl - INFO - Epoch [52][200/3940] lr: 1.851e-02, eta: 1 day, 23:46:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 3.6323, loss: 3.6323 +2025-05-19 19:03:31,099 - pyskl - INFO - Epoch [52][300/3940] lr: 1.850e-02, eta: 1 day, 23:45:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9681, loss_cls: 3.6663, loss: 3.6663 +2025-05-19 19:04:14,907 - pyskl - INFO - Epoch [52][400/3940] lr: 1.850e-02, eta: 1 day, 23:45:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.7022, loss: 3.7022 +2025-05-19 19:04:58,713 - pyskl - INFO - Epoch [52][500/3940] lr: 1.849e-02, eta: 1 day, 23:44:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 3.5712, loss: 3.5712 +2025-05-19 19:05:42,559 - pyskl - INFO - Epoch [52][600/3940] lr: 1.849e-02, eta: 1 day, 23:43:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9688, loss_cls: 3.5466, loss: 3.5466 +2025-05-19 19:06:26,504 - pyskl - INFO - Epoch [52][700/3940] lr: 1.848e-02, eta: 1 day, 23:42:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9613, loss_cls: 3.6558, loss: 3.6558 +2025-05-19 19:07:10,311 - pyskl - INFO - Epoch [52][800/3940] lr: 1.848e-02, eta: 1 day, 23:42:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9700, loss_cls: 3.6525, loss: 3.6525 +2025-05-19 19:07:54,074 - pyskl - INFO - Epoch [52][900/3940] lr: 1.847e-02, eta: 1 day, 23:41:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 3.6520, loss: 3.6520 +2025-05-19 19:08:37,923 - pyskl - INFO - Epoch [52][1000/3940] lr: 1.846e-02, eta: 1 day, 23:40:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 3.6600, loss: 3.6600 +2025-05-19 19:09:21,765 - pyskl - INFO - Epoch [52][1100/3940] lr: 1.846e-02, eta: 1 day, 23:39:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 3.8001, loss: 3.8001 +2025-05-19 19:10:05,606 - pyskl - INFO - Epoch [52][1200/3940] lr: 1.845e-02, eta: 1 day, 23:39:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 3.7594, loss: 3.7594 +2025-05-19 19:10:49,430 - pyskl - INFO - Epoch [52][1300/3940] lr: 1.845e-02, eta: 1 day, 23:38:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9656, loss_cls: 3.6904, loss: 3.6904 +2025-05-19 19:11:33,223 - pyskl - INFO - Epoch [52][1400/3940] lr: 1.844e-02, eta: 1 day, 23:37:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9681, loss_cls: 3.7205, loss: 3.7205 +2025-05-19 19:12:17,037 - pyskl - INFO - Epoch [52][1500/3940] lr: 1.843e-02, eta: 1 day, 23:36:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9700, loss_cls: 3.6011, loss: 3.6011 +2025-05-19 19:13:00,843 - pyskl - INFO - Epoch [52][1600/3940] lr: 1.843e-02, eta: 1 day, 23:36:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 3.6322, loss: 3.6322 +2025-05-19 19:13:44,641 - pyskl - INFO - Epoch [52][1700/3940] lr: 1.842e-02, eta: 1 day, 23:35:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9738, loss_cls: 3.7879, loss: 3.7879 +2025-05-19 19:14:28,505 - pyskl - INFO - Epoch [52][1800/3940] lr: 1.842e-02, eta: 1 day, 23:34:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.7172, loss: 3.7172 +2025-05-19 19:15:12,420 - pyskl - INFO - Epoch [52][1900/3940] lr: 1.841e-02, eta: 1 day, 23:33:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 3.7694, loss: 3.7694 +2025-05-19 19:15:56,339 - pyskl - INFO - Epoch [52][2000/3940] lr: 1.841e-02, eta: 1 day, 23:33:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 3.5680, loss: 3.5680 +2025-05-19 19:16:40,373 - pyskl - INFO - Epoch [52][2100/3940] lr: 1.840e-02, eta: 1 day, 23:32:22, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 3.6007, loss: 3.6007 +2025-05-19 19:17:24,400 - pyskl - INFO - Epoch [52][2200/3940] lr: 1.839e-02, eta: 1 day, 23:31:38, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9775, loss_cls: 3.6398, loss: 3.6398 +2025-05-19 19:18:08,279 - pyskl - INFO - Epoch [52][2300/3940] lr: 1.839e-02, eta: 1 day, 23:30:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.6535, loss: 3.6535 +2025-05-19 19:18:52,154 - pyskl - INFO - Epoch [52][2400/3940] lr: 1.838e-02, eta: 1 day, 23:30:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 3.7594, loss: 3.7594 +2025-05-19 19:19:36,099 - pyskl - INFO - Epoch [52][2500/3940] lr: 1.838e-02, eta: 1 day, 23:29:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 3.7773, loss: 3.7773 +2025-05-19 19:20:20,067 - pyskl - INFO - Epoch [52][2600/3940] lr: 1.837e-02, eta: 1 day, 23:28:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9656, loss_cls: 3.7734, loss: 3.7734 +2025-05-19 19:21:03,874 - pyskl - INFO - Epoch [52][2700/3940] lr: 1.836e-02, eta: 1 day, 23:27:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.6114, loss: 3.6114 +2025-05-19 19:21:47,634 - pyskl - INFO - Epoch [52][2800/3940] lr: 1.836e-02, eta: 1 day, 23:27:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 3.7948, loss: 3.7948 +2025-05-19 19:22:31,370 - pyskl - INFO - Epoch [52][2900/3940] lr: 1.835e-02, eta: 1 day, 23:26:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9663, loss_cls: 3.6530, loss: 3.6530 +2025-05-19 19:23:15,329 - pyskl - INFO - Epoch [52][3000/3940] lr: 1.835e-02, eta: 1 day, 23:25:41, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 3.6462, loss: 3.6462 +2025-05-19 19:23:59,328 - pyskl - INFO - Epoch [52][3100/3940] lr: 1.834e-02, eta: 1 day, 23:24:57, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.7392, loss: 3.7392 +2025-05-19 19:24:43,235 - pyskl - INFO - Epoch [52][3200/3940] lr: 1.833e-02, eta: 1 day, 23:24:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 3.7229, loss: 3.7229 +2025-05-19 19:25:27,095 - pyskl - INFO - Epoch [52][3300/3940] lr: 1.833e-02, eta: 1 day, 23:23:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9681, loss_cls: 3.8020, loss: 3.8020 +2025-05-19 19:26:10,956 - pyskl - INFO - Epoch [52][3400/3940] lr: 1.832e-02, eta: 1 day, 23:22:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 3.7274, loss: 3.7274 +2025-05-19 19:26:54,825 - pyskl - INFO - Epoch [52][3500/3940] lr: 1.832e-02, eta: 1 day, 23:21:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 3.5085, loss: 3.5085 +2025-05-19 19:27:38,630 - pyskl - INFO - Epoch [52][3600/3940] lr: 1.831e-02, eta: 1 day, 23:21:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 3.8027, loss: 3.8027 +2025-05-19 19:28:22,515 - pyskl - INFO - Epoch [52][3700/3940] lr: 1.831e-02, eta: 1 day, 23:20:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 3.6573, loss: 3.6573 +2025-05-19 19:29:06,499 - pyskl - INFO - Epoch [52][3800/3940] lr: 1.830e-02, eta: 1 day, 23:19:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.7742, loss: 3.7742 +2025-05-19 19:29:50,522 - pyskl - INFO - Epoch [52][3900/3940] lr: 1.829e-02, eta: 1 day, 23:19:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9750, loss_cls: 3.6262, loss: 3.6262 +2025-05-19 19:30:08,426 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-05-19 19:33:30,667 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 19:33:31,139 - pyskl - INFO - +top1_acc 0.7766 +top5_acc 0.9541 +2025-05-19 19:33:31,198 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_51.pth was removed +2025-05-19 19:33:32,298 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_52.pth. +2025-05-19 19:33:32,300 - pyskl - INFO - Best top1_acc is 0.7766 at 52 epoch. +2025-05-19 19:33:32,318 - pyskl - INFO - Epoch(val) [52][3183] top1_acc: 0.7766, top5_acc: 0.9541 +2025-05-19 19:34:41,899 - pyskl - INFO - Epoch [53][100/3940] lr: 1.829e-02, eta: 1 day, 23:18:14, time: 0.696, data_time: 0.257, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 3.7633, loss: 3.7633 +2025-05-19 19:35:26,017 - pyskl - INFO - Epoch [53][200/3940] lr: 1.828e-02, eta: 1 day, 23:17:30, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 3.7059, loss: 3.7059 +2025-05-19 19:36:10,046 - pyskl - INFO - Epoch [53][300/3940] lr: 1.827e-02, eta: 1 day, 23:16:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 3.5762, loss: 3.5762 +2025-05-19 19:36:54,064 - pyskl - INFO - Epoch [53][400/3940] lr: 1.827e-02, eta: 1 day, 23:16:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9794, loss_cls: 3.5831, loss: 3.5831 +2025-05-19 19:37:38,060 - pyskl - INFO - Epoch [53][500/3940] lr: 1.826e-02, eta: 1 day, 23:15:17, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 3.5671, loss: 3.5671 +2025-05-19 19:38:22,042 - pyskl - INFO - Epoch [53][600/3940] lr: 1.826e-02, eta: 1 day, 23:14:32, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 3.5915, loss: 3.5915 +2025-05-19 19:39:06,061 - pyskl - INFO - Epoch [53][700/3940] lr: 1.825e-02, eta: 1 day, 23:13:48, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9606, loss_cls: 3.7713, loss: 3.7713 +2025-05-19 19:39:50,218 - pyskl - INFO - Epoch [53][800/3940] lr: 1.824e-02, eta: 1 day, 23:13:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 3.4645, loss: 3.4645 +2025-05-19 19:40:34,236 - pyskl - INFO - Epoch [53][900/3940] lr: 1.824e-02, eta: 1 day, 23:12:20, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9650, loss_cls: 3.5962, loss: 3.5962 +2025-05-19 19:41:18,124 - pyskl - INFO - Epoch [53][1000/3940] lr: 1.823e-02, eta: 1 day, 23:11:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9669, loss_cls: 3.7186, loss: 3.7186 +2025-05-19 19:42:02,167 - pyskl - INFO - Epoch [53][1100/3940] lr: 1.823e-02, eta: 1 day, 23:10:51, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9756, loss_cls: 3.7519, loss: 3.7519 +2025-05-19 19:42:46,061 - pyskl - INFO - Epoch [53][1200/3940] lr: 1.822e-02, eta: 1 day, 23:10:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9719, loss_cls: 3.5280, loss: 3.5280 +2025-05-19 19:43:29,931 - pyskl - INFO - Epoch [53][1300/3940] lr: 1.821e-02, eta: 1 day, 23:09:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.7286, loss: 3.7286 +2025-05-19 19:44:13,740 - pyskl - INFO - Epoch [53][1400/3940] lr: 1.821e-02, eta: 1 day, 23:08:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 3.6824, loss: 3.6824 +2025-05-19 19:44:57,582 - pyskl - INFO - Epoch [53][1500/3940] lr: 1.820e-02, eta: 1 day, 23:07:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9663, loss_cls: 3.7906, loss: 3.7906 +2025-05-19 19:45:41,413 - pyskl - INFO - Epoch [53][1600/3940] lr: 1.820e-02, eta: 1 day, 23:07:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 3.6577, loss: 3.6577 +2025-05-19 19:46:25,276 - pyskl - INFO - Epoch [53][1700/3940] lr: 1.819e-02, eta: 1 day, 23:06:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 3.7382, loss: 3.7382 +2025-05-19 19:47:09,235 - pyskl - INFO - Epoch [53][1800/3940] lr: 1.819e-02, eta: 1 day, 23:05:39, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.5599, loss: 3.5599 +2025-05-19 19:47:53,086 - pyskl - INFO - Epoch [53][1900/3940] lr: 1.818e-02, eta: 1 day, 23:04:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9781, loss_cls: 3.6450, loss: 3.6450 +2025-05-19 19:48:36,929 - pyskl - INFO - Epoch [53][2000/3940] lr: 1.817e-02, eta: 1 day, 23:04:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 3.6693, loss: 3.6693 +2025-05-19 19:49:20,835 - pyskl - INFO - Epoch [53][2100/3940] lr: 1.817e-02, eta: 1 day, 23:03:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 3.7506, loss: 3.7506 +2025-05-19 19:50:04,809 - pyskl - INFO - Epoch [53][2200/3940] lr: 1.816e-02, eta: 1 day, 23:02:41, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9675, loss_cls: 3.6348, loss: 3.6348 +2025-05-19 19:50:48,712 - pyskl - INFO - Epoch [53][2300/3940] lr: 1.816e-02, eta: 1 day, 23:01:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 3.6376, loss: 3.6376 +2025-05-19 19:51:32,553 - pyskl - INFO - Epoch [53][2400/3940] lr: 1.815e-02, eta: 1 day, 23:01:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 3.6290, loss: 3.6290 +2025-05-19 19:52:16,477 - pyskl - INFO - Epoch [53][2500/3940] lr: 1.814e-02, eta: 1 day, 23:00:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 3.7068, loss: 3.7068 +2025-05-19 19:53:00,372 - pyskl - INFO - Epoch [53][2600/3940] lr: 1.814e-02, eta: 1 day, 22:59:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 3.8070, loss: 3.8070 +2025-05-19 19:53:44,570 - pyskl - INFO - Epoch [53][2700/3940] lr: 1.813e-02, eta: 1 day, 22:58:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 3.5865, loss: 3.5865 +2025-05-19 19:54:28,536 - pyskl - INFO - Epoch [53][2800/3940] lr: 1.813e-02, eta: 1 day, 22:58:14, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.6527, loss: 3.6527 +2025-05-19 19:55:12,354 - pyskl - INFO - Epoch [53][2900/3940] lr: 1.812e-02, eta: 1 day, 22:57:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 3.7380, loss: 3.7380 +2025-05-19 19:55:56,280 - pyskl - INFO - Epoch [53][3000/3940] lr: 1.811e-02, eta: 1 day, 22:56:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 3.7091, loss: 3.7091 +2025-05-19 19:56:40,167 - pyskl - INFO - Epoch [53][3100/3940] lr: 1.811e-02, eta: 1 day, 22:56:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 3.6362, loss: 3.6362 +2025-05-19 19:57:24,068 - pyskl - INFO - Epoch [53][3200/3940] lr: 1.810e-02, eta: 1 day, 22:55:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9681, loss_cls: 3.7160, loss: 3.7160 +2025-05-19 19:58:07,995 - pyskl - INFO - Epoch [53][3300/3940] lr: 1.810e-02, eta: 1 day, 22:54:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 3.8049, loss: 3.8049 +2025-05-19 19:58:51,908 - pyskl - INFO - Epoch [53][3400/3940] lr: 1.809e-02, eta: 1 day, 22:53:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9625, loss_cls: 3.6770, loss: 3.6770 +2025-05-19 19:59:35,787 - pyskl - INFO - Epoch [53][3500/3940] lr: 1.808e-02, eta: 1 day, 22:53:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 3.6930, loss: 3.6930 +2025-05-19 20:00:19,564 - pyskl - INFO - Epoch [53][3600/3940] lr: 1.808e-02, eta: 1 day, 22:52:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9631, loss_cls: 3.7330, loss: 3.7330 +2025-05-19 20:01:03,456 - pyskl - INFO - Epoch [53][3700/3940] lr: 1.807e-02, eta: 1 day, 22:51:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9669, loss_cls: 3.7179, loss: 3.7179 +2025-05-19 20:01:47,251 - pyskl - INFO - Epoch [53][3800/3940] lr: 1.807e-02, eta: 1 day, 22:50:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.7807, loss: 3.7807 +2025-05-19 20:02:31,072 - pyskl - INFO - Epoch [53][3900/3940] lr: 1.806e-02, eta: 1 day, 22:50:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 3.6431, loss: 3.6431 +2025-05-19 20:02:49,034 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-05-19 20:06:10,777 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 20:06:11,241 - pyskl - INFO - +top1_acc 0.7582 +top5_acc 0.9471 +2025-05-19 20:06:11,259 - pyskl - INFO - Epoch(val) [53][3183] top1_acc: 0.7582, top5_acc: 0.9471 +2025-05-19 20:07:21,388 - pyskl - INFO - Epoch [54][100/3940] lr: 1.805e-02, eta: 1 day, 22:49:18, time: 0.701, data_time: 0.261, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.6624, loss: 3.6624 +2025-05-19 20:08:05,373 - pyskl - INFO - Epoch [54][200/3940] lr: 1.805e-02, eta: 1 day, 22:48:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 3.5729, loss: 3.5729 +2025-05-19 20:08:49,415 - pyskl - INFO - Epoch [54][300/3940] lr: 1.804e-02, eta: 1 day, 22:47:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.4920, loss: 3.4920 +2025-05-19 20:09:33,519 - pyskl - INFO - Epoch [54][400/3940] lr: 1.803e-02, eta: 1 day, 22:47:05, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9719, loss_cls: 3.6599, loss: 3.6599 +2025-05-19 20:10:17,548 - pyskl - INFO - Epoch [54][500/3940] lr: 1.803e-02, eta: 1 day, 22:46:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 3.4615, loss: 3.4615 +2025-05-19 20:11:01,431 - pyskl - INFO - Epoch [54][600/3940] lr: 1.802e-02, eta: 1 day, 22:45:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 3.5132, loss: 3.5132 +2025-05-19 20:11:45,348 - pyskl - INFO - Epoch [54][700/3940] lr: 1.802e-02, eta: 1 day, 22:44:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 3.5275, loss: 3.5275 +2025-05-19 20:12:29,263 - pyskl - INFO - Epoch [54][800/3940] lr: 1.801e-02, eta: 1 day, 22:44:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 3.5322, loss: 3.5322 +2025-05-19 20:13:13,148 - pyskl - INFO - Epoch [54][900/3940] lr: 1.800e-02, eta: 1 day, 22:43:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 3.8369, loss: 3.8369 +2025-05-19 20:13:57,014 - pyskl - INFO - Epoch [54][1000/3940] lr: 1.800e-02, eta: 1 day, 22:42:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9669, loss_cls: 3.6390, loss: 3.6390 +2025-05-19 20:14:40,906 - pyskl - INFO - Epoch [54][1100/3940] lr: 1.799e-02, eta: 1 day, 22:41:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 3.6875, loss: 3.6875 +2025-05-19 20:15:24,772 - pyskl - INFO - Epoch [54][1200/3940] lr: 1.799e-02, eta: 1 day, 22:41:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 3.6238, loss: 3.6238 +2025-05-19 20:16:08,686 - pyskl - INFO - Epoch [54][1300/3940] lr: 1.798e-02, eta: 1 day, 22:40:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.6414, loss: 3.6414 +2025-05-19 20:16:52,585 - pyskl - INFO - Epoch [54][1400/3940] lr: 1.797e-02, eta: 1 day, 22:39:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 3.7047, loss: 3.7047 +2025-05-19 20:17:36,538 - pyskl - INFO - Epoch [54][1500/3940] lr: 1.797e-02, eta: 1 day, 22:38:56, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.7215, loss: 3.7215 +2025-05-19 20:18:20,461 - pyskl - INFO - Epoch [54][1600/3940] lr: 1.796e-02, eta: 1 day, 22:38:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.6972, loss: 3.6972 +2025-05-19 20:19:04,360 - pyskl - INFO - Epoch [54][1700/3940] lr: 1.796e-02, eta: 1 day, 22:37:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 3.6738, loss: 3.6738 +2025-05-19 20:19:48,252 - pyskl - INFO - Epoch [54][1800/3940] lr: 1.795e-02, eta: 1 day, 22:36:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9819, loss_cls: 3.6123, loss: 3.6123 +2025-05-19 20:20:32,199 - pyskl - INFO - Epoch [54][1900/3940] lr: 1.794e-02, eta: 1 day, 22:35:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9775, loss_cls: 3.5973, loss: 3.5973 +2025-05-19 20:21:16,127 - pyskl - INFO - Epoch [54][2000/3940] lr: 1.794e-02, eta: 1 day, 22:35:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9775, loss_cls: 3.6013, loss: 3.6013 +2025-05-19 20:22:00,096 - pyskl - INFO - Epoch [54][2100/3940] lr: 1.793e-02, eta: 1 day, 22:34:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 3.7527, loss: 3.7527 +2025-05-19 20:22:44,027 - pyskl - INFO - Epoch [54][2200/3940] lr: 1.793e-02, eta: 1 day, 22:33:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9619, loss_cls: 3.7807, loss: 3.7807 +2025-05-19 20:23:28,038 - pyskl - INFO - Epoch [54][2300/3940] lr: 1.792e-02, eta: 1 day, 22:33:00, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 3.7277, loss: 3.7277 +2025-05-19 20:24:12,047 - pyskl - INFO - Epoch [54][2400/3940] lr: 1.791e-02, eta: 1 day, 22:32:16, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.7056, loss: 3.7056 +2025-05-19 20:24:56,020 - pyskl - INFO - Epoch [54][2500/3940] lr: 1.791e-02, eta: 1 day, 22:31:32, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.4806, loss: 3.4806 +2025-05-19 20:25:39,934 - pyskl - INFO - Epoch [54][2600/3940] lr: 1.790e-02, eta: 1 day, 22:30:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.5995, loss: 3.5995 +2025-05-19 20:26:23,874 - pyskl - INFO - Epoch [54][2700/3940] lr: 1.790e-02, eta: 1 day, 22:30:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.8537, loss: 3.8537 +2025-05-19 20:27:07,888 - pyskl - INFO - Epoch [54][2800/3940] lr: 1.789e-02, eta: 1 day, 22:29:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 3.7230, loss: 3.7230 +2025-05-19 20:27:51,805 - pyskl - INFO - Epoch [54][2900/3940] lr: 1.788e-02, eta: 1 day, 22:28:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 3.5895, loss: 3.5895 +2025-05-19 20:28:35,646 - pyskl - INFO - Epoch [54][3000/3940] lr: 1.788e-02, eta: 1 day, 22:27:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9669, loss_cls: 3.6687, loss: 3.6687 +2025-05-19 20:29:19,571 - pyskl - INFO - Epoch [54][3100/3940] lr: 1.787e-02, eta: 1 day, 22:27:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9712, loss_cls: 3.6124, loss: 3.6124 +2025-05-19 20:30:03,523 - pyskl - INFO - Epoch [54][3200/3940] lr: 1.787e-02, eta: 1 day, 22:26:20, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9581, loss_cls: 3.7316, loss: 3.7316 +2025-05-19 20:30:47,427 - pyskl - INFO - Epoch [54][3300/3940] lr: 1.786e-02, eta: 1 day, 22:25:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9606, loss_cls: 3.7155, loss: 3.7155 +2025-05-19 20:31:31,392 - pyskl - INFO - Epoch [54][3400/3940] lr: 1.785e-02, eta: 1 day, 22:24:52, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9613, loss_cls: 3.7312, loss: 3.7312 +2025-05-19 20:32:15,312 - pyskl - INFO - Epoch [54][3500/3940] lr: 1.785e-02, eta: 1 day, 22:24:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9613, loss_cls: 3.6465, loss: 3.6465 +2025-05-19 20:32:59,295 - pyskl - INFO - Epoch [54][3600/3940] lr: 1.784e-02, eta: 1 day, 22:23:23, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9681, loss_cls: 3.6212, loss: 3.6212 +2025-05-19 20:33:43,190 - pyskl - INFO - Epoch [54][3700/3940] lr: 1.784e-02, eta: 1 day, 22:22:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9656, loss_cls: 3.6537, loss: 3.6537 +2025-05-19 20:34:27,062 - pyskl - INFO - Epoch [54][3800/3940] lr: 1.783e-02, eta: 1 day, 22:21:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 3.6903, loss: 3.6903 +2025-05-19 20:35:10,935 - pyskl - INFO - Epoch [54][3900/3940] lr: 1.782e-02, eta: 1 day, 22:21:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9613, loss_cls: 3.7530, loss: 3.7530 +2025-05-19 20:35:28,988 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-05-19 20:38:50,783 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 20:38:51,254 - pyskl - INFO - +top1_acc 0.7734 +top5_acc 0.9527 +2025-05-19 20:38:51,272 - pyskl - INFO - Epoch(val) [54][3183] top1_acc: 0.7734, top5_acc: 0.9527 +2025-05-19 20:40:00,422 - pyskl - INFO - Epoch [55][100/3940] lr: 1.782e-02, eta: 1 day, 22:20:21, time: 0.691, data_time: 0.253, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.5878, loss: 3.5878 +2025-05-19 20:40:44,463 - pyskl - INFO - Epoch [55][200/3940] lr: 1.781e-02, eta: 1 day, 22:19:36, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9738, loss_cls: 3.6863, loss: 3.6863 +2025-05-19 20:41:28,492 - pyskl - INFO - Epoch [55][300/3940] lr: 1.780e-02, eta: 1 day, 22:18:52, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 3.7274, loss: 3.7274 +2025-05-19 20:42:12,316 - pyskl - INFO - Epoch [55][400/3940] lr: 1.780e-02, eta: 1 day, 22:18:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9719, loss_cls: 3.4790, loss: 3.4790 +2025-05-19 20:42:56,109 - pyskl - INFO - Epoch [55][500/3940] lr: 1.779e-02, eta: 1 day, 22:17:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9669, loss_cls: 3.6219, loss: 3.6219 +2025-05-19 20:43:39,905 - pyskl - INFO - Epoch [55][600/3940] lr: 1.779e-02, eta: 1 day, 22:16:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.5988, loss: 3.5988 +2025-05-19 20:44:23,670 - pyskl - INFO - Epoch [55][700/3940] lr: 1.778e-02, eta: 1 day, 22:15:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9650, loss_cls: 3.6350, loss: 3.6350 +2025-05-19 20:45:07,472 - pyskl - INFO - Epoch [55][800/3940] lr: 1.777e-02, eta: 1 day, 22:15:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 3.7007, loss: 3.7007 +2025-05-19 20:45:51,277 - pyskl - INFO - Epoch [55][900/3940] lr: 1.777e-02, eta: 1 day, 22:14:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.5307, loss: 3.5307 +2025-05-19 20:46:34,899 - pyskl - INFO - Epoch [55][1000/3940] lr: 1.776e-02, eta: 1 day, 22:13:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 3.5972, loss: 3.5972 +2025-05-19 20:47:18,692 - pyskl - INFO - Epoch [55][1100/3940] lr: 1.776e-02, eta: 1 day, 22:12:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9625, loss_cls: 3.6854, loss: 3.6854 +2025-05-19 20:48:02,660 - pyskl - INFO - Epoch [55][1200/3940] lr: 1.775e-02, eta: 1 day, 22:12:10, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.5274, loss: 3.5274 +2025-05-19 20:48:46,485 - pyskl - INFO - Epoch [55][1300/3940] lr: 1.774e-02, eta: 1 day, 22:11:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9706, loss_cls: 3.4892, loss: 3.4892 +2025-05-19 20:49:30,293 - pyskl - INFO - Epoch [55][1400/3940] lr: 1.774e-02, eta: 1 day, 22:10:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.6125, loss: 3.6125 +2025-05-19 20:50:14,301 - pyskl - INFO - Epoch [55][1500/3940] lr: 1.773e-02, eta: 1 day, 22:09:56, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 3.6139, loss: 3.6139 +2025-05-19 20:50:58,444 - pyskl - INFO - Epoch [55][1600/3940] lr: 1.773e-02, eta: 1 day, 22:09:12, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.6572, loss: 3.6572 +2025-05-19 20:51:42,255 - pyskl - INFO - Epoch [55][1700/3940] lr: 1.772e-02, eta: 1 day, 22:08:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.7624, loss: 3.7624 +2025-05-19 20:52:26,252 - pyskl - INFO - Epoch [55][1800/3940] lr: 1.771e-02, eta: 1 day, 22:07:43, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 3.6603, loss: 3.6603 +2025-05-19 20:53:10,101 - pyskl - INFO - Epoch [55][1900/3940] lr: 1.771e-02, eta: 1 day, 22:06:59, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 3.5080, loss: 3.5080 +2025-05-19 20:53:53,940 - pyskl - INFO - Epoch [55][2000/3940] lr: 1.770e-02, eta: 1 day, 22:06:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 3.6357, loss: 3.6357 +2025-05-19 20:54:37,823 - pyskl - INFO - Epoch [55][2100/3940] lr: 1.770e-02, eta: 1 day, 22:05:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.5663, loss: 3.5663 +2025-05-19 20:55:21,647 - pyskl - INFO - Epoch [55][2200/3940] lr: 1.769e-02, eta: 1 day, 22:04:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 3.6750, loss: 3.6750 +2025-05-19 20:56:05,663 - pyskl - INFO - Epoch [55][2300/3940] lr: 1.768e-02, eta: 1 day, 22:04:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 3.6460, loss: 3.6460 +2025-05-19 20:56:49,545 - pyskl - INFO - Epoch [55][2400/3940] lr: 1.768e-02, eta: 1 day, 22:03:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9681, loss_cls: 3.7344, loss: 3.7344 +2025-05-19 20:57:33,552 - pyskl - INFO - Epoch [55][2500/3940] lr: 1.767e-02, eta: 1 day, 22:02:32, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 3.6889, loss: 3.6889 +2025-05-19 20:58:17,603 - pyskl - INFO - Epoch [55][2600/3940] lr: 1.767e-02, eta: 1 day, 22:01:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 3.6196, loss: 3.6196 +2025-05-19 20:59:01,550 - pyskl - INFO - Epoch [55][2700/3940] lr: 1.766e-02, eta: 1 day, 22:01:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 3.5536, loss: 3.5536 +2025-05-19 20:59:45,483 - pyskl - INFO - Epoch [55][2800/3940] lr: 1.765e-02, eta: 1 day, 22:00:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9694, loss_cls: 3.5539, loss: 3.5539 +2025-05-19 21:00:29,405 - pyskl - INFO - Epoch [55][2900/3940] lr: 1.765e-02, eta: 1 day, 21:59:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 3.7165, loss: 3.7165 +2025-05-19 21:01:13,338 - pyskl - INFO - Epoch [55][3000/3940] lr: 1.764e-02, eta: 1 day, 21:58:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 3.6961, loss: 3.6961 +2025-05-19 21:01:57,188 - pyskl - INFO - Epoch [55][3100/3940] lr: 1.764e-02, eta: 1 day, 21:58:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.7187, loss: 3.7187 +2025-05-19 21:02:41,092 - pyskl - INFO - Epoch [55][3200/3940] lr: 1.763e-02, eta: 1 day, 21:57:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9706, loss_cls: 3.4795, loss: 3.4795 +2025-05-19 21:03:24,935 - pyskl - INFO - Epoch [55][3300/3940] lr: 1.762e-02, eta: 1 day, 21:56:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 3.6028, loss: 3.6028 +2025-05-19 21:04:08,754 - pyskl - INFO - Epoch [55][3400/3940] lr: 1.762e-02, eta: 1 day, 21:55:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 3.6714, loss: 3.6714 +2025-05-19 21:04:52,571 - pyskl - INFO - Epoch [55][3500/3940] lr: 1.761e-02, eta: 1 day, 21:55:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 3.6261, loss: 3.6261 +2025-05-19 21:05:36,406 - pyskl - INFO - Epoch [55][3600/3940] lr: 1.760e-02, eta: 1 day, 21:54:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 3.7692, loss: 3.7692 +2025-05-19 21:06:20,204 - pyskl - INFO - Epoch [55][3700/3940] lr: 1.760e-02, eta: 1 day, 21:53:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 3.6070, loss: 3.6070 +2025-05-19 21:07:04,025 - pyskl - INFO - Epoch [55][3800/3940] lr: 1.759e-02, eta: 1 day, 21:52:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 3.6817, loss: 3.6817 +2025-05-19 21:07:47,855 - pyskl - INFO - Epoch [55][3900/3940] lr: 1.759e-02, eta: 1 day, 21:52:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.7600, loss: 3.7600 +2025-05-19 21:08:05,733 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-05-19 21:11:27,530 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 21:11:27,996 - pyskl - INFO - +top1_acc 0.6923 +top5_acc 0.9235 +2025-05-19 21:11:28,013 - pyskl - INFO - Epoch(val) [55][3183] top1_acc: 0.6923, top5_acc: 0.9235 +2025-05-19 21:12:37,024 - pyskl - INFO - Epoch [56][100/3940] lr: 1.758e-02, eta: 1 day, 21:51:19, time: 0.690, data_time: 0.249, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 3.7388, loss: 3.7388 +2025-05-19 21:13:21,026 - pyskl - INFO - Epoch [56][200/3940] lr: 1.757e-02, eta: 1 day, 21:50:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 3.5091, loss: 3.5091 +2025-05-19 21:14:04,978 - pyskl - INFO - Epoch [56][300/3940] lr: 1.757e-02, eta: 1 day, 21:49:51, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9819, loss_cls: 3.5267, loss: 3.5267 +2025-05-19 21:14:48,897 - pyskl - INFO - Epoch [56][400/3940] lr: 1.756e-02, eta: 1 day, 21:49:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.5116, loss: 3.5116 +2025-05-19 21:15:32,772 - pyskl - INFO - Epoch [56][500/3940] lr: 1.755e-02, eta: 1 day, 21:48:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 3.3963, loss: 3.3963 +2025-05-19 21:16:16,727 - pyskl - INFO - Epoch [56][600/3940] lr: 1.755e-02, eta: 1 day, 21:47:37, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.5362, loss: 3.5362 +2025-05-19 21:17:00,700 - pyskl - INFO - Epoch [56][700/3940] lr: 1.754e-02, eta: 1 day, 21:46:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 3.5462, loss: 3.5462 +2025-05-19 21:17:44,715 - pyskl - INFO - Epoch [56][800/3940] lr: 1.754e-02, eta: 1 day, 21:46:09, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.5357, loss: 3.5357 +2025-05-19 21:18:28,595 - pyskl - INFO - Epoch [56][900/3940] lr: 1.753e-02, eta: 1 day, 21:45:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9644, loss_cls: 3.5815, loss: 3.5815 +2025-05-19 21:19:12,543 - pyskl - INFO - Epoch [56][1000/3940] lr: 1.752e-02, eta: 1 day, 21:44:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 3.5929, loss: 3.5929 +2025-05-19 21:19:56,565 - pyskl - INFO - Epoch [56][1100/3940] lr: 1.752e-02, eta: 1 day, 21:43:55, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9794, loss_cls: 3.5677, loss: 3.5677 +2025-05-19 21:20:40,516 - pyskl - INFO - Epoch [56][1200/3940] lr: 1.751e-02, eta: 1 day, 21:43:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9619, loss_cls: 3.6717, loss: 3.6717 +2025-05-19 21:21:24,458 - pyskl - INFO - Epoch [56][1300/3940] lr: 1.751e-02, eta: 1 day, 21:42:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9675, loss_cls: 3.6257, loss: 3.6257 +2025-05-19 21:22:08,441 - pyskl - INFO - Epoch [56][1400/3940] lr: 1.750e-02, eta: 1 day, 21:41:42, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 3.6064, loss: 3.6064 +2025-05-19 21:22:52,341 - pyskl - INFO - Epoch [56][1500/3940] lr: 1.749e-02, eta: 1 day, 21:40:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9637, loss_cls: 3.6437, loss: 3.6437 +2025-05-19 21:23:36,239 - pyskl - INFO - Epoch [56][1600/3940] lr: 1.749e-02, eta: 1 day, 21:40:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 3.6774, loss: 3.6774 +2025-05-19 21:24:20,222 - pyskl - INFO - Epoch [56][1700/3940] lr: 1.748e-02, eta: 1 day, 21:39:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.7027, loss: 3.7027 +2025-05-19 21:25:04,102 - pyskl - INFO - Epoch [56][1800/3940] lr: 1.747e-02, eta: 1 day, 21:38:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 3.7124, loss: 3.7124 +2025-05-19 21:25:47,970 - pyskl - INFO - Epoch [56][1900/3940] lr: 1.747e-02, eta: 1 day, 21:38:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.4947, loss: 3.4947 +2025-05-19 21:26:31,817 - pyskl - INFO - Epoch [56][2000/3940] lr: 1.746e-02, eta: 1 day, 21:37:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9656, loss_cls: 3.6376, loss: 3.6376 +2025-05-19 21:27:15,629 - pyskl - INFO - Epoch [56][2100/3940] lr: 1.746e-02, eta: 1 day, 21:36:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.7299, loss: 3.7299 +2025-05-19 21:27:59,440 - pyskl - INFO - Epoch [56][2200/3940] lr: 1.745e-02, eta: 1 day, 21:35:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 3.5671, loss: 3.5671 +2025-05-19 21:28:43,125 - pyskl - INFO - Epoch [56][2300/3940] lr: 1.744e-02, eta: 1 day, 21:35:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9663, loss_cls: 3.7294, loss: 3.7294 +2025-05-19 21:29:26,926 - pyskl - INFO - Epoch [56][2400/3940] lr: 1.744e-02, eta: 1 day, 21:34:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 3.6095, loss: 3.6095 +2025-05-19 21:30:10,667 - pyskl - INFO - Epoch [56][2500/3940] lr: 1.743e-02, eta: 1 day, 21:33:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 3.6412, loss: 3.6412 +2025-05-19 21:30:54,382 - pyskl - INFO - Epoch [56][2600/3940] lr: 1.743e-02, eta: 1 day, 21:32:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9613, loss_cls: 3.6995, loss: 3.6995 +2025-05-19 21:31:38,189 - pyskl - INFO - Epoch [56][2700/3940] lr: 1.742e-02, eta: 1 day, 21:32:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.6456, loss: 3.6456 +2025-05-19 21:32:22,127 - pyskl - INFO - Epoch [56][2800/3940] lr: 1.741e-02, eta: 1 day, 21:31:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9637, loss_cls: 3.5953, loss: 3.5953 +2025-05-19 21:33:06,030 - pyskl - INFO - Epoch [56][2900/3940] lr: 1.741e-02, eta: 1 day, 21:30:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 3.6291, loss: 3.6291 +2025-05-19 21:33:49,913 - pyskl - INFO - Epoch [56][3000/3940] lr: 1.740e-02, eta: 1 day, 21:29:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9694, loss_cls: 3.6027, loss: 3.6027 +2025-05-19 21:34:33,870 - pyskl - INFO - Epoch [56][3100/3940] lr: 1.740e-02, eta: 1 day, 21:29:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 3.5221, loss: 3.5221 +2025-05-19 21:35:17,852 - pyskl - INFO - Epoch [56][3200/3940] lr: 1.739e-02, eta: 1 day, 21:28:20, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 3.6361, loss: 3.6361 +2025-05-19 21:36:01,791 - pyskl - INFO - Epoch [56][3300/3940] lr: 1.738e-02, eta: 1 day, 21:27:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9675, loss_cls: 3.6115, loss: 3.6115 +2025-05-19 21:36:45,687 - pyskl - INFO - Epoch [56][3400/3940] lr: 1.738e-02, eta: 1 day, 21:26:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 3.8306, loss: 3.8306 +2025-05-19 21:37:29,652 - pyskl - INFO - Epoch [56][3500/3940] lr: 1.737e-02, eta: 1 day, 21:26:07, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.6009, loss: 3.6009 +2025-05-19 21:38:13,589 - pyskl - INFO - Epoch [56][3600/3940] lr: 1.736e-02, eta: 1 day, 21:25:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 3.6849, loss: 3.6849 +2025-05-19 21:38:57,609 - pyskl - INFO - Epoch [56][3700/3940] lr: 1.736e-02, eta: 1 day, 21:24:38, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9681, loss_cls: 3.6366, loss: 3.6366 +2025-05-19 21:39:41,482 - pyskl - INFO - Epoch [56][3800/3940] lr: 1.735e-02, eta: 1 day, 21:23:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.6371, loss: 3.6371 +2025-05-19 21:40:25,337 - pyskl - INFO - Epoch [56][3900/3940] lr: 1.735e-02, eta: 1 day, 21:23:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.6389, loss: 3.6389 +2025-05-19 21:40:43,198 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-05-19 21:44:05,283 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 21:44:05,745 - pyskl - INFO - +top1_acc 0.7383 +top5_acc 0.9453 +2025-05-19 21:44:05,766 - pyskl - INFO - Epoch(val) [56][3183] top1_acc: 0.7383, top5_acc: 0.9453 +2025-05-19 21:45:15,150 - pyskl - INFO - Epoch [57][100/3940] lr: 1.734e-02, eta: 1 day, 21:22:20, time: 0.694, data_time: 0.253, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 3.6131, loss: 3.6131 +2025-05-19 21:45:59,260 - pyskl - INFO - Epoch [57][200/3940] lr: 1.733e-02, eta: 1 day, 21:21:36, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.4955, loss: 3.4955 +2025-05-19 21:46:43,278 - pyskl - INFO - Epoch [57][300/3940] lr: 1.733e-02, eta: 1 day, 21:20:52, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 3.4778, loss: 3.4778 +2025-05-19 21:47:27,196 - pyskl - INFO - Epoch [57][400/3940] lr: 1.732e-02, eta: 1 day, 21:20:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9731, loss_cls: 3.4403, loss: 3.4403 +2025-05-19 21:48:11,090 - pyskl - INFO - Epoch [57][500/3940] lr: 1.731e-02, eta: 1 day, 21:19:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.5200, loss: 3.5200 +2025-05-19 21:48:55,192 - pyskl - INFO - Epoch [57][600/3940] lr: 1.731e-02, eta: 1 day, 21:18:39, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 3.6690, loss: 3.6690 +2025-05-19 21:49:39,292 - pyskl - INFO - Epoch [57][700/3940] lr: 1.730e-02, eta: 1 day, 21:17:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 3.5443, loss: 3.5443 +2025-05-19 21:50:23,305 - pyskl - INFO - Epoch [57][800/3940] lr: 1.729e-02, eta: 1 day, 21:17:10, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 3.6551, loss: 3.6551 +2025-05-19 21:51:07,273 - pyskl - INFO - Epoch [57][900/3940] lr: 1.729e-02, eta: 1 day, 21:16:26, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.5776, loss: 3.5776 +2025-05-19 21:51:51,196 - pyskl - INFO - Epoch [57][1000/3940] lr: 1.728e-02, eta: 1 day, 21:15:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 3.5997, loss: 3.5997 +2025-05-19 21:52:35,191 - pyskl - INFO - Epoch [57][1100/3940] lr: 1.728e-02, eta: 1 day, 21:14:57, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9700, loss_cls: 3.5509, loss: 3.5509 +2025-05-19 21:53:19,195 - pyskl - INFO - Epoch [57][1200/3940] lr: 1.727e-02, eta: 1 day, 21:14:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9675, loss_cls: 3.7222, loss: 3.7222 +2025-05-19 21:54:03,160 - pyskl - INFO - Epoch [57][1300/3940] lr: 1.726e-02, eta: 1 day, 21:13:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9644, loss_cls: 3.6517, loss: 3.6517 +2025-05-19 21:54:47,058 - pyskl - INFO - Epoch [57][1400/3940] lr: 1.726e-02, eta: 1 day, 21:12:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9675, loss_cls: 3.6220, loss: 3.6220 +2025-05-19 21:55:30,991 - pyskl - INFO - Epoch [57][1500/3940] lr: 1.725e-02, eta: 1 day, 21:12:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9688, loss_cls: 3.5543, loss: 3.5543 +2025-05-19 21:56:14,981 - pyskl - INFO - Epoch [57][1600/3940] lr: 1.725e-02, eta: 1 day, 21:11:15, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 3.5770, loss: 3.5770 +2025-05-19 21:56:58,905 - pyskl - INFO - Epoch [57][1700/3940] lr: 1.724e-02, eta: 1 day, 21:10:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 3.3963, loss: 3.3963 +2025-05-19 21:57:42,828 - pyskl - INFO - Epoch [57][1800/3940] lr: 1.723e-02, eta: 1 day, 21:09:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 3.6131, loss: 3.6131 +2025-05-19 21:58:26,729 - pyskl - INFO - Epoch [57][1900/3940] lr: 1.723e-02, eta: 1 day, 21:09:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9631, loss_cls: 3.7228, loss: 3.7228 +2025-05-19 21:59:10,651 - pyskl - INFO - Epoch [57][2000/3940] lr: 1.722e-02, eta: 1 day, 21:08:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 3.4959, loss: 3.4959 +2025-05-19 21:59:54,613 - pyskl - INFO - Epoch [57][2100/3940] lr: 1.722e-02, eta: 1 day, 21:07:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 3.6340, loss: 3.6340 +2025-05-19 22:00:38,503 - pyskl - INFO - Epoch [57][2200/3940] lr: 1.721e-02, eta: 1 day, 21:06:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 3.4871, loss: 3.4871 +2025-05-19 22:01:22,401 - pyskl - INFO - Epoch [57][2300/3940] lr: 1.720e-02, eta: 1 day, 21:06:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9681, loss_cls: 3.4435, loss: 3.4435 +2025-05-19 22:02:06,244 - pyskl - INFO - Epoch [57][2400/3940] lr: 1.720e-02, eta: 1 day, 21:05:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 3.6786, loss: 3.6786 +2025-05-19 22:02:50,268 - pyskl - INFO - Epoch [57][2500/3940] lr: 1.719e-02, eta: 1 day, 21:04:36, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9669, loss_cls: 3.5236, loss: 3.5236 +2025-05-19 22:03:34,213 - pyskl - INFO - Epoch [57][2600/3940] lr: 1.718e-02, eta: 1 day, 21:03:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 3.6591, loss: 3.6591 +2025-05-19 22:04:18,111 - pyskl - INFO - Epoch [57][2700/3940] lr: 1.718e-02, eta: 1 day, 21:03:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 3.5604, loss: 3.5604 +2025-05-19 22:05:02,014 - pyskl - INFO - Epoch [57][2800/3940] lr: 1.717e-02, eta: 1 day, 21:02:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9700, loss_cls: 3.6257, loss: 3.6257 +2025-05-19 22:05:45,934 - pyskl - INFO - Epoch [57][2900/3940] lr: 1.717e-02, eta: 1 day, 21:01:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 3.4878, loss: 3.4878 +2025-05-19 22:06:29,852 - pyskl - INFO - Epoch [57][3000/3940] lr: 1.716e-02, eta: 1 day, 21:00:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 3.5484, loss: 3.5484 +2025-05-19 22:07:13,556 - pyskl - INFO - Epoch [57][3100/3940] lr: 1.715e-02, eta: 1 day, 21:00:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.5913, loss: 3.5913 +2025-05-19 22:07:57,576 - pyskl - INFO - Epoch [57][3200/3940] lr: 1.715e-02, eta: 1 day, 20:59:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 3.5979, loss: 3.5979 +2025-05-19 22:08:41,478 - pyskl - INFO - Epoch [57][3300/3940] lr: 1.714e-02, eta: 1 day, 20:58:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9619, loss_cls: 3.6527, loss: 3.6527 +2025-05-19 22:09:25,384 - pyskl - INFO - Epoch [57][3400/3940] lr: 1.713e-02, eta: 1 day, 20:57:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9656, loss_cls: 3.6310, loss: 3.6310 +2025-05-19 22:10:09,328 - pyskl - INFO - Epoch [57][3500/3940] lr: 1.713e-02, eta: 1 day, 20:57:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.6640, loss: 3.6640 +2025-05-19 22:10:53,180 - pyskl - INFO - Epoch [57][3600/3940] lr: 1.712e-02, eta: 1 day, 20:56:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 3.6568, loss: 3.6568 +2025-05-19 22:11:37,042 - pyskl - INFO - Epoch [57][3700/3940] lr: 1.712e-02, eta: 1 day, 20:55:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 3.6849, loss: 3.6849 +2025-05-19 22:12:20,910 - pyskl - INFO - Epoch [57][3800/3940] lr: 1.711e-02, eta: 1 day, 20:54:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9688, loss_cls: 3.6098, loss: 3.6098 +2025-05-19 22:13:04,782 - pyskl - INFO - Epoch [57][3900/3940] lr: 1.710e-02, eta: 1 day, 20:54:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9725, loss_cls: 3.7835, loss: 3.7835 +2025-05-19 22:13:22,771 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-05-19 22:16:44,682 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 22:16:45,153 - pyskl - INFO - +top1_acc 0.7435 +top5_acc 0.9522 +2025-05-19 22:16:45,171 - pyskl - INFO - Epoch(val) [57][3183] top1_acc: 0.7435, top5_acc: 0.9522 +2025-05-19 22:17:54,090 - pyskl - INFO - Epoch [58][100/3940] lr: 1.710e-02, eta: 1 day, 20:53:23, time: 0.689, data_time: 0.250, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9681, loss_cls: 3.6210, loss: 3.6210 +2025-05-19 22:18:37,925 - pyskl - INFO - Epoch [58][200/3940] lr: 1.709e-02, eta: 1 day, 20:52:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9712, loss_cls: 3.4516, loss: 3.4516 +2025-05-19 22:19:21,832 - pyskl - INFO - Epoch [58][300/3940] lr: 1.708e-02, eta: 1 day, 20:51:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 3.4471, loss: 3.4471 +2025-05-19 22:20:05,746 - pyskl - INFO - Epoch [58][400/3940] lr: 1.708e-02, eta: 1 day, 20:51:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9688, loss_cls: 3.4754, loss: 3.4754 +2025-05-19 22:20:49,683 - pyskl - INFO - Epoch [58][500/3940] lr: 1.707e-02, eta: 1 day, 20:50:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9675, loss_cls: 3.4909, loss: 3.4909 +2025-05-19 22:21:33,600 - pyskl - INFO - Epoch [58][600/3940] lr: 1.706e-02, eta: 1 day, 20:49:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9675, loss_cls: 3.5719, loss: 3.5719 +2025-05-19 22:22:17,520 - pyskl - INFO - Epoch [58][700/3940] lr: 1.706e-02, eta: 1 day, 20:48:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9688, loss_cls: 3.5563, loss: 3.5563 +2025-05-19 22:23:01,428 - pyskl - INFO - Epoch [58][800/3940] lr: 1.705e-02, eta: 1 day, 20:48:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9712, loss_cls: 3.6280, loss: 3.6280 +2025-05-19 22:23:45,286 - pyskl - INFO - Epoch [58][900/3940] lr: 1.705e-02, eta: 1 day, 20:47:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9663, loss_cls: 3.6323, loss: 3.6323 +2025-05-19 22:24:29,125 - pyskl - INFO - Epoch [58][1000/3940] lr: 1.704e-02, eta: 1 day, 20:46:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9731, loss_cls: 3.5768, loss: 3.5768 +2025-05-19 22:25:13,018 - pyskl - INFO - Epoch [58][1100/3940] lr: 1.703e-02, eta: 1 day, 20:45:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 3.5271, loss: 3.5271 +2025-05-19 22:25:56,871 - pyskl - INFO - Epoch [58][1200/3940] lr: 1.703e-02, eta: 1 day, 20:45:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9681, loss_cls: 3.6254, loss: 3.6254 +2025-05-19 22:26:40,784 - pyskl - INFO - Epoch [58][1300/3940] lr: 1.702e-02, eta: 1 day, 20:44:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 3.5191, loss: 3.5191 +2025-05-19 22:27:24,695 - pyskl - INFO - Epoch [58][1400/3940] lr: 1.701e-02, eta: 1 day, 20:43:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9594, loss_cls: 3.6799, loss: 3.6799 +2025-05-19 22:28:08,670 - pyskl - INFO - Epoch [58][1500/3940] lr: 1.701e-02, eta: 1 day, 20:43:00, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 3.5402, loss: 3.5402 +2025-05-19 22:28:52,600 - pyskl - INFO - Epoch [58][1600/3940] lr: 1.700e-02, eta: 1 day, 20:42:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.5662, loss: 3.5662 +2025-05-19 22:29:36,534 - pyskl - INFO - Epoch [58][1700/3940] lr: 1.700e-02, eta: 1 day, 20:41:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 3.6422, loss: 3.6422 +2025-05-19 22:30:20,382 - pyskl - INFO - Epoch [58][1800/3940] lr: 1.699e-02, eta: 1 day, 20:40:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 3.6351, loss: 3.6351 +2025-05-19 22:31:04,195 - pyskl - INFO - Epoch [58][1900/3940] lr: 1.698e-02, eta: 1 day, 20:40:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 3.5682, loss: 3.5682 +2025-05-19 22:31:48,036 - pyskl - INFO - Epoch [58][2000/3940] lr: 1.698e-02, eta: 1 day, 20:39:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 3.6228, loss: 3.6228 +2025-05-19 22:32:32,010 - pyskl - INFO - Epoch [58][2100/3940] lr: 1.697e-02, eta: 1 day, 20:38:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 3.7030, loss: 3.7030 +2025-05-19 22:33:15,858 - pyskl - INFO - Epoch [58][2200/3940] lr: 1.697e-02, eta: 1 day, 20:37:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.7373, loss: 3.7373 +2025-05-19 22:33:59,720 - pyskl - INFO - Epoch [58][2300/3940] lr: 1.696e-02, eta: 1 day, 20:37:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9656, loss_cls: 3.5957, loss: 3.5957 +2025-05-19 22:34:43,554 - pyskl - INFO - Epoch [58][2400/3940] lr: 1.695e-02, eta: 1 day, 20:36:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 3.5629, loss: 3.5629 +2025-05-19 22:35:27,266 - pyskl - INFO - Epoch [58][2500/3940] lr: 1.695e-02, eta: 1 day, 20:35:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9738, loss_cls: 3.4893, loss: 3.4893 +2025-05-19 22:36:11,118 - pyskl - INFO - Epoch [58][2600/3940] lr: 1.694e-02, eta: 1 day, 20:34:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9681, loss_cls: 3.5300, loss: 3.5300 +2025-05-19 22:36:54,951 - pyskl - INFO - Epoch [58][2700/3940] lr: 1.693e-02, eta: 1 day, 20:34:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9669, loss_cls: 3.6784, loss: 3.6784 +2025-05-19 22:37:38,703 - pyskl - INFO - Epoch [58][2800/3940] lr: 1.693e-02, eta: 1 day, 20:33:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 3.7124, loss: 3.7124 +2025-05-19 22:38:22,619 - pyskl - INFO - Epoch [58][2900/3940] lr: 1.692e-02, eta: 1 day, 20:32:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9663, loss_cls: 3.5381, loss: 3.5381 +2025-05-19 22:39:06,427 - pyskl - INFO - Epoch [58][3000/3940] lr: 1.692e-02, eta: 1 day, 20:31:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 3.5794, loss: 3.5794 +2025-05-19 22:39:50,223 - pyskl - INFO - Epoch [58][3100/3940] lr: 1.691e-02, eta: 1 day, 20:31:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 3.6077, loss: 3.6077 +2025-05-19 22:40:34,127 - pyskl - INFO - Epoch [58][3200/3940] lr: 1.690e-02, eta: 1 day, 20:30:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.6384, loss: 3.6384 +2025-05-19 22:41:17,862 - pyskl - INFO - Epoch [58][3300/3940] lr: 1.690e-02, eta: 1 day, 20:29:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9644, loss_cls: 3.5922, loss: 3.5922 +2025-05-19 22:42:01,776 - pyskl - INFO - Epoch [58][3400/3940] lr: 1.689e-02, eta: 1 day, 20:28:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 3.6190, loss: 3.6190 +2025-05-19 22:42:45,697 - pyskl - INFO - Epoch [58][3500/3940] lr: 1.688e-02, eta: 1 day, 20:28:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.6676, loss: 3.6676 +2025-05-19 22:43:29,533 - pyskl - INFO - Epoch [58][3600/3940] lr: 1.688e-02, eta: 1 day, 20:27:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 3.5991, loss: 3.5991 +2025-05-19 22:44:13,427 - pyskl - INFO - Epoch [58][3700/3940] lr: 1.687e-02, eta: 1 day, 20:26:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9606, loss_cls: 3.6526, loss: 3.6526 +2025-05-19 22:44:57,301 - pyskl - INFO - Epoch [58][3800/3940] lr: 1.687e-02, eta: 1 day, 20:25:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.6770, loss: 3.6770 +2025-05-19 22:45:41,158 - pyskl - INFO - Epoch [58][3900/3940] lr: 1.686e-02, eta: 1 day, 20:25:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.5964, loss: 3.5964 +2025-05-19 22:45:59,028 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-05-19 22:49:20,627 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 22:49:21,099 - pyskl - INFO - +top1_acc 0.7801 +top5_acc 0.9627 +2025-05-19 22:49:21,157 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_52.pth was removed +2025-05-19 22:49:22,273 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_58.pth. +2025-05-19 22:49:22,276 - pyskl - INFO - Best top1_acc is 0.7801 at 58 epoch. +2025-05-19 22:49:22,293 - pyskl - INFO - Epoch(val) [58][3183] top1_acc: 0.7801, top5_acc: 0.9627 +2025-05-19 22:50:32,002 - pyskl - INFO - Epoch [59][100/3940] lr: 1.685e-02, eta: 1 day, 20:24:22, time: 0.697, data_time: 0.257, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 3.4450, loss: 3.4450 +2025-05-19 22:51:16,267 - pyskl - INFO - Epoch [59][200/3940] lr: 1.684e-02, eta: 1 day, 20:23:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9738, loss_cls: 3.4655, loss: 3.4655 +2025-05-19 22:52:00,422 - pyskl - INFO - Epoch [59][300/3940] lr: 1.684e-02, eta: 1 day, 20:22:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 3.4575, loss: 3.4575 +2025-05-19 22:52:44,438 - pyskl - INFO - Epoch [59][400/3940] lr: 1.683e-02, eta: 1 day, 20:22:10, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 3.3968, loss: 3.3968 +2025-05-19 22:53:28,415 - pyskl - INFO - Epoch [59][500/3940] lr: 1.683e-02, eta: 1 day, 20:21:26, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 3.4847, loss: 3.4847 +2025-05-19 22:54:12,370 - pyskl - INFO - Epoch [59][600/3940] lr: 1.682e-02, eta: 1 day, 20:20:42, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9819, loss_cls: 3.4334, loss: 3.4334 +2025-05-19 22:54:56,276 - pyskl - INFO - Epoch [59][700/3940] lr: 1.681e-02, eta: 1 day, 20:19:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 3.5513, loss: 3.5513 +2025-05-19 22:55:40,110 - pyskl - INFO - Epoch [59][800/3940] lr: 1.681e-02, eta: 1 day, 20:19:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 3.6526, loss: 3.6526 +2025-05-19 22:56:23,990 - pyskl - INFO - Epoch [59][900/3940] lr: 1.680e-02, eta: 1 day, 20:18:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 3.5504, loss: 3.5504 +2025-05-19 22:57:07,851 - pyskl - INFO - Epoch [59][1000/3940] lr: 1.679e-02, eta: 1 day, 20:17:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.5690, loss: 3.5690 +2025-05-19 22:57:51,771 - pyskl - INFO - Epoch [59][1100/3940] lr: 1.679e-02, eta: 1 day, 20:16:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 3.5119, loss: 3.5119 +2025-05-19 22:58:35,671 - pyskl - INFO - Epoch [59][1200/3940] lr: 1.678e-02, eta: 1 day, 20:16:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9688, loss_cls: 3.6217, loss: 3.6217 +2025-05-19 22:59:19,653 - pyskl - INFO - Epoch [59][1300/3940] lr: 1.678e-02, eta: 1 day, 20:15:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.5867, loss: 3.5867 +2025-05-19 23:00:03,571 - pyskl - INFO - Epoch [59][1400/3940] lr: 1.677e-02, eta: 1 day, 20:14:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 3.5640, loss: 3.5640 +2025-05-19 23:00:47,467 - pyskl - INFO - Epoch [59][1500/3940] lr: 1.676e-02, eta: 1 day, 20:14:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.6145, loss: 3.6145 +2025-05-19 23:01:31,379 - pyskl - INFO - Epoch [59][1600/3940] lr: 1.676e-02, eta: 1 day, 20:13:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 3.5713, loss: 3.5713 +2025-05-19 23:02:15,303 - pyskl - INFO - Epoch [59][1700/3940] lr: 1.675e-02, eta: 1 day, 20:12:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 3.6449, loss: 3.6449 +2025-05-19 23:02:59,182 - pyskl - INFO - Epoch [59][1800/3940] lr: 1.674e-02, eta: 1 day, 20:11:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9663, loss_cls: 3.7073, loss: 3.7073 +2025-05-19 23:03:43,061 - pyskl - INFO - Epoch [59][1900/3940] lr: 1.674e-02, eta: 1 day, 20:11:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 3.5748, loss: 3.5748 +2025-05-19 23:04:27,108 - pyskl - INFO - Epoch [59][2000/3940] lr: 1.673e-02, eta: 1 day, 20:10:19, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 3.6207, loss: 3.6207 +2025-05-19 23:05:10,968 - pyskl - INFO - Epoch [59][2100/3940] lr: 1.673e-02, eta: 1 day, 20:09:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 3.5029, loss: 3.5029 +2025-05-19 23:05:54,858 - pyskl - INFO - Epoch [59][2200/3940] lr: 1.672e-02, eta: 1 day, 20:08:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.5376, loss: 3.5376 +2025-05-19 23:06:38,794 - pyskl - INFO - Epoch [59][2300/3940] lr: 1.671e-02, eta: 1 day, 20:08:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 3.6120, loss: 3.6120 +2025-05-19 23:07:22,688 - pyskl - INFO - Epoch [59][2400/3940] lr: 1.671e-02, eta: 1 day, 20:07:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 3.6591, loss: 3.6591 +2025-05-19 23:08:06,557 - pyskl - INFO - Epoch [59][2500/3940] lr: 1.670e-02, eta: 1 day, 20:06:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 3.5350, loss: 3.5350 +2025-05-19 23:08:50,457 - pyskl - INFO - Epoch [59][2600/3940] lr: 1.669e-02, eta: 1 day, 20:05:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 3.5747, loss: 3.5747 +2025-05-19 23:09:34,344 - pyskl - INFO - Epoch [59][2700/3940] lr: 1.669e-02, eta: 1 day, 20:05:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 3.5847, loss: 3.5847 +2025-05-19 23:10:18,224 - pyskl - INFO - Epoch [59][2800/3940] lr: 1.668e-02, eta: 1 day, 20:04:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9625, loss_cls: 3.5473, loss: 3.5473 +2025-05-19 23:11:02,126 - pyskl - INFO - Epoch [59][2900/3940] lr: 1.668e-02, eta: 1 day, 20:03:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9694, loss_cls: 3.5666, loss: 3.5666 +2025-05-19 23:11:46,153 - pyskl - INFO - Epoch [59][3000/3940] lr: 1.667e-02, eta: 1 day, 20:02:55, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 3.6429, loss: 3.6429 +2025-05-19 23:12:30,166 - pyskl - INFO - Epoch [59][3100/3940] lr: 1.666e-02, eta: 1 day, 20:02:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 3.6967, loss: 3.6967 +2025-05-19 23:13:14,139 - pyskl - INFO - Epoch [59][3200/3940] lr: 1.666e-02, eta: 1 day, 20:01:26, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9663, loss_cls: 3.6357, loss: 3.6357 +2025-05-19 23:13:58,085 - pyskl - INFO - Epoch [59][3300/3940] lr: 1.665e-02, eta: 1 day, 20:00:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 3.6975, loss: 3.6975 +2025-05-19 23:14:42,039 - pyskl - INFO - Epoch [59][3400/3940] lr: 1.664e-02, eta: 1 day, 19:59:58, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 3.6158, loss: 3.6158 +2025-05-19 23:15:26,021 - pyskl - INFO - Epoch [59][3500/3940] lr: 1.664e-02, eta: 1 day, 19:59:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.6099, loss: 3.6099 +2025-05-19 23:16:09,957 - pyskl - INFO - Epoch [59][3600/3940] lr: 1.663e-02, eta: 1 day, 19:58:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.5336, loss: 3.5336 +2025-05-19 23:16:53,815 - pyskl - INFO - Epoch [59][3700/3940] lr: 1.663e-02, eta: 1 day, 19:57:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.5241, loss: 3.5241 +2025-05-19 23:17:37,724 - pyskl - INFO - Epoch [59][3800/3940] lr: 1.662e-02, eta: 1 day, 19:57:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9656, loss_cls: 3.6041, loss: 3.6041 +2025-05-19 23:18:21,676 - pyskl - INFO - Epoch [59][3900/3940] lr: 1.661e-02, eta: 1 day, 19:56:16, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 3.6136, loss: 3.6136 +2025-05-19 23:18:39,789 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-05-19 23:22:01,860 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 23:22:02,329 - pyskl - INFO - +top1_acc 0.7700 +top5_acc 0.9532 +2025-05-19 23:22:02,347 - pyskl - INFO - Epoch(val) [59][3183] top1_acc: 0.7700, top5_acc: 0.9532 +2025-05-19 23:23:12,925 - pyskl - INFO - Epoch [60][100/3940] lr: 1.660e-02, eta: 1 day, 19:55:28, time: 0.706, data_time: 0.265, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 3.5570, loss: 3.5570 +2025-05-19 23:23:57,145 - pyskl - INFO - Epoch [60][200/3940] lr: 1.660e-02, eta: 1 day, 19:54:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 3.5364, loss: 3.5364 +2025-05-19 23:24:41,381 - pyskl - INFO - Epoch [60][300/3940] lr: 1.659e-02, eta: 1 day, 19:54:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.5812, loss: 3.5812 +2025-05-19 23:25:25,446 - pyskl - INFO - Epoch [60][400/3940] lr: 1.659e-02, eta: 1 day, 19:53:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 3.4677, loss: 3.4677 +2025-05-19 23:26:09,483 - pyskl - INFO - Epoch [60][500/3940] lr: 1.658e-02, eta: 1 day, 19:52:31, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 3.4341, loss: 3.4341 +2025-05-19 23:26:53,537 - pyskl - INFO - Epoch [60][600/3940] lr: 1.657e-02, eta: 1 day, 19:51:47, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 3.6486, loss: 3.6486 +2025-05-19 23:27:37,482 - pyskl - INFO - Epoch [60][700/3940] lr: 1.657e-02, eta: 1 day, 19:51:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.6634, loss: 3.6634 +2025-05-19 23:28:21,385 - pyskl - INFO - Epoch [60][800/3940] lr: 1.656e-02, eta: 1 day, 19:50:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 3.5292, loss: 3.5292 +2025-05-19 23:29:05,447 - pyskl - INFO - Epoch [60][900/3940] lr: 1.655e-02, eta: 1 day, 19:49:34, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9700, loss_cls: 3.5169, loss: 3.5169 +2025-05-19 23:29:49,479 - pyskl - INFO - Epoch [60][1000/3940] lr: 1.655e-02, eta: 1 day, 19:48:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9700, loss_cls: 3.5491, loss: 3.5491 +2025-05-19 23:30:33,451 - pyskl - INFO - Epoch [60][1100/3940] lr: 1.654e-02, eta: 1 day, 19:48:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.5939, loss: 3.5939 +2025-05-19 23:31:17,273 - pyskl - INFO - Epoch [60][1200/3940] lr: 1.654e-02, eta: 1 day, 19:47:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 3.4910, loss: 3.4910 +2025-05-19 23:32:00,995 - pyskl - INFO - Epoch [60][1300/3940] lr: 1.653e-02, eta: 1 day, 19:46:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 3.5217, loss: 3.5217 +2025-05-19 23:32:44,808 - pyskl - INFO - Epoch [60][1400/3940] lr: 1.652e-02, eta: 1 day, 19:45:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.4907, loss: 3.4907 +2025-05-19 23:33:28,631 - pyskl - INFO - Epoch [60][1500/3940] lr: 1.652e-02, eta: 1 day, 19:45:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 3.5365, loss: 3.5365 +2025-05-19 23:34:12,376 - pyskl - INFO - Epoch [60][1600/3940] lr: 1.651e-02, eta: 1 day, 19:44:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 3.5457, loss: 3.5457 +2025-05-19 23:34:56,161 - pyskl - INFO - Epoch [60][1700/3940] lr: 1.650e-02, eta: 1 day, 19:43:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.5761, loss: 3.5761 +2025-05-19 23:35:39,931 - pyskl - INFO - Epoch [60][1800/3940] lr: 1.650e-02, eta: 1 day, 19:42:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 3.3472, loss: 3.3472 +2025-05-19 23:36:23,848 - pyskl - INFO - Epoch [60][1900/3940] lr: 1.649e-02, eta: 1 day, 19:42:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 3.6832, loss: 3.6832 +2025-05-19 23:37:07,708 - pyskl - INFO - Epoch [60][2000/3940] lr: 1.649e-02, eta: 1 day, 19:41:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9688, loss_cls: 3.5860, loss: 3.5860 +2025-05-19 23:37:51,591 - pyskl - INFO - Epoch [60][2100/3940] lr: 1.648e-02, eta: 1 day, 19:40:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9675, loss_cls: 3.6528, loss: 3.6528 +2025-05-19 23:38:35,496 - pyskl - INFO - Epoch [60][2200/3940] lr: 1.647e-02, eta: 1 day, 19:39:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 3.6209, loss: 3.6209 +2025-05-19 23:39:19,312 - pyskl - INFO - Epoch [60][2300/3940] lr: 1.647e-02, eta: 1 day, 19:39:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9688, loss_cls: 3.5248, loss: 3.5248 +2025-05-19 23:40:03,039 - pyskl - INFO - Epoch [60][2400/3940] lr: 1.646e-02, eta: 1 day, 19:38:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9650, loss_cls: 3.5801, loss: 3.5801 +2025-05-19 23:40:46,815 - pyskl - INFO - Epoch [60][2500/3940] lr: 1.645e-02, eta: 1 day, 19:37:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.4544, loss: 3.4544 +2025-05-19 23:41:30,625 - pyskl - INFO - Epoch [60][2600/3940] lr: 1.645e-02, eta: 1 day, 19:36:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 3.6622, loss: 3.6622 +2025-05-19 23:42:14,463 - pyskl - INFO - Epoch [60][2700/3940] lr: 1.644e-02, eta: 1 day, 19:36:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 3.6033, loss: 3.6033 +2025-05-19 23:42:58,260 - pyskl - INFO - Epoch [60][2800/3940] lr: 1.643e-02, eta: 1 day, 19:35:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 3.5442, loss: 3.5442 +2025-05-19 23:43:42,039 - pyskl - INFO - Epoch [60][2900/3940] lr: 1.643e-02, eta: 1 day, 19:34:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.5921, loss: 3.5921 +2025-05-19 23:44:25,772 - pyskl - INFO - Epoch [60][3000/3940] lr: 1.642e-02, eta: 1 day, 19:33:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 3.4660, loss: 3.4660 +2025-05-19 23:45:09,575 - pyskl - INFO - Epoch [60][3100/3940] lr: 1.642e-02, eta: 1 day, 19:33:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.6186, loss: 3.6186 +2025-05-19 23:45:53,703 - pyskl - INFO - Epoch [60][3200/3940] lr: 1.641e-02, eta: 1 day, 19:32:30, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 3.4641, loss: 3.4641 +2025-05-19 23:46:37,614 - pyskl - INFO - Epoch [60][3300/3940] lr: 1.640e-02, eta: 1 day, 19:31:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 3.5401, loss: 3.5401 +2025-05-19 23:47:21,505 - pyskl - INFO - Epoch [60][3400/3940] lr: 1.640e-02, eta: 1 day, 19:31:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 3.5303, loss: 3.5303 +2025-05-19 23:48:05,395 - pyskl - INFO - Epoch [60][3500/3940] lr: 1.639e-02, eta: 1 day, 19:30:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 3.5553, loss: 3.5553 +2025-05-19 23:48:49,233 - pyskl - INFO - Epoch [60][3600/3940] lr: 1.638e-02, eta: 1 day, 19:29:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 3.4657, loss: 3.4657 +2025-05-19 23:49:33,228 - pyskl - INFO - Epoch [60][3700/3940] lr: 1.638e-02, eta: 1 day, 19:28:48, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 3.5416, loss: 3.5416 +2025-05-19 23:50:17,095 - pyskl - INFO - Epoch [60][3800/3940] lr: 1.637e-02, eta: 1 day, 19:28:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 3.6695, loss: 3.6695 +2025-05-19 23:51:00,911 - pyskl - INFO - Epoch [60][3900/3940] lr: 1.637e-02, eta: 1 day, 19:27:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 3.4951, loss: 3.4951 +2025-05-19 23:51:18,949 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-05-19 23:54:40,617 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-19 23:54:41,084 - pyskl - INFO - +top1_acc 0.7626 +top5_acc 0.9556 +2025-05-19 23:54:41,101 - pyskl - INFO - Epoch(val) [60][3183] top1_acc: 0.7626, top5_acc: 0.9556 +2025-05-19 23:55:49,911 - pyskl - INFO - Epoch [61][100/3940] lr: 1.636e-02, eta: 1 day, 19:26:27, time: 0.688, data_time: 0.248, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 3.6616, loss: 3.6616 +2025-05-19 23:56:33,858 - pyskl - INFO - Epoch [61][200/3940] lr: 1.635e-02, eta: 1 day, 19:25:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 3.5353, loss: 3.5353 +2025-05-19 23:57:17,810 - pyskl - INFO - Epoch [61][300/3940] lr: 1.634e-02, eta: 1 day, 19:24:59, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9719, loss_cls: 3.4824, loss: 3.4824 +2025-05-19 23:58:01,816 - pyskl - INFO - Epoch [61][400/3940] lr: 1.634e-02, eta: 1 day, 19:24:14, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9688, loss_cls: 3.5466, loss: 3.5466 +2025-05-19 23:58:45,816 - pyskl - INFO - Epoch [61][500/3940] lr: 1.633e-02, eta: 1 day, 19:23:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9738, loss_cls: 3.4685, loss: 3.4685 +2025-05-19 23:59:29,814 - pyskl - INFO - Epoch [61][600/3940] lr: 1.632e-02, eta: 1 day, 19:22:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.5298, loss: 3.5298 +2025-05-20 00:00:13,784 - pyskl - INFO - Epoch [61][700/3940] lr: 1.632e-02, eta: 1 day, 19:22:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 3.5034, loss: 3.5034 +2025-05-20 00:00:57,656 - pyskl - INFO - Epoch [61][800/3940] lr: 1.631e-02, eta: 1 day, 19:21:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 3.4462, loss: 3.4462 +2025-05-20 00:01:41,620 - pyskl - INFO - Epoch [61][900/3940] lr: 1.631e-02, eta: 1 day, 19:20:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.4052, loss: 3.4052 +2025-05-20 00:02:25,603 - pyskl - INFO - Epoch [61][1000/3940] lr: 1.630e-02, eta: 1 day, 19:19:48, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 3.5023, loss: 3.5023 +2025-05-20 00:03:09,564 - pyskl - INFO - Epoch [61][1100/3940] lr: 1.629e-02, eta: 1 day, 19:19:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 3.4714, loss: 3.4714 +2025-05-20 00:03:53,438 - pyskl - INFO - Epoch [61][1200/3940] lr: 1.629e-02, eta: 1 day, 19:18:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9731, loss_cls: 3.4569, loss: 3.4569 +2025-05-20 00:04:37,303 - pyskl - INFO - Epoch [61][1300/3940] lr: 1.628e-02, eta: 1 day, 19:17:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 3.6037, loss: 3.6037 +2025-05-20 00:05:21,151 - pyskl - INFO - Epoch [61][1400/3940] lr: 1.627e-02, eta: 1 day, 19:16:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9669, loss_cls: 3.5104, loss: 3.5104 +2025-05-20 00:06:05,080 - pyskl - INFO - Epoch [61][1500/3940] lr: 1.627e-02, eta: 1 day, 19:16:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9681, loss_cls: 3.5631, loss: 3.5631 +2025-05-20 00:06:49,045 - pyskl - INFO - Epoch [61][1600/3940] lr: 1.626e-02, eta: 1 day, 19:15:22, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9663, loss_cls: 3.5851, loss: 3.5851 +2025-05-20 00:07:32,944 - pyskl - INFO - Epoch [61][1700/3940] lr: 1.626e-02, eta: 1 day, 19:14:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 3.5896, loss: 3.5896 +2025-05-20 00:08:16,938 - pyskl - INFO - Epoch [61][1800/3940] lr: 1.625e-02, eta: 1 day, 19:13:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9637, loss_cls: 3.5876, loss: 3.5876 +2025-05-20 00:09:00,949 - pyskl - INFO - Epoch [61][1900/3940] lr: 1.624e-02, eta: 1 day, 19:13:09, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.3801, loss: 3.3801 +2025-05-20 00:09:44,891 - pyskl - INFO - Epoch [61][2000/3940] lr: 1.624e-02, eta: 1 day, 19:12:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9688, loss_cls: 3.5396, loss: 3.5396 +2025-05-20 00:10:28,825 - pyskl - INFO - Epoch [61][2100/3940] lr: 1.623e-02, eta: 1 day, 19:11:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9644, loss_cls: 3.5885, loss: 3.5885 +2025-05-20 00:11:12,753 - pyskl - INFO - Epoch [61][2200/3940] lr: 1.622e-02, eta: 1 day, 19:10:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 3.5512, loss: 3.5512 +2025-05-20 00:11:56,767 - pyskl - INFO - Epoch [61][2300/3940] lr: 1.622e-02, eta: 1 day, 19:10:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.6219, loss: 3.6219 +2025-05-20 00:12:40,622 - pyskl - INFO - Epoch [61][2400/3940] lr: 1.621e-02, eta: 1 day, 19:09:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 3.6145, loss: 3.6145 +2025-05-20 00:13:24,489 - pyskl - INFO - Epoch [61][2500/3940] lr: 1.620e-02, eta: 1 day, 19:08:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 3.5653, loss: 3.5653 +2025-05-20 00:14:08,415 - pyskl - INFO - Epoch [61][2600/3940] lr: 1.620e-02, eta: 1 day, 19:07:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 3.6118, loss: 3.6118 +2025-05-20 00:14:52,306 - pyskl - INFO - Epoch [61][2700/3940] lr: 1.619e-02, eta: 1 day, 19:07:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.4798, loss: 3.4798 +2025-05-20 00:15:36,199 - pyskl - INFO - Epoch [61][2800/3940] lr: 1.619e-02, eta: 1 day, 19:06:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 3.5908, loss: 3.5908 +2025-05-20 00:16:20,119 - pyskl - INFO - Epoch [61][2900/3940] lr: 1.618e-02, eta: 1 day, 19:05:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 3.6482, loss: 3.6482 +2025-05-20 00:17:03,990 - pyskl - INFO - Epoch [61][3000/3940] lr: 1.617e-02, eta: 1 day, 19:05:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 3.4078, loss: 3.4078 +2025-05-20 00:17:47,833 - pyskl - INFO - Epoch [61][3100/3940] lr: 1.617e-02, eta: 1 day, 19:04:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9669, loss_cls: 3.5986, loss: 3.5986 +2025-05-20 00:18:31,666 - pyskl - INFO - Epoch [61][3200/3940] lr: 1.616e-02, eta: 1 day, 19:03:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.4984, loss: 3.4984 +2025-05-20 00:19:15,679 - pyskl - INFO - Epoch [61][3300/3940] lr: 1.615e-02, eta: 1 day, 19:02:47, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9594, loss_cls: 3.6231, loss: 3.6231 +2025-05-20 00:19:59,683 - pyskl - INFO - Epoch [61][3400/3940] lr: 1.615e-02, eta: 1 day, 19:02:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9644, loss_cls: 3.6447, loss: 3.6447 +2025-05-20 00:20:43,585 - pyskl - INFO - Epoch [61][3500/3940] lr: 1.614e-02, eta: 1 day, 19:01:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 3.6301, loss: 3.6301 +2025-05-20 00:21:27,424 - pyskl - INFO - Epoch [61][3600/3940] lr: 1.613e-02, eta: 1 day, 19:00:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 3.4266, loss: 3.4266 +2025-05-20 00:22:11,298 - pyskl - INFO - Epoch [61][3700/3940] lr: 1.613e-02, eta: 1 day, 18:59:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9688, loss_cls: 3.5603, loss: 3.5603 +2025-05-20 00:22:55,201 - pyskl - INFO - Epoch [61][3800/3940] lr: 1.612e-02, eta: 1 day, 18:59:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.4211, loss: 3.4211 +2025-05-20 00:23:39,038 - pyskl - INFO - Epoch [61][3900/3940] lr: 1.612e-02, eta: 1 day, 18:58:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9712, loss_cls: 3.4401, loss: 3.4401 +2025-05-20 00:23:56,851 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-05-20 00:27:18,238 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 00:27:18,707 - pyskl - INFO - +top1_acc 0.7892 +top5_acc 0.9592 +2025-05-20 00:27:18,761 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_58.pth was removed +2025-05-20 00:27:19,872 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_61.pth. +2025-05-20 00:27:19,875 - pyskl - INFO - Best top1_acc is 0.7892 at 61 epoch. +2025-05-20 00:27:19,893 - pyskl - INFO - Epoch(val) [61][3183] top1_acc: 0.7892, top5_acc: 0.9592 +2025-05-20 00:28:29,544 - pyskl - INFO - Epoch [62][100/3940] lr: 1.611e-02, eta: 1 day, 18:57:30, time: 0.696, data_time: 0.256, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 3.6383, loss: 3.6383 +2025-05-20 00:29:13,566 - pyskl - INFO - Epoch [62][200/3940] lr: 1.610e-02, eta: 1 day, 18:56:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 3.4758, loss: 3.4758 +2025-05-20 00:29:57,517 - pyskl - INFO - Epoch [62][300/3940] lr: 1.609e-02, eta: 1 day, 18:56:02, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 3.4620, loss: 3.4620 +2025-05-20 00:30:41,563 - pyskl - INFO - Epoch [62][400/3940] lr: 1.609e-02, eta: 1 day, 18:55:17, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9700, loss_cls: 3.3781, loss: 3.3781 +2025-05-20 00:31:25,426 - pyskl - INFO - Epoch [62][500/3940] lr: 1.608e-02, eta: 1 day, 18:54:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 3.4899, loss: 3.4899 +2025-05-20 00:32:09,328 - pyskl - INFO - Epoch [62][600/3940] lr: 1.607e-02, eta: 1 day, 18:53:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 3.4854, loss: 3.4854 +2025-05-20 00:32:53,241 - pyskl - INFO - Epoch [62][700/3940] lr: 1.607e-02, eta: 1 day, 18:53:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 3.4919, loss: 3.4919 +2025-05-20 00:33:37,127 - pyskl - INFO - Epoch [62][800/3940] lr: 1.606e-02, eta: 1 day, 18:52:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.5024, loss: 3.5024 +2025-05-20 00:34:20,993 - pyskl - INFO - Epoch [62][900/3940] lr: 1.606e-02, eta: 1 day, 18:51:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.5719, loss: 3.5719 +2025-05-20 00:35:04,833 - pyskl - INFO - Epoch [62][1000/3940] lr: 1.605e-02, eta: 1 day, 18:50:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9719, loss_cls: 3.3981, loss: 3.3981 +2025-05-20 00:35:48,722 - pyskl - INFO - Epoch [62][1100/3940] lr: 1.604e-02, eta: 1 day, 18:50:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 3.5571, loss: 3.5571 +2025-05-20 00:36:32,604 - pyskl - INFO - Epoch [62][1200/3940] lr: 1.604e-02, eta: 1 day, 18:49:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 3.4114, loss: 3.4114 +2025-05-20 00:37:16,475 - pyskl - INFO - Epoch [62][1300/3940] lr: 1.603e-02, eta: 1 day, 18:48:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9725, loss_cls: 3.7014, loss: 3.7014 +2025-05-20 00:38:00,342 - pyskl - INFO - Epoch [62][1400/3940] lr: 1.602e-02, eta: 1 day, 18:47:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.4885, loss: 3.4885 +2025-05-20 00:38:44,279 - pyskl - INFO - Epoch [62][1500/3940] lr: 1.602e-02, eta: 1 day, 18:47:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.5322, loss: 3.5322 +2025-05-20 00:39:28,229 - pyskl - INFO - Epoch [62][1600/3940] lr: 1.601e-02, eta: 1 day, 18:46:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 3.3869, loss: 3.3869 +2025-05-20 00:40:12,017 - pyskl - INFO - Epoch [62][1700/3940] lr: 1.600e-02, eta: 1 day, 18:45:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 3.4462, loss: 3.4462 +2025-05-20 00:40:55,891 - pyskl - INFO - Epoch [62][1800/3940] lr: 1.600e-02, eta: 1 day, 18:44:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.5072, loss: 3.5072 +2025-05-20 00:41:39,755 - pyskl - INFO - Epoch [62][1900/3940] lr: 1.599e-02, eta: 1 day, 18:44:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9725, loss_cls: 3.4465, loss: 3.4465 +2025-05-20 00:42:23,614 - pyskl - INFO - Epoch [62][2000/3940] lr: 1.599e-02, eta: 1 day, 18:43:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 3.3525, loss: 3.3525 +2025-05-20 00:43:07,529 - pyskl - INFO - Epoch [62][2100/3940] lr: 1.598e-02, eta: 1 day, 18:42:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 3.5387, loss: 3.5387 +2025-05-20 00:43:51,722 - pyskl - INFO - Epoch [62][2200/3940] lr: 1.597e-02, eta: 1 day, 18:41:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 3.5468, loss: 3.5468 +2025-05-20 00:44:35,711 - pyskl - INFO - Epoch [62][2300/3940] lr: 1.597e-02, eta: 1 day, 18:41:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.5292, loss: 3.5292 +2025-05-20 00:45:19,651 - pyskl - INFO - Epoch [62][2400/3940] lr: 1.596e-02, eta: 1 day, 18:40:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9681, loss_cls: 3.5234, loss: 3.5234 +2025-05-20 00:46:03,547 - pyskl - INFO - Epoch [62][2500/3940] lr: 1.595e-02, eta: 1 day, 18:39:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.5541, loss: 3.5541 +2025-05-20 00:46:47,515 - pyskl - INFO - Epoch [62][2600/3940] lr: 1.595e-02, eta: 1 day, 18:39:00, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 3.6447, loss: 3.6447 +2025-05-20 00:47:31,418 - pyskl - INFO - Epoch [62][2700/3940] lr: 1.594e-02, eta: 1 day, 18:38:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 3.5458, loss: 3.5458 +2025-05-20 00:48:15,307 - pyskl - INFO - Epoch [62][2800/3940] lr: 1.593e-02, eta: 1 day, 18:37:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9650, loss_cls: 3.6235, loss: 3.6235 +2025-05-20 00:48:59,178 - pyskl - INFO - Epoch [62][2900/3940] lr: 1.593e-02, eta: 1 day, 18:36:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9656, loss_cls: 3.4688, loss: 3.4688 +2025-05-20 00:49:43,079 - pyskl - INFO - Epoch [62][3000/3940] lr: 1.592e-02, eta: 1 day, 18:36:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9719, loss_cls: 3.4717, loss: 3.4717 +2025-05-20 00:50:26,981 - pyskl - INFO - Epoch [62][3100/3940] lr: 1.592e-02, eta: 1 day, 18:35:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9675, loss_cls: 3.6377, loss: 3.6377 +2025-05-20 00:51:10,952 - pyskl - INFO - Epoch [62][3200/3940] lr: 1.591e-02, eta: 1 day, 18:34:34, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9669, loss_cls: 3.6378, loss: 3.6378 +2025-05-20 00:51:54,826 - pyskl - INFO - Epoch [62][3300/3940] lr: 1.590e-02, eta: 1 day, 18:33:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 3.6060, loss: 3.6060 +2025-05-20 00:52:38,778 - pyskl - INFO - Epoch [62][3400/3940] lr: 1.590e-02, eta: 1 day, 18:33:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 3.6360, loss: 3.6360 +2025-05-20 00:53:22,796 - pyskl - INFO - Epoch [62][3500/3940] lr: 1.589e-02, eta: 1 day, 18:32:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.5054, loss: 3.5054 +2025-05-20 00:54:06,731 - pyskl - INFO - Epoch [62][3600/3940] lr: 1.588e-02, eta: 1 day, 18:31:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9637, loss_cls: 3.6257, loss: 3.6257 +2025-05-20 00:54:50,711 - pyskl - INFO - Epoch [62][3700/3940] lr: 1.588e-02, eta: 1 day, 18:30:52, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.6325, loss: 3.6325 +2025-05-20 00:55:34,619 - pyskl - INFO - Epoch [62][3800/3940] lr: 1.587e-02, eta: 1 day, 18:30:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 3.6425, loss: 3.6425 +2025-05-20 00:56:18,541 - pyskl - INFO - Epoch [62][3900/3940] lr: 1.586e-02, eta: 1 day, 18:29:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.5231, loss: 3.5231 +2025-05-20 00:56:36,596 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-05-20 00:59:58,027 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 00:59:58,492 - pyskl - INFO - +top1_acc 0.7912 +top5_acc 0.9594 +2025-05-20 00:59:58,548 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_61.pth was removed +2025-05-20 00:59:59,656 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_62.pth. +2025-05-20 00:59:59,658 - pyskl - INFO - Best top1_acc is 0.7912 at 62 epoch. +2025-05-20 00:59:59,676 - pyskl - INFO - Epoch(val) [62][3183] top1_acc: 0.7912, top5_acc: 0.9594 +2025-05-20 01:01:09,234 - pyskl - INFO - Epoch [63][100/3940] lr: 1.586e-02, eta: 1 day, 18:28:33, time: 0.696, data_time: 0.255, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9756, loss_cls: 3.3992, loss: 3.3992 +2025-05-20 01:01:53,084 - pyskl - INFO - Epoch [63][200/3940] lr: 1.585e-02, eta: 1 day, 18:27:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 3.5452, loss: 3.5452 +2025-05-20 01:02:36,997 - pyskl - INFO - Epoch [63][300/3940] lr: 1.584e-02, eta: 1 day, 18:27:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9725, loss_cls: 3.4430, loss: 3.4430 +2025-05-20 01:03:20,950 - pyskl - INFO - Epoch [63][400/3940] lr: 1.584e-02, eta: 1 day, 18:26:19, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9725, loss_cls: 3.3560, loss: 3.3560 +2025-05-20 01:04:04,909 - pyskl - INFO - Epoch [63][500/3940] lr: 1.583e-02, eta: 1 day, 18:25:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 3.5368, loss: 3.5368 +2025-05-20 01:04:48,770 - pyskl - INFO - Epoch [63][600/3940] lr: 1.582e-02, eta: 1 day, 18:24:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9700, loss_cls: 3.5056, loss: 3.5056 +2025-05-20 01:05:32,587 - pyskl - INFO - Epoch [63][700/3940] lr: 1.582e-02, eta: 1 day, 18:24:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9669, loss_cls: 3.5843, loss: 3.5843 +2025-05-20 01:06:16,414 - pyskl - INFO - Epoch [63][800/3940] lr: 1.581e-02, eta: 1 day, 18:23:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.3869, loss: 3.3869 +2025-05-20 01:07:00,234 - pyskl - INFO - Epoch [63][900/3940] lr: 1.580e-02, eta: 1 day, 18:22:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9712, loss_cls: 3.4597, loss: 3.4597 +2025-05-20 01:07:44,114 - pyskl - INFO - Epoch [63][1000/3940] lr: 1.580e-02, eta: 1 day, 18:21:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 3.5341, loss: 3.5341 +2025-05-20 01:08:27,922 - pyskl - INFO - Epoch [63][1100/3940] lr: 1.579e-02, eta: 1 day, 18:21:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 3.3936, loss: 3.3936 +2025-05-20 01:09:11,770 - pyskl - INFO - Epoch [63][1200/3940] lr: 1.578e-02, eta: 1 day, 18:20:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 3.5340, loss: 3.5340 +2025-05-20 01:09:55,568 - pyskl - INFO - Epoch [63][1300/3940] lr: 1.578e-02, eta: 1 day, 18:19:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 3.4283, loss: 3.4283 +2025-05-20 01:10:39,494 - pyskl - INFO - Epoch [63][1400/3940] lr: 1.577e-02, eta: 1 day, 18:18:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9675, loss_cls: 3.4619, loss: 3.4619 +2025-05-20 01:11:23,475 - pyskl - INFO - Epoch [63][1500/3940] lr: 1.577e-02, eta: 1 day, 18:18:10, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9706, loss_cls: 3.5153, loss: 3.5153 +2025-05-20 01:12:07,326 - pyskl - INFO - Epoch [63][1600/3940] lr: 1.576e-02, eta: 1 day, 18:17:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.4386, loss: 3.4386 +2025-05-20 01:12:51,166 - pyskl - INFO - Epoch [63][1700/3940] lr: 1.575e-02, eta: 1 day, 18:16:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 3.3919, loss: 3.3919 +2025-05-20 01:13:35,124 - pyskl - INFO - Epoch [63][1800/3940] lr: 1.575e-02, eta: 1 day, 18:15:57, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9694, loss_cls: 3.5230, loss: 3.5230 +2025-05-20 01:14:18,950 - pyskl - INFO - Epoch [63][1900/3940] lr: 1.574e-02, eta: 1 day, 18:15:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9825, loss_cls: 3.4858, loss: 3.4858 +2025-05-20 01:15:02,886 - pyskl - INFO - Epoch [63][2000/3940] lr: 1.573e-02, eta: 1 day, 18:14:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.4920, loss: 3.4920 +2025-05-20 01:15:46,853 - pyskl - INFO - Epoch [63][2100/3940] lr: 1.573e-02, eta: 1 day, 18:13:44, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 3.4783, loss: 3.4783 +2025-05-20 01:16:30,714 - pyskl - INFO - Epoch [63][2200/3940] lr: 1.572e-02, eta: 1 day, 18:12:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.4482, loss: 3.4482 +2025-05-20 01:17:14,584 - pyskl - INFO - Epoch [63][2300/3940] lr: 1.571e-02, eta: 1 day, 18:12:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 3.4841, loss: 3.4841 +2025-05-20 01:17:58,474 - pyskl - INFO - Epoch [63][2400/3940] lr: 1.571e-02, eta: 1 day, 18:11:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9644, loss_cls: 3.5630, loss: 3.5630 +2025-05-20 01:18:42,341 - pyskl - INFO - Epoch [63][2500/3940] lr: 1.570e-02, eta: 1 day, 18:10:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9812, loss_cls: 3.5710, loss: 3.5710 +2025-05-20 01:19:26,273 - pyskl - INFO - Epoch [63][2600/3940] lr: 1.569e-02, eta: 1 day, 18:10:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 3.5093, loss: 3.5093 +2025-05-20 01:20:10,112 - pyskl - INFO - Epoch [63][2700/3940] lr: 1.569e-02, eta: 1 day, 18:09:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.5715, loss: 3.5715 +2025-05-20 01:20:53,788 - pyskl - INFO - Epoch [63][2800/3940] lr: 1.568e-02, eta: 1 day, 18:08:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9731, loss_cls: 3.5152, loss: 3.5152 +2025-05-20 01:21:37,516 - pyskl - INFO - Epoch [63][2900/3940] lr: 1.568e-02, eta: 1 day, 18:07:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9688, loss_cls: 3.6028, loss: 3.6028 +2025-05-20 01:22:21,291 - pyskl - INFO - Epoch [63][3000/3940] lr: 1.567e-02, eta: 1 day, 18:07:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9644, loss_cls: 3.5897, loss: 3.5897 +2025-05-20 01:23:05,029 - pyskl - INFO - Epoch [63][3100/3940] lr: 1.566e-02, eta: 1 day, 18:06:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9656, loss_cls: 3.6173, loss: 3.6173 +2025-05-20 01:23:48,848 - pyskl - INFO - Epoch [63][3200/3940] lr: 1.566e-02, eta: 1 day, 18:05:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9663, loss_cls: 3.5286, loss: 3.5286 +2025-05-20 01:24:32,629 - pyskl - INFO - Epoch [63][3300/3940] lr: 1.565e-02, eta: 1 day, 18:04:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9738, loss_cls: 3.4488, loss: 3.4488 +2025-05-20 01:25:16,419 - pyskl - INFO - Epoch [63][3400/3940] lr: 1.564e-02, eta: 1 day, 18:04:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9663, loss_cls: 3.5354, loss: 3.5354 +2025-05-20 01:26:00,178 - pyskl - INFO - Epoch [63][3500/3940] lr: 1.564e-02, eta: 1 day, 18:03:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.6626, loss: 3.6626 +2025-05-20 01:26:44,062 - pyskl - INFO - Epoch [63][3600/3940] lr: 1.563e-02, eta: 1 day, 18:02:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9669, loss_cls: 3.5756, loss: 3.5756 +2025-05-20 01:27:28,012 - pyskl - INFO - Epoch [63][3700/3940] lr: 1.562e-02, eta: 1 day, 18:01:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 3.4612, loss: 3.4612 +2025-05-20 01:28:11,924 - pyskl - INFO - Epoch [63][3800/3940] lr: 1.562e-02, eta: 1 day, 18:01:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 3.4992, loss: 3.4992 +2025-05-20 01:28:55,835 - pyskl - INFO - Epoch [63][3900/3940] lr: 1.561e-02, eta: 1 day, 18:00:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 3.5322, loss: 3.5322 +2025-05-20 01:29:13,779 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-05-20 01:32:36,382 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 01:32:36,839 - pyskl - INFO - +top1_acc 0.7763 +top5_acc 0.9558 +2025-05-20 01:32:36,855 - pyskl - INFO - Epoch(val) [63][3183] top1_acc: 0.7763, top5_acc: 0.9558 +2025-05-20 01:33:46,313 - pyskl - INFO - Epoch [64][100/3940] lr: 1.560e-02, eta: 1 day, 17:59:31, time: 0.695, data_time: 0.253, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9756, loss_cls: 3.4189, loss: 3.4189 +2025-05-20 01:34:30,289 - pyskl - INFO - Epoch [64][200/3940] lr: 1.560e-02, eta: 1 day, 17:58:47, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 3.3198, loss: 3.3198 +2025-05-20 01:35:14,328 - pyskl - INFO - Epoch [64][300/3940] lr: 1.559e-02, eta: 1 day, 17:58:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9725, loss_cls: 3.3438, loss: 3.3438 +2025-05-20 01:35:58,302 - pyskl - INFO - Epoch [64][400/3940] lr: 1.558e-02, eta: 1 day, 17:57:19, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 3.3647, loss: 3.3647 +2025-05-20 01:36:42,276 - pyskl - INFO - Epoch [64][500/3940] lr: 1.558e-02, eta: 1 day, 17:56:34, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 3.4492, loss: 3.4492 +2025-05-20 01:37:26,213 - pyskl - INFO - Epoch [64][600/3940] lr: 1.557e-02, eta: 1 day, 17:55:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.6014, loss: 3.6014 +2025-05-20 01:38:10,155 - pyskl - INFO - Epoch [64][700/3940] lr: 1.556e-02, eta: 1 day, 17:55:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9719, loss_cls: 3.5525, loss: 3.5525 +2025-05-20 01:38:54,040 - pyskl - INFO - Epoch [64][800/3940] lr: 1.556e-02, eta: 1 day, 17:54:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 3.4444, loss: 3.4444 +2025-05-20 01:39:37,925 - pyskl - INFO - Epoch [64][900/3940] lr: 1.555e-02, eta: 1 day, 17:53:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 3.4828, loss: 3.4828 +2025-05-20 01:40:21,752 - pyskl - INFO - Epoch [64][1000/3940] lr: 1.554e-02, eta: 1 day, 17:52:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 3.4313, loss: 3.4313 +2025-05-20 01:41:05,629 - pyskl - INFO - Epoch [64][1100/3940] lr: 1.554e-02, eta: 1 day, 17:52:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 3.4856, loss: 3.4856 +2025-05-20 01:41:49,455 - pyskl - INFO - Epoch [64][1200/3940] lr: 1.553e-02, eta: 1 day, 17:51:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9794, loss_cls: 3.5606, loss: 3.5606 +2025-05-20 01:42:33,313 - pyskl - INFO - Epoch [64][1300/3940] lr: 1.552e-02, eta: 1 day, 17:50:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.3404, loss: 3.3404 +2025-05-20 01:43:17,182 - pyskl - INFO - Epoch [64][1400/3940] lr: 1.552e-02, eta: 1 day, 17:49:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 3.4202, loss: 3.4202 +2025-05-20 01:44:01,008 - pyskl - INFO - Epoch [64][1500/3940] lr: 1.551e-02, eta: 1 day, 17:49:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9688, loss_cls: 3.5278, loss: 3.5278 +2025-05-20 01:44:44,890 - pyskl - INFO - Epoch [64][1600/3940] lr: 1.551e-02, eta: 1 day, 17:48:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9681, loss_cls: 3.5162, loss: 3.5162 +2025-05-20 01:45:28,820 - pyskl - INFO - Epoch [64][1700/3940] lr: 1.550e-02, eta: 1 day, 17:47:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.6346, loss: 3.6346 +2025-05-20 01:46:12,731 - pyskl - INFO - Epoch [64][1800/3940] lr: 1.549e-02, eta: 1 day, 17:46:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 3.5083, loss: 3.5083 +2025-05-20 01:46:56,644 - pyskl - INFO - Epoch [64][1900/3940] lr: 1.549e-02, eta: 1 day, 17:46:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.5043, loss: 3.5043 +2025-05-20 01:47:40,557 - pyskl - INFO - Epoch [64][2000/3940] lr: 1.548e-02, eta: 1 day, 17:45:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 3.4890, loss: 3.4890 +2025-05-20 01:48:24,412 - pyskl - INFO - Epoch [64][2100/3940] lr: 1.547e-02, eta: 1 day, 17:44:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 3.4623, loss: 3.4623 +2025-05-20 01:49:08,281 - pyskl - INFO - Epoch [64][2200/3940] lr: 1.547e-02, eta: 1 day, 17:43:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9669, loss_cls: 3.5717, loss: 3.5717 +2025-05-20 01:49:52,174 - pyskl - INFO - Epoch [64][2300/3940] lr: 1.546e-02, eta: 1 day, 17:43:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 3.4869, loss: 3.4869 +2025-05-20 01:50:36,035 - pyskl - INFO - Epoch [64][2400/3940] lr: 1.545e-02, eta: 1 day, 17:42:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 3.6085, loss: 3.6085 +2025-05-20 01:51:19,933 - pyskl - INFO - Epoch [64][2500/3940] lr: 1.545e-02, eta: 1 day, 17:41:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 3.3025, loss: 3.3025 +2025-05-20 01:52:03,899 - pyskl - INFO - Epoch [64][2600/3940] lr: 1.544e-02, eta: 1 day, 17:41:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 3.3943, loss: 3.3943 +2025-05-20 01:52:47,806 - pyskl - INFO - Epoch [64][2700/3940] lr: 1.543e-02, eta: 1 day, 17:40:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 3.4132, loss: 3.4132 +2025-05-20 01:53:31,729 - pyskl - INFO - Epoch [64][2800/3940] lr: 1.543e-02, eta: 1 day, 17:39:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 3.4477, loss: 3.4477 +2025-05-20 01:54:15,631 - pyskl - INFO - Epoch [64][2900/3940] lr: 1.542e-02, eta: 1 day, 17:38:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 3.5390, loss: 3.5390 +2025-05-20 01:54:59,624 - pyskl - INFO - Epoch [64][3000/3940] lr: 1.542e-02, eta: 1 day, 17:38:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9706, loss_cls: 3.4527, loss: 3.4527 +2025-05-20 01:55:43,562 - pyskl - INFO - Epoch [64][3100/3940] lr: 1.541e-02, eta: 1 day, 17:37:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9700, loss_cls: 3.4856, loss: 3.4856 +2025-05-20 01:56:27,547 - pyskl - INFO - Epoch [64][3200/3940] lr: 1.540e-02, eta: 1 day, 17:36:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9738, loss_cls: 3.4778, loss: 3.4778 +2025-05-20 01:57:11,460 - pyskl - INFO - Epoch [64][3300/3940] lr: 1.540e-02, eta: 1 day, 17:35:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 3.5798, loss: 3.5798 +2025-05-20 01:57:55,446 - pyskl - INFO - Epoch [64][3400/3940] lr: 1.539e-02, eta: 1 day, 17:35:07, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.6243, loss: 3.6243 +2025-05-20 01:58:39,437 - pyskl - INFO - Epoch [64][3500/3940] lr: 1.538e-02, eta: 1 day, 17:34:22, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.5623, loss: 3.5623 +2025-05-20 01:59:23,411 - pyskl - INFO - Epoch [64][3600/3940] lr: 1.538e-02, eta: 1 day, 17:33:38, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.4772, loss: 3.4772 +2025-05-20 02:00:07,329 - pyskl - INFO - Epoch [64][3700/3940] lr: 1.537e-02, eta: 1 day, 17:32:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9725, loss_cls: 3.4464, loss: 3.4464 +2025-05-20 02:00:51,374 - pyskl - INFO - Epoch [64][3800/3940] lr: 1.536e-02, eta: 1 day, 17:32:10, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9688, loss_cls: 3.5668, loss: 3.5668 +2025-05-20 02:01:35,257 - pyskl - INFO - Epoch [64][3900/3940] lr: 1.536e-02, eta: 1 day, 17:31:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9637, loss_cls: 3.6433, loss: 3.6433 +2025-05-20 02:01:53,188 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-05-20 02:05:14,931 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 02:05:15,401 - pyskl - INFO - +top1_acc 0.7836 +top5_acc 0.9603 +2025-05-20 02:05:15,419 - pyskl - INFO - Epoch(val) [64][3183] top1_acc: 0.7836, top5_acc: 0.9603 +2025-05-20 02:06:24,573 - pyskl - INFO - Epoch [65][100/3940] lr: 1.535e-02, eta: 1 day, 17:30:33, time: 0.691, data_time: 0.252, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 3.6670, loss: 3.6670 +2025-05-20 02:07:08,561 - pyskl - INFO - Epoch [65][200/3940] lr: 1.534e-02, eta: 1 day, 17:29:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 3.4138, loss: 3.4138 +2025-05-20 02:07:52,821 - pyskl - INFO - Epoch [65][300/3940] lr: 1.534e-02, eta: 1 day, 17:29:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 3.5191, loss: 3.5191 +2025-05-20 02:08:36,954 - pyskl - INFO - Epoch [65][400/3940] lr: 1.533e-02, eta: 1 day, 17:28:21, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9712, loss_cls: 3.3866, loss: 3.3866 +2025-05-20 02:09:21,063 - pyskl - INFO - Epoch [65][500/3940] lr: 1.532e-02, eta: 1 day, 17:27:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9744, loss_cls: 3.3334, loss: 3.3334 +2025-05-20 02:10:05,143 - pyskl - INFO - Epoch [65][600/3940] lr: 1.532e-02, eta: 1 day, 17:26:53, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 3.3053, loss: 3.3053 +2025-05-20 02:10:49,220 - pyskl - INFO - Epoch [65][700/3940] lr: 1.531e-02, eta: 1 day, 17:26:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 3.3765, loss: 3.3765 +2025-05-20 02:11:33,297 - pyskl - INFO - Epoch [65][800/3940] lr: 1.530e-02, eta: 1 day, 17:25:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 3.3957, loss: 3.3957 +2025-05-20 02:12:17,302 - pyskl - INFO - Epoch [65][900/3940] lr: 1.530e-02, eta: 1 day, 17:24:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 3.4540, loss: 3.4540 +2025-05-20 02:13:01,231 - pyskl - INFO - Epoch [65][1000/3940] lr: 1.529e-02, eta: 1 day, 17:23:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 3.5327, loss: 3.5327 +2025-05-20 02:13:45,126 - pyskl - INFO - Epoch [65][1100/3940] lr: 1.528e-02, eta: 1 day, 17:23:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9731, loss_cls: 3.4688, loss: 3.4688 +2025-05-20 02:14:29,134 - pyskl - INFO - Epoch [65][1200/3940] lr: 1.528e-02, eta: 1 day, 17:22:27, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.4733, loss: 3.4733 +2025-05-20 02:15:13,036 - pyskl - INFO - Epoch [65][1300/3940] lr: 1.527e-02, eta: 1 day, 17:21:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 3.4700, loss: 3.4700 +2025-05-20 02:15:57,023 - pyskl - INFO - Epoch [65][1400/3940] lr: 1.526e-02, eta: 1 day, 17:20:58, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 3.4896, loss: 3.4896 +2025-05-20 02:16:40,919 - pyskl - INFO - Epoch [65][1500/3940] lr: 1.526e-02, eta: 1 day, 17:20:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.4916, loss: 3.4916 +2025-05-20 02:17:24,850 - pyskl - INFO - Epoch [65][1600/3940] lr: 1.525e-02, eta: 1 day, 17:19:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 3.4324, loss: 3.4324 +2025-05-20 02:18:08,851 - pyskl - INFO - Epoch [65][1700/3940] lr: 1.524e-02, eta: 1 day, 17:18:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9719, loss_cls: 3.3595, loss: 3.3595 +2025-05-20 02:18:52,764 - pyskl - INFO - Epoch [65][1800/3940] lr: 1.524e-02, eta: 1 day, 17:18:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9663, loss_cls: 3.5011, loss: 3.5011 +2025-05-20 02:19:36,555 - pyskl - INFO - Epoch [65][1900/3940] lr: 1.523e-02, eta: 1 day, 17:17:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 3.4523, loss: 3.4523 +2025-05-20 02:20:20,316 - pyskl - INFO - Epoch [65][2000/3940] lr: 1.522e-02, eta: 1 day, 17:16:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 3.4175, loss: 3.4175 +2025-05-20 02:21:04,134 - pyskl - INFO - Epoch [65][2100/3940] lr: 1.522e-02, eta: 1 day, 17:15:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9675, loss_cls: 3.5133, loss: 3.5133 +2025-05-20 02:21:47,935 - pyskl - INFO - Epoch [65][2200/3940] lr: 1.521e-02, eta: 1 day, 17:15:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 3.4683, loss: 3.4683 +2025-05-20 02:22:31,687 - pyskl - INFO - Epoch [65][2300/3940] lr: 1.521e-02, eta: 1 day, 17:14:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 3.4281, loss: 3.4281 +2025-05-20 02:23:15,514 - pyskl - INFO - Epoch [65][2400/3940] lr: 1.520e-02, eta: 1 day, 17:13:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.4504, loss: 3.4504 +2025-05-20 02:23:59,644 - pyskl - INFO - Epoch [65][2500/3940] lr: 1.519e-02, eta: 1 day, 17:12:50, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9663, loss_cls: 3.4895, loss: 3.4895 +2025-05-20 02:24:43,509 - pyskl - INFO - Epoch [65][2600/3940] lr: 1.519e-02, eta: 1 day, 17:12:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9719, loss_cls: 3.5194, loss: 3.5194 +2025-05-20 02:25:27,228 - pyskl - INFO - Epoch [65][2700/3940] lr: 1.518e-02, eta: 1 day, 17:11:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9619, loss_cls: 3.6182, loss: 3.6182 +2025-05-20 02:26:10,991 - pyskl - INFO - Epoch [65][2800/3940] lr: 1.517e-02, eta: 1 day, 17:10:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 3.4919, loss: 3.4919 +2025-05-20 02:26:54,742 - pyskl - INFO - Epoch [65][2900/3940] lr: 1.517e-02, eta: 1 day, 17:09:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.4696, loss: 3.4696 +2025-05-20 02:27:38,408 - pyskl - INFO - Epoch [65][3000/3940] lr: 1.516e-02, eta: 1 day, 17:09:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9650, loss_cls: 3.5431, loss: 3.5431 +2025-05-20 02:28:22,134 - pyskl - INFO - Epoch [65][3100/3940] lr: 1.515e-02, eta: 1 day, 17:08:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.3708, loss: 3.3708 +2025-05-20 02:29:05,856 - pyskl - INFO - Epoch [65][3200/3940] lr: 1.515e-02, eta: 1 day, 17:07:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 3.4105, loss: 3.4105 +2025-05-20 02:29:49,566 - pyskl - INFO - Epoch [65][3300/3940] lr: 1.514e-02, eta: 1 day, 17:06:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 3.4172, loss: 3.4172 +2025-05-20 02:30:33,287 - pyskl - INFO - Epoch [65][3400/3940] lr: 1.513e-02, eta: 1 day, 17:06:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 3.4205, loss: 3.4205 +2025-05-20 02:31:17,057 - pyskl - INFO - Epoch [65][3500/3940] lr: 1.513e-02, eta: 1 day, 17:05:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.5493, loss: 3.5493 +2025-05-20 02:32:00,817 - pyskl - INFO - Epoch [65][3600/3940] lr: 1.512e-02, eta: 1 day, 17:04:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9631, loss_cls: 3.6299, loss: 3.6299 +2025-05-20 02:32:44,670 - pyskl - INFO - Epoch [65][3700/3940] lr: 1.511e-02, eta: 1 day, 17:03:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9644, loss_cls: 3.5960, loss: 3.5960 +2025-05-20 02:33:28,389 - pyskl - INFO - Epoch [65][3800/3940] lr: 1.511e-02, eta: 1 day, 17:03:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 3.4898, loss: 3.4898 +2025-05-20 02:34:12,193 - pyskl - INFO - Epoch [65][3900/3940] lr: 1.510e-02, eta: 1 day, 17:02:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 3.4241, loss: 3.4241 +2025-05-20 02:34:30,123 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-05-20 02:37:51,859 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 02:37:52,324 - pyskl - INFO - +top1_acc 0.7739 +top5_acc 0.9573 +2025-05-20 02:37:52,341 - pyskl - INFO - Epoch(val) [65][3183] top1_acc: 0.7739, top5_acc: 0.9573 +2025-05-20 02:39:01,186 - pyskl - INFO - Epoch [66][100/3940] lr: 1.509e-02, eta: 1 day, 17:01:33, time: 0.688, data_time: 0.250, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 3.3106, loss: 3.3106 +2025-05-20 02:39:44,820 - pyskl - INFO - Epoch [66][200/3940] lr: 1.509e-02, eta: 1 day, 17:00:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.4745, loss: 3.4745 +2025-05-20 02:40:28,664 - pyskl - INFO - Epoch [66][300/3940] lr: 1.508e-02, eta: 1 day, 17:00:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 3.3279, loss: 3.3279 +2025-05-20 02:41:12,544 - pyskl - INFO - Epoch [66][400/3940] lr: 1.507e-02, eta: 1 day, 16:59:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 3.2149, loss: 3.2149 +2025-05-20 02:41:56,443 - pyskl - INFO - Epoch [66][500/3940] lr: 1.507e-02, eta: 1 day, 16:58:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9738, loss_cls: 3.3632, loss: 3.3632 +2025-05-20 02:42:40,331 - pyskl - INFO - Epoch [66][600/3940] lr: 1.506e-02, eta: 1 day, 16:57:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9694, loss_cls: 3.3961, loss: 3.3961 +2025-05-20 02:43:24,254 - pyskl - INFO - Epoch [66][700/3940] lr: 1.505e-02, eta: 1 day, 16:57:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9706, loss_cls: 3.4879, loss: 3.4879 +2025-05-20 02:44:08,103 - pyskl - INFO - Epoch [66][800/3940] lr: 1.505e-02, eta: 1 day, 16:56:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.4306, loss: 3.4306 +2025-05-20 02:44:51,930 - pyskl - INFO - Epoch [66][900/3940] lr: 1.504e-02, eta: 1 day, 16:55:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 3.3780, loss: 3.3780 +2025-05-20 02:45:35,783 - pyskl - INFO - Epoch [66][1000/3940] lr: 1.503e-02, eta: 1 day, 16:54:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 3.3354, loss: 3.3354 +2025-05-20 02:46:19,674 - pyskl - INFO - Epoch [66][1100/3940] lr: 1.503e-02, eta: 1 day, 16:54:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.3909, loss: 3.3909 +2025-05-20 02:47:03,569 - pyskl - INFO - Epoch [66][1200/3940] lr: 1.502e-02, eta: 1 day, 16:53:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 3.4532, loss: 3.4532 +2025-05-20 02:47:47,442 - pyskl - INFO - Epoch [66][1300/3940] lr: 1.501e-02, eta: 1 day, 16:52:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 3.4024, loss: 3.4024 +2025-05-20 02:48:31,558 - pyskl - INFO - Epoch [66][1400/3940] lr: 1.501e-02, eta: 1 day, 16:51:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.5147, loss: 3.5147 +2025-05-20 02:49:15,727 - pyskl - INFO - Epoch [66][1500/3940] lr: 1.500e-02, eta: 1 day, 16:51:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 3.4618, loss: 3.4618 +2025-05-20 02:49:59,550 - pyskl - INFO - Epoch [66][1600/3940] lr: 1.499e-02, eta: 1 day, 16:50:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 3.4607, loss: 3.4607 +2025-05-20 02:50:43,447 - pyskl - INFO - Epoch [66][1700/3940] lr: 1.499e-02, eta: 1 day, 16:49:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 3.4255, loss: 3.4255 +2025-05-20 02:51:27,359 - pyskl - INFO - Epoch [66][1800/3940] lr: 1.498e-02, eta: 1 day, 16:48:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 3.3355, loss: 3.3355 +2025-05-20 02:52:11,270 - pyskl - INFO - Epoch [66][1900/3940] lr: 1.498e-02, eta: 1 day, 16:48:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 3.5300, loss: 3.5300 +2025-05-20 02:52:55,083 - pyskl - INFO - Epoch [66][2000/3940] lr: 1.497e-02, eta: 1 day, 16:47:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.4365, loss: 3.4365 +2025-05-20 02:53:39,073 - pyskl - INFO - Epoch [66][2100/3940] lr: 1.496e-02, eta: 1 day, 16:46:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9788, loss_cls: 3.6020, loss: 3.6020 +2025-05-20 02:54:22,866 - pyskl - INFO - Epoch [66][2200/3940] lr: 1.496e-02, eta: 1 day, 16:46:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9650, loss_cls: 3.5641, loss: 3.5641 +2025-05-20 02:55:06,595 - pyskl - INFO - Epoch [66][2300/3940] lr: 1.495e-02, eta: 1 day, 16:45:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9700, loss_cls: 3.5074, loss: 3.5074 +2025-05-20 02:55:50,420 - pyskl - INFO - Epoch [66][2400/3940] lr: 1.494e-02, eta: 1 day, 16:44:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.4386, loss: 3.4386 +2025-05-20 02:56:34,288 - pyskl - INFO - Epoch [66][2500/3940] lr: 1.494e-02, eta: 1 day, 16:43:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.4839, loss: 3.4839 +2025-05-20 02:57:18,117 - pyskl - INFO - Epoch [66][2600/3940] lr: 1.493e-02, eta: 1 day, 16:43:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9681, loss_cls: 3.5204, loss: 3.5204 +2025-05-20 02:58:01,809 - pyskl - INFO - Epoch [66][2700/3940] lr: 1.492e-02, eta: 1 day, 16:42:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9700, loss_cls: 3.4926, loss: 3.4926 +2025-05-20 02:58:45,578 - pyskl - INFO - Epoch [66][2800/3940] lr: 1.492e-02, eta: 1 day, 16:41:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 3.4358, loss: 3.4358 +2025-05-20 02:59:29,420 - pyskl - INFO - Epoch [66][2900/3940] lr: 1.491e-02, eta: 1 day, 16:40:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 3.3237, loss: 3.3237 +2025-05-20 03:00:13,266 - pyskl - INFO - Epoch [66][3000/3940] lr: 1.490e-02, eta: 1 day, 16:40:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 3.4882, loss: 3.4882 +2025-05-20 03:00:57,122 - pyskl - INFO - Epoch [66][3100/3940] lr: 1.490e-02, eta: 1 day, 16:39:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 3.3461, loss: 3.3461 +2025-05-20 03:01:41,020 - pyskl - INFO - Epoch [66][3200/3940] lr: 1.489e-02, eta: 1 day, 16:38:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.5753, loss: 3.5753 +2025-05-20 03:02:24,967 - pyskl - INFO - Epoch [66][3300/3940] lr: 1.488e-02, eta: 1 day, 16:37:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 3.3430, loss: 3.3430 +2025-05-20 03:03:08,820 - pyskl - INFO - Epoch [66][3400/3940] lr: 1.488e-02, eta: 1 day, 16:37:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 3.2988, loss: 3.2988 +2025-05-20 03:03:52,685 - pyskl - INFO - Epoch [66][3500/3940] lr: 1.487e-02, eta: 1 day, 16:36:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9750, loss_cls: 3.2835, loss: 3.2835 +2025-05-20 03:04:36,518 - pyskl - INFO - Epoch [66][3600/3940] lr: 1.486e-02, eta: 1 day, 16:35:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9719, loss_cls: 3.4648, loss: 3.4648 +2025-05-20 03:05:20,377 - pyskl - INFO - Epoch [66][3700/3940] lr: 1.486e-02, eta: 1 day, 16:34:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 3.5622, loss: 3.5622 +2025-05-20 03:06:04,320 - pyskl - INFO - Epoch [66][3800/3940] lr: 1.485e-02, eta: 1 day, 16:34:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 3.4250, loss: 3.4250 +2025-05-20 03:06:48,171 - pyskl - INFO - Epoch [66][3900/3940] lr: 1.484e-02, eta: 1 day, 16:33:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 3.5199, loss: 3.5199 +2025-05-20 03:07:06,079 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-05-20 03:10:29,520 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 03:10:29,984 - pyskl - INFO - +top1_acc 0.7835 +top5_acc 0.9575 +2025-05-20 03:10:30,003 - pyskl - INFO - Epoch(val) [66][3183] top1_acc: 0.7835, top5_acc: 0.9575 +2025-05-20 03:11:39,528 - pyskl - INFO - Epoch [67][100/3940] lr: 1.484e-02, eta: 1 day, 16:32:33, time: 0.695, data_time: 0.255, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 3.3838, loss: 3.3838 +2025-05-20 03:12:23,591 - pyskl - INFO - Epoch [67][200/3940] lr: 1.483e-02, eta: 1 day, 16:31:49, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 3.2568, loss: 3.2568 +2025-05-20 03:13:07,622 - pyskl - INFO - Epoch [67][300/3940] lr: 1.482e-02, eta: 1 day, 16:31:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 3.4233, loss: 3.4233 +2025-05-20 03:13:51,652 - pyskl - INFO - Epoch [67][400/3940] lr: 1.482e-02, eta: 1 day, 16:30:20, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9731, loss_cls: 3.3452, loss: 3.3452 +2025-05-20 03:14:35,677 - pyskl - INFO - Epoch [67][500/3940] lr: 1.481e-02, eta: 1 day, 16:29:36, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9881, loss_cls: 3.4035, loss: 3.4035 +2025-05-20 03:15:19,793 - pyskl - INFO - Epoch [67][600/3940] lr: 1.480e-02, eta: 1 day, 16:28:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 3.3098, loss: 3.3098 +2025-05-20 03:16:03,811 - pyskl - INFO - Epoch [67][700/3940] lr: 1.480e-02, eta: 1 day, 16:28:08, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.3178, loss: 3.3178 +2025-05-20 03:16:47,742 - pyskl - INFO - Epoch [67][800/3940] lr: 1.479e-02, eta: 1 day, 16:27:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 3.4172, loss: 3.4172 +2025-05-20 03:17:31,719 - pyskl - INFO - Epoch [67][900/3940] lr: 1.478e-02, eta: 1 day, 16:26:39, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 3.4107, loss: 3.4107 +2025-05-20 03:18:15,654 - pyskl - INFO - Epoch [67][1000/3940] lr: 1.478e-02, eta: 1 day, 16:25:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.5006, loss: 3.5006 +2025-05-20 03:18:59,555 - pyskl - INFO - Epoch [67][1100/3940] lr: 1.477e-02, eta: 1 day, 16:25:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9688, loss_cls: 3.5080, loss: 3.5080 +2025-05-20 03:19:43,384 - pyskl - INFO - Epoch [67][1200/3940] lr: 1.476e-02, eta: 1 day, 16:24:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9719, loss_cls: 3.4764, loss: 3.4764 +2025-05-20 03:20:27,271 - pyskl - INFO - Epoch [67][1300/3940] lr: 1.476e-02, eta: 1 day, 16:23:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 3.3864, loss: 3.3864 +2025-05-20 03:21:11,159 - pyskl - INFO - Epoch [67][1400/3940] lr: 1.475e-02, eta: 1 day, 16:22:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 3.3617, loss: 3.3617 +2025-05-20 03:21:54,993 - pyskl - INFO - Epoch [67][1500/3940] lr: 1.474e-02, eta: 1 day, 16:22:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9744, loss_cls: 3.4757, loss: 3.4757 +2025-05-20 03:22:38,843 - pyskl - INFO - Epoch [67][1600/3940] lr: 1.474e-02, eta: 1 day, 16:21:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9706, loss_cls: 3.4610, loss: 3.4610 +2025-05-20 03:23:22,745 - pyskl - INFO - Epoch [67][1700/3940] lr: 1.473e-02, eta: 1 day, 16:20:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 3.4265, loss: 3.4265 +2025-05-20 03:24:06,654 - pyskl - INFO - Epoch [67][1800/3940] lr: 1.472e-02, eta: 1 day, 16:19:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9744, loss_cls: 3.3021, loss: 3.3021 +2025-05-20 03:24:50,528 - pyskl - INFO - Epoch [67][1900/3940] lr: 1.472e-02, eta: 1 day, 16:19:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9725, loss_cls: 3.4668, loss: 3.4668 +2025-05-20 03:25:34,396 - pyskl - INFO - Epoch [67][2000/3940] lr: 1.471e-02, eta: 1 day, 16:18:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9712, loss_cls: 3.6292, loss: 3.6292 +2025-05-20 03:26:18,357 - pyskl - INFO - Epoch [67][2100/3940] lr: 1.471e-02, eta: 1 day, 16:17:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.4594, loss: 3.4594 +2025-05-20 03:27:02,246 - pyskl - INFO - Epoch [67][2200/3940] lr: 1.470e-02, eta: 1 day, 16:17:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.4691, loss: 3.4691 +2025-05-20 03:27:46,086 - pyskl - INFO - Epoch [67][2300/3940] lr: 1.469e-02, eta: 1 day, 16:16:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 3.5252, loss: 3.5252 +2025-05-20 03:28:30,072 - pyskl - INFO - Epoch [67][2400/3940] lr: 1.469e-02, eta: 1 day, 16:15:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.5348, loss: 3.5348 +2025-05-20 03:29:13,903 - pyskl - INFO - Epoch [67][2500/3940] lr: 1.468e-02, eta: 1 day, 16:14:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 3.4253, loss: 3.4253 +2025-05-20 03:29:57,752 - pyskl - INFO - Epoch [67][2600/3940] lr: 1.467e-02, eta: 1 day, 16:14:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9637, loss_cls: 3.5626, loss: 3.5626 +2025-05-20 03:30:41,608 - pyskl - INFO - Epoch [67][2700/3940] lr: 1.467e-02, eta: 1 day, 16:13:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 3.3709, loss: 3.3709 +2025-05-20 03:31:25,357 - pyskl - INFO - Epoch [67][2800/3940] lr: 1.466e-02, eta: 1 day, 16:12:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 3.5684, loss: 3.5684 +2025-05-20 03:32:08,998 - pyskl - INFO - Epoch [67][2900/3940] lr: 1.465e-02, eta: 1 day, 16:11:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 3.5097, loss: 3.5097 +2025-05-20 03:32:52,766 - pyskl - INFO - Epoch [67][3000/3940] lr: 1.465e-02, eta: 1 day, 16:11:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.5682, loss: 3.5682 +2025-05-20 03:33:36,685 - pyskl - INFO - Epoch [67][3100/3940] lr: 1.464e-02, eta: 1 day, 16:10:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 3.4853, loss: 3.4853 +2025-05-20 03:34:20,577 - pyskl - INFO - Epoch [67][3200/3940] lr: 1.463e-02, eta: 1 day, 16:09:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 3.5151, loss: 3.5151 +2025-05-20 03:35:04,472 - pyskl - INFO - Epoch [67][3300/3940] lr: 1.463e-02, eta: 1 day, 16:08:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 3.4324, loss: 3.4324 +2025-05-20 03:35:48,352 - pyskl - INFO - Epoch [67][3400/3940] lr: 1.462e-02, eta: 1 day, 16:08:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9712, loss_cls: 3.3875, loss: 3.3875 +2025-05-20 03:36:32,228 - pyskl - INFO - Epoch [67][3500/3940] lr: 1.461e-02, eta: 1 day, 16:07:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 3.5064, loss: 3.5064 +2025-05-20 03:37:16,166 - pyskl - INFO - Epoch [67][3600/3940] lr: 1.461e-02, eta: 1 day, 16:06:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9700, loss_cls: 3.5018, loss: 3.5018 +2025-05-20 03:38:00,028 - pyskl - INFO - Epoch [67][3700/3940] lr: 1.460e-02, eta: 1 day, 16:05:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9712, loss_cls: 3.4448, loss: 3.4448 +2025-05-20 03:38:43,869 - pyskl - INFO - Epoch [67][3800/3940] lr: 1.459e-02, eta: 1 day, 16:05:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9700, loss_cls: 3.4662, loss: 3.4662 +2025-05-20 03:39:27,672 - pyskl - INFO - Epoch [67][3900/3940] lr: 1.459e-02, eta: 1 day, 16:04:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9694, loss_cls: 3.4163, loss: 3.4163 +2025-05-20 03:39:45,626 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-05-20 03:43:06,964 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 03:43:07,427 - pyskl - INFO - +top1_acc 0.7719 +top5_acc 0.9566 +2025-05-20 03:43:07,444 - pyskl - INFO - Epoch(val) [67][3183] top1_acc: 0.7719, top5_acc: 0.9566 +2025-05-20 03:44:16,707 - pyskl - INFO - Epoch [68][100/3940] lr: 1.458e-02, eta: 1 day, 16:03:34, time: 0.693, data_time: 0.252, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 3.2958, loss: 3.2958 +2025-05-20 03:45:00,925 - pyskl - INFO - Epoch [68][200/3940] lr: 1.457e-02, eta: 1 day, 16:02:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.3753, loss: 3.3753 +2025-05-20 03:45:44,936 - pyskl - INFO - Epoch [68][300/3940] lr: 1.457e-02, eta: 1 day, 16:02:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 3.2585, loss: 3.2585 +2025-05-20 03:46:28,926 - pyskl - INFO - Epoch [68][400/3940] lr: 1.456e-02, eta: 1 day, 16:01:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 3.3655, loss: 3.3655 +2025-05-20 03:47:12,927 - pyskl - INFO - Epoch [68][500/3940] lr: 1.455e-02, eta: 1 day, 16:00:37, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 3.3571, loss: 3.3571 +2025-05-20 03:47:56,966 - pyskl - INFO - Epoch [68][600/3940] lr: 1.455e-02, eta: 1 day, 15:59:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 3.4852, loss: 3.4852 +2025-05-20 03:48:40,904 - pyskl - INFO - Epoch [68][700/3940] lr: 1.454e-02, eta: 1 day, 15:59:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 3.3767, loss: 3.3767 +2025-05-20 03:49:24,797 - pyskl - INFO - Epoch [68][800/3940] lr: 1.453e-02, eta: 1 day, 15:58:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9775, loss_cls: 3.3234, loss: 3.3234 +2025-05-20 03:50:08,755 - pyskl - INFO - Epoch [68][900/3940] lr: 1.453e-02, eta: 1 day, 15:57:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9738, loss_cls: 3.4014, loss: 3.4014 +2025-05-20 03:50:52,629 - pyskl - INFO - Epoch [68][1000/3940] lr: 1.452e-02, eta: 1 day, 15:56:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 3.4483, loss: 3.4483 +2025-05-20 03:51:36,498 - pyskl - INFO - Epoch [68][1100/3940] lr: 1.451e-02, eta: 1 day, 15:56:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.5197, loss: 3.5197 +2025-05-20 03:52:20,376 - pyskl - INFO - Epoch [68][1200/3940] lr: 1.451e-02, eta: 1 day, 15:55:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 3.2533, loss: 3.2533 +2025-05-20 03:53:04,343 - pyskl - INFO - Epoch [68][1300/3940] lr: 1.450e-02, eta: 1 day, 15:54:42, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9675, loss_cls: 3.4735, loss: 3.4735 +2025-05-20 03:53:48,278 - pyskl - INFO - Epoch [68][1400/3940] lr: 1.449e-02, eta: 1 day, 15:53:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 3.4239, loss: 3.4239 +2025-05-20 03:54:32,168 - pyskl - INFO - Epoch [68][1500/3940] lr: 1.449e-02, eta: 1 day, 15:53:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9744, loss_cls: 3.3228, loss: 3.3228 +2025-05-20 03:55:16,158 - pyskl - INFO - Epoch [68][1600/3940] lr: 1.448e-02, eta: 1 day, 15:52:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9706, loss_cls: 3.4061, loss: 3.4061 +2025-05-20 03:56:00,130 - pyskl - INFO - Epoch [68][1700/3940] lr: 1.447e-02, eta: 1 day, 15:51:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 3.3254, loss: 3.3254 +2025-05-20 03:56:44,060 - pyskl - INFO - Epoch [68][1800/3940] lr: 1.447e-02, eta: 1 day, 15:51:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 3.4198, loss: 3.4198 +2025-05-20 03:57:27,969 - pyskl - INFO - Epoch [68][1900/3940] lr: 1.446e-02, eta: 1 day, 15:50:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9663, loss_cls: 3.5938, loss: 3.5938 +2025-05-20 03:58:11,953 - pyskl - INFO - Epoch [68][2000/3940] lr: 1.445e-02, eta: 1 day, 15:49:32, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9738, loss_cls: 3.4420, loss: 3.4420 +2025-05-20 03:58:55,854 - pyskl - INFO - Epoch [68][2100/3940] lr: 1.445e-02, eta: 1 day, 15:48:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 3.3565, loss: 3.3565 +2025-05-20 03:59:39,773 - pyskl - INFO - Epoch [68][2200/3940] lr: 1.444e-02, eta: 1 day, 15:48:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 3.3556, loss: 3.3556 +2025-05-20 04:00:23,651 - pyskl - INFO - Epoch [68][2300/3940] lr: 1.443e-02, eta: 1 day, 15:47:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 3.3790, loss: 3.3790 +2025-05-20 04:01:07,588 - pyskl - INFO - Epoch [68][2400/3940] lr: 1.443e-02, eta: 1 day, 15:46:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 3.3187, loss: 3.3187 +2025-05-20 04:01:51,558 - pyskl - INFO - Epoch [68][2500/3940] lr: 1.442e-02, eta: 1 day, 15:45:51, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 3.3986, loss: 3.3986 +2025-05-20 04:02:35,429 - pyskl - INFO - Epoch [68][2600/3940] lr: 1.441e-02, eta: 1 day, 15:45:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 3.4726, loss: 3.4726 +2025-05-20 04:03:19,330 - pyskl - INFO - Epoch [68][2700/3940] lr: 1.441e-02, eta: 1 day, 15:44:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 3.3929, loss: 3.3929 +2025-05-20 04:04:03,230 - pyskl - INFO - Epoch [68][2800/3940] lr: 1.440e-02, eta: 1 day, 15:43:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 3.4426, loss: 3.4426 +2025-05-20 04:04:47,136 - pyskl - INFO - Epoch [68][2900/3940] lr: 1.439e-02, eta: 1 day, 15:42:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 3.5501, loss: 3.5501 +2025-05-20 04:05:31,075 - pyskl - INFO - Epoch [68][3000/3940] lr: 1.439e-02, eta: 1 day, 15:42:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9712, loss_cls: 3.4959, loss: 3.4959 +2025-05-20 04:06:15,007 - pyskl - INFO - Epoch [68][3100/3940] lr: 1.438e-02, eta: 1 day, 15:41:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9688, loss_cls: 3.4698, loss: 3.4698 +2025-05-20 04:06:58,868 - pyskl - INFO - Epoch [68][3200/3940] lr: 1.437e-02, eta: 1 day, 15:40:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 3.4129, loss: 3.4129 +2025-05-20 04:07:42,787 - pyskl - INFO - Epoch [68][3300/3940] lr: 1.437e-02, eta: 1 day, 15:39:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.5405, loss: 3.5405 +2025-05-20 04:08:26,692 - pyskl - INFO - Epoch [68][3400/3940] lr: 1.436e-02, eta: 1 day, 15:39:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9750, loss_cls: 3.2973, loss: 3.2973 +2025-05-20 04:09:10,571 - pyskl - INFO - Epoch [68][3500/3940] lr: 1.436e-02, eta: 1 day, 15:38:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.4326, loss: 3.4326 +2025-05-20 04:09:54,555 - pyskl - INFO - Epoch [68][3600/3940] lr: 1.435e-02, eta: 1 day, 15:37:43, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 3.4914, loss: 3.4914 +2025-05-20 04:10:38,525 - pyskl - INFO - Epoch [68][3700/3940] lr: 1.434e-02, eta: 1 day, 15:36:58, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 3.4889, loss: 3.4889 +2025-05-20 04:11:22,431 - pyskl - INFO - Epoch [68][3800/3940] lr: 1.434e-02, eta: 1 day, 15:36:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 3.3870, loss: 3.3870 +2025-05-20 04:12:06,335 - pyskl - INFO - Epoch [68][3900/3940] lr: 1.433e-02, eta: 1 day, 15:35:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.4027, loss: 3.4027 +2025-05-20 04:12:24,242 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-05-20 04:15:45,787 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 04:15:46,261 - pyskl - INFO - +top1_acc 0.7922 +top5_acc 0.9614 +2025-05-20 04:15:46,316 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_62.pth was removed +2025-05-20 04:15:47,404 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. +2025-05-20 04:15:47,407 - pyskl - INFO - Best top1_acc is 0.7922 at 68 epoch. +2025-05-20 04:15:47,425 - pyskl - INFO - Epoch(val) [68][3183] top1_acc: 0.7922, top5_acc: 0.9614 +2025-05-20 04:16:56,841 - pyskl - INFO - Epoch [69][100/3940] lr: 1.432e-02, eta: 1 day, 15:34:37, time: 0.694, data_time: 0.255, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 3.4349, loss: 3.4349 +2025-05-20 04:17:40,843 - pyskl - INFO - Epoch [69][200/3940] lr: 1.431e-02, eta: 1 day, 15:33:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 3.1866, loss: 3.1866 +2025-05-20 04:18:24,841 - pyskl - INFO - Epoch [69][300/3940] lr: 1.431e-02, eta: 1 day, 15:33:09, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9762, loss_cls: 3.3556, loss: 3.3556 +2025-05-20 04:19:08,684 - pyskl - INFO - Epoch [69][400/3940] lr: 1.430e-02, eta: 1 day, 15:32:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 3.1850, loss: 3.1850 +2025-05-20 04:19:52,524 - pyskl - INFO - Epoch [69][500/3940] lr: 1.429e-02, eta: 1 day, 15:31:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9769, loss_cls: 3.3107, loss: 3.3107 +2025-05-20 04:20:36,458 - pyskl - INFO - Epoch [69][600/3940] lr: 1.429e-02, eta: 1 day, 15:30:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 3.5099, loss: 3.5099 +2025-05-20 04:21:20,416 - pyskl - INFO - Epoch [69][700/3940] lr: 1.428e-02, eta: 1 day, 15:30:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9712, loss_cls: 3.3654, loss: 3.3654 +2025-05-20 04:22:04,299 - pyskl - INFO - Epoch [69][800/3940] lr: 1.427e-02, eta: 1 day, 15:29:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 3.3080, loss: 3.3080 +2025-05-20 04:22:48,271 - pyskl - INFO - Epoch [69][900/3940] lr: 1.427e-02, eta: 1 day, 15:28:42, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.3989, loss: 3.3989 +2025-05-20 04:23:32,608 - pyskl - INFO - Epoch [69][1000/3940] lr: 1.426e-02, eta: 1 day, 15:27:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9725, loss_cls: 3.3828, loss: 3.3828 +2025-05-20 04:24:16,806 - pyskl - INFO - Epoch [69][1100/3940] lr: 1.425e-02, eta: 1 day, 15:27:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 3.3636, loss: 3.3636 +2025-05-20 04:25:01,084 - pyskl - INFO - Epoch [69][1200/3940] lr: 1.425e-02, eta: 1 day, 15:26:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9738, loss_cls: 3.4315, loss: 3.4315 +2025-05-20 04:25:45,275 - pyskl - INFO - Epoch [69][1300/3940] lr: 1.424e-02, eta: 1 day, 15:25:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 3.4077, loss: 3.4077 +2025-05-20 04:26:29,260 - pyskl - INFO - Epoch [69][1400/3940] lr: 1.423e-02, eta: 1 day, 15:25:02, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 3.4977, loss: 3.4977 +2025-05-20 04:27:13,302 - pyskl - INFO - Epoch [69][1500/3940] lr: 1.423e-02, eta: 1 day, 15:24:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9762, loss_cls: 3.3555, loss: 3.3555 +2025-05-20 04:27:57,398 - pyskl - INFO - Epoch [69][1600/3940] lr: 1.422e-02, eta: 1 day, 15:23:34, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 3.2326, loss: 3.2326 +2025-05-20 04:28:41,628 - pyskl - INFO - Epoch [69][1700/3940] lr: 1.421e-02, eta: 1 day, 15:22:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.4446, loss: 3.4446 +2025-05-20 04:29:25,820 - pyskl - INFO - Epoch [69][1800/3940] lr: 1.421e-02, eta: 1 day, 15:22:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9762, loss_cls: 3.4327, loss: 3.4327 +2025-05-20 04:30:09,934 - pyskl - INFO - Epoch [69][1900/3940] lr: 1.420e-02, eta: 1 day, 15:21:22, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 3.3588, loss: 3.3588 +2025-05-20 04:30:53,943 - pyskl - INFO - Epoch [69][2000/3940] lr: 1.419e-02, eta: 1 day, 15:20:38, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 3.4645, loss: 3.4645 +2025-05-20 04:31:37,841 - pyskl - INFO - Epoch [69][2100/3940] lr: 1.419e-02, eta: 1 day, 15:19:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 3.4108, loss: 3.4108 +2025-05-20 04:32:21,892 - pyskl - INFO - Epoch [69][2200/3940] lr: 1.418e-02, eta: 1 day, 15:19:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 3.5737, loss: 3.5737 +2025-05-20 04:33:05,806 - pyskl - INFO - Epoch [69][2300/3940] lr: 1.417e-02, eta: 1 day, 15:18:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.3894, loss: 3.3894 +2025-05-20 04:33:49,722 - pyskl - INFO - Epoch [69][2400/3940] lr: 1.417e-02, eta: 1 day, 15:17:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9694, loss_cls: 3.3725, loss: 3.3725 +2025-05-20 04:34:33,528 - pyskl - INFO - Epoch [69][2500/3940] lr: 1.416e-02, eta: 1 day, 15:16:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9725, loss_cls: 3.4360, loss: 3.4360 +2025-05-20 04:35:17,463 - pyskl - INFO - Epoch [69][2600/3940] lr: 1.416e-02, eta: 1 day, 15:16:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9719, loss_cls: 3.2927, loss: 3.2927 +2025-05-20 04:36:01,415 - pyskl - INFO - Epoch [69][2700/3940] lr: 1.415e-02, eta: 1 day, 15:15:27, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.5112, loss: 3.5112 +2025-05-20 04:36:45,305 - pyskl - INFO - Epoch [69][2800/3940] lr: 1.414e-02, eta: 1 day, 15:14:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 3.5308, loss: 3.5308 +2025-05-20 04:37:29,221 - pyskl - INFO - Epoch [69][2900/3940] lr: 1.414e-02, eta: 1 day, 15:13:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 3.3864, loss: 3.3864 +2025-05-20 04:38:13,093 - pyskl - INFO - Epoch [69][3000/3940] lr: 1.413e-02, eta: 1 day, 15:13:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9656, loss_cls: 3.4669, loss: 3.4669 +2025-05-20 04:38:56,950 - pyskl - INFO - Epoch [69][3100/3940] lr: 1.412e-02, eta: 1 day, 15:12:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9756, loss_cls: 3.3245, loss: 3.3245 +2025-05-20 04:39:40,930 - pyskl - INFO - Epoch [69][3200/3940] lr: 1.412e-02, eta: 1 day, 15:11:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9719, loss_cls: 3.4160, loss: 3.4160 +2025-05-20 04:40:24,771 - pyskl - INFO - Epoch [69][3300/3940] lr: 1.411e-02, eta: 1 day, 15:11:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9675, loss_cls: 3.3867, loss: 3.3867 +2025-05-20 04:41:08,656 - pyskl - INFO - Epoch [69][3400/3940] lr: 1.410e-02, eta: 1 day, 15:10:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9694, loss_cls: 3.4371, loss: 3.4371 +2025-05-20 04:41:52,563 - pyskl - INFO - Epoch [69][3500/3940] lr: 1.410e-02, eta: 1 day, 15:09:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 3.4760, loss: 3.4760 +2025-05-20 04:42:36,511 - pyskl - INFO - Epoch [69][3600/3940] lr: 1.409e-02, eta: 1 day, 15:08:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 3.3361, loss: 3.3361 +2025-05-20 04:43:20,347 - pyskl - INFO - Epoch [69][3700/3940] lr: 1.408e-02, eta: 1 day, 15:08:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 3.3312, loss: 3.3312 +2025-05-20 04:44:04,291 - pyskl - INFO - Epoch [69][3800/3940] lr: 1.408e-02, eta: 1 day, 15:07:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9712, loss_cls: 3.4192, loss: 3.4192 +2025-05-20 04:44:48,253 - pyskl - INFO - Epoch [69][3900/3940] lr: 1.407e-02, eta: 1 day, 15:06:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 3.4204, loss: 3.4204 +2025-05-20 04:45:06,302 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-05-20 04:48:27,785 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 04:48:28,252 - pyskl - INFO - +top1_acc 0.7860 +top5_acc 0.9583 +2025-05-20 04:48:28,269 - pyskl - INFO - Epoch(val) [69][3183] top1_acc: 0.7860, top5_acc: 0.9583 +2025-05-20 04:49:37,456 - pyskl - INFO - Epoch [70][100/3940] lr: 1.406e-02, eta: 1 day, 15:05:42, time: 0.692, data_time: 0.253, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.4395, loss: 3.4395 +2025-05-20 04:50:21,452 - pyskl - INFO - Epoch [70][200/3940] lr: 1.405e-02, eta: 1 day, 15:04:58, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 3.2496, loss: 3.2496 +2025-05-20 04:51:05,509 - pyskl - INFO - Epoch [70][300/3940] lr: 1.405e-02, eta: 1 day, 15:04:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9744, loss_cls: 3.4122, loss: 3.4122 +2025-05-20 04:51:49,577 - pyskl - INFO - Epoch [70][400/3940] lr: 1.404e-02, eta: 1 day, 15:03:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 3.1448, loss: 3.1448 +2025-05-20 04:52:33,866 - pyskl - INFO - Epoch [70][500/3940] lr: 1.403e-02, eta: 1 day, 15:02:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 3.3801, loss: 3.3801 +2025-05-20 04:53:17,870 - pyskl - INFO - Epoch [70][600/3940] lr: 1.403e-02, eta: 1 day, 15:02:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 3.2676, loss: 3.2676 +2025-05-20 04:54:01,884 - pyskl - INFO - Epoch [70][700/3940] lr: 1.402e-02, eta: 1 day, 15:01:17, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 3.2690, loss: 3.2690 +2025-05-20 04:54:45,863 - pyskl - INFO - Epoch [70][800/3940] lr: 1.401e-02, eta: 1 day, 15:00:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 3.3057, loss: 3.3057 +2025-05-20 04:55:29,926 - pyskl - INFO - Epoch [70][900/3940] lr: 1.401e-02, eta: 1 day, 14:59:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 3.3533, loss: 3.3533 +2025-05-20 04:56:13,911 - pyskl - INFO - Epoch [70][1000/3940] lr: 1.400e-02, eta: 1 day, 14:59:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.3332, loss: 3.3332 +2025-05-20 04:56:57,987 - pyskl - INFO - Epoch [70][1100/3940] lr: 1.399e-02, eta: 1 day, 14:58:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9700, loss_cls: 3.4412, loss: 3.4412 +2025-05-20 04:57:41,883 - pyskl - INFO - Epoch [70][1200/3940] lr: 1.399e-02, eta: 1 day, 14:57:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9781, loss_cls: 3.2330, loss: 3.2330 +2025-05-20 04:58:25,787 - pyskl - INFO - Epoch [70][1300/3940] lr: 1.398e-02, eta: 1 day, 14:56:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9744, loss_cls: 3.3168, loss: 3.3168 +2025-05-20 04:59:09,714 - pyskl - INFO - Epoch [70][1400/3940] lr: 1.397e-02, eta: 1 day, 14:56:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9738, loss_cls: 3.4045, loss: 3.4045 +2025-05-20 04:59:53,601 - pyskl - INFO - Epoch [70][1500/3940] lr: 1.397e-02, eta: 1 day, 14:55:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 3.4257, loss: 3.4257 +2025-05-20 05:00:37,479 - pyskl - INFO - Epoch [70][1600/3940] lr: 1.396e-02, eta: 1 day, 14:54:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9712, loss_cls: 3.4418, loss: 3.4418 +2025-05-20 05:01:21,367 - pyskl - INFO - Epoch [70][1700/3940] lr: 1.395e-02, eta: 1 day, 14:53:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9694, loss_cls: 3.3580, loss: 3.3580 +2025-05-20 05:02:05,200 - pyskl - INFO - Epoch [70][1800/3940] lr: 1.395e-02, eta: 1 day, 14:53:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 3.3824, loss: 3.3824 +2025-05-20 05:02:49,083 - pyskl - INFO - Epoch [70][1900/3940] lr: 1.394e-02, eta: 1 day, 14:52:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.4764, loss: 3.4764 +2025-05-20 05:03:32,965 - pyskl - INFO - Epoch [70][2000/3940] lr: 1.393e-02, eta: 1 day, 14:51:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 3.4816, loss: 3.4816 +2025-05-20 05:04:16,836 - pyskl - INFO - Epoch [70][2100/3940] lr: 1.393e-02, eta: 1 day, 14:50:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 3.3089, loss: 3.3089 +2025-05-20 05:05:00,680 - pyskl - INFO - Epoch [70][2200/3940] lr: 1.392e-02, eta: 1 day, 14:50:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 3.3152, loss: 3.3152 +2025-05-20 05:05:44,506 - pyskl - INFO - Epoch [70][2300/3940] lr: 1.391e-02, eta: 1 day, 14:49:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 3.4086, loss: 3.4086 +2025-05-20 05:06:28,266 - pyskl - INFO - Epoch [70][2400/3940] lr: 1.391e-02, eta: 1 day, 14:48:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 3.2838, loss: 3.2838 +2025-05-20 05:07:12,068 - pyskl - INFO - Epoch [70][2500/3940] lr: 1.390e-02, eta: 1 day, 14:47:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 3.3289, loss: 3.3289 +2025-05-20 05:07:55,859 - pyskl - INFO - Epoch [70][2600/3940] lr: 1.390e-02, eta: 1 day, 14:47:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.4539, loss: 3.4539 +2025-05-20 05:08:39,609 - pyskl - INFO - Epoch [70][2700/3940] lr: 1.389e-02, eta: 1 day, 14:46:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 3.3415, loss: 3.3415 +2025-05-20 05:09:23,367 - pyskl - INFO - Epoch [70][2800/3940] lr: 1.388e-02, eta: 1 day, 14:45:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 3.3455, loss: 3.3455 +2025-05-20 05:10:07,156 - pyskl - INFO - Epoch [70][2900/3940] lr: 1.388e-02, eta: 1 day, 14:45:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.4519, loss: 3.4519 +2025-05-20 05:10:50,940 - pyskl - INFO - Epoch [70][3000/3940] lr: 1.387e-02, eta: 1 day, 14:44:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9706, loss_cls: 3.5031, loss: 3.5031 +2025-05-20 05:11:34,769 - pyskl - INFO - Epoch [70][3100/3940] lr: 1.386e-02, eta: 1 day, 14:43:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 3.5407, loss: 3.5407 +2025-05-20 05:12:18,680 - pyskl - INFO - Epoch [70][3200/3940] lr: 1.386e-02, eta: 1 day, 14:42:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 3.4416, loss: 3.4416 +2025-05-20 05:13:02,571 - pyskl - INFO - Epoch [70][3300/3940] lr: 1.385e-02, eta: 1 day, 14:42:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 3.4086, loss: 3.4086 +2025-05-20 05:13:46,452 - pyskl - INFO - Epoch [70][3400/3940] lr: 1.384e-02, eta: 1 day, 14:41:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 3.3914, loss: 3.3914 +2025-05-20 05:14:30,273 - pyskl - INFO - Epoch [70][3500/3940] lr: 1.384e-02, eta: 1 day, 14:40:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 3.4355, loss: 3.4355 +2025-05-20 05:15:14,122 - pyskl - INFO - Epoch [70][3600/3940] lr: 1.383e-02, eta: 1 day, 14:39:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 3.2323, loss: 3.2323 +2025-05-20 05:15:57,990 - pyskl - INFO - Epoch [70][3700/3940] lr: 1.382e-02, eta: 1 day, 14:39:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 3.2766, loss: 3.2766 +2025-05-20 05:16:41,863 - pyskl - INFO - Epoch [70][3800/3940] lr: 1.382e-02, eta: 1 day, 14:38:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 3.5725, loss: 3.5725 +2025-05-20 05:17:25,730 - pyskl - INFO - Epoch [70][3900/3940] lr: 1.381e-02, eta: 1 day, 14:37:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 3.4320, loss: 3.4320 +2025-05-20 05:17:43,777 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-05-20 05:21:05,215 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 05:21:05,678 - pyskl - INFO - +top1_acc 0.7859 +top5_acc 0.9587 +2025-05-20 05:21:05,695 - pyskl - INFO - Epoch(val) [70][3183] top1_acc: 0.7859, top5_acc: 0.9587 +2025-05-20 05:22:14,555 - pyskl - INFO - Epoch [71][100/3940] lr: 1.380e-02, eta: 1 day, 14:36:43, time: 0.689, data_time: 0.248, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 3.4270, loss: 3.4270 +2025-05-20 05:22:58,614 - pyskl - INFO - Epoch [71][200/3940] lr: 1.379e-02, eta: 1 day, 14:35:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9756, loss_cls: 3.2921, loss: 3.2921 +2025-05-20 05:23:42,675 - pyskl - INFO - Epoch [71][300/3940] lr: 1.379e-02, eta: 1 day, 14:35:14, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 3.2968, loss: 3.2968 +2025-05-20 05:24:26,674 - pyskl - INFO - Epoch [71][400/3940] lr: 1.378e-02, eta: 1 day, 14:34:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 3.2995, loss: 3.2995 +2025-05-20 05:25:10,688 - pyskl - INFO - Epoch [71][500/3940] lr: 1.377e-02, eta: 1 day, 14:33:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 3.2627, loss: 3.2627 +2025-05-20 05:25:54,830 - pyskl - INFO - Epoch [71][600/3940] lr: 1.377e-02, eta: 1 day, 14:33:02, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 3.3268, loss: 3.3268 +2025-05-20 05:26:39,000 - pyskl - INFO - Epoch [71][700/3940] lr: 1.376e-02, eta: 1 day, 14:32:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 3.2207, loss: 3.2207 +2025-05-20 05:27:23,172 - pyskl - INFO - Epoch [71][800/3940] lr: 1.375e-02, eta: 1 day, 14:31:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9762, loss_cls: 3.3775, loss: 3.3775 +2025-05-20 05:28:07,186 - pyskl - INFO - Epoch [71][900/3940] lr: 1.375e-02, eta: 1 day, 14:30:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 3.2793, loss: 3.2793 +2025-05-20 05:28:51,155 - pyskl - INFO - Epoch [71][1000/3940] lr: 1.374e-02, eta: 1 day, 14:30:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 3.3521, loss: 3.3521 +2025-05-20 05:29:35,041 - pyskl - INFO - Epoch [71][1100/3940] lr: 1.373e-02, eta: 1 day, 14:29:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 3.2516, loss: 3.2516 +2025-05-20 05:30:19,001 - pyskl - INFO - Epoch [71][1200/3940] lr: 1.373e-02, eta: 1 day, 14:28:36, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 3.2255, loss: 3.2255 +2025-05-20 05:31:02,944 - pyskl - INFO - Epoch [71][1300/3940] lr: 1.372e-02, eta: 1 day, 14:27:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 3.5754, loss: 3.5754 +2025-05-20 05:31:46,951 - pyskl - INFO - Epoch [71][1400/3940] lr: 1.371e-02, eta: 1 day, 14:27:08, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 3.2157, loss: 3.2157 +2025-05-20 05:32:30,935 - pyskl - INFO - Epoch [71][1500/3940] lr: 1.371e-02, eta: 1 day, 14:26:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 3.4319, loss: 3.4319 +2025-05-20 05:33:14,857 - pyskl - INFO - Epoch [71][1600/3940] lr: 1.370e-02, eta: 1 day, 14:25:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9700, loss_cls: 3.3238, loss: 3.3238 +2025-05-20 05:33:58,803 - pyskl - INFO - Epoch [71][1700/3940] lr: 1.369e-02, eta: 1 day, 14:24:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9694, loss_cls: 3.3638, loss: 3.3638 +2025-05-20 05:34:42,739 - pyskl - INFO - Epoch [71][1800/3940] lr: 1.369e-02, eta: 1 day, 14:24:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 3.4451, loss: 3.4451 +2025-05-20 05:35:26,788 - pyskl - INFO - Epoch [71][1900/3940] lr: 1.368e-02, eta: 1 day, 14:23:27, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 3.3562, loss: 3.3562 +2025-05-20 05:36:10,759 - pyskl - INFO - Epoch [71][2000/3940] lr: 1.367e-02, eta: 1 day, 14:22:42, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 3.3723, loss: 3.3723 +2025-05-20 05:36:54,733 - pyskl - INFO - Epoch [71][2100/3940] lr: 1.367e-02, eta: 1 day, 14:21:58, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 3.2527, loss: 3.2527 +2025-05-20 05:37:38,708 - pyskl - INFO - Epoch [71][2200/3940] lr: 1.366e-02, eta: 1 day, 14:21:14, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 3.3902, loss: 3.3902 +2025-05-20 05:38:22,660 - pyskl - INFO - Epoch [71][2300/3940] lr: 1.365e-02, eta: 1 day, 14:20:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9688, loss_cls: 3.4877, loss: 3.4877 +2025-05-20 05:39:06,599 - pyskl - INFO - Epoch [71][2400/3940] lr: 1.365e-02, eta: 1 day, 14:19:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 3.3961, loss: 3.3961 +2025-05-20 05:39:50,527 - pyskl - INFO - Epoch [71][2500/3940] lr: 1.364e-02, eta: 1 day, 14:19:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9725, loss_cls: 3.3183, loss: 3.3183 +2025-05-20 05:40:34,490 - pyskl - INFO - Epoch [71][2600/3940] lr: 1.363e-02, eta: 1 day, 14:18:17, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 3.4579, loss: 3.4579 +2025-05-20 05:41:18,527 - pyskl - INFO - Epoch [71][2700/3940] lr: 1.363e-02, eta: 1 day, 14:17:32, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 3.3440, loss: 3.3440 +2025-05-20 05:42:02,449 - pyskl - INFO - Epoch [71][2800/3940] lr: 1.362e-02, eta: 1 day, 14:16:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 3.3433, loss: 3.3433 +2025-05-20 05:42:46,322 - pyskl - INFO - Epoch [71][2900/3940] lr: 1.361e-02, eta: 1 day, 14:16:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 3.3441, loss: 3.3441 +2025-05-20 05:43:30,256 - pyskl - INFO - Epoch [71][3000/3940] lr: 1.361e-02, eta: 1 day, 14:15:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 3.3170, loss: 3.3170 +2025-05-20 05:44:14,186 - pyskl - INFO - Epoch [71][3100/3940] lr: 1.360e-02, eta: 1 day, 14:14:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 3.5080, loss: 3.5080 +2025-05-20 05:44:58,098 - pyskl - INFO - Epoch [71][3200/3940] lr: 1.360e-02, eta: 1 day, 14:13:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 3.3022, loss: 3.3022 +2025-05-20 05:45:42,021 - pyskl - INFO - Epoch [71][3300/3940] lr: 1.359e-02, eta: 1 day, 14:13:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 3.3303, loss: 3.3303 +2025-05-20 05:46:25,879 - pyskl - INFO - Epoch [71][3400/3940] lr: 1.358e-02, eta: 1 day, 14:12:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9675, loss_cls: 3.5406, loss: 3.5406 +2025-05-20 05:47:09,837 - pyskl - INFO - Epoch [71][3500/3940] lr: 1.358e-02, eta: 1 day, 14:11:38, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9725, loss_cls: 3.4396, loss: 3.4396 +2025-05-20 05:47:53,938 - pyskl - INFO - Epoch [71][3600/3940] lr: 1.357e-02, eta: 1 day, 14:10:54, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 3.3489, loss: 3.3489 +2025-05-20 05:48:38,117 - pyskl - INFO - Epoch [71][3700/3940] lr: 1.356e-02, eta: 1 day, 14:10:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 3.4562, loss: 3.4562 +2025-05-20 05:49:22,103 - pyskl - INFO - Epoch [71][3800/3940] lr: 1.356e-02, eta: 1 day, 14:09:25, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9719, loss_cls: 3.3599, loss: 3.3599 +2025-05-20 05:50:06,158 - pyskl - INFO - Epoch [71][3900/3940] lr: 1.355e-02, eta: 1 day, 14:08:41, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 3.3853, loss: 3.3853 +2025-05-20 05:50:24,116 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-05-20 05:53:46,259 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 05:53:46,726 - pyskl - INFO - +top1_acc 0.7684 +top5_acc 0.9511 +2025-05-20 05:53:46,743 - pyskl - INFO - Epoch(val) [71][3183] top1_acc: 0.7684, top5_acc: 0.9511 +2025-05-20 05:54:55,444 - pyskl - INFO - Epoch [72][100/3940] lr: 1.354e-02, eta: 1 day, 14:07:47, time: 0.687, data_time: 0.248, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 3.4140, loss: 3.4140 +2025-05-20 05:55:39,238 - pyskl - INFO - Epoch [72][200/3940] lr: 1.353e-02, eta: 1 day, 14:07:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 3.3475, loss: 3.3475 +2025-05-20 05:56:23,411 - pyskl - INFO - Epoch [72][300/3940] lr: 1.353e-02, eta: 1 day, 14:06:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9762, loss_cls: 3.2848, loss: 3.2848 +2025-05-20 05:57:07,339 - pyskl - INFO - Epoch [72][400/3940] lr: 1.352e-02, eta: 1 day, 14:05:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 3.2404, loss: 3.2404 +2025-05-20 05:57:51,336 - pyskl - INFO - Epoch [72][500/3940] lr: 1.351e-02, eta: 1 day, 14:04:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 3.3268, loss: 3.3268 +2025-05-20 05:58:35,259 - pyskl - INFO - Epoch [72][600/3940] lr: 1.351e-02, eta: 1 day, 14:04:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9750, loss_cls: 3.2395, loss: 3.2395 +2025-05-20 05:59:19,054 - pyskl - INFO - Epoch [72][700/3940] lr: 1.350e-02, eta: 1 day, 14:03:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 3.2216, loss: 3.2216 +2025-05-20 06:00:02,974 - pyskl - INFO - Epoch [72][800/3940] lr: 1.349e-02, eta: 1 day, 14:02:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 3.3500, loss: 3.3500 +2025-05-20 06:00:46,865 - pyskl - INFO - Epoch [72][900/3940] lr: 1.349e-02, eta: 1 day, 14:01:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.3561, loss: 3.3561 +2025-05-20 06:01:30,797 - pyskl - INFO - Epoch [72][1000/3940] lr: 1.348e-02, eta: 1 day, 14:01:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9756, loss_cls: 3.3270, loss: 3.3270 +2025-05-20 06:02:14,610 - pyskl - INFO - Epoch [72][1100/3940] lr: 1.347e-02, eta: 1 day, 14:00:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 3.3124, loss: 3.3124 +2025-05-20 06:02:58,478 - pyskl - INFO - Epoch [72][1200/3940] lr: 1.347e-02, eta: 1 day, 13:59:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 3.2924, loss: 3.2924 +2025-05-20 06:03:42,376 - pyskl - INFO - Epoch [72][1300/3940] lr: 1.346e-02, eta: 1 day, 13:58:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 3.4173, loss: 3.4173 +2025-05-20 06:04:26,316 - pyskl - INFO - Epoch [72][1400/3940] lr: 1.345e-02, eta: 1 day, 13:58:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 3.3862, loss: 3.3862 +2025-05-20 06:05:10,191 - pyskl - INFO - Epoch [72][1500/3940] lr: 1.345e-02, eta: 1 day, 13:57:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 3.3087, loss: 3.3087 +2025-05-20 06:05:54,098 - pyskl - INFO - Epoch [72][1600/3940] lr: 1.344e-02, eta: 1 day, 13:56:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 3.4465, loss: 3.4465 +2025-05-20 06:06:37,970 - pyskl - INFO - Epoch [72][1700/3940] lr: 1.343e-02, eta: 1 day, 13:55:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 3.4344, loss: 3.4344 +2025-05-20 06:07:21,962 - pyskl - INFO - Epoch [72][1800/3940] lr: 1.343e-02, eta: 1 day, 13:55:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 3.3859, loss: 3.3859 +2025-05-20 06:08:05,880 - pyskl - INFO - Epoch [72][1900/3940] lr: 1.342e-02, eta: 1 day, 13:54:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9731, loss_cls: 3.2934, loss: 3.2934 +2025-05-20 06:08:49,798 - pyskl - INFO - Epoch [72][2000/3940] lr: 1.341e-02, eta: 1 day, 13:53:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9750, loss_cls: 3.2960, loss: 3.2960 +2025-05-20 06:09:33,709 - pyskl - INFO - Epoch [72][2100/3940] lr: 1.341e-02, eta: 1 day, 13:53:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 3.3254, loss: 3.3254 +2025-05-20 06:10:17,554 - pyskl - INFO - Epoch [72][2200/3940] lr: 1.340e-02, eta: 1 day, 13:52:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 3.4252, loss: 3.4252 +2025-05-20 06:11:01,419 - pyskl - INFO - Epoch [72][2300/3940] lr: 1.339e-02, eta: 1 day, 13:51:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9719, loss_cls: 3.3629, loss: 3.3629 +2025-05-20 06:11:45,302 - pyskl - INFO - Epoch [72][2400/3940] lr: 1.339e-02, eta: 1 day, 13:50:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9738, loss_cls: 3.1789, loss: 3.1789 +2025-05-20 06:12:29,172 - pyskl - INFO - Epoch [72][2500/3940] lr: 1.338e-02, eta: 1 day, 13:50:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 3.3724, loss: 3.3724 +2025-05-20 06:13:13,094 - pyskl - INFO - Epoch [72][2600/3940] lr: 1.337e-02, eta: 1 day, 13:49:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9712, loss_cls: 3.4363, loss: 3.4363 +2025-05-20 06:13:57,069 - pyskl - INFO - Epoch [72][2700/3940] lr: 1.337e-02, eta: 1 day, 13:48:34, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9756, loss_cls: 3.2761, loss: 3.2761 +2025-05-20 06:14:40,915 - pyskl - INFO - Epoch [72][2800/3940] lr: 1.336e-02, eta: 1 day, 13:47:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9756, loss_cls: 3.3729, loss: 3.3729 +2025-05-20 06:15:24,728 - pyskl - INFO - Epoch [72][2900/3940] lr: 1.335e-02, eta: 1 day, 13:47:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9694, loss_cls: 3.4007, loss: 3.4007 +2025-05-20 06:16:08,618 - pyskl - INFO - Epoch [72][3000/3940] lr: 1.335e-02, eta: 1 day, 13:46:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 3.3249, loss: 3.3249 +2025-05-20 06:16:52,562 - pyskl - INFO - Epoch [72][3100/3940] lr: 1.334e-02, eta: 1 day, 13:45:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 3.4356, loss: 3.4356 +2025-05-20 06:17:36,466 - pyskl - INFO - Epoch [72][3200/3940] lr: 1.333e-02, eta: 1 day, 13:44:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9738, loss_cls: 3.3366, loss: 3.3366 +2025-05-20 06:18:20,297 - pyskl - INFO - Epoch [72][3300/3940] lr: 1.333e-02, eta: 1 day, 13:44:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9675, loss_cls: 3.3904, loss: 3.3904 +2025-05-20 06:19:04,227 - pyskl - INFO - Epoch [72][3400/3940] lr: 1.332e-02, eta: 1 day, 13:43:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 3.3006, loss: 3.3006 +2025-05-20 06:19:48,079 - pyskl - INFO - Epoch [72][3500/3940] lr: 1.331e-02, eta: 1 day, 13:42:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 3.3717, loss: 3.3717 +2025-05-20 06:20:32,073 - pyskl - INFO - Epoch [72][3600/3940] lr: 1.331e-02, eta: 1 day, 13:41:55, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 3.3282, loss: 3.3282 +2025-05-20 06:21:16,060 - pyskl - INFO - Epoch [72][3700/3940] lr: 1.330e-02, eta: 1 day, 13:41:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9712, loss_cls: 3.3818, loss: 3.3818 +2025-05-20 06:22:00,078 - pyskl - INFO - Epoch [72][3800/3940] lr: 1.329e-02, eta: 1 day, 13:40:26, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 3.4961, loss: 3.4961 +2025-05-20 06:22:44,074 - pyskl - INFO - Epoch [72][3900/3940] lr: 1.329e-02, eta: 1 day, 13:39:42, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 3.4945, loss: 3.4945 +2025-05-20 06:23:01,878 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-05-20 06:26:22,781 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 06:26:23,246 - pyskl - INFO - +top1_acc 0.7852 +top5_acc 0.9586 +2025-05-20 06:26:23,262 - pyskl - INFO - Epoch(val) [72][3183] top1_acc: 0.7852, top5_acc: 0.9586 +2025-05-20 06:27:31,572 - pyskl - INFO - Epoch [73][100/3940] lr: 1.328e-02, eta: 1 day, 13:38:48, time: 0.683, data_time: 0.244, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9694, loss_cls: 3.4516, loss: 3.4516 +2025-05-20 06:28:15,475 - pyskl - INFO - Epoch [73][200/3940] lr: 1.327e-02, eta: 1 day, 13:38:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 3.3334, loss: 3.3334 +2025-05-20 06:28:59,474 - pyskl - INFO - Epoch [73][300/3940] lr: 1.327e-02, eta: 1 day, 13:37:19, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 3.2971, loss: 3.2971 +2025-05-20 06:29:43,631 - pyskl - INFO - Epoch [73][400/3940] lr: 1.326e-02, eta: 1 day, 13:36:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 3.2508, loss: 3.2508 +2025-05-20 06:30:27,704 - pyskl - INFO - Epoch [73][500/3940] lr: 1.325e-02, eta: 1 day, 13:35:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 3.1531, loss: 3.1531 +2025-05-20 06:31:11,671 - pyskl - INFO - Epoch [73][600/3940] lr: 1.325e-02, eta: 1 day, 13:35:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 3.2698, loss: 3.2698 +2025-05-20 06:31:55,605 - pyskl - INFO - Epoch [73][700/3940] lr: 1.324e-02, eta: 1 day, 13:34:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 3.3884, loss: 3.3884 +2025-05-20 06:32:39,752 - pyskl - INFO - Epoch [73][800/3940] lr: 1.323e-02, eta: 1 day, 13:33:38, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 3.2642, loss: 3.2642 +2025-05-20 06:33:23,775 - pyskl - INFO - Epoch [73][900/3940] lr: 1.323e-02, eta: 1 day, 13:32:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 3.3330, loss: 3.3330 +2025-05-20 06:34:07,716 - pyskl - INFO - Epoch [73][1000/3940] lr: 1.322e-02, eta: 1 day, 13:32:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9750, loss_cls: 3.3009, loss: 3.3009 +2025-05-20 06:34:51,616 - pyskl - INFO - Epoch [73][1100/3940] lr: 1.321e-02, eta: 1 day, 13:31:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 3.2930, loss: 3.2930 +2025-05-20 06:35:35,535 - pyskl - INFO - Epoch [73][1200/3940] lr: 1.321e-02, eta: 1 day, 13:30:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 3.1847, loss: 3.1847 +2025-05-20 06:36:19,377 - pyskl - INFO - Epoch [73][1300/3940] lr: 1.320e-02, eta: 1 day, 13:29:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 3.2752, loss: 3.2752 +2025-05-20 06:37:03,405 - pyskl - INFO - Epoch [73][1400/3940] lr: 1.319e-02, eta: 1 day, 13:29:12, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 3.3542, loss: 3.3542 +2025-05-20 06:37:47,347 - pyskl - INFO - Epoch [73][1500/3940] lr: 1.319e-02, eta: 1 day, 13:28:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9725, loss_cls: 3.4666, loss: 3.4666 +2025-05-20 06:38:31,562 - pyskl - INFO - Epoch [73][1600/3940] lr: 1.318e-02, eta: 1 day, 13:27:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 3.3065, loss: 3.3065 +2025-05-20 06:39:15,529 - pyskl - INFO - Epoch [73][1700/3940] lr: 1.317e-02, eta: 1 day, 13:27:00, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9762, loss_cls: 3.3792, loss: 3.3792 +2025-05-20 06:39:59,442 - pyskl - INFO - Epoch [73][1800/3940] lr: 1.317e-02, eta: 1 day, 13:26:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9725, loss_cls: 3.3671, loss: 3.3671 +2025-05-20 06:40:43,319 - pyskl - INFO - Epoch [73][1900/3940] lr: 1.316e-02, eta: 1 day, 13:25:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 3.2017, loss: 3.2017 +2025-05-20 06:41:27,207 - pyskl - INFO - Epoch [73][2000/3940] lr: 1.315e-02, eta: 1 day, 13:24:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 3.2739, loss: 3.2739 +2025-05-20 06:42:11,082 - pyskl - INFO - Epoch [73][2100/3940] lr: 1.315e-02, eta: 1 day, 13:24:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 3.3665, loss: 3.3665 +2025-05-20 06:42:54,965 - pyskl - INFO - Epoch [73][2200/3940] lr: 1.314e-02, eta: 1 day, 13:23:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 3.3916, loss: 3.3916 +2025-05-20 06:43:38,849 - pyskl - INFO - Epoch [73][2300/3940] lr: 1.313e-02, eta: 1 day, 13:22:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9706, loss_cls: 3.4086, loss: 3.4086 +2025-05-20 06:44:22,872 - pyskl - INFO - Epoch [73][2400/3940] lr: 1.313e-02, eta: 1 day, 13:21:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 3.4618, loss: 3.4618 +2025-05-20 06:45:06,773 - pyskl - INFO - Epoch [73][2500/3940] lr: 1.312e-02, eta: 1 day, 13:21:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.3627, loss: 3.3627 +2025-05-20 06:45:50,684 - pyskl - INFO - Epoch [73][2600/3940] lr: 1.311e-02, eta: 1 day, 13:20:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 3.3821, loss: 3.3821 +2025-05-20 06:46:34,793 - pyskl - INFO - Epoch [73][2700/3940] lr: 1.311e-02, eta: 1 day, 13:19:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 3.2903, loss: 3.2903 +2025-05-20 06:47:18,754 - pyskl - INFO - Epoch [73][2800/3940] lr: 1.310e-02, eta: 1 day, 13:18:52, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 3.3453, loss: 3.3453 +2025-05-20 06:48:02,678 - pyskl - INFO - Epoch [73][2900/3940] lr: 1.309e-02, eta: 1 day, 13:18:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9738, loss_cls: 3.3468, loss: 3.3468 +2025-05-20 06:48:46,601 - pyskl - INFO - Epoch [73][3000/3940] lr: 1.309e-02, eta: 1 day, 13:17:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9669, loss_cls: 3.4615, loss: 3.4615 +2025-05-20 06:49:30,538 - pyskl - INFO - Epoch [73][3100/3940] lr: 1.308e-02, eta: 1 day, 13:16:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9706, loss_cls: 3.2463, loss: 3.2463 +2025-05-20 06:50:14,468 - pyskl - INFO - Epoch [73][3200/3940] lr: 1.307e-02, eta: 1 day, 13:15:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 3.3973, loss: 3.3973 +2025-05-20 06:50:58,592 - pyskl - INFO - Epoch [73][3300/3940] lr: 1.307e-02, eta: 1 day, 13:15:11, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 3.1872, loss: 3.1872 +2025-05-20 06:51:42,781 - pyskl - INFO - Epoch [73][3400/3940] lr: 1.306e-02, eta: 1 day, 13:14:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 3.3230, loss: 3.3230 +2025-05-20 06:52:26,778 - pyskl - INFO - Epoch [73][3500/3940] lr: 1.305e-02, eta: 1 day, 13:13:43, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 3.4427, loss: 3.4427 +2025-05-20 06:53:10,747 - pyskl - INFO - Epoch [73][3600/3940] lr: 1.305e-02, eta: 1 day, 13:12:58, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9731, loss_cls: 3.3028, loss: 3.3028 +2025-05-20 06:53:54,775 - pyskl - INFO - Epoch [73][3700/3940] lr: 1.304e-02, eta: 1 day, 13:12:14, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 3.3384, loss: 3.3384 +2025-05-20 06:54:38,687 - pyskl - INFO - Epoch [73][3800/3940] lr: 1.303e-02, eta: 1 day, 13:11:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 3.2451, loss: 3.2451 +2025-05-20 06:55:22,527 - pyskl - INFO - Epoch [73][3900/3940] lr: 1.303e-02, eta: 1 day, 13:10:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 3.3174, loss: 3.3174 +2025-05-20 06:55:40,438 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-05-20 06:59:03,758 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 06:59:04,227 - pyskl - INFO - +top1_acc 0.8032 +top5_acc 0.9585 +2025-05-20 06:59:04,281 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_68.pth was removed +2025-05-20 06:59:05,365 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_73.pth. +2025-05-20 06:59:05,368 - pyskl - INFO - Best top1_acc is 0.8032 at 73 epoch. +2025-05-20 06:59:05,387 - pyskl - INFO - Epoch(val) [73][3183] top1_acc: 0.8032, top5_acc: 0.9585 +2025-05-20 07:00:13,903 - pyskl - INFO - Epoch [74][100/3940] lr: 1.302e-02, eta: 1 day, 13:09:51, time: 0.685, data_time: 0.246, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 3.2603, loss: 3.2603 +2025-05-20 07:00:57,785 - pyskl - INFO - Epoch [74][200/3940] lr: 1.301e-02, eta: 1 day, 13:09:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9775, loss_cls: 3.2247, loss: 3.2247 +2025-05-20 07:01:41,681 - pyskl - INFO - Epoch [74][300/3940] lr: 1.300e-02, eta: 1 day, 13:08:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 3.1965, loss: 3.1965 +2025-05-20 07:02:25,660 - pyskl - INFO - Epoch [74][400/3940] lr: 1.300e-02, eta: 1 day, 13:07:38, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9781, loss_cls: 3.2390, loss: 3.2390 +2025-05-20 07:03:09,735 - pyskl - INFO - Epoch [74][500/3940] lr: 1.299e-02, eta: 1 day, 13:06:54, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 3.1992, loss: 3.1992 +2025-05-20 07:03:54,005 - pyskl - INFO - Epoch [74][600/3940] lr: 1.298e-02, eta: 1 day, 13:06:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 3.3435, loss: 3.3435 +2025-05-20 07:04:38,225 - pyskl - INFO - Epoch [74][700/3940] lr: 1.298e-02, eta: 1 day, 13:05:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9856, loss_cls: 3.2090, loss: 3.2090 +2025-05-20 07:05:22,437 - pyskl - INFO - Epoch [74][800/3940] lr: 1.297e-02, eta: 1 day, 13:04:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 3.2073, loss: 3.2073 +2025-05-20 07:06:06,544 - pyskl - INFO - Epoch [74][900/3940] lr: 1.296e-02, eta: 1 day, 13:03:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 3.1880, loss: 3.1880 +2025-05-20 07:06:50,520 - pyskl - INFO - Epoch [74][1000/3940] lr: 1.296e-02, eta: 1 day, 13:03:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 3.1312, loss: 3.1312 +2025-05-20 07:07:34,390 - pyskl - INFO - Epoch [74][1100/3940] lr: 1.295e-02, eta: 1 day, 13:02:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 3.2203, loss: 3.2203 +2025-05-20 07:08:18,251 - pyskl - INFO - Epoch [74][1200/3940] lr: 1.294e-02, eta: 1 day, 13:01:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9731, loss_cls: 3.2970, loss: 3.2970 +2025-05-20 07:09:02,187 - pyskl - INFO - Epoch [74][1300/3940] lr: 1.294e-02, eta: 1 day, 13:01:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9769, loss_cls: 3.2014, loss: 3.2014 +2025-05-20 07:09:46,096 - pyskl - INFO - Epoch [74][1400/3940] lr: 1.293e-02, eta: 1 day, 13:00:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 3.3202, loss: 3.3202 +2025-05-20 07:10:30,064 - pyskl - INFO - Epoch [74][1500/3940] lr: 1.292e-02, eta: 1 day, 12:59:32, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 3.3487, loss: 3.3487 +2025-05-20 07:11:13,993 - pyskl - INFO - Epoch [74][1600/3940] lr: 1.292e-02, eta: 1 day, 12:58:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 3.2774, loss: 3.2774 +2025-05-20 07:11:57,962 - pyskl - INFO - Epoch [74][1700/3940] lr: 1.291e-02, eta: 1 day, 12:58:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9744, loss_cls: 3.2888, loss: 3.2888 +2025-05-20 07:12:41,891 - pyskl - INFO - Epoch [74][1800/3940] lr: 1.290e-02, eta: 1 day, 12:57:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 3.4299, loss: 3.4299 +2025-05-20 07:13:25,791 - pyskl - INFO - Epoch [74][1900/3940] lr: 1.290e-02, eta: 1 day, 12:56:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9725, loss_cls: 3.3522, loss: 3.3522 +2025-05-20 07:14:09,728 - pyskl - INFO - Epoch [74][2000/3940] lr: 1.289e-02, eta: 1 day, 12:55:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9725, loss_cls: 3.3505, loss: 3.3505 +2025-05-20 07:14:53,592 - pyskl - INFO - Epoch [74][2100/3940] lr: 1.288e-02, eta: 1 day, 12:55:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 3.3028, loss: 3.3028 +2025-05-20 07:15:37,453 - pyskl - INFO - Epoch [74][2200/3940] lr: 1.288e-02, eta: 1 day, 12:54:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 3.2290, loss: 3.2290 +2025-05-20 07:16:21,293 - pyskl - INFO - Epoch [74][2300/3940] lr: 1.287e-02, eta: 1 day, 12:53:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 3.2519, loss: 3.2519 +2025-05-20 07:17:05,289 - pyskl - INFO - Epoch [74][2400/3940] lr: 1.286e-02, eta: 1 day, 12:52:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 3.4357, loss: 3.4357 +2025-05-20 07:17:49,211 - pyskl - INFO - Epoch [74][2500/3940] lr: 1.286e-02, eta: 1 day, 12:52:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 3.3552, loss: 3.3552 +2025-05-20 07:18:33,166 - pyskl - INFO - Epoch [74][2600/3940] lr: 1.285e-02, eta: 1 day, 12:51:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 3.2876, loss: 3.2876 +2025-05-20 07:19:17,124 - pyskl - INFO - Epoch [74][2700/3940] lr: 1.284e-02, eta: 1 day, 12:50:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9700, loss_cls: 3.4411, loss: 3.4411 +2025-05-20 07:20:01,047 - pyskl - INFO - Epoch [74][2800/3940] lr: 1.284e-02, eta: 1 day, 12:49:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 3.4032, loss: 3.4032 +2025-05-20 07:20:44,975 - pyskl - INFO - Epoch [74][2900/3940] lr: 1.283e-02, eta: 1 day, 12:49:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9738, loss_cls: 3.3175, loss: 3.3175 +2025-05-20 07:21:28,871 - pyskl - INFO - Epoch [74][3000/3940] lr: 1.282e-02, eta: 1 day, 12:48:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 3.3821, loss: 3.3821 +2025-05-20 07:22:12,682 - pyskl - INFO - Epoch [74][3100/3940] lr: 1.282e-02, eta: 1 day, 12:47:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 3.4007, loss: 3.4007 +2025-05-20 07:22:56,543 - pyskl - INFO - Epoch [74][3200/3940] lr: 1.281e-02, eta: 1 day, 12:46:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 3.3895, loss: 3.3895 +2025-05-20 07:23:40,440 - pyskl - INFO - Epoch [74][3300/3940] lr: 1.280e-02, eta: 1 day, 12:46:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 3.5109, loss: 3.5109 +2025-05-20 07:24:24,413 - pyskl - INFO - Epoch [74][3400/3940] lr: 1.280e-02, eta: 1 day, 12:45:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 3.2774, loss: 3.2774 +2025-05-20 07:25:08,271 - pyskl - INFO - Epoch [74][3500/3940] lr: 1.279e-02, eta: 1 day, 12:44:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 3.2260, loss: 3.2260 +2025-05-20 07:25:52,194 - pyskl - INFO - Epoch [74][3600/3940] lr: 1.278e-02, eta: 1 day, 12:44:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 3.3808, loss: 3.3808 +2025-05-20 07:26:35,932 - pyskl - INFO - Epoch [74][3700/3940] lr: 1.278e-02, eta: 1 day, 12:43:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 3.3268, loss: 3.3268 +2025-05-20 07:27:19,807 - pyskl - INFO - Epoch [74][3800/3940] lr: 1.277e-02, eta: 1 day, 12:42:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 3.3950, loss: 3.3950 +2025-05-20 07:28:03,700 - pyskl - INFO - Epoch [74][3900/3940] lr: 1.276e-02, eta: 1 day, 12:41:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 3.3243, loss: 3.3243 +2025-05-20 07:28:21,556 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-05-20 07:31:42,575 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 07:31:43,041 - pyskl - INFO - +top1_acc 0.8001 +top5_acc 0.9632 +2025-05-20 07:31:43,058 - pyskl - INFO - Epoch(val) [74][3183] top1_acc: 0.8001, top5_acc: 0.9632 +2025-05-20 07:32:51,530 - pyskl - INFO - Epoch [75][100/3940] lr: 1.276e-02, eta: 1 day, 12:40:53, time: 0.685, data_time: 0.248, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 3.4425, loss: 3.4425 +2025-05-20 07:33:35,312 - pyskl - INFO - Epoch [75][200/3940] lr: 1.275e-02, eta: 1 day, 12:40:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 3.2725, loss: 3.2725 +2025-05-20 07:34:19,065 - pyskl - INFO - Epoch [75][300/3940] lr: 1.274e-02, eta: 1 day, 12:39:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9775, loss_cls: 3.2687, loss: 3.2687 +2025-05-20 07:35:02,936 - pyskl - INFO - Epoch [75][400/3940] lr: 1.274e-02, eta: 1 day, 12:38:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 3.2162, loss: 3.2162 +2025-05-20 07:35:46,895 - pyskl - INFO - Epoch [75][500/3940] lr: 1.273e-02, eta: 1 day, 12:37:55, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 3.2047, loss: 3.2047 +2025-05-20 07:36:31,067 - pyskl - INFO - Epoch [75][600/3940] lr: 1.272e-02, eta: 1 day, 12:37:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 3.3256, loss: 3.3256 +2025-05-20 07:37:15,162 - pyskl - INFO - Epoch [75][700/3940] lr: 1.272e-02, eta: 1 day, 12:36:27, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9738, loss_cls: 3.3677, loss: 3.3677 +2025-05-20 07:37:59,139 - pyskl - INFO - Epoch [75][800/3940] lr: 1.271e-02, eta: 1 day, 12:35:43, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 3.1955, loss: 3.1955 +2025-05-20 07:38:43,124 - pyskl - INFO - Epoch [75][900/3940] lr: 1.270e-02, eta: 1 day, 12:34:59, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9750, loss_cls: 3.2582, loss: 3.2582 +2025-05-20 07:39:27,211 - pyskl - INFO - Epoch [75][1000/3940] lr: 1.270e-02, eta: 1 day, 12:34:14, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 3.2464, loss: 3.2464 +2025-05-20 07:40:11,043 - pyskl - INFO - Epoch [75][1100/3940] lr: 1.269e-02, eta: 1 day, 12:33:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9769, loss_cls: 3.2175, loss: 3.2175 +2025-05-20 07:40:54,952 - pyskl - INFO - Epoch [75][1200/3940] lr: 1.268e-02, eta: 1 day, 12:32:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9738, loss_cls: 3.3027, loss: 3.3027 +2025-05-20 07:41:38,838 - pyskl - INFO - Epoch [75][1300/3940] lr: 1.268e-02, eta: 1 day, 12:32:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9756, loss_cls: 3.2502, loss: 3.2502 +2025-05-20 07:42:22,722 - pyskl - INFO - Epoch [75][1400/3940] lr: 1.267e-02, eta: 1 day, 12:31:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9781, loss_cls: 3.2254, loss: 3.2254 +2025-05-20 07:43:06,627 - pyskl - INFO - Epoch [75][1500/3940] lr: 1.266e-02, eta: 1 day, 12:30:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 3.2035, loss: 3.2035 +2025-05-20 07:43:50,541 - pyskl - INFO - Epoch [75][1600/3940] lr: 1.266e-02, eta: 1 day, 12:29:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9756, loss_cls: 3.2663, loss: 3.2663 +2025-05-20 07:44:34,427 - pyskl - INFO - Epoch [75][1700/3940] lr: 1.265e-02, eta: 1 day, 12:29:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 3.4725, loss: 3.4725 +2025-05-20 07:45:18,247 - pyskl - INFO - Epoch [75][1800/3940] lr: 1.264e-02, eta: 1 day, 12:28:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 3.3294, loss: 3.3294 +2025-05-20 07:46:02,119 - pyskl - INFO - Epoch [75][1900/3940] lr: 1.264e-02, eta: 1 day, 12:27:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 3.2024, loss: 3.2024 +2025-05-20 07:46:45,914 - pyskl - INFO - Epoch [75][2000/3940] lr: 1.263e-02, eta: 1 day, 12:26:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9725, loss_cls: 3.3744, loss: 3.3744 +2025-05-20 07:47:29,764 - pyskl - INFO - Epoch [75][2100/3940] lr: 1.262e-02, eta: 1 day, 12:26:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 3.2636, loss: 3.2636 +2025-05-20 07:48:13,802 - pyskl - INFO - Epoch [75][2200/3940] lr: 1.262e-02, eta: 1 day, 12:25:22, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 3.2717, loss: 3.2717 +2025-05-20 07:48:57,661 - pyskl - INFO - Epoch [75][2300/3940] lr: 1.261e-02, eta: 1 day, 12:24:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 3.1571, loss: 3.1571 +2025-05-20 07:49:41,630 - pyskl - INFO - Epoch [75][2400/3940] lr: 1.260e-02, eta: 1 day, 12:23:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 3.3603, loss: 3.3603 +2025-05-20 07:50:25,593 - pyskl - INFO - Epoch [75][2500/3940] lr: 1.260e-02, eta: 1 day, 12:23:09, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9725, loss_cls: 3.4260, loss: 3.4260 +2025-05-20 07:51:09,505 - pyskl - INFO - Epoch [75][2600/3940] lr: 1.259e-02, eta: 1 day, 12:22:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 3.3811, loss: 3.3811 +2025-05-20 07:51:53,489 - pyskl - INFO - Epoch [75][2700/3940] lr: 1.258e-02, eta: 1 day, 12:21:41, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 3.2053, loss: 3.2053 +2025-05-20 07:52:37,363 - pyskl - INFO - Epoch [75][2800/3940] lr: 1.258e-02, eta: 1 day, 12:20:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 3.3136, loss: 3.3136 +2025-05-20 07:53:21,303 - pyskl - INFO - Epoch [75][2900/3940] lr: 1.257e-02, eta: 1 day, 12:20:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 3.2430, loss: 3.2430 +2025-05-20 07:54:05,160 - pyskl - INFO - Epoch [75][3000/3940] lr: 1.256e-02, eta: 1 day, 12:19:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 3.3271, loss: 3.3271 +2025-05-20 07:54:49,117 - pyskl - INFO - Epoch [75][3100/3940] lr: 1.256e-02, eta: 1 day, 12:18:44, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 3.2852, loss: 3.2852 +2025-05-20 07:55:33,060 - pyskl - INFO - Epoch [75][3200/3940] lr: 1.255e-02, eta: 1 day, 12:17:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.2880, loss: 3.2880 +2025-05-20 07:56:16,984 - pyskl - INFO - Epoch [75][3300/3940] lr: 1.254e-02, eta: 1 day, 12:17:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 3.1835, loss: 3.1835 +2025-05-20 07:57:00,929 - pyskl - INFO - Epoch [75][3400/3940] lr: 1.254e-02, eta: 1 day, 12:16:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9719, loss_cls: 3.4104, loss: 3.4104 +2025-05-20 07:57:44,896 - pyskl - INFO - Epoch [75][3500/3940] lr: 1.253e-02, eta: 1 day, 12:15:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 3.2999, loss: 3.2999 +2025-05-20 07:58:28,875 - pyskl - INFO - Epoch [75][3600/3940] lr: 1.252e-02, eta: 1 day, 12:15:02, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 3.2099, loss: 3.2099 +2025-05-20 07:59:12,807 - pyskl - INFO - Epoch [75][3700/3940] lr: 1.252e-02, eta: 1 day, 12:14:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 3.2339, loss: 3.2339 +2025-05-20 07:59:56,703 - pyskl - INFO - Epoch [75][3800/3940] lr: 1.251e-02, eta: 1 day, 12:13:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.3966, loss: 3.3966 +2025-05-20 08:00:40,567 - pyskl - INFO - Epoch [75][3900/3940] lr: 1.250e-02, eta: 1 day, 12:12:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 3.3061, loss: 3.3061 +2025-05-20 08:00:58,483 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-05-20 08:04:19,904 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 08:04:20,364 - pyskl - INFO - +top1_acc 0.8074 +top5_acc 0.9635 +2025-05-20 08:04:20,417 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_73.pth was removed +2025-05-20 08:04:21,450 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_75.pth. +2025-05-20 08:04:21,453 - pyskl - INFO - Best top1_acc is 0.8074 at 75 epoch. +2025-05-20 08:04:21,468 - pyskl - INFO - Epoch(val) [75][3183] top1_acc: 0.8074, top5_acc: 0.9635 +2025-05-20 08:05:30,840 - pyskl - INFO - Epoch [76][100/3940] lr: 1.249e-02, eta: 1 day, 12:11:55, time: 0.694, data_time: 0.256, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9869, loss_cls: 3.2490, loss: 3.2490 +2025-05-20 08:06:14,615 - pyskl - INFO - Epoch [76][200/3940] lr: 1.249e-02, eta: 1 day, 12:11:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 3.1826, loss: 3.1826 +2025-05-20 08:06:58,305 - pyskl - INFO - Epoch [76][300/3940] lr: 1.248e-02, eta: 1 day, 12:10:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 3.2102, loss: 3.2102 +2025-05-20 08:07:42,093 - pyskl - INFO - Epoch [76][400/3940] lr: 1.247e-02, eta: 1 day, 12:09:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9712, loss_cls: 3.2788, loss: 3.2788 +2025-05-20 08:08:26,049 - pyskl - INFO - Epoch [76][500/3940] lr: 1.247e-02, eta: 1 day, 12:08:57, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 3.0733, loss: 3.0733 +2025-05-20 08:09:09,904 - pyskl - INFO - Epoch [76][600/3940] lr: 1.246e-02, eta: 1 day, 12:08:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 3.2282, loss: 3.2282 +2025-05-20 08:09:53,769 - pyskl - INFO - Epoch [76][700/3940] lr: 1.245e-02, eta: 1 day, 12:07:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 3.1899, loss: 3.1899 +2025-05-20 08:10:37,747 - pyskl - INFO - Epoch [76][800/3940] lr: 1.245e-02, eta: 1 day, 12:06:44, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 3.1745, loss: 3.1745 +2025-05-20 08:11:21,657 - pyskl - INFO - Epoch [76][900/3940] lr: 1.244e-02, eta: 1 day, 12:06:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.2459, loss: 3.2459 +2025-05-20 08:12:05,348 - pyskl - INFO - Epoch [76][1000/3940] lr: 1.243e-02, eta: 1 day, 12:05:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 3.2686, loss: 3.2686 +2025-05-20 08:12:49,087 - pyskl - INFO - Epoch [76][1100/3940] lr: 1.243e-02, eta: 1 day, 12:04:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9800, loss_cls: 3.1650, loss: 3.1650 +2025-05-20 08:13:32,875 - pyskl - INFO - Epoch [76][1200/3940] lr: 1.242e-02, eta: 1 day, 12:03:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.4546, loss: 3.4546 +2025-05-20 08:14:16,976 - pyskl - INFO - Epoch [76][1300/3940] lr: 1.241e-02, eta: 1 day, 12:03:02, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 3.1737, loss: 3.1737 +2025-05-20 08:15:01,012 - pyskl - INFO - Epoch [76][1400/3940] lr: 1.241e-02, eta: 1 day, 12:02:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9781, loss_cls: 3.2204, loss: 3.2204 +2025-05-20 08:15:44,953 - pyskl - INFO - Epoch [76][1500/3940] lr: 1.240e-02, eta: 1 day, 12:01:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 3.2455, loss: 3.2455 +2025-05-20 08:16:28,865 - pyskl - INFO - Epoch [76][1600/3940] lr: 1.239e-02, eta: 1 day, 12:00:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 3.2328, loss: 3.2328 +2025-05-20 08:17:12,778 - pyskl - INFO - Epoch [76][1700/3940] lr: 1.239e-02, eta: 1 day, 12:00:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 3.2390, loss: 3.2390 +2025-05-20 08:17:56,721 - pyskl - INFO - Epoch [76][1800/3940] lr: 1.238e-02, eta: 1 day, 11:59:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 3.2133, loss: 3.2133 +2025-05-20 08:18:40,607 - pyskl - INFO - Epoch [76][1900/3940] lr: 1.237e-02, eta: 1 day, 11:58:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 3.2162, loss: 3.2162 +2025-05-20 08:19:24,518 - pyskl - INFO - Epoch [76][2000/3940] lr: 1.237e-02, eta: 1 day, 11:57:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 3.2728, loss: 3.2728 +2025-05-20 08:20:08,413 - pyskl - INFO - Epoch [76][2100/3940] lr: 1.236e-02, eta: 1 day, 11:57:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 3.3340, loss: 3.3340 +2025-05-20 08:20:52,245 - pyskl - INFO - Epoch [76][2200/3940] lr: 1.235e-02, eta: 1 day, 11:56:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9688, loss_cls: 3.3605, loss: 3.3605 +2025-05-20 08:21:36,086 - pyskl - INFO - Epoch [76][2300/3940] lr: 1.235e-02, eta: 1 day, 11:55:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9725, loss_cls: 3.3563, loss: 3.3563 +2025-05-20 08:22:19,966 - pyskl - INFO - Epoch [76][2400/3940] lr: 1.234e-02, eta: 1 day, 11:54:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 3.3191, loss: 3.3191 +2025-05-20 08:23:03,807 - pyskl - INFO - Epoch [76][2500/3940] lr: 1.233e-02, eta: 1 day, 11:54:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 3.2841, loss: 3.2841 +2025-05-20 08:23:47,669 - pyskl - INFO - Epoch [76][2600/3940] lr: 1.233e-02, eta: 1 day, 11:53:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 3.2884, loss: 3.2884 +2025-05-20 08:24:31,548 - pyskl - INFO - Epoch [76][2700/3940] lr: 1.232e-02, eta: 1 day, 11:52:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 3.2407, loss: 3.2407 +2025-05-20 08:25:15,380 - pyskl - INFO - Epoch [76][2800/3940] lr: 1.231e-02, eta: 1 day, 11:51:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 3.5002, loss: 3.5002 +2025-05-20 08:25:59,133 - pyskl - INFO - Epoch [76][2900/3940] lr: 1.231e-02, eta: 1 day, 11:51:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 3.3024, loss: 3.3024 +2025-05-20 08:26:43,017 - pyskl - INFO - Epoch [76][3000/3940] lr: 1.230e-02, eta: 1 day, 11:50:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.3761, loss: 3.3761 +2025-05-20 08:27:26,934 - pyskl - INFO - Epoch [76][3100/3940] lr: 1.229e-02, eta: 1 day, 11:49:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 3.4309, loss: 3.4309 +2025-05-20 08:28:10,780 - pyskl - INFO - Epoch [76][3200/3940] lr: 1.229e-02, eta: 1 day, 11:49:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9750, loss_cls: 3.2221, loss: 3.2221 +2025-05-20 08:28:54,628 - pyskl - INFO - Epoch [76][3300/3940] lr: 1.228e-02, eta: 1 day, 11:48:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 3.2131, loss: 3.2131 +2025-05-20 08:29:38,511 - pyskl - INFO - Epoch [76][3400/3940] lr: 1.227e-02, eta: 1 day, 11:47:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 3.2636, loss: 3.2636 +2025-05-20 08:30:22,377 - pyskl - INFO - Epoch [76][3500/3940] lr: 1.227e-02, eta: 1 day, 11:46:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 3.1814, loss: 3.1814 +2025-05-20 08:31:06,235 - pyskl - INFO - Epoch [76][3600/3940] lr: 1.226e-02, eta: 1 day, 11:46:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 3.3024, loss: 3.3024 +2025-05-20 08:31:50,149 - pyskl - INFO - Epoch [76][3700/3940] lr: 1.225e-02, eta: 1 day, 11:45:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 3.3734, loss: 3.3734 +2025-05-20 08:32:34,010 - pyskl - INFO - Epoch [76][3800/3940] lr: 1.225e-02, eta: 1 day, 11:44:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 3.2180, loss: 3.2180 +2025-05-20 08:33:17,852 - pyskl - INFO - Epoch [76][3900/3940] lr: 1.224e-02, eta: 1 day, 11:43:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 3.1880, loss: 3.1880 +2025-05-20 08:33:35,839 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-05-20 08:36:57,089 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 08:36:57,552 - pyskl - INFO - +top1_acc 0.7869 +top5_acc 0.9581 +2025-05-20 08:36:57,569 - pyskl - INFO - Epoch(val) [76][3183] top1_acc: 0.7869, top5_acc: 0.9581 +2025-05-20 08:38:06,060 - pyskl - INFO - Epoch [77][100/3940] lr: 1.223e-02, eta: 1 day, 11:42:54, time: 0.685, data_time: 0.246, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 3.2806, loss: 3.2806 +2025-05-20 08:38:49,892 - pyskl - INFO - Epoch [77][200/3940] lr: 1.222e-02, eta: 1 day, 11:42:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 3.2033, loss: 3.2033 +2025-05-20 08:39:33,763 - pyskl - INFO - Epoch [77][300/3940] lr: 1.222e-02, eta: 1 day, 11:41:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9794, loss_cls: 3.2514, loss: 3.2514 +2025-05-20 08:40:17,648 - pyskl - INFO - Epoch [77][400/3940] lr: 1.221e-02, eta: 1 day, 11:40:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9800, loss_cls: 3.0876, loss: 3.0876 +2025-05-20 08:41:01,706 - pyskl - INFO - Epoch [77][500/3940] lr: 1.221e-02, eta: 1 day, 11:39:57, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 3.0798, loss: 3.0798 +2025-05-20 08:41:45,644 - pyskl - INFO - Epoch [77][600/3940] lr: 1.220e-02, eta: 1 day, 11:39:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 3.2200, loss: 3.2200 +2025-05-20 08:42:29,885 - pyskl - INFO - Epoch [77][700/3940] lr: 1.219e-02, eta: 1 day, 11:38:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 3.2287, loss: 3.2287 +2025-05-20 08:43:13,864 - pyskl - INFO - Epoch [77][800/3940] lr: 1.219e-02, eta: 1 day, 11:37:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 3.1787, loss: 3.1787 +2025-05-20 08:43:57,792 - pyskl - INFO - Epoch [77][900/3940] lr: 1.218e-02, eta: 1 day, 11:37:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9756, loss_cls: 3.1901, loss: 3.1901 +2025-05-20 08:44:41,742 - pyskl - INFO - Epoch [77][1000/3940] lr: 1.217e-02, eta: 1 day, 11:36:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 3.2535, loss: 3.2535 +2025-05-20 08:45:25,515 - pyskl - INFO - Epoch [77][1100/3940] lr: 1.217e-02, eta: 1 day, 11:35:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 3.2675, loss: 3.2675 +2025-05-20 08:46:09,412 - pyskl - INFO - Epoch [77][1200/3940] lr: 1.216e-02, eta: 1 day, 11:34:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9794, loss_cls: 3.2305, loss: 3.2305 +2025-05-20 08:46:53,363 - pyskl - INFO - Epoch [77][1300/3940] lr: 1.215e-02, eta: 1 day, 11:34:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 3.2685, loss: 3.2685 +2025-05-20 08:47:37,328 - pyskl - INFO - Epoch [77][1400/3940] lr: 1.215e-02, eta: 1 day, 11:33:19, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 3.2072, loss: 3.2072 +2025-05-20 08:48:21,269 - pyskl - INFO - Epoch [77][1500/3940] lr: 1.214e-02, eta: 1 day, 11:32:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9788, loss_cls: 3.2511, loss: 3.2511 +2025-05-20 08:49:05,108 - pyskl - INFO - Epoch [77][1600/3940] lr: 1.213e-02, eta: 1 day, 11:31:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 3.2547, loss: 3.2547 +2025-05-20 08:49:48,954 - pyskl - INFO - Epoch [77][1700/3940] lr: 1.213e-02, eta: 1 day, 11:31:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 3.1923, loss: 3.1923 +2025-05-20 08:50:32,836 - pyskl - INFO - Epoch [77][1800/3940] lr: 1.212e-02, eta: 1 day, 11:30:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9750, loss_cls: 3.2851, loss: 3.2851 +2025-05-20 08:51:16,867 - pyskl - INFO - Epoch [77][1900/3940] lr: 1.211e-02, eta: 1 day, 11:29:37, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 3.1765, loss: 3.1765 +2025-05-20 08:52:00,935 - pyskl - INFO - Epoch [77][2000/3940] lr: 1.211e-02, eta: 1 day, 11:28:53, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9781, loss_cls: 3.1443, loss: 3.1443 +2025-05-20 08:52:45,035 - pyskl - INFO - Epoch [77][2100/3940] lr: 1.210e-02, eta: 1 day, 11:28:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9756, loss_cls: 3.2579, loss: 3.2579 +2025-05-20 08:53:29,151 - pyskl - INFO - Epoch [77][2200/3940] lr: 1.209e-02, eta: 1 day, 11:27:25, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 3.2530, loss: 3.2530 +2025-05-20 08:54:13,209 - pyskl - INFO - Epoch [77][2300/3940] lr: 1.209e-02, eta: 1 day, 11:26:41, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 3.1714, loss: 3.1714 +2025-05-20 08:54:57,114 - pyskl - INFO - Epoch [77][2400/3940] lr: 1.208e-02, eta: 1 day, 11:25:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 3.3398, loss: 3.3398 +2025-05-20 08:55:40,991 - pyskl - INFO - Epoch [77][2500/3940] lr: 1.207e-02, eta: 1 day, 11:25:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9738, loss_cls: 3.4833, loss: 3.4833 +2025-05-20 08:56:24,847 - pyskl - INFO - Epoch [77][2600/3940] lr: 1.207e-02, eta: 1 day, 11:24:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 3.1333, loss: 3.1333 +2025-05-20 08:57:08,779 - pyskl - INFO - Epoch [77][2700/3940] lr: 1.206e-02, eta: 1 day, 11:23:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 3.3283, loss: 3.3283 +2025-05-20 08:57:52,667 - pyskl - INFO - Epoch [77][2800/3940] lr: 1.205e-02, eta: 1 day, 11:22:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 3.2931, loss: 3.2931 +2025-05-20 08:58:36,534 - pyskl - INFO - Epoch [77][2900/3940] lr: 1.205e-02, eta: 1 day, 11:22:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 3.3880, loss: 3.3880 +2025-05-20 08:59:20,428 - pyskl - INFO - Epoch [77][3000/3940] lr: 1.204e-02, eta: 1 day, 11:21:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 3.0989, loss: 3.0989 +2025-05-20 09:00:04,277 - pyskl - INFO - Epoch [77][3100/3940] lr: 1.203e-02, eta: 1 day, 11:20:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 3.3094, loss: 3.3094 +2025-05-20 09:00:48,169 - pyskl - INFO - Epoch [77][3200/3940] lr: 1.203e-02, eta: 1 day, 11:20:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 3.3016, loss: 3.3016 +2025-05-20 09:01:32,076 - pyskl - INFO - Epoch [77][3300/3940] lr: 1.202e-02, eta: 1 day, 11:19:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 3.2777, loss: 3.2777 +2025-05-20 09:02:15,951 - pyskl - INFO - Epoch [77][3400/3940] lr: 1.201e-02, eta: 1 day, 11:18:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 3.3152, loss: 3.3152 +2025-05-20 09:02:59,862 - pyskl - INFO - Epoch [77][3500/3940] lr: 1.201e-02, eta: 1 day, 11:17:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 3.3011, loss: 3.3011 +2025-05-20 09:03:43,744 - pyskl - INFO - Epoch [77][3600/3940] lr: 1.200e-02, eta: 1 day, 11:17:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9781, loss_cls: 3.1588, loss: 3.1588 +2025-05-20 09:04:27,740 - pyskl - INFO - Epoch [77][3700/3940] lr: 1.199e-02, eta: 1 day, 11:16:20, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 3.2867, loss: 3.2867 +2025-05-20 09:05:11,692 - pyskl - INFO - Epoch [77][3800/3940] lr: 1.199e-02, eta: 1 day, 11:15:36, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9744, loss_cls: 3.2280, loss: 3.2280 +2025-05-20 09:05:55,565 - pyskl - INFO - Epoch [77][3900/3940] lr: 1.198e-02, eta: 1 day, 11:14:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 3.3404, loss: 3.3404 +2025-05-20 09:06:13,396 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-05-20 09:09:34,954 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 09:09:35,426 - pyskl - INFO - +top1_acc 0.8068 +top5_acc 0.9660 +2025-05-20 09:09:35,445 - pyskl - INFO - Epoch(val) [77][3183] top1_acc: 0.8068, top5_acc: 0.9660 +2025-05-20 09:10:44,377 - pyskl - INFO - Epoch [78][100/3940] lr: 1.197e-02, eta: 1 day, 11:13:57, time: 0.689, data_time: 0.252, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 3.1885, loss: 3.1885 +2025-05-20 09:11:28,111 - pyskl - INFO - Epoch [78][200/3940] lr: 1.196e-02, eta: 1 day, 11:13:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 3.2126, loss: 3.2126 +2025-05-20 09:12:11,875 - pyskl - INFO - Epoch [78][300/3940] lr: 1.196e-02, eta: 1 day, 11:12:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 3.1117, loss: 3.1117 +2025-05-20 09:12:55,677 - pyskl - INFO - Epoch [78][400/3940] lr: 1.195e-02, eta: 1 day, 11:11:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 3.0563, loss: 3.0563 +2025-05-20 09:13:39,520 - pyskl - INFO - Epoch [78][500/3940] lr: 1.194e-02, eta: 1 day, 11:10:59, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 3.2945, loss: 3.2945 +2025-05-20 09:14:23,436 - pyskl - INFO - Epoch [78][600/3940] lr: 1.194e-02, eta: 1 day, 11:10:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9775, loss_cls: 3.2151, loss: 3.2151 +2025-05-20 09:15:07,301 - pyskl - INFO - Epoch [78][700/3940] lr: 1.193e-02, eta: 1 day, 11:09:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 3.1232, loss: 3.1232 +2025-05-20 09:15:51,092 - pyskl - INFO - Epoch [78][800/3940] lr: 1.192e-02, eta: 1 day, 11:08:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 3.2312, loss: 3.2312 +2025-05-20 09:16:34,870 - pyskl - INFO - Epoch [78][900/3940] lr: 1.192e-02, eta: 1 day, 11:08:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 3.2225, loss: 3.2225 +2025-05-20 09:17:18,768 - pyskl - INFO - Epoch [78][1000/3940] lr: 1.191e-02, eta: 1 day, 11:07:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 3.2024, loss: 3.2024 +2025-05-20 09:18:02,627 - pyskl - INFO - Epoch [78][1100/3940] lr: 1.190e-02, eta: 1 day, 11:06:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 3.2934, loss: 3.2934 +2025-05-20 09:18:46,149 - pyskl - INFO - Epoch [78][1200/3940] lr: 1.190e-02, eta: 1 day, 11:05:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 3.2352, loss: 3.2352 +2025-05-20 09:19:29,901 - pyskl - INFO - Epoch [78][1300/3940] lr: 1.189e-02, eta: 1 day, 11:05:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 3.1523, loss: 3.1523 +2025-05-20 09:20:13,685 - pyskl - INFO - Epoch [78][1400/3940] lr: 1.188e-02, eta: 1 day, 11:04:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 3.1725, loss: 3.1725 +2025-05-20 09:20:57,463 - pyskl - INFO - Epoch [78][1500/3940] lr: 1.188e-02, eta: 1 day, 11:03:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 3.1307, loss: 3.1307 +2025-05-20 09:21:41,483 - pyskl - INFO - Epoch [78][1600/3940] lr: 1.187e-02, eta: 1 day, 11:02:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 3.1636, loss: 3.1636 +2025-05-20 09:22:25,288 - pyskl - INFO - Epoch [78][1700/3940] lr: 1.186e-02, eta: 1 day, 11:02:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 3.2735, loss: 3.2735 +2025-05-20 09:23:09,153 - pyskl - INFO - Epoch [78][1800/3940] lr: 1.186e-02, eta: 1 day, 11:01:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9756, loss_cls: 3.1354, loss: 3.1354 +2025-05-20 09:23:53,053 - pyskl - INFO - Epoch [78][1900/3940] lr: 1.185e-02, eta: 1 day, 11:00:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 3.2718, loss: 3.2718 +2025-05-20 09:24:36,859 - pyskl - INFO - Epoch [78][2000/3940] lr: 1.184e-02, eta: 1 day, 10:59:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 3.2541, loss: 3.2541 +2025-05-20 09:25:20,684 - pyskl - INFO - Epoch [78][2100/3940] lr: 1.184e-02, eta: 1 day, 10:59:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 3.3350, loss: 3.3350 +2025-05-20 09:26:04,562 - pyskl - INFO - Epoch [78][2200/3940] lr: 1.183e-02, eta: 1 day, 10:58:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 3.0463, loss: 3.0463 +2025-05-20 09:26:48,431 - pyskl - INFO - Epoch [78][2300/3940] lr: 1.182e-02, eta: 1 day, 10:57:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 3.2659, loss: 3.2659 +2025-05-20 09:27:32,212 - pyskl - INFO - Epoch [78][2400/3940] lr: 1.182e-02, eta: 1 day, 10:56:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9738, loss_cls: 3.2486, loss: 3.2486 +2025-05-20 09:28:16,031 - pyskl - INFO - Epoch [78][2500/3940] lr: 1.181e-02, eta: 1 day, 10:56:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 3.3195, loss: 3.3195 +2025-05-20 09:28:59,971 - pyskl - INFO - Epoch [78][2600/3940] lr: 1.180e-02, eta: 1 day, 10:55:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 3.1631, loss: 3.1631 +2025-05-20 09:29:43,800 - pyskl - INFO - Epoch [78][2700/3940] lr: 1.180e-02, eta: 1 day, 10:54:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 3.2411, loss: 3.2411 +2025-05-20 09:30:27,679 - pyskl - INFO - Epoch [78][2800/3940] lr: 1.179e-02, eta: 1 day, 10:53:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9756, loss_cls: 3.2970, loss: 3.2970 +2025-05-20 09:31:11,505 - pyskl - INFO - Epoch [78][2900/3940] lr: 1.178e-02, eta: 1 day, 10:53:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 3.0631, loss: 3.0631 +2025-05-20 09:31:55,316 - pyskl - INFO - Epoch [78][3000/3940] lr: 1.178e-02, eta: 1 day, 10:52:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 3.3858, loss: 3.3858 +2025-05-20 09:32:39,160 - pyskl - INFO - Epoch [78][3100/3940] lr: 1.177e-02, eta: 1 day, 10:51:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 3.2024, loss: 3.2024 +2025-05-20 09:33:22,968 - pyskl - INFO - Epoch [78][3200/3940] lr: 1.176e-02, eta: 1 day, 10:51:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 3.2057, loss: 3.2057 +2025-05-20 09:34:06,842 - pyskl - INFO - Epoch [78][3300/3940] lr: 1.176e-02, eta: 1 day, 10:50:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 3.2037, loss: 3.2037 +2025-05-20 09:34:50,673 - pyskl - INFO - Epoch [78][3400/3940] lr: 1.175e-02, eta: 1 day, 10:49:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 3.3074, loss: 3.3074 +2025-05-20 09:35:34,493 - pyskl - INFO - Epoch [78][3500/3940] lr: 1.174e-02, eta: 1 day, 10:48:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9762, loss_cls: 3.2148, loss: 3.2148 +2025-05-20 09:36:18,340 - pyskl - INFO - Epoch [78][3600/3940] lr: 1.174e-02, eta: 1 day, 10:48:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 3.2556, loss: 3.2556 +2025-05-20 09:37:02,120 - pyskl - INFO - Epoch [78][3700/3940] lr: 1.173e-02, eta: 1 day, 10:47:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9794, loss_cls: 3.3424, loss: 3.3424 +2025-05-20 09:37:46,015 - pyskl - INFO - Epoch [78][3800/3940] lr: 1.172e-02, eta: 1 day, 10:46:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 3.2098, loss: 3.2098 +2025-05-20 09:38:29,863 - pyskl - INFO - Epoch [78][3900/3940] lr: 1.172e-02, eta: 1 day, 10:45:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 3.3337, loss: 3.3337 +2025-05-20 09:38:47,746 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-05-20 09:42:09,165 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 09:42:09,639 - pyskl - INFO - +top1_acc 0.7881 +top5_acc 0.9615 +2025-05-20 09:42:09,658 - pyskl - INFO - Epoch(val) [78][3183] top1_acc: 0.7881, top5_acc: 0.9615 +2025-05-20 09:43:18,203 - pyskl - INFO - Epoch [79][100/3940] lr: 1.171e-02, eta: 1 day, 10:44:55, time: 0.685, data_time: 0.247, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 3.1794, loss: 3.1794 +2025-05-20 09:44:02,040 - pyskl - INFO - Epoch [79][200/3940] lr: 1.170e-02, eta: 1 day, 10:44:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9781, loss_cls: 3.1168, loss: 3.1168 +2025-05-20 09:44:45,906 - pyskl - INFO - Epoch [79][300/3940] lr: 1.170e-02, eta: 1 day, 10:43:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 3.0768, loss: 3.0768 +2025-05-20 09:45:29,778 - pyskl - INFO - Epoch [79][400/3940] lr: 1.169e-02, eta: 1 day, 10:42:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 3.0798, loss: 3.0798 +2025-05-20 09:46:13,702 - pyskl - INFO - Epoch [79][500/3940] lr: 1.168e-02, eta: 1 day, 10:41:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 3.1674, loss: 3.1674 +2025-05-20 09:46:57,713 - pyskl - INFO - Epoch [79][600/3940] lr: 1.168e-02, eta: 1 day, 10:41:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 3.1359, loss: 3.1359 +2025-05-20 09:47:41,699 - pyskl - INFO - Epoch [79][700/3940] lr: 1.167e-02, eta: 1 day, 10:40:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 3.2107, loss: 3.2107 +2025-05-20 09:48:25,623 - pyskl - INFO - Epoch [79][800/3940] lr: 1.166e-02, eta: 1 day, 10:39:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9800, loss_cls: 3.1203, loss: 3.1203 +2025-05-20 09:49:09,575 - pyskl - INFO - Epoch [79][900/3940] lr: 1.166e-02, eta: 1 day, 10:39:00, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 3.1752, loss: 3.1752 +2025-05-20 09:49:53,482 - pyskl - INFO - Epoch [79][1000/3940] lr: 1.165e-02, eta: 1 day, 10:38:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 3.2808, loss: 3.2808 +2025-05-20 09:50:37,496 - pyskl - INFO - Epoch [79][1100/3940] lr: 1.164e-02, eta: 1 day, 10:37:32, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 3.1577, loss: 3.1577 +2025-05-20 09:51:21,553 - pyskl - INFO - Epoch [79][1200/3940] lr: 1.164e-02, eta: 1 day, 10:36:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 3.0866, loss: 3.0866 +2025-05-20 09:52:05,699 - pyskl - INFO - Epoch [79][1300/3940] lr: 1.163e-02, eta: 1 day, 10:36:04, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 3.1895, loss: 3.1895 +2025-05-20 09:52:49,786 - pyskl - INFO - Epoch [79][1400/3940] lr: 1.162e-02, eta: 1 day, 10:35:19, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 3.2497, loss: 3.2497 +2025-05-20 09:53:33,816 - pyskl - INFO - Epoch [79][1500/3940] lr: 1.162e-02, eta: 1 day, 10:34:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 3.1798, loss: 3.1798 +2025-05-20 09:54:17,784 - pyskl - INFO - Epoch [79][1600/3940] lr: 1.161e-02, eta: 1 day, 10:33:51, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 3.1716, loss: 3.1716 +2025-05-20 09:55:01,751 - pyskl - INFO - Epoch [79][1700/3940] lr: 1.160e-02, eta: 1 day, 10:33:07, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 3.2311, loss: 3.2311 +2025-05-20 09:55:45,660 - pyskl - INFO - Epoch [79][1800/3940] lr: 1.160e-02, eta: 1 day, 10:32:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 3.1959, loss: 3.1959 +2025-05-20 09:56:29,474 - pyskl - INFO - Epoch [79][1900/3940] lr: 1.159e-02, eta: 1 day, 10:31:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 3.2296, loss: 3.2296 +2025-05-20 09:57:13,518 - pyskl - INFO - Epoch [79][2000/3940] lr: 1.158e-02, eta: 1 day, 10:30:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 3.1600, loss: 3.1600 +2025-05-20 09:57:57,559 - pyskl - INFO - Epoch [79][2100/3940] lr: 1.158e-02, eta: 1 day, 10:30:10, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 3.0650, loss: 3.0650 +2025-05-20 09:58:41,490 - pyskl - INFO - Epoch [79][2200/3940] lr: 1.157e-02, eta: 1 day, 10:29:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 3.0711, loss: 3.0711 +2025-05-20 09:59:25,364 - pyskl - INFO - Epoch [79][2300/3940] lr: 1.156e-02, eta: 1 day, 10:28:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 3.2017, loss: 3.2017 +2025-05-20 10:00:09,391 - pyskl - INFO - Epoch [79][2400/3940] lr: 1.156e-02, eta: 1 day, 10:27:57, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9731, loss_cls: 3.3305, loss: 3.3305 +2025-05-20 10:00:53,416 - pyskl - INFO - Epoch [79][2500/3940] lr: 1.155e-02, eta: 1 day, 10:27:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 3.2006, loss: 3.2006 +2025-05-20 10:01:37,307 - pyskl - INFO - Epoch [79][2600/3940] lr: 1.154e-02, eta: 1 day, 10:26:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 3.3163, loss: 3.3163 +2025-05-20 10:02:21,206 - pyskl - INFO - Epoch [79][2700/3940] lr: 1.154e-02, eta: 1 day, 10:25:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9738, loss_cls: 3.3289, loss: 3.3289 +2025-05-20 10:03:05,122 - pyskl - INFO - Epoch [79][2800/3940] lr: 1.153e-02, eta: 1 day, 10:25:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 3.2972, loss: 3.2972 +2025-05-20 10:03:49,127 - pyskl - INFO - Epoch [79][2900/3940] lr: 1.152e-02, eta: 1 day, 10:24:16, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 3.2738, loss: 3.2738 +2025-05-20 10:04:33,039 - pyskl - INFO - Epoch [79][3000/3940] lr: 1.152e-02, eta: 1 day, 10:23:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 3.2431, loss: 3.2431 +2025-05-20 10:05:16,936 - pyskl - INFO - Epoch [79][3100/3940] lr: 1.151e-02, eta: 1 day, 10:22:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 3.2028, loss: 3.2028 +2025-05-20 10:06:00,803 - pyskl - INFO - Epoch [79][3200/3940] lr: 1.150e-02, eta: 1 day, 10:22:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9700, loss_cls: 3.3460, loss: 3.3460 +2025-05-20 10:06:44,696 - pyskl - INFO - Epoch [79][3300/3940] lr: 1.150e-02, eta: 1 day, 10:21:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 3.3002, loss: 3.3002 +2025-05-20 10:07:28,574 - pyskl - INFO - Epoch [79][3400/3940] lr: 1.149e-02, eta: 1 day, 10:20:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.2662, loss: 3.2662 +2025-05-20 10:08:12,484 - pyskl - INFO - Epoch [79][3500/3940] lr: 1.148e-02, eta: 1 day, 10:19:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 3.3104, loss: 3.3104 +2025-05-20 10:08:56,462 - pyskl - INFO - Epoch [79][3600/3940] lr: 1.148e-02, eta: 1 day, 10:19:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9756, loss_cls: 3.1892, loss: 3.1892 +2025-05-20 10:09:40,479 - pyskl - INFO - Epoch [79][3700/3940] lr: 1.147e-02, eta: 1 day, 10:18:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 3.1903, loss: 3.1903 +2025-05-20 10:10:24,460 - pyskl - INFO - Epoch [79][3800/3940] lr: 1.146e-02, eta: 1 day, 10:17:37, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 3.0922, loss: 3.0922 +2025-05-20 10:11:08,352 - pyskl - INFO - Epoch [79][3900/3940] lr: 1.146e-02, eta: 1 day, 10:16:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 3.0615, loss: 3.0615 +2025-05-20 10:11:26,192 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-05-20 10:14:47,581 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 10:14:48,045 - pyskl - INFO - +top1_acc 0.8151 +top5_acc 0.9671 +2025-05-20 10:14:48,096 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_75.pth was removed +2025-05-20 10:14:49,140 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. +2025-05-20 10:14:49,143 - pyskl - INFO - Best top1_acc is 0.8151 at 79 epoch. +2025-05-20 10:14:49,159 - pyskl - INFO - Epoch(val) [79][3183] top1_acc: 0.8151, top5_acc: 0.9671 +2025-05-20 10:15:58,537 - pyskl - INFO - Epoch [80][100/3940] lr: 1.145e-02, eta: 1 day, 10:15:58, time: 0.694, data_time: 0.252, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 3.2341, loss: 3.2341 +2025-05-20 10:16:42,321 - pyskl - INFO - Epoch [80][200/3940] lr: 1.144e-02, eta: 1 day, 10:15:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 3.1331, loss: 3.1331 +2025-05-20 10:17:26,078 - pyskl - INFO - Epoch [80][300/3940] lr: 1.143e-02, eta: 1 day, 10:14:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9781, loss_cls: 3.0940, loss: 3.0940 +2025-05-20 10:18:09,759 - pyskl - INFO - Epoch [80][400/3940] lr: 1.143e-02, eta: 1 day, 10:13:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 3.0967, loss: 3.0967 +2025-05-20 10:18:53,533 - pyskl - INFO - Epoch [80][500/3940] lr: 1.142e-02, eta: 1 day, 10:13:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 3.1763, loss: 3.1763 +2025-05-20 10:19:37,568 - pyskl - INFO - Epoch [80][600/3940] lr: 1.141e-02, eta: 1 day, 10:12:16, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 3.1503, loss: 3.1503 +2025-05-20 10:20:21,714 - pyskl - INFO - Epoch [80][700/3940] lr: 1.141e-02, eta: 1 day, 10:11:32, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 3.0918, loss: 3.0918 +2025-05-20 10:21:05,550 - pyskl - INFO - Epoch [80][800/3940] lr: 1.140e-02, eta: 1 day, 10:10:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9806, loss_cls: 3.1164, loss: 3.1164 +2025-05-20 10:21:49,475 - pyskl - INFO - Epoch [80][900/3940] lr: 1.139e-02, eta: 1 day, 10:10:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 3.0680, loss: 3.0680 +2025-05-20 10:22:33,422 - pyskl - INFO - Epoch [80][1000/3940] lr: 1.139e-02, eta: 1 day, 10:09:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9762, loss_cls: 3.2862, loss: 3.2862 +2025-05-20 10:23:17,347 - pyskl - INFO - Epoch [80][1100/3940] lr: 1.138e-02, eta: 1 day, 10:08:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 3.1668, loss: 3.1668 +2025-05-20 10:24:01,279 - pyskl - INFO - Epoch [80][1200/3940] lr: 1.137e-02, eta: 1 day, 10:07:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 3.1854, loss: 3.1854 +2025-05-20 10:24:45,213 - pyskl - INFO - Epoch [80][1300/3940] lr: 1.137e-02, eta: 1 day, 10:07:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.9677, loss: 2.9677 +2025-05-20 10:25:29,132 - pyskl - INFO - Epoch [80][1400/3940] lr: 1.136e-02, eta: 1 day, 10:06:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 3.1742, loss: 3.1742 +2025-05-20 10:26:13,019 - pyskl - INFO - Epoch [80][1500/3940] lr: 1.135e-02, eta: 1 day, 10:05:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9744, loss_cls: 3.1490, loss: 3.1490 +2025-05-20 10:26:56,840 - pyskl - INFO - Epoch [80][1600/3940] lr: 1.135e-02, eta: 1 day, 10:04:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 3.2244, loss: 3.2244 +2025-05-20 10:27:40,603 - pyskl - INFO - Epoch [80][1700/3940] lr: 1.134e-02, eta: 1 day, 10:04:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9756, loss_cls: 3.1501, loss: 3.1501 +2025-05-20 10:28:24,459 - pyskl - INFO - Epoch [80][1800/3940] lr: 1.133e-02, eta: 1 day, 10:03:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9775, loss_cls: 3.1877, loss: 3.1877 +2025-05-20 10:29:08,289 - pyskl - INFO - Epoch [80][1900/3940] lr: 1.133e-02, eta: 1 day, 10:02:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 3.2466, loss: 3.2466 +2025-05-20 10:29:52,123 - pyskl - INFO - Epoch [80][2000/3940] lr: 1.132e-02, eta: 1 day, 10:01:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 3.2086, loss: 3.2086 +2025-05-20 10:30:35,875 - pyskl - INFO - Epoch [80][2100/3940] lr: 1.132e-02, eta: 1 day, 10:01:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9756, loss_cls: 3.2360, loss: 3.2360 +2025-05-20 10:31:19,687 - pyskl - INFO - Epoch [80][2200/3940] lr: 1.131e-02, eta: 1 day, 10:00:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9781, loss_cls: 3.2411, loss: 3.2411 +2025-05-20 10:32:03,466 - pyskl - INFO - Epoch [80][2300/3940] lr: 1.130e-02, eta: 1 day, 9:59:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 3.2463, loss: 3.2463 +2025-05-20 10:32:47,279 - pyskl - INFO - Epoch [80][2400/3940] lr: 1.130e-02, eta: 1 day, 9:58:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 3.1145, loss: 3.1145 +2025-05-20 10:33:31,125 - pyskl - INFO - Epoch [80][2500/3940] lr: 1.129e-02, eta: 1 day, 9:58:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 3.2613, loss: 3.2613 +2025-05-20 10:34:14,936 - pyskl - INFO - Epoch [80][2600/3940] lr: 1.128e-02, eta: 1 day, 9:57:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9731, loss_cls: 3.2828, loss: 3.2828 +2025-05-20 10:34:58,864 - pyskl - INFO - Epoch [80][2700/3940] lr: 1.128e-02, eta: 1 day, 9:56:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9762, loss_cls: 3.0833, loss: 3.0833 +2025-05-20 10:35:42,770 - pyskl - INFO - Epoch [80][2800/3940] lr: 1.127e-02, eta: 1 day, 9:56:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 3.1965, loss: 3.1965 +2025-05-20 10:36:26,659 - pyskl - INFO - Epoch [80][2900/3940] lr: 1.126e-02, eta: 1 day, 9:55:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 3.2862, loss: 3.2862 +2025-05-20 10:37:10,501 - pyskl - INFO - Epoch [80][3000/3940] lr: 1.126e-02, eta: 1 day, 9:54:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 3.0901, loss: 3.0901 +2025-05-20 10:37:54,341 - pyskl - INFO - Epoch [80][3100/3940] lr: 1.125e-02, eta: 1 day, 9:53:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 3.2673, loss: 3.2673 +2025-05-20 10:38:38,162 - pyskl - INFO - Epoch [80][3200/3940] lr: 1.124e-02, eta: 1 day, 9:53:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9781, loss_cls: 3.1166, loss: 3.1166 +2025-05-20 10:39:21,993 - pyskl - INFO - Epoch [80][3300/3940] lr: 1.124e-02, eta: 1 day, 9:52:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 3.2401, loss: 3.2401 +2025-05-20 10:40:05,805 - pyskl - INFO - Epoch [80][3400/3940] lr: 1.123e-02, eta: 1 day, 9:51:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 3.3170, loss: 3.3170 +2025-05-20 10:40:49,587 - pyskl - INFO - Epoch [80][3500/3940] lr: 1.122e-02, eta: 1 day, 9:50:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 3.2909, loss: 3.2909 +2025-05-20 10:41:33,434 - pyskl - INFO - Epoch [80][3600/3940] lr: 1.122e-02, eta: 1 day, 9:50:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 3.1062, loss: 3.1062 +2025-05-20 10:42:17,281 - pyskl - INFO - Epoch [80][3700/3940] lr: 1.121e-02, eta: 1 day, 9:49:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 3.2373, loss: 3.2373 +2025-05-20 10:43:01,215 - pyskl - INFO - Epoch [80][3800/3940] lr: 1.120e-02, eta: 1 day, 9:48:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 3.1734, loss: 3.1734 +2025-05-20 10:43:45,039 - pyskl - INFO - Epoch [80][3900/3940] lr: 1.120e-02, eta: 1 day, 9:47:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9725, loss_cls: 3.2107, loss: 3.2107 +2025-05-20 10:44:02,925 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-05-20 10:47:24,384 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 10:47:24,853 - pyskl - INFO - +top1_acc 0.7709 +top5_acc 0.9495 +2025-05-20 10:47:24,871 - pyskl - INFO - Epoch(val) [80][3183] top1_acc: 0.7709, top5_acc: 0.9495 +2025-05-20 10:48:33,580 - pyskl - INFO - Epoch [81][100/3940] lr: 1.119e-02, eta: 1 day, 9:46:57, time: 0.687, data_time: 0.249, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 3.1800, loss: 3.1800 +2025-05-20 10:49:17,425 - pyskl - INFO - Epoch [81][200/3940] lr: 1.118e-02, eta: 1 day, 9:46:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.9533, loss: 2.9533 +2025-05-20 10:50:01,069 - pyskl - INFO - Epoch [81][300/3940] lr: 1.117e-02, eta: 1 day, 9:45:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 3.0766, loss: 3.0766 +2025-05-20 10:50:44,797 - pyskl - INFO - Epoch [81][400/3940] lr: 1.117e-02, eta: 1 day, 9:44:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9906, loss_cls: 3.0298, loss: 3.0298 +2025-05-20 10:51:28,556 - pyskl - INFO - Epoch [81][500/3940] lr: 1.116e-02, eta: 1 day, 9:44:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.9686, loss: 2.9686 +2025-05-20 10:52:12,427 - pyskl - INFO - Epoch [81][600/3940] lr: 1.115e-02, eta: 1 day, 9:43:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 3.1576, loss: 3.1576 +2025-05-20 10:52:56,509 - pyskl - INFO - Epoch [81][700/3940] lr: 1.115e-02, eta: 1 day, 9:42:31, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9788, loss_cls: 3.1478, loss: 3.1478 +2025-05-20 10:53:40,420 - pyskl - INFO - Epoch [81][800/3940] lr: 1.114e-02, eta: 1 day, 9:41:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 3.1601, loss: 3.1601 +2025-05-20 10:54:24,315 - pyskl - INFO - Epoch [81][900/3940] lr: 1.113e-02, eta: 1 day, 9:41:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 3.1720, loss: 3.1720 +2025-05-20 10:55:08,308 - pyskl - INFO - Epoch [81][1000/3940] lr: 1.113e-02, eta: 1 day, 9:40:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9775, loss_cls: 3.2113, loss: 3.2113 +2025-05-20 10:55:52,223 - pyskl - INFO - Epoch [81][1100/3940] lr: 1.112e-02, eta: 1 day, 9:39:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 3.1947, loss: 3.1947 +2025-05-20 10:56:36,125 - pyskl - INFO - Epoch [81][1200/3940] lr: 1.111e-02, eta: 1 day, 9:38:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 3.1474, loss: 3.1474 +2025-05-20 10:57:20,019 - pyskl - INFO - Epoch [81][1300/3940] lr: 1.111e-02, eta: 1 day, 9:38:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 3.2215, loss: 3.2215 +2025-05-20 10:58:03,900 - pyskl - INFO - Epoch [81][1400/3940] lr: 1.110e-02, eta: 1 day, 9:37:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 3.1762, loss: 3.1762 +2025-05-20 10:58:47,856 - pyskl - INFO - Epoch [81][1500/3940] lr: 1.109e-02, eta: 1 day, 9:36:37, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 3.1677, loss: 3.1677 +2025-05-20 10:59:31,791 - pyskl - INFO - Epoch [81][1600/3940] lr: 1.109e-02, eta: 1 day, 9:35:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 3.1841, loss: 3.1841 +2025-05-20 11:00:15,730 - pyskl - INFO - Epoch [81][1700/3940] lr: 1.108e-02, eta: 1 day, 9:35:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 3.1961, loss: 3.1961 +2025-05-20 11:00:59,725 - pyskl - INFO - Epoch [81][1800/3940] lr: 1.107e-02, eta: 1 day, 9:34:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 3.1725, loss: 3.1725 +2025-05-20 11:01:43,710 - pyskl - INFO - Epoch [81][1900/3940] lr: 1.107e-02, eta: 1 day, 9:33:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9769, loss_cls: 3.1990, loss: 3.1990 +2025-05-20 11:02:27,684 - pyskl - INFO - Epoch [81][2000/3940] lr: 1.106e-02, eta: 1 day, 9:32:56, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 3.2133, loss: 3.2133 +2025-05-20 11:03:11,623 - pyskl - INFO - Epoch [81][2100/3940] lr: 1.105e-02, eta: 1 day, 9:32:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 3.3169, loss: 3.3169 +2025-05-20 11:03:55,493 - pyskl - INFO - Epoch [81][2200/3940] lr: 1.105e-02, eta: 1 day, 9:31:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9775, loss_cls: 3.1894, loss: 3.1894 +2025-05-20 11:04:39,506 - pyskl - INFO - Epoch [81][2300/3940] lr: 1.104e-02, eta: 1 day, 9:30:43, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 3.2892, loss: 3.2892 +2025-05-20 11:05:23,330 - pyskl - INFO - Epoch [81][2400/3940] lr: 1.103e-02, eta: 1 day, 9:29:59, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 3.0418, loss: 3.0418 +2025-05-20 11:06:07,178 - pyskl - INFO - Epoch [81][2500/3940] lr: 1.103e-02, eta: 1 day, 9:29:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 3.1309, loss: 3.1309 +2025-05-20 11:06:51,001 - pyskl - INFO - Epoch [81][2600/3940] lr: 1.102e-02, eta: 1 day, 9:28:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 3.2785, loss: 3.2785 +2025-05-20 11:07:34,889 - pyskl - INFO - Epoch [81][2700/3940] lr: 1.102e-02, eta: 1 day, 9:27:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 3.1826, loss: 3.1826 +2025-05-20 11:08:18,767 - pyskl - INFO - Epoch [81][2800/3940] lr: 1.101e-02, eta: 1 day, 9:27:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 3.2335, loss: 3.2335 +2025-05-20 11:09:02,616 - pyskl - INFO - Epoch [81][2900/3940] lr: 1.100e-02, eta: 1 day, 9:26:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 3.2586, loss: 3.2586 +2025-05-20 11:09:46,571 - pyskl - INFO - Epoch [81][3000/3940] lr: 1.100e-02, eta: 1 day, 9:25:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 3.2780, loss: 3.2780 +2025-05-20 11:10:30,530 - pyskl - INFO - Epoch [81][3100/3940] lr: 1.099e-02, eta: 1 day, 9:24:48, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 3.2475, loss: 3.2475 +2025-05-20 11:11:14,355 - pyskl - INFO - Epoch [81][3200/3940] lr: 1.098e-02, eta: 1 day, 9:24:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 3.2039, loss: 3.2039 +2025-05-20 11:11:58,143 - pyskl - INFO - Epoch [81][3300/3940] lr: 1.098e-02, eta: 1 day, 9:23:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9762, loss_cls: 3.1917, loss: 3.1917 +2025-05-20 11:12:42,028 - pyskl - INFO - Epoch [81][3400/3940] lr: 1.097e-02, eta: 1 day, 9:22:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 3.3136, loss: 3.3136 +2025-05-20 11:13:25,867 - pyskl - INFO - Epoch [81][3500/3940] lr: 1.096e-02, eta: 1 day, 9:21:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 3.1478, loss: 3.1478 +2025-05-20 11:14:09,664 - pyskl - INFO - Epoch [81][3600/3940] lr: 1.096e-02, eta: 1 day, 9:21:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 3.2152, loss: 3.2152 +2025-05-20 11:14:53,487 - pyskl - INFO - Epoch [81][3700/3940] lr: 1.095e-02, eta: 1 day, 9:20:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 3.0750, loss: 3.0750 +2025-05-20 11:15:37,314 - pyskl - INFO - Epoch [81][3800/3940] lr: 1.094e-02, eta: 1 day, 9:19:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 3.2506, loss: 3.2506 +2025-05-20 11:16:21,128 - pyskl - INFO - Epoch [81][3900/3940] lr: 1.094e-02, eta: 1 day, 9:18:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9719, loss_cls: 3.2756, loss: 3.2756 +2025-05-20 11:16:39,020 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-05-20 11:20:00,773 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 11:20:01,247 - pyskl - INFO - +top1_acc 0.8023 +top5_acc 0.9662 +2025-05-20 11:20:01,267 - pyskl - INFO - Epoch(val) [81][3183] top1_acc: 0.8023, top5_acc: 0.9662 +2025-05-20 11:21:10,111 - pyskl - INFO - Epoch [82][100/3940] lr: 1.093e-02, eta: 1 day, 9:17:58, time: 0.688, data_time: 0.250, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 3.1023, loss: 3.1023 +2025-05-20 11:21:53,924 - pyskl - INFO - Epoch [82][200/3940] lr: 1.092e-02, eta: 1 day, 9:17:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 3.1458, loss: 3.1458 +2025-05-20 11:22:37,731 - pyskl - INFO - Epoch [82][300/3940] lr: 1.091e-02, eta: 1 day, 9:16:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 3.1099, loss: 3.1099 +2025-05-20 11:23:21,573 - pyskl - INFO - Epoch [82][400/3940] lr: 1.091e-02, eta: 1 day, 9:15:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 3.0687, loss: 3.0687 +2025-05-20 11:24:05,537 - pyskl - INFO - Epoch [82][500/3940] lr: 1.090e-02, eta: 1 day, 9:15:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 3.1100, loss: 3.1100 +2025-05-20 11:24:49,499 - pyskl - INFO - Epoch [82][600/3940] lr: 1.089e-02, eta: 1 day, 9:14:16, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 3.0610, loss: 3.0610 +2025-05-20 11:25:33,350 - pyskl - INFO - Epoch [82][700/3940] lr: 1.089e-02, eta: 1 day, 9:13:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 3.0186, loss: 3.0186 +2025-05-20 11:26:17,662 - pyskl - INFO - Epoch [82][800/3940] lr: 1.088e-02, eta: 1 day, 9:12:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 3.0776, loss: 3.0776 +2025-05-20 11:27:01,696 - pyskl - INFO - Epoch [82][900/3940] lr: 1.087e-02, eta: 1 day, 9:12:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9781, loss_cls: 3.1488, loss: 3.1488 +2025-05-20 11:27:45,780 - pyskl - INFO - Epoch [82][1000/3940] lr: 1.087e-02, eta: 1 day, 9:11:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 3.0999, loss: 3.0999 +2025-05-20 11:28:29,726 - pyskl - INFO - Epoch [82][1100/3940] lr: 1.086e-02, eta: 1 day, 9:10:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 3.1716, loss: 3.1716 +2025-05-20 11:29:13,826 - pyskl - INFO - Epoch [82][1200/3940] lr: 1.085e-02, eta: 1 day, 9:09:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 3.0794, loss: 3.0794 +2025-05-20 11:29:57,832 - pyskl - INFO - Epoch [82][1300/3940] lr: 1.085e-02, eta: 1 day, 9:09:07, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 3.1285, loss: 3.1285 +2025-05-20 11:30:41,803 - pyskl - INFO - Epoch [82][1400/3940] lr: 1.084e-02, eta: 1 day, 9:08:23, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9769, loss_cls: 3.2126, loss: 3.2126 +2025-05-20 11:31:25,632 - pyskl - INFO - Epoch [82][1500/3940] lr: 1.083e-02, eta: 1 day, 9:07:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 3.2257, loss: 3.2257 +2025-05-20 11:32:09,500 - pyskl - INFO - Epoch [82][1600/3940] lr: 1.083e-02, eta: 1 day, 9:06:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 3.1735, loss: 3.1735 +2025-05-20 11:32:53,555 - pyskl - INFO - Epoch [82][1700/3940] lr: 1.082e-02, eta: 1 day, 9:06:10, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 3.1826, loss: 3.1826 +2025-05-20 11:33:37,590 - pyskl - INFO - Epoch [82][1800/3940] lr: 1.081e-02, eta: 1 day, 9:05:26, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 3.1640, loss: 3.1640 +2025-05-20 11:34:21,562 - pyskl - INFO - Epoch [82][1900/3940] lr: 1.081e-02, eta: 1 day, 9:04:42, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 3.1081, loss: 3.1081 +2025-05-20 11:35:05,401 - pyskl - INFO - Epoch [82][2000/3940] lr: 1.080e-02, eta: 1 day, 9:03:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 3.1840, loss: 3.1840 +2025-05-20 11:35:49,290 - pyskl - INFO - Epoch [82][2100/3940] lr: 1.080e-02, eta: 1 day, 9:03:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 3.1574, loss: 3.1574 +2025-05-20 11:36:33,166 - pyskl - INFO - Epoch [82][2200/3940] lr: 1.079e-02, eta: 1 day, 9:02:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 3.2091, loss: 3.2091 +2025-05-20 11:37:16,927 - pyskl - INFO - Epoch [82][2300/3940] lr: 1.078e-02, eta: 1 day, 9:01:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 3.2286, loss: 3.2286 +2025-05-20 11:38:00,653 - pyskl - INFO - Epoch [82][2400/3940] lr: 1.078e-02, eta: 1 day, 9:01:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 3.2607, loss: 3.2607 +2025-05-20 11:38:44,558 - pyskl - INFO - Epoch [82][2500/3940] lr: 1.077e-02, eta: 1 day, 9:00:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 3.1508, loss: 3.1508 +2025-05-20 11:39:28,371 - pyskl - INFO - Epoch [82][2600/3940] lr: 1.076e-02, eta: 1 day, 8:59:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 3.1449, loss: 3.1449 +2025-05-20 11:40:12,161 - pyskl - INFO - Epoch [82][2700/3940] lr: 1.076e-02, eta: 1 day, 8:58:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9769, loss_cls: 3.0790, loss: 3.0790 +2025-05-20 11:40:55,943 - pyskl - INFO - Epoch [82][2800/3940] lr: 1.075e-02, eta: 1 day, 8:58:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 3.1596, loss: 3.1596 +2025-05-20 11:41:39,782 - pyskl - INFO - Epoch [82][2900/3940] lr: 1.074e-02, eta: 1 day, 8:57:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9775, loss_cls: 3.0668, loss: 3.0668 +2025-05-20 11:42:23,576 - pyskl - INFO - Epoch [82][3000/3940] lr: 1.074e-02, eta: 1 day, 8:56:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 3.2467, loss: 3.2467 +2025-05-20 11:43:07,330 - pyskl - INFO - Epoch [82][3100/3940] lr: 1.073e-02, eta: 1 day, 8:55:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 3.0385, loss: 3.0385 +2025-05-20 11:43:51,118 - pyskl - INFO - Epoch [82][3200/3940] lr: 1.072e-02, eta: 1 day, 8:55:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 3.1282, loss: 3.1282 +2025-05-20 11:44:34,886 - pyskl - INFO - Epoch [82][3300/3940] lr: 1.072e-02, eta: 1 day, 8:54:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9775, loss_cls: 3.2213, loss: 3.2213 +2025-05-20 11:45:18,656 - pyskl - INFO - Epoch [82][3400/3940] lr: 1.071e-02, eta: 1 day, 8:53:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 3.0880, loss: 3.0880 +2025-05-20 11:46:02,440 - pyskl - INFO - Epoch [82][3500/3940] lr: 1.070e-02, eta: 1 day, 8:52:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 3.1648, loss: 3.1648 +2025-05-20 11:46:46,272 - pyskl - INFO - Epoch [82][3600/3940] lr: 1.070e-02, eta: 1 day, 8:52:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 3.3125, loss: 3.3125 +2025-05-20 11:47:30,039 - pyskl - INFO - Epoch [82][3700/3940] lr: 1.069e-02, eta: 1 day, 8:51:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 3.1231, loss: 3.1231 +2025-05-20 11:48:13,795 - pyskl - INFO - Epoch [82][3800/3940] lr: 1.068e-02, eta: 1 day, 8:50:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 3.1491, loss: 3.1491 +2025-05-20 11:48:57,575 - pyskl - INFO - Epoch [82][3900/3940] lr: 1.068e-02, eta: 1 day, 8:49:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9738, loss_cls: 3.2643, loss: 3.2643 +2025-05-20 11:49:15,372 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-05-20 11:52:36,884 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 11:52:37,346 - pyskl - INFO - +top1_acc 0.7959 +top5_acc 0.9608 +2025-05-20 11:52:37,362 - pyskl - INFO - Epoch(val) [82][3183] top1_acc: 0.7959, top5_acc: 0.9608 +2025-05-20 11:53:45,839 - pyskl - INFO - Epoch [83][100/3940] lr: 1.067e-02, eta: 1 day, 8:48:58, time: 0.685, data_time: 0.247, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 3.2210, loss: 3.2210 +2025-05-20 11:54:29,639 - pyskl - INFO - Epoch [83][200/3940] lr: 1.066e-02, eta: 1 day, 8:48:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 3.0475, loss: 3.0475 +2025-05-20 11:55:13,497 - pyskl - INFO - Epoch [83][300/3940] lr: 1.065e-02, eta: 1 day, 8:47:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.9508, loss: 2.9508 +2025-05-20 11:55:57,325 - pyskl - INFO - Epoch [83][400/3940] lr: 1.065e-02, eta: 1 day, 8:46:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 3.1129, loss: 3.1129 +2025-05-20 11:56:41,195 - pyskl - INFO - Epoch [83][500/3940] lr: 1.064e-02, eta: 1 day, 8:46:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 3.0580, loss: 3.0580 +2025-05-20 11:57:25,081 - pyskl - INFO - Epoch [83][600/3940] lr: 1.063e-02, eta: 1 day, 8:45:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 3.0868, loss: 3.0868 +2025-05-20 11:58:09,003 - pyskl - INFO - Epoch [83][700/3940] lr: 1.063e-02, eta: 1 day, 8:44:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.9455, loss: 2.9455 +2025-05-20 11:58:53,059 - pyskl - INFO - Epoch [83][800/3940] lr: 1.062e-02, eta: 1 day, 8:43:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 3.2726, loss: 3.2726 +2025-05-20 11:59:37,118 - pyskl - INFO - Epoch [83][900/3940] lr: 1.061e-02, eta: 1 day, 8:43:04, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9850, loss_cls: 2.9965, loss: 2.9965 +2025-05-20 12:00:21,253 - pyskl - INFO - Epoch [83][1000/3940] lr: 1.061e-02, eta: 1 day, 8:42:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.9843, loss: 2.9843 +2025-05-20 12:01:05,243 - pyskl - INFO - Epoch [83][1100/3940] lr: 1.060e-02, eta: 1 day, 8:41:36, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 3.0376, loss: 3.0376 +2025-05-20 12:01:49,215 - pyskl - INFO - Epoch [83][1200/3940] lr: 1.060e-02, eta: 1 day, 8:40:51, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 3.0770, loss: 3.0770 +2025-05-20 12:02:33,113 - pyskl - INFO - Epoch [83][1300/3940] lr: 1.059e-02, eta: 1 day, 8:40:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 3.0681, loss: 3.0681 +2025-05-20 12:03:16,956 - pyskl - INFO - Epoch [83][1400/3940] lr: 1.058e-02, eta: 1 day, 8:39:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 3.1211, loss: 3.1211 +2025-05-20 12:04:00,809 - pyskl - INFO - Epoch [83][1500/3940] lr: 1.058e-02, eta: 1 day, 8:38:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9856, loss_cls: 3.1704, loss: 3.1704 +2025-05-20 12:04:44,710 - pyskl - INFO - Epoch [83][1600/3940] lr: 1.057e-02, eta: 1 day, 8:37:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 3.1423, loss: 3.1423 +2025-05-20 12:05:28,592 - pyskl - INFO - Epoch [83][1700/3940] lr: 1.056e-02, eta: 1 day, 8:37:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 3.2080, loss: 3.2080 +2025-05-20 12:06:12,552 - pyskl - INFO - Epoch [83][1800/3940] lr: 1.056e-02, eta: 1 day, 8:36:26, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 3.2493, loss: 3.2493 +2025-05-20 12:06:56,635 - pyskl - INFO - Epoch [83][1900/3940] lr: 1.055e-02, eta: 1 day, 8:35:42, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 3.0942, loss: 3.0942 +2025-05-20 12:07:40,521 - pyskl - INFO - Epoch [83][2000/3940] lr: 1.054e-02, eta: 1 day, 8:34:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9756, loss_cls: 3.1035, loss: 3.1035 +2025-05-20 12:08:24,390 - pyskl - INFO - Epoch [83][2100/3940] lr: 1.054e-02, eta: 1 day, 8:34:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9794, loss_cls: 3.1382, loss: 3.1382 +2025-05-20 12:09:08,327 - pyskl - INFO - Epoch [83][2200/3940] lr: 1.053e-02, eta: 1 day, 8:33:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 3.1092, loss: 3.1092 +2025-05-20 12:09:52,379 - pyskl - INFO - Epoch [83][2300/3940] lr: 1.052e-02, eta: 1 day, 8:32:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 3.1164, loss: 3.1164 +2025-05-20 12:10:36,347 - pyskl - INFO - Epoch [83][2400/3940] lr: 1.052e-02, eta: 1 day, 8:32:00, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9769, loss_cls: 3.1712, loss: 3.1712 +2025-05-20 12:11:20,194 - pyskl - INFO - Epoch [83][2500/3940] lr: 1.051e-02, eta: 1 day, 8:31:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9744, loss_cls: 3.3173, loss: 3.3173 +2025-05-20 12:12:04,111 - pyskl - INFO - Epoch [83][2600/3940] lr: 1.050e-02, eta: 1 day, 8:30:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9806, loss_cls: 3.1448, loss: 3.1448 +2025-05-20 12:12:48,006 - pyskl - INFO - Epoch [83][2700/3940] lr: 1.050e-02, eta: 1 day, 8:29:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 3.0877, loss: 3.0877 +2025-05-20 12:13:31,900 - pyskl - INFO - Epoch [83][2800/3940] lr: 1.049e-02, eta: 1 day, 8:29:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 3.1302, loss: 3.1302 +2025-05-20 12:14:15,793 - pyskl - INFO - Epoch [83][2900/3940] lr: 1.048e-02, eta: 1 day, 8:28:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9788, loss_cls: 3.1518, loss: 3.1518 +2025-05-20 12:14:59,692 - pyskl - INFO - Epoch [83][3000/3940] lr: 1.048e-02, eta: 1 day, 8:27:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 3.1860, loss: 3.1860 +2025-05-20 12:15:43,638 - pyskl - INFO - Epoch [83][3100/3940] lr: 1.047e-02, eta: 1 day, 8:26:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 3.1429, loss: 3.1429 +2025-05-20 12:16:27,602 - pyskl - INFO - Epoch [83][3200/3940] lr: 1.046e-02, eta: 1 day, 8:26:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 3.1407, loss: 3.1407 +2025-05-20 12:17:11,575 - pyskl - INFO - Epoch [83][3300/3940] lr: 1.046e-02, eta: 1 day, 8:25:22, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 3.2548, loss: 3.2548 +2025-05-20 12:17:55,520 - pyskl - INFO - Epoch [83][3400/3940] lr: 1.045e-02, eta: 1 day, 8:24:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9700, loss_cls: 3.2985, loss: 3.2985 +2025-05-20 12:18:39,424 - pyskl - INFO - Epoch [83][3500/3940] lr: 1.044e-02, eta: 1 day, 8:23:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 3.0620, loss: 3.0620 +2025-05-20 12:19:23,240 - pyskl - INFO - Epoch [83][3600/3940] lr: 1.044e-02, eta: 1 day, 8:23:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9775, loss_cls: 3.1195, loss: 3.1195 +2025-05-20 12:20:07,160 - pyskl - INFO - Epoch [83][3700/3940] lr: 1.043e-02, eta: 1 day, 8:22:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9819, loss_cls: 2.9182, loss: 2.9182 +2025-05-20 12:20:51,040 - pyskl - INFO - Epoch [83][3800/3940] lr: 1.042e-02, eta: 1 day, 8:21:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 3.0808, loss: 3.0808 +2025-05-20 12:21:34,886 - pyskl - INFO - Epoch [83][3900/3940] lr: 1.042e-02, eta: 1 day, 8:20:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 3.1210, loss: 3.1210 +2025-05-20 12:21:52,726 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-05-20 12:25:14,200 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 12:25:14,669 - pyskl - INFO - +top1_acc 0.7886 +top5_acc 0.9608 +2025-05-20 12:25:14,688 - pyskl - INFO - Epoch(val) [83][3183] top1_acc: 0.7886, top5_acc: 0.9608 +2025-05-20 12:26:23,108 - pyskl - INFO - Epoch [84][100/3940] lr: 1.041e-02, eta: 1 day, 8:20:00, time: 0.684, data_time: 0.246, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 3.2698, loss: 3.2698 +2025-05-20 12:27:06,972 - pyskl - INFO - Epoch [84][200/3940] lr: 1.040e-02, eta: 1 day, 8:19:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 3.0178, loss: 3.0178 +2025-05-20 12:27:50,819 - pyskl - INFO - Epoch [84][300/3940] lr: 1.040e-02, eta: 1 day, 8:18:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 3.1234, loss: 3.1234 +2025-05-20 12:28:34,638 - pyskl - INFO - Epoch [84][400/3940] lr: 1.039e-02, eta: 1 day, 8:17:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9775, loss_cls: 3.1608, loss: 3.1608 +2025-05-20 12:29:18,451 - pyskl - INFO - Epoch [84][500/3940] lr: 1.038e-02, eta: 1 day, 8:17:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 3.2015, loss: 3.2015 +2025-05-20 12:30:02,463 - pyskl - INFO - Epoch [84][600/3940] lr: 1.038e-02, eta: 1 day, 8:16:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 3.0567, loss: 3.0567 +2025-05-20 12:30:46,419 - pyskl - INFO - Epoch [84][700/3940] lr: 1.037e-02, eta: 1 day, 8:15:34, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.9871, loss: 2.9871 +2025-05-20 12:31:30,326 - pyskl - INFO - Epoch [84][800/3940] lr: 1.036e-02, eta: 1 day, 8:14:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9781, loss_cls: 3.0636, loss: 3.0636 +2025-05-20 12:32:14,274 - pyskl - INFO - Epoch [84][900/3940] lr: 1.036e-02, eta: 1 day, 8:14:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 3.1395, loss: 3.1395 +2025-05-20 12:32:58,236 - pyskl - INFO - Epoch [84][1000/3940] lr: 1.035e-02, eta: 1 day, 8:13:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9819, loss_cls: 3.0606, loss: 3.0606 +2025-05-20 12:33:42,080 - pyskl - INFO - Epoch [84][1100/3940] lr: 1.034e-02, eta: 1 day, 8:12:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 3.0749, loss: 3.0749 +2025-05-20 12:34:25,818 - pyskl - INFO - Epoch [84][1200/3940] lr: 1.034e-02, eta: 1 day, 8:11:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 3.0639, loss: 3.0639 +2025-05-20 12:35:09,757 - pyskl - INFO - Epoch [84][1300/3940] lr: 1.033e-02, eta: 1 day, 8:11:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 3.1158, loss: 3.1158 +2025-05-20 12:35:53,729 - pyskl - INFO - Epoch [84][1400/3940] lr: 1.032e-02, eta: 1 day, 8:10:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 3.1237, loss: 3.1237 +2025-05-20 12:36:37,652 - pyskl - INFO - Epoch [84][1500/3940] lr: 1.032e-02, eta: 1 day, 8:09:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9919, loss_cls: 3.0085, loss: 3.0085 +2025-05-20 12:37:21,536 - pyskl - INFO - Epoch [84][1600/3940] lr: 1.031e-02, eta: 1 day, 8:08:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.9618, loss: 2.9618 +2025-05-20 12:38:05,390 - pyskl - INFO - Epoch [84][1700/3940] lr: 1.030e-02, eta: 1 day, 8:08:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9819, loss_cls: 3.0136, loss: 3.0136 +2025-05-20 12:38:49,243 - pyskl - INFO - Epoch [84][1800/3940] lr: 1.030e-02, eta: 1 day, 8:07:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 3.0670, loss: 3.0670 +2025-05-20 12:39:33,142 - pyskl - INFO - Epoch [84][1900/3940] lr: 1.029e-02, eta: 1 day, 8:06:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 3.1722, loss: 3.1722 +2025-05-20 12:40:17,081 - pyskl - INFO - Epoch [84][2000/3940] lr: 1.028e-02, eta: 1 day, 8:05:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9819, loss_cls: 3.0635, loss: 3.0635 +2025-05-20 12:41:01,012 - pyskl - INFO - Epoch [84][2100/3940] lr: 1.028e-02, eta: 1 day, 8:05:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9781, loss_cls: 3.0788, loss: 3.0788 +2025-05-20 12:41:44,944 - pyskl - INFO - Epoch [84][2200/3940] lr: 1.027e-02, eta: 1 day, 8:04:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 3.1997, loss: 3.1997 +2025-05-20 12:42:28,916 - pyskl - INFO - Epoch [84][2300/3940] lr: 1.026e-02, eta: 1 day, 8:03:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 3.1195, loss: 3.1195 +2025-05-20 12:43:12,891 - pyskl - INFO - Epoch [84][2400/3940] lr: 1.026e-02, eta: 1 day, 8:03:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9794, loss_cls: 3.1257, loss: 3.1257 +2025-05-20 12:43:56,989 - pyskl - INFO - Epoch [84][2500/3940] lr: 1.025e-02, eta: 1 day, 8:02:17, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 3.0944, loss: 3.0944 +2025-05-20 12:44:40,845 - pyskl - INFO - Epoch [84][2600/3940] lr: 1.025e-02, eta: 1 day, 8:01:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 3.1376, loss: 3.1376 +2025-05-20 12:45:24,669 - pyskl - INFO - Epoch [84][2700/3940] lr: 1.024e-02, eta: 1 day, 8:00:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9762, loss_cls: 3.2036, loss: 3.2036 +2025-05-20 12:46:08,495 - pyskl - INFO - Epoch [84][2800/3940] lr: 1.023e-02, eta: 1 day, 8:00:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 3.1467, loss: 3.1467 +2025-05-20 12:46:52,354 - pyskl - INFO - Epoch [84][2900/3940] lr: 1.023e-02, eta: 1 day, 7:59:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 3.1036, loss: 3.1036 +2025-05-20 12:47:36,249 - pyskl - INFO - Epoch [84][3000/3940] lr: 1.022e-02, eta: 1 day, 7:58:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.9943, loss: 2.9943 +2025-05-20 12:48:20,114 - pyskl - INFO - Epoch [84][3100/3940] lr: 1.021e-02, eta: 1 day, 7:57:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 3.1564, loss: 3.1564 +2025-05-20 12:49:03,931 - pyskl - INFO - Epoch [84][3200/3940] lr: 1.021e-02, eta: 1 day, 7:57:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 3.0359, loss: 3.0359 +2025-05-20 12:49:47,748 - pyskl - INFO - Epoch [84][3300/3940] lr: 1.020e-02, eta: 1 day, 7:56:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9806, loss_cls: 3.0273, loss: 3.0273 +2025-05-20 12:50:31,507 - pyskl - INFO - Epoch [84][3400/3940] lr: 1.019e-02, eta: 1 day, 7:55:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 3.1939, loss: 3.1939 +2025-05-20 12:51:15,357 - pyskl - INFO - Epoch [84][3500/3940] lr: 1.019e-02, eta: 1 day, 7:54:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 3.1760, loss: 3.1760 +2025-05-20 12:51:59,179 - pyskl - INFO - Epoch [84][3600/3940] lr: 1.018e-02, eta: 1 day, 7:54:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 3.2243, loss: 3.2243 +2025-05-20 12:52:42,936 - pyskl - INFO - Epoch [84][3700/3940] lr: 1.017e-02, eta: 1 day, 7:53:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 3.1603, loss: 3.1603 +2025-05-20 12:53:26,782 - pyskl - INFO - Epoch [84][3800/3940] lr: 1.017e-02, eta: 1 day, 7:52:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 3.0184, loss: 3.0184 +2025-05-20 12:54:10,561 - pyskl - INFO - Epoch [84][3900/3940] lr: 1.016e-02, eta: 1 day, 7:51:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 3.1203, loss: 3.1203 +2025-05-20 12:54:28,375 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-05-20 12:57:49,748 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 12:57:50,219 - pyskl - INFO - +top1_acc 0.8140 +top5_acc 0.9640 +2025-05-20 12:57:50,237 - pyskl - INFO - Epoch(val) [84][3183] top1_acc: 0.8140, top5_acc: 0.9640 +2025-05-20 12:58:59,312 - pyskl - INFO - Epoch [85][100/3940] lr: 1.015e-02, eta: 1 day, 7:51:01, time: 0.691, data_time: 0.252, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 3.2829, loss: 3.2829 +2025-05-20 12:59:43,195 - pyskl - INFO - Epoch [85][200/3940] lr: 1.014e-02, eta: 1 day, 7:50:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 3.0982, loss: 3.0982 +2025-05-20 13:00:27,053 - pyskl - INFO - Epoch [85][300/3940] lr: 1.014e-02, eta: 1 day, 7:49:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 3.0516, loss: 3.0516 +2025-05-20 13:01:10,888 - pyskl - INFO - Epoch [85][400/3940] lr: 1.013e-02, eta: 1 day, 7:48:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 3.0666, loss: 3.0666 +2025-05-20 13:01:54,763 - pyskl - INFO - Epoch [85][500/3940] lr: 1.013e-02, eta: 1 day, 7:48:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.9599, loss: 2.9599 +2025-05-20 13:02:38,771 - pyskl - INFO - Epoch [85][600/3940] lr: 1.012e-02, eta: 1 day, 7:47:19, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 3.1389, loss: 3.1389 +2025-05-20 13:03:22,732 - pyskl - INFO - Epoch [85][700/3940] lr: 1.011e-02, eta: 1 day, 7:46:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.9721, loss: 2.9721 +2025-05-20 13:04:06,891 - pyskl - INFO - Epoch [85][800/3940] lr: 1.011e-02, eta: 1 day, 7:45:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 3.0660, loss: 3.0660 +2025-05-20 13:04:51,210 - pyskl - INFO - Epoch [85][900/3940] lr: 1.010e-02, eta: 1 day, 7:45:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.9857, loss: 2.9857 +2025-05-20 13:05:35,301 - pyskl - INFO - Epoch [85][1000/3940] lr: 1.009e-02, eta: 1 day, 7:44:23, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9800, loss_cls: 3.0224, loss: 3.0224 +2025-05-20 13:06:19,288 - pyskl - INFO - Epoch [85][1100/3940] lr: 1.009e-02, eta: 1 day, 7:43:39, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 3.1369, loss: 3.1369 +2025-05-20 13:07:03,304 - pyskl - INFO - Epoch [85][1200/3940] lr: 1.008e-02, eta: 1 day, 7:42:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9806, loss_cls: 3.1112, loss: 3.1112 +2025-05-20 13:07:47,568 - pyskl - INFO - Epoch [85][1300/3940] lr: 1.007e-02, eta: 1 day, 7:42:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 2.9517, loss: 2.9517 +2025-05-20 13:08:31,726 - pyskl - INFO - Epoch [85][1400/3940] lr: 1.007e-02, eta: 1 day, 7:41:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9825, loss_cls: 3.0415, loss: 3.0415 +2025-05-20 13:09:15,888 - pyskl - INFO - Epoch [85][1500/3940] lr: 1.006e-02, eta: 1 day, 7:40:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9794, loss_cls: 3.0595, loss: 3.0595 +2025-05-20 13:09:59,909 - pyskl - INFO - Epoch [85][1600/3940] lr: 1.005e-02, eta: 1 day, 7:39:58, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 3.0402, loss: 3.0402 +2025-05-20 13:10:43,812 - pyskl - INFO - Epoch [85][1700/3940] lr: 1.005e-02, eta: 1 day, 7:39:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 3.0181, loss: 3.0181 +2025-05-20 13:11:27,851 - pyskl - INFO - Epoch [85][1800/3940] lr: 1.004e-02, eta: 1 day, 7:38:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 3.0553, loss: 3.0553 +2025-05-20 13:12:11,847 - pyskl - INFO - Epoch [85][1900/3940] lr: 1.003e-02, eta: 1 day, 7:37:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 3.1925, loss: 3.1925 +2025-05-20 13:12:55,861 - pyskl - INFO - Epoch [85][2000/3940] lr: 1.003e-02, eta: 1 day, 7:37:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9900, loss_cls: 3.0358, loss: 3.0358 +2025-05-20 13:13:39,867 - pyskl - INFO - Epoch [85][2100/3940] lr: 1.002e-02, eta: 1 day, 7:36:17, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 3.0988, loss: 3.0988 +2025-05-20 13:14:23,852 - pyskl - INFO - Epoch [85][2200/3940] lr: 1.001e-02, eta: 1 day, 7:35:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 3.2131, loss: 3.2131 +2025-05-20 13:15:07,857 - pyskl - INFO - Epoch [85][2300/3940] lr: 1.001e-02, eta: 1 day, 7:34:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 3.0623, loss: 3.0623 +2025-05-20 13:15:51,839 - pyskl - INFO - Epoch [85][2400/3940] lr: 1.000e-02, eta: 1 day, 7:34:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 3.1382, loss: 3.1382 +2025-05-20 13:16:35,814 - pyskl - INFO - Epoch [85][2500/3940] lr: 9.995e-03, eta: 1 day, 7:33:20, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9806, loss_cls: 3.0590, loss: 3.0590 +2025-05-20 13:17:19,951 - pyskl - INFO - Epoch [85][2600/3940] lr: 9.988e-03, eta: 1 day, 7:32:36, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 3.1830, loss: 3.1830 +2025-05-20 13:18:03,781 - pyskl - INFO - Epoch [85][2700/3940] lr: 9.982e-03, eta: 1 day, 7:31:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 3.2165, loss: 3.2165 +2025-05-20 13:18:47,643 - pyskl - INFO - Epoch [85][2800/3940] lr: 9.975e-03, eta: 1 day, 7:31:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 3.0184, loss: 3.0184 +2025-05-20 13:19:31,523 - pyskl - INFO - Epoch [85][2900/3940] lr: 9.969e-03, eta: 1 day, 7:30:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9762, loss_cls: 3.0149, loss: 3.0149 +2025-05-20 13:20:15,343 - pyskl - INFO - Epoch [85][3000/3940] lr: 9.962e-03, eta: 1 day, 7:29:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9769, loss_cls: 3.0392, loss: 3.0392 +2025-05-20 13:20:59,223 - pyskl - INFO - Epoch [85][3100/3940] lr: 9.956e-03, eta: 1 day, 7:28:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 3.0521, loss: 3.0521 +2025-05-20 13:21:42,981 - pyskl - INFO - Epoch [85][3200/3940] lr: 9.949e-03, eta: 1 day, 7:28:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 3.0073, loss: 3.0073 +2025-05-20 13:22:26,821 - pyskl - INFO - Epoch [85][3300/3940] lr: 9.943e-03, eta: 1 day, 7:27:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 3.1029, loss: 3.1029 +2025-05-20 13:23:10,556 - pyskl - INFO - Epoch [85][3400/3940] lr: 9.936e-03, eta: 1 day, 7:26:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 3.1276, loss: 3.1276 +2025-05-20 13:23:54,317 - pyskl - INFO - Epoch [85][3500/3940] lr: 9.930e-03, eta: 1 day, 7:25:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 3.0400, loss: 3.0400 +2025-05-20 13:24:38,078 - pyskl - INFO - Epoch [85][3600/3940] lr: 9.923e-03, eta: 1 day, 7:25:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 3.1844, loss: 3.1844 +2025-05-20 13:25:21,911 - pyskl - INFO - Epoch [85][3700/3940] lr: 9.917e-03, eta: 1 day, 7:24:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9831, loss_cls: 3.0315, loss: 3.0315 +2025-05-20 13:26:05,743 - pyskl - INFO - Epoch [85][3800/3940] lr: 9.910e-03, eta: 1 day, 7:23:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 3.1057, loss: 3.1057 +2025-05-20 13:26:49,593 - pyskl - INFO - Epoch [85][3900/3940] lr: 9.904e-03, eta: 1 day, 7:23:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 3.0891, loss: 3.0891 +2025-05-20 13:27:07,482 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-05-20 13:30:28,747 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 13:30:29,219 - pyskl - INFO - +top1_acc 0.8108 +top5_acc 0.9633 +2025-05-20 13:30:29,237 - pyskl - INFO - Epoch(val) [85][3183] top1_acc: 0.8108, top5_acc: 0.9633 +2025-05-20 13:31:37,983 - pyskl - INFO - Epoch [86][100/3940] lr: 9.895e-03, eta: 1 day, 7:22:03, time: 0.687, data_time: 0.249, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 3.1069, loss: 3.1069 +2025-05-20 13:32:21,803 - pyskl - INFO - Epoch [86][200/3940] lr: 9.888e-03, eta: 1 day, 7:21:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9794, loss_cls: 3.0407, loss: 3.0407 +2025-05-20 13:33:05,651 - pyskl - INFO - Epoch [86][300/3940] lr: 9.882e-03, eta: 1 day, 7:20:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.9495, loss: 2.9495 +2025-05-20 13:33:49,516 - pyskl - INFO - Epoch [86][400/3940] lr: 9.875e-03, eta: 1 day, 7:19:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9781, loss_cls: 3.1153, loss: 3.1153 +2025-05-20 13:34:33,379 - pyskl - INFO - Epoch [86][500/3940] lr: 9.869e-03, eta: 1 day, 7:19:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 3.0546, loss: 3.0546 +2025-05-20 13:35:17,281 - pyskl - INFO - Epoch [86][600/3940] lr: 9.862e-03, eta: 1 day, 7:18:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 3.0151, loss: 3.0151 +2025-05-20 13:36:01,271 - pyskl - INFO - Epoch [86][700/3940] lr: 9.856e-03, eta: 1 day, 7:17:38, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 3.2378, loss: 3.2378 +2025-05-20 13:36:45,259 - pyskl - INFO - Epoch [86][800/3940] lr: 9.849e-03, eta: 1 day, 7:16:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9819, loss_cls: 2.9875, loss: 2.9875 +2025-05-20 13:37:29,293 - pyskl - INFO - Epoch [86][900/3940] lr: 9.843e-03, eta: 1 day, 7:16:09, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 3.0691, loss: 3.0691 +2025-05-20 13:38:13,282 - pyskl - INFO - Epoch [86][1000/3940] lr: 9.836e-03, eta: 1 day, 7:15:25, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 3.0869, loss: 3.0869 +2025-05-20 13:38:57,243 - pyskl - INFO - Epoch [86][1100/3940] lr: 9.830e-03, eta: 1 day, 7:14:41, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 3.0228, loss: 3.0228 +2025-05-20 13:39:41,164 - pyskl - INFO - Epoch [86][1200/3940] lr: 9.823e-03, eta: 1 day, 7:13:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9794, loss_cls: 3.0790, loss: 3.0790 +2025-05-20 13:40:25,185 - pyskl - INFO - Epoch [86][1300/3940] lr: 9.817e-03, eta: 1 day, 7:13:12, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 3.1724, loss: 3.1724 +2025-05-20 13:41:09,311 - pyskl - INFO - Epoch [86][1400/3940] lr: 9.810e-03, eta: 1 day, 7:12:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.9595, loss: 2.9595 +2025-05-20 13:41:53,294 - pyskl - INFO - Epoch [86][1500/3940] lr: 9.804e-03, eta: 1 day, 7:11:44, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9781, loss_cls: 3.0983, loss: 3.0983 +2025-05-20 13:42:37,119 - pyskl - INFO - Epoch [86][1600/3940] lr: 9.797e-03, eta: 1 day, 7:11:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 3.0146, loss: 3.0146 +2025-05-20 13:43:20,865 - pyskl - INFO - Epoch [86][1700/3940] lr: 9.791e-03, eta: 1 day, 7:10:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9775, loss_cls: 3.0114, loss: 3.0114 +2025-05-20 13:44:04,669 - pyskl - INFO - Epoch [86][1800/3940] lr: 9.784e-03, eta: 1 day, 7:09:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 3.0331, loss: 3.0331 +2025-05-20 13:44:48,571 - pyskl - INFO - Epoch [86][1900/3940] lr: 9.778e-03, eta: 1 day, 7:08:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 3.1070, loss: 3.1070 +2025-05-20 13:45:32,507 - pyskl - INFO - Epoch [86][2000/3940] lr: 9.771e-03, eta: 1 day, 7:08:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 3.0368, loss: 3.0368 +2025-05-20 13:46:16,499 - pyskl - INFO - Epoch [86][2100/3940] lr: 9.765e-03, eta: 1 day, 7:07:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.9684, loss: 2.9684 +2025-05-20 13:47:00,391 - pyskl - INFO - Epoch [86][2200/3940] lr: 9.758e-03, eta: 1 day, 7:06:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9750, loss_cls: 3.1947, loss: 3.1947 +2025-05-20 13:47:44,324 - pyskl - INFO - Epoch [86][2300/3940] lr: 9.752e-03, eta: 1 day, 7:05:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 3.1165, loss: 3.1165 +2025-05-20 13:48:28,279 - pyskl - INFO - Epoch [86][2400/3940] lr: 9.745e-03, eta: 1 day, 7:05:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 3.0918, loss: 3.0918 +2025-05-20 13:49:12,524 - pyskl - INFO - Epoch [86][2500/3940] lr: 9.739e-03, eta: 1 day, 7:04:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9844, loss_cls: 2.9931, loss: 2.9931 +2025-05-20 13:49:56,888 - pyskl - INFO - Epoch [86][2600/3940] lr: 9.732e-03, eta: 1 day, 7:03:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 3.1027, loss: 3.1027 +2025-05-20 13:50:40,999 - pyskl - INFO - Epoch [86][2700/3940] lr: 9.726e-03, eta: 1 day, 7:02:54, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 3.0438, loss: 3.0438 +2025-05-20 13:51:25,296 - pyskl - INFO - Epoch [86][2800/3940] lr: 9.719e-03, eta: 1 day, 7:02:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9831, loss_cls: 3.0299, loss: 3.0299 +2025-05-20 13:52:09,266 - pyskl - INFO - Epoch [86][2900/3940] lr: 9.713e-03, eta: 1 day, 7:01:25, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 3.1312, loss: 3.1312 +2025-05-20 13:52:53,211 - pyskl - INFO - Epoch [86][3000/3940] lr: 9.707e-03, eta: 1 day, 7:00:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 3.1566, loss: 3.1566 +2025-05-20 13:53:37,111 - pyskl - INFO - Epoch [86][3100/3940] lr: 9.700e-03, eta: 1 day, 6:59:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.9638, loss: 2.9638 +2025-05-20 13:54:20,948 - pyskl - INFO - Epoch [86][3200/3940] lr: 9.694e-03, eta: 1 day, 6:59:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.9674, loss: 2.9674 +2025-05-20 13:55:04,821 - pyskl - INFO - Epoch [86][3300/3940] lr: 9.687e-03, eta: 1 day, 6:58:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 3.1557, loss: 3.1557 +2025-05-20 13:55:48,703 - pyskl - INFO - Epoch [86][3400/3940] lr: 9.681e-03, eta: 1 day, 6:57:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 3.1602, loss: 3.1602 +2025-05-20 13:56:32,558 - pyskl - INFO - Epoch [86][3500/3940] lr: 9.674e-03, eta: 1 day, 6:57:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 3.2210, loss: 3.2210 +2025-05-20 13:57:16,428 - pyskl - INFO - Epoch [86][3600/3940] lr: 9.668e-03, eta: 1 day, 6:56:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 3.0432, loss: 3.0432 +2025-05-20 13:58:00,215 - pyskl - INFO - Epoch [86][3700/3940] lr: 9.661e-03, eta: 1 day, 6:55:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9825, loss_cls: 3.0305, loss: 3.0305 +2025-05-20 13:58:44,024 - pyskl - INFO - Epoch [86][3800/3940] lr: 9.655e-03, eta: 1 day, 6:54:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9806, loss_cls: 3.0453, loss: 3.0453 +2025-05-20 13:59:27,865 - pyskl - INFO - Epoch [86][3900/3940] lr: 9.648e-03, eta: 1 day, 6:54:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 3.0117, loss: 3.0117 +2025-05-20 13:59:45,728 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-05-20 14:03:07,222 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 14:03:07,680 - pyskl - INFO - +top1_acc 0.8130 +top5_acc 0.9662 +2025-05-20 14:03:07,696 - pyskl - INFO - Epoch(val) [86][3183] top1_acc: 0.8130, top5_acc: 0.9662 +2025-05-20 14:04:16,371 - pyskl - INFO - Epoch [87][100/3940] lr: 9.639e-03, eta: 1 day, 6:53:06, time: 0.687, data_time: 0.248, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 3.1504, loss: 3.1504 +2025-05-20 14:05:00,156 - pyskl - INFO - Epoch [87][200/3940] lr: 9.633e-03, eta: 1 day, 6:52:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 3.0489, loss: 3.0489 +2025-05-20 14:05:44,060 - pyskl - INFO - Epoch [87][300/3940] lr: 9.626e-03, eta: 1 day, 6:51:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.8953, loss: 2.8953 +2025-05-20 14:06:27,890 - pyskl - INFO - Epoch [87][400/3940] lr: 9.620e-03, eta: 1 day, 6:50:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 3.0434, loss: 3.0434 +2025-05-20 14:07:11,745 - pyskl - INFO - Epoch [87][500/3940] lr: 9.613e-03, eta: 1 day, 6:50:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 3.0128, loss: 3.0128 +2025-05-20 14:07:55,579 - pyskl - INFO - Epoch [87][600/3940] lr: 9.607e-03, eta: 1 day, 6:49:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.9934, loss: 2.9934 +2025-05-20 14:08:39,447 - pyskl - INFO - Epoch [87][700/3940] lr: 9.600e-03, eta: 1 day, 6:48:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9812, loss_cls: 3.0173, loss: 3.0173 +2025-05-20 14:09:23,322 - pyskl - INFO - Epoch [87][800/3940] lr: 9.594e-03, eta: 1 day, 6:47:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9812, loss_cls: 2.9351, loss: 2.9351 +2025-05-20 14:10:07,246 - pyskl - INFO - Epoch [87][900/3940] lr: 9.587e-03, eta: 1 day, 6:47:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 3.0107, loss: 3.0107 +2025-05-20 14:10:51,132 - pyskl - INFO - Epoch [87][1000/3940] lr: 9.581e-03, eta: 1 day, 6:46:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.9019, loss: 2.9019 +2025-05-20 14:11:35,061 - pyskl - INFO - Epoch [87][1100/3940] lr: 9.575e-03, eta: 1 day, 6:45:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 3.0068, loss: 3.0068 +2025-05-20 14:12:19,019 - pyskl - INFO - Epoch [87][1200/3940] lr: 9.568e-03, eta: 1 day, 6:44:59, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 3.0302, loss: 3.0302 +2025-05-20 14:13:03,024 - pyskl - INFO - Epoch [87][1300/3940] lr: 9.562e-03, eta: 1 day, 6:44:15, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.9354, loss: 2.9354 +2025-05-20 14:13:46,880 - pyskl - INFO - Epoch [87][1400/3940] lr: 9.555e-03, eta: 1 day, 6:43:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 3.2058, loss: 3.2058 +2025-05-20 14:14:30,643 - pyskl - INFO - Epoch [87][1500/3940] lr: 9.549e-03, eta: 1 day, 6:42:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.9130, loss: 2.9130 +2025-05-20 14:15:14,449 - pyskl - INFO - Epoch [87][1600/3940] lr: 9.542e-03, eta: 1 day, 6:42:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 3.1170, loss: 3.1170 +2025-05-20 14:15:58,310 - pyskl - INFO - Epoch [87][1700/3940] lr: 9.536e-03, eta: 1 day, 6:41:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 3.0301, loss: 3.0301 +2025-05-20 14:16:42,126 - pyskl - INFO - Epoch [87][1800/3940] lr: 9.529e-03, eta: 1 day, 6:40:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9794, loss_cls: 3.1065, loss: 3.1065 +2025-05-20 14:17:25,937 - pyskl - INFO - Epoch [87][1900/3940] lr: 9.523e-03, eta: 1 day, 6:39:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9812, loss_cls: 3.0012, loss: 3.0012 +2025-05-20 14:18:09,627 - pyskl - INFO - Epoch [87][2000/3940] lr: 9.516e-03, eta: 1 day, 6:39:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 3.1075, loss: 3.1075 +2025-05-20 14:18:53,447 - pyskl - INFO - Epoch [87][2100/3940] lr: 9.510e-03, eta: 1 day, 6:38:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 3.1112, loss: 3.1112 +2025-05-20 14:19:37,321 - pyskl - INFO - Epoch [87][2200/3940] lr: 9.504e-03, eta: 1 day, 6:37:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9800, loss_cls: 2.9226, loss: 2.9226 +2025-05-20 14:20:21,225 - pyskl - INFO - Epoch [87][2300/3940] lr: 9.497e-03, eta: 1 day, 6:36:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 3.0354, loss: 3.0354 +2025-05-20 14:21:05,152 - pyskl - INFO - Epoch [87][2400/3940] lr: 9.491e-03, eta: 1 day, 6:36:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 3.0704, loss: 3.0704 +2025-05-20 14:21:49,032 - pyskl - INFO - Epoch [87][2500/3940] lr: 9.484e-03, eta: 1 day, 6:35:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9800, loss_cls: 2.9507, loss: 2.9507 +2025-05-20 14:22:32,893 - pyskl - INFO - Epoch [87][2600/3940] lr: 9.478e-03, eta: 1 day, 6:34:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.9990, loss: 2.9990 +2025-05-20 14:23:16,633 - pyskl - INFO - Epoch [87][2700/3940] lr: 9.471e-03, eta: 1 day, 6:33:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 3.0110, loss: 3.0110 +2025-05-20 14:24:00,504 - pyskl - INFO - Epoch [87][2800/3940] lr: 9.465e-03, eta: 1 day, 6:33:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 3.0879, loss: 3.0879 +2025-05-20 14:24:44,497 - pyskl - INFO - Epoch [87][2900/3940] lr: 9.458e-03, eta: 1 day, 6:32:26, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 3.1332, loss: 3.1332 +2025-05-20 14:25:28,405 - pyskl - INFO - Epoch [87][3000/3940] lr: 9.452e-03, eta: 1 day, 6:31:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 3.1152, loss: 3.1152 +2025-05-20 14:26:12,336 - pyskl - INFO - Epoch [87][3100/3940] lr: 9.446e-03, eta: 1 day, 6:30:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 3.0951, loss: 3.0951 +2025-05-20 14:26:56,249 - pyskl - INFO - Epoch [87][3200/3940] lr: 9.439e-03, eta: 1 day, 6:30:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 3.2018, loss: 3.2018 +2025-05-20 14:27:40,124 - pyskl - INFO - Epoch [87][3300/3940] lr: 9.433e-03, eta: 1 day, 6:29:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9831, loss_cls: 3.0304, loss: 3.0304 +2025-05-20 14:28:24,061 - pyskl - INFO - Epoch [87][3400/3940] lr: 9.426e-03, eta: 1 day, 6:28:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9812, loss_cls: 3.0822, loss: 3.0822 +2025-05-20 14:29:08,014 - pyskl - INFO - Epoch [87][3500/3940] lr: 9.420e-03, eta: 1 day, 6:28:00, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 2.9985, loss: 2.9985 +2025-05-20 14:29:51,919 - pyskl - INFO - Epoch [87][3600/3940] lr: 9.413e-03, eta: 1 day, 6:27:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 3.0066, loss: 3.0066 +2025-05-20 14:30:35,814 - pyskl - INFO - Epoch [87][3700/3940] lr: 9.407e-03, eta: 1 day, 6:26:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9888, loss_cls: 2.9815, loss: 2.9815 +2025-05-20 14:31:19,654 - pyskl - INFO - Epoch [87][3800/3940] lr: 9.400e-03, eta: 1 day, 6:25:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.9709, loss: 2.9709 +2025-05-20 14:32:03,456 - pyskl - INFO - Epoch [87][3900/3940] lr: 9.394e-03, eta: 1 day, 6:25:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 3.0816, loss: 3.0816 +2025-05-20 14:32:21,299 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-05-20 14:35:43,197 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 14:35:43,659 - pyskl - INFO - +top1_acc 0.8113 +top5_acc 0.9623 +2025-05-20 14:35:43,677 - pyskl - INFO - Epoch(val) [87][3183] top1_acc: 0.8113, top5_acc: 0.9623 +2025-05-20 14:36:52,188 - pyskl - INFO - Epoch [88][100/3940] lr: 9.385e-03, eta: 1 day, 6:24:06, time: 0.685, data_time: 0.246, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9806, loss_cls: 3.0103, loss: 3.0103 +2025-05-20 14:37:36,003 - pyskl - INFO - Epoch [88][200/3940] lr: 9.379e-03, eta: 1 day, 6:23:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.9088, loss: 2.9088 +2025-05-20 14:38:19,887 - pyskl - INFO - Epoch [88][300/3940] lr: 9.372e-03, eta: 1 day, 6:22:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 3.0620, loss: 3.0620 +2025-05-20 14:39:03,998 - pyskl - INFO - Epoch [88][400/3940] lr: 9.366e-03, eta: 1 day, 6:21:53, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9856, loss_cls: 2.9586, loss: 2.9586 +2025-05-20 14:39:48,064 - pyskl - INFO - Epoch [88][500/3940] lr: 9.359e-03, eta: 1 day, 6:21:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.9374, loss: 2.9374 +2025-05-20 14:40:31,952 - pyskl - INFO - Epoch [88][600/3940] lr: 9.353e-03, eta: 1 day, 6:20:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9812, loss_cls: 3.0681, loss: 3.0681 +2025-05-20 14:41:15,774 - pyskl - INFO - Epoch [88][700/3940] lr: 9.346e-03, eta: 1 day, 6:19:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 2.9810, loss: 2.9810 +2025-05-20 14:41:59,524 - pyskl - INFO - Epoch [88][800/3940] lr: 9.340e-03, eta: 1 day, 6:18:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 3.0204, loss: 3.0204 +2025-05-20 14:42:43,404 - pyskl - INFO - Epoch [88][900/3940] lr: 9.334e-03, eta: 1 day, 6:18:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 3.0964, loss: 3.0964 +2025-05-20 14:43:27,307 - pyskl - INFO - Epoch [88][1000/3940] lr: 9.327e-03, eta: 1 day, 6:17:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 3.0201, loss: 3.0201 +2025-05-20 14:44:11,170 - pyskl - INFO - Epoch [88][1100/3940] lr: 9.321e-03, eta: 1 day, 6:16:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9756, loss_cls: 3.0645, loss: 3.0645 +2025-05-20 14:44:55,056 - pyskl - INFO - Epoch [88][1200/3940] lr: 9.314e-03, eta: 1 day, 6:15:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9875, loss_cls: 3.0752, loss: 3.0752 +2025-05-20 14:45:39,148 - pyskl - INFO - Epoch [88][1300/3940] lr: 9.308e-03, eta: 1 day, 6:15:15, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9831, loss_cls: 2.9366, loss: 2.9366 +2025-05-20 14:46:23,156 - pyskl - INFO - Epoch [88][1400/3940] lr: 9.301e-03, eta: 1 day, 6:14:31, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.9608, loss: 2.9608 +2025-05-20 14:47:07,011 - pyskl - INFO - Epoch [88][1500/3940] lr: 9.295e-03, eta: 1 day, 6:13:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 3.0978, loss: 3.0978 +2025-05-20 14:47:50,922 - pyskl - INFO - Epoch [88][1600/3940] lr: 9.289e-03, eta: 1 day, 6:13:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.9034, loss: 2.9034 +2025-05-20 14:48:34,745 - pyskl - INFO - Epoch [88][1700/3940] lr: 9.282e-03, eta: 1 day, 6:12:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 2.9412, loss: 2.9412 +2025-05-20 14:49:18,613 - pyskl - INFO - Epoch [88][1800/3940] lr: 9.276e-03, eta: 1 day, 6:11:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 2.9370, loss: 2.9370 +2025-05-20 14:50:02,379 - pyskl - INFO - Epoch [88][1900/3940] lr: 9.269e-03, eta: 1 day, 6:10:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9781, loss_cls: 3.0997, loss: 3.0997 +2025-05-20 14:50:46,189 - pyskl - INFO - Epoch [88][2000/3940] lr: 9.263e-03, eta: 1 day, 6:10:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.9983, loss: 2.9983 +2025-05-20 14:51:30,040 - pyskl - INFO - Epoch [88][2100/3940] lr: 9.256e-03, eta: 1 day, 6:09:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 2.9129, loss: 2.9129 +2025-05-20 14:52:13,885 - pyskl - INFO - Epoch [88][2200/3940] lr: 9.250e-03, eta: 1 day, 6:08:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 3.0738, loss: 3.0738 +2025-05-20 14:52:57,783 - pyskl - INFO - Epoch [88][2300/3940] lr: 9.244e-03, eta: 1 day, 6:07:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.9966, loss: 2.9966 +2025-05-20 14:53:41,667 - pyskl - INFO - Epoch [88][2400/3940] lr: 9.237e-03, eta: 1 day, 6:07:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 3.0480, loss: 3.0480 +2025-05-20 14:54:25,633 - pyskl - INFO - Epoch [88][2500/3940] lr: 9.231e-03, eta: 1 day, 6:06:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 3.0695, loss: 3.0695 +2025-05-20 14:55:09,460 - pyskl - INFO - Epoch [88][2600/3940] lr: 9.224e-03, eta: 1 day, 6:05:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9844, loss_cls: 2.9497, loss: 2.9497 +2025-05-20 14:55:53,331 - pyskl - INFO - Epoch [88][2700/3940] lr: 9.218e-03, eta: 1 day, 6:04:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9800, loss_cls: 3.1222, loss: 3.1222 +2025-05-20 14:56:37,199 - pyskl - INFO - Epoch [88][2800/3940] lr: 9.212e-03, eta: 1 day, 6:04:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.9281, loss: 2.9281 +2025-05-20 14:57:21,086 - pyskl - INFO - Epoch [88][2900/3940] lr: 9.205e-03, eta: 1 day, 6:03:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 3.0363, loss: 3.0363 +2025-05-20 14:58:05,000 - pyskl - INFO - Epoch [88][3000/3940] lr: 9.199e-03, eta: 1 day, 6:02:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 3.0251, loss: 3.0251 +2025-05-20 14:58:48,797 - pyskl - INFO - Epoch [88][3100/3940] lr: 9.192e-03, eta: 1 day, 6:01:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 3.1077, loss: 3.1077 +2025-05-20 14:59:32,608 - pyskl - INFO - Epoch [88][3200/3940] lr: 9.186e-03, eta: 1 day, 6:01:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9819, loss_cls: 3.0295, loss: 3.0295 +2025-05-20 15:00:16,431 - pyskl - INFO - Epoch [88][3300/3940] lr: 9.180e-03, eta: 1 day, 6:00:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.9484, loss: 2.9484 +2025-05-20 15:01:00,265 - pyskl - INFO - Epoch [88][3400/3940] lr: 9.173e-03, eta: 1 day, 5:59:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 3.0793, loss: 3.0793 +2025-05-20 15:01:44,132 - pyskl - INFO - Epoch [88][3500/3940] lr: 9.167e-03, eta: 1 day, 5:59:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 2.9584, loss: 2.9584 +2025-05-20 15:02:28,036 - pyskl - INFO - Epoch [88][3600/3940] lr: 9.160e-03, eta: 1 day, 5:58:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.9991, loss: 2.9991 +2025-05-20 15:03:11,938 - pyskl - INFO - Epoch [88][3700/3940] lr: 9.154e-03, eta: 1 day, 5:57:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 3.0134, loss: 3.0134 +2025-05-20 15:03:55,927 - pyskl - INFO - Epoch [88][3800/3940] lr: 9.148e-03, eta: 1 day, 5:56:48, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 3.1181, loss: 3.1181 +2025-05-20 15:04:39,874 - pyskl - INFO - Epoch [88][3900/3940] lr: 9.141e-03, eta: 1 day, 5:56:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 3.0399, loss: 3.0399 +2025-05-20 15:04:57,787 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-05-20 15:08:19,045 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 15:08:19,514 - pyskl - INFO - +top1_acc 0.8135 +top5_acc 0.9688 +2025-05-20 15:08:19,533 - pyskl - INFO - Epoch(val) [88][3183] top1_acc: 0.8135, top5_acc: 0.9688 +2025-05-20 15:09:28,385 - pyskl - INFO - Epoch [89][100/3940] lr: 9.132e-03, eta: 1 day, 5:55:07, time: 0.688, data_time: 0.246, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.9715, loss: 2.9715 +2025-05-20 15:10:12,438 - pyskl - INFO - Epoch [89][200/3940] lr: 9.126e-03, eta: 1 day, 5:54:23, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.9334, loss: 2.9334 +2025-05-20 15:10:56,517 - pyskl - INFO - Epoch [89][300/3940] lr: 9.119e-03, eta: 1 day, 5:53:39, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.9061, loss: 2.9061 +2025-05-20 15:11:40,544 - pyskl - INFO - Epoch [89][400/3940] lr: 9.113e-03, eta: 1 day, 5:52:55, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.7885, loss: 2.7885 +2025-05-20 15:12:24,553 - pyskl - INFO - Epoch [89][500/3940] lr: 9.107e-03, eta: 1 day, 5:52:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.9486, loss: 2.9486 +2025-05-20 15:13:08,530 - pyskl - INFO - Epoch [89][600/3940] lr: 9.100e-03, eta: 1 day, 5:51:26, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.9363, loss: 2.9363 +2025-05-20 15:13:52,530 - pyskl - INFO - Epoch [89][700/3940] lr: 9.094e-03, eta: 1 day, 5:50:42, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.9216, loss: 2.9216 +2025-05-20 15:14:36,495 - pyskl - INFO - Epoch [89][800/3940] lr: 9.087e-03, eta: 1 day, 5:49:58, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 2.9762, loss: 2.9762 +2025-05-20 15:15:20,538 - pyskl - INFO - Epoch [89][900/3940] lr: 9.081e-03, eta: 1 day, 5:49:14, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 2.9905, loss: 2.9905 +2025-05-20 15:16:04,549 - pyskl - INFO - Epoch [89][1000/3940] lr: 9.075e-03, eta: 1 day, 5:48:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9850, loss_cls: 2.9465, loss: 2.9465 +2025-05-20 15:16:48,583 - pyskl - INFO - Epoch [89][1100/3940] lr: 9.068e-03, eta: 1 day, 5:47:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 2.8698, loss: 2.8698 +2025-05-20 15:17:32,610 - pyskl - INFO - Epoch [89][1200/3940] lr: 9.062e-03, eta: 1 day, 5:47:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 3.0655, loss: 3.0655 +2025-05-20 15:18:16,619 - pyskl - INFO - Epoch [89][1300/3940] lr: 9.055e-03, eta: 1 day, 5:46:17, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 3.0605, loss: 3.0605 +2025-05-20 15:19:00,692 - pyskl - INFO - Epoch [89][1400/3940] lr: 9.049e-03, eta: 1 day, 5:45:33, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 3.1460, loss: 3.1460 +2025-05-20 15:19:44,653 - pyskl - INFO - Epoch [89][1500/3940] lr: 9.043e-03, eta: 1 day, 5:44:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9831, loss_cls: 3.0629, loss: 3.0629 +2025-05-20 15:20:28,498 - pyskl - INFO - Epoch [89][1600/3940] lr: 9.036e-03, eta: 1 day, 5:44:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 3.0099, loss: 3.0099 +2025-05-20 15:21:12,400 - pyskl - INFO - Epoch [89][1700/3940] lr: 9.030e-03, eta: 1 day, 5:43:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9794, loss_cls: 3.0036, loss: 3.0036 +2025-05-20 15:21:56,350 - pyskl - INFO - Epoch [89][1800/3940] lr: 9.024e-03, eta: 1 day, 5:42:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.9278, loss: 2.9278 +2025-05-20 15:22:40,284 - pyskl - INFO - Epoch [89][1900/3940] lr: 9.017e-03, eta: 1 day, 5:41:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 3.0855, loss: 3.0855 +2025-05-20 15:23:24,140 - pyskl - INFO - Epoch [89][2000/3940] lr: 9.011e-03, eta: 1 day, 5:41:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.9153, loss: 2.9153 +2025-05-20 15:24:08,048 - pyskl - INFO - Epoch [89][2100/3940] lr: 9.004e-03, eta: 1 day, 5:40:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 3.0334, loss: 3.0334 +2025-05-20 15:24:51,975 - pyskl - INFO - Epoch [89][2200/3940] lr: 8.998e-03, eta: 1 day, 5:39:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.9049, loss: 2.9049 +2025-05-20 15:25:35,826 - pyskl - INFO - Epoch [89][2300/3940] lr: 8.992e-03, eta: 1 day, 5:38:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9819, loss_cls: 3.0627, loss: 3.0627 +2025-05-20 15:26:19,784 - pyskl - INFO - Epoch [89][2400/3940] lr: 8.985e-03, eta: 1 day, 5:38:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 3.0298, loss: 3.0298 +2025-05-20 15:27:03,736 - pyskl - INFO - Epoch [89][2500/3940] lr: 8.979e-03, eta: 1 day, 5:37:26, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 3.0319, loss: 3.0319 +2025-05-20 15:27:47,679 - pyskl - INFO - Epoch [89][2600/3940] lr: 8.972e-03, eta: 1 day, 5:36:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9769, loss_cls: 3.1568, loss: 3.1568 +2025-05-20 15:28:31,886 - pyskl - INFO - Epoch [89][2700/3940] lr: 8.966e-03, eta: 1 day, 5:35:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 3.0393, loss: 3.0393 +2025-05-20 15:29:15,967 - pyskl - INFO - Epoch [89][2800/3940] lr: 8.960e-03, eta: 1 day, 5:35:14, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9762, loss_cls: 3.0325, loss: 3.0325 +2025-05-20 15:29:59,985 - pyskl - INFO - Epoch [89][2900/3940] lr: 8.953e-03, eta: 1 day, 5:34:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 3.0728, loss: 3.0728 +2025-05-20 15:30:44,042 - pyskl - INFO - Epoch [89][3000/3940] lr: 8.947e-03, eta: 1 day, 5:33:46, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 3.0818, loss: 3.0818 +2025-05-20 15:31:28,008 - pyskl - INFO - Epoch [89][3100/3940] lr: 8.941e-03, eta: 1 day, 5:33:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 3.0697, loss: 3.0697 +2025-05-20 15:32:12,187 - pyskl - INFO - Epoch [89][3200/3940] lr: 8.934e-03, eta: 1 day, 5:32:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9775, loss_cls: 3.0634, loss: 3.0634 +2025-05-20 15:32:56,111 - pyskl - INFO - Epoch [89][3300/3940] lr: 8.928e-03, eta: 1 day, 5:31:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9850, loss_cls: 2.9570, loss: 2.9570 +2025-05-20 15:33:40,040 - pyskl - INFO - Epoch [89][3400/3940] lr: 8.922e-03, eta: 1 day, 5:30:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 3.0414, loss: 3.0414 +2025-05-20 15:34:23,927 - pyskl - INFO - Epoch [89][3500/3940] lr: 8.915e-03, eta: 1 day, 5:30:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9744, loss_cls: 3.0327, loss: 3.0327 +2025-05-20 15:35:07,806 - pyskl - INFO - Epoch [89][3600/3940] lr: 8.909e-03, eta: 1 day, 5:29:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.9926, loss: 2.9926 +2025-05-20 15:35:51,639 - pyskl - INFO - Epoch [89][3700/3940] lr: 8.902e-03, eta: 1 day, 5:28:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 3.0531, loss: 3.0531 +2025-05-20 15:36:35,453 - pyskl - INFO - Epoch [89][3800/3940] lr: 8.896e-03, eta: 1 day, 5:27:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9906, loss_cls: 3.0661, loss: 3.0661 +2025-05-20 15:37:19,284 - pyskl - INFO - Epoch [89][3900/3940] lr: 8.890e-03, eta: 1 day, 5:27:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 2.9970, loss: 2.9970 +2025-05-20 15:37:37,252 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-05-20 15:40:58,392 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 15:40:58,883 - pyskl - INFO - +top1_acc 0.8216 +top5_acc 0.9691 +2025-05-20 15:40:58,939 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_79.pth was removed +2025-05-20 15:41:00,052 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. +2025-05-20 15:41:00,054 - pyskl - INFO - Best top1_acc is 0.8216 at 89 epoch. +2025-05-20 15:41:00,074 - pyskl - INFO - Epoch(val) [89][3183] top1_acc: 0.8216, top5_acc: 0.9691 +2025-05-20 15:42:08,733 - pyskl - INFO - Epoch [90][100/3940] lr: 8.881e-03, eta: 1 day, 5:26:10, time: 0.687, data_time: 0.248, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9938, loss_cls: 2.8574, loss: 2.8574 +2025-05-20 15:42:52,583 - pyskl - INFO - Epoch [90][200/3940] lr: 8.874e-03, eta: 1 day, 5:25:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.9562, loss: 2.9562 +2025-05-20 15:43:36,463 - pyskl - INFO - Epoch [90][300/3940] lr: 8.868e-03, eta: 1 day, 5:24:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9875, loss_cls: 2.8332, loss: 2.8332 +2025-05-20 15:44:20,356 - pyskl - INFO - Epoch [90][400/3940] lr: 8.862e-03, eta: 1 day, 5:23:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.9706, loss: 2.9706 +2025-05-20 15:45:04,176 - pyskl - INFO - Epoch [90][500/3940] lr: 8.855e-03, eta: 1 day, 5:23:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 3.0081, loss: 3.0081 +2025-05-20 15:45:48,030 - pyskl - INFO - Epoch [90][600/3940] lr: 8.849e-03, eta: 1 day, 5:22:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9938, loss_cls: 2.9406, loss: 2.9406 +2025-05-20 15:46:31,872 - pyskl - INFO - Epoch [90][700/3940] lr: 8.843e-03, eta: 1 day, 5:21:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9838, loss_cls: 3.0153, loss: 3.0153 +2025-05-20 15:47:15,713 - pyskl - INFO - Epoch [90][800/3940] lr: 8.836e-03, eta: 1 day, 5:21:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.9046, loss: 2.9046 +2025-05-20 15:47:59,501 - pyskl - INFO - Epoch [90][900/3940] lr: 8.830e-03, eta: 1 day, 5:20:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.8441, loss: 2.8441 +2025-05-20 15:48:43,425 - pyskl - INFO - Epoch [90][1000/3940] lr: 8.824e-03, eta: 1 day, 5:19:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.8035, loss: 2.8035 +2025-05-20 15:49:27,461 - pyskl - INFO - Epoch [90][1100/3940] lr: 8.817e-03, eta: 1 day, 5:18:48, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.9087, loss: 2.9087 +2025-05-20 15:50:11,366 - pyskl - INFO - Epoch [90][1200/3940] lr: 8.811e-03, eta: 1 day, 5:18:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9919, loss_cls: 2.9061, loss: 2.9061 +2025-05-20 15:50:55,223 - pyskl - INFO - Epoch [90][1300/3940] lr: 8.805e-03, eta: 1 day, 5:17:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 3.0251, loss: 3.0251 +2025-05-20 15:51:39,080 - pyskl - INFO - Epoch [90][1400/3940] lr: 8.798e-03, eta: 1 day, 5:16:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.9720, loss: 2.9720 +2025-05-20 15:52:23,086 - pyskl - INFO - Epoch [90][1500/3940] lr: 8.792e-03, eta: 1 day, 5:15:51, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.9027, loss: 2.9027 +2025-05-20 15:53:07,259 - pyskl - INFO - Epoch [90][1600/3940] lr: 8.786e-03, eta: 1 day, 5:15:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9806, loss_cls: 3.0428, loss: 3.0428 +2025-05-20 15:53:51,215 - pyskl - INFO - Epoch [90][1700/3940] lr: 8.779e-03, eta: 1 day, 5:14:22, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9906, loss_cls: 3.0467, loss: 3.0467 +2025-05-20 15:54:35,160 - pyskl - INFO - Epoch [90][1800/3940] lr: 8.773e-03, eta: 1 day, 5:13:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 3.0196, loss: 3.0196 +2025-05-20 15:55:19,064 - pyskl - INFO - Epoch [90][1900/3940] lr: 8.766e-03, eta: 1 day, 5:12:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 3.0922, loss: 3.0922 +2025-05-20 15:56:03,019 - pyskl - INFO - Epoch [90][2000/3940] lr: 8.760e-03, eta: 1 day, 5:12:10, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9831, loss_cls: 2.8385, loss: 2.8385 +2025-05-20 15:56:46,839 - pyskl - INFO - Epoch [90][2100/3940] lr: 8.754e-03, eta: 1 day, 5:11:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9819, loss_cls: 2.9810, loss: 2.9810 +2025-05-20 15:57:30,775 - pyskl - INFO - Epoch [90][2200/3940] lr: 8.747e-03, eta: 1 day, 5:10:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 3.0484, loss: 3.0484 +2025-05-20 15:58:14,759 - pyskl - INFO - Epoch [90][2300/3940] lr: 8.741e-03, eta: 1 day, 5:09:57, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.8826, loss: 2.8826 +2025-05-20 15:58:58,583 - pyskl - INFO - Epoch [90][2400/3940] lr: 8.735e-03, eta: 1 day, 5:09:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 2.9682, loss: 2.9682 +2025-05-20 15:59:42,347 - pyskl - INFO - Epoch [90][2500/3940] lr: 8.728e-03, eta: 1 day, 5:08:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 2.9932, loss: 2.9932 +2025-05-20 16:00:26,134 - pyskl - INFO - Epoch [90][2600/3940] lr: 8.722e-03, eta: 1 day, 5:07:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 2.8688, loss: 2.8688 +2025-05-20 16:01:09,924 - pyskl - INFO - Epoch [90][2700/3940] lr: 8.716e-03, eta: 1 day, 5:07:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 3.0342, loss: 3.0342 +2025-05-20 16:01:53,827 - pyskl - INFO - Epoch [90][2800/3940] lr: 8.709e-03, eta: 1 day, 5:06:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 3.0838, loss: 3.0838 +2025-05-20 16:02:37,680 - pyskl - INFO - Epoch [90][2900/3940] lr: 8.703e-03, eta: 1 day, 5:05:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 3.0006, loss: 3.0006 +2025-05-20 16:03:21,552 - pyskl - INFO - Epoch [90][3000/3940] lr: 8.697e-03, eta: 1 day, 5:04:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.9383, loss: 2.9383 +2025-05-20 16:04:05,389 - pyskl - INFO - Epoch [90][3100/3940] lr: 8.690e-03, eta: 1 day, 5:04:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.9239, loss: 2.9239 +2025-05-20 16:04:49,240 - pyskl - INFO - Epoch [90][3200/3940] lr: 8.684e-03, eta: 1 day, 5:03:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 3.0172, loss: 3.0172 +2025-05-20 16:05:33,199 - pyskl - INFO - Epoch [90][3300/3940] lr: 8.678e-03, eta: 1 day, 5:02:34, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9719, loss_cls: 3.0757, loss: 3.0757 +2025-05-20 16:06:17,102 - pyskl - INFO - Epoch [90][3400/3940] lr: 8.671e-03, eta: 1 day, 5:01:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 3.0258, loss: 3.0258 +2025-05-20 16:07:01,044 - pyskl - INFO - Epoch [90][3500/3940] lr: 8.665e-03, eta: 1 day, 5:01:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9856, loss_cls: 2.8822, loss: 2.8822 +2025-05-20 16:07:45,051 - pyskl - INFO - Epoch [90][3600/3940] lr: 8.659e-03, eta: 1 day, 5:00:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9825, loss_cls: 2.8600, loss: 2.8600 +2025-05-20 16:08:28,933 - pyskl - INFO - Epoch [90][3700/3940] lr: 8.653e-03, eta: 1 day, 4:59:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 3.0741, loss: 3.0741 +2025-05-20 16:09:12,792 - pyskl - INFO - Epoch [90][3800/3940] lr: 8.646e-03, eta: 1 day, 4:58:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 3.0820, loss: 3.0820 +2025-05-20 16:09:56,791 - pyskl - INFO - Epoch [90][3900/3940] lr: 8.640e-03, eta: 1 day, 4:58:09, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.9628, loss: 2.9628 +2025-05-20 16:10:14,685 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-05-20 16:13:36,174 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 16:13:36,638 - pyskl - INFO - +top1_acc 0.8099 +top5_acc 0.9661 +2025-05-20 16:13:36,656 - pyskl - INFO - Epoch(val) [90][3183] top1_acc: 0.8099, top5_acc: 0.9661 +2025-05-20 16:14:45,284 - pyskl - INFO - Epoch [91][100/3940] lr: 8.631e-03, eta: 1 day, 4:57:12, time: 0.686, data_time: 0.249, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.9599, loss: 2.9599 +2025-05-20 16:15:28,993 - pyskl - INFO - Epoch [91][200/3940] lr: 8.625e-03, eta: 1 day, 4:56:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 2.9772, loss: 2.9772 +2025-05-20 16:16:12,813 - pyskl - INFO - Epoch [91][300/3940] lr: 8.618e-03, eta: 1 day, 4:55:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 2.8289, loss: 2.8289 +2025-05-20 16:16:56,724 - pyskl - INFO - Epoch [91][400/3940] lr: 8.612e-03, eta: 1 day, 4:54:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.8119, loss: 2.8119 +2025-05-20 16:17:40,722 - pyskl - INFO - Epoch [91][500/3940] lr: 8.606e-03, eta: 1 day, 4:54:14, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.9922, loss: 2.9922 +2025-05-20 16:18:24,670 - pyskl - INFO - Epoch [91][600/3940] lr: 8.599e-03, eta: 1 day, 4:53:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9781, loss_cls: 3.0866, loss: 3.0866 +2025-05-20 16:19:08,689 - pyskl - INFO - Epoch [91][700/3940] lr: 8.593e-03, eta: 1 day, 4:52:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.8596, loss: 2.8596 +2025-05-20 16:19:52,671 - pyskl - INFO - Epoch [91][800/3940] lr: 8.587e-03, eta: 1 day, 4:52:02, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.8819, loss: 2.8819 +2025-05-20 16:20:36,675 - pyskl - INFO - Epoch [91][900/3940] lr: 8.581e-03, eta: 1 day, 4:51:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9825, loss_cls: 2.9972, loss: 2.9972 +2025-05-20 16:21:20,714 - pyskl - INFO - Epoch [91][1000/3940] lr: 8.574e-03, eta: 1 day, 4:50:34, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.9638, loss: 2.9638 +2025-05-20 16:22:04,664 - pyskl - INFO - Epoch [91][1100/3940] lr: 8.568e-03, eta: 1 day, 4:49:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 2.9638, loss: 2.9638 +2025-05-20 16:22:48,580 - pyskl - INFO - Epoch [91][1200/3940] lr: 8.562e-03, eta: 1 day, 4:49:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 3.0795, loss: 3.0795 +2025-05-20 16:23:32,530 - pyskl - INFO - Epoch [91][1300/3940] lr: 8.555e-03, eta: 1 day, 4:48:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 2.9849, loss: 2.9849 +2025-05-20 16:24:16,385 - pyskl - INFO - Epoch [91][1400/3940] lr: 8.549e-03, eta: 1 day, 4:47:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.8586, loss: 2.8586 +2025-05-20 16:25:00,226 - pyskl - INFO - Epoch [91][1500/3940] lr: 8.543e-03, eta: 1 day, 4:46:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.9326, loss: 2.9326 +2025-05-20 16:25:44,342 - pyskl - INFO - Epoch [91][1600/3940] lr: 8.536e-03, eta: 1 day, 4:46:08, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 3.1308, loss: 3.1308 +2025-05-20 16:26:28,355 - pyskl - INFO - Epoch [91][1700/3940] lr: 8.530e-03, eta: 1 day, 4:45:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 2.9891, loss: 2.9891 +2025-05-20 16:27:12,253 - pyskl - INFO - Epoch [91][1800/3940] lr: 8.524e-03, eta: 1 day, 4:44:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 2.8071, loss: 2.8071 +2025-05-20 16:27:56,098 - pyskl - INFO - Epoch [91][1900/3940] lr: 8.517e-03, eta: 1 day, 4:43:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.8863, loss: 2.8863 +2025-05-20 16:28:40,000 - pyskl - INFO - Epoch [91][2000/3940] lr: 8.511e-03, eta: 1 day, 4:43:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.9543, loss: 2.9543 +2025-05-20 16:29:23,875 - pyskl - INFO - Epoch [91][2100/3940] lr: 8.505e-03, eta: 1 day, 4:42:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.9666, loss: 2.9666 +2025-05-20 16:30:07,711 - pyskl - INFO - Epoch [91][2200/3940] lr: 8.499e-03, eta: 1 day, 4:41:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9831, loss_cls: 2.8816, loss: 2.8816 +2025-05-20 16:30:51,492 - pyskl - INFO - Epoch [91][2300/3940] lr: 8.492e-03, eta: 1 day, 4:40:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.8432, loss: 2.8432 +2025-05-20 16:31:35,243 - pyskl - INFO - Epoch [91][2400/3940] lr: 8.486e-03, eta: 1 day, 4:40:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.9443, loss: 2.9443 +2025-05-20 16:32:19,029 - pyskl - INFO - Epoch [91][2500/3940] lr: 8.480e-03, eta: 1 day, 4:39:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 2.9074, loss: 2.9074 +2025-05-20 16:33:02,841 - pyskl - INFO - Epoch [91][2600/3940] lr: 8.473e-03, eta: 1 day, 4:38:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.7170, loss: 2.7170 +2025-05-20 16:33:46,898 - pyskl - INFO - Epoch [91][2700/3940] lr: 8.467e-03, eta: 1 day, 4:38:01, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.9259, loss: 2.9259 +2025-05-20 16:34:31,107 - pyskl - INFO - Epoch [91][2800/3940] lr: 8.461e-03, eta: 1 day, 4:37:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.8265, loss: 2.8265 +2025-05-20 16:35:14,951 - pyskl - INFO - Epoch [91][2900/3940] lr: 8.455e-03, eta: 1 day, 4:36:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.9963, loss: 2.9963 +2025-05-20 16:35:59,005 - pyskl - INFO - Epoch [91][3000/3940] lr: 8.448e-03, eta: 1 day, 4:35:49, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9825, loss_cls: 2.9045, loss: 2.9045 +2025-05-20 16:36:42,949 - pyskl - INFO - Epoch [91][3100/3940] lr: 8.442e-03, eta: 1 day, 4:35:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9819, loss_cls: 2.8836, loss: 2.8836 +2025-05-20 16:37:26,812 - pyskl - INFO - Epoch [91][3200/3940] lr: 8.436e-03, eta: 1 day, 4:34:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9819, loss_cls: 3.0049, loss: 3.0049 +2025-05-20 16:38:10,664 - pyskl - INFO - Epoch [91][3300/3940] lr: 8.429e-03, eta: 1 day, 4:33:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 3.0331, loss: 3.0331 +2025-05-20 16:38:54,638 - pyskl - INFO - Epoch [91][3400/3940] lr: 8.423e-03, eta: 1 day, 4:32:52, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 2.9797, loss: 2.9797 +2025-05-20 16:39:38,491 - pyskl - INFO - Epoch [91][3500/3940] lr: 8.417e-03, eta: 1 day, 4:32:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 2.8720, loss: 2.8720 +2025-05-20 16:40:22,369 - pyskl - INFO - Epoch [91][3600/3940] lr: 8.411e-03, eta: 1 day, 4:31:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 3.0118, loss: 3.0118 +2025-05-20 16:41:06,346 - pyskl - INFO - Epoch [91][3700/3940] lr: 8.404e-03, eta: 1 day, 4:30:39, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9800, loss_cls: 3.0032, loss: 3.0032 +2025-05-20 16:41:50,215 - pyskl - INFO - Epoch [91][3800/3940] lr: 8.398e-03, eta: 1 day, 4:29:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9781, loss_cls: 2.9672, loss: 2.9672 +2025-05-20 16:42:34,041 - pyskl - INFO - Epoch [91][3900/3940] lr: 8.392e-03, eta: 1 day, 4:29:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.9890, loss: 2.9890 +2025-05-20 16:42:51,858 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-05-20 16:46:13,311 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 16:46:13,778 - pyskl - INFO - +top1_acc 0.8067 +top5_acc 0.9660 +2025-05-20 16:46:13,796 - pyskl - INFO - Epoch(val) [91][3183] top1_acc: 0.8067, top5_acc: 0.9660 +2025-05-20 16:47:22,504 - pyskl - INFO - Epoch [92][100/3940] lr: 8.383e-03, eta: 1 day, 4:28:13, time: 0.687, data_time: 0.249, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.8753, loss: 2.8753 +2025-05-20 16:48:06,316 - pyskl - INFO - Epoch [92][200/3940] lr: 8.377e-03, eta: 1 day, 4:27:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.9363, loss: 2.9363 +2025-05-20 16:48:50,133 - pyskl - INFO - Epoch [92][300/3940] lr: 8.370e-03, eta: 1 day, 4:26:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.9359, loss: 2.9359 +2025-05-20 16:49:33,983 - pyskl - INFO - Epoch [92][400/3940] lr: 8.364e-03, eta: 1 day, 4:26:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.8679, loss: 2.8679 +2025-05-20 16:50:17,819 - pyskl - INFO - Epoch [92][500/3940] lr: 8.358e-03, eta: 1 day, 4:25:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.7684, loss: 2.7684 +2025-05-20 16:51:01,707 - pyskl - INFO - Epoch [92][600/3940] lr: 8.352e-03, eta: 1 day, 4:24:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.8326, loss: 2.8326 +2025-05-20 16:51:45,703 - pyskl - INFO - Epoch [92][700/3940] lr: 8.345e-03, eta: 1 day, 4:23:48, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.9203, loss: 2.9203 +2025-05-20 16:52:29,535 - pyskl - INFO - Epoch [92][800/3940] lr: 8.339e-03, eta: 1 day, 4:23:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.8544, loss: 2.8544 +2025-05-20 16:53:13,388 - pyskl - INFO - Epoch [92][900/3940] lr: 8.333e-03, eta: 1 day, 4:22:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9825, loss_cls: 2.8478, loss: 2.8478 +2025-05-20 16:53:57,278 - pyskl - INFO - Epoch [92][1000/3940] lr: 8.327e-03, eta: 1 day, 4:21:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9850, loss_cls: 2.8732, loss: 2.8732 +2025-05-20 16:54:41,353 - pyskl - INFO - Epoch [92][1100/3940] lr: 8.320e-03, eta: 1 day, 4:20:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 3.0081, loss: 3.0081 +2025-05-20 16:55:25,385 - pyskl - INFO - Epoch [92][1200/3940] lr: 8.314e-03, eta: 1 day, 4:20:07, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.8701, loss: 2.8701 +2025-05-20 16:56:09,300 - pyskl - INFO - Epoch [92][1300/3940] lr: 8.308e-03, eta: 1 day, 4:19:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 2.9212, loss: 2.9212 +2025-05-20 16:56:53,216 - pyskl - INFO - Epoch [92][1400/3940] lr: 8.301e-03, eta: 1 day, 4:18:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.9233, loss: 2.9233 +2025-05-20 16:57:37,173 - pyskl - INFO - Epoch [92][1500/3940] lr: 8.295e-03, eta: 1 day, 4:17:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.7619, loss: 2.7619 +2025-05-20 16:58:21,029 - pyskl - INFO - Epoch [92][1600/3940] lr: 8.289e-03, eta: 1 day, 4:17:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.8850, loss: 2.8850 +2025-05-20 16:59:04,875 - pyskl - INFO - Epoch [92][1700/3940] lr: 8.283e-03, eta: 1 day, 4:16:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.9645, loss: 2.9645 +2025-05-20 16:59:48,857 - pyskl - INFO - Epoch [92][1800/3940] lr: 8.276e-03, eta: 1 day, 4:15:41, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 3.0121, loss: 3.0121 +2025-05-20 17:00:32,732 - pyskl - INFO - Epoch [92][1900/3940] lr: 8.270e-03, eta: 1 day, 4:14:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.8023, loss: 2.8023 +2025-05-20 17:01:16,684 - pyskl - INFO - Epoch [92][2000/3940] lr: 8.264e-03, eta: 1 day, 4:14:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 2.9876, loss: 2.9876 +2025-05-20 17:02:00,465 - pyskl - INFO - Epoch [92][2100/3940] lr: 8.258e-03, eta: 1 day, 4:13:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.8726, loss: 2.8726 +2025-05-20 17:02:44,297 - pyskl - INFO - Epoch [92][2200/3940] lr: 8.251e-03, eta: 1 day, 4:12:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.9164, loss: 2.9164 +2025-05-20 17:03:28,113 - pyskl - INFO - Epoch [92][2300/3940] lr: 8.245e-03, eta: 1 day, 4:12:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.9728, loss: 2.9728 +2025-05-20 17:04:11,918 - pyskl - INFO - Epoch [92][2400/3940] lr: 8.239e-03, eta: 1 day, 4:11:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.9321, loss: 2.9321 +2025-05-20 17:04:55,725 - pyskl - INFO - Epoch [92][2500/3940] lr: 8.233e-03, eta: 1 day, 4:10:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.9488, loss: 2.9488 +2025-05-20 17:05:39,557 - pyskl - INFO - Epoch [92][2600/3940] lr: 8.226e-03, eta: 1 day, 4:09:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 2.9374, loss: 2.9374 +2025-05-20 17:06:23,399 - pyskl - INFO - Epoch [92][2700/3940] lr: 8.220e-03, eta: 1 day, 4:09:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.9507, loss: 2.9507 +2025-05-20 17:07:07,243 - pyskl - INFO - Epoch [92][2800/3940] lr: 8.214e-03, eta: 1 day, 4:08:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 3.0331, loss: 3.0331 +2025-05-20 17:07:51,075 - pyskl - INFO - Epoch [92][2900/3940] lr: 8.208e-03, eta: 1 day, 4:07:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 2.9222, loss: 2.9222 +2025-05-20 17:08:34,925 - pyskl - INFO - Epoch [92][3000/3940] lr: 8.202e-03, eta: 1 day, 4:06:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.8699, loss: 2.8699 +2025-05-20 17:09:18,870 - pyskl - INFO - Epoch [92][3100/3940] lr: 8.195e-03, eta: 1 day, 4:06:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 2.8210, loss: 2.8210 +2025-05-20 17:10:02,737 - pyskl - INFO - Epoch [92][3200/3940] lr: 8.189e-03, eta: 1 day, 4:05:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9819, loss_cls: 2.9525, loss: 2.9525 +2025-05-20 17:10:46,587 - pyskl - INFO - Epoch [92][3300/3940] lr: 8.183e-03, eta: 1 day, 4:04:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 2.9358, loss: 2.9358 +2025-05-20 17:11:30,432 - pyskl - INFO - Epoch [92][3400/3940] lr: 8.177e-03, eta: 1 day, 4:03:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.9602, loss: 2.9602 +2025-05-20 17:12:14,304 - pyskl - INFO - Epoch [92][3500/3940] lr: 8.170e-03, eta: 1 day, 4:03:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.8640, loss: 2.8640 +2025-05-20 17:12:58,178 - pyskl - INFO - Epoch [92][3600/3940] lr: 8.164e-03, eta: 1 day, 4:02:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9819, loss_cls: 2.9562, loss: 2.9562 +2025-05-20 17:13:41,994 - pyskl - INFO - Epoch [92][3700/3940] lr: 8.158e-03, eta: 1 day, 4:01:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9794, loss_cls: 2.9942, loss: 2.9942 +2025-05-20 17:14:25,827 - pyskl - INFO - Epoch [92][3800/3940] lr: 8.152e-03, eta: 1 day, 4:00:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9800, loss_cls: 2.9375, loss: 2.9375 +2025-05-20 17:15:09,632 - pyskl - INFO - Epoch [92][3900/3940] lr: 8.145e-03, eta: 1 day, 4:00:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.9810, loss: 2.9810 +2025-05-20 17:15:27,431 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-05-20 17:18:49,020 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 17:18:49,489 - pyskl - INFO - +top1_acc 0.7762 +top5_acc 0.9445 +2025-05-20 17:18:49,507 - pyskl - INFO - Epoch(val) [92][3183] top1_acc: 0.7762, top5_acc: 0.9445 +2025-05-20 17:19:58,283 - pyskl - INFO - Epoch [93][100/3940] lr: 8.137e-03, eta: 1 day, 3:59:14, time: 0.688, data_time: 0.249, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9819, loss_cls: 3.1004, loss: 3.1004 +2025-05-20 17:20:42,147 - pyskl - INFO - Epoch [93][200/3940] lr: 8.130e-03, eta: 1 day, 3:58:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.8976, loss: 2.8976 +2025-05-20 17:21:25,989 - pyskl - INFO - Epoch [93][300/3940] lr: 8.124e-03, eta: 1 day, 3:57:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.8479, loss: 2.8479 +2025-05-20 17:22:09,845 - pyskl - INFO - Epoch [93][400/3940] lr: 8.118e-03, eta: 1 day, 3:57:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 2.8717, loss: 2.8717 +2025-05-20 17:22:53,721 - pyskl - INFO - Epoch [93][500/3940] lr: 8.112e-03, eta: 1 day, 3:56:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.7617, loss: 2.7617 +2025-05-20 17:23:37,547 - pyskl - INFO - Epoch [93][600/3940] lr: 8.106e-03, eta: 1 day, 3:55:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.8359, loss: 2.8359 +2025-05-20 17:24:21,423 - pyskl - INFO - Epoch [93][700/3940] lr: 8.099e-03, eta: 1 day, 3:54:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.9324, loss: 2.9324 +2025-05-20 17:25:05,309 - pyskl - INFO - Epoch [93][800/3940] lr: 8.093e-03, eta: 1 day, 3:54:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.8495, loss: 2.8495 +2025-05-20 17:25:49,063 - pyskl - INFO - Epoch [93][900/3940] lr: 8.087e-03, eta: 1 day, 3:53:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.7723, loss: 2.7723 +2025-05-20 17:26:32,803 - pyskl - INFO - Epoch [93][1000/3940] lr: 8.081e-03, eta: 1 day, 3:52:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9862, loss_cls: 2.8373, loss: 2.8373 +2025-05-20 17:27:16,694 - pyskl - INFO - Epoch [93][1100/3940] lr: 8.074e-03, eta: 1 day, 3:51:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.8614, loss: 2.8614 +2025-05-20 17:28:01,002 - pyskl - INFO - Epoch [93][1200/3940] lr: 8.068e-03, eta: 1 day, 3:51:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 2.9765, loss: 2.9765 +2025-05-20 17:28:44,941 - pyskl - INFO - Epoch [93][1300/3940] lr: 8.062e-03, eta: 1 day, 3:50:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.9072, loss: 2.9072 +2025-05-20 17:29:28,769 - pyskl - INFO - Epoch [93][1400/3940] lr: 8.056e-03, eta: 1 day, 3:49:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.7770, loss: 2.7770 +2025-05-20 17:30:12,501 - pyskl - INFO - Epoch [93][1500/3940] lr: 8.050e-03, eta: 1 day, 3:48:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.9776, loss: 2.9776 +2025-05-20 17:30:56,365 - pyskl - INFO - Epoch [93][1600/3940] lr: 8.043e-03, eta: 1 day, 3:48:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.9267, loss: 2.9267 +2025-05-20 17:31:40,307 - pyskl - INFO - Epoch [93][1700/3940] lr: 8.037e-03, eta: 1 day, 3:47:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9800, loss_cls: 2.8782, loss: 2.8782 +2025-05-20 17:32:24,267 - pyskl - INFO - Epoch [93][1800/3940] lr: 8.031e-03, eta: 1 day, 3:46:42, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.9007, loss: 2.9007 +2025-05-20 17:33:08,163 - pyskl - INFO - Epoch [93][1900/3940] lr: 8.025e-03, eta: 1 day, 3:45:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.9455, loss: 2.9455 +2025-05-20 17:33:52,114 - pyskl - INFO - Epoch [93][2000/3940] lr: 8.019e-03, eta: 1 day, 3:45:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.8946, loss: 2.8946 +2025-05-20 17:34:35,931 - pyskl - INFO - Epoch [93][2100/3940] lr: 8.012e-03, eta: 1 day, 3:44:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.8977, loss: 2.8977 +2025-05-20 17:35:19,807 - pyskl - INFO - Epoch [93][2200/3940] lr: 8.006e-03, eta: 1 day, 3:43:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.9121, loss: 2.9121 +2025-05-20 17:36:03,611 - pyskl - INFO - Epoch [93][2300/3940] lr: 8.000e-03, eta: 1 day, 3:43:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.9004, loss: 2.9004 +2025-05-20 17:36:47,456 - pyskl - INFO - Epoch [93][2400/3940] lr: 7.994e-03, eta: 1 day, 3:42:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.9857, loss: 2.9857 +2025-05-20 17:37:31,267 - pyskl - INFO - Epoch [93][2500/3940] lr: 7.988e-03, eta: 1 day, 3:41:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9788, loss_cls: 2.8225, loss: 2.8225 +2025-05-20 17:38:15,095 - pyskl - INFO - Epoch [93][2600/3940] lr: 7.981e-03, eta: 1 day, 3:40:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.8136, loss: 2.8136 +2025-05-20 17:38:58,939 - pyskl - INFO - Epoch [93][2700/3940] lr: 7.975e-03, eta: 1 day, 3:40:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.9353, loss: 2.9353 +2025-05-20 17:39:42,820 - pyskl - INFO - Epoch [93][2800/3940] lr: 7.969e-03, eta: 1 day, 3:39:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 2.8513, loss: 2.8513 +2025-05-20 17:40:26,651 - pyskl - INFO - Epoch [93][2900/3940] lr: 7.963e-03, eta: 1 day, 3:38:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9869, loss_cls: 2.7681, loss: 2.7681 +2025-05-20 17:41:10,502 - pyskl - INFO - Epoch [93][3000/3940] lr: 7.957e-03, eta: 1 day, 3:37:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.7869, loss: 2.7869 +2025-05-20 17:41:54,350 - pyskl - INFO - Epoch [93][3100/3940] lr: 7.950e-03, eta: 1 day, 3:37:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.8888, loss: 2.8888 +2025-05-20 17:42:38,224 - pyskl - INFO - Epoch [93][3200/3940] lr: 7.944e-03, eta: 1 day, 3:36:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9788, loss_cls: 2.8482, loss: 2.8482 +2025-05-20 17:43:22,127 - pyskl - INFO - Epoch [93][3300/3940] lr: 7.938e-03, eta: 1 day, 3:35:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9831, loss_cls: 2.9300, loss: 2.9300 +2025-05-20 17:44:06,116 - pyskl - INFO - Epoch [93][3400/3940] lr: 7.932e-03, eta: 1 day, 3:34:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 3.0184, loss: 3.0184 +2025-05-20 17:44:50,008 - pyskl - INFO - Epoch [93][3500/3940] lr: 7.926e-03, eta: 1 day, 3:34:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.8332, loss: 2.8332 +2025-05-20 17:45:33,923 - pyskl - INFO - Epoch [93][3600/3940] lr: 7.920e-03, eta: 1 day, 3:33:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 2.9128, loss: 2.9128 +2025-05-20 17:46:17,948 - pyskl - INFO - Epoch [93][3700/3940] lr: 7.913e-03, eta: 1 day, 3:32:41, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.9738, loss: 2.9738 +2025-05-20 17:47:01,872 - pyskl - INFO - Epoch [93][3800/3940] lr: 7.907e-03, eta: 1 day, 3:31:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.9877, loss: 2.9877 +2025-05-20 17:47:45,707 - pyskl - INFO - Epoch [93][3900/3940] lr: 7.901e-03, eta: 1 day, 3:31:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 3.0275, loss: 3.0275 +2025-05-20 17:48:03,506 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-05-20 17:51:25,217 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 17:51:25,674 - pyskl - INFO - +top1_acc 0.8288 +top5_acc 0.9703 +2025-05-20 17:51:25,726 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_89.pth was removed +2025-05-20 17:51:26,781 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_93.pth. +2025-05-20 17:51:26,784 - pyskl - INFO - Best top1_acc is 0.8288 at 93 epoch. +2025-05-20 17:51:26,804 - pyskl - INFO - Epoch(val) [93][3183] top1_acc: 0.8288, top5_acc: 0.9703 +2025-05-20 17:52:35,475 - pyskl - INFO - Epoch [94][100/3940] lr: 7.892e-03, eta: 1 day, 3:30:15, time: 0.687, data_time: 0.248, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 2.8805, loss: 2.8805 +2025-05-20 17:53:19,335 - pyskl - INFO - Epoch [94][200/3940] lr: 7.886e-03, eta: 1 day, 3:29:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9919, loss_cls: 2.8670, loss: 2.8670 +2025-05-20 17:54:03,314 - pyskl - INFO - Epoch [94][300/3940] lr: 7.880e-03, eta: 1 day, 3:28:47, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.8767, loss: 2.8767 +2025-05-20 17:54:47,299 - pyskl - INFO - Epoch [94][400/3940] lr: 7.874e-03, eta: 1 day, 3:28:02, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9838, loss_cls: 2.8570, loss: 2.8570 +2025-05-20 17:55:31,138 - pyskl - INFO - Epoch [94][500/3940] lr: 7.868e-03, eta: 1 day, 3:27:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.7786, loss: 2.7786 +2025-05-20 17:56:15,012 - pyskl - INFO - Epoch [94][600/3940] lr: 7.861e-03, eta: 1 day, 3:26:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.9069, loss: 2.9069 +2025-05-20 17:56:58,964 - pyskl - INFO - Epoch [94][700/3940] lr: 7.855e-03, eta: 1 day, 3:25:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.8930, loss: 2.8930 +2025-05-20 17:57:42,857 - pyskl - INFO - Epoch [94][800/3940] lr: 7.849e-03, eta: 1 day, 3:25:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.9855, loss: 2.9855 +2025-05-20 17:58:26,778 - pyskl - INFO - Epoch [94][900/3940] lr: 7.843e-03, eta: 1 day, 3:24:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 2.8217, loss: 2.8217 +2025-05-20 17:59:10,671 - pyskl - INFO - Epoch [94][1000/3940] lr: 7.837e-03, eta: 1 day, 3:23:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.8907, loss: 2.8907 +2025-05-20 17:59:54,599 - pyskl - INFO - Epoch [94][1100/3940] lr: 7.831e-03, eta: 1 day, 3:22:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.9550, loss: 2.9550 +2025-05-20 18:00:38,684 - pyskl - INFO - Epoch [94][1200/3940] lr: 7.824e-03, eta: 1 day, 3:22:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.8552, loss: 2.8552 +2025-05-20 18:01:22,660 - pyskl - INFO - Epoch [94][1300/3940] lr: 7.818e-03, eta: 1 day, 3:21:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.7960, loss: 2.7960 +2025-05-20 18:02:06,799 - pyskl - INFO - Epoch [94][1400/3940] lr: 7.812e-03, eta: 1 day, 3:20:40, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.8081, loss: 2.8081 +2025-05-20 18:02:50,764 - pyskl - INFO - Epoch [94][1500/3940] lr: 7.806e-03, eta: 1 day, 3:19:56, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9844, loss_cls: 2.9220, loss: 2.9220 +2025-05-20 18:03:34,733 - pyskl - INFO - Epoch [94][1600/3940] lr: 7.800e-03, eta: 1 day, 3:19:12, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.9045, loss: 2.9045 +2025-05-20 18:04:18,739 - pyskl - INFO - Epoch [94][1700/3940] lr: 7.794e-03, eta: 1 day, 3:18:28, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.8173, loss: 2.8173 +2025-05-20 18:05:02,636 - pyskl - INFO - Epoch [94][1800/3940] lr: 7.788e-03, eta: 1 day, 3:17:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 2.9366, loss: 2.9366 +2025-05-20 18:05:46,550 - pyskl - INFO - Epoch [94][1900/3940] lr: 7.781e-03, eta: 1 day, 3:16:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9856, loss_cls: 2.9082, loss: 2.9082 +2025-05-20 18:06:30,537 - pyskl - INFO - Epoch [94][2000/3940] lr: 7.775e-03, eta: 1 day, 3:16:15, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.8747, loss: 2.8747 +2025-05-20 18:07:14,483 - pyskl - INFO - Epoch [94][2100/3940] lr: 7.769e-03, eta: 1 day, 3:15:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.8311, loss: 2.8311 +2025-05-20 18:07:58,432 - pyskl - INFO - Epoch [94][2200/3940] lr: 7.763e-03, eta: 1 day, 3:14:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.8760, loss: 2.8760 +2025-05-20 18:08:42,341 - pyskl - INFO - Epoch [94][2300/3940] lr: 7.757e-03, eta: 1 day, 3:14:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.8265, loss: 2.8265 +2025-05-20 18:09:26,234 - pyskl - INFO - Epoch [94][2400/3940] lr: 7.751e-03, eta: 1 day, 3:13:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9819, loss_cls: 2.9451, loss: 2.9451 +2025-05-20 18:10:10,104 - pyskl - INFO - Epoch [94][2500/3940] lr: 7.744e-03, eta: 1 day, 3:12:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.7343, loss: 2.7343 +2025-05-20 18:10:54,081 - pyskl - INFO - Epoch [94][2600/3940] lr: 7.738e-03, eta: 1 day, 3:11:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9850, loss_cls: 2.7905, loss: 2.7905 +2025-05-20 18:11:37,932 - pyskl - INFO - Epoch [94][2700/3940] lr: 7.732e-03, eta: 1 day, 3:11:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 2.8595, loss: 2.8595 +2025-05-20 18:12:21,794 - pyskl - INFO - Epoch [94][2800/3940] lr: 7.726e-03, eta: 1 day, 3:10:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.8345, loss: 2.8345 +2025-05-20 18:13:05,637 - pyskl - INFO - Epoch [94][2900/3940] lr: 7.720e-03, eta: 1 day, 3:09:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 2.8108, loss: 2.8108 +2025-05-20 18:13:49,440 - pyskl - INFO - Epoch [94][3000/3940] lr: 7.714e-03, eta: 1 day, 3:08:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 2.8875, loss: 2.8875 +2025-05-20 18:14:33,438 - pyskl - INFO - Epoch [94][3100/3940] lr: 7.708e-03, eta: 1 day, 3:08:09, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 3.0046, loss: 3.0046 +2025-05-20 18:15:17,691 - pyskl - INFO - Epoch [94][3200/3940] lr: 7.701e-03, eta: 1 day, 3:07:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.8837, loss: 2.8837 +2025-05-20 18:16:01,522 - pyskl - INFO - Epoch [94][3300/3940] lr: 7.695e-03, eta: 1 day, 3:06:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9850, loss_cls: 2.8873, loss: 2.8873 +2025-05-20 18:16:45,401 - pyskl - INFO - Epoch [94][3400/3940] lr: 7.689e-03, eta: 1 day, 3:05:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 2.9209, loss: 2.9209 +2025-05-20 18:17:29,293 - pyskl - INFO - Epoch [94][3500/3940] lr: 7.683e-03, eta: 1 day, 3:05:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.7930, loss: 2.7930 +2025-05-20 18:18:13,191 - pyskl - INFO - Epoch [94][3600/3940] lr: 7.677e-03, eta: 1 day, 3:04:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9850, loss_cls: 2.8557, loss: 2.8557 +2025-05-20 18:18:57,053 - pyskl - INFO - Epoch [94][3700/3940] lr: 7.671e-03, eta: 1 day, 3:03:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.7812, loss: 2.7812 +2025-05-20 18:19:40,915 - pyskl - INFO - Epoch [94][3800/3940] lr: 7.665e-03, eta: 1 day, 3:02:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9781, loss_cls: 2.8393, loss: 2.8393 +2025-05-20 18:20:25,089 - pyskl - INFO - Epoch [94][3900/3940] lr: 7.659e-03, eta: 1 day, 3:02:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9819, loss_cls: 2.9952, loss: 2.9952 +2025-05-20 18:20:43,049 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-05-20 18:24:04,433 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 18:24:04,896 - pyskl - INFO - +top1_acc 0.8080 +top5_acc 0.9607 +2025-05-20 18:24:04,913 - pyskl - INFO - Epoch(val) [94][3183] top1_acc: 0.8080, top5_acc: 0.9607 +2025-05-20 18:25:13,661 - pyskl - INFO - Epoch [95][100/3940] lr: 7.650e-03, eta: 1 day, 3:01:17, time: 0.687, data_time: 0.250, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 2.9544, loss: 2.9544 +2025-05-20 18:25:57,404 - pyskl - INFO - Epoch [95][200/3940] lr: 7.644e-03, eta: 1 day, 3:00:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.7800, loss: 2.7800 +2025-05-20 18:26:41,188 - pyskl - INFO - Epoch [95][300/3940] lr: 7.638e-03, eta: 1 day, 2:59:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.7547, loss: 2.7547 +2025-05-20 18:27:24,936 - pyskl - INFO - Epoch [95][400/3940] lr: 7.632e-03, eta: 1 day, 2:59:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.6500, loss: 2.6500 +2025-05-20 18:28:08,734 - pyskl - INFO - Epoch [95][500/3940] lr: 7.626e-03, eta: 1 day, 2:58:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9856, loss_cls: 2.8322, loss: 2.8322 +2025-05-20 18:28:52,593 - pyskl - INFO - Epoch [95][600/3940] lr: 7.619e-03, eta: 1 day, 2:57:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 2.7582, loss: 2.7582 +2025-05-20 18:29:36,525 - pyskl - INFO - Epoch [95][700/3940] lr: 7.613e-03, eta: 1 day, 2:56:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.8369, loss: 2.8369 +2025-05-20 18:30:20,519 - pyskl - INFO - Epoch [95][800/3940] lr: 7.607e-03, eta: 1 day, 2:56:08, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.7735, loss: 2.7735 +2025-05-20 18:31:04,486 - pyskl - INFO - Epoch [95][900/3940] lr: 7.601e-03, eta: 1 day, 2:55:23, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.8154, loss: 2.8154 +2025-05-20 18:31:48,431 - pyskl - INFO - Epoch [95][1000/3940] lr: 7.595e-03, eta: 1 day, 2:54:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 2.8626, loss: 2.8626 +2025-05-20 18:32:32,295 - pyskl - INFO - Epoch [95][1100/3940] lr: 7.589e-03, eta: 1 day, 2:53:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.8516, loss: 2.8516 +2025-05-20 18:33:16,340 - pyskl - INFO - Epoch [95][1200/3940] lr: 7.583e-03, eta: 1 day, 2:53:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.8485, loss: 2.8485 +2025-05-20 18:34:00,605 - pyskl - INFO - Epoch [95][1300/3940] lr: 7.577e-03, eta: 1 day, 2:52:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9856, loss_cls: 2.8878, loss: 2.8878 +2025-05-20 18:34:44,634 - pyskl - INFO - Epoch [95][1400/3940] lr: 7.570e-03, eta: 1 day, 2:51:43, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9869, loss_cls: 2.8466, loss: 2.8466 +2025-05-20 18:35:28,536 - pyskl - INFO - Epoch [95][1500/3940] lr: 7.564e-03, eta: 1 day, 2:50:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9825, loss_cls: 2.8028, loss: 2.8028 +2025-05-20 18:36:12,432 - pyskl - INFO - Epoch [95][1600/3940] lr: 7.558e-03, eta: 1 day, 2:50:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 2.8675, loss: 2.8675 +2025-05-20 18:36:56,358 - pyskl - INFO - Epoch [95][1700/3940] lr: 7.552e-03, eta: 1 day, 2:49:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 2.9006, loss: 2.9006 +2025-05-20 18:37:40,121 - pyskl - INFO - Epoch [95][1800/3940] lr: 7.546e-03, eta: 1 day, 2:48:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.9020, loss: 2.9020 +2025-05-20 18:38:23,890 - pyskl - INFO - Epoch [95][1900/3940] lr: 7.540e-03, eta: 1 day, 2:48:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9869, loss_cls: 2.8239, loss: 2.8239 +2025-05-20 18:39:07,675 - pyskl - INFO - Epoch [95][2000/3940] lr: 7.534e-03, eta: 1 day, 2:47:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.8283, loss: 2.8283 +2025-05-20 18:39:51,484 - pyskl - INFO - Epoch [95][2100/3940] lr: 7.528e-03, eta: 1 day, 2:46:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.8467, loss: 2.8467 +2025-05-20 18:40:35,298 - pyskl - INFO - Epoch [95][2200/3940] lr: 7.522e-03, eta: 1 day, 2:45:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9838, loss_cls: 2.8105, loss: 2.8105 +2025-05-20 18:41:19,210 - pyskl - INFO - Epoch [95][2300/3940] lr: 7.516e-03, eta: 1 day, 2:45:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.7972, loss: 2.7972 +2025-05-20 18:42:03,152 - pyskl - INFO - Epoch [95][2400/3940] lr: 7.510e-03, eta: 1 day, 2:44:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9856, loss_cls: 2.8695, loss: 2.8695 +2025-05-20 18:42:47,034 - pyskl - INFO - Epoch [95][2500/3940] lr: 7.503e-03, eta: 1 day, 2:43:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9856, loss_cls: 2.7283, loss: 2.7283 +2025-05-20 18:43:30,902 - pyskl - INFO - Epoch [95][2600/3940] lr: 7.497e-03, eta: 1 day, 2:42:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.9414, loss: 2.9414 +2025-05-20 18:44:14,722 - pyskl - INFO - Epoch [95][2700/3940] lr: 7.491e-03, eta: 1 day, 2:42:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.9607, loss: 2.9607 +2025-05-20 18:44:58,579 - pyskl - INFO - Epoch [95][2800/3940] lr: 7.485e-03, eta: 1 day, 2:41:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.7960, loss: 2.7960 +2025-05-20 18:45:42,373 - pyskl - INFO - Epoch [95][2900/3940] lr: 7.479e-03, eta: 1 day, 2:40:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.8515, loss: 2.8515 +2025-05-20 18:46:26,272 - pyskl - INFO - Epoch [95][3000/3940] lr: 7.473e-03, eta: 1 day, 2:39:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.9142, loss: 2.9142 +2025-05-20 18:47:10,111 - pyskl - INFO - Epoch [95][3100/3940] lr: 7.467e-03, eta: 1 day, 2:39:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.8172, loss: 2.8172 +2025-05-20 18:47:53,977 - pyskl - INFO - Epoch [95][3200/3940] lr: 7.461e-03, eta: 1 day, 2:38:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.8118, loss: 2.8118 +2025-05-20 18:48:37,822 - pyskl - INFO - Epoch [95][3300/3940] lr: 7.455e-03, eta: 1 day, 2:37:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.9696, loss: 2.9696 +2025-05-20 18:49:21,706 - pyskl - INFO - Epoch [95][3400/3940] lr: 7.449e-03, eta: 1 day, 2:36:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.9394, loss: 2.9394 +2025-05-20 18:50:05,584 - pyskl - INFO - Epoch [95][3500/3940] lr: 7.443e-03, eta: 1 day, 2:36:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9844, loss_cls: 2.8961, loss: 2.8961 +2025-05-20 18:50:49,668 - pyskl - INFO - Epoch [95][3600/3940] lr: 7.436e-03, eta: 1 day, 2:35:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.8707, loss: 2.8707 +2025-05-20 18:51:33,508 - pyskl - INFO - Epoch [95][3700/3940] lr: 7.430e-03, eta: 1 day, 2:34:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 2.8227, loss: 2.8227 +2025-05-20 18:52:17,329 - pyskl - INFO - Epoch [95][3800/3940] lr: 7.424e-03, eta: 1 day, 2:34:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.8392, loss: 2.8392 +2025-05-20 18:53:01,425 - pyskl - INFO - Epoch [95][3900/3940] lr: 7.418e-03, eta: 1 day, 2:33:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.9388, loss: 2.9388 +2025-05-20 18:53:19,399 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-05-20 18:56:40,963 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 18:56:41,432 - pyskl - INFO - +top1_acc 0.8357 +top5_acc 0.9720 +2025-05-20 18:56:41,485 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_93.pth was removed +2025-05-20 18:56:42,593 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_95.pth. +2025-05-20 18:56:42,596 - pyskl - INFO - Best top1_acc is 0.8357 at 95 epoch. +2025-05-20 18:56:42,614 - pyskl - INFO - Epoch(val) [95][3183] top1_acc: 0.8357, top5_acc: 0.9720 +2025-05-20 18:57:51,274 - pyskl - INFO - Epoch [96][100/3940] lr: 7.410e-03, eta: 1 day, 2:32:19, time: 0.687, data_time: 0.246, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.7030, loss: 2.7030 +2025-05-20 18:58:35,188 - pyskl - INFO - Epoch [96][200/3940] lr: 7.404e-03, eta: 1 day, 2:31:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.8045, loss: 2.8045 +2025-05-20 18:59:19,097 - pyskl - INFO - Epoch [96][300/3940] lr: 7.398e-03, eta: 1 day, 2:30:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 2.8586, loss: 2.8586 +2025-05-20 19:00:02,986 - pyskl - INFO - Epoch [96][400/3940] lr: 7.392e-03, eta: 1 day, 2:30:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9844, loss_cls: 2.8158, loss: 2.8158 +2025-05-20 19:00:46,879 - pyskl - INFO - Epoch [96][500/3940] lr: 7.386e-03, eta: 1 day, 2:29:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9888, loss_cls: 2.6204, loss: 2.6204 +2025-05-20 19:01:30,794 - pyskl - INFO - Epoch [96][600/3940] lr: 7.379e-03, eta: 1 day, 2:28:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.8647, loss: 2.8647 +2025-05-20 19:02:14,747 - pyskl - INFO - Epoch [96][700/3940] lr: 7.373e-03, eta: 1 day, 2:27:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.8318, loss: 2.8318 +2025-05-20 19:02:58,708 - pyskl - INFO - Epoch [96][800/3940] lr: 7.367e-03, eta: 1 day, 2:27:09, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.9275, loss: 2.9275 +2025-05-20 19:03:42,611 - pyskl - INFO - Epoch [96][900/3940] lr: 7.361e-03, eta: 1 day, 2:26:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.7966, loss: 2.7966 +2025-05-20 19:04:26,511 - pyskl - INFO - Epoch [96][1000/3940] lr: 7.355e-03, eta: 1 day, 2:25:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9812, loss_cls: 2.8592, loss: 2.8592 +2025-05-20 19:05:10,365 - pyskl - INFO - Epoch [96][1100/3940] lr: 7.349e-03, eta: 1 day, 2:24:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9838, loss_cls: 2.7887, loss: 2.7887 +2025-05-20 19:05:54,303 - pyskl - INFO - Epoch [96][1200/3940] lr: 7.343e-03, eta: 1 day, 2:24:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.7372, loss: 2.7372 +2025-05-20 19:06:38,270 - pyskl - INFO - Epoch [96][1300/3940] lr: 7.337e-03, eta: 1 day, 2:23:28, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.8017, loss: 2.8017 +2025-05-20 19:07:22,407 - pyskl - INFO - Epoch [96][1400/3940] lr: 7.331e-03, eta: 1 day, 2:22:44, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.7634, loss: 2.7634 +2025-05-20 19:08:06,504 - pyskl - INFO - Epoch [96][1500/3940] lr: 7.325e-03, eta: 1 day, 2:22:00, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 2.8193, loss: 2.8193 +2025-05-20 19:08:50,520 - pyskl - INFO - Epoch [96][1600/3940] lr: 7.319e-03, eta: 1 day, 2:21:16, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.7896, loss: 2.7896 +2025-05-20 19:09:34,467 - pyskl - INFO - Epoch [96][1700/3940] lr: 7.313e-03, eta: 1 day, 2:20:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.8131, loss: 2.8131 +2025-05-20 19:10:18,424 - pyskl - INFO - Epoch [96][1800/3940] lr: 7.307e-03, eta: 1 day, 2:19:47, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9850, loss_cls: 2.7510, loss: 2.7510 +2025-05-20 19:11:02,347 - pyskl - INFO - Epoch [96][1900/3940] lr: 7.301e-03, eta: 1 day, 2:19:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.7790, loss: 2.7790 +2025-05-20 19:11:46,237 - pyskl - INFO - Epoch [96][2000/3940] lr: 7.295e-03, eta: 1 day, 2:18:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9862, loss_cls: 2.7343, loss: 2.7343 +2025-05-20 19:12:30,072 - pyskl - INFO - Epoch [96][2100/3940] lr: 7.289e-03, eta: 1 day, 2:17:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 2.8953, loss: 2.8953 +2025-05-20 19:13:13,963 - pyskl - INFO - Epoch [96][2200/3940] lr: 7.283e-03, eta: 1 day, 2:16:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 2.7689, loss: 2.7689 +2025-05-20 19:13:57,870 - pyskl - INFO - Epoch [96][2300/3940] lr: 7.277e-03, eta: 1 day, 2:16:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 3.0392, loss: 3.0392 +2025-05-20 19:14:41,717 - pyskl - INFO - Epoch [96][2400/3940] lr: 7.271e-03, eta: 1 day, 2:15:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9850, loss_cls: 2.8504, loss: 2.8504 +2025-05-20 19:15:25,528 - pyskl - INFO - Epoch [96][2500/3940] lr: 7.265e-03, eta: 1 day, 2:14:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.8965, loss: 2.8965 +2025-05-20 19:16:09,320 - pyskl - INFO - Epoch [96][2600/3940] lr: 7.259e-03, eta: 1 day, 2:13:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.8435, loss: 2.8435 +2025-05-20 19:16:52,990 - pyskl - INFO - Epoch [96][2700/3940] lr: 7.252e-03, eta: 1 day, 2:13:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.8746, loss: 2.8746 +2025-05-20 19:17:36,776 - pyskl - INFO - Epoch [96][2800/3940] lr: 7.246e-03, eta: 1 day, 2:12:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.7999, loss: 2.7999 +2025-05-20 19:18:20,532 - pyskl - INFO - Epoch [96][2900/3940] lr: 7.240e-03, eta: 1 day, 2:11:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.8344, loss: 2.8344 +2025-05-20 19:19:04,222 - pyskl - INFO - Epoch [96][3000/3940] lr: 7.234e-03, eta: 1 day, 2:10:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 3.0446, loss: 3.0446 +2025-05-20 19:19:48,024 - pyskl - INFO - Epoch [96][3100/3940] lr: 7.228e-03, eta: 1 day, 2:10:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9875, loss_cls: 2.7272, loss: 2.7272 +2025-05-20 19:20:31,608 - pyskl - INFO - Epoch [96][3200/3940] lr: 7.222e-03, eta: 1 day, 2:09:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.8299, loss: 2.8299 +2025-05-20 19:21:15,133 - pyskl - INFO - Epoch [96][3300/3940] lr: 7.216e-03, eta: 1 day, 2:08:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.7459, loss: 2.7459 +2025-05-20 19:21:58,729 - pyskl - INFO - Epoch [96][3400/3940] lr: 7.210e-03, eta: 1 day, 2:07:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.7601, loss: 2.7601 +2025-05-20 19:22:42,596 - pyskl - INFO - Epoch [96][3500/3940] lr: 7.204e-03, eta: 1 day, 2:07:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.9281, loss: 2.9281 +2025-05-20 19:23:26,415 - pyskl - INFO - Epoch [96][3600/3940] lr: 7.198e-03, eta: 1 day, 2:06:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.7787, loss: 2.7787 +2025-05-20 19:24:10,282 - pyskl - INFO - Epoch [96][3700/3940] lr: 7.192e-03, eta: 1 day, 2:05:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.9173, loss: 2.9173 +2025-05-20 19:24:54,321 - pyskl - INFO - Epoch [96][3800/3940] lr: 7.186e-03, eta: 1 day, 2:05:02, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.8474, loss: 2.8474 +2025-05-20 19:25:38,287 - pyskl - INFO - Epoch [96][3900/3940] lr: 7.180e-03, eta: 1 day, 2:04:17, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.8105, loss: 2.8105 +2025-05-20 19:25:56,198 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-05-20 19:29:17,961 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 19:29:18,434 - pyskl - INFO - +top1_acc 0.8297 +top5_acc 0.9695 +2025-05-20 19:29:18,452 - pyskl - INFO - Epoch(val) [96][3183] top1_acc: 0.8297, top5_acc: 0.9695 +2025-05-20 19:30:27,050 - pyskl - INFO - Epoch [97][100/3940] lr: 7.172e-03, eta: 1 day, 2:03:19, time: 0.686, data_time: 0.248, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.7764, loss: 2.7764 +2025-05-20 19:31:10,817 - pyskl - INFO - Epoch [97][200/3940] lr: 7.166e-03, eta: 1 day, 2:02:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9875, loss_cls: 2.6785, loss: 2.6785 +2025-05-20 19:31:54,631 - pyskl - INFO - Epoch [97][300/3940] lr: 7.160e-03, eta: 1 day, 2:01:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.6722, loss: 2.6722 +2025-05-20 19:32:38,404 - pyskl - INFO - Epoch [97][400/3940] lr: 7.154e-03, eta: 1 day, 2:01:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.6936, loss: 2.6936 +2025-05-20 19:33:22,270 - pyskl - INFO - Epoch [97][500/3940] lr: 7.148e-03, eta: 1 day, 2:00:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.7767, loss: 2.7767 +2025-05-20 19:34:06,152 - pyskl - INFO - Epoch [97][600/3940] lr: 7.142e-03, eta: 1 day, 1:59:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.8247, loss: 2.8247 +2025-05-20 19:34:50,160 - pyskl - INFO - Epoch [97][700/3940] lr: 7.136e-03, eta: 1 day, 1:58:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9894, loss_cls: 2.7494, loss: 2.7494 +2025-05-20 19:35:34,142 - pyskl - INFO - Epoch [97][800/3940] lr: 7.130e-03, eta: 1 day, 1:58:10, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 2.7558, loss: 2.7558 +2025-05-20 19:36:18,056 - pyskl - INFO - Epoch [97][900/3940] lr: 7.124e-03, eta: 1 day, 1:57:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.8270, loss: 2.8270 +2025-05-20 19:37:02,060 - pyskl - INFO - Epoch [97][1000/3940] lr: 7.118e-03, eta: 1 day, 1:56:41, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9850, loss_cls: 2.7622, loss: 2.7622 +2025-05-20 19:37:45,935 - pyskl - INFO - Epoch [97][1100/3940] lr: 7.112e-03, eta: 1 day, 1:55:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.6827, loss: 2.6827 +2025-05-20 19:38:29,909 - pyskl - INFO - Epoch [97][1200/3940] lr: 7.106e-03, eta: 1 day, 1:55:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 2.7235, loss: 2.7235 +2025-05-20 19:39:13,911 - pyskl - INFO - Epoch [97][1300/3940] lr: 7.100e-03, eta: 1 day, 1:54:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.7259, loss: 2.7259 +2025-05-20 19:39:57,769 - pyskl - INFO - Epoch [97][1400/3940] lr: 7.094e-03, eta: 1 day, 1:53:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.8004, loss: 2.8004 +2025-05-20 19:40:41,694 - pyskl - INFO - Epoch [97][1500/3940] lr: 7.088e-03, eta: 1 day, 1:53:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.8255, loss: 2.8255 +2025-05-20 19:41:25,501 - pyskl - INFO - Epoch [97][1600/3940] lr: 7.082e-03, eta: 1 day, 1:52:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.7892, loss: 2.7892 +2025-05-20 19:42:09,233 - pyskl - INFO - Epoch [97][1700/3940] lr: 7.076e-03, eta: 1 day, 1:51:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.7990, loss: 2.7990 +2025-05-20 19:42:53,102 - pyskl - INFO - Epoch [97][1800/3940] lr: 7.070e-03, eta: 1 day, 1:50:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.8935, loss: 2.8935 +2025-05-20 19:43:36,888 - pyskl - INFO - Epoch [97][1900/3940] lr: 7.064e-03, eta: 1 day, 1:50:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.7696, loss: 2.7696 +2025-05-20 19:44:20,753 - pyskl - INFO - Epoch [97][2000/3940] lr: 7.058e-03, eta: 1 day, 1:49:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 2.8151, loss: 2.8151 +2025-05-20 19:45:04,638 - pyskl - INFO - Epoch [97][2100/3940] lr: 7.052e-03, eta: 1 day, 1:48:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.7462, loss: 2.7462 +2025-05-20 19:45:48,453 - pyskl - INFO - Epoch [97][2200/3940] lr: 7.046e-03, eta: 1 day, 1:47:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.7344, loss: 2.7344 +2025-05-20 19:46:32,339 - pyskl - INFO - Epoch [97][2300/3940] lr: 7.040e-03, eta: 1 day, 1:47:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.8325, loss: 2.8325 +2025-05-20 19:47:16,137 - pyskl - INFO - Epoch [97][2400/3940] lr: 7.034e-03, eta: 1 day, 1:46:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.6571, loss: 2.6571 +2025-05-20 19:47:59,986 - pyskl - INFO - Epoch [97][2500/3940] lr: 7.028e-03, eta: 1 day, 1:45:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.8151, loss: 2.8151 +2025-05-20 19:48:43,830 - pyskl - INFO - Epoch [97][2600/3940] lr: 7.022e-03, eta: 1 day, 1:44:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9819, loss_cls: 2.9821, loss: 2.9821 +2025-05-20 19:49:27,742 - pyskl - INFO - Epoch [97][2700/3940] lr: 7.016e-03, eta: 1 day, 1:44:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9844, loss_cls: 2.8322, loss: 2.8322 +2025-05-20 19:50:11,530 - pyskl - INFO - Epoch [97][2800/3940] lr: 7.010e-03, eta: 1 day, 1:43:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 2.8034, loss: 2.8034 +2025-05-20 19:50:55,311 - pyskl - INFO - Epoch [97][2900/3940] lr: 7.004e-03, eta: 1 day, 1:42:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.8100, loss: 2.8100 +2025-05-20 19:51:39,164 - pyskl - INFO - Epoch [97][3000/3940] lr: 6.998e-03, eta: 1 day, 1:41:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 2.9146, loss: 2.9146 +2025-05-20 19:52:23,012 - pyskl - INFO - Epoch [97][3100/3940] lr: 6.992e-03, eta: 1 day, 1:41:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.8093, loss: 2.8093 +2025-05-20 19:53:06,911 - pyskl - INFO - Epoch [97][3200/3940] lr: 6.986e-03, eta: 1 day, 1:40:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 2.7999, loss: 2.7999 +2025-05-20 19:53:50,718 - pyskl - INFO - Epoch [97][3300/3940] lr: 6.980e-03, eta: 1 day, 1:39:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.7650, loss: 2.7650 +2025-05-20 19:54:34,577 - pyskl - INFO - Epoch [97][3400/3940] lr: 6.974e-03, eta: 1 day, 1:39:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.9339, loss: 2.9339 +2025-05-20 19:55:18,434 - pyskl - INFO - Epoch [97][3500/3940] lr: 6.968e-03, eta: 1 day, 1:38:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9831, loss_cls: 2.8525, loss: 2.8525 +2025-05-20 19:56:02,265 - pyskl - INFO - Epoch [97][3600/3940] lr: 6.962e-03, eta: 1 day, 1:37:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 2.7173, loss: 2.7173 +2025-05-20 19:56:46,141 - pyskl - INFO - Epoch [97][3700/3940] lr: 6.956e-03, eta: 1 day, 1:36:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.8095, loss: 2.8095 +2025-05-20 19:57:30,036 - pyskl - INFO - Epoch [97][3800/3940] lr: 6.950e-03, eta: 1 day, 1:36:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.9565, loss: 2.9565 +2025-05-20 19:58:13,892 - pyskl - INFO - Epoch [97][3900/3940] lr: 6.945e-03, eta: 1 day, 1:35:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.8987, loss: 2.8987 +2025-05-20 19:58:31,784 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-05-20 20:01:53,434 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 20:01:53,896 - pyskl - INFO - +top1_acc 0.8322 +top5_acc 0.9722 +2025-05-20 20:01:53,915 - pyskl - INFO - Epoch(val) [97][3183] top1_acc: 0.8322, top5_acc: 0.9722 +2025-05-20 20:03:02,449 - pyskl - INFO - Epoch [98][100/3940] lr: 6.936e-03, eta: 1 day, 1:34:20, time: 0.685, data_time: 0.247, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.8053, loss: 2.8053 +2025-05-20 20:03:46,360 - pyskl - INFO - Epoch [98][200/3940] lr: 6.930e-03, eta: 1 day, 1:33:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.8173, loss: 2.8173 +2025-05-20 20:04:30,190 - pyskl - INFO - Epoch [98][300/3940] lr: 6.924e-03, eta: 1 day, 1:32:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9881, loss_cls: 2.6481, loss: 2.6481 +2025-05-20 20:05:14,058 - pyskl - INFO - Epoch [98][400/3940] lr: 6.918e-03, eta: 1 day, 1:32:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.5951, loss: 2.5951 +2025-05-20 20:05:58,007 - pyskl - INFO - Epoch [98][500/3940] lr: 6.912e-03, eta: 1 day, 1:31:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.6855, loss: 2.6855 +2025-05-20 20:06:41,820 - pyskl - INFO - Epoch [98][600/3940] lr: 6.906e-03, eta: 1 day, 1:30:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.7044, loss: 2.7044 +2025-05-20 20:07:25,716 - pyskl - INFO - Epoch [98][700/3940] lr: 6.900e-03, eta: 1 day, 1:29:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.7913, loss: 2.7913 +2025-05-20 20:08:09,609 - pyskl - INFO - Epoch [98][800/3940] lr: 6.895e-03, eta: 1 day, 1:29:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9844, loss_cls: 2.8318, loss: 2.8318 +2025-05-20 20:08:53,506 - pyskl - INFO - Epoch [98][900/3940] lr: 6.889e-03, eta: 1 day, 1:28:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 2.7376, loss: 2.7376 +2025-05-20 20:09:37,454 - pyskl - INFO - Epoch [98][1000/3940] lr: 6.883e-03, eta: 1 day, 1:27:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.7322, loss: 2.7322 +2025-05-20 20:10:21,292 - pyskl - INFO - Epoch [98][1100/3940] lr: 6.877e-03, eta: 1 day, 1:26:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.8122, loss: 2.8122 +2025-05-20 20:11:05,286 - pyskl - INFO - Epoch [98][1200/3940] lr: 6.871e-03, eta: 1 day, 1:26:14, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 2.8214, loss: 2.8214 +2025-05-20 20:11:49,258 - pyskl - INFO - Epoch [98][1300/3940] lr: 6.865e-03, eta: 1 day, 1:25:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.7173, loss: 2.7173 +2025-05-20 20:12:33,175 - pyskl - INFO - Epoch [98][1400/3940] lr: 6.859e-03, eta: 1 day, 1:24:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.6816, loss: 2.6816 +2025-05-20 20:13:17,074 - pyskl - INFO - Epoch [98][1500/3940] lr: 6.853e-03, eta: 1 day, 1:24:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.7031, loss: 2.7031 +2025-05-20 20:14:00,877 - pyskl - INFO - Epoch [98][1600/3940] lr: 6.847e-03, eta: 1 day, 1:23:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.7768, loss: 2.7768 +2025-05-20 20:14:44,756 - pyskl - INFO - Epoch [98][1700/3940] lr: 6.841e-03, eta: 1 day, 1:22:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.8484, loss: 2.8484 +2025-05-20 20:15:28,642 - pyskl - INFO - Epoch [98][1800/3940] lr: 6.835e-03, eta: 1 day, 1:21:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.7027, loss: 2.7027 +2025-05-20 20:16:12,532 - pyskl - INFO - Epoch [98][1900/3940] lr: 6.829e-03, eta: 1 day, 1:21:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 2.7686, loss: 2.7686 +2025-05-20 20:16:56,384 - pyskl - INFO - Epoch [98][2000/3940] lr: 6.823e-03, eta: 1 day, 1:20:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.7758, loss: 2.7758 +2025-05-20 20:17:40,259 - pyskl - INFO - Epoch [98][2100/3940] lr: 6.817e-03, eta: 1 day, 1:19:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.9218, loss: 2.9218 +2025-05-20 20:18:24,207 - pyskl - INFO - Epoch [98][2200/3940] lr: 6.812e-03, eta: 1 day, 1:18:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.7355, loss: 2.7355 +2025-05-20 20:19:08,267 - pyskl - INFO - Epoch [98][2300/3940] lr: 6.806e-03, eta: 1 day, 1:18:07, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9962, loss_cls: 2.8364, loss: 2.8364 +2025-05-20 20:19:52,368 - pyskl - INFO - Epoch [98][2400/3940] lr: 6.800e-03, eta: 1 day, 1:17:23, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 2.8562, loss: 2.8562 +2025-05-20 20:20:36,258 - pyskl - INFO - Epoch [98][2500/3940] lr: 6.794e-03, eta: 1 day, 1:16:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9875, loss_cls: 2.8284, loss: 2.8284 +2025-05-20 20:21:20,134 - pyskl - INFO - Epoch [98][2600/3940] lr: 6.788e-03, eta: 1 day, 1:15:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.8270, loss: 2.8270 +2025-05-20 20:22:04,024 - pyskl - INFO - Epoch [98][2700/3940] lr: 6.782e-03, eta: 1 day, 1:15:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.6872, loss: 2.6872 +2025-05-20 20:22:47,953 - pyskl - INFO - Epoch [98][2800/3940] lr: 6.776e-03, eta: 1 day, 1:14:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9862, loss_cls: 2.7550, loss: 2.7550 +2025-05-20 20:23:31,857 - pyskl - INFO - Epoch [98][2900/3940] lr: 6.770e-03, eta: 1 day, 1:13:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 2.8492, loss: 2.8492 +2025-05-20 20:24:15,698 - pyskl - INFO - Epoch [98][3000/3940] lr: 6.764e-03, eta: 1 day, 1:12:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9850, loss_cls: 2.8939, loss: 2.8939 +2025-05-20 20:24:59,446 - pyskl - INFO - Epoch [98][3100/3940] lr: 6.758e-03, eta: 1 day, 1:12:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.8624, loss: 2.8624 +2025-05-20 20:25:43,245 - pyskl - INFO - Epoch [98][3200/3940] lr: 6.752e-03, eta: 1 day, 1:11:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 2.7256, loss: 2.7256 +2025-05-20 20:26:26,931 - pyskl - INFO - Epoch [98][3300/3940] lr: 6.747e-03, eta: 1 day, 1:10:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.8531, loss: 2.8531 +2025-05-20 20:27:10,815 - pyskl - INFO - Epoch [98][3400/3940] lr: 6.741e-03, eta: 1 day, 1:10:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.6945, loss: 2.6945 +2025-05-20 20:27:54,679 - pyskl - INFO - Epoch [98][3500/3940] lr: 6.735e-03, eta: 1 day, 1:09:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.8230, loss: 2.8230 +2025-05-20 20:28:38,414 - pyskl - INFO - Epoch [98][3600/3940] lr: 6.729e-03, eta: 1 day, 1:08:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 2.8159, loss: 2.8159 +2025-05-20 20:29:22,260 - pyskl - INFO - Epoch [98][3700/3940] lr: 6.723e-03, eta: 1 day, 1:07:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.6743, loss: 2.6743 +2025-05-20 20:30:06,003 - pyskl - INFO - Epoch [98][3800/3940] lr: 6.717e-03, eta: 1 day, 1:07:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 2.8978, loss: 2.8978 +2025-05-20 20:30:49,927 - pyskl - INFO - Epoch [98][3900/3940] lr: 6.711e-03, eta: 1 day, 1:06:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.7342, loss: 2.7342 +2025-05-20 20:31:08,139 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-05-20 20:34:29,160 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 20:34:29,633 - pyskl - INFO - +top1_acc 0.8377 +top5_acc 0.9733 +2025-05-20 20:34:29,688 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_95.pth was removed +2025-05-20 20:34:30,794 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_98.pth. +2025-05-20 20:34:30,797 - pyskl - INFO - Best top1_acc is 0.8377 at 98 epoch. +2025-05-20 20:34:30,815 - pyskl - INFO - Epoch(val) [98][3183] top1_acc: 0.8377, top5_acc: 0.9733 +2025-05-20 20:35:39,470 - pyskl - INFO - Epoch [99][100/3940] lr: 6.703e-03, eta: 1 day, 1:05:22, time: 0.686, data_time: 0.248, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.9100, loss: 2.9100 +2025-05-20 20:36:23,306 - pyskl - INFO - Epoch [99][200/3940] lr: 6.697e-03, eta: 1 day, 1:04:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 2.7369, loss: 2.7369 +2025-05-20 20:37:07,156 - pyskl - INFO - Epoch [99][300/3940] lr: 6.691e-03, eta: 1 day, 1:03:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.7951, loss: 2.7951 +2025-05-20 20:37:50,956 - pyskl - INFO - Epoch [99][400/3940] lr: 6.685e-03, eta: 1 day, 1:03:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 2.6362, loss: 2.6362 +2025-05-20 20:38:34,794 - pyskl - INFO - Epoch [99][500/3940] lr: 6.679e-03, eta: 1 day, 1:02:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.6590, loss: 2.6590 +2025-05-20 20:39:18,619 - pyskl - INFO - Epoch [99][600/3940] lr: 6.674e-03, eta: 1 day, 1:01:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9900, loss_cls: 2.6933, loss: 2.6933 +2025-05-20 20:40:02,447 - pyskl - INFO - Epoch [99][700/3940] lr: 6.668e-03, eta: 1 day, 1:00:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.7312, loss: 2.7312 +2025-05-20 20:40:46,366 - pyskl - INFO - Epoch [99][800/3940] lr: 6.662e-03, eta: 1 day, 1:00:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.8600, loss: 2.8600 +2025-05-20 20:41:30,176 - pyskl - INFO - Epoch [99][900/3940] lr: 6.656e-03, eta: 1 day, 0:59:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 2.7807, loss: 2.7807 +2025-05-20 20:42:13,955 - pyskl - INFO - Epoch [99][1000/3940] lr: 6.650e-03, eta: 1 day, 0:58:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.7668, loss: 2.7668 +2025-05-20 20:42:57,816 - pyskl - INFO - Epoch [99][1100/3940] lr: 6.644e-03, eta: 1 day, 0:57:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.8131, loss: 2.8131 +2025-05-20 20:43:41,691 - pyskl - INFO - Epoch [99][1200/3940] lr: 6.638e-03, eta: 1 day, 0:57:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 2.6553, loss: 2.6553 +2025-05-20 20:44:25,643 - pyskl - INFO - Epoch [99][1300/3940] lr: 6.632e-03, eta: 1 day, 0:56:31, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.8644, loss: 2.8644 +2025-05-20 20:45:09,561 - pyskl - INFO - Epoch [99][1400/3940] lr: 6.627e-03, eta: 1 day, 0:55:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 2.7489, loss: 2.7489 +2025-05-20 20:45:53,398 - pyskl - INFO - Epoch [99][1500/3940] lr: 6.621e-03, eta: 1 day, 0:55:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.7439, loss: 2.7439 +2025-05-20 20:46:37,240 - pyskl - INFO - Epoch [99][1600/3940] lr: 6.615e-03, eta: 1 day, 0:54:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.6879, loss: 2.6879 +2025-05-20 20:47:20,989 - pyskl - INFO - Epoch [99][1700/3940] lr: 6.609e-03, eta: 1 day, 0:53:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9850, loss_cls: 2.8668, loss: 2.8668 +2025-05-20 20:48:04,809 - pyskl - INFO - Epoch [99][1800/3940] lr: 6.603e-03, eta: 1 day, 0:52:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9869, loss_cls: 2.5825, loss: 2.5825 +2025-05-20 20:48:48,671 - pyskl - INFO - Epoch [99][1900/3940] lr: 6.597e-03, eta: 1 day, 0:52:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9875, loss_cls: 2.7487, loss: 2.7487 +2025-05-20 20:49:32,562 - pyskl - INFO - Epoch [99][2000/3940] lr: 6.591e-03, eta: 1 day, 0:51:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.7743, loss: 2.7743 +2025-05-20 20:50:16,461 - pyskl - INFO - Epoch [99][2100/3940] lr: 6.586e-03, eta: 1 day, 0:50:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.7114, loss: 2.7114 +2025-05-20 20:51:00,411 - pyskl - INFO - Epoch [99][2200/3940] lr: 6.580e-03, eta: 1 day, 0:49:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.7102, loss: 2.7102 +2025-05-20 20:51:44,366 - pyskl - INFO - Epoch [99][2300/3940] lr: 6.574e-03, eta: 1 day, 0:49:08, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9869, loss_cls: 2.6461, loss: 2.6461 +2025-05-20 20:52:28,180 - pyskl - INFO - Epoch [99][2400/3940] lr: 6.568e-03, eta: 1 day, 0:48:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 2.8292, loss: 2.8292 +2025-05-20 20:53:12,015 - pyskl - INFO - Epoch [99][2500/3940] lr: 6.562e-03, eta: 1 day, 0:47:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9881, loss_cls: 2.7083, loss: 2.7083 +2025-05-20 20:53:55,806 - pyskl - INFO - Epoch [99][2600/3940] lr: 6.556e-03, eta: 1 day, 0:46:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.8343, loss: 2.8343 +2025-05-20 20:54:39,663 - pyskl - INFO - Epoch [99][2700/3940] lr: 6.550e-03, eta: 1 day, 0:46:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.7347, loss: 2.7347 +2025-05-20 20:55:23,519 - pyskl - INFO - Epoch [99][2800/3940] lr: 6.545e-03, eta: 1 day, 0:45:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.6924, loss: 2.6924 +2025-05-20 20:56:07,382 - pyskl - INFO - Epoch [99][2900/3940] lr: 6.539e-03, eta: 1 day, 0:44:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.8601, loss: 2.8601 +2025-05-20 20:56:51,249 - pyskl - INFO - Epoch [99][3000/3940] lr: 6.533e-03, eta: 1 day, 0:43:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9869, loss_cls: 2.7138, loss: 2.7138 +2025-05-20 20:57:35,090 - pyskl - INFO - Epoch [99][3100/3940] lr: 6.527e-03, eta: 1 day, 0:43:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9831, loss_cls: 2.7301, loss: 2.7301 +2025-05-20 20:58:18,997 - pyskl - INFO - Epoch [99][3200/3940] lr: 6.521e-03, eta: 1 day, 0:42:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 2.8297, loss: 2.8297 +2025-05-20 20:59:02,983 - pyskl - INFO - Epoch [99][3300/3940] lr: 6.515e-03, eta: 1 day, 0:41:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.7375, loss: 2.7375 +2025-05-20 20:59:46,877 - pyskl - INFO - Epoch [99][3400/3940] lr: 6.510e-03, eta: 1 day, 0:41:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.6678, loss: 2.6678 +2025-05-20 21:00:30,769 - pyskl - INFO - Epoch [99][3500/3940] lr: 6.504e-03, eta: 1 day, 0:40:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9875, loss_cls: 2.7740, loss: 2.7740 +2025-05-20 21:01:14,688 - pyskl - INFO - Epoch [99][3600/3940] lr: 6.498e-03, eta: 1 day, 0:39:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.7796, loss: 2.7796 +2025-05-20 21:01:58,668 - pyskl - INFO - Epoch [99][3700/3940] lr: 6.492e-03, eta: 1 day, 0:38:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 2.7132, loss: 2.7132 +2025-05-20 21:02:42,522 - pyskl - INFO - Epoch [99][3800/3940] lr: 6.486e-03, eta: 1 day, 0:38:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.8669, loss: 2.8669 +2025-05-20 21:03:26,346 - pyskl - INFO - Epoch [99][3900/3940] lr: 6.480e-03, eta: 1 day, 0:37:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 2.7003, loss: 2.7003 +2025-05-20 21:03:44,183 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-05-20 21:07:05,537 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 21:07:06,003 - pyskl - INFO - +top1_acc 0.8225 +top5_acc 0.9685 +2025-05-20 21:07:06,020 - pyskl - INFO - Epoch(val) [99][3183] top1_acc: 0.8225, top5_acc: 0.9685 +2025-05-20 21:08:14,176 - pyskl - INFO - Epoch [100][100/3940] lr: 6.472e-03, eta: 1 day, 0:36:22, time: 0.681, data_time: 0.243, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.6340, loss: 2.6340 +2025-05-20 21:08:58,022 - pyskl - INFO - Epoch [100][200/3940] lr: 6.466e-03, eta: 1 day, 0:35:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.6774, loss: 2.6774 +2025-05-20 21:09:41,902 - pyskl - INFO - Epoch [100][300/3940] lr: 6.461e-03, eta: 1 day, 0:34:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.7048, loss: 2.7048 +2025-05-20 21:10:25,861 - pyskl - INFO - Epoch [100][400/3940] lr: 6.455e-03, eta: 1 day, 0:34:10, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.7280, loss: 2.7280 +2025-05-20 21:11:09,805 - pyskl - INFO - Epoch [100][500/3940] lr: 6.449e-03, eta: 1 day, 0:33:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.6171, loss: 2.6171 +2025-05-20 21:11:53,748 - pyskl - INFO - Epoch [100][600/3940] lr: 6.443e-03, eta: 1 day, 0:32:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 2.6422, loss: 2.6422 +2025-05-20 21:12:37,690 - pyskl - INFO - Epoch [100][700/3940] lr: 6.437e-03, eta: 1 day, 0:31:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9881, loss_cls: 2.6360, loss: 2.6360 +2025-05-20 21:13:21,547 - pyskl - INFO - Epoch [100][800/3940] lr: 6.432e-03, eta: 1 day, 0:31:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 2.6818, loss: 2.6818 +2025-05-20 21:14:05,355 - pyskl - INFO - Epoch [100][900/3940] lr: 6.426e-03, eta: 1 day, 0:30:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.7262, loss: 2.7262 +2025-05-20 21:14:49,175 - pyskl - INFO - Epoch [100][1000/3940] lr: 6.420e-03, eta: 1 day, 0:29:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.6854, loss: 2.6854 +2025-05-20 21:15:32,799 - pyskl - INFO - Epoch [100][1100/3940] lr: 6.414e-03, eta: 1 day, 0:29:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.5866, loss: 2.5866 +2025-05-20 21:16:16,654 - pyskl - INFO - Epoch [100][1200/3940] lr: 6.408e-03, eta: 1 day, 0:28:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.6760, loss: 2.6760 +2025-05-20 21:17:00,452 - pyskl - INFO - Epoch [100][1300/3940] lr: 6.403e-03, eta: 1 day, 0:27:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.6697, loss: 2.6697 +2025-05-20 21:17:44,626 - pyskl - INFO - Epoch [100][1400/3940] lr: 6.397e-03, eta: 1 day, 0:26:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.6909, loss: 2.6909 +2025-05-20 21:18:28,735 - pyskl - INFO - Epoch [100][1500/3940] lr: 6.391e-03, eta: 1 day, 0:26:03, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 2.6834, loss: 2.6834 +2025-05-20 21:19:12,689 - pyskl - INFO - Epoch [100][1600/3940] lr: 6.385e-03, eta: 1 day, 0:25:19, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 2.6956, loss: 2.6956 +2025-05-20 21:19:56,586 - pyskl - INFO - Epoch [100][1700/3940] lr: 6.379e-03, eta: 1 day, 0:24:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.7517, loss: 2.7517 +2025-05-20 21:20:40,623 - pyskl - INFO - Epoch [100][1800/3940] lr: 6.374e-03, eta: 1 day, 0:23:51, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.8291, loss: 2.8291 +2025-05-20 21:21:24,672 - pyskl - INFO - Epoch [100][1900/3940] lr: 6.368e-03, eta: 1 day, 0:23:07, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.7991, loss: 2.7991 +2025-05-20 21:22:08,616 - pyskl - INFO - Epoch [100][2000/3940] lr: 6.362e-03, eta: 1 day, 0:22:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.7639, loss: 2.7639 +2025-05-20 21:22:52,539 - pyskl - INFO - Epoch [100][2100/3940] lr: 6.356e-03, eta: 1 day, 0:21:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.6591, loss: 2.6591 +2025-05-20 21:23:36,481 - pyskl - INFO - Epoch [100][2200/3940] lr: 6.350e-03, eta: 1 day, 0:20:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9850, loss_cls: 2.7734, loss: 2.7734 +2025-05-20 21:24:20,392 - pyskl - INFO - Epoch [100][2300/3940] lr: 6.345e-03, eta: 1 day, 0:20:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.7734, loss: 2.7734 +2025-05-20 21:25:04,177 - pyskl - INFO - Epoch [100][2400/3940] lr: 6.339e-03, eta: 1 day, 0:19:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.7819, loss: 2.7819 +2025-05-20 21:25:48,003 - pyskl - INFO - Epoch [100][2500/3940] lr: 6.333e-03, eta: 1 day, 0:18:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.8150, loss: 2.8150 +2025-05-20 21:26:31,790 - pyskl - INFO - Epoch [100][2600/3940] lr: 6.327e-03, eta: 1 day, 0:17:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.7257, loss: 2.7257 +2025-05-20 21:27:15,516 - pyskl - INFO - Epoch [100][2700/3940] lr: 6.322e-03, eta: 1 day, 0:17:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.8136, loss: 2.8136 +2025-05-20 21:27:59,256 - pyskl - INFO - Epoch [100][2800/3940] lr: 6.316e-03, eta: 1 day, 0:16:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.6852, loss: 2.6852 +2025-05-20 21:28:42,969 - pyskl - INFO - Epoch [100][2900/3940] lr: 6.310e-03, eta: 1 day, 0:15:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.7399, loss: 2.7399 +2025-05-20 21:29:26,681 - pyskl - INFO - Epoch [100][3000/3940] lr: 6.304e-03, eta: 1 day, 0:15:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.7103, loss: 2.7103 +2025-05-20 21:30:10,325 - pyskl - INFO - Epoch [100][3100/3940] lr: 6.298e-03, eta: 1 day, 0:14:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.7365, loss: 2.7365 +2025-05-20 21:30:53,950 - pyskl - INFO - Epoch [100][3200/3940] lr: 6.293e-03, eta: 1 day, 0:13:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.7158, loss: 2.7158 +2025-05-20 21:31:37,729 - pyskl - INFO - Epoch [100][3300/3940] lr: 6.287e-03, eta: 1 day, 0:12:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.7141, loss: 2.7141 +2025-05-20 21:32:21,529 - pyskl - INFO - Epoch [100][3400/3940] lr: 6.281e-03, eta: 1 day, 0:12:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.7274, loss: 2.7274 +2025-05-20 21:33:05,116 - pyskl - INFO - Epoch [100][3500/3940] lr: 6.275e-03, eta: 1 day, 0:11:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9869, loss_cls: 2.7637, loss: 2.7637 +2025-05-20 21:33:48,857 - pyskl - INFO - Epoch [100][3600/3940] lr: 6.270e-03, eta: 1 day, 0:10:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9862, loss_cls: 2.7178, loss: 2.7178 +2025-05-20 21:34:32,638 - pyskl - INFO - Epoch [100][3700/3940] lr: 6.264e-03, eta: 1 day, 0:09:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 2.7884, loss: 2.7884 +2025-05-20 21:35:16,228 - pyskl - INFO - Epoch [100][3800/3940] lr: 6.258e-03, eta: 1 day, 0:09:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9862, loss_cls: 2.7931, loss: 2.7931 +2025-05-20 21:35:59,893 - pyskl - INFO - Epoch [100][3900/3940] lr: 6.252e-03, eta: 1 day, 0:08:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 2.7644, loss: 2.7644 +2025-05-20 21:36:17,644 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-05-20 21:39:39,058 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 21:39:39,531 - pyskl - INFO - +top1_acc 0.8307 +top5_acc 0.9712 +2025-05-20 21:39:39,549 - pyskl - INFO - Epoch(val) [100][3183] top1_acc: 0.8307, top5_acc: 0.9712 +2025-05-20 21:40:48,066 - pyskl - INFO - Epoch [101][100/3940] lr: 6.244e-03, eta: 1 day, 0:07:23, time: 0.685, data_time: 0.247, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.6512, loss: 2.6512 +2025-05-20 21:41:31,890 - pyskl - INFO - Epoch [101][200/3940] lr: 6.239e-03, eta: 1 day, 0:06:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.6407, loss: 2.6407 +2025-05-20 21:42:15,843 - pyskl - INFO - Epoch [101][300/3940] lr: 6.233e-03, eta: 1 day, 0:05:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.4804, loss: 2.4804 +2025-05-20 21:42:59,760 - pyskl - INFO - Epoch [101][400/3940] lr: 6.227e-03, eta: 1 day, 0:05:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.6719, loss: 2.6719 +2025-05-20 21:43:43,655 - pyskl - INFO - Epoch [101][500/3940] lr: 6.221e-03, eta: 1 day, 0:04:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.5494, loss: 2.5494 +2025-05-20 21:44:27,493 - pyskl - INFO - Epoch [101][600/3940] lr: 6.216e-03, eta: 1 day, 0:03:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 2.6129, loss: 2.6129 +2025-05-20 21:45:11,319 - pyskl - INFO - Epoch [101][700/3940] lr: 6.210e-03, eta: 1 day, 0:02:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.7486, loss: 2.7486 +2025-05-20 21:45:55,235 - pyskl - INFO - Epoch [101][800/3940] lr: 6.204e-03, eta: 1 day, 0:02:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 2.6974, loss: 2.6974 +2025-05-20 21:46:39,105 - pyskl - INFO - Epoch [101][900/3940] lr: 6.198e-03, eta: 1 day, 0:01:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 2.6783, loss: 2.6783 +2025-05-20 21:47:22,988 - pyskl - INFO - Epoch [101][1000/3940] lr: 6.193e-03, eta: 1 day, 0:00:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.6794, loss: 2.6794 +2025-05-20 21:48:06,963 - pyskl - INFO - Epoch [101][1100/3940] lr: 6.187e-03, eta: 1 day, 0:00:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.6324, loss: 2.6324 +2025-05-20 21:48:50,903 - pyskl - INFO - Epoch [101][1200/3940] lr: 6.181e-03, eta: 23:59:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.5863, loss: 2.5863 +2025-05-20 21:49:34,814 - pyskl - INFO - Epoch [101][1300/3940] lr: 6.175e-03, eta: 23:58:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.7244, loss: 2.7244 +2025-05-20 21:50:18,793 - pyskl - INFO - Epoch [101][1400/3940] lr: 6.170e-03, eta: 23:57:48, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 2.7037, loss: 2.7037 +2025-05-20 21:51:03,000 - pyskl - INFO - Epoch [101][1500/3940] lr: 6.164e-03, eta: 23:57:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 2.7186, loss: 2.7186 +2025-05-20 21:51:47,156 - pyskl - INFO - Epoch [101][1600/3940] lr: 6.158e-03, eta: 23:56:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9856, loss_cls: 2.7278, loss: 2.7278 +2025-05-20 21:52:31,132 - pyskl - INFO - Epoch [101][1700/3940] lr: 6.152e-03, eta: 23:55:36, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.7287, loss: 2.7287 +2025-05-20 21:53:15,069 - pyskl - INFO - Epoch [101][1800/3940] lr: 6.147e-03, eta: 23:54:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.7575, loss: 2.7575 +2025-05-20 21:53:59,085 - pyskl - INFO - Epoch [101][1900/3940] lr: 6.141e-03, eta: 23:54:07, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.8165, loss: 2.8165 +2025-05-20 21:54:42,955 - pyskl - INFO - Epoch [101][2000/3940] lr: 6.135e-03, eta: 23:53:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9888, loss_cls: 2.8460, loss: 2.8460 +2025-05-20 21:55:26,850 - pyskl - INFO - Epoch [101][2100/3940] lr: 6.130e-03, eta: 23:52:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9900, loss_cls: 2.6854, loss: 2.6854 +2025-05-20 21:56:10,744 - pyskl - INFO - Epoch [101][2200/3940] lr: 6.124e-03, eta: 23:51:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 2.7002, loss: 2.7002 +2025-05-20 21:56:54,605 - pyskl - INFO - Epoch [101][2300/3940] lr: 6.118e-03, eta: 23:51:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.6421, loss: 2.6421 +2025-05-20 21:57:38,446 - pyskl - INFO - Epoch [101][2400/3940] lr: 6.112e-03, eta: 23:50:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.6282, loss: 2.6282 +2025-05-20 21:58:22,349 - pyskl - INFO - Epoch [101][2500/3940] lr: 6.107e-03, eta: 23:49:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 2.7642, loss: 2.7642 +2025-05-20 21:59:06,258 - pyskl - INFO - Epoch [101][2600/3940] lr: 6.101e-03, eta: 23:48:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.7819, loss: 2.7819 +2025-05-20 21:59:50,108 - pyskl - INFO - Epoch [101][2700/3940] lr: 6.095e-03, eta: 23:48:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.6500, loss: 2.6500 +2025-05-20 22:00:33,966 - pyskl - INFO - Epoch [101][2800/3940] lr: 6.090e-03, eta: 23:47:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.7040, loss: 2.7040 +2025-05-20 22:01:17,848 - pyskl - INFO - Epoch [101][2900/3940] lr: 6.084e-03, eta: 23:46:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.7465, loss: 2.7465 +2025-05-20 22:02:01,747 - pyskl - INFO - Epoch [101][3000/3940] lr: 6.078e-03, eta: 23:46:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 2.7980, loss: 2.7980 +2025-05-20 22:02:45,722 - pyskl - INFO - Epoch [101][3100/3940] lr: 6.073e-03, eta: 23:45:17, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 2.6678, loss: 2.6678 +2025-05-20 22:03:29,704 - pyskl - INFO - Epoch [101][3200/3940] lr: 6.067e-03, eta: 23:44:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.6844, loss: 2.6844 +2025-05-20 22:04:13,652 - pyskl - INFO - Epoch [101][3300/3940] lr: 6.061e-03, eta: 23:43:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.7383, loss: 2.7383 +2025-05-20 22:04:57,581 - pyskl - INFO - Epoch [101][3400/3940] lr: 6.055e-03, eta: 23:43:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9938, loss_cls: 2.8185, loss: 2.8185 +2025-05-20 22:05:41,552 - pyskl - INFO - Epoch [101][3500/3940] lr: 6.050e-03, eta: 23:42:20, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.6659, loss: 2.6659 +2025-05-20 22:06:25,546 - pyskl - INFO - Epoch [101][3600/3940] lr: 6.044e-03, eta: 23:41:36, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 2.5518, loss: 2.5518 +2025-05-20 22:07:09,509 - pyskl - INFO - Epoch [101][3700/3940] lr: 6.038e-03, eta: 23:40:52, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.7973, loss: 2.7973 +2025-05-20 22:07:53,358 - pyskl - INFO - Epoch [101][3800/3940] lr: 6.033e-03, eta: 23:40:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 2.7756, loss: 2.7756 +2025-05-20 22:08:37,303 - pyskl - INFO - Epoch [101][3900/3940] lr: 6.027e-03, eta: 23:39:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9831, loss_cls: 2.7852, loss: 2.7852 +2025-05-20 22:08:55,145 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-05-20 22:12:17,275 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 22:12:17,763 - pyskl - INFO - +top1_acc 0.8147 +top5_acc 0.9647 +2025-05-20 22:12:17,793 - pyskl - INFO - Epoch(val) [101][3183] top1_acc: 0.8147, top5_acc: 0.9647 +2025-05-20 22:13:26,911 - pyskl - INFO - Epoch [102][100/3940] lr: 6.019e-03, eta: 23:38:25, time: 0.691, data_time: 0.251, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9875, loss_cls: 2.7221, loss: 2.7221 +2025-05-20 22:14:10,763 - pyskl - INFO - Epoch [102][200/3940] lr: 6.013e-03, eta: 23:37:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.6543, loss: 2.6543 +2025-05-20 22:14:54,666 - pyskl - INFO - Epoch [102][300/3940] lr: 6.008e-03, eta: 23:36:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9906, loss_cls: 2.5825, loss: 2.5825 +2025-05-20 22:15:38,608 - pyskl - INFO - Epoch [102][400/3940] lr: 6.002e-03, eta: 23:36:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.6412, loss: 2.6412 +2025-05-20 22:16:22,743 - pyskl - INFO - Epoch [102][500/3940] lr: 5.996e-03, eta: 23:35:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.5942, loss: 2.5942 +2025-05-20 22:17:06,678 - pyskl - INFO - Epoch [102][600/3940] lr: 5.991e-03, eta: 23:34:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.7118, loss: 2.7118 +2025-05-20 22:17:50,631 - pyskl - INFO - Epoch [102][700/3940] lr: 5.985e-03, eta: 23:34:00, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.6495, loss: 2.6495 +2025-05-20 22:18:34,504 - pyskl - INFO - Epoch [102][800/3940] lr: 5.979e-03, eta: 23:33:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.5382, loss: 2.5382 +2025-05-20 22:19:18,307 - pyskl - INFO - Epoch [102][900/3940] lr: 5.974e-03, eta: 23:32:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9888, loss_cls: 2.6050, loss: 2.6050 +2025-05-20 22:20:02,222 - pyskl - INFO - Epoch [102][1000/3940] lr: 5.968e-03, eta: 23:31:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9906, loss_cls: 2.5369, loss: 2.5369 +2025-05-20 22:20:46,189 - pyskl - INFO - Epoch [102][1100/3940] lr: 5.962e-03, eta: 23:31:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.5917, loss: 2.5917 +2025-05-20 22:21:30,160 - pyskl - INFO - Epoch [102][1200/3940] lr: 5.957e-03, eta: 23:30:19, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.6812, loss: 2.6812 +2025-05-20 22:22:14,008 - pyskl - INFO - Epoch [102][1300/3940] lr: 5.951e-03, eta: 23:29:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.5372, loss: 2.5372 +2025-05-20 22:22:57,899 - pyskl - INFO - Epoch [102][1400/3940] lr: 5.945e-03, eta: 23:28:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.6604, loss: 2.6604 +2025-05-20 22:23:41,886 - pyskl - INFO - Epoch [102][1500/3940] lr: 5.940e-03, eta: 23:28:07, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9975, loss_cls: 2.6400, loss: 2.6400 +2025-05-20 22:24:26,068 - pyskl - INFO - Epoch [102][1600/3940] lr: 5.934e-03, eta: 23:27:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.7264, loss: 2.7264 +2025-05-20 22:25:10,058 - pyskl - INFO - Epoch [102][1700/3940] lr: 5.928e-03, eta: 23:26:38, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 2.5895, loss: 2.5895 +2025-05-20 22:25:54,021 - pyskl - INFO - Epoch [102][1800/3940] lr: 5.923e-03, eta: 23:25:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.6078, loss: 2.6078 +2025-05-20 22:26:37,994 - pyskl - INFO - Epoch [102][1900/3940] lr: 5.917e-03, eta: 23:25:10, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.6794, loss: 2.6794 +2025-05-20 22:27:22,001 - pyskl - INFO - Epoch [102][2000/3940] lr: 5.911e-03, eta: 23:24:26, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 2.6752, loss: 2.6752 +2025-05-20 22:28:05,805 - pyskl - INFO - Epoch [102][2100/3940] lr: 5.906e-03, eta: 23:23:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 2.6090, loss: 2.6090 +2025-05-20 22:28:49,732 - pyskl - INFO - Epoch [102][2200/3940] lr: 5.900e-03, eta: 23:22:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.5472, loss: 2.5472 +2025-05-20 22:29:33,642 - pyskl - INFO - Epoch [102][2300/3940] lr: 5.894e-03, eta: 23:22:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.7179, loss: 2.7179 +2025-05-20 22:30:17,464 - pyskl - INFO - Epoch [102][2400/3940] lr: 5.889e-03, eta: 23:21:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.8194, loss: 2.8194 +2025-05-20 22:31:01,271 - pyskl - INFO - Epoch [102][2500/3940] lr: 5.883e-03, eta: 23:20:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 2.7042, loss: 2.7042 +2025-05-20 22:31:45,119 - pyskl - INFO - Epoch [102][2600/3940] lr: 5.878e-03, eta: 23:20:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 2.7066, loss: 2.7066 +2025-05-20 22:32:28,974 - pyskl - INFO - Epoch [102][2700/3940] lr: 5.872e-03, eta: 23:19:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 2.7058, loss: 2.7058 +2025-05-20 22:33:13,095 - pyskl - INFO - Epoch [102][2800/3940] lr: 5.866e-03, eta: 23:18:32, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9862, loss_cls: 2.6759, loss: 2.6759 +2025-05-20 22:33:56,932 - pyskl - INFO - Epoch [102][2900/3940] lr: 5.861e-03, eta: 23:17:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9875, loss_cls: 2.6293, loss: 2.6293 +2025-05-20 22:34:41,076 - pyskl - INFO - Epoch [102][3000/3940] lr: 5.855e-03, eta: 23:17:04, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.6708, loss: 2.6708 +2025-05-20 22:35:25,165 - pyskl - INFO - Epoch [102][3100/3940] lr: 5.849e-03, eta: 23:16:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.7138, loss: 2.7138 +2025-05-20 22:36:09,000 - pyskl - INFO - Epoch [102][3200/3940] lr: 5.844e-03, eta: 23:15:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.6664, loss: 2.6664 +2025-05-20 22:36:52,917 - pyskl - INFO - Epoch [102][3300/3940] lr: 5.838e-03, eta: 23:14:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.7733, loss: 2.7733 +2025-05-20 22:37:36,801 - pyskl - INFO - Epoch [102][3400/3940] lr: 5.833e-03, eta: 23:14:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 2.6971, loss: 2.6971 +2025-05-20 22:38:20,761 - pyskl - INFO - Epoch [102][3500/3940] lr: 5.827e-03, eta: 23:13:23, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9844, loss_cls: 2.7271, loss: 2.7271 +2025-05-20 22:39:04,531 - pyskl - INFO - Epoch [102][3600/3940] lr: 5.821e-03, eta: 23:12:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 2.6421, loss: 2.6421 +2025-05-20 22:39:48,436 - pyskl - INFO - Epoch [102][3700/3940] lr: 5.816e-03, eta: 23:11:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.7764, loss: 2.7764 +2025-05-20 22:40:32,300 - pyskl - INFO - Epoch [102][3800/3940] lr: 5.810e-03, eta: 23:11:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 2.6472, loss: 2.6472 +2025-05-20 22:41:16,213 - pyskl - INFO - Epoch [102][3900/3940] lr: 5.804e-03, eta: 23:10:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.6735, loss: 2.6735 +2025-05-20 22:41:34,053 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-05-20 22:44:55,909 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 22:44:56,377 - pyskl - INFO - +top1_acc 0.8408 +top5_acc 0.9732 +2025-05-20 22:44:56,435 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_98.pth was removed +2025-05-20 22:44:57,494 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_102.pth. +2025-05-20 22:44:57,497 - pyskl - INFO - Best top1_acc is 0.8408 at 102 epoch. +2025-05-20 22:44:57,516 - pyskl - INFO - Epoch(val) [102][3183] top1_acc: 0.8408, top5_acc: 0.9732 +2025-05-20 22:46:05,800 - pyskl - INFO - Epoch [103][100/3940] lr: 5.797e-03, eta: 23:09:27, time: 0.683, data_time: 0.244, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 2.6239, loss: 2.6239 +2025-05-20 22:46:49,656 - pyskl - INFO - Epoch [103][200/3940] lr: 5.791e-03, eta: 23:08:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 2.5214, loss: 2.5214 +2025-05-20 22:47:33,328 - pyskl - INFO - Epoch [103][300/3940] lr: 5.785e-03, eta: 23:07:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.5108, loss: 2.5108 +2025-05-20 22:48:17,097 - pyskl - INFO - Epoch [103][400/3940] lr: 5.780e-03, eta: 23:07:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.6432, loss: 2.6432 +2025-05-20 22:49:00,943 - pyskl - INFO - Epoch [103][500/3940] lr: 5.774e-03, eta: 23:06:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.5405, loss: 2.5405 +2025-05-20 22:49:44,981 - pyskl - INFO - Epoch [103][600/3940] lr: 5.769e-03, eta: 23:05:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 2.5512, loss: 2.5512 +2025-05-20 22:50:28,924 - pyskl - INFO - Epoch [103][700/3940] lr: 5.763e-03, eta: 23:05:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.6876, loss: 2.6876 +2025-05-20 22:51:12,810 - pyskl - INFO - Epoch [103][800/3940] lr: 5.757e-03, eta: 23:04:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.7152, loss: 2.7152 +2025-05-20 22:51:56,708 - pyskl - INFO - Epoch [103][900/3940] lr: 5.752e-03, eta: 23:03:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.6409, loss: 2.6409 +2025-05-20 22:52:40,646 - pyskl - INFO - Epoch [103][1000/3940] lr: 5.746e-03, eta: 23:02:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9862, loss_cls: 2.6864, loss: 2.6864 +2025-05-20 22:53:24,594 - pyskl - INFO - Epoch [103][1100/3940] lr: 5.741e-03, eta: 23:02:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.6952, loss: 2.6952 +2025-05-20 22:54:08,454 - pyskl - INFO - Epoch [103][1200/3940] lr: 5.735e-03, eta: 23:01:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.6503, loss: 2.6503 +2025-05-20 22:54:52,326 - pyskl - INFO - Epoch [103][1300/3940] lr: 5.729e-03, eta: 23:00:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 2.6653, loss: 2.6653 +2025-05-20 22:55:36,170 - pyskl - INFO - Epoch [103][1400/3940] lr: 5.724e-03, eta: 22:59:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.5624, loss: 2.5624 +2025-05-20 22:56:20,087 - pyskl - INFO - Epoch [103][1500/3940] lr: 5.718e-03, eta: 22:59:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9862, loss_cls: 2.6710, loss: 2.6710 +2025-05-20 22:57:03,922 - pyskl - INFO - Epoch [103][1600/3940] lr: 5.713e-03, eta: 22:58:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.7019, loss: 2.7019 +2025-05-20 22:57:47,776 - pyskl - INFO - Epoch [103][1700/3940] lr: 5.707e-03, eta: 22:57:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.7268, loss: 2.7268 +2025-05-20 22:58:31,622 - pyskl - INFO - Epoch [103][1800/3940] lr: 5.702e-03, eta: 22:56:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 2.6550, loss: 2.6550 +2025-05-20 22:59:15,397 - pyskl - INFO - Epoch [103][1900/3940] lr: 5.696e-03, eta: 22:56:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9900, loss_cls: 2.6041, loss: 2.6041 +2025-05-20 22:59:59,463 - pyskl - INFO - Epoch [103][2000/3940] lr: 5.690e-03, eta: 22:55:27, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.5664, loss: 2.5664 +2025-05-20 23:00:43,471 - pyskl - INFO - Epoch [103][2100/3940] lr: 5.685e-03, eta: 22:54:43, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.5766, loss: 2.5766 +2025-05-20 23:01:27,356 - pyskl - INFO - Epoch [103][2200/3940] lr: 5.679e-03, eta: 22:53:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.6656, loss: 2.6656 +2025-05-20 23:02:11,307 - pyskl - INFO - Epoch [103][2300/3940] lr: 5.674e-03, eta: 22:53:15, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.6749, loss: 2.6749 +2025-05-20 23:02:55,150 - pyskl - INFO - Epoch [103][2400/3940] lr: 5.668e-03, eta: 22:52:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.6628, loss: 2.6628 +2025-05-20 23:03:38,962 - pyskl - INFO - Epoch [103][2500/3940] lr: 5.663e-03, eta: 22:51:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.7541, loss: 2.7541 +2025-05-20 23:04:22,733 - pyskl - INFO - Epoch [103][2600/3940] lr: 5.657e-03, eta: 22:51:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.6319, loss: 2.6319 +2025-05-20 23:05:06,516 - pyskl - INFO - Epoch [103][2700/3940] lr: 5.651e-03, eta: 22:50:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.6833, loss: 2.6833 +2025-05-20 23:05:50,324 - pyskl - INFO - Epoch [103][2800/3940] lr: 5.646e-03, eta: 22:49:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9881, loss_cls: 2.6621, loss: 2.6621 +2025-05-20 23:06:34,139 - pyskl - INFO - Epoch [103][2900/3940] lr: 5.640e-03, eta: 22:48:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.5694, loss: 2.5694 +2025-05-20 23:07:17,943 - pyskl - INFO - Epoch [103][3000/3940] lr: 5.635e-03, eta: 22:48:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.7193, loss: 2.7193 +2025-05-20 23:08:01,700 - pyskl - INFO - Epoch [103][3100/3940] lr: 5.629e-03, eta: 22:47:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.6763, loss: 2.6763 +2025-05-20 23:08:45,465 - pyskl - INFO - Epoch [103][3200/3940] lr: 5.624e-03, eta: 22:46:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 2.5710, loss: 2.5710 +2025-05-20 23:09:29,256 - pyskl - INFO - Epoch [103][3300/3940] lr: 5.618e-03, eta: 22:45:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.7458, loss: 2.7458 +2025-05-20 23:10:13,057 - pyskl - INFO - Epoch [103][3400/3940] lr: 5.613e-03, eta: 22:45:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.5925, loss: 2.5925 +2025-05-20 23:10:56,816 - pyskl - INFO - Epoch [103][3500/3940] lr: 5.607e-03, eta: 22:44:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.7229, loss: 2.7229 +2025-05-20 23:11:40,701 - pyskl - INFO - Epoch [103][3600/3940] lr: 5.601e-03, eta: 22:43:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.6373, loss: 2.6373 +2025-05-20 23:12:24,563 - pyskl - INFO - Epoch [103][3700/3940] lr: 5.596e-03, eta: 22:42:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.5733, loss: 2.5733 +2025-05-20 23:13:08,341 - pyskl - INFO - Epoch [103][3800/3940] lr: 5.590e-03, eta: 22:42:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9862, loss_cls: 2.6378, loss: 2.6378 +2025-05-20 23:13:52,169 - pyskl - INFO - Epoch [103][3900/3940] lr: 5.585e-03, eta: 22:41:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 2.7236, loss: 2.7236 +2025-05-20 23:14:09,995 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-05-20 23:17:31,088 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 23:17:31,554 - pyskl - INFO - +top1_acc 0.8463 +top5_acc 0.9742 +2025-05-20 23:17:31,604 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_102.pth was removed +2025-05-20 23:17:32,658 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. +2025-05-20 23:17:32,660 - pyskl - INFO - Best top1_acc is 0.8463 at 103 epoch. +2025-05-20 23:17:32,678 - pyskl - INFO - Epoch(val) [103][3183] top1_acc: 0.8463, top5_acc: 0.9742 +2025-05-20 23:18:41,138 - pyskl - INFO - Epoch [104][100/3940] lr: 5.577e-03, eta: 22:40:28, time: 0.685, data_time: 0.247, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.6154, loss: 2.6154 +2025-05-20 23:19:24,984 - pyskl - INFO - Epoch [104][200/3940] lr: 5.572e-03, eta: 22:39:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 2.5457, loss: 2.5457 +2025-05-20 23:20:08,981 - pyskl - INFO - Epoch [104][300/3940] lr: 5.566e-03, eta: 22:39:00, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.5597, loss: 2.5597 +2025-05-20 23:20:52,875 - pyskl - INFO - Epoch [104][400/3940] lr: 5.561e-03, eta: 22:38:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.5955, loss: 2.5955 +2025-05-20 23:21:36,822 - pyskl - INFO - Epoch [104][500/3940] lr: 5.555e-03, eta: 22:37:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 2.5775, loss: 2.5775 +2025-05-20 23:22:20,681 - pyskl - INFO - Epoch [104][600/3940] lr: 5.549e-03, eta: 22:36:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.5435, loss: 2.5435 +2025-05-20 23:23:04,591 - pyskl - INFO - Epoch [104][700/3940] lr: 5.544e-03, eta: 22:36:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.5207, loss: 2.5207 +2025-05-20 23:23:48,755 - pyskl - INFO - Epoch [104][800/3940] lr: 5.538e-03, eta: 22:35:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.5351, loss: 2.5351 +2025-05-20 23:24:32,748 - pyskl - INFO - Epoch [104][900/3940] lr: 5.533e-03, eta: 22:34:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.5721, loss: 2.5721 +2025-05-20 23:25:16,664 - pyskl - INFO - Epoch [104][1000/3940] lr: 5.527e-03, eta: 22:33:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.5561, loss: 2.5561 +2025-05-20 23:26:00,535 - pyskl - INFO - Epoch [104][1100/3940] lr: 5.522e-03, eta: 22:33:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.6440, loss: 2.6440 +2025-05-20 23:26:44,387 - pyskl - INFO - Epoch [104][1200/3940] lr: 5.516e-03, eta: 22:32:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 2.6671, loss: 2.6671 +2025-05-20 23:27:28,267 - pyskl - INFO - Epoch [104][1300/3940] lr: 5.511e-03, eta: 22:31:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.7174, loss: 2.7174 +2025-05-20 23:28:12,099 - pyskl - INFO - Epoch [104][1400/3940] lr: 5.505e-03, eta: 22:30:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.6767, loss: 2.6767 +2025-05-20 23:28:56,071 - pyskl - INFO - Epoch [104][1500/3940] lr: 5.500e-03, eta: 22:30:10, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 2.7147, loss: 2.7147 +2025-05-20 23:29:40,089 - pyskl - INFO - Epoch [104][1600/3940] lr: 5.494e-03, eta: 22:29:26, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 2.5635, loss: 2.5635 +2025-05-20 23:30:23,942 - pyskl - INFO - Epoch [104][1700/3940] lr: 5.489e-03, eta: 22:28:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 2.6325, loss: 2.6325 +2025-05-20 23:31:07,786 - pyskl - INFO - Epoch [104][1800/3940] lr: 5.483e-03, eta: 22:27:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.5658, loss: 2.5658 +2025-05-20 23:31:51,574 - pyskl - INFO - Epoch [104][1900/3940] lr: 5.478e-03, eta: 22:27:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 2.5978, loss: 2.5978 +2025-05-20 23:32:35,531 - pyskl - INFO - Epoch [104][2000/3940] lr: 5.472e-03, eta: 22:26:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.5420, loss: 2.5420 +2025-05-20 23:33:19,533 - pyskl - INFO - Epoch [104][2100/3940] lr: 5.467e-03, eta: 22:25:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.5202, loss: 2.5202 +2025-05-20 23:34:03,476 - pyskl - INFO - Epoch [104][2200/3940] lr: 5.461e-03, eta: 22:25:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.5675, loss: 2.5675 +2025-05-20 23:34:47,376 - pyskl - INFO - Epoch [104][2300/3940] lr: 5.456e-03, eta: 22:24:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.6964, loss: 2.6964 +2025-05-20 23:35:31,238 - pyskl - INFO - Epoch [104][2400/3940] lr: 5.450e-03, eta: 22:23:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.6709, loss: 2.6709 +2025-05-20 23:36:15,086 - pyskl - INFO - Epoch [104][2500/3940] lr: 5.445e-03, eta: 22:22:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.6879, loss: 2.6879 +2025-05-20 23:36:58,948 - pyskl - INFO - Epoch [104][2600/3940] lr: 5.439e-03, eta: 22:22:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9875, loss_cls: 2.5676, loss: 2.5676 +2025-05-20 23:37:42,822 - pyskl - INFO - Epoch [104][2700/3940] lr: 5.434e-03, eta: 22:21:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 2.5860, loss: 2.5860 +2025-05-20 23:38:26,755 - pyskl - INFO - Epoch [104][2800/3940] lr: 5.428e-03, eta: 22:20:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 2.5352, loss: 2.5352 +2025-05-20 23:39:10,608 - pyskl - INFO - Epoch [104][2900/3940] lr: 5.423e-03, eta: 22:19:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.6181, loss: 2.6181 +2025-05-20 23:39:54,533 - pyskl - INFO - Epoch [104][3000/3940] lr: 5.418e-03, eta: 22:19:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.6872, loss: 2.6872 +2025-05-20 23:40:38,406 - pyskl - INFO - Epoch [104][3100/3940] lr: 5.412e-03, eta: 22:18:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.6540, loss: 2.6540 +2025-05-20 23:41:22,246 - pyskl - INFO - Epoch [104][3200/3940] lr: 5.407e-03, eta: 22:17:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.5900, loss: 2.5900 +2025-05-20 23:42:06,062 - pyskl - INFO - Epoch [104][3300/3940] lr: 5.401e-03, eta: 22:16:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 2.6289, loss: 2.6289 +2025-05-20 23:42:49,754 - pyskl - INFO - Epoch [104][3400/3940] lr: 5.396e-03, eta: 22:16:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.6318, loss: 2.6318 +2025-05-20 23:43:33,326 - pyskl - INFO - Epoch [104][3500/3940] lr: 5.390e-03, eta: 22:15:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.5803, loss: 2.5803 +2025-05-20 23:44:17,167 - pyskl - INFO - Epoch [104][3600/3940] lr: 5.385e-03, eta: 22:14:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9881, loss_cls: 2.6680, loss: 2.6680 +2025-05-20 23:45:01,007 - pyskl - INFO - Epoch [104][3700/3940] lr: 5.379e-03, eta: 22:13:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 2.6035, loss: 2.6035 +2025-05-20 23:45:44,790 - pyskl - INFO - Epoch [104][3800/3940] lr: 5.374e-03, eta: 22:13:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9900, loss_cls: 2.6274, loss: 2.6274 +2025-05-20 23:46:28,618 - pyskl - INFO - Epoch [104][3900/3940] lr: 5.368e-03, eta: 22:12:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.7405, loss: 2.7405 +2025-05-20 23:46:46,417 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-05-20 23:50:07,428 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-20 23:50:07,894 - pyskl - INFO - +top1_acc 0.8396 +top5_acc 0.9716 +2025-05-20 23:50:07,910 - pyskl - INFO - Epoch(val) [104][3183] top1_acc: 0.8396, top5_acc: 0.9716 +2025-05-20 23:51:15,939 - pyskl - INFO - Epoch [105][100/3940] lr: 5.361e-03, eta: 22:11:30, time: 0.680, data_time: 0.242, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.8178, loss: 2.8178 +2025-05-20 23:51:59,759 - pyskl - INFO - Epoch [105][200/3940] lr: 5.355e-03, eta: 22:10:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.5199, loss: 2.5199 +2025-05-20 23:52:43,660 - pyskl - INFO - Epoch [105][300/3940] lr: 5.350e-03, eta: 22:10:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.5815, loss: 2.5815 +2025-05-20 23:53:27,659 - pyskl - INFO - Epoch [105][400/3940] lr: 5.344e-03, eta: 22:09:17, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9919, loss_cls: 2.6277, loss: 2.6277 +2025-05-20 23:54:11,620 - pyskl - INFO - Epoch [105][500/3940] lr: 5.339e-03, eta: 22:08:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9912, loss_cls: 2.5901, loss: 2.5901 +2025-05-20 23:54:55,382 - pyskl - INFO - Epoch [105][600/3940] lr: 5.333e-03, eta: 22:07:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.5688, loss: 2.5688 +2025-05-20 23:55:39,117 - pyskl - INFO - Epoch [105][700/3940] lr: 5.328e-03, eta: 22:07:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 2.5248, loss: 2.5248 +2025-05-20 23:56:23,023 - pyskl - INFO - Epoch [105][800/3940] lr: 5.323e-03, eta: 22:06:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.5604, loss: 2.5604 +2025-05-20 23:57:06,932 - pyskl - INFO - Epoch [105][900/3940] lr: 5.317e-03, eta: 22:05:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.5680, loss: 2.5680 +2025-05-20 23:57:50,786 - pyskl - INFO - Epoch [105][1000/3940] lr: 5.312e-03, eta: 22:04:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9900, loss_cls: 2.5713, loss: 2.5713 +2025-05-20 23:58:34,560 - pyskl - INFO - Epoch [105][1100/3940] lr: 5.306e-03, eta: 22:04:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.5208, loss: 2.5208 +2025-05-20 23:59:18,358 - pyskl - INFO - Epoch [105][1200/3940] lr: 5.301e-03, eta: 22:03:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 2.4297, loss: 2.4297 +2025-05-21 00:00:02,235 - pyskl - INFO - Epoch [105][1300/3940] lr: 5.295e-03, eta: 22:02:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.6381, loss: 2.6381 +2025-05-21 00:00:46,058 - pyskl - INFO - Epoch [105][1400/3940] lr: 5.290e-03, eta: 22:01:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 2.6572, loss: 2.6572 +2025-05-21 00:01:29,951 - pyskl - INFO - Epoch [105][1500/3940] lr: 5.285e-03, eta: 22:01:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 2.5564, loss: 2.5564 +2025-05-21 00:02:13,825 - pyskl - INFO - Epoch [105][1600/3940] lr: 5.279e-03, eta: 22:00:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9906, loss_cls: 2.6271, loss: 2.6271 +2025-05-21 00:02:57,778 - pyskl - INFO - Epoch [105][1700/3940] lr: 5.274e-03, eta: 21:59:42, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9925, loss_cls: 2.4987, loss: 2.4987 +2025-05-21 00:03:41,627 - pyskl - INFO - Epoch [105][1800/3940] lr: 5.268e-03, eta: 21:58:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 2.6693, loss: 2.6693 +2025-05-21 00:04:25,413 - pyskl - INFO - Epoch [105][1900/3940] lr: 5.263e-03, eta: 21:58:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 2.5503, loss: 2.5503 +2025-05-21 00:05:09,210 - pyskl - INFO - Epoch [105][2000/3940] lr: 5.257e-03, eta: 21:57:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.6056, loss: 2.6056 +2025-05-21 00:05:53,284 - pyskl - INFO - Epoch [105][2100/3940] lr: 5.252e-03, eta: 21:56:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.5705, loss: 2.5705 +2025-05-21 00:06:37,231 - pyskl - INFO - Epoch [105][2200/3940] lr: 5.247e-03, eta: 21:56:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9900, loss_cls: 2.5642, loss: 2.5642 +2025-05-21 00:07:21,127 - pyskl - INFO - Epoch [105][2300/3940] lr: 5.241e-03, eta: 21:55:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 2.6161, loss: 2.6161 +2025-05-21 00:08:04,993 - pyskl - INFO - Epoch [105][2400/3940] lr: 5.236e-03, eta: 21:54:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9894, loss_cls: 2.6608, loss: 2.6608 +2025-05-21 00:08:48,860 - pyskl - INFO - Epoch [105][2500/3940] lr: 5.230e-03, eta: 21:53:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.7029, loss: 2.7029 +2025-05-21 00:09:32,663 - pyskl - INFO - Epoch [105][2600/3940] lr: 5.225e-03, eta: 21:53:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.5788, loss: 2.5788 +2025-05-21 00:10:16,498 - pyskl - INFO - Epoch [105][2700/3940] lr: 5.220e-03, eta: 21:52:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.4880, loss: 2.4880 +2025-05-21 00:11:00,373 - pyskl - INFO - Epoch [105][2800/3940] lr: 5.214e-03, eta: 21:51:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.4587, loss: 2.4587 +2025-05-21 00:11:44,235 - pyskl - INFO - Epoch [105][2900/3940] lr: 5.209e-03, eta: 21:50:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9919, loss_cls: 2.5045, loss: 2.5045 +2025-05-21 00:12:28,079 - pyskl - INFO - Epoch [105][3000/3940] lr: 5.203e-03, eta: 21:50:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.6640, loss: 2.6640 +2025-05-21 00:13:11,928 - pyskl - INFO - Epoch [105][3100/3940] lr: 5.198e-03, eta: 21:49:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.6045, loss: 2.6045 +2025-05-21 00:13:55,733 - pyskl - INFO - Epoch [105][3200/3940] lr: 5.193e-03, eta: 21:48:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.6386, loss: 2.6386 +2025-05-21 00:14:39,734 - pyskl - INFO - Epoch [105][3300/3940] lr: 5.187e-03, eta: 21:47:55, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.6168, loss: 2.6168 +2025-05-21 00:15:23,624 - pyskl - INFO - Epoch [105][3400/3940] lr: 5.182e-03, eta: 21:47:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.7062, loss: 2.7062 +2025-05-21 00:16:07,551 - pyskl - INFO - Epoch [105][3500/3940] lr: 5.176e-03, eta: 21:46:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.5911, loss: 2.5911 +2025-05-21 00:16:51,411 - pyskl - INFO - Epoch [105][3600/3940] lr: 5.171e-03, eta: 21:45:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.6560, loss: 2.6560 +2025-05-21 00:17:35,258 - pyskl - INFO - Epoch [105][3700/3940] lr: 5.166e-03, eta: 21:44:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9894, loss_cls: 2.6737, loss: 2.6737 +2025-05-21 00:18:19,179 - pyskl - INFO - Epoch [105][3800/3940] lr: 5.160e-03, eta: 21:44:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.6426, loss: 2.6426 +2025-05-21 00:19:03,023 - pyskl - INFO - Epoch [105][3900/3940] lr: 5.155e-03, eta: 21:43:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 2.6107, loss: 2.6107 +2025-05-21 00:19:20,852 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-05-21 00:22:42,155 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 00:22:42,620 - pyskl - INFO - +top1_acc 0.8402 +top5_acc 0.9752 +2025-05-21 00:22:42,636 - pyskl - INFO - Epoch(val) [105][3183] top1_acc: 0.8402, top5_acc: 0.9752 +2025-05-21 00:23:50,980 - pyskl - INFO - Epoch [106][100/3940] lr: 5.147e-03, eta: 21:42:31, time: 0.683, data_time: 0.245, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.5356, loss: 2.5356 +2025-05-21 00:24:34,721 - pyskl - INFO - Epoch [106][200/3940] lr: 5.142e-03, eta: 21:41:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.5095, loss: 2.5095 +2025-05-21 00:25:18,615 - pyskl - INFO - Epoch [106][300/3940] lr: 5.137e-03, eta: 21:41:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.5008, loss: 2.5008 +2025-05-21 00:26:02,586 - pyskl - INFO - Epoch [106][400/3940] lr: 5.131e-03, eta: 21:40:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9900, loss_cls: 2.4549, loss: 2.4549 +2025-05-21 00:26:46,570 - pyskl - INFO - Epoch [106][500/3940] lr: 5.126e-03, eta: 21:39:34, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.4972, loss: 2.4972 +2025-05-21 00:27:30,671 - pyskl - INFO - Epoch [106][600/3940] lr: 5.121e-03, eta: 21:38:50, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.6483, loss: 2.6483 +2025-05-21 00:28:14,680 - pyskl - INFO - Epoch [106][700/3940] lr: 5.115e-03, eta: 21:38:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.4731, loss: 2.4731 +2025-05-21 00:28:58,713 - pyskl - INFO - Epoch [106][800/3940] lr: 5.110e-03, eta: 21:37:22, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 2.5648, loss: 2.5648 +2025-05-21 00:29:42,829 - pyskl - INFO - Epoch [106][900/3940] lr: 5.104e-03, eta: 21:36:38, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.5924, loss: 2.5924 +2025-05-21 00:30:26,851 - pyskl - INFO - Epoch [106][1000/3940] lr: 5.099e-03, eta: 21:35:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 2.7457, loss: 2.7457 +2025-05-21 00:31:10,865 - pyskl - INFO - Epoch [106][1100/3940] lr: 5.094e-03, eta: 21:35:09, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.4908, loss: 2.4908 +2025-05-21 00:31:54,782 - pyskl - INFO - Epoch [106][1200/3940] lr: 5.088e-03, eta: 21:34:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.4776, loss: 2.4776 +2025-05-21 00:32:38,723 - pyskl - INFO - Epoch [106][1300/3940] lr: 5.083e-03, eta: 21:33:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.5490, loss: 2.5490 +2025-05-21 00:33:22,563 - pyskl - INFO - Epoch [106][1400/3940] lr: 5.078e-03, eta: 21:32:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9900, loss_cls: 2.5601, loss: 2.5601 +2025-05-21 00:34:06,573 - pyskl - INFO - Epoch [106][1500/3940] lr: 5.072e-03, eta: 21:32:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.5855, loss: 2.5855 +2025-05-21 00:34:50,503 - pyskl - INFO - Epoch [106][1600/3940] lr: 5.067e-03, eta: 21:31:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.6046, loss: 2.6046 +2025-05-21 00:35:34,399 - pyskl - INFO - Epoch [106][1700/3940] lr: 5.062e-03, eta: 21:30:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 2.6014, loss: 2.6014 +2025-05-21 00:36:18,473 - pyskl - INFO - Epoch [106][1800/3940] lr: 5.056e-03, eta: 21:30:00, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.5209, loss: 2.5209 +2025-05-21 00:37:02,369 - pyskl - INFO - Epoch [106][1900/3940] lr: 5.051e-03, eta: 21:29:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9900, loss_cls: 2.5507, loss: 2.5507 +2025-05-21 00:37:46,137 - pyskl - INFO - Epoch [106][2000/3940] lr: 5.046e-03, eta: 21:28:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.5218, loss: 2.5218 +2025-05-21 00:38:30,116 - pyskl - INFO - Epoch [106][2100/3940] lr: 5.040e-03, eta: 21:27:48, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.5361, loss: 2.5361 +2025-05-21 00:39:14,130 - pyskl - INFO - Epoch [106][2200/3940] lr: 5.035e-03, eta: 21:27:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 2.4110, loss: 2.4110 +2025-05-21 00:39:58,142 - pyskl - INFO - Epoch [106][2300/3940] lr: 5.030e-03, eta: 21:26:19, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.4402, loss: 2.4402 +2025-05-21 00:40:42,004 - pyskl - INFO - Epoch [106][2400/3940] lr: 5.024e-03, eta: 21:25:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9900, loss_cls: 2.4756, loss: 2.4756 +2025-05-21 00:41:25,661 - pyskl - INFO - Epoch [106][2500/3940] lr: 5.019e-03, eta: 21:24:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 2.4794, loss: 2.4794 +2025-05-21 00:42:09,509 - pyskl - INFO - Epoch [106][2600/3940] lr: 5.014e-03, eta: 21:24:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 2.5742, loss: 2.5742 +2025-05-21 00:42:53,378 - pyskl - INFO - Epoch [106][2700/3940] lr: 5.008e-03, eta: 21:23:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.5445, loss: 2.5445 +2025-05-21 00:43:37,215 - pyskl - INFO - Epoch [106][2800/3940] lr: 5.003e-03, eta: 21:22:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.6401, loss: 2.6401 +2025-05-21 00:44:21,034 - pyskl - INFO - Epoch [106][2900/3940] lr: 4.998e-03, eta: 21:21:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 2.5637, loss: 2.5637 +2025-05-21 00:45:04,843 - pyskl - INFO - Epoch [106][3000/3940] lr: 4.992e-03, eta: 21:21:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.7772, loss: 2.7772 +2025-05-21 00:45:48,662 - pyskl - INFO - Epoch [106][3100/3940] lr: 4.987e-03, eta: 21:20:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.4256, loss: 2.4256 +2025-05-21 00:46:32,437 - pyskl - INFO - Epoch [106][3200/3940] lr: 4.982e-03, eta: 21:19:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.6287, loss: 2.6287 +2025-05-21 00:47:16,233 - pyskl - INFO - Epoch [106][3300/3940] lr: 4.976e-03, eta: 21:18:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.5212, loss: 2.5212 +2025-05-21 00:48:00,056 - pyskl - INFO - Epoch [106][3400/3940] lr: 4.971e-03, eta: 21:18:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.5609, loss: 2.5609 +2025-05-21 00:48:43,843 - pyskl - INFO - Epoch [106][3500/3940] lr: 4.966e-03, eta: 21:17:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.6772, loss: 2.6772 +2025-05-21 00:49:27,695 - pyskl - INFO - Epoch [106][3600/3940] lr: 4.961e-03, eta: 21:16:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 2.5056, loss: 2.5056 +2025-05-21 00:50:11,489 - pyskl - INFO - Epoch [106][3700/3940] lr: 4.955e-03, eta: 21:16:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9894, loss_cls: 2.6197, loss: 2.6197 +2025-05-21 00:50:55,356 - pyskl - INFO - Epoch [106][3800/3940] lr: 4.950e-03, eta: 21:15:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.6764, loss: 2.6764 +2025-05-21 00:51:39,179 - pyskl - INFO - Epoch [106][3900/3940] lr: 4.945e-03, eta: 21:14:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.5898, loss: 2.5898 +2025-05-21 00:51:56,990 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-05-21 00:55:17,993 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 00:55:18,466 - pyskl - INFO - +top1_acc 0.8526 +top5_acc 0.9741 +2025-05-21 00:55:18,516 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_103.pth was removed +2025-05-21 00:55:19,570 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2025-05-21 00:55:19,573 - pyskl - INFO - Best top1_acc is 0.8526 at 106 epoch. +2025-05-21 00:55:19,591 - pyskl - INFO - Epoch(val) [106][3183] top1_acc: 0.8526, top5_acc: 0.9741 +2025-05-21 00:56:28,590 - pyskl - INFO - Epoch [107][100/3940] lr: 4.937e-03, eta: 21:13:33, time: 0.690, data_time: 0.250, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.5358, loss: 2.5358 +2025-05-21 00:57:12,677 - pyskl - INFO - Epoch [107][200/3940] lr: 4.932e-03, eta: 21:12:49, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.4067, loss: 2.4067 +2025-05-21 00:57:56,580 - pyskl - INFO - Epoch [107][300/3940] lr: 4.927e-03, eta: 21:12:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.4427, loss: 2.4427 +2025-05-21 00:58:40,393 - pyskl - INFO - Epoch [107][400/3940] lr: 4.921e-03, eta: 21:11:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.5802, loss: 2.5802 +2025-05-21 00:59:24,217 - pyskl - INFO - Epoch [107][500/3940] lr: 4.916e-03, eta: 21:10:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.4966, loss: 2.4966 +2025-05-21 01:00:07,968 - pyskl - INFO - Epoch [107][600/3940] lr: 4.911e-03, eta: 21:09:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 2.5787, loss: 2.5787 +2025-05-21 01:00:51,875 - pyskl - INFO - Epoch [107][700/3940] lr: 4.906e-03, eta: 21:09:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 2.5726, loss: 2.5726 +2025-05-21 01:01:35,771 - pyskl - INFO - Epoch [107][800/3940] lr: 4.900e-03, eta: 21:08:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 2.5253, loss: 2.5253 +2025-05-21 01:02:19,779 - pyskl - INFO - Epoch [107][900/3940] lr: 4.895e-03, eta: 21:07:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 2.4529, loss: 2.4529 +2025-05-21 01:03:03,815 - pyskl - INFO - Epoch [107][1000/3940] lr: 4.890e-03, eta: 21:06:55, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 2.5057, loss: 2.5057 +2025-05-21 01:03:47,890 - pyskl - INFO - Epoch [107][1100/3940] lr: 4.884e-03, eta: 21:06:11, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.4821, loss: 2.4821 +2025-05-21 01:04:31,879 - pyskl - INFO - Epoch [107][1200/3940] lr: 4.879e-03, eta: 21:05:27, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.5320, loss: 2.5320 +2025-05-21 01:05:15,886 - pyskl - INFO - Epoch [107][1300/3940] lr: 4.874e-03, eta: 21:04:43, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9981, loss_cls: 2.5017, loss: 2.5017 +2025-05-21 01:05:59,886 - pyskl - INFO - Epoch [107][1400/3940] lr: 4.869e-03, eta: 21:03:59, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 2.4714, loss: 2.4714 +2025-05-21 01:06:43,851 - pyskl - INFO - Epoch [107][1500/3940] lr: 4.863e-03, eta: 21:03:15, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.5726, loss: 2.5726 +2025-05-21 01:07:27,883 - pyskl - INFO - Epoch [107][1600/3940] lr: 4.858e-03, eta: 21:02:31, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9962, loss_cls: 2.5297, loss: 2.5297 +2025-05-21 01:08:12,053 - pyskl - INFO - Epoch [107][1700/3940] lr: 4.853e-03, eta: 21:01:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9912, loss_cls: 2.5162, loss: 2.5162 +2025-05-21 01:08:56,125 - pyskl - INFO - Epoch [107][1800/3940] lr: 4.848e-03, eta: 21:01:02, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.6162, loss: 2.6162 +2025-05-21 01:09:40,232 - pyskl - INFO - Epoch [107][1900/3940] lr: 4.842e-03, eta: 21:00:18, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 2.4355, loss: 2.4355 +2025-05-21 01:10:24,321 - pyskl - INFO - Epoch [107][2000/3940] lr: 4.837e-03, eta: 20:59:34, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 2.4745, loss: 2.4745 +2025-05-21 01:11:08,398 - pyskl - INFO - Epoch [107][2100/3940] lr: 4.832e-03, eta: 20:58:50, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.4548, loss: 2.4548 +2025-05-21 01:11:52,484 - pyskl - INFO - Epoch [107][2200/3940] lr: 4.827e-03, eta: 20:58:06, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 2.5307, loss: 2.5307 +2025-05-21 01:12:36,431 - pyskl - INFO - Epoch [107][2300/3940] lr: 4.821e-03, eta: 20:57:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.5316, loss: 2.5316 +2025-05-21 01:13:20,430 - pyskl - INFO - Epoch [107][2400/3940] lr: 4.816e-03, eta: 20:56:38, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.5427, loss: 2.5427 +2025-05-21 01:14:04,324 - pyskl - INFO - Epoch [107][2500/3940] lr: 4.811e-03, eta: 20:55:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 2.6338, loss: 2.6338 +2025-05-21 01:14:48,267 - pyskl - INFO - Epoch [107][2600/3940] lr: 4.806e-03, eta: 20:55:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.5188, loss: 2.5188 +2025-05-21 01:15:32,199 - pyskl - INFO - Epoch [107][2700/3940] lr: 4.800e-03, eta: 20:54:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.6234, loss: 2.6234 +2025-05-21 01:16:16,194 - pyskl - INFO - Epoch [107][2800/3940] lr: 4.795e-03, eta: 20:53:41, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 2.5731, loss: 2.5731 +2025-05-21 01:17:00,162 - pyskl - INFO - Epoch [107][2900/3940] lr: 4.790e-03, eta: 20:52:57, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 2.6022, loss: 2.6022 +2025-05-21 01:17:44,153 - pyskl - INFO - Epoch [107][3000/3940] lr: 4.785e-03, eta: 20:52:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9900, loss_cls: 2.5315, loss: 2.5315 +2025-05-21 01:18:28,122 - pyskl - INFO - Epoch [107][3100/3940] lr: 4.780e-03, eta: 20:51:28, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.5682, loss: 2.5682 +2025-05-21 01:19:12,065 - pyskl - INFO - Epoch [107][3200/3940] lr: 4.774e-03, eta: 20:50:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 2.5065, loss: 2.5065 +2025-05-21 01:19:55,936 - pyskl - INFO - Epoch [107][3300/3940] lr: 4.769e-03, eta: 20:50:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 2.5292, loss: 2.5292 +2025-05-21 01:20:39,838 - pyskl - INFO - Epoch [107][3400/3940] lr: 4.764e-03, eta: 20:49:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.5550, loss: 2.5550 +2025-05-21 01:21:23,782 - pyskl - INFO - Epoch [107][3500/3940] lr: 4.759e-03, eta: 20:48:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.4767, loss: 2.4767 +2025-05-21 01:22:07,683 - pyskl - INFO - Epoch [107][3600/3940] lr: 4.753e-03, eta: 20:47:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9906, loss_cls: 2.5682, loss: 2.5682 +2025-05-21 01:22:51,590 - pyskl - INFO - Epoch [107][3700/3940] lr: 4.748e-03, eta: 20:47:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 2.5527, loss: 2.5527 +2025-05-21 01:23:35,503 - pyskl - INFO - Epoch [107][3800/3940] lr: 4.743e-03, eta: 20:46:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.5187, loss: 2.5187 +2025-05-21 01:24:19,507 - pyskl - INFO - Epoch [107][3900/3940] lr: 4.738e-03, eta: 20:45:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 2.5633, loss: 2.5633 +2025-05-21 01:24:37,480 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-05-21 01:27:58,896 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 01:27:59,362 - pyskl - INFO - +top1_acc 0.8440 +top5_acc 0.9717 +2025-05-21 01:27:59,381 - pyskl - INFO - Epoch(val) [107][3183] top1_acc: 0.8440, top5_acc: 0.9717 +2025-05-21 01:29:07,751 - pyskl - INFO - Epoch [108][100/3940] lr: 4.730e-03, eta: 20:44:36, time: 0.684, data_time: 0.244, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.3820, loss: 2.3820 +2025-05-21 01:29:51,702 - pyskl - INFO - Epoch [108][200/3940] lr: 4.725e-03, eta: 20:43:52, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.4771, loss: 2.4771 +2025-05-21 01:30:35,552 - pyskl - INFO - Epoch [108][300/3940] lr: 4.720e-03, eta: 20:43:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9925, loss_cls: 2.4441, loss: 2.4441 +2025-05-21 01:31:19,295 - pyskl - INFO - Epoch [108][400/3940] lr: 4.715e-03, eta: 20:42:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.5346, loss: 2.5346 +2025-05-21 01:32:03,087 - pyskl - INFO - Epoch [108][500/3940] lr: 4.710e-03, eta: 20:41:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9981, loss_cls: 2.4624, loss: 2.4624 +2025-05-21 01:32:46,843 - pyskl - INFO - Epoch [108][600/3940] lr: 4.704e-03, eta: 20:40:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 2.5317, loss: 2.5317 +2025-05-21 01:33:30,636 - pyskl - INFO - Epoch [108][700/3940] lr: 4.699e-03, eta: 20:40:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 2.5282, loss: 2.5282 +2025-05-21 01:34:14,481 - pyskl - INFO - Epoch [108][800/3940] lr: 4.694e-03, eta: 20:39:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.5086, loss: 2.5086 +2025-05-21 01:34:58,467 - pyskl - INFO - Epoch [108][900/3940] lr: 4.689e-03, eta: 20:38:42, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.5522, loss: 2.5522 +2025-05-21 01:35:42,361 - pyskl - INFO - Epoch [108][1000/3940] lr: 4.684e-03, eta: 20:37:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.4885, loss: 2.4885 +2025-05-21 01:36:26,301 - pyskl - INFO - Epoch [108][1100/3940] lr: 4.679e-03, eta: 20:37:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 2.4099, loss: 2.4099 +2025-05-21 01:37:10,216 - pyskl - INFO - Epoch [108][1200/3940] lr: 4.673e-03, eta: 20:36:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 2.4938, loss: 2.4938 +2025-05-21 01:37:54,244 - pyskl - INFO - Epoch [108][1300/3940] lr: 4.668e-03, eta: 20:35:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 2.4995, loss: 2.4995 +2025-05-21 01:38:38,283 - pyskl - INFO - Epoch [108][1400/3940] lr: 4.663e-03, eta: 20:35:02, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.5512, loss: 2.5512 +2025-05-21 01:39:22,255 - pyskl - INFO - Epoch [108][1500/3940] lr: 4.658e-03, eta: 20:34:17, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9912, loss_cls: 2.5419, loss: 2.5419 +2025-05-21 01:40:06,238 - pyskl - INFO - Epoch [108][1600/3940] lr: 4.653e-03, eta: 20:33:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 2.5199, loss: 2.5199 +2025-05-21 01:40:50,273 - pyskl - INFO - Epoch [108][1700/3940] lr: 4.647e-03, eta: 20:32:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.3888, loss: 2.3888 +2025-05-21 01:41:34,228 - pyskl - INFO - Epoch [108][1800/3940] lr: 4.642e-03, eta: 20:32:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.5227, loss: 2.5227 +2025-05-21 01:42:18,210 - pyskl - INFO - Epoch [108][1900/3940] lr: 4.637e-03, eta: 20:31:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.5387, loss: 2.5387 +2025-05-21 01:43:02,174 - pyskl - INFO - Epoch [108][2000/3940] lr: 4.632e-03, eta: 20:30:37, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.5498, loss: 2.5498 +2025-05-21 01:43:46,182 - pyskl - INFO - Epoch [108][2100/3940] lr: 4.627e-03, eta: 20:29:52, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.5186, loss: 2.5186 +2025-05-21 01:44:30,298 - pyskl - INFO - Epoch [108][2200/3940] lr: 4.622e-03, eta: 20:29:08, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.4990, loss: 2.4990 +2025-05-21 01:45:14,352 - pyskl - INFO - Epoch [108][2300/3940] lr: 4.617e-03, eta: 20:28:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9919, loss_cls: 2.4490, loss: 2.4490 +2025-05-21 01:45:58,359 - pyskl - INFO - Epoch [108][2400/3940] lr: 4.611e-03, eta: 20:27:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.5106, loss: 2.5106 +2025-05-21 01:46:42,290 - pyskl - INFO - Epoch [108][2500/3940] lr: 4.606e-03, eta: 20:26:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 2.4916, loss: 2.4916 +2025-05-21 01:47:26,174 - pyskl - INFO - Epoch [108][2600/3940] lr: 4.601e-03, eta: 20:26:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9881, loss_cls: 2.5713, loss: 2.5713 +2025-05-21 01:48:10,066 - pyskl - INFO - Epoch [108][2700/3940] lr: 4.596e-03, eta: 20:25:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 2.5717, loss: 2.5717 +2025-05-21 01:48:53,897 - pyskl - INFO - Epoch [108][2800/3940] lr: 4.591e-03, eta: 20:24:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 2.5730, loss: 2.5730 +2025-05-21 01:49:37,790 - pyskl - INFO - Epoch [108][2900/3940] lr: 4.586e-03, eta: 20:23:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 2.5399, loss: 2.5399 +2025-05-21 01:50:21,727 - pyskl - INFO - Epoch [108][3000/3940] lr: 4.580e-03, eta: 20:23:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.4644, loss: 2.4644 +2025-05-21 01:51:05,687 - pyskl - INFO - Epoch [108][3100/3940] lr: 4.575e-03, eta: 20:22:31, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 2.3982, loss: 2.3982 +2025-05-21 01:51:49,581 - pyskl - INFO - Epoch [108][3200/3940] lr: 4.570e-03, eta: 20:21:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 2.4036, loss: 2.4036 +2025-05-21 01:52:33,578 - pyskl - INFO - Epoch [108][3300/3940] lr: 4.565e-03, eta: 20:21:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.4243, loss: 2.4243 +2025-05-21 01:53:17,530 - pyskl - INFO - Epoch [108][3400/3940] lr: 4.560e-03, eta: 20:20:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.5891, loss: 2.5891 +2025-05-21 01:54:01,304 - pyskl - INFO - Epoch [108][3500/3940] lr: 4.555e-03, eta: 20:19:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.5356, loss: 2.5356 +2025-05-21 01:54:45,255 - pyskl - INFO - Epoch [108][3600/3940] lr: 4.550e-03, eta: 20:18:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.5121, loss: 2.5121 +2025-05-21 01:55:29,173 - pyskl - INFO - Epoch [108][3700/3940] lr: 4.545e-03, eta: 20:18:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9894, loss_cls: 2.5320, loss: 2.5320 +2025-05-21 01:56:13,118 - pyskl - INFO - Epoch [108][3800/3940] lr: 4.539e-03, eta: 20:17:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.4256, loss: 2.4256 +2025-05-21 01:56:56,995 - pyskl - INFO - Epoch [108][3900/3940] lr: 4.534e-03, eta: 20:16:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.5303, loss: 2.5303 +2025-05-21 01:57:14,765 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-05-21 02:00:36,127 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 02:00:36,589 - pyskl - INFO - +top1_acc 0.8415 +top5_acc 0.9728 +2025-05-21 02:00:36,606 - pyskl - INFO - Epoch(val) [108][3183] top1_acc: 0.8415, top5_acc: 0.9728 +2025-05-21 02:01:45,632 - pyskl - INFO - Epoch [109][100/3940] lr: 4.527e-03, eta: 20:15:39, time: 0.690, data_time: 0.247, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9925, loss_cls: 2.4656, loss: 2.4656 +2025-05-21 02:02:29,797 - pyskl - INFO - Epoch [109][200/3940] lr: 4.522e-03, eta: 20:14:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.4494, loss: 2.4494 +2025-05-21 02:03:13,865 - pyskl - INFO - Epoch [109][300/3940] lr: 4.517e-03, eta: 20:14:10, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.4773, loss: 2.4773 +2025-05-21 02:03:57,921 - pyskl - INFO - Epoch [109][400/3940] lr: 4.512e-03, eta: 20:13:26, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.5594, loss: 2.5594 +2025-05-21 02:04:41,997 - pyskl - INFO - Epoch [109][500/3940] lr: 4.507e-03, eta: 20:12:42, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 2.4463, loss: 2.4463 +2025-05-21 02:05:26,065 - pyskl - INFO - Epoch [109][600/3940] lr: 4.502e-03, eta: 20:11:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 2.3413, loss: 2.3413 +2025-05-21 02:06:10,116 - pyskl - INFO - Epoch [109][700/3940] lr: 4.496e-03, eta: 20:11:14, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.3926, loss: 2.3926 +2025-05-21 02:06:54,203 - pyskl - INFO - Epoch [109][800/3940] lr: 4.491e-03, eta: 20:10:30, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 2.2999, loss: 2.2999 +2025-05-21 02:07:38,303 - pyskl - INFO - Epoch [109][900/3940] lr: 4.486e-03, eta: 20:09:46, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 2.3922, loss: 2.3922 +2025-05-21 02:08:22,377 - pyskl - INFO - Epoch [109][1000/3940] lr: 4.481e-03, eta: 20:09:02, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9925, loss_cls: 2.4393, loss: 2.4393 +2025-05-21 02:09:06,476 - pyskl - INFO - Epoch [109][1100/3940] lr: 4.476e-03, eta: 20:08:17, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9950, loss_cls: 2.3307, loss: 2.3307 +2025-05-21 02:09:50,404 - pyskl - INFO - Epoch [109][1200/3940] lr: 4.471e-03, eta: 20:07:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 2.5154, loss: 2.5154 +2025-05-21 02:10:34,487 - pyskl - INFO - Epoch [109][1300/3940] lr: 4.466e-03, eta: 20:06:49, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9931, loss_cls: 2.3840, loss: 2.3840 +2025-05-21 02:11:18,501 - pyskl - INFO - Epoch [109][1400/3940] lr: 4.461e-03, eta: 20:06:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.3848, loss: 2.3848 +2025-05-21 02:12:02,536 - pyskl - INFO - Epoch [109][1500/3940] lr: 4.456e-03, eta: 20:05:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 2.3640, loss: 2.3640 +2025-05-21 02:12:46,475 - pyskl - INFO - Epoch [109][1600/3940] lr: 4.451e-03, eta: 20:04:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.4262, loss: 2.4262 +2025-05-21 02:13:30,489 - pyskl - INFO - Epoch [109][1700/3940] lr: 4.446e-03, eta: 20:03:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.3865, loss: 2.3865 +2025-05-21 02:14:14,474 - pyskl - INFO - Epoch [109][1800/3940] lr: 4.440e-03, eta: 20:03:08, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9938, loss_cls: 2.4733, loss: 2.4733 +2025-05-21 02:14:58,487 - pyskl - INFO - Epoch [109][1900/3940] lr: 4.435e-03, eta: 20:02:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 2.4259, loss: 2.4259 +2025-05-21 02:15:42,512 - pyskl - INFO - Epoch [109][2000/3940] lr: 4.430e-03, eta: 20:01:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 2.4773, loss: 2.4773 +2025-05-21 02:16:26,498 - pyskl - INFO - Epoch [109][2100/3940] lr: 4.425e-03, eta: 20:00:56, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 2.4579, loss: 2.4579 +2025-05-21 02:17:10,670 - pyskl - INFO - Epoch [109][2200/3940] lr: 4.420e-03, eta: 20:00:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9938, loss_cls: 2.3274, loss: 2.3274 +2025-05-21 02:17:54,774 - pyskl - INFO - Epoch [109][2300/3940] lr: 4.415e-03, eta: 19:59:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.4034, loss: 2.4034 +2025-05-21 02:18:38,779 - pyskl - INFO - Epoch [109][2400/3940] lr: 4.410e-03, eta: 19:58:44, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.5340, loss: 2.5340 +2025-05-21 02:19:22,942 - pyskl - INFO - Epoch [109][2500/3940] lr: 4.405e-03, eta: 19:58:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.5006, loss: 2.5006 +2025-05-21 02:20:07,007 - pyskl - INFO - Epoch [109][2600/3940] lr: 4.400e-03, eta: 19:57:15, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.4844, loss: 2.4844 +2025-05-21 02:20:51,057 - pyskl - INFO - Epoch [109][2700/3940] lr: 4.395e-03, eta: 19:56:31, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.4812, loss: 2.4812 +2025-05-21 02:21:35,092 - pyskl - INFO - Epoch [109][2800/3940] lr: 4.390e-03, eta: 19:55:47, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 2.5660, loss: 2.5660 +2025-05-21 02:22:19,084 - pyskl - INFO - Epoch [109][2900/3940] lr: 4.385e-03, eta: 19:55:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 2.5988, loss: 2.5988 +2025-05-21 02:23:03,022 - pyskl - INFO - Epoch [109][3000/3940] lr: 4.380e-03, eta: 19:54:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.4471, loss: 2.4471 +2025-05-21 02:23:47,029 - pyskl - INFO - Epoch [109][3100/3940] lr: 4.375e-03, eta: 19:53:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.4917, loss: 2.4917 +2025-05-21 02:24:30,993 - pyskl - INFO - Epoch [109][3200/3940] lr: 4.370e-03, eta: 19:52:51, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.4905, loss: 2.4905 +2025-05-21 02:25:14,938 - pyskl - INFO - Epoch [109][3300/3940] lr: 4.365e-03, eta: 19:52:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.6021, loss: 2.6021 +2025-05-21 02:25:58,893 - pyskl - INFO - Epoch [109][3400/3940] lr: 4.359e-03, eta: 19:51:22, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9900, loss_cls: 2.5930, loss: 2.5930 +2025-05-21 02:26:42,962 - pyskl - INFO - Epoch [109][3500/3940] lr: 4.354e-03, eta: 19:50:38, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.5306, loss: 2.5306 +2025-05-21 02:27:26,994 - pyskl - INFO - Epoch [109][3600/3940] lr: 4.349e-03, eta: 19:49:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 2.5467, loss: 2.5467 +2025-05-21 02:28:10,985 - pyskl - INFO - Epoch [109][3700/3940] lr: 4.344e-03, eta: 19:49:10, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.5697, loss: 2.5697 +2025-05-21 02:28:55,000 - pyskl - INFO - Epoch [109][3800/3940] lr: 4.339e-03, eta: 19:48:26, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.5224, loss: 2.5224 +2025-05-21 02:29:38,961 - pyskl - INFO - Epoch [109][3900/3940] lr: 4.334e-03, eta: 19:47:42, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9900, loss_cls: 2.5296, loss: 2.5296 +2025-05-21 02:29:56,882 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-05-21 02:33:18,150 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 02:33:18,611 - pyskl - INFO - +top1_acc 0.8544 +top5_acc 0.9750 +2025-05-21 02:33:18,659 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_106.pth was removed +2025-05-21 02:33:19,677 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. +2025-05-21 02:33:19,679 - pyskl - INFO - Best top1_acc is 0.8544 at 109 epoch. +2025-05-21 02:33:19,695 - pyskl - INFO - Epoch(val) [109][3183] top1_acc: 0.8544, top5_acc: 0.9750 +2025-05-21 02:34:27,906 - pyskl - INFO - Epoch [110][100/3940] lr: 4.327e-03, eta: 19:46:42, time: 0.682, data_time: 0.244, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 2.3032, loss: 2.3032 +2025-05-21 02:35:12,015 - pyskl - INFO - Epoch [110][200/3940] lr: 4.322e-03, eta: 19:45:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.4358, loss: 2.4358 +2025-05-21 02:35:56,134 - pyskl - INFO - Epoch [110][300/3940] lr: 4.317e-03, eta: 19:45:14, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 2.4180, loss: 2.4180 +2025-05-21 02:36:40,257 - pyskl - INFO - Epoch [110][400/3940] lr: 4.312e-03, eta: 19:44:30, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 2.3415, loss: 2.3415 +2025-05-21 02:37:24,280 - pyskl - INFO - Epoch [110][500/3940] lr: 4.307e-03, eta: 19:43:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 2.4721, loss: 2.4721 +2025-05-21 02:38:08,291 - pyskl - INFO - Epoch [110][600/3940] lr: 4.302e-03, eta: 19:43:02, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 2.4372, loss: 2.4372 +2025-05-21 02:38:52,292 - pyskl - INFO - Epoch [110][700/3940] lr: 4.297e-03, eta: 19:42:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 2.3263, loss: 2.3263 +2025-05-21 02:39:36,090 - pyskl - INFO - Epoch [110][800/3940] lr: 4.292e-03, eta: 19:41:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.4499, loss: 2.4499 +2025-05-21 02:40:20,032 - pyskl - INFO - Epoch [110][900/3940] lr: 4.287e-03, eta: 19:40:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.4848, loss: 2.4848 +2025-05-21 02:41:04,053 - pyskl - INFO - Epoch [110][1000/3940] lr: 4.282e-03, eta: 19:40:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.4216, loss: 2.4216 +2025-05-21 02:41:48,120 - pyskl - INFO - Epoch [110][1100/3940] lr: 4.277e-03, eta: 19:39:21, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 2.4315, loss: 2.4315 +2025-05-21 02:42:32,119 - pyskl - INFO - Epoch [110][1200/3940] lr: 4.272e-03, eta: 19:38:37, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9919, loss_cls: 2.4391, loss: 2.4391 +2025-05-21 02:43:16,073 - pyskl - INFO - Epoch [110][1300/3940] lr: 4.267e-03, eta: 19:37:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9906, loss_cls: 2.4186, loss: 2.4186 +2025-05-21 02:43:59,914 - pyskl - INFO - Epoch [110][1400/3940] lr: 4.262e-03, eta: 19:37:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.4790, loss: 2.4790 +2025-05-21 02:44:43,776 - pyskl - INFO - Epoch [110][1500/3940] lr: 4.257e-03, eta: 19:36:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.4745, loss: 2.4745 +2025-05-21 02:45:27,624 - pyskl - INFO - Epoch [110][1600/3940] lr: 4.252e-03, eta: 19:35:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.3866, loss: 2.3866 +2025-05-21 02:46:11,384 - pyskl - INFO - Epoch [110][1700/3940] lr: 4.247e-03, eta: 19:34:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 2.4238, loss: 2.4238 +2025-05-21 02:46:55,336 - pyskl - INFO - Epoch [110][1800/3940] lr: 4.242e-03, eta: 19:34:12, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 2.4313, loss: 2.4313 +2025-05-21 02:47:39,224 - pyskl - INFO - Epoch [110][1900/3940] lr: 4.237e-03, eta: 19:33:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.3668, loss: 2.3668 +2025-05-21 02:48:23,192 - pyskl - INFO - Epoch [110][2000/3940] lr: 4.232e-03, eta: 19:32:43, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9900, loss_cls: 2.4199, loss: 2.4199 +2025-05-21 02:49:07,076 - pyskl - INFO - Epoch [110][2100/3940] lr: 4.227e-03, eta: 19:31:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.4087, loss: 2.4087 +2025-05-21 02:49:51,107 - pyskl - INFO - Epoch [110][2200/3940] lr: 4.222e-03, eta: 19:31:15, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 2.3553, loss: 2.3553 +2025-05-21 02:50:34,982 - pyskl - INFO - Epoch [110][2300/3940] lr: 4.217e-03, eta: 19:30:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.4382, loss: 2.4382 +2025-05-21 02:51:18,887 - pyskl - INFO - Epoch [110][2400/3940] lr: 4.212e-03, eta: 19:29:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.4653, loss: 2.4653 +2025-05-21 02:52:02,816 - pyskl - INFO - Epoch [110][2500/3940] lr: 4.207e-03, eta: 19:29:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.4805, loss: 2.4805 +2025-05-21 02:52:46,711 - pyskl - INFO - Epoch [110][2600/3940] lr: 4.202e-03, eta: 19:28:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.5156, loss: 2.5156 +2025-05-21 02:53:30,572 - pyskl - INFO - Epoch [110][2700/3940] lr: 4.197e-03, eta: 19:27:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.4548, loss: 2.4548 +2025-05-21 02:54:14,518 - pyskl - INFO - Epoch [110][2800/3940] lr: 4.192e-03, eta: 19:26:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 2.2948, loss: 2.2948 +2025-05-21 02:54:58,484 - pyskl - INFO - Epoch [110][2900/3940] lr: 4.187e-03, eta: 19:26:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9925, loss_cls: 2.4364, loss: 2.4364 +2025-05-21 02:55:42,438 - pyskl - INFO - Epoch [110][3000/3940] lr: 4.182e-03, eta: 19:25:22, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 2.4087, loss: 2.4087 +2025-05-21 02:56:26,418 - pyskl - INFO - Epoch [110][3100/3940] lr: 4.177e-03, eta: 19:24:37, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.5386, loss: 2.5386 +2025-05-21 02:57:10,381 - pyskl - INFO - Epoch [110][3200/3940] lr: 4.173e-03, eta: 19:23:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 2.5435, loss: 2.5435 +2025-05-21 02:57:54,339 - pyskl - INFO - Epoch [110][3300/3940] lr: 4.168e-03, eta: 19:23:09, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9912, loss_cls: 2.4822, loss: 2.4822 +2025-05-21 02:58:38,295 - pyskl - INFO - Epoch [110][3400/3940] lr: 4.163e-03, eta: 19:22:25, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 2.3878, loss: 2.3878 +2025-05-21 02:59:22,197 - pyskl - INFO - Epoch [110][3500/3940] lr: 4.158e-03, eta: 19:21:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9925, loss_cls: 2.4342, loss: 2.4342 +2025-05-21 03:00:06,133 - pyskl - INFO - Epoch [110][3600/3940] lr: 4.153e-03, eta: 19:20:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9925, loss_cls: 2.4981, loss: 2.4981 +2025-05-21 03:00:50,029 - pyskl - INFO - Epoch [110][3700/3940] lr: 4.148e-03, eta: 19:20:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 2.3892, loss: 2.3892 +2025-05-21 03:01:33,936 - pyskl - INFO - Epoch [110][3800/3940] lr: 4.143e-03, eta: 19:19:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.5147, loss: 2.5147 +2025-05-21 03:02:17,836 - pyskl - INFO - Epoch [110][3900/3940] lr: 4.138e-03, eta: 19:18:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.5117, loss: 2.5117 +2025-05-21 03:02:35,743 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-05-21 03:05:56,814 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 03:05:57,285 - pyskl - INFO - +top1_acc 0.8522 +top5_acc 0.9761 +2025-05-21 03:05:57,303 - pyskl - INFO - Epoch(val) [110][3183] top1_acc: 0.8522, top5_acc: 0.9761 +2025-05-21 03:07:05,867 - pyskl - INFO - Epoch [111][100/3940] lr: 4.131e-03, eta: 19:17:45, time: 0.686, data_time: 0.247, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 2.4695, loss: 2.4695 +2025-05-21 03:07:49,633 - pyskl - INFO - Epoch [111][200/3940] lr: 4.126e-03, eta: 19:17:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 2.4199, loss: 2.4199 +2025-05-21 03:08:33,494 - pyskl - INFO - Epoch [111][300/3940] lr: 4.121e-03, eta: 19:16:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 2.3688, loss: 2.3688 +2025-05-21 03:09:17,281 - pyskl - INFO - Epoch [111][400/3940] lr: 4.116e-03, eta: 19:15:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.5321, loss: 2.5321 +2025-05-21 03:10:01,222 - pyskl - INFO - Epoch [111][500/3940] lr: 4.111e-03, eta: 19:14:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 2.2897, loss: 2.2897 +2025-05-21 03:10:45,138 - pyskl - INFO - Epoch [111][600/3940] lr: 4.106e-03, eta: 19:14:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 2.3362, loss: 2.3362 +2025-05-21 03:11:29,063 - pyskl - INFO - Epoch [111][700/3940] lr: 4.101e-03, eta: 19:13:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 2.3764, loss: 2.3764 +2025-05-21 03:12:12,969 - pyskl - INFO - Epoch [111][800/3940] lr: 4.096e-03, eta: 19:12:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 2.3239, loss: 2.3239 +2025-05-21 03:12:56,918 - pyskl - INFO - Epoch [111][900/3940] lr: 4.092e-03, eta: 19:11:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 2.3388, loss: 2.3388 +2025-05-21 03:13:40,774 - pyskl - INFO - Epoch [111][1000/3940] lr: 4.087e-03, eta: 19:11:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 2.4122, loss: 2.4122 +2025-05-21 03:14:24,633 - pyskl - INFO - Epoch [111][1100/3940] lr: 4.082e-03, eta: 19:10:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 2.3562, loss: 2.3562 +2025-05-21 03:15:08,512 - pyskl - INFO - Epoch [111][1200/3940] lr: 4.077e-03, eta: 19:09:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.3482, loss: 2.3482 +2025-05-21 03:15:52,462 - pyskl - INFO - Epoch [111][1300/3940] lr: 4.072e-03, eta: 19:08:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9950, loss_cls: 2.3947, loss: 2.3947 +2025-05-21 03:16:36,336 - pyskl - INFO - Epoch [111][1400/3940] lr: 4.067e-03, eta: 19:08:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.3406, loss: 2.3406 +2025-05-21 03:17:20,239 - pyskl - INFO - Epoch [111][1500/3940] lr: 4.062e-03, eta: 19:07:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.5418, loss: 2.5418 +2025-05-21 03:18:04,071 - pyskl - INFO - Epoch [111][1600/3940] lr: 4.057e-03, eta: 19:06:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.4839, loss: 2.4839 +2025-05-21 03:18:47,926 - pyskl - INFO - Epoch [111][1700/3940] lr: 4.052e-03, eta: 19:05:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.4078, loss: 2.4078 +2025-05-21 03:19:31,987 - pyskl - INFO - Epoch [111][1800/3940] lr: 4.047e-03, eta: 19:05:14, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.4159, loss: 2.4159 +2025-05-21 03:20:15,987 - pyskl - INFO - Epoch [111][1900/3940] lr: 4.043e-03, eta: 19:04:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 2.4653, loss: 2.4653 +2025-05-21 03:20:59,982 - pyskl - INFO - Epoch [111][2000/3940] lr: 4.038e-03, eta: 19:03:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.4655, loss: 2.4655 +2025-05-21 03:21:43,901 - pyskl - INFO - Epoch [111][2100/3940] lr: 4.033e-03, eta: 19:03:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 2.4285, loss: 2.4285 +2025-05-21 03:22:27,778 - pyskl - INFO - Epoch [111][2200/3940] lr: 4.028e-03, eta: 19:02:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.4521, loss: 2.4521 +2025-05-21 03:23:11,688 - pyskl - INFO - Epoch [111][2300/3940] lr: 4.023e-03, eta: 19:01:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.4030, loss: 2.4030 +2025-05-21 03:23:55,513 - pyskl - INFO - Epoch [111][2400/3940] lr: 4.018e-03, eta: 19:00:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 2.3972, loss: 2.3972 +2025-05-21 03:24:39,316 - pyskl - INFO - Epoch [111][2500/3940] lr: 4.013e-03, eta: 19:00:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 2.4186, loss: 2.4186 +2025-05-21 03:25:23,142 - pyskl - INFO - Epoch [111][2600/3940] lr: 4.008e-03, eta: 18:59:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.4609, loss: 2.4609 +2025-05-21 03:26:06,979 - pyskl - INFO - Epoch [111][2700/3940] lr: 4.003e-03, eta: 18:58:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 2.5617, loss: 2.5617 +2025-05-21 03:26:50,837 - pyskl - INFO - Epoch [111][2800/3940] lr: 3.999e-03, eta: 18:57:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 2.3415, loss: 2.3415 +2025-05-21 03:27:34,699 - pyskl - INFO - Epoch [111][2900/3940] lr: 3.994e-03, eta: 18:57:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.3320, loss: 2.3320 +2025-05-21 03:28:18,506 - pyskl - INFO - Epoch [111][3000/3940] lr: 3.989e-03, eta: 18:56:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.4789, loss: 2.4789 +2025-05-21 03:29:02,326 - pyskl - INFO - Epoch [111][3100/3940] lr: 3.984e-03, eta: 18:55:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9925, loss_cls: 2.4557, loss: 2.4557 +2025-05-21 03:29:46,155 - pyskl - INFO - Epoch [111][3200/3940] lr: 3.979e-03, eta: 18:54:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.3669, loss: 2.3669 +2025-05-21 03:30:30,037 - pyskl - INFO - Epoch [111][3300/3940] lr: 3.974e-03, eta: 18:54:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.4230, loss: 2.4230 +2025-05-21 03:31:13,828 - pyskl - INFO - Epoch [111][3400/3940] lr: 3.969e-03, eta: 18:53:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.3983, loss: 2.3983 +2025-05-21 03:31:57,663 - pyskl - INFO - Epoch [111][3500/3940] lr: 3.965e-03, eta: 18:52:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 2.4688, loss: 2.4688 +2025-05-21 03:32:41,498 - pyskl - INFO - Epoch [111][3600/3940] lr: 3.960e-03, eta: 18:51:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.4228, loss: 2.4228 +2025-05-21 03:33:25,333 - pyskl - INFO - Epoch [111][3700/3940] lr: 3.955e-03, eta: 18:51:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.4362, loss: 2.4362 +2025-05-21 03:34:09,178 - pyskl - INFO - Epoch [111][3800/3940] lr: 3.950e-03, eta: 18:50:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.4020, loss: 2.4020 +2025-05-21 03:34:53,030 - pyskl - INFO - Epoch [111][3900/3940] lr: 3.945e-03, eta: 18:49:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 2.4355, loss: 2.4355 +2025-05-21 03:35:10,865 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-05-21 03:38:32,188 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 03:38:32,649 - pyskl - INFO - +top1_acc 0.8643 +top5_acc 0.9771 +2025-05-21 03:38:32,698 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_109.pth was removed +2025-05-21 03:38:33,725 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_111.pth. +2025-05-21 03:38:33,727 - pyskl - INFO - Best top1_acc is 0.8643 at 111 epoch. +2025-05-21 03:38:33,745 - pyskl - INFO - Epoch(val) [111][3183] top1_acc: 0.8643, top5_acc: 0.9771 +2025-05-21 03:39:42,392 - pyskl - INFO - Epoch [112][100/3940] lr: 3.938e-03, eta: 18:48:46, time: 0.686, data_time: 0.249, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 2.3141, loss: 2.3141 +2025-05-21 03:40:26,140 - pyskl - INFO - Epoch [112][200/3940] lr: 3.934e-03, eta: 18:48:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 2.3538, loss: 2.3538 +2025-05-21 03:41:09,900 - pyskl - INFO - Epoch [112][300/3940] lr: 3.929e-03, eta: 18:47:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9950, loss_cls: 2.3091, loss: 2.3091 +2025-05-21 03:41:53,651 - pyskl - INFO - Epoch [112][400/3940] lr: 3.924e-03, eta: 18:46:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 2.2437, loss: 2.2437 +2025-05-21 03:42:37,385 - pyskl - INFO - Epoch [112][500/3940] lr: 3.919e-03, eta: 18:45:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9931, loss_cls: 2.4289, loss: 2.4289 +2025-05-21 03:43:21,263 - pyskl - INFO - Epoch [112][600/3940] lr: 3.914e-03, eta: 18:45:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 2.3141, loss: 2.3141 +2025-05-21 03:44:05,199 - pyskl - INFO - Epoch [112][700/3940] lr: 3.909e-03, eta: 18:44:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 2.3879, loss: 2.3879 +2025-05-21 03:44:49,222 - pyskl - INFO - Epoch [112][800/3940] lr: 3.905e-03, eta: 18:43:37, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 2.3513, loss: 2.3513 +2025-05-21 03:45:33,101 - pyskl - INFO - Epoch [112][900/3940] lr: 3.900e-03, eta: 18:42:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9919, loss_cls: 2.3949, loss: 2.3949 +2025-05-21 03:46:16,955 - pyskl - INFO - Epoch [112][1000/3940] lr: 3.895e-03, eta: 18:42:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9938, loss_cls: 2.3434, loss: 2.3434 +2025-05-21 03:47:00,795 - pyskl - INFO - Epoch [112][1100/3940] lr: 3.890e-03, eta: 18:41:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 2.3152, loss: 2.3152 +2025-05-21 03:47:44,720 - pyskl - INFO - Epoch [112][1200/3940] lr: 3.885e-03, eta: 18:40:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 2.2542, loss: 2.2542 +2025-05-21 03:48:28,606 - pyskl - INFO - Epoch [112][1300/3940] lr: 3.880e-03, eta: 18:39:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.2656, loss: 2.2656 +2025-05-21 03:49:12,536 - pyskl - INFO - Epoch [112][1400/3940] lr: 3.876e-03, eta: 18:39:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 2.4067, loss: 2.4067 +2025-05-21 03:49:56,528 - pyskl - INFO - Epoch [112][1500/3940] lr: 3.871e-03, eta: 18:38:28, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.3141, loss: 2.3141 +2025-05-21 03:50:40,416 - pyskl - INFO - Epoch [112][1600/3940] lr: 3.866e-03, eta: 18:37:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 2.3857, loss: 2.3857 +2025-05-21 03:51:24,309 - pyskl - INFO - Epoch [112][1700/3940] lr: 3.861e-03, eta: 18:36:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 2.4972, loss: 2.4972 +2025-05-21 03:52:08,175 - pyskl - INFO - Epoch [112][1800/3940] lr: 3.856e-03, eta: 18:36:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 2.4490, loss: 2.4490 +2025-05-21 03:52:52,116 - pyskl - INFO - Epoch [112][1900/3940] lr: 3.852e-03, eta: 18:35:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.3402, loss: 2.3402 +2025-05-21 03:53:36,125 - pyskl - INFO - Epoch [112][2000/3940] lr: 3.847e-03, eta: 18:34:47, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 2.3537, loss: 2.3537 +2025-05-21 03:54:20,017 - pyskl - INFO - Epoch [112][2100/3940] lr: 3.842e-03, eta: 18:34:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 2.4497, loss: 2.4497 +2025-05-21 03:55:03,851 - pyskl - INFO - Epoch [112][2200/3940] lr: 3.837e-03, eta: 18:33:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.4366, loss: 2.4366 +2025-05-21 03:55:47,666 - pyskl - INFO - Epoch [112][2300/3940] lr: 3.832e-03, eta: 18:32:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.3724, loss: 2.3724 +2025-05-21 03:56:31,538 - pyskl - INFO - Epoch [112][2400/3940] lr: 3.828e-03, eta: 18:31:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.4396, loss: 2.4396 +2025-05-21 03:57:15,296 - pyskl - INFO - Epoch [112][2500/3940] lr: 3.823e-03, eta: 18:31:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.3354, loss: 2.3354 +2025-05-21 03:57:59,096 - pyskl - INFO - Epoch [112][2600/3940] lr: 3.818e-03, eta: 18:30:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9988, loss_cls: 2.3855, loss: 2.3855 +2025-05-21 03:58:42,892 - pyskl - INFO - Epoch [112][2700/3940] lr: 3.813e-03, eta: 18:29:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.4344, loss: 2.4344 +2025-05-21 03:59:26,637 - pyskl - INFO - Epoch [112][2800/3940] lr: 3.809e-03, eta: 18:28:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 2.3202, loss: 2.3202 +2025-05-21 04:00:10,392 - pyskl - INFO - Epoch [112][2900/3940] lr: 3.804e-03, eta: 18:28:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 2.3050, loss: 2.3050 +2025-05-21 04:00:54,209 - pyskl - INFO - Epoch [112][3000/3940] lr: 3.799e-03, eta: 18:27:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 2.3209, loss: 2.3209 +2025-05-21 04:01:38,006 - pyskl - INFO - Epoch [112][3100/3940] lr: 3.794e-03, eta: 18:26:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.4679, loss: 2.4679 +2025-05-21 04:02:21,756 - pyskl - INFO - Epoch [112][3200/3940] lr: 3.789e-03, eta: 18:25:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9900, loss_cls: 2.5173, loss: 2.5173 +2025-05-21 04:03:05,586 - pyskl - INFO - Epoch [112][3300/3940] lr: 3.785e-03, eta: 18:25:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 2.3190, loss: 2.3190 +2025-05-21 04:03:49,343 - pyskl - INFO - Epoch [112][3400/3940] lr: 3.780e-03, eta: 18:24:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9906, loss_cls: 2.3644, loss: 2.3644 +2025-05-21 04:04:33,141 - pyskl - INFO - Epoch [112][3500/3940] lr: 3.775e-03, eta: 18:23:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.3589, loss: 2.3589 +2025-05-21 04:05:16,983 - pyskl - INFO - Epoch [112][3600/3940] lr: 3.770e-03, eta: 18:23:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.3350, loss: 2.3350 +2025-05-21 04:06:00,818 - pyskl - INFO - Epoch [112][3700/3940] lr: 3.766e-03, eta: 18:22:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 2.3661, loss: 2.3661 +2025-05-21 04:06:44,589 - pyskl - INFO - Epoch [112][3800/3940] lr: 3.761e-03, eta: 18:21:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.4763, loss: 2.4763 +2025-05-21 04:07:28,415 - pyskl - INFO - Epoch [112][3900/3940] lr: 3.756e-03, eta: 18:20:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.4309, loss: 2.4309 +2025-05-21 04:07:46,225 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-05-21 04:11:08,255 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 04:11:08,721 - pyskl - INFO - +top1_acc 0.8378 +top5_acc 0.9720 +2025-05-21 04:11:08,739 - pyskl - INFO - Epoch(val) [112][3183] top1_acc: 0.8378, top5_acc: 0.9720 +2025-05-21 04:12:17,186 - pyskl - INFO - Epoch [113][100/3940] lr: 3.750e-03, eta: 18:19:48, time: 0.684, data_time: 0.244, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 2.3316, loss: 2.3316 +2025-05-21 04:13:01,155 - pyskl - INFO - Epoch [113][200/3940] lr: 3.745e-03, eta: 18:19:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 2.3087, loss: 2.3087 +2025-05-21 04:13:44,948 - pyskl - INFO - Epoch [113][300/3940] lr: 3.740e-03, eta: 18:18:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 2.3565, loss: 2.3565 +2025-05-21 04:14:28,845 - pyskl - INFO - Epoch [113][400/3940] lr: 3.735e-03, eta: 18:17:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.3295, loss: 2.3295 +2025-05-21 04:15:12,911 - pyskl - INFO - Epoch [113][500/3940] lr: 3.731e-03, eta: 18:16:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 2.2749, loss: 2.2749 +2025-05-21 04:15:56,823 - pyskl - INFO - Epoch [113][600/3940] lr: 3.726e-03, eta: 18:16:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 2.2852, loss: 2.2852 +2025-05-21 04:16:40,784 - pyskl - INFO - Epoch [113][700/3940] lr: 3.721e-03, eta: 18:15:23, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 2.3078, loss: 2.3078 +2025-05-21 04:17:24,622 - pyskl - INFO - Epoch [113][800/3940] lr: 3.716e-03, eta: 18:14:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 2.2738, loss: 2.2738 +2025-05-21 04:18:08,516 - pyskl - INFO - Epoch [113][900/3940] lr: 3.712e-03, eta: 18:13:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 2.2737, loss: 2.2737 +2025-05-21 04:18:52,521 - pyskl - INFO - Epoch [113][1000/3940] lr: 3.707e-03, eta: 18:13:10, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 2.2637, loss: 2.2637 +2025-05-21 04:19:36,387 - pyskl - INFO - Epoch [113][1100/3940] lr: 3.702e-03, eta: 18:12:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 2.3036, loss: 2.3036 +2025-05-21 04:20:20,310 - pyskl - INFO - Epoch [113][1200/3940] lr: 3.697e-03, eta: 18:11:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9994, loss_cls: 2.3690, loss: 2.3690 +2025-05-21 04:21:04,295 - pyskl - INFO - Epoch [113][1300/3940] lr: 3.693e-03, eta: 18:10:58, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 2.3688, loss: 2.3688 +2025-05-21 04:21:48,174 - pyskl - INFO - Epoch [113][1400/3940] lr: 3.688e-03, eta: 18:10:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.3778, loss: 2.3778 +2025-05-21 04:22:31,979 - pyskl - INFO - Epoch [113][1500/3940] lr: 3.683e-03, eta: 18:09:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 2.4142, loss: 2.4142 +2025-05-21 04:23:16,050 - pyskl - INFO - Epoch [113][1600/3940] lr: 3.679e-03, eta: 18:08:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 2.3889, loss: 2.3889 +2025-05-21 04:23:59,998 - pyskl - INFO - Epoch [113][1700/3940] lr: 3.674e-03, eta: 18:08:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 2.3957, loss: 2.3957 +2025-05-21 04:24:43,980 - pyskl - INFO - Epoch [113][1800/3940] lr: 3.669e-03, eta: 18:07:17, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.2713, loss: 2.2713 +2025-05-21 04:25:28,255 - pyskl - INFO - Epoch [113][1900/3940] lr: 3.665e-03, eta: 18:06:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.3337, loss: 2.3337 +2025-05-21 04:26:12,203 - pyskl - INFO - Epoch [113][2000/3940] lr: 3.660e-03, eta: 18:05:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 2.2974, loss: 2.2974 +2025-05-21 04:26:56,172 - pyskl - INFO - Epoch [113][2100/3940] lr: 3.655e-03, eta: 18:05:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 2.4209, loss: 2.4209 +2025-05-21 04:27:40,095 - pyskl - INFO - Epoch [113][2200/3940] lr: 3.650e-03, eta: 18:04:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 2.3647, loss: 2.3647 +2025-05-21 04:28:24,027 - pyskl - INFO - Epoch [113][2300/3940] lr: 3.646e-03, eta: 18:03:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.3991, loss: 2.3991 +2025-05-21 04:29:08,088 - pyskl - INFO - Epoch [113][2400/3940] lr: 3.641e-03, eta: 18:02:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 2.3888, loss: 2.3888 +2025-05-21 04:29:52,114 - pyskl - INFO - Epoch [113][2500/3940] lr: 3.636e-03, eta: 18:02:08, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.4858, loss: 2.4858 +2025-05-21 04:30:36,434 - pyskl - INFO - Epoch [113][2600/3940] lr: 3.632e-03, eta: 18:01:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 2.3899, loss: 2.3899 +2025-05-21 04:31:20,506 - pyskl - INFO - Epoch [113][2700/3940] lr: 3.627e-03, eta: 18:00:40, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 2.4557, loss: 2.4557 +2025-05-21 04:32:04,501 - pyskl - INFO - Epoch [113][2800/3940] lr: 3.622e-03, eta: 17:59:56, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 2.3594, loss: 2.3594 +2025-05-21 04:32:48,653 - pyskl - INFO - Epoch [113][2900/3940] lr: 3.618e-03, eta: 17:59:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.4353, loss: 2.4353 +2025-05-21 04:33:32,555 - pyskl - INFO - Epoch [113][3000/3940] lr: 3.613e-03, eta: 17:58:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 2.4251, loss: 2.4251 +2025-05-21 04:34:16,334 - pyskl - INFO - Epoch [113][3100/3940] lr: 3.608e-03, eta: 17:57:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 2.4324, loss: 2.4324 +2025-05-21 04:35:00,097 - pyskl - INFO - Epoch [113][3200/3940] lr: 3.604e-03, eta: 17:56:59, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.3028, loss: 2.3028 +2025-05-21 04:35:43,886 - pyskl - INFO - Epoch [113][3300/3940] lr: 3.599e-03, eta: 17:56:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.2916, loss: 2.2916 +2025-05-21 04:36:27,640 - pyskl - INFO - Epoch [113][3400/3940] lr: 3.594e-03, eta: 17:55:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9938, loss_cls: 2.3057, loss: 2.3057 +2025-05-21 04:37:11,383 - pyskl - INFO - Epoch [113][3500/3940] lr: 3.590e-03, eta: 17:54:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.3974, loss: 2.3974 +2025-05-21 04:37:55,206 - pyskl - INFO - Epoch [113][3600/3940] lr: 3.585e-03, eta: 17:54:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.4319, loss: 2.4319 +2025-05-21 04:38:38,997 - pyskl - INFO - Epoch [113][3700/3940] lr: 3.580e-03, eta: 17:53:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 2.3839, loss: 2.3839 +2025-05-21 04:39:22,824 - pyskl - INFO - Epoch [113][3800/3940] lr: 3.576e-03, eta: 17:52:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 2.3431, loss: 2.3431 +2025-05-21 04:40:06,678 - pyskl - INFO - Epoch [113][3900/3940] lr: 3.571e-03, eta: 17:51:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 2.3466, loss: 2.3466 +2025-05-21 04:40:24,575 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-05-21 04:43:45,914 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 04:43:46,378 - pyskl - INFO - +top1_acc 0.8545 +top5_acc 0.9733 +2025-05-21 04:43:46,394 - pyskl - INFO - Epoch(val) [113][3183] top1_acc: 0.8545, top5_acc: 0.9733 +2025-05-21 04:44:54,748 - pyskl - INFO - Epoch [114][100/3940] lr: 3.564e-03, eta: 17:50:50, time: 0.683, data_time: 0.245, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.2948, loss: 2.2948 +2025-05-21 04:45:38,562 - pyskl - INFO - Epoch [114][200/3940] lr: 3.560e-03, eta: 17:50:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 2.2381, loss: 2.2381 +2025-05-21 04:46:22,265 - pyskl - INFO - Epoch [114][300/3940] lr: 3.555e-03, eta: 17:49:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 2.3122, loss: 2.3122 +2025-05-21 04:47:05,913 - pyskl - INFO - Epoch [114][400/3940] lr: 3.551e-03, eta: 17:48:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9919, loss_cls: 2.3252, loss: 2.3252 +2025-05-21 04:47:49,696 - pyskl - INFO - Epoch [114][500/3940] lr: 3.546e-03, eta: 17:47:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 2.3151, loss: 2.3151 +2025-05-21 04:48:33,375 - pyskl - INFO - Epoch [114][600/3940] lr: 3.541e-03, eta: 17:47:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 2.2521, loss: 2.2521 +2025-05-21 04:49:17,105 - pyskl - INFO - Epoch [114][700/3940] lr: 3.537e-03, eta: 17:46:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 2.2294, loss: 2.2294 +2025-05-21 04:50:00,860 - pyskl - INFO - Epoch [114][800/3940] lr: 3.532e-03, eta: 17:45:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 2.2459, loss: 2.2459 +2025-05-21 04:50:44,641 - pyskl - INFO - Epoch [114][900/3940] lr: 3.527e-03, eta: 17:44:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 2.3651, loss: 2.3651 +2025-05-21 04:51:28,473 - pyskl - INFO - Epoch [114][1000/3940] lr: 3.523e-03, eta: 17:44:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 2.2543, loss: 2.2543 +2025-05-21 04:52:12,216 - pyskl - INFO - Epoch [114][1100/3940] lr: 3.518e-03, eta: 17:43:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 2.2038, loss: 2.2038 +2025-05-21 04:52:55,976 - pyskl - INFO - Epoch [114][1200/3940] lr: 3.514e-03, eta: 17:42:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 2.2464, loss: 2.2464 +2025-05-21 04:53:39,702 - pyskl - INFO - Epoch [114][1300/3940] lr: 3.509e-03, eta: 17:41:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 2.2409, loss: 2.2409 +2025-05-21 04:54:23,473 - pyskl - INFO - Epoch [114][1400/3940] lr: 3.504e-03, eta: 17:41:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 2.2251, loss: 2.2251 +2025-05-21 04:55:07,196 - pyskl - INFO - Epoch [114][1500/3940] lr: 3.500e-03, eta: 17:40:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 2.2731, loss: 2.2731 +2025-05-21 04:55:50,942 - pyskl - INFO - Epoch [114][1600/3940] lr: 3.495e-03, eta: 17:39:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.2819, loss: 2.2819 +2025-05-21 04:56:34,911 - pyskl - INFO - Epoch [114][1700/3940] lr: 3.490e-03, eta: 17:39:02, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 2.2378, loss: 2.2378 +2025-05-21 04:57:18,955 - pyskl - INFO - Epoch [114][1800/3940] lr: 3.486e-03, eta: 17:38:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.3281, loss: 2.3281 +2025-05-21 04:58:02,922 - pyskl - INFO - Epoch [114][1900/3940] lr: 3.481e-03, eta: 17:37:34, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 2.3654, loss: 2.3654 +2025-05-21 04:58:47,199 - pyskl - INFO - Epoch [114][2000/3940] lr: 3.477e-03, eta: 17:36:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 2.3563, loss: 2.3563 +2025-05-21 04:59:31,187 - pyskl - INFO - Epoch [114][2100/3940] lr: 3.472e-03, eta: 17:36:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.3427, loss: 2.3427 +2025-05-21 05:00:15,190 - pyskl - INFO - Epoch [114][2200/3940] lr: 3.467e-03, eta: 17:35:22, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 2.2758, loss: 2.2758 +2025-05-21 05:00:59,040 - pyskl - INFO - Epoch [114][2300/3940] lr: 3.463e-03, eta: 17:34:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.3387, loss: 2.3387 +2025-05-21 05:01:43,106 - pyskl - INFO - Epoch [114][2400/3940] lr: 3.458e-03, eta: 17:33:54, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 2.3088, loss: 2.3088 +2025-05-21 05:02:26,942 - pyskl - INFO - Epoch [114][2500/3940] lr: 3.454e-03, eta: 17:33:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 2.3731, loss: 2.3731 +2025-05-21 05:03:10,721 - pyskl - INFO - Epoch [114][2600/3940] lr: 3.449e-03, eta: 17:32:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.3443, loss: 2.3443 +2025-05-21 05:03:54,571 - pyskl - INFO - Epoch [114][2700/3940] lr: 3.445e-03, eta: 17:31:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 2.2775, loss: 2.2775 +2025-05-21 05:04:38,382 - pyskl - INFO - Epoch [114][2800/3940] lr: 3.440e-03, eta: 17:30:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 2.3901, loss: 2.3901 +2025-05-21 05:05:22,190 - pyskl - INFO - Epoch [114][2900/3940] lr: 3.435e-03, eta: 17:30:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.3323, loss: 2.3323 +2025-05-21 05:06:06,037 - pyskl - INFO - Epoch [114][3000/3940] lr: 3.431e-03, eta: 17:29:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.3549, loss: 2.3549 +2025-05-21 05:06:49,965 - pyskl - INFO - Epoch [114][3100/3940] lr: 3.426e-03, eta: 17:28:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 2.2892, loss: 2.2892 +2025-05-21 05:07:33,849 - pyskl - INFO - Epoch [114][3200/3940] lr: 3.422e-03, eta: 17:28:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.4370, loss: 2.4370 +2025-05-21 05:08:17,644 - pyskl - INFO - Epoch [114][3300/3940] lr: 3.417e-03, eta: 17:27:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 2.4108, loss: 2.4108 +2025-05-21 05:09:01,505 - pyskl - INFO - Epoch [114][3400/3940] lr: 3.413e-03, eta: 17:26:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.3904, loss: 2.3904 +2025-05-21 05:09:45,452 - pyskl - INFO - Epoch [114][3500/3940] lr: 3.408e-03, eta: 17:25:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 2.4301, loss: 2.4301 +2025-05-21 05:10:29,448 - pyskl - INFO - Epoch [114][3600/3940] lr: 3.403e-03, eta: 17:25:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 2.5076, loss: 2.5076 +2025-05-21 05:11:13,352 - pyskl - INFO - Epoch [114][3700/3940] lr: 3.399e-03, eta: 17:24:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.2566, loss: 2.2566 +2025-05-21 05:11:57,152 - pyskl - INFO - Epoch [114][3800/3940] lr: 3.394e-03, eta: 17:23:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 2.3332, loss: 2.3332 +2025-05-21 05:12:40,965 - pyskl - INFO - Epoch [114][3900/3940] lr: 3.390e-03, eta: 17:22:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 2.3740, loss: 2.3740 +2025-05-21 05:12:58,811 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-05-21 05:16:20,185 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 05:16:20,649 - pyskl - INFO - +top1_acc 0.8337 +top5_acc 0.9686 +2025-05-21 05:16:20,665 - pyskl - INFO - Epoch(val) [114][3183] top1_acc: 0.8337, top5_acc: 0.9686 +2025-05-21 05:17:29,441 - pyskl - INFO - Epoch [115][100/3940] lr: 3.383e-03, eta: 17:21:51, time: 0.688, data_time: 0.251, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.4073, loss: 2.4073 +2025-05-21 05:18:13,179 - pyskl - INFO - Epoch [115][200/3940] lr: 3.379e-03, eta: 17:21:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 2.3253, loss: 2.3253 +2025-05-21 05:18:56,921 - pyskl - INFO - Epoch [115][300/3940] lr: 3.374e-03, eta: 17:20:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 2.2214, loss: 2.2214 +2025-05-21 05:19:40,673 - pyskl - INFO - Epoch [115][400/3940] lr: 3.370e-03, eta: 17:19:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 2.2507, loss: 2.2507 +2025-05-21 05:20:24,435 - pyskl - INFO - Epoch [115][500/3940] lr: 3.365e-03, eta: 17:18:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.2812, loss: 2.2812 +2025-05-21 05:21:08,256 - pyskl - INFO - Epoch [115][600/3940] lr: 3.361e-03, eta: 17:18:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 2.3254, loss: 2.3254 +2025-05-21 05:21:52,124 - pyskl - INFO - Epoch [115][700/3940] lr: 3.356e-03, eta: 17:17:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 2.2944, loss: 2.2944 +2025-05-21 05:22:36,131 - pyskl - INFO - Epoch [115][800/3940] lr: 3.352e-03, eta: 17:16:42, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 2.3087, loss: 2.3087 +2025-05-21 05:23:20,007 - pyskl - INFO - Epoch [115][900/3940] lr: 3.347e-03, eta: 17:15:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 2.2981, loss: 2.2981 +2025-05-21 05:24:03,842 - pyskl - INFO - Epoch [115][1000/3940] lr: 3.343e-03, eta: 17:15:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 2.3128, loss: 2.3128 +2025-05-21 05:24:47,743 - pyskl - INFO - Epoch [115][1100/3940] lr: 3.338e-03, eta: 17:14:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 2.2493, loss: 2.2493 +2025-05-21 05:25:31,646 - pyskl - INFO - Epoch [115][1200/3940] lr: 3.334e-03, eta: 17:13:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9931, loss_cls: 2.2038, loss: 2.2038 +2025-05-21 05:26:15,566 - pyskl - INFO - Epoch [115][1300/3940] lr: 3.329e-03, eta: 17:13:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 2.2369, loss: 2.2369 +2025-05-21 05:26:59,515 - pyskl - INFO - Epoch [115][1400/3940] lr: 3.325e-03, eta: 17:12:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 2.2305, loss: 2.2305 +2025-05-21 05:27:43,458 - pyskl - INFO - Epoch [115][1500/3940] lr: 3.320e-03, eta: 17:11:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 2.2507, loss: 2.2507 +2025-05-21 05:28:27,342 - pyskl - INFO - Epoch [115][1600/3940] lr: 3.315e-03, eta: 17:10:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 2.1485, loss: 2.1485 +2025-05-21 05:29:11,252 - pyskl - INFO - Epoch [115][1700/3940] lr: 3.311e-03, eta: 17:10:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 2.3679, loss: 2.3679 +2025-05-21 05:29:55,081 - pyskl - INFO - Epoch [115][1800/3940] lr: 3.306e-03, eta: 17:09:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 2.2578, loss: 2.2578 +2025-05-21 05:30:39,177 - pyskl - INFO - Epoch [115][1900/3940] lr: 3.302e-03, eta: 17:08:36, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 2.1918, loss: 2.1918 +2025-05-21 05:31:23,162 - pyskl - INFO - Epoch [115][2000/3940] lr: 3.297e-03, eta: 17:07:52, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 2.3493, loss: 2.3493 +2025-05-21 05:32:07,177 - pyskl - INFO - Epoch [115][2100/3940] lr: 3.293e-03, eta: 17:07:08, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 2.2459, loss: 2.2459 +2025-05-21 05:32:51,175 - pyskl - INFO - Epoch [115][2200/3940] lr: 3.288e-03, eta: 17:06:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 2.2825, loss: 2.2825 +2025-05-21 05:33:35,217 - pyskl - INFO - Epoch [115][2300/3940] lr: 3.284e-03, eta: 17:05:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.3037, loss: 2.3037 +2025-05-21 05:34:19,288 - pyskl - INFO - Epoch [115][2400/3940] lr: 3.280e-03, eta: 17:04:56, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 2.2493, loss: 2.2493 +2025-05-21 05:35:03,104 - pyskl - INFO - Epoch [115][2500/3940] lr: 3.275e-03, eta: 17:04:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 2.2994, loss: 2.2994 +2025-05-21 05:35:46,852 - pyskl - INFO - Epoch [115][2600/3940] lr: 3.271e-03, eta: 17:03:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 2.2126, loss: 2.2126 +2025-05-21 05:36:30,616 - pyskl - INFO - Epoch [115][2700/3940] lr: 3.266e-03, eta: 17:02:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9944, loss_cls: 2.2794, loss: 2.2794 +2025-05-21 05:37:14,348 - pyskl - INFO - Epoch [115][2800/3940] lr: 3.262e-03, eta: 17:01:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 2.2166, loss: 2.2166 +2025-05-21 05:37:58,102 - pyskl - INFO - Epoch [115][2900/3940] lr: 3.257e-03, eta: 17:01:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 2.3337, loss: 2.3337 +2025-05-21 05:38:41,863 - pyskl - INFO - Epoch [115][3000/3940] lr: 3.253e-03, eta: 17:00:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 2.3039, loss: 2.3039 +2025-05-21 05:39:25,635 - pyskl - INFO - Epoch [115][3100/3940] lr: 3.248e-03, eta: 16:59:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 2.3800, loss: 2.3800 +2025-05-21 05:40:09,394 - pyskl - INFO - Epoch [115][3200/3940] lr: 3.244e-03, eta: 16:59:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 2.2816, loss: 2.2816 +2025-05-21 05:40:53,183 - pyskl - INFO - Epoch [115][3300/3940] lr: 3.239e-03, eta: 16:58:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 2.3305, loss: 2.3305 +2025-05-21 05:41:36,967 - pyskl - INFO - Epoch [115][3400/3940] lr: 3.235e-03, eta: 16:57:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9950, loss_cls: 2.2619, loss: 2.2619 +2025-05-21 05:42:20,687 - pyskl - INFO - Epoch [115][3500/3940] lr: 3.230e-03, eta: 16:56:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 2.2256, loss: 2.2256 +2025-05-21 05:43:04,478 - pyskl - INFO - Epoch [115][3600/3940] lr: 3.226e-03, eta: 16:56:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 2.3224, loss: 2.3224 +2025-05-21 05:43:48,318 - pyskl - INFO - Epoch [115][3700/3940] lr: 3.221e-03, eta: 16:55:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 2.3152, loss: 2.3152 +2025-05-21 05:44:32,127 - pyskl - INFO - Epoch [115][3800/3940] lr: 3.217e-03, eta: 16:54:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 2.3183, loss: 2.3183 +2025-05-21 05:45:15,962 - pyskl - INFO - Epoch [115][3900/3940] lr: 3.213e-03, eta: 16:53:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.3594, loss: 2.3594 +2025-05-21 05:45:33,803 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-05-21 05:48:55,064 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 05:48:55,531 - pyskl - INFO - +top1_acc 0.8559 +top5_acc 0.9771 +2025-05-21 05:48:55,548 - pyskl - INFO - Epoch(val) [115][3183] top1_acc: 0.8559, top5_acc: 0.9771 +2025-05-21 05:50:04,109 - pyskl - INFO - Epoch [116][100/3940] lr: 3.206e-03, eta: 16:52:53, time: 0.686, data_time: 0.247, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 2.3026, loss: 2.3026 +2025-05-21 05:50:48,024 - pyskl - INFO - Epoch [116][200/3940] lr: 3.202e-03, eta: 16:52:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 2.2389, loss: 2.2389 +2025-05-21 05:51:31,867 - pyskl - INFO - Epoch [116][300/3940] lr: 3.197e-03, eta: 16:51:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 2.2433, loss: 2.2433 +2025-05-21 05:52:15,775 - pyskl - INFO - Epoch [116][400/3940] lr: 3.193e-03, eta: 16:50:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 2.2032, loss: 2.2032 +2025-05-21 05:52:59,690 - pyskl - INFO - Epoch [116][500/3940] lr: 3.189e-03, eta: 16:49:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 2.1635, loss: 2.1635 +2025-05-21 05:53:43,553 - pyskl - INFO - Epoch [116][600/3940] lr: 3.184e-03, eta: 16:49:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 2.1894, loss: 2.1894 +2025-05-21 05:54:27,404 - pyskl - INFO - Epoch [116][700/3940] lr: 3.180e-03, eta: 16:48:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 2.2277, loss: 2.2277 +2025-05-21 05:55:11,215 - pyskl - INFO - Epoch [116][800/3940] lr: 3.175e-03, eta: 16:47:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 2.2403, loss: 2.2403 +2025-05-21 05:55:55,056 - pyskl - INFO - Epoch [116][900/3940] lr: 3.171e-03, eta: 16:47:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.2483, loss: 2.2483 +2025-05-21 05:56:38,920 - pyskl - INFO - Epoch [116][1000/3940] lr: 3.166e-03, eta: 16:46:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 2.1811, loss: 2.1811 +2025-05-21 05:57:22,711 - pyskl - INFO - Epoch [116][1100/3940] lr: 3.162e-03, eta: 16:45:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 2.2245, loss: 2.2245 +2025-05-21 05:58:06,538 - pyskl - INFO - Epoch [116][1200/3940] lr: 3.158e-03, eta: 16:44:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 2.2120, loss: 2.2120 +2025-05-21 05:58:50,427 - pyskl - INFO - Epoch [116][1300/3940] lr: 3.153e-03, eta: 16:44:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 2.2898, loss: 2.2898 +2025-05-21 05:59:34,314 - pyskl - INFO - Epoch [116][1400/3940] lr: 3.149e-03, eta: 16:43:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 2.1895, loss: 2.1895 +2025-05-21 06:00:18,171 - pyskl - INFO - Epoch [116][1500/3940] lr: 3.144e-03, eta: 16:42:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 2.1895, loss: 2.1895 +2025-05-21 06:01:01,952 - pyskl - INFO - Epoch [116][1600/3940] lr: 3.140e-03, eta: 16:41:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 2.1640, loss: 2.1640 +2025-05-21 06:01:45,781 - pyskl - INFO - Epoch [116][1700/3940] lr: 3.136e-03, eta: 16:41:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 2.2778, loss: 2.2778 +2025-05-21 06:02:29,582 - pyskl - INFO - Epoch [116][1800/3940] lr: 3.131e-03, eta: 16:40:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 2.2315, loss: 2.2315 +2025-05-21 06:03:13,382 - pyskl - INFO - Epoch [116][1900/3940] lr: 3.127e-03, eta: 16:39:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 2.3365, loss: 2.3365 +2025-05-21 06:03:57,376 - pyskl - INFO - Epoch [116][2000/3940] lr: 3.122e-03, eta: 16:38:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 2.2032, loss: 2.2032 +2025-05-21 06:04:41,452 - pyskl - INFO - Epoch [116][2100/3940] lr: 3.118e-03, eta: 16:38:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9944, loss_cls: 2.3252, loss: 2.3252 +2025-05-21 06:05:25,452 - pyskl - INFO - Epoch [116][2200/3940] lr: 3.114e-03, eta: 16:37:25, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.2532, loss: 2.2532 +2025-05-21 06:06:09,450 - pyskl - INFO - Epoch [116][2300/3940] lr: 3.109e-03, eta: 16:36:41, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.2940, loss: 2.2940 +2025-05-21 06:06:53,351 - pyskl - INFO - Epoch [116][2400/3940] lr: 3.105e-03, eta: 16:35:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.3749, loss: 2.3749 +2025-05-21 06:07:37,352 - pyskl - INFO - Epoch [116][2500/3940] lr: 3.100e-03, eta: 16:35:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 2.2172, loss: 2.2172 +2025-05-21 06:08:21,337 - pyskl - INFO - Epoch [116][2600/3940] lr: 3.096e-03, eta: 16:34:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9944, loss_cls: 2.2999, loss: 2.2999 +2025-05-21 06:09:05,302 - pyskl - INFO - Epoch [116][2700/3940] lr: 3.092e-03, eta: 16:33:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 2.2969, loss: 2.2969 +2025-05-21 06:09:49,233 - pyskl - INFO - Epoch [116][2800/3940] lr: 3.087e-03, eta: 16:33:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.2691, loss: 2.2691 +2025-05-21 06:10:33,056 - pyskl - INFO - Epoch [116][2900/3940] lr: 3.083e-03, eta: 16:32:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 2.2607, loss: 2.2607 +2025-05-21 06:11:16,865 - pyskl - INFO - Epoch [116][3000/3940] lr: 3.079e-03, eta: 16:31:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 2.2347, loss: 2.2347 +2025-05-21 06:12:00,687 - pyskl - INFO - Epoch [116][3100/3940] lr: 3.074e-03, eta: 16:30:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 2.2053, loss: 2.2053 +2025-05-21 06:12:44,588 - pyskl - INFO - Epoch [116][3200/3940] lr: 3.070e-03, eta: 16:30:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 2.2023, loss: 2.2023 +2025-05-21 06:13:28,473 - pyskl - INFO - Epoch [116][3300/3940] lr: 3.065e-03, eta: 16:29:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 2.2482, loss: 2.2482 +2025-05-21 06:14:12,327 - pyskl - INFO - Epoch [116][3400/3940] lr: 3.061e-03, eta: 16:28:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 2.3525, loss: 2.3525 +2025-05-21 06:14:56,238 - pyskl - INFO - Epoch [116][3500/3940] lr: 3.057e-03, eta: 16:27:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 2.2243, loss: 2.2243 +2025-05-21 06:15:40,061 - pyskl - INFO - Epoch [116][3600/3940] lr: 3.052e-03, eta: 16:27:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.3218, loss: 2.3218 +2025-05-21 06:16:23,892 - pyskl - INFO - Epoch [116][3700/3940] lr: 3.048e-03, eta: 16:26:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.1890, loss: 2.1890 +2025-05-21 06:17:07,725 - pyskl - INFO - Epoch [116][3800/3940] lr: 3.044e-03, eta: 16:25:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 2.1709, loss: 2.1709 +2025-05-21 06:17:51,575 - pyskl - INFO - Epoch [116][3900/3940] lr: 3.039e-03, eta: 16:24:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 2.2928, loss: 2.2928 +2025-05-21 06:18:09,367 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-05-21 06:21:30,556 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 06:21:31,023 - pyskl - INFO - +top1_acc 0.8522 +top5_acc 0.9726 +2025-05-21 06:21:31,040 - pyskl - INFO - Epoch(val) [116][3183] top1_acc: 0.8522, top5_acc: 0.9726 +2025-05-21 06:22:39,785 - pyskl - INFO - Epoch [117][100/3940] lr: 3.033e-03, eta: 16:23:55, time: 0.687, data_time: 0.249, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.1578, loss: 2.1578 +2025-05-21 06:23:23,588 - pyskl - INFO - Epoch [117][200/3940] lr: 3.029e-03, eta: 16:23:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 2.1289, loss: 2.1289 +2025-05-21 06:24:07,452 - pyskl - INFO - Epoch [117][300/3940] lr: 3.025e-03, eta: 16:22:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 2.2819, loss: 2.2819 +2025-05-21 06:24:51,404 - pyskl - INFO - Epoch [117][400/3940] lr: 3.020e-03, eta: 16:21:42, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 2.1468, loss: 2.1468 +2025-05-21 06:25:35,299 - pyskl - INFO - Epoch [117][500/3940] lr: 3.016e-03, eta: 16:20:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 2.2204, loss: 2.2204 +2025-05-21 06:26:19,088 - pyskl - INFO - Epoch [117][600/3940] lr: 3.012e-03, eta: 16:20:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 2.2474, loss: 2.2474 +2025-05-21 06:27:02,876 - pyskl - INFO - Epoch [117][700/3940] lr: 3.007e-03, eta: 16:19:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 2.1271, loss: 2.1271 +2025-05-21 06:27:46,726 - pyskl - INFO - Epoch [117][800/3940] lr: 3.003e-03, eta: 16:18:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 2.0927, loss: 2.0927 +2025-05-21 06:28:30,577 - pyskl - INFO - Epoch [117][900/3940] lr: 2.999e-03, eta: 16:18:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 2.2369, loss: 2.2369 +2025-05-21 06:29:14,444 - pyskl - INFO - Epoch [117][1000/3940] lr: 2.994e-03, eta: 16:17:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 2.2860, loss: 2.2860 +2025-05-21 06:29:58,391 - pyskl - INFO - Epoch [117][1100/3940] lr: 2.990e-03, eta: 16:16:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 2.1214, loss: 2.1214 +2025-05-21 06:30:42,368 - pyskl - INFO - Epoch [117][1200/3940] lr: 2.986e-03, eta: 16:15:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 2.2062, loss: 2.2062 +2025-05-21 06:31:26,323 - pyskl - INFO - Epoch [117][1300/3940] lr: 2.981e-03, eta: 16:15:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 2.1999, loss: 2.1999 +2025-05-21 06:32:10,258 - pyskl - INFO - Epoch [117][1400/3940] lr: 2.977e-03, eta: 16:14:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 2.2123, loss: 2.2123 +2025-05-21 06:32:54,206 - pyskl - INFO - Epoch [117][1500/3940] lr: 2.973e-03, eta: 16:13:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 2.2615, loss: 2.2615 +2025-05-21 06:33:38,175 - pyskl - INFO - Epoch [117][1600/3940] lr: 2.968e-03, eta: 16:12:52, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 2.2542, loss: 2.2542 +2025-05-21 06:34:22,224 - pyskl - INFO - Epoch [117][1700/3940] lr: 2.964e-03, eta: 16:12:08, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.2952, loss: 2.2952 +2025-05-21 06:35:06,227 - pyskl - INFO - Epoch [117][1800/3940] lr: 2.960e-03, eta: 16:11:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 2.2480, loss: 2.2480 +2025-05-21 06:35:50,224 - pyskl - INFO - Epoch [117][1900/3940] lr: 2.956e-03, eta: 16:10:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 2.3448, loss: 2.3448 +2025-05-21 06:36:34,210 - pyskl - INFO - Epoch [117][2000/3940] lr: 2.951e-03, eta: 16:09:56, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 2.2011, loss: 2.2011 +2025-05-21 06:37:18,125 - pyskl - INFO - Epoch [117][2100/3940] lr: 2.947e-03, eta: 16:09:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.2486, loss: 2.2486 +2025-05-21 06:38:02,237 - pyskl - INFO - Epoch [117][2200/3940] lr: 2.943e-03, eta: 16:08:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 2.3115, loss: 2.3115 +2025-05-21 06:38:46,246 - pyskl - INFO - Epoch [117][2300/3940] lr: 2.938e-03, eta: 16:07:44, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 2.2796, loss: 2.2796 +2025-05-21 06:39:30,127 - pyskl - INFO - Epoch [117][2400/3940] lr: 2.934e-03, eta: 16:06:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 2.3030, loss: 2.3030 +2025-05-21 06:40:14,472 - pyskl - INFO - Epoch [117][2500/3940] lr: 2.930e-03, eta: 16:06:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 2.3232, loss: 2.3232 +2025-05-21 06:40:58,570 - pyskl - INFO - Epoch [117][2600/3940] lr: 2.926e-03, eta: 16:05:31, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 2.2288, loss: 2.2288 +2025-05-21 06:41:42,614 - pyskl - INFO - Epoch [117][2700/3940] lr: 2.921e-03, eta: 16:04:47, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.2720, loss: 2.2720 +2025-05-21 06:42:26,518 - pyskl - INFO - Epoch [117][2800/3940] lr: 2.917e-03, eta: 16:04:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.2836, loss: 2.2836 +2025-05-21 06:43:10,403 - pyskl - INFO - Epoch [117][2900/3940] lr: 2.913e-03, eta: 16:03:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 2.3407, loss: 2.3407 +2025-05-21 06:43:54,176 - pyskl - INFO - Epoch [117][3000/3940] lr: 2.909e-03, eta: 16:02:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.3247, loss: 2.3247 +2025-05-21 06:44:37,949 - pyskl - INFO - Epoch [117][3100/3940] lr: 2.904e-03, eta: 16:01:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 2.1523, loss: 2.1523 +2025-05-21 06:45:21,746 - pyskl - INFO - Epoch [117][3200/3940] lr: 2.900e-03, eta: 16:01:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 2.1432, loss: 2.1432 +2025-05-21 06:46:05,618 - pyskl - INFO - Epoch [117][3300/3940] lr: 2.896e-03, eta: 16:00:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9950, loss_cls: 2.2674, loss: 2.2674 +2025-05-21 06:46:49,457 - pyskl - INFO - Epoch [117][3400/3940] lr: 2.892e-03, eta: 15:59:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 2.2239, loss: 2.2239 +2025-05-21 06:47:33,309 - pyskl - INFO - Epoch [117][3500/3940] lr: 2.887e-03, eta: 15:58:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 2.2470, loss: 2.2470 +2025-05-21 06:48:17,095 - pyskl - INFO - Epoch [117][3600/3940] lr: 2.883e-03, eta: 15:58:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 2.2910, loss: 2.2910 +2025-05-21 06:49:00,867 - pyskl - INFO - Epoch [117][3700/3940] lr: 2.879e-03, eta: 15:57:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 2.1814, loss: 2.1814 +2025-05-21 06:49:44,697 - pyskl - INFO - Epoch [117][3800/3940] lr: 2.875e-03, eta: 15:56:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 2.1977, loss: 2.1977 +2025-05-21 06:50:28,548 - pyskl - INFO - Epoch [117][3900/3940] lr: 2.870e-03, eta: 15:55:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 2.2449, loss: 2.2449 +2025-05-21 06:50:46,393 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-05-21 06:54:07,686 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 06:54:08,150 - pyskl - INFO - +top1_acc 0.8568 +top5_acc 0.9759 +2025-05-21 06:54:08,167 - pyskl - INFO - Epoch(val) [117][3183] top1_acc: 0.8568, top5_acc: 0.9759 +2025-05-21 06:55:16,829 - pyskl - INFO - Epoch [118][100/3940] lr: 2.864e-03, eta: 15:54:57, time: 0.687, data_time: 0.249, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 2.2532, loss: 2.2532 +2025-05-21 06:56:00,607 - pyskl - INFO - Epoch [118][200/3940] lr: 2.860e-03, eta: 15:54:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 2.0910, loss: 2.0910 +2025-05-21 06:56:44,357 - pyskl - INFO - Epoch [118][300/3940] lr: 2.856e-03, eta: 15:53:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 2.1443, loss: 2.1443 +2025-05-21 06:57:28,114 - pyskl - INFO - Epoch [118][400/3940] lr: 2.852e-03, eta: 15:52:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 2.1968, loss: 2.1968 +2025-05-21 06:58:11,938 - pyskl - INFO - Epoch [118][500/3940] lr: 2.847e-03, eta: 15:52:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 2.1660, loss: 2.1660 +2025-05-21 06:58:55,734 - pyskl - INFO - Epoch [118][600/3940] lr: 2.843e-03, eta: 15:51:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.1968, loss: 2.1968 +2025-05-21 06:59:39,519 - pyskl - INFO - Epoch [118][700/3940] lr: 2.839e-03, eta: 15:50:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 2.1758, loss: 2.1758 +2025-05-21 07:00:23,364 - pyskl - INFO - Epoch [118][800/3940] lr: 2.835e-03, eta: 15:49:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 2.1728, loss: 2.1728 +2025-05-21 07:01:07,141 - pyskl - INFO - Epoch [118][900/3940] lr: 2.831e-03, eta: 15:49:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 2.1043, loss: 2.1043 +2025-05-21 07:01:51,002 - pyskl - INFO - Epoch [118][1000/3940] lr: 2.826e-03, eta: 15:48:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 2.2106, loss: 2.2106 +2025-05-21 07:02:34,774 - pyskl - INFO - Epoch [118][1100/3940] lr: 2.822e-03, eta: 15:47:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 2.0881, loss: 2.0881 +2025-05-21 07:03:18,560 - pyskl - INFO - Epoch [118][1200/3940] lr: 2.818e-03, eta: 15:46:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 2.1449, loss: 2.1449 +2025-05-21 07:04:02,379 - pyskl - INFO - Epoch [118][1300/3940] lr: 2.814e-03, eta: 15:46:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 2.2874, loss: 2.2874 +2025-05-21 07:04:46,232 - pyskl - INFO - Epoch [118][1400/3940] lr: 2.810e-03, eta: 15:45:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 2.2318, loss: 2.2318 +2025-05-21 07:05:29,967 - pyskl - INFO - Epoch [118][1500/3940] lr: 2.805e-03, eta: 15:44:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 2.1135, loss: 2.1135 +2025-05-21 07:06:13,711 - pyskl - INFO - Epoch [118][1600/3940] lr: 2.801e-03, eta: 15:43:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 2.1532, loss: 2.1532 +2025-05-21 07:06:57,477 - pyskl - INFO - Epoch [118][1700/3940] lr: 2.797e-03, eta: 15:43:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 2.1430, loss: 2.1430 +2025-05-21 07:07:41,186 - pyskl - INFO - Epoch [118][1800/3940] lr: 2.793e-03, eta: 15:42:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 2.1605, loss: 2.1605 +2025-05-21 07:08:24,937 - pyskl - INFO - Epoch [118][1900/3940] lr: 2.789e-03, eta: 15:41:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 2.1443, loss: 2.1443 +2025-05-21 07:09:08,683 - pyskl - INFO - Epoch [118][2000/3940] lr: 2.784e-03, eta: 15:40:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 2.1710, loss: 2.1710 +2025-05-21 07:09:52,633 - pyskl - INFO - Epoch [118][2100/3940] lr: 2.780e-03, eta: 15:40:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 2.1874, loss: 2.1874 +2025-05-21 07:10:36,530 - pyskl - INFO - Epoch [118][2200/3940] lr: 2.776e-03, eta: 15:39:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9950, loss_cls: 2.2014, loss: 2.2014 +2025-05-21 07:11:20,525 - pyskl - INFO - Epoch [118][2300/3940] lr: 2.772e-03, eta: 15:38:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 2.2135, loss: 2.2135 +2025-05-21 07:12:04,744 - pyskl - INFO - Epoch [118][2400/3940] lr: 2.768e-03, eta: 15:38:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 2.2509, loss: 2.2509 +2025-05-21 07:12:48,756 - pyskl - INFO - Epoch [118][2500/3940] lr: 2.764e-03, eta: 15:37:17, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 2.2293, loss: 2.2293 +2025-05-21 07:13:32,722 - pyskl - INFO - Epoch [118][2600/3940] lr: 2.759e-03, eta: 15:36:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 2.2424, loss: 2.2424 +2025-05-21 07:14:16,562 - pyskl - INFO - Epoch [118][2700/3940] lr: 2.755e-03, eta: 15:35:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.0982, loss: 2.0982 +2025-05-21 07:15:00,500 - pyskl - INFO - Epoch [118][2800/3940] lr: 2.751e-03, eta: 15:35:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 2.2238, loss: 2.2238 +2025-05-21 07:15:44,424 - pyskl - INFO - Epoch [118][2900/3940] lr: 2.747e-03, eta: 15:34:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9994, loss_cls: 2.2362, loss: 2.2362 +2025-05-21 07:16:28,372 - pyskl - INFO - Epoch [118][3000/3940] lr: 2.743e-03, eta: 15:33:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 2.2412, loss: 2.2412 +2025-05-21 07:17:12,299 - pyskl - INFO - Epoch [118][3100/3940] lr: 2.739e-03, eta: 15:32:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 2.1908, loss: 2.1908 +2025-05-21 07:17:56,190 - pyskl - INFO - Epoch [118][3200/3940] lr: 2.734e-03, eta: 15:32:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 2.2535, loss: 2.2535 +2025-05-21 07:18:40,091 - pyskl - INFO - Epoch [118][3300/3940] lr: 2.730e-03, eta: 15:31:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 2.2084, loss: 2.2084 +2025-05-21 07:19:24,023 - pyskl - INFO - Epoch [118][3400/3940] lr: 2.726e-03, eta: 15:30:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 2.2123, loss: 2.2123 +2025-05-21 07:20:08,001 - pyskl - INFO - Epoch [118][3500/3940] lr: 2.722e-03, eta: 15:29:55, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 2.1837, loss: 2.1837 +2025-05-21 07:20:51,948 - pyskl - INFO - Epoch [118][3600/3940] lr: 2.718e-03, eta: 15:29:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9950, loss_cls: 2.2220, loss: 2.2220 +2025-05-21 07:21:35,889 - pyskl - INFO - Epoch [118][3700/3940] lr: 2.714e-03, eta: 15:28:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 2.1726, loss: 2.1726 +2025-05-21 07:22:19,870 - pyskl - INFO - Epoch [118][3800/3940] lr: 2.710e-03, eta: 15:27:43, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 2.1985, loss: 2.1985 +2025-05-21 07:23:03,863 - pyskl - INFO - Epoch [118][3900/3940] lr: 2.706e-03, eta: 15:26:59, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 2.2699, loss: 2.2699 +2025-05-21 07:23:21,808 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-05-21 07:26:43,173 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 07:26:43,642 - pyskl - INFO - +top1_acc 0.8547 +top5_acc 0.9754 +2025-05-21 07:26:43,659 - pyskl - INFO - Epoch(val) [118][3183] top1_acc: 0.8547, top5_acc: 0.9754 +2025-05-21 07:27:52,835 - pyskl - INFO - Epoch [119][100/3940] lr: 2.700e-03, eta: 15:25:59, time: 0.692, data_time: 0.253, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 2.3341, loss: 2.3341 +2025-05-21 07:28:36,632 - pyskl - INFO - Epoch [119][200/3940] lr: 2.696e-03, eta: 15:25:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 2.2347, loss: 2.2347 +2025-05-21 07:29:20,582 - pyskl - INFO - Epoch [119][300/3940] lr: 2.692e-03, eta: 15:24:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 2.1860, loss: 2.1860 +2025-05-21 07:30:04,443 - pyskl - INFO - Epoch [119][400/3940] lr: 2.687e-03, eta: 15:23:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 2.2021, loss: 2.2021 +2025-05-21 07:30:48,367 - pyskl - INFO - Epoch [119][500/3940] lr: 2.683e-03, eta: 15:23:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 2.1994, loss: 2.1994 +2025-05-21 07:31:32,316 - pyskl - INFO - Epoch [119][600/3940] lr: 2.679e-03, eta: 15:22:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 2.0995, loss: 2.0995 +2025-05-21 07:32:16,202 - pyskl - INFO - Epoch [119][700/3940] lr: 2.675e-03, eta: 15:21:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 2.1953, loss: 2.1953 +2025-05-21 07:33:00,031 - pyskl - INFO - Epoch [119][800/3940] lr: 2.671e-03, eta: 15:20:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 2.1042, loss: 2.1042 +2025-05-21 07:33:43,895 - pyskl - INFO - Epoch [119][900/3940] lr: 2.667e-03, eta: 15:20:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.1365, loss: 2.1365 +2025-05-21 07:34:27,726 - pyskl - INFO - Epoch [119][1000/3940] lr: 2.663e-03, eta: 15:19:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.0791, loss: 2.0791 +2025-05-21 07:35:11,616 - pyskl - INFO - Epoch [119][1100/3940] lr: 2.659e-03, eta: 15:18:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 2.1140, loss: 2.1140 +2025-05-21 07:35:55,432 - pyskl - INFO - Epoch [119][1200/3940] lr: 2.655e-03, eta: 15:17:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 2.0982, loss: 2.0982 +2025-05-21 07:36:39,325 - pyskl - INFO - Epoch [119][1300/3940] lr: 2.650e-03, eta: 15:17:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 2.2105, loss: 2.2105 +2025-05-21 07:37:23,115 - pyskl - INFO - Epoch [119][1400/3940] lr: 2.646e-03, eta: 15:16:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 2.2790, loss: 2.2790 +2025-05-21 07:38:06,881 - pyskl - INFO - Epoch [119][1500/3940] lr: 2.642e-03, eta: 15:15:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 2.1953, loss: 2.1953 +2025-05-21 07:38:50,804 - pyskl - INFO - Epoch [119][1600/3940] lr: 2.638e-03, eta: 15:14:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 2.1562, loss: 2.1562 +2025-05-21 07:39:34,787 - pyskl - INFO - Epoch [119][1700/3940] lr: 2.634e-03, eta: 15:14:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 2.1557, loss: 2.1557 +2025-05-21 07:40:18,715 - pyskl - INFO - Epoch [119][1800/3940] lr: 2.630e-03, eta: 15:13:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 2.1392, loss: 2.1392 +2025-05-21 07:41:02,618 - pyskl - INFO - Epoch [119][1900/3940] lr: 2.626e-03, eta: 15:12:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 2.1329, loss: 2.1329 +2025-05-21 07:41:46,562 - pyskl - INFO - Epoch [119][2000/3940] lr: 2.622e-03, eta: 15:12:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 2.1950, loss: 2.1950 +2025-05-21 07:42:30,573 - pyskl - INFO - Epoch [119][2100/3940] lr: 2.618e-03, eta: 15:11:16, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 2.1364, loss: 2.1364 +2025-05-21 07:43:14,650 - pyskl - INFO - Epoch [119][2200/3940] lr: 2.614e-03, eta: 15:10:32, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 2.1617, loss: 2.1617 +2025-05-21 07:43:58,656 - pyskl - INFO - Epoch [119][2300/3940] lr: 2.610e-03, eta: 15:09:48, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 2.1911, loss: 2.1911 +2025-05-21 07:44:42,506 - pyskl - INFO - Epoch [119][2400/3940] lr: 2.606e-03, eta: 15:09:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 2.1111, loss: 2.1111 +2025-05-21 07:45:26,591 - pyskl - INFO - Epoch [119][2500/3940] lr: 2.602e-03, eta: 15:08:19, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 2.1609, loss: 2.1609 +2025-05-21 07:46:10,668 - pyskl - INFO - Epoch [119][2600/3940] lr: 2.598e-03, eta: 15:07:35, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 2.2208, loss: 2.2208 +2025-05-21 07:46:54,504 - pyskl - INFO - Epoch [119][2700/3940] lr: 2.593e-03, eta: 15:06:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 2.1399, loss: 2.1399 +2025-05-21 07:47:38,380 - pyskl - INFO - Epoch [119][2800/3940] lr: 2.589e-03, eta: 15:06:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 2.2136, loss: 2.2136 +2025-05-21 07:48:22,399 - pyskl - INFO - Epoch [119][2900/3940] lr: 2.585e-03, eta: 15:05:23, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 2.1774, loss: 2.1774 +2025-05-21 07:49:06,378 - pyskl - INFO - Epoch [119][3000/3940] lr: 2.581e-03, eta: 15:04:39, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.1479, loss: 2.1479 +2025-05-21 07:49:50,242 - pyskl - INFO - Epoch [119][3100/3940] lr: 2.577e-03, eta: 15:03:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 2.1945, loss: 2.1945 +2025-05-21 07:50:34,081 - pyskl - INFO - Epoch [119][3200/3940] lr: 2.573e-03, eta: 15:03:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 2.2084, loss: 2.2084 +2025-05-21 07:51:17,955 - pyskl - INFO - Epoch [119][3300/3940] lr: 2.569e-03, eta: 15:02:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 2.1079, loss: 2.1079 +2025-05-21 07:52:01,934 - pyskl - INFO - Epoch [119][3400/3940] lr: 2.565e-03, eta: 15:01:42, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 2.1812, loss: 2.1812 +2025-05-21 07:52:45,943 - pyskl - INFO - Epoch [119][3500/3940] lr: 2.561e-03, eta: 15:00:58, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 2.2365, loss: 2.2365 +2025-05-21 07:53:29,808 - pyskl - INFO - Epoch [119][3600/3940] lr: 2.557e-03, eta: 15:00:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 2.2768, loss: 2.2768 +2025-05-21 07:54:13,697 - pyskl - INFO - Epoch [119][3700/3940] lr: 2.553e-03, eta: 14:59:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 2.2430, loss: 2.2430 +2025-05-21 07:54:57,753 - pyskl - INFO - Epoch [119][3800/3940] lr: 2.549e-03, eta: 14:58:46, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 2.1809, loss: 2.1809 +2025-05-21 07:55:41,723 - pyskl - INFO - Epoch [119][3900/3940] lr: 2.545e-03, eta: 14:58:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 2.1899, loss: 2.1899 +2025-05-21 07:55:59,703 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-05-21 07:59:21,953 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 07:59:22,422 - pyskl - INFO - +top1_acc 0.8649 +top5_acc 0.9796 +2025-05-21 07:59:22,480 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_111.pth was removed +2025-05-21 07:59:23,576 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2025-05-21 07:59:23,579 - pyskl - INFO - Best top1_acc is 0.8649 at 119 epoch. +2025-05-21 07:59:23,596 - pyskl - INFO - Epoch(val) [119][3183] top1_acc: 0.8649, top5_acc: 0.9796 +2025-05-21 08:00:32,708 - pyskl - INFO - Epoch [120][100/3940] lr: 2.539e-03, eta: 14:57:02, time: 0.691, data_time: 0.251, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 2.0383, loss: 2.0383 +2025-05-21 08:01:16,618 - pyskl - INFO - Epoch [120][200/3940] lr: 2.535e-03, eta: 14:56:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 2.0746, loss: 2.0746 +2025-05-21 08:02:00,529 - pyskl - INFO - Epoch [120][300/3940] lr: 2.531e-03, eta: 14:55:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.9721, loss: 1.9721 +2025-05-21 08:02:44,411 - pyskl - INFO - Epoch [120][400/3940] lr: 2.527e-03, eta: 14:54:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 2.1427, loss: 2.1427 +2025-05-21 08:03:28,268 - pyskl - INFO - Epoch [120][500/3940] lr: 2.523e-03, eta: 14:54:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 2.1156, loss: 2.1156 +2025-05-21 08:04:12,127 - pyskl - INFO - Epoch [120][600/3940] lr: 2.519e-03, eta: 14:53:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 2.0367, loss: 2.0367 +2025-05-21 08:04:56,026 - pyskl - INFO - Epoch [120][700/3940] lr: 2.515e-03, eta: 14:52:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9962, loss_cls: 2.1579, loss: 2.1579 +2025-05-21 08:05:39,999 - pyskl - INFO - Epoch [120][800/3940] lr: 2.511e-03, eta: 14:51:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 2.1141, loss: 2.1141 +2025-05-21 08:06:23,919 - pyskl - INFO - Epoch [120][900/3940] lr: 2.507e-03, eta: 14:51:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 2.1140, loss: 2.1140 +2025-05-21 08:07:07,831 - pyskl - INFO - Epoch [120][1000/3940] lr: 2.503e-03, eta: 14:50:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.1948, loss: 2.1948 +2025-05-21 08:07:51,753 - pyskl - INFO - Epoch [120][1100/3940] lr: 2.499e-03, eta: 14:49:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 2.0778, loss: 2.0778 +2025-05-21 08:08:35,687 - pyskl - INFO - Epoch [120][1200/3940] lr: 2.495e-03, eta: 14:48:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 2.1111, loss: 2.1111 +2025-05-21 08:09:19,582 - pyskl - INFO - Epoch [120][1300/3940] lr: 2.491e-03, eta: 14:48:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 2.0984, loss: 2.0984 +2025-05-21 08:10:03,577 - pyskl - INFO - Epoch [120][1400/3940] lr: 2.487e-03, eta: 14:47:28, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 2.2283, loss: 2.2283 +2025-05-21 08:10:47,530 - pyskl - INFO - Epoch [120][1500/3940] lr: 2.483e-03, eta: 14:46:44, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.1316, loss: 2.1316 +2025-05-21 08:11:31,417 - pyskl - INFO - Epoch [120][1600/3940] lr: 2.479e-03, eta: 14:45:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 2.1486, loss: 2.1486 +2025-05-21 08:12:15,402 - pyskl - INFO - Epoch [120][1700/3940] lr: 2.476e-03, eta: 14:45:15, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 2.0626, loss: 2.0626 +2025-05-21 08:12:59,339 - pyskl - INFO - Epoch [120][1800/3940] lr: 2.472e-03, eta: 14:44:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 2.2342, loss: 2.2342 +2025-05-21 08:13:43,251 - pyskl - INFO - Epoch [120][1900/3940] lr: 2.468e-03, eta: 14:43:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.1702, loss: 2.1702 +2025-05-21 08:14:27,173 - pyskl - INFO - Epoch [120][2000/3940] lr: 2.464e-03, eta: 14:43:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 2.1029, loss: 2.1029 +2025-05-21 08:15:11,270 - pyskl - INFO - Epoch [120][2100/3940] lr: 2.460e-03, eta: 14:42:19, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 2.1498, loss: 2.1498 +2025-05-21 08:15:55,594 - pyskl - INFO - Epoch [120][2200/3940] lr: 2.456e-03, eta: 14:41:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.1425, loss: 2.1425 +2025-05-21 08:16:39,501 - pyskl - INFO - Epoch [120][2300/3940] lr: 2.452e-03, eta: 14:40:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 2.1459, loss: 2.1459 +2025-05-21 08:17:23,402 - pyskl - INFO - Epoch [120][2400/3940] lr: 2.448e-03, eta: 14:40:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 2.1201, loss: 2.1201 +2025-05-21 08:18:07,326 - pyskl - INFO - Epoch [120][2500/3940] lr: 2.444e-03, eta: 14:39:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 2.0887, loss: 2.0887 +2025-05-21 08:18:51,399 - pyskl - INFO - Epoch [120][2600/3940] lr: 2.440e-03, eta: 14:38:38, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.1418, loss: 2.1418 +2025-05-21 08:19:35,396 - pyskl - INFO - Epoch [120][2700/3940] lr: 2.436e-03, eta: 14:37:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9956, loss_cls: 2.0890, loss: 2.0890 +2025-05-21 08:20:19,419 - pyskl - INFO - Epoch [120][2800/3940] lr: 2.432e-03, eta: 14:37:10, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 2.0887, loss: 2.0887 +2025-05-21 08:21:03,571 - pyskl - INFO - Epoch [120][2900/3940] lr: 2.428e-03, eta: 14:36:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 2.1094, loss: 2.1094 +2025-05-21 08:21:47,443 - pyskl - INFO - Epoch [120][3000/3940] lr: 2.424e-03, eta: 14:35:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9962, loss_cls: 2.2007, loss: 2.2007 +2025-05-21 08:22:31,361 - pyskl - INFO - Epoch [120][3100/3940] lr: 2.420e-03, eta: 14:34:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 2.0597, loss: 2.0597 +2025-05-21 08:23:15,141 - pyskl - INFO - Epoch [120][3200/3940] lr: 2.416e-03, eta: 14:34:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 2.1670, loss: 2.1670 +2025-05-21 08:23:58,975 - pyskl - INFO - Epoch [120][3300/3940] lr: 2.412e-03, eta: 14:33:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.2356, loss: 2.2356 +2025-05-21 08:24:42,922 - pyskl - INFO - Epoch [120][3400/3940] lr: 2.408e-03, eta: 14:32:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 2.1932, loss: 2.1932 +2025-05-21 08:25:26,849 - pyskl - INFO - Epoch [120][3500/3940] lr: 2.405e-03, eta: 14:32:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 2.0742, loss: 2.0742 +2025-05-21 08:26:10,775 - pyskl - INFO - Epoch [120][3600/3940] lr: 2.401e-03, eta: 14:31:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.9971, loss: 1.9971 +2025-05-21 08:26:54,687 - pyskl - INFO - Epoch [120][3700/3940] lr: 2.397e-03, eta: 14:30:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 2.1220, loss: 2.1220 +2025-05-21 08:27:38,847 - pyskl - INFO - Epoch [120][3800/3940] lr: 2.393e-03, eta: 14:29:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 2.1284, loss: 2.1284 +2025-05-21 08:28:22,792 - pyskl - INFO - Epoch [120][3900/3940] lr: 2.389e-03, eta: 14:29:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 2.2039, loss: 2.2039 +2025-05-21 08:28:40,712 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-05-21 08:32:02,230 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 08:32:02,701 - pyskl - INFO - +top1_acc 0.8645 +top5_acc 0.9757 +2025-05-21 08:32:02,719 - pyskl - INFO - Epoch(val) [120][3183] top1_acc: 0.8645, top5_acc: 0.9757 +2025-05-21 08:33:11,076 - pyskl - INFO - Epoch [121][100/3940] lr: 2.383e-03, eta: 14:28:04, time: 0.683, data_time: 0.244, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 2.0481, loss: 2.0481 +2025-05-21 08:33:54,993 - pyskl - INFO - Epoch [121][200/3940] lr: 2.380e-03, eta: 14:27:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 2.0403, loss: 2.0403 +2025-05-21 08:34:38,916 - pyskl - INFO - Epoch [121][300/3940] lr: 2.376e-03, eta: 14:26:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 2.0505, loss: 2.0505 +2025-05-21 08:35:22,788 - pyskl - INFO - Epoch [121][400/3940] lr: 2.372e-03, eta: 14:25:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 2.0138, loss: 2.0138 +2025-05-21 08:36:06,657 - pyskl - INFO - Epoch [121][500/3940] lr: 2.368e-03, eta: 14:25:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.0463, loss: 2.0463 +2025-05-21 08:36:50,621 - pyskl - INFO - Epoch [121][600/3940] lr: 2.364e-03, eta: 14:24:23, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 2.0862, loss: 2.0862 +2025-05-21 08:37:34,578 - pyskl - INFO - Epoch [121][700/3940] lr: 2.360e-03, eta: 14:23:39, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.0291, loss: 2.0291 +2025-05-21 08:38:18,554 - pyskl - INFO - Epoch [121][800/3940] lr: 2.356e-03, eta: 14:22:55, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.0203, loss: 2.0203 +2025-05-21 08:39:02,457 - pyskl - INFO - Epoch [121][900/3940] lr: 2.352e-03, eta: 14:22:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 2.0546, loss: 2.0546 +2025-05-21 08:39:46,538 - pyskl - INFO - Epoch [121][1000/3940] lr: 2.348e-03, eta: 14:21:27, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 2.0325, loss: 2.0325 +2025-05-21 08:40:30,533 - pyskl - INFO - Epoch [121][1100/3940] lr: 2.345e-03, eta: 14:20:43, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.0316, loss: 2.0316 +2025-05-21 08:41:14,424 - pyskl - INFO - Epoch [121][1200/3940] lr: 2.341e-03, eta: 14:19:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 2.1525, loss: 2.1525 +2025-05-21 08:41:58,432 - pyskl - INFO - Epoch [121][1300/3940] lr: 2.337e-03, eta: 14:19:14, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 2.1370, loss: 2.1370 +2025-05-21 08:42:42,407 - pyskl - INFO - Epoch [121][1400/3940] lr: 2.333e-03, eta: 14:18:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 2.0116, loss: 2.0116 +2025-05-21 08:43:26,468 - pyskl - INFO - Epoch [121][1500/3940] lr: 2.329e-03, eta: 14:17:46, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 2.0246, loss: 2.0246 +2025-05-21 08:44:10,329 - pyskl - INFO - Epoch [121][1600/3940] lr: 2.325e-03, eta: 14:17:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 2.0490, loss: 2.0490 +2025-05-21 08:44:54,371 - pyskl - INFO - Epoch [121][1700/3940] lr: 2.321e-03, eta: 14:16:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 2.1259, loss: 2.1259 +2025-05-21 08:45:38,476 - pyskl - INFO - Epoch [121][1800/3940] lr: 2.317e-03, eta: 14:15:34, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.0676, loss: 2.0676 +2025-05-21 08:46:22,407 - pyskl - INFO - Epoch [121][1900/3940] lr: 2.314e-03, eta: 14:14:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.0815, loss: 2.0815 +2025-05-21 08:47:06,283 - pyskl - INFO - Epoch [121][2000/3940] lr: 2.310e-03, eta: 14:14:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 2.0803, loss: 2.0803 +2025-05-21 08:47:50,057 - pyskl - INFO - Epoch [121][2100/3940] lr: 2.306e-03, eta: 14:13:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 2.1402, loss: 2.1402 +2025-05-21 08:48:33,921 - pyskl - INFO - Epoch [121][2200/3940] lr: 2.302e-03, eta: 14:12:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 2.0524, loss: 2.0524 +2025-05-21 08:49:17,752 - pyskl - INFO - Epoch [121][2300/3940] lr: 2.298e-03, eta: 14:11:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 2.2496, loss: 2.2496 +2025-05-21 08:50:01,617 - pyskl - INFO - Epoch [121][2400/3940] lr: 2.294e-03, eta: 14:11:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.1306, loss: 2.1306 +2025-05-21 08:50:45,457 - pyskl - INFO - Epoch [121][2500/3940] lr: 2.291e-03, eta: 14:10:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 2.0492, loss: 2.0492 +2025-05-21 08:51:29,301 - pyskl - INFO - Epoch [121][2600/3940] lr: 2.287e-03, eta: 14:09:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 2.1242, loss: 2.1242 +2025-05-21 08:52:13,121 - pyskl - INFO - Epoch [121][2700/3940] lr: 2.283e-03, eta: 14:08:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.0601, loss: 2.0601 +2025-05-21 08:52:57,011 - pyskl - INFO - Epoch [121][2800/3940] lr: 2.279e-03, eta: 14:08:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 2.1116, loss: 2.1116 +2025-05-21 08:53:40,938 - pyskl - INFO - Epoch [121][2900/3940] lr: 2.275e-03, eta: 14:07:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 2.0437, loss: 2.0437 +2025-05-21 08:54:24,855 - pyskl - INFO - Epoch [121][3000/3940] lr: 2.271e-03, eta: 14:06:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 2.1282, loss: 2.1282 +2025-05-21 08:55:08,822 - pyskl - INFO - Epoch [121][3100/3940] lr: 2.268e-03, eta: 14:06:00, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 2.1157, loss: 2.1157 +2025-05-21 08:55:52,784 - pyskl - INFO - Epoch [121][3200/3940] lr: 2.264e-03, eta: 14:05:16, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 2.1464, loss: 2.1464 +2025-05-21 08:56:36,705 - pyskl - INFO - Epoch [121][3300/3940] lr: 2.260e-03, eta: 14:04:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 2.1540, loss: 2.1540 +2025-05-21 08:57:20,605 - pyskl - INFO - Epoch [121][3400/3940] lr: 2.256e-03, eta: 14:03:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 2.2369, loss: 2.2369 +2025-05-21 08:58:04,509 - pyskl - INFO - Epoch [121][3500/3940] lr: 2.252e-03, eta: 14:03:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 2.1633, loss: 2.1633 +2025-05-21 08:58:48,391 - pyskl - INFO - Epoch [121][3600/3940] lr: 2.249e-03, eta: 14:02:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 2.0705, loss: 2.0705 +2025-05-21 08:59:32,319 - pyskl - INFO - Epoch [121][3700/3940] lr: 2.245e-03, eta: 14:01:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 2.1377, loss: 2.1377 +2025-05-21 09:00:16,263 - pyskl - INFO - Epoch [121][3800/3940] lr: 2.241e-03, eta: 14:00:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 2.1937, loss: 2.1937 +2025-05-21 09:01:00,302 - pyskl - INFO - Epoch [121][3900/3940] lr: 2.237e-03, eta: 14:00:07, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9950, loss_cls: 2.1668, loss: 2.1668 +2025-05-21 09:01:18,123 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-05-21 09:04:39,559 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 09:04:40,033 - pyskl - INFO - +top1_acc 0.8563 +top5_acc 0.9759 +2025-05-21 09:04:40,052 - pyskl - INFO - Epoch(val) [121][3183] top1_acc: 0.8563, top5_acc: 0.9759 +2025-05-21 09:05:48,798 - pyskl - INFO - Epoch [122][100/3940] lr: 2.232e-03, eta: 13:59:07, time: 0.687, data_time: 0.248, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 2.1115, loss: 2.1115 +2025-05-21 09:06:32,819 - pyskl - INFO - Epoch [122][200/3940] lr: 2.228e-03, eta: 13:58:23, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.9784, loss: 1.9784 +2025-05-21 09:07:16,849 - pyskl - INFO - Epoch [122][300/3940] lr: 2.224e-03, eta: 13:57:38, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 2.0337, loss: 2.0337 +2025-05-21 09:08:00,823 - pyskl - INFO - Epoch [122][400/3940] lr: 2.221e-03, eta: 13:56:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9329, loss: 1.9329 +2025-05-21 09:08:44,646 - pyskl - INFO - Epoch [122][500/3940] lr: 2.217e-03, eta: 13:56:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.9733, loss: 1.9733 +2025-05-21 09:09:28,588 - pyskl - INFO - Epoch [122][600/3940] lr: 2.213e-03, eta: 13:55:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 2.1375, loss: 2.1375 +2025-05-21 09:10:12,430 - pyskl - INFO - Epoch [122][700/3940] lr: 2.209e-03, eta: 13:54:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 2.1223, loss: 2.1223 +2025-05-21 09:10:56,296 - pyskl - INFO - Epoch [122][800/3940] lr: 2.205e-03, eta: 13:53:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.1291, loss: 2.1291 +2025-05-21 09:11:40,179 - pyskl - INFO - Epoch [122][900/3940] lr: 2.202e-03, eta: 13:53:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 2.0284, loss: 2.0284 +2025-05-21 09:12:24,172 - pyskl - INFO - Epoch [122][1000/3940] lr: 2.198e-03, eta: 13:52:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 2.0793, loss: 2.0793 +2025-05-21 09:13:08,101 - pyskl - INFO - Epoch [122][1100/3940] lr: 2.194e-03, eta: 13:51:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 2.0431, loss: 2.0431 +2025-05-21 09:13:51,930 - pyskl - INFO - Epoch [122][1200/3940] lr: 2.190e-03, eta: 13:51:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9950, loss_cls: 2.0208, loss: 2.0208 +2025-05-21 09:14:35,917 - pyskl - INFO - Epoch [122][1300/3940] lr: 2.187e-03, eta: 13:50:17, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 2.0755, loss: 2.0755 +2025-05-21 09:15:19,884 - pyskl - INFO - Epoch [122][1400/3940] lr: 2.183e-03, eta: 13:49:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 2.0347, loss: 2.0347 +2025-05-21 09:16:03,850 - pyskl - INFO - Epoch [122][1500/3940] lr: 2.179e-03, eta: 13:48:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 2.0103, loss: 2.0103 +2025-05-21 09:16:47,760 - pyskl - INFO - Epoch [122][1600/3940] lr: 2.175e-03, eta: 13:48:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.0592, loss: 2.0592 +2025-05-21 09:17:31,711 - pyskl - INFO - Epoch [122][1700/3940] lr: 2.172e-03, eta: 13:47:20, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 2.1014, loss: 2.1014 +2025-05-21 09:18:15,596 - pyskl - INFO - Epoch [122][1800/3940] lr: 2.168e-03, eta: 13:46:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.1031, loss: 2.1031 +2025-05-21 09:18:59,527 - pyskl - INFO - Epoch [122][1900/3940] lr: 2.164e-03, eta: 13:45:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.0980, loss: 2.0980 +2025-05-21 09:19:43,328 - pyskl - INFO - Epoch [122][2000/3940] lr: 2.160e-03, eta: 13:45:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 2.0405, loss: 2.0405 +2025-05-21 09:20:27,193 - pyskl - INFO - Epoch [122][2100/3940] lr: 2.157e-03, eta: 13:44:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 2.0893, loss: 2.0893 +2025-05-21 09:21:11,275 - pyskl - INFO - Epoch [122][2200/3940] lr: 2.153e-03, eta: 13:43:40, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 2.0737, loss: 2.0737 +2025-05-21 09:21:55,318 - pyskl - INFO - Epoch [122][2300/3940] lr: 2.149e-03, eta: 13:42:56, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 2.0565, loss: 2.0565 +2025-05-21 09:22:39,245 - pyskl - INFO - Epoch [122][2400/3940] lr: 2.145e-03, eta: 13:42:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 2.0715, loss: 2.0715 +2025-05-21 09:23:23,189 - pyskl - INFO - Epoch [122][2500/3940] lr: 2.142e-03, eta: 13:41:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 2.0682, loss: 2.0682 +2025-05-21 09:24:07,166 - pyskl - INFO - Epoch [122][2600/3940] lr: 2.138e-03, eta: 13:40:43, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.9945, loss: 1.9945 +2025-05-21 09:24:51,210 - pyskl - INFO - Epoch [122][2700/3940] lr: 2.134e-03, eta: 13:39:59, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 2.0336, loss: 2.0336 +2025-05-21 09:25:35,046 - pyskl - INFO - Epoch [122][2800/3940] lr: 2.131e-03, eta: 13:39:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 2.0387, loss: 2.0387 +2025-05-21 09:26:19,097 - pyskl - INFO - Epoch [122][2900/3940] lr: 2.127e-03, eta: 13:38:31, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 2.1059, loss: 2.1059 +2025-05-21 09:27:03,114 - pyskl - INFO - Epoch [122][3000/3940] lr: 2.123e-03, eta: 13:37:47, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 2.0969, loss: 2.0969 +2025-05-21 09:27:47,177 - pyskl - INFO - Epoch [122][3100/3940] lr: 2.120e-03, eta: 13:37:02, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 2.1012, loss: 2.1012 +2025-05-21 09:28:31,035 - pyskl - INFO - Epoch [122][3200/3940] lr: 2.116e-03, eta: 13:36:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 2.0514, loss: 2.0514 +2025-05-21 09:29:15,027 - pyskl - INFO - Epoch [122][3300/3940] lr: 2.112e-03, eta: 13:35:34, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 2.0931, loss: 2.0931 +2025-05-21 09:29:59,035 - pyskl - INFO - Epoch [122][3400/3940] lr: 2.108e-03, eta: 13:34:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 2.0026, loss: 2.0026 +2025-05-21 09:30:42,940 - pyskl - INFO - Epoch [122][3500/3940] lr: 2.105e-03, eta: 13:34:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 2.1114, loss: 2.1114 +2025-05-21 09:31:26,801 - pyskl - INFO - Epoch [122][3600/3940] lr: 2.101e-03, eta: 13:33:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 2.1094, loss: 2.1094 +2025-05-21 09:32:10,802 - pyskl - INFO - Epoch [122][3700/3940] lr: 2.097e-03, eta: 13:32:38, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 2.1440, loss: 2.1440 +2025-05-21 09:32:54,821 - pyskl - INFO - Epoch [122][3800/3940] lr: 2.094e-03, eta: 13:31:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 2.0496, loss: 2.0496 +2025-05-21 09:33:38,652 - pyskl - INFO - Epoch [122][3900/3940] lr: 2.090e-03, eta: 13:31:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.9990, loss: 1.9990 +2025-05-21 09:33:56,470 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-05-21 09:37:17,990 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 09:37:18,457 - pyskl - INFO - +top1_acc 0.8691 +top5_acc 0.9770 +2025-05-21 09:37:18,508 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_119.pth was removed +2025-05-21 09:37:19,570 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_122.pth. +2025-05-21 09:37:19,572 - pyskl - INFO - Best top1_acc is 0.8691 at 122 epoch. +2025-05-21 09:37:19,590 - pyskl - INFO - Epoch(val) [122][3183] top1_acc: 0.8691, top5_acc: 0.9770 +2025-05-21 09:38:28,269 - pyskl - INFO - Epoch [123][100/3940] lr: 2.085e-03, eta: 13:30:09, time: 0.687, data_time: 0.248, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 2.0705, loss: 2.0705 +2025-05-21 09:39:12,121 - pyskl - INFO - Epoch [123][200/3940] lr: 2.081e-03, eta: 13:29:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9903, loss: 1.9903 +2025-05-21 09:39:55,991 - pyskl - INFO - Epoch [123][300/3940] lr: 2.078e-03, eta: 13:28:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 2.0380, loss: 2.0380 +2025-05-21 09:40:39,779 - pyskl - INFO - Epoch [123][400/3940] lr: 2.074e-03, eta: 13:27:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 2.0813, loss: 2.0813 +2025-05-21 09:41:23,602 - pyskl - INFO - Epoch [123][500/3940] lr: 2.070e-03, eta: 13:27:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 2.0866, loss: 2.0866 +2025-05-21 09:42:07,385 - pyskl - INFO - Epoch [123][600/3940] lr: 2.067e-03, eta: 13:26:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 2.0123, loss: 2.0123 +2025-05-21 09:42:51,128 - pyskl - INFO - Epoch [123][700/3940] lr: 2.063e-03, eta: 13:25:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.9100, loss: 1.9100 +2025-05-21 09:43:34,908 - pyskl - INFO - Epoch [123][800/3940] lr: 2.059e-03, eta: 13:25:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.9313, loss: 1.9313 +2025-05-21 09:44:18,664 - pyskl - INFO - Epoch [123][900/3940] lr: 2.056e-03, eta: 13:24:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 2.0277, loss: 2.0277 +2025-05-21 09:45:02,556 - pyskl - INFO - Epoch [123][1000/3940] lr: 2.052e-03, eta: 13:23:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 2.0246, loss: 2.0246 +2025-05-21 09:45:46,404 - pyskl - INFO - Epoch [123][1100/3940] lr: 2.048e-03, eta: 13:22:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.9987, loss: 1.9987 +2025-05-21 09:46:30,240 - pyskl - INFO - Epoch [123][1200/3940] lr: 2.045e-03, eta: 13:22:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 2.0199, loss: 2.0199 +2025-05-21 09:47:14,022 - pyskl - INFO - Epoch [123][1300/3940] lr: 2.041e-03, eta: 13:21:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 2.0324, loss: 2.0324 +2025-05-21 09:47:57,889 - pyskl - INFO - Epoch [123][1400/3940] lr: 2.037e-03, eta: 13:20:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.9707, loss: 1.9707 +2025-05-21 09:48:41,753 - pyskl - INFO - Epoch [123][1500/3940] lr: 2.034e-03, eta: 13:19:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 2.0372, loss: 2.0372 +2025-05-21 09:49:25,616 - pyskl - INFO - Epoch [123][1600/3940] lr: 2.030e-03, eta: 13:19:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.0740, loss: 2.0740 +2025-05-21 09:50:09,417 - pyskl - INFO - Epoch [123][1700/3940] lr: 2.026e-03, eta: 13:18:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 2.0377, loss: 2.0377 +2025-05-21 09:50:53,246 - pyskl - INFO - Epoch [123][1800/3940] lr: 2.023e-03, eta: 13:17:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 2.0645, loss: 2.0645 +2025-05-21 09:51:37,154 - pyskl - INFO - Epoch [123][1900/3940] lr: 2.019e-03, eta: 13:16:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.9759, loss: 1.9759 +2025-05-21 09:52:21,022 - pyskl - INFO - Epoch [123][2000/3940] lr: 2.016e-03, eta: 13:16:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 2.0097, loss: 2.0097 +2025-05-21 09:53:04,894 - pyskl - INFO - Epoch [123][2100/3940] lr: 2.012e-03, eta: 13:15:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.9887, loss: 1.9887 +2025-05-21 09:53:48,820 - pyskl - INFO - Epoch [123][2200/3940] lr: 2.008e-03, eta: 13:14:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.0797, loss: 2.0797 +2025-05-21 09:54:32,626 - pyskl - INFO - Epoch [123][2300/3940] lr: 2.005e-03, eta: 13:13:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 2.0906, loss: 2.0906 +2025-05-21 09:55:16,269 - pyskl - INFO - Epoch [123][2400/3940] lr: 2.001e-03, eta: 13:13:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 2.1295, loss: 2.1295 +2025-05-21 09:56:00,111 - pyskl - INFO - Epoch [123][2500/3940] lr: 1.998e-03, eta: 13:12:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 2.0308, loss: 2.0308 +2025-05-21 09:56:44,065 - pyskl - INFO - Epoch [123][2600/3940] lr: 1.994e-03, eta: 13:11:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9909, loss: 1.9909 +2025-05-21 09:57:27,989 - pyskl - INFO - Epoch [123][2700/3940] lr: 1.990e-03, eta: 13:11:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 2.0415, loss: 2.0415 +2025-05-21 09:58:11,899 - pyskl - INFO - Epoch [123][2800/3940] lr: 1.987e-03, eta: 13:10:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 2.0123, loss: 2.0123 +2025-05-21 09:58:55,883 - pyskl - INFO - Epoch [123][2900/3940] lr: 1.983e-03, eta: 13:09:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 2.1388, loss: 2.1388 +2025-05-21 09:59:39,833 - pyskl - INFO - Epoch [123][3000/3940] lr: 1.980e-03, eta: 13:08:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.1181, loss: 2.1181 +2025-05-21 10:00:23,747 - pyskl - INFO - Epoch [123][3100/3940] lr: 1.976e-03, eta: 13:08:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 2.0517, loss: 2.0517 +2025-05-21 10:01:07,659 - pyskl - INFO - Epoch [123][3200/3940] lr: 1.972e-03, eta: 13:07:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 2.0531, loss: 2.0531 +2025-05-21 10:01:51,509 - pyskl - INFO - Epoch [123][3300/3940] lr: 1.969e-03, eta: 13:06:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 2.0418, loss: 2.0418 +2025-05-21 10:02:35,436 - pyskl - INFO - Epoch [123][3400/3940] lr: 1.965e-03, eta: 13:05:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 2.0170, loss: 2.0170 +2025-05-21 10:03:19,488 - pyskl - INFO - Epoch [123][3500/3940] lr: 1.962e-03, eta: 13:05:08, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 2.1135, loss: 2.1135 +2025-05-21 10:04:03,426 - pyskl - INFO - Epoch [123][3600/3940] lr: 1.958e-03, eta: 13:04:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.9479, loss: 1.9479 +2025-05-21 10:04:47,331 - pyskl - INFO - Epoch [123][3700/3940] lr: 1.954e-03, eta: 13:03:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 2.0706, loss: 2.0706 +2025-05-21 10:05:31,176 - pyskl - INFO - Epoch [123][3800/3940] lr: 1.951e-03, eta: 13:02:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 2.0290, loss: 2.0290 +2025-05-21 10:06:14,948 - pyskl - INFO - Epoch [123][3900/3940] lr: 1.947e-03, eta: 13:02:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.9972, loss: 1.9972 +2025-05-21 10:06:32,800 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-05-21 10:09:54,120 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 10:09:54,589 - pyskl - INFO - +top1_acc 0.8679 +top5_acc 0.9777 +2025-05-21 10:09:54,605 - pyskl - INFO - Epoch(val) [123][3183] top1_acc: 0.8679, top5_acc: 0.9777 +2025-05-21 10:11:03,345 - pyskl - INFO - Epoch [124][100/3940] lr: 1.942e-03, eta: 13:01:11, time: 0.687, data_time: 0.248, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 2.0651, loss: 2.0651 +2025-05-21 10:11:47,152 - pyskl - INFO - Epoch [124][200/3940] lr: 1.939e-03, eta: 13:00:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.9636, loss: 1.9636 +2025-05-21 10:12:30,952 - pyskl - INFO - Epoch [124][300/3940] lr: 1.935e-03, eta: 12:59:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 2.0078, loss: 2.0078 +2025-05-21 10:13:14,866 - pyskl - INFO - Epoch [124][400/3940] lr: 1.932e-03, eta: 12:58:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.9580, loss: 1.9580 +2025-05-21 10:13:58,747 - pyskl - INFO - Epoch [124][500/3940] lr: 1.928e-03, eta: 12:58:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.9531, loss: 1.9531 +2025-05-21 10:14:42,730 - pyskl - INFO - Epoch [124][600/3940] lr: 1.925e-03, eta: 12:57:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.9743, loss: 1.9743 +2025-05-21 10:15:26,655 - pyskl - INFO - Epoch [124][700/3940] lr: 1.921e-03, eta: 12:56:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 2.0640, loss: 2.0640 +2025-05-21 10:16:10,619 - pyskl - INFO - Epoch [124][800/3940] lr: 1.918e-03, eta: 12:56:02, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9956, loss: 1.9956 +2025-05-21 10:16:54,640 - pyskl - INFO - Epoch [124][900/3940] lr: 1.914e-03, eta: 12:55:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.9542, loss: 1.9542 +2025-05-21 10:17:38,473 - pyskl - INFO - Epoch [124][1000/3940] lr: 1.910e-03, eta: 12:54:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 2.0755, loss: 2.0755 +2025-05-21 10:18:22,242 - pyskl - INFO - Epoch [124][1100/3940] lr: 1.907e-03, eta: 12:53:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9918, loss: 1.9918 +2025-05-21 10:19:06,064 - pyskl - INFO - Epoch [124][1200/3940] lr: 1.903e-03, eta: 12:53:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.9621, loss: 1.9621 +2025-05-21 10:19:49,834 - pyskl - INFO - Epoch [124][1300/3940] lr: 1.900e-03, eta: 12:52:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 2.0711, loss: 2.0711 +2025-05-21 10:20:33,699 - pyskl - INFO - Epoch [124][1400/3940] lr: 1.896e-03, eta: 12:51:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9219, loss: 1.9219 +2025-05-21 10:21:17,666 - pyskl - INFO - Epoch [124][1500/3940] lr: 1.893e-03, eta: 12:50:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 2.0255, loss: 2.0255 +2025-05-21 10:22:01,740 - pyskl - INFO - Epoch [124][1600/3940] lr: 1.889e-03, eta: 12:50:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.9632, loss: 1.9632 +2025-05-21 10:22:45,679 - pyskl - INFO - Epoch [124][1700/3940] lr: 1.886e-03, eta: 12:49:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.9617, loss: 1.9617 +2025-05-21 10:23:29,629 - pyskl - INFO - Epoch [124][1800/3940] lr: 1.882e-03, eta: 12:48:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 2.0228, loss: 2.0228 +2025-05-21 10:24:13,443 - pyskl - INFO - Epoch [124][1900/3940] lr: 1.879e-03, eta: 12:47:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 2.0391, loss: 2.0391 +2025-05-21 10:24:57,327 - pyskl - INFO - Epoch [124][2000/3940] lr: 1.875e-03, eta: 12:47:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.9795, loss: 1.9795 +2025-05-21 10:25:41,125 - pyskl - INFO - Epoch [124][2100/3940] lr: 1.872e-03, eta: 12:46:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9788, loss: 1.9788 +2025-05-21 10:26:24,980 - pyskl - INFO - Epoch [124][2200/3940] lr: 1.868e-03, eta: 12:45:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.9986, loss: 1.9986 +2025-05-21 10:27:08,982 - pyskl - INFO - Epoch [124][2300/3940] lr: 1.865e-03, eta: 12:45:00, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 2.0801, loss: 2.0801 +2025-05-21 10:27:53,049 - pyskl - INFO - Epoch [124][2400/3940] lr: 1.861e-03, eta: 12:44:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 2.0051, loss: 2.0051 +2025-05-21 10:28:36,932 - pyskl - INFO - Epoch [124][2500/3940] lr: 1.858e-03, eta: 12:43:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.0013, loss: 2.0013 +2025-05-21 10:29:20,880 - pyskl - INFO - Epoch [124][2600/3940] lr: 1.854e-03, eta: 12:42:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.8928, loss: 1.8928 +2025-05-21 10:30:04,851 - pyskl - INFO - Epoch [124][2700/3940] lr: 1.851e-03, eta: 12:42:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.9892, loss: 1.9892 +2025-05-21 10:30:48,709 - pyskl - INFO - Epoch [124][2800/3940] lr: 1.847e-03, eta: 12:41:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 2.0335, loss: 2.0335 +2025-05-21 10:31:32,583 - pyskl - INFO - Epoch [124][2900/3940] lr: 1.844e-03, eta: 12:40:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.9082, loss: 1.9082 +2025-05-21 10:32:16,423 - pyskl - INFO - Epoch [124][3000/3940] lr: 1.840e-03, eta: 12:39:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 2.0648, loss: 2.0648 +2025-05-21 10:33:00,025 - pyskl - INFO - Epoch [124][3100/3940] lr: 1.837e-03, eta: 12:39:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 2.0609, loss: 2.0609 +2025-05-21 10:33:44,007 - pyskl - INFO - Epoch [124][3200/3940] lr: 1.834e-03, eta: 12:38:23, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 2.0498, loss: 2.0498 +2025-05-21 10:34:28,220 - pyskl - INFO - Epoch [124][3300/3940] lr: 1.830e-03, eta: 12:37:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.9875, loss: 1.9875 +2025-05-21 10:35:12,107 - pyskl - INFO - Epoch [124][3400/3940] lr: 1.827e-03, eta: 12:36:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.9772, loss: 1.9772 +2025-05-21 10:35:55,962 - pyskl - INFO - Epoch [124][3500/3940] lr: 1.823e-03, eta: 12:36:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.9817, loss: 1.9817 +2025-05-21 10:36:39,780 - pyskl - INFO - Epoch [124][3600/3940] lr: 1.820e-03, eta: 12:35:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.9507, loss: 1.9507 +2025-05-21 10:37:23,770 - pyskl - INFO - Epoch [124][3700/3940] lr: 1.816e-03, eta: 12:34:42, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.9624, loss: 1.9624 +2025-05-21 10:38:07,814 - pyskl - INFO - Epoch [124][3800/3940] lr: 1.813e-03, eta: 12:33:58, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 2.0036, loss: 2.0036 +2025-05-21 10:38:51,771 - pyskl - INFO - Epoch [124][3900/3940] lr: 1.809e-03, eta: 12:33:14, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.0459, loss: 2.0459 +2025-05-21 10:39:09,644 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-05-21 10:42:30,871 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 10:42:31,344 - pyskl - INFO - +top1_acc 0.8729 +top5_acc 0.9786 +2025-05-21 10:42:31,399 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_122.pth was removed +2025-05-21 10:42:32,475 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2025-05-21 10:42:32,478 - pyskl - INFO - Best top1_acc is 0.8729 at 124 epoch. +2025-05-21 10:42:32,499 - pyskl - INFO - Epoch(val) [124][3183] top1_acc: 0.8729, top5_acc: 0.9786 +2025-05-21 10:43:41,661 - pyskl - INFO - Epoch [125][100/3940] lr: 1.805e-03, eta: 12:32:13, time: 0.692, data_time: 0.252, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.9854, loss: 1.9854 +2025-05-21 10:44:25,568 - pyskl - INFO - Epoch [125][200/3940] lr: 1.801e-03, eta: 12:31:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.9879, loss: 1.9879 +2025-05-21 10:45:09,412 - pyskl - INFO - Epoch [125][300/3940] lr: 1.798e-03, eta: 12:30:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.9367, loss: 1.9367 +2025-05-21 10:45:53,211 - pyskl - INFO - Epoch [125][400/3940] lr: 1.794e-03, eta: 12:30:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 2.0378, loss: 2.0378 +2025-05-21 10:46:37,040 - pyskl - INFO - Epoch [125][500/3940] lr: 1.791e-03, eta: 12:29:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.9503, loss: 1.9503 +2025-05-21 10:47:20,854 - pyskl - INFO - Epoch [125][600/3940] lr: 1.787e-03, eta: 12:28:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9597, loss: 1.9597 +2025-05-21 10:48:04,637 - pyskl - INFO - Epoch [125][700/3940] lr: 1.784e-03, eta: 12:27:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.9766, loss: 1.9766 +2025-05-21 10:48:48,434 - pyskl - INFO - Epoch [125][800/3940] lr: 1.781e-03, eta: 12:27:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9457, loss: 1.9457 +2025-05-21 10:49:32,263 - pyskl - INFO - Epoch [125][900/3940] lr: 1.777e-03, eta: 12:26:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.9815, loss: 1.9815 +2025-05-21 10:50:16,099 - pyskl - INFO - Epoch [125][1000/3940] lr: 1.774e-03, eta: 12:25:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 2.0538, loss: 2.0538 +2025-05-21 10:50:59,930 - pyskl - INFO - Epoch [125][1100/3940] lr: 1.770e-03, eta: 12:24:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.9500, loss: 1.9500 +2025-05-21 10:51:43,843 - pyskl - INFO - Epoch [125][1200/3940] lr: 1.767e-03, eta: 12:24:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 2.0144, loss: 2.0144 +2025-05-21 10:52:27,699 - pyskl - INFO - Epoch [125][1300/3940] lr: 1.763e-03, eta: 12:23:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.9324, loss: 1.9324 +2025-05-21 10:53:11,547 - pyskl - INFO - Epoch [125][1400/3940] lr: 1.760e-03, eta: 12:22:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.8715, loss: 1.8715 +2025-05-21 10:53:55,394 - pyskl - INFO - Epoch [125][1500/3940] lr: 1.757e-03, eta: 12:21:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.9270, loss: 1.9270 +2025-05-21 10:54:39,169 - pyskl - INFO - Epoch [125][1600/3940] lr: 1.753e-03, eta: 12:21:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.9293, loss: 1.9293 +2025-05-21 10:55:22,980 - pyskl - INFO - Epoch [125][1700/3940] lr: 1.750e-03, eta: 12:20:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.9507, loss: 1.9507 +2025-05-21 10:56:06,840 - pyskl - INFO - Epoch [125][1800/3940] lr: 1.747e-03, eta: 12:19:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9509, loss: 1.9509 +2025-05-21 10:56:50,755 - pyskl - INFO - Epoch [125][1900/3940] lr: 1.743e-03, eta: 12:18:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.9867, loss: 1.9867 +2025-05-21 10:57:34,549 - pyskl - INFO - Epoch [125][2000/3940] lr: 1.740e-03, eta: 12:18:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8935, loss: 1.8935 +2025-05-21 10:58:18,393 - pyskl - INFO - Epoch [125][2100/3940] lr: 1.736e-03, eta: 12:17:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9150, loss: 1.9150 +2025-05-21 10:59:02,237 - pyskl - INFO - Epoch [125][2200/3940] lr: 1.733e-03, eta: 12:16:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9433, loss: 1.9433 +2025-05-21 10:59:46,155 - pyskl - INFO - Epoch [125][2300/3940] lr: 1.730e-03, eta: 12:16:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 2.0086, loss: 2.0086 +2025-05-21 11:00:30,073 - pyskl - INFO - Epoch [125][2400/3940] lr: 1.726e-03, eta: 12:15:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.9626, loss: 1.9626 +2025-05-21 11:01:14,374 - pyskl - INFO - Epoch [125][2500/3940] lr: 1.723e-03, eta: 12:14:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 2.0130, loss: 2.0130 +2025-05-21 11:01:58,423 - pyskl - INFO - Epoch [125][2600/3940] lr: 1.720e-03, eta: 12:13:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.9540, loss: 1.9540 +2025-05-21 11:02:42,469 - pyskl - INFO - Epoch [125][2700/3940] lr: 1.716e-03, eta: 12:13:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9116, loss: 1.9116 +2025-05-21 11:03:26,426 - pyskl - INFO - Epoch [125][2800/3940] lr: 1.713e-03, eta: 12:12:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 2.0265, loss: 2.0265 +2025-05-21 11:04:10,294 - pyskl - INFO - Epoch [125][2900/3940] lr: 1.709e-03, eta: 12:11:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 2.0241, loss: 2.0241 +2025-05-21 11:04:54,334 - pyskl - INFO - Epoch [125][3000/3940] lr: 1.706e-03, eta: 12:10:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.9607, loss: 1.9607 +2025-05-21 11:05:38,552 - pyskl - INFO - Epoch [125][3100/3940] lr: 1.703e-03, eta: 12:10:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.9769, loss: 1.9769 +2025-05-21 11:06:22,425 - pyskl - INFO - Epoch [125][3200/3940] lr: 1.699e-03, eta: 12:09:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 2.0141, loss: 2.0141 +2025-05-21 11:07:06,360 - pyskl - INFO - Epoch [125][3300/3940] lr: 1.696e-03, eta: 12:08:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9560, loss: 1.9560 +2025-05-21 11:07:50,329 - pyskl - INFO - Epoch [125][3400/3940] lr: 1.693e-03, eta: 12:07:57, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.9357, loss: 1.9357 +2025-05-21 11:08:34,291 - pyskl - INFO - Epoch [125][3500/3940] lr: 1.689e-03, eta: 12:07:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.9072, loss: 1.9072 +2025-05-21 11:09:18,178 - pyskl - INFO - Epoch [125][3600/3940] lr: 1.686e-03, eta: 12:06:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 2.0683, loss: 2.0683 +2025-05-21 11:10:02,100 - pyskl - INFO - Epoch [125][3700/3940] lr: 1.683e-03, eta: 12:05:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.9197, loss: 1.9197 +2025-05-21 11:10:46,074 - pyskl - INFO - Epoch [125][3800/3940] lr: 1.679e-03, eta: 12:05:00, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.9916, loss: 1.9916 +2025-05-21 11:11:29,988 - pyskl - INFO - Epoch [125][3900/3940] lr: 1.676e-03, eta: 12:04:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 2.0030, loss: 2.0030 +2025-05-21 11:11:47,855 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-05-21 11:15:09,346 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 11:15:09,816 - pyskl - INFO - +top1_acc 0.8816 +top5_acc 0.9804 +2025-05-21 11:15:09,870 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_124.pth was removed +2025-05-21 11:15:10,955 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2025-05-21 11:15:10,957 - pyskl - INFO - Best top1_acc is 0.8816 at 125 epoch. +2025-05-21 11:15:10,976 - pyskl - INFO - Epoch(val) [125][3183] top1_acc: 0.8816, top5_acc: 0.9804 +2025-05-21 11:16:20,688 - pyskl - INFO - Epoch [126][100/3940] lr: 1.671e-03, eta: 12:03:16, time: 0.697, data_time: 0.256, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 2.0386, loss: 2.0386 +2025-05-21 11:17:04,601 - pyskl - INFO - Epoch [126][200/3940] lr: 1.668e-03, eta: 12:02:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.9026, loss: 1.9026 +2025-05-21 11:17:48,454 - pyskl - INFO - Epoch [126][300/3940] lr: 1.665e-03, eta: 12:01:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9066, loss: 1.9066 +2025-05-21 11:18:32,354 - pyskl - INFO - Epoch [126][400/3940] lr: 1.661e-03, eta: 12:01:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.8981, loss: 1.8981 +2025-05-21 11:19:16,183 - pyskl - INFO - Epoch [126][500/3940] lr: 1.658e-03, eta: 12:00:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.9103, loss: 1.9103 +2025-05-21 11:19:59,988 - pyskl - INFO - Epoch [126][600/3940] lr: 1.655e-03, eta: 11:59:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9079, loss: 1.9079 +2025-05-21 11:20:43,713 - pyskl - INFO - Epoch [126][700/3940] lr: 1.652e-03, eta: 11:58:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8405, loss: 1.8405 +2025-05-21 11:21:27,619 - pyskl - INFO - Epoch [126][800/3940] lr: 1.648e-03, eta: 11:58:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 2.0003, loss: 2.0003 +2025-05-21 11:22:11,449 - pyskl - INFO - Epoch [126][900/3940] lr: 1.645e-03, eta: 11:57:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8355, loss: 1.8355 +2025-05-21 11:22:55,315 - pyskl - INFO - Epoch [126][1000/3940] lr: 1.642e-03, eta: 11:56:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9761, loss: 1.9761 +2025-05-21 11:23:39,244 - pyskl - INFO - Epoch [126][1100/3940] lr: 1.638e-03, eta: 11:55:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9340, loss: 1.9340 +2025-05-21 11:24:23,137 - pyskl - INFO - Epoch [126][1200/3940] lr: 1.635e-03, eta: 11:55:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8763, loss: 1.8763 +2025-05-21 11:25:07,050 - pyskl - INFO - Epoch [126][1300/3940] lr: 1.632e-03, eta: 11:54:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.8790, loss: 1.8790 +2025-05-21 11:25:50,953 - pyskl - INFO - Epoch [126][1400/3940] lr: 1.629e-03, eta: 11:53:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.9011, loss: 1.9011 +2025-05-21 11:26:34,856 - pyskl - INFO - Epoch [126][1500/3940] lr: 1.625e-03, eta: 11:52:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.9901, loss: 1.9901 +2025-05-21 11:27:18,741 - pyskl - INFO - Epoch [126][1600/3940] lr: 1.622e-03, eta: 11:52:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.9690, loss: 1.9690 +2025-05-21 11:28:02,596 - pyskl - INFO - Epoch [126][1700/3940] lr: 1.619e-03, eta: 11:51:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.9242, loss: 1.9242 +2025-05-21 11:28:46,458 - pyskl - INFO - Epoch [126][1800/3940] lr: 1.615e-03, eta: 11:50:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8741, loss: 1.8741 +2025-05-21 11:29:30,442 - pyskl - INFO - Epoch [126][1900/3940] lr: 1.612e-03, eta: 11:50:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.8788, loss: 1.8788 +2025-05-21 11:30:14,404 - pyskl - INFO - Epoch [126][2000/3940] lr: 1.609e-03, eta: 11:49:17, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.9605, loss: 1.9605 +2025-05-21 11:30:58,356 - pyskl - INFO - Epoch [126][2100/3940] lr: 1.606e-03, eta: 11:48:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9285, loss: 1.9285 +2025-05-21 11:31:42,292 - pyskl - INFO - Epoch [126][2200/3940] lr: 1.602e-03, eta: 11:47:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.9461, loss: 1.9461 +2025-05-21 11:32:26,220 - pyskl - INFO - Epoch [126][2300/3940] lr: 1.599e-03, eta: 11:47:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.9217, loss: 1.9217 +2025-05-21 11:33:10,269 - pyskl - INFO - Epoch [126][2400/3940] lr: 1.596e-03, eta: 11:46:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.9708, loss: 1.9708 +2025-05-21 11:33:54,263 - pyskl - INFO - Epoch [126][2500/3940] lr: 1.593e-03, eta: 11:45:37, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9436, loss: 1.9436 +2025-05-21 11:34:37,975 - pyskl - INFO - Epoch [126][2600/3940] lr: 1.589e-03, eta: 11:44:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.8954, loss: 1.8954 +2025-05-21 11:35:21,819 - pyskl - INFO - Epoch [126][2700/3940] lr: 1.586e-03, eta: 11:44:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.9586, loss: 1.9586 +2025-05-21 11:36:05,844 - pyskl - INFO - Epoch [126][2800/3940] lr: 1.583e-03, eta: 11:43:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.9794, loss: 1.9794 +2025-05-21 11:36:49,727 - pyskl - INFO - Epoch [126][2900/3940] lr: 1.580e-03, eta: 11:42:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9243, loss: 1.9243 +2025-05-21 11:37:33,606 - pyskl - INFO - Epoch [126][3000/3940] lr: 1.576e-03, eta: 11:41:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.9360, loss: 1.9360 +2025-05-21 11:38:17,461 - pyskl - INFO - Epoch [126][3100/3940] lr: 1.573e-03, eta: 11:41:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.9538, loss: 1.9538 +2025-05-21 11:39:01,338 - pyskl - INFO - Epoch [126][3200/3940] lr: 1.570e-03, eta: 11:40:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9352, loss: 1.9352 +2025-05-21 11:39:45,153 - pyskl - INFO - Epoch [126][3300/3940] lr: 1.567e-03, eta: 11:39:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.9283, loss: 1.9283 +2025-05-21 11:40:29,036 - pyskl - INFO - Epoch [126][3400/3940] lr: 1.564e-03, eta: 11:38:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.8609, loss: 1.8609 +2025-05-21 11:41:13,061 - pyskl - INFO - Epoch [126][3500/3940] lr: 1.560e-03, eta: 11:38:15, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.9573, loss: 1.9573 +2025-05-21 11:41:57,036 - pyskl - INFO - Epoch [126][3600/3940] lr: 1.557e-03, eta: 11:37:31, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.9078, loss: 1.9078 +2025-05-21 11:42:41,099 - pyskl - INFO - Epoch [126][3700/3940] lr: 1.554e-03, eta: 11:36:47, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 2.0011, loss: 2.0011 +2025-05-21 11:43:25,101 - pyskl - INFO - Epoch [126][3800/3940] lr: 1.551e-03, eta: 11:36:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.9217, loss: 1.9217 +2025-05-21 11:44:09,100 - pyskl - INFO - Epoch [126][3900/3940] lr: 1.547e-03, eta: 11:35:19, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.9367, loss: 1.9367 +2025-05-21 11:44:26,998 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-05-21 11:47:47,961 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 11:47:48,431 - pyskl - INFO - +top1_acc 0.8750 +top5_acc 0.9779 +2025-05-21 11:47:48,451 - pyskl - INFO - Epoch(val) [126][3183] top1_acc: 0.8750, top5_acc: 0.9779 +2025-05-21 11:48:56,831 - pyskl - INFO - Epoch [127][100/3940] lr: 1.543e-03, eta: 11:34:18, time: 0.684, data_time: 0.244, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9612, loss: 1.9612 +2025-05-21 11:49:40,797 - pyskl - INFO - Epoch [127][200/3940] lr: 1.540e-03, eta: 11:33:34, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8802, loss: 1.8802 +2025-05-21 11:50:24,781 - pyskl - INFO - Epoch [127][300/3940] lr: 1.537e-03, eta: 11:32:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9338, loss: 1.9338 +2025-05-21 11:51:08,644 - pyskl - INFO - Epoch [127][400/3940] lr: 1.533e-03, eta: 11:32:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.8514, loss: 1.8514 +2025-05-21 11:51:52,545 - pyskl - INFO - Epoch [127][500/3940] lr: 1.530e-03, eta: 11:31:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9208, loss: 1.9208 +2025-05-21 11:52:36,123 - pyskl - INFO - Epoch [127][600/3940] lr: 1.527e-03, eta: 11:30:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.8542, loss: 1.8542 +2025-05-21 11:53:19,920 - pyskl - INFO - Epoch [127][700/3940] lr: 1.524e-03, eta: 11:29:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9131, loss: 1.9131 +2025-05-21 11:54:03,752 - pyskl - INFO - Epoch [127][800/3940] lr: 1.521e-03, eta: 11:29:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.9387, loss: 1.9387 +2025-05-21 11:54:47,651 - pyskl - INFO - Epoch [127][900/3940] lr: 1.518e-03, eta: 11:28:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.8884, loss: 1.8884 +2025-05-21 11:55:31,617 - pyskl - INFO - Epoch [127][1000/3940] lr: 1.514e-03, eta: 11:27:41, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.9323, loss: 1.9323 +2025-05-21 11:56:15,560 - pyskl - INFO - Epoch [127][1100/3940] lr: 1.511e-03, eta: 11:26:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8866, loss: 1.8866 +2025-05-21 11:56:59,503 - pyskl - INFO - Epoch [127][1200/3940] lr: 1.508e-03, eta: 11:26:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9730, loss: 1.9730 +2025-05-21 11:57:43,446 - pyskl - INFO - Epoch [127][1300/3940] lr: 1.505e-03, eta: 11:25:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.8192, loss: 1.8192 +2025-05-21 11:58:27,354 - pyskl - INFO - Epoch [127][1400/3940] lr: 1.502e-03, eta: 11:24:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.8038, loss: 1.8038 +2025-05-21 11:59:11,295 - pyskl - INFO - Epoch [127][1500/3940] lr: 1.499e-03, eta: 11:24:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9428, loss: 1.9428 +2025-05-21 11:59:55,211 - pyskl - INFO - Epoch [127][1600/3940] lr: 1.495e-03, eta: 11:23:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9065, loss: 1.9065 +2025-05-21 12:00:39,142 - pyskl - INFO - Epoch [127][1700/3940] lr: 1.492e-03, eta: 11:22:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.9887, loss: 1.9887 +2025-05-21 12:01:23,077 - pyskl - INFO - Epoch [127][1800/3940] lr: 1.489e-03, eta: 11:21:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.8988, loss: 1.8988 +2025-05-21 12:02:07,024 - pyskl - INFO - Epoch [127][1900/3940] lr: 1.486e-03, eta: 11:21:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9572, loss: 1.9572 +2025-05-21 12:02:50,978 - pyskl - INFO - Epoch [127][2000/3940] lr: 1.483e-03, eta: 11:20:19, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.8651, loss: 1.8651 +2025-05-21 12:03:34,915 - pyskl - INFO - Epoch [127][2100/3940] lr: 1.480e-03, eta: 11:19:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9125, loss: 1.9125 +2025-05-21 12:04:18,874 - pyskl - INFO - Epoch [127][2200/3940] lr: 1.477e-03, eta: 11:18:51, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7948, loss: 1.7948 +2025-05-21 12:05:02,864 - pyskl - INFO - Epoch [127][2300/3940] lr: 1.473e-03, eta: 11:18:07, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8817, loss: 1.8817 +2025-05-21 12:05:46,891 - pyskl - INFO - Epoch [127][2400/3940] lr: 1.470e-03, eta: 11:17:23, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.9305, loss: 1.9305 +2025-05-21 12:06:30,797 - pyskl - INFO - Epoch [127][2500/3940] lr: 1.467e-03, eta: 11:16:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8482, loss: 1.8482 +2025-05-21 12:07:14,666 - pyskl - INFO - Epoch [127][2600/3940] lr: 1.464e-03, eta: 11:15:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.8487, loss: 1.8487 +2025-05-21 12:07:58,570 - pyskl - INFO - Epoch [127][2700/3940] lr: 1.461e-03, eta: 11:15:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8507, loss: 1.8507 +2025-05-21 12:08:42,441 - pyskl - INFO - Epoch [127][2800/3940] lr: 1.458e-03, eta: 11:14:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.9788, loss: 1.9788 +2025-05-21 12:09:26,429 - pyskl - INFO - Epoch [127][2900/3940] lr: 1.455e-03, eta: 11:13:42, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.9165, loss: 1.9165 +2025-05-21 12:10:10,377 - pyskl - INFO - Epoch [127][3000/3940] lr: 1.452e-03, eta: 11:12:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.8652, loss: 1.8652 +2025-05-21 12:10:54,221 - pyskl - INFO - Epoch [127][3100/3940] lr: 1.448e-03, eta: 11:12:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8376, loss: 1.8376 +2025-05-21 12:11:38,060 - pyskl - INFO - Epoch [127][3200/3940] lr: 1.445e-03, eta: 11:11:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.8683, loss: 1.8683 +2025-05-21 12:12:21,898 - pyskl - INFO - Epoch [127][3300/3940] lr: 1.442e-03, eta: 11:10:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9097, loss: 1.9097 +2025-05-21 12:13:05,813 - pyskl - INFO - Epoch [127][3400/3940] lr: 1.439e-03, eta: 11:10:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.8801, loss: 1.8801 +2025-05-21 12:13:49,778 - pyskl - INFO - Epoch [127][3500/3940] lr: 1.436e-03, eta: 11:09:17, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.8863, loss: 1.8863 +2025-05-21 12:14:33,758 - pyskl - INFO - Epoch [127][3600/3940] lr: 1.433e-03, eta: 11:08:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.9064, loss: 1.9064 +2025-05-21 12:15:17,811 - pyskl - INFO - Epoch [127][3700/3940] lr: 1.430e-03, eta: 11:07:49, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9603, loss: 1.9603 +2025-05-21 12:16:01,755 - pyskl - INFO - Epoch [127][3800/3940] lr: 1.427e-03, eta: 11:07:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.9311, loss: 1.9311 +2025-05-21 12:16:45,747 - pyskl - INFO - Epoch [127][3900/3940] lr: 1.424e-03, eta: 11:06:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.8856, loss: 1.8856 +2025-05-21 12:17:03,673 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-05-21 12:20:25,011 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 12:20:25,475 - pyskl - INFO - +top1_acc 0.8835 +top5_acc 0.9814 +2025-05-21 12:20:25,526 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_125.pth was removed +2025-05-21 12:20:26,557 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-05-21 12:20:26,559 - pyskl - INFO - Best top1_acc is 0.8835 at 127 epoch. +2025-05-21 12:20:26,577 - pyskl - INFO - Epoch(val) [127][3183] top1_acc: 0.8835, top5_acc: 0.9814 +2025-05-21 12:21:35,210 - pyskl - INFO - Epoch [128][100/3940] lr: 1.419e-03, eta: 11:05:20, time: 0.686, data_time: 0.247, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8262, loss: 1.8262 +2025-05-21 12:22:19,192 - pyskl - INFO - Epoch [128][200/3940] lr: 1.416e-03, eta: 11:04:36, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.8335, loss: 1.8335 +2025-05-21 12:23:03,051 - pyskl - INFO - Epoch [128][300/3940] lr: 1.413e-03, eta: 11:03:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.8331, loss: 1.8331 +2025-05-21 12:23:46,918 - pyskl - INFO - Epoch [128][400/3940] lr: 1.410e-03, eta: 11:03:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8700, loss: 1.8700 +2025-05-21 12:24:30,775 - pyskl - INFO - Epoch [128][500/3940] lr: 1.407e-03, eta: 11:02:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8388, loss: 1.8388 +2025-05-21 12:25:14,682 - pyskl - INFO - Epoch [128][600/3940] lr: 1.404e-03, eta: 11:01:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8556, loss: 1.8556 +2025-05-21 12:25:58,518 - pyskl - INFO - Epoch [128][700/3940] lr: 1.401e-03, eta: 11:00:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8156, loss: 1.8156 +2025-05-21 12:26:42,425 - pyskl - INFO - Epoch [128][800/3940] lr: 1.398e-03, eta: 11:00:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.8741, loss: 1.8741 +2025-05-21 12:27:26,223 - pyskl - INFO - Epoch [128][900/3940] lr: 1.395e-03, eta: 10:59:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7998, loss: 1.7998 +2025-05-21 12:28:10,137 - pyskl - INFO - Epoch [128][1000/3940] lr: 1.392e-03, eta: 10:58:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8194, loss: 1.8194 +2025-05-21 12:28:54,014 - pyskl - INFO - Epoch [128][1100/3940] lr: 1.389e-03, eta: 10:57:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8309, loss: 1.8309 +2025-05-21 12:29:37,888 - pyskl - INFO - Epoch [128][1200/3940] lr: 1.386e-03, eta: 10:57:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.8545, loss: 1.8545 +2025-05-21 12:30:21,882 - pyskl - INFO - Epoch [128][1300/3940] lr: 1.383e-03, eta: 10:56:31, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9529, loss: 1.9529 +2025-05-21 12:31:05,763 - pyskl - INFO - Epoch [128][1400/3940] lr: 1.380e-03, eta: 10:55:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8968, loss: 1.8968 +2025-05-21 12:31:49,645 - pyskl - INFO - Epoch [128][1500/3940] lr: 1.377e-03, eta: 10:55:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.8819, loss: 1.8819 +2025-05-21 12:32:33,640 - pyskl - INFO - Epoch [128][1600/3940] lr: 1.374e-03, eta: 10:54:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.8711, loss: 1.8711 +2025-05-21 12:33:17,551 - pyskl - INFO - Epoch [128][1700/3940] lr: 1.371e-03, eta: 10:53:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8356, loss: 1.8356 +2025-05-21 12:34:01,472 - pyskl - INFO - Epoch [128][1800/3940] lr: 1.368e-03, eta: 10:52:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.9210, loss: 1.9210 +2025-05-21 12:34:45,211 - pyskl - INFO - Epoch [128][1900/3940] lr: 1.365e-03, eta: 10:52:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.8787, loss: 1.8787 +2025-05-21 12:35:29,058 - pyskl - INFO - Epoch [128][2000/3940] lr: 1.362e-03, eta: 10:51:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.8581, loss: 1.8581 +2025-05-21 12:36:12,931 - pyskl - INFO - Epoch [128][2100/3940] lr: 1.359e-03, eta: 10:50:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.8510, loss: 1.8510 +2025-05-21 12:36:56,790 - pyskl - INFO - Epoch [128][2200/3940] lr: 1.356e-03, eta: 10:49:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.9060, loss: 1.9060 +2025-05-21 12:37:40,622 - pyskl - INFO - Epoch [128][2300/3940] lr: 1.353e-03, eta: 10:49:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.8702, loss: 1.8702 +2025-05-21 12:38:24,604 - pyskl - INFO - Epoch [128][2400/3940] lr: 1.350e-03, eta: 10:48:25, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.9175, loss: 1.9175 +2025-05-21 12:39:08,512 - pyskl - INFO - Epoch [128][2500/3940] lr: 1.347e-03, eta: 10:47:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.9832, loss: 1.9832 +2025-05-21 12:39:52,295 - pyskl - INFO - Epoch [128][2600/3940] lr: 1.344e-03, eta: 10:46:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2025-05-21 12:40:36,080 - pyskl - INFO - Epoch [128][2700/3940] lr: 1.341e-03, eta: 10:46:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8545, loss: 1.8545 +2025-05-21 12:41:19,883 - pyskl - INFO - Epoch [128][2800/3940] lr: 1.338e-03, eta: 10:45:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9342, loss: 1.9342 +2025-05-21 12:42:03,819 - pyskl - INFO - Epoch [128][2900/3940] lr: 1.335e-03, eta: 10:44:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.8742, loss: 1.8742 +2025-05-21 12:42:47,706 - pyskl - INFO - Epoch [128][3000/3940] lr: 1.332e-03, eta: 10:44:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.9797, loss: 1.9797 +2025-05-21 12:43:31,519 - pyskl - INFO - Epoch [128][3100/3940] lr: 1.329e-03, eta: 10:43:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8616, loss: 1.8616 +2025-05-21 12:44:15,375 - pyskl - INFO - Epoch [128][3200/3940] lr: 1.326e-03, eta: 10:42:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9043, loss: 1.9043 +2025-05-21 12:44:59,331 - pyskl - INFO - Epoch [128][3300/3940] lr: 1.323e-03, eta: 10:41:48, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.8975, loss: 1.8975 +2025-05-21 12:45:43,277 - pyskl - INFO - Epoch [128][3400/3940] lr: 1.320e-03, eta: 10:41:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.9214, loss: 1.9214 +2025-05-21 12:46:27,230 - pyskl - INFO - Epoch [128][3500/3940] lr: 1.317e-03, eta: 10:40:20, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9284, loss: 1.9284 +2025-05-21 12:47:11,163 - pyskl - INFO - Epoch [128][3600/3940] lr: 1.314e-03, eta: 10:39:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.8661, loss: 1.8661 +2025-05-21 12:47:54,996 - pyskl - INFO - Epoch [128][3700/3940] lr: 1.311e-03, eta: 10:38:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8461, loss: 1.8461 +2025-05-21 12:48:39,231 - pyskl - INFO - Epoch [128][3800/3940] lr: 1.308e-03, eta: 10:38:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.8465, loss: 1.8465 +2025-05-21 12:49:23,155 - pyskl - INFO - Epoch [128][3900/3940] lr: 1.305e-03, eta: 10:37:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.8462, loss: 1.8462 +2025-05-21 12:49:41,015 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-05-21 12:53:02,348 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 12:53:02,816 - pyskl - INFO - +top1_acc 0.8833 +top5_acc 0.9797 +2025-05-21 12:53:02,833 - pyskl - INFO - Epoch(val) [128][3183] top1_acc: 0.8833, top5_acc: 0.9797 +2025-05-21 12:54:11,197 - pyskl - INFO - Epoch [129][100/3940] lr: 1.301e-03, eta: 10:36:23, time: 0.684, data_time: 0.244, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8810, loss: 1.8810 +2025-05-21 12:54:55,246 - pyskl - INFO - Epoch [129][200/3940] lr: 1.298e-03, eta: 10:35:39, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7969, loss: 1.7969 +2025-05-21 12:55:39,070 - pyskl - INFO - Epoch [129][300/3940] lr: 1.295e-03, eta: 10:34:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.8616, loss: 1.8616 +2025-05-21 12:56:22,901 - pyskl - INFO - Epoch [129][400/3940] lr: 1.292e-03, eta: 10:34:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.8244, loss: 1.8244 +2025-05-21 12:57:06,639 - pyskl - INFO - Epoch [129][500/3940] lr: 1.289e-03, eta: 10:33:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8723, loss: 1.8723 +2025-05-21 12:57:50,555 - pyskl - INFO - Epoch [129][600/3940] lr: 1.286e-03, eta: 10:32:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.8092, loss: 1.8092 +2025-05-21 12:58:34,327 - pyskl - INFO - Epoch [129][700/3940] lr: 1.283e-03, eta: 10:31:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.8255, loss: 1.8255 +2025-05-21 12:59:18,155 - pyskl - INFO - Epoch [129][800/3940] lr: 1.280e-03, eta: 10:31:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8582, loss: 1.8582 +2025-05-21 13:00:01,945 - pyskl - INFO - Epoch [129][900/3940] lr: 1.277e-03, eta: 10:30:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9668, loss: 1.9668 +2025-05-21 13:00:45,888 - pyskl - INFO - Epoch [129][1000/3940] lr: 1.274e-03, eta: 10:29:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.8186, loss: 1.8186 +2025-05-21 13:01:29,705 - pyskl - INFO - Epoch [129][1100/3940] lr: 1.271e-03, eta: 10:29:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8636, loss: 1.8636 +2025-05-21 13:02:13,507 - pyskl - INFO - Epoch [129][1200/3940] lr: 1.268e-03, eta: 10:28:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.8472, loss: 1.8472 +2025-05-21 13:02:57,341 - pyskl - INFO - Epoch [129][1300/3940] lr: 1.265e-03, eta: 10:27:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8565, loss: 1.8565 +2025-05-21 13:03:41,189 - pyskl - INFO - Epoch [129][1400/3940] lr: 1.263e-03, eta: 10:26:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8349, loss: 1.8349 +2025-05-21 13:04:25,140 - pyskl - INFO - Epoch [129][1500/3940] lr: 1.260e-03, eta: 10:26:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.8647, loss: 1.8647 +2025-05-21 13:05:09,291 - pyskl - INFO - Epoch [129][1600/3940] lr: 1.257e-03, eta: 10:25:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8968, loss: 1.8968 +2025-05-21 13:05:53,258 - pyskl - INFO - Epoch [129][1700/3940] lr: 1.254e-03, eta: 10:24:36, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8013, loss: 1.8013 +2025-05-21 13:06:37,238 - pyskl - INFO - Epoch [129][1800/3940] lr: 1.251e-03, eta: 10:23:52, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8969, loss: 1.8969 +2025-05-21 13:07:21,128 - pyskl - INFO - Epoch [129][1900/3940] lr: 1.248e-03, eta: 10:23:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.8402, loss: 1.8402 +2025-05-21 13:08:05,045 - pyskl - INFO - Epoch [129][2000/3940] lr: 1.245e-03, eta: 10:22:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.8106, loss: 1.8106 +2025-05-21 13:08:48,800 - pyskl - INFO - Epoch [129][2100/3940] lr: 1.242e-03, eta: 10:21:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8781, loss: 1.8781 +2025-05-21 13:09:32,500 - pyskl - INFO - Epoch [129][2200/3940] lr: 1.239e-03, eta: 10:20:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.8217, loss: 1.8217 +2025-05-21 13:10:16,391 - pyskl - INFO - Epoch [129][2300/3940] lr: 1.237e-03, eta: 10:20:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.8564, loss: 1.8564 +2025-05-21 13:11:00,194 - pyskl - INFO - Epoch [129][2400/3940] lr: 1.234e-03, eta: 10:19:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.9326, loss: 1.9326 +2025-05-21 13:11:44,317 - pyskl - INFO - Epoch [129][2500/3940] lr: 1.231e-03, eta: 10:18:43, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.8409, loss: 1.8409 +2025-05-21 13:12:28,199 - pyskl - INFO - Epoch [129][2600/3940] lr: 1.228e-03, eta: 10:17:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7948, loss: 1.7948 +2025-05-21 13:13:12,075 - pyskl - INFO - Epoch [129][2700/3940] lr: 1.225e-03, eta: 10:17:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7579, loss: 1.7579 +2025-05-21 13:13:56,005 - pyskl - INFO - Epoch [129][2800/3940] lr: 1.222e-03, eta: 10:16:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8385, loss: 1.8385 +2025-05-21 13:14:39,761 - pyskl - INFO - Epoch [129][2900/3940] lr: 1.219e-03, eta: 10:15:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.9435, loss: 1.9435 +2025-05-21 13:15:23,638 - pyskl - INFO - Epoch [129][3000/3940] lr: 1.216e-03, eta: 10:15:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8883, loss: 1.8883 +2025-05-21 13:16:07,494 - pyskl - INFO - Epoch [129][3100/3940] lr: 1.214e-03, eta: 10:14:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.8604, loss: 1.8604 +2025-05-21 13:16:51,306 - pyskl - INFO - Epoch [129][3200/3940] lr: 1.211e-03, eta: 10:13:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8795, loss: 1.8795 +2025-05-21 13:17:35,128 - pyskl - INFO - Epoch [129][3300/3940] lr: 1.208e-03, eta: 10:12:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8049, loss: 1.8049 +2025-05-21 13:18:18,934 - pyskl - INFO - Epoch [129][3400/3940] lr: 1.205e-03, eta: 10:12:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8269, loss: 1.8269 +2025-05-21 13:19:02,691 - pyskl - INFO - Epoch [129][3500/3940] lr: 1.202e-03, eta: 10:11:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.8969, loss: 1.8969 +2025-05-21 13:19:46,505 - pyskl - INFO - Epoch [129][3600/3940] lr: 1.199e-03, eta: 10:10:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.8376, loss: 1.8376 +2025-05-21 13:20:30,313 - pyskl - INFO - Epoch [129][3700/3940] lr: 1.196e-03, eta: 10:09:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.8677, loss: 1.8677 +2025-05-21 13:21:14,099 - pyskl - INFO - Epoch [129][3800/3940] lr: 1.194e-03, eta: 10:09:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.8078, loss: 1.8078 +2025-05-21 13:21:57,999 - pyskl - INFO - Epoch [129][3900/3940] lr: 1.191e-03, eta: 10:08:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.8167, loss: 1.8167 +2025-05-21 13:22:16,011 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-05-21 13:25:36,805 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 13:25:37,287 - pyskl - INFO - +top1_acc 0.8801 +top5_acc 0.9792 +2025-05-21 13:25:37,304 - pyskl - INFO - Epoch(val) [129][3183] top1_acc: 0.8801, top5_acc: 0.9792 +2025-05-21 13:26:45,645 - pyskl - INFO - Epoch [130][100/3940] lr: 1.187e-03, eta: 10:07:25, time: 0.683, data_time: 0.244, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8684, loss: 1.8684 +2025-05-21 13:27:29,480 - pyskl - INFO - Epoch [130][200/3940] lr: 1.184e-03, eta: 10:06:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7584, loss: 1.7584 +2025-05-21 13:28:13,359 - pyskl - INFO - Epoch [130][300/3940] lr: 1.181e-03, eta: 10:05:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.8581, loss: 1.8581 +2025-05-21 13:28:57,263 - pyskl - INFO - Epoch [130][400/3940] lr: 1.178e-03, eta: 10:05:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.8155, loss: 1.8155 +2025-05-21 13:29:41,057 - pyskl - INFO - Epoch [130][500/3940] lr: 1.176e-03, eta: 10:04:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.8401, loss: 1.8401 +2025-05-21 13:30:24,870 - pyskl - INFO - Epoch [130][600/3940] lr: 1.173e-03, eta: 10:03:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.8450, loss: 1.8450 +2025-05-21 13:31:08,688 - pyskl - INFO - Epoch [130][700/3940] lr: 1.170e-03, eta: 10:03:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7804, loss: 1.7804 +2025-05-21 13:31:52,520 - pyskl - INFO - Epoch [130][800/3940] lr: 1.167e-03, eta: 10:02:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7901, loss: 1.7901 +2025-05-21 13:32:36,579 - pyskl - INFO - Epoch [130][900/3940] lr: 1.164e-03, eta: 10:01:32, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7529, loss: 1.7529 +2025-05-21 13:33:20,511 - pyskl - INFO - Epoch [130][1000/3940] lr: 1.162e-03, eta: 10:00:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.8204, loss: 1.8204 +2025-05-21 13:34:04,494 - pyskl - INFO - Epoch [130][1100/3940] lr: 1.159e-03, eta: 10:00:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7452, loss: 1.7452 +2025-05-21 13:34:48,448 - pyskl - INFO - Epoch [130][1200/3940] lr: 1.156e-03, eta: 9:59:19, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8266, loss: 1.8266 +2025-05-21 13:35:32,427 - pyskl - INFO - Epoch [130][1300/3940] lr: 1.153e-03, eta: 9:58:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.8285, loss: 1.8285 +2025-05-21 13:36:16,307 - pyskl - INFO - Epoch [130][1400/3940] lr: 1.150e-03, eta: 9:57:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7912, loss: 1.7912 +2025-05-21 13:37:00,260 - pyskl - INFO - Epoch [130][1500/3940] lr: 1.148e-03, eta: 9:57:07, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.8412, loss: 1.8412 +2025-05-21 13:37:44,111 - pyskl - INFO - Epoch [130][1600/3940] lr: 1.145e-03, eta: 9:56:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8174, loss: 1.8174 +2025-05-21 13:38:28,007 - pyskl - INFO - Epoch [130][1700/3940] lr: 1.142e-03, eta: 9:55:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.8151, loss: 1.8151 +2025-05-21 13:39:11,874 - pyskl - INFO - Epoch [130][1800/3940] lr: 1.139e-03, eta: 9:54:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.8332, loss: 1.8332 +2025-05-21 13:39:55,695 - pyskl - INFO - Epoch [130][1900/3940] lr: 1.137e-03, eta: 9:54:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8970, loss: 1.8970 +2025-05-21 13:40:39,522 - pyskl - INFO - Epoch [130][2000/3940] lr: 1.134e-03, eta: 9:53:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.8227, loss: 1.8227 +2025-05-21 13:41:23,375 - pyskl - INFO - Epoch [130][2100/3940] lr: 1.131e-03, eta: 9:52:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.8214, loss: 1.8214 +2025-05-21 13:42:07,187 - pyskl - INFO - Epoch [130][2200/3940] lr: 1.128e-03, eta: 9:51:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8057, loss: 1.8057 +2025-05-21 13:42:51,039 - pyskl - INFO - Epoch [130][2300/3940] lr: 1.125e-03, eta: 9:51:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7024, loss: 1.7024 +2025-05-21 13:43:34,877 - pyskl - INFO - Epoch [130][2400/3940] lr: 1.123e-03, eta: 9:50:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7769, loss: 1.7769 +2025-05-21 13:44:18,873 - pyskl - INFO - Epoch [130][2500/3940] lr: 1.120e-03, eta: 9:49:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7544, loss: 1.7544 +2025-05-21 13:45:02,787 - pyskl - INFO - Epoch [130][2600/3940] lr: 1.117e-03, eta: 9:49:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.8528, loss: 1.8528 +2025-05-21 13:45:46,688 - pyskl - INFO - Epoch [130][2700/3940] lr: 1.114e-03, eta: 9:48:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.7929, loss: 1.7929 +2025-05-21 13:46:30,616 - pyskl - INFO - Epoch [130][2800/3940] lr: 1.112e-03, eta: 9:47:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7843, loss: 1.7843 +2025-05-21 13:47:14,738 - pyskl - INFO - Epoch [130][2900/3940] lr: 1.109e-03, eta: 9:46:49, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8610, loss: 1.8610 +2025-05-21 13:47:58,623 - pyskl - INFO - Epoch [130][3000/3940] lr: 1.106e-03, eta: 9:46:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.8435, loss: 1.8435 +2025-05-21 13:48:42,483 - pyskl - INFO - Epoch [130][3100/3940] lr: 1.104e-03, eta: 9:45:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.8052, loss: 1.8052 +2025-05-21 13:49:26,342 - pyskl - INFO - Epoch [130][3200/3940] lr: 1.101e-03, eta: 9:44:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.8855, loss: 1.8855 +2025-05-21 13:50:10,243 - pyskl - INFO - Epoch [130][3300/3940] lr: 1.098e-03, eta: 9:43:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8682, loss: 1.8682 +2025-05-21 13:50:54,055 - pyskl - INFO - Epoch [130][3400/3940] lr: 1.095e-03, eta: 9:43:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8178, loss: 1.8178 +2025-05-21 13:51:37,876 - pyskl - INFO - Epoch [130][3500/3940] lr: 1.093e-03, eta: 9:42:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.8551, loss: 1.8551 +2025-05-21 13:52:21,734 - pyskl - INFO - Epoch [130][3600/3940] lr: 1.090e-03, eta: 9:41:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.7915, loss: 1.7915 +2025-05-21 13:53:05,616 - pyskl - INFO - Epoch [130][3700/3940] lr: 1.087e-03, eta: 9:40:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7938, loss: 1.7938 +2025-05-21 13:53:49,527 - pyskl - INFO - Epoch [130][3800/3940] lr: 1.084e-03, eta: 9:40:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7591, loss: 1.7591 +2025-05-21 13:54:33,376 - pyskl - INFO - Epoch [130][3900/3940] lr: 1.082e-03, eta: 9:39:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8579, loss: 1.8579 +2025-05-21 13:54:51,155 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-05-21 13:58:13,514 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 13:58:13,987 - pyskl - INFO - +top1_acc 0.8771 +top5_acc 0.9792 +2025-05-21 13:58:14,005 - pyskl - INFO - Epoch(val) [130][3183] top1_acc: 0.8771, top5_acc: 0.9792 +2025-05-21 13:59:22,486 - pyskl - INFO - Epoch [131][100/3940] lr: 1.078e-03, eta: 9:38:27, time: 0.685, data_time: 0.245, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.9538, loss: 1.9538 +2025-05-21 14:00:06,361 - pyskl - INFO - Epoch [131][200/3940] lr: 1.075e-03, eta: 9:37:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8382, loss: 1.8382 +2025-05-21 14:00:50,126 - pyskl - INFO - Epoch [131][300/3940] lr: 1.073e-03, eta: 9:36:59, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.8417, loss: 1.8417 +2025-05-21 14:01:34,123 - pyskl - INFO - Epoch [131][400/3940] lr: 1.070e-03, eta: 9:36:14, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.8291, loss: 1.8291 +2025-05-21 14:02:17,905 - pyskl - INFO - Epoch [131][500/3940] lr: 1.067e-03, eta: 9:35:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7938, loss: 1.7938 +2025-05-21 14:03:01,721 - pyskl - INFO - Epoch [131][600/3940] lr: 1.065e-03, eta: 9:34:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.7671, loss: 1.7671 +2025-05-21 14:03:45,570 - pyskl - INFO - Epoch [131][700/3940] lr: 1.062e-03, eta: 9:34:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8102, loss: 1.8102 +2025-05-21 14:04:29,429 - pyskl - INFO - Epoch [131][800/3940] lr: 1.059e-03, eta: 9:33:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8653, loss: 1.8653 +2025-05-21 14:05:13,192 - pyskl - INFO - Epoch [131][900/3940] lr: 1.057e-03, eta: 9:32:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.8364, loss: 1.8364 +2025-05-21 14:05:57,015 - pyskl - INFO - Epoch [131][1000/3940] lr: 1.054e-03, eta: 9:31:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7793, loss: 1.7793 +2025-05-21 14:06:41,002 - pyskl - INFO - Epoch [131][1100/3940] lr: 1.051e-03, eta: 9:31:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7701, loss: 1.7701 +2025-05-21 14:07:24,822 - pyskl - INFO - Epoch [131][1200/3940] lr: 1.049e-03, eta: 9:30:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7667, loss: 1.7667 +2025-05-21 14:08:08,871 - pyskl - INFO - Epoch [131][1300/3940] lr: 1.046e-03, eta: 9:29:37, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.7692, loss: 1.7692 +2025-05-21 14:08:52,697 - pyskl - INFO - Epoch [131][1400/3940] lr: 1.043e-03, eta: 9:28:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.8086, loss: 1.8086 +2025-05-21 14:09:36,538 - pyskl - INFO - Epoch [131][1500/3940] lr: 1.041e-03, eta: 9:28:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7873, loss: 1.7873 +2025-05-21 14:10:20,503 - pyskl - INFO - Epoch [131][1600/3940] lr: 1.038e-03, eta: 9:27:25, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7251, loss: 1.7251 +2025-05-21 14:11:04,443 - pyskl - INFO - Epoch [131][1700/3940] lr: 1.035e-03, eta: 9:26:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7499, loss: 1.7499 +2025-05-21 14:11:48,353 - pyskl - INFO - Epoch [131][1800/3940] lr: 1.033e-03, eta: 9:25:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.8092, loss: 1.8092 +2025-05-21 14:12:32,213 - pyskl - INFO - Epoch [131][1900/3940] lr: 1.030e-03, eta: 9:25:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7724, loss: 1.7724 +2025-05-21 14:13:16,059 - pyskl - INFO - Epoch [131][2000/3940] lr: 1.027e-03, eta: 9:24:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7775, loss: 1.7775 +2025-05-21 14:13:59,796 - pyskl - INFO - Epoch [131][2100/3940] lr: 1.025e-03, eta: 9:23:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7489, loss: 1.7489 +2025-05-21 14:14:43,596 - pyskl - INFO - Epoch [131][2200/3940] lr: 1.022e-03, eta: 9:23:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7802, loss: 1.7802 +2025-05-21 14:15:27,320 - pyskl - INFO - Epoch [131][2300/3940] lr: 1.019e-03, eta: 9:22:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.7473, loss: 1.7473 +2025-05-21 14:16:11,077 - pyskl - INFO - Epoch [131][2400/3940] lr: 1.017e-03, eta: 9:21:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7559, loss: 1.7559 +2025-05-21 14:16:54,823 - pyskl - INFO - Epoch [131][2500/3940] lr: 1.014e-03, eta: 9:20:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7847, loss: 1.7847 +2025-05-21 14:17:38,706 - pyskl - INFO - Epoch [131][2600/3940] lr: 1.012e-03, eta: 9:20:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.8322, loss: 1.8322 +2025-05-21 14:18:22,469 - pyskl - INFO - Epoch [131][2700/3940] lr: 1.009e-03, eta: 9:19:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7982, loss: 1.7982 +2025-05-21 14:19:06,430 - pyskl - INFO - Epoch [131][2800/3940] lr: 1.006e-03, eta: 9:18:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.8066, loss: 1.8066 +2025-05-21 14:19:50,521 - pyskl - INFO - Epoch [131][2900/3940] lr: 1.004e-03, eta: 9:17:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7566, loss: 1.7566 +2025-05-21 14:20:34,527 - pyskl - INFO - Epoch [131][3000/3940] lr: 1.001e-03, eta: 9:17:07, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8606, loss: 1.8606 +2025-05-21 14:21:18,438 - pyskl - INFO - Epoch [131][3100/3940] lr: 9.985e-04, eta: 9:16:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7452, loss: 1.7452 +2025-05-21 14:22:02,367 - pyskl - INFO - Epoch [131][3200/3940] lr: 9.959e-04, eta: 9:15:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8279, loss: 1.8279 +2025-05-21 14:22:46,259 - pyskl - INFO - Epoch [131][3300/3940] lr: 9.933e-04, eta: 9:14:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7644, loss: 1.7644 +2025-05-21 14:23:29,998 - pyskl - INFO - Epoch [131][3400/3940] lr: 9.907e-04, eta: 9:14:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7588, loss: 1.7588 +2025-05-21 14:24:13,751 - pyskl - INFO - Epoch [131][3500/3940] lr: 9.881e-04, eta: 9:13:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.8209, loss: 1.8209 +2025-05-21 14:24:57,347 - pyskl - INFO - Epoch [131][3600/3940] lr: 9.855e-04, eta: 9:12:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7532, loss: 1.7532 +2025-05-21 14:25:40,926 - pyskl - INFO - Epoch [131][3700/3940] lr: 9.829e-04, eta: 9:11:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7417, loss: 1.7417 +2025-05-21 14:26:24,779 - pyskl - INFO - Epoch [131][3800/3940] lr: 9.803e-04, eta: 9:11:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.8402, loss: 1.8402 +2025-05-21 14:27:08,612 - pyskl - INFO - Epoch [131][3900/3940] lr: 9.778e-04, eta: 9:10:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7448, loss: 1.7448 +2025-05-21 14:27:26,496 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-05-21 14:30:47,671 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 14:30:48,138 - pyskl - INFO - +top1_acc 0.8849 +top5_acc 0.9811 +2025-05-21 14:30:48,187 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_127.pth was removed +2025-05-21 14:30:49,183 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2025-05-21 14:30:49,186 - pyskl - INFO - Best top1_acc is 0.8849 at 131 epoch. +2025-05-21 14:30:49,203 - pyskl - INFO - Epoch(val) [131][3183] top1_acc: 0.8849, top5_acc: 0.9811 +2025-05-21 14:31:57,500 - pyskl - INFO - Epoch [132][100/3940] lr: 9.742e-04, eta: 9:09:29, time: 0.683, data_time: 0.244, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7538, loss: 1.7538 +2025-05-21 14:32:41,447 - pyskl - INFO - Epoch [132][200/3940] lr: 9.716e-04, eta: 9:08:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7425, loss: 1.7425 +2025-05-21 14:33:25,463 - pyskl - INFO - Epoch [132][300/3940] lr: 9.690e-04, eta: 9:08:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.8067, loss: 1.8067 +2025-05-21 14:34:09,296 - pyskl - INFO - Epoch [132][400/3940] lr: 9.665e-04, eta: 9:07:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7738, loss: 1.7738 +2025-05-21 14:34:53,158 - pyskl - INFO - Epoch [132][500/3940] lr: 9.639e-04, eta: 9:06:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7875, loss: 1.7875 +2025-05-21 14:35:36,965 - pyskl - INFO - Epoch [132][600/3940] lr: 9.613e-04, eta: 9:05:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.8214, loss: 1.8214 +2025-05-21 14:36:20,833 - pyskl - INFO - Epoch [132][700/3940] lr: 9.588e-04, eta: 9:05:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7641, loss: 1.7641 +2025-05-21 14:37:04,695 - pyskl - INFO - Epoch [132][800/3940] lr: 9.562e-04, eta: 9:04:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6983, loss: 1.6983 +2025-05-21 14:37:48,524 - pyskl - INFO - Epoch [132][900/3940] lr: 9.537e-04, eta: 9:03:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7673, loss: 1.7673 +2025-05-21 14:38:32,358 - pyskl - INFO - Epoch [132][1000/3940] lr: 9.511e-04, eta: 9:02:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7842, loss: 1.7842 +2025-05-21 14:39:16,280 - pyskl - INFO - Epoch [132][1100/3940] lr: 9.486e-04, eta: 9:02:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7885, loss: 1.7885 +2025-05-21 14:40:00,120 - pyskl - INFO - Epoch [132][1200/3940] lr: 9.461e-04, eta: 9:01:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6750, loss: 1.6750 +2025-05-21 14:40:43,938 - pyskl - INFO - Epoch [132][1300/3940] lr: 9.435e-04, eta: 9:00:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7759, loss: 1.7759 +2025-05-21 14:41:27,711 - pyskl - INFO - Epoch [132][1400/3940] lr: 9.410e-04, eta: 8:59:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7415, loss: 1.7415 +2025-05-21 14:42:11,600 - pyskl - INFO - Epoch [132][1500/3940] lr: 9.385e-04, eta: 8:59:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7827, loss: 1.7827 +2025-05-21 14:42:55,780 - pyskl - INFO - Epoch [132][1600/3940] lr: 9.360e-04, eta: 8:58:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7317, loss: 1.7317 +2025-05-21 14:43:39,795 - pyskl - INFO - Epoch [132][1700/3940] lr: 9.334e-04, eta: 8:57:43, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6843, loss: 1.6843 +2025-05-21 14:44:23,795 - pyskl - INFO - Epoch [132][1800/3940] lr: 9.309e-04, eta: 8:56:59, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.8018, loss: 1.8018 +2025-05-21 14:45:07,746 - pyskl - INFO - Epoch [132][1900/3940] lr: 9.284e-04, eta: 8:56:15, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7430, loss: 1.7430 +2025-05-21 14:45:51,651 - pyskl - INFO - Epoch [132][2000/3940] lr: 9.259e-04, eta: 8:55:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.8144, loss: 1.8144 +2025-05-21 14:46:35,550 - pyskl - INFO - Epoch [132][2100/3940] lr: 9.234e-04, eta: 8:54:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.8524, loss: 1.8524 +2025-05-21 14:47:19,451 - pyskl - INFO - Epoch [132][2200/3940] lr: 9.209e-04, eta: 8:54:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7337, loss: 1.7337 +2025-05-21 14:48:03,445 - pyskl - INFO - Epoch [132][2300/3940] lr: 9.184e-04, eta: 8:53:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7560, loss: 1.7560 +2025-05-21 14:48:47,485 - pyskl - INFO - Epoch [132][2400/3940] lr: 9.159e-04, eta: 8:52:34, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7772, loss: 1.7772 +2025-05-21 14:49:31,323 - pyskl - INFO - Epoch [132][2500/3940] lr: 9.134e-04, eta: 8:51:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7375, loss: 1.7375 +2025-05-21 14:50:15,211 - pyskl - INFO - Epoch [132][2600/3940] lr: 9.109e-04, eta: 8:51:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7375, loss: 1.7375 +2025-05-21 14:50:59,068 - pyskl - INFO - Epoch [132][2700/3940] lr: 9.084e-04, eta: 8:50:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.6927, loss: 1.6927 +2025-05-21 14:51:42,931 - pyskl - INFO - Epoch [132][2800/3940] lr: 9.059e-04, eta: 8:49:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.8005, loss: 1.8005 +2025-05-21 14:52:26,908 - pyskl - INFO - Epoch [132][2900/3940] lr: 9.034e-04, eta: 8:48:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.8092, loss: 1.8092 +2025-05-21 14:53:10,888 - pyskl - INFO - Epoch [132][3000/3940] lr: 9.010e-04, eta: 8:48:09, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7909, loss: 1.7909 +2025-05-21 14:53:54,828 - pyskl - INFO - Epoch [132][3100/3940] lr: 8.985e-04, eta: 8:47:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.8091, loss: 1.8091 +2025-05-21 14:54:38,879 - pyskl - INFO - Epoch [132][3200/3940] lr: 8.960e-04, eta: 8:46:41, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7230, loss: 1.7230 +2025-05-21 14:55:22,748 - pyskl - INFO - Epoch [132][3300/3940] lr: 8.935e-04, eta: 8:45:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.8138, loss: 1.8138 +2025-05-21 14:56:06,605 - pyskl - INFO - Epoch [132][3400/3940] lr: 8.911e-04, eta: 8:45:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7405, loss: 1.7405 +2025-05-21 14:56:50,439 - pyskl - INFO - Epoch [132][3500/3940] lr: 8.886e-04, eta: 8:44:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.6965, loss: 1.6965 +2025-05-21 14:57:34,310 - pyskl - INFO - Epoch [132][3600/3940] lr: 8.862e-04, eta: 8:43:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7490, loss: 1.7490 +2025-05-21 14:58:18,215 - pyskl - INFO - Epoch [132][3700/3940] lr: 8.837e-04, eta: 8:43:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6923, loss: 1.6923 +2025-05-21 14:59:02,210 - pyskl - INFO - Epoch [132][3800/3940] lr: 8.812e-04, eta: 8:42:16, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7652, loss: 1.7652 +2025-05-21 14:59:46,151 - pyskl - INFO - Epoch [132][3900/3940] lr: 8.788e-04, eta: 8:41:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7790, loss: 1.7790 +2025-05-21 15:00:03,991 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-05-21 15:03:25,347 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 15:03:25,826 - pyskl - INFO - +top1_acc 0.8895 +top5_acc 0.9811 +2025-05-21 15:03:25,877 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_131.pth was removed +2025-05-21 15:03:26,926 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2025-05-21 15:03:26,928 - pyskl - INFO - Best top1_acc is 0.8895 at 132 epoch. +2025-05-21 15:03:26,948 - pyskl - INFO - Epoch(val) [132][3183] top1_acc: 0.8895, top5_acc: 0.9811 +2025-05-21 15:04:35,378 - pyskl - INFO - Epoch [133][100/3940] lr: 8.754e-04, eta: 8:40:31, time: 0.684, data_time: 0.245, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7518, loss: 1.7518 +2025-05-21 15:05:19,411 - pyskl - INFO - Epoch [133][200/3940] lr: 8.729e-04, eta: 8:39:47, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7851, loss: 1.7851 +2025-05-21 15:06:03,396 - pyskl - INFO - Epoch [133][300/3940] lr: 8.705e-04, eta: 8:39:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6770, loss: 1.6770 +2025-05-21 15:06:47,395 - pyskl - INFO - Epoch [133][400/3940] lr: 8.681e-04, eta: 8:38:19, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7832, loss: 1.7832 +2025-05-21 15:07:31,291 - pyskl - INFO - Epoch [133][500/3940] lr: 8.656e-04, eta: 8:37:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7563, loss: 1.7563 +2025-05-21 15:08:15,248 - pyskl - INFO - Epoch [133][600/3940] lr: 8.632e-04, eta: 8:36:51, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7807, loss: 1.7807 +2025-05-21 15:08:59,191 - pyskl - INFO - Epoch [133][700/3940] lr: 8.608e-04, eta: 8:36:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.8159, loss: 1.8159 +2025-05-21 15:09:43,124 - pyskl - INFO - Epoch [133][800/3940] lr: 8.584e-04, eta: 8:35:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7341, loss: 1.7341 +2025-05-21 15:10:27,046 - pyskl - INFO - Epoch [133][900/3940] lr: 8.559e-04, eta: 8:34:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7623, loss: 1.7623 +2025-05-21 15:11:10,860 - pyskl - INFO - Epoch [133][1000/3940] lr: 8.535e-04, eta: 8:33:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6828, loss: 1.6828 +2025-05-21 15:11:54,728 - pyskl - INFO - Epoch [133][1100/3940] lr: 8.511e-04, eta: 8:33:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7412, loss: 1.7412 +2025-05-21 15:12:38,607 - pyskl - INFO - Epoch [133][1200/3940] lr: 8.487e-04, eta: 8:32:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7299, loss: 1.7299 +2025-05-21 15:13:22,607 - pyskl - INFO - Epoch [133][1300/3940] lr: 8.463e-04, eta: 8:31:42, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7375, loss: 1.7375 +2025-05-21 15:14:06,661 - pyskl - INFO - Epoch [133][1400/3940] lr: 8.439e-04, eta: 8:30:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7360, loss: 1.7360 +2025-05-21 15:14:50,680 - pyskl - INFO - Epoch [133][1500/3940] lr: 8.415e-04, eta: 8:30:14, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7864, loss: 1.7864 +2025-05-21 15:15:34,626 - pyskl - INFO - Epoch [133][1600/3940] lr: 8.391e-04, eta: 8:29:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7389, loss: 1.7389 +2025-05-21 15:16:18,586 - pyskl - INFO - Epoch [133][1700/3940] lr: 8.367e-04, eta: 8:28:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7374, loss: 1.7374 +2025-05-21 15:17:02,431 - pyskl - INFO - Epoch [133][1800/3940] lr: 8.343e-04, eta: 8:28:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7878, loss: 1.7878 +2025-05-21 15:17:46,231 - pyskl - INFO - Epoch [133][1900/3940] lr: 8.319e-04, eta: 8:27:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6940, loss: 1.6940 +2025-05-21 15:18:30,076 - pyskl - INFO - Epoch [133][2000/3940] lr: 8.296e-04, eta: 8:26:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6485, loss: 1.6485 +2025-05-21 15:19:13,860 - pyskl - INFO - Epoch [133][2100/3940] lr: 8.272e-04, eta: 8:25:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6902, loss: 1.6902 +2025-05-21 15:19:57,720 - pyskl - INFO - Epoch [133][2200/3940] lr: 8.248e-04, eta: 8:25:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6694, loss: 1.6694 +2025-05-21 15:20:41,759 - pyskl - INFO - Epoch [133][2300/3940] lr: 8.224e-04, eta: 8:24:20, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6790, loss: 1.6790 +2025-05-21 15:21:25,669 - pyskl - INFO - Epoch [133][2400/3940] lr: 8.201e-04, eta: 8:23:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.7569, loss: 1.7569 +2025-05-21 15:22:09,479 - pyskl - INFO - Epoch [133][2500/3940] lr: 8.177e-04, eta: 8:22:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7345, loss: 1.7345 +2025-05-21 15:22:53,580 - pyskl - INFO - Epoch [133][2600/3940] lr: 8.153e-04, eta: 8:22:08, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6955, loss: 1.6955 +2025-05-21 15:23:37,482 - pyskl - INFO - Epoch [133][2700/3940] lr: 8.130e-04, eta: 8:21:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6766, loss: 1.6766 +2025-05-21 15:24:21,282 - pyskl - INFO - Epoch [133][2800/3940] lr: 8.106e-04, eta: 8:20:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.7137, loss: 1.7137 +2025-05-21 15:25:05,317 - pyskl - INFO - Epoch [133][2900/3940] lr: 8.083e-04, eta: 8:19:56, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7351, loss: 1.7351 +2025-05-21 15:25:49,313 - pyskl - INFO - Epoch [133][3000/3940] lr: 8.059e-04, eta: 8:19:12, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7154, loss: 1.7154 +2025-05-21 15:26:33,541 - pyskl - INFO - Epoch [133][3100/3940] lr: 8.036e-04, eta: 8:18:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7870, loss: 1.7870 +2025-05-21 15:27:17,385 - pyskl - INFO - Epoch [133][3200/3940] lr: 8.012e-04, eta: 8:17:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6515, loss: 1.6515 +2025-05-21 15:28:01,148 - pyskl - INFO - Epoch [133][3300/3940] lr: 7.989e-04, eta: 8:16:59, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7951, loss: 1.7951 +2025-05-21 15:28:44,939 - pyskl - INFO - Epoch [133][3400/3940] lr: 7.966e-04, eta: 8:16:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7928, loss: 1.7928 +2025-05-21 15:29:28,713 - pyskl - INFO - Epoch [133][3500/3940] lr: 7.942e-04, eta: 8:15:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.7945, loss: 1.7945 +2025-05-21 15:30:12,472 - pyskl - INFO - Epoch [133][3600/3940] lr: 7.919e-04, eta: 8:14:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6963, loss: 1.6963 +2025-05-21 15:30:56,365 - pyskl - INFO - Epoch [133][3700/3940] lr: 7.896e-04, eta: 8:14:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7065, loss: 1.7065 +2025-05-21 15:31:40,347 - pyskl - INFO - Epoch [133][3800/3940] lr: 7.872e-04, eta: 8:13:19, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7168, loss: 1.7168 +2025-05-21 15:32:24,299 - pyskl - INFO - Epoch [133][3900/3940] lr: 7.849e-04, eta: 8:12:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7926, loss: 1.7926 +2025-05-21 15:32:42,115 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-05-21 15:36:03,626 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 15:36:04,088 - pyskl - INFO - +top1_acc 0.8817 +top5_acc 0.9799 +2025-05-21 15:36:04,104 - pyskl - INFO - Epoch(val) [133][3183] top1_acc: 0.8817, top5_acc: 0.9799 +2025-05-21 15:37:13,165 - pyskl - INFO - Epoch [134][100/3940] lr: 7.817e-04, eta: 8:11:34, time: 0.691, data_time: 0.249, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6770, loss: 1.6770 +2025-05-21 15:37:57,249 - pyskl - INFO - Epoch [134][200/3940] lr: 7.794e-04, eta: 8:10:50, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6185, loss: 1.6185 +2025-05-21 15:38:41,267 - pyskl - INFO - Epoch [134][300/3940] lr: 7.771e-04, eta: 8:10:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6599, loss: 1.6599 +2025-05-21 15:39:25,236 - pyskl - INFO - Epoch [134][400/3940] lr: 7.748e-04, eta: 8:09:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6471, loss: 1.6471 +2025-05-21 15:40:09,199 - pyskl - INFO - Epoch [134][500/3940] lr: 7.725e-04, eta: 8:08:37, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6566, loss: 1.6566 +2025-05-21 15:40:53,343 - pyskl - INFO - Epoch [134][600/3940] lr: 7.702e-04, eta: 8:07:53, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7730, loss: 1.7730 +2025-05-21 15:41:37,461 - pyskl - INFO - Epoch [134][700/3940] lr: 7.679e-04, eta: 8:07:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.7027, loss: 1.7027 +2025-05-21 15:42:21,434 - pyskl - INFO - Epoch [134][800/3940] lr: 7.656e-04, eta: 8:06:25, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7745, loss: 1.7745 +2025-05-21 15:43:05,381 - pyskl - INFO - Epoch [134][900/3940] lr: 7.633e-04, eta: 8:05:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6529, loss: 1.6529 +2025-05-21 15:43:49,518 - pyskl - INFO - Epoch [134][1000/3940] lr: 7.610e-04, eta: 8:04:57, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7399, loss: 1.7399 +2025-05-21 15:44:33,575 - pyskl - INFO - Epoch [134][1100/3940] lr: 7.587e-04, eta: 8:04:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6206, loss: 1.6206 +2025-05-21 15:45:17,817 - pyskl - INFO - Epoch [134][1200/3940] lr: 7.564e-04, eta: 8:03:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7787, loss: 1.7787 +2025-05-21 15:46:01,948 - pyskl - INFO - Epoch [134][1300/3940] lr: 7.542e-04, eta: 8:02:44, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7263, loss: 1.7263 +2025-05-21 15:46:45,971 - pyskl - INFO - Epoch [134][1400/3940] lr: 7.519e-04, eta: 8:02:00, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.7163, loss: 1.7163 +2025-05-21 15:47:30,020 - pyskl - INFO - Epoch [134][1500/3940] lr: 7.496e-04, eta: 8:01:16, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6691, loss: 1.6691 +2025-05-21 15:48:14,071 - pyskl - INFO - Epoch [134][1600/3940] lr: 7.474e-04, eta: 8:00:32, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7050, loss: 1.7050 +2025-05-21 15:48:57,858 - pyskl - INFO - Epoch [134][1700/3940] lr: 7.451e-04, eta: 7:59:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6981, loss: 1.6981 +2025-05-21 15:49:41,662 - pyskl - INFO - Epoch [134][1800/3940] lr: 7.428e-04, eta: 7:59:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6973, loss: 1.6973 +2025-05-21 15:50:25,471 - pyskl - INFO - Epoch [134][1900/3940] lr: 7.406e-04, eta: 7:58:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7276, loss: 1.7276 +2025-05-21 15:51:09,267 - pyskl - INFO - Epoch [134][2000/3940] lr: 7.383e-04, eta: 7:57:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7232, loss: 1.7232 +2025-05-21 15:51:52,991 - pyskl - INFO - Epoch [134][2100/3940] lr: 7.361e-04, eta: 7:56:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6966, loss: 1.6966 +2025-05-21 15:52:36,773 - pyskl - INFO - Epoch [134][2200/3940] lr: 7.338e-04, eta: 7:56:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6950, loss: 1.6950 +2025-05-21 15:53:20,563 - pyskl - INFO - Epoch [134][2300/3940] lr: 7.316e-04, eta: 7:55:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6997, loss: 1.6997 +2025-05-21 15:54:04,428 - pyskl - INFO - Epoch [134][2400/3940] lr: 7.294e-04, eta: 7:54:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6682, loss: 1.6682 +2025-05-21 15:54:48,266 - pyskl - INFO - Epoch [134][2500/3940] lr: 7.271e-04, eta: 7:53:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7225, loss: 1.7225 +2025-05-21 15:55:32,103 - pyskl - INFO - Epoch [134][2600/3940] lr: 7.249e-04, eta: 7:53:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6642, loss: 1.6642 +2025-05-21 15:56:16,029 - pyskl - INFO - Epoch [134][2700/3940] lr: 7.227e-04, eta: 7:52:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6446, loss: 1.6446 +2025-05-21 15:56:59,954 - pyskl - INFO - Epoch [134][2800/3940] lr: 7.204e-04, eta: 7:51:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6633, loss: 1.6633 +2025-05-21 15:57:43,862 - pyskl - INFO - Epoch [134][2900/3940] lr: 7.182e-04, eta: 7:50:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7002, loss: 1.7002 +2025-05-21 15:58:27,734 - pyskl - INFO - Epoch [134][3000/3940] lr: 7.160e-04, eta: 7:50:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.7692, loss: 1.7692 +2025-05-21 15:59:11,779 - pyskl - INFO - Epoch [134][3100/3940] lr: 7.138e-04, eta: 7:49:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7046, loss: 1.7046 +2025-05-21 15:59:55,951 - pyskl - INFO - Epoch [134][3200/3940] lr: 7.116e-04, eta: 7:48:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7406, loss: 1.7406 +2025-05-21 16:00:39,875 - pyskl - INFO - Epoch [134][3300/3940] lr: 7.094e-04, eta: 7:48:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7543, loss: 1.7543 +2025-05-21 16:01:23,908 - pyskl - INFO - Epoch [134][3400/3940] lr: 7.072e-04, eta: 7:47:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.7062, loss: 1.7062 +2025-05-21 16:02:07,879 - pyskl - INFO - Epoch [134][3500/3940] lr: 7.050e-04, eta: 7:46:34, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.7559, loss: 1.7559 +2025-05-21 16:02:51,774 - pyskl - INFO - Epoch [134][3600/3940] lr: 7.028e-04, eta: 7:45:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6793, loss: 1.6793 +2025-05-21 16:03:35,512 - pyskl - INFO - Epoch [134][3700/3940] lr: 7.006e-04, eta: 7:45:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6619, loss: 1.6619 +2025-05-21 16:04:19,308 - pyskl - INFO - Epoch [134][3800/3940] lr: 6.984e-04, eta: 7:44:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7043, loss: 1.7043 +2025-05-21 16:05:03,015 - pyskl - INFO - Epoch [134][3900/3940] lr: 6.962e-04, eta: 7:43:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7003, loss: 1.7003 +2025-05-21 16:05:20,967 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-05-21 16:08:42,238 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 16:08:42,759 - pyskl - INFO - +top1_acc 0.8893 +top5_acc 0.9802 +2025-05-21 16:08:42,777 - pyskl - INFO - Epoch(val) [134][3183] top1_acc: 0.8893, top5_acc: 0.9802 +2025-05-21 16:09:51,331 - pyskl - INFO - Epoch [135][100/3940] lr: 6.931e-04, eta: 7:42:36, time: 0.685, data_time: 0.246, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7764, loss: 1.7764 +2025-05-21 16:10:35,185 - pyskl - INFO - Epoch [135][200/3940] lr: 6.910e-04, eta: 7:41:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6814, loss: 1.6814 +2025-05-21 16:11:18,993 - pyskl - INFO - Epoch [135][300/3940] lr: 6.888e-04, eta: 7:41:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6982, loss: 1.6982 +2025-05-21 16:12:02,763 - pyskl - INFO - Epoch [135][400/3940] lr: 6.866e-04, eta: 7:40:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7149, loss: 1.7149 +2025-05-21 16:12:46,642 - pyskl - INFO - Epoch [135][500/3940] lr: 6.844e-04, eta: 7:39:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7440, loss: 1.7440 +2025-05-21 16:13:30,498 - pyskl - INFO - Epoch [135][600/3940] lr: 6.823e-04, eta: 7:38:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7088, loss: 1.7088 +2025-05-21 16:14:14,483 - pyskl - INFO - Epoch [135][700/3940] lr: 6.801e-04, eta: 7:38:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6557, loss: 1.6557 +2025-05-21 16:14:58,284 - pyskl - INFO - Epoch [135][800/3940] lr: 6.779e-04, eta: 7:37:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6416, loss: 1.6416 +2025-05-21 16:15:42,115 - pyskl - INFO - Epoch [135][900/3940] lr: 6.758e-04, eta: 7:36:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6771, loss: 1.6771 +2025-05-21 16:16:25,996 - pyskl - INFO - Epoch [135][1000/3940] lr: 6.736e-04, eta: 7:35:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.6652, loss: 1.6652 +2025-05-21 16:17:09,830 - pyskl - INFO - Epoch [135][1100/3940] lr: 6.715e-04, eta: 7:35:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6709, loss: 1.6709 +2025-05-21 16:17:53,695 - pyskl - INFO - Epoch [135][1200/3940] lr: 6.693e-04, eta: 7:34:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6974, loss: 1.6974 +2025-05-21 16:18:37,626 - pyskl - INFO - Epoch [135][1300/3940] lr: 6.672e-04, eta: 7:33:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7043, loss: 1.7043 +2025-05-21 16:19:21,473 - pyskl - INFO - Epoch [135][1400/3940] lr: 6.651e-04, eta: 7:33:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7099, loss: 1.7099 +2025-05-21 16:20:05,332 - pyskl - INFO - Epoch [135][1500/3940] lr: 6.629e-04, eta: 7:32:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.7249, loss: 1.7249 +2025-05-21 16:20:49,338 - pyskl - INFO - Epoch [135][1600/3940] lr: 6.608e-04, eta: 7:31:34, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6803, loss: 1.6803 +2025-05-21 16:21:33,255 - pyskl - INFO - Epoch [135][1700/3940] lr: 6.587e-04, eta: 7:30:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6499, loss: 1.6499 +2025-05-21 16:22:17,165 - pyskl - INFO - Epoch [135][1800/3940] lr: 6.565e-04, eta: 7:30:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 +2025-05-21 16:23:01,075 - pyskl - INFO - Epoch [135][1900/3940] lr: 6.544e-04, eta: 7:29:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7124, loss: 1.7124 +2025-05-21 16:23:44,931 - pyskl - INFO - Epoch [135][2000/3940] lr: 6.523e-04, eta: 7:28:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7091, loss: 1.7091 +2025-05-21 16:24:28,717 - pyskl - INFO - Epoch [135][2100/3940] lr: 6.502e-04, eta: 7:27:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6709, loss: 1.6709 +2025-05-21 16:25:12,530 - pyskl - INFO - Epoch [135][2200/3940] lr: 6.481e-04, eta: 7:27:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6702, loss: 1.6702 +2025-05-21 16:25:56,352 - pyskl - INFO - Epoch [135][2300/3940] lr: 6.459e-04, eta: 7:26:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7503, loss: 1.7503 +2025-05-21 16:26:40,207 - pyskl - INFO - Epoch [135][2400/3940] lr: 6.438e-04, eta: 7:25:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6915, loss: 1.6915 +2025-05-21 16:27:23,896 - pyskl - INFO - Epoch [135][2500/3940] lr: 6.417e-04, eta: 7:24:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6993, loss: 1.6993 +2025-05-21 16:28:07,692 - pyskl - INFO - Epoch [135][2600/3940] lr: 6.396e-04, eta: 7:24:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7108, loss: 1.7108 +2025-05-21 16:28:51,619 - pyskl - INFO - Epoch [135][2700/3940] lr: 6.375e-04, eta: 7:23:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7463, loss: 1.7463 +2025-05-21 16:29:35,515 - pyskl - INFO - Epoch [135][2800/3940] lr: 6.354e-04, eta: 7:22:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 +2025-05-21 16:30:19,438 - pyskl - INFO - Epoch [135][2900/3940] lr: 6.334e-04, eta: 7:22:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6562, loss: 1.6562 +2025-05-21 16:31:03,386 - pyskl - INFO - Epoch [135][3000/3940] lr: 6.313e-04, eta: 7:21:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6532, loss: 1.6532 +2025-05-21 16:31:47,304 - pyskl - INFO - Epoch [135][3100/3940] lr: 6.292e-04, eta: 7:20:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7341, loss: 1.7341 +2025-05-21 16:32:31,242 - pyskl - INFO - Epoch [135][3200/3940] lr: 6.271e-04, eta: 7:19:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6780, loss: 1.6780 +2025-05-21 16:33:15,153 - pyskl - INFO - Epoch [135][3300/3940] lr: 6.250e-04, eta: 7:19:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7097, loss: 1.7097 +2025-05-21 16:33:59,044 - pyskl - INFO - Epoch [135][3400/3940] lr: 6.230e-04, eta: 7:18:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6011, loss: 1.6011 +2025-05-21 16:34:42,965 - pyskl - INFO - Epoch [135][3500/3940] lr: 6.209e-04, eta: 7:17:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7070, loss: 1.7070 +2025-05-21 16:35:26,923 - pyskl - INFO - Epoch [135][3600/3940] lr: 6.188e-04, eta: 7:16:52, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6514, loss: 1.6514 +2025-05-21 16:36:10,874 - pyskl - INFO - Epoch [135][3700/3940] lr: 6.168e-04, eta: 7:16:08, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6827, loss: 1.6827 +2025-05-21 16:36:54,831 - pyskl - INFO - Epoch [135][3800/3940] lr: 6.147e-04, eta: 7:15:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6624, loss: 1.6624 +2025-05-21 16:37:38,909 - pyskl - INFO - Epoch [135][3900/3940] lr: 6.126e-04, eta: 7:14:40, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7172, loss: 1.7172 +2025-05-21 16:37:56,902 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-05-21 16:41:18,240 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 16:41:18,780 - pyskl - INFO - +top1_acc 0.8916 +top5_acc 0.9813 +2025-05-21 16:41:18,835 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_132.pth was removed +2025-05-21 16:41:19,930 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-05-21 16:41:19,933 - pyskl - INFO - Best top1_acc is 0.8916 at 135 epoch. +2025-05-21 16:41:19,958 - pyskl - INFO - Epoch(val) [135][3183] top1_acc: 0.8916, top5_acc: 0.9813 +2025-05-21 16:42:29,186 - pyskl - INFO - Epoch [136][100/3940] lr: 6.098e-04, eta: 7:13:39, time: 0.692, data_time: 0.251, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7575, loss: 1.7575 +2025-05-21 16:43:13,111 - pyskl - INFO - Epoch [136][200/3940] lr: 6.077e-04, eta: 7:12:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6818, loss: 1.6818 +2025-05-21 16:43:57,129 - pyskl - INFO - Epoch [136][300/3940] lr: 6.057e-04, eta: 7:12:10, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6795, loss: 1.6795 +2025-05-21 16:44:41,275 - pyskl - INFO - Epoch [136][400/3940] lr: 6.036e-04, eta: 7:11:26, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6265, loss: 1.6265 +2025-05-21 16:45:25,206 - pyskl - INFO - Epoch [136][500/3940] lr: 6.016e-04, eta: 7:10:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6656, loss: 1.6656 +2025-05-21 16:46:09,123 - pyskl - INFO - Epoch [136][600/3940] lr: 5.996e-04, eta: 7:09:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6255, loss: 1.6255 +2025-05-21 16:46:53,006 - pyskl - INFO - Epoch [136][700/3940] lr: 5.975e-04, eta: 7:09:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6390, loss: 1.6390 +2025-05-21 16:47:36,878 - pyskl - INFO - Epoch [136][800/3940] lr: 5.955e-04, eta: 7:08:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6927, loss: 1.6927 +2025-05-21 16:48:20,758 - pyskl - INFO - Epoch [136][900/3940] lr: 5.935e-04, eta: 7:07:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7292, loss: 1.7292 +2025-05-21 16:49:04,771 - pyskl - INFO - Epoch [136][1000/3940] lr: 5.914e-04, eta: 7:07:02, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6353, loss: 1.6353 +2025-05-21 16:49:48,684 - pyskl - INFO - Epoch [136][1100/3940] lr: 5.894e-04, eta: 7:06:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6934, loss: 1.6934 +2025-05-21 16:50:32,645 - pyskl - INFO - Epoch [136][1200/3940] lr: 5.874e-04, eta: 7:05:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6769, loss: 1.6769 +2025-05-21 16:51:16,361 - pyskl - INFO - Epoch [136][1300/3940] lr: 5.854e-04, eta: 7:04:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6841, loss: 1.6841 +2025-05-21 16:52:00,150 - pyskl - INFO - Epoch [136][1400/3940] lr: 5.834e-04, eta: 7:04:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.6730, loss: 1.6730 +2025-05-21 16:52:43,952 - pyskl - INFO - Epoch [136][1500/3940] lr: 5.814e-04, eta: 7:03:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6707, loss: 1.6707 +2025-05-21 16:53:27,963 - pyskl - INFO - Epoch [136][1600/3940] lr: 5.794e-04, eta: 7:02:37, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6492, loss: 1.6492 +2025-05-21 16:54:11,763 - pyskl - INFO - Epoch [136][1700/3940] lr: 5.774e-04, eta: 7:01:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6391, loss: 1.6391 +2025-05-21 16:54:55,550 - pyskl - INFO - Epoch [136][1800/3940] lr: 5.754e-04, eta: 7:01:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6699, loss: 1.6699 +2025-05-21 16:55:39,422 - pyskl - INFO - Epoch [136][1900/3940] lr: 5.734e-04, eta: 7:00:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7297, loss: 1.7297 +2025-05-21 16:56:23,295 - pyskl - INFO - Epoch [136][2000/3940] lr: 5.714e-04, eta: 6:59:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6946, loss: 1.6946 +2025-05-21 16:57:07,192 - pyskl - INFO - Epoch [136][2100/3940] lr: 5.694e-04, eta: 6:58:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6550, loss: 1.6550 +2025-05-21 16:57:51,210 - pyskl - INFO - Epoch [136][2200/3940] lr: 5.675e-04, eta: 6:58:12, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6354, loss: 1.6354 +2025-05-21 16:58:35,204 - pyskl - INFO - Epoch [136][2300/3940] lr: 5.655e-04, eta: 6:57:28, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6390, loss: 1.6390 +2025-05-21 16:59:19,097 - pyskl - INFO - Epoch [136][2400/3940] lr: 5.635e-04, eta: 6:56:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5841, loss: 1.5841 +2025-05-21 17:00:03,035 - pyskl - INFO - Epoch [136][2500/3940] lr: 5.615e-04, eta: 6:56:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.6538, loss: 1.6538 +2025-05-21 17:00:46,921 - pyskl - INFO - Epoch [136][2600/3940] lr: 5.596e-04, eta: 6:55:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6615, loss: 1.6615 +2025-05-21 17:01:30,970 - pyskl - INFO - Epoch [136][2700/3940] lr: 5.576e-04, eta: 6:54:32, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6580, loss: 1.6580 +2025-05-21 17:02:14,954 - pyskl - INFO - Epoch [136][2800/3940] lr: 5.556e-04, eta: 6:53:47, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6492, loss: 1.6492 +2025-05-21 17:02:59,071 - pyskl - INFO - Epoch [136][2900/3940] lr: 5.537e-04, eta: 6:53:03, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.7071, loss: 1.7071 +2025-05-21 17:03:43,004 - pyskl - INFO - Epoch [136][3000/3940] lr: 5.517e-04, eta: 6:52:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6759, loss: 1.6759 +2025-05-21 17:04:26,950 - pyskl - INFO - Epoch [136][3100/3940] lr: 5.498e-04, eta: 6:51:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6506, loss: 1.6506 +2025-05-21 17:05:10,783 - pyskl - INFO - Epoch [136][3200/3940] lr: 5.478e-04, eta: 6:50:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6544, loss: 1.6544 +2025-05-21 17:05:54,667 - pyskl - INFO - Epoch [136][3300/3940] lr: 5.459e-04, eta: 6:50:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.6601, loss: 1.6601 +2025-05-21 17:06:38,470 - pyskl - INFO - Epoch [136][3400/3940] lr: 5.439e-04, eta: 6:49:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6235, loss: 1.6235 +2025-05-21 17:07:22,429 - pyskl - INFO - Epoch [136][3500/3940] lr: 5.420e-04, eta: 6:48:39, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6791, loss: 1.6791 +2025-05-21 17:08:06,344 - pyskl - INFO - Epoch [136][3600/3940] lr: 5.401e-04, eta: 6:47:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6392, loss: 1.6392 +2025-05-21 17:08:50,217 - pyskl - INFO - Epoch [136][3700/3940] lr: 5.381e-04, eta: 6:47:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7276, loss: 1.7276 +2025-05-21 17:09:34,067 - pyskl - INFO - Epoch [136][3800/3940] lr: 5.362e-04, eta: 6:46:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6462, loss: 1.6462 +2025-05-21 17:10:18,016 - pyskl - INFO - Epoch [136][3900/3940] lr: 5.343e-04, eta: 6:45:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6784, loss: 1.6784 +2025-05-21 17:10:35,899 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-05-21 17:13:56,992 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 17:13:57,457 - pyskl - INFO - +top1_acc 0.8863 +top5_acc 0.9797 +2025-05-21 17:13:57,475 - pyskl - INFO - Epoch(val) [136][3183] top1_acc: 0.8863, top5_acc: 0.9797 +2025-05-21 17:15:05,912 - pyskl - INFO - Epoch [137][100/3940] lr: 5.316e-04, eta: 6:44:41, time: 0.684, data_time: 0.246, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7591, loss: 1.7591 +2025-05-21 17:15:49,691 - pyskl - INFO - Epoch [137][200/3940] lr: 5.297e-04, eta: 6:43:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6429, loss: 1.6429 +2025-05-21 17:16:33,483 - pyskl - INFO - Epoch [137][300/3940] lr: 5.278e-04, eta: 6:43:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6844, loss: 1.6844 +2025-05-21 17:17:17,300 - pyskl - INFO - Epoch [137][400/3940] lr: 5.259e-04, eta: 6:42:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5919, loss: 1.5919 +2025-05-21 17:18:01,230 - pyskl - INFO - Epoch [137][500/3940] lr: 5.240e-04, eta: 6:41:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6301, loss: 1.6301 +2025-05-21 17:18:45,038 - pyskl - INFO - Epoch [137][600/3940] lr: 5.221e-04, eta: 6:41:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6870, loss: 1.6870 +2025-05-21 17:19:28,836 - pyskl - INFO - Epoch [137][700/3940] lr: 5.202e-04, eta: 6:40:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 +2025-05-21 17:20:12,607 - pyskl - INFO - Epoch [137][800/3940] lr: 5.183e-04, eta: 6:39:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6737, loss: 1.6737 +2025-05-21 17:20:56,306 - pyskl - INFO - Epoch [137][900/3940] lr: 5.164e-04, eta: 6:38:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6930, loss: 1.6930 +2025-05-21 17:21:40,211 - pyskl - INFO - Epoch [137][1000/3940] lr: 5.145e-04, eta: 6:38:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7114, loss: 1.7114 +2025-05-21 17:22:24,105 - pyskl - INFO - Epoch [137][1100/3940] lr: 5.126e-04, eta: 6:37:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6568, loss: 1.6568 +2025-05-21 17:23:08,071 - pyskl - INFO - Epoch [137][1200/3940] lr: 5.107e-04, eta: 6:36:36, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6253, loss: 1.6253 +2025-05-21 17:23:52,018 - pyskl - INFO - Epoch [137][1300/3940] lr: 5.088e-04, eta: 6:35:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.6558, loss: 1.6558 +2025-05-21 17:24:35,934 - pyskl - INFO - Epoch [137][1400/3940] lr: 5.070e-04, eta: 6:35:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6407, loss: 1.6407 +2025-05-21 17:25:19,822 - pyskl - INFO - Epoch [137][1500/3940] lr: 5.051e-04, eta: 6:34:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6572, loss: 1.6572 +2025-05-21 17:26:03,800 - pyskl - INFO - Epoch [137][1600/3940] lr: 5.032e-04, eta: 6:33:39, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6175, loss: 1.6175 +2025-05-21 17:26:47,751 - pyskl - INFO - Epoch [137][1700/3940] lr: 5.014e-04, eta: 6:32:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6451, loss: 1.6451 +2025-05-21 17:27:31,708 - pyskl - INFO - Epoch [137][1800/3940] lr: 4.995e-04, eta: 6:32:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6699, loss: 1.6699 +2025-05-21 17:28:15,589 - pyskl - INFO - Epoch [137][1900/3940] lr: 4.976e-04, eta: 6:31:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7138, loss: 1.7138 +2025-05-21 17:28:59,518 - pyskl - INFO - Epoch [137][2000/3940] lr: 4.958e-04, eta: 6:30:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6141, loss: 1.6141 +2025-05-21 17:29:43,432 - pyskl - INFO - Epoch [137][2100/3940] lr: 4.939e-04, eta: 6:29:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6378, loss: 1.6378 +2025-05-21 17:30:27,263 - pyskl - INFO - Epoch [137][2200/3940] lr: 4.921e-04, eta: 6:29:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5895, loss: 1.5895 +2025-05-21 17:31:11,191 - pyskl - INFO - Epoch [137][2300/3940] lr: 4.902e-04, eta: 6:28:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6738, loss: 1.6738 +2025-05-21 17:31:55,086 - pyskl - INFO - Epoch [137][2400/3940] lr: 4.884e-04, eta: 6:27:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6765, loss: 1.6765 +2025-05-21 17:32:39,019 - pyskl - INFO - Epoch [137][2500/3940] lr: 4.866e-04, eta: 6:27:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6401, loss: 1.6401 +2025-05-21 17:33:22,947 - pyskl - INFO - Epoch [137][2600/3940] lr: 4.847e-04, eta: 6:26:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6756, loss: 1.6756 +2025-05-21 17:34:06,887 - pyskl - INFO - Epoch [137][2700/3940] lr: 4.829e-04, eta: 6:25:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6233, loss: 1.6233 +2025-05-21 17:34:50,841 - pyskl - INFO - Epoch [137][2800/3940] lr: 4.811e-04, eta: 6:24:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6346, loss: 1.6346 +2025-05-21 17:35:34,790 - pyskl - INFO - Epoch [137][2900/3940] lr: 4.793e-04, eta: 6:24:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6489, loss: 1.6489 +2025-05-21 17:36:18,658 - pyskl - INFO - Epoch [137][3000/3940] lr: 4.774e-04, eta: 6:23:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6109, loss: 1.6109 +2025-05-21 17:37:02,551 - pyskl - INFO - Epoch [137][3100/3940] lr: 4.756e-04, eta: 6:22:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5973, loss: 1.5973 +2025-05-21 17:37:46,459 - pyskl - INFO - Epoch [137][3200/3940] lr: 4.738e-04, eta: 6:21:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6576, loss: 1.6576 +2025-05-21 17:38:30,355 - pyskl - INFO - Epoch [137][3300/3940] lr: 4.720e-04, eta: 6:21:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6624, loss: 1.6624 +2025-05-21 17:39:14,206 - pyskl - INFO - Epoch [137][3400/3940] lr: 4.702e-04, eta: 6:20:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6081, loss: 1.6081 +2025-05-21 17:39:57,984 - pyskl - INFO - Epoch [137][3500/3940] lr: 4.684e-04, eta: 6:19:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5958, loss: 1.5958 +2025-05-21 17:40:41,831 - pyskl - INFO - Epoch [137][3600/3940] lr: 4.666e-04, eta: 6:18:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6633, loss: 1.6633 +2025-05-21 17:41:25,658 - pyskl - INFO - Epoch [137][3700/3940] lr: 4.648e-04, eta: 6:18:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6608, loss: 1.6608 +2025-05-21 17:42:09,682 - pyskl - INFO - Epoch [137][3800/3940] lr: 4.630e-04, eta: 6:17:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6227, loss: 1.6227 +2025-05-21 17:42:53,592 - pyskl - INFO - Epoch [137][3900/3940] lr: 4.612e-04, eta: 6:16:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6745, loss: 1.6745 +2025-05-21 17:43:11,411 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-05-21 17:46:33,519 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 17:46:33,984 - pyskl - INFO - +top1_acc 0.8938 +top5_acc 0.9824 +2025-05-21 17:46:34,033 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_135.pth was removed +2025-05-21 17:46:35,109 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2025-05-21 17:46:35,112 - pyskl - INFO - Best top1_acc is 0.8938 at 137 epoch. +2025-05-21 17:46:35,129 - pyskl - INFO - Epoch(val) [137][3183] top1_acc: 0.8938, top5_acc: 0.9824 +2025-05-21 17:47:44,381 - pyskl - INFO - Epoch [138][100/3940] lr: 4.587e-04, eta: 6:15:43, time: 0.692, data_time: 0.254, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6266, loss: 1.6266 +2025-05-21 17:48:28,221 - pyskl - INFO - Epoch [138][200/3940] lr: 4.569e-04, eta: 6:14:59, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6068, loss: 1.6068 +2025-05-21 17:49:11,986 - pyskl - INFO - Epoch [138][300/3940] lr: 4.551e-04, eta: 6:14:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6154, loss: 1.6154 +2025-05-21 17:49:55,683 - pyskl - INFO - Epoch [138][400/3940] lr: 4.534e-04, eta: 6:13:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6100, loss: 1.6100 +2025-05-21 17:50:39,710 - pyskl - INFO - Epoch [138][500/3940] lr: 4.516e-04, eta: 6:12:47, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6676, loss: 1.6676 +2025-05-21 17:51:23,662 - pyskl - INFO - Epoch [138][600/3940] lr: 4.498e-04, eta: 6:12:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6317, loss: 1.6317 +2025-05-21 17:52:07,725 - pyskl - INFO - Epoch [138][700/3940] lr: 4.481e-04, eta: 6:11:19, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6026, loss: 1.6026 +2025-05-21 17:52:51,639 - pyskl - INFO - Epoch [138][800/3940] lr: 4.463e-04, eta: 6:10:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5670, loss: 1.5670 +2025-05-21 17:53:35,604 - pyskl - INFO - Epoch [138][900/3940] lr: 4.445e-04, eta: 6:09:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6831, loss: 1.6831 +2025-05-21 17:54:19,324 - pyskl - INFO - Epoch [138][1000/3940] lr: 4.428e-04, eta: 6:09:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6838, loss: 1.6838 +2025-05-21 17:55:03,209 - pyskl - INFO - Epoch [138][1100/3940] lr: 4.410e-04, eta: 6:08:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6377, loss: 1.6377 +2025-05-21 17:55:47,404 - pyskl - INFO - Epoch [138][1200/3940] lr: 4.393e-04, eta: 6:07:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6488, loss: 1.6488 +2025-05-21 17:56:31,444 - pyskl - INFO - Epoch [138][1300/3940] lr: 4.375e-04, eta: 6:06:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6439, loss: 1.6439 +2025-05-21 17:57:15,350 - pyskl - INFO - Epoch [138][1400/3940] lr: 4.358e-04, eta: 6:06:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6480, loss: 1.6480 +2025-05-21 17:57:59,236 - pyskl - INFO - Epoch [138][1500/3940] lr: 4.341e-04, eta: 6:05:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6290, loss: 1.6290 +2025-05-21 17:58:43,157 - pyskl - INFO - Epoch [138][1600/3940] lr: 4.323e-04, eta: 6:04:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6499, loss: 1.6499 +2025-05-21 17:59:27,327 - pyskl - INFO - Epoch [138][1700/3940] lr: 4.306e-04, eta: 6:03:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6344, loss: 1.6344 +2025-05-21 18:00:11,327 - pyskl - INFO - Epoch [138][1800/3940] lr: 4.289e-04, eta: 6:03:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6648, loss: 1.6648 +2025-05-21 18:00:55,154 - pyskl - INFO - Epoch [138][1900/3940] lr: 4.271e-04, eta: 6:02:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6613, loss: 1.6613 +2025-05-21 18:01:38,912 - pyskl - INFO - Epoch [138][2000/3940] lr: 4.254e-04, eta: 6:01:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5910, loss: 1.5910 +2025-05-21 18:02:22,697 - pyskl - INFO - Epoch [138][2100/3940] lr: 4.237e-04, eta: 6:01:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6328, loss: 1.6328 +2025-05-21 18:03:06,503 - pyskl - INFO - Epoch [138][2200/3940] lr: 4.220e-04, eta: 6:00:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5951, loss: 1.5951 +2025-05-21 18:03:50,832 - pyskl - INFO - Epoch [138][2300/3940] lr: 4.203e-04, eta: 5:59:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6393, loss: 1.6393 +2025-05-21 18:04:34,761 - pyskl - INFO - Epoch [138][2400/3940] lr: 4.186e-04, eta: 5:58:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6019, loss: 1.6019 +2025-05-21 18:05:18,716 - pyskl - INFO - Epoch [138][2500/3940] lr: 4.169e-04, eta: 5:58:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6067, loss: 1.6067 +2025-05-21 18:06:02,591 - pyskl - INFO - Epoch [138][2600/3940] lr: 4.152e-04, eta: 5:57:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6873, loss: 1.6873 +2025-05-21 18:06:46,632 - pyskl - INFO - Epoch [138][2700/3940] lr: 4.135e-04, eta: 5:56:36, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6432, loss: 1.6432 +2025-05-21 18:07:30,694 - pyskl - INFO - Epoch [138][2800/3940] lr: 4.118e-04, eta: 5:55:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5814, loss: 1.5814 +2025-05-21 18:08:14,620 - pyskl - INFO - Epoch [138][2900/3940] lr: 4.101e-04, eta: 5:55:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6447, loss: 1.6447 +2025-05-21 18:08:58,545 - pyskl - INFO - Epoch [138][3000/3940] lr: 4.084e-04, eta: 5:54:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5933, loss: 1.5933 +2025-05-21 18:09:42,513 - pyskl - INFO - Epoch [138][3100/3940] lr: 4.067e-04, eta: 5:53:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6339, loss: 1.6339 +2025-05-21 18:10:26,591 - pyskl - INFO - Epoch [138][3200/3940] lr: 4.050e-04, eta: 5:52:56, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6609, loss: 1.6609 +2025-05-21 18:11:10,494 - pyskl - INFO - Epoch [138][3300/3940] lr: 4.034e-04, eta: 5:52:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5846, loss: 1.5846 +2025-05-21 18:11:54,463 - pyskl - INFO - Epoch [138][3400/3940] lr: 4.017e-04, eta: 5:51:28, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6248, loss: 1.6248 +2025-05-21 18:12:38,373 - pyskl - INFO - Epoch [138][3500/3940] lr: 4.000e-04, eta: 5:50:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6485, loss: 1.6485 +2025-05-21 18:13:22,254 - pyskl - INFO - Epoch [138][3600/3940] lr: 3.984e-04, eta: 5:49:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6109, loss: 1.6109 +2025-05-21 18:14:06,119 - pyskl - INFO - Epoch [138][3700/3940] lr: 3.967e-04, eta: 5:49:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5808, loss: 1.5808 +2025-05-21 18:14:49,915 - pyskl - INFO - Epoch [138][3800/3940] lr: 3.950e-04, eta: 5:48:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6095, loss: 1.6095 +2025-05-21 18:15:33,661 - pyskl - INFO - Epoch [138][3900/3940] lr: 3.934e-04, eta: 5:47:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6770, loss: 1.6770 +2025-05-21 18:15:51,605 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-05-21 18:19:13,076 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 18:19:13,546 - pyskl - INFO - +top1_acc 0.8943 +top5_acc 0.9824 +2025-05-21 18:19:13,600 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_137.pth was removed +2025-05-21 18:19:14,674 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2025-05-21 18:19:14,677 - pyskl - INFO - Best top1_acc is 0.8943 at 138 epoch. +2025-05-21 18:19:14,694 - pyskl - INFO - Epoch(val) [138][3183] top1_acc: 0.8943, top5_acc: 0.9824 +2025-05-21 18:20:22,983 - pyskl - INFO - Epoch [139][100/3940] lr: 3.911e-04, eta: 5:46:46, time: 0.683, data_time: 0.245, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6244, loss: 1.6244 +2025-05-21 18:21:06,776 - pyskl - INFO - Epoch [139][200/3940] lr: 3.894e-04, eta: 5:46:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5781, loss: 1.5781 +2025-05-21 18:21:50,571 - pyskl - INFO - Epoch [139][300/3940] lr: 3.878e-04, eta: 5:45:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6307, loss: 1.6307 +2025-05-21 18:22:34,459 - pyskl - INFO - Epoch [139][400/3940] lr: 3.861e-04, eta: 5:44:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.6460, loss: 1.6460 +2025-05-21 18:23:18,301 - pyskl - INFO - Epoch [139][500/3940] lr: 3.845e-04, eta: 5:43:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5651, loss: 1.5651 +2025-05-21 18:24:02,159 - pyskl - INFO - Epoch [139][600/3940] lr: 3.829e-04, eta: 5:43:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6038, loss: 1.6038 +2025-05-21 18:24:46,018 - pyskl - INFO - Epoch [139][700/3940] lr: 3.812e-04, eta: 5:42:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6175, loss: 1.6175 +2025-05-21 18:25:30,214 - pyskl - INFO - Epoch [139][800/3940] lr: 3.796e-04, eta: 5:41:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6612, loss: 1.6612 +2025-05-21 18:26:14,159 - pyskl - INFO - Epoch [139][900/3940] lr: 3.780e-04, eta: 5:40:53, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5717, loss: 1.5717 +2025-05-21 18:26:58,007 - pyskl - INFO - Epoch [139][1000/3940] lr: 3.764e-04, eta: 5:40:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6296, loss: 1.6296 +2025-05-21 18:27:41,956 - pyskl - INFO - Epoch [139][1100/3940] lr: 3.748e-04, eta: 5:39:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5551, loss: 1.5551 +2025-05-21 18:28:25,871 - pyskl - INFO - Epoch [139][1200/3940] lr: 3.731e-04, eta: 5:38:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5826, loss: 1.5826 +2025-05-21 18:29:09,981 - pyskl - INFO - Epoch [139][1300/3940] lr: 3.715e-04, eta: 5:37:57, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5823, loss: 1.5823 +2025-05-21 18:29:53,923 - pyskl - INFO - Epoch [139][1400/3940] lr: 3.699e-04, eta: 5:37:12, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6107, loss: 1.6107 +2025-05-21 18:30:37,783 - pyskl - INFO - Epoch [139][1500/3940] lr: 3.683e-04, eta: 5:36:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5868, loss: 1.5868 +2025-05-21 18:31:21,579 - pyskl - INFO - Epoch [139][1600/3940] lr: 3.667e-04, eta: 5:35:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6064, loss: 1.6064 +2025-05-21 18:32:05,373 - pyskl - INFO - Epoch [139][1700/3940] lr: 3.651e-04, eta: 5:35:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5479, loss: 1.5479 +2025-05-21 18:32:49,173 - pyskl - INFO - Epoch [139][1800/3940] lr: 3.635e-04, eta: 5:34:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6445, loss: 1.6445 +2025-05-21 18:33:32,950 - pyskl - INFO - Epoch [139][1900/3940] lr: 3.619e-04, eta: 5:33:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6255, loss: 1.6255 +2025-05-21 18:34:16,814 - pyskl - INFO - Epoch [139][2000/3940] lr: 3.604e-04, eta: 5:32:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6476, loss: 1.6476 +2025-05-21 18:35:00,769 - pyskl - INFO - Epoch [139][2100/3940] lr: 3.588e-04, eta: 5:32:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5595, loss: 1.5595 +2025-05-21 18:35:44,842 - pyskl - INFO - Epoch [139][2200/3940] lr: 3.572e-04, eta: 5:31:19, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.6666, loss: 1.6666 +2025-05-21 18:36:28,762 - pyskl - INFO - Epoch [139][2300/3940] lr: 3.556e-04, eta: 5:30:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5564, loss: 1.5564 +2025-05-21 18:37:12,765 - pyskl - INFO - Epoch [139][2400/3940] lr: 3.541e-04, eta: 5:29:51, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5919, loss: 1.5919 +2025-05-21 18:37:56,665 - pyskl - INFO - Epoch [139][2500/3940] lr: 3.525e-04, eta: 5:29:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6391, loss: 1.6391 +2025-05-21 18:38:40,509 - pyskl - INFO - Epoch [139][2600/3940] lr: 3.509e-04, eta: 5:28:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6308, loss: 1.6308 +2025-05-21 18:39:24,425 - pyskl - INFO - Epoch [139][2700/3940] lr: 3.494e-04, eta: 5:27:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6369, loss: 1.6369 +2025-05-21 18:40:08,634 - pyskl - INFO - Epoch [139][2800/3940] lr: 3.478e-04, eta: 5:26:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6829, loss: 1.6829 +2025-05-21 18:40:52,895 - pyskl - INFO - Epoch [139][2900/3940] lr: 3.462e-04, eta: 5:26:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6453, loss: 1.6453 +2025-05-21 18:41:37,034 - pyskl - INFO - Epoch [139][3000/3940] lr: 3.447e-04, eta: 5:25:27, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6294, loss: 1.6294 +2025-05-21 18:42:20,945 - pyskl - INFO - Epoch [139][3100/3940] lr: 3.431e-04, eta: 5:24:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5932, loss: 1.5932 +2025-05-21 18:43:04,975 - pyskl - INFO - Epoch [139][3200/3940] lr: 3.416e-04, eta: 5:23:58, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6066, loss: 1.6066 +2025-05-21 18:43:48,914 - pyskl - INFO - Epoch [139][3300/3940] lr: 3.401e-04, eta: 5:23:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6460, loss: 1.6460 +2025-05-21 18:44:32,792 - pyskl - INFO - Epoch [139][3400/3940] lr: 3.385e-04, eta: 5:22:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6056, loss: 1.6056 +2025-05-21 18:45:16,713 - pyskl - INFO - Epoch [139][3500/3940] lr: 3.370e-04, eta: 5:21:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6846, loss: 1.6846 +2025-05-21 18:46:00,686 - pyskl - INFO - Epoch [139][3600/3940] lr: 3.355e-04, eta: 5:21:02, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6203, loss: 1.6203 +2025-05-21 18:46:44,602 - pyskl - INFO - Epoch [139][3700/3940] lr: 3.339e-04, eta: 5:20:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6938, loss: 1.6938 +2025-05-21 18:47:28,451 - pyskl - INFO - Epoch [139][3800/3940] lr: 3.324e-04, eta: 5:19:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6414, loss: 1.6414 +2025-05-21 18:48:12,325 - pyskl - INFO - Epoch [139][3900/3940] lr: 3.309e-04, eta: 5:18:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6069, loss: 1.6069 +2025-05-21 18:48:30,253 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-05-21 18:51:51,342 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 18:51:51,811 - pyskl - INFO - +top1_acc 0.8946 +top5_acc 0.9826 +2025-05-21 18:51:51,863 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_138.pth was removed +2025-05-21 18:51:52,858 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2025-05-21 18:51:52,860 - pyskl - INFO - Best top1_acc is 0.8946 at 139 epoch. +2025-05-21 18:51:52,877 - pyskl - INFO - Epoch(val) [139][3183] top1_acc: 0.8946, top5_acc: 0.9826 +2025-05-21 18:53:01,250 - pyskl - INFO - Epoch [140][100/3940] lr: 3.288e-04, eta: 5:17:48, time: 0.684, data_time: 0.245, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6019, loss: 1.6019 +2025-05-21 18:53:45,119 - pyskl - INFO - Epoch [140][200/3940] lr: 3.273e-04, eta: 5:17:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6008, loss: 1.6008 +2025-05-21 18:54:28,985 - pyskl - INFO - Epoch [140][300/3940] lr: 3.257e-04, eta: 5:16:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5826, loss: 1.5826 +2025-05-21 18:55:12,810 - pyskl - INFO - Epoch [140][400/3940] lr: 3.242e-04, eta: 5:15:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5775, loss: 1.5775 +2025-05-21 18:55:56,728 - pyskl - INFO - Epoch [140][500/3940] lr: 3.227e-04, eta: 5:14:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6288, loss: 1.6288 +2025-05-21 18:56:40,634 - pyskl - INFO - Epoch [140][600/3940] lr: 3.212e-04, eta: 5:14:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5997, loss: 1.5997 +2025-05-21 18:57:24,540 - pyskl - INFO - Epoch [140][700/3940] lr: 3.197e-04, eta: 5:13:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6422, loss: 1.6422 +2025-05-21 18:58:08,488 - pyskl - INFO - Epoch [140][800/3940] lr: 3.183e-04, eta: 5:12:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5897, loss: 1.5897 +2025-05-21 18:58:52,545 - pyskl - INFO - Epoch [140][900/3940] lr: 3.168e-04, eta: 5:11:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6217, loss: 1.6217 +2025-05-21 18:59:36,507 - pyskl - INFO - Epoch [140][1000/3940] lr: 3.153e-04, eta: 5:11:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5961, loss: 1.5961 +2025-05-21 19:00:20,403 - pyskl - INFO - Epoch [140][1100/3940] lr: 3.138e-04, eta: 5:10:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5789, loss: 1.5789 +2025-05-21 19:01:04,202 - pyskl - INFO - Epoch [140][1200/3940] lr: 3.123e-04, eta: 5:09:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5551, loss: 1.5551 +2025-05-21 19:01:47,870 - pyskl - INFO - Epoch [140][1300/3940] lr: 3.108e-04, eta: 5:08:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6228, loss: 1.6228 +2025-05-21 19:02:31,707 - pyskl - INFO - Epoch [140][1400/3940] lr: 3.094e-04, eta: 5:08:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6159, loss: 1.6159 +2025-05-21 19:03:15,627 - pyskl - INFO - Epoch [140][1500/3940] lr: 3.079e-04, eta: 5:07:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6100, loss: 1.6100 +2025-05-21 19:03:59,467 - pyskl - INFO - Epoch [140][1600/3940] lr: 3.064e-04, eta: 5:06:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5643, loss: 1.5643 +2025-05-21 19:04:43,319 - pyskl - INFO - Epoch [140][1700/3940] lr: 3.050e-04, eta: 5:06:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6742, loss: 1.6742 +2025-05-21 19:05:27,115 - pyskl - INFO - Epoch [140][1800/3940] lr: 3.035e-04, eta: 5:05:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5847, loss: 1.5847 +2025-05-21 19:06:10,968 - pyskl - INFO - Epoch [140][1900/3940] lr: 3.021e-04, eta: 5:04:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6162, loss: 1.6162 +2025-05-21 19:06:54,664 - pyskl - INFO - Epoch [140][2000/3940] lr: 3.006e-04, eta: 5:03:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6634, loss: 1.6634 +2025-05-21 19:07:38,359 - pyskl - INFO - Epoch [140][2100/3940] lr: 2.992e-04, eta: 5:03:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5484, loss: 1.5484 +2025-05-21 19:08:21,899 - pyskl - INFO - Epoch [140][2200/3940] lr: 2.977e-04, eta: 5:02:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6320, loss: 1.6320 +2025-05-21 19:09:05,614 - pyskl - INFO - Epoch [140][2300/3940] lr: 2.963e-04, eta: 5:01:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6501, loss: 1.6501 +2025-05-21 19:09:49,441 - pyskl - INFO - Epoch [140][2400/3940] lr: 2.949e-04, eta: 5:00:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6019, loss: 1.6019 +2025-05-21 19:10:33,166 - pyskl - INFO - Epoch [140][2500/3940] lr: 2.934e-04, eta: 5:00:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5744, loss: 1.5744 +2025-05-21 19:11:16,926 - pyskl - INFO - Epoch [140][2600/3940] lr: 2.920e-04, eta: 4:59:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5992, loss: 1.5992 +2025-05-21 19:12:00,715 - pyskl - INFO - Epoch [140][2700/3940] lr: 2.906e-04, eta: 4:58:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5856, loss: 1.5856 +2025-05-21 19:12:44,511 - pyskl - INFO - Epoch [140][2800/3940] lr: 2.891e-04, eta: 4:57:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6122, loss: 1.6122 +2025-05-21 19:13:28,301 - pyskl - INFO - Epoch [140][2900/3940] lr: 2.877e-04, eta: 4:57:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5755, loss: 1.5755 +2025-05-21 19:14:12,146 - pyskl - INFO - Epoch [140][3000/3940] lr: 2.863e-04, eta: 4:56:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5732, loss: 1.5732 +2025-05-21 19:14:56,032 - pyskl - INFO - Epoch [140][3100/3940] lr: 2.849e-04, eta: 4:55:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5971, loss: 1.5971 +2025-05-21 19:15:39,835 - pyskl - INFO - Epoch [140][3200/3940] lr: 2.835e-04, eta: 4:55:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6265, loss: 1.6265 +2025-05-21 19:16:23,663 - pyskl - INFO - Epoch [140][3300/3940] lr: 2.821e-04, eta: 4:54:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6369, loss: 1.6369 +2025-05-21 19:17:07,456 - pyskl - INFO - Epoch [140][3400/3940] lr: 2.807e-04, eta: 4:53:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5394, loss: 1.5394 +2025-05-21 19:17:51,261 - pyskl - INFO - Epoch [140][3500/3940] lr: 2.793e-04, eta: 4:52:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5532, loss: 1.5532 +2025-05-21 19:18:35,262 - pyskl - INFO - Epoch [140][3600/3940] lr: 2.779e-04, eta: 4:52:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5908, loss: 1.5908 +2025-05-21 19:19:19,092 - pyskl - INFO - Epoch [140][3700/3940] lr: 2.765e-04, eta: 4:51:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6164, loss: 1.6164 +2025-05-21 19:20:02,923 - pyskl - INFO - Epoch [140][3800/3940] lr: 2.751e-04, eta: 4:50:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5742, loss: 1.5742 +2025-05-21 19:20:46,730 - pyskl - INFO - Epoch [140][3900/3940] lr: 2.737e-04, eta: 4:49:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5774, loss: 1.5774 +2025-05-21 19:21:04,590 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-05-21 19:24:25,777 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 19:24:26,238 - pyskl - INFO - +top1_acc 0.8957 +top5_acc 0.9820 +2025-05-21 19:24:26,295 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_139.pth was removed +2025-05-21 19:24:27,386 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2025-05-21 19:24:27,389 - pyskl - INFO - Best top1_acc is 0.8957 at 140 epoch. +2025-05-21 19:24:27,409 - pyskl - INFO - Epoch(val) [140][3183] top1_acc: 0.8957, top5_acc: 0.9820 +2025-05-21 19:25:36,310 - pyskl - INFO - Epoch [141][100/3940] lr: 2.718e-04, eta: 4:48:51, time: 0.689, data_time: 0.249, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6649, loss: 1.6649 +2025-05-21 19:26:20,230 - pyskl - INFO - Epoch [141][200/3940] lr: 2.704e-04, eta: 4:48:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5031, loss: 1.5031 +2025-05-21 19:27:04,134 - pyskl - INFO - Epoch [141][300/3940] lr: 2.690e-04, eta: 4:47:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5528, loss: 1.5528 +2025-05-21 19:27:48,046 - pyskl - INFO - Epoch [141][400/3940] lr: 2.677e-04, eta: 4:46:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6007, loss: 1.6007 +2025-05-21 19:28:31,885 - pyskl - INFO - Epoch [141][500/3940] lr: 2.663e-04, eta: 4:45:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5364, loss: 1.5364 +2025-05-21 19:29:15,710 - pyskl - INFO - Epoch [141][600/3940] lr: 2.649e-04, eta: 4:45:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5598, loss: 1.5598 +2025-05-21 19:29:59,585 - pyskl - INFO - Epoch [141][700/3940] lr: 2.636e-04, eta: 4:44:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6111, loss: 1.6111 +2025-05-21 19:30:43,463 - pyskl - INFO - Epoch [141][800/3940] lr: 2.622e-04, eta: 4:43:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5724, loss: 1.5724 +2025-05-21 19:31:27,340 - pyskl - INFO - Epoch [141][900/3940] lr: 2.609e-04, eta: 4:42:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5946, loss: 1.5946 +2025-05-21 19:32:11,168 - pyskl - INFO - Epoch [141][1000/3940] lr: 2.595e-04, eta: 4:42:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5647, loss: 1.5647 +2025-05-21 19:32:55,160 - pyskl - INFO - Epoch [141][1100/3940] lr: 2.582e-04, eta: 4:41:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6237, loss: 1.6237 +2025-05-21 19:33:39,143 - pyskl - INFO - Epoch [141][1200/3940] lr: 2.568e-04, eta: 4:40:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6232, loss: 1.6232 +2025-05-21 19:34:22,927 - pyskl - INFO - Epoch [141][1300/3940] lr: 2.555e-04, eta: 4:40:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6176, loss: 1.6176 +2025-05-21 19:35:06,706 - pyskl - INFO - Epoch [141][1400/3940] lr: 2.542e-04, eta: 4:39:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5670, loss: 1.5670 +2025-05-21 19:35:50,672 - pyskl - INFO - Epoch [141][1500/3940] lr: 2.528e-04, eta: 4:38:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5703, loss: 1.5703 +2025-05-21 19:36:34,766 - pyskl - INFO - Epoch [141][1600/3940] lr: 2.515e-04, eta: 4:37:49, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6018, loss: 1.6018 +2025-05-21 19:37:18,736 - pyskl - INFO - Epoch [141][1700/3940] lr: 2.502e-04, eta: 4:37:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6155, loss: 1.6155 +2025-05-21 19:38:02,503 - pyskl - INFO - Epoch [141][1800/3940] lr: 2.489e-04, eta: 4:36:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6253, loss: 1.6253 +2025-05-21 19:38:46,294 - pyskl - INFO - Epoch [141][1900/3940] lr: 2.475e-04, eta: 4:35:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5783, loss: 1.5783 +2025-05-21 19:39:30,048 - pyskl - INFO - Epoch [141][2000/3940] lr: 2.462e-04, eta: 4:34:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5502, loss: 1.5502 +2025-05-21 19:40:13,835 - pyskl - INFO - Epoch [141][2100/3940] lr: 2.449e-04, eta: 4:34:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5801, loss: 1.5801 +2025-05-21 19:40:57,512 - pyskl - INFO - Epoch [141][2200/3940] lr: 2.436e-04, eta: 4:33:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5799, loss: 1.5799 +2025-05-21 19:41:41,315 - pyskl - INFO - Epoch [141][2300/3940] lr: 2.423e-04, eta: 4:32:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6144, loss: 1.6144 +2025-05-21 19:42:25,070 - pyskl - INFO - Epoch [141][2400/3940] lr: 2.410e-04, eta: 4:31:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5553, loss: 1.5553 +2025-05-21 19:43:08,842 - pyskl - INFO - Epoch [141][2500/3940] lr: 2.397e-04, eta: 4:31:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5621, loss: 1.5621 +2025-05-21 19:43:52,630 - pyskl - INFO - Epoch [141][2600/3940] lr: 2.384e-04, eta: 4:30:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5917, loss: 1.5917 +2025-05-21 19:44:36,392 - pyskl - INFO - Epoch [141][2700/3940] lr: 2.371e-04, eta: 4:29:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6524, loss: 1.6524 +2025-05-21 19:45:20,142 - pyskl - INFO - Epoch [141][2800/3940] lr: 2.358e-04, eta: 4:28:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6630, loss: 1.6630 +2025-05-21 19:46:03,897 - pyskl - INFO - Epoch [141][2900/3940] lr: 2.346e-04, eta: 4:28:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6590, loss: 1.6590 +2025-05-21 19:46:47,728 - pyskl - INFO - Epoch [141][3000/3940] lr: 2.333e-04, eta: 4:27:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5699, loss: 1.5699 +2025-05-21 19:47:31,527 - pyskl - INFO - Epoch [141][3100/3940] lr: 2.320e-04, eta: 4:26:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5434, loss: 1.5434 +2025-05-21 19:48:15,321 - pyskl - INFO - Epoch [141][3200/3940] lr: 2.307e-04, eta: 4:26:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5875, loss: 1.5875 +2025-05-21 19:48:59,236 - pyskl - INFO - Epoch [141][3300/3940] lr: 2.295e-04, eta: 4:25:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5602, loss: 1.5602 +2025-05-21 19:49:43,385 - pyskl - INFO - Epoch [141][3400/3940] lr: 2.282e-04, eta: 4:24:35, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5818, loss: 1.5818 +2025-05-21 19:50:27,297 - pyskl - INFO - Epoch [141][3500/3940] lr: 2.269e-04, eta: 4:23:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5741, loss: 1.5741 +2025-05-21 19:51:11,001 - pyskl - INFO - Epoch [141][3600/3940] lr: 2.257e-04, eta: 4:23:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5768, loss: 1.5768 +2025-05-21 19:51:54,804 - pyskl - INFO - Epoch [141][3700/3940] lr: 2.244e-04, eta: 4:22:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5711, loss: 1.5711 +2025-05-21 19:52:38,697 - pyskl - INFO - Epoch [141][3800/3940] lr: 2.232e-04, eta: 4:21:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5979, loss: 1.5979 +2025-05-21 19:53:22,638 - pyskl - INFO - Epoch [141][3900/3940] lr: 2.219e-04, eta: 4:20:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6133, loss: 1.6133 +2025-05-21 19:53:40,577 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-05-21 19:57:02,710 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 19:57:03,187 - pyskl - INFO - +top1_acc 0.8955 +top5_acc 0.9825 +2025-05-21 19:57:03,205 - pyskl - INFO - Epoch(val) [141][3183] top1_acc: 0.8955, top5_acc: 0.9825 +2025-05-21 19:58:11,736 - pyskl - INFO - Epoch [142][100/3940] lr: 2.202e-04, eta: 4:19:53, time: 0.685, data_time: 0.244, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5155, loss: 1.5155 +2025-05-21 19:58:55,661 - pyskl - INFO - Epoch [142][200/3940] lr: 2.189e-04, eta: 4:19:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5460, loss: 1.5460 +2025-05-21 19:59:39,462 - pyskl - INFO - Epoch [142][300/3940] lr: 2.177e-04, eta: 4:18:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6121, loss: 1.6121 +2025-05-21 20:00:23,145 - pyskl - INFO - Epoch [142][400/3940] lr: 2.165e-04, eta: 4:17:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6107, loss: 1.6107 +2025-05-21 20:01:06,840 - pyskl - INFO - Epoch [142][500/3940] lr: 2.152e-04, eta: 4:16:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5647, loss: 1.5647 +2025-05-21 20:01:50,524 - pyskl - INFO - Epoch [142][600/3940] lr: 2.140e-04, eta: 4:16:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5303, loss: 1.5303 +2025-05-21 20:02:34,276 - pyskl - INFO - Epoch [142][700/3940] lr: 2.128e-04, eta: 4:15:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6069, loss: 1.6069 +2025-05-21 20:03:17,914 - pyskl - INFO - Epoch [142][800/3940] lr: 2.116e-04, eta: 4:14:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6059, loss: 1.6059 +2025-05-21 20:04:01,589 - pyskl - INFO - Epoch [142][900/3940] lr: 2.104e-04, eta: 4:14:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5943, loss: 1.5943 +2025-05-21 20:04:45,356 - pyskl - INFO - Epoch [142][1000/3940] lr: 2.091e-04, eta: 4:13:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5929, loss: 1.5929 +2025-05-21 20:05:29,111 - pyskl - INFO - Epoch [142][1100/3940] lr: 2.079e-04, eta: 4:12:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6337, loss: 1.6337 +2025-05-21 20:06:13,008 - pyskl - INFO - Epoch [142][1200/3940] lr: 2.067e-04, eta: 4:11:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5751, loss: 1.5751 +2025-05-21 20:06:56,958 - pyskl - INFO - Epoch [142][1300/3940] lr: 2.055e-04, eta: 4:11:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5511, loss: 1.5511 +2025-05-21 20:07:40,777 - pyskl - INFO - Epoch [142][1400/3940] lr: 2.043e-04, eta: 4:10:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6275, loss: 1.6275 +2025-05-21 20:08:24,633 - pyskl - INFO - Epoch [142][1500/3940] lr: 2.031e-04, eta: 4:09:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5644, loss: 1.5644 +2025-05-21 20:09:08,476 - pyskl - INFO - Epoch [142][1600/3940] lr: 2.019e-04, eta: 4:08:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5042, loss: 1.5042 +2025-05-21 20:09:52,354 - pyskl - INFO - Epoch [142][1700/3940] lr: 2.008e-04, eta: 4:08:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5919, loss: 1.5919 +2025-05-21 20:10:36,299 - pyskl - INFO - Epoch [142][1800/3940] lr: 1.996e-04, eta: 4:07:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5786, loss: 1.5786 +2025-05-21 20:11:20,193 - pyskl - INFO - Epoch [142][1900/3940] lr: 1.984e-04, eta: 4:06:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6140, loss: 1.6140 +2025-05-21 20:12:04,147 - pyskl - INFO - Epoch [142][2000/3940] lr: 1.972e-04, eta: 4:05:55, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5345, loss: 1.5345 +2025-05-21 20:12:48,103 - pyskl - INFO - Epoch [142][2100/3940] lr: 1.960e-04, eta: 4:05:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5623, loss: 1.5623 +2025-05-21 20:13:32,061 - pyskl - INFO - Epoch [142][2200/3940] lr: 1.949e-04, eta: 4:04:26, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5548, loss: 1.5548 +2025-05-21 20:14:15,919 - pyskl - INFO - Epoch [142][2300/3940] lr: 1.937e-04, eta: 4:03:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5772, loss: 1.5772 +2025-05-21 20:14:59,786 - pyskl - INFO - Epoch [142][2400/3940] lr: 1.925e-04, eta: 4:02:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5884, loss: 1.5884 +2025-05-21 20:15:43,629 - pyskl - INFO - Epoch [142][2500/3940] lr: 1.914e-04, eta: 4:02:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6251, loss: 1.6251 +2025-05-21 20:16:27,489 - pyskl - INFO - Epoch [142][2600/3940] lr: 1.902e-04, eta: 4:01:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5682, loss: 1.5682 +2025-05-21 20:17:11,452 - pyskl - INFO - Epoch [142][2700/3940] lr: 1.891e-04, eta: 4:00:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5555, loss: 1.5555 +2025-05-21 20:17:55,344 - pyskl - INFO - Epoch [142][2800/3940] lr: 1.879e-04, eta: 4:00:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5875, loss: 1.5875 +2025-05-21 20:18:39,362 - pyskl - INFO - Epoch [142][2900/3940] lr: 1.868e-04, eta: 3:59:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5936, loss: 1.5936 +2025-05-21 20:19:23,512 - pyskl - INFO - Epoch [142][3000/3940] lr: 1.856e-04, eta: 3:58:34, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5210, loss: 1.5210 +2025-05-21 20:20:07,738 - pyskl - INFO - Epoch [142][3100/3940] lr: 1.845e-04, eta: 3:57:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5680, loss: 1.5680 +2025-05-21 20:20:51,913 - pyskl - INFO - Epoch [142][3200/3940] lr: 1.834e-04, eta: 3:57:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5950, loss: 1.5950 +2025-05-21 20:21:36,016 - pyskl - INFO - Epoch [142][3300/3940] lr: 1.822e-04, eta: 3:56:21, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5481, loss: 1.5481 +2025-05-21 20:22:20,038 - pyskl - INFO - Epoch [142][3400/3940] lr: 1.811e-04, eta: 3:55:37, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5208, loss: 1.5208 +2025-05-21 20:23:04,192 - pyskl - INFO - Epoch [142][3500/3940] lr: 1.800e-04, eta: 3:54:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5665, loss: 1.5665 +2025-05-21 20:23:48,380 - pyskl - INFO - Epoch [142][3600/3940] lr: 1.788e-04, eta: 3:54:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5363, loss: 1.5363 +2025-05-21 20:24:32,476 - pyskl - INFO - Epoch [142][3700/3940] lr: 1.777e-04, eta: 3:53:25, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5846, loss: 1.5846 +2025-05-21 20:25:16,876 - pyskl - INFO - Epoch [142][3800/3940] lr: 1.766e-04, eta: 3:52:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5656, loss: 1.5656 +2025-05-21 20:26:01,175 - pyskl - INFO - Epoch [142][3900/3940] lr: 1.755e-04, eta: 3:51:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5619, loss: 1.5619 +2025-05-21 20:26:19,167 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-05-21 20:29:40,279 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 20:29:40,747 - pyskl - INFO - +top1_acc 0.8945 +top5_acc 0.9825 +2025-05-21 20:29:40,764 - pyskl - INFO - Epoch(val) [142][3183] top1_acc: 0.8945, top5_acc: 0.9825 +2025-05-21 20:30:49,828 - pyskl - INFO - Epoch [143][100/3940] lr: 1.740e-04, eta: 3:50:55, time: 0.691, data_time: 0.248, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5998, loss: 1.5998 +2025-05-21 20:31:33,858 - pyskl - INFO - Epoch [143][200/3940] lr: 1.729e-04, eta: 3:50:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5380, loss: 1.5380 +2025-05-21 20:32:17,944 - pyskl - INFO - Epoch [143][300/3940] lr: 1.718e-04, eta: 3:49:27, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5208, loss: 1.5208 +2025-05-21 20:33:02,177 - pyskl - INFO - Epoch [143][400/3940] lr: 1.707e-04, eta: 3:48:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5105, loss: 1.5105 +2025-05-21 20:33:46,227 - pyskl - INFO - Epoch [143][500/3940] lr: 1.696e-04, eta: 3:47:59, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5533, loss: 1.5533 +2025-05-21 20:34:30,139 - pyskl - INFO - Epoch [143][600/3940] lr: 1.685e-04, eta: 3:47:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6095, loss: 1.6095 +2025-05-21 20:35:14,157 - pyskl - INFO - Epoch [143][700/3940] lr: 1.674e-04, eta: 3:46:31, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5626, loss: 1.5626 +2025-05-21 20:35:58,050 - pyskl - INFO - Epoch [143][800/3940] lr: 1.663e-04, eta: 3:45:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5764, loss: 1.5764 +2025-05-21 20:36:42,069 - pyskl - INFO - Epoch [143][900/3940] lr: 1.652e-04, eta: 3:45:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5729, loss: 1.5729 +2025-05-21 20:37:25,955 - pyskl - INFO - Epoch [143][1000/3940] lr: 1.642e-04, eta: 3:44:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5741, loss: 1.5741 +2025-05-21 20:38:09,801 - pyskl - INFO - Epoch [143][1100/3940] lr: 1.631e-04, eta: 3:43:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5429, loss: 1.5429 +2025-05-21 20:38:53,689 - pyskl - INFO - Epoch [143][1200/3940] lr: 1.620e-04, eta: 3:42:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5109, loss: 1.5109 +2025-05-21 20:39:37,586 - pyskl - INFO - Epoch [143][1300/3940] lr: 1.609e-04, eta: 3:42:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5820, loss: 1.5820 +2025-05-21 20:40:21,779 - pyskl - INFO - Epoch [143][1400/3940] lr: 1.599e-04, eta: 3:41:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5195, loss: 1.5195 +2025-05-21 20:41:05,834 - pyskl - INFO - Epoch [143][1500/3940] lr: 1.588e-04, eta: 3:40:38, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5944, loss: 1.5944 +2025-05-21 20:41:49,860 - pyskl - INFO - Epoch [143][1600/3940] lr: 1.578e-04, eta: 3:39:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6581, loss: 1.6581 +2025-05-21 20:42:33,975 - pyskl - INFO - Epoch [143][1700/3940] lr: 1.567e-04, eta: 3:39:10, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6019, loss: 1.6019 +2025-05-21 20:43:17,872 - pyskl - INFO - Epoch [143][1800/3940] lr: 1.557e-04, eta: 3:38:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5257, loss: 1.5257 +2025-05-21 20:44:01,972 - pyskl - INFO - Epoch [143][1900/3940] lr: 1.546e-04, eta: 3:37:42, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5699, loss: 1.5699 +2025-05-21 20:44:46,232 - pyskl - INFO - Epoch [143][2000/3940] lr: 1.536e-04, eta: 3:36:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5284, loss: 1.5284 +2025-05-21 20:45:30,202 - pyskl - INFO - Epoch [143][2100/3940] lr: 1.526e-04, eta: 3:36:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5503, loss: 1.5503 +2025-05-21 20:46:14,266 - pyskl - INFO - Epoch [143][2200/3940] lr: 1.515e-04, eta: 3:35:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5700, loss: 1.5700 +2025-05-21 20:46:58,165 - pyskl - INFO - Epoch [143][2300/3940] lr: 1.505e-04, eta: 3:34:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5349, loss: 1.5349 +2025-05-21 20:47:42,150 - pyskl - INFO - Epoch [143][2400/3940] lr: 1.495e-04, eta: 3:34:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6260, loss: 1.6260 +2025-05-21 20:48:26,173 - pyskl - INFO - Epoch [143][2500/3940] lr: 1.484e-04, eta: 3:33:17, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5221, loss: 1.5221 +2025-05-21 20:49:10,022 - pyskl - INFO - Epoch [143][2600/3940] lr: 1.474e-04, eta: 3:32:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5643, loss: 1.5643 +2025-05-21 20:49:53,852 - pyskl - INFO - Epoch [143][2700/3940] lr: 1.464e-04, eta: 3:31:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6402, loss: 1.6402 +2025-05-21 20:50:37,732 - pyskl - INFO - Epoch [143][2800/3940] lr: 1.454e-04, eta: 3:31:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6401, loss: 1.6401 +2025-05-21 20:51:21,613 - pyskl - INFO - Epoch [143][2900/3940] lr: 1.444e-04, eta: 3:30:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5215, loss: 1.5215 +2025-05-21 20:52:05,873 - pyskl - INFO - Epoch [143][3000/3940] lr: 1.434e-04, eta: 3:29:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5565, loss: 1.5565 +2025-05-21 20:52:50,001 - pyskl - INFO - Epoch [143][3100/3940] lr: 1.424e-04, eta: 3:28:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5557, loss: 1.5557 +2025-05-21 20:53:34,114 - pyskl - INFO - Epoch [143][3200/3940] lr: 1.414e-04, eta: 3:28:08, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5358, loss: 1.5358 +2025-05-21 20:54:18,146 - pyskl - INFO - Epoch [143][3300/3940] lr: 1.404e-04, eta: 3:27:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5312, loss: 1.5312 +2025-05-21 20:55:02,175 - pyskl - INFO - Epoch [143][3400/3940] lr: 1.394e-04, eta: 3:26:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6305, loss: 1.6305 +2025-05-21 20:55:46,342 - pyskl - INFO - Epoch [143][3500/3940] lr: 1.384e-04, eta: 3:25:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5911, loss: 1.5911 +2025-05-21 20:56:30,425 - pyskl - INFO - Epoch [143][3600/3940] lr: 1.374e-04, eta: 3:25:12, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5418, loss: 1.5418 +2025-05-21 20:57:14,373 - pyskl - INFO - Epoch [143][3700/3940] lr: 1.364e-04, eta: 3:24:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5012, loss: 1.5012 +2025-05-21 20:57:58,417 - pyskl - INFO - Epoch [143][3800/3940] lr: 1.355e-04, eta: 3:23:44, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5496, loss: 1.5496 +2025-05-21 20:58:42,379 - pyskl - INFO - Epoch [143][3900/3940] lr: 1.345e-04, eta: 3:23:00, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6081, loss: 1.6081 +2025-05-21 20:59:00,338 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-05-21 21:02:22,662 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 21:02:23,126 - pyskl - INFO - +top1_acc 0.8969 +top5_acc 0.9831 +2025-05-21 21:02:23,176 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_140.pth was removed +2025-05-21 21:02:24,162 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. +2025-05-21 21:02:24,164 - pyskl - INFO - Best top1_acc is 0.8969 at 143 epoch. +2025-05-21 21:02:24,181 - pyskl - INFO - Epoch(val) [143][3183] top1_acc: 0.8969, top5_acc: 0.9831 +2025-05-21 21:03:32,566 - pyskl - INFO - Epoch [144][100/3940] lr: 1.331e-04, eta: 3:21:58, time: 0.684, data_time: 0.243, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5518, loss: 1.5518 +2025-05-21 21:04:16,458 - pyskl - INFO - Epoch [144][200/3940] lr: 1.322e-04, eta: 3:21:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5398, loss: 1.5398 +2025-05-21 21:05:00,497 - pyskl - INFO - Epoch [144][300/3940] lr: 1.312e-04, eta: 3:20:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6043, loss: 1.6043 +2025-05-21 21:05:44,540 - pyskl - INFO - Epoch [144][400/3940] lr: 1.303e-04, eta: 3:19:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5506, loss: 1.5506 +2025-05-21 21:06:28,592 - pyskl - INFO - Epoch [144][500/3940] lr: 1.293e-04, eta: 3:19:02, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5692, loss: 1.5692 +2025-05-21 21:07:12,786 - pyskl - INFO - Epoch [144][600/3940] lr: 1.283e-04, eta: 3:18:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6021, loss: 1.6021 +2025-05-21 21:07:56,800 - pyskl - INFO - Epoch [144][700/3940] lr: 1.274e-04, eta: 3:17:34, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5516, loss: 1.5516 +2025-05-21 21:08:40,668 - pyskl - INFO - Epoch [144][800/3940] lr: 1.265e-04, eta: 3:16:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5680, loss: 1.5680 +2025-05-21 21:09:24,614 - pyskl - INFO - Epoch [144][900/3940] lr: 1.255e-04, eta: 3:16:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5669, loss: 1.5669 +2025-05-21 21:10:08,506 - pyskl - INFO - Epoch [144][1000/3940] lr: 1.246e-04, eta: 3:15:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5941, loss: 1.5941 +2025-05-21 21:10:52,460 - pyskl - INFO - Epoch [144][1100/3940] lr: 1.236e-04, eta: 3:14:37, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4792, loss: 1.4792 +2025-05-21 21:11:36,476 - pyskl - INFO - Epoch [144][1200/3940] lr: 1.227e-04, eta: 3:13:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5276, loss: 1.5276 +2025-05-21 21:12:20,427 - pyskl - INFO - Epoch [144][1300/3940] lr: 1.218e-04, eta: 3:13:09, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5699, loss: 1.5699 +2025-05-21 21:13:04,357 - pyskl - INFO - Epoch [144][1400/3940] lr: 1.209e-04, eta: 3:12:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5758, loss: 1.5758 +2025-05-21 21:13:48,432 - pyskl - INFO - Epoch [144][1500/3940] lr: 1.199e-04, eta: 3:11:41, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5845, loss: 1.5845 +2025-05-21 21:14:32,346 - pyskl - INFO - Epoch [144][1600/3940] lr: 1.190e-04, eta: 3:10:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5624, loss: 1.5624 +2025-05-21 21:15:16,363 - pyskl - INFO - Epoch [144][1700/3940] lr: 1.181e-04, eta: 3:10:12, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5985, loss: 1.5985 +2025-05-21 21:16:00,203 - pyskl - INFO - Epoch [144][1800/3940] lr: 1.172e-04, eta: 3:09:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5925, loss: 1.5925 +2025-05-21 21:16:44,098 - pyskl - INFO - Epoch [144][1900/3940] lr: 1.163e-04, eta: 3:08:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6212, loss: 1.6212 +2025-05-21 21:17:28,086 - pyskl - INFO - Epoch [144][2000/3940] lr: 1.154e-04, eta: 3:08:00, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5183, loss: 1.5183 +2025-05-21 21:18:11,895 - pyskl - INFO - Epoch [144][2100/3940] lr: 1.145e-04, eta: 3:07:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5731, loss: 1.5731 +2025-05-21 21:18:55,844 - pyskl - INFO - Epoch [144][2200/3940] lr: 1.136e-04, eta: 3:06:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5395, loss: 1.5395 +2025-05-21 21:19:39,628 - pyskl - INFO - Epoch [144][2300/3940] lr: 1.127e-04, eta: 3:05:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6015, loss: 1.6015 +2025-05-21 21:20:23,405 - pyskl - INFO - Epoch [144][2400/3940] lr: 1.118e-04, eta: 3:05:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5426, loss: 1.5426 +2025-05-21 21:21:07,266 - pyskl - INFO - Epoch [144][2500/3940] lr: 1.109e-04, eta: 3:04:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5594, loss: 1.5594 +2025-05-21 21:21:51,142 - pyskl - INFO - Epoch [144][2600/3940] lr: 1.100e-04, eta: 3:03:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5567, loss: 1.5567 +2025-05-21 21:22:35,135 - pyskl - INFO - Epoch [144][2700/3940] lr: 1.092e-04, eta: 3:02:51, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4914, loss: 1.4914 +2025-05-21 21:23:19,064 - pyskl - INFO - Epoch [144][2800/3940] lr: 1.083e-04, eta: 3:02:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5737, loss: 1.5737 +2025-05-21 21:24:02,966 - pyskl - INFO - Epoch [144][2900/3940] lr: 1.074e-04, eta: 3:01:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5475, loss: 1.5475 +2025-05-21 21:24:47,037 - pyskl - INFO - Epoch [144][3000/3940] lr: 1.066e-04, eta: 3:00:39, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5871, loss: 1.5871 +2025-05-21 21:25:30,994 - pyskl - INFO - Epoch [144][3100/3940] lr: 1.057e-04, eta: 2:59:55, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5488, loss: 1.5488 +2025-05-21 21:26:14,923 - pyskl - INFO - Epoch [144][3200/3940] lr: 1.048e-04, eta: 2:59:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5658, loss: 1.5658 +2025-05-21 21:26:58,991 - pyskl - INFO - Epoch [144][3300/3940] lr: 1.040e-04, eta: 2:58:27, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5640, loss: 1.5640 +2025-05-21 21:27:42,974 - pyskl - INFO - Epoch [144][3400/3940] lr: 1.031e-04, eta: 2:57:43, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5386, loss: 1.5386 +2025-05-21 21:28:26,986 - pyskl - INFO - Epoch [144][3500/3940] lr: 1.023e-04, eta: 2:56:59, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5196, loss: 1.5196 +2025-05-21 21:29:10,972 - pyskl - INFO - Epoch [144][3600/3940] lr: 1.014e-04, eta: 2:56:14, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5390, loss: 1.5390 +2025-05-21 21:29:54,940 - pyskl - INFO - Epoch [144][3700/3940] lr: 1.006e-04, eta: 2:55:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5515, loss: 1.5515 +2025-05-21 21:30:39,027 - pyskl - INFO - Epoch [144][3800/3940] lr: 9.974e-05, eta: 2:54:46, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5223, loss: 1.5223 +2025-05-21 21:31:22,989 - pyskl - INFO - Epoch [144][3900/3940] lr: 9.891e-05, eta: 2:54:02, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5846, loss: 1.5846 +2025-05-21 21:31:40,890 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-05-21 21:35:01,631 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 21:35:02,135 - pyskl - INFO - +top1_acc 0.8950 +top5_acc 0.9824 +2025-05-21 21:35:02,152 - pyskl - INFO - Epoch(val) [144][3183] top1_acc: 0.8950, top5_acc: 0.9824 +2025-05-21 21:36:11,360 - pyskl - INFO - Epoch [145][100/3940] lr: 9.774e-05, eta: 2:53:01, time: 0.692, data_time: 0.250, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5544, loss: 1.5544 +2025-05-21 21:36:55,378 - pyskl - INFO - Epoch [145][200/3940] lr: 9.692e-05, eta: 2:52:17, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5632, loss: 1.5632 +2025-05-21 21:37:39,247 - pyskl - INFO - Epoch [145][300/3940] lr: 9.609e-05, eta: 2:51:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5369, loss: 1.5369 +2025-05-21 21:38:23,319 - pyskl - INFO - Epoch [145][400/3940] lr: 9.527e-05, eta: 2:50:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5187, loss: 1.5187 +2025-05-21 21:39:07,344 - pyskl - INFO - Epoch [145][500/3940] lr: 9.445e-05, eta: 2:50:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4939, loss: 1.4939 +2025-05-21 21:39:51,223 - pyskl - INFO - Epoch [145][600/3940] lr: 9.364e-05, eta: 2:49:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5903, loss: 1.5903 +2025-05-21 21:40:35,153 - pyskl - INFO - Epoch [145][700/3940] lr: 9.283e-05, eta: 2:48:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4804, loss: 1.4804 +2025-05-21 21:41:19,170 - pyskl - INFO - Epoch [145][800/3940] lr: 9.202e-05, eta: 2:47:52, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6012, loss: 1.6012 +2025-05-21 21:42:03,220 - pyskl - INFO - Epoch [145][900/3940] lr: 9.122e-05, eta: 2:47:08, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5253, loss: 1.5253 +2025-05-21 21:42:47,290 - pyskl - INFO - Epoch [145][1000/3940] lr: 9.042e-05, eta: 2:46:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5402, loss: 1.5402 +2025-05-21 21:43:31,484 - pyskl - INFO - Epoch [145][1100/3940] lr: 8.963e-05, eta: 2:45:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5860, loss: 1.5860 +2025-05-21 21:44:15,692 - pyskl - INFO - Epoch [145][1200/3940] lr: 8.883e-05, eta: 2:44:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5862, loss: 1.5862 +2025-05-21 21:44:59,896 - pyskl - INFO - Epoch [145][1300/3940] lr: 8.804e-05, eta: 2:44:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5517, loss: 1.5517 +2025-05-21 21:45:44,056 - pyskl - INFO - Epoch [145][1400/3940] lr: 8.726e-05, eta: 2:43:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6234, loss: 1.6234 +2025-05-21 21:46:28,265 - pyskl - INFO - Epoch [145][1500/3940] lr: 8.648e-05, eta: 2:42:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5243, loss: 1.5243 +2025-05-21 21:47:12,631 - pyskl - INFO - Epoch [145][1600/3940] lr: 8.570e-05, eta: 2:41:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5912, loss: 1.5912 +2025-05-21 21:47:56,990 - pyskl - INFO - Epoch [145][1700/3940] lr: 8.492e-05, eta: 2:41:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5043, loss: 1.5043 +2025-05-21 21:48:41,229 - pyskl - INFO - Epoch [145][1800/3940] lr: 8.415e-05, eta: 2:40:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5390, loss: 1.5390 +2025-05-21 21:49:25,490 - pyskl - INFO - Epoch [145][1900/3940] lr: 8.338e-05, eta: 2:39:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5896, loss: 1.5896 +2025-05-21 21:50:09,800 - pyskl - INFO - Epoch [145][2000/3940] lr: 8.262e-05, eta: 2:39:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5670, loss: 1.5670 +2025-05-21 21:50:53,986 - pyskl - INFO - Epoch [145][2100/3940] lr: 8.186e-05, eta: 2:38:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5397, loss: 1.5397 +2025-05-21 21:51:38,000 - pyskl - INFO - Epoch [145][2200/3940] lr: 8.110e-05, eta: 2:37:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5434, loss: 1.5434 +2025-05-21 21:52:21,856 - pyskl - INFO - Epoch [145][2300/3940] lr: 8.035e-05, eta: 2:36:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5123, loss: 1.5123 +2025-05-21 21:53:05,742 - pyskl - INFO - Epoch [145][2400/3940] lr: 7.960e-05, eta: 2:36:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5787, loss: 1.5787 +2025-05-21 21:53:49,744 - pyskl - INFO - Epoch [145][2500/3940] lr: 7.885e-05, eta: 2:35:22, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5091, loss: 1.5091 +2025-05-21 21:54:33,916 - pyskl - INFO - Epoch [145][2600/3940] lr: 7.811e-05, eta: 2:34:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5692, loss: 1.5692 +2025-05-21 21:55:18,226 - pyskl - INFO - Epoch [145][2700/3940] lr: 7.737e-05, eta: 2:33:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5214, loss: 1.5214 +2025-05-21 21:56:02,256 - pyskl - INFO - Epoch [145][2800/3940] lr: 7.663e-05, eta: 2:33:10, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5746, loss: 1.5746 +2025-05-21 21:56:46,311 - pyskl - INFO - Epoch [145][2900/3940] lr: 7.590e-05, eta: 2:32:26, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5972, loss: 1.5972 +2025-05-21 21:57:30,506 - pyskl - INFO - Epoch [145][3000/3940] lr: 7.517e-05, eta: 2:31:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5590, loss: 1.5590 +2025-05-21 21:58:14,960 - pyskl - INFO - Epoch [145][3100/3940] lr: 7.444e-05, eta: 2:30:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5862, loss: 1.5862 +2025-05-21 21:58:59,050 - pyskl - INFO - Epoch [145][3200/3940] lr: 7.372e-05, eta: 2:30:14, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5087, loss: 1.5087 +2025-05-21 21:59:43,167 - pyskl - INFO - Epoch [145][3300/3940] lr: 7.300e-05, eta: 2:29:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5603, loss: 1.5603 +2025-05-21 22:00:27,156 - pyskl - INFO - Epoch [145][3400/3940] lr: 7.229e-05, eta: 2:28:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5490, loss: 1.5490 +2025-05-21 22:01:11,367 - pyskl - INFO - Epoch [145][3500/3940] lr: 7.157e-05, eta: 2:28:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4791, loss: 1.4791 +2025-05-21 22:01:55,741 - pyskl - INFO - Epoch [145][3600/3940] lr: 7.087e-05, eta: 2:27:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5267, loss: 1.5267 +2025-05-21 22:02:39,796 - pyskl - INFO - Epoch [145][3700/3940] lr: 7.016e-05, eta: 2:26:33, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5524, loss: 1.5524 +2025-05-21 22:03:23,724 - pyskl - INFO - Epoch [145][3800/3940] lr: 6.946e-05, eta: 2:25:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5507, loss: 1.5507 +2025-05-21 22:04:07,663 - pyskl - INFO - Epoch [145][3900/3940] lr: 6.876e-05, eta: 2:25:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4958, loss: 1.4958 +2025-05-21 22:04:25,509 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-05-21 22:07:47,256 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 22:07:47,762 - pyskl - INFO - +top1_acc 0.8963 +top5_acc 0.9832 +2025-05-21 22:07:47,780 - pyskl - INFO - Epoch(val) [145][3183] top1_acc: 0.8963, top5_acc: 0.9832 +2025-05-21 22:08:56,345 - pyskl - INFO - Epoch [146][100/3940] lr: 6.779e-05, eta: 2:24:03, time: 0.686, data_time: 0.245, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5051, loss: 1.5051 +2025-05-21 22:09:40,443 - pyskl - INFO - Epoch [146][200/3940] lr: 6.710e-05, eta: 2:23:19, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5362, loss: 1.5362 +2025-05-21 22:10:24,388 - pyskl - INFO - Epoch [146][300/3940] lr: 6.642e-05, eta: 2:22:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4991, loss: 1.4991 +2025-05-21 22:11:08,454 - pyskl - INFO - Epoch [146][400/3940] lr: 6.573e-05, eta: 2:21:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5428, loss: 1.5428 +2025-05-21 22:11:52,398 - pyskl - INFO - Epoch [146][500/3940] lr: 6.505e-05, eta: 2:21:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5442, loss: 1.5442 +2025-05-21 22:12:36,399 - pyskl - INFO - Epoch [146][600/3940] lr: 6.438e-05, eta: 2:20:23, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5385, loss: 1.5385 +2025-05-21 22:13:20,566 - pyskl - INFO - Epoch [146][700/3940] lr: 6.371e-05, eta: 2:19:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5865, loss: 1.5865 +2025-05-21 22:14:04,584 - pyskl - INFO - Epoch [146][800/3940] lr: 6.304e-05, eta: 2:18:55, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5633, loss: 1.5633 +2025-05-21 22:14:48,526 - pyskl - INFO - Epoch [146][900/3940] lr: 6.237e-05, eta: 2:18:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5123, loss: 1.5123 +2025-05-21 22:15:32,470 - pyskl - INFO - Epoch [146][1000/3940] lr: 6.171e-05, eta: 2:17:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5623, loss: 1.5623 +2025-05-21 22:16:16,409 - pyskl - INFO - Epoch [146][1100/3940] lr: 6.106e-05, eta: 2:16:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5441, loss: 1.5441 +2025-05-21 22:17:00,658 - pyskl - INFO - Epoch [146][1200/3940] lr: 6.040e-05, eta: 2:15:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5339, loss: 1.5339 +2025-05-21 22:17:44,818 - pyskl - INFO - Epoch [146][1300/3940] lr: 5.975e-05, eta: 2:15:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5178, loss: 1.5178 +2025-05-21 22:18:28,941 - pyskl - INFO - Epoch [146][1400/3940] lr: 5.910e-05, eta: 2:14:30, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4592, loss: 1.4592 +2025-05-21 22:19:12,932 - pyskl - INFO - Epoch [146][1500/3940] lr: 5.846e-05, eta: 2:13:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5610, loss: 1.5610 +2025-05-21 22:19:56,877 - pyskl - INFO - Epoch [146][1600/3940] lr: 5.782e-05, eta: 2:13:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5624, loss: 1.5624 +2025-05-21 22:20:41,113 - pyskl - INFO - Epoch [146][1700/3940] lr: 5.718e-05, eta: 2:12:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5925, loss: 1.5925 +2025-05-21 22:21:25,355 - pyskl - INFO - Epoch [146][1800/3940] lr: 5.655e-05, eta: 2:11:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5102, loss: 1.5102 +2025-05-21 22:22:09,456 - pyskl - INFO - Epoch [146][1900/3940] lr: 5.592e-05, eta: 2:10:50, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5022, loss: 1.5022 +2025-05-21 22:22:53,496 - pyskl - INFO - Epoch [146][2000/3940] lr: 5.529e-05, eta: 2:10:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5310, loss: 1.5310 +2025-05-21 22:23:37,492 - pyskl - INFO - Epoch [146][2100/3940] lr: 5.467e-05, eta: 2:09:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5251, loss: 1.5251 +2025-05-21 22:24:21,768 - pyskl - INFO - Epoch [146][2200/3940] lr: 5.405e-05, eta: 2:08:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5030, loss: 1.5030 +2025-05-21 22:25:06,084 - pyskl - INFO - Epoch [146][2300/3940] lr: 5.344e-05, eta: 2:07:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5320, loss: 1.5320 +2025-05-21 22:25:50,090 - pyskl - INFO - Epoch [146][2400/3940] lr: 5.283e-05, eta: 2:07:09, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5564, loss: 1.5564 +2025-05-21 22:26:34,091 - pyskl - INFO - Epoch [146][2500/3940] lr: 5.222e-05, eta: 2:06:25, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5473, loss: 1.5473 +2025-05-21 22:27:18,066 - pyskl - INFO - Epoch [146][2600/3940] lr: 5.161e-05, eta: 2:05:41, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5265, loss: 1.5265 +2025-05-21 22:28:02,146 - pyskl - INFO - Epoch [146][2700/3940] lr: 5.101e-05, eta: 2:04:57, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5049, loss: 1.5049 +2025-05-21 22:28:46,319 - pyskl - INFO - Epoch [146][2800/3940] lr: 5.041e-05, eta: 2:04:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5336, loss: 1.5336 +2025-05-21 22:29:30,404 - pyskl - INFO - Epoch [146][2900/3940] lr: 4.982e-05, eta: 2:03:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5462, loss: 1.5462 +2025-05-21 22:30:14,472 - pyskl - INFO - Epoch [146][3000/3940] lr: 4.923e-05, eta: 2:02:44, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4989, loss: 1.4989 +2025-05-21 22:30:58,404 - pyskl - INFO - Epoch [146][3100/3940] lr: 4.864e-05, eta: 2:02:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5820, loss: 1.5820 +2025-05-21 22:31:42,193 - pyskl - INFO - Epoch [146][3200/3940] lr: 4.806e-05, eta: 2:01:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4995, loss: 1.4995 +2025-05-21 22:32:26,416 - pyskl - INFO - Epoch [146][3300/3940] lr: 4.748e-05, eta: 2:00:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5104, loss: 1.5104 +2025-05-21 22:33:10,458 - pyskl - INFO - Epoch [146][3400/3940] lr: 4.690e-05, eta: 1:59:48, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5101, loss: 1.5101 +2025-05-21 22:33:54,467 - pyskl - INFO - Epoch [146][3500/3940] lr: 4.633e-05, eta: 1:59:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5462, loss: 1.5462 +2025-05-21 22:34:38,479 - pyskl - INFO - Epoch [146][3600/3940] lr: 4.576e-05, eta: 1:58:20, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5808, loss: 1.5808 +2025-05-21 22:35:22,512 - pyskl - INFO - Epoch [146][3700/3940] lr: 4.519e-05, eta: 1:57:36, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5289, loss: 1.5289 +2025-05-21 22:36:06,735 - pyskl - INFO - Epoch [146][3800/3940] lr: 4.463e-05, eta: 1:56:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5877, loss: 1.5877 +2025-05-21 22:36:50,794 - pyskl - INFO - Epoch [146][3900/3940] lr: 4.407e-05, eta: 1:56:07, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5693, loss: 1.5693 +2025-05-21 22:37:08,729 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-05-21 22:40:29,830 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 22:40:30,302 - pyskl - INFO - +top1_acc 0.8972 +top5_acc 0.9833 +2025-05-21 22:40:30,353 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_143.pth was removed +2025-05-21 22:40:31,394 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_146.pth. +2025-05-21 22:40:31,397 - pyskl - INFO - Best top1_acc is 0.8972 at 146 epoch. +2025-05-21 22:40:31,415 - pyskl - INFO - Epoch(val) [146][3183] top1_acc: 0.8972, top5_acc: 0.9833 +2025-05-21 22:41:39,869 - pyskl - INFO - Epoch [147][100/3940] lr: 4.329e-05, eta: 1:55:06, time: 0.684, data_time: 0.246, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5292, loss: 1.5292 +2025-05-21 22:42:23,680 - pyskl - INFO - Epoch [147][200/3940] lr: 4.274e-05, eta: 1:54:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4774, loss: 1.4774 +2025-05-21 22:43:07,591 - pyskl - INFO - Epoch [147][300/3940] lr: 4.219e-05, eta: 1:53:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5119, loss: 1.5119 +2025-05-21 22:43:51,698 - pyskl - INFO - Epoch [147][400/3940] lr: 4.165e-05, eta: 1:52:54, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5375, loss: 1.5375 +2025-05-21 22:44:35,797 - pyskl - INFO - Epoch [147][500/3940] lr: 4.111e-05, eta: 1:52:10, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4932, loss: 1.4932 +2025-05-21 22:45:19,897 - pyskl - INFO - Epoch [147][600/3940] lr: 4.057e-05, eta: 1:51:25, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5911, loss: 1.5911 +2025-05-21 22:46:03,954 - pyskl - INFO - Epoch [147][700/3940] lr: 4.004e-05, eta: 1:50:41, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4783, loss: 1.4783 +2025-05-21 22:46:47,900 - pyskl - INFO - Epoch [147][800/3940] lr: 3.951e-05, eta: 1:49:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5222, loss: 1.5222 +2025-05-21 22:47:32,058 - pyskl - INFO - Epoch [147][900/3940] lr: 3.898e-05, eta: 1:49:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5088, loss: 1.5088 +2025-05-21 22:48:16,020 - pyskl - INFO - Epoch [147][1000/3940] lr: 3.846e-05, eta: 1:48:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5907, loss: 1.5907 +2025-05-21 22:48:59,887 - pyskl - INFO - Epoch [147][1100/3940] lr: 3.794e-05, eta: 1:47:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4846, loss: 1.4846 +2025-05-21 22:49:43,745 - pyskl - INFO - Epoch [147][1200/3940] lr: 3.743e-05, eta: 1:47:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5748, loss: 1.5748 +2025-05-21 22:50:27,672 - pyskl - INFO - Epoch [147][1300/3940] lr: 3.691e-05, eta: 1:46:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6065, loss: 1.6065 +2025-05-21 22:51:11,803 - pyskl - INFO - Epoch [147][1400/3940] lr: 3.641e-05, eta: 1:45:33, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4639, loss: 1.4639 +2025-05-21 22:51:55,898 - pyskl - INFO - Epoch [147][1500/3940] lr: 3.590e-05, eta: 1:44:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4903, loss: 1.4903 +2025-05-21 22:52:39,740 - pyskl - INFO - Epoch [147][1600/3940] lr: 3.540e-05, eta: 1:44:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5236, loss: 1.5236 +2025-05-21 22:53:23,664 - pyskl - INFO - Epoch [147][1700/3940] lr: 3.490e-05, eta: 1:43:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5754, loss: 1.5754 +2025-05-21 22:54:07,697 - pyskl - INFO - Epoch [147][1800/3940] lr: 3.441e-05, eta: 1:42:36, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5113, loss: 1.5113 +2025-05-21 22:54:51,762 - pyskl - INFO - Epoch [147][1900/3940] lr: 3.392e-05, eta: 1:41:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5921, loss: 1.5921 +2025-05-21 22:55:36,029 - pyskl - INFO - Epoch [147][2000/3940] lr: 3.343e-05, eta: 1:41:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5256, loss: 1.5256 +2025-05-21 22:56:20,126 - pyskl - INFO - Epoch [147][2100/3940] lr: 3.294e-05, eta: 1:40:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5179, loss: 1.5179 +2025-05-21 22:57:04,138 - pyskl - INFO - Epoch [147][2200/3940] lr: 3.246e-05, eta: 1:39:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5588, loss: 1.5588 +2025-05-21 22:57:48,134 - pyskl - INFO - Epoch [147][2300/3940] lr: 3.199e-05, eta: 1:38:56, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5322, loss: 1.5322 +2025-05-21 22:58:32,232 - pyskl - INFO - Epoch [147][2400/3940] lr: 3.151e-05, eta: 1:38:12, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5133, loss: 1.5133 +2025-05-21 22:59:16,323 - pyskl - INFO - Epoch [147][2500/3940] lr: 3.104e-05, eta: 1:37:27, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5134, loss: 1.5134 +2025-05-21 23:00:00,267 - pyskl - INFO - Epoch [147][2600/3940] lr: 3.058e-05, eta: 1:36:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5662, loss: 1.5662 +2025-05-21 23:00:44,179 - pyskl - INFO - Epoch [147][2700/3940] lr: 3.012e-05, eta: 1:35:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5044, loss: 1.5044 +2025-05-21 23:01:28,039 - pyskl - INFO - Epoch [147][2800/3940] lr: 2.966e-05, eta: 1:35:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5464, loss: 1.5464 +2025-05-21 23:02:12,059 - pyskl - INFO - Epoch [147][2900/3940] lr: 2.920e-05, eta: 1:34:31, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5484, loss: 1.5484 +2025-05-21 23:02:56,101 - pyskl - INFO - Epoch [147][3000/3940] lr: 2.875e-05, eta: 1:33:47, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5323, loss: 1.5323 +2025-05-21 23:03:40,324 - pyskl - INFO - Epoch [147][3100/3940] lr: 2.830e-05, eta: 1:33:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4942, loss: 1.4942 +2025-05-21 23:04:24,262 - pyskl - INFO - Epoch [147][3200/3940] lr: 2.785e-05, eta: 1:32:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5381, loss: 1.5381 +2025-05-21 23:05:08,148 - pyskl - INFO - Epoch [147][3300/3940] lr: 2.741e-05, eta: 1:31:35, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5074, loss: 1.5074 +2025-05-21 23:05:52,125 - pyskl - INFO - Epoch [147][3400/3940] lr: 2.697e-05, eta: 1:30:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5272, loss: 1.5272 +2025-05-21 23:06:36,155 - pyskl - INFO - Epoch [147][3500/3940] lr: 2.654e-05, eta: 1:30:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5924, loss: 1.5924 +2025-05-21 23:07:20,340 - pyskl - INFO - Epoch [147][3600/3940] lr: 2.611e-05, eta: 1:29:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5491, loss: 1.5491 +2025-05-21 23:08:04,367 - pyskl - INFO - Epoch [147][3700/3940] lr: 2.568e-05, eta: 1:28:38, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5564, loss: 1.5564 +2025-05-21 23:08:48,395 - pyskl - INFO - Epoch [147][3800/3940] lr: 2.526e-05, eta: 1:27:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5534, loss: 1.5534 +2025-05-21 23:09:32,485 - pyskl - INFO - Epoch [147][3900/3940] lr: 2.484e-05, eta: 1:27:10, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5013, loss: 1.5013 +2025-05-21 23:09:50,418 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-05-21 23:13:11,479 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 23:13:11,953 - pyskl - INFO - +top1_acc 0.8960 +top5_acc 0.9829 +2025-05-21 23:13:11,972 - pyskl - INFO - Epoch(val) [147][3183] top1_acc: 0.8960, top5_acc: 0.9829 +2025-05-21 23:14:21,447 - pyskl - INFO - Epoch [148][100/3940] lr: 2.425e-05, eta: 1:26:08, time: 0.695, data_time: 0.255, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5289, loss: 1.5289 +2025-05-21 23:15:05,523 - pyskl - INFO - Epoch [148][200/3940] lr: 2.384e-05, eta: 1:25:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4996, loss: 1.4996 +2025-05-21 23:15:49,511 - pyskl - INFO - Epoch [148][300/3940] lr: 2.343e-05, eta: 1:24:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4886, loss: 1.4886 +2025-05-21 23:16:33,367 - pyskl - INFO - Epoch [148][400/3940] lr: 2.303e-05, eta: 1:23:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5128, loss: 1.5128 +2025-05-21 23:17:17,347 - pyskl - INFO - Epoch [148][500/3940] lr: 2.263e-05, eta: 1:23:12, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5583, loss: 1.5583 +2025-05-21 23:18:01,422 - pyskl - INFO - Epoch [148][600/3940] lr: 2.223e-05, eta: 1:22:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5110, loss: 1.5110 +2025-05-21 23:18:45,479 - pyskl - INFO - Epoch [148][700/3940] lr: 2.184e-05, eta: 1:21:44, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6290, loss: 1.6290 +2025-05-21 23:19:29,464 - pyskl - INFO - Epoch [148][800/3940] lr: 2.144e-05, eta: 1:21:00, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5203, loss: 1.5203 +2025-05-21 23:20:13,411 - pyskl - INFO - Epoch [148][900/3940] lr: 2.106e-05, eta: 1:20:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5150, loss: 1.5150 +2025-05-21 23:20:57,528 - pyskl - INFO - Epoch [148][1000/3940] lr: 2.067e-05, eta: 1:19:31, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5442, loss: 1.5442 +2025-05-21 23:21:41,873 - pyskl - INFO - Epoch [148][1100/3940] lr: 2.029e-05, eta: 1:18:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5314, loss: 1.5314 +2025-05-21 23:22:26,013 - pyskl - INFO - Epoch [148][1200/3940] lr: 1.992e-05, eta: 1:18:03, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5843, loss: 1.5843 +2025-05-21 23:23:09,927 - pyskl - INFO - Epoch [148][1300/3940] lr: 1.954e-05, eta: 1:17:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4988, loss: 1.4988 +2025-05-21 23:23:53,750 - pyskl - INFO - Epoch [148][1400/3940] lr: 1.917e-05, eta: 1:16:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5324, loss: 1.5324 +2025-05-21 23:24:37,674 - pyskl - INFO - Epoch [148][1500/3940] lr: 1.881e-05, eta: 1:15:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5242, loss: 1.5242 +2025-05-21 23:25:21,728 - pyskl - INFO - Epoch [148][1600/3940] lr: 1.845e-05, eta: 1:15:07, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5330, loss: 1.5330 +2025-05-21 23:26:05,704 - pyskl - INFO - Epoch [148][1700/3940] lr: 1.809e-05, eta: 1:14:23, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4786, loss: 1.4786 +2025-05-21 23:26:49,880 - pyskl - INFO - Epoch [148][1800/3940] lr: 1.773e-05, eta: 1:13:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5572, loss: 1.5572 +2025-05-21 23:27:33,766 - pyskl - INFO - Epoch [148][1900/3940] lr: 1.738e-05, eta: 1:12:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5230, loss: 1.5230 +2025-05-21 23:28:17,657 - pyskl - INFO - Epoch [148][2000/3940] lr: 1.703e-05, eta: 1:12:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5398, loss: 1.5398 +2025-05-21 23:29:01,940 - pyskl - INFO - Epoch [148][2100/3940] lr: 1.669e-05, eta: 1:11:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5171, loss: 1.5171 +2025-05-21 23:29:46,167 - pyskl - INFO - Epoch [148][2200/3940] lr: 1.634e-05, eta: 1:10:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5346, loss: 1.5346 +2025-05-21 23:30:30,103 - pyskl - INFO - Epoch [148][2300/3940] lr: 1.601e-05, eta: 1:09:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4682, loss: 1.4682 +2025-05-21 23:31:14,017 - pyskl - INFO - Epoch [148][2400/3940] lr: 1.567e-05, eta: 1:09:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4749, loss: 1.4749 +2025-05-21 23:31:58,064 - pyskl - INFO - Epoch [148][2500/3940] lr: 1.534e-05, eta: 1:08:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5181, loss: 1.5181 +2025-05-21 23:32:42,214 - pyskl - INFO - Epoch [148][2600/3940] lr: 1.501e-05, eta: 1:07:46, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5520, loss: 1.5520 +2025-05-21 23:33:26,081 - pyskl - INFO - Epoch [148][2700/3940] lr: 1.469e-05, eta: 1:07:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5198, loss: 1.5198 +2025-05-21 23:34:10,319 - pyskl - INFO - Epoch [148][2800/3940] lr: 1.437e-05, eta: 1:06:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5590, loss: 1.5590 +2025-05-21 23:34:54,466 - pyskl - INFO - Epoch [148][2900/3940] lr: 1.405e-05, eta: 1:05:33, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5501, loss: 1.5501 +2025-05-21 23:35:38,428 - pyskl - INFO - Epoch [148][3000/3940] lr: 1.374e-05, eta: 1:04:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5301, loss: 1.5301 +2025-05-21 23:36:22,562 - pyskl - INFO - Epoch [148][3100/3940] lr: 1.343e-05, eta: 1:04:05, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5816, loss: 1.5816 +2025-05-21 23:37:06,687 - pyskl - INFO - Epoch [148][3200/3940] lr: 1.312e-05, eta: 1:03:21, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5988, loss: 1.5988 +2025-05-21 23:37:50,822 - pyskl - INFO - Epoch [148][3300/3940] lr: 1.282e-05, eta: 1:02:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5360, loss: 1.5360 +2025-05-21 23:38:35,186 - pyskl - INFO - Epoch [148][3400/3940] lr: 1.252e-05, eta: 1:01:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4612, loss: 1.4612 +2025-05-21 23:39:19,279 - pyskl - INFO - Epoch [148][3500/3940] lr: 1.223e-05, eta: 1:01:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5817, loss: 1.5817 +2025-05-21 23:40:03,341 - pyskl - INFO - Epoch [148][3600/3940] lr: 1.193e-05, eta: 1:00:25, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5320, loss: 1.5320 +2025-05-21 23:40:47,495 - pyskl - INFO - Epoch [148][3700/3940] lr: 1.165e-05, eta: 0:59:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4932, loss: 1.4932 +2025-05-21 23:41:31,445 - pyskl - INFO - Epoch [148][3800/3940] lr: 1.136e-05, eta: 0:58:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5066, loss: 1.5066 +2025-05-21 23:42:15,887 - pyskl - INFO - Epoch [148][3900/3940] lr: 1.108e-05, eta: 0:58:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5967, loss: 1.5967 +2025-05-21 23:42:34,020 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-05-21 23:45:55,562 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-21 23:45:56,039 - pyskl - INFO - +top1_acc 0.8962 +top5_acc 0.9828 +2025-05-21 23:45:56,057 - pyskl - INFO - Epoch(val) [148][3183] top1_acc: 0.8962, top5_acc: 0.9828 +2025-05-21 23:47:04,952 - pyskl - INFO - Epoch [149][100/3940] lr: 1.069e-05, eta: 0:57:11, time: 0.689, data_time: 0.250, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5022, loss: 1.5022 +2025-05-21 23:47:49,027 - pyskl - INFO - Epoch [149][200/3940] lr: 1.042e-05, eta: 0:56:27, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5484, loss: 1.5484 +2025-05-21 23:48:33,151 - pyskl - INFO - Epoch [149][300/3940] lr: 1.015e-05, eta: 0:55:43, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5109, loss: 1.5109 +2025-05-21 23:49:17,348 - pyskl - INFO - Epoch [149][400/3940] lr: 9.883e-06, eta: 0:54:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5683, loss: 1.5683 +2025-05-21 23:50:01,460 - pyskl - INFO - Epoch [149][500/3940] lr: 9.620e-06, eta: 0:54:14, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5169, loss: 1.5169 +2025-05-21 23:50:45,454 - pyskl - INFO - Epoch [149][600/3940] lr: 9.361e-06, eta: 0:53:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5090, loss: 1.5090 +2025-05-21 23:51:29,495 - pyskl - INFO - Epoch [149][700/3940] lr: 9.106e-06, eta: 0:52:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4878, loss: 1.4878 +2025-05-21 23:52:13,437 - pyskl - INFO - Epoch [149][800/3940] lr: 8.854e-06, eta: 0:52:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5536, loss: 1.5536 +2025-05-21 23:52:57,329 - pyskl - INFO - Epoch [149][900/3940] lr: 8.606e-06, eta: 0:51:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5393, loss: 1.5393 +2025-05-21 23:53:41,572 - pyskl - INFO - Epoch [149][1000/3940] lr: 8.361e-06, eta: 0:50:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5337, loss: 1.5337 +2025-05-21 23:54:25,475 - pyskl - INFO - Epoch [149][1100/3940] lr: 8.120e-06, eta: 0:49:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5517, loss: 1.5517 +2025-05-21 23:55:09,448 - pyskl - INFO - Epoch [149][1200/3940] lr: 7.882e-06, eta: 0:49:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5558, loss: 1.5558 +2025-05-21 23:55:53,666 - pyskl - INFO - Epoch [149][1300/3940] lr: 7.648e-06, eta: 0:48:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5076, loss: 1.5076 +2025-05-21 23:56:37,639 - pyskl - INFO - Epoch [149][1400/3940] lr: 7.417e-06, eta: 0:47:37, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5084, loss: 1.5084 +2025-05-21 23:57:22,032 - pyskl - INFO - Epoch [149][1500/3940] lr: 7.190e-06, eta: 0:46:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4942, loss: 1.4942 +2025-05-21 23:58:05,938 - pyskl - INFO - Epoch [149][1600/3940] lr: 6.967e-06, eta: 0:46:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5383, loss: 1.5383 +2025-05-21 23:58:49,785 - pyskl - INFO - Epoch [149][1700/3940] lr: 6.747e-06, eta: 0:45:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4977, loss: 1.4977 +2025-05-21 23:59:33,953 - pyskl - INFO - Epoch [149][1800/3940] lr: 6.530e-06, eta: 0:44:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5461, loss: 1.5461 +2025-05-22 00:00:18,171 - pyskl - INFO - Epoch [149][1900/3940] lr: 6.317e-06, eta: 0:43:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5218, loss: 1.5218 +2025-05-22 00:01:02,284 - pyskl - INFO - Epoch [149][2000/3940] lr: 6.108e-06, eta: 0:43:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5688, loss: 1.5688 +2025-05-22 00:01:46,437 - pyskl - INFO - Epoch [149][2100/3940] lr: 5.902e-06, eta: 0:42:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4852, loss: 1.4852 +2025-05-22 00:02:30,407 - pyskl - INFO - Epoch [149][2200/3940] lr: 5.699e-06, eta: 0:41:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5340, loss: 1.5340 +2025-05-22 00:03:15,005 - pyskl - INFO - Epoch [149][2300/3940] lr: 5.500e-06, eta: 0:41:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5209, loss: 1.5209 +2025-05-22 00:03:58,837 - pyskl - INFO - Epoch [149][2400/3940] lr: 5.305e-06, eta: 0:40:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5232, loss: 1.5232 +2025-05-22 00:04:42,835 - pyskl - INFO - Epoch [149][2500/3940] lr: 5.113e-06, eta: 0:39:32, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5160, loss: 1.5160 +2025-05-22 00:05:26,815 - pyskl - INFO - Epoch [149][2600/3940] lr: 4.925e-06, eta: 0:38:48, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5007, loss: 1.5007 +2025-05-22 00:06:10,816 - pyskl - INFO - Epoch [149][2700/3940] lr: 4.740e-06, eta: 0:38:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4985, loss: 1.4985 +2025-05-22 00:06:55,110 - pyskl - INFO - Epoch [149][2800/3940] lr: 4.559e-06, eta: 0:37:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5438, loss: 1.5438 +2025-05-22 00:07:39,053 - pyskl - INFO - Epoch [149][2900/3940] lr: 4.381e-06, eta: 0:36:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5737, loss: 1.5737 +2025-05-22 00:08:22,905 - pyskl - INFO - Epoch [149][3000/3940] lr: 4.207e-06, eta: 0:35:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5649, loss: 1.5649 +2025-05-22 00:09:07,048 - pyskl - INFO - Epoch [149][3100/3940] lr: 4.037e-06, eta: 0:35:08, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4790, loss: 1.4790 +2025-05-22 00:09:51,122 - pyskl - INFO - Epoch [149][3200/3940] lr: 3.870e-06, eta: 0:34:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4767, loss: 1.4767 +2025-05-22 00:10:35,346 - pyskl - INFO - Epoch [149][3300/3940] lr: 3.706e-06, eta: 0:33:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5301, loss: 1.5301 +2025-05-22 00:11:19,418 - pyskl - INFO - Epoch [149][3400/3940] lr: 3.546e-06, eta: 0:32:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4863, loss: 1.4863 +2025-05-22 00:12:03,350 - pyskl - INFO - Epoch [149][3500/3940] lr: 3.389e-06, eta: 0:32:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4964, loss: 1.4964 +2025-05-22 00:12:47,615 - pyskl - INFO - Epoch [149][3600/3940] lr: 3.237e-06, eta: 0:31:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5600, loss: 1.5600 +2025-05-22 00:13:31,689 - pyskl - INFO - Epoch [149][3700/3940] lr: 3.087e-06, eta: 0:30:43, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5175, loss: 1.5175 +2025-05-22 00:14:15,810 - pyskl - INFO - Epoch [149][3800/3940] lr: 2.941e-06, eta: 0:29:59, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5590, loss: 1.5590 +2025-05-22 00:14:59,914 - pyskl - INFO - Epoch [149][3900/3940] lr: 2.799e-06, eta: 0:29:15, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5135, loss: 1.5135 +2025-05-22 00:15:17,918 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-05-22 00:18:39,133 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-22 00:18:39,608 - pyskl - INFO - +top1_acc 0.8962 +top5_acc 0.9824 +2025-05-22 00:18:39,625 - pyskl - INFO - Epoch(val) [149][3183] top1_acc: 0.8962, top5_acc: 0.9824 +2025-05-22 00:19:48,841 - pyskl - INFO - Epoch [150][100/3940] lr: 2.605e-06, eta: 0:28:13, time: 0.692, data_time: 0.251, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5114, loss: 1.5114 +2025-05-22 00:20:32,972 - pyskl - INFO - Epoch [150][200/3940] lr: 2.472e-06, eta: 0:27:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4843, loss: 1.4843 +2025-05-22 00:21:17,026 - pyskl - INFO - Epoch [150][300/3940] lr: 2.341e-06, eta: 0:26:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4985, loss: 1.4985 +2025-05-22 00:22:01,032 - pyskl - INFO - Epoch [150][400/3940] lr: 2.214e-06, eta: 0:26:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5283, loss: 1.5283 +2025-05-22 00:22:45,312 - pyskl - INFO - Epoch [150][500/3940] lr: 2.091e-06, eta: 0:25:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5386, loss: 1.5386 +2025-05-22 00:23:29,260 - pyskl - INFO - Epoch [150][600/3940] lr: 1.971e-06, eta: 0:24:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5558, loss: 1.5558 +2025-05-22 00:24:13,273 - pyskl - INFO - Epoch [150][700/3940] lr: 1.855e-06, eta: 0:23:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5161, loss: 1.5161 +2025-05-22 00:24:57,275 - pyskl - INFO - Epoch [150][800/3940] lr: 1.742e-06, eta: 0:23:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5756, loss: 1.5756 +2025-05-22 00:25:41,309 - pyskl - INFO - Epoch [150][900/3940] lr: 1.633e-06, eta: 0:22:20, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5212, loss: 1.5212 +2025-05-22 00:26:25,430 - pyskl - INFO - Epoch [150][1000/3940] lr: 1.528e-06, eta: 0:21:36, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5309, loss: 1.5309 +2025-05-22 00:27:09,601 - pyskl - INFO - Epoch [150][1100/3940] lr: 1.425e-06, eta: 0:20:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5390, loss: 1.5390 +2025-05-22 00:27:53,783 - pyskl - INFO - Epoch [150][1200/3940] lr: 1.327e-06, eta: 0:20:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4834, loss: 1.4834 +2025-05-22 00:28:37,891 - pyskl - INFO - Epoch [150][1300/3940] lr: 1.232e-06, eta: 0:19:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5489, loss: 1.5489 +2025-05-22 00:29:21,915 - pyskl - INFO - Epoch [150][1400/3940] lr: 1.140e-06, eta: 0:18:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5023, loss: 1.5023 +2025-05-22 00:30:06,224 - pyskl - INFO - Epoch [150][1500/3940] lr: 1.052e-06, eta: 0:17:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5194, loss: 1.5194 +2025-05-22 00:30:50,235 - pyskl - INFO - Epoch [150][1600/3940] lr: 9.678e-07, eta: 0:17:12, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4577, loss: 1.4577 +2025-05-22 00:31:34,375 - pyskl - INFO - Epoch [150][1700/3940] lr: 8.869e-07, eta: 0:16:27, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5551, loss: 1.5551 +2025-05-22 00:32:18,594 - pyskl - INFO - Epoch [150][1800/3940] lr: 8.095e-07, eta: 0:15:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5481, loss: 1.5481 +2025-05-22 00:33:02,716 - pyskl - INFO - Epoch [150][1900/3940] lr: 7.357e-07, eta: 0:14:59, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5546, loss: 1.5546 +2025-05-22 00:33:46,918 - pyskl - INFO - Epoch [150][2000/3940] lr: 6.654e-07, eta: 0:14:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5096, loss: 1.5096 +2025-05-22 00:34:31,023 - pyskl - INFO - Epoch [150][2100/3940] lr: 5.986e-07, eta: 0:13:31, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5060, loss: 1.5060 +2025-05-22 00:35:14,912 - pyskl - INFO - Epoch [150][2200/3940] lr: 5.353e-07, eta: 0:12:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4421, loss: 1.4421 +2025-05-22 00:35:58,919 - pyskl - INFO - Epoch [150][2300/3940] lr: 4.756e-07, eta: 0:12:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5856, loss: 1.5856 +2025-05-22 00:36:42,991 - pyskl - INFO - Epoch [150][2400/3940] lr: 4.194e-07, eta: 0:11:19, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5091, loss: 1.5091 +2025-05-22 00:37:27,019 - pyskl - INFO - Epoch [150][2500/3940] lr: 3.667e-07, eta: 0:10:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5076, loss: 1.5076 +2025-05-22 00:38:10,919 - pyskl - INFO - Epoch [150][2600/3940] lr: 3.176e-07, eta: 0:09:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4876, loss: 1.4876 +2025-05-22 00:38:54,848 - pyskl - INFO - Epoch [150][2700/3940] lr: 2.720e-07, eta: 0:09:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5720, loss: 1.5720 +2025-05-22 00:39:39,123 - pyskl - INFO - Epoch [150][2800/3940] lr: 2.299e-07, eta: 0:08:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5200, loss: 1.5200 +2025-05-22 00:40:23,254 - pyskl - INFO - Epoch [150][2900/3940] lr: 1.914e-07, eta: 0:07:38, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5178, loss: 1.5178 +2025-05-22 00:41:07,351 - pyskl - INFO - Epoch [150][3000/3940] lr: 1.564e-07, eta: 0:06:54, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5233, loss: 1.5233 +2025-05-22 00:41:51,288 - pyskl - INFO - Epoch [150][3100/3940] lr: 1.249e-07, eta: 0:06:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5432, loss: 1.5432 +2025-05-22 00:42:35,300 - pyskl - INFO - Epoch [150][3200/3940] lr: 9.697e-08, eta: 0:05:26, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5641, loss: 1.5641 +2025-05-22 00:43:19,177 - pyskl - INFO - Epoch [150][3300/3940] lr: 7.256e-08, eta: 0:04:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5275, loss: 1.5275 +2025-05-22 00:44:03,199 - pyskl - INFO - Epoch [150][3400/3940] lr: 5.169e-08, eta: 0:03:58, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5566, loss: 1.5566 +2025-05-22 00:44:47,255 - pyskl - INFO - Epoch [150][3500/3940] lr: 3.435e-08, eta: 0:03:14, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4582, loss: 1.4582 +2025-05-22 00:45:31,202 - pyskl - INFO - Epoch [150][3600/3940] lr: 2.054e-08, eta: 0:02:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5357, loss: 1.5357 +2025-05-22 00:46:15,162 - pyskl - INFO - Epoch [150][3700/3940] lr: 1.026e-08, eta: 0:01:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5261, loss: 1.5261 +2025-05-22 00:46:59,114 - pyskl - INFO - Epoch [150][3800/3940] lr: 3.511e-09, eta: 0:01:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5846, loss: 1.5846 +2025-05-22 00:47:43,371 - pyskl - INFO - Epoch [150][3900/3940] lr: 2.969e-10, eta: 0:00:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4759, loss: 1.4759 +2025-05-22 00:48:01,317 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-05-22 00:51:23,732 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-22 00:51:24,196 - pyskl - INFO - +top1_acc 0.8973 +top5_acc 0.9835 +2025-05-22 00:51:24,245 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b/best_top1_acc_epoch_146.pth was removed +2025-05-22 00:51:25,297 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_150.pth. +2025-05-22 00:51:25,299 - pyskl - INFO - Best top1_acc is 0.8973 at 150 epoch. +2025-05-22 00:51:25,315 - pyskl - INFO - Epoch(val) [150][3183] top1_acc: 0.8973, top5_acc: 0.9835 +2025-05-22 00:51:37,617 - pyskl - INFO - 50919 videos remain after valid thresholding +2025-05-22 01:20:01,008 - pyskl - INFO - Testing results of the last checkpoint +2025-05-22 01:20:01,009 - pyskl - INFO - top1_acc: 0.9001 +2025-05-22 01:20:01,009 - pyskl - INFO - top5_acc: 0.9843 +2025-05-22 01:20:01,009 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu120_xsub/b/best_top1_acc_epoch_150.pth +2025-05-22 01:48:22,808 - pyskl - INFO - Testing results of the best checkpoint +2025-05-22 01:48:22,809 - pyskl - INFO - top1_acc: 0.9001 +2025-05-22 01:48:22,809 - pyskl - INFO - top5_acc: 0.9843 diff --git a/ntu120_xsub/b_1/best_pred.pkl b/ntu120_xsub/b_1/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..417ea1267325006fcbdc8b12f49a1b8f5ff13b65 --- /dev/null +++ b/ntu120_xsub/b_1/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b961fd5d26a7b5516dbb22f9cb2b152ef8db95e905ef34586d446efd6e046f80 +size 37307050 diff --git a/ntu120_xsub/b_1/best_top1_acc_epoch_150.pth b/ntu120_xsub/b_1/best_top1_acc_epoch_150.pth new file mode 100644 index 0000000000000000000000000000000000000000..0e77c4406849d1858a27492f8ba6d5a53005295c --- /dev/null +++ b/ntu120_xsub/b_1/best_top1_acc_epoch_150.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:783bdb6fe18e4cafca884b766479ed720f64ddd621d72b5393789f97a3ff1f5c +size 16396443 diff --git a/ntu120_xsub/b_2/20250609_122316.log b/ntu120_xsub/b_2/20250609_122316.log new file mode 100644 index 0000000000000000000000000000000000000000..474ee80f0517f478bce7873457fe47928e465302 --- /dev/null +++ b/ntu120_xsub/b_2/20250609_122316.log @@ -0,0 +1,7094 @@ +2025-06-09 12:23:16,852 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-06-09 12:23:17,165 - pyskl - INFO - Config: modality = 'b' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu120_xsub/b_2' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='b', + num_classes=120, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=120, + in_channels=384, + work_dir='./work_dirs/ntu120_xsub/b_2', + interval_epoch=5, + weight_1=0.3, + weight_2=0.3)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-06-09 12:23:17,165 - pyskl - INFO - Set random seed to 1041295973, deterministic: False +2025-06-09 12:23:29,977 - pyskl - INFO - 63026 videos remain after valid thresholding +2025-06-09 12:23:39,520 - pyskl - INFO - 50919 videos remain after valid thresholding +2025-06-09 12:23:39,600 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2 +2025-06-09 12:23:39,600 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-06-09 12:23:39,600 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-06-09 12:23:39,600 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2 by HardDiskBackend. +2025-06-09 12:24:50,312 - pyskl - INFO - Epoch [1][100/3940] lr: 2.500e-02, eta: 4 days, 20:03:24, time: 0.707, data_time: 0.241, memory: 13267, top1_acc: 0.0187, top5_acc: 0.0688, loss_cls: 13.4319, loss: 13.4319 +2025-06-09 12:25:35,886 - pyskl - INFO - Epoch [1][200/3940] lr: 2.500e-02, eta: 3 days, 23:24:53, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0163, top5_acc: 0.0800, loss_cls: 11.4972, loss: 11.4972 +2025-06-09 12:26:21,384 - pyskl - INFO - Epoch [1][300/3940] lr: 2.500e-02, eta: 3 days, 16:29:00, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.0225, top5_acc: 0.0994, loss_cls: 11.2331, loss: 11.2331 +2025-06-09 12:27:06,863 - pyskl - INFO - Epoch [1][400/3940] lr: 2.500e-02, eta: 3 days, 13:00:14, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.0125, top5_acc: 0.1081, loss_cls: 11.1413, loss: 11.1413 +2025-06-09 12:27:52,451 - pyskl - INFO - Epoch [1][500/3940] lr: 2.500e-02, eta: 3 days, 10:56:48, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0325, top5_acc: 0.1237, loss_cls: 11.0014, loss: 11.0014 +2025-06-09 12:28:38,094 - pyskl - INFO - Epoch [1][600/3940] lr: 2.500e-02, eta: 3 days, 9:35:11, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0262, top5_acc: 0.1375, loss_cls: 10.9469, loss: 10.9469 +2025-06-09 12:29:23,716 - pyskl - INFO - Epoch [1][700/3940] lr: 2.500e-02, eta: 3 days, 8:36:21, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0444, top5_acc: 0.1719, loss_cls: 10.7845, loss: 10.7845 +2025-06-09 12:30:09,306 - pyskl - INFO - Epoch [1][800/3940] lr: 2.500e-02, eta: 3 days, 7:51:39, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0575, top5_acc: 0.2006, loss_cls: 10.5159, loss: 10.5159 +2025-06-09 12:30:54,887 - pyskl - INFO - Epoch [1][900/3940] lr: 2.500e-02, eta: 3 days, 7:16:37, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0619, top5_acc: 0.2219, loss_cls: 10.4289, loss: 10.4289 +2025-06-09 12:31:40,361 - pyskl - INFO - Epoch [1][1000/3940] lr: 2.500e-02, eta: 3 days, 6:47:23, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.0681, top5_acc: 0.2456, loss_cls: 10.3193, loss: 10.3193 +2025-06-09 12:32:25,874 - pyskl - INFO - Epoch [1][1100/3940] lr: 2.500e-02, eta: 3 days, 6:23:41, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.0731, top5_acc: 0.2569, loss_cls: 10.2228, loss: 10.2228 +2025-06-09 12:33:11,391 - pyskl - INFO - Epoch [1][1200/3940] lr: 2.500e-02, eta: 3 days, 6:03:50, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.0719, top5_acc: 0.2756, loss_cls: 10.2000, loss: 10.2000 +2025-06-09 12:33:57,016 - pyskl - INFO - Epoch [1][1300/3940] lr: 2.500e-02, eta: 3 days, 5:47:44, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0750, top5_acc: 0.2819, loss_cls: 10.0863, loss: 10.0863 +2025-06-09 12:34:42,443 - pyskl - INFO - Epoch [1][1400/3940] lr: 2.500e-02, eta: 3 days, 5:32:27, time: 0.454, data_time: 0.000, memory: 13267, top1_acc: 0.0688, top5_acc: 0.2950, loss_cls: 10.0220, loss: 10.0220 +2025-06-09 12:35:27,958 - pyskl - INFO - Epoch [1][1500/3940] lr: 2.500e-02, eta: 3 days, 5:19:40, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.0712, top5_acc: 0.3000, loss_cls: 9.8752, loss: 9.8752 +2025-06-09 12:36:13,491 - pyskl - INFO - Epoch [1][1600/3940] lr: 2.500e-02, eta: 3 days, 5:08:30, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.0850, top5_acc: 0.3225, loss_cls: 9.7959, loss: 9.7959 +2025-06-09 12:36:58,998 - pyskl - INFO - Epoch [1][1700/3940] lr: 2.500e-02, eta: 3 days, 4:58:24, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.0988, top5_acc: 0.3394, loss_cls: 9.7327, loss: 9.7327 +2025-06-09 12:37:44,560 - pyskl - INFO - Epoch [1][1800/3940] lr: 2.500e-02, eta: 3 days, 4:49:39, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0887, top5_acc: 0.3444, loss_cls: 9.6506, loss: 9.6506 +2025-06-09 12:38:30,244 - pyskl - INFO - Epoch [1][1900/3940] lr: 2.500e-02, eta: 3 days, 4:42:22, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.0944, top5_acc: 0.3475, loss_cls: 9.6256, loss: 9.6256 +2025-06-09 12:39:15,757 - pyskl - INFO - Epoch [1][2000/3940] lr: 2.500e-02, eta: 3 days, 4:34:54, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.1056, top5_acc: 0.3631, loss_cls: 9.6135, loss: 9.6135 +2025-06-09 12:40:01,252 - pyskl - INFO - Epoch [1][2100/3940] lr: 2.500e-02, eta: 3 days, 4:27:59, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.0969, top5_acc: 0.3675, loss_cls: 9.5063, loss: 9.5063 +2025-06-09 12:40:46,733 - pyskl - INFO - Epoch [1][2200/3940] lr: 2.500e-02, eta: 3 days, 4:21:34, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.1050, top5_acc: 0.3762, loss_cls: 9.3966, loss: 9.3966 +2025-06-09 12:41:32,267 - pyskl - INFO - Epoch [1][2300/3940] lr: 2.500e-02, eta: 3 days, 4:15:52, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.1163, top5_acc: 0.3837, loss_cls: 9.3687, loss: 9.3687 +2025-06-09 12:42:17,761 - pyskl - INFO - Epoch [1][2400/3940] lr: 2.500e-02, eta: 3 days, 4:10:25, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.1306, top5_acc: 0.3919, loss_cls: 9.3400, loss: 9.3400 +2025-06-09 12:43:03,187 - pyskl - INFO - Epoch [1][2500/3940] lr: 2.500e-02, eta: 3 days, 4:05:04, time: 0.454, data_time: 0.000, memory: 13267, top1_acc: 0.1300, top5_acc: 0.4462, loss_cls: 9.2788, loss: 9.2788 +2025-06-09 12:43:48,615 - pyskl - INFO - Epoch [1][2600/3940] lr: 2.500e-02, eta: 3 days, 4:00:05, time: 0.454, data_time: 0.000, memory: 13267, top1_acc: 0.1331, top5_acc: 0.4206, loss_cls: 9.2148, loss: 9.2148 +2025-06-09 12:44:34,066 - pyskl - INFO - Epoch [1][2700/3940] lr: 2.500e-02, eta: 3 days, 3:55:30, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.1375, top5_acc: 0.4437, loss_cls: 9.1642, loss: 9.1642 +2025-06-09 12:45:19,543 - pyskl - INFO - Epoch [1][2800/3940] lr: 2.500e-02, eta: 3 days, 3:51:17, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.1400, top5_acc: 0.4406, loss_cls: 9.1175, loss: 9.1175 +2025-06-09 12:46:05,018 - pyskl - INFO - Epoch [1][2900/3940] lr: 2.500e-02, eta: 3 days, 3:47:18, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.1494, top5_acc: 0.4406, loss_cls: 9.0970, loss: 9.0970 +2025-06-09 12:46:50,549 - pyskl - INFO - Epoch [1][3000/3940] lr: 2.500e-02, eta: 3 days, 3:43:42, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.1450, top5_acc: 0.4562, loss_cls: 8.9575, loss: 8.9575 +2025-06-09 12:47:36,040 - pyskl - INFO - Epoch [1][3100/3940] lr: 2.500e-02, eta: 3 days, 3:40:10, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.1437, top5_acc: 0.4550, loss_cls: 9.0142, loss: 9.0142 +2025-06-09 12:48:21,541 - pyskl - INFO - Epoch [1][3200/3940] lr: 2.500e-02, eta: 3 days, 3:36:50, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.1644, top5_acc: 0.4875, loss_cls: 8.9751, loss: 8.9751 +2025-06-09 12:49:07,113 - pyskl - INFO - Epoch [1][3300/3940] lr: 2.500e-02, eta: 3 days, 3:33:52, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.1762, top5_acc: 0.5169, loss_cls: 8.8807, loss: 8.8807 +2025-06-09 12:49:52,536 - pyskl - INFO - Epoch [1][3400/3940] lr: 2.500e-02, eta: 3 days, 3:30:37, time: 0.454, data_time: 0.000, memory: 13267, top1_acc: 0.1731, top5_acc: 0.5119, loss_cls: 8.7888, loss: 8.7888 +2025-06-09 12:50:38,038 - pyskl - INFO - Epoch [1][3500/3940] lr: 2.500e-02, eta: 3 days, 3:27:43, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.1794, top5_acc: 0.5269, loss_cls: 8.7838, loss: 8.7838 +2025-06-09 12:51:23,541 - pyskl - INFO - Epoch [1][3600/3940] lr: 2.500e-02, eta: 3 days, 3:24:56, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.1825, top5_acc: 0.5088, loss_cls: 8.7611, loss: 8.7611 +2025-06-09 12:52:09,060 - pyskl - INFO - Epoch [1][3700/3940] lr: 2.500e-02, eta: 3 days, 3:22:18, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.1956, top5_acc: 0.5587, loss_cls: 8.6494, loss: 8.6494 +2025-06-09 12:52:54,669 - pyskl - INFO - Epoch [1][3800/3940] lr: 2.500e-02, eta: 3 days, 3:20:01, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.2044, top5_acc: 0.5481, loss_cls: 8.7184, loss: 8.7184 +2025-06-09 12:53:40,509 - pyskl - INFO - Epoch [1][3900/3940] lr: 2.500e-02, eta: 3 days, 3:18:22, time: 0.458, data_time: 0.000, memory: 13267, top1_acc: 0.2019, top5_acc: 0.5463, loss_cls: 8.6372, loss: 8.6372 +2025-06-09 12:53:59,100 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-06-09 12:57:33,441 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 12:57:34,024 - pyskl - INFO - +top1_acc 0.1871 +top5_acc 0.5075 +2025-06-09 12:57:35,076 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-06-09 12:57:35,079 - pyskl - INFO - Best top1_acc is 0.1871 at 1 epoch. +2025-06-09 12:57:35,098 - pyskl - INFO - Epoch(val) [1][3183] top1_acc: 0.1871, top5_acc: 0.5075 +2025-06-09 12:58:44,534 - pyskl - INFO - Epoch [2][100/3940] lr: 2.500e-02, eta: 3 days, 3:28:53, time: 0.694, data_time: 0.236, memory: 13268, top1_acc: 0.2200, top5_acc: 0.5825, loss_cls: 8.5105, loss: 8.5105 +2025-06-09 12:59:30,279 - pyskl - INFO - Epoch [2][200/3940] lr: 2.500e-02, eta: 3 days, 3:26:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.2394, top5_acc: 0.5837, loss_cls: 8.4357, loss: 8.4357 +2025-06-09 13:00:15,954 - pyskl - INFO - Epoch [2][300/3940] lr: 2.500e-02, eta: 3 days, 3:24:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.2325, top5_acc: 0.5919, loss_cls: 8.4070, loss: 8.4070 +2025-06-09 13:01:01,711 - pyskl - INFO - Epoch [2][400/3940] lr: 2.500e-02, eta: 3 days, 3:22:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.2431, top5_acc: 0.6225, loss_cls: 8.2872, loss: 8.2872 +2025-06-09 13:01:47,373 - pyskl - INFO - Epoch [2][500/3940] lr: 2.500e-02, eta: 3 days, 3:20:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.2412, top5_acc: 0.6275, loss_cls: 8.3015, loss: 8.3015 +2025-06-09 13:02:33,013 - pyskl - INFO - Epoch [2][600/3940] lr: 2.500e-02, eta: 3 days, 3:18:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.2487, top5_acc: 0.6306, loss_cls: 8.1867, loss: 8.1867 +2025-06-09 13:03:18,562 - pyskl - INFO - Epoch [2][700/3940] lr: 2.500e-02, eta: 3 days, 3:16:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.2531, top5_acc: 0.6050, loss_cls: 8.3215, loss: 8.3215 +2025-06-09 13:04:04,145 - pyskl - INFO - Epoch [2][800/3940] lr: 2.500e-02, eta: 3 days, 3:14:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.2587, top5_acc: 0.6444, loss_cls: 8.0758, loss: 8.0758 +2025-06-09 13:04:49,750 - pyskl - INFO - Epoch [2][900/3940] lr: 2.500e-02, eta: 3 days, 3:12:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.2637, top5_acc: 0.6131, loss_cls: 8.1817, loss: 8.1817 +2025-06-09 13:05:35,338 - pyskl - INFO - Epoch [2][1000/3940] lr: 2.500e-02, eta: 3 days, 3:10:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.2600, top5_acc: 0.6306, loss_cls: 8.1110, loss: 8.1110 +2025-06-09 13:06:21,021 - pyskl - INFO - Epoch [2][1100/3940] lr: 2.500e-02, eta: 3 days, 3:08:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.2762, top5_acc: 0.6462, loss_cls: 8.0237, loss: 8.0237 +2025-06-09 13:07:06,606 - pyskl - INFO - Epoch [2][1200/3940] lr: 2.500e-02, eta: 3 days, 3:06:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.2650, top5_acc: 0.6456, loss_cls: 8.0979, loss: 8.0979 +2025-06-09 13:07:52,179 - pyskl - INFO - Epoch [2][1300/3940] lr: 2.500e-02, eta: 3 days, 3:04:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.2637, top5_acc: 0.6750, loss_cls: 8.0214, loss: 8.0214 +2025-06-09 13:08:37,833 - pyskl - INFO - Epoch [2][1400/3940] lr: 2.499e-02, eta: 3 days, 3:03:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.2706, top5_acc: 0.6538, loss_cls: 7.9944, loss: 7.9944 +2025-06-09 13:09:23,386 - pyskl - INFO - Epoch [2][1500/3940] lr: 2.499e-02, eta: 3 days, 3:01:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3006, top5_acc: 0.6819, loss_cls: 7.8594, loss: 7.8594 +2025-06-09 13:10:08,970 - pyskl - INFO - Epoch [2][1600/3940] lr: 2.499e-02, eta: 3 days, 2:59:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3044, top5_acc: 0.6844, loss_cls: 7.8808, loss: 7.8808 +2025-06-09 13:10:54,570 - pyskl - INFO - Epoch [2][1700/3940] lr: 2.499e-02, eta: 3 days, 2:58:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.2906, top5_acc: 0.6687, loss_cls: 7.9741, loss: 7.9741 +2025-06-09 13:11:40,166 - pyskl - INFO - Epoch [2][1800/3940] lr: 2.499e-02, eta: 3 days, 2:56:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3069, top5_acc: 0.6694, loss_cls: 7.8088, loss: 7.8088 +2025-06-09 13:12:25,767 - pyskl - INFO - Epoch [2][1900/3940] lr: 2.499e-02, eta: 3 days, 2:54:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.2931, top5_acc: 0.6869, loss_cls: 7.7157, loss: 7.7157 +2025-06-09 13:13:11,316 - pyskl - INFO - Epoch [2][2000/3940] lr: 2.499e-02, eta: 3 days, 2:53:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.3131, top5_acc: 0.7137, loss_cls: 7.7782, loss: 7.7782 +2025-06-09 13:13:56,905 - pyskl - INFO - Epoch [2][2100/3940] lr: 2.499e-02, eta: 3 days, 2:51:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3156, top5_acc: 0.7081, loss_cls: 7.7982, loss: 7.7982 +2025-06-09 13:14:42,515 - pyskl - INFO - Epoch [2][2200/3940] lr: 2.499e-02, eta: 3 days, 2:50:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3350, top5_acc: 0.7262, loss_cls: 7.5751, loss: 7.5751 +2025-06-09 13:15:28,127 - pyskl - INFO - Epoch [2][2300/3940] lr: 2.499e-02, eta: 3 days, 2:48:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3394, top5_acc: 0.6881, loss_cls: 7.7975, loss: 7.7975 +2025-06-09 13:16:13,796 - pyskl - INFO - Epoch [2][2400/3940] lr: 2.499e-02, eta: 3 days, 2:47:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.3406, top5_acc: 0.7338, loss_cls: 7.3932, loss: 7.3932 +2025-06-09 13:16:59,400 - pyskl - INFO - Epoch [2][2500/3940] lr: 2.499e-02, eta: 3 days, 2:45:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3613, top5_acc: 0.7394, loss_cls: 7.4702, loss: 7.4702 +2025-06-09 13:17:45,017 - pyskl - INFO - Epoch [2][2600/3940] lr: 2.499e-02, eta: 3 days, 2:44:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3531, top5_acc: 0.7381, loss_cls: 7.4638, loss: 7.4638 +2025-06-09 13:18:30,625 - pyskl - INFO - Epoch [2][2700/3940] lr: 2.499e-02, eta: 3 days, 2:43:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3550, top5_acc: 0.7406, loss_cls: 7.5954, loss: 7.5954 +2025-06-09 13:19:16,251 - pyskl - INFO - Epoch [2][2800/3940] lr: 2.499e-02, eta: 3 days, 2:41:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3594, top5_acc: 0.7281, loss_cls: 7.4671, loss: 7.4671 +2025-06-09 13:20:01,845 - pyskl - INFO - Epoch [2][2900/3940] lr: 2.499e-02, eta: 3 days, 2:40:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3738, top5_acc: 0.7338, loss_cls: 7.3556, loss: 7.3556 +2025-06-09 13:20:47,430 - pyskl - INFO - Epoch [2][3000/3940] lr: 2.499e-02, eta: 3 days, 2:38:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3825, top5_acc: 0.7588, loss_cls: 7.3778, loss: 7.3778 +2025-06-09 13:21:32,986 - pyskl - INFO - Epoch [2][3100/3940] lr: 2.499e-02, eta: 3 days, 2:37:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3713, top5_acc: 0.7594, loss_cls: 7.3211, loss: 7.3211 +2025-06-09 13:22:18,558 - pyskl - INFO - Epoch [2][3200/3940] lr: 2.499e-02, eta: 3 days, 2:36:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3950, top5_acc: 0.7656, loss_cls: 7.2801, loss: 7.2801 +2025-06-09 13:23:04,144 - pyskl - INFO - Epoch [2][3300/3940] lr: 2.499e-02, eta: 3 days, 2:34:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3850, top5_acc: 0.7544, loss_cls: 7.3633, loss: 7.3633 +2025-06-09 13:23:49,710 - pyskl - INFO - Epoch [2][3400/3940] lr: 2.499e-02, eta: 3 days, 2:33:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3719, top5_acc: 0.7481, loss_cls: 7.4541, loss: 7.4541 +2025-06-09 13:24:35,288 - pyskl - INFO - Epoch [2][3500/3940] lr: 2.499e-02, eta: 3 days, 2:32:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3906, top5_acc: 0.7656, loss_cls: 7.1761, loss: 7.1761 +2025-06-09 13:25:21,051 - pyskl - INFO - Epoch [2][3600/3940] lr: 2.499e-02, eta: 3 days, 2:31:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.4006, top5_acc: 0.7725, loss_cls: 7.1404, loss: 7.1404 +2025-06-09 13:26:06,698 - pyskl - INFO - Epoch [2][3700/3940] lr: 2.499e-02, eta: 3 days, 2:29:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3762, top5_acc: 0.7562, loss_cls: 7.3249, loss: 7.3249 +2025-06-09 13:26:52,399 - pyskl - INFO - Epoch [2][3800/3940] lr: 2.499e-02, eta: 3 days, 2:28:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4062, top5_acc: 0.7550, loss_cls: 7.1166, loss: 7.1166 +2025-06-09 13:27:38,042 - pyskl - INFO - Epoch [2][3900/3940] lr: 2.499e-02, eta: 3 days, 2:27:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.4138, top5_acc: 0.7731, loss_cls: 7.1410, loss: 7.1410 +2025-06-09 13:27:56,647 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-06-09 13:31:31,669 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 13:31:32,153 - pyskl - INFO - +top1_acc 0.3476 +top5_acc 0.7231 +2025-06-09 13:31:32,210 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_1.pth was removed +2025-06-09 13:31:33,285 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-06-09 13:31:33,287 - pyskl - INFO - Best top1_acc is 0.3476 at 2 epoch. +2025-06-09 13:31:33,305 - pyskl - INFO - Epoch(val) [2][3183] top1_acc: 0.3476, top5_acc: 0.7231 +2025-06-09 13:32:42,382 - pyskl - INFO - Epoch [3][100/3940] lr: 2.499e-02, eta: 3 days, 2:32:21, time: 0.691, data_time: 0.235, memory: 13268, top1_acc: 0.4169, top5_acc: 0.7719, loss_cls: 7.1474, loss: 7.1474 +2025-06-09 13:33:27,918 - pyskl - INFO - Epoch [3][200/3940] lr: 2.499e-02, eta: 3 days, 2:30:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.4006, top5_acc: 0.7794, loss_cls: 7.1384, loss: 7.1384 +2025-06-09 13:34:13,498 - pyskl - INFO - Epoch [3][300/3940] lr: 2.499e-02, eta: 3 days, 2:29:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.4481, top5_acc: 0.7950, loss_cls: 6.9264, loss: 6.9264 +2025-06-09 13:34:59,080 - pyskl - INFO - Epoch [3][400/3940] lr: 2.499e-02, eta: 3 days, 2:28:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.4313, top5_acc: 0.7788, loss_cls: 7.0004, loss: 7.0004 +2025-06-09 13:35:44,593 - pyskl - INFO - Epoch [3][500/3940] lr: 2.499e-02, eta: 3 days, 2:27:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.4475, top5_acc: 0.7950, loss_cls: 7.0190, loss: 7.0190 +2025-06-09 13:36:30,159 - pyskl - INFO - Epoch [3][600/3940] lr: 2.499e-02, eta: 3 days, 2:25:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.4094, top5_acc: 0.8025, loss_cls: 6.8913, loss: 6.8913 +2025-06-09 13:37:15,697 - pyskl - INFO - Epoch [3][700/3940] lr: 2.499e-02, eta: 3 days, 2:24:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.4256, top5_acc: 0.7894, loss_cls: 7.1465, loss: 7.1465 +2025-06-09 13:38:01,080 - pyskl - INFO - Epoch [3][800/3940] lr: 2.499e-02, eta: 3 days, 2:23:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.4244, top5_acc: 0.7981, loss_cls: 6.9423, loss: 6.9423 +2025-06-09 13:38:46,507 - pyskl - INFO - Epoch [3][900/3940] lr: 2.499e-02, eta: 3 days, 2:21:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.4144, top5_acc: 0.7738, loss_cls: 7.1023, loss: 7.1023 +2025-06-09 13:39:32,029 - pyskl - INFO - Epoch [3][1000/3940] lr: 2.499e-02, eta: 3 days, 2:20:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.4306, top5_acc: 0.7844, loss_cls: 7.0074, loss: 7.0074 +2025-06-09 13:40:17,582 - pyskl - INFO - Epoch [3][1100/3940] lr: 2.499e-02, eta: 3 days, 2:19:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.4281, top5_acc: 0.7937, loss_cls: 6.8556, loss: 6.8556 +2025-06-09 13:41:03,122 - pyskl - INFO - Epoch [3][1200/3940] lr: 2.499e-02, eta: 3 days, 2:17:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.4450, top5_acc: 0.7869, loss_cls: 6.9301, loss: 6.9301 +2025-06-09 13:41:48,722 - pyskl - INFO - Epoch [3][1300/3940] lr: 2.499e-02, eta: 3 days, 2:16:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.4350, top5_acc: 0.8063, loss_cls: 6.7868, loss: 6.7868 +2025-06-09 13:42:34,298 - pyskl - INFO - Epoch [3][1400/3940] lr: 2.498e-02, eta: 3 days, 2:15:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.4537, top5_acc: 0.8081, loss_cls: 6.7011, loss: 6.7011 +2025-06-09 13:43:19,922 - pyskl - INFO - Epoch [3][1500/3940] lr: 2.498e-02, eta: 3 days, 2:14:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.4525, top5_acc: 0.7975, loss_cls: 6.8227, loss: 6.8227 +2025-06-09 13:44:05,631 - pyskl - INFO - Epoch [3][1600/3940] lr: 2.498e-02, eta: 3 days, 2:13:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4700, top5_acc: 0.8231, loss_cls: 6.7070, loss: 6.7070 +2025-06-09 13:44:51,240 - pyskl - INFO - Epoch [3][1700/3940] lr: 2.498e-02, eta: 3 days, 2:12:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.4544, top5_acc: 0.8187, loss_cls: 6.8348, loss: 6.8348 +2025-06-09 13:45:36,848 - pyskl - INFO - Epoch [3][1800/3940] lr: 2.498e-02, eta: 3 days, 2:11:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.4606, top5_acc: 0.8169, loss_cls: 6.6154, loss: 6.6154 +2025-06-09 13:46:22,432 - pyskl - INFO - Epoch [3][1900/3940] lr: 2.498e-02, eta: 3 days, 2:10:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.4838, top5_acc: 0.8250, loss_cls: 6.5577, loss: 6.5577 +2025-06-09 13:47:07,964 - pyskl - INFO - Epoch [3][2000/3940] lr: 2.498e-02, eta: 3 days, 2:09:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.4781, top5_acc: 0.8125, loss_cls: 6.6984, loss: 6.6984 +2025-06-09 13:47:53,429 - pyskl - INFO - Epoch [3][2100/3940] lr: 2.498e-02, eta: 3 days, 2:07:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.4637, top5_acc: 0.8150, loss_cls: 6.7036, loss: 6.7036 +2025-06-09 13:48:39,025 - pyskl - INFO - Epoch [3][2200/3940] lr: 2.498e-02, eta: 3 days, 2:06:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5000, top5_acc: 0.8300, loss_cls: 6.5689, loss: 6.5689 +2025-06-09 13:49:24,564 - pyskl - INFO - Epoch [3][2300/3940] lr: 2.498e-02, eta: 3 days, 2:05:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.4788, top5_acc: 0.8200, loss_cls: 6.6317, loss: 6.6317 +2025-06-09 13:50:10,085 - pyskl - INFO - Epoch [3][2400/3940] lr: 2.498e-02, eta: 3 days, 2:04:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.4900, top5_acc: 0.8187, loss_cls: 6.5849, loss: 6.5849 +2025-06-09 13:50:55,681 - pyskl - INFO - Epoch [3][2500/3940] lr: 2.498e-02, eta: 3 days, 2:03:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.4981, top5_acc: 0.8213, loss_cls: 6.5036, loss: 6.5036 +2025-06-09 13:51:41,315 - pyskl - INFO - Epoch [3][2600/3940] lr: 2.498e-02, eta: 3 days, 2:02:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.4931, top5_acc: 0.8425, loss_cls: 6.5355, loss: 6.5355 +2025-06-09 13:52:26,852 - pyskl - INFO - Epoch [3][2700/3940] lr: 2.498e-02, eta: 3 days, 2:01:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.5050, top5_acc: 0.8431, loss_cls: 6.4370, loss: 6.4370 +2025-06-09 13:53:12,391 - pyskl - INFO - Epoch [3][2800/3940] lr: 2.498e-02, eta: 3 days, 2:00:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.4838, top5_acc: 0.8263, loss_cls: 6.5200, loss: 6.5200 +2025-06-09 13:53:57,966 - pyskl - INFO - Epoch [3][2900/3940] lr: 2.498e-02, eta: 3 days, 1:59:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5212, top5_acc: 0.8500, loss_cls: 6.3803, loss: 6.3803 +2025-06-09 13:54:43,440 - pyskl - INFO - Epoch [3][3000/3940] lr: 2.498e-02, eta: 3 days, 1:57:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.5156, top5_acc: 0.8194, loss_cls: 6.3931, loss: 6.3931 +2025-06-09 13:55:28,764 - pyskl - INFO - Epoch [3][3100/3940] lr: 2.498e-02, eta: 3 days, 1:56:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5156, top5_acc: 0.8462, loss_cls: 6.3305, loss: 6.3305 +2025-06-09 13:56:14,140 - pyskl - INFO - Epoch [3][3200/3940] lr: 2.498e-02, eta: 3 days, 1:55:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5075, top5_acc: 0.8462, loss_cls: 6.3776, loss: 6.3776 +2025-06-09 13:56:59,451 - pyskl - INFO - Epoch [3][3300/3940] lr: 2.498e-02, eta: 3 days, 1:54:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5081, top5_acc: 0.8500, loss_cls: 6.2999, loss: 6.2999 +2025-06-09 13:57:44,945 - pyskl - INFO - Epoch [3][3400/3940] lr: 2.498e-02, eta: 3 days, 1:53:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.5381, top5_acc: 0.8538, loss_cls: 6.2913, loss: 6.2913 +2025-06-09 13:58:30,395 - pyskl - INFO - Epoch [3][3500/3940] lr: 2.498e-02, eta: 3 days, 1:51:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5031, top5_acc: 0.8456, loss_cls: 6.3753, loss: 6.3753 +2025-06-09 13:59:15,888 - pyskl - INFO - Epoch [3][3600/3940] lr: 2.498e-02, eta: 3 days, 1:50:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.5569, top5_acc: 0.8581, loss_cls: 6.2626, loss: 6.2626 +2025-06-09 14:00:01,212 - pyskl - INFO - Epoch [3][3700/3940] lr: 2.498e-02, eta: 3 days, 1:49:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5312, top5_acc: 0.8581, loss_cls: 6.2622, loss: 6.2622 +2025-06-09 14:00:46,686 - pyskl - INFO - Epoch [3][3800/3940] lr: 2.498e-02, eta: 3 days, 1:48:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.5075, top5_acc: 0.8475, loss_cls: 6.2911, loss: 6.2911 +2025-06-09 14:01:31,997 - pyskl - INFO - Epoch [3][3900/3940] lr: 2.498e-02, eta: 3 days, 1:47:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5394, top5_acc: 0.8363, loss_cls: 6.2558, loss: 6.2558 +2025-06-09 14:01:50,438 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-06-09 14:05:27,245 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 14:05:27,794 - pyskl - INFO - +top1_acc 0.4440 +top5_acc 0.7885 +2025-06-09 14:05:27,852 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_2.pth was removed +2025-06-09 14:05:28,931 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-06-09 14:05:28,933 - pyskl - INFO - Best top1_acc is 0.4440 at 3 epoch. +2025-06-09 14:05:28,953 - pyskl - INFO - Epoch(val) [3][3183] top1_acc: 0.4440, top5_acc: 0.7885 +2025-06-09 14:06:38,466 - pyskl - INFO - Epoch [4][100/3940] lr: 2.497e-02, eta: 3 days, 1:50:31, time: 0.695, data_time: 0.239, memory: 13268, top1_acc: 0.5231, top5_acc: 0.8619, loss_cls: 6.2164, loss: 6.2164 +2025-06-09 14:07:24,118 - pyskl - INFO - Epoch [4][200/3940] lr: 2.497e-02, eta: 3 days, 1:49:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5444, top5_acc: 0.8638, loss_cls: 6.1490, loss: 6.1490 +2025-06-09 14:08:09,774 - pyskl - INFO - Epoch [4][300/3940] lr: 2.497e-02, eta: 3 days, 1:48:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5400, top5_acc: 0.8581, loss_cls: 6.1221, loss: 6.1221 +2025-06-09 14:08:55,375 - pyskl - INFO - Epoch [4][400/3940] lr: 2.497e-02, eta: 3 days, 1:47:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5312, top5_acc: 0.8506, loss_cls: 6.0844, loss: 6.0844 +2025-06-09 14:09:40,875 - pyskl - INFO - Epoch [4][500/3940] lr: 2.497e-02, eta: 3 days, 1:46:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.5550, top5_acc: 0.8669, loss_cls: 5.9779, loss: 5.9779 +2025-06-09 14:10:26,310 - pyskl - INFO - Epoch [4][600/3940] lr: 2.497e-02, eta: 3 days, 1:45:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5350, top5_acc: 0.8650, loss_cls: 6.1082, loss: 6.1082 +2025-06-09 14:11:11,758 - pyskl - INFO - Epoch [4][700/3940] lr: 2.497e-02, eta: 3 days, 1:44:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5506, top5_acc: 0.8494, loss_cls: 6.1049, loss: 6.1049 +2025-06-09 14:11:57,141 - pyskl - INFO - Epoch [4][800/3940] lr: 2.497e-02, eta: 3 days, 1:43:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5763, top5_acc: 0.8631, loss_cls: 5.9536, loss: 5.9536 +2025-06-09 14:12:42,548 - pyskl - INFO - Epoch [4][900/3940] lr: 2.497e-02, eta: 3 days, 1:42:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5556, top5_acc: 0.8750, loss_cls: 5.9443, loss: 5.9443 +2025-06-09 14:13:27,929 - pyskl - INFO - Epoch [4][1000/3940] lr: 2.497e-02, eta: 3 days, 1:40:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5463, top5_acc: 0.8600, loss_cls: 6.1198, loss: 6.1198 +2025-06-09 14:14:13,360 - pyskl - INFO - Epoch [4][1100/3940] lr: 2.497e-02, eta: 3 days, 1:39:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5644, top5_acc: 0.8588, loss_cls: 6.0833, loss: 6.0833 +2025-06-09 14:14:58,762 - pyskl - INFO - Epoch [4][1200/3940] lr: 2.497e-02, eta: 3 days, 1:38:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5756, top5_acc: 0.8762, loss_cls: 5.9816, loss: 5.9816 +2025-06-09 14:15:44,153 - pyskl - INFO - Epoch [4][1300/3940] lr: 2.497e-02, eta: 3 days, 1:37:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5694, top5_acc: 0.8806, loss_cls: 5.9660, loss: 5.9660 +2025-06-09 14:16:29,607 - pyskl - INFO - Epoch [4][1400/3940] lr: 2.497e-02, eta: 3 days, 1:36:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.5600, top5_acc: 0.8631, loss_cls: 6.0384, loss: 6.0384 +2025-06-09 14:17:15,039 - pyskl - INFO - Epoch [4][1500/3940] lr: 2.497e-02, eta: 3 days, 1:35:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5706, top5_acc: 0.8744, loss_cls: 5.9464, loss: 5.9464 +2025-06-09 14:18:00,462 - pyskl - INFO - Epoch [4][1600/3940] lr: 2.497e-02, eta: 3 days, 1:34:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5563, top5_acc: 0.8600, loss_cls: 6.0762, loss: 6.0762 +2025-06-09 14:18:45,890 - pyskl - INFO - Epoch [4][1700/3940] lr: 2.497e-02, eta: 3 days, 1:33:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5650, top5_acc: 0.8875, loss_cls: 5.9013, loss: 5.9013 +2025-06-09 14:19:31,363 - pyskl - INFO - Epoch [4][1800/3940] lr: 2.497e-02, eta: 3 days, 1:32:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.5906, top5_acc: 0.8800, loss_cls: 5.9159, loss: 5.9159 +2025-06-09 14:20:16,839 - pyskl - INFO - Epoch [4][1900/3940] lr: 2.497e-02, eta: 3 days, 1:31:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6050, top5_acc: 0.8881, loss_cls: 5.7975, loss: 5.7975 +2025-06-09 14:21:02,210 - pyskl - INFO - Epoch [4][2000/3940] lr: 2.497e-02, eta: 3 days, 1:30:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5750, top5_acc: 0.8819, loss_cls: 5.8933, loss: 5.8933 +2025-06-09 14:21:47,705 - pyskl - INFO - Epoch [4][2100/3940] lr: 2.497e-02, eta: 3 days, 1:29:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.5525, top5_acc: 0.8612, loss_cls: 5.9784, loss: 5.9784 +2025-06-09 14:22:33,229 - pyskl - INFO - Epoch [4][2200/3940] lr: 2.497e-02, eta: 3 days, 1:28:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.5700, top5_acc: 0.8688, loss_cls: 6.0476, loss: 6.0476 +2025-06-09 14:23:18,646 - pyskl - INFO - Epoch [4][2300/3940] lr: 2.496e-02, eta: 3 days, 1:27:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5644, top5_acc: 0.8606, loss_cls: 5.9263, loss: 5.9263 +2025-06-09 14:24:04,149 - pyskl - INFO - Epoch [4][2400/3940] lr: 2.496e-02, eta: 3 days, 1:26:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.5737, top5_acc: 0.8769, loss_cls: 5.9816, loss: 5.9816 +2025-06-09 14:24:49,715 - pyskl - INFO - Epoch [4][2500/3940] lr: 2.496e-02, eta: 3 days, 1:25:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5869, top5_acc: 0.8956, loss_cls: 5.7518, loss: 5.7518 +2025-06-09 14:25:35,274 - pyskl - INFO - Epoch [4][2600/3940] lr: 2.496e-02, eta: 3 days, 1:24:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6081, top5_acc: 0.8788, loss_cls: 5.7327, loss: 5.7327 +2025-06-09 14:26:20,807 - pyskl - INFO - Epoch [4][2700/3940] lr: 2.496e-02, eta: 3 days, 1:23:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.5962, top5_acc: 0.8712, loss_cls: 5.8230, loss: 5.8230 +2025-06-09 14:27:06,370 - pyskl - INFO - Epoch [4][2800/3940] lr: 2.496e-02, eta: 3 days, 1:22:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5763, top5_acc: 0.8794, loss_cls: 5.8158, loss: 5.8158 +2025-06-09 14:27:52,087 - pyskl - INFO - Epoch [4][2900/3940] lr: 2.496e-02, eta: 3 days, 1:21:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5837, top5_acc: 0.8744, loss_cls: 5.9567, loss: 5.9567 +2025-06-09 14:28:37,712 - pyskl - INFO - Epoch [4][3000/3940] lr: 2.496e-02, eta: 3 days, 1:20:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5869, top5_acc: 0.8762, loss_cls: 5.7804, loss: 5.7804 +2025-06-09 14:29:23,444 - pyskl - INFO - Epoch [4][3100/3940] lr: 2.496e-02, eta: 3 days, 1:19:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5938, top5_acc: 0.8756, loss_cls: 5.8043, loss: 5.8043 +2025-06-09 14:30:09,091 - pyskl - INFO - Epoch [4][3200/3940] lr: 2.496e-02, eta: 3 days, 1:18:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5781, top5_acc: 0.8856, loss_cls: 5.7404, loss: 5.7404 +2025-06-09 14:30:54,869 - pyskl - INFO - Epoch [4][3300/3940] lr: 2.496e-02, eta: 3 days, 1:18:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6119, top5_acc: 0.8912, loss_cls: 5.6993, loss: 5.6993 +2025-06-09 14:31:40,401 - pyskl - INFO - Epoch [4][3400/3940] lr: 2.496e-02, eta: 3 days, 1:17:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6006, top5_acc: 0.8788, loss_cls: 5.8133, loss: 5.8133 +2025-06-09 14:32:26,038 - pyskl - INFO - Epoch [4][3500/3940] lr: 2.496e-02, eta: 3 days, 1:16:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5737, top5_acc: 0.8925, loss_cls: 5.8245, loss: 5.8245 +2025-06-09 14:33:11,710 - pyskl - INFO - Epoch [4][3600/3940] lr: 2.496e-02, eta: 3 days, 1:15:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6012, top5_acc: 0.8806, loss_cls: 5.7262, loss: 5.7262 +2025-06-09 14:33:57,551 - pyskl - INFO - Epoch [4][3700/3940] lr: 2.496e-02, eta: 3 days, 1:14:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6100, top5_acc: 0.8981, loss_cls: 5.5450, loss: 5.5450 +2025-06-09 14:34:43,176 - pyskl - INFO - Epoch [4][3800/3940] lr: 2.496e-02, eta: 3 days, 1:13:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6188, top5_acc: 0.8931, loss_cls: 5.6154, loss: 5.6154 +2025-06-09 14:35:28,818 - pyskl - INFO - Epoch [4][3900/3940] lr: 2.496e-02, eta: 3 days, 1:12:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5969, top5_acc: 0.8738, loss_cls: 5.7825, loss: 5.7825 +2025-06-09 14:35:47,483 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-06-09 14:39:22,337 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 14:39:22,797 - pyskl - INFO - +top1_acc 0.4963 +top5_acc 0.8408 +2025-06-09 14:39:22,854 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_3.pth was removed +2025-06-09 14:39:23,884 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-06-09 14:39:23,886 - pyskl - INFO - Best top1_acc is 0.4963 at 4 epoch. +2025-06-09 14:39:23,903 - pyskl - INFO - Epoch(val) [4][3183] top1_acc: 0.4963, top5_acc: 0.8408 +2025-06-09 14:40:33,153 - pyskl - INFO - Epoch [5][100/3940] lr: 2.496e-02, eta: 3 days, 1:14:52, time: 0.692, data_time: 0.236, memory: 13268, top1_acc: 0.6131, top5_acc: 0.8950, loss_cls: 5.6495, loss: 5.6495 +2025-06-09 14:41:18,958 - pyskl - INFO - Epoch [5][200/3940] lr: 2.496e-02, eta: 3 days, 1:14:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6288, top5_acc: 0.9056, loss_cls: 5.4283, loss: 5.4283 +2025-06-09 14:42:04,696 - pyskl - INFO - Epoch [5][300/3940] lr: 2.495e-02, eta: 3 days, 1:13:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5950, top5_acc: 0.9012, loss_cls: 5.6682, loss: 5.6682 +2025-06-09 14:42:50,426 - pyskl - INFO - Epoch [5][400/3940] lr: 2.495e-02, eta: 3 days, 1:12:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6119, top5_acc: 0.8938, loss_cls: 5.6346, loss: 5.6346 +2025-06-09 14:43:36,175 - pyskl - INFO - Epoch [5][500/3940] lr: 2.495e-02, eta: 3 days, 1:11:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6281, top5_acc: 0.8844, loss_cls: 5.6335, loss: 5.6335 +2025-06-09 14:44:22,002 - pyskl - INFO - Epoch [5][600/3940] lr: 2.495e-02, eta: 3 days, 1:10:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6156, top5_acc: 0.8956, loss_cls: 5.5219, loss: 5.5219 +2025-06-09 14:45:07,701 - pyskl - INFO - Epoch [5][700/3940] lr: 2.495e-02, eta: 3 days, 1:09:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6312, top5_acc: 0.9100, loss_cls: 5.4607, loss: 5.4607 +2025-06-09 14:45:53,509 - pyskl - INFO - Epoch [5][800/3940] lr: 2.495e-02, eta: 3 days, 1:09:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6150, top5_acc: 0.8988, loss_cls: 5.6693, loss: 5.6693 +2025-06-09 14:46:39,139 - pyskl - INFO - Epoch [5][900/3940] lr: 2.495e-02, eta: 3 days, 1:08:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6025, top5_acc: 0.8975, loss_cls: 5.7039, loss: 5.7039 +2025-06-09 14:47:24,839 - pyskl - INFO - Epoch [5][1000/3940] lr: 2.495e-02, eta: 3 days, 1:07:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6250, top5_acc: 0.8844, loss_cls: 5.5230, loss: 5.5230 +2025-06-09 14:48:10,675 - pyskl - INFO - Epoch [5][1100/3940] lr: 2.495e-02, eta: 3 days, 1:06:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6112, top5_acc: 0.8825, loss_cls: 5.5853, loss: 5.5853 +2025-06-09 14:48:56,373 - pyskl - INFO - Epoch [5][1200/3940] lr: 2.495e-02, eta: 3 days, 1:05:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6269, top5_acc: 0.9069, loss_cls: 5.4618, loss: 5.4618 +2025-06-09 14:49:42,057 - pyskl - INFO - Epoch [5][1300/3940] lr: 2.495e-02, eta: 3 days, 1:04:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6212, top5_acc: 0.9031, loss_cls: 5.6083, loss: 5.6083 +2025-06-09 14:50:27,731 - pyskl - INFO - Epoch [5][1400/3940] lr: 2.495e-02, eta: 3 days, 1:04:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6219, top5_acc: 0.8944, loss_cls: 5.6261, loss: 5.6261 +2025-06-09 14:51:13,649 - pyskl - INFO - Epoch [5][1500/3940] lr: 2.495e-02, eta: 3 days, 1:03:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6175, top5_acc: 0.8969, loss_cls: 5.5279, loss: 5.5279 +2025-06-09 14:51:59,559 - pyskl - INFO - Epoch [5][1600/3940] lr: 2.495e-02, eta: 3 days, 1:02:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6256, top5_acc: 0.8956, loss_cls: 5.5688, loss: 5.5688 +2025-06-09 14:52:45,337 - pyskl - INFO - Epoch [5][1700/3940] lr: 2.495e-02, eta: 3 days, 1:01:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6344, top5_acc: 0.8919, loss_cls: 5.5005, loss: 5.5005 +2025-06-09 14:53:31,079 - pyskl - INFO - Epoch [5][1800/3940] lr: 2.495e-02, eta: 3 days, 1:01:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6394, top5_acc: 0.9137, loss_cls: 5.3129, loss: 5.3129 +2025-06-09 14:54:16,666 - pyskl - INFO - Epoch [5][1900/3940] lr: 2.494e-02, eta: 3 days, 1:00:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6331, top5_acc: 0.9119, loss_cls: 5.3718, loss: 5.3718 +2025-06-09 14:55:02,250 - pyskl - INFO - Epoch [5][2000/3940] lr: 2.494e-02, eta: 3 days, 0:59:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6094, top5_acc: 0.8819, loss_cls: 5.6375, loss: 5.6375 +2025-06-09 14:55:47,887 - pyskl - INFO - Epoch [5][2100/3940] lr: 2.494e-02, eta: 3 days, 0:58:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6262, top5_acc: 0.9137, loss_cls: 5.4327, loss: 5.4327 +2025-06-09 14:56:33,640 - pyskl - INFO - Epoch [5][2200/3940] lr: 2.494e-02, eta: 3 days, 0:57:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6200, top5_acc: 0.9012, loss_cls: 5.5953, loss: 5.5953 +2025-06-09 14:57:19,220 - pyskl - INFO - Epoch [5][2300/3940] lr: 2.494e-02, eta: 3 days, 0:56:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6288, top5_acc: 0.9075, loss_cls: 5.4461, loss: 5.4461 +2025-06-09 14:58:04,834 - pyskl - INFO - Epoch [5][2400/3940] lr: 2.494e-02, eta: 3 days, 0:55:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.9038, loss_cls: 5.4977, loss: 5.4977 +2025-06-09 14:58:50,379 - pyskl - INFO - Epoch [5][2500/3940] lr: 2.494e-02, eta: 3 days, 0:54:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.8988, loss_cls: 5.4766, loss: 5.4766 +2025-06-09 14:59:35,965 - pyskl - INFO - Epoch [5][2600/3940] lr: 2.494e-02, eta: 3 days, 0:53:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6388, top5_acc: 0.8975, loss_cls: 5.3776, loss: 5.3776 +2025-06-09 15:00:21,558 - pyskl - INFO - Epoch [5][2700/3940] lr: 2.494e-02, eta: 3 days, 0:53:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6338, top5_acc: 0.8962, loss_cls: 5.4429, loss: 5.4429 +2025-06-09 15:01:07,152 - pyskl - INFO - Epoch [5][2800/3940] lr: 2.494e-02, eta: 3 days, 0:52:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6369, top5_acc: 0.8888, loss_cls: 5.6137, loss: 5.6137 +2025-06-09 15:01:52,753 - pyskl - INFO - Epoch [5][2900/3940] lr: 2.494e-02, eta: 3 days, 0:51:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.8988, loss_cls: 5.5064, loss: 5.5064 +2025-06-09 15:02:38,379 - pyskl - INFO - Epoch [5][3000/3940] lr: 2.494e-02, eta: 3 days, 0:50:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6194, top5_acc: 0.8850, loss_cls: 5.5206, loss: 5.5206 +2025-06-09 15:03:24,120 - pyskl - INFO - Epoch [5][3100/3940] lr: 2.494e-02, eta: 3 days, 0:49:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6506, top5_acc: 0.8969, loss_cls: 5.3947, loss: 5.3947 +2025-06-09 15:04:09,707 - pyskl - INFO - Epoch [5][3200/3940] lr: 2.494e-02, eta: 3 days, 0:48:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.9144, loss_cls: 5.3606, loss: 5.3606 +2025-06-09 15:04:55,285 - pyskl - INFO - Epoch [5][3300/3940] lr: 2.494e-02, eta: 3 days, 0:47:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6388, top5_acc: 0.8944, loss_cls: 5.3794, loss: 5.3794 +2025-06-09 15:05:40,910 - pyskl - INFO - Epoch [5][3400/3940] lr: 2.494e-02, eta: 3 days, 0:47:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6456, top5_acc: 0.9100, loss_cls: 5.2853, loss: 5.2853 +2025-06-09 15:06:26,612 - pyskl - INFO - Epoch [5][3500/3940] lr: 2.493e-02, eta: 3 days, 0:46:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6419, top5_acc: 0.8975, loss_cls: 5.3438, loss: 5.3438 +2025-06-09 15:07:12,354 - pyskl - INFO - Epoch [5][3600/3940] lr: 2.493e-02, eta: 3 days, 0:45:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6462, top5_acc: 0.9200, loss_cls: 5.2333, loss: 5.2333 +2025-06-09 15:07:57,933 - pyskl - INFO - Epoch [5][3700/3940] lr: 2.493e-02, eta: 3 days, 0:44:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6331, top5_acc: 0.8844, loss_cls: 5.5305, loss: 5.5305 +2025-06-09 15:08:43,549 - pyskl - INFO - Epoch [5][3800/3940] lr: 2.493e-02, eta: 3 days, 0:43:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.9175, loss_cls: 5.2291, loss: 5.2291 +2025-06-09 15:09:29,107 - pyskl - INFO - Epoch [5][3900/3940] lr: 2.493e-02, eta: 3 days, 0:42:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6288, top5_acc: 0.9075, loss_cls: 5.3445, loss: 5.3445 +2025-06-09 15:09:47,576 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-06-09 15:28:16,065 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 15:28:16,527 - pyskl - INFO - +top1_acc 0.5871 +top5_acc 0.8782 +2025-06-09 15:28:16,585 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_4.pth was removed +2025-06-09 15:28:17,650 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-06-09 15:28:17,652 - pyskl - INFO - Best top1_acc is 0.5871 at 5 epoch. +2025-06-09 15:28:17,671 - pyskl - INFO - Epoch(val) [5][3183] top1_acc: 0.5871, top5_acc: 0.8782 +2025-06-09 15:29:27,117 - pyskl - INFO - Epoch [6][100/3940] lr: 2.493e-02, eta: 3 days, 0:44:15, time: 0.694, data_time: 0.233, memory: 13268, top1_acc: 0.6288, top5_acc: 0.9038, loss_cls: 5.3727, loss: 5.3727 +2025-06-09 15:30:13,079 - pyskl - INFO - Epoch [6][200/3940] lr: 2.493e-02, eta: 3 days, 0:43:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6637, top5_acc: 0.9094, loss_cls: 5.2666, loss: 5.2666 +2025-06-09 15:30:58,835 - pyskl - INFO - Epoch [6][300/3940] lr: 2.493e-02, eta: 3 days, 0:42:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6375, top5_acc: 0.9219, loss_cls: 5.1690, loss: 5.1690 +2025-06-09 15:31:44,677 - pyskl - INFO - Epoch [6][400/3940] lr: 2.493e-02, eta: 3 days, 0:41:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6556, top5_acc: 0.9213, loss_cls: 5.1125, loss: 5.1125 +2025-06-09 15:32:30,474 - pyskl - INFO - Epoch [6][500/3940] lr: 2.493e-02, eta: 3 days, 0:41:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.9144, loss_cls: 5.3204, loss: 5.3204 +2025-06-09 15:33:16,195 - pyskl - INFO - Epoch [6][600/3940] lr: 2.493e-02, eta: 3 days, 0:40:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6606, top5_acc: 0.9062, loss_cls: 5.2612, loss: 5.2612 +2025-06-09 15:34:01,991 - pyskl - INFO - Epoch [6][700/3940] lr: 2.493e-02, eta: 3 days, 0:39:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6369, top5_acc: 0.9087, loss_cls: 5.3821, loss: 5.3821 +2025-06-09 15:34:47,678 - pyskl - INFO - Epoch [6][800/3940] lr: 2.493e-02, eta: 3 days, 0:38:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.9113, loss_cls: 5.2594, loss: 5.2594 +2025-06-09 15:35:33,476 - pyskl - INFO - Epoch [6][900/3940] lr: 2.493e-02, eta: 3 days, 0:37:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6362, top5_acc: 0.9056, loss_cls: 5.4107, loss: 5.4107 +2025-06-09 15:36:19,293 - pyskl - INFO - Epoch [6][1000/3940] lr: 2.492e-02, eta: 3 days, 0:37:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6631, top5_acc: 0.9025, loss_cls: 5.2500, loss: 5.2500 +2025-06-09 15:37:05,102 - pyskl - INFO - Epoch [6][1100/3940] lr: 2.492e-02, eta: 3 days, 0:36:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6631, top5_acc: 0.9094, loss_cls: 5.3827, loss: 5.3827 +2025-06-09 15:37:50,922 - pyskl - INFO - Epoch [6][1200/3940] lr: 2.492e-02, eta: 3 days, 0:35:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6425, top5_acc: 0.9163, loss_cls: 5.2707, loss: 5.2707 +2025-06-09 15:38:36,619 - pyskl - INFO - Epoch [6][1300/3940] lr: 2.492e-02, eta: 3 days, 0:34:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9187, loss_cls: 5.1318, loss: 5.1318 +2025-06-09 15:39:22,286 - pyskl - INFO - Epoch [6][1400/3940] lr: 2.492e-02, eta: 3 days, 0:33:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6506, top5_acc: 0.9187, loss_cls: 5.1435, loss: 5.1435 +2025-06-09 15:40:07,937 - pyskl - INFO - Epoch [6][1500/3940] lr: 2.492e-02, eta: 3 days, 0:33:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.9131, loss_cls: 5.1723, loss: 5.1723 +2025-06-09 15:40:53,654 - pyskl - INFO - Epoch [6][1600/3940] lr: 2.492e-02, eta: 3 days, 0:32:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9231, loss_cls: 5.0709, loss: 5.0709 +2025-06-09 15:41:39,451 - pyskl - INFO - Epoch [6][1700/3940] lr: 2.492e-02, eta: 3 days, 0:31:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6362, top5_acc: 0.9050, loss_cls: 5.3075, loss: 5.3075 +2025-06-09 15:42:25,205 - pyskl - INFO - Epoch [6][1800/3940] lr: 2.492e-02, eta: 3 days, 0:30:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6506, top5_acc: 0.9056, loss_cls: 5.2681, loss: 5.2681 +2025-06-09 15:43:10,840 - pyskl - INFO - Epoch [6][1900/3940] lr: 2.492e-02, eta: 3 days, 0:29:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9113, loss_cls: 5.0415, loss: 5.0415 +2025-06-09 15:43:56,384 - pyskl - INFO - Epoch [6][2000/3940] lr: 2.492e-02, eta: 3 days, 0:28:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6375, top5_acc: 0.9062, loss_cls: 5.3420, loss: 5.3420 +2025-06-09 15:44:41,890 - pyskl - INFO - Epoch [6][2100/3940] lr: 2.492e-02, eta: 3 days, 0:28:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.9106, loss_cls: 5.2490, loss: 5.2490 +2025-06-09 15:45:27,487 - pyskl - INFO - Epoch [6][2200/3940] lr: 2.492e-02, eta: 3 days, 0:27:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6550, top5_acc: 0.9237, loss_cls: 5.1640, loss: 5.1640 +2025-06-09 15:46:13,036 - pyskl - INFO - Epoch [6][2300/3940] lr: 2.491e-02, eta: 3 days, 0:26:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6681, top5_acc: 0.9062, loss_cls: 5.0669, loss: 5.0669 +2025-06-09 15:46:58,508 - pyskl - INFO - Epoch [6][2400/3940] lr: 2.491e-02, eta: 3 days, 0:25:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6475, top5_acc: 0.9106, loss_cls: 5.2481, loss: 5.2481 +2025-06-09 15:47:43,980 - pyskl - INFO - Epoch [6][2500/3940] lr: 2.491e-02, eta: 3 days, 0:24:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6713, top5_acc: 0.9237, loss_cls: 5.0465, loss: 5.0465 +2025-06-09 15:48:29,526 - pyskl - INFO - Epoch [6][2600/3940] lr: 2.491e-02, eta: 3 days, 0:23:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9213, loss_cls: 5.0651, loss: 5.0651 +2025-06-09 15:49:15,166 - pyskl - INFO - Epoch [6][2700/3940] lr: 2.491e-02, eta: 3 days, 0:22:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6538, top5_acc: 0.9131, loss_cls: 5.1885, loss: 5.1885 +2025-06-09 15:50:00,750 - pyskl - INFO - Epoch [6][2800/3940] lr: 2.491e-02, eta: 3 days, 0:21:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6713, top5_acc: 0.9131, loss_cls: 5.0727, loss: 5.0727 +2025-06-09 15:50:46,308 - pyskl - INFO - Epoch [6][2900/3940] lr: 2.491e-02, eta: 3 days, 0:21:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9181, loss_cls: 4.9623, loss: 4.9623 +2025-06-09 15:51:31,917 - pyskl - INFO - Epoch [6][3000/3940] lr: 2.491e-02, eta: 3 days, 0:20:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6431, top5_acc: 0.9219, loss_cls: 5.2406, loss: 5.2406 +2025-06-09 15:52:17,652 - pyskl - INFO - Epoch [6][3100/3940] lr: 2.491e-02, eta: 3 days, 0:19:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9163, loss_cls: 5.2143, loss: 5.2143 +2025-06-09 15:53:03,348 - pyskl - INFO - Epoch [6][3200/3940] lr: 2.491e-02, eta: 3 days, 0:18:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9144, loss_cls: 4.9767, loss: 4.9767 +2025-06-09 15:53:49,049 - pyskl - INFO - Epoch [6][3300/3940] lr: 2.491e-02, eta: 3 days, 0:17:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9144, loss_cls: 5.0851, loss: 5.0851 +2025-06-09 15:54:34,758 - pyskl - INFO - Epoch [6][3400/3940] lr: 2.491e-02, eta: 3 days, 0:16:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9137, loss_cls: 5.0976, loss: 5.0976 +2025-06-09 15:55:20,418 - pyskl - INFO - Epoch [6][3500/3940] lr: 2.491e-02, eta: 3 days, 0:16:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9237, loss_cls: 5.0984, loss: 5.0984 +2025-06-09 15:56:06,121 - pyskl - INFO - Epoch [6][3600/3940] lr: 2.490e-02, eta: 3 days, 0:15:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6594, top5_acc: 0.9113, loss_cls: 5.1221, loss: 5.1221 +2025-06-09 15:56:51,734 - pyskl - INFO - Epoch [6][3700/3940] lr: 2.490e-02, eta: 3 days, 0:14:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6700, top5_acc: 0.9163, loss_cls: 5.0423, loss: 5.0423 +2025-06-09 15:57:37,591 - pyskl - INFO - Epoch [6][3800/3940] lr: 2.490e-02, eta: 3 days, 0:13:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9287, loss_cls: 5.0649, loss: 5.0649 +2025-06-09 15:58:23,291 - pyskl - INFO - Epoch [6][3900/3940] lr: 2.490e-02, eta: 3 days, 0:12:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6700, top5_acc: 0.9175, loss_cls: 5.2016, loss: 5.2016 +2025-06-09 15:58:41,825 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-06-09 16:02:15,729 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 16:02:16,195 - pyskl - INFO - +top1_acc 0.6387 +top5_acc 0.9005 +2025-06-09 16:02:16,254 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_5.pth was removed +2025-06-09 16:02:17,335 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-06-09 16:02:17,337 - pyskl - INFO - Best top1_acc is 0.6387 at 6 epoch. +2025-06-09 16:02:17,356 - pyskl - INFO - Epoch(val) [6][3183] top1_acc: 0.6387, top5_acc: 0.9005 +2025-06-09 16:03:26,614 - pyskl - INFO - Epoch [7][100/3940] lr: 2.490e-02, eta: 3 days, 0:13:49, time: 0.693, data_time: 0.235, memory: 13268, top1_acc: 0.6594, top5_acc: 0.9150, loss_cls: 5.0765, loss: 5.0765 +2025-06-09 16:04:12,294 - pyskl - INFO - Epoch [7][200/3940] lr: 2.490e-02, eta: 3 days, 0:13:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6731, top5_acc: 0.9100, loss_cls: 5.1199, loss: 5.1199 +2025-06-09 16:04:57,842 - pyskl - INFO - Epoch [7][300/3940] lr: 2.490e-02, eta: 3 days, 0:12:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9225, loss_cls: 5.1188, loss: 5.1188 +2025-06-09 16:05:43,429 - pyskl - INFO - Epoch [7][400/3940] lr: 2.490e-02, eta: 3 days, 0:11:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9275, loss_cls: 5.0282, loss: 5.0282 +2025-06-09 16:06:29,147 - pyskl - INFO - Epoch [7][500/3940] lr: 2.490e-02, eta: 3 days, 0:10:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6806, top5_acc: 0.9231, loss_cls: 4.8925, loss: 4.8925 +2025-06-09 16:07:14,831 - pyskl - INFO - Epoch [7][600/3940] lr: 2.490e-02, eta: 3 days, 0:09:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9244, loss_cls: 4.9816, loss: 4.9816 +2025-06-09 16:08:00,397 - pyskl - INFO - Epoch [7][700/3940] lr: 2.490e-02, eta: 3 days, 0:08:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9181, loss_cls: 4.9940, loss: 4.9940 +2025-06-09 16:08:46,088 - pyskl - INFO - Epoch [7][800/3940] lr: 2.489e-02, eta: 3 days, 0:07:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9344, loss_cls: 4.9322, loss: 4.9322 +2025-06-09 16:09:31,805 - pyskl - INFO - Epoch [7][900/3940] lr: 2.489e-02, eta: 3 days, 0:07:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9213, loss_cls: 5.0704, loss: 5.0704 +2025-06-09 16:10:17,262 - pyskl - INFO - Epoch [7][1000/3940] lr: 2.489e-02, eta: 3 days, 0:06:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9275, loss_cls: 4.9664, loss: 4.9664 +2025-06-09 16:11:02,826 - pyskl - INFO - Epoch [7][1100/3940] lr: 2.489e-02, eta: 3 days, 0:05:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9237, loss_cls: 4.9855, loss: 4.9855 +2025-06-09 16:11:48,385 - pyskl - INFO - Epoch [7][1200/3940] lr: 2.489e-02, eta: 3 days, 0:04:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9100, loss_cls: 5.0379, loss: 5.0379 +2025-06-09 16:12:33,905 - pyskl - INFO - Epoch [7][1300/3940] lr: 2.489e-02, eta: 3 days, 0:03:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6731, top5_acc: 0.9150, loss_cls: 5.0110, loss: 5.0110 +2025-06-09 16:13:19,485 - pyskl - INFO - Epoch [7][1400/3940] lr: 2.489e-02, eta: 3 days, 0:02:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9169, loss_cls: 5.0779, loss: 5.0779 +2025-06-09 16:14:05,027 - pyskl - INFO - Epoch [7][1500/3940] lr: 2.489e-02, eta: 3 days, 0:01:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9231, loss_cls: 4.9205, loss: 4.9205 +2025-06-09 16:14:50,560 - pyskl - INFO - Epoch [7][1600/3940] lr: 2.489e-02, eta: 3 days, 0:01:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9319, loss_cls: 4.9739, loss: 4.9739 +2025-06-09 16:15:36,197 - pyskl - INFO - Epoch [7][1700/3940] lr: 2.489e-02, eta: 3 days, 0:00:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9375, loss_cls: 4.9909, loss: 4.9909 +2025-06-09 16:16:21,722 - pyskl - INFO - Epoch [7][1800/3940] lr: 2.489e-02, eta: 2 days, 23:59:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9281, loss_cls: 5.0051, loss: 5.0051 +2025-06-09 16:17:07,268 - pyskl - INFO - Epoch [7][1900/3940] lr: 2.488e-02, eta: 2 days, 23:58:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9163, loss_cls: 5.0226, loss: 5.0226 +2025-06-09 16:17:52,857 - pyskl - INFO - Epoch [7][2000/3940] lr: 2.488e-02, eta: 2 days, 23:57:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9163, loss_cls: 5.1049, loss: 5.1049 +2025-06-09 16:18:38,489 - pyskl - INFO - Epoch [7][2100/3940] lr: 2.488e-02, eta: 2 days, 23:56:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9194, loss_cls: 4.9871, loss: 4.9871 +2025-06-09 16:19:24,247 - pyskl - INFO - Epoch [7][2200/3940] lr: 2.488e-02, eta: 2 days, 23:55:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9313, loss_cls: 4.9005, loss: 4.9005 +2025-06-09 16:20:09,981 - pyskl - INFO - Epoch [7][2300/3940] lr: 2.488e-02, eta: 2 days, 23:55:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9137, loss_cls: 5.0153, loss: 5.0153 +2025-06-09 16:20:55,646 - pyskl - INFO - Epoch [7][2400/3940] lr: 2.488e-02, eta: 2 days, 23:54:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6750, top5_acc: 0.9231, loss_cls: 5.1417, loss: 5.1417 +2025-06-09 16:21:41,259 - pyskl - INFO - Epoch [7][2500/3940] lr: 2.488e-02, eta: 2 days, 23:53:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6656, top5_acc: 0.9125, loss_cls: 5.0851, loss: 5.0851 +2025-06-09 16:22:26,767 - pyskl - INFO - Epoch [7][2600/3940] lr: 2.488e-02, eta: 2 days, 23:52:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9294, loss_cls: 5.1010, loss: 5.1010 +2025-06-09 16:23:12,289 - pyskl - INFO - Epoch [7][2700/3940] lr: 2.488e-02, eta: 2 days, 23:51:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9313, loss_cls: 4.9889, loss: 4.9889 +2025-06-09 16:23:57,861 - pyskl - INFO - Epoch [7][2800/3940] lr: 2.488e-02, eta: 2 days, 23:50:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9269, loss_cls: 4.9702, loss: 4.9702 +2025-06-09 16:24:43,416 - pyskl - INFO - Epoch [7][2900/3940] lr: 2.488e-02, eta: 2 days, 23:50:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9319, loss_cls: 4.8301, loss: 4.8301 +2025-06-09 16:25:29,077 - pyskl - INFO - Epoch [7][3000/3940] lr: 2.487e-02, eta: 2 days, 23:49:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9269, loss_cls: 4.9711, loss: 4.9711 +2025-06-09 16:26:14,695 - pyskl - INFO - Epoch [7][3100/3940] lr: 2.487e-02, eta: 2 days, 23:48:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9269, loss_cls: 4.8481, loss: 4.8481 +2025-06-09 16:27:00,386 - pyskl - INFO - Epoch [7][3200/3940] lr: 2.487e-02, eta: 2 days, 23:47:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9231, loss_cls: 4.9316, loss: 4.9316 +2025-06-09 16:27:46,078 - pyskl - INFO - Epoch [7][3300/3940] lr: 2.487e-02, eta: 2 days, 23:46:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9300, loss_cls: 4.9541, loss: 4.9541 +2025-06-09 16:28:31,654 - pyskl - INFO - Epoch [7][3400/3940] lr: 2.487e-02, eta: 2 days, 23:45:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9181, loss_cls: 5.0279, loss: 5.0279 +2025-06-09 16:29:17,193 - pyskl - INFO - Epoch [7][3500/3940] lr: 2.487e-02, eta: 2 days, 23:45:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9294, loss_cls: 4.8737, loss: 4.8737 +2025-06-09 16:30:02,739 - pyskl - INFO - Epoch [7][3600/3940] lr: 2.487e-02, eta: 2 days, 23:44:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9344, loss_cls: 4.8981, loss: 4.8981 +2025-06-09 16:30:48,363 - pyskl - INFO - Epoch [7][3700/3940] lr: 2.487e-02, eta: 2 days, 23:43:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9119, loss_cls: 5.0808, loss: 5.0808 +2025-06-09 16:31:34,143 - pyskl - INFO - Epoch [7][3800/3940] lr: 2.487e-02, eta: 2 days, 23:42:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9300, loss_cls: 4.8075, loss: 4.8075 +2025-06-09 16:32:19,646 - pyskl - INFO - Epoch [7][3900/3940] lr: 2.487e-02, eta: 2 days, 23:41:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9225, loss_cls: 4.9921, loss: 4.9921 +2025-06-09 16:32:38,244 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-06-09 16:36:14,985 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 16:36:15,450 - pyskl - INFO - +top1_acc 0.6523 +top5_acc 0.9017 +2025-06-09 16:36:15,506 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_6.pth was removed +2025-06-09 16:36:16,584 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-06-09 16:36:16,586 - pyskl - INFO - Best top1_acc is 0.6523 at 7 epoch. +2025-06-09 16:36:16,607 - pyskl - INFO - Epoch(val) [7][3183] top1_acc: 0.6523, top5_acc: 0.9017 +2025-06-09 16:37:25,890 - pyskl - INFO - Epoch [8][100/3940] lr: 2.486e-02, eta: 2 days, 23:42:26, time: 0.693, data_time: 0.238, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9237, loss_cls: 4.9354, loss: 4.9354 +2025-06-09 16:38:11,478 - pyskl - INFO - Epoch [8][200/3940] lr: 2.486e-02, eta: 2 days, 23:41:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9275, loss_cls: 4.9712, loss: 4.9712 +2025-06-09 16:38:57,061 - pyskl - INFO - Epoch [8][300/3940] lr: 2.486e-02, eta: 2 days, 23:40:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9381, loss_cls: 4.9102, loss: 4.9102 +2025-06-09 16:39:42,621 - pyskl - INFO - Epoch [8][400/3940] lr: 2.486e-02, eta: 2 days, 23:39:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9263, loss_cls: 4.9331, loss: 4.9331 +2025-06-09 16:40:28,203 - pyskl - INFO - Epoch [8][500/3940] lr: 2.486e-02, eta: 2 days, 23:39:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9194, loss_cls: 4.9565, loss: 4.9565 +2025-06-09 16:41:13,905 - pyskl - INFO - Epoch [8][600/3940] lr: 2.486e-02, eta: 2 days, 23:38:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9375, loss_cls: 4.8846, loss: 4.8846 +2025-06-09 16:41:59,834 - pyskl - INFO - Epoch [8][700/3940] lr: 2.486e-02, eta: 2 days, 23:37:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9394, loss_cls: 4.7928, loss: 4.7928 +2025-06-09 16:42:45,466 - pyskl - INFO - Epoch [8][800/3940] lr: 2.486e-02, eta: 2 days, 23:36:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9237, loss_cls: 4.9362, loss: 4.9362 +2025-06-09 16:43:31,118 - pyskl - INFO - Epoch [8][900/3940] lr: 2.486e-02, eta: 2 days, 23:35:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9369, loss_cls: 4.8387, loss: 4.8387 +2025-06-09 16:44:16,818 - pyskl - INFO - Epoch [8][1000/3940] lr: 2.486e-02, eta: 2 days, 23:35:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9263, loss_cls: 5.0372, loss: 5.0372 +2025-06-09 16:45:02,422 - pyskl - INFO - Epoch [8][1100/3940] lr: 2.486e-02, eta: 2 days, 23:34:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9256, loss_cls: 4.7833, loss: 4.7833 +2025-06-09 16:45:47,934 - pyskl - INFO - Epoch [8][1200/3940] lr: 2.485e-02, eta: 2 days, 23:33:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9300, loss_cls: 4.8644, loss: 4.8644 +2025-06-09 16:46:33,551 - pyskl - INFO - Epoch [8][1300/3940] lr: 2.485e-02, eta: 2 days, 23:32:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9213, loss_cls: 4.9497, loss: 4.9497 +2025-06-09 16:47:19,108 - pyskl - INFO - Epoch [8][1400/3940] lr: 2.485e-02, eta: 2 days, 23:31:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9263, loss_cls: 5.0717, loss: 5.0717 +2025-06-09 16:48:04,683 - pyskl - INFO - Epoch [8][1500/3940] lr: 2.485e-02, eta: 2 days, 23:30:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9175, loss_cls: 4.9595, loss: 4.9595 +2025-06-09 16:48:50,311 - pyskl - INFO - Epoch [8][1600/3940] lr: 2.485e-02, eta: 2 days, 23:30:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9363, loss_cls: 4.7463, loss: 4.7463 +2025-06-09 16:49:35,884 - pyskl - INFO - Epoch [8][1700/3940] lr: 2.485e-02, eta: 2 days, 23:29:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9294, loss_cls: 4.8199, loss: 4.8199 +2025-06-09 16:50:21,340 - pyskl - INFO - Epoch [8][1800/3940] lr: 2.485e-02, eta: 2 days, 23:28:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9306, loss_cls: 4.7870, loss: 4.7870 +2025-06-09 16:51:06,995 - pyskl - INFO - Epoch [8][1900/3940] lr: 2.485e-02, eta: 2 days, 23:27:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9250, loss_cls: 4.9441, loss: 4.9441 +2025-06-09 16:51:52,949 - pyskl - INFO - Epoch [8][2000/3940] lr: 2.485e-02, eta: 2 days, 23:26:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9269, loss_cls: 4.9307, loss: 4.9307 +2025-06-09 16:52:38,490 - pyskl - INFO - Epoch [8][2100/3940] lr: 2.484e-02, eta: 2 days, 23:25:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9300, loss_cls: 4.8579, loss: 4.8579 +2025-06-09 16:53:23,869 - pyskl - INFO - Epoch [8][2200/3940] lr: 2.484e-02, eta: 2 days, 23:25:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9163, loss_cls: 4.9322, loss: 4.9322 +2025-06-09 16:54:09,315 - pyskl - INFO - Epoch [8][2300/3940] lr: 2.484e-02, eta: 2 days, 23:24:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9300, loss_cls: 4.8524, loss: 4.8524 +2025-06-09 16:54:54,909 - pyskl - INFO - Epoch [8][2400/3940] lr: 2.484e-02, eta: 2 days, 23:23:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9281, loss_cls: 4.8400, loss: 4.8400 +2025-06-09 16:55:40,535 - pyskl - INFO - Epoch [8][2500/3940] lr: 2.484e-02, eta: 2 days, 23:22:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9394, loss_cls: 4.7704, loss: 4.7704 +2025-06-09 16:56:26,021 - pyskl - INFO - Epoch [8][2600/3940] lr: 2.484e-02, eta: 2 days, 23:21:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9300, loss_cls: 4.8106, loss: 4.8106 +2025-06-09 16:57:11,591 - pyskl - INFO - Epoch [8][2700/3940] lr: 2.484e-02, eta: 2 days, 23:20:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9331, loss_cls: 4.8224, loss: 4.8224 +2025-06-09 16:57:57,375 - pyskl - INFO - Epoch [8][2800/3940] lr: 2.484e-02, eta: 2 days, 23:20:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9231, loss_cls: 4.8611, loss: 4.8611 +2025-06-09 16:58:42,997 - pyskl - INFO - Epoch [8][2900/3940] lr: 2.484e-02, eta: 2 days, 23:19:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9331, loss_cls: 4.6708, loss: 4.6708 +2025-06-09 16:59:28,577 - pyskl - INFO - Epoch [8][3000/3940] lr: 2.484e-02, eta: 2 days, 23:18:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9256, loss_cls: 4.8204, loss: 4.8204 +2025-06-09 17:00:14,180 - pyskl - INFO - Epoch [8][3100/3940] lr: 2.483e-02, eta: 2 days, 23:17:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9237, loss_cls: 5.0164, loss: 5.0164 +2025-06-09 17:01:00,115 - pyskl - INFO - Epoch [8][3200/3940] lr: 2.483e-02, eta: 2 days, 23:16:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9313, loss_cls: 4.9398, loss: 4.9398 +2025-06-09 17:01:45,863 - pyskl - INFO - Epoch [8][3300/3940] lr: 2.483e-02, eta: 2 days, 23:16:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9269, loss_cls: 4.9001, loss: 4.9001 +2025-06-09 17:02:31,564 - pyskl - INFO - Epoch [8][3400/3940] lr: 2.483e-02, eta: 2 days, 23:15:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9300, loss_cls: 4.9037, loss: 4.9037 +2025-06-09 17:03:17,252 - pyskl - INFO - Epoch [8][3500/3940] lr: 2.483e-02, eta: 2 days, 23:14:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9369, loss_cls: 4.5990, loss: 4.5990 +2025-06-09 17:04:02,974 - pyskl - INFO - Epoch [8][3600/3940] lr: 2.483e-02, eta: 2 days, 23:13:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9300, loss_cls: 4.8586, loss: 4.8586 +2025-06-09 17:04:48,550 - pyskl - INFO - Epoch [8][3700/3940] lr: 2.483e-02, eta: 2 days, 23:12:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9237, loss_cls: 4.8746, loss: 4.8746 +2025-06-09 17:05:34,155 - pyskl - INFO - Epoch [8][3800/3940] lr: 2.483e-02, eta: 2 days, 23:12:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9375, loss_cls: 4.7831, loss: 4.7831 +2025-06-09 17:06:19,744 - pyskl - INFO - Epoch [8][3900/3940] lr: 2.483e-02, eta: 2 days, 23:11:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9375, loss_cls: 4.7304, loss: 4.7304 +2025-06-09 17:06:38,292 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-06-09 17:10:12,635 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 17:10:13,102 - pyskl - INFO - +top1_acc 0.6397 +top5_acc 0.9011 +2025-06-09 17:10:13,122 - pyskl - INFO - Epoch(val) [8][3183] top1_acc: 0.6397, top5_acc: 0.9011 +2025-06-09 17:11:22,273 - pyskl - INFO - Epoch [9][100/3940] lr: 2.482e-02, eta: 2 days, 23:11:35, time: 0.691, data_time: 0.236, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9319, loss_cls: 4.7517, loss: 4.7517 +2025-06-09 17:12:07,902 - pyskl - INFO - Epoch [9][200/3940] lr: 2.482e-02, eta: 2 days, 23:10:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9275, loss_cls: 4.7893, loss: 4.7893 +2025-06-09 17:12:53,512 - pyskl - INFO - Epoch [9][300/3940] lr: 2.482e-02, eta: 2 days, 23:09:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9444, loss_cls: 4.6827, loss: 4.6827 +2025-06-09 17:13:39,124 - pyskl - INFO - Epoch [9][400/3940] lr: 2.482e-02, eta: 2 days, 23:09:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9356, loss_cls: 4.7233, loss: 4.7233 +2025-06-09 17:14:24,731 - pyskl - INFO - Epoch [9][500/3940] lr: 2.482e-02, eta: 2 days, 23:08:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9256, loss_cls: 4.7931, loss: 4.7931 +2025-06-09 17:15:10,311 - pyskl - INFO - Epoch [9][600/3940] lr: 2.482e-02, eta: 2 days, 23:07:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9363, loss_cls: 4.7176, loss: 4.7176 +2025-06-09 17:15:55,846 - pyskl - INFO - Epoch [9][700/3940] lr: 2.482e-02, eta: 2 days, 23:06:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9394, loss_cls: 4.7149, loss: 4.7149 +2025-06-09 17:16:41,421 - pyskl - INFO - Epoch [9][800/3940] lr: 2.482e-02, eta: 2 days, 23:05:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9419, loss_cls: 4.5987, loss: 4.5987 +2025-06-09 17:17:27,020 - pyskl - INFO - Epoch [9][900/3940] lr: 2.481e-02, eta: 2 days, 23:04:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9425, loss_cls: 4.7558, loss: 4.7558 +2025-06-09 17:18:12,621 - pyskl - INFO - Epoch [9][1000/3940] lr: 2.481e-02, eta: 2 days, 23:04:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9281, loss_cls: 4.8415, loss: 4.8415 +2025-06-09 17:18:58,218 - pyskl - INFO - Epoch [9][1100/3940] lr: 2.481e-02, eta: 2 days, 23:03:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9350, loss_cls: 4.7598, loss: 4.7598 +2025-06-09 17:19:43,786 - pyskl - INFO - Epoch [9][1200/3940] lr: 2.481e-02, eta: 2 days, 23:02:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9269, loss_cls: 4.7688, loss: 4.7688 +2025-06-09 17:20:29,297 - pyskl - INFO - Epoch [9][1300/3940] lr: 2.481e-02, eta: 2 days, 23:01:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9313, loss_cls: 4.9130, loss: 4.9130 +2025-06-09 17:21:14,856 - pyskl - INFO - Epoch [9][1400/3940] lr: 2.481e-02, eta: 2 days, 23:00:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9319, loss_cls: 4.7492, loss: 4.7492 +2025-06-09 17:22:00,395 - pyskl - INFO - Epoch [9][1500/3940] lr: 2.481e-02, eta: 2 days, 22:59:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9363, loss_cls: 4.7120, loss: 4.7120 +2025-06-09 17:22:45,944 - pyskl - INFO - Epoch [9][1600/3940] lr: 2.481e-02, eta: 2 days, 22:59:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9306, loss_cls: 4.7232, loss: 4.7232 +2025-06-09 17:23:31,449 - pyskl - INFO - Epoch [9][1700/3940] lr: 2.481e-02, eta: 2 days, 22:58:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9394, loss_cls: 4.8790, loss: 4.8790 +2025-06-09 17:24:17,020 - pyskl - INFO - Epoch [9][1800/3940] lr: 2.480e-02, eta: 2 days, 22:57:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9294, loss_cls: 4.7093, loss: 4.7093 +2025-06-09 17:25:02,641 - pyskl - INFO - Epoch [9][1900/3940] lr: 2.480e-02, eta: 2 days, 22:56:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9325, loss_cls: 4.7276, loss: 4.7276 +2025-06-09 17:25:48,251 - pyskl - INFO - Epoch [9][2000/3940] lr: 2.480e-02, eta: 2 days, 22:55:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9369, loss_cls: 4.7687, loss: 4.7687 +2025-06-09 17:26:33,869 - pyskl - INFO - Epoch [9][2100/3940] lr: 2.480e-02, eta: 2 days, 22:55:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9413, loss_cls: 4.6567, loss: 4.6567 +2025-06-09 17:27:19,493 - pyskl - INFO - Epoch [9][2200/3940] lr: 2.480e-02, eta: 2 days, 22:54:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9300, loss_cls: 4.7939, loss: 4.7939 +2025-06-09 17:28:05,174 - pyskl - INFO - Epoch [9][2300/3940] lr: 2.480e-02, eta: 2 days, 22:53:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9356, loss_cls: 4.8354, loss: 4.8354 +2025-06-09 17:28:50,676 - pyskl - INFO - Epoch [9][2400/3940] lr: 2.480e-02, eta: 2 days, 22:52:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9394, loss_cls: 4.5888, loss: 4.5888 +2025-06-09 17:29:36,223 - pyskl - INFO - Epoch [9][2500/3940] lr: 2.480e-02, eta: 2 days, 22:51:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9387, loss_cls: 4.7529, loss: 4.7529 +2025-06-09 17:30:21,784 - pyskl - INFO - Epoch [9][2600/3940] lr: 2.479e-02, eta: 2 days, 22:50:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9300, loss_cls: 4.8630, loss: 4.8630 +2025-06-09 17:31:07,409 - pyskl - INFO - Epoch [9][2700/3940] lr: 2.479e-02, eta: 2 days, 22:50:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9281, loss_cls: 4.7601, loss: 4.7601 +2025-06-09 17:31:53,031 - pyskl - INFO - Epoch [9][2800/3940] lr: 2.479e-02, eta: 2 days, 22:49:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9337, loss_cls: 4.7461, loss: 4.7461 +2025-06-09 17:32:38,729 - pyskl - INFO - Epoch [9][2900/3940] lr: 2.479e-02, eta: 2 days, 22:48:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9444, loss_cls: 4.7022, loss: 4.7022 +2025-06-09 17:33:24,442 - pyskl - INFO - Epoch [9][3000/3940] lr: 2.479e-02, eta: 2 days, 22:47:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9287, loss_cls: 4.7220, loss: 4.7220 +2025-06-09 17:34:10,062 - pyskl - INFO - Epoch [9][3100/3940] lr: 2.479e-02, eta: 2 days, 22:46:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9269, loss_cls: 4.8441, loss: 4.8441 +2025-06-09 17:34:55,914 - pyskl - INFO - Epoch [9][3200/3940] lr: 2.479e-02, eta: 2 days, 22:46:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9287, loss_cls: 4.6782, loss: 4.6782 +2025-06-09 17:35:41,473 - pyskl - INFO - Epoch [9][3300/3940] lr: 2.479e-02, eta: 2 days, 22:45:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9463, loss_cls: 4.7165, loss: 4.7165 +2025-06-09 17:36:27,111 - pyskl - INFO - Epoch [9][3400/3940] lr: 2.479e-02, eta: 2 days, 22:44:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9381, loss_cls: 4.7374, loss: 4.7374 +2025-06-09 17:37:12,742 - pyskl - INFO - Epoch [9][3500/3940] lr: 2.478e-02, eta: 2 days, 22:43:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9381, loss_cls: 4.6368, loss: 4.6368 +2025-06-09 17:37:58,304 - pyskl - INFO - Epoch [9][3600/3940] lr: 2.478e-02, eta: 2 days, 22:42:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9356, loss_cls: 4.7711, loss: 4.7711 +2025-06-09 17:38:43,769 - pyskl - INFO - Epoch [9][3700/3940] lr: 2.478e-02, eta: 2 days, 22:42:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9263, loss_cls: 4.7618, loss: 4.7618 +2025-06-09 17:39:29,230 - pyskl - INFO - Epoch [9][3800/3940] lr: 2.478e-02, eta: 2 days, 22:41:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9437, loss_cls: 4.6477, loss: 4.6477 +2025-06-09 17:40:14,869 - pyskl - INFO - Epoch [9][3900/3940] lr: 2.478e-02, eta: 2 days, 22:40:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9394, loss_cls: 4.7735, loss: 4.7735 +2025-06-09 17:40:33,370 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-06-09 17:44:06,536 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 17:44:07,026 - pyskl - INFO - +top1_acc 0.6502 +top5_acc 0.8986 +2025-06-09 17:44:07,050 - pyskl - INFO - Epoch(val) [9][3183] top1_acc: 0.6502, top5_acc: 0.8986 +2025-06-09 17:45:16,440 - pyskl - INFO - Epoch [10][100/3940] lr: 2.478e-02, eta: 2 days, 22:40:39, time: 0.694, data_time: 0.237, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9437, loss_cls: 4.6397, loss: 4.6397 +2025-06-09 17:46:02,081 - pyskl - INFO - Epoch [10][200/3940] lr: 2.478e-02, eta: 2 days, 22:39:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9419, loss_cls: 4.6502, loss: 4.6502 +2025-06-09 17:46:47,681 - pyskl - INFO - Epoch [10][300/3940] lr: 2.477e-02, eta: 2 days, 22:39:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9413, loss_cls: 4.7746, loss: 4.7746 +2025-06-09 17:47:33,359 - pyskl - INFO - Epoch [10][400/3940] lr: 2.477e-02, eta: 2 days, 22:38:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9444, loss_cls: 4.6334, loss: 4.6334 +2025-06-09 17:48:18,781 - pyskl - INFO - Epoch [10][500/3940] lr: 2.477e-02, eta: 2 days, 22:37:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9325, loss_cls: 4.5898, loss: 4.5898 +2025-06-09 17:49:04,245 - pyskl - INFO - Epoch [10][600/3940] lr: 2.477e-02, eta: 2 days, 22:36:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9287, loss_cls: 4.6751, loss: 4.6751 +2025-06-09 17:49:49,680 - pyskl - INFO - Epoch [10][700/3940] lr: 2.477e-02, eta: 2 days, 22:35:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9519, loss_cls: 4.5875, loss: 4.5875 +2025-06-09 17:50:35,197 - pyskl - INFO - Epoch [10][800/3940] lr: 2.477e-02, eta: 2 days, 22:34:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9331, loss_cls: 4.7175, loss: 4.7175 +2025-06-09 17:51:20,513 - pyskl - INFO - Epoch [10][900/3940] lr: 2.477e-02, eta: 2 days, 22:33:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9400, loss_cls: 4.4550, loss: 4.4550 +2025-06-09 17:52:06,009 - pyskl - INFO - Epoch [10][1000/3940] lr: 2.477e-02, eta: 2 days, 22:33:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9344, loss_cls: 4.7262, loss: 4.7262 +2025-06-09 17:52:51,531 - pyskl - INFO - Epoch [10][1100/3940] lr: 2.476e-02, eta: 2 days, 22:32:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9444, loss_cls: 4.4920, loss: 4.4920 +2025-06-09 17:53:36,880 - pyskl - INFO - Epoch [10][1200/3940] lr: 2.476e-02, eta: 2 days, 22:31:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9350, loss_cls: 4.6862, loss: 4.6862 +2025-06-09 17:54:22,315 - pyskl - INFO - Epoch [10][1300/3940] lr: 2.476e-02, eta: 2 days, 22:30:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9425, loss_cls: 4.6723, loss: 4.6723 +2025-06-09 17:55:07,718 - pyskl - INFO - Epoch [10][1400/3940] lr: 2.476e-02, eta: 2 days, 22:29:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9331, loss_cls: 4.8304, loss: 4.8304 +2025-06-09 17:55:53,055 - pyskl - INFO - Epoch [10][1500/3940] lr: 2.476e-02, eta: 2 days, 22:28:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9444, loss_cls: 4.7118, loss: 4.7118 +2025-06-09 17:56:38,612 - pyskl - INFO - Epoch [10][1600/3940] lr: 2.476e-02, eta: 2 days, 22:27:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9287, loss_cls: 4.6850, loss: 4.6850 +2025-06-09 17:57:24,091 - pyskl - INFO - Epoch [10][1700/3940] lr: 2.476e-02, eta: 2 days, 22:27:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9231, loss_cls: 4.7415, loss: 4.7415 +2025-06-09 17:58:09,526 - pyskl - INFO - Epoch [10][1800/3940] lr: 2.476e-02, eta: 2 days, 22:26:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9294, loss_cls: 4.7585, loss: 4.7585 +2025-06-09 17:58:55,090 - pyskl - INFO - Epoch [10][1900/3940] lr: 2.475e-02, eta: 2 days, 22:25:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9500, loss_cls: 4.5260, loss: 4.5260 +2025-06-09 17:59:40,636 - pyskl - INFO - Epoch [10][2000/3940] lr: 2.475e-02, eta: 2 days, 22:24:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9287, loss_cls: 4.7073, loss: 4.7073 +2025-06-09 18:00:26,130 - pyskl - INFO - Epoch [10][2100/3940] lr: 2.475e-02, eta: 2 days, 22:23:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9425, loss_cls: 4.7021, loss: 4.7021 +2025-06-09 18:01:11,641 - pyskl - INFO - Epoch [10][2200/3940] lr: 2.475e-02, eta: 2 days, 22:22:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9287, loss_cls: 4.8014, loss: 4.8014 +2025-06-09 18:01:57,126 - pyskl - INFO - Epoch [10][2300/3940] lr: 2.475e-02, eta: 2 days, 22:22:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9325, loss_cls: 4.6829, loss: 4.6829 +2025-06-09 18:02:42,594 - pyskl - INFO - Epoch [10][2400/3940] lr: 2.475e-02, eta: 2 days, 22:21:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9269, loss_cls: 4.6024, loss: 4.6024 +2025-06-09 18:03:28,067 - pyskl - INFO - Epoch [10][2500/3940] lr: 2.475e-02, eta: 2 days, 22:20:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9425, loss_cls: 4.6795, loss: 4.6795 +2025-06-09 18:04:13,648 - pyskl - INFO - Epoch [10][2600/3940] lr: 2.475e-02, eta: 2 days, 22:19:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9413, loss_cls: 4.5978, loss: 4.5978 +2025-06-09 18:04:59,038 - pyskl - INFO - Epoch [10][2700/3940] lr: 2.474e-02, eta: 2 days, 22:18:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9319, loss_cls: 4.7425, loss: 4.7425 +2025-06-09 18:05:44,556 - pyskl - INFO - Epoch [10][2800/3940] lr: 2.474e-02, eta: 2 days, 22:17:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9394, loss_cls: 4.7301, loss: 4.7301 +2025-06-09 18:06:30,086 - pyskl - INFO - Epoch [10][2900/3940] lr: 2.474e-02, eta: 2 days, 22:17:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9400, loss_cls: 4.6896, loss: 4.6896 +2025-06-09 18:07:15,544 - pyskl - INFO - Epoch [10][3000/3940] lr: 2.474e-02, eta: 2 days, 22:16:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9369, loss_cls: 4.6174, loss: 4.6174 +2025-06-09 18:08:00,893 - pyskl - INFO - Epoch [10][3100/3940] lr: 2.474e-02, eta: 2 days, 22:15:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9400, loss_cls: 4.5293, loss: 4.5293 +2025-06-09 18:08:46,185 - pyskl - INFO - Epoch [10][3200/3940] lr: 2.474e-02, eta: 2 days, 22:14:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9369, loss_cls: 4.5846, loss: 4.5846 +2025-06-09 18:09:31,496 - pyskl - INFO - Epoch [10][3300/3940] lr: 2.474e-02, eta: 2 days, 22:13:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9400, loss_cls: 4.6165, loss: 4.6165 +2025-06-09 18:10:16,910 - pyskl - INFO - Epoch [10][3400/3940] lr: 2.473e-02, eta: 2 days, 22:12:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9325, loss_cls: 4.6465, loss: 4.6465 +2025-06-09 18:11:02,177 - pyskl - INFO - Epoch [10][3500/3940] lr: 2.473e-02, eta: 2 days, 22:11:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9481, loss_cls: 4.6524, loss: 4.6524 +2025-06-09 18:11:47,440 - pyskl - INFO - Epoch [10][3600/3940] lr: 2.473e-02, eta: 2 days, 22:11:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9375, loss_cls: 4.7739, loss: 4.7739 +2025-06-09 18:12:32,699 - pyskl - INFO - Epoch [10][3700/3940] lr: 2.473e-02, eta: 2 days, 22:10:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9419, loss_cls: 4.4461, loss: 4.4461 +2025-06-09 18:13:17,984 - pyskl - INFO - Epoch [10][3800/3940] lr: 2.473e-02, eta: 2 days, 22:09:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9350, loss_cls: 4.7504, loss: 4.7504 +2025-06-09 18:14:03,054 - pyskl - INFO - Epoch [10][3900/3940] lr: 2.473e-02, eta: 2 days, 22:08:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9387, loss_cls: 4.7211, loss: 4.7211 +2025-06-09 18:14:21,352 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-06-09 18:31:58,252 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 18:31:58,789 - pyskl - INFO - +top1_acc 0.6050 +top5_acc 0.8709 +2025-06-09 18:31:58,807 - pyskl - INFO - Epoch(val) [10][3183] top1_acc: 0.6050, top5_acc: 0.8709 +2025-06-09 18:33:08,491 - pyskl - INFO - Epoch [11][100/3940] lr: 2.473e-02, eta: 2 days, 22:08:34, time: 0.697, data_time: 0.240, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9413, loss_cls: 4.6400, loss: 4.6400 +2025-06-09 18:33:54,043 - pyskl - INFO - Epoch [11][200/3940] lr: 2.472e-02, eta: 2 days, 22:07:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9406, loss_cls: 4.6650, loss: 4.6650 +2025-06-09 18:34:39,559 - pyskl - INFO - Epoch [11][300/3940] lr: 2.472e-02, eta: 2 days, 22:06:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9413, loss_cls: 4.4052, loss: 4.4052 +2025-06-09 18:35:25,146 - pyskl - INFO - Epoch [11][400/3940] lr: 2.472e-02, eta: 2 days, 22:06:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9425, loss_cls: 4.5834, loss: 4.5834 +2025-06-09 18:36:10,659 - pyskl - INFO - Epoch [11][500/3940] lr: 2.472e-02, eta: 2 days, 22:05:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9463, loss_cls: 4.6740, loss: 4.6740 +2025-06-09 18:36:56,456 - pyskl - INFO - Epoch [11][600/3940] lr: 2.472e-02, eta: 2 days, 22:04:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9425, loss_cls: 4.6509, loss: 4.6509 +2025-06-09 18:37:42,019 - pyskl - INFO - Epoch [11][700/3940] lr: 2.472e-02, eta: 2 days, 22:03:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9437, loss_cls: 4.6622, loss: 4.6622 +2025-06-09 18:38:27,503 - pyskl - INFO - Epoch [11][800/3940] lr: 2.472e-02, eta: 2 days, 22:02:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9356, loss_cls: 4.6106, loss: 4.6106 +2025-06-09 18:39:13,111 - pyskl - INFO - Epoch [11][900/3940] lr: 2.471e-02, eta: 2 days, 22:02:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9513, loss_cls: 4.6418, loss: 4.6418 +2025-06-09 18:39:58,699 - pyskl - INFO - Epoch [11][1000/3940] lr: 2.471e-02, eta: 2 days, 22:01:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9506, loss_cls: 4.5118, loss: 4.5118 +2025-06-09 18:40:44,165 - pyskl - INFO - Epoch [11][1100/3940] lr: 2.471e-02, eta: 2 days, 22:00:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9500, loss_cls: 4.4782, loss: 4.4782 +2025-06-09 18:41:29,785 - pyskl - INFO - Epoch [11][1200/3940] lr: 2.471e-02, eta: 2 days, 21:59:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9394, loss_cls: 4.5470, loss: 4.5470 +2025-06-09 18:42:15,417 - pyskl - INFO - Epoch [11][1300/3940] lr: 2.471e-02, eta: 2 days, 21:58:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9531, loss_cls: 4.4628, loss: 4.4628 +2025-06-09 18:43:00,933 - pyskl - INFO - Epoch [11][1400/3940] lr: 2.471e-02, eta: 2 days, 21:58:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9475, loss_cls: 4.6447, loss: 4.6447 +2025-06-09 18:43:46,474 - pyskl - INFO - Epoch [11][1500/3940] lr: 2.471e-02, eta: 2 days, 21:57:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9406, loss_cls: 4.5493, loss: 4.5493 +2025-06-09 18:44:32,044 - pyskl - INFO - Epoch [11][1600/3940] lr: 2.470e-02, eta: 2 days, 21:56:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9325, loss_cls: 4.7312, loss: 4.7312 +2025-06-09 18:45:17,639 - pyskl - INFO - Epoch [11][1700/3940] lr: 2.470e-02, eta: 2 days, 21:55:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9437, loss_cls: 4.5936, loss: 4.5936 +2025-06-09 18:46:03,245 - pyskl - INFO - Epoch [11][1800/3940] lr: 2.470e-02, eta: 2 days, 21:54:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9456, loss_cls: 4.6443, loss: 4.6443 +2025-06-09 18:46:48,842 - pyskl - INFO - Epoch [11][1900/3940] lr: 2.470e-02, eta: 2 days, 21:53:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9419, loss_cls: 4.5472, loss: 4.5472 +2025-06-09 18:47:34,373 - pyskl - INFO - Epoch [11][2000/3940] lr: 2.470e-02, eta: 2 days, 21:53:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9363, loss_cls: 4.6780, loss: 4.6780 +2025-06-09 18:48:19,858 - pyskl - INFO - Epoch [11][2100/3940] lr: 2.470e-02, eta: 2 days, 21:52:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9381, loss_cls: 4.5607, loss: 4.5607 +2025-06-09 18:49:05,412 - pyskl - INFO - Epoch [11][2200/3940] lr: 2.470e-02, eta: 2 days, 21:51:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9394, loss_cls: 4.6256, loss: 4.6256 +2025-06-09 18:49:50,950 - pyskl - INFO - Epoch [11][2300/3940] lr: 2.469e-02, eta: 2 days, 21:50:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9369, loss_cls: 4.5587, loss: 4.5587 +2025-06-09 18:50:36,480 - pyskl - INFO - Epoch [11][2400/3940] lr: 2.469e-02, eta: 2 days, 21:49:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9425, loss_cls: 4.5627, loss: 4.5627 +2025-06-09 18:51:22,003 - pyskl - INFO - Epoch [11][2500/3940] lr: 2.469e-02, eta: 2 days, 21:49:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9313, loss_cls: 4.7294, loss: 4.7294 +2025-06-09 18:52:07,651 - pyskl - INFO - Epoch [11][2600/3940] lr: 2.469e-02, eta: 2 days, 21:48:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9506, loss_cls: 4.5409, loss: 4.5409 +2025-06-09 18:52:53,268 - pyskl - INFO - Epoch [11][2700/3940] lr: 2.469e-02, eta: 2 days, 21:47:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9400, loss_cls: 4.4629, loss: 4.4629 +2025-06-09 18:53:38,811 - pyskl - INFO - Epoch [11][2800/3940] lr: 2.469e-02, eta: 2 days, 21:46:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9419, loss_cls: 4.6237, loss: 4.6237 +2025-06-09 18:54:24,479 - pyskl - INFO - Epoch [11][2900/3940] lr: 2.469e-02, eta: 2 days, 21:45:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9381, loss_cls: 4.6156, loss: 4.6156 +2025-06-09 18:55:09,952 - pyskl - INFO - Epoch [11][3000/3940] lr: 2.468e-02, eta: 2 days, 21:45:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9425, loss_cls: 4.5279, loss: 4.5279 +2025-06-09 18:55:55,335 - pyskl - INFO - Epoch [11][3100/3940] lr: 2.468e-02, eta: 2 days, 21:44:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9469, loss_cls: 4.5885, loss: 4.5885 +2025-06-09 18:56:40,756 - pyskl - INFO - Epoch [11][3200/3940] lr: 2.468e-02, eta: 2 days, 21:43:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9394, loss_cls: 4.5767, loss: 4.5767 +2025-06-09 18:57:26,266 - pyskl - INFO - Epoch [11][3300/3940] lr: 2.468e-02, eta: 2 days, 21:42:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9381, loss_cls: 4.6869, loss: 4.6869 +2025-06-09 18:58:11,742 - pyskl - INFO - Epoch [11][3400/3940] lr: 2.468e-02, eta: 2 days, 21:41:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9356, loss_cls: 4.6267, loss: 4.6267 +2025-06-09 18:58:57,146 - pyskl - INFO - Epoch [11][3500/3940] lr: 2.468e-02, eta: 2 days, 21:40:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9387, loss_cls: 4.6766, loss: 4.6766 +2025-06-09 18:59:42,569 - pyskl - INFO - Epoch [11][3600/3940] lr: 2.467e-02, eta: 2 days, 21:40:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9494, loss_cls: 4.4727, loss: 4.4727 +2025-06-09 19:00:28,075 - pyskl - INFO - Epoch [11][3700/3940] lr: 2.467e-02, eta: 2 days, 21:39:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9537, loss_cls: 4.3842, loss: 4.3842 +2025-06-09 19:01:13,525 - pyskl - INFO - Epoch [11][3800/3940] lr: 2.467e-02, eta: 2 days, 21:38:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9413, loss_cls: 4.5673, loss: 4.5673 +2025-06-09 19:01:58,924 - pyskl - INFO - Epoch [11][3900/3940] lr: 2.467e-02, eta: 2 days, 21:37:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9363, loss_cls: 4.5770, loss: 4.5770 +2025-06-09 19:02:17,542 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-06-09 19:05:53,854 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 19:05:54,356 - pyskl - INFO - +top1_acc 0.6746 +top5_acc 0.9141 +2025-06-09 19:05:54,414 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_7.pth was removed +2025-06-09 19:05:55,478 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2025-06-09 19:05:55,480 - pyskl - INFO - Best top1_acc is 0.6746 at 11 epoch. +2025-06-09 19:05:55,499 - pyskl - INFO - Epoch(val) [11][3183] top1_acc: 0.6746, top5_acc: 0.9141 +2025-06-09 19:07:04,752 - pyskl - INFO - Epoch [12][100/3940] lr: 2.467e-02, eta: 2 days, 21:37:36, time: 0.692, data_time: 0.237, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9456, loss_cls: 4.6340, loss: 4.6340 +2025-06-09 19:07:50,284 - pyskl - INFO - Epoch [12][200/3940] lr: 2.467e-02, eta: 2 days, 21:36:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9369, loss_cls: 4.5703, loss: 4.5703 +2025-06-09 19:08:35,764 - pyskl - INFO - Epoch [12][300/3940] lr: 2.467e-02, eta: 2 days, 21:35:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9413, loss_cls: 4.6481, loss: 4.6481 +2025-06-09 19:09:21,208 - pyskl - INFO - Epoch [12][400/3940] lr: 2.466e-02, eta: 2 days, 21:35:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9487, loss_cls: 4.4703, loss: 4.4703 +2025-06-09 19:10:06,559 - pyskl - INFO - Epoch [12][500/3940] lr: 2.466e-02, eta: 2 days, 21:34:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9500, loss_cls: 4.3941, loss: 4.3941 +2025-06-09 19:10:51,934 - pyskl - INFO - Epoch [12][600/3940] lr: 2.466e-02, eta: 2 days, 21:33:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9419, loss_cls: 4.5429, loss: 4.5429 +2025-06-09 19:11:37,218 - pyskl - INFO - Epoch [12][700/3940] lr: 2.466e-02, eta: 2 days, 21:32:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9569, loss_cls: 4.4090, loss: 4.4090 +2025-06-09 19:12:22,670 - pyskl - INFO - Epoch [12][800/3940] lr: 2.466e-02, eta: 2 days, 21:31:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9444, loss_cls: 4.5293, loss: 4.5293 +2025-06-09 19:13:07,979 - pyskl - INFO - Epoch [12][900/3940] lr: 2.466e-02, eta: 2 days, 21:30:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9444, loss_cls: 4.5186, loss: 4.5186 +2025-06-09 19:13:53,292 - pyskl - INFO - Epoch [12][1000/3940] lr: 2.465e-02, eta: 2 days, 21:30:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9450, loss_cls: 4.2595, loss: 4.2595 +2025-06-09 19:14:38,611 - pyskl - INFO - Epoch [12][1100/3940] lr: 2.465e-02, eta: 2 days, 21:29:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9450, loss_cls: 4.4458, loss: 4.4458 +2025-06-09 19:15:24,021 - pyskl - INFO - Epoch [12][1200/3940] lr: 2.465e-02, eta: 2 days, 21:28:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9400, loss_cls: 4.4770, loss: 4.4770 +2025-06-09 19:16:09,405 - pyskl - INFO - Epoch [12][1300/3940] lr: 2.465e-02, eta: 2 days, 21:27:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9356, loss_cls: 4.5233, loss: 4.5233 +2025-06-09 19:16:54,795 - pyskl - INFO - Epoch [12][1400/3940] lr: 2.465e-02, eta: 2 days, 21:26:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9437, loss_cls: 4.4648, loss: 4.4648 +2025-06-09 19:17:40,158 - pyskl - INFO - Epoch [12][1500/3940] lr: 2.465e-02, eta: 2 days, 21:25:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9394, loss_cls: 4.6278, loss: 4.6278 +2025-06-09 19:18:25,532 - pyskl - INFO - Epoch [12][1600/3940] lr: 2.465e-02, eta: 2 days, 21:24:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9487, loss_cls: 4.4010, loss: 4.4010 +2025-06-09 19:19:10,908 - pyskl - INFO - Epoch [12][1700/3940] lr: 2.464e-02, eta: 2 days, 21:24:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9487, loss_cls: 4.4757, loss: 4.4757 +2025-06-09 19:19:56,287 - pyskl - INFO - Epoch [12][1800/3940] lr: 2.464e-02, eta: 2 days, 21:23:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9325, loss_cls: 4.6266, loss: 4.6266 +2025-06-09 19:20:41,653 - pyskl - INFO - Epoch [12][1900/3940] lr: 2.464e-02, eta: 2 days, 21:22:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9425, loss_cls: 4.5537, loss: 4.5537 +2025-06-09 19:21:27,011 - pyskl - INFO - Epoch [12][2000/3940] lr: 2.464e-02, eta: 2 days, 21:21:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9437, loss_cls: 4.4311, loss: 4.4311 +2025-06-09 19:22:12,599 - pyskl - INFO - Epoch [12][2100/3940] lr: 2.464e-02, eta: 2 days, 21:20:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9450, loss_cls: 4.3770, loss: 4.3770 +2025-06-09 19:22:58,207 - pyskl - INFO - Epoch [12][2200/3940] lr: 2.464e-02, eta: 2 days, 21:20:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9456, loss_cls: 4.5604, loss: 4.5604 +2025-06-09 19:23:43,726 - pyskl - INFO - Epoch [12][2300/3940] lr: 2.463e-02, eta: 2 days, 21:19:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9481, loss_cls: 4.5388, loss: 4.5388 +2025-06-09 19:24:29,299 - pyskl - INFO - Epoch [12][2400/3940] lr: 2.463e-02, eta: 2 days, 21:18:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9494, loss_cls: 4.4415, loss: 4.4415 +2025-06-09 19:25:14,919 - pyskl - INFO - Epoch [12][2500/3940] lr: 2.463e-02, eta: 2 days, 21:17:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9381, loss_cls: 4.6255, loss: 4.6255 +2025-06-09 19:26:00,377 - pyskl - INFO - Epoch [12][2600/3940] lr: 2.463e-02, eta: 2 days, 21:16:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9394, loss_cls: 4.4838, loss: 4.4838 +2025-06-09 19:26:45,859 - pyskl - INFO - Epoch [12][2700/3940] lr: 2.463e-02, eta: 2 days, 21:15:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9456, loss_cls: 4.4924, loss: 4.4924 +2025-06-09 19:27:31,577 - pyskl - INFO - Epoch [12][2800/3940] lr: 2.463e-02, eta: 2 days, 21:15:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9494, loss_cls: 4.5410, loss: 4.5410 +2025-06-09 19:28:17,402 - pyskl - INFO - Epoch [12][2900/3940] lr: 2.462e-02, eta: 2 days, 21:14:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9513, loss_cls: 4.3902, loss: 4.3902 +2025-06-09 19:29:03,142 - pyskl - INFO - Epoch [12][3000/3940] lr: 2.462e-02, eta: 2 days, 21:13:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9381, loss_cls: 4.6461, loss: 4.6461 +2025-06-09 19:29:48,854 - pyskl - INFO - Epoch [12][3100/3940] lr: 2.462e-02, eta: 2 days, 21:12:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9463, loss_cls: 4.5183, loss: 4.5183 +2025-06-09 19:30:34,522 - pyskl - INFO - Epoch [12][3200/3940] lr: 2.462e-02, eta: 2 days, 21:12:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9419, loss_cls: 4.5460, loss: 4.5460 +2025-06-09 19:31:19,970 - pyskl - INFO - Epoch [12][3300/3940] lr: 2.462e-02, eta: 2 days, 21:11:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9456, loss_cls: 4.4147, loss: 4.4147 +2025-06-09 19:32:05,388 - pyskl - INFO - Epoch [12][3400/3940] lr: 2.462e-02, eta: 2 days, 21:10:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9456, loss_cls: 4.5597, loss: 4.5597 +2025-06-09 19:32:50,847 - pyskl - INFO - Epoch [12][3500/3940] lr: 2.461e-02, eta: 2 days, 21:09:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9475, loss_cls: 4.4319, loss: 4.4319 +2025-06-09 19:33:36,288 - pyskl - INFO - Epoch [12][3600/3940] lr: 2.461e-02, eta: 2 days, 21:08:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9394, loss_cls: 4.5199, loss: 4.5199 +2025-06-09 19:34:21,728 - pyskl - INFO - Epoch [12][3700/3940] lr: 2.461e-02, eta: 2 days, 21:08:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9463, loss_cls: 4.5090, loss: 4.5090 +2025-06-09 19:35:07,153 - pyskl - INFO - Epoch [12][3800/3940] lr: 2.461e-02, eta: 2 days, 21:07:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9419, loss_cls: 4.5121, loss: 4.5121 +2025-06-09 19:35:52,559 - pyskl - INFO - Epoch [12][3900/3940] lr: 2.461e-02, eta: 2 days, 21:06:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9487, loss_cls: 4.3944, loss: 4.3944 +2025-06-09 19:36:11,142 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-06-09 19:39:45,648 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 19:39:46,113 - pyskl - INFO - +top1_acc 0.6960 +top5_acc 0.9199 +2025-06-09 19:39:46,173 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_11.pth was removed +2025-06-09 19:39:47,247 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2025-06-09 19:39:47,249 - pyskl - INFO - Best top1_acc is 0.6960 at 12 epoch. +2025-06-09 19:39:47,269 - pyskl - INFO - Epoch(val) [12][3183] top1_acc: 0.6960, top5_acc: 0.9199 +2025-06-09 19:40:56,933 - pyskl - INFO - Epoch [13][100/3940] lr: 2.461e-02, eta: 2 days, 21:06:21, time: 0.697, data_time: 0.238, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9437, loss_cls: 4.4509, loss: 4.4509 +2025-06-09 19:41:42,685 - pyskl - INFO - Epoch [13][200/3940] lr: 2.460e-02, eta: 2 days, 21:05:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9444, loss_cls: 4.5046, loss: 4.5046 +2025-06-09 19:42:28,403 - pyskl - INFO - Epoch [13][300/3940] lr: 2.460e-02, eta: 2 days, 21:04:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9525, loss_cls: 4.3660, loss: 4.3660 +2025-06-09 19:43:14,052 - pyskl - INFO - Epoch [13][400/3940] lr: 2.460e-02, eta: 2 days, 21:04:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9431, loss_cls: 4.4421, loss: 4.4421 +2025-06-09 19:43:59,714 - pyskl - INFO - Epoch [13][500/3940] lr: 2.460e-02, eta: 2 days, 21:03:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9525, loss_cls: 4.4797, loss: 4.4797 +2025-06-09 19:44:45,206 - pyskl - INFO - Epoch [13][600/3940] lr: 2.460e-02, eta: 2 days, 21:02:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9450, loss_cls: 4.4152, loss: 4.4152 +2025-06-09 19:45:30,596 - pyskl - INFO - Epoch [13][700/3940] lr: 2.460e-02, eta: 2 days, 21:01:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9450, loss_cls: 4.5717, loss: 4.5717 +2025-06-09 19:46:16,130 - pyskl - INFO - Epoch [13][800/3940] lr: 2.459e-02, eta: 2 days, 21:00:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9544, loss_cls: 4.3525, loss: 4.3525 +2025-06-09 19:47:01,878 - pyskl - INFO - Epoch [13][900/3940] lr: 2.459e-02, eta: 2 days, 21:00:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9387, loss_cls: 4.4825, loss: 4.4825 +2025-06-09 19:47:47,463 - pyskl - INFO - Epoch [13][1000/3940] lr: 2.459e-02, eta: 2 days, 20:59:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9469, loss_cls: 4.4207, loss: 4.4207 +2025-06-09 19:48:33,078 - pyskl - INFO - Epoch [13][1100/3940] lr: 2.459e-02, eta: 2 days, 20:58:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9494, loss_cls: 4.4700, loss: 4.4700 +2025-06-09 19:49:18,714 - pyskl - INFO - Epoch [13][1200/3940] lr: 2.459e-02, eta: 2 days, 20:57:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9613, loss_cls: 4.2980, loss: 4.2980 +2025-06-09 19:50:04,306 - pyskl - INFO - Epoch [13][1300/3940] lr: 2.459e-02, eta: 2 days, 20:56:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9494, loss_cls: 4.3979, loss: 4.3979 +2025-06-09 19:50:49,929 - pyskl - INFO - Epoch [13][1400/3940] lr: 2.458e-02, eta: 2 days, 20:56:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9556, loss_cls: 4.3590, loss: 4.3590 +2025-06-09 19:51:35,517 - pyskl - INFO - Epoch [13][1500/3940] lr: 2.458e-02, eta: 2 days, 20:55:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9325, loss_cls: 4.4581, loss: 4.4581 +2025-06-09 19:52:20,892 - pyskl - INFO - Epoch [13][1600/3940] lr: 2.458e-02, eta: 2 days, 20:54:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9325, loss_cls: 4.5329, loss: 4.5329 +2025-06-09 19:53:06,310 - pyskl - INFO - Epoch [13][1700/3940] lr: 2.458e-02, eta: 2 days, 20:53:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9506, loss_cls: 4.4562, loss: 4.4562 +2025-06-09 19:53:51,764 - pyskl - INFO - Epoch [13][1800/3940] lr: 2.458e-02, eta: 2 days, 20:52:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9413, loss_cls: 4.3951, loss: 4.3951 +2025-06-09 19:54:37,281 - pyskl - INFO - Epoch [13][1900/3940] lr: 2.458e-02, eta: 2 days, 20:52:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 4.4112, loss: 4.4112 +2025-06-09 19:55:22,973 - pyskl - INFO - Epoch [13][2000/3940] lr: 2.457e-02, eta: 2 days, 20:51:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9406, loss_cls: 4.4857, loss: 4.4857 +2025-06-09 19:56:08,452 - pyskl - INFO - Epoch [13][2100/3940] lr: 2.457e-02, eta: 2 days, 20:50:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9437, loss_cls: 4.5670, loss: 4.5670 +2025-06-09 19:56:53,919 - pyskl - INFO - Epoch [13][2200/3940] lr: 2.457e-02, eta: 2 days, 20:49:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9444, loss_cls: 4.4857, loss: 4.4857 +2025-06-09 19:57:39,400 - pyskl - INFO - Epoch [13][2300/3940] lr: 2.457e-02, eta: 2 days, 20:48:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9506, loss_cls: 4.4809, loss: 4.4809 +2025-06-09 19:58:24,882 - pyskl - INFO - Epoch [13][2400/3940] lr: 2.457e-02, eta: 2 days, 20:47:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9437, loss_cls: 4.3986, loss: 4.3986 +2025-06-09 19:59:10,201 - pyskl - INFO - Epoch [13][2500/3940] lr: 2.456e-02, eta: 2 days, 20:47:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9387, loss_cls: 4.4935, loss: 4.4935 +2025-06-09 19:59:55,594 - pyskl - INFO - Epoch [13][2600/3940] lr: 2.456e-02, eta: 2 days, 20:46:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9437, loss_cls: 4.4105, loss: 4.4105 +2025-06-09 20:00:41,362 - pyskl - INFO - Epoch [13][2700/3940] lr: 2.456e-02, eta: 2 days, 20:45:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9425, loss_cls: 4.3827, loss: 4.3827 +2025-06-09 20:01:27,097 - pyskl - INFO - Epoch [13][2800/3940] lr: 2.456e-02, eta: 2 days, 20:44:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9563, loss_cls: 4.4412, loss: 4.4412 +2025-06-09 20:02:12,845 - pyskl - INFO - Epoch [13][2900/3940] lr: 2.456e-02, eta: 2 days, 20:44:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9344, loss_cls: 4.5872, loss: 4.5872 +2025-06-09 20:02:58,476 - pyskl - INFO - Epoch [13][3000/3940] lr: 2.456e-02, eta: 2 days, 20:43:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9450, loss_cls: 4.4956, loss: 4.4956 +2025-06-09 20:03:44,151 - pyskl - INFO - Epoch [13][3100/3940] lr: 2.455e-02, eta: 2 days, 20:42:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9325, loss_cls: 4.6164, loss: 4.6164 +2025-06-09 20:04:29,742 - pyskl - INFO - Epoch [13][3200/3940] lr: 2.455e-02, eta: 2 days, 20:41:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9444, loss_cls: 4.4363, loss: 4.4363 +2025-06-09 20:05:15,362 - pyskl - INFO - Epoch [13][3300/3940] lr: 2.455e-02, eta: 2 days, 20:40:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9500, loss_cls: 4.4531, loss: 4.4531 +2025-06-09 20:06:01,002 - pyskl - INFO - Epoch [13][3400/3940] lr: 2.455e-02, eta: 2 days, 20:40:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9525, loss_cls: 4.4037, loss: 4.4037 +2025-06-09 20:06:46,630 - pyskl - INFO - Epoch [13][3500/3940] lr: 2.455e-02, eta: 2 days, 20:39:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9519, loss_cls: 4.3468, loss: 4.3468 +2025-06-09 20:07:32,202 - pyskl - INFO - Epoch [13][3600/3940] lr: 2.455e-02, eta: 2 days, 20:38:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9456, loss_cls: 4.4618, loss: 4.4618 +2025-06-09 20:08:17,744 - pyskl - INFO - Epoch [13][3700/3940] lr: 2.454e-02, eta: 2 days, 20:37:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9494, loss_cls: 4.4495, loss: 4.4495 +2025-06-09 20:09:03,353 - pyskl - INFO - Epoch [13][3800/3940] lr: 2.454e-02, eta: 2 days, 20:36:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9356, loss_cls: 4.4964, loss: 4.4964 +2025-06-09 20:09:48,865 - pyskl - INFO - Epoch [13][3900/3940] lr: 2.454e-02, eta: 2 days, 20:36:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9331, loss_cls: 4.3243, loss: 4.3243 +2025-06-09 20:10:07,319 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-06-09 20:13:43,601 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 20:13:44,077 - pyskl - INFO - +top1_acc 0.7008 +top5_acc 0.9286 +2025-06-09 20:13:44,132 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_12.pth was removed +2025-06-09 20:13:45,179 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. +2025-06-09 20:13:45,181 - pyskl - INFO - Best top1_acc is 0.7008 at 13 epoch. +2025-06-09 20:13:45,200 - pyskl - INFO - Epoch(val) [13][3183] top1_acc: 0.7008, top5_acc: 0.9286 +2025-06-09 20:14:54,535 - pyskl - INFO - Epoch [14][100/3940] lr: 2.454e-02, eta: 2 days, 20:35:59, time: 0.693, data_time: 0.238, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9425, loss_cls: 4.5019, loss: 4.5019 +2025-06-09 20:15:39,962 - pyskl - INFO - Epoch [14][200/3940] lr: 2.454e-02, eta: 2 days, 20:35:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9550, loss_cls: 4.3230, loss: 4.3230 +2025-06-09 20:16:25,407 - pyskl - INFO - Epoch [14][300/3940] lr: 2.453e-02, eta: 2 days, 20:34:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9387, loss_cls: 4.3506, loss: 4.3506 +2025-06-09 20:17:10,866 - pyskl - INFO - Epoch [14][400/3940] lr: 2.453e-02, eta: 2 days, 20:33:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9487, loss_cls: 4.4452, loss: 4.4452 +2025-06-09 20:17:56,355 - pyskl - INFO - Epoch [14][500/3940] lr: 2.453e-02, eta: 2 days, 20:32:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9406, loss_cls: 4.3824, loss: 4.3824 +2025-06-09 20:18:41,872 - pyskl - INFO - Epoch [14][600/3940] lr: 2.453e-02, eta: 2 days, 20:31:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9513, loss_cls: 4.2808, loss: 4.2808 +2025-06-09 20:19:27,356 - pyskl - INFO - Epoch [14][700/3940] lr: 2.453e-02, eta: 2 days, 20:31:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9375, loss_cls: 4.6321, loss: 4.6321 +2025-06-09 20:20:12,761 - pyskl - INFO - Epoch [14][800/3940] lr: 2.453e-02, eta: 2 days, 20:30:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9450, loss_cls: 4.3299, loss: 4.3299 +2025-06-09 20:20:58,119 - pyskl - INFO - Epoch [14][900/3940] lr: 2.452e-02, eta: 2 days, 20:29:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9537, loss_cls: 4.2225, loss: 4.2225 +2025-06-09 20:21:43,483 - pyskl - INFO - Epoch [14][1000/3940] lr: 2.452e-02, eta: 2 days, 20:28:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9525, loss_cls: 4.3366, loss: 4.3366 +2025-06-09 20:22:28,855 - pyskl - INFO - Epoch [14][1100/3940] lr: 2.452e-02, eta: 2 days, 20:27:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9494, loss_cls: 4.2946, loss: 4.2946 +2025-06-09 20:23:14,232 - pyskl - INFO - Epoch [14][1200/3940] lr: 2.452e-02, eta: 2 days, 20:26:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9375, loss_cls: 4.4679, loss: 4.4679 +2025-06-09 20:23:59,702 - pyskl - INFO - Epoch [14][1300/3940] lr: 2.452e-02, eta: 2 days, 20:26:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9450, loss_cls: 4.3281, loss: 4.3281 +2025-06-09 20:24:45,123 - pyskl - INFO - Epoch [14][1400/3940] lr: 2.451e-02, eta: 2 days, 20:25:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9387, loss_cls: 4.5621, loss: 4.5621 +2025-06-09 20:25:30,501 - pyskl - INFO - Epoch [14][1500/3940] lr: 2.451e-02, eta: 2 days, 20:24:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9437, loss_cls: 4.4681, loss: 4.4681 +2025-06-09 20:26:15,910 - pyskl - INFO - Epoch [14][1600/3940] lr: 2.451e-02, eta: 2 days, 20:23:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9375, loss_cls: 4.4003, loss: 4.4003 +2025-06-09 20:27:01,232 - pyskl - INFO - Epoch [14][1700/3940] lr: 2.451e-02, eta: 2 days, 20:22:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9406, loss_cls: 4.4302, loss: 4.4302 +2025-06-09 20:27:46,959 - pyskl - INFO - Epoch [14][1800/3940] lr: 2.451e-02, eta: 2 days, 20:22:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9450, loss_cls: 4.4293, loss: 4.4293 +2025-06-09 20:28:32,548 - pyskl - INFO - Epoch [14][1900/3940] lr: 2.450e-02, eta: 2 days, 20:21:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 4.1740, loss: 4.1740 +2025-06-09 20:29:18,074 - pyskl - INFO - Epoch [14][2000/3940] lr: 2.450e-02, eta: 2 days, 20:20:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9413, loss_cls: 4.4353, loss: 4.4353 +2025-06-09 20:30:03,587 - pyskl - INFO - Epoch [14][2100/3940] lr: 2.450e-02, eta: 2 days, 20:19:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9494, loss_cls: 4.4159, loss: 4.4159 +2025-06-09 20:30:49,034 - pyskl - INFO - Epoch [14][2200/3940] lr: 2.450e-02, eta: 2 days, 20:18:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9437, loss_cls: 4.3853, loss: 4.3853 +2025-06-09 20:31:34,362 - pyskl - INFO - Epoch [14][2300/3940] lr: 2.450e-02, eta: 2 days, 20:18:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9544, loss_cls: 4.3101, loss: 4.3101 +2025-06-09 20:32:19,721 - pyskl - INFO - Epoch [14][2400/3940] lr: 2.450e-02, eta: 2 days, 20:17:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9437, loss_cls: 4.2996, loss: 4.2996 +2025-06-09 20:33:05,211 - pyskl - INFO - Epoch [14][2500/3940] lr: 2.449e-02, eta: 2 days, 20:16:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9400, loss_cls: 4.4725, loss: 4.4725 +2025-06-09 20:33:50,898 - pyskl - INFO - Epoch [14][2600/3940] lr: 2.449e-02, eta: 2 days, 20:15:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 4.3183, loss: 4.3183 +2025-06-09 20:34:36,537 - pyskl - INFO - Epoch [14][2700/3940] lr: 2.449e-02, eta: 2 days, 20:14:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9381, loss_cls: 4.4667, loss: 4.4667 +2025-06-09 20:35:22,045 - pyskl - INFO - Epoch [14][2800/3940] lr: 2.449e-02, eta: 2 days, 20:14:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9344, loss_cls: 4.4704, loss: 4.4704 +2025-06-09 20:36:07,488 - pyskl - INFO - Epoch [14][2900/3940] lr: 2.449e-02, eta: 2 days, 20:13:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9400, loss_cls: 4.3937, loss: 4.3937 +2025-06-09 20:36:52,879 - pyskl - INFO - Epoch [14][3000/3940] lr: 2.448e-02, eta: 2 days, 20:12:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9413, loss_cls: 4.3117, loss: 4.3117 +2025-06-09 20:37:38,368 - pyskl - INFO - Epoch [14][3100/3940] lr: 2.448e-02, eta: 2 days, 20:11:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9431, loss_cls: 4.4157, loss: 4.4157 +2025-06-09 20:38:23,710 - pyskl - INFO - Epoch [14][3200/3940] lr: 2.448e-02, eta: 2 days, 20:10:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9494, loss_cls: 4.4316, loss: 4.4316 +2025-06-09 20:39:09,054 - pyskl - INFO - Epoch [14][3300/3940] lr: 2.448e-02, eta: 2 days, 20:09:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9475, loss_cls: 4.3384, loss: 4.3384 +2025-06-09 20:39:54,495 - pyskl - INFO - Epoch [14][3400/3940] lr: 2.448e-02, eta: 2 days, 20:09:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9400, loss_cls: 4.5337, loss: 4.5337 +2025-06-09 20:40:39,806 - pyskl - INFO - Epoch [14][3500/3940] lr: 2.447e-02, eta: 2 days, 20:08:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9425, loss_cls: 4.4301, loss: 4.4301 +2025-06-09 20:41:25,148 - pyskl - INFO - Epoch [14][3600/3940] lr: 2.447e-02, eta: 2 days, 20:07:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9569, loss_cls: 4.3185, loss: 4.3185 +2025-06-09 20:42:10,485 - pyskl - INFO - Epoch [14][3700/3940] lr: 2.447e-02, eta: 2 days, 20:06:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9413, loss_cls: 4.4298, loss: 4.4298 +2025-06-09 20:42:55,815 - pyskl - INFO - Epoch [14][3800/3940] lr: 2.447e-02, eta: 2 days, 20:05:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9450, loss_cls: 4.4868, loss: 4.4868 +2025-06-09 20:43:41,215 - pyskl - INFO - Epoch [14][3900/3940] lr: 2.447e-02, eta: 2 days, 20:05:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9437, loss_cls: 4.4699, loss: 4.4699 +2025-06-09 20:43:59,677 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-06-09 20:47:33,179 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 20:47:33,641 - pyskl - INFO - +top1_acc 0.6445 +top5_acc 0.9070 +2025-06-09 20:47:33,660 - pyskl - INFO - Epoch(val) [14][3183] top1_acc: 0.6445, top5_acc: 0.9070 +2025-06-09 20:48:43,588 - pyskl - INFO - Epoch [15][100/3940] lr: 2.446e-02, eta: 2 days, 20:04:54, time: 0.699, data_time: 0.241, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 4.4290, loss: 4.4290 +2025-06-09 20:49:29,346 - pyskl - INFO - Epoch [15][200/3940] lr: 2.446e-02, eta: 2 days, 20:04:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9519, loss_cls: 4.4083, loss: 4.4083 +2025-06-09 20:50:14,854 - pyskl - INFO - Epoch [15][300/3940] lr: 2.446e-02, eta: 2 days, 20:03:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 4.0798, loss: 4.0798 +2025-06-09 20:51:00,337 - pyskl - INFO - Epoch [15][400/3940] lr: 2.446e-02, eta: 2 days, 20:02:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9537, loss_cls: 4.3093, loss: 4.3093 +2025-06-09 20:51:45,893 - pyskl - INFO - Epoch [15][500/3940] lr: 2.446e-02, eta: 2 days, 20:01:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9487, loss_cls: 4.2572, loss: 4.2572 +2025-06-09 20:52:31,385 - pyskl - INFO - Epoch [15][600/3940] lr: 2.445e-02, eta: 2 days, 20:00:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9487, loss_cls: 4.3408, loss: 4.3408 +2025-06-09 20:53:16,919 - pyskl - INFO - Epoch [15][700/3940] lr: 2.445e-02, eta: 2 days, 20:00:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9556, loss_cls: 4.2001, loss: 4.2001 +2025-06-09 20:54:02,408 - pyskl - INFO - Epoch [15][800/3940] lr: 2.445e-02, eta: 2 days, 19:59:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9425, loss_cls: 4.3525, loss: 4.3525 +2025-06-09 20:54:47,837 - pyskl - INFO - Epoch [15][900/3940] lr: 2.445e-02, eta: 2 days, 19:58:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9500, loss_cls: 4.4103, loss: 4.4103 +2025-06-09 20:55:33,202 - pyskl - INFO - Epoch [15][1000/3940] lr: 2.445e-02, eta: 2 days, 19:57:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9525, loss_cls: 4.3977, loss: 4.3977 +2025-06-09 20:56:18,627 - pyskl - INFO - Epoch [15][1100/3940] lr: 2.445e-02, eta: 2 days, 19:56:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 4.2997, loss: 4.2997 +2025-06-09 20:57:04,057 - pyskl - INFO - Epoch [15][1200/3940] lr: 2.444e-02, eta: 2 days, 19:56:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9525, loss_cls: 4.4178, loss: 4.4178 +2025-06-09 20:57:49,461 - pyskl - INFO - Epoch [15][1300/3940] lr: 2.444e-02, eta: 2 days, 19:55:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9519, loss_cls: 4.2448, loss: 4.2448 +2025-06-09 20:58:34,995 - pyskl - INFO - Epoch [15][1400/3940] lr: 2.444e-02, eta: 2 days, 19:54:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9469, loss_cls: 4.4604, loss: 4.4604 +2025-06-09 20:59:20,474 - pyskl - INFO - Epoch [15][1500/3940] lr: 2.444e-02, eta: 2 days, 19:53:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9513, loss_cls: 4.3547, loss: 4.3547 +2025-06-09 21:00:05,953 - pyskl - INFO - Epoch [15][1600/3940] lr: 2.444e-02, eta: 2 days, 19:52:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 4.2516, loss: 4.2516 +2025-06-09 21:00:51,348 - pyskl - INFO - Epoch [15][1700/3940] lr: 2.443e-02, eta: 2 days, 19:52:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9513, loss_cls: 4.3358, loss: 4.3358 +2025-06-09 21:01:36,761 - pyskl - INFO - Epoch [15][1800/3940] lr: 2.443e-02, eta: 2 days, 19:51:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9400, loss_cls: 4.4400, loss: 4.4400 +2025-06-09 21:02:22,175 - pyskl - INFO - Epoch [15][1900/3940] lr: 2.443e-02, eta: 2 days, 19:50:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9431, loss_cls: 4.3226, loss: 4.3226 +2025-06-09 21:03:07,606 - pyskl - INFO - Epoch [15][2000/3940] lr: 2.443e-02, eta: 2 days, 19:49:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9450, loss_cls: 4.3717, loss: 4.3717 +2025-06-09 21:03:52,926 - pyskl - INFO - Epoch [15][2100/3940] lr: 2.443e-02, eta: 2 days, 19:48:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9519, loss_cls: 4.3617, loss: 4.3617 +2025-06-09 21:04:38,372 - pyskl - INFO - Epoch [15][2200/3940] lr: 2.442e-02, eta: 2 days, 19:47:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9513, loss_cls: 4.4307, loss: 4.4307 +2025-06-09 21:05:23,876 - pyskl - INFO - Epoch [15][2300/3940] lr: 2.442e-02, eta: 2 days, 19:47:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9413, loss_cls: 4.4659, loss: 4.4659 +2025-06-09 21:06:09,350 - pyskl - INFO - Epoch [15][2400/3940] lr: 2.442e-02, eta: 2 days, 19:46:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9575, loss_cls: 4.3214, loss: 4.3214 +2025-06-09 21:06:54,998 - pyskl - INFO - Epoch [15][2500/3940] lr: 2.442e-02, eta: 2 days, 19:45:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9444, loss_cls: 4.3879, loss: 4.3879 +2025-06-09 21:07:40,574 - pyskl - INFO - Epoch [15][2600/3940] lr: 2.442e-02, eta: 2 days, 19:44:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9444, loss_cls: 4.3994, loss: 4.3994 +2025-06-09 21:08:25,950 - pyskl - INFO - Epoch [15][2700/3940] lr: 2.441e-02, eta: 2 days, 19:43:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9463, loss_cls: 4.3722, loss: 4.3722 +2025-06-09 21:09:11,611 - pyskl - INFO - Epoch [15][2800/3940] lr: 2.441e-02, eta: 2 days, 19:43:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9513, loss_cls: 4.2272, loss: 4.2272 +2025-06-09 21:09:56,973 - pyskl - INFO - Epoch [15][2900/3940] lr: 2.441e-02, eta: 2 days, 19:42:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9450, loss_cls: 4.4296, loss: 4.4296 +2025-06-09 21:10:42,535 - pyskl - INFO - Epoch [15][3000/3940] lr: 2.441e-02, eta: 2 days, 19:41:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9494, loss_cls: 4.3705, loss: 4.3705 +2025-06-09 21:11:27,858 - pyskl - INFO - Epoch [15][3100/3940] lr: 2.441e-02, eta: 2 days, 19:40:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9406, loss_cls: 4.3792, loss: 4.3792 +2025-06-09 21:12:13,211 - pyskl - INFO - Epoch [15][3200/3940] lr: 2.440e-02, eta: 2 days, 19:39:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9463, loss_cls: 4.4175, loss: 4.4175 +2025-06-09 21:12:58,603 - pyskl - INFO - Epoch [15][3300/3940] lr: 2.440e-02, eta: 2 days, 19:39:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9419, loss_cls: 4.3609, loss: 4.3609 +2025-06-09 21:13:43,766 - pyskl - INFO - Epoch [15][3400/3940] lr: 2.440e-02, eta: 2 days, 19:38:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9400, loss_cls: 4.3391, loss: 4.3391 +2025-06-09 21:14:28,955 - pyskl - INFO - Epoch [15][3500/3940] lr: 2.440e-02, eta: 2 days, 19:37:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9513, loss_cls: 4.3028, loss: 4.3028 +2025-06-09 21:15:14,116 - pyskl - INFO - Epoch [15][3600/3940] lr: 2.440e-02, eta: 2 days, 19:36:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9319, loss_cls: 4.4623, loss: 4.4623 +2025-06-09 21:15:59,356 - pyskl - INFO - Epoch [15][3700/3940] lr: 2.439e-02, eta: 2 days, 19:35:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9487, loss_cls: 4.3386, loss: 4.3386 +2025-06-09 21:16:44,520 - pyskl - INFO - Epoch [15][3800/3940] lr: 2.439e-02, eta: 2 days, 19:34:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9469, loss_cls: 4.2536, loss: 4.2536 +2025-06-09 21:17:29,727 - pyskl - INFO - Epoch [15][3900/3940] lr: 2.439e-02, eta: 2 days, 19:34:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9513, loss_cls: 4.3469, loss: 4.3469 +2025-06-09 21:17:48,261 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-06-09 21:36:41,065 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 21:36:41,531 - pyskl - INFO - +top1_acc 0.6991 +top5_acc 0.9291 +2025-06-09 21:36:41,549 - pyskl - INFO - Epoch(val) [15][3183] top1_acc: 0.6991, top5_acc: 0.9291 +2025-06-09 21:37:51,274 - pyskl - INFO - Epoch [16][100/3940] lr: 2.439e-02, eta: 2 days, 19:33:52, time: 0.697, data_time: 0.241, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9481, loss_cls: 4.3013, loss: 4.3013 +2025-06-09 21:38:36,740 - pyskl - INFO - Epoch [16][200/3940] lr: 2.438e-02, eta: 2 days, 19:33:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 4.1368, loss: 4.1368 +2025-06-09 21:39:22,327 - pyskl - INFO - Epoch [16][300/3940] lr: 2.438e-02, eta: 2 days, 19:32:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9556, loss_cls: 4.2563, loss: 4.2563 +2025-06-09 21:40:07,910 - pyskl - INFO - Epoch [16][400/3940] lr: 2.438e-02, eta: 2 days, 19:31:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 4.3578, loss: 4.3578 +2025-06-09 21:40:53,371 - pyskl - INFO - Epoch [16][500/3940] lr: 2.438e-02, eta: 2 days, 19:30:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 4.2872, loss: 4.2872 +2025-06-09 21:41:39,062 - pyskl - INFO - Epoch [16][600/3940] lr: 2.438e-02, eta: 2 days, 19:29:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9444, loss_cls: 4.3758, loss: 4.3758 +2025-06-09 21:42:24,642 - pyskl - INFO - Epoch [16][700/3940] lr: 2.437e-02, eta: 2 days, 19:29:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9556, loss_cls: 4.3834, loss: 4.3834 +2025-06-09 21:43:10,311 - pyskl - INFO - Epoch [16][800/3940] lr: 2.437e-02, eta: 2 days, 19:28:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9494, loss_cls: 4.3774, loss: 4.3774 +2025-06-09 21:43:55,865 - pyskl - INFO - Epoch [16][900/3940] lr: 2.437e-02, eta: 2 days, 19:27:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9469, loss_cls: 4.3439, loss: 4.3439 +2025-06-09 21:44:41,306 - pyskl - INFO - Epoch [16][1000/3940] lr: 2.437e-02, eta: 2 days, 19:26:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9487, loss_cls: 4.3462, loss: 4.3462 +2025-06-09 21:45:26,799 - pyskl - INFO - Epoch [16][1100/3940] lr: 2.437e-02, eta: 2 days, 19:25:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9469, loss_cls: 4.3187, loss: 4.3187 +2025-06-09 21:46:12,326 - pyskl - INFO - Epoch [16][1200/3940] lr: 2.436e-02, eta: 2 days, 19:25:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9563, loss_cls: 4.3173, loss: 4.3173 +2025-06-09 21:46:57,849 - pyskl - INFO - Epoch [16][1300/3940] lr: 2.436e-02, eta: 2 days, 19:24:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9450, loss_cls: 4.3206, loss: 4.3206 +2025-06-09 21:47:43,363 - pyskl - INFO - Epoch [16][1400/3940] lr: 2.436e-02, eta: 2 days, 19:23:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 4.1074, loss: 4.1074 +2025-06-09 21:48:28,835 - pyskl - INFO - Epoch [16][1500/3940] lr: 2.436e-02, eta: 2 days, 19:22:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 4.2585, loss: 4.2585 +2025-06-09 21:49:14,319 - pyskl - INFO - Epoch [16][1600/3940] lr: 2.435e-02, eta: 2 days, 19:21:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9400, loss_cls: 4.4753, loss: 4.4753 +2025-06-09 21:49:59,845 - pyskl - INFO - Epoch [16][1700/3940] lr: 2.435e-02, eta: 2 days, 19:21:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9506, loss_cls: 4.1486, loss: 4.1486 +2025-06-09 21:50:45,422 - pyskl - INFO - Epoch [16][1800/3940] lr: 2.435e-02, eta: 2 days, 19:20:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9425, loss_cls: 4.2914, loss: 4.2914 +2025-06-09 21:51:30,899 - pyskl - INFO - Epoch [16][1900/3940] lr: 2.435e-02, eta: 2 days, 19:19:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9456, loss_cls: 4.4401, loss: 4.4401 +2025-06-09 21:52:16,392 - pyskl - INFO - Epoch [16][2000/3940] lr: 2.435e-02, eta: 2 days, 19:18:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9444, loss_cls: 4.3612, loss: 4.3612 +2025-06-09 21:53:01,935 - pyskl - INFO - Epoch [16][2100/3940] lr: 2.434e-02, eta: 2 days, 19:18:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9569, loss_cls: 4.3234, loss: 4.3234 +2025-06-09 21:53:47,461 - pyskl - INFO - Epoch [16][2200/3940] lr: 2.434e-02, eta: 2 days, 19:17:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9619, loss_cls: 4.2221, loss: 4.2221 +2025-06-09 21:54:33,152 - pyskl - INFO - Epoch [16][2300/3940] lr: 2.434e-02, eta: 2 days, 19:16:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9425, loss_cls: 4.3366, loss: 4.3366 +2025-06-09 21:55:19,071 - pyskl - INFO - Epoch [16][2400/3940] lr: 2.434e-02, eta: 2 days, 19:15:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9519, loss_cls: 4.2253, loss: 4.2253 +2025-06-09 21:56:04,839 - pyskl - INFO - Epoch [16][2500/3940] lr: 2.434e-02, eta: 2 days, 19:14:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9469, loss_cls: 4.4616, loss: 4.4616 +2025-06-09 21:56:50,357 - pyskl - INFO - Epoch [16][2600/3940] lr: 2.433e-02, eta: 2 days, 19:14:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9519, loss_cls: 4.3713, loss: 4.3713 +2025-06-09 21:57:35,835 - pyskl - INFO - Epoch [16][2700/3940] lr: 2.433e-02, eta: 2 days, 19:13:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9450, loss_cls: 4.3306, loss: 4.3306 +2025-06-09 21:58:21,435 - pyskl - INFO - Epoch [16][2800/3940] lr: 2.433e-02, eta: 2 days, 19:12:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9481, loss_cls: 4.3083, loss: 4.3083 +2025-06-09 21:59:07,063 - pyskl - INFO - Epoch [16][2900/3940] lr: 2.433e-02, eta: 2 days, 19:11:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9463, loss_cls: 4.4023, loss: 4.4023 +2025-06-09 21:59:52,673 - pyskl - INFO - Epoch [16][3000/3940] lr: 2.433e-02, eta: 2 days, 19:11:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9500, loss_cls: 4.3955, loss: 4.3955 +2025-06-09 22:00:38,186 - pyskl - INFO - Epoch [16][3100/3940] lr: 2.432e-02, eta: 2 days, 19:10:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9563, loss_cls: 4.2180, loss: 4.2180 +2025-06-09 22:01:23,768 - pyskl - INFO - Epoch [16][3200/3940] lr: 2.432e-02, eta: 2 days, 19:09:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9406, loss_cls: 4.3590, loss: 4.3590 +2025-06-09 22:02:09,297 - pyskl - INFO - Epoch [16][3300/3940] lr: 2.432e-02, eta: 2 days, 19:08:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9469, loss_cls: 4.2031, loss: 4.2031 +2025-06-09 22:02:54,820 - pyskl - INFO - Epoch [16][3400/3940] lr: 2.432e-02, eta: 2 days, 19:07:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9475, loss_cls: 4.1947, loss: 4.1947 +2025-06-09 22:03:40,557 - pyskl - INFO - Epoch [16][3500/3940] lr: 2.431e-02, eta: 2 days, 19:07:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9481, loss_cls: 4.3694, loss: 4.3694 +2025-06-09 22:04:26,373 - pyskl - INFO - Epoch [16][3600/3940] lr: 2.431e-02, eta: 2 days, 19:06:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9413, loss_cls: 4.3853, loss: 4.3853 +2025-06-09 22:05:11,916 - pyskl - INFO - Epoch [16][3700/3940] lr: 2.431e-02, eta: 2 days, 19:05:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9444, loss_cls: 4.1577, loss: 4.1577 +2025-06-09 22:05:57,432 - pyskl - INFO - Epoch [16][3800/3940] lr: 2.431e-02, eta: 2 days, 19:04:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9550, loss_cls: 4.2089, loss: 4.2089 +2025-06-09 22:06:42,924 - pyskl - INFO - Epoch [16][3900/3940] lr: 2.431e-02, eta: 2 days, 19:04:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9394, loss_cls: 4.4057, loss: 4.4057 +2025-06-09 22:07:01,493 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-06-09 22:10:37,578 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 22:10:38,038 - pyskl - INFO - +top1_acc 0.6575 +top5_acc 0.9116 +2025-06-09 22:10:38,055 - pyskl - INFO - Epoch(val) [16][3183] top1_acc: 0.6575, top5_acc: 0.9116 +2025-06-09 22:11:47,663 - pyskl - INFO - Epoch [17][100/3940] lr: 2.430e-02, eta: 2 days, 19:03:43, time: 0.696, data_time: 0.240, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9525, loss_cls: 4.2854, loss: 4.2854 +2025-06-09 22:12:33,269 - pyskl - INFO - Epoch [17][200/3940] lr: 2.430e-02, eta: 2 days, 19:02:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9463, loss_cls: 4.2376, loss: 4.2376 +2025-06-09 22:13:18,953 - pyskl - INFO - Epoch [17][300/3940] lr: 2.430e-02, eta: 2 days, 19:02:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 4.2636, loss: 4.2636 +2025-06-09 22:14:04,693 - pyskl - INFO - Epoch [17][400/3940] lr: 2.430e-02, eta: 2 days, 19:01:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9400, loss_cls: 4.3725, loss: 4.3725 +2025-06-09 22:14:50,329 - pyskl - INFO - Epoch [17][500/3940] lr: 2.429e-02, eta: 2 days, 19:00:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 4.1273, loss: 4.1273 +2025-06-09 22:15:35,916 - pyskl - INFO - Epoch [17][600/3940] lr: 2.429e-02, eta: 2 days, 18:59:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9594, loss_cls: 4.2873, loss: 4.2873 +2025-06-09 22:16:21,536 - pyskl - INFO - Epoch [17][700/3940] lr: 2.429e-02, eta: 2 days, 18:59:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9550, loss_cls: 4.1769, loss: 4.1769 +2025-06-09 22:17:07,110 - pyskl - INFO - Epoch [17][800/3940] lr: 2.429e-02, eta: 2 days, 18:58:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 4.2143, loss: 4.2143 +2025-06-09 22:17:52,745 - pyskl - INFO - Epoch [17][900/3940] lr: 2.428e-02, eta: 2 days, 18:57:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9544, loss_cls: 4.2468, loss: 4.2468 +2025-06-09 22:18:38,433 - pyskl - INFO - Epoch [17][1000/3940] lr: 2.428e-02, eta: 2 days, 18:56:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9594, loss_cls: 4.2545, loss: 4.2545 +2025-06-09 22:19:24,050 - pyskl - INFO - Epoch [17][1100/3940] lr: 2.428e-02, eta: 2 days, 18:55:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9487, loss_cls: 4.2742, loss: 4.2742 +2025-06-09 22:20:09,602 - pyskl - INFO - Epoch [17][1200/3940] lr: 2.428e-02, eta: 2 days, 18:55:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9456, loss_cls: 4.3653, loss: 4.3653 +2025-06-09 22:20:55,254 - pyskl - INFO - Epoch [17][1300/3940] lr: 2.428e-02, eta: 2 days, 18:54:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9481, loss_cls: 4.2088, loss: 4.2088 +2025-06-09 22:21:40,789 - pyskl - INFO - Epoch [17][1400/3940] lr: 2.427e-02, eta: 2 days, 18:53:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9513, loss_cls: 4.2095, loss: 4.2095 +2025-06-09 22:22:26,353 - pyskl - INFO - Epoch [17][1500/3940] lr: 2.427e-02, eta: 2 days, 18:52:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9519, loss_cls: 4.2677, loss: 4.2677 +2025-06-09 22:23:11,953 - pyskl - INFO - Epoch [17][1600/3940] lr: 2.427e-02, eta: 2 days, 18:52:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9563, loss_cls: 4.2097, loss: 4.2097 +2025-06-09 22:23:57,816 - pyskl - INFO - Epoch [17][1700/3940] lr: 2.427e-02, eta: 2 days, 18:51:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9475, loss_cls: 4.2935, loss: 4.2935 +2025-06-09 22:24:43,745 - pyskl - INFO - Epoch [17][1800/3940] lr: 2.426e-02, eta: 2 days, 18:50:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9450, loss_cls: 4.3172, loss: 4.3172 +2025-06-09 22:25:29,769 - pyskl - INFO - Epoch [17][1900/3940] lr: 2.426e-02, eta: 2 days, 18:49:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 4.2209, loss: 4.2209 +2025-06-09 22:26:15,529 - pyskl - INFO - Epoch [17][2000/3940] lr: 2.426e-02, eta: 2 days, 18:49:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9431, loss_cls: 4.3299, loss: 4.3299 +2025-06-09 22:27:01,148 - pyskl - INFO - Epoch [17][2100/3940] lr: 2.426e-02, eta: 2 days, 18:48:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 4.2530, loss: 4.2530 +2025-06-09 22:27:46,750 - pyskl - INFO - Epoch [17][2200/3940] lr: 2.426e-02, eta: 2 days, 18:47:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9481, loss_cls: 4.2176, loss: 4.2176 +2025-06-09 22:28:32,429 - pyskl - INFO - Epoch [17][2300/3940] lr: 2.425e-02, eta: 2 days, 18:46:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9369, loss_cls: 4.4184, loss: 4.4184 +2025-06-09 22:29:17,903 - pyskl - INFO - Epoch [17][2400/3940] lr: 2.425e-02, eta: 2 days, 18:45:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9594, loss_cls: 4.2666, loss: 4.2666 +2025-06-09 22:30:03,413 - pyskl - INFO - Epoch [17][2500/3940] lr: 2.425e-02, eta: 2 days, 18:45:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9519, loss_cls: 4.2415, loss: 4.2415 +2025-06-09 22:30:48,913 - pyskl - INFO - Epoch [17][2600/3940] lr: 2.425e-02, eta: 2 days, 18:44:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9463, loss_cls: 4.1953, loss: 4.1953 +2025-06-09 22:31:34,710 - pyskl - INFO - Epoch [17][2700/3940] lr: 2.424e-02, eta: 2 days, 18:43:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9544, loss_cls: 4.2644, loss: 4.2644 +2025-06-09 22:32:20,400 - pyskl - INFO - Epoch [17][2800/3940] lr: 2.424e-02, eta: 2 days, 18:42:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9463, loss_cls: 4.4412, loss: 4.4412 +2025-06-09 22:33:06,055 - pyskl - INFO - Epoch [17][2900/3940] lr: 2.424e-02, eta: 2 days, 18:42:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9487, loss_cls: 4.2820, loss: 4.2820 +2025-06-09 22:33:51,664 - pyskl - INFO - Epoch [17][3000/3940] lr: 2.424e-02, eta: 2 days, 18:41:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9375, loss_cls: 4.4699, loss: 4.4699 +2025-06-09 22:34:37,318 - pyskl - INFO - Epoch [17][3100/3940] lr: 2.424e-02, eta: 2 days, 18:40:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9494, loss_cls: 4.2784, loss: 4.2784 +2025-06-09 22:35:22,821 - pyskl - INFO - Epoch [17][3200/3940] lr: 2.423e-02, eta: 2 days, 18:39:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 4.2379, loss: 4.2379 +2025-06-09 22:36:08,386 - pyskl - INFO - Epoch [17][3300/3940] lr: 2.423e-02, eta: 2 days, 18:38:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9469, loss_cls: 4.3123, loss: 4.3123 +2025-06-09 22:36:53,917 - pyskl - INFO - Epoch [17][3400/3940] lr: 2.423e-02, eta: 2 days, 18:38:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9487, loss_cls: 4.3631, loss: 4.3631 +2025-06-09 22:37:39,478 - pyskl - INFO - Epoch [17][3500/3940] lr: 2.423e-02, eta: 2 days, 18:37:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9487, loss_cls: 4.3450, loss: 4.3450 +2025-06-09 22:38:25,000 - pyskl - INFO - Epoch [17][3600/3940] lr: 2.422e-02, eta: 2 days, 18:36:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9569, loss_cls: 4.2439, loss: 4.2439 +2025-06-09 22:39:10,539 - pyskl - INFO - Epoch [17][3700/3940] lr: 2.422e-02, eta: 2 days, 18:35:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9606, loss_cls: 4.2308, loss: 4.2308 +2025-06-09 22:39:56,197 - pyskl - INFO - Epoch [17][3800/3940] lr: 2.422e-02, eta: 2 days, 18:35:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9575, loss_cls: 4.3471, loss: 4.3471 +2025-06-09 22:40:41,685 - pyskl - INFO - Epoch [17][3900/3940] lr: 2.422e-02, eta: 2 days, 18:34:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9569, loss_cls: 4.2886, loss: 4.2886 +2025-06-09 22:41:00,264 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-06-09 22:44:33,934 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 22:44:34,404 - pyskl - INFO - +top1_acc 0.6996 +top5_acc 0.9299 +2025-06-09 22:44:34,424 - pyskl - INFO - Epoch(val) [17][3183] top1_acc: 0.6996, top5_acc: 0.9299 +2025-06-09 22:45:43,962 - pyskl - INFO - Epoch [18][100/3940] lr: 2.421e-02, eta: 2 days, 18:33:53, time: 0.695, data_time: 0.239, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9525, loss_cls: 4.2826, loss: 4.2826 +2025-06-09 22:46:29,517 - pyskl - INFO - Epoch [18][200/3940] lr: 2.421e-02, eta: 2 days, 18:33:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9625, loss_cls: 4.3394, loss: 4.3394 +2025-06-09 22:47:15,116 - pyskl - INFO - Epoch [18][300/3940] lr: 2.421e-02, eta: 2 days, 18:32:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9506, loss_cls: 4.1829, loss: 4.1829 +2025-06-09 22:48:00,755 - pyskl - INFO - Epoch [18][400/3940] lr: 2.421e-02, eta: 2 days, 18:31:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9537, loss_cls: 4.2549, loss: 4.2549 +2025-06-09 22:48:46,373 - pyskl - INFO - Epoch [18][500/3940] lr: 2.420e-02, eta: 2 days, 18:30:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9513, loss_cls: 4.2630, loss: 4.2630 +2025-06-09 22:49:32,104 - pyskl - INFO - Epoch [18][600/3940] lr: 2.420e-02, eta: 2 days, 18:30:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9513, loss_cls: 4.1411, loss: 4.1411 +2025-06-09 22:50:17,764 - pyskl - INFO - Epoch [18][700/3940] lr: 2.420e-02, eta: 2 days, 18:29:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 4.1087, loss: 4.1087 +2025-06-09 22:51:03,317 - pyskl - INFO - Epoch [18][800/3940] lr: 2.420e-02, eta: 2 days, 18:28:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9544, loss_cls: 4.1029, loss: 4.1029 +2025-06-09 22:51:48,900 - pyskl - INFO - Epoch [18][900/3940] lr: 2.420e-02, eta: 2 days, 18:27:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9563, loss_cls: 4.2938, loss: 4.2938 +2025-06-09 22:52:34,541 - pyskl - INFO - Epoch [18][1000/3940] lr: 2.419e-02, eta: 2 days, 18:26:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9544, loss_cls: 4.1623, loss: 4.1623 +2025-06-09 22:53:20,363 - pyskl - INFO - Epoch [18][1100/3940] lr: 2.419e-02, eta: 2 days, 18:26:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9537, loss_cls: 4.0566, loss: 4.0566 +2025-06-09 22:54:05,884 - pyskl - INFO - Epoch [18][1200/3940] lr: 2.419e-02, eta: 2 days, 18:25:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9525, loss_cls: 4.2995, loss: 4.2995 +2025-06-09 22:54:51,438 - pyskl - INFO - Epoch [18][1300/3940] lr: 2.419e-02, eta: 2 days, 18:24:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9519, loss_cls: 4.1557, loss: 4.1557 +2025-06-09 22:55:37,016 - pyskl - INFO - Epoch [18][1400/3940] lr: 2.418e-02, eta: 2 days, 18:23:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9481, loss_cls: 4.3748, loss: 4.3748 +2025-06-09 22:56:22,715 - pyskl - INFO - Epoch [18][1500/3940] lr: 2.418e-02, eta: 2 days, 18:23:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9494, loss_cls: 4.2263, loss: 4.2263 +2025-06-09 22:57:08,325 - pyskl - INFO - Epoch [18][1600/3940] lr: 2.418e-02, eta: 2 days, 18:22:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9425, loss_cls: 4.3367, loss: 4.3367 +2025-06-09 22:57:53,844 - pyskl - INFO - Epoch [18][1700/3940] lr: 2.418e-02, eta: 2 days, 18:21:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9506, loss_cls: 4.2694, loss: 4.2694 +2025-06-09 22:58:39,331 - pyskl - INFO - Epoch [18][1800/3940] lr: 2.417e-02, eta: 2 days, 18:20:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9531, loss_cls: 4.0861, loss: 4.0861 +2025-06-09 22:59:24,785 - pyskl - INFO - Epoch [18][1900/3940] lr: 2.417e-02, eta: 2 days, 18:19:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9506, loss_cls: 4.3295, loss: 4.3295 +2025-06-09 23:00:10,428 - pyskl - INFO - Epoch [18][2000/3940] lr: 2.417e-02, eta: 2 days, 18:19:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9544, loss_cls: 4.3010, loss: 4.3010 +2025-06-09 23:00:55,959 - pyskl - INFO - Epoch [18][2100/3940] lr: 2.417e-02, eta: 2 days, 18:18:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9437, loss_cls: 4.2891, loss: 4.2891 +2025-06-09 23:01:41,584 - pyskl - INFO - Epoch [18][2200/3940] lr: 2.416e-02, eta: 2 days, 18:17:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9556, loss_cls: 4.2884, loss: 4.2884 +2025-06-09 23:02:27,134 - pyskl - INFO - Epoch [18][2300/3940] lr: 2.416e-02, eta: 2 days, 18:16:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9556, loss_cls: 4.2732, loss: 4.2732 +2025-06-09 23:03:12,580 - pyskl - INFO - Epoch [18][2400/3940] lr: 2.416e-02, eta: 2 days, 18:15:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9463, loss_cls: 4.2797, loss: 4.2797 +2025-06-09 23:03:58,079 - pyskl - INFO - Epoch [18][2500/3940] lr: 2.416e-02, eta: 2 days, 18:15:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9469, loss_cls: 4.2023, loss: 4.2023 +2025-06-09 23:04:43,498 - pyskl - INFO - Epoch [18][2600/3940] lr: 2.415e-02, eta: 2 days, 18:14:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 4.2362, loss: 4.2362 +2025-06-09 23:05:29,128 - pyskl - INFO - Epoch [18][2700/3940] lr: 2.415e-02, eta: 2 days, 18:13:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9475, loss_cls: 4.2890, loss: 4.2890 +2025-06-09 23:06:14,721 - pyskl - INFO - Epoch [18][2800/3940] lr: 2.415e-02, eta: 2 days, 18:12:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9506, loss_cls: 4.2208, loss: 4.2208 +2025-06-09 23:07:00,183 - pyskl - INFO - Epoch [18][2900/3940] lr: 2.415e-02, eta: 2 days, 18:11:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9406, loss_cls: 4.3948, loss: 4.3948 +2025-06-09 23:07:45,740 - pyskl - INFO - Epoch [18][3000/3940] lr: 2.415e-02, eta: 2 days, 18:11:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9406, loss_cls: 4.3170, loss: 4.3170 +2025-06-09 23:08:31,287 - pyskl - INFO - Epoch [18][3100/3940] lr: 2.414e-02, eta: 2 days, 18:10:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9513, loss_cls: 4.1840, loss: 4.1840 +2025-06-09 23:09:16,798 - pyskl - INFO - Epoch [18][3200/3940] lr: 2.414e-02, eta: 2 days, 18:09:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9494, loss_cls: 4.1768, loss: 4.1768 +2025-06-09 23:10:02,332 - pyskl - INFO - Epoch [18][3300/3940] lr: 2.414e-02, eta: 2 days, 18:08:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9437, loss_cls: 4.3977, loss: 4.3977 +2025-06-09 23:10:47,815 - pyskl - INFO - Epoch [18][3400/3940] lr: 2.414e-02, eta: 2 days, 18:08:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9500, loss_cls: 4.2610, loss: 4.2610 +2025-06-09 23:11:33,232 - pyskl - INFO - Epoch [18][3500/3940] lr: 2.413e-02, eta: 2 days, 18:07:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9437, loss_cls: 4.2139, loss: 4.2139 +2025-06-09 23:12:18,694 - pyskl - INFO - Epoch [18][3600/3940] lr: 2.413e-02, eta: 2 days, 18:06:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9544, loss_cls: 4.2915, loss: 4.2915 +2025-06-09 23:13:04,119 - pyskl - INFO - Epoch [18][3700/3940] lr: 2.413e-02, eta: 2 days, 18:05:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9456, loss_cls: 4.2282, loss: 4.2282 +2025-06-09 23:13:49,537 - pyskl - INFO - Epoch [18][3800/3940] lr: 2.413e-02, eta: 2 days, 18:04:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9525, loss_cls: 4.2467, loss: 4.2467 +2025-06-09 23:14:35,012 - pyskl - INFO - Epoch [18][3900/3940] lr: 2.412e-02, eta: 2 days, 18:04:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9519, loss_cls: 4.2071, loss: 4.2071 +2025-06-09 23:14:53,489 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-06-09 23:18:29,595 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 23:18:30,063 - pyskl - INFO - +top1_acc 0.6922 +top5_acc 0.9238 +2025-06-09 23:18:30,082 - pyskl - INFO - Epoch(val) [18][3183] top1_acc: 0.6922, top5_acc: 0.9238 +2025-06-09 23:19:39,994 - pyskl - INFO - Epoch [19][100/3940] lr: 2.412e-02, eta: 2 days, 18:03:42, time: 0.699, data_time: 0.242, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9600, loss_cls: 4.2643, loss: 4.2643 +2025-06-09 23:20:25,610 - pyskl - INFO - Epoch [19][200/3940] lr: 2.412e-02, eta: 2 days, 18:02:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9400, loss_cls: 4.2199, loss: 4.2199 +2025-06-09 23:21:11,314 - pyskl - INFO - Epoch [19][300/3940] lr: 2.411e-02, eta: 2 days, 18:02:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9575, loss_cls: 4.1215, loss: 4.1215 +2025-06-09 23:21:56,986 - pyskl - INFO - Epoch [19][400/3940] lr: 2.411e-02, eta: 2 days, 18:01:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9487, loss_cls: 4.1783, loss: 4.1783 +2025-06-09 23:22:42,721 - pyskl - INFO - Epoch [19][500/3940] lr: 2.411e-02, eta: 2 days, 18:00:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9494, loss_cls: 4.2687, loss: 4.2687 +2025-06-09 23:23:28,408 - pyskl - INFO - Epoch [19][600/3940] lr: 2.411e-02, eta: 2 days, 17:59:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9600, loss_cls: 4.1810, loss: 4.1810 +2025-06-09 23:24:13,958 - pyskl - INFO - Epoch [19][700/3940] lr: 2.411e-02, eta: 2 days, 17:59:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 4.2468, loss: 4.2468 +2025-06-09 23:24:59,674 - pyskl - INFO - Epoch [19][800/3940] lr: 2.410e-02, eta: 2 days, 17:58:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9550, loss_cls: 4.2735, loss: 4.2735 +2025-06-09 23:25:45,277 - pyskl - INFO - Epoch [19][900/3940] lr: 2.410e-02, eta: 2 days, 17:57:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9450, loss_cls: 4.2421, loss: 4.2421 +2025-06-09 23:26:30,802 - pyskl - INFO - Epoch [19][1000/3940] lr: 2.410e-02, eta: 2 days, 17:56:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9544, loss_cls: 4.1989, loss: 4.1989 +2025-06-09 23:27:16,395 - pyskl - INFO - Epoch [19][1100/3940] lr: 2.410e-02, eta: 2 days, 17:55:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9494, loss_cls: 4.1397, loss: 4.1397 +2025-06-09 23:28:01,937 - pyskl - INFO - Epoch [19][1200/3940] lr: 2.409e-02, eta: 2 days, 17:55:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9587, loss_cls: 4.2068, loss: 4.2068 +2025-06-09 23:28:47,578 - pyskl - INFO - Epoch [19][1300/3940] lr: 2.409e-02, eta: 2 days, 17:54:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 4.0531, loss: 4.0531 +2025-06-09 23:29:33,281 - pyskl - INFO - Epoch [19][1400/3940] lr: 2.409e-02, eta: 2 days, 17:53:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9469, loss_cls: 4.2316, loss: 4.2316 +2025-06-09 23:30:18,864 - pyskl - INFO - Epoch [19][1500/3940] lr: 2.409e-02, eta: 2 days, 17:52:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9506, loss_cls: 4.2875, loss: 4.2875 +2025-06-09 23:31:04,505 - pyskl - INFO - Epoch [19][1600/3940] lr: 2.408e-02, eta: 2 days, 17:52:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9631, loss_cls: 4.2215, loss: 4.2215 +2025-06-09 23:31:50,126 - pyskl - INFO - Epoch [19][1700/3940] lr: 2.408e-02, eta: 2 days, 17:51:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9413, loss_cls: 4.2922, loss: 4.2922 +2025-06-09 23:32:35,761 - pyskl - INFO - Epoch [19][1800/3940] lr: 2.408e-02, eta: 2 days, 17:50:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9587, loss_cls: 4.1215, loss: 4.1215 +2025-06-09 23:33:21,561 - pyskl - INFO - Epoch [19][1900/3940] lr: 2.408e-02, eta: 2 days, 17:49:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9444, loss_cls: 4.2688, loss: 4.2688 +2025-06-09 23:34:07,215 - pyskl - INFO - Epoch [19][2000/3940] lr: 2.407e-02, eta: 2 days, 17:49:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9475, loss_cls: 4.1381, loss: 4.1381 +2025-06-09 23:34:52,841 - pyskl - INFO - Epoch [19][2100/3940] lr: 2.407e-02, eta: 2 days, 17:48:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9500, loss_cls: 4.2480, loss: 4.2480 +2025-06-09 23:35:38,297 - pyskl - INFO - Epoch [19][2200/3940] lr: 2.407e-02, eta: 2 days, 17:47:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9487, loss_cls: 4.3659, loss: 4.3659 +2025-06-09 23:36:23,741 - pyskl - INFO - Epoch [19][2300/3940] lr: 2.407e-02, eta: 2 days, 17:46:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9544, loss_cls: 4.1675, loss: 4.1675 +2025-06-09 23:37:09,240 - pyskl - INFO - Epoch [19][2400/3940] lr: 2.406e-02, eta: 2 days, 17:45:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 4.1086, loss: 4.1086 +2025-06-09 23:37:54,811 - pyskl - INFO - Epoch [19][2500/3940] lr: 2.406e-02, eta: 2 days, 17:45:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 4.1317, loss: 4.1317 +2025-06-09 23:38:40,640 - pyskl - INFO - Epoch [19][2600/3940] lr: 2.406e-02, eta: 2 days, 17:44:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9544, loss_cls: 4.1299, loss: 4.1299 +2025-06-09 23:39:26,127 - pyskl - INFO - Epoch [19][2700/3940] lr: 2.405e-02, eta: 2 days, 17:43:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9531, loss_cls: 4.1899, loss: 4.1899 +2025-06-09 23:40:11,629 - pyskl - INFO - Epoch [19][2800/3940] lr: 2.405e-02, eta: 2 days, 17:42:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9513, loss_cls: 4.3483, loss: 4.3483 +2025-06-09 23:40:57,081 - pyskl - INFO - Epoch [19][2900/3940] lr: 2.405e-02, eta: 2 days, 17:41:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 4.2206, loss: 4.2206 +2025-06-09 23:41:42,581 - pyskl - INFO - Epoch [19][3000/3940] lr: 2.405e-02, eta: 2 days, 17:41:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9450, loss_cls: 4.3415, loss: 4.3415 +2025-06-09 23:42:27,996 - pyskl - INFO - Epoch [19][3100/3940] lr: 2.404e-02, eta: 2 days, 17:40:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 4.2930, loss: 4.2930 +2025-06-09 23:43:13,472 - pyskl - INFO - Epoch [19][3200/3940] lr: 2.404e-02, eta: 2 days, 17:39:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9619, loss_cls: 4.0997, loss: 4.0997 +2025-06-09 23:43:59,126 - pyskl - INFO - Epoch [19][3300/3940] lr: 2.404e-02, eta: 2 days, 17:38:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 4.0394, loss: 4.0394 +2025-06-09 23:44:44,689 - pyskl - INFO - Epoch [19][3400/3940] lr: 2.404e-02, eta: 2 days, 17:38:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9500, loss_cls: 4.1775, loss: 4.1775 +2025-06-09 23:45:30,209 - pyskl - INFO - Epoch [19][3500/3940] lr: 2.403e-02, eta: 2 days, 17:37:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9506, loss_cls: 4.2693, loss: 4.2693 +2025-06-09 23:46:15,651 - pyskl - INFO - Epoch [19][3600/3940] lr: 2.403e-02, eta: 2 days, 17:36:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9531, loss_cls: 4.1059, loss: 4.1059 +2025-06-09 23:47:01,095 - pyskl - INFO - Epoch [19][3700/3940] lr: 2.403e-02, eta: 2 days, 17:35:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 4.1769, loss: 4.1769 +2025-06-09 23:47:46,633 - pyskl - INFO - Epoch [19][3800/3940] lr: 2.403e-02, eta: 2 days, 17:34:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9550, loss_cls: 4.3210, loss: 4.3210 +2025-06-09 23:48:32,063 - pyskl - INFO - Epoch [19][3900/3940] lr: 2.402e-02, eta: 2 days, 17:34:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9556, loss_cls: 4.1430, loss: 4.1430 +2025-06-09 23:48:50,659 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-06-09 23:52:26,096 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 23:52:26,560 - pyskl - INFO - +top1_acc 0.6825 +top5_acc 0.9191 +2025-06-09 23:52:26,579 - pyskl - INFO - Epoch(val) [19][3183] top1_acc: 0.6825, top5_acc: 0.9191 +2025-06-09 23:53:36,489 - pyskl - INFO - Epoch [20][100/3940] lr: 2.402e-02, eta: 2 days, 17:33:39, time: 0.699, data_time: 0.243, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 4.1084, loss: 4.1084 +2025-06-09 23:54:22,105 - pyskl - INFO - Epoch [20][200/3940] lr: 2.402e-02, eta: 2 days, 17:32:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9625, loss_cls: 4.1092, loss: 4.1092 +2025-06-09 23:55:07,628 - pyskl - INFO - Epoch [20][300/3940] lr: 2.402e-02, eta: 2 days, 17:32:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 4.1542, loss: 4.1542 +2025-06-09 23:55:53,165 - pyskl - INFO - Epoch [20][400/3940] lr: 2.401e-02, eta: 2 days, 17:31:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 4.0433, loss: 4.0433 +2025-06-09 23:56:38,709 - pyskl - INFO - Epoch [20][500/3940] lr: 2.401e-02, eta: 2 days, 17:30:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9537, loss_cls: 4.1099, loss: 4.1099 +2025-06-09 23:57:24,326 - pyskl - INFO - Epoch [20][600/3940] lr: 2.401e-02, eta: 2 days, 17:29:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 4.1059, loss: 4.1059 +2025-06-09 23:58:09,907 - pyskl - INFO - Epoch [20][700/3940] lr: 2.401e-02, eta: 2 days, 17:28:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9456, loss_cls: 4.1442, loss: 4.1442 +2025-06-09 23:58:55,423 - pyskl - INFO - Epoch [20][800/3940] lr: 2.400e-02, eta: 2 days, 17:28:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9563, loss_cls: 4.2264, loss: 4.2264 +2025-06-09 23:59:40,914 - pyskl - INFO - Epoch [20][900/3940] lr: 2.400e-02, eta: 2 days, 17:27:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 4.1830, loss: 4.1830 +2025-06-10 00:00:26,477 - pyskl - INFO - Epoch [20][1000/3940] lr: 2.400e-02, eta: 2 days, 17:26:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9531, loss_cls: 4.1438, loss: 4.1438 +2025-06-10 00:01:12,034 - pyskl - INFO - Epoch [20][1100/3940] lr: 2.399e-02, eta: 2 days, 17:25:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 4.1721, loss: 4.1721 +2025-06-10 00:01:57,702 - pyskl - INFO - Epoch [20][1200/3940] lr: 2.399e-02, eta: 2 days, 17:25:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 4.2393, loss: 4.2393 +2025-06-10 00:02:43,267 - pyskl - INFO - Epoch [20][1300/3940] lr: 2.399e-02, eta: 2 days, 17:24:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9469, loss_cls: 4.2368, loss: 4.2368 +2025-06-10 00:03:28,769 - pyskl - INFO - Epoch [20][1400/3940] lr: 2.399e-02, eta: 2 days, 17:23:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9531, loss_cls: 4.2046, loss: 4.2046 +2025-06-10 00:04:14,244 - pyskl - INFO - Epoch [20][1500/3940] lr: 2.398e-02, eta: 2 days, 17:22:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9475, loss_cls: 4.2967, loss: 4.2967 +2025-06-10 00:04:59,639 - pyskl - INFO - Epoch [20][1600/3940] lr: 2.398e-02, eta: 2 days, 17:21:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9463, loss_cls: 4.3187, loss: 4.3187 +2025-06-10 00:05:45,080 - pyskl - INFO - Epoch [20][1700/3940] lr: 2.398e-02, eta: 2 days, 17:21:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9600, loss_cls: 4.1270, loss: 4.1270 +2025-06-10 00:06:30,500 - pyskl - INFO - Epoch [20][1800/3940] lr: 2.398e-02, eta: 2 days, 17:20:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9544, loss_cls: 4.1431, loss: 4.1431 +2025-06-10 00:07:15,921 - pyskl - INFO - Epoch [20][1900/3940] lr: 2.397e-02, eta: 2 days, 17:19:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9481, loss_cls: 4.2451, loss: 4.2451 +2025-06-10 00:08:01,363 - pyskl - INFO - Epoch [20][2000/3940] lr: 2.397e-02, eta: 2 days, 17:18:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9531, loss_cls: 4.2508, loss: 4.2508 +2025-06-10 00:08:46,729 - pyskl - INFO - Epoch [20][2100/3940] lr: 2.397e-02, eta: 2 days, 17:17:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9500, loss_cls: 4.1405, loss: 4.1405 +2025-06-10 00:09:31,982 - pyskl - INFO - Epoch [20][2200/3940] lr: 2.397e-02, eta: 2 days, 17:17:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9450, loss_cls: 4.2375, loss: 4.2375 +2025-06-10 00:10:17,237 - pyskl - INFO - Epoch [20][2300/3940] lr: 2.396e-02, eta: 2 days, 17:16:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9469, loss_cls: 4.3049, loss: 4.3049 +2025-06-10 00:11:02,424 - pyskl - INFO - Epoch [20][2400/3940] lr: 2.396e-02, eta: 2 days, 17:15:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9537, loss_cls: 4.1031, loss: 4.1031 +2025-06-10 00:11:47,644 - pyskl - INFO - Epoch [20][2500/3940] lr: 2.396e-02, eta: 2 days, 17:14:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9513, loss_cls: 4.2929, loss: 4.2929 +2025-06-10 00:12:32,888 - pyskl - INFO - Epoch [20][2600/3940] lr: 2.396e-02, eta: 2 days, 17:13:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 4.2307, loss: 4.2307 +2025-06-10 00:13:18,157 - pyskl - INFO - Epoch [20][2700/3940] lr: 2.395e-02, eta: 2 days, 17:13:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 4.2552, loss: 4.2552 +2025-06-10 00:14:03,450 - pyskl - INFO - Epoch [20][2800/3940] lr: 2.395e-02, eta: 2 days, 17:12:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9406, loss_cls: 4.2303, loss: 4.2303 +2025-06-10 00:14:48,726 - pyskl - INFO - Epoch [20][2900/3940] lr: 2.395e-02, eta: 2 days, 17:11:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9537, loss_cls: 4.0522, loss: 4.0522 +2025-06-10 00:15:33,994 - pyskl - INFO - Epoch [20][3000/3940] lr: 2.394e-02, eta: 2 days, 17:10:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 4.2015, loss: 4.2015 +2025-06-10 00:16:19,166 - pyskl - INFO - Epoch [20][3100/3940] lr: 2.394e-02, eta: 2 days, 17:09:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9531, loss_cls: 4.2089, loss: 4.2089 +2025-06-10 00:17:04,400 - pyskl - INFO - Epoch [20][3200/3940] lr: 2.394e-02, eta: 2 days, 17:08:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9544, loss_cls: 4.1718, loss: 4.1718 +2025-06-10 00:17:49,647 - pyskl - INFO - Epoch [20][3300/3940] lr: 2.394e-02, eta: 2 days, 17:08:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9513, loss_cls: 4.1024, loss: 4.1024 +2025-06-10 00:18:34,827 - pyskl - INFO - Epoch [20][3400/3940] lr: 2.393e-02, eta: 2 days, 17:07:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9531, loss_cls: 4.2363, loss: 4.2363 +2025-06-10 00:19:20,037 - pyskl - INFO - Epoch [20][3500/3940] lr: 2.393e-02, eta: 2 days, 17:06:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 4.1411, loss: 4.1411 +2025-06-10 00:20:05,420 - pyskl - INFO - Epoch [20][3600/3940] lr: 2.393e-02, eta: 2 days, 17:05:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9519, loss_cls: 4.2872, loss: 4.2872 +2025-06-10 00:20:51,014 - pyskl - INFO - Epoch [20][3700/3940] lr: 2.393e-02, eta: 2 days, 17:04:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9606, loss_cls: 4.1380, loss: 4.1380 +2025-06-10 00:21:36,583 - pyskl - INFO - Epoch [20][3800/3940] lr: 2.392e-02, eta: 2 days, 17:04:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 4.1312, loss: 4.1312 +2025-06-10 00:22:21,962 - pyskl - INFO - Epoch [20][3900/3940] lr: 2.392e-02, eta: 2 days, 17:03:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9437, loss_cls: 4.2526, loss: 4.2526 +2025-06-10 00:22:40,451 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-06-10 00:40:32,993 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 00:40:33,454 - pyskl - INFO - +top1_acc 0.7046 +top5_acc 0.9324 +2025-06-10 00:40:33,507 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_13.pth was removed +2025-06-10 00:40:34,508 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. +2025-06-10 00:40:34,510 - pyskl - INFO - Best top1_acc is 0.7046 at 20 epoch. +2025-06-10 00:40:34,527 - pyskl - INFO - Epoch(val) [20][3183] top1_acc: 0.7046, top5_acc: 0.9324 +2025-06-10 00:41:43,558 - pyskl - INFO - Epoch [21][100/3940] lr: 2.392e-02, eta: 2 days, 17:02:48, time: 0.690, data_time: 0.235, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 4.0327, loss: 4.0327 +2025-06-10 00:42:29,140 - pyskl - INFO - Epoch [21][200/3940] lr: 2.391e-02, eta: 2 days, 17:02:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9456, loss_cls: 4.2164, loss: 4.2164 +2025-06-10 00:43:14,777 - pyskl - INFO - Epoch [21][300/3940] lr: 2.391e-02, eta: 2 days, 17:01:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9556, loss_cls: 4.1000, loss: 4.1000 +2025-06-10 00:44:00,339 - pyskl - INFO - Epoch [21][400/3940] lr: 2.391e-02, eta: 2 days, 17:00:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9563, loss_cls: 4.1484, loss: 4.1484 +2025-06-10 00:44:46,057 - pyskl - INFO - Epoch [21][500/3940] lr: 2.391e-02, eta: 2 days, 16:59:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 4.2502, loss: 4.2502 +2025-06-10 00:45:31,778 - pyskl - INFO - Epoch [21][600/3940] lr: 2.390e-02, eta: 2 days, 16:58:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9487, loss_cls: 4.2571, loss: 4.2571 +2025-06-10 00:46:17,647 - pyskl - INFO - Epoch [21][700/3940] lr: 2.390e-02, eta: 2 days, 16:58:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9644, loss_cls: 4.1044, loss: 4.1044 +2025-06-10 00:47:03,332 - pyskl - INFO - Epoch [21][800/3940] lr: 2.390e-02, eta: 2 days, 16:57:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9712, loss_cls: 3.9298, loss: 3.9298 +2025-06-10 00:47:48,999 - pyskl - INFO - Epoch [21][900/3940] lr: 2.389e-02, eta: 2 days, 16:56:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9494, loss_cls: 4.3186, loss: 4.3186 +2025-06-10 00:48:34,681 - pyskl - INFO - Epoch [21][1000/3940] lr: 2.389e-02, eta: 2 days, 16:55:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9431, loss_cls: 4.2750, loss: 4.2750 +2025-06-10 00:49:20,301 - pyskl - INFO - Epoch [21][1100/3940] lr: 2.389e-02, eta: 2 days, 16:55:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9506, loss_cls: 4.2438, loss: 4.2438 +2025-06-10 00:50:06,250 - pyskl - INFO - Epoch [21][1200/3940] lr: 2.389e-02, eta: 2 days, 16:54:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9475, loss_cls: 4.1806, loss: 4.1806 +2025-06-10 00:50:52,002 - pyskl - INFO - Epoch [21][1300/3940] lr: 2.388e-02, eta: 2 days, 16:53:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9487, loss_cls: 4.1948, loss: 4.1948 +2025-06-10 00:51:37,788 - pyskl - INFO - Epoch [21][1400/3940] lr: 2.388e-02, eta: 2 days, 16:52:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9563, loss_cls: 4.0862, loss: 4.0862 +2025-06-10 00:52:23,409 - pyskl - INFO - Epoch [21][1500/3940] lr: 2.388e-02, eta: 2 days, 16:52:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9525, loss_cls: 4.1789, loss: 4.1789 +2025-06-10 00:53:09,138 - pyskl - INFO - Epoch [21][1600/3940] lr: 2.388e-02, eta: 2 days, 16:51:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9563, loss_cls: 4.0264, loss: 4.0264 +2025-06-10 00:53:54,871 - pyskl - INFO - Epoch [21][1700/3940] lr: 2.387e-02, eta: 2 days, 16:50:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9500, loss_cls: 4.2670, loss: 4.2670 +2025-06-10 00:54:40,499 - pyskl - INFO - Epoch [21][1800/3940] lr: 2.387e-02, eta: 2 days, 16:49:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9481, loss_cls: 4.1771, loss: 4.1771 +2025-06-10 00:55:26,142 - pyskl - INFO - Epoch [21][1900/3940] lr: 2.387e-02, eta: 2 days, 16:49:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9506, loss_cls: 4.2848, loss: 4.2848 +2025-06-10 00:56:11,990 - pyskl - INFO - Epoch [21][2000/3940] lr: 2.386e-02, eta: 2 days, 16:48:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9513, loss_cls: 4.3238, loss: 4.3238 +2025-06-10 00:56:57,682 - pyskl - INFO - Epoch [21][2100/3940] lr: 2.386e-02, eta: 2 days, 16:47:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9587, loss_cls: 4.2548, loss: 4.2548 +2025-06-10 00:57:43,393 - pyskl - INFO - Epoch [21][2200/3940] lr: 2.386e-02, eta: 2 days, 16:46:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 4.0966, loss: 4.0966 +2025-06-10 00:58:29,075 - pyskl - INFO - Epoch [21][2300/3940] lr: 2.386e-02, eta: 2 days, 16:45:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9506, loss_cls: 4.2892, loss: 4.2892 +2025-06-10 00:59:14,800 - pyskl - INFO - Epoch [21][2400/3940] lr: 2.385e-02, eta: 2 days, 16:45:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 4.0555, loss: 4.0555 +2025-06-10 01:00:00,644 - pyskl - INFO - Epoch [21][2500/3940] lr: 2.385e-02, eta: 2 days, 16:44:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9575, loss_cls: 4.1980, loss: 4.1980 +2025-06-10 01:00:46,287 - pyskl - INFO - Epoch [21][2600/3940] lr: 2.385e-02, eta: 2 days, 16:43:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9487, loss_cls: 4.2255, loss: 4.2255 +2025-06-10 01:01:31,721 - pyskl - INFO - Epoch [21][2700/3940] lr: 2.385e-02, eta: 2 days, 16:42:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9537, loss_cls: 4.1022, loss: 4.1022 +2025-06-10 01:02:17,276 - pyskl - INFO - Epoch [21][2800/3940] lr: 2.384e-02, eta: 2 days, 16:42:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9506, loss_cls: 4.2275, loss: 4.2275 +2025-06-10 01:03:02,867 - pyskl - INFO - Epoch [21][2900/3940] lr: 2.384e-02, eta: 2 days, 16:41:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 4.2118, loss: 4.2118 +2025-06-10 01:03:48,696 - pyskl - INFO - Epoch [21][3000/3940] lr: 2.384e-02, eta: 2 days, 16:40:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9513, loss_cls: 4.2636, loss: 4.2636 +2025-06-10 01:04:34,253 - pyskl - INFO - Epoch [21][3100/3940] lr: 2.383e-02, eta: 2 days, 16:39:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9531, loss_cls: 4.0944, loss: 4.0944 +2025-06-10 01:05:19,745 - pyskl - INFO - Epoch [21][3200/3940] lr: 2.383e-02, eta: 2 days, 16:39:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9487, loss_cls: 4.2166, loss: 4.2166 +2025-06-10 01:06:05,178 - pyskl - INFO - Epoch [21][3300/3940] lr: 2.383e-02, eta: 2 days, 16:38:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9525, loss_cls: 4.3769, loss: 4.3769 +2025-06-10 01:06:50,773 - pyskl - INFO - Epoch [21][3400/3940] lr: 2.383e-02, eta: 2 days, 16:37:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9519, loss_cls: 4.2455, loss: 4.2455 +2025-06-10 01:07:36,495 - pyskl - INFO - Epoch [21][3500/3940] lr: 2.382e-02, eta: 2 days, 16:36:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9581, loss_cls: 4.1185, loss: 4.1185 +2025-06-10 01:08:22,151 - pyskl - INFO - Epoch [21][3600/3940] lr: 2.382e-02, eta: 2 days, 16:35:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 4.1014, loss: 4.1014 +2025-06-10 01:09:07,695 - pyskl - INFO - Epoch [21][3700/3940] lr: 2.382e-02, eta: 2 days, 16:35:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9550, loss_cls: 4.0582, loss: 4.0582 +2025-06-10 01:09:53,268 - pyskl - INFO - Epoch [21][3800/3940] lr: 2.381e-02, eta: 2 days, 16:34:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9481, loss_cls: 4.1644, loss: 4.1644 +2025-06-10 01:10:38,967 - pyskl - INFO - Epoch [21][3900/3940] lr: 2.381e-02, eta: 2 days, 16:33:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9456, loss_cls: 4.2404, loss: 4.2404 +2025-06-10 01:10:57,503 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-06-10 01:14:33,324 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 01:14:33,792 - pyskl - INFO - +top1_acc 0.6773 +top5_acc 0.9229 +2025-06-10 01:14:33,810 - pyskl - INFO - Epoch(val) [21][3183] top1_acc: 0.6773, top5_acc: 0.9229 +2025-06-10 01:15:42,965 - pyskl - INFO - Epoch [22][100/3940] lr: 2.381e-02, eta: 2 days, 16:33:04, time: 0.691, data_time: 0.236, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9506, loss_cls: 4.2022, loss: 4.2022 +2025-06-10 01:16:28,527 - pyskl - INFO - Epoch [22][200/3940] lr: 2.380e-02, eta: 2 days, 16:32:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 4.1827, loss: 4.1827 +2025-06-10 01:17:14,121 - pyskl - INFO - Epoch [22][300/3940] lr: 2.380e-02, eta: 2 days, 16:31:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9487, loss_cls: 4.1805, loss: 4.1805 +2025-06-10 01:17:59,611 - pyskl - INFO - Epoch [22][400/3940] lr: 2.380e-02, eta: 2 days, 16:30:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 4.0145, loss: 4.0145 +2025-06-10 01:18:45,233 - pyskl - INFO - Epoch [22][500/3940] lr: 2.380e-02, eta: 2 days, 16:29:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 4.0532, loss: 4.0532 +2025-06-10 01:19:30,752 - pyskl - INFO - Epoch [22][600/3940] lr: 2.379e-02, eta: 2 days, 16:29:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 4.1403, loss: 4.1403 +2025-06-10 01:20:16,349 - pyskl - INFO - Epoch [22][700/3940] lr: 2.379e-02, eta: 2 days, 16:28:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9544, loss_cls: 4.1565, loss: 4.1565 +2025-06-10 01:21:01,749 - pyskl - INFO - Epoch [22][800/3940] lr: 2.379e-02, eta: 2 days, 16:27:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9456, loss_cls: 4.2944, loss: 4.2944 +2025-06-10 01:21:47,228 - pyskl - INFO - Epoch [22][900/3940] lr: 2.378e-02, eta: 2 days, 16:26:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9550, loss_cls: 3.9977, loss: 3.9977 +2025-06-10 01:22:32,836 - pyskl - INFO - Epoch [22][1000/3940] lr: 2.378e-02, eta: 2 days, 16:26:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9481, loss_cls: 4.0987, loss: 4.0987 +2025-06-10 01:23:18,455 - pyskl - INFO - Epoch [22][1100/3940] lr: 2.378e-02, eta: 2 days, 16:25:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9675, loss_cls: 3.9506, loss: 3.9506 +2025-06-10 01:24:04,085 - pyskl - INFO - Epoch [22][1200/3940] lr: 2.378e-02, eta: 2 days, 16:24:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9556, loss_cls: 4.1171, loss: 4.1171 +2025-06-10 01:24:49,677 - pyskl - INFO - Epoch [22][1300/3940] lr: 2.377e-02, eta: 2 days, 16:23:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9587, loss_cls: 4.1234, loss: 4.1234 +2025-06-10 01:25:35,302 - pyskl - INFO - Epoch [22][1400/3940] lr: 2.377e-02, eta: 2 days, 16:22:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 4.0608, loss: 4.0608 +2025-06-10 01:26:21,234 - pyskl - INFO - Epoch [22][1500/3940] lr: 2.377e-02, eta: 2 days, 16:22:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9525, loss_cls: 4.2048, loss: 4.2048 +2025-06-10 01:27:06,789 - pyskl - INFO - Epoch [22][1600/3940] lr: 2.376e-02, eta: 2 days, 16:21:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 4.1675, loss: 4.1675 +2025-06-10 01:27:52,275 - pyskl - INFO - Epoch [22][1700/3940] lr: 2.376e-02, eta: 2 days, 16:20:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9606, loss_cls: 4.1399, loss: 4.1399 +2025-06-10 01:28:37,823 - pyskl - INFO - Epoch [22][1800/3940] lr: 2.376e-02, eta: 2 days, 16:19:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9494, loss_cls: 4.2075, loss: 4.2075 +2025-06-10 01:29:23,333 - pyskl - INFO - Epoch [22][1900/3940] lr: 2.376e-02, eta: 2 days, 16:19:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9587, loss_cls: 4.1457, loss: 4.1457 +2025-06-10 01:30:08,809 - pyskl - INFO - Epoch [22][2000/3940] lr: 2.375e-02, eta: 2 days, 16:18:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9419, loss_cls: 4.3649, loss: 4.3649 +2025-06-10 01:30:54,280 - pyskl - INFO - Epoch [22][2100/3940] lr: 2.375e-02, eta: 2 days, 16:17:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9525, loss_cls: 4.1618, loss: 4.1618 +2025-06-10 01:31:39,742 - pyskl - INFO - Epoch [22][2200/3940] lr: 2.375e-02, eta: 2 days, 16:16:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9544, loss_cls: 4.1375, loss: 4.1375 +2025-06-10 01:32:25,272 - pyskl - INFO - Epoch [22][2300/3940] lr: 2.374e-02, eta: 2 days, 16:15:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 4.1321, loss: 4.1321 +2025-06-10 01:33:10,774 - pyskl - INFO - Epoch [22][2400/3940] lr: 2.374e-02, eta: 2 days, 16:15:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9575, loss_cls: 4.1457, loss: 4.1457 +2025-06-10 01:33:56,208 - pyskl - INFO - Epoch [22][2500/3940] lr: 2.374e-02, eta: 2 days, 16:14:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9556, loss_cls: 4.1174, loss: 4.1174 +2025-06-10 01:34:41,666 - pyskl - INFO - Epoch [22][2600/3940] lr: 2.374e-02, eta: 2 days, 16:13:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 4.1359, loss: 4.1359 +2025-06-10 01:35:27,053 - pyskl - INFO - Epoch [22][2700/3940] lr: 2.373e-02, eta: 2 days, 16:12:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 4.0929, loss: 4.0929 +2025-06-10 01:36:12,430 - pyskl - INFO - Epoch [22][2800/3940] lr: 2.373e-02, eta: 2 days, 16:11:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9475, loss_cls: 4.2227, loss: 4.2227 +2025-06-10 01:36:58,084 - pyskl - INFO - Epoch [22][2900/3940] lr: 2.373e-02, eta: 2 days, 16:11:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9550, loss_cls: 4.2072, loss: 4.2072 +2025-06-10 01:37:43,526 - pyskl - INFO - Epoch [22][3000/3940] lr: 2.372e-02, eta: 2 days, 16:10:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 4.0782, loss: 4.0782 +2025-06-10 01:38:28,950 - pyskl - INFO - Epoch [22][3100/3940] lr: 2.372e-02, eta: 2 days, 16:09:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 4.0426, loss: 4.0426 +2025-06-10 01:39:14,314 - pyskl - INFO - Epoch [22][3200/3940] lr: 2.372e-02, eta: 2 days, 16:08:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9556, loss_cls: 4.1614, loss: 4.1614 +2025-06-10 01:39:59,826 - pyskl - INFO - Epoch [22][3300/3940] lr: 2.372e-02, eta: 2 days, 16:08:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9500, loss_cls: 4.2522, loss: 4.2522 +2025-06-10 01:40:45,303 - pyskl - INFO - Epoch [22][3400/3940] lr: 2.371e-02, eta: 2 days, 16:07:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9544, loss_cls: 4.2608, loss: 4.2608 +2025-06-10 01:41:30,749 - pyskl - INFO - Epoch [22][3500/3940] lr: 2.371e-02, eta: 2 days, 16:06:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 4.1513, loss: 4.1513 +2025-06-10 01:42:16,238 - pyskl - INFO - Epoch [22][3600/3940] lr: 2.371e-02, eta: 2 days, 16:05:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9563, loss_cls: 4.1902, loss: 4.1902 +2025-06-10 01:43:01,724 - pyskl - INFO - Epoch [22][3700/3940] lr: 2.370e-02, eta: 2 days, 16:04:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 4.0454, loss: 4.0454 +2025-06-10 01:43:47,167 - pyskl - INFO - Epoch [22][3800/3940] lr: 2.370e-02, eta: 2 days, 16:04:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9594, loss_cls: 4.1120, loss: 4.1120 +2025-06-10 01:44:32,645 - pyskl - INFO - Epoch [22][3900/3940] lr: 2.370e-02, eta: 2 days, 16:03:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 4.1905, loss: 4.1905 +2025-06-10 01:44:51,066 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-06-10 01:48:27,192 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 01:48:27,654 - pyskl - INFO - +top1_acc 0.7088 +top5_acc 0.9246 +2025-06-10 01:48:27,712 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_20.pth was removed +2025-06-10 01:48:28,761 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. +2025-06-10 01:48:28,763 - pyskl - INFO - Best top1_acc is 0.7088 at 22 epoch. +2025-06-10 01:48:28,783 - pyskl - INFO - Epoch(val) [22][3183] top1_acc: 0.7088, top5_acc: 0.9246 +2025-06-10 01:49:38,080 - pyskl - INFO - Epoch [23][100/3940] lr: 2.369e-02, eta: 2 days, 16:02:46, time: 0.693, data_time: 0.238, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 4.0602, loss: 4.0602 +2025-06-10 01:50:23,545 - pyskl - INFO - Epoch [23][200/3940] lr: 2.369e-02, eta: 2 days, 16:01:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9544, loss_cls: 3.9798, loss: 3.9798 +2025-06-10 01:51:09,052 - pyskl - INFO - Epoch [23][300/3940] lr: 2.369e-02, eta: 2 days, 16:01:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 4.1626, loss: 4.1626 +2025-06-10 01:51:54,447 - pyskl - INFO - Epoch [23][400/3940] lr: 2.368e-02, eta: 2 days, 16:00:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9663, loss_cls: 4.0543, loss: 4.0543 +2025-06-10 01:52:39,960 - pyskl - INFO - Epoch [23][500/3940] lr: 2.368e-02, eta: 2 days, 15:59:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 4.0190, loss: 4.0190 +2025-06-10 01:53:25,415 - pyskl - INFO - Epoch [23][600/3940] lr: 2.368e-02, eta: 2 days, 15:58:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 4.2127, loss: 4.2127 +2025-06-10 01:54:10,982 - pyskl - INFO - Epoch [23][700/3940] lr: 2.368e-02, eta: 2 days, 15:58:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9637, loss_cls: 4.0413, loss: 4.0413 +2025-06-10 01:54:56,468 - pyskl - INFO - Epoch [23][800/3940] lr: 2.367e-02, eta: 2 days, 15:57:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9481, loss_cls: 4.0229, loss: 4.0229 +2025-06-10 01:55:42,013 - pyskl - INFO - Epoch [23][900/3940] lr: 2.367e-02, eta: 2 days, 15:56:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 4.0699, loss: 4.0699 +2025-06-10 01:56:27,478 - pyskl - INFO - Epoch [23][1000/3940] lr: 2.367e-02, eta: 2 days, 15:55:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9587, loss_cls: 4.1632, loss: 4.1632 +2025-06-10 01:57:13,025 - pyskl - INFO - Epoch [23][1100/3940] lr: 2.366e-02, eta: 2 days, 15:54:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9537, loss_cls: 4.0696, loss: 4.0696 +2025-06-10 01:57:58,484 - pyskl - INFO - Epoch [23][1200/3940] lr: 2.366e-02, eta: 2 days, 15:54:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9519, loss_cls: 4.1553, loss: 4.1553 +2025-06-10 01:58:44,083 - pyskl - INFO - Epoch [23][1300/3940] lr: 2.366e-02, eta: 2 days, 15:53:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9563, loss_cls: 4.1135, loss: 4.1135 +2025-06-10 01:59:29,506 - pyskl - INFO - Epoch [23][1400/3940] lr: 2.365e-02, eta: 2 days, 15:52:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 4.2353, loss: 4.2353 +2025-06-10 02:00:14,963 - pyskl - INFO - Epoch [23][1500/3940] lr: 2.365e-02, eta: 2 days, 15:51:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9469, loss_cls: 4.1086, loss: 4.1086 +2025-06-10 02:01:00,457 - pyskl - INFO - Epoch [23][1600/3940] lr: 2.365e-02, eta: 2 days, 15:51:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9431, loss_cls: 4.3674, loss: 4.3674 +2025-06-10 02:01:45,741 - pyskl - INFO - Epoch [23][1700/3940] lr: 2.365e-02, eta: 2 days, 15:50:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9537, loss_cls: 4.1142, loss: 4.1142 +2025-06-10 02:02:31,273 - pyskl - INFO - Epoch [23][1800/3940] lr: 2.364e-02, eta: 2 days, 15:49:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9513, loss_cls: 4.1774, loss: 4.1774 +2025-06-10 02:03:16,805 - pyskl - INFO - Epoch [23][1900/3940] lr: 2.364e-02, eta: 2 days, 15:48:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9556, loss_cls: 4.2163, loss: 4.2163 +2025-06-10 02:04:02,289 - pyskl - INFO - Epoch [23][2000/3940] lr: 2.364e-02, eta: 2 days, 15:47:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 4.1070, loss: 4.1070 +2025-06-10 02:04:47,842 - pyskl - INFO - Epoch [23][2100/3940] lr: 2.363e-02, eta: 2 days, 15:47:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9506, loss_cls: 4.1209, loss: 4.1209 +2025-06-10 02:05:33,482 - pyskl - INFO - Epoch [23][2200/3940] lr: 2.363e-02, eta: 2 days, 15:46:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 4.1235, loss: 4.1235 +2025-06-10 02:06:18,969 - pyskl - INFO - Epoch [23][2300/3940] lr: 2.363e-02, eta: 2 days, 15:45:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9575, loss_cls: 4.1179, loss: 4.1179 +2025-06-10 02:07:04,495 - pyskl - INFO - Epoch [23][2400/3940] lr: 2.362e-02, eta: 2 days, 15:44:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9456, loss_cls: 4.1392, loss: 4.1392 +2025-06-10 02:07:50,075 - pyskl - INFO - Epoch [23][2500/3940] lr: 2.362e-02, eta: 2 days, 15:43:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9506, loss_cls: 4.1809, loss: 4.1809 +2025-06-10 02:08:35,666 - pyskl - INFO - Epoch [23][2600/3940] lr: 2.362e-02, eta: 2 days, 15:43:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9587, loss_cls: 3.9965, loss: 3.9965 +2025-06-10 02:09:21,211 - pyskl - INFO - Epoch [23][2700/3940] lr: 2.362e-02, eta: 2 days, 15:42:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9556, loss_cls: 4.1372, loss: 4.1372 +2025-06-10 02:10:06,718 - pyskl - INFO - Epoch [23][2800/3940] lr: 2.361e-02, eta: 2 days, 15:41:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9569, loss_cls: 4.3192, loss: 4.3192 +2025-06-10 02:10:52,201 - pyskl - INFO - Epoch [23][2900/3940] lr: 2.361e-02, eta: 2 days, 15:40:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9525, loss_cls: 4.0818, loss: 4.0818 +2025-06-10 02:11:37,705 - pyskl - INFO - Epoch [23][3000/3940] lr: 2.361e-02, eta: 2 days, 15:40:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 4.2357, loss: 4.2357 +2025-06-10 02:12:23,206 - pyskl - INFO - Epoch [23][3100/3940] lr: 2.360e-02, eta: 2 days, 15:39:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9487, loss_cls: 4.2107, loss: 4.2107 +2025-06-10 02:13:08,695 - pyskl - INFO - Epoch [23][3200/3940] lr: 2.360e-02, eta: 2 days, 15:38:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9531, loss_cls: 4.0959, loss: 4.0959 +2025-06-10 02:13:54,180 - pyskl - INFO - Epoch [23][3300/3940] lr: 2.360e-02, eta: 2 days, 15:37:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9631, loss_cls: 4.0239, loss: 4.0239 +2025-06-10 02:14:39,654 - pyskl - INFO - Epoch [23][3400/3940] lr: 2.359e-02, eta: 2 days, 15:36:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 4.2958, loss: 4.2958 +2025-06-10 02:15:25,105 - pyskl - INFO - Epoch [23][3500/3940] lr: 2.359e-02, eta: 2 days, 15:36:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9563, loss_cls: 4.0610, loss: 4.0610 +2025-06-10 02:16:10,680 - pyskl - INFO - Epoch [23][3600/3940] lr: 2.359e-02, eta: 2 days, 15:35:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9563, loss_cls: 4.1310, loss: 4.1310 +2025-06-10 02:16:56,093 - pyskl - INFO - Epoch [23][3700/3940] lr: 2.358e-02, eta: 2 days, 15:34:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9481, loss_cls: 4.2541, loss: 4.2541 +2025-06-10 02:17:41,760 - pyskl - INFO - Epoch [23][3800/3940] lr: 2.358e-02, eta: 2 days, 15:33:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 4.0890, loss: 4.0890 +2025-06-10 02:18:27,389 - pyskl - INFO - Epoch [23][3900/3940] lr: 2.358e-02, eta: 2 days, 15:33:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9619, loss_cls: 4.0997, loss: 4.0997 +2025-06-10 02:18:46,012 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-06-10 02:22:19,787 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 02:22:20,253 - pyskl - INFO - +top1_acc 0.6886 +top5_acc 0.9175 +2025-06-10 02:22:20,276 - pyskl - INFO - Epoch(val) [23][3183] top1_acc: 0.6886, top5_acc: 0.9175 +2025-06-10 02:23:30,681 - pyskl - INFO - Epoch [24][100/3940] lr: 2.357e-02, eta: 2 days, 15:32:34, time: 0.704, data_time: 0.247, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 4.1366, loss: 4.1366 +2025-06-10 02:24:16,208 - pyskl - INFO - Epoch [24][200/3940] lr: 2.357e-02, eta: 2 days, 15:31:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9619, loss_cls: 4.0085, loss: 4.0085 +2025-06-10 02:25:01,817 - pyskl - INFO - Epoch [24][300/3940] lr: 2.357e-02, eta: 2 days, 15:31:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9569, loss_cls: 4.0822, loss: 4.0822 +2025-06-10 02:25:47,457 - pyskl - INFO - Epoch [24][400/3940] lr: 2.357e-02, eta: 2 days, 15:30:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 4.0265, loss: 4.0265 +2025-06-10 02:26:33,089 - pyskl - INFO - Epoch [24][500/3940] lr: 2.356e-02, eta: 2 days, 15:29:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9525, loss_cls: 4.0633, loss: 4.0633 +2025-06-10 02:27:18,668 - pyskl - INFO - Epoch [24][600/3940] lr: 2.356e-02, eta: 2 days, 15:28:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9513, loss_cls: 4.0519, loss: 4.0519 +2025-06-10 02:28:04,274 - pyskl - INFO - Epoch [24][700/3940] lr: 2.356e-02, eta: 2 days, 15:27:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 3.9387, loss: 3.9387 +2025-06-10 02:28:49,831 - pyskl - INFO - Epoch [24][800/3940] lr: 2.355e-02, eta: 2 days, 15:27:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 4.0530, loss: 4.0530 +2025-06-10 02:29:35,349 - pyskl - INFO - Epoch [24][900/3940] lr: 2.355e-02, eta: 2 days, 15:26:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9575, loss_cls: 3.9882, loss: 3.9882 +2025-06-10 02:30:20,996 - pyskl - INFO - Epoch [24][1000/3940] lr: 2.355e-02, eta: 2 days, 15:25:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9550, loss_cls: 4.1783, loss: 4.1783 +2025-06-10 02:31:06,580 - pyskl - INFO - Epoch [24][1100/3940] lr: 2.354e-02, eta: 2 days, 15:24:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 4.2732, loss: 4.2732 +2025-06-10 02:31:52,287 - pyskl - INFO - Epoch [24][1200/3940] lr: 2.354e-02, eta: 2 days, 15:24:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9431, loss_cls: 4.2112, loss: 4.2112 +2025-06-10 02:32:37,909 - pyskl - INFO - Epoch [24][1300/3940] lr: 2.354e-02, eta: 2 days, 15:23:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9569, loss_cls: 3.9953, loss: 3.9953 +2025-06-10 02:33:23,570 - pyskl - INFO - Epoch [24][1400/3940] lr: 2.353e-02, eta: 2 days, 15:22:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9575, loss_cls: 4.1676, loss: 4.1676 +2025-06-10 02:34:09,121 - pyskl - INFO - Epoch [24][1500/3940] lr: 2.353e-02, eta: 2 days, 15:21:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9619, loss_cls: 4.0642, loss: 4.0642 +2025-06-10 02:34:54,817 - pyskl - INFO - Epoch [24][1600/3940] lr: 2.353e-02, eta: 2 days, 15:20:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9456, loss_cls: 4.2724, loss: 4.2724 +2025-06-10 02:35:40,466 - pyskl - INFO - Epoch [24][1700/3940] lr: 2.352e-02, eta: 2 days, 15:20:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 4.1252, loss: 4.1252 +2025-06-10 02:36:26,167 - pyskl - INFO - Epoch [24][1800/3940] lr: 2.352e-02, eta: 2 days, 15:19:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9656, loss_cls: 4.0097, loss: 4.0097 +2025-06-10 02:37:11,797 - pyskl - INFO - Epoch [24][1900/3940] lr: 2.352e-02, eta: 2 days, 15:18:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9437, loss_cls: 4.2800, loss: 4.2800 +2025-06-10 02:37:57,483 - pyskl - INFO - Epoch [24][2000/3940] lr: 2.352e-02, eta: 2 days, 15:17:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9587, loss_cls: 4.0800, loss: 4.0800 +2025-06-10 02:38:43,106 - pyskl - INFO - Epoch [24][2100/3940] lr: 2.351e-02, eta: 2 days, 15:17:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9550, loss_cls: 4.1513, loss: 4.1513 +2025-06-10 02:39:28,550 - pyskl - INFO - Epoch [24][2200/3940] lr: 2.351e-02, eta: 2 days, 15:16:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9519, loss_cls: 4.1083, loss: 4.1083 +2025-06-10 02:40:14,022 - pyskl - INFO - Epoch [24][2300/3940] lr: 2.351e-02, eta: 2 days, 15:15:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9494, loss_cls: 4.0768, loss: 4.0768 +2025-06-10 02:40:59,445 - pyskl - INFO - Epoch [24][2400/3940] lr: 2.350e-02, eta: 2 days, 15:14:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9475, loss_cls: 4.1832, loss: 4.1832 +2025-06-10 02:41:44,918 - pyskl - INFO - Epoch [24][2500/3940] lr: 2.350e-02, eta: 2 days, 15:13:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9513, loss_cls: 4.2579, loss: 4.2579 +2025-06-10 02:42:30,359 - pyskl - INFO - Epoch [24][2600/3940] lr: 2.350e-02, eta: 2 days, 15:13:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9475, loss_cls: 4.1890, loss: 4.1890 +2025-06-10 02:43:15,799 - pyskl - INFO - Epoch [24][2700/3940] lr: 2.349e-02, eta: 2 days, 15:12:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9563, loss_cls: 3.9744, loss: 3.9744 +2025-06-10 02:44:01,204 - pyskl - INFO - Epoch [24][2800/3940] lr: 2.349e-02, eta: 2 days, 15:11:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9581, loss_cls: 4.1311, loss: 4.1311 +2025-06-10 02:44:46,658 - pyskl - INFO - Epoch [24][2900/3940] lr: 2.349e-02, eta: 2 days, 15:10:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9506, loss_cls: 4.0766, loss: 4.0766 +2025-06-10 02:45:32,160 - pyskl - INFO - Epoch [24][3000/3940] lr: 2.348e-02, eta: 2 days, 15:10:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9544, loss_cls: 4.2152, loss: 4.2152 +2025-06-10 02:46:17,718 - pyskl - INFO - Epoch [24][3100/3940] lr: 2.348e-02, eta: 2 days, 15:09:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 4.0914, loss: 4.0914 +2025-06-10 02:47:03,174 - pyskl - INFO - Epoch [24][3200/3940] lr: 2.348e-02, eta: 2 days, 15:08:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9519, loss_cls: 4.1658, loss: 4.1658 +2025-06-10 02:47:48,678 - pyskl - INFO - Epoch [24][3300/3940] lr: 2.347e-02, eta: 2 days, 15:07:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9569, loss_cls: 4.1245, loss: 4.1245 +2025-06-10 02:48:34,158 - pyskl - INFO - Epoch [24][3400/3940] lr: 2.347e-02, eta: 2 days, 15:06:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9500, loss_cls: 4.1185, loss: 4.1185 +2025-06-10 02:49:19,648 - pyskl - INFO - Epoch [24][3500/3940] lr: 2.347e-02, eta: 2 days, 15:06:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9506, loss_cls: 4.0079, loss: 4.0079 +2025-06-10 02:50:05,101 - pyskl - INFO - Epoch [24][3600/3940] lr: 2.346e-02, eta: 2 days, 15:05:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9519, loss_cls: 4.1101, loss: 4.1101 +2025-06-10 02:50:50,609 - pyskl - INFO - Epoch [24][3700/3940] lr: 2.346e-02, eta: 2 days, 15:04:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9475, loss_cls: 4.1980, loss: 4.1980 +2025-06-10 02:51:36,366 - pyskl - INFO - Epoch [24][3800/3940] lr: 2.346e-02, eta: 2 days, 15:03:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 3.9642, loss: 3.9642 +2025-06-10 02:52:21,879 - pyskl - INFO - Epoch [24][3900/3940] lr: 2.346e-02, eta: 2 days, 15:03:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9637, loss_cls: 4.1290, loss: 4.1290 +2025-06-10 02:52:40,414 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-06-10 02:56:16,381 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 02:56:16,844 - pyskl - INFO - +top1_acc 0.7160 +top5_acc 0.9299 +2025-06-10 02:56:16,901 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_22.pth was removed +2025-06-10 02:56:17,969 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. +2025-06-10 02:56:17,971 - pyskl - INFO - Best top1_acc is 0.7160 at 24 epoch. +2025-06-10 02:56:17,991 - pyskl - INFO - Epoch(val) [24][3183] top1_acc: 0.7160, top5_acc: 0.9299 +2025-06-10 02:57:27,975 - pyskl - INFO - Epoch [25][100/3940] lr: 2.345e-02, eta: 2 days, 15:02:30, time: 0.700, data_time: 0.243, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9569, loss_cls: 4.0009, loss: 4.0009 +2025-06-10 02:58:13,569 - pyskl - INFO - Epoch [25][200/3940] lr: 2.345e-02, eta: 2 days, 15:01:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9587, loss_cls: 3.9760, loss: 3.9760 +2025-06-10 02:58:59,171 - pyskl - INFO - Epoch [25][300/3940] lr: 2.344e-02, eta: 2 days, 15:00:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 4.0045, loss: 4.0045 +2025-06-10 02:59:44,667 - pyskl - INFO - Epoch [25][400/3940] lr: 2.344e-02, eta: 2 days, 15:00:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9537, loss_cls: 4.1209, loss: 4.1209 +2025-06-10 03:00:30,235 - pyskl - INFO - Epoch [25][500/3940] lr: 2.344e-02, eta: 2 days, 14:59:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9531, loss_cls: 4.1413, loss: 4.1413 +2025-06-10 03:01:15,862 - pyskl - INFO - Epoch [25][600/3940] lr: 2.343e-02, eta: 2 days, 14:58:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 4.1198, loss: 4.1198 +2025-06-10 03:02:01,371 - pyskl - INFO - Epoch [25][700/3940] lr: 2.343e-02, eta: 2 days, 14:57:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9606, loss_cls: 4.0721, loss: 4.0721 +2025-06-10 03:02:46,787 - pyskl - INFO - Epoch [25][800/3940] lr: 2.343e-02, eta: 2 days, 14:57:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 4.1159, loss: 4.1159 +2025-06-10 03:03:32,173 - pyskl - INFO - Epoch [25][900/3940] lr: 2.342e-02, eta: 2 days, 14:56:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 4.0360, loss: 4.0360 +2025-06-10 03:04:17,454 - pyskl - INFO - Epoch [25][1000/3940] lr: 2.342e-02, eta: 2 days, 14:55:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9544, loss_cls: 4.1420, loss: 4.1420 +2025-06-10 03:05:02,698 - pyskl - INFO - Epoch [25][1100/3940] lr: 2.342e-02, eta: 2 days, 14:54:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9475, loss_cls: 4.0632, loss: 4.0632 +2025-06-10 03:05:48,173 - pyskl - INFO - Epoch [25][1200/3940] lr: 2.342e-02, eta: 2 days, 14:53:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9500, loss_cls: 4.1306, loss: 4.1306 +2025-06-10 03:06:33,503 - pyskl - INFO - Epoch [25][1300/3940] lr: 2.341e-02, eta: 2 days, 14:53:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9556, loss_cls: 4.1208, loss: 4.1208 +2025-06-10 03:07:18,834 - pyskl - INFO - Epoch [25][1400/3940] lr: 2.341e-02, eta: 2 days, 14:52:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9519, loss_cls: 4.1447, loss: 4.1447 +2025-06-10 03:08:04,275 - pyskl - INFO - Epoch [25][1500/3940] lr: 2.341e-02, eta: 2 days, 14:51:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9550, loss_cls: 4.1131, loss: 4.1131 +2025-06-10 03:08:49,628 - pyskl - INFO - Epoch [25][1600/3940] lr: 2.340e-02, eta: 2 days, 14:50:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9619, loss_cls: 4.0734, loss: 4.0734 +2025-06-10 03:09:34,822 - pyskl - INFO - Epoch [25][1700/3940] lr: 2.340e-02, eta: 2 days, 14:49:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9581, loss_cls: 4.0495, loss: 4.0495 +2025-06-10 03:10:20,094 - pyskl - INFO - Epoch [25][1800/3940] lr: 2.340e-02, eta: 2 days, 14:49:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 4.0627, loss: 4.0627 +2025-06-10 03:11:05,520 - pyskl - INFO - Epoch [25][1900/3940] lr: 2.339e-02, eta: 2 days, 14:48:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 4.1060, loss: 4.1060 +2025-06-10 03:11:50,739 - pyskl - INFO - Epoch [25][2000/3940] lr: 2.339e-02, eta: 2 days, 14:47:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 3.9623, loss: 3.9623 +2025-06-10 03:12:35,794 - pyskl - INFO - Epoch [25][2100/3940] lr: 2.339e-02, eta: 2 days, 14:46:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9525, loss_cls: 4.0558, loss: 4.0558 +2025-06-10 03:13:20,956 - pyskl - INFO - Epoch [25][2200/3940] lr: 2.338e-02, eta: 2 days, 14:45:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 4.1794, loss: 4.1794 +2025-06-10 03:14:06,079 - pyskl - INFO - Epoch [25][2300/3940] lr: 2.338e-02, eta: 2 days, 14:45:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9487, loss_cls: 4.1995, loss: 4.1995 +2025-06-10 03:14:51,348 - pyskl - INFO - Epoch [25][2400/3940] lr: 2.338e-02, eta: 2 days, 14:44:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 4.1237, loss: 4.1237 +2025-06-10 03:15:36,482 - pyskl - INFO - Epoch [25][2500/3940] lr: 2.337e-02, eta: 2 days, 14:43:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9575, loss_cls: 4.1133, loss: 4.1133 +2025-06-10 03:16:21,768 - pyskl - INFO - Epoch [25][2600/3940] lr: 2.337e-02, eta: 2 days, 14:42:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9563, loss_cls: 4.1426, loss: 4.1426 +2025-06-10 03:17:06,873 - pyskl - INFO - Epoch [25][2700/3940] lr: 2.337e-02, eta: 2 days, 14:41:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9606, loss_cls: 3.9506, loss: 3.9506 +2025-06-10 03:17:52,060 - pyskl - INFO - Epoch [25][2800/3940] lr: 2.336e-02, eta: 2 days, 14:41:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9481, loss_cls: 4.2483, loss: 4.2483 +2025-06-10 03:18:37,442 - pyskl - INFO - Epoch [25][2900/3940] lr: 2.336e-02, eta: 2 days, 14:40:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 3.9798, loss: 3.9798 +2025-06-10 03:19:22,795 - pyskl - INFO - Epoch [25][3000/3940] lr: 2.336e-02, eta: 2 days, 14:39:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9613, loss_cls: 4.0978, loss: 4.0978 +2025-06-10 03:20:08,085 - pyskl - INFO - Epoch [25][3100/3940] lr: 2.335e-02, eta: 2 days, 14:38:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9550, loss_cls: 4.0219, loss: 4.0219 +2025-06-10 03:20:53,326 - pyskl - INFO - Epoch [25][3200/3940] lr: 2.335e-02, eta: 2 days, 14:37:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9525, loss_cls: 4.1642, loss: 4.1642 +2025-06-10 03:21:38,698 - pyskl - INFO - Epoch [25][3300/3940] lr: 2.335e-02, eta: 2 days, 14:37:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9450, loss_cls: 4.1518, loss: 4.1518 +2025-06-10 03:22:24,041 - pyskl - INFO - Epoch [25][3400/3940] lr: 2.334e-02, eta: 2 days, 14:36:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 4.0780, loss: 4.0780 +2025-06-10 03:23:09,500 - pyskl - INFO - Epoch [25][3500/3940] lr: 2.334e-02, eta: 2 days, 14:35:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9544, loss_cls: 4.1076, loss: 4.1076 +2025-06-10 03:23:55,024 - pyskl - INFO - Epoch [25][3600/3940] lr: 2.334e-02, eta: 2 days, 14:34:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9550, loss_cls: 4.2037, loss: 4.2037 +2025-06-10 03:24:40,368 - pyskl - INFO - Epoch [25][3700/3940] lr: 2.333e-02, eta: 2 days, 14:33:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9587, loss_cls: 4.1247, loss: 4.1247 +2025-06-10 03:25:25,750 - pyskl - INFO - Epoch [25][3800/3940] lr: 2.333e-02, eta: 2 days, 14:33:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 4.0823, loss: 4.0823 +2025-06-10 03:26:11,136 - pyskl - INFO - Epoch [25][3900/3940] lr: 2.333e-02, eta: 2 days, 14:32:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9513, loss_cls: 4.2075, loss: 4.2075 +2025-06-10 03:26:29,639 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-06-10 03:44:38,043 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 03:44:38,569 - pyskl - INFO - +top1_acc 0.6469 +top5_acc 0.9055 +2025-06-10 03:44:38,586 - pyskl - INFO - Epoch(val) [25][3183] top1_acc: 0.6469, top5_acc: 0.9055 +2025-06-10 03:45:47,542 - pyskl - INFO - Epoch [26][100/3940] lr: 2.332e-02, eta: 2 days, 14:31:41, time: 0.689, data_time: 0.235, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9631, loss_cls: 4.3106, loss: 4.3106 +2025-06-10 03:46:32,923 - pyskl - INFO - Epoch [26][200/3940] lr: 2.332e-02, eta: 2 days, 14:30:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9600, loss_cls: 3.9428, loss: 3.9428 +2025-06-10 03:47:18,304 - pyskl - INFO - Epoch [26][300/3940] lr: 2.332e-02, eta: 2 days, 14:30:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 4.0461, loss: 4.0461 +2025-06-10 03:48:03,683 - pyskl - INFO - Epoch [26][400/3940] lr: 2.331e-02, eta: 2 days, 14:29:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9575, loss_cls: 4.0213, loss: 4.0213 +2025-06-10 03:48:49,248 - pyskl - INFO - Epoch [26][500/3940] lr: 2.331e-02, eta: 2 days, 14:28:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9563, loss_cls: 4.1588, loss: 4.1588 +2025-06-10 03:49:34,675 - pyskl - INFO - Epoch [26][600/3940] lr: 2.331e-02, eta: 2 days, 14:27:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 3.9836, loss: 3.9836 +2025-06-10 03:50:20,150 - pyskl - INFO - Epoch [26][700/3940] lr: 2.330e-02, eta: 2 days, 14:26:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 4.0456, loss: 4.0456 +2025-06-10 03:51:05,564 - pyskl - INFO - Epoch [26][800/3940] lr: 2.330e-02, eta: 2 days, 14:26:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9619, loss_cls: 4.0965, loss: 4.0965 +2025-06-10 03:51:50,993 - pyskl - INFO - Epoch [26][900/3940] lr: 2.330e-02, eta: 2 days, 14:25:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9494, loss_cls: 4.2043, loss: 4.2043 +2025-06-10 03:52:36,527 - pyskl - INFO - Epoch [26][1000/3940] lr: 2.329e-02, eta: 2 days, 14:24:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9494, loss_cls: 4.0175, loss: 4.0175 +2025-06-10 03:53:22,052 - pyskl - INFO - Epoch [26][1100/3940] lr: 2.329e-02, eta: 2 days, 14:23:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9663, loss_cls: 3.9782, loss: 3.9782 +2025-06-10 03:54:07,513 - pyskl - INFO - Epoch [26][1200/3940] lr: 2.329e-02, eta: 2 days, 14:23:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9531, loss_cls: 4.0997, loss: 4.0997 +2025-06-10 03:54:52,880 - pyskl - INFO - Epoch [26][1300/3940] lr: 2.328e-02, eta: 2 days, 14:22:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9494, loss_cls: 4.1759, loss: 4.1759 +2025-06-10 03:55:38,321 - pyskl - INFO - Epoch [26][1400/3940] lr: 2.328e-02, eta: 2 days, 14:21:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9494, loss_cls: 4.1960, loss: 4.1960 +2025-06-10 03:56:23,806 - pyskl - INFO - Epoch [26][1500/3940] lr: 2.328e-02, eta: 2 days, 14:20:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9537, loss_cls: 4.1037, loss: 4.1037 +2025-06-10 03:57:09,633 - pyskl - INFO - Epoch [26][1600/3940] lr: 2.327e-02, eta: 2 days, 14:19:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 4.0718, loss: 4.0718 +2025-06-10 03:57:55,090 - pyskl - INFO - Epoch [26][1700/3940] lr: 2.327e-02, eta: 2 days, 14:19:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9594, loss_cls: 4.1045, loss: 4.1045 +2025-06-10 03:58:40,570 - pyskl - INFO - Epoch [26][1800/3940] lr: 2.327e-02, eta: 2 days, 14:18:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9581, loss_cls: 4.0746, loss: 4.0746 +2025-06-10 03:59:26,103 - pyskl - INFO - Epoch [26][1900/3940] lr: 2.326e-02, eta: 2 days, 14:17:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 3.9587, loss: 3.9587 +2025-06-10 04:00:11,676 - pyskl - INFO - Epoch [26][2000/3940] lr: 2.326e-02, eta: 2 days, 14:16:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9550, loss_cls: 4.1469, loss: 4.1469 +2025-06-10 04:00:57,158 - pyskl - INFO - Epoch [26][2100/3940] lr: 2.325e-02, eta: 2 days, 14:16:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9569, loss_cls: 4.0911, loss: 4.0911 +2025-06-10 04:01:42,593 - pyskl - INFO - Epoch [26][2200/3940] lr: 2.325e-02, eta: 2 days, 14:15:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9581, loss_cls: 4.0645, loss: 4.0645 +2025-06-10 04:02:28,036 - pyskl - INFO - Epoch [26][2300/3940] lr: 2.325e-02, eta: 2 days, 14:14:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 4.2385, loss: 4.2385 +2025-06-10 04:03:13,482 - pyskl - INFO - Epoch [26][2400/3940] lr: 2.324e-02, eta: 2 days, 14:13:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9650, loss_cls: 4.0547, loss: 4.0547 +2025-06-10 04:03:58,825 - pyskl - INFO - Epoch [26][2500/3940] lr: 2.324e-02, eta: 2 days, 14:12:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 4.1546, loss: 4.1546 +2025-06-10 04:04:44,316 - pyskl - INFO - Epoch [26][2600/3940] lr: 2.324e-02, eta: 2 days, 14:12:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9581, loss_cls: 4.0594, loss: 4.0594 +2025-06-10 04:05:29,754 - pyskl - INFO - Epoch [26][2700/3940] lr: 2.323e-02, eta: 2 days, 14:11:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9519, loss_cls: 4.1233, loss: 4.1233 +2025-06-10 04:06:15,238 - pyskl - INFO - Epoch [26][2800/3940] lr: 2.323e-02, eta: 2 days, 14:10:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9594, loss_cls: 3.9115, loss: 3.9115 +2025-06-10 04:07:00,715 - pyskl - INFO - Epoch [26][2900/3940] lr: 2.323e-02, eta: 2 days, 14:09:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9556, loss_cls: 4.0372, loss: 4.0372 +2025-06-10 04:07:46,105 - pyskl - INFO - Epoch [26][3000/3940] lr: 2.322e-02, eta: 2 days, 14:09:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 3.9437, loss: 3.9437 +2025-06-10 04:08:31,574 - pyskl - INFO - Epoch [26][3100/3940] lr: 2.322e-02, eta: 2 days, 14:08:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9575, loss_cls: 4.1271, loss: 4.1271 +2025-06-10 04:09:16,995 - pyskl - INFO - Epoch [26][3200/3940] lr: 2.322e-02, eta: 2 days, 14:07:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9475, loss_cls: 4.1901, loss: 4.1901 +2025-06-10 04:10:02,417 - pyskl - INFO - Epoch [26][3300/3940] lr: 2.321e-02, eta: 2 days, 14:06:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9544, loss_cls: 4.0169, loss: 4.0169 +2025-06-10 04:10:47,829 - pyskl - INFO - Epoch [26][3400/3940] lr: 2.321e-02, eta: 2 days, 14:05:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9587, loss_cls: 4.0428, loss: 4.0428 +2025-06-10 04:11:33,308 - pyskl - INFO - Epoch [26][3500/3940] lr: 2.321e-02, eta: 2 days, 14:05:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9519, loss_cls: 4.1889, loss: 4.1889 +2025-06-10 04:12:18,678 - pyskl - INFO - Epoch [26][3600/3940] lr: 2.320e-02, eta: 2 days, 14:04:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9650, loss_cls: 4.0045, loss: 4.0045 +2025-06-10 04:13:04,062 - pyskl - INFO - Epoch [26][3700/3940] lr: 2.320e-02, eta: 2 days, 14:03:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9556, loss_cls: 4.0013, loss: 4.0013 +2025-06-10 04:13:49,509 - pyskl - INFO - Epoch [26][3800/3940] lr: 2.320e-02, eta: 2 days, 14:02:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 4.1146, loss: 4.1146 +2025-06-10 04:14:34,990 - pyskl - INFO - Epoch [26][3900/3940] lr: 2.319e-02, eta: 2 days, 14:01:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 4.1722, loss: 4.1722 +2025-06-10 04:14:53,485 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-06-10 04:18:29,112 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 04:18:29,582 - pyskl - INFO - +top1_acc 0.6767 +top5_acc 0.9201 +2025-06-10 04:18:29,601 - pyskl - INFO - Epoch(val) [26][3183] top1_acc: 0.6767, top5_acc: 0.9201 +2025-06-10 04:19:38,600 - pyskl - INFO - Epoch [27][100/3940] lr: 2.319e-02, eta: 2 days, 14:01:17, time: 0.690, data_time: 0.236, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 3.9668, loss: 3.9668 +2025-06-10 04:20:24,109 - pyskl - INFO - Epoch [27][200/3940] lr: 2.319e-02, eta: 2 days, 14:00:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 4.0033, loss: 4.0033 +2025-06-10 04:21:09,537 - pyskl - INFO - Epoch [27][300/3940] lr: 2.318e-02, eta: 2 days, 13:59:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 3.9132, loss: 3.9132 +2025-06-10 04:21:55,069 - pyskl - INFO - Epoch [27][400/3940] lr: 2.318e-02, eta: 2 days, 13:58:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9581, loss_cls: 3.9422, loss: 3.9422 +2025-06-10 04:22:40,565 - pyskl - INFO - Epoch [27][500/3940] lr: 2.317e-02, eta: 2 days, 13:58:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 4.0065, loss: 4.0065 +2025-06-10 04:23:26,303 - pyskl - INFO - Epoch [27][600/3940] lr: 2.317e-02, eta: 2 days, 13:57:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9556, loss_cls: 4.0174, loss: 4.0174 +2025-06-10 04:24:11,901 - pyskl - INFO - Epoch [27][700/3940] lr: 2.317e-02, eta: 2 days, 13:56:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9513, loss_cls: 4.1362, loss: 4.1362 +2025-06-10 04:24:57,501 - pyskl - INFO - Epoch [27][800/3940] lr: 2.316e-02, eta: 2 days, 13:55:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9613, loss_cls: 4.1337, loss: 4.1337 +2025-06-10 04:25:43,161 - pyskl - INFO - Epoch [27][900/3940] lr: 2.316e-02, eta: 2 days, 13:55:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9581, loss_cls: 3.9408, loss: 3.9408 +2025-06-10 04:26:28,827 - pyskl - INFO - Epoch [27][1000/3940] lr: 2.316e-02, eta: 2 days, 13:54:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 4.0714, loss: 4.0714 +2025-06-10 04:27:14,547 - pyskl - INFO - Epoch [27][1100/3940] lr: 2.315e-02, eta: 2 days, 13:53:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 4.0979, loss: 4.0979 +2025-06-10 04:28:00,083 - pyskl - INFO - Epoch [27][1200/3940] lr: 2.315e-02, eta: 2 days, 13:52:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 3.9819, loss: 3.9819 +2025-06-10 04:28:45,688 - pyskl - INFO - Epoch [27][1300/3940] lr: 2.315e-02, eta: 2 days, 13:52:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9531, loss_cls: 3.9928, loss: 3.9928 +2025-06-10 04:29:31,357 - pyskl - INFO - Epoch [27][1400/3940] lr: 2.314e-02, eta: 2 days, 13:51:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 4.1814, loss: 4.1814 +2025-06-10 04:30:17,111 - pyskl - INFO - Epoch [27][1500/3940] lr: 2.314e-02, eta: 2 days, 13:50:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9606, loss_cls: 3.9409, loss: 3.9409 +2025-06-10 04:31:02,784 - pyskl - INFO - Epoch [27][1600/3940] lr: 2.314e-02, eta: 2 days, 13:49:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 3.9451, loss: 3.9451 +2025-06-10 04:31:48,414 - pyskl - INFO - Epoch [27][1700/3940] lr: 2.313e-02, eta: 2 days, 13:48:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9513, loss_cls: 4.0635, loss: 4.0635 +2025-06-10 04:32:34,131 - pyskl - INFO - Epoch [27][1800/3940] lr: 2.313e-02, eta: 2 days, 13:48:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9537, loss_cls: 3.9699, loss: 3.9699 +2025-06-10 04:33:19,825 - pyskl - INFO - Epoch [27][1900/3940] lr: 2.313e-02, eta: 2 days, 13:47:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9594, loss_cls: 4.0240, loss: 4.0240 +2025-06-10 04:34:05,376 - pyskl - INFO - Epoch [27][2000/3940] lr: 2.312e-02, eta: 2 days, 13:46:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9469, loss_cls: 4.0104, loss: 4.0104 +2025-06-10 04:34:50,921 - pyskl - INFO - Epoch [27][2100/3940] lr: 2.312e-02, eta: 2 days, 13:45:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9437, loss_cls: 4.0664, loss: 4.0664 +2025-06-10 04:35:36,464 - pyskl - INFO - Epoch [27][2200/3940] lr: 2.312e-02, eta: 2 days, 13:45:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9544, loss_cls: 4.1242, loss: 4.1242 +2025-06-10 04:36:21,959 - pyskl - INFO - Epoch [27][2300/3940] lr: 2.311e-02, eta: 2 days, 13:44:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9537, loss_cls: 4.0740, loss: 4.0740 +2025-06-10 04:37:07,455 - pyskl - INFO - Epoch [27][2400/3940] lr: 2.311e-02, eta: 2 days, 13:43:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9656, loss_cls: 4.0084, loss: 4.0084 +2025-06-10 04:37:52,980 - pyskl - INFO - Epoch [27][2500/3940] lr: 2.311e-02, eta: 2 days, 13:42:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 3.9798, loss: 3.9798 +2025-06-10 04:38:38,568 - pyskl - INFO - Epoch [27][2600/3940] lr: 2.310e-02, eta: 2 days, 13:42:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9525, loss_cls: 4.1704, loss: 4.1704 +2025-06-10 04:39:24,118 - pyskl - INFO - Epoch [27][2700/3940] lr: 2.310e-02, eta: 2 days, 13:41:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9575, loss_cls: 4.0347, loss: 4.0347 +2025-06-10 04:40:09,597 - pyskl - INFO - Epoch [27][2800/3940] lr: 2.309e-02, eta: 2 days, 13:40:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9500, loss_cls: 4.1717, loss: 4.1717 +2025-06-10 04:40:55,076 - pyskl - INFO - Epoch [27][2900/3940] lr: 2.309e-02, eta: 2 days, 13:39:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9587, loss_cls: 4.1567, loss: 4.1567 +2025-06-10 04:41:40,582 - pyskl - INFO - Epoch [27][3000/3940] lr: 2.309e-02, eta: 2 days, 13:38:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 4.0747, loss: 4.0747 +2025-06-10 04:42:26,064 - pyskl - INFO - Epoch [27][3100/3940] lr: 2.308e-02, eta: 2 days, 13:38:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9613, loss_cls: 4.0277, loss: 4.0277 +2025-06-10 04:43:11,478 - pyskl - INFO - Epoch [27][3200/3940] lr: 2.308e-02, eta: 2 days, 13:37:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9556, loss_cls: 4.1987, loss: 4.1987 +2025-06-10 04:43:56,921 - pyskl - INFO - Epoch [27][3300/3940] lr: 2.308e-02, eta: 2 days, 13:36:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 4.0470, loss: 4.0470 +2025-06-10 04:44:42,427 - pyskl - INFO - Epoch [27][3400/3940] lr: 2.307e-02, eta: 2 days, 13:35:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9563, loss_cls: 3.9665, loss: 3.9665 +2025-06-10 04:45:27,882 - pyskl - INFO - Epoch [27][3500/3940] lr: 2.307e-02, eta: 2 days, 13:35:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 4.0251, loss: 4.0251 +2025-06-10 04:46:13,451 - pyskl - INFO - Epoch [27][3600/3940] lr: 2.307e-02, eta: 2 days, 13:34:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9587, loss_cls: 4.1171, loss: 4.1171 +2025-06-10 04:46:59,027 - pyskl - INFO - Epoch [27][3700/3940] lr: 2.306e-02, eta: 2 days, 13:33:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 4.1035, loss: 4.1035 +2025-06-10 04:47:44,608 - pyskl - INFO - Epoch [27][3800/3940] lr: 2.306e-02, eta: 2 days, 13:32:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9569, loss_cls: 4.0255, loss: 4.0255 +2025-06-10 04:48:30,151 - pyskl - INFO - Epoch [27][3900/3940] lr: 2.306e-02, eta: 2 days, 13:31:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 4.0034, loss: 4.0034 +2025-06-10 04:48:48,654 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-06-10 04:52:24,318 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 04:52:24,789 - pyskl - INFO - +top1_acc 0.6980 +top5_acc 0.9321 +2025-06-10 04:52:24,808 - pyskl - INFO - Epoch(val) [27][3183] top1_acc: 0.6980, top5_acc: 0.9321 +2025-06-10 04:53:34,039 - pyskl - INFO - Epoch [28][100/3940] lr: 2.305e-02, eta: 2 days, 13:31:15, time: 0.692, data_time: 0.237, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9625, loss_cls: 4.1361, loss: 4.1361 +2025-06-10 04:54:19,478 - pyskl - INFO - Epoch [28][200/3940] lr: 2.305e-02, eta: 2 days, 13:30:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9619, loss_cls: 4.0296, loss: 4.0296 +2025-06-10 04:55:05,003 - pyskl - INFO - Epoch [28][300/3940] lr: 2.304e-02, eta: 2 days, 13:29:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 3.9912, loss: 3.9912 +2025-06-10 04:55:50,499 - pyskl - INFO - Epoch [28][400/3940] lr: 2.304e-02, eta: 2 days, 13:28:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9550, loss_cls: 4.1075, loss: 4.1075 +2025-06-10 04:56:36,091 - pyskl - INFO - Epoch [28][500/3940] lr: 2.304e-02, eta: 2 days, 13:28:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9556, loss_cls: 3.9669, loss: 3.9669 +2025-06-10 04:57:21,595 - pyskl - INFO - Epoch [28][600/3940] lr: 2.303e-02, eta: 2 days, 13:27:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9619, loss_cls: 3.8957, loss: 3.8957 +2025-06-10 04:58:07,589 - pyskl - INFO - Epoch [28][700/3940] lr: 2.303e-02, eta: 2 days, 13:26:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9569, loss_cls: 4.0242, loss: 4.0242 +2025-06-10 04:58:52,991 - pyskl - INFO - Epoch [28][800/3940] lr: 2.303e-02, eta: 2 days, 13:25:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9500, loss_cls: 4.0772, loss: 4.0772 +2025-06-10 04:59:38,491 - pyskl - INFO - Epoch [28][900/3940] lr: 2.302e-02, eta: 2 days, 13:25:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 4.0653, loss: 4.0653 +2025-06-10 05:00:23,864 - pyskl - INFO - Epoch [28][1000/3940] lr: 2.302e-02, eta: 2 days, 13:24:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 4.1047, loss: 4.1047 +2025-06-10 05:01:09,131 - pyskl - INFO - Epoch [28][1100/3940] lr: 2.301e-02, eta: 2 days, 13:23:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9575, loss_cls: 3.9120, loss: 3.9120 +2025-06-10 05:01:54,518 - pyskl - INFO - Epoch [28][1200/3940] lr: 2.301e-02, eta: 2 days, 13:22:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 4.0173, loss: 4.0173 +2025-06-10 05:02:39,991 - pyskl - INFO - Epoch [28][1300/3940] lr: 2.301e-02, eta: 2 days, 13:21:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9525, loss_cls: 4.1768, loss: 4.1768 +2025-06-10 05:03:25,738 - pyskl - INFO - Epoch [28][1400/3940] lr: 2.300e-02, eta: 2 days, 13:21:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 4.1102, loss: 4.1102 +2025-06-10 05:04:11,468 - pyskl - INFO - Epoch [28][1500/3940] lr: 2.300e-02, eta: 2 days, 13:20:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9606, loss_cls: 3.9877, loss: 3.9877 +2025-06-10 05:04:56,775 - pyskl - INFO - Epoch [28][1600/3940] lr: 2.300e-02, eta: 2 days, 13:19:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9475, loss_cls: 3.9672, loss: 3.9672 +2025-06-10 05:05:42,172 - pyskl - INFO - Epoch [28][1700/3940] lr: 2.299e-02, eta: 2 days, 13:18:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9544, loss_cls: 4.0044, loss: 4.0044 +2025-06-10 05:06:27,748 - pyskl - INFO - Epoch [28][1800/3940] lr: 2.299e-02, eta: 2 days, 13:18:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9575, loss_cls: 4.1642, loss: 4.1642 +2025-06-10 05:07:13,395 - pyskl - INFO - Epoch [28][1900/3940] lr: 2.299e-02, eta: 2 days, 13:17:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 4.0283, loss: 4.0283 +2025-06-10 05:07:58,849 - pyskl - INFO - Epoch [28][2000/3940] lr: 2.298e-02, eta: 2 days, 13:16:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9581, loss_cls: 3.8759, loss: 3.8759 +2025-06-10 05:08:44,354 - pyskl - INFO - Epoch [28][2100/3940] lr: 2.298e-02, eta: 2 days, 13:15:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9600, loss_cls: 4.0580, loss: 4.0580 +2025-06-10 05:09:29,805 - pyskl - INFO - Epoch [28][2200/3940] lr: 2.298e-02, eta: 2 days, 13:14:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9556, loss_cls: 4.2399, loss: 4.2399 +2025-06-10 05:10:15,288 - pyskl - INFO - Epoch [28][2300/3940] lr: 2.297e-02, eta: 2 days, 13:14:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9594, loss_cls: 3.9742, loss: 3.9742 +2025-06-10 05:11:00,723 - pyskl - INFO - Epoch [28][2400/3940] lr: 2.297e-02, eta: 2 days, 13:13:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 4.0635, loss: 4.0635 +2025-06-10 05:11:46,114 - pyskl - INFO - Epoch [28][2500/3940] lr: 2.296e-02, eta: 2 days, 13:12:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9550, loss_cls: 4.0577, loss: 4.0577 +2025-06-10 05:12:31,509 - pyskl - INFO - Epoch [28][2600/3940] lr: 2.296e-02, eta: 2 days, 13:11:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9519, loss_cls: 4.1762, loss: 4.1762 +2025-06-10 05:13:16,903 - pyskl - INFO - Epoch [28][2700/3940] lr: 2.296e-02, eta: 2 days, 13:11:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 4.0188, loss: 4.0188 +2025-06-10 05:14:02,297 - pyskl - INFO - Epoch [28][2800/3940] lr: 2.295e-02, eta: 2 days, 13:10:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9519, loss_cls: 4.0488, loss: 4.0488 +2025-06-10 05:14:47,717 - pyskl - INFO - Epoch [28][2900/3940] lr: 2.295e-02, eta: 2 days, 13:09:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 4.0777, loss: 4.0777 +2025-06-10 05:15:33,056 - pyskl - INFO - Epoch [28][3000/3940] lr: 2.295e-02, eta: 2 days, 13:08:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9606, loss_cls: 4.0036, loss: 4.0036 +2025-06-10 05:16:18,481 - pyskl - INFO - Epoch [28][3100/3940] lr: 2.294e-02, eta: 2 days, 13:07:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 3.9541, loss: 3.9541 +2025-06-10 05:17:03,872 - pyskl - INFO - Epoch [28][3200/3940] lr: 2.294e-02, eta: 2 days, 13:07:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 3.9992, loss: 3.9992 +2025-06-10 05:17:49,289 - pyskl - INFO - Epoch [28][3300/3940] lr: 2.294e-02, eta: 2 days, 13:06:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 3.8226, loss: 3.8226 +2025-06-10 05:18:34,694 - pyskl - INFO - Epoch [28][3400/3940] lr: 2.293e-02, eta: 2 days, 13:05:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9531, loss_cls: 4.0106, loss: 4.0106 +2025-06-10 05:19:20,068 - pyskl - INFO - Epoch [28][3500/3940] lr: 2.293e-02, eta: 2 days, 13:04:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9606, loss_cls: 4.0345, loss: 4.0345 +2025-06-10 05:20:05,525 - pyskl - INFO - Epoch [28][3600/3940] lr: 2.292e-02, eta: 2 days, 13:03:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9631, loss_cls: 3.9864, loss: 3.9864 +2025-06-10 05:20:50,997 - pyskl - INFO - Epoch [28][3700/3940] lr: 2.292e-02, eta: 2 days, 13:03:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9513, loss_cls: 4.0084, loss: 4.0084 +2025-06-10 05:21:36,418 - pyskl - INFO - Epoch [28][3800/3940] lr: 2.292e-02, eta: 2 days, 13:02:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 4.0868, loss: 4.0868 +2025-06-10 05:22:21,807 - pyskl - INFO - Epoch [28][3900/3940] lr: 2.291e-02, eta: 2 days, 13:01:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 4.0553, loss: 4.0553 +2025-06-10 05:22:40,344 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-06-10 05:26:13,379 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 05:26:13,835 - pyskl - INFO - +top1_acc 0.6783 +top5_acc 0.9117 +2025-06-10 05:26:13,852 - pyskl - INFO - Epoch(val) [28][3183] top1_acc: 0.6783, top5_acc: 0.9117 +2025-06-10 05:27:22,467 - pyskl - INFO - Epoch [29][100/3940] lr: 2.291e-02, eta: 2 days, 13:00:54, time: 0.686, data_time: 0.230, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 3.9487, loss: 3.9487 +2025-06-10 05:28:08,004 - pyskl - INFO - Epoch [29][200/3940] lr: 2.290e-02, eta: 2 days, 13:00:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 3.8587, loss: 3.8587 +2025-06-10 05:28:53,516 - pyskl - INFO - Epoch [29][300/3940] lr: 2.290e-02, eta: 2 days, 12:59:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 3.9925, loss: 3.9925 +2025-06-10 05:29:39,071 - pyskl - INFO - Epoch [29][400/3940] lr: 2.290e-02, eta: 2 days, 12:58:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 4.2221, loss: 4.2221 +2025-06-10 05:30:24,469 - pyskl - INFO - Epoch [29][500/3940] lr: 2.289e-02, eta: 2 days, 12:57:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9525, loss_cls: 3.9909, loss: 3.9909 +2025-06-10 05:31:09,968 - pyskl - INFO - Epoch [29][600/3940] lr: 2.289e-02, eta: 2 days, 12:57:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9575, loss_cls: 3.9626, loss: 3.9626 +2025-06-10 05:31:55,397 - pyskl - INFO - Epoch [29][700/3940] lr: 2.289e-02, eta: 2 days, 12:56:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 4.0315, loss: 4.0315 +2025-06-10 05:32:40,838 - pyskl - INFO - Epoch [29][800/3940] lr: 2.288e-02, eta: 2 days, 12:55:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9650, loss_cls: 3.9419, loss: 3.9419 +2025-06-10 05:33:26,194 - pyskl - INFO - Epoch [29][900/3940] lr: 2.288e-02, eta: 2 days, 12:54:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9506, loss_cls: 4.1694, loss: 4.1694 +2025-06-10 05:34:11,521 - pyskl - INFO - Epoch [29][1000/3940] lr: 2.287e-02, eta: 2 days, 12:53:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9650, loss_cls: 3.9693, loss: 3.9693 +2025-06-10 05:34:56,960 - pyskl - INFO - Epoch [29][1100/3940] lr: 2.287e-02, eta: 2 days, 12:53:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 3.8428, loss: 3.8428 +2025-06-10 05:35:42,390 - pyskl - INFO - Epoch [29][1200/3940] lr: 2.287e-02, eta: 2 days, 12:52:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9587, loss_cls: 4.0321, loss: 4.0321 +2025-06-10 05:36:27,822 - pyskl - INFO - Epoch [29][1300/3940] lr: 2.286e-02, eta: 2 days, 12:51:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 3.9270, loss: 3.9270 +2025-06-10 05:37:13,247 - pyskl - INFO - Epoch [29][1400/3940] lr: 2.286e-02, eta: 2 days, 12:50:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9531, loss_cls: 4.0889, loss: 4.0889 +2025-06-10 05:37:58,730 - pyskl - INFO - Epoch [29][1500/3940] lr: 2.286e-02, eta: 2 days, 12:49:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9581, loss_cls: 3.9268, loss: 3.9268 +2025-06-10 05:38:44,238 - pyskl - INFO - Epoch [29][1600/3940] lr: 2.285e-02, eta: 2 days, 12:49:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9537, loss_cls: 4.0193, loss: 4.0193 +2025-06-10 05:39:29,700 - pyskl - INFO - Epoch [29][1700/3940] lr: 2.285e-02, eta: 2 days, 12:48:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9600, loss_cls: 4.0761, loss: 4.0761 +2025-06-10 05:40:15,190 - pyskl - INFO - Epoch [29][1800/3940] lr: 2.284e-02, eta: 2 days, 12:47:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9581, loss_cls: 3.9867, loss: 3.9867 +2025-06-10 05:41:00,604 - pyskl - INFO - Epoch [29][1900/3940] lr: 2.284e-02, eta: 2 days, 12:46:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 4.0990, loss: 4.0990 +2025-06-10 05:41:46,107 - pyskl - INFO - Epoch [29][2000/3940] lr: 2.284e-02, eta: 2 days, 12:46:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9475, loss_cls: 4.1371, loss: 4.1371 +2025-06-10 05:42:31,495 - pyskl - INFO - Epoch [29][2100/3940] lr: 2.283e-02, eta: 2 days, 12:45:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9550, loss_cls: 4.1569, loss: 4.1569 +2025-06-10 05:43:16,919 - pyskl - INFO - Epoch [29][2200/3940] lr: 2.283e-02, eta: 2 days, 12:44:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9544, loss_cls: 3.9447, loss: 3.9447 +2025-06-10 05:44:02,388 - pyskl - INFO - Epoch [29][2300/3940] lr: 2.283e-02, eta: 2 days, 12:43:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9556, loss_cls: 4.0241, loss: 4.0241 +2025-06-10 05:44:47,771 - pyskl - INFO - Epoch [29][2400/3940] lr: 2.282e-02, eta: 2 days, 12:42:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 4.0168, loss: 4.0168 +2025-06-10 05:45:33,201 - pyskl - INFO - Epoch [29][2500/3940] lr: 2.282e-02, eta: 2 days, 12:42:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 4.0785, loss: 4.0785 +2025-06-10 05:46:18,593 - pyskl - INFO - Epoch [29][2600/3940] lr: 2.281e-02, eta: 2 days, 12:41:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9631, loss_cls: 4.0855, loss: 4.0855 +2025-06-10 05:47:04,004 - pyskl - INFO - Epoch [29][2700/3940] lr: 2.281e-02, eta: 2 days, 12:40:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 3.8736, loss: 3.8736 +2025-06-10 05:47:49,460 - pyskl - INFO - Epoch [29][2800/3940] lr: 2.281e-02, eta: 2 days, 12:39:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 3.8957, loss: 3.8957 +2025-06-10 05:48:34,933 - pyskl - INFO - Epoch [29][2900/3940] lr: 2.280e-02, eta: 2 days, 12:39:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 3.9285, loss: 3.9285 +2025-06-10 05:49:20,420 - pyskl - INFO - Epoch [29][3000/3940] lr: 2.280e-02, eta: 2 days, 12:38:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9606, loss_cls: 3.9948, loss: 3.9948 +2025-06-10 05:50:05,922 - pyskl - INFO - Epoch [29][3100/3940] lr: 2.280e-02, eta: 2 days, 12:37:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9594, loss_cls: 4.0219, loss: 4.0219 +2025-06-10 05:50:51,358 - pyskl - INFO - Epoch [29][3200/3940] lr: 2.279e-02, eta: 2 days, 12:36:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9594, loss_cls: 4.0475, loss: 4.0475 +2025-06-10 05:51:36,700 - pyskl - INFO - Epoch [29][3300/3940] lr: 2.279e-02, eta: 2 days, 12:35:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 3.8461, loss: 3.8461 +2025-06-10 05:52:22,136 - pyskl - INFO - Epoch [29][3400/3940] lr: 2.278e-02, eta: 2 days, 12:35:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9569, loss_cls: 4.0499, loss: 4.0499 +2025-06-10 05:53:07,630 - pyskl - INFO - Epoch [29][3500/3940] lr: 2.278e-02, eta: 2 days, 12:34:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 4.0751, loss: 4.0751 +2025-06-10 05:53:52,963 - pyskl - INFO - Epoch [29][3600/3940] lr: 2.278e-02, eta: 2 days, 12:33:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9519, loss_cls: 4.1198, loss: 4.1198 +2025-06-10 05:54:38,446 - pyskl - INFO - Epoch [29][3700/3940] lr: 2.277e-02, eta: 2 days, 12:32:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 4.0932, loss: 4.0932 +2025-06-10 05:55:23,881 - pyskl - INFO - Epoch [29][3800/3940] lr: 2.277e-02, eta: 2 days, 12:32:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 4.0610, loss: 4.0610 +2025-06-10 05:56:09,185 - pyskl - INFO - Epoch [29][3900/3940] lr: 2.277e-02, eta: 2 days, 12:31:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9537, loss_cls: 4.0940, loss: 4.0940 +2025-06-10 05:56:27,685 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-06-10 06:00:03,876 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 06:00:04,331 - pyskl - INFO - +top1_acc 0.7313 +top5_acc 0.9467 +2025-06-10 06:00:04,385 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_24.pth was removed +2025-06-10 06:00:05,390 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_29.pth. +2025-06-10 06:00:05,392 - pyskl - INFO - Best top1_acc is 0.7313 at 29 epoch. +2025-06-10 06:00:05,410 - pyskl - INFO - Epoch(val) [29][3183] top1_acc: 0.7313, top5_acc: 0.9467 +2025-06-10 06:01:14,498 - pyskl - INFO - Epoch [30][100/3940] lr: 2.276e-02, eta: 2 days, 12:30:32, time: 0.691, data_time: 0.232, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 4.0027, loss: 4.0027 +2025-06-10 06:02:00,092 - pyskl - INFO - Epoch [30][200/3940] lr: 2.276e-02, eta: 2 days, 12:29:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 4.0915, loss: 4.0915 +2025-06-10 06:02:45,582 - pyskl - INFO - Epoch [30][300/3940] lr: 2.275e-02, eta: 2 days, 12:28:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 3.9952, loss: 3.9952 +2025-06-10 06:03:31,029 - pyskl - INFO - Epoch [30][400/3940] lr: 2.275e-02, eta: 2 days, 12:28:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 4.0109, loss: 4.0109 +2025-06-10 06:04:16,572 - pyskl - INFO - Epoch [30][500/3940] lr: 2.275e-02, eta: 2 days, 12:27:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 3.9811, loss: 3.9811 +2025-06-10 06:05:01,960 - pyskl - INFO - Epoch [30][600/3940] lr: 2.274e-02, eta: 2 days, 12:26:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9569, loss_cls: 3.9934, loss: 3.9934 +2025-06-10 06:05:47,354 - pyskl - INFO - Epoch [30][700/3940] lr: 2.274e-02, eta: 2 days, 12:25:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 4.0009, loss: 4.0009 +2025-06-10 06:06:32,768 - pyskl - INFO - Epoch [30][800/3940] lr: 2.273e-02, eta: 2 days, 12:25:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 3.8115, loss: 3.8115 +2025-06-10 06:07:18,162 - pyskl - INFO - Epoch [30][900/3940] lr: 2.273e-02, eta: 2 days, 12:24:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9487, loss_cls: 4.1650, loss: 4.1650 +2025-06-10 06:08:03,578 - pyskl - INFO - Epoch [30][1000/3940] lr: 2.273e-02, eta: 2 days, 12:23:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9594, loss_cls: 3.9633, loss: 3.9633 +2025-06-10 06:08:48,967 - pyskl - INFO - Epoch [30][1100/3940] lr: 2.272e-02, eta: 2 days, 12:22:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9544, loss_cls: 3.9735, loss: 3.9735 +2025-06-10 06:09:34,402 - pyskl - INFO - Epoch [30][1200/3940] lr: 2.272e-02, eta: 2 days, 12:21:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9531, loss_cls: 4.2043, loss: 4.2043 +2025-06-10 06:10:19,798 - pyskl - INFO - Epoch [30][1300/3940] lr: 2.271e-02, eta: 2 days, 12:21:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9556, loss_cls: 4.0970, loss: 4.0970 +2025-06-10 06:11:05,193 - pyskl - INFO - Epoch [30][1400/3940] lr: 2.271e-02, eta: 2 days, 12:20:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9587, loss_cls: 3.9749, loss: 3.9749 +2025-06-10 06:11:50,602 - pyskl - INFO - Epoch [30][1500/3940] lr: 2.271e-02, eta: 2 days, 12:19:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9606, loss_cls: 3.9353, loss: 3.9353 +2025-06-10 06:12:35,930 - pyskl - INFO - Epoch [30][1600/3940] lr: 2.270e-02, eta: 2 days, 12:18:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9619, loss_cls: 3.9518, loss: 3.9518 +2025-06-10 06:13:21,305 - pyskl - INFO - Epoch [30][1700/3940] lr: 2.270e-02, eta: 2 days, 12:18:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9494, loss_cls: 4.0850, loss: 4.0850 +2025-06-10 06:14:06,695 - pyskl - INFO - Epoch [30][1800/3940] lr: 2.270e-02, eta: 2 days, 12:17:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9688, loss_cls: 4.0221, loss: 4.0221 +2025-06-10 06:14:51,954 - pyskl - INFO - Epoch [30][1900/3940] lr: 2.269e-02, eta: 2 days, 12:16:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 4.0556, loss: 4.0556 +2025-06-10 06:15:37,350 - pyskl - INFO - Epoch [30][2000/3940] lr: 2.269e-02, eta: 2 days, 12:15:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9550, loss_cls: 3.9872, loss: 3.9872 +2025-06-10 06:16:22,786 - pyskl - INFO - Epoch [30][2100/3940] lr: 2.268e-02, eta: 2 days, 12:14:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 4.0964, loss: 4.0964 +2025-06-10 06:17:08,168 - pyskl - INFO - Epoch [30][2200/3940] lr: 2.268e-02, eta: 2 days, 12:14:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9556, loss_cls: 4.0513, loss: 4.0513 +2025-06-10 06:17:53,576 - pyskl - INFO - Epoch [30][2300/3940] lr: 2.268e-02, eta: 2 days, 12:13:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9563, loss_cls: 4.1675, loss: 4.1675 +2025-06-10 06:18:38,973 - pyskl - INFO - Epoch [30][2400/3940] lr: 2.267e-02, eta: 2 days, 12:12:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 3.9717, loss: 3.9717 +2025-06-10 06:19:24,337 - pyskl - INFO - Epoch [30][2500/3940] lr: 2.267e-02, eta: 2 days, 12:11:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9594, loss_cls: 3.8712, loss: 3.8712 +2025-06-10 06:20:09,720 - pyskl - INFO - Epoch [30][2600/3940] lr: 2.266e-02, eta: 2 days, 12:11:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 3.7867, loss: 3.7867 +2025-06-10 06:20:55,119 - pyskl - INFO - Epoch [30][2700/3940] lr: 2.266e-02, eta: 2 days, 12:10:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9650, loss_cls: 3.9468, loss: 3.9468 +2025-06-10 06:21:40,550 - pyskl - INFO - Epoch [30][2800/3940] lr: 2.266e-02, eta: 2 days, 12:09:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 4.0551, loss: 4.0551 +2025-06-10 06:22:26,012 - pyskl - INFO - Epoch [30][2900/3940] lr: 2.265e-02, eta: 2 days, 12:08:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 4.0701, loss: 4.0701 +2025-06-10 06:23:11,457 - pyskl - INFO - Epoch [30][3000/3940] lr: 2.265e-02, eta: 2 days, 12:07:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9556, loss_cls: 4.0888, loss: 4.0888 +2025-06-10 06:23:56,837 - pyskl - INFO - Epoch [30][3100/3940] lr: 2.265e-02, eta: 2 days, 12:07:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9556, loss_cls: 4.0587, loss: 4.0587 +2025-06-10 06:24:42,290 - pyskl - INFO - Epoch [30][3200/3940] lr: 2.264e-02, eta: 2 days, 12:06:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9575, loss_cls: 3.9706, loss: 3.9706 +2025-06-10 06:25:27,782 - pyskl - INFO - Epoch [30][3300/3940] lr: 2.264e-02, eta: 2 days, 12:05:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9594, loss_cls: 4.1244, loss: 4.1244 +2025-06-10 06:26:13,305 - pyskl - INFO - Epoch [30][3400/3940] lr: 2.263e-02, eta: 2 days, 12:04:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9494, loss_cls: 4.1181, loss: 4.1181 +2025-06-10 06:26:58,820 - pyskl - INFO - Epoch [30][3500/3940] lr: 2.263e-02, eta: 2 days, 12:04:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9669, loss_cls: 3.8372, loss: 3.8372 +2025-06-10 06:27:44,239 - pyskl - INFO - Epoch [30][3600/3940] lr: 2.263e-02, eta: 2 days, 12:03:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 3.9618, loss: 3.9618 +2025-06-10 06:28:29,949 - pyskl - INFO - Epoch [30][3700/3940] lr: 2.262e-02, eta: 2 days, 12:02:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 4.0808, loss: 4.0808 +2025-06-10 06:29:15,533 - pyskl - INFO - Epoch [30][3800/3940] lr: 2.262e-02, eta: 2 days, 12:01:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 3.9631, loss: 3.9631 +2025-06-10 06:30:01,039 - pyskl - INFO - Epoch [30][3900/3940] lr: 2.261e-02, eta: 2 days, 12:00:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.9463, loss: 3.9463 +2025-06-10 06:30:19,565 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-06-10 06:49:09,118 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 06:49:09,579 - pyskl - INFO - +top1_acc 0.7162 +top5_acc 0.9349 +2025-06-10 06:49:09,597 - pyskl - INFO - Epoch(val) [30][3183] top1_acc: 0.7162, top5_acc: 0.9349 +2025-06-10 06:50:18,433 - pyskl - INFO - Epoch [31][100/3940] lr: 2.261e-02, eta: 2 days, 12:00:10, time: 0.688, data_time: 0.233, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 4.0865, loss: 4.0865 +2025-06-10 06:51:04,062 - pyskl - INFO - Epoch [31][200/3940] lr: 2.260e-02, eta: 2 days, 11:59:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 3.9811, loss: 3.9811 +2025-06-10 06:51:49,913 - pyskl - INFO - Epoch [31][300/3940] lr: 2.260e-02, eta: 2 days, 11:58:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9594, loss_cls: 4.0090, loss: 4.0090 +2025-06-10 06:52:35,470 - pyskl - INFO - Epoch [31][400/3940] lr: 2.260e-02, eta: 2 days, 11:57:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 3.8473, loss: 3.8473 +2025-06-10 06:53:20,997 - pyskl - INFO - Epoch [31][500/3940] lr: 2.259e-02, eta: 2 days, 11:57:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 3.8998, loss: 3.8998 +2025-06-10 06:54:06,520 - pyskl - INFO - Epoch [31][600/3940] lr: 2.259e-02, eta: 2 days, 11:56:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9663, loss_cls: 3.9359, loss: 3.9359 +2025-06-10 06:54:51,949 - pyskl - INFO - Epoch [31][700/3940] lr: 2.259e-02, eta: 2 days, 11:55:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 3.9058, loss: 3.9058 +2025-06-10 06:55:37,493 - pyskl - INFO - Epoch [31][800/3940] lr: 2.258e-02, eta: 2 days, 11:54:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.9524, loss: 3.9524 +2025-06-10 06:56:23,019 - pyskl - INFO - Epoch [31][900/3940] lr: 2.258e-02, eta: 2 days, 11:54:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9575, loss_cls: 4.0188, loss: 4.0188 +2025-06-10 06:57:08,452 - pyskl - INFO - Epoch [31][1000/3940] lr: 2.257e-02, eta: 2 days, 11:53:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 3.9520, loss: 3.9520 +2025-06-10 06:57:53,983 - pyskl - INFO - Epoch [31][1100/3940] lr: 2.257e-02, eta: 2 days, 11:52:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9575, loss_cls: 4.0411, loss: 4.0411 +2025-06-10 06:58:39,509 - pyskl - INFO - Epoch [31][1200/3940] lr: 2.257e-02, eta: 2 days, 11:51:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 4.1338, loss: 4.1338 +2025-06-10 06:59:25,031 - pyskl - INFO - Epoch [31][1300/3940] lr: 2.256e-02, eta: 2 days, 11:50:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9606, loss_cls: 3.8854, loss: 3.8854 +2025-06-10 07:00:10,482 - pyskl - INFO - Epoch [31][1400/3940] lr: 2.256e-02, eta: 2 days, 11:50:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9581, loss_cls: 3.8862, loss: 3.8862 +2025-06-10 07:00:55,965 - pyskl - INFO - Epoch [31][1500/3940] lr: 2.255e-02, eta: 2 days, 11:49:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9556, loss_cls: 3.9963, loss: 3.9963 +2025-06-10 07:01:41,665 - pyskl - INFO - Epoch [31][1600/3940] lr: 2.255e-02, eta: 2 days, 11:48:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9581, loss_cls: 4.0020, loss: 4.0020 +2025-06-10 07:02:27,272 - pyskl - INFO - Epoch [31][1700/3940] lr: 2.255e-02, eta: 2 days, 11:47:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9500, loss_cls: 3.9429, loss: 3.9429 +2025-06-10 07:03:12,785 - pyskl - INFO - Epoch [31][1800/3940] lr: 2.254e-02, eta: 2 days, 11:47:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 3.9863, loss: 3.9863 +2025-06-10 07:03:58,302 - pyskl - INFO - Epoch [31][1900/3940] lr: 2.254e-02, eta: 2 days, 11:46:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9619, loss_cls: 3.9234, loss: 3.9234 +2025-06-10 07:04:43,822 - pyskl - INFO - Epoch [31][2000/3940] lr: 2.253e-02, eta: 2 days, 11:45:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9544, loss_cls: 3.9228, loss: 3.9228 +2025-06-10 07:05:29,271 - pyskl - INFO - Epoch [31][2100/3940] lr: 2.253e-02, eta: 2 days, 11:44:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9581, loss_cls: 4.0731, loss: 4.0731 +2025-06-10 07:06:14,849 - pyskl - INFO - Epoch [31][2200/3940] lr: 2.253e-02, eta: 2 days, 11:43:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9563, loss_cls: 4.0323, loss: 4.0323 +2025-06-10 07:07:00,375 - pyskl - INFO - Epoch [31][2300/3940] lr: 2.252e-02, eta: 2 days, 11:43:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 3.8451, loss: 3.8451 +2025-06-10 07:07:45,865 - pyskl - INFO - Epoch [31][2400/3940] lr: 2.252e-02, eta: 2 days, 11:42:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 3.9544, loss: 3.9544 +2025-06-10 07:08:31,343 - pyskl - INFO - Epoch [31][2500/3940] lr: 2.251e-02, eta: 2 days, 11:41:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9569, loss_cls: 4.0227, loss: 4.0227 +2025-06-10 07:09:16,887 - pyskl - INFO - Epoch [31][2600/3940] lr: 2.251e-02, eta: 2 days, 11:40:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9544, loss_cls: 4.1648, loss: 4.1648 +2025-06-10 07:10:02,455 - pyskl - INFO - Epoch [31][2700/3940] lr: 2.251e-02, eta: 2 days, 11:40:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9569, loss_cls: 4.0460, loss: 4.0460 +2025-06-10 07:10:48,004 - pyskl - INFO - Epoch [31][2800/3940] lr: 2.250e-02, eta: 2 days, 11:39:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 3.9888, loss: 3.9888 +2025-06-10 07:11:33,508 - pyskl - INFO - Epoch [31][2900/3940] lr: 2.250e-02, eta: 2 days, 11:38:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 3.9370, loss: 3.9370 +2025-06-10 07:12:19,023 - pyskl - INFO - Epoch [31][3000/3940] lr: 2.249e-02, eta: 2 days, 11:37:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9475, loss_cls: 3.9520, loss: 3.9520 +2025-06-10 07:13:04,516 - pyskl - INFO - Epoch [31][3100/3940] lr: 2.249e-02, eta: 2 days, 11:37:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9513, loss_cls: 4.0829, loss: 4.0829 +2025-06-10 07:13:50,066 - pyskl - INFO - Epoch [31][3200/3940] lr: 2.249e-02, eta: 2 days, 11:36:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9688, loss_cls: 4.0900, loss: 4.0900 +2025-06-10 07:14:35,574 - pyskl - INFO - Epoch [31][3300/3940] lr: 2.248e-02, eta: 2 days, 11:35:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9594, loss_cls: 3.9841, loss: 3.9841 +2025-06-10 07:15:21,012 - pyskl - INFO - Epoch [31][3400/3940] lr: 2.248e-02, eta: 2 days, 11:34:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 3.8861, loss: 3.8861 +2025-06-10 07:16:06,554 - pyskl - INFO - Epoch [31][3500/3940] lr: 2.247e-02, eta: 2 days, 11:33:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9531, loss_cls: 4.1001, loss: 4.1001 +2025-06-10 07:16:52,068 - pyskl - INFO - Epoch [31][3600/3940] lr: 2.247e-02, eta: 2 days, 11:33:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9650, loss_cls: 3.8957, loss: 3.8957 +2025-06-10 07:17:37,597 - pyskl - INFO - Epoch [31][3700/3940] lr: 2.247e-02, eta: 2 days, 11:32:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9525, loss_cls: 4.0804, loss: 4.0804 +2025-06-10 07:18:23,097 - pyskl - INFO - Epoch [31][3800/3940] lr: 2.246e-02, eta: 2 days, 11:31:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9587, loss_cls: 4.0259, loss: 4.0259 +2025-06-10 07:19:08,673 - pyskl - INFO - Epoch [31][3900/3940] lr: 2.246e-02, eta: 2 days, 11:30:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9544, loss_cls: 4.0887, loss: 4.0887 +2025-06-10 07:19:27,174 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-06-10 07:23:02,955 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 07:23:03,425 - pyskl - INFO - +top1_acc 0.7288 +top5_acc 0.9360 +2025-06-10 07:23:03,447 - pyskl - INFO - Epoch(val) [31][3183] top1_acc: 0.7288, top5_acc: 0.9360 +2025-06-10 07:24:12,969 - pyskl - INFO - Epoch [32][100/3940] lr: 2.245e-02, eta: 2 days, 11:30:07, time: 0.695, data_time: 0.237, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 3.8854, loss: 3.8854 +2025-06-10 07:24:58,585 - pyskl - INFO - Epoch [32][200/3940] lr: 2.245e-02, eta: 2 days, 11:29:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 3.9351, loss: 3.9351 +2025-06-10 07:25:44,058 - pyskl - INFO - Epoch [32][300/3940] lr: 2.244e-02, eta: 2 days, 11:28:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.9048, loss: 3.9048 +2025-06-10 07:26:29,512 - pyskl - INFO - Epoch [32][400/3940] lr: 2.244e-02, eta: 2 days, 11:27:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9519, loss_cls: 3.9951, loss: 3.9951 +2025-06-10 07:27:14,957 - pyskl - INFO - Epoch [32][500/3940] lr: 2.244e-02, eta: 2 days, 11:27:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 3.9732, loss: 3.9732 +2025-06-10 07:28:00,297 - pyskl - INFO - Epoch [32][600/3940] lr: 2.243e-02, eta: 2 days, 11:26:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9600, loss_cls: 3.8898, loss: 3.8898 +2025-06-10 07:28:45,636 - pyskl - INFO - Epoch [32][700/3940] lr: 2.243e-02, eta: 2 days, 11:25:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 3.9566, loss: 3.9566 +2025-06-10 07:29:31,020 - pyskl - INFO - Epoch [32][800/3940] lr: 2.242e-02, eta: 2 days, 11:24:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 4.0130, loss: 4.0130 +2025-06-10 07:30:16,435 - pyskl - INFO - Epoch [32][900/3940] lr: 2.242e-02, eta: 2 days, 11:23:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.7543, loss: 3.7543 +2025-06-10 07:31:01,813 - pyskl - INFO - Epoch [32][1000/3940] lr: 2.242e-02, eta: 2 days, 11:23:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9650, loss_cls: 3.9280, loss: 3.9280 +2025-06-10 07:31:47,313 - pyskl - INFO - Epoch [32][1100/3940] lr: 2.241e-02, eta: 2 days, 11:22:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9550, loss_cls: 4.0805, loss: 4.0805 +2025-06-10 07:32:32,733 - pyskl - INFO - Epoch [32][1200/3940] lr: 2.241e-02, eta: 2 days, 11:21:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 3.9816, loss: 3.9816 +2025-06-10 07:33:18,086 - pyskl - INFO - Epoch [32][1300/3940] lr: 2.240e-02, eta: 2 days, 11:20:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9619, loss_cls: 3.8851, loss: 3.8851 +2025-06-10 07:34:03,379 - pyskl - INFO - Epoch [32][1400/3940] lr: 2.240e-02, eta: 2 days, 11:19:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9600, loss_cls: 3.9343, loss: 3.9343 +2025-06-10 07:34:48,918 - pyskl - INFO - Epoch [32][1500/3940] lr: 2.240e-02, eta: 2 days, 11:19:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9513, loss_cls: 4.0555, loss: 4.0555 +2025-06-10 07:35:34,359 - pyskl - INFO - Epoch [32][1600/3940] lr: 2.239e-02, eta: 2 days, 11:18:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9606, loss_cls: 3.9530, loss: 3.9530 +2025-06-10 07:36:19,721 - pyskl - INFO - Epoch [32][1700/3940] lr: 2.239e-02, eta: 2 days, 11:17:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9594, loss_cls: 3.9951, loss: 3.9951 +2025-06-10 07:37:05,133 - pyskl - INFO - Epoch [32][1800/3940] lr: 2.238e-02, eta: 2 days, 11:16:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 4.0142, loss: 4.0142 +2025-06-10 07:37:50,545 - pyskl - INFO - Epoch [32][1900/3940] lr: 2.238e-02, eta: 2 days, 11:16:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9619, loss_cls: 3.9853, loss: 3.9853 +2025-06-10 07:38:35,862 - pyskl - INFO - Epoch [32][2000/3940] lr: 2.238e-02, eta: 2 days, 11:15:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9631, loss_cls: 4.1213, loss: 4.1213 +2025-06-10 07:39:21,184 - pyskl - INFO - Epoch [32][2100/3940] lr: 2.237e-02, eta: 2 days, 11:14:32, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9506, loss_cls: 4.0613, loss: 4.0613 +2025-06-10 07:40:06,578 - pyskl - INFO - Epoch [32][2200/3940] lr: 2.237e-02, eta: 2 days, 11:13:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 3.9051, loss: 3.9051 +2025-06-10 07:40:51,934 - pyskl - INFO - Epoch [32][2300/3940] lr: 2.236e-02, eta: 2 days, 11:12:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 3.9101, loss: 3.9101 +2025-06-10 07:41:37,292 - pyskl - INFO - Epoch [32][2400/3940] lr: 2.236e-02, eta: 2 days, 11:12:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 3.9251, loss: 3.9251 +2025-06-10 07:42:22,589 - pyskl - INFO - Epoch [32][2500/3940] lr: 2.236e-02, eta: 2 days, 11:11:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9644, loss_cls: 3.9112, loss: 3.9112 +2025-06-10 07:43:07,945 - pyskl - INFO - Epoch [32][2600/3940] lr: 2.235e-02, eta: 2 days, 11:10:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9481, loss_cls: 4.1030, loss: 4.1030 +2025-06-10 07:43:53,272 - pyskl - INFO - Epoch [32][2700/3940] lr: 2.235e-02, eta: 2 days, 11:09:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9513, loss_cls: 3.9848, loss: 3.9848 +2025-06-10 07:44:38,631 - pyskl - INFO - Epoch [32][2800/3940] lr: 2.234e-02, eta: 2 days, 11:09:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9537, loss_cls: 4.0679, loss: 4.0679 +2025-06-10 07:45:24,026 - pyskl - INFO - Epoch [32][2900/3940] lr: 2.234e-02, eta: 2 days, 11:08:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 4.0309, loss: 4.0309 +2025-06-10 07:46:09,310 - pyskl - INFO - Epoch [32][3000/3940] lr: 2.233e-02, eta: 2 days, 11:07:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 4.0550, loss: 4.0550 +2025-06-10 07:46:54,602 - pyskl - INFO - Epoch [32][3100/3940] lr: 2.233e-02, eta: 2 days, 11:06:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9575, loss_cls: 3.9541, loss: 3.9541 +2025-06-10 07:47:39,936 - pyskl - INFO - Epoch [32][3200/3940] lr: 2.233e-02, eta: 2 days, 11:05:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 3.9864, loss: 3.9864 +2025-06-10 07:48:25,309 - pyskl - INFO - Epoch [32][3300/3940] lr: 2.232e-02, eta: 2 days, 11:05:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9625, loss_cls: 3.9751, loss: 3.9751 +2025-06-10 07:49:10,668 - pyskl - INFO - Epoch [32][3400/3940] lr: 2.232e-02, eta: 2 days, 11:04:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9581, loss_cls: 3.9200, loss: 3.9200 +2025-06-10 07:49:55,994 - pyskl - INFO - Epoch [32][3500/3940] lr: 2.231e-02, eta: 2 days, 11:03:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9619, loss_cls: 3.8618, loss: 3.8618 +2025-06-10 07:50:41,322 - pyskl - INFO - Epoch [32][3600/3940] lr: 2.231e-02, eta: 2 days, 11:02:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9575, loss_cls: 3.8248, loss: 3.8248 +2025-06-10 07:51:26,917 - pyskl - INFO - Epoch [32][3700/3940] lr: 2.231e-02, eta: 2 days, 11:02:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 3.8134, loss: 3.8134 +2025-06-10 07:52:12,345 - pyskl - INFO - Epoch [32][3800/3940] lr: 2.230e-02, eta: 2 days, 11:01:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9531, loss_cls: 3.8662, loss: 3.8662 +2025-06-10 07:52:57,802 - pyskl - INFO - Epoch [32][3900/3940] lr: 2.230e-02, eta: 2 days, 11:00:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 3.9172, loss: 3.9172 +2025-06-10 07:53:16,367 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-06-10 07:56:48,877 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 07:56:49,332 - pyskl - INFO - +top1_acc 0.7046 +top5_acc 0.9288 +2025-06-10 07:56:49,348 - pyskl - INFO - Epoch(val) [32][3183] top1_acc: 0.7046, top5_acc: 0.9288 +2025-06-10 07:57:58,413 - pyskl - INFO - Epoch [33][100/3940] lr: 2.229e-02, eta: 2 days, 10:59:42, time: 0.691, data_time: 0.233, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9613, loss_cls: 3.9391, loss: 3.9391 +2025-06-10 07:58:44,077 - pyskl - INFO - Epoch [33][200/3940] lr: 2.229e-02, eta: 2 days, 10:58:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9600, loss_cls: 3.9318, loss: 3.9318 +2025-06-10 07:59:29,836 - pyskl - INFO - Epoch [33][300/3940] lr: 2.228e-02, eta: 2 days, 10:58:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9600, loss_cls: 3.8197, loss: 3.8197 +2025-06-10 08:00:15,250 - pyskl - INFO - Epoch [33][400/3940] lr: 2.228e-02, eta: 2 days, 10:57:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 3.9158, loss: 3.9158 +2025-06-10 08:01:00,723 - pyskl - INFO - Epoch [33][500/3940] lr: 2.228e-02, eta: 2 days, 10:56:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9681, loss_cls: 4.0296, loss: 4.0296 +2025-06-10 08:01:46,178 - pyskl - INFO - Epoch [33][600/3940] lr: 2.227e-02, eta: 2 days, 10:55:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9594, loss_cls: 4.0193, loss: 4.0193 +2025-06-10 08:02:31,652 - pyskl - INFO - Epoch [33][700/3940] lr: 2.227e-02, eta: 2 days, 10:55:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9594, loss_cls: 3.7991, loss: 3.7991 +2025-06-10 08:03:17,131 - pyskl - INFO - Epoch [33][800/3940] lr: 2.226e-02, eta: 2 days, 10:54:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9587, loss_cls: 3.9084, loss: 3.9084 +2025-06-10 08:04:02,554 - pyskl - INFO - Epoch [33][900/3940] lr: 2.226e-02, eta: 2 days, 10:53:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 3.8611, loss: 3.8611 +2025-06-10 08:04:48,091 - pyskl - INFO - Epoch [33][1000/3940] lr: 2.225e-02, eta: 2 days, 10:52:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9581, loss_cls: 4.0945, loss: 4.0945 +2025-06-10 08:05:33,729 - pyskl - INFO - Epoch [33][1100/3940] lr: 2.225e-02, eta: 2 days, 10:52:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 3.7911, loss: 3.7911 +2025-06-10 08:06:19,245 - pyskl - INFO - Epoch [33][1200/3940] lr: 2.225e-02, eta: 2 days, 10:51:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9600, loss_cls: 3.9407, loss: 3.9407 +2025-06-10 08:07:04,760 - pyskl - INFO - Epoch [33][1300/3940] lr: 2.224e-02, eta: 2 days, 10:50:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9575, loss_cls: 3.9571, loss: 3.9571 +2025-06-10 08:07:50,231 - pyskl - INFO - Epoch [33][1400/3940] lr: 2.224e-02, eta: 2 days, 10:49:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9631, loss_cls: 3.8544, loss: 3.8544 +2025-06-10 08:08:35,746 - pyskl - INFO - Epoch [33][1500/3940] lr: 2.223e-02, eta: 2 days, 10:48:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9537, loss_cls: 3.9811, loss: 3.9811 +2025-06-10 08:09:21,236 - pyskl - INFO - Epoch [33][1600/3940] lr: 2.223e-02, eta: 2 days, 10:48:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 4.0594, loss: 4.0594 +2025-06-10 08:10:06,740 - pyskl - INFO - Epoch [33][1700/3940] lr: 2.223e-02, eta: 2 days, 10:47:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9594, loss_cls: 3.9047, loss: 3.9047 +2025-06-10 08:10:52,234 - pyskl - INFO - Epoch [33][1800/3940] lr: 2.222e-02, eta: 2 days, 10:46:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9581, loss_cls: 3.9507, loss: 3.9507 +2025-06-10 08:11:37,733 - pyskl - INFO - Epoch [33][1900/3940] lr: 2.222e-02, eta: 2 days, 10:45:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 3.9218, loss: 3.9218 +2025-06-10 08:12:23,251 - pyskl - INFO - Epoch [33][2000/3940] lr: 2.221e-02, eta: 2 days, 10:45:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9606, loss_cls: 4.1540, loss: 4.1540 +2025-06-10 08:13:08,764 - pyskl - INFO - Epoch [33][2100/3940] lr: 2.221e-02, eta: 2 days, 10:44:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9569, loss_cls: 4.0592, loss: 4.0592 +2025-06-10 08:13:54,264 - pyskl - INFO - Epoch [33][2200/3940] lr: 2.220e-02, eta: 2 days, 10:43:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9544, loss_cls: 4.0632, loss: 4.0632 +2025-06-10 08:14:39,771 - pyskl - INFO - Epoch [33][2300/3940] lr: 2.220e-02, eta: 2 days, 10:42:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9550, loss_cls: 4.0710, loss: 4.0710 +2025-06-10 08:15:25,272 - pyskl - INFO - Epoch [33][2400/3940] lr: 2.220e-02, eta: 2 days, 10:41:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 4.0901, loss: 4.0901 +2025-06-10 08:16:10,722 - pyskl - INFO - Epoch [33][2500/3940] lr: 2.219e-02, eta: 2 days, 10:41:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 3.9547, loss: 3.9547 +2025-06-10 08:16:56,200 - pyskl - INFO - Epoch [33][2600/3940] lr: 2.219e-02, eta: 2 days, 10:40:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 4.0955, loss: 4.0955 +2025-06-10 08:17:41,715 - pyskl - INFO - Epoch [33][2700/3940] lr: 2.218e-02, eta: 2 days, 10:39:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 3.9251, loss: 3.9251 +2025-06-10 08:18:27,218 - pyskl - INFO - Epoch [33][2800/3940] lr: 2.218e-02, eta: 2 days, 10:38:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9531, loss_cls: 4.0396, loss: 4.0396 +2025-06-10 08:19:12,644 - pyskl - INFO - Epoch [33][2900/3940] lr: 2.218e-02, eta: 2 days, 10:38:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 4.0796, loss: 4.0796 +2025-06-10 08:19:58,067 - pyskl - INFO - Epoch [33][3000/3940] lr: 2.217e-02, eta: 2 days, 10:37:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 4.1866, loss: 4.1866 +2025-06-10 08:20:43,650 - pyskl - INFO - Epoch [33][3100/3940] lr: 2.217e-02, eta: 2 days, 10:36:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9544, loss_cls: 4.0733, loss: 4.0733 +2025-06-10 08:21:29,168 - pyskl - INFO - Epoch [33][3200/3940] lr: 2.216e-02, eta: 2 days, 10:35:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9506, loss_cls: 4.0921, loss: 4.0921 +2025-06-10 08:22:14,647 - pyskl - INFO - Epoch [33][3300/3940] lr: 2.216e-02, eta: 2 days, 10:34:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9519, loss_cls: 4.0570, loss: 4.0570 +2025-06-10 08:23:00,157 - pyskl - INFO - Epoch [33][3400/3940] lr: 2.215e-02, eta: 2 days, 10:34:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 3.9661, loss: 3.9661 +2025-06-10 08:23:45,615 - pyskl - INFO - Epoch [33][3500/3940] lr: 2.215e-02, eta: 2 days, 10:33:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9556, loss_cls: 3.9191, loss: 3.9191 +2025-06-10 08:24:31,016 - pyskl - INFO - Epoch [33][3600/3940] lr: 2.215e-02, eta: 2 days, 10:32:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9556, loss_cls: 4.0065, loss: 4.0065 +2025-06-10 08:25:16,487 - pyskl - INFO - Epoch [33][3700/3940] lr: 2.214e-02, eta: 2 days, 10:31:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 4.0525, loss: 4.0525 +2025-06-10 08:26:01,924 - pyskl - INFO - Epoch [33][3800/3940] lr: 2.214e-02, eta: 2 days, 10:31:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 3.9852, loss: 3.9852 +2025-06-10 08:26:47,543 - pyskl - INFO - Epoch [33][3900/3940] lr: 2.213e-02, eta: 2 days, 10:30:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9475, loss_cls: 4.1264, loss: 4.1264 +2025-06-10 08:27:06,041 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-06-10 08:30:41,273 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 08:30:41,822 - pyskl - INFO - +top1_acc 0.6842 +top5_acc 0.9255 +2025-06-10 08:30:41,841 - pyskl - INFO - Epoch(val) [33][3183] top1_acc: 0.6842, top5_acc: 0.9255 +2025-06-10 08:31:50,732 - pyskl - INFO - Epoch [34][100/3940] lr: 2.213e-02, eta: 2 days, 10:29:34, time: 0.689, data_time: 0.234, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9575, loss_cls: 4.0510, loss: 4.0510 +2025-06-10 08:32:36,032 - pyskl - INFO - Epoch [34][200/3940] lr: 2.212e-02, eta: 2 days, 10:28:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9606, loss_cls: 3.8655, loss: 3.8655 +2025-06-10 08:33:21,577 - pyskl - INFO - Epoch [34][300/3940] lr: 2.212e-02, eta: 2 days, 10:28:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 4.0666, loss: 4.0666 +2025-06-10 08:34:06,931 - pyskl - INFO - Epoch [34][400/3940] lr: 2.211e-02, eta: 2 days, 10:27:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 3.8334, loss: 3.8334 +2025-06-10 08:34:52,431 - pyskl - INFO - Epoch [34][500/3940] lr: 2.211e-02, eta: 2 days, 10:26:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9544, loss_cls: 4.0350, loss: 4.0350 +2025-06-10 08:35:37,961 - pyskl - INFO - Epoch [34][600/3940] lr: 2.211e-02, eta: 2 days, 10:25:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9494, loss_cls: 3.9970, loss: 3.9970 +2025-06-10 08:36:23,474 - pyskl - INFO - Epoch [34][700/3940] lr: 2.210e-02, eta: 2 days, 10:24:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 3.8626, loss: 3.8626 +2025-06-10 08:37:08,950 - pyskl - INFO - Epoch [34][800/3940] lr: 2.210e-02, eta: 2 days, 10:24:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9587, loss_cls: 3.9768, loss: 3.9768 +2025-06-10 08:37:54,609 - pyskl - INFO - Epoch [34][900/3940] lr: 2.209e-02, eta: 2 days, 10:23:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 3.9529, loss: 3.9529 +2025-06-10 08:38:40,120 - pyskl - INFO - Epoch [34][1000/3940] lr: 2.209e-02, eta: 2 days, 10:22:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 3.9122, loss: 3.9122 +2025-06-10 08:39:25,642 - pyskl - INFO - Epoch [34][1100/3940] lr: 2.208e-02, eta: 2 days, 10:21:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9550, loss_cls: 3.9544, loss: 3.9544 +2025-06-10 08:40:11,086 - pyskl - INFO - Epoch [34][1200/3940] lr: 2.208e-02, eta: 2 days, 10:21:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 3.8317, loss: 3.8317 +2025-06-10 08:40:56,621 - pyskl - INFO - Epoch [34][1300/3940] lr: 2.208e-02, eta: 2 days, 10:20:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9663, loss_cls: 3.9557, loss: 3.9557 +2025-06-10 08:41:42,129 - pyskl - INFO - Epoch [34][1400/3940] lr: 2.207e-02, eta: 2 days, 10:19:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.9274, loss: 3.9274 +2025-06-10 08:42:27,496 - pyskl - INFO - Epoch [34][1500/3940] lr: 2.207e-02, eta: 2 days, 10:18:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 3.9494, loss: 3.9494 +2025-06-10 08:43:12,977 - pyskl - INFO - Epoch [34][1600/3940] lr: 2.206e-02, eta: 2 days, 10:17:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9637, loss_cls: 3.8780, loss: 3.8780 +2025-06-10 08:43:58,413 - pyskl - INFO - Epoch [34][1700/3940] lr: 2.206e-02, eta: 2 days, 10:17:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9688, loss_cls: 3.9370, loss: 3.9370 +2025-06-10 08:44:43,910 - pyskl - INFO - Epoch [34][1800/3940] lr: 2.205e-02, eta: 2 days, 10:16:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 4.0873, loss: 4.0873 +2025-06-10 08:45:29,291 - pyskl - INFO - Epoch [34][1900/3940] lr: 2.205e-02, eta: 2 days, 10:15:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 4.0432, loss: 4.0432 +2025-06-10 08:46:14,808 - pyskl - INFO - Epoch [34][2000/3940] lr: 2.205e-02, eta: 2 days, 10:14:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9569, loss_cls: 3.9961, loss: 3.9961 +2025-06-10 08:47:00,390 - pyskl - INFO - Epoch [34][2100/3940] lr: 2.204e-02, eta: 2 days, 10:14:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 3.9327, loss: 3.9327 +2025-06-10 08:47:45,804 - pyskl - INFO - Epoch [34][2200/3940] lr: 2.204e-02, eta: 2 days, 10:13:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9544, loss_cls: 4.0300, loss: 4.0300 +2025-06-10 08:48:31,269 - pyskl - INFO - Epoch [34][2300/3940] lr: 2.203e-02, eta: 2 days, 10:12:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 3.9501, loss: 3.9501 +2025-06-10 08:49:16,695 - pyskl - INFO - Epoch [34][2400/3940] lr: 2.203e-02, eta: 2 days, 10:11:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 3.7846, loss: 3.7846 +2025-06-10 08:50:02,256 - pyskl - INFO - Epoch [34][2500/3940] lr: 2.202e-02, eta: 2 days, 10:11:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 4.0631, loss: 4.0631 +2025-06-10 08:50:47,724 - pyskl - INFO - Epoch [34][2600/3940] lr: 2.202e-02, eta: 2 days, 10:10:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 3.9842, loss: 3.9842 +2025-06-10 08:51:33,269 - pyskl - INFO - Epoch [34][2700/3940] lr: 2.202e-02, eta: 2 days, 10:09:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 3.7463, loss: 3.7463 +2025-06-10 08:52:18,813 - pyskl - INFO - Epoch [34][2800/3940] lr: 2.201e-02, eta: 2 days, 10:08:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 4.0003, loss: 4.0003 +2025-06-10 08:53:04,343 - pyskl - INFO - Epoch [34][2900/3940] lr: 2.201e-02, eta: 2 days, 10:07:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9575, loss_cls: 4.0914, loss: 4.0914 +2025-06-10 08:53:49,908 - pyskl - INFO - Epoch [34][3000/3940] lr: 2.200e-02, eta: 2 days, 10:07:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 4.0346, loss: 4.0346 +2025-06-10 08:54:35,420 - pyskl - INFO - Epoch [34][3100/3940] lr: 2.200e-02, eta: 2 days, 10:06:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9525, loss_cls: 4.1485, loss: 4.1485 +2025-06-10 08:55:20,952 - pyskl - INFO - Epoch [34][3200/3940] lr: 2.199e-02, eta: 2 days, 10:05:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 4.0392, loss: 4.0392 +2025-06-10 08:56:06,486 - pyskl - INFO - Epoch [34][3300/3940] lr: 2.199e-02, eta: 2 days, 10:04:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 3.9642, loss: 3.9642 +2025-06-10 08:56:52,088 - pyskl - INFO - Epoch [34][3400/3940] lr: 2.199e-02, eta: 2 days, 10:04:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9544, loss_cls: 3.9009, loss: 3.9009 +2025-06-10 08:57:37,528 - pyskl - INFO - Epoch [34][3500/3940] lr: 2.198e-02, eta: 2 days, 10:03:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 3.9316, loss: 3.9316 +2025-06-10 08:58:22,976 - pyskl - INFO - Epoch [34][3600/3940] lr: 2.198e-02, eta: 2 days, 10:02:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9550, loss_cls: 4.0309, loss: 4.0309 +2025-06-10 08:59:08,483 - pyskl - INFO - Epoch [34][3700/3940] lr: 2.197e-02, eta: 2 days, 10:01:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 3.9860, loss: 3.9860 +2025-06-10 08:59:54,117 - pyskl - INFO - Epoch [34][3800/3940] lr: 2.197e-02, eta: 2 days, 10:00:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 3.9614, loss: 3.9614 +2025-06-10 09:00:39,514 - pyskl - INFO - Epoch [34][3900/3940] lr: 2.196e-02, eta: 2 days, 10:00:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9487, loss_cls: 4.0165, loss: 4.0165 +2025-06-10 09:00:57,932 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-06-10 09:04:30,298 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 09:04:30,777 - pyskl - INFO - +top1_acc 0.6980 +top5_acc 0.9333 +2025-06-10 09:04:30,794 - pyskl - INFO - Epoch(val) [34][3183] top1_acc: 0.6980, top5_acc: 0.9333 +2025-06-10 09:05:39,548 - pyskl - INFO - Epoch [35][100/3940] lr: 2.196e-02, eta: 2 days, 9:59:25, time: 0.687, data_time: 0.235, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9625, loss_cls: 3.8805, loss: 3.8805 +2025-06-10 09:06:25,021 - pyskl - INFO - Epoch [35][200/3940] lr: 2.195e-02, eta: 2 days, 9:58:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 3.8149, loss: 3.8149 +2025-06-10 09:07:10,492 - pyskl - INFO - Epoch [35][300/3940] lr: 2.195e-02, eta: 2 days, 9:57:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 3.8502, loss: 3.8502 +2025-06-10 09:07:55,938 - pyskl - INFO - Epoch [35][400/3940] lr: 2.195e-02, eta: 2 days, 9:57:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9600, loss_cls: 3.8111, loss: 3.8111 +2025-06-10 09:08:41,336 - pyskl - INFO - Epoch [35][500/3940] lr: 2.194e-02, eta: 2 days, 9:56:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9537, loss_cls: 4.0581, loss: 4.0581 +2025-06-10 09:09:26,742 - pyskl - INFO - Epoch [35][600/3940] lr: 2.194e-02, eta: 2 days, 9:55:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9581, loss_cls: 3.8819, loss: 3.8819 +2025-06-10 09:10:12,006 - pyskl - INFO - Epoch [35][700/3940] lr: 2.193e-02, eta: 2 days, 9:54:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9594, loss_cls: 3.9550, loss: 3.9550 +2025-06-10 09:10:57,312 - pyskl - INFO - Epoch [35][800/3940] lr: 2.193e-02, eta: 2 days, 9:53:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 3.9262, loss: 3.9262 +2025-06-10 09:11:42,463 - pyskl - INFO - Epoch [35][900/3940] lr: 2.192e-02, eta: 2 days, 9:53:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9613, loss_cls: 3.8229, loss: 3.8229 +2025-06-10 09:12:27,591 - pyskl - INFO - Epoch [35][1000/3940] lr: 2.192e-02, eta: 2 days, 9:52:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 4.0724, loss: 4.0724 +2025-06-10 09:13:12,854 - pyskl - INFO - Epoch [35][1100/3940] lr: 2.191e-02, eta: 2 days, 9:51:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 3.9115, loss: 3.9115 +2025-06-10 09:13:57,998 - pyskl - INFO - Epoch [35][1200/3940] lr: 2.191e-02, eta: 2 days, 9:50:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9600, loss_cls: 3.9151, loss: 3.9151 +2025-06-10 09:14:43,589 - pyskl - INFO - Epoch [35][1300/3940] lr: 2.191e-02, eta: 2 days, 9:50:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9731, loss_cls: 3.7958, loss: 3.7958 +2025-06-10 09:15:29,705 - pyskl - INFO - Epoch [35][1400/3940] lr: 2.190e-02, eta: 2 days, 9:49:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9587, loss_cls: 4.0938, loss: 4.0938 +2025-06-10 09:16:15,485 - pyskl - INFO - Epoch [35][1500/3940] lr: 2.190e-02, eta: 2 days, 9:48:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9575, loss_cls: 3.9021, loss: 3.9021 +2025-06-10 09:17:00,830 - pyskl - INFO - Epoch [35][1600/3940] lr: 2.189e-02, eta: 2 days, 9:47:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9663, loss_cls: 3.9719, loss: 3.9719 +2025-06-10 09:17:46,330 - pyskl - INFO - Epoch [35][1700/3940] lr: 2.189e-02, eta: 2 days, 9:47:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 3.8533, loss: 3.8533 +2025-06-10 09:18:31,941 - pyskl - INFO - Epoch [35][1800/3940] lr: 2.188e-02, eta: 2 days, 9:46:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 3.9561, loss: 3.9561 +2025-06-10 09:19:17,404 - pyskl - INFO - Epoch [35][1900/3940] lr: 2.188e-02, eta: 2 days, 9:45:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 3.9016, loss: 3.9016 +2025-06-10 09:20:02,808 - pyskl - INFO - Epoch [35][2000/3940] lr: 2.188e-02, eta: 2 days, 9:44:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.8467, loss: 3.8467 +2025-06-10 09:20:48,280 - pyskl - INFO - Epoch [35][2100/3940] lr: 2.187e-02, eta: 2 days, 9:43:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9594, loss_cls: 3.9550, loss: 3.9550 +2025-06-10 09:21:33,809 - pyskl - INFO - Epoch [35][2200/3940] lr: 2.187e-02, eta: 2 days, 9:43:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9706, loss_cls: 3.8607, loss: 3.8607 +2025-06-10 09:22:19,378 - pyskl - INFO - Epoch [35][2300/3940] lr: 2.186e-02, eta: 2 days, 9:42:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9606, loss_cls: 3.8647, loss: 3.8647 +2025-06-10 09:23:04,882 - pyskl - INFO - Epoch [35][2400/3940] lr: 2.186e-02, eta: 2 days, 9:41:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9563, loss_cls: 4.0224, loss: 4.0224 +2025-06-10 09:23:50,435 - pyskl - INFO - Epoch [35][2500/3940] lr: 2.185e-02, eta: 2 days, 9:40:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9587, loss_cls: 3.9471, loss: 3.9471 +2025-06-10 09:24:35,901 - pyskl - INFO - Epoch [35][2600/3940] lr: 2.185e-02, eta: 2 days, 9:40:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 4.0474, loss: 4.0474 +2025-06-10 09:25:21,373 - pyskl - INFO - Epoch [35][2700/3940] lr: 2.184e-02, eta: 2 days, 9:39:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 3.7802, loss: 3.7802 +2025-06-10 09:26:06,812 - pyskl - INFO - Epoch [35][2800/3940] lr: 2.184e-02, eta: 2 days, 9:38:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9594, loss_cls: 4.0650, loss: 4.0650 +2025-06-10 09:26:52,264 - pyskl - INFO - Epoch [35][2900/3940] lr: 2.184e-02, eta: 2 days, 9:37:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9587, loss_cls: 3.9305, loss: 3.9305 +2025-06-10 09:27:38,031 - pyskl - INFO - Epoch [35][3000/3940] lr: 2.183e-02, eta: 2 days, 9:36:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 4.0247, loss: 4.0247 +2025-06-10 09:28:23,530 - pyskl - INFO - Epoch [35][3100/3940] lr: 2.183e-02, eta: 2 days, 9:36:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9600, loss_cls: 3.8639, loss: 3.8639 +2025-06-10 09:29:08,873 - pyskl - INFO - Epoch [35][3200/3940] lr: 2.182e-02, eta: 2 days, 9:35:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 3.9304, loss: 3.9304 +2025-06-10 09:29:54,196 - pyskl - INFO - Epoch [35][3300/3940] lr: 2.182e-02, eta: 2 days, 9:34:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 3.9138, loss: 3.9138 +2025-06-10 09:30:39,687 - pyskl - INFO - Epoch [35][3400/3940] lr: 2.181e-02, eta: 2 days, 9:33:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9575, loss_cls: 3.9977, loss: 3.9977 +2025-06-10 09:31:25,145 - pyskl - INFO - Epoch [35][3500/3940] lr: 2.181e-02, eta: 2 days, 9:33:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 4.0446, loss: 4.0446 +2025-06-10 09:32:10,638 - pyskl - INFO - Epoch [35][3600/3940] lr: 2.180e-02, eta: 2 days, 9:32:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 3.8736, loss: 3.8736 +2025-06-10 09:32:56,169 - pyskl - INFO - Epoch [35][3700/3940] lr: 2.180e-02, eta: 2 days, 9:31:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 3.8801, loss: 3.8801 +2025-06-10 09:33:41,652 - pyskl - INFO - Epoch [35][3800/3940] lr: 2.180e-02, eta: 2 days, 9:30:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9444, loss_cls: 4.0850, loss: 4.0850 +2025-06-10 09:34:27,070 - pyskl - INFO - Epoch [35][3900/3940] lr: 2.179e-02, eta: 2 days, 9:30:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 3.8345, loss: 3.8345 +2025-06-10 09:34:45,512 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-06-10 09:53:29,037 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 09:53:29,576 - pyskl - INFO - +top1_acc 0.7285 +top5_acc 0.9367 +2025-06-10 09:53:29,596 - pyskl - INFO - Epoch(val) [35][3183] top1_acc: 0.7285, top5_acc: 0.9367 +2025-06-10 09:54:38,749 - pyskl - INFO - Epoch [36][100/3940] lr: 2.178e-02, eta: 2 days, 9:29:14, time: 0.691, data_time: 0.236, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9525, loss_cls: 4.0249, loss: 4.0249 +2025-06-10 09:55:24,474 - pyskl - INFO - Epoch [36][200/3940] lr: 2.178e-02, eta: 2 days, 9:28:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9600, loss_cls: 3.9242, loss: 3.9242 +2025-06-10 09:56:10,172 - pyskl - INFO - Epoch [36][300/3940] lr: 2.178e-02, eta: 2 days, 9:27:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 3.6638, loss: 3.6638 +2025-06-10 09:56:55,846 - pyskl - INFO - Epoch [36][400/3940] lr: 2.177e-02, eta: 2 days, 9:26:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9569, loss_cls: 3.9706, loss: 3.9706 +2025-06-10 09:57:41,686 - pyskl - INFO - Epoch [36][500/3940] lr: 2.177e-02, eta: 2 days, 9:26:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 3.8916, loss: 3.8916 +2025-06-10 09:58:27,419 - pyskl - INFO - Epoch [36][600/3940] lr: 2.176e-02, eta: 2 days, 9:25:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 3.9188, loss: 3.9188 +2025-06-10 09:59:12,969 - pyskl - INFO - Epoch [36][700/3940] lr: 2.176e-02, eta: 2 days, 9:24:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 3.8945, loss: 3.8945 +2025-06-10 09:59:58,589 - pyskl - INFO - Epoch [36][800/3940] lr: 2.175e-02, eta: 2 days, 9:23:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9525, loss_cls: 3.8660, loss: 3.8660 +2025-06-10 10:00:44,135 - pyskl - INFO - Epoch [36][900/3940] lr: 2.175e-02, eta: 2 days, 9:23:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 3.9791, loss: 3.9791 +2025-06-10 10:01:29,713 - pyskl - INFO - Epoch [36][1000/3940] lr: 2.174e-02, eta: 2 days, 9:22:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 4.0256, loss: 4.0256 +2025-06-10 10:02:15,570 - pyskl - INFO - Epoch [36][1100/3940] lr: 2.174e-02, eta: 2 days, 9:21:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 3.9255, loss: 3.9255 +2025-06-10 10:03:01,201 - pyskl - INFO - Epoch [36][1200/3940] lr: 2.174e-02, eta: 2 days, 9:20:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9619, loss_cls: 3.7439, loss: 3.7439 +2025-06-10 10:03:46,962 - pyskl - INFO - Epoch [36][1300/3940] lr: 2.173e-02, eta: 2 days, 9:20:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9681, loss_cls: 3.9256, loss: 3.9256 +2025-06-10 10:04:32,533 - pyskl - INFO - Epoch [36][1400/3940] lr: 2.173e-02, eta: 2 days, 9:19:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9587, loss_cls: 3.9677, loss: 3.9677 +2025-06-10 10:05:18,111 - pyskl - INFO - Epoch [36][1500/3940] lr: 2.172e-02, eta: 2 days, 9:18:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.9428, loss: 3.9428 +2025-06-10 10:06:03,721 - pyskl - INFO - Epoch [36][1600/3940] lr: 2.172e-02, eta: 2 days, 9:17:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9544, loss_cls: 4.0829, loss: 4.0829 +2025-06-10 10:06:49,405 - pyskl - INFO - Epoch [36][1700/3940] lr: 2.171e-02, eta: 2 days, 9:17:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 3.8760, loss: 3.8760 +2025-06-10 10:07:35,093 - pyskl - INFO - Epoch [36][1800/3940] lr: 2.171e-02, eta: 2 days, 9:16:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9531, loss_cls: 3.8848, loss: 3.8848 +2025-06-10 10:08:20,640 - pyskl - INFO - Epoch [36][1900/3940] lr: 2.170e-02, eta: 2 days, 9:15:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9650, loss_cls: 3.9917, loss: 3.9917 +2025-06-10 10:09:06,238 - pyskl - INFO - Epoch [36][2000/3940] lr: 2.170e-02, eta: 2 days, 9:14:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 3.8025, loss: 3.8025 +2025-06-10 10:09:52,078 - pyskl - INFO - Epoch [36][2100/3940] lr: 2.170e-02, eta: 2 days, 9:13:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9594, loss_cls: 4.1315, loss: 4.1315 +2025-06-10 10:10:37,695 - pyskl - INFO - Epoch [36][2200/3940] lr: 2.169e-02, eta: 2 days, 9:13:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9581, loss_cls: 3.9504, loss: 3.9504 +2025-06-10 10:11:23,413 - pyskl - INFO - Epoch [36][2300/3940] lr: 2.169e-02, eta: 2 days, 9:12:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9556, loss_cls: 4.0487, loss: 4.0487 +2025-06-10 10:12:08,973 - pyskl - INFO - Epoch [36][2400/3940] lr: 2.168e-02, eta: 2 days, 9:11:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 3.8772, loss: 3.8772 +2025-06-10 10:12:54,765 - pyskl - INFO - Epoch [36][2500/3940] lr: 2.168e-02, eta: 2 days, 9:10:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 3.8807, loss: 3.8807 +2025-06-10 10:13:40,323 - pyskl - INFO - Epoch [36][2600/3940] lr: 2.167e-02, eta: 2 days, 9:10:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9525, loss_cls: 4.0364, loss: 4.0364 +2025-06-10 10:14:25,850 - pyskl - INFO - Epoch [36][2700/3940] lr: 2.167e-02, eta: 2 days, 9:09:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 3.9238, loss: 3.9238 +2025-06-10 10:15:11,395 - pyskl - INFO - Epoch [36][2800/3940] lr: 2.166e-02, eta: 2 days, 9:08:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 3.9845, loss: 3.9845 +2025-06-10 10:15:56,944 - pyskl - INFO - Epoch [36][2900/3940] lr: 2.166e-02, eta: 2 days, 9:07:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9544, loss_cls: 3.8284, loss: 3.8284 +2025-06-10 10:16:42,547 - pyskl - INFO - Epoch [36][3000/3940] lr: 2.165e-02, eta: 2 days, 9:07:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9544, loss_cls: 4.0370, loss: 4.0370 +2025-06-10 10:17:28,161 - pyskl - INFO - Epoch [36][3100/3940] lr: 2.165e-02, eta: 2 days, 9:06:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.9185, loss: 3.9185 +2025-06-10 10:18:13,753 - pyskl - INFO - Epoch [36][3200/3940] lr: 2.165e-02, eta: 2 days, 9:05:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9556, loss_cls: 4.0481, loss: 4.0481 +2025-06-10 10:18:59,425 - pyskl - INFO - Epoch [36][3300/3940] lr: 2.164e-02, eta: 2 days, 9:04:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9587, loss_cls: 3.9448, loss: 3.9448 +2025-06-10 10:19:44,986 - pyskl - INFO - Epoch [36][3400/3940] lr: 2.164e-02, eta: 2 days, 9:04:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9569, loss_cls: 3.9410, loss: 3.9410 +2025-06-10 10:20:30,695 - pyskl - INFO - Epoch [36][3500/3940] lr: 2.163e-02, eta: 2 days, 9:03:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9594, loss_cls: 4.0018, loss: 4.0018 +2025-06-10 10:21:16,332 - pyskl - INFO - Epoch [36][3600/3940] lr: 2.163e-02, eta: 2 days, 9:02:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9681, loss_cls: 3.9217, loss: 3.9217 +2025-06-10 10:22:01,961 - pyskl - INFO - Epoch [36][3700/3940] lr: 2.162e-02, eta: 2 days, 9:01:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 3.8943, loss: 3.8943 +2025-06-10 10:22:47,559 - pyskl - INFO - Epoch [36][3800/3940] lr: 2.162e-02, eta: 2 days, 9:00:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 3.9574, loss: 3.9574 +2025-06-10 10:23:33,253 - pyskl - INFO - Epoch [36][3900/3940] lr: 2.161e-02, eta: 2 days, 9:00:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 3.8997, loss: 3.8997 +2025-06-10 10:23:51,767 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-06-10 10:27:28,009 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 10:27:28,482 - pyskl - INFO - +top1_acc 0.6013 +top5_acc 0.8857 +2025-06-10 10:27:28,503 - pyskl - INFO - Epoch(val) [36][3183] top1_acc: 0.6013, top5_acc: 0.8857 +2025-06-10 10:28:37,851 - pyskl - INFO - Epoch [37][100/3940] lr: 2.161e-02, eta: 2 days, 8:59:26, time: 0.693, data_time: 0.238, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 3.9797, loss: 3.9797 +2025-06-10 10:29:23,491 - pyskl - INFO - Epoch [37][200/3940] lr: 2.160e-02, eta: 2 days, 8:58:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 3.8434, loss: 3.8434 +2025-06-10 10:30:09,088 - pyskl - INFO - Epoch [37][300/3940] lr: 2.160e-02, eta: 2 days, 8:57:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9650, loss_cls: 3.7908, loss: 3.7908 +2025-06-10 10:30:54,656 - pyskl - INFO - Epoch [37][400/3940] lr: 2.159e-02, eta: 2 days, 8:57:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9613, loss_cls: 3.8773, loss: 3.8773 +2025-06-10 10:31:40,259 - pyskl - INFO - Epoch [37][500/3940] lr: 2.159e-02, eta: 2 days, 8:56:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9625, loss_cls: 3.9848, loss: 3.9848 +2025-06-10 10:32:25,869 - pyskl - INFO - Epoch [37][600/3940] lr: 2.158e-02, eta: 2 days, 8:55:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 3.8280, loss: 3.8280 +2025-06-10 10:33:11,606 - pyskl - INFO - Epoch [37][700/3940] lr: 2.158e-02, eta: 2 days, 8:54:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9637, loss_cls: 3.9575, loss: 3.9575 +2025-06-10 10:33:57,451 - pyskl - INFO - Epoch [37][800/3940] lr: 2.158e-02, eta: 2 days, 8:54:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9681, loss_cls: 3.8696, loss: 3.8696 +2025-06-10 10:34:43,115 - pyskl - INFO - Epoch [37][900/3940] lr: 2.157e-02, eta: 2 days, 8:53:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9700, loss_cls: 3.8436, loss: 3.8436 +2025-06-10 10:35:28,720 - pyskl - INFO - Epoch [37][1000/3940] lr: 2.157e-02, eta: 2 days, 8:52:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 4.0162, loss: 4.0162 +2025-06-10 10:36:14,227 - pyskl - INFO - Epoch [37][1100/3940] lr: 2.156e-02, eta: 2 days, 8:51:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 3.8620, loss: 3.8620 +2025-06-10 10:36:59,760 - pyskl - INFO - Epoch [37][1200/3940] lr: 2.156e-02, eta: 2 days, 8:51:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9575, loss_cls: 4.0352, loss: 4.0352 +2025-06-10 10:37:45,397 - pyskl - INFO - Epoch [37][1300/3940] lr: 2.155e-02, eta: 2 days, 8:50:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 3.6991, loss: 3.6991 +2025-06-10 10:38:30,884 - pyskl - INFO - Epoch [37][1400/3940] lr: 2.155e-02, eta: 2 days, 8:49:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 4.0243, loss: 4.0243 +2025-06-10 10:39:16,342 - pyskl - INFO - Epoch [37][1500/3940] lr: 2.154e-02, eta: 2 days, 8:48:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9544, loss_cls: 3.8526, loss: 3.8526 +2025-06-10 10:40:01,841 - pyskl - INFO - Epoch [37][1600/3940] lr: 2.154e-02, eta: 2 days, 8:47:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 3.8930, loss: 3.8930 +2025-06-10 10:40:47,397 - pyskl - INFO - Epoch [37][1700/3940] lr: 2.153e-02, eta: 2 days, 8:47:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 3.8379, loss: 3.8379 +2025-06-10 10:41:32,970 - pyskl - INFO - Epoch [37][1800/3940] lr: 2.153e-02, eta: 2 days, 8:46:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9563, loss_cls: 3.9026, loss: 3.9026 +2025-06-10 10:42:18,491 - pyskl - INFO - Epoch [37][1900/3940] lr: 2.153e-02, eta: 2 days, 8:45:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9556, loss_cls: 3.9818, loss: 3.9818 +2025-06-10 10:43:04,039 - pyskl - INFO - Epoch [37][2000/3940] lr: 2.152e-02, eta: 2 days, 8:44:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9637, loss_cls: 3.6940, loss: 3.6940 +2025-06-10 10:43:49,581 - pyskl - INFO - Epoch [37][2100/3940] lr: 2.152e-02, eta: 2 days, 8:44:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9506, loss_cls: 3.8743, loss: 3.8743 +2025-06-10 10:44:35,096 - pyskl - INFO - Epoch [37][2200/3940] lr: 2.151e-02, eta: 2 days, 8:43:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9525, loss_cls: 3.9925, loss: 3.9925 +2025-06-10 10:45:20,632 - pyskl - INFO - Epoch [37][2300/3940] lr: 2.151e-02, eta: 2 days, 8:42:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9613, loss_cls: 3.8773, loss: 3.8773 +2025-06-10 10:46:06,246 - pyskl - INFO - Epoch [37][2400/3940] lr: 2.150e-02, eta: 2 days, 8:41:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.9734, loss: 3.9734 +2025-06-10 10:46:51,788 - pyskl - INFO - Epoch [37][2500/3940] lr: 2.150e-02, eta: 2 days, 8:41:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 3.9356, loss: 3.9356 +2025-06-10 10:47:37,332 - pyskl - INFO - Epoch [37][2600/3940] lr: 2.149e-02, eta: 2 days, 8:40:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9587, loss_cls: 3.9862, loss: 3.9862 +2025-06-10 10:48:22,943 - pyskl - INFO - Epoch [37][2700/3940] lr: 2.149e-02, eta: 2 days, 8:39:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 3.8973, loss: 3.8973 +2025-06-10 10:49:08,495 - pyskl - INFO - Epoch [37][2800/3940] lr: 2.148e-02, eta: 2 days, 8:38:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 3.8271, loss: 3.8271 +2025-06-10 10:49:54,147 - pyskl - INFO - Epoch [37][2900/3940] lr: 2.148e-02, eta: 2 days, 8:37:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 3.9826, loss: 3.9826 +2025-06-10 10:50:39,652 - pyskl - INFO - Epoch [37][3000/3940] lr: 2.147e-02, eta: 2 days, 8:37:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9631, loss_cls: 3.8479, loss: 3.8479 +2025-06-10 10:51:25,230 - pyskl - INFO - Epoch [37][3100/3940] lr: 2.147e-02, eta: 2 days, 8:36:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 3.9712, loss: 3.9712 +2025-06-10 10:52:10,772 - pyskl - INFO - Epoch [37][3200/3940] lr: 2.147e-02, eta: 2 days, 8:35:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 3.9756, loss: 3.9756 +2025-06-10 10:52:56,274 - pyskl - INFO - Epoch [37][3300/3940] lr: 2.146e-02, eta: 2 days, 8:34:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9556, loss_cls: 3.9494, loss: 3.9494 +2025-06-10 10:53:41,808 - pyskl - INFO - Epoch [37][3400/3940] lr: 2.146e-02, eta: 2 days, 8:34:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9563, loss_cls: 3.8965, loss: 3.8965 +2025-06-10 10:54:27,227 - pyskl - INFO - Epoch [37][3500/3940] lr: 2.145e-02, eta: 2 days, 8:33:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9494, loss_cls: 4.0346, loss: 4.0346 +2025-06-10 10:55:12,646 - pyskl - INFO - Epoch [37][3600/3940] lr: 2.145e-02, eta: 2 days, 8:32:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9600, loss_cls: 3.8949, loss: 3.8949 +2025-06-10 10:55:58,113 - pyskl - INFO - Epoch [37][3700/3940] lr: 2.144e-02, eta: 2 days, 8:31:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9613, loss_cls: 3.8954, loss: 3.8954 +2025-06-10 10:56:43,718 - pyskl - INFO - Epoch [37][3800/3940] lr: 2.144e-02, eta: 2 days, 8:31:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.8360, loss: 3.8360 +2025-06-10 10:57:29,257 - pyskl - INFO - Epoch [37][3900/3940] lr: 2.143e-02, eta: 2 days, 8:30:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9556, loss_cls: 4.0409, loss: 4.0409 +2025-06-10 10:57:47,779 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-06-10 11:01:24,025 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 11:01:24,491 - pyskl - INFO - +top1_acc 0.7249 +top5_acc 0.9359 +2025-06-10 11:01:24,508 - pyskl - INFO - Epoch(val) [37][3183] top1_acc: 0.7249, top5_acc: 0.9359 +2025-06-10 11:02:33,100 - pyskl - INFO - Epoch [38][100/3940] lr: 2.143e-02, eta: 2 days, 8:29:25, time: 0.686, data_time: 0.230, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9587, loss_cls: 3.9517, loss: 3.9517 +2025-06-10 11:03:18,647 - pyskl - INFO - Epoch [38][200/3940] lr: 2.142e-02, eta: 2 days, 8:28:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9625, loss_cls: 3.9291, loss: 3.9291 +2025-06-10 11:04:04,185 - pyskl - INFO - Epoch [38][300/3940] lr: 2.142e-02, eta: 2 days, 8:27:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 3.8594, loss: 3.8594 +2025-06-10 11:04:49,789 - pyskl - INFO - Epoch [38][400/3940] lr: 2.141e-02, eta: 2 days, 8:27:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 3.8040, loss: 3.8040 +2025-06-10 11:05:35,223 - pyskl - INFO - Epoch [38][500/3940] lr: 2.141e-02, eta: 2 days, 8:26:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9500, loss_cls: 4.0202, loss: 4.0202 +2025-06-10 11:06:20,757 - pyskl - INFO - Epoch [38][600/3940] lr: 2.140e-02, eta: 2 days, 8:25:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 3.7199, loss: 3.7199 +2025-06-10 11:07:06,223 - pyskl - INFO - Epoch [38][700/3940] lr: 2.140e-02, eta: 2 days, 8:24:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9563, loss_cls: 4.0602, loss: 4.0602 +2025-06-10 11:07:51,777 - pyskl - INFO - Epoch [38][800/3940] lr: 2.139e-02, eta: 2 days, 8:24:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 3.9761, loss: 3.9761 +2025-06-10 11:08:37,387 - pyskl - INFO - Epoch [38][900/3940] lr: 2.139e-02, eta: 2 days, 8:23:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9594, loss_cls: 3.9112, loss: 3.9112 +2025-06-10 11:09:22,755 - pyskl - INFO - Epoch [38][1000/3940] lr: 2.138e-02, eta: 2 days, 8:22:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9600, loss_cls: 4.0125, loss: 4.0125 +2025-06-10 11:10:08,206 - pyskl - INFO - Epoch [38][1100/3940] lr: 2.138e-02, eta: 2 days, 8:21:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9556, loss_cls: 3.9482, loss: 3.9482 +2025-06-10 11:10:53,477 - pyskl - INFO - Epoch [38][1200/3940] lr: 2.137e-02, eta: 2 days, 8:20:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9569, loss_cls: 3.8972, loss: 3.8972 +2025-06-10 11:11:39,013 - pyskl - INFO - Epoch [38][1300/3940] lr: 2.137e-02, eta: 2 days, 8:20:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 3.8307, loss: 3.8307 +2025-06-10 11:12:24,490 - pyskl - INFO - Epoch [38][1400/3940] lr: 2.137e-02, eta: 2 days, 8:19:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 3.7897, loss: 3.7897 +2025-06-10 11:13:09,831 - pyskl - INFO - Epoch [38][1500/3940] lr: 2.136e-02, eta: 2 days, 8:18:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9594, loss_cls: 3.9568, loss: 3.9568 +2025-06-10 11:13:55,254 - pyskl - INFO - Epoch [38][1600/3940] lr: 2.136e-02, eta: 2 days, 8:17:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9644, loss_cls: 3.8558, loss: 3.8558 +2025-06-10 11:14:40,637 - pyskl - INFO - Epoch [38][1700/3940] lr: 2.135e-02, eta: 2 days, 8:17:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 3.8611, loss: 3.8611 +2025-06-10 11:15:26,203 - pyskl - INFO - Epoch [38][1800/3940] lr: 2.135e-02, eta: 2 days, 8:16:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9537, loss_cls: 3.8987, loss: 3.8987 +2025-06-10 11:16:11,930 - pyskl - INFO - Epoch [38][1900/3940] lr: 2.134e-02, eta: 2 days, 8:15:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 3.9338, loss: 3.9338 +2025-06-10 11:16:57,488 - pyskl - INFO - Epoch [38][2000/3940] lr: 2.134e-02, eta: 2 days, 8:14:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9569, loss_cls: 3.9041, loss: 3.9041 +2025-06-10 11:17:42,880 - pyskl - INFO - Epoch [38][2100/3940] lr: 2.133e-02, eta: 2 days, 8:13:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 3.8700, loss: 3.8700 +2025-06-10 11:18:28,285 - pyskl - INFO - Epoch [38][2200/3940] lr: 2.133e-02, eta: 2 days, 8:13:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 4.0019, loss: 4.0019 +2025-06-10 11:19:13,714 - pyskl - INFO - Epoch [38][2300/3940] lr: 2.132e-02, eta: 2 days, 8:12:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9644, loss_cls: 3.8756, loss: 3.8756 +2025-06-10 11:19:59,112 - pyskl - INFO - Epoch [38][2400/3940] lr: 2.132e-02, eta: 2 days, 8:11:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9594, loss_cls: 3.8895, loss: 3.8895 +2025-06-10 11:20:44,695 - pyskl - INFO - Epoch [38][2500/3940] lr: 2.131e-02, eta: 2 days, 8:10:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9625, loss_cls: 3.7740, loss: 3.7740 +2025-06-10 11:21:30,328 - pyskl - INFO - Epoch [38][2600/3940] lr: 2.131e-02, eta: 2 days, 8:10:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 3.8627, loss: 3.8627 +2025-06-10 11:22:15,910 - pyskl - INFO - Epoch [38][2700/3940] lr: 2.130e-02, eta: 2 days, 8:09:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9594, loss_cls: 3.9364, loss: 3.9364 +2025-06-10 11:23:01,501 - pyskl - INFO - Epoch [38][2800/3940] lr: 2.130e-02, eta: 2 days, 8:08:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9550, loss_cls: 3.8560, loss: 3.8560 +2025-06-10 11:23:47,095 - pyskl - INFO - Epoch [38][2900/3940] lr: 2.130e-02, eta: 2 days, 8:07:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 3.9295, loss: 3.9295 +2025-06-10 11:24:32,673 - pyskl - INFO - Epoch [38][3000/3940] lr: 2.129e-02, eta: 2 days, 8:07:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 3.8611, loss: 3.8611 +2025-06-10 11:25:18,199 - pyskl - INFO - Epoch [38][3100/3940] lr: 2.129e-02, eta: 2 days, 8:06:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 3.8332, loss: 3.8332 +2025-06-10 11:26:03,665 - pyskl - INFO - Epoch [38][3200/3940] lr: 2.128e-02, eta: 2 days, 8:05:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9681, loss_cls: 3.7756, loss: 3.7756 +2025-06-10 11:26:49,201 - pyskl - INFO - Epoch [38][3300/3940] lr: 2.128e-02, eta: 2 days, 8:04:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9587, loss_cls: 3.9799, loss: 3.9799 +2025-06-10 11:27:34,573 - pyskl - INFO - Epoch [38][3400/3940] lr: 2.127e-02, eta: 2 days, 8:03:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 3.8063, loss: 3.8063 +2025-06-10 11:28:20,116 - pyskl - INFO - Epoch [38][3500/3940] lr: 2.127e-02, eta: 2 days, 8:03:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 3.8375, loss: 3.8375 +2025-06-10 11:29:05,923 - pyskl - INFO - Epoch [38][3600/3940] lr: 2.126e-02, eta: 2 days, 8:02:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 4.0016, loss: 4.0016 +2025-06-10 11:29:51,429 - pyskl - INFO - Epoch [38][3700/3940] lr: 2.126e-02, eta: 2 days, 8:01:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 3.9610, loss: 3.9610 +2025-06-10 11:30:36,829 - pyskl - INFO - Epoch [38][3800/3940] lr: 2.125e-02, eta: 2 days, 8:00:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9537, loss_cls: 4.0247, loss: 4.0247 +2025-06-10 11:31:22,385 - pyskl - INFO - Epoch [38][3900/3940] lr: 2.125e-02, eta: 2 days, 8:00:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9575, loss_cls: 3.9324, loss: 3.9324 +2025-06-10 11:31:41,065 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-06-10 11:35:16,976 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 11:35:17,436 - pyskl - INFO - +top1_acc 0.7412 +top5_acc 0.9454 +2025-06-10 11:35:17,492 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_29.pth was removed +2025-06-10 11:35:18,523 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_38.pth. +2025-06-10 11:35:18,525 - pyskl - INFO - Best top1_acc is 0.7412 at 38 epoch. +2025-06-10 11:35:18,541 - pyskl - INFO - Epoch(val) [38][3183] top1_acc: 0.7412, top5_acc: 0.9454 +2025-06-10 11:36:27,727 - pyskl - INFO - Epoch [39][100/3940] lr: 2.124e-02, eta: 2 days, 7:59:20, time: 0.692, data_time: 0.234, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9625, loss_cls: 3.9859, loss: 3.9859 +2025-06-10 11:37:13,238 - pyskl - INFO - Epoch [39][200/3940] lr: 2.124e-02, eta: 2 days, 7:58:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 3.8261, loss: 3.8261 +2025-06-10 11:37:58,754 - pyskl - INFO - Epoch [39][300/3940] lr: 2.123e-02, eta: 2 days, 7:57:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 3.9381, loss: 3.9381 +2025-06-10 11:38:44,132 - pyskl - INFO - Epoch [39][400/3940] lr: 2.123e-02, eta: 2 days, 7:57:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 3.8186, loss: 3.8186 +2025-06-10 11:39:29,554 - pyskl - INFO - Epoch [39][500/3940] lr: 2.122e-02, eta: 2 days, 7:56:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 3.8524, loss: 3.8524 +2025-06-10 11:40:15,136 - pyskl - INFO - Epoch [39][600/3940] lr: 2.122e-02, eta: 2 days, 7:55:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 3.9886, loss: 3.9886 +2025-06-10 11:41:00,677 - pyskl - INFO - Epoch [39][700/3940] lr: 2.121e-02, eta: 2 days, 7:54:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9513, loss_cls: 4.0362, loss: 4.0362 +2025-06-10 11:41:46,052 - pyskl - INFO - Epoch [39][800/3940] lr: 2.121e-02, eta: 2 days, 7:53:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 3.8886, loss: 3.8886 +2025-06-10 11:42:31,430 - pyskl - INFO - Epoch [39][900/3940] lr: 2.120e-02, eta: 2 days, 7:53:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9613, loss_cls: 3.8910, loss: 3.8910 +2025-06-10 11:43:16,770 - pyskl - INFO - Epoch [39][1000/3940] lr: 2.120e-02, eta: 2 days, 7:52:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9481, loss_cls: 4.0144, loss: 4.0144 +2025-06-10 11:44:02,071 - pyskl - INFO - Epoch [39][1100/3940] lr: 2.119e-02, eta: 2 days, 7:51:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9569, loss_cls: 3.9076, loss: 3.9076 +2025-06-10 11:44:47,408 - pyskl - INFO - Epoch [39][1200/3940] lr: 2.119e-02, eta: 2 days, 7:50:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9744, loss_cls: 3.9433, loss: 3.9433 +2025-06-10 11:45:32,742 - pyskl - INFO - Epoch [39][1300/3940] lr: 2.118e-02, eta: 2 days, 7:50:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9594, loss_cls: 3.8292, loss: 3.8292 +2025-06-10 11:46:18,099 - pyskl - INFO - Epoch [39][1400/3940] lr: 2.118e-02, eta: 2 days, 7:49:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9625, loss_cls: 3.9492, loss: 3.9492 +2025-06-10 11:47:03,398 - pyskl - INFO - Epoch [39][1500/3940] lr: 2.117e-02, eta: 2 days, 7:48:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 3.8496, loss: 3.8496 +2025-06-10 11:47:48,732 - pyskl - INFO - Epoch [39][1600/3940] lr: 2.117e-02, eta: 2 days, 7:47:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9537, loss_cls: 4.0225, loss: 4.0225 +2025-06-10 11:48:34,099 - pyskl - INFO - Epoch [39][1700/3940] lr: 2.116e-02, eta: 2 days, 7:46:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 3.9585, loss: 3.9585 +2025-06-10 11:49:19,432 - pyskl - INFO - Epoch [39][1800/3940] lr: 2.116e-02, eta: 2 days, 7:46:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9544, loss_cls: 4.0369, loss: 4.0369 +2025-06-10 11:50:04,739 - pyskl - INFO - Epoch [39][1900/3940] lr: 2.116e-02, eta: 2 days, 7:45:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.7527, loss: 3.7527 +2025-06-10 11:50:50,108 - pyskl - INFO - Epoch [39][2000/3940] lr: 2.115e-02, eta: 2 days, 7:44:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 3.8484, loss: 3.8484 +2025-06-10 11:51:35,397 - pyskl - INFO - Epoch [39][2100/3940] lr: 2.115e-02, eta: 2 days, 7:43:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9594, loss_cls: 3.8425, loss: 3.8425 +2025-06-10 11:52:20,740 - pyskl - INFO - Epoch [39][2200/3940] lr: 2.114e-02, eta: 2 days, 7:43:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9569, loss_cls: 3.8799, loss: 3.8799 +2025-06-10 11:53:05,978 - pyskl - INFO - Epoch [39][2300/3940] lr: 2.114e-02, eta: 2 days, 7:42:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 3.9187, loss: 3.9187 +2025-06-10 11:53:51,266 - pyskl - INFO - Epoch [39][2400/3940] lr: 2.113e-02, eta: 2 days, 7:41:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9594, loss_cls: 3.8665, loss: 3.8665 +2025-06-10 11:54:36,562 - pyskl - INFO - Epoch [39][2500/3940] lr: 2.113e-02, eta: 2 days, 7:40:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9619, loss_cls: 3.9318, loss: 3.9318 +2025-06-10 11:55:21,870 - pyskl - INFO - Epoch [39][2600/3940] lr: 2.112e-02, eta: 2 days, 7:39:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 3.8646, loss: 3.8646 +2025-06-10 11:56:07,130 - pyskl - INFO - Epoch [39][2700/3940] lr: 2.112e-02, eta: 2 days, 7:39:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9719, loss_cls: 3.7855, loss: 3.7855 +2025-06-10 11:56:52,400 - pyskl - INFO - Epoch [39][2800/3940] lr: 2.111e-02, eta: 2 days, 7:38:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 3.8245, loss: 3.8245 +2025-06-10 11:57:37,728 - pyskl - INFO - Epoch [39][2900/3940] lr: 2.111e-02, eta: 2 days, 7:37:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 3.8893, loss: 3.8893 +2025-06-10 11:58:22,971 - pyskl - INFO - Epoch [39][3000/3940] lr: 2.110e-02, eta: 2 days, 7:36:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 3.9446, loss: 3.9446 +2025-06-10 11:59:08,321 - pyskl - INFO - Epoch [39][3100/3940] lr: 2.110e-02, eta: 2 days, 7:36:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 3.9015, loss: 3.9015 +2025-06-10 11:59:53,638 - pyskl - INFO - Epoch [39][3200/3940] lr: 2.109e-02, eta: 2 days, 7:35:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9637, loss_cls: 3.9315, loss: 3.9315 +2025-06-10 12:00:38,919 - pyskl - INFO - Epoch [39][3300/3940] lr: 2.109e-02, eta: 2 days, 7:34:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9575, loss_cls: 3.8075, loss: 3.8075 +2025-06-10 12:01:24,200 - pyskl - INFO - Epoch [39][3400/3940] lr: 2.108e-02, eta: 2 days, 7:33:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 3.8354, loss: 3.8354 +2025-06-10 12:02:09,543 - pyskl - INFO - Epoch [39][3500/3940] lr: 2.108e-02, eta: 2 days, 7:32:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9563, loss_cls: 4.0454, loss: 4.0454 +2025-06-10 12:02:54,796 - pyskl - INFO - Epoch [39][3600/3940] lr: 2.107e-02, eta: 2 days, 7:32:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 3.9242, loss: 3.9242 +2025-06-10 12:03:40,060 - pyskl - INFO - Epoch [39][3700/3940] lr: 2.107e-02, eta: 2 days, 7:31:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 3.8546, loss: 3.8546 +2025-06-10 12:04:25,292 - pyskl - INFO - Epoch [39][3800/3940] lr: 2.106e-02, eta: 2 days, 7:30:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.8587, loss: 3.8587 +2025-06-10 12:05:10,491 - pyskl - INFO - Epoch [39][3900/3940] lr: 2.106e-02, eta: 2 days, 7:29:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 3.7800, loss: 3.7800 +2025-06-10 12:05:28,881 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-06-10 12:09:02,076 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 12:09:02,532 - pyskl - INFO - +top1_acc 0.7286 +top5_acc 0.9401 +2025-06-10 12:09:02,549 - pyskl - INFO - Epoch(val) [39][3183] top1_acc: 0.7286, top5_acc: 0.9401 +2025-06-10 12:10:11,589 - pyskl - INFO - Epoch [40][100/3940] lr: 2.105e-02, eta: 2 days, 7:28:57, time: 0.690, data_time: 0.234, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 3.9810, loss: 3.9810 +2025-06-10 12:10:57,278 - pyskl - INFO - Epoch [40][200/3940] lr: 2.105e-02, eta: 2 days, 7:28:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 3.8743, loss: 3.8743 +2025-06-10 12:11:42,753 - pyskl - INFO - Epoch [40][300/3940] lr: 2.104e-02, eta: 2 days, 7:27:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 3.8314, loss: 3.8314 +2025-06-10 12:12:28,162 - pyskl - INFO - Epoch [40][400/3940] lr: 2.104e-02, eta: 2 days, 7:26:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 3.8760, loss: 3.8760 +2025-06-10 12:13:13,555 - pyskl - INFO - Epoch [40][500/3940] lr: 2.103e-02, eta: 2 days, 7:25:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 3.7253, loss: 3.7253 +2025-06-10 12:13:58,957 - pyskl - INFO - Epoch [40][600/3940] lr: 2.103e-02, eta: 2 days, 7:25:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9644, loss_cls: 3.7870, loss: 3.7870 +2025-06-10 12:14:44,367 - pyskl - INFO - Epoch [40][700/3940] lr: 2.102e-02, eta: 2 days, 7:24:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9706, loss_cls: 3.7527, loss: 3.7527 +2025-06-10 12:15:29,743 - pyskl - INFO - Epoch [40][800/3940] lr: 2.102e-02, eta: 2 days, 7:23:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9613, loss_cls: 3.8799, loss: 3.8799 +2025-06-10 12:16:15,083 - pyskl - INFO - Epoch [40][900/3940] lr: 2.101e-02, eta: 2 days, 7:22:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 3.7906, loss: 3.7906 +2025-06-10 12:17:00,466 - pyskl - INFO - Epoch [40][1000/3940] lr: 2.101e-02, eta: 2 days, 7:21:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9575, loss_cls: 3.9066, loss: 3.9066 +2025-06-10 12:17:45,817 - pyskl - INFO - Epoch [40][1100/3940] lr: 2.100e-02, eta: 2 days, 7:21:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9656, loss_cls: 3.8817, loss: 3.8817 +2025-06-10 12:18:31,214 - pyskl - INFO - Epoch [40][1200/3940] lr: 2.100e-02, eta: 2 days, 7:20:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 4.0808, loss: 4.0808 +2025-06-10 12:19:16,614 - pyskl - INFO - Epoch [40][1300/3940] lr: 2.099e-02, eta: 2 days, 7:19:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9706, loss_cls: 3.7715, loss: 3.7715 +2025-06-10 12:20:02,036 - pyskl - INFO - Epoch [40][1400/3940] lr: 2.099e-02, eta: 2 days, 7:18:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9637, loss_cls: 3.9272, loss: 3.9272 +2025-06-10 12:20:47,423 - pyskl - INFO - Epoch [40][1500/3940] lr: 2.098e-02, eta: 2 days, 7:18:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9637, loss_cls: 3.7907, loss: 3.7907 +2025-06-10 12:21:33,051 - pyskl - INFO - Epoch [40][1600/3940] lr: 2.098e-02, eta: 2 days, 7:17:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 3.8762, loss: 3.8762 +2025-06-10 12:22:18,455 - pyskl - INFO - Epoch [40][1700/3940] lr: 2.097e-02, eta: 2 days, 7:16:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9594, loss_cls: 3.8693, loss: 3.8693 +2025-06-10 12:23:03,798 - pyskl - INFO - Epoch [40][1800/3940] lr: 2.097e-02, eta: 2 days, 7:15:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9531, loss_cls: 3.9074, loss: 3.9074 +2025-06-10 12:23:49,184 - pyskl - INFO - Epoch [40][1900/3940] lr: 2.096e-02, eta: 2 days, 7:15:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9637, loss_cls: 3.7906, loss: 3.7906 +2025-06-10 12:24:34,591 - pyskl - INFO - Epoch [40][2000/3940] lr: 2.096e-02, eta: 2 days, 7:14:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 3.7211, loss: 3.7211 +2025-06-10 12:25:19,952 - pyskl - INFO - Epoch [40][2100/3940] lr: 2.095e-02, eta: 2 days, 7:13:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 3.8464, loss: 3.8464 +2025-06-10 12:26:05,391 - pyskl - INFO - Epoch [40][2200/3940] lr: 2.095e-02, eta: 2 days, 7:12:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 3.7926, loss: 3.7926 +2025-06-10 12:26:50,848 - pyskl - INFO - Epoch [40][2300/3940] lr: 2.094e-02, eta: 2 days, 7:11:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 3.7724, loss: 3.7724 +2025-06-10 12:27:36,285 - pyskl - INFO - Epoch [40][2400/3940] lr: 2.094e-02, eta: 2 days, 7:11:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9587, loss_cls: 3.9420, loss: 3.9420 +2025-06-10 12:28:21,789 - pyskl - INFO - Epoch [40][2500/3940] lr: 2.094e-02, eta: 2 days, 7:10:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 3.9821, loss: 3.9821 +2025-06-10 12:29:07,326 - pyskl - INFO - Epoch [40][2600/3940] lr: 2.093e-02, eta: 2 days, 7:09:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 3.7996, loss: 3.7996 +2025-06-10 12:29:52,838 - pyskl - INFO - Epoch [40][2700/3940] lr: 2.093e-02, eta: 2 days, 7:08:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9587, loss_cls: 3.9037, loss: 3.9037 +2025-06-10 12:30:38,606 - pyskl - INFO - Epoch [40][2800/3940] lr: 2.092e-02, eta: 2 days, 7:08:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 3.8869, loss: 3.8869 +2025-06-10 12:31:24,502 - pyskl - INFO - Epoch [40][2900/3940] lr: 2.092e-02, eta: 2 days, 7:07:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9637, loss_cls: 3.9412, loss: 3.9412 +2025-06-10 12:32:10,045 - pyskl - INFO - Epoch [40][3000/3940] lr: 2.091e-02, eta: 2 days, 7:06:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 3.7254, loss: 3.7254 +2025-06-10 12:32:55,709 - pyskl - INFO - Epoch [40][3100/3940] lr: 2.091e-02, eta: 2 days, 7:05:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 3.9604, loss: 3.9604 +2025-06-10 12:33:41,114 - pyskl - INFO - Epoch [40][3200/3940] lr: 2.090e-02, eta: 2 days, 7:05:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.8833, loss: 3.8833 +2025-06-10 12:34:26,521 - pyskl - INFO - Epoch [40][3300/3940] lr: 2.090e-02, eta: 2 days, 7:04:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 3.8980, loss: 3.8980 +2025-06-10 12:35:11,925 - pyskl - INFO - Epoch [40][3400/3940] lr: 2.089e-02, eta: 2 days, 7:03:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9625, loss_cls: 3.7947, loss: 3.7947 +2025-06-10 12:35:57,280 - pyskl - INFO - Epoch [40][3500/3940] lr: 2.089e-02, eta: 2 days, 7:02:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9575, loss_cls: 3.8081, loss: 3.8081 +2025-06-10 12:36:42,643 - pyskl - INFO - Epoch [40][3600/3940] lr: 2.088e-02, eta: 2 days, 7:01:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9750, loss_cls: 3.7751, loss: 3.7751 +2025-06-10 12:37:28,078 - pyskl - INFO - Epoch [40][3700/3940] lr: 2.088e-02, eta: 2 days, 7:01:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 3.8957, loss: 3.8957 +2025-06-10 12:38:13,383 - pyskl - INFO - Epoch [40][3800/3940] lr: 2.087e-02, eta: 2 days, 7:00:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9525, loss_cls: 3.7902, loss: 3.7902 +2025-06-10 12:38:58,701 - pyskl - INFO - Epoch [40][3900/3940] lr: 2.087e-02, eta: 2 days, 6:59:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9613, loss_cls: 3.8468, loss: 3.8468 +2025-06-10 12:39:17,197 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-06-10 12:58:42,441 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 12:58:43,137 - pyskl - INFO - +top1_acc 0.7295 +top5_acc 0.9443 +2025-06-10 12:58:43,157 - pyskl - INFO - Epoch(val) [40][3183] top1_acc: 0.7295, top5_acc: 0.9443 +2025-06-10 12:59:52,151 - pyskl - INFO - Epoch [41][100/3940] lr: 2.086e-02, eta: 2 days, 6:58:46, time: 0.690, data_time: 0.234, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9675, loss_cls: 3.6294, loss: 3.6294 +2025-06-10 13:00:37,789 - pyskl - INFO - Epoch [41][200/3940] lr: 2.085e-02, eta: 2 days, 6:58:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9581, loss_cls: 3.6851, loss: 3.6851 +2025-06-10 13:01:23,347 - pyskl - INFO - Epoch [41][300/3940] lr: 2.085e-02, eta: 2 days, 6:57:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9594, loss_cls: 3.8671, loss: 3.8671 +2025-06-10 13:02:08,869 - pyskl - INFO - Epoch [41][400/3940] lr: 2.084e-02, eta: 2 days, 6:56:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 3.7618, loss: 3.7618 +2025-06-10 13:02:54,414 - pyskl - INFO - Epoch [41][500/3940] lr: 2.084e-02, eta: 2 days, 6:55:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 3.8562, loss: 3.8562 +2025-06-10 13:03:39,973 - pyskl - INFO - Epoch [41][600/3940] lr: 2.083e-02, eta: 2 days, 6:54:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.8506, loss: 3.8506 +2025-06-10 13:04:25,626 - pyskl - INFO - Epoch [41][700/3940] lr: 2.083e-02, eta: 2 days, 6:54:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 3.8581, loss: 3.8581 +2025-06-10 13:05:11,101 - pyskl - INFO - Epoch [41][800/3940] lr: 2.082e-02, eta: 2 days, 6:53:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9563, loss_cls: 4.0254, loss: 4.0254 +2025-06-10 13:05:56,637 - pyskl - INFO - Epoch [41][900/3940] lr: 2.082e-02, eta: 2 days, 6:52:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 3.8069, loss: 3.8069 +2025-06-10 13:06:42,161 - pyskl - INFO - Epoch [41][1000/3940] lr: 2.081e-02, eta: 2 days, 6:51:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9650, loss_cls: 3.6997, loss: 3.6997 +2025-06-10 13:07:27,718 - pyskl - INFO - Epoch [41][1100/3940] lr: 2.081e-02, eta: 2 days, 6:51:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9606, loss_cls: 3.8106, loss: 3.8106 +2025-06-10 13:08:13,232 - pyskl - INFO - Epoch [41][1200/3940] lr: 2.080e-02, eta: 2 days, 6:50:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 3.8201, loss: 3.8201 +2025-06-10 13:08:58,793 - pyskl - INFO - Epoch [41][1300/3940] lr: 2.080e-02, eta: 2 days, 6:49:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 3.8428, loss: 3.8428 +2025-06-10 13:09:44,303 - pyskl - INFO - Epoch [41][1400/3940] lr: 2.079e-02, eta: 2 days, 6:48:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9575, loss_cls: 3.8645, loss: 3.8645 +2025-06-10 13:10:29,873 - pyskl - INFO - Epoch [41][1500/3940] lr: 2.079e-02, eta: 2 days, 6:48:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9663, loss_cls: 3.7769, loss: 3.7769 +2025-06-10 13:11:15,386 - pyskl - INFO - Epoch [41][1600/3940] lr: 2.078e-02, eta: 2 days, 6:47:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.9168, loss: 3.9168 +2025-06-10 13:12:00,872 - pyskl - INFO - Epoch [41][1700/3940] lr: 2.078e-02, eta: 2 days, 6:46:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 3.6879, loss: 3.6879 +2025-06-10 13:12:46,304 - pyskl - INFO - Epoch [41][1800/3940] lr: 2.077e-02, eta: 2 days, 6:45:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9544, loss_cls: 3.8970, loss: 3.8970 +2025-06-10 13:13:31,761 - pyskl - INFO - Epoch [41][1900/3940] lr: 2.077e-02, eta: 2 days, 6:44:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9613, loss_cls: 3.7889, loss: 3.7889 +2025-06-10 13:14:17,509 - pyskl - INFO - Epoch [41][2000/3940] lr: 2.076e-02, eta: 2 days, 6:44:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.8851, loss: 3.8851 +2025-06-10 13:15:03,078 - pyskl - INFO - Epoch [41][2100/3940] lr: 2.076e-02, eta: 2 days, 6:43:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9650, loss_cls: 3.8716, loss: 3.8716 +2025-06-10 13:15:48,661 - pyskl - INFO - Epoch [41][2200/3940] lr: 2.075e-02, eta: 2 days, 6:42:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9644, loss_cls: 3.7504, loss: 3.7504 +2025-06-10 13:16:34,258 - pyskl - INFO - Epoch [41][2300/3940] lr: 2.075e-02, eta: 2 days, 6:41:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9625, loss_cls: 3.8037, loss: 3.8037 +2025-06-10 13:17:19,810 - pyskl - INFO - Epoch [41][2400/3940] lr: 2.074e-02, eta: 2 days, 6:41:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 3.8118, loss: 3.8118 +2025-06-10 13:18:05,444 - pyskl - INFO - Epoch [41][2500/3940] lr: 2.074e-02, eta: 2 days, 6:40:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9606, loss_cls: 3.8275, loss: 3.8275 +2025-06-10 13:18:50,862 - pyskl - INFO - Epoch [41][2600/3940] lr: 2.074e-02, eta: 2 days, 6:39:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 3.8861, loss: 3.8861 +2025-06-10 13:19:36,430 - pyskl - INFO - Epoch [41][2700/3940] lr: 2.073e-02, eta: 2 days, 6:38:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9637, loss_cls: 3.8247, loss: 3.8247 +2025-06-10 13:20:22,013 - pyskl - INFO - Epoch [41][2800/3940] lr: 2.072e-02, eta: 2 days, 6:38:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 3.8456, loss: 3.8456 +2025-06-10 13:21:07,578 - pyskl - INFO - Epoch [41][2900/3940] lr: 2.072e-02, eta: 2 days, 6:37:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9619, loss_cls: 3.8473, loss: 3.8473 +2025-06-10 13:21:53,115 - pyskl - INFO - Epoch [41][3000/3940] lr: 2.071e-02, eta: 2 days, 6:36:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9600, loss_cls: 3.9643, loss: 3.9643 +2025-06-10 13:22:38,727 - pyskl - INFO - Epoch [41][3100/3940] lr: 2.071e-02, eta: 2 days, 6:35:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 3.8714, loss: 3.8714 +2025-06-10 13:23:24,262 - pyskl - INFO - Epoch [41][3200/3940] lr: 2.070e-02, eta: 2 days, 6:35:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9587, loss_cls: 3.8165, loss: 3.8165 +2025-06-10 13:24:09,794 - pyskl - INFO - Epoch [41][3300/3940] lr: 2.070e-02, eta: 2 days, 6:34:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 3.8741, loss: 3.8741 +2025-06-10 13:24:55,285 - pyskl - INFO - Epoch [41][3400/3940] lr: 2.069e-02, eta: 2 days, 6:33:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9531, loss_cls: 4.0368, loss: 4.0368 +2025-06-10 13:25:40,876 - pyskl - INFO - Epoch [41][3500/3940] lr: 2.069e-02, eta: 2 days, 6:32:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 3.9060, loss: 3.9060 +2025-06-10 13:26:26,348 - pyskl - INFO - Epoch [41][3600/3940] lr: 2.068e-02, eta: 2 days, 6:31:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 3.9397, loss: 3.9397 +2025-06-10 13:27:11,778 - pyskl - INFO - Epoch [41][3700/3940] lr: 2.068e-02, eta: 2 days, 6:31:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9613, loss_cls: 3.9709, loss: 3.9709 +2025-06-10 13:27:57,173 - pyskl - INFO - Epoch [41][3800/3940] lr: 2.067e-02, eta: 2 days, 6:30:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 3.8150, loss: 3.8150 +2025-06-10 13:28:42,663 - pyskl - INFO - Epoch [41][3900/3940] lr: 2.067e-02, eta: 2 days, 6:29:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9663, loss_cls: 3.8032, loss: 3.8032 +2025-06-10 13:29:01,178 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-06-10 13:32:35,652 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 13:32:36,124 - pyskl - INFO - +top1_acc 0.7063 +top5_acc 0.9273 +2025-06-10 13:32:36,144 - pyskl - INFO - Epoch(val) [41][3183] top1_acc: 0.7063, top5_acc: 0.9273 +2025-06-10 13:33:44,900 - pyskl - INFO - Epoch [42][100/3940] lr: 2.066e-02, eta: 2 days, 6:28:45, time: 0.687, data_time: 0.232, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9625, loss_cls: 3.8058, loss: 3.8058 +2025-06-10 13:34:30,587 - pyskl - INFO - Epoch [42][200/3940] lr: 2.066e-02, eta: 2 days, 6:28:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 3.7861, loss: 3.7861 +2025-06-10 13:35:16,082 - pyskl - INFO - Epoch [42][300/3940] lr: 2.065e-02, eta: 2 days, 6:27:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 3.7238, loss: 3.7238 +2025-06-10 13:36:01,693 - pyskl - INFO - Epoch [42][400/3940] lr: 2.065e-02, eta: 2 days, 6:26:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 3.8417, loss: 3.8417 +2025-06-10 13:36:47,099 - pyskl - INFO - Epoch [42][500/3940] lr: 2.064e-02, eta: 2 days, 6:25:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9631, loss_cls: 3.7893, loss: 3.7893 +2025-06-10 13:37:32,453 - pyskl - INFO - Epoch [42][600/3940] lr: 2.064e-02, eta: 2 days, 6:24:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.8215, loss: 3.8215 +2025-06-10 13:38:17,853 - pyskl - INFO - Epoch [42][700/3940] lr: 2.063e-02, eta: 2 days, 6:24:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 3.8448, loss: 3.8448 +2025-06-10 13:39:03,235 - pyskl - INFO - Epoch [42][800/3940] lr: 2.063e-02, eta: 2 days, 6:23:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 3.7872, loss: 3.7872 +2025-06-10 13:39:48,661 - pyskl - INFO - Epoch [42][900/3940] lr: 2.062e-02, eta: 2 days, 6:22:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9644, loss_cls: 3.7395, loss: 3.7395 +2025-06-10 13:40:34,090 - pyskl - INFO - Epoch [42][1000/3940] lr: 2.062e-02, eta: 2 days, 6:21:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9637, loss_cls: 3.7844, loss: 3.7844 +2025-06-10 13:41:19,546 - pyskl - INFO - Epoch [42][1100/3940] lr: 2.061e-02, eta: 2 days, 6:21:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.9065, loss: 3.9065 +2025-06-10 13:42:04,964 - pyskl - INFO - Epoch [42][1200/3940] lr: 2.061e-02, eta: 2 days, 6:20:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 3.7162, loss: 3.7162 +2025-06-10 13:42:50,513 - pyskl - INFO - Epoch [42][1300/3940] lr: 2.060e-02, eta: 2 days, 6:19:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9587, loss_cls: 3.8156, loss: 3.8156 +2025-06-10 13:43:36,022 - pyskl - INFO - Epoch [42][1400/3940] lr: 2.060e-02, eta: 2 days, 6:18:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 3.7369, loss: 3.7369 +2025-06-10 13:44:21,463 - pyskl - INFO - Epoch [42][1500/3940] lr: 2.059e-02, eta: 2 days, 6:17:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 3.9937, loss: 3.9937 +2025-06-10 13:45:06,894 - pyskl - INFO - Epoch [42][1600/3940] lr: 2.059e-02, eta: 2 days, 6:17:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 3.8419, loss: 3.8419 +2025-06-10 13:45:52,396 - pyskl - INFO - Epoch [42][1700/3940] lr: 2.058e-02, eta: 2 days, 6:16:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9613, loss_cls: 3.9578, loss: 3.9578 +2025-06-10 13:46:37,857 - pyskl - INFO - Epoch [42][1800/3940] lr: 2.058e-02, eta: 2 days, 6:15:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9625, loss_cls: 3.6722, loss: 3.6722 +2025-06-10 13:47:23,268 - pyskl - INFO - Epoch [42][1900/3940] lr: 2.057e-02, eta: 2 days, 6:14:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9644, loss_cls: 3.9501, loss: 3.9501 +2025-06-10 13:48:08,657 - pyskl - INFO - Epoch [42][2000/3940] lr: 2.057e-02, eta: 2 days, 6:14:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.8843, loss: 3.8843 +2025-06-10 13:48:54,091 - pyskl - INFO - Epoch [42][2100/3940] lr: 2.056e-02, eta: 2 days, 6:13:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.7655, loss: 3.7655 +2025-06-10 13:49:39,506 - pyskl - INFO - Epoch [42][2200/3940] lr: 2.056e-02, eta: 2 days, 6:12:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9675, loss_cls: 3.8748, loss: 3.8748 +2025-06-10 13:50:24,901 - pyskl - INFO - Epoch [42][2300/3940] lr: 2.055e-02, eta: 2 days, 6:11:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9587, loss_cls: 3.9126, loss: 3.9126 +2025-06-10 13:51:10,264 - pyskl - INFO - Epoch [42][2400/3940] lr: 2.055e-02, eta: 2 days, 6:11:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9675, loss_cls: 3.8707, loss: 3.8707 +2025-06-10 13:51:55,665 - pyskl - INFO - Epoch [42][2500/3940] lr: 2.054e-02, eta: 2 days, 6:10:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 3.7808, loss: 3.7808 +2025-06-10 13:52:41,172 - pyskl - INFO - Epoch [42][2600/3940] lr: 2.054e-02, eta: 2 days, 6:09:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9600, loss_cls: 3.8104, loss: 3.8104 +2025-06-10 13:53:26,519 - pyskl - INFO - Epoch [42][2700/3940] lr: 2.053e-02, eta: 2 days, 6:08:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 3.8837, loss: 3.8837 +2025-06-10 13:54:11,969 - pyskl - INFO - Epoch [42][2800/3940] lr: 2.053e-02, eta: 2 days, 6:07:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9650, loss_cls: 3.7710, loss: 3.7710 +2025-06-10 13:54:57,401 - pyskl - INFO - Epoch [42][2900/3940] lr: 2.052e-02, eta: 2 days, 6:07:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 3.8175, loss: 3.8175 +2025-06-10 13:55:42,813 - pyskl - INFO - Epoch [42][3000/3940] lr: 2.052e-02, eta: 2 days, 6:06:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 3.6419, loss: 3.6419 +2025-06-10 13:56:28,238 - pyskl - INFO - Epoch [42][3100/3940] lr: 2.051e-02, eta: 2 days, 6:05:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 3.8172, loss: 3.8172 +2025-06-10 13:57:13,674 - pyskl - INFO - Epoch [42][3200/3940] lr: 2.051e-02, eta: 2 days, 6:04:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9581, loss_cls: 3.8256, loss: 3.8256 +2025-06-10 13:57:59,111 - pyskl - INFO - Epoch [42][3300/3940] lr: 2.050e-02, eta: 2 days, 6:04:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9738, loss_cls: 3.6247, loss: 3.6247 +2025-06-10 13:58:44,560 - pyskl - INFO - Epoch [42][3400/3940] lr: 2.050e-02, eta: 2 days, 6:03:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9587, loss_cls: 3.8360, loss: 3.8360 +2025-06-10 13:59:29,833 - pyskl - INFO - Epoch [42][3500/3940] lr: 2.049e-02, eta: 2 days, 6:02:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 3.8160, loss: 3.8160 +2025-06-10 14:00:15,105 - pyskl - INFO - Epoch [42][3600/3940] lr: 2.049e-02, eta: 2 days, 6:01:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9606, loss_cls: 3.6865, loss: 3.6865 +2025-06-10 14:01:00,353 - pyskl - INFO - Epoch [42][3700/3940] lr: 2.048e-02, eta: 2 days, 6:00:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 3.9434, loss: 3.9434 +2025-06-10 14:01:45,703 - pyskl - INFO - Epoch [42][3800/3940] lr: 2.048e-02, eta: 2 days, 6:00:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9537, loss_cls: 3.9121, loss: 3.9121 +2025-06-10 14:02:30,974 - pyskl - INFO - Epoch [42][3900/3940] lr: 2.047e-02, eta: 2 days, 5:59:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.8098, loss: 3.8098 +2025-06-10 14:02:49,372 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-06-10 14:06:24,520 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 14:06:24,989 - pyskl - INFO - +top1_acc 0.7289 +top5_acc 0.9397 +2025-06-10 14:06:25,009 - pyskl - INFO - Epoch(val) [42][3183] top1_acc: 0.7289, top5_acc: 0.9397 +2025-06-10 14:07:34,378 - pyskl - INFO - Epoch [43][100/3940] lr: 2.046e-02, eta: 2 days, 5:58:35, time: 0.694, data_time: 0.238, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9506, loss_cls: 3.9182, loss: 3.9182 +2025-06-10 14:08:19,857 - pyskl - INFO - Epoch [43][200/3940] lr: 2.046e-02, eta: 2 days, 5:57:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9625, loss_cls: 3.8257, loss: 3.8257 +2025-06-10 14:09:05,347 - pyskl - INFO - Epoch [43][300/3940] lr: 2.045e-02, eta: 2 days, 5:57:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9587, loss_cls: 3.6713, loss: 3.6713 +2025-06-10 14:09:50,977 - pyskl - INFO - Epoch [43][400/3940] lr: 2.045e-02, eta: 2 days, 5:56:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 3.7487, loss: 3.7487 +2025-06-10 14:10:36,621 - pyskl - INFO - Epoch [43][500/3940] lr: 2.044e-02, eta: 2 days, 5:55:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 3.9230, loss: 3.9230 +2025-06-10 14:11:22,038 - pyskl - INFO - Epoch [43][600/3940] lr: 2.044e-02, eta: 2 days, 5:54:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.7866, loss: 3.7866 +2025-06-10 14:12:07,532 - pyskl - INFO - Epoch [43][700/3940] lr: 2.043e-02, eta: 2 days, 5:53:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 3.7770, loss: 3.7770 +2025-06-10 14:12:53,022 - pyskl - INFO - Epoch [43][800/3940] lr: 2.043e-02, eta: 2 days, 5:53:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9587, loss_cls: 3.8481, loss: 3.8481 +2025-06-10 14:13:38,451 - pyskl - INFO - Epoch [43][900/3940] lr: 2.042e-02, eta: 2 days, 5:52:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 3.8277, loss: 3.8277 +2025-06-10 14:14:23,879 - pyskl - INFO - Epoch [43][1000/3940] lr: 2.042e-02, eta: 2 days, 5:51:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 3.7779, loss: 3.7779 +2025-06-10 14:15:09,295 - pyskl - INFO - Epoch [43][1100/3940] lr: 2.041e-02, eta: 2 days, 5:50:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.8248, loss: 3.8248 +2025-06-10 14:15:54,754 - pyskl - INFO - Epoch [43][1200/3940] lr: 2.041e-02, eta: 2 days, 5:50:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9731, loss_cls: 3.8549, loss: 3.8549 +2025-06-10 14:16:40,181 - pyskl - INFO - Epoch [43][1300/3940] lr: 2.040e-02, eta: 2 days, 5:49:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9569, loss_cls: 3.8010, loss: 3.8010 +2025-06-10 14:17:25,618 - pyskl - INFO - Epoch [43][1400/3940] lr: 2.040e-02, eta: 2 days, 5:48:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 3.7788, loss: 3.7788 +2025-06-10 14:18:11,094 - pyskl - INFO - Epoch [43][1500/3940] lr: 2.039e-02, eta: 2 days, 5:47:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 3.8852, loss: 3.8852 +2025-06-10 14:18:56,517 - pyskl - INFO - Epoch [43][1600/3940] lr: 2.039e-02, eta: 2 days, 5:47:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.8263, loss: 3.8263 +2025-06-10 14:19:41,999 - pyskl - INFO - Epoch [43][1700/3940] lr: 2.038e-02, eta: 2 days, 5:46:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9556, loss_cls: 3.9171, loss: 3.9171 +2025-06-10 14:20:27,420 - pyskl - INFO - Epoch [43][1800/3940] lr: 2.038e-02, eta: 2 days, 5:45:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 3.7280, loss: 3.7280 +2025-06-10 14:21:12,861 - pyskl - INFO - Epoch [43][1900/3940] lr: 2.037e-02, eta: 2 days, 5:44:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9494, loss_cls: 3.8361, loss: 3.8361 +2025-06-10 14:21:58,325 - pyskl - INFO - Epoch [43][2000/3940] lr: 2.037e-02, eta: 2 days, 5:43:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9725, loss_cls: 3.8795, loss: 3.8795 +2025-06-10 14:22:43,881 - pyskl - INFO - Epoch [43][2100/3940] lr: 2.036e-02, eta: 2 days, 5:43:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9569, loss_cls: 3.8377, loss: 3.8377 +2025-06-10 14:23:29,322 - pyskl - INFO - Epoch [43][2200/3940] lr: 2.035e-02, eta: 2 days, 5:42:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.6904, loss: 3.6904 +2025-06-10 14:24:14,796 - pyskl - INFO - Epoch [43][2300/3940] lr: 2.035e-02, eta: 2 days, 5:41:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9637, loss_cls: 3.8357, loss: 3.8357 +2025-06-10 14:25:00,297 - pyskl - INFO - Epoch [43][2400/3940] lr: 2.034e-02, eta: 2 days, 5:40:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 3.7890, loss: 3.7890 +2025-06-10 14:25:45,969 - pyskl - INFO - Epoch [43][2500/3940] lr: 2.034e-02, eta: 2 days, 5:40:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9556, loss_cls: 3.8717, loss: 3.8717 +2025-06-10 14:26:31,347 - pyskl - INFO - Epoch [43][2600/3940] lr: 2.033e-02, eta: 2 days, 5:39:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9625, loss_cls: 3.8541, loss: 3.8541 +2025-06-10 14:27:16,978 - pyskl - INFO - Epoch [43][2700/3940] lr: 2.033e-02, eta: 2 days, 5:38:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9575, loss_cls: 3.8164, loss: 3.8164 +2025-06-10 14:28:02,416 - pyskl - INFO - Epoch [43][2800/3940] lr: 2.032e-02, eta: 2 days, 5:37:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 3.8920, loss: 3.8920 +2025-06-10 14:28:47,971 - pyskl - INFO - Epoch [43][2900/3940] lr: 2.032e-02, eta: 2 days, 5:37:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9644, loss_cls: 3.9578, loss: 3.9578 +2025-06-10 14:29:33,455 - pyskl - INFO - Epoch [43][3000/3940] lr: 2.031e-02, eta: 2 days, 5:36:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9581, loss_cls: 3.9647, loss: 3.9647 +2025-06-10 14:30:18,804 - pyskl - INFO - Epoch [43][3100/3940] lr: 2.031e-02, eta: 2 days, 5:35:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 3.9221, loss: 3.9221 +2025-06-10 14:31:04,231 - pyskl - INFO - Epoch [43][3200/3940] lr: 2.030e-02, eta: 2 days, 5:34:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 3.8120, loss: 3.8120 +2025-06-10 14:31:49,558 - pyskl - INFO - Epoch [43][3300/3940] lr: 2.030e-02, eta: 2 days, 5:33:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9600, loss_cls: 3.7943, loss: 3.7943 +2025-06-10 14:32:34,951 - pyskl - INFO - Epoch [43][3400/3940] lr: 2.029e-02, eta: 2 days, 5:33:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 3.8675, loss: 3.8675 +2025-06-10 14:33:20,351 - pyskl - INFO - Epoch [43][3500/3940] lr: 2.029e-02, eta: 2 days, 5:32:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 3.7568, loss: 3.7568 +2025-06-10 14:34:05,774 - pyskl - INFO - Epoch [43][3600/3940] lr: 2.028e-02, eta: 2 days, 5:31:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 4.0290, loss: 4.0290 +2025-06-10 14:34:51,096 - pyskl - INFO - Epoch [43][3700/3940] lr: 2.028e-02, eta: 2 days, 5:30:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 3.8353, loss: 3.8353 +2025-06-10 14:35:36,726 - pyskl - INFO - Epoch [43][3800/3940] lr: 2.027e-02, eta: 2 days, 5:30:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9631, loss_cls: 3.8355, loss: 3.8355 +2025-06-10 14:36:22,158 - pyskl - INFO - Epoch [43][3900/3940] lr: 2.027e-02, eta: 2 days, 5:29:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9500, loss_cls: 3.9224, loss: 3.9224 +2025-06-10 14:36:40,765 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-06-10 14:40:13,641 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 14:40:14,149 - pyskl - INFO - +top1_acc 0.7598 +top5_acc 0.9497 +2025-06-10 14:40:14,207 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_38.pth was removed +2025-06-10 14:40:15,261 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. +2025-06-10 14:40:15,263 - pyskl - INFO - Best top1_acc is 0.7598 at 43 epoch. +2025-06-10 14:40:15,281 - pyskl - INFO - Epoch(val) [43][3183] top1_acc: 0.7598, top5_acc: 0.9497 +2025-06-10 14:41:24,705 - pyskl - INFO - Epoch [44][100/3940] lr: 2.026e-02, eta: 2 days, 5:28:29, time: 0.694, data_time: 0.239, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.6892, loss: 3.6892 +2025-06-10 14:42:10,246 - pyskl - INFO - Epoch [44][200/3940] lr: 2.025e-02, eta: 2 days, 5:27:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9625, loss_cls: 3.7517, loss: 3.7517 +2025-06-10 14:42:55,834 - pyskl - INFO - Epoch [44][300/3940] lr: 2.025e-02, eta: 2 days, 5:26:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 3.7223, loss: 3.7223 +2025-06-10 14:43:41,457 - pyskl - INFO - Epoch [44][400/3940] lr: 2.024e-02, eta: 2 days, 5:26:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 3.7910, loss: 3.7910 +2025-06-10 14:44:26,924 - pyskl - INFO - Epoch [44][500/3940] lr: 2.024e-02, eta: 2 days, 5:25:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 3.8089, loss: 3.8089 +2025-06-10 14:45:12,354 - pyskl - INFO - Epoch [44][600/3940] lr: 2.023e-02, eta: 2 days, 5:24:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9600, loss_cls: 3.7099, loss: 3.7099 +2025-06-10 14:45:57,774 - pyskl - INFO - Epoch [44][700/3940] lr: 2.023e-02, eta: 2 days, 5:23:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 3.5730, loss: 3.5730 +2025-06-10 14:46:43,220 - pyskl - INFO - Epoch [44][800/3940] lr: 2.022e-02, eta: 2 days, 5:23:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 3.5673, loss: 3.5673 +2025-06-10 14:47:28,641 - pyskl - INFO - Epoch [44][900/3940] lr: 2.022e-02, eta: 2 days, 5:22:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9606, loss_cls: 3.8051, loss: 3.8051 +2025-06-10 14:48:14,050 - pyskl - INFO - Epoch [44][1000/3940] lr: 2.021e-02, eta: 2 days, 5:21:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.7288, loss: 3.7288 +2025-06-10 14:48:59,502 - pyskl - INFO - Epoch [44][1100/3940] lr: 2.021e-02, eta: 2 days, 5:20:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9669, loss_cls: 3.7974, loss: 3.7974 +2025-06-10 14:49:44,938 - pyskl - INFO - Epoch [44][1200/3940] lr: 2.020e-02, eta: 2 days, 5:20:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9663, loss_cls: 3.8196, loss: 3.8196 +2025-06-10 14:50:30,371 - pyskl - INFO - Epoch [44][1300/3940] lr: 2.020e-02, eta: 2 days, 5:19:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 3.7918, loss: 3.7918 +2025-06-10 14:51:15,980 - pyskl - INFO - Epoch [44][1400/3940] lr: 2.019e-02, eta: 2 days, 5:18:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.9135, loss: 3.9135 +2025-06-10 14:52:01,434 - pyskl - INFO - Epoch [44][1500/3940] lr: 2.019e-02, eta: 2 days, 5:17:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9619, loss_cls: 3.7313, loss: 3.7313 +2025-06-10 14:52:46,878 - pyskl - INFO - Epoch [44][1600/3940] lr: 2.018e-02, eta: 2 days, 5:16:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 3.9274, loss: 3.9274 +2025-06-10 14:53:32,317 - pyskl - INFO - Epoch [44][1700/3940] lr: 2.018e-02, eta: 2 days, 5:16:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 3.7977, loss: 3.7977 +2025-06-10 14:54:17,735 - pyskl - INFO - Epoch [44][1800/3940] lr: 2.017e-02, eta: 2 days, 5:15:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9587, loss_cls: 3.8082, loss: 3.8082 +2025-06-10 14:55:03,292 - pyskl - INFO - Epoch [44][1900/3940] lr: 2.017e-02, eta: 2 days, 5:14:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.8023, loss: 3.8023 +2025-06-10 14:55:48,998 - pyskl - INFO - Epoch [44][2000/3940] lr: 2.016e-02, eta: 2 days, 5:13:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9544, loss_cls: 3.7933, loss: 3.7933 +2025-06-10 14:56:34,748 - pyskl - INFO - Epoch [44][2100/3940] lr: 2.015e-02, eta: 2 days, 5:13:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 3.8107, loss: 3.8107 +2025-06-10 14:57:20,484 - pyskl - INFO - Epoch [44][2200/3940] lr: 2.015e-02, eta: 2 days, 5:12:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 3.8432, loss: 3.8432 +2025-06-10 14:58:06,074 - pyskl - INFO - Epoch [44][2300/3940] lr: 2.014e-02, eta: 2 days, 5:11:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9544, loss_cls: 3.9151, loss: 3.9151 +2025-06-10 14:58:51,471 - pyskl - INFO - Epoch [44][2400/3940] lr: 2.014e-02, eta: 2 days, 5:10:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9550, loss_cls: 3.8648, loss: 3.8648 +2025-06-10 14:59:36,849 - pyskl - INFO - Epoch [44][2500/3940] lr: 2.013e-02, eta: 2 days, 5:10:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 3.9311, loss: 3.9311 +2025-06-10 15:00:22,328 - pyskl - INFO - Epoch [44][2600/3940] lr: 2.013e-02, eta: 2 days, 5:09:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9569, loss_cls: 3.8154, loss: 3.8154 +2025-06-10 15:01:07,851 - pyskl - INFO - Epoch [44][2700/3940] lr: 2.012e-02, eta: 2 days, 5:08:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 3.7022, loss: 3.7022 +2025-06-10 15:01:53,238 - pyskl - INFO - Epoch [44][2800/3940] lr: 2.012e-02, eta: 2 days, 5:07:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9619, loss_cls: 3.7979, loss: 3.7979 +2025-06-10 15:02:38,626 - pyskl - INFO - Epoch [44][2900/3940] lr: 2.011e-02, eta: 2 days, 5:06:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.8282, loss: 3.8282 +2025-06-10 15:03:24,023 - pyskl - INFO - Epoch [44][3000/3940] lr: 2.011e-02, eta: 2 days, 5:06:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9587, loss_cls: 3.8764, loss: 3.8764 +2025-06-10 15:04:09,387 - pyskl - INFO - Epoch [44][3100/3940] lr: 2.010e-02, eta: 2 days, 5:05:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9594, loss_cls: 3.8028, loss: 3.8028 +2025-06-10 15:04:54,686 - pyskl - INFO - Epoch [44][3200/3940] lr: 2.010e-02, eta: 2 days, 5:04:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 3.7998, loss: 3.7998 +2025-06-10 15:05:40,038 - pyskl - INFO - Epoch [44][3300/3940] lr: 2.009e-02, eta: 2 days, 5:03:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 3.7480, loss: 3.7480 +2025-06-10 15:06:25,346 - pyskl - INFO - Epoch [44][3400/3940] lr: 2.009e-02, eta: 2 days, 5:03:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9606, loss_cls: 3.7161, loss: 3.7161 +2025-06-10 15:07:10,690 - pyskl - INFO - Epoch [44][3500/3940] lr: 2.008e-02, eta: 2 days, 5:02:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 3.7155, loss: 3.7155 +2025-06-10 15:07:56,065 - pyskl - INFO - Epoch [44][3600/3940] lr: 2.008e-02, eta: 2 days, 5:01:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9606, loss_cls: 3.8161, loss: 3.8161 +2025-06-10 15:08:41,341 - pyskl - INFO - Epoch [44][3700/3940] lr: 2.007e-02, eta: 2 days, 5:00:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9594, loss_cls: 3.9616, loss: 3.9616 +2025-06-10 15:09:26,639 - pyskl - INFO - Epoch [44][3800/3940] lr: 2.006e-02, eta: 2 days, 4:59:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9637, loss_cls: 3.8221, loss: 3.8221 +2025-06-10 15:10:11,930 - pyskl - INFO - Epoch [44][3900/3940] lr: 2.006e-02, eta: 2 days, 4:59:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9575, loss_cls: 3.8820, loss: 3.8820 +2025-06-10 15:10:30,330 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-06-10 15:14:05,064 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 15:14:05,559 - pyskl - INFO - +top1_acc 0.7326 +top5_acc 0.9426 +2025-06-10 15:14:05,578 - pyskl - INFO - Epoch(val) [44][3183] top1_acc: 0.7326, top5_acc: 0.9426 +2025-06-10 15:15:14,315 - pyskl - INFO - Epoch [45][100/3940] lr: 2.005e-02, eta: 2 days, 4:58:20, time: 0.687, data_time: 0.234, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9613, loss_cls: 3.9437, loss: 3.9437 +2025-06-10 15:15:59,689 - pyskl - INFO - Epoch [45][200/3940] lr: 2.005e-02, eta: 2 days, 4:57:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9675, loss_cls: 3.7511, loss: 3.7511 +2025-06-10 15:16:45,238 - pyskl - INFO - Epoch [45][300/3940] lr: 2.004e-02, eta: 2 days, 4:56:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9656, loss_cls: 3.7782, loss: 3.7782 +2025-06-10 15:17:30,635 - pyskl - INFO - Epoch [45][400/3940] lr: 2.004e-02, eta: 2 days, 4:56:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9581, loss_cls: 3.6951, loss: 3.6951 +2025-06-10 15:18:16,007 - pyskl - INFO - Epoch [45][500/3940] lr: 2.003e-02, eta: 2 days, 4:55:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9644, loss_cls: 3.7576, loss: 3.7576 +2025-06-10 15:19:01,301 - pyskl - INFO - Epoch [45][600/3940] lr: 2.003e-02, eta: 2 days, 4:54:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 3.7149, loss: 3.7149 +2025-06-10 15:19:46,703 - pyskl - INFO - Epoch [45][700/3940] lr: 2.002e-02, eta: 2 days, 4:53:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 3.7550, loss: 3.7550 +2025-06-10 15:20:32,168 - pyskl - INFO - Epoch [45][800/3940] lr: 2.002e-02, eta: 2 days, 4:52:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9569, loss_cls: 3.7958, loss: 3.7958 +2025-06-10 15:21:17,536 - pyskl - INFO - Epoch [45][900/3940] lr: 2.001e-02, eta: 2 days, 4:52:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 3.7821, loss: 3.7821 +2025-06-10 15:22:02,818 - pyskl - INFO - Epoch [45][1000/3940] lr: 2.000e-02, eta: 2 days, 4:51:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 3.8404, loss: 3.8404 +2025-06-10 15:22:48,219 - pyskl - INFO - Epoch [45][1100/3940] lr: 2.000e-02, eta: 2 days, 4:50:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.7966, loss: 3.7966 +2025-06-10 15:23:33,490 - pyskl - INFO - Epoch [45][1200/3940] lr: 1.999e-02, eta: 2 days, 4:49:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 3.8232, loss: 3.8232 +2025-06-10 15:24:18,820 - pyskl - INFO - Epoch [45][1300/3940] lr: 1.999e-02, eta: 2 days, 4:49:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 3.6820, loss: 3.6820 +2025-06-10 15:25:04,096 - pyskl - INFO - Epoch [45][1400/3940] lr: 1.998e-02, eta: 2 days, 4:48:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 3.7116, loss: 3.7116 +2025-06-10 15:25:49,400 - pyskl - INFO - Epoch [45][1500/3940] lr: 1.998e-02, eta: 2 days, 4:47:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 3.7836, loss: 3.7836 +2025-06-10 15:26:34,639 - pyskl - INFO - Epoch [45][1600/3940] lr: 1.997e-02, eta: 2 days, 4:46:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9688, loss_cls: 3.8237, loss: 3.8237 +2025-06-10 15:27:19,979 - pyskl - INFO - Epoch [45][1700/3940] lr: 1.997e-02, eta: 2 days, 4:45:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9587, loss_cls: 3.8129, loss: 3.8129 +2025-06-10 15:28:05,406 - pyskl - INFO - Epoch [45][1800/3940] lr: 1.996e-02, eta: 2 days, 4:45:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9587, loss_cls: 3.8744, loss: 3.8744 +2025-06-10 15:28:50,837 - pyskl - INFO - Epoch [45][1900/3940] lr: 1.996e-02, eta: 2 days, 4:44:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 3.7413, loss: 3.7413 +2025-06-10 15:29:36,256 - pyskl - INFO - Epoch [45][2000/3940] lr: 1.995e-02, eta: 2 days, 4:43:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9600, loss_cls: 3.7542, loss: 3.7542 +2025-06-10 15:30:21,698 - pyskl - INFO - Epoch [45][2100/3940] lr: 1.995e-02, eta: 2 days, 4:42:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.7272, loss: 3.7272 +2025-06-10 15:31:07,176 - pyskl - INFO - Epoch [45][2200/3940] lr: 1.994e-02, eta: 2 days, 4:42:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9631, loss_cls: 3.7374, loss: 3.7374 +2025-06-10 15:31:52,567 - pyskl - INFO - Epoch [45][2300/3940] lr: 1.994e-02, eta: 2 days, 4:41:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9644, loss_cls: 3.7781, loss: 3.7781 +2025-06-10 15:32:37,841 - pyskl - INFO - Epoch [45][2400/3940] lr: 1.993e-02, eta: 2 days, 4:40:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 3.7615, loss: 3.7615 +2025-06-10 15:33:23,306 - pyskl - INFO - Epoch [45][2500/3940] lr: 1.992e-02, eta: 2 days, 4:39:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9719, loss_cls: 3.8125, loss: 3.8125 +2025-06-10 15:34:08,733 - pyskl - INFO - Epoch [45][2600/3940] lr: 1.992e-02, eta: 2 days, 4:39:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 3.7125, loss: 3.7125 +2025-06-10 15:34:54,308 - pyskl - INFO - Epoch [45][2700/3940] lr: 1.991e-02, eta: 2 days, 4:38:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9631, loss_cls: 3.8483, loss: 3.8483 +2025-06-10 15:35:39,741 - pyskl - INFO - Epoch [45][2800/3940] lr: 1.991e-02, eta: 2 days, 4:37:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 3.8377, loss: 3.8377 +2025-06-10 15:36:25,255 - pyskl - INFO - Epoch [45][2900/3940] lr: 1.990e-02, eta: 2 days, 4:36:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 3.7950, loss: 3.7950 +2025-06-10 15:37:10,770 - pyskl - INFO - Epoch [45][3000/3940] lr: 1.990e-02, eta: 2 days, 4:35:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 3.8119, loss: 3.8119 +2025-06-10 15:37:56,250 - pyskl - INFO - Epoch [45][3100/3940] lr: 1.989e-02, eta: 2 days, 4:35:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 3.9145, loss: 3.9145 +2025-06-10 15:38:41,879 - pyskl - INFO - Epoch [45][3200/3940] lr: 1.989e-02, eta: 2 days, 4:34:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9700, loss_cls: 3.8545, loss: 3.8545 +2025-06-10 15:39:27,380 - pyskl - INFO - Epoch [45][3300/3940] lr: 1.988e-02, eta: 2 days, 4:33:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 3.8115, loss: 3.8115 +2025-06-10 15:40:12,839 - pyskl - INFO - Epoch [45][3400/3940] lr: 1.988e-02, eta: 2 days, 4:32:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9644, loss_cls: 3.7243, loss: 3.7243 +2025-06-10 15:40:58,300 - pyskl - INFO - Epoch [45][3500/3940] lr: 1.987e-02, eta: 2 days, 4:32:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.7237, loss: 3.7237 +2025-06-10 15:41:43,666 - pyskl - INFO - Epoch [45][3600/3940] lr: 1.987e-02, eta: 2 days, 4:31:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9575, loss_cls: 3.8878, loss: 3.8878 +2025-06-10 15:42:29,074 - pyskl - INFO - Epoch [45][3700/3940] lr: 1.986e-02, eta: 2 days, 4:30:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 3.8293, loss: 3.8293 +2025-06-10 15:43:14,503 - pyskl - INFO - Epoch [45][3800/3940] lr: 1.985e-02, eta: 2 days, 4:29:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9625, loss_cls: 3.7987, loss: 3.7987 +2025-06-10 15:43:59,909 - pyskl - INFO - Epoch [45][3900/3940] lr: 1.985e-02, eta: 2 days, 4:29:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.9154, loss: 3.9154 +2025-06-10 15:44:18,331 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-06-10 16:01:54,677 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 16:01:55,204 - pyskl - INFO - +top1_acc 0.7119 +top5_acc 0.9354 +2025-06-10 16:01:55,222 - pyskl - INFO - Epoch(val) [45][3183] top1_acc: 0.7119, top5_acc: 0.9354 +2025-06-10 16:03:04,196 - pyskl - INFO - Epoch [46][100/3940] lr: 1.984e-02, eta: 2 days, 4:28:09, time: 0.690, data_time: 0.235, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9744, loss_cls: 3.7274, loss: 3.7274 +2025-06-10 16:03:49,844 - pyskl - INFO - Epoch [46][200/3940] lr: 1.984e-02, eta: 2 days, 4:27:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9631, loss_cls: 3.7679, loss: 3.7679 +2025-06-10 16:04:35,585 - pyskl - INFO - Epoch [46][300/3940] lr: 1.983e-02, eta: 2 days, 4:26:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 3.7133, loss: 3.7133 +2025-06-10 16:05:21,171 - pyskl - INFO - Epoch [46][400/3940] lr: 1.983e-02, eta: 2 days, 4:25:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 3.6238, loss: 3.6238 +2025-06-10 16:06:06,763 - pyskl - INFO - Epoch [46][500/3940] lr: 1.982e-02, eta: 2 days, 4:25:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 3.7791, loss: 3.7791 +2025-06-10 16:06:52,347 - pyskl - INFO - Epoch [46][600/3940] lr: 1.982e-02, eta: 2 days, 4:24:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9650, loss_cls: 3.7445, loss: 3.7445 +2025-06-10 16:07:38,006 - pyskl - INFO - Epoch [46][700/3940] lr: 1.981e-02, eta: 2 days, 4:23:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9619, loss_cls: 3.7257, loss: 3.7257 +2025-06-10 16:08:23,649 - pyskl - INFO - Epoch [46][800/3940] lr: 1.980e-02, eta: 2 days, 4:22:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9681, loss_cls: 3.7011, loss: 3.7011 +2025-06-10 16:09:09,274 - pyskl - INFO - Epoch [46][900/3940] lr: 1.980e-02, eta: 2 days, 4:22:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9644, loss_cls: 3.8078, loss: 3.8078 +2025-06-10 16:09:54,866 - pyskl - INFO - Epoch [46][1000/3940] lr: 1.979e-02, eta: 2 days, 4:21:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9606, loss_cls: 3.7915, loss: 3.7915 +2025-06-10 16:10:40,494 - pyskl - INFO - Epoch [46][1100/3940] lr: 1.979e-02, eta: 2 days, 4:20:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 3.7857, loss: 3.7857 +2025-06-10 16:11:26,087 - pyskl - INFO - Epoch [46][1200/3940] lr: 1.978e-02, eta: 2 days, 4:19:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 3.9328, loss: 3.9328 +2025-06-10 16:12:11,774 - pyskl - INFO - Epoch [46][1300/3940] lr: 1.978e-02, eta: 2 days, 4:19:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9644, loss_cls: 3.7324, loss: 3.7324 +2025-06-10 16:12:57,362 - pyskl - INFO - Epoch [46][1400/3940] lr: 1.977e-02, eta: 2 days, 4:18:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9600, loss_cls: 3.7289, loss: 3.7289 +2025-06-10 16:13:42,847 - pyskl - INFO - Epoch [46][1500/3940] lr: 1.977e-02, eta: 2 days, 4:17:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 3.8708, loss: 3.8708 +2025-06-10 16:14:28,449 - pyskl - INFO - Epoch [46][1600/3940] lr: 1.976e-02, eta: 2 days, 4:16:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9606, loss_cls: 3.8167, loss: 3.8167 +2025-06-10 16:15:13,969 - pyskl - INFO - Epoch [46][1700/3940] lr: 1.976e-02, eta: 2 days, 4:15:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9594, loss_cls: 3.8307, loss: 3.8307 +2025-06-10 16:15:59,458 - pyskl - INFO - Epoch [46][1800/3940] lr: 1.975e-02, eta: 2 days, 4:15:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9656, loss_cls: 3.6566, loss: 3.6566 +2025-06-10 16:16:44,961 - pyskl - INFO - Epoch [46][1900/3940] lr: 1.974e-02, eta: 2 days, 4:14:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 3.7942, loss: 3.7942 +2025-06-10 16:17:30,438 - pyskl - INFO - Epoch [46][2000/3940] lr: 1.974e-02, eta: 2 days, 4:13:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9537, loss_cls: 3.8719, loss: 3.8719 +2025-06-10 16:18:15,849 - pyskl - INFO - Epoch [46][2100/3940] lr: 1.973e-02, eta: 2 days, 4:12:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.8082, loss: 3.8082 +2025-06-10 16:19:01,420 - pyskl - INFO - Epoch [46][2200/3940] lr: 1.973e-02, eta: 2 days, 4:12:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 3.7492, loss: 3.7492 +2025-06-10 16:19:46,970 - pyskl - INFO - Epoch [46][2300/3940] lr: 1.972e-02, eta: 2 days, 4:11:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 3.8631, loss: 3.8631 +2025-06-10 16:20:32,692 - pyskl - INFO - Epoch [46][2400/3940] lr: 1.972e-02, eta: 2 days, 4:10:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.8183, loss: 3.8183 +2025-06-10 16:21:18,256 - pyskl - INFO - Epoch [46][2500/3940] lr: 1.971e-02, eta: 2 days, 4:09:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9575, loss_cls: 3.9118, loss: 3.9118 +2025-06-10 16:22:03,900 - pyskl - INFO - Epoch [46][2600/3940] lr: 1.971e-02, eta: 2 days, 4:09:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.6884, loss: 3.6884 +2025-06-10 16:22:49,694 - pyskl - INFO - Epoch [46][2700/3940] lr: 1.970e-02, eta: 2 days, 4:08:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 3.6739, loss: 3.6739 +2025-06-10 16:23:35,348 - pyskl - INFO - Epoch [46][2800/3940] lr: 1.970e-02, eta: 2 days, 4:07:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.6963, loss: 3.6963 +2025-06-10 16:24:20,920 - pyskl - INFO - Epoch [46][2900/3940] lr: 1.969e-02, eta: 2 days, 4:06:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.7275, loss: 3.7275 +2025-06-10 16:25:06,454 - pyskl - INFO - Epoch [46][3000/3940] lr: 1.969e-02, eta: 2 days, 4:06:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9613, loss_cls: 3.7406, loss: 3.7406 +2025-06-10 16:25:51,998 - pyskl - INFO - Epoch [46][3100/3940] lr: 1.968e-02, eta: 2 days, 4:05:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 3.7817, loss: 3.7817 +2025-06-10 16:26:37,551 - pyskl - INFO - Epoch [46][3200/3940] lr: 1.967e-02, eta: 2 days, 4:04:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 3.7892, loss: 3.7892 +2025-06-10 16:27:23,058 - pyskl - INFO - Epoch [46][3300/3940] lr: 1.967e-02, eta: 2 days, 4:03:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 3.8254, loss: 3.8254 +2025-06-10 16:28:08,609 - pyskl - INFO - Epoch [46][3400/3940] lr: 1.966e-02, eta: 2 days, 4:02:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 3.8070, loss: 3.8070 +2025-06-10 16:28:54,134 - pyskl - INFO - Epoch [46][3500/3940] lr: 1.966e-02, eta: 2 days, 4:02:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 3.8477, loss: 3.8477 +2025-06-10 16:29:39,713 - pyskl - INFO - Epoch [46][3600/3940] lr: 1.965e-02, eta: 2 days, 4:01:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9637, loss_cls: 3.7011, loss: 3.7011 +2025-06-10 16:30:25,280 - pyskl - INFO - Epoch [46][3700/3940] lr: 1.965e-02, eta: 2 days, 4:00:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9619, loss_cls: 3.8708, loss: 3.8708 +2025-06-10 16:31:10,894 - pyskl - INFO - Epoch [46][3800/3940] lr: 1.964e-02, eta: 2 days, 3:59:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9637, loss_cls: 3.8626, loss: 3.8626 +2025-06-10 16:31:56,532 - pyskl - INFO - Epoch [46][3900/3940] lr: 1.964e-02, eta: 2 days, 3:59:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 3.8049, loss: 3.8049 +2025-06-10 16:32:15,102 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-06-10 16:35:50,963 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 16:35:51,508 - pyskl - INFO - +top1_acc 0.7252 +top5_acc 0.9279 +2025-06-10 16:35:51,527 - pyskl - INFO - Epoch(val) [46][3183] top1_acc: 0.7252, top5_acc: 0.9279 +2025-06-10 16:37:00,978 - pyskl - INFO - Epoch [47][100/3940] lr: 1.963e-02, eta: 2 days, 3:58:15, time: 0.694, data_time: 0.241, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 3.7925, loss: 3.7925 +2025-06-10 16:37:46,652 - pyskl - INFO - Epoch [47][200/3940] lr: 1.962e-02, eta: 2 days, 3:57:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 3.6576, loss: 3.6576 +2025-06-10 16:38:32,190 - pyskl - INFO - Epoch [47][300/3940] lr: 1.962e-02, eta: 2 days, 3:56:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9637, loss_cls: 3.7240, loss: 3.7240 +2025-06-10 16:39:17,791 - pyskl - INFO - Epoch [47][400/3940] lr: 1.961e-02, eta: 2 days, 3:55:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9644, loss_cls: 3.5934, loss: 3.5934 +2025-06-10 16:40:03,304 - pyskl - INFO - Epoch [47][500/3940] lr: 1.961e-02, eta: 2 days, 3:55:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 3.7144, loss: 3.7144 +2025-06-10 16:40:48,859 - pyskl - INFO - Epoch [47][600/3940] lr: 1.960e-02, eta: 2 days, 3:54:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9575, loss_cls: 3.8287, loss: 3.8287 +2025-06-10 16:41:34,340 - pyskl - INFO - Epoch [47][700/3940] lr: 1.960e-02, eta: 2 days, 3:53:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 3.7627, loss: 3.7627 +2025-06-10 16:42:19,821 - pyskl - INFO - Epoch [47][800/3940] lr: 1.959e-02, eta: 2 days, 3:52:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9575, loss_cls: 3.7031, loss: 3.7031 +2025-06-10 16:43:05,312 - pyskl - INFO - Epoch [47][900/3940] lr: 1.958e-02, eta: 2 days, 3:52:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 3.7394, loss: 3.7394 +2025-06-10 16:43:50,841 - pyskl - INFO - Epoch [47][1000/3940] lr: 1.958e-02, eta: 2 days, 3:51:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9625, loss_cls: 3.7177, loss: 3.7177 +2025-06-10 16:44:36,324 - pyskl - INFO - Epoch [47][1100/3940] lr: 1.957e-02, eta: 2 days, 3:50:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9631, loss_cls: 3.7598, loss: 3.7598 +2025-06-10 16:45:21,777 - pyskl - INFO - Epoch [47][1200/3940] lr: 1.957e-02, eta: 2 days, 3:49:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 3.6275, loss: 3.6275 +2025-06-10 16:46:07,260 - pyskl - INFO - Epoch [47][1300/3940] lr: 1.956e-02, eta: 2 days, 3:49:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 3.7595, loss: 3.7595 +2025-06-10 16:46:52,727 - pyskl - INFO - Epoch [47][1400/3940] lr: 1.956e-02, eta: 2 days, 3:48:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.8382, loss: 3.8382 +2025-06-10 16:47:38,344 - pyskl - INFO - Epoch [47][1500/3940] lr: 1.955e-02, eta: 2 days, 3:47:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 3.9414, loss: 3.9414 +2025-06-10 16:48:23,921 - pyskl - INFO - Epoch [47][1600/3940] lr: 1.955e-02, eta: 2 days, 3:46:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9650, loss_cls: 3.7070, loss: 3.7070 +2025-06-10 16:49:09,360 - pyskl - INFO - Epoch [47][1700/3940] lr: 1.954e-02, eta: 2 days, 3:45:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 3.8529, loss: 3.8529 +2025-06-10 16:49:54,811 - pyskl - INFO - Epoch [47][1800/3940] lr: 1.954e-02, eta: 2 days, 3:45:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.8529, loss: 3.8529 +2025-06-10 16:50:40,299 - pyskl - INFO - Epoch [47][1900/3940] lr: 1.953e-02, eta: 2 days, 3:44:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 3.7686, loss: 3.7686 +2025-06-10 16:51:25,710 - pyskl - INFO - Epoch [47][2000/3940] lr: 1.952e-02, eta: 2 days, 3:43:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.8349, loss: 3.8349 +2025-06-10 16:52:11,213 - pyskl - INFO - Epoch [47][2100/3940] lr: 1.952e-02, eta: 2 days, 3:42:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 3.6802, loss: 3.6802 +2025-06-10 16:52:56,665 - pyskl - INFO - Epoch [47][2200/3940] lr: 1.951e-02, eta: 2 days, 3:42:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.7509, loss: 3.7509 +2025-06-10 16:53:42,120 - pyskl - INFO - Epoch [47][2300/3940] lr: 1.951e-02, eta: 2 days, 3:41:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9569, loss_cls: 3.7454, loss: 3.7454 +2025-06-10 16:54:27,674 - pyskl - INFO - Epoch [47][2400/3940] lr: 1.950e-02, eta: 2 days, 3:40:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.7839, loss: 3.7839 +2025-06-10 16:55:13,383 - pyskl - INFO - Epoch [47][2500/3940] lr: 1.950e-02, eta: 2 days, 3:39:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 3.6273, loss: 3.6273 +2025-06-10 16:55:59,007 - pyskl - INFO - Epoch [47][2600/3940] lr: 1.949e-02, eta: 2 days, 3:39:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9725, loss_cls: 3.8094, loss: 3.8094 +2025-06-10 16:56:44,585 - pyskl - INFO - Epoch [47][2700/3940] lr: 1.949e-02, eta: 2 days, 3:38:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9681, loss_cls: 3.6989, loss: 3.6989 +2025-06-10 16:57:30,108 - pyskl - INFO - Epoch [47][2800/3940] lr: 1.948e-02, eta: 2 days, 3:37:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 3.8294, loss: 3.8294 +2025-06-10 16:58:15,766 - pyskl - INFO - Epoch [47][2900/3940] lr: 1.947e-02, eta: 2 days, 3:36:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9712, loss_cls: 3.7852, loss: 3.7852 +2025-06-10 16:59:01,330 - pyskl - INFO - Epoch [47][3000/3940] lr: 1.947e-02, eta: 2 days, 3:36:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9619, loss_cls: 3.7841, loss: 3.7841 +2025-06-10 16:59:46,799 - pyskl - INFO - Epoch [47][3100/3940] lr: 1.946e-02, eta: 2 days, 3:35:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 3.8393, loss: 3.8393 +2025-06-10 17:00:32,454 - pyskl - INFO - Epoch [47][3200/3940] lr: 1.946e-02, eta: 2 days, 3:34:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.6803, loss: 3.6803 +2025-06-10 17:01:18,125 - pyskl - INFO - Epoch [47][3300/3940] lr: 1.945e-02, eta: 2 days, 3:33:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9625, loss_cls: 3.7301, loss: 3.7301 +2025-06-10 17:02:03,669 - pyskl - INFO - Epoch [47][3400/3940] lr: 1.945e-02, eta: 2 days, 3:32:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 3.7773, loss: 3.7773 +2025-06-10 17:02:49,359 - pyskl - INFO - Epoch [47][3500/3940] lr: 1.944e-02, eta: 2 days, 3:32:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 3.8178, loss: 3.8178 +2025-06-10 17:03:34,875 - pyskl - INFO - Epoch [47][3600/3940] lr: 1.944e-02, eta: 2 days, 3:31:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 3.7424, loss: 3.7424 +2025-06-10 17:04:20,486 - pyskl - INFO - Epoch [47][3700/3940] lr: 1.943e-02, eta: 2 days, 3:30:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 3.7067, loss: 3.7067 +2025-06-10 17:05:06,180 - pyskl - INFO - Epoch [47][3800/3940] lr: 1.943e-02, eta: 2 days, 3:29:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9694, loss_cls: 3.6294, loss: 3.6294 +2025-06-10 17:05:51,924 - pyskl - INFO - Epoch [47][3900/3940] lr: 1.942e-02, eta: 2 days, 3:29:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9644, loss_cls: 3.8370, loss: 3.8370 +2025-06-10 17:06:10,489 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-06-10 17:09:46,184 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 17:09:46,653 - pyskl - INFO - +top1_acc 0.7523 +top5_acc 0.9507 +2025-06-10 17:09:46,672 - pyskl - INFO - Epoch(val) [47][3183] top1_acc: 0.7523, top5_acc: 0.9507 +2025-06-10 17:10:56,118 - pyskl - INFO - Epoch [48][100/3940] lr: 1.941e-02, eta: 2 days, 3:28:18, time: 0.694, data_time: 0.240, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 3.7952, loss: 3.7952 +2025-06-10 17:11:41,586 - pyskl - INFO - Epoch [48][200/3940] lr: 1.941e-02, eta: 2 days, 3:27:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 3.6002, loss: 3.6002 +2025-06-10 17:12:27,047 - pyskl - INFO - Epoch [48][300/3940] lr: 1.940e-02, eta: 2 days, 3:26:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 3.7399, loss: 3.7399 +2025-06-10 17:13:12,524 - pyskl - INFO - Epoch [48][400/3940] lr: 1.940e-02, eta: 2 days, 3:26:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 3.7065, loss: 3.7065 +2025-06-10 17:13:57,958 - pyskl - INFO - Epoch [48][500/3940] lr: 1.939e-02, eta: 2 days, 3:25:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9644, loss_cls: 3.7623, loss: 3.7623 +2025-06-10 17:14:43,442 - pyskl - INFO - Epoch [48][600/3940] lr: 1.938e-02, eta: 2 days, 3:24:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9594, loss_cls: 3.6703, loss: 3.6703 +2025-06-10 17:15:28,920 - pyskl - INFO - Epoch [48][700/3940] lr: 1.938e-02, eta: 2 days, 3:23:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 3.7320, loss: 3.7320 +2025-06-10 17:16:14,343 - pyskl - INFO - Epoch [48][800/3940] lr: 1.937e-02, eta: 2 days, 3:22:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 3.7227, loss: 3.7227 +2025-06-10 17:16:59,769 - pyskl - INFO - Epoch [48][900/3940] lr: 1.937e-02, eta: 2 days, 3:22:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9637, loss_cls: 3.6696, loss: 3.6696 +2025-06-10 17:17:45,232 - pyskl - INFO - Epoch [48][1000/3940] lr: 1.936e-02, eta: 2 days, 3:21:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9656, loss_cls: 3.6453, loss: 3.6453 +2025-06-10 17:18:30,674 - pyskl - INFO - Epoch [48][1100/3940] lr: 1.936e-02, eta: 2 days, 3:20:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 3.6730, loss: 3.6730 +2025-06-10 17:19:16,153 - pyskl - INFO - Epoch [48][1200/3940] lr: 1.935e-02, eta: 2 days, 3:19:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9650, loss_cls: 3.5488, loss: 3.5488 +2025-06-10 17:20:01,586 - pyskl - INFO - Epoch [48][1300/3940] lr: 1.935e-02, eta: 2 days, 3:19:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9594, loss_cls: 3.7158, loss: 3.7158 +2025-06-10 17:20:47,126 - pyskl - INFO - Epoch [48][1400/3940] lr: 1.934e-02, eta: 2 days, 3:18:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 3.7114, loss: 3.7114 +2025-06-10 17:21:32,571 - pyskl - INFO - Epoch [48][1500/3940] lr: 1.933e-02, eta: 2 days, 3:17:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 3.7571, loss: 3.7571 +2025-06-10 17:22:18,064 - pyskl - INFO - Epoch [48][1600/3940] lr: 1.933e-02, eta: 2 days, 3:16:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9631, loss_cls: 3.7339, loss: 3.7339 +2025-06-10 17:23:03,603 - pyskl - INFO - Epoch [48][1700/3940] lr: 1.932e-02, eta: 2 days, 3:16:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 3.5570, loss: 3.5570 +2025-06-10 17:23:49,075 - pyskl - INFO - Epoch [48][1800/3940] lr: 1.932e-02, eta: 2 days, 3:15:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 3.8798, loss: 3.8798 +2025-06-10 17:24:34,575 - pyskl - INFO - Epoch [48][1900/3940] lr: 1.931e-02, eta: 2 days, 3:14:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 3.6952, loss: 3.6952 +2025-06-10 17:25:20,090 - pyskl - INFO - Epoch [48][2000/3940] lr: 1.931e-02, eta: 2 days, 3:13:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 3.8736, loss: 3.8736 +2025-06-10 17:26:05,570 - pyskl - INFO - Epoch [48][2100/3940] lr: 1.930e-02, eta: 2 days, 3:12:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.7112, loss: 3.7112 +2025-06-10 17:26:51,040 - pyskl - INFO - Epoch [48][2200/3940] lr: 1.930e-02, eta: 2 days, 3:12:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9600, loss_cls: 3.8378, loss: 3.8378 +2025-06-10 17:27:36,499 - pyskl - INFO - Epoch [48][2300/3940] lr: 1.929e-02, eta: 2 days, 3:11:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9663, loss_cls: 3.7875, loss: 3.7875 +2025-06-10 17:28:22,065 - pyskl - INFO - Epoch [48][2400/3940] lr: 1.928e-02, eta: 2 days, 3:10:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 3.7010, loss: 3.7010 +2025-06-10 17:29:07,652 - pyskl - INFO - Epoch [48][2500/3940] lr: 1.928e-02, eta: 2 days, 3:09:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 3.7831, loss: 3.7831 +2025-06-10 17:29:53,239 - pyskl - INFO - Epoch [48][2600/3940] lr: 1.927e-02, eta: 2 days, 3:09:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9656, loss_cls: 3.8847, loss: 3.8847 +2025-06-10 17:30:38,778 - pyskl - INFO - Epoch [48][2700/3940] lr: 1.927e-02, eta: 2 days, 3:08:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.7433, loss: 3.7433 +2025-06-10 17:31:24,287 - pyskl - INFO - Epoch [48][2800/3940] lr: 1.926e-02, eta: 2 days, 3:07:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9594, loss_cls: 3.8625, loss: 3.8625 +2025-06-10 17:32:09,827 - pyskl - INFO - Epoch [48][2900/3940] lr: 1.926e-02, eta: 2 days, 3:06:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 3.6194, loss: 3.6194 +2025-06-10 17:32:55,438 - pyskl - INFO - Epoch [48][3000/3940] lr: 1.925e-02, eta: 2 days, 3:06:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 3.6535, loss: 3.6535 +2025-06-10 17:33:41,072 - pyskl - INFO - Epoch [48][3100/3940] lr: 1.924e-02, eta: 2 days, 3:05:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 3.8816, loss: 3.8816 +2025-06-10 17:34:26,583 - pyskl - INFO - Epoch [48][3200/3940] lr: 1.924e-02, eta: 2 days, 3:04:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9606, loss_cls: 3.7018, loss: 3.7018 +2025-06-10 17:35:12,196 - pyskl - INFO - Epoch [48][3300/3940] lr: 1.923e-02, eta: 2 days, 3:03:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 3.7755, loss: 3.7755 +2025-06-10 17:35:57,685 - pyskl - INFO - Epoch [48][3400/3940] lr: 1.923e-02, eta: 2 days, 3:02:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 3.6941, loss: 3.6941 +2025-06-10 17:36:43,184 - pyskl - INFO - Epoch [48][3500/3940] lr: 1.922e-02, eta: 2 days, 3:02:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 3.7653, loss: 3.7653 +2025-06-10 17:37:28,755 - pyskl - INFO - Epoch [48][3600/3940] lr: 1.922e-02, eta: 2 days, 3:01:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 3.7280, loss: 3.7280 +2025-06-10 17:38:14,240 - pyskl - INFO - Epoch [48][3700/3940] lr: 1.921e-02, eta: 2 days, 3:00:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 3.7534, loss: 3.7534 +2025-06-10 17:38:59,754 - pyskl - INFO - Epoch [48][3800/3940] lr: 1.921e-02, eta: 2 days, 2:59:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 3.7050, loss: 3.7050 +2025-06-10 17:39:45,317 - pyskl - INFO - Epoch [48][3900/3940] lr: 1.920e-02, eta: 2 days, 2:59:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9631, loss_cls: 3.7749, loss: 3.7749 +2025-06-10 17:40:03,995 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-06-10 17:43:40,766 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 17:43:41,321 - pyskl - INFO - +top1_acc 0.7501 +top5_acc 0.9422 +2025-06-10 17:43:41,340 - pyskl - INFO - Epoch(val) [48][3183] top1_acc: 0.7501, top5_acc: 0.9422 +2025-06-10 17:44:50,381 - pyskl - INFO - Epoch [49][100/3940] lr: 1.919e-02, eta: 2 days, 2:58:16, time: 0.690, data_time: 0.236, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 3.7644, loss: 3.7644 +2025-06-10 17:45:36,053 - pyskl - INFO - Epoch [49][200/3940] lr: 1.919e-02, eta: 2 days, 2:57:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.5970, loss: 3.5970 +2025-06-10 17:46:21,702 - pyskl - INFO - Epoch [49][300/3940] lr: 1.918e-02, eta: 2 days, 2:56:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 3.7503, loss: 3.7503 +2025-06-10 17:47:07,336 - pyskl - INFO - Epoch [49][400/3940] lr: 1.918e-02, eta: 2 days, 2:55:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9619, loss_cls: 3.8321, loss: 3.8321 +2025-06-10 17:47:53,010 - pyskl - INFO - Epoch [49][500/3940] lr: 1.917e-02, eta: 2 days, 2:55:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 3.5740, loss: 3.5740 +2025-06-10 17:48:38,678 - pyskl - INFO - Epoch [49][600/3940] lr: 1.916e-02, eta: 2 days, 2:54:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 3.7672, loss: 3.7672 +2025-06-10 17:49:24,343 - pyskl - INFO - Epoch [49][700/3940] lr: 1.916e-02, eta: 2 days, 2:53:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.7760, loss: 3.7760 +2025-06-10 17:50:10,044 - pyskl - INFO - Epoch [49][800/3940] lr: 1.915e-02, eta: 2 days, 2:52:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 3.7407, loss: 3.7407 +2025-06-10 17:50:55,750 - pyskl - INFO - Epoch [49][900/3940] lr: 1.915e-02, eta: 2 days, 2:52:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.7662, loss: 3.7662 +2025-06-10 17:51:41,410 - pyskl - INFO - Epoch [49][1000/3940] lr: 1.914e-02, eta: 2 days, 2:51:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.7404, loss: 3.7404 +2025-06-10 17:52:26,988 - pyskl - INFO - Epoch [49][1100/3940] lr: 1.914e-02, eta: 2 days, 2:50:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9594, loss_cls: 3.7441, loss: 3.7441 +2025-06-10 17:53:12,588 - pyskl - INFO - Epoch [49][1200/3940] lr: 1.913e-02, eta: 2 days, 2:49:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9625, loss_cls: 3.6868, loss: 3.6868 +2025-06-10 17:53:58,163 - pyskl - INFO - Epoch [49][1300/3940] lr: 1.912e-02, eta: 2 days, 2:49:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 3.6584, loss: 3.6584 +2025-06-10 17:54:43,712 - pyskl - INFO - Epoch [49][1400/3940] lr: 1.912e-02, eta: 2 days, 2:48:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9619, loss_cls: 3.8188, loss: 3.8188 +2025-06-10 17:55:29,293 - pyskl - INFO - Epoch [49][1500/3940] lr: 1.911e-02, eta: 2 days, 2:47:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 3.6849, loss: 3.6849 +2025-06-10 17:56:14,824 - pyskl - INFO - Epoch [49][1600/3940] lr: 1.911e-02, eta: 2 days, 2:46:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 3.8406, loss: 3.8406 +2025-06-10 17:57:00,359 - pyskl - INFO - Epoch [49][1700/3940] lr: 1.910e-02, eta: 2 days, 2:46:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.7121, loss: 3.7121 +2025-06-10 17:57:45,898 - pyskl - INFO - Epoch [49][1800/3940] lr: 1.910e-02, eta: 2 days, 2:45:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9644, loss_cls: 3.7495, loss: 3.7495 +2025-06-10 17:58:31,369 - pyskl - INFO - Epoch [49][1900/3940] lr: 1.909e-02, eta: 2 days, 2:44:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9581, loss_cls: 3.7718, loss: 3.7718 +2025-06-10 17:59:16,959 - pyskl - INFO - Epoch [49][2000/3940] lr: 1.909e-02, eta: 2 days, 2:43:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 3.8326, loss: 3.8326 +2025-06-10 18:00:02,511 - pyskl - INFO - Epoch [49][2100/3940] lr: 1.908e-02, eta: 2 days, 2:43:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.6931, loss: 3.6931 +2025-06-10 18:00:48,084 - pyskl - INFO - Epoch [49][2200/3940] lr: 1.907e-02, eta: 2 days, 2:42:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 3.7706, loss: 3.7706 +2025-06-10 18:01:33,532 - pyskl - INFO - Epoch [49][2300/3940] lr: 1.907e-02, eta: 2 days, 2:41:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.6440, loss: 3.6440 +2025-06-10 18:02:18,951 - pyskl - INFO - Epoch [49][2400/3940] lr: 1.906e-02, eta: 2 days, 2:40:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9650, loss_cls: 3.6466, loss: 3.6466 +2025-06-10 18:03:04,428 - pyskl - INFO - Epoch [49][2500/3940] lr: 1.906e-02, eta: 2 days, 2:39:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9606, loss_cls: 3.8125, loss: 3.8125 +2025-06-10 18:03:49,876 - pyskl - INFO - Epoch [49][2600/3940] lr: 1.905e-02, eta: 2 days, 2:39:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.6543, loss: 3.6543 +2025-06-10 18:04:35,351 - pyskl - INFO - Epoch [49][2700/3940] lr: 1.905e-02, eta: 2 days, 2:38:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9613, loss_cls: 3.7719, loss: 3.7719 +2025-06-10 18:05:20,737 - pyskl - INFO - Epoch [49][2800/3940] lr: 1.904e-02, eta: 2 days, 2:37:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 3.7329, loss: 3.7329 +2025-06-10 18:06:06,106 - pyskl - INFO - Epoch [49][2900/3940] lr: 1.903e-02, eta: 2 days, 2:36:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9650, loss_cls: 3.7845, loss: 3.7845 +2025-06-10 18:06:51,524 - pyskl - INFO - Epoch [49][3000/3940] lr: 1.903e-02, eta: 2 days, 2:36:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 3.6774, loss: 3.6774 +2025-06-10 18:07:36,907 - pyskl - INFO - Epoch [49][3100/3940] lr: 1.902e-02, eta: 2 days, 2:35:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9594, loss_cls: 3.7801, loss: 3.7801 +2025-06-10 18:08:22,207 - pyskl - INFO - Epoch [49][3200/3940] lr: 1.902e-02, eta: 2 days, 2:34:32, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.7562, loss: 3.7562 +2025-06-10 18:09:07,561 - pyskl - INFO - Epoch [49][3300/3940] lr: 1.901e-02, eta: 2 days, 2:33:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 3.7308, loss: 3.7308 +2025-06-10 18:09:52,879 - pyskl - INFO - Epoch [49][3400/3940] lr: 1.901e-02, eta: 2 days, 2:32:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9625, loss_cls: 3.6674, loss: 3.6674 +2025-06-10 18:10:38,247 - pyskl - INFO - Epoch [49][3500/3940] lr: 1.900e-02, eta: 2 days, 2:32:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9644, loss_cls: 3.7286, loss: 3.7286 +2025-06-10 18:11:23,590 - pyskl - INFO - Epoch [49][3600/3940] lr: 1.899e-02, eta: 2 days, 2:31:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 3.7795, loss: 3.7795 +2025-06-10 18:12:09,040 - pyskl - INFO - Epoch [49][3700/3940] lr: 1.899e-02, eta: 2 days, 2:30:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9637, loss_cls: 3.6041, loss: 3.6041 +2025-06-10 18:12:54,916 - pyskl - INFO - Epoch [49][3800/3940] lr: 1.898e-02, eta: 2 days, 2:29:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 3.7831, loss: 3.7831 +2025-06-10 18:13:40,862 - pyskl - INFO - Epoch [49][3900/3940] lr: 1.898e-02, eta: 2 days, 2:29:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9606, loss_cls: 3.7527, loss: 3.7527 +2025-06-10 18:13:59,562 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-06-10 18:17:35,439 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 18:17:35,916 - pyskl - INFO - +top1_acc 0.7677 +top5_acc 0.9564 +2025-06-10 18:17:35,976 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_43.pth was removed +2025-06-10 18:17:37,212 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_49.pth. +2025-06-10 18:17:37,216 - pyskl - INFO - Best top1_acc is 0.7677 at 49 epoch. +2025-06-10 18:17:37,251 - pyskl - INFO - Epoch(val) [49][3183] top1_acc: 0.7677, top5_acc: 0.9564 +2025-06-10 18:18:46,817 - pyskl - INFO - Epoch [50][100/3940] lr: 1.897e-02, eta: 2 days, 2:28:18, time: 0.696, data_time: 0.240, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9587, loss_cls: 3.7919, loss: 3.7919 +2025-06-10 18:19:32,528 - pyskl - INFO - Epoch [50][200/3940] lr: 1.896e-02, eta: 2 days, 2:27:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 3.6232, loss: 3.6232 +2025-06-10 18:20:18,208 - pyskl - INFO - Epoch [50][300/3940] lr: 1.896e-02, eta: 2 days, 2:26:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9644, loss_cls: 3.6719, loss: 3.6719 +2025-06-10 18:21:03,861 - pyskl - INFO - Epoch [50][400/3940] lr: 1.895e-02, eta: 2 days, 2:26:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 3.7523, loss: 3.7523 +2025-06-10 18:21:49,550 - pyskl - INFO - Epoch [50][500/3940] lr: 1.895e-02, eta: 2 days, 2:25:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 3.6488, loss: 3.6488 +2025-06-10 18:22:35,122 - pyskl - INFO - Epoch [50][600/3940] lr: 1.894e-02, eta: 2 days, 2:24:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 3.6127, loss: 3.6127 +2025-06-10 18:23:20,852 - pyskl - INFO - Epoch [50][700/3940] lr: 1.894e-02, eta: 2 days, 2:23:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 3.5494, loss: 3.5494 +2025-06-10 18:24:06,619 - pyskl - INFO - Epoch [50][800/3940] lr: 1.893e-02, eta: 2 days, 2:22:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 3.7784, loss: 3.7784 +2025-06-10 18:24:52,429 - pyskl - INFO - Epoch [50][900/3940] lr: 1.892e-02, eta: 2 days, 2:22:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.7587, loss: 3.7587 +2025-06-10 18:25:38,117 - pyskl - INFO - Epoch [50][1000/3940] lr: 1.892e-02, eta: 2 days, 2:21:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 3.7540, loss: 3.7540 +2025-06-10 18:26:23,681 - pyskl - INFO - Epoch [50][1100/3940] lr: 1.891e-02, eta: 2 days, 2:20:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 3.6330, loss: 3.6330 +2025-06-10 18:27:09,313 - pyskl - INFO - Epoch [50][1200/3940] lr: 1.891e-02, eta: 2 days, 2:19:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9706, loss_cls: 3.7910, loss: 3.7910 +2025-06-10 18:27:55,171 - pyskl - INFO - Epoch [50][1300/3940] lr: 1.890e-02, eta: 2 days, 2:19:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 3.6257, loss: 3.6257 +2025-06-10 18:28:40,797 - pyskl - INFO - Epoch [50][1400/3940] lr: 1.890e-02, eta: 2 days, 2:18:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 3.7746, loss: 3.7746 +2025-06-10 18:29:26,448 - pyskl - INFO - Epoch [50][1500/3940] lr: 1.889e-02, eta: 2 days, 2:17:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 3.7582, loss: 3.7582 +2025-06-10 18:30:12,206 - pyskl - INFO - Epoch [50][1600/3940] lr: 1.888e-02, eta: 2 days, 2:16:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 3.7054, loss: 3.7054 +2025-06-10 18:30:57,869 - pyskl - INFO - Epoch [50][1700/3940] lr: 1.888e-02, eta: 2 days, 2:16:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9631, loss_cls: 3.7841, loss: 3.7841 +2025-06-10 18:31:43,490 - pyskl - INFO - Epoch [50][1800/3940] lr: 1.887e-02, eta: 2 days, 2:15:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9475, loss_cls: 3.8156, loss: 3.8156 +2025-06-10 18:32:29,131 - pyskl - INFO - Epoch [50][1900/3940] lr: 1.887e-02, eta: 2 days, 2:14:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9656, loss_cls: 3.6233, loss: 3.6233 +2025-06-10 18:33:14,825 - pyskl - INFO - Epoch [50][2000/3940] lr: 1.886e-02, eta: 2 days, 2:13:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 3.7749, loss: 3.7749 +2025-06-10 18:34:00,575 - pyskl - INFO - Epoch [50][2100/3940] lr: 1.886e-02, eta: 2 days, 2:13:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 3.6631, loss: 3.6631 +2025-06-10 18:34:46,349 - pyskl - INFO - Epoch [50][2200/3940] lr: 1.885e-02, eta: 2 days, 2:12:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9619, loss_cls: 3.6183, loss: 3.6183 +2025-06-10 18:35:32,018 - pyskl - INFO - Epoch [50][2300/3940] lr: 1.884e-02, eta: 2 days, 2:11:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9581, loss_cls: 3.7148, loss: 3.7148 +2025-06-10 18:36:17,688 - pyskl - INFO - Epoch [50][2400/3940] lr: 1.884e-02, eta: 2 days, 2:10:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9675, loss_cls: 3.5624, loss: 3.5624 +2025-06-10 18:37:03,326 - pyskl - INFO - Epoch [50][2500/3940] lr: 1.883e-02, eta: 2 days, 2:10:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9631, loss_cls: 3.7254, loss: 3.7254 +2025-06-10 18:37:49,053 - pyskl - INFO - Epoch [50][2600/3940] lr: 1.883e-02, eta: 2 days, 2:09:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9550, loss_cls: 3.8618, loss: 3.8618 +2025-06-10 18:38:34,746 - pyskl - INFO - Epoch [50][2700/3940] lr: 1.882e-02, eta: 2 days, 2:08:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 3.6158, loss: 3.6158 +2025-06-10 18:39:20,364 - pyskl - INFO - Epoch [50][2800/3940] lr: 1.882e-02, eta: 2 days, 2:07:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.6642, loss: 3.6642 +2025-06-10 18:40:05,982 - pyskl - INFO - Epoch [50][2900/3940] lr: 1.881e-02, eta: 2 days, 2:07:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9625, loss_cls: 3.7000, loss: 3.7000 +2025-06-10 18:40:51,550 - pyskl - INFO - Epoch [50][3000/3940] lr: 1.880e-02, eta: 2 days, 2:06:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9587, loss_cls: 3.7784, loss: 3.7784 +2025-06-10 18:41:37,142 - pyskl - INFO - Epoch [50][3100/3940] lr: 1.880e-02, eta: 2 days, 2:05:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9681, loss_cls: 3.7534, loss: 3.7534 +2025-06-10 18:42:22,753 - pyskl - INFO - Epoch [50][3200/3940] lr: 1.879e-02, eta: 2 days, 2:04:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 3.7532, loss: 3.7532 +2025-06-10 18:43:08,387 - pyskl - INFO - Epoch [50][3300/3940] lr: 1.879e-02, eta: 2 days, 2:03:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.7770, loss: 3.7770 +2025-06-10 18:43:54,008 - pyskl - INFO - Epoch [50][3400/3940] lr: 1.878e-02, eta: 2 days, 2:03:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 3.7278, loss: 3.7278 +2025-06-10 18:44:39,612 - pyskl - INFO - Epoch [50][3500/3940] lr: 1.878e-02, eta: 2 days, 2:02:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9619, loss_cls: 3.6379, loss: 3.6379 +2025-06-10 18:45:25,228 - pyskl - INFO - Epoch [50][3600/3940] lr: 1.877e-02, eta: 2 days, 2:01:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 3.6511, loss: 3.6511 +2025-06-10 18:46:10,885 - pyskl - INFO - Epoch [50][3700/3940] lr: 1.876e-02, eta: 2 days, 2:00:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.7206, loss: 3.7206 +2025-06-10 18:46:56,538 - pyskl - INFO - Epoch [50][3800/3940] lr: 1.876e-02, eta: 2 days, 2:00:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.6692, loss: 3.6692 +2025-06-10 18:47:42,248 - pyskl - INFO - Epoch [50][3900/3940] lr: 1.875e-02, eta: 2 days, 1:59:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9631, loss_cls: 3.7358, loss: 3.7358 +2025-06-10 18:48:00,798 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-06-10 19:06:39,989 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 19:06:40,532 - pyskl - INFO - +top1_acc 0.7506 +top5_acc 0.9460 +2025-06-10 19:06:40,552 - pyskl - INFO - Epoch(val) [50][3183] top1_acc: 0.7506, top5_acc: 0.9460 +2025-06-10 19:07:49,906 - pyskl - INFO - Epoch [51][100/3940] lr: 1.874e-02, eta: 2 days, 1:58:29, time: 0.693, data_time: 0.237, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9769, loss_cls: 3.6707, loss: 3.6707 +2025-06-10 19:08:35,521 - pyskl - INFO - Epoch [51][200/3940] lr: 1.874e-02, eta: 2 days, 1:57:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 3.6655, loss: 3.6655 +2025-06-10 19:09:21,145 - pyskl - INFO - Epoch [51][300/3940] lr: 1.873e-02, eta: 2 days, 1:56:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9594, loss_cls: 3.6476, loss: 3.6476 +2025-06-10 19:10:06,741 - pyskl - INFO - Epoch [51][400/3940] lr: 1.873e-02, eta: 2 days, 1:56:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9613, loss_cls: 3.8001, loss: 3.8001 +2025-06-10 19:10:52,314 - pyskl - INFO - Epoch [51][500/3940] lr: 1.872e-02, eta: 2 days, 1:55:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 3.7319, loss: 3.7319 +2025-06-10 19:11:37,894 - pyskl - INFO - Epoch [51][600/3940] lr: 1.872e-02, eta: 2 days, 1:54:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 3.7137, loss: 3.7137 +2025-06-10 19:12:23,518 - pyskl - INFO - Epoch [51][700/3940] lr: 1.871e-02, eta: 2 days, 1:53:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 3.5742, loss: 3.5742 +2025-06-10 19:13:09,098 - pyskl - INFO - Epoch [51][800/3940] lr: 1.870e-02, eta: 2 days, 1:53:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 3.6723, loss: 3.6723 +2025-06-10 19:13:54,672 - pyskl - INFO - Epoch [51][900/3940] lr: 1.870e-02, eta: 2 days, 1:52:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 3.6389, loss: 3.6389 +2025-06-10 19:14:40,309 - pyskl - INFO - Epoch [51][1000/3940] lr: 1.869e-02, eta: 2 days, 1:51:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 3.6119, loss: 3.6119 +2025-06-10 19:15:25,920 - pyskl - INFO - Epoch [51][1100/3940] lr: 1.869e-02, eta: 2 days, 1:50:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9606, loss_cls: 3.7312, loss: 3.7312 +2025-06-10 19:16:11,506 - pyskl - INFO - Epoch [51][1200/3940] lr: 1.868e-02, eta: 2 days, 1:50:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 3.8363, loss: 3.8363 +2025-06-10 19:16:57,060 - pyskl - INFO - Epoch [51][1300/3940] lr: 1.868e-02, eta: 2 days, 1:49:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9619, loss_cls: 3.8238, loss: 3.8238 +2025-06-10 19:17:42,707 - pyskl - INFO - Epoch [51][1400/3940] lr: 1.867e-02, eta: 2 days, 1:48:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 3.6080, loss: 3.6080 +2025-06-10 19:18:28,191 - pyskl - INFO - Epoch [51][1500/3940] lr: 1.866e-02, eta: 2 days, 1:47:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.6979, loss: 3.6979 +2025-06-10 19:19:13,685 - pyskl - INFO - Epoch [51][1600/3940] lr: 1.866e-02, eta: 2 days, 1:47:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 3.8475, loss: 3.8475 +2025-06-10 19:19:59,171 - pyskl - INFO - Epoch [51][1700/3940] lr: 1.865e-02, eta: 2 days, 1:46:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 3.5928, loss: 3.5928 +2025-06-10 19:20:44,692 - pyskl - INFO - Epoch [51][1800/3940] lr: 1.865e-02, eta: 2 days, 1:45:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.6502, loss: 3.6502 +2025-06-10 19:21:30,336 - pyskl - INFO - Epoch [51][1900/3940] lr: 1.864e-02, eta: 2 days, 1:44:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9781, loss_cls: 3.6570, loss: 3.6570 +2025-06-10 19:22:15,944 - pyskl - INFO - Epoch [51][2000/3940] lr: 1.863e-02, eta: 2 days, 1:43:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 3.6925, loss: 3.6925 +2025-06-10 19:23:01,498 - pyskl - INFO - Epoch [51][2100/3940] lr: 1.863e-02, eta: 2 days, 1:43:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.7225, loss: 3.7225 +2025-06-10 19:23:47,153 - pyskl - INFO - Epoch [51][2200/3940] lr: 1.862e-02, eta: 2 days, 1:42:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9706, loss_cls: 3.7241, loss: 3.7241 +2025-06-10 19:24:32,827 - pyskl - INFO - Epoch [51][2300/3940] lr: 1.862e-02, eta: 2 days, 1:41:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.7076, loss: 3.7076 +2025-06-10 19:25:18,467 - pyskl - INFO - Epoch [51][2400/3940] lr: 1.861e-02, eta: 2 days, 1:40:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9606, loss_cls: 3.7202, loss: 3.7202 +2025-06-10 19:26:04,187 - pyskl - INFO - Epoch [51][2500/3940] lr: 1.861e-02, eta: 2 days, 1:40:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.6244, loss: 3.6244 +2025-06-10 19:26:49,988 - pyskl - INFO - Epoch [51][2600/3940] lr: 1.860e-02, eta: 2 days, 1:39:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 3.6015, loss: 3.6015 +2025-06-10 19:27:35,626 - pyskl - INFO - Epoch [51][2700/3940] lr: 1.859e-02, eta: 2 days, 1:38:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 3.6743, loss: 3.6743 +2025-06-10 19:28:21,246 - pyskl - INFO - Epoch [51][2800/3940] lr: 1.859e-02, eta: 2 days, 1:37:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 3.7559, loss: 3.7559 +2025-06-10 19:29:06,822 - pyskl - INFO - Epoch [51][2900/3940] lr: 1.858e-02, eta: 2 days, 1:37:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9575, loss_cls: 3.7642, loss: 3.7642 +2025-06-10 19:29:52,430 - pyskl - INFO - Epoch [51][3000/3940] lr: 1.858e-02, eta: 2 days, 1:36:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9644, loss_cls: 3.6847, loss: 3.6847 +2025-06-10 19:30:38,015 - pyskl - INFO - Epoch [51][3100/3940] lr: 1.857e-02, eta: 2 days, 1:35:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9594, loss_cls: 3.6825, loss: 3.6825 +2025-06-10 19:31:23,588 - pyskl - INFO - Epoch [51][3200/3940] lr: 1.857e-02, eta: 2 days, 1:34:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 3.8281, loss: 3.8281 +2025-06-10 19:32:09,224 - pyskl - INFO - Epoch [51][3300/3940] lr: 1.856e-02, eta: 2 days, 1:34:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 3.6993, loss: 3.6993 +2025-06-10 19:32:54,891 - pyskl - INFO - Epoch [51][3400/3940] lr: 1.855e-02, eta: 2 days, 1:33:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 3.6219, loss: 3.6219 +2025-06-10 19:33:40,450 - pyskl - INFO - Epoch [51][3500/3940] lr: 1.855e-02, eta: 2 days, 1:32:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 3.7415, loss: 3.7415 +2025-06-10 19:34:26,173 - pyskl - INFO - Epoch [51][3600/3940] lr: 1.854e-02, eta: 2 days, 1:31:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 3.6686, loss: 3.6686 +2025-06-10 19:35:11,843 - pyskl - INFO - Epoch [51][3700/3940] lr: 1.854e-02, eta: 2 days, 1:31:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9550, loss_cls: 3.9113, loss: 3.9113 +2025-06-10 19:35:57,396 - pyskl - INFO - Epoch [51][3800/3940] lr: 1.853e-02, eta: 2 days, 1:30:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 3.7062, loss: 3.7062 +2025-06-10 19:36:42,948 - pyskl - INFO - Epoch [51][3900/3940] lr: 1.852e-02, eta: 2 days, 1:29:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9637, loss_cls: 3.6927, loss: 3.6927 +2025-06-10 19:37:01,594 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-06-10 19:40:38,371 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 19:40:38,944 - pyskl - INFO - +top1_acc 0.7480 +top5_acc 0.9448 +2025-06-10 19:40:38,964 - pyskl - INFO - Epoch(val) [51][3183] top1_acc: 0.7480, top5_acc: 0.9448 +2025-06-10 19:41:48,072 - pyskl - INFO - Epoch [52][100/3940] lr: 1.852e-02, eta: 2 days, 1:28:34, time: 0.691, data_time: 0.237, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 3.7885, loss: 3.7885 +2025-06-10 19:42:33,523 - pyskl - INFO - Epoch [52][200/3940] lr: 1.851e-02, eta: 2 days, 1:27:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9669, loss_cls: 3.5051, loss: 3.5051 +2025-06-10 19:43:18,978 - pyskl - INFO - Epoch [52][300/3940] lr: 1.850e-02, eta: 2 days, 1:27:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9675, loss_cls: 3.7151, loss: 3.7151 +2025-06-10 19:44:04,472 - pyskl - INFO - Epoch [52][400/3940] lr: 1.850e-02, eta: 2 days, 1:26:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9669, loss_cls: 3.6824, loss: 3.6824 +2025-06-10 19:44:50,043 - pyskl - INFO - Epoch [52][500/3940] lr: 1.849e-02, eta: 2 days, 1:25:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.7414, loss: 3.7414 +2025-06-10 19:45:35,589 - pyskl - INFO - Epoch [52][600/3940] lr: 1.849e-02, eta: 2 days, 1:24:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.5164, loss: 3.5164 +2025-06-10 19:46:21,046 - pyskl - INFO - Epoch [52][700/3940] lr: 1.848e-02, eta: 2 days, 1:23:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.7177, loss: 3.7177 +2025-06-10 19:47:06,509 - pyskl - INFO - Epoch [52][800/3940] lr: 1.848e-02, eta: 2 days, 1:23:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9719, loss_cls: 3.5265, loss: 3.5265 +2025-06-10 19:47:52,062 - pyskl - INFO - Epoch [52][900/3940] lr: 1.847e-02, eta: 2 days, 1:22:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 3.5548, loss: 3.5548 +2025-06-10 19:48:37,585 - pyskl - INFO - Epoch [52][1000/3940] lr: 1.846e-02, eta: 2 days, 1:21:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 3.6677, loss: 3.6677 +2025-06-10 19:49:23,120 - pyskl - INFO - Epoch [52][1100/3940] lr: 1.846e-02, eta: 2 days, 1:20:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 3.6993, loss: 3.6993 +2025-06-10 19:50:08,561 - pyskl - INFO - Epoch [52][1200/3940] lr: 1.845e-02, eta: 2 days, 1:20:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9681, loss_cls: 3.5832, loss: 3.5832 +2025-06-10 19:50:54,153 - pyskl - INFO - Epoch [52][1300/3940] lr: 1.845e-02, eta: 2 days, 1:19:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9613, loss_cls: 3.6927, loss: 3.6927 +2025-06-10 19:51:40,189 - pyskl - INFO - Epoch [52][1400/3940] lr: 1.844e-02, eta: 2 days, 1:18:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9688, loss_cls: 3.6170, loss: 3.6170 +2025-06-10 19:52:25,890 - pyskl - INFO - Epoch [52][1500/3940] lr: 1.843e-02, eta: 2 days, 1:17:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 3.6935, loss: 3.6935 +2025-06-10 19:53:11,508 - pyskl - INFO - Epoch [52][1600/3940] lr: 1.843e-02, eta: 2 days, 1:17:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 3.7459, loss: 3.7459 +2025-06-10 19:53:57,100 - pyskl - INFO - Epoch [52][1700/3940] lr: 1.842e-02, eta: 2 days, 1:16:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 3.6757, loss: 3.6757 +2025-06-10 19:54:42,623 - pyskl - INFO - Epoch [52][1800/3940] lr: 1.842e-02, eta: 2 days, 1:15:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 3.4762, loss: 3.4762 +2025-06-10 19:55:28,177 - pyskl - INFO - Epoch [52][1900/3940] lr: 1.841e-02, eta: 2 days, 1:14:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9669, loss_cls: 3.6650, loss: 3.6650 +2025-06-10 19:56:13,694 - pyskl - INFO - Epoch [52][2000/3940] lr: 1.841e-02, eta: 2 days, 1:14:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9681, loss_cls: 3.6497, loss: 3.6497 +2025-06-10 19:56:59,197 - pyskl - INFO - Epoch [52][2100/3940] lr: 1.840e-02, eta: 2 days, 1:13:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 3.7090, loss: 3.7090 +2025-06-10 19:57:44,699 - pyskl - INFO - Epoch [52][2200/3940] lr: 1.839e-02, eta: 2 days, 1:12:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 3.6378, loss: 3.6378 +2025-06-10 19:58:30,229 - pyskl - INFO - Epoch [52][2300/3940] lr: 1.839e-02, eta: 2 days, 1:11:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 3.7332, loss: 3.7332 +2025-06-10 19:59:15,779 - pyskl - INFO - Epoch [52][2400/3940] lr: 1.838e-02, eta: 2 days, 1:10:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9675, loss_cls: 3.6576, loss: 3.6576 +2025-06-10 20:00:01,293 - pyskl - INFO - Epoch [52][2500/3940] lr: 1.838e-02, eta: 2 days, 1:10:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9600, loss_cls: 3.7677, loss: 3.7677 +2025-06-10 20:00:46,861 - pyskl - INFO - Epoch [52][2600/3940] lr: 1.837e-02, eta: 2 days, 1:09:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.7351, loss: 3.7351 +2025-06-10 20:01:32,398 - pyskl - INFO - Epoch [52][2700/3940] lr: 1.836e-02, eta: 2 days, 1:08:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 3.6458, loss: 3.6458 +2025-06-10 20:02:17,965 - pyskl - INFO - Epoch [52][2800/3940] lr: 1.836e-02, eta: 2 days, 1:07:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 3.6738, loss: 3.6738 +2025-06-10 20:03:03,396 - pyskl - INFO - Epoch [52][2900/3940] lr: 1.835e-02, eta: 2 days, 1:07:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 3.6957, loss: 3.6957 +2025-06-10 20:03:48,894 - pyskl - INFO - Epoch [52][3000/3940] lr: 1.835e-02, eta: 2 days, 1:06:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9581, loss_cls: 3.7092, loss: 3.7092 +2025-06-10 20:04:34,398 - pyskl - INFO - Epoch [52][3100/3940] lr: 1.834e-02, eta: 2 days, 1:05:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9756, loss_cls: 3.6564, loss: 3.6564 +2025-06-10 20:05:19,879 - pyskl - INFO - Epoch [52][3200/3940] lr: 1.833e-02, eta: 2 days, 1:04:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9606, loss_cls: 3.7138, loss: 3.7138 +2025-06-10 20:06:05,307 - pyskl - INFO - Epoch [52][3300/3940] lr: 1.833e-02, eta: 2 days, 1:04:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9625, loss_cls: 3.6286, loss: 3.6286 +2025-06-10 20:06:50,724 - pyskl - INFO - Epoch [52][3400/3940] lr: 1.832e-02, eta: 2 days, 1:03:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9631, loss_cls: 3.6898, loss: 3.6898 +2025-06-10 20:07:36,269 - pyskl - INFO - Epoch [52][3500/3940] lr: 1.832e-02, eta: 2 days, 1:02:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 3.7783, loss: 3.7783 +2025-06-10 20:08:21,709 - pyskl - INFO - Epoch [52][3600/3940] lr: 1.831e-02, eta: 2 days, 1:01:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 3.6239, loss: 3.6239 +2025-06-10 20:09:07,229 - pyskl - INFO - Epoch [52][3700/3940] lr: 1.831e-02, eta: 2 days, 1:01:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9587, loss_cls: 3.8142, loss: 3.8142 +2025-06-10 20:09:52,753 - pyskl - INFO - Epoch [52][3800/3940] lr: 1.830e-02, eta: 2 days, 1:00:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 3.8130, loss: 3.8130 +2025-06-10 20:10:38,354 - pyskl - INFO - Epoch [52][3900/3940] lr: 1.829e-02, eta: 2 days, 0:59:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 3.7445, loss: 3.7445 +2025-06-10 20:10:56,923 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-06-10 20:14:30,910 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 20:14:31,480 - pyskl - INFO - +top1_acc 0.7433 +top5_acc 0.9455 +2025-06-10 20:14:31,497 - pyskl - INFO - Epoch(val) [52][3183] top1_acc: 0.7433, top5_acc: 0.9455 +2025-06-10 20:15:40,689 - pyskl - INFO - Epoch [53][100/3940] lr: 1.829e-02, eta: 2 days, 0:58:34, time: 0.692, data_time: 0.237, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 3.7549, loss: 3.7549 +2025-06-10 20:16:26,137 - pyskl - INFO - Epoch [53][200/3940] lr: 1.828e-02, eta: 2 days, 0:57:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 3.6465, loss: 3.6465 +2025-06-10 20:17:11,655 - pyskl - INFO - Epoch [53][300/3940] lr: 1.827e-02, eta: 2 days, 0:57:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.6441, loss: 3.6441 +2025-06-10 20:17:57,106 - pyskl - INFO - Epoch [53][400/3940] lr: 1.827e-02, eta: 2 days, 0:56:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9619, loss_cls: 3.5740, loss: 3.5740 +2025-06-10 20:18:42,615 - pyskl - INFO - Epoch [53][500/3940] lr: 1.826e-02, eta: 2 days, 0:55:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9681, loss_cls: 3.6194, loss: 3.6194 +2025-06-10 20:19:28,155 - pyskl - INFO - Epoch [53][600/3940] lr: 1.826e-02, eta: 2 days, 0:54:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.6543, loss: 3.6543 +2025-06-10 20:20:13,609 - pyskl - INFO - Epoch [53][700/3940] lr: 1.825e-02, eta: 2 days, 0:53:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 3.5591, loss: 3.5591 +2025-06-10 20:20:59,036 - pyskl - INFO - Epoch [53][800/3940] lr: 1.824e-02, eta: 2 days, 0:53:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 3.5901, loss: 3.5901 +2025-06-10 20:21:44,435 - pyskl - INFO - Epoch [53][900/3940] lr: 1.824e-02, eta: 2 days, 0:52:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9644, loss_cls: 3.6391, loss: 3.6391 +2025-06-10 20:22:29,877 - pyskl - INFO - Epoch [53][1000/3940] lr: 1.823e-02, eta: 2 days, 0:51:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.5364, loss: 3.5364 +2025-06-10 20:23:15,280 - pyskl - INFO - Epoch [53][1100/3940] lr: 1.823e-02, eta: 2 days, 0:50:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.6972, loss: 3.6972 +2025-06-10 20:24:00,729 - pyskl - INFO - Epoch [53][1200/3940] lr: 1.822e-02, eta: 2 days, 0:50:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9694, loss_cls: 3.6103, loss: 3.6103 +2025-06-10 20:24:46,044 - pyskl - INFO - Epoch [53][1300/3940] lr: 1.821e-02, eta: 2 days, 0:49:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 3.8190, loss: 3.8190 +2025-06-10 20:25:31,402 - pyskl - INFO - Epoch [53][1400/3940] lr: 1.821e-02, eta: 2 days, 0:48:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 3.6488, loss: 3.6488 +2025-06-10 20:26:16,814 - pyskl - INFO - Epoch [53][1500/3940] lr: 1.820e-02, eta: 2 days, 0:47:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.5695, loss: 3.5695 +2025-06-10 20:27:02,222 - pyskl - INFO - Epoch [53][1600/3940] lr: 1.820e-02, eta: 2 days, 0:47:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 3.6261, loss: 3.6261 +2025-06-10 20:27:47,615 - pyskl - INFO - Epoch [53][1700/3940] lr: 1.819e-02, eta: 2 days, 0:46:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9675, loss_cls: 3.6539, loss: 3.6539 +2025-06-10 20:28:32,987 - pyskl - INFO - Epoch [53][1800/3940] lr: 1.819e-02, eta: 2 days, 0:45:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 3.8415, loss: 3.8415 +2025-06-10 20:29:18,400 - pyskl - INFO - Epoch [53][1900/3940] lr: 1.818e-02, eta: 2 days, 0:44:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.7700, loss: 3.7700 +2025-06-10 20:30:03,853 - pyskl - INFO - Epoch [53][2000/3940] lr: 1.817e-02, eta: 2 days, 0:43:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 3.6029, loss: 3.6029 +2025-06-10 20:30:49,333 - pyskl - INFO - Epoch [53][2100/3940] lr: 1.817e-02, eta: 2 days, 0:43:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9681, loss_cls: 3.7046, loss: 3.7046 +2025-06-10 20:31:34,776 - pyskl - INFO - Epoch [53][2200/3940] lr: 1.816e-02, eta: 2 days, 0:42:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9656, loss_cls: 3.6905, loss: 3.6905 +2025-06-10 20:32:20,244 - pyskl - INFO - Epoch [53][2300/3940] lr: 1.816e-02, eta: 2 days, 0:41:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 3.7457, loss: 3.7457 +2025-06-10 20:33:05,608 - pyskl - INFO - Epoch [53][2400/3940] lr: 1.815e-02, eta: 2 days, 0:40:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9569, loss_cls: 3.7583, loss: 3.7583 +2025-06-10 20:33:50,961 - pyskl - INFO - Epoch [53][2500/3940] lr: 1.814e-02, eta: 2 days, 0:40:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9644, loss_cls: 3.7058, loss: 3.7058 +2025-06-10 20:34:36,422 - pyskl - INFO - Epoch [53][2600/3940] lr: 1.814e-02, eta: 2 days, 0:39:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9581, loss_cls: 3.7545, loss: 3.7545 +2025-06-10 20:35:21,830 - pyskl - INFO - Epoch [53][2700/3940] lr: 1.813e-02, eta: 2 days, 0:38:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.7154, loss: 3.7154 +2025-06-10 20:36:07,308 - pyskl - INFO - Epoch [53][2800/3940] lr: 1.813e-02, eta: 2 days, 0:37:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 3.6392, loss: 3.6392 +2025-06-10 20:36:52,767 - pyskl - INFO - Epoch [53][2900/3940] lr: 1.812e-02, eta: 2 days, 0:37:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9606, loss_cls: 3.7814, loss: 3.7814 +2025-06-10 20:37:38,223 - pyskl - INFO - Epoch [53][3000/3940] lr: 1.811e-02, eta: 2 days, 0:36:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.6421, loss: 3.6421 +2025-06-10 20:38:23,572 - pyskl - INFO - Epoch [53][3100/3940] lr: 1.811e-02, eta: 2 days, 0:35:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 3.8417, loss: 3.8417 +2025-06-10 20:39:08,966 - pyskl - INFO - Epoch [53][3200/3940] lr: 1.810e-02, eta: 2 days, 0:34:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9563, loss_cls: 3.7140, loss: 3.7140 +2025-06-10 20:39:54,409 - pyskl - INFO - Epoch [53][3300/3940] lr: 1.810e-02, eta: 2 days, 0:33:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 3.6965, loss: 3.6965 +2025-06-10 20:40:39,833 - pyskl - INFO - Epoch [53][3400/3940] lr: 1.809e-02, eta: 2 days, 0:33:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9688, loss_cls: 3.6718, loss: 3.6718 +2025-06-10 20:41:25,229 - pyskl - INFO - Epoch [53][3500/3940] lr: 1.808e-02, eta: 2 days, 0:32:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9637, loss_cls: 3.6587, loss: 3.6587 +2025-06-10 20:42:10,665 - pyskl - INFO - Epoch [53][3600/3940] lr: 1.808e-02, eta: 2 days, 0:31:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.6782, loss: 3.6782 +2025-06-10 20:42:55,963 - pyskl - INFO - Epoch [53][3700/3940] lr: 1.807e-02, eta: 2 days, 0:30:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.5915, loss: 3.5915 +2025-06-10 20:43:41,375 - pyskl - INFO - Epoch [53][3800/3940] lr: 1.807e-02, eta: 2 days, 0:30:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 3.7078, loss: 3.7078 +2025-06-10 20:44:26,757 - pyskl - INFO - Epoch [53][3900/3940] lr: 1.806e-02, eta: 2 days, 0:29:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 3.7319, loss: 3.7319 +2025-06-10 20:44:45,244 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-06-10 20:48:20,840 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 20:48:21,377 - pyskl - INFO - +top1_acc 0.7314 +top5_acc 0.9383 +2025-06-10 20:48:21,395 - pyskl - INFO - Epoch(val) [53][3183] top1_acc: 0.7314, top5_acc: 0.9383 +2025-06-10 20:49:30,647 - pyskl - INFO - Epoch [54][100/3940] lr: 1.805e-02, eta: 2 days, 0:28:27, time: 0.692, data_time: 0.238, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9625, loss_cls: 3.7118, loss: 3.7118 +2025-06-10 20:50:16,156 - pyskl - INFO - Epoch [54][200/3940] lr: 1.805e-02, eta: 2 days, 0:27:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9669, loss_cls: 3.5957, loss: 3.5957 +2025-06-10 20:51:01,537 - pyskl - INFO - Epoch [54][300/3940] lr: 1.804e-02, eta: 2 days, 0:26:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 3.5064, loss: 3.5064 +2025-06-10 20:51:47,057 - pyskl - INFO - Epoch [54][400/3940] lr: 1.803e-02, eta: 2 days, 0:26:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.6104, loss: 3.6104 +2025-06-10 20:52:32,542 - pyskl - INFO - Epoch [54][500/3940] lr: 1.803e-02, eta: 2 days, 0:25:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9656, loss_cls: 3.6532, loss: 3.6532 +2025-06-10 20:53:17,970 - pyskl - INFO - Epoch [54][600/3940] lr: 1.802e-02, eta: 2 days, 0:24:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9669, loss_cls: 3.5905, loss: 3.5905 +2025-06-10 20:54:03,398 - pyskl - INFO - Epoch [54][700/3940] lr: 1.802e-02, eta: 2 days, 0:23:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 3.7675, loss: 3.7675 +2025-06-10 20:54:48,767 - pyskl - INFO - Epoch [54][800/3940] lr: 1.801e-02, eta: 2 days, 0:23:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9762, loss_cls: 3.6707, loss: 3.6707 +2025-06-10 20:55:34,167 - pyskl - INFO - Epoch [54][900/3940] lr: 1.800e-02, eta: 2 days, 0:22:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.7043, loss: 3.7043 +2025-06-10 20:56:19,589 - pyskl - INFO - Epoch [54][1000/3940] lr: 1.800e-02, eta: 2 days, 0:21:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9694, loss_cls: 3.5154, loss: 3.5154 +2025-06-10 20:57:05,048 - pyskl - INFO - Epoch [54][1100/3940] lr: 1.799e-02, eta: 2 days, 0:20:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.6232, loss: 3.6232 +2025-06-10 20:57:50,402 - pyskl - INFO - Epoch [54][1200/3940] lr: 1.799e-02, eta: 2 days, 0:20:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 3.5433, loss: 3.5433 +2025-06-10 20:58:35,758 - pyskl - INFO - Epoch [54][1300/3940] lr: 1.798e-02, eta: 2 days, 0:19:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9731, loss_cls: 3.6990, loss: 3.6990 +2025-06-10 20:59:21,261 - pyskl - INFO - Epoch [54][1400/3940] lr: 1.797e-02, eta: 2 days, 0:18:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9681, loss_cls: 3.5532, loss: 3.5532 +2025-06-10 21:00:06,683 - pyskl - INFO - Epoch [54][1500/3940] lr: 1.797e-02, eta: 2 days, 0:17:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9625, loss_cls: 3.7039, loss: 3.7039 +2025-06-10 21:00:51,997 - pyskl - INFO - Epoch [54][1600/3940] lr: 1.796e-02, eta: 2 days, 0:16:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.5630, loss: 3.5630 +2025-06-10 21:01:37,488 - pyskl - INFO - Epoch [54][1700/3940] lr: 1.796e-02, eta: 2 days, 0:16:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9650, loss_cls: 3.6498, loss: 3.6498 +2025-06-10 21:02:22,885 - pyskl - INFO - Epoch [54][1800/3940] lr: 1.795e-02, eta: 2 days, 0:15:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9644, loss_cls: 3.7235, loss: 3.7235 +2025-06-10 21:03:08,200 - pyskl - INFO - Epoch [54][1900/3940] lr: 1.794e-02, eta: 2 days, 0:14:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9625, loss_cls: 3.7948, loss: 3.7948 +2025-06-10 21:03:53,525 - pyskl - INFO - Epoch [54][2000/3940] lr: 1.794e-02, eta: 2 days, 0:13:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 3.6182, loss: 3.6182 +2025-06-10 21:04:38,798 - pyskl - INFO - Epoch [54][2100/3940] lr: 1.793e-02, eta: 2 days, 0:13:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9706, loss_cls: 3.4930, loss: 3.4930 +2025-06-10 21:05:24,291 - pyskl - INFO - Epoch [54][2200/3940] lr: 1.793e-02, eta: 2 days, 0:12:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9688, loss_cls: 3.6361, loss: 3.6361 +2025-06-10 21:06:09,763 - pyskl - INFO - Epoch [54][2300/3940] lr: 1.792e-02, eta: 2 days, 0:11:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9625, loss_cls: 3.7502, loss: 3.7502 +2025-06-10 21:06:55,043 - pyskl - INFO - Epoch [54][2400/3940] lr: 1.791e-02, eta: 2 days, 0:10:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9631, loss_cls: 3.7355, loss: 3.7355 +2025-06-10 21:07:40,364 - pyskl - INFO - Epoch [54][2500/3940] lr: 1.791e-02, eta: 2 days, 0:09:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9625, loss_cls: 3.7084, loss: 3.7084 +2025-06-10 21:08:25,568 - pyskl - INFO - Epoch [54][2600/3940] lr: 1.790e-02, eta: 2 days, 0:09:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 3.5722, loss: 3.5722 +2025-06-10 21:09:10,853 - pyskl - INFO - Epoch [54][2700/3940] lr: 1.790e-02, eta: 2 days, 0:08:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9631, loss_cls: 3.7670, loss: 3.7670 +2025-06-10 21:09:56,163 - pyskl - INFO - Epoch [54][2800/3940] lr: 1.789e-02, eta: 2 days, 0:07:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 3.7337, loss: 3.7337 +2025-06-10 21:10:41,214 - pyskl - INFO - Epoch [54][2900/3940] lr: 1.788e-02, eta: 2 days, 0:06:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9594, loss_cls: 3.7158, loss: 3.7158 +2025-06-10 21:11:26,503 - pyskl - INFO - Epoch [54][3000/3940] lr: 1.788e-02, eta: 2 days, 0:06:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 3.6123, loss: 3.6123 +2025-06-10 21:12:11,794 - pyskl - INFO - Epoch [54][3100/3940] lr: 1.787e-02, eta: 2 days, 0:05:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 3.7072, loss: 3.7072 +2025-06-10 21:12:57,096 - pyskl - INFO - Epoch [54][3200/3940] lr: 1.787e-02, eta: 2 days, 0:04:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9700, loss_cls: 3.5186, loss: 3.5186 +2025-06-10 21:13:42,311 - pyskl - INFO - Epoch [54][3300/3940] lr: 1.786e-02, eta: 2 days, 0:03:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 3.5917, loss: 3.5917 +2025-06-10 21:14:27,721 - pyskl - INFO - Epoch [54][3400/3940] lr: 1.785e-02, eta: 2 days, 0:03:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.7994, loss: 3.7994 +2025-06-10 21:15:13,479 - pyskl - INFO - Epoch [54][3500/3940] lr: 1.785e-02, eta: 2 days, 0:02:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9625, loss_cls: 3.6805, loss: 3.6805 +2025-06-10 21:15:58,865 - pyskl - INFO - Epoch [54][3600/3940] lr: 1.784e-02, eta: 2 days, 0:01:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 3.5931, loss: 3.5931 +2025-06-10 21:16:44,181 - pyskl - INFO - Epoch [54][3700/3940] lr: 1.784e-02, eta: 2 days, 0:00:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9575, loss_cls: 3.7113, loss: 3.7113 +2025-06-10 21:17:29,493 - pyskl - INFO - Epoch [54][3800/3940] lr: 1.783e-02, eta: 1 day, 23:59:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 3.7701, loss: 3.7701 +2025-06-10 21:18:14,729 - pyskl - INFO - Epoch [54][3900/3940] lr: 1.782e-02, eta: 1 day, 23:59:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9663, loss_cls: 3.7430, loss: 3.7430 +2025-06-10 21:18:33,086 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-06-10 21:22:09,168 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 21:22:09,667 - pyskl - INFO - +top1_acc 0.7511 +top5_acc 0.9453 +2025-06-10 21:22:09,691 - pyskl - INFO - Epoch(val) [54][3183] top1_acc: 0.7511, top5_acc: 0.9453 +2025-06-10 21:23:18,661 - pyskl - INFO - Epoch [55][100/3940] lr: 1.782e-02, eta: 1 day, 23:58:16, time: 0.690, data_time: 0.236, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.5720, loss: 3.5720 +2025-06-10 21:24:04,099 - pyskl - INFO - Epoch [55][200/3940] lr: 1.781e-02, eta: 1 day, 23:57:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.5654, loss: 3.5654 +2025-06-10 21:24:49,492 - pyskl - INFO - Epoch [55][300/3940] lr: 1.780e-02, eta: 1 day, 23:56:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 3.5888, loss: 3.5888 +2025-06-10 21:25:34,924 - pyskl - INFO - Epoch [55][400/3940] lr: 1.780e-02, eta: 1 day, 23:55:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 3.6485, loss: 3.6485 +2025-06-10 21:26:20,231 - pyskl - INFO - Epoch [55][500/3940] lr: 1.779e-02, eta: 1 day, 23:55:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 3.6387, loss: 3.6387 +2025-06-10 21:27:05,606 - pyskl - INFO - Epoch [55][600/3940] lr: 1.779e-02, eta: 1 day, 23:54:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9681, loss_cls: 3.5099, loss: 3.5099 +2025-06-10 21:27:51,031 - pyskl - INFO - Epoch [55][700/3940] lr: 1.778e-02, eta: 1 day, 23:53:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 3.6377, loss: 3.6377 +2025-06-10 21:28:36,361 - pyskl - INFO - Epoch [55][800/3940] lr: 1.777e-02, eta: 1 day, 23:52:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 3.6757, loss: 3.6757 +2025-06-10 21:29:21,613 - pyskl - INFO - Epoch [55][900/3940] lr: 1.777e-02, eta: 1 day, 23:52:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 3.5175, loss: 3.5175 +2025-06-10 21:30:06,989 - pyskl - INFO - Epoch [55][1000/3940] lr: 1.776e-02, eta: 1 day, 23:51:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 3.5380, loss: 3.5380 +2025-06-10 21:30:52,542 - pyskl - INFO - Epoch [55][1100/3940] lr: 1.776e-02, eta: 1 day, 23:50:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 3.5173, loss: 3.5173 +2025-06-10 21:31:37,835 - pyskl - INFO - Epoch [55][1200/3940] lr: 1.775e-02, eta: 1 day, 23:49:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9606, loss_cls: 3.5567, loss: 3.5567 +2025-06-10 21:32:23,147 - pyskl - INFO - Epoch [55][1300/3940] lr: 1.774e-02, eta: 1 day, 23:49:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.5913, loss: 3.5913 +2025-06-10 21:33:08,512 - pyskl - INFO - Epoch [55][1400/3940] lr: 1.774e-02, eta: 1 day, 23:48:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9681, loss_cls: 3.6563, loss: 3.6563 +2025-06-10 21:33:53,811 - pyskl - INFO - Epoch [55][1500/3940] lr: 1.773e-02, eta: 1 day, 23:47:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.5714, loss: 3.5714 +2025-06-10 21:34:39,145 - pyskl - INFO - Epoch [55][1600/3940] lr: 1.773e-02, eta: 1 day, 23:46:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9650, loss_cls: 3.6415, loss: 3.6415 +2025-06-10 21:35:24,478 - pyskl - INFO - Epoch [55][1700/3940] lr: 1.772e-02, eta: 1 day, 23:45:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 3.6775, loss: 3.6775 +2025-06-10 21:36:09,798 - pyskl - INFO - Epoch [55][1800/3940] lr: 1.771e-02, eta: 1 day, 23:45:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 3.6945, loss: 3.6945 +2025-06-10 21:36:55,119 - pyskl - INFO - Epoch [55][1900/3940] lr: 1.771e-02, eta: 1 day, 23:44:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 3.7493, loss: 3.7493 +2025-06-10 21:37:40,336 - pyskl - INFO - Epoch [55][2000/3940] lr: 1.770e-02, eta: 1 day, 23:43:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9644, loss_cls: 3.7116, loss: 3.7116 +2025-06-10 21:38:25,570 - pyskl - INFO - Epoch [55][2100/3940] lr: 1.770e-02, eta: 1 day, 23:42:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 3.4846, loss: 3.4846 +2025-06-10 21:39:10,927 - pyskl - INFO - Epoch [55][2200/3940] lr: 1.769e-02, eta: 1 day, 23:42:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 3.5715, loss: 3.5715 +2025-06-10 21:39:56,220 - pyskl - INFO - Epoch [55][2300/3940] lr: 1.768e-02, eta: 1 day, 23:41:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 3.7377, loss: 3.7377 +2025-06-10 21:40:41,636 - pyskl - INFO - Epoch [55][2400/3940] lr: 1.768e-02, eta: 1 day, 23:40:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9681, loss_cls: 3.5784, loss: 3.5784 +2025-06-10 21:41:26,843 - pyskl - INFO - Epoch [55][2500/3940] lr: 1.767e-02, eta: 1 day, 23:39:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9738, loss_cls: 3.4405, loss: 3.4405 +2025-06-10 21:42:12,111 - pyskl - INFO - Epoch [55][2600/3940] lr: 1.767e-02, eta: 1 day, 23:39:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9644, loss_cls: 3.7113, loss: 3.7113 +2025-06-10 21:42:57,340 - pyskl - INFO - Epoch [55][2700/3940] lr: 1.766e-02, eta: 1 day, 23:38:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 3.5611, loss: 3.5611 +2025-06-10 21:43:42,660 - pyskl - INFO - Epoch [55][2800/3940] lr: 1.765e-02, eta: 1 day, 23:37:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.5695, loss: 3.5695 +2025-06-10 21:44:27,976 - pyskl - INFO - Epoch [55][2900/3940] lr: 1.765e-02, eta: 1 day, 23:36:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9600, loss_cls: 3.6788, loss: 3.6788 +2025-06-10 21:45:13,455 - pyskl - INFO - Epoch [55][3000/3940] lr: 1.764e-02, eta: 1 day, 23:35:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9637, loss_cls: 3.6941, loss: 3.6941 +2025-06-10 21:45:58,922 - pyskl - INFO - Epoch [55][3100/3940] lr: 1.764e-02, eta: 1 day, 23:35:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9644, loss_cls: 3.7089, loss: 3.7089 +2025-06-10 21:46:44,300 - pyskl - INFO - Epoch [55][3200/3940] lr: 1.763e-02, eta: 1 day, 23:34:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 3.6638, loss: 3.6638 +2025-06-10 21:47:29,836 - pyskl - INFO - Epoch [55][3300/3940] lr: 1.762e-02, eta: 1 day, 23:33:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.5699, loss: 3.5699 +2025-06-10 21:48:15,255 - pyskl - INFO - Epoch [55][3400/3940] lr: 1.762e-02, eta: 1 day, 23:32:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 3.9486, loss: 3.9486 +2025-06-10 21:49:00,568 - pyskl - INFO - Epoch [55][3500/3940] lr: 1.761e-02, eta: 1 day, 23:32:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.6753, loss: 3.6753 +2025-06-10 21:49:46,027 - pyskl - INFO - Epoch [55][3600/3940] lr: 1.760e-02, eta: 1 day, 23:31:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.6337, loss: 3.6337 +2025-06-10 21:50:31,390 - pyskl - INFO - Epoch [55][3700/3940] lr: 1.760e-02, eta: 1 day, 23:30:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9650, loss_cls: 3.5631, loss: 3.5631 +2025-06-10 21:51:16,672 - pyskl - INFO - Epoch [55][3800/3940] lr: 1.759e-02, eta: 1 day, 23:29:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9619, loss_cls: 3.8052, loss: 3.8052 +2025-06-10 21:52:01,965 - pyskl - INFO - Epoch [55][3900/3940] lr: 1.759e-02, eta: 1 day, 23:28:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 3.5606, loss: 3.5606 +2025-06-10 21:52:20,400 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-06-10 22:10:52,261 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 22:10:52,802 - pyskl - INFO - +top1_acc 0.7653 +top5_acc 0.9519 +2025-06-10 22:10:52,819 - pyskl - INFO - Epoch(val) [55][3183] top1_acc: 0.7653, top5_acc: 0.9519 +2025-06-10 22:12:01,913 - pyskl - INFO - Epoch [56][100/3940] lr: 1.758e-02, eta: 1 day, 23:28:04, time: 0.691, data_time: 0.236, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9631, loss_cls: 3.6514, loss: 3.6514 +2025-06-10 22:12:47,433 - pyskl - INFO - Epoch [56][200/3940] lr: 1.757e-02, eta: 1 day, 23:27:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 3.5743, loss: 3.5743 +2025-06-10 22:13:32,831 - pyskl - INFO - Epoch [56][300/3940] lr: 1.757e-02, eta: 1 day, 23:26:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 3.6063, loss: 3.6063 +2025-06-10 22:14:18,275 - pyskl - INFO - Epoch [56][400/3940] lr: 1.756e-02, eta: 1 day, 23:25:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 3.5900, loss: 3.5900 +2025-06-10 22:15:03,766 - pyskl - INFO - Epoch [56][500/3940] lr: 1.755e-02, eta: 1 day, 23:25:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9619, loss_cls: 3.6939, loss: 3.6939 +2025-06-10 22:15:49,048 - pyskl - INFO - Epoch [56][600/3940] lr: 1.755e-02, eta: 1 day, 23:24:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 3.6527, loss: 3.6527 +2025-06-10 22:16:34,414 - pyskl - INFO - Epoch [56][700/3940] lr: 1.754e-02, eta: 1 day, 23:23:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9613, loss_cls: 3.7131, loss: 3.7131 +2025-06-10 22:17:19,771 - pyskl - INFO - Epoch [56][800/3940] lr: 1.754e-02, eta: 1 day, 23:22:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9675, loss_cls: 3.6921, loss: 3.6921 +2025-06-10 22:18:05,071 - pyskl - INFO - Epoch [56][900/3940] lr: 1.753e-02, eta: 1 day, 23:21:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9569, loss_cls: 3.6382, loss: 3.6382 +2025-06-10 22:18:50,292 - pyskl - INFO - Epoch [56][1000/3940] lr: 1.752e-02, eta: 1 day, 23:21:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 3.6519, loss: 3.6519 +2025-06-10 22:19:35,276 - pyskl - INFO - Epoch [56][1100/3940] lr: 1.752e-02, eta: 1 day, 23:20:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.6034, loss: 3.6034 +2025-06-10 22:20:20,615 - pyskl - INFO - Epoch [56][1200/3940] lr: 1.751e-02, eta: 1 day, 23:19:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.6252, loss: 3.6252 +2025-06-10 22:21:05,881 - pyskl - INFO - Epoch [56][1300/3940] lr: 1.751e-02, eta: 1 day, 23:18:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.5523, loss: 3.5523 +2025-06-10 22:21:51,236 - pyskl - INFO - Epoch [56][1400/3940] lr: 1.750e-02, eta: 1 day, 23:18:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9712, loss_cls: 3.5759, loss: 3.5759 +2025-06-10 22:22:36,673 - pyskl - INFO - Epoch [56][1500/3940] lr: 1.749e-02, eta: 1 day, 23:17:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 3.6069, loss: 3.6069 +2025-06-10 22:23:22,133 - pyskl - INFO - Epoch [56][1600/3940] lr: 1.749e-02, eta: 1 day, 23:16:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 3.6593, loss: 3.6593 +2025-06-10 22:24:07,358 - pyskl - INFO - Epoch [56][1700/3940] lr: 1.748e-02, eta: 1 day, 23:15:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 3.5192, loss: 3.5192 +2025-06-10 22:24:52,627 - pyskl - INFO - Epoch [56][1800/3940] lr: 1.747e-02, eta: 1 day, 23:14:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 3.5556, loss: 3.5556 +2025-06-10 22:25:37,933 - pyskl - INFO - Epoch [56][1900/3940] lr: 1.747e-02, eta: 1 day, 23:14:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9637, loss_cls: 3.7153, loss: 3.7153 +2025-06-10 22:26:23,209 - pyskl - INFO - Epoch [56][2000/3940] lr: 1.746e-02, eta: 1 day, 23:13:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9694, loss_cls: 3.5745, loss: 3.5745 +2025-06-10 22:27:08,511 - pyskl - INFO - Epoch [56][2100/3940] lr: 1.746e-02, eta: 1 day, 23:12:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 3.5544, loss: 3.5544 +2025-06-10 22:27:53,877 - pyskl - INFO - Epoch [56][2200/3940] lr: 1.745e-02, eta: 1 day, 23:11:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 3.5459, loss: 3.5459 +2025-06-10 22:28:39,186 - pyskl - INFO - Epoch [56][2300/3940] lr: 1.744e-02, eta: 1 day, 23:11:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9663, loss_cls: 3.6132, loss: 3.6132 +2025-06-10 22:29:24,458 - pyskl - INFO - Epoch [56][2400/3940] lr: 1.744e-02, eta: 1 day, 23:10:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9575, loss_cls: 3.7618, loss: 3.7618 +2025-06-10 22:30:09,837 - pyskl - INFO - Epoch [56][2500/3940] lr: 1.743e-02, eta: 1 day, 23:09:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9637, loss_cls: 3.7173, loss: 3.7173 +2025-06-10 22:30:55,116 - pyskl - INFO - Epoch [56][2600/3940] lr: 1.743e-02, eta: 1 day, 23:08:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.6581, loss: 3.6581 +2025-06-10 22:31:40,366 - pyskl - INFO - Epoch [56][2700/3940] lr: 1.742e-02, eta: 1 day, 23:08:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9675, loss_cls: 3.5529, loss: 3.5529 +2025-06-10 22:32:25,580 - pyskl - INFO - Epoch [56][2800/3940] lr: 1.741e-02, eta: 1 day, 23:07:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 3.4966, loss: 3.4966 +2025-06-10 22:33:10,764 - pyskl - INFO - Epoch [56][2900/3940] lr: 1.741e-02, eta: 1 day, 23:06:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 3.5182, loss: 3.5182 +2025-06-10 22:33:55,987 - pyskl - INFO - Epoch [56][3000/3940] lr: 1.740e-02, eta: 1 day, 23:05:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 3.5490, loss: 3.5490 +2025-06-10 22:34:41,273 - pyskl - INFO - Epoch [56][3100/3940] lr: 1.740e-02, eta: 1 day, 23:04:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 3.5152, loss: 3.5152 +2025-06-10 22:35:26,547 - pyskl - INFO - Epoch [56][3200/3940] lr: 1.739e-02, eta: 1 day, 23:04:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 3.5823, loss: 3.5823 +2025-06-10 22:36:11,790 - pyskl - INFO - Epoch [56][3300/3940] lr: 1.738e-02, eta: 1 day, 23:03:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 3.3981, loss: 3.3981 +2025-06-10 22:36:57,092 - pyskl - INFO - Epoch [56][3400/3940] lr: 1.738e-02, eta: 1 day, 23:02:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9656, loss_cls: 3.6062, loss: 3.6062 +2025-06-10 22:37:42,405 - pyskl - INFO - Epoch [56][3500/3940] lr: 1.737e-02, eta: 1 day, 23:01:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 3.5774, loss: 3.5774 +2025-06-10 22:38:27,711 - pyskl - INFO - Epoch [56][3600/3940] lr: 1.736e-02, eta: 1 day, 23:01:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 3.6697, loss: 3.6697 +2025-06-10 22:39:13,000 - pyskl - INFO - Epoch [56][3700/3940] lr: 1.736e-02, eta: 1 day, 23:00:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 3.6308, loss: 3.6308 +2025-06-10 22:39:58,329 - pyskl - INFO - Epoch [56][3800/3940] lr: 1.735e-02, eta: 1 day, 22:59:32, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9650, loss_cls: 3.6475, loss: 3.6475 +2025-06-10 22:40:43,606 - pyskl - INFO - Epoch [56][3900/3940] lr: 1.735e-02, eta: 1 day, 22:58:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.4885, loss: 3.4885 +2025-06-10 22:41:02,023 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-06-10 22:44:36,365 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 22:44:36,847 - pyskl - INFO - +top1_acc 0.7081 +top5_acc 0.9315 +2025-06-10 22:44:36,864 - pyskl - INFO - Epoch(val) [56][3183] top1_acc: 0.7081, top5_acc: 0.9315 +2025-06-10 22:45:45,999 - pyskl - INFO - Epoch [57][100/3940] lr: 1.734e-02, eta: 1 day, 22:57:51, time: 0.691, data_time: 0.236, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 3.5131, loss: 3.5131 +2025-06-10 22:46:31,455 - pyskl - INFO - Epoch [57][200/3940] lr: 1.733e-02, eta: 1 day, 22:57:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9694, loss_cls: 3.5982, loss: 3.5982 +2025-06-10 22:47:17,051 - pyskl - INFO - Epoch [57][300/3940] lr: 1.733e-02, eta: 1 day, 22:56:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.5102, loss: 3.5102 +2025-06-10 22:48:02,918 - pyskl - INFO - Epoch [57][400/3940] lr: 1.732e-02, eta: 1 day, 22:55:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9769, loss_cls: 3.5344, loss: 3.5344 +2025-06-10 22:48:48,557 - pyskl - INFO - Epoch [57][500/3940] lr: 1.731e-02, eta: 1 day, 22:54:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 3.5909, loss: 3.5909 +2025-06-10 22:49:34,071 - pyskl - INFO - Epoch [57][600/3940] lr: 1.731e-02, eta: 1 day, 22:54:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 3.5148, loss: 3.5148 +2025-06-10 22:50:19,515 - pyskl - INFO - Epoch [57][700/3940] lr: 1.730e-02, eta: 1 day, 22:53:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9663, loss_cls: 3.6500, loss: 3.6500 +2025-06-10 22:51:05,037 - pyskl - INFO - Epoch [57][800/3940] lr: 1.729e-02, eta: 1 day, 22:52:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9594, loss_cls: 3.7054, loss: 3.7054 +2025-06-10 22:51:50,396 - pyskl - INFO - Epoch [57][900/3940] lr: 1.729e-02, eta: 1 day, 22:51:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 3.6441, loss: 3.6441 +2025-06-10 22:52:35,898 - pyskl - INFO - Epoch [57][1000/3940] lr: 1.728e-02, eta: 1 day, 22:50:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9600, loss_cls: 3.7303, loss: 3.7303 +2025-06-10 22:53:21,367 - pyskl - INFO - Epoch [57][1100/3940] lr: 1.728e-02, eta: 1 day, 22:50:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 3.7503, loss: 3.7503 +2025-06-10 22:54:06,973 - pyskl - INFO - Epoch [57][1200/3940] lr: 1.727e-02, eta: 1 day, 22:49:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9681, loss_cls: 3.6399, loss: 3.6399 +2025-06-10 22:54:52,607 - pyskl - INFO - Epoch [57][1300/3940] lr: 1.726e-02, eta: 1 day, 22:48:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 3.4818, loss: 3.4818 +2025-06-10 22:55:38,187 - pyskl - INFO - Epoch [57][1400/3940] lr: 1.726e-02, eta: 1 day, 22:47:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9681, loss_cls: 3.5042, loss: 3.5042 +2025-06-10 22:56:23,684 - pyskl - INFO - Epoch [57][1500/3940] lr: 1.725e-02, eta: 1 day, 22:47:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.5285, loss: 3.5285 +2025-06-10 22:57:09,200 - pyskl - INFO - Epoch [57][1600/3940] lr: 1.725e-02, eta: 1 day, 22:46:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.5424, loss: 3.5424 +2025-06-10 22:57:54,680 - pyskl - INFO - Epoch [57][1700/3940] lr: 1.724e-02, eta: 1 day, 22:45:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 3.6272, loss: 3.6272 +2025-06-10 22:58:40,164 - pyskl - INFO - Epoch [57][1800/3940] lr: 1.723e-02, eta: 1 day, 22:44:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 3.4467, loss: 3.4467 +2025-06-10 22:59:25,689 - pyskl - INFO - Epoch [57][1900/3940] lr: 1.723e-02, eta: 1 day, 22:44:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 3.6485, loss: 3.6485 +2025-06-10 23:00:11,208 - pyskl - INFO - Epoch [57][2000/3940] lr: 1.722e-02, eta: 1 day, 22:43:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 3.6322, loss: 3.6322 +2025-06-10 23:00:56,784 - pyskl - INFO - Epoch [57][2100/3940] lr: 1.722e-02, eta: 1 day, 22:42:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.4285, loss: 3.4285 +2025-06-10 23:01:42,344 - pyskl - INFO - Epoch [57][2200/3940] lr: 1.721e-02, eta: 1 day, 22:41:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9637, loss_cls: 3.6966, loss: 3.6966 +2025-06-10 23:02:28,062 - pyskl - INFO - Epoch [57][2300/3940] lr: 1.720e-02, eta: 1 day, 22:41:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 3.6504, loss: 3.6504 +2025-06-10 23:03:13,625 - pyskl - INFO - Epoch [57][2400/3940] lr: 1.720e-02, eta: 1 day, 22:40:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 3.5930, loss: 3.5930 +2025-06-10 23:03:59,170 - pyskl - INFO - Epoch [57][2500/3940] lr: 1.719e-02, eta: 1 day, 22:39:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9694, loss_cls: 3.4581, loss: 3.4581 +2025-06-10 23:04:44,659 - pyskl - INFO - Epoch [57][2600/3940] lr: 1.718e-02, eta: 1 day, 22:38:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9675, loss_cls: 3.6100, loss: 3.6100 +2025-06-10 23:05:30,229 - pyskl - INFO - Epoch [57][2700/3940] lr: 1.718e-02, eta: 1 day, 22:37:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 3.7549, loss: 3.7549 +2025-06-10 23:06:15,799 - pyskl - INFO - Epoch [57][2800/3940] lr: 1.717e-02, eta: 1 day, 22:37:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 3.6810, loss: 3.6810 +2025-06-10 23:07:01,330 - pyskl - INFO - Epoch [57][2900/3940] lr: 1.717e-02, eta: 1 day, 22:36:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9675, loss_cls: 3.6139, loss: 3.6139 +2025-06-10 23:07:46,840 - pyskl - INFO - Epoch [57][3000/3940] lr: 1.716e-02, eta: 1 day, 22:35:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 3.5797, loss: 3.5797 +2025-06-10 23:08:32,441 - pyskl - INFO - Epoch [57][3100/3940] lr: 1.715e-02, eta: 1 day, 22:34:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.5226, loss: 3.5226 +2025-06-10 23:09:18,050 - pyskl - INFO - Epoch [57][3200/3940] lr: 1.715e-02, eta: 1 day, 22:34:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9619, loss_cls: 3.6841, loss: 3.6841 +2025-06-10 23:10:03,573 - pyskl - INFO - Epoch [57][3300/3940] lr: 1.714e-02, eta: 1 day, 22:33:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.6365, loss: 3.6365 +2025-06-10 23:10:49,081 - pyskl - INFO - Epoch [57][3400/3940] lr: 1.713e-02, eta: 1 day, 22:32:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 3.8000, loss: 3.8000 +2025-06-10 23:11:34,628 - pyskl - INFO - Epoch [57][3500/3940] lr: 1.713e-02, eta: 1 day, 22:31:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9669, loss_cls: 3.5944, loss: 3.5944 +2025-06-10 23:12:20,221 - pyskl - INFO - Epoch [57][3600/3940] lr: 1.712e-02, eta: 1 day, 22:31:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9556, loss_cls: 3.7553, loss: 3.7553 +2025-06-10 23:13:05,725 - pyskl - INFO - Epoch [57][3700/3940] lr: 1.712e-02, eta: 1 day, 22:30:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 3.5398, loss: 3.5398 +2025-06-10 23:13:51,161 - pyskl - INFO - Epoch [57][3800/3940] lr: 1.711e-02, eta: 1 day, 22:29:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.6484, loss: 3.6484 +2025-06-10 23:14:36,648 - pyskl - INFO - Epoch [57][3900/3940] lr: 1.710e-02, eta: 1 day, 22:28:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9688, loss_cls: 3.6021, loss: 3.6021 +2025-06-10 23:14:55,126 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-06-10 23:18:30,313 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 23:18:30,780 - pyskl - INFO - +top1_acc 0.7288 +top5_acc 0.9395 +2025-06-10 23:18:30,797 - pyskl - INFO - Epoch(val) [57][3183] top1_acc: 0.7288, top5_acc: 0.9395 +2025-06-10 23:19:39,801 - pyskl - INFO - Epoch [58][100/3940] lr: 1.710e-02, eta: 1 day, 22:27:53, time: 0.690, data_time: 0.236, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 3.5107, loss: 3.5107 +2025-06-10 23:20:25,115 - pyskl - INFO - Epoch [58][200/3940] lr: 1.709e-02, eta: 1 day, 22:27:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9656, loss_cls: 3.5553, loss: 3.5553 +2025-06-10 23:21:10,446 - pyskl - INFO - Epoch [58][300/3940] lr: 1.708e-02, eta: 1 day, 22:26:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 3.5117, loss: 3.5117 +2025-06-10 23:21:55,775 - pyskl - INFO - Epoch [58][400/3940] lr: 1.708e-02, eta: 1 day, 22:25:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 3.3390, loss: 3.3390 +2025-06-10 23:22:41,112 - pyskl - INFO - Epoch [58][500/3940] lr: 1.707e-02, eta: 1 day, 22:24:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9712, loss_cls: 3.4355, loss: 3.4355 +2025-06-10 23:23:26,451 - pyskl - INFO - Epoch [58][600/3940] lr: 1.706e-02, eta: 1 day, 22:24:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.5402, loss: 3.5402 +2025-06-10 23:24:12,088 - pyskl - INFO - Epoch [58][700/3940] lr: 1.706e-02, eta: 1 day, 22:23:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 3.5379, loss: 3.5379 +2025-06-10 23:24:57,530 - pyskl - INFO - Epoch [58][800/3940] lr: 1.705e-02, eta: 1 day, 22:22:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9725, loss_cls: 3.5676, loss: 3.5676 +2025-06-10 23:25:43,049 - pyskl - INFO - Epoch [58][900/3940] lr: 1.705e-02, eta: 1 day, 22:21:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 3.5472, loss: 3.5472 +2025-06-10 23:26:28,495 - pyskl - INFO - Epoch [58][1000/3940] lr: 1.704e-02, eta: 1 day, 22:20:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 3.5183, loss: 3.5183 +2025-06-10 23:27:13,937 - pyskl - INFO - Epoch [58][1100/3940] lr: 1.703e-02, eta: 1 day, 22:20:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 3.5907, loss: 3.5907 +2025-06-10 23:27:59,475 - pyskl - INFO - Epoch [58][1200/3940] lr: 1.703e-02, eta: 1 day, 22:19:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 3.4607, loss: 3.4607 +2025-06-10 23:28:44,956 - pyskl - INFO - Epoch [58][1300/3940] lr: 1.702e-02, eta: 1 day, 22:18:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9688, loss_cls: 3.4962, loss: 3.4962 +2025-06-10 23:29:30,292 - pyskl - INFO - Epoch [58][1400/3940] lr: 1.701e-02, eta: 1 day, 22:17:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 3.6343, loss: 3.6343 +2025-06-10 23:30:15,623 - pyskl - INFO - Epoch [58][1500/3940] lr: 1.701e-02, eta: 1 day, 22:17:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.6395, loss: 3.6395 +2025-06-10 23:31:00,864 - pyskl - INFO - Epoch [58][1600/3940] lr: 1.700e-02, eta: 1 day, 22:16:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 3.5840, loss: 3.5840 +2025-06-10 23:31:46,173 - pyskl - INFO - Epoch [58][1700/3940] lr: 1.700e-02, eta: 1 day, 22:15:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 3.5880, loss: 3.5880 +2025-06-10 23:32:31,325 - pyskl - INFO - Epoch [58][1800/3940] lr: 1.699e-02, eta: 1 day, 22:14:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9650, loss_cls: 3.5619, loss: 3.5619 +2025-06-10 23:33:16,798 - pyskl - INFO - Epoch [58][1900/3940] lr: 1.698e-02, eta: 1 day, 22:14:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9675, loss_cls: 3.5137, loss: 3.5137 +2025-06-10 23:34:02,325 - pyskl - INFO - Epoch [58][2000/3940] lr: 1.698e-02, eta: 1 day, 22:13:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.5439, loss: 3.5439 +2025-06-10 23:34:47,880 - pyskl - INFO - Epoch [58][2100/3940] lr: 1.697e-02, eta: 1 day, 22:12:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 3.5832, loss: 3.5832 +2025-06-10 23:35:33,334 - pyskl - INFO - Epoch [58][2200/3940] lr: 1.697e-02, eta: 1 day, 22:11:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 3.7379, loss: 3.7379 +2025-06-10 23:36:18,826 - pyskl - INFO - Epoch [58][2300/3940] lr: 1.696e-02, eta: 1 day, 22:10:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 3.6446, loss: 3.6446 +2025-06-10 23:37:04,347 - pyskl - INFO - Epoch [58][2400/3940] lr: 1.695e-02, eta: 1 day, 22:10:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9681, loss_cls: 3.6682, loss: 3.6682 +2025-06-10 23:37:49,841 - pyskl - INFO - Epoch [58][2500/3940] lr: 1.695e-02, eta: 1 day, 22:09:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.5011, loss: 3.5011 +2025-06-10 23:38:35,306 - pyskl - INFO - Epoch [58][2600/3940] lr: 1.694e-02, eta: 1 day, 22:08:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9650, loss_cls: 3.6562, loss: 3.6562 +2025-06-10 23:39:20,893 - pyskl - INFO - Epoch [58][2700/3940] lr: 1.693e-02, eta: 1 day, 22:07:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9669, loss_cls: 3.6315, loss: 3.6315 +2025-06-10 23:40:06,514 - pyskl - INFO - Epoch [58][2800/3940] lr: 1.693e-02, eta: 1 day, 22:07:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9631, loss_cls: 3.5495, loss: 3.5495 +2025-06-10 23:40:52,150 - pyskl - INFO - Epoch [58][2900/3940] lr: 1.692e-02, eta: 1 day, 22:06:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 3.5009, loss: 3.5009 +2025-06-10 23:41:37,711 - pyskl - INFO - Epoch [58][3000/3940] lr: 1.692e-02, eta: 1 day, 22:05:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 3.5465, loss: 3.5465 +2025-06-10 23:42:23,248 - pyskl - INFO - Epoch [58][3100/3940] lr: 1.691e-02, eta: 1 day, 22:04:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9675, loss_cls: 3.5607, loss: 3.5607 +2025-06-10 23:43:08,871 - pyskl - INFO - Epoch [58][3200/3940] lr: 1.690e-02, eta: 1 day, 22:04:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9637, loss_cls: 3.6828, loss: 3.6828 +2025-06-10 23:43:54,827 - pyskl - INFO - Epoch [58][3300/3940] lr: 1.690e-02, eta: 1 day, 22:03:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9669, loss_cls: 3.5328, loss: 3.5328 +2025-06-10 23:44:40,467 - pyskl - INFO - Epoch [58][3400/3940] lr: 1.689e-02, eta: 1 day, 22:02:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 3.6627, loss: 3.6627 +2025-06-10 23:45:26,235 - pyskl - INFO - Epoch [58][3500/3940] lr: 1.688e-02, eta: 1 day, 22:01:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.5373, loss: 3.5373 +2025-06-10 23:46:11,624 - pyskl - INFO - Epoch [58][3600/3940] lr: 1.688e-02, eta: 1 day, 22:01:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.5367, loss: 3.5367 +2025-06-10 23:46:57,037 - pyskl - INFO - Epoch [58][3700/3940] lr: 1.687e-02, eta: 1 day, 22:00:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.6291, loss: 3.6291 +2025-06-10 23:47:42,414 - pyskl - INFO - Epoch [58][3800/3940] lr: 1.687e-02, eta: 1 day, 21:59:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9619, loss_cls: 3.6973, loss: 3.6973 +2025-06-10 23:48:27,753 - pyskl - INFO - Epoch [58][3900/3940] lr: 1.686e-02, eta: 1 day, 21:58:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.4033, loss: 3.4033 +2025-06-10 23:48:46,196 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-06-10 23:52:21,864 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 23:52:22,326 - pyskl - INFO - +top1_acc 0.7623 +top5_acc 0.9558 +2025-06-10 23:52:22,344 - pyskl - INFO - Epoch(val) [58][3183] top1_acc: 0.7623, top5_acc: 0.9558 +2025-06-10 23:53:31,083 - pyskl - INFO - Epoch [59][100/3940] lr: 1.685e-02, eta: 1 day, 21:57:50, time: 0.687, data_time: 0.233, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9656, loss_cls: 3.6335, loss: 3.6335 +2025-06-10 23:54:16,503 - pyskl - INFO - Epoch [59][200/3940] lr: 1.684e-02, eta: 1 day, 21:57:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9688, loss_cls: 3.5142, loss: 3.5142 +2025-06-10 23:55:01,878 - pyskl - INFO - Epoch [59][300/3940] lr: 1.684e-02, eta: 1 day, 21:56:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9712, loss_cls: 3.4998, loss: 3.4998 +2025-06-10 23:55:47,267 - pyskl - INFO - Epoch [59][400/3940] lr: 1.683e-02, eta: 1 day, 21:55:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.5766, loss: 3.5766 +2025-06-10 23:56:32,635 - pyskl - INFO - Epoch [59][500/3940] lr: 1.683e-02, eta: 1 day, 21:54:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9725, loss_cls: 3.4351, loss: 3.4351 +2025-06-10 23:57:17,886 - pyskl - INFO - Epoch [59][600/3940] lr: 1.682e-02, eta: 1 day, 21:53:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 3.4163, loss: 3.4163 +2025-06-10 23:58:03,219 - pyskl - INFO - Epoch [59][700/3940] lr: 1.681e-02, eta: 1 day, 21:53:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9669, loss_cls: 3.6302, loss: 3.6302 +2025-06-10 23:58:48,617 - pyskl - INFO - Epoch [59][800/3940] lr: 1.681e-02, eta: 1 day, 21:52:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 3.7009, loss: 3.7009 +2025-06-10 23:59:34,021 - pyskl - INFO - Epoch [59][900/3940] lr: 1.680e-02, eta: 1 day, 21:51:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9675, loss_cls: 3.5559, loss: 3.5559 +2025-06-11 00:00:19,436 - pyskl - INFO - Epoch [59][1000/3940] lr: 1.679e-02, eta: 1 day, 21:50:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 3.6619, loss: 3.6619 +2025-06-11 00:01:04,744 - pyskl - INFO - Epoch [59][1100/3940] lr: 1.679e-02, eta: 1 day, 21:50:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 3.5955, loss: 3.5955 +2025-06-11 00:01:49,965 - pyskl - INFO - Epoch [59][1200/3940] lr: 1.678e-02, eta: 1 day, 21:49:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9712, loss_cls: 3.3791, loss: 3.3791 +2025-06-11 00:02:35,184 - pyskl - INFO - Epoch [59][1300/3940] lr: 1.678e-02, eta: 1 day, 21:48:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9669, loss_cls: 3.7171, loss: 3.7171 +2025-06-11 00:03:20,430 - pyskl - INFO - Epoch [59][1400/3940] lr: 1.677e-02, eta: 1 day, 21:47:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9669, loss_cls: 3.6056, loss: 3.6056 +2025-06-11 00:04:05,846 - pyskl - INFO - Epoch [59][1500/3940] lr: 1.676e-02, eta: 1 day, 21:47:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.6102, loss: 3.6102 +2025-06-11 00:04:51,084 - pyskl - INFO - Epoch [59][1600/3940] lr: 1.676e-02, eta: 1 day, 21:46:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 3.5193, loss: 3.5193 +2025-06-11 00:05:36,211 - pyskl - INFO - Epoch [59][1700/3940] lr: 1.675e-02, eta: 1 day, 21:45:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 3.6447, loss: 3.6447 +2025-06-11 00:06:21,363 - pyskl - INFO - Epoch [59][1800/3940] lr: 1.674e-02, eta: 1 day, 21:44:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 3.5923, loss: 3.5923 +2025-06-11 00:07:06,662 - pyskl - INFO - Epoch [59][1900/3940] lr: 1.674e-02, eta: 1 day, 21:43:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9631, loss_cls: 3.6067, loss: 3.6067 +2025-06-11 00:07:51,942 - pyskl - INFO - Epoch [59][2000/3940] lr: 1.673e-02, eta: 1 day, 21:43:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.4080, loss: 3.4080 +2025-06-11 00:08:37,169 - pyskl - INFO - Epoch [59][2100/3940] lr: 1.673e-02, eta: 1 day, 21:42:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 3.6032, loss: 3.6032 +2025-06-11 00:09:22,425 - pyskl - INFO - Epoch [59][2200/3940] lr: 1.672e-02, eta: 1 day, 21:41:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.5368, loss: 3.5368 +2025-06-11 00:10:07,722 - pyskl - INFO - Epoch [59][2300/3940] lr: 1.671e-02, eta: 1 day, 21:40:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9650, loss_cls: 3.5715, loss: 3.5715 +2025-06-11 00:10:52,915 - pyskl - INFO - Epoch [59][2400/3940] lr: 1.671e-02, eta: 1 day, 21:40:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.4233, loss: 3.4233 +2025-06-11 00:11:38,058 - pyskl - INFO - Epoch [59][2500/3940] lr: 1.670e-02, eta: 1 day, 21:39:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 3.5556, loss: 3.5556 +2025-06-11 00:12:23,929 - pyskl - INFO - Epoch [59][2600/3940] lr: 1.669e-02, eta: 1 day, 21:38:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9663, loss_cls: 3.4944, loss: 3.4944 +2025-06-11 00:13:09,998 - pyskl - INFO - Epoch [59][2700/3940] lr: 1.669e-02, eta: 1 day, 21:37:49, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9663, loss_cls: 3.6584, loss: 3.6584 +2025-06-11 00:13:55,910 - pyskl - INFO - Epoch [59][2800/3940] lr: 1.668e-02, eta: 1 day, 21:37:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 3.6482, loss: 3.6482 +2025-06-11 00:14:41,714 - pyskl - INFO - Epoch [59][2900/3940] lr: 1.668e-02, eta: 1 day, 21:36:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.5347, loss: 3.5347 +2025-06-11 00:15:27,838 - pyskl - INFO - Epoch [59][3000/3940] lr: 1.667e-02, eta: 1 day, 21:35:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 3.6100, loss: 3.6100 +2025-06-11 00:16:13,711 - pyskl - INFO - Epoch [59][3100/3940] lr: 1.666e-02, eta: 1 day, 21:34:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 3.6060, loss: 3.6060 +2025-06-11 00:16:59,560 - pyskl - INFO - Epoch [59][3200/3940] lr: 1.666e-02, eta: 1 day, 21:34:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9663, loss_cls: 3.5536, loss: 3.5536 +2025-06-11 00:17:45,237 - pyskl - INFO - Epoch [59][3300/3940] lr: 1.665e-02, eta: 1 day, 21:33:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9688, loss_cls: 3.5437, loss: 3.5437 +2025-06-11 00:18:30,869 - pyskl - INFO - Epoch [59][3400/3940] lr: 1.664e-02, eta: 1 day, 21:32:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9631, loss_cls: 3.6095, loss: 3.6095 +2025-06-11 00:19:16,494 - pyskl - INFO - Epoch [59][3500/3940] lr: 1.664e-02, eta: 1 day, 21:31:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 3.4781, loss: 3.4781 +2025-06-11 00:20:02,108 - pyskl - INFO - Epoch [59][3600/3940] lr: 1.663e-02, eta: 1 day, 21:31:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.5930, loss: 3.5930 +2025-06-11 00:20:47,655 - pyskl - INFO - Epoch [59][3700/3940] lr: 1.663e-02, eta: 1 day, 21:30:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.4916, loss: 3.4916 +2025-06-11 00:21:33,270 - pyskl - INFO - Epoch [59][3800/3940] lr: 1.662e-02, eta: 1 day, 21:29:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9675, loss_cls: 3.5437, loss: 3.5437 +2025-06-11 00:22:18,879 - pyskl - INFO - Epoch [59][3900/3940] lr: 1.661e-02, eta: 1 day, 21:28:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 3.6080, loss: 3.6080 +2025-06-11 00:22:37,492 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-06-11 00:26:13,298 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 00:26:13,780 - pyskl - INFO - +top1_acc 0.7403 +top5_acc 0.9386 +2025-06-11 00:26:13,810 - pyskl - INFO - Epoch(val) [59][3183] top1_acc: 0.7403, top5_acc: 0.9386 +2025-06-11 00:27:23,671 - pyskl - INFO - Epoch [60][100/3940] lr: 1.660e-02, eta: 1 day, 21:27:48, time: 0.699, data_time: 0.241, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.5912, loss: 3.5912 +2025-06-11 00:28:09,240 - pyskl - INFO - Epoch [60][200/3940] lr: 1.660e-02, eta: 1 day, 21:27:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 3.4956, loss: 3.4956 +2025-06-11 00:28:54,698 - pyskl - INFO - Epoch [60][300/3940] lr: 1.659e-02, eta: 1 day, 21:26:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9731, loss_cls: 3.4459, loss: 3.4459 +2025-06-11 00:29:40,118 - pyskl - INFO - Epoch [60][400/3940] lr: 1.659e-02, eta: 1 day, 21:25:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 3.3544, loss: 3.3544 +2025-06-11 00:30:25,513 - pyskl - INFO - Epoch [60][500/3940] lr: 1.658e-02, eta: 1 day, 21:24:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9688, loss_cls: 3.5127, loss: 3.5127 +2025-06-11 00:31:10,897 - pyskl - INFO - Epoch [60][600/3940] lr: 1.657e-02, eta: 1 day, 21:23:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 3.5237, loss: 3.5237 +2025-06-11 00:31:56,408 - pyskl - INFO - Epoch [60][700/3940] lr: 1.657e-02, eta: 1 day, 21:23:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 3.4642, loss: 3.4642 +2025-06-11 00:32:42,091 - pyskl - INFO - Epoch [60][800/3940] lr: 1.656e-02, eta: 1 day, 21:22:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 3.5369, loss: 3.5369 +2025-06-11 00:33:27,692 - pyskl - INFO - Epoch [60][900/3940] lr: 1.655e-02, eta: 1 day, 21:21:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 3.5337, loss: 3.5337 +2025-06-11 00:34:13,183 - pyskl - INFO - Epoch [60][1000/3940] lr: 1.655e-02, eta: 1 day, 21:20:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 3.6250, loss: 3.6250 +2025-06-11 00:34:58,630 - pyskl - INFO - Epoch [60][1100/3940] lr: 1.654e-02, eta: 1 day, 21:20:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9637, loss_cls: 3.5871, loss: 3.5871 +2025-06-11 00:35:44,130 - pyskl - INFO - Epoch [60][1200/3940] lr: 1.654e-02, eta: 1 day, 21:19:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 3.4672, loss: 3.4672 +2025-06-11 00:36:29,619 - pyskl - INFO - Epoch [60][1300/3940] lr: 1.653e-02, eta: 1 day, 21:18:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.6758, loss: 3.6758 +2025-06-11 00:37:15,132 - pyskl - INFO - Epoch [60][1400/3940] lr: 1.652e-02, eta: 1 day, 21:17:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9669, loss_cls: 3.5712, loss: 3.5712 +2025-06-11 00:38:00,568 - pyskl - INFO - Epoch [60][1500/3940] lr: 1.652e-02, eta: 1 day, 21:17:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9681, loss_cls: 3.5174, loss: 3.5174 +2025-06-11 00:38:45,913 - pyskl - INFO - Epoch [60][1600/3940] lr: 1.651e-02, eta: 1 day, 21:16:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 3.5669, loss: 3.5669 +2025-06-11 00:39:31,259 - pyskl - INFO - Epoch [60][1700/3940] lr: 1.650e-02, eta: 1 day, 21:15:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 3.6406, loss: 3.6406 +2025-06-11 00:40:16,631 - pyskl - INFO - Epoch [60][1800/3940] lr: 1.650e-02, eta: 1 day, 21:14:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.4531, loss: 3.4531 +2025-06-11 00:41:02,018 - pyskl - INFO - Epoch [60][1900/3940] lr: 1.649e-02, eta: 1 day, 21:14:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.4092, loss: 3.4092 +2025-06-11 00:41:47,439 - pyskl - INFO - Epoch [60][2000/3940] lr: 1.649e-02, eta: 1 day, 21:13:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 3.5121, loss: 3.5121 +2025-06-11 00:42:32,853 - pyskl - INFO - Epoch [60][2100/3940] lr: 1.648e-02, eta: 1 day, 21:12:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.5120, loss: 3.5120 +2025-06-11 00:43:18,626 - pyskl - INFO - Epoch [60][2200/3940] lr: 1.647e-02, eta: 1 day, 21:11:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 3.5453, loss: 3.5453 +2025-06-11 00:44:04,084 - pyskl - INFO - Epoch [60][2300/3940] lr: 1.647e-02, eta: 1 day, 21:10:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 3.4730, loss: 3.4730 +2025-06-11 00:44:49,534 - pyskl - INFO - Epoch [60][2400/3940] lr: 1.646e-02, eta: 1 day, 21:10:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 3.5106, loss: 3.5106 +2025-06-11 00:45:34,997 - pyskl - INFO - Epoch [60][2500/3940] lr: 1.645e-02, eta: 1 day, 21:09:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9550, loss_cls: 3.5855, loss: 3.5855 +2025-06-11 00:46:20,428 - pyskl - INFO - Epoch [60][2600/3940] lr: 1.645e-02, eta: 1 day, 21:08:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 3.6755, loss: 3.6755 +2025-06-11 00:47:05,866 - pyskl - INFO - Epoch [60][2700/3940] lr: 1.644e-02, eta: 1 day, 21:07:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.5151, loss: 3.5151 +2025-06-11 00:47:51,333 - pyskl - INFO - Epoch [60][2800/3940] lr: 1.643e-02, eta: 1 day, 21:07:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.7188, loss: 3.7188 +2025-06-11 00:48:37,002 - pyskl - INFO - Epoch [60][2900/3940] lr: 1.643e-02, eta: 1 day, 21:06:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.5364, loss: 3.5364 +2025-06-11 00:49:22,612 - pyskl - INFO - Epoch [60][3000/3940] lr: 1.642e-02, eta: 1 day, 21:05:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9656, loss_cls: 3.5849, loss: 3.5849 +2025-06-11 00:50:08,224 - pyskl - INFO - Epoch [60][3100/3940] lr: 1.642e-02, eta: 1 day, 21:04:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 3.5725, loss: 3.5725 +2025-06-11 00:50:53,843 - pyskl - INFO - Epoch [60][3200/3940] lr: 1.641e-02, eta: 1 day, 21:04:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 3.4184, loss: 3.4184 +2025-06-11 00:51:39,448 - pyskl - INFO - Epoch [60][3300/3940] lr: 1.640e-02, eta: 1 day, 21:03:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 3.4676, loss: 3.4676 +2025-06-11 00:52:25,111 - pyskl - INFO - Epoch [60][3400/3940] lr: 1.640e-02, eta: 1 day, 21:02:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.6547, loss: 3.6547 +2025-06-11 00:53:10,697 - pyskl - INFO - Epoch [60][3500/3940] lr: 1.639e-02, eta: 1 day, 21:01:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 3.5240, loss: 3.5240 +2025-06-11 00:53:56,087 - pyskl - INFO - Epoch [60][3600/3940] lr: 1.638e-02, eta: 1 day, 21:01:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9644, loss_cls: 3.5642, loss: 3.5642 +2025-06-11 00:54:41,574 - pyskl - INFO - Epoch [60][3700/3940] lr: 1.638e-02, eta: 1 day, 21:00:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9669, loss_cls: 3.5165, loss: 3.5165 +2025-06-11 00:55:27,034 - pyskl - INFO - Epoch [60][3800/3940] lr: 1.637e-02, eta: 1 day, 20:59:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 3.5016, loss: 3.5016 +2025-06-11 00:56:12,553 - pyskl - INFO - Epoch [60][3900/3940] lr: 1.637e-02, eta: 1 day, 20:58:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 3.4240, loss: 3.4240 +2025-06-11 00:56:31,073 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-06-11 01:14:17,535 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 01:14:18,110 - pyskl - INFO - +top1_acc 0.7548 +top5_acc 0.9503 +2025-06-11 01:14:18,130 - pyskl - INFO - Epoch(val) [60][3183] top1_acc: 0.7548, top5_acc: 0.9503 +2025-06-11 01:15:27,524 - pyskl - INFO - Epoch [61][100/3940] lr: 1.636e-02, eta: 1 day, 20:57:48, time: 0.694, data_time: 0.239, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 3.5139, loss: 3.5139 +2025-06-11 01:16:12,983 - pyskl - INFO - Epoch [61][200/3940] lr: 1.635e-02, eta: 1 day, 20:57:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 3.2870, loss: 3.2870 +2025-06-11 01:16:58,597 - pyskl - INFO - Epoch [61][300/3940] lr: 1.634e-02, eta: 1 day, 20:56:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9694, loss_cls: 3.4280, loss: 3.4280 +2025-06-11 01:17:44,141 - pyskl - INFO - Epoch [61][400/3940] lr: 1.634e-02, eta: 1 day, 20:55:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.5007, loss: 3.5007 +2025-06-11 01:18:29,779 - pyskl - INFO - Epoch [61][500/3940] lr: 1.633e-02, eta: 1 day, 20:54:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9650, loss_cls: 3.6526, loss: 3.6526 +2025-06-11 01:19:15,439 - pyskl - INFO - Epoch [61][600/3940] lr: 1.632e-02, eta: 1 day, 20:53:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.6847, loss: 3.6847 +2025-06-11 01:20:01,249 - pyskl - INFO - Epoch [61][700/3940] lr: 1.632e-02, eta: 1 day, 20:53:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.5477, loss: 3.5477 +2025-06-11 01:20:46,912 - pyskl - INFO - Epoch [61][800/3940] lr: 1.631e-02, eta: 1 day, 20:52:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9688, loss_cls: 3.4965, loss: 3.4965 +2025-06-11 01:21:32,555 - pyskl - INFO - Epoch [61][900/3940] lr: 1.631e-02, eta: 1 day, 20:51:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.5861, loss: 3.5861 +2025-06-11 01:22:18,182 - pyskl - INFO - Epoch [61][1000/3940] lr: 1.630e-02, eta: 1 day, 20:50:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 3.4750, loss: 3.4750 +2025-06-11 01:23:03,796 - pyskl - INFO - Epoch [61][1100/3940] lr: 1.629e-02, eta: 1 day, 20:50:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9706, loss_cls: 3.4193, loss: 3.4193 +2025-06-11 01:23:49,375 - pyskl - INFO - Epoch [61][1200/3940] lr: 1.629e-02, eta: 1 day, 20:49:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9675, loss_cls: 3.4737, loss: 3.4737 +2025-06-11 01:24:34,950 - pyskl - INFO - Epoch [61][1300/3940] lr: 1.628e-02, eta: 1 day, 20:48:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 3.5689, loss: 3.5689 +2025-06-11 01:25:20,561 - pyskl - INFO - Epoch [61][1400/3940] lr: 1.627e-02, eta: 1 day, 20:47:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 3.5378, loss: 3.5378 +2025-06-11 01:26:06,106 - pyskl - INFO - Epoch [61][1500/3940] lr: 1.627e-02, eta: 1 day, 20:47:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 3.5677, loss: 3.5677 +2025-06-11 01:26:51,647 - pyskl - INFO - Epoch [61][1600/3940] lr: 1.626e-02, eta: 1 day, 20:46:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 3.6157, loss: 3.6157 +2025-06-11 01:27:37,177 - pyskl - INFO - Epoch [61][1700/3940] lr: 1.626e-02, eta: 1 day, 20:45:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.6242, loss: 3.6242 +2025-06-11 01:28:22,744 - pyskl - INFO - Epoch [61][1800/3940] lr: 1.625e-02, eta: 1 day, 20:44:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 3.6710, loss: 3.6710 +2025-06-11 01:29:08,351 - pyskl - INFO - Epoch [61][1900/3940] lr: 1.624e-02, eta: 1 day, 20:44:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 3.6038, loss: 3.6038 +2025-06-11 01:29:53,902 - pyskl - INFO - Epoch [61][2000/3940] lr: 1.624e-02, eta: 1 day, 20:43:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.5240, loss: 3.5240 +2025-06-11 01:30:39,424 - pyskl - INFO - Epoch [61][2100/3940] lr: 1.623e-02, eta: 1 day, 20:42:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.5557, loss: 3.5557 +2025-06-11 01:31:25,002 - pyskl - INFO - Epoch [61][2200/3940] lr: 1.622e-02, eta: 1 day, 20:41:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.5828, loss: 3.5828 +2025-06-11 01:32:10,558 - pyskl - INFO - Epoch [61][2300/3940] lr: 1.622e-02, eta: 1 day, 20:41:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 3.4518, loss: 3.4518 +2025-06-11 01:32:56,033 - pyskl - INFO - Epoch [61][2400/3940] lr: 1.621e-02, eta: 1 day, 20:40:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9650, loss_cls: 3.4721, loss: 3.4721 +2025-06-11 01:33:41,447 - pyskl - INFO - Epoch [61][2500/3940] lr: 1.620e-02, eta: 1 day, 20:39:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9681, loss_cls: 3.5399, loss: 3.5399 +2025-06-11 01:34:26,921 - pyskl - INFO - Epoch [61][2600/3940] lr: 1.620e-02, eta: 1 day, 20:38:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9650, loss_cls: 3.5326, loss: 3.5326 +2025-06-11 01:35:12,441 - pyskl - INFO - Epoch [61][2700/3940] lr: 1.619e-02, eta: 1 day, 20:37:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.5428, loss: 3.5428 +2025-06-11 01:35:57,944 - pyskl - INFO - Epoch [61][2800/3940] lr: 1.619e-02, eta: 1 day, 20:37:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9644, loss_cls: 3.6860, loss: 3.6860 +2025-06-11 01:36:43,494 - pyskl - INFO - Epoch [61][2900/3940] lr: 1.618e-02, eta: 1 day, 20:36:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 3.5953, loss: 3.5953 +2025-06-11 01:37:28,961 - pyskl - INFO - Epoch [61][3000/3940] lr: 1.617e-02, eta: 1 day, 20:35:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.6561, loss: 3.6561 +2025-06-11 01:38:14,449 - pyskl - INFO - Epoch [61][3100/3940] lr: 1.617e-02, eta: 1 day, 20:34:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.6092, loss: 3.6092 +2025-06-11 01:39:00,050 - pyskl - INFO - Epoch [61][3200/3940] lr: 1.616e-02, eta: 1 day, 20:34:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 3.3851, loss: 3.3851 +2025-06-11 01:39:45,675 - pyskl - INFO - Epoch [61][3300/3940] lr: 1.615e-02, eta: 1 day, 20:33:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9694, loss_cls: 3.4721, loss: 3.4721 +2025-06-11 01:40:31,347 - pyskl - INFO - Epoch [61][3400/3940] lr: 1.615e-02, eta: 1 day, 20:32:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9644, loss_cls: 3.5202, loss: 3.5202 +2025-06-11 01:41:17,016 - pyskl - INFO - Epoch [61][3500/3940] lr: 1.614e-02, eta: 1 day, 20:31:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9669, loss_cls: 3.4665, loss: 3.4665 +2025-06-11 01:42:02,486 - pyskl - INFO - Epoch [61][3600/3940] lr: 1.613e-02, eta: 1 day, 20:31:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9663, loss_cls: 3.6132, loss: 3.6132 +2025-06-11 01:42:47,968 - pyskl - INFO - Epoch [61][3700/3940] lr: 1.613e-02, eta: 1 day, 20:30:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 3.5524, loss: 3.5524 +2025-06-11 01:43:33,479 - pyskl - INFO - Epoch [61][3800/3940] lr: 1.612e-02, eta: 1 day, 20:29:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.4000, loss: 3.4000 +2025-06-11 01:44:19,040 - pyskl - INFO - Epoch [61][3900/3940] lr: 1.612e-02, eta: 1 day, 20:28:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 3.4819, loss: 3.4819 +2025-06-11 01:44:37,593 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-06-11 01:48:11,709 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 01:48:12,214 - pyskl - INFO - +top1_acc 0.7530 +top5_acc 0.9449 +2025-06-11 01:48:12,233 - pyskl - INFO - Epoch(val) [61][3183] top1_acc: 0.7530, top5_acc: 0.9449 +2025-06-11 01:49:21,439 - pyskl - INFO - Epoch [62][100/3940] lr: 1.611e-02, eta: 1 day, 20:27:51, time: 0.692, data_time: 0.237, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 3.5074, loss: 3.5074 +2025-06-11 01:50:06,840 - pyskl - INFO - Epoch [62][200/3940] lr: 1.610e-02, eta: 1 day, 20:27:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 3.3602, loss: 3.3602 +2025-06-11 01:50:52,649 - pyskl - INFO - Epoch [62][300/3940] lr: 1.609e-02, eta: 1 day, 20:26:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9644, loss_cls: 3.4194, loss: 3.4194 +2025-06-11 01:51:38,483 - pyskl - INFO - Epoch [62][400/3940] lr: 1.609e-02, eta: 1 day, 20:25:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 3.5106, loss: 3.5106 +2025-06-11 01:52:24,011 - pyskl - INFO - Epoch [62][500/3940] lr: 1.608e-02, eta: 1 day, 20:24:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 3.4083, loss: 3.4083 +2025-06-11 01:53:09,496 - pyskl - INFO - Epoch [62][600/3940] lr: 1.607e-02, eta: 1 day, 20:24:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.4721, loss: 3.4721 +2025-06-11 01:53:55,078 - pyskl - INFO - Epoch [62][700/3940] lr: 1.607e-02, eta: 1 day, 20:23:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 3.5678, loss: 3.5678 +2025-06-11 01:54:40,628 - pyskl - INFO - Epoch [62][800/3940] lr: 1.606e-02, eta: 1 day, 20:22:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.5654, loss: 3.5654 +2025-06-11 01:55:26,197 - pyskl - INFO - Epoch [62][900/3940] lr: 1.606e-02, eta: 1 day, 20:21:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 3.4879, loss: 3.4879 +2025-06-11 01:56:11,745 - pyskl - INFO - Epoch [62][1000/3940] lr: 1.605e-02, eta: 1 day, 20:20:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9700, loss_cls: 3.4170, loss: 3.4170 +2025-06-11 01:56:57,258 - pyskl - INFO - Epoch [62][1100/3940] lr: 1.604e-02, eta: 1 day, 20:20:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 3.6535, loss: 3.6535 +2025-06-11 01:57:42,764 - pyskl - INFO - Epoch [62][1200/3940] lr: 1.604e-02, eta: 1 day, 20:19:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.5965, loss: 3.5965 +2025-06-11 01:58:28,269 - pyskl - INFO - Epoch [62][1300/3940] lr: 1.603e-02, eta: 1 day, 20:18:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9594, loss_cls: 3.5489, loss: 3.5489 +2025-06-11 01:59:13,799 - pyskl - INFO - Epoch [62][1400/3940] lr: 1.602e-02, eta: 1 day, 20:17:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 3.5365, loss: 3.5365 +2025-06-11 01:59:59,436 - pyskl - INFO - Epoch [62][1500/3940] lr: 1.602e-02, eta: 1 day, 20:17:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 3.5019, loss: 3.5019 +2025-06-11 02:00:44,963 - pyskl - INFO - Epoch [62][1600/3940] lr: 1.601e-02, eta: 1 day, 20:16:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 3.4493, loss: 3.4493 +2025-06-11 02:01:30,523 - pyskl - INFO - Epoch [62][1700/3940] lr: 1.600e-02, eta: 1 day, 20:15:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9619, loss_cls: 3.7130, loss: 3.7130 +2025-06-11 02:02:16,055 - pyskl - INFO - Epoch [62][1800/3940] lr: 1.600e-02, eta: 1 day, 20:14:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.5667, loss: 3.5667 +2025-06-11 02:03:01,580 - pyskl - INFO - Epoch [62][1900/3940] lr: 1.599e-02, eta: 1 day, 20:14:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9694, loss_cls: 3.5318, loss: 3.5318 +2025-06-11 02:03:47,049 - pyskl - INFO - Epoch [62][2000/3940] lr: 1.599e-02, eta: 1 day, 20:13:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 3.6093, loss: 3.6093 +2025-06-11 02:04:32,527 - pyskl - INFO - Epoch [62][2100/3940] lr: 1.598e-02, eta: 1 day, 20:12:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9663, loss_cls: 3.5588, loss: 3.5588 +2025-06-11 02:05:18,062 - pyskl - INFO - Epoch [62][2200/3940] lr: 1.597e-02, eta: 1 day, 20:11:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9663, loss_cls: 3.5260, loss: 3.5260 +2025-06-11 02:06:03,618 - pyskl - INFO - Epoch [62][2300/3940] lr: 1.597e-02, eta: 1 day, 20:11:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 3.6315, loss: 3.6315 +2025-06-11 02:06:49,130 - pyskl - INFO - Epoch [62][2400/3940] lr: 1.596e-02, eta: 1 day, 20:10:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9712, loss_cls: 3.5813, loss: 3.5813 +2025-06-11 02:07:34,714 - pyskl - INFO - Epoch [62][2500/3940] lr: 1.595e-02, eta: 1 day, 20:09:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9800, loss_cls: 3.3776, loss: 3.3776 +2025-06-11 02:08:20,225 - pyskl - INFO - Epoch [62][2600/3940] lr: 1.595e-02, eta: 1 day, 20:08:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.5520, loss: 3.5520 +2025-06-11 02:09:05,726 - pyskl - INFO - Epoch [62][2700/3940] lr: 1.594e-02, eta: 1 day, 20:08:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9613, loss_cls: 3.5769, loss: 3.5769 +2025-06-11 02:09:51,246 - pyskl - INFO - Epoch [62][2800/3940] lr: 1.593e-02, eta: 1 day, 20:07:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 3.5757, loss: 3.5757 +2025-06-11 02:10:36,817 - pyskl - INFO - Epoch [62][2900/3940] lr: 1.593e-02, eta: 1 day, 20:06:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.4983, loss: 3.4983 +2025-06-11 02:11:22,336 - pyskl - INFO - Epoch [62][3000/3940] lr: 1.592e-02, eta: 1 day, 20:05:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9694, loss_cls: 3.5290, loss: 3.5290 +2025-06-11 02:12:07,949 - pyskl - INFO - Epoch [62][3100/3940] lr: 1.592e-02, eta: 1 day, 20:04:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9706, loss_cls: 3.4803, loss: 3.4803 +2025-06-11 02:12:53,475 - pyskl - INFO - Epoch [62][3200/3940] lr: 1.591e-02, eta: 1 day, 20:04:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 3.6143, loss: 3.6143 +2025-06-11 02:13:39,068 - pyskl - INFO - Epoch [62][3300/3940] lr: 1.590e-02, eta: 1 day, 20:03:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9637, loss_cls: 3.5230, loss: 3.5230 +2025-06-11 02:14:24,710 - pyskl - INFO - Epoch [62][3400/3940] lr: 1.590e-02, eta: 1 day, 20:02:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 3.5116, loss: 3.5116 +2025-06-11 02:15:10,284 - pyskl - INFO - Epoch [62][3500/3940] lr: 1.589e-02, eta: 1 day, 20:01:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.5568, loss: 3.5568 +2025-06-11 02:15:55,853 - pyskl - INFO - Epoch [62][3600/3940] lr: 1.588e-02, eta: 1 day, 20:01:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 3.4512, loss: 3.4512 +2025-06-11 02:16:41,390 - pyskl - INFO - Epoch [62][3700/3940] lr: 1.588e-02, eta: 1 day, 20:00:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 3.6007, loss: 3.6007 +2025-06-11 02:17:26,914 - pyskl - INFO - Epoch [62][3800/3940] lr: 1.587e-02, eta: 1 day, 19:59:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 3.4085, loss: 3.4085 +2025-06-11 02:18:12,440 - pyskl - INFO - Epoch [62][3900/3940] lr: 1.586e-02, eta: 1 day, 19:58:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9663, loss_cls: 3.4873, loss: 3.4873 +2025-06-11 02:18:30,975 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-06-11 02:22:07,402 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 02:22:07,878 - pyskl - INFO - +top1_acc 0.7727 +top5_acc 0.9558 +2025-06-11 02:22:07,936 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_49.pth was removed +2025-06-11 02:22:09,006 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_62.pth. +2025-06-11 02:22:09,008 - pyskl - INFO - Best top1_acc is 0.7727 at 62 epoch. +2025-06-11 02:22:09,029 - pyskl - INFO - Epoch(val) [62][3183] top1_acc: 0.7727, top5_acc: 0.9558 +2025-06-11 02:23:18,536 - pyskl - INFO - Epoch [63][100/3940] lr: 1.586e-02, eta: 1 day, 19:57:54, time: 0.695, data_time: 0.239, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 3.5478, loss: 3.5478 +2025-06-11 02:24:04,053 - pyskl - INFO - Epoch [63][200/3940] lr: 1.585e-02, eta: 1 day, 19:57:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 3.4010, loss: 3.4010 +2025-06-11 02:24:49,729 - pyskl - INFO - Epoch [63][300/3940] lr: 1.584e-02, eta: 1 day, 19:56:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9644, loss_cls: 3.4950, loss: 3.4950 +2025-06-11 02:25:35,269 - pyskl - INFO - Epoch [63][400/3940] lr: 1.584e-02, eta: 1 day, 19:55:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 3.4209, loss: 3.4209 +2025-06-11 02:26:20,797 - pyskl - INFO - Epoch [63][500/3940] lr: 1.583e-02, eta: 1 day, 19:54:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 3.2715, loss: 3.2715 +2025-06-11 02:27:06,333 - pyskl - INFO - Epoch [63][600/3940] lr: 1.582e-02, eta: 1 day, 19:54:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 3.5962, loss: 3.5962 +2025-06-11 02:27:51,883 - pyskl - INFO - Epoch [63][700/3940] lr: 1.582e-02, eta: 1 day, 19:53:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 3.5069, loss: 3.5069 +2025-06-11 02:28:37,446 - pyskl - INFO - Epoch [63][800/3940] lr: 1.581e-02, eta: 1 day, 19:52:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9675, loss_cls: 3.4844, loss: 3.4844 +2025-06-11 02:29:22,966 - pyskl - INFO - Epoch [63][900/3940] lr: 1.580e-02, eta: 1 day, 19:51:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 3.3420, loss: 3.3420 +2025-06-11 02:30:08,473 - pyskl - INFO - Epoch [63][1000/3940] lr: 1.580e-02, eta: 1 day, 19:51:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 3.5157, loss: 3.5157 +2025-06-11 02:30:54,112 - pyskl - INFO - Epoch [63][1100/3940] lr: 1.579e-02, eta: 1 day, 19:50:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 3.4528, loss: 3.4528 +2025-06-11 02:31:39,698 - pyskl - INFO - Epoch [63][1200/3940] lr: 1.578e-02, eta: 1 day, 19:49:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9700, loss_cls: 3.4048, loss: 3.4048 +2025-06-11 02:32:25,189 - pyskl - INFO - Epoch [63][1300/3940] lr: 1.578e-02, eta: 1 day, 19:48:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.3835, loss: 3.3835 +2025-06-11 02:33:10,685 - pyskl - INFO - Epoch [63][1400/3940] lr: 1.577e-02, eta: 1 day, 19:47:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 3.5232, loss: 3.5232 +2025-06-11 02:33:56,132 - pyskl - INFO - Epoch [63][1500/3940] lr: 1.577e-02, eta: 1 day, 19:47:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.5868, loss: 3.5868 +2025-06-11 02:34:41,688 - pyskl - INFO - Epoch [63][1600/3940] lr: 1.576e-02, eta: 1 day, 19:46:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9606, loss_cls: 3.6275, loss: 3.6275 +2025-06-11 02:35:27,221 - pyskl - INFO - Epoch [63][1700/3940] lr: 1.575e-02, eta: 1 day, 19:45:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9650, loss_cls: 3.5892, loss: 3.5892 +2025-06-11 02:36:12,775 - pyskl - INFO - Epoch [63][1800/3940] lr: 1.575e-02, eta: 1 day, 19:44:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9694, loss_cls: 3.4634, loss: 3.4634 +2025-06-11 02:36:58,262 - pyskl - INFO - Epoch [63][1900/3940] lr: 1.574e-02, eta: 1 day, 19:44:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9706, loss_cls: 3.5024, loss: 3.5024 +2025-06-11 02:37:43,813 - pyskl - INFO - Epoch [63][2000/3940] lr: 1.573e-02, eta: 1 day, 19:43:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.3871, loss: 3.3871 +2025-06-11 02:38:29,352 - pyskl - INFO - Epoch [63][2100/3940] lr: 1.573e-02, eta: 1 day, 19:42:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 3.3173, loss: 3.3173 +2025-06-11 02:39:14,900 - pyskl - INFO - Epoch [63][2200/3940] lr: 1.572e-02, eta: 1 day, 19:41:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9650, loss_cls: 3.4975, loss: 3.4975 +2025-06-11 02:40:00,384 - pyskl - INFO - Epoch [63][2300/3940] lr: 1.571e-02, eta: 1 day, 19:41:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 3.4615, loss: 3.4615 +2025-06-11 02:40:45,867 - pyskl - INFO - Epoch [63][2400/3940] lr: 1.571e-02, eta: 1 day, 19:40:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 3.4684, loss: 3.4684 +2025-06-11 02:41:31,108 - pyskl - INFO - Epoch [63][2500/3940] lr: 1.570e-02, eta: 1 day, 19:39:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.5065, loss: 3.5065 +2025-06-11 02:42:16,590 - pyskl - INFO - Epoch [63][2600/3940] lr: 1.569e-02, eta: 1 day, 19:38:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 3.5342, loss: 3.5342 +2025-06-11 02:43:02,088 - pyskl - INFO - Epoch [63][2700/3940] lr: 1.569e-02, eta: 1 day, 19:38:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9706, loss_cls: 3.5636, loss: 3.5636 +2025-06-11 02:43:47,659 - pyskl - INFO - Epoch [63][2800/3940] lr: 1.568e-02, eta: 1 day, 19:37:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9725, loss_cls: 3.6087, loss: 3.6087 +2025-06-11 02:44:33,192 - pyskl - INFO - Epoch [63][2900/3940] lr: 1.568e-02, eta: 1 day, 19:36:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9669, loss_cls: 3.4438, loss: 3.4438 +2025-06-11 02:45:18,443 - pyskl - INFO - Epoch [63][3000/3940] lr: 1.567e-02, eta: 1 day, 19:35:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9681, loss_cls: 3.5001, loss: 3.5001 +2025-06-11 02:46:03,882 - pyskl - INFO - Epoch [63][3100/3940] lr: 1.566e-02, eta: 1 day, 19:34:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 3.5176, loss: 3.5176 +2025-06-11 02:46:49,370 - pyskl - INFO - Epoch [63][3200/3940] lr: 1.566e-02, eta: 1 day, 19:34:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9681, loss_cls: 3.5494, loss: 3.5494 +2025-06-11 02:47:34,915 - pyskl - INFO - Epoch [63][3300/3940] lr: 1.565e-02, eta: 1 day, 19:33:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 3.6338, loss: 3.6338 +2025-06-11 02:48:20,442 - pyskl - INFO - Epoch [63][3400/3940] lr: 1.564e-02, eta: 1 day, 19:32:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 3.4291, loss: 3.4291 +2025-06-11 02:49:06,004 - pyskl - INFO - Epoch [63][3500/3940] lr: 1.564e-02, eta: 1 day, 19:31:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.3715, loss: 3.3715 +2025-06-11 02:49:51,494 - pyskl - INFO - Epoch [63][3600/3940] lr: 1.563e-02, eta: 1 day, 19:31:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9712, loss_cls: 3.4372, loss: 3.4372 +2025-06-11 02:50:36,984 - pyskl - INFO - Epoch [63][3700/3940] lr: 1.562e-02, eta: 1 day, 19:30:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.3651, loss: 3.3651 +2025-06-11 02:51:22,550 - pyskl - INFO - Epoch [63][3800/3940] lr: 1.562e-02, eta: 1 day, 19:29:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 3.5173, loss: 3.5173 +2025-06-11 02:52:08,119 - pyskl - INFO - Epoch [63][3900/3940] lr: 1.561e-02, eta: 1 day, 19:28:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9575, loss_cls: 3.5097, loss: 3.5097 +2025-06-11 02:52:26,672 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-06-11 02:56:00,419 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 02:56:00,879 - pyskl - INFO - +top1_acc 0.7527 +top5_acc 0.9450 +2025-06-11 02:56:00,899 - pyskl - INFO - Epoch(val) [63][3183] top1_acc: 0.7527, top5_acc: 0.9450 +2025-06-11 02:57:09,998 - pyskl - INFO - Epoch [64][100/3940] lr: 1.560e-02, eta: 1 day, 19:27:55, time: 0.691, data_time: 0.237, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.5210, loss: 3.5210 +2025-06-11 02:57:55,513 - pyskl - INFO - Epoch [64][200/3940] lr: 1.560e-02, eta: 1 day, 19:27:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 3.4080, loss: 3.4080 +2025-06-11 02:58:40,952 - pyskl - INFO - Epoch [64][300/3940] lr: 1.559e-02, eta: 1 day, 19:26:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9850, loss_cls: 3.2425, loss: 3.2425 +2025-06-11 02:59:26,367 - pyskl - INFO - Epoch [64][400/3940] lr: 1.558e-02, eta: 1 day, 19:25:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.4888, loss: 3.4888 +2025-06-11 03:00:11,883 - pyskl - INFO - Epoch [64][500/3940] lr: 1.558e-02, eta: 1 day, 19:24:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.4548, loss: 3.4548 +2025-06-11 03:00:57,227 - pyskl - INFO - Epoch [64][600/3940] lr: 1.557e-02, eta: 1 day, 19:24:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 3.5505, loss: 3.5505 +2025-06-11 03:01:42,784 - pyskl - INFO - Epoch [64][700/3940] lr: 1.556e-02, eta: 1 day, 19:23:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 3.6131, loss: 3.6131 +2025-06-11 03:02:28,101 - pyskl - INFO - Epoch [64][800/3940] lr: 1.556e-02, eta: 1 day, 19:22:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.4191, loss: 3.4191 +2025-06-11 03:03:13,483 - pyskl - INFO - Epoch [64][900/3940] lr: 1.555e-02, eta: 1 day, 19:21:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 3.4992, loss: 3.4992 +2025-06-11 03:03:58,835 - pyskl - INFO - Epoch [64][1000/3940] lr: 1.554e-02, eta: 1 day, 19:21:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.4246, loss: 3.4246 +2025-06-11 03:04:44,306 - pyskl - INFO - Epoch [64][1100/3940] lr: 1.554e-02, eta: 1 day, 19:20:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9669, loss_cls: 3.4679, loss: 3.4679 +2025-06-11 03:05:29,740 - pyskl - INFO - Epoch [64][1200/3940] lr: 1.553e-02, eta: 1 day, 19:19:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 3.4510, loss: 3.4510 +2025-06-11 03:06:15,308 - pyskl - INFO - Epoch [64][1300/3940] lr: 1.552e-02, eta: 1 day, 19:18:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9706, loss_cls: 3.3787, loss: 3.3787 +2025-06-11 03:07:00,800 - pyskl - INFO - Epoch [64][1400/3940] lr: 1.552e-02, eta: 1 day, 19:17:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 3.4322, loss: 3.4322 +2025-06-11 03:07:46,234 - pyskl - INFO - Epoch [64][1500/3940] lr: 1.551e-02, eta: 1 day, 19:17:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.5596, loss: 3.5596 +2025-06-11 03:08:31,700 - pyskl - INFO - Epoch [64][1600/3940] lr: 1.551e-02, eta: 1 day, 19:16:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 3.2860, loss: 3.2860 +2025-06-11 03:09:17,131 - pyskl - INFO - Epoch [64][1700/3940] lr: 1.550e-02, eta: 1 day, 19:15:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9712, loss_cls: 3.6486, loss: 3.6486 +2025-06-11 03:10:02,520 - pyskl - INFO - Epoch [64][1800/3940] lr: 1.549e-02, eta: 1 day, 19:14:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 3.3170, loss: 3.3170 +2025-06-11 03:10:47,991 - pyskl - INFO - Epoch [64][1900/3940] lr: 1.549e-02, eta: 1 day, 19:14:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 3.6137, loss: 3.6137 +2025-06-11 03:11:33,880 - pyskl - INFO - Epoch [64][2000/3940] lr: 1.548e-02, eta: 1 day, 19:13:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9681, loss_cls: 3.5164, loss: 3.5164 +2025-06-11 03:12:19,861 - pyskl - INFO - Epoch [64][2100/3940] lr: 1.547e-02, eta: 1 day, 19:12:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9644, loss_cls: 3.5134, loss: 3.5134 +2025-06-11 03:13:05,462 - pyskl - INFO - Epoch [64][2200/3940] lr: 1.547e-02, eta: 1 day, 19:11:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9719, loss_cls: 3.3919, loss: 3.3919 +2025-06-11 03:13:51,095 - pyskl - INFO - Epoch [64][2300/3940] lr: 1.546e-02, eta: 1 day, 19:11:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9725, loss_cls: 3.2640, loss: 3.2640 +2025-06-11 03:14:37,028 - pyskl - INFO - Epoch [64][2400/3940] lr: 1.545e-02, eta: 1 day, 19:10:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.5010, loss: 3.5010 +2025-06-11 03:15:22,726 - pyskl - INFO - Epoch [64][2500/3940] lr: 1.545e-02, eta: 1 day, 19:09:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 3.5585, loss: 3.5585 +2025-06-11 03:16:08,613 - pyskl - INFO - Epoch [64][2600/3940] lr: 1.544e-02, eta: 1 day, 19:08:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.3507, loss: 3.3507 +2025-06-11 03:16:54,291 - pyskl - INFO - Epoch [64][2700/3940] lr: 1.543e-02, eta: 1 day, 19:08:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9644, loss_cls: 3.5103, loss: 3.5103 +2025-06-11 03:17:39,831 - pyskl - INFO - Epoch [64][2800/3940] lr: 1.543e-02, eta: 1 day, 19:07:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 3.4190, loss: 3.4190 +2025-06-11 03:18:25,357 - pyskl - INFO - Epoch [64][2900/3940] lr: 1.542e-02, eta: 1 day, 19:06:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 3.4318, loss: 3.4318 +2025-06-11 03:19:10,886 - pyskl - INFO - Epoch [64][3000/3940] lr: 1.542e-02, eta: 1 day, 19:05:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 3.3169, loss: 3.3169 +2025-06-11 03:19:56,369 - pyskl - INFO - Epoch [64][3100/3940] lr: 1.541e-02, eta: 1 day, 19:05:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 3.4635, loss: 3.4635 +2025-06-11 03:20:41,877 - pyskl - INFO - Epoch [64][3200/3940] lr: 1.540e-02, eta: 1 day, 19:04:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9675, loss_cls: 3.4689, loss: 3.4689 +2025-06-11 03:21:27,314 - pyskl - INFO - Epoch [64][3300/3940] lr: 1.540e-02, eta: 1 day, 19:03:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9606, loss_cls: 3.5738, loss: 3.5738 +2025-06-11 03:22:12,779 - pyskl - INFO - Epoch [64][3400/3940] lr: 1.539e-02, eta: 1 day, 19:02:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9681, loss_cls: 3.4693, loss: 3.4693 +2025-06-11 03:22:58,338 - pyskl - INFO - Epoch [64][3500/3940] lr: 1.538e-02, eta: 1 day, 19:01:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 3.4852, loss: 3.4852 +2025-06-11 03:23:43,789 - pyskl - INFO - Epoch [64][3600/3940] lr: 1.538e-02, eta: 1 day, 19:01:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.4418, loss: 3.4418 +2025-06-11 03:24:29,359 - pyskl - INFO - Epoch [64][3700/3940] lr: 1.537e-02, eta: 1 day, 19:00:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.5126, loss: 3.5126 +2025-06-11 03:25:15,075 - pyskl - INFO - Epoch [64][3800/3940] lr: 1.536e-02, eta: 1 day, 18:59:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.5629, loss: 3.5629 +2025-06-11 03:26:00,956 - pyskl - INFO - Epoch [64][3900/3940] lr: 1.536e-02, eta: 1 day, 18:58:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 3.3857, loss: 3.3857 +2025-06-11 03:26:19,638 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-06-11 03:29:53,459 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 03:29:53,923 - pyskl - INFO - +top1_acc 0.7760 +top5_acc 0.9517 +2025-06-11 03:29:53,980 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_62.pth was removed +2025-06-11 03:29:55,042 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_64.pth. +2025-06-11 03:29:55,044 - pyskl - INFO - Best top1_acc is 0.7760 at 64 epoch. +2025-06-11 03:29:55,063 - pyskl - INFO - Epoch(val) [64][3183] top1_acc: 0.7760, top5_acc: 0.9517 +2025-06-11 03:31:04,002 - pyskl - INFO - Epoch [65][100/3940] lr: 1.535e-02, eta: 1 day, 18:57:57, time: 0.689, data_time: 0.236, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 3.4121, loss: 3.4121 +2025-06-11 03:31:49,508 - pyskl - INFO - Epoch [65][200/3940] lr: 1.534e-02, eta: 1 day, 18:57:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9706, loss_cls: 3.3649, loss: 3.3649 +2025-06-11 03:32:34,940 - pyskl - INFO - Epoch [65][300/3940] lr: 1.534e-02, eta: 1 day, 18:56:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 3.3627, loss: 3.3627 +2025-06-11 03:33:20,412 - pyskl - INFO - Epoch [65][400/3940] lr: 1.533e-02, eta: 1 day, 18:55:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.4300, loss: 3.4300 +2025-06-11 03:34:05,982 - pyskl - INFO - Epoch [65][500/3940] lr: 1.532e-02, eta: 1 day, 18:54:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 3.2403, loss: 3.2403 +2025-06-11 03:34:51,341 - pyskl - INFO - Epoch [65][600/3940] lr: 1.532e-02, eta: 1 day, 18:54:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 3.3349, loss: 3.3349 +2025-06-11 03:35:36,716 - pyskl - INFO - Epoch [65][700/3940] lr: 1.531e-02, eta: 1 day, 18:53:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 3.2098, loss: 3.2098 +2025-06-11 03:36:22,126 - pyskl - INFO - Epoch [65][800/3940] lr: 1.530e-02, eta: 1 day, 18:52:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.4624, loss: 3.4624 +2025-06-11 03:37:07,542 - pyskl - INFO - Epoch [65][900/3940] lr: 1.530e-02, eta: 1 day, 18:51:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 3.5127, loss: 3.5127 +2025-06-11 03:37:53,044 - pyskl - INFO - Epoch [65][1000/3940] lr: 1.529e-02, eta: 1 day, 18:51:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 3.4734, loss: 3.4734 +2025-06-11 03:38:38,175 - pyskl - INFO - Epoch [65][1100/3940] lr: 1.528e-02, eta: 1 day, 18:50:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 3.3237, loss: 3.3237 +2025-06-11 03:39:23,503 - pyskl - INFO - Epoch [65][1200/3940] lr: 1.528e-02, eta: 1 day, 18:49:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9725, loss_cls: 3.3544, loss: 3.3544 +2025-06-11 03:40:08,849 - pyskl - INFO - Epoch [65][1300/3940] lr: 1.527e-02, eta: 1 day, 18:48:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9656, loss_cls: 3.5858, loss: 3.5858 +2025-06-11 03:40:54,079 - pyskl - INFO - Epoch [65][1400/3940] lr: 1.526e-02, eta: 1 day, 18:47:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.4187, loss: 3.4187 +2025-06-11 03:41:39,383 - pyskl - INFO - Epoch [65][1500/3940] lr: 1.526e-02, eta: 1 day, 18:47:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 3.4907, loss: 3.4907 +2025-06-11 03:42:25,002 - pyskl - INFO - Epoch [65][1600/3940] lr: 1.525e-02, eta: 1 day, 18:46:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.4652, loss: 3.4652 +2025-06-11 03:43:10,494 - pyskl - INFO - Epoch [65][1700/3940] lr: 1.524e-02, eta: 1 day, 18:45:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9694, loss_cls: 3.4998, loss: 3.4998 +2025-06-11 03:43:56,074 - pyskl - INFO - Epoch [65][1800/3940] lr: 1.524e-02, eta: 1 day, 18:44:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9712, loss_cls: 3.4102, loss: 3.4102 +2025-06-11 03:44:41,618 - pyskl - INFO - Epoch [65][1900/3940] lr: 1.523e-02, eta: 1 day, 18:44:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 3.4434, loss: 3.4434 +2025-06-11 03:45:27,124 - pyskl - INFO - Epoch [65][2000/3940] lr: 1.522e-02, eta: 1 day, 18:43:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.3779, loss: 3.3779 +2025-06-11 03:46:12,795 - pyskl - INFO - Epoch [65][2100/3940] lr: 1.522e-02, eta: 1 day, 18:42:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 3.4990, loss: 3.4990 +2025-06-11 03:46:58,361 - pyskl - INFO - Epoch [65][2200/3940] lr: 1.521e-02, eta: 1 day, 18:41:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 3.4117, loss: 3.4117 +2025-06-11 03:47:43,882 - pyskl - INFO - Epoch [65][2300/3940] lr: 1.521e-02, eta: 1 day, 18:41:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9731, loss_cls: 3.3570, loss: 3.3570 +2025-06-11 03:48:29,328 - pyskl - INFO - Epoch [65][2400/3940] lr: 1.520e-02, eta: 1 day, 18:40:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 3.4997, loss: 3.4997 +2025-06-11 03:49:14,752 - pyskl - INFO - Epoch [65][2500/3940] lr: 1.519e-02, eta: 1 day, 18:39:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 3.3810, loss: 3.3810 +2025-06-11 03:50:00,177 - pyskl - INFO - Epoch [65][2600/3940] lr: 1.519e-02, eta: 1 day, 18:38:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9725, loss_cls: 3.3172, loss: 3.3172 +2025-06-11 03:50:45,572 - pyskl - INFO - Epoch [65][2700/3940] lr: 1.518e-02, eta: 1 day, 18:38:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9650, loss_cls: 3.5219, loss: 3.5219 +2025-06-11 03:51:30,996 - pyskl - INFO - Epoch [65][2800/3940] lr: 1.517e-02, eta: 1 day, 18:37:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 3.5183, loss: 3.5183 +2025-06-11 03:52:16,356 - pyskl - INFO - Epoch [65][2900/3940] lr: 1.517e-02, eta: 1 day, 18:36:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.4656, loss: 3.4656 +2025-06-11 03:53:01,744 - pyskl - INFO - Epoch [65][3000/3940] lr: 1.516e-02, eta: 1 day, 18:35:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.5596, loss: 3.5596 +2025-06-11 03:53:47,086 - pyskl - INFO - Epoch [65][3100/3940] lr: 1.515e-02, eta: 1 day, 18:34:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9644, loss_cls: 3.4745, loss: 3.4745 +2025-06-11 03:54:32,464 - pyskl - INFO - Epoch [65][3200/3940] lr: 1.515e-02, eta: 1 day, 18:34:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 3.4791, loss: 3.4791 +2025-06-11 03:55:17,865 - pyskl - INFO - Epoch [65][3300/3940] lr: 1.514e-02, eta: 1 day, 18:33:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9712, loss_cls: 3.4211, loss: 3.4211 +2025-06-11 03:56:03,277 - pyskl - INFO - Epoch [65][3400/3940] lr: 1.513e-02, eta: 1 day, 18:32:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.3707, loss: 3.3707 +2025-06-11 03:56:48,723 - pyskl - INFO - Epoch [65][3500/3940] lr: 1.513e-02, eta: 1 day, 18:31:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9700, loss_cls: 3.4778, loss: 3.4778 +2025-06-11 03:57:34,114 - pyskl - INFO - Epoch [65][3600/3940] lr: 1.512e-02, eta: 1 day, 18:31:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 3.5669, loss: 3.5669 +2025-06-11 03:58:19,490 - pyskl - INFO - Epoch [65][3700/3940] lr: 1.511e-02, eta: 1 day, 18:30:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.5052, loss: 3.5052 +2025-06-11 03:59:04,964 - pyskl - INFO - Epoch [65][3800/3940] lr: 1.511e-02, eta: 1 day, 18:29:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9688, loss_cls: 3.4187, loss: 3.4187 +2025-06-11 03:59:50,375 - pyskl - INFO - Epoch [65][3900/3940] lr: 1.510e-02, eta: 1 day, 18:28:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 3.3931, loss: 3.3931 +2025-06-11 04:00:08,911 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-06-11 04:19:32,037 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 04:19:32,496 - pyskl - INFO - +top1_acc 0.7736 +top5_acc 0.9563 +2025-06-11 04:19:32,515 - pyskl - INFO - Epoch(val) [65][3183] top1_acc: 0.7736, top5_acc: 0.9563 +2025-06-11 04:20:41,984 - pyskl - INFO - Epoch [66][100/3940] lr: 1.509e-02, eta: 1 day, 18:27:53, time: 0.695, data_time: 0.238, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 3.3564, loss: 3.3564 +2025-06-11 04:21:27,416 - pyskl - INFO - Epoch [66][200/3940] lr: 1.509e-02, eta: 1 day, 18:27:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 3.3845, loss: 3.3845 +2025-06-11 04:22:12,874 - pyskl - INFO - Epoch [66][300/3940] lr: 1.508e-02, eta: 1 day, 18:26:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 3.3786, loss: 3.3786 +2025-06-11 04:22:58,308 - pyskl - INFO - Epoch [66][400/3940] lr: 1.507e-02, eta: 1 day, 18:25:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 3.4400, loss: 3.4400 +2025-06-11 04:23:43,746 - pyskl - INFO - Epoch [66][500/3940] lr: 1.507e-02, eta: 1 day, 18:24:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 3.2581, loss: 3.2581 +2025-06-11 04:24:29,180 - pyskl - INFO - Epoch [66][600/3940] lr: 1.506e-02, eta: 1 day, 18:24:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.4185, loss: 3.4185 +2025-06-11 04:25:14,594 - pyskl - INFO - Epoch [66][700/3940] lr: 1.505e-02, eta: 1 day, 18:23:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.3285, loss: 3.3285 +2025-06-11 04:26:00,010 - pyskl - INFO - Epoch [66][800/3940] lr: 1.505e-02, eta: 1 day, 18:22:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 3.3813, loss: 3.3813 +2025-06-11 04:26:45,395 - pyskl - INFO - Epoch [66][900/3940] lr: 1.504e-02, eta: 1 day, 18:21:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.3725, loss: 3.3725 +2025-06-11 04:27:30,751 - pyskl - INFO - Epoch [66][1000/3940] lr: 1.503e-02, eta: 1 day, 18:20:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.3796, loss: 3.3796 +2025-06-11 04:28:16,216 - pyskl - INFO - Epoch [66][1100/3940] lr: 1.503e-02, eta: 1 day, 18:20:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9706, loss_cls: 3.4095, loss: 3.4095 +2025-06-11 04:29:01,669 - pyskl - INFO - Epoch [66][1200/3940] lr: 1.502e-02, eta: 1 day, 18:19:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 3.4099, loss: 3.4099 +2025-06-11 04:29:47,141 - pyskl - INFO - Epoch [66][1300/3940] lr: 1.501e-02, eta: 1 day, 18:18:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 3.4331, loss: 3.4331 +2025-06-11 04:30:32,609 - pyskl - INFO - Epoch [66][1400/3940] lr: 1.501e-02, eta: 1 day, 18:17:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.4026, loss: 3.4026 +2025-06-11 04:31:18,079 - pyskl - INFO - Epoch [66][1500/3940] lr: 1.500e-02, eta: 1 day, 18:17:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.2758, loss: 3.2758 +2025-06-11 04:32:03,562 - pyskl - INFO - Epoch [66][1600/3940] lr: 1.499e-02, eta: 1 day, 18:16:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 3.4058, loss: 3.4058 +2025-06-11 04:32:48,990 - pyskl - INFO - Epoch [66][1700/3940] lr: 1.499e-02, eta: 1 day, 18:15:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 3.5829, loss: 3.5829 +2025-06-11 04:33:34,413 - pyskl - INFO - Epoch [66][1800/3940] lr: 1.498e-02, eta: 1 day, 18:14:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 3.4530, loss: 3.4530 +2025-06-11 04:34:19,842 - pyskl - INFO - Epoch [66][1900/3940] lr: 1.498e-02, eta: 1 day, 18:14:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 3.5092, loss: 3.5092 +2025-06-11 04:35:05,333 - pyskl - INFO - Epoch [66][2000/3940] lr: 1.497e-02, eta: 1 day, 18:13:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 3.4771, loss: 3.4771 +2025-06-11 04:35:50,785 - pyskl - INFO - Epoch [66][2100/3940] lr: 1.496e-02, eta: 1 day, 18:12:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 3.5104, loss: 3.5104 +2025-06-11 04:36:36,207 - pyskl - INFO - Epoch [66][2200/3940] lr: 1.496e-02, eta: 1 day, 18:11:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.3444, loss: 3.3444 +2025-06-11 04:37:21,650 - pyskl - INFO - Epoch [66][2300/3940] lr: 1.495e-02, eta: 1 day, 18:11:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.4823, loss: 3.4823 +2025-06-11 04:38:07,113 - pyskl - INFO - Epoch [66][2400/3940] lr: 1.494e-02, eta: 1 day, 18:10:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 3.3009, loss: 3.3009 +2025-06-11 04:38:52,622 - pyskl - INFO - Epoch [66][2500/3940] lr: 1.494e-02, eta: 1 day, 18:09:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 3.5011, loss: 3.5011 +2025-06-11 04:39:38,013 - pyskl - INFO - Epoch [66][2600/3940] lr: 1.493e-02, eta: 1 day, 18:08:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 3.3348, loss: 3.3348 +2025-06-11 04:40:23,472 - pyskl - INFO - Epoch [66][2700/3940] lr: 1.492e-02, eta: 1 day, 18:07:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 3.3138, loss: 3.3138 +2025-06-11 04:41:08,833 - pyskl - INFO - Epoch [66][2800/3940] lr: 1.492e-02, eta: 1 day, 18:07:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.5455, loss: 3.5455 +2025-06-11 04:41:54,242 - pyskl - INFO - Epoch [66][2900/3940] lr: 1.491e-02, eta: 1 day, 18:06:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9738, loss_cls: 3.3221, loss: 3.3221 +2025-06-11 04:42:39,612 - pyskl - INFO - Epoch [66][3000/3940] lr: 1.490e-02, eta: 1 day, 18:05:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.3717, loss: 3.3717 +2025-06-11 04:43:24,835 - pyskl - INFO - Epoch [66][3100/3940] lr: 1.490e-02, eta: 1 day, 18:04:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 3.3645, loss: 3.3645 +2025-06-11 04:44:10,326 - pyskl - INFO - Epoch [66][3200/3940] lr: 1.489e-02, eta: 1 day, 18:04:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9675, loss_cls: 3.4320, loss: 3.4320 +2025-06-11 04:44:55,935 - pyskl - INFO - Epoch [66][3300/3940] lr: 1.488e-02, eta: 1 day, 18:03:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9681, loss_cls: 3.5003, loss: 3.5003 +2025-06-11 04:45:41,452 - pyskl - INFO - Epoch [66][3400/3940] lr: 1.488e-02, eta: 1 day, 18:02:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9681, loss_cls: 3.4870, loss: 3.4870 +2025-06-11 04:46:26,771 - pyskl - INFO - Epoch [66][3500/3940] lr: 1.487e-02, eta: 1 day, 18:01:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 3.3986, loss: 3.3986 +2025-06-11 04:47:12,365 - pyskl - INFO - Epoch [66][3600/3940] lr: 1.486e-02, eta: 1 day, 18:01:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.4466, loss: 3.4466 +2025-06-11 04:47:57,681 - pyskl - INFO - Epoch [66][3700/3940] lr: 1.486e-02, eta: 1 day, 18:00:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 3.5409, loss: 3.5409 +2025-06-11 04:48:43,174 - pyskl - INFO - Epoch [66][3800/3940] lr: 1.485e-02, eta: 1 day, 17:59:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 3.3710, loss: 3.3710 +2025-06-11 04:49:28,617 - pyskl - INFO - Epoch [66][3900/3940] lr: 1.484e-02, eta: 1 day, 17:58:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.5503, loss: 3.5503 +2025-06-11 04:49:47,064 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-06-11 04:53:20,689 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 04:53:21,152 - pyskl - INFO - +top1_acc 0.7451 +top5_acc 0.9512 +2025-06-11 04:53:21,170 - pyskl - INFO - Epoch(val) [66][3183] top1_acc: 0.7451, top5_acc: 0.9512 +2025-06-11 04:54:30,507 - pyskl - INFO - Epoch [67][100/3940] lr: 1.484e-02, eta: 1 day, 17:57:50, time: 0.693, data_time: 0.239, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 3.2896, loss: 3.2896 +2025-06-11 04:55:15,900 - pyskl - INFO - Epoch [67][200/3940] lr: 1.483e-02, eta: 1 day, 17:57:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9850, loss_cls: 3.3478, loss: 3.3478 +2025-06-11 04:56:01,373 - pyskl - INFO - Epoch [67][300/3940] lr: 1.482e-02, eta: 1 day, 17:56:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 3.3138, loss: 3.3138 +2025-06-11 04:56:46,872 - pyskl - INFO - Epoch [67][400/3940] lr: 1.482e-02, eta: 1 day, 17:55:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 3.3734, loss: 3.3734 +2025-06-11 04:57:32,379 - pyskl - INFO - Epoch [67][500/3940] lr: 1.481e-02, eta: 1 day, 17:54:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 3.3053, loss: 3.3053 +2025-06-11 04:58:17,853 - pyskl - INFO - Epoch [67][600/3940] lr: 1.480e-02, eta: 1 day, 17:54:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 3.3562, loss: 3.3562 +2025-06-11 04:59:03,336 - pyskl - INFO - Epoch [67][700/3940] lr: 1.480e-02, eta: 1 day, 17:53:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9663, loss_cls: 3.4247, loss: 3.4247 +2025-06-11 04:59:48,841 - pyskl - INFO - Epoch [67][800/3940] lr: 1.479e-02, eta: 1 day, 17:52:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 3.4488, loss: 3.4488 +2025-06-11 05:00:34,365 - pyskl - INFO - Epoch [67][900/3940] lr: 1.478e-02, eta: 1 day, 17:51:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.3879, loss: 3.3879 +2025-06-11 05:01:19,895 - pyskl - INFO - Epoch [67][1000/3940] lr: 1.478e-02, eta: 1 day, 17:50:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 3.2258, loss: 3.2258 +2025-06-11 05:02:05,372 - pyskl - INFO - Epoch [67][1100/3940] lr: 1.477e-02, eta: 1 day, 17:50:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 3.3480, loss: 3.3480 +2025-06-11 05:02:50,795 - pyskl - INFO - Epoch [67][1200/3940] lr: 1.476e-02, eta: 1 day, 17:49:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9738, loss_cls: 3.4050, loss: 3.4050 +2025-06-11 05:03:36,149 - pyskl - INFO - Epoch [67][1300/3940] lr: 1.476e-02, eta: 1 day, 17:48:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 3.4218, loss: 3.4218 +2025-06-11 05:04:21,543 - pyskl - INFO - Epoch [67][1400/3940] lr: 1.475e-02, eta: 1 day, 17:47:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 3.3858, loss: 3.3858 +2025-06-11 05:05:07,022 - pyskl - INFO - Epoch [67][1500/3940] lr: 1.474e-02, eta: 1 day, 17:47:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 3.3524, loss: 3.3524 +2025-06-11 05:05:52,504 - pyskl - INFO - Epoch [67][1600/3940] lr: 1.474e-02, eta: 1 day, 17:46:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.5392, loss: 3.5392 +2025-06-11 05:06:37,907 - pyskl - INFO - Epoch [67][1700/3940] lr: 1.473e-02, eta: 1 day, 17:45:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9700, loss_cls: 3.3383, loss: 3.3383 +2025-06-11 05:07:23,331 - pyskl - INFO - Epoch [67][1800/3940] lr: 1.472e-02, eta: 1 day, 17:44:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.4976, loss: 3.4976 +2025-06-11 05:08:08,839 - pyskl - INFO - Epoch [67][1900/3940] lr: 1.472e-02, eta: 1 day, 17:44:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 3.4476, loss: 3.4476 +2025-06-11 05:08:54,512 - pyskl - INFO - Epoch [67][2000/3940] lr: 1.471e-02, eta: 1 day, 17:43:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9637, loss_cls: 3.5272, loss: 3.5272 +2025-06-11 05:09:40,023 - pyskl - INFO - Epoch [67][2100/3940] lr: 1.471e-02, eta: 1 day, 17:42:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9700, loss_cls: 3.4688, loss: 3.4688 +2025-06-11 05:10:25,494 - pyskl - INFO - Epoch [67][2200/3940] lr: 1.470e-02, eta: 1 day, 17:41:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9688, loss_cls: 3.4043, loss: 3.4043 +2025-06-11 05:11:10,892 - pyskl - INFO - Epoch [67][2300/3940] lr: 1.469e-02, eta: 1 day, 17:41:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 3.2719, loss: 3.2719 +2025-06-11 05:11:56,262 - pyskl - INFO - Epoch [67][2400/3940] lr: 1.469e-02, eta: 1 day, 17:40:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 3.4384, loss: 3.4384 +2025-06-11 05:12:41,791 - pyskl - INFO - Epoch [67][2500/3940] lr: 1.468e-02, eta: 1 day, 17:39:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.3602, loss: 3.3602 +2025-06-11 05:13:27,345 - pyskl - INFO - Epoch [67][2600/3940] lr: 1.467e-02, eta: 1 day, 17:38:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9681, loss_cls: 3.3877, loss: 3.3877 +2025-06-11 05:14:12,803 - pyskl - INFO - Epoch [67][2700/3940] lr: 1.467e-02, eta: 1 day, 17:37:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9706, loss_cls: 3.4490, loss: 3.4490 +2025-06-11 05:14:58,165 - pyskl - INFO - Epoch [67][2800/3940] lr: 1.466e-02, eta: 1 day, 17:37:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9719, loss_cls: 3.3770, loss: 3.3770 +2025-06-11 05:15:43,633 - pyskl - INFO - Epoch [67][2900/3940] lr: 1.465e-02, eta: 1 day, 17:36:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 3.3344, loss: 3.3344 +2025-06-11 05:16:29,176 - pyskl - INFO - Epoch [67][3000/3940] lr: 1.465e-02, eta: 1 day, 17:35:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 3.5005, loss: 3.5005 +2025-06-11 05:17:14,726 - pyskl - INFO - Epoch [67][3100/3940] lr: 1.464e-02, eta: 1 day, 17:34:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 3.4839, loss: 3.4839 +2025-06-11 05:18:00,218 - pyskl - INFO - Epoch [67][3200/3940] lr: 1.463e-02, eta: 1 day, 17:34:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 3.4357, loss: 3.4357 +2025-06-11 05:18:45,645 - pyskl - INFO - Epoch [67][3300/3940] lr: 1.463e-02, eta: 1 day, 17:33:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9769, loss_cls: 3.2800, loss: 3.2800 +2025-06-11 05:19:31,062 - pyskl - INFO - Epoch [67][3400/3940] lr: 1.462e-02, eta: 1 day, 17:32:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 3.2766, loss: 3.2766 +2025-06-11 05:20:16,545 - pyskl - INFO - Epoch [67][3500/3940] lr: 1.461e-02, eta: 1 day, 17:31:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 3.4285, loss: 3.4285 +2025-06-11 05:21:02,016 - pyskl - INFO - Epoch [67][3600/3940] lr: 1.461e-02, eta: 1 day, 17:31:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9650, loss_cls: 3.4739, loss: 3.4739 +2025-06-11 05:21:47,482 - pyskl - INFO - Epoch [67][3700/3940] lr: 1.460e-02, eta: 1 day, 17:30:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 3.4843, loss: 3.4843 +2025-06-11 05:22:32,915 - pyskl - INFO - Epoch [67][3800/3940] lr: 1.459e-02, eta: 1 day, 17:29:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.3632, loss: 3.3632 +2025-06-11 05:23:18,225 - pyskl - INFO - Epoch [67][3900/3940] lr: 1.459e-02, eta: 1 day, 17:28:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 3.2876, loss: 3.2876 +2025-06-11 05:23:36,656 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-06-11 05:27:13,183 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 05:27:13,705 - pyskl - INFO - +top1_acc 0.7066 +top5_acc 0.9333 +2025-06-11 05:27:13,723 - pyskl - INFO - Epoch(val) [67][3183] top1_acc: 0.7066, top5_acc: 0.9333 +2025-06-11 05:28:23,053 - pyskl - INFO - Epoch [68][100/3940] lr: 1.458e-02, eta: 1 day, 17:27:49, time: 0.693, data_time: 0.238, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9669, loss_cls: 3.4262, loss: 3.4262 +2025-06-11 05:29:08,652 - pyskl - INFO - Epoch [68][200/3940] lr: 1.457e-02, eta: 1 day, 17:27:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 3.3416, loss: 3.3416 +2025-06-11 05:29:54,175 - pyskl - INFO - Epoch [68][300/3940] lr: 1.457e-02, eta: 1 day, 17:26:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9738, loss_cls: 3.2947, loss: 3.2947 +2025-06-11 05:30:39,721 - pyskl - INFO - Epoch [68][400/3940] lr: 1.456e-02, eta: 1 day, 17:25:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 3.3941, loss: 3.3941 +2025-06-11 05:31:25,249 - pyskl - INFO - Epoch [68][500/3940] lr: 1.455e-02, eta: 1 day, 17:24:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9712, loss_cls: 3.3905, loss: 3.3905 +2025-06-11 05:32:10,684 - pyskl - INFO - Epoch [68][600/3940] lr: 1.455e-02, eta: 1 day, 17:24:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 3.3209, loss: 3.3209 +2025-06-11 05:32:56,125 - pyskl - INFO - Epoch [68][700/3940] lr: 1.454e-02, eta: 1 day, 17:23:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 3.3844, loss: 3.3844 +2025-06-11 05:33:41,595 - pyskl - INFO - Epoch [68][800/3940] lr: 1.453e-02, eta: 1 day, 17:22:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 3.3434, loss: 3.3434 +2025-06-11 05:34:27,083 - pyskl - INFO - Epoch [68][900/3940] lr: 1.453e-02, eta: 1 day, 17:21:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9650, loss_cls: 3.3204, loss: 3.3204 +2025-06-11 05:35:12,441 - pyskl - INFO - Epoch [68][1000/3940] lr: 1.452e-02, eta: 1 day, 17:20:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9712, loss_cls: 3.4012, loss: 3.4012 +2025-06-11 05:35:57,916 - pyskl - INFO - Epoch [68][1100/3940] lr: 1.451e-02, eta: 1 day, 17:20:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9762, loss_cls: 3.2655, loss: 3.2655 +2025-06-11 05:36:43,501 - pyskl - INFO - Epoch [68][1200/3940] lr: 1.451e-02, eta: 1 day, 17:19:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.3727, loss: 3.3727 +2025-06-11 05:37:28,999 - pyskl - INFO - Epoch [68][1300/3940] lr: 1.450e-02, eta: 1 day, 17:18:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 3.3176, loss: 3.3176 +2025-06-11 05:38:14,527 - pyskl - INFO - Epoch [68][1400/3940] lr: 1.449e-02, eta: 1 day, 17:17:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 3.3359, loss: 3.3359 +2025-06-11 05:39:00,117 - pyskl - INFO - Epoch [68][1500/3940] lr: 1.449e-02, eta: 1 day, 17:17:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.3843, loss: 3.3843 +2025-06-11 05:39:45,601 - pyskl - INFO - Epoch [68][1600/3940] lr: 1.448e-02, eta: 1 day, 17:16:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9700, loss_cls: 3.2579, loss: 3.2579 +2025-06-11 05:40:31,074 - pyskl - INFO - Epoch [68][1700/3940] lr: 1.447e-02, eta: 1 day, 17:15:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.4216, loss: 3.4216 +2025-06-11 05:41:16,713 - pyskl - INFO - Epoch [68][1800/3940] lr: 1.447e-02, eta: 1 day, 17:14:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.5038, loss: 3.5038 +2025-06-11 05:42:02,329 - pyskl - INFO - Epoch [68][1900/3940] lr: 1.446e-02, eta: 1 day, 17:14:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9738, loss_cls: 3.3448, loss: 3.3448 +2025-06-11 05:42:47,986 - pyskl - INFO - Epoch [68][2000/3940] lr: 1.445e-02, eta: 1 day, 17:13:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 3.2711, loss: 3.2711 +2025-06-11 05:43:33,799 - pyskl - INFO - Epoch [68][2100/3940] lr: 1.445e-02, eta: 1 day, 17:12:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9738, loss_cls: 3.3787, loss: 3.3787 +2025-06-11 05:44:19,594 - pyskl - INFO - Epoch [68][2200/3940] lr: 1.444e-02, eta: 1 day, 17:11:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 3.3749, loss: 3.3749 +2025-06-11 05:45:05,076 - pyskl - INFO - Epoch [68][2300/3940] lr: 1.443e-02, eta: 1 day, 17:11:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 3.3750, loss: 3.3750 +2025-06-11 05:45:50,701 - pyskl - INFO - Epoch [68][2400/3940] lr: 1.443e-02, eta: 1 day, 17:10:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.4214, loss: 3.4214 +2025-06-11 05:46:36,287 - pyskl - INFO - Epoch [68][2500/3940] lr: 1.442e-02, eta: 1 day, 17:09:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9688, loss_cls: 3.3731, loss: 3.3731 +2025-06-11 05:47:21,900 - pyskl - INFO - Epoch [68][2600/3940] lr: 1.441e-02, eta: 1 day, 17:08:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.3951, loss: 3.3951 +2025-06-11 05:48:07,437 - pyskl - INFO - Epoch [68][2700/3940] lr: 1.441e-02, eta: 1 day, 17:07:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.4723, loss: 3.4723 +2025-06-11 05:48:52,936 - pyskl - INFO - Epoch [68][2800/3940] lr: 1.440e-02, eta: 1 day, 17:07:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 3.3530, loss: 3.3530 +2025-06-11 05:49:38,502 - pyskl - INFO - Epoch [68][2900/3940] lr: 1.439e-02, eta: 1 day, 17:06:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 3.3725, loss: 3.3725 +2025-06-11 05:50:24,185 - pyskl - INFO - Epoch [68][3000/3940] lr: 1.439e-02, eta: 1 day, 17:05:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9700, loss_cls: 3.4762, loss: 3.4762 +2025-06-11 05:51:09,734 - pyskl - INFO - Epoch [68][3100/3940] lr: 1.438e-02, eta: 1 day, 17:04:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.4079, loss: 3.4079 +2025-06-11 05:51:55,302 - pyskl - INFO - Epoch [68][3200/3940] lr: 1.437e-02, eta: 1 day, 17:04:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 3.3629, loss: 3.3629 +2025-06-11 05:52:40,858 - pyskl - INFO - Epoch [68][3300/3940] lr: 1.437e-02, eta: 1 day, 17:03:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.4454, loss: 3.4454 +2025-06-11 05:53:26,463 - pyskl - INFO - Epoch [68][3400/3940] lr: 1.436e-02, eta: 1 day, 17:02:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.4238, loss: 3.4238 +2025-06-11 05:54:11,880 - pyskl - INFO - Epoch [68][3500/3940] lr: 1.436e-02, eta: 1 day, 17:01:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9719, loss_cls: 3.3483, loss: 3.3483 +2025-06-11 05:54:57,470 - pyskl - INFO - Epoch [68][3600/3940] lr: 1.435e-02, eta: 1 day, 17:01:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9725, loss_cls: 3.2461, loss: 3.2461 +2025-06-11 05:55:42,966 - pyskl - INFO - Epoch [68][3700/3940] lr: 1.434e-02, eta: 1 day, 17:00:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 3.4805, loss: 3.4805 +2025-06-11 05:56:28,482 - pyskl - INFO - Epoch [68][3800/3940] lr: 1.434e-02, eta: 1 day, 16:59:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9656, loss_cls: 3.4002, loss: 3.4002 +2025-06-11 05:57:13,924 - pyskl - INFO - Epoch [68][3900/3940] lr: 1.433e-02, eta: 1 day, 16:58:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 3.4343, loss: 3.4343 +2025-06-11 05:57:32,397 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-06-11 06:01:07,926 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 06:01:08,389 - pyskl - INFO - +top1_acc 0.7739 +top5_acc 0.9571 +2025-06-11 06:01:08,406 - pyskl - INFO - Epoch(val) [68][3183] top1_acc: 0.7739, top5_acc: 0.9571 +2025-06-11 06:02:17,672 - pyskl - INFO - Epoch [69][100/3940] lr: 1.432e-02, eta: 1 day, 16:57:51, time: 0.693, data_time: 0.238, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9719, loss_cls: 3.3667, loss: 3.3667 +2025-06-11 06:03:03,105 - pyskl - INFO - Epoch [69][200/3940] lr: 1.431e-02, eta: 1 day, 16:57:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9712, loss_cls: 3.3137, loss: 3.3137 +2025-06-11 06:03:48,610 - pyskl - INFO - Epoch [69][300/3940] lr: 1.431e-02, eta: 1 day, 16:56:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9769, loss_cls: 3.3090, loss: 3.3090 +2025-06-11 06:04:33,969 - pyskl - INFO - Epoch [69][400/3940] lr: 1.430e-02, eta: 1 day, 16:55:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 3.3772, loss: 3.3772 +2025-06-11 06:05:19,309 - pyskl - INFO - Epoch [69][500/3940] lr: 1.429e-02, eta: 1 day, 16:54:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.2288, loss: 3.2288 +2025-06-11 06:06:04,789 - pyskl - INFO - Epoch [69][600/3940] lr: 1.429e-02, eta: 1 day, 16:54:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 3.2788, loss: 3.2788 +2025-06-11 06:06:50,591 - pyskl - INFO - Epoch [69][700/3940] lr: 1.428e-02, eta: 1 day, 16:53:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 3.4165, loss: 3.4165 +2025-06-11 06:07:36,198 - pyskl - INFO - Epoch [69][800/3940] lr: 1.427e-02, eta: 1 day, 16:52:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9706, loss_cls: 3.3455, loss: 3.3455 +2025-06-11 06:08:21,612 - pyskl - INFO - Epoch [69][900/3940] lr: 1.427e-02, eta: 1 day, 16:51:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 3.3564, loss: 3.3564 +2025-06-11 06:09:07,153 - pyskl - INFO - Epoch [69][1000/3940] lr: 1.426e-02, eta: 1 day, 16:50:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9694, loss_cls: 3.4156, loss: 3.4156 +2025-06-11 06:09:53,138 - pyskl - INFO - Epoch [69][1100/3940] lr: 1.425e-02, eta: 1 day, 16:50:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 3.3847, loss: 3.3847 +2025-06-11 06:10:38,913 - pyskl - INFO - Epoch [69][1200/3940] lr: 1.425e-02, eta: 1 day, 16:49:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 3.3540, loss: 3.3540 +2025-06-11 06:11:24,637 - pyskl - INFO - Epoch [69][1300/3940] lr: 1.424e-02, eta: 1 day, 16:48:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 3.3140, loss: 3.3140 +2025-06-11 06:12:10,374 - pyskl - INFO - Epoch [69][1400/3940] lr: 1.423e-02, eta: 1 day, 16:47:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9700, loss_cls: 3.3764, loss: 3.3764 +2025-06-11 06:12:56,019 - pyskl - INFO - Epoch [69][1500/3940] lr: 1.423e-02, eta: 1 day, 16:47:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9738, loss_cls: 3.3044, loss: 3.3044 +2025-06-11 06:13:41,618 - pyskl - INFO - Epoch [69][1600/3940] lr: 1.422e-02, eta: 1 day, 16:46:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9712, loss_cls: 3.4066, loss: 3.4066 +2025-06-11 06:14:27,117 - pyskl - INFO - Epoch [69][1700/3940] lr: 1.421e-02, eta: 1 day, 16:45:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.3654, loss: 3.3654 +2025-06-11 06:15:12,622 - pyskl - INFO - Epoch [69][1800/3940] lr: 1.421e-02, eta: 1 day, 16:44:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9712, loss_cls: 3.3876, loss: 3.3876 +2025-06-11 06:15:58,261 - pyskl - INFO - Epoch [69][1900/3940] lr: 1.420e-02, eta: 1 day, 16:44:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9706, loss_cls: 3.4142, loss: 3.4142 +2025-06-11 06:16:43,920 - pyskl - INFO - Epoch [69][2000/3940] lr: 1.419e-02, eta: 1 day, 16:43:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9700, loss_cls: 3.3560, loss: 3.3560 +2025-06-11 06:17:29,573 - pyskl - INFO - Epoch [69][2100/3940] lr: 1.419e-02, eta: 1 day, 16:42:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.3321, loss: 3.3321 +2025-06-11 06:18:15,248 - pyskl - INFO - Epoch [69][2200/3940] lr: 1.418e-02, eta: 1 day, 16:41:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 3.5687, loss: 3.5687 +2025-06-11 06:19:01,050 - pyskl - INFO - Epoch [69][2300/3940] lr: 1.417e-02, eta: 1 day, 16:41:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 3.3633, loss: 3.3633 +2025-06-11 06:19:46,711 - pyskl - INFO - Epoch [69][2400/3940] lr: 1.417e-02, eta: 1 day, 16:40:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9756, loss_cls: 3.3356, loss: 3.3356 +2025-06-11 06:20:32,312 - pyskl - INFO - Epoch [69][2500/3940] lr: 1.416e-02, eta: 1 day, 16:39:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.2642, loss: 3.2642 +2025-06-11 06:21:17,801 - pyskl - INFO - Epoch [69][2600/3940] lr: 1.416e-02, eta: 1 day, 16:38:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9750, loss_cls: 3.2755, loss: 3.2755 +2025-06-11 06:22:03,301 - pyskl - INFO - Epoch [69][2700/3940] lr: 1.415e-02, eta: 1 day, 16:38:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 3.4154, loss: 3.4154 +2025-06-11 06:22:48,789 - pyskl - INFO - Epoch [69][2800/3940] lr: 1.414e-02, eta: 1 day, 16:37:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9800, loss_cls: 3.3887, loss: 3.3887 +2025-06-11 06:23:34,271 - pyskl - INFO - Epoch [69][2900/3940] lr: 1.414e-02, eta: 1 day, 16:36:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9700, loss_cls: 3.3456, loss: 3.3456 +2025-06-11 06:24:19,793 - pyskl - INFO - Epoch [69][3000/3940] lr: 1.413e-02, eta: 1 day, 16:35:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9694, loss_cls: 3.2927, loss: 3.2927 +2025-06-11 06:25:05,221 - pyskl - INFO - Epoch [69][3100/3940] lr: 1.412e-02, eta: 1 day, 16:34:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9769, loss_cls: 3.3993, loss: 3.3993 +2025-06-11 06:25:50,733 - pyskl - INFO - Epoch [69][3200/3940] lr: 1.412e-02, eta: 1 day, 16:34:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 3.4667, loss: 3.4667 +2025-06-11 06:26:36,269 - pyskl - INFO - Epoch [69][3300/3940] lr: 1.411e-02, eta: 1 day, 16:33:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9688, loss_cls: 3.3208, loss: 3.3208 +2025-06-11 06:27:21,724 - pyskl - INFO - Epoch [69][3400/3940] lr: 1.410e-02, eta: 1 day, 16:32:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 3.2606, loss: 3.2606 +2025-06-11 06:28:07,184 - pyskl - INFO - Epoch [69][3500/3940] lr: 1.410e-02, eta: 1 day, 16:31:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 3.3839, loss: 3.3839 +2025-06-11 06:28:52,653 - pyskl - INFO - Epoch [69][3600/3940] lr: 1.409e-02, eta: 1 day, 16:31:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 3.3598, loss: 3.3598 +2025-06-11 06:29:38,085 - pyskl - INFO - Epoch [69][3700/3940] lr: 1.408e-02, eta: 1 day, 16:30:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9719, loss_cls: 3.2926, loss: 3.2926 +2025-06-11 06:30:23,584 - pyskl - INFO - Epoch [69][3800/3940] lr: 1.408e-02, eta: 1 day, 16:29:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.4686, loss: 3.4686 +2025-06-11 06:31:09,080 - pyskl - INFO - Epoch [69][3900/3940] lr: 1.407e-02, eta: 1 day, 16:28:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 3.3531, loss: 3.3531 +2025-06-11 06:31:27,586 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-06-11 06:35:00,869 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 06:35:01,334 - pyskl - INFO - +top1_acc 0.7852 +top5_acc 0.9545 +2025-06-11 06:35:01,392 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_64.pth was removed +2025-06-11 06:35:02,442 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_69.pth. +2025-06-11 06:35:02,444 - pyskl - INFO - Best top1_acc is 0.7852 at 69 epoch. +2025-06-11 06:35:02,463 - pyskl - INFO - Epoch(val) [69][3183] top1_acc: 0.7852, top5_acc: 0.9545 +2025-06-11 06:36:11,752 - pyskl - INFO - Epoch [70][100/3940] lr: 1.406e-02, eta: 1 day, 16:27:54, time: 0.693, data_time: 0.237, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 3.3068, loss: 3.3068 +2025-06-11 06:36:57,241 - pyskl - INFO - Epoch [70][200/3940] lr: 1.405e-02, eta: 1 day, 16:27:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 3.3034, loss: 3.3034 +2025-06-11 06:37:42,666 - pyskl - INFO - Epoch [70][300/3940] lr: 1.405e-02, eta: 1 day, 16:26:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.2816, loss: 3.2816 +2025-06-11 06:38:28,428 - pyskl - INFO - Epoch [70][400/3940] lr: 1.404e-02, eta: 1 day, 16:25:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9725, loss_cls: 3.3481, loss: 3.3481 +2025-06-11 06:39:14,097 - pyskl - INFO - Epoch [70][500/3940] lr: 1.403e-02, eta: 1 day, 16:24:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 3.1806, loss: 3.1806 +2025-06-11 06:39:59,684 - pyskl - INFO - Epoch [70][600/3940] lr: 1.403e-02, eta: 1 day, 16:24:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 3.4031, loss: 3.4031 +2025-06-11 06:40:45,163 - pyskl - INFO - Epoch [70][700/3940] lr: 1.402e-02, eta: 1 day, 16:23:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9688, loss_cls: 3.3334, loss: 3.3334 +2025-06-11 06:41:30,849 - pyskl - INFO - Epoch [70][800/3940] lr: 1.401e-02, eta: 1 day, 16:22:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 3.4121, loss: 3.4121 +2025-06-11 06:42:16,678 - pyskl - INFO - Epoch [70][900/3940] lr: 1.401e-02, eta: 1 day, 16:21:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 3.3197, loss: 3.3197 +2025-06-11 06:43:02,382 - pyskl - INFO - Epoch [70][1000/3940] lr: 1.400e-02, eta: 1 day, 16:21:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 3.3486, loss: 3.3486 +2025-06-11 06:43:47,934 - pyskl - INFO - Epoch [70][1100/3940] lr: 1.399e-02, eta: 1 day, 16:20:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 3.3640, loss: 3.3640 +2025-06-11 06:44:33,552 - pyskl - INFO - Epoch [70][1200/3940] lr: 1.399e-02, eta: 1 day, 16:19:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.4214, loss: 3.4214 +2025-06-11 06:45:19,272 - pyskl - INFO - Epoch [70][1300/3940] lr: 1.398e-02, eta: 1 day, 16:18:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 3.2561, loss: 3.2561 +2025-06-11 06:46:04,878 - pyskl - INFO - Epoch [70][1400/3940] lr: 1.397e-02, eta: 1 day, 16:18:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 3.3597, loss: 3.3597 +2025-06-11 06:46:50,396 - pyskl - INFO - Epoch [70][1500/3940] lr: 1.397e-02, eta: 1 day, 16:17:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 3.4531, loss: 3.4531 +2025-06-11 06:47:35,925 - pyskl - INFO - Epoch [70][1600/3940] lr: 1.396e-02, eta: 1 day, 16:16:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 3.3093, loss: 3.3093 +2025-06-11 06:48:21,372 - pyskl - INFO - Epoch [70][1700/3940] lr: 1.395e-02, eta: 1 day, 16:15:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.4040, loss: 3.4040 +2025-06-11 06:49:06,803 - pyskl - INFO - Epoch [70][1800/3940] lr: 1.395e-02, eta: 1 day, 16:14:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 3.3708, loss: 3.3708 +2025-06-11 06:49:52,205 - pyskl - INFO - Epoch [70][1900/3940] lr: 1.394e-02, eta: 1 day, 16:14:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 3.4227, loss: 3.4227 +2025-06-11 06:50:37,710 - pyskl - INFO - Epoch [70][2000/3940] lr: 1.393e-02, eta: 1 day, 16:13:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 3.3567, loss: 3.3567 +2025-06-11 06:51:23,181 - pyskl - INFO - Epoch [70][2100/3940] lr: 1.393e-02, eta: 1 day, 16:12:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 3.3364, loss: 3.3364 +2025-06-11 06:52:08,846 - pyskl - INFO - Epoch [70][2200/3940] lr: 1.392e-02, eta: 1 day, 16:11:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9725, loss_cls: 3.2218, loss: 3.2218 +2025-06-11 06:52:54,471 - pyskl - INFO - Epoch [70][2300/3940] lr: 1.391e-02, eta: 1 day, 16:11:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 3.2657, loss: 3.2657 +2025-06-11 06:53:40,104 - pyskl - INFO - Epoch [70][2400/3940] lr: 1.391e-02, eta: 1 day, 16:10:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 3.2323, loss: 3.2323 +2025-06-11 06:54:25,691 - pyskl - INFO - Epoch [70][2500/3940] lr: 1.390e-02, eta: 1 day, 16:09:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 3.3597, loss: 3.3597 +2025-06-11 06:55:11,068 - pyskl - INFO - Epoch [70][2600/3940] lr: 1.390e-02, eta: 1 day, 16:08:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 3.2552, loss: 3.2552 +2025-06-11 06:55:56,598 - pyskl - INFO - Epoch [70][2700/3940] lr: 1.389e-02, eta: 1 day, 16:08:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9712, loss_cls: 3.3804, loss: 3.3804 +2025-06-11 06:56:42,177 - pyskl - INFO - Epoch [70][2800/3940] lr: 1.388e-02, eta: 1 day, 16:07:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 3.2674, loss: 3.2674 +2025-06-11 06:57:27,749 - pyskl - INFO - Epoch [70][2900/3940] lr: 1.388e-02, eta: 1 day, 16:06:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 3.2430, loss: 3.2430 +2025-06-11 06:58:13,321 - pyskl - INFO - Epoch [70][3000/3940] lr: 1.387e-02, eta: 1 day, 16:05:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 3.4403, loss: 3.4403 +2025-06-11 06:58:58,904 - pyskl - INFO - Epoch [70][3100/3940] lr: 1.386e-02, eta: 1 day, 16:05:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9706, loss_cls: 3.4541, loss: 3.4541 +2025-06-11 06:59:44,417 - pyskl - INFO - Epoch [70][3200/3940] lr: 1.386e-02, eta: 1 day, 16:04:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 3.3429, loss: 3.3429 +2025-06-11 07:00:29,902 - pyskl - INFO - Epoch [70][3300/3940] lr: 1.385e-02, eta: 1 day, 16:03:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9731, loss_cls: 3.2407, loss: 3.2407 +2025-06-11 07:01:15,354 - pyskl - INFO - Epoch [70][3400/3940] lr: 1.384e-02, eta: 1 day, 16:02:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 3.1336, loss: 3.1336 +2025-06-11 07:02:00,788 - pyskl - INFO - Epoch [70][3500/3940] lr: 1.384e-02, eta: 1 day, 16:01:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 3.3363, loss: 3.3363 +2025-06-11 07:02:46,235 - pyskl - INFO - Epoch [70][3600/3940] lr: 1.383e-02, eta: 1 day, 16:01:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9663, loss_cls: 3.3247, loss: 3.3247 +2025-06-11 07:03:31,739 - pyskl - INFO - Epoch [70][3700/3940] lr: 1.382e-02, eta: 1 day, 16:00:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 3.3038, loss: 3.3038 +2025-06-11 07:04:17,250 - pyskl - INFO - Epoch [70][3800/3940] lr: 1.382e-02, eta: 1 day, 15:59:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 3.2595, loss: 3.2595 +2025-06-11 07:05:02,765 - pyskl - INFO - Epoch [70][3900/3940] lr: 1.381e-02, eta: 1 day, 15:58:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 3.3464, loss: 3.3464 +2025-06-11 07:05:21,297 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-06-11 07:23:24,453 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 07:23:24,999 - pyskl - INFO - +top1_acc 0.7912 +top5_acc 0.9613 +2025-06-11 07:23:25,057 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_69.pth was removed +2025-06-11 07:23:26,051 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. +2025-06-11 07:23:26,053 - pyskl - INFO - Best top1_acc is 0.7912 at 70 epoch. +2025-06-11 07:23:26,071 - pyskl - INFO - Epoch(val) [70][3183] top1_acc: 0.7912, top5_acc: 0.9613 +2025-06-11 07:24:35,094 - pyskl - INFO - Epoch [71][100/3940] lr: 1.380e-02, eta: 1 day, 15:57:56, time: 0.690, data_time: 0.235, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 3.2836, loss: 3.2836 +2025-06-11 07:25:20,597 - pyskl - INFO - Epoch [71][200/3940] lr: 1.379e-02, eta: 1 day, 15:57:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9731, loss_cls: 3.2147, loss: 3.2147 +2025-06-11 07:26:05,972 - pyskl - INFO - Epoch [71][300/3940] lr: 1.379e-02, eta: 1 day, 15:56:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 3.0958, loss: 3.0958 +2025-06-11 07:26:51,378 - pyskl - INFO - Epoch [71][400/3940] lr: 1.378e-02, eta: 1 day, 15:55:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 3.2633, loss: 3.2633 +2025-06-11 07:27:36,842 - pyskl - INFO - Epoch [71][500/3940] lr: 1.377e-02, eta: 1 day, 15:54:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9744, loss_cls: 3.3353, loss: 3.3353 +2025-06-11 07:28:22,216 - pyskl - INFO - Epoch [71][600/3940] lr: 1.377e-02, eta: 1 day, 15:54:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.3492, loss: 3.3492 +2025-06-11 07:29:07,579 - pyskl - INFO - Epoch [71][700/3940] lr: 1.376e-02, eta: 1 day, 15:53:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9750, loss_cls: 3.2534, loss: 3.2534 +2025-06-11 07:29:53,081 - pyskl - INFO - Epoch [71][800/3940] lr: 1.375e-02, eta: 1 day, 15:52:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 3.2148, loss: 3.2148 +2025-06-11 07:30:38,554 - pyskl - INFO - Epoch [71][900/3940] lr: 1.375e-02, eta: 1 day, 15:51:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 3.2120, loss: 3.2120 +2025-06-11 07:31:24,134 - pyskl - INFO - Epoch [71][1000/3940] lr: 1.374e-02, eta: 1 day, 15:51:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 3.2462, loss: 3.2462 +2025-06-11 07:32:09,678 - pyskl - INFO - Epoch [71][1100/3940] lr: 1.373e-02, eta: 1 day, 15:50:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9756, loss_cls: 3.2072, loss: 3.2072 +2025-06-11 07:32:55,142 - pyskl - INFO - Epoch [71][1200/3940] lr: 1.373e-02, eta: 1 day, 15:49:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 3.2514, loss: 3.2514 +2025-06-11 07:33:40,583 - pyskl - INFO - Epoch [71][1300/3940] lr: 1.372e-02, eta: 1 day, 15:48:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 3.2863, loss: 3.2863 +2025-06-11 07:34:26,068 - pyskl - INFO - Epoch [71][1400/3940] lr: 1.371e-02, eta: 1 day, 15:48:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 3.1896, loss: 3.1896 +2025-06-11 07:35:11,563 - pyskl - INFO - Epoch [71][1500/3940] lr: 1.371e-02, eta: 1 day, 15:47:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 3.3337, loss: 3.3337 +2025-06-11 07:35:57,068 - pyskl - INFO - Epoch [71][1600/3940] lr: 1.370e-02, eta: 1 day, 15:46:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 3.2541, loss: 3.2541 +2025-06-11 07:36:42,530 - pyskl - INFO - Epoch [71][1700/3940] lr: 1.369e-02, eta: 1 day, 15:45:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9712, loss_cls: 3.3581, loss: 3.3581 +2025-06-11 07:37:28,042 - pyskl - INFO - Epoch [71][1800/3940] lr: 1.369e-02, eta: 1 day, 15:44:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 3.4276, loss: 3.4276 +2025-06-11 07:38:13,603 - pyskl - INFO - Epoch [71][1900/3940] lr: 1.368e-02, eta: 1 day, 15:44:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.1916, loss: 3.1916 +2025-06-11 07:38:59,115 - pyskl - INFO - Epoch [71][2000/3940] lr: 1.367e-02, eta: 1 day, 15:43:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 3.2853, loss: 3.2853 +2025-06-11 07:39:44,586 - pyskl - INFO - Epoch [71][2100/3940] lr: 1.367e-02, eta: 1 day, 15:42:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.3132, loss: 3.3132 +2025-06-11 07:40:30,100 - pyskl - INFO - Epoch [71][2200/3940] lr: 1.366e-02, eta: 1 day, 15:41:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9762, loss_cls: 3.2395, loss: 3.2395 +2025-06-11 07:41:15,682 - pyskl - INFO - Epoch [71][2300/3940] lr: 1.365e-02, eta: 1 day, 15:41:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 3.1295, loss: 3.1295 +2025-06-11 07:42:01,515 - pyskl - INFO - Epoch [71][2400/3940] lr: 1.365e-02, eta: 1 day, 15:40:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.2201, loss: 3.2201 +2025-06-11 07:42:47,314 - pyskl - INFO - Epoch [71][2500/3940] lr: 1.364e-02, eta: 1 day, 15:39:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 3.4153, loss: 3.4153 +2025-06-11 07:43:33,097 - pyskl - INFO - Epoch [71][2600/3940] lr: 1.363e-02, eta: 1 day, 15:38:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9669, loss_cls: 3.3274, loss: 3.3274 +2025-06-11 07:44:18,776 - pyskl - INFO - Epoch [71][2700/3940] lr: 1.363e-02, eta: 1 day, 15:38:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.4523, loss: 3.4523 +2025-06-11 07:45:04,421 - pyskl - INFO - Epoch [71][2800/3940] lr: 1.362e-02, eta: 1 day, 15:37:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 3.4144, loss: 3.4144 +2025-06-11 07:45:49,956 - pyskl - INFO - Epoch [71][2900/3940] lr: 1.361e-02, eta: 1 day, 15:36:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 3.3572, loss: 3.3572 +2025-06-11 07:46:35,649 - pyskl - INFO - Epoch [71][3000/3940] lr: 1.361e-02, eta: 1 day, 15:35:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9669, loss_cls: 3.4256, loss: 3.4256 +2025-06-11 07:47:21,161 - pyskl - INFO - Epoch [71][3100/3940] lr: 1.360e-02, eta: 1 day, 15:35:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 3.2989, loss: 3.2989 +2025-06-11 07:48:06,795 - pyskl - INFO - Epoch [71][3200/3940] lr: 1.360e-02, eta: 1 day, 15:34:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 3.2883, loss: 3.2883 +2025-06-11 07:48:52,284 - pyskl - INFO - Epoch [71][3300/3940] lr: 1.359e-02, eta: 1 day, 15:33:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9756, loss_cls: 3.1910, loss: 3.1910 +2025-06-11 07:49:37,765 - pyskl - INFO - Epoch [71][3400/3940] lr: 1.358e-02, eta: 1 day, 15:32:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 3.3505, loss: 3.3505 +2025-06-11 07:50:23,191 - pyskl - INFO - Epoch [71][3500/3940] lr: 1.358e-02, eta: 1 day, 15:31:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9694, loss_cls: 3.3209, loss: 3.3209 +2025-06-11 07:51:08,802 - pyskl - INFO - Epoch [71][3600/3940] lr: 1.357e-02, eta: 1 day, 15:31:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 3.2803, loss: 3.2803 +2025-06-11 07:51:54,575 - pyskl - INFO - Epoch [71][3700/3940] lr: 1.356e-02, eta: 1 day, 15:30:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 3.1998, loss: 3.1998 +2025-06-11 07:52:40,130 - pyskl - INFO - Epoch [71][3800/3940] lr: 1.356e-02, eta: 1 day, 15:29:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9663, loss_cls: 3.4463, loss: 3.4463 +2025-06-11 07:53:25,609 - pyskl - INFO - Epoch [71][3900/3940] lr: 1.355e-02, eta: 1 day, 15:28:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9712, loss_cls: 3.3527, loss: 3.3527 +2025-06-11 07:53:44,012 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-06-11 07:57:17,459 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 07:57:17,939 - pyskl - INFO - +top1_acc 0.7354 +top5_acc 0.9314 +2025-06-11 07:57:17,958 - pyskl - INFO - Epoch(val) [71][3183] top1_acc: 0.7354, top5_acc: 0.9314 +2025-06-11 07:58:26,865 - pyskl - INFO - Epoch [72][100/3940] lr: 1.354e-02, eta: 1 day, 15:27:58, time: 0.689, data_time: 0.234, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 3.4217, loss: 3.4217 +2025-06-11 07:59:12,368 - pyskl - INFO - Epoch [72][200/3940] lr: 1.353e-02, eta: 1 day, 15:27:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 3.2247, loss: 3.2247 +2025-06-11 07:59:57,902 - pyskl - INFO - Epoch [72][300/3940] lr: 1.353e-02, eta: 1 day, 15:26:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9738, loss_cls: 3.2616, loss: 3.2616 +2025-06-11 08:00:43,429 - pyskl - INFO - Epoch [72][400/3940] lr: 1.352e-02, eta: 1 day, 15:25:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 3.1754, loss: 3.1754 +2025-06-11 08:01:29,065 - pyskl - INFO - Epoch [72][500/3940] lr: 1.351e-02, eta: 1 day, 15:24:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 3.2346, loss: 3.2346 +2025-06-11 08:02:14,642 - pyskl - INFO - Epoch [72][600/3940] lr: 1.351e-02, eta: 1 day, 15:24:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 3.0806, loss: 3.0806 +2025-06-11 08:03:00,222 - pyskl - INFO - Epoch [72][700/3940] lr: 1.350e-02, eta: 1 day, 15:23:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 3.1486, loss: 3.1486 +2025-06-11 08:03:45,777 - pyskl - INFO - Epoch [72][800/3940] lr: 1.349e-02, eta: 1 day, 15:22:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.2567, loss: 3.2567 +2025-06-11 08:04:31,442 - pyskl - INFO - Epoch [72][900/3940] lr: 1.349e-02, eta: 1 day, 15:21:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 3.3224, loss: 3.3224 +2025-06-11 08:05:17,187 - pyskl - INFO - Epoch [72][1000/3940] lr: 1.348e-02, eta: 1 day, 15:21:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 3.2360, loss: 3.2360 +2025-06-11 08:06:02,678 - pyskl - INFO - Epoch [72][1100/3940] lr: 1.347e-02, eta: 1 day, 15:20:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9738, loss_cls: 3.2639, loss: 3.2639 +2025-06-11 08:06:48,207 - pyskl - INFO - Epoch [72][1200/3940] lr: 1.347e-02, eta: 1 day, 15:19:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.3221, loss: 3.3221 +2025-06-11 08:07:33,755 - pyskl - INFO - Epoch [72][1300/3940] lr: 1.346e-02, eta: 1 day, 15:18:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 3.0852, loss: 3.0852 +2025-06-11 08:08:19,362 - pyskl - INFO - Epoch [72][1400/3940] lr: 1.345e-02, eta: 1 day, 15:18:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 3.2743, loss: 3.2743 +2025-06-11 08:09:04,894 - pyskl - INFO - Epoch [72][1500/3940] lr: 1.345e-02, eta: 1 day, 15:17:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 3.2408, loss: 3.2408 +2025-06-11 08:09:50,460 - pyskl - INFO - Epoch [72][1600/3940] lr: 1.344e-02, eta: 1 day, 15:16:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 3.2522, loss: 3.2522 +2025-06-11 08:10:36,010 - pyskl - INFO - Epoch [72][1700/3940] lr: 1.343e-02, eta: 1 day, 15:15:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9663, loss_cls: 3.3185, loss: 3.3185 +2025-06-11 08:11:21,623 - pyskl - INFO - Epoch [72][1800/3940] lr: 1.343e-02, eta: 1 day, 15:15:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 3.3813, loss: 3.3813 +2025-06-11 08:12:07,174 - pyskl - INFO - Epoch [72][1900/3940] lr: 1.342e-02, eta: 1 day, 15:14:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9706, loss_cls: 3.2822, loss: 3.2822 +2025-06-11 08:12:52,747 - pyskl - INFO - Epoch [72][2000/3940] lr: 1.341e-02, eta: 1 day, 15:13:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.2892, loss: 3.2892 +2025-06-11 08:13:38,212 - pyskl - INFO - Epoch [72][2100/3940] lr: 1.341e-02, eta: 1 day, 15:12:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 3.1964, loss: 3.1964 +2025-06-11 08:14:23,831 - pyskl - INFO - Epoch [72][2200/3940] lr: 1.340e-02, eta: 1 day, 15:11:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 3.4541, loss: 3.4541 +2025-06-11 08:15:09,403 - pyskl - INFO - Epoch [72][2300/3940] lr: 1.339e-02, eta: 1 day, 15:11:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 3.3111, loss: 3.3111 +2025-06-11 08:15:55,062 - pyskl - INFO - Epoch [72][2400/3940] lr: 1.339e-02, eta: 1 day, 15:10:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9731, loss_cls: 3.3548, loss: 3.3548 +2025-06-11 08:16:41,008 - pyskl - INFO - Epoch [72][2500/3940] lr: 1.338e-02, eta: 1 day, 15:09:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 3.2472, loss: 3.2472 +2025-06-11 08:17:26,506 - pyskl - INFO - Epoch [72][2600/3940] lr: 1.337e-02, eta: 1 day, 15:08:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.3105, loss: 3.3105 +2025-06-11 08:18:12,002 - pyskl - INFO - Epoch [72][2700/3940] lr: 1.337e-02, eta: 1 day, 15:08:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 3.2504, loss: 3.2504 +2025-06-11 08:18:57,672 - pyskl - INFO - Epoch [72][2800/3940] lr: 1.336e-02, eta: 1 day, 15:07:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 3.3107, loss: 3.3107 +2025-06-11 08:19:43,313 - pyskl - INFO - Epoch [72][2900/3940] lr: 1.335e-02, eta: 1 day, 15:06:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 3.2436, loss: 3.2436 +2025-06-11 08:20:28,993 - pyskl - INFO - Epoch [72][3000/3940] lr: 1.335e-02, eta: 1 day, 15:05:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 3.2248, loss: 3.2248 +2025-06-11 08:21:14,670 - pyskl - INFO - Epoch [72][3100/3940] lr: 1.334e-02, eta: 1 day, 15:05:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.3359, loss: 3.3359 +2025-06-11 08:22:00,267 - pyskl - INFO - Epoch [72][3200/3940] lr: 1.333e-02, eta: 1 day, 15:04:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9769, loss_cls: 3.1366, loss: 3.1366 +2025-06-11 08:22:45,883 - pyskl - INFO - Epoch [72][3300/3940] lr: 1.333e-02, eta: 1 day, 15:03:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.1768, loss: 3.1768 +2025-06-11 08:23:31,486 - pyskl - INFO - Epoch [72][3400/3940] lr: 1.332e-02, eta: 1 day, 15:02:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9725, loss_cls: 3.3475, loss: 3.3475 +2025-06-11 08:24:17,098 - pyskl - INFO - Epoch [72][3500/3940] lr: 1.331e-02, eta: 1 day, 15:02:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9706, loss_cls: 3.3264, loss: 3.3264 +2025-06-11 08:25:02,720 - pyskl - INFO - Epoch [72][3600/3940] lr: 1.331e-02, eta: 1 day, 15:01:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 3.2930, loss: 3.2930 +2025-06-11 08:25:48,341 - pyskl - INFO - Epoch [72][3700/3940] lr: 1.330e-02, eta: 1 day, 15:00:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9744, loss_cls: 3.1803, loss: 3.1803 +2025-06-11 08:26:33,981 - pyskl - INFO - Epoch [72][3800/3940] lr: 1.329e-02, eta: 1 day, 14:59:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 3.2854, loss: 3.2854 +2025-06-11 08:27:19,596 - pyskl - INFO - Epoch [72][3900/3940] lr: 1.329e-02, eta: 1 day, 14:59:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 3.3330, loss: 3.3330 +2025-06-11 08:27:38,119 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-06-11 08:31:12,455 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 08:31:12,918 - pyskl - INFO - +top1_acc 0.7891 +top5_acc 0.9590 +2025-06-11 08:31:12,935 - pyskl - INFO - Epoch(val) [72][3183] top1_acc: 0.7891, top5_acc: 0.9590 +2025-06-11 08:32:22,125 - pyskl - INFO - Epoch [73][100/3940] lr: 1.328e-02, eta: 1 day, 14:58:02, time: 0.692, data_time: 0.236, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 3.3097, loss: 3.3097 +2025-06-11 08:33:07,595 - pyskl - INFO - Epoch [73][200/3940] lr: 1.327e-02, eta: 1 day, 14:57:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9869, loss_cls: 3.2131, loss: 3.2131 +2025-06-11 08:33:53,088 - pyskl - INFO - Epoch [73][300/3940] lr: 1.327e-02, eta: 1 day, 14:56:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 3.1566, loss: 3.1566 +2025-06-11 08:34:38,727 - pyskl - INFO - Epoch [73][400/3940] lr: 1.326e-02, eta: 1 day, 14:55:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9725, loss_cls: 3.2824, loss: 3.2824 +2025-06-11 08:35:24,510 - pyskl - INFO - Epoch [73][500/3940] lr: 1.325e-02, eta: 1 day, 14:54:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 3.2801, loss: 3.2801 +2025-06-11 08:36:10,079 - pyskl - INFO - Epoch [73][600/3940] lr: 1.325e-02, eta: 1 day, 14:54:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9700, loss_cls: 3.2356, loss: 3.2356 +2025-06-11 08:36:55,617 - pyskl - INFO - Epoch [73][700/3940] lr: 1.324e-02, eta: 1 day, 14:53:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 3.1825, loss: 3.1825 +2025-06-11 08:37:41,037 - pyskl - INFO - Epoch [73][800/3940] lr: 1.323e-02, eta: 1 day, 14:52:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 3.3451, loss: 3.3451 +2025-06-11 08:38:26,718 - pyskl - INFO - Epoch [73][900/3940] lr: 1.323e-02, eta: 1 day, 14:51:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 3.2839, loss: 3.2839 +2025-06-11 08:39:12,242 - pyskl - INFO - Epoch [73][1000/3940] lr: 1.322e-02, eta: 1 day, 14:51:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 3.2046, loss: 3.2046 +2025-06-11 08:39:57,599 - pyskl - INFO - Epoch [73][1100/3940] lr: 1.321e-02, eta: 1 day, 14:50:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 3.2017, loss: 3.2017 +2025-06-11 08:40:42,900 - pyskl - INFO - Epoch [73][1200/3940] lr: 1.321e-02, eta: 1 day, 14:49:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.3155, loss: 3.3155 +2025-06-11 08:41:28,284 - pyskl - INFO - Epoch [73][1300/3940] lr: 1.320e-02, eta: 1 day, 14:48:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9712, loss_cls: 3.2918, loss: 3.2918 +2025-06-11 08:42:13,804 - pyskl - INFO - Epoch [73][1400/3940] lr: 1.319e-02, eta: 1 day, 14:48:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 3.1469, loss: 3.1469 +2025-06-11 08:42:59,495 - pyskl - INFO - Epoch [73][1500/3940] lr: 1.319e-02, eta: 1 day, 14:47:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 3.1827, loss: 3.1827 +2025-06-11 08:43:44,978 - pyskl - INFO - Epoch [73][1600/3940] lr: 1.318e-02, eta: 1 day, 14:46:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 3.2012, loss: 3.2012 +2025-06-11 08:44:30,311 - pyskl - INFO - Epoch [73][1700/3940] lr: 1.317e-02, eta: 1 day, 14:45:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 3.1220, loss: 3.1220 +2025-06-11 08:45:15,819 - pyskl - INFO - Epoch [73][1800/3940] lr: 1.317e-02, eta: 1 day, 14:45:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9669, loss_cls: 3.3164, loss: 3.3164 +2025-06-11 08:46:01,535 - pyskl - INFO - Epoch [73][1900/3940] lr: 1.316e-02, eta: 1 day, 14:44:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 3.3634, loss: 3.3634 +2025-06-11 08:46:46,816 - pyskl - INFO - Epoch [73][2000/3940] lr: 1.315e-02, eta: 1 day, 14:43:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9769, loss_cls: 3.0776, loss: 3.0776 +2025-06-11 08:47:32,331 - pyskl - INFO - Epoch [73][2100/3940] lr: 1.315e-02, eta: 1 day, 14:42:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.3470, loss: 3.3470 +2025-06-11 08:48:17,705 - pyskl - INFO - Epoch [73][2200/3940] lr: 1.314e-02, eta: 1 day, 14:41:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 3.2762, loss: 3.2762 +2025-06-11 08:49:03,508 - pyskl - INFO - Epoch [73][2300/3940] lr: 1.313e-02, eta: 1 day, 14:41:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 3.2059, loss: 3.2059 +2025-06-11 08:49:48,948 - pyskl - INFO - Epoch [73][2400/3940] lr: 1.313e-02, eta: 1 day, 14:40:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9731, loss_cls: 3.2640, loss: 3.2640 +2025-06-11 08:50:34,240 - pyskl - INFO - Epoch [73][2500/3940] lr: 1.312e-02, eta: 1 day, 14:39:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 3.3238, loss: 3.3238 +2025-06-11 08:51:19,633 - pyskl - INFO - Epoch [73][2600/3940] lr: 1.311e-02, eta: 1 day, 14:38:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 3.4742, loss: 3.4742 +2025-06-11 08:52:05,074 - pyskl - INFO - Epoch [73][2700/3940] lr: 1.311e-02, eta: 1 day, 14:38:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 3.1933, loss: 3.1933 +2025-06-11 08:52:50,505 - pyskl - INFO - Epoch [73][2800/3940] lr: 1.310e-02, eta: 1 day, 14:37:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.3818, loss: 3.3818 +2025-06-11 08:53:35,957 - pyskl - INFO - Epoch [73][2900/3940] lr: 1.309e-02, eta: 1 day, 14:36:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 3.2537, loss: 3.2537 +2025-06-11 08:54:21,449 - pyskl - INFO - Epoch [73][3000/3940] lr: 1.309e-02, eta: 1 day, 14:35:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 3.2055, loss: 3.2055 +2025-06-11 08:55:06,857 - pyskl - INFO - Epoch [73][3100/3940] lr: 1.308e-02, eta: 1 day, 14:35:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 3.2279, loss: 3.2279 +2025-06-11 08:55:52,245 - pyskl - INFO - Epoch [73][3200/3940] lr: 1.307e-02, eta: 1 day, 14:34:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 3.1555, loss: 3.1555 +2025-06-11 08:56:37,629 - pyskl - INFO - Epoch [73][3300/3940] lr: 1.307e-02, eta: 1 day, 14:33:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 3.2963, loss: 3.2963 +2025-06-11 08:57:22,991 - pyskl - INFO - Epoch [73][3400/3940] lr: 1.306e-02, eta: 1 day, 14:32:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 3.1300, loss: 3.1300 +2025-06-11 08:58:08,320 - pyskl - INFO - Epoch [73][3500/3940] lr: 1.305e-02, eta: 1 day, 14:32:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9694, loss_cls: 3.2534, loss: 3.2534 +2025-06-11 08:58:53,701 - pyskl - INFO - Epoch [73][3600/3940] lr: 1.305e-02, eta: 1 day, 14:31:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.2841, loss: 3.2841 +2025-06-11 08:59:39,104 - pyskl - INFO - Epoch [73][3700/3940] lr: 1.304e-02, eta: 1 day, 14:30:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 3.3305, loss: 3.3305 +2025-06-11 09:00:24,455 - pyskl - INFO - Epoch [73][3800/3940] lr: 1.303e-02, eta: 1 day, 14:29:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 3.2316, loss: 3.2316 +2025-06-11 09:01:09,775 - pyskl - INFO - Epoch [73][3900/3940] lr: 1.303e-02, eta: 1 day, 14:28:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 3.1897, loss: 3.1897 +2025-06-11 09:01:28,177 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-06-11 09:05:03,693 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 09:05:04,150 - pyskl - INFO - +top1_acc 0.7937 +top5_acc 0.9606 +2025-06-11 09:05:04,205 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_70.pth was removed +2025-06-11 09:05:05,167 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_73.pth. +2025-06-11 09:05:05,169 - pyskl - INFO - Best top1_acc is 0.7937 at 73 epoch. +2025-06-11 09:05:05,186 - pyskl - INFO - Epoch(val) [73][3183] top1_acc: 0.7937, top5_acc: 0.9606 +2025-06-11 09:06:14,897 - pyskl - INFO - Epoch [74][100/3940] lr: 1.302e-02, eta: 1 day, 14:28:01, time: 0.697, data_time: 0.239, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 3.0310, loss: 3.0310 +2025-06-11 09:07:00,459 - pyskl - INFO - Epoch [74][200/3940] lr: 1.301e-02, eta: 1 day, 14:27:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9700, loss_cls: 3.3188, loss: 3.3188 +2025-06-11 09:07:46,370 - pyskl - INFO - Epoch [74][300/3940] lr: 1.300e-02, eta: 1 day, 14:26:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 3.2367, loss: 3.2367 +2025-06-11 09:08:32,259 - pyskl - INFO - Epoch [74][400/3940] lr: 1.300e-02, eta: 1 day, 14:25:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9738, loss_cls: 3.2975, loss: 3.2975 +2025-06-11 09:09:18,448 - pyskl - INFO - Epoch [74][500/3940] lr: 1.299e-02, eta: 1 day, 14:24:59, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 3.0535, loss: 3.0535 +2025-06-11 09:10:04,437 - pyskl - INFO - Epoch [74][600/3940] lr: 1.298e-02, eta: 1 day, 14:24:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 3.2261, loss: 3.2261 +2025-06-11 09:10:50,092 - pyskl - INFO - Epoch [74][700/3940] lr: 1.298e-02, eta: 1 day, 14:23:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 3.3118, loss: 3.3118 +2025-06-11 09:11:35,664 - pyskl - INFO - Epoch [74][800/3940] lr: 1.297e-02, eta: 1 day, 14:22:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 3.1716, loss: 3.1716 +2025-06-11 09:12:21,189 - pyskl - INFO - Epoch [74][900/3940] lr: 1.296e-02, eta: 1 day, 14:21:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 3.3036, loss: 3.3036 +2025-06-11 09:13:06,756 - pyskl - INFO - Epoch [74][1000/3940] lr: 1.296e-02, eta: 1 day, 14:21:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 3.2055, loss: 3.2055 +2025-06-11 09:13:52,310 - pyskl - INFO - Epoch [74][1100/3940] lr: 1.295e-02, eta: 1 day, 14:20:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 3.0763, loss: 3.0763 +2025-06-11 09:14:37,828 - pyskl - INFO - Epoch [74][1200/3940] lr: 1.294e-02, eta: 1 day, 14:19:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 3.2129, loss: 3.2129 +2025-06-11 09:15:23,389 - pyskl - INFO - Epoch [74][1300/3940] lr: 1.294e-02, eta: 1 day, 14:18:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9725, loss_cls: 3.2729, loss: 3.2729 +2025-06-11 09:16:08,922 - pyskl - INFO - Epoch [74][1400/3940] lr: 1.293e-02, eta: 1 day, 14:18:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 3.1175, loss: 3.1175 +2025-06-11 09:16:54,494 - pyskl - INFO - Epoch [74][1500/3940] lr: 1.292e-02, eta: 1 day, 14:17:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9756, loss_cls: 3.1342, loss: 3.1342 +2025-06-11 09:17:40,213 - pyskl - INFO - Epoch [74][1600/3940] lr: 1.292e-02, eta: 1 day, 14:16:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 3.1588, loss: 3.1588 +2025-06-11 09:18:25,951 - pyskl - INFO - Epoch [74][1700/3940] lr: 1.291e-02, eta: 1 day, 14:15:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9781, loss_cls: 3.2127, loss: 3.2127 +2025-06-11 09:19:11,958 - pyskl - INFO - Epoch [74][1800/3940] lr: 1.290e-02, eta: 1 day, 14:15:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9719, loss_cls: 3.2091, loss: 3.2091 +2025-06-11 09:19:57,584 - pyskl - INFO - Epoch [74][1900/3940] lr: 1.290e-02, eta: 1 day, 14:14:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 3.2354, loss: 3.2354 +2025-06-11 09:20:43,161 - pyskl - INFO - Epoch [74][2000/3940] lr: 1.289e-02, eta: 1 day, 14:13:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.1978, loss: 3.1978 +2025-06-11 09:21:28,725 - pyskl - INFO - Epoch [74][2100/3940] lr: 1.288e-02, eta: 1 day, 14:12:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 3.1458, loss: 3.1458 +2025-06-11 09:22:14,257 - pyskl - INFO - Epoch [74][2200/3940] lr: 1.288e-02, eta: 1 day, 14:12:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 3.2452, loss: 3.2452 +2025-06-11 09:22:59,794 - pyskl - INFO - Epoch [74][2300/3940] lr: 1.287e-02, eta: 1 day, 14:11:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 3.1915, loss: 3.1915 +2025-06-11 09:23:45,371 - pyskl - INFO - Epoch [74][2400/3940] lr: 1.286e-02, eta: 1 day, 14:10:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9725, loss_cls: 3.1970, loss: 3.1970 +2025-06-11 09:24:30,968 - pyskl - INFO - Epoch [74][2500/3940] lr: 1.286e-02, eta: 1 day, 14:09:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 3.1546, loss: 3.1546 +2025-06-11 09:25:16,520 - pyskl - INFO - Epoch [74][2600/3940] lr: 1.285e-02, eta: 1 day, 14:08:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 3.1744, loss: 3.1744 +2025-06-11 09:26:02,147 - pyskl - INFO - Epoch [74][2700/3940] lr: 1.284e-02, eta: 1 day, 14:08:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 3.1532, loss: 3.1532 +2025-06-11 09:26:47,811 - pyskl - INFO - Epoch [74][2800/3940] lr: 1.284e-02, eta: 1 day, 14:07:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 3.1317, loss: 3.1317 +2025-06-11 09:27:33,408 - pyskl - INFO - Epoch [74][2900/3940] lr: 1.283e-02, eta: 1 day, 14:06:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 3.3231, loss: 3.3231 +2025-06-11 09:28:18,990 - pyskl - INFO - Epoch [74][3000/3940] lr: 1.282e-02, eta: 1 day, 14:05:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9712, loss_cls: 3.2113, loss: 3.2113 +2025-06-11 09:29:04,559 - pyskl - INFO - Epoch [74][3100/3940] lr: 1.282e-02, eta: 1 day, 14:05:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9738, loss_cls: 3.3050, loss: 3.3050 +2025-06-11 09:29:50,159 - pyskl - INFO - Epoch [74][3200/3940] lr: 1.281e-02, eta: 1 day, 14:04:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 3.2473, loss: 3.2473 +2025-06-11 09:30:35,722 - pyskl - INFO - Epoch [74][3300/3940] lr: 1.280e-02, eta: 1 day, 14:03:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9563, loss_cls: 3.4730, loss: 3.4730 +2025-06-11 09:31:21,279 - pyskl - INFO - Epoch [74][3400/3940] lr: 1.280e-02, eta: 1 day, 14:02:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9725, loss_cls: 3.2404, loss: 3.2404 +2025-06-11 09:32:06,832 - pyskl - INFO - Epoch [74][3500/3940] lr: 1.279e-02, eta: 1 day, 14:02:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9762, loss_cls: 3.2607, loss: 3.2607 +2025-06-11 09:32:52,452 - pyskl - INFO - Epoch [74][3600/3940] lr: 1.278e-02, eta: 1 day, 14:01:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 3.1550, loss: 3.1550 +2025-06-11 09:33:37,985 - pyskl - INFO - Epoch [74][3700/3940] lr: 1.278e-02, eta: 1 day, 14:00:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 3.3193, loss: 3.3193 +2025-06-11 09:34:23,522 - pyskl - INFO - Epoch [74][3800/3940] lr: 1.277e-02, eta: 1 day, 13:59:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 3.3530, loss: 3.3530 +2025-06-11 09:35:09,154 - pyskl - INFO - Epoch [74][3900/3940] lr: 1.276e-02, eta: 1 day, 13:59:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9694, loss_cls: 3.2852, loss: 3.2852 +2025-06-11 09:35:27,651 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-06-11 09:39:03,166 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 09:39:03,701 - pyskl - INFO - +top1_acc 0.7970 +top5_acc 0.9651 +2025-06-11 09:39:03,757 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_73.pth was removed +2025-06-11 09:39:04,788 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_74.pth. +2025-06-11 09:39:04,790 - pyskl - INFO - Best top1_acc is 0.7970 at 74 epoch. +2025-06-11 09:39:04,809 - pyskl - INFO - Epoch(val) [74][3183] top1_acc: 0.7970, top5_acc: 0.9651 +2025-06-11 09:40:13,978 - pyskl - INFO - Epoch [75][100/3940] lr: 1.276e-02, eta: 1 day, 13:58:06, time: 0.692, data_time: 0.236, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 3.0815, loss: 3.0815 +2025-06-11 09:40:59,585 - pyskl - INFO - Epoch [75][200/3940] lr: 1.275e-02, eta: 1 day, 13:57:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9769, loss_cls: 3.1195, loss: 3.1195 +2025-06-11 09:41:45,131 - pyskl - INFO - Epoch [75][300/3940] lr: 1.274e-02, eta: 1 day, 13:56:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 3.0083, loss: 3.0083 +2025-06-11 09:42:30,801 - pyskl - INFO - Epoch [75][400/3940] lr: 1.274e-02, eta: 1 day, 13:55:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 3.2063, loss: 3.2063 +2025-06-11 09:43:16,443 - pyskl - INFO - Epoch [75][500/3940] lr: 1.273e-02, eta: 1 day, 13:55:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9731, loss_cls: 3.2012, loss: 3.2012 +2025-06-11 09:44:01,960 - pyskl - INFO - Epoch [75][600/3940] lr: 1.272e-02, eta: 1 day, 13:54:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9731, loss_cls: 3.2015, loss: 3.2015 +2025-06-11 09:44:47,495 - pyskl - INFO - Epoch [75][700/3940] lr: 1.272e-02, eta: 1 day, 13:53:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9756, loss_cls: 3.1915, loss: 3.1915 +2025-06-11 09:45:33,063 - pyskl - INFO - Epoch [75][800/3940] lr: 1.271e-02, eta: 1 day, 13:52:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 3.1674, loss: 3.1674 +2025-06-11 09:46:18,682 - pyskl - INFO - Epoch [75][900/3940] lr: 1.270e-02, eta: 1 day, 13:52:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 3.1184, loss: 3.1184 +2025-06-11 09:47:04,183 - pyskl - INFO - Epoch [75][1000/3940] lr: 1.270e-02, eta: 1 day, 13:51:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 3.1728, loss: 3.1728 +2025-06-11 09:47:49,742 - pyskl - INFO - Epoch [75][1100/3940] lr: 1.269e-02, eta: 1 day, 13:50:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 3.2228, loss: 3.2228 +2025-06-11 09:48:35,225 - pyskl - INFO - Epoch [75][1200/3940] lr: 1.268e-02, eta: 1 day, 13:49:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9738, loss_cls: 3.2782, loss: 3.2782 +2025-06-11 09:49:20,745 - pyskl - INFO - Epoch [75][1300/3940] lr: 1.268e-02, eta: 1 day, 13:48:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9731, loss_cls: 3.2377, loss: 3.2377 +2025-06-11 09:50:06,234 - pyskl - INFO - Epoch [75][1400/3940] lr: 1.267e-02, eta: 1 day, 13:48:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 3.1723, loss: 3.1723 +2025-06-11 09:50:51,685 - pyskl - INFO - Epoch [75][1500/3940] lr: 1.266e-02, eta: 1 day, 13:47:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.1656, loss: 3.1656 +2025-06-11 09:51:37,219 - pyskl - INFO - Epoch [75][1600/3940] lr: 1.266e-02, eta: 1 day, 13:46:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9750, loss_cls: 3.2295, loss: 3.2295 +2025-06-11 09:52:22,853 - pyskl - INFO - Epoch [75][1700/3940] lr: 1.265e-02, eta: 1 day, 13:45:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.2499, loss: 3.2499 +2025-06-11 09:53:08,569 - pyskl - INFO - Epoch [75][1800/3940] lr: 1.264e-02, eta: 1 day, 13:45:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.2821, loss: 3.2821 +2025-06-11 09:53:54,169 - pyskl - INFO - Epoch [75][1900/3940] lr: 1.264e-02, eta: 1 day, 13:44:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 3.2074, loss: 3.2074 +2025-06-11 09:54:39,841 - pyskl - INFO - Epoch [75][2000/3940] lr: 1.263e-02, eta: 1 day, 13:43:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 3.1457, loss: 3.1457 +2025-06-11 09:55:25,439 - pyskl - INFO - Epoch [75][2100/3940] lr: 1.262e-02, eta: 1 day, 13:42:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.2400, loss: 3.2400 +2025-06-11 09:56:11,039 - pyskl - INFO - Epoch [75][2200/3940] lr: 1.262e-02, eta: 1 day, 13:42:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9712, loss_cls: 3.2230, loss: 3.2230 +2025-06-11 09:56:56,585 - pyskl - INFO - Epoch [75][2300/3940] lr: 1.261e-02, eta: 1 day, 13:41:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9700, loss_cls: 3.2210, loss: 3.2210 +2025-06-11 09:57:42,117 - pyskl - INFO - Epoch [75][2400/3940] lr: 1.260e-02, eta: 1 day, 13:40:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 3.2166, loss: 3.2166 +2025-06-11 09:58:27,742 - pyskl - INFO - Epoch [75][2500/3940] lr: 1.260e-02, eta: 1 day, 13:39:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 3.1736, loss: 3.1736 +2025-06-11 09:59:13,312 - pyskl - INFO - Epoch [75][2600/3940] lr: 1.259e-02, eta: 1 day, 13:39:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 3.3403, loss: 3.3403 +2025-06-11 09:59:58,893 - pyskl - INFO - Epoch [75][2700/3940] lr: 1.258e-02, eta: 1 day, 13:38:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 3.0923, loss: 3.0923 +2025-06-11 10:00:44,490 - pyskl - INFO - Epoch [75][2800/3940] lr: 1.258e-02, eta: 1 day, 13:37:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 3.1632, loss: 3.1632 +2025-06-11 10:01:30,066 - pyskl - INFO - Epoch [75][2900/3940] lr: 1.257e-02, eta: 1 day, 13:36:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9681, loss_cls: 3.2311, loss: 3.2311 +2025-06-11 10:02:15,682 - pyskl - INFO - Epoch [75][3000/3940] lr: 1.256e-02, eta: 1 day, 13:35:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 3.2210, loss: 3.2210 +2025-06-11 10:03:01,175 - pyskl - INFO - Epoch [75][3100/3940] lr: 1.256e-02, eta: 1 day, 13:35:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9700, loss_cls: 3.2307, loss: 3.2307 +2025-06-11 10:03:46,760 - pyskl - INFO - Epoch [75][3200/3940] lr: 1.255e-02, eta: 1 day, 13:34:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9744, loss_cls: 3.2994, loss: 3.2994 +2025-06-11 10:04:32,350 - pyskl - INFO - Epoch [75][3300/3940] lr: 1.254e-02, eta: 1 day, 13:33:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9831, loss_cls: 3.2456, loss: 3.2456 +2025-06-11 10:05:17,926 - pyskl - INFO - Epoch [75][3400/3940] lr: 1.254e-02, eta: 1 day, 13:32:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.2091, loss: 3.2091 +2025-06-11 10:06:03,483 - pyskl - INFO - Epoch [75][3500/3940] lr: 1.253e-02, eta: 1 day, 13:32:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 3.2583, loss: 3.2583 +2025-06-11 10:06:49,065 - pyskl - INFO - Epoch [75][3600/3940] lr: 1.252e-02, eta: 1 day, 13:31:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 3.2367, loss: 3.2367 +2025-06-11 10:07:34,618 - pyskl - INFO - Epoch [75][3700/3940] lr: 1.252e-02, eta: 1 day, 13:30:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9694, loss_cls: 3.3121, loss: 3.3121 +2025-06-11 10:08:20,200 - pyskl - INFO - Epoch [75][3800/3940] lr: 1.251e-02, eta: 1 day, 13:29:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 3.1888, loss: 3.1888 +2025-06-11 10:09:05,882 - pyskl - INFO - Epoch [75][3900/3940] lr: 1.250e-02, eta: 1 day, 13:29:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 3.2309, loss: 3.2309 +2025-06-11 10:09:24,426 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-06-11 10:28:52,328 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 10:28:52,816 - pyskl - INFO - +top1_acc 0.7897 +top5_acc 0.9608 +2025-06-11 10:28:52,834 - pyskl - INFO - Epoch(val) [75][3183] top1_acc: 0.7897, top5_acc: 0.9608 +2025-06-11 10:30:02,294 - pyskl - INFO - Epoch [76][100/3940] lr: 1.249e-02, eta: 1 day, 13:28:09, time: 0.695, data_time: 0.239, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9781, loss_cls: 3.1757, loss: 3.1757 +2025-06-11 10:30:47,757 - pyskl - INFO - Epoch [76][200/3940] lr: 1.249e-02, eta: 1 day, 13:27:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 3.1215, loss: 3.1215 +2025-06-11 10:31:33,186 - pyskl - INFO - Epoch [76][300/3940] lr: 1.248e-02, eta: 1 day, 13:26:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.1371, loss: 3.1371 +2025-06-11 10:32:18,571 - pyskl - INFO - Epoch [76][400/3940] lr: 1.247e-02, eta: 1 day, 13:25:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9725, loss_cls: 3.2127, loss: 3.2127 +2025-06-11 10:33:03,957 - pyskl - INFO - Epoch [76][500/3940] lr: 1.247e-02, eta: 1 day, 13:25:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 3.1257, loss: 3.1257 +2025-06-11 10:33:49,301 - pyskl - INFO - Epoch [76][600/3940] lr: 1.246e-02, eta: 1 day, 13:24:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 3.0024, loss: 3.0024 +2025-06-11 10:34:34,746 - pyskl - INFO - Epoch [76][700/3940] lr: 1.245e-02, eta: 1 day, 13:23:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 3.1020, loss: 3.1020 +2025-06-11 10:35:20,141 - pyskl - INFO - Epoch [76][800/3940] lr: 1.245e-02, eta: 1 day, 13:22:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 3.0880, loss: 3.0880 +2025-06-11 10:36:05,467 - pyskl - INFO - Epoch [76][900/3940] lr: 1.244e-02, eta: 1 day, 13:22:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 3.0094, loss: 3.0094 +2025-06-11 10:36:50,825 - pyskl - INFO - Epoch [76][1000/3940] lr: 1.243e-02, eta: 1 day, 13:21:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9731, loss_cls: 3.2659, loss: 3.2659 +2025-06-11 10:37:36,281 - pyskl - INFO - Epoch [76][1100/3940] lr: 1.243e-02, eta: 1 day, 13:20:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 3.0693, loss: 3.0693 +2025-06-11 10:38:21,729 - pyskl - INFO - Epoch [76][1200/3940] lr: 1.242e-02, eta: 1 day, 13:19:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 3.0722, loss: 3.0722 +2025-06-11 10:39:07,103 - pyskl - INFO - Epoch [76][1300/3940] lr: 1.241e-02, eta: 1 day, 13:18:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 3.1631, loss: 3.1631 +2025-06-11 10:39:52,529 - pyskl - INFO - Epoch [76][1400/3940] lr: 1.241e-02, eta: 1 day, 13:18:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 3.2507, loss: 3.2507 +2025-06-11 10:40:37,960 - pyskl - INFO - Epoch [76][1500/3940] lr: 1.240e-02, eta: 1 day, 13:17:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.1939, loss: 3.1939 +2025-06-11 10:41:23,338 - pyskl - INFO - Epoch [76][1600/3940] lr: 1.239e-02, eta: 1 day, 13:16:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9700, loss_cls: 3.2964, loss: 3.2964 +2025-06-11 10:42:08,867 - pyskl - INFO - Epoch [76][1700/3940] lr: 1.239e-02, eta: 1 day, 13:15:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 3.1298, loss: 3.1298 +2025-06-11 10:42:54,428 - pyskl - INFO - Epoch [76][1800/3940] lr: 1.238e-02, eta: 1 day, 13:15:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 3.1790, loss: 3.1790 +2025-06-11 10:43:39,943 - pyskl - INFO - Epoch [76][1900/3940] lr: 1.237e-02, eta: 1 day, 13:14:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 3.2467, loss: 3.2467 +2025-06-11 10:44:25,409 - pyskl - INFO - Epoch [76][2000/3940] lr: 1.237e-02, eta: 1 day, 13:13:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 3.2059, loss: 3.2059 +2025-06-11 10:45:10,933 - pyskl - INFO - Epoch [76][2100/3940] lr: 1.236e-02, eta: 1 day, 13:12:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9681, loss_cls: 3.3797, loss: 3.3797 +2025-06-11 10:45:56,501 - pyskl - INFO - Epoch [76][2200/3940] lr: 1.235e-02, eta: 1 day, 13:12:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9731, loss_cls: 3.0948, loss: 3.0948 +2025-06-11 10:46:41,844 - pyskl - INFO - Epoch [76][2300/3940] lr: 1.235e-02, eta: 1 day, 13:11:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9706, loss_cls: 3.2561, loss: 3.2561 +2025-06-11 10:47:27,262 - pyskl - INFO - Epoch [76][2400/3940] lr: 1.234e-02, eta: 1 day, 13:10:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9738, loss_cls: 3.1114, loss: 3.1114 +2025-06-11 10:48:12,599 - pyskl - INFO - Epoch [76][2500/3940] lr: 1.233e-02, eta: 1 day, 13:09:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.2565, loss: 3.2565 +2025-06-11 10:48:58,219 - pyskl - INFO - Epoch [76][2600/3940] lr: 1.233e-02, eta: 1 day, 13:09:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 3.1895, loss: 3.1895 +2025-06-11 10:49:43,772 - pyskl - INFO - Epoch [76][2700/3940] lr: 1.232e-02, eta: 1 day, 13:08:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 3.2725, loss: 3.2725 +2025-06-11 10:50:29,253 - pyskl - INFO - Epoch [76][2800/3940] lr: 1.231e-02, eta: 1 day, 13:07:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9700, loss_cls: 3.1867, loss: 3.1867 +2025-06-11 10:51:14,790 - pyskl - INFO - Epoch [76][2900/3940] lr: 1.231e-02, eta: 1 day, 13:06:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 3.2300, loss: 3.2300 +2025-06-11 10:52:00,310 - pyskl - INFO - Epoch [76][3000/3940] lr: 1.230e-02, eta: 1 day, 13:05:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 3.1841, loss: 3.1841 +2025-06-11 10:52:45,703 - pyskl - INFO - Epoch [76][3100/3940] lr: 1.229e-02, eta: 1 day, 13:05:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 3.1668, loss: 3.1668 +2025-06-11 10:53:30,998 - pyskl - INFO - Epoch [76][3200/3940] lr: 1.229e-02, eta: 1 day, 13:04:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9719, loss_cls: 3.2385, loss: 3.2385 +2025-06-11 10:54:16,311 - pyskl - INFO - Epoch [76][3300/3940] lr: 1.228e-02, eta: 1 day, 13:03:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 3.2358, loss: 3.2358 +2025-06-11 10:55:01,719 - pyskl - INFO - Epoch [76][3400/3940] lr: 1.227e-02, eta: 1 day, 13:02:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9681, loss_cls: 3.3704, loss: 3.3704 +2025-06-11 10:55:47,144 - pyskl - INFO - Epoch [76][3500/3940] lr: 1.227e-02, eta: 1 day, 13:02:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.2975, loss: 3.2975 +2025-06-11 10:56:32,648 - pyskl - INFO - Epoch [76][3600/3940] lr: 1.226e-02, eta: 1 day, 13:01:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 3.2651, loss: 3.2651 +2025-06-11 10:57:18,114 - pyskl - INFO - Epoch [76][3700/3940] lr: 1.225e-02, eta: 1 day, 13:00:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9712, loss_cls: 3.2616, loss: 3.2616 +2025-06-11 10:58:03,690 - pyskl - INFO - Epoch [76][3800/3940] lr: 1.225e-02, eta: 1 day, 12:59:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9775, loss_cls: 3.1080, loss: 3.1080 +2025-06-11 10:58:49,205 - pyskl - INFO - Epoch [76][3900/3940] lr: 1.224e-02, eta: 1 day, 12:59:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 3.0784, loss: 3.0784 +2025-06-11 10:59:07,715 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-06-11 11:02:43,379 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 11:02:43,848 - pyskl - INFO - +top1_acc 0.7611 +top5_acc 0.9513 +2025-06-11 11:02:43,867 - pyskl - INFO - Epoch(val) [76][3183] top1_acc: 0.7611, top5_acc: 0.9513 +2025-06-11 11:03:53,864 - pyskl - INFO - Epoch [77][100/3940] lr: 1.223e-02, eta: 1 day, 12:58:08, time: 0.700, data_time: 0.244, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 3.0558, loss: 3.0558 +2025-06-11 11:04:39,315 - pyskl - INFO - Epoch [77][200/3940] lr: 1.222e-02, eta: 1 day, 12:57:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 3.1127, loss: 3.1127 +2025-06-11 11:05:24,735 - pyskl - INFO - Epoch [77][300/3940] lr: 1.222e-02, eta: 1 day, 12:56:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 3.1266, loss: 3.1266 +2025-06-11 11:06:10,147 - pyskl - INFO - Epoch [77][400/3940] lr: 1.221e-02, eta: 1 day, 12:55:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 3.0258, loss: 3.0258 +2025-06-11 11:06:55,521 - pyskl - INFO - Epoch [77][500/3940] lr: 1.221e-02, eta: 1 day, 12:55:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9738, loss_cls: 3.2219, loss: 3.2219 +2025-06-11 11:07:40,914 - pyskl - INFO - Epoch [77][600/3940] lr: 1.220e-02, eta: 1 day, 12:54:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9738, loss_cls: 3.1614, loss: 3.1614 +2025-06-11 11:08:26,325 - pyskl - INFO - Epoch [77][700/3940] lr: 1.219e-02, eta: 1 day, 12:53:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 3.2231, loss: 3.2231 +2025-06-11 11:09:11,812 - pyskl - INFO - Epoch [77][800/3940] lr: 1.219e-02, eta: 1 day, 12:52:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 3.2160, loss: 3.2160 +2025-06-11 11:09:57,165 - pyskl - INFO - Epoch [77][900/3940] lr: 1.218e-02, eta: 1 day, 12:52:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 3.0971, loss: 3.0971 +2025-06-11 11:10:42,566 - pyskl - INFO - Epoch [77][1000/3940] lr: 1.217e-02, eta: 1 day, 12:51:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 3.1412, loss: 3.1412 +2025-06-11 11:11:27,984 - pyskl - INFO - Epoch [77][1100/3940] lr: 1.217e-02, eta: 1 day, 12:50:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 3.0997, loss: 3.0997 +2025-06-11 11:12:13,437 - pyskl - INFO - Epoch [77][1200/3940] lr: 1.216e-02, eta: 1 day, 12:49:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9762, loss_cls: 3.2025, loss: 3.2025 +2025-06-11 11:12:58,853 - pyskl - INFO - Epoch [77][1300/3940] lr: 1.215e-02, eta: 1 day, 12:48:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 3.1038, loss: 3.1038 +2025-06-11 11:13:44,389 - pyskl - INFO - Epoch [77][1400/3940] lr: 1.215e-02, eta: 1 day, 12:48:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.1679, loss: 3.1679 +2025-06-11 11:14:29,882 - pyskl - INFO - Epoch [77][1500/3940] lr: 1.214e-02, eta: 1 day, 12:47:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 3.0980, loss: 3.0980 +2025-06-11 11:15:15,331 - pyskl - INFO - Epoch [77][1600/3940] lr: 1.213e-02, eta: 1 day, 12:46:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9894, loss_cls: 2.8893, loss: 2.8893 +2025-06-11 11:16:00,710 - pyskl - INFO - Epoch [77][1700/3940] lr: 1.213e-02, eta: 1 day, 12:45:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 3.0327, loss: 3.0327 +2025-06-11 11:16:46,180 - pyskl - INFO - Epoch [77][1800/3940] lr: 1.212e-02, eta: 1 day, 12:45:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9744, loss_cls: 3.1680, loss: 3.1680 +2025-06-11 11:17:31,572 - pyskl - INFO - Epoch [77][1900/3940] lr: 1.211e-02, eta: 1 day, 12:44:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9825, loss_cls: 3.1467, loss: 3.1467 +2025-06-11 11:18:16,951 - pyskl - INFO - Epoch [77][2000/3940] lr: 1.211e-02, eta: 1 day, 12:43:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9706, loss_cls: 3.2785, loss: 3.2785 +2025-06-11 11:19:02,338 - pyskl - INFO - Epoch [77][2100/3940] lr: 1.210e-02, eta: 1 day, 12:42:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9712, loss_cls: 3.3193, loss: 3.3193 +2025-06-11 11:19:47,783 - pyskl - INFO - Epoch [77][2200/3940] lr: 1.209e-02, eta: 1 day, 12:42:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 3.2519, loss: 3.2519 +2025-06-11 11:20:33,254 - pyskl - INFO - Epoch [77][2300/3940] lr: 1.209e-02, eta: 1 day, 12:41:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 3.0788, loss: 3.0788 +2025-06-11 11:21:19,045 - pyskl - INFO - Epoch [77][2400/3940] lr: 1.208e-02, eta: 1 day, 12:40:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 3.0926, loss: 3.0926 +2025-06-11 11:22:04,566 - pyskl - INFO - Epoch [77][2500/3940] lr: 1.207e-02, eta: 1 day, 12:39:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9712, loss_cls: 3.1576, loss: 3.1576 +2025-06-11 11:22:50,116 - pyskl - INFO - Epoch [77][2600/3940] lr: 1.207e-02, eta: 1 day, 12:39:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9769, loss_cls: 3.0417, loss: 3.0417 +2025-06-11 11:23:35,582 - pyskl - INFO - Epoch [77][2700/3940] lr: 1.206e-02, eta: 1 day, 12:38:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9725, loss_cls: 3.2733, loss: 3.2733 +2025-06-11 11:24:21,182 - pyskl - INFO - Epoch [77][2800/3940] lr: 1.205e-02, eta: 1 day, 12:37:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 3.1980, loss: 3.1980 +2025-06-11 11:25:06,598 - pyskl - INFO - Epoch [77][2900/3940] lr: 1.205e-02, eta: 1 day, 12:36:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.1755, loss: 3.1755 +2025-06-11 11:25:51,914 - pyskl - INFO - Epoch [77][3000/3940] lr: 1.204e-02, eta: 1 day, 12:35:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 3.0517, loss: 3.0517 +2025-06-11 11:26:37,192 - pyskl - INFO - Epoch [77][3100/3940] lr: 1.203e-02, eta: 1 day, 12:35:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 3.1106, loss: 3.1106 +2025-06-11 11:27:22,557 - pyskl - INFO - Epoch [77][3200/3940] lr: 1.203e-02, eta: 1 day, 12:34:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 3.1051, loss: 3.1051 +2025-06-11 11:28:07,829 - pyskl - INFO - Epoch [77][3300/3940] lr: 1.202e-02, eta: 1 day, 12:33:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 3.2017, loss: 3.2017 +2025-06-11 11:28:53,261 - pyskl - INFO - Epoch [77][3400/3940] lr: 1.201e-02, eta: 1 day, 12:32:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 3.1113, loss: 3.1113 +2025-06-11 11:29:38,594 - pyskl - INFO - Epoch [77][3500/3940] lr: 1.201e-02, eta: 1 day, 12:32:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 3.2785, loss: 3.2785 +2025-06-11 11:30:23,925 - pyskl - INFO - Epoch [77][3600/3940] lr: 1.200e-02, eta: 1 day, 12:31:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 3.1530, loss: 3.1530 +2025-06-11 11:31:09,218 - pyskl - INFO - Epoch [77][3700/3940] lr: 1.199e-02, eta: 1 day, 12:30:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 3.1483, loss: 3.1483 +2025-06-11 11:31:54,637 - pyskl - INFO - Epoch [77][3800/3940] lr: 1.199e-02, eta: 1 day, 12:29:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 3.0533, loss: 3.0533 +2025-06-11 11:32:40,037 - pyskl - INFO - Epoch [77][3900/3940] lr: 1.198e-02, eta: 1 day, 12:29:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 3.2099, loss: 3.2099 +2025-06-11 11:32:58,579 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-06-11 11:36:33,866 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 11:36:34,328 - pyskl - INFO - +top1_acc 0.8075 +top5_acc 0.9655 +2025-06-11 11:36:34,389 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_74.pth was removed +2025-06-11 11:36:35,506 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_77.pth. +2025-06-11 11:36:35,508 - pyskl - INFO - Best top1_acc is 0.8075 at 77 epoch. +2025-06-11 11:36:35,527 - pyskl - INFO - Epoch(val) [77][3183] top1_acc: 0.8075, top5_acc: 0.9655 +2025-06-11 11:37:44,744 - pyskl - INFO - Epoch [78][100/3940] lr: 1.197e-02, eta: 1 day, 12:28:05, time: 0.692, data_time: 0.238, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 3.0214, loss: 3.0214 +2025-06-11 11:38:30,065 - pyskl - INFO - Epoch [78][200/3940] lr: 1.196e-02, eta: 1 day, 12:27:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 2.9908, loss: 2.9908 +2025-06-11 11:39:15,440 - pyskl - INFO - Epoch [78][300/3940] lr: 1.196e-02, eta: 1 day, 12:26:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 3.1189, loss: 3.1189 +2025-06-11 11:40:01,007 - pyskl - INFO - Epoch [78][400/3940] lr: 1.195e-02, eta: 1 day, 12:25:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 3.0166, loss: 3.0166 +2025-06-11 11:40:46,454 - pyskl - INFO - Epoch [78][500/3940] lr: 1.194e-02, eta: 1 day, 12:25:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 3.0976, loss: 3.0976 +2025-06-11 11:41:31,946 - pyskl - INFO - Epoch [78][600/3940] lr: 1.194e-02, eta: 1 day, 12:24:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 3.1312, loss: 3.1312 +2025-06-11 11:42:17,421 - pyskl - INFO - Epoch [78][700/3940] lr: 1.193e-02, eta: 1 day, 12:23:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 3.0845, loss: 3.0845 +2025-06-11 11:43:02,945 - pyskl - INFO - Epoch [78][800/3940] lr: 1.192e-02, eta: 1 day, 12:22:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9725, loss_cls: 3.1284, loss: 3.1284 +2025-06-11 11:43:48,505 - pyskl - INFO - Epoch [78][900/3940] lr: 1.192e-02, eta: 1 day, 12:21:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 3.0256, loss: 3.0256 +2025-06-11 11:44:34,043 - pyskl - INFO - Epoch [78][1000/3940] lr: 1.191e-02, eta: 1 day, 12:21:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.1401, loss: 3.1401 +2025-06-11 11:45:19,589 - pyskl - INFO - Epoch [78][1100/3940] lr: 1.190e-02, eta: 1 day, 12:20:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 3.0992, loss: 3.0992 +2025-06-11 11:46:05,150 - pyskl - INFO - Epoch [78][1200/3940] lr: 1.190e-02, eta: 1 day, 12:19:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 3.1617, loss: 3.1617 +2025-06-11 11:46:50,657 - pyskl - INFO - Epoch [78][1300/3940] lr: 1.189e-02, eta: 1 day, 12:18:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 3.1456, loss: 3.1456 +2025-06-11 11:47:36,062 - pyskl - INFO - Epoch [78][1400/3940] lr: 1.188e-02, eta: 1 day, 12:18:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 3.0917, loss: 3.0917 +2025-06-11 11:48:21,524 - pyskl - INFO - Epoch [78][1500/3940] lr: 1.188e-02, eta: 1 day, 12:17:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9712, loss_cls: 3.2786, loss: 3.2786 +2025-06-11 11:49:06,902 - pyskl - INFO - Epoch [78][1600/3940] lr: 1.187e-02, eta: 1 day, 12:16:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 3.1418, loss: 3.1418 +2025-06-11 11:49:52,277 - pyskl - INFO - Epoch [78][1700/3940] lr: 1.186e-02, eta: 1 day, 12:15:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 3.1495, loss: 3.1495 +2025-06-11 11:50:37,668 - pyskl - INFO - Epoch [78][1800/3940] lr: 1.186e-02, eta: 1 day, 12:15:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 3.0318, loss: 3.0318 +2025-06-11 11:51:23,166 - pyskl - INFO - Epoch [78][1900/3940] lr: 1.185e-02, eta: 1 day, 12:14:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 3.1929, loss: 3.1929 +2025-06-11 11:52:08,817 - pyskl - INFO - Epoch [78][2000/3940] lr: 1.184e-02, eta: 1 day, 12:13:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 3.1540, loss: 3.1540 +2025-06-11 11:52:54,352 - pyskl - INFO - Epoch [78][2100/3940] lr: 1.184e-02, eta: 1 day, 12:12:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9731, loss_cls: 3.1911, loss: 3.1911 +2025-06-11 11:53:39,838 - pyskl - INFO - Epoch [78][2200/3940] lr: 1.183e-02, eta: 1 day, 12:12:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 3.1320, loss: 3.1320 +2025-06-11 11:54:25,424 - pyskl - INFO - Epoch [78][2300/3940] lr: 1.182e-02, eta: 1 day, 12:11:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 3.0307, loss: 3.0307 +2025-06-11 11:55:10,857 - pyskl - INFO - Epoch [78][2400/3940] lr: 1.182e-02, eta: 1 day, 12:10:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.1932, loss: 3.1932 +2025-06-11 11:55:56,252 - pyskl - INFO - Epoch [78][2500/3940] lr: 1.181e-02, eta: 1 day, 12:09:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 3.1659, loss: 3.1659 +2025-06-11 11:56:41,607 - pyskl - INFO - Epoch [78][2600/3940] lr: 1.180e-02, eta: 1 day, 12:08:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 3.2037, loss: 3.2037 +2025-06-11 11:57:27,012 - pyskl - INFO - Epoch [78][2700/3940] lr: 1.180e-02, eta: 1 day, 12:08:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9894, loss_cls: 3.0658, loss: 3.0658 +2025-06-11 11:58:12,467 - pyskl - INFO - Epoch [78][2800/3940] lr: 1.179e-02, eta: 1 day, 12:07:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 3.1607, loss: 3.1607 +2025-06-11 11:58:57,886 - pyskl - INFO - Epoch [78][2900/3940] lr: 1.178e-02, eta: 1 day, 12:06:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 3.0556, loss: 3.0556 +2025-06-11 11:59:43,272 - pyskl - INFO - Epoch [78][3000/3940] lr: 1.178e-02, eta: 1 day, 12:05:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 3.1335, loss: 3.1335 +2025-06-11 12:00:28,709 - pyskl - INFO - Epoch [78][3100/3940] lr: 1.177e-02, eta: 1 day, 12:05:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 3.1939, loss: 3.1939 +2025-06-11 12:01:14,143 - pyskl - INFO - Epoch [78][3200/3940] lr: 1.176e-02, eta: 1 day, 12:04:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 3.2342, loss: 3.2342 +2025-06-11 12:01:59,542 - pyskl - INFO - Epoch [78][3300/3940] lr: 1.176e-02, eta: 1 day, 12:03:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9781, loss_cls: 3.1091, loss: 3.1091 +2025-06-11 12:02:45,293 - pyskl - INFO - Epoch [78][3400/3940] lr: 1.175e-02, eta: 1 day, 12:02:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 3.0952, loss: 3.0952 +2025-06-11 12:03:30,747 - pyskl - INFO - Epoch [78][3500/3940] lr: 1.174e-02, eta: 1 day, 12:02:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 3.1291, loss: 3.1291 +2025-06-11 12:04:16,062 - pyskl - INFO - Epoch [78][3600/3940] lr: 1.174e-02, eta: 1 day, 12:01:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 3.0679, loss: 3.0679 +2025-06-11 12:05:01,337 - pyskl - INFO - Epoch [78][3700/3940] lr: 1.173e-02, eta: 1 day, 12:00:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9731, loss_cls: 3.1973, loss: 3.1973 +2025-06-11 12:05:46,666 - pyskl - INFO - Epoch [78][3800/3940] lr: 1.172e-02, eta: 1 day, 11:59:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 3.0632, loss: 3.0632 +2025-06-11 12:06:31,912 - pyskl - INFO - Epoch [78][3900/3940] lr: 1.172e-02, eta: 1 day, 11:59:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 3.0060, loss: 3.0060 +2025-06-11 12:06:50,227 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-06-11 12:10:23,814 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 12:10:24,417 - pyskl - INFO - +top1_acc 0.7719 +top5_acc 0.9574 +2025-06-11 12:10:24,434 - pyskl - INFO - Epoch(val) [78][3183] top1_acc: 0.7719, top5_acc: 0.9574 +2025-06-11 12:11:33,241 - pyskl - INFO - Epoch [79][100/3940] lr: 1.171e-02, eta: 1 day, 11:58:03, time: 0.688, data_time: 0.234, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 3.1311, loss: 3.1311 +2025-06-11 12:12:18,703 - pyskl - INFO - Epoch [79][200/3940] lr: 1.170e-02, eta: 1 day, 11:57:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9812, loss_cls: 2.9780, loss: 2.9780 +2025-06-11 12:13:04,149 - pyskl - INFO - Epoch [79][300/3940] lr: 1.170e-02, eta: 1 day, 11:56:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.8625, loss: 2.8625 +2025-06-11 12:13:49,533 - pyskl - INFO - Epoch [79][400/3940] lr: 1.169e-02, eta: 1 day, 11:55:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9781, loss_cls: 3.0136, loss: 3.0136 +2025-06-11 12:14:34,945 - pyskl - INFO - Epoch [79][500/3940] lr: 1.168e-02, eta: 1 day, 11:55:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 3.1096, loss: 3.1096 +2025-06-11 12:15:20,569 - pyskl - INFO - Epoch [79][600/3940] lr: 1.168e-02, eta: 1 day, 11:54:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.9994, loss: 2.9994 +2025-06-11 12:16:06,084 - pyskl - INFO - Epoch [79][700/3940] lr: 1.167e-02, eta: 1 day, 11:53:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.9914, loss: 2.9914 +2025-06-11 12:16:51,445 - pyskl - INFO - Epoch [79][800/3940] lr: 1.166e-02, eta: 1 day, 11:52:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 3.0907, loss: 3.0907 +2025-06-11 12:17:36,825 - pyskl - INFO - Epoch [79][900/3940] lr: 1.166e-02, eta: 1 day, 11:51:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 3.0568, loss: 3.0568 +2025-06-11 12:18:22,273 - pyskl - INFO - Epoch [79][1000/3940] lr: 1.165e-02, eta: 1 day, 11:51:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 3.1623, loss: 3.1623 +2025-06-11 12:19:07,849 - pyskl - INFO - Epoch [79][1100/3940] lr: 1.164e-02, eta: 1 day, 11:50:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 3.1198, loss: 3.1198 +2025-06-11 12:19:53,412 - pyskl - INFO - Epoch [79][1200/3940] lr: 1.164e-02, eta: 1 day, 11:49:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 3.1617, loss: 3.1617 +2025-06-11 12:20:38,818 - pyskl - INFO - Epoch [79][1300/3940] lr: 1.163e-02, eta: 1 day, 11:48:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 3.0491, loss: 3.0491 +2025-06-11 12:21:24,203 - pyskl - INFO - Epoch [79][1400/3940] lr: 1.162e-02, eta: 1 day, 11:48:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9775, loss_cls: 3.0942, loss: 3.0942 +2025-06-11 12:22:09,673 - pyskl - INFO - Epoch [79][1500/3940] lr: 1.162e-02, eta: 1 day, 11:47:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 3.1244, loss: 3.1244 +2025-06-11 12:22:55,353 - pyskl - INFO - Epoch [79][1600/3940] lr: 1.161e-02, eta: 1 day, 11:46:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9756, loss_cls: 3.1386, loss: 3.1386 +2025-06-11 12:23:40,775 - pyskl - INFO - Epoch [79][1700/3940] lr: 1.160e-02, eta: 1 day, 11:45:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 3.0629, loss: 3.0629 +2025-06-11 12:24:26,201 - pyskl - INFO - Epoch [79][1800/3940] lr: 1.160e-02, eta: 1 day, 11:45:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9781, loss_cls: 3.0633, loss: 3.0633 +2025-06-11 12:25:11,562 - pyskl - INFO - Epoch [79][1900/3940] lr: 1.159e-02, eta: 1 day, 11:44:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 3.1127, loss: 3.1127 +2025-06-11 12:25:57,004 - pyskl - INFO - Epoch [79][2000/3940] lr: 1.158e-02, eta: 1 day, 11:43:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 2.9791, loss: 2.9791 +2025-06-11 12:26:42,367 - pyskl - INFO - Epoch [79][2100/3940] lr: 1.158e-02, eta: 1 day, 11:42:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 3.2111, loss: 3.2111 +2025-06-11 12:27:27,710 - pyskl - INFO - Epoch [79][2200/3940] lr: 1.157e-02, eta: 1 day, 11:42:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 3.1251, loss: 3.1251 +2025-06-11 12:28:13,135 - pyskl - INFO - Epoch [79][2300/3940] lr: 1.156e-02, eta: 1 day, 11:41:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 3.1366, loss: 3.1366 +2025-06-11 12:28:58,484 - pyskl - INFO - Epoch [79][2400/3940] lr: 1.156e-02, eta: 1 day, 11:40:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 3.1430, loss: 3.1430 +2025-06-11 12:29:43,867 - pyskl - INFO - Epoch [79][2500/3940] lr: 1.155e-02, eta: 1 day, 11:39:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 3.0489, loss: 3.0489 +2025-06-11 12:30:29,365 - pyskl - INFO - Epoch [79][2600/3940] lr: 1.154e-02, eta: 1 day, 11:38:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 3.0779, loss: 3.0779 +2025-06-11 12:31:14,723 - pyskl - INFO - Epoch [79][2700/3940] lr: 1.154e-02, eta: 1 day, 11:38:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 3.1067, loss: 3.1067 +2025-06-11 12:32:00,055 - pyskl - INFO - Epoch [79][2800/3940] lr: 1.153e-02, eta: 1 day, 11:37:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 3.0439, loss: 3.0439 +2025-06-11 12:32:45,368 - pyskl - INFO - Epoch [79][2900/3940] lr: 1.152e-02, eta: 1 day, 11:36:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 3.0991, loss: 3.0991 +2025-06-11 12:33:30,683 - pyskl - INFO - Epoch [79][3000/3940] lr: 1.152e-02, eta: 1 day, 11:35:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9762, loss_cls: 3.2005, loss: 3.2005 +2025-06-11 12:34:16,018 - pyskl - INFO - Epoch [79][3100/3940] lr: 1.151e-02, eta: 1 day, 11:35:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9812, loss_cls: 3.1512, loss: 3.1512 +2025-06-11 12:35:01,399 - pyskl - INFO - Epoch [79][3200/3940] lr: 1.150e-02, eta: 1 day, 11:34:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 3.0902, loss: 3.0902 +2025-06-11 12:35:46,781 - pyskl - INFO - Epoch [79][3300/3940] lr: 1.150e-02, eta: 1 day, 11:33:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 3.1263, loss: 3.1263 +2025-06-11 12:36:32,118 - pyskl - INFO - Epoch [79][3400/3940] lr: 1.149e-02, eta: 1 day, 11:32:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9744, loss_cls: 3.0052, loss: 3.0052 +2025-06-11 12:37:17,457 - pyskl - INFO - Epoch [79][3500/3940] lr: 1.148e-02, eta: 1 day, 11:32:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 3.1299, loss: 3.1299 +2025-06-11 12:38:02,843 - pyskl - INFO - Epoch [79][3600/3940] lr: 1.148e-02, eta: 1 day, 11:31:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 3.1694, loss: 3.1694 +2025-06-11 12:38:48,225 - pyskl - INFO - Epoch [79][3700/3940] lr: 1.147e-02, eta: 1 day, 11:30:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9719, loss_cls: 3.0774, loss: 3.0774 +2025-06-11 12:39:33,564 - pyskl - INFO - Epoch [79][3800/3940] lr: 1.146e-02, eta: 1 day, 11:29:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9706, loss_cls: 3.2027, loss: 3.2027 +2025-06-11 12:40:19,022 - pyskl - INFO - Epoch [79][3900/3940] lr: 1.146e-02, eta: 1 day, 11:29:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 3.1951, loss: 3.1951 +2025-06-11 12:40:37,464 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-06-11 12:44:10,559 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 12:44:11,024 - pyskl - INFO - +top1_acc 0.7765 +top5_acc 0.9590 +2025-06-11 12:44:11,041 - pyskl - INFO - Epoch(val) [79][3183] top1_acc: 0.7765, top5_acc: 0.9590 +2025-06-11 12:45:20,204 - pyskl - INFO - Epoch [80][100/3940] lr: 1.145e-02, eta: 1 day, 11:28:01, time: 0.692, data_time: 0.237, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 3.0493, loss: 3.0493 +2025-06-11 12:46:05,493 - pyskl - INFO - Epoch [80][200/3940] lr: 1.144e-02, eta: 1 day, 11:27:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.9379, loss: 2.9379 +2025-06-11 12:46:50,766 - pyskl - INFO - Epoch [80][300/3940] lr: 1.143e-02, eta: 1 day, 11:26:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 2.9847, loss: 2.9847 +2025-06-11 12:47:36,108 - pyskl - INFO - Epoch [80][400/3940] lr: 1.143e-02, eta: 1 day, 11:25:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 3.0131, loss: 3.0131 +2025-06-11 12:48:21,411 - pyskl - INFO - Epoch [80][500/3940] lr: 1.142e-02, eta: 1 day, 11:24:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 3.0368, loss: 3.0368 +2025-06-11 12:49:06,654 - pyskl - INFO - Epoch [80][600/3940] lr: 1.141e-02, eta: 1 day, 11:24:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 3.0537, loss: 3.0537 +2025-06-11 12:49:51,921 - pyskl - INFO - Epoch [80][700/3940] lr: 1.141e-02, eta: 1 day, 11:23:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9775, loss_cls: 3.0768, loss: 3.0768 +2025-06-11 12:50:37,215 - pyskl - INFO - Epoch [80][800/3940] lr: 1.140e-02, eta: 1 day, 11:22:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9762, loss_cls: 3.0561, loss: 3.0561 +2025-06-11 12:51:22,502 - pyskl - INFO - Epoch [80][900/3940] lr: 1.139e-02, eta: 1 day, 11:21:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 3.1171, loss: 3.1171 +2025-06-11 12:52:07,834 - pyskl - INFO - Epoch [80][1000/3940] lr: 1.139e-02, eta: 1 day, 11:21:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 3.0502, loss: 3.0502 +2025-06-11 12:52:53,193 - pyskl - INFO - Epoch [80][1100/3940] lr: 1.138e-02, eta: 1 day, 11:20:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 3.1427, loss: 3.1427 +2025-06-11 12:53:38,568 - pyskl - INFO - Epoch [80][1200/3940] lr: 1.137e-02, eta: 1 day, 11:19:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 2.9914, loss: 2.9914 +2025-06-11 12:54:23,990 - pyskl - INFO - Epoch [80][1300/3940] lr: 1.137e-02, eta: 1 day, 11:18:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 3.1211, loss: 3.1211 +2025-06-11 12:55:09,325 - pyskl - INFO - Epoch [80][1400/3940] lr: 1.136e-02, eta: 1 day, 11:18:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 3.0489, loss: 3.0489 +2025-06-11 12:55:54,747 - pyskl - INFO - Epoch [80][1500/3940] lr: 1.135e-02, eta: 1 day, 11:17:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 3.2206, loss: 3.2206 +2025-06-11 12:56:40,161 - pyskl - INFO - Epoch [80][1600/3940] lr: 1.135e-02, eta: 1 day, 11:16:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9794, loss_cls: 3.0606, loss: 3.0606 +2025-06-11 12:57:25,609 - pyskl - INFO - Epoch [80][1700/3940] lr: 1.134e-02, eta: 1 day, 11:15:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.9797, loss: 2.9797 +2025-06-11 12:58:10,994 - pyskl - INFO - Epoch [80][1800/3940] lr: 1.133e-02, eta: 1 day, 11:15:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 3.0764, loss: 3.0764 +2025-06-11 12:58:56,364 - pyskl - INFO - Epoch [80][1900/3940] lr: 1.133e-02, eta: 1 day, 11:14:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 3.1474, loss: 3.1474 +2025-06-11 12:59:41,719 - pyskl - INFO - Epoch [80][2000/3940] lr: 1.132e-02, eta: 1 day, 11:13:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9769, loss_cls: 3.1230, loss: 3.1230 +2025-06-11 13:00:27,106 - pyskl - INFO - Epoch [80][2100/3940] lr: 1.132e-02, eta: 1 day, 11:12:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 3.0785, loss: 3.0785 +2025-06-11 13:01:12,570 - pyskl - INFO - Epoch [80][2200/3940] lr: 1.131e-02, eta: 1 day, 11:11:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 3.1599, loss: 3.1599 +2025-06-11 13:01:58,004 - pyskl - INFO - Epoch [80][2300/3940] lr: 1.130e-02, eta: 1 day, 11:11:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 3.0987, loss: 3.0987 +2025-06-11 13:02:43,500 - pyskl - INFO - Epoch [80][2400/3940] lr: 1.130e-02, eta: 1 day, 11:10:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 3.1090, loss: 3.1090 +2025-06-11 13:03:28,946 - pyskl - INFO - Epoch [80][2500/3940] lr: 1.129e-02, eta: 1 day, 11:09:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 3.0762, loss: 3.0762 +2025-06-11 13:04:14,357 - pyskl - INFO - Epoch [80][2600/3940] lr: 1.128e-02, eta: 1 day, 11:08:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 3.0864, loss: 3.0864 +2025-06-11 13:04:59,767 - pyskl - INFO - Epoch [80][2700/3940] lr: 1.128e-02, eta: 1 day, 11:08:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9719, loss_cls: 3.1543, loss: 3.1543 +2025-06-11 13:05:45,160 - pyskl - INFO - Epoch [80][2800/3940] lr: 1.127e-02, eta: 1 day, 11:07:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 3.0069, loss: 3.0069 +2025-06-11 13:06:30,495 - pyskl - INFO - Epoch [80][2900/3940] lr: 1.126e-02, eta: 1 day, 11:06:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 3.0860, loss: 3.0860 +2025-06-11 13:07:16,024 - pyskl - INFO - Epoch [80][3000/3940] lr: 1.126e-02, eta: 1 day, 11:05:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9781, loss_cls: 3.0456, loss: 3.0456 +2025-06-11 13:08:01,370 - pyskl - INFO - Epoch [80][3100/3940] lr: 1.125e-02, eta: 1 day, 11:05:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 3.1503, loss: 3.1503 +2025-06-11 13:08:46,834 - pyskl - INFO - Epoch [80][3200/3940] lr: 1.124e-02, eta: 1 day, 11:04:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 3.1630, loss: 3.1630 +2025-06-11 13:09:32,185 - pyskl - INFO - Epoch [80][3300/3940] lr: 1.124e-02, eta: 1 day, 11:03:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 3.0560, loss: 3.0560 +2025-06-11 13:10:17,651 - pyskl - INFO - Epoch [80][3400/3940] lr: 1.123e-02, eta: 1 day, 11:02:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 3.1910, loss: 3.1910 +2025-06-11 13:11:02,714 - pyskl - INFO - Epoch [80][3500/3940] lr: 1.122e-02, eta: 1 day, 11:02:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 3.1682, loss: 3.1682 +2025-06-11 13:11:47,790 - pyskl - INFO - Epoch [80][3600/3940] lr: 1.122e-02, eta: 1 day, 11:01:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9756, loss_cls: 3.1161, loss: 3.1161 +2025-06-11 13:12:33,327 - pyskl - INFO - Epoch [80][3700/3940] lr: 1.121e-02, eta: 1 day, 11:00:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 3.0967, loss: 3.0967 +2025-06-11 13:13:18,756 - pyskl - INFO - Epoch [80][3800/3940] lr: 1.120e-02, eta: 1 day, 10:59:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9775, loss_cls: 3.0630, loss: 3.0630 +2025-06-11 13:14:04,103 - pyskl - INFO - Epoch [80][3900/3940] lr: 1.120e-02, eta: 1 day, 10:58:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 3.1035, loss: 3.1035 +2025-06-11 13:14:22,587 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-06-11 13:33:12,286 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 13:33:12,780 - pyskl - INFO - +top1_acc 0.7981 +top5_acc 0.9657 +2025-06-11 13:33:12,800 - pyskl - INFO - Epoch(val) [80][3183] top1_acc: 0.7981, top5_acc: 0.9657 +2025-06-11 13:34:22,213 - pyskl - INFO - Epoch [81][100/3940] lr: 1.119e-02, eta: 1 day, 10:57:57, time: 0.694, data_time: 0.240, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 3.0956, loss: 3.0956 +2025-06-11 13:35:07,636 - pyskl - INFO - Epoch [81][200/3940] lr: 1.118e-02, eta: 1 day, 10:57:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 2.9163, loss: 2.9163 +2025-06-11 13:35:53,015 - pyskl - INFO - Epoch [81][300/3940] lr: 1.117e-02, eta: 1 day, 10:56:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 3.0147, loss: 3.0147 +2025-06-11 13:36:38,438 - pyskl - INFO - Epoch [81][400/3940] lr: 1.117e-02, eta: 1 day, 10:55:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 3.0012, loss: 3.0012 +2025-06-11 13:37:23,878 - pyskl - INFO - Epoch [81][500/3940] lr: 1.116e-02, eta: 1 day, 10:54:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9781, loss_cls: 3.0807, loss: 3.0807 +2025-06-11 13:38:09,230 - pyskl - INFO - Epoch [81][600/3940] lr: 1.115e-02, eta: 1 day, 10:54:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9775, loss_cls: 3.0407, loss: 3.0407 +2025-06-11 13:38:54,651 - pyskl - INFO - Epoch [81][700/3940] lr: 1.115e-02, eta: 1 day, 10:53:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.9936, loss: 2.9936 +2025-06-11 13:39:40,132 - pyskl - INFO - Epoch [81][800/3940] lr: 1.114e-02, eta: 1 day, 10:52:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 3.1064, loss: 3.1064 +2025-06-11 13:40:25,863 - pyskl - INFO - Epoch [81][900/3940] lr: 1.113e-02, eta: 1 day, 10:51:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 3.0774, loss: 3.0774 +2025-06-11 13:41:11,426 - pyskl - INFO - Epoch [81][1000/3940] lr: 1.113e-02, eta: 1 day, 10:51:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.9089, loss: 2.9089 +2025-06-11 13:41:56,928 - pyskl - INFO - Epoch [81][1100/3940] lr: 1.112e-02, eta: 1 day, 10:50:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 3.1329, loss: 3.1329 +2025-06-11 13:42:42,474 - pyskl - INFO - Epoch [81][1200/3940] lr: 1.111e-02, eta: 1 day, 10:49:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 3.0354, loss: 3.0354 +2025-06-11 13:43:28,018 - pyskl - INFO - Epoch [81][1300/3940] lr: 1.111e-02, eta: 1 day, 10:48:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 3.0721, loss: 3.0721 +2025-06-11 13:44:13,473 - pyskl - INFO - Epoch [81][1400/3940] lr: 1.110e-02, eta: 1 day, 10:48:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 3.1184, loss: 3.1184 +2025-06-11 13:44:58,928 - pyskl - INFO - Epoch [81][1500/3940] lr: 1.109e-02, eta: 1 day, 10:47:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 3.0004, loss: 3.0004 +2025-06-11 13:45:44,495 - pyskl - INFO - Epoch [81][1600/3940] lr: 1.109e-02, eta: 1 day, 10:46:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9788, loss_cls: 2.9326, loss: 2.9326 +2025-06-11 13:46:29,938 - pyskl - INFO - Epoch [81][1700/3940] lr: 1.108e-02, eta: 1 day, 10:45:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9775, loss_cls: 3.0177, loss: 3.0177 +2025-06-11 13:47:15,388 - pyskl - INFO - Epoch [81][1800/3940] lr: 1.107e-02, eta: 1 day, 10:44:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9756, loss_cls: 3.0499, loss: 3.0499 +2025-06-11 13:48:00,929 - pyskl - INFO - Epoch [81][1900/3940] lr: 1.107e-02, eta: 1 day, 10:44:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 3.0850, loss: 3.0850 +2025-06-11 13:48:46,409 - pyskl - INFO - Epoch [81][2000/3940] lr: 1.106e-02, eta: 1 day, 10:43:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.9549, loss: 2.9549 +2025-06-11 13:49:31,967 - pyskl - INFO - Epoch [81][2100/3940] lr: 1.105e-02, eta: 1 day, 10:42:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 3.0329, loss: 3.0329 +2025-06-11 13:50:17,569 - pyskl - INFO - Epoch [81][2200/3940] lr: 1.105e-02, eta: 1 day, 10:41:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 3.0001, loss: 3.0001 +2025-06-11 13:51:03,166 - pyskl - INFO - Epoch [81][2300/3940] lr: 1.104e-02, eta: 1 day, 10:41:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.9229, loss: 2.9229 +2025-06-11 13:51:48,665 - pyskl - INFO - Epoch [81][2400/3940] lr: 1.103e-02, eta: 1 day, 10:40:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 3.1781, loss: 3.1781 +2025-06-11 13:52:34,029 - pyskl - INFO - Epoch [81][2500/3940] lr: 1.103e-02, eta: 1 day, 10:39:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9719, loss_cls: 3.1881, loss: 3.1881 +2025-06-11 13:53:19,485 - pyskl - INFO - Epoch [81][2600/3940] lr: 1.102e-02, eta: 1 day, 10:38:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 3.0586, loss: 3.0586 +2025-06-11 13:54:04,925 - pyskl - INFO - Epoch [81][2700/3940] lr: 1.102e-02, eta: 1 day, 10:38:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9762, loss_cls: 3.0840, loss: 3.0840 +2025-06-11 13:54:50,399 - pyskl - INFO - Epoch [81][2800/3940] lr: 1.101e-02, eta: 1 day, 10:37:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 3.0121, loss: 3.0121 +2025-06-11 13:55:35,830 - pyskl - INFO - Epoch [81][2900/3940] lr: 1.100e-02, eta: 1 day, 10:36:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9756, loss_cls: 3.1494, loss: 3.1494 +2025-06-11 13:56:21,326 - pyskl - INFO - Epoch [81][3000/3940] lr: 1.100e-02, eta: 1 day, 10:35:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 3.0526, loss: 3.0526 +2025-06-11 13:57:06,850 - pyskl - INFO - Epoch [81][3100/3940] lr: 1.099e-02, eta: 1 day, 10:35:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9725, loss_cls: 3.0339, loss: 3.0339 +2025-06-11 13:57:52,459 - pyskl - INFO - Epoch [81][3200/3940] lr: 1.098e-02, eta: 1 day, 10:34:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9663, loss_cls: 3.2274, loss: 3.2274 +2025-06-11 13:58:38,021 - pyskl - INFO - Epoch [81][3300/3940] lr: 1.098e-02, eta: 1 day, 10:33:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 3.0649, loss: 3.0649 +2025-06-11 13:59:23,574 - pyskl - INFO - Epoch [81][3400/3940] lr: 1.097e-02, eta: 1 day, 10:32:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 3.0469, loss: 3.0469 +2025-06-11 14:00:09,125 - pyskl - INFO - Epoch [81][3500/3940] lr: 1.096e-02, eta: 1 day, 10:32:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 3.0582, loss: 3.0582 +2025-06-11 14:00:54,702 - pyskl - INFO - Epoch [81][3600/3940] lr: 1.096e-02, eta: 1 day, 10:31:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9812, loss_cls: 2.9768, loss: 2.9768 +2025-06-11 14:01:40,261 - pyskl - INFO - Epoch [81][3700/3940] lr: 1.095e-02, eta: 1 day, 10:30:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.9098, loss: 2.9098 +2025-06-11 14:02:25,756 - pyskl - INFO - Epoch [81][3800/3940] lr: 1.094e-02, eta: 1 day, 10:29:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 3.1534, loss: 3.1534 +2025-06-11 14:03:11,263 - pyskl - INFO - Epoch [81][3900/3940] lr: 1.094e-02, eta: 1 day, 10:28:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9756, loss_cls: 2.9918, loss: 2.9918 +2025-06-11 14:03:29,852 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-06-11 14:07:04,264 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 14:07:04,731 - pyskl - INFO - +top1_acc 0.7893 +top5_acc 0.9601 +2025-06-11 14:07:04,750 - pyskl - INFO - Epoch(val) [81][3183] top1_acc: 0.7893, top5_acc: 0.9601 +2025-06-11 14:08:13,987 - pyskl - INFO - Epoch [82][100/3940] lr: 1.093e-02, eta: 1 day, 10:27:57, time: 0.692, data_time: 0.238, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 3.0249, loss: 3.0249 +2025-06-11 14:08:59,722 - pyskl - INFO - Epoch [82][200/3940] lr: 1.092e-02, eta: 1 day, 10:27:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 3.1702, loss: 3.1702 +2025-06-11 14:09:45,119 - pyskl - INFO - Epoch [82][300/3940] lr: 1.091e-02, eta: 1 day, 10:26:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 3.0111, loss: 3.0111 +2025-06-11 14:10:30,509 - pyskl - INFO - Epoch [82][400/3940] lr: 1.091e-02, eta: 1 day, 10:25:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 3.0177, loss: 3.0177 +2025-06-11 14:11:15,914 - pyskl - INFO - Epoch [82][500/3940] lr: 1.090e-02, eta: 1 day, 10:24:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.8944, loss: 2.8944 +2025-06-11 14:12:01,365 - pyskl - INFO - Epoch [82][600/3940] lr: 1.089e-02, eta: 1 day, 10:24:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 3.0336, loss: 3.0336 +2025-06-11 14:12:46,808 - pyskl - INFO - Epoch [82][700/3940] lr: 1.089e-02, eta: 1 day, 10:23:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.8799, loss: 2.8799 +2025-06-11 14:13:32,261 - pyskl - INFO - Epoch [82][800/3940] lr: 1.088e-02, eta: 1 day, 10:22:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 2.9343, loss: 2.9343 +2025-06-11 14:14:17,936 - pyskl - INFO - Epoch [82][900/3940] lr: 1.087e-02, eta: 1 day, 10:21:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 3.0162, loss: 3.0162 +2025-06-11 14:15:03,588 - pyskl - INFO - Epoch [82][1000/3940] lr: 1.087e-02, eta: 1 day, 10:21:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.1087, loss: 3.1087 +2025-06-11 14:15:49,225 - pyskl - INFO - Epoch [82][1100/3940] lr: 1.086e-02, eta: 1 day, 10:20:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 3.1011, loss: 3.1011 +2025-06-11 14:16:34,786 - pyskl - INFO - Epoch [82][1200/3940] lr: 1.085e-02, eta: 1 day, 10:19:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 3.1125, loss: 3.1125 +2025-06-11 14:17:20,231 - pyskl - INFO - Epoch [82][1300/3940] lr: 1.085e-02, eta: 1 day, 10:18:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 3.0453, loss: 3.0453 +2025-06-11 14:18:05,683 - pyskl - INFO - Epoch [82][1400/3940] lr: 1.084e-02, eta: 1 day, 10:18:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 3.0002, loss: 3.0002 +2025-06-11 14:18:51,638 - pyskl - INFO - Epoch [82][1500/3940] lr: 1.083e-02, eta: 1 day, 10:17:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 3.0129, loss: 3.0129 +2025-06-11 14:19:37,282 - pyskl - INFO - Epoch [82][1600/3940] lr: 1.083e-02, eta: 1 day, 10:16:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 3.1166, loss: 3.1166 +2025-06-11 14:20:23,009 - pyskl - INFO - Epoch [82][1700/3940] lr: 1.082e-02, eta: 1 day, 10:15:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 3.0960, loss: 3.0960 +2025-06-11 14:21:08,572 - pyskl - INFO - Epoch [82][1800/3940] lr: 1.081e-02, eta: 1 day, 10:15:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 3.0517, loss: 3.0517 +2025-06-11 14:21:53,970 - pyskl - INFO - Epoch [82][1900/3940] lr: 1.081e-02, eta: 1 day, 10:14:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 2.9995, loss: 2.9995 +2025-06-11 14:22:39,583 - pyskl - INFO - Epoch [82][2000/3940] lr: 1.080e-02, eta: 1 day, 10:13:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 2.9946, loss: 2.9946 +2025-06-11 14:23:25,392 - pyskl - INFO - Epoch [82][2100/3940] lr: 1.080e-02, eta: 1 day, 10:12:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.9509, loss: 2.9509 +2025-06-11 14:24:10,892 - pyskl - INFO - Epoch [82][2200/3940] lr: 1.079e-02, eta: 1 day, 10:11:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.8503, loss: 2.8503 +2025-06-11 14:24:56,441 - pyskl - INFO - Epoch [82][2300/3940] lr: 1.078e-02, eta: 1 day, 10:11:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 2.9881, loss: 2.9881 +2025-06-11 14:25:41,902 - pyskl - INFO - Epoch [82][2400/3940] lr: 1.078e-02, eta: 1 day, 10:10:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 3.1055, loss: 3.1055 +2025-06-11 14:26:27,360 - pyskl - INFO - Epoch [82][2500/3940] lr: 1.077e-02, eta: 1 day, 10:09:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.9677, loss: 2.9677 +2025-06-11 14:27:12,825 - pyskl - INFO - Epoch [82][2600/3940] lr: 1.076e-02, eta: 1 day, 10:08:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9731, loss_cls: 3.0740, loss: 3.0740 +2025-06-11 14:27:58,256 - pyskl - INFO - Epoch [82][2700/3940] lr: 1.076e-02, eta: 1 day, 10:08:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 3.0255, loss: 3.0255 +2025-06-11 14:28:43,729 - pyskl - INFO - Epoch [82][2800/3940] lr: 1.075e-02, eta: 1 day, 10:07:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9762, loss_cls: 3.0230, loss: 3.0230 +2025-06-11 14:29:29,219 - pyskl - INFO - Epoch [82][2900/3940] lr: 1.074e-02, eta: 1 day, 10:06:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.8694, loss: 2.8694 +2025-06-11 14:30:14,689 - pyskl - INFO - Epoch [82][3000/3940] lr: 1.074e-02, eta: 1 day, 10:05:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 3.0820, loss: 3.0820 +2025-06-11 14:31:00,204 - pyskl - INFO - Epoch [82][3100/3940] lr: 1.073e-02, eta: 1 day, 10:05:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 3.0956, loss: 3.0956 +2025-06-11 14:31:45,585 - pyskl - INFO - Epoch [82][3200/3940] lr: 1.072e-02, eta: 1 day, 10:04:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9788, loss_cls: 3.0787, loss: 3.0787 +2025-06-11 14:32:30,914 - pyskl - INFO - Epoch [82][3300/3940] lr: 1.072e-02, eta: 1 day, 10:03:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 3.1051, loss: 3.1051 +2025-06-11 14:33:16,290 - pyskl - INFO - Epoch [82][3400/3940] lr: 1.071e-02, eta: 1 day, 10:02:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9775, loss_cls: 3.0293, loss: 3.0293 +2025-06-11 14:34:01,661 - pyskl - INFO - Epoch [82][3500/3940] lr: 1.070e-02, eta: 1 day, 10:02:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.8723, loss: 2.8723 +2025-06-11 14:34:47,308 - pyskl - INFO - Epoch [82][3600/3940] lr: 1.070e-02, eta: 1 day, 10:01:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 2.9763, loss: 2.9763 +2025-06-11 14:35:32,885 - pyskl - INFO - Epoch [82][3700/3940] lr: 1.069e-02, eta: 1 day, 10:00:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 3.1207, loss: 3.1207 +2025-06-11 14:36:18,473 - pyskl - INFO - Epoch [82][3800/3940] lr: 1.068e-02, eta: 1 day, 9:59:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 3.1197, loss: 3.1197 +2025-06-11 14:37:04,045 - pyskl - INFO - Epoch [82][3900/3940] lr: 1.068e-02, eta: 1 day, 9:58:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9712, loss_cls: 3.1954, loss: 3.1954 +2025-06-11 14:37:22,566 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-06-11 14:40:58,517 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 14:40:58,983 - pyskl - INFO - +top1_acc 0.7954 +top5_acc 0.9603 +2025-06-11 14:40:59,000 - pyskl - INFO - Epoch(val) [82][3183] top1_acc: 0.7954, top5_acc: 0.9603 +2025-06-11 14:42:08,717 - pyskl - INFO - Epoch [83][100/3940] lr: 1.067e-02, eta: 1 day, 9:57:59, time: 0.697, data_time: 0.237, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 3.0243, loss: 3.0243 +2025-06-11 14:42:54,463 - pyskl - INFO - Epoch [83][200/3940] lr: 1.066e-02, eta: 1 day, 9:57:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 3.0045, loss: 3.0045 +2025-06-11 14:43:40,103 - pyskl - INFO - Epoch [83][300/3940] lr: 1.065e-02, eta: 1 day, 9:56:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 2.9481, loss: 2.9481 +2025-06-11 14:44:25,554 - pyskl - INFO - Epoch [83][400/3940] lr: 1.065e-02, eta: 1 day, 9:55:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 3.0178, loss: 3.0178 +2025-06-11 14:45:10,906 - pyskl - INFO - Epoch [83][500/3940] lr: 1.064e-02, eta: 1 day, 9:54:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 2.9316, loss: 2.9316 +2025-06-11 14:45:56,361 - pyskl - INFO - Epoch [83][600/3940] lr: 1.063e-02, eta: 1 day, 9:54:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.9040, loss: 2.9040 +2025-06-11 14:46:41,859 - pyskl - INFO - Epoch [83][700/3940] lr: 1.063e-02, eta: 1 day, 9:53:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 3.0214, loss: 3.0214 +2025-06-11 14:47:27,285 - pyskl - INFO - Epoch [83][800/3940] lr: 1.062e-02, eta: 1 day, 9:52:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.9845, loss: 2.9845 +2025-06-11 14:48:12,750 - pyskl - INFO - Epoch [83][900/3940] lr: 1.061e-02, eta: 1 day, 9:51:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 3.0521, loss: 3.0521 +2025-06-11 14:48:58,094 - pyskl - INFO - Epoch [83][1000/3940] lr: 1.061e-02, eta: 1 day, 9:51:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 2.9710, loss: 2.9710 +2025-06-11 14:49:43,518 - pyskl - INFO - Epoch [83][1100/3940] lr: 1.060e-02, eta: 1 day, 9:50:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 2.9855, loss: 2.9855 +2025-06-11 14:50:28,874 - pyskl - INFO - Epoch [83][1200/3940] lr: 1.060e-02, eta: 1 day, 9:49:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9819, loss_cls: 2.8294, loss: 2.8294 +2025-06-11 14:51:14,298 - pyskl - INFO - Epoch [83][1300/3940] lr: 1.059e-02, eta: 1 day, 9:48:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 3.0425, loss: 3.0425 +2025-06-11 14:51:59,652 - pyskl - INFO - Epoch [83][1400/3940] lr: 1.058e-02, eta: 1 day, 9:48:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 2.9719, loss: 2.9719 +2025-06-11 14:52:44,989 - pyskl - INFO - Epoch [83][1500/3940] lr: 1.058e-02, eta: 1 day, 9:47:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 2.9620, loss: 2.9620 +2025-06-11 14:53:30,356 - pyskl - INFO - Epoch [83][1600/3940] lr: 1.057e-02, eta: 1 day, 9:46:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 2.9911, loss: 2.9911 +2025-06-11 14:54:15,716 - pyskl - INFO - Epoch [83][1700/3940] lr: 1.056e-02, eta: 1 day, 9:45:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 3.0360, loss: 3.0360 +2025-06-11 14:55:00,986 - pyskl - INFO - Epoch [83][1800/3940] lr: 1.056e-02, eta: 1 day, 9:45:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 3.0117, loss: 3.0117 +2025-06-11 14:55:46,312 - pyskl - INFO - Epoch [83][1900/3940] lr: 1.055e-02, eta: 1 day, 9:44:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9750, loss_cls: 3.0229, loss: 3.0229 +2025-06-11 14:56:31,696 - pyskl - INFO - Epoch [83][2000/3940] lr: 1.054e-02, eta: 1 day, 9:43:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 3.0761, loss: 3.0761 +2025-06-11 14:57:17,128 - pyskl - INFO - Epoch [83][2100/3940] lr: 1.054e-02, eta: 1 day, 9:42:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.0397, loss: 3.0397 +2025-06-11 14:58:02,410 - pyskl - INFO - Epoch [83][2200/3940] lr: 1.053e-02, eta: 1 day, 9:41:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 3.2258, loss: 3.2258 +2025-06-11 14:58:47,716 - pyskl - INFO - Epoch [83][2300/3940] lr: 1.052e-02, eta: 1 day, 9:41:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 3.1455, loss: 3.1455 +2025-06-11 14:59:32,934 - pyskl - INFO - Epoch [83][2400/3940] lr: 1.052e-02, eta: 1 day, 9:40:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 2.9613, loss: 2.9613 +2025-06-11 15:00:18,220 - pyskl - INFO - Epoch [83][2500/3940] lr: 1.051e-02, eta: 1 day, 9:39:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 3.1627, loss: 3.1627 +2025-06-11 15:01:03,520 - pyskl - INFO - Epoch [83][2600/3940] lr: 1.050e-02, eta: 1 day, 9:38:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 2.9306, loss: 2.9306 +2025-06-11 15:01:49,032 - pyskl - INFO - Epoch [83][2700/3940] lr: 1.050e-02, eta: 1 day, 9:38:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9794, loss_cls: 2.9732, loss: 2.9732 +2025-06-11 15:02:34,355 - pyskl - INFO - Epoch [83][2800/3940] lr: 1.049e-02, eta: 1 day, 9:37:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 3.0838, loss: 3.0838 +2025-06-11 15:03:19,651 - pyskl - INFO - Epoch [83][2900/3940] lr: 1.048e-02, eta: 1 day, 9:36:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 3.0571, loss: 3.0571 +2025-06-11 15:04:05,021 - pyskl - INFO - Epoch [83][3000/3940] lr: 1.048e-02, eta: 1 day, 9:35:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 2.9511, loss: 2.9511 +2025-06-11 15:04:50,380 - pyskl - INFO - Epoch [83][3100/3940] lr: 1.047e-02, eta: 1 day, 9:35:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.8647, loss: 2.8647 +2025-06-11 15:05:35,729 - pyskl - INFO - Epoch [83][3200/3940] lr: 1.046e-02, eta: 1 day, 9:34:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.9761, loss: 2.9761 +2025-06-11 15:06:21,086 - pyskl - INFO - Epoch [83][3300/3940] lr: 1.046e-02, eta: 1 day, 9:33:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 3.0284, loss: 3.0284 +2025-06-11 15:07:06,546 - pyskl - INFO - Epoch [83][3400/3940] lr: 1.045e-02, eta: 1 day, 9:32:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9794, loss_cls: 2.8452, loss: 2.8452 +2025-06-11 15:07:52,036 - pyskl - INFO - Epoch [83][3500/3940] lr: 1.044e-02, eta: 1 day, 9:31:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9781, loss_cls: 3.0106, loss: 3.0106 +2025-06-11 15:08:37,419 - pyskl - INFO - Epoch [83][3600/3940] lr: 1.044e-02, eta: 1 day, 9:31:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9875, loss_cls: 2.9782, loss: 2.9782 +2025-06-11 15:09:22,867 - pyskl - INFO - Epoch [83][3700/3940] lr: 1.043e-02, eta: 1 day, 9:30:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.9377, loss: 2.9377 +2025-06-11 15:10:08,326 - pyskl - INFO - Epoch [83][3800/3940] lr: 1.042e-02, eta: 1 day, 9:29:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9775, loss_cls: 3.0533, loss: 3.0533 +2025-06-11 15:10:53,753 - pyskl - INFO - Epoch [83][3900/3940] lr: 1.042e-02, eta: 1 day, 9:28:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 3.0418, loss: 3.0418 +2025-06-11 15:11:12,230 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-06-11 15:14:47,698 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 15:14:48,176 - pyskl - INFO - +top1_acc 0.7722 +top5_acc 0.9526 +2025-06-11 15:14:48,195 - pyskl - INFO - Epoch(val) [83][3183] top1_acc: 0.7722, top5_acc: 0.9526 +2025-06-11 15:15:56,989 - pyskl - INFO - Epoch [84][100/3940] lr: 1.041e-02, eta: 1 day, 9:27:56, time: 0.688, data_time: 0.233, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.8944, loss: 2.8944 +2025-06-11 15:16:42,535 - pyskl - INFO - Epoch [84][200/3940] lr: 1.040e-02, eta: 1 day, 9:27:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.8801, loss: 2.8801 +2025-06-11 15:17:28,073 - pyskl - INFO - Epoch [84][300/3940] lr: 1.040e-02, eta: 1 day, 9:26:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.8230, loss: 2.8230 +2025-06-11 15:18:13,526 - pyskl - INFO - Epoch [84][400/3940] lr: 1.039e-02, eta: 1 day, 9:25:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 3.0380, loss: 3.0380 +2025-06-11 15:18:59,052 - pyskl - INFO - Epoch [84][500/3940] lr: 1.038e-02, eta: 1 day, 9:24:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 3.0193, loss: 3.0193 +2025-06-11 15:19:44,816 - pyskl - INFO - Epoch [84][600/3940] lr: 1.038e-02, eta: 1 day, 9:24:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 3.0070, loss: 3.0070 +2025-06-11 15:20:30,905 - pyskl - INFO - Epoch [84][700/3940] lr: 1.037e-02, eta: 1 day, 9:23:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.9672, loss: 2.9672 +2025-06-11 15:21:16,975 - pyskl - INFO - Epoch [84][800/3940] lr: 1.036e-02, eta: 1 day, 9:22:37, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.8471, loss: 2.8471 +2025-06-11 15:22:02,582 - pyskl - INFO - Epoch [84][900/3940] lr: 1.036e-02, eta: 1 day, 9:21:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.8532, loss: 2.8532 +2025-06-11 15:22:48,420 - pyskl - INFO - Epoch [84][1000/3940] lr: 1.035e-02, eta: 1 day, 9:21:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.9109, loss: 2.9109 +2025-06-11 15:23:34,044 - pyskl - INFO - Epoch [84][1100/3940] lr: 1.034e-02, eta: 1 day, 9:20:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 3.0942, loss: 3.0942 +2025-06-11 15:24:19,512 - pyskl - INFO - Epoch [84][1200/3940] lr: 1.034e-02, eta: 1 day, 9:19:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 3.0507, loss: 3.0507 +2025-06-11 15:25:05,335 - pyskl - INFO - Epoch [84][1300/3940] lr: 1.033e-02, eta: 1 day, 9:18:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 2.9999, loss: 2.9999 +2025-06-11 15:25:50,752 - pyskl - INFO - Epoch [84][1400/3940] lr: 1.032e-02, eta: 1 day, 9:18:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 3.1232, loss: 3.1232 +2025-06-11 15:26:36,169 - pyskl - INFO - Epoch [84][1500/3940] lr: 1.032e-02, eta: 1 day, 9:17:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 2.9720, loss: 2.9720 +2025-06-11 15:27:21,699 - pyskl - INFO - Epoch [84][1600/3940] lr: 1.031e-02, eta: 1 day, 9:16:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9788, loss_cls: 2.9753, loss: 2.9753 +2025-06-11 15:28:07,108 - pyskl - INFO - Epoch [84][1700/3940] lr: 1.030e-02, eta: 1 day, 9:15:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.8918, loss: 2.8918 +2025-06-11 15:28:52,484 - pyskl - INFO - Epoch [84][1800/3940] lr: 1.030e-02, eta: 1 day, 9:14:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9781, loss_cls: 3.0101, loss: 3.0101 +2025-06-11 15:29:37,812 - pyskl - INFO - Epoch [84][1900/3940] lr: 1.029e-02, eta: 1 day, 9:14:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 3.0342, loss: 3.0342 +2025-06-11 15:30:23,127 - pyskl - INFO - Epoch [84][2000/3940] lr: 1.028e-02, eta: 1 day, 9:13:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 3.0729, loss: 3.0729 +2025-06-11 15:31:08,491 - pyskl - INFO - Epoch [84][2100/3940] lr: 1.028e-02, eta: 1 day, 9:12:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9781, loss_cls: 2.9423, loss: 2.9423 +2025-06-11 15:31:53,899 - pyskl - INFO - Epoch [84][2200/3940] lr: 1.027e-02, eta: 1 day, 9:11:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 3.1084, loss: 3.1084 +2025-06-11 15:32:39,558 - pyskl - INFO - Epoch [84][2300/3940] lr: 1.026e-02, eta: 1 day, 9:11:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 2.8867, loss: 2.8867 +2025-06-11 15:33:25,253 - pyskl - INFO - Epoch [84][2400/3940] lr: 1.026e-02, eta: 1 day, 9:10:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9788, loss_cls: 2.9901, loss: 2.9901 +2025-06-11 15:34:10,767 - pyskl - INFO - Epoch [84][2500/3940] lr: 1.025e-02, eta: 1 day, 9:09:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.9761, loss: 2.9761 +2025-06-11 15:34:56,468 - pyskl - INFO - Epoch [84][2600/3940] lr: 1.025e-02, eta: 1 day, 9:08:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9794, loss_cls: 3.0075, loss: 3.0075 +2025-06-11 15:35:41,982 - pyskl - INFO - Epoch [84][2700/3940] lr: 1.024e-02, eta: 1 day, 9:08:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.9394, loss: 2.9394 +2025-06-11 15:36:27,589 - pyskl - INFO - Epoch [84][2800/3940] lr: 1.023e-02, eta: 1 day, 9:07:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9731, loss_cls: 3.0967, loss: 3.0967 +2025-06-11 15:37:13,267 - pyskl - INFO - Epoch [84][2900/3940] lr: 1.023e-02, eta: 1 day, 9:06:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 3.0592, loss: 3.0592 +2025-06-11 15:37:58,795 - pyskl - INFO - Epoch [84][3000/3940] lr: 1.022e-02, eta: 1 day, 9:05:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 3.1411, loss: 3.1411 +2025-06-11 15:38:44,039 - pyskl - INFO - Epoch [84][3100/3940] lr: 1.021e-02, eta: 1 day, 9:05:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 2.8728, loss: 2.8728 +2025-06-11 15:39:29,387 - pyskl - INFO - Epoch [84][3200/3940] lr: 1.021e-02, eta: 1 day, 9:04:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.8967, loss: 2.8967 +2025-06-11 15:40:14,755 - pyskl - INFO - Epoch [84][3300/3940] lr: 1.020e-02, eta: 1 day, 9:03:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 3.0535, loss: 3.0535 +2025-06-11 15:41:00,138 - pyskl - INFO - Epoch [84][3400/3940] lr: 1.019e-02, eta: 1 day, 9:02:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9756, loss_cls: 2.8565, loss: 2.8565 +2025-06-11 15:41:45,517 - pyskl - INFO - Epoch [84][3500/3940] lr: 1.019e-02, eta: 1 day, 9:02:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 3.0356, loss: 3.0356 +2025-06-11 15:42:31,018 - pyskl - INFO - Epoch [84][3600/3940] lr: 1.018e-02, eta: 1 day, 9:01:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9738, loss_cls: 3.0300, loss: 3.0300 +2025-06-11 15:43:16,558 - pyskl - INFO - Epoch [84][3700/3940] lr: 1.017e-02, eta: 1 day, 9:00:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 2.9336, loss: 2.9336 +2025-06-11 15:44:02,069 - pyskl - INFO - Epoch [84][3800/3940] lr: 1.017e-02, eta: 1 day, 8:59:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.9977, loss: 2.9977 +2025-06-11 15:44:47,624 - pyskl - INFO - Epoch [84][3900/3940] lr: 1.016e-02, eta: 1 day, 8:58:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.8541, loss: 2.8541 +2025-06-11 15:45:06,162 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-06-11 15:48:38,829 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 15:48:39,285 - pyskl - INFO - +top1_acc 0.7926 +top5_acc 0.9617 +2025-06-11 15:48:39,302 - pyskl - INFO - Epoch(val) [84][3183] top1_acc: 0.7926, top5_acc: 0.9617 +2025-06-11 15:49:48,206 - pyskl - INFO - Epoch [85][100/3940] lr: 1.015e-02, eta: 1 day, 8:57:58, time: 0.689, data_time: 0.234, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 2.9063, loss: 2.9063 +2025-06-11 15:50:33,689 - pyskl - INFO - Epoch [85][200/3940] lr: 1.014e-02, eta: 1 day, 8:57:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 2.9032, loss: 2.9032 +2025-06-11 15:51:19,266 - pyskl - INFO - Epoch [85][300/3940] lr: 1.014e-02, eta: 1 day, 8:56:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.8303, loss: 2.8303 +2025-06-11 15:52:04,863 - pyskl - INFO - Epoch [85][400/3940] lr: 1.013e-02, eta: 1 day, 8:55:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9781, loss_cls: 2.8854, loss: 2.8854 +2025-06-11 15:52:50,355 - pyskl - INFO - Epoch [85][500/3940] lr: 1.013e-02, eta: 1 day, 8:54:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 3.0589, loss: 3.0589 +2025-06-11 15:53:35,716 - pyskl - INFO - Epoch [85][600/3940] lr: 1.012e-02, eta: 1 day, 8:54:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.7975, loss: 2.7975 +2025-06-11 15:54:21,144 - pyskl - INFO - Epoch [85][700/3940] lr: 1.011e-02, eta: 1 day, 8:53:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.7871, loss: 2.7871 +2025-06-11 15:55:06,651 - pyskl - INFO - Epoch [85][800/3940] lr: 1.011e-02, eta: 1 day, 8:52:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9819, loss_cls: 2.8389, loss: 2.8389 +2025-06-11 15:55:52,110 - pyskl - INFO - Epoch [85][900/3940] lr: 1.010e-02, eta: 1 day, 8:51:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 2.9901, loss: 2.9901 +2025-06-11 15:56:37,458 - pyskl - INFO - Epoch [85][1000/3940] lr: 1.009e-02, eta: 1 day, 8:51:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.9645, loss: 2.9645 +2025-06-11 15:57:22,741 - pyskl - INFO - Epoch [85][1100/3940] lr: 1.009e-02, eta: 1 day, 8:50:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.8925, loss: 2.8925 +2025-06-11 15:58:08,032 - pyskl - INFO - Epoch [85][1200/3940] lr: 1.008e-02, eta: 1 day, 8:49:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9888, loss_cls: 2.9120, loss: 2.9120 +2025-06-11 15:58:53,356 - pyskl - INFO - Epoch [85][1300/3940] lr: 1.007e-02, eta: 1 day, 8:48:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9738, loss_cls: 2.9111, loss: 2.9111 +2025-06-11 15:59:38,775 - pyskl - INFO - Epoch [85][1400/3940] lr: 1.007e-02, eta: 1 day, 8:48:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9756, loss_cls: 2.8764, loss: 2.8764 +2025-06-11 16:00:24,107 - pyskl - INFO - Epoch [85][1500/3940] lr: 1.006e-02, eta: 1 day, 8:47:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.8990, loss: 2.8990 +2025-06-11 16:01:09,481 - pyskl - INFO - Epoch [85][1600/3940] lr: 1.005e-02, eta: 1 day, 8:46:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.9934, loss: 2.9934 +2025-06-11 16:01:54,886 - pyskl - INFO - Epoch [85][1700/3940] lr: 1.005e-02, eta: 1 day, 8:45:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 3.0434, loss: 3.0434 +2025-06-11 16:02:40,327 - pyskl - INFO - Epoch [85][1800/3940] lr: 1.004e-02, eta: 1 day, 8:44:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 2.8792, loss: 2.8792 +2025-06-11 16:03:25,746 - pyskl - INFO - Epoch [85][1900/3940] lr: 1.003e-02, eta: 1 day, 8:44:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.8582, loss: 2.8582 +2025-06-11 16:04:11,124 - pyskl - INFO - Epoch [85][2000/3940] lr: 1.003e-02, eta: 1 day, 8:43:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9762, loss_cls: 3.0064, loss: 3.0064 +2025-06-11 16:04:56,526 - pyskl - INFO - Epoch [85][2100/3940] lr: 1.002e-02, eta: 1 day, 8:42:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 2.8224, loss: 2.8224 +2025-06-11 16:05:41,905 - pyskl - INFO - Epoch [85][2200/3940] lr: 1.001e-02, eta: 1 day, 8:41:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 3.1321, loss: 3.1321 +2025-06-11 16:06:27,390 - pyskl - INFO - Epoch [85][2300/3940] lr: 1.001e-02, eta: 1 day, 8:41:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9750, loss_cls: 3.0652, loss: 3.0652 +2025-06-11 16:07:12,862 - pyskl - INFO - Epoch [85][2400/3940] lr: 1.000e-02, eta: 1 day, 8:40:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9750, loss_cls: 2.9798, loss: 2.9798 +2025-06-11 16:07:58,393 - pyskl - INFO - Epoch [85][2500/3940] lr: 9.995e-03, eta: 1 day, 8:39:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.9255, loss: 2.9255 +2025-06-11 16:08:43,951 - pyskl - INFO - Epoch [85][2600/3940] lr: 9.988e-03, eta: 1 day, 8:38:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9812, loss_cls: 3.0004, loss: 3.0004 +2025-06-11 16:09:29,414 - pyskl - INFO - Epoch [85][2700/3940] lr: 9.982e-03, eta: 1 day, 8:38:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 3.0290, loss: 3.0290 +2025-06-11 16:10:14,937 - pyskl - INFO - Epoch [85][2800/3940] lr: 9.975e-03, eta: 1 day, 8:37:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 3.0499, loss: 3.0499 +2025-06-11 16:11:00,407 - pyskl - INFO - Epoch [85][2900/3940] lr: 9.969e-03, eta: 1 day, 8:36:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9781, loss_cls: 2.8929, loss: 2.8929 +2025-06-11 16:11:45,769 - pyskl - INFO - Epoch [85][3000/3940] lr: 9.962e-03, eta: 1 day, 8:35:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9806, loss_cls: 2.8705, loss: 2.8705 +2025-06-11 16:12:31,245 - pyskl - INFO - Epoch [85][3100/3940] lr: 9.956e-03, eta: 1 day, 8:35:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 2.9435, loss: 2.9435 +2025-06-11 16:13:16,813 - pyskl - INFO - Epoch [85][3200/3940] lr: 9.949e-03, eta: 1 day, 8:34:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 3.0214, loss: 3.0214 +2025-06-11 16:14:02,275 - pyskl - INFO - Epoch [85][3300/3940] lr: 9.943e-03, eta: 1 day, 8:33:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9706, loss_cls: 3.0170, loss: 3.0170 +2025-06-11 16:14:47,761 - pyskl - INFO - Epoch [85][3400/3940] lr: 9.936e-03, eta: 1 day, 8:32:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.8895, loss: 2.8895 +2025-06-11 16:15:33,230 - pyskl - INFO - Epoch [85][3500/3940] lr: 9.930e-03, eta: 1 day, 8:32:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9731, loss_cls: 3.0210, loss: 3.0210 +2025-06-11 16:16:18,981 - pyskl - INFO - Epoch [85][3600/3940] lr: 9.923e-03, eta: 1 day, 8:31:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9762, loss_cls: 2.9574, loss: 2.9574 +2025-06-11 16:17:04,532 - pyskl - INFO - Epoch [85][3700/3940] lr: 9.917e-03, eta: 1 day, 8:30:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.8893, loss: 2.8893 +2025-06-11 16:17:50,172 - pyskl - INFO - Epoch [85][3800/3940] lr: 9.910e-03, eta: 1 day, 8:29:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 2.9793, loss: 2.9793 +2025-06-11 16:18:35,781 - pyskl - INFO - Epoch [85][3900/3940] lr: 9.904e-03, eta: 1 day, 8:28:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 3.0142, loss: 3.0142 +2025-06-11 16:18:54,305 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-06-11 16:36:44,018 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 16:36:44,547 - pyskl - INFO - +top1_acc 0.7767 +top5_acc 0.9540 +2025-06-11 16:36:44,564 - pyskl - INFO - Epoch(val) [85][3183] top1_acc: 0.7767, top5_acc: 0.9540 +2025-06-11 16:37:54,007 - pyskl - INFO - Epoch [86][100/3940] lr: 9.895e-03, eta: 1 day, 8:27:58, time: 0.694, data_time: 0.238, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.8740, loss: 2.8740 +2025-06-11 16:38:39,554 - pyskl - INFO - Epoch [86][200/3940] lr: 9.888e-03, eta: 1 day, 8:27:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 2.9629, loss: 2.9629 +2025-06-11 16:39:25,156 - pyskl - INFO - Epoch [86][300/3940] lr: 9.882e-03, eta: 1 day, 8:26:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 2.9095, loss: 2.9095 +2025-06-11 16:40:10,660 - pyskl - INFO - Epoch [86][400/3940] lr: 9.875e-03, eta: 1 day, 8:25:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.8113, loss: 2.8113 +2025-06-11 16:40:56,259 - pyskl - INFO - Epoch [86][500/3940] lr: 9.869e-03, eta: 1 day, 8:24:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.9059, loss: 2.9059 +2025-06-11 16:41:41,748 - pyskl - INFO - Epoch [86][600/3940] lr: 9.862e-03, eta: 1 day, 8:24:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.9444, loss: 2.9444 +2025-06-11 16:42:27,271 - pyskl - INFO - Epoch [86][700/3940] lr: 9.856e-03, eta: 1 day, 8:23:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 2.9686, loss: 2.9686 +2025-06-11 16:43:12,884 - pyskl - INFO - Epoch [86][800/3940] lr: 9.849e-03, eta: 1 day, 8:22:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 2.9855, loss: 2.9855 +2025-06-11 16:43:58,476 - pyskl - INFO - Epoch [86][900/3940] lr: 9.843e-03, eta: 1 day, 8:21:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9781, loss_cls: 2.9247, loss: 2.9247 +2025-06-11 16:44:43,937 - pyskl - INFO - Epoch [86][1000/3940] lr: 9.836e-03, eta: 1 day, 8:21:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9806, loss_cls: 2.8724, loss: 2.8724 +2025-06-11 16:45:29,464 - pyskl - INFO - Epoch [86][1100/3940] lr: 9.830e-03, eta: 1 day, 8:20:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 2.8770, loss: 2.8770 +2025-06-11 16:46:15,054 - pyskl - INFO - Epoch [86][1200/3940] lr: 9.823e-03, eta: 1 day, 8:19:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.9585, loss: 2.9585 +2025-06-11 16:47:00,607 - pyskl - INFO - Epoch [86][1300/3940] lr: 9.817e-03, eta: 1 day, 8:18:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.8453, loss: 2.8453 +2025-06-11 16:47:46,151 - pyskl - INFO - Epoch [86][1400/3940] lr: 9.810e-03, eta: 1 day, 8:18:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.9686, loss: 2.9686 +2025-06-11 16:48:31,624 - pyskl - INFO - Epoch [86][1500/3940] lr: 9.804e-03, eta: 1 day, 8:17:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 2.7724, loss: 2.7724 +2025-06-11 16:49:17,195 - pyskl - INFO - Epoch [86][1600/3940] lr: 9.797e-03, eta: 1 day, 8:16:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.9304, loss: 2.9304 +2025-06-11 16:50:02,736 - pyskl - INFO - Epoch [86][1700/3940] lr: 9.791e-03, eta: 1 day, 8:15:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 2.9831, loss: 2.9831 +2025-06-11 16:50:48,286 - pyskl - INFO - Epoch [86][1800/3940] lr: 9.784e-03, eta: 1 day, 8:15:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 2.8796, loss: 2.8796 +2025-06-11 16:51:33,767 - pyskl - INFO - Epoch [86][1900/3940] lr: 9.778e-03, eta: 1 day, 8:14:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9744, loss_cls: 2.9670, loss: 2.9670 +2025-06-11 16:52:19,258 - pyskl - INFO - Epoch [86][2000/3940] lr: 9.771e-03, eta: 1 day, 8:13:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 2.9642, loss: 2.9642 +2025-06-11 16:53:04,757 - pyskl - INFO - Epoch [86][2100/3940] lr: 9.765e-03, eta: 1 day, 8:12:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.9302, loss: 2.9302 +2025-06-11 16:53:50,216 - pyskl - INFO - Epoch [86][2200/3940] lr: 9.758e-03, eta: 1 day, 8:11:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.7784, loss: 2.7784 +2025-06-11 16:54:35,689 - pyskl - INFO - Epoch [86][2300/3940] lr: 9.752e-03, eta: 1 day, 8:11:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.9944, loss: 2.9944 +2025-06-11 16:55:21,159 - pyskl - INFO - Epoch [86][2400/3940] lr: 9.745e-03, eta: 1 day, 8:10:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.9799, loss: 2.9799 +2025-06-11 16:56:06,612 - pyskl - INFO - Epoch [86][2500/3940] lr: 9.739e-03, eta: 1 day, 8:09:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.9516, loss: 2.9516 +2025-06-11 16:56:52,112 - pyskl - INFO - Epoch [86][2600/3940] lr: 9.732e-03, eta: 1 day, 8:08:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 2.9602, loss: 2.9602 +2025-06-11 16:57:37,594 - pyskl - INFO - Epoch [86][2700/3940] lr: 9.726e-03, eta: 1 day, 8:08:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.8350, loss: 2.8350 +2025-06-11 16:58:23,058 - pyskl - INFO - Epoch [86][2800/3940] lr: 9.719e-03, eta: 1 day, 8:07:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 3.0387, loss: 3.0387 +2025-06-11 16:59:08,672 - pyskl - INFO - Epoch [86][2900/3940] lr: 9.713e-03, eta: 1 day, 8:06:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9769, loss_cls: 3.0355, loss: 3.0355 +2025-06-11 16:59:54,117 - pyskl - INFO - Epoch [86][3000/3940] lr: 9.707e-03, eta: 1 day, 8:05:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9831, loss_cls: 3.0066, loss: 3.0066 +2025-06-11 17:00:39,596 - pyskl - INFO - Epoch [86][3100/3940] lr: 9.700e-03, eta: 1 day, 8:05:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 2.9638, loss: 2.9638 +2025-06-11 17:01:25,084 - pyskl - INFO - Epoch [86][3200/3940] lr: 9.694e-03, eta: 1 day, 8:04:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9775, loss_cls: 2.9908, loss: 2.9908 +2025-06-11 17:02:10,579 - pyskl - INFO - Epoch [86][3300/3940] lr: 9.687e-03, eta: 1 day, 8:03:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 2.9039, loss: 2.9039 +2025-06-11 17:02:55,968 - pyskl - INFO - Epoch [86][3400/3940] lr: 9.681e-03, eta: 1 day, 8:02:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 3.0091, loss: 3.0091 +2025-06-11 17:03:41,443 - pyskl - INFO - Epoch [86][3500/3940] lr: 9.674e-03, eta: 1 day, 8:02:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 2.9627, loss: 2.9627 +2025-06-11 17:04:26,983 - pyskl - INFO - Epoch [86][3600/3940] lr: 9.668e-03, eta: 1 day, 8:01:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 2.9283, loss: 2.9283 +2025-06-11 17:05:12,548 - pyskl - INFO - Epoch [86][3700/3940] lr: 9.661e-03, eta: 1 day, 8:00:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 2.9883, loss: 2.9883 +2025-06-11 17:05:58,008 - pyskl - INFO - Epoch [86][3800/3940] lr: 9.655e-03, eta: 1 day, 7:59:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.9220, loss: 2.9220 +2025-06-11 17:06:43,513 - pyskl - INFO - Epoch [86][3900/3940] lr: 9.648e-03, eta: 1 day, 7:58:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9762, loss_cls: 2.9558, loss: 2.9558 +2025-06-11 17:07:02,054 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-06-11 17:10:37,597 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 17:10:38,097 - pyskl - INFO - +top1_acc 0.7856 +top5_acc 0.9565 +2025-06-11 17:10:38,118 - pyskl - INFO - Epoch(val) [86][3183] top1_acc: 0.7856, top5_acc: 0.9565 +2025-06-11 17:11:47,937 - pyskl - INFO - Epoch [87][100/3940] lr: 9.639e-03, eta: 1 day, 7:57:59, time: 0.698, data_time: 0.240, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9762, loss_cls: 2.9190, loss: 2.9190 +2025-06-11 17:12:33,649 - pyskl - INFO - Epoch [87][200/3940] lr: 9.633e-03, eta: 1 day, 7:57:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 2.8002, loss: 2.8002 +2025-06-11 17:13:19,330 - pyskl - INFO - Epoch [87][300/3940] lr: 9.626e-03, eta: 1 day, 7:56:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9850, loss_cls: 2.7986, loss: 2.7986 +2025-06-11 17:14:05,103 - pyskl - INFO - Epoch [87][400/3940] lr: 9.620e-03, eta: 1 day, 7:55:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 2.8391, loss: 2.8391 +2025-06-11 17:14:50,825 - pyskl - INFO - Epoch [87][500/3940] lr: 9.613e-03, eta: 1 day, 7:54:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 2.8099, loss: 2.8099 +2025-06-11 17:15:36,382 - pyskl - INFO - Epoch [87][600/3940] lr: 9.607e-03, eta: 1 day, 7:54:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 2.7819, loss: 2.7819 +2025-06-11 17:16:21,911 - pyskl - INFO - Epoch [87][700/3940] lr: 9.600e-03, eta: 1 day, 7:53:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.8996, loss: 2.8996 +2025-06-11 17:17:07,344 - pyskl - INFO - Epoch [87][800/3940] lr: 9.594e-03, eta: 1 day, 7:52:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 2.8684, loss: 2.8684 +2025-06-11 17:17:52,489 - pyskl - INFO - Epoch [87][900/3940] lr: 9.587e-03, eta: 1 day, 7:51:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 2.8504, loss: 2.8504 +2025-06-11 17:18:37,682 - pyskl - INFO - Epoch [87][1000/3940] lr: 9.581e-03, eta: 1 day, 7:51:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.8426, loss: 2.8426 +2025-06-11 17:19:23,125 - pyskl - INFO - Epoch [87][1100/3940] lr: 9.575e-03, eta: 1 day, 7:50:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9862, loss_cls: 2.9592, loss: 2.9592 +2025-06-11 17:20:08,590 - pyskl - INFO - Epoch [87][1200/3940] lr: 9.568e-03, eta: 1 day, 7:49:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9788, loss_cls: 2.8879, loss: 2.8879 +2025-06-11 17:20:54,028 - pyskl - INFO - Epoch [87][1300/3940] lr: 9.562e-03, eta: 1 day, 7:48:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.7339, loss: 2.7339 +2025-06-11 17:21:39,472 - pyskl - INFO - Epoch [87][1400/3940] lr: 9.555e-03, eta: 1 day, 7:48:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.8894, loss: 2.8894 +2025-06-11 17:22:24,872 - pyskl - INFO - Epoch [87][1500/3940] lr: 9.549e-03, eta: 1 day, 7:47:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 2.9262, loss: 2.9262 +2025-06-11 17:23:10,245 - pyskl - INFO - Epoch [87][1600/3940] lr: 9.542e-03, eta: 1 day, 7:46:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 2.8864, loss: 2.8864 +2025-06-11 17:23:55,629 - pyskl - INFO - Epoch [87][1700/3940] lr: 9.536e-03, eta: 1 day, 7:45:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9750, loss_cls: 2.9816, loss: 2.9816 +2025-06-11 17:24:40,900 - pyskl - INFO - Epoch [87][1800/3940] lr: 9.529e-03, eta: 1 day, 7:45:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.9431, loss: 2.9431 +2025-06-11 17:25:26,235 - pyskl - INFO - Epoch [87][1900/3940] lr: 9.523e-03, eta: 1 day, 7:44:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 2.8658, loss: 2.8658 +2025-06-11 17:26:11,563 - pyskl - INFO - Epoch [87][2000/3940] lr: 9.516e-03, eta: 1 day, 7:43:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.8926, loss: 2.8926 +2025-06-11 17:26:56,922 - pyskl - INFO - Epoch [87][2100/3940] lr: 9.510e-03, eta: 1 day, 7:42:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 2.9771, loss: 2.9771 +2025-06-11 17:27:42,132 - pyskl - INFO - Epoch [87][2200/3940] lr: 9.504e-03, eta: 1 day, 7:41:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9725, loss_cls: 2.9991, loss: 2.9991 +2025-06-11 17:28:27,378 - pyskl - INFO - Epoch [87][2300/3940] lr: 9.497e-03, eta: 1 day, 7:41:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.8482, loss: 2.8482 +2025-06-11 17:29:12,574 - pyskl - INFO - Epoch [87][2400/3940] lr: 9.491e-03, eta: 1 day, 7:40:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.8489, loss: 2.8489 +2025-06-11 17:29:57,815 - pyskl - INFO - Epoch [87][2500/3940] lr: 9.484e-03, eta: 1 day, 7:39:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 2.8993, loss: 2.8993 +2025-06-11 17:30:43,062 - pyskl - INFO - Epoch [87][2600/3940] lr: 9.478e-03, eta: 1 day, 7:38:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 2.8538, loss: 2.8538 +2025-06-11 17:31:28,349 - pyskl - INFO - Epoch [87][2700/3940] lr: 9.471e-03, eta: 1 day, 7:38:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 3.0503, loss: 3.0503 +2025-06-11 17:32:13,583 - pyskl - INFO - Epoch [87][2800/3940] lr: 9.465e-03, eta: 1 day, 7:37:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 3.0151, loss: 3.0151 +2025-06-11 17:32:58,967 - pyskl - INFO - Epoch [87][2900/3940] lr: 9.458e-03, eta: 1 day, 7:36:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 2.8819, loss: 2.8819 +2025-06-11 17:33:44,547 - pyskl - INFO - Epoch [87][3000/3940] lr: 9.452e-03, eta: 1 day, 7:35:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.8802, loss: 2.8802 +2025-06-11 17:34:29,894 - pyskl - INFO - Epoch [87][3100/3940] lr: 9.446e-03, eta: 1 day, 7:35:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 3.0023, loss: 3.0023 +2025-06-11 17:35:15,223 - pyskl - INFO - Epoch [87][3200/3940] lr: 9.439e-03, eta: 1 day, 7:34:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9762, loss_cls: 2.9723, loss: 2.9723 +2025-06-11 17:36:00,583 - pyskl - INFO - Epoch [87][3300/3940] lr: 9.433e-03, eta: 1 day, 7:33:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9794, loss_cls: 2.9373, loss: 2.9373 +2025-06-11 17:36:45,902 - pyskl - INFO - Epoch [87][3400/3940] lr: 9.426e-03, eta: 1 day, 7:32:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 2.8570, loss: 2.8570 +2025-06-11 17:37:31,394 - pyskl - INFO - Epoch [87][3500/3940] lr: 9.420e-03, eta: 1 day, 7:32:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.8782, loss: 2.8782 +2025-06-11 17:38:16,801 - pyskl - INFO - Epoch [87][3600/3940] lr: 9.413e-03, eta: 1 day, 7:31:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9794, loss_cls: 2.9171, loss: 2.9171 +2025-06-11 17:39:02,354 - pyskl - INFO - Epoch [87][3700/3940] lr: 9.407e-03, eta: 1 day, 7:30:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 2.9274, loss: 2.9274 +2025-06-11 17:39:47,962 - pyskl - INFO - Epoch [87][3800/3940] lr: 9.400e-03, eta: 1 day, 7:29:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 2.9548, loss: 2.9548 +2025-06-11 17:40:33,386 - pyskl - INFO - Epoch [87][3900/3940] lr: 9.394e-03, eta: 1 day, 7:28:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 3.0400, loss: 3.0400 +2025-06-11 17:40:51,897 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-06-11 17:44:25,463 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 17:44:26,002 - pyskl - INFO - +top1_acc 0.7896 +top5_acc 0.9616 +2025-06-11 17:44:26,021 - pyskl - INFO - Epoch(val) [87][3183] top1_acc: 0.7896, top5_acc: 0.9616 +2025-06-11 17:45:35,556 - pyskl - INFO - Epoch [88][100/3940] lr: 9.385e-03, eta: 1 day, 7:27:57, time: 0.695, data_time: 0.240, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.8861, loss: 2.8861 +2025-06-11 17:46:21,005 - pyskl - INFO - Epoch [88][200/3940] lr: 9.379e-03, eta: 1 day, 7:27:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9812, loss_cls: 2.7926, loss: 2.7926 +2025-06-11 17:47:06,464 - pyskl - INFO - Epoch [88][300/3940] lr: 9.372e-03, eta: 1 day, 7:26:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.8852, loss: 2.8852 +2025-06-11 17:47:51,842 - pyskl - INFO - Epoch [88][400/3940] lr: 9.366e-03, eta: 1 day, 7:25:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 2.7434, loss: 2.7434 +2025-06-11 17:48:37,227 - pyskl - INFO - Epoch [88][500/3940] lr: 9.359e-03, eta: 1 day, 7:24:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.7847, loss: 2.7847 +2025-06-11 17:49:22,520 - pyskl - INFO - Epoch [88][600/3940] lr: 9.353e-03, eta: 1 day, 7:24:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.8436, loss: 2.8436 +2025-06-11 17:50:07,813 - pyskl - INFO - Epoch [88][700/3940] lr: 9.346e-03, eta: 1 day, 7:23:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.9520, loss: 2.9520 +2025-06-11 17:50:53,104 - pyskl - INFO - Epoch [88][800/3940] lr: 9.340e-03, eta: 1 day, 7:22:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.8767, loss: 2.8767 +2025-06-11 17:51:38,551 - pyskl - INFO - Epoch [88][900/3940] lr: 9.334e-03, eta: 1 day, 7:21:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.7433, loss: 2.7433 +2025-06-11 17:52:23,893 - pyskl - INFO - Epoch [88][1000/3940] lr: 9.327e-03, eta: 1 day, 7:21:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9756, loss_cls: 2.8575, loss: 2.8575 +2025-06-11 17:53:09,132 - pyskl - INFO - Epoch [88][1100/3940] lr: 9.321e-03, eta: 1 day, 7:20:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 2.8862, loss: 2.8862 +2025-06-11 17:53:54,362 - pyskl - INFO - Epoch [88][1200/3940] lr: 9.314e-03, eta: 1 day, 7:19:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.8044, loss: 2.8044 +2025-06-11 17:54:39,663 - pyskl - INFO - Epoch [88][1300/3940] lr: 9.308e-03, eta: 1 day, 7:18:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9812, loss_cls: 2.8493, loss: 2.8493 +2025-06-11 17:55:24,926 - pyskl - INFO - Epoch [88][1400/3940] lr: 9.301e-03, eta: 1 day, 7:18:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 2.8434, loss: 2.8434 +2025-06-11 17:56:10,205 - pyskl - INFO - Epoch [88][1500/3940] lr: 9.295e-03, eta: 1 day, 7:17:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 2.9239, loss: 2.9239 +2025-06-11 17:56:55,432 - pyskl - INFO - Epoch [88][1600/3940] lr: 9.289e-03, eta: 1 day, 7:16:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.8493, loss: 2.8493 +2025-06-11 17:57:40,705 - pyskl - INFO - Epoch [88][1700/3940] lr: 9.282e-03, eta: 1 day, 7:15:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9819, loss_cls: 2.8427, loss: 2.8427 +2025-06-11 17:58:25,917 - pyskl - INFO - Epoch [88][1800/3940] lr: 9.276e-03, eta: 1 day, 7:14:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 2.8531, loss: 2.8531 +2025-06-11 17:59:11,179 - pyskl - INFO - Epoch [88][1900/3940] lr: 9.269e-03, eta: 1 day, 7:14:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.9919, loss: 2.9919 +2025-06-11 17:59:56,423 - pyskl - INFO - Epoch [88][2000/3940] lr: 9.263e-03, eta: 1 day, 7:13:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.8974, loss: 2.8974 +2025-06-11 18:00:41,680 - pyskl - INFO - Epoch [88][2100/3940] lr: 9.256e-03, eta: 1 day, 7:12:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.7600, loss: 2.7600 +2025-06-11 18:01:26,933 - pyskl - INFO - Epoch [88][2200/3940] lr: 9.250e-03, eta: 1 day, 7:11:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.9136, loss: 2.9136 +2025-06-11 18:02:12,149 - pyskl - INFO - Epoch [88][2300/3940] lr: 9.244e-03, eta: 1 day, 7:11:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9806, loss_cls: 2.8190, loss: 2.8190 +2025-06-11 18:02:57,371 - pyskl - INFO - Epoch [88][2400/3940] lr: 9.237e-03, eta: 1 day, 7:10:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.9059, loss: 2.9059 +2025-06-11 18:03:42,678 - pyskl - INFO - Epoch [88][2500/3940] lr: 9.231e-03, eta: 1 day, 7:09:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 3.0165, loss: 3.0165 +2025-06-11 18:04:28,030 - pyskl - INFO - Epoch [88][2600/3940] lr: 9.224e-03, eta: 1 day, 7:08:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 3.0066, loss: 3.0066 +2025-06-11 18:05:13,311 - pyskl - INFO - Epoch [88][2700/3940] lr: 9.218e-03, eta: 1 day, 7:08:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9762, loss_cls: 2.9465, loss: 2.9465 +2025-06-11 18:05:58,809 - pyskl - INFO - Epoch [88][2800/3940] lr: 9.212e-03, eta: 1 day, 7:07:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 2.8675, loss: 2.8675 +2025-06-11 18:06:44,220 - pyskl - INFO - Epoch [88][2900/3940] lr: 9.205e-03, eta: 1 day, 7:06:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.8390, loss: 2.8390 +2025-06-11 18:07:29,699 - pyskl - INFO - Epoch [88][3000/3940] lr: 9.199e-03, eta: 1 day, 7:05:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9731, loss_cls: 2.9308, loss: 2.9308 +2025-06-11 18:08:15,407 - pyskl - INFO - Epoch [88][3100/3940] lr: 9.192e-03, eta: 1 day, 7:05:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9812, loss_cls: 2.8841, loss: 2.8841 +2025-06-11 18:09:01,120 - pyskl - INFO - Epoch [88][3200/3940] lr: 9.186e-03, eta: 1 day, 7:04:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 2.9122, loss: 2.9122 +2025-06-11 18:09:46,864 - pyskl - INFO - Epoch [88][3300/3940] lr: 9.180e-03, eta: 1 day, 7:03:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 2.9090, loss: 2.9090 +2025-06-11 18:10:32,481 - pyskl - INFO - Epoch [88][3400/3940] lr: 9.173e-03, eta: 1 day, 7:02:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 2.9830, loss: 2.9830 +2025-06-11 18:11:17,904 - pyskl - INFO - Epoch [88][3500/3940] lr: 9.167e-03, eta: 1 day, 7:01:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 2.9195, loss: 2.9195 +2025-06-11 18:12:03,371 - pyskl - INFO - Epoch [88][3600/3940] lr: 9.160e-03, eta: 1 day, 7:01:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.8775, loss: 2.8775 +2025-06-11 18:12:48,813 - pyskl - INFO - Epoch [88][3700/3940] lr: 9.154e-03, eta: 1 day, 7:00:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.9021, loss: 2.9021 +2025-06-11 18:13:34,195 - pyskl - INFO - Epoch [88][3800/3940] lr: 9.148e-03, eta: 1 day, 6:59:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 2.8945, loss: 2.8945 +2025-06-11 18:14:19,695 - pyskl - INFO - Epoch [88][3900/3940] lr: 9.141e-03, eta: 1 day, 6:58:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 2.8804, loss: 2.8804 +2025-06-11 18:14:38,267 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-06-11 18:18:11,696 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 18:18:12,167 - pyskl - INFO - +top1_acc 0.8036 +top5_acc 0.9676 +2025-06-11 18:18:12,186 - pyskl - INFO - Epoch(val) [88][3183] top1_acc: 0.8036, top5_acc: 0.9676 +2025-06-11 18:19:21,492 - pyskl - INFO - Epoch [89][100/3940] lr: 9.132e-03, eta: 1 day, 6:57:55, time: 0.693, data_time: 0.237, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.8851, loss: 2.8851 +2025-06-11 18:20:07,096 - pyskl - INFO - Epoch [89][200/3940] lr: 9.126e-03, eta: 1 day, 6:57:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 2.7739, loss: 2.7739 +2025-06-11 18:20:52,727 - pyskl - INFO - Epoch [89][300/3940] lr: 9.119e-03, eta: 1 day, 6:56:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.7959, loss: 2.7959 +2025-06-11 18:21:38,288 - pyskl - INFO - Epoch [89][400/3940] lr: 9.113e-03, eta: 1 day, 6:55:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.8128, loss: 2.8128 +2025-06-11 18:22:23,870 - pyskl - INFO - Epoch [89][500/3940] lr: 9.107e-03, eta: 1 day, 6:54:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.8278, loss: 2.8278 +2025-06-11 18:23:09,468 - pyskl - INFO - Epoch [89][600/3940] lr: 9.100e-03, eta: 1 day, 6:54:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.7820, loss: 2.7820 +2025-06-11 18:23:54,914 - pyskl - INFO - Epoch [89][700/3940] lr: 9.094e-03, eta: 1 day, 6:53:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9800, loss_cls: 2.7734, loss: 2.7734 +2025-06-11 18:24:40,397 - pyskl - INFO - Epoch [89][800/3940] lr: 9.087e-03, eta: 1 day, 6:52:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.8600, loss: 2.8600 +2025-06-11 18:25:25,897 - pyskl - INFO - Epoch [89][900/3940] lr: 9.081e-03, eta: 1 day, 6:51:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.7451, loss: 2.7451 +2025-06-11 18:26:11,422 - pyskl - INFO - Epoch [89][1000/3940] lr: 9.075e-03, eta: 1 day, 6:51:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9781, loss_cls: 2.8532, loss: 2.8532 +2025-06-11 18:26:56,860 - pyskl - INFO - Epoch [89][1100/3940] lr: 9.068e-03, eta: 1 day, 6:50:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.8988, loss: 2.8988 +2025-06-11 18:27:42,321 - pyskl - INFO - Epoch [89][1200/3940] lr: 9.062e-03, eta: 1 day, 6:49:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9731, loss_cls: 2.9722, loss: 2.9722 +2025-06-11 18:28:27,766 - pyskl - INFO - Epoch [89][1300/3940] lr: 9.055e-03, eta: 1 day, 6:48:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.9179, loss: 2.9179 +2025-06-11 18:29:13,232 - pyskl - INFO - Epoch [89][1400/3940] lr: 9.049e-03, eta: 1 day, 6:48:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.6807, loss: 2.6807 +2025-06-11 18:29:58,645 - pyskl - INFO - Epoch [89][1500/3940] lr: 9.043e-03, eta: 1 day, 6:47:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.7199, loss: 2.7199 +2025-06-11 18:30:44,386 - pyskl - INFO - Epoch [89][1600/3940] lr: 9.036e-03, eta: 1 day, 6:46:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.8900, loss: 2.8900 +2025-06-11 18:31:29,896 - pyskl - INFO - Epoch [89][1700/3940] lr: 9.030e-03, eta: 1 day, 6:45:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9869, loss_cls: 2.8398, loss: 2.8398 +2025-06-11 18:32:15,347 - pyskl - INFO - Epoch [89][1800/3940] lr: 9.024e-03, eta: 1 day, 6:44:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 2.9165, loss: 2.9165 +2025-06-11 18:33:00,836 - pyskl - INFO - Epoch [89][1900/3940] lr: 9.017e-03, eta: 1 day, 6:44:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.8265, loss: 2.8265 +2025-06-11 18:33:46,318 - pyskl - INFO - Epoch [89][2000/3940] lr: 9.011e-03, eta: 1 day, 6:43:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.8911, loss: 2.8911 +2025-06-11 18:34:31,788 - pyskl - INFO - Epoch [89][2100/3940] lr: 9.004e-03, eta: 1 day, 6:42:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 2.9315, loss: 2.9315 +2025-06-11 18:35:17,258 - pyskl - INFO - Epoch [89][2200/3940] lr: 8.998e-03, eta: 1 day, 6:41:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 2.9232, loss: 2.9232 +2025-06-11 18:36:02,743 - pyskl - INFO - Epoch [89][2300/3940] lr: 8.992e-03, eta: 1 day, 6:41:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 2.9253, loss: 2.9253 +2025-06-11 18:36:48,380 - pyskl - INFO - Epoch [89][2400/3940] lr: 8.985e-03, eta: 1 day, 6:40:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.7423, loss: 2.7423 +2025-06-11 18:37:33,859 - pyskl - INFO - Epoch [89][2500/3940] lr: 8.979e-03, eta: 1 day, 6:39:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.7317, loss: 2.7317 +2025-06-11 18:38:19,406 - pyskl - INFO - Epoch [89][2600/3940] lr: 8.972e-03, eta: 1 day, 6:38:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 2.9198, loss: 2.9198 +2025-06-11 18:39:04,981 - pyskl - INFO - Epoch [89][2700/3940] lr: 8.966e-03, eta: 1 day, 6:38:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 2.8964, loss: 2.8964 +2025-06-11 18:39:50,449 - pyskl - INFO - Epoch [89][2800/3940] lr: 8.960e-03, eta: 1 day, 6:37:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9775, loss_cls: 2.8820, loss: 2.8820 +2025-06-11 18:40:35,898 - pyskl - INFO - Epoch [89][2900/3940] lr: 8.953e-03, eta: 1 day, 6:36:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 2.9656, loss: 2.9656 +2025-06-11 18:41:21,360 - pyskl - INFO - Epoch [89][3000/3940] lr: 8.947e-03, eta: 1 day, 6:35:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 2.9824, loss: 2.9824 +2025-06-11 18:42:06,842 - pyskl - INFO - Epoch [89][3100/3940] lr: 8.941e-03, eta: 1 day, 6:35:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 2.8005, loss: 2.8005 +2025-06-11 18:42:52,266 - pyskl - INFO - Epoch [89][3200/3940] lr: 8.934e-03, eta: 1 day, 6:34:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.9010, loss: 2.9010 +2025-06-11 18:43:38,009 - pyskl - INFO - Epoch [89][3300/3940] lr: 8.928e-03, eta: 1 day, 6:33:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.9202, loss: 2.9202 +2025-06-11 18:44:23,749 - pyskl - INFO - Epoch [89][3400/3940] lr: 8.922e-03, eta: 1 day, 6:32:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9706, loss_cls: 2.9392, loss: 2.9392 +2025-06-11 18:45:09,385 - pyskl - INFO - Epoch [89][3500/3940] lr: 8.915e-03, eta: 1 day, 6:32:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.9912, loss: 2.9912 +2025-06-11 18:45:54,994 - pyskl - INFO - Epoch [89][3600/3940] lr: 8.909e-03, eta: 1 day, 6:31:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 2.9307, loss: 2.9307 +2025-06-11 18:46:40,576 - pyskl - INFO - Epoch [89][3700/3940] lr: 8.902e-03, eta: 1 day, 6:30:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9788, loss_cls: 2.8376, loss: 2.8376 +2025-06-11 18:47:26,131 - pyskl - INFO - Epoch [89][3800/3940] lr: 8.896e-03, eta: 1 day, 6:29:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 2.8173, loss: 2.8173 +2025-06-11 18:48:11,733 - pyskl - INFO - Epoch [89][3900/3940] lr: 8.890e-03, eta: 1 day, 6:28:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.8651, loss: 2.8651 +2025-06-11 18:48:30,178 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-06-11 18:52:05,380 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 18:52:05,848 - pyskl - INFO - +top1_acc 0.8051 +top5_acc 0.9617 +2025-06-11 18:52:05,864 - pyskl - INFO - Epoch(val) [89][3183] top1_acc: 0.8051, top5_acc: 0.9617 +2025-06-11 18:53:15,092 - pyskl - INFO - Epoch [90][100/3940] lr: 8.881e-03, eta: 1 day, 6:27:57, time: 0.692, data_time: 0.238, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.8989, loss: 2.8989 +2025-06-11 18:54:00,507 - pyskl - INFO - Epoch [90][200/3940] lr: 8.874e-03, eta: 1 day, 6:27:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.6608, loss: 2.6608 +2025-06-11 18:54:46,020 - pyskl - INFO - Epoch [90][300/3940] lr: 8.868e-03, eta: 1 day, 6:26:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 2.7645, loss: 2.7645 +2025-06-11 18:55:31,621 - pyskl - INFO - Epoch [90][400/3940] lr: 8.862e-03, eta: 1 day, 6:25:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.7491, loss: 2.7491 +2025-06-11 18:56:17,176 - pyskl - INFO - Epoch [90][500/3940] lr: 8.855e-03, eta: 1 day, 6:24:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.7109, loss: 2.7109 +2025-06-11 18:57:02,668 - pyskl - INFO - Epoch [90][600/3940] lr: 8.849e-03, eta: 1 day, 6:24:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9800, loss_cls: 2.8323, loss: 2.8323 +2025-06-11 18:57:48,379 - pyskl - INFO - Epoch [90][700/3940] lr: 8.843e-03, eta: 1 day, 6:23:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.7009, loss: 2.7009 +2025-06-11 18:58:33,915 - pyskl - INFO - Epoch [90][800/3940] lr: 8.836e-03, eta: 1 day, 6:22:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9819, loss_cls: 2.7630, loss: 2.7630 +2025-06-11 18:59:19,366 - pyskl - INFO - Epoch [90][900/3940] lr: 8.830e-03, eta: 1 day, 6:21:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 2.8279, loss: 2.8279 +2025-06-11 19:00:04,785 - pyskl - INFO - Epoch [90][1000/3940] lr: 8.824e-03, eta: 1 day, 6:21:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.7499, loss: 2.7499 +2025-06-11 19:00:50,254 - pyskl - INFO - Epoch [90][1100/3940] lr: 8.817e-03, eta: 1 day, 6:20:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.8524, loss: 2.8524 +2025-06-11 19:01:35,780 - pyskl - INFO - Epoch [90][1200/3940] lr: 8.811e-03, eta: 1 day, 6:19:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.8868, loss: 2.8868 +2025-06-11 19:02:21,260 - pyskl - INFO - Epoch [90][1300/3940] lr: 8.805e-03, eta: 1 day, 6:18:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.7380, loss: 2.7380 +2025-06-11 19:03:06,741 - pyskl - INFO - Epoch [90][1400/3940] lr: 8.798e-03, eta: 1 day, 6:18:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.8216, loss: 2.8216 +2025-06-11 19:03:52,230 - pyskl - INFO - Epoch [90][1500/3940] lr: 8.792e-03, eta: 1 day, 6:17:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.9263, loss: 2.9263 +2025-06-11 19:04:37,634 - pyskl - INFO - Epoch [90][1600/3940] lr: 8.786e-03, eta: 1 day, 6:16:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9800, loss_cls: 2.8100, loss: 2.8100 +2025-06-11 19:05:23,036 - pyskl - INFO - Epoch [90][1700/3940] lr: 8.779e-03, eta: 1 day, 6:15:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.9191, loss: 2.9191 +2025-06-11 19:06:08,473 - pyskl - INFO - Epoch [90][1800/3940] lr: 8.773e-03, eta: 1 day, 6:14:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9800, loss_cls: 2.8889, loss: 2.8889 +2025-06-11 19:06:53,897 - pyskl - INFO - Epoch [90][1900/3940] lr: 8.766e-03, eta: 1 day, 6:14:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.9141, loss: 2.9141 +2025-06-11 19:07:39,359 - pyskl - INFO - Epoch [90][2000/3940] lr: 8.760e-03, eta: 1 day, 6:13:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9775, loss_cls: 2.7901, loss: 2.7901 +2025-06-11 19:08:24,811 - pyskl - INFO - Epoch [90][2100/3940] lr: 8.754e-03, eta: 1 day, 6:12:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.7573, loss: 2.7573 +2025-06-11 19:09:10,254 - pyskl - INFO - Epoch [90][2200/3940] lr: 8.747e-03, eta: 1 day, 6:11:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 2.7619, loss: 2.7619 +2025-06-11 19:09:55,706 - pyskl - INFO - Epoch [90][2300/3940] lr: 8.741e-03, eta: 1 day, 6:11:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 2.8866, loss: 2.8866 +2025-06-11 19:10:41,141 - pyskl - INFO - Epoch [90][2400/3940] lr: 8.735e-03, eta: 1 day, 6:10:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 2.8271, loss: 2.8271 +2025-06-11 19:11:26,601 - pyskl - INFO - Epoch [90][2500/3940] lr: 8.728e-03, eta: 1 day, 6:09:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.7595, loss: 2.7595 +2025-06-11 19:12:12,074 - pyskl - INFO - Epoch [90][2600/3940] lr: 8.722e-03, eta: 1 day, 6:08:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.8271, loss: 2.8271 +2025-06-11 19:12:57,595 - pyskl - INFO - Epoch [90][2700/3940] lr: 8.716e-03, eta: 1 day, 6:08:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9756, loss_cls: 3.0023, loss: 3.0023 +2025-06-11 19:13:43,054 - pyskl - INFO - Epoch [90][2800/3940] lr: 8.709e-03, eta: 1 day, 6:07:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.8218, loss: 2.8218 +2025-06-11 19:14:28,422 - pyskl - INFO - Epoch [90][2900/3940] lr: 8.703e-03, eta: 1 day, 6:06:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.8083, loss: 2.8083 +2025-06-11 19:15:13,822 - pyskl - INFO - Epoch [90][3000/3940] lr: 8.697e-03, eta: 1 day, 6:05:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 2.8736, loss: 2.8736 +2025-06-11 19:15:59,251 - pyskl - INFO - Epoch [90][3100/3940] lr: 8.690e-03, eta: 1 day, 6:05:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.8129, loss: 2.8129 +2025-06-11 19:16:44,662 - pyskl - INFO - Epoch [90][3200/3940] lr: 8.684e-03, eta: 1 day, 6:04:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9775, loss_cls: 2.9312, loss: 2.9312 +2025-06-11 19:17:30,080 - pyskl - INFO - Epoch [90][3300/3940] lr: 8.678e-03, eta: 1 day, 6:03:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.7207, loss: 2.7207 +2025-06-11 19:18:15,540 - pyskl - INFO - Epoch [90][3400/3940] lr: 8.671e-03, eta: 1 day, 6:02:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.8701, loss: 2.8701 +2025-06-11 19:19:00,952 - pyskl - INFO - Epoch [90][3500/3940] lr: 8.665e-03, eta: 1 day, 6:02:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9831, loss_cls: 2.6587, loss: 2.6587 +2025-06-11 19:19:46,303 - pyskl - INFO - Epoch [90][3600/3940] lr: 8.659e-03, eta: 1 day, 6:01:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.8180, loss: 2.8180 +2025-06-11 19:20:31,646 - pyskl - INFO - Epoch [90][3700/3940] lr: 8.653e-03, eta: 1 day, 6:00:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.7402, loss: 2.7402 +2025-06-11 19:21:17,045 - pyskl - INFO - Epoch [90][3800/3940] lr: 8.646e-03, eta: 1 day, 5:59:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9775, loss_cls: 2.8307, loss: 2.8307 +2025-06-11 19:22:02,450 - pyskl - INFO - Epoch [90][3900/3940] lr: 8.640e-03, eta: 1 day, 5:58:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.8820, loss: 2.8820 +2025-06-11 19:22:20,884 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-06-11 19:41:18,709 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 19:41:19,247 - pyskl - INFO - +top1_acc 0.8172 +top5_acc 0.9657 +2025-06-11 19:41:19,305 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_77.pth was removed +2025-06-11 19:41:20,368 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_90.pth. +2025-06-11 19:41:20,370 - pyskl - INFO - Best top1_acc is 0.8172 at 90 epoch. +2025-06-11 19:41:20,389 - pyskl - INFO - Epoch(val) [90][3183] top1_acc: 0.8172, top5_acc: 0.9657 +2025-06-11 19:42:29,732 - pyskl - INFO - Epoch [91][100/3940] lr: 8.631e-03, eta: 1 day, 5:57:56, time: 0.693, data_time: 0.238, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9800, loss_cls: 2.6651, loss: 2.6651 +2025-06-11 19:43:15,374 - pyskl - INFO - Epoch [91][200/3940] lr: 8.625e-03, eta: 1 day, 5:57:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.6286, loss: 2.6286 +2025-06-11 19:44:00,921 - pyskl - INFO - Epoch [91][300/3940] lr: 8.618e-03, eta: 1 day, 5:56:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 2.6752, loss: 2.6752 +2025-06-11 19:44:46,455 - pyskl - INFO - Epoch [91][400/3940] lr: 8.612e-03, eta: 1 day, 5:55:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9831, loss_cls: 2.7124, loss: 2.7124 +2025-06-11 19:45:32,045 - pyskl - INFO - Epoch [91][500/3940] lr: 8.606e-03, eta: 1 day, 5:54:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.7300, loss: 2.7300 +2025-06-11 19:46:17,608 - pyskl - INFO - Epoch [91][600/3940] lr: 8.599e-03, eta: 1 day, 5:54:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.6851, loss: 2.6851 +2025-06-11 19:47:03,386 - pyskl - INFO - Epoch [91][700/3940] lr: 8.593e-03, eta: 1 day, 5:53:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.6766, loss: 2.6766 +2025-06-11 19:47:49,142 - pyskl - INFO - Epoch [91][800/3940] lr: 8.587e-03, eta: 1 day, 5:52:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.6397, loss: 2.6397 +2025-06-11 19:48:34,740 - pyskl - INFO - Epoch [91][900/3940] lr: 8.581e-03, eta: 1 day, 5:51:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.7100, loss: 2.7100 +2025-06-11 19:49:20,317 - pyskl - INFO - Epoch [91][1000/3940] lr: 8.574e-03, eta: 1 day, 5:51:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.7126, loss: 2.7126 +2025-06-11 19:50:05,565 - pyskl - INFO - Epoch [91][1100/3940] lr: 8.568e-03, eta: 1 day, 5:50:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.7702, loss: 2.7702 +2025-06-11 19:50:51,101 - pyskl - INFO - Epoch [91][1200/3940] lr: 8.562e-03, eta: 1 day, 5:49:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9806, loss_cls: 2.7650, loss: 2.7650 +2025-06-11 19:51:36,611 - pyskl - INFO - Epoch [91][1300/3940] lr: 8.555e-03, eta: 1 day, 5:48:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.7094, loss: 2.7094 +2025-06-11 19:52:22,105 - pyskl - INFO - Epoch [91][1400/3940] lr: 8.549e-03, eta: 1 day, 5:48:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 2.7491, loss: 2.7491 +2025-06-11 19:53:07,506 - pyskl - INFO - Epoch [91][1500/3940] lr: 8.543e-03, eta: 1 day, 5:47:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.9200, loss: 2.9200 +2025-06-11 19:53:52,767 - pyskl - INFO - Epoch [91][1600/3940] lr: 8.536e-03, eta: 1 day, 5:46:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9800, loss_cls: 2.7532, loss: 2.7532 +2025-06-11 19:54:38,110 - pyskl - INFO - Epoch [91][1700/3940] lr: 8.530e-03, eta: 1 day, 5:45:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9919, loss_cls: 2.6390, loss: 2.6390 +2025-06-11 19:55:23,525 - pyskl - INFO - Epoch [91][1800/3940] lr: 8.524e-03, eta: 1 day, 5:44:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.7247, loss: 2.7247 +2025-06-11 19:56:08,959 - pyskl - INFO - Epoch [91][1900/3940] lr: 8.517e-03, eta: 1 day, 5:44:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.7913, loss: 2.7913 +2025-06-11 19:56:54,297 - pyskl - INFO - Epoch [91][2000/3940] lr: 8.511e-03, eta: 1 day, 5:43:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.7739, loss: 2.7739 +2025-06-11 19:57:39,715 - pyskl - INFO - Epoch [91][2100/3940] lr: 8.505e-03, eta: 1 day, 5:42:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.7543, loss: 2.7543 +2025-06-11 19:58:25,140 - pyskl - INFO - Epoch [91][2200/3940] lr: 8.499e-03, eta: 1 day, 5:41:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9800, loss_cls: 2.8629, loss: 2.8629 +2025-06-11 19:59:10,590 - pyskl - INFO - Epoch [91][2300/3940] lr: 8.492e-03, eta: 1 day, 5:41:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.7519, loss: 2.7519 +2025-06-11 19:59:55,890 - pyskl - INFO - Epoch [91][2400/3940] lr: 8.486e-03, eta: 1 day, 5:40:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.8717, loss: 2.8717 +2025-06-11 20:00:41,229 - pyskl - INFO - Epoch [91][2500/3940] lr: 8.480e-03, eta: 1 day, 5:39:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9812, loss_cls: 2.7895, loss: 2.7895 +2025-06-11 20:01:26,569 - pyskl - INFO - Epoch [91][2600/3940] lr: 8.473e-03, eta: 1 day, 5:38:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 2.8156, loss: 2.8156 +2025-06-11 20:02:11,942 - pyskl - INFO - Epoch [91][2700/3940] lr: 8.467e-03, eta: 1 day, 5:38:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.9423, loss: 2.9423 +2025-06-11 20:02:57,426 - pyskl - INFO - Epoch [91][2800/3940] lr: 8.461e-03, eta: 1 day, 5:37:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 2.8559, loss: 2.8559 +2025-06-11 20:03:42,857 - pyskl - INFO - Epoch [91][2900/3940] lr: 8.455e-03, eta: 1 day, 5:36:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9831, loss_cls: 2.7665, loss: 2.7665 +2025-06-11 20:04:28,391 - pyskl - INFO - Epoch [91][3000/3940] lr: 8.448e-03, eta: 1 day, 5:35:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.7153, loss: 2.7153 +2025-06-11 20:05:13,892 - pyskl - INFO - Epoch [91][3100/3940] lr: 8.442e-03, eta: 1 day, 5:35:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.8310, loss: 2.8310 +2025-06-11 20:05:59,298 - pyskl - INFO - Epoch [91][3200/3940] lr: 8.436e-03, eta: 1 day, 5:34:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.7981, loss: 2.7981 +2025-06-11 20:06:44,689 - pyskl - INFO - Epoch [91][3300/3940] lr: 8.429e-03, eta: 1 day, 5:33:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 2.9464, loss: 2.9464 +2025-06-11 20:07:30,190 - pyskl - INFO - Epoch [91][3400/3940] lr: 8.423e-03, eta: 1 day, 5:32:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 3.0069, loss: 3.0069 +2025-06-11 20:08:15,716 - pyskl - INFO - Epoch [91][3500/3940] lr: 8.417e-03, eta: 1 day, 5:32:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9750, loss_cls: 2.9905, loss: 2.9905 +2025-06-11 20:09:01,249 - pyskl - INFO - Epoch [91][3600/3940] lr: 8.411e-03, eta: 1 day, 5:31:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 2.8832, loss: 2.8832 +2025-06-11 20:09:46,633 - pyskl - INFO - Epoch [91][3700/3940] lr: 8.404e-03, eta: 1 day, 5:30:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.8170, loss: 2.8170 +2025-06-11 20:10:32,147 - pyskl - INFO - Epoch [91][3800/3940] lr: 8.398e-03, eta: 1 day, 5:29:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 2.8572, loss: 2.8572 +2025-06-11 20:11:17,607 - pyskl - INFO - Epoch [91][3900/3940] lr: 8.392e-03, eta: 1 day, 5:28:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9738, loss_cls: 2.9681, loss: 2.9681 +2025-06-11 20:11:36,045 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-06-11 20:15:13,323 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 20:15:13,845 - pyskl - INFO - +top1_acc 0.8057 +top5_acc 0.9659 +2025-06-11 20:15:13,862 - pyskl - INFO - Epoch(val) [91][3183] top1_acc: 0.8057, top5_acc: 0.9659 +2025-06-11 20:16:23,207 - pyskl - INFO - Epoch [92][100/3940] lr: 8.383e-03, eta: 1 day, 5:27:57, time: 0.693, data_time: 0.238, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 2.8047, loss: 2.8047 +2025-06-11 20:17:08,877 - pyskl - INFO - Epoch [92][200/3940] lr: 8.377e-03, eta: 1 day, 5:27:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.7984, loss: 2.7984 +2025-06-11 20:17:54,383 - pyskl - INFO - Epoch [92][300/3940] lr: 8.370e-03, eta: 1 day, 5:26:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.7155, loss: 2.7155 +2025-06-11 20:18:40,158 - pyskl - INFO - Epoch [92][400/3940] lr: 8.364e-03, eta: 1 day, 5:25:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9856, loss_cls: 2.7266, loss: 2.7266 +2025-06-11 20:19:25,729 - pyskl - INFO - Epoch [92][500/3940] lr: 8.358e-03, eta: 1 day, 5:24:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9844, loss_cls: 2.7542, loss: 2.7542 +2025-06-11 20:20:11,250 - pyskl - INFO - Epoch [92][600/3940] lr: 8.352e-03, eta: 1 day, 5:24:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.7750, loss: 2.7750 +2025-06-11 20:20:56,777 - pyskl - INFO - Epoch [92][700/3940] lr: 8.345e-03, eta: 1 day, 5:23:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 2.8036, loss: 2.8036 +2025-06-11 20:21:42,341 - pyskl - INFO - Epoch [92][800/3940] lr: 8.339e-03, eta: 1 day, 5:22:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 2.7439, loss: 2.7439 +2025-06-11 20:22:27,855 - pyskl - INFO - Epoch [92][900/3940] lr: 8.333e-03, eta: 1 day, 5:21:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 2.8036, loss: 2.8036 +2025-06-11 20:23:13,339 - pyskl - INFO - Epoch [92][1000/3940] lr: 8.327e-03, eta: 1 day, 5:21:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 2.7583, loss: 2.7583 +2025-06-11 20:23:58,979 - pyskl - INFO - Epoch [92][1100/3940] lr: 8.320e-03, eta: 1 day, 5:20:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9831, loss_cls: 2.7645, loss: 2.7645 +2025-06-11 20:24:44,529 - pyskl - INFO - Epoch [92][1200/3940] lr: 8.314e-03, eta: 1 day, 5:19:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.8309, loss: 2.8309 +2025-06-11 20:25:29,974 - pyskl - INFO - Epoch [92][1300/3940] lr: 8.308e-03, eta: 1 day, 5:18:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.6898, loss: 2.6898 +2025-06-11 20:26:15,430 - pyskl - INFO - Epoch [92][1400/3940] lr: 8.301e-03, eta: 1 day, 5:18:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 2.7281, loss: 2.7281 +2025-06-11 20:27:00,900 - pyskl - INFO - Epoch [92][1500/3940] lr: 8.295e-03, eta: 1 day, 5:17:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9806, loss_cls: 2.7506, loss: 2.7506 +2025-06-11 20:27:46,291 - pyskl - INFO - Epoch [92][1600/3940] lr: 8.289e-03, eta: 1 day, 5:16:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 2.7991, loss: 2.7991 +2025-06-11 20:28:31,823 - pyskl - INFO - Epoch [92][1700/3940] lr: 8.283e-03, eta: 1 day, 5:15:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.8510, loss: 2.8510 +2025-06-11 20:29:17,197 - pyskl - INFO - Epoch [92][1800/3940] lr: 8.276e-03, eta: 1 day, 5:14:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 2.8075, loss: 2.8075 +2025-06-11 20:30:02,602 - pyskl - INFO - Epoch [92][1900/3940] lr: 8.270e-03, eta: 1 day, 5:14:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.7850, loss: 2.7850 +2025-06-11 20:30:48,002 - pyskl - INFO - Epoch [92][2000/3940] lr: 8.264e-03, eta: 1 day, 5:13:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.7422, loss: 2.7422 +2025-06-11 20:31:33,452 - pyskl - INFO - Epoch [92][2100/3940] lr: 8.258e-03, eta: 1 day, 5:12:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.8596, loss: 2.8596 +2025-06-11 20:32:18,875 - pyskl - INFO - Epoch [92][2200/3940] lr: 8.251e-03, eta: 1 day, 5:11:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9856, loss_cls: 2.6581, loss: 2.6581 +2025-06-11 20:33:04,277 - pyskl - INFO - Epoch [92][2300/3940] lr: 8.245e-03, eta: 1 day, 5:11:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.7875, loss: 2.7875 +2025-06-11 20:33:49,697 - pyskl - INFO - Epoch [92][2400/3940] lr: 8.239e-03, eta: 1 day, 5:10:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.7818, loss: 2.7818 +2025-06-11 20:34:35,166 - pyskl - INFO - Epoch [92][2500/3940] lr: 8.233e-03, eta: 1 day, 5:09:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.7300, loss: 2.7300 +2025-06-11 20:35:20,532 - pyskl - INFO - Epoch [92][2600/3940] lr: 8.226e-03, eta: 1 day, 5:08:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.7417, loss: 2.7417 +2025-06-11 20:36:05,999 - pyskl - INFO - Epoch [92][2700/3940] lr: 8.220e-03, eta: 1 day, 5:08:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.8187, loss: 2.8187 +2025-06-11 20:36:51,465 - pyskl - INFO - Epoch [92][2800/3940] lr: 8.214e-03, eta: 1 day, 5:07:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 2.8112, loss: 2.8112 +2025-06-11 20:37:36,865 - pyskl - INFO - Epoch [92][2900/3940] lr: 8.208e-03, eta: 1 day, 5:06:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.8150, loss: 2.8150 +2025-06-11 20:38:22,167 - pyskl - INFO - Epoch [92][3000/3940] lr: 8.202e-03, eta: 1 day, 5:05:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9769, loss_cls: 2.8376, loss: 2.8376 +2025-06-11 20:39:07,525 - pyskl - INFO - Epoch [92][3100/3940] lr: 8.195e-03, eta: 1 day, 5:05:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 2.7322, loss: 2.7322 +2025-06-11 20:39:52,831 - pyskl - INFO - Epoch [92][3200/3940] lr: 8.189e-03, eta: 1 day, 5:04:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.8563, loss: 2.8563 +2025-06-11 20:40:38,224 - pyskl - INFO - Epoch [92][3300/3940] lr: 8.183e-03, eta: 1 day, 5:03:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 2.8363, loss: 2.8363 +2025-06-11 20:41:23,508 - pyskl - INFO - Epoch [92][3400/3940] lr: 8.177e-03, eta: 1 day, 5:02:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 2.8240, loss: 2.8240 +2025-06-11 20:42:08,912 - pyskl - INFO - Epoch [92][3500/3940] lr: 8.170e-03, eta: 1 day, 5:02:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.8193, loss: 2.8193 +2025-06-11 20:42:54,220 - pyskl - INFO - Epoch [92][3600/3940] lr: 8.164e-03, eta: 1 day, 5:01:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.7060, loss: 2.7060 +2025-06-11 20:43:39,596 - pyskl - INFO - Epoch [92][3700/3940] lr: 8.158e-03, eta: 1 day, 5:00:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.7434, loss: 2.7434 +2025-06-11 20:44:24,958 - pyskl - INFO - Epoch [92][3800/3940] lr: 8.152e-03, eta: 1 day, 4:59:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.8102, loss: 2.8102 +2025-06-11 20:45:10,315 - pyskl - INFO - Epoch [92][3900/3940] lr: 8.145e-03, eta: 1 day, 4:58:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.8147, loss: 2.8147 +2025-06-11 20:45:28,744 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-06-11 20:49:05,090 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 20:49:05,553 - pyskl - INFO - +top1_acc 0.7897 +top5_acc 0.9580 +2025-06-11 20:49:05,570 - pyskl - INFO - Epoch(val) [92][3183] top1_acc: 0.7897, top5_acc: 0.9580 +2025-06-11 20:50:15,118 - pyskl - INFO - Epoch [93][100/3940] lr: 8.137e-03, eta: 1 day, 4:57:57, time: 0.695, data_time: 0.239, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9838, loss_cls: 2.7786, loss: 2.7786 +2025-06-11 20:51:00,685 - pyskl - INFO - Epoch [93][200/3940] lr: 8.130e-03, eta: 1 day, 4:57:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.7494, loss: 2.7494 +2025-06-11 20:51:46,187 - pyskl - INFO - Epoch [93][300/3940] lr: 8.124e-03, eta: 1 day, 4:56:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.6356, loss: 2.6356 +2025-06-11 20:52:31,630 - pyskl - INFO - Epoch [93][400/3940] lr: 8.118e-03, eta: 1 day, 4:55:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 2.6460, loss: 2.6460 +2025-06-11 20:53:16,999 - pyskl - INFO - Epoch [93][500/3940] lr: 8.112e-03, eta: 1 day, 4:54:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.7633, loss: 2.7633 +2025-06-11 20:54:02,363 - pyskl - INFO - Epoch [93][600/3940] lr: 8.106e-03, eta: 1 day, 4:54:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.6656, loss: 2.6656 +2025-06-11 20:54:47,657 - pyskl - INFO - Epoch [93][700/3940] lr: 8.099e-03, eta: 1 day, 4:53:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.8165, loss: 2.8165 +2025-06-11 20:55:32,982 - pyskl - INFO - Epoch [93][800/3940] lr: 8.093e-03, eta: 1 day, 4:52:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.6927, loss: 2.6927 +2025-06-11 20:56:18,289 - pyskl - INFO - Epoch [93][900/3940] lr: 8.087e-03, eta: 1 day, 4:51:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9806, loss_cls: 2.7297, loss: 2.7297 +2025-06-11 20:57:03,601 - pyskl - INFO - Epoch [93][1000/3940] lr: 8.081e-03, eta: 1 day, 4:51:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.7137, loss: 2.7137 +2025-06-11 20:57:48,896 - pyskl - INFO - Epoch [93][1100/3940] lr: 8.074e-03, eta: 1 day, 4:50:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9850, loss_cls: 2.6025, loss: 2.6025 +2025-06-11 20:58:34,202 - pyskl - INFO - Epoch [93][1200/3940] lr: 8.068e-03, eta: 1 day, 4:49:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 2.7021, loss: 2.7021 +2025-06-11 20:59:19,561 - pyskl - INFO - Epoch [93][1300/3940] lr: 8.062e-03, eta: 1 day, 4:48:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.7685, loss: 2.7685 +2025-06-11 21:00:04,882 - pyskl - INFO - Epoch [93][1400/3940] lr: 8.056e-03, eta: 1 day, 4:48:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9788, loss_cls: 2.8080, loss: 2.8080 +2025-06-11 21:00:50,192 - pyskl - INFO - Epoch [93][1500/3940] lr: 8.050e-03, eta: 1 day, 4:47:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9831, loss_cls: 2.6920, loss: 2.6920 +2025-06-11 21:01:35,532 - pyskl - INFO - Epoch [93][1600/3940] lr: 8.043e-03, eta: 1 day, 4:46:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.7134, loss: 2.7134 +2025-06-11 21:02:20,839 - pyskl - INFO - Epoch [93][1700/3940] lr: 8.037e-03, eta: 1 day, 4:45:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 2.7295, loss: 2.7295 +2025-06-11 21:03:06,145 - pyskl - INFO - Epoch [93][1800/3940] lr: 8.031e-03, eta: 1 day, 4:44:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.8038, loss: 2.8038 +2025-06-11 21:03:51,453 - pyskl - INFO - Epoch [93][1900/3940] lr: 8.025e-03, eta: 1 day, 4:44:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.6997, loss: 2.6997 +2025-06-11 21:04:36,793 - pyskl - INFO - Epoch [93][2000/3940] lr: 8.019e-03, eta: 1 day, 4:43:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.7860, loss: 2.7860 +2025-06-11 21:05:22,160 - pyskl - INFO - Epoch [93][2100/3940] lr: 8.012e-03, eta: 1 day, 4:42:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9819, loss_cls: 2.8032, loss: 2.8032 +2025-06-11 21:06:07,496 - pyskl - INFO - Epoch [93][2200/3940] lr: 8.006e-03, eta: 1 day, 4:41:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9819, loss_cls: 2.7588, loss: 2.7588 +2025-06-11 21:06:53,030 - pyskl - INFO - Epoch [93][2300/3940] lr: 8.000e-03, eta: 1 day, 4:41:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 2.7410, loss: 2.7410 +2025-06-11 21:07:38,582 - pyskl - INFO - Epoch [93][2400/3940] lr: 7.994e-03, eta: 1 day, 4:40:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 2.7040, loss: 2.7040 +2025-06-11 21:08:24,021 - pyskl - INFO - Epoch [93][2500/3940] lr: 7.988e-03, eta: 1 day, 4:39:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9831, loss_cls: 2.6787, loss: 2.6787 +2025-06-11 21:09:09,547 - pyskl - INFO - Epoch [93][2600/3940] lr: 7.981e-03, eta: 1 day, 4:38:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.6607, loss: 2.6607 +2025-06-11 21:09:55,230 - pyskl - INFO - Epoch [93][2700/3940] lr: 7.975e-03, eta: 1 day, 4:38:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.7462, loss: 2.7462 +2025-06-11 21:10:40,711 - pyskl - INFO - Epoch [93][2800/3940] lr: 7.969e-03, eta: 1 day, 4:37:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.8330, loss: 2.8330 +2025-06-11 21:11:26,085 - pyskl - INFO - Epoch [93][2900/3940] lr: 7.963e-03, eta: 1 day, 4:36:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.7616, loss: 2.7616 +2025-06-11 21:12:11,414 - pyskl - INFO - Epoch [93][3000/3940] lr: 7.957e-03, eta: 1 day, 4:35:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.7425, loss: 2.7425 +2025-06-11 21:12:56,737 - pyskl - INFO - Epoch [93][3100/3940] lr: 7.950e-03, eta: 1 day, 4:35:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.7505, loss: 2.7505 +2025-06-11 21:13:42,016 - pyskl - INFO - Epoch [93][3200/3940] lr: 7.944e-03, eta: 1 day, 4:34:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 2.7764, loss: 2.7764 +2025-06-11 21:14:27,340 - pyskl - INFO - Epoch [93][3300/3940] lr: 7.938e-03, eta: 1 day, 4:33:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.7853, loss: 2.7853 +2025-06-11 21:15:12,737 - pyskl - INFO - Epoch [93][3400/3940] lr: 7.932e-03, eta: 1 day, 4:32:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.7488, loss: 2.7488 +2025-06-11 21:15:58,041 - pyskl - INFO - Epoch [93][3500/3940] lr: 7.926e-03, eta: 1 day, 4:31:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.8082, loss: 2.8082 +2025-06-11 21:16:43,366 - pyskl - INFO - Epoch [93][3600/3940] lr: 7.920e-03, eta: 1 day, 4:31:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 2.7924, loss: 2.7924 +2025-06-11 21:17:28,733 - pyskl - INFO - Epoch [93][3700/3940] lr: 7.913e-03, eta: 1 day, 4:30:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 2.8316, loss: 2.8316 +2025-06-11 21:18:14,070 - pyskl - INFO - Epoch [93][3800/3940] lr: 7.907e-03, eta: 1 day, 4:29:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 2.7919, loss: 2.7919 +2025-06-11 21:18:59,416 - pyskl - INFO - Epoch [93][3900/3940] lr: 7.901e-03, eta: 1 day, 4:28:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9800, loss_cls: 2.7592, loss: 2.7592 +2025-06-11 21:19:18,054 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-06-11 21:22:51,456 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 21:22:51,982 - pyskl - INFO - +top1_acc 0.8161 +top5_acc 0.9679 +2025-06-11 21:22:52,002 - pyskl - INFO - Epoch(val) [93][3183] top1_acc: 0.8161, top5_acc: 0.9679 +2025-06-11 21:24:01,966 - pyskl - INFO - Epoch [94][100/3940] lr: 7.892e-03, eta: 1 day, 4:27:55, time: 0.700, data_time: 0.243, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 2.6429, loss: 2.6429 +2025-06-11 21:24:47,439 - pyskl - INFO - Epoch [94][200/3940] lr: 7.886e-03, eta: 1 day, 4:27:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.7269, loss: 2.7269 +2025-06-11 21:25:33,004 - pyskl - INFO - Epoch [94][300/3940] lr: 7.880e-03, eta: 1 day, 4:26:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 2.7879, loss: 2.7879 +2025-06-11 21:26:18,414 - pyskl - INFO - Epoch [94][400/3940] lr: 7.874e-03, eta: 1 day, 4:25:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.5692, loss: 2.5692 +2025-06-11 21:27:03,834 - pyskl - INFO - Epoch [94][500/3940] lr: 7.868e-03, eta: 1 day, 4:24:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.6505, loss: 2.6505 +2025-06-11 21:27:49,241 - pyskl - INFO - Epoch [94][600/3940] lr: 7.861e-03, eta: 1 day, 4:24:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.6821, loss: 2.6821 +2025-06-11 21:28:34,629 - pyskl - INFO - Epoch [94][700/3940] lr: 7.855e-03, eta: 1 day, 4:23:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 2.7667, loss: 2.7667 +2025-06-11 21:29:20,079 - pyskl - INFO - Epoch [94][800/3940] lr: 7.849e-03, eta: 1 day, 4:22:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 2.6634, loss: 2.6634 +2025-06-11 21:30:05,478 - pyskl - INFO - Epoch [94][900/3940] lr: 7.843e-03, eta: 1 day, 4:21:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 2.6957, loss: 2.6957 +2025-06-11 21:30:50,874 - pyskl - INFO - Epoch [94][1000/3940] lr: 7.837e-03, eta: 1 day, 4:21:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.7620, loss: 2.7620 +2025-06-11 21:31:36,218 - pyskl - INFO - Epoch [94][1100/3940] lr: 7.831e-03, eta: 1 day, 4:20:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 2.6431, loss: 2.6431 +2025-06-11 21:32:21,656 - pyskl - INFO - Epoch [94][1200/3940] lr: 7.824e-03, eta: 1 day, 4:19:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.6219, loss: 2.6219 +2025-06-11 21:33:07,186 - pyskl - INFO - Epoch [94][1300/3940] lr: 7.818e-03, eta: 1 day, 4:18:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 2.6520, loss: 2.6520 +2025-06-11 21:33:52,635 - pyskl - INFO - Epoch [94][1400/3940] lr: 7.812e-03, eta: 1 day, 4:18:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 2.7527, loss: 2.7527 +2025-06-11 21:34:38,176 - pyskl - INFO - Epoch [94][1500/3940] lr: 7.806e-03, eta: 1 day, 4:17:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.6050, loss: 2.6050 +2025-06-11 21:35:23,713 - pyskl - INFO - Epoch [94][1600/3940] lr: 7.800e-03, eta: 1 day, 4:16:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.7909, loss: 2.7909 +2025-06-11 21:36:09,265 - pyskl - INFO - Epoch [94][1700/3940] lr: 7.794e-03, eta: 1 day, 4:15:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 2.8338, loss: 2.8338 +2025-06-11 21:36:54,715 - pyskl - INFO - Epoch [94][1800/3940] lr: 7.788e-03, eta: 1 day, 4:14:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.7400, loss: 2.7400 +2025-06-11 21:37:40,240 - pyskl - INFO - Epoch [94][1900/3940] lr: 7.781e-03, eta: 1 day, 4:14:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.6404, loss: 2.6404 +2025-06-11 21:38:25,670 - pyskl - INFO - Epoch [94][2000/3940] lr: 7.775e-03, eta: 1 day, 4:13:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9912, loss_cls: 2.7547, loss: 2.7547 +2025-06-11 21:39:11,113 - pyskl - INFO - Epoch [94][2100/3940] lr: 7.769e-03, eta: 1 day, 4:12:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 2.6373, loss: 2.6373 +2025-06-11 21:39:56,523 - pyskl - INFO - Epoch [94][2200/3940] lr: 7.763e-03, eta: 1 day, 4:11:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.6271, loss: 2.6271 +2025-06-11 21:40:41,945 - pyskl - INFO - Epoch [94][2300/3940] lr: 7.757e-03, eta: 1 day, 4:11:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.6992, loss: 2.6992 +2025-06-11 21:41:27,288 - pyskl - INFO - Epoch [94][2400/3940] lr: 7.751e-03, eta: 1 day, 4:10:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.7538, loss: 2.7538 +2025-06-11 21:42:12,738 - pyskl - INFO - Epoch [94][2500/3940] lr: 7.744e-03, eta: 1 day, 4:09:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.7843, loss: 2.7843 +2025-06-11 21:42:58,168 - pyskl - INFO - Epoch [94][2600/3940] lr: 7.738e-03, eta: 1 day, 4:08:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 2.6637, loss: 2.6637 +2025-06-11 21:43:43,619 - pyskl - INFO - Epoch [94][2700/3940] lr: 7.732e-03, eta: 1 day, 4:08:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9806, loss_cls: 2.6696, loss: 2.6696 +2025-06-11 21:44:29,106 - pyskl - INFO - Epoch [94][2800/3940] lr: 7.726e-03, eta: 1 day, 4:07:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.7302, loss: 2.7302 +2025-06-11 21:45:14,510 - pyskl - INFO - Epoch [94][2900/3940] lr: 7.720e-03, eta: 1 day, 4:06:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.6583, loss: 2.6583 +2025-06-11 21:45:59,901 - pyskl - INFO - Epoch [94][3000/3940] lr: 7.714e-03, eta: 1 day, 4:05:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.8394, loss: 2.8394 +2025-06-11 21:46:45,295 - pyskl - INFO - Epoch [94][3100/3940] lr: 7.708e-03, eta: 1 day, 4:05:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 2.7442, loss: 2.7442 +2025-06-11 21:47:30,866 - pyskl - INFO - Epoch [94][3200/3940] lr: 7.701e-03, eta: 1 day, 4:04:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9806, loss_cls: 2.6849, loss: 2.6849 +2025-06-11 21:48:16,392 - pyskl - INFO - Epoch [94][3300/3940] lr: 7.695e-03, eta: 1 day, 4:03:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9812, loss_cls: 2.6734, loss: 2.6734 +2025-06-11 21:49:01,802 - pyskl - INFO - Epoch [94][3400/3940] lr: 7.689e-03, eta: 1 day, 4:02:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.7406, loss: 2.7406 +2025-06-11 21:49:47,185 - pyskl - INFO - Epoch [94][3500/3940] lr: 7.683e-03, eta: 1 day, 4:01:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 2.8588, loss: 2.8588 +2025-06-11 21:50:32,586 - pyskl - INFO - Epoch [94][3600/3940] lr: 7.677e-03, eta: 1 day, 4:01:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 2.7358, loss: 2.7358 +2025-06-11 21:51:17,935 - pyskl - INFO - Epoch [94][3700/3940] lr: 7.671e-03, eta: 1 day, 4:00:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.7472, loss: 2.7472 +2025-06-11 21:52:03,402 - pyskl - INFO - Epoch [94][3800/3940] lr: 7.665e-03, eta: 1 day, 3:59:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9800, loss_cls: 2.7149, loss: 2.7149 +2025-06-11 21:52:48,854 - pyskl - INFO - Epoch [94][3900/3940] lr: 7.659e-03, eta: 1 day, 3:58:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.8677, loss: 2.8677 +2025-06-11 21:53:07,319 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-06-11 21:56:40,695 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 21:56:41,167 - pyskl - INFO - +top1_acc 0.7999 +top5_acc 0.9572 +2025-06-11 21:56:41,186 - pyskl - INFO - Epoch(val) [94][3183] top1_acc: 0.7999, top5_acc: 0.9572 +2025-06-11 21:57:51,121 - pyskl - INFO - Epoch [95][100/3940] lr: 7.650e-03, eta: 1 day, 3:57:56, time: 0.699, data_time: 0.243, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 2.6183, loss: 2.6183 +2025-06-11 21:58:36,635 - pyskl - INFO - Epoch [95][200/3940] lr: 7.644e-03, eta: 1 day, 3:57:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.6329, loss: 2.6329 +2025-06-11 21:59:22,119 - pyskl - INFO - Epoch [95][300/3940] lr: 7.638e-03, eta: 1 day, 3:56:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.5142, loss: 2.5142 +2025-06-11 22:00:07,697 - pyskl - INFO - Epoch [95][400/3940] lr: 7.632e-03, eta: 1 day, 3:55:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 2.7284, loss: 2.7284 +2025-06-11 22:00:53,170 - pyskl - INFO - Epoch [95][500/3940] lr: 7.626e-03, eta: 1 day, 3:54:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.7216, loss: 2.7216 +2025-06-11 22:01:38,704 - pyskl - INFO - Epoch [95][600/3940] lr: 7.619e-03, eta: 1 day, 3:54:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9862, loss_cls: 2.6388, loss: 2.6388 +2025-06-11 22:02:24,182 - pyskl - INFO - Epoch [95][700/3940] lr: 7.613e-03, eta: 1 day, 3:53:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.6565, loss: 2.6565 +2025-06-11 22:03:09,732 - pyskl - INFO - Epoch [95][800/3940] lr: 7.607e-03, eta: 1 day, 3:52:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9856, loss_cls: 2.5676, loss: 2.5676 +2025-06-11 22:03:55,203 - pyskl - INFO - Epoch [95][900/3940] lr: 7.601e-03, eta: 1 day, 3:51:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 2.6739, loss: 2.6739 +2025-06-11 22:04:40,691 - pyskl - INFO - Epoch [95][1000/3940] lr: 7.595e-03, eta: 1 day, 3:51:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.5181, loss: 2.5181 +2025-06-11 22:05:26,200 - pyskl - INFO - Epoch [95][1100/3940] lr: 7.589e-03, eta: 1 day, 3:50:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9812, loss_cls: 2.6418, loss: 2.6418 +2025-06-11 22:06:11,657 - pyskl - INFO - Epoch [95][1200/3940] lr: 7.583e-03, eta: 1 day, 3:49:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.7232, loss: 2.7232 +2025-06-11 22:06:57,131 - pyskl - INFO - Epoch [95][1300/3940] lr: 7.577e-03, eta: 1 day, 3:48:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.7074, loss: 2.7074 +2025-06-11 22:07:42,565 - pyskl - INFO - Epoch [95][1400/3940] lr: 7.570e-03, eta: 1 day, 3:48:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.7269, loss: 2.7269 +2025-06-11 22:08:27,905 - pyskl - INFO - Epoch [95][1500/3940] lr: 7.564e-03, eta: 1 day, 3:47:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.6592, loss: 2.6592 +2025-06-11 22:09:13,324 - pyskl - INFO - Epoch [95][1600/3940] lr: 7.558e-03, eta: 1 day, 3:46:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9831, loss_cls: 2.7528, loss: 2.7528 +2025-06-11 22:09:58,708 - pyskl - INFO - Epoch [95][1700/3940] lr: 7.552e-03, eta: 1 day, 3:45:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 2.7625, loss: 2.7625 +2025-06-11 22:10:44,137 - pyskl - INFO - Epoch [95][1800/3940] lr: 7.546e-03, eta: 1 day, 3:44:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 2.8074, loss: 2.8074 +2025-06-11 22:11:29,744 - pyskl - INFO - Epoch [95][1900/3940] lr: 7.540e-03, eta: 1 day, 3:44:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.6554, loss: 2.6554 +2025-06-11 22:12:15,485 - pyskl - INFO - Epoch [95][2000/3940] lr: 7.534e-03, eta: 1 day, 3:43:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.6789, loss: 2.6789 +2025-06-11 22:13:01,038 - pyskl - INFO - Epoch [95][2100/3940] lr: 7.528e-03, eta: 1 day, 3:42:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.6764, loss: 2.6764 +2025-06-11 22:13:46,457 - pyskl - INFO - Epoch [95][2200/3940] lr: 7.522e-03, eta: 1 day, 3:41:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.7606, loss: 2.7606 +2025-06-11 22:14:31,977 - pyskl - INFO - Epoch [95][2300/3940] lr: 7.516e-03, eta: 1 day, 3:41:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.6109, loss: 2.6109 +2025-06-11 22:15:17,546 - pyskl - INFO - Epoch [95][2400/3940] lr: 7.510e-03, eta: 1 day, 3:40:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9806, loss_cls: 2.7304, loss: 2.7304 +2025-06-11 22:16:02,990 - pyskl - INFO - Epoch [95][2500/3940] lr: 7.503e-03, eta: 1 day, 3:39:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.5553, loss: 2.5553 +2025-06-11 22:16:48,420 - pyskl - INFO - Epoch [95][2600/3940] lr: 7.497e-03, eta: 1 day, 3:38:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.6652, loss: 2.6652 +2025-06-11 22:17:33,921 - pyskl - INFO - Epoch [95][2700/3940] lr: 7.491e-03, eta: 1 day, 3:38:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9825, loss_cls: 2.6666, loss: 2.6666 +2025-06-11 22:18:19,403 - pyskl - INFO - Epoch [95][2800/3940] lr: 7.485e-03, eta: 1 day, 3:37:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.6227, loss: 2.6227 +2025-06-11 22:19:04,855 - pyskl - INFO - Epoch [95][2900/3940] lr: 7.479e-03, eta: 1 day, 3:36:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.7396, loss: 2.7396 +2025-06-11 22:19:50,283 - pyskl - INFO - Epoch [95][3000/3940] lr: 7.473e-03, eta: 1 day, 3:35:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9825, loss_cls: 2.7453, loss: 2.7453 +2025-06-11 22:20:35,764 - pyskl - INFO - Epoch [95][3100/3940] lr: 7.467e-03, eta: 1 day, 3:35:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.7826, loss: 2.7826 +2025-06-11 22:21:21,233 - pyskl - INFO - Epoch [95][3200/3940] lr: 7.461e-03, eta: 1 day, 3:34:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.6649, loss: 2.6649 +2025-06-11 22:22:06,707 - pyskl - INFO - Epoch [95][3300/3940] lr: 7.455e-03, eta: 1 day, 3:33:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 2.6716, loss: 2.6716 +2025-06-11 22:22:52,249 - pyskl - INFO - Epoch [95][3400/3940] lr: 7.449e-03, eta: 1 day, 3:32:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.5950, loss: 2.5950 +2025-06-11 22:23:37,724 - pyskl - INFO - Epoch [95][3500/3940] lr: 7.443e-03, eta: 1 day, 3:32:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.7254, loss: 2.7254 +2025-06-11 22:24:23,092 - pyskl - INFO - Epoch [95][3600/3940] lr: 7.436e-03, eta: 1 day, 3:31:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9812, loss_cls: 2.7121, loss: 2.7121 +2025-06-11 22:25:08,559 - pyskl - INFO - Epoch [95][3700/3940] lr: 7.430e-03, eta: 1 day, 3:30:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 2.8019, loss: 2.8019 +2025-06-11 22:25:53,961 - pyskl - INFO - Epoch [95][3800/3940] lr: 7.424e-03, eta: 1 day, 3:29:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 2.7519, loss: 2.7519 +2025-06-11 22:26:39,357 - pyskl - INFO - Epoch [95][3900/3940] lr: 7.418e-03, eta: 1 day, 3:28:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9800, loss_cls: 2.8740, loss: 2.8740 +2025-06-11 22:26:57,879 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-06-11 22:45:07,953 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 22:45:08,416 - pyskl - INFO - +top1_acc 0.8240 +top5_acc 0.9697 +2025-06-11 22:45:08,473 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_90.pth was removed +2025-06-11 22:45:09,504 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_95.pth. +2025-06-11 22:45:09,506 - pyskl - INFO - Best top1_acc is 0.8240 at 95 epoch. +2025-06-11 22:45:09,524 - pyskl - INFO - Epoch(val) [95][3183] top1_acc: 0.8240, top5_acc: 0.9697 +2025-06-11 22:46:18,974 - pyskl - INFO - Epoch [96][100/3940] lr: 7.410e-03, eta: 1 day, 3:27:57, time: 0.694, data_time: 0.240, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9919, loss_cls: 2.7720, loss: 2.7720 +2025-06-11 22:47:04,264 - pyskl - INFO - Epoch [96][200/3940] lr: 7.404e-03, eta: 1 day, 3:27:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.6836, loss: 2.6836 +2025-06-11 22:47:49,783 - pyskl - INFO - Epoch [96][300/3940] lr: 7.398e-03, eta: 1 day, 3:26:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 2.6350, loss: 2.6350 +2025-06-11 22:48:35,383 - pyskl - INFO - Epoch [96][400/3940] lr: 7.392e-03, eta: 1 day, 3:25:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9819, loss_cls: 2.5553, loss: 2.5553 +2025-06-11 22:49:20,744 - pyskl - INFO - Epoch [96][500/3940] lr: 7.386e-03, eta: 1 day, 3:24:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.5302, loss: 2.5302 +2025-06-11 22:50:06,146 - pyskl - INFO - Epoch [96][600/3940] lr: 7.379e-03, eta: 1 day, 3:24:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.6330, loss: 2.6330 +2025-06-11 22:50:51,565 - pyskl - INFO - Epoch [96][700/3940] lr: 7.373e-03, eta: 1 day, 3:23:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.6549, loss: 2.6549 +2025-06-11 22:51:37,002 - pyskl - INFO - Epoch [96][800/3940] lr: 7.367e-03, eta: 1 day, 3:22:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.5373, loss: 2.5373 +2025-06-11 22:52:22,362 - pyskl - INFO - Epoch [96][900/3940] lr: 7.361e-03, eta: 1 day, 3:21:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.5763, loss: 2.5763 +2025-06-11 22:53:07,614 - pyskl - INFO - Epoch [96][1000/3940] lr: 7.355e-03, eta: 1 day, 3:21:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 2.6633, loss: 2.6633 +2025-06-11 22:53:52,913 - pyskl - INFO - Epoch [96][1100/3940] lr: 7.349e-03, eta: 1 day, 3:20:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9862, loss_cls: 2.5520, loss: 2.5520 +2025-06-11 22:54:38,184 - pyskl - INFO - Epoch [96][1200/3940] lr: 7.343e-03, eta: 1 day, 3:19:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9844, loss_cls: 2.6300, loss: 2.6300 +2025-06-11 22:55:23,499 - pyskl - INFO - Epoch [96][1300/3940] lr: 7.337e-03, eta: 1 day, 3:18:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.6394, loss: 2.6394 +2025-06-11 22:56:08,897 - pyskl - INFO - Epoch [96][1400/3940] lr: 7.331e-03, eta: 1 day, 3:18:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 2.6707, loss: 2.6707 +2025-06-11 22:56:54,154 - pyskl - INFO - Epoch [96][1500/3940] lr: 7.325e-03, eta: 1 day, 3:17:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9812, loss_cls: 2.7218, loss: 2.7218 +2025-06-11 22:57:39,579 - pyskl - INFO - Epoch [96][1600/3940] lr: 7.319e-03, eta: 1 day, 3:16:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.7040, loss: 2.7040 +2025-06-11 22:58:24,955 - pyskl - INFO - Epoch [96][1700/3940] lr: 7.313e-03, eta: 1 day, 3:15:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.8034, loss: 2.8034 +2025-06-11 22:59:10,207 - pyskl - INFO - Epoch [96][1800/3940] lr: 7.307e-03, eta: 1 day, 3:14:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9850, loss_cls: 2.6561, loss: 2.6561 +2025-06-11 22:59:55,487 - pyskl - INFO - Epoch [96][1900/3940] lr: 7.301e-03, eta: 1 day, 3:14:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9844, loss_cls: 2.7125, loss: 2.7125 +2025-06-11 23:00:41,009 - pyskl - INFO - Epoch [96][2000/3940] lr: 7.295e-03, eta: 1 day, 3:13:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 2.6376, loss: 2.6376 +2025-06-11 23:01:26,529 - pyskl - INFO - Epoch [96][2100/3940] lr: 7.289e-03, eta: 1 day, 3:12:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.6295, loss: 2.6295 +2025-06-11 23:02:12,057 - pyskl - INFO - Epoch [96][2200/3940] lr: 7.283e-03, eta: 1 day, 3:11:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.7232, loss: 2.7232 +2025-06-11 23:02:57,493 - pyskl - INFO - Epoch [96][2300/3940] lr: 7.277e-03, eta: 1 day, 3:11:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.7637, loss: 2.7637 +2025-06-11 23:03:42,938 - pyskl - INFO - Epoch [96][2400/3940] lr: 7.271e-03, eta: 1 day, 3:10:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 2.9343, loss: 2.9343 +2025-06-11 23:04:28,358 - pyskl - INFO - Epoch [96][2500/3940] lr: 7.265e-03, eta: 1 day, 3:09:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.8097, loss: 2.8097 +2025-06-11 23:05:13,657 - pyskl - INFO - Epoch [96][2600/3940] lr: 7.259e-03, eta: 1 day, 3:08:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9819, loss_cls: 2.6571, loss: 2.6571 +2025-06-11 23:05:58,915 - pyskl - INFO - Epoch [96][2700/3940] lr: 7.252e-03, eta: 1 day, 3:08:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.7145, loss: 2.7145 +2025-06-11 23:06:44,098 - pyskl - INFO - Epoch [96][2800/3940] lr: 7.246e-03, eta: 1 day, 3:07:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.8614, loss: 2.8614 +2025-06-11 23:07:29,312 - pyskl - INFO - Epoch [96][2900/3940] lr: 7.240e-03, eta: 1 day, 3:06:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 2.7411, loss: 2.7411 +2025-06-11 23:08:14,623 - pyskl - INFO - Epoch [96][3000/3940] lr: 7.234e-03, eta: 1 day, 3:05:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.7683, loss: 2.7683 +2025-06-11 23:08:59,976 - pyskl - INFO - Epoch [96][3100/3940] lr: 7.228e-03, eta: 1 day, 3:05:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.7454, loss: 2.7454 +2025-06-11 23:09:45,304 - pyskl - INFO - Epoch [96][3200/3940] lr: 7.222e-03, eta: 1 day, 3:04:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9825, loss_cls: 2.7017, loss: 2.7017 +2025-06-11 23:10:30,568 - pyskl - INFO - Epoch [96][3300/3940] lr: 7.216e-03, eta: 1 day, 3:03:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.7283, loss: 2.7283 +2025-06-11 23:11:15,873 - pyskl - INFO - Epoch [96][3400/3940] lr: 7.210e-03, eta: 1 day, 3:02:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.6342, loss: 2.6342 +2025-06-11 23:12:01,151 - pyskl - INFO - Epoch [96][3500/3940] lr: 7.204e-03, eta: 1 day, 3:01:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 2.7901, loss: 2.7901 +2025-06-11 23:12:46,463 - pyskl - INFO - Epoch [96][3600/3940] lr: 7.198e-03, eta: 1 day, 3:01:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.7169, loss: 2.7169 +2025-06-11 23:13:31,703 - pyskl - INFO - Epoch [96][3700/3940] lr: 7.192e-03, eta: 1 day, 3:00:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 2.5019, loss: 2.5019 +2025-06-11 23:14:17,001 - pyskl - INFO - Epoch [96][3800/3940] lr: 7.186e-03, eta: 1 day, 2:59:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.7014, loss: 2.7014 +2025-06-11 23:15:02,305 - pyskl - INFO - Epoch [96][3900/3940] lr: 7.180e-03, eta: 1 day, 2:58:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.6802, loss: 2.6802 +2025-06-11 23:15:20,762 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-06-11 23:18:53,719 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 23:18:54,277 - pyskl - INFO - +top1_acc 0.8249 +top5_acc 0.9680 +2025-06-11 23:18:54,339 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_95.pth was removed +2025-06-11 23:18:55,436 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_96.pth. +2025-06-11 23:18:55,438 - pyskl - INFO - Best top1_acc is 0.8249 at 96 epoch. +2025-06-11 23:18:55,458 - pyskl - INFO - Epoch(val) [96][3183] top1_acc: 0.8249, top5_acc: 0.9680 +2025-06-11 23:20:04,854 - pyskl - INFO - Epoch [97][100/3940] lr: 7.172e-03, eta: 1 day, 2:57:55, time: 0.694, data_time: 0.238, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9856, loss_cls: 2.7230, loss: 2.7230 +2025-06-11 23:20:50,311 - pyskl - INFO - Epoch [97][200/3940] lr: 7.166e-03, eta: 1 day, 2:57:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.6462, loss: 2.6462 +2025-06-11 23:21:35,761 - pyskl - INFO - Epoch [97][300/3940] lr: 7.160e-03, eta: 1 day, 2:56:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.7340, loss: 2.7340 +2025-06-11 23:22:21,179 - pyskl - INFO - Epoch [97][400/3940] lr: 7.154e-03, eta: 1 day, 2:55:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 2.7010, loss: 2.7010 +2025-06-11 23:23:06,574 - pyskl - INFO - Epoch [97][500/3940] lr: 7.148e-03, eta: 1 day, 2:54:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.5858, loss: 2.5858 +2025-06-11 23:23:52,129 - pyskl - INFO - Epoch [97][600/3940] lr: 7.142e-03, eta: 1 day, 2:54:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.5902, loss: 2.5902 +2025-06-11 23:24:37,587 - pyskl - INFO - Epoch [97][700/3940] lr: 7.136e-03, eta: 1 day, 2:53:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 2.5142, loss: 2.5142 +2025-06-11 23:25:22,953 - pyskl - INFO - Epoch [97][800/3940] lr: 7.130e-03, eta: 1 day, 2:52:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.5028, loss: 2.5028 +2025-06-11 23:26:08,462 - pyskl - INFO - Epoch [97][900/3940] lr: 7.124e-03, eta: 1 day, 2:51:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 2.6826, loss: 2.6826 +2025-06-11 23:26:53,944 - pyskl - INFO - Epoch [97][1000/3940] lr: 7.118e-03, eta: 1 day, 2:51:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.5924, loss: 2.5924 +2025-06-11 23:27:39,465 - pyskl - INFO - Epoch [97][1100/3940] lr: 7.112e-03, eta: 1 day, 2:50:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9856, loss_cls: 2.7185, loss: 2.7185 +2025-06-11 23:28:25,024 - pyskl - INFO - Epoch [97][1200/3940] lr: 7.106e-03, eta: 1 day, 2:49:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.7099, loss: 2.7099 +2025-06-11 23:29:10,501 - pyskl - INFO - Epoch [97][1300/3940] lr: 7.100e-03, eta: 1 day, 2:48:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.6206, loss: 2.6206 +2025-06-11 23:29:55,996 - pyskl - INFO - Epoch [97][1400/3940] lr: 7.094e-03, eta: 1 day, 2:48:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.6378, loss: 2.6378 +2025-06-11 23:30:41,494 - pyskl - INFO - Epoch [97][1500/3940] lr: 7.088e-03, eta: 1 day, 2:47:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 2.5053, loss: 2.5053 +2025-06-11 23:31:26,981 - pyskl - INFO - Epoch [97][1600/3940] lr: 7.082e-03, eta: 1 day, 2:46:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 2.7108, loss: 2.7108 +2025-06-11 23:32:12,550 - pyskl - INFO - Epoch [97][1700/3940] lr: 7.076e-03, eta: 1 day, 2:45:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.6814, loss: 2.6814 +2025-06-11 23:32:58,084 - pyskl - INFO - Epoch [97][1800/3940] lr: 7.070e-03, eta: 1 day, 2:44:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9812, loss_cls: 2.6988, loss: 2.6988 +2025-06-11 23:33:43,795 - pyskl - INFO - Epoch [97][1900/3940] lr: 7.064e-03, eta: 1 day, 2:44:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9825, loss_cls: 2.6374, loss: 2.6374 +2025-06-11 23:34:29,657 - pyskl - INFO - Epoch [97][2000/3940] lr: 7.058e-03, eta: 1 day, 2:43:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9850, loss_cls: 2.6664, loss: 2.6664 +2025-06-11 23:35:15,167 - pyskl - INFO - Epoch [97][2100/3940] lr: 7.052e-03, eta: 1 day, 2:42:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.6108, loss: 2.6108 +2025-06-11 23:36:00,672 - pyskl - INFO - Epoch [97][2200/3940] lr: 7.046e-03, eta: 1 day, 2:41:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9831, loss_cls: 2.7676, loss: 2.7676 +2025-06-11 23:36:46,345 - pyskl - INFO - Epoch [97][2300/3940] lr: 7.040e-03, eta: 1 day, 2:41:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.6311, loss: 2.6311 +2025-06-11 23:37:31,814 - pyskl - INFO - Epoch [97][2400/3940] lr: 7.034e-03, eta: 1 day, 2:40:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.5479, loss: 2.5479 +2025-06-11 23:38:17,175 - pyskl - INFO - Epoch [97][2500/3940] lr: 7.028e-03, eta: 1 day, 2:39:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9856, loss_cls: 2.6031, loss: 2.6031 +2025-06-11 23:39:02,568 - pyskl - INFO - Epoch [97][2600/3940] lr: 7.022e-03, eta: 1 day, 2:38:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9838, loss_cls: 2.6105, loss: 2.6105 +2025-06-11 23:39:47,977 - pyskl - INFO - Epoch [97][2700/3940] lr: 7.016e-03, eta: 1 day, 2:38:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9819, loss_cls: 2.7755, loss: 2.7755 +2025-06-11 23:40:33,313 - pyskl - INFO - Epoch [97][2800/3940] lr: 7.010e-03, eta: 1 day, 2:37:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.5027, loss: 2.5027 +2025-06-11 23:41:18,670 - pyskl - INFO - Epoch [97][2900/3940] lr: 7.004e-03, eta: 1 day, 2:36:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.6945, loss: 2.6945 +2025-06-11 23:42:03,998 - pyskl - INFO - Epoch [97][3000/3940] lr: 6.998e-03, eta: 1 day, 2:35:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 2.7307, loss: 2.7307 +2025-06-11 23:42:49,333 - pyskl - INFO - Epoch [97][3100/3940] lr: 6.992e-03, eta: 1 day, 2:35:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.6274, loss: 2.6274 +2025-06-11 23:43:34,580 - pyskl - INFO - Epoch [97][3200/3940] lr: 6.986e-03, eta: 1 day, 2:34:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 2.9382, loss: 2.9382 +2025-06-11 23:44:19,948 - pyskl - INFO - Epoch [97][3300/3940] lr: 6.980e-03, eta: 1 day, 2:33:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.6655, loss: 2.6655 +2025-06-11 23:45:05,263 - pyskl - INFO - Epoch [97][3400/3940] lr: 6.974e-03, eta: 1 day, 2:32:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9812, loss_cls: 2.6982, loss: 2.6982 +2025-06-11 23:45:50,597 - pyskl - INFO - Epoch [97][3500/3940] lr: 6.968e-03, eta: 1 day, 2:31:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 2.6951, loss: 2.6951 +2025-06-11 23:46:35,968 - pyskl - INFO - Epoch [97][3600/3940] lr: 6.962e-03, eta: 1 day, 2:31:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.7862, loss: 2.7862 +2025-06-11 23:47:21,370 - pyskl - INFO - Epoch [97][3700/3940] lr: 6.956e-03, eta: 1 day, 2:30:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 2.6914, loss: 2.6914 +2025-06-11 23:48:06,693 - pyskl - INFO - Epoch [97][3800/3940] lr: 6.950e-03, eta: 1 day, 2:29:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.4998, loss: 2.4998 +2025-06-11 23:48:52,060 - pyskl - INFO - Epoch [97][3900/3940] lr: 6.945e-03, eta: 1 day, 2:28:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 2.6728, loss: 2.6728 +2025-06-11 23:49:10,492 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-06-11 23:52:43,233 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 23:52:43,752 - pyskl - INFO - +top1_acc 0.8031 +top5_acc 0.9634 +2025-06-11 23:52:43,771 - pyskl - INFO - Epoch(val) [97][3183] top1_acc: 0.8031, top5_acc: 0.9634 +2025-06-11 23:53:53,301 - pyskl - INFO - Epoch [98][100/3940] lr: 6.936e-03, eta: 1 day, 2:27:55, time: 0.695, data_time: 0.240, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.6137, loss: 2.6137 +2025-06-11 23:54:38,826 - pyskl - INFO - Epoch [98][200/3940] lr: 6.930e-03, eta: 1 day, 2:27:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.6594, loss: 2.6594 +2025-06-11 23:55:24,303 - pyskl - INFO - Epoch [98][300/3940] lr: 6.924e-03, eta: 1 day, 2:26:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.6759, loss: 2.6759 +2025-06-11 23:56:09,691 - pyskl - INFO - Epoch [98][400/3940] lr: 6.918e-03, eta: 1 day, 2:25:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.6697, loss: 2.6697 +2025-06-11 23:56:55,011 - pyskl - INFO - Epoch [98][500/3940] lr: 6.912e-03, eta: 1 day, 2:24:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.5402, loss: 2.5402 +2025-06-11 23:57:40,351 - pyskl - INFO - Epoch [98][600/3940] lr: 6.906e-03, eta: 1 day, 2:24:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.6163, loss: 2.6163 +2025-06-11 23:58:25,723 - pyskl - INFO - Epoch [98][700/3940] lr: 6.900e-03, eta: 1 day, 2:23:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 2.6387, loss: 2.6387 +2025-06-11 23:59:11,293 - pyskl - INFO - Epoch [98][800/3940] lr: 6.895e-03, eta: 1 day, 2:22:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9925, loss_cls: 2.6176, loss: 2.6176 +2025-06-11 23:59:56,916 - pyskl - INFO - Epoch [98][900/3940] lr: 6.889e-03, eta: 1 day, 2:21:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.6233, loss: 2.6233 +2025-06-12 00:00:42,311 - pyskl - INFO - Epoch [98][1000/3940] lr: 6.883e-03, eta: 1 day, 2:21:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.6809, loss: 2.6809 +2025-06-12 00:01:27,679 - pyskl - INFO - Epoch [98][1100/3940] lr: 6.877e-03, eta: 1 day, 2:20:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 2.5867, loss: 2.5867 +2025-06-12 00:02:13,104 - pyskl - INFO - Epoch [98][1200/3940] lr: 6.871e-03, eta: 1 day, 2:19:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.6696, loss: 2.6696 +2025-06-12 00:02:58,470 - pyskl - INFO - Epoch [98][1300/3940] lr: 6.865e-03, eta: 1 day, 2:18:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9812, loss_cls: 2.6853, loss: 2.6853 +2025-06-12 00:03:43,899 - pyskl - INFO - Epoch [98][1400/3940] lr: 6.859e-03, eta: 1 day, 2:18:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.6835, loss: 2.6835 +2025-06-12 00:04:29,309 - pyskl - INFO - Epoch [98][1500/3940] lr: 6.853e-03, eta: 1 day, 2:17:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.6160, loss: 2.6160 +2025-06-12 00:05:14,861 - pyskl - INFO - Epoch [98][1600/3940] lr: 6.847e-03, eta: 1 day, 2:16:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.5098, loss: 2.5098 +2025-06-12 00:06:00,529 - pyskl - INFO - Epoch [98][1700/3940] lr: 6.841e-03, eta: 1 day, 2:15:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.6064, loss: 2.6064 +2025-06-12 00:06:46,168 - pyskl - INFO - Epoch [98][1800/3940] lr: 6.835e-03, eta: 1 day, 2:14:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9850, loss_cls: 2.5137, loss: 2.5137 +2025-06-12 00:07:31,722 - pyskl - INFO - Epoch [98][1900/3940] lr: 6.829e-03, eta: 1 day, 2:14:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 2.4972, loss: 2.4972 +2025-06-12 00:08:17,159 - pyskl - INFO - Epoch [98][2000/3940] lr: 6.823e-03, eta: 1 day, 2:13:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.6560, loss: 2.6560 +2025-06-12 00:09:02,658 - pyskl - INFO - Epoch [98][2100/3940] lr: 6.817e-03, eta: 1 day, 2:12:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.5288, loss: 2.5288 +2025-06-12 00:09:48,120 - pyskl - INFO - Epoch [98][2200/3940] lr: 6.812e-03, eta: 1 day, 2:11:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.5197, loss: 2.5197 +2025-06-12 00:10:33,504 - pyskl - INFO - Epoch [98][2300/3940] lr: 6.806e-03, eta: 1 day, 2:11:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9844, loss_cls: 2.5921, loss: 2.5921 +2025-06-12 00:11:18,930 - pyskl - INFO - Epoch [98][2400/3940] lr: 6.800e-03, eta: 1 day, 2:10:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.7352, loss: 2.7352 +2025-06-12 00:12:04,395 - pyskl - INFO - Epoch [98][2500/3940] lr: 6.794e-03, eta: 1 day, 2:09:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.6454, loss: 2.6454 +2025-06-12 00:12:49,890 - pyskl - INFO - Epoch [98][2600/3940] lr: 6.788e-03, eta: 1 day, 2:08:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.6248, loss: 2.6248 +2025-06-12 00:13:35,350 - pyskl - INFO - Epoch [98][2700/3940] lr: 6.782e-03, eta: 1 day, 2:08:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.6280, loss: 2.6280 +2025-06-12 00:14:20,741 - pyskl - INFO - Epoch [98][2800/3940] lr: 6.776e-03, eta: 1 day, 2:07:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9806, loss_cls: 2.6190, loss: 2.6190 +2025-06-12 00:15:06,223 - pyskl - INFO - Epoch [98][2900/3940] lr: 6.770e-03, eta: 1 day, 2:06:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.7187, loss: 2.7187 +2025-06-12 00:15:51,707 - pyskl - INFO - Epoch [98][3000/3940] lr: 6.764e-03, eta: 1 day, 2:05:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.5159, loss: 2.5159 +2025-06-12 00:16:37,161 - pyskl - INFO - Epoch [98][3100/3940] lr: 6.758e-03, eta: 1 day, 2:05:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.6203, loss: 2.6203 +2025-06-12 00:17:22,600 - pyskl - INFO - Epoch [98][3200/3940] lr: 6.752e-03, eta: 1 day, 2:04:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 2.6233, loss: 2.6233 +2025-06-12 00:18:08,113 - pyskl - INFO - Epoch [98][3300/3940] lr: 6.747e-03, eta: 1 day, 2:03:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.6059, loss: 2.6059 +2025-06-12 00:18:53,549 - pyskl - INFO - Epoch [98][3400/3940] lr: 6.741e-03, eta: 1 day, 2:02:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 2.6502, loss: 2.6502 +2025-06-12 00:19:39,014 - pyskl - INFO - Epoch [98][3500/3940] lr: 6.735e-03, eta: 1 day, 2:02:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.5577, loss: 2.5577 +2025-06-12 00:20:24,436 - pyskl - INFO - Epoch [98][3600/3940] lr: 6.729e-03, eta: 1 day, 2:01:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.5802, loss: 2.5802 +2025-06-12 00:21:09,860 - pyskl - INFO - Epoch [98][3700/3940] lr: 6.723e-03, eta: 1 day, 2:00:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.6251, loss: 2.6251 +2025-06-12 00:21:55,280 - pyskl - INFO - Epoch [98][3800/3940] lr: 6.717e-03, eta: 1 day, 1:59:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 2.7550, loss: 2.7550 +2025-06-12 00:22:40,701 - pyskl - INFO - Epoch [98][3900/3940] lr: 6.711e-03, eta: 1 day, 1:58:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9825, loss_cls: 2.6770, loss: 2.6770 +2025-06-12 00:22:59,207 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-06-12 00:26:35,011 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 00:26:35,477 - pyskl - INFO - +top1_acc 0.8241 +top5_acc 0.9678 +2025-06-12 00:26:35,495 - pyskl - INFO - Epoch(val) [98][3183] top1_acc: 0.8241, top5_acc: 0.9678 +2025-06-12 00:27:44,833 - pyskl - INFO - Epoch [99][100/3940] lr: 6.703e-03, eta: 1 day, 1:57:56, time: 0.693, data_time: 0.240, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 2.4582, loss: 2.4582 +2025-06-12 00:28:30,244 - pyskl - INFO - Epoch [99][200/3940] lr: 6.697e-03, eta: 1 day, 1:57:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9938, loss_cls: 2.4991, loss: 2.4991 +2025-06-12 00:29:15,650 - pyskl - INFO - Epoch [99][300/3940] lr: 6.691e-03, eta: 1 day, 1:56:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.5236, loss: 2.5236 +2025-06-12 00:30:01,100 - pyskl - INFO - Epoch [99][400/3940] lr: 6.685e-03, eta: 1 day, 1:55:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.5031, loss: 2.5031 +2025-06-12 00:30:46,533 - pyskl - INFO - Epoch [99][500/3940] lr: 6.679e-03, eta: 1 day, 1:54:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9938, loss_cls: 2.5473, loss: 2.5473 +2025-06-12 00:31:32,023 - pyskl - INFO - Epoch [99][600/3940] lr: 6.674e-03, eta: 1 day, 1:54:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.5614, loss: 2.5614 +2025-06-12 00:32:17,473 - pyskl - INFO - Epoch [99][700/3940] lr: 6.668e-03, eta: 1 day, 1:53:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9838, loss_cls: 2.5037, loss: 2.5037 +2025-06-12 00:33:02,973 - pyskl - INFO - Epoch [99][800/3940] lr: 6.662e-03, eta: 1 day, 1:52:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.5621, loss: 2.5621 +2025-06-12 00:33:48,420 - pyskl - INFO - Epoch [99][900/3940] lr: 6.656e-03, eta: 1 day, 1:51:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.6144, loss: 2.6144 +2025-06-12 00:34:33,909 - pyskl - INFO - Epoch [99][1000/3940] lr: 6.650e-03, eta: 1 day, 1:51:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9862, loss_cls: 2.5958, loss: 2.5958 +2025-06-12 00:35:19,435 - pyskl - INFO - Epoch [99][1100/3940] lr: 6.644e-03, eta: 1 day, 1:50:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.5578, loss: 2.5578 +2025-06-12 00:36:04,922 - pyskl - INFO - Epoch [99][1200/3940] lr: 6.638e-03, eta: 1 day, 1:49:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.5763, loss: 2.5763 +2025-06-12 00:36:50,437 - pyskl - INFO - Epoch [99][1300/3940] lr: 6.632e-03, eta: 1 day, 1:48:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.7043, loss: 2.7043 +2025-06-12 00:37:35,934 - pyskl - INFO - Epoch [99][1400/3940] lr: 6.627e-03, eta: 1 day, 1:48:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9838, loss_cls: 2.6187, loss: 2.6187 +2025-06-12 00:38:21,573 - pyskl - INFO - Epoch [99][1500/3940] lr: 6.621e-03, eta: 1 day, 1:47:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.6127, loss: 2.6127 +2025-06-12 00:39:07,213 - pyskl - INFO - Epoch [99][1600/3940] lr: 6.615e-03, eta: 1 day, 1:46:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.6389, loss: 2.6389 +2025-06-12 00:39:52,734 - pyskl - INFO - Epoch [99][1700/3940] lr: 6.609e-03, eta: 1 day, 1:45:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.4640, loss: 2.4640 +2025-06-12 00:40:38,230 - pyskl - INFO - Epoch [99][1800/3940] lr: 6.603e-03, eta: 1 day, 1:44:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.5902, loss: 2.5902 +2025-06-12 00:41:23,617 - pyskl - INFO - Epoch [99][1900/3940] lr: 6.597e-03, eta: 1 day, 1:44:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.6508, loss: 2.6508 +2025-06-12 00:42:09,070 - pyskl - INFO - Epoch [99][2000/3940] lr: 6.591e-03, eta: 1 day, 1:43:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.5954, loss: 2.5954 +2025-06-12 00:42:54,473 - pyskl - INFO - Epoch [99][2100/3940] lr: 6.586e-03, eta: 1 day, 1:42:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.6340, loss: 2.6340 +2025-06-12 00:43:39,842 - pyskl - INFO - Epoch [99][2200/3940] lr: 6.580e-03, eta: 1 day, 1:41:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.6799, loss: 2.6799 +2025-06-12 00:44:25,303 - pyskl - INFO - Epoch [99][2300/3940] lr: 6.574e-03, eta: 1 day, 1:41:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 2.6151, loss: 2.6151 +2025-06-12 00:45:10,760 - pyskl - INFO - Epoch [99][2400/3940] lr: 6.568e-03, eta: 1 day, 1:40:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.5679, loss: 2.5679 +2025-06-12 00:45:56,140 - pyskl - INFO - Epoch [99][2500/3940] lr: 6.562e-03, eta: 1 day, 1:39:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.6328, loss: 2.6328 +2025-06-12 00:46:41,555 - pyskl - INFO - Epoch [99][2600/3940] lr: 6.556e-03, eta: 1 day, 1:38:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.5697, loss: 2.5697 +2025-06-12 00:47:27,265 - pyskl - INFO - Epoch [99][2700/3940] lr: 6.550e-03, eta: 1 day, 1:38:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 2.6494, loss: 2.6494 +2025-06-12 00:48:12,698 - pyskl - INFO - Epoch [99][2800/3940] lr: 6.545e-03, eta: 1 day, 1:37:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 2.5388, loss: 2.5388 +2025-06-12 00:48:58,118 - pyskl - INFO - Epoch [99][2900/3940] lr: 6.539e-03, eta: 1 day, 1:36:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9856, loss_cls: 2.5651, loss: 2.5651 +2025-06-12 00:49:43,452 - pyskl - INFO - Epoch [99][3000/3940] lr: 6.533e-03, eta: 1 day, 1:35:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.5785, loss: 2.5785 +2025-06-12 00:50:28,669 - pyskl - INFO - Epoch [99][3100/3940] lr: 6.527e-03, eta: 1 day, 1:35:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.6748, loss: 2.6748 +2025-06-12 00:51:14,039 - pyskl - INFO - Epoch [99][3200/3940] lr: 6.521e-03, eta: 1 day, 1:34:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.6714, loss: 2.6714 +2025-06-12 00:51:59,356 - pyskl - INFO - Epoch [99][3300/3940] lr: 6.515e-03, eta: 1 day, 1:33:32, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.6029, loss: 2.6029 +2025-06-12 00:52:44,845 - pyskl - INFO - Epoch [99][3400/3940] lr: 6.510e-03, eta: 1 day, 1:32:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.6211, loss: 2.6211 +2025-06-12 00:53:30,284 - pyskl - INFO - Epoch [99][3500/3940] lr: 6.504e-03, eta: 1 day, 1:32:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.7038, loss: 2.7038 +2025-06-12 00:54:15,753 - pyskl - INFO - Epoch [99][3600/3940] lr: 6.498e-03, eta: 1 day, 1:31:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.5683, loss: 2.5683 +2025-06-12 00:55:01,302 - pyskl - INFO - Epoch [99][3700/3940] lr: 6.492e-03, eta: 1 day, 1:30:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.7559, loss: 2.7559 +2025-06-12 00:55:46,861 - pyskl - INFO - Epoch [99][3800/3940] lr: 6.486e-03, eta: 1 day, 1:29:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.5786, loss: 2.5786 +2025-06-12 00:56:32,469 - pyskl - INFO - Epoch [99][3900/3940] lr: 6.480e-03, eta: 1 day, 1:28:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.5119, loss: 2.5119 +2025-06-12 00:56:51,022 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-06-12 01:00:24,224 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 01:00:24,718 - pyskl - INFO - +top1_acc 0.8218 +top5_acc 0.9667 +2025-06-12 01:00:24,736 - pyskl - INFO - Epoch(val) [99][3183] top1_acc: 0.8218, top5_acc: 0.9667 +2025-06-12 01:01:34,099 - pyskl - INFO - Epoch [100][100/3940] lr: 6.472e-03, eta: 1 day, 1:27:56, time: 0.694, data_time: 0.237, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9950, loss_cls: 2.5291, loss: 2.5291 +2025-06-12 01:02:19,739 - pyskl - INFO - Epoch [100][200/3940] lr: 6.466e-03, eta: 1 day, 1:27:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.5541, loss: 2.5541 +2025-06-12 01:03:05,558 - pyskl - INFO - Epoch [100][300/3940] lr: 6.461e-03, eta: 1 day, 1:26:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 2.5346, loss: 2.5346 +2025-06-12 01:03:51,193 - pyskl - INFO - Epoch [100][400/3940] lr: 6.455e-03, eta: 1 day, 1:25:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.5837, loss: 2.5837 +2025-06-12 01:04:36,739 - pyskl - INFO - Epoch [100][500/3940] lr: 6.449e-03, eta: 1 day, 1:24:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.4701, loss: 2.4701 +2025-06-12 01:05:22,250 - pyskl - INFO - Epoch [100][600/3940] lr: 6.443e-03, eta: 1 day, 1:24:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9844, loss_cls: 2.5857, loss: 2.5857 +2025-06-12 01:06:07,758 - pyskl - INFO - Epoch [100][700/3940] lr: 6.437e-03, eta: 1 day, 1:23:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.4444, loss: 2.4444 +2025-06-12 01:06:53,201 - pyskl - INFO - Epoch [100][800/3940] lr: 6.432e-03, eta: 1 day, 1:22:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9856, loss_cls: 2.5042, loss: 2.5042 +2025-06-12 01:07:38,602 - pyskl - INFO - Epoch [100][900/3940] lr: 6.426e-03, eta: 1 day, 1:21:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.5296, loss: 2.5296 +2025-06-12 01:08:24,118 - pyskl - INFO - Epoch [100][1000/3940] lr: 6.420e-03, eta: 1 day, 1:21:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 2.4984, loss: 2.4984 +2025-06-12 01:09:09,632 - pyskl - INFO - Epoch [100][1100/3940] lr: 6.414e-03, eta: 1 day, 1:20:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.5452, loss: 2.5452 +2025-06-12 01:09:55,204 - pyskl - INFO - Epoch [100][1200/3940] lr: 6.408e-03, eta: 1 day, 1:19:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.5674, loss: 2.5674 +2025-06-12 01:10:40,655 - pyskl - INFO - Epoch [100][1300/3940] lr: 6.403e-03, eta: 1 day, 1:18:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 2.6527, loss: 2.6527 +2025-06-12 01:11:26,146 - pyskl - INFO - Epoch [100][1400/3940] lr: 6.397e-03, eta: 1 day, 1:18:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.4816, loss: 2.4816 +2025-06-12 01:12:11,757 - pyskl - INFO - Epoch [100][1500/3940] lr: 6.391e-03, eta: 1 day, 1:17:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.5299, loss: 2.5299 +2025-06-12 01:12:57,502 - pyskl - INFO - Epoch [100][1600/3940] lr: 6.385e-03, eta: 1 day, 1:16:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.5201, loss: 2.5201 +2025-06-12 01:13:43,052 - pyskl - INFO - Epoch [100][1700/3940] lr: 6.379e-03, eta: 1 day, 1:15:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.4596, loss: 2.4596 +2025-06-12 01:14:28,606 - pyskl - INFO - Epoch [100][1800/3940] lr: 6.374e-03, eta: 1 day, 1:15:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 2.5340, loss: 2.5340 +2025-06-12 01:15:14,199 - pyskl - INFO - Epoch [100][1900/3940] lr: 6.368e-03, eta: 1 day, 1:14:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9856, loss_cls: 2.6055, loss: 2.6055 +2025-06-12 01:15:59,621 - pyskl - INFO - Epoch [100][2000/3940] lr: 6.362e-03, eta: 1 day, 1:13:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9862, loss_cls: 2.6470, loss: 2.6470 +2025-06-12 01:16:45,092 - pyskl - INFO - Epoch [100][2100/3940] lr: 6.356e-03, eta: 1 day, 1:12:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.5762, loss: 2.5762 +2025-06-12 01:17:30,579 - pyskl - INFO - Epoch [100][2200/3940] lr: 6.350e-03, eta: 1 day, 1:11:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.6804, loss: 2.6804 +2025-06-12 01:18:16,022 - pyskl - INFO - Epoch [100][2300/3940] lr: 6.345e-03, eta: 1 day, 1:11:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 2.5368, loss: 2.5368 +2025-06-12 01:19:01,453 - pyskl - INFO - Epoch [100][2400/3940] lr: 6.339e-03, eta: 1 day, 1:10:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 2.5818, loss: 2.5818 +2025-06-12 01:19:46,867 - pyskl - INFO - Epoch [100][2500/3940] lr: 6.333e-03, eta: 1 day, 1:09:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.6109, loss: 2.6109 +2025-06-12 01:20:32,301 - pyskl - INFO - Epoch [100][2600/3940] lr: 6.327e-03, eta: 1 day, 1:08:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.5854, loss: 2.5854 +2025-06-12 01:21:17,749 - pyskl - INFO - Epoch [100][2700/3940] lr: 6.322e-03, eta: 1 day, 1:08:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.6007, loss: 2.6007 +2025-06-12 01:22:03,285 - pyskl - INFO - Epoch [100][2800/3940] lr: 6.316e-03, eta: 1 day, 1:07:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.5360, loss: 2.5360 +2025-06-12 01:22:48,906 - pyskl - INFO - Epoch [100][2900/3940] lr: 6.310e-03, eta: 1 day, 1:06:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9838, loss_cls: 2.6389, loss: 2.6389 +2025-06-12 01:23:34,409 - pyskl - INFO - Epoch [100][3000/3940] lr: 6.304e-03, eta: 1 day, 1:05:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9856, loss_cls: 2.5391, loss: 2.5391 +2025-06-12 01:24:19,897 - pyskl - INFO - Epoch [100][3100/3940] lr: 6.298e-03, eta: 1 day, 1:05:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.6485, loss: 2.6485 +2025-06-12 01:25:05,572 - pyskl - INFO - Epoch [100][3200/3940] lr: 6.293e-03, eta: 1 day, 1:04:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.6245, loss: 2.6245 +2025-06-12 01:25:51,111 - pyskl - INFO - Epoch [100][3300/3940] lr: 6.287e-03, eta: 1 day, 1:03:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.5203, loss: 2.5203 +2025-06-12 01:26:36,530 - pyskl - INFO - Epoch [100][3400/3940] lr: 6.281e-03, eta: 1 day, 1:02:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9844, loss_cls: 2.5238, loss: 2.5238 +2025-06-12 01:27:22,043 - pyskl - INFO - Epoch [100][3500/3940] lr: 6.275e-03, eta: 1 day, 1:02:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9844, loss_cls: 2.5839, loss: 2.5839 +2025-06-12 01:28:07,568 - pyskl - INFO - Epoch [100][3600/3940] lr: 6.270e-03, eta: 1 day, 1:01:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.5753, loss: 2.5753 +2025-06-12 01:28:53,041 - pyskl - INFO - Epoch [100][3700/3940] lr: 6.264e-03, eta: 1 day, 1:00:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.4843, loss: 2.4843 +2025-06-12 01:29:38,525 - pyskl - INFO - Epoch [100][3800/3940] lr: 6.258e-03, eta: 1 day, 0:59:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9812, loss_cls: 2.6130, loss: 2.6130 +2025-06-12 01:30:24,024 - pyskl - INFO - Epoch [100][3900/3940] lr: 6.252e-03, eta: 1 day, 0:58:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.5341, loss: 2.5341 +2025-06-12 01:30:42,481 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-06-12 01:50:11,675 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 01:50:12,136 - pyskl - INFO - +top1_acc 0.8210 +top5_acc 0.9678 +2025-06-12 01:50:12,153 - pyskl - INFO - Epoch(val) [100][3183] top1_acc: 0.8210, top5_acc: 0.9678 +2025-06-12 01:51:21,371 - pyskl - INFO - Epoch [101][100/3940] lr: 6.244e-03, eta: 1 day, 0:57:58, time: 0.692, data_time: 0.238, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.5210, loss: 2.5210 +2025-06-12 01:52:06,835 - pyskl - INFO - Epoch [101][200/3940] lr: 6.239e-03, eta: 1 day, 0:57:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.4804, loss: 2.4804 +2025-06-12 01:52:52,260 - pyskl - INFO - Epoch [101][300/3940] lr: 6.233e-03, eta: 1 day, 0:56:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.4273, loss: 2.4273 +2025-06-12 01:53:37,847 - pyskl - INFO - Epoch [101][400/3940] lr: 6.227e-03, eta: 1 day, 0:55:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.4221, loss: 2.4221 +2025-06-12 01:54:23,349 - pyskl - INFO - Epoch [101][500/3940] lr: 6.221e-03, eta: 1 day, 0:54:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.4805, loss: 2.4805 +2025-06-12 01:55:08,943 - pyskl - INFO - Epoch [101][600/3940] lr: 6.216e-03, eta: 1 day, 0:54:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 2.5128, loss: 2.5128 +2025-06-12 01:55:54,512 - pyskl - INFO - Epoch [101][700/3940] lr: 6.210e-03, eta: 1 day, 0:53:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.5377, loss: 2.5377 +2025-06-12 01:56:40,094 - pyskl - INFO - Epoch [101][800/3940] lr: 6.204e-03, eta: 1 day, 0:52:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.6001, loss: 2.6001 +2025-06-12 01:57:25,618 - pyskl - INFO - Epoch [101][900/3940] lr: 6.198e-03, eta: 1 day, 0:51:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.5595, loss: 2.5595 +2025-06-12 01:58:11,122 - pyskl - INFO - Epoch [101][1000/3940] lr: 6.193e-03, eta: 1 day, 0:51:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.5577, loss: 2.5577 +2025-06-12 01:58:56,656 - pyskl - INFO - Epoch [101][1100/3940] lr: 6.187e-03, eta: 1 day, 0:50:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9844, loss_cls: 2.4858, loss: 2.4858 +2025-06-12 01:59:42,159 - pyskl - INFO - Epoch [101][1200/3940] lr: 6.181e-03, eta: 1 day, 0:49:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.5189, loss: 2.5189 +2025-06-12 02:00:27,698 - pyskl - INFO - Epoch [101][1300/3940] lr: 6.175e-03, eta: 1 day, 0:48:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 2.5616, loss: 2.5616 +2025-06-12 02:01:13,277 - pyskl - INFO - Epoch [101][1400/3940] lr: 6.170e-03, eta: 1 day, 0:48:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.4716, loss: 2.4716 +2025-06-12 02:01:58,773 - pyskl - INFO - Epoch [101][1500/3940] lr: 6.164e-03, eta: 1 day, 0:47:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.5657, loss: 2.5657 +2025-06-12 02:02:44,280 - pyskl - INFO - Epoch [101][1600/3940] lr: 6.158e-03, eta: 1 day, 0:46:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.4539, loss: 2.4539 +2025-06-12 02:03:29,831 - pyskl - INFO - Epoch [101][1700/3940] lr: 6.152e-03, eta: 1 day, 0:45:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9838, loss_cls: 2.4952, loss: 2.4952 +2025-06-12 02:04:15,266 - pyskl - INFO - Epoch [101][1800/3940] lr: 6.147e-03, eta: 1 day, 0:45:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9850, loss_cls: 2.5508, loss: 2.5508 +2025-06-12 02:05:00,753 - pyskl - INFO - Epoch [101][1900/3940] lr: 6.141e-03, eta: 1 day, 0:44:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9856, loss_cls: 2.4437, loss: 2.4437 +2025-06-12 02:05:46,207 - pyskl - INFO - Epoch [101][2000/3940] lr: 6.135e-03, eta: 1 day, 0:43:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 2.4699, loss: 2.4699 +2025-06-12 02:06:31,750 - pyskl - INFO - Epoch [101][2100/3940] lr: 6.130e-03, eta: 1 day, 0:42:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 2.5013, loss: 2.5013 +2025-06-12 02:07:17,297 - pyskl - INFO - Epoch [101][2200/3940] lr: 6.124e-03, eta: 1 day, 0:41:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9825, loss_cls: 2.6396, loss: 2.6396 +2025-06-12 02:08:02,810 - pyskl - INFO - Epoch [101][2300/3940] lr: 6.118e-03, eta: 1 day, 0:41:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.5400, loss: 2.5400 +2025-06-12 02:08:48,419 - pyskl - INFO - Epoch [101][2400/3940] lr: 6.112e-03, eta: 1 day, 0:40:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9856, loss_cls: 2.6062, loss: 2.6062 +2025-06-12 02:09:34,029 - pyskl - INFO - Epoch [101][2500/3940] lr: 6.107e-03, eta: 1 day, 0:39:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9869, loss_cls: 2.4154, loss: 2.4154 +2025-06-12 02:10:19,658 - pyskl - INFO - Epoch [101][2600/3940] lr: 6.101e-03, eta: 1 day, 0:38:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.4903, loss: 2.4903 +2025-06-12 02:11:05,371 - pyskl - INFO - Epoch [101][2700/3940] lr: 6.095e-03, eta: 1 day, 0:38:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.5260, loss: 2.5260 +2025-06-12 02:11:50,955 - pyskl - INFO - Epoch [101][2800/3940] lr: 6.090e-03, eta: 1 day, 0:37:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 2.5640, loss: 2.5640 +2025-06-12 02:12:36,712 - pyskl - INFO - Epoch [101][2900/3940] lr: 6.084e-03, eta: 1 day, 0:36:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.5233, loss: 2.5233 +2025-06-12 02:13:22,322 - pyskl - INFO - Epoch [101][3000/3940] lr: 6.078e-03, eta: 1 day, 0:35:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.4701, loss: 2.4701 +2025-06-12 02:14:07,930 - pyskl - INFO - Epoch [101][3100/3940] lr: 6.073e-03, eta: 1 day, 0:35:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9831, loss_cls: 2.6317, loss: 2.6317 +2025-06-12 02:14:53,518 - pyskl - INFO - Epoch [101][3200/3940] lr: 6.067e-03, eta: 1 day, 0:34:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9862, loss_cls: 2.5566, loss: 2.5566 +2025-06-12 02:15:39,140 - pyskl - INFO - Epoch [101][3300/3940] lr: 6.061e-03, eta: 1 day, 0:33:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 2.4992, loss: 2.4992 +2025-06-12 02:16:24,559 - pyskl - INFO - Epoch [101][3400/3940] lr: 6.055e-03, eta: 1 day, 0:32:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.5173, loss: 2.5173 +2025-06-12 02:17:10,207 - pyskl - INFO - Epoch [101][3500/3940] lr: 6.050e-03, eta: 1 day, 0:32:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.6409, loss: 2.6409 +2025-06-12 02:17:55,745 - pyskl - INFO - Epoch [101][3600/3940] lr: 6.044e-03, eta: 1 day, 0:31:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.5851, loss: 2.5851 +2025-06-12 02:18:41,299 - pyskl - INFO - Epoch [101][3700/3940] lr: 6.038e-03, eta: 1 day, 0:30:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.5752, loss: 2.5752 +2025-06-12 02:19:26,754 - pyskl - INFO - Epoch [101][3800/3940] lr: 6.033e-03, eta: 1 day, 0:29:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.6035, loss: 2.6035 +2025-06-12 02:20:12,245 - pyskl - INFO - Epoch [101][3900/3940] lr: 6.027e-03, eta: 1 day, 0:29:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9806, loss_cls: 2.7043, loss: 2.7043 +2025-06-12 02:20:30,835 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-06-12 02:24:06,092 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 02:24:06,559 - pyskl - INFO - +top1_acc 0.8298 +top5_acc 0.9700 +2025-06-12 02:24:06,619 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_96.pth was removed +2025-06-12 02:24:07,700 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_101.pth. +2025-06-12 02:24:07,702 - pyskl - INFO - Best top1_acc is 0.8298 at 101 epoch. +2025-06-12 02:24:07,721 - pyskl - INFO - Epoch(val) [101][3183] top1_acc: 0.8298, top5_acc: 0.9700 +2025-06-12 02:25:16,809 - pyskl - INFO - Epoch [102][100/3940] lr: 6.019e-03, eta: 1 day, 0:28:00, time: 0.691, data_time: 0.237, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.3584, loss: 2.3584 +2025-06-12 02:26:02,205 - pyskl - INFO - Epoch [102][200/3940] lr: 6.013e-03, eta: 1 day, 0:27:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.3316, loss: 2.3316 +2025-06-12 02:26:47,607 - pyskl - INFO - Epoch [102][300/3940] lr: 6.008e-03, eta: 1 day, 0:26:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.5444, loss: 2.5444 +2025-06-12 02:27:32,926 - pyskl - INFO - Epoch [102][400/3940] lr: 6.002e-03, eta: 1 day, 0:25:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.3799, loss: 2.3799 +2025-06-12 02:28:18,281 - pyskl - INFO - Epoch [102][500/3940] lr: 5.996e-03, eta: 1 day, 0:24:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.3832, loss: 2.3832 +2025-06-12 02:29:03,719 - pyskl - INFO - Epoch [102][600/3940] lr: 5.991e-03, eta: 1 day, 0:24:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.4779, loss: 2.4779 +2025-06-12 02:29:49,121 - pyskl - INFO - Epoch [102][700/3940] lr: 5.985e-03, eta: 1 day, 0:23:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.4052, loss: 2.4052 +2025-06-12 02:30:34,575 - pyskl - INFO - Epoch [102][800/3940] lr: 5.979e-03, eta: 1 day, 0:22:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.4391, loss: 2.4391 +2025-06-12 02:31:20,093 - pyskl - INFO - Epoch [102][900/3940] lr: 5.974e-03, eta: 1 day, 0:21:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.5342, loss: 2.5342 +2025-06-12 02:32:05,629 - pyskl - INFO - Epoch [102][1000/3940] lr: 5.968e-03, eta: 1 day, 0:21:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9869, loss_cls: 2.4964, loss: 2.4964 +2025-06-12 02:32:51,031 - pyskl - INFO - Epoch [102][1100/3940] lr: 5.962e-03, eta: 1 day, 0:20:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.4457, loss: 2.4457 +2025-06-12 02:33:36,407 - pyskl - INFO - Epoch [102][1200/3940] lr: 5.957e-03, eta: 1 day, 0:19:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.4306, loss: 2.4306 +2025-06-12 02:34:21,843 - pyskl - INFO - Epoch [102][1300/3940] lr: 5.951e-03, eta: 1 day, 0:18:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.4858, loss: 2.4858 +2025-06-12 02:35:07,465 - pyskl - INFO - Epoch [102][1400/3940] lr: 5.945e-03, eta: 1 day, 0:18:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.3089, loss: 2.3089 +2025-06-12 02:35:52,903 - pyskl - INFO - Epoch [102][1500/3940] lr: 5.940e-03, eta: 1 day, 0:17:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.4866, loss: 2.4866 +2025-06-12 02:36:38,318 - pyskl - INFO - Epoch [102][1600/3940] lr: 5.934e-03, eta: 1 day, 0:16:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.4752, loss: 2.4752 +2025-06-12 02:37:23,736 - pyskl - INFO - Epoch [102][1700/3940] lr: 5.928e-03, eta: 1 day, 0:15:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.5688, loss: 2.5688 +2025-06-12 02:38:09,170 - pyskl - INFO - Epoch [102][1800/3940] lr: 5.923e-03, eta: 1 day, 0:15:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.5703, loss: 2.5703 +2025-06-12 02:38:54,489 - pyskl - INFO - Epoch [102][1900/3940] lr: 5.917e-03, eta: 1 day, 0:14:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.6955, loss: 2.6955 +2025-06-12 02:39:39,902 - pyskl - INFO - Epoch [102][2000/3940] lr: 5.911e-03, eta: 1 day, 0:13:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.5125, loss: 2.5125 +2025-06-12 02:40:25,281 - pyskl - INFO - Epoch [102][2100/3940] lr: 5.906e-03, eta: 1 day, 0:12:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.4842, loss: 2.4842 +2025-06-12 02:41:10,621 - pyskl - INFO - Epoch [102][2200/3940] lr: 5.900e-03, eta: 1 day, 0:12:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 2.5002, loss: 2.5002 +2025-06-12 02:41:55,943 - pyskl - INFO - Epoch [102][2300/3940] lr: 5.894e-03, eta: 1 day, 0:11:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.5381, loss: 2.5381 +2025-06-12 02:42:41,317 - pyskl - INFO - Epoch [102][2400/3940] lr: 5.889e-03, eta: 1 day, 0:10:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.4936, loss: 2.4936 +2025-06-12 02:43:26,774 - pyskl - INFO - Epoch [102][2500/3940] lr: 5.883e-03, eta: 1 day, 0:09:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.4797, loss: 2.4797 +2025-06-12 02:44:12,240 - pyskl - INFO - Epoch [102][2600/3940] lr: 5.878e-03, eta: 1 day, 0:08:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.4424, loss: 2.4424 +2025-06-12 02:44:57,640 - pyskl - INFO - Epoch [102][2700/3940] lr: 5.872e-03, eta: 1 day, 0:08:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.4616, loss: 2.4616 +2025-06-12 02:45:43,092 - pyskl - INFO - Epoch [102][2800/3940] lr: 5.866e-03, eta: 1 day, 0:07:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 2.5371, loss: 2.5371 +2025-06-12 02:46:28,474 - pyskl - INFO - Epoch [102][2900/3940] lr: 5.861e-03, eta: 1 day, 0:06:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.5036, loss: 2.5036 +2025-06-12 02:47:13,877 - pyskl - INFO - Epoch [102][3000/3940] lr: 5.855e-03, eta: 1 day, 0:05:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.4612, loss: 2.4612 +2025-06-12 02:47:59,338 - pyskl - INFO - Epoch [102][3100/3940] lr: 5.849e-03, eta: 1 day, 0:05:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 2.4843, loss: 2.4843 +2025-06-12 02:48:44,802 - pyskl - INFO - Epoch [102][3200/3940] lr: 5.844e-03, eta: 1 day, 0:04:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9862, loss_cls: 2.4376, loss: 2.4376 +2025-06-12 02:49:30,146 - pyskl - INFO - Epoch [102][3300/3940] lr: 5.838e-03, eta: 1 day, 0:03:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.5168, loss: 2.5168 +2025-06-12 02:50:15,750 - pyskl - INFO - Epoch [102][3400/3940] lr: 5.833e-03, eta: 1 day, 0:02:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.5878, loss: 2.5878 +2025-06-12 02:51:01,161 - pyskl - INFO - Epoch [102][3500/3940] lr: 5.827e-03, eta: 1 day, 0:02:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.5831, loss: 2.5831 +2025-06-12 02:51:46,619 - pyskl - INFO - Epoch [102][3600/3940] lr: 5.821e-03, eta: 1 day, 0:01:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9788, loss_cls: 2.6526, loss: 2.6526 +2025-06-12 02:52:31,983 - pyskl - INFO - Epoch [102][3700/3940] lr: 5.816e-03, eta: 1 day, 0:00:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.5026, loss: 2.5026 +2025-06-12 02:53:17,272 - pyskl - INFO - Epoch [102][3800/3940] lr: 5.810e-03, eta: 23:59:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 2.5209, loss: 2.5209 +2025-06-12 02:54:02,591 - pyskl - INFO - Epoch [102][3900/3940] lr: 5.804e-03, eta: 23:59:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.5447, loss: 2.5447 +2025-06-12 02:54:20,995 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-06-12 02:57:54,200 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 02:57:54,662 - pyskl - INFO - +top1_acc 0.8197 +top5_acc 0.9667 +2025-06-12 02:57:54,680 - pyskl - INFO - Epoch(val) [102][3183] top1_acc: 0.8197, top5_acc: 0.9667 +2025-06-12 02:59:03,564 - pyskl - INFO - Epoch [103][100/3940] lr: 5.797e-03, eta: 23:58:00, time: 0.689, data_time: 0.236, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.5099, loss: 2.5099 +2025-06-12 02:59:48,833 - pyskl - INFO - Epoch [103][200/3940] lr: 5.791e-03, eta: 23:57:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.5195, loss: 2.5195 +2025-06-12 03:00:34,123 - pyskl - INFO - Epoch [103][300/3940] lr: 5.785e-03, eta: 23:56:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.4559, loss: 2.4559 +2025-06-12 03:01:19,597 - pyskl - INFO - Epoch [103][400/3940] lr: 5.780e-03, eta: 23:55:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.4178, loss: 2.4178 +2025-06-12 03:02:05,235 - pyskl - INFO - Epoch [103][500/3940] lr: 5.774e-03, eta: 23:54:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 2.3444, loss: 2.3444 +2025-06-12 03:02:50,534 - pyskl - INFO - Epoch [103][600/3940] lr: 5.769e-03, eta: 23:54:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.4485, loss: 2.4485 +2025-06-12 03:03:35,853 - pyskl - INFO - Epoch [103][700/3940] lr: 5.763e-03, eta: 23:53:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9938, loss_cls: 2.5657, loss: 2.5657 +2025-06-12 03:04:21,162 - pyskl - INFO - Epoch [103][800/3940] lr: 5.757e-03, eta: 23:52:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.3963, loss: 2.3963 +2025-06-12 03:05:06,654 - pyskl - INFO - Epoch [103][900/3940] lr: 5.752e-03, eta: 23:51:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.5106, loss: 2.5106 +2025-06-12 03:05:52,268 - pyskl - INFO - Epoch [103][1000/3940] lr: 5.746e-03, eta: 23:51:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.4051, loss: 2.4051 +2025-06-12 03:06:37,736 - pyskl - INFO - Epoch [103][1100/3940] lr: 5.741e-03, eta: 23:50:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 2.6084, loss: 2.6084 +2025-06-12 03:07:23,262 - pyskl - INFO - Epoch [103][1200/3940] lr: 5.735e-03, eta: 23:49:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.4762, loss: 2.4762 +2025-06-12 03:08:08,908 - pyskl - INFO - Epoch [103][1300/3940] lr: 5.729e-03, eta: 23:48:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9869, loss_cls: 2.4779, loss: 2.4779 +2025-06-12 03:08:54,410 - pyskl - INFO - Epoch [103][1400/3940] lr: 5.724e-03, eta: 23:48:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.3097, loss: 2.3097 +2025-06-12 03:09:39,868 - pyskl - INFO - Epoch [103][1500/3940] lr: 5.718e-03, eta: 23:47:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9938, loss_cls: 2.5368, loss: 2.5368 +2025-06-12 03:10:25,342 - pyskl - INFO - Epoch [103][1600/3940] lr: 5.713e-03, eta: 23:46:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.5456, loss: 2.5456 +2025-06-12 03:11:10,847 - pyskl - INFO - Epoch [103][1700/3940] lr: 5.707e-03, eta: 23:45:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.4466, loss: 2.4466 +2025-06-12 03:11:56,356 - pyskl - INFO - Epoch [103][1800/3940] lr: 5.702e-03, eta: 23:45:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.4377, loss: 2.4377 +2025-06-12 03:12:41,861 - pyskl - INFO - Epoch [103][1900/3940] lr: 5.696e-03, eta: 23:44:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 2.5397, loss: 2.5397 +2025-06-12 03:13:27,283 - pyskl - INFO - Epoch [103][2000/3940] lr: 5.690e-03, eta: 23:43:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9856, loss_cls: 2.4419, loss: 2.4419 +2025-06-12 03:14:12,770 - pyskl - INFO - Epoch [103][2100/3940] lr: 5.685e-03, eta: 23:42:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.4154, loss: 2.4154 +2025-06-12 03:14:58,163 - pyskl - INFO - Epoch [103][2200/3940] lr: 5.679e-03, eta: 23:42:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.4653, loss: 2.4653 +2025-06-12 03:15:43,645 - pyskl - INFO - Epoch [103][2300/3940] lr: 5.674e-03, eta: 23:41:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.4958, loss: 2.4958 +2025-06-12 03:16:29,132 - pyskl - INFO - Epoch [103][2400/3940] lr: 5.668e-03, eta: 23:40:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 2.4040, loss: 2.4040 +2025-06-12 03:17:14,659 - pyskl - INFO - Epoch [103][2500/3940] lr: 5.663e-03, eta: 23:39:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.5112, loss: 2.5112 +2025-06-12 03:18:00,155 - pyskl - INFO - Epoch [103][2600/3940] lr: 5.657e-03, eta: 23:38:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.5531, loss: 2.5531 +2025-06-12 03:18:45,596 - pyskl - INFO - Epoch [103][2700/3940] lr: 5.651e-03, eta: 23:38:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9825, loss_cls: 2.4807, loss: 2.4807 +2025-06-12 03:19:31,130 - pyskl - INFO - Epoch [103][2800/3940] lr: 5.646e-03, eta: 23:37:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.4248, loss: 2.4248 +2025-06-12 03:20:16,640 - pyskl - INFO - Epoch [103][2900/3940] lr: 5.640e-03, eta: 23:36:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.5244, loss: 2.5244 +2025-06-12 03:21:02,104 - pyskl - INFO - Epoch [103][3000/3940] lr: 5.635e-03, eta: 23:35:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9869, loss_cls: 2.4845, loss: 2.4845 +2025-06-12 03:21:47,656 - pyskl - INFO - Epoch [103][3100/3940] lr: 5.629e-03, eta: 23:35:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.5674, loss: 2.5674 +2025-06-12 03:22:33,088 - pyskl - INFO - Epoch [103][3200/3940] lr: 5.624e-03, eta: 23:34:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 2.3966, loss: 2.3966 +2025-06-12 03:23:18,522 - pyskl - INFO - Epoch [103][3300/3940] lr: 5.618e-03, eta: 23:33:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.5893, loss: 2.5893 +2025-06-12 03:24:04,005 - pyskl - INFO - Epoch [103][3400/3940] lr: 5.613e-03, eta: 23:32:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.6060, loss: 2.6060 +2025-06-12 03:24:49,499 - pyskl - INFO - Epoch [103][3500/3940] lr: 5.607e-03, eta: 23:32:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.4777, loss: 2.4777 +2025-06-12 03:25:34,996 - pyskl - INFO - Epoch [103][3600/3940] lr: 5.601e-03, eta: 23:31:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9862, loss_cls: 2.5550, loss: 2.5550 +2025-06-12 03:26:20,412 - pyskl - INFO - Epoch [103][3700/3940] lr: 5.596e-03, eta: 23:30:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9838, loss_cls: 2.5393, loss: 2.5393 +2025-06-12 03:27:05,799 - pyskl - INFO - Epoch [103][3800/3940] lr: 5.590e-03, eta: 23:29:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.3964, loss: 2.3964 +2025-06-12 03:27:51,111 - pyskl - INFO - Epoch [103][3900/3940] lr: 5.585e-03, eta: 23:29:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.5079, loss: 2.5079 +2025-06-12 03:28:09,613 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-06-12 03:31:45,206 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 03:31:45,745 - pyskl - INFO - +top1_acc 0.8334 +top5_acc 0.9705 +2025-06-12 03:31:45,805 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_101.pth was removed +2025-06-12 03:31:46,893 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. +2025-06-12 03:31:46,895 - pyskl - INFO - Best top1_acc is 0.8334 at 103 epoch. +2025-06-12 03:31:46,914 - pyskl - INFO - Epoch(val) [103][3183] top1_acc: 0.8334, top5_acc: 0.9705 +2025-06-12 03:32:55,896 - pyskl - INFO - Epoch [104][100/3940] lr: 5.577e-03, eta: 23:28:01, time: 0.690, data_time: 0.236, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.6081, loss: 2.6081 +2025-06-12 03:33:41,355 - pyskl - INFO - Epoch [104][200/3940] lr: 5.572e-03, eta: 23:27:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.3622, loss: 2.3622 +2025-06-12 03:34:26,837 - pyskl - INFO - Epoch [104][300/3940] lr: 5.566e-03, eta: 23:26:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 2.2766, loss: 2.2766 +2025-06-12 03:35:12,497 - pyskl - INFO - Epoch [104][400/3940] lr: 5.561e-03, eta: 23:25:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 2.3621, loss: 2.3621 +2025-06-12 03:35:58,211 - pyskl - INFO - Epoch [104][500/3940] lr: 5.555e-03, eta: 23:24:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9869, loss_cls: 2.4425, loss: 2.4425 +2025-06-12 03:36:43,862 - pyskl - INFO - Epoch [104][600/3940] lr: 5.549e-03, eta: 23:24:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.3216, loss: 2.3216 +2025-06-12 03:37:29,596 - pyskl - INFO - Epoch [104][700/3940] lr: 5.544e-03, eta: 23:23:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.4898, loss: 2.4898 +2025-06-12 03:38:15,094 - pyskl - INFO - Epoch [104][800/3940] lr: 5.538e-03, eta: 23:22:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 2.3705, loss: 2.3705 +2025-06-12 03:39:00,467 - pyskl - INFO - Epoch [104][900/3940] lr: 5.533e-03, eta: 23:21:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9856, loss_cls: 2.3913, loss: 2.3913 +2025-06-12 03:39:45,907 - pyskl - INFO - Epoch [104][1000/3940] lr: 5.527e-03, eta: 23:21:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.3810, loss: 2.3810 +2025-06-12 03:40:31,332 - pyskl - INFO - Epoch [104][1100/3940] lr: 5.522e-03, eta: 23:20:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.3890, loss: 2.3890 +2025-06-12 03:41:16,752 - pyskl - INFO - Epoch [104][1200/3940] lr: 5.516e-03, eta: 23:19:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.4052, loss: 2.4052 +2025-06-12 03:42:02,087 - pyskl - INFO - Epoch [104][1300/3940] lr: 5.511e-03, eta: 23:18:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 2.4707, loss: 2.4707 +2025-06-12 03:42:47,506 - pyskl - INFO - Epoch [104][1400/3940] lr: 5.505e-03, eta: 23:18:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.5073, loss: 2.5073 +2025-06-12 03:43:32,927 - pyskl - INFO - Epoch [104][1500/3940] lr: 5.500e-03, eta: 23:17:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 2.4687, loss: 2.4687 +2025-06-12 03:44:18,236 - pyskl - INFO - Epoch [104][1600/3940] lr: 5.494e-03, eta: 23:16:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9869, loss_cls: 2.4401, loss: 2.4401 +2025-06-12 03:45:03,559 - pyskl - INFO - Epoch [104][1700/3940] lr: 5.489e-03, eta: 23:15:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.3075, loss: 2.3075 +2025-06-12 03:45:48,823 - pyskl - INFO - Epoch [104][1800/3940] lr: 5.483e-03, eta: 23:15:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.4072, loss: 2.4072 +2025-06-12 03:46:34,094 - pyskl - INFO - Epoch [104][1900/3940] lr: 5.478e-03, eta: 23:14:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.3969, loss: 2.3969 +2025-06-12 03:47:19,589 - pyskl - INFO - Epoch [104][2000/3940] lr: 5.472e-03, eta: 23:13:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 2.3906, loss: 2.3906 +2025-06-12 03:48:05,133 - pyskl - INFO - Epoch [104][2100/3940] lr: 5.467e-03, eta: 23:12:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.4087, loss: 2.4087 +2025-06-12 03:48:50,614 - pyskl - INFO - Epoch [104][2200/3940] lr: 5.461e-03, eta: 23:12:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9862, loss_cls: 2.5247, loss: 2.5247 +2025-06-12 03:49:36,144 - pyskl - INFO - Epoch [104][2300/3940] lr: 5.456e-03, eta: 23:11:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.4358, loss: 2.4358 +2025-06-12 03:50:21,678 - pyskl - INFO - Epoch [104][2400/3940] lr: 5.450e-03, eta: 23:10:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9888, loss_cls: 2.4507, loss: 2.4507 +2025-06-12 03:51:07,294 - pyskl - INFO - Epoch [104][2500/3940] lr: 5.445e-03, eta: 23:09:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.4490, loss: 2.4490 +2025-06-12 03:51:52,767 - pyskl - INFO - Epoch [104][2600/3940] lr: 5.439e-03, eta: 23:08:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 2.4002, loss: 2.4002 +2025-06-12 03:52:38,258 - pyskl - INFO - Epoch [104][2700/3940] lr: 5.434e-03, eta: 23:08:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.3890, loss: 2.3890 +2025-06-12 03:53:23,735 - pyskl - INFO - Epoch [104][2800/3940] lr: 5.428e-03, eta: 23:07:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.4742, loss: 2.4742 +2025-06-12 03:54:09,242 - pyskl - INFO - Epoch [104][2900/3940] lr: 5.423e-03, eta: 23:06:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.3627, loss: 2.3627 +2025-06-12 03:54:54,787 - pyskl - INFO - Epoch [104][3000/3940] lr: 5.418e-03, eta: 23:05:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 2.5287, loss: 2.5287 +2025-06-12 03:55:40,471 - pyskl - INFO - Epoch [104][3100/3940] lr: 5.412e-03, eta: 23:05:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.3679, loss: 2.3679 +2025-06-12 03:56:26,116 - pyskl - INFO - Epoch [104][3200/3940] lr: 5.407e-03, eta: 23:04:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 2.5080, loss: 2.5080 +2025-06-12 03:57:11,669 - pyskl - INFO - Epoch [104][3300/3940] lr: 5.401e-03, eta: 23:03:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 2.5006, loss: 2.5006 +2025-06-12 03:57:57,198 - pyskl - INFO - Epoch [104][3400/3940] lr: 5.396e-03, eta: 23:02:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9844, loss_cls: 2.4739, loss: 2.4739 +2025-06-12 03:58:42,717 - pyskl - INFO - Epoch [104][3500/3940] lr: 5.390e-03, eta: 23:02:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.4982, loss: 2.4982 +2025-06-12 03:59:28,313 - pyskl - INFO - Epoch [104][3600/3940] lr: 5.385e-03, eta: 23:01:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 2.4044, loss: 2.4044 +2025-06-12 04:00:13,822 - pyskl - INFO - Epoch [104][3700/3940] lr: 5.379e-03, eta: 23:00:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.5383, loss: 2.5383 +2025-06-12 04:00:59,206 - pyskl - INFO - Epoch [104][3800/3940] lr: 5.374e-03, eta: 22:59:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9862, loss_cls: 2.4408, loss: 2.4408 +2025-06-12 04:01:44,600 - pyskl - INFO - Epoch [104][3900/3940] lr: 5.368e-03, eta: 22:59:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.4494, loss: 2.4494 +2025-06-12 04:02:03,109 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-06-12 04:05:38,428 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 04:05:38,889 - pyskl - INFO - +top1_acc 0.8157 +top5_acc 0.9678 +2025-06-12 04:05:38,906 - pyskl - INFO - Epoch(val) [104][3183] top1_acc: 0.8157, top5_acc: 0.9678 +2025-06-12 04:06:47,821 - pyskl - INFO - Epoch [105][100/3940] lr: 5.361e-03, eta: 22:58:02, time: 0.689, data_time: 0.235, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.3974, loss: 2.3974 +2025-06-12 04:07:33,221 - pyskl - INFO - Epoch [105][200/3940] lr: 5.355e-03, eta: 22:57:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9912, loss_cls: 2.3434, loss: 2.3434 +2025-06-12 04:08:18,884 - pyskl - INFO - Epoch [105][300/3940] lr: 5.350e-03, eta: 22:56:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.3264, loss: 2.3264 +2025-06-12 04:09:04,341 - pyskl - INFO - Epoch [105][400/3940] lr: 5.344e-03, eta: 22:55:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9881, loss_cls: 2.2927, loss: 2.2927 +2025-06-12 04:09:49,789 - pyskl - INFO - Epoch [105][500/3940] lr: 5.339e-03, eta: 22:54:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9962, loss_cls: 2.2775, loss: 2.2775 +2025-06-12 04:10:35,586 - pyskl - INFO - Epoch [105][600/3940] lr: 5.333e-03, eta: 22:54:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.3562, loss: 2.3562 +2025-06-12 04:11:21,150 - pyskl - INFO - Epoch [105][700/3940] lr: 5.328e-03, eta: 22:53:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.3190, loss: 2.3190 +2025-06-12 04:12:06,808 - pyskl - INFO - Epoch [105][800/3940] lr: 5.323e-03, eta: 22:52:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 2.4060, loss: 2.4060 +2025-06-12 04:12:52,726 - pyskl - INFO - Epoch [105][900/3940] lr: 5.317e-03, eta: 22:51:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.4615, loss: 2.4615 +2025-06-12 04:13:38,322 - pyskl - INFO - Epoch [105][1000/3940] lr: 5.312e-03, eta: 22:51:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.4352, loss: 2.4352 +2025-06-12 04:14:23,947 - pyskl - INFO - Epoch [105][1100/3940] lr: 5.306e-03, eta: 22:50:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 2.4579, loss: 2.4579 +2025-06-12 04:15:09,422 - pyskl - INFO - Epoch [105][1200/3940] lr: 5.301e-03, eta: 22:49:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9850, loss_cls: 2.3525, loss: 2.3525 +2025-06-12 04:15:54,952 - pyskl - INFO - Epoch [105][1300/3940] lr: 5.295e-03, eta: 22:48:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9956, loss_cls: 2.3593, loss: 2.3593 +2025-06-12 04:16:40,472 - pyskl - INFO - Epoch [105][1400/3940] lr: 5.290e-03, eta: 22:48:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.4016, loss: 2.4016 +2025-06-12 04:17:25,989 - pyskl - INFO - Epoch [105][1500/3940] lr: 5.285e-03, eta: 22:47:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.4432, loss: 2.4432 +2025-06-12 04:18:11,480 - pyskl - INFO - Epoch [105][1600/3940] lr: 5.279e-03, eta: 22:46:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9869, loss_cls: 2.4717, loss: 2.4717 +2025-06-12 04:18:56,977 - pyskl - INFO - Epoch [105][1700/3940] lr: 5.274e-03, eta: 22:45:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9888, loss_cls: 2.3884, loss: 2.3884 +2025-06-12 04:19:42,508 - pyskl - INFO - Epoch [105][1800/3940] lr: 5.268e-03, eta: 22:45:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.3875, loss: 2.3875 +2025-06-12 04:20:27,925 - pyskl - INFO - Epoch [105][1900/3940] lr: 5.263e-03, eta: 22:44:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 2.3818, loss: 2.3818 +2025-06-12 04:21:13,315 - pyskl - INFO - Epoch [105][2000/3940] lr: 5.257e-03, eta: 22:43:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.4775, loss: 2.4775 +2025-06-12 04:21:58,796 - pyskl - INFO - Epoch [105][2100/3940] lr: 5.252e-03, eta: 22:42:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.4278, loss: 2.4278 +2025-06-12 04:22:44,302 - pyskl - INFO - Epoch [105][2200/3940] lr: 5.247e-03, eta: 22:42:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.5092, loss: 2.5092 +2025-06-12 04:23:29,818 - pyskl - INFO - Epoch [105][2300/3940] lr: 5.241e-03, eta: 22:41:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 2.4306, loss: 2.4306 +2025-06-12 04:24:15,257 - pyskl - INFO - Epoch [105][2400/3940] lr: 5.236e-03, eta: 22:40:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.4847, loss: 2.4847 +2025-06-12 04:25:00,696 - pyskl - INFO - Epoch [105][2500/3940] lr: 5.230e-03, eta: 22:39:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.4155, loss: 2.4155 +2025-06-12 04:25:46,182 - pyskl - INFO - Epoch [105][2600/3940] lr: 5.225e-03, eta: 22:39:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.5087, loss: 2.5087 +2025-06-12 04:26:31,717 - pyskl - INFO - Epoch [105][2700/3940] lr: 5.220e-03, eta: 22:38:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9894, loss_cls: 2.4195, loss: 2.4195 +2025-06-12 04:27:17,141 - pyskl - INFO - Epoch [105][2800/3940] lr: 5.214e-03, eta: 22:37:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.4902, loss: 2.4902 +2025-06-12 04:28:02,591 - pyskl - INFO - Epoch [105][2900/3940] lr: 5.209e-03, eta: 22:36:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.3949, loss: 2.3949 +2025-06-12 04:28:48,006 - pyskl - INFO - Epoch [105][3000/3940] lr: 5.203e-03, eta: 22:35:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.4265, loss: 2.4265 +2025-06-12 04:29:33,456 - pyskl - INFO - Epoch [105][3100/3940] lr: 5.198e-03, eta: 22:35:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9838, loss_cls: 2.4698, loss: 2.4698 +2025-06-12 04:30:18,877 - pyskl - INFO - Epoch [105][3200/3940] lr: 5.193e-03, eta: 22:34:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.4239, loss: 2.4239 +2025-06-12 04:31:04,307 - pyskl - INFO - Epoch [105][3300/3940] lr: 5.187e-03, eta: 22:33:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.3185, loss: 2.3185 +2025-06-12 04:31:49,721 - pyskl - INFO - Epoch [105][3400/3940] lr: 5.182e-03, eta: 22:32:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9888, loss_cls: 2.3452, loss: 2.3452 +2025-06-12 04:32:35,183 - pyskl - INFO - Epoch [105][3500/3940] lr: 5.176e-03, eta: 22:32:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 2.3865, loss: 2.3865 +2025-06-12 04:33:20,520 - pyskl - INFO - Epoch [105][3600/3940] lr: 5.171e-03, eta: 22:31:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9875, loss_cls: 2.3818, loss: 2.3818 +2025-06-12 04:34:05,838 - pyskl - INFO - Epoch [105][3700/3940] lr: 5.166e-03, eta: 22:30:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.4761, loss: 2.4761 +2025-06-12 04:34:51,164 - pyskl - INFO - Epoch [105][3800/3940] lr: 5.160e-03, eta: 22:29:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.4163, loss: 2.4163 +2025-06-12 04:35:36,400 - pyskl - INFO - Epoch [105][3900/3940] lr: 5.155e-03, eta: 22:29:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9844, loss_cls: 2.4975, loss: 2.4975 +2025-06-12 04:35:54,815 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-06-12 04:53:51,391 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 04:53:51,919 - pyskl - INFO - +top1_acc 0.8433 +top5_acc 0.9724 +2025-06-12 04:53:51,977 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_103.pth was removed +2025-06-12 04:53:53,052 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. +2025-06-12 04:53:53,054 - pyskl - INFO - Best top1_acc is 0.8433 at 105 epoch. +2025-06-12 04:53:53,073 - pyskl - INFO - Epoch(val) [105][3183] top1_acc: 0.8433, top5_acc: 0.9724 +2025-06-12 04:55:02,291 - pyskl - INFO - Epoch [106][100/3940] lr: 5.147e-03, eta: 22:28:03, time: 0.692, data_time: 0.238, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.3912, loss: 2.3912 +2025-06-12 04:55:47,850 - pyskl - INFO - Epoch [106][200/3940] lr: 5.142e-03, eta: 22:27:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.3762, loss: 2.3762 +2025-06-12 04:56:33,357 - pyskl - INFO - Epoch [106][300/3940] lr: 5.137e-03, eta: 22:26:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9862, loss_cls: 2.2757, loss: 2.2757 +2025-06-12 04:57:18,881 - pyskl - INFO - Epoch [106][400/3940] lr: 5.131e-03, eta: 22:25:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.2621, loss: 2.2621 +2025-06-12 04:58:04,329 - pyskl - INFO - Epoch [106][500/3940] lr: 5.126e-03, eta: 22:25:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.2825, loss: 2.2825 +2025-06-12 04:58:49,670 - pyskl - INFO - Epoch [106][600/3940] lr: 5.121e-03, eta: 22:24:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 2.3961, loss: 2.3961 +2025-06-12 04:59:35,170 - pyskl - INFO - Epoch [106][700/3940] lr: 5.115e-03, eta: 22:23:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 2.3571, loss: 2.3571 +2025-06-12 05:00:20,513 - pyskl - INFO - Epoch [106][800/3940] lr: 5.110e-03, eta: 22:22:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.3412, loss: 2.3412 +2025-06-12 05:01:05,987 - pyskl - INFO - Epoch [106][900/3940] lr: 5.104e-03, eta: 22:21:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9894, loss_cls: 2.3372, loss: 2.3372 +2025-06-12 05:01:51,489 - pyskl - INFO - Epoch [106][1000/3940] lr: 5.099e-03, eta: 22:21:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.4477, loss: 2.4477 +2025-06-12 05:02:36,800 - pyskl - INFO - Epoch [106][1100/3940] lr: 5.094e-03, eta: 22:20:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.3165, loss: 2.3165 +2025-06-12 05:03:22,180 - pyskl - INFO - Epoch [106][1200/3940] lr: 5.088e-03, eta: 22:19:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.4236, loss: 2.4236 +2025-06-12 05:04:07,438 - pyskl - INFO - Epoch [106][1300/3940] lr: 5.083e-03, eta: 22:18:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.4459, loss: 2.4459 +2025-06-12 05:04:52,779 - pyskl - INFO - Epoch [106][1400/3940] lr: 5.078e-03, eta: 22:18:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.3800, loss: 2.3800 +2025-06-12 05:05:38,080 - pyskl - INFO - Epoch [106][1500/3940] lr: 5.072e-03, eta: 22:17:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.3537, loss: 2.3537 +2025-06-12 05:06:23,499 - pyskl - INFO - Epoch [106][1600/3940] lr: 5.067e-03, eta: 22:16:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.3861, loss: 2.3861 +2025-06-12 05:07:08,912 - pyskl - INFO - Epoch [106][1700/3940] lr: 5.062e-03, eta: 22:15:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.3894, loss: 2.3894 +2025-06-12 05:07:54,339 - pyskl - INFO - Epoch [106][1800/3940] lr: 5.056e-03, eta: 22:15:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 2.4241, loss: 2.4241 +2025-06-12 05:08:39,733 - pyskl - INFO - Epoch [106][1900/3940] lr: 5.051e-03, eta: 22:14:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9969, loss_cls: 2.2550, loss: 2.2550 +2025-06-12 05:09:25,102 - pyskl - INFO - Epoch [106][2000/3940] lr: 5.046e-03, eta: 22:13:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.3785, loss: 2.3785 +2025-06-12 05:10:10,443 - pyskl - INFO - Epoch [106][2100/3940] lr: 5.040e-03, eta: 22:12:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9844, loss_cls: 2.3467, loss: 2.3467 +2025-06-12 05:10:55,772 - pyskl - INFO - Epoch [106][2200/3940] lr: 5.035e-03, eta: 22:12:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.4245, loss: 2.4245 +2025-06-12 05:11:41,082 - pyskl - INFO - Epoch [106][2300/3940] lr: 5.030e-03, eta: 22:11:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.2478, loss: 2.2478 +2025-06-12 05:12:26,397 - pyskl - INFO - Epoch [106][2400/3940] lr: 5.024e-03, eta: 22:10:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.3630, loss: 2.3630 +2025-06-12 05:13:11,749 - pyskl - INFO - Epoch [106][2500/3940] lr: 5.019e-03, eta: 22:09:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.4042, loss: 2.4042 +2025-06-12 05:13:57,063 - pyskl - INFO - Epoch [106][2600/3940] lr: 5.014e-03, eta: 22:08:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 2.4137, loss: 2.4137 +2025-06-12 05:14:42,410 - pyskl - INFO - Epoch [106][2700/3940] lr: 5.008e-03, eta: 22:08:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 2.4702, loss: 2.4702 +2025-06-12 05:15:27,785 - pyskl - INFO - Epoch [106][2800/3940] lr: 5.003e-03, eta: 22:07:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.4235, loss: 2.4235 +2025-06-12 05:16:13,310 - pyskl - INFO - Epoch [106][2900/3940] lr: 4.998e-03, eta: 22:06:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 2.3362, loss: 2.3362 +2025-06-12 05:16:58,734 - pyskl - INFO - Epoch [106][3000/3940] lr: 4.992e-03, eta: 22:05:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9850, loss_cls: 2.4578, loss: 2.4578 +2025-06-12 05:17:44,099 - pyskl - INFO - Epoch [106][3100/3940] lr: 4.987e-03, eta: 22:05:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.4105, loss: 2.4105 +2025-06-12 05:18:29,607 - pyskl - INFO - Epoch [106][3200/3940] lr: 4.982e-03, eta: 22:04:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9869, loss_cls: 2.4462, loss: 2.4462 +2025-06-12 05:19:15,197 - pyskl - INFO - Epoch [106][3300/3940] lr: 4.976e-03, eta: 22:03:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9881, loss_cls: 2.4518, loss: 2.4518 +2025-06-12 05:20:00,565 - pyskl - INFO - Epoch [106][3400/3940] lr: 4.971e-03, eta: 22:02:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 2.5029, loss: 2.5029 +2025-06-12 05:20:45,935 - pyskl - INFO - Epoch [106][3500/3940] lr: 4.966e-03, eta: 22:02:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 2.3478, loss: 2.3478 +2025-06-12 05:21:31,307 - pyskl - INFO - Epoch [106][3600/3940] lr: 4.961e-03, eta: 22:01:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.4192, loss: 2.4192 +2025-06-12 05:22:16,651 - pyskl - INFO - Epoch [106][3700/3940] lr: 4.955e-03, eta: 22:00:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.3583, loss: 2.3583 +2025-06-12 05:23:01,937 - pyskl - INFO - Epoch [106][3800/3940] lr: 4.950e-03, eta: 21:59:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.3365, loss: 2.3365 +2025-06-12 05:23:47,323 - pyskl - INFO - Epoch [106][3900/3940] lr: 4.945e-03, eta: 21:59:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.3722, loss: 2.3722 +2025-06-12 05:24:05,792 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-06-12 05:27:38,743 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 05:27:39,212 - pyskl - INFO - +top1_acc 0.8094 +top5_acc 0.9676 +2025-06-12 05:27:39,231 - pyskl - INFO - Epoch(val) [106][3183] top1_acc: 0.8094, top5_acc: 0.9676 +2025-06-12 05:28:48,012 - pyskl - INFO - Epoch [107][100/3940] lr: 4.937e-03, eta: 21:58:03, time: 0.688, data_time: 0.234, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.4849, loss: 2.4849 +2025-06-12 05:29:33,460 - pyskl - INFO - Epoch [107][200/3940] lr: 4.932e-03, eta: 21:57:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 2.2973, loss: 2.2973 +2025-06-12 05:30:18,955 - pyskl - INFO - Epoch [107][300/3940] lr: 4.927e-03, eta: 21:56:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 2.2531, loss: 2.2531 +2025-06-12 05:31:04,450 - pyskl - INFO - Epoch [107][400/3940] lr: 4.921e-03, eta: 21:55:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.2465, loss: 2.2465 +2025-06-12 05:31:49,883 - pyskl - INFO - Epoch [107][500/3940] lr: 4.916e-03, eta: 21:55:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 2.1925, loss: 2.1925 +2025-06-12 05:32:35,326 - pyskl - INFO - Epoch [107][600/3940] lr: 4.911e-03, eta: 21:54:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 2.2799, loss: 2.2799 +2025-06-12 05:33:20,777 - pyskl - INFO - Epoch [107][700/3940] lr: 4.906e-03, eta: 21:53:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.2858, loss: 2.2858 +2025-06-12 05:34:06,228 - pyskl - INFO - Epoch [107][800/3940] lr: 4.900e-03, eta: 21:52:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.3900, loss: 2.3900 +2025-06-12 05:34:51,659 - pyskl - INFO - Epoch [107][900/3940] lr: 4.895e-03, eta: 21:51:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.2633, loss: 2.2633 +2025-06-12 05:35:37,069 - pyskl - INFO - Epoch [107][1000/3940] lr: 4.890e-03, eta: 21:51:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.3876, loss: 2.3876 +2025-06-12 05:36:22,655 - pyskl - INFO - Epoch [107][1100/3940] lr: 4.884e-03, eta: 21:50:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.1956, loss: 2.1956 +2025-06-12 05:37:08,010 - pyskl - INFO - Epoch [107][1200/3940] lr: 4.879e-03, eta: 21:49:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 2.3246, loss: 2.3246 +2025-06-12 05:37:53,324 - pyskl - INFO - Epoch [107][1300/3940] lr: 4.874e-03, eta: 21:48:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 2.3621, loss: 2.3621 +2025-06-12 05:38:38,886 - pyskl - INFO - Epoch [107][1400/3940] lr: 4.869e-03, eta: 21:48:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 2.4135, loss: 2.4135 +2025-06-12 05:39:24,490 - pyskl - INFO - Epoch [107][1500/3940] lr: 4.863e-03, eta: 21:47:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 2.3681, loss: 2.3681 +2025-06-12 05:40:10,000 - pyskl - INFO - Epoch [107][1600/3940] lr: 4.858e-03, eta: 21:46:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.3880, loss: 2.3880 +2025-06-12 05:40:55,335 - pyskl - INFO - Epoch [107][1700/3940] lr: 4.853e-03, eta: 21:45:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 2.3993, loss: 2.3993 +2025-06-12 05:41:40,645 - pyskl - INFO - Epoch [107][1800/3940] lr: 4.848e-03, eta: 21:45:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.3012, loss: 2.3012 +2025-06-12 05:42:25,975 - pyskl - INFO - Epoch [107][1900/3940] lr: 4.842e-03, eta: 21:44:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 2.3969, loss: 2.3969 +2025-06-12 05:43:11,278 - pyskl - INFO - Epoch [107][2000/3940] lr: 4.837e-03, eta: 21:43:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 2.3351, loss: 2.3351 +2025-06-12 05:43:56,761 - pyskl - INFO - Epoch [107][2100/3940] lr: 4.832e-03, eta: 21:42:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9838, loss_cls: 2.4874, loss: 2.4874 +2025-06-12 05:44:42,120 - pyskl - INFO - Epoch [107][2200/3940] lr: 4.827e-03, eta: 21:42:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.3326, loss: 2.3326 +2025-06-12 05:45:27,518 - pyskl - INFO - Epoch [107][2300/3940] lr: 4.821e-03, eta: 21:41:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 2.3528, loss: 2.3528 +2025-06-12 05:46:12,833 - pyskl - INFO - Epoch [107][2400/3940] lr: 4.816e-03, eta: 21:40:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.3403, loss: 2.3403 +2025-06-12 05:46:58,240 - pyskl - INFO - Epoch [107][2500/3940] lr: 4.811e-03, eta: 21:39:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9862, loss_cls: 2.4315, loss: 2.4315 +2025-06-12 05:47:43,558 - pyskl - INFO - Epoch [107][2600/3940] lr: 4.806e-03, eta: 21:38:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9856, loss_cls: 2.4068, loss: 2.4068 +2025-06-12 05:48:28,988 - pyskl - INFO - Epoch [107][2700/3940] lr: 4.800e-03, eta: 21:38:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.4068, loss: 2.4068 +2025-06-12 05:49:14,399 - pyskl - INFO - Epoch [107][2800/3940] lr: 4.795e-03, eta: 21:37:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.4490, loss: 2.4490 +2025-06-12 05:49:59,598 - pyskl - INFO - Epoch [107][2900/3940] lr: 4.790e-03, eta: 21:36:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.3635, loss: 2.3635 +2025-06-12 05:50:44,850 - pyskl - INFO - Epoch [107][3000/3940] lr: 4.785e-03, eta: 21:35:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.4430, loss: 2.4430 +2025-06-12 05:51:30,281 - pyskl - INFO - Epoch [107][3100/3940] lr: 4.780e-03, eta: 21:35:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 2.4153, loss: 2.4153 +2025-06-12 05:52:15,546 - pyskl - INFO - Epoch [107][3200/3940] lr: 4.774e-03, eta: 21:34:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.3798, loss: 2.3798 +2025-06-12 05:53:00,769 - pyskl - INFO - Epoch [107][3300/3940] lr: 4.769e-03, eta: 21:33:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.3895, loss: 2.3895 +2025-06-12 05:53:46,081 - pyskl - INFO - Epoch [107][3400/3940] lr: 4.764e-03, eta: 21:32:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.3647, loss: 2.3647 +2025-06-12 05:54:31,332 - pyskl - INFO - Epoch [107][3500/3940] lr: 4.759e-03, eta: 21:32:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9888, loss_cls: 2.3085, loss: 2.3085 +2025-06-12 05:55:16,645 - pyskl - INFO - Epoch [107][3600/3940] lr: 4.753e-03, eta: 21:31:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.3086, loss: 2.3086 +2025-06-12 05:56:01,859 - pyskl - INFO - Epoch [107][3700/3940] lr: 4.748e-03, eta: 21:30:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.3951, loss: 2.3951 +2025-06-12 05:56:47,141 - pyskl - INFO - Epoch [107][3800/3940] lr: 4.743e-03, eta: 21:29:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 2.2001, loss: 2.2001 +2025-06-12 05:57:32,614 - pyskl - INFO - Epoch [107][3900/3940] lr: 4.738e-03, eta: 21:29:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 2.3008, loss: 2.3008 +2025-06-12 05:57:50,969 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-06-12 06:01:27,029 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 06:01:27,492 - pyskl - INFO - +top1_acc 0.8411 +top5_acc 0.9724 +2025-06-12 06:01:27,510 - pyskl - INFO - Epoch(val) [107][3183] top1_acc: 0.8411, top5_acc: 0.9724 +2025-06-12 06:02:36,286 - pyskl - INFO - Epoch [108][100/3940] lr: 4.730e-03, eta: 21:28:02, time: 0.688, data_time: 0.235, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.3489, loss: 2.3489 +2025-06-12 06:03:21,587 - pyskl - INFO - Epoch [108][200/3940] lr: 4.725e-03, eta: 21:27:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9900, loss_cls: 2.3586, loss: 2.3586 +2025-06-12 06:04:06,905 - pyskl - INFO - Epoch [108][300/3940] lr: 4.720e-03, eta: 21:26:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9881, loss_cls: 2.3873, loss: 2.3873 +2025-06-12 06:04:52,354 - pyskl - INFO - Epoch [108][400/3940] lr: 4.715e-03, eta: 21:25:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.3339, loss: 2.3339 +2025-06-12 06:05:37,900 - pyskl - INFO - Epoch [108][500/3940] lr: 4.710e-03, eta: 21:24:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.3568, loss: 2.3568 +2025-06-12 06:06:23,559 - pyskl - INFO - Epoch [108][600/3940] lr: 4.704e-03, eta: 21:24:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 2.2236, loss: 2.2236 +2025-06-12 06:07:09,103 - pyskl - INFO - Epoch [108][700/3940] lr: 4.699e-03, eta: 21:23:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 2.3314, loss: 2.3314 +2025-06-12 06:07:54,649 - pyskl - INFO - Epoch [108][800/3940] lr: 4.694e-03, eta: 21:22:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9875, loss_cls: 2.3903, loss: 2.3903 +2025-06-12 06:08:40,197 - pyskl - INFO - Epoch [108][900/3940] lr: 4.689e-03, eta: 21:21:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.2314, loss: 2.2314 +2025-06-12 06:09:25,711 - pyskl - INFO - Epoch [108][1000/3940] lr: 4.684e-03, eta: 21:21:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.2814, loss: 2.2814 +2025-06-12 06:10:11,241 - pyskl - INFO - Epoch [108][1100/3940] lr: 4.679e-03, eta: 21:20:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.2830, loss: 2.2830 +2025-06-12 06:10:56,796 - pyskl - INFO - Epoch [108][1200/3940] lr: 4.673e-03, eta: 21:19:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9888, loss_cls: 2.2869, loss: 2.2869 +2025-06-12 06:11:42,333 - pyskl - INFO - Epoch [108][1300/3940] lr: 4.668e-03, eta: 21:18:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.3795, loss: 2.3795 +2025-06-12 06:12:27,846 - pyskl - INFO - Epoch [108][1400/3940] lr: 4.663e-03, eta: 21:18:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.3363, loss: 2.3363 +2025-06-12 06:13:13,367 - pyskl - INFO - Epoch [108][1500/3940] lr: 4.658e-03, eta: 21:17:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 2.2811, loss: 2.2811 +2025-06-12 06:13:58,771 - pyskl - INFO - Epoch [108][1600/3940] lr: 4.653e-03, eta: 21:16:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 2.2681, loss: 2.2681 +2025-06-12 06:14:44,160 - pyskl - INFO - Epoch [108][1700/3940] lr: 4.647e-03, eta: 21:15:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 2.3917, loss: 2.3917 +2025-06-12 06:15:29,547 - pyskl - INFO - Epoch [108][1800/3940] lr: 4.642e-03, eta: 21:15:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 2.3660, loss: 2.3660 +2025-06-12 06:16:14,930 - pyskl - INFO - Epoch [108][1900/3940] lr: 4.637e-03, eta: 21:14:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.2242, loss: 2.2242 +2025-06-12 06:17:00,408 - pyskl - INFO - Epoch [108][2000/3940] lr: 4.632e-03, eta: 21:13:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.3399, loss: 2.3399 +2025-06-12 06:17:45,982 - pyskl - INFO - Epoch [108][2100/3940] lr: 4.627e-03, eta: 21:12:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.3595, loss: 2.3595 +2025-06-12 06:18:31,498 - pyskl - INFO - Epoch [108][2200/3940] lr: 4.622e-03, eta: 21:12:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.3335, loss: 2.3335 +2025-06-12 06:19:16,984 - pyskl - INFO - Epoch [108][2300/3940] lr: 4.617e-03, eta: 21:11:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.3498, loss: 2.3498 +2025-06-12 06:20:02,391 - pyskl - INFO - Epoch [108][2400/3940] lr: 4.611e-03, eta: 21:10:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.3379, loss: 2.3379 +2025-06-12 06:20:47,865 - pyskl - INFO - Epoch [108][2500/3940] lr: 4.606e-03, eta: 21:09:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9888, loss_cls: 2.3697, loss: 2.3697 +2025-06-12 06:21:33,338 - pyskl - INFO - Epoch [108][2600/3940] lr: 4.601e-03, eta: 21:09:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9888, loss_cls: 2.3283, loss: 2.3283 +2025-06-12 06:22:18,782 - pyskl - INFO - Epoch [108][2700/3940] lr: 4.596e-03, eta: 21:08:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.3116, loss: 2.3116 +2025-06-12 06:23:04,261 - pyskl - INFO - Epoch [108][2800/3940] lr: 4.591e-03, eta: 21:07:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.3133, loss: 2.3133 +2025-06-12 06:23:49,837 - pyskl - INFO - Epoch [108][2900/3940] lr: 4.586e-03, eta: 21:06:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.4310, loss: 2.4310 +2025-06-12 06:24:35,442 - pyskl - INFO - Epoch [108][3000/3940] lr: 4.580e-03, eta: 21:05:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.3539, loss: 2.3539 +2025-06-12 06:25:20,984 - pyskl - INFO - Epoch [108][3100/3940] lr: 4.575e-03, eta: 21:05:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.2875, loss: 2.2875 +2025-06-12 06:26:06,590 - pyskl - INFO - Epoch [108][3200/3940] lr: 4.570e-03, eta: 21:04:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.4187, loss: 2.4187 +2025-06-12 06:26:52,133 - pyskl - INFO - Epoch [108][3300/3940] lr: 4.565e-03, eta: 21:03:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9862, loss_cls: 2.3048, loss: 2.3048 +2025-06-12 06:27:37,638 - pyskl - INFO - Epoch [108][3400/3940] lr: 4.560e-03, eta: 21:02:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9881, loss_cls: 2.2186, loss: 2.2186 +2025-06-12 06:28:23,126 - pyskl - INFO - Epoch [108][3500/3940] lr: 4.555e-03, eta: 21:02:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9969, loss_cls: 2.3288, loss: 2.3288 +2025-06-12 06:29:08,597 - pyskl - INFO - Epoch [108][3600/3940] lr: 4.550e-03, eta: 21:01:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.4209, loss: 2.4209 +2025-06-12 06:29:54,041 - pyskl - INFO - Epoch [108][3700/3940] lr: 4.545e-03, eta: 21:00:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 2.3312, loss: 2.3312 +2025-06-12 06:30:39,467 - pyskl - INFO - Epoch [108][3800/3940] lr: 4.539e-03, eta: 20:59:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.3773, loss: 2.3773 +2025-06-12 06:31:24,991 - pyskl - INFO - Epoch [108][3900/3940] lr: 4.534e-03, eta: 20:59:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.4187, loss: 2.4187 +2025-06-12 06:31:43,467 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-06-12 06:35:20,208 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 06:35:20,744 - pyskl - INFO - +top1_acc 0.8324 +top5_acc 0.9711 +2025-06-12 06:35:20,762 - pyskl - INFO - Epoch(val) [108][3183] top1_acc: 0.8324, top5_acc: 0.9711 +2025-06-12 06:36:29,673 - pyskl - INFO - Epoch [109][100/3940] lr: 4.527e-03, eta: 20:58:04, time: 0.689, data_time: 0.234, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9900, loss_cls: 2.3192, loss: 2.3192 +2025-06-12 06:37:15,229 - pyskl - INFO - Epoch [109][200/3940] lr: 4.522e-03, eta: 20:57:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.3952, loss: 2.3952 +2025-06-12 06:38:00,988 - pyskl - INFO - Epoch [109][300/3940] lr: 4.517e-03, eta: 20:56:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 2.1777, loss: 2.1777 +2025-06-12 06:38:46,757 - pyskl - INFO - Epoch [109][400/3940] lr: 4.512e-03, eta: 20:55:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.2010, loss: 2.2010 +2025-06-12 06:39:32,376 - pyskl - INFO - Epoch [109][500/3940] lr: 4.507e-03, eta: 20:55:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 2.1985, loss: 2.1985 +2025-06-12 06:40:18,006 - pyskl - INFO - Epoch [109][600/3940] lr: 4.502e-03, eta: 20:54:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.3465, loss: 2.3465 +2025-06-12 06:41:03,651 - pyskl - INFO - Epoch [109][700/3940] lr: 4.496e-03, eta: 20:53:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 2.2468, loss: 2.2468 +2025-06-12 06:41:49,233 - pyskl - INFO - Epoch [109][800/3940] lr: 4.491e-03, eta: 20:52:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.2380, loss: 2.2380 +2025-06-12 06:42:34,904 - pyskl - INFO - Epoch [109][900/3940] lr: 4.486e-03, eta: 20:51:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9875, loss_cls: 2.2861, loss: 2.2861 +2025-06-12 06:43:20,393 - pyskl - INFO - Epoch [109][1000/3940] lr: 4.481e-03, eta: 20:51:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 2.1822, loss: 2.1822 +2025-06-12 06:44:05,851 - pyskl - INFO - Epoch [109][1100/3940] lr: 4.476e-03, eta: 20:50:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 2.3753, loss: 2.3753 +2025-06-12 06:44:51,223 - pyskl - INFO - Epoch [109][1200/3940] lr: 4.471e-03, eta: 20:49:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.2989, loss: 2.2989 +2025-06-12 06:45:36,689 - pyskl - INFO - Epoch [109][1300/3940] lr: 4.466e-03, eta: 20:48:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 2.2865, loss: 2.2865 +2025-06-12 06:46:22,189 - pyskl - INFO - Epoch [109][1400/3940] lr: 4.461e-03, eta: 20:48:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 2.3845, loss: 2.3845 +2025-06-12 06:47:07,622 - pyskl - INFO - Epoch [109][1500/3940] lr: 4.456e-03, eta: 20:47:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.3519, loss: 2.3519 +2025-06-12 06:47:53,081 - pyskl - INFO - Epoch [109][1600/3940] lr: 4.451e-03, eta: 20:46:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.3604, loss: 2.3604 +2025-06-12 06:48:38,516 - pyskl - INFO - Epoch [109][1700/3940] lr: 4.446e-03, eta: 20:45:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9912, loss_cls: 2.2402, loss: 2.2402 +2025-06-12 06:49:23,916 - pyskl - INFO - Epoch [109][1800/3940] lr: 4.440e-03, eta: 20:45:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 2.2960, loss: 2.2960 +2025-06-12 06:50:09,362 - pyskl - INFO - Epoch [109][1900/3940] lr: 4.435e-03, eta: 20:44:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9888, loss_cls: 2.2672, loss: 2.2672 +2025-06-12 06:50:54,901 - pyskl - INFO - Epoch [109][2000/3940] lr: 4.430e-03, eta: 20:43:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.3008, loss: 2.3008 +2025-06-12 06:51:40,417 - pyskl - INFO - Epoch [109][2100/3940] lr: 4.425e-03, eta: 20:42:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.3449, loss: 2.3449 +2025-06-12 06:52:25,905 - pyskl - INFO - Epoch [109][2200/3940] lr: 4.420e-03, eta: 20:42:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 2.2139, loss: 2.2139 +2025-06-12 06:53:11,394 - pyskl - INFO - Epoch [109][2300/3940] lr: 4.415e-03, eta: 20:41:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.1926, loss: 2.1926 +2025-06-12 06:53:57,000 - pyskl - INFO - Epoch [109][2400/3940] lr: 4.410e-03, eta: 20:40:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 2.2204, loss: 2.2204 +2025-06-12 06:54:42,549 - pyskl - INFO - Epoch [109][2500/3940] lr: 4.405e-03, eta: 20:39:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.3015, loss: 2.3015 +2025-06-12 06:55:28,149 - pyskl - INFO - Epoch [109][2600/3940] lr: 4.400e-03, eta: 20:39:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 2.3087, loss: 2.3087 +2025-06-12 06:56:13,796 - pyskl - INFO - Epoch [109][2700/3940] lr: 4.395e-03, eta: 20:38:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.2021, loss: 2.2021 +2025-06-12 06:56:59,475 - pyskl - INFO - Epoch [109][2800/3940] lr: 4.390e-03, eta: 20:37:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9894, loss_cls: 2.2732, loss: 2.2732 +2025-06-12 06:57:44,898 - pyskl - INFO - Epoch [109][2900/3940] lr: 4.385e-03, eta: 20:36:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 2.2333, loss: 2.2333 +2025-06-12 06:58:30,508 - pyskl - INFO - Epoch [109][3000/3940] lr: 4.380e-03, eta: 20:35:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.3882, loss: 2.3882 +2025-06-12 06:59:16,101 - pyskl - INFO - Epoch [109][3100/3940] lr: 4.375e-03, eta: 20:35:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.3483, loss: 2.3483 +2025-06-12 07:00:01,807 - pyskl - INFO - Epoch [109][3200/3940] lr: 4.370e-03, eta: 20:34:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9900, loss_cls: 2.2903, loss: 2.2903 +2025-06-12 07:00:47,553 - pyskl - INFO - Epoch [109][3300/3940] lr: 4.365e-03, eta: 20:33:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.4873, loss: 2.4873 +2025-06-12 07:01:33,182 - pyskl - INFO - Epoch [109][3400/3940] lr: 4.359e-03, eta: 20:32:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9900, loss_cls: 2.2732, loss: 2.2732 +2025-06-12 07:02:18,782 - pyskl - INFO - Epoch [109][3500/3940] lr: 4.354e-03, eta: 20:32:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 2.3270, loss: 2.3270 +2025-06-12 07:03:04,333 - pyskl - INFO - Epoch [109][3600/3940] lr: 4.349e-03, eta: 20:31:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.2765, loss: 2.2765 +2025-06-12 07:03:49,951 - pyskl - INFO - Epoch [109][3700/3940] lr: 4.344e-03, eta: 20:30:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.2550, loss: 2.2550 +2025-06-12 07:04:35,601 - pyskl - INFO - Epoch [109][3800/3940] lr: 4.339e-03, eta: 20:29:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 2.2562, loss: 2.2562 +2025-06-12 07:05:21,148 - pyskl - INFO - Epoch [109][3900/3940] lr: 4.334e-03, eta: 20:29:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.2769, loss: 2.2769 +2025-06-12 07:05:39,614 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-06-12 07:09:14,817 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 07:09:15,300 - pyskl - INFO - +top1_acc 0.8256 +top5_acc 0.9656 +2025-06-12 07:09:15,317 - pyskl - INFO - Epoch(val) [109][3183] top1_acc: 0.8256, top5_acc: 0.9656 +2025-06-12 07:10:24,254 - pyskl - INFO - Epoch [110][100/3940] lr: 4.327e-03, eta: 20:28:06, time: 0.689, data_time: 0.234, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.3303, loss: 2.3303 +2025-06-12 07:11:09,877 - pyskl - INFO - Epoch [110][200/3940] lr: 4.322e-03, eta: 20:27:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.3058, loss: 2.3058 +2025-06-12 07:11:55,422 - pyskl - INFO - Epoch [110][300/3940] lr: 4.317e-03, eta: 20:26:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9956, loss_cls: 2.2521, loss: 2.2521 +2025-06-12 07:12:40,955 - pyskl - INFO - Epoch [110][400/3940] lr: 4.312e-03, eta: 20:25:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.3775, loss: 2.3775 +2025-06-12 07:13:26,654 - pyskl - INFO - Epoch [110][500/3940] lr: 4.307e-03, eta: 20:25:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.2125, loss: 2.2125 +2025-06-12 07:14:12,257 - pyskl - INFO - Epoch [110][600/3940] lr: 4.302e-03, eta: 20:24:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.2519, loss: 2.2519 +2025-06-12 07:14:57,790 - pyskl - INFO - Epoch [110][700/3940] lr: 4.297e-03, eta: 20:23:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 2.3087, loss: 2.3087 +2025-06-12 07:15:43,358 - pyskl - INFO - Epoch [110][800/3940] lr: 4.292e-03, eta: 20:22:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 2.2977, loss: 2.2977 +2025-06-12 07:16:28,897 - pyskl - INFO - Epoch [110][900/3940] lr: 4.287e-03, eta: 20:22:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.2585, loss: 2.2585 +2025-06-12 07:17:14,424 - pyskl - INFO - Epoch [110][1000/3940] lr: 4.282e-03, eta: 20:21:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.2475, loss: 2.2475 +2025-06-12 07:17:59,933 - pyskl - INFO - Epoch [110][1100/3940] lr: 4.277e-03, eta: 20:20:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.2597, loss: 2.2597 +2025-06-12 07:18:45,492 - pyskl - INFO - Epoch [110][1200/3940] lr: 4.272e-03, eta: 20:19:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.2788, loss: 2.2788 +2025-06-12 07:19:31,025 - pyskl - INFO - Epoch [110][1300/3940] lr: 4.267e-03, eta: 20:18:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.2740, loss: 2.2740 +2025-06-12 07:20:16,546 - pyskl - INFO - Epoch [110][1400/3940] lr: 4.262e-03, eta: 20:18:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 2.1925, loss: 2.1925 +2025-06-12 07:21:01,943 - pyskl - INFO - Epoch [110][1500/3940] lr: 4.257e-03, eta: 20:17:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.3207, loss: 2.3207 +2025-06-12 07:21:47,444 - pyskl - INFO - Epoch [110][1600/3940] lr: 4.252e-03, eta: 20:16:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.3179, loss: 2.3179 +2025-06-12 07:22:32,813 - pyskl - INFO - Epoch [110][1700/3940] lr: 4.247e-03, eta: 20:15:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 2.1356, loss: 2.1356 +2025-06-12 07:23:18,410 - pyskl - INFO - Epoch [110][1800/3940] lr: 4.242e-03, eta: 20:15:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9912, loss_cls: 2.1543, loss: 2.1543 +2025-06-12 07:24:04,031 - pyskl - INFO - Epoch [110][1900/3940] lr: 4.237e-03, eta: 20:14:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.2738, loss: 2.2738 +2025-06-12 07:24:49,614 - pyskl - INFO - Epoch [110][2000/3940] lr: 4.232e-03, eta: 20:13:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9919, loss_cls: 2.1933, loss: 2.1933 +2025-06-12 07:25:35,419 - pyskl - INFO - Epoch [110][2100/3940] lr: 4.227e-03, eta: 20:12:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.2463, loss: 2.2463 +2025-06-12 07:26:21,202 - pyskl - INFO - Epoch [110][2200/3940] lr: 4.222e-03, eta: 20:12:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.2535, loss: 2.2535 +2025-06-12 07:27:07,048 - pyskl - INFO - Epoch [110][2300/3940] lr: 4.217e-03, eta: 20:11:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.3046, loss: 2.3046 +2025-06-12 07:27:52,811 - pyskl - INFO - Epoch [110][2400/3940] lr: 4.212e-03, eta: 20:10:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.2546, loss: 2.2546 +2025-06-12 07:28:38,450 - pyskl - INFO - Epoch [110][2500/3940] lr: 4.207e-03, eta: 20:09:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 2.2079, loss: 2.2079 +2025-06-12 07:29:24,016 - pyskl - INFO - Epoch [110][2600/3940] lr: 4.202e-03, eta: 20:09:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 2.3080, loss: 2.3080 +2025-06-12 07:30:09,542 - pyskl - INFO - Epoch [110][2700/3940] lr: 4.197e-03, eta: 20:08:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9894, loss_cls: 2.1973, loss: 2.1973 +2025-06-12 07:30:55,169 - pyskl - INFO - Epoch [110][2800/3940] lr: 4.192e-03, eta: 20:07:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.2724, loss: 2.2724 +2025-06-12 07:31:40,801 - pyskl - INFO - Epoch [110][2900/3940] lr: 4.187e-03, eta: 20:06:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.2916, loss: 2.2916 +2025-06-12 07:32:26,389 - pyskl - INFO - Epoch [110][3000/3940] lr: 4.182e-03, eta: 20:06:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 2.3389, loss: 2.3389 +2025-06-12 07:33:11,917 - pyskl - INFO - Epoch [110][3100/3940] lr: 4.177e-03, eta: 20:05:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 2.3605, loss: 2.3605 +2025-06-12 07:33:57,432 - pyskl - INFO - Epoch [110][3200/3940] lr: 4.173e-03, eta: 20:04:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.3311, loss: 2.3311 +2025-06-12 07:34:42,965 - pyskl - INFO - Epoch [110][3300/3940] lr: 4.168e-03, eta: 20:03:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.2309, loss: 2.2309 +2025-06-12 07:35:28,507 - pyskl - INFO - Epoch [110][3400/3940] lr: 4.163e-03, eta: 20:02:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.2316, loss: 2.2316 +2025-06-12 07:36:14,047 - pyskl - INFO - Epoch [110][3500/3940] lr: 4.158e-03, eta: 20:02:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.3630, loss: 2.3630 +2025-06-12 07:36:59,653 - pyskl - INFO - Epoch [110][3600/3940] lr: 4.153e-03, eta: 20:01:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.2814, loss: 2.2814 +2025-06-12 07:37:45,152 - pyskl - INFO - Epoch [110][3700/3940] lr: 4.148e-03, eta: 20:00:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9900, loss_cls: 2.2108, loss: 2.2108 +2025-06-12 07:38:30,576 - pyskl - INFO - Epoch [110][3800/3940] lr: 4.143e-03, eta: 19:59:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.2215, loss: 2.2215 +2025-06-12 07:39:15,980 - pyskl - INFO - Epoch [110][3900/3940] lr: 4.138e-03, eta: 19:59:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9875, loss_cls: 2.3162, loss: 2.3162 +2025-06-12 07:39:34,433 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-06-12 07:57:09,816 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 07:57:10,364 - pyskl - INFO - +top1_acc 0.8409 +top5_acc 0.9728 +2025-06-12 07:57:10,383 - pyskl - INFO - Epoch(val) [110][3183] top1_acc: 0.8409, top5_acc: 0.9728 +2025-06-12 07:58:19,938 - pyskl - INFO - Epoch [111][100/3940] lr: 4.131e-03, eta: 19:58:09, time: 0.695, data_time: 0.239, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9981, loss_cls: 2.2462, loss: 2.2462 +2025-06-12 07:59:05,700 - pyskl - INFO - Epoch [111][200/3940] lr: 4.126e-03, eta: 19:57:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.2408, loss: 2.2408 +2025-06-12 07:59:51,312 - pyskl - INFO - Epoch [111][300/3940] lr: 4.121e-03, eta: 19:56:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9925, loss_cls: 2.2702, loss: 2.2702 +2025-06-12 08:00:36,946 - pyskl - INFO - Epoch [111][400/3940] lr: 4.116e-03, eta: 19:55:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.1957, loss: 2.1957 +2025-06-12 08:01:22,555 - pyskl - INFO - Epoch [111][500/3940] lr: 4.111e-03, eta: 19:55:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 2.2158, loss: 2.2158 +2025-06-12 08:02:08,226 - pyskl - INFO - Epoch [111][600/3940] lr: 4.106e-03, eta: 19:54:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.2030, loss: 2.2030 +2025-06-12 08:02:53,770 - pyskl - INFO - Epoch [111][700/3940] lr: 4.101e-03, eta: 19:53:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 2.1710, loss: 2.1710 +2025-06-12 08:03:39,417 - pyskl - INFO - Epoch [111][800/3940] lr: 4.096e-03, eta: 19:52:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9925, loss_cls: 2.1617, loss: 2.1617 +2025-06-12 08:04:25,019 - pyskl - INFO - Epoch [111][900/3940] lr: 4.092e-03, eta: 19:52:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.1819, loss: 2.1819 +2025-06-12 08:05:10,631 - pyskl - INFO - Epoch [111][1000/3940] lr: 4.087e-03, eta: 19:51:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.2872, loss: 2.2872 +2025-06-12 08:05:56,230 - pyskl - INFO - Epoch [111][1100/3940] lr: 4.082e-03, eta: 19:50:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.2226, loss: 2.2226 +2025-06-12 08:06:41,742 - pyskl - INFO - Epoch [111][1200/3940] lr: 4.077e-03, eta: 19:49:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 2.2110, loss: 2.2110 +2025-06-12 08:07:27,401 - pyskl - INFO - Epoch [111][1300/3940] lr: 4.072e-03, eta: 19:49:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9875, loss_cls: 2.2880, loss: 2.2880 +2025-06-12 08:08:13,012 - pyskl - INFO - Epoch [111][1400/3940] lr: 4.067e-03, eta: 19:48:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.2381, loss: 2.2381 +2025-06-12 08:08:58,632 - pyskl - INFO - Epoch [111][1500/3940] lr: 4.062e-03, eta: 19:47:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.3275, loss: 2.3275 +2025-06-12 08:09:44,126 - pyskl - INFO - Epoch [111][1600/3940] lr: 4.057e-03, eta: 19:46:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.1728, loss: 2.1728 +2025-06-12 08:10:29,575 - pyskl - INFO - Epoch [111][1700/3940] lr: 4.052e-03, eta: 19:45:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.1790, loss: 2.1790 +2025-06-12 08:11:15,024 - pyskl - INFO - Epoch [111][1800/3940] lr: 4.047e-03, eta: 19:45:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.3138, loss: 2.3138 +2025-06-12 08:12:00,500 - pyskl - INFO - Epoch [111][1900/3940] lr: 4.043e-03, eta: 19:44:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9919, loss_cls: 2.1256, loss: 2.1256 +2025-06-12 08:12:46,019 - pyskl - INFO - Epoch [111][2000/3940] lr: 4.038e-03, eta: 19:43:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 2.1796, loss: 2.1796 +2025-06-12 08:13:31,522 - pyskl - INFO - Epoch [111][2100/3940] lr: 4.033e-03, eta: 19:42:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 2.1551, loss: 2.1551 +2025-06-12 08:14:17,032 - pyskl - INFO - Epoch [111][2200/3940] lr: 4.028e-03, eta: 19:42:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9894, loss_cls: 2.2344, loss: 2.2344 +2025-06-12 08:15:02,489 - pyskl - INFO - Epoch [111][2300/3940] lr: 4.023e-03, eta: 19:41:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 2.2951, loss: 2.2951 +2025-06-12 08:15:48,021 - pyskl - INFO - Epoch [111][2400/3940] lr: 4.018e-03, eta: 19:40:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 2.3268, loss: 2.3268 +2025-06-12 08:16:33,645 - pyskl - INFO - Epoch [111][2500/3940] lr: 4.013e-03, eta: 19:39:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.2293, loss: 2.2293 +2025-06-12 08:17:19,199 - pyskl - INFO - Epoch [111][2600/3940] lr: 4.008e-03, eta: 19:39:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9900, loss_cls: 2.2282, loss: 2.2282 +2025-06-12 08:18:04,742 - pyskl - INFO - Epoch [111][2700/3940] lr: 4.003e-03, eta: 19:38:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.2721, loss: 2.2721 +2025-06-12 08:18:50,310 - pyskl - INFO - Epoch [111][2800/3940] lr: 3.999e-03, eta: 19:37:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.2290, loss: 2.2290 +2025-06-12 08:19:35,676 - pyskl - INFO - Epoch [111][2900/3940] lr: 3.994e-03, eta: 19:36:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.1928, loss: 2.1928 +2025-06-12 08:20:21,111 - pyskl - INFO - Epoch [111][3000/3940] lr: 3.989e-03, eta: 19:36:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.2262, loss: 2.2262 +2025-06-12 08:21:06,484 - pyskl - INFO - Epoch [111][3100/3940] lr: 3.984e-03, eta: 19:35:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 2.2398, loss: 2.2398 +2025-06-12 08:21:51,939 - pyskl - INFO - Epoch [111][3200/3940] lr: 3.979e-03, eta: 19:34:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.3068, loss: 2.3068 +2025-06-12 08:22:37,371 - pyskl - INFO - Epoch [111][3300/3940] lr: 3.974e-03, eta: 19:33:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.1220, loss: 2.1220 +2025-06-12 08:23:22,888 - pyskl - INFO - Epoch [111][3400/3940] lr: 3.969e-03, eta: 19:33:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9894, loss_cls: 2.2162, loss: 2.2162 +2025-06-12 08:24:08,334 - pyskl - INFO - Epoch [111][3500/3940] lr: 3.965e-03, eta: 19:32:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.2480, loss: 2.2480 +2025-06-12 08:24:53,763 - pyskl - INFO - Epoch [111][3600/3940] lr: 3.960e-03, eta: 19:31:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 2.1881, loss: 2.1881 +2025-06-12 08:25:39,228 - pyskl - INFO - Epoch [111][3700/3940] lr: 3.955e-03, eta: 19:30:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9950, loss_cls: 2.2514, loss: 2.2514 +2025-06-12 08:26:24,693 - pyskl - INFO - Epoch [111][3800/3940] lr: 3.950e-03, eta: 19:29:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9919, loss_cls: 2.2405, loss: 2.2405 +2025-06-12 08:27:10,195 - pyskl - INFO - Epoch [111][3900/3940] lr: 3.945e-03, eta: 19:29:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.1826, loss: 2.1826 +2025-06-12 08:27:28,825 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-06-12 08:31:05,364 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 08:31:05,869 - pyskl - INFO - +top1_acc 0.8168 +top5_acc 0.9624 +2025-06-12 08:31:05,888 - pyskl - INFO - Epoch(val) [111][3183] top1_acc: 0.8168, top5_acc: 0.9624 +2025-06-12 08:32:14,573 - pyskl - INFO - Epoch [112][100/3940] lr: 3.938e-03, eta: 19:28:11, time: 0.687, data_time: 0.233, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 2.2838, loss: 2.2838 +2025-06-12 08:32:59,996 - pyskl - INFO - Epoch [112][200/3940] lr: 3.934e-03, eta: 19:27:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 2.0934, loss: 2.0934 +2025-06-12 08:33:45,482 - pyskl - INFO - Epoch [112][300/3940] lr: 3.929e-03, eta: 19:26:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.2563, loss: 2.2563 +2025-06-12 08:34:30,933 - pyskl - INFO - Epoch [112][400/3940] lr: 3.924e-03, eta: 19:25:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.1635, loss: 2.1635 +2025-06-12 08:35:16,229 - pyskl - INFO - Epoch [112][500/3940] lr: 3.919e-03, eta: 19:25:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 2.1350, loss: 2.1350 +2025-06-12 08:36:01,615 - pyskl - INFO - Epoch [112][600/3940] lr: 3.914e-03, eta: 19:24:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 2.0590, loss: 2.0590 +2025-06-12 08:36:47,040 - pyskl - INFO - Epoch [112][700/3940] lr: 3.909e-03, eta: 19:23:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.1742, loss: 2.1742 +2025-06-12 08:37:32,418 - pyskl - INFO - Epoch [112][800/3940] lr: 3.905e-03, eta: 19:22:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9912, loss_cls: 2.1684, loss: 2.1684 +2025-06-12 08:38:17,890 - pyskl - INFO - Epoch [112][900/3940] lr: 3.900e-03, eta: 19:22:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.1125, loss: 2.1125 +2025-06-12 08:39:03,314 - pyskl - INFO - Epoch [112][1000/3940] lr: 3.895e-03, eta: 19:21:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.2123, loss: 2.2123 +2025-06-12 08:39:48,779 - pyskl - INFO - Epoch [112][1100/3940] lr: 3.890e-03, eta: 19:20:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9925, loss_cls: 2.1134, loss: 2.1134 +2025-06-12 08:40:34,308 - pyskl - INFO - Epoch [112][1200/3940] lr: 3.885e-03, eta: 19:19:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9919, loss_cls: 2.0829, loss: 2.0829 +2025-06-12 08:41:19,850 - pyskl - INFO - Epoch [112][1300/3940] lr: 3.880e-03, eta: 19:19:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9931, loss_cls: 2.1388, loss: 2.1388 +2025-06-12 08:42:05,356 - pyskl - INFO - Epoch [112][1400/3940] lr: 3.876e-03, eta: 19:18:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.1900, loss: 2.1900 +2025-06-12 08:42:50,849 - pyskl - INFO - Epoch [112][1500/3940] lr: 3.871e-03, eta: 19:17:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.1296, loss: 2.1296 +2025-06-12 08:43:36,450 - pyskl - INFO - Epoch [112][1600/3940] lr: 3.866e-03, eta: 19:16:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.1687, loss: 2.1687 +2025-06-12 08:44:21,982 - pyskl - INFO - Epoch [112][1700/3940] lr: 3.861e-03, eta: 19:15:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9906, loss_cls: 2.1754, loss: 2.1754 +2025-06-12 08:45:07,492 - pyskl - INFO - Epoch [112][1800/3940] lr: 3.856e-03, eta: 19:15:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.1081, loss: 2.1081 +2025-06-12 08:45:52,953 - pyskl - INFO - Epoch [112][1900/3940] lr: 3.852e-03, eta: 19:14:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9925, loss_cls: 2.0906, loss: 2.0906 +2025-06-12 08:46:38,439 - pyskl - INFO - Epoch [112][2000/3940] lr: 3.847e-03, eta: 19:13:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.1992, loss: 2.1992 +2025-06-12 08:47:23,954 - pyskl - INFO - Epoch [112][2100/3940] lr: 3.842e-03, eta: 19:12:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 2.2071, loss: 2.2071 +2025-06-12 08:48:09,524 - pyskl - INFO - Epoch [112][2200/3940] lr: 3.837e-03, eta: 19:12:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.2289, loss: 2.2289 +2025-06-12 08:48:55,109 - pyskl - INFO - Epoch [112][2300/3940] lr: 3.832e-03, eta: 19:11:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.2634, loss: 2.2634 +2025-06-12 08:49:40,821 - pyskl - INFO - Epoch [112][2400/3940] lr: 3.828e-03, eta: 19:10:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 2.2805, loss: 2.2805 +2025-06-12 08:50:26,334 - pyskl - INFO - Epoch [112][2500/3940] lr: 3.823e-03, eta: 19:09:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 2.3316, loss: 2.3316 +2025-06-12 08:51:11,884 - pyskl - INFO - Epoch [112][2600/3940] lr: 3.818e-03, eta: 19:09:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.1716, loss: 2.1716 +2025-06-12 08:51:57,238 - pyskl - INFO - Epoch [112][2700/3940] lr: 3.813e-03, eta: 19:08:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 2.2494, loss: 2.2494 +2025-06-12 08:52:42,707 - pyskl - INFO - Epoch [112][2800/3940] lr: 3.809e-03, eta: 19:07:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.2499, loss: 2.2499 +2025-06-12 08:53:28,090 - pyskl - INFO - Epoch [112][2900/3940] lr: 3.804e-03, eta: 19:06:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.1065, loss: 2.1065 +2025-06-12 08:54:13,342 - pyskl - INFO - Epoch [112][3000/3940] lr: 3.799e-03, eta: 19:06:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 2.2151, loss: 2.2151 +2025-06-12 08:54:58,595 - pyskl - INFO - Epoch [112][3100/3940] lr: 3.794e-03, eta: 19:05:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 2.1762, loss: 2.1762 +2025-06-12 08:55:43,804 - pyskl - INFO - Epoch [112][3200/3940] lr: 3.789e-03, eta: 19:04:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 2.1609, loss: 2.1609 +2025-06-12 08:56:29,158 - pyskl - INFO - Epoch [112][3300/3940] lr: 3.785e-03, eta: 19:03:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9906, loss_cls: 2.1525, loss: 2.1525 +2025-06-12 08:57:14,412 - pyskl - INFO - Epoch [112][3400/3940] lr: 3.780e-03, eta: 19:03:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9900, loss_cls: 2.2262, loss: 2.2262 +2025-06-12 08:57:59,712 - pyskl - INFO - Epoch [112][3500/3940] lr: 3.775e-03, eta: 19:02:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 2.2361, loss: 2.2361 +2025-06-12 08:58:45,130 - pyskl - INFO - Epoch [112][3600/3940] lr: 3.770e-03, eta: 19:01:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.1876, loss: 2.1876 +2025-06-12 08:59:30,470 - pyskl - INFO - Epoch [112][3700/3940] lr: 3.766e-03, eta: 19:00:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9962, loss_cls: 2.2347, loss: 2.2347 +2025-06-12 09:00:15,655 - pyskl - INFO - Epoch [112][3800/3940] lr: 3.761e-03, eta: 18:59:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 2.2362, loss: 2.2362 +2025-06-12 09:01:00,894 - pyskl - INFO - Epoch [112][3900/3940] lr: 3.756e-03, eta: 18:59:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.2831, loss: 2.2831 +2025-06-12 09:01:19,309 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-06-12 09:04:55,292 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 09:04:55,893 - pyskl - INFO - +top1_acc 0.8102 +top5_acc 0.9612 +2025-06-12 09:04:55,910 - pyskl - INFO - Epoch(val) [112][3183] top1_acc: 0.8102, top5_acc: 0.9612 +2025-06-12 09:06:05,065 - pyskl - INFO - Epoch [113][100/3940] lr: 3.750e-03, eta: 18:58:11, time: 0.691, data_time: 0.236, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 2.1481, loss: 2.1481 +2025-06-12 09:06:50,967 - pyskl - INFO - Epoch [113][200/3940] lr: 3.745e-03, eta: 18:57:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 2.0527, loss: 2.0527 +2025-06-12 09:07:36,648 - pyskl - INFO - Epoch [113][300/3940] lr: 3.740e-03, eta: 18:56:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.0441, loss: 2.0441 +2025-06-12 09:08:22,251 - pyskl - INFO - Epoch [113][400/3940] lr: 3.735e-03, eta: 18:55:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 2.1247, loss: 2.1247 +2025-06-12 09:09:07,777 - pyskl - INFO - Epoch [113][500/3940] lr: 3.731e-03, eta: 18:55:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9925, loss_cls: 2.1255, loss: 2.1255 +2025-06-12 09:09:53,309 - pyskl - INFO - Epoch [113][600/3940] lr: 3.726e-03, eta: 18:54:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.1685, loss: 2.1685 +2025-06-12 09:10:38,988 - pyskl - INFO - Epoch [113][700/3940] lr: 3.721e-03, eta: 18:53:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.1353, loss: 2.1353 +2025-06-12 09:11:24,530 - pyskl - INFO - Epoch [113][800/3940] lr: 3.716e-03, eta: 18:52:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 2.0938, loss: 2.0938 +2025-06-12 09:12:09,969 - pyskl - INFO - Epoch [113][900/3940] lr: 3.712e-03, eta: 18:52:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.2813, loss: 2.2813 +2025-06-12 09:12:55,486 - pyskl - INFO - Epoch [113][1000/3940] lr: 3.707e-03, eta: 18:51:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9925, loss_cls: 2.0690, loss: 2.0690 +2025-06-12 09:13:40,997 - pyskl - INFO - Epoch [113][1100/3940] lr: 3.702e-03, eta: 18:50:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 2.1863, loss: 2.1863 +2025-06-12 09:14:26,473 - pyskl - INFO - Epoch [113][1200/3940] lr: 3.697e-03, eta: 18:49:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 2.0934, loss: 2.0934 +2025-06-12 09:15:11,836 - pyskl - INFO - Epoch [113][1300/3940] lr: 3.693e-03, eta: 18:49:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.2700, loss: 2.2700 +2025-06-12 09:15:57,231 - pyskl - INFO - Epoch [113][1400/3940] lr: 3.688e-03, eta: 18:48:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.2007, loss: 2.2007 +2025-06-12 09:16:42,621 - pyskl - INFO - Epoch [113][1500/3940] lr: 3.683e-03, eta: 18:47:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.2143, loss: 2.2143 +2025-06-12 09:17:28,153 - pyskl - INFO - Epoch [113][1600/3940] lr: 3.679e-03, eta: 18:46:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 2.0920, loss: 2.0920 +2025-06-12 09:18:13,598 - pyskl - INFO - Epoch [113][1700/3940] lr: 3.674e-03, eta: 18:46:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.1669, loss: 2.1669 +2025-06-12 09:18:59,107 - pyskl - INFO - Epoch [113][1800/3940] lr: 3.669e-03, eta: 18:45:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.1775, loss: 2.1775 +2025-06-12 09:19:44,606 - pyskl - INFO - Epoch [113][1900/3940] lr: 3.665e-03, eta: 18:44:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 2.1971, loss: 2.1971 +2025-06-12 09:20:30,153 - pyskl - INFO - Epoch [113][2000/3940] lr: 3.660e-03, eta: 18:43:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.2059, loss: 2.2059 +2025-06-12 09:21:15,640 - pyskl - INFO - Epoch [113][2100/3940] lr: 3.655e-03, eta: 18:42:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.1545, loss: 2.1545 +2025-06-12 09:22:01,127 - pyskl - INFO - Epoch [113][2200/3940] lr: 3.650e-03, eta: 18:42:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.1734, loss: 2.1734 +2025-06-12 09:22:46,538 - pyskl - INFO - Epoch [113][2300/3940] lr: 3.646e-03, eta: 18:41:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.1782, loss: 2.1782 +2025-06-12 09:23:31,999 - pyskl - INFO - Epoch [113][2400/3940] lr: 3.641e-03, eta: 18:40:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9931, loss_cls: 2.0689, loss: 2.0689 +2025-06-12 09:24:17,400 - pyskl - INFO - Epoch [113][2500/3940] lr: 3.636e-03, eta: 18:39:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.1597, loss: 2.1597 +2025-06-12 09:25:02,858 - pyskl - INFO - Epoch [113][2600/3940] lr: 3.632e-03, eta: 18:39:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.2207, loss: 2.2207 +2025-06-12 09:25:48,295 - pyskl - INFO - Epoch [113][2700/3940] lr: 3.627e-03, eta: 18:38:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.1455, loss: 2.1455 +2025-06-12 09:26:33,752 - pyskl - INFO - Epoch [113][2800/3940] lr: 3.622e-03, eta: 18:37:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 2.1435, loss: 2.1435 +2025-06-12 09:27:19,274 - pyskl - INFO - Epoch [113][2900/3940] lr: 3.618e-03, eta: 18:36:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9912, loss_cls: 2.2291, loss: 2.2291 +2025-06-12 09:28:04,715 - pyskl - INFO - Epoch [113][3000/3940] lr: 3.613e-03, eta: 18:36:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9894, loss_cls: 2.2475, loss: 2.2475 +2025-06-12 09:28:50,128 - pyskl - INFO - Epoch [113][3100/3940] lr: 3.608e-03, eta: 18:35:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.1926, loss: 2.1926 +2025-06-12 09:29:35,504 - pyskl - INFO - Epoch [113][3200/3940] lr: 3.604e-03, eta: 18:34:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 2.1380, loss: 2.1380 +2025-06-12 09:30:20,926 - pyskl - INFO - Epoch [113][3300/3940] lr: 3.599e-03, eta: 18:33:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.1478, loss: 2.1478 +2025-06-12 09:31:06,352 - pyskl - INFO - Epoch [113][3400/3940] lr: 3.594e-03, eta: 18:33:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.1750, loss: 2.1750 +2025-06-12 09:31:51,773 - pyskl - INFO - Epoch [113][3500/3940] lr: 3.590e-03, eta: 18:32:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9900, loss_cls: 2.1996, loss: 2.1996 +2025-06-12 09:32:37,223 - pyskl - INFO - Epoch [113][3600/3940] lr: 3.585e-03, eta: 18:31:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9988, loss_cls: 2.1937, loss: 2.1937 +2025-06-12 09:33:22,658 - pyskl - INFO - Epoch [113][3700/3940] lr: 3.580e-03, eta: 18:30:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.2296, loss: 2.2296 +2025-06-12 09:34:08,154 - pyskl - INFO - Epoch [113][3800/3940] lr: 3.576e-03, eta: 18:30:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.1644, loss: 2.1644 +2025-06-12 09:34:53,526 - pyskl - INFO - Epoch [113][3900/3940] lr: 3.571e-03, eta: 18:29:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.2238, loss: 2.2238 +2025-06-12 09:35:11,975 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-06-12 09:38:47,614 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 09:38:48,081 - pyskl - INFO - +top1_acc 0.8391 +top5_acc 0.9715 +2025-06-12 09:38:48,098 - pyskl - INFO - Epoch(val) [113][3183] top1_acc: 0.8391, top5_acc: 0.9715 +2025-06-12 09:39:58,455 - pyskl - INFO - Epoch [114][100/3940] lr: 3.564e-03, eta: 18:28:13, time: 0.704, data_time: 0.247, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 2.0401, loss: 2.0401 +2025-06-12 09:40:43,718 - pyskl - INFO - Epoch [114][200/3940] lr: 3.560e-03, eta: 18:27:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 2.0829, loss: 2.0829 +2025-06-12 09:41:29,065 - pyskl - INFO - Epoch [114][300/3940] lr: 3.555e-03, eta: 18:26:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 2.1192, loss: 2.1192 +2025-06-12 09:42:14,382 - pyskl - INFO - Epoch [114][400/3940] lr: 3.551e-03, eta: 18:25:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9938, loss_cls: 2.0778, loss: 2.0778 +2025-06-12 09:42:59,828 - pyskl - INFO - Epoch [114][500/3940] lr: 3.546e-03, eta: 18:25:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.0885, loss: 2.0885 +2025-06-12 09:43:45,315 - pyskl - INFO - Epoch [114][600/3940] lr: 3.541e-03, eta: 18:24:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.0835, loss: 2.0835 +2025-06-12 09:44:30,582 - pyskl - INFO - Epoch [114][700/3940] lr: 3.537e-03, eta: 18:23:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.1974, loss: 2.1974 +2025-06-12 09:45:15,887 - pyskl - INFO - Epoch [114][800/3940] lr: 3.532e-03, eta: 18:22:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.1297, loss: 2.1297 +2025-06-12 09:46:01,169 - pyskl - INFO - Epoch [114][900/3940] lr: 3.527e-03, eta: 18:22:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 2.0588, loss: 2.0588 +2025-06-12 09:46:46,489 - pyskl - INFO - Epoch [114][1000/3940] lr: 3.523e-03, eta: 18:21:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 2.0659, loss: 2.0659 +2025-06-12 09:47:31,784 - pyskl - INFO - Epoch [114][1100/3940] lr: 3.518e-03, eta: 18:20:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.0894, loss: 2.0894 +2025-06-12 09:48:17,231 - pyskl - INFO - Epoch [114][1200/3940] lr: 3.514e-03, eta: 18:19:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.1300, loss: 2.1300 +2025-06-12 09:49:02,529 - pyskl - INFO - Epoch [114][1300/3940] lr: 3.509e-03, eta: 18:19:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.1779, loss: 2.1779 +2025-06-12 09:49:48,000 - pyskl - INFO - Epoch [114][1400/3940] lr: 3.504e-03, eta: 18:18:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 2.0623, loss: 2.0623 +2025-06-12 09:50:33,338 - pyskl - INFO - Epoch [114][1500/3940] lr: 3.500e-03, eta: 18:17:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9912, loss_cls: 2.1353, loss: 2.1353 +2025-06-12 09:51:18,597 - pyskl - INFO - Epoch [114][1600/3940] lr: 3.495e-03, eta: 18:16:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9906, loss_cls: 2.1170, loss: 2.1170 +2025-06-12 09:52:03,986 - pyskl - INFO - Epoch [114][1700/3940] lr: 3.490e-03, eta: 18:16:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.0619, loss: 2.0619 +2025-06-12 09:52:49,410 - pyskl - INFO - Epoch [114][1800/3940] lr: 3.486e-03, eta: 18:15:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.1444, loss: 2.1444 +2025-06-12 09:53:34,794 - pyskl - INFO - Epoch [114][1900/3940] lr: 3.481e-03, eta: 18:14:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 2.1045, loss: 2.1045 +2025-06-12 09:54:20,210 - pyskl - INFO - Epoch [114][2000/3940] lr: 3.477e-03, eta: 18:13:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.1576, loss: 2.1576 +2025-06-12 09:55:05,538 - pyskl - INFO - Epoch [114][2100/3940] lr: 3.472e-03, eta: 18:12:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.1934, loss: 2.1934 +2025-06-12 09:55:50,818 - pyskl - INFO - Epoch [114][2200/3940] lr: 3.467e-03, eta: 18:12:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.0584, loss: 2.0584 +2025-06-12 09:56:36,103 - pyskl - INFO - Epoch [114][2300/3940] lr: 3.463e-03, eta: 18:11:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 2.1054, loss: 2.1054 +2025-06-12 09:57:21,304 - pyskl - INFO - Epoch [114][2400/3940] lr: 3.458e-03, eta: 18:10:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.1000, loss: 2.1000 +2025-06-12 09:58:06,581 - pyskl - INFO - Epoch [114][2500/3940] lr: 3.454e-03, eta: 18:09:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 2.1922, loss: 2.1922 +2025-06-12 09:58:51,801 - pyskl - INFO - Epoch [114][2600/3940] lr: 3.449e-03, eta: 18:09:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.1912, loss: 2.1912 +2025-06-12 09:59:37,157 - pyskl - INFO - Epoch [114][2700/3940] lr: 3.445e-03, eta: 18:08:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.1648, loss: 2.1648 +2025-06-12 10:00:22,483 - pyskl - INFO - Epoch [114][2800/3940] lr: 3.440e-03, eta: 18:07:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.1843, loss: 2.1843 +2025-06-12 10:01:07,761 - pyskl - INFO - Epoch [114][2900/3940] lr: 3.435e-03, eta: 18:06:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.1694, loss: 2.1694 +2025-06-12 10:01:52,986 - pyskl - INFO - Epoch [114][3000/3940] lr: 3.431e-03, eta: 18:06:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9919, loss_cls: 2.1484, loss: 2.1484 +2025-06-12 10:02:38,308 - pyskl - INFO - Epoch [114][3100/3940] lr: 3.426e-03, eta: 18:05:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.1516, loss: 2.1516 +2025-06-12 10:03:23,659 - pyskl - INFO - Epoch [114][3200/3940] lr: 3.422e-03, eta: 18:04:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.0402, loss: 2.0402 +2025-06-12 10:04:08,978 - pyskl - INFO - Epoch [114][3300/3940] lr: 3.417e-03, eta: 18:03:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.2257, loss: 2.2257 +2025-06-12 10:04:54,306 - pyskl - INFO - Epoch [114][3400/3940] lr: 3.413e-03, eta: 18:03:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9931, loss_cls: 2.1194, loss: 2.1194 +2025-06-12 10:05:39,615 - pyskl - INFO - Epoch [114][3500/3940] lr: 3.408e-03, eta: 18:02:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 2.1426, loss: 2.1426 +2025-06-12 10:06:24,869 - pyskl - INFO - Epoch [114][3600/3940] lr: 3.403e-03, eta: 18:01:32, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.1435, loss: 2.1435 +2025-06-12 10:07:10,209 - pyskl - INFO - Epoch [114][3700/3940] lr: 3.399e-03, eta: 18:00:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.2517, loss: 2.2517 +2025-06-12 10:07:55,563 - pyskl - INFO - Epoch [114][3800/3940] lr: 3.394e-03, eta: 18:00:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.2825, loss: 2.2825 +2025-06-12 10:08:40,903 - pyskl - INFO - Epoch [114][3900/3940] lr: 3.390e-03, eta: 17:59:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.1640, loss: 2.1640 +2025-06-12 10:08:59,547 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-06-12 10:12:35,528 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 10:12:36,040 - pyskl - INFO - +top1_acc 0.8374 +top5_acc 0.9689 +2025-06-12 10:12:36,057 - pyskl - INFO - Epoch(val) [114][3183] top1_acc: 0.8374, top5_acc: 0.9689 +2025-06-12 10:13:45,997 - pyskl - INFO - Epoch [115][100/3940] lr: 3.383e-03, eta: 17:58:13, time: 0.699, data_time: 0.243, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.1144, loss: 2.1144 +2025-06-12 10:14:31,608 - pyskl - INFO - Epoch [115][200/3940] lr: 3.379e-03, eta: 17:57:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 2.0397, loss: 2.0397 +2025-06-12 10:15:17,039 - pyskl - INFO - Epoch [115][300/3940] lr: 3.374e-03, eta: 17:56:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.9809, loss: 1.9809 +2025-06-12 10:16:02,471 - pyskl - INFO - Epoch [115][400/3940] lr: 3.370e-03, eta: 17:55:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 2.0440, loss: 2.0440 +2025-06-12 10:16:48,074 - pyskl - INFO - Epoch [115][500/3940] lr: 3.365e-03, eta: 17:55:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 2.0668, loss: 2.0668 +2025-06-12 10:17:33,554 - pyskl - INFO - Epoch [115][600/3940] lr: 3.361e-03, eta: 17:54:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.0776, loss: 2.0776 +2025-06-12 10:18:19,080 - pyskl - INFO - Epoch [115][700/3940] lr: 3.356e-03, eta: 17:53:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9944, loss_cls: 2.0692, loss: 2.0692 +2025-06-12 10:19:04,643 - pyskl - INFO - Epoch [115][800/3940] lr: 3.352e-03, eta: 17:52:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.0948, loss: 2.0948 +2025-06-12 10:19:50,150 - pyskl - INFO - Epoch [115][900/3940] lr: 3.347e-03, eta: 17:52:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 2.1230, loss: 2.1230 +2025-06-12 10:20:35,680 - pyskl - INFO - Epoch [115][1000/3940] lr: 3.343e-03, eta: 17:51:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 2.0725, loss: 2.0725 +2025-06-12 10:21:21,203 - pyskl - INFO - Epoch [115][1100/3940] lr: 3.338e-03, eta: 17:50:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 2.1974, loss: 2.1974 +2025-06-12 10:22:06,760 - pyskl - INFO - Epoch [115][1200/3940] lr: 3.334e-03, eta: 17:49:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.9775, loss: 1.9775 +2025-06-12 10:22:52,301 - pyskl - INFO - Epoch [115][1300/3940] lr: 3.329e-03, eta: 17:49:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 2.1500, loss: 2.1500 +2025-06-12 10:23:37,844 - pyskl - INFO - Epoch [115][1400/3940] lr: 3.325e-03, eta: 17:48:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.0834, loss: 2.0834 +2025-06-12 10:24:23,323 - pyskl - INFO - Epoch [115][1500/3940] lr: 3.320e-03, eta: 17:47:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 2.0969, loss: 2.0969 +2025-06-12 10:25:08,857 - pyskl - INFO - Epoch [115][1600/3940] lr: 3.315e-03, eta: 17:46:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 2.0634, loss: 2.0634 +2025-06-12 10:25:54,406 - pyskl - INFO - Epoch [115][1700/3940] lr: 3.311e-03, eta: 17:46:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.1691, loss: 2.1691 +2025-06-12 10:26:39,896 - pyskl - INFO - Epoch [115][1800/3940] lr: 3.306e-03, eta: 17:45:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.1129, loss: 2.1129 +2025-06-12 10:27:25,469 - pyskl - INFO - Epoch [115][1900/3940] lr: 3.302e-03, eta: 17:44:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 2.0861, loss: 2.0861 +2025-06-12 10:28:11,081 - pyskl - INFO - Epoch [115][2000/3940] lr: 3.297e-03, eta: 17:43:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 2.0816, loss: 2.0816 +2025-06-12 10:28:56,641 - pyskl - INFO - Epoch [115][2100/3940] lr: 3.293e-03, eta: 17:42:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9925, loss_cls: 2.1291, loss: 2.1291 +2025-06-12 10:29:42,136 - pyskl - INFO - Epoch [115][2200/3940] lr: 3.288e-03, eta: 17:42:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 2.0413, loss: 2.0413 +2025-06-12 10:30:27,754 - pyskl - INFO - Epoch [115][2300/3940] lr: 3.284e-03, eta: 17:41:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 2.0772, loss: 2.0772 +2025-06-12 10:31:13,340 - pyskl - INFO - Epoch [115][2400/3940] lr: 3.280e-03, eta: 17:40:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.1260, loss: 2.1260 +2025-06-12 10:31:58,881 - pyskl - INFO - Epoch [115][2500/3940] lr: 3.275e-03, eta: 17:39:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 2.1453, loss: 2.1453 +2025-06-12 10:32:44,506 - pyskl - INFO - Epoch [115][2600/3940] lr: 3.271e-03, eta: 17:39:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9988, loss_cls: 2.0688, loss: 2.0688 +2025-06-12 10:33:30,106 - pyskl - INFO - Epoch [115][2700/3940] lr: 3.266e-03, eta: 17:38:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.1252, loss: 2.1252 +2025-06-12 10:34:15,657 - pyskl - INFO - Epoch [115][2800/3940] lr: 3.262e-03, eta: 17:37:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.1685, loss: 2.1685 +2025-06-12 10:35:01,173 - pyskl - INFO - Epoch [115][2900/3940] lr: 3.257e-03, eta: 17:36:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9925, loss_cls: 2.0367, loss: 2.0367 +2025-06-12 10:35:46,680 - pyskl - INFO - Epoch [115][3000/3940] lr: 3.253e-03, eta: 17:36:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.1905, loss: 2.1905 +2025-06-12 10:36:32,229 - pyskl - INFO - Epoch [115][3100/3940] lr: 3.248e-03, eta: 17:35:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 2.0880, loss: 2.0880 +2025-06-12 10:37:17,767 - pyskl - INFO - Epoch [115][3200/3940] lr: 3.244e-03, eta: 17:34:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9912, loss_cls: 2.0563, loss: 2.0563 +2025-06-12 10:38:03,357 - pyskl - INFO - Epoch [115][3300/3940] lr: 3.239e-03, eta: 17:33:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9938, loss_cls: 2.0679, loss: 2.0679 +2025-06-12 10:38:49,026 - pyskl - INFO - Epoch [115][3400/3940] lr: 3.235e-03, eta: 17:33:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 2.1300, loss: 2.1300 +2025-06-12 10:39:34,549 - pyskl - INFO - Epoch [115][3500/3940] lr: 3.230e-03, eta: 17:32:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.1759, loss: 2.1759 +2025-06-12 10:40:19,965 - pyskl - INFO - Epoch [115][3600/3940] lr: 3.226e-03, eta: 17:31:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.1372, loss: 2.1372 +2025-06-12 10:41:05,405 - pyskl - INFO - Epoch [115][3700/3940] lr: 3.221e-03, eta: 17:30:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.1841, loss: 2.1841 +2025-06-12 10:41:50,771 - pyskl - INFO - Epoch [115][3800/3940] lr: 3.217e-03, eta: 17:30:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.2099, loss: 2.2099 +2025-06-12 10:42:36,219 - pyskl - INFO - Epoch [115][3900/3940] lr: 3.213e-03, eta: 17:29:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9919, loss_cls: 2.0494, loss: 2.0494 +2025-06-12 10:42:54,653 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-06-12 11:02:10,685 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 11:02:11,202 - pyskl - INFO - +top1_acc 0.8489 +top5_acc 0.9727 +2025-06-12 11:02:11,258 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_105.pth was removed +2025-06-12 11:02:12,281 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2025-06-12 11:02:12,282 - pyskl - INFO - Best top1_acc is 0.8489 at 115 epoch. +2025-06-12 11:02:12,300 - pyskl - INFO - Epoch(val) [115][3183] top1_acc: 0.8489, top5_acc: 0.9727 +2025-06-12 11:03:21,530 - pyskl - INFO - Epoch [116][100/3940] lr: 3.206e-03, eta: 17:28:15, time: 0.692, data_time: 0.238, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 2.0446, loss: 2.0446 +2025-06-12 11:04:06,903 - pyskl - INFO - Epoch [116][200/3940] lr: 3.202e-03, eta: 17:27:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 2.0607, loss: 2.0607 +2025-06-12 11:04:52,225 - pyskl - INFO - Epoch [116][300/3940] lr: 3.197e-03, eta: 17:26:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 2.0166, loss: 2.0166 +2025-06-12 11:05:37,752 - pyskl - INFO - Epoch [116][400/3940] lr: 3.193e-03, eta: 17:25:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 2.0157, loss: 2.0157 +2025-06-12 11:06:23,584 - pyskl - INFO - Epoch [116][500/3940] lr: 3.189e-03, eta: 17:25:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.0308, loss: 2.0308 +2025-06-12 11:07:09,199 - pyskl - INFO - Epoch [116][600/3940] lr: 3.184e-03, eta: 17:24:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.0567, loss: 2.0567 +2025-06-12 11:07:54,906 - pyskl - INFO - Epoch [116][700/3940] lr: 3.180e-03, eta: 17:23:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.0848, loss: 2.0848 +2025-06-12 11:08:40,405 - pyskl - INFO - Epoch [116][800/3940] lr: 3.175e-03, eta: 17:22:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.9955, loss: 1.9955 +2025-06-12 11:09:25,936 - pyskl - INFO - Epoch [116][900/3940] lr: 3.171e-03, eta: 17:22:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 2.0399, loss: 2.0399 +2025-06-12 11:10:11,456 - pyskl - INFO - Epoch [116][1000/3940] lr: 3.166e-03, eta: 17:21:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.0451, loss: 2.0451 +2025-06-12 11:10:57,017 - pyskl - INFO - Epoch [116][1100/3940] lr: 3.162e-03, eta: 17:20:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 2.0322, loss: 2.0322 +2025-06-12 11:11:42,526 - pyskl - INFO - Epoch [116][1200/3940] lr: 3.158e-03, eta: 17:19:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 2.0707, loss: 2.0707 +2025-06-12 11:12:27,980 - pyskl - INFO - Epoch [116][1300/3940] lr: 3.153e-03, eta: 17:19:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 2.0253, loss: 2.0253 +2025-06-12 11:13:13,432 - pyskl - INFO - Epoch [116][1400/3940] lr: 3.149e-03, eta: 17:18:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.0493, loss: 2.0493 +2025-06-12 11:13:58,864 - pyskl - INFO - Epoch [116][1500/3940] lr: 3.144e-03, eta: 17:17:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 2.0060, loss: 2.0060 +2025-06-12 11:14:44,270 - pyskl - INFO - Epoch [116][1600/3940] lr: 3.140e-03, eta: 17:16:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.0351, loss: 2.0351 +2025-06-12 11:15:29,666 - pyskl - INFO - Epoch [116][1700/3940] lr: 3.136e-03, eta: 17:16:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 2.0431, loss: 2.0431 +2025-06-12 11:16:15,158 - pyskl - INFO - Epoch [116][1800/3940] lr: 3.131e-03, eta: 17:15:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.0549, loss: 2.0549 +2025-06-12 11:17:00,633 - pyskl - INFO - Epoch [116][1900/3940] lr: 3.127e-03, eta: 17:14:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9906, loss_cls: 2.0520, loss: 2.0520 +2025-06-12 11:17:46,098 - pyskl - INFO - Epoch [116][2000/3940] lr: 3.122e-03, eta: 17:13:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 2.0922, loss: 2.0922 +2025-06-12 11:18:31,514 - pyskl - INFO - Epoch [116][2100/3940] lr: 3.118e-03, eta: 17:13:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 2.0584, loss: 2.0584 +2025-06-12 11:19:16,951 - pyskl - INFO - Epoch [116][2200/3940] lr: 3.114e-03, eta: 17:12:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 2.0197, loss: 2.0197 +2025-06-12 11:20:02,335 - pyskl - INFO - Epoch [116][2300/3940] lr: 3.109e-03, eta: 17:11:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 2.1032, loss: 2.1032 +2025-06-12 11:20:47,762 - pyskl - INFO - Epoch [116][2400/3940] lr: 3.105e-03, eta: 17:10:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.9683, loss: 1.9683 +2025-06-12 11:21:33,299 - pyskl - INFO - Epoch [116][2500/3940] lr: 3.100e-03, eta: 17:09:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 2.0919, loss: 2.0919 +2025-06-12 11:22:18,759 - pyskl - INFO - Epoch [116][2600/3940] lr: 3.096e-03, eta: 17:09:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.0833, loss: 2.0833 +2025-06-12 11:23:04,264 - pyskl - INFO - Epoch [116][2700/3940] lr: 3.092e-03, eta: 17:08:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9931, loss_cls: 2.0363, loss: 2.0363 +2025-06-12 11:23:49,693 - pyskl - INFO - Epoch [116][2800/3940] lr: 3.087e-03, eta: 17:07:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.9555, loss: 1.9555 +2025-06-12 11:24:35,132 - pyskl - INFO - Epoch [116][2900/3940] lr: 3.083e-03, eta: 17:06:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 2.0294, loss: 2.0294 +2025-06-12 11:25:20,565 - pyskl - INFO - Epoch [116][3000/3940] lr: 3.079e-03, eta: 17:06:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 2.1198, loss: 2.1198 +2025-06-12 11:26:06,043 - pyskl - INFO - Epoch [116][3100/3940] lr: 3.074e-03, eta: 17:05:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9900, loss_cls: 2.2397, loss: 2.2397 +2025-06-12 11:26:51,490 - pyskl - INFO - Epoch [116][3200/3940] lr: 3.070e-03, eta: 17:04:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 2.1692, loss: 2.1692 +2025-06-12 11:27:36,920 - pyskl - INFO - Epoch [116][3300/3940] lr: 3.065e-03, eta: 17:03:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 2.0925, loss: 2.0925 +2025-06-12 11:28:22,361 - pyskl - INFO - Epoch [116][3400/3940] lr: 3.061e-03, eta: 17:03:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 2.0697, loss: 2.0697 +2025-06-12 11:29:07,816 - pyskl - INFO - Epoch [116][3500/3940] lr: 3.057e-03, eta: 17:02:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.1487, loss: 2.1487 +2025-06-12 11:29:53,269 - pyskl - INFO - Epoch [116][3600/3940] lr: 3.052e-03, eta: 17:01:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.0991, loss: 2.0991 +2025-06-12 11:30:38,770 - pyskl - INFO - Epoch [116][3700/3940] lr: 3.048e-03, eta: 17:00:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.0821, loss: 2.0821 +2025-06-12 11:31:24,301 - pyskl - INFO - Epoch [116][3800/3940] lr: 3.044e-03, eta: 17:00:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 2.1306, loss: 2.1306 +2025-06-12 11:32:09,872 - pyskl - INFO - Epoch [116][3900/3940] lr: 3.039e-03, eta: 16:59:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 2.1381, loss: 2.1381 +2025-06-12 11:32:28,449 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-06-12 11:36:03,870 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 11:36:04,391 - pyskl - INFO - +top1_acc 0.8393 +top5_acc 0.9690 +2025-06-12 11:36:04,410 - pyskl - INFO - Epoch(val) [116][3183] top1_acc: 0.8393, top5_acc: 0.9690 +2025-06-12 11:37:13,290 - pyskl - INFO - Epoch [117][100/3940] lr: 3.033e-03, eta: 16:58:16, time: 0.689, data_time: 0.234, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.9895, loss: 1.9895 +2025-06-12 11:37:58,633 - pyskl - INFO - Epoch [117][200/3940] lr: 3.029e-03, eta: 16:57:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.9901, loss: 1.9901 +2025-06-12 11:38:43,993 - pyskl - INFO - Epoch [117][300/3940] lr: 3.025e-03, eta: 16:56:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.9512, loss: 1.9512 +2025-06-12 11:39:29,391 - pyskl - INFO - Epoch [117][400/3940] lr: 3.020e-03, eta: 16:55:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9938, loss_cls: 2.0320, loss: 2.0320 +2025-06-12 11:40:14,875 - pyskl - INFO - Epoch [117][500/3940] lr: 3.016e-03, eta: 16:55:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.8560, loss: 1.8560 +2025-06-12 11:41:00,301 - pyskl - INFO - Epoch [117][600/3940] lr: 3.012e-03, eta: 16:54:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.9457, loss: 1.9457 +2025-06-12 11:41:45,731 - pyskl - INFO - Epoch [117][700/3940] lr: 3.007e-03, eta: 16:53:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 2.0238, loss: 2.0238 +2025-06-12 11:42:31,144 - pyskl - INFO - Epoch [117][800/3940] lr: 3.003e-03, eta: 16:52:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.9825, loss: 1.9825 +2025-06-12 11:43:16,548 - pyskl - INFO - Epoch [117][900/3940] lr: 2.999e-03, eta: 16:52:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9944, loss_cls: 2.0099, loss: 2.0099 +2025-06-12 11:44:01,983 - pyskl - INFO - Epoch [117][1000/3940] lr: 2.994e-03, eta: 16:51:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.9492, loss: 1.9492 +2025-06-12 11:44:47,472 - pyskl - INFO - Epoch [117][1100/3940] lr: 2.990e-03, eta: 16:50:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 2.0581, loss: 2.0581 +2025-06-12 11:45:32,926 - pyskl - INFO - Epoch [117][1200/3940] lr: 2.986e-03, eta: 16:49:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.9860, loss: 1.9860 +2025-06-12 11:46:18,429 - pyskl - INFO - Epoch [117][1300/3940] lr: 2.981e-03, eta: 16:49:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.9849, loss: 1.9849 +2025-06-12 11:47:03,897 - pyskl - INFO - Epoch [117][1400/3940] lr: 2.977e-03, eta: 16:48:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.0644, loss: 2.0644 +2025-06-12 11:47:49,397 - pyskl - INFO - Epoch [117][1500/3940] lr: 2.973e-03, eta: 16:47:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.0069, loss: 2.0069 +2025-06-12 11:48:34,809 - pyskl - INFO - Epoch [117][1600/3940] lr: 2.968e-03, eta: 16:46:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 2.0521, loss: 2.0521 +2025-06-12 11:49:20,485 - pyskl - INFO - Epoch [117][1700/3940] lr: 2.964e-03, eta: 16:46:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9938, loss_cls: 2.0960, loss: 2.0960 +2025-06-12 11:50:06,159 - pyskl - INFO - Epoch [117][1800/3940] lr: 2.960e-03, eta: 16:45:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.0445, loss: 2.0445 +2025-06-12 11:50:51,662 - pyskl - INFO - Epoch [117][1900/3940] lr: 2.956e-03, eta: 16:44:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 2.0315, loss: 2.0315 +2025-06-12 11:51:36,949 - pyskl - INFO - Epoch [117][2000/3940] lr: 2.951e-03, eta: 16:43:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.9915, loss: 1.9915 +2025-06-12 11:52:22,423 - pyskl - INFO - Epoch [117][2100/3940] lr: 2.947e-03, eta: 16:43:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.1057, loss: 2.1057 +2025-06-12 11:53:07,883 - pyskl - INFO - Epoch [117][2200/3940] lr: 2.943e-03, eta: 16:42:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.1459, loss: 2.1459 +2025-06-12 11:53:53,064 - pyskl - INFO - Epoch [117][2300/3940] lr: 2.938e-03, eta: 16:41:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 2.0780, loss: 2.0780 +2025-06-12 11:54:38,359 - pyskl - INFO - Epoch [117][2400/3940] lr: 2.934e-03, eta: 16:40:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.0796, loss: 2.0796 +2025-06-12 11:55:23,582 - pyskl - INFO - Epoch [117][2500/3940] lr: 2.930e-03, eta: 16:39:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 1.9918, loss: 1.9918 +2025-06-12 11:56:09,268 - pyskl - INFO - Epoch [117][2600/3940] lr: 2.926e-03, eta: 16:39:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9944, loss_cls: 2.0006, loss: 2.0006 +2025-06-12 11:56:54,444 - pyskl - INFO - Epoch [117][2700/3940] lr: 2.921e-03, eta: 16:38:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 2.0269, loss: 2.0269 +2025-06-12 11:57:39,792 - pyskl - INFO - Epoch [117][2800/3940] lr: 2.917e-03, eta: 16:37:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 2.0068, loss: 2.0068 +2025-06-12 11:58:25,167 - pyskl - INFO - Epoch [117][2900/3940] lr: 2.913e-03, eta: 16:36:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 2.0376, loss: 2.0376 +2025-06-12 11:59:10,466 - pyskl - INFO - Epoch [117][3000/3940] lr: 2.909e-03, eta: 16:36:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.0231, loss: 2.0231 +2025-06-12 11:59:55,804 - pyskl - INFO - Epoch [117][3100/3940] lr: 2.904e-03, eta: 16:35:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 2.0093, loss: 2.0093 +2025-06-12 12:00:41,122 - pyskl - INFO - Epoch [117][3200/3940] lr: 2.900e-03, eta: 16:34:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.9942, loss: 1.9942 +2025-06-12 12:01:26,292 - pyskl - INFO - Epoch [117][3300/3940] lr: 2.896e-03, eta: 16:33:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 2.0389, loss: 2.0389 +2025-06-12 12:02:11,720 - pyskl - INFO - Epoch [117][3400/3940] lr: 2.892e-03, eta: 16:33:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 2.0555, loss: 2.0555 +2025-06-12 12:02:57,096 - pyskl - INFO - Epoch [117][3500/3940] lr: 2.887e-03, eta: 16:32:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 2.0482, loss: 2.0482 +2025-06-12 12:03:42,454 - pyskl - INFO - Epoch [117][3600/3940] lr: 2.883e-03, eta: 16:31:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 2.0543, loss: 2.0543 +2025-06-12 12:04:27,890 - pyskl - INFO - Epoch [117][3700/3940] lr: 2.879e-03, eta: 16:30:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 2.0121, loss: 2.0121 +2025-06-12 12:05:13,313 - pyskl - INFO - Epoch [117][3800/3940] lr: 2.875e-03, eta: 16:30:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.1156, loss: 2.1156 +2025-06-12 12:05:58,758 - pyskl - INFO - Epoch [117][3900/3940] lr: 2.870e-03, eta: 16:29:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 2.0416, loss: 2.0416 +2025-06-12 12:06:17,269 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-06-12 12:09:52,446 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 12:09:52,909 - pyskl - INFO - +top1_acc 0.8320 +top5_acc 0.9702 +2025-06-12 12:09:52,926 - pyskl - INFO - Epoch(val) [117][3183] top1_acc: 0.8320, top5_acc: 0.9702 +2025-06-12 12:11:02,005 - pyskl - INFO - Epoch [118][100/3940] lr: 2.864e-03, eta: 16:28:17, time: 0.691, data_time: 0.233, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 2.0078, loss: 2.0078 +2025-06-12 12:11:47,525 - pyskl - INFO - Epoch [118][200/3940] lr: 2.860e-03, eta: 16:27:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.9608, loss: 1.9608 +2025-06-12 12:12:33,057 - pyskl - INFO - Epoch [118][300/3940] lr: 2.856e-03, eta: 16:26:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.9719, loss: 1.9719 +2025-06-12 12:13:18,538 - pyskl - INFO - Epoch [118][400/3940] lr: 2.852e-03, eta: 16:26:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 2.0332, loss: 2.0332 +2025-06-12 12:14:04,343 - pyskl - INFO - Epoch [118][500/3940] lr: 2.847e-03, eta: 16:25:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.8845, loss: 1.8845 +2025-06-12 12:14:49,907 - pyskl - INFO - Epoch [118][600/3940] lr: 2.843e-03, eta: 16:24:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.9450, loss: 1.9450 +2025-06-12 12:15:35,443 - pyskl - INFO - Epoch [118][700/3940] lr: 2.839e-03, eta: 16:23:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 1.9280, loss: 1.9280 +2025-06-12 12:16:20,967 - pyskl - INFO - Epoch [118][800/3940] lr: 2.835e-03, eta: 16:22:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.9742, loss: 1.9742 +2025-06-12 12:17:06,508 - pyskl - INFO - Epoch [118][900/3940] lr: 2.831e-03, eta: 16:22:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.9580, loss: 1.9580 +2025-06-12 12:17:52,187 - pyskl - INFO - Epoch [118][1000/3940] lr: 2.826e-03, eta: 16:21:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.9735, loss: 1.9735 +2025-06-12 12:18:37,625 - pyskl - INFO - Epoch [118][1100/3940] lr: 2.822e-03, eta: 16:20:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.8812, loss: 1.8812 +2025-06-12 12:19:23,043 - pyskl - INFO - Epoch [118][1200/3940] lr: 2.818e-03, eta: 16:19:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.9386, loss: 1.9386 +2025-06-12 12:20:08,512 - pyskl - INFO - Epoch [118][1300/3940] lr: 2.814e-03, eta: 16:19:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.9476, loss: 1.9476 +2025-06-12 12:20:53,969 - pyskl - INFO - Epoch [118][1400/3940] lr: 2.810e-03, eta: 16:18:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.9669, loss: 1.9669 +2025-06-12 12:21:39,486 - pyskl - INFO - Epoch [118][1500/3940] lr: 2.805e-03, eta: 16:17:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 2.0411, loss: 2.0411 +2025-06-12 12:22:24,973 - pyskl - INFO - Epoch [118][1600/3940] lr: 2.801e-03, eta: 16:16:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 2.0887, loss: 2.0887 +2025-06-12 12:23:10,498 - pyskl - INFO - Epoch [118][1700/3940] lr: 2.797e-03, eta: 16:16:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.1272, loss: 2.1272 +2025-06-12 12:23:55,955 - pyskl - INFO - Epoch [118][1800/3940] lr: 2.793e-03, eta: 16:15:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 1.0000, loss_cls: 1.8524, loss: 1.8524 +2025-06-12 12:24:41,440 - pyskl - INFO - Epoch [118][1900/3940] lr: 2.789e-03, eta: 16:14:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 2.0710, loss: 2.0710 +2025-06-12 12:25:27,077 - pyskl - INFO - Epoch [118][2000/3940] lr: 2.784e-03, eta: 16:13:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.9841, loss: 1.9841 +2025-06-12 12:26:12,576 - pyskl - INFO - Epoch [118][2100/3940] lr: 2.780e-03, eta: 16:13:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 2.0940, loss: 2.0940 +2025-06-12 12:26:57,990 - pyskl - INFO - Epoch [118][2200/3940] lr: 2.776e-03, eta: 16:12:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 2.0241, loss: 2.0241 +2025-06-12 12:27:43,507 - pyskl - INFO - Epoch [118][2300/3940] lr: 2.772e-03, eta: 16:11:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 2.0076, loss: 2.0076 +2025-06-12 12:28:28,991 - pyskl - INFO - Epoch [118][2400/3940] lr: 2.768e-03, eta: 16:10:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.9978, loss: 1.9978 +2025-06-12 12:29:14,507 - pyskl - INFO - Epoch [118][2500/3940] lr: 2.764e-03, eta: 16:10:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 1.9760, loss: 1.9760 +2025-06-12 12:29:59,966 - pyskl - INFO - Epoch [118][2600/3940] lr: 2.759e-03, eta: 16:09:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.0341, loss: 2.0341 +2025-06-12 12:30:45,404 - pyskl - INFO - Epoch [118][2700/3940] lr: 2.755e-03, eta: 16:08:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9919, loss_cls: 2.0893, loss: 2.0893 +2025-06-12 12:31:30,857 - pyskl - INFO - Epoch [118][2800/3940] lr: 2.751e-03, eta: 16:07:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.8969, loss: 1.8969 +2025-06-12 12:32:16,311 - pyskl - INFO - Epoch [118][2900/3940] lr: 2.747e-03, eta: 16:06:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.0272, loss: 2.0272 +2025-06-12 12:33:01,763 - pyskl - INFO - Epoch [118][3000/3940] lr: 2.743e-03, eta: 16:06:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.0132, loss: 2.0132 +2025-06-12 12:33:47,140 - pyskl - INFO - Epoch [118][3100/3940] lr: 2.739e-03, eta: 16:05:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.0858, loss: 2.0858 +2025-06-12 12:34:32,562 - pyskl - INFO - Epoch [118][3200/3940] lr: 2.734e-03, eta: 16:04:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 2.0411, loss: 2.0411 +2025-06-12 12:35:18,099 - pyskl - INFO - Epoch [118][3300/3940] lr: 2.730e-03, eta: 16:03:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 1.9332, loss: 1.9332 +2025-06-12 12:36:03,721 - pyskl - INFO - Epoch [118][3400/3940] lr: 2.726e-03, eta: 16:03:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 2.0166, loss: 2.0166 +2025-06-12 12:36:49,289 - pyskl - INFO - Epoch [118][3500/3940] lr: 2.722e-03, eta: 16:02:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.0315, loss: 2.0315 +2025-06-12 12:37:34,715 - pyskl - INFO - Epoch [118][3600/3940] lr: 2.718e-03, eta: 16:01:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9931, loss_cls: 2.0819, loss: 2.0819 +2025-06-12 12:38:20,203 - pyskl - INFO - Epoch [118][3700/3940] lr: 2.714e-03, eta: 16:00:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.9185, loss: 1.9185 +2025-06-12 12:39:05,677 - pyskl - INFO - Epoch [118][3800/3940] lr: 2.710e-03, eta: 16:00:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.9691, loss: 1.9691 +2025-06-12 12:39:51,118 - pyskl - INFO - Epoch [118][3900/3940] lr: 2.706e-03, eta: 15:59:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.0096, loss: 2.0096 +2025-06-12 12:40:09,543 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-06-12 12:43:42,773 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 12:43:43,240 - pyskl - INFO - +top1_acc 0.8465 +top5_acc 0.9718 +2025-06-12 12:43:43,257 - pyskl - INFO - Epoch(val) [118][3183] top1_acc: 0.8465, top5_acc: 0.9718 +2025-06-12 12:44:52,221 - pyskl - INFO - Epoch [119][100/3940] lr: 2.700e-03, eta: 15:58:19, time: 0.690, data_time: 0.234, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9938, loss_cls: 2.0890, loss: 2.0890 +2025-06-12 12:45:37,694 - pyskl - INFO - Epoch [119][200/3940] lr: 2.696e-03, eta: 15:57:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.0566, loss: 2.0566 +2025-06-12 12:46:23,129 - pyskl - INFO - Epoch [119][300/3940] lr: 2.692e-03, eta: 15:56:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 2.0180, loss: 2.0180 +2025-06-12 12:47:08,545 - pyskl - INFO - Epoch [119][400/3940] lr: 2.687e-03, eta: 15:56:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.9484, loss: 1.9484 +2025-06-12 12:47:53,933 - pyskl - INFO - Epoch [119][500/3940] lr: 2.683e-03, eta: 15:55:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.9810, loss: 1.9810 +2025-06-12 12:48:39,352 - pyskl - INFO - Epoch [119][600/3940] lr: 2.679e-03, eta: 15:54:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.9180, loss: 1.9180 +2025-06-12 12:49:24,733 - pyskl - INFO - Epoch [119][700/3940] lr: 2.675e-03, eta: 15:53:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 1.9126, loss: 1.9126 +2025-06-12 12:50:10,082 - pyskl - INFO - Epoch [119][800/3940] lr: 2.671e-03, eta: 15:52:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.9475, loss: 1.9475 +2025-06-12 12:50:55,458 - pyskl - INFO - Epoch [119][900/3940] lr: 2.667e-03, eta: 15:52:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.9858, loss: 1.9858 +2025-06-12 12:51:40,851 - pyskl - INFO - Epoch [119][1000/3940] lr: 2.663e-03, eta: 15:51:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.9283, loss: 1.9283 +2025-06-12 12:52:26,381 - pyskl - INFO - Epoch [119][1100/3940] lr: 2.659e-03, eta: 15:50:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.9952, loss: 1.9952 +2025-06-12 12:53:11,677 - pyskl - INFO - Epoch [119][1200/3940] lr: 2.655e-03, eta: 15:49:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 1.9858, loss: 1.9858 +2025-06-12 12:53:56,976 - pyskl - INFO - Epoch [119][1300/3940] lr: 2.650e-03, eta: 15:49:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 1.9275, loss: 1.9275 +2025-06-12 12:54:42,323 - pyskl - INFO - Epoch [119][1400/3940] lr: 2.646e-03, eta: 15:48:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.9099, loss: 1.9099 +2025-06-12 12:55:27,925 - pyskl - INFO - Epoch [119][1500/3940] lr: 2.642e-03, eta: 15:47:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.8968, loss: 1.8968 +2025-06-12 12:56:13,475 - pyskl - INFO - Epoch [119][1600/3940] lr: 2.638e-03, eta: 15:46:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.9268, loss: 1.9268 +2025-06-12 12:56:58,722 - pyskl - INFO - Epoch [119][1700/3940] lr: 2.634e-03, eta: 15:46:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.9798, loss: 1.9798 +2025-06-12 12:57:44,060 - pyskl - INFO - Epoch [119][1800/3940] lr: 2.630e-03, eta: 15:45:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 2.0443, loss: 2.0443 +2025-06-12 12:58:29,287 - pyskl - INFO - Epoch [119][1900/3940] lr: 2.626e-03, eta: 15:44:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.9960, loss: 1.9960 +2025-06-12 12:59:14,629 - pyskl - INFO - Epoch [119][2000/3940] lr: 2.622e-03, eta: 15:43:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.9974, loss: 1.9974 +2025-06-12 12:59:59,875 - pyskl - INFO - Epoch [119][2100/3940] lr: 2.618e-03, eta: 15:43:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.0084, loss: 2.0084 +2025-06-12 13:00:45,415 - pyskl - INFO - Epoch [119][2200/3940] lr: 2.614e-03, eta: 15:42:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9994, loss_cls: 1.9322, loss: 1.9322 +2025-06-12 13:01:30,957 - pyskl - INFO - Epoch [119][2300/3940] lr: 2.610e-03, eta: 15:41:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.9417, loss: 1.9417 +2025-06-12 13:02:16,353 - pyskl - INFO - Epoch [119][2400/3940] lr: 2.606e-03, eta: 15:40:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.9852, loss: 1.9852 +2025-06-12 13:03:01,766 - pyskl - INFO - Epoch [119][2500/3940] lr: 2.602e-03, eta: 15:40:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.0630, loss: 2.0630 +2025-06-12 13:03:47,326 - pyskl - INFO - Epoch [119][2600/3940] lr: 2.598e-03, eta: 15:39:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.9970, loss: 1.9970 +2025-06-12 13:04:32,804 - pyskl - INFO - Epoch [119][2700/3940] lr: 2.593e-03, eta: 15:38:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.9696, loss: 1.9696 +2025-06-12 13:05:18,227 - pyskl - INFO - Epoch [119][2800/3940] lr: 2.589e-03, eta: 15:37:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 2.0088, loss: 2.0088 +2025-06-12 13:06:03,677 - pyskl - INFO - Epoch [119][2900/3940] lr: 2.585e-03, eta: 15:36:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.9060, loss: 1.9060 +2025-06-12 13:06:49,061 - pyskl - INFO - Epoch [119][3000/3940] lr: 2.581e-03, eta: 15:36:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.9882, loss: 1.9882 +2025-06-12 13:07:34,446 - pyskl - INFO - Epoch [119][3100/3940] lr: 2.577e-03, eta: 15:35:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 1.9705, loss: 1.9705 +2025-06-12 13:08:19,873 - pyskl - INFO - Epoch [119][3200/3940] lr: 2.573e-03, eta: 15:34:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.0143, loss: 2.0143 +2025-06-12 13:09:05,264 - pyskl - INFO - Epoch [119][3300/3940] lr: 2.569e-03, eta: 15:33:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.9634, loss: 1.9634 +2025-06-12 13:09:50,802 - pyskl - INFO - Epoch [119][3400/3940] lr: 2.565e-03, eta: 15:33:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 1.9272, loss: 1.9272 +2025-06-12 13:10:36,257 - pyskl - INFO - Epoch [119][3500/3940] lr: 2.561e-03, eta: 15:32:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9938, loss_cls: 1.9929, loss: 1.9929 +2025-06-12 13:11:21,708 - pyskl - INFO - Epoch [119][3600/3940] lr: 2.557e-03, eta: 15:31:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9925, loss_cls: 1.9890, loss: 1.9890 +2025-06-12 13:12:07,242 - pyskl - INFO - Epoch [119][3700/3940] lr: 2.553e-03, eta: 15:30:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.9418, loss: 1.9418 +2025-06-12 13:12:52,862 - pyskl - INFO - Epoch [119][3800/3940] lr: 2.549e-03, eta: 15:30:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.9107, loss: 1.9107 +2025-06-12 13:13:38,297 - pyskl - INFO - Epoch [119][3900/3940] lr: 2.545e-03, eta: 15:29:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.8213, loss: 1.8213 +2025-06-12 13:13:56,726 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-06-12 13:17:29,776 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 13:17:30,241 - pyskl - INFO - +top1_acc 0.8552 +top5_acc 0.9747 +2025-06-12 13:17:30,296 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_115.pth was removed +2025-06-12 13:17:31,313 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2025-06-12 13:17:31,315 - pyskl - INFO - Best top1_acc is 0.8552 at 119 epoch. +2025-06-12 13:17:31,331 - pyskl - INFO - Epoch(val) [119][3183] top1_acc: 0.8552, top5_acc: 0.9747 +2025-06-12 13:18:40,640 - pyskl - INFO - Epoch [120][100/3940] lr: 2.539e-03, eta: 15:28:20, time: 0.693, data_time: 0.237, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.9513, loss: 1.9513 +2025-06-12 13:19:26,174 - pyskl - INFO - Epoch [120][200/3940] lr: 2.535e-03, eta: 15:27:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.9026, loss: 1.9026 +2025-06-12 13:20:11,746 - pyskl - INFO - Epoch [120][300/3940] lr: 2.531e-03, eta: 15:26:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.9407, loss: 1.9407 +2025-06-12 13:20:57,303 - pyskl - INFO - Epoch [120][400/3940] lr: 2.527e-03, eta: 15:26:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.8878, loss: 1.8878 +2025-06-12 13:21:42,777 - pyskl - INFO - Epoch [120][500/3940] lr: 2.523e-03, eta: 15:25:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.8985, loss: 1.8985 +2025-06-12 13:22:28,253 - pyskl - INFO - Epoch [120][600/3940] lr: 2.519e-03, eta: 15:24:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.9960, loss: 1.9960 +2025-06-12 13:23:13,790 - pyskl - INFO - Epoch [120][700/3940] lr: 2.515e-03, eta: 15:23:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.9030, loss: 1.9030 +2025-06-12 13:23:59,367 - pyskl - INFO - Epoch [120][800/3940] lr: 2.511e-03, eta: 15:23:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.8348, loss: 1.8348 +2025-06-12 13:24:44,910 - pyskl - INFO - Epoch [120][900/3940] lr: 2.507e-03, eta: 15:22:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.8775, loss: 1.8775 +2025-06-12 13:25:30,469 - pyskl - INFO - Epoch [120][1000/3940] lr: 2.503e-03, eta: 15:21:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.0248, loss: 2.0248 +2025-06-12 13:26:15,957 - pyskl - INFO - Epoch [120][1100/3940] lr: 2.499e-03, eta: 15:20:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.9746, loss: 1.9746 +2025-06-12 13:27:01,472 - pyskl - INFO - Epoch [120][1200/3940] lr: 2.495e-03, eta: 15:19:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.9144, loss: 1.9144 +2025-06-12 13:27:46,940 - pyskl - INFO - Epoch [120][1300/3940] lr: 2.491e-03, eta: 15:19:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 1.8729, loss: 1.8729 +2025-06-12 13:28:32,434 - pyskl - INFO - Epoch [120][1400/3940] lr: 2.487e-03, eta: 15:18:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.9121, loss: 1.9121 +2025-06-12 13:29:17,892 - pyskl - INFO - Epoch [120][1500/3940] lr: 2.483e-03, eta: 15:17:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.9218, loss: 1.9218 +2025-06-12 13:30:03,441 - pyskl - INFO - Epoch [120][1600/3940] lr: 2.479e-03, eta: 15:16:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.8561, loss: 1.8561 +2025-06-12 13:30:48,956 - pyskl - INFO - Epoch [120][1700/3940] lr: 2.476e-03, eta: 15:16:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.9411, loss: 1.9411 +2025-06-12 13:31:34,440 - pyskl - INFO - Epoch [120][1800/3940] lr: 2.472e-03, eta: 15:15:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.9379, loss: 1.9379 +2025-06-12 13:32:19,851 - pyskl - INFO - Epoch [120][1900/3940] lr: 2.468e-03, eta: 15:14:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.9402, loss: 1.9402 +2025-06-12 13:33:05,215 - pyskl - INFO - Epoch [120][2000/3940] lr: 2.464e-03, eta: 15:13:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 1.9464, loss: 1.9464 +2025-06-12 13:33:50,685 - pyskl - INFO - Epoch [120][2100/3940] lr: 2.460e-03, eta: 15:13:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 2.0152, loss: 2.0152 +2025-06-12 13:34:36,228 - pyskl - INFO - Epoch [120][2200/3940] lr: 2.456e-03, eta: 15:12:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 1.9434, loss: 1.9434 +2025-06-12 13:35:21,778 - pyskl - INFO - Epoch [120][2300/3940] lr: 2.452e-03, eta: 15:11:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.9339, loss: 1.9339 +2025-06-12 13:36:07,269 - pyskl - INFO - Epoch [120][2400/3940] lr: 2.448e-03, eta: 15:10:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 2.0312, loss: 2.0312 +2025-06-12 13:36:52,743 - pyskl - INFO - Epoch [120][2500/3940] lr: 2.444e-03, eta: 15:10:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 2.0342, loss: 2.0342 +2025-06-12 13:37:38,183 - pyskl - INFO - Epoch [120][2600/3940] lr: 2.440e-03, eta: 15:09:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 1.9766, loss: 1.9766 +2025-06-12 13:38:23,604 - pyskl - INFO - Epoch [120][2700/3940] lr: 2.436e-03, eta: 15:08:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.9504, loss: 1.9504 +2025-06-12 13:39:08,960 - pyskl - INFO - Epoch [120][2800/3940] lr: 2.432e-03, eta: 15:07:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.9383, loss: 1.9383 +2025-06-12 13:39:54,447 - pyskl - INFO - Epoch [120][2900/3940] lr: 2.428e-03, eta: 15:07:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 1.9681, loss: 1.9681 +2025-06-12 13:40:39,913 - pyskl - INFO - Epoch [120][3000/3940] lr: 2.424e-03, eta: 15:06:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.9888, loss: 1.9888 +2025-06-12 13:41:25,386 - pyskl - INFO - Epoch [120][3100/3940] lr: 2.420e-03, eta: 15:05:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.9791, loss: 1.9791 +2025-06-12 13:42:10,896 - pyskl - INFO - Epoch [120][3200/3940] lr: 2.416e-03, eta: 15:04:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.9695, loss: 1.9695 +2025-06-12 13:42:56,334 - pyskl - INFO - Epoch [120][3300/3940] lr: 2.412e-03, eta: 15:03:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.9054, loss: 1.9054 +2025-06-12 13:43:41,764 - pyskl - INFO - Epoch [120][3400/3940] lr: 2.408e-03, eta: 15:03:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.9695, loss: 1.9695 +2025-06-12 13:44:27,245 - pyskl - INFO - Epoch [120][3500/3940] lr: 2.405e-03, eta: 15:02:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.9675, loss: 1.9675 +2025-06-12 13:45:12,738 - pyskl - INFO - Epoch [120][3600/3940] lr: 2.401e-03, eta: 15:01:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 2.0402, loss: 2.0402 +2025-06-12 13:45:58,221 - pyskl - INFO - Epoch [120][3700/3940] lr: 2.397e-03, eta: 15:00:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.0296, loss: 2.0296 +2025-06-12 13:46:43,702 - pyskl - INFO - Epoch [120][3800/3940] lr: 2.393e-03, eta: 15:00:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.8798, loss: 1.8798 +2025-06-12 13:47:29,208 - pyskl - INFO - Epoch [120][3900/3940] lr: 2.389e-03, eta: 14:59:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.0384, loss: 2.0384 +2025-06-12 13:47:47,666 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-06-12 14:05:27,719 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 14:05:28,203 - pyskl - INFO - +top1_acc 0.8431 +top5_acc 0.9730 +2025-06-12 14:05:28,221 - pyskl - INFO - Epoch(val) [120][3183] top1_acc: 0.8431, top5_acc: 0.9730 +2025-06-12 14:06:37,759 - pyskl - INFO - Epoch [121][100/3940] lr: 2.383e-03, eta: 14:58:21, time: 0.695, data_time: 0.238, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.0048, loss: 2.0048 +2025-06-12 14:07:23,294 - pyskl - INFO - Epoch [121][200/3940] lr: 2.380e-03, eta: 14:57:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.9033, loss: 1.9033 +2025-06-12 14:08:08,846 - pyskl - INFO - Epoch [121][300/3940] lr: 2.376e-03, eta: 14:56:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.9119, loss: 1.9119 +2025-06-12 14:08:54,345 - pyskl - INFO - Epoch [121][400/3940] lr: 2.372e-03, eta: 14:56:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.9240, loss: 1.9240 +2025-06-12 14:09:39,976 - pyskl - INFO - Epoch [121][500/3940] lr: 2.368e-03, eta: 14:55:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.8977, loss: 1.8977 +2025-06-12 14:10:25,524 - pyskl - INFO - Epoch [121][600/3940] lr: 2.364e-03, eta: 14:54:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9950, loss_cls: 1.8568, loss: 1.8568 +2025-06-12 14:11:11,075 - pyskl - INFO - Epoch [121][700/3940] lr: 2.360e-03, eta: 14:53:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.9432, loss: 1.9432 +2025-06-12 14:11:56,723 - pyskl - INFO - Epoch [121][800/3940] lr: 2.356e-03, eta: 14:53:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.9439, loss: 1.9439 +2025-06-12 14:12:42,464 - pyskl - INFO - Epoch [121][900/3940] lr: 2.352e-03, eta: 14:52:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.9038, loss: 1.9038 +2025-06-12 14:13:28,229 - pyskl - INFO - Epoch [121][1000/3940] lr: 2.348e-03, eta: 14:51:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.9064, loss: 1.9064 +2025-06-12 14:14:13,999 - pyskl - INFO - Epoch [121][1100/3940] lr: 2.345e-03, eta: 14:50:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.7842, loss: 1.7842 +2025-06-12 14:14:59,686 - pyskl - INFO - Epoch [121][1200/3940] lr: 2.341e-03, eta: 14:49:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 1.8782, loss: 1.8782 +2025-06-12 14:15:45,518 - pyskl - INFO - Epoch [121][1300/3940] lr: 2.337e-03, eta: 14:49:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9956, loss_cls: 1.9180, loss: 1.9180 +2025-06-12 14:16:31,282 - pyskl - INFO - Epoch [121][1400/3940] lr: 2.333e-03, eta: 14:48:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.8467, loss: 1.8467 +2025-06-12 14:17:16,903 - pyskl - INFO - Epoch [121][1500/3940] lr: 2.329e-03, eta: 14:47:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.8672, loss: 1.8672 +2025-06-12 14:18:02,462 - pyskl - INFO - Epoch [121][1600/3940] lr: 2.325e-03, eta: 14:46:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.9052, loss: 1.9052 +2025-06-12 14:18:48,014 - pyskl - INFO - Epoch [121][1700/3940] lr: 2.321e-03, eta: 14:46:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.8654, loss: 1.8654 +2025-06-12 14:19:33,442 - pyskl - INFO - Epoch [121][1800/3940] lr: 2.317e-03, eta: 14:45:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.8304, loss: 1.8304 +2025-06-12 14:20:18,913 - pyskl - INFO - Epoch [121][1900/3940] lr: 2.314e-03, eta: 14:44:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.8751, loss: 1.8751 +2025-06-12 14:21:04,358 - pyskl - INFO - Epoch [121][2000/3940] lr: 2.310e-03, eta: 14:43:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 1.9104, loss: 1.9104 +2025-06-12 14:21:49,736 - pyskl - INFO - Epoch [121][2100/3940] lr: 2.306e-03, eta: 14:43:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.9409, loss: 1.9409 +2025-06-12 14:22:35,158 - pyskl - INFO - Epoch [121][2200/3940] lr: 2.302e-03, eta: 14:42:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.8994, loss: 1.8994 +2025-06-12 14:23:20,354 - pyskl - INFO - Epoch [121][2300/3940] lr: 2.298e-03, eta: 14:41:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 1.7996, loss: 1.7996 +2025-06-12 14:24:05,802 - pyskl - INFO - Epoch [121][2400/3940] lr: 2.294e-03, eta: 14:40:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.9420, loss: 1.9420 +2025-06-12 14:24:51,283 - pyskl - INFO - Epoch [121][2500/3940] lr: 2.291e-03, eta: 14:40:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.8648, loss: 1.8648 +2025-06-12 14:25:36,707 - pyskl - INFO - Epoch [121][2600/3940] lr: 2.287e-03, eta: 14:39:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.9051, loss: 1.9051 +2025-06-12 14:26:21,993 - pyskl - INFO - Epoch [121][2700/3940] lr: 2.283e-03, eta: 14:38:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.8885, loss: 1.8885 +2025-06-12 14:27:07,415 - pyskl - INFO - Epoch [121][2800/3940] lr: 2.279e-03, eta: 14:37:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.8585, loss: 1.8585 +2025-06-12 14:27:52,864 - pyskl - INFO - Epoch [121][2900/3940] lr: 2.275e-03, eta: 14:37:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9950, loss_cls: 1.8233, loss: 1.8233 +2025-06-12 14:28:38,264 - pyskl - INFO - Epoch [121][3000/3940] lr: 2.271e-03, eta: 14:36:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.9153, loss: 1.9153 +2025-06-12 14:29:23,678 - pyskl - INFO - Epoch [121][3100/3940] lr: 2.268e-03, eta: 14:35:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.9341, loss: 1.9341 +2025-06-12 14:30:09,190 - pyskl - INFO - Epoch [121][3200/3940] lr: 2.264e-03, eta: 14:34:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.8550, loss: 1.8550 +2025-06-12 14:30:54,579 - pyskl - INFO - Epoch [121][3300/3940] lr: 2.260e-03, eta: 14:34:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.8675, loss: 1.8675 +2025-06-12 14:31:40,094 - pyskl - INFO - Epoch [121][3400/3940] lr: 2.256e-03, eta: 14:33:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.7995, loss: 1.7995 +2025-06-12 14:32:25,533 - pyskl - INFO - Epoch [121][3500/3940] lr: 2.252e-03, eta: 14:32:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.9063, loss: 1.9063 +2025-06-12 14:33:11,125 - pyskl - INFO - Epoch [121][3600/3940] lr: 2.249e-03, eta: 14:31:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.8951, loss: 1.8951 +2025-06-12 14:33:56,554 - pyskl - INFO - Epoch [121][3700/3940] lr: 2.245e-03, eta: 14:30:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.9386, loss: 1.9386 +2025-06-12 14:34:42,079 - pyskl - INFO - Epoch [121][3800/3940] lr: 2.241e-03, eta: 14:30:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.8371, loss: 1.8371 +2025-06-12 14:35:27,529 - pyskl - INFO - Epoch [121][3900/3940] lr: 2.237e-03, eta: 14:29:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9988, loss_cls: 2.0274, loss: 2.0274 +2025-06-12 14:35:46,060 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-06-12 14:39:19,942 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 14:39:20,414 - pyskl - INFO - +top1_acc 0.8601 +top5_acc 0.9765 +2025-06-12 14:39:20,474 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_119.pth was removed +2025-06-12 14:39:21,538 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2025-06-12 14:39:21,540 - pyskl - INFO - Best top1_acc is 0.8601 at 121 epoch. +2025-06-12 14:39:21,559 - pyskl - INFO - Epoch(val) [121][3183] top1_acc: 0.8601, top5_acc: 0.9765 +2025-06-12 14:40:31,264 - pyskl - INFO - Epoch [122][100/3940] lr: 2.232e-03, eta: 14:28:23, time: 0.697, data_time: 0.240, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 1.9150, loss: 1.9150 +2025-06-12 14:41:16,909 - pyskl - INFO - Epoch [122][200/3940] lr: 2.228e-03, eta: 14:27:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.8599, loss: 1.8599 +2025-06-12 14:42:02,479 - pyskl - INFO - Epoch [122][300/3940] lr: 2.224e-03, eta: 14:26:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.8606, loss: 1.8606 +2025-06-12 14:42:48,086 - pyskl - INFO - Epoch [122][400/3940] lr: 2.221e-03, eta: 14:26:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9956, loss_cls: 1.8422, loss: 1.8422 +2025-06-12 14:43:33,701 - pyskl - INFO - Epoch [122][500/3940] lr: 2.217e-03, eta: 14:25:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.8262, loss: 1.8262 +2025-06-12 14:44:19,311 - pyskl - INFO - Epoch [122][600/3940] lr: 2.213e-03, eta: 14:24:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.8033, loss: 1.8033 +2025-06-12 14:45:04,758 - pyskl - INFO - Epoch [122][700/3940] lr: 2.209e-03, eta: 14:23:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.8705, loss: 1.8705 +2025-06-12 14:45:50,160 - pyskl - INFO - Epoch [122][800/3940] lr: 2.205e-03, eta: 14:23:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.8619, loss: 1.8619 +2025-06-12 14:46:35,592 - pyskl - INFO - Epoch [122][900/3940] lr: 2.202e-03, eta: 14:22:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9956, loss_cls: 1.8547, loss: 1.8547 +2025-06-12 14:47:21,186 - pyskl - INFO - Epoch [122][1000/3940] lr: 2.198e-03, eta: 14:21:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.8022, loss: 1.8022 +2025-06-12 14:48:06,603 - pyskl - INFO - Epoch [122][1100/3940] lr: 2.194e-03, eta: 14:20:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.8461, loss: 1.8461 +2025-06-12 14:48:51,980 - pyskl - INFO - Epoch [122][1200/3940] lr: 2.190e-03, eta: 14:20:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.8346, loss: 1.8346 +2025-06-12 14:49:37,385 - pyskl - INFO - Epoch [122][1300/3940] lr: 2.187e-03, eta: 14:19:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 1.8721, loss: 1.8721 +2025-06-12 14:50:22,707 - pyskl - INFO - Epoch [122][1400/3940] lr: 2.183e-03, eta: 14:18:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.8286, loss: 1.8286 +2025-06-12 14:51:08,010 - pyskl - INFO - Epoch [122][1500/3940] lr: 2.179e-03, eta: 14:17:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.8800, loss: 1.8800 +2025-06-12 14:51:53,251 - pyskl - INFO - Epoch [122][1600/3940] lr: 2.175e-03, eta: 14:16:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.8139, loss: 1.8139 +2025-06-12 14:52:38,571 - pyskl - INFO - Epoch [122][1700/3940] lr: 2.172e-03, eta: 14:16:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.7978, loss: 1.7978 +2025-06-12 14:53:23,884 - pyskl - INFO - Epoch [122][1800/3940] lr: 2.168e-03, eta: 14:15:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.7632, loss: 1.7632 +2025-06-12 14:54:09,295 - pyskl - INFO - Epoch [122][1900/3940] lr: 2.164e-03, eta: 14:14:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.8459, loss: 1.8459 +2025-06-12 14:54:54,724 - pyskl - INFO - Epoch [122][2000/3940] lr: 2.160e-03, eta: 14:13:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.8255, loss: 1.8255 +2025-06-12 14:55:40,154 - pyskl - INFO - Epoch [122][2100/3940] lr: 2.157e-03, eta: 14:13:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.8929, loss: 1.8929 +2025-06-12 14:56:25,561 - pyskl - INFO - Epoch [122][2200/3940] lr: 2.153e-03, eta: 14:12:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.9151, loss: 1.9151 +2025-06-12 14:57:11,073 - pyskl - INFO - Epoch [122][2300/3940] lr: 2.149e-03, eta: 14:11:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 1.9262, loss: 1.9262 +2025-06-12 14:57:57,026 - pyskl - INFO - Epoch [122][2400/3940] lr: 2.145e-03, eta: 14:10:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.9089, loss: 1.9089 +2025-06-12 14:58:42,747 - pyskl - INFO - Epoch [122][2500/3940] lr: 2.142e-03, eta: 14:10:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.8236, loss: 1.8236 +2025-06-12 14:59:28,263 - pyskl - INFO - Epoch [122][2600/3940] lr: 2.138e-03, eta: 14:09:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.8316, loss: 1.8316 +2025-06-12 15:00:13,903 - pyskl - INFO - Epoch [122][2700/3940] lr: 2.134e-03, eta: 14:08:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.8489, loss: 1.8489 +2025-06-12 15:00:59,477 - pyskl - INFO - Epoch [122][2800/3940] lr: 2.131e-03, eta: 14:07:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.8584, loss: 1.8584 +2025-06-12 15:01:45,053 - pyskl - INFO - Epoch [122][2900/3940] lr: 2.127e-03, eta: 14:07:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.8479, loss: 1.8479 +2025-06-12 15:02:30,869 - pyskl - INFO - Epoch [122][3000/3940] lr: 2.123e-03, eta: 14:06:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.8593, loss: 1.8593 +2025-06-12 15:03:16,541 - pyskl - INFO - Epoch [122][3100/3940] lr: 2.120e-03, eta: 14:05:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9950, loss_cls: 1.9335, loss: 1.9335 +2025-06-12 15:04:02,091 - pyskl - INFO - Epoch [122][3200/3940] lr: 2.116e-03, eta: 14:04:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 1.9019, loss: 1.9019 +2025-06-12 15:04:47,672 - pyskl - INFO - Epoch [122][3300/3940] lr: 2.112e-03, eta: 14:04:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 1.9042, loss: 1.9042 +2025-06-12 15:05:33,274 - pyskl - INFO - Epoch [122][3400/3940] lr: 2.108e-03, eta: 14:03:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.9081, loss: 1.9081 +2025-06-12 15:06:18,789 - pyskl - INFO - Epoch [122][3500/3940] lr: 2.105e-03, eta: 14:02:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9944, loss_cls: 1.8757, loss: 1.8757 +2025-06-12 15:07:04,305 - pyskl - INFO - Epoch [122][3600/3940] lr: 2.101e-03, eta: 14:01:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.8613, loss: 1.8613 +2025-06-12 15:07:49,853 - pyskl - INFO - Epoch [122][3700/3940] lr: 2.097e-03, eta: 14:00:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.8805, loss: 1.8805 +2025-06-12 15:08:35,371 - pyskl - INFO - Epoch [122][3800/3940] lr: 2.094e-03, eta: 14:00:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 1.7880, loss: 1.7880 +2025-06-12 15:09:20,990 - pyskl - INFO - Epoch [122][3900/3940] lr: 2.090e-03, eta: 13:59:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.8687, loss: 1.8687 +2025-06-12 15:09:39,471 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-06-12 15:13:13,686 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 15:13:14,149 - pyskl - INFO - +top1_acc 0.8560 +top5_acc 0.9748 +2025-06-12 15:13:14,165 - pyskl - INFO - Epoch(val) [122][3183] top1_acc: 0.8560, top5_acc: 0.9748 +2025-06-12 15:14:25,168 - pyskl - INFO - Epoch [123][100/3940] lr: 2.085e-03, eta: 13:58:26, time: 0.710, data_time: 0.250, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.8117, loss: 1.8117 +2025-06-12 15:15:11,325 - pyskl - INFO - Epoch [123][200/3940] lr: 2.081e-03, eta: 13:57:40, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.7462, loss: 1.7462 +2025-06-12 15:15:57,355 - pyskl - INFO - Epoch [123][300/3940] lr: 2.078e-03, eta: 13:56:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.7826, loss: 1.7826 +2025-06-12 15:16:43,259 - pyskl - INFO - Epoch [123][400/3940] lr: 2.074e-03, eta: 13:56:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7377, loss: 1.7377 +2025-06-12 15:17:29,189 - pyskl - INFO - Epoch [123][500/3940] lr: 2.070e-03, eta: 13:55:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 1.8132, loss: 1.8132 +2025-06-12 15:18:14,766 - pyskl - INFO - Epoch [123][600/3940] lr: 2.067e-03, eta: 13:54:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.7559, loss: 1.7559 +2025-06-12 15:19:00,188 - pyskl - INFO - Epoch [123][700/3940] lr: 2.063e-03, eta: 13:53:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.7271, loss: 1.7271 +2025-06-12 15:19:45,633 - pyskl - INFO - Epoch [123][800/3940] lr: 2.059e-03, eta: 13:53:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.8076, loss: 1.8076 +2025-06-12 15:20:31,166 - pyskl - INFO - Epoch [123][900/3940] lr: 2.056e-03, eta: 13:52:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9962, loss_cls: 1.7772, loss: 1.7772 +2025-06-12 15:21:16,704 - pyskl - INFO - Epoch [123][1000/3940] lr: 2.052e-03, eta: 13:51:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.7680, loss: 1.7680 +2025-06-12 15:22:02,233 - pyskl - INFO - Epoch [123][1100/3940] lr: 2.048e-03, eta: 13:50:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.8175, loss: 1.8175 +2025-06-12 15:22:47,835 - pyskl - INFO - Epoch [123][1200/3940] lr: 2.045e-03, eta: 13:50:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.7773, loss: 1.7773 +2025-06-12 15:23:33,480 - pyskl - INFO - Epoch [123][1300/3940] lr: 2.041e-03, eta: 13:49:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.8279, loss: 1.8279 +2025-06-12 15:24:19,016 - pyskl - INFO - Epoch [123][1400/3940] lr: 2.037e-03, eta: 13:48:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.7243, loss: 1.7243 +2025-06-12 15:25:04,516 - pyskl - INFO - Epoch [123][1500/3940] lr: 2.034e-03, eta: 13:47:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 1.8077, loss: 1.8077 +2025-06-12 15:25:50,010 - pyskl - INFO - Epoch [123][1600/3940] lr: 2.030e-03, eta: 13:47:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.7953, loss: 1.7953 +2025-06-12 15:26:35,636 - pyskl - INFO - Epoch [123][1700/3940] lr: 2.026e-03, eta: 13:46:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 1.8518, loss: 1.8518 +2025-06-12 15:27:21,353 - pyskl - INFO - Epoch [123][1800/3940] lr: 2.023e-03, eta: 13:45:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.7685, loss: 1.7685 +2025-06-12 15:28:06,897 - pyskl - INFO - Epoch [123][1900/3940] lr: 2.019e-03, eta: 13:44:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.7141, loss: 1.7141 +2025-06-12 15:28:52,465 - pyskl - INFO - Epoch [123][2000/3940] lr: 2.016e-03, eta: 13:43:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.8640, loss: 1.8640 +2025-06-12 15:29:38,040 - pyskl - INFO - Epoch [123][2100/3940] lr: 2.012e-03, eta: 13:43:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.8151, loss: 1.8151 +2025-06-12 15:30:23,589 - pyskl - INFO - Epoch [123][2200/3940] lr: 2.008e-03, eta: 13:42:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.8795, loss: 1.8795 +2025-06-12 15:31:09,175 - pyskl - INFO - Epoch [123][2300/3940] lr: 2.005e-03, eta: 13:41:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.7894, loss: 1.7894 +2025-06-12 15:31:54,862 - pyskl - INFO - Epoch [123][2400/3940] lr: 2.001e-03, eta: 13:40:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.7786, loss: 1.7786 +2025-06-12 15:32:40,499 - pyskl - INFO - Epoch [123][2500/3940] lr: 1.998e-03, eta: 13:40:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.7594, loss: 1.7594 +2025-06-12 15:33:26,048 - pyskl - INFO - Epoch [123][2600/3940] lr: 1.994e-03, eta: 13:39:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.7857, loss: 1.7857 +2025-06-12 15:34:11,622 - pyskl - INFO - Epoch [123][2700/3940] lr: 1.990e-03, eta: 13:38:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 1.8169, loss: 1.8169 +2025-06-12 15:34:57,388 - pyskl - INFO - Epoch [123][2800/3940] lr: 1.987e-03, eta: 13:37:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.8145, loss: 1.8145 +2025-06-12 15:35:43,021 - pyskl - INFO - Epoch [123][2900/3940] lr: 1.983e-03, eta: 13:37:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.8289, loss: 1.8289 +2025-06-12 15:36:28,642 - pyskl - INFO - Epoch [123][3000/3940] lr: 1.980e-03, eta: 13:36:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.7282, loss: 1.7282 +2025-06-12 15:37:14,246 - pyskl - INFO - Epoch [123][3100/3940] lr: 1.976e-03, eta: 13:35:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.8711, loss: 1.8711 +2025-06-12 15:37:59,857 - pyskl - INFO - Epoch [123][3200/3940] lr: 1.972e-03, eta: 13:34:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 1.7881, loss: 1.7881 +2025-06-12 15:38:45,546 - pyskl - INFO - Epoch [123][3300/3940] lr: 1.969e-03, eta: 13:34:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.8891, loss: 1.8891 +2025-06-12 15:39:31,187 - pyskl - INFO - Epoch [123][3400/3940] lr: 1.965e-03, eta: 13:33:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9962, loss_cls: 1.8455, loss: 1.8455 +2025-06-12 15:40:16,795 - pyskl - INFO - Epoch [123][3500/3940] lr: 1.962e-03, eta: 13:32:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.8827, loss: 1.8827 +2025-06-12 15:41:02,419 - pyskl - INFO - Epoch [123][3600/3940] lr: 1.958e-03, eta: 13:31:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.7535, loss: 1.7535 +2025-06-12 15:41:48,043 - pyskl - INFO - Epoch [123][3700/3940] lr: 1.954e-03, eta: 13:31:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.8482, loss: 1.8482 +2025-06-12 15:42:33,667 - pyskl - INFO - Epoch [123][3800/3940] lr: 1.951e-03, eta: 13:30:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 1.8272, loss: 1.8272 +2025-06-12 15:43:19,237 - pyskl - INFO - Epoch [123][3900/3940] lr: 1.947e-03, eta: 13:29:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.7768, loss: 1.7768 +2025-06-12 15:43:37,821 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-06-12 15:47:12,451 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 15:47:12,919 - pyskl - INFO - +top1_acc 0.8630 +top5_acc 0.9757 +2025-06-12 15:47:12,981 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_121.pth was removed +2025-06-12 15:47:14,052 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2025-06-12 15:47:14,054 - pyskl - INFO - Best top1_acc is 0.8630 at 123 epoch. +2025-06-12 15:47:14,072 - pyskl - INFO - Epoch(val) [123][3183] top1_acc: 0.8630, top5_acc: 0.9757 +2025-06-12 15:48:24,155 - pyskl - INFO - Epoch [124][100/3940] lr: 1.942e-03, eta: 13:28:29, time: 0.701, data_time: 0.244, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.7758, loss: 1.7758 +2025-06-12 15:49:09,691 - pyskl - INFO - Epoch [124][200/3940] lr: 1.939e-03, eta: 13:27:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.7797, loss: 1.7797 +2025-06-12 15:49:55,357 - pyskl - INFO - Epoch [124][300/3940] lr: 1.935e-03, eta: 13:26:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.6979, loss: 1.6979 +2025-06-12 15:50:41,058 - pyskl - INFO - Epoch [124][400/3940] lr: 1.932e-03, eta: 13:26:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.7695, loss: 1.7695 +2025-06-12 15:51:26,585 - pyskl - INFO - Epoch [124][500/3940] lr: 1.928e-03, eta: 13:25:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.7054, loss: 1.7054 +2025-06-12 15:52:12,222 - pyskl - INFO - Epoch [124][600/3940] lr: 1.925e-03, eta: 13:24:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.7818, loss: 1.7818 +2025-06-12 15:52:57,900 - pyskl - INFO - Epoch [124][700/3940] lr: 1.921e-03, eta: 13:23:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.7777, loss: 1.7777 +2025-06-12 15:53:43,498 - pyskl - INFO - Epoch [124][800/3940] lr: 1.918e-03, eta: 13:23:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.7707, loss: 1.7707 +2025-06-12 15:54:29,088 - pyskl - INFO - Epoch [124][900/3940] lr: 1.914e-03, eta: 13:22:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.7356, loss: 1.7356 +2025-06-12 15:55:14,674 - pyskl - INFO - Epoch [124][1000/3940] lr: 1.910e-03, eta: 13:21:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.8359, loss: 1.8359 +2025-06-12 15:56:00,245 - pyskl - INFO - Epoch [124][1100/3940] lr: 1.907e-03, eta: 13:20:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.7473, loss: 1.7473 +2025-06-12 15:56:45,814 - pyskl - INFO - Epoch [124][1200/3940] lr: 1.903e-03, eta: 13:20:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.7681, loss: 1.7681 +2025-06-12 15:57:31,363 - pyskl - INFO - Epoch [124][1300/3940] lr: 1.900e-03, eta: 13:19:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.7907, loss: 1.7907 +2025-06-12 15:58:16,977 - pyskl - INFO - Epoch [124][1400/3940] lr: 1.896e-03, eta: 13:18:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.7246, loss: 1.7246 +2025-06-12 15:59:02,679 - pyskl - INFO - Epoch [124][1500/3940] lr: 1.893e-03, eta: 13:17:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.7096, loss: 1.7096 +2025-06-12 15:59:48,141 - pyskl - INFO - Epoch [124][1600/3940] lr: 1.889e-03, eta: 13:17:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.7768, loss: 1.7768 +2025-06-12 16:00:33,595 - pyskl - INFO - Epoch [124][1700/3940] lr: 1.886e-03, eta: 13:16:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.7670, loss: 1.7670 +2025-06-12 16:01:19,030 - pyskl - INFO - Epoch [124][1800/3940] lr: 1.882e-03, eta: 13:15:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9950, loss_cls: 1.8057, loss: 1.8057 +2025-06-12 16:02:04,632 - pyskl - INFO - Epoch [124][1900/3940] lr: 1.879e-03, eta: 13:14:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.7363, loss: 1.7363 +2025-06-12 16:02:50,258 - pyskl - INFO - Epoch [124][2000/3940] lr: 1.875e-03, eta: 13:14:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.7004, loss: 1.7004 +2025-06-12 16:03:35,864 - pyskl - INFO - Epoch [124][2100/3940] lr: 1.872e-03, eta: 13:13:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.7916, loss: 1.7916 +2025-06-12 16:04:21,497 - pyskl - INFO - Epoch [124][2200/3940] lr: 1.868e-03, eta: 13:12:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.7954, loss: 1.7954 +2025-06-12 16:05:07,091 - pyskl - INFO - Epoch [124][2300/3940] lr: 1.865e-03, eta: 13:11:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.7462, loss: 1.7462 +2025-06-12 16:05:52,618 - pyskl - INFO - Epoch [124][2400/3940] lr: 1.861e-03, eta: 13:10:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6478, loss: 1.6478 +2025-06-12 16:06:38,122 - pyskl - INFO - Epoch [124][2500/3940] lr: 1.858e-03, eta: 13:10:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.7285, loss: 1.7285 +2025-06-12 16:07:23,714 - pyskl - INFO - Epoch [124][2600/3940] lr: 1.854e-03, eta: 13:09:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.6550, loss: 1.6550 +2025-06-12 16:08:09,341 - pyskl - INFO - Epoch [124][2700/3940] lr: 1.851e-03, eta: 13:08:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.8458, loss: 1.8458 +2025-06-12 16:08:55,036 - pyskl - INFO - Epoch [124][2800/3940] lr: 1.847e-03, eta: 13:07:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.8501, loss: 1.8501 +2025-06-12 16:09:40,581 - pyskl - INFO - Epoch [124][2900/3940] lr: 1.844e-03, eta: 13:07:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.6872, loss: 1.6872 +2025-06-12 16:10:26,161 - pyskl - INFO - Epoch [124][3000/3940] lr: 1.840e-03, eta: 13:06:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.8137, loss: 1.8137 +2025-06-12 16:11:11,835 - pyskl - INFO - Epoch [124][3100/3940] lr: 1.837e-03, eta: 13:05:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.7862, loss: 1.7862 +2025-06-12 16:11:57,460 - pyskl - INFO - Epoch [124][3200/3940] lr: 1.834e-03, eta: 13:04:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.7431, loss: 1.7431 +2025-06-12 16:12:43,051 - pyskl - INFO - Epoch [124][3300/3940] lr: 1.830e-03, eta: 13:04:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.7519, loss: 1.7519 +2025-06-12 16:13:28,649 - pyskl - INFO - Epoch [124][3400/3940] lr: 1.827e-03, eta: 13:03:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.8351, loss: 1.8351 +2025-06-12 16:14:14,176 - pyskl - INFO - Epoch [124][3500/3940] lr: 1.823e-03, eta: 13:02:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9956, loss_cls: 1.8693, loss: 1.8693 +2025-06-12 16:14:59,722 - pyskl - INFO - Epoch [124][3600/3940] lr: 1.820e-03, eta: 13:01:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 1.7841, loss: 1.7841 +2025-06-12 16:15:45,289 - pyskl - INFO - Epoch [124][3700/3940] lr: 1.816e-03, eta: 13:01:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.8281, loss: 1.8281 +2025-06-12 16:16:30,872 - pyskl - INFO - Epoch [124][3800/3940] lr: 1.813e-03, eta: 13:00:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.8046, loss: 1.8046 +2025-06-12 16:17:16,473 - pyskl - INFO - Epoch [124][3900/3940] lr: 1.809e-03, eta: 12:59:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 1.8487, loss: 1.8487 +2025-06-12 16:17:34,981 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-06-12 16:21:09,005 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 16:21:09,503 - pyskl - INFO - +top1_acc 0.8621 +top5_acc 0.9745 +2025-06-12 16:21:09,520 - pyskl - INFO - Epoch(val) [124][3183] top1_acc: 0.8621, top5_acc: 0.9745 +2025-06-12 16:22:19,900 - pyskl - INFO - Epoch [125][100/3940] lr: 1.805e-03, eta: 12:58:31, time: 0.704, data_time: 0.246, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.7588, loss: 1.7588 +2025-06-12 16:23:05,731 - pyskl - INFO - Epoch [125][200/3940] lr: 1.801e-03, eta: 12:57:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.7533, loss: 1.7533 +2025-06-12 16:23:51,460 - pyskl - INFO - Epoch [125][300/3940] lr: 1.798e-03, eta: 12:57:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.7617, loss: 1.7617 +2025-06-12 16:24:37,161 - pyskl - INFO - Epoch [125][400/3940] lr: 1.794e-03, eta: 12:56:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.7332, loss: 1.7332 +2025-06-12 16:25:22,772 - pyskl - INFO - Epoch [125][500/3940] lr: 1.791e-03, eta: 12:55:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.7954, loss: 1.7954 +2025-06-12 16:26:08,330 - pyskl - INFO - Epoch [125][600/3940] lr: 1.787e-03, eta: 12:54:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.6397, loss: 1.6397 +2025-06-12 16:26:53,794 - pyskl - INFO - Epoch [125][700/3940] lr: 1.784e-03, eta: 12:53:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.6857, loss: 1.6857 +2025-06-12 16:27:39,115 - pyskl - INFO - Epoch [125][800/3940] lr: 1.781e-03, eta: 12:53:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.7693, loss: 1.7693 +2025-06-12 16:28:24,643 - pyskl - INFO - Epoch [125][900/3940] lr: 1.777e-03, eta: 12:52:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.7371, loss: 1.7371 +2025-06-12 16:29:10,117 - pyskl - INFO - Epoch [125][1000/3940] lr: 1.774e-03, eta: 12:51:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.6358, loss: 1.6358 +2025-06-12 16:29:55,567 - pyskl - INFO - Epoch [125][1100/3940] lr: 1.770e-03, eta: 12:50:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.7290, loss: 1.7290 +2025-06-12 16:30:40,917 - pyskl - INFO - Epoch [125][1200/3940] lr: 1.767e-03, eta: 12:50:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.6919, loss: 1.6919 +2025-06-12 16:31:26,272 - pyskl - INFO - Epoch [125][1300/3940] lr: 1.763e-03, eta: 12:49:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.7245, loss: 1.7245 +2025-06-12 16:32:11,670 - pyskl - INFO - Epoch [125][1400/3940] lr: 1.760e-03, eta: 12:48:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.6803, loss: 1.6803 +2025-06-12 16:32:56,982 - pyskl - INFO - Epoch [125][1500/3940] lr: 1.757e-03, eta: 12:47:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 1.7412, loss: 1.7412 +2025-06-12 16:33:42,427 - pyskl - INFO - Epoch [125][1600/3940] lr: 1.753e-03, eta: 12:47:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.7222, loss: 1.7222 +2025-06-12 16:34:27,865 - pyskl - INFO - Epoch [125][1700/3940] lr: 1.750e-03, eta: 12:46:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.7847, loss: 1.7847 +2025-06-12 16:35:13,458 - pyskl - INFO - Epoch [125][1800/3940] lr: 1.747e-03, eta: 12:45:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.7167, loss: 1.7167 +2025-06-12 16:35:59,081 - pyskl - INFO - Epoch [125][1900/3940] lr: 1.743e-03, eta: 12:44:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.7241, loss: 1.7241 +2025-06-12 16:36:44,615 - pyskl - INFO - Epoch [125][2000/3940] lr: 1.740e-03, eta: 12:44:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.7706, loss: 1.7706 +2025-06-12 16:37:30,035 - pyskl - INFO - Epoch [125][2100/3940] lr: 1.736e-03, eta: 12:43:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.7398, loss: 1.7398 +2025-06-12 16:38:15,486 - pyskl - INFO - Epoch [125][2200/3940] lr: 1.733e-03, eta: 12:42:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.7319, loss: 1.7319 +2025-06-12 16:39:00,991 - pyskl - INFO - Epoch [125][2300/3940] lr: 1.730e-03, eta: 12:41:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.6944, loss: 1.6944 +2025-06-12 16:39:46,489 - pyskl - INFO - Epoch [125][2400/3940] lr: 1.726e-03, eta: 12:41:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.8208, loss: 1.8208 +2025-06-12 16:40:32,031 - pyskl - INFO - Epoch [125][2500/3940] lr: 1.723e-03, eta: 12:40:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.7181, loss: 1.7181 +2025-06-12 16:41:17,468 - pyskl - INFO - Epoch [125][2600/3940] lr: 1.720e-03, eta: 12:39:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 1.6959, loss: 1.6959 +2025-06-12 16:42:02,967 - pyskl - INFO - Epoch [125][2700/3940] lr: 1.716e-03, eta: 12:38:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.6840, loss: 1.6840 +2025-06-12 16:42:48,422 - pyskl - INFO - Epoch [125][2800/3940] lr: 1.713e-03, eta: 12:37:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 1.6725, loss: 1.6725 +2025-06-12 16:43:33,980 - pyskl - INFO - Epoch [125][2900/3940] lr: 1.709e-03, eta: 12:37:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.7744, loss: 1.7744 +2025-06-12 16:44:19,618 - pyskl - INFO - Epoch [125][3000/3940] lr: 1.706e-03, eta: 12:36:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 1.7133, loss: 1.7133 +2025-06-12 16:45:05,111 - pyskl - INFO - Epoch [125][3100/3940] lr: 1.703e-03, eta: 12:35:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 1.7492, loss: 1.7492 +2025-06-12 16:45:50,769 - pyskl - INFO - Epoch [125][3200/3940] lr: 1.699e-03, eta: 12:34:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.7387, loss: 1.7387 +2025-06-12 16:46:36,379 - pyskl - INFO - Epoch [125][3300/3940] lr: 1.696e-03, eta: 12:34:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.6810, loss: 1.6810 +2025-06-12 16:47:22,083 - pyskl - INFO - Epoch [125][3400/3940] lr: 1.693e-03, eta: 12:33:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.7407, loss: 1.7407 +2025-06-12 16:48:07,704 - pyskl - INFO - Epoch [125][3500/3940] lr: 1.689e-03, eta: 12:32:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.6785, loss: 1.6785 +2025-06-12 16:48:53,193 - pyskl - INFO - Epoch [125][3600/3940] lr: 1.686e-03, eta: 12:31:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.6992, loss: 1.6992 +2025-06-12 16:49:38,587 - pyskl - INFO - Epoch [125][3700/3940] lr: 1.683e-03, eta: 12:31:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.6937, loss: 1.6937 +2025-06-12 16:50:23,931 - pyskl - INFO - Epoch [125][3800/3940] lr: 1.679e-03, eta: 12:30:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.7689, loss: 1.7689 +2025-06-12 16:51:09,631 - pyskl - INFO - Epoch [125][3900/3940] lr: 1.676e-03, eta: 12:29:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.7983, loss: 1.7983 +2025-06-12 16:51:28,261 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-06-12 17:10:20,833 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 17:10:21,301 - pyskl - INFO - +top1_acc 0.8627 +top5_acc 0.9762 +2025-06-12 17:10:21,319 - pyskl - INFO - Epoch(val) [125][3183] top1_acc: 0.8627, top5_acc: 0.9762 +2025-06-12 17:11:31,498 - pyskl - INFO - Epoch [126][100/3940] lr: 1.671e-03, eta: 12:28:33, time: 0.702, data_time: 0.246, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.7408, loss: 1.7408 +2025-06-12 17:12:17,019 - pyskl - INFO - Epoch [126][200/3940] lr: 1.668e-03, eta: 12:27:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.6890, loss: 1.6890 +2025-06-12 17:13:02,616 - pyskl - INFO - Epoch [126][300/3940] lr: 1.665e-03, eta: 12:27:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.6805, loss: 1.6805 +2025-06-12 17:13:48,181 - pyskl - INFO - Epoch [126][400/3940] lr: 1.661e-03, eta: 12:26:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.7341, loss: 1.7341 +2025-06-12 17:14:33,783 - pyskl - INFO - Epoch [126][500/3940] lr: 1.658e-03, eta: 12:25:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.6650, loss: 1.6650 +2025-06-12 17:15:19,397 - pyskl - INFO - Epoch [126][600/3940] lr: 1.655e-03, eta: 12:24:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.6703, loss: 1.6703 +2025-06-12 17:16:04,928 - pyskl - INFO - Epoch [126][700/3940] lr: 1.652e-03, eta: 12:23:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.6247, loss: 1.6247 +2025-06-12 17:16:50,546 - pyskl - INFO - Epoch [126][800/3940] lr: 1.648e-03, eta: 12:23:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.6608, loss: 1.6608 +2025-06-12 17:17:36,003 - pyskl - INFO - Epoch [126][900/3940] lr: 1.645e-03, eta: 12:22:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.6535, loss: 1.6535 +2025-06-12 17:18:21,450 - pyskl - INFO - Epoch [126][1000/3940] lr: 1.642e-03, eta: 12:21:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.7108, loss: 1.7108 +2025-06-12 17:19:06,818 - pyskl - INFO - Epoch [126][1100/3940] lr: 1.638e-03, eta: 12:20:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7103, loss: 1.7103 +2025-06-12 17:19:52,292 - pyskl - INFO - Epoch [126][1200/3940] lr: 1.635e-03, eta: 12:20:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.6263, loss: 1.6263 +2025-06-12 17:20:37,842 - pyskl - INFO - Epoch [126][1300/3940] lr: 1.632e-03, eta: 12:19:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.7596, loss: 1.7596 +2025-06-12 17:21:23,239 - pyskl - INFO - Epoch [126][1400/3940] lr: 1.629e-03, eta: 12:18:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.7208, loss: 1.7208 +2025-06-12 17:22:08,647 - pyskl - INFO - Epoch [126][1500/3940] lr: 1.625e-03, eta: 12:17:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6590, loss: 1.6590 +2025-06-12 17:22:54,081 - pyskl - INFO - Epoch [126][1600/3940] lr: 1.622e-03, eta: 12:17:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.6853, loss: 1.6853 +2025-06-12 17:23:39,599 - pyskl - INFO - Epoch [126][1700/3940] lr: 1.619e-03, eta: 12:16:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.7048, loss: 1.7048 +2025-06-12 17:24:25,096 - pyskl - INFO - Epoch [126][1800/3940] lr: 1.615e-03, eta: 12:15:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.6135, loss: 1.6135 +2025-06-12 17:25:10,551 - pyskl - INFO - Epoch [126][1900/3940] lr: 1.612e-03, eta: 12:14:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.7046, loss: 1.7046 +2025-06-12 17:25:56,036 - pyskl - INFO - Epoch [126][2000/3940] lr: 1.609e-03, eta: 12:14:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.7210, loss: 1.7210 +2025-06-12 17:26:41,502 - pyskl - INFO - Epoch [126][2100/3940] lr: 1.606e-03, eta: 12:13:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.7315, loss: 1.7315 +2025-06-12 17:27:26,951 - pyskl - INFO - Epoch [126][2200/3940] lr: 1.602e-03, eta: 12:12:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.7673, loss: 1.7673 +2025-06-12 17:28:12,534 - pyskl - INFO - Epoch [126][2300/3940] lr: 1.599e-03, eta: 12:11:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.7204, loss: 1.7204 +2025-06-12 17:28:58,109 - pyskl - INFO - Epoch [126][2400/3940] lr: 1.596e-03, eta: 12:11:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.7207, loss: 1.7207 +2025-06-12 17:29:43,618 - pyskl - INFO - Epoch [126][2500/3940] lr: 1.593e-03, eta: 12:10:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.7069, loss: 1.7069 +2025-06-12 17:30:29,211 - pyskl - INFO - Epoch [126][2600/3940] lr: 1.589e-03, eta: 12:09:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.7680, loss: 1.7680 +2025-06-12 17:31:14,764 - pyskl - INFO - Epoch [126][2700/3940] lr: 1.586e-03, eta: 12:08:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.6910, loss: 1.6910 +2025-06-12 17:32:00,274 - pyskl - INFO - Epoch [126][2800/3940] lr: 1.583e-03, eta: 12:08:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.6806, loss: 1.6806 +2025-06-12 17:32:45,819 - pyskl - INFO - Epoch [126][2900/3940] lr: 1.580e-03, eta: 12:07:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.6701, loss: 1.6701 +2025-06-12 17:33:31,457 - pyskl - INFO - Epoch [126][3000/3940] lr: 1.576e-03, eta: 12:06:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.7042, loss: 1.7042 +2025-06-12 17:34:17,149 - pyskl - INFO - Epoch [126][3100/3940] lr: 1.573e-03, eta: 12:05:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6747, loss: 1.6747 +2025-06-12 17:35:02,638 - pyskl - INFO - Epoch [126][3200/3940] lr: 1.570e-03, eta: 12:04:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.6885, loss: 1.6885 +2025-06-12 17:35:48,254 - pyskl - INFO - Epoch [126][3300/3940] lr: 1.567e-03, eta: 12:04:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.7435, loss: 1.7435 +2025-06-12 17:36:33,729 - pyskl - INFO - Epoch [126][3400/3940] lr: 1.564e-03, eta: 12:03:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.7178, loss: 1.7178 +2025-06-12 17:37:19,244 - pyskl - INFO - Epoch [126][3500/3940] lr: 1.560e-03, eta: 12:02:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.6596, loss: 1.6596 +2025-06-12 17:38:04,679 - pyskl - INFO - Epoch [126][3600/3940] lr: 1.557e-03, eta: 12:01:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.7030, loss: 1.7030 +2025-06-12 17:38:50,122 - pyskl - INFO - Epoch [126][3700/3940] lr: 1.554e-03, eta: 12:01:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.7183, loss: 1.7183 +2025-06-12 17:39:35,619 - pyskl - INFO - Epoch [126][3800/3940] lr: 1.551e-03, eta: 12:00:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.6518, loss: 1.6518 +2025-06-12 17:40:21,211 - pyskl - INFO - Epoch [126][3900/3940] lr: 1.547e-03, eta: 11:59:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.7221, loss: 1.7221 +2025-06-12 17:40:39,800 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-06-12 17:44:15,746 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 17:44:16,208 - pyskl - INFO - +top1_acc 0.8679 +top5_acc 0.9772 +2025-06-12 17:44:16,265 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_123.pth was removed +2025-06-12 17:44:17,307 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-06-12 17:44:17,309 - pyskl - INFO - Best top1_acc is 0.8679 at 126 epoch. +2025-06-12 17:44:17,328 - pyskl - INFO - Epoch(val) [126][3183] top1_acc: 0.8679, top5_acc: 0.9772 +2025-06-12 17:45:27,539 - pyskl - INFO - Epoch [127][100/3940] lr: 1.543e-03, eta: 11:58:35, time: 0.702, data_time: 0.245, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.6522, loss: 1.6522 +2025-06-12 17:46:13,308 - pyskl - INFO - Epoch [127][200/3940] lr: 1.540e-03, eta: 11:57:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.5799, loss: 1.5799 +2025-06-12 17:46:59,106 - pyskl - INFO - Epoch [127][300/3940] lr: 1.537e-03, eta: 11:57:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.6563, loss: 1.6563 +2025-06-12 17:47:44,694 - pyskl - INFO - Epoch [127][400/3940] lr: 1.533e-03, eta: 11:56:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.5807, loss: 1.5807 +2025-06-12 17:48:30,120 - pyskl - INFO - Epoch [127][500/3940] lr: 1.530e-03, eta: 11:55:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.6954, loss: 1.6954 +2025-06-12 17:49:15,626 - pyskl - INFO - Epoch [127][600/3940] lr: 1.527e-03, eta: 11:54:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.6364, loss: 1.6364 +2025-06-12 17:50:01,093 - pyskl - INFO - Epoch [127][700/3940] lr: 1.524e-03, eta: 11:54:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.6002, loss: 1.6002 +2025-06-12 17:50:46,549 - pyskl - INFO - Epoch [127][800/3940] lr: 1.521e-03, eta: 11:53:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.6219, loss: 1.6219 +2025-06-12 17:51:31,938 - pyskl - INFO - Epoch [127][900/3940] lr: 1.518e-03, eta: 11:52:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6286, loss: 1.6286 +2025-06-12 17:52:17,378 - pyskl - INFO - Epoch [127][1000/3940] lr: 1.514e-03, eta: 11:51:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6214, loss: 1.6214 +2025-06-12 17:53:02,786 - pyskl - INFO - Epoch [127][1100/3940] lr: 1.511e-03, eta: 11:50:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.6298, loss: 1.6298 +2025-06-12 17:53:48,195 - pyskl - INFO - Epoch [127][1200/3940] lr: 1.508e-03, eta: 11:50:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.5944, loss: 1.5944 +2025-06-12 17:54:33,590 - pyskl - INFO - Epoch [127][1300/3940] lr: 1.505e-03, eta: 11:49:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.6798, loss: 1.6798 +2025-06-12 17:55:19,005 - pyskl - INFO - Epoch [127][1400/3940] lr: 1.502e-03, eta: 11:48:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.6404, loss: 1.6404 +2025-06-12 17:56:04,382 - pyskl - INFO - Epoch [127][1500/3940] lr: 1.499e-03, eta: 11:47:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6414, loss: 1.6414 +2025-06-12 17:56:49,796 - pyskl - INFO - Epoch [127][1600/3940] lr: 1.495e-03, eta: 11:47:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.6254, loss: 1.6254 +2025-06-12 17:57:35,229 - pyskl - INFO - Epoch [127][1700/3940] lr: 1.492e-03, eta: 11:46:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.6581, loss: 1.6581 +2025-06-12 17:58:20,574 - pyskl - INFO - Epoch [127][1800/3940] lr: 1.489e-03, eta: 11:45:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6340, loss: 1.6340 +2025-06-12 17:59:05,946 - pyskl - INFO - Epoch [127][1900/3940] lr: 1.486e-03, eta: 11:44:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.6933, loss: 1.6933 +2025-06-12 17:59:51,346 - pyskl - INFO - Epoch [127][2000/3940] lr: 1.483e-03, eta: 11:44:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.6752, loss: 1.6752 +2025-06-12 18:00:36,775 - pyskl - INFO - Epoch [127][2100/3940] lr: 1.480e-03, eta: 11:43:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.7258, loss: 1.7258 +2025-06-12 18:01:22,385 - pyskl - INFO - Epoch [127][2200/3940] lr: 1.477e-03, eta: 11:42:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.6590, loss: 1.6590 +2025-06-12 18:02:07,916 - pyskl - INFO - Epoch [127][2300/3940] lr: 1.473e-03, eta: 11:41:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.6225, loss: 1.6225 +2025-06-12 18:02:53,609 - pyskl - INFO - Epoch [127][2400/3940] lr: 1.470e-03, eta: 11:41:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.6138, loss: 1.6138 +2025-06-12 18:03:39,129 - pyskl - INFO - Epoch [127][2500/3940] lr: 1.467e-03, eta: 11:40:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.7232, loss: 1.7232 +2025-06-12 18:04:24,833 - pyskl - INFO - Epoch [127][2600/3940] lr: 1.464e-03, eta: 11:39:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.7488, loss: 1.7488 +2025-06-12 18:05:10,457 - pyskl - INFO - Epoch [127][2700/3940] lr: 1.461e-03, eta: 11:38:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7174, loss: 1.7174 +2025-06-12 18:05:56,014 - pyskl - INFO - Epoch [127][2800/3940] lr: 1.458e-03, eta: 11:38:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.6364, loss: 1.6364 +2025-06-12 18:06:41,608 - pyskl - INFO - Epoch [127][2900/3940] lr: 1.455e-03, eta: 11:37:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.6647, loss: 1.6647 +2025-06-12 18:07:27,107 - pyskl - INFO - Epoch [127][3000/3940] lr: 1.452e-03, eta: 11:36:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6799, loss: 1.6799 +2025-06-12 18:08:12,626 - pyskl - INFO - Epoch [127][3100/3940] lr: 1.448e-03, eta: 11:35:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9969, loss_cls: 1.6683, loss: 1.6683 +2025-06-12 18:08:58,170 - pyskl - INFO - Epoch [127][3200/3940] lr: 1.445e-03, eta: 11:34:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.6394, loss: 1.6394 +2025-06-12 18:09:43,614 - pyskl - INFO - Epoch [127][3300/3940] lr: 1.442e-03, eta: 11:34:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.7120, loss: 1.7120 +2025-06-12 18:10:29,463 - pyskl - INFO - Epoch [127][3400/3940] lr: 1.439e-03, eta: 11:33:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.6475, loss: 1.6475 +2025-06-12 18:11:14,956 - pyskl - INFO - Epoch [127][3500/3940] lr: 1.436e-03, eta: 11:32:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 1.6451, loss: 1.6451 +2025-06-12 18:12:00,403 - pyskl - INFO - Epoch [127][3600/3940] lr: 1.433e-03, eta: 11:31:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.6906, loss: 1.6906 +2025-06-12 18:12:45,892 - pyskl - INFO - Epoch [127][3700/3940] lr: 1.430e-03, eta: 11:31:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.6597, loss: 1.6597 +2025-06-12 18:13:31,313 - pyskl - INFO - Epoch [127][3800/3940] lr: 1.427e-03, eta: 11:30:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.6429, loss: 1.6429 +2025-06-12 18:14:16,670 - pyskl - INFO - Epoch [127][3900/3940] lr: 1.424e-03, eta: 11:29:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.7362, loss: 1.7362 +2025-06-12 18:14:35,174 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-06-12 18:18:11,435 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 18:18:12,016 - pyskl - INFO - +top1_acc 0.8691 +top5_acc 0.9752 +2025-06-12 18:18:12,073 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_126.pth was removed +2025-06-12 18:18:13,107 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-06-12 18:18:13,109 - pyskl - INFO - Best top1_acc is 0.8691 at 127 epoch. +2025-06-12 18:18:13,127 - pyskl - INFO - Epoch(val) [127][3183] top1_acc: 0.8691, top5_acc: 0.9752 +2025-06-12 18:19:22,431 - pyskl - INFO - Epoch [128][100/3940] lr: 1.419e-03, eta: 11:28:37, time: 0.693, data_time: 0.238, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6328, loss: 1.6328 +2025-06-12 18:20:07,810 - pyskl - INFO - Epoch [128][200/3940] lr: 1.416e-03, eta: 11:27:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.5809, loss: 1.5809 +2025-06-12 18:20:53,247 - pyskl - INFO - Epoch [128][300/3940] lr: 1.413e-03, eta: 11:27:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6034, loss: 1.6034 +2025-06-12 18:21:38,726 - pyskl - INFO - Epoch [128][400/3940] lr: 1.410e-03, eta: 11:26:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6209, loss: 1.6209 +2025-06-12 18:22:24,187 - pyskl - INFO - Epoch [128][500/3940] lr: 1.407e-03, eta: 11:25:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.6494, loss: 1.6494 +2025-06-12 18:23:09,675 - pyskl - INFO - Epoch [128][600/3940] lr: 1.404e-03, eta: 11:24:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6293, loss: 1.6293 +2025-06-12 18:23:55,097 - pyskl - INFO - Epoch [128][700/3940] lr: 1.401e-03, eta: 11:24:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.6531, loss: 1.6531 +2025-06-12 18:24:40,630 - pyskl - INFO - Epoch [128][800/3940] lr: 1.398e-03, eta: 11:23:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5441, loss: 1.5441 +2025-06-12 18:25:26,073 - pyskl - INFO - Epoch [128][900/3940] lr: 1.395e-03, eta: 11:22:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.6237, loss: 1.6237 +2025-06-12 18:26:11,554 - pyskl - INFO - Epoch [128][1000/3940] lr: 1.392e-03, eta: 11:21:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5479, loss: 1.5479 +2025-06-12 18:26:56,880 - pyskl - INFO - Epoch [128][1100/3940] lr: 1.389e-03, eta: 11:21:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.5485, loss: 1.5485 +2025-06-12 18:27:42,303 - pyskl - INFO - Epoch [128][1200/3940] lr: 1.386e-03, eta: 11:20:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.7246, loss: 1.7246 +2025-06-12 18:28:27,641 - pyskl - INFO - Epoch [128][1300/3940] lr: 1.383e-03, eta: 11:19:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.6220, loss: 1.6220 +2025-06-12 18:29:12,985 - pyskl - INFO - Epoch [128][1400/3940] lr: 1.380e-03, eta: 11:18:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.6139, loss: 1.6139 +2025-06-12 18:29:58,270 - pyskl - INFO - Epoch [128][1500/3940] lr: 1.377e-03, eta: 11:17:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.5664, loss: 1.5664 +2025-06-12 18:30:43,600 - pyskl - INFO - Epoch [128][1600/3940] lr: 1.374e-03, eta: 11:17:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.6355, loss: 1.6355 +2025-06-12 18:31:28,803 - pyskl - INFO - Epoch [128][1700/3940] lr: 1.371e-03, eta: 11:16:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.6276, loss: 1.6276 +2025-06-12 18:32:14,159 - pyskl - INFO - Epoch [128][1800/3940] lr: 1.368e-03, eta: 11:15:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.6096, loss: 1.6096 +2025-06-12 18:32:59,471 - pyskl - INFO - Epoch [128][1900/3940] lr: 1.365e-03, eta: 11:14:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.6051, loss: 1.6051 +2025-06-12 18:33:44,862 - pyskl - INFO - Epoch [128][2000/3940] lr: 1.362e-03, eta: 11:14:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.5815, loss: 1.5815 +2025-06-12 18:34:30,422 - pyskl - INFO - Epoch [128][2100/3940] lr: 1.359e-03, eta: 11:13:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5735, loss: 1.5735 +2025-06-12 18:35:15,922 - pyskl - INFO - Epoch [128][2200/3940] lr: 1.356e-03, eta: 11:12:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.6759, loss: 1.6759 +2025-06-12 18:36:01,479 - pyskl - INFO - Epoch [128][2300/3940] lr: 1.353e-03, eta: 11:11:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.7007, loss: 1.7007 +2025-06-12 18:36:47,202 - pyskl - INFO - Epoch [128][2400/3940] lr: 1.350e-03, eta: 11:11:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.6938, loss: 1.6938 +2025-06-12 18:37:32,749 - pyskl - INFO - Epoch [128][2500/3940] lr: 1.347e-03, eta: 11:10:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.6361, loss: 1.6361 +2025-06-12 18:38:18,344 - pyskl - INFO - Epoch [128][2600/3940] lr: 1.344e-03, eta: 11:09:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.7121, loss: 1.7121 +2025-06-12 18:39:03,870 - pyskl - INFO - Epoch [128][2700/3940] lr: 1.341e-03, eta: 11:08:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.6358, loss: 1.6358 +2025-06-12 18:39:49,391 - pyskl - INFO - Epoch [128][2800/3940] lr: 1.338e-03, eta: 11:08:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6350, loss: 1.6350 +2025-06-12 18:40:34,981 - pyskl - INFO - Epoch [128][2900/3940] lr: 1.335e-03, eta: 11:07:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.6359, loss: 1.6359 +2025-06-12 18:41:20,661 - pyskl - INFO - Epoch [128][3000/3940] lr: 1.332e-03, eta: 11:06:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.6327, loss: 1.6327 +2025-06-12 18:42:06,215 - pyskl - INFO - Epoch [128][3100/3940] lr: 1.329e-03, eta: 11:05:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.6923, loss: 1.6923 +2025-06-12 18:42:51,782 - pyskl - INFO - Epoch [128][3200/3940] lr: 1.326e-03, eta: 11:05:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.5993, loss: 1.5993 +2025-06-12 18:43:37,322 - pyskl - INFO - Epoch [128][3300/3940] lr: 1.323e-03, eta: 11:04:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.7183, loss: 1.7183 +2025-06-12 18:44:22,847 - pyskl - INFO - Epoch [128][3400/3940] lr: 1.320e-03, eta: 11:03:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 1.6576, loss: 1.6576 +2025-06-12 18:45:08,483 - pyskl - INFO - Epoch [128][3500/3940] lr: 1.317e-03, eta: 11:02:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.6235, loss: 1.6235 +2025-06-12 18:45:53,983 - pyskl - INFO - Epoch [128][3600/3940] lr: 1.314e-03, eta: 11:01:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.6627, loss: 1.6627 +2025-06-12 18:46:39,398 - pyskl - INFO - Epoch [128][3700/3940] lr: 1.311e-03, eta: 11:01:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.6367, loss: 1.6367 +2025-06-12 18:47:24,918 - pyskl - INFO - Epoch [128][3800/3940] lr: 1.308e-03, eta: 11:00:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.5668, loss: 1.5668 +2025-06-12 18:48:10,411 - pyskl - INFO - Epoch [128][3900/3940] lr: 1.305e-03, eta: 10:59:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.5824, loss: 1.5824 +2025-06-12 18:48:28,902 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-06-12 18:52:02,518 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 18:52:03,045 - pyskl - INFO - +top1_acc 0.8723 +top5_acc 0.9776 +2025-06-12 18:52:03,102 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_127.pth was removed +2025-06-12 18:52:04,142 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2025-06-12 18:52:04,144 - pyskl - INFO - Best top1_acc is 0.8723 at 128 epoch. +2025-06-12 18:52:04,161 - pyskl - INFO - Epoch(val) [128][3183] top1_acc: 0.8723, top5_acc: 0.9776 +2025-06-12 18:53:13,893 - pyskl - INFO - Epoch [129][100/3940] lr: 1.301e-03, eta: 10:58:38, time: 0.697, data_time: 0.242, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.6525, loss: 1.6525 +2025-06-12 18:53:59,119 - pyskl - INFO - Epoch [129][200/3940] lr: 1.298e-03, eta: 10:57:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.6408, loss: 1.6408 +2025-06-12 18:54:44,378 - pyskl - INFO - Epoch [129][300/3940] lr: 1.295e-03, eta: 10:57:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6080, loss: 1.6080 +2025-06-12 18:55:29,902 - pyskl - INFO - Epoch [129][400/3940] lr: 1.292e-03, eta: 10:56:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.5785, loss: 1.5785 +2025-06-12 18:56:15,508 - pyskl - INFO - Epoch [129][500/3940] lr: 1.289e-03, eta: 10:55:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.6073, loss: 1.6073 +2025-06-12 18:57:01,046 - pyskl - INFO - Epoch [129][600/3940] lr: 1.286e-03, eta: 10:54:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5620, loss: 1.5620 +2025-06-12 18:57:46,543 - pyskl - INFO - Epoch [129][700/3940] lr: 1.283e-03, eta: 10:54:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5775, loss: 1.5775 +2025-06-12 18:58:31,895 - pyskl - INFO - Epoch [129][800/3940] lr: 1.280e-03, eta: 10:53:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6145, loss: 1.6145 +2025-06-12 18:59:17,228 - pyskl - INFO - Epoch [129][900/3940] lr: 1.277e-03, eta: 10:52:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.5555, loss: 1.5555 +2025-06-12 19:00:02,537 - pyskl - INFO - Epoch [129][1000/3940] lr: 1.274e-03, eta: 10:51:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5529, loss: 1.5529 +2025-06-12 19:00:47,838 - pyskl - INFO - Epoch [129][1100/3940] lr: 1.271e-03, eta: 10:51:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.5845, loss: 1.5845 +2025-06-12 19:01:33,146 - pyskl - INFO - Epoch [129][1200/3940] lr: 1.268e-03, eta: 10:50:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.5682, loss: 1.5682 +2025-06-12 19:02:18,548 - pyskl - INFO - Epoch [129][1300/3940] lr: 1.265e-03, eta: 10:49:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.5912, loss: 1.5912 +2025-06-12 19:03:03,942 - pyskl - INFO - Epoch [129][1400/3940] lr: 1.263e-03, eta: 10:48:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5496, loss: 1.5496 +2025-06-12 19:03:49,308 - pyskl - INFO - Epoch [129][1500/3940] lr: 1.260e-03, eta: 10:47:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.5983, loss: 1.5983 +2025-06-12 19:04:34,710 - pyskl - INFO - Epoch [129][1600/3940] lr: 1.257e-03, eta: 10:47:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5971, loss: 1.5971 +2025-06-12 19:05:20,137 - pyskl - INFO - Epoch [129][1700/3940] lr: 1.254e-03, eta: 10:46:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.5431, loss: 1.5431 +2025-06-12 19:06:05,688 - pyskl - INFO - Epoch [129][1800/3940] lr: 1.251e-03, eta: 10:45:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5832, loss: 1.5832 +2025-06-12 19:06:51,190 - pyskl - INFO - Epoch [129][1900/3940] lr: 1.248e-03, eta: 10:44:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.5908, loss: 1.5908 +2025-06-12 19:07:36,601 - pyskl - INFO - Epoch [129][2000/3940] lr: 1.245e-03, eta: 10:44:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4920, loss: 1.4920 +2025-06-12 19:08:22,253 - pyskl - INFO - Epoch [129][2100/3940] lr: 1.242e-03, eta: 10:43:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.6031, loss: 1.6031 +2025-06-12 19:09:07,648 - pyskl - INFO - Epoch [129][2200/3940] lr: 1.239e-03, eta: 10:42:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 1.5911, loss: 1.5911 +2025-06-12 19:09:53,161 - pyskl - INFO - Epoch [129][2300/3940] lr: 1.237e-03, eta: 10:41:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.6338, loss: 1.6338 +2025-06-12 19:10:38,845 - pyskl - INFO - Epoch [129][2400/3940] lr: 1.234e-03, eta: 10:41:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.6032, loss: 1.6032 +2025-06-12 19:11:24,490 - pyskl - INFO - Epoch [129][2500/3940] lr: 1.231e-03, eta: 10:40:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.6032, loss: 1.6032 +2025-06-12 19:12:10,102 - pyskl - INFO - Epoch [129][2600/3940] lr: 1.228e-03, eta: 10:39:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.5690, loss: 1.5690 +2025-06-12 19:12:55,596 - pyskl - INFO - Epoch [129][2700/3940] lr: 1.225e-03, eta: 10:38:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5965, loss: 1.5965 +2025-06-12 19:13:41,159 - pyskl - INFO - Epoch [129][2800/3940] lr: 1.222e-03, eta: 10:38:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.6243, loss: 1.6243 +2025-06-12 19:14:26,668 - pyskl - INFO - Epoch [129][2900/3940] lr: 1.219e-03, eta: 10:37:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5628, loss: 1.5628 +2025-06-12 19:15:12,258 - pyskl - INFO - Epoch [129][3000/3940] lr: 1.216e-03, eta: 10:36:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.6187, loss: 1.6187 +2025-06-12 19:15:57,875 - pyskl - INFO - Epoch [129][3100/3940] lr: 1.214e-03, eta: 10:35:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.6120, loss: 1.6120 +2025-06-12 19:16:43,397 - pyskl - INFO - Epoch [129][3200/3940] lr: 1.211e-03, eta: 10:35:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.5769, loss: 1.5769 +2025-06-12 19:17:28,957 - pyskl - INFO - Epoch [129][3300/3940] lr: 1.208e-03, eta: 10:34:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.6009, loss: 1.6009 +2025-06-12 19:18:14,488 - pyskl - INFO - Epoch [129][3400/3940] lr: 1.205e-03, eta: 10:33:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.5894, loss: 1.5894 +2025-06-12 19:18:59,954 - pyskl - INFO - Epoch [129][3500/3940] lr: 1.202e-03, eta: 10:32:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5766, loss: 1.5766 +2025-06-12 19:19:45,416 - pyskl - INFO - Epoch [129][3600/3940] lr: 1.199e-03, eta: 10:32:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.6096, loss: 1.6096 +2025-06-12 19:20:30,878 - pyskl - INFO - Epoch [129][3700/3940] lr: 1.196e-03, eta: 10:31:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.6286, loss: 1.6286 +2025-06-12 19:21:16,348 - pyskl - INFO - Epoch [129][3800/3940] lr: 1.194e-03, eta: 10:30:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.5869, loss: 1.5869 +2025-06-12 19:22:01,838 - pyskl - INFO - Epoch [129][3900/3940] lr: 1.191e-03, eta: 10:29:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5935, loss: 1.5935 +2025-06-12 19:22:20,345 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-06-12 19:25:54,311 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 19:25:54,777 - pyskl - INFO - +top1_acc 0.8790 +top5_acc 0.9783 +2025-06-12 19:25:54,834 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_128.pth was removed +2025-06-12 19:25:55,856 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2025-06-12 19:25:55,858 - pyskl - INFO - Best top1_acc is 0.8790 at 129 epoch. +2025-06-12 19:25:55,876 - pyskl - INFO - Epoch(val) [129][3183] top1_acc: 0.8790, top5_acc: 0.9783 +2025-06-12 19:27:05,714 - pyskl - INFO - Epoch [130][100/3940] lr: 1.187e-03, eta: 10:28:40, time: 0.698, data_time: 0.242, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5780, loss: 1.5780 +2025-06-12 19:27:51,390 - pyskl - INFO - Epoch [130][200/3940] lr: 1.184e-03, eta: 10:27:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.5649, loss: 1.5649 +2025-06-12 19:28:37,044 - pyskl - INFO - Epoch [130][300/3940] lr: 1.181e-03, eta: 10:27:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5216, loss: 1.5216 +2025-06-12 19:29:22,640 - pyskl - INFO - Epoch [130][400/3940] lr: 1.178e-03, eta: 10:26:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5430, loss: 1.5430 +2025-06-12 19:30:08,079 - pyskl - INFO - Epoch [130][500/3940] lr: 1.176e-03, eta: 10:25:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.5673, loss: 1.5673 +2025-06-12 19:30:53,500 - pyskl - INFO - Epoch [130][600/3940] lr: 1.173e-03, eta: 10:24:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5411, loss: 1.5411 +2025-06-12 19:31:38,886 - pyskl - INFO - Epoch [130][700/3940] lr: 1.170e-03, eta: 10:24:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5683, loss: 1.5683 +2025-06-12 19:32:24,307 - pyskl - INFO - Epoch [130][800/3940] lr: 1.167e-03, eta: 10:23:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5329, loss: 1.5329 +2025-06-12 19:33:09,753 - pyskl - INFO - Epoch [130][900/3940] lr: 1.164e-03, eta: 10:22:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5492, loss: 1.5492 +2025-06-12 19:33:55,153 - pyskl - INFO - Epoch [130][1000/3940] lr: 1.162e-03, eta: 10:21:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.4979, loss: 1.4979 +2025-06-12 19:34:40,643 - pyskl - INFO - Epoch [130][1100/3940] lr: 1.159e-03, eta: 10:21:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.6336, loss: 1.6336 +2025-06-12 19:35:26,060 - pyskl - INFO - Epoch [130][1200/3940] lr: 1.156e-03, eta: 10:20:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5220, loss: 1.5220 +2025-06-12 19:36:11,457 - pyskl - INFO - Epoch [130][1300/3940] lr: 1.153e-03, eta: 10:19:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5738, loss: 1.5738 +2025-06-12 19:36:56,929 - pyskl - INFO - Epoch [130][1400/3940] lr: 1.150e-03, eta: 10:18:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.6081, loss: 1.6081 +2025-06-12 19:37:42,333 - pyskl - INFO - Epoch [130][1500/3940] lr: 1.148e-03, eta: 10:18:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5028, loss: 1.5028 +2025-06-12 19:38:27,846 - pyskl - INFO - Epoch [130][1600/3940] lr: 1.145e-03, eta: 10:17:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4883, loss: 1.4883 +2025-06-12 19:39:13,385 - pyskl - INFO - Epoch [130][1700/3940] lr: 1.142e-03, eta: 10:16:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5358, loss: 1.5358 +2025-06-12 19:39:58,898 - pyskl - INFO - Epoch [130][1800/3940] lr: 1.139e-03, eta: 10:15:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5717, loss: 1.5717 +2025-06-12 19:40:44,406 - pyskl - INFO - Epoch [130][1900/3940] lr: 1.137e-03, eta: 10:14:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5433, loss: 1.5433 +2025-06-12 19:41:29,877 - pyskl - INFO - Epoch [130][2000/3940] lr: 1.134e-03, eta: 10:14:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.5591, loss: 1.5591 +2025-06-12 19:42:15,374 - pyskl - INFO - Epoch [130][2100/3940] lr: 1.131e-03, eta: 10:13:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.5149, loss: 1.5149 +2025-06-12 19:43:00,807 - pyskl - INFO - Epoch [130][2200/3940] lr: 1.128e-03, eta: 10:12:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5729, loss: 1.5729 +2025-06-12 19:43:46,118 - pyskl - INFO - Epoch [130][2300/3940] lr: 1.125e-03, eta: 10:11:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.5332, loss: 1.5332 +2025-06-12 19:44:31,353 - pyskl - INFO - Epoch [130][2400/3940] lr: 1.123e-03, eta: 10:11:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5242, loss: 1.5242 +2025-06-12 19:45:16,709 - pyskl - INFO - Epoch [130][2500/3940] lr: 1.120e-03, eta: 10:10:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.5386, loss: 1.5386 +2025-06-12 19:46:01,991 - pyskl - INFO - Epoch [130][2600/3940] lr: 1.117e-03, eta: 10:09:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.5812, loss: 1.5812 +2025-06-12 19:46:47,159 - pyskl - INFO - Epoch [130][2700/3940] lr: 1.114e-03, eta: 10:08:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5112, loss: 1.5112 +2025-06-12 19:47:32,401 - pyskl - INFO - Epoch [130][2800/3940] lr: 1.112e-03, eta: 10:08:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5319, loss: 1.5319 +2025-06-12 19:48:17,748 - pyskl - INFO - Epoch [130][2900/3940] lr: 1.109e-03, eta: 10:07:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5787, loss: 1.5787 +2025-06-12 19:49:03,140 - pyskl - INFO - Epoch [130][3000/3940] lr: 1.106e-03, eta: 10:06:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.5585, loss: 1.5585 +2025-06-12 19:49:48,474 - pyskl - INFO - Epoch [130][3100/3940] lr: 1.104e-03, eta: 10:05:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5646, loss: 1.5646 +2025-06-12 19:50:33,745 - pyskl - INFO - Epoch [130][3200/3940] lr: 1.101e-03, eta: 10:05:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.5544, loss: 1.5544 +2025-06-12 19:51:19,101 - pyskl - INFO - Epoch [130][3300/3940] lr: 1.098e-03, eta: 10:04:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5736, loss: 1.5736 +2025-06-12 19:52:04,480 - pyskl - INFO - Epoch [130][3400/3940] lr: 1.095e-03, eta: 10:03:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5163, loss: 1.5163 +2025-06-12 19:52:49,817 - pyskl - INFO - Epoch [130][3500/3940] lr: 1.093e-03, eta: 10:02:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.5463, loss: 1.5463 +2025-06-12 19:53:35,289 - pyskl - INFO - Epoch [130][3600/3940] lr: 1.090e-03, eta: 10:02:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.5861, loss: 1.5861 +2025-06-12 19:54:20,663 - pyskl - INFO - Epoch [130][3700/3940] lr: 1.087e-03, eta: 10:01:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.5754, loss: 1.5754 +2025-06-12 19:55:06,002 - pyskl - INFO - Epoch [130][3800/3940] lr: 1.084e-03, eta: 10:00:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5555, loss: 1.5555 +2025-06-12 19:55:51,311 - pyskl - INFO - Epoch [130][3900/3940] lr: 1.082e-03, eta: 9:59:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.5811, loss: 1.5811 +2025-06-12 19:56:09,915 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-06-12 20:14:28,906 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 20:14:29,456 - pyskl - INFO - +top1_acc 0.8766 +top5_acc 0.9784 +2025-06-12 20:14:29,476 - pyskl - INFO - Epoch(val) [130][3183] top1_acc: 0.8766, top5_acc: 0.9784 +2025-06-12 20:15:38,887 - pyskl - INFO - Epoch [131][100/3940] lr: 1.078e-03, eta: 9:58:41, time: 0.694, data_time: 0.240, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5356, loss: 1.5356 +2025-06-12 20:16:24,232 - pyskl - INFO - Epoch [131][200/3940] lr: 1.075e-03, eta: 9:57:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5593, loss: 1.5593 +2025-06-12 20:17:09,667 - pyskl - INFO - Epoch [131][300/3940] lr: 1.073e-03, eta: 9:57:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4892, loss: 1.4892 +2025-06-12 20:17:54,986 - pyskl - INFO - Epoch [131][400/3940] lr: 1.070e-03, eta: 9:56:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5459, loss: 1.5459 +2025-06-12 20:18:40,375 - pyskl - INFO - Epoch [131][500/3940] lr: 1.067e-03, eta: 9:55:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5331, loss: 1.5331 +2025-06-12 20:19:25,728 - pyskl - INFO - Epoch [131][600/3940] lr: 1.065e-03, eta: 9:54:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5423, loss: 1.5423 +2025-06-12 20:20:11,193 - pyskl - INFO - Epoch [131][700/3940] lr: 1.062e-03, eta: 9:54:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5003, loss: 1.5003 +2025-06-12 20:20:56,710 - pyskl - INFO - Epoch [131][800/3940] lr: 1.059e-03, eta: 9:53:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.5255, loss: 1.5255 +2025-06-12 20:21:42,101 - pyskl - INFO - Epoch [131][900/3940] lr: 1.057e-03, eta: 9:52:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5675, loss: 1.5675 +2025-06-12 20:22:27,333 - pyskl - INFO - Epoch [131][1000/3940] lr: 1.054e-03, eta: 9:51:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5324, loss: 1.5324 +2025-06-12 20:23:12,619 - pyskl - INFO - Epoch [131][1100/3940] lr: 1.051e-03, eta: 9:51:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5311, loss: 1.5311 +2025-06-12 20:23:58,024 - pyskl - INFO - Epoch [131][1200/3940] lr: 1.049e-03, eta: 9:50:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5387, loss: 1.5387 +2025-06-12 20:24:43,368 - pyskl - INFO - Epoch [131][1300/3940] lr: 1.046e-03, eta: 9:49:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.5094, loss: 1.5094 +2025-06-12 20:25:28,585 - pyskl - INFO - Epoch [131][1400/3940] lr: 1.043e-03, eta: 9:48:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5378, loss: 1.5378 +2025-06-12 20:26:13,911 - pyskl - INFO - Epoch [131][1500/3940] lr: 1.041e-03, eta: 9:48:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5249, loss: 1.5249 +2025-06-12 20:26:59,228 - pyskl - INFO - Epoch [131][1600/3940] lr: 1.038e-03, eta: 9:47:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4889, loss: 1.4889 +2025-06-12 20:27:44,573 - pyskl - INFO - Epoch [131][1700/3940] lr: 1.035e-03, eta: 9:46:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5447, loss: 1.5447 +2025-06-12 20:28:29,942 - pyskl - INFO - Epoch [131][1800/3940] lr: 1.033e-03, eta: 9:45:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.5119, loss: 1.5119 +2025-06-12 20:29:15,261 - pyskl - INFO - Epoch [131][1900/3940] lr: 1.030e-03, eta: 9:44:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5530, loss: 1.5530 +2025-06-12 20:30:00,537 - pyskl - INFO - Epoch [131][2000/3940] lr: 1.027e-03, eta: 9:44:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5225, loss: 1.5225 +2025-06-12 20:30:45,898 - pyskl - INFO - Epoch [131][2100/3940] lr: 1.025e-03, eta: 9:43:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4947, loss: 1.4947 +2025-06-12 20:31:31,163 - pyskl - INFO - Epoch [131][2200/3940] lr: 1.022e-03, eta: 9:42:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5292, loss: 1.5292 +2025-06-12 20:32:16,430 - pyskl - INFO - Epoch [131][2300/3940] lr: 1.019e-03, eta: 9:41:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.5207, loss: 1.5207 +2025-06-12 20:33:01,773 - pyskl - INFO - Epoch [131][2400/3940] lr: 1.017e-03, eta: 9:41:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4723, loss: 1.4723 +2025-06-12 20:33:47,090 - pyskl - INFO - Epoch [131][2500/3940] lr: 1.014e-03, eta: 9:40:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.5704, loss: 1.5704 +2025-06-12 20:34:32,470 - pyskl - INFO - Epoch [131][2600/3940] lr: 1.012e-03, eta: 9:39:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5331, loss: 1.5331 +2025-06-12 20:35:17,823 - pyskl - INFO - Epoch [131][2700/3940] lr: 1.009e-03, eta: 9:38:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5337, loss: 1.5337 +2025-06-12 20:36:03,173 - pyskl - INFO - Epoch [131][2800/3940] lr: 1.006e-03, eta: 9:38:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5483, loss: 1.5483 +2025-06-12 20:36:48,447 - pyskl - INFO - Epoch [131][2900/3940] lr: 1.004e-03, eta: 9:37:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5263, loss: 1.5263 +2025-06-12 20:37:33,768 - pyskl - INFO - Epoch [131][3000/3940] lr: 1.001e-03, eta: 9:36:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5792, loss: 1.5792 +2025-06-12 20:38:19,082 - pyskl - INFO - Epoch [131][3100/3940] lr: 9.985e-04, eta: 9:35:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5230, loss: 1.5230 +2025-06-12 20:39:04,411 - pyskl - INFO - Epoch [131][3200/3940] lr: 9.959e-04, eta: 9:35:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4908, loss: 1.4908 +2025-06-12 20:39:49,801 - pyskl - INFO - Epoch [131][3300/3940] lr: 9.933e-04, eta: 9:34:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5365, loss: 1.5365 +2025-06-12 20:40:35,073 - pyskl - INFO - Epoch [131][3400/3940] lr: 9.907e-04, eta: 9:33:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5342, loss: 1.5342 +2025-06-12 20:41:20,339 - pyskl - INFO - Epoch [131][3500/3940] lr: 9.881e-04, eta: 9:32:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5527, loss: 1.5527 +2025-06-12 20:42:05,709 - pyskl - INFO - Epoch [131][3600/3940] lr: 9.855e-04, eta: 9:32:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.5017, loss: 1.5017 +2025-06-12 20:42:51,062 - pyskl - INFO - Epoch [131][3700/3940] lr: 9.829e-04, eta: 9:31:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4957, loss: 1.4957 +2025-06-12 20:43:36,417 - pyskl - INFO - Epoch [131][3800/3940] lr: 9.803e-04, eta: 9:30:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.5654, loss: 1.5654 +2025-06-12 20:44:21,695 - pyskl - INFO - Epoch [131][3900/3940] lr: 9.778e-04, eta: 9:29:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4921, loss: 1.4921 +2025-06-12 20:44:40,309 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-06-12 20:48:13,532 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 20:48:14,125 - pyskl - INFO - +top1_acc 0.8753 +top5_acc 0.9769 +2025-06-12 20:48:14,142 - pyskl - INFO - Epoch(val) [131][3183] top1_acc: 0.8753, top5_acc: 0.9769 +2025-06-12 20:49:24,614 - pyskl - INFO - Epoch [132][100/3940] lr: 9.742e-04, eta: 9:28:42, time: 0.705, data_time: 0.249, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5368, loss: 1.5368 +2025-06-12 20:50:10,150 - pyskl - INFO - Epoch [132][200/3940] lr: 9.716e-04, eta: 9:27:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.4907, loss: 1.4907 +2025-06-12 20:50:55,537 - pyskl - INFO - Epoch [132][300/3940] lr: 9.690e-04, eta: 9:27:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5055, loss: 1.5055 +2025-06-12 20:51:41,011 - pyskl - INFO - Epoch [132][400/3940] lr: 9.665e-04, eta: 9:26:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4943, loss: 1.4943 +2025-06-12 20:52:26,484 - pyskl - INFO - Epoch [132][500/3940] lr: 9.639e-04, eta: 9:25:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4541, loss: 1.4541 +2025-06-12 20:53:11,961 - pyskl - INFO - Epoch [132][600/3940] lr: 9.613e-04, eta: 9:24:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4786, loss: 1.4786 +2025-06-12 20:53:57,529 - pyskl - INFO - Epoch [132][700/3940] lr: 9.588e-04, eta: 9:24:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4637, loss: 1.4637 +2025-06-12 20:54:42,934 - pyskl - INFO - Epoch [132][800/3940] lr: 9.562e-04, eta: 9:23:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4835, loss: 1.4835 +2025-06-12 20:55:28,322 - pyskl - INFO - Epoch [132][900/3940] lr: 9.537e-04, eta: 9:22:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5057, loss: 1.5057 +2025-06-12 20:56:13,613 - pyskl - INFO - Epoch [132][1000/3940] lr: 9.511e-04, eta: 9:21:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4854, loss: 1.4854 +2025-06-12 20:56:58,895 - pyskl - INFO - Epoch [132][1100/3940] lr: 9.486e-04, eta: 9:21:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.5004, loss: 1.5004 +2025-06-12 20:57:44,217 - pyskl - INFO - Epoch [132][1200/3940] lr: 9.461e-04, eta: 9:20:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5074, loss: 1.5074 +2025-06-12 20:58:29,776 - pyskl - INFO - Epoch [132][1300/3940] lr: 9.435e-04, eta: 9:19:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4794, loss: 1.4794 +2025-06-12 20:59:15,065 - pyskl - INFO - Epoch [132][1400/3940] lr: 9.410e-04, eta: 9:18:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.4453, loss: 1.4453 +2025-06-12 21:00:00,415 - pyskl - INFO - Epoch [132][1500/3940] lr: 9.385e-04, eta: 9:18:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4716, loss: 1.4716 +2025-06-12 21:00:45,794 - pyskl - INFO - Epoch [132][1600/3940] lr: 9.360e-04, eta: 9:17:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4819, loss: 1.4819 +2025-06-12 21:01:31,155 - pyskl - INFO - Epoch [132][1700/3940] lr: 9.334e-04, eta: 9:16:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4960, loss: 1.4960 +2025-06-12 21:02:16,739 - pyskl - INFO - Epoch [132][1800/3940] lr: 9.309e-04, eta: 9:15:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4743, loss: 1.4743 +2025-06-12 21:03:02,299 - pyskl - INFO - Epoch [132][1900/3940] lr: 9.284e-04, eta: 9:15:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.5292, loss: 1.5292 +2025-06-12 21:03:47,906 - pyskl - INFO - Epoch [132][2000/3940] lr: 9.259e-04, eta: 9:14:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5099, loss: 1.5099 +2025-06-12 21:04:33,408 - pyskl - INFO - Epoch [132][2100/3940] lr: 9.234e-04, eta: 9:13:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.5230, loss: 1.5230 +2025-06-12 21:05:18,936 - pyskl - INFO - Epoch [132][2200/3940] lr: 9.209e-04, eta: 9:12:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5383, loss: 1.5383 +2025-06-12 21:06:04,443 - pyskl - INFO - Epoch [132][2300/3940] lr: 9.184e-04, eta: 9:11:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4806, loss: 1.4806 +2025-06-12 21:06:50,044 - pyskl - INFO - Epoch [132][2400/3940] lr: 9.159e-04, eta: 9:11:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.4554, loss: 1.4554 +2025-06-12 21:07:35,578 - pyskl - INFO - Epoch [132][2500/3940] lr: 9.134e-04, eta: 9:10:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4656, loss: 1.4656 +2025-06-12 21:08:20,964 - pyskl - INFO - Epoch [132][2600/3940] lr: 9.109e-04, eta: 9:09:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5236, loss: 1.5236 +2025-06-12 21:09:06,390 - pyskl - INFO - Epoch [132][2700/3940] lr: 9.084e-04, eta: 9:08:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5592, loss: 1.5592 +2025-06-12 21:09:51,769 - pyskl - INFO - Epoch [132][2800/3940] lr: 9.059e-04, eta: 9:08:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.5619, loss: 1.5619 +2025-06-12 21:10:37,138 - pyskl - INFO - Epoch [132][2900/3940] lr: 9.034e-04, eta: 9:07:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5202, loss: 1.5202 +2025-06-12 21:11:22,633 - pyskl - INFO - Epoch [132][3000/3940] lr: 9.010e-04, eta: 9:06:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4181, loss: 1.4181 +2025-06-12 21:12:08,051 - pyskl - INFO - Epoch [132][3100/3940] lr: 8.985e-04, eta: 9:05:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4878, loss: 1.4878 +2025-06-12 21:12:53,449 - pyskl - INFO - Epoch [132][3200/3940] lr: 8.960e-04, eta: 9:05:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4942, loss: 1.4942 +2025-06-12 21:13:38,844 - pyskl - INFO - Epoch [132][3300/3940] lr: 8.935e-04, eta: 9:04:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4400, loss: 1.4400 +2025-06-12 21:14:24,287 - pyskl - INFO - Epoch [132][3400/3940] lr: 8.911e-04, eta: 9:03:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4325, loss: 1.4325 +2025-06-12 21:15:09,993 - pyskl - INFO - Epoch [132][3500/3940] lr: 8.886e-04, eta: 9:02:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5001, loss: 1.5001 +2025-06-12 21:15:55,746 - pyskl - INFO - Epoch [132][3600/3940] lr: 8.862e-04, eta: 9:02:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5382, loss: 1.5382 +2025-06-12 21:16:41,323 - pyskl - INFO - Epoch [132][3700/3940] lr: 8.837e-04, eta: 9:01:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5123, loss: 1.5123 +2025-06-12 21:17:26,976 - pyskl - INFO - Epoch [132][3800/3940] lr: 8.812e-04, eta: 9:00:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5323, loss: 1.5323 +2025-06-12 21:18:12,581 - pyskl - INFO - Epoch [132][3900/3940] lr: 8.788e-04, eta: 8:59:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.4989, loss: 1.4989 +2025-06-12 21:18:31,163 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-06-12 21:22:04,555 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 21:22:05,040 - pyskl - INFO - +top1_acc 0.8762 +top5_acc 0.9756 +2025-06-12 21:22:05,061 - pyskl - INFO - Epoch(val) [132][3183] top1_acc: 0.8762, top5_acc: 0.9756 +2025-06-12 21:23:15,451 - pyskl - INFO - Epoch [133][100/3940] lr: 8.754e-04, eta: 8:58:43, time: 0.704, data_time: 0.248, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4572, loss: 1.4572 +2025-06-12 21:24:01,006 - pyskl - INFO - Epoch [133][200/3940] lr: 8.729e-04, eta: 8:57:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5087, loss: 1.5087 +2025-06-12 21:24:46,612 - pyskl - INFO - Epoch [133][300/3940] lr: 8.705e-04, eta: 8:57:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4829, loss: 1.4829 +2025-06-12 21:25:32,113 - pyskl - INFO - Epoch [133][400/3940] lr: 8.681e-04, eta: 8:56:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4889, loss: 1.4889 +2025-06-12 21:26:17,706 - pyskl - INFO - Epoch [133][500/3940] lr: 8.656e-04, eta: 8:55:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4822, loss: 1.4822 +2025-06-12 21:27:03,275 - pyskl - INFO - Epoch [133][600/3940] lr: 8.632e-04, eta: 8:54:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4616, loss: 1.4616 +2025-06-12 21:27:48,850 - pyskl - INFO - Epoch [133][700/3940] lr: 8.608e-04, eta: 8:54:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4579, loss: 1.4579 +2025-06-12 21:28:34,443 - pyskl - INFO - Epoch [133][800/3940] lr: 8.584e-04, eta: 8:53:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.4691, loss: 1.4691 +2025-06-12 21:29:19,990 - pyskl - INFO - Epoch [133][900/3940] lr: 8.559e-04, eta: 8:52:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4509, loss: 1.4509 +2025-06-12 21:30:05,493 - pyskl - INFO - Epoch [133][1000/3940] lr: 8.535e-04, eta: 8:51:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4231, loss: 1.4231 +2025-06-12 21:30:51,020 - pyskl - INFO - Epoch [133][1100/3940] lr: 8.511e-04, eta: 8:51:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4684, loss: 1.4684 +2025-06-12 21:31:36,582 - pyskl - INFO - Epoch [133][1200/3940] lr: 8.487e-04, eta: 8:50:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4242, loss: 1.4242 +2025-06-12 21:32:22,298 - pyskl - INFO - Epoch [133][1300/3940] lr: 8.463e-04, eta: 8:49:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4462, loss: 1.4462 +2025-06-12 21:33:07,834 - pyskl - INFO - Epoch [133][1400/3940] lr: 8.439e-04, eta: 8:48:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4460, loss: 1.4460 +2025-06-12 21:33:53,372 - pyskl - INFO - Epoch [133][1500/3940] lr: 8.415e-04, eta: 8:48:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.4790, loss: 1.4790 +2025-06-12 21:34:38,917 - pyskl - INFO - Epoch [133][1600/3940] lr: 8.391e-04, eta: 8:47:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4497, loss: 1.4497 +2025-06-12 21:35:24,588 - pyskl - INFO - Epoch [133][1700/3940] lr: 8.367e-04, eta: 8:46:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4609, loss: 1.4609 +2025-06-12 21:36:10,359 - pyskl - INFO - Epoch [133][1800/3940] lr: 8.343e-04, eta: 8:45:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4459, loss: 1.4459 +2025-06-12 21:36:56,109 - pyskl - INFO - Epoch [133][1900/3940] lr: 8.319e-04, eta: 8:45:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4645, loss: 1.4645 +2025-06-12 21:37:41,741 - pyskl - INFO - Epoch [133][2000/3940] lr: 8.296e-04, eta: 8:44:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4068, loss: 1.4068 +2025-06-12 21:38:27,322 - pyskl - INFO - Epoch [133][2100/3940] lr: 8.272e-04, eta: 8:43:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4544, loss: 1.4544 +2025-06-12 21:39:12,715 - pyskl - INFO - Epoch [133][2200/3940] lr: 8.248e-04, eta: 8:42:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3917, loss: 1.3917 +2025-06-12 21:39:58,156 - pyskl - INFO - Epoch [133][2300/3940] lr: 8.224e-04, eta: 8:41:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4672, loss: 1.4672 +2025-06-12 21:40:43,557 - pyskl - INFO - Epoch [133][2400/3940] lr: 8.201e-04, eta: 8:41:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3982, loss: 1.3982 +2025-06-12 21:41:29,019 - pyskl - INFO - Epoch [133][2500/3940] lr: 8.177e-04, eta: 8:40:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4260, loss: 1.4260 +2025-06-12 21:42:14,505 - pyskl - INFO - Epoch [133][2600/3940] lr: 8.153e-04, eta: 8:39:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.4583, loss: 1.4583 +2025-06-12 21:43:00,069 - pyskl - INFO - Epoch [133][2700/3940] lr: 8.130e-04, eta: 8:38:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4487, loss: 1.4487 +2025-06-12 21:43:45,605 - pyskl - INFO - Epoch [133][2800/3940] lr: 8.106e-04, eta: 8:38:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5108, loss: 1.5108 +2025-06-12 21:44:31,090 - pyskl - INFO - Epoch [133][2900/3940] lr: 8.083e-04, eta: 8:37:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5057, loss: 1.5057 +2025-06-12 21:45:16,682 - pyskl - INFO - Epoch [133][3000/3940] lr: 8.059e-04, eta: 8:36:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.4740, loss: 1.4740 +2025-06-12 21:46:02,294 - pyskl - INFO - Epoch [133][3100/3940] lr: 8.036e-04, eta: 8:35:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4074, loss: 1.4074 +2025-06-12 21:46:47,857 - pyskl - INFO - Epoch [133][3200/3940] lr: 8.012e-04, eta: 8:35:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4993, loss: 1.4993 +2025-06-12 21:47:33,373 - pyskl - INFO - Epoch [133][3300/3940] lr: 7.989e-04, eta: 8:34:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4987, loss: 1.4987 +2025-06-12 21:48:18,933 - pyskl - INFO - Epoch [133][3400/3940] lr: 7.966e-04, eta: 8:33:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4841, loss: 1.4841 +2025-06-12 21:49:04,415 - pyskl - INFO - Epoch [133][3500/3940] lr: 7.942e-04, eta: 8:32:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4779, loss: 1.4779 +2025-06-12 21:49:49,849 - pyskl - INFO - Epoch [133][3600/3940] lr: 7.919e-04, eta: 8:32:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5379, loss: 1.5379 +2025-06-12 21:50:35,350 - pyskl - INFO - Epoch [133][3700/3940] lr: 7.896e-04, eta: 8:31:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4771, loss: 1.4771 +2025-06-12 21:51:20,795 - pyskl - INFO - Epoch [133][3800/3940] lr: 7.872e-04, eta: 8:30:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5030, loss: 1.5030 +2025-06-12 21:52:06,227 - pyskl - INFO - Epoch [133][3900/3940] lr: 7.849e-04, eta: 8:29:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4654, loss: 1.4654 +2025-06-12 21:52:24,723 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-06-12 21:56:00,440 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 21:56:00,960 - pyskl - INFO - +top1_acc 0.8808 +top5_acc 0.9794 +2025-06-12 21:56:01,017 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_129.pth was removed +2025-06-12 21:56:02,033 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2025-06-12 21:56:02,035 - pyskl - INFO - Best top1_acc is 0.8808 at 133 epoch. +2025-06-12 21:56:02,053 - pyskl - INFO - Epoch(val) [133][3183] top1_acc: 0.8808, top5_acc: 0.9794 +2025-06-12 21:57:11,390 - pyskl - INFO - Epoch [134][100/3940] lr: 7.817e-04, eta: 8:28:45, time: 0.693, data_time: 0.239, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.4678, loss: 1.4678 +2025-06-12 21:57:56,830 - pyskl - INFO - Epoch [134][200/3940] lr: 7.794e-04, eta: 8:28:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4059, loss: 1.4059 +2025-06-12 21:58:42,248 - pyskl - INFO - Epoch [134][300/3940] lr: 7.771e-04, eta: 8:27:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4134, loss: 1.4134 +2025-06-12 21:59:27,629 - pyskl - INFO - Epoch [134][400/3940] lr: 7.748e-04, eta: 8:26:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4312, loss: 1.4312 +2025-06-12 22:00:13,050 - pyskl - INFO - Epoch [134][500/3940] lr: 7.725e-04, eta: 8:25:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3947, loss: 1.3947 +2025-06-12 22:00:58,546 - pyskl - INFO - Epoch [134][600/3940] lr: 7.702e-04, eta: 8:24:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4556, loss: 1.4556 +2025-06-12 22:01:43,971 - pyskl - INFO - Epoch [134][700/3940] lr: 7.679e-04, eta: 8:24:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4557, loss: 1.4557 +2025-06-12 22:02:29,431 - pyskl - INFO - Epoch [134][800/3940] lr: 7.656e-04, eta: 8:23:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4564, loss: 1.4564 +2025-06-12 22:03:14,845 - pyskl - INFO - Epoch [134][900/3940] lr: 7.633e-04, eta: 8:22:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4555, loss: 1.4555 +2025-06-12 22:04:00,304 - pyskl - INFO - Epoch [134][1000/3940] lr: 7.610e-04, eta: 8:21:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.4508, loss: 1.4508 +2025-06-12 22:04:45,911 - pyskl - INFO - Epoch [134][1100/3940] lr: 7.587e-04, eta: 8:21:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4171, loss: 1.4171 +2025-06-12 22:05:31,424 - pyskl - INFO - Epoch [134][1200/3940] lr: 7.564e-04, eta: 8:20:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4791, loss: 1.4791 +2025-06-12 22:06:16,981 - pyskl - INFO - Epoch [134][1300/3940] lr: 7.542e-04, eta: 8:19:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4493, loss: 1.4493 +2025-06-12 22:07:02,522 - pyskl - INFO - Epoch [134][1400/3940] lr: 7.519e-04, eta: 8:18:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5030, loss: 1.5030 +2025-06-12 22:07:48,053 - pyskl - INFO - Epoch [134][1500/3940] lr: 7.496e-04, eta: 8:18:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4535, loss: 1.4535 +2025-06-12 22:08:33,589 - pyskl - INFO - Epoch [134][1600/3940] lr: 7.474e-04, eta: 8:17:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3818, loss: 1.3818 +2025-06-12 22:09:19,163 - pyskl - INFO - Epoch [134][1700/3940] lr: 7.451e-04, eta: 8:16:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4288, loss: 1.4288 +2025-06-12 22:10:04,581 - pyskl - INFO - Epoch [134][1800/3940] lr: 7.428e-04, eta: 8:15:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4296, loss: 1.4296 +2025-06-12 22:10:50,040 - pyskl - INFO - Epoch [134][1900/3940] lr: 7.406e-04, eta: 8:15:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4459, loss: 1.4459 +2025-06-12 22:11:35,520 - pyskl - INFO - Epoch [134][2000/3940] lr: 7.383e-04, eta: 8:14:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4520, loss: 1.4520 +2025-06-12 22:12:20,989 - pyskl - INFO - Epoch [134][2100/3940] lr: 7.361e-04, eta: 8:13:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3964, loss: 1.3964 +2025-06-12 22:13:06,418 - pyskl - INFO - Epoch [134][2200/3940] lr: 7.338e-04, eta: 8:12:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4156, loss: 1.4156 +2025-06-12 22:13:51,891 - pyskl - INFO - Epoch [134][2300/3940] lr: 7.316e-04, eta: 8:12:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4177, loss: 1.4177 +2025-06-12 22:14:37,356 - pyskl - INFO - Epoch [134][2400/3940] lr: 7.294e-04, eta: 8:11:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4341, loss: 1.4341 +2025-06-12 22:15:22,814 - pyskl - INFO - Epoch [134][2500/3940] lr: 7.271e-04, eta: 8:10:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3860, loss: 1.3860 +2025-06-12 22:16:08,269 - pyskl - INFO - Epoch [134][2600/3940] lr: 7.249e-04, eta: 8:09:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.4298, loss: 1.4298 +2025-06-12 22:16:53,745 - pyskl - INFO - Epoch [134][2700/3940] lr: 7.227e-04, eta: 8:08:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4330, loss: 1.4330 +2025-06-12 22:17:39,156 - pyskl - INFO - Epoch [134][2800/3940] lr: 7.204e-04, eta: 8:08:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4900, loss: 1.4900 +2025-06-12 22:18:24,584 - pyskl - INFO - Epoch [134][2900/3940] lr: 7.182e-04, eta: 8:07:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3867, loss: 1.3867 +2025-06-12 22:19:10,065 - pyskl - INFO - Epoch [134][3000/3940] lr: 7.160e-04, eta: 8:06:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4178, loss: 1.4178 +2025-06-12 22:19:55,551 - pyskl - INFO - Epoch [134][3100/3940] lr: 7.138e-04, eta: 8:05:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4391, loss: 1.4391 +2025-06-12 22:20:41,036 - pyskl - INFO - Epoch [134][3200/3940] lr: 7.116e-04, eta: 8:05:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4327, loss: 1.4327 +2025-06-12 22:21:26,537 - pyskl - INFO - Epoch [134][3300/3940] lr: 7.094e-04, eta: 8:04:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4198, loss: 1.4198 +2025-06-12 22:22:11,957 - pyskl - INFO - Epoch [134][3400/3940] lr: 7.072e-04, eta: 8:03:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4528, loss: 1.4528 +2025-06-12 22:22:57,601 - pyskl - INFO - Epoch [134][3500/3940] lr: 7.050e-04, eta: 8:02:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4611, loss: 1.4611 +2025-06-12 22:23:43,063 - pyskl - INFO - Epoch [134][3600/3940] lr: 7.028e-04, eta: 8:02:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4216, loss: 1.4216 +2025-06-12 22:24:28,566 - pyskl - INFO - Epoch [134][3700/3940] lr: 7.006e-04, eta: 8:01:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4393, loss: 1.4393 +2025-06-12 22:25:14,091 - pyskl - INFO - Epoch [134][3800/3940] lr: 6.984e-04, eta: 8:00:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4077, loss: 1.4077 +2025-06-12 22:25:59,601 - pyskl - INFO - Epoch [134][3900/3940] lr: 6.962e-04, eta: 7:59:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4317, loss: 1.4317 +2025-06-12 22:26:18,143 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-06-12 22:29:51,747 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 22:29:52,227 - pyskl - INFO - +top1_acc 0.8730 +top5_acc 0.9752 +2025-06-12 22:29:52,244 - pyskl - INFO - Epoch(val) [134][3183] top1_acc: 0.8730, top5_acc: 0.9752 +2025-06-12 22:31:01,420 - pyskl - INFO - Epoch [135][100/3940] lr: 6.931e-04, eta: 7:58:47, time: 0.692, data_time: 0.236, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4147, loss: 1.4147 +2025-06-12 22:31:46,920 - pyskl - INFO - Epoch [135][200/3940] lr: 6.910e-04, eta: 7:58:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4287, loss: 1.4287 +2025-06-12 22:32:32,449 - pyskl - INFO - Epoch [135][300/3940] lr: 6.888e-04, eta: 7:57:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4484, loss: 1.4484 +2025-06-12 22:33:17,853 - pyskl - INFO - Epoch [135][400/3940] lr: 6.866e-04, eta: 7:56:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3711, loss: 1.3711 +2025-06-12 22:34:03,316 - pyskl - INFO - Epoch [135][500/3940] lr: 6.844e-04, eta: 7:55:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4705, loss: 1.4705 +2025-06-12 22:34:48,801 - pyskl - INFO - Epoch [135][600/3940] lr: 6.823e-04, eta: 7:54:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4186, loss: 1.4186 +2025-06-12 22:35:34,459 - pyskl - INFO - Epoch [135][700/3940] lr: 6.801e-04, eta: 7:54:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3961, loss: 1.3961 +2025-06-12 22:36:19,979 - pyskl - INFO - Epoch [135][800/3940] lr: 6.779e-04, eta: 7:53:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4350, loss: 1.4350 +2025-06-12 22:37:05,558 - pyskl - INFO - Epoch [135][900/3940] lr: 6.758e-04, eta: 7:52:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3794, loss: 1.3794 +2025-06-12 22:37:51,135 - pyskl - INFO - Epoch [135][1000/3940] lr: 6.736e-04, eta: 7:51:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3743, loss: 1.3743 +2025-06-12 22:38:36,779 - pyskl - INFO - Epoch [135][1100/3940] lr: 6.715e-04, eta: 7:51:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4003, loss: 1.4003 +2025-06-12 22:39:22,389 - pyskl - INFO - Epoch [135][1200/3940] lr: 6.693e-04, eta: 7:50:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4709, loss: 1.4709 +2025-06-12 22:40:07,950 - pyskl - INFO - Epoch [135][1300/3940] lr: 6.672e-04, eta: 7:49:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.4603, loss: 1.4603 +2025-06-12 22:40:53,585 - pyskl - INFO - Epoch [135][1400/3940] lr: 6.651e-04, eta: 7:48:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3776, loss: 1.3776 +2025-06-12 22:41:39,145 - pyskl - INFO - Epoch [135][1500/3940] lr: 6.629e-04, eta: 7:48:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4141, loss: 1.4141 +2025-06-12 22:42:24,614 - pyskl - INFO - Epoch [135][1600/3940] lr: 6.608e-04, eta: 7:47:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.4101, loss: 1.4101 +2025-06-12 22:43:10,079 - pyskl - INFO - Epoch [135][1700/3940] lr: 6.587e-04, eta: 7:46:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4248, loss: 1.4248 +2025-06-12 22:43:55,486 - pyskl - INFO - Epoch [135][1800/3940] lr: 6.565e-04, eta: 7:45:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3846, loss: 1.3846 +2025-06-12 22:44:40,931 - pyskl - INFO - Epoch [135][1900/3940] lr: 6.544e-04, eta: 7:45:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4428, loss: 1.4428 +2025-06-12 22:45:26,364 - pyskl - INFO - Epoch [135][2000/3940] lr: 6.523e-04, eta: 7:44:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4216, loss: 1.4216 +2025-06-12 22:46:11,826 - pyskl - INFO - Epoch [135][2100/3940] lr: 6.502e-04, eta: 7:43:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3502, loss: 1.3502 +2025-06-12 22:46:57,297 - pyskl - INFO - Epoch [135][2200/3940] lr: 6.481e-04, eta: 7:42:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4283, loss: 1.4283 +2025-06-12 22:47:42,848 - pyskl - INFO - Epoch [135][2300/3940] lr: 6.459e-04, eta: 7:42:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4162, loss: 1.4162 +2025-06-12 22:48:28,266 - pyskl - INFO - Epoch [135][2400/3940] lr: 6.438e-04, eta: 7:41:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4033, loss: 1.4033 +2025-06-12 22:49:13,788 - pyskl - INFO - Epoch [135][2500/3940] lr: 6.417e-04, eta: 7:40:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4360, loss: 1.4360 +2025-06-12 22:49:59,268 - pyskl - INFO - Epoch [135][2600/3940] lr: 6.396e-04, eta: 7:39:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4358, loss: 1.4358 +2025-06-12 22:50:44,809 - pyskl - INFO - Epoch [135][2700/3940] lr: 6.375e-04, eta: 7:39:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3715, loss: 1.3715 +2025-06-12 22:51:30,280 - pyskl - INFO - Epoch [135][2800/3940] lr: 6.354e-04, eta: 7:38:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3993, loss: 1.3993 +2025-06-12 22:52:15,661 - pyskl - INFO - Epoch [135][2900/3940] lr: 6.334e-04, eta: 7:37:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3544, loss: 1.3544 +2025-06-12 22:53:01,088 - pyskl - INFO - Epoch [135][3000/3940] lr: 6.313e-04, eta: 7:36:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3407, loss: 1.3407 +2025-06-12 22:53:46,565 - pyskl - INFO - Epoch [135][3100/3940] lr: 6.292e-04, eta: 7:35:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3892, loss: 1.3892 +2025-06-12 22:54:31,995 - pyskl - INFO - Epoch [135][3200/3940] lr: 6.271e-04, eta: 7:35:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3656, loss: 1.3656 +2025-06-12 22:55:17,519 - pyskl - INFO - Epoch [135][3300/3940] lr: 6.250e-04, eta: 7:34:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4553, loss: 1.4553 +2025-06-12 22:56:03,083 - pyskl - INFO - Epoch [135][3400/3940] lr: 6.230e-04, eta: 7:33:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3754, loss: 1.3754 +2025-06-12 22:56:48,644 - pyskl - INFO - Epoch [135][3500/3940] lr: 6.209e-04, eta: 7:32:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3865, loss: 1.3865 +2025-06-12 22:57:34,163 - pyskl - INFO - Epoch [135][3600/3940] lr: 6.188e-04, eta: 7:32:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3587, loss: 1.3587 +2025-06-12 22:58:19,634 - pyskl - INFO - Epoch [135][3700/3940] lr: 6.168e-04, eta: 7:31:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3993, loss: 1.3993 +2025-06-12 22:59:05,085 - pyskl - INFO - Epoch [135][3800/3940] lr: 6.147e-04, eta: 7:30:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.4027, loss: 1.4027 +2025-06-12 22:59:50,558 - pyskl - INFO - Epoch [135][3900/3940] lr: 6.126e-04, eta: 7:29:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3613, loss: 1.3613 +2025-06-12 23:00:09,046 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-06-12 23:18:31,350 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 23:18:31,817 - pyskl - INFO - +top1_acc 0.8829 +top5_acc 0.9785 +2025-06-12 23:18:31,875 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_133.pth was removed +2025-06-12 23:18:32,906 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-06-12 23:18:32,908 - pyskl - INFO - Best top1_acc is 0.8829 at 135 epoch. +2025-06-12 23:18:32,927 - pyskl - INFO - Epoch(val) [135][3183] top1_acc: 0.8829, top5_acc: 0.9785 +2025-06-12 23:19:42,667 - pyskl - INFO - Epoch [136][100/3940] lr: 6.098e-04, eta: 7:28:49, time: 0.697, data_time: 0.241, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3976, loss: 1.3976 +2025-06-12 23:20:28,221 - pyskl - INFO - Epoch [136][200/3940] lr: 6.077e-04, eta: 7:28:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3991, loss: 1.3991 +2025-06-12 23:21:13,810 - pyskl - INFO - Epoch [136][300/3940] lr: 6.057e-04, eta: 7:27:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4047, loss: 1.4047 +2025-06-12 23:21:59,310 - pyskl - INFO - Epoch [136][400/3940] lr: 6.036e-04, eta: 7:26:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4148, loss: 1.4148 +2025-06-12 23:22:44,709 - pyskl - INFO - Epoch [136][500/3940] lr: 6.016e-04, eta: 7:25:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3717, loss: 1.3717 +2025-06-12 23:23:30,106 - pyskl - INFO - Epoch [136][600/3940] lr: 5.996e-04, eta: 7:25:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4059, loss: 1.4059 +2025-06-12 23:24:15,472 - pyskl - INFO - Epoch [136][700/3940] lr: 5.975e-04, eta: 7:24:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3607, loss: 1.3607 +2025-06-12 23:25:00,920 - pyskl - INFO - Epoch [136][800/3940] lr: 5.955e-04, eta: 7:23:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4213, loss: 1.4213 +2025-06-12 23:25:46,438 - pyskl - INFO - Epoch [136][900/3940] lr: 5.935e-04, eta: 7:22:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3622, loss: 1.3622 +2025-06-12 23:26:31,910 - pyskl - INFO - Epoch [136][1000/3940] lr: 5.914e-04, eta: 7:21:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.4266, loss: 1.4266 +2025-06-12 23:27:17,344 - pyskl - INFO - Epoch [136][1100/3940] lr: 5.894e-04, eta: 7:21:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3597, loss: 1.3597 +2025-06-12 23:28:02,792 - pyskl - INFO - Epoch [136][1200/3940] lr: 5.874e-04, eta: 7:20:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4043, loss: 1.4043 +2025-06-12 23:28:48,244 - pyskl - INFO - Epoch [136][1300/3940] lr: 5.854e-04, eta: 7:19:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3729, loss: 1.3729 +2025-06-12 23:29:33,698 - pyskl - INFO - Epoch [136][1400/3940] lr: 5.834e-04, eta: 7:18:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4071, loss: 1.4071 +2025-06-12 23:30:19,221 - pyskl - INFO - Epoch [136][1500/3940] lr: 5.814e-04, eta: 7:18:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3440, loss: 1.3440 +2025-06-12 23:31:04,746 - pyskl - INFO - Epoch [136][1600/3940] lr: 5.794e-04, eta: 7:17:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3831, loss: 1.3831 +2025-06-12 23:31:50,250 - pyskl - INFO - Epoch [136][1700/3940] lr: 5.774e-04, eta: 7:16:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4002, loss: 1.4002 +2025-06-12 23:32:35,771 - pyskl - INFO - Epoch [136][1800/3940] lr: 5.754e-04, eta: 7:15:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3878, loss: 1.3878 +2025-06-12 23:33:21,346 - pyskl - INFO - Epoch [136][1900/3940] lr: 5.734e-04, eta: 7:15:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4176, loss: 1.4176 +2025-06-12 23:34:06,760 - pyskl - INFO - Epoch [136][2000/3940] lr: 5.714e-04, eta: 7:14:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4145, loss: 1.4145 +2025-06-12 23:34:52,238 - pyskl - INFO - Epoch [136][2100/3940] lr: 5.694e-04, eta: 7:13:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3454, loss: 1.3454 +2025-06-12 23:35:37,654 - pyskl - INFO - Epoch [136][2200/3940] lr: 5.675e-04, eta: 7:12:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4120, loss: 1.4120 +2025-06-12 23:36:23,293 - pyskl - INFO - Epoch [136][2300/3940] lr: 5.655e-04, eta: 7:12:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3387, loss: 1.3387 +2025-06-12 23:37:08,700 - pyskl - INFO - Epoch [136][2400/3940] lr: 5.635e-04, eta: 7:11:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3485, loss: 1.3485 +2025-06-12 23:37:54,027 - pyskl - INFO - Epoch [136][2500/3940] lr: 5.615e-04, eta: 7:10:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3548, loss: 1.3548 +2025-06-12 23:38:39,358 - pyskl - INFO - Epoch [136][2600/3940] lr: 5.596e-04, eta: 7:09:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3591, loss: 1.3591 +2025-06-12 23:39:24,820 - pyskl - INFO - Epoch [136][2700/3940] lr: 5.576e-04, eta: 7:09:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3890, loss: 1.3890 +2025-06-12 23:40:10,146 - pyskl - INFO - Epoch [136][2800/3940] lr: 5.556e-04, eta: 7:08:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3916, loss: 1.3916 +2025-06-12 23:40:55,475 - pyskl - INFO - Epoch [136][2900/3940] lr: 5.537e-04, eta: 7:07:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3916, loss: 1.3916 +2025-06-12 23:41:40,897 - pyskl - INFO - Epoch [136][3000/3940] lr: 5.517e-04, eta: 7:06:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3867, loss: 1.3867 +2025-06-12 23:42:26,591 - pyskl - INFO - Epoch [136][3100/3940] lr: 5.498e-04, eta: 7:05:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3613, loss: 1.3613 +2025-06-12 23:43:12,107 - pyskl - INFO - Epoch [136][3200/3940] lr: 5.478e-04, eta: 7:05:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3550, loss: 1.3550 +2025-06-12 23:43:57,833 - pyskl - INFO - Epoch [136][3300/3940] lr: 5.459e-04, eta: 7:04:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3852, loss: 1.3852 +2025-06-12 23:44:43,387 - pyskl - INFO - Epoch [136][3400/3940] lr: 5.439e-04, eta: 7:03:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4045, loss: 1.4045 +2025-06-12 23:45:28,785 - pyskl - INFO - Epoch [136][3500/3940] lr: 5.420e-04, eta: 7:02:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4074, loss: 1.4074 +2025-06-12 23:46:14,159 - pyskl - INFO - Epoch [136][3600/3940] lr: 5.401e-04, eta: 7:02:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3848, loss: 1.3848 +2025-06-12 23:46:59,650 - pyskl - INFO - Epoch [136][3700/3940] lr: 5.381e-04, eta: 7:01:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4275, loss: 1.4275 +2025-06-12 23:47:45,034 - pyskl - INFO - Epoch [136][3800/3940] lr: 5.362e-04, eta: 7:00:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3821, loss: 1.3821 +2025-06-12 23:48:30,454 - pyskl - INFO - Epoch [136][3900/3940] lr: 5.343e-04, eta: 6:59:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4178, loss: 1.4178 +2025-06-12 23:48:48,874 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-06-12 23:52:22,409 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 23:52:22,873 - pyskl - INFO - +top1_acc 0.8879 +top5_acc 0.9806 +2025-06-12 23:52:22,935 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_135.pth was removed +2025-06-12 23:52:23,964 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2025-06-12 23:52:23,967 - pyskl - INFO - Best top1_acc is 0.8879 at 136 epoch. +2025-06-12 23:52:23,985 - pyskl - INFO - Epoch(val) [136][3183] top1_acc: 0.8879, top5_acc: 0.9806 +2025-06-12 23:53:33,554 - pyskl - INFO - Epoch [137][100/3940] lr: 5.316e-04, eta: 6:58:50, time: 0.696, data_time: 0.241, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4196, loss: 1.4196 +2025-06-12 23:54:19,078 - pyskl - INFO - Epoch [137][200/3940] lr: 5.297e-04, eta: 6:58:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3592, loss: 1.3592 +2025-06-12 23:55:04,515 - pyskl - INFO - Epoch [137][300/3940] lr: 5.278e-04, eta: 6:57:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3655, loss: 1.3655 +2025-06-12 23:55:49,911 - pyskl - INFO - Epoch [137][400/3940] lr: 5.259e-04, eta: 6:56:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3883, loss: 1.3883 +2025-06-12 23:56:35,361 - pyskl - INFO - Epoch [137][500/3940] lr: 5.240e-04, eta: 6:55:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3686, loss: 1.3686 +2025-06-12 23:57:20,765 - pyskl - INFO - Epoch [137][600/3940] lr: 5.221e-04, eta: 6:55:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3860, loss: 1.3860 +2025-06-12 23:58:06,237 - pyskl - INFO - Epoch [137][700/3940] lr: 5.202e-04, eta: 6:54:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3498, loss: 1.3498 +2025-06-12 23:58:51,813 - pyskl - INFO - Epoch [137][800/3940] lr: 5.183e-04, eta: 6:53:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4343, loss: 1.4343 +2025-06-12 23:59:37,279 - pyskl - INFO - Epoch [137][900/3940] lr: 5.164e-04, eta: 6:52:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3622, loss: 1.3622 +2025-06-13 00:00:23,020 - pyskl - INFO - Epoch [137][1000/3940] lr: 5.145e-04, eta: 6:51:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3690, loss: 1.3690 +2025-06-13 00:01:08,600 - pyskl - INFO - Epoch [137][1100/3940] lr: 5.126e-04, eta: 6:51:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3669, loss: 1.3669 +2025-06-13 00:01:54,177 - pyskl - INFO - Epoch [137][1200/3940] lr: 5.107e-04, eta: 6:50:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3658, loss: 1.3658 +2025-06-13 00:02:39,781 - pyskl - INFO - Epoch [137][1300/3940] lr: 5.088e-04, eta: 6:49:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3682, loss: 1.3682 +2025-06-13 00:03:25,328 - pyskl - INFO - Epoch [137][1400/3940] lr: 5.070e-04, eta: 6:48:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3689, loss: 1.3689 +2025-06-13 00:04:10,843 - pyskl - INFO - Epoch [137][1500/3940] lr: 5.051e-04, eta: 6:48:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3982, loss: 1.3982 +2025-06-13 00:04:56,371 - pyskl - INFO - Epoch [137][1600/3940] lr: 5.032e-04, eta: 6:47:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3638, loss: 1.3638 +2025-06-13 00:05:41,866 - pyskl - INFO - Epoch [137][1700/3940] lr: 5.014e-04, eta: 6:46:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3807, loss: 1.3807 +2025-06-13 00:06:27,350 - pyskl - INFO - Epoch [137][1800/3940] lr: 4.995e-04, eta: 6:45:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3555, loss: 1.3555 +2025-06-13 00:07:12,901 - pyskl - INFO - Epoch [137][1900/3940] lr: 4.976e-04, eta: 6:45:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4196, loss: 1.4196 +2025-06-13 00:07:58,337 - pyskl - INFO - Epoch [137][2000/3940] lr: 4.958e-04, eta: 6:44:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.3611, loss: 1.3611 +2025-06-13 00:08:43,829 - pyskl - INFO - Epoch [137][2100/3940] lr: 4.939e-04, eta: 6:43:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3173, loss: 1.3173 +2025-06-13 00:09:29,358 - pyskl - INFO - Epoch [137][2200/3940] lr: 4.921e-04, eta: 6:42:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3626, loss: 1.3626 +2025-06-13 00:10:14,819 - pyskl - INFO - Epoch [137][2300/3940] lr: 4.902e-04, eta: 6:42:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3894, loss: 1.3894 +2025-06-13 00:11:00,261 - pyskl - INFO - Epoch [137][2400/3940] lr: 4.884e-04, eta: 6:41:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4370, loss: 1.4370 +2025-06-13 00:11:45,736 - pyskl - INFO - Epoch [137][2500/3940] lr: 4.866e-04, eta: 6:40:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3616, loss: 1.3616 +2025-06-13 00:12:31,181 - pyskl - INFO - Epoch [137][2600/3940] lr: 4.847e-04, eta: 6:39:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3886, loss: 1.3886 +2025-06-13 00:13:16,665 - pyskl - INFO - Epoch [137][2700/3940] lr: 4.829e-04, eta: 6:39:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3587, loss: 1.3587 +2025-06-13 00:14:02,194 - pyskl - INFO - Epoch [137][2800/3940] lr: 4.811e-04, eta: 6:38:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3569, loss: 1.3569 +2025-06-13 00:14:47,626 - pyskl - INFO - Epoch [137][2900/3940] lr: 4.793e-04, eta: 6:37:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3783, loss: 1.3783 +2025-06-13 00:15:33,119 - pyskl - INFO - Epoch [137][3000/3940] lr: 4.774e-04, eta: 6:36:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3806, loss: 1.3806 +2025-06-13 00:16:18,620 - pyskl - INFO - Epoch [137][3100/3940] lr: 4.756e-04, eta: 6:36:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3589, loss: 1.3589 +2025-06-13 00:17:04,283 - pyskl - INFO - Epoch [137][3200/3940] lr: 4.738e-04, eta: 6:35:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3474, loss: 1.3474 +2025-06-13 00:17:49,886 - pyskl - INFO - Epoch [137][3300/3940] lr: 4.720e-04, eta: 6:34:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3742, loss: 1.3742 +2025-06-13 00:18:35,540 - pyskl - INFO - Epoch [137][3400/3940] lr: 4.702e-04, eta: 6:33:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3547, loss: 1.3547 +2025-06-13 00:19:21,063 - pyskl - INFO - Epoch [137][3500/3940] lr: 4.684e-04, eta: 6:32:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4115, loss: 1.4115 +2025-06-13 00:20:06,491 - pyskl - INFO - Epoch [137][3600/3940] lr: 4.666e-04, eta: 6:32:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3640, loss: 1.3640 +2025-06-13 00:20:51,803 - pyskl - INFO - Epoch [137][3700/3940] lr: 4.648e-04, eta: 6:31:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3760, loss: 1.3760 +2025-06-13 00:21:37,260 - pyskl - INFO - Epoch [137][3800/3940] lr: 4.630e-04, eta: 6:30:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3652, loss: 1.3652 +2025-06-13 00:22:22,786 - pyskl - INFO - Epoch [137][3900/3940] lr: 4.612e-04, eta: 6:29:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3701, loss: 1.3701 +2025-06-13 00:22:41,355 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-06-13 00:26:18,490 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 00:26:18,967 - pyskl - INFO - +top1_acc 0.8874 +top5_acc 0.9792 +2025-06-13 00:26:18,986 - pyskl - INFO - Epoch(val) [137][3183] top1_acc: 0.8874, top5_acc: 0.9792 +2025-06-13 00:27:29,917 - pyskl - INFO - Epoch [138][100/3940] lr: 4.587e-04, eta: 6:28:52, time: 0.709, data_time: 0.253, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3125, loss: 1.3125 +2025-06-13 00:28:15,462 - pyskl - INFO - Epoch [138][200/3940] lr: 4.569e-04, eta: 6:28:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3399, loss: 1.3399 +2025-06-13 00:29:00,981 - pyskl - INFO - Epoch [138][300/3940] lr: 4.551e-04, eta: 6:27:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3748, loss: 1.3748 +2025-06-13 00:29:46,507 - pyskl - INFO - Epoch [138][400/3940] lr: 4.534e-04, eta: 6:26:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3787, loss: 1.3787 +2025-06-13 00:30:31,882 - pyskl - INFO - Epoch [138][500/3940] lr: 4.516e-04, eta: 6:25:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3666, loss: 1.3666 +2025-06-13 00:31:17,396 - pyskl - INFO - Epoch [138][600/3940] lr: 4.498e-04, eta: 6:25:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3817, loss: 1.3817 +2025-06-13 00:32:03,100 - pyskl - INFO - Epoch [138][700/3940] lr: 4.481e-04, eta: 6:24:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3708, loss: 1.3708 +2025-06-13 00:32:48,587 - pyskl - INFO - Epoch [138][800/3940] lr: 4.463e-04, eta: 6:23:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3300, loss: 1.3300 +2025-06-13 00:33:33,983 - pyskl - INFO - Epoch [138][900/3940] lr: 4.445e-04, eta: 6:22:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3235, loss: 1.3235 +2025-06-13 00:34:19,453 - pyskl - INFO - Epoch [138][1000/3940] lr: 4.428e-04, eta: 6:22:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3365, loss: 1.3365 +2025-06-13 00:35:05,164 - pyskl - INFO - Epoch [138][1100/3940] lr: 4.410e-04, eta: 6:21:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3413, loss: 1.3413 +2025-06-13 00:35:50,691 - pyskl - INFO - Epoch [138][1200/3940] lr: 4.393e-04, eta: 6:20:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3443, loss: 1.3443 +2025-06-13 00:36:36,209 - pyskl - INFO - Epoch [138][1300/3940] lr: 4.375e-04, eta: 6:19:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3665, loss: 1.3665 +2025-06-13 00:37:21,628 - pyskl - INFO - Epoch [138][1400/3940] lr: 4.358e-04, eta: 6:18:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3401, loss: 1.3401 +2025-06-13 00:38:06,999 - pyskl - INFO - Epoch [138][1500/3940] lr: 4.341e-04, eta: 6:18:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3849, loss: 1.3849 +2025-06-13 00:38:52,341 - pyskl - INFO - Epoch [138][1600/3940] lr: 4.323e-04, eta: 6:17:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3243, loss: 1.3243 +2025-06-13 00:39:37,637 - pyskl - INFO - Epoch [138][1700/3940] lr: 4.306e-04, eta: 6:16:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3494, loss: 1.3494 +2025-06-13 00:40:23,006 - pyskl - INFO - Epoch [138][1800/3940] lr: 4.289e-04, eta: 6:15:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.3152, loss: 1.3152 +2025-06-13 00:41:08,321 - pyskl - INFO - Epoch [138][1900/3940] lr: 4.271e-04, eta: 6:15:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3486, loss: 1.3486 +2025-06-13 00:41:53,672 - pyskl - INFO - Epoch [138][2000/3940] lr: 4.254e-04, eta: 6:14:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3337, loss: 1.3337 +2025-06-13 00:42:39,209 - pyskl - INFO - Epoch [138][2100/3940] lr: 4.237e-04, eta: 6:13:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3452, loss: 1.3452 +2025-06-13 00:43:24,752 - pyskl - INFO - Epoch [138][2200/3940] lr: 4.220e-04, eta: 6:12:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3557, loss: 1.3557 +2025-06-13 00:44:10,140 - pyskl - INFO - Epoch [138][2300/3940] lr: 4.203e-04, eta: 6:12:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4013, loss: 1.4013 +2025-06-13 00:44:55,432 - pyskl - INFO - Epoch [138][2400/3940] lr: 4.186e-04, eta: 6:11:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3869, loss: 1.3869 +2025-06-13 00:45:40,721 - pyskl - INFO - Epoch [138][2500/3940] lr: 4.169e-04, eta: 6:10:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3461, loss: 1.3461 +2025-06-13 00:46:26,012 - pyskl - INFO - Epoch [138][2600/3940] lr: 4.152e-04, eta: 6:09:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3202, loss: 1.3202 +2025-06-13 00:47:11,320 - pyskl - INFO - Epoch [138][2700/3940] lr: 4.135e-04, eta: 6:09:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4047, loss: 1.4047 +2025-06-13 00:47:56,627 - pyskl - INFO - Epoch [138][2800/3940] lr: 4.118e-04, eta: 6:08:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3725, loss: 1.3725 +2025-06-13 00:48:41,971 - pyskl - INFO - Epoch [138][2900/3940] lr: 4.101e-04, eta: 6:07:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3943, loss: 1.3943 +2025-06-13 00:49:27,348 - pyskl - INFO - Epoch [138][3000/3940] lr: 4.084e-04, eta: 6:06:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3543, loss: 1.3543 +2025-06-13 00:50:13,019 - pyskl - INFO - Epoch [138][3100/3940] lr: 4.067e-04, eta: 6:06:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3597, loss: 1.3597 +2025-06-13 00:50:58,524 - pyskl - INFO - Epoch [138][3200/3940] lr: 4.050e-04, eta: 6:05:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3489, loss: 1.3489 +2025-06-13 00:51:44,125 - pyskl - INFO - Epoch [138][3300/3940] lr: 4.034e-04, eta: 6:04:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3214, loss: 1.3214 +2025-06-13 00:52:29,728 - pyskl - INFO - Epoch [138][3400/3940] lr: 4.017e-04, eta: 6:03:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3293, loss: 1.3293 +2025-06-13 00:53:15,354 - pyskl - INFO - Epoch [138][3500/3940] lr: 4.000e-04, eta: 6:03:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3706, loss: 1.3706 +2025-06-13 00:54:00,861 - pyskl - INFO - Epoch [138][3600/3940] lr: 3.984e-04, eta: 6:02:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3788, loss: 1.3788 +2025-06-13 00:54:46,286 - pyskl - INFO - Epoch [138][3700/3940] lr: 3.967e-04, eta: 6:01:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.3248, loss: 1.3248 +2025-06-13 00:55:31,664 - pyskl - INFO - Epoch [138][3800/3940] lr: 3.950e-04, eta: 6:00:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3458, loss: 1.3458 +2025-06-13 00:56:17,082 - pyskl - INFO - Epoch [138][3900/3940] lr: 3.934e-04, eta: 5:59:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3486, loss: 1.3486 +2025-06-13 00:56:35,523 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-06-13 01:00:11,394 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 01:00:11,942 - pyskl - INFO - +top1_acc 0.8888 +top5_acc 0.9792 +2025-06-13 01:00:11,999 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_136.pth was removed +2025-06-13 01:00:13,022 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2025-06-13 01:00:13,024 - pyskl - INFO - Best top1_acc is 0.8888 at 138 epoch. +2025-06-13 01:00:13,042 - pyskl - INFO - Epoch(val) [138][3183] top1_acc: 0.8888, top5_acc: 0.9792 +2025-06-13 01:01:22,948 - pyskl - INFO - Epoch [139][100/3940] lr: 3.911e-04, eta: 5:58:54, time: 0.699, data_time: 0.244, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3099, loss: 1.3099 +2025-06-13 01:02:08,481 - pyskl - INFO - Epoch [139][200/3940] lr: 3.894e-04, eta: 5:58:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3350, loss: 1.3350 +2025-06-13 01:02:53,942 - pyskl - INFO - Epoch [139][300/3940] lr: 3.878e-04, eta: 5:57:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3243, loss: 1.3243 +2025-06-13 01:03:39,328 - pyskl - INFO - Epoch [139][400/3940] lr: 3.861e-04, eta: 5:56:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3408, loss: 1.3408 +2025-06-13 01:04:24,771 - pyskl - INFO - Epoch [139][500/3940] lr: 3.845e-04, eta: 5:55:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3952, loss: 1.3952 +2025-06-13 01:05:10,269 - pyskl - INFO - Epoch [139][600/3940] lr: 3.829e-04, eta: 5:55:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3320, loss: 1.3320 +2025-06-13 01:05:55,755 - pyskl - INFO - Epoch [139][700/3940] lr: 3.812e-04, eta: 5:54:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3574, loss: 1.3574 +2025-06-13 01:06:41,336 - pyskl - INFO - Epoch [139][800/3940] lr: 3.796e-04, eta: 5:53:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3152, loss: 1.3152 +2025-06-13 01:07:26,947 - pyskl - INFO - Epoch [139][900/3940] lr: 3.780e-04, eta: 5:52:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3341, loss: 1.3341 +2025-06-13 01:08:12,602 - pyskl - INFO - Epoch [139][1000/3940] lr: 3.764e-04, eta: 5:52:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3729, loss: 1.3729 +2025-06-13 01:08:58,159 - pyskl - INFO - Epoch [139][1100/3940] lr: 3.748e-04, eta: 5:51:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3339, loss: 1.3339 +2025-06-13 01:09:43,658 - pyskl - INFO - Epoch [139][1200/3940] lr: 3.731e-04, eta: 5:50:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3524, loss: 1.3524 +2025-06-13 01:10:28,999 - pyskl - INFO - Epoch [139][1300/3940] lr: 3.715e-04, eta: 5:49:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3282, loss: 1.3282 +2025-06-13 01:11:14,451 - pyskl - INFO - Epoch [139][1400/3940] lr: 3.699e-04, eta: 5:49:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3201, loss: 1.3201 +2025-06-13 01:11:59,938 - pyskl - INFO - Epoch [139][1500/3940] lr: 3.683e-04, eta: 5:48:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.3789, loss: 1.3789 +2025-06-13 01:12:45,388 - pyskl - INFO - Epoch [139][1600/3940] lr: 3.667e-04, eta: 5:47:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3240, loss: 1.3240 +2025-06-13 01:13:30,767 - pyskl - INFO - Epoch [139][1700/3940] lr: 3.651e-04, eta: 5:46:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3468, loss: 1.3468 +2025-06-13 01:14:16,273 - pyskl - INFO - Epoch [139][1800/3940] lr: 3.635e-04, eta: 5:45:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3272, loss: 1.3272 +2025-06-13 01:15:01,685 - pyskl - INFO - Epoch [139][1900/3940] lr: 3.619e-04, eta: 5:45:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3514, loss: 1.3514 +2025-06-13 01:15:47,121 - pyskl - INFO - Epoch [139][2000/3940] lr: 3.604e-04, eta: 5:44:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3470, loss: 1.3470 +2025-06-13 01:16:32,585 - pyskl - INFO - Epoch [139][2100/3940] lr: 3.588e-04, eta: 5:43:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3015, loss: 1.3015 +2025-06-13 01:17:18,133 - pyskl - INFO - Epoch [139][2200/3940] lr: 3.572e-04, eta: 5:42:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3554, loss: 1.3554 +2025-06-13 01:18:03,643 - pyskl - INFO - Epoch [139][2300/3940] lr: 3.556e-04, eta: 5:42:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3387, loss: 1.3387 +2025-06-13 01:18:49,107 - pyskl - INFO - Epoch [139][2400/3940] lr: 3.541e-04, eta: 5:41:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3430, loss: 1.3430 +2025-06-13 01:19:34,650 - pyskl - INFO - Epoch [139][2500/3940] lr: 3.525e-04, eta: 5:40:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3467, loss: 1.3467 +2025-06-13 01:20:20,121 - pyskl - INFO - Epoch [139][2600/3940] lr: 3.509e-04, eta: 5:39:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3316, loss: 1.3316 +2025-06-13 01:21:05,502 - pyskl - INFO - Epoch [139][2700/3940] lr: 3.494e-04, eta: 5:39:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3408, loss: 1.3408 +2025-06-13 01:21:51,018 - pyskl - INFO - Epoch [139][2800/3940] lr: 3.478e-04, eta: 5:38:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3624, loss: 1.3624 +2025-06-13 01:22:36,514 - pyskl - INFO - Epoch [139][2900/3940] lr: 3.462e-04, eta: 5:37:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3595, loss: 1.3595 +2025-06-13 01:23:21,981 - pyskl - INFO - Epoch [139][3000/3940] lr: 3.447e-04, eta: 5:36:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3624, loss: 1.3624 +2025-06-13 01:24:07,360 - pyskl - INFO - Epoch [139][3100/3940] lr: 3.431e-04, eta: 5:36:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3592, loss: 1.3592 +2025-06-13 01:24:52,819 - pyskl - INFO - Epoch [139][3200/3940] lr: 3.416e-04, eta: 5:35:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3428, loss: 1.3428 +2025-06-13 01:25:38,286 - pyskl - INFO - Epoch [139][3300/3940] lr: 3.401e-04, eta: 5:34:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3547, loss: 1.3547 +2025-06-13 01:26:23,785 - pyskl - INFO - Epoch [139][3400/3940] lr: 3.385e-04, eta: 5:33:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3406, loss: 1.3406 +2025-06-13 01:27:09,228 - pyskl - INFO - Epoch [139][3500/3940] lr: 3.370e-04, eta: 5:33:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3561, loss: 1.3561 +2025-06-13 01:27:54,685 - pyskl - INFO - Epoch [139][3600/3940] lr: 3.355e-04, eta: 5:32:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3738, loss: 1.3738 +2025-06-13 01:28:40,174 - pyskl - INFO - Epoch [139][3700/3940] lr: 3.339e-04, eta: 5:31:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3520, loss: 1.3520 +2025-06-13 01:29:25,645 - pyskl - INFO - Epoch [139][3800/3940] lr: 3.324e-04, eta: 5:30:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3449, loss: 1.3449 +2025-06-13 01:30:11,165 - pyskl - INFO - Epoch [139][3900/3940] lr: 3.309e-04, eta: 5:29:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2831, loss: 1.2831 +2025-06-13 01:30:29,820 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-06-13 01:34:06,236 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 01:34:06,711 - pyskl - INFO - +top1_acc 0.8912 +top5_acc 0.9806 +2025-06-13 01:34:06,767 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_138.pth was removed +2025-06-13 01:34:07,786 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2025-06-13 01:34:07,788 - pyskl - INFO - Best top1_acc is 0.8912 at 139 epoch. +2025-06-13 01:34:07,807 - pyskl - INFO - Epoch(val) [139][3183] top1_acc: 0.8912, top5_acc: 0.9806 +2025-06-13 01:35:18,080 - pyskl - INFO - Epoch [140][100/3940] lr: 3.288e-04, eta: 5:28:55, time: 0.703, data_time: 0.247, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3610, loss: 1.3610 +2025-06-13 01:36:03,553 - pyskl - INFO - Epoch [140][200/3940] lr: 3.273e-04, eta: 5:28:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3335, loss: 1.3335 +2025-06-13 01:36:49,030 - pyskl - INFO - Epoch [140][300/3940] lr: 3.257e-04, eta: 5:27:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3649, loss: 1.3649 +2025-06-13 01:37:34,810 - pyskl - INFO - Epoch [140][400/3940] lr: 3.242e-04, eta: 5:26:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2772, loss: 1.2772 +2025-06-13 01:38:20,549 - pyskl - INFO - Epoch [140][500/3940] lr: 3.227e-04, eta: 5:25:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3411, loss: 1.3411 +2025-06-13 01:39:06,271 - pyskl - INFO - Epoch [140][600/3940] lr: 3.212e-04, eta: 5:25:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3455, loss: 1.3455 +2025-06-13 01:39:51,784 - pyskl - INFO - Epoch [140][700/3940] lr: 3.197e-04, eta: 5:24:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3088, loss: 1.3088 +2025-06-13 01:40:37,275 - pyskl - INFO - Epoch [140][800/3940] lr: 3.183e-04, eta: 5:23:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3666, loss: 1.3666 +2025-06-13 01:41:22,804 - pyskl - INFO - Epoch [140][900/3940] lr: 3.168e-04, eta: 5:22:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3369, loss: 1.3369 +2025-06-13 01:42:08,339 - pyskl - INFO - Epoch [140][1000/3940] lr: 3.153e-04, eta: 5:22:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3036, loss: 1.3036 +2025-06-13 01:42:53,953 - pyskl - INFO - Epoch [140][1100/3940] lr: 3.138e-04, eta: 5:21:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3552, loss: 1.3552 +2025-06-13 01:43:39,435 - pyskl - INFO - Epoch [140][1200/3940] lr: 3.123e-04, eta: 5:20:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3099, loss: 1.3099 +2025-06-13 01:44:24,893 - pyskl - INFO - Epoch [140][1300/3940] lr: 3.108e-04, eta: 5:19:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2843, loss: 1.2843 +2025-06-13 01:45:10,288 - pyskl - INFO - Epoch [140][1400/3940] lr: 3.094e-04, eta: 5:19:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3106, loss: 1.3106 +2025-06-13 01:45:55,668 - pyskl - INFO - Epoch [140][1500/3940] lr: 3.079e-04, eta: 5:18:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3239, loss: 1.3239 +2025-06-13 01:46:41,064 - pyskl - INFO - Epoch [140][1600/3940] lr: 3.064e-04, eta: 5:17:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3262, loss: 1.3262 +2025-06-13 01:47:26,555 - pyskl - INFO - Epoch [140][1700/3940] lr: 3.050e-04, eta: 5:16:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3349, loss: 1.3349 +2025-06-13 01:48:12,048 - pyskl - INFO - Epoch [140][1800/3940] lr: 3.035e-04, eta: 5:15:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3055, loss: 1.3055 +2025-06-13 01:48:57,482 - pyskl - INFO - Epoch [140][1900/3940] lr: 3.021e-04, eta: 5:15:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3349, loss: 1.3349 +2025-06-13 01:49:42,877 - pyskl - INFO - Epoch [140][2000/3940] lr: 3.006e-04, eta: 5:14:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3691, loss: 1.3691 +2025-06-13 01:50:28,285 - pyskl - INFO - Epoch [140][2100/3940] lr: 2.992e-04, eta: 5:13:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3028, loss: 1.3028 +2025-06-13 01:51:13,661 - pyskl - INFO - Epoch [140][2200/3940] lr: 2.977e-04, eta: 5:12:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3076, loss: 1.3076 +2025-06-13 01:51:59,068 - pyskl - INFO - Epoch [140][2300/3940] lr: 2.963e-04, eta: 5:12:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3279, loss: 1.3279 +2025-06-13 01:52:44,537 - pyskl - INFO - Epoch [140][2400/3940] lr: 2.949e-04, eta: 5:11:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3248, loss: 1.3248 +2025-06-13 01:53:30,025 - pyskl - INFO - Epoch [140][2500/3940] lr: 2.934e-04, eta: 5:10:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3117, loss: 1.3117 +2025-06-13 01:54:15,462 - pyskl - INFO - Epoch [140][2600/3940] lr: 2.920e-04, eta: 5:09:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3097, loss: 1.3097 +2025-06-13 01:55:00,887 - pyskl - INFO - Epoch [140][2700/3940] lr: 2.906e-04, eta: 5:09:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3342, loss: 1.3342 +2025-06-13 01:55:46,273 - pyskl - INFO - Epoch [140][2800/3940] lr: 2.891e-04, eta: 5:08:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3762, loss: 1.3762 +2025-06-13 01:56:31,682 - pyskl - INFO - Epoch [140][2900/3940] lr: 2.877e-04, eta: 5:07:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3017, loss: 1.3017 +2025-06-13 01:57:17,165 - pyskl - INFO - Epoch [140][3000/3940] lr: 2.863e-04, eta: 5:06:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3545, loss: 1.3545 +2025-06-13 01:58:02,784 - pyskl - INFO - Epoch [140][3100/3940] lr: 2.849e-04, eta: 5:06:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3252, loss: 1.3252 +2025-06-13 01:58:48,214 - pyskl - INFO - Epoch [140][3200/3940] lr: 2.835e-04, eta: 5:05:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3498, loss: 1.3498 +2025-06-13 01:59:33,758 - pyskl - INFO - Epoch [140][3300/3940] lr: 2.821e-04, eta: 5:04:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3191, loss: 1.3191 +2025-06-13 02:00:19,095 - pyskl - INFO - Epoch [140][3400/3940] lr: 2.807e-04, eta: 5:03:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3350, loss: 1.3350 +2025-06-13 02:01:04,545 - pyskl - INFO - Epoch [140][3500/3940] lr: 2.793e-04, eta: 5:03:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2993, loss: 1.2993 +2025-06-13 02:01:49,978 - pyskl - INFO - Epoch [140][3600/3940] lr: 2.779e-04, eta: 5:02:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3029, loss: 1.3029 +2025-06-13 02:02:35,373 - pyskl - INFO - Epoch [140][3700/3940] lr: 2.765e-04, eta: 5:01:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3838, loss: 1.3838 +2025-06-13 02:03:20,825 - pyskl - INFO - Epoch [140][3800/3940] lr: 2.751e-04, eta: 5:00:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2954, loss: 1.2954 +2025-06-13 02:04:06,320 - pyskl - INFO - Epoch [140][3900/3940] lr: 2.737e-04, eta: 5:00:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3130, loss: 1.3130 +2025-06-13 02:04:24,833 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-06-13 02:23:10,558 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 02:23:11,083 - pyskl - INFO - +top1_acc 0.8902 +top5_acc 0.9801 +2025-06-13 02:23:11,102 - pyskl - INFO - Epoch(val) [140][3183] top1_acc: 0.8902, top5_acc: 0.9801 +2025-06-13 02:24:21,343 - pyskl - INFO - Epoch [141][100/3940] lr: 2.718e-04, eta: 4:58:57, time: 0.702, data_time: 0.246, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3087, loss: 1.3087 +2025-06-13 02:25:06,855 - pyskl - INFO - Epoch [141][200/3940] lr: 2.704e-04, eta: 4:58:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2875, loss: 1.2875 +2025-06-13 02:25:52,462 - pyskl - INFO - Epoch [141][300/3940] lr: 2.690e-04, eta: 4:57:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3118, loss: 1.3118 +2025-06-13 02:26:37,960 - pyskl - INFO - Epoch [141][400/3940] lr: 2.677e-04, eta: 4:56:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3016, loss: 1.3016 +2025-06-13 02:27:23,533 - pyskl - INFO - Epoch [141][500/3940] lr: 2.663e-04, eta: 4:55:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3435, loss: 1.3435 +2025-06-13 02:28:09,089 - pyskl - INFO - Epoch [141][600/3940] lr: 2.649e-04, eta: 4:55:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3489, loss: 1.3489 +2025-06-13 02:28:54,674 - pyskl - INFO - Epoch [141][700/3940] lr: 2.636e-04, eta: 4:54:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3432, loss: 1.3432 +2025-06-13 02:29:40,251 - pyskl - INFO - Epoch [141][800/3940] lr: 2.622e-04, eta: 4:53:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3304, loss: 1.3304 +2025-06-13 02:30:25,842 - pyskl - INFO - Epoch [141][900/3940] lr: 2.609e-04, eta: 4:52:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2727, loss: 1.2727 +2025-06-13 02:31:11,306 - pyskl - INFO - Epoch [141][1000/3940] lr: 2.595e-04, eta: 4:52:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3793, loss: 1.3793 +2025-06-13 02:31:56,763 - pyskl - INFO - Epoch [141][1100/3940] lr: 2.582e-04, eta: 4:51:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3074, loss: 1.3074 +2025-06-13 02:32:42,270 - pyskl - INFO - Epoch [141][1200/3940] lr: 2.568e-04, eta: 4:50:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3021, loss: 1.3021 +2025-06-13 02:33:27,863 - pyskl - INFO - Epoch [141][1300/3940] lr: 2.555e-04, eta: 4:49:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3623, loss: 1.3623 +2025-06-13 02:34:13,350 - pyskl - INFO - Epoch [141][1400/3940] lr: 2.542e-04, eta: 4:49:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3128, loss: 1.3128 +2025-06-13 02:34:58,827 - pyskl - INFO - Epoch [141][1500/3940] lr: 2.528e-04, eta: 4:48:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3483, loss: 1.3483 +2025-06-13 02:35:44,321 - pyskl - INFO - Epoch [141][1600/3940] lr: 2.515e-04, eta: 4:47:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3256, loss: 1.3256 +2025-06-13 02:36:29,862 - pyskl - INFO - Epoch [141][1700/3940] lr: 2.502e-04, eta: 4:46:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3100, loss: 1.3100 +2025-06-13 02:37:15,347 - pyskl - INFO - Epoch [141][1800/3940] lr: 2.489e-04, eta: 4:46:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3352, loss: 1.3352 +2025-06-13 02:38:00,839 - pyskl - INFO - Epoch [141][1900/3940] lr: 2.475e-04, eta: 4:45:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3364, loss: 1.3364 +2025-06-13 02:38:46,326 - pyskl - INFO - Epoch [141][2000/3940] lr: 2.462e-04, eta: 4:44:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3456, loss: 1.3456 +2025-06-13 02:39:31,865 - pyskl - INFO - Epoch [141][2100/3940] lr: 2.449e-04, eta: 4:43:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2583, loss: 1.2583 +2025-06-13 02:40:17,298 - pyskl - INFO - Epoch [141][2200/3940] lr: 2.436e-04, eta: 4:42:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3080, loss: 1.3080 +2025-06-13 02:41:02,772 - pyskl - INFO - Epoch [141][2300/3940] lr: 2.423e-04, eta: 4:42:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3636, loss: 1.3636 +2025-06-13 02:41:48,297 - pyskl - INFO - Epoch [141][2400/3940] lr: 2.410e-04, eta: 4:41:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3242, loss: 1.3242 +2025-06-13 02:42:33,703 - pyskl - INFO - Epoch [141][2500/3940] lr: 2.397e-04, eta: 4:40:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2881, loss: 1.2881 +2025-06-13 02:43:19,280 - pyskl - INFO - Epoch [141][2600/3940] lr: 2.384e-04, eta: 4:39:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3305, loss: 1.3305 +2025-06-13 02:44:04,681 - pyskl - INFO - Epoch [141][2700/3940] lr: 2.371e-04, eta: 4:39:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3228, loss: 1.3228 +2025-06-13 02:44:50,103 - pyskl - INFO - Epoch [141][2800/3940] lr: 2.358e-04, eta: 4:38:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3256, loss: 1.3256 +2025-06-13 02:45:35,609 - pyskl - INFO - Epoch [141][2900/3940] lr: 2.346e-04, eta: 4:37:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2965, loss: 1.2965 +2025-06-13 02:46:21,036 - pyskl - INFO - Epoch [141][3000/3940] lr: 2.333e-04, eta: 4:36:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2996, loss: 1.2996 +2025-06-13 02:47:06,475 - pyskl - INFO - Epoch [141][3100/3940] lr: 2.320e-04, eta: 4:36:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3199, loss: 1.3199 +2025-06-13 02:47:51,883 - pyskl - INFO - Epoch [141][3200/3940] lr: 2.307e-04, eta: 4:35:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3393, loss: 1.3393 +2025-06-13 02:48:37,252 - pyskl - INFO - Epoch [141][3300/3940] lr: 2.295e-04, eta: 4:34:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3296, loss: 1.3296 +2025-06-13 02:49:22,578 - pyskl - INFO - Epoch [141][3400/3940] lr: 2.282e-04, eta: 4:33:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3119, loss: 1.3119 +2025-06-13 02:50:07,942 - pyskl - INFO - Epoch [141][3500/3940] lr: 2.269e-04, eta: 4:33:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3392, loss: 1.3392 +2025-06-13 02:50:53,351 - pyskl - INFO - Epoch [141][3600/3940] lr: 2.257e-04, eta: 4:32:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2897, loss: 1.2897 +2025-06-13 02:51:38,766 - pyskl - INFO - Epoch [141][3700/3940] lr: 2.244e-04, eta: 4:31:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2961, loss: 1.2961 +2025-06-13 02:52:24,091 - pyskl - INFO - Epoch [141][3800/3940] lr: 2.232e-04, eta: 4:30:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3044, loss: 1.3044 +2025-06-13 02:53:09,458 - pyskl - INFO - Epoch [141][3900/3940] lr: 2.219e-04, eta: 4:30:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3168, loss: 1.3168 +2025-06-13 02:53:28,026 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-06-13 02:57:01,510 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 02:57:02,037 - pyskl - INFO - +top1_acc 0.8879 +top5_acc 0.9793 +2025-06-13 02:57:02,056 - pyskl - INFO - Epoch(val) [141][3183] top1_acc: 0.8879, top5_acc: 0.9793 +2025-06-13 02:58:12,330 - pyskl - INFO - Epoch [142][100/3940] lr: 2.202e-04, eta: 4:28:59, time: 0.703, data_time: 0.246, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3207, loss: 1.3207 +2025-06-13 02:58:57,957 - pyskl - INFO - Epoch [142][200/3940] lr: 2.189e-04, eta: 4:28:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2859, loss: 1.2859 +2025-06-13 02:59:43,632 - pyskl - INFO - Epoch [142][300/3940] lr: 2.177e-04, eta: 4:27:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3084, loss: 1.3084 +2025-06-13 03:00:29,219 - pyskl - INFO - Epoch [142][400/3940] lr: 2.165e-04, eta: 4:26:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3552, loss: 1.3552 +2025-06-13 03:01:14,926 - pyskl - INFO - Epoch [142][500/3940] lr: 2.152e-04, eta: 4:25:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2810, loss: 1.2810 +2025-06-13 03:02:00,507 - pyskl - INFO - Epoch [142][600/3940] lr: 2.140e-04, eta: 4:25:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3285, loss: 1.3285 +2025-06-13 03:02:46,114 - pyskl - INFO - Epoch [142][700/3940] lr: 2.128e-04, eta: 4:24:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2888, loss: 1.2888 +2025-06-13 03:03:31,806 - pyskl - INFO - Epoch [142][800/3940] lr: 2.116e-04, eta: 4:23:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3057, loss: 1.3057 +2025-06-13 03:04:17,470 - pyskl - INFO - Epoch [142][900/3940] lr: 2.104e-04, eta: 4:22:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3224, loss: 1.3224 +2025-06-13 03:05:03,112 - pyskl - INFO - Epoch [142][1000/3940] lr: 2.091e-04, eta: 4:22:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2973, loss: 1.2973 +2025-06-13 03:05:48,876 - pyskl - INFO - Epoch [142][1100/3940] lr: 2.079e-04, eta: 4:21:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2750, loss: 1.2750 +2025-06-13 03:06:34,473 - pyskl - INFO - Epoch [142][1200/3940] lr: 2.067e-04, eta: 4:20:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3352, loss: 1.3352 +2025-06-13 03:07:20,128 - pyskl - INFO - Epoch [142][1300/3940] lr: 2.055e-04, eta: 4:19:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3183, loss: 1.3183 +2025-06-13 03:08:05,669 - pyskl - INFO - Epoch [142][1400/3940] lr: 2.043e-04, eta: 4:19:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2881, loss: 1.2881 +2025-06-13 03:08:51,238 - pyskl - INFO - Epoch [142][1500/3940] lr: 2.031e-04, eta: 4:18:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2853, loss: 1.2853 +2025-06-13 03:09:36,873 - pyskl - INFO - Epoch [142][1600/3940] lr: 2.019e-04, eta: 4:17:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3627, loss: 1.3627 +2025-06-13 03:10:22,489 - pyskl - INFO - Epoch [142][1700/3940] lr: 2.008e-04, eta: 4:16:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3027, loss: 1.3027 +2025-06-13 03:11:08,125 - pyskl - INFO - Epoch [142][1800/3940] lr: 1.996e-04, eta: 4:16:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3273, loss: 1.3273 +2025-06-13 03:11:53,760 - pyskl - INFO - Epoch [142][1900/3940] lr: 1.984e-04, eta: 4:15:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2945, loss: 1.2945 +2025-06-13 03:12:39,417 - pyskl - INFO - Epoch [142][2000/3940] lr: 1.972e-04, eta: 4:14:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2547, loss: 1.2547 +2025-06-13 03:13:25,072 - pyskl - INFO - Epoch [142][2100/3940] lr: 1.960e-04, eta: 4:13:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3235, loss: 1.3235 +2025-06-13 03:14:10,784 - pyskl - INFO - Epoch [142][2200/3940] lr: 1.949e-04, eta: 4:13:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3126, loss: 1.3126 +2025-06-13 03:14:56,516 - pyskl - INFO - Epoch [142][2300/3940] lr: 1.937e-04, eta: 4:12:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2909, loss: 1.2909 +2025-06-13 03:15:42,228 - pyskl - INFO - Epoch [142][2400/3940] lr: 1.925e-04, eta: 4:11:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2735, loss: 1.2735 +2025-06-13 03:16:27,954 - pyskl - INFO - Epoch [142][2500/3940] lr: 1.914e-04, eta: 4:10:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3341, loss: 1.3341 +2025-06-13 03:17:13,660 - pyskl - INFO - Epoch [142][2600/3940] lr: 1.902e-04, eta: 4:09:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3087, loss: 1.3087 +2025-06-13 03:17:59,375 - pyskl - INFO - Epoch [142][2700/3940] lr: 1.891e-04, eta: 4:09:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2892, loss: 1.2892 +2025-06-13 03:18:45,026 - pyskl - INFO - Epoch [142][2800/3940] lr: 1.879e-04, eta: 4:08:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2704, loss: 1.2704 +2025-06-13 03:19:31,123 - pyskl - INFO - Epoch [142][2900/3940] lr: 1.868e-04, eta: 4:07:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3112, loss: 1.3112 +2025-06-13 03:20:17,122 - pyskl - INFO - Epoch [142][3000/3940] lr: 1.856e-04, eta: 4:06:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2995, loss: 1.2995 +2025-06-13 03:21:03,054 - pyskl - INFO - Epoch [142][3100/3940] lr: 1.845e-04, eta: 4:06:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2647, loss: 1.2647 +2025-06-13 03:21:49,032 - pyskl - INFO - Epoch [142][3200/3940] lr: 1.834e-04, eta: 4:05:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3283, loss: 1.3283 +2025-06-13 03:22:34,983 - pyskl - INFO - Epoch [142][3300/3940] lr: 1.822e-04, eta: 4:04:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2950, loss: 1.2950 +2025-06-13 03:23:20,924 - pyskl - INFO - Epoch [142][3400/3940] lr: 1.811e-04, eta: 4:03:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3215, loss: 1.3215 +2025-06-13 03:24:06,779 - pyskl - INFO - Epoch [142][3500/3940] lr: 1.800e-04, eta: 4:03:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2672, loss: 1.2672 +2025-06-13 03:24:52,537 - pyskl - INFO - Epoch [142][3600/3940] lr: 1.788e-04, eta: 4:02:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3134, loss: 1.3134 +2025-06-13 03:25:38,350 - pyskl - INFO - Epoch [142][3700/3940] lr: 1.777e-04, eta: 4:01:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2571, loss: 1.2571 +2025-06-13 03:26:24,282 - pyskl - INFO - Epoch [142][3800/3940] lr: 1.766e-04, eta: 4:00:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3036, loss: 1.3036 +2025-06-13 03:27:10,186 - pyskl - INFO - Epoch [142][3900/3940] lr: 1.755e-04, eta: 4:00:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3137, loss: 1.3137 +2025-06-13 03:27:28,874 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-06-13 03:31:03,124 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 03:31:03,590 - pyskl - INFO - +top1_acc 0.8909 +top5_acc 0.9795 +2025-06-13 03:31:03,607 - pyskl - INFO - Epoch(val) [142][3183] top1_acc: 0.8909, top5_acc: 0.9795 +2025-06-13 03:32:13,536 - pyskl - INFO - Epoch [143][100/3940] lr: 1.740e-04, eta: 3:59:01, time: 0.699, data_time: 0.242, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3243, loss: 1.3243 +2025-06-13 03:32:59,032 - pyskl - INFO - Epoch [143][200/3940] lr: 1.729e-04, eta: 3:58:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3194, loss: 1.3194 +2025-06-13 03:33:44,607 - pyskl - INFO - Epoch [143][300/3940] lr: 1.718e-04, eta: 3:57:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3183, loss: 1.3183 +2025-06-13 03:34:30,110 - pyskl - INFO - Epoch [143][400/3940] lr: 1.707e-04, eta: 3:56:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2782, loss: 1.2782 +2025-06-13 03:35:15,544 - pyskl - INFO - Epoch [143][500/3940] lr: 1.696e-04, eta: 3:55:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3078, loss: 1.3078 +2025-06-13 03:36:00,963 - pyskl - INFO - Epoch [143][600/3940] lr: 1.685e-04, eta: 3:55:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2789, loss: 1.2789 +2025-06-13 03:36:46,365 - pyskl - INFO - Epoch [143][700/3940] lr: 1.674e-04, eta: 3:54:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2866, loss: 1.2866 +2025-06-13 03:37:31,716 - pyskl - INFO - Epoch [143][800/3940] lr: 1.663e-04, eta: 3:53:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2909, loss: 1.2909 +2025-06-13 03:38:17,095 - pyskl - INFO - Epoch [143][900/3940] lr: 1.652e-04, eta: 3:52:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3147, loss: 1.3147 +2025-06-13 03:39:02,488 - pyskl - INFO - Epoch [143][1000/3940] lr: 1.642e-04, eta: 3:52:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3062, loss: 1.3062 +2025-06-13 03:39:47,910 - pyskl - INFO - Epoch [143][1100/3940] lr: 1.631e-04, eta: 3:51:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2773, loss: 1.2773 +2025-06-13 03:40:33,301 - pyskl - INFO - Epoch [143][1200/3940] lr: 1.620e-04, eta: 3:50:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3043, loss: 1.3043 +2025-06-13 03:41:18,649 - pyskl - INFO - Epoch [143][1300/3940] lr: 1.609e-04, eta: 3:49:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3491, loss: 1.3491 +2025-06-13 03:42:04,014 - pyskl - INFO - Epoch [143][1400/3940] lr: 1.599e-04, eta: 3:49:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2766, loss: 1.2766 +2025-06-13 03:42:49,264 - pyskl - INFO - Epoch [143][1500/3940] lr: 1.588e-04, eta: 3:48:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3125, loss: 1.3125 +2025-06-13 03:43:34,617 - pyskl - INFO - Epoch [143][1600/3940] lr: 1.578e-04, eta: 3:47:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2987, loss: 1.2987 +2025-06-13 03:44:19,994 - pyskl - INFO - Epoch [143][1700/3940] lr: 1.567e-04, eta: 3:46:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3349, loss: 1.3349 +2025-06-13 03:45:05,331 - pyskl - INFO - Epoch [143][1800/3940] lr: 1.557e-04, eta: 3:46:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3297, loss: 1.3297 +2025-06-13 03:45:50,730 - pyskl - INFO - Epoch [143][1900/3940] lr: 1.546e-04, eta: 3:45:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2567, loss: 1.2567 +2025-06-13 03:46:36,188 - pyskl - INFO - Epoch [143][2000/3940] lr: 1.536e-04, eta: 3:44:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2704, loss: 1.2704 +2025-06-13 03:47:21,585 - pyskl - INFO - Epoch [143][2100/3940] lr: 1.526e-04, eta: 3:43:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2798, loss: 1.2798 +2025-06-13 03:48:07,035 - pyskl - INFO - Epoch [143][2200/3940] lr: 1.515e-04, eta: 3:43:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3280, loss: 1.3280 +2025-06-13 03:48:52,409 - pyskl - INFO - Epoch [143][2300/3940] lr: 1.505e-04, eta: 3:42:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3145, loss: 1.3145 +2025-06-13 03:49:37,769 - pyskl - INFO - Epoch [143][2400/3940] lr: 1.495e-04, eta: 3:41:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2641, loss: 1.2641 +2025-06-13 03:50:23,072 - pyskl - INFO - Epoch [143][2500/3940] lr: 1.484e-04, eta: 3:40:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2738, loss: 1.2738 +2025-06-13 03:51:08,629 - pyskl - INFO - Epoch [143][2600/3940] lr: 1.474e-04, eta: 3:40:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2839, loss: 1.2839 +2025-06-13 03:51:54,233 - pyskl - INFO - Epoch [143][2700/3940] lr: 1.464e-04, eta: 3:39:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3326, loss: 1.3326 +2025-06-13 03:52:39,642 - pyskl - INFO - Epoch [143][2800/3940] lr: 1.454e-04, eta: 3:38:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3210, loss: 1.3210 +2025-06-13 03:53:25,085 - pyskl - INFO - Epoch [143][2900/3940] lr: 1.444e-04, eta: 3:37:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2954, loss: 1.2954 +2025-06-13 03:54:10,623 - pyskl - INFO - Epoch [143][3000/3940] lr: 1.434e-04, eta: 3:36:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2986, loss: 1.2986 +2025-06-13 03:54:56,100 - pyskl - INFO - Epoch [143][3100/3940] lr: 1.424e-04, eta: 3:36:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2751, loss: 1.2751 +2025-06-13 03:55:41,501 - pyskl - INFO - Epoch [143][3200/3940] lr: 1.414e-04, eta: 3:35:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2979, loss: 1.2979 +2025-06-13 03:56:26,875 - pyskl - INFO - Epoch [143][3300/3940] lr: 1.404e-04, eta: 3:34:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3128, loss: 1.3128 +2025-06-13 03:57:12,329 - pyskl - INFO - Epoch [143][3400/3940] lr: 1.394e-04, eta: 3:33:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3125, loss: 1.3125 +2025-06-13 03:57:57,672 - pyskl - INFO - Epoch [143][3500/3940] lr: 1.384e-04, eta: 3:33:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2679, loss: 1.2679 +2025-06-13 03:58:42,941 - pyskl - INFO - Epoch [143][3600/3940] lr: 1.374e-04, eta: 3:32:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3188, loss: 1.3188 +2025-06-13 03:59:28,307 - pyskl - INFO - Epoch [143][3700/3940] lr: 1.364e-04, eta: 3:31:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2786, loss: 1.2786 +2025-06-13 04:00:13,639 - pyskl - INFO - Epoch [143][3800/3940] lr: 1.355e-04, eta: 3:30:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2680, loss: 1.2680 +2025-06-13 04:00:58,971 - pyskl - INFO - Epoch [143][3900/3940] lr: 1.345e-04, eta: 3:30:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2810, loss: 1.2810 +2025-06-13 04:01:17,491 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-06-13 04:04:53,699 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 04:04:54,168 - pyskl - INFO - +top1_acc 0.8911 +top5_acc 0.9793 +2025-06-13 04:04:54,188 - pyskl - INFO - Epoch(val) [143][3183] top1_acc: 0.8911, top5_acc: 0.9793 +2025-06-13 04:06:04,558 - pyskl - INFO - Epoch [144][100/3940] lr: 1.331e-04, eta: 3:29:02, time: 0.704, data_time: 0.245, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3072, loss: 1.3072 +2025-06-13 04:06:50,380 - pyskl - INFO - Epoch [144][200/3940] lr: 1.322e-04, eta: 3:28:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3071, loss: 1.3071 +2025-06-13 04:07:35,961 - pyskl - INFO - Epoch [144][300/3940] lr: 1.312e-04, eta: 3:27:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2825, loss: 1.2825 +2025-06-13 04:08:21,638 - pyskl - INFO - Epoch [144][400/3940] lr: 1.303e-04, eta: 3:26:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2976, loss: 1.2976 +2025-06-13 04:09:07,276 - pyskl - INFO - Epoch [144][500/3940] lr: 1.293e-04, eta: 3:26:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3000, loss: 1.3000 +2025-06-13 04:09:52,989 - pyskl - INFO - Epoch [144][600/3940] lr: 1.283e-04, eta: 3:25:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2795, loss: 1.2795 +2025-06-13 04:10:38,584 - pyskl - INFO - Epoch [144][700/3940] lr: 1.274e-04, eta: 3:24:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3076, loss: 1.3076 +2025-06-13 04:11:24,229 - pyskl - INFO - Epoch [144][800/3940] lr: 1.265e-04, eta: 3:23:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3461, loss: 1.3461 +2025-06-13 04:12:09,821 - pyskl - INFO - Epoch [144][900/3940] lr: 1.255e-04, eta: 3:22:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2704, loss: 1.2704 +2025-06-13 04:12:55,446 - pyskl - INFO - Epoch [144][1000/3940] lr: 1.246e-04, eta: 3:22:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2798, loss: 1.2798 +2025-06-13 04:13:41,099 - pyskl - INFO - Epoch [144][1100/3940] lr: 1.236e-04, eta: 3:21:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2946, loss: 1.2946 +2025-06-13 04:14:26,741 - pyskl - INFO - Epoch [144][1200/3940] lr: 1.227e-04, eta: 3:20:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3071, loss: 1.3071 +2025-06-13 04:15:12,481 - pyskl - INFO - Epoch [144][1300/3940] lr: 1.218e-04, eta: 3:19:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3199, loss: 1.3199 +2025-06-13 04:15:58,209 - pyskl - INFO - Epoch [144][1400/3940] lr: 1.209e-04, eta: 3:19:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3061, loss: 1.3061 +2025-06-13 04:16:43,825 - pyskl - INFO - Epoch [144][1500/3940] lr: 1.199e-04, eta: 3:18:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2805, loss: 1.2805 +2025-06-13 04:17:29,455 - pyskl - INFO - Epoch [144][1600/3940] lr: 1.190e-04, eta: 3:17:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3103, loss: 1.3103 +2025-06-13 04:18:15,045 - pyskl - INFO - Epoch [144][1700/3940] lr: 1.181e-04, eta: 3:16:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3097, loss: 1.3097 +2025-06-13 04:19:00,734 - pyskl - INFO - Epoch [144][1800/3940] lr: 1.172e-04, eta: 3:16:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3355, loss: 1.3355 +2025-06-13 04:19:46,469 - pyskl - INFO - Epoch [144][1900/3940] lr: 1.163e-04, eta: 3:15:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2580, loss: 1.2580 +2025-06-13 04:20:32,118 - pyskl - INFO - Epoch [144][2000/3940] lr: 1.154e-04, eta: 3:14:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3196, loss: 1.3196 +2025-06-13 04:21:17,646 - pyskl - INFO - Epoch [144][2100/3940] lr: 1.145e-04, eta: 3:13:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3089, loss: 1.3089 +2025-06-13 04:22:03,307 - pyskl - INFO - Epoch [144][2200/3940] lr: 1.136e-04, eta: 3:13:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2788, loss: 1.2788 +2025-06-13 04:22:48,867 - pyskl - INFO - Epoch [144][2300/3940] lr: 1.127e-04, eta: 3:12:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3525, loss: 1.3525 +2025-06-13 04:23:34,511 - pyskl - INFO - Epoch [144][2400/3940] lr: 1.118e-04, eta: 3:11:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3007, loss: 1.3007 +2025-06-13 04:24:20,158 - pyskl - INFO - Epoch [144][2500/3940] lr: 1.109e-04, eta: 3:10:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2907, loss: 1.2907 +2025-06-13 04:25:05,941 - pyskl - INFO - Epoch [144][2600/3940] lr: 1.100e-04, eta: 3:10:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2890, loss: 1.2890 +2025-06-13 04:25:51,617 - pyskl - INFO - Epoch [144][2700/3940] lr: 1.092e-04, eta: 3:09:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2548, loss: 1.2548 +2025-06-13 04:26:37,239 - pyskl - INFO - Epoch [144][2800/3940] lr: 1.083e-04, eta: 3:08:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.3132, loss: 1.3132 +2025-06-13 04:27:22,952 - pyskl - INFO - Epoch [144][2900/3940] lr: 1.074e-04, eta: 3:07:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2669, loss: 1.2669 +2025-06-13 04:28:08,612 - pyskl - INFO - Epoch [144][3000/3940] lr: 1.066e-04, eta: 3:06:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3224, loss: 1.3224 +2025-06-13 04:28:54,243 - pyskl - INFO - Epoch [144][3100/3940] lr: 1.057e-04, eta: 3:06:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3217, loss: 1.3217 +2025-06-13 04:29:39,743 - pyskl - INFO - Epoch [144][3200/3940] lr: 1.048e-04, eta: 3:05:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2669, loss: 1.2669 +2025-06-13 04:30:25,311 - pyskl - INFO - Epoch [144][3300/3940] lr: 1.040e-04, eta: 3:04:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3220, loss: 1.3220 +2025-06-13 04:31:10,816 - pyskl - INFO - Epoch [144][3400/3940] lr: 1.031e-04, eta: 3:03:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2858, loss: 1.2858 +2025-06-13 04:31:56,350 - pyskl - INFO - Epoch [144][3500/3940] lr: 1.023e-04, eta: 3:03:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2948, loss: 1.2948 +2025-06-13 04:32:41,920 - pyskl - INFO - Epoch [144][3600/3940] lr: 1.014e-04, eta: 3:02:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2908, loss: 1.2908 +2025-06-13 04:33:27,466 - pyskl - INFO - Epoch [144][3700/3940] lr: 1.006e-04, eta: 3:01:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2899, loss: 1.2899 +2025-06-13 04:34:13,024 - pyskl - INFO - Epoch [144][3800/3940] lr: 9.974e-05, eta: 3:00:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3049, loss: 1.3049 +2025-06-13 04:34:58,602 - pyskl - INFO - Epoch [144][3900/3940] lr: 9.891e-05, eta: 3:00:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3197, loss: 1.3197 +2025-06-13 04:35:17,149 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-06-13 04:38:51,925 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 04:38:52,412 - pyskl - INFO - +top1_acc 0.8916 +top5_acc 0.9801 +2025-06-13 04:38:52,470 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_139.pth was removed +2025-06-13 04:38:53,492 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. +2025-06-13 04:38:53,494 - pyskl - INFO - Best top1_acc is 0.8916 at 144 epoch. +2025-06-13 04:38:53,510 - pyskl - INFO - Epoch(val) [144][3183] top1_acc: 0.8916, top5_acc: 0.9801 +2025-06-13 04:40:03,604 - pyskl - INFO - Epoch [145][100/3940] lr: 9.774e-05, eta: 2:59:04, time: 0.701, data_time: 0.244, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2984, loss: 1.2984 +2025-06-13 04:40:49,118 - pyskl - INFO - Epoch [145][200/3940] lr: 9.692e-05, eta: 2:58:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2919, loss: 1.2919 +2025-06-13 04:41:34,670 - pyskl - INFO - Epoch [145][300/3940] lr: 9.609e-05, eta: 2:57:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3086, loss: 1.3086 +2025-06-13 04:42:20,155 - pyskl - INFO - Epoch [145][400/3940] lr: 9.527e-05, eta: 2:56:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3440, loss: 1.3440 +2025-06-13 04:43:05,665 - pyskl - INFO - Epoch [145][500/3940] lr: 9.445e-05, eta: 2:56:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3040, loss: 1.3040 +2025-06-13 04:43:51,329 - pyskl - INFO - Epoch [145][600/3940] lr: 9.364e-05, eta: 2:55:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2950, loss: 1.2950 +2025-06-13 04:44:36,973 - pyskl - INFO - Epoch [145][700/3940] lr: 9.283e-05, eta: 2:54:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3039, loss: 1.3039 +2025-06-13 04:45:22,536 - pyskl - INFO - Epoch [145][800/3940] lr: 9.202e-05, eta: 2:53:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3223, loss: 1.3223 +2025-06-13 04:46:07,887 - pyskl - INFO - Epoch [145][900/3940] lr: 9.122e-05, eta: 2:52:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2711, loss: 1.2711 +2025-06-13 04:46:53,257 - pyskl - INFO - Epoch [145][1000/3940] lr: 9.042e-05, eta: 2:52:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2897, loss: 1.2897 +2025-06-13 04:47:38,706 - pyskl - INFO - Epoch [145][1100/3940] lr: 8.963e-05, eta: 2:51:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2893, loss: 1.2893 +2025-06-13 04:48:24,403 - pyskl - INFO - Epoch [145][1200/3940] lr: 8.883e-05, eta: 2:50:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3017, loss: 1.3017 +2025-06-13 04:49:10,005 - pyskl - INFO - Epoch [145][1300/3940] lr: 8.804e-05, eta: 2:49:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3010, loss: 1.3010 +2025-06-13 04:49:55,546 - pyskl - INFO - Epoch [145][1400/3940] lr: 8.726e-05, eta: 2:49:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2782, loss: 1.2782 +2025-06-13 04:50:41,042 - pyskl - INFO - Epoch [145][1500/3940] lr: 8.648e-05, eta: 2:48:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2615, loss: 1.2615 +2025-06-13 04:51:26,490 - pyskl - INFO - Epoch [145][1600/3940] lr: 8.570e-05, eta: 2:47:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2778, loss: 1.2778 +2025-06-13 04:52:11,902 - pyskl - INFO - Epoch [145][1700/3940] lr: 8.492e-05, eta: 2:46:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2470, loss: 1.2470 +2025-06-13 04:52:57,465 - pyskl - INFO - Epoch [145][1800/3940] lr: 8.415e-05, eta: 2:46:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2530, loss: 1.2530 +2025-06-13 04:53:43,108 - pyskl - INFO - Epoch [145][1900/3940] lr: 8.338e-05, eta: 2:45:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2605, loss: 1.2605 +2025-06-13 04:54:28,566 - pyskl - INFO - Epoch [145][2000/3940] lr: 8.262e-05, eta: 2:44:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3363, loss: 1.3363 +2025-06-13 04:55:14,118 - pyskl - INFO - Epoch [145][2100/3940] lr: 8.186e-05, eta: 2:43:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2481, loss: 1.2481 +2025-06-13 04:55:59,715 - pyskl - INFO - Epoch [145][2200/3940] lr: 8.110e-05, eta: 2:43:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3070, loss: 1.3070 +2025-06-13 04:56:45,181 - pyskl - INFO - Epoch [145][2300/3940] lr: 8.035e-05, eta: 2:42:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2603, loss: 1.2603 +2025-06-13 04:57:30,832 - pyskl - INFO - Epoch [145][2400/3940] lr: 7.960e-05, eta: 2:41:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2654, loss: 1.2654 +2025-06-13 04:58:16,537 - pyskl - INFO - Epoch [145][2500/3940] lr: 7.885e-05, eta: 2:40:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3128, loss: 1.3128 +2025-06-13 04:59:02,152 - pyskl - INFO - Epoch [145][2600/3940] lr: 7.811e-05, eta: 2:40:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2749, loss: 1.2749 +2025-06-13 04:59:47,714 - pyskl - INFO - Epoch [145][2700/3940] lr: 7.737e-05, eta: 2:39:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3026, loss: 1.3026 +2025-06-13 05:00:33,239 - pyskl - INFO - Epoch [145][2800/3940] lr: 7.663e-05, eta: 2:38:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3130, loss: 1.3130 +2025-06-13 05:01:18,692 - pyskl - INFO - Epoch [145][2900/3940] lr: 7.590e-05, eta: 2:37:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2701, loss: 1.2701 +2025-06-13 05:02:04,123 - pyskl - INFO - Epoch [145][3000/3940] lr: 7.517e-05, eta: 2:37:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2776, loss: 1.2776 +2025-06-13 05:02:49,523 - pyskl - INFO - Epoch [145][3100/3940] lr: 7.444e-05, eta: 2:36:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2975, loss: 1.2975 +2025-06-13 05:03:35,020 - pyskl - INFO - Epoch [145][3200/3940] lr: 7.372e-05, eta: 2:35:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2283, loss: 1.2283 +2025-06-13 05:04:20,536 - pyskl - INFO - Epoch [145][3300/3940] lr: 7.300e-05, eta: 2:34:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2782, loss: 1.2782 +2025-06-13 05:05:05,975 - pyskl - INFO - Epoch [145][3400/3940] lr: 7.229e-05, eta: 2:33:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2777, loss: 1.2777 +2025-06-13 05:05:51,421 - pyskl - INFO - Epoch [145][3500/3940] lr: 7.157e-05, eta: 2:33:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2828, loss: 1.2828 +2025-06-13 05:06:36,864 - pyskl - INFO - Epoch [145][3600/3940] lr: 7.087e-05, eta: 2:32:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2694, loss: 1.2694 +2025-06-13 05:07:22,256 - pyskl - INFO - Epoch [145][3700/3940] lr: 7.016e-05, eta: 2:31:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3040, loss: 1.3040 +2025-06-13 05:08:07,723 - pyskl - INFO - Epoch [145][3800/3940] lr: 6.946e-05, eta: 2:30:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3147, loss: 1.3147 +2025-06-13 05:08:53,208 - pyskl - INFO - Epoch [145][3900/3940] lr: 6.876e-05, eta: 2:30:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2739, loss: 1.2739 +2025-06-13 05:09:11,931 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-06-13 05:28:02,850 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 05:28:03,321 - pyskl - INFO - +top1_acc 0.8917 +top5_acc 0.9798 +2025-06-13 05:28:03,380 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_144.pth was removed +2025-06-13 05:28:04,452 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2025-06-13 05:28:04,454 - pyskl - INFO - Best top1_acc is 0.8917 at 145 epoch. +2025-06-13 05:28:04,474 - pyskl - INFO - Epoch(val) [145][3183] top1_acc: 0.8917, top5_acc: 0.9798 +2025-06-13 05:29:13,674 - pyskl - INFO - Epoch [146][100/3940] lr: 6.779e-05, eta: 2:29:06, time: 0.692, data_time: 0.238, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2924, loss: 1.2924 +2025-06-13 05:29:59,009 - pyskl - INFO - Epoch [146][200/3940] lr: 6.710e-05, eta: 2:28:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3135, loss: 1.3135 +2025-06-13 05:30:44,474 - pyskl - INFO - Epoch [146][300/3940] lr: 6.642e-05, eta: 2:27:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3137, loss: 1.3137 +2025-06-13 05:31:29,807 - pyskl - INFO - Epoch [146][400/3940] lr: 6.573e-05, eta: 2:26:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2960, loss: 1.2960 +2025-06-13 05:32:15,161 - pyskl - INFO - Epoch [146][500/3940] lr: 6.505e-05, eta: 2:26:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2501, loss: 1.2501 +2025-06-13 05:33:00,679 - pyskl - INFO - Epoch [146][600/3940] lr: 6.438e-05, eta: 2:25:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2849, loss: 1.2849 +2025-06-13 05:33:46,239 - pyskl - INFO - Epoch [146][700/3940] lr: 6.371e-05, eta: 2:24:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3208, loss: 1.3208 +2025-06-13 05:34:31,663 - pyskl - INFO - Epoch [146][800/3940] lr: 6.304e-05, eta: 2:23:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3167, loss: 1.3167 +2025-06-13 05:35:17,038 - pyskl - INFO - Epoch [146][900/3940] lr: 6.237e-05, eta: 2:23:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3154, loss: 1.3154 +2025-06-13 05:36:02,408 - pyskl - INFO - Epoch [146][1000/3940] lr: 6.171e-05, eta: 2:22:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3056, loss: 1.3056 +2025-06-13 05:36:47,831 - pyskl - INFO - Epoch [146][1100/3940] lr: 6.106e-05, eta: 2:21:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2767, loss: 1.2767 +2025-06-13 05:37:33,221 - pyskl - INFO - Epoch [146][1200/3940] lr: 6.040e-05, eta: 2:20:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3302, loss: 1.3302 +2025-06-13 05:38:18,814 - pyskl - INFO - Epoch [146][1300/3940] lr: 5.975e-05, eta: 2:19:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2623, loss: 1.2623 +2025-06-13 05:39:04,289 - pyskl - INFO - Epoch [146][1400/3940] lr: 5.910e-05, eta: 2:19:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2584, loss: 1.2584 +2025-06-13 05:39:49,805 - pyskl - INFO - Epoch [146][1500/3940] lr: 5.846e-05, eta: 2:18:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3230, loss: 1.3230 +2025-06-13 05:40:35,285 - pyskl - INFO - Epoch [146][1600/3940] lr: 5.782e-05, eta: 2:17:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2870, loss: 1.2870 +2025-06-13 05:41:20,795 - pyskl - INFO - Epoch [146][1700/3940] lr: 5.718e-05, eta: 2:16:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3072, loss: 1.3072 +2025-06-13 05:42:06,384 - pyskl - INFO - Epoch [146][1800/3940] lr: 5.655e-05, eta: 2:16:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3211, loss: 1.3211 +2025-06-13 05:42:51,747 - pyskl - INFO - Epoch [146][1900/3940] lr: 5.592e-05, eta: 2:15:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3011, loss: 1.3011 +2025-06-13 05:43:37,139 - pyskl - INFO - Epoch [146][2000/3940] lr: 5.529e-05, eta: 2:14:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2998, loss: 1.2998 +2025-06-13 05:44:22,652 - pyskl - INFO - Epoch [146][2100/3940] lr: 5.467e-05, eta: 2:13:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2559, loss: 1.2559 +2025-06-13 05:45:08,275 - pyskl - INFO - Epoch [146][2200/3940] lr: 5.405e-05, eta: 2:13:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2737, loss: 1.2737 +2025-06-13 05:45:53,775 - pyskl - INFO - Epoch [146][2300/3940] lr: 5.344e-05, eta: 2:12:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2645, loss: 1.2645 +2025-06-13 05:46:39,241 - pyskl - INFO - Epoch [146][2400/3940] lr: 5.283e-05, eta: 2:11:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3124, loss: 1.3124 +2025-06-13 05:47:24,663 - pyskl - INFO - Epoch [146][2500/3940] lr: 5.222e-05, eta: 2:10:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3107, loss: 1.3107 +2025-06-13 05:48:10,131 - pyskl - INFO - Epoch [146][2600/3940] lr: 5.161e-05, eta: 2:10:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2862, loss: 1.2862 +2025-06-13 05:48:55,581 - pyskl - INFO - Epoch [146][2700/3940] lr: 5.101e-05, eta: 2:09:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.2304, loss: 1.2304 +2025-06-13 05:49:41,059 - pyskl - INFO - Epoch [146][2800/3940] lr: 5.041e-05, eta: 2:08:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2809, loss: 1.2809 +2025-06-13 05:50:26,566 - pyskl - INFO - Epoch [146][2900/3940] lr: 4.982e-05, eta: 2:07:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3072, loss: 1.3072 +2025-06-13 05:51:12,003 - pyskl - INFO - Epoch [146][3000/3940] lr: 4.923e-05, eta: 2:07:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2941, loss: 1.2941 +2025-06-13 05:51:57,500 - pyskl - INFO - Epoch [146][3100/3940] lr: 4.864e-05, eta: 2:06:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2628, loss: 1.2628 +2025-06-13 05:52:42,953 - pyskl - INFO - Epoch [146][3200/3940] lr: 4.806e-05, eta: 2:05:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3075, loss: 1.3075 +2025-06-13 05:53:28,345 - pyskl - INFO - Epoch [146][3300/3940] lr: 4.748e-05, eta: 2:04:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2881, loss: 1.2881 +2025-06-13 05:54:13,820 - pyskl - INFO - Epoch [146][3400/3940] lr: 4.690e-05, eta: 2:03:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2853, loss: 1.2853 +2025-06-13 05:54:59,265 - pyskl - INFO - Epoch [146][3500/3940] lr: 4.633e-05, eta: 2:03:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2565, loss: 1.2565 +2025-06-13 05:55:44,758 - pyskl - INFO - Epoch [146][3600/3940] lr: 4.576e-05, eta: 2:02:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2857, loss: 1.2857 +2025-06-13 05:56:30,222 - pyskl - INFO - Epoch [146][3700/3940] lr: 4.519e-05, eta: 2:01:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2330, loss: 1.2330 +2025-06-13 05:57:15,670 - pyskl - INFO - Epoch [146][3800/3940] lr: 4.463e-05, eta: 2:00:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2962, loss: 1.2962 +2025-06-13 05:58:01,201 - pyskl - INFO - Epoch [146][3900/3940] lr: 4.407e-05, eta: 2:00:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3179, loss: 1.3179 +2025-06-13 05:58:19,713 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-06-13 06:01:53,077 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 06:01:53,649 - pyskl - INFO - +top1_acc 0.8842 +top5_acc 0.9758 +2025-06-13 06:01:53,667 - pyskl - INFO - Epoch(val) [146][3183] top1_acc: 0.8842, top5_acc: 0.9758 +2025-06-13 06:03:03,612 - pyskl - INFO - Epoch [147][100/3940] lr: 4.329e-05, eta: 1:59:07, time: 0.699, data_time: 0.241, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2738, loss: 1.2738 +2025-06-13 06:03:49,392 - pyskl - INFO - Epoch [147][200/3940] lr: 4.274e-05, eta: 1:58:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2717, loss: 1.2717 +2025-06-13 06:04:35,018 - pyskl - INFO - Epoch [147][300/3940] lr: 4.219e-05, eta: 1:57:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2691, loss: 1.2691 +2025-06-13 06:05:20,526 - pyskl - INFO - Epoch [147][400/3940] lr: 4.165e-05, eta: 1:56:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2674, loss: 1.2674 +2025-06-13 06:06:05,967 - pyskl - INFO - Epoch [147][500/3940] lr: 4.111e-05, eta: 1:56:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2735, loss: 1.2735 +2025-06-13 06:06:51,490 - pyskl - INFO - Epoch [147][600/3940] lr: 4.057e-05, eta: 1:55:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2562, loss: 1.2562 +2025-06-13 06:07:36,706 - pyskl - INFO - Epoch [147][700/3940] lr: 4.004e-05, eta: 1:54:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3165, loss: 1.3165 +2025-06-13 06:08:22,304 - pyskl - INFO - Epoch [147][800/3940] lr: 3.951e-05, eta: 1:53:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2826, loss: 1.2826 +2025-06-13 06:09:07,968 - pyskl - INFO - Epoch [147][900/3940] lr: 3.898e-05, eta: 1:53:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2989, loss: 1.2989 +2025-06-13 06:09:53,568 - pyskl - INFO - Epoch [147][1000/3940] lr: 3.846e-05, eta: 1:52:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2659, loss: 1.2659 +2025-06-13 06:10:39,071 - pyskl - INFO - Epoch [147][1100/3940] lr: 3.794e-05, eta: 1:51:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2836, loss: 1.2836 +2025-06-13 06:11:24,614 - pyskl - INFO - Epoch [147][1200/3940] lr: 3.743e-05, eta: 1:50:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2672, loss: 1.2672 +2025-06-13 06:12:10,142 - pyskl - INFO - Epoch [147][1300/3940] lr: 3.691e-05, eta: 1:50:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2390, loss: 1.2390 +2025-06-13 06:12:55,647 - pyskl - INFO - Epoch [147][1400/3940] lr: 3.641e-05, eta: 1:49:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3138, loss: 1.3138 +2025-06-13 06:13:41,228 - pyskl - INFO - Epoch [147][1500/3940] lr: 3.590e-05, eta: 1:48:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.3284, loss: 1.3284 +2025-06-13 06:14:26,932 - pyskl - INFO - Epoch [147][1600/3940] lr: 3.540e-05, eta: 1:47:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2585, loss: 1.2585 +2025-06-13 06:15:12,650 - pyskl - INFO - Epoch [147][1700/3940] lr: 3.490e-05, eta: 1:46:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3011, loss: 1.3011 +2025-06-13 06:15:58,215 - pyskl - INFO - Epoch [147][1800/3940] lr: 3.441e-05, eta: 1:46:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2901, loss: 1.2901 +2025-06-13 06:16:43,754 - pyskl - INFO - Epoch [147][1900/3940] lr: 3.392e-05, eta: 1:45:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3140, loss: 1.3140 +2025-06-13 06:17:29,255 - pyskl - INFO - Epoch [147][2000/3940] lr: 3.343e-05, eta: 1:44:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3152, loss: 1.3152 +2025-06-13 06:18:14,955 - pyskl - INFO - Epoch [147][2100/3940] lr: 3.294e-05, eta: 1:43:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2991, loss: 1.2991 +2025-06-13 06:19:00,513 - pyskl - INFO - Epoch [147][2200/3940] lr: 3.246e-05, eta: 1:43:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2651, loss: 1.2651 +2025-06-13 06:19:46,105 - pyskl - INFO - Epoch [147][2300/3940] lr: 3.199e-05, eta: 1:42:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2717, loss: 1.2717 +2025-06-13 06:20:31,582 - pyskl - INFO - Epoch [147][2400/3940] lr: 3.151e-05, eta: 1:41:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3058, loss: 1.3058 +2025-06-13 06:21:17,194 - pyskl - INFO - Epoch [147][2500/3940] lr: 3.104e-05, eta: 1:40:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3101, loss: 1.3101 +2025-06-13 06:22:02,702 - pyskl - INFO - Epoch [147][2600/3940] lr: 3.058e-05, eta: 1:40:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2728, loss: 1.2728 +2025-06-13 06:22:48,269 - pyskl - INFO - Epoch [147][2700/3940] lr: 3.012e-05, eta: 1:39:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3171, loss: 1.3171 +2025-06-13 06:23:33,858 - pyskl - INFO - Epoch [147][2800/3940] lr: 2.966e-05, eta: 1:38:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2852, loss: 1.2852 +2025-06-13 06:24:19,351 - pyskl - INFO - Epoch [147][2900/3940] lr: 2.920e-05, eta: 1:37:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2580, loss: 1.2580 +2025-06-13 06:25:04,839 - pyskl - INFO - Epoch [147][3000/3940] lr: 2.875e-05, eta: 1:37:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2737, loss: 1.2737 +2025-06-13 06:25:50,335 - pyskl - INFO - Epoch [147][3100/3940] lr: 2.830e-05, eta: 1:36:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2867, loss: 1.2867 +2025-06-13 06:26:35,709 - pyskl - INFO - Epoch [147][3200/3940] lr: 2.785e-05, eta: 1:35:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2604, loss: 1.2604 +2025-06-13 06:27:21,052 - pyskl - INFO - Epoch [147][3300/3940] lr: 2.741e-05, eta: 1:34:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2598, loss: 1.2598 +2025-06-13 06:28:06,528 - pyskl - INFO - Epoch [147][3400/3940] lr: 2.697e-05, eta: 1:34:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2648, loss: 1.2648 +2025-06-13 06:28:52,018 - pyskl - INFO - Epoch [147][3500/3940] lr: 2.654e-05, eta: 1:33:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2794, loss: 1.2794 +2025-06-13 06:29:37,665 - pyskl - INFO - Epoch [147][3600/3940] lr: 2.611e-05, eta: 1:32:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2621, loss: 1.2621 +2025-06-13 06:30:23,081 - pyskl - INFO - Epoch [147][3700/3940] lr: 2.568e-05, eta: 1:31:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3269, loss: 1.3269 +2025-06-13 06:31:08,530 - pyskl - INFO - Epoch [147][3800/3940] lr: 2.526e-05, eta: 1:30:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2891, loss: 1.2891 +2025-06-13 06:31:54,003 - pyskl - INFO - Epoch [147][3900/3940] lr: 2.484e-05, eta: 1:30:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2256, loss: 1.2256 +2025-06-13 06:32:12,344 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-06-13 06:35:49,684 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 06:35:50,208 - pyskl - INFO - +top1_acc 0.8920 +top5_acc 0.9800 +2025-06-13 06:35:50,268 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_145.pth was removed +2025-06-13 06:35:51,318 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_147.pth. +2025-06-13 06:35:51,320 - pyskl - INFO - Best top1_acc is 0.8920 at 147 epoch. +2025-06-13 06:35:51,339 - pyskl - INFO - Epoch(val) [147][3183] top1_acc: 0.8920, top5_acc: 0.9800 +2025-06-13 06:37:01,187 - pyskl - INFO - Epoch [148][100/3940] lr: 2.425e-05, eta: 1:29:09, time: 0.698, data_time: 0.241, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2760, loss: 1.2760 +2025-06-13 06:37:46,892 - pyskl - INFO - Epoch [148][200/3940] lr: 2.384e-05, eta: 1:28:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3107, loss: 1.3107 +2025-06-13 06:38:32,619 - pyskl - INFO - Epoch [148][300/3940] lr: 2.343e-05, eta: 1:27:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2892, loss: 1.2892 +2025-06-13 06:39:18,272 - pyskl - INFO - Epoch [148][400/3940] lr: 2.303e-05, eta: 1:26:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2478, loss: 1.2478 +2025-06-13 06:40:03,986 - pyskl - INFO - Epoch [148][500/3940] lr: 2.263e-05, eta: 1:26:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2371, loss: 1.2371 +2025-06-13 06:40:49,600 - pyskl - INFO - Epoch [148][600/3940] lr: 2.223e-05, eta: 1:25:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2657, loss: 1.2657 +2025-06-13 06:41:35,225 - pyskl - INFO - Epoch [148][700/3940] lr: 2.184e-05, eta: 1:24:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2845, loss: 1.2845 +2025-06-13 06:42:20,826 - pyskl - INFO - Epoch [148][800/3940] lr: 2.144e-05, eta: 1:23:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2570, loss: 1.2570 +2025-06-13 06:43:06,361 - pyskl - INFO - Epoch [148][900/3940] lr: 2.106e-05, eta: 1:23:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2989, loss: 1.2989 +2025-06-13 06:43:51,867 - pyskl - INFO - Epoch [148][1000/3940] lr: 2.067e-05, eta: 1:22:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2970, loss: 1.2970 +2025-06-13 06:44:37,379 - pyskl - INFO - Epoch [148][1100/3940] lr: 2.029e-05, eta: 1:21:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3038, loss: 1.3038 +2025-06-13 06:45:22,864 - pyskl - INFO - Epoch [148][1200/3940] lr: 1.992e-05, eta: 1:20:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3037, loss: 1.3037 +2025-06-13 06:46:08,370 - pyskl - INFO - Epoch [148][1300/3940] lr: 1.954e-05, eta: 1:20:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2815, loss: 1.2815 +2025-06-13 06:46:53,891 - pyskl - INFO - Epoch [148][1400/3940] lr: 1.917e-05, eta: 1:19:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2517, loss: 1.2517 +2025-06-13 06:47:39,306 - pyskl - INFO - Epoch [148][1500/3940] lr: 1.881e-05, eta: 1:18:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2835, loss: 1.2835 +2025-06-13 06:48:24,773 - pyskl - INFO - Epoch [148][1600/3940] lr: 1.845e-05, eta: 1:17:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2674, loss: 1.2674 +2025-06-13 06:49:10,249 - pyskl - INFO - Epoch [148][1700/3940] lr: 1.809e-05, eta: 1:16:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2875, loss: 1.2875 +2025-06-13 06:49:55,668 - pyskl - INFO - Epoch [148][1800/3940] lr: 1.773e-05, eta: 1:16:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2075, loss: 1.2075 +2025-06-13 06:50:41,103 - pyskl - INFO - Epoch [148][1900/3940] lr: 1.738e-05, eta: 1:15:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2942, loss: 1.2942 +2025-06-13 06:51:26,631 - pyskl - INFO - Epoch [148][2000/3940] lr: 1.703e-05, eta: 1:14:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2805, loss: 1.2805 +2025-06-13 06:52:12,215 - pyskl - INFO - Epoch [148][2100/3940] lr: 1.669e-05, eta: 1:13:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2686, loss: 1.2686 +2025-06-13 06:52:57,670 - pyskl - INFO - Epoch [148][2200/3940] lr: 1.634e-05, eta: 1:13:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2926, loss: 1.2926 +2025-06-13 06:53:43,090 - pyskl - INFO - Epoch [148][2300/3940] lr: 1.601e-05, eta: 1:12:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2748, loss: 1.2748 +2025-06-13 06:54:28,588 - pyskl - INFO - Epoch [148][2400/3940] lr: 1.567e-05, eta: 1:11:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2727, loss: 1.2727 +2025-06-13 06:55:14,097 - pyskl - INFO - Epoch [148][2500/3940] lr: 1.534e-05, eta: 1:10:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3071, loss: 1.3071 +2025-06-13 06:55:59,581 - pyskl - INFO - Epoch [148][2600/3940] lr: 1.501e-05, eta: 1:10:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2893, loss: 1.2893 +2025-06-13 06:56:45,021 - pyskl - INFO - Epoch [148][2700/3940] lr: 1.469e-05, eta: 1:09:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2924, loss: 1.2924 +2025-06-13 06:57:30,617 - pyskl - INFO - Epoch [148][2800/3940] lr: 1.437e-05, eta: 1:08:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3039, loss: 1.3039 +2025-06-13 06:58:16,288 - pyskl - INFO - Epoch [148][2900/3940] lr: 1.405e-05, eta: 1:07:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2660, loss: 1.2660 +2025-06-13 06:59:01,969 - pyskl - INFO - Epoch [148][3000/3940] lr: 1.374e-05, eta: 1:07:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3320, loss: 1.3320 +2025-06-13 06:59:47,611 - pyskl - INFO - Epoch [148][3100/3940] lr: 1.343e-05, eta: 1:06:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3008, loss: 1.3008 +2025-06-13 07:00:33,079 - pyskl - INFO - Epoch [148][3200/3940] lr: 1.312e-05, eta: 1:05:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2791, loss: 1.2791 +2025-06-13 07:01:18,558 - pyskl - INFO - Epoch [148][3300/3940] lr: 1.282e-05, eta: 1:04:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3238, loss: 1.3238 +2025-06-13 07:02:04,000 - pyskl - INFO - Epoch [148][3400/3940] lr: 1.252e-05, eta: 1:04:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3250, loss: 1.3250 +2025-06-13 07:02:49,623 - pyskl - INFO - Epoch [148][3500/3940] lr: 1.223e-05, eta: 1:03:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2828, loss: 1.2828 +2025-06-13 07:03:35,436 - pyskl - INFO - Epoch [148][3600/3940] lr: 1.193e-05, eta: 1:02:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2689, loss: 1.2689 +2025-06-13 07:04:21,170 - pyskl - INFO - Epoch [148][3700/3940] lr: 1.165e-05, eta: 1:01:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2588, loss: 1.2588 +2025-06-13 07:05:06,741 - pyskl - INFO - Epoch [148][3800/3940] lr: 1.136e-05, eta: 1:01:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2898, loss: 1.2898 +2025-06-13 07:05:52,203 - pyskl - INFO - Epoch [148][3900/3940] lr: 1.108e-05, eta: 1:00:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2554, loss: 1.2554 +2025-06-13 07:06:10,825 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-06-13 07:09:46,896 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 07:09:47,356 - pyskl - INFO - +top1_acc 0.8921 +top5_acc 0.9800 +2025-06-13 07:09:47,420 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_147.pth was removed +2025-06-13 07:09:48,468 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_148.pth. +2025-06-13 07:09:48,470 - pyskl - INFO - Best top1_acc is 0.8921 at 148 epoch. +2025-06-13 07:09:48,487 - pyskl - INFO - Epoch(val) [148][3183] top1_acc: 0.8921, top5_acc: 0.9800 +2025-06-13 07:10:58,221 - pyskl - INFO - Epoch [149][100/3940] lr: 1.069e-05, eta: 0:59:11, time: 0.697, data_time: 0.244, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2753, loss: 1.2753 +2025-06-13 07:11:43,618 - pyskl - INFO - Epoch [149][200/3940] lr: 1.042e-05, eta: 0:58:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2528, loss: 1.2528 +2025-06-13 07:12:28,973 - pyskl - INFO - Epoch [149][300/3940] lr: 1.015e-05, eta: 0:57:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2927, loss: 1.2927 +2025-06-13 07:13:14,453 - pyskl - INFO - Epoch [149][400/3940] lr: 9.883e-06, eta: 0:56:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3088, loss: 1.3088 +2025-06-13 07:14:00,067 - pyskl - INFO - Epoch [149][500/3940] lr: 9.620e-06, eta: 0:56:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2543, loss: 1.2543 +2025-06-13 07:14:45,500 - pyskl - INFO - Epoch [149][600/3940] lr: 9.361e-06, eta: 0:55:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2608, loss: 1.2608 +2025-06-13 07:15:30,858 - pyskl - INFO - Epoch [149][700/3940] lr: 9.106e-06, eta: 0:54:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2829, loss: 1.2829 +2025-06-13 07:16:16,252 - pyskl - INFO - Epoch [149][800/3940] lr: 8.854e-06, eta: 0:53:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2981, loss: 1.2981 +2025-06-13 07:17:01,598 - pyskl - INFO - Epoch [149][900/3940] lr: 8.606e-06, eta: 0:53:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2941, loss: 1.2941 +2025-06-13 07:17:47,009 - pyskl - INFO - Epoch [149][1000/3940] lr: 8.361e-06, eta: 0:52:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2525, loss: 1.2525 +2025-06-13 07:18:32,436 - pyskl - INFO - Epoch [149][1100/3940] lr: 8.120e-06, eta: 0:51:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2965, loss: 1.2965 +2025-06-13 07:19:17,805 - pyskl - INFO - Epoch [149][1200/3940] lr: 7.882e-06, eta: 0:50:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3014, loss: 1.3014 +2025-06-13 07:20:03,238 - pyskl - INFO - Epoch [149][1300/3940] lr: 7.648e-06, eta: 0:50:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2459, loss: 1.2459 +2025-06-13 07:20:48,574 - pyskl - INFO - Epoch [149][1400/3940] lr: 7.417e-06, eta: 0:49:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2455, loss: 1.2455 +2025-06-13 07:21:33,967 - pyskl - INFO - Epoch [149][1500/3940] lr: 7.190e-06, eta: 0:48:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3034, loss: 1.3034 +2025-06-13 07:22:19,329 - pyskl - INFO - Epoch [149][1600/3940] lr: 6.967e-06, eta: 0:47:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2630, loss: 1.2630 +2025-06-13 07:23:04,686 - pyskl - INFO - Epoch [149][1700/3940] lr: 6.747e-06, eta: 0:47:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2994, loss: 1.2994 +2025-06-13 07:23:50,294 - pyskl - INFO - Epoch [149][1800/3940] lr: 6.530e-06, eta: 0:46:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2946, loss: 1.2946 +2025-06-13 07:24:35,761 - pyskl - INFO - Epoch [149][1900/3940] lr: 6.317e-06, eta: 0:45:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2482, loss: 1.2482 +2025-06-13 07:25:21,207 - pyskl - INFO - Epoch [149][2000/3940] lr: 6.108e-06, eta: 0:44:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2861, loss: 1.2861 +2025-06-13 07:26:06,632 - pyskl - INFO - Epoch [149][2100/3940] lr: 5.902e-06, eta: 0:43:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2714, loss: 1.2714 +2025-06-13 07:26:52,099 - pyskl - INFO - Epoch [149][2200/3940] lr: 5.699e-06, eta: 0:43:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2347, loss: 1.2347 +2025-06-13 07:27:37,769 - pyskl - INFO - Epoch [149][2300/3940] lr: 5.500e-06, eta: 0:42:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2855, loss: 1.2855 +2025-06-13 07:28:23,229 - pyskl - INFO - Epoch [149][2400/3940] lr: 5.305e-06, eta: 0:41:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2819, loss: 1.2819 +2025-06-13 07:29:08,675 - pyskl - INFO - Epoch [149][2500/3940] lr: 5.113e-06, eta: 0:40:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2580, loss: 1.2580 +2025-06-13 07:29:54,040 - pyskl - INFO - Epoch [149][2600/3940] lr: 4.925e-06, eta: 0:40:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2973, loss: 1.2973 +2025-06-13 07:30:39,498 - pyskl - INFO - Epoch [149][2700/3940] lr: 4.740e-06, eta: 0:39:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2530, loss: 1.2530 +2025-06-13 07:31:24,953 - pyskl - INFO - Epoch [149][2800/3940] lr: 4.559e-06, eta: 0:38:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2831, loss: 1.2831 +2025-06-13 07:32:10,406 - pyskl - INFO - Epoch [149][2900/3940] lr: 4.381e-06, eta: 0:37:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2150, loss: 1.2150 +2025-06-13 07:32:55,834 - pyskl - INFO - Epoch [149][3000/3940] lr: 4.207e-06, eta: 0:37:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2964, loss: 1.2964 +2025-06-13 07:33:41,273 - pyskl - INFO - Epoch [149][3100/3940] lr: 4.037e-06, eta: 0:36:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2456, loss: 1.2456 +2025-06-13 07:34:26,734 - pyskl - INFO - Epoch [149][3200/3940] lr: 3.870e-06, eta: 0:35:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2665, loss: 1.2665 +2025-06-13 07:35:12,203 - pyskl - INFO - Epoch [149][3300/3940] lr: 3.706e-06, eta: 0:34:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2930, loss: 1.2930 +2025-06-13 07:35:57,632 - pyskl - INFO - Epoch [149][3400/3940] lr: 3.546e-06, eta: 0:34:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3028, loss: 1.3028 +2025-06-13 07:36:43,073 - pyskl - INFO - Epoch [149][3500/3940] lr: 3.389e-06, eta: 0:33:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2537, loss: 1.2537 +2025-06-13 07:37:28,550 - pyskl - INFO - Epoch [149][3600/3940] lr: 3.237e-06, eta: 0:32:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2932, loss: 1.2932 +2025-06-13 07:38:14,063 - pyskl - INFO - Epoch [149][3700/3940] lr: 3.087e-06, eta: 0:31:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2940, loss: 1.2940 +2025-06-13 07:38:59,485 - pyskl - INFO - Epoch [149][3800/3940] lr: 2.941e-06, eta: 0:31:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2276, loss: 1.2276 +2025-06-13 07:39:44,857 - pyskl - INFO - Epoch [149][3900/3940] lr: 2.799e-06, eta: 0:30:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2339, loss: 1.2339 +2025-06-13 07:40:03,295 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-06-13 07:43:36,188 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 07:43:36,644 - pyskl - INFO - +top1_acc 0.8924 +top5_acc 0.9798 +2025-06-13 07:43:36,703 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_148.pth was removed +2025-06-13 07:43:37,739 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_149.pth. +2025-06-13 07:43:37,741 - pyskl - INFO - Best top1_acc is 0.8924 at 149 epoch. +2025-06-13 07:43:37,758 - pyskl - INFO - Epoch(val) [149][3183] top1_acc: 0.8924, top5_acc: 0.9798 +2025-06-13 07:44:46,808 - pyskl - INFO - Epoch [150][100/3940] lr: 2.605e-06, eta: 0:29:12, time: 0.690, data_time: 0.238, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2512, loss: 1.2512 +2025-06-13 07:45:32,169 - pyskl - INFO - Epoch [150][200/3940] lr: 2.472e-06, eta: 0:28:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2671, loss: 1.2671 +2025-06-13 07:46:17,622 - pyskl - INFO - Epoch [150][300/3940] lr: 2.341e-06, eta: 0:27:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2596, loss: 1.2596 +2025-06-13 07:47:03,084 - pyskl - INFO - Epoch [150][400/3940] lr: 2.214e-06, eta: 0:26:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3135, loss: 1.3135 +2025-06-13 07:47:48,567 - pyskl - INFO - Epoch [150][500/3940] lr: 2.091e-06, eta: 0:26:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2780, loss: 1.2780 +2025-06-13 07:48:34,082 - pyskl - INFO - Epoch [150][600/3940] lr: 1.971e-06, eta: 0:25:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2971, loss: 1.2971 +2025-06-13 07:49:19,598 - pyskl - INFO - Epoch [150][700/3940] lr: 1.855e-06, eta: 0:24:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2619, loss: 1.2619 +2025-06-13 07:50:05,202 - pyskl - INFO - Epoch [150][800/3940] lr: 1.742e-06, eta: 0:23:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2633, loss: 1.2633 +2025-06-13 07:50:50,653 - pyskl - INFO - Epoch [150][900/3940] lr: 1.633e-06, eta: 0:23:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2662, loss: 1.2662 +2025-06-13 07:51:36,181 - pyskl - INFO - Epoch [150][1000/3940] lr: 1.528e-06, eta: 0:22:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2788, loss: 1.2788 +2025-06-13 07:52:22,266 - pyskl - INFO - Epoch [150][1100/3940] lr: 1.425e-06, eta: 0:21:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2680, loss: 1.2680 +2025-06-13 07:53:07,827 - pyskl - INFO - Epoch [150][1200/3940] lr: 1.327e-06, eta: 0:20:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2683, loss: 1.2683 +2025-06-13 07:53:53,289 - pyskl - INFO - Epoch [150][1300/3940] lr: 1.232e-06, eta: 0:20:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2812, loss: 1.2812 +2025-06-13 07:54:38,680 - pyskl - INFO - Epoch [150][1400/3940] lr: 1.140e-06, eta: 0:19:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2368, loss: 1.2368 +2025-06-13 07:55:24,080 - pyskl - INFO - Epoch [150][1500/3940] lr: 1.052e-06, eta: 0:18:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2642, loss: 1.2642 +2025-06-13 07:56:09,244 - pyskl - INFO - Epoch [150][1600/3940] lr: 9.678e-07, eta: 0:17:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2854, loss: 1.2854 +2025-06-13 07:56:54,419 - pyskl - INFO - Epoch [150][1700/3940] lr: 8.869e-07, eta: 0:17:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3003, loss: 1.3003 +2025-06-13 07:57:39,679 - pyskl - INFO - Epoch [150][1800/3940] lr: 8.095e-07, eta: 0:16:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2886, loss: 1.2886 +2025-06-13 07:58:24,849 - pyskl - INFO - Epoch [150][1900/3940] lr: 7.357e-07, eta: 0:15:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2280, loss: 1.2280 +2025-06-13 07:59:10,175 - pyskl - INFO - Epoch [150][2000/3940] lr: 6.654e-07, eta: 0:14:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2800, loss: 1.2800 +2025-06-13 07:59:55,450 - pyskl - INFO - Epoch [150][2100/3940] lr: 5.986e-07, eta: 0:13:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3123, loss: 1.3123 +2025-06-13 08:00:40,674 - pyskl - INFO - Epoch [150][2200/3940] lr: 5.353e-07, eta: 0:13:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2401, loss: 1.2401 +2025-06-13 08:01:25,856 - pyskl - INFO - Epoch [150][2300/3940] lr: 4.756e-07, eta: 0:12:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2571, loss: 1.2571 +2025-06-13 08:02:11,097 - pyskl - INFO - Epoch [150][2400/3940] lr: 4.194e-07, eta: 0:11:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2878, loss: 1.2878 +2025-06-13 08:02:56,289 - pyskl - INFO - Epoch [150][2500/3940] lr: 3.667e-07, eta: 0:10:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2924, loss: 1.2924 +2025-06-13 08:03:41,560 - pyskl - INFO - Epoch [150][2600/3940] lr: 3.176e-07, eta: 0:10:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2690, loss: 1.2690 +2025-06-13 08:04:26,835 - pyskl - INFO - Epoch [150][2700/3940] lr: 2.720e-07, eta: 0:09:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3058, loss: 1.3058 +2025-06-13 08:05:12,127 - pyskl - INFO - Epoch [150][2800/3940] lr: 2.299e-07, eta: 0:08:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2666, loss: 1.2666 +2025-06-13 08:05:57,357 - pyskl - INFO - Epoch [150][2900/3940] lr: 1.914e-07, eta: 0:07:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2963, loss: 1.2963 +2025-06-13 08:06:42,593 - pyskl - INFO - Epoch [150][3000/3940] lr: 1.564e-07, eta: 0:07:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3149, loss: 1.3149 +2025-06-13 08:07:27,808 - pyskl - INFO - Epoch [150][3100/3940] lr: 1.249e-07, eta: 0:06:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2728, loss: 1.2728 +2025-06-13 08:08:13,083 - pyskl - INFO - Epoch [150][3200/3940] lr: 9.697e-08, eta: 0:05:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3027, loss: 1.3027 +2025-06-13 08:08:58,369 - pyskl - INFO - Epoch [150][3300/3940] lr: 7.256e-08, eta: 0:04:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2596, loss: 1.2596 +2025-06-13 08:09:43,628 - pyskl - INFO - Epoch [150][3400/3940] lr: 5.169e-08, eta: 0:04:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2516, loss: 1.2516 +2025-06-13 08:10:28,882 - pyskl - INFO - Epoch [150][3500/3940] lr: 3.435e-08, eta: 0:03:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2597, loss: 1.2597 +2025-06-13 08:11:14,049 - pyskl - INFO - Epoch [150][3600/3940] lr: 2.054e-08, eta: 0:02:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2556, loss: 1.2556 +2025-06-13 08:11:59,355 - pyskl - INFO - Epoch [150][3700/3940] lr: 1.026e-08, eta: 0:01:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2573, loss: 1.2573 +2025-06-13 08:12:44,606 - pyskl - INFO - Epoch [150][3800/3940] lr: 3.511e-09, eta: 0:01:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2270, loss: 1.2270 +2025-06-13 08:13:29,863 - pyskl - INFO - Epoch [150][3900/3940] lr: 2.969e-10, eta: 0:00:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2645, loss: 1.2645 +2025-06-13 08:13:48,263 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-06-13 08:17:21,693 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 08:17:22,169 - pyskl - INFO - +top1_acc 0.8906 +top5_acc 0.9798 +2025-06-13 08:17:22,192 - pyskl - INFO - Epoch(val) [150][3183] top1_acc: 0.8906, top5_acc: 0.9798 +2025-06-13 08:17:35,481 - pyskl - INFO - 50919 videos remain after valid thresholding +2025-06-13 08:47:14,494 - pyskl - INFO - Testing results of the last checkpoint +2025-06-13 08:47:14,494 - pyskl - INFO - top1_acc: 0.8929 +2025-06-13 08:47:14,494 - pyskl - INFO - top5_acc: 0.9808 +2025-06-13 08:47:14,495 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu120_xsub/b_2/best_top1_acc_epoch_149.pth +2025-06-13 09:16:48,839 - pyskl - INFO - Testing results of the best checkpoint +2025-06-13 09:16:48,840 - pyskl - INFO - top1_acc: 0.8955 +2025-06-13 09:16:48,840 - pyskl - INFO - top5_acc: 0.9812 diff --git a/ntu120_xsub/b_2/best_pred.pkl b/ntu120_xsub/b_2/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..a0850bd9eaee50324c6e665cf15156f5c8277f45 --- /dev/null +++ b/ntu120_xsub/b_2/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2960f3c78b3a1dc1cf60b586b99e5d933aaac6f72b3bcebada96e18d58c4c445 +size 37306713 diff --git a/ntu120_xsub/b_2/best_top1_acc_epoch_149.pth b/ntu120_xsub/b_2/best_top1_acc_epoch_149.pth new file mode 100644 index 0000000000000000000000000000000000000000..5f5ca7ef8ca4edf96be4da0aba9ef4849ba1d041 --- /dev/null +++ b/ntu120_xsub/b_2/best_top1_acc_epoch_149.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8eaf5b752ea99aacfd3c04314cf43d47150e9e5fab7e84a24e73005cde1fc207 +size 16396379 diff --git a/ntu120_xsub/bm/20250618_162718.log b/ntu120_xsub/bm/20250618_162718.log new file mode 100644 index 0000000000000000000000000000000000000000..ed2bc81a9401e3319bd9abf15b0a85cfe5f92800 --- /dev/null +++ b/ntu120_xsub/bm/20250618_162718.log @@ -0,0 +1,7103 @@ +2025-06-18 16:27:18,672 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-06-18 16:27:19,019 - pyskl - INFO - Config: modality = 'bm' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu120_xsub/bm' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='bm', + num_classes=120, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=120, + in_channels=384, + work_dir='./work_dirs/ntu120_xsub/bm', + interval_epoch=5, + weight_1=0.3, + weight_2=0.3)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['bm']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['bm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['bm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['bm']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['bm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['bm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-06-18 16:27:19,020 - pyskl - INFO - Set random seed to 1257698841, deterministic: False +2025-06-18 16:27:32,659 - pyskl - INFO - 63026 videos remain after valid thresholding +2025-06-18 16:27:42,831 - pyskl - INFO - 50919 videos remain after valid thresholding +2025-06-18 16:27:42,908 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm +2025-06-18 16:27:42,909 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-06-18 16:27:42,909 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-06-18 16:27:42,909 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm by HardDiskBackend. +2025-06-18 16:28:54,405 - pyskl - INFO - Epoch [1][100/3940] lr: 2.500e-02, eta: 4 days, 21:20:43, time: 0.715, data_time: 0.264, memory: 13267, top1_acc: 0.0112, top5_acc: 0.0563, loss_cls: 13.4396, loss: 13.4396 +2025-06-18 16:29:38,649 - pyskl - INFO - Epoch [1][200/3940] lr: 2.500e-02, eta: 3 days, 22:58:03, time: 0.442, data_time: 0.000, memory: 13267, top1_acc: 0.0213, top5_acc: 0.0862, loss_cls: 11.7104, loss: 11.7104 +2025-06-18 16:30:22,899 - pyskl - INFO - Epoch [1][300/3940] lr: 2.500e-02, eta: 3 days, 15:30:10, time: 0.442, data_time: 0.000, memory: 13267, top1_acc: 0.0319, top5_acc: 0.1244, loss_cls: 11.4120, loss: 11.4120 +2025-06-18 16:31:07,099 - pyskl - INFO - Epoch [1][400/3940] lr: 2.500e-02, eta: 3 days, 11:44:39, time: 0.442, data_time: 0.000, memory: 13267, top1_acc: 0.0381, top5_acc: 0.1525, loss_cls: 11.2396, loss: 11.2396 +2025-06-18 16:31:51,333 - pyskl - INFO - Epoch [1][500/3940] lr: 2.500e-02, eta: 3 days, 9:29:41, time: 0.442, data_time: 0.000, memory: 13267, top1_acc: 0.0506, top5_acc: 0.1787, loss_cls: 10.9747, loss: 10.9747 +2025-06-18 16:32:35,541 - pyskl - INFO - Epoch [1][600/3940] lr: 2.500e-02, eta: 3 days, 7:59:04, time: 0.442, data_time: 0.000, memory: 13267, top1_acc: 0.0500, top5_acc: 0.2025, loss_cls: 10.8211, loss: 10.8211 +2025-06-18 16:33:19,809 - pyskl - INFO - Epoch [1][700/3940] lr: 2.500e-02, eta: 3 days, 6:54:57, time: 0.443, data_time: 0.000, memory: 13267, top1_acc: 0.0469, top5_acc: 0.2031, loss_cls: 10.7556, loss: 10.7556 +2025-06-18 16:34:04,163 - pyskl - INFO - Epoch [1][800/3940] lr: 2.500e-02, eta: 3 days, 6:07:44, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.0631, top5_acc: 0.2144, loss_cls: 10.6345, loss: 10.6345 +2025-06-18 16:34:48,359 - pyskl - INFO - Epoch [1][900/3940] lr: 2.500e-02, eta: 3 days, 5:29:08, time: 0.442, data_time: 0.000, memory: 13267, top1_acc: 0.0631, top5_acc: 0.2269, loss_cls: 10.5568, loss: 10.5568 +2025-06-18 16:35:32,495 - pyskl - INFO - Epoch [1][1000/3940] lr: 2.500e-02, eta: 3 days, 4:57:31, time: 0.441, data_time: 0.000, memory: 13267, top1_acc: 0.0569, top5_acc: 0.2412, loss_cls: 10.4503, loss: 10.4503 +2025-06-18 16:36:16,566 - pyskl - INFO - Epoch [1][1100/3940] lr: 2.500e-02, eta: 3 days, 4:30:55, time: 0.441, data_time: 0.000, memory: 13267, top1_acc: 0.0719, top5_acc: 0.2800, loss_cls: 10.3458, loss: 10.3458 +2025-06-18 16:37:00,709 - pyskl - INFO - Epoch [1][1200/3940] lr: 2.500e-02, eta: 3 days, 4:09:14, time: 0.441, data_time: 0.000, memory: 13267, top1_acc: 0.0719, top5_acc: 0.2806, loss_cls: 10.2601, loss: 10.2601 +2025-06-18 16:37:44,873 - pyskl - INFO - Epoch [1][1300/3940] lr: 2.500e-02, eta: 3 days, 3:50:55, time: 0.442, data_time: 0.000, memory: 13267, top1_acc: 0.0669, top5_acc: 0.2913, loss_cls: 10.1589, loss: 10.1589 +2025-06-18 16:38:28,978 - pyskl - INFO - Epoch [1][1400/3940] lr: 2.500e-02, eta: 3 days, 3:34:43, time: 0.441, data_time: 0.000, memory: 13267, top1_acc: 0.0938, top5_acc: 0.3269, loss_cls: 10.0093, loss: 10.0093 +2025-06-18 16:39:13,150 - pyskl - INFO - Epoch [1][1500/3940] lr: 2.500e-02, eta: 3 days, 3:21:00, time: 0.442, data_time: 0.000, memory: 13267, top1_acc: 0.1031, top5_acc: 0.3406, loss_cls: 9.8652, loss: 9.8652 +2025-06-18 16:39:57,266 - pyskl - INFO - Epoch [1][1600/3940] lr: 2.500e-02, eta: 3 days, 3:08:34, time: 0.441, data_time: 0.000, memory: 13267, top1_acc: 0.0950, top5_acc: 0.3563, loss_cls: 9.7661, loss: 9.7661 +2025-06-18 16:40:41,395 - pyskl - INFO - Epoch [1][1700/3940] lr: 2.500e-02, eta: 3 days, 2:57:35, time: 0.441, data_time: 0.000, memory: 13267, top1_acc: 0.1250, top5_acc: 0.3919, loss_cls: 9.6512, loss: 9.6512 +2025-06-18 16:41:25,663 - pyskl - INFO - Epoch [1][1800/3940] lr: 2.500e-02, eta: 3 days, 2:48:30, time: 0.443, data_time: 0.000, memory: 13267, top1_acc: 0.1200, top5_acc: 0.3975, loss_cls: 9.5666, loss: 9.5666 +2025-06-18 16:42:10,188 - pyskl - INFO - Epoch [1][1900/3940] lr: 2.500e-02, eta: 3 days, 2:41:38, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1406, top5_acc: 0.4163, loss_cls: 9.5116, loss: 9.5116 +2025-06-18 16:42:54,219 - pyskl - INFO - Epoch [1][2000/3940] lr: 2.500e-02, eta: 3 days, 2:32:56, time: 0.440, data_time: 0.000, memory: 13267, top1_acc: 0.1425, top5_acc: 0.4275, loss_cls: 9.3926, loss: 9.3926 +2025-06-18 16:43:38,422 - pyskl - INFO - Epoch [1][2100/3940] lr: 2.500e-02, eta: 3 days, 2:25:49, time: 0.442, data_time: 0.000, memory: 13267, top1_acc: 0.1412, top5_acc: 0.4512, loss_cls: 9.3748, loss: 9.3748 +2025-06-18 16:44:22,679 - pyskl - INFO - Epoch [1][2200/3940] lr: 2.500e-02, eta: 3 days, 2:19:30, time: 0.443, data_time: 0.000, memory: 13267, top1_acc: 0.1537, top5_acc: 0.4512, loss_cls: 9.3375, loss: 9.3375 +2025-06-18 16:45:07,050 - pyskl - INFO - Epoch [1][2300/3940] lr: 2.500e-02, eta: 3 days, 2:14:10, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.1750, top5_acc: 0.4969, loss_cls: 9.1506, loss: 9.1506 +2025-06-18 16:45:51,493 - pyskl - INFO - Epoch [1][2400/3940] lr: 2.500e-02, eta: 3 days, 2:09:31, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.1725, top5_acc: 0.5106, loss_cls: 9.0262, loss: 9.0262 +2025-06-18 16:46:35,837 - pyskl - INFO - Epoch [1][2500/3940] lr: 2.500e-02, eta: 3 days, 2:04:47, time: 0.443, data_time: 0.000, memory: 13267, top1_acc: 0.1719, top5_acc: 0.5138, loss_cls: 9.0163, loss: 9.0163 +2025-06-18 16:47:20,086 - pyskl - INFO - Epoch [1][2600/3940] lr: 2.500e-02, eta: 3 days, 2:00:00, time: 0.442, data_time: 0.000, memory: 13267, top1_acc: 0.1750, top5_acc: 0.4931, loss_cls: 9.0361, loss: 9.0361 +2025-06-18 16:48:04,500 - pyskl - INFO - Epoch [1][2700/3940] lr: 2.500e-02, eta: 3 days, 1:56:07, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.1875, top5_acc: 0.5300, loss_cls: 8.8953, loss: 8.8953 +2025-06-18 16:48:48,782 - pyskl - INFO - Epoch [1][2800/3940] lr: 2.500e-02, eta: 3 days, 1:51:59, time: 0.443, data_time: 0.000, memory: 13267, top1_acc: 0.1850, top5_acc: 0.5138, loss_cls: 8.8901, loss: 8.8901 +2025-06-18 16:49:33,049 - pyskl - INFO - Epoch [1][2900/3940] lr: 2.500e-02, eta: 3 days, 1:48:03, time: 0.443, data_time: 0.000, memory: 13267, top1_acc: 0.2119, top5_acc: 0.5413, loss_cls: 8.7928, loss: 8.7928 +2025-06-18 16:50:17,339 - pyskl - INFO - Epoch [1][3000/3940] lr: 2.500e-02, eta: 3 days, 1:44:24, time: 0.443, data_time: 0.000, memory: 13267, top1_acc: 0.2137, top5_acc: 0.5419, loss_cls: 8.7328, loss: 8.7328 +2025-06-18 16:51:01,631 - pyskl - INFO - Epoch [1][3100/3940] lr: 2.500e-02, eta: 3 days, 1:40:57, time: 0.443, data_time: 0.000, memory: 13267, top1_acc: 0.2162, top5_acc: 0.5781, loss_cls: 8.5464, loss: 8.5464 +2025-06-18 16:51:45,957 - pyskl - INFO - Epoch [1][3200/3940] lr: 2.500e-02, eta: 3 days, 1:37:46, time: 0.443, data_time: 0.000, memory: 13267, top1_acc: 0.2244, top5_acc: 0.5850, loss_cls: 8.5407, loss: 8.5407 +2025-06-18 16:52:30,223 - pyskl - INFO - Epoch [1][3300/3940] lr: 2.500e-02, eta: 3 days, 1:34:33, time: 0.443, data_time: 0.000, memory: 13267, top1_acc: 0.2387, top5_acc: 0.5850, loss_cls: 8.3903, loss: 8.3903 +2025-06-18 16:53:14,499 - pyskl - INFO - Epoch [1][3400/3940] lr: 2.500e-02, eta: 3 days, 1:31:31, time: 0.443, data_time: 0.000, memory: 13267, top1_acc: 0.2462, top5_acc: 0.5906, loss_cls: 8.3749, loss: 8.3749 +2025-06-18 16:53:58,771 - pyskl - INFO - Epoch [1][3500/3940] lr: 2.500e-02, eta: 3 days, 1:28:36, time: 0.443, data_time: 0.000, memory: 13267, top1_acc: 0.2581, top5_acc: 0.6200, loss_cls: 8.2767, loss: 8.2767 +2025-06-18 16:54:43,098 - pyskl - INFO - Epoch [1][3600/3940] lr: 2.500e-02, eta: 3 days, 1:25:57, time: 0.443, data_time: 0.000, memory: 13267, top1_acc: 0.2569, top5_acc: 0.6169, loss_cls: 8.3213, loss: 8.3213 +2025-06-18 16:55:27,381 - pyskl - INFO - Epoch [1][3700/3940] lr: 2.500e-02, eta: 3 days, 1:23:17, time: 0.443, data_time: 0.000, memory: 13267, top1_acc: 0.2675, top5_acc: 0.6238, loss_cls: 8.2204, loss: 8.2204 +2025-06-18 16:56:11,818 - pyskl - INFO - Epoch [1][3800/3940] lr: 2.500e-02, eta: 3 days, 1:21:08, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.2719, top5_acc: 0.5994, loss_cls: 8.3180, loss: 8.3180 +2025-06-18 16:56:56,280 - pyskl - INFO - Epoch [1][3900/3940] lr: 2.500e-02, eta: 3 days, 1:19:06, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.2831, top5_acc: 0.6288, loss_cls: 8.1542, loss: 8.1542 +2025-06-18 16:57:14,458 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-06-18 17:00:35,349 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-18 17:00:35,822 - pyskl - INFO - +top1_acc 0.2168 +top5_acc 0.5485 +2025-06-18 17:00:36,874 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-06-18 17:00:36,876 - pyskl - INFO - Best top1_acc is 0.2168 at 1 epoch. +2025-06-18 17:00:36,893 - pyskl - INFO - Epoch(val) [1][3183] top1_acc: 0.2168, top5_acc: 0.5485 +2025-06-18 17:01:46,573 - pyskl - INFO - Epoch [2][100/3940] lr: 2.500e-02, eta: 3 days, 1:34:21, time: 0.697, data_time: 0.254, memory: 13268, top1_acc: 0.2744, top5_acc: 0.6212, loss_cls: 8.2844, loss: 8.2844 +2025-06-18 17:02:30,807 - pyskl - INFO - Epoch [2][200/3940] lr: 2.500e-02, eta: 3 days, 1:31:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.2925, top5_acc: 0.6538, loss_cls: 7.9917, loss: 7.9917 +2025-06-18 17:03:15,142 - pyskl - INFO - Epoch [2][300/3940] lr: 2.500e-02, eta: 3 days, 1:28:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.3044, top5_acc: 0.6625, loss_cls: 8.0389, loss: 8.0389 +2025-06-18 17:03:59,432 - pyskl - INFO - Epoch [2][400/3940] lr: 2.500e-02, eta: 3 days, 1:26:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.2988, top5_acc: 0.6631, loss_cls: 7.8592, loss: 7.8592 +2025-06-18 17:04:43,697 - pyskl - INFO - Epoch [2][500/3940] lr: 2.500e-02, eta: 3 days, 1:23:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.3050, top5_acc: 0.6669, loss_cls: 7.9784, loss: 7.9784 +2025-06-18 17:05:28,060 - pyskl - INFO - Epoch [2][600/3940] lr: 2.500e-02, eta: 3 days, 1:21:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3225, top5_acc: 0.6681, loss_cls: 7.8158, loss: 7.8158 +2025-06-18 17:06:12,432 - pyskl - INFO - Epoch [2][700/3940] lr: 2.500e-02, eta: 3 days, 1:19:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3169, top5_acc: 0.6881, loss_cls: 7.7667, loss: 7.7667 +2025-06-18 17:06:56,776 - pyskl - INFO - Epoch [2][800/3940] lr: 2.500e-02, eta: 3 days, 1:17:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.3344, top5_acc: 0.6850, loss_cls: 7.7359, loss: 7.7359 +2025-06-18 17:07:41,242 - pyskl - INFO - Epoch [2][900/3940] lr: 2.500e-02, eta: 3 days, 1:15:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.3319, top5_acc: 0.6900, loss_cls: 7.7672, loss: 7.7672 +2025-06-18 17:08:25,686 - pyskl - INFO - Epoch [2][1000/3940] lr: 2.500e-02, eta: 3 days, 1:13:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3175, top5_acc: 0.6950, loss_cls: 7.7902, loss: 7.7902 +2025-06-18 17:09:10,089 - pyskl - INFO - Epoch [2][1100/3940] lr: 2.500e-02, eta: 3 days, 1:11:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3513, top5_acc: 0.7000, loss_cls: 7.5557, loss: 7.5557 +2025-06-18 17:09:54,500 - pyskl - INFO - Epoch [2][1200/3940] lr: 2.500e-02, eta: 3 days, 1:10:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3481, top5_acc: 0.7194, loss_cls: 7.6271, loss: 7.6271 +2025-06-18 17:10:38,850 - pyskl - INFO - Epoch [2][1300/3940] lr: 2.500e-02, eta: 3 days, 1:08:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.3331, top5_acc: 0.7169, loss_cls: 7.5021, loss: 7.5021 +2025-06-18 17:11:23,127 - pyskl - INFO - Epoch [2][1400/3940] lr: 2.499e-02, eta: 3 days, 1:06:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.3425, top5_acc: 0.7231, loss_cls: 7.5754, loss: 7.5754 +2025-06-18 17:12:07,482 - pyskl - INFO - Epoch [2][1500/3940] lr: 2.499e-02, eta: 3 days, 1:04:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3756, top5_acc: 0.7306, loss_cls: 7.5371, loss: 7.5371 +2025-06-18 17:12:51,902 - pyskl - INFO - Epoch [2][1600/3940] lr: 2.499e-02, eta: 3 days, 1:02:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3713, top5_acc: 0.7262, loss_cls: 7.4250, loss: 7.4250 +2025-06-18 17:13:36,336 - pyskl - INFO - Epoch [2][1700/3940] lr: 2.499e-02, eta: 3 days, 1:01:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3944, top5_acc: 0.7356, loss_cls: 7.2826, loss: 7.2826 +2025-06-18 17:14:20,852 - pyskl - INFO - Epoch [2][1800/3940] lr: 2.499e-02, eta: 3 days, 0:59:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.3762, top5_acc: 0.7350, loss_cls: 7.3136, loss: 7.3136 +2025-06-18 17:15:05,247 - pyskl - INFO - Epoch [2][1900/3940] lr: 2.499e-02, eta: 3 days, 0:58:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4056, top5_acc: 0.7594, loss_cls: 7.1287, loss: 7.1287 +2025-06-18 17:15:49,921 - pyskl - INFO - Epoch [2][2000/3940] lr: 2.499e-02, eta: 3 days, 0:57:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3950, top5_acc: 0.7669, loss_cls: 7.1514, loss: 7.1514 +2025-06-18 17:16:34,464 - pyskl - INFO - Epoch [2][2100/3940] lr: 2.499e-02, eta: 3 days, 0:55:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4300, top5_acc: 0.7588, loss_cls: 7.1464, loss: 7.1464 +2025-06-18 17:17:18,919 - pyskl - INFO - Epoch [2][2200/3940] lr: 2.499e-02, eta: 3 days, 0:54:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4044, top5_acc: 0.7706, loss_cls: 7.2051, loss: 7.2051 +2025-06-18 17:18:03,238 - pyskl - INFO - Epoch [2][2300/3940] lr: 2.499e-02, eta: 3 days, 0:52:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4094, top5_acc: 0.7669, loss_cls: 7.0623, loss: 7.0623 +2025-06-18 17:18:47,557 - pyskl - INFO - Epoch [2][2400/3940] lr: 2.499e-02, eta: 3 days, 0:51:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4219, top5_acc: 0.7725, loss_cls: 7.0953, loss: 7.0953 +2025-06-18 17:19:31,797 - pyskl - INFO - Epoch [2][2500/3940] lr: 2.499e-02, eta: 3 days, 0:49:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.4213, top5_acc: 0.7819, loss_cls: 7.0944, loss: 7.0944 +2025-06-18 17:20:16,124 - pyskl - INFO - Epoch [2][2600/3940] lr: 2.499e-02, eta: 3 days, 0:47:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4544, top5_acc: 0.7894, loss_cls: 6.9792, loss: 6.9792 +2025-06-18 17:21:00,513 - pyskl - INFO - Epoch [2][2700/3940] lr: 2.499e-02, eta: 3 days, 0:46:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4300, top5_acc: 0.7794, loss_cls: 6.9521, loss: 6.9521 +2025-06-18 17:21:44,916 - pyskl - INFO - Epoch [2][2800/3940] lr: 2.499e-02, eta: 3 days, 0:45:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4475, top5_acc: 0.7900, loss_cls: 6.9351, loss: 6.9351 +2025-06-18 17:22:29,310 - pyskl - INFO - Epoch [2][2900/3940] lr: 2.499e-02, eta: 3 days, 0:43:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4400, top5_acc: 0.8031, loss_cls: 6.8707, loss: 6.8707 +2025-06-18 17:23:13,604 - pyskl - INFO - Epoch [2][3000/3940] lr: 2.499e-02, eta: 3 days, 0:42:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4669, top5_acc: 0.8125, loss_cls: 6.6584, loss: 6.6584 +2025-06-18 17:23:57,852 - pyskl - INFO - Epoch [2][3100/3940] lr: 2.499e-02, eta: 3 days, 0:40:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.4631, top5_acc: 0.8181, loss_cls: 6.7121, loss: 6.7121 +2025-06-18 17:24:42,263 - pyskl - INFO - Epoch [2][3200/3940] lr: 2.499e-02, eta: 3 days, 0:39:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4594, top5_acc: 0.7975, loss_cls: 6.8214, loss: 6.8214 +2025-06-18 17:25:26,709 - pyskl - INFO - Epoch [2][3300/3940] lr: 2.499e-02, eta: 3 days, 0:38:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4756, top5_acc: 0.7987, loss_cls: 6.8044, loss: 6.8044 +2025-06-18 17:26:11,223 - pyskl - INFO - Epoch [2][3400/3940] lr: 2.499e-02, eta: 3 days, 0:37:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4662, top5_acc: 0.8137, loss_cls: 6.7248, loss: 6.7248 +2025-06-18 17:26:55,839 - pyskl - INFO - Epoch [2][3500/3940] lr: 2.499e-02, eta: 3 days, 0:36:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4769, top5_acc: 0.8119, loss_cls: 6.6762, loss: 6.6762 +2025-06-18 17:27:40,407 - pyskl - INFO - Epoch [2][3600/3940] lr: 2.499e-02, eta: 3 days, 0:35:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4831, top5_acc: 0.8113, loss_cls: 6.6634, loss: 6.6634 +2025-06-18 17:28:24,928 - pyskl - INFO - Epoch [2][3700/3940] lr: 2.499e-02, eta: 3 days, 0:34:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4881, top5_acc: 0.8150, loss_cls: 6.6270, loss: 6.6270 +2025-06-18 17:29:09,428 - pyskl - INFO - Epoch [2][3800/3940] lr: 2.499e-02, eta: 3 days, 0:32:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4644, top5_acc: 0.8163, loss_cls: 6.7319, loss: 6.7319 +2025-06-18 17:29:53,820 - pyskl - INFO - Epoch [2][3900/3940] lr: 2.499e-02, eta: 3 days, 0:31:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4906, top5_acc: 0.8119, loss_cls: 6.6902, loss: 6.6902 +2025-06-18 17:30:11,950 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-06-18 17:33:33,084 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-18 17:33:33,549 - pyskl - INFO - +top1_acc 0.2981 +top5_acc 0.6012 +2025-06-18 17:33:33,602 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_1.pth was removed +2025-06-18 17:33:34,627 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-06-18 17:33:34,629 - pyskl - INFO - Best top1_acc is 0.2981 at 2 epoch. +2025-06-18 17:33:34,646 - pyskl - INFO - Epoch(val) [2][3183] top1_acc: 0.2981, top5_acc: 0.6012 +2025-06-18 17:34:44,346 - pyskl - INFO - Epoch [3][100/3940] lr: 2.499e-02, eta: 3 days, 0:39:11, time: 0.697, data_time: 0.252, memory: 13268, top1_acc: 0.4944, top5_acc: 0.8219, loss_cls: 6.4959, loss: 6.4959 +2025-06-18 17:35:28,717 - pyskl - INFO - Epoch [3][200/3940] lr: 2.499e-02, eta: 3 days, 0:37:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4731, top5_acc: 0.8225, loss_cls: 6.6046, loss: 6.6046 +2025-06-18 17:36:13,121 - pyskl - INFO - Epoch [3][300/3940] lr: 2.499e-02, eta: 3 days, 0:36:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5062, top5_acc: 0.8413, loss_cls: 6.4492, loss: 6.4492 +2025-06-18 17:36:57,411 - pyskl - INFO - Epoch [3][400/3940] lr: 2.499e-02, eta: 3 days, 0:35:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5206, top5_acc: 0.8425, loss_cls: 6.3280, loss: 6.3280 +2025-06-18 17:37:41,904 - pyskl - INFO - Epoch [3][500/3940] lr: 2.499e-02, eta: 3 days, 0:34:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5206, top5_acc: 0.8444, loss_cls: 6.3527, loss: 6.3527 +2025-06-18 17:38:26,354 - pyskl - INFO - Epoch [3][600/3940] lr: 2.499e-02, eta: 3 days, 0:32:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5206, top5_acc: 0.8387, loss_cls: 6.2837, loss: 6.2837 +2025-06-18 17:39:10,711 - pyskl - INFO - Epoch [3][700/3940] lr: 2.499e-02, eta: 3 days, 0:31:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5300, top5_acc: 0.8456, loss_cls: 6.3257, loss: 6.3257 +2025-06-18 17:39:55,086 - pyskl - INFO - Epoch [3][800/3940] lr: 2.499e-02, eta: 3 days, 0:30:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5244, top5_acc: 0.8525, loss_cls: 6.2024, loss: 6.2024 +2025-06-18 17:40:39,762 - pyskl - INFO - Epoch [3][900/3940] lr: 2.499e-02, eta: 3 days, 0:29:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5112, top5_acc: 0.8444, loss_cls: 6.2791, loss: 6.2791 +2025-06-18 17:41:24,143 - pyskl - INFO - Epoch [3][1000/3940] lr: 2.499e-02, eta: 3 days, 0:28:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4963, top5_acc: 0.8206, loss_cls: 6.5421, loss: 6.5421 +2025-06-18 17:42:08,607 - pyskl - INFO - Epoch [3][1100/3940] lr: 2.499e-02, eta: 3 days, 0:27:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5200, top5_acc: 0.8612, loss_cls: 6.3244, loss: 6.3244 +2025-06-18 17:42:53,007 - pyskl - INFO - Epoch [3][1200/3940] lr: 2.499e-02, eta: 3 days, 0:25:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5206, top5_acc: 0.8213, loss_cls: 6.4977, loss: 6.4977 +2025-06-18 17:43:37,431 - pyskl - INFO - Epoch [3][1300/3940] lr: 2.499e-02, eta: 3 days, 0:24:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5212, top5_acc: 0.8538, loss_cls: 6.3508, loss: 6.3508 +2025-06-18 17:44:21,767 - pyskl - INFO - Epoch [3][1400/3940] lr: 2.498e-02, eta: 3 days, 0:23:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5400, top5_acc: 0.8506, loss_cls: 6.2444, loss: 6.2444 +2025-06-18 17:45:06,138 - pyskl - INFO - Epoch [3][1500/3940] lr: 2.498e-02, eta: 3 days, 0:22:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5525, top5_acc: 0.8569, loss_cls: 6.1412, loss: 6.1412 +2025-06-18 17:45:50,553 - pyskl - INFO - Epoch [3][1600/3940] lr: 2.498e-02, eta: 3 days, 0:21:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5331, top5_acc: 0.8438, loss_cls: 6.3074, loss: 6.3074 +2025-06-18 17:46:34,942 - pyskl - INFO - Epoch [3][1700/3940] lr: 2.498e-02, eta: 3 days, 0:19:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5375, top5_acc: 0.8612, loss_cls: 6.2082, loss: 6.2082 +2025-06-18 17:47:19,346 - pyskl - INFO - Epoch [3][1800/3940] lr: 2.498e-02, eta: 3 days, 0:18:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5519, top5_acc: 0.8494, loss_cls: 6.1705, loss: 6.1705 +2025-06-18 17:48:03,776 - pyskl - INFO - Epoch [3][1900/3940] lr: 2.498e-02, eta: 3 days, 0:17:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5419, top5_acc: 0.8506, loss_cls: 6.2268, loss: 6.2268 +2025-06-18 17:48:48,116 - pyskl - INFO - Epoch [3][2000/3940] lr: 2.498e-02, eta: 3 days, 0:16:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5231, top5_acc: 0.8619, loss_cls: 6.1514, loss: 6.1514 +2025-06-18 17:49:32,482 - pyskl - INFO - Epoch [3][2100/3940] lr: 2.498e-02, eta: 3 days, 0:15:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5606, top5_acc: 0.8650, loss_cls: 6.0644, loss: 6.0644 +2025-06-18 17:50:16,750 - pyskl - INFO - Epoch [3][2200/3940] lr: 2.498e-02, eta: 3 days, 0:14:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5450, top5_acc: 0.8769, loss_cls: 6.1211, loss: 6.1211 +2025-06-18 17:51:01,030 - pyskl - INFO - Epoch [3][2300/3940] lr: 2.498e-02, eta: 3 days, 0:12:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5606, top5_acc: 0.8556, loss_cls: 6.0933, loss: 6.0933 +2025-06-18 17:51:45,485 - pyskl - INFO - Epoch [3][2400/3940] lr: 2.498e-02, eta: 3 days, 0:11:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5637, top5_acc: 0.8625, loss_cls: 5.9798, loss: 5.9798 +2025-06-18 17:52:29,858 - pyskl - INFO - Epoch [3][2500/3940] lr: 2.498e-02, eta: 3 days, 0:10:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5537, top5_acc: 0.8812, loss_cls: 6.0059, loss: 6.0059 +2025-06-18 17:53:14,345 - pyskl - INFO - Epoch [3][2600/3940] lr: 2.498e-02, eta: 3 days, 0:09:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5419, top5_acc: 0.8488, loss_cls: 6.1940, loss: 6.1940 +2025-06-18 17:53:58,717 - pyskl - INFO - Epoch [3][2700/3940] lr: 2.498e-02, eta: 3 days, 0:08:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5675, top5_acc: 0.8700, loss_cls: 6.0513, loss: 6.0513 +2025-06-18 17:54:43,109 - pyskl - INFO - Epoch [3][2800/3940] lr: 2.498e-02, eta: 3 days, 0:07:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5531, top5_acc: 0.8600, loss_cls: 6.0478, loss: 6.0478 +2025-06-18 17:55:27,519 - pyskl - INFO - Epoch [3][2900/3940] lr: 2.498e-02, eta: 3 days, 0:06:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5631, top5_acc: 0.8669, loss_cls: 5.8515, loss: 5.8515 +2025-06-18 17:56:11,869 - pyskl - INFO - Epoch [3][3000/3940] lr: 2.498e-02, eta: 3 days, 0:05:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5756, top5_acc: 0.8625, loss_cls: 6.0880, loss: 6.0880 +2025-06-18 17:56:56,252 - pyskl - INFO - Epoch [3][3100/3940] lr: 2.498e-02, eta: 3 days, 0:04:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5331, top5_acc: 0.8562, loss_cls: 6.1856, loss: 6.1856 +2025-06-18 17:57:40,675 - pyskl - INFO - Epoch [3][3200/3940] lr: 2.498e-02, eta: 3 days, 0:03:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5575, top5_acc: 0.8762, loss_cls: 5.9321, loss: 5.9321 +2025-06-18 17:58:25,137 - pyskl - INFO - Epoch [3][3300/3940] lr: 2.498e-02, eta: 3 days, 0:02:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5694, top5_acc: 0.8644, loss_cls: 5.9190, loss: 5.9190 +2025-06-18 17:59:09,654 - pyskl - INFO - Epoch [3][3400/3940] lr: 2.498e-02, eta: 3 days, 0:01:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5706, top5_acc: 0.8769, loss_cls: 5.9770, loss: 5.9770 +2025-06-18 17:59:54,168 - pyskl - INFO - Epoch [3][3500/3940] lr: 2.498e-02, eta: 3 days, 0:00:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5687, top5_acc: 0.8681, loss_cls: 5.8797, loss: 5.8797 +2025-06-18 18:00:38,750 - pyskl - INFO - Epoch [3][3600/3940] lr: 2.498e-02, eta: 2 days, 23:59:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5750, top5_acc: 0.8794, loss_cls: 5.9964, loss: 5.9964 +2025-06-18 18:01:23,155 - pyskl - INFO - Epoch [3][3700/3940] lr: 2.498e-02, eta: 2 days, 23:58:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5781, top5_acc: 0.8719, loss_cls: 5.8527, loss: 5.8527 +2025-06-18 18:02:07,695 - pyskl - INFO - Epoch [3][3800/3940] lr: 2.498e-02, eta: 2 days, 23:57:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5713, top5_acc: 0.8700, loss_cls: 6.0203, loss: 6.0203 +2025-06-18 18:02:52,130 - pyskl - INFO - Epoch [3][3900/3940] lr: 2.498e-02, eta: 2 days, 23:56:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5731, top5_acc: 0.8725, loss_cls: 5.8764, loss: 5.8764 +2025-06-18 18:03:10,214 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-06-18 18:06:31,160 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-18 18:06:31,624 - pyskl - INFO - +top1_acc 0.4969 +top5_acc 0.8039 +2025-06-18 18:06:31,676 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_2.pth was removed +2025-06-18 18:06:32,705 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-06-18 18:06:32,707 - pyskl - INFO - Best top1_acc is 0.4969 at 3 epoch. +2025-06-18 18:06:32,723 - pyskl - INFO - Epoch(val) [3][3183] top1_acc: 0.4969, top5_acc: 0.8039 +2025-06-18 18:07:42,662 - pyskl - INFO - Epoch [4][100/3940] lr: 2.497e-02, eta: 3 days, 0:01:45, time: 0.699, data_time: 0.253, memory: 13268, top1_acc: 0.5750, top5_acc: 0.8831, loss_cls: 5.7477, loss: 5.7477 +2025-06-18 18:08:27,051 - pyskl - INFO - Epoch [4][200/3940] lr: 2.497e-02, eta: 3 days, 0:00:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5906, top5_acc: 0.8738, loss_cls: 5.8375, loss: 5.8375 +2025-06-18 18:09:11,512 - pyskl - INFO - Epoch [4][300/3940] lr: 2.497e-02, eta: 2 days, 23:59:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5713, top5_acc: 0.8675, loss_cls: 5.8992, loss: 5.8992 +2025-06-18 18:09:56,178 - pyskl - INFO - Epoch [4][400/3940] lr: 2.497e-02, eta: 2 days, 23:58:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5950, top5_acc: 0.8881, loss_cls: 5.8553, loss: 5.8553 +2025-06-18 18:10:40,727 - pyskl - INFO - Epoch [4][500/3940] lr: 2.497e-02, eta: 2 days, 23:57:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5756, top5_acc: 0.8831, loss_cls: 5.8242, loss: 5.8242 +2025-06-18 18:11:25,306 - pyskl - INFO - Epoch [4][600/3940] lr: 2.497e-02, eta: 2 days, 23:57:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5994, top5_acc: 0.8844, loss_cls: 5.7634, loss: 5.7634 +2025-06-18 18:12:09,849 - pyskl - INFO - Epoch [4][700/3940] lr: 2.497e-02, eta: 2 days, 23:56:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5756, top5_acc: 0.8662, loss_cls: 5.8893, loss: 5.8893 +2025-06-18 18:12:54,238 - pyskl - INFO - Epoch [4][800/3940] lr: 2.497e-02, eta: 2 days, 23:55:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5962, top5_acc: 0.8856, loss_cls: 5.8010, loss: 5.8010 +2025-06-18 18:13:38,668 - pyskl - INFO - Epoch [4][900/3940] lr: 2.497e-02, eta: 2 days, 23:54:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6125, top5_acc: 0.8981, loss_cls: 5.6220, loss: 5.6220 +2025-06-18 18:14:23,056 - pyskl - INFO - Epoch [4][1000/3940] lr: 2.497e-02, eta: 2 days, 23:53:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5887, top5_acc: 0.8888, loss_cls: 5.7787, loss: 5.7787 +2025-06-18 18:15:07,486 - pyskl - INFO - Epoch [4][1100/3940] lr: 2.497e-02, eta: 2 days, 23:52:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6106, top5_acc: 0.8775, loss_cls: 5.6712, loss: 5.6712 +2025-06-18 18:15:52,067 - pyskl - INFO - Epoch [4][1200/3940] lr: 2.497e-02, eta: 2 days, 23:51:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5938, top5_acc: 0.8731, loss_cls: 5.9124, loss: 5.9124 +2025-06-18 18:16:36,326 - pyskl - INFO - Epoch [4][1300/3940] lr: 2.497e-02, eta: 2 days, 23:50:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6125, top5_acc: 0.8931, loss_cls: 5.6756, loss: 5.6756 +2025-06-18 18:17:20,697 - pyskl - INFO - Epoch [4][1400/3940] lr: 2.497e-02, eta: 2 days, 23:49:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5831, top5_acc: 0.8738, loss_cls: 5.8612, loss: 5.8612 +2025-06-18 18:18:05,008 - pyskl - INFO - Epoch [4][1500/3940] lr: 2.497e-02, eta: 2 days, 23:48:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5956, top5_acc: 0.8712, loss_cls: 5.7753, loss: 5.7753 +2025-06-18 18:18:49,290 - pyskl - INFO - Epoch [4][1600/3940] lr: 2.497e-02, eta: 2 days, 23:46:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6062, top5_acc: 0.8844, loss_cls: 5.6633, loss: 5.6633 +2025-06-18 18:19:33,615 - pyskl - INFO - Epoch [4][1700/3940] lr: 2.497e-02, eta: 2 days, 23:45:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6150, top5_acc: 0.8894, loss_cls: 5.7625, loss: 5.7625 +2025-06-18 18:20:17,927 - pyskl - INFO - Epoch [4][1800/3940] lr: 2.497e-02, eta: 2 days, 23:44:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5881, top5_acc: 0.8694, loss_cls: 5.7964, loss: 5.7964 +2025-06-18 18:21:02,345 - pyskl - INFO - Epoch [4][1900/3940] lr: 2.497e-02, eta: 2 days, 23:43:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6038, top5_acc: 0.9000, loss_cls: 5.6583, loss: 5.6583 +2025-06-18 18:21:47,202 - pyskl - INFO - Epoch [4][2000/3940] lr: 2.497e-02, eta: 2 days, 23:43:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6019, top5_acc: 0.8812, loss_cls: 5.7680, loss: 5.7680 +2025-06-18 18:22:31,990 - pyskl - INFO - Epoch [4][2100/3940] lr: 2.497e-02, eta: 2 days, 23:42:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5863, top5_acc: 0.8875, loss_cls: 5.8085, loss: 5.8085 +2025-06-18 18:23:16,591 - pyskl - INFO - Epoch [4][2200/3940] lr: 2.497e-02, eta: 2 days, 23:41:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5988, top5_acc: 0.8881, loss_cls: 5.6774, loss: 5.6774 +2025-06-18 18:24:01,000 - pyskl - INFO - Epoch [4][2300/3940] lr: 2.496e-02, eta: 2 days, 23:40:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6050, top5_acc: 0.8744, loss_cls: 5.6585, loss: 5.6585 +2025-06-18 18:24:45,464 - pyskl - INFO - Epoch [4][2400/3940] lr: 2.496e-02, eta: 2 days, 23:39:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6000, top5_acc: 0.8838, loss_cls: 5.6624, loss: 5.6624 +2025-06-18 18:25:29,808 - pyskl - INFO - Epoch [4][2500/3940] lr: 2.496e-02, eta: 2 days, 23:38:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6288, top5_acc: 0.8944, loss_cls: 5.6312, loss: 5.6312 +2025-06-18 18:26:14,221 - pyskl - INFO - Epoch [4][2600/3940] lr: 2.496e-02, eta: 2 days, 23:37:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6075, top5_acc: 0.8838, loss_cls: 5.5905, loss: 5.5905 +2025-06-18 18:26:58,639 - pyskl - INFO - Epoch [4][2700/3940] lr: 2.496e-02, eta: 2 days, 23:36:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5869, top5_acc: 0.8794, loss_cls: 5.7910, loss: 5.7910 +2025-06-18 18:27:42,964 - pyskl - INFO - Epoch [4][2800/3940] lr: 2.496e-02, eta: 2 days, 23:35:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6119, top5_acc: 0.8944, loss_cls: 5.5575, loss: 5.5575 +2025-06-18 18:28:27,342 - pyskl - INFO - Epoch [4][2900/3940] lr: 2.496e-02, eta: 2 days, 23:34:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.8944, loss_cls: 5.5299, loss: 5.5299 +2025-06-18 18:29:11,831 - pyskl - INFO - Epoch [4][3000/3940] lr: 2.496e-02, eta: 2 days, 23:34:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5850, top5_acc: 0.8944, loss_cls: 5.7337, loss: 5.7337 +2025-06-18 18:29:56,292 - pyskl - INFO - Epoch [4][3100/3940] lr: 2.496e-02, eta: 2 days, 23:33:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6081, top5_acc: 0.8812, loss_cls: 5.5250, loss: 5.5250 +2025-06-18 18:30:40,658 - pyskl - INFO - Epoch [4][3200/3940] lr: 2.496e-02, eta: 2 days, 23:32:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5944, top5_acc: 0.8756, loss_cls: 5.7198, loss: 5.7198 +2025-06-18 18:31:25,041 - pyskl - INFO - Epoch [4][3300/3940] lr: 2.496e-02, eta: 2 days, 23:31:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6162, top5_acc: 0.8825, loss_cls: 5.6428, loss: 5.6428 +2025-06-18 18:32:09,401 - pyskl - INFO - Epoch [4][3400/3940] lr: 2.496e-02, eta: 2 days, 23:30:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6212, top5_acc: 0.8900, loss_cls: 5.5825, loss: 5.5825 +2025-06-18 18:32:53,822 - pyskl - INFO - Epoch [4][3500/3940] lr: 2.496e-02, eta: 2 days, 23:29:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6162, top5_acc: 0.8856, loss_cls: 5.6531, loss: 5.6531 +2025-06-18 18:33:38,277 - pyskl - INFO - Epoch [4][3600/3940] lr: 2.496e-02, eta: 2 days, 23:28:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6194, top5_acc: 0.8912, loss_cls: 5.5600, loss: 5.5600 +2025-06-18 18:34:22,760 - pyskl - INFO - Epoch [4][3700/3940] lr: 2.496e-02, eta: 2 days, 23:27:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6162, top5_acc: 0.8975, loss_cls: 5.5907, loss: 5.5907 +2025-06-18 18:35:07,319 - pyskl - INFO - Epoch [4][3800/3940] lr: 2.496e-02, eta: 2 days, 23:26:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6181, top5_acc: 0.8856, loss_cls: 5.6394, loss: 5.6394 +2025-06-18 18:35:51,564 - pyskl - INFO - Epoch [4][3900/3940] lr: 2.496e-02, eta: 2 days, 23:25:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.5994, top5_acc: 0.8956, loss_cls: 5.6045, loss: 5.6045 +2025-06-18 18:36:09,638 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-06-18 18:39:30,789 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-18 18:39:31,257 - pyskl - INFO - +top1_acc 0.5418 +top5_acc 0.8644 +2025-06-18 18:39:31,310 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_3.pth was removed +2025-06-18 18:39:32,347 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-06-18 18:39:32,349 - pyskl - INFO - Best top1_acc is 0.5418 at 4 epoch. +2025-06-18 18:39:32,365 - pyskl - INFO - Epoch(val) [4][3183] top1_acc: 0.5418, top5_acc: 0.8644 +2025-06-18 18:40:42,167 - pyskl - INFO - Epoch [5][100/3940] lr: 2.496e-02, eta: 2 days, 23:28:57, time: 0.698, data_time: 0.251, memory: 13268, top1_acc: 0.6306, top5_acc: 0.8969, loss_cls: 5.4977, loss: 5.4977 +2025-06-18 18:41:26,704 - pyskl - INFO - Epoch [5][200/3940] lr: 2.496e-02, eta: 2 days, 23:28:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6188, top5_acc: 0.8925, loss_cls: 5.5705, loss: 5.5705 +2025-06-18 18:42:11,068 - pyskl - INFO - Epoch [5][300/3940] lr: 2.495e-02, eta: 2 days, 23:27:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6238, top5_acc: 0.8844, loss_cls: 5.5903, loss: 5.5903 +2025-06-18 18:42:55,348 - pyskl - INFO - Epoch [5][400/3940] lr: 2.495e-02, eta: 2 days, 23:26:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6125, top5_acc: 0.8994, loss_cls: 5.5944, loss: 5.5944 +2025-06-18 18:43:39,698 - pyskl - INFO - Epoch [5][500/3940] lr: 2.495e-02, eta: 2 days, 23:25:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.9031, loss_cls: 5.3640, loss: 5.3640 +2025-06-18 18:44:24,081 - pyskl - INFO - Epoch [5][600/3940] lr: 2.495e-02, eta: 2 days, 23:24:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6306, top5_acc: 0.9038, loss_cls: 5.3525, loss: 5.3525 +2025-06-18 18:45:08,428 - pyskl - INFO - Epoch [5][700/3940] lr: 2.495e-02, eta: 2 days, 23:23:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6206, top5_acc: 0.8881, loss_cls: 5.5692, loss: 5.5692 +2025-06-18 18:45:52,802 - pyskl - INFO - Epoch [5][800/3940] lr: 2.495e-02, eta: 2 days, 23:22:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6225, top5_acc: 0.9075, loss_cls: 5.4296, loss: 5.4296 +2025-06-18 18:46:37,167 - pyskl - INFO - Epoch [5][900/3940] lr: 2.495e-02, eta: 2 days, 23:21:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6369, top5_acc: 0.8975, loss_cls: 5.5053, loss: 5.5053 +2025-06-18 18:47:21,495 - pyskl - INFO - Epoch [5][1000/3940] lr: 2.495e-02, eta: 2 days, 23:20:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6206, top5_acc: 0.8969, loss_cls: 5.5000, loss: 5.5000 +2025-06-18 18:48:05,815 - pyskl - INFO - Epoch [5][1100/3940] lr: 2.495e-02, eta: 2 days, 23:19:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6362, top5_acc: 0.8956, loss_cls: 5.5050, loss: 5.5050 +2025-06-18 18:48:50,146 - pyskl - INFO - Epoch [5][1200/3940] lr: 2.495e-02, eta: 2 days, 23:18:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6412, top5_acc: 0.8925, loss_cls: 5.4394, loss: 5.4394 +2025-06-18 18:49:34,479 - pyskl - INFO - Epoch [5][1300/3940] lr: 2.495e-02, eta: 2 days, 23:17:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6219, top5_acc: 0.8962, loss_cls: 5.4076, loss: 5.4076 +2025-06-18 18:50:18,806 - pyskl - INFO - Epoch [5][1400/3940] lr: 2.495e-02, eta: 2 days, 23:16:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6281, top5_acc: 0.9106, loss_cls: 5.4819, loss: 5.4819 +2025-06-18 18:51:03,347 - pyskl - INFO - Epoch [5][1500/3940] lr: 2.495e-02, eta: 2 days, 23:15:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6269, top5_acc: 0.8856, loss_cls: 5.5602, loss: 5.5602 +2025-06-18 18:51:47,999 - pyskl - INFO - Epoch [5][1600/3940] lr: 2.495e-02, eta: 2 days, 23:14:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6444, top5_acc: 0.9000, loss_cls: 5.3793, loss: 5.3793 +2025-06-18 18:52:32,578 - pyskl - INFO - Epoch [5][1700/3940] lr: 2.495e-02, eta: 2 days, 23:14:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6450, top5_acc: 0.9169, loss_cls: 5.2767, loss: 5.2767 +2025-06-18 18:53:17,009 - pyskl - INFO - Epoch [5][1800/3940] lr: 2.495e-02, eta: 2 days, 23:13:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6525, top5_acc: 0.9075, loss_cls: 5.4595, loss: 5.4595 +2025-06-18 18:54:01,398 - pyskl - INFO - Epoch [5][1900/3940] lr: 2.494e-02, eta: 2 days, 23:12:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6450, top5_acc: 0.8944, loss_cls: 5.3858, loss: 5.3858 +2025-06-18 18:54:45,808 - pyskl - INFO - Epoch [5][2000/3940] lr: 2.494e-02, eta: 2 days, 23:11:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6362, top5_acc: 0.8994, loss_cls: 5.3621, loss: 5.3621 +2025-06-18 18:55:30,224 - pyskl - INFO - Epoch [5][2100/3940] lr: 2.494e-02, eta: 2 days, 23:10:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6262, top5_acc: 0.9075, loss_cls: 5.4803, loss: 5.4803 +2025-06-18 18:56:14,576 - pyskl - INFO - Epoch [5][2200/3940] lr: 2.494e-02, eta: 2 days, 23:09:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6419, top5_acc: 0.9069, loss_cls: 5.3647, loss: 5.3647 +2025-06-18 18:56:58,992 - pyskl - INFO - Epoch [5][2300/3940] lr: 2.494e-02, eta: 2 days, 23:08:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6481, top5_acc: 0.9125, loss_cls: 5.3746, loss: 5.3746 +2025-06-18 18:57:43,358 - pyskl - INFO - Epoch [5][2400/3940] lr: 2.494e-02, eta: 2 days, 23:07:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6131, top5_acc: 0.8912, loss_cls: 5.5642, loss: 5.5642 +2025-06-18 18:58:27,733 - pyskl - INFO - Epoch [5][2500/3940] lr: 2.494e-02, eta: 2 days, 23:06:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6212, top5_acc: 0.8988, loss_cls: 5.5892, loss: 5.5892 +2025-06-18 18:59:12,120 - pyskl - INFO - Epoch [5][2600/3940] lr: 2.494e-02, eta: 2 days, 23:05:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6256, top5_acc: 0.9019, loss_cls: 5.3616, loss: 5.3616 +2025-06-18 18:59:56,528 - pyskl - INFO - Epoch [5][2700/3940] lr: 2.494e-02, eta: 2 days, 23:04:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6519, top5_acc: 0.9125, loss_cls: 5.3423, loss: 5.3423 +2025-06-18 19:00:40,904 - pyskl - INFO - Epoch [5][2800/3940] lr: 2.494e-02, eta: 2 days, 23:04:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6275, top5_acc: 0.9025, loss_cls: 5.3775, loss: 5.3775 +2025-06-18 19:01:25,333 - pyskl - INFO - Epoch [5][2900/3940] lr: 2.494e-02, eta: 2 days, 23:03:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6262, top5_acc: 0.9006, loss_cls: 5.5882, loss: 5.5882 +2025-06-18 19:02:09,722 - pyskl - INFO - Epoch [5][3000/3940] lr: 2.494e-02, eta: 2 days, 23:02:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6431, top5_acc: 0.9000, loss_cls: 5.3638, loss: 5.3638 +2025-06-18 19:02:54,162 - pyskl - INFO - Epoch [5][3100/3940] lr: 2.494e-02, eta: 2 days, 23:01:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6344, top5_acc: 0.8994, loss_cls: 5.3419, loss: 5.3419 +2025-06-18 19:03:38,470 - pyskl - INFO - Epoch [5][3200/3940] lr: 2.494e-02, eta: 2 days, 23:00:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6400, top5_acc: 0.9038, loss_cls: 5.4243, loss: 5.4243 +2025-06-18 19:04:22,895 - pyskl - INFO - Epoch [5][3300/3940] lr: 2.494e-02, eta: 2 days, 22:59:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6438, top5_acc: 0.9044, loss_cls: 5.4978, loss: 5.4978 +2025-06-18 19:05:07,315 - pyskl - INFO - Epoch [5][3400/3940] lr: 2.494e-02, eta: 2 days, 22:58:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6538, top5_acc: 0.9044, loss_cls: 5.2726, loss: 5.2726 +2025-06-18 19:05:51,702 - pyskl - INFO - Epoch [5][3500/3940] lr: 2.493e-02, eta: 2 days, 22:57:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6038, top5_acc: 0.8862, loss_cls: 5.5291, loss: 5.5291 +2025-06-18 19:06:36,150 - pyskl - INFO - Epoch [5][3600/3940] lr: 2.493e-02, eta: 2 days, 22:56:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6194, top5_acc: 0.8900, loss_cls: 5.4488, loss: 5.4488 +2025-06-18 19:07:20,488 - pyskl - INFO - Epoch [5][3700/3940] lr: 2.493e-02, eta: 2 days, 22:56:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6525, top5_acc: 0.9056, loss_cls: 5.2819, loss: 5.2819 +2025-06-18 19:08:05,001 - pyskl - INFO - Epoch [5][3800/3940] lr: 2.493e-02, eta: 2 days, 22:55:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6631, top5_acc: 0.9062, loss_cls: 5.3322, loss: 5.3322 +2025-06-18 19:08:49,362 - pyskl - INFO - Epoch [5][3900/3940] lr: 2.493e-02, eta: 2 days, 22:54:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.9131, loss_cls: 5.2260, loss: 5.2260 +2025-06-18 19:09:07,485 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-06-18 19:27:44,096 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-18 19:27:44,606 - pyskl - INFO - +top1_acc 0.5174 +top5_acc 0.8360 +2025-06-18 19:27:44,625 - pyskl - INFO - Epoch(val) [5][3183] top1_acc: 0.5174, top5_acc: 0.8360 +2025-06-18 19:28:54,249 - pyskl - INFO - Epoch [6][100/3940] lr: 2.493e-02, eta: 2 days, 22:56:39, time: 0.696, data_time: 0.251, memory: 13268, top1_acc: 0.6525, top5_acc: 0.9025, loss_cls: 5.3872, loss: 5.3872 +2025-06-18 19:29:38,618 - pyskl - INFO - Epoch [6][200/3940] lr: 2.493e-02, eta: 2 days, 22:55:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.9113, loss_cls: 5.2757, loss: 5.2757 +2025-06-18 19:30:23,077 - pyskl - INFO - Epoch [6][300/3940] lr: 2.493e-02, eta: 2 days, 22:54:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6500, top5_acc: 0.9137, loss_cls: 5.1639, loss: 5.1639 +2025-06-18 19:31:07,393 - pyskl - INFO - Epoch [6][400/3940] lr: 2.493e-02, eta: 2 days, 22:53:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6538, top5_acc: 0.9150, loss_cls: 5.3935, loss: 5.3935 +2025-06-18 19:31:51,818 - pyskl - INFO - Epoch [6][500/3940] lr: 2.493e-02, eta: 2 days, 22:53:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9081, loss_cls: 5.3098, loss: 5.3098 +2025-06-18 19:32:36,185 - pyskl - INFO - Epoch [6][600/3940] lr: 2.493e-02, eta: 2 days, 22:52:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.9125, loss_cls: 5.3627, loss: 5.3627 +2025-06-18 19:33:20,597 - pyskl - INFO - Epoch [6][700/3940] lr: 2.493e-02, eta: 2 days, 22:51:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.9025, loss_cls: 5.3218, loss: 5.3218 +2025-06-18 19:34:04,820 - pyskl - INFO - Epoch [6][800/3940] lr: 2.493e-02, eta: 2 days, 22:50:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6750, top5_acc: 0.9119, loss_cls: 5.1279, loss: 5.1279 +2025-06-18 19:34:49,155 - pyskl - INFO - Epoch [6][900/3940] lr: 2.493e-02, eta: 2 days, 22:49:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6581, top5_acc: 0.9075, loss_cls: 5.3047, loss: 5.3047 +2025-06-18 19:35:33,531 - pyskl - INFO - Epoch [6][1000/3940] lr: 2.492e-02, eta: 2 days, 22:48:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6519, top5_acc: 0.9106, loss_cls: 5.2321, loss: 5.2321 +2025-06-18 19:36:17,760 - pyskl - INFO - Epoch [6][1100/3940] lr: 2.492e-02, eta: 2 days, 22:47:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6394, top5_acc: 0.9119, loss_cls: 5.1597, loss: 5.1597 +2025-06-18 19:37:01,975 - pyskl - INFO - Epoch [6][1200/3940] lr: 2.492e-02, eta: 2 days, 22:46:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6656, top5_acc: 0.8931, loss_cls: 5.3193, loss: 5.3193 +2025-06-18 19:37:46,162 - pyskl - INFO - Epoch [6][1300/3940] lr: 2.492e-02, eta: 2 days, 22:45:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6500, top5_acc: 0.9050, loss_cls: 5.2019, loss: 5.2019 +2025-06-18 19:38:30,484 - pyskl - INFO - Epoch [6][1400/3940] lr: 2.492e-02, eta: 2 days, 22:44:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6594, top5_acc: 0.9019, loss_cls: 5.1619, loss: 5.1619 +2025-06-18 19:39:14,682 - pyskl - INFO - Epoch [6][1500/3940] lr: 2.492e-02, eta: 2 days, 22:43:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6713, top5_acc: 0.9069, loss_cls: 5.3127, loss: 5.3127 +2025-06-18 19:39:58,886 - pyskl - INFO - Epoch [6][1600/3940] lr: 2.492e-02, eta: 2 days, 22:42:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6319, top5_acc: 0.9056, loss_cls: 5.3789, loss: 5.3789 +2025-06-18 19:40:43,100 - pyskl - INFO - Epoch [6][1700/3940] lr: 2.492e-02, eta: 2 days, 22:41:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9025, loss_cls: 5.2204, loss: 5.2204 +2025-06-18 19:41:27,305 - pyskl - INFO - Epoch [6][1800/3940] lr: 2.492e-02, eta: 2 days, 22:40:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6606, top5_acc: 0.9106, loss_cls: 5.1930, loss: 5.1930 +2025-06-18 19:42:11,419 - pyskl - INFO - Epoch [6][1900/3940] lr: 2.492e-02, eta: 2 days, 22:39:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9113, loss_cls: 5.1079, loss: 5.1079 +2025-06-18 19:42:55,507 - pyskl - INFO - Epoch [6][2000/3940] lr: 2.492e-02, eta: 2 days, 22:38:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.6556, top5_acc: 0.9062, loss_cls: 5.3599, loss: 5.3599 +2025-06-18 19:43:39,665 - pyskl - INFO - Epoch [6][2100/3940] lr: 2.492e-02, eta: 2 days, 22:37:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6469, top5_acc: 0.9113, loss_cls: 5.3278, loss: 5.3278 +2025-06-18 19:44:23,805 - pyskl - INFO - Epoch [6][2200/3940] lr: 2.492e-02, eta: 2 days, 22:36:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.6388, top5_acc: 0.9131, loss_cls: 5.1926, loss: 5.1926 +2025-06-18 19:45:07,962 - pyskl - INFO - Epoch [6][2300/3940] lr: 2.491e-02, eta: 2 days, 22:35:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6544, top5_acc: 0.9081, loss_cls: 5.2186, loss: 5.2186 +2025-06-18 19:45:52,245 - pyskl - INFO - Epoch [6][2400/3940] lr: 2.491e-02, eta: 2 days, 22:35:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6444, top5_acc: 0.9100, loss_cls: 5.2819, loss: 5.2819 +2025-06-18 19:46:36,408 - pyskl - INFO - Epoch [6][2500/3940] lr: 2.491e-02, eta: 2 days, 22:34:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6531, top5_acc: 0.9050, loss_cls: 5.3230, loss: 5.3230 +2025-06-18 19:47:20,659 - pyskl - INFO - Epoch [6][2600/3940] lr: 2.491e-02, eta: 2 days, 22:33:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6519, top5_acc: 0.9087, loss_cls: 5.2850, loss: 5.2850 +2025-06-18 19:48:04,977 - pyskl - INFO - Epoch [6][2700/3940] lr: 2.491e-02, eta: 2 days, 22:32:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9094, loss_cls: 5.1105, loss: 5.1105 +2025-06-18 19:48:49,313 - pyskl - INFO - Epoch [6][2800/3940] lr: 2.491e-02, eta: 2 days, 22:31:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6606, top5_acc: 0.9275, loss_cls: 5.0228, loss: 5.0228 +2025-06-18 19:49:33,633 - pyskl - INFO - Epoch [6][2900/3940] lr: 2.491e-02, eta: 2 days, 22:30:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6531, top5_acc: 0.9094, loss_cls: 5.2281, loss: 5.2281 +2025-06-18 19:50:17,902 - pyskl - INFO - Epoch [6][3000/3940] lr: 2.491e-02, eta: 2 days, 22:29:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6512, top5_acc: 0.9044, loss_cls: 5.1537, loss: 5.1537 +2025-06-18 19:51:02,172 - pyskl - INFO - Epoch [6][3100/3940] lr: 2.491e-02, eta: 2 days, 22:28:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9056, loss_cls: 5.2339, loss: 5.2339 +2025-06-18 19:51:46,459 - pyskl - INFO - Epoch [6][3200/3940] lr: 2.491e-02, eta: 2 days, 22:27:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9087, loss_cls: 5.2219, loss: 5.2219 +2025-06-18 19:52:30,726 - pyskl - INFO - Epoch [6][3300/3940] lr: 2.491e-02, eta: 2 days, 22:26:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6587, top5_acc: 0.9044, loss_cls: 5.2122, loss: 5.2122 +2025-06-18 19:53:15,013 - pyskl - INFO - Epoch [6][3400/3940] lr: 2.491e-02, eta: 2 days, 22:26:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9163, loss_cls: 5.1015, loss: 5.1015 +2025-06-18 19:53:59,269 - pyskl - INFO - Epoch [6][3500/3940] lr: 2.491e-02, eta: 2 days, 22:25:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6438, top5_acc: 0.9113, loss_cls: 5.2646, loss: 5.2646 +2025-06-18 19:54:43,566 - pyskl - INFO - Epoch [6][3600/3940] lr: 2.490e-02, eta: 2 days, 22:24:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6587, top5_acc: 0.9044, loss_cls: 5.2281, loss: 5.2281 +2025-06-18 19:55:28,011 - pyskl - INFO - Epoch [6][3700/3940] lr: 2.490e-02, eta: 2 days, 22:23:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6631, top5_acc: 0.9056, loss_cls: 5.1531, loss: 5.1531 +2025-06-18 19:56:12,769 - pyskl - INFO - Epoch [6][3800/3940] lr: 2.490e-02, eta: 2 days, 22:22:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6444, top5_acc: 0.9075, loss_cls: 5.2104, loss: 5.2104 +2025-06-18 19:56:57,188 - pyskl - INFO - Epoch [6][3900/3940] lr: 2.490e-02, eta: 2 days, 22:21:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9156, loss_cls: 5.2332, loss: 5.2332 +2025-06-18 19:57:15,296 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-06-18 20:00:36,304 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-18 20:00:36,768 - pyskl - INFO - +top1_acc 0.5498 +top5_acc 0.8561 +2025-06-18 20:00:36,823 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_4.pth was removed +2025-06-18 20:00:37,902 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-06-18 20:00:37,904 - pyskl - INFO - Best top1_acc is 0.5498 at 6 epoch. +2025-06-18 20:00:37,922 - pyskl - INFO - Epoch(val) [6][3183] top1_acc: 0.5498, top5_acc: 0.8561 +2025-06-18 20:01:47,805 - pyskl - INFO - Epoch [7][100/3940] lr: 2.490e-02, eta: 2 days, 22:23:44, time: 0.699, data_time: 0.255, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9300, loss_cls: 5.1291, loss: 5.1291 +2025-06-18 20:02:32,044 - pyskl - INFO - Epoch [7][200/3940] lr: 2.490e-02, eta: 2 days, 22:22:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9150, loss_cls: 5.1120, loss: 5.1120 +2025-06-18 20:03:16,340 - pyskl - INFO - Epoch [7][300/3940] lr: 2.490e-02, eta: 2 days, 22:21:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9275, loss_cls: 5.1336, loss: 5.1336 +2025-06-18 20:04:00,674 - pyskl - INFO - Epoch [7][400/3940] lr: 2.490e-02, eta: 2 days, 22:21:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9213, loss_cls: 5.1244, loss: 5.1244 +2025-06-18 20:04:45,071 - pyskl - INFO - Epoch [7][500/3940] lr: 2.490e-02, eta: 2 days, 22:20:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6700, top5_acc: 0.9131, loss_cls: 5.2090, loss: 5.2090 +2025-06-18 20:05:29,699 - pyskl - INFO - Epoch [7][600/3940] lr: 2.490e-02, eta: 2 days, 22:19:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6594, top5_acc: 0.9113, loss_cls: 5.1439, loss: 5.1439 +2025-06-18 20:06:14,293 - pyskl - INFO - Epoch [7][700/3940] lr: 2.490e-02, eta: 2 days, 22:18:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6681, top5_acc: 0.9119, loss_cls: 5.2659, loss: 5.2659 +2025-06-18 20:06:58,807 - pyskl - INFO - Epoch [7][800/3940] lr: 2.489e-02, eta: 2 days, 22:17:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9163, loss_cls: 5.0623, loss: 5.0623 +2025-06-18 20:07:43,145 - pyskl - INFO - Epoch [7][900/3940] lr: 2.489e-02, eta: 2 days, 22:16:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9169, loss_cls: 5.0634, loss: 5.0634 +2025-06-18 20:08:27,491 - pyskl - INFO - Epoch [7][1000/3940] lr: 2.489e-02, eta: 2 days, 22:16:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6613, top5_acc: 0.9137, loss_cls: 5.1149, loss: 5.1149 +2025-06-18 20:09:11,774 - pyskl - INFO - Epoch [7][1100/3940] lr: 2.489e-02, eta: 2 days, 22:15:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6562, top5_acc: 0.9062, loss_cls: 5.2025, loss: 5.2025 +2025-06-18 20:09:56,068 - pyskl - INFO - Epoch [7][1200/3940] lr: 2.489e-02, eta: 2 days, 22:14:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9225, loss_cls: 5.0334, loss: 5.0334 +2025-06-18 20:10:40,450 - pyskl - INFO - Epoch [7][1300/3940] lr: 2.489e-02, eta: 2 days, 22:13:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9213, loss_cls: 5.1042, loss: 5.1042 +2025-06-18 20:11:24,808 - pyskl - INFO - Epoch [7][1400/3940] lr: 2.489e-02, eta: 2 days, 22:12:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.9169, loss_cls: 5.2471, loss: 5.2471 +2025-06-18 20:12:09,026 - pyskl - INFO - Epoch [7][1500/3940] lr: 2.489e-02, eta: 2 days, 22:11:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6637, top5_acc: 0.9106, loss_cls: 5.1808, loss: 5.1808 +2025-06-18 20:12:53,557 - pyskl - INFO - Epoch [7][1600/3940] lr: 2.489e-02, eta: 2 days, 22:10:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9019, loss_cls: 5.1724, loss: 5.1724 +2025-06-18 20:13:37,982 - pyskl - INFO - Epoch [7][1700/3940] lr: 2.489e-02, eta: 2 days, 22:10:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9100, loss_cls: 5.1527, loss: 5.1527 +2025-06-18 20:14:22,405 - pyskl - INFO - Epoch [7][1800/3940] lr: 2.489e-02, eta: 2 days, 22:09:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9150, loss_cls: 5.0661, loss: 5.0661 +2025-06-18 20:15:06,802 - pyskl - INFO - Epoch [7][1900/3940] lr: 2.488e-02, eta: 2 days, 22:08:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9263, loss_cls: 5.1147, loss: 5.1147 +2025-06-18 20:15:51,144 - pyskl - INFO - Epoch [7][2000/3940] lr: 2.488e-02, eta: 2 days, 22:07:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6550, top5_acc: 0.9137, loss_cls: 5.2006, loss: 5.2006 +2025-06-18 20:16:35,385 - pyskl - INFO - Epoch [7][2100/3940] lr: 2.488e-02, eta: 2 days, 22:06:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9137, loss_cls: 5.1111, loss: 5.1111 +2025-06-18 20:17:19,769 - pyskl - INFO - Epoch [7][2200/3940] lr: 2.488e-02, eta: 2 days, 22:05:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6637, top5_acc: 0.9119, loss_cls: 5.2895, loss: 5.2895 +2025-06-18 20:18:04,338 - pyskl - INFO - Epoch [7][2300/3940] lr: 2.488e-02, eta: 2 days, 22:05:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9175, loss_cls: 5.0652, loss: 5.0652 +2025-06-18 20:18:48,597 - pyskl - INFO - Epoch [7][2400/3940] lr: 2.488e-02, eta: 2 days, 22:04:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9194, loss_cls: 5.0585, loss: 5.0585 +2025-06-18 20:19:33,055 - pyskl - INFO - Epoch [7][2500/3940] lr: 2.488e-02, eta: 2 days, 22:03:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9125, loss_cls: 5.1267, loss: 5.1267 +2025-06-18 20:20:17,511 - pyskl - INFO - Epoch [7][2600/3940] lr: 2.488e-02, eta: 2 days, 22:02:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9225, loss_cls: 5.0621, loss: 5.0621 +2025-06-18 20:21:01,827 - pyskl - INFO - Epoch [7][2700/3940] lr: 2.488e-02, eta: 2 days, 22:01:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6637, top5_acc: 0.9069, loss_cls: 5.0862, loss: 5.0862 +2025-06-18 20:21:46,133 - pyskl - INFO - Epoch [7][2800/3940] lr: 2.488e-02, eta: 2 days, 22:00:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6544, top5_acc: 0.9137, loss_cls: 5.1373, loss: 5.1373 +2025-06-18 20:22:30,367 - pyskl - INFO - Epoch [7][2900/3940] lr: 2.488e-02, eta: 2 days, 21:59:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9094, loss_cls: 5.1766, loss: 5.1766 +2025-06-18 20:23:14,728 - pyskl - INFO - Epoch [7][3000/3940] lr: 2.487e-02, eta: 2 days, 21:59:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9187, loss_cls: 5.0629, loss: 5.0629 +2025-06-18 20:23:59,142 - pyskl - INFO - Epoch [7][3100/3940] lr: 2.487e-02, eta: 2 days, 21:58:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6806, top5_acc: 0.9131, loss_cls: 4.9917, loss: 4.9917 +2025-06-18 20:24:43,373 - pyskl - INFO - Epoch [7][3200/3940] lr: 2.487e-02, eta: 2 days, 21:57:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6806, top5_acc: 0.9200, loss_cls: 5.0066, loss: 5.0066 +2025-06-18 20:25:27,604 - pyskl - INFO - Epoch [7][3300/3940] lr: 2.487e-02, eta: 2 days, 21:56:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9237, loss_cls: 5.0094, loss: 5.0094 +2025-06-18 20:26:11,833 - pyskl - INFO - Epoch [7][3400/3940] lr: 2.487e-02, eta: 2 days, 21:55:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9237, loss_cls: 5.1112, loss: 5.1112 +2025-06-18 20:26:56,104 - pyskl - INFO - Epoch [7][3500/3940] lr: 2.487e-02, eta: 2 days, 21:54:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9081, loss_cls: 5.0849, loss: 5.0849 +2025-06-18 20:27:40,344 - pyskl - INFO - Epoch [7][3600/3940] lr: 2.487e-02, eta: 2 days, 21:53:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9187, loss_cls: 5.0594, loss: 5.0594 +2025-06-18 20:28:24,620 - pyskl - INFO - Epoch [7][3700/3940] lr: 2.487e-02, eta: 2 days, 21:52:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9200, loss_cls: 5.1345, loss: 5.1345 +2025-06-18 20:29:09,010 - pyskl - INFO - Epoch [7][3800/3940] lr: 2.487e-02, eta: 2 days, 21:52:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9256, loss_cls: 4.9601, loss: 4.9601 +2025-06-18 20:29:53,478 - pyskl - INFO - Epoch [7][3900/3940] lr: 2.487e-02, eta: 2 days, 21:51:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9213, loss_cls: 4.9454, loss: 4.9454 +2025-06-18 20:30:11,710 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-06-18 20:33:32,556 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-18 20:33:33,022 - pyskl - INFO - +top1_acc 0.5600 +top5_acc 0.8360 +2025-06-18 20:33:33,078 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_6.pth was removed +2025-06-18 20:33:34,149 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-06-18 20:33:34,151 - pyskl - INFO - Best top1_acc is 0.5600 at 7 epoch. +2025-06-18 20:33:34,169 - pyskl - INFO - Epoch(val) [7][3183] top1_acc: 0.5600, top5_acc: 0.8360 +2025-06-18 20:34:43,950 - pyskl - INFO - Epoch [8][100/3940] lr: 2.486e-02, eta: 2 days, 21:52:47, time: 0.698, data_time: 0.250, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9244, loss_cls: 5.0830, loss: 5.0830 +2025-06-18 20:35:28,666 - pyskl - INFO - Epoch [8][200/3940] lr: 2.486e-02, eta: 2 days, 21:52:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9194, loss_cls: 4.8593, loss: 4.8593 +2025-06-18 20:36:13,148 - pyskl - INFO - Epoch [8][300/3940] lr: 2.486e-02, eta: 2 days, 21:51:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9206, loss_cls: 4.9585, loss: 4.9585 +2025-06-18 20:36:57,881 - pyskl - INFO - Epoch [8][400/3940] lr: 2.486e-02, eta: 2 days, 21:50:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9119, loss_cls: 5.0441, loss: 5.0441 +2025-06-18 20:37:42,352 - pyskl - INFO - Epoch [8][500/3940] lr: 2.486e-02, eta: 2 days, 21:49:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9119, loss_cls: 5.1329, loss: 5.1329 +2025-06-18 20:38:26,661 - pyskl - INFO - Epoch [8][600/3940] lr: 2.486e-02, eta: 2 days, 21:48:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9219, loss_cls: 4.9983, loss: 4.9983 +2025-06-18 20:39:10,904 - pyskl - INFO - Epoch [8][700/3940] lr: 2.486e-02, eta: 2 days, 21:47:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9275, loss_cls: 5.0357, loss: 5.0357 +2025-06-18 20:39:55,200 - pyskl - INFO - Epoch [8][800/3940] lr: 2.486e-02, eta: 2 days, 21:47:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9281, loss_cls: 4.9385, loss: 4.9385 +2025-06-18 20:40:39,571 - pyskl - INFO - Epoch [8][900/3940] lr: 2.486e-02, eta: 2 days, 21:46:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9219, loss_cls: 4.9948, loss: 4.9948 +2025-06-18 20:41:23,961 - pyskl - INFO - Epoch [8][1000/3940] lr: 2.486e-02, eta: 2 days, 21:45:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9119, loss_cls: 4.9768, loss: 4.9768 +2025-06-18 20:42:08,262 - pyskl - INFO - Epoch [8][1100/3940] lr: 2.486e-02, eta: 2 days, 21:44:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9237, loss_cls: 4.9439, loss: 4.9439 +2025-06-18 20:42:52,536 - pyskl - INFO - Epoch [8][1200/3940] lr: 2.485e-02, eta: 2 days, 21:43:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9163, loss_cls: 5.0831, loss: 5.0831 +2025-06-18 20:43:36,911 - pyskl - INFO - Epoch [8][1300/3940] lr: 2.485e-02, eta: 2 days, 21:42:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9269, loss_cls: 5.0572, loss: 5.0572 +2025-06-18 20:44:21,336 - pyskl - INFO - Epoch [8][1400/3940] lr: 2.485e-02, eta: 2 days, 21:42:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9213, loss_cls: 4.9643, loss: 4.9643 +2025-06-18 20:45:05,696 - pyskl - INFO - Epoch [8][1500/3940] lr: 2.485e-02, eta: 2 days, 21:41:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9287, loss_cls: 4.9183, loss: 4.9183 +2025-06-18 20:45:50,055 - pyskl - INFO - Epoch [8][1600/3940] lr: 2.485e-02, eta: 2 days, 21:40:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9181, loss_cls: 5.1401, loss: 5.1401 +2025-06-18 20:46:34,419 - pyskl - INFO - Epoch [8][1700/3940] lr: 2.485e-02, eta: 2 days, 21:39:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9219, loss_cls: 5.0849, loss: 5.0849 +2025-06-18 20:47:18,784 - pyskl - INFO - Epoch [8][1800/3940] lr: 2.485e-02, eta: 2 days, 21:38:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9200, loss_cls: 5.1176, loss: 5.1176 +2025-06-18 20:48:03,109 - pyskl - INFO - Epoch [8][1900/3940] lr: 2.485e-02, eta: 2 days, 21:37:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9269, loss_cls: 5.0482, loss: 5.0482 +2025-06-18 20:48:47,397 - pyskl - INFO - Epoch [8][2000/3940] lr: 2.485e-02, eta: 2 days, 21:37:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9169, loss_cls: 5.0303, loss: 5.0303 +2025-06-18 20:49:31,702 - pyskl - INFO - Epoch [8][2100/3940] lr: 2.484e-02, eta: 2 days, 21:36:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9113, loss_cls: 4.9891, loss: 4.9891 +2025-06-18 20:50:16,071 - pyskl - INFO - Epoch [8][2200/3940] lr: 2.484e-02, eta: 2 days, 21:35:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9306, loss_cls: 4.9050, loss: 4.9050 +2025-06-18 20:51:00,370 - pyskl - INFO - Epoch [8][2300/3940] lr: 2.484e-02, eta: 2 days, 21:34:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9125, loss_cls: 5.0120, loss: 5.0120 +2025-06-18 20:51:44,715 - pyskl - INFO - Epoch [8][2400/3940] lr: 2.484e-02, eta: 2 days, 21:33:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9181, loss_cls: 4.8841, loss: 4.8841 +2025-06-18 20:52:28,991 - pyskl - INFO - Epoch [8][2500/3940] lr: 2.484e-02, eta: 2 days, 21:32:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9169, loss_cls: 5.0577, loss: 5.0577 +2025-06-18 20:53:13,369 - pyskl - INFO - Epoch [8][2600/3940] lr: 2.484e-02, eta: 2 days, 21:32:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9281, loss_cls: 4.8167, loss: 4.8167 +2025-06-18 20:53:57,707 - pyskl - INFO - Epoch [8][2700/3940] lr: 2.484e-02, eta: 2 days, 21:31:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9263, loss_cls: 5.0565, loss: 5.0565 +2025-06-18 20:54:42,124 - pyskl - INFO - Epoch [8][2800/3940] lr: 2.484e-02, eta: 2 days, 21:30:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9156, loss_cls: 4.9410, loss: 4.9410 +2025-06-18 20:55:26,609 - pyskl - INFO - Epoch [8][2900/3940] lr: 2.484e-02, eta: 2 days, 21:29:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9069, loss_cls: 5.1371, loss: 5.1371 +2025-06-18 20:56:11,020 - pyskl - INFO - Epoch [8][3000/3940] lr: 2.484e-02, eta: 2 days, 21:28:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6681, top5_acc: 0.9119, loss_cls: 5.0939, loss: 5.0939 +2025-06-18 20:56:55,458 - pyskl - INFO - Epoch [8][3100/3940] lr: 2.483e-02, eta: 2 days, 21:27:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9250, loss_cls: 5.0061, loss: 5.0061 +2025-06-18 20:57:40,029 - pyskl - INFO - Epoch [8][3200/3940] lr: 2.483e-02, eta: 2 days, 21:27:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9313, loss_cls: 4.9174, loss: 4.9174 +2025-06-18 20:58:24,334 - pyskl - INFO - Epoch [8][3300/3940] lr: 2.483e-02, eta: 2 days, 21:26:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9275, loss_cls: 4.9433, loss: 4.9433 +2025-06-18 20:59:08,758 - pyskl - INFO - Epoch [8][3400/3940] lr: 2.483e-02, eta: 2 days, 21:25:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9194, loss_cls: 4.9498, loss: 4.9498 +2025-06-18 20:59:53,060 - pyskl - INFO - Epoch [8][3500/3940] lr: 2.483e-02, eta: 2 days, 21:24:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9213, loss_cls: 5.0711, loss: 5.0711 +2025-06-18 21:00:37,454 - pyskl - INFO - Epoch [8][3600/3940] lr: 2.483e-02, eta: 2 days, 21:23:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9156, loss_cls: 5.0278, loss: 5.0278 +2025-06-18 21:01:21,967 - pyskl - INFO - Epoch [8][3700/3940] lr: 2.483e-02, eta: 2 days, 21:23:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9169, loss_cls: 5.0175, loss: 5.0175 +2025-06-18 21:02:06,375 - pyskl - INFO - Epoch [8][3800/3940] lr: 2.483e-02, eta: 2 days, 21:22:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9250, loss_cls: 4.8772, loss: 4.8772 +2025-06-18 21:02:50,809 - pyskl - INFO - Epoch [8][3900/3940] lr: 2.483e-02, eta: 2 days, 21:21:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9187, loss_cls: 4.9021, loss: 4.9021 +2025-06-18 21:03:08,981 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-06-18 21:06:30,076 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-18 21:06:30,546 - pyskl - INFO - +top1_acc 0.6009 +top5_acc 0.8658 +2025-06-18 21:06:30,606 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_7.pth was removed +2025-06-18 21:06:31,708 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2025-06-18 21:06:31,711 - pyskl - INFO - Best top1_acc is 0.6009 at 8 epoch. +2025-06-18 21:06:31,729 - pyskl - INFO - Epoch(val) [8][3183] top1_acc: 0.6009, top5_acc: 0.8658 +2025-06-18 21:07:40,820 - pyskl - INFO - Epoch [9][100/3940] lr: 2.482e-02, eta: 2 days, 21:22:24, time: 0.691, data_time: 0.248, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9206, loss_cls: 5.0076, loss: 5.0076 +2025-06-18 21:08:25,242 - pyskl - INFO - Epoch [9][200/3940] lr: 2.482e-02, eta: 2 days, 21:21:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9131, loss_cls: 5.0848, loss: 5.0848 +2025-06-18 21:09:09,613 - pyskl - INFO - Epoch [9][300/3940] lr: 2.482e-02, eta: 2 days, 21:20:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9275, loss_cls: 5.0158, loss: 5.0158 +2025-06-18 21:09:53,986 - pyskl - INFO - Epoch [9][400/3940] lr: 2.482e-02, eta: 2 days, 21:19:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9219, loss_cls: 4.8143, loss: 4.8143 +2025-06-18 21:10:38,294 - pyskl - INFO - Epoch [9][500/3940] lr: 2.482e-02, eta: 2 days, 21:19:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9131, loss_cls: 4.9564, loss: 4.9564 +2025-06-18 21:11:22,611 - pyskl - INFO - Epoch [9][600/3940] lr: 2.482e-02, eta: 2 days, 21:18:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9263, loss_cls: 4.9405, loss: 4.9405 +2025-06-18 21:12:07,095 - pyskl - INFO - Epoch [9][700/3940] lr: 2.482e-02, eta: 2 days, 21:17:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9331, loss_cls: 4.8573, loss: 4.8573 +2025-06-18 21:12:51,636 - pyskl - INFO - Epoch [9][800/3940] lr: 2.482e-02, eta: 2 days, 21:16:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9281, loss_cls: 4.8933, loss: 4.8933 +2025-06-18 21:13:36,055 - pyskl - INFO - Epoch [9][900/3940] lr: 2.481e-02, eta: 2 days, 21:15:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9287, loss_cls: 4.7774, loss: 4.7774 +2025-06-18 21:14:20,438 - pyskl - INFO - Epoch [9][1000/3940] lr: 2.481e-02, eta: 2 days, 21:15:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9287, loss_cls: 4.9392, loss: 4.9392 +2025-06-18 21:15:04,834 - pyskl - INFO - Epoch [9][1100/3940] lr: 2.481e-02, eta: 2 days, 21:14:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9275, loss_cls: 4.9795, loss: 4.9795 +2025-06-18 21:15:49,184 - pyskl - INFO - Epoch [9][1200/3940] lr: 2.481e-02, eta: 2 days, 21:13:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9331, loss_cls: 4.9546, loss: 4.9546 +2025-06-18 21:16:33,537 - pyskl - INFO - Epoch [9][1300/3940] lr: 2.481e-02, eta: 2 days, 21:12:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9369, loss_cls: 4.7853, loss: 4.7853 +2025-06-18 21:17:17,858 - pyskl - INFO - Epoch [9][1400/3940] lr: 2.481e-02, eta: 2 days, 21:11:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9175, loss_cls: 5.0580, loss: 5.0580 +2025-06-18 21:18:02,189 - pyskl - INFO - Epoch [9][1500/3940] lr: 2.481e-02, eta: 2 days, 21:10:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9213, loss_cls: 4.9034, loss: 4.9034 +2025-06-18 21:18:46,513 - pyskl - INFO - Epoch [9][1600/3940] lr: 2.481e-02, eta: 2 days, 21:10:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9313, loss_cls: 4.8826, loss: 4.8826 +2025-06-18 21:19:30,766 - pyskl - INFO - Epoch [9][1700/3940] lr: 2.481e-02, eta: 2 days, 21:09:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9269, loss_cls: 4.7928, loss: 4.7928 +2025-06-18 21:20:15,053 - pyskl - INFO - Epoch [9][1800/3940] lr: 2.480e-02, eta: 2 days, 21:08:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9363, loss_cls: 4.8870, loss: 4.8870 +2025-06-18 21:20:59,365 - pyskl - INFO - Epoch [9][1900/3940] lr: 2.480e-02, eta: 2 days, 21:07:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9150, loss_cls: 4.8741, loss: 4.8741 +2025-06-18 21:21:43,598 - pyskl - INFO - Epoch [9][2000/3940] lr: 2.480e-02, eta: 2 days, 21:06:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9150, loss_cls: 4.9112, loss: 4.9112 +2025-06-18 21:22:27,890 - pyskl - INFO - Epoch [9][2100/3940] lr: 2.480e-02, eta: 2 days, 21:05:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9250, loss_cls: 4.9829, loss: 4.9829 +2025-06-18 21:23:12,221 - pyskl - INFO - Epoch [9][2200/3940] lr: 2.480e-02, eta: 2 days, 21:05:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9269, loss_cls: 4.9491, loss: 4.9491 +2025-06-18 21:23:56,495 - pyskl - INFO - Epoch [9][2300/3940] lr: 2.480e-02, eta: 2 days, 21:04:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9300, loss_cls: 4.8201, loss: 4.8201 +2025-06-18 21:24:40,826 - pyskl - INFO - Epoch [9][2400/3940] lr: 2.480e-02, eta: 2 days, 21:03:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9331, loss_cls: 4.8237, loss: 4.8237 +2025-06-18 21:25:25,122 - pyskl - INFO - Epoch [9][2500/3940] lr: 2.480e-02, eta: 2 days, 21:02:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9287, loss_cls: 4.9234, loss: 4.9234 +2025-06-18 21:26:09,585 - pyskl - INFO - Epoch [9][2600/3940] lr: 2.479e-02, eta: 2 days, 21:01:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9150, loss_cls: 4.9472, loss: 4.9472 +2025-06-18 21:26:53,905 - pyskl - INFO - Epoch [9][2700/3940] lr: 2.479e-02, eta: 2 days, 21:00:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9106, loss_cls: 4.8777, loss: 4.8777 +2025-06-18 21:27:38,218 - pyskl - INFO - Epoch [9][2800/3940] lr: 2.479e-02, eta: 2 days, 21:00:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9363, loss_cls: 4.8385, loss: 4.8385 +2025-06-18 21:28:22,565 - pyskl - INFO - Epoch [9][2900/3940] lr: 2.479e-02, eta: 2 days, 20:59:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9319, loss_cls: 4.6813, loss: 4.6813 +2025-06-18 21:29:06,881 - pyskl - INFO - Epoch [9][3000/3940] lr: 2.479e-02, eta: 2 days, 20:58:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9263, loss_cls: 4.9149, loss: 4.9149 +2025-06-18 21:29:51,150 - pyskl - INFO - Epoch [9][3100/3940] lr: 2.479e-02, eta: 2 days, 20:57:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9187, loss_cls: 4.9416, loss: 4.9416 +2025-06-18 21:30:35,629 - pyskl - INFO - Epoch [9][3200/3940] lr: 2.479e-02, eta: 2 days, 20:56:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9263, loss_cls: 4.8711, loss: 4.8711 +2025-06-18 21:31:19,955 - pyskl - INFO - Epoch [9][3300/3940] lr: 2.479e-02, eta: 2 days, 20:56:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9269, loss_cls: 4.9663, loss: 4.9663 +2025-06-18 21:32:04,367 - pyskl - INFO - Epoch [9][3400/3940] lr: 2.479e-02, eta: 2 days, 20:55:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9231, loss_cls: 4.9670, loss: 4.9670 +2025-06-18 21:32:48,790 - pyskl - INFO - Epoch [9][3500/3940] lr: 2.478e-02, eta: 2 days, 20:54:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9150, loss_cls: 5.0143, loss: 5.0143 +2025-06-18 21:33:33,169 - pyskl - INFO - Epoch [9][3600/3940] lr: 2.478e-02, eta: 2 days, 20:53:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9244, loss_cls: 4.8652, loss: 4.8652 +2025-06-18 21:34:17,689 - pyskl - INFO - Epoch [9][3700/3940] lr: 2.478e-02, eta: 2 days, 20:52:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9275, loss_cls: 4.8964, loss: 4.8964 +2025-06-18 21:35:02,357 - pyskl - INFO - Epoch [9][3800/3940] lr: 2.478e-02, eta: 2 days, 20:52:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9187, loss_cls: 4.8410, loss: 4.8410 +2025-06-18 21:35:46,914 - pyskl - INFO - Epoch [9][3900/3940] lr: 2.478e-02, eta: 2 days, 20:51:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9150, loss_cls: 5.0236, loss: 5.0236 +2025-06-18 21:36:05,030 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-06-18 21:39:25,626 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-18 21:39:26,094 - pyskl - INFO - +top1_acc 0.5833 +top5_acc 0.8682 +2025-06-18 21:39:26,111 - pyskl - INFO - Epoch(val) [9][3183] top1_acc: 0.5833, top5_acc: 0.8682 +2025-06-18 21:40:34,956 - pyskl - INFO - Epoch [10][100/3940] lr: 2.478e-02, eta: 2 days, 20:52:00, time: 0.688, data_time: 0.245, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9294, loss_cls: 4.7965, loss: 4.7965 +2025-06-18 21:41:19,327 - pyskl - INFO - Epoch [10][200/3940] lr: 2.478e-02, eta: 2 days, 20:51:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9306, loss_cls: 4.7470, loss: 4.7470 +2025-06-18 21:42:03,678 - pyskl - INFO - Epoch [10][300/3940] lr: 2.477e-02, eta: 2 days, 20:50:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9294, loss_cls: 4.8542, loss: 4.8542 +2025-06-18 21:42:48,067 - pyskl - INFO - Epoch [10][400/3940] lr: 2.477e-02, eta: 2 days, 20:49:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9250, loss_cls: 4.7762, loss: 4.7762 +2025-06-18 21:43:32,348 - pyskl - INFO - Epoch [10][500/3940] lr: 2.477e-02, eta: 2 days, 20:48:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9294, loss_cls: 4.8153, loss: 4.8153 +2025-06-18 21:44:16,674 - pyskl - INFO - Epoch [10][600/3940] lr: 2.477e-02, eta: 2 days, 20:47:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9231, loss_cls: 4.9228, loss: 4.9228 +2025-06-18 21:45:01,015 - pyskl - INFO - Epoch [10][700/3940] lr: 2.477e-02, eta: 2 days, 20:47:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9313, loss_cls: 4.8819, loss: 4.8819 +2025-06-18 21:45:45,495 - pyskl - INFO - Epoch [10][800/3940] lr: 2.477e-02, eta: 2 days, 20:46:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9344, loss_cls: 4.7572, loss: 4.7572 +2025-06-18 21:46:29,857 - pyskl - INFO - Epoch [10][900/3940] lr: 2.477e-02, eta: 2 days, 20:45:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9281, loss_cls: 4.8261, loss: 4.8261 +2025-06-18 21:47:14,328 - pyskl - INFO - Epoch [10][1000/3940] lr: 2.477e-02, eta: 2 days, 20:44:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9325, loss_cls: 4.7866, loss: 4.7866 +2025-06-18 21:47:58,668 - pyskl - INFO - Epoch [10][1100/3940] lr: 2.476e-02, eta: 2 days, 20:43:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9294, loss_cls: 4.8110, loss: 4.8110 +2025-06-18 21:48:43,019 - pyskl - INFO - Epoch [10][1200/3940] lr: 2.476e-02, eta: 2 days, 20:43:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9213, loss_cls: 4.7861, loss: 4.7861 +2025-06-18 21:49:27,466 - pyskl - INFO - Epoch [10][1300/3940] lr: 2.476e-02, eta: 2 days, 20:42:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9350, loss_cls: 4.8112, loss: 4.8112 +2025-06-18 21:50:11,851 - pyskl - INFO - Epoch [10][1400/3940] lr: 2.476e-02, eta: 2 days, 20:41:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9300, loss_cls: 4.8541, loss: 4.8541 +2025-06-18 21:50:56,256 - pyskl - INFO - Epoch [10][1500/3940] lr: 2.476e-02, eta: 2 days, 20:40:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9406, loss_cls: 4.7634, loss: 4.7634 +2025-06-18 21:51:40,594 - pyskl - INFO - Epoch [10][1600/3940] lr: 2.476e-02, eta: 2 days, 20:39:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9269, loss_cls: 4.7126, loss: 4.7126 +2025-06-18 21:52:24,982 - pyskl - INFO - Epoch [10][1700/3940] lr: 2.476e-02, eta: 2 days, 20:39:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9275, loss_cls: 4.7749, loss: 4.7749 +2025-06-18 21:53:09,258 - pyskl - INFO - Epoch [10][1800/3940] lr: 2.476e-02, eta: 2 days, 20:38:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9256, loss_cls: 4.9256, loss: 4.9256 +2025-06-18 21:53:53,587 - pyskl - INFO - Epoch [10][1900/3940] lr: 2.475e-02, eta: 2 days, 20:37:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9187, loss_cls: 4.8751, loss: 4.8751 +2025-06-18 21:54:37,907 - pyskl - INFO - Epoch [10][2000/3940] lr: 2.475e-02, eta: 2 days, 20:36:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9237, loss_cls: 4.7894, loss: 4.7894 +2025-06-18 21:55:22,206 - pyskl - INFO - Epoch [10][2100/3940] lr: 2.475e-02, eta: 2 days, 20:35:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9294, loss_cls: 4.7377, loss: 4.7377 +2025-06-18 21:56:06,485 - pyskl - INFO - Epoch [10][2200/3940] lr: 2.475e-02, eta: 2 days, 20:34:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9325, loss_cls: 4.7618, loss: 4.7618 +2025-06-18 21:56:50,810 - pyskl - INFO - Epoch [10][2300/3940] lr: 2.475e-02, eta: 2 days, 20:34:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9187, loss_cls: 4.9094, loss: 4.9094 +2025-06-18 21:57:35,198 - pyskl - INFO - Epoch [10][2400/3940] lr: 2.475e-02, eta: 2 days, 20:33:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9381, loss_cls: 4.7531, loss: 4.7531 +2025-06-18 21:58:19,530 - pyskl - INFO - Epoch [10][2500/3940] lr: 2.475e-02, eta: 2 days, 20:32:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9237, loss_cls: 4.7593, loss: 4.7593 +2025-06-18 21:59:03,862 - pyskl - INFO - Epoch [10][2600/3940] lr: 2.475e-02, eta: 2 days, 20:31:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9269, loss_cls: 4.7678, loss: 4.7678 +2025-06-18 21:59:48,214 - pyskl - INFO - Epoch [10][2700/3940] lr: 2.474e-02, eta: 2 days, 20:30:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9175, loss_cls: 4.8833, loss: 4.8833 +2025-06-18 22:00:32,493 - pyskl - INFO - Epoch [10][2800/3940] lr: 2.474e-02, eta: 2 days, 20:30:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9306, loss_cls: 4.9359, loss: 4.9359 +2025-06-18 22:01:16,821 - pyskl - INFO - Epoch [10][2900/3940] lr: 2.474e-02, eta: 2 days, 20:29:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9325, loss_cls: 4.8711, loss: 4.8711 +2025-06-18 22:02:01,191 - pyskl - INFO - Epoch [10][3000/3940] lr: 2.474e-02, eta: 2 days, 20:28:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9225, loss_cls: 4.8354, loss: 4.8354 +2025-06-18 22:02:45,562 - pyskl - INFO - Epoch [10][3100/3940] lr: 2.474e-02, eta: 2 days, 20:27:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9256, loss_cls: 4.7246, loss: 4.7246 +2025-06-18 22:03:29,886 - pyskl - INFO - Epoch [10][3200/3940] lr: 2.474e-02, eta: 2 days, 20:26:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6687, top5_acc: 0.9100, loss_cls: 5.1510, loss: 5.1510 +2025-06-18 22:04:14,166 - pyskl - INFO - Epoch [10][3300/3940] lr: 2.474e-02, eta: 2 days, 20:26:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9144, loss_cls: 4.9775, loss: 4.9775 +2025-06-18 22:04:58,446 - pyskl - INFO - Epoch [10][3400/3940] lr: 2.473e-02, eta: 2 days, 20:25:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9075, loss_cls: 4.9738, loss: 4.9738 +2025-06-18 22:05:42,731 - pyskl - INFO - Epoch [10][3500/3940] lr: 2.473e-02, eta: 2 days, 20:24:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9219, loss_cls: 4.8507, loss: 4.8507 +2025-06-18 22:06:27,216 - pyskl - INFO - Epoch [10][3600/3940] lr: 2.473e-02, eta: 2 days, 20:23:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9287, loss_cls: 4.8492, loss: 4.8492 +2025-06-18 22:07:11,786 - pyskl - INFO - Epoch [10][3700/3940] lr: 2.473e-02, eta: 2 days, 20:22:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9275, loss_cls: 4.8453, loss: 4.8453 +2025-06-18 22:07:56,104 - pyskl - INFO - Epoch [10][3800/3940] lr: 2.473e-02, eta: 2 days, 20:22:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9394, loss_cls: 4.7956, loss: 4.7956 +2025-06-18 22:08:40,352 - pyskl - INFO - Epoch [10][3900/3940] lr: 2.473e-02, eta: 2 days, 20:21:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9263, loss_cls: 4.7006, loss: 4.7006 +2025-06-18 22:08:58,392 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-06-18 22:27:46,825 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-18 22:27:47,274 - pyskl - INFO - +top1_acc 0.6147 +top5_acc 0.8952 +2025-06-18 22:27:47,327 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_8.pth was removed +2025-06-18 22:27:48,357 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2025-06-18 22:27:48,359 - pyskl - INFO - Best top1_acc is 0.6147 at 10 epoch. +2025-06-18 22:27:48,376 - pyskl - INFO - Epoch(val) [10][3183] top1_acc: 0.6147, top5_acc: 0.8952 +2025-06-18 22:28:58,239 - pyskl - INFO - Epoch [11][100/3940] lr: 2.473e-02, eta: 2 days, 20:21:54, time: 0.699, data_time: 0.257, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9413, loss_cls: 4.7566, loss: 4.7566 +2025-06-18 22:29:42,498 - pyskl - INFO - Epoch [11][200/3940] lr: 2.472e-02, eta: 2 days, 20:21:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9319, loss_cls: 4.8667, loss: 4.8667 +2025-06-18 22:30:26,637 - pyskl - INFO - Epoch [11][300/3940] lr: 2.472e-02, eta: 2 days, 20:20:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9281, loss_cls: 4.7290, loss: 4.7290 +2025-06-18 22:31:11,015 - pyskl - INFO - Epoch [11][400/3940] lr: 2.472e-02, eta: 2 days, 20:19:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9475, loss_cls: 4.6121, loss: 4.6121 +2025-06-18 22:31:55,479 - pyskl - INFO - Epoch [11][500/3940] lr: 2.472e-02, eta: 2 days, 20:18:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9119, loss_cls: 4.9221, loss: 4.9221 +2025-06-18 22:32:39,971 - pyskl - INFO - Epoch [11][600/3940] lr: 2.472e-02, eta: 2 days, 20:17:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9313, loss_cls: 4.7510, loss: 4.7510 +2025-06-18 22:33:24,421 - pyskl - INFO - Epoch [11][700/3940] lr: 2.472e-02, eta: 2 days, 20:17:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9350, loss_cls: 4.6490, loss: 4.6490 +2025-06-18 22:34:08,772 - pyskl - INFO - Epoch [11][800/3940] lr: 2.472e-02, eta: 2 days, 20:16:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9394, loss_cls: 4.6391, loss: 4.6391 +2025-06-18 22:34:53,316 - pyskl - INFO - Epoch [11][900/3940] lr: 2.471e-02, eta: 2 days, 20:15:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9269, loss_cls: 4.8792, loss: 4.8792 +2025-06-18 22:35:37,823 - pyskl - INFO - Epoch [11][1000/3940] lr: 2.471e-02, eta: 2 days, 20:14:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9219, loss_cls: 4.8161, loss: 4.8161 +2025-06-18 22:36:22,186 - pyskl - INFO - Epoch [11][1100/3940] lr: 2.471e-02, eta: 2 days, 20:13:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9263, loss_cls: 4.8558, loss: 4.8558 +2025-06-18 22:37:06,578 - pyskl - INFO - Epoch [11][1200/3940] lr: 2.471e-02, eta: 2 days, 20:13:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9281, loss_cls: 4.7707, loss: 4.7707 +2025-06-18 22:37:51,217 - pyskl - INFO - Epoch [11][1300/3940] lr: 2.471e-02, eta: 2 days, 20:12:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9263, loss_cls: 4.8569, loss: 4.8569 +2025-06-18 22:38:35,818 - pyskl - INFO - Epoch [11][1400/3940] lr: 2.471e-02, eta: 2 days, 20:11:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9281, loss_cls: 4.8437, loss: 4.8437 +2025-06-18 22:39:20,166 - pyskl - INFO - Epoch [11][1500/3940] lr: 2.471e-02, eta: 2 days, 20:10:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9250, loss_cls: 4.7486, loss: 4.7486 +2025-06-18 22:40:04,435 - pyskl - INFO - Epoch [11][1600/3940] lr: 2.470e-02, eta: 2 days, 20:10:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9269, loss_cls: 4.7330, loss: 4.7330 +2025-06-18 22:40:48,755 - pyskl - INFO - Epoch [11][1700/3940] lr: 2.470e-02, eta: 2 days, 20:09:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9269, loss_cls: 4.8456, loss: 4.8456 +2025-06-18 22:41:33,155 - pyskl - INFO - Epoch [11][1800/3940] lr: 2.470e-02, eta: 2 days, 20:08:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9350, loss_cls: 4.7146, loss: 4.7146 +2025-06-18 22:42:17,580 - pyskl - INFO - Epoch [11][1900/3940] lr: 2.470e-02, eta: 2 days, 20:07:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9319, loss_cls: 4.7541, loss: 4.7541 +2025-06-18 22:43:02,062 - pyskl - INFO - Epoch [11][2000/3940] lr: 2.470e-02, eta: 2 days, 20:06:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9287, loss_cls: 4.8724, loss: 4.8724 +2025-06-18 22:43:46,464 - pyskl - INFO - Epoch [11][2100/3940] lr: 2.470e-02, eta: 2 days, 20:06:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9325, loss_cls: 4.7309, loss: 4.7309 +2025-06-18 22:44:30,884 - pyskl - INFO - Epoch [11][2200/3940] lr: 2.470e-02, eta: 2 days, 20:05:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9300, loss_cls: 4.7684, loss: 4.7684 +2025-06-18 22:45:15,362 - pyskl - INFO - Epoch [11][2300/3940] lr: 2.469e-02, eta: 2 days, 20:04:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9394, loss_cls: 4.7209, loss: 4.7209 +2025-06-18 22:45:59,779 - pyskl - INFO - Epoch [11][2400/3940] lr: 2.469e-02, eta: 2 days, 20:03:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9381, loss_cls: 4.6447, loss: 4.6447 +2025-06-18 22:46:44,202 - pyskl - INFO - Epoch [11][2500/3940] lr: 2.469e-02, eta: 2 days, 20:02:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9275, loss_cls: 4.8087, loss: 4.8087 +2025-06-18 22:47:28,637 - pyskl - INFO - Epoch [11][2600/3940] lr: 2.469e-02, eta: 2 days, 20:02:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9375, loss_cls: 4.8266, loss: 4.8266 +2025-06-18 22:48:13,085 - pyskl - INFO - Epoch [11][2700/3940] lr: 2.469e-02, eta: 2 days, 20:01:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9269, loss_cls: 4.8158, loss: 4.8158 +2025-06-18 22:48:57,461 - pyskl - INFO - Epoch [11][2800/3940] lr: 2.469e-02, eta: 2 days, 20:00:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9281, loss_cls: 4.7946, loss: 4.7946 +2025-06-18 22:49:41,832 - pyskl - INFO - Epoch [11][2900/3940] lr: 2.469e-02, eta: 2 days, 19:59:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9237, loss_cls: 4.8693, loss: 4.8693 +2025-06-18 22:50:26,115 - pyskl - INFO - Epoch [11][3000/3940] lr: 2.468e-02, eta: 2 days, 19:58:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9319, loss_cls: 4.7337, loss: 4.7337 +2025-06-18 22:51:10,334 - pyskl - INFO - Epoch [11][3100/3940] lr: 2.468e-02, eta: 2 days, 19:58:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9356, loss_cls: 4.7409, loss: 4.7409 +2025-06-18 22:51:54,675 - pyskl - INFO - Epoch [11][3200/3940] lr: 2.468e-02, eta: 2 days, 19:57:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9325, loss_cls: 4.8257, loss: 4.8257 +2025-06-18 22:52:38,969 - pyskl - INFO - Epoch [11][3300/3940] lr: 2.468e-02, eta: 2 days, 19:56:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9281, loss_cls: 4.6706, loss: 4.6706 +2025-06-18 22:53:23,264 - pyskl - INFO - Epoch [11][3400/3940] lr: 2.468e-02, eta: 2 days, 19:55:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9256, loss_cls: 4.6124, loss: 4.6124 +2025-06-18 22:54:07,569 - pyskl - INFO - Epoch [11][3500/3940] lr: 2.468e-02, eta: 2 days, 19:54:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9437, loss_cls: 4.7431, loss: 4.7431 +2025-06-18 22:54:51,844 - pyskl - INFO - Epoch [11][3600/3940] lr: 2.467e-02, eta: 2 days, 19:54:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9369, loss_cls: 4.7133, loss: 4.7133 +2025-06-18 22:55:36,161 - pyskl - INFO - Epoch [11][3700/3940] lr: 2.467e-02, eta: 2 days, 19:53:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9313, loss_cls: 4.6967, loss: 4.6967 +2025-06-18 22:56:20,788 - pyskl - INFO - Epoch [11][3800/3940] lr: 2.467e-02, eta: 2 days, 19:52:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9181, loss_cls: 4.9120, loss: 4.9120 +2025-06-18 22:57:05,404 - pyskl - INFO - Epoch [11][3900/3940] lr: 2.467e-02, eta: 2 days, 19:51:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9300, loss_cls: 4.7098, loss: 4.7098 +2025-06-18 22:57:23,606 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-06-18 23:00:44,528 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-18 23:00:44,987 - pyskl - INFO - +top1_acc 0.6245 +top5_acc 0.8941 +2025-06-18 23:00:45,045 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_10.pth was removed +2025-06-18 23:00:46,139 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2025-06-18 23:00:46,141 - pyskl - INFO - Best top1_acc is 0.6245 at 11 epoch. +2025-06-18 23:00:46,159 - pyskl - INFO - Epoch(val) [11][3183] top1_acc: 0.6245, top5_acc: 0.8941 +2025-06-18 23:01:55,349 - pyskl - INFO - Epoch [12][100/3940] lr: 2.467e-02, eta: 2 days, 19:52:11, time: 0.692, data_time: 0.249, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9431, loss_cls: 4.6872, loss: 4.6872 +2025-06-18 23:02:39,667 - pyskl - INFO - Epoch [12][200/3940] lr: 2.467e-02, eta: 2 days, 19:51:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9369, loss_cls: 4.7055, loss: 4.7055 +2025-06-18 23:03:24,019 - pyskl - INFO - Epoch [12][300/3940] lr: 2.467e-02, eta: 2 days, 19:50:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9344, loss_cls: 4.6246, loss: 4.6246 +2025-06-18 23:04:08,520 - pyskl - INFO - Epoch [12][400/3940] lr: 2.466e-02, eta: 2 days, 19:49:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9281, loss_cls: 4.7487, loss: 4.7487 +2025-06-18 23:04:53,086 - pyskl - INFO - Epoch [12][500/3940] lr: 2.466e-02, eta: 2 days, 19:49:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9406, loss_cls: 4.6824, loss: 4.6824 +2025-06-18 23:05:37,436 - pyskl - INFO - Epoch [12][600/3940] lr: 2.466e-02, eta: 2 days, 19:48:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9406, loss_cls: 4.6019, loss: 4.6019 +2025-06-18 23:06:21,855 - pyskl - INFO - Epoch [12][700/3940] lr: 2.466e-02, eta: 2 days, 19:47:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9313, loss_cls: 4.8449, loss: 4.8449 +2025-06-18 23:07:06,337 - pyskl - INFO - Epoch [12][800/3940] lr: 2.466e-02, eta: 2 days, 19:46:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9113, loss_cls: 4.9703, loss: 4.9703 +2025-06-18 23:07:50,763 - pyskl - INFO - Epoch [12][900/3940] lr: 2.466e-02, eta: 2 days, 19:45:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9344, loss_cls: 4.7464, loss: 4.7464 +2025-06-18 23:08:35,164 - pyskl - INFO - Epoch [12][1000/3940] lr: 2.465e-02, eta: 2 days, 19:45:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9444, loss_cls: 4.5990, loss: 4.5990 +2025-06-18 23:09:19,610 - pyskl - INFO - Epoch [12][1100/3940] lr: 2.465e-02, eta: 2 days, 19:44:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9337, loss_cls: 4.6585, loss: 4.6585 +2025-06-18 23:10:04,022 - pyskl - INFO - Epoch [12][1200/3940] lr: 2.465e-02, eta: 2 days, 19:43:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9394, loss_cls: 4.8011, loss: 4.8011 +2025-06-18 23:10:48,467 - pyskl - INFO - Epoch [12][1300/3940] lr: 2.465e-02, eta: 2 days, 19:42:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9244, loss_cls: 4.7571, loss: 4.7571 +2025-06-18 23:11:32,965 - pyskl - INFO - Epoch [12][1400/3940] lr: 2.465e-02, eta: 2 days, 19:42:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9250, loss_cls: 4.8436, loss: 4.8436 +2025-06-18 23:12:17,416 - pyskl - INFO - Epoch [12][1500/3940] lr: 2.465e-02, eta: 2 days, 19:41:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9350, loss_cls: 4.7222, loss: 4.7222 +2025-06-18 23:13:01,814 - pyskl - INFO - Epoch [12][1600/3940] lr: 2.465e-02, eta: 2 days, 19:40:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9387, loss_cls: 4.6563, loss: 4.6563 +2025-06-18 23:13:46,134 - pyskl - INFO - Epoch [12][1700/3940] lr: 2.464e-02, eta: 2 days, 19:39:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9287, loss_cls: 4.6760, loss: 4.6760 +2025-06-18 23:14:30,442 - pyskl - INFO - Epoch [12][1800/3940] lr: 2.464e-02, eta: 2 days, 19:38:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9244, loss_cls: 4.7982, loss: 4.7982 +2025-06-18 23:15:14,819 - pyskl - INFO - Epoch [12][1900/3940] lr: 2.464e-02, eta: 2 days, 19:38:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9313, loss_cls: 4.7309, loss: 4.7309 +2025-06-18 23:15:59,040 - pyskl - INFO - Epoch [12][2000/3940] lr: 2.464e-02, eta: 2 days, 19:37:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9281, loss_cls: 4.8015, loss: 4.8015 +2025-06-18 23:16:43,314 - pyskl - INFO - Epoch [12][2100/3940] lr: 2.464e-02, eta: 2 days, 19:36:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9325, loss_cls: 4.5973, loss: 4.5973 +2025-06-18 23:17:27,556 - pyskl - INFO - Epoch [12][2200/3940] lr: 2.464e-02, eta: 2 days, 19:35:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9269, loss_cls: 4.8242, loss: 4.8242 +2025-06-18 23:18:11,934 - pyskl - INFO - Epoch [12][2300/3940] lr: 2.463e-02, eta: 2 days, 19:34:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9300, loss_cls: 4.6808, loss: 4.6808 +2025-06-18 23:18:56,075 - pyskl - INFO - Epoch [12][2400/3940] lr: 2.463e-02, eta: 2 days, 19:33:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9337, loss_cls: 4.6128, loss: 4.6128 +2025-06-18 23:19:40,259 - pyskl - INFO - Epoch [12][2500/3940] lr: 2.463e-02, eta: 2 days, 19:33:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9250, loss_cls: 4.5828, loss: 4.5828 +2025-06-18 23:20:24,491 - pyskl - INFO - Epoch [12][2600/3940] lr: 2.463e-02, eta: 2 days, 19:32:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9237, loss_cls: 4.8161, loss: 4.8161 +2025-06-18 23:21:08,729 - pyskl - INFO - Epoch [12][2700/3940] lr: 2.463e-02, eta: 2 days, 19:31:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9413, loss_cls: 4.5172, loss: 4.5172 +2025-06-18 23:21:52,989 - pyskl - INFO - Epoch [12][2800/3940] lr: 2.463e-02, eta: 2 days, 19:30:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9319, loss_cls: 4.8734, loss: 4.8734 +2025-06-18 23:22:37,309 - pyskl - INFO - Epoch [12][2900/3940] lr: 2.462e-02, eta: 2 days, 19:29:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9387, loss_cls: 4.7129, loss: 4.7129 +2025-06-18 23:23:21,688 - pyskl - INFO - Epoch [12][3000/3940] lr: 2.462e-02, eta: 2 days, 19:29:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9306, loss_cls: 4.7279, loss: 4.7279 +2025-06-18 23:24:05,975 - pyskl - INFO - Epoch [12][3100/3940] lr: 2.462e-02, eta: 2 days, 19:28:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9325, loss_cls: 4.6722, loss: 4.6722 +2025-06-18 23:24:50,253 - pyskl - INFO - Epoch [12][3200/3940] lr: 2.462e-02, eta: 2 days, 19:27:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9387, loss_cls: 4.5908, loss: 4.5908 +2025-06-18 23:25:34,614 - pyskl - INFO - Epoch [12][3300/3940] lr: 2.462e-02, eta: 2 days, 19:26:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9306, loss_cls: 4.5876, loss: 4.5876 +2025-06-18 23:26:18,982 - pyskl - INFO - Epoch [12][3400/3940] lr: 2.462e-02, eta: 2 days, 19:25:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9463, loss_cls: 4.6343, loss: 4.6343 +2025-06-18 23:27:03,242 - pyskl - INFO - Epoch [12][3500/3940] lr: 2.461e-02, eta: 2 days, 19:25:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9337, loss_cls: 4.7352, loss: 4.7352 +2025-06-18 23:27:47,481 - pyskl - INFO - Epoch [12][3600/3940] lr: 2.461e-02, eta: 2 days, 19:24:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9287, loss_cls: 4.7840, loss: 4.7840 +2025-06-18 23:28:31,789 - pyskl - INFO - Epoch [12][3700/3940] lr: 2.461e-02, eta: 2 days, 19:23:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9337, loss_cls: 4.7689, loss: 4.7689 +2025-06-18 23:29:16,211 - pyskl - INFO - Epoch [12][3800/3940] lr: 2.461e-02, eta: 2 days, 19:22:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9231, loss_cls: 4.8094, loss: 4.8094 +2025-06-18 23:30:00,640 - pyskl - INFO - Epoch [12][3900/3940] lr: 2.461e-02, eta: 2 days, 19:21:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9331, loss_cls: 4.6862, loss: 4.6862 +2025-06-18 23:30:18,748 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-06-18 23:33:39,759 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-18 23:33:40,218 - pyskl - INFO - +top1_acc 0.6505 +top5_acc 0.9009 +2025-06-18 23:33:40,272 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_11.pth was removed +2025-06-18 23:33:41,346 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2025-06-18 23:33:41,349 - pyskl - INFO - Best top1_acc is 0.6505 at 12 epoch. +2025-06-18 23:33:41,371 - pyskl - INFO - Epoch(val) [12][3183] top1_acc: 0.6505, top5_acc: 0.9009 +2025-06-18 23:34:51,089 - pyskl - INFO - Epoch [13][100/3940] lr: 2.461e-02, eta: 2 days, 19:22:17, time: 0.697, data_time: 0.253, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9419, loss_cls: 4.6400, loss: 4.6400 +2025-06-18 23:35:35,479 - pyskl - INFO - Epoch [13][200/3940] lr: 2.460e-02, eta: 2 days, 19:21:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9325, loss_cls: 4.6189, loss: 4.6189 +2025-06-18 23:36:19,812 - pyskl - INFO - Epoch [13][300/3940] lr: 2.460e-02, eta: 2 days, 19:20:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9281, loss_cls: 4.7710, loss: 4.7710 +2025-06-18 23:37:04,126 - pyskl - INFO - Epoch [13][400/3940] lr: 2.460e-02, eta: 2 days, 19:19:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9431, loss_cls: 4.5748, loss: 4.5748 +2025-06-18 23:37:48,567 - pyskl - INFO - Epoch [13][500/3940] lr: 2.460e-02, eta: 2 days, 19:19:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9250, loss_cls: 4.7772, loss: 4.7772 +2025-06-18 23:38:32,927 - pyskl - INFO - Epoch [13][600/3940] lr: 2.460e-02, eta: 2 days, 19:18:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9244, loss_cls: 4.7553, loss: 4.7553 +2025-06-18 23:39:17,281 - pyskl - INFO - Epoch [13][700/3940] lr: 2.460e-02, eta: 2 days, 19:17:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9231, loss_cls: 4.7884, loss: 4.7884 +2025-06-18 23:40:01,653 - pyskl - INFO - Epoch [13][800/3940] lr: 2.459e-02, eta: 2 days, 19:16:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9400, loss_cls: 4.6443, loss: 4.6443 +2025-06-18 23:40:46,002 - pyskl - INFO - Epoch [13][900/3940] lr: 2.459e-02, eta: 2 days, 19:15:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9375, loss_cls: 4.6532, loss: 4.6532 +2025-06-18 23:41:30,347 - pyskl - INFO - Epoch [13][1000/3940] lr: 2.459e-02, eta: 2 days, 19:15:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9306, loss_cls: 4.6712, loss: 4.6712 +2025-06-18 23:42:14,725 - pyskl - INFO - Epoch [13][1100/3940] lr: 2.459e-02, eta: 2 days, 19:14:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9387, loss_cls: 4.5956, loss: 4.5956 +2025-06-18 23:42:59,079 - pyskl - INFO - Epoch [13][1200/3940] lr: 2.459e-02, eta: 2 days, 19:13:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9331, loss_cls: 4.6037, loss: 4.6037 +2025-06-18 23:43:43,414 - pyskl - INFO - Epoch [13][1300/3940] lr: 2.459e-02, eta: 2 days, 19:12:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9306, loss_cls: 4.7399, loss: 4.7399 +2025-06-18 23:44:27,756 - pyskl - INFO - Epoch [13][1400/3940] lr: 2.458e-02, eta: 2 days, 19:12:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9325, loss_cls: 4.6592, loss: 4.6592 +2025-06-18 23:45:12,111 - pyskl - INFO - Epoch [13][1500/3940] lr: 2.458e-02, eta: 2 days, 19:11:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9337, loss_cls: 4.5654, loss: 4.5654 +2025-06-18 23:45:56,458 - pyskl - INFO - Epoch [13][1600/3940] lr: 2.458e-02, eta: 2 days, 19:10:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9437, loss_cls: 4.4098, loss: 4.4098 +2025-06-18 23:46:40,845 - pyskl - INFO - Epoch [13][1700/3940] lr: 2.458e-02, eta: 2 days, 19:09:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9413, loss_cls: 4.5687, loss: 4.5687 +2025-06-18 23:47:25,190 - pyskl - INFO - Epoch [13][1800/3940] lr: 2.458e-02, eta: 2 days, 19:08:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9450, loss_cls: 4.5658, loss: 4.5658 +2025-06-18 23:48:09,370 - pyskl - INFO - Epoch [13][1900/3940] lr: 2.458e-02, eta: 2 days, 19:08:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9237, loss_cls: 4.7514, loss: 4.7514 +2025-06-18 23:48:53,655 - pyskl - INFO - Epoch [13][2000/3940] lr: 2.457e-02, eta: 2 days, 19:07:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9287, loss_cls: 4.7594, loss: 4.7594 +2025-06-18 23:49:37,953 - pyskl - INFO - Epoch [13][2100/3940] lr: 2.457e-02, eta: 2 days, 19:06:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9350, loss_cls: 4.6510, loss: 4.6510 +2025-06-18 23:50:22,228 - pyskl - INFO - Epoch [13][2200/3940] lr: 2.457e-02, eta: 2 days, 19:05:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9406, loss_cls: 4.6415, loss: 4.6415 +2025-06-18 23:51:06,492 - pyskl - INFO - Epoch [13][2300/3940] lr: 2.457e-02, eta: 2 days, 19:04:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9281, loss_cls: 4.7823, loss: 4.7823 +2025-06-18 23:51:50,728 - pyskl - INFO - Epoch [13][2400/3940] lr: 2.457e-02, eta: 2 days, 19:04:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9313, loss_cls: 4.6689, loss: 4.6689 +2025-06-18 23:52:35,112 - pyskl - INFO - Epoch [13][2500/3940] lr: 2.456e-02, eta: 2 days, 19:03:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9194, loss_cls: 4.6928, loss: 4.6928 +2025-06-18 23:53:19,530 - pyskl - INFO - Epoch [13][2600/3940] lr: 2.456e-02, eta: 2 days, 19:02:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9300, loss_cls: 4.7241, loss: 4.7241 +2025-06-18 23:54:04,037 - pyskl - INFO - Epoch [13][2700/3940] lr: 2.456e-02, eta: 2 days, 19:01:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9275, loss_cls: 4.6751, loss: 4.6751 +2025-06-18 23:54:48,464 - pyskl - INFO - Epoch [13][2800/3940] lr: 2.456e-02, eta: 2 days, 19:00:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9413, loss_cls: 4.6738, loss: 4.6738 +2025-06-18 23:55:32,932 - pyskl - INFO - Epoch [13][2900/3940] lr: 2.456e-02, eta: 2 days, 19:00:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9306, loss_cls: 4.6741, loss: 4.6741 +2025-06-18 23:56:17,471 - pyskl - INFO - Epoch [13][3000/3940] lr: 2.456e-02, eta: 2 days, 18:59:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9263, loss_cls: 4.5123, loss: 4.5123 +2025-06-18 23:57:01,890 - pyskl - INFO - Epoch [13][3100/3940] lr: 2.455e-02, eta: 2 days, 18:58:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9225, loss_cls: 4.8212, loss: 4.8212 +2025-06-18 23:57:46,316 - pyskl - INFO - Epoch [13][3200/3940] lr: 2.455e-02, eta: 2 days, 18:57:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9425, loss_cls: 4.6669, loss: 4.6669 +2025-06-18 23:58:30,700 - pyskl - INFO - Epoch [13][3300/3940] lr: 2.455e-02, eta: 2 days, 18:57:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9400, loss_cls: 4.5234, loss: 4.5234 +2025-06-18 23:59:15,097 - pyskl - INFO - Epoch [13][3400/3940] lr: 2.455e-02, eta: 2 days, 18:56:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9431, loss_cls: 4.6820, loss: 4.6820 +2025-06-18 23:59:59,394 - pyskl - INFO - Epoch [13][3500/3940] lr: 2.455e-02, eta: 2 days, 18:55:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9419, loss_cls: 4.5994, loss: 4.5994 +2025-06-19 00:00:43,875 - pyskl - INFO - Epoch [13][3600/3940] lr: 2.455e-02, eta: 2 days, 18:54:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9244, loss_cls: 4.8449, loss: 4.8449 +2025-06-19 00:01:28,347 - pyskl - INFO - Epoch [13][3700/3940] lr: 2.454e-02, eta: 2 days, 18:53:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9375, loss_cls: 4.6356, loss: 4.6356 +2025-06-19 00:02:12,640 - pyskl - INFO - Epoch [13][3800/3940] lr: 2.454e-02, eta: 2 days, 18:53:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9387, loss_cls: 4.6311, loss: 4.6311 +2025-06-19 00:02:56,927 - pyskl - INFO - Epoch [13][3900/3940] lr: 2.454e-02, eta: 2 days, 18:52:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9369, loss_cls: 4.6307, loss: 4.6307 +2025-06-19 00:03:15,036 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-06-19 00:06:35,963 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 00:06:36,421 - pyskl - INFO - +top1_acc 0.5977 +top5_acc 0.8894 +2025-06-19 00:06:36,438 - pyskl - INFO - Epoch(val) [13][3183] top1_acc: 0.5977, top5_acc: 0.8894 +2025-06-19 00:07:45,794 - pyskl - INFO - Epoch [14][100/3940] lr: 2.454e-02, eta: 2 days, 18:52:31, time: 0.693, data_time: 0.251, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9306, loss_cls: 4.6362, loss: 4.6362 +2025-06-19 00:08:30,049 - pyskl - INFO - Epoch [14][200/3940] lr: 2.454e-02, eta: 2 days, 18:51:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9419, loss_cls: 4.6633, loss: 4.6633 +2025-06-19 00:09:14,300 - pyskl - INFO - Epoch [14][300/3940] lr: 2.453e-02, eta: 2 days, 18:50:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9244, loss_cls: 4.7078, loss: 4.7078 +2025-06-19 00:09:58,593 - pyskl - INFO - Epoch [14][400/3940] lr: 2.453e-02, eta: 2 days, 18:50:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9444, loss_cls: 4.6270, loss: 4.6270 +2025-06-19 00:10:42,932 - pyskl - INFO - Epoch [14][500/3940] lr: 2.453e-02, eta: 2 days, 18:49:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9450, loss_cls: 4.4992, loss: 4.4992 +2025-06-19 00:11:27,230 - pyskl - INFO - Epoch [14][600/3940] lr: 2.453e-02, eta: 2 days, 18:48:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9325, loss_cls: 4.5957, loss: 4.5957 +2025-06-19 00:12:11,586 - pyskl - INFO - Epoch [14][700/3940] lr: 2.453e-02, eta: 2 days, 18:47:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9400, loss_cls: 4.5916, loss: 4.5916 +2025-06-19 00:12:55,881 - pyskl - INFO - Epoch [14][800/3940] lr: 2.453e-02, eta: 2 days, 18:46:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9363, loss_cls: 4.6847, loss: 4.6847 +2025-06-19 00:13:40,204 - pyskl - INFO - Epoch [14][900/3940] lr: 2.452e-02, eta: 2 days, 18:46:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9431, loss_cls: 4.6431, loss: 4.6431 +2025-06-19 00:14:24,479 - pyskl - INFO - Epoch [14][1000/3940] lr: 2.452e-02, eta: 2 days, 18:45:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9306, loss_cls: 4.6327, loss: 4.6327 +2025-06-19 00:15:08,717 - pyskl - INFO - Epoch [14][1100/3940] lr: 2.452e-02, eta: 2 days, 18:44:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9331, loss_cls: 4.5049, loss: 4.5049 +2025-06-19 00:15:52,967 - pyskl - INFO - Epoch [14][1200/3940] lr: 2.452e-02, eta: 2 days, 18:43:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9394, loss_cls: 4.5962, loss: 4.5962 +2025-06-19 00:16:37,453 - pyskl - INFO - Epoch [14][1300/3940] lr: 2.452e-02, eta: 2 days, 18:42:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9400, loss_cls: 4.6309, loss: 4.6309 +2025-06-19 00:17:22,015 - pyskl - INFO - Epoch [14][1400/3940] lr: 2.451e-02, eta: 2 days, 18:42:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9331, loss_cls: 4.6554, loss: 4.6554 +2025-06-19 00:18:06,452 - pyskl - INFO - Epoch [14][1500/3940] lr: 2.451e-02, eta: 2 days, 18:41:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9419, loss_cls: 4.4723, loss: 4.4723 +2025-06-19 00:18:50,830 - pyskl - INFO - Epoch [14][1600/3940] lr: 2.451e-02, eta: 2 days, 18:40:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9344, loss_cls: 4.7460, loss: 4.7460 +2025-06-19 00:19:35,294 - pyskl - INFO - Epoch [14][1700/3940] lr: 2.451e-02, eta: 2 days, 18:39:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9337, loss_cls: 4.5260, loss: 4.5260 +2025-06-19 00:20:19,674 - pyskl - INFO - Epoch [14][1800/3940] lr: 2.451e-02, eta: 2 days, 18:39:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9387, loss_cls: 4.6934, loss: 4.6934 +2025-06-19 00:21:03,982 - pyskl - INFO - Epoch [14][1900/3940] lr: 2.450e-02, eta: 2 days, 18:38:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9281, loss_cls: 4.5946, loss: 4.5946 +2025-06-19 00:21:48,230 - pyskl - INFO - Epoch [14][2000/3940] lr: 2.450e-02, eta: 2 days, 18:37:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9431, loss_cls: 4.5502, loss: 4.5502 +2025-06-19 00:22:32,467 - pyskl - INFO - Epoch [14][2100/3940] lr: 2.450e-02, eta: 2 days, 18:36:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9344, loss_cls: 4.6652, loss: 4.6652 +2025-06-19 00:23:16,762 - pyskl - INFO - Epoch [14][2200/3940] lr: 2.450e-02, eta: 2 days, 18:35:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9319, loss_cls: 4.5389, loss: 4.5389 +2025-06-19 00:24:01,033 - pyskl - INFO - Epoch [14][2300/3940] lr: 2.450e-02, eta: 2 days, 18:35:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9350, loss_cls: 4.7214, loss: 4.7214 +2025-06-19 00:24:45,334 - pyskl - INFO - Epoch [14][2400/3940] lr: 2.450e-02, eta: 2 days, 18:34:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9387, loss_cls: 4.5906, loss: 4.5906 +2025-06-19 00:25:29,632 - pyskl - INFO - Epoch [14][2500/3940] lr: 2.449e-02, eta: 2 days, 18:33:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9431, loss_cls: 4.5969, loss: 4.5969 +2025-06-19 00:26:13,941 - pyskl - INFO - Epoch [14][2600/3940] lr: 2.449e-02, eta: 2 days, 18:32:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9337, loss_cls: 4.6772, loss: 4.6772 +2025-06-19 00:26:58,164 - pyskl - INFO - Epoch [14][2700/3940] lr: 2.449e-02, eta: 2 days, 18:31:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9394, loss_cls: 4.5452, loss: 4.5452 +2025-06-19 00:27:42,471 - pyskl - INFO - Epoch [14][2800/3940] lr: 2.449e-02, eta: 2 days, 18:31:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9375, loss_cls: 4.6550, loss: 4.6550 +2025-06-19 00:28:26,690 - pyskl - INFO - Epoch [14][2900/3940] lr: 2.449e-02, eta: 2 days, 18:30:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9319, loss_cls: 4.6944, loss: 4.6944 +2025-06-19 00:29:10,987 - pyskl - INFO - Epoch [14][3000/3940] lr: 2.448e-02, eta: 2 days, 18:29:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9325, loss_cls: 4.5803, loss: 4.5803 +2025-06-19 00:29:55,258 - pyskl - INFO - Epoch [14][3100/3940] lr: 2.448e-02, eta: 2 days, 18:28:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9325, loss_cls: 4.6829, loss: 4.6829 +2025-06-19 00:30:39,512 - pyskl - INFO - Epoch [14][3200/3940] lr: 2.448e-02, eta: 2 days, 18:27:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9375, loss_cls: 4.4976, loss: 4.4976 +2025-06-19 00:31:23,775 - pyskl - INFO - Epoch [14][3300/3940] lr: 2.448e-02, eta: 2 days, 18:27:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9375, loss_cls: 4.5227, loss: 4.5227 +2025-06-19 00:32:08,055 - pyskl - INFO - Epoch [14][3400/3940] lr: 2.448e-02, eta: 2 days, 18:26:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9394, loss_cls: 4.6091, loss: 4.6091 +2025-06-19 00:32:52,194 - pyskl - INFO - Epoch [14][3500/3940] lr: 2.447e-02, eta: 2 days, 18:25:33, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9337, loss_cls: 4.6498, loss: 4.6498 +2025-06-19 00:33:36,357 - pyskl - INFO - Epoch [14][3600/3940] lr: 2.447e-02, eta: 2 days, 18:24:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9331, loss_cls: 4.6718, loss: 4.6718 +2025-06-19 00:34:20,555 - pyskl - INFO - Epoch [14][3700/3940] lr: 2.447e-02, eta: 2 days, 18:23:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9394, loss_cls: 4.7014, loss: 4.7014 +2025-06-19 00:35:04,921 - pyskl - INFO - Epoch [14][3800/3940] lr: 2.447e-02, eta: 2 days, 18:23:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9306, loss_cls: 4.5628, loss: 4.5628 +2025-06-19 00:35:49,254 - pyskl - INFO - Epoch [14][3900/3940] lr: 2.447e-02, eta: 2 days, 18:22:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9387, loss_cls: 4.6666, loss: 4.6666 +2025-06-19 00:36:07,336 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-06-19 00:39:28,351 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 00:39:28,817 - pyskl - INFO - +top1_acc 0.6612 +top5_acc 0.9161 +2025-06-19 00:39:28,872 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_12.pth was removed +2025-06-19 00:39:29,946 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. +2025-06-19 00:39:29,948 - pyskl - INFO - Best top1_acc is 0.6612 at 14 epoch. +2025-06-19 00:39:29,966 - pyskl - INFO - Epoch(val) [14][3183] top1_acc: 0.6612, top5_acc: 0.9161 +2025-06-19 00:40:39,558 - pyskl - INFO - Epoch [15][100/3940] lr: 2.446e-02, eta: 2 days, 18:22:29, time: 0.696, data_time: 0.252, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9287, loss_cls: 4.7423, loss: 4.7423 +2025-06-19 00:41:23,905 - pyskl - INFO - Epoch [15][200/3940] lr: 2.446e-02, eta: 2 days, 18:21:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9406, loss_cls: 4.6531, loss: 4.6531 +2025-06-19 00:42:08,216 - pyskl - INFO - Epoch [15][300/3940] lr: 2.446e-02, eta: 2 days, 18:20:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9350, loss_cls: 4.5980, loss: 4.5980 +2025-06-19 00:42:52,569 - pyskl - INFO - Epoch [15][400/3940] lr: 2.446e-02, eta: 2 days, 18:20:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9350, loss_cls: 4.6103, loss: 4.6103 +2025-06-19 00:43:36,899 - pyskl - INFO - Epoch [15][500/3940] lr: 2.446e-02, eta: 2 days, 18:19:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9369, loss_cls: 4.6003, loss: 4.6003 +2025-06-19 00:44:21,384 - pyskl - INFO - Epoch [15][600/3940] lr: 2.445e-02, eta: 2 days, 18:18:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9431, loss_cls: 4.5636, loss: 4.5636 +2025-06-19 00:45:05,870 - pyskl - INFO - Epoch [15][700/3940] lr: 2.445e-02, eta: 2 days, 18:17:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9419, loss_cls: 4.5814, loss: 4.5814 +2025-06-19 00:45:50,305 - pyskl - INFO - Epoch [15][800/3940] lr: 2.445e-02, eta: 2 days, 18:17:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9350, loss_cls: 4.6204, loss: 4.6204 +2025-06-19 00:46:34,638 - pyskl - INFO - Epoch [15][900/3940] lr: 2.445e-02, eta: 2 days, 18:16:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9275, loss_cls: 4.5795, loss: 4.5795 +2025-06-19 00:47:19,223 - pyskl - INFO - Epoch [15][1000/3940] lr: 2.445e-02, eta: 2 days, 18:15:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9487, loss_cls: 4.5113, loss: 4.5113 +2025-06-19 00:48:03,606 - pyskl - INFO - Epoch [15][1100/3940] lr: 2.445e-02, eta: 2 days, 18:14:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9281, loss_cls: 4.7030, loss: 4.7030 +2025-06-19 00:48:47,951 - pyskl - INFO - Epoch [15][1200/3940] lr: 2.444e-02, eta: 2 days, 18:13:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9406, loss_cls: 4.6553, loss: 4.6553 +2025-06-19 00:49:32,253 - pyskl - INFO - Epoch [15][1300/3940] lr: 2.444e-02, eta: 2 days, 18:13:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9413, loss_cls: 4.5125, loss: 4.5125 +2025-06-19 00:50:16,612 - pyskl - INFO - Epoch [15][1400/3940] lr: 2.444e-02, eta: 2 days, 18:12:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9356, loss_cls: 4.6413, loss: 4.6413 +2025-06-19 00:51:01,275 - pyskl - INFO - Epoch [15][1500/3940] lr: 2.444e-02, eta: 2 days, 18:11:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9444, loss_cls: 4.4934, loss: 4.4934 +2025-06-19 00:51:45,863 - pyskl - INFO - Epoch [15][1600/3940] lr: 2.444e-02, eta: 2 days, 18:10:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9287, loss_cls: 4.6162, loss: 4.6162 +2025-06-19 00:52:30,283 - pyskl - INFO - Epoch [15][1700/3940] lr: 2.443e-02, eta: 2 days, 18:10:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9500, loss_cls: 4.4744, loss: 4.4744 +2025-06-19 00:53:14,726 - pyskl - INFO - Epoch [15][1800/3940] lr: 2.443e-02, eta: 2 days, 18:09:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9287, loss_cls: 4.6595, loss: 4.6595 +2025-06-19 00:53:59,200 - pyskl - INFO - Epoch [15][1900/3940] lr: 2.443e-02, eta: 2 days, 18:08:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9375, loss_cls: 4.4462, loss: 4.4462 +2025-06-19 00:54:43,570 - pyskl - INFO - Epoch [15][2000/3940] lr: 2.443e-02, eta: 2 days, 18:07:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9425, loss_cls: 4.4739, loss: 4.4739 +2025-06-19 00:55:27,950 - pyskl - INFO - Epoch [15][2100/3940] lr: 2.443e-02, eta: 2 days, 18:07:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9413, loss_cls: 4.5424, loss: 4.5424 +2025-06-19 00:56:12,325 - pyskl - INFO - Epoch [15][2200/3940] lr: 2.442e-02, eta: 2 days, 18:06:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9344, loss_cls: 4.6762, loss: 4.6762 +2025-06-19 00:56:56,775 - pyskl - INFO - Epoch [15][2300/3940] lr: 2.442e-02, eta: 2 days, 18:05:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9381, loss_cls: 4.5911, loss: 4.5911 +2025-06-19 00:57:41,199 - pyskl - INFO - Epoch [15][2400/3940] lr: 2.442e-02, eta: 2 days, 18:04:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9369, loss_cls: 4.4941, loss: 4.4941 +2025-06-19 00:58:25,711 - pyskl - INFO - Epoch [15][2500/3940] lr: 2.442e-02, eta: 2 days, 18:03:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9363, loss_cls: 4.5581, loss: 4.5581 +2025-06-19 00:59:10,157 - pyskl - INFO - Epoch [15][2600/3940] lr: 2.442e-02, eta: 2 days, 18:03:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9337, loss_cls: 4.6193, loss: 4.6193 +2025-06-19 00:59:54,689 - pyskl - INFO - Epoch [15][2700/3940] lr: 2.441e-02, eta: 2 days, 18:02:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9381, loss_cls: 4.6945, loss: 4.6945 +2025-06-19 01:00:39,154 - pyskl - INFO - Epoch [15][2800/3940] lr: 2.441e-02, eta: 2 days, 18:01:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9381, loss_cls: 4.6754, loss: 4.6754 +2025-06-19 01:01:23,606 - pyskl - INFO - Epoch [15][2900/3940] lr: 2.441e-02, eta: 2 days, 18:00:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9431, loss_cls: 4.5499, loss: 4.5499 +2025-06-19 01:02:08,040 - pyskl - INFO - Epoch [15][3000/3940] lr: 2.441e-02, eta: 2 days, 18:00:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9363, loss_cls: 4.5433, loss: 4.5433 +2025-06-19 01:02:52,511 - pyskl - INFO - Epoch [15][3100/3940] lr: 2.441e-02, eta: 2 days, 17:59:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9356, loss_cls: 4.5690, loss: 4.5690 +2025-06-19 01:03:36,972 - pyskl - INFO - Epoch [15][3200/3940] lr: 2.440e-02, eta: 2 days, 17:58:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9363, loss_cls: 4.5031, loss: 4.5031 +2025-06-19 01:04:21,420 - pyskl - INFO - Epoch [15][3300/3940] lr: 2.440e-02, eta: 2 days, 17:57:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9413, loss_cls: 4.5747, loss: 4.5747 +2025-06-19 01:05:05,933 - pyskl - INFO - Epoch [15][3400/3940] lr: 2.440e-02, eta: 2 days, 17:57:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9331, loss_cls: 4.5891, loss: 4.5891 +2025-06-19 01:05:50,316 - pyskl - INFO - Epoch [15][3500/3940] lr: 2.440e-02, eta: 2 days, 17:56:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9406, loss_cls: 4.5186, loss: 4.5186 +2025-06-19 01:06:34,736 - pyskl - INFO - Epoch [15][3600/3940] lr: 2.440e-02, eta: 2 days, 17:55:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9331, loss_cls: 4.6151, loss: 4.6151 +2025-06-19 01:07:19,203 - pyskl - INFO - Epoch [15][3700/3940] lr: 2.439e-02, eta: 2 days, 17:54:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9250, loss_cls: 4.6442, loss: 4.6442 +2025-06-19 01:08:03,642 - pyskl - INFO - Epoch [15][3800/3940] lr: 2.439e-02, eta: 2 days, 17:54:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9269, loss_cls: 4.7055, loss: 4.7055 +2025-06-19 01:08:48,060 - pyskl - INFO - Epoch [15][3900/3940] lr: 2.439e-02, eta: 2 days, 17:53:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9369, loss_cls: 4.4803, loss: 4.4803 +2025-06-19 01:09:06,194 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-06-19 01:27:16,941 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 01:27:17,429 - pyskl - INFO - +top1_acc 0.6305 +top5_acc 0.8971 +2025-06-19 01:27:17,446 - pyskl - INFO - Epoch(val) [15][3183] top1_acc: 0.6305, top5_acc: 0.8971 +2025-06-19 01:28:26,535 - pyskl - INFO - Epoch [16][100/3940] lr: 2.439e-02, eta: 2 days, 17:53:14, time: 0.691, data_time: 0.247, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9413, loss_cls: 4.5919, loss: 4.5919 +2025-06-19 01:29:10,919 - pyskl - INFO - Epoch [16][200/3940] lr: 2.438e-02, eta: 2 days, 17:52:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9381, loss_cls: 4.5239, loss: 4.5239 +2025-06-19 01:29:55,358 - pyskl - INFO - Epoch [16][300/3940] lr: 2.438e-02, eta: 2 days, 17:51:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9425, loss_cls: 4.4714, loss: 4.4714 +2025-06-19 01:30:39,756 - pyskl - INFO - Epoch [16][400/3940] lr: 2.438e-02, eta: 2 days, 17:50:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9313, loss_cls: 4.6777, loss: 4.6777 +2025-06-19 01:31:24,142 - pyskl - INFO - Epoch [16][500/3940] lr: 2.438e-02, eta: 2 days, 17:50:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9394, loss_cls: 4.4159, loss: 4.4159 +2025-06-19 01:32:08,618 - pyskl - INFO - Epoch [16][600/3940] lr: 2.438e-02, eta: 2 days, 17:49:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9331, loss_cls: 4.5206, loss: 4.5206 +2025-06-19 01:32:53,002 - pyskl - INFO - Epoch [16][700/3940] lr: 2.437e-02, eta: 2 days, 17:48:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9400, loss_cls: 4.4793, loss: 4.4793 +2025-06-19 01:33:37,435 - pyskl - INFO - Epoch [16][800/3940] lr: 2.437e-02, eta: 2 days, 17:47:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9313, loss_cls: 4.7050, loss: 4.7050 +2025-06-19 01:34:21,761 - pyskl - INFO - Epoch [16][900/3940] lr: 2.437e-02, eta: 2 days, 17:47:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9413, loss_cls: 4.5576, loss: 4.5576 +2025-06-19 01:35:05,983 - pyskl - INFO - Epoch [16][1000/3940] lr: 2.437e-02, eta: 2 days, 17:46:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9369, loss_cls: 4.7521, loss: 4.7521 +2025-06-19 01:35:50,155 - pyskl - INFO - Epoch [16][1100/3940] lr: 2.437e-02, eta: 2 days, 17:45:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9444, loss_cls: 4.4716, loss: 4.4716 +2025-06-19 01:36:34,402 - pyskl - INFO - Epoch [16][1200/3940] lr: 2.436e-02, eta: 2 days, 17:44:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9413, loss_cls: 4.6429, loss: 4.6429 +2025-06-19 01:37:18,637 - pyskl - INFO - Epoch [16][1300/3940] lr: 2.436e-02, eta: 2 days, 17:43:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9413, loss_cls: 4.5345, loss: 4.5345 +2025-06-19 01:38:02,878 - pyskl - INFO - Epoch [16][1400/3940] lr: 2.436e-02, eta: 2 days, 17:43:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9444, loss_cls: 4.4530, loss: 4.4530 +2025-06-19 01:38:47,161 - pyskl - INFO - Epoch [16][1500/3940] lr: 2.436e-02, eta: 2 days, 17:42:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9319, loss_cls: 4.5449, loss: 4.5449 +2025-06-19 01:39:31,486 - pyskl - INFO - Epoch [16][1600/3940] lr: 2.435e-02, eta: 2 days, 17:41:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9419, loss_cls: 4.3983, loss: 4.3983 +2025-06-19 01:40:15,910 - pyskl - INFO - Epoch [16][1700/3940] lr: 2.435e-02, eta: 2 days, 17:40:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9387, loss_cls: 4.5380, loss: 4.5380 +2025-06-19 01:41:00,266 - pyskl - INFO - Epoch [16][1800/3940] lr: 2.435e-02, eta: 2 days, 17:39:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9425, loss_cls: 4.5361, loss: 4.5361 +2025-06-19 01:41:44,657 - pyskl - INFO - Epoch [16][1900/3940] lr: 2.435e-02, eta: 2 days, 17:39:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9437, loss_cls: 4.3845, loss: 4.3845 +2025-06-19 01:42:28,989 - pyskl - INFO - Epoch [16][2000/3940] lr: 2.435e-02, eta: 2 days, 17:38:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9325, loss_cls: 4.5568, loss: 4.5568 +2025-06-19 01:43:13,339 - pyskl - INFO - Epoch [16][2100/3940] lr: 2.434e-02, eta: 2 days, 17:37:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9431, loss_cls: 4.4885, loss: 4.4885 +2025-06-19 01:43:57,684 - pyskl - INFO - Epoch [16][2200/3940] lr: 2.434e-02, eta: 2 days, 17:36:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9194, loss_cls: 4.6512, loss: 4.6512 +2025-06-19 01:44:42,204 - pyskl - INFO - Epoch [16][2300/3940] lr: 2.434e-02, eta: 2 days, 17:36:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9444, loss_cls: 4.5155, loss: 4.5155 +2025-06-19 01:45:26,536 - pyskl - INFO - Epoch [16][2400/3940] lr: 2.434e-02, eta: 2 days, 17:35:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9356, loss_cls: 4.6990, loss: 4.6990 +2025-06-19 01:46:10,819 - pyskl - INFO - Epoch [16][2500/3940] lr: 2.434e-02, eta: 2 days, 17:34:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9394, loss_cls: 4.5167, loss: 4.5167 +2025-06-19 01:46:55,066 - pyskl - INFO - Epoch [16][2600/3940] lr: 2.433e-02, eta: 2 days, 17:33:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9375, loss_cls: 4.5233, loss: 4.5233 +2025-06-19 01:47:39,358 - pyskl - INFO - Epoch [16][2700/3940] lr: 2.433e-02, eta: 2 days, 17:32:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9350, loss_cls: 4.5357, loss: 4.5357 +2025-06-19 01:48:23,595 - pyskl - INFO - Epoch [16][2800/3940] lr: 2.433e-02, eta: 2 days, 17:32:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9425, loss_cls: 4.5059, loss: 4.5059 +2025-06-19 01:49:07,838 - pyskl - INFO - Epoch [16][2900/3940] lr: 2.433e-02, eta: 2 days, 17:31:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9313, loss_cls: 4.6700, loss: 4.6700 +2025-06-19 01:49:52,216 - pyskl - INFO - Epoch [16][3000/3940] lr: 2.433e-02, eta: 2 days, 17:30:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9381, loss_cls: 4.6444, loss: 4.6444 +2025-06-19 01:50:36,553 - pyskl - INFO - Epoch [16][3100/3940] lr: 2.432e-02, eta: 2 days, 17:29:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9413, loss_cls: 4.6090, loss: 4.6090 +2025-06-19 01:51:20,809 - pyskl - INFO - Epoch [16][3200/3940] lr: 2.432e-02, eta: 2 days, 17:29:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9363, loss_cls: 4.6641, loss: 4.6641 +2025-06-19 01:52:05,247 - pyskl - INFO - Epoch [16][3300/3940] lr: 2.432e-02, eta: 2 days, 17:28:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9387, loss_cls: 4.4062, loss: 4.4062 +2025-06-19 01:52:49,612 - pyskl - INFO - Epoch [16][3400/3940] lr: 2.432e-02, eta: 2 days, 17:27:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9400, loss_cls: 4.5189, loss: 4.5189 +2025-06-19 01:53:34,020 - pyskl - INFO - Epoch [16][3500/3940] lr: 2.431e-02, eta: 2 days, 17:26:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9387, loss_cls: 4.5357, loss: 4.5357 +2025-06-19 01:54:18,425 - pyskl - INFO - Epoch [16][3600/3940] lr: 2.431e-02, eta: 2 days, 17:25:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9481, loss_cls: 4.4546, loss: 4.4546 +2025-06-19 01:55:02,857 - pyskl - INFO - Epoch [16][3700/3940] lr: 2.431e-02, eta: 2 days, 17:25:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9394, loss_cls: 4.6093, loss: 4.6093 +2025-06-19 01:55:47,350 - pyskl - INFO - Epoch [16][3800/3940] lr: 2.431e-02, eta: 2 days, 17:24:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9425, loss_cls: 4.5873, loss: 4.5873 +2025-06-19 01:56:31,982 - pyskl - INFO - Epoch [16][3900/3940] lr: 2.431e-02, eta: 2 days, 17:23:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9463, loss_cls: 4.4460, loss: 4.4460 +2025-06-19 01:56:50,331 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-06-19 02:00:12,636 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 02:00:13,099 - pyskl - INFO - +top1_acc 0.6384 +top5_acc 0.9046 +2025-06-19 02:00:13,117 - pyskl - INFO - Epoch(val) [16][3183] top1_acc: 0.6384, top5_acc: 0.9046 +2025-06-19 02:01:22,512 - pyskl - INFO - Epoch [17][100/3940] lr: 2.430e-02, eta: 2 days, 17:23:36, time: 0.694, data_time: 0.250, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9519, loss_cls: 4.5193, loss: 4.5193 +2025-06-19 02:02:06,879 - pyskl - INFO - Epoch [17][200/3940] lr: 2.430e-02, eta: 2 days, 17:22:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9431, loss_cls: 4.5820, loss: 4.5820 +2025-06-19 02:02:51,250 - pyskl - INFO - Epoch [17][300/3940] lr: 2.430e-02, eta: 2 days, 17:22:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9425, loss_cls: 4.4896, loss: 4.4896 +2025-06-19 02:03:35,549 - pyskl - INFO - Epoch [17][400/3940] lr: 2.430e-02, eta: 2 days, 17:21:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9369, loss_cls: 4.5450, loss: 4.5450 +2025-06-19 02:04:19,874 - pyskl - INFO - Epoch [17][500/3940] lr: 2.429e-02, eta: 2 days, 17:20:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9375, loss_cls: 4.5445, loss: 4.5445 +2025-06-19 02:05:04,164 - pyskl - INFO - Epoch [17][600/3940] lr: 2.429e-02, eta: 2 days, 17:19:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9481, loss_cls: 4.4110, loss: 4.4110 +2025-06-19 02:05:48,603 - pyskl - INFO - Epoch [17][700/3940] lr: 2.429e-02, eta: 2 days, 17:18:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9400, loss_cls: 4.3776, loss: 4.3776 +2025-06-19 02:06:32,975 - pyskl - INFO - Epoch [17][800/3940] lr: 2.429e-02, eta: 2 days, 17:18:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9231, loss_cls: 4.5843, loss: 4.5843 +2025-06-19 02:07:17,449 - pyskl - INFO - Epoch [17][900/3940] lr: 2.428e-02, eta: 2 days, 17:17:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9363, loss_cls: 4.5418, loss: 4.5418 +2025-06-19 02:08:01,813 - pyskl - INFO - Epoch [17][1000/3940] lr: 2.428e-02, eta: 2 days, 17:16:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9381, loss_cls: 4.5913, loss: 4.5913 +2025-06-19 02:08:46,213 - pyskl - INFO - Epoch [17][1100/3940] lr: 2.428e-02, eta: 2 days, 17:15:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9387, loss_cls: 4.5653, loss: 4.5653 +2025-06-19 02:09:30,536 - pyskl - INFO - Epoch [17][1200/3940] lr: 2.428e-02, eta: 2 days, 17:15:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9500, loss_cls: 4.4178, loss: 4.4178 +2025-06-19 02:10:14,861 - pyskl - INFO - Epoch [17][1300/3940] lr: 2.428e-02, eta: 2 days, 17:14:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9381, loss_cls: 4.5509, loss: 4.5509 +2025-06-19 02:10:59,062 - pyskl - INFO - Epoch [17][1400/3940] lr: 2.427e-02, eta: 2 days, 17:13:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9394, loss_cls: 4.4343, loss: 4.4343 +2025-06-19 02:11:43,370 - pyskl - INFO - Epoch [17][1500/3940] lr: 2.427e-02, eta: 2 days, 17:12:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9450, loss_cls: 4.4284, loss: 4.4284 +2025-06-19 02:12:27,676 - pyskl - INFO - Epoch [17][1600/3940] lr: 2.427e-02, eta: 2 days, 17:11:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9425, loss_cls: 4.5105, loss: 4.5105 +2025-06-19 02:13:12,022 - pyskl - INFO - Epoch [17][1700/3940] lr: 2.427e-02, eta: 2 days, 17:11:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9444, loss_cls: 4.4808, loss: 4.4808 +2025-06-19 02:13:56,380 - pyskl - INFO - Epoch [17][1800/3940] lr: 2.426e-02, eta: 2 days, 17:10:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9387, loss_cls: 4.6071, loss: 4.6071 +2025-06-19 02:14:40,676 - pyskl - INFO - Epoch [17][1900/3940] lr: 2.426e-02, eta: 2 days, 17:09:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9381, loss_cls: 4.5287, loss: 4.5287 +2025-06-19 02:15:25,169 - pyskl - INFO - Epoch [17][2000/3940] lr: 2.426e-02, eta: 2 days, 17:08:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9344, loss_cls: 4.4876, loss: 4.4876 +2025-06-19 02:16:09,529 - pyskl - INFO - Epoch [17][2100/3940] lr: 2.426e-02, eta: 2 days, 17:08:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9450, loss_cls: 4.5976, loss: 4.5976 +2025-06-19 02:16:53,965 - pyskl - INFO - Epoch [17][2200/3940] lr: 2.426e-02, eta: 2 days, 17:07:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9287, loss_cls: 4.5740, loss: 4.5740 +2025-06-19 02:17:38,398 - pyskl - INFO - Epoch [17][2300/3940] lr: 2.425e-02, eta: 2 days, 17:06:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9344, loss_cls: 4.5104, loss: 4.5104 +2025-06-19 02:18:22,722 - pyskl - INFO - Epoch [17][2400/3940] lr: 2.425e-02, eta: 2 days, 17:05:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9356, loss_cls: 4.6107, loss: 4.6107 +2025-06-19 02:19:07,060 - pyskl - INFO - Epoch [17][2500/3940] lr: 2.425e-02, eta: 2 days, 17:04:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9469, loss_cls: 4.6314, loss: 4.6314 +2025-06-19 02:19:51,305 - pyskl - INFO - Epoch [17][2600/3940] lr: 2.425e-02, eta: 2 days, 17:04:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9394, loss_cls: 4.6016, loss: 4.6016 +2025-06-19 02:20:35,525 - pyskl - INFO - Epoch [17][2700/3940] lr: 2.424e-02, eta: 2 days, 17:03:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9475, loss_cls: 4.4780, loss: 4.4780 +2025-06-19 02:21:19,714 - pyskl - INFO - Epoch [17][2800/3940] lr: 2.424e-02, eta: 2 days, 17:02:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9394, loss_cls: 4.4846, loss: 4.4846 +2025-06-19 02:22:03,928 - pyskl - INFO - Epoch [17][2900/3940] lr: 2.424e-02, eta: 2 days, 17:01:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9225, loss_cls: 4.7319, loss: 4.7319 +2025-06-19 02:22:48,139 - pyskl - INFO - Epoch [17][3000/3940] lr: 2.424e-02, eta: 2 days, 17:01:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9406, loss_cls: 4.5703, loss: 4.5703 +2025-06-19 02:23:32,375 - pyskl - INFO - Epoch [17][3100/3940] lr: 2.424e-02, eta: 2 days, 17:00:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9300, loss_cls: 4.6143, loss: 4.6143 +2025-06-19 02:24:16,598 - pyskl - INFO - Epoch [17][3200/3940] lr: 2.423e-02, eta: 2 days, 16:59:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9306, loss_cls: 4.5485, loss: 4.5485 +2025-06-19 02:25:00,827 - pyskl - INFO - Epoch [17][3300/3940] lr: 2.423e-02, eta: 2 days, 16:58:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9356, loss_cls: 4.5216, loss: 4.5216 +2025-06-19 02:25:45,053 - pyskl - INFO - Epoch [17][3400/3940] lr: 2.423e-02, eta: 2 days, 16:57:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9200, loss_cls: 4.6454, loss: 4.6454 +2025-06-19 02:26:29,269 - pyskl - INFO - Epoch [17][3500/3940] lr: 2.423e-02, eta: 2 days, 16:57:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9344, loss_cls: 4.4752, loss: 4.4752 +2025-06-19 02:27:13,512 - pyskl - INFO - Epoch [17][3600/3940] lr: 2.422e-02, eta: 2 days, 16:56:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9369, loss_cls: 4.4678, loss: 4.4678 +2025-06-19 02:27:57,722 - pyskl - INFO - Epoch [17][3700/3940] lr: 2.422e-02, eta: 2 days, 16:55:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9487, loss_cls: 4.4156, loss: 4.4156 +2025-06-19 02:28:42,040 - pyskl - INFO - Epoch [17][3800/3940] lr: 2.422e-02, eta: 2 days, 16:54:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9431, loss_cls: 4.4832, loss: 4.4832 +2025-06-19 02:29:26,409 - pyskl - INFO - Epoch [17][3900/3940] lr: 2.422e-02, eta: 2 days, 16:53:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9319, loss_cls: 4.5951, loss: 4.5951 +2025-06-19 02:29:44,467 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-06-19 02:33:05,179 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 02:33:05,650 - pyskl - INFO - +top1_acc 0.6861 +top5_acc 0.9214 +2025-06-19 02:33:05,714 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_14.pth was removed +2025-06-19 02:33:06,814 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. +2025-06-19 02:33:06,816 - pyskl - INFO - Best top1_acc is 0.6861 at 17 epoch. +2025-06-19 02:33:06,835 - pyskl - INFO - Epoch(val) [17][3183] top1_acc: 0.6861, top5_acc: 0.9214 +2025-06-19 02:34:16,214 - pyskl - INFO - Epoch [18][100/3940] lr: 2.421e-02, eta: 2 days, 16:53:48, time: 0.694, data_time: 0.250, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9406, loss_cls: 4.4631, loss: 4.4631 +2025-06-19 02:35:00,707 - pyskl - INFO - Epoch [18][200/3940] lr: 2.421e-02, eta: 2 days, 16:53:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9350, loss_cls: 4.6008, loss: 4.6008 +2025-06-19 02:35:45,213 - pyskl - INFO - Epoch [18][300/3940] lr: 2.421e-02, eta: 2 days, 16:52:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9431, loss_cls: 4.5669, loss: 4.5669 +2025-06-19 02:36:29,749 - pyskl - INFO - Epoch [18][400/3940] lr: 2.421e-02, eta: 2 days, 16:51:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9494, loss_cls: 4.4074, loss: 4.4074 +2025-06-19 02:37:14,217 - pyskl - INFO - Epoch [18][500/3940] lr: 2.420e-02, eta: 2 days, 16:50:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9450, loss_cls: 4.3878, loss: 4.3878 +2025-06-19 02:37:58,679 - pyskl - INFO - Epoch [18][600/3940] lr: 2.420e-02, eta: 2 days, 16:50:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9500, loss_cls: 4.4362, loss: 4.4362 +2025-06-19 02:38:43,146 - pyskl - INFO - Epoch [18][700/3940] lr: 2.420e-02, eta: 2 days, 16:49:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9313, loss_cls: 4.4986, loss: 4.4986 +2025-06-19 02:39:27,582 - pyskl - INFO - Epoch [18][800/3940] lr: 2.420e-02, eta: 2 days, 16:48:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9325, loss_cls: 4.4551, loss: 4.4551 +2025-06-19 02:40:11,903 - pyskl - INFO - Epoch [18][900/3940] lr: 2.420e-02, eta: 2 days, 16:47:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9487, loss_cls: 4.4281, loss: 4.4281 +2025-06-19 02:40:56,272 - pyskl - INFO - Epoch [18][1000/3940] lr: 2.419e-02, eta: 2 days, 16:46:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9487, loss_cls: 4.4553, loss: 4.4553 +2025-06-19 02:41:40,733 - pyskl - INFO - Epoch [18][1100/3940] lr: 2.419e-02, eta: 2 days, 16:46:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9394, loss_cls: 4.5648, loss: 4.5648 +2025-06-19 02:42:25,234 - pyskl - INFO - Epoch [18][1200/3940] lr: 2.419e-02, eta: 2 days, 16:45:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9350, loss_cls: 4.5973, loss: 4.5973 +2025-06-19 02:43:09,700 - pyskl - INFO - Epoch [18][1300/3940] lr: 2.419e-02, eta: 2 days, 16:44:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9456, loss_cls: 4.3978, loss: 4.3978 +2025-06-19 02:43:54,089 - pyskl - INFO - Epoch [18][1400/3940] lr: 2.418e-02, eta: 2 days, 16:43:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9337, loss_cls: 4.5213, loss: 4.5213 +2025-06-19 02:44:38,480 - pyskl - INFO - Epoch [18][1500/3940] lr: 2.418e-02, eta: 2 days, 16:43:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9394, loss_cls: 4.5607, loss: 4.5607 +2025-06-19 02:45:22,902 - pyskl - INFO - Epoch [18][1600/3940] lr: 2.418e-02, eta: 2 days, 16:42:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9469, loss_cls: 4.3851, loss: 4.3851 +2025-06-19 02:46:07,381 - pyskl - INFO - Epoch [18][1700/3940] lr: 2.418e-02, eta: 2 days, 16:41:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9437, loss_cls: 4.5314, loss: 4.5314 +2025-06-19 02:46:51,857 - pyskl - INFO - Epoch [18][1800/3940] lr: 2.417e-02, eta: 2 days, 16:40:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9500, loss_cls: 4.3768, loss: 4.3768 +2025-06-19 02:47:36,271 - pyskl - INFO - Epoch [18][1900/3940] lr: 2.417e-02, eta: 2 days, 16:40:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9387, loss_cls: 4.5357, loss: 4.5357 +2025-06-19 02:48:20,738 - pyskl - INFO - Epoch [18][2000/3940] lr: 2.417e-02, eta: 2 days, 16:39:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9281, loss_cls: 4.6907, loss: 4.6907 +2025-06-19 02:49:05,170 - pyskl - INFO - Epoch [18][2100/3940] lr: 2.417e-02, eta: 2 days, 16:38:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9406, loss_cls: 4.4914, loss: 4.4914 +2025-06-19 02:49:49,514 - pyskl - INFO - Epoch [18][2200/3940] lr: 2.416e-02, eta: 2 days, 16:37:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9350, loss_cls: 4.5698, loss: 4.5698 +2025-06-19 02:50:33,802 - pyskl - INFO - Epoch [18][2300/3940] lr: 2.416e-02, eta: 2 days, 16:37:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9400, loss_cls: 4.5470, loss: 4.5470 +2025-06-19 02:51:18,048 - pyskl - INFO - Epoch [18][2400/3940] lr: 2.416e-02, eta: 2 days, 16:36:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9413, loss_cls: 4.5620, loss: 4.5620 +2025-06-19 02:52:02,230 - pyskl - INFO - Epoch [18][2500/3940] lr: 2.416e-02, eta: 2 days, 16:35:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9269, loss_cls: 4.5191, loss: 4.5191 +2025-06-19 02:52:46,486 - pyskl - INFO - Epoch [18][2600/3940] lr: 2.415e-02, eta: 2 days, 16:34:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9306, loss_cls: 4.6204, loss: 4.6204 +2025-06-19 02:53:30,724 - pyskl - INFO - Epoch [18][2700/3940] lr: 2.415e-02, eta: 2 days, 16:33:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9406, loss_cls: 4.4536, loss: 4.4536 +2025-06-19 02:54:14,969 - pyskl - INFO - Epoch [18][2800/3940] lr: 2.415e-02, eta: 2 days, 16:33:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9425, loss_cls: 4.5321, loss: 4.5321 +2025-06-19 02:54:59,175 - pyskl - INFO - Epoch [18][2900/3940] lr: 2.415e-02, eta: 2 days, 16:32:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9419, loss_cls: 4.4527, loss: 4.4527 +2025-06-19 02:55:43,451 - pyskl - INFO - Epoch [18][3000/3940] lr: 2.415e-02, eta: 2 days, 16:31:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9394, loss_cls: 4.6314, loss: 4.6314 +2025-06-19 02:56:27,687 - pyskl - INFO - Epoch [18][3100/3940] lr: 2.414e-02, eta: 2 days, 16:30:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9331, loss_cls: 4.5427, loss: 4.5427 +2025-06-19 02:57:12,011 - pyskl - INFO - Epoch [18][3200/3940] lr: 2.414e-02, eta: 2 days, 16:29:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9406, loss_cls: 4.4573, loss: 4.4573 +2025-06-19 02:57:56,328 - pyskl - INFO - Epoch [18][3300/3940] lr: 2.414e-02, eta: 2 days, 16:29:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9356, loss_cls: 4.3640, loss: 4.3640 +2025-06-19 02:58:40,599 - pyskl - INFO - Epoch [18][3400/3940] lr: 2.414e-02, eta: 2 days, 16:28:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9431, loss_cls: 4.5096, loss: 4.5096 +2025-06-19 02:59:24,839 - pyskl - INFO - Epoch [18][3500/3940] lr: 2.413e-02, eta: 2 days, 16:27:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9375, loss_cls: 4.5272, loss: 4.5272 +2025-06-19 03:00:09,053 - pyskl - INFO - Epoch [18][3600/3940] lr: 2.413e-02, eta: 2 days, 16:26:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9400, loss_cls: 4.5883, loss: 4.5883 +2025-06-19 03:00:53,262 - pyskl - INFO - Epoch [18][3700/3940] lr: 2.413e-02, eta: 2 days, 16:26:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9469, loss_cls: 4.3091, loss: 4.3091 +2025-06-19 03:01:37,557 - pyskl - INFO - Epoch [18][3800/3940] lr: 2.413e-02, eta: 2 days, 16:25:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9425, loss_cls: 4.3752, loss: 4.3752 +2025-06-19 03:02:21,914 - pyskl - INFO - Epoch [18][3900/3940] lr: 2.412e-02, eta: 2 days, 16:24:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9444, loss_cls: 4.6282, loss: 4.6282 +2025-06-19 03:02:40,092 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-06-19 03:06:02,162 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 03:06:02,628 - pyskl - INFO - +top1_acc 0.5909 +top5_acc 0.8859 +2025-06-19 03:06:02,647 - pyskl - INFO - Epoch(val) [18][3183] top1_acc: 0.5909, top5_acc: 0.8859 +2025-06-19 03:07:11,870 - pyskl - INFO - Epoch [19][100/3940] lr: 2.412e-02, eta: 2 days, 16:24:16, time: 0.692, data_time: 0.248, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9550, loss_cls: 4.4570, loss: 4.4570 +2025-06-19 03:07:56,143 - pyskl - INFO - Epoch [19][200/3940] lr: 2.412e-02, eta: 2 days, 16:23:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9406, loss_cls: 4.4389, loss: 4.4389 +2025-06-19 03:08:40,511 - pyskl - INFO - Epoch [19][300/3940] lr: 2.411e-02, eta: 2 days, 16:22:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9387, loss_cls: 4.5052, loss: 4.5052 +2025-06-19 03:09:24,916 - pyskl - INFO - Epoch [19][400/3940] lr: 2.411e-02, eta: 2 days, 16:21:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9400, loss_cls: 4.3548, loss: 4.3548 +2025-06-19 03:10:09,211 - pyskl - INFO - Epoch [19][500/3940] lr: 2.411e-02, eta: 2 days, 16:21:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9387, loss_cls: 4.4650, loss: 4.4650 +2025-06-19 03:10:53,520 - pyskl - INFO - Epoch [19][600/3940] lr: 2.411e-02, eta: 2 days, 16:20:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9394, loss_cls: 4.5185, loss: 4.5185 +2025-06-19 03:11:37,831 - pyskl - INFO - Epoch [19][700/3940] lr: 2.411e-02, eta: 2 days, 16:19:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9369, loss_cls: 4.4671, loss: 4.4671 +2025-06-19 03:12:22,098 - pyskl - INFO - Epoch [19][800/3940] lr: 2.410e-02, eta: 2 days, 16:18:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9400, loss_cls: 4.4902, loss: 4.4902 +2025-06-19 03:13:06,379 - pyskl - INFO - Epoch [19][900/3940] lr: 2.410e-02, eta: 2 days, 16:18:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9394, loss_cls: 4.4582, loss: 4.4582 +2025-06-19 03:13:50,673 - pyskl - INFO - Epoch [19][1000/3940] lr: 2.410e-02, eta: 2 days, 16:17:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9437, loss_cls: 4.4215, loss: 4.4215 +2025-06-19 03:14:34,982 - pyskl - INFO - Epoch [19][1100/3940] lr: 2.410e-02, eta: 2 days, 16:16:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9431, loss_cls: 4.3515, loss: 4.3515 +2025-06-19 03:15:19,234 - pyskl - INFO - Epoch [19][1200/3940] lr: 2.409e-02, eta: 2 days, 16:15:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9413, loss_cls: 4.5180, loss: 4.5180 +2025-06-19 03:16:03,478 - pyskl - INFO - Epoch [19][1300/3940] lr: 2.409e-02, eta: 2 days, 16:14:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9456, loss_cls: 4.5224, loss: 4.5224 +2025-06-19 03:16:47,769 - pyskl - INFO - Epoch [19][1400/3940] lr: 2.409e-02, eta: 2 days, 16:14:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9431, loss_cls: 4.4702, loss: 4.4702 +2025-06-19 03:17:32,048 - pyskl - INFO - Epoch [19][1500/3940] lr: 2.409e-02, eta: 2 days, 16:13:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 4.3280, loss: 4.3280 +2025-06-19 03:18:16,350 - pyskl - INFO - Epoch [19][1600/3940] lr: 2.408e-02, eta: 2 days, 16:12:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9406, loss_cls: 4.5228, loss: 4.5228 +2025-06-19 03:19:00,624 - pyskl - INFO - Epoch [19][1700/3940] lr: 2.408e-02, eta: 2 days, 16:11:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9425, loss_cls: 4.4315, loss: 4.4315 +2025-06-19 03:19:44,818 - pyskl - INFO - Epoch [19][1800/3940] lr: 2.408e-02, eta: 2 days, 16:11:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9444, loss_cls: 4.5663, loss: 4.5663 +2025-06-19 03:20:28,856 - pyskl - INFO - Epoch [19][1900/3940] lr: 2.408e-02, eta: 2 days, 16:10:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9444, loss_cls: 4.5576, loss: 4.5576 +2025-06-19 03:21:13,291 - pyskl - INFO - Epoch [19][2000/3940] lr: 2.407e-02, eta: 2 days, 16:09:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9394, loss_cls: 4.5007, loss: 4.5007 +2025-06-19 03:21:57,720 - pyskl - INFO - Epoch [19][2100/3940] lr: 2.407e-02, eta: 2 days, 16:08:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9400, loss_cls: 4.5702, loss: 4.5702 +2025-06-19 03:22:42,039 - pyskl - INFO - Epoch [19][2200/3940] lr: 2.407e-02, eta: 2 days, 16:07:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9444, loss_cls: 4.5466, loss: 4.5466 +2025-06-19 03:23:26,403 - pyskl - INFO - Epoch [19][2300/3940] lr: 2.407e-02, eta: 2 days, 16:07:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9444, loss_cls: 4.4971, loss: 4.4971 +2025-06-19 03:24:10,775 - pyskl - INFO - Epoch [19][2400/3940] lr: 2.406e-02, eta: 2 days, 16:06:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9369, loss_cls: 4.5474, loss: 4.5474 +2025-06-19 03:24:55,162 - pyskl - INFO - Epoch [19][2500/3940] lr: 2.406e-02, eta: 2 days, 16:05:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9413, loss_cls: 4.4107, loss: 4.4107 +2025-06-19 03:25:39,513 - pyskl - INFO - Epoch [19][2600/3940] lr: 2.406e-02, eta: 2 days, 16:04:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9387, loss_cls: 4.5281, loss: 4.5281 +2025-06-19 03:26:23,828 - pyskl - INFO - Epoch [19][2700/3940] lr: 2.405e-02, eta: 2 days, 16:04:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9475, loss_cls: 4.4538, loss: 4.4538 +2025-06-19 03:27:08,152 - pyskl - INFO - Epoch [19][2800/3940] lr: 2.405e-02, eta: 2 days, 16:03:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9431, loss_cls: 4.5118, loss: 4.5118 +2025-06-19 03:27:52,566 - pyskl - INFO - Epoch [19][2900/3940] lr: 2.405e-02, eta: 2 days, 16:02:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9419, loss_cls: 4.6520, loss: 4.6520 +2025-06-19 03:28:36,783 - pyskl - INFO - Epoch [19][3000/3940] lr: 2.405e-02, eta: 2 days, 16:01:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9437, loss_cls: 4.4229, loss: 4.4229 +2025-06-19 03:29:21,022 - pyskl - INFO - Epoch [19][3100/3940] lr: 2.404e-02, eta: 2 days, 16:00:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9400, loss_cls: 4.5085, loss: 4.5085 +2025-06-19 03:30:05,243 - pyskl - INFO - Epoch [19][3200/3940] lr: 2.404e-02, eta: 2 days, 16:00:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9300, loss_cls: 4.5321, loss: 4.5321 +2025-06-19 03:30:49,446 - pyskl - INFO - Epoch [19][3300/3940] lr: 2.404e-02, eta: 2 days, 15:59:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9481, loss_cls: 4.4852, loss: 4.4852 +2025-06-19 03:31:33,671 - pyskl - INFO - Epoch [19][3400/3940] lr: 2.404e-02, eta: 2 days, 15:58:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9475, loss_cls: 4.4110, loss: 4.4110 +2025-06-19 03:32:17,886 - pyskl - INFO - Epoch [19][3500/3940] lr: 2.403e-02, eta: 2 days, 15:57:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9363, loss_cls: 4.6498, loss: 4.6498 +2025-06-19 03:33:02,117 - pyskl - INFO - Epoch [19][3600/3940] lr: 2.403e-02, eta: 2 days, 15:57:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9344, loss_cls: 4.6179, loss: 4.6179 +2025-06-19 03:33:46,364 - pyskl - INFO - Epoch [19][3700/3940] lr: 2.403e-02, eta: 2 days, 15:56:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9281, loss_cls: 4.5878, loss: 4.5878 +2025-06-19 03:34:30,759 - pyskl - INFO - Epoch [19][3800/3940] lr: 2.403e-02, eta: 2 days, 15:55:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9450, loss_cls: 4.3191, loss: 4.3191 +2025-06-19 03:35:15,544 - pyskl - INFO - Epoch [19][3900/3940] lr: 2.402e-02, eta: 2 days, 15:54:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9400, loss_cls: 4.5376, loss: 4.5376 +2025-06-19 03:35:33,813 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-06-19 03:38:55,415 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 03:38:55,874 - pyskl - INFO - +top1_acc 0.6658 +top5_acc 0.9110 +2025-06-19 03:38:55,892 - pyskl - INFO - Epoch(val) [19][3183] top1_acc: 0.6658, top5_acc: 0.9110 +2025-06-19 03:40:05,197 - pyskl - INFO - Epoch [20][100/3940] lr: 2.402e-02, eta: 2 days, 15:54:32, time: 0.693, data_time: 0.249, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9506, loss_cls: 4.2777, loss: 4.2777 +2025-06-19 03:40:49,426 - pyskl - INFO - Epoch [20][200/3940] lr: 2.402e-02, eta: 2 days, 15:53:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9425, loss_cls: 4.3677, loss: 4.3677 +2025-06-19 03:41:33,745 - pyskl - INFO - Epoch [20][300/3940] lr: 2.402e-02, eta: 2 days, 15:52:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9406, loss_cls: 4.4089, loss: 4.4089 +2025-06-19 03:42:18,052 - pyskl - INFO - Epoch [20][400/3940] lr: 2.401e-02, eta: 2 days, 15:52:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9387, loss_cls: 4.4081, loss: 4.4081 +2025-06-19 03:43:02,299 - pyskl - INFO - Epoch [20][500/3940] lr: 2.401e-02, eta: 2 days, 15:51:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9356, loss_cls: 4.4853, loss: 4.4853 +2025-06-19 03:43:46,696 - pyskl - INFO - Epoch [20][600/3940] lr: 2.401e-02, eta: 2 days, 15:50:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9513, loss_cls: 4.4376, loss: 4.4376 +2025-06-19 03:44:31,066 - pyskl - INFO - Epoch [20][700/3940] lr: 2.401e-02, eta: 2 days, 15:49:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9450, loss_cls: 4.4866, loss: 4.4866 +2025-06-19 03:45:15,390 - pyskl - INFO - Epoch [20][800/3940] lr: 2.400e-02, eta: 2 days, 15:49:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9394, loss_cls: 4.4491, loss: 4.4491 +2025-06-19 03:45:59,637 - pyskl - INFO - Epoch [20][900/3940] lr: 2.400e-02, eta: 2 days, 15:48:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9325, loss_cls: 4.5450, loss: 4.5450 +2025-06-19 03:46:43,898 - pyskl - INFO - Epoch [20][1000/3940] lr: 2.400e-02, eta: 2 days, 15:47:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9444, loss_cls: 4.4071, loss: 4.4071 +2025-06-19 03:47:28,248 - pyskl - INFO - Epoch [20][1100/3940] lr: 2.399e-02, eta: 2 days, 15:46:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9437, loss_cls: 4.3810, loss: 4.3810 +2025-06-19 03:48:12,555 - pyskl - INFO - Epoch [20][1200/3940] lr: 2.399e-02, eta: 2 days, 15:46:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9350, loss_cls: 4.4687, loss: 4.4687 +2025-06-19 03:48:56,829 - pyskl - INFO - Epoch [20][1300/3940] lr: 2.399e-02, eta: 2 days, 15:45:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9444, loss_cls: 4.4606, loss: 4.4606 +2025-06-19 03:49:41,070 - pyskl - INFO - Epoch [20][1400/3940] lr: 2.399e-02, eta: 2 days, 15:44:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9431, loss_cls: 4.4955, loss: 4.4955 +2025-06-19 03:50:25,346 - pyskl - INFO - Epoch [20][1500/3940] lr: 2.398e-02, eta: 2 days, 15:43:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9556, loss_cls: 4.4632, loss: 4.4632 +2025-06-19 03:51:09,673 - pyskl - INFO - Epoch [20][1600/3940] lr: 2.398e-02, eta: 2 days, 15:42:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9437, loss_cls: 4.4561, loss: 4.4561 +2025-06-19 03:51:54,018 - pyskl - INFO - Epoch [20][1700/3940] lr: 2.398e-02, eta: 2 days, 15:42:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9413, loss_cls: 4.4663, loss: 4.4663 +2025-06-19 03:52:38,311 - pyskl - INFO - Epoch [20][1800/3940] lr: 2.398e-02, eta: 2 days, 15:41:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9425, loss_cls: 4.6509, loss: 4.6509 +2025-06-19 03:53:22,544 - pyskl - INFO - Epoch [20][1900/3940] lr: 2.397e-02, eta: 2 days, 15:40:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9519, loss_cls: 4.3127, loss: 4.3127 +2025-06-19 03:54:06,814 - pyskl - INFO - Epoch [20][2000/3940] lr: 2.397e-02, eta: 2 days, 15:39:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9363, loss_cls: 4.5700, loss: 4.5700 +2025-06-19 03:54:51,080 - pyskl - INFO - Epoch [20][2100/3940] lr: 2.397e-02, eta: 2 days, 15:39:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9406, loss_cls: 4.4656, loss: 4.4656 +2025-06-19 03:55:35,417 - pyskl - INFO - Epoch [20][2200/3940] lr: 2.397e-02, eta: 2 days, 15:38:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9425, loss_cls: 4.3733, loss: 4.3733 +2025-06-19 03:56:19,708 - pyskl - INFO - Epoch [20][2300/3940] lr: 2.396e-02, eta: 2 days, 15:37:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9375, loss_cls: 4.5713, loss: 4.5713 +2025-06-19 03:57:04,085 - pyskl - INFO - Epoch [20][2400/3940] lr: 2.396e-02, eta: 2 days, 15:36:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9400, loss_cls: 4.4602, loss: 4.4602 +2025-06-19 03:57:48,483 - pyskl - INFO - Epoch [20][2500/3940] lr: 2.396e-02, eta: 2 days, 15:35:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9275, loss_cls: 4.4896, loss: 4.4896 +2025-06-19 03:58:32,840 - pyskl - INFO - Epoch [20][2600/3940] lr: 2.396e-02, eta: 2 days, 15:35:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9425, loss_cls: 4.4590, loss: 4.4590 +2025-06-19 03:59:17,285 - pyskl - INFO - Epoch [20][2700/3940] lr: 2.395e-02, eta: 2 days, 15:34:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9437, loss_cls: 4.4633, loss: 4.4633 +2025-06-19 04:00:01,713 - pyskl - INFO - Epoch [20][2800/3940] lr: 2.395e-02, eta: 2 days, 15:33:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9394, loss_cls: 4.4467, loss: 4.4467 +2025-06-19 04:00:46,095 - pyskl - INFO - Epoch [20][2900/3940] lr: 2.395e-02, eta: 2 days, 15:32:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9419, loss_cls: 4.3526, loss: 4.3526 +2025-06-19 04:01:30,441 - pyskl - INFO - Epoch [20][3000/3940] lr: 2.394e-02, eta: 2 days, 15:32:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9331, loss_cls: 4.6039, loss: 4.6039 +2025-06-19 04:02:14,782 - pyskl - INFO - Epoch [20][3100/3940] lr: 2.394e-02, eta: 2 days, 15:31:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9419, loss_cls: 4.4725, loss: 4.4725 +2025-06-19 04:02:58,996 - pyskl - INFO - Epoch [20][3200/3940] lr: 2.394e-02, eta: 2 days, 15:30:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9413, loss_cls: 4.3559, loss: 4.3559 +2025-06-19 04:03:43,198 - pyskl - INFO - Epoch [20][3300/3940] lr: 2.394e-02, eta: 2 days, 15:29:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9513, loss_cls: 4.3755, loss: 4.3755 +2025-06-19 04:04:27,403 - pyskl - INFO - Epoch [20][3400/3940] lr: 2.393e-02, eta: 2 days, 15:29:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9194, loss_cls: 4.5751, loss: 4.5751 +2025-06-19 04:05:11,636 - pyskl - INFO - Epoch [20][3500/3940] lr: 2.393e-02, eta: 2 days, 15:28:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9431, loss_cls: 4.4397, loss: 4.4397 +2025-06-19 04:05:55,931 - pyskl - INFO - Epoch [20][3600/3940] lr: 2.393e-02, eta: 2 days, 15:27:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9400, loss_cls: 4.4738, loss: 4.4738 +2025-06-19 04:06:40,057 - pyskl - INFO - Epoch [20][3700/3940] lr: 2.393e-02, eta: 2 days, 15:26:41, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9369, loss_cls: 4.4223, loss: 4.4223 +2025-06-19 04:07:24,313 - pyskl - INFO - Epoch [20][3800/3940] lr: 2.392e-02, eta: 2 days, 15:25:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9406, loss_cls: 4.4042, loss: 4.4042 +2025-06-19 04:08:08,615 - pyskl - INFO - Epoch [20][3900/3940] lr: 2.392e-02, eta: 2 days, 15:25:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9487, loss_cls: 4.3503, loss: 4.3503 +2025-06-19 04:08:26,673 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-06-19 04:26:15,497 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 04:26:15,960 - pyskl - INFO - +top1_acc 0.6528 +top5_acc 0.9038 +2025-06-19 04:26:15,979 - pyskl - INFO - Epoch(val) [20][3183] top1_acc: 0.6528, top5_acc: 0.9038 +2025-06-19 04:27:25,290 - pyskl - INFO - Epoch [21][100/3940] lr: 2.392e-02, eta: 2 days, 15:24:50, time: 0.693, data_time: 0.251, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9413, loss_cls: 4.3495, loss: 4.3495 +2025-06-19 04:28:09,452 - pyskl - INFO - Epoch [21][200/3940] lr: 2.391e-02, eta: 2 days, 15:24:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9481, loss_cls: 4.3328, loss: 4.3328 +2025-06-19 04:28:53,638 - pyskl - INFO - Epoch [21][300/3940] lr: 2.391e-02, eta: 2 days, 15:23:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9450, loss_cls: 4.2454, loss: 4.2454 +2025-06-19 04:29:38,165 - pyskl - INFO - Epoch [21][400/3940] lr: 2.391e-02, eta: 2 days, 15:22:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9394, loss_cls: 4.3860, loss: 4.3860 +2025-06-19 04:30:22,669 - pyskl - INFO - Epoch [21][500/3940] lr: 2.391e-02, eta: 2 days, 15:21:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9425, loss_cls: 4.5093, loss: 4.5093 +2025-06-19 04:31:07,030 - pyskl - INFO - Epoch [21][600/3940] lr: 2.390e-02, eta: 2 days, 15:21:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9425, loss_cls: 4.5311, loss: 4.5311 +2025-06-19 04:31:51,300 - pyskl - INFO - Epoch [21][700/3940] lr: 2.390e-02, eta: 2 days, 15:20:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9525, loss_cls: 4.4621, loss: 4.4621 +2025-06-19 04:32:35,586 - pyskl - INFO - Epoch [21][800/3940] lr: 2.390e-02, eta: 2 days, 15:19:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9475, loss_cls: 4.3377, loss: 4.3377 +2025-06-19 04:33:19,789 - pyskl - INFO - Epoch [21][900/3940] lr: 2.389e-02, eta: 2 days, 15:18:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9406, loss_cls: 4.3900, loss: 4.3900 +2025-06-19 04:34:03,985 - pyskl - INFO - Epoch [21][1000/3940] lr: 2.389e-02, eta: 2 days, 15:17:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9494, loss_cls: 4.3988, loss: 4.3988 +2025-06-19 04:34:48,183 - pyskl - INFO - Epoch [21][1100/3940] lr: 2.389e-02, eta: 2 days, 15:17:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9425, loss_cls: 4.5322, loss: 4.5322 +2025-06-19 04:35:32,366 - pyskl - INFO - Epoch [21][1200/3940] lr: 2.389e-02, eta: 2 days, 15:16:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9306, loss_cls: 4.4906, loss: 4.4906 +2025-06-19 04:36:16,572 - pyskl - INFO - Epoch [21][1300/3940] lr: 2.388e-02, eta: 2 days, 15:15:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9450, loss_cls: 4.3893, loss: 4.3893 +2025-06-19 04:37:00,756 - pyskl - INFO - Epoch [21][1400/3940] lr: 2.388e-02, eta: 2 days, 15:14:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9356, loss_cls: 4.3448, loss: 4.3448 +2025-06-19 04:37:44,934 - pyskl - INFO - Epoch [21][1500/3940] lr: 2.388e-02, eta: 2 days, 15:13:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9325, loss_cls: 4.5969, loss: 4.5969 +2025-06-19 04:38:29,166 - pyskl - INFO - Epoch [21][1600/3940] lr: 2.388e-02, eta: 2 days, 15:13:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9400, loss_cls: 4.3170, loss: 4.3170 +2025-06-19 04:39:13,300 - pyskl - INFO - Epoch [21][1700/3940] lr: 2.387e-02, eta: 2 days, 15:12:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9337, loss_cls: 4.4390, loss: 4.4390 +2025-06-19 04:39:57,490 - pyskl - INFO - Epoch [21][1800/3940] lr: 2.387e-02, eta: 2 days, 15:11:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9375, loss_cls: 4.6015, loss: 4.6015 +2025-06-19 04:40:41,677 - pyskl - INFO - Epoch [21][1900/3940] lr: 2.387e-02, eta: 2 days, 15:10:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9487, loss_cls: 4.3655, loss: 4.3655 +2025-06-19 04:41:25,914 - pyskl - INFO - Epoch [21][2000/3940] lr: 2.386e-02, eta: 2 days, 15:10:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9475, loss_cls: 4.4810, loss: 4.4810 +2025-06-19 04:42:10,149 - pyskl - INFO - Epoch [21][2100/3940] lr: 2.386e-02, eta: 2 days, 15:09:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9444, loss_cls: 4.2983, loss: 4.2983 +2025-06-19 04:42:54,373 - pyskl - INFO - Epoch [21][2200/3940] lr: 2.386e-02, eta: 2 days, 15:08:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9369, loss_cls: 4.6229, loss: 4.6229 +2025-06-19 04:43:38,531 - pyskl - INFO - Epoch [21][2300/3940] lr: 2.386e-02, eta: 2 days, 15:07:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9456, loss_cls: 4.4978, loss: 4.4978 +2025-06-19 04:44:22,691 - pyskl - INFO - Epoch [21][2400/3940] lr: 2.385e-02, eta: 2 days, 15:06:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9344, loss_cls: 4.5433, loss: 4.5433 +2025-06-19 04:45:06,897 - pyskl - INFO - Epoch [21][2500/3940] lr: 2.385e-02, eta: 2 days, 15:06:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9450, loss_cls: 4.3588, loss: 4.3588 +2025-06-19 04:45:51,170 - pyskl - INFO - Epoch [21][2600/3940] lr: 2.385e-02, eta: 2 days, 15:05:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9431, loss_cls: 4.4023, loss: 4.4023 +2025-06-19 04:46:35,443 - pyskl - INFO - Epoch [21][2700/3940] lr: 2.385e-02, eta: 2 days, 15:04:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9406, loss_cls: 4.3737, loss: 4.3737 +2025-06-19 04:47:19,637 - pyskl - INFO - Epoch [21][2800/3940] lr: 2.384e-02, eta: 2 days, 15:03:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9431, loss_cls: 4.4701, loss: 4.4701 +2025-06-19 04:48:03,929 - pyskl - INFO - Epoch [21][2900/3940] lr: 2.384e-02, eta: 2 days, 15:03:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9313, loss_cls: 4.4797, loss: 4.4797 +2025-06-19 04:48:48,198 - pyskl - INFO - Epoch [21][3000/3940] lr: 2.384e-02, eta: 2 days, 15:02:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9394, loss_cls: 4.4462, loss: 4.4462 +2025-06-19 04:49:32,497 - pyskl - INFO - Epoch [21][3100/3940] lr: 2.383e-02, eta: 2 days, 15:01:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9394, loss_cls: 4.4594, loss: 4.4594 +2025-06-19 04:50:16,725 - pyskl - INFO - Epoch [21][3200/3940] lr: 2.383e-02, eta: 2 days, 15:00:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9375, loss_cls: 4.5431, loss: 4.5431 +2025-06-19 04:51:00,902 - pyskl - INFO - Epoch [21][3300/3940] lr: 2.383e-02, eta: 2 days, 14:59:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9431, loss_cls: 4.3334, loss: 4.3334 +2025-06-19 04:51:45,167 - pyskl - INFO - Epoch [21][3400/3940] lr: 2.383e-02, eta: 2 days, 14:59:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9406, loss_cls: 4.4445, loss: 4.4445 +2025-06-19 04:52:29,360 - pyskl - INFO - Epoch [21][3500/3940] lr: 2.382e-02, eta: 2 days, 14:58:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9475, loss_cls: 4.3322, loss: 4.3322 +2025-06-19 04:53:13,617 - pyskl - INFO - Epoch [21][3600/3940] lr: 2.382e-02, eta: 2 days, 14:57:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9475, loss_cls: 4.4178, loss: 4.4178 +2025-06-19 04:53:57,876 - pyskl - INFO - Epoch [21][3700/3940] lr: 2.382e-02, eta: 2 days, 14:56:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9419, loss_cls: 4.4747, loss: 4.4747 +2025-06-19 04:54:42,149 - pyskl - INFO - Epoch [21][3800/3940] lr: 2.381e-02, eta: 2 days, 14:56:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9413, loss_cls: 4.4822, loss: 4.4822 +2025-06-19 04:55:26,579 - pyskl - INFO - Epoch [21][3900/3940] lr: 2.381e-02, eta: 2 days, 14:55:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9431, loss_cls: 4.4318, loss: 4.4318 +2025-06-19 04:55:44,686 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-06-19 04:59:05,607 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 04:59:06,075 - pyskl - INFO - +top1_acc 0.6715 +top5_acc 0.8983 +2025-06-19 04:59:06,095 - pyskl - INFO - Epoch(val) [21][3183] top1_acc: 0.6715, top5_acc: 0.8983 +2025-06-19 05:00:15,342 - pyskl - INFO - Epoch [22][100/3940] lr: 2.381e-02, eta: 2 days, 14:54:58, time: 0.692, data_time: 0.248, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9463, loss_cls: 4.2854, loss: 4.2854 +2025-06-19 05:00:59,665 - pyskl - INFO - Epoch [22][200/3940] lr: 2.380e-02, eta: 2 days, 14:54:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9463, loss_cls: 4.4314, loss: 4.4314 +2025-06-19 05:01:44,045 - pyskl - INFO - Epoch [22][300/3940] lr: 2.380e-02, eta: 2 days, 14:53:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9444, loss_cls: 4.3936, loss: 4.3936 +2025-06-19 05:02:28,419 - pyskl - INFO - Epoch [22][400/3940] lr: 2.380e-02, eta: 2 days, 14:52:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9613, loss_cls: 4.3065, loss: 4.3065 +2025-06-19 05:03:12,621 - pyskl - INFO - Epoch [22][500/3940] lr: 2.380e-02, eta: 2 days, 14:51:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9487, loss_cls: 4.3208, loss: 4.3208 +2025-06-19 05:03:56,922 - pyskl - INFO - Epoch [22][600/3940] lr: 2.379e-02, eta: 2 days, 14:51:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9387, loss_cls: 4.4520, loss: 4.4520 +2025-06-19 05:04:41,253 - pyskl - INFO - Epoch [22][700/3940] lr: 2.379e-02, eta: 2 days, 14:50:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9344, loss_cls: 4.4054, loss: 4.4054 +2025-06-19 05:05:25,554 - pyskl - INFO - Epoch [22][800/3940] lr: 2.379e-02, eta: 2 days, 14:49:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9431, loss_cls: 4.3780, loss: 4.3780 +2025-06-19 05:06:09,904 - pyskl - INFO - Epoch [22][900/3940] lr: 2.378e-02, eta: 2 days, 14:48:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9375, loss_cls: 4.3881, loss: 4.3881 +2025-06-19 05:06:54,227 - pyskl - INFO - Epoch [22][1000/3940] lr: 2.378e-02, eta: 2 days, 14:48:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9344, loss_cls: 4.4206, loss: 4.4206 +2025-06-19 05:07:38,509 - pyskl - INFO - Epoch [22][1100/3940] lr: 2.378e-02, eta: 2 days, 14:47:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9387, loss_cls: 4.5120, loss: 4.5120 +2025-06-19 05:08:22,807 - pyskl - INFO - Epoch [22][1200/3940] lr: 2.378e-02, eta: 2 days, 14:46:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9587, loss_cls: 4.2104, loss: 4.2104 +2025-06-19 05:09:07,174 - pyskl - INFO - Epoch [22][1300/3940] lr: 2.377e-02, eta: 2 days, 14:45:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9569, loss_cls: 4.4283, loss: 4.4283 +2025-06-19 05:09:51,533 - pyskl - INFO - Epoch [22][1400/3940] lr: 2.377e-02, eta: 2 days, 14:44:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9456, loss_cls: 4.3694, loss: 4.3694 +2025-06-19 05:10:35,731 - pyskl - INFO - Epoch [22][1500/3940] lr: 2.377e-02, eta: 2 days, 14:44:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9513, loss_cls: 4.2492, loss: 4.2492 +2025-06-19 05:11:19,754 - pyskl - INFO - Epoch [22][1600/3940] lr: 2.376e-02, eta: 2 days, 14:43:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9556, loss_cls: 4.2723, loss: 4.2723 +2025-06-19 05:12:03,993 - pyskl - INFO - Epoch [22][1700/3940] lr: 2.376e-02, eta: 2 days, 14:42:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9363, loss_cls: 4.4394, loss: 4.4394 +2025-06-19 05:12:48,175 - pyskl - INFO - Epoch [22][1800/3940] lr: 2.376e-02, eta: 2 days, 14:41:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9413, loss_cls: 4.4563, loss: 4.4563 +2025-06-19 05:13:32,436 - pyskl - INFO - Epoch [22][1900/3940] lr: 2.376e-02, eta: 2 days, 14:41:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9337, loss_cls: 4.5345, loss: 4.5345 +2025-06-19 05:14:16,702 - pyskl - INFO - Epoch [22][2000/3940] lr: 2.375e-02, eta: 2 days, 14:40:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9400, loss_cls: 4.4153, loss: 4.4153 +2025-06-19 05:15:00,949 - pyskl - INFO - Epoch [22][2100/3940] lr: 2.375e-02, eta: 2 days, 14:39:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9400, loss_cls: 4.5414, loss: 4.5414 +2025-06-19 05:15:45,157 - pyskl - INFO - Epoch [22][2200/3940] lr: 2.375e-02, eta: 2 days, 14:38:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9456, loss_cls: 4.2697, loss: 4.2697 +2025-06-19 05:16:29,299 - pyskl - INFO - Epoch [22][2300/3940] lr: 2.374e-02, eta: 2 days, 14:37:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9444, loss_cls: 4.3938, loss: 4.3938 +2025-06-19 05:17:13,471 - pyskl - INFO - Epoch [22][2400/3940] lr: 2.374e-02, eta: 2 days, 14:37:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9481, loss_cls: 4.3910, loss: 4.3910 +2025-06-19 05:17:57,694 - pyskl - INFO - Epoch [22][2500/3940] lr: 2.374e-02, eta: 2 days, 14:36:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9437, loss_cls: 4.4076, loss: 4.4076 +2025-06-19 05:18:41,937 - pyskl - INFO - Epoch [22][2600/3940] lr: 2.374e-02, eta: 2 days, 14:35:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9306, loss_cls: 4.5329, loss: 4.5329 +2025-06-19 05:19:26,293 - pyskl - INFO - Epoch [22][2700/3940] lr: 2.373e-02, eta: 2 days, 14:34:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9406, loss_cls: 4.4215, loss: 4.4215 +2025-06-19 05:20:10,594 - pyskl - INFO - Epoch [22][2800/3940] lr: 2.373e-02, eta: 2 days, 14:34:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9400, loss_cls: 4.4959, loss: 4.4959 +2025-06-19 05:20:54,945 - pyskl - INFO - Epoch [22][2900/3940] lr: 2.373e-02, eta: 2 days, 14:33:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9406, loss_cls: 4.4366, loss: 4.4366 +2025-06-19 05:21:39,255 - pyskl - INFO - Epoch [22][3000/3940] lr: 2.372e-02, eta: 2 days, 14:32:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9325, loss_cls: 4.5380, loss: 4.5380 +2025-06-19 05:22:23,609 - pyskl - INFO - Epoch [22][3100/3940] lr: 2.372e-02, eta: 2 days, 14:31:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9375, loss_cls: 4.4015, loss: 4.4015 +2025-06-19 05:23:07,946 - pyskl - INFO - Epoch [22][3200/3940] lr: 2.372e-02, eta: 2 days, 14:31:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9444, loss_cls: 4.3902, loss: 4.3902 +2025-06-19 05:23:52,137 - pyskl - INFO - Epoch [22][3300/3940] lr: 2.372e-02, eta: 2 days, 14:30:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9387, loss_cls: 4.3965, loss: 4.3965 +2025-06-19 05:24:36,390 - pyskl - INFO - Epoch [22][3400/3940] lr: 2.371e-02, eta: 2 days, 14:29:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9519, loss_cls: 4.2936, loss: 4.2936 +2025-06-19 05:25:20,668 - pyskl - INFO - Epoch [22][3500/3940] lr: 2.371e-02, eta: 2 days, 14:28:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9456, loss_cls: 4.3846, loss: 4.3846 +2025-06-19 05:26:04,953 - pyskl - INFO - Epoch [22][3600/3940] lr: 2.371e-02, eta: 2 days, 14:27:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9506, loss_cls: 4.4748, loss: 4.4748 +2025-06-19 05:26:49,275 - pyskl - INFO - Epoch [22][3700/3940] lr: 2.370e-02, eta: 2 days, 14:27:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9337, loss_cls: 4.5049, loss: 4.5049 +2025-06-19 05:27:33,498 - pyskl - INFO - Epoch [22][3800/3940] lr: 2.370e-02, eta: 2 days, 14:26:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9431, loss_cls: 4.4040, loss: 4.4040 +2025-06-19 05:28:17,809 - pyskl - INFO - Epoch [22][3900/3940] lr: 2.370e-02, eta: 2 days, 14:25:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9444, loss_cls: 4.2994, loss: 4.2994 +2025-06-19 05:28:35,835 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-06-19 05:31:56,534 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 05:31:56,997 - pyskl - INFO - +top1_acc 0.6877 +top5_acc 0.9218 +2025-06-19 05:31:57,050 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_17.pth was removed +2025-06-19 05:31:58,088 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. +2025-06-19 05:31:58,090 - pyskl - INFO - Best top1_acc is 0.6877 at 22 epoch. +2025-06-19 05:31:58,108 - pyskl - INFO - Epoch(val) [22][3183] top1_acc: 0.6877, top5_acc: 0.9218 +2025-06-19 05:33:07,383 - pyskl - INFO - Epoch [23][100/3940] lr: 2.369e-02, eta: 2 days, 14:25:16, time: 0.693, data_time: 0.250, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9506, loss_cls: 4.3397, loss: 4.3397 +2025-06-19 05:33:51,754 - pyskl - INFO - Epoch [23][200/3940] lr: 2.369e-02, eta: 2 days, 14:24:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9406, loss_cls: 4.4361, loss: 4.4361 +2025-06-19 05:34:36,180 - pyskl - INFO - Epoch [23][300/3940] lr: 2.369e-02, eta: 2 days, 14:23:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9513, loss_cls: 4.3131, loss: 4.3131 +2025-06-19 05:35:20,565 - pyskl - INFO - Epoch [23][400/3940] lr: 2.368e-02, eta: 2 days, 14:22:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9419, loss_cls: 4.3592, loss: 4.3592 +2025-06-19 05:36:04,889 - pyskl - INFO - Epoch [23][500/3940] lr: 2.368e-02, eta: 2 days, 14:22:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9481, loss_cls: 4.3768, loss: 4.3768 +2025-06-19 05:36:49,241 - pyskl - INFO - Epoch [23][600/3940] lr: 2.368e-02, eta: 2 days, 14:21:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9506, loss_cls: 4.3650, loss: 4.3650 +2025-06-19 05:37:33,586 - pyskl - INFO - Epoch [23][700/3940] lr: 2.368e-02, eta: 2 days, 14:20:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9337, loss_cls: 4.4437, loss: 4.4437 +2025-06-19 05:38:17,980 - pyskl - INFO - Epoch [23][800/3940] lr: 2.367e-02, eta: 2 days, 14:19:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9550, loss_cls: 4.2923, loss: 4.2923 +2025-06-19 05:39:02,309 - pyskl - INFO - Epoch [23][900/3940] lr: 2.367e-02, eta: 2 days, 14:19:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9331, loss_cls: 4.6027, loss: 4.6027 +2025-06-19 05:39:46,655 - pyskl - INFO - Epoch [23][1000/3940] lr: 2.367e-02, eta: 2 days, 14:18:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9494, loss_cls: 4.3535, loss: 4.3535 +2025-06-19 05:40:30,957 - pyskl - INFO - Epoch [23][1100/3940] lr: 2.366e-02, eta: 2 days, 14:17:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9406, loss_cls: 4.4978, loss: 4.4978 +2025-06-19 05:41:15,198 - pyskl - INFO - Epoch [23][1200/3940] lr: 2.366e-02, eta: 2 days, 14:16:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9563, loss_cls: 4.2632, loss: 4.2632 +2025-06-19 05:41:59,453 - pyskl - INFO - Epoch [23][1300/3940] lr: 2.366e-02, eta: 2 days, 14:16:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9444, loss_cls: 4.3273, loss: 4.3273 +2025-06-19 05:42:43,723 - pyskl - INFO - Epoch [23][1400/3940] lr: 2.365e-02, eta: 2 days, 14:15:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9400, loss_cls: 4.3064, loss: 4.3064 +2025-06-19 05:43:28,088 - pyskl - INFO - Epoch [23][1500/3940] lr: 2.365e-02, eta: 2 days, 14:14:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9463, loss_cls: 4.2991, loss: 4.2991 +2025-06-19 05:44:12,366 - pyskl - INFO - Epoch [23][1600/3940] lr: 2.365e-02, eta: 2 days, 14:13:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9319, loss_cls: 4.3376, loss: 4.3376 +2025-06-19 05:44:56,658 - pyskl - INFO - Epoch [23][1700/3940] lr: 2.365e-02, eta: 2 days, 14:13:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9425, loss_cls: 4.4046, loss: 4.4046 +2025-06-19 05:45:40,885 - pyskl - INFO - Epoch [23][1800/3940] lr: 2.364e-02, eta: 2 days, 14:12:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9444, loss_cls: 4.4181, loss: 4.4181 +2025-06-19 05:46:25,130 - pyskl - INFO - Epoch [23][1900/3940] lr: 2.364e-02, eta: 2 days, 14:11:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9413, loss_cls: 4.3915, loss: 4.3915 +2025-06-19 05:47:09,440 - pyskl - INFO - Epoch [23][2000/3940] lr: 2.364e-02, eta: 2 days, 14:10:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9494, loss_cls: 4.4437, loss: 4.4437 +2025-06-19 05:47:53,688 - pyskl - INFO - Epoch [23][2100/3940] lr: 2.363e-02, eta: 2 days, 14:09:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9363, loss_cls: 4.5164, loss: 4.5164 +2025-06-19 05:48:37,966 - pyskl - INFO - Epoch [23][2200/3940] lr: 2.363e-02, eta: 2 days, 14:09:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9425, loss_cls: 4.4266, loss: 4.4266 +2025-06-19 05:49:22,254 - pyskl - INFO - Epoch [23][2300/3940] lr: 2.363e-02, eta: 2 days, 14:08:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9550, loss_cls: 4.3826, loss: 4.3826 +2025-06-19 05:50:06,534 - pyskl - INFO - Epoch [23][2400/3940] lr: 2.362e-02, eta: 2 days, 14:07:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9481, loss_cls: 4.3011, loss: 4.3011 +2025-06-19 05:50:50,774 - pyskl - INFO - Epoch [23][2500/3940] lr: 2.362e-02, eta: 2 days, 14:06:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9463, loss_cls: 4.4755, loss: 4.4755 +2025-06-19 05:51:34,989 - pyskl - INFO - Epoch [23][2600/3940] lr: 2.362e-02, eta: 2 days, 14:06:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9444, loss_cls: 4.2964, loss: 4.2964 +2025-06-19 05:52:19,205 - pyskl - INFO - Epoch [23][2700/3940] lr: 2.362e-02, eta: 2 days, 14:05:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9394, loss_cls: 4.4844, loss: 4.4844 +2025-06-19 05:53:03,423 - pyskl - INFO - Epoch [23][2800/3940] lr: 2.361e-02, eta: 2 days, 14:04:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9425, loss_cls: 4.3188, loss: 4.3188 +2025-06-19 05:53:47,844 - pyskl - INFO - Epoch [23][2900/3940] lr: 2.361e-02, eta: 2 days, 14:03:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9381, loss_cls: 4.3724, loss: 4.3724 +2025-06-19 05:54:32,029 - pyskl - INFO - Epoch [23][3000/3940] lr: 2.361e-02, eta: 2 days, 14:03:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9375, loss_cls: 4.4447, loss: 4.4447 +2025-06-19 05:55:16,473 - pyskl - INFO - Epoch [23][3100/3940] lr: 2.360e-02, eta: 2 days, 14:02:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9369, loss_cls: 4.3842, loss: 4.3842 +2025-06-19 05:56:00,858 - pyskl - INFO - Epoch [23][3200/3940] lr: 2.360e-02, eta: 2 days, 14:01:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9419, loss_cls: 4.5846, loss: 4.5846 +2025-06-19 05:56:45,165 - pyskl - INFO - Epoch [23][3300/3940] lr: 2.360e-02, eta: 2 days, 14:00:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 4.3190, loss: 4.3190 +2025-06-19 05:57:29,481 - pyskl - INFO - Epoch [23][3400/3940] lr: 2.359e-02, eta: 2 days, 13:59:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9337, loss_cls: 4.5033, loss: 4.5033 +2025-06-19 05:58:13,772 - pyskl - INFO - Epoch [23][3500/3940] lr: 2.359e-02, eta: 2 days, 13:59:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9325, loss_cls: 4.5212, loss: 4.5212 +2025-06-19 05:58:58,154 - pyskl - INFO - Epoch [23][3600/3940] lr: 2.359e-02, eta: 2 days, 13:58:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9456, loss_cls: 4.5086, loss: 4.5086 +2025-06-19 05:59:42,557 - pyskl - INFO - Epoch [23][3700/3940] lr: 2.358e-02, eta: 2 days, 13:57:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9456, loss_cls: 4.3375, loss: 4.3375 +2025-06-19 06:00:26,831 - pyskl - INFO - Epoch [23][3800/3940] lr: 2.358e-02, eta: 2 days, 13:56:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9356, loss_cls: 4.4050, loss: 4.4050 +2025-06-19 06:01:11,119 - pyskl - INFO - Epoch [23][3900/3940] lr: 2.358e-02, eta: 2 days, 13:56:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9413, loss_cls: 4.4952, loss: 4.4952 +2025-06-19 06:01:29,161 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-06-19 06:04:50,169 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 06:04:50,636 - pyskl - INFO - +top1_acc 0.6636 +top5_acc 0.9154 +2025-06-19 06:04:50,654 - pyskl - INFO - Epoch(val) [23][3183] top1_acc: 0.6636, top5_acc: 0.9154 +2025-06-19 06:06:00,475 - pyskl - INFO - Epoch [24][100/3940] lr: 2.357e-02, eta: 2 days, 13:55:47, time: 0.698, data_time: 0.253, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9437, loss_cls: 4.3741, loss: 4.3741 +2025-06-19 06:06:44,872 - pyskl - INFO - Epoch [24][200/3940] lr: 2.357e-02, eta: 2 days, 13:55:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9463, loss_cls: 4.3232, loss: 4.3232 +2025-06-19 06:07:29,145 - pyskl - INFO - Epoch [24][300/3940] lr: 2.357e-02, eta: 2 days, 13:54:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9506, loss_cls: 4.2681, loss: 4.2681 +2025-06-19 06:08:13,516 - pyskl - INFO - Epoch [24][400/3940] lr: 2.357e-02, eta: 2 days, 13:53:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9544, loss_cls: 4.3488, loss: 4.3488 +2025-06-19 06:08:57,838 - pyskl - INFO - Epoch [24][500/3940] lr: 2.356e-02, eta: 2 days, 13:52:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9487, loss_cls: 4.4046, loss: 4.4046 +2025-06-19 06:09:42,096 - pyskl - INFO - Epoch [24][600/3940] lr: 2.356e-02, eta: 2 days, 13:51:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9456, loss_cls: 4.5015, loss: 4.5015 +2025-06-19 06:10:26,295 - pyskl - INFO - Epoch [24][700/3940] lr: 2.356e-02, eta: 2 days, 13:51:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9475, loss_cls: 4.3238, loss: 4.3238 +2025-06-19 06:11:10,610 - pyskl - INFO - Epoch [24][800/3940] lr: 2.355e-02, eta: 2 days, 13:50:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9494, loss_cls: 4.2440, loss: 4.2440 +2025-06-19 06:11:54,861 - pyskl - INFO - Epoch [24][900/3940] lr: 2.355e-02, eta: 2 days, 13:49:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9413, loss_cls: 4.3108, loss: 4.3108 +2025-06-19 06:12:39,108 - pyskl - INFO - Epoch [24][1000/3940] lr: 2.355e-02, eta: 2 days, 13:48:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9469, loss_cls: 4.3414, loss: 4.3414 +2025-06-19 06:13:23,368 - pyskl - INFO - Epoch [24][1100/3940] lr: 2.354e-02, eta: 2 days, 13:48:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9444, loss_cls: 4.4058, loss: 4.4058 +2025-06-19 06:14:07,635 - pyskl - INFO - Epoch [24][1200/3940] lr: 2.354e-02, eta: 2 days, 13:47:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9487, loss_cls: 4.1365, loss: 4.1365 +2025-06-19 06:14:51,864 - pyskl - INFO - Epoch [24][1300/3940] lr: 2.354e-02, eta: 2 days, 13:46:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9513, loss_cls: 4.2562, loss: 4.2562 +2025-06-19 06:15:36,109 - pyskl - INFO - Epoch [24][1400/3940] lr: 2.353e-02, eta: 2 days, 13:45:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9444, loss_cls: 4.2438, loss: 4.2438 +2025-06-19 06:16:20,369 - pyskl - INFO - Epoch [24][1500/3940] lr: 2.353e-02, eta: 2 days, 13:45:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9444, loss_cls: 4.4793, loss: 4.4793 +2025-06-19 06:17:04,593 - pyskl - INFO - Epoch [24][1600/3940] lr: 2.353e-02, eta: 2 days, 13:44:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9481, loss_cls: 4.4272, loss: 4.4272 +2025-06-19 06:17:48,902 - pyskl - INFO - Epoch [24][1700/3940] lr: 2.352e-02, eta: 2 days, 13:43:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9444, loss_cls: 4.3450, loss: 4.3450 +2025-06-19 06:18:33,201 - pyskl - INFO - Epoch [24][1800/3940] lr: 2.352e-02, eta: 2 days, 13:42:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9475, loss_cls: 4.2062, loss: 4.2062 +2025-06-19 06:19:17,470 - pyskl - INFO - Epoch [24][1900/3940] lr: 2.352e-02, eta: 2 days, 13:41:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9444, loss_cls: 4.3016, loss: 4.3016 +2025-06-19 06:20:01,762 - pyskl - INFO - Epoch [24][2000/3940] lr: 2.352e-02, eta: 2 days, 13:41:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9413, loss_cls: 4.3138, loss: 4.3138 +2025-06-19 06:20:46,049 - pyskl - INFO - Epoch [24][2100/3940] lr: 2.351e-02, eta: 2 days, 13:40:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9394, loss_cls: 4.3616, loss: 4.3616 +2025-06-19 06:21:30,256 - pyskl - INFO - Epoch [24][2200/3940] lr: 2.351e-02, eta: 2 days, 13:39:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9413, loss_cls: 4.3309, loss: 4.3309 +2025-06-19 06:22:14,560 - pyskl - INFO - Epoch [24][2300/3940] lr: 2.351e-02, eta: 2 days, 13:38:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9381, loss_cls: 4.3459, loss: 4.3459 +2025-06-19 06:22:58,830 - pyskl - INFO - Epoch [24][2400/3940] lr: 2.350e-02, eta: 2 days, 13:38:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9387, loss_cls: 4.4272, loss: 4.4272 +2025-06-19 06:23:43,238 - pyskl - INFO - Epoch [24][2500/3940] lr: 2.350e-02, eta: 2 days, 13:37:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9363, loss_cls: 4.4052, loss: 4.4052 +2025-06-19 06:24:27,598 - pyskl - INFO - Epoch [24][2600/3940] lr: 2.350e-02, eta: 2 days, 13:36:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9406, loss_cls: 4.3914, loss: 4.3914 +2025-06-19 06:25:12,003 - pyskl - INFO - Epoch [24][2700/3940] lr: 2.349e-02, eta: 2 days, 13:35:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9350, loss_cls: 4.4232, loss: 4.4232 +2025-06-19 06:25:56,410 - pyskl - INFO - Epoch [24][2800/3940] lr: 2.349e-02, eta: 2 days, 13:35:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9413, loss_cls: 4.5589, loss: 4.5589 +2025-06-19 06:26:40,771 - pyskl - INFO - Epoch [24][2900/3940] lr: 2.349e-02, eta: 2 days, 13:34:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9387, loss_cls: 4.5516, loss: 4.5516 +2025-06-19 06:27:25,226 - pyskl - INFO - Epoch [24][3000/3940] lr: 2.348e-02, eta: 2 days, 13:33:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9369, loss_cls: 4.4532, loss: 4.4532 +2025-06-19 06:28:09,845 - pyskl - INFO - Epoch [24][3100/3940] lr: 2.348e-02, eta: 2 days, 13:32:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9531, loss_cls: 4.3322, loss: 4.3322 +2025-06-19 06:28:54,524 - pyskl - INFO - Epoch [24][3200/3940] lr: 2.348e-02, eta: 2 days, 13:32:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9463, loss_cls: 4.3622, loss: 4.3622 +2025-06-19 06:29:38,868 - pyskl - INFO - Epoch [24][3300/3940] lr: 2.347e-02, eta: 2 days, 13:31:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9425, loss_cls: 4.4250, loss: 4.4250 +2025-06-19 06:30:23,159 - pyskl - INFO - Epoch [24][3400/3940] lr: 2.347e-02, eta: 2 days, 13:30:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9450, loss_cls: 4.3884, loss: 4.3884 +2025-06-19 06:31:07,508 - pyskl - INFO - Epoch [24][3500/3940] lr: 2.347e-02, eta: 2 days, 13:29:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9487, loss_cls: 4.3317, loss: 4.3317 +2025-06-19 06:31:51,828 - pyskl - INFO - Epoch [24][3600/3940] lr: 2.346e-02, eta: 2 days, 13:29:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9506, loss_cls: 4.3041, loss: 4.3041 +2025-06-19 06:32:36,136 - pyskl - INFO - Epoch [24][3700/3940] lr: 2.346e-02, eta: 2 days, 13:28:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9400, loss_cls: 4.5335, loss: 4.5335 +2025-06-19 06:33:20,519 - pyskl - INFO - Epoch [24][3800/3940] lr: 2.346e-02, eta: 2 days, 13:27:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9394, loss_cls: 4.4827, loss: 4.4827 +2025-06-19 06:34:04,932 - pyskl - INFO - Epoch [24][3900/3940] lr: 2.346e-02, eta: 2 days, 13:26:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9500, loss_cls: 4.3306, loss: 4.3306 +2025-06-19 06:34:23,097 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-06-19 06:37:43,964 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 06:37:44,434 - pyskl - INFO - +top1_acc 0.6693 +top5_acc 0.9131 +2025-06-19 06:37:44,453 - pyskl - INFO - Epoch(val) [24][3183] top1_acc: 0.6693, top5_acc: 0.9131 +2025-06-19 06:38:53,658 - pyskl - INFO - Epoch [25][100/3940] lr: 2.345e-02, eta: 2 days, 13:26:19, time: 0.692, data_time: 0.250, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 4.3817, loss: 4.3817 +2025-06-19 06:39:37,963 - pyskl - INFO - Epoch [25][200/3940] lr: 2.345e-02, eta: 2 days, 13:25:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 4.1992, loss: 4.1992 +2025-06-19 06:40:22,146 - pyskl - INFO - Epoch [25][300/3940] lr: 2.344e-02, eta: 2 days, 13:24:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9513, loss_cls: 4.2624, loss: 4.2624 +2025-06-19 06:41:06,412 - pyskl - INFO - Epoch [25][400/3940] lr: 2.344e-02, eta: 2 days, 13:24:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9481, loss_cls: 4.2817, loss: 4.2817 +2025-06-19 06:41:50,683 - pyskl - INFO - Epoch [25][500/3940] lr: 2.344e-02, eta: 2 days, 13:23:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9400, loss_cls: 4.3385, loss: 4.3385 +2025-06-19 06:42:35,004 - pyskl - INFO - Epoch [25][600/3940] lr: 2.343e-02, eta: 2 days, 13:22:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9413, loss_cls: 4.2797, loss: 4.2797 +2025-06-19 06:43:19,335 - pyskl - INFO - Epoch [25][700/3940] lr: 2.343e-02, eta: 2 days, 13:21:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9544, loss_cls: 4.3609, loss: 4.3609 +2025-06-19 06:44:03,675 - pyskl - INFO - Epoch [25][800/3940] lr: 2.343e-02, eta: 2 days, 13:20:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9444, loss_cls: 4.2750, loss: 4.2750 +2025-06-19 06:44:47,878 - pyskl - INFO - Epoch [25][900/3940] lr: 2.342e-02, eta: 2 days, 13:20:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9494, loss_cls: 4.3491, loss: 4.3491 +2025-06-19 06:45:31,967 - pyskl - INFO - Epoch [25][1000/3940] lr: 2.342e-02, eta: 2 days, 13:19:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9437, loss_cls: 4.2788, loss: 4.2788 +2025-06-19 06:46:16,069 - pyskl - INFO - Epoch [25][1100/3940] lr: 2.342e-02, eta: 2 days, 13:18:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9400, loss_cls: 4.3460, loss: 4.3460 +2025-06-19 06:47:00,292 - pyskl - INFO - Epoch [25][1200/3940] lr: 2.342e-02, eta: 2 days, 13:17:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9450, loss_cls: 4.3779, loss: 4.3779 +2025-06-19 06:47:44,602 - pyskl - INFO - Epoch [25][1300/3940] lr: 2.341e-02, eta: 2 days, 13:17:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9450, loss_cls: 4.4163, loss: 4.4163 +2025-06-19 06:48:28,831 - pyskl - INFO - Epoch [25][1400/3940] lr: 2.341e-02, eta: 2 days, 13:16:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9481, loss_cls: 4.2475, loss: 4.2475 +2025-06-19 06:49:13,030 - pyskl - INFO - Epoch [25][1500/3940] lr: 2.341e-02, eta: 2 days, 13:15:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9406, loss_cls: 4.3501, loss: 4.3501 +2025-06-19 06:49:57,522 - pyskl - INFO - Epoch [25][1600/3940] lr: 2.340e-02, eta: 2 days, 13:14:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9313, loss_cls: 4.5223, loss: 4.5223 +2025-06-19 06:50:41,899 - pyskl - INFO - Epoch [25][1700/3940] lr: 2.340e-02, eta: 2 days, 13:14:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9481, loss_cls: 4.4222, loss: 4.4222 +2025-06-19 06:51:26,347 - pyskl - INFO - Epoch [25][1800/3940] lr: 2.340e-02, eta: 2 days, 13:13:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9481, loss_cls: 4.3106, loss: 4.3106 +2025-06-19 06:52:10,699 - pyskl - INFO - Epoch [25][1900/3940] lr: 2.339e-02, eta: 2 days, 13:12:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9344, loss_cls: 4.5736, loss: 4.5736 +2025-06-19 06:52:55,067 - pyskl - INFO - Epoch [25][2000/3940] lr: 2.339e-02, eta: 2 days, 13:11:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9544, loss_cls: 4.1435, loss: 4.1435 +2025-06-19 06:53:39,392 - pyskl - INFO - Epoch [25][2100/3940] lr: 2.339e-02, eta: 2 days, 13:11:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9494, loss_cls: 4.2179, loss: 4.2179 +2025-06-19 06:54:23,589 - pyskl - INFO - Epoch [25][2200/3940] lr: 2.338e-02, eta: 2 days, 13:10:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9369, loss_cls: 4.3646, loss: 4.3646 +2025-06-19 06:55:07,999 - pyskl - INFO - Epoch [25][2300/3940] lr: 2.338e-02, eta: 2 days, 13:09:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9500, loss_cls: 4.2141, loss: 4.2141 +2025-06-19 06:55:52,315 - pyskl - INFO - Epoch [25][2400/3940] lr: 2.338e-02, eta: 2 days, 13:08:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9306, loss_cls: 4.5427, loss: 4.5427 +2025-06-19 06:56:36,503 - pyskl - INFO - Epoch [25][2500/3940] lr: 2.337e-02, eta: 2 days, 13:07:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9387, loss_cls: 4.4499, loss: 4.4499 +2025-06-19 06:57:20,659 - pyskl - INFO - Epoch [25][2600/3940] lr: 2.337e-02, eta: 2 days, 13:07:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9550, loss_cls: 4.2862, loss: 4.2862 +2025-06-19 06:58:04,871 - pyskl - INFO - Epoch [25][2700/3940] lr: 2.337e-02, eta: 2 days, 13:06:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9344, loss_cls: 4.5054, loss: 4.5054 +2025-06-19 06:58:49,050 - pyskl - INFO - Epoch [25][2800/3940] lr: 2.336e-02, eta: 2 days, 13:05:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9487, loss_cls: 4.3504, loss: 4.3504 +2025-06-19 06:59:33,249 - pyskl - INFO - Epoch [25][2900/3940] lr: 2.336e-02, eta: 2 days, 13:04:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9463, loss_cls: 4.2171, loss: 4.2171 +2025-06-19 07:00:17,458 - pyskl - INFO - Epoch [25][3000/3940] lr: 2.336e-02, eta: 2 days, 13:04:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9356, loss_cls: 4.3591, loss: 4.3591 +2025-06-19 07:01:01,726 - pyskl - INFO - Epoch [25][3100/3940] lr: 2.335e-02, eta: 2 days, 13:03:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9419, loss_cls: 4.2439, loss: 4.2439 +2025-06-19 07:01:46,139 - pyskl - INFO - Epoch [25][3200/3940] lr: 2.335e-02, eta: 2 days, 13:02:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9356, loss_cls: 4.5363, loss: 4.5363 +2025-06-19 07:02:30,512 - pyskl - INFO - Epoch [25][3300/3940] lr: 2.335e-02, eta: 2 days, 13:01:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9444, loss_cls: 4.3265, loss: 4.3265 +2025-06-19 07:03:14,859 - pyskl - INFO - Epoch [25][3400/3940] lr: 2.334e-02, eta: 2 days, 13:01:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9413, loss_cls: 4.2814, loss: 4.2814 +2025-06-19 07:03:59,097 - pyskl - INFO - Epoch [25][3500/3940] lr: 2.334e-02, eta: 2 days, 13:00:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9450, loss_cls: 4.3101, loss: 4.3101 +2025-06-19 07:04:43,373 - pyskl - INFO - Epoch [25][3600/3940] lr: 2.334e-02, eta: 2 days, 12:59:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9481, loss_cls: 4.3044, loss: 4.3044 +2025-06-19 07:05:27,861 - pyskl - INFO - Epoch [25][3700/3940] lr: 2.333e-02, eta: 2 days, 12:58:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9444, loss_cls: 4.3342, loss: 4.3342 +2025-06-19 07:06:12,092 - pyskl - INFO - Epoch [25][3800/3940] lr: 2.333e-02, eta: 2 days, 12:57:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9494, loss_cls: 4.2887, loss: 4.2887 +2025-06-19 07:06:56,350 - pyskl - INFO - Epoch [25][3900/3940] lr: 2.333e-02, eta: 2 days, 12:57:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9513, loss_cls: 4.2738, loss: 4.2738 +2025-06-19 07:07:14,341 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-06-19 07:26:16,114 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 07:26:16,580 - pyskl - INFO - +top1_acc 0.6910 +top5_acc 0.9259 +2025-06-19 07:26:16,634 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_22.pth was removed +2025-06-19 07:26:17,716 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. +2025-06-19 07:26:17,718 - pyskl - INFO - Best top1_acc is 0.6910 at 25 epoch. +2025-06-19 07:26:17,738 - pyskl - INFO - Epoch(val) [25][3183] top1_acc: 0.6910, top5_acc: 0.9259 +2025-06-19 07:27:27,306 - pyskl - INFO - Epoch [26][100/3940] lr: 2.332e-02, eta: 2 days, 12:56:46, time: 0.696, data_time: 0.252, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9463, loss_cls: 4.3367, loss: 4.3367 +2025-06-19 07:28:11,483 - pyskl - INFO - Epoch [26][200/3940] lr: 2.332e-02, eta: 2 days, 12:55:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9537, loss_cls: 4.2323, loss: 4.2323 +2025-06-19 07:28:55,655 - pyskl - INFO - Epoch [26][300/3940] lr: 2.332e-02, eta: 2 days, 12:55:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9487, loss_cls: 4.2526, loss: 4.2526 +2025-06-19 07:29:39,872 - pyskl - INFO - Epoch [26][400/3940] lr: 2.331e-02, eta: 2 days, 12:54:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9531, loss_cls: 4.2936, loss: 4.2936 +2025-06-19 07:30:24,095 - pyskl - INFO - Epoch [26][500/3940] lr: 2.331e-02, eta: 2 days, 12:53:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9525, loss_cls: 4.3746, loss: 4.3746 +2025-06-19 07:31:08,529 - pyskl - INFO - Epoch [26][600/3940] lr: 2.331e-02, eta: 2 days, 12:52:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9494, loss_cls: 4.2693, loss: 4.2693 +2025-06-19 07:31:52,911 - pyskl - INFO - Epoch [26][700/3940] lr: 2.330e-02, eta: 2 days, 12:52:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9369, loss_cls: 4.4232, loss: 4.4232 +2025-06-19 07:32:37,330 - pyskl - INFO - Epoch [26][800/3940] lr: 2.330e-02, eta: 2 days, 12:51:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9387, loss_cls: 4.5443, loss: 4.5443 +2025-06-19 07:33:21,673 - pyskl - INFO - Epoch [26][900/3940] lr: 2.330e-02, eta: 2 days, 12:50:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9425, loss_cls: 4.3989, loss: 4.3989 +2025-06-19 07:34:05,931 - pyskl - INFO - Epoch [26][1000/3940] lr: 2.329e-02, eta: 2 days, 12:49:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9487, loss_cls: 4.1737, loss: 4.1737 +2025-06-19 07:34:50,217 - pyskl - INFO - Epoch [26][1100/3940] lr: 2.329e-02, eta: 2 days, 12:49:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9519, loss_cls: 4.3233, loss: 4.3233 +2025-06-19 07:35:34,575 - pyskl - INFO - Epoch [26][1200/3940] lr: 2.329e-02, eta: 2 days, 12:48:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9506, loss_cls: 4.1629, loss: 4.1629 +2025-06-19 07:36:18,746 - pyskl - INFO - Epoch [26][1300/3940] lr: 2.328e-02, eta: 2 days, 12:47:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9463, loss_cls: 4.2802, loss: 4.2802 +2025-06-19 07:37:03,000 - pyskl - INFO - Epoch [26][1400/3940] lr: 2.328e-02, eta: 2 days, 12:46:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9513, loss_cls: 4.3978, loss: 4.3978 +2025-06-19 07:37:47,192 - pyskl - INFO - Epoch [26][1500/3940] lr: 2.328e-02, eta: 2 days, 12:46:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9444, loss_cls: 4.2652, loss: 4.2652 +2025-06-19 07:38:31,465 - pyskl - INFO - Epoch [26][1600/3940] lr: 2.327e-02, eta: 2 days, 12:45:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9487, loss_cls: 4.3902, loss: 4.3902 +2025-06-19 07:39:15,777 - pyskl - INFO - Epoch [26][1700/3940] lr: 2.327e-02, eta: 2 days, 12:44:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9544, loss_cls: 4.2929, loss: 4.2929 +2025-06-19 07:39:59,966 - pyskl - INFO - Epoch [26][1800/3940] lr: 2.327e-02, eta: 2 days, 12:43:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9419, loss_cls: 4.3680, loss: 4.3680 +2025-06-19 07:40:44,257 - pyskl - INFO - Epoch [26][1900/3940] lr: 2.326e-02, eta: 2 days, 12:42:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9406, loss_cls: 4.3478, loss: 4.3478 +2025-06-19 07:41:28,460 - pyskl - INFO - Epoch [26][2000/3940] lr: 2.326e-02, eta: 2 days, 12:42:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 4.1476, loss: 4.1476 +2025-06-19 07:42:12,695 - pyskl - INFO - Epoch [26][2100/3940] lr: 2.325e-02, eta: 2 days, 12:41:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9350, loss_cls: 4.4175, loss: 4.4175 +2025-06-19 07:42:56,914 - pyskl - INFO - Epoch [26][2200/3940] lr: 2.325e-02, eta: 2 days, 12:40:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9487, loss_cls: 4.4638, loss: 4.4638 +2025-06-19 07:43:41,082 - pyskl - INFO - Epoch [26][2300/3940] lr: 2.325e-02, eta: 2 days, 12:39:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9450, loss_cls: 4.3028, loss: 4.3028 +2025-06-19 07:44:25,302 - pyskl - INFO - Epoch [26][2400/3940] lr: 2.324e-02, eta: 2 days, 12:39:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9475, loss_cls: 4.3561, loss: 4.3561 +2025-06-19 07:45:09,405 - pyskl - INFO - Epoch [26][2500/3940] lr: 2.324e-02, eta: 2 days, 12:38:21, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9375, loss_cls: 4.4660, loss: 4.4660 +2025-06-19 07:45:53,561 - pyskl - INFO - Epoch [26][2600/3940] lr: 2.324e-02, eta: 2 days, 12:37:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 4.2839, loss: 4.2839 +2025-06-19 07:46:37,742 - pyskl - INFO - Epoch [26][2700/3940] lr: 2.323e-02, eta: 2 days, 12:36:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9406, loss_cls: 4.4109, loss: 4.4109 +2025-06-19 07:47:21,991 - pyskl - INFO - Epoch [26][2800/3940] lr: 2.323e-02, eta: 2 days, 12:36:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9375, loss_cls: 4.4623, loss: 4.4623 +2025-06-19 07:48:06,222 - pyskl - INFO - Epoch [26][2900/3940] lr: 2.323e-02, eta: 2 days, 12:35:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9369, loss_cls: 4.3293, loss: 4.3293 +2025-06-19 07:48:50,509 - pyskl - INFO - Epoch [26][3000/3940] lr: 2.322e-02, eta: 2 days, 12:34:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9587, loss_cls: 4.1925, loss: 4.1925 +2025-06-19 07:49:34,711 - pyskl - INFO - Epoch [26][3100/3940] lr: 2.322e-02, eta: 2 days, 12:33:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9419, loss_cls: 4.4008, loss: 4.4008 +2025-06-19 07:50:18,983 - pyskl - INFO - Epoch [26][3200/3940] lr: 2.322e-02, eta: 2 days, 12:32:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9437, loss_cls: 4.2567, loss: 4.2567 +2025-06-19 07:51:03,197 - pyskl - INFO - Epoch [26][3300/3940] lr: 2.321e-02, eta: 2 days, 12:32:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9475, loss_cls: 4.4846, loss: 4.4846 +2025-06-19 07:51:47,477 - pyskl - INFO - Epoch [26][3400/3940] lr: 2.321e-02, eta: 2 days, 12:31:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9413, loss_cls: 4.4042, loss: 4.4042 +2025-06-19 07:52:31,740 - pyskl - INFO - Epoch [26][3500/3940] lr: 2.321e-02, eta: 2 days, 12:30:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9575, loss_cls: 4.2538, loss: 4.2538 +2025-06-19 07:53:16,169 - pyskl - INFO - Epoch [26][3600/3940] lr: 2.320e-02, eta: 2 days, 12:29:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 4.2299, loss: 4.2299 +2025-06-19 07:54:00,591 - pyskl - INFO - Epoch [26][3700/3940] lr: 2.320e-02, eta: 2 days, 12:29:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9400, loss_cls: 4.3477, loss: 4.3477 +2025-06-19 07:54:44,878 - pyskl - INFO - Epoch [26][3800/3940] lr: 2.320e-02, eta: 2 days, 12:28:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9475, loss_cls: 4.3818, loss: 4.3818 +2025-06-19 07:55:29,400 - pyskl - INFO - Epoch [26][3900/3940] lr: 2.319e-02, eta: 2 days, 12:27:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9381, loss_cls: 4.4493, loss: 4.4493 +2025-06-19 07:55:47,526 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-06-19 07:59:08,229 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 07:59:08,695 - pyskl - INFO - +top1_acc 0.6606 +top5_acc 0.9113 +2025-06-19 07:59:08,712 - pyskl - INFO - Epoch(val) [26][3183] top1_acc: 0.6606, top5_acc: 0.9113 +2025-06-19 08:00:17,740 - pyskl - INFO - Epoch [27][100/3940] lr: 2.319e-02, eta: 2 days, 12:27:09, time: 0.690, data_time: 0.248, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9494, loss_cls: 4.2946, loss: 4.2946 +2025-06-19 08:01:02,067 - pyskl - INFO - Epoch [27][200/3940] lr: 2.319e-02, eta: 2 days, 12:26:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9444, loss_cls: 4.4203, loss: 4.4203 +2025-06-19 08:01:46,289 - pyskl - INFO - Epoch [27][300/3940] lr: 2.318e-02, eta: 2 days, 12:25:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9600, loss_cls: 4.1338, loss: 4.1338 +2025-06-19 08:02:30,546 - pyskl - INFO - Epoch [27][400/3940] lr: 2.318e-02, eta: 2 days, 12:24:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9556, loss_cls: 4.1338, loss: 4.1338 +2025-06-19 08:03:14,788 - pyskl - INFO - Epoch [27][500/3940] lr: 2.317e-02, eta: 2 days, 12:24:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9513, loss_cls: 4.3879, loss: 4.3879 +2025-06-19 08:03:59,013 - pyskl - INFO - Epoch [27][600/3940] lr: 2.317e-02, eta: 2 days, 12:23:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9519, loss_cls: 4.2083, loss: 4.2083 +2025-06-19 08:04:43,184 - pyskl - INFO - Epoch [27][700/3940] lr: 2.317e-02, eta: 2 days, 12:22:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9444, loss_cls: 4.4923, loss: 4.4923 +2025-06-19 08:05:27,541 - pyskl - INFO - Epoch [27][800/3940] lr: 2.316e-02, eta: 2 days, 12:21:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9556, loss_cls: 4.0373, loss: 4.0373 +2025-06-19 08:06:11,795 - pyskl - INFO - Epoch [27][900/3940] lr: 2.316e-02, eta: 2 days, 12:21:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9431, loss_cls: 4.3222, loss: 4.3222 +2025-06-19 08:06:56,042 - pyskl - INFO - Epoch [27][1000/3940] lr: 2.316e-02, eta: 2 days, 12:20:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 4.2574, loss: 4.2574 +2025-06-19 08:07:40,408 - pyskl - INFO - Epoch [27][1100/3940] lr: 2.315e-02, eta: 2 days, 12:19:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9506, loss_cls: 4.3362, loss: 4.3362 +2025-06-19 08:08:24,710 - pyskl - INFO - Epoch [27][1200/3940] lr: 2.315e-02, eta: 2 days, 12:18:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 4.2778, loss: 4.2778 +2025-06-19 08:09:08,891 - pyskl - INFO - Epoch [27][1300/3940] lr: 2.315e-02, eta: 2 days, 12:17:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9531, loss_cls: 4.3366, loss: 4.3366 +2025-06-19 08:09:53,106 - pyskl - INFO - Epoch [27][1400/3940] lr: 2.314e-02, eta: 2 days, 12:17:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9481, loss_cls: 4.4017, loss: 4.4017 +2025-06-19 08:10:37,443 - pyskl - INFO - Epoch [27][1500/3940] lr: 2.314e-02, eta: 2 days, 12:16:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9494, loss_cls: 4.2346, loss: 4.2346 +2025-06-19 08:11:21,817 - pyskl - INFO - Epoch [27][1600/3940] lr: 2.314e-02, eta: 2 days, 12:15:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9394, loss_cls: 4.4386, loss: 4.4386 +2025-06-19 08:12:06,357 - pyskl - INFO - Epoch [27][1700/3940] lr: 2.313e-02, eta: 2 days, 12:14:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9531, loss_cls: 4.2358, loss: 4.2358 +2025-06-19 08:12:50,824 - pyskl - INFO - Epoch [27][1800/3940] lr: 2.313e-02, eta: 2 days, 12:14:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9337, loss_cls: 4.4523, loss: 4.4523 +2025-06-19 08:13:35,099 - pyskl - INFO - Epoch [27][1900/3940] lr: 2.313e-02, eta: 2 days, 12:13:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9456, loss_cls: 4.2621, loss: 4.2621 +2025-06-19 08:14:19,345 - pyskl - INFO - Epoch [27][2000/3940] lr: 2.312e-02, eta: 2 days, 12:12:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9413, loss_cls: 4.3399, loss: 4.3399 +2025-06-19 08:15:03,686 - pyskl - INFO - Epoch [27][2100/3940] lr: 2.312e-02, eta: 2 days, 12:11:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9487, loss_cls: 4.3173, loss: 4.3173 +2025-06-19 08:15:48,044 - pyskl - INFO - Epoch [27][2200/3940] lr: 2.312e-02, eta: 2 days, 12:11:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9456, loss_cls: 4.1799, loss: 4.1799 +2025-06-19 08:16:32,478 - pyskl - INFO - Epoch [27][2300/3940] lr: 2.311e-02, eta: 2 days, 12:10:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9463, loss_cls: 4.3385, loss: 4.3385 +2025-06-19 08:17:16,968 - pyskl - INFO - Epoch [27][2400/3940] lr: 2.311e-02, eta: 2 days, 12:09:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9387, loss_cls: 4.3564, loss: 4.3564 +2025-06-19 08:18:01,265 - pyskl - INFO - Epoch [27][2500/3940] lr: 2.311e-02, eta: 2 days, 12:08:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9406, loss_cls: 4.3354, loss: 4.3354 +2025-06-19 08:18:45,526 - pyskl - INFO - Epoch [27][2600/3940] lr: 2.310e-02, eta: 2 days, 12:08:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9344, loss_cls: 4.4456, loss: 4.4456 +2025-06-19 08:19:29,866 - pyskl - INFO - Epoch [27][2700/3940] lr: 2.310e-02, eta: 2 days, 12:07:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9463, loss_cls: 4.3396, loss: 4.3396 +2025-06-19 08:20:14,229 - pyskl - INFO - Epoch [27][2800/3940] lr: 2.309e-02, eta: 2 days, 12:06:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9350, loss_cls: 4.3777, loss: 4.3777 +2025-06-19 08:20:58,471 - pyskl - INFO - Epoch [27][2900/3940] lr: 2.309e-02, eta: 2 days, 12:05:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9350, loss_cls: 4.3613, loss: 4.3613 +2025-06-19 08:21:43,015 - pyskl - INFO - Epoch [27][3000/3940] lr: 2.309e-02, eta: 2 days, 12:05:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 4.1639, loss: 4.1639 +2025-06-19 08:22:27,324 - pyskl - INFO - Epoch [27][3100/3940] lr: 2.308e-02, eta: 2 days, 12:04:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9425, loss_cls: 4.4814, loss: 4.4814 +2025-06-19 08:23:11,657 - pyskl - INFO - Epoch [27][3200/3940] lr: 2.308e-02, eta: 2 days, 12:03:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9606, loss_cls: 4.2115, loss: 4.2115 +2025-06-19 08:23:55,978 - pyskl - INFO - Epoch [27][3300/3940] lr: 2.308e-02, eta: 2 days, 12:02:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9406, loss_cls: 4.4055, loss: 4.4055 +2025-06-19 08:24:40,243 - pyskl - INFO - Epoch [27][3400/3940] lr: 2.307e-02, eta: 2 days, 12:02:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9437, loss_cls: 4.3827, loss: 4.3827 +2025-06-19 08:25:24,472 - pyskl - INFO - Epoch [27][3500/3940] lr: 2.307e-02, eta: 2 days, 12:01:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9506, loss_cls: 4.2147, loss: 4.2147 +2025-06-19 08:26:08,787 - pyskl - INFO - Epoch [27][3600/3940] lr: 2.307e-02, eta: 2 days, 12:00:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9469, loss_cls: 4.2934, loss: 4.2934 +2025-06-19 08:26:53,041 - pyskl - INFO - Epoch [27][3700/3940] lr: 2.306e-02, eta: 2 days, 11:59:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9344, loss_cls: 4.3974, loss: 4.3974 +2025-06-19 08:27:37,549 - pyskl - INFO - Epoch [27][3800/3940] lr: 2.306e-02, eta: 2 days, 11:59:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9494, loss_cls: 4.3055, loss: 4.3055 +2025-06-19 08:28:22,269 - pyskl - INFO - Epoch [27][3900/3940] lr: 2.306e-02, eta: 2 days, 11:58:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9494, loss_cls: 4.2455, loss: 4.2455 +2025-06-19 08:28:40,341 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-06-19 08:32:01,489 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 08:32:01,950 - pyskl - INFO - +top1_acc 0.6387 +top5_acc 0.8918 +2025-06-19 08:32:01,966 - pyskl - INFO - Epoch(val) [27][3183] top1_acc: 0.6387, top5_acc: 0.8918 +2025-06-19 08:33:11,166 - pyskl - INFO - Epoch [28][100/3940] lr: 2.305e-02, eta: 2 days, 11:57:45, time: 0.692, data_time: 0.250, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9487, loss_cls: 4.3860, loss: 4.3860 +2025-06-19 08:33:55,581 - pyskl - INFO - Epoch [28][200/3940] lr: 2.305e-02, eta: 2 days, 11:57:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 4.0769, loss: 4.0769 +2025-06-19 08:34:39,861 - pyskl - INFO - Epoch [28][300/3940] lr: 2.304e-02, eta: 2 days, 11:56:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9500, loss_cls: 4.1477, loss: 4.1477 +2025-06-19 08:35:24,338 - pyskl - INFO - Epoch [28][400/3940] lr: 2.304e-02, eta: 2 days, 11:55:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9494, loss_cls: 4.3172, loss: 4.3172 +2025-06-19 08:36:08,715 - pyskl - INFO - Epoch [28][500/3940] lr: 2.304e-02, eta: 2 days, 11:54:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 4.2880, loss: 4.2880 +2025-06-19 08:36:53,046 - pyskl - INFO - Epoch [28][600/3940] lr: 2.303e-02, eta: 2 days, 11:53:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9437, loss_cls: 4.4000, loss: 4.4000 +2025-06-19 08:37:37,396 - pyskl - INFO - Epoch [28][700/3940] lr: 2.303e-02, eta: 2 days, 11:53:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9450, loss_cls: 4.2039, loss: 4.2039 +2025-06-19 08:38:21,834 - pyskl - INFO - Epoch [28][800/3940] lr: 2.303e-02, eta: 2 days, 11:52:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9419, loss_cls: 4.2253, loss: 4.2253 +2025-06-19 08:39:06,263 - pyskl - INFO - Epoch [28][900/3940] lr: 2.302e-02, eta: 2 days, 11:51:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9431, loss_cls: 4.4054, loss: 4.4054 +2025-06-19 08:39:50,553 - pyskl - INFO - Epoch [28][1000/3940] lr: 2.302e-02, eta: 2 days, 11:50:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9531, loss_cls: 4.3894, loss: 4.3894 +2025-06-19 08:40:34,942 - pyskl - INFO - Epoch [28][1100/3940] lr: 2.301e-02, eta: 2 days, 11:50:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9381, loss_cls: 4.3664, loss: 4.3664 +2025-06-19 08:41:19,199 - pyskl - INFO - Epoch [28][1200/3940] lr: 2.301e-02, eta: 2 days, 11:49:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9381, loss_cls: 4.1814, loss: 4.1814 +2025-06-19 08:42:03,501 - pyskl - INFO - Epoch [28][1300/3940] lr: 2.301e-02, eta: 2 days, 11:48:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9413, loss_cls: 4.3829, loss: 4.3829 +2025-06-19 08:42:47,767 - pyskl - INFO - Epoch [28][1400/3940] lr: 2.300e-02, eta: 2 days, 11:47:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9456, loss_cls: 4.3614, loss: 4.3614 +2025-06-19 08:43:32,093 - pyskl - INFO - Epoch [28][1500/3940] lr: 2.300e-02, eta: 2 days, 11:47:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9456, loss_cls: 4.2259, loss: 4.2259 +2025-06-19 08:44:16,572 - pyskl - INFO - Epoch [28][1600/3940] lr: 2.300e-02, eta: 2 days, 11:46:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9606, loss_cls: 4.2641, loss: 4.2641 +2025-06-19 08:45:00,939 - pyskl - INFO - Epoch [28][1700/3940] lr: 2.299e-02, eta: 2 days, 11:45:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9394, loss_cls: 4.3124, loss: 4.3124 +2025-06-19 08:45:45,203 - pyskl - INFO - Epoch [28][1800/3940] lr: 2.299e-02, eta: 2 days, 11:44:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9525, loss_cls: 4.3539, loss: 4.3539 +2025-06-19 08:46:29,481 - pyskl - INFO - Epoch [28][1900/3940] lr: 2.299e-02, eta: 2 days, 11:44:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9400, loss_cls: 4.2373, loss: 4.2373 +2025-06-19 08:47:13,834 - pyskl - INFO - Epoch [28][2000/3940] lr: 2.298e-02, eta: 2 days, 11:43:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9537, loss_cls: 4.2522, loss: 4.2522 +2025-06-19 08:47:58,152 - pyskl - INFO - Epoch [28][2100/3940] lr: 2.298e-02, eta: 2 days, 11:42:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9450, loss_cls: 4.4082, loss: 4.4082 +2025-06-19 08:48:42,491 - pyskl - INFO - Epoch [28][2200/3940] lr: 2.298e-02, eta: 2 days, 11:41:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9363, loss_cls: 4.3752, loss: 4.3752 +2025-06-19 08:49:26,711 - pyskl - INFO - Epoch [28][2300/3940] lr: 2.297e-02, eta: 2 days, 11:41:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9444, loss_cls: 4.2808, loss: 4.2808 +2025-06-19 08:50:10,908 - pyskl - INFO - Epoch [28][2400/3940] lr: 2.297e-02, eta: 2 days, 11:40:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9456, loss_cls: 4.2964, loss: 4.2964 +2025-06-19 08:50:55,098 - pyskl - INFO - Epoch [28][2500/3940] lr: 2.296e-02, eta: 2 days, 11:39:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9431, loss_cls: 4.3807, loss: 4.3807 +2025-06-19 08:51:39,266 - pyskl - INFO - Epoch [28][2600/3940] lr: 2.296e-02, eta: 2 days, 11:38:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9531, loss_cls: 4.3225, loss: 4.3225 +2025-06-19 08:52:23,477 - pyskl - INFO - Epoch [28][2700/3940] lr: 2.296e-02, eta: 2 days, 11:38:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9431, loss_cls: 4.3395, loss: 4.3395 +2025-06-19 08:53:07,682 - pyskl - INFO - Epoch [28][2800/3940] lr: 2.295e-02, eta: 2 days, 11:37:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9469, loss_cls: 4.3147, loss: 4.3147 +2025-06-19 08:53:51,874 - pyskl - INFO - Epoch [28][2900/3940] lr: 2.295e-02, eta: 2 days, 11:36:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9494, loss_cls: 4.3291, loss: 4.3291 +2025-06-19 08:54:36,026 - pyskl - INFO - Epoch [28][3000/3940] lr: 2.295e-02, eta: 2 days, 11:35:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9437, loss_cls: 4.3316, loss: 4.3316 +2025-06-19 08:55:20,185 - pyskl - INFO - Epoch [28][3100/3940] lr: 2.294e-02, eta: 2 days, 11:34:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9456, loss_cls: 4.1689, loss: 4.1689 +2025-06-19 08:56:04,401 - pyskl - INFO - Epoch [28][3200/3940] lr: 2.294e-02, eta: 2 days, 11:34:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9481, loss_cls: 4.2617, loss: 4.2617 +2025-06-19 08:56:48,646 - pyskl - INFO - Epoch [28][3300/3940] lr: 2.294e-02, eta: 2 days, 11:33:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9406, loss_cls: 4.4909, loss: 4.4909 +2025-06-19 08:57:32,808 - pyskl - INFO - Epoch [28][3400/3940] lr: 2.293e-02, eta: 2 days, 11:32:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9344, loss_cls: 4.3655, loss: 4.3655 +2025-06-19 08:58:17,169 - pyskl - INFO - Epoch [28][3500/3940] lr: 2.293e-02, eta: 2 days, 11:31:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9500, loss_cls: 4.2143, loss: 4.2143 +2025-06-19 08:59:01,471 - pyskl - INFO - Epoch [28][3600/3940] lr: 2.292e-02, eta: 2 days, 11:31:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9513, loss_cls: 4.1900, loss: 4.1900 +2025-06-19 08:59:45,798 - pyskl - INFO - Epoch [28][3700/3940] lr: 2.292e-02, eta: 2 days, 11:30:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9475, loss_cls: 4.4430, loss: 4.4430 +2025-06-19 09:00:30,031 - pyskl - INFO - Epoch [28][3800/3940] lr: 2.292e-02, eta: 2 days, 11:29:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9594, loss_cls: 4.2468, loss: 4.2468 +2025-06-19 09:01:14,410 - pyskl - INFO - Epoch [28][3900/3940] lr: 2.291e-02, eta: 2 days, 11:28:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9531, loss_cls: 4.3116, loss: 4.3116 +2025-06-19 09:01:32,567 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-06-19 09:04:53,463 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 09:04:53,919 - pyskl - INFO - +top1_acc 0.6411 +top5_acc 0.8910 +2025-06-19 09:04:53,935 - pyskl - INFO - Epoch(val) [28][3183] top1_acc: 0.6411, top5_acc: 0.8910 +2025-06-19 09:06:02,906 - pyskl - INFO - Epoch [29][100/3940] lr: 2.291e-02, eta: 2 days, 11:28:16, time: 0.690, data_time: 0.247, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9469, loss_cls: 4.2736, loss: 4.2736 +2025-06-19 09:06:47,107 - pyskl - INFO - Epoch [29][200/3940] lr: 2.290e-02, eta: 2 days, 11:27:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9500, loss_cls: 4.3255, loss: 4.3255 +2025-06-19 09:07:31,293 - pyskl - INFO - Epoch [29][300/3940] lr: 2.290e-02, eta: 2 days, 11:26:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9463, loss_cls: 4.1887, loss: 4.1887 +2025-06-19 09:08:15,570 - pyskl - INFO - Epoch [29][400/3940] lr: 2.290e-02, eta: 2 days, 11:25:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9519, loss_cls: 4.3374, loss: 4.3374 +2025-06-19 09:08:59,897 - pyskl - INFO - Epoch [29][500/3940] lr: 2.289e-02, eta: 2 days, 11:25:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 4.1732, loss: 4.1732 +2025-06-19 09:09:44,164 - pyskl - INFO - Epoch [29][600/3940] lr: 2.289e-02, eta: 2 days, 11:24:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9444, loss_cls: 4.4198, loss: 4.4198 +2025-06-19 09:10:28,327 - pyskl - INFO - Epoch [29][700/3940] lr: 2.289e-02, eta: 2 days, 11:23:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9475, loss_cls: 4.2367, loss: 4.2367 +2025-06-19 09:11:12,476 - pyskl - INFO - Epoch [29][800/3940] lr: 2.288e-02, eta: 2 days, 11:22:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 4.1210, loss: 4.1210 +2025-06-19 09:11:56,629 - pyskl - INFO - Epoch [29][900/3940] lr: 2.288e-02, eta: 2 days, 11:22:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9413, loss_cls: 4.3646, loss: 4.3646 +2025-06-19 09:12:40,833 - pyskl - INFO - Epoch [29][1000/3940] lr: 2.287e-02, eta: 2 days, 11:21:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 4.3254, loss: 4.3254 +2025-06-19 09:13:25,059 - pyskl - INFO - Epoch [29][1100/3940] lr: 2.287e-02, eta: 2 days, 11:20:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9344, loss_cls: 4.2838, loss: 4.2838 +2025-06-19 09:14:09,267 - pyskl - INFO - Epoch [29][1200/3940] lr: 2.287e-02, eta: 2 days, 11:19:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9394, loss_cls: 4.3522, loss: 4.3522 +2025-06-19 09:14:53,513 - pyskl - INFO - Epoch [29][1300/3940] lr: 2.286e-02, eta: 2 days, 11:19:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9537, loss_cls: 4.3229, loss: 4.3229 +2025-06-19 09:15:37,720 - pyskl - INFO - Epoch [29][1400/3940] lr: 2.286e-02, eta: 2 days, 11:18:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9450, loss_cls: 4.3410, loss: 4.3410 +2025-06-19 09:16:21,954 - pyskl - INFO - Epoch [29][1500/3940] lr: 2.286e-02, eta: 2 days, 11:17:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9531, loss_cls: 4.2642, loss: 4.2642 +2025-06-19 09:17:06,200 - pyskl - INFO - Epoch [29][1600/3940] lr: 2.285e-02, eta: 2 days, 11:16:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9437, loss_cls: 4.3110, loss: 4.3110 +2025-06-19 09:17:50,440 - pyskl - INFO - Epoch [29][1700/3940] lr: 2.285e-02, eta: 2 days, 11:16:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9513, loss_cls: 4.3406, loss: 4.3406 +2025-06-19 09:18:34,606 - pyskl - INFO - Epoch [29][1800/3940] lr: 2.284e-02, eta: 2 days, 11:15:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9437, loss_cls: 4.3354, loss: 4.3354 +2025-06-19 09:19:18,733 - pyskl - INFO - Epoch [29][1900/3940] lr: 2.284e-02, eta: 2 days, 11:14:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 4.3431, loss: 4.3431 +2025-06-19 09:20:03,034 - pyskl - INFO - Epoch [29][2000/3940] lr: 2.284e-02, eta: 2 days, 11:13:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9437, loss_cls: 4.3076, loss: 4.3076 +2025-06-19 09:20:47,255 - pyskl - INFO - Epoch [29][2100/3940] lr: 2.283e-02, eta: 2 days, 11:12:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9544, loss_cls: 4.2089, loss: 4.2089 +2025-06-19 09:21:31,581 - pyskl - INFO - Epoch [29][2200/3940] lr: 2.283e-02, eta: 2 days, 11:12:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9563, loss_cls: 4.1302, loss: 4.1302 +2025-06-19 09:22:15,953 - pyskl - INFO - Epoch [29][2300/3940] lr: 2.283e-02, eta: 2 days, 11:11:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9500, loss_cls: 4.1468, loss: 4.1468 +2025-06-19 09:23:00,253 - pyskl - INFO - Epoch [29][2400/3940] lr: 2.282e-02, eta: 2 days, 11:10:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9487, loss_cls: 4.2312, loss: 4.2312 +2025-06-19 09:23:44,693 - pyskl - INFO - Epoch [29][2500/3940] lr: 2.282e-02, eta: 2 days, 11:09:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9406, loss_cls: 4.4182, loss: 4.4182 +2025-06-19 09:24:28,937 - pyskl - INFO - Epoch [29][2600/3940] lr: 2.281e-02, eta: 2 days, 11:09:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9437, loss_cls: 4.5068, loss: 4.5068 +2025-06-19 09:25:13,290 - pyskl - INFO - Epoch [29][2700/3940] lr: 2.281e-02, eta: 2 days, 11:08:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9506, loss_cls: 4.2334, loss: 4.2334 +2025-06-19 09:25:57,538 - pyskl - INFO - Epoch [29][2800/3940] lr: 2.281e-02, eta: 2 days, 11:07:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 4.2321, loss: 4.2321 +2025-06-19 09:26:41,872 - pyskl - INFO - Epoch [29][2900/3940] lr: 2.280e-02, eta: 2 days, 11:06:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9500, loss_cls: 4.1527, loss: 4.1527 +2025-06-19 09:27:26,242 - pyskl - INFO - Epoch [29][3000/3940] lr: 2.280e-02, eta: 2 days, 11:06:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9456, loss_cls: 4.4134, loss: 4.4134 +2025-06-19 09:28:10,567 - pyskl - INFO - Epoch [29][3100/3940] lr: 2.280e-02, eta: 2 days, 11:05:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9431, loss_cls: 4.3970, loss: 4.3970 +2025-06-19 09:28:54,837 - pyskl - INFO - Epoch [29][3200/3940] lr: 2.279e-02, eta: 2 days, 11:04:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9413, loss_cls: 4.1293, loss: 4.1293 +2025-06-19 09:29:39,214 - pyskl - INFO - Epoch [29][3300/3940] lr: 2.279e-02, eta: 2 days, 11:03:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9437, loss_cls: 4.3227, loss: 4.3227 +2025-06-19 09:30:23,655 - pyskl - INFO - Epoch [29][3400/3940] lr: 2.278e-02, eta: 2 days, 11:03:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9400, loss_cls: 4.3331, loss: 4.3331 +2025-06-19 09:31:08,090 - pyskl - INFO - Epoch [29][3500/3940] lr: 2.278e-02, eta: 2 days, 11:02:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9450, loss_cls: 4.2936, loss: 4.2936 +2025-06-19 09:31:52,451 - pyskl - INFO - Epoch [29][3600/3940] lr: 2.278e-02, eta: 2 days, 11:01:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9431, loss_cls: 4.2973, loss: 4.2973 +2025-06-19 09:32:37,002 - pyskl - INFO - Epoch [29][3700/3940] lr: 2.277e-02, eta: 2 days, 11:00:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9331, loss_cls: 4.4133, loss: 4.4133 +2025-06-19 09:33:21,583 - pyskl - INFO - Epoch [29][3800/3940] lr: 2.277e-02, eta: 2 days, 11:00:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9506, loss_cls: 4.2048, loss: 4.2048 +2025-06-19 09:34:06,009 - pyskl - INFO - Epoch [29][3900/3940] lr: 2.277e-02, eta: 2 days, 10:59:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9494, loss_cls: 4.1762, loss: 4.1762 +2025-06-19 09:34:24,136 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-06-19 09:37:45,051 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 09:37:45,513 - pyskl - INFO - +top1_acc 0.6855 +top5_acc 0.9166 +2025-06-19 09:37:45,530 - pyskl - INFO - Epoch(val) [29][3183] top1_acc: 0.6855, top5_acc: 0.9166 +2025-06-19 09:38:54,649 - pyskl - INFO - Epoch [30][100/3940] lr: 2.276e-02, eta: 2 days, 10:58:48, time: 0.691, data_time: 0.249, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9569, loss_cls: 4.3146, loss: 4.3146 +2025-06-19 09:39:38,957 - pyskl - INFO - Epoch [30][200/3940] lr: 2.276e-02, eta: 2 days, 10:58:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9556, loss_cls: 4.2980, loss: 4.2980 +2025-06-19 09:40:23,141 - pyskl - INFO - Epoch [30][300/3940] lr: 2.275e-02, eta: 2 days, 10:57:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9475, loss_cls: 4.2425, loss: 4.2425 +2025-06-19 09:41:07,445 - pyskl - INFO - Epoch [30][400/3940] lr: 2.275e-02, eta: 2 days, 10:56:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9450, loss_cls: 4.2235, loss: 4.2235 +2025-06-19 09:41:51,641 - pyskl - INFO - Epoch [30][500/3940] lr: 2.275e-02, eta: 2 days, 10:55:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9531, loss_cls: 4.1414, loss: 4.1414 +2025-06-19 09:42:35,870 - pyskl - INFO - Epoch [30][600/3940] lr: 2.274e-02, eta: 2 days, 10:54:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9406, loss_cls: 4.3109, loss: 4.3109 +2025-06-19 09:43:20,069 - pyskl - INFO - Epoch [30][700/3940] lr: 2.274e-02, eta: 2 days, 10:54:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9337, loss_cls: 4.3352, loss: 4.3352 +2025-06-19 09:44:04,286 - pyskl - INFO - Epoch [30][800/3940] lr: 2.273e-02, eta: 2 days, 10:53:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9456, loss_cls: 4.3330, loss: 4.3330 +2025-06-19 09:44:48,470 - pyskl - INFO - Epoch [30][900/3940] lr: 2.273e-02, eta: 2 days, 10:52:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9400, loss_cls: 4.3313, loss: 4.3313 +2025-06-19 09:45:32,621 - pyskl - INFO - Epoch [30][1000/3940] lr: 2.273e-02, eta: 2 days, 10:51:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9594, loss_cls: 3.9724, loss: 3.9724 +2025-06-19 09:46:16,768 - pyskl - INFO - Epoch [30][1100/3940] lr: 2.272e-02, eta: 2 days, 10:51:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9519, loss_cls: 4.2001, loss: 4.2001 +2025-06-19 09:47:00,955 - pyskl - INFO - Epoch [30][1200/3940] lr: 2.272e-02, eta: 2 days, 10:50:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9387, loss_cls: 4.3756, loss: 4.3756 +2025-06-19 09:47:45,189 - pyskl - INFO - Epoch [30][1300/3940] lr: 2.271e-02, eta: 2 days, 10:49:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9394, loss_cls: 4.3458, loss: 4.3458 +2025-06-19 09:48:29,382 - pyskl - INFO - Epoch [30][1400/3940] lr: 2.271e-02, eta: 2 days, 10:48:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9394, loss_cls: 4.3565, loss: 4.3565 +2025-06-19 09:49:13,613 - pyskl - INFO - Epoch [30][1500/3940] lr: 2.271e-02, eta: 2 days, 10:48:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9494, loss_cls: 4.2718, loss: 4.2718 +2025-06-19 09:49:57,783 - pyskl - INFO - Epoch [30][1600/3940] lr: 2.270e-02, eta: 2 days, 10:47:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9537, loss_cls: 4.1236, loss: 4.1236 +2025-06-19 09:50:41,950 - pyskl - INFO - Epoch [30][1700/3940] lr: 2.270e-02, eta: 2 days, 10:46:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9350, loss_cls: 4.4301, loss: 4.4301 +2025-06-19 09:51:26,190 - pyskl - INFO - Epoch [30][1800/3940] lr: 2.270e-02, eta: 2 days, 10:45:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9487, loss_cls: 4.2746, loss: 4.2746 +2025-06-19 09:52:10,411 - pyskl - INFO - Epoch [30][1900/3940] lr: 2.269e-02, eta: 2 days, 10:45:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9425, loss_cls: 4.3551, loss: 4.3551 +2025-06-19 09:52:54,680 - pyskl - INFO - Epoch [30][2000/3940] lr: 2.269e-02, eta: 2 days, 10:44:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9519, loss_cls: 4.3296, loss: 4.3296 +2025-06-19 09:53:38,952 - pyskl - INFO - Epoch [30][2100/3940] lr: 2.268e-02, eta: 2 days, 10:43:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9506, loss_cls: 4.2183, loss: 4.2183 +2025-06-19 09:54:23,349 - pyskl - INFO - Epoch [30][2200/3940] lr: 2.268e-02, eta: 2 days, 10:42:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9500, loss_cls: 4.1531, loss: 4.1531 +2025-06-19 09:55:07,561 - pyskl - INFO - Epoch [30][2300/3940] lr: 2.268e-02, eta: 2 days, 10:41:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9519, loss_cls: 4.2440, loss: 4.2440 +2025-06-19 09:55:51,919 - pyskl - INFO - Epoch [30][2400/3940] lr: 2.267e-02, eta: 2 days, 10:41:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9487, loss_cls: 4.2237, loss: 4.2237 +2025-06-19 09:56:36,214 - pyskl - INFO - Epoch [30][2500/3940] lr: 2.267e-02, eta: 2 days, 10:40:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9481, loss_cls: 4.2748, loss: 4.2748 +2025-06-19 09:57:20,446 - pyskl - INFO - Epoch [30][2600/3940] lr: 2.266e-02, eta: 2 days, 10:39:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9500, loss_cls: 4.2410, loss: 4.2410 +2025-06-19 09:58:04,712 - pyskl - INFO - Epoch [30][2700/3940] lr: 2.266e-02, eta: 2 days, 10:38:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 4.3110, loss: 4.3110 +2025-06-19 09:58:48,960 - pyskl - INFO - Epoch [30][2800/3940] lr: 2.266e-02, eta: 2 days, 10:38:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9525, loss_cls: 4.2651, loss: 4.2651 +2025-06-19 09:59:33,279 - pyskl - INFO - Epoch [30][2900/3940] lr: 2.265e-02, eta: 2 days, 10:37:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 4.2497, loss: 4.2497 +2025-06-19 10:00:17,515 - pyskl - INFO - Epoch [30][3000/3940] lr: 2.265e-02, eta: 2 days, 10:36:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9481, loss_cls: 4.2829, loss: 4.2829 +2025-06-19 10:01:01,753 - pyskl - INFO - Epoch [30][3100/3940] lr: 2.265e-02, eta: 2 days, 10:35:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9425, loss_cls: 4.2215, loss: 4.2215 +2025-06-19 10:01:45,996 - pyskl - INFO - Epoch [30][3200/3940] lr: 2.264e-02, eta: 2 days, 10:35:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9444, loss_cls: 4.2656, loss: 4.2656 +2025-06-19 10:02:30,249 - pyskl - INFO - Epoch [30][3300/3940] lr: 2.264e-02, eta: 2 days, 10:34:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9431, loss_cls: 4.3950, loss: 4.3950 +2025-06-19 10:03:14,578 - pyskl - INFO - Epoch [30][3400/3940] lr: 2.263e-02, eta: 2 days, 10:33:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9487, loss_cls: 4.2042, loss: 4.2042 +2025-06-19 10:03:58,831 - pyskl - INFO - Epoch [30][3500/3940] lr: 2.263e-02, eta: 2 days, 10:32:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9337, loss_cls: 4.3440, loss: 4.3440 +2025-06-19 10:04:43,144 - pyskl - INFO - Epoch [30][3600/3940] lr: 2.263e-02, eta: 2 days, 10:32:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9463, loss_cls: 4.2730, loss: 4.2730 +2025-06-19 10:05:27,349 - pyskl - INFO - Epoch [30][3700/3940] lr: 2.262e-02, eta: 2 days, 10:31:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9506, loss_cls: 4.1924, loss: 4.1924 +2025-06-19 10:06:11,665 - pyskl - INFO - Epoch [30][3800/3940] lr: 2.262e-02, eta: 2 days, 10:30:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9450, loss_cls: 4.3054, loss: 4.3054 +2025-06-19 10:06:56,086 - pyskl - INFO - Epoch [30][3900/3940] lr: 2.261e-02, eta: 2 days, 10:29:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9569, loss_cls: 4.2055, loss: 4.2055 +2025-06-19 10:07:14,199 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-06-19 10:25:21,475 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 10:25:21,940 - pyskl - INFO - +top1_acc 0.6873 +top5_acc 0.9215 +2025-06-19 10:25:21,959 - pyskl - INFO - Epoch(val) [30][3183] top1_acc: 0.6873, top5_acc: 0.9215 +2025-06-19 10:26:31,196 - pyskl - INFO - Epoch [31][100/3940] lr: 2.261e-02, eta: 2 days, 10:29:15, time: 0.692, data_time: 0.249, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9525, loss_cls: 4.2797, loss: 4.2797 +2025-06-19 10:27:15,533 - pyskl - INFO - Epoch [31][200/3940] lr: 2.260e-02, eta: 2 days, 10:28:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9575, loss_cls: 4.1584, loss: 4.1584 +2025-06-19 10:27:59,938 - pyskl - INFO - Epoch [31][300/3940] lr: 2.260e-02, eta: 2 days, 10:27:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9494, loss_cls: 4.3105, loss: 4.3105 +2025-06-19 10:28:44,318 - pyskl - INFO - Epoch [31][400/3940] lr: 2.260e-02, eta: 2 days, 10:26:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 4.1655, loss: 4.1655 +2025-06-19 10:29:28,729 - pyskl - INFO - Epoch [31][500/3940] lr: 2.259e-02, eta: 2 days, 10:26:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9450, loss_cls: 4.2593, loss: 4.2593 +2025-06-19 10:30:13,062 - pyskl - INFO - Epoch [31][600/3940] lr: 2.259e-02, eta: 2 days, 10:25:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9450, loss_cls: 4.3315, loss: 4.3315 +2025-06-19 10:30:57,391 - pyskl - INFO - Epoch [31][700/3940] lr: 2.259e-02, eta: 2 days, 10:24:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9437, loss_cls: 4.2393, loss: 4.2393 +2025-06-19 10:31:41,859 - pyskl - INFO - Epoch [31][800/3940] lr: 2.258e-02, eta: 2 days, 10:23:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9606, loss_cls: 4.1186, loss: 4.1186 +2025-06-19 10:32:26,244 - pyskl - INFO - Epoch [31][900/3940] lr: 2.258e-02, eta: 2 days, 10:23:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9456, loss_cls: 4.1123, loss: 4.1123 +2025-06-19 10:33:10,634 - pyskl - INFO - Epoch [31][1000/3940] lr: 2.257e-02, eta: 2 days, 10:22:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9537, loss_cls: 4.1711, loss: 4.1711 +2025-06-19 10:33:54,936 - pyskl - INFO - Epoch [31][1100/3940] lr: 2.257e-02, eta: 2 days, 10:21:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9394, loss_cls: 4.3488, loss: 4.3488 +2025-06-19 10:34:39,204 - pyskl - INFO - Epoch [31][1200/3940] lr: 2.257e-02, eta: 2 days, 10:20:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 4.1505, loss: 4.1505 +2025-06-19 10:35:23,550 - pyskl - INFO - Epoch [31][1300/3940] lr: 2.256e-02, eta: 2 days, 10:20:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9481, loss_cls: 4.1571, loss: 4.1571 +2025-06-19 10:36:07,941 - pyskl - INFO - Epoch [31][1400/3940] lr: 2.256e-02, eta: 2 days, 10:19:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9463, loss_cls: 4.3061, loss: 4.3061 +2025-06-19 10:36:52,344 - pyskl - INFO - Epoch [31][1500/3940] lr: 2.255e-02, eta: 2 days, 10:18:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9437, loss_cls: 4.2510, loss: 4.2510 +2025-06-19 10:37:36,757 - pyskl - INFO - Epoch [31][1600/3940] lr: 2.255e-02, eta: 2 days, 10:17:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9425, loss_cls: 4.2014, loss: 4.2014 +2025-06-19 10:38:21,129 - pyskl - INFO - Epoch [31][1700/3940] lr: 2.255e-02, eta: 2 days, 10:17:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9537, loss_cls: 4.2885, loss: 4.2885 +2025-06-19 10:39:05,454 - pyskl - INFO - Epoch [31][1800/3940] lr: 2.254e-02, eta: 2 days, 10:16:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9525, loss_cls: 4.2665, loss: 4.2665 +2025-06-19 10:39:49,833 - pyskl - INFO - Epoch [31][1900/3940] lr: 2.254e-02, eta: 2 days, 10:15:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9525, loss_cls: 4.1352, loss: 4.1352 +2025-06-19 10:40:34,360 - pyskl - INFO - Epoch [31][2000/3940] lr: 2.253e-02, eta: 2 days, 10:14:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 4.2273, loss: 4.2273 +2025-06-19 10:41:18,859 - pyskl - INFO - Epoch [31][2100/3940] lr: 2.253e-02, eta: 2 days, 10:14:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9463, loss_cls: 4.2676, loss: 4.2676 +2025-06-19 10:42:03,144 - pyskl - INFO - Epoch [31][2200/3940] lr: 2.253e-02, eta: 2 days, 10:13:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9569, loss_cls: 4.1543, loss: 4.1543 +2025-06-19 10:42:47,477 - pyskl - INFO - Epoch [31][2300/3940] lr: 2.252e-02, eta: 2 days, 10:12:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9481, loss_cls: 4.3340, loss: 4.3340 +2025-06-19 10:43:31,762 - pyskl - INFO - Epoch [31][2400/3940] lr: 2.252e-02, eta: 2 days, 10:11:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9613, loss_cls: 4.2352, loss: 4.2352 +2025-06-19 10:44:16,042 - pyskl - INFO - Epoch [31][2500/3940] lr: 2.251e-02, eta: 2 days, 10:11:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9513, loss_cls: 4.2497, loss: 4.2497 +2025-06-19 10:45:00,429 - pyskl - INFO - Epoch [31][2600/3940] lr: 2.251e-02, eta: 2 days, 10:10:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9463, loss_cls: 4.3398, loss: 4.3398 +2025-06-19 10:45:44,733 - pyskl - INFO - Epoch [31][2700/3940] lr: 2.251e-02, eta: 2 days, 10:09:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 4.1481, loss: 4.1481 +2025-06-19 10:46:29,031 - pyskl - INFO - Epoch [31][2800/3940] lr: 2.250e-02, eta: 2 days, 10:08:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9519, loss_cls: 4.2307, loss: 4.2307 +2025-06-19 10:47:13,373 - pyskl - INFO - Epoch [31][2900/3940] lr: 2.250e-02, eta: 2 days, 10:08:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9556, loss_cls: 4.1687, loss: 4.1687 +2025-06-19 10:47:57,850 - pyskl - INFO - Epoch [31][3000/3940] lr: 2.249e-02, eta: 2 days, 10:07:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9425, loss_cls: 4.2209, loss: 4.2209 +2025-06-19 10:48:42,149 - pyskl - INFO - Epoch [31][3100/3940] lr: 2.249e-02, eta: 2 days, 10:06:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9450, loss_cls: 4.1730, loss: 4.1730 +2025-06-19 10:49:26,478 - pyskl - INFO - Epoch [31][3200/3940] lr: 2.249e-02, eta: 2 days, 10:05:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9469, loss_cls: 4.3303, loss: 4.3303 +2025-06-19 10:50:10,798 - pyskl - INFO - Epoch [31][3300/3940] lr: 2.248e-02, eta: 2 days, 10:05:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9437, loss_cls: 4.3586, loss: 4.3586 +2025-06-19 10:50:55,186 - pyskl - INFO - Epoch [31][3400/3940] lr: 2.248e-02, eta: 2 days, 10:04:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9506, loss_cls: 4.0246, loss: 4.0246 +2025-06-19 10:51:39,593 - pyskl - INFO - Epoch [31][3500/3940] lr: 2.247e-02, eta: 2 days, 10:03:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9500, loss_cls: 4.2389, loss: 4.2389 +2025-06-19 10:52:23,906 - pyskl - INFO - Epoch [31][3600/3940] lr: 2.247e-02, eta: 2 days, 10:02:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9463, loss_cls: 4.2505, loss: 4.2505 +2025-06-19 10:53:08,291 - pyskl - INFO - Epoch [31][3700/3940] lr: 2.247e-02, eta: 2 days, 10:02:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9419, loss_cls: 4.3057, loss: 4.3057 +2025-06-19 10:53:52,576 - pyskl - INFO - Epoch [31][3800/3940] lr: 2.246e-02, eta: 2 days, 10:01:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9394, loss_cls: 4.4075, loss: 4.4075 +2025-06-19 10:54:37,090 - pyskl - INFO - Epoch [31][3900/3940] lr: 2.246e-02, eta: 2 days, 10:00:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9356, loss_cls: 4.3220, loss: 4.3220 +2025-06-19 10:54:55,225 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-06-19 10:58:15,750 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 10:58:16,224 - pyskl - INFO - +top1_acc 0.6389 +top5_acc 0.9179 +2025-06-19 10:58:16,244 - pyskl - INFO - Epoch(val) [31][3183] top1_acc: 0.6389, top5_acc: 0.9179 +2025-06-19 10:59:25,785 - pyskl - INFO - Epoch [32][100/3940] lr: 2.245e-02, eta: 2 days, 10:00:02, time: 0.695, data_time: 0.252, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9469, loss_cls: 4.2749, loss: 4.2749 +2025-06-19 11:00:10,086 - pyskl - INFO - Epoch [32][200/3940] lr: 2.245e-02, eta: 2 days, 9:59:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9519, loss_cls: 4.2418, loss: 4.2418 +2025-06-19 11:00:54,427 - pyskl - INFO - Epoch [32][300/3940] lr: 2.244e-02, eta: 2 days, 9:58:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9556, loss_cls: 4.2067, loss: 4.2067 +2025-06-19 11:01:38,755 - pyskl - INFO - Epoch [32][400/3940] lr: 2.244e-02, eta: 2 days, 9:57:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9569, loss_cls: 4.2761, loss: 4.2761 +2025-06-19 11:02:23,091 - pyskl - INFO - Epoch [32][500/3940] lr: 2.244e-02, eta: 2 days, 9:57:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9550, loss_cls: 4.1993, loss: 4.1993 +2025-06-19 11:03:07,446 - pyskl - INFO - Epoch [32][600/3940] lr: 2.243e-02, eta: 2 days, 9:56:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9475, loss_cls: 4.2372, loss: 4.2372 +2025-06-19 11:03:51,839 - pyskl - INFO - Epoch [32][700/3940] lr: 2.243e-02, eta: 2 days, 9:55:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9481, loss_cls: 4.2484, loss: 4.2484 +2025-06-19 11:04:36,214 - pyskl - INFO - Epoch [32][800/3940] lr: 2.242e-02, eta: 2 days, 9:54:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9537, loss_cls: 4.1477, loss: 4.1477 +2025-06-19 11:05:20,499 - pyskl - INFO - Epoch [32][900/3940] lr: 2.242e-02, eta: 2 days, 9:53:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9531, loss_cls: 4.1423, loss: 4.1423 +2025-06-19 11:06:04,819 - pyskl - INFO - Epoch [32][1000/3940] lr: 2.242e-02, eta: 2 days, 9:53:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9544, loss_cls: 4.2466, loss: 4.2466 +2025-06-19 11:06:49,076 - pyskl - INFO - Epoch [32][1100/3940] lr: 2.241e-02, eta: 2 days, 9:52:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9494, loss_cls: 4.2894, loss: 4.2894 +2025-06-19 11:07:33,416 - pyskl - INFO - Epoch [32][1200/3940] lr: 2.241e-02, eta: 2 days, 9:51:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 4.1396, loss: 4.1396 +2025-06-19 11:08:17,723 - pyskl - INFO - Epoch [32][1300/3940] lr: 2.240e-02, eta: 2 days, 9:50:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9487, loss_cls: 4.2360, loss: 4.2360 +2025-06-19 11:09:02,070 - pyskl - INFO - Epoch [32][1400/3940] lr: 2.240e-02, eta: 2 days, 9:50:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9487, loss_cls: 4.1706, loss: 4.1706 +2025-06-19 11:09:46,404 - pyskl - INFO - Epoch [32][1500/3940] lr: 2.240e-02, eta: 2 days, 9:49:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9437, loss_cls: 4.3264, loss: 4.3264 +2025-06-19 11:10:30,725 - pyskl - INFO - Epoch [32][1600/3940] lr: 2.239e-02, eta: 2 days, 9:48:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9513, loss_cls: 4.2083, loss: 4.2083 +2025-06-19 11:11:15,225 - pyskl - INFO - Epoch [32][1700/3940] lr: 2.239e-02, eta: 2 days, 9:47:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9506, loss_cls: 4.2330, loss: 4.2330 +2025-06-19 11:11:59,686 - pyskl - INFO - Epoch [32][1800/3940] lr: 2.238e-02, eta: 2 days, 9:47:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9456, loss_cls: 4.2774, loss: 4.2774 +2025-06-19 11:12:44,194 - pyskl - INFO - Epoch [32][1900/3940] lr: 2.238e-02, eta: 2 days, 9:46:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9594, loss_cls: 4.2484, loss: 4.2484 +2025-06-19 11:13:28,675 - pyskl - INFO - Epoch [32][2000/3940] lr: 2.238e-02, eta: 2 days, 9:45:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9444, loss_cls: 4.1851, loss: 4.1851 +2025-06-19 11:14:13,145 - pyskl - INFO - Epoch [32][2100/3940] lr: 2.237e-02, eta: 2 days, 9:44:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9481, loss_cls: 4.1546, loss: 4.1546 +2025-06-19 11:14:57,664 - pyskl - INFO - Epoch [32][2200/3940] lr: 2.237e-02, eta: 2 days, 9:44:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9506, loss_cls: 4.1767, loss: 4.1767 +2025-06-19 11:15:42,129 - pyskl - INFO - Epoch [32][2300/3940] lr: 2.236e-02, eta: 2 days, 9:43:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9419, loss_cls: 4.2453, loss: 4.2453 +2025-06-19 11:16:26,522 - pyskl - INFO - Epoch [32][2400/3940] lr: 2.236e-02, eta: 2 days, 9:42:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9469, loss_cls: 4.2153, loss: 4.2153 +2025-06-19 11:17:11,031 - pyskl - INFO - Epoch [32][2500/3940] lr: 2.236e-02, eta: 2 days, 9:41:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9469, loss_cls: 4.3384, loss: 4.3384 +2025-06-19 11:17:55,348 - pyskl - INFO - Epoch [32][2600/3940] lr: 2.235e-02, eta: 2 days, 9:41:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9506, loss_cls: 4.4064, loss: 4.4064 +2025-06-19 11:18:39,882 - pyskl - INFO - Epoch [32][2700/3940] lr: 2.235e-02, eta: 2 days, 9:40:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9444, loss_cls: 4.2692, loss: 4.2692 +2025-06-19 11:19:24,356 - pyskl - INFO - Epoch [32][2800/3940] lr: 2.234e-02, eta: 2 days, 9:39:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9469, loss_cls: 4.2246, loss: 4.2246 +2025-06-19 11:20:08,736 - pyskl - INFO - Epoch [32][2900/3940] lr: 2.234e-02, eta: 2 days, 9:38:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9531, loss_cls: 4.1838, loss: 4.1838 +2025-06-19 11:20:53,069 - pyskl - INFO - Epoch [32][3000/3940] lr: 2.233e-02, eta: 2 days, 9:38:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9513, loss_cls: 4.3237, loss: 4.3237 +2025-06-19 11:21:37,470 - pyskl - INFO - Epoch [32][3100/3940] lr: 2.233e-02, eta: 2 days, 9:37:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9400, loss_cls: 4.3168, loss: 4.3168 +2025-06-19 11:22:21,772 - pyskl - INFO - Epoch [32][3200/3940] lr: 2.233e-02, eta: 2 days, 9:36:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9537, loss_cls: 4.2784, loss: 4.2784 +2025-06-19 11:23:06,114 - pyskl - INFO - Epoch [32][3300/3940] lr: 2.232e-02, eta: 2 days, 9:35:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9431, loss_cls: 4.2319, loss: 4.2319 +2025-06-19 11:23:50,813 - pyskl - INFO - Epoch [32][3400/3940] lr: 2.232e-02, eta: 2 days, 9:35:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9425, loss_cls: 4.4330, loss: 4.4330 +2025-06-19 11:24:35,110 - pyskl - INFO - Epoch [32][3500/3940] lr: 2.231e-02, eta: 2 days, 9:34:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9475, loss_cls: 4.2103, loss: 4.2103 +2025-06-19 11:25:19,469 - pyskl - INFO - Epoch [32][3600/3940] lr: 2.231e-02, eta: 2 days, 9:33:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9375, loss_cls: 4.4313, loss: 4.4313 +2025-06-19 11:26:03,868 - pyskl - INFO - Epoch [32][3700/3940] lr: 2.231e-02, eta: 2 days, 9:32:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9531, loss_cls: 4.1996, loss: 4.1996 +2025-06-19 11:26:48,333 - pyskl - INFO - Epoch [32][3800/3940] lr: 2.230e-02, eta: 2 days, 9:32:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9425, loss_cls: 4.1755, loss: 4.1755 +2025-06-19 11:27:32,884 - pyskl - INFO - Epoch [32][3900/3940] lr: 2.230e-02, eta: 2 days, 9:31:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9506, loss_cls: 4.2772, loss: 4.2772 +2025-06-19 11:27:51,139 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-06-19 11:31:11,948 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 11:31:12,423 - pyskl - INFO - +top1_acc 0.6931 +top5_acc 0.9207 +2025-06-19 11:31:12,480 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_25.pth was removed +2025-06-19 11:31:13,578 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. +2025-06-19 11:31:13,581 - pyskl - INFO - Best top1_acc is 0.6931 at 32 epoch. +2025-06-19 11:31:13,599 - pyskl - INFO - Epoch(val) [32][3183] top1_acc: 0.6931, top5_acc: 0.9207 +2025-06-19 11:32:22,960 - pyskl - INFO - Epoch [33][100/3940] lr: 2.229e-02, eta: 2 days, 9:30:52, time: 0.694, data_time: 0.246, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9525, loss_cls: 4.2890, loss: 4.2890 +2025-06-19 11:33:07,571 - pyskl - INFO - Epoch [33][200/3940] lr: 2.229e-02, eta: 2 days, 9:30:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9556, loss_cls: 4.2397, loss: 4.2397 +2025-06-19 11:33:52,044 - pyskl - INFO - Epoch [33][300/3940] lr: 2.228e-02, eta: 2 days, 9:29:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9531, loss_cls: 4.0234, loss: 4.0234 +2025-06-19 11:34:36,382 - pyskl - INFO - Epoch [33][400/3940] lr: 2.228e-02, eta: 2 days, 9:28:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9506, loss_cls: 4.3128, loss: 4.3128 +2025-06-19 11:35:20,731 - pyskl - INFO - Epoch [33][500/3940] lr: 2.228e-02, eta: 2 days, 9:27:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9581, loss_cls: 4.1550, loss: 4.1550 +2025-06-19 11:36:05,004 - pyskl - INFO - Epoch [33][600/3940] lr: 2.227e-02, eta: 2 days, 9:27:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9513, loss_cls: 4.2066, loss: 4.2066 +2025-06-19 11:36:49,405 - pyskl - INFO - Epoch [33][700/3940] lr: 2.227e-02, eta: 2 days, 9:26:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9475, loss_cls: 4.2020, loss: 4.2020 +2025-06-19 11:37:33,810 - pyskl - INFO - Epoch [33][800/3940] lr: 2.226e-02, eta: 2 days, 9:25:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9481, loss_cls: 4.1533, loss: 4.1533 +2025-06-19 11:38:18,098 - pyskl - INFO - Epoch [33][900/3940] lr: 2.226e-02, eta: 2 days, 9:24:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9413, loss_cls: 4.2079, loss: 4.2079 +2025-06-19 11:39:02,402 - pyskl - INFO - Epoch [33][1000/3940] lr: 2.225e-02, eta: 2 days, 9:24:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 4.1631, loss: 4.1631 +2025-06-19 11:39:46,671 - pyskl - INFO - Epoch [33][1100/3940] lr: 2.225e-02, eta: 2 days, 9:23:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 4.0615, loss: 4.0615 +2025-06-19 11:40:30,942 - pyskl - INFO - Epoch [33][1200/3940] lr: 2.225e-02, eta: 2 days, 9:22:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9500, loss_cls: 4.1760, loss: 4.1760 +2025-06-19 11:41:15,349 - pyskl - INFO - Epoch [33][1300/3940] lr: 2.224e-02, eta: 2 days, 9:21:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9537, loss_cls: 4.2110, loss: 4.2110 +2025-06-19 11:41:59,661 - pyskl - INFO - Epoch [33][1400/3940] lr: 2.224e-02, eta: 2 days, 9:21:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 4.2242, loss: 4.2242 +2025-06-19 11:42:43,925 - pyskl - INFO - Epoch [33][1500/3940] lr: 2.223e-02, eta: 2 days, 9:20:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9494, loss_cls: 4.3809, loss: 4.3809 +2025-06-19 11:43:28,197 - pyskl - INFO - Epoch [33][1600/3940] lr: 2.223e-02, eta: 2 days, 9:19:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9456, loss_cls: 4.2272, loss: 4.2272 +2025-06-19 11:44:12,497 - pyskl - INFO - Epoch [33][1700/3940] lr: 2.223e-02, eta: 2 days, 9:18:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9475, loss_cls: 4.3204, loss: 4.3204 +2025-06-19 11:44:56,719 - pyskl - INFO - Epoch [33][1800/3940] lr: 2.222e-02, eta: 2 days, 9:18:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9444, loss_cls: 4.3621, loss: 4.3621 +2025-06-19 11:45:40,987 - pyskl - INFO - Epoch [33][1900/3940] lr: 2.222e-02, eta: 2 days, 9:17:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9450, loss_cls: 4.2432, loss: 4.2432 +2025-06-19 11:46:25,225 - pyskl - INFO - Epoch [33][2000/3940] lr: 2.221e-02, eta: 2 days, 9:16:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9494, loss_cls: 4.3344, loss: 4.3344 +2025-06-19 11:47:09,580 - pyskl - INFO - Epoch [33][2100/3940] lr: 2.221e-02, eta: 2 days, 9:15:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9425, loss_cls: 4.2891, loss: 4.2891 +2025-06-19 11:47:53,899 - pyskl - INFO - Epoch [33][2200/3940] lr: 2.220e-02, eta: 2 days, 9:15:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9463, loss_cls: 4.2011, loss: 4.2011 +2025-06-19 11:48:38,265 - pyskl - INFO - Epoch [33][2300/3940] lr: 2.220e-02, eta: 2 days, 9:14:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9481, loss_cls: 4.3207, loss: 4.3207 +2025-06-19 11:49:22,682 - pyskl - INFO - Epoch [33][2400/3940] lr: 2.220e-02, eta: 2 days, 9:13:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9575, loss_cls: 4.0834, loss: 4.0834 +2025-06-19 11:50:07,004 - pyskl - INFO - Epoch [33][2500/3940] lr: 2.219e-02, eta: 2 days, 9:12:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9456, loss_cls: 4.1777, loss: 4.1777 +2025-06-19 11:50:51,321 - pyskl - INFO - Epoch [33][2600/3940] lr: 2.219e-02, eta: 2 days, 9:11:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9475, loss_cls: 4.3316, loss: 4.3316 +2025-06-19 11:51:35,597 - pyskl - INFO - Epoch [33][2700/3940] lr: 2.218e-02, eta: 2 days, 9:11:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 4.1544, loss: 4.1544 +2025-06-19 11:52:19,887 - pyskl - INFO - Epoch [33][2800/3940] lr: 2.218e-02, eta: 2 days, 9:10:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9406, loss_cls: 4.3736, loss: 4.3736 +2025-06-19 11:53:04,188 - pyskl - INFO - Epoch [33][2900/3940] lr: 2.218e-02, eta: 2 days, 9:09:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9481, loss_cls: 4.1303, loss: 4.1303 +2025-06-19 11:53:48,464 - pyskl - INFO - Epoch [33][3000/3940] lr: 2.217e-02, eta: 2 days, 9:08:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9481, loss_cls: 4.2725, loss: 4.2725 +2025-06-19 11:54:32,810 - pyskl - INFO - Epoch [33][3100/3940] lr: 2.217e-02, eta: 2 days, 9:08:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9450, loss_cls: 4.2294, loss: 4.2294 +2025-06-19 11:55:17,200 - pyskl - INFO - Epoch [33][3200/3940] lr: 2.216e-02, eta: 2 days, 9:07:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9506, loss_cls: 4.2994, loss: 4.2994 +2025-06-19 11:56:01,618 - pyskl - INFO - Epoch [33][3300/3940] lr: 2.216e-02, eta: 2 days, 9:06:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9525, loss_cls: 4.2882, loss: 4.2882 +2025-06-19 11:56:46,097 - pyskl - INFO - Epoch [33][3400/3940] lr: 2.215e-02, eta: 2 days, 9:05:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9544, loss_cls: 4.2697, loss: 4.2697 +2025-06-19 11:57:30,569 - pyskl - INFO - Epoch [33][3500/3940] lr: 2.215e-02, eta: 2 days, 9:05:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9456, loss_cls: 4.2533, loss: 4.2533 +2025-06-19 11:58:14,928 - pyskl - INFO - Epoch [33][3600/3940] lr: 2.215e-02, eta: 2 days, 9:04:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9481, loss_cls: 4.1594, loss: 4.1594 +2025-06-19 11:58:59,261 - pyskl - INFO - Epoch [33][3700/3940] lr: 2.214e-02, eta: 2 days, 9:03:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9537, loss_cls: 4.2585, loss: 4.2585 +2025-06-19 11:59:43,637 - pyskl - INFO - Epoch [33][3800/3940] lr: 2.214e-02, eta: 2 days, 9:02:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9369, loss_cls: 4.2533, loss: 4.2533 +2025-06-19 12:00:28,030 - pyskl - INFO - Epoch [33][3900/3940] lr: 2.213e-02, eta: 2 days, 9:02:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9450, loss_cls: 4.2468, loss: 4.2468 +2025-06-19 12:00:46,232 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-06-19 12:04:07,442 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 12:04:07,907 - pyskl - INFO - +top1_acc 0.6714 +top5_acc 0.9066 +2025-06-19 12:04:07,924 - pyskl - INFO - Epoch(val) [33][3183] top1_acc: 0.6714, top5_acc: 0.9066 +2025-06-19 12:05:17,250 - pyskl - INFO - Epoch [34][100/3940] lr: 2.213e-02, eta: 2 days, 9:01:34, time: 0.693, data_time: 0.249, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9487, loss_cls: 4.1864, loss: 4.1864 +2025-06-19 12:06:01,629 - pyskl - INFO - Epoch [34][200/3940] lr: 2.212e-02, eta: 2 days, 9:00:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9525, loss_cls: 4.1766, loss: 4.1766 +2025-06-19 12:06:46,030 - pyskl - INFO - Epoch [34][300/3940] lr: 2.212e-02, eta: 2 days, 9:00:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9500, loss_cls: 4.1885, loss: 4.1885 +2025-06-19 12:07:30,472 - pyskl - INFO - Epoch [34][400/3940] lr: 2.211e-02, eta: 2 days, 8:59:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9556, loss_cls: 4.1288, loss: 4.1288 +2025-06-19 12:08:14,920 - pyskl - INFO - Epoch [34][500/3940] lr: 2.211e-02, eta: 2 days, 8:58:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9537, loss_cls: 4.2500, loss: 4.2500 +2025-06-19 12:08:59,233 - pyskl - INFO - Epoch [34][600/3940] lr: 2.211e-02, eta: 2 days, 8:57:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9544, loss_cls: 4.1874, loss: 4.1874 +2025-06-19 12:09:43,535 - pyskl - INFO - Epoch [34][700/3940] lr: 2.210e-02, eta: 2 days, 8:57:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9537, loss_cls: 4.1597, loss: 4.1597 +2025-06-19 12:10:27,772 - pyskl - INFO - Epoch [34][800/3940] lr: 2.210e-02, eta: 2 days, 8:56:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9481, loss_cls: 4.1346, loss: 4.1346 +2025-06-19 12:11:11,994 - pyskl - INFO - Epoch [34][900/3940] lr: 2.209e-02, eta: 2 days, 8:55:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9575, loss_cls: 4.2200, loss: 4.2200 +2025-06-19 12:11:56,148 - pyskl - INFO - Epoch [34][1000/3940] lr: 2.209e-02, eta: 2 days, 8:54:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 3.9670, loss: 3.9670 +2025-06-19 12:12:40,377 - pyskl - INFO - Epoch [34][1100/3940] lr: 2.208e-02, eta: 2 days, 8:54:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9437, loss_cls: 4.3672, loss: 4.3672 +2025-06-19 12:13:24,562 - pyskl - INFO - Epoch [34][1200/3940] lr: 2.208e-02, eta: 2 days, 8:53:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9619, loss_cls: 4.2163, loss: 4.2163 +2025-06-19 12:14:08,741 - pyskl - INFO - Epoch [34][1300/3940] lr: 2.208e-02, eta: 2 days, 8:52:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9444, loss_cls: 4.4364, loss: 4.4364 +2025-06-19 12:14:52,981 - pyskl - INFO - Epoch [34][1400/3940] lr: 2.207e-02, eta: 2 days, 8:51:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9469, loss_cls: 4.3182, loss: 4.3182 +2025-06-19 12:15:37,208 - pyskl - INFO - Epoch [34][1500/3940] lr: 2.207e-02, eta: 2 days, 8:50:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9525, loss_cls: 4.2247, loss: 4.2247 +2025-06-19 12:16:21,365 - pyskl - INFO - Epoch [34][1600/3940] lr: 2.206e-02, eta: 2 days, 8:50:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9487, loss_cls: 4.2739, loss: 4.2739 +2025-06-19 12:17:05,609 - pyskl - INFO - Epoch [34][1700/3940] lr: 2.206e-02, eta: 2 days, 8:49:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9431, loss_cls: 4.3205, loss: 4.3205 +2025-06-19 12:17:49,815 - pyskl - INFO - Epoch [34][1800/3940] lr: 2.205e-02, eta: 2 days, 8:48:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9531, loss_cls: 4.1700, loss: 4.1700 +2025-06-19 12:18:34,058 - pyskl - INFO - Epoch [34][1900/3940] lr: 2.205e-02, eta: 2 days, 8:47:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9531, loss_cls: 4.1337, loss: 4.1337 +2025-06-19 12:19:18,255 - pyskl - INFO - Epoch [34][2000/3940] lr: 2.205e-02, eta: 2 days, 8:47:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9431, loss_cls: 4.3519, loss: 4.3519 +2025-06-19 12:20:02,453 - pyskl - INFO - Epoch [34][2100/3940] lr: 2.204e-02, eta: 2 days, 8:46:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9475, loss_cls: 4.2056, loss: 4.2056 +2025-06-19 12:20:46,655 - pyskl - INFO - Epoch [34][2200/3940] lr: 2.204e-02, eta: 2 days, 8:45:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9569, loss_cls: 4.1623, loss: 4.1623 +2025-06-19 12:21:30,869 - pyskl - INFO - Epoch [34][2300/3940] lr: 2.203e-02, eta: 2 days, 8:44:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9525, loss_cls: 4.0794, loss: 4.0794 +2025-06-19 12:22:15,096 - pyskl - INFO - Epoch [34][2400/3940] lr: 2.203e-02, eta: 2 days, 8:44:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9431, loss_cls: 4.3469, loss: 4.3469 +2025-06-19 12:22:59,309 - pyskl - INFO - Epoch [34][2500/3940] lr: 2.202e-02, eta: 2 days, 8:43:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9487, loss_cls: 4.1247, loss: 4.1247 +2025-06-19 12:23:43,512 - pyskl - INFO - Epoch [34][2600/3940] lr: 2.202e-02, eta: 2 days, 8:42:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9481, loss_cls: 4.1631, loss: 4.1631 +2025-06-19 12:24:27,763 - pyskl - INFO - Epoch [34][2700/3940] lr: 2.202e-02, eta: 2 days, 8:41:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 4.1806, loss: 4.1806 +2025-06-19 12:25:11,983 - pyskl - INFO - Epoch [34][2800/3940] lr: 2.201e-02, eta: 2 days, 8:41:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9487, loss_cls: 4.1403, loss: 4.1403 +2025-06-19 12:25:56,188 - pyskl - INFO - Epoch [34][2900/3940] lr: 2.201e-02, eta: 2 days, 8:40:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 4.1977, loss: 4.1977 +2025-06-19 12:26:40,364 - pyskl - INFO - Epoch [34][3000/3940] lr: 2.200e-02, eta: 2 days, 8:39:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9431, loss_cls: 4.3872, loss: 4.3872 +2025-06-19 12:27:24,455 - pyskl - INFO - Epoch [34][3100/3940] lr: 2.200e-02, eta: 2 days, 8:38:47, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9525, loss_cls: 4.2229, loss: 4.2229 +2025-06-19 12:28:08,637 - pyskl - INFO - Epoch [34][3200/3940] lr: 2.199e-02, eta: 2 days, 8:38:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9381, loss_cls: 4.2203, loss: 4.2203 +2025-06-19 12:28:52,840 - pyskl - INFO - Epoch [34][3300/3940] lr: 2.199e-02, eta: 2 days, 8:37:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9475, loss_cls: 4.2913, loss: 4.2913 +2025-06-19 12:29:37,028 - pyskl - INFO - Epoch [34][3400/3940] lr: 2.199e-02, eta: 2 days, 8:36:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9387, loss_cls: 4.2349, loss: 4.2349 +2025-06-19 12:30:21,237 - pyskl - INFO - Epoch [34][3500/3940] lr: 2.198e-02, eta: 2 days, 8:35:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9437, loss_cls: 4.3930, loss: 4.3930 +2025-06-19 12:31:05,485 - pyskl - INFO - Epoch [34][3600/3940] lr: 2.198e-02, eta: 2 days, 8:34:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9463, loss_cls: 4.2008, loss: 4.2008 +2025-06-19 12:31:49,680 - pyskl - INFO - Epoch [34][3700/3940] lr: 2.197e-02, eta: 2 days, 8:34:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9500, loss_cls: 4.1552, loss: 4.1552 +2025-06-19 12:32:33,898 - pyskl - INFO - Epoch [34][3800/3940] lr: 2.197e-02, eta: 2 days, 8:33:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9513, loss_cls: 4.1044, loss: 4.1044 +2025-06-19 12:33:18,389 - pyskl - INFO - Epoch [34][3900/3940] lr: 2.196e-02, eta: 2 days, 8:32:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9525, loss_cls: 4.1376, loss: 4.1376 +2025-06-19 12:33:36,519 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-06-19 12:36:56,957 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 12:36:57,425 - pyskl - INFO - +top1_acc 0.6192 +top5_acc 0.8731 +2025-06-19 12:36:57,443 - pyskl - INFO - Epoch(val) [34][3183] top1_acc: 0.6192, top5_acc: 0.8731 +2025-06-19 12:38:06,454 - pyskl - INFO - Epoch [35][100/3940] lr: 2.196e-02, eta: 2 days, 8:32:03, time: 0.690, data_time: 0.247, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9519, loss_cls: 4.2726, loss: 4.2726 +2025-06-19 12:38:50,814 - pyskl - INFO - Epoch [35][200/3940] lr: 2.195e-02, eta: 2 days, 8:31:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9487, loss_cls: 4.1479, loss: 4.1479 +2025-06-19 12:39:35,270 - pyskl - INFO - Epoch [35][300/3940] lr: 2.195e-02, eta: 2 days, 8:30:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9513, loss_cls: 4.3522, loss: 4.3522 +2025-06-19 12:40:19,714 - pyskl - INFO - Epoch [35][400/3940] lr: 2.195e-02, eta: 2 days, 8:29:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9531, loss_cls: 4.2228, loss: 4.2228 +2025-06-19 12:41:04,169 - pyskl - INFO - Epoch [35][500/3940] lr: 2.194e-02, eta: 2 days, 8:29:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9481, loss_cls: 4.1895, loss: 4.1895 +2025-06-19 12:41:48,414 - pyskl - INFO - Epoch [35][600/3940] lr: 2.194e-02, eta: 2 days, 8:28:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9437, loss_cls: 4.2200, loss: 4.2200 +2025-06-19 12:42:32,742 - pyskl - INFO - Epoch [35][700/3940] lr: 2.193e-02, eta: 2 days, 8:27:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9581, loss_cls: 4.0249, loss: 4.0249 +2025-06-19 12:43:16,936 - pyskl - INFO - Epoch [35][800/3940] lr: 2.193e-02, eta: 2 days, 8:26:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9494, loss_cls: 4.2269, loss: 4.2269 +2025-06-19 12:44:01,180 - pyskl - INFO - Epoch [35][900/3940] lr: 2.192e-02, eta: 2 days, 8:26:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9487, loss_cls: 4.1981, loss: 4.1981 +2025-06-19 12:44:45,425 - pyskl - INFO - Epoch [35][1000/3940] lr: 2.192e-02, eta: 2 days, 8:25:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9500, loss_cls: 4.2814, loss: 4.2814 +2025-06-19 12:45:29,564 - pyskl - INFO - Epoch [35][1100/3940] lr: 2.191e-02, eta: 2 days, 8:24:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9525, loss_cls: 4.0053, loss: 4.0053 +2025-06-19 12:46:13,794 - pyskl - INFO - Epoch [35][1200/3940] lr: 2.191e-02, eta: 2 days, 8:23:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9537, loss_cls: 4.1353, loss: 4.1353 +2025-06-19 12:46:57,926 - pyskl - INFO - Epoch [35][1300/3940] lr: 2.191e-02, eta: 2 days, 8:22:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9419, loss_cls: 4.3002, loss: 4.3002 +2025-06-19 12:47:42,031 - pyskl - INFO - Epoch [35][1400/3940] lr: 2.190e-02, eta: 2 days, 8:22:12, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9469, loss_cls: 4.2686, loss: 4.2686 +2025-06-19 12:48:26,348 - pyskl - INFO - Epoch [35][1500/3940] lr: 2.190e-02, eta: 2 days, 8:21:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9506, loss_cls: 4.1052, loss: 4.1052 +2025-06-19 12:49:11,042 - pyskl - INFO - Epoch [35][1600/3940] lr: 2.189e-02, eta: 2 days, 8:20:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9531, loss_cls: 4.1723, loss: 4.1723 +2025-06-19 12:49:55,249 - pyskl - INFO - Epoch [35][1700/3940] lr: 2.189e-02, eta: 2 days, 8:19:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9506, loss_cls: 4.1660, loss: 4.1660 +2025-06-19 12:50:39,452 - pyskl - INFO - Epoch [35][1800/3940] lr: 2.188e-02, eta: 2 days, 8:19:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9506, loss_cls: 4.2631, loss: 4.2631 +2025-06-19 12:51:23,702 - pyskl - INFO - Epoch [35][1900/3940] lr: 2.188e-02, eta: 2 days, 8:18:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9519, loss_cls: 4.2213, loss: 4.2213 +2025-06-19 12:52:08,516 - pyskl - INFO - Epoch [35][2000/3940] lr: 2.188e-02, eta: 2 days, 8:17:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9506, loss_cls: 4.1954, loss: 4.1954 +2025-06-19 12:52:53,152 - pyskl - INFO - Epoch [35][2100/3940] lr: 2.187e-02, eta: 2 days, 8:16:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9575, loss_cls: 4.0441, loss: 4.0441 +2025-06-19 12:53:37,343 - pyskl - INFO - Epoch [35][2200/3940] lr: 2.187e-02, eta: 2 days, 8:16:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 4.1421, loss: 4.1421 +2025-06-19 12:54:21,510 - pyskl - INFO - Epoch [35][2300/3940] lr: 2.186e-02, eta: 2 days, 8:15:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9500, loss_cls: 4.2269, loss: 4.2269 +2025-06-19 12:55:05,697 - pyskl - INFO - Epoch [35][2400/3940] lr: 2.186e-02, eta: 2 days, 8:14:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9363, loss_cls: 4.4231, loss: 4.4231 +2025-06-19 12:55:49,855 - pyskl - INFO - Epoch [35][2500/3940] lr: 2.185e-02, eta: 2 days, 8:13:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9469, loss_cls: 4.1178, loss: 4.1178 +2025-06-19 12:56:34,004 - pyskl - INFO - Epoch [35][2600/3940] lr: 2.185e-02, eta: 2 days, 8:13:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9600, loss_cls: 4.0859, loss: 4.0859 +2025-06-19 12:57:18,179 - pyskl - INFO - Epoch [35][2700/3940] lr: 2.184e-02, eta: 2 days, 8:12:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9500, loss_cls: 4.1766, loss: 4.1766 +2025-06-19 12:58:02,211 - pyskl - INFO - Epoch [35][2800/3940] lr: 2.184e-02, eta: 2 days, 8:11:37, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9450, loss_cls: 4.3091, loss: 4.3091 +2025-06-19 12:58:46,376 - pyskl - INFO - Epoch [35][2900/3940] lr: 2.184e-02, eta: 2 days, 8:10:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9487, loss_cls: 4.2403, loss: 4.2403 +2025-06-19 12:59:30,552 - pyskl - INFO - Epoch [35][3000/3940] lr: 2.183e-02, eta: 2 days, 8:10:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 4.0615, loss: 4.0615 +2025-06-19 13:00:14,697 - pyskl - INFO - Epoch [35][3100/3940] lr: 2.183e-02, eta: 2 days, 8:09:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9413, loss_cls: 4.1946, loss: 4.1946 +2025-06-19 13:00:58,830 - pyskl - INFO - Epoch [35][3200/3940] lr: 2.182e-02, eta: 2 days, 8:08:34, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9500, loss_cls: 4.2283, loss: 4.2283 +2025-06-19 13:01:42,981 - pyskl - INFO - Epoch [35][3300/3940] lr: 2.182e-02, eta: 2 days, 8:07:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9450, loss_cls: 4.2447, loss: 4.2447 +2025-06-19 13:02:27,185 - pyskl - INFO - Epoch [35][3400/3940] lr: 2.181e-02, eta: 2 days, 8:07:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9431, loss_cls: 4.2999, loss: 4.2999 +2025-06-19 13:03:11,424 - pyskl - INFO - Epoch [35][3500/3940] lr: 2.181e-02, eta: 2 days, 8:06:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9475, loss_cls: 4.2290, loss: 4.2290 +2025-06-19 13:03:55,565 - pyskl - INFO - Epoch [35][3600/3940] lr: 2.180e-02, eta: 2 days, 8:05:31, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9456, loss_cls: 4.2447, loss: 4.2447 +2025-06-19 13:04:39,702 - pyskl - INFO - Epoch [35][3700/3940] lr: 2.180e-02, eta: 2 days, 8:04:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9494, loss_cls: 4.2062, loss: 4.2062 +2025-06-19 13:05:23,863 - pyskl - INFO - Epoch [35][3800/3940] lr: 2.180e-02, eta: 2 days, 8:04:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9506, loss_cls: 4.0542, loss: 4.0542 +2025-06-19 13:06:08,292 - pyskl - INFO - Epoch [35][3900/3940] lr: 2.179e-02, eta: 2 days, 8:03:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9444, loss_cls: 4.3335, loss: 4.3335 +2025-06-19 13:06:26,202 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-06-19 13:24:10,700 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 13:24:11,162 - pyskl - INFO - +top1_acc 0.6934 +top5_acc 0.9227 +2025-06-19 13:24:11,214 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_32.pth was removed +2025-06-19 13:24:12,248 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_35.pth. +2025-06-19 13:24:12,250 - pyskl - INFO - Best top1_acc is 0.6934 at 35 epoch. +2025-06-19 13:24:12,267 - pyskl - INFO - Epoch(val) [35][3183] top1_acc: 0.6934, top5_acc: 0.9227 +2025-06-19 13:25:21,401 - pyskl - INFO - Epoch [36][100/3940] lr: 2.178e-02, eta: 2 days, 8:02:35, time: 0.691, data_time: 0.248, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9500, loss_cls: 4.0985, loss: 4.0985 +2025-06-19 13:26:05,718 - pyskl - INFO - Epoch [36][200/3940] lr: 2.178e-02, eta: 2 days, 8:01:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9544, loss_cls: 4.0996, loss: 4.0996 +2025-06-19 13:26:50,061 - pyskl - INFO - Epoch [36][300/3940] lr: 2.178e-02, eta: 2 days, 8:01:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9456, loss_cls: 4.1235, loss: 4.1235 +2025-06-19 13:27:34,436 - pyskl - INFO - Epoch [36][400/3940] lr: 2.177e-02, eta: 2 days, 8:00:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9575, loss_cls: 4.2017, loss: 4.2017 +2025-06-19 13:28:18,714 - pyskl - INFO - Epoch [36][500/3940] lr: 2.177e-02, eta: 2 days, 7:59:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9519, loss_cls: 4.1965, loss: 4.1965 +2025-06-19 13:29:03,032 - pyskl - INFO - Epoch [36][600/3940] lr: 2.176e-02, eta: 2 days, 7:58:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9494, loss_cls: 4.1469, loss: 4.1469 +2025-06-19 13:29:47,581 - pyskl - INFO - Epoch [36][700/3940] lr: 2.176e-02, eta: 2 days, 7:58:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9544, loss_cls: 4.1621, loss: 4.1621 +2025-06-19 13:30:32,025 - pyskl - INFO - Epoch [36][800/3940] lr: 2.175e-02, eta: 2 days, 7:57:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9531, loss_cls: 4.2539, loss: 4.2539 +2025-06-19 13:31:16,515 - pyskl - INFO - Epoch [36][900/3940] lr: 2.175e-02, eta: 2 days, 7:56:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 4.2372, loss: 4.2372 +2025-06-19 13:32:00,883 - pyskl - INFO - Epoch [36][1000/3940] lr: 2.174e-02, eta: 2 days, 7:55:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 4.0635, loss: 4.0635 +2025-06-19 13:32:45,225 - pyskl - INFO - Epoch [36][1100/3940] lr: 2.174e-02, eta: 2 days, 7:55:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9419, loss_cls: 4.1847, loss: 4.1847 +2025-06-19 13:33:29,598 - pyskl - INFO - Epoch [36][1200/3940] lr: 2.174e-02, eta: 2 days, 7:54:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9563, loss_cls: 4.1191, loss: 4.1191 +2025-06-19 13:34:13,846 - pyskl - INFO - Epoch [36][1300/3940] lr: 2.173e-02, eta: 2 days, 7:53:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9469, loss_cls: 4.2467, loss: 4.2467 +2025-06-19 13:34:58,170 - pyskl - INFO - Epoch [36][1400/3940] lr: 2.173e-02, eta: 2 days, 7:52:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9625, loss_cls: 4.0151, loss: 4.0151 +2025-06-19 13:35:42,464 - pyskl - INFO - Epoch [36][1500/3940] lr: 2.172e-02, eta: 2 days, 7:52:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9487, loss_cls: 4.1443, loss: 4.1443 +2025-06-19 13:36:26,848 - pyskl - INFO - Epoch [36][1600/3940] lr: 2.172e-02, eta: 2 days, 7:51:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9356, loss_cls: 4.2131, loss: 4.2131 +2025-06-19 13:37:11,130 - pyskl - INFO - Epoch [36][1700/3940] lr: 2.171e-02, eta: 2 days, 7:50:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9513, loss_cls: 4.2598, loss: 4.2598 +2025-06-19 13:37:55,361 - pyskl - INFO - Epoch [36][1800/3940] lr: 2.171e-02, eta: 2 days, 7:49:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 4.1204, loss: 4.1204 +2025-06-19 13:38:39,571 - pyskl - INFO - Epoch [36][1900/3940] lr: 2.170e-02, eta: 2 days, 7:49:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9456, loss_cls: 4.0661, loss: 4.0661 +2025-06-19 13:39:23,818 - pyskl - INFO - Epoch [36][2000/3940] lr: 2.170e-02, eta: 2 days, 7:48:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9444, loss_cls: 4.1766, loss: 4.1766 +2025-06-19 13:40:08,153 - pyskl - INFO - Epoch [36][2100/3940] lr: 2.170e-02, eta: 2 days, 7:47:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9519, loss_cls: 4.3122, loss: 4.3122 +2025-06-19 13:40:52,437 - pyskl - INFO - Epoch [36][2200/3940] lr: 2.169e-02, eta: 2 days, 7:46:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9481, loss_cls: 4.2022, loss: 4.2022 +2025-06-19 13:41:36,760 - pyskl - INFO - Epoch [36][2300/3940] lr: 2.169e-02, eta: 2 days, 7:46:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9431, loss_cls: 4.2581, loss: 4.2581 +2025-06-19 13:42:21,003 - pyskl - INFO - Epoch [36][2400/3940] lr: 2.168e-02, eta: 2 days, 7:45:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9419, loss_cls: 4.3204, loss: 4.3204 +2025-06-19 13:43:05,317 - pyskl - INFO - Epoch [36][2500/3940] lr: 2.168e-02, eta: 2 days, 7:44:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9494, loss_cls: 4.2349, loss: 4.2349 +2025-06-19 13:43:49,654 - pyskl - INFO - Epoch [36][2600/3940] lr: 2.167e-02, eta: 2 days, 7:43:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9400, loss_cls: 4.1941, loss: 4.1941 +2025-06-19 13:44:34,062 - pyskl - INFO - Epoch [36][2700/3940] lr: 2.167e-02, eta: 2 days, 7:43:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9519, loss_cls: 4.1426, loss: 4.1426 +2025-06-19 13:45:18,456 - pyskl - INFO - Epoch [36][2800/3940] lr: 2.166e-02, eta: 2 days, 7:42:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 4.2028, loss: 4.2028 +2025-06-19 13:46:02,798 - pyskl - INFO - Epoch [36][2900/3940] lr: 2.166e-02, eta: 2 days, 7:41:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9613, loss_cls: 4.1365, loss: 4.1365 +2025-06-19 13:46:47,286 - pyskl - INFO - Epoch [36][3000/3940] lr: 2.165e-02, eta: 2 days, 7:40:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9600, loss_cls: 4.1383, loss: 4.1383 +2025-06-19 13:47:31,575 - pyskl - INFO - Epoch [36][3100/3940] lr: 2.165e-02, eta: 2 days, 7:40:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9450, loss_cls: 4.2255, loss: 4.2255 +2025-06-19 13:48:15,873 - pyskl - INFO - Epoch [36][3200/3940] lr: 2.165e-02, eta: 2 days, 7:39:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9544, loss_cls: 4.1487, loss: 4.1487 +2025-06-19 13:49:00,165 - pyskl - INFO - Epoch [36][3300/3940] lr: 2.164e-02, eta: 2 days, 7:38:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9456, loss_cls: 4.2098, loss: 4.2098 +2025-06-19 13:49:44,371 - pyskl - INFO - Epoch [36][3400/3940] lr: 2.164e-02, eta: 2 days, 7:37:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9544, loss_cls: 4.2489, loss: 4.2489 +2025-06-19 13:50:28,616 - pyskl - INFO - Epoch [36][3500/3940] lr: 2.163e-02, eta: 2 days, 7:36:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9594, loss_cls: 4.1939, loss: 4.1939 +2025-06-19 13:51:12,918 - pyskl - INFO - Epoch [36][3600/3940] lr: 2.163e-02, eta: 2 days, 7:36:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9500, loss_cls: 4.1468, loss: 4.1468 +2025-06-19 13:51:57,191 - pyskl - INFO - Epoch [36][3700/3940] lr: 2.162e-02, eta: 2 days, 7:35:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9513, loss_cls: 4.1502, loss: 4.1502 +2025-06-19 13:52:41,598 - pyskl - INFO - Epoch [36][3800/3940] lr: 2.162e-02, eta: 2 days, 7:34:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9506, loss_cls: 4.2135, loss: 4.2135 +2025-06-19 13:53:25,874 - pyskl - INFO - Epoch [36][3900/3940] lr: 2.161e-02, eta: 2 days, 7:33:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9500, loss_cls: 4.1214, loss: 4.1214 +2025-06-19 13:53:43,937 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-06-19 13:57:04,887 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 13:57:05,347 - pyskl - INFO - +top1_acc 0.6676 +top5_acc 0.9088 +2025-06-19 13:57:05,364 - pyskl - INFO - Epoch(val) [36][3183] top1_acc: 0.6676, top5_acc: 0.9088 +2025-06-19 13:58:14,513 - pyskl - INFO - Epoch [37][100/3940] lr: 2.161e-02, eta: 2 days, 7:33:16, time: 0.691, data_time: 0.250, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 4.1598, loss: 4.1598 +2025-06-19 13:58:58,724 - pyskl - INFO - Epoch [37][200/3940] lr: 2.160e-02, eta: 2 days, 7:32:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9469, loss_cls: 4.2126, loss: 4.2126 +2025-06-19 13:59:42,920 - pyskl - INFO - Epoch [37][300/3940] lr: 2.160e-02, eta: 2 days, 7:31:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9563, loss_cls: 4.0660, loss: 4.0660 +2025-06-19 14:00:27,208 - pyskl - INFO - Epoch [37][400/3940] lr: 2.159e-02, eta: 2 days, 7:31:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9556, loss_cls: 4.0498, loss: 4.0498 +2025-06-19 14:01:11,432 - pyskl - INFO - Epoch [37][500/3940] lr: 2.159e-02, eta: 2 days, 7:30:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9525, loss_cls: 4.1346, loss: 4.1346 +2025-06-19 14:01:55,939 - pyskl - INFO - Epoch [37][600/3940] lr: 2.158e-02, eta: 2 days, 7:29:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9481, loss_cls: 4.1293, loss: 4.1293 +2025-06-19 14:02:40,605 - pyskl - INFO - Epoch [37][700/3940] lr: 2.158e-02, eta: 2 days, 7:28:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9531, loss_cls: 4.2242, loss: 4.2242 +2025-06-19 14:03:25,031 - pyskl - INFO - Epoch [37][800/3940] lr: 2.158e-02, eta: 2 days, 7:28:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9425, loss_cls: 4.1434, loss: 4.1434 +2025-06-19 14:04:09,411 - pyskl - INFO - Epoch [37][900/3940] lr: 2.157e-02, eta: 2 days, 7:27:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9425, loss_cls: 4.1944, loss: 4.1944 +2025-06-19 14:04:53,793 - pyskl - INFO - Epoch [37][1000/3940] lr: 2.157e-02, eta: 2 days, 7:26:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9606, loss_cls: 3.9042, loss: 3.9042 +2025-06-19 14:05:38,258 - pyskl - INFO - Epoch [37][1100/3940] lr: 2.156e-02, eta: 2 days, 7:25:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9450, loss_cls: 4.2719, loss: 4.2719 +2025-06-19 14:06:22,660 - pyskl - INFO - Epoch [37][1200/3940] lr: 2.156e-02, eta: 2 days, 7:25:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9456, loss_cls: 4.1464, loss: 4.1464 +2025-06-19 14:07:06,996 - pyskl - INFO - Epoch [37][1300/3940] lr: 2.155e-02, eta: 2 days, 7:24:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9506, loss_cls: 4.0875, loss: 4.0875 +2025-06-19 14:07:51,382 - pyskl - INFO - Epoch [37][1400/3940] lr: 2.155e-02, eta: 2 days, 7:23:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9537, loss_cls: 4.0177, loss: 4.0177 +2025-06-19 14:08:35,690 - pyskl - INFO - Epoch [37][1500/3940] lr: 2.154e-02, eta: 2 days, 7:22:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 4.0876, loss: 4.0876 +2025-06-19 14:09:20,006 - pyskl - INFO - Epoch [37][1600/3940] lr: 2.154e-02, eta: 2 days, 7:22:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9450, loss_cls: 4.1393, loss: 4.1393 +2025-06-19 14:10:04,461 - pyskl - INFO - Epoch [37][1700/3940] lr: 2.153e-02, eta: 2 days, 7:21:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9525, loss_cls: 4.1605, loss: 4.1605 +2025-06-19 14:10:48,942 - pyskl - INFO - Epoch [37][1800/3940] lr: 2.153e-02, eta: 2 days, 7:20:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9506, loss_cls: 4.1500, loss: 4.1500 +2025-06-19 14:11:33,544 - pyskl - INFO - Epoch [37][1900/3940] lr: 2.153e-02, eta: 2 days, 7:19:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9519, loss_cls: 4.1787, loss: 4.1787 +2025-06-19 14:12:18,055 - pyskl - INFO - Epoch [37][2000/3940] lr: 2.152e-02, eta: 2 days, 7:19:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 4.0586, loss: 4.0586 +2025-06-19 14:13:02,475 - pyskl - INFO - Epoch [37][2100/3940] lr: 2.152e-02, eta: 2 days, 7:18:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 4.2147, loss: 4.2147 +2025-06-19 14:13:46,910 - pyskl - INFO - Epoch [37][2200/3940] lr: 2.151e-02, eta: 2 days, 7:17:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 4.1189, loss: 4.1189 +2025-06-19 14:14:31,254 - pyskl - INFO - Epoch [37][2300/3940] lr: 2.151e-02, eta: 2 days, 7:16:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9613, loss_cls: 4.1658, loss: 4.1658 +2025-06-19 14:15:15,550 - pyskl - INFO - Epoch [37][2400/3940] lr: 2.150e-02, eta: 2 days, 7:16:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9469, loss_cls: 4.2119, loss: 4.2119 +2025-06-19 14:15:59,846 - pyskl - INFO - Epoch [37][2500/3940] lr: 2.150e-02, eta: 2 days, 7:15:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9544, loss_cls: 3.9785, loss: 3.9785 +2025-06-19 14:16:44,287 - pyskl - INFO - Epoch [37][2600/3940] lr: 2.149e-02, eta: 2 days, 7:14:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9400, loss_cls: 4.3989, loss: 4.3989 +2025-06-19 14:17:28,753 - pyskl - INFO - Epoch [37][2700/3940] lr: 2.149e-02, eta: 2 days, 7:13:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9481, loss_cls: 4.2650, loss: 4.2650 +2025-06-19 14:18:13,127 - pyskl - INFO - Epoch [37][2800/3940] lr: 2.148e-02, eta: 2 days, 7:13:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9413, loss_cls: 4.2709, loss: 4.2709 +2025-06-19 14:18:57,417 - pyskl - INFO - Epoch [37][2900/3940] lr: 2.148e-02, eta: 2 days, 7:12:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9513, loss_cls: 4.1916, loss: 4.1916 +2025-06-19 14:19:41,672 - pyskl - INFO - Epoch [37][3000/3940] lr: 2.147e-02, eta: 2 days, 7:11:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9444, loss_cls: 4.1723, loss: 4.1723 +2025-06-19 14:20:26,069 - pyskl - INFO - Epoch [37][3100/3940] lr: 2.147e-02, eta: 2 days, 7:10:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9469, loss_cls: 4.2479, loss: 4.2479 +2025-06-19 14:21:10,407 - pyskl - INFO - Epoch [37][3200/3940] lr: 2.147e-02, eta: 2 days, 7:10:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9400, loss_cls: 4.1678, loss: 4.1678 +2025-06-19 14:21:54,774 - pyskl - INFO - Epoch [37][3300/3940] lr: 2.146e-02, eta: 2 days, 7:09:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9463, loss_cls: 4.1848, loss: 4.1848 +2025-06-19 14:22:39,113 - pyskl - INFO - Epoch [37][3400/3940] lr: 2.146e-02, eta: 2 days, 7:08:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9456, loss_cls: 4.3020, loss: 4.3020 +2025-06-19 14:23:23,442 - pyskl - INFO - Epoch [37][3500/3940] lr: 2.145e-02, eta: 2 days, 7:07:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9556, loss_cls: 4.1721, loss: 4.1721 +2025-06-19 14:24:07,831 - pyskl - INFO - Epoch [37][3600/3940] lr: 2.145e-02, eta: 2 days, 7:07:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9487, loss_cls: 4.1364, loss: 4.1364 +2025-06-19 14:24:52,136 - pyskl - INFO - Epoch [37][3700/3940] lr: 2.144e-02, eta: 2 days, 7:06:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9400, loss_cls: 4.1810, loss: 4.1810 +2025-06-19 14:25:36,483 - pyskl - INFO - Epoch [37][3800/3940] lr: 2.144e-02, eta: 2 days, 7:05:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9531, loss_cls: 4.2319, loss: 4.2319 +2025-06-19 14:26:20,833 - pyskl - INFO - Epoch [37][3900/3940] lr: 2.143e-02, eta: 2 days, 7:04:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9519, loss_cls: 4.1853, loss: 4.1853 +2025-06-19 14:26:38,924 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-06-19 14:29:59,903 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 14:30:00,371 - pyskl - INFO - +top1_acc 0.6811 +top5_acc 0.9184 +2025-06-19 14:30:00,389 - pyskl - INFO - Epoch(val) [37][3183] top1_acc: 0.6811, top5_acc: 0.9184 +2025-06-19 14:31:09,456 - pyskl - INFO - Epoch [38][100/3940] lr: 2.143e-02, eta: 2 days, 7:04:03, time: 0.691, data_time: 0.248, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9475, loss_cls: 4.0558, loss: 4.0558 +2025-06-19 14:31:53,686 - pyskl - INFO - Epoch [38][200/3940] lr: 2.142e-02, eta: 2 days, 7:03:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 4.0329, loss: 4.0329 +2025-06-19 14:32:37,996 - pyskl - INFO - Epoch [38][300/3940] lr: 2.142e-02, eta: 2 days, 7:02:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9531, loss_cls: 4.0226, loss: 4.0226 +2025-06-19 14:33:22,237 - pyskl - INFO - Epoch [38][400/3940] lr: 2.141e-02, eta: 2 days, 7:01:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9463, loss_cls: 4.2137, loss: 4.2137 +2025-06-19 14:34:06,521 - pyskl - INFO - Epoch [38][500/3940] lr: 2.141e-02, eta: 2 days, 7:01:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 4.1044, loss: 4.1044 +2025-06-19 14:34:50,807 - pyskl - INFO - Epoch [38][600/3940] lr: 2.140e-02, eta: 2 days, 7:00:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 3.9623, loss: 3.9623 +2025-06-19 14:35:35,246 - pyskl - INFO - Epoch [38][700/3940] lr: 2.140e-02, eta: 2 days, 6:59:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9556, loss_cls: 4.0876, loss: 4.0876 +2025-06-19 14:36:19,769 - pyskl - INFO - Epoch [38][800/3940] lr: 2.139e-02, eta: 2 days, 6:58:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9475, loss_cls: 4.2380, loss: 4.2380 +2025-06-19 14:37:04,256 - pyskl - INFO - Epoch [38][900/3940] lr: 2.139e-02, eta: 2 days, 6:58:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9475, loss_cls: 4.1976, loss: 4.1976 +2025-06-19 14:37:48,535 - pyskl - INFO - Epoch [38][1000/3940] lr: 2.138e-02, eta: 2 days, 6:57:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9463, loss_cls: 4.3425, loss: 4.3425 +2025-06-19 14:38:32,826 - pyskl - INFO - Epoch [38][1100/3940] lr: 2.138e-02, eta: 2 days, 6:56:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9444, loss_cls: 4.2430, loss: 4.2430 +2025-06-19 14:39:17,160 - pyskl - INFO - Epoch [38][1200/3940] lr: 2.137e-02, eta: 2 days, 6:55:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 4.0978, loss: 4.0978 +2025-06-19 14:40:01,421 - pyskl - INFO - Epoch [38][1300/3940] lr: 2.137e-02, eta: 2 days, 6:55:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9513, loss_cls: 4.2219, loss: 4.2219 +2025-06-19 14:40:45,671 - pyskl - INFO - Epoch [38][1400/3940] lr: 2.137e-02, eta: 2 days, 6:54:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9494, loss_cls: 4.1537, loss: 4.1537 +2025-06-19 14:41:30,084 - pyskl - INFO - Epoch [38][1500/3940] lr: 2.136e-02, eta: 2 days, 6:53:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9444, loss_cls: 4.1921, loss: 4.1921 +2025-06-19 14:42:14,411 - pyskl - INFO - Epoch [38][1600/3940] lr: 2.136e-02, eta: 2 days, 6:52:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9469, loss_cls: 4.2769, loss: 4.2769 +2025-06-19 14:42:58,690 - pyskl - INFO - Epoch [38][1700/3940] lr: 2.135e-02, eta: 2 days, 6:52:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9500, loss_cls: 4.1503, loss: 4.1503 +2025-06-19 14:43:43,008 - pyskl - INFO - Epoch [38][1800/3940] lr: 2.135e-02, eta: 2 days, 6:51:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 3.9582, loss: 3.9582 +2025-06-19 14:44:27,276 - pyskl - INFO - Epoch [38][1900/3940] lr: 2.134e-02, eta: 2 days, 6:50:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9550, loss_cls: 4.1697, loss: 4.1697 +2025-06-19 14:45:11,561 - pyskl - INFO - Epoch [38][2000/3940] lr: 2.134e-02, eta: 2 days, 6:49:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 4.1084, loss: 4.1084 +2025-06-19 14:45:55,915 - pyskl - INFO - Epoch [38][2100/3940] lr: 2.133e-02, eta: 2 days, 6:49:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9531, loss_cls: 4.0974, loss: 4.0974 +2025-06-19 14:46:40,215 - pyskl - INFO - Epoch [38][2200/3940] lr: 2.133e-02, eta: 2 days, 6:48:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9525, loss_cls: 4.1304, loss: 4.1304 +2025-06-19 14:47:24,491 - pyskl - INFO - Epoch [38][2300/3940] lr: 2.132e-02, eta: 2 days, 6:47:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9525, loss_cls: 4.1922, loss: 4.1922 +2025-06-19 14:48:08,756 - pyskl - INFO - Epoch [38][2400/3940] lr: 2.132e-02, eta: 2 days, 6:46:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9425, loss_cls: 4.3011, loss: 4.3011 +2025-06-19 14:48:53,014 - pyskl - INFO - Epoch [38][2500/3940] lr: 2.131e-02, eta: 2 days, 6:45:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 4.1279, loss: 4.1279 +2025-06-19 14:49:37,351 - pyskl - INFO - Epoch [38][2600/3940] lr: 2.131e-02, eta: 2 days, 6:45:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 4.0320, loss: 4.0320 +2025-06-19 14:50:21,622 - pyskl - INFO - Epoch [38][2700/3940] lr: 2.130e-02, eta: 2 days, 6:44:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9456, loss_cls: 4.1700, loss: 4.1700 +2025-06-19 14:51:05,949 - pyskl - INFO - Epoch [38][2800/3940] lr: 2.130e-02, eta: 2 days, 6:43:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9544, loss_cls: 4.1299, loss: 4.1299 +2025-06-19 14:51:50,228 - pyskl - INFO - Epoch [38][2900/3940] lr: 2.130e-02, eta: 2 days, 6:42:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9494, loss_cls: 4.1610, loss: 4.1610 +2025-06-19 14:52:34,525 - pyskl - INFO - Epoch [38][3000/3940] lr: 2.129e-02, eta: 2 days, 6:42:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9413, loss_cls: 4.2811, loss: 4.2811 +2025-06-19 14:53:18,826 - pyskl - INFO - Epoch [38][3100/3940] lr: 2.129e-02, eta: 2 days, 6:41:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9469, loss_cls: 4.1803, loss: 4.1803 +2025-06-19 14:54:03,016 - pyskl - INFO - Epoch [38][3200/3940] lr: 2.128e-02, eta: 2 days, 6:40:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9469, loss_cls: 4.1437, loss: 4.1437 +2025-06-19 14:54:47,205 - pyskl - INFO - Epoch [38][3300/3940] lr: 2.128e-02, eta: 2 days, 6:39:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9556, loss_cls: 4.1240, loss: 4.1240 +2025-06-19 14:55:31,421 - pyskl - INFO - Epoch [38][3400/3940] lr: 2.127e-02, eta: 2 days, 6:39:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9481, loss_cls: 4.1764, loss: 4.1764 +2025-06-19 14:56:15,630 - pyskl - INFO - Epoch [38][3500/3940] lr: 2.127e-02, eta: 2 days, 6:38:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 4.1385, loss: 4.1385 +2025-06-19 14:56:59,829 - pyskl - INFO - Epoch [38][3600/3940] lr: 2.126e-02, eta: 2 days, 6:37:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 4.1880, loss: 4.1880 +2025-06-19 14:57:44,037 - pyskl - INFO - Epoch [38][3700/3940] lr: 2.126e-02, eta: 2 days, 6:36:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9525, loss_cls: 4.1109, loss: 4.1109 +2025-06-19 14:58:28,258 - pyskl - INFO - Epoch [38][3800/3940] lr: 2.125e-02, eta: 2 days, 6:36:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9525, loss_cls: 4.1765, loss: 4.1765 +2025-06-19 14:59:12,487 - pyskl - INFO - Epoch [38][3900/3940] lr: 2.125e-02, eta: 2 days, 6:35:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9469, loss_cls: 4.1557, loss: 4.1557 +2025-06-19 14:59:30,464 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-06-19 15:02:51,316 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 15:02:51,778 - pyskl - INFO - +top1_acc 0.6298 +top5_acc 0.8924 +2025-06-19 15:02:51,796 - pyskl - INFO - Epoch(val) [38][3183] top1_acc: 0.6298, top5_acc: 0.8924 +2025-06-19 15:04:01,031 - pyskl - INFO - Epoch [39][100/3940] lr: 2.124e-02, eta: 2 days, 6:34:41, time: 0.692, data_time: 0.249, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9531, loss_cls: 4.1762, loss: 4.1762 +2025-06-19 15:04:45,398 - pyskl - INFO - Epoch [39][200/3940] lr: 2.124e-02, eta: 2 days, 6:33:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 4.1092, loss: 4.1092 +2025-06-19 15:05:29,763 - pyskl - INFO - Epoch [39][300/3940] lr: 2.123e-02, eta: 2 days, 6:33:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9531, loss_cls: 4.1630, loss: 4.1630 +2025-06-19 15:06:14,227 - pyskl - INFO - Epoch [39][400/3940] lr: 2.123e-02, eta: 2 days, 6:32:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 4.0782, loss: 4.0782 +2025-06-19 15:06:58,850 - pyskl - INFO - Epoch [39][500/3940] lr: 2.122e-02, eta: 2 days, 6:31:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9425, loss_cls: 4.1520, loss: 4.1520 +2025-06-19 15:07:43,219 - pyskl - INFO - Epoch [39][600/3940] lr: 2.122e-02, eta: 2 days, 6:30:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9500, loss_cls: 3.9322, loss: 3.9322 +2025-06-19 15:08:27,709 - pyskl - INFO - Epoch [39][700/3940] lr: 2.121e-02, eta: 2 days, 6:30:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9631, loss_cls: 4.1507, loss: 4.1507 +2025-06-19 15:09:12,080 - pyskl - INFO - Epoch [39][800/3940] lr: 2.121e-02, eta: 2 days, 6:29:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9519, loss_cls: 4.2984, loss: 4.2984 +2025-06-19 15:09:56,615 - pyskl - INFO - Epoch [39][900/3940] lr: 2.120e-02, eta: 2 days, 6:28:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9556, loss_cls: 4.1454, loss: 4.1454 +2025-06-19 15:10:41,048 - pyskl - INFO - Epoch [39][1000/3940] lr: 2.120e-02, eta: 2 days, 6:27:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 4.0902, loss: 4.0902 +2025-06-19 15:11:25,444 - pyskl - INFO - Epoch [39][1100/3940] lr: 2.119e-02, eta: 2 days, 6:27:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9494, loss_cls: 4.1568, loss: 4.1568 +2025-06-19 15:12:10,028 - pyskl - INFO - Epoch [39][1200/3940] lr: 2.119e-02, eta: 2 days, 6:26:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9587, loss_cls: 4.0417, loss: 4.0417 +2025-06-19 15:12:54,722 - pyskl - INFO - Epoch [39][1300/3940] lr: 2.118e-02, eta: 2 days, 6:25:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9563, loss_cls: 3.9038, loss: 3.9038 +2025-06-19 15:13:39,318 - pyskl - INFO - Epoch [39][1400/3940] lr: 2.118e-02, eta: 2 days, 6:25:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9544, loss_cls: 4.2017, loss: 4.2017 +2025-06-19 15:14:23,754 - pyskl - INFO - Epoch [39][1500/3940] lr: 2.117e-02, eta: 2 days, 6:24:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9469, loss_cls: 4.2741, loss: 4.2741 +2025-06-19 15:15:08,150 - pyskl - INFO - Epoch [39][1600/3940] lr: 2.117e-02, eta: 2 days, 6:23:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9400, loss_cls: 4.2771, loss: 4.2771 +2025-06-19 15:15:52,485 - pyskl - INFO - Epoch [39][1700/3940] lr: 2.116e-02, eta: 2 days, 6:22:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9500, loss_cls: 4.1628, loss: 4.1628 +2025-06-19 15:16:36,759 - pyskl - INFO - Epoch [39][1800/3940] lr: 2.116e-02, eta: 2 days, 6:22:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9506, loss_cls: 4.1251, loss: 4.1251 +2025-06-19 15:17:20,977 - pyskl - INFO - Epoch [39][1900/3940] lr: 2.116e-02, eta: 2 days, 6:21:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9537, loss_cls: 4.0648, loss: 4.0648 +2025-06-19 15:18:05,294 - pyskl - INFO - Epoch [39][2000/3940] lr: 2.115e-02, eta: 2 days, 6:20:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 4.0615, loss: 4.0615 +2025-06-19 15:18:49,568 - pyskl - INFO - Epoch [39][2100/3940] lr: 2.115e-02, eta: 2 days, 6:19:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9537, loss_cls: 4.0114, loss: 4.0114 +2025-06-19 15:19:33,848 - pyskl - INFO - Epoch [39][2200/3940] lr: 2.114e-02, eta: 2 days, 6:18:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 4.1768, loss: 4.1768 +2025-06-19 15:20:18,109 - pyskl - INFO - Epoch [39][2300/3940] lr: 2.114e-02, eta: 2 days, 6:18:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9469, loss_cls: 4.1953, loss: 4.1953 +2025-06-19 15:21:02,270 - pyskl - INFO - Epoch [39][2400/3940] lr: 2.113e-02, eta: 2 days, 6:17:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9406, loss_cls: 4.2049, loss: 4.2049 +2025-06-19 15:21:46,525 - pyskl - INFO - Epoch [39][2500/3940] lr: 2.113e-02, eta: 2 days, 6:16:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9419, loss_cls: 4.3051, loss: 4.3051 +2025-06-19 15:22:30,844 - pyskl - INFO - Epoch [39][2600/3940] lr: 2.112e-02, eta: 2 days, 6:15:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9494, loss_cls: 4.0974, loss: 4.0974 +2025-06-19 15:23:15,064 - pyskl - INFO - Epoch [39][2700/3940] lr: 2.112e-02, eta: 2 days, 6:15:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9556, loss_cls: 4.1376, loss: 4.1376 +2025-06-19 15:23:59,292 - pyskl - INFO - Epoch [39][2800/3940] lr: 2.111e-02, eta: 2 days, 6:14:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9387, loss_cls: 4.1977, loss: 4.1977 +2025-06-19 15:24:43,570 - pyskl - INFO - Epoch [39][2900/3940] lr: 2.111e-02, eta: 2 days, 6:13:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9463, loss_cls: 4.2172, loss: 4.2172 +2025-06-19 15:25:27,817 - pyskl - INFO - Epoch [39][3000/3940] lr: 2.110e-02, eta: 2 days, 6:12:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9575, loss_cls: 4.1015, loss: 4.1015 +2025-06-19 15:26:12,342 - pyskl - INFO - Epoch [39][3100/3940] lr: 2.110e-02, eta: 2 days, 6:12:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 4.1715, loss: 4.1715 +2025-06-19 15:26:56,692 - pyskl - INFO - Epoch [39][3200/3940] lr: 2.109e-02, eta: 2 days, 6:11:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9537, loss_cls: 4.0554, loss: 4.0554 +2025-06-19 15:27:40,925 - pyskl - INFO - Epoch [39][3300/3940] lr: 2.109e-02, eta: 2 days, 6:10:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9400, loss_cls: 4.1916, loss: 4.1916 +2025-06-19 15:28:25,153 - pyskl - INFO - Epoch [39][3400/3940] lr: 2.108e-02, eta: 2 days, 6:09:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9444, loss_cls: 4.1658, loss: 4.1658 +2025-06-19 15:29:09,362 - pyskl - INFO - Epoch [39][3500/3940] lr: 2.108e-02, eta: 2 days, 6:09:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9550, loss_cls: 4.0885, loss: 4.0885 +2025-06-19 15:29:53,754 - pyskl - INFO - Epoch [39][3600/3940] lr: 2.107e-02, eta: 2 days, 6:08:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9550, loss_cls: 4.1178, loss: 4.1178 +2025-06-19 15:30:38,015 - pyskl - INFO - Epoch [39][3700/3940] lr: 2.107e-02, eta: 2 days, 6:07:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9494, loss_cls: 4.1971, loss: 4.1971 +2025-06-19 15:31:22,339 - pyskl - INFO - Epoch [39][3800/3940] lr: 2.106e-02, eta: 2 days, 6:06:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9487, loss_cls: 4.1788, loss: 4.1788 +2025-06-19 15:32:06,641 - pyskl - INFO - Epoch [39][3900/3940] lr: 2.106e-02, eta: 2 days, 6:06:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9613, loss_cls: 4.0358, loss: 4.0358 +2025-06-19 15:32:24,720 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-06-19 15:35:45,500 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 15:35:45,964 - pyskl - INFO - +top1_acc 0.7067 +top5_acc 0.9269 +2025-06-19 15:35:46,019 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_35.pth was removed +2025-06-19 15:35:47,040 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_39.pth. +2025-06-19 15:35:47,042 - pyskl - INFO - Best top1_acc is 0.7067 at 39 epoch. +2025-06-19 15:35:47,060 - pyskl - INFO - Epoch(val) [39][3183] top1_acc: 0.7067, top5_acc: 0.9269 +2025-06-19 15:36:56,418 - pyskl - INFO - Epoch [40][100/3940] lr: 2.105e-02, eta: 2 days, 6:05:27, time: 0.694, data_time: 0.249, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9550, loss_cls: 4.0329, loss: 4.0329 +2025-06-19 15:37:40,873 - pyskl - INFO - Epoch [40][200/3940] lr: 2.105e-02, eta: 2 days, 6:04:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 4.0034, loss: 4.0034 +2025-06-19 15:38:25,234 - pyskl - INFO - Epoch [40][300/3940] lr: 2.104e-02, eta: 2 days, 6:03:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 4.0790, loss: 4.0790 +2025-06-19 15:39:09,609 - pyskl - INFO - Epoch [40][400/3940] lr: 2.104e-02, eta: 2 days, 6:03:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9569, loss_cls: 3.9304, loss: 3.9304 +2025-06-19 15:39:53,886 - pyskl - INFO - Epoch [40][500/3940] lr: 2.103e-02, eta: 2 days, 6:02:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9569, loss_cls: 4.0955, loss: 4.0955 +2025-06-19 15:40:38,136 - pyskl - INFO - Epoch [40][600/3940] lr: 2.103e-02, eta: 2 days, 6:01:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9600, loss_cls: 4.1987, loss: 4.1987 +2025-06-19 15:41:22,525 - pyskl - INFO - Epoch [40][700/3940] lr: 2.102e-02, eta: 2 days, 6:00:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9450, loss_cls: 4.0625, loss: 4.0625 +2025-06-19 15:42:06,977 - pyskl - INFO - Epoch [40][800/3940] lr: 2.102e-02, eta: 2 days, 6:00:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 3.9953, loss: 3.9953 +2025-06-19 15:42:51,309 - pyskl - INFO - Epoch [40][900/3940] lr: 2.101e-02, eta: 2 days, 5:59:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9531, loss_cls: 4.1864, loss: 4.1864 +2025-06-19 15:43:35,722 - pyskl - INFO - Epoch [40][1000/3940] lr: 2.101e-02, eta: 2 days, 5:58:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9581, loss_cls: 3.9232, loss: 3.9232 +2025-06-19 15:44:20,230 - pyskl - INFO - Epoch [40][1100/3940] lr: 2.100e-02, eta: 2 days, 5:57:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 4.0444, loss: 4.0444 +2025-06-19 15:45:04,663 - pyskl - INFO - Epoch [40][1200/3940] lr: 2.100e-02, eta: 2 days, 5:57:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9475, loss_cls: 4.0111, loss: 4.0111 +2025-06-19 15:45:49,127 - pyskl - INFO - Epoch [40][1300/3940] lr: 2.099e-02, eta: 2 days, 5:56:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 4.1117, loss: 4.1117 +2025-06-19 15:46:33,526 - pyskl - INFO - Epoch [40][1400/3940] lr: 2.099e-02, eta: 2 days, 5:55:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9600, loss_cls: 4.1695, loss: 4.1695 +2025-06-19 15:47:18,121 - pyskl - INFO - Epoch [40][1500/3940] lr: 2.098e-02, eta: 2 days, 5:54:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 4.0637, loss: 4.0637 +2025-06-19 15:48:02,442 - pyskl - INFO - Epoch [40][1600/3940] lr: 2.098e-02, eta: 2 days, 5:54:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9500, loss_cls: 4.2756, loss: 4.2756 +2025-06-19 15:48:46,685 - pyskl - INFO - Epoch [40][1700/3940] lr: 2.097e-02, eta: 2 days, 5:53:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9494, loss_cls: 4.1245, loss: 4.1245 +2025-06-19 15:49:30,966 - pyskl - INFO - Epoch [40][1800/3940] lr: 2.097e-02, eta: 2 days, 5:52:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9531, loss_cls: 4.0921, loss: 4.0921 +2025-06-19 15:50:15,267 - pyskl - INFO - Epoch [40][1900/3940] lr: 2.096e-02, eta: 2 days, 5:51:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9500, loss_cls: 4.1147, loss: 4.1147 +2025-06-19 15:50:59,513 - pyskl - INFO - Epoch [40][2000/3940] lr: 2.096e-02, eta: 2 days, 5:51:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9506, loss_cls: 4.1415, loss: 4.1415 +2025-06-19 15:51:43,738 - pyskl - INFO - Epoch [40][2100/3940] lr: 2.095e-02, eta: 2 days, 5:50:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9425, loss_cls: 4.2193, loss: 4.2193 +2025-06-19 15:52:27,974 - pyskl - INFO - Epoch [40][2200/3940] lr: 2.095e-02, eta: 2 days, 5:49:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9575, loss_cls: 4.1149, loss: 4.1149 +2025-06-19 15:53:12,255 - pyskl - INFO - Epoch [40][2300/3940] lr: 2.094e-02, eta: 2 days, 5:48:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9531, loss_cls: 4.0555, loss: 4.0555 +2025-06-19 15:53:56,473 - pyskl - INFO - Epoch [40][2400/3940] lr: 2.094e-02, eta: 2 days, 5:48:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9550, loss_cls: 4.1780, loss: 4.1780 +2025-06-19 15:54:40,756 - pyskl - INFO - Epoch [40][2500/3940] lr: 2.094e-02, eta: 2 days, 5:47:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9569, loss_cls: 4.1754, loss: 4.1754 +2025-06-19 15:55:24,974 - pyskl - INFO - Epoch [40][2600/3940] lr: 2.093e-02, eta: 2 days, 5:46:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9500, loss_cls: 4.2739, loss: 4.2739 +2025-06-19 15:56:09,330 - pyskl - INFO - Epoch [40][2700/3940] lr: 2.093e-02, eta: 2 days, 5:45:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9525, loss_cls: 4.2186, loss: 4.2186 +2025-06-19 15:56:53,600 - pyskl - INFO - Epoch [40][2800/3940] lr: 2.092e-02, eta: 2 days, 5:45:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 4.1766, loss: 4.1766 +2025-06-19 15:57:37,824 - pyskl - INFO - Epoch [40][2900/3940] lr: 2.092e-02, eta: 2 days, 5:44:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9537, loss_cls: 4.2691, loss: 4.2691 +2025-06-19 15:58:22,022 - pyskl - INFO - Epoch [40][3000/3940] lr: 2.091e-02, eta: 2 days, 5:43:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9456, loss_cls: 4.2201, loss: 4.2201 +2025-06-19 15:59:06,223 - pyskl - INFO - Epoch [40][3100/3940] lr: 2.091e-02, eta: 2 days, 5:42:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 4.1317, loss: 4.1317 +2025-06-19 15:59:50,496 - pyskl - INFO - Epoch [40][3200/3940] lr: 2.090e-02, eta: 2 days, 5:42:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9456, loss_cls: 4.1865, loss: 4.1865 +2025-06-19 16:00:34,775 - pyskl - INFO - Epoch [40][3300/3940] lr: 2.090e-02, eta: 2 days, 5:41:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9587, loss_cls: 4.0016, loss: 4.0016 +2025-06-19 16:01:19,048 - pyskl - INFO - Epoch [40][3400/3940] lr: 2.089e-02, eta: 2 days, 5:40:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9513, loss_cls: 4.1841, loss: 4.1841 +2025-06-19 16:02:03,330 - pyskl - INFO - Epoch [40][3500/3940] lr: 2.089e-02, eta: 2 days, 5:39:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9494, loss_cls: 4.1964, loss: 4.1964 +2025-06-19 16:02:47,550 - pyskl - INFO - Epoch [40][3600/3940] lr: 2.088e-02, eta: 2 days, 5:39:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9425, loss_cls: 4.3124, loss: 4.3124 +2025-06-19 16:03:31,766 - pyskl - INFO - Epoch [40][3700/3940] lr: 2.088e-02, eta: 2 days, 5:38:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9575, loss_cls: 4.1372, loss: 4.1372 +2025-06-19 16:04:15,979 - pyskl - INFO - Epoch [40][3800/3940] lr: 2.087e-02, eta: 2 days, 5:37:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9550, loss_cls: 4.0989, loss: 4.0989 +2025-06-19 16:05:00,206 - pyskl - INFO - Epoch [40][3900/3940] lr: 2.087e-02, eta: 2 days, 5:36:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9506, loss_cls: 4.1834, loss: 4.1834 +2025-06-19 16:05:18,240 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-06-19 16:22:45,910 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 16:22:46,415 - pyskl - INFO - +top1_acc 0.6827 +top5_acc 0.9239 +2025-06-19 16:22:46,445 - pyskl - INFO - Epoch(val) [40][3183] top1_acc: 0.6827, top5_acc: 0.9239 +2025-06-19 16:23:58,071 - pyskl - INFO - Epoch [41][100/3940] lr: 2.086e-02, eta: 2 days, 5:36:14, time: 0.716, data_time: 0.268, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 3.9894, loss: 3.9894 +2025-06-19 16:24:42,452 - pyskl - INFO - Epoch [41][200/3940] lr: 2.085e-02, eta: 2 days, 5:35:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9537, loss_cls: 3.9269, loss: 3.9269 +2025-06-19 16:25:26,833 - pyskl - INFO - Epoch [41][300/3940] lr: 2.085e-02, eta: 2 days, 5:34:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9619, loss_cls: 4.0964, loss: 4.0964 +2025-06-19 16:26:11,200 - pyskl - INFO - Epoch [41][400/3940] lr: 2.084e-02, eta: 2 days, 5:33:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9506, loss_cls: 4.0421, loss: 4.0421 +2025-06-19 16:26:55,655 - pyskl - INFO - Epoch [41][500/3940] lr: 2.084e-02, eta: 2 days, 5:33:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 3.9422, loss: 3.9422 +2025-06-19 16:27:40,084 - pyskl - INFO - Epoch [41][600/3940] lr: 2.083e-02, eta: 2 days, 5:32:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 4.1729, loss: 4.1729 +2025-06-19 16:28:24,414 - pyskl - INFO - Epoch [41][700/3940] lr: 2.083e-02, eta: 2 days, 5:31:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9556, loss_cls: 4.0876, loss: 4.0876 +2025-06-19 16:29:08,776 - pyskl - INFO - Epoch [41][800/3940] lr: 2.082e-02, eta: 2 days, 5:31:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9450, loss_cls: 4.0582, loss: 4.0582 +2025-06-19 16:29:53,191 - pyskl - INFO - Epoch [41][900/3940] lr: 2.082e-02, eta: 2 days, 5:30:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9506, loss_cls: 4.1094, loss: 4.1094 +2025-06-19 16:30:37,612 - pyskl - INFO - Epoch [41][1000/3940] lr: 2.081e-02, eta: 2 days, 5:29:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9500, loss_cls: 4.2447, loss: 4.2447 +2025-06-19 16:31:21,994 - pyskl - INFO - Epoch [41][1100/3940] lr: 2.081e-02, eta: 2 days, 5:28:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9519, loss_cls: 4.1221, loss: 4.1221 +2025-06-19 16:32:06,374 - pyskl - INFO - Epoch [41][1200/3940] lr: 2.080e-02, eta: 2 days, 5:28:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9575, loss_cls: 4.0838, loss: 4.0838 +2025-06-19 16:32:50,786 - pyskl - INFO - Epoch [41][1300/3940] lr: 2.080e-02, eta: 2 days, 5:27:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9544, loss_cls: 4.1441, loss: 4.1441 +2025-06-19 16:33:35,186 - pyskl - INFO - Epoch [41][1400/3940] lr: 2.079e-02, eta: 2 days, 5:26:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 4.2351, loss: 4.2351 +2025-06-19 16:34:19,607 - pyskl - INFO - Epoch [41][1500/3940] lr: 2.079e-02, eta: 2 days, 5:25:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9569, loss_cls: 4.0592, loss: 4.0592 +2025-06-19 16:35:04,090 - pyskl - INFO - Epoch [41][1600/3940] lr: 2.078e-02, eta: 2 days, 5:25:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9594, loss_cls: 4.1095, loss: 4.1095 +2025-06-19 16:35:48,484 - pyskl - INFO - Epoch [41][1700/3940] lr: 2.078e-02, eta: 2 days, 5:24:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 4.1531, loss: 4.1531 +2025-06-19 16:36:32,886 - pyskl - INFO - Epoch [41][1800/3940] lr: 2.077e-02, eta: 2 days, 5:23:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 3.9615, loss: 3.9615 +2025-06-19 16:37:17,219 - pyskl - INFO - Epoch [41][1900/3940] lr: 2.077e-02, eta: 2 days, 5:22:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 4.1660, loss: 4.1660 +2025-06-19 16:38:01,611 - pyskl - INFO - Epoch [41][2000/3940] lr: 2.076e-02, eta: 2 days, 5:22:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9356, loss_cls: 4.2617, loss: 4.2617 +2025-06-19 16:38:45,977 - pyskl - INFO - Epoch [41][2100/3940] lr: 2.076e-02, eta: 2 days, 5:21:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9519, loss_cls: 4.1583, loss: 4.1583 +2025-06-19 16:39:30,298 - pyskl - INFO - Epoch [41][2200/3940] lr: 2.075e-02, eta: 2 days, 5:20:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9550, loss_cls: 4.0255, loss: 4.0255 +2025-06-19 16:40:14,621 - pyskl - INFO - Epoch [41][2300/3940] lr: 2.075e-02, eta: 2 days, 5:19:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9550, loss_cls: 4.1942, loss: 4.1942 +2025-06-19 16:40:58,881 - pyskl - INFO - Epoch [41][2400/3940] lr: 2.074e-02, eta: 2 days, 5:19:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9456, loss_cls: 4.1997, loss: 4.1997 +2025-06-19 16:41:43,147 - pyskl - INFO - Epoch [41][2500/3940] lr: 2.074e-02, eta: 2 days, 5:18:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9531, loss_cls: 4.0073, loss: 4.0073 +2025-06-19 16:42:27,528 - pyskl - INFO - Epoch [41][2600/3940] lr: 2.074e-02, eta: 2 days, 5:17:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9494, loss_cls: 4.2341, loss: 4.2341 +2025-06-19 16:43:11,887 - pyskl - INFO - Epoch [41][2700/3940] lr: 2.073e-02, eta: 2 days, 5:16:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9550, loss_cls: 4.2584, loss: 4.2584 +2025-06-19 16:43:56,285 - pyskl - INFO - Epoch [41][2800/3940] lr: 2.072e-02, eta: 2 days, 5:16:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9506, loss_cls: 4.1923, loss: 4.1923 +2025-06-19 16:44:40,670 - pyskl - INFO - Epoch [41][2900/3940] lr: 2.072e-02, eta: 2 days, 5:15:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9456, loss_cls: 4.3177, loss: 4.3177 +2025-06-19 16:45:25,100 - pyskl - INFO - Epoch [41][3000/3940] lr: 2.071e-02, eta: 2 days, 5:14:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9437, loss_cls: 4.2707, loss: 4.2707 +2025-06-19 16:46:09,523 - pyskl - INFO - Epoch [41][3100/3940] lr: 2.071e-02, eta: 2 days, 5:13:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9531, loss_cls: 4.1205, loss: 4.1205 +2025-06-19 16:46:53,970 - pyskl - INFO - Epoch [41][3200/3940] lr: 2.070e-02, eta: 2 days, 5:13:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9569, loss_cls: 4.1691, loss: 4.1691 +2025-06-19 16:47:38,398 - pyskl - INFO - Epoch [41][3300/3940] lr: 2.070e-02, eta: 2 days, 5:12:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 3.9911, loss: 3.9911 +2025-06-19 16:48:22,757 - pyskl - INFO - Epoch [41][3400/3940] lr: 2.069e-02, eta: 2 days, 5:11:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9537, loss_cls: 4.1444, loss: 4.1444 +2025-06-19 16:49:07,134 - pyskl - INFO - Epoch [41][3500/3940] lr: 2.069e-02, eta: 2 days, 5:10:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9481, loss_cls: 4.1314, loss: 4.1314 +2025-06-19 16:49:51,493 - pyskl - INFO - Epoch [41][3600/3940] lr: 2.068e-02, eta: 2 days, 5:10:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9450, loss_cls: 4.1403, loss: 4.1403 +2025-06-19 16:50:35,961 - pyskl - INFO - Epoch [41][3700/3940] lr: 2.068e-02, eta: 2 days, 5:09:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9563, loss_cls: 4.0489, loss: 4.0489 +2025-06-19 16:51:20,349 - pyskl - INFO - Epoch [41][3800/3940] lr: 2.067e-02, eta: 2 days, 5:08:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9431, loss_cls: 4.0693, loss: 4.0693 +2025-06-19 16:52:04,908 - pyskl - INFO - Epoch [41][3900/3940] lr: 2.067e-02, eta: 2 days, 5:07:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9519, loss_cls: 4.2047, loss: 4.2047 +2025-06-19 16:52:23,207 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-06-19 16:55:44,032 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 16:55:44,499 - pyskl - INFO - +top1_acc 0.6992 +top5_acc 0.9249 +2025-06-19 16:55:44,520 - pyskl - INFO - Epoch(val) [41][3183] top1_acc: 0.6992, top5_acc: 0.9249 +2025-06-19 16:56:54,078 - pyskl - INFO - Epoch [42][100/3940] lr: 2.066e-02, eta: 2 days, 5:07:04, time: 0.695, data_time: 0.251, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9569, loss_cls: 3.9846, loss: 3.9846 +2025-06-19 16:57:38,433 - pyskl - INFO - Epoch [42][200/3940] lr: 2.066e-02, eta: 2 days, 5:06:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 4.0101, loss: 4.0101 +2025-06-19 16:58:22,841 - pyskl - INFO - Epoch [42][300/3940] lr: 2.065e-02, eta: 2 days, 5:05:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9550, loss_cls: 4.0152, loss: 4.0152 +2025-06-19 16:59:07,189 - pyskl - INFO - Epoch [42][400/3940] lr: 2.065e-02, eta: 2 days, 5:04:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9444, loss_cls: 4.0618, loss: 4.0618 +2025-06-19 16:59:51,576 - pyskl - INFO - Epoch [42][500/3940] lr: 2.064e-02, eta: 2 days, 5:04:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 4.0532, loss: 4.0532 +2025-06-19 17:00:36,081 - pyskl - INFO - Epoch [42][600/3940] lr: 2.064e-02, eta: 2 days, 5:03:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 4.2199, loss: 4.2199 +2025-06-19 17:01:20,426 - pyskl - INFO - Epoch [42][700/3940] lr: 2.063e-02, eta: 2 days, 5:02:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9587, loss_cls: 4.0908, loss: 4.0908 +2025-06-19 17:02:04,820 - pyskl - INFO - Epoch [42][800/3940] lr: 2.063e-02, eta: 2 days, 5:01:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 4.0895, loss: 4.0895 +2025-06-19 17:02:49,233 - pyskl - INFO - Epoch [42][900/3940] lr: 2.062e-02, eta: 2 days, 5:01:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9431, loss_cls: 4.2318, loss: 4.2318 +2025-06-19 17:03:33,602 - pyskl - INFO - Epoch [42][1000/3940] lr: 2.062e-02, eta: 2 days, 5:00:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9506, loss_cls: 4.0895, loss: 4.0895 +2025-06-19 17:04:17,769 - pyskl - INFO - Epoch [42][1100/3940] lr: 2.061e-02, eta: 2 days, 4:59:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9475, loss_cls: 4.3129, loss: 4.3129 +2025-06-19 17:05:02,118 - pyskl - INFO - Epoch [42][1200/3940] lr: 2.061e-02, eta: 2 days, 4:58:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9475, loss_cls: 4.0502, loss: 4.0502 +2025-06-19 17:05:46,382 - pyskl - INFO - Epoch [42][1300/3940] lr: 2.060e-02, eta: 2 days, 4:58:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9537, loss_cls: 4.0782, loss: 4.0782 +2025-06-19 17:06:30,512 - pyskl - INFO - Epoch [42][1400/3940] lr: 2.060e-02, eta: 2 days, 4:57:18, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9600, loss_cls: 3.9428, loss: 3.9428 +2025-06-19 17:07:14,750 - pyskl - INFO - Epoch [42][1500/3940] lr: 2.059e-02, eta: 2 days, 4:56:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9556, loss_cls: 4.0990, loss: 4.0990 +2025-06-19 17:07:59,034 - pyskl - INFO - Epoch [42][1600/3940] lr: 2.059e-02, eta: 2 days, 4:55:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9569, loss_cls: 4.1746, loss: 4.1746 +2025-06-19 17:08:43,294 - pyskl - INFO - Epoch [42][1700/3940] lr: 2.058e-02, eta: 2 days, 4:55:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9500, loss_cls: 4.1133, loss: 4.1133 +2025-06-19 17:09:27,589 - pyskl - INFO - Epoch [42][1800/3940] lr: 2.058e-02, eta: 2 days, 4:54:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9525, loss_cls: 4.2190, loss: 4.2190 +2025-06-19 17:10:11,901 - pyskl - INFO - Epoch [42][1900/3940] lr: 2.057e-02, eta: 2 days, 4:53:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9500, loss_cls: 4.2219, loss: 4.2219 +2025-06-19 17:10:56,290 - pyskl - INFO - Epoch [42][2000/3940] lr: 2.057e-02, eta: 2 days, 4:52:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9606, loss_cls: 4.0598, loss: 4.0598 +2025-06-19 17:11:40,526 - pyskl - INFO - Epoch [42][2100/3940] lr: 2.056e-02, eta: 2 days, 4:52:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9513, loss_cls: 4.0493, loss: 4.0493 +2025-06-19 17:12:24,765 - pyskl - INFO - Epoch [42][2200/3940] lr: 2.056e-02, eta: 2 days, 4:51:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9544, loss_cls: 4.0953, loss: 4.0953 +2025-06-19 17:13:08,943 - pyskl - INFO - Epoch [42][2300/3940] lr: 2.055e-02, eta: 2 days, 4:50:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9494, loss_cls: 4.1120, loss: 4.1120 +2025-06-19 17:13:53,223 - pyskl - INFO - Epoch [42][2400/3940] lr: 2.055e-02, eta: 2 days, 4:49:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9556, loss_cls: 4.0431, loss: 4.0431 +2025-06-19 17:14:37,421 - pyskl - INFO - Epoch [42][2500/3940] lr: 2.054e-02, eta: 2 days, 4:49:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9481, loss_cls: 4.1511, loss: 4.1511 +2025-06-19 17:15:21,768 - pyskl - INFO - Epoch [42][2600/3940] lr: 2.054e-02, eta: 2 days, 4:48:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9575, loss_cls: 3.9722, loss: 3.9722 +2025-06-19 17:16:06,141 - pyskl - INFO - Epoch [42][2700/3940] lr: 2.053e-02, eta: 2 days, 4:47:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9613, loss_cls: 4.0246, loss: 4.0246 +2025-06-19 17:16:50,344 - pyskl - INFO - Epoch [42][2800/3940] lr: 2.053e-02, eta: 2 days, 4:46:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9563, loss_cls: 4.0413, loss: 4.0413 +2025-06-19 17:17:34,655 - pyskl - INFO - Epoch [42][2900/3940] lr: 2.052e-02, eta: 2 days, 4:46:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9431, loss_cls: 4.3025, loss: 4.3025 +2025-06-19 17:18:18,974 - pyskl - INFO - Epoch [42][3000/3940] lr: 2.052e-02, eta: 2 days, 4:45:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 4.0549, loss: 4.0549 +2025-06-19 17:19:03,370 - pyskl - INFO - Epoch [42][3100/3940] lr: 2.051e-02, eta: 2 days, 4:44:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9487, loss_cls: 4.1409, loss: 4.1409 +2025-06-19 17:19:47,618 - pyskl - INFO - Epoch [42][3200/3940] lr: 2.051e-02, eta: 2 days, 4:43:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 4.0767, loss: 4.0767 +2025-06-19 17:20:31,879 - pyskl - INFO - Epoch [42][3300/3940] lr: 2.050e-02, eta: 2 days, 4:43:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9456, loss_cls: 4.1731, loss: 4.1731 +2025-06-19 17:21:16,125 - pyskl - INFO - Epoch [42][3400/3940] lr: 2.050e-02, eta: 2 days, 4:42:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9475, loss_cls: 4.0746, loss: 4.0746 +2025-06-19 17:22:00,439 - pyskl - INFO - Epoch [42][3500/3940] lr: 2.049e-02, eta: 2 days, 4:41:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9519, loss_cls: 4.1269, loss: 4.1269 +2025-06-19 17:22:44,851 - pyskl - INFO - Epoch [42][3600/3940] lr: 2.049e-02, eta: 2 days, 4:40:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9556, loss_cls: 3.9671, loss: 3.9671 +2025-06-19 17:23:29,176 - pyskl - INFO - Epoch [42][3700/3940] lr: 2.048e-02, eta: 2 days, 4:39:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9531, loss_cls: 4.1420, loss: 4.1420 +2025-06-19 17:24:13,485 - pyskl - INFO - Epoch [42][3800/3940] lr: 2.048e-02, eta: 2 days, 4:39:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9537, loss_cls: 4.1466, loss: 4.1466 +2025-06-19 17:24:57,781 - pyskl - INFO - Epoch [42][3900/3940] lr: 2.047e-02, eta: 2 days, 4:38:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 3.9556, loss: 3.9556 +2025-06-19 17:25:15,807 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-06-19 17:28:36,735 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 17:28:37,203 - pyskl - INFO - +top1_acc 0.6149 +top5_acc 0.8767 +2025-06-19 17:28:37,223 - pyskl - INFO - Epoch(val) [42][3183] top1_acc: 0.6149, top5_acc: 0.8767 +2025-06-19 17:29:46,745 - pyskl - INFO - Epoch [43][100/3940] lr: 2.046e-02, eta: 2 days, 4:37:45, time: 0.695, data_time: 0.251, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9531, loss_cls: 3.9577, loss: 3.9577 +2025-06-19 17:30:31,101 - pyskl - INFO - Epoch [43][200/3940] lr: 2.046e-02, eta: 2 days, 4:37:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 3.8258, loss: 3.8258 +2025-06-19 17:31:15,339 - pyskl - INFO - Epoch [43][300/3940] lr: 2.045e-02, eta: 2 days, 4:36:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9525, loss_cls: 4.0338, loss: 4.0338 +2025-06-19 17:31:59,594 - pyskl - INFO - Epoch [43][400/3940] lr: 2.045e-02, eta: 2 days, 4:35:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 4.1209, loss: 4.1209 +2025-06-19 17:32:43,800 - pyskl - INFO - Epoch [43][500/3940] lr: 2.044e-02, eta: 2 days, 4:34:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9575, loss_cls: 4.1502, loss: 4.1502 +2025-06-19 17:33:28,041 - pyskl - INFO - Epoch [43][600/3940] lr: 2.044e-02, eta: 2 days, 4:33:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9550, loss_cls: 4.0089, loss: 4.0089 +2025-06-19 17:34:12,276 - pyskl - INFO - Epoch [43][700/3940] lr: 2.043e-02, eta: 2 days, 4:33:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 4.0193, loss: 4.0193 +2025-06-19 17:34:56,457 - pyskl - INFO - Epoch [43][800/3940] lr: 2.043e-02, eta: 2 days, 4:32:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 4.0978, loss: 4.0978 +2025-06-19 17:35:40,654 - pyskl - INFO - Epoch [43][900/3940] lr: 2.042e-02, eta: 2 days, 4:31:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9500, loss_cls: 4.0432, loss: 4.0432 +2025-06-19 17:36:24,895 - pyskl - INFO - Epoch [43][1000/3940] lr: 2.042e-02, eta: 2 days, 4:30:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9469, loss_cls: 4.1912, loss: 4.1912 +2025-06-19 17:37:09,177 - pyskl - INFO - Epoch [43][1100/3940] lr: 2.041e-02, eta: 2 days, 4:30:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9631, loss_cls: 3.9458, loss: 3.9458 +2025-06-19 17:37:53,370 - pyskl - INFO - Epoch [43][1200/3940] lr: 2.041e-02, eta: 2 days, 4:29:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 4.0520, loss: 4.0520 +2025-06-19 17:38:37,650 - pyskl - INFO - Epoch [43][1300/3940] lr: 2.040e-02, eta: 2 days, 4:28:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9531, loss_cls: 4.2418, loss: 4.2418 +2025-06-19 17:39:21,907 - pyskl - INFO - Epoch [43][1400/3940] lr: 2.040e-02, eta: 2 days, 4:27:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9500, loss_cls: 4.1966, loss: 4.1966 +2025-06-19 17:40:06,137 - pyskl - INFO - Epoch [43][1500/3940] lr: 2.039e-02, eta: 2 days, 4:27:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9481, loss_cls: 4.1500, loss: 4.1500 +2025-06-19 17:40:50,661 - pyskl - INFO - Epoch [43][1600/3940] lr: 2.039e-02, eta: 2 days, 4:26:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9563, loss_cls: 3.9176, loss: 3.9176 +2025-06-19 17:41:35,161 - pyskl - INFO - Epoch [43][1700/3940] lr: 2.038e-02, eta: 2 days, 4:25:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 4.1234, loss: 4.1234 +2025-06-19 17:42:19,435 - pyskl - INFO - Epoch [43][1800/3940] lr: 2.038e-02, eta: 2 days, 4:24:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9544, loss_cls: 4.2536, loss: 4.2536 +2025-06-19 17:43:03,624 - pyskl - INFO - Epoch [43][1900/3940] lr: 2.037e-02, eta: 2 days, 4:24:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 4.0001, loss: 4.0001 +2025-06-19 17:43:47,952 - pyskl - INFO - Epoch [43][2000/3940] lr: 2.037e-02, eta: 2 days, 4:23:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 3.9090, loss: 3.9090 +2025-06-19 17:44:32,330 - pyskl - INFO - Epoch [43][2100/3940] lr: 2.036e-02, eta: 2 days, 4:22:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 4.1143, loss: 4.1143 +2025-06-19 17:45:16,667 - pyskl - INFO - Epoch [43][2200/3940] lr: 2.035e-02, eta: 2 days, 4:21:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9556, loss_cls: 4.0523, loss: 4.0523 +2025-06-19 17:46:00,876 - pyskl - INFO - Epoch [43][2300/3940] lr: 2.035e-02, eta: 2 days, 4:21:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 4.1344, loss: 4.1344 +2025-06-19 17:46:44,967 - pyskl - INFO - Epoch [43][2400/3940] lr: 2.034e-02, eta: 2 days, 4:20:25, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9513, loss_cls: 4.0927, loss: 4.0927 +2025-06-19 17:47:29,136 - pyskl - INFO - Epoch [43][2500/3940] lr: 2.034e-02, eta: 2 days, 4:19:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9531, loss_cls: 4.0877, loss: 4.0877 +2025-06-19 17:48:13,413 - pyskl - INFO - Epoch [43][2600/3940] lr: 2.033e-02, eta: 2 days, 4:18:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9413, loss_cls: 4.2241, loss: 4.2241 +2025-06-19 17:48:57,721 - pyskl - INFO - Epoch [43][2700/3940] lr: 2.033e-02, eta: 2 days, 4:18:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 3.8997, loss: 3.8997 +2025-06-19 17:49:42,024 - pyskl - INFO - Epoch [43][2800/3940] lr: 2.032e-02, eta: 2 days, 4:17:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9613, loss_cls: 3.9792, loss: 3.9792 +2025-06-19 17:50:26,282 - pyskl - INFO - Epoch [43][2900/3940] lr: 2.032e-02, eta: 2 days, 4:16:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9494, loss_cls: 4.1597, loss: 4.1597 +2025-06-19 17:51:10,560 - pyskl - INFO - Epoch [43][3000/3940] lr: 2.031e-02, eta: 2 days, 4:15:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9569, loss_cls: 4.0193, loss: 4.0193 +2025-06-19 17:51:54,778 - pyskl - INFO - Epoch [43][3100/3940] lr: 2.031e-02, eta: 2 days, 4:15:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9537, loss_cls: 4.0846, loss: 4.0846 +2025-06-19 17:52:39,027 - pyskl - INFO - Epoch [43][3200/3940] lr: 2.030e-02, eta: 2 days, 4:14:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9525, loss_cls: 4.0739, loss: 4.0739 +2025-06-19 17:53:23,315 - pyskl - INFO - Epoch [43][3300/3940] lr: 2.030e-02, eta: 2 days, 4:13:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9425, loss_cls: 4.3215, loss: 4.3215 +2025-06-19 17:54:07,469 - pyskl - INFO - Epoch [43][3400/3940] lr: 2.029e-02, eta: 2 days, 4:12:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9475, loss_cls: 4.1578, loss: 4.1578 +2025-06-19 17:54:51,700 - pyskl - INFO - Epoch [43][3500/3940] lr: 2.029e-02, eta: 2 days, 4:12:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9437, loss_cls: 4.1671, loss: 4.1671 +2025-06-19 17:55:35,929 - pyskl - INFO - Epoch [43][3600/3940] lr: 2.028e-02, eta: 2 days, 4:11:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9506, loss_cls: 4.2016, loss: 4.2016 +2025-06-19 17:56:20,232 - pyskl - INFO - Epoch [43][3700/3940] lr: 2.028e-02, eta: 2 days, 4:10:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9487, loss_cls: 4.1646, loss: 4.1646 +2025-06-19 17:57:04,466 - pyskl - INFO - Epoch [43][3800/3940] lr: 2.027e-02, eta: 2 days, 4:09:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9531, loss_cls: 4.1424, loss: 4.1424 +2025-06-19 17:57:48,684 - pyskl - INFO - Epoch [43][3900/3940] lr: 2.027e-02, eta: 2 days, 4:09:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9494, loss_cls: 4.1769, loss: 4.1769 +2025-06-19 17:58:06,718 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-06-19 18:01:27,406 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 18:01:27,949 - pyskl - INFO - +top1_acc 0.6984 +top5_acc 0.9297 +2025-06-19 18:01:27,968 - pyskl - INFO - Epoch(val) [43][3183] top1_acc: 0.6984, top5_acc: 0.9297 +2025-06-19 18:02:36,840 - pyskl - INFO - Epoch [44][100/3940] lr: 2.026e-02, eta: 2 days, 4:08:21, time: 0.689, data_time: 0.246, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9563, loss_cls: 4.0925, loss: 4.0925 +2025-06-19 18:03:21,107 - pyskl - INFO - Epoch [44][200/3940] lr: 2.025e-02, eta: 2 days, 4:07:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 4.1349, loss: 4.1349 +2025-06-19 18:04:05,376 - pyskl - INFO - Epoch [44][300/3940] lr: 2.025e-02, eta: 2 days, 4:06:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9594, loss_cls: 4.1401, loss: 4.1401 +2025-06-19 18:04:49,653 - pyskl - INFO - Epoch [44][400/3940] lr: 2.024e-02, eta: 2 days, 4:06:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 4.0193, loss: 4.0193 +2025-06-19 18:05:33,955 - pyskl - INFO - Epoch [44][500/3940] lr: 2.024e-02, eta: 2 days, 4:05:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9581, loss_cls: 3.9730, loss: 3.9730 +2025-06-19 18:06:18,419 - pyskl - INFO - Epoch [44][600/3940] lr: 2.023e-02, eta: 2 days, 4:04:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9581, loss_cls: 4.0455, loss: 4.0455 +2025-06-19 18:07:02,878 - pyskl - INFO - Epoch [44][700/3940] lr: 2.023e-02, eta: 2 days, 4:03:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 4.0173, loss: 4.0173 +2025-06-19 18:07:47,251 - pyskl - INFO - Epoch [44][800/3940] lr: 2.022e-02, eta: 2 days, 4:03:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9469, loss_cls: 4.0827, loss: 4.0827 +2025-06-19 18:08:31,421 - pyskl - INFO - Epoch [44][900/3940] lr: 2.022e-02, eta: 2 days, 4:02:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9531, loss_cls: 4.1923, loss: 4.1923 +2025-06-19 18:09:15,636 - pyskl - INFO - Epoch [44][1000/3940] lr: 2.021e-02, eta: 2 days, 4:01:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9519, loss_cls: 4.0672, loss: 4.0672 +2025-06-19 18:09:59,938 - pyskl - INFO - Epoch [44][1100/3940] lr: 2.021e-02, eta: 2 days, 4:00:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9444, loss_cls: 4.1412, loss: 4.1412 +2025-06-19 18:10:44,367 - pyskl - INFO - Epoch [44][1200/3940] lr: 2.020e-02, eta: 2 days, 4:00:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9575, loss_cls: 4.0755, loss: 4.0755 +2025-06-19 18:11:28,756 - pyskl - INFO - Epoch [44][1300/3940] lr: 2.020e-02, eta: 2 days, 3:59:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9650, loss_cls: 3.8806, loss: 3.8806 +2025-06-19 18:12:13,114 - pyskl - INFO - Epoch [44][1400/3940] lr: 2.019e-02, eta: 2 days, 3:58:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9587, loss_cls: 4.0896, loss: 4.0896 +2025-06-19 18:12:57,525 - pyskl - INFO - Epoch [44][1500/3940] lr: 2.019e-02, eta: 2 days, 3:57:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9437, loss_cls: 4.2110, loss: 4.2110 +2025-06-19 18:13:42,079 - pyskl - INFO - Epoch [44][1600/3940] lr: 2.018e-02, eta: 2 days, 3:57:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 3.9503, loss: 3.9503 +2025-06-19 18:14:26,757 - pyskl - INFO - Epoch [44][1700/3940] lr: 2.018e-02, eta: 2 days, 3:56:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9494, loss_cls: 4.1584, loss: 4.1584 +2025-06-19 18:15:11,606 - pyskl - INFO - Epoch [44][1800/3940] lr: 2.017e-02, eta: 2 days, 3:55:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9531, loss_cls: 4.1443, loss: 4.1443 +2025-06-19 18:15:56,231 - pyskl - INFO - Epoch [44][1900/3940] lr: 2.017e-02, eta: 2 days, 3:54:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 4.0254, loss: 4.0254 +2025-06-19 18:16:40,704 - pyskl - INFO - Epoch [44][2000/3940] lr: 2.016e-02, eta: 2 days, 3:54:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9506, loss_cls: 4.1520, loss: 4.1520 +2025-06-19 18:17:25,333 - pyskl - INFO - Epoch [44][2100/3940] lr: 2.015e-02, eta: 2 days, 3:53:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 3.9737, loss: 3.9737 +2025-06-19 18:18:09,751 - pyskl - INFO - Epoch [44][2200/3940] lr: 2.015e-02, eta: 2 days, 3:52:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9531, loss_cls: 4.0205, loss: 4.0205 +2025-06-19 18:18:54,178 - pyskl - INFO - Epoch [44][2300/3940] lr: 2.014e-02, eta: 2 days, 3:51:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9437, loss_cls: 4.2678, loss: 4.2678 +2025-06-19 18:19:38,469 - pyskl - INFO - Epoch [44][2400/3940] lr: 2.014e-02, eta: 2 days, 3:51:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9487, loss_cls: 4.0470, loss: 4.0470 +2025-06-19 18:20:22,742 - pyskl - INFO - Epoch [44][2500/3940] lr: 2.013e-02, eta: 2 days, 3:50:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9544, loss_cls: 4.1352, loss: 4.1352 +2025-06-19 18:21:07,066 - pyskl - INFO - Epoch [44][2600/3940] lr: 2.013e-02, eta: 2 days, 3:49:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9525, loss_cls: 4.1934, loss: 4.1934 +2025-06-19 18:21:51,383 - pyskl - INFO - Epoch [44][2700/3940] lr: 2.012e-02, eta: 2 days, 3:48:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9506, loss_cls: 4.1412, loss: 4.1412 +2025-06-19 18:22:35,934 - pyskl - INFO - Epoch [44][2800/3940] lr: 2.012e-02, eta: 2 days, 3:48:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9556, loss_cls: 4.1562, loss: 4.1562 +2025-06-19 18:23:20,315 - pyskl - INFO - Epoch [44][2900/3940] lr: 2.011e-02, eta: 2 days, 3:47:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 3.9430, loss: 3.9430 +2025-06-19 18:24:04,933 - pyskl - INFO - Epoch [44][3000/3940] lr: 2.011e-02, eta: 2 days, 3:46:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9600, loss_cls: 3.9715, loss: 3.9715 +2025-06-19 18:24:49,496 - pyskl - INFO - Epoch [44][3100/3940] lr: 2.010e-02, eta: 2 days, 3:45:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9506, loss_cls: 4.2242, loss: 4.2242 +2025-06-19 18:25:34,077 - pyskl - INFO - Epoch [44][3200/3940] lr: 2.010e-02, eta: 2 days, 3:45:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9481, loss_cls: 4.1749, loss: 4.1749 +2025-06-19 18:26:18,347 - pyskl - INFO - Epoch [44][3300/3940] lr: 2.009e-02, eta: 2 days, 3:44:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9537, loss_cls: 4.0319, loss: 4.0319 +2025-06-19 18:27:02,679 - pyskl - INFO - Epoch [44][3400/3940] lr: 2.009e-02, eta: 2 days, 3:43:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 3.9981, loss: 3.9981 +2025-06-19 18:27:47,073 - pyskl - INFO - Epoch [44][3500/3940] lr: 2.008e-02, eta: 2 days, 3:42:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9519, loss_cls: 4.0953, loss: 4.0953 +2025-06-19 18:28:31,362 - pyskl - INFO - Epoch [44][3600/3940] lr: 2.008e-02, eta: 2 days, 3:42:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9581, loss_cls: 3.9442, loss: 3.9442 +2025-06-19 18:29:15,747 - pyskl - INFO - Epoch [44][3700/3940] lr: 2.007e-02, eta: 2 days, 3:41:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9537, loss_cls: 4.0574, loss: 4.0574 +2025-06-19 18:30:00,157 - pyskl - INFO - Epoch [44][3800/3940] lr: 2.006e-02, eta: 2 days, 3:40:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9506, loss_cls: 4.0373, loss: 4.0373 +2025-06-19 18:30:44,622 - pyskl - INFO - Epoch [44][3900/3940] lr: 2.006e-02, eta: 2 days, 3:39:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9506, loss_cls: 4.0987, loss: 4.0987 +2025-06-19 18:31:02,822 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-06-19 18:34:23,287 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 18:34:24,000 - pyskl - INFO - +top1_acc 0.6919 +top5_acc 0.9232 +2025-06-19 18:34:24,018 - pyskl - INFO - Epoch(val) [44][3183] top1_acc: 0.6919, top5_acc: 0.9232 +2025-06-19 18:35:33,305 - pyskl - INFO - Epoch [45][100/3940] lr: 2.005e-02, eta: 2 days, 3:39:12, time: 0.693, data_time: 0.247, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9531, loss_cls: 3.9473, loss: 3.9473 +2025-06-19 18:36:17,817 - pyskl - INFO - Epoch [45][200/3940] lr: 2.005e-02, eta: 2 days, 3:38:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9500, loss_cls: 4.1424, loss: 4.1424 +2025-06-19 18:37:02,295 - pyskl - INFO - Epoch [45][300/3940] lr: 2.004e-02, eta: 2 days, 3:37:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9500, loss_cls: 3.9840, loss: 3.9840 +2025-06-19 18:37:46,931 - pyskl - INFO - Epoch [45][400/3940] lr: 2.004e-02, eta: 2 days, 3:36:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 3.9835, loss: 3.9835 +2025-06-19 18:38:31,450 - pyskl - INFO - Epoch [45][500/3940] lr: 2.003e-02, eta: 2 days, 3:36:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 4.0817, loss: 4.0817 +2025-06-19 18:39:15,899 - pyskl - INFO - Epoch [45][600/3940] lr: 2.003e-02, eta: 2 days, 3:35:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9463, loss_cls: 4.1450, loss: 4.1450 +2025-06-19 18:40:00,307 - pyskl - INFO - Epoch [45][700/3940] lr: 2.002e-02, eta: 2 days, 3:34:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9537, loss_cls: 4.0911, loss: 4.0911 +2025-06-19 18:40:44,740 - pyskl - INFO - Epoch [45][800/3940] lr: 2.002e-02, eta: 2 days, 3:33:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9581, loss_cls: 4.0753, loss: 4.0753 +2025-06-19 18:41:29,215 - pyskl - INFO - Epoch [45][900/3940] lr: 2.001e-02, eta: 2 days, 3:33:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9550, loss_cls: 4.0669, loss: 4.0669 +2025-06-19 18:42:13,596 - pyskl - INFO - Epoch [45][1000/3940] lr: 2.000e-02, eta: 2 days, 3:32:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9494, loss_cls: 4.0605, loss: 4.0605 +2025-06-19 18:42:57,905 - pyskl - INFO - Epoch [45][1100/3940] lr: 2.000e-02, eta: 2 days, 3:31:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9525, loss_cls: 4.1146, loss: 4.1146 +2025-06-19 18:43:42,164 - pyskl - INFO - Epoch [45][1200/3940] lr: 1.999e-02, eta: 2 days, 3:31:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 4.0858, loss: 4.0858 +2025-06-19 18:44:26,460 - pyskl - INFO - Epoch [45][1300/3940] lr: 1.999e-02, eta: 2 days, 3:30:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 3.9605, loss: 3.9605 +2025-06-19 18:45:10,851 - pyskl - INFO - Epoch [45][1400/3940] lr: 1.998e-02, eta: 2 days, 3:29:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 4.0478, loss: 4.0478 +2025-06-19 18:45:55,167 - pyskl - INFO - Epoch [45][1500/3940] lr: 1.998e-02, eta: 2 days, 3:28:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9487, loss_cls: 4.0321, loss: 4.0321 +2025-06-19 18:46:39,446 - pyskl - INFO - Epoch [45][1600/3940] lr: 1.997e-02, eta: 2 days, 3:27:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 4.0904, loss: 4.0904 +2025-06-19 18:47:23,775 - pyskl - INFO - Epoch [45][1700/3940] lr: 1.997e-02, eta: 2 days, 3:27:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 4.1352, loss: 4.1352 +2025-06-19 18:48:08,061 - pyskl - INFO - Epoch [45][1800/3940] lr: 1.996e-02, eta: 2 days, 3:26:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9500, loss_cls: 3.9303, loss: 3.9303 +2025-06-19 18:48:52,439 - pyskl - INFO - Epoch [45][1900/3940] lr: 1.996e-02, eta: 2 days, 3:25:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9537, loss_cls: 4.0297, loss: 4.0297 +2025-06-19 18:49:36,714 - pyskl - INFO - Epoch [45][2000/3940] lr: 1.995e-02, eta: 2 days, 3:24:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9487, loss_cls: 4.1086, loss: 4.1086 +2025-06-19 18:50:21,052 - pyskl - INFO - Epoch [45][2100/3940] lr: 1.995e-02, eta: 2 days, 3:24:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 4.1282, loss: 4.1282 +2025-06-19 18:51:05,475 - pyskl - INFO - Epoch [45][2200/3940] lr: 1.994e-02, eta: 2 days, 3:23:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9469, loss_cls: 4.0884, loss: 4.0884 +2025-06-19 18:51:49,903 - pyskl - INFO - Epoch [45][2300/3940] lr: 1.994e-02, eta: 2 days, 3:22:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9575, loss_cls: 4.0041, loss: 4.0041 +2025-06-19 18:52:34,339 - pyskl - INFO - Epoch [45][2400/3940] lr: 1.993e-02, eta: 2 days, 3:22:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9437, loss_cls: 4.0992, loss: 4.0992 +2025-06-19 18:53:18,607 - pyskl - INFO - Epoch [45][2500/3940] lr: 1.992e-02, eta: 2 days, 3:21:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 4.0988, loss: 4.0988 +2025-06-19 18:54:02,798 - pyskl - INFO - Epoch [45][2600/3940] lr: 1.992e-02, eta: 2 days, 3:20:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9675, loss_cls: 4.0118, loss: 4.0118 +2025-06-19 18:54:47,059 - pyskl - INFO - Epoch [45][2700/3940] lr: 1.991e-02, eta: 2 days, 3:19:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 4.1322, loss: 4.1322 +2025-06-19 18:55:31,389 - pyskl - INFO - Epoch [45][2800/3940] lr: 1.991e-02, eta: 2 days, 3:18:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9500, loss_cls: 3.9766, loss: 3.9766 +2025-06-19 18:56:15,683 - pyskl - INFO - Epoch [45][2900/3940] lr: 1.990e-02, eta: 2 days, 3:18:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9563, loss_cls: 4.0083, loss: 4.0083 +2025-06-19 18:57:00,045 - pyskl - INFO - Epoch [45][3000/3940] lr: 1.990e-02, eta: 2 days, 3:17:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9556, loss_cls: 4.1659, loss: 4.1659 +2025-06-19 18:57:44,545 - pyskl - INFO - Epoch [45][3100/3940] lr: 1.989e-02, eta: 2 days, 3:16:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9481, loss_cls: 3.9805, loss: 3.9805 +2025-06-19 18:58:29,035 - pyskl - INFO - Epoch [45][3200/3940] lr: 1.989e-02, eta: 2 days, 3:16:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9494, loss_cls: 4.1315, loss: 4.1315 +2025-06-19 18:59:13,543 - pyskl - INFO - Epoch [45][3300/3940] lr: 1.988e-02, eta: 2 days, 3:15:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9531, loss_cls: 4.0162, loss: 4.0162 +2025-06-19 18:59:57,921 - pyskl - INFO - Epoch [45][3400/3940] lr: 1.988e-02, eta: 2 days, 3:14:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9537, loss_cls: 4.1340, loss: 4.1340 +2025-06-19 19:00:42,205 - pyskl - INFO - Epoch [45][3500/3940] lr: 1.987e-02, eta: 2 days, 3:13:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9594, loss_cls: 3.9375, loss: 3.9375 +2025-06-19 19:01:26,514 - pyskl - INFO - Epoch [45][3600/3940] lr: 1.987e-02, eta: 2 days, 3:13:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9481, loss_cls: 3.9795, loss: 3.9795 +2025-06-19 19:02:10,848 - pyskl - INFO - Epoch [45][3700/3940] lr: 1.986e-02, eta: 2 days, 3:12:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 3.9322, loss: 3.9322 +2025-06-19 19:02:55,134 - pyskl - INFO - Epoch [45][3800/3940] lr: 1.985e-02, eta: 2 days, 3:11:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 4.0008, loss: 4.0008 +2025-06-19 19:03:39,437 - pyskl - INFO - Epoch [45][3900/3940] lr: 1.985e-02, eta: 2 days, 3:10:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9481, loss_cls: 4.0171, loss: 4.0171 +2025-06-19 19:03:57,529 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-06-19 19:23:14,126 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 19:23:14,590 - pyskl - INFO - +top1_acc 0.6598 +top5_acc 0.9152 +2025-06-19 19:23:14,609 - pyskl - INFO - Epoch(val) [45][3183] top1_acc: 0.6598, top5_acc: 0.9152 +2025-06-19 19:24:24,400 - pyskl - INFO - Epoch [46][100/3940] lr: 1.984e-02, eta: 2 days, 3:10:00, time: 0.698, data_time: 0.254, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9475, loss_cls: 4.1621, loss: 4.1621 +2025-06-19 19:25:09,186 - pyskl - INFO - Epoch [46][200/3940] lr: 1.984e-02, eta: 2 days, 3:09:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 4.0216, loss: 4.0216 +2025-06-19 19:25:53,894 - pyskl - INFO - Epoch [46][300/3940] lr: 1.983e-02, eta: 2 days, 3:08:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9506, loss_cls: 3.9794, loss: 3.9794 +2025-06-19 19:26:38,378 - pyskl - INFO - Epoch [46][400/3940] lr: 1.983e-02, eta: 2 days, 3:07:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9556, loss_cls: 3.9468, loss: 3.9468 +2025-06-19 19:27:22,700 - pyskl - INFO - Epoch [46][500/3940] lr: 1.982e-02, eta: 2 days, 3:07:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 3.9771, loss: 3.9771 +2025-06-19 19:28:06,937 - pyskl - INFO - Epoch [46][600/3940] lr: 1.982e-02, eta: 2 days, 3:06:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9513, loss_cls: 4.0938, loss: 4.0938 +2025-06-19 19:28:51,266 - pyskl - INFO - Epoch [46][700/3940] lr: 1.981e-02, eta: 2 days, 3:05:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9519, loss_cls: 4.0833, loss: 4.0833 +2025-06-19 19:29:35,637 - pyskl - INFO - Epoch [46][800/3940] lr: 1.980e-02, eta: 2 days, 3:04:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 3.9481, loss: 3.9481 +2025-06-19 19:30:20,004 - pyskl - INFO - Epoch [46][900/3940] lr: 1.980e-02, eta: 2 days, 3:04:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9494, loss_cls: 4.0250, loss: 4.0250 +2025-06-19 19:31:04,341 - pyskl - INFO - Epoch [46][1000/3940] lr: 1.979e-02, eta: 2 days, 3:03:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9650, loss_cls: 4.0281, loss: 4.0281 +2025-06-19 19:31:48,770 - pyskl - INFO - Epoch [46][1100/3940] lr: 1.979e-02, eta: 2 days, 3:02:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9575, loss_cls: 3.9648, loss: 3.9648 +2025-06-19 19:32:33,208 - pyskl - INFO - Epoch [46][1200/3940] lr: 1.978e-02, eta: 2 days, 3:01:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 3.8911, loss: 3.8911 +2025-06-19 19:33:17,478 - pyskl - INFO - Epoch [46][1300/3940] lr: 1.978e-02, eta: 2 days, 3:01:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9525, loss_cls: 3.9961, loss: 3.9961 +2025-06-19 19:34:01,756 - pyskl - INFO - Epoch [46][1400/3940] lr: 1.977e-02, eta: 2 days, 3:00:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 4.0169, loss: 4.0169 +2025-06-19 19:34:46,048 - pyskl - INFO - Epoch [46][1500/3940] lr: 1.977e-02, eta: 2 days, 2:59:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 4.0069, loss: 4.0069 +2025-06-19 19:35:30,326 - pyskl - INFO - Epoch [46][1600/3940] lr: 1.976e-02, eta: 2 days, 2:58:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 3.9797, loss: 3.9797 +2025-06-19 19:36:14,587 - pyskl - INFO - Epoch [46][1700/3940] lr: 1.976e-02, eta: 2 days, 2:58:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9381, loss_cls: 4.2229, loss: 4.2229 +2025-06-19 19:36:58,938 - pyskl - INFO - Epoch [46][1800/3940] lr: 1.975e-02, eta: 2 days, 2:57:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 4.0337, loss: 4.0337 +2025-06-19 19:37:43,389 - pyskl - INFO - Epoch [46][1900/3940] lr: 1.974e-02, eta: 2 days, 2:56:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9613, loss_cls: 3.8768, loss: 3.8768 +2025-06-19 19:38:27,822 - pyskl - INFO - Epoch [46][2000/3940] lr: 1.974e-02, eta: 2 days, 2:55:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9513, loss_cls: 4.0628, loss: 4.0628 +2025-06-19 19:39:12,275 - pyskl - INFO - Epoch [46][2100/3940] lr: 1.973e-02, eta: 2 days, 2:55:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9450, loss_cls: 4.1260, loss: 4.1260 +2025-06-19 19:39:56,739 - pyskl - INFO - Epoch [46][2200/3940] lr: 1.973e-02, eta: 2 days, 2:54:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9619, loss_cls: 3.9839, loss: 3.9839 +2025-06-19 19:40:41,147 - pyskl - INFO - Epoch [46][2300/3940] lr: 1.972e-02, eta: 2 days, 2:53:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9519, loss_cls: 4.0408, loss: 4.0408 +2025-06-19 19:41:25,599 - pyskl - INFO - Epoch [46][2400/3940] lr: 1.972e-02, eta: 2 days, 2:52:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9550, loss_cls: 4.0266, loss: 4.0266 +2025-06-19 19:42:10,038 - pyskl - INFO - Epoch [46][2500/3940] lr: 1.971e-02, eta: 2 days, 2:52:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9525, loss_cls: 4.1002, loss: 4.1002 +2025-06-19 19:42:54,396 - pyskl - INFO - Epoch [46][2600/3940] lr: 1.971e-02, eta: 2 days, 2:51:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9606, loss_cls: 4.0855, loss: 4.0855 +2025-06-19 19:43:38,735 - pyskl - INFO - Epoch [46][2700/3940] lr: 1.970e-02, eta: 2 days, 2:50:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9556, loss_cls: 4.0336, loss: 4.0336 +2025-06-19 19:44:23,101 - pyskl - INFO - Epoch [46][2800/3940] lr: 1.970e-02, eta: 2 days, 2:49:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 4.2197, loss: 4.2197 +2025-06-19 19:45:07,495 - pyskl - INFO - Epoch [46][2900/3940] lr: 1.969e-02, eta: 2 days, 2:49:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9475, loss_cls: 3.9886, loss: 3.9886 +2025-06-19 19:45:51,927 - pyskl - INFO - Epoch [46][3000/3940] lr: 1.969e-02, eta: 2 days, 2:48:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9475, loss_cls: 4.0928, loss: 4.0928 +2025-06-19 19:46:36,306 - pyskl - INFO - Epoch [46][3100/3940] lr: 1.968e-02, eta: 2 days, 2:47:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9487, loss_cls: 4.2293, loss: 4.2293 +2025-06-19 19:47:20,690 - pyskl - INFO - Epoch [46][3200/3940] lr: 1.967e-02, eta: 2 days, 2:46:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9513, loss_cls: 4.0782, loss: 4.0782 +2025-06-19 19:48:05,029 - pyskl - INFO - Epoch [46][3300/3940] lr: 1.967e-02, eta: 2 days, 2:46:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9550, loss_cls: 4.1432, loss: 4.1432 +2025-06-19 19:48:49,387 - pyskl - INFO - Epoch [46][3400/3940] lr: 1.966e-02, eta: 2 days, 2:45:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9506, loss_cls: 4.1564, loss: 4.1564 +2025-06-19 19:49:33,709 - pyskl - INFO - Epoch [46][3500/3940] lr: 1.966e-02, eta: 2 days, 2:44:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9594, loss_cls: 3.9425, loss: 3.9425 +2025-06-19 19:50:18,093 - pyskl - INFO - Epoch [46][3600/3940] lr: 1.965e-02, eta: 2 days, 2:43:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9506, loss_cls: 3.9378, loss: 3.9378 +2025-06-19 19:51:02,514 - pyskl - INFO - Epoch [46][3700/3940] lr: 1.965e-02, eta: 2 days, 2:43:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9569, loss_cls: 4.0635, loss: 4.0635 +2025-06-19 19:51:46,941 - pyskl - INFO - Epoch [46][3800/3940] lr: 1.964e-02, eta: 2 days, 2:42:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9469, loss_cls: 4.1454, loss: 4.1454 +2025-06-19 19:52:31,345 - pyskl - INFO - Epoch [46][3900/3940] lr: 1.964e-02, eta: 2 days, 2:41:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9519, loss_cls: 4.0287, loss: 4.0287 +2025-06-19 19:52:49,445 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-06-19 19:56:09,816 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 19:56:10,276 - pyskl - INFO - +top1_acc 0.6845 +top5_acc 0.9128 +2025-06-19 19:56:10,293 - pyskl - INFO - Epoch(val) [46][3183] top1_acc: 0.6845, top5_acc: 0.9128 +2025-06-19 19:57:19,403 - pyskl - INFO - Epoch [47][100/3940] lr: 1.963e-02, eta: 2 days, 2:40:48, time: 0.691, data_time: 0.248, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9669, loss_cls: 3.9874, loss: 3.9874 +2025-06-19 19:58:03,590 - pyskl - INFO - Epoch [47][200/3940] lr: 1.962e-02, eta: 2 days, 2:40:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.9197, loss: 3.9197 +2025-06-19 19:58:47,759 - pyskl - INFO - Epoch [47][300/3940] lr: 1.962e-02, eta: 2 days, 2:39:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9556, loss_cls: 3.9965, loss: 3.9965 +2025-06-19 19:59:31,973 - pyskl - INFO - Epoch [47][400/3940] lr: 1.961e-02, eta: 2 days, 2:38:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 4.0826, loss: 4.0826 +2025-06-19 20:00:16,210 - pyskl - INFO - Epoch [47][500/3940] lr: 1.961e-02, eta: 2 days, 2:37:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 4.0773, loss: 4.0773 +2025-06-19 20:01:00,355 - pyskl - INFO - Epoch [47][600/3940] lr: 1.960e-02, eta: 2 days, 2:37:02, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 4.0020, loss: 4.0020 +2025-06-19 20:01:44,608 - pyskl - INFO - Epoch [47][700/3940] lr: 1.960e-02, eta: 2 days, 2:36:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 4.0221, loss: 4.0221 +2025-06-19 20:02:28,836 - pyskl - INFO - Epoch [47][800/3940] lr: 1.959e-02, eta: 2 days, 2:35:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 4.0277, loss: 4.0277 +2025-06-19 20:03:13,061 - pyskl - INFO - Epoch [47][900/3940] lr: 1.958e-02, eta: 2 days, 2:34:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9519, loss_cls: 4.0978, loss: 4.0978 +2025-06-19 20:03:57,274 - pyskl - INFO - Epoch [47][1000/3940] lr: 1.958e-02, eta: 2 days, 2:34:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9506, loss_cls: 3.9742, loss: 3.9742 +2025-06-19 20:04:41,473 - pyskl - INFO - Epoch [47][1100/3940] lr: 1.957e-02, eta: 2 days, 2:33:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9550, loss_cls: 3.9569, loss: 3.9569 +2025-06-19 20:05:25,743 - pyskl - INFO - Epoch [47][1200/3940] lr: 1.957e-02, eta: 2 days, 2:32:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 3.9221, loss: 3.9221 +2025-06-19 20:06:09,940 - pyskl - INFO - Epoch [47][1300/3940] lr: 1.956e-02, eta: 2 days, 2:31:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9506, loss_cls: 4.0663, loss: 4.0663 +2025-06-19 20:06:54,068 - pyskl - INFO - Epoch [47][1400/3940] lr: 1.956e-02, eta: 2 days, 2:31:00, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9463, loss_cls: 4.0061, loss: 4.0061 +2025-06-19 20:07:38,244 - pyskl - INFO - Epoch [47][1500/3940] lr: 1.955e-02, eta: 2 days, 2:30:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 3.9581, loss: 3.9581 +2025-06-19 20:08:22,458 - pyskl - INFO - Epoch [47][1600/3940] lr: 1.955e-02, eta: 2 days, 2:29:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9575, loss_cls: 3.9678, loss: 3.9678 +2025-06-19 20:09:06,630 - pyskl - INFO - Epoch [47][1700/3940] lr: 1.954e-02, eta: 2 days, 2:28:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9581, loss_cls: 4.0690, loss: 4.0690 +2025-06-19 20:09:50,803 - pyskl - INFO - Epoch [47][1800/3940] lr: 1.954e-02, eta: 2 days, 2:27:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 3.9529, loss: 3.9529 +2025-06-19 20:10:34,987 - pyskl - INFO - Epoch [47][1900/3940] lr: 1.953e-02, eta: 2 days, 2:27:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9587, loss_cls: 4.2057, loss: 4.2057 +2025-06-19 20:11:19,065 - pyskl - INFO - Epoch [47][2000/3940] lr: 1.952e-02, eta: 2 days, 2:26:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9594, loss_cls: 4.0508, loss: 4.0508 +2025-06-19 20:12:03,243 - pyskl - INFO - Epoch [47][2100/3940] lr: 1.952e-02, eta: 2 days, 2:25:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9594, loss_cls: 3.9830, loss: 3.9830 +2025-06-19 20:12:47,403 - pyskl - INFO - Epoch [47][2200/3940] lr: 1.951e-02, eta: 2 days, 2:24:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9631, loss_cls: 4.0411, loss: 4.0411 +2025-06-19 20:13:31,608 - pyskl - INFO - Epoch [47][2300/3940] lr: 1.951e-02, eta: 2 days, 2:24:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9475, loss_cls: 3.9561, loss: 3.9561 +2025-06-19 20:14:15,867 - pyskl - INFO - Epoch [47][2400/3940] lr: 1.950e-02, eta: 2 days, 2:23:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9513, loss_cls: 3.9847, loss: 3.9847 +2025-06-19 20:15:00,098 - pyskl - INFO - Epoch [47][2500/3940] lr: 1.950e-02, eta: 2 days, 2:22:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 4.0450, loss: 4.0450 +2025-06-19 20:15:44,384 - pyskl - INFO - Epoch [47][2600/3940] lr: 1.949e-02, eta: 2 days, 2:21:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 4.0516, loss: 4.0516 +2025-06-19 20:16:28,748 - pyskl - INFO - Epoch [47][2700/3940] lr: 1.949e-02, eta: 2 days, 2:21:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 4.0235, loss: 4.0235 +2025-06-19 20:17:13,322 - pyskl - INFO - Epoch [47][2800/3940] lr: 1.948e-02, eta: 2 days, 2:20:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9550, loss_cls: 4.1304, loss: 4.1304 +2025-06-19 20:17:58,192 - pyskl - INFO - Epoch [47][2900/3940] lr: 1.947e-02, eta: 2 days, 2:19:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 4.0007, loss: 4.0007 +2025-06-19 20:18:42,645 - pyskl - INFO - Epoch [47][3000/3940] lr: 1.947e-02, eta: 2 days, 2:18:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9550, loss_cls: 4.0458, loss: 4.0458 +2025-06-19 20:19:27,103 - pyskl - INFO - Epoch [47][3100/3940] lr: 1.946e-02, eta: 2 days, 2:18:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9413, loss_cls: 4.0252, loss: 4.0252 +2025-06-19 20:20:11,322 - pyskl - INFO - Epoch [47][3200/3940] lr: 1.946e-02, eta: 2 days, 2:17:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 3.8893, loss: 3.8893 +2025-06-19 20:20:55,697 - pyskl - INFO - Epoch [47][3300/3940] lr: 1.945e-02, eta: 2 days, 2:16:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9525, loss_cls: 3.9674, loss: 3.9674 +2025-06-19 20:21:40,007 - pyskl - INFO - Epoch [47][3400/3940] lr: 1.945e-02, eta: 2 days, 2:15:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9563, loss_cls: 4.0326, loss: 4.0326 +2025-06-19 20:22:24,530 - pyskl - INFO - Epoch [47][3500/3940] lr: 1.944e-02, eta: 2 days, 2:15:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 4.1226, loss: 4.1226 +2025-06-19 20:23:08,814 - pyskl - INFO - Epoch [47][3600/3940] lr: 1.944e-02, eta: 2 days, 2:14:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9469, loss_cls: 4.0919, loss: 4.0919 +2025-06-19 20:23:53,167 - pyskl - INFO - Epoch [47][3700/3940] lr: 1.943e-02, eta: 2 days, 2:13:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9569, loss_cls: 4.1233, loss: 4.1233 +2025-06-19 20:24:37,519 - pyskl - INFO - Epoch [47][3800/3940] lr: 1.943e-02, eta: 2 days, 2:12:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9437, loss_cls: 4.1327, loss: 4.1327 +2025-06-19 20:25:21,847 - pyskl - INFO - Epoch [47][3900/3940] lr: 1.942e-02, eta: 2 days, 2:12:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9481, loss_cls: 4.1462, loss: 4.1462 +2025-06-19 20:25:39,860 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-06-19 20:29:00,386 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 20:29:00,846 - pyskl - INFO - +top1_acc 0.6885 +top5_acc 0.9271 +2025-06-19 20:29:00,864 - pyskl - INFO - Epoch(val) [47][3183] top1_acc: 0.6885, top5_acc: 0.9271 +2025-06-19 20:30:10,050 - pyskl - INFO - Epoch [48][100/3940] lr: 1.941e-02, eta: 2 days, 2:11:27, time: 0.692, data_time: 0.250, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9600, loss_cls: 3.8269, loss: 3.8269 +2025-06-19 20:30:54,270 - pyskl - INFO - Epoch [48][200/3940] lr: 1.941e-02, eta: 2 days, 2:10:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 3.8861, loss: 3.8861 +2025-06-19 20:31:38,509 - pyskl - INFO - Epoch [48][300/3940] lr: 1.940e-02, eta: 2 days, 2:09:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9519, loss_cls: 3.9893, loss: 3.9893 +2025-06-19 20:32:22,778 - pyskl - INFO - Epoch [48][400/3940] lr: 1.940e-02, eta: 2 days, 2:09:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9544, loss_cls: 4.1135, loss: 4.1135 +2025-06-19 20:33:07,011 - pyskl - INFO - Epoch [48][500/3940] lr: 1.939e-02, eta: 2 days, 2:08:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 3.9668, loss: 3.9668 +2025-06-19 20:33:51,276 - pyskl - INFO - Epoch [48][600/3940] lr: 1.938e-02, eta: 2 days, 2:07:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 3.9108, loss: 3.9108 +2025-06-19 20:34:35,555 - pyskl - INFO - Epoch [48][700/3940] lr: 1.938e-02, eta: 2 days, 2:06:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9537, loss_cls: 3.9395, loss: 3.9395 +2025-06-19 20:35:19,865 - pyskl - INFO - Epoch [48][800/3940] lr: 1.937e-02, eta: 2 days, 2:06:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9506, loss_cls: 4.0748, loss: 4.0748 +2025-06-19 20:36:04,175 - pyskl - INFO - Epoch [48][900/3940] lr: 1.937e-02, eta: 2 days, 2:05:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9569, loss_cls: 4.0104, loss: 4.0104 +2025-06-19 20:36:48,463 - pyskl - INFO - Epoch [48][1000/3940] lr: 1.936e-02, eta: 2 days, 2:04:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 4.0424, loss: 4.0424 +2025-06-19 20:37:32,766 - pyskl - INFO - Epoch [48][1100/3940] lr: 1.936e-02, eta: 2 days, 2:03:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9600, loss_cls: 4.0243, loss: 4.0243 +2025-06-19 20:38:17,084 - pyskl - INFO - Epoch [48][1200/3940] lr: 1.935e-02, eta: 2 days, 2:03:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 4.0348, loss: 4.0348 +2025-06-19 20:39:01,343 - pyskl - INFO - Epoch [48][1300/3940] lr: 1.935e-02, eta: 2 days, 2:02:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9556, loss_cls: 3.9986, loss: 3.9986 +2025-06-19 20:39:45,656 - pyskl - INFO - Epoch [48][1400/3940] lr: 1.934e-02, eta: 2 days, 2:01:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9487, loss_cls: 3.9198, loss: 3.9198 +2025-06-19 20:40:30,000 - pyskl - INFO - Epoch [48][1500/3940] lr: 1.933e-02, eta: 2 days, 2:00:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 4.1550, loss: 4.1550 +2025-06-19 20:41:14,291 - pyskl - INFO - Epoch [48][1600/3940] lr: 1.933e-02, eta: 2 days, 2:00:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9606, loss_cls: 3.9595, loss: 3.9595 +2025-06-19 20:41:58,576 - pyskl - INFO - Epoch [48][1700/3940] lr: 1.932e-02, eta: 2 days, 1:59:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 3.9369, loss: 3.9369 +2025-06-19 20:42:42,898 - pyskl - INFO - Epoch [48][1800/3940] lr: 1.932e-02, eta: 2 days, 1:58:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 3.9475, loss: 3.9475 +2025-06-19 20:43:27,210 - pyskl - INFO - Epoch [48][1900/3940] lr: 1.931e-02, eta: 2 days, 1:57:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 4.0421, loss: 4.0421 +2025-06-19 20:44:11,574 - pyskl - INFO - Epoch [48][2000/3940] lr: 1.931e-02, eta: 2 days, 1:57:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9613, loss_cls: 4.0290, loss: 4.0290 +2025-06-19 20:44:55,905 - pyskl - INFO - Epoch [48][2100/3940] lr: 1.930e-02, eta: 2 days, 1:56:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9556, loss_cls: 3.9790, loss: 3.9790 +2025-06-19 20:45:40,260 - pyskl - INFO - Epoch [48][2200/3940] lr: 1.930e-02, eta: 2 days, 1:55:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9544, loss_cls: 4.0696, loss: 4.0696 +2025-06-19 20:46:24,628 - pyskl - INFO - Epoch [48][2300/3940] lr: 1.929e-02, eta: 2 days, 1:54:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9537, loss_cls: 4.1697, loss: 4.1697 +2025-06-19 20:47:09,100 - pyskl - INFO - Epoch [48][2400/3940] lr: 1.928e-02, eta: 2 days, 1:54:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9600, loss_cls: 3.9538, loss: 3.9538 +2025-06-19 20:47:53,650 - pyskl - INFO - Epoch [48][2500/3940] lr: 1.928e-02, eta: 2 days, 1:53:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9450, loss_cls: 4.1567, loss: 4.1567 +2025-06-19 20:48:38,183 - pyskl - INFO - Epoch [48][2600/3940] lr: 1.927e-02, eta: 2 days, 1:52:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9513, loss_cls: 3.9858, loss: 3.9858 +2025-06-19 20:49:22,643 - pyskl - INFO - Epoch [48][2700/3940] lr: 1.927e-02, eta: 2 days, 1:51:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.9243, loss: 3.9243 +2025-06-19 20:50:07,037 - pyskl - INFO - Epoch [48][2800/3940] lr: 1.926e-02, eta: 2 days, 1:51:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9494, loss_cls: 4.0863, loss: 4.0863 +2025-06-19 20:50:51,586 - pyskl - INFO - Epoch [48][2900/3940] lr: 1.926e-02, eta: 2 days, 1:50:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9556, loss_cls: 3.9569, loss: 3.9569 +2025-06-19 20:51:35,946 - pyskl - INFO - Epoch [48][3000/3940] lr: 1.925e-02, eta: 2 days, 1:49:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 4.0958, loss: 4.0958 +2025-06-19 20:52:20,289 - pyskl - INFO - Epoch [48][3100/3940] lr: 1.924e-02, eta: 2 days, 1:48:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9587, loss_cls: 4.0456, loss: 4.0456 +2025-06-19 20:53:04,790 - pyskl - INFO - Epoch [48][3200/3940] lr: 1.924e-02, eta: 2 days, 1:48:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9519, loss_cls: 4.0936, loss: 4.0936 +2025-06-19 20:53:49,343 - pyskl - INFO - Epoch [48][3300/3940] lr: 1.923e-02, eta: 2 days, 1:47:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9506, loss_cls: 4.1353, loss: 4.1353 +2025-06-19 20:54:33,981 - pyskl - INFO - Epoch [48][3400/3940] lr: 1.923e-02, eta: 2 days, 1:46:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9587, loss_cls: 3.8746, loss: 3.8746 +2025-06-19 20:55:18,443 - pyskl - INFO - Epoch [48][3500/3940] lr: 1.922e-02, eta: 2 days, 1:46:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 4.0081, loss: 4.0081 +2025-06-19 20:56:02,979 - pyskl - INFO - Epoch [48][3600/3940] lr: 1.922e-02, eta: 2 days, 1:45:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9569, loss_cls: 4.1588, loss: 4.1588 +2025-06-19 20:56:47,457 - pyskl - INFO - Epoch [48][3700/3940] lr: 1.921e-02, eta: 2 days, 1:44:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 3.8140, loss: 3.8140 +2025-06-19 20:57:31,754 - pyskl - INFO - Epoch [48][3800/3940] lr: 1.921e-02, eta: 2 days, 1:43:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9463, loss_cls: 4.1860, loss: 4.1860 +2025-06-19 20:58:15,955 - pyskl - INFO - Epoch [48][3900/3940] lr: 1.920e-02, eta: 2 days, 1:43:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9444, loss_cls: 4.0591, loss: 4.0591 +2025-06-19 20:58:34,090 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-06-19 21:01:55,690 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 21:01:56,431 - pyskl - INFO - +top1_acc 0.7213 +top5_acc 0.9348 +2025-06-19 21:01:56,505 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_39.pth was removed +2025-06-19 21:01:57,556 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_48.pth. +2025-06-19 21:01:57,559 - pyskl - INFO - Best top1_acc is 0.7213 at 48 epoch. +2025-06-19 21:01:57,592 - pyskl - INFO - Epoch(val) [48][3183] top1_acc: 0.7213, top5_acc: 0.9348 +2025-06-19 21:03:10,512 - pyskl - INFO - Epoch [49][100/3940] lr: 1.919e-02, eta: 2 days, 1:42:21, time: 0.729, data_time: 0.279, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 3.9842, loss: 3.9842 +2025-06-19 21:03:55,633 - pyskl - INFO - Epoch [49][200/3940] lr: 1.919e-02, eta: 2 days, 1:41:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 3.7633, loss: 3.7633 +2025-06-19 21:04:40,276 - pyskl - INFO - Epoch [49][300/3940] lr: 1.918e-02, eta: 2 days, 1:40:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 3.7769, loss: 3.7769 +2025-06-19 21:05:25,046 - pyskl - INFO - Epoch [49][400/3940] lr: 1.918e-02, eta: 2 days, 1:40:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9594, loss_cls: 4.0300, loss: 4.0300 +2025-06-19 21:06:09,689 - pyskl - INFO - Epoch [49][500/3940] lr: 1.917e-02, eta: 2 days, 1:39:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9544, loss_cls: 3.9788, loss: 3.9788 +2025-06-19 21:06:54,281 - pyskl - INFO - Epoch [49][600/3940] lr: 1.916e-02, eta: 2 days, 1:38:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 3.8529, loss: 3.8529 +2025-06-19 21:07:38,821 - pyskl - INFO - Epoch [49][700/3940] lr: 1.916e-02, eta: 2 days, 1:37:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9575, loss_cls: 4.1053, loss: 4.1053 +2025-06-19 21:08:23,441 - pyskl - INFO - Epoch [49][800/3940] lr: 1.915e-02, eta: 2 days, 1:37:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9619, loss_cls: 3.9982, loss: 3.9982 +2025-06-19 21:09:08,006 - pyskl - INFO - Epoch [49][900/3940] lr: 1.915e-02, eta: 2 days, 1:36:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9544, loss_cls: 3.9369, loss: 3.9369 +2025-06-19 21:09:52,476 - pyskl - INFO - Epoch [49][1000/3940] lr: 1.914e-02, eta: 2 days, 1:35:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 4.0229, loss: 4.0229 +2025-06-19 21:10:37,131 - pyskl - INFO - Epoch [49][1100/3940] lr: 1.914e-02, eta: 2 days, 1:34:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9525, loss_cls: 4.0479, loss: 4.0479 +2025-06-19 21:11:21,925 - pyskl - INFO - Epoch [49][1200/3940] lr: 1.913e-02, eta: 2 days, 1:34:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9537, loss_cls: 4.1278, loss: 4.1278 +2025-06-19 21:12:06,974 - pyskl - INFO - Epoch [49][1300/3940] lr: 1.912e-02, eta: 2 days, 1:33:31, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 3.9541, loss: 3.9541 +2025-06-19 21:12:51,597 - pyskl - INFO - Epoch [49][1400/3940] lr: 1.912e-02, eta: 2 days, 1:32:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9569, loss_cls: 3.9260, loss: 3.9260 +2025-06-19 21:13:36,202 - pyskl - INFO - Epoch [49][1500/3940] lr: 1.911e-02, eta: 2 days, 1:32:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9563, loss_cls: 3.9927, loss: 3.9927 +2025-06-19 21:14:20,634 - pyskl - INFO - Epoch [49][1600/3940] lr: 1.911e-02, eta: 2 days, 1:31:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 3.9952, loss: 3.9952 +2025-06-19 21:15:05,168 - pyskl - INFO - Epoch [49][1700/3940] lr: 1.910e-02, eta: 2 days, 1:30:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9494, loss_cls: 4.0067, loss: 4.0067 +2025-06-19 21:15:50,065 - pyskl - INFO - Epoch [49][1800/3940] lr: 1.910e-02, eta: 2 days, 1:29:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9581, loss_cls: 3.9637, loss: 3.9637 +2025-06-19 21:16:34,824 - pyskl - INFO - Epoch [49][1900/3940] lr: 1.909e-02, eta: 2 days, 1:29:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9481, loss_cls: 3.9518, loss: 3.9518 +2025-06-19 21:17:19,538 - pyskl - INFO - Epoch [49][2000/3940] lr: 1.909e-02, eta: 2 days, 1:28:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9563, loss_cls: 4.1572, loss: 4.1572 +2025-06-19 21:18:04,271 - pyskl - INFO - Epoch [49][2100/3940] lr: 1.908e-02, eta: 2 days, 1:27:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9506, loss_cls: 3.9670, loss: 3.9670 +2025-06-19 21:18:48,881 - pyskl - INFO - Epoch [49][2200/3940] lr: 1.907e-02, eta: 2 days, 1:26:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 3.7921, loss: 3.7921 +2025-06-19 21:19:33,387 - pyskl - INFO - Epoch [49][2300/3940] lr: 1.907e-02, eta: 2 days, 1:26:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9456, loss_cls: 4.0778, loss: 4.0778 +2025-06-19 21:20:18,018 - pyskl - INFO - Epoch [49][2400/3940] lr: 1.906e-02, eta: 2 days, 1:25:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9537, loss_cls: 3.9685, loss: 3.9685 +2025-06-19 21:21:02,569 - pyskl - INFO - Epoch [49][2500/3940] lr: 1.906e-02, eta: 2 days, 1:24:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 3.9735, loss: 3.9735 +2025-06-19 21:21:47,260 - pyskl - INFO - Epoch [49][2600/3940] lr: 1.905e-02, eta: 2 days, 1:23:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9513, loss_cls: 4.0915, loss: 4.0915 +2025-06-19 21:22:31,940 - pyskl - INFO - Epoch [49][2700/3940] lr: 1.905e-02, eta: 2 days, 1:23:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9556, loss_cls: 3.9118, loss: 3.9118 +2025-06-19 21:23:16,390 - pyskl - INFO - Epoch [49][2800/3940] lr: 1.904e-02, eta: 2 days, 1:22:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 3.8106, loss: 3.8106 +2025-06-19 21:24:01,132 - pyskl - INFO - Epoch [49][2900/3940] lr: 1.903e-02, eta: 2 days, 1:21:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9537, loss_cls: 4.0562, loss: 4.0562 +2025-06-19 21:24:45,655 - pyskl - INFO - Epoch [49][3000/3940] lr: 1.903e-02, eta: 2 days, 1:20:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 3.9998, loss: 3.9998 +2025-06-19 21:25:30,058 - pyskl - INFO - Epoch [49][3100/3940] lr: 1.902e-02, eta: 2 days, 1:20:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9487, loss_cls: 3.9996, loss: 3.9996 +2025-06-19 21:26:14,596 - pyskl - INFO - Epoch [49][3200/3940] lr: 1.902e-02, eta: 2 days, 1:19:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9525, loss_cls: 3.9331, loss: 3.9331 +2025-06-19 21:26:59,042 - pyskl - INFO - Epoch [49][3300/3940] lr: 1.901e-02, eta: 2 days, 1:18:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9513, loss_cls: 4.1398, loss: 4.1398 +2025-06-19 21:27:43,595 - pyskl - INFO - Epoch [49][3400/3940] lr: 1.901e-02, eta: 2 days, 1:17:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9563, loss_cls: 4.0520, loss: 4.0520 +2025-06-19 21:28:28,286 - pyskl - INFO - Epoch [49][3500/3940] lr: 1.900e-02, eta: 2 days, 1:17:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 4.0928, loss: 4.0928 +2025-06-19 21:29:12,849 - pyskl - INFO - Epoch [49][3600/3940] lr: 1.899e-02, eta: 2 days, 1:16:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9525, loss_cls: 3.9566, loss: 3.9566 +2025-06-19 21:29:57,471 - pyskl - INFO - Epoch [49][3700/3940] lr: 1.899e-02, eta: 2 days, 1:15:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9569, loss_cls: 4.1112, loss: 4.1112 +2025-06-19 21:30:42,006 - pyskl - INFO - Epoch [49][3800/3940] lr: 1.898e-02, eta: 2 days, 1:15:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 3.9577, loss: 3.9577 +2025-06-19 21:31:26,509 - pyskl - INFO - Epoch [49][3900/3940] lr: 1.898e-02, eta: 2 days, 1:14:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9587, loss_cls: 4.0911, loss: 4.0911 +2025-06-19 21:31:44,811 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-06-19 21:35:08,167 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 21:35:08,646 - pyskl - INFO - +top1_acc 0.7096 +top5_acc 0.9406 +2025-06-19 21:35:08,665 - pyskl - INFO - Epoch(val) [49][3183] top1_acc: 0.7096, top5_acc: 0.9406 +2025-06-19 21:36:19,403 - pyskl - INFO - Epoch [50][100/3940] lr: 1.897e-02, eta: 2 days, 1:13:31, time: 0.707, data_time: 0.265, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 4.0482, loss: 4.0482 +2025-06-19 21:37:03,848 - pyskl - INFO - Epoch [50][200/3940] lr: 1.896e-02, eta: 2 days, 1:12:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 3.8644, loss: 3.8644 +2025-06-19 21:37:48,122 - pyskl - INFO - Epoch [50][300/3940] lr: 1.896e-02, eta: 2 days, 1:12:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9531, loss_cls: 3.9931, loss: 3.9931 +2025-06-19 21:38:32,636 - pyskl - INFO - Epoch [50][400/3940] lr: 1.895e-02, eta: 2 days, 1:11:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9600, loss_cls: 3.8305, loss: 3.8305 +2025-06-19 21:39:16,952 - pyskl - INFO - Epoch [50][500/3940] lr: 1.895e-02, eta: 2 days, 1:10:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9531, loss_cls: 4.0320, loss: 4.0320 +2025-06-19 21:40:01,363 - pyskl - INFO - Epoch [50][600/3940] lr: 1.894e-02, eta: 2 days, 1:09:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9594, loss_cls: 3.8356, loss: 3.8356 +2025-06-19 21:40:45,894 - pyskl - INFO - Epoch [50][700/3940] lr: 1.894e-02, eta: 2 days, 1:09:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9581, loss_cls: 3.8432, loss: 3.8432 +2025-06-19 21:41:30,380 - pyskl - INFO - Epoch [50][800/3940] lr: 1.893e-02, eta: 2 days, 1:08:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 3.8466, loss: 3.8466 +2025-06-19 21:42:14,830 - pyskl - INFO - Epoch [50][900/3940] lr: 1.892e-02, eta: 2 days, 1:07:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 4.0353, loss: 4.0353 +2025-06-19 21:42:59,294 - pyskl - INFO - Epoch [50][1000/3940] lr: 1.892e-02, eta: 2 days, 1:06:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 4.0383, loss: 4.0383 +2025-06-19 21:43:43,746 - pyskl - INFO - Epoch [50][1100/3940] lr: 1.891e-02, eta: 2 days, 1:06:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9506, loss_cls: 4.0697, loss: 4.0697 +2025-06-19 21:44:28,223 - pyskl - INFO - Epoch [50][1200/3940] lr: 1.891e-02, eta: 2 days, 1:05:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 4.0408, loss: 4.0408 +2025-06-19 21:45:12,836 - pyskl - INFO - Epoch [50][1300/3940] lr: 1.890e-02, eta: 2 days, 1:04:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 3.9298, loss: 3.9298 +2025-06-19 21:45:57,145 - pyskl - INFO - Epoch [50][1400/3940] lr: 1.890e-02, eta: 2 days, 1:03:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 3.9785, loss: 3.9785 +2025-06-19 21:46:41,762 - pyskl - INFO - Epoch [50][1500/3940] lr: 1.889e-02, eta: 2 days, 1:03:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9487, loss_cls: 4.0627, loss: 4.0627 +2025-06-19 21:47:26,258 - pyskl - INFO - Epoch [50][1600/3940] lr: 1.888e-02, eta: 2 days, 1:02:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9550, loss_cls: 3.9204, loss: 3.9204 +2025-06-19 21:48:10,788 - pyskl - INFO - Epoch [50][1700/3940] lr: 1.888e-02, eta: 2 days, 1:01:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9613, loss_cls: 4.0363, loss: 4.0363 +2025-06-19 21:48:55,317 - pyskl - INFO - Epoch [50][1800/3940] lr: 1.887e-02, eta: 2 days, 1:00:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 3.9827, loss: 3.9827 +2025-06-19 21:49:39,957 - pyskl - INFO - Epoch [50][1900/3940] lr: 1.887e-02, eta: 2 days, 1:00:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9600, loss_cls: 3.9878, loss: 3.9878 +2025-06-19 21:50:24,636 - pyskl - INFO - Epoch [50][2000/3940] lr: 1.886e-02, eta: 2 days, 0:59:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9569, loss_cls: 3.9285, loss: 3.9285 +2025-06-19 21:51:09,126 - pyskl - INFO - Epoch [50][2100/3940] lr: 1.886e-02, eta: 2 days, 0:58:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9669, loss_cls: 3.7755, loss: 3.7755 +2025-06-19 21:51:53,537 - pyskl - INFO - Epoch [50][2200/3940] lr: 1.885e-02, eta: 2 days, 0:57:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9619, loss_cls: 4.0446, loss: 4.0446 +2025-06-19 21:52:38,048 - pyskl - INFO - Epoch [50][2300/3940] lr: 1.884e-02, eta: 2 days, 0:57:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9487, loss_cls: 4.1435, loss: 4.1435 +2025-06-19 21:53:22,595 - pyskl - INFO - Epoch [50][2400/3940] lr: 1.884e-02, eta: 2 days, 0:56:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 4.0526, loss: 4.0526 +2025-06-19 21:54:07,047 - pyskl - INFO - Epoch [50][2500/3940] lr: 1.883e-02, eta: 2 days, 0:55:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 3.9073, loss: 3.9073 +2025-06-19 21:54:51,510 - pyskl - INFO - Epoch [50][2600/3940] lr: 1.883e-02, eta: 2 days, 0:54:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9506, loss_cls: 4.0207, loss: 4.0207 +2025-06-19 21:55:36,242 - pyskl - INFO - Epoch [50][2700/3940] lr: 1.882e-02, eta: 2 days, 0:54:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9556, loss_cls: 3.9122, loss: 3.9122 +2025-06-19 21:56:20,828 - pyskl - INFO - Epoch [50][2800/3940] lr: 1.882e-02, eta: 2 days, 0:53:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9613, loss_cls: 3.9098, loss: 3.9098 +2025-06-19 21:57:05,513 - pyskl - INFO - Epoch [50][2900/3940] lr: 1.881e-02, eta: 2 days, 0:52:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9550, loss_cls: 3.9168, loss: 3.9168 +2025-06-19 21:57:50,161 - pyskl - INFO - Epoch [50][3000/3940] lr: 1.880e-02, eta: 2 days, 0:51:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9537, loss_cls: 3.9495, loss: 3.9495 +2025-06-19 21:58:34,672 - pyskl - INFO - Epoch [50][3100/3940] lr: 1.880e-02, eta: 2 days, 0:51:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9531, loss_cls: 3.9441, loss: 3.9441 +2025-06-19 21:59:19,582 - pyskl - INFO - Epoch [50][3200/3940] lr: 1.879e-02, eta: 2 days, 0:50:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9513, loss_cls: 3.9793, loss: 3.9793 +2025-06-19 22:00:04,309 - pyskl - INFO - Epoch [50][3300/3940] lr: 1.879e-02, eta: 2 days, 0:49:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9556, loss_cls: 3.9683, loss: 3.9683 +2025-06-19 22:00:48,776 - pyskl - INFO - Epoch [50][3400/3940] lr: 1.878e-02, eta: 2 days, 0:49:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9537, loss_cls: 4.0131, loss: 4.0131 +2025-06-19 22:01:33,391 - pyskl - INFO - Epoch [50][3500/3940] lr: 1.878e-02, eta: 2 days, 0:48:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 3.8520, loss: 3.8520 +2025-06-19 22:02:18,122 - pyskl - INFO - Epoch [50][3600/3940] lr: 1.877e-02, eta: 2 days, 0:47:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9506, loss_cls: 4.0221, loss: 4.0221 +2025-06-19 22:03:02,978 - pyskl - INFO - Epoch [50][3700/3940] lr: 1.876e-02, eta: 2 days, 0:46:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9537, loss_cls: 4.0447, loss: 4.0447 +2025-06-19 22:03:47,627 - pyskl - INFO - Epoch [50][3800/3940] lr: 1.876e-02, eta: 2 days, 0:46:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9550, loss_cls: 3.9901, loss: 3.9901 +2025-06-19 22:04:32,094 - pyskl - INFO - Epoch [50][3900/3940] lr: 1.875e-02, eta: 2 days, 0:45:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9494, loss_cls: 4.0024, loss: 4.0024 +2025-06-19 22:04:50,293 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-06-19 22:22:51,957 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 22:22:52,463 - pyskl - INFO - +top1_acc 0.7214 +top5_acc 0.9310 +2025-06-19 22:22:52,542 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_48.pth was removed +2025-06-19 22:22:53,781 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. +2025-06-19 22:22:53,783 - pyskl - INFO - Best top1_acc is 0.7214 at 50 epoch. +2025-06-19 22:22:53,805 - pyskl - INFO - Epoch(val) [50][3183] top1_acc: 0.7214, top5_acc: 0.9310 +2025-06-19 22:24:05,053 - pyskl - INFO - Epoch [51][100/3940] lr: 1.874e-02, eta: 2 days, 0:44:33, time: 0.712, data_time: 0.267, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 3.9431, loss: 3.9431 +2025-06-19 22:24:49,993 - pyskl - INFO - Epoch [51][200/3940] lr: 1.874e-02, eta: 2 days, 0:43:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9544, loss_cls: 3.9370, loss: 3.9370 +2025-06-19 22:25:34,949 - pyskl - INFO - Epoch [51][300/3940] lr: 1.873e-02, eta: 2 days, 0:43:06, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9600, loss_cls: 3.9004, loss: 3.9004 +2025-06-19 22:26:19,980 - pyskl - INFO - Epoch [51][400/3940] lr: 1.873e-02, eta: 2 days, 0:42:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9625, loss_cls: 3.8680, loss: 3.8680 +2025-06-19 22:27:04,451 - pyskl - INFO - Epoch [51][500/3940] lr: 1.872e-02, eta: 2 days, 0:41:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9606, loss_cls: 3.8902, loss: 3.8902 +2025-06-19 22:27:49,340 - pyskl - INFO - Epoch [51][600/3940] lr: 1.872e-02, eta: 2 days, 0:40:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 3.9286, loss: 3.9286 +2025-06-19 22:28:33,889 - pyskl - INFO - Epoch [51][700/3940] lr: 1.871e-02, eta: 2 days, 0:40:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 3.9089, loss: 3.9089 +2025-06-19 22:29:18,400 - pyskl - INFO - Epoch [51][800/3940] lr: 1.870e-02, eta: 2 days, 0:39:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 3.9585, loss: 3.9585 +2025-06-19 22:30:02,845 - pyskl - INFO - Epoch [51][900/3940] lr: 1.870e-02, eta: 2 days, 0:38:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9556, loss_cls: 3.9444, loss: 3.9444 +2025-06-19 22:30:47,518 - pyskl - INFO - Epoch [51][1000/3940] lr: 1.869e-02, eta: 2 days, 0:37:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9587, loss_cls: 3.9401, loss: 3.9401 +2025-06-19 22:31:32,081 - pyskl - INFO - Epoch [51][1100/3940] lr: 1.869e-02, eta: 2 days, 0:37:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 3.8673, loss: 3.8673 +2025-06-19 22:32:17,009 - pyskl - INFO - Epoch [51][1200/3940] lr: 1.868e-02, eta: 2 days, 0:36:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 4.0273, loss: 4.0273 +2025-06-19 22:33:01,567 - pyskl - INFO - Epoch [51][1300/3940] lr: 1.868e-02, eta: 2 days, 0:35:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9675, loss_cls: 3.9321, loss: 3.9321 +2025-06-19 22:33:46,086 - pyskl - INFO - Epoch [51][1400/3940] lr: 1.867e-02, eta: 2 days, 0:34:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 3.9781, loss: 3.9781 +2025-06-19 22:34:30,579 - pyskl - INFO - Epoch [51][1500/3940] lr: 1.866e-02, eta: 2 days, 0:34:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9525, loss_cls: 4.1328, loss: 4.1328 +2025-06-19 22:35:15,162 - pyskl - INFO - Epoch [51][1600/3940] lr: 1.866e-02, eta: 2 days, 0:33:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9650, loss_cls: 3.9035, loss: 3.9035 +2025-06-19 22:35:59,779 - pyskl - INFO - Epoch [51][1700/3940] lr: 1.865e-02, eta: 2 days, 0:32:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9675, loss_cls: 3.9649, loss: 3.9649 +2025-06-19 22:36:44,241 - pyskl - INFO - Epoch [51][1800/3940] lr: 1.865e-02, eta: 2 days, 0:32:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 3.9627, loss: 3.9627 +2025-06-19 22:37:28,676 - pyskl - INFO - Epoch [51][1900/3940] lr: 1.864e-02, eta: 2 days, 0:31:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9563, loss_cls: 3.8693, loss: 3.8693 +2025-06-19 22:38:13,158 - pyskl - INFO - Epoch [51][2000/3940] lr: 1.863e-02, eta: 2 days, 0:30:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 4.0498, loss: 4.0498 +2025-06-19 22:38:57,755 - pyskl - INFO - Epoch [51][2100/3940] lr: 1.863e-02, eta: 2 days, 0:29:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9556, loss_cls: 4.0881, loss: 4.0881 +2025-06-19 22:39:42,326 - pyskl - INFO - Epoch [51][2200/3940] lr: 1.862e-02, eta: 2 days, 0:29:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 3.9199, loss: 3.9199 +2025-06-19 22:40:27,137 - pyskl - INFO - Epoch [51][2300/3940] lr: 1.862e-02, eta: 2 days, 0:28:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9556, loss_cls: 4.0183, loss: 4.0183 +2025-06-19 22:41:11,730 - pyskl - INFO - Epoch [51][2400/3940] lr: 1.861e-02, eta: 2 days, 0:27:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9525, loss_cls: 4.0461, loss: 4.0461 +2025-06-19 22:41:56,286 - pyskl - INFO - Epoch [51][2500/3940] lr: 1.861e-02, eta: 2 days, 0:26:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9587, loss_cls: 3.9791, loss: 3.9791 +2025-06-19 22:42:40,742 - pyskl - INFO - Epoch [51][2600/3940] lr: 1.860e-02, eta: 2 days, 0:26:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9481, loss_cls: 4.0601, loss: 4.0601 +2025-06-19 22:43:25,154 - pyskl - INFO - Epoch [51][2700/3940] lr: 1.859e-02, eta: 2 days, 0:25:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9587, loss_cls: 3.9886, loss: 3.9886 +2025-06-19 22:44:09,833 - pyskl - INFO - Epoch [51][2800/3940] lr: 1.859e-02, eta: 2 days, 0:24:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9469, loss_cls: 3.9664, loss: 3.9664 +2025-06-19 22:44:54,369 - pyskl - INFO - Epoch [51][2900/3940] lr: 1.858e-02, eta: 2 days, 0:23:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 3.9469, loss: 3.9469 +2025-06-19 22:45:38,923 - pyskl - INFO - Epoch [51][3000/3940] lr: 1.858e-02, eta: 2 days, 0:23:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9575, loss_cls: 3.8350, loss: 3.8350 +2025-06-19 22:46:23,511 - pyskl - INFO - Epoch [51][3100/3940] lr: 1.857e-02, eta: 2 days, 0:22:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9569, loss_cls: 3.9664, loss: 3.9664 +2025-06-19 22:47:08,014 - pyskl - INFO - Epoch [51][3200/3940] lr: 1.857e-02, eta: 2 days, 0:21:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 4.0345, loss: 4.0345 +2025-06-19 22:47:52,516 - pyskl - INFO - Epoch [51][3300/3940] lr: 1.856e-02, eta: 2 days, 0:20:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9537, loss_cls: 4.0100, loss: 4.0100 +2025-06-19 22:48:37,187 - pyskl - INFO - Epoch [51][3400/3940] lr: 1.855e-02, eta: 2 days, 0:20:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9581, loss_cls: 4.0264, loss: 4.0264 +2025-06-19 22:49:21,728 - pyskl - INFO - Epoch [51][3500/3940] lr: 1.855e-02, eta: 2 days, 0:19:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9694, loss_cls: 3.9627, loss: 3.9627 +2025-06-19 22:50:06,534 - pyskl - INFO - Epoch [51][3600/3940] lr: 1.854e-02, eta: 2 days, 0:18:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9525, loss_cls: 3.9477, loss: 3.9477 +2025-06-19 22:50:51,277 - pyskl - INFO - Epoch [51][3700/3940] lr: 1.854e-02, eta: 2 days, 0:17:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9500, loss_cls: 4.0270, loss: 4.0270 +2025-06-19 22:51:35,765 - pyskl - INFO - Epoch [51][3800/3940] lr: 1.853e-02, eta: 2 days, 0:17:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9525, loss_cls: 4.1206, loss: 4.1206 +2025-06-19 22:52:20,248 - pyskl - INFO - Epoch [51][3900/3940] lr: 1.852e-02, eta: 2 days, 0:16:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9425, loss_cls: 4.1750, loss: 4.1750 +2025-06-19 22:52:38,498 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-06-19 22:56:00,703 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 22:56:01,181 - pyskl - INFO - +top1_acc 0.6899 +top5_acc 0.9241 +2025-06-19 22:56:01,201 - pyskl - INFO - Epoch(val) [51][3183] top1_acc: 0.6899, top5_acc: 0.9241 +2025-06-19 22:57:11,704 - pyskl - INFO - Epoch [52][100/3940] lr: 1.852e-02, eta: 2 days, 0:15:39, time: 0.705, data_time: 0.258, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9556, loss_cls: 3.9937, loss: 3.9937 +2025-06-19 22:57:56,043 - pyskl - INFO - Epoch [52][200/3940] lr: 1.851e-02, eta: 2 days, 0:14:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 3.9182, loss: 3.9182 +2025-06-19 22:58:40,583 - pyskl - INFO - Epoch [52][300/3940] lr: 1.850e-02, eta: 2 days, 0:14:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9519, loss_cls: 3.9311, loss: 3.9311 +2025-06-19 22:59:25,185 - pyskl - INFO - Epoch [52][400/3940] lr: 1.850e-02, eta: 2 days, 0:13:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9581, loss_cls: 4.0548, loss: 4.0548 +2025-06-19 23:00:09,870 - pyskl - INFO - Epoch [52][500/3940] lr: 1.849e-02, eta: 2 days, 0:12:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9606, loss_cls: 3.9430, loss: 3.9430 +2025-06-19 23:00:54,381 - pyskl - INFO - Epoch [52][600/3940] lr: 1.849e-02, eta: 2 days, 0:11:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9537, loss_cls: 4.0425, loss: 4.0425 +2025-06-19 23:01:38,815 - pyskl - INFO - Epoch [52][700/3940] lr: 1.848e-02, eta: 2 days, 0:11:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9550, loss_cls: 4.0205, loss: 4.0205 +2025-06-19 23:02:23,449 - pyskl - INFO - Epoch [52][800/3940] lr: 1.848e-02, eta: 2 days, 0:10:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9537, loss_cls: 3.9978, loss: 3.9978 +2025-06-19 23:03:08,122 - pyskl - INFO - Epoch [52][900/3940] lr: 1.847e-02, eta: 2 days, 0:09:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9600, loss_cls: 3.8945, loss: 3.8945 +2025-06-19 23:03:52,681 - pyskl - INFO - Epoch [52][1000/3940] lr: 1.846e-02, eta: 2 days, 0:08:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9500, loss_cls: 4.0006, loss: 4.0006 +2025-06-19 23:04:37,109 - pyskl - INFO - Epoch [52][1100/3940] lr: 1.846e-02, eta: 2 days, 0:08:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9556, loss_cls: 3.9628, loss: 3.9628 +2025-06-19 23:05:21,709 - pyskl - INFO - Epoch [52][1200/3940] lr: 1.845e-02, eta: 2 days, 0:07:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 3.8865, loss: 3.8865 +2025-06-19 23:06:06,173 - pyskl - INFO - Epoch [52][1300/3940] lr: 1.845e-02, eta: 2 days, 0:06:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9613, loss_cls: 3.9432, loss: 3.9432 +2025-06-19 23:06:50,567 - pyskl - INFO - Epoch [52][1400/3940] lr: 1.844e-02, eta: 2 days, 0:05:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9637, loss_cls: 3.9243, loss: 3.9243 +2025-06-19 23:07:35,234 - pyskl - INFO - Epoch [52][1500/3940] lr: 1.843e-02, eta: 2 days, 0:05:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 3.7473, loss: 3.7473 +2025-06-19 23:08:19,838 - pyskl - INFO - Epoch [52][1600/3940] lr: 1.843e-02, eta: 2 days, 0:04:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9500, loss_cls: 4.0219, loss: 4.0219 +2025-06-19 23:09:04,690 - pyskl - INFO - Epoch [52][1700/3940] lr: 1.842e-02, eta: 2 days, 0:03:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9575, loss_cls: 3.9095, loss: 3.9095 +2025-06-19 23:09:49,305 - pyskl - INFO - Epoch [52][1800/3940] lr: 1.842e-02, eta: 2 days, 0:03:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 3.8205, loss: 3.8205 +2025-06-19 23:10:33,870 - pyskl - INFO - Epoch [52][1900/3940] lr: 1.841e-02, eta: 2 days, 0:02:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9569, loss_cls: 3.9414, loss: 3.9414 +2025-06-19 23:11:18,408 - pyskl - INFO - Epoch [52][2000/3940] lr: 1.841e-02, eta: 2 days, 0:01:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 3.9092, loss: 3.9092 +2025-06-19 23:12:02,986 - pyskl - INFO - Epoch [52][2100/3940] lr: 1.840e-02, eta: 2 days, 0:00:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9531, loss_cls: 4.1871, loss: 4.1871 +2025-06-19 23:12:47,665 - pyskl - INFO - Epoch [52][2200/3940] lr: 1.839e-02, eta: 2 days, 0:00:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9581, loss_cls: 3.9815, loss: 3.9815 +2025-06-19 23:13:32,234 - pyskl - INFO - Epoch [52][2300/3940] lr: 1.839e-02, eta: 1 day, 23:59:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9475, loss_cls: 4.0222, loss: 4.0222 +2025-06-19 23:14:16,796 - pyskl - INFO - Epoch [52][2400/3940] lr: 1.838e-02, eta: 1 day, 23:58:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 3.8958, loss: 3.8958 +2025-06-19 23:15:01,391 - pyskl - INFO - Epoch [52][2500/3940] lr: 1.838e-02, eta: 1 day, 23:57:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 4.0607, loss: 4.0607 +2025-06-19 23:15:46,014 - pyskl - INFO - Epoch [52][2600/3940] lr: 1.837e-02, eta: 1 day, 23:57:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9600, loss_cls: 3.8693, loss: 3.8693 +2025-06-19 23:16:30,567 - pyskl - INFO - Epoch [52][2700/3940] lr: 1.836e-02, eta: 1 day, 23:56:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9569, loss_cls: 3.9946, loss: 3.9946 +2025-06-19 23:17:15,345 - pyskl - INFO - Epoch [52][2800/3940] lr: 1.836e-02, eta: 1 day, 23:55:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9513, loss_cls: 4.1211, loss: 4.1211 +2025-06-19 23:17:59,862 - pyskl - INFO - Epoch [52][2900/3940] lr: 1.835e-02, eta: 1 day, 23:54:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.9514, loss: 3.9514 +2025-06-19 23:18:44,542 - pyskl - INFO - Epoch [52][3000/3940] lr: 1.835e-02, eta: 1 day, 23:54:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 4.0341, loss: 4.0341 +2025-06-19 23:19:29,210 - pyskl - INFO - Epoch [52][3100/3940] lr: 1.834e-02, eta: 1 day, 23:53:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9544, loss_cls: 3.9469, loss: 3.9469 +2025-06-19 23:20:13,627 - pyskl - INFO - Epoch [52][3200/3940] lr: 1.833e-02, eta: 1 day, 23:52:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9556, loss_cls: 3.7836, loss: 3.7836 +2025-06-19 23:20:58,249 - pyskl - INFO - Epoch [52][3300/3940] lr: 1.833e-02, eta: 1 day, 23:51:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 3.9416, loss: 3.9416 +2025-06-19 23:21:42,954 - pyskl - INFO - Epoch [52][3400/3940] lr: 1.832e-02, eta: 1 day, 23:51:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9594, loss_cls: 3.8279, loss: 3.8279 +2025-06-19 23:22:27,578 - pyskl - INFO - Epoch [52][3500/3940] lr: 1.832e-02, eta: 1 day, 23:50:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9587, loss_cls: 3.9031, loss: 3.9031 +2025-06-19 23:23:12,568 - pyskl - INFO - Epoch [52][3600/3940] lr: 1.831e-02, eta: 1 day, 23:49:42, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9506, loss_cls: 4.0194, loss: 4.0194 +2025-06-19 23:23:57,074 - pyskl - INFO - Epoch [52][3700/3940] lr: 1.831e-02, eta: 1 day, 23:48:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 3.8540, loss: 3.8540 +2025-06-19 23:24:41,737 - pyskl - INFO - Epoch [52][3800/3940] lr: 1.830e-02, eta: 1 day, 23:48:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9487, loss_cls: 3.9817, loss: 3.9817 +2025-06-19 23:25:26,318 - pyskl - INFO - Epoch [52][3900/3940] lr: 1.829e-02, eta: 1 day, 23:47:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9544, loss_cls: 4.0957, loss: 4.0957 +2025-06-19 23:25:44,597 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-06-19 23:29:07,115 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 23:29:07,610 - pyskl - INFO - +top1_acc 0.7188 +top5_acc 0.9268 +2025-06-19 23:29:07,646 - pyskl - INFO - Epoch(val) [52][3183] top1_acc: 0.7188, top5_acc: 0.9268 +2025-06-19 23:30:19,690 - pyskl - INFO - Epoch [53][100/3940] lr: 1.829e-02, eta: 1 day, 23:46:44, time: 0.720, data_time: 0.272, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9513, loss_cls: 3.9680, loss: 3.9680 +2025-06-19 23:31:04,444 - pyskl - INFO - Epoch [53][200/3940] lr: 1.828e-02, eta: 1 day, 23:46:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9663, loss_cls: 3.8061, loss: 3.8061 +2025-06-19 23:31:49,370 - pyskl - INFO - Epoch [53][300/3940] lr: 1.827e-02, eta: 1 day, 23:45:16, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 3.8676, loss: 3.8676 +2025-06-19 23:32:34,111 - pyskl - INFO - Epoch [53][400/3940] lr: 1.827e-02, eta: 1 day, 23:44:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9531, loss_cls: 3.9610, loss: 3.9610 +2025-06-19 23:33:18,979 - pyskl - INFO - Epoch [53][500/3940] lr: 1.826e-02, eta: 1 day, 23:43:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 4.0590, loss: 4.0590 +2025-06-19 23:34:03,649 - pyskl - INFO - Epoch [53][600/3940] lr: 1.826e-02, eta: 1 day, 23:43:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 4.0463, loss: 4.0463 +2025-06-19 23:34:48,076 - pyskl - INFO - Epoch [53][700/3940] lr: 1.825e-02, eta: 1 day, 23:42:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9519, loss_cls: 3.8215, loss: 3.8215 +2025-06-19 23:35:32,494 - pyskl - INFO - Epoch [53][800/3940] lr: 1.824e-02, eta: 1 day, 23:41:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 3.9198, loss: 3.9198 +2025-06-19 23:36:16,908 - pyskl - INFO - Epoch [53][900/3940] lr: 1.824e-02, eta: 1 day, 23:40:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 3.9835, loss: 3.9835 +2025-06-19 23:37:01,476 - pyskl - INFO - Epoch [53][1000/3940] lr: 1.823e-02, eta: 1 day, 23:40:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9706, loss_cls: 3.8012, loss: 3.8012 +2025-06-19 23:37:46,066 - pyskl - INFO - Epoch [53][1100/3940] lr: 1.823e-02, eta: 1 day, 23:39:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9556, loss_cls: 3.8670, loss: 3.8670 +2025-06-19 23:38:30,909 - pyskl - INFO - Epoch [53][1200/3940] lr: 1.822e-02, eta: 1 day, 23:38:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9525, loss_cls: 4.0042, loss: 4.0042 +2025-06-19 23:39:15,505 - pyskl - INFO - Epoch [53][1300/3940] lr: 1.821e-02, eta: 1 day, 23:37:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 3.9660, loss: 3.9660 +2025-06-19 23:40:00,066 - pyskl - INFO - Epoch [53][1400/3940] lr: 1.821e-02, eta: 1 day, 23:37:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 4.1636, loss: 4.1636 +2025-06-19 23:40:44,491 - pyskl - INFO - Epoch [53][1500/3940] lr: 1.820e-02, eta: 1 day, 23:36:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 3.7838, loss: 3.7838 +2025-06-19 23:41:29,042 - pyskl - INFO - Epoch [53][1600/3940] lr: 1.820e-02, eta: 1 day, 23:35:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9531, loss_cls: 3.9892, loss: 3.9892 +2025-06-19 23:42:13,429 - pyskl - INFO - Epoch [53][1700/3940] lr: 1.819e-02, eta: 1 day, 23:34:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9587, loss_cls: 3.9231, loss: 3.9231 +2025-06-19 23:42:57,842 - pyskl - INFO - Epoch [53][1800/3940] lr: 1.819e-02, eta: 1 day, 23:34:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9669, loss_cls: 3.8675, loss: 3.8675 +2025-06-19 23:43:42,499 - pyskl - INFO - Epoch [53][1900/3940] lr: 1.818e-02, eta: 1 day, 23:33:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 3.8441, loss: 3.8441 +2025-06-19 23:44:26,830 - pyskl - INFO - Epoch [53][2000/3940] lr: 1.817e-02, eta: 1 day, 23:32:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9569, loss_cls: 3.9929, loss: 3.9929 +2025-06-19 23:45:11,344 - pyskl - INFO - Epoch [53][2100/3940] lr: 1.817e-02, eta: 1 day, 23:31:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9600, loss_cls: 3.8325, loss: 3.8325 +2025-06-19 23:45:56,006 - pyskl - INFO - Epoch [53][2200/3940] lr: 1.816e-02, eta: 1 day, 23:31:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9531, loss_cls: 3.9757, loss: 3.9757 +2025-06-19 23:46:41,006 - pyskl - INFO - Epoch [53][2300/3940] lr: 1.816e-02, eta: 1 day, 23:30:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 3.9868, loss: 3.9868 +2025-06-19 23:47:25,652 - pyskl - INFO - Epoch [53][2400/3940] lr: 1.815e-02, eta: 1 day, 23:29:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.8269, loss: 3.8269 +2025-06-19 23:48:10,573 - pyskl - INFO - Epoch [53][2500/3940] lr: 1.814e-02, eta: 1 day, 23:28:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9544, loss_cls: 3.9276, loss: 3.9276 +2025-06-19 23:48:55,008 - pyskl - INFO - Epoch [53][2600/3940] lr: 1.814e-02, eta: 1 day, 23:28:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 3.9174, loss: 3.9174 +2025-06-19 23:49:39,441 - pyskl - INFO - Epoch [53][2700/3940] lr: 1.813e-02, eta: 1 day, 23:27:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9569, loss_cls: 4.0212, loss: 4.0212 +2025-06-19 23:50:23,835 - pyskl - INFO - Epoch [53][2800/3940] lr: 1.813e-02, eta: 1 day, 23:26:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9513, loss_cls: 4.0505, loss: 4.0505 +2025-06-19 23:51:08,370 - pyskl - INFO - Epoch [53][2900/3940] lr: 1.812e-02, eta: 1 day, 23:25:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 3.9825, loss: 3.9825 +2025-06-19 23:51:52,898 - pyskl - INFO - Epoch [53][3000/3940] lr: 1.811e-02, eta: 1 day, 23:25:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9587, loss_cls: 3.8644, loss: 3.8644 +2025-06-19 23:52:37,420 - pyskl - INFO - Epoch [53][3100/3940] lr: 1.811e-02, eta: 1 day, 23:24:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9675, loss_cls: 3.9143, loss: 3.9143 +2025-06-19 23:53:22,263 - pyskl - INFO - Epoch [53][3200/3940] lr: 1.810e-02, eta: 1 day, 23:23:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 4.0252, loss: 4.0252 +2025-06-19 23:54:06,961 - pyskl - INFO - Epoch [53][3300/3940] lr: 1.810e-02, eta: 1 day, 23:23:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9631, loss_cls: 3.8964, loss: 3.8964 +2025-06-19 23:54:51,775 - pyskl - INFO - Epoch [53][3400/3940] lr: 1.809e-02, eta: 1 day, 23:22:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9550, loss_cls: 3.9782, loss: 3.9782 +2025-06-19 23:55:36,646 - pyskl - INFO - Epoch [53][3500/3940] lr: 1.808e-02, eta: 1 day, 23:21:33, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9581, loss_cls: 3.9628, loss: 3.9628 +2025-06-19 23:56:21,489 - pyskl - INFO - Epoch [53][3600/3940] lr: 1.808e-02, eta: 1 day, 23:20:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9550, loss_cls: 3.9270, loss: 3.9270 +2025-06-19 23:57:06,178 - pyskl - INFO - Epoch [53][3700/3940] lr: 1.807e-02, eta: 1 day, 23:20:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9656, loss_cls: 3.8715, loss: 3.8715 +2025-06-19 23:57:50,783 - pyskl - INFO - Epoch [53][3800/3940] lr: 1.807e-02, eta: 1 day, 23:19:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9569, loss_cls: 3.8584, loss: 3.8584 +2025-06-19 23:58:35,232 - pyskl - INFO - Epoch [53][3900/3940] lr: 1.806e-02, eta: 1 day, 23:18:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 3.8471, loss: 3.8471 +2025-06-19 23:58:53,330 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-06-20 00:02:14,837 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 00:02:15,533 - pyskl - INFO - +top1_acc 0.7087 +top5_acc 0.9311 +2025-06-20 00:02:15,565 - pyskl - INFO - Epoch(val) [53][3183] top1_acc: 0.7087, top5_acc: 0.9311 +2025-06-20 00:03:26,911 - pyskl - INFO - Epoch [54][100/3940] lr: 1.805e-02, eta: 1 day, 23:17:49, time: 0.713, data_time: 0.268, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.9180, loss: 3.9180 +2025-06-20 00:04:11,782 - pyskl - INFO - Epoch [54][200/3940] lr: 1.805e-02, eta: 1 day, 23:17:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 3.8774, loss: 3.8774 +2025-06-20 00:04:56,485 - pyskl - INFO - Epoch [54][300/3940] lr: 1.804e-02, eta: 1 day, 23:16:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 3.9360, loss: 3.9360 +2025-06-20 00:05:41,069 - pyskl - INFO - Epoch [54][400/3940] lr: 1.803e-02, eta: 1 day, 23:15:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 3.8396, loss: 3.8396 +2025-06-20 00:06:25,988 - pyskl - INFO - Epoch [54][500/3940] lr: 1.803e-02, eta: 1 day, 23:14:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 3.8465, loss: 3.8465 +2025-06-20 00:07:10,806 - pyskl - INFO - Epoch [54][600/3940] lr: 1.802e-02, eta: 1 day, 23:14:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 3.6724, loss: 3.6724 +2025-06-20 00:07:55,228 - pyskl - INFO - Epoch [54][700/3940] lr: 1.802e-02, eta: 1 day, 23:13:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9581, loss_cls: 3.8614, loss: 3.8614 +2025-06-20 00:08:39,620 - pyskl - INFO - Epoch [54][800/3940] lr: 1.801e-02, eta: 1 day, 23:12:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 3.8991, loss: 3.8991 +2025-06-20 00:09:24,345 - pyskl - INFO - Epoch [54][900/3940] lr: 1.800e-02, eta: 1 day, 23:11:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 4.0545, loss: 4.0545 +2025-06-20 00:10:09,033 - pyskl - INFO - Epoch [54][1000/3940] lr: 1.800e-02, eta: 1 day, 23:11:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 4.0132, loss: 4.0132 +2025-06-20 00:10:53,617 - pyskl - INFO - Epoch [54][1100/3940] lr: 1.799e-02, eta: 1 day, 23:10:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 3.7222, loss: 3.7222 +2025-06-20 00:11:38,154 - pyskl - INFO - Epoch [54][1200/3940] lr: 1.799e-02, eta: 1 day, 23:09:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9550, loss_cls: 3.9127, loss: 3.9127 +2025-06-20 00:12:22,605 - pyskl - INFO - Epoch [54][1300/3940] lr: 1.798e-02, eta: 1 day, 23:08:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9569, loss_cls: 3.9559, loss: 3.9559 +2025-06-20 00:13:07,147 - pyskl - INFO - Epoch [54][1400/3940] lr: 1.797e-02, eta: 1 day, 23:08:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9575, loss_cls: 3.9158, loss: 3.9158 +2025-06-20 00:13:51,469 - pyskl - INFO - Epoch [54][1500/3940] lr: 1.797e-02, eta: 1 day, 23:07:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9594, loss_cls: 3.8433, loss: 3.8433 +2025-06-20 00:14:36,071 - pyskl - INFO - Epoch [54][1600/3940] lr: 1.796e-02, eta: 1 day, 23:06:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9613, loss_cls: 3.9393, loss: 3.9393 +2025-06-20 00:15:20,719 - pyskl - INFO - Epoch [54][1700/3940] lr: 1.796e-02, eta: 1 day, 23:05:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9494, loss_cls: 3.9922, loss: 3.9922 +2025-06-20 00:16:05,252 - pyskl - INFO - Epoch [54][1800/3940] lr: 1.795e-02, eta: 1 day, 23:05:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 3.8735, loss: 3.8735 +2025-06-20 00:16:49,984 - pyskl - INFO - Epoch [54][1900/3940] lr: 1.794e-02, eta: 1 day, 23:04:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 3.9676, loss: 3.9676 +2025-06-20 00:17:34,304 - pyskl - INFO - Epoch [54][2000/3940] lr: 1.794e-02, eta: 1 day, 23:03:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9537, loss_cls: 3.9494, loss: 3.9494 +2025-06-20 00:18:18,827 - pyskl - INFO - Epoch [54][2100/3940] lr: 1.793e-02, eta: 1 day, 23:02:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9513, loss_cls: 4.0242, loss: 4.0242 +2025-06-20 00:19:03,400 - pyskl - INFO - Epoch [54][2200/3940] lr: 1.793e-02, eta: 1 day, 23:02:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9525, loss_cls: 4.0373, loss: 4.0373 +2025-06-20 00:19:47,924 - pyskl - INFO - Epoch [54][2300/3940] lr: 1.792e-02, eta: 1 day, 23:01:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9581, loss_cls: 3.8587, loss: 3.8587 +2025-06-20 00:20:32,556 - pyskl - INFO - Epoch [54][2400/3940] lr: 1.791e-02, eta: 1 day, 23:00:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 3.9699, loss: 3.9699 +2025-06-20 00:21:16,929 - pyskl - INFO - Epoch [54][2500/3940] lr: 1.791e-02, eta: 1 day, 23:00:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 3.9173, loss: 3.9173 +2025-06-20 00:22:01,333 - pyskl - INFO - Epoch [54][2600/3940] lr: 1.790e-02, eta: 1 day, 22:59:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 3.9848, loss: 3.9848 +2025-06-20 00:22:45,854 - pyskl - INFO - Epoch [54][2700/3940] lr: 1.790e-02, eta: 1 day, 22:58:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9600, loss_cls: 3.8959, loss: 3.8959 +2025-06-20 00:23:30,425 - pyskl - INFO - Epoch [54][2800/3940] lr: 1.789e-02, eta: 1 day, 22:57:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9556, loss_cls: 3.9751, loss: 3.9751 +2025-06-20 00:24:14,834 - pyskl - INFO - Epoch [54][2900/3940] lr: 1.788e-02, eta: 1 day, 22:57:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9575, loss_cls: 3.9092, loss: 3.9092 +2025-06-20 00:24:59,268 - pyskl - INFO - Epoch [54][3000/3940] lr: 1.788e-02, eta: 1 day, 22:56:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9481, loss_cls: 3.8543, loss: 3.8543 +2025-06-20 00:25:43,750 - pyskl - INFO - Epoch [54][3100/3940] lr: 1.787e-02, eta: 1 day, 22:55:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9500, loss_cls: 4.0643, loss: 4.0643 +2025-06-20 00:26:28,191 - pyskl - INFO - Epoch [54][3200/3940] lr: 1.787e-02, eta: 1 day, 22:54:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9619, loss_cls: 3.8222, loss: 3.8222 +2025-06-20 00:27:12,767 - pyskl - INFO - Epoch [54][3300/3940] lr: 1.786e-02, eta: 1 day, 22:54:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9587, loss_cls: 3.8989, loss: 3.8989 +2025-06-20 00:27:57,394 - pyskl - INFO - Epoch [54][3400/3940] lr: 1.785e-02, eta: 1 day, 22:53:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 3.9835, loss: 3.9835 +2025-06-20 00:28:41,939 - pyskl - INFO - Epoch [54][3500/3940] lr: 1.785e-02, eta: 1 day, 22:52:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9550, loss_cls: 3.9127, loss: 3.9127 +2025-06-20 00:29:26,386 - pyskl - INFO - Epoch [54][3600/3940] lr: 1.784e-02, eta: 1 day, 22:51:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 3.8967, loss: 3.8967 +2025-06-20 00:30:10,760 - pyskl - INFO - Epoch [54][3700/3940] lr: 1.784e-02, eta: 1 day, 22:51:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 4.0169, loss: 4.0169 +2025-06-20 00:30:55,228 - pyskl - INFO - Epoch [54][3800/3940] lr: 1.783e-02, eta: 1 day, 22:50:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9656, loss_cls: 3.9136, loss: 3.9136 +2025-06-20 00:31:39,762 - pyskl - INFO - Epoch [54][3900/3940] lr: 1.782e-02, eta: 1 day, 22:49:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 3.8137, loss: 3.8137 +2025-06-20 00:31:58,043 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-06-20 00:35:19,080 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 00:35:19,542 - pyskl - INFO - +top1_acc 0.6975 +top5_acc 0.9268 +2025-06-20 00:35:19,559 - pyskl - INFO - Epoch(val) [54][3183] top1_acc: 0.6975, top5_acc: 0.9268 +2025-06-20 00:36:29,532 - pyskl - INFO - Epoch [55][100/3940] lr: 1.782e-02, eta: 1 day, 22:48:46, time: 0.700, data_time: 0.255, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9594, loss_cls: 3.9645, loss: 3.9645 +2025-06-20 00:37:13,951 - pyskl - INFO - Epoch [55][200/3940] lr: 1.781e-02, eta: 1 day, 22:48:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 3.9111, loss: 3.9111 +2025-06-20 00:37:58,488 - pyskl - INFO - Epoch [55][300/3940] lr: 1.780e-02, eta: 1 day, 22:47:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 3.7998, loss: 3.7998 +2025-06-20 00:38:42,945 - pyskl - INFO - Epoch [55][400/3940] lr: 1.780e-02, eta: 1 day, 22:46:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9569, loss_cls: 3.7873, loss: 3.7873 +2025-06-20 00:39:27,387 - pyskl - INFO - Epoch [55][500/3940] lr: 1.779e-02, eta: 1 day, 22:45:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9581, loss_cls: 3.9542, loss: 3.9542 +2025-06-20 00:40:11,600 - pyskl - INFO - Epoch [55][600/3940] lr: 1.779e-02, eta: 1 day, 22:45:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9606, loss_cls: 3.8243, loss: 3.8243 +2025-06-20 00:40:55,926 - pyskl - INFO - Epoch [55][700/3940] lr: 1.778e-02, eta: 1 day, 22:44:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 3.8836, loss: 3.8836 +2025-06-20 00:41:40,182 - pyskl - INFO - Epoch [55][800/3940] lr: 1.777e-02, eta: 1 day, 22:43:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 3.8878, loss: 3.8878 +2025-06-20 00:42:24,485 - pyskl - INFO - Epoch [55][900/3940] lr: 1.777e-02, eta: 1 day, 22:42:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 3.9418, loss: 3.9418 +2025-06-20 00:43:08,700 - pyskl - INFO - Epoch [55][1000/3940] lr: 1.776e-02, eta: 1 day, 22:42:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9606, loss_cls: 3.7280, loss: 3.7280 +2025-06-20 00:43:53,091 - pyskl - INFO - Epoch [55][1100/3940] lr: 1.776e-02, eta: 1 day, 22:41:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9606, loss_cls: 3.9116, loss: 3.9116 +2025-06-20 00:44:37,387 - pyskl - INFO - Epoch [55][1200/3940] lr: 1.775e-02, eta: 1 day, 22:40:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9594, loss_cls: 3.8895, loss: 3.8895 +2025-06-20 00:45:21,651 - pyskl - INFO - Epoch [55][1300/3940] lr: 1.774e-02, eta: 1 day, 22:39:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9625, loss_cls: 4.0825, loss: 4.0825 +2025-06-20 00:46:05,993 - pyskl - INFO - Epoch [55][1400/3940] lr: 1.774e-02, eta: 1 day, 22:39:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9519, loss_cls: 4.0026, loss: 4.0026 +2025-06-20 00:46:50,332 - pyskl - INFO - Epoch [55][1500/3940] lr: 1.773e-02, eta: 1 day, 22:38:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9537, loss_cls: 3.9161, loss: 3.9161 +2025-06-20 00:47:34,723 - pyskl - INFO - Epoch [55][1600/3940] lr: 1.773e-02, eta: 1 day, 22:37:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9531, loss_cls: 3.9082, loss: 3.9082 +2025-06-20 00:48:19,149 - pyskl - INFO - Epoch [55][1700/3940] lr: 1.772e-02, eta: 1 day, 22:36:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 3.8622, loss: 3.8622 +2025-06-20 00:49:03,444 - pyskl - INFO - Epoch [55][1800/3940] lr: 1.771e-02, eta: 1 day, 22:36:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9531, loss_cls: 3.9899, loss: 3.9899 +2025-06-20 00:49:47,731 - pyskl - INFO - Epoch [55][1900/3940] lr: 1.771e-02, eta: 1 day, 22:35:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 3.8665, loss: 3.8665 +2025-06-20 00:50:32,301 - pyskl - INFO - Epoch [55][2000/3940] lr: 1.770e-02, eta: 1 day, 22:34:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9575, loss_cls: 3.8450, loss: 3.8450 +2025-06-20 00:51:16,576 - pyskl - INFO - Epoch [55][2100/3940] lr: 1.770e-02, eta: 1 day, 22:33:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9625, loss_cls: 3.7942, loss: 3.7942 +2025-06-20 00:52:01,002 - pyskl - INFO - Epoch [55][2200/3940] lr: 1.769e-02, eta: 1 day, 22:33:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 3.8748, loss: 3.8748 +2025-06-20 00:52:45,485 - pyskl - INFO - Epoch [55][2300/3940] lr: 1.768e-02, eta: 1 day, 22:32:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9606, loss_cls: 3.8467, loss: 3.8467 +2025-06-20 00:53:29,808 - pyskl - INFO - Epoch [55][2400/3940] lr: 1.768e-02, eta: 1 day, 22:31:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 3.7853, loss: 3.7853 +2025-06-20 00:54:14,072 - pyskl - INFO - Epoch [55][2500/3940] lr: 1.767e-02, eta: 1 day, 22:30:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 3.8253, loss: 3.8253 +2025-06-20 00:54:58,311 - pyskl - INFO - Epoch [55][2600/3940] lr: 1.767e-02, eta: 1 day, 22:30:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9537, loss_cls: 3.8397, loss: 3.8397 +2025-06-20 00:55:42,430 - pyskl - INFO - Epoch [55][2700/3940] lr: 1.766e-02, eta: 1 day, 22:29:17, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9556, loss_cls: 3.9566, loss: 3.9566 +2025-06-20 00:56:26,635 - pyskl - INFO - Epoch [55][2800/3940] lr: 1.765e-02, eta: 1 day, 22:28:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9556, loss_cls: 3.9455, loss: 3.9455 +2025-06-20 00:57:10,986 - pyskl - INFO - Epoch [55][2900/3940] lr: 1.765e-02, eta: 1 day, 22:27:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9513, loss_cls: 3.8627, loss: 3.8627 +2025-06-20 00:57:55,060 - pyskl - INFO - Epoch [55][3000/3940] lr: 1.764e-02, eta: 1 day, 22:27:01, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 4.0153, loss: 4.0153 +2025-06-20 00:58:39,222 - pyskl - INFO - Epoch [55][3100/3940] lr: 1.764e-02, eta: 1 day, 22:26:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9619, loss_cls: 3.9165, loss: 3.9165 +2025-06-20 00:59:23,371 - pyskl - INFO - Epoch [55][3200/3940] lr: 1.763e-02, eta: 1 day, 22:25:31, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 3.9275, loss: 3.9275 +2025-06-20 01:00:07,687 - pyskl - INFO - Epoch [55][3300/3940] lr: 1.762e-02, eta: 1 day, 22:24:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9531, loss_cls: 3.9815, loss: 3.9815 +2025-06-20 01:00:51,939 - pyskl - INFO - Epoch [55][3400/3940] lr: 1.762e-02, eta: 1 day, 22:24:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9637, loss_cls: 3.9620, loss: 3.9620 +2025-06-20 01:01:36,124 - pyskl - INFO - Epoch [55][3500/3940] lr: 1.761e-02, eta: 1 day, 22:23:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 4.0240, loss: 4.0240 +2025-06-20 01:02:20,345 - pyskl - INFO - Epoch [55][3600/3940] lr: 1.760e-02, eta: 1 day, 22:22:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9569, loss_cls: 4.0803, loss: 4.0803 +2025-06-20 01:03:04,603 - pyskl - INFO - Epoch [55][3700/3940] lr: 1.760e-02, eta: 1 day, 22:21:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9487, loss_cls: 4.0122, loss: 4.0122 +2025-06-20 01:03:48,796 - pyskl - INFO - Epoch [55][3800/3940] lr: 1.759e-02, eta: 1 day, 22:21:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 3.9800, loss: 3.9800 +2025-06-20 01:04:33,024 - pyskl - INFO - Epoch [55][3900/3940] lr: 1.759e-02, eta: 1 day, 22:20:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 3.9503, loss: 3.9503 +2025-06-20 01:04:51,169 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-06-20 01:23:21,206 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 01:23:21,675 - pyskl - INFO - +top1_acc 0.7033 +top5_acc 0.9216 +2025-06-20 01:23:21,694 - pyskl - INFO - Epoch(val) [55][3183] top1_acc: 0.7033, top5_acc: 0.9216 +2025-06-20 01:24:31,590 - pyskl - INFO - Epoch [56][100/3940] lr: 1.758e-02, eta: 1 day, 22:19:25, time: 0.699, data_time: 0.256, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 3.9373, loss: 3.9373 +2025-06-20 01:25:15,968 - pyskl - INFO - Epoch [56][200/3940] lr: 1.757e-02, eta: 1 day, 22:18:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 3.8094, loss: 3.8094 +2025-06-20 01:26:00,370 - pyskl - INFO - Epoch [56][300/3940] lr: 1.757e-02, eta: 1 day, 22:17:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9637, loss_cls: 3.8619, loss: 3.8619 +2025-06-20 01:26:44,728 - pyskl - INFO - Epoch [56][400/3940] lr: 1.756e-02, eta: 1 day, 22:17:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9625, loss_cls: 3.9546, loss: 3.9546 +2025-06-20 01:27:29,134 - pyskl - INFO - Epoch [56][500/3940] lr: 1.755e-02, eta: 1 day, 22:16:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9494, loss_cls: 3.9679, loss: 3.9679 +2025-06-20 01:28:13,442 - pyskl - INFO - Epoch [56][600/3940] lr: 1.755e-02, eta: 1 day, 22:15:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9550, loss_cls: 3.7422, loss: 3.7422 +2025-06-20 01:28:57,894 - pyskl - INFO - Epoch [56][700/3940] lr: 1.754e-02, eta: 1 day, 22:14:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9606, loss_cls: 3.8539, loss: 3.8539 +2025-06-20 01:29:42,339 - pyskl - INFO - Epoch [56][800/3940] lr: 1.754e-02, eta: 1 day, 22:14:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 3.8673, loss: 3.8673 +2025-06-20 01:30:26,788 - pyskl - INFO - Epoch [56][900/3940] lr: 1.753e-02, eta: 1 day, 22:13:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 3.8596, loss: 3.8596 +2025-06-20 01:31:11,101 - pyskl - INFO - Epoch [56][1000/3940] lr: 1.752e-02, eta: 1 day, 22:12:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 3.8958, loss: 3.8958 +2025-06-20 01:31:55,686 - pyskl - INFO - Epoch [56][1100/3940] lr: 1.752e-02, eta: 1 day, 22:11:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 3.8750, loss: 3.8750 +2025-06-20 01:32:40,101 - pyskl - INFO - Epoch [56][1200/3940] lr: 1.751e-02, eta: 1 day, 22:11:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 3.9043, loss: 3.9043 +2025-06-20 01:33:24,464 - pyskl - INFO - Epoch [56][1300/3940] lr: 1.751e-02, eta: 1 day, 22:10:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 3.8156, loss: 3.8156 +2025-06-20 01:34:08,717 - pyskl - INFO - Epoch [56][1400/3940] lr: 1.750e-02, eta: 1 day, 22:09:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9575, loss_cls: 3.8655, loss: 3.8655 +2025-06-20 01:34:53,086 - pyskl - INFO - Epoch [56][1500/3940] lr: 1.749e-02, eta: 1 day, 22:08:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9556, loss_cls: 3.9604, loss: 3.9604 +2025-06-20 01:35:37,426 - pyskl - INFO - Epoch [56][1600/3940] lr: 1.749e-02, eta: 1 day, 22:08:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 3.9420, loss: 3.9420 +2025-06-20 01:36:21,773 - pyskl - INFO - Epoch [56][1700/3940] lr: 1.748e-02, eta: 1 day, 22:07:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 3.9528, loss: 3.9528 +2025-06-20 01:37:06,065 - pyskl - INFO - Epoch [56][1800/3940] lr: 1.747e-02, eta: 1 day, 22:06:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9587, loss_cls: 3.7592, loss: 3.7592 +2025-06-20 01:37:50,260 - pyskl - INFO - Epoch [56][1900/3940] lr: 1.747e-02, eta: 1 day, 22:05:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 3.9124, loss: 3.9124 +2025-06-20 01:38:34,524 - pyskl - INFO - Epoch [56][2000/3940] lr: 1.746e-02, eta: 1 day, 22:05:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.9153, loss: 3.9153 +2025-06-20 01:39:18,768 - pyskl - INFO - Epoch [56][2100/3940] lr: 1.746e-02, eta: 1 day, 22:04:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9625, loss_cls: 3.6958, loss: 3.6958 +2025-06-20 01:40:03,090 - pyskl - INFO - Epoch [56][2200/3940] lr: 1.745e-02, eta: 1 day, 22:03:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9513, loss_cls: 3.8690, loss: 3.8690 +2025-06-20 01:40:47,340 - pyskl - INFO - Epoch [56][2300/3940] lr: 1.744e-02, eta: 1 day, 22:02:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9513, loss_cls: 3.9869, loss: 3.9869 +2025-06-20 01:41:31,871 - pyskl - INFO - Epoch [56][2400/3940] lr: 1.744e-02, eta: 1 day, 22:02:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 3.8775, loss: 3.8775 +2025-06-20 01:42:16,221 - pyskl - INFO - Epoch [56][2500/3940] lr: 1.743e-02, eta: 1 day, 22:01:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9531, loss_cls: 4.0391, loss: 4.0391 +2025-06-20 01:43:00,489 - pyskl - INFO - Epoch [56][2600/3940] lr: 1.743e-02, eta: 1 day, 22:00:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 3.8607, loss: 3.8607 +2025-06-20 01:43:44,698 - pyskl - INFO - Epoch [56][2700/3940] lr: 1.742e-02, eta: 1 day, 21:59:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9619, loss_cls: 3.8304, loss: 3.8304 +2025-06-20 01:44:29,169 - pyskl - INFO - Epoch [56][2800/3940] lr: 1.741e-02, eta: 1 day, 21:59:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 4.0107, loss: 4.0107 +2025-06-20 01:45:13,676 - pyskl - INFO - Epoch [56][2900/3940] lr: 1.741e-02, eta: 1 day, 21:58:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 3.8217, loss: 3.8217 +2025-06-20 01:45:58,155 - pyskl - INFO - Epoch [56][3000/3940] lr: 1.740e-02, eta: 1 day, 21:57:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9500, loss_cls: 3.9958, loss: 3.9958 +2025-06-20 01:46:42,554 - pyskl - INFO - Epoch [56][3100/3940] lr: 1.740e-02, eta: 1 day, 21:56:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9531, loss_cls: 3.9148, loss: 3.9148 +2025-06-20 01:47:27,057 - pyskl - INFO - Epoch [56][3200/3940] lr: 1.739e-02, eta: 1 day, 21:56:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 3.8353, loss: 3.8353 +2025-06-20 01:48:11,445 - pyskl - INFO - Epoch [56][3300/3940] lr: 1.738e-02, eta: 1 day, 21:55:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9537, loss_cls: 3.8852, loss: 3.8852 +2025-06-20 01:48:55,887 - pyskl - INFO - Epoch [56][3400/3940] lr: 1.738e-02, eta: 1 day, 21:54:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9587, loss_cls: 3.9015, loss: 3.9015 +2025-06-20 01:49:40,338 - pyskl - INFO - Epoch [56][3500/3940] lr: 1.737e-02, eta: 1 day, 21:53:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9619, loss_cls: 3.8346, loss: 3.8346 +2025-06-20 01:50:24,707 - pyskl - INFO - Epoch [56][3600/3940] lr: 1.736e-02, eta: 1 day, 21:53:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9594, loss_cls: 3.9131, loss: 3.9131 +2025-06-20 01:51:09,099 - pyskl - INFO - Epoch [56][3700/3940] lr: 1.736e-02, eta: 1 day, 21:52:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9563, loss_cls: 3.8541, loss: 3.8541 +2025-06-20 01:51:53,390 - pyskl - INFO - Epoch [56][3800/3940] lr: 1.735e-02, eta: 1 day, 21:51:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9569, loss_cls: 3.8060, loss: 3.8060 +2025-06-20 01:52:37,717 - pyskl - INFO - Epoch [56][3900/3940] lr: 1.735e-02, eta: 1 day, 21:51:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9525, loss_cls: 3.8607, loss: 3.8607 +2025-06-20 01:52:55,819 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-06-20 01:56:16,376 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 01:56:16,835 - pyskl - INFO - +top1_acc 0.7039 +top5_acc 0.9117 +2025-06-20 01:56:16,852 - pyskl - INFO - Epoch(val) [56][3183] top1_acc: 0.7039, top5_acc: 0.9117 +2025-06-20 01:57:26,382 - pyskl - INFO - Epoch [57][100/3940] lr: 1.734e-02, eta: 1 day, 21:50:09, time: 0.695, data_time: 0.248, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9631, loss_cls: 3.7634, loss: 3.7634 +2025-06-20 01:58:10,752 - pyskl - INFO - Epoch [57][200/3940] lr: 1.733e-02, eta: 1 day, 21:49:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 3.8345, loss: 3.8345 +2025-06-20 01:58:55,070 - pyskl - INFO - Epoch [57][300/3940] lr: 1.733e-02, eta: 1 day, 21:48:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9706, loss_cls: 3.7147, loss: 3.7147 +2025-06-20 01:59:39,282 - pyskl - INFO - Epoch [57][400/3940] lr: 1.732e-02, eta: 1 day, 21:47:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.7726, loss: 3.7726 +2025-06-20 02:00:23,665 - pyskl - INFO - Epoch [57][500/3940] lr: 1.731e-02, eta: 1 day, 21:47:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 3.9320, loss: 3.9320 +2025-06-20 02:01:07,928 - pyskl - INFO - Epoch [57][600/3940] lr: 1.731e-02, eta: 1 day, 21:46:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9506, loss_cls: 3.9718, loss: 3.9718 +2025-06-20 02:01:52,258 - pyskl - INFO - Epoch [57][700/3940] lr: 1.730e-02, eta: 1 day, 21:45:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 3.7152, loss: 3.7152 +2025-06-20 02:02:36,498 - pyskl - INFO - Epoch [57][800/3940] lr: 1.729e-02, eta: 1 day, 21:44:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9581, loss_cls: 3.9004, loss: 3.9004 +2025-06-20 02:03:20,773 - pyskl - INFO - Epoch [57][900/3940] lr: 1.729e-02, eta: 1 day, 21:44:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.7612, loss: 3.7612 +2025-06-20 02:04:05,117 - pyskl - INFO - Epoch [57][1000/3940] lr: 1.728e-02, eta: 1 day, 21:43:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9594, loss_cls: 3.9170, loss: 3.9170 +2025-06-20 02:04:49,376 - pyskl - INFO - Epoch [57][1100/3940] lr: 1.728e-02, eta: 1 day, 21:42:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9725, loss_cls: 3.7108, loss: 3.7108 +2025-06-20 02:05:34,049 - pyskl - INFO - Epoch [57][1200/3940] lr: 1.727e-02, eta: 1 day, 21:41:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.8572, loss: 3.8572 +2025-06-20 02:06:18,565 - pyskl - INFO - Epoch [57][1300/3940] lr: 1.726e-02, eta: 1 day, 21:41:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 3.8723, loss: 3.8723 +2025-06-20 02:07:03,116 - pyskl - INFO - Epoch [57][1400/3940] lr: 1.726e-02, eta: 1 day, 21:40:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 3.9270, loss: 3.9270 +2025-06-20 02:07:47,851 - pyskl - INFO - Epoch [57][1500/3940] lr: 1.725e-02, eta: 1 day, 21:39:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 3.8784, loss: 3.8784 +2025-06-20 02:08:32,823 - pyskl - INFO - Epoch [57][1600/3940] lr: 1.725e-02, eta: 1 day, 21:38:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9619, loss_cls: 3.7270, loss: 3.7270 +2025-06-20 02:09:17,111 - pyskl - INFO - Epoch [57][1700/3940] lr: 1.724e-02, eta: 1 day, 21:38:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 3.8494, loss: 3.8494 +2025-06-20 02:10:01,671 - pyskl - INFO - Epoch [57][1800/3940] lr: 1.723e-02, eta: 1 day, 21:37:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9544, loss_cls: 3.8907, loss: 3.8907 +2025-06-20 02:10:46,074 - pyskl - INFO - Epoch [57][1900/3940] lr: 1.723e-02, eta: 1 day, 21:36:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 3.9270, loss: 3.9270 +2025-06-20 02:11:30,385 - pyskl - INFO - Epoch [57][2000/3940] lr: 1.722e-02, eta: 1 day, 21:35:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9563, loss_cls: 3.9962, loss: 3.9962 +2025-06-20 02:12:14,620 - pyskl - INFO - Epoch [57][2100/3940] lr: 1.722e-02, eta: 1 day, 21:35:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 3.8831, loss: 3.8831 +2025-06-20 02:12:58,841 - pyskl - INFO - Epoch [57][2200/3940] lr: 1.721e-02, eta: 1 day, 21:34:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9500, loss_cls: 3.9441, loss: 3.9441 +2025-06-20 02:13:43,058 - pyskl - INFO - Epoch [57][2300/3940] lr: 1.720e-02, eta: 1 day, 21:33:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9544, loss_cls: 4.0119, loss: 4.0119 +2025-06-20 02:14:27,255 - pyskl - INFO - Epoch [57][2400/3940] lr: 1.720e-02, eta: 1 day, 21:32:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9544, loss_cls: 3.9305, loss: 3.9305 +2025-06-20 02:15:11,646 - pyskl - INFO - Epoch [57][2500/3940] lr: 1.719e-02, eta: 1 day, 21:32:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9519, loss_cls: 3.8636, loss: 3.8636 +2025-06-20 02:15:55,883 - pyskl - INFO - Epoch [57][2600/3940] lr: 1.718e-02, eta: 1 day, 21:31:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9500, loss_cls: 3.9046, loss: 3.9046 +2025-06-20 02:16:40,059 - pyskl - INFO - Epoch [57][2700/3940] lr: 1.718e-02, eta: 1 day, 21:30:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.8282, loss: 3.8282 +2025-06-20 02:17:24,202 - pyskl - INFO - Epoch [57][2800/3940] lr: 1.717e-02, eta: 1 day, 21:29:57, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9575, loss_cls: 3.9121, loss: 3.9121 +2025-06-20 02:18:08,363 - pyskl - INFO - Epoch [57][2900/3940] lr: 1.717e-02, eta: 1 day, 21:29:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9469, loss_cls: 3.9984, loss: 3.9984 +2025-06-20 02:18:52,461 - pyskl - INFO - Epoch [57][3000/3940] lr: 1.716e-02, eta: 1 day, 21:28:26, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9594, loss_cls: 3.9082, loss: 3.9082 +2025-06-20 02:19:36,658 - pyskl - INFO - Epoch [57][3100/3940] lr: 1.715e-02, eta: 1 day, 21:27:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 4.0312, loss: 4.0312 +2025-06-20 02:20:20,764 - pyskl - INFO - Epoch [57][3200/3940] lr: 1.715e-02, eta: 1 day, 21:26:56, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 3.8293, loss: 3.8293 +2025-06-20 02:21:04,911 - pyskl - INFO - Epoch [57][3300/3940] lr: 1.714e-02, eta: 1 day, 21:26:11, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9669, loss_cls: 3.8268, loss: 3.8268 +2025-06-20 02:21:49,113 - pyskl - INFO - Epoch [57][3400/3940] lr: 1.713e-02, eta: 1 day, 21:25:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 3.9095, loss: 3.9095 +2025-06-20 02:22:33,264 - pyskl - INFO - Epoch [57][3500/3940] lr: 1.713e-02, eta: 1 day, 21:24:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9531, loss_cls: 3.9764, loss: 3.9764 +2025-06-20 02:23:17,423 - pyskl - INFO - Epoch [57][3600/3940] lr: 1.712e-02, eta: 1 day, 21:23:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 3.8057, loss: 3.8057 +2025-06-20 02:24:01,661 - pyskl - INFO - Epoch [57][3700/3940] lr: 1.712e-02, eta: 1 day, 21:23:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 4.0042, loss: 4.0042 +2025-06-20 02:24:45,804 - pyskl - INFO - Epoch [57][3800/3940] lr: 1.711e-02, eta: 1 day, 21:22:25, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9575, loss_cls: 3.9030, loss: 3.9030 +2025-06-20 02:25:30,107 - pyskl - INFO - Epoch [57][3900/3940] lr: 1.710e-02, eta: 1 day, 21:21:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9669, loss_cls: 3.8215, loss: 3.8215 +2025-06-20 02:25:48,245 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-06-20 02:29:10,301 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 02:29:10,762 - pyskl - INFO - +top1_acc 0.7187 +top5_acc 0.9323 +2025-06-20 02:29:10,778 - pyskl - INFO - Epoch(val) [57][3183] top1_acc: 0.7187, top5_acc: 0.9323 +2025-06-20 02:30:21,131 - pyskl - INFO - Epoch [58][100/3940] lr: 1.710e-02, eta: 1 day, 21:20:50, time: 0.703, data_time: 0.259, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9594, loss_cls: 3.9634, loss: 3.9634 +2025-06-20 02:31:05,318 - pyskl - INFO - Epoch [58][200/3940] lr: 1.709e-02, eta: 1 day, 21:20:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9594, loss_cls: 3.8201, loss: 3.8201 +2025-06-20 02:31:49,606 - pyskl - INFO - Epoch [58][300/3940] lr: 1.708e-02, eta: 1 day, 21:19:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9625, loss_cls: 3.7067, loss: 3.7067 +2025-06-20 02:32:33,991 - pyskl - INFO - Epoch [58][400/3940] lr: 1.708e-02, eta: 1 day, 21:18:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9600, loss_cls: 3.9746, loss: 3.9746 +2025-06-20 02:33:18,264 - pyskl - INFO - Epoch [58][500/3940] lr: 1.707e-02, eta: 1 day, 21:17:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 3.8267, loss: 3.8267 +2025-06-20 02:34:02,629 - pyskl - INFO - Epoch [58][600/3940] lr: 1.706e-02, eta: 1 day, 21:17:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9606, loss_cls: 3.9079, loss: 3.9079 +2025-06-20 02:34:46,805 - pyskl - INFO - Epoch [58][700/3940] lr: 1.706e-02, eta: 1 day, 21:16:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.6555, loss: 3.6555 +2025-06-20 02:35:31,053 - pyskl - INFO - Epoch [58][800/3940] lr: 1.705e-02, eta: 1 day, 21:15:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 3.7465, loss: 3.7465 +2025-06-20 02:36:15,293 - pyskl - INFO - Epoch [58][900/3940] lr: 1.705e-02, eta: 1 day, 21:14:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 3.7981, loss: 3.7981 +2025-06-20 02:36:59,629 - pyskl - INFO - Epoch [58][1000/3940] lr: 1.704e-02, eta: 1 day, 21:14:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 3.7273, loss: 3.7273 +2025-06-20 02:37:43,904 - pyskl - INFO - Epoch [58][1100/3940] lr: 1.703e-02, eta: 1 day, 21:13:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 3.9718, loss: 3.9718 +2025-06-20 02:38:28,275 - pyskl - INFO - Epoch [58][1200/3940] lr: 1.703e-02, eta: 1 day, 21:12:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9575, loss_cls: 3.8442, loss: 3.8442 +2025-06-20 02:39:12,600 - pyskl - INFO - Epoch [58][1300/3940] lr: 1.702e-02, eta: 1 day, 21:11:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 3.7917, loss: 3.7917 +2025-06-20 02:39:56,998 - pyskl - INFO - Epoch [58][1400/3940] lr: 1.701e-02, eta: 1 day, 21:11:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9563, loss_cls: 3.7933, loss: 3.7933 +2025-06-20 02:40:41,338 - pyskl - INFO - Epoch [58][1500/3940] lr: 1.701e-02, eta: 1 day, 21:10:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9563, loss_cls: 3.8971, loss: 3.8971 +2025-06-20 02:41:25,697 - pyskl - INFO - Epoch [58][1600/3940] lr: 1.700e-02, eta: 1 day, 21:09:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9663, loss_cls: 3.7847, loss: 3.7847 +2025-06-20 02:42:10,116 - pyskl - INFO - Epoch [58][1700/3940] lr: 1.700e-02, eta: 1 day, 21:08:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 3.8432, loss: 3.8432 +2025-06-20 02:42:54,452 - pyskl - INFO - Epoch [58][1800/3940] lr: 1.699e-02, eta: 1 day, 21:08:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9587, loss_cls: 3.9326, loss: 3.9326 +2025-06-20 02:43:38,886 - pyskl - INFO - Epoch [58][1900/3940] lr: 1.698e-02, eta: 1 day, 21:07:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9575, loss_cls: 3.8338, loss: 3.8338 +2025-06-20 02:44:23,298 - pyskl - INFO - Epoch [58][2000/3940] lr: 1.698e-02, eta: 1 day, 21:06:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 3.8364, loss: 3.8364 +2025-06-20 02:45:07,838 - pyskl - INFO - Epoch [58][2100/3940] lr: 1.697e-02, eta: 1 day, 21:05:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.8687, loss: 3.8687 +2025-06-20 02:45:52,317 - pyskl - INFO - Epoch [58][2200/3940] lr: 1.697e-02, eta: 1 day, 21:05:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9575, loss_cls: 3.8786, loss: 3.8786 +2025-06-20 02:46:36,821 - pyskl - INFO - Epoch [58][2300/3940] lr: 1.696e-02, eta: 1 day, 21:04:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9587, loss_cls: 3.8611, loss: 3.8611 +2025-06-20 02:47:21,098 - pyskl - INFO - Epoch [58][2400/3940] lr: 1.695e-02, eta: 1 day, 21:03:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 3.9573, loss: 3.9573 +2025-06-20 02:48:05,505 - pyskl - INFO - Epoch [58][2500/3940] lr: 1.695e-02, eta: 1 day, 21:02:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 3.8145, loss: 3.8145 +2025-06-20 02:48:49,954 - pyskl - INFO - Epoch [58][2600/3940] lr: 1.694e-02, eta: 1 day, 21:02:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9513, loss_cls: 4.0020, loss: 4.0020 +2025-06-20 02:49:34,424 - pyskl - INFO - Epoch [58][2700/3940] lr: 1.693e-02, eta: 1 day, 21:01:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9513, loss_cls: 3.8786, loss: 3.8786 +2025-06-20 02:50:18,671 - pyskl - INFO - Epoch [58][2800/3940] lr: 1.693e-02, eta: 1 day, 21:00:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 3.9280, loss: 3.9280 +2025-06-20 02:51:02,899 - pyskl - INFO - Epoch [58][2900/3940] lr: 1.692e-02, eta: 1 day, 20:59:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 3.8011, loss: 3.8011 +2025-06-20 02:51:47,157 - pyskl - INFO - Epoch [58][3000/3940] lr: 1.692e-02, eta: 1 day, 20:59:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 3.7528, loss: 3.7528 +2025-06-20 02:52:31,378 - pyskl - INFO - Epoch [58][3100/3940] lr: 1.691e-02, eta: 1 day, 20:58:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 3.8351, loss: 3.8351 +2025-06-20 02:53:15,526 - pyskl - INFO - Epoch [58][3200/3940] lr: 1.690e-02, eta: 1 day, 20:57:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9513, loss_cls: 3.8949, loss: 3.8949 +2025-06-20 02:53:59,920 - pyskl - INFO - Epoch [58][3300/3940] lr: 1.690e-02, eta: 1 day, 20:56:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9581, loss_cls: 3.9108, loss: 3.9108 +2025-06-20 02:54:44,209 - pyskl - INFO - Epoch [58][3400/3940] lr: 1.689e-02, eta: 1 day, 20:56:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9569, loss_cls: 3.8704, loss: 3.8704 +2025-06-20 02:55:28,665 - pyskl - INFO - Epoch [58][3500/3940] lr: 1.688e-02, eta: 1 day, 20:55:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.7610, loss: 3.7610 +2025-06-20 02:56:13,017 - pyskl - INFO - Epoch [58][3600/3940] lr: 1.688e-02, eta: 1 day, 20:54:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 4.0265, loss: 4.0265 +2025-06-20 02:56:57,418 - pyskl - INFO - Epoch [58][3700/3940] lr: 1.687e-02, eta: 1 day, 20:53:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 3.9125, loss: 3.9125 +2025-06-20 02:57:41,831 - pyskl - INFO - Epoch [58][3800/3940] lr: 1.687e-02, eta: 1 day, 20:53:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9525, loss_cls: 3.9469, loss: 3.9469 +2025-06-20 02:58:26,055 - pyskl - INFO - Epoch [58][3900/3940] lr: 1.686e-02, eta: 1 day, 20:52:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 3.8830, loss: 3.8830 +2025-06-20 02:58:44,038 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-06-20 03:02:05,315 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 03:02:05,781 - pyskl - INFO - +top1_acc 0.7086 +top5_acc 0.9272 +2025-06-20 03:02:05,800 - pyskl - INFO - Epoch(val) [58][3183] top1_acc: 0.7086, top5_acc: 0.9272 +2025-06-20 03:03:16,067 - pyskl - INFO - Epoch [59][100/3940] lr: 1.685e-02, eta: 1 day, 20:51:33, time: 0.703, data_time: 0.259, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9594, loss_cls: 3.7908, loss: 3.7908 +2025-06-20 03:04:00,371 - pyskl - INFO - Epoch [59][200/3940] lr: 1.684e-02, eta: 1 day, 20:50:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.9125, loss: 3.9125 +2025-06-20 03:04:44,524 - pyskl - INFO - Epoch [59][300/3940] lr: 1.684e-02, eta: 1 day, 20:50:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9606, loss_cls: 3.8319, loss: 3.8319 +2025-06-20 03:05:28,729 - pyskl - INFO - Epoch [59][400/3940] lr: 1.683e-02, eta: 1 day, 20:49:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 3.8608, loss: 3.8608 +2025-06-20 03:06:12,917 - pyskl - INFO - Epoch [59][500/3940] lr: 1.683e-02, eta: 1 day, 20:48:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9675, loss_cls: 3.7079, loss: 3.7079 +2025-06-20 03:06:57,180 - pyskl - INFO - Epoch [59][600/3940] lr: 1.682e-02, eta: 1 day, 20:47:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9563, loss_cls: 3.8986, loss: 3.8986 +2025-06-20 03:07:41,368 - pyskl - INFO - Epoch [59][700/3940] lr: 1.681e-02, eta: 1 day, 20:47:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.5722, loss: 3.5722 +2025-06-20 03:08:25,604 - pyskl - INFO - Epoch [59][800/3940] lr: 1.681e-02, eta: 1 day, 20:46:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9556, loss_cls: 3.9122, loss: 3.9122 +2025-06-20 03:09:09,780 - pyskl - INFO - Epoch [59][900/3940] lr: 1.680e-02, eta: 1 day, 20:45:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.6239, loss: 3.6239 +2025-06-20 03:09:53,921 - pyskl - INFO - Epoch [59][1000/3940] lr: 1.679e-02, eta: 1 day, 20:44:47, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 3.7843, loss: 3.7843 +2025-06-20 03:10:38,123 - pyskl - INFO - Epoch [59][1100/3940] lr: 1.679e-02, eta: 1 day, 20:44:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 3.8714, loss: 3.8714 +2025-06-20 03:11:22,377 - pyskl - INFO - Epoch [59][1200/3940] lr: 1.678e-02, eta: 1 day, 20:43:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9613, loss_cls: 3.9008, loss: 3.9008 +2025-06-20 03:12:06,560 - pyskl - INFO - Epoch [59][1300/3940] lr: 1.678e-02, eta: 1 day, 20:42:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9594, loss_cls: 3.8823, loss: 3.8823 +2025-06-20 03:12:50,722 - pyskl - INFO - Epoch [59][1400/3940] lr: 1.677e-02, eta: 1 day, 20:41:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 3.8874, loss: 3.8874 +2025-06-20 03:13:34,921 - pyskl - INFO - Epoch [59][1500/3940] lr: 1.676e-02, eta: 1 day, 20:41:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 3.8597, loss: 3.8597 +2025-06-20 03:14:19,154 - pyskl - INFO - Epoch [59][1600/3940] lr: 1.676e-02, eta: 1 day, 20:40:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9644, loss_cls: 3.6994, loss: 3.6994 +2025-06-20 03:15:03,412 - pyskl - INFO - Epoch [59][1700/3940] lr: 1.675e-02, eta: 1 day, 20:39:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 3.8870, loss: 3.8870 +2025-06-20 03:15:47,594 - pyskl - INFO - Epoch [59][1800/3940] lr: 1.674e-02, eta: 1 day, 20:38:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 3.7861, loss: 3.7861 +2025-06-20 03:16:31,842 - pyskl - INFO - Epoch [59][1900/3940] lr: 1.674e-02, eta: 1 day, 20:38:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9575, loss_cls: 3.8594, loss: 3.8594 +2025-06-20 03:17:16,017 - pyskl - INFO - Epoch [59][2000/3940] lr: 1.673e-02, eta: 1 day, 20:37:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9525, loss_cls: 3.9089, loss: 3.9089 +2025-06-20 03:18:00,283 - pyskl - INFO - Epoch [59][2100/3940] lr: 1.673e-02, eta: 1 day, 20:36:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9575, loss_cls: 3.8357, loss: 3.8357 +2025-06-20 03:18:44,497 - pyskl - INFO - Epoch [59][2200/3940] lr: 1.672e-02, eta: 1 day, 20:35:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9613, loss_cls: 3.7917, loss: 3.7917 +2025-06-20 03:19:28,720 - pyskl - INFO - Epoch [59][2300/3940] lr: 1.671e-02, eta: 1 day, 20:35:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9600, loss_cls: 3.8554, loss: 3.8554 +2025-06-20 03:20:12,949 - pyskl - INFO - Epoch [59][2400/3940] lr: 1.671e-02, eta: 1 day, 20:34:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 3.9337, loss: 3.9337 +2025-06-20 03:20:57,240 - pyskl - INFO - Epoch [59][2500/3940] lr: 1.670e-02, eta: 1 day, 20:33:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9587, loss_cls: 3.8993, loss: 3.8993 +2025-06-20 03:21:41,491 - pyskl - INFO - Epoch [59][2600/3940] lr: 1.669e-02, eta: 1 day, 20:32:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9594, loss_cls: 3.8686, loss: 3.8686 +2025-06-20 03:22:25,729 - pyskl - INFO - Epoch [59][2700/3940] lr: 1.669e-02, eta: 1 day, 20:32:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 3.8661, loss: 3.8661 +2025-06-20 03:23:09,911 - pyskl - INFO - Epoch [59][2800/3940] lr: 1.668e-02, eta: 1 day, 20:31:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9594, loss_cls: 3.9248, loss: 3.9248 +2025-06-20 03:23:54,132 - pyskl - INFO - Epoch [59][2900/3940] lr: 1.668e-02, eta: 1 day, 20:30:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9581, loss_cls: 3.8585, loss: 3.8585 +2025-06-20 03:24:38,308 - pyskl - INFO - Epoch [59][3000/3940] lr: 1.667e-02, eta: 1 day, 20:29:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 3.8532, loss: 3.8532 +2025-06-20 03:25:22,575 - pyskl - INFO - Epoch [59][3100/3940] lr: 1.666e-02, eta: 1 day, 20:29:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 3.8403, loss: 3.8403 +2025-06-20 03:26:06,848 - pyskl - INFO - Epoch [59][3200/3940] lr: 1.666e-02, eta: 1 day, 20:28:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 3.8725, loss: 3.8725 +2025-06-20 03:26:51,100 - pyskl - INFO - Epoch [59][3300/3940] lr: 1.665e-02, eta: 1 day, 20:27:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9581, loss_cls: 3.8006, loss: 3.8006 +2025-06-20 03:27:35,281 - pyskl - INFO - Epoch [59][3400/3940] lr: 1.664e-02, eta: 1 day, 20:26:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9575, loss_cls: 3.7765, loss: 3.7765 +2025-06-20 03:28:19,621 - pyskl - INFO - Epoch [59][3500/3940] lr: 1.664e-02, eta: 1 day, 20:26:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9575, loss_cls: 3.9321, loss: 3.9321 +2025-06-20 03:29:03,817 - pyskl - INFO - Epoch [59][3600/3940] lr: 1.663e-02, eta: 1 day, 20:25:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9600, loss_cls: 3.8747, loss: 3.8747 +2025-06-20 03:29:47,943 - pyskl - INFO - Epoch [59][3700/3940] lr: 1.663e-02, eta: 1 day, 20:24:30, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 3.8226, loss: 3.8226 +2025-06-20 03:30:32,116 - pyskl - INFO - Epoch [59][3800/3940] lr: 1.662e-02, eta: 1 day, 20:23:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9587, loss_cls: 3.7221, loss: 3.7221 +2025-06-20 03:31:16,189 - pyskl - INFO - Epoch [59][3900/3940] lr: 1.661e-02, eta: 1 day, 20:22:59, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9525, loss_cls: 3.8847, loss: 3.8847 +2025-06-20 03:31:34,140 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-06-20 03:34:54,854 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 03:34:55,312 - pyskl - INFO - +top1_acc 0.6873 +top5_acc 0.9177 +2025-06-20 03:34:55,329 - pyskl - INFO - Epoch(val) [59][3183] top1_acc: 0.6873, top5_acc: 0.9177 +2025-06-20 03:36:04,446 - pyskl - INFO - Epoch [60][100/3940] lr: 1.660e-02, eta: 1 day, 20:22:07, time: 0.691, data_time: 0.249, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9619, loss_cls: 3.8568, loss: 3.8568 +2025-06-20 03:36:48,605 - pyskl - INFO - Epoch [60][200/3940] lr: 1.660e-02, eta: 1 day, 20:21:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 3.6800, loss: 3.6800 +2025-06-20 03:37:32,553 - pyskl - INFO - Epoch [60][300/3940] lr: 1.659e-02, eta: 1 day, 20:20:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 3.8715, loss: 3.8715 +2025-06-20 03:38:16,588 - pyskl - INFO - Epoch [60][400/3940] lr: 1.659e-02, eta: 1 day, 20:19:51, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9731, loss_cls: 3.6517, loss: 3.6517 +2025-06-20 03:39:00,587 - pyskl - INFO - Epoch [60][500/3940] lr: 1.658e-02, eta: 1 day, 20:19:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9581, loss_cls: 3.8291, loss: 3.8291 +2025-06-20 03:39:44,627 - pyskl - INFO - Epoch [60][600/3940] lr: 1.657e-02, eta: 1 day, 20:18:20, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9581, loss_cls: 3.8383, loss: 3.8383 +2025-06-20 03:40:28,646 - pyskl - INFO - Epoch [60][700/3940] lr: 1.657e-02, eta: 1 day, 20:17:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 3.8199, loss: 3.8199 +2025-06-20 03:41:12,757 - pyskl - INFO - Epoch [60][800/3940] lr: 1.656e-02, eta: 1 day, 20:16:50, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9619, loss_cls: 3.7268, loss: 3.7268 +2025-06-20 03:41:56,827 - pyskl - INFO - Epoch [60][900/3940] lr: 1.655e-02, eta: 1 day, 20:16:04, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 3.7307, loss: 3.7307 +2025-06-20 03:42:40,919 - pyskl - INFO - Epoch [60][1000/3940] lr: 1.655e-02, eta: 1 day, 20:15:19, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9575, loss_cls: 3.8735, loss: 3.8735 +2025-06-20 03:43:24,977 - pyskl - INFO - Epoch [60][1100/3940] lr: 1.654e-02, eta: 1 day, 20:14:34, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9556, loss_cls: 4.0359, loss: 4.0359 +2025-06-20 03:44:09,120 - pyskl - INFO - Epoch [60][1200/3940] lr: 1.654e-02, eta: 1 day, 20:13:49, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9669, loss_cls: 3.7273, loss: 3.7273 +2025-06-20 03:44:53,237 - pyskl - INFO - Epoch [60][1300/3940] lr: 1.653e-02, eta: 1 day, 20:13:03, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9594, loss_cls: 3.6818, loss: 3.6818 +2025-06-20 03:45:37,349 - pyskl - INFO - Epoch [60][1400/3940] lr: 1.652e-02, eta: 1 day, 20:12:18, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9594, loss_cls: 3.8684, loss: 3.8684 +2025-06-20 03:46:21,468 - pyskl - INFO - Epoch [60][1500/3940] lr: 1.652e-02, eta: 1 day, 20:11:33, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 3.9258, loss: 3.9258 +2025-06-20 03:47:05,609 - pyskl - INFO - Epoch [60][1600/3940] lr: 1.651e-02, eta: 1 day, 20:10:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9575, loss_cls: 3.7819, loss: 3.7819 +2025-06-20 03:47:49,688 - pyskl - INFO - Epoch [60][1700/3940] lr: 1.650e-02, eta: 1 day, 20:10:02, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 3.8266, loss: 3.8266 +2025-06-20 03:48:33,800 - pyskl - INFO - Epoch [60][1800/3940] lr: 1.650e-02, eta: 1 day, 20:09:17, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9613, loss_cls: 3.8478, loss: 3.8478 +2025-06-20 03:49:17,878 - pyskl - INFO - Epoch [60][1900/3940] lr: 1.649e-02, eta: 1 day, 20:08:32, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 3.8483, loss: 3.8483 +2025-06-20 03:50:02,022 - pyskl - INFO - Epoch [60][2000/3940] lr: 1.649e-02, eta: 1 day, 20:07:47, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9581, loss_cls: 3.8883, loss: 3.8883 +2025-06-20 03:50:46,086 - pyskl - INFO - Epoch [60][2100/3940] lr: 1.648e-02, eta: 1 day, 20:07:01, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 3.8525, loss: 3.8525 +2025-06-20 03:51:30,223 - pyskl - INFO - Epoch [60][2200/3940] lr: 1.647e-02, eta: 1 day, 20:06:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 3.8850, loss: 3.8850 +2025-06-20 03:52:14,373 - pyskl - INFO - Epoch [60][2300/3940] lr: 1.647e-02, eta: 1 day, 20:05:31, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9581, loss_cls: 3.8680, loss: 3.8680 +2025-06-20 03:52:58,547 - pyskl - INFO - Epoch [60][2400/3940] lr: 1.646e-02, eta: 1 day, 20:04:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 3.8901, loss: 3.8901 +2025-06-20 03:53:42,709 - pyskl - INFO - Epoch [60][2500/3940] lr: 1.645e-02, eta: 1 day, 20:04:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 3.8452, loss: 3.8452 +2025-06-20 03:54:26,871 - pyskl - INFO - Epoch [60][2600/3940] lr: 1.645e-02, eta: 1 day, 20:03:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 3.8954, loss: 3.8954 +2025-06-20 03:55:11,125 - pyskl - INFO - Epoch [60][2700/3940] lr: 1.644e-02, eta: 1 day, 20:02:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9619, loss_cls: 4.0117, loss: 4.0117 +2025-06-20 03:55:55,334 - pyskl - INFO - Epoch [60][2800/3940] lr: 1.643e-02, eta: 1 day, 20:01:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 3.7802, loss: 3.7802 +2025-06-20 03:56:39,547 - pyskl - INFO - Epoch [60][2900/3940] lr: 1.643e-02, eta: 1 day, 20:01:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9531, loss_cls: 3.9449, loss: 3.9449 +2025-06-20 03:57:23,729 - pyskl - INFO - Epoch [60][3000/3940] lr: 1.642e-02, eta: 1 day, 20:00:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.7273, loss: 3.7273 +2025-06-20 03:58:07,813 - pyskl - INFO - Epoch [60][3100/3940] lr: 1.642e-02, eta: 1 day, 19:59:30, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9644, loss_cls: 3.6530, loss: 3.6530 +2025-06-20 03:58:51,950 - pyskl - INFO - Epoch [60][3200/3940] lr: 1.641e-02, eta: 1 day, 19:58:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9569, loss_cls: 3.7356, loss: 3.7356 +2025-06-20 03:59:36,213 - pyskl - INFO - Epoch [60][3300/3940] lr: 1.640e-02, eta: 1 day, 19:58:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9550, loss_cls: 3.9588, loss: 3.9588 +2025-06-20 04:00:20,448 - pyskl - INFO - Epoch [60][3400/3940] lr: 1.640e-02, eta: 1 day, 19:57:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 3.8282, loss: 3.8282 +2025-06-20 04:01:04,657 - pyskl - INFO - Epoch [60][3500/3940] lr: 1.639e-02, eta: 1 day, 19:56:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 3.8535, loss: 3.8535 +2025-06-20 04:01:48,862 - pyskl - INFO - Epoch [60][3600/3940] lr: 1.638e-02, eta: 1 day, 19:55:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9606, loss_cls: 3.8950, loss: 3.8950 +2025-06-20 04:02:33,125 - pyskl - INFO - Epoch [60][3700/3940] lr: 1.638e-02, eta: 1 day, 19:55:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9600, loss_cls: 3.8734, loss: 3.8734 +2025-06-20 04:03:17,381 - pyskl - INFO - Epoch [60][3800/3940] lr: 1.637e-02, eta: 1 day, 19:54:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9669, loss_cls: 3.8183, loss: 3.8183 +2025-06-20 04:04:01,620 - pyskl - INFO - Epoch [60][3900/3940] lr: 1.637e-02, eta: 1 day, 19:53:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 3.7422, loss: 3.7422 +2025-06-20 04:04:19,600 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-06-20 04:23:00,989 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 04:23:01,460 - pyskl - INFO - +top1_acc 0.7043 +top5_acc 0.9303 +2025-06-20 04:23:01,479 - pyskl - INFO - Epoch(val) [60][3183] top1_acc: 0.7043, top5_acc: 0.9303 +2025-06-20 04:24:10,181 - pyskl - INFO - Epoch [61][100/3940] lr: 1.636e-02, eta: 1 day, 19:52:37, time: 0.687, data_time: 0.245, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 3.9301, loss: 3.9301 +2025-06-20 04:24:54,413 - pyskl - INFO - Epoch [61][200/3940] lr: 1.635e-02, eta: 1 day, 19:51:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 3.8139, loss: 3.8139 +2025-06-20 04:25:38,635 - pyskl - INFO - Epoch [61][300/3940] lr: 1.634e-02, eta: 1 day, 19:51:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 3.6481, loss: 3.6481 +2025-06-20 04:26:22,881 - pyskl - INFO - Epoch [61][400/3940] lr: 1.634e-02, eta: 1 day, 19:50:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9600, loss_cls: 3.7497, loss: 3.7497 +2025-06-20 04:27:07,133 - pyskl - INFO - Epoch [61][500/3940] lr: 1.633e-02, eta: 1 day, 19:49:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.8352, loss: 3.8352 +2025-06-20 04:27:51,304 - pyskl - INFO - Epoch [61][600/3940] lr: 1.632e-02, eta: 1 day, 19:48:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9556, loss_cls: 3.7877, loss: 3.7877 +2025-06-20 04:28:35,517 - pyskl - INFO - Epoch [61][700/3940] lr: 1.632e-02, eta: 1 day, 19:48:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9631, loss_cls: 3.8068, loss: 3.8068 +2025-06-20 04:29:19,661 - pyskl - INFO - Epoch [61][800/3940] lr: 1.631e-02, eta: 1 day, 19:47:21, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 3.7049, loss: 3.7049 +2025-06-20 04:30:03,939 - pyskl - INFO - Epoch [61][900/3940] lr: 1.631e-02, eta: 1 day, 19:46:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9531, loss_cls: 4.0456, loss: 4.0456 +2025-06-20 04:30:48,237 - pyskl - INFO - Epoch [61][1000/3940] lr: 1.630e-02, eta: 1 day, 19:45:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9531, loss_cls: 3.8854, loss: 3.8854 +2025-06-20 04:31:32,423 - pyskl - INFO - Epoch [61][1100/3940] lr: 1.629e-02, eta: 1 day, 19:45:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.7947, loss: 3.7947 +2025-06-20 04:32:16,608 - pyskl - INFO - Epoch [61][1200/3940] lr: 1.629e-02, eta: 1 day, 19:44:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.6769, loss: 3.6769 +2025-06-20 04:33:00,834 - pyskl - INFO - Epoch [61][1300/3940] lr: 1.628e-02, eta: 1 day, 19:43:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9625, loss_cls: 3.6580, loss: 3.6580 +2025-06-20 04:33:45,048 - pyskl - INFO - Epoch [61][1400/3940] lr: 1.627e-02, eta: 1 day, 19:42:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9587, loss_cls: 3.7522, loss: 3.7522 +2025-06-20 04:34:29,318 - pyskl - INFO - Epoch [61][1500/3940] lr: 1.627e-02, eta: 1 day, 19:42:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9531, loss_cls: 3.8857, loss: 3.8857 +2025-06-20 04:35:13,557 - pyskl - INFO - Epoch [61][1600/3940] lr: 1.626e-02, eta: 1 day, 19:41:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 3.8291, loss: 3.8291 +2025-06-20 04:35:57,776 - pyskl - INFO - Epoch [61][1700/3940] lr: 1.626e-02, eta: 1 day, 19:40:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 3.8138, loss: 3.8138 +2025-06-20 04:36:41,988 - pyskl - INFO - Epoch [61][1800/3940] lr: 1.625e-02, eta: 1 day, 19:39:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 3.7875, loss: 3.7875 +2025-06-20 04:37:26,274 - pyskl - INFO - Epoch [61][1900/3940] lr: 1.624e-02, eta: 1 day, 19:39:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9550, loss_cls: 3.8208, loss: 3.8208 +2025-06-20 04:38:10,609 - pyskl - INFO - Epoch [61][2000/3940] lr: 1.624e-02, eta: 1 day, 19:38:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9556, loss_cls: 3.7496, loss: 3.7496 +2025-06-20 04:38:54,825 - pyskl - INFO - Epoch [61][2100/3940] lr: 1.623e-02, eta: 1 day, 19:37:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 3.8969, loss: 3.8969 +2025-06-20 04:39:39,004 - pyskl - INFO - Epoch [61][2200/3940] lr: 1.622e-02, eta: 1 day, 19:36:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9637, loss_cls: 3.7700, loss: 3.7700 +2025-06-20 04:40:23,233 - pyskl - INFO - Epoch [61][2300/3940] lr: 1.622e-02, eta: 1 day, 19:36:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9594, loss_cls: 3.7937, loss: 3.7937 +2025-06-20 04:41:07,498 - pyskl - INFO - Epoch [61][2400/3940] lr: 1.621e-02, eta: 1 day, 19:35:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9575, loss_cls: 3.8670, loss: 3.8670 +2025-06-20 04:41:51,907 - pyskl - INFO - Epoch [61][2500/3940] lr: 1.620e-02, eta: 1 day, 19:34:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9619, loss_cls: 3.8128, loss: 3.8128 +2025-06-20 04:42:36,179 - pyskl - INFO - Epoch [61][2600/3940] lr: 1.620e-02, eta: 1 day, 19:33:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9619, loss_cls: 3.7247, loss: 3.7247 +2025-06-20 04:43:20,441 - pyskl - INFO - Epoch [61][2700/3940] lr: 1.619e-02, eta: 1 day, 19:33:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9550, loss_cls: 3.8446, loss: 3.8446 +2025-06-20 04:44:04,842 - pyskl - INFO - Epoch [61][2800/3940] lr: 1.619e-02, eta: 1 day, 19:32:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9581, loss_cls: 3.9167, loss: 3.9167 +2025-06-20 04:44:49,239 - pyskl - INFO - Epoch [61][2900/3940] lr: 1.618e-02, eta: 1 day, 19:31:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.8018, loss: 3.8018 +2025-06-20 04:45:33,521 - pyskl - INFO - Epoch [61][3000/3940] lr: 1.617e-02, eta: 1 day, 19:30:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 3.7467, loss: 3.7467 +2025-06-20 04:46:17,763 - pyskl - INFO - Epoch [61][3100/3940] lr: 1.617e-02, eta: 1 day, 19:30:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 3.8134, loss: 3.8134 +2025-06-20 04:47:02,058 - pyskl - INFO - Epoch [61][3200/3940] lr: 1.616e-02, eta: 1 day, 19:29:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9569, loss_cls: 3.8675, loss: 3.8675 +2025-06-20 04:47:46,397 - pyskl - INFO - Epoch [61][3300/3940] lr: 1.615e-02, eta: 1 day, 19:28:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9563, loss_cls: 3.7620, loss: 3.7620 +2025-06-20 04:48:30,785 - pyskl - INFO - Epoch [61][3400/3940] lr: 1.615e-02, eta: 1 day, 19:27:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 3.7531, loss: 3.7531 +2025-06-20 04:49:15,170 - pyskl - INFO - Epoch [61][3500/3940] lr: 1.614e-02, eta: 1 day, 19:27:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9594, loss_cls: 3.8363, loss: 3.8363 +2025-06-20 04:49:59,570 - pyskl - INFO - Epoch [61][3600/3940] lr: 1.613e-02, eta: 1 day, 19:26:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9581, loss_cls: 3.8225, loss: 3.8225 +2025-06-20 04:50:43,918 - pyskl - INFO - Epoch [61][3700/3940] lr: 1.613e-02, eta: 1 day, 19:25:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 3.8048, loss: 3.8048 +2025-06-20 04:51:28,351 - pyskl - INFO - Epoch [61][3800/3940] lr: 1.612e-02, eta: 1 day, 19:24:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9600, loss_cls: 3.8073, loss: 3.8073 +2025-06-20 04:52:12,774 - pyskl - INFO - Epoch [61][3900/3940] lr: 1.612e-02, eta: 1 day, 19:24:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 3.7339, loss: 3.7339 +2025-06-20 04:52:30,900 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-06-20 04:55:51,647 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 04:55:52,108 - pyskl - INFO - +top1_acc 0.6904 +top5_acc 0.9244 +2025-06-20 04:55:52,126 - pyskl - INFO - Epoch(val) [61][3183] top1_acc: 0.6904, top5_acc: 0.9244 +2025-06-20 04:57:01,248 - pyskl - INFO - Epoch [62][100/3940] lr: 1.611e-02, eta: 1 day, 19:23:15, time: 0.691, data_time: 0.251, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.6948, loss: 3.6948 +2025-06-20 04:57:45,373 - pyskl - INFO - Epoch [62][200/3940] lr: 1.610e-02, eta: 1 day, 19:22:30, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 3.7777, loss: 3.7777 +2025-06-20 04:58:29,471 - pyskl - INFO - Epoch [62][300/3940] lr: 1.609e-02, eta: 1 day, 19:21:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 3.7958, loss: 3.7958 +2025-06-20 04:59:13,543 - pyskl - INFO - Epoch [62][400/3940] lr: 1.609e-02, eta: 1 day, 19:21:00, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 3.8090, loss: 3.8090 +2025-06-20 04:59:57,598 - pyskl - INFO - Epoch [62][500/3940] lr: 1.608e-02, eta: 1 day, 19:20:14, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 3.7837, loss: 3.7837 +2025-06-20 05:00:41,700 - pyskl - INFO - Epoch [62][600/3940] lr: 1.607e-02, eta: 1 day, 19:19:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 3.7457, loss: 3.7457 +2025-06-20 05:01:25,812 - pyskl - INFO - Epoch [62][700/3940] lr: 1.607e-02, eta: 1 day, 19:18:44, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 3.8122, loss: 3.8122 +2025-06-20 05:02:09,917 - pyskl - INFO - Epoch [62][800/3940] lr: 1.606e-02, eta: 1 day, 19:17:59, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9650, loss_cls: 3.6986, loss: 3.6986 +2025-06-20 05:02:54,074 - pyskl - INFO - Epoch [62][900/3940] lr: 1.606e-02, eta: 1 day, 19:17:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9669, loss_cls: 3.7592, loss: 3.7592 +2025-06-20 05:03:38,176 - pyskl - INFO - Epoch [62][1000/3940] lr: 1.605e-02, eta: 1 day, 19:16:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9544, loss_cls: 3.9944, loss: 3.9944 +2025-06-20 05:04:22,276 - pyskl - INFO - Epoch [62][1100/3940] lr: 1.604e-02, eta: 1 day, 19:15:43, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9544, loss_cls: 3.7413, loss: 3.7413 +2025-06-20 05:05:06,439 - pyskl - INFO - Epoch [62][1200/3940] lr: 1.604e-02, eta: 1 day, 19:14:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9606, loss_cls: 3.8061, loss: 3.8061 +2025-06-20 05:05:50,570 - pyskl - INFO - Epoch [62][1300/3940] lr: 1.603e-02, eta: 1 day, 19:14:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.7382, loss: 3.7382 +2025-06-20 05:06:34,670 - pyskl - INFO - Epoch [62][1400/3940] lr: 1.602e-02, eta: 1 day, 19:13:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9525, loss_cls: 3.8687, loss: 3.8687 +2025-06-20 05:07:18,794 - pyskl - INFO - Epoch [62][1500/3940] lr: 1.602e-02, eta: 1 day, 19:12:43, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9537, loss_cls: 3.8312, loss: 3.8312 +2025-06-20 05:08:02,946 - pyskl - INFO - Epoch [62][1600/3940] lr: 1.601e-02, eta: 1 day, 19:11:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 3.8967, loss: 3.8967 +2025-06-20 05:08:47,034 - pyskl - INFO - Epoch [62][1700/3940] lr: 1.600e-02, eta: 1 day, 19:11:12, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9575, loss_cls: 3.8349, loss: 3.8349 +2025-06-20 05:09:31,130 - pyskl - INFO - Epoch [62][1800/3940] lr: 1.600e-02, eta: 1 day, 19:10:27, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9625, loss_cls: 3.8634, loss: 3.8634 +2025-06-20 05:10:15,287 - pyskl - INFO - Epoch [62][1900/3940] lr: 1.599e-02, eta: 1 day, 19:09:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9625, loss_cls: 3.6599, loss: 3.6599 +2025-06-20 05:10:59,385 - pyskl - INFO - Epoch [62][2000/3940] lr: 1.599e-02, eta: 1 day, 19:08:57, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9669, loss_cls: 3.8088, loss: 3.8088 +2025-06-20 05:11:43,490 - pyskl - INFO - Epoch [62][2100/3940] lr: 1.598e-02, eta: 1 day, 19:08:11, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 3.7842, loss: 3.7842 +2025-06-20 05:12:27,589 - pyskl - INFO - Epoch [62][2200/3940] lr: 1.597e-02, eta: 1 day, 19:07:26, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 3.8336, loss: 3.8336 +2025-06-20 05:13:11,715 - pyskl - INFO - Epoch [62][2300/3940] lr: 1.597e-02, eta: 1 day, 19:06:41, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 3.8373, loss: 3.8373 +2025-06-20 05:13:55,857 - pyskl - INFO - Epoch [62][2400/3940] lr: 1.596e-02, eta: 1 day, 19:05:56, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9575, loss_cls: 3.8934, loss: 3.8934 +2025-06-20 05:14:39,936 - pyskl - INFO - Epoch [62][2500/3940] lr: 1.595e-02, eta: 1 day, 19:05:11, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 3.7112, loss: 3.7112 +2025-06-20 05:15:24,125 - pyskl - INFO - Epoch [62][2600/3940] lr: 1.595e-02, eta: 1 day, 19:04:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9619, loss_cls: 3.6183, loss: 3.6183 +2025-06-20 05:16:08,327 - pyskl - INFO - Epoch [62][2700/3940] lr: 1.594e-02, eta: 1 day, 19:03:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9656, loss_cls: 3.7289, loss: 3.7289 +2025-06-20 05:16:52,518 - pyskl - INFO - Epoch [62][2800/3940] lr: 1.593e-02, eta: 1 day, 19:02:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9544, loss_cls: 3.8625, loss: 3.8625 +2025-06-20 05:17:36,733 - pyskl - INFO - Epoch [62][2900/3940] lr: 1.593e-02, eta: 1 day, 19:02:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9587, loss_cls: 3.7814, loss: 3.7814 +2025-06-20 05:18:20,921 - pyskl - INFO - Epoch [62][3000/3940] lr: 1.592e-02, eta: 1 day, 19:01:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.6910, loss: 3.6910 +2025-06-20 05:19:05,082 - pyskl - INFO - Epoch [62][3100/3940] lr: 1.592e-02, eta: 1 day, 19:00:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 3.8185, loss: 3.8185 +2025-06-20 05:19:49,227 - pyskl - INFO - Epoch [62][3200/3940] lr: 1.591e-02, eta: 1 day, 18:59:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 3.8068, loss: 3.8068 +2025-06-20 05:20:33,457 - pyskl - INFO - Epoch [62][3300/3940] lr: 1.590e-02, eta: 1 day, 18:59:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9581, loss_cls: 3.7725, loss: 3.7725 +2025-06-20 05:21:17,633 - pyskl - INFO - Epoch [62][3400/3940] lr: 1.590e-02, eta: 1 day, 18:58:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9712, loss_cls: 3.7198, loss: 3.7198 +2025-06-20 05:22:01,716 - pyskl - INFO - Epoch [62][3500/3940] lr: 1.589e-02, eta: 1 day, 18:57:40, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9569, loss_cls: 3.8740, loss: 3.8740 +2025-06-20 05:22:45,852 - pyskl - INFO - Epoch [62][3600/3940] lr: 1.588e-02, eta: 1 day, 18:56:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9606, loss_cls: 3.8314, loss: 3.8314 +2025-06-20 05:23:30,193 - pyskl - INFO - Epoch [62][3700/3940] lr: 1.588e-02, eta: 1 day, 18:56:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 3.6333, loss: 3.6333 +2025-06-20 05:24:14,417 - pyskl - INFO - Epoch [62][3800/3940] lr: 1.587e-02, eta: 1 day, 18:55:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 3.9365, loss: 3.9365 +2025-06-20 05:24:58,611 - pyskl - INFO - Epoch [62][3900/3940] lr: 1.586e-02, eta: 1 day, 18:54:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.8101, loss: 3.8101 +2025-06-20 05:25:16,535 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-06-20 05:28:37,445 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 05:28:37,906 - pyskl - INFO - +top1_acc 0.7295 +top5_acc 0.9359 +2025-06-20 05:28:37,931 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_50.pth was removed +2025-06-20 05:28:38,953 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_62.pth. +2025-06-20 05:28:38,955 - pyskl - INFO - Best top1_acc is 0.7295 at 62 epoch. +2025-06-20 05:28:38,972 - pyskl - INFO - Epoch(val) [62][3183] top1_acc: 0.7295, top5_acc: 0.9359 +2025-06-20 05:29:48,428 - pyskl - INFO - Epoch [63][100/3940] lr: 1.586e-02, eta: 1 day, 18:53:47, time: 0.694, data_time: 0.253, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 3.6039, loss: 3.6039 +2025-06-20 05:30:32,604 - pyskl - INFO - Epoch [63][200/3940] lr: 1.585e-02, eta: 1 day, 18:53:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9556, loss_cls: 3.8451, loss: 3.8451 +2025-06-20 05:31:16,880 - pyskl - INFO - Epoch [63][300/3940] lr: 1.584e-02, eta: 1 day, 18:52:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9581, loss_cls: 3.7450, loss: 3.7450 +2025-06-20 05:32:01,121 - pyskl - INFO - Epoch [63][400/3940] lr: 1.584e-02, eta: 1 day, 18:51:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9644, loss_cls: 3.6588, loss: 3.6588 +2025-06-20 05:32:45,331 - pyskl - INFO - Epoch [63][500/3940] lr: 1.583e-02, eta: 1 day, 18:50:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9656, loss_cls: 3.7225, loss: 3.7225 +2025-06-20 05:33:29,642 - pyskl - INFO - Epoch [63][600/3940] lr: 1.582e-02, eta: 1 day, 18:50:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9606, loss_cls: 3.7394, loss: 3.7394 +2025-06-20 05:34:13,743 - pyskl - INFO - Epoch [63][700/3940] lr: 1.582e-02, eta: 1 day, 18:49:17, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9594, loss_cls: 3.8425, loss: 3.8425 +2025-06-20 05:34:57,941 - pyskl - INFO - Epoch [63][800/3940] lr: 1.581e-02, eta: 1 day, 18:48:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9681, loss_cls: 3.6062, loss: 3.6062 +2025-06-20 05:35:42,024 - pyskl - INFO - Epoch [63][900/3940] lr: 1.580e-02, eta: 1 day, 18:47:47, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9550, loss_cls: 3.8356, loss: 3.8356 +2025-06-20 05:36:26,147 - pyskl - INFO - Epoch [63][1000/3940] lr: 1.580e-02, eta: 1 day, 18:47:02, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9631, loss_cls: 3.7444, loss: 3.7444 +2025-06-20 05:37:10,272 - pyskl - INFO - Epoch [63][1100/3940] lr: 1.579e-02, eta: 1 day, 18:46:17, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 3.6486, loss: 3.6486 +2025-06-20 05:37:54,352 - pyskl - INFO - Epoch [63][1200/3940] lr: 1.578e-02, eta: 1 day, 18:45:32, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 3.8721, loss: 3.8721 +2025-06-20 05:38:38,432 - pyskl - INFO - Epoch [63][1300/3940] lr: 1.578e-02, eta: 1 day, 18:44:46, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9575, loss_cls: 3.7314, loss: 3.7314 +2025-06-20 05:39:22,541 - pyskl - INFO - Epoch [63][1400/3940] lr: 1.577e-02, eta: 1 day, 18:44:01, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 3.7682, loss: 3.7682 +2025-06-20 05:40:06,690 - pyskl - INFO - Epoch [63][1500/3940] lr: 1.577e-02, eta: 1 day, 18:43:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 3.8100, loss: 3.8100 +2025-06-20 05:40:50,825 - pyskl - INFO - Epoch [63][1600/3940] lr: 1.576e-02, eta: 1 day, 18:42:31, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 3.8183, loss: 3.8183 +2025-06-20 05:41:35,047 - pyskl - INFO - Epoch [63][1700/3940] lr: 1.575e-02, eta: 1 day, 18:41:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9606, loss_cls: 3.7242, loss: 3.7242 +2025-06-20 05:42:19,151 - pyskl - INFO - Epoch [63][1800/3940] lr: 1.575e-02, eta: 1 day, 18:41:01, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 3.7423, loss: 3.7423 +2025-06-20 05:43:03,315 - pyskl - INFO - Epoch [63][1900/3940] lr: 1.574e-02, eta: 1 day, 18:40:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9637, loss_cls: 3.9823, loss: 3.9823 +2025-06-20 05:43:47,430 - pyskl - INFO - Epoch [63][2000/3940] lr: 1.573e-02, eta: 1 day, 18:39:30, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9581, loss_cls: 3.7067, loss: 3.7067 +2025-06-20 05:44:31,540 - pyskl - INFO - Epoch [63][2100/3940] lr: 1.573e-02, eta: 1 day, 18:38:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9569, loss_cls: 3.8166, loss: 3.8166 +2025-06-20 05:45:15,686 - pyskl - INFO - Epoch [63][2200/3940] lr: 1.572e-02, eta: 1 day, 18:38:00, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.7603, loss: 3.7603 +2025-06-20 05:45:59,786 - pyskl - INFO - Epoch [63][2300/3940] lr: 1.571e-02, eta: 1 day, 18:37:15, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9631, loss_cls: 3.8304, loss: 3.8304 +2025-06-20 05:46:43,947 - pyskl - INFO - Epoch [63][2400/3940] lr: 1.571e-02, eta: 1 day, 18:36:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 3.6783, loss: 3.6783 +2025-06-20 05:47:28,171 - pyskl - INFO - Epoch [63][2500/3940] lr: 1.570e-02, eta: 1 day, 18:35:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 3.6676, loss: 3.6676 +2025-06-20 05:48:12,381 - pyskl - INFO - Epoch [63][2600/3940] lr: 1.569e-02, eta: 1 day, 18:35:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 3.9287, loss: 3.9287 +2025-06-20 05:48:56,634 - pyskl - INFO - Epoch [63][2700/3940] lr: 1.569e-02, eta: 1 day, 18:34:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.6060, loss: 3.6060 +2025-06-20 05:49:40,744 - pyskl - INFO - Epoch [63][2800/3940] lr: 1.568e-02, eta: 1 day, 18:33:30, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9637, loss_cls: 3.6951, loss: 3.6951 +2025-06-20 05:50:24,848 - pyskl - INFO - Epoch [63][2900/3940] lr: 1.568e-02, eta: 1 day, 18:32:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9600, loss_cls: 3.9125, loss: 3.9125 +2025-06-20 05:51:09,128 - pyskl - INFO - Epoch [63][3000/3940] lr: 1.567e-02, eta: 1 day, 18:32:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9581, loss_cls: 3.9060, loss: 3.9060 +2025-06-20 05:51:53,326 - pyskl - INFO - Epoch [63][3100/3940] lr: 1.566e-02, eta: 1 day, 18:31:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9563, loss_cls: 3.8673, loss: 3.8673 +2025-06-20 05:52:37,573 - pyskl - INFO - Epoch [63][3200/3940] lr: 1.566e-02, eta: 1 day, 18:30:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 3.7840, loss: 3.7840 +2025-06-20 05:53:21,713 - pyskl - INFO - Epoch [63][3300/3940] lr: 1.565e-02, eta: 1 day, 18:29:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9694, loss_cls: 3.7538, loss: 3.7538 +2025-06-20 05:54:05,947 - pyskl - INFO - Epoch [63][3400/3940] lr: 1.564e-02, eta: 1 day, 18:29:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 3.8609, loss: 3.8609 +2025-06-20 05:54:50,149 - pyskl - INFO - Epoch [63][3500/3940] lr: 1.564e-02, eta: 1 day, 18:28:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 3.7002, loss: 3.7002 +2025-06-20 05:55:34,329 - pyskl - INFO - Epoch [63][3600/3940] lr: 1.563e-02, eta: 1 day, 18:27:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9625, loss_cls: 3.6360, loss: 3.6360 +2025-06-20 05:56:18,581 - pyskl - INFO - Epoch [63][3700/3940] lr: 1.562e-02, eta: 1 day, 18:26:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9681, loss_cls: 3.8172, loss: 3.8172 +2025-06-20 05:57:02,876 - pyskl - INFO - Epoch [63][3800/3940] lr: 1.562e-02, eta: 1 day, 18:26:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9681, loss_cls: 3.7681, loss: 3.7681 +2025-06-20 05:57:47,160 - pyskl - INFO - Epoch [63][3900/3940] lr: 1.561e-02, eta: 1 day, 18:25:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9594, loss_cls: 3.9484, loss: 3.9484 +2025-06-20 05:58:05,187 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-06-20 06:01:26,051 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 06:01:26,520 - pyskl - INFO - +top1_acc 0.7022 +top5_acc 0.9336 +2025-06-20 06:01:26,538 - pyskl - INFO - Epoch(val) [63][3183] top1_acc: 0.7022, top5_acc: 0.9336 +2025-06-20 06:02:35,797 - pyskl - INFO - Epoch [64][100/3940] lr: 1.560e-02, eta: 1 day, 18:24:22, time: 0.693, data_time: 0.250, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9531, loss_cls: 3.8221, loss: 3.8221 +2025-06-20 06:03:19,961 - pyskl - INFO - Epoch [64][200/3940] lr: 1.560e-02, eta: 1 day, 18:23:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 3.6039, loss: 3.6039 +2025-06-20 06:04:04,277 - pyskl - INFO - Epoch [64][300/3940] lr: 1.559e-02, eta: 1 day, 18:22:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9719, loss_cls: 3.8223, loss: 3.8223 +2025-06-20 06:04:48,496 - pyskl - INFO - Epoch [64][400/3940] lr: 1.558e-02, eta: 1 day, 18:22:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.6171, loss: 3.6171 +2025-06-20 06:05:32,726 - pyskl - INFO - Epoch [64][500/3940] lr: 1.558e-02, eta: 1 day, 18:21:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 3.7361, loss: 3.7361 +2025-06-20 06:06:16,870 - pyskl - INFO - Epoch [64][600/3940] lr: 1.557e-02, eta: 1 day, 18:20:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 3.7913, loss: 3.7913 +2025-06-20 06:07:01,064 - pyskl - INFO - Epoch [64][700/3940] lr: 1.556e-02, eta: 1 day, 18:19:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 3.6932, loss: 3.6932 +2025-06-20 06:07:45,284 - pyskl - INFO - Epoch [64][800/3940] lr: 1.556e-02, eta: 1 day, 18:19:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9631, loss_cls: 3.5986, loss: 3.5986 +2025-06-20 06:08:29,541 - pyskl - INFO - Epoch [64][900/3940] lr: 1.555e-02, eta: 1 day, 18:18:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 3.7593, loss: 3.7593 +2025-06-20 06:09:13,729 - pyskl - INFO - Epoch [64][1000/3940] lr: 1.554e-02, eta: 1 day, 18:17:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9594, loss_cls: 3.8170, loss: 3.8170 +2025-06-20 06:09:57,972 - pyskl - INFO - Epoch [64][1100/3940] lr: 1.554e-02, eta: 1 day, 18:16:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 3.7534, loss: 3.7534 +2025-06-20 06:10:42,253 - pyskl - INFO - Epoch [64][1200/3940] lr: 1.553e-02, eta: 1 day, 18:16:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9606, loss_cls: 3.8130, loss: 3.8130 +2025-06-20 06:11:26,512 - pyskl - INFO - Epoch [64][1300/3940] lr: 1.552e-02, eta: 1 day, 18:15:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9519, loss_cls: 3.7941, loss: 3.7941 +2025-06-20 06:12:10,770 - pyskl - INFO - Epoch [64][1400/3940] lr: 1.552e-02, eta: 1 day, 18:14:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.7765, loss: 3.7765 +2025-06-20 06:12:55,013 - pyskl - INFO - Epoch [64][1500/3940] lr: 1.551e-02, eta: 1 day, 18:13:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9594, loss_cls: 3.7960, loss: 3.7960 +2025-06-20 06:13:39,242 - pyskl - INFO - Epoch [64][1600/3940] lr: 1.551e-02, eta: 1 day, 18:13:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9544, loss_cls: 3.9077, loss: 3.9077 +2025-06-20 06:14:23,465 - pyskl - INFO - Epoch [64][1700/3940] lr: 1.550e-02, eta: 1 day, 18:12:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 3.6290, loss: 3.6290 +2025-06-20 06:15:07,704 - pyskl - INFO - Epoch [64][1800/3940] lr: 1.549e-02, eta: 1 day, 18:11:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9575, loss_cls: 3.7975, loss: 3.7975 +2025-06-20 06:15:51,871 - pyskl - INFO - Epoch [64][1900/3940] lr: 1.549e-02, eta: 1 day, 18:10:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9587, loss_cls: 3.8170, loss: 3.8170 +2025-06-20 06:16:36,041 - pyskl - INFO - Epoch [64][2000/3940] lr: 1.548e-02, eta: 1 day, 18:10:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9594, loss_cls: 3.6831, loss: 3.6831 +2025-06-20 06:17:20,286 - pyskl - INFO - Epoch [64][2100/3940] lr: 1.547e-02, eta: 1 day, 18:09:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9513, loss_cls: 3.9146, loss: 3.9146 +2025-06-20 06:18:04,479 - pyskl - INFO - Epoch [64][2200/3940] lr: 1.547e-02, eta: 1 day, 18:08:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 3.7917, loss: 3.7917 +2025-06-20 06:18:48,685 - pyskl - INFO - Epoch [64][2300/3940] lr: 1.546e-02, eta: 1 day, 18:07:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 3.7055, loss: 3.7055 +2025-06-20 06:19:32,856 - pyskl - INFO - Epoch [64][2400/3940] lr: 1.545e-02, eta: 1 day, 18:07:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 3.8539, loss: 3.8539 +2025-06-20 06:20:17,023 - pyskl - INFO - Epoch [64][2500/3940] lr: 1.545e-02, eta: 1 day, 18:06:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9531, loss_cls: 3.7718, loss: 3.7718 +2025-06-20 06:21:01,200 - pyskl - INFO - Epoch [64][2600/3940] lr: 1.544e-02, eta: 1 day, 18:05:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9613, loss_cls: 3.7154, loss: 3.7154 +2025-06-20 06:21:45,382 - pyskl - INFO - Epoch [64][2700/3940] lr: 1.543e-02, eta: 1 day, 18:04:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 3.7438, loss: 3.7438 +2025-06-20 06:22:29,571 - pyskl - INFO - Epoch [64][2800/3940] lr: 1.543e-02, eta: 1 day, 18:04:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 3.7503, loss: 3.7503 +2025-06-20 06:23:13,776 - pyskl - INFO - Epoch [64][2900/3940] lr: 1.542e-02, eta: 1 day, 18:03:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9569, loss_cls: 3.9252, loss: 3.9252 +2025-06-20 06:23:57,972 - pyskl - INFO - Epoch [64][3000/3940] lr: 1.542e-02, eta: 1 day, 18:02:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 3.8586, loss: 3.8586 +2025-06-20 06:24:42,164 - pyskl - INFO - Epoch [64][3100/3940] lr: 1.541e-02, eta: 1 day, 18:01:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9587, loss_cls: 3.7274, loss: 3.7274 +2025-06-20 06:25:26,369 - pyskl - INFO - Epoch [64][3200/3940] lr: 1.540e-02, eta: 1 day, 18:01:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9575, loss_cls: 3.7856, loss: 3.7856 +2025-06-20 06:26:10,572 - pyskl - INFO - Epoch [64][3300/3940] lr: 1.540e-02, eta: 1 day, 18:00:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9631, loss_cls: 3.6583, loss: 3.6583 +2025-06-20 06:26:54,811 - pyskl - INFO - Epoch [64][3400/3940] lr: 1.539e-02, eta: 1 day, 17:59:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9556, loss_cls: 3.7928, loss: 3.7928 +2025-06-20 06:27:39,060 - pyskl - INFO - Epoch [64][3500/3940] lr: 1.538e-02, eta: 1 day, 17:58:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9569, loss_cls: 3.7040, loss: 3.7040 +2025-06-20 06:28:23,250 - pyskl - INFO - Epoch [64][3600/3940] lr: 1.538e-02, eta: 1 day, 17:58:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 3.6732, loss: 3.6732 +2025-06-20 06:29:07,522 - pyskl - INFO - Epoch [64][3700/3940] lr: 1.537e-02, eta: 1 day, 17:57:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9619, loss_cls: 3.7193, loss: 3.7193 +2025-06-20 06:29:51,733 - pyskl - INFO - Epoch [64][3800/3940] lr: 1.536e-02, eta: 1 day, 17:56:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.7925, loss: 3.7925 +2025-06-20 06:30:35,941 - pyskl - INFO - Epoch [64][3900/3940] lr: 1.536e-02, eta: 1 day, 17:55:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.7499, loss: 3.7499 +2025-06-20 06:30:53,942 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-06-20 06:34:14,645 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 06:34:15,110 - pyskl - INFO - +top1_acc 0.6943 +top5_acc 0.9176 +2025-06-20 06:34:15,127 - pyskl - INFO - Epoch(val) [64][3183] top1_acc: 0.6943, top5_acc: 0.9176 +2025-06-20 06:35:24,447 - pyskl - INFO - Epoch [65][100/3940] lr: 1.535e-02, eta: 1 day, 17:54:59, time: 0.693, data_time: 0.251, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 3.7341, loss: 3.7341 +2025-06-20 06:36:08,778 - pyskl - INFO - Epoch [65][200/3940] lr: 1.534e-02, eta: 1 day, 17:54:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 3.7923, loss: 3.7923 +2025-06-20 06:36:53,015 - pyskl - INFO - Epoch [65][300/3940] lr: 1.534e-02, eta: 1 day, 17:53:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9631, loss_cls: 3.7401, loss: 3.7401 +2025-06-20 06:37:37,345 - pyskl - INFO - Epoch [65][400/3940] lr: 1.533e-02, eta: 1 day, 17:52:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 3.6664, loss: 3.6664 +2025-06-20 06:38:21,718 - pyskl - INFO - Epoch [65][500/3940] lr: 1.532e-02, eta: 1 day, 17:51:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9600, loss_cls: 3.7759, loss: 3.7759 +2025-06-20 06:39:06,012 - pyskl - INFO - Epoch [65][600/3940] lr: 1.532e-02, eta: 1 day, 17:51:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9644, loss_cls: 3.5714, loss: 3.5714 +2025-06-20 06:39:50,285 - pyskl - INFO - Epoch [65][700/3940] lr: 1.531e-02, eta: 1 day, 17:50:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.6577, loss: 3.6577 +2025-06-20 06:40:34,645 - pyskl - INFO - Epoch [65][800/3940] lr: 1.530e-02, eta: 1 day, 17:49:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9631, loss_cls: 3.7501, loss: 3.7501 +2025-06-20 06:41:19,034 - pyskl - INFO - Epoch [65][900/3940] lr: 1.530e-02, eta: 1 day, 17:49:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9550, loss_cls: 3.9833, loss: 3.9833 +2025-06-20 06:42:03,354 - pyskl - INFO - Epoch [65][1000/3940] lr: 1.529e-02, eta: 1 day, 17:48:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9594, loss_cls: 3.7701, loss: 3.7701 +2025-06-20 06:42:47,771 - pyskl - INFO - Epoch [65][1100/3940] lr: 1.528e-02, eta: 1 day, 17:47:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9663, loss_cls: 3.6566, loss: 3.6566 +2025-06-20 06:43:32,057 - pyskl - INFO - Epoch [65][1200/3940] lr: 1.528e-02, eta: 1 day, 17:46:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 3.7697, loss: 3.7697 +2025-06-20 06:44:16,323 - pyskl - INFO - Epoch [65][1300/3940] lr: 1.527e-02, eta: 1 day, 17:46:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 3.5693, loss: 3.5693 +2025-06-20 06:45:00,538 - pyskl - INFO - Epoch [65][1400/3940] lr: 1.526e-02, eta: 1 day, 17:45:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9694, loss_cls: 3.6464, loss: 3.6464 +2025-06-20 06:45:44,825 - pyskl - INFO - Epoch [65][1500/3940] lr: 1.526e-02, eta: 1 day, 17:44:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 3.7632, loss: 3.7632 +2025-06-20 06:46:29,056 - pyskl - INFO - Epoch [65][1600/3940] lr: 1.525e-02, eta: 1 day, 17:43:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.7428, loss: 3.7428 +2025-06-20 06:47:13,313 - pyskl - INFO - Epoch [65][1700/3940] lr: 1.524e-02, eta: 1 day, 17:43:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9606, loss_cls: 3.7563, loss: 3.7563 +2025-06-20 06:47:57,577 - pyskl - INFO - Epoch [65][1800/3940] lr: 1.524e-02, eta: 1 day, 17:42:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9613, loss_cls: 3.6085, loss: 3.6085 +2025-06-20 06:48:41,842 - pyskl - INFO - Epoch [65][1900/3940] lr: 1.523e-02, eta: 1 day, 17:41:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 3.6932, loss: 3.6932 +2025-06-20 06:49:26,109 - pyskl - INFO - Epoch [65][2000/3940] lr: 1.522e-02, eta: 1 day, 17:40:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9613, loss_cls: 3.6304, loss: 3.6304 +2025-06-20 06:50:10,356 - pyskl - INFO - Epoch [65][2100/3940] lr: 1.522e-02, eta: 1 day, 17:40:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 3.7417, loss: 3.7417 +2025-06-20 06:50:54,647 - pyskl - INFO - Epoch [65][2200/3940] lr: 1.521e-02, eta: 1 day, 17:39:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9569, loss_cls: 3.8362, loss: 3.8362 +2025-06-20 06:51:38,887 - pyskl - INFO - Epoch [65][2300/3940] lr: 1.521e-02, eta: 1 day, 17:38:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 3.7411, loss: 3.7411 +2025-06-20 06:52:23,088 - pyskl - INFO - Epoch [65][2400/3940] lr: 1.520e-02, eta: 1 day, 17:37:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9594, loss_cls: 3.7458, loss: 3.7458 +2025-06-20 06:53:07,312 - pyskl - INFO - Epoch [65][2500/3940] lr: 1.519e-02, eta: 1 day, 17:37:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 3.7117, loss: 3.7117 +2025-06-20 06:53:51,566 - pyskl - INFO - Epoch [65][2600/3940] lr: 1.519e-02, eta: 1 day, 17:36:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 3.6529, loss: 3.6529 +2025-06-20 06:54:35,825 - pyskl - INFO - Epoch [65][2700/3940] lr: 1.518e-02, eta: 1 day, 17:35:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9600, loss_cls: 3.6995, loss: 3.6995 +2025-06-20 06:55:20,064 - pyskl - INFO - Epoch [65][2800/3940] lr: 1.517e-02, eta: 1 day, 17:34:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 3.6583, loss: 3.6583 +2025-06-20 06:56:04,247 - pyskl - INFO - Epoch [65][2900/3940] lr: 1.517e-02, eta: 1 day, 17:34:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 3.7327, loss: 3.7327 +2025-06-20 06:56:48,401 - pyskl - INFO - Epoch [65][3000/3940] lr: 1.516e-02, eta: 1 day, 17:33:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 3.7444, loss: 3.7444 +2025-06-20 06:57:32,459 - pyskl - INFO - Epoch [65][3100/3940] lr: 1.515e-02, eta: 1 day, 17:32:31, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9613, loss_cls: 3.6315, loss: 3.6315 +2025-06-20 06:58:16,648 - pyskl - INFO - Epoch [65][3200/3940] lr: 1.515e-02, eta: 1 day, 17:31:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 3.8625, loss: 3.8625 +2025-06-20 06:59:00,766 - pyskl - INFO - Epoch [65][3300/3940] lr: 1.514e-02, eta: 1 day, 17:31:01, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9631, loss_cls: 3.7809, loss: 3.7809 +2025-06-20 06:59:44,749 - pyskl - INFO - Epoch [65][3400/3940] lr: 1.513e-02, eta: 1 day, 17:30:16, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9563, loss_cls: 3.8689, loss: 3.8689 +2025-06-20 07:00:28,820 - pyskl - INFO - Epoch [65][3500/3940] lr: 1.513e-02, eta: 1 day, 17:29:31, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 3.7787, loss: 3.7787 +2025-06-20 07:01:12,888 - pyskl - INFO - Epoch [65][3600/3940] lr: 1.512e-02, eta: 1 day, 17:28:46, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9675, loss_cls: 3.8539, loss: 3.8539 +2025-06-20 07:01:56,992 - pyskl - INFO - Epoch [65][3700/3940] lr: 1.511e-02, eta: 1 day, 17:28:00, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 3.8220, loss: 3.8220 +2025-06-20 07:02:41,089 - pyskl - INFO - Epoch [65][3800/3940] lr: 1.511e-02, eta: 1 day, 17:27:15, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9613, loss_cls: 3.6612, loss: 3.6612 +2025-06-20 07:03:25,161 - pyskl - INFO - Epoch [65][3900/3940] lr: 1.510e-02, eta: 1 day, 17:26:30, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9594, loss_cls: 3.7652, loss: 3.7652 +2025-06-20 07:03:43,088 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-06-20 07:21:51,763 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 07:21:52,228 - pyskl - INFO - +top1_acc 0.6904 +top5_acc 0.9076 +2025-06-20 07:21:52,249 - pyskl - INFO - Epoch(val) [65][3183] top1_acc: 0.6904, top5_acc: 0.9076 +2025-06-20 07:23:01,128 - pyskl - INFO - Epoch [66][100/3940] lr: 1.509e-02, eta: 1 day, 17:25:36, time: 0.689, data_time: 0.248, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9644, loss_cls: 3.6781, loss: 3.6781 +2025-06-20 07:23:45,228 - pyskl - INFO - Epoch [66][200/3940] lr: 1.509e-02, eta: 1 day, 17:24:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.5895, loss: 3.5895 +2025-06-20 07:24:29,357 - pyskl - INFO - Epoch [66][300/3940] lr: 1.508e-02, eta: 1 day, 17:24:06, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 3.7502, loss: 3.7502 +2025-06-20 07:25:13,457 - pyskl - INFO - Epoch [66][400/3940] lr: 1.507e-02, eta: 1 day, 17:23:21, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.5640, loss: 3.5640 +2025-06-20 07:25:57,573 - pyskl - INFO - Epoch [66][500/3940] lr: 1.507e-02, eta: 1 day, 17:22:36, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9631, loss_cls: 3.5830, loss: 3.5830 +2025-06-20 07:26:41,683 - pyskl - INFO - Epoch [66][600/3940] lr: 1.506e-02, eta: 1 day, 17:21:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.7002, loss: 3.7002 +2025-06-20 07:27:25,803 - pyskl - INFO - Epoch [66][700/3940] lr: 1.505e-02, eta: 1 day, 17:21:06, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9663, loss_cls: 3.6024, loss: 3.6024 +2025-06-20 07:28:09,883 - pyskl - INFO - Epoch [66][800/3940] lr: 1.505e-02, eta: 1 day, 17:20:21, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9519, loss_cls: 3.6703, loss: 3.6703 +2025-06-20 07:28:54,070 - pyskl - INFO - Epoch [66][900/3940] lr: 1.504e-02, eta: 1 day, 17:19:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 3.7789, loss: 3.7789 +2025-06-20 07:29:38,233 - pyskl - INFO - Epoch [66][1000/3940] lr: 1.503e-02, eta: 1 day, 17:18:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.5737, loss: 3.5737 +2025-06-20 07:30:22,403 - pyskl - INFO - Epoch [66][1100/3940] lr: 1.503e-02, eta: 1 day, 17:18:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.6365, loss: 3.6365 +2025-06-20 07:31:06,550 - pyskl - INFO - Epoch [66][1200/3940] lr: 1.502e-02, eta: 1 day, 17:17:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.7978, loss: 3.7978 +2025-06-20 07:31:50,715 - pyskl - INFO - Epoch [66][1300/3940] lr: 1.501e-02, eta: 1 day, 17:16:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9606, loss_cls: 3.7215, loss: 3.7215 +2025-06-20 07:32:34,829 - pyskl - INFO - Epoch [66][1400/3940] lr: 1.501e-02, eta: 1 day, 17:15:50, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 3.7182, loss: 3.7182 +2025-06-20 07:33:18,942 - pyskl - INFO - Epoch [66][1500/3940] lr: 1.500e-02, eta: 1 day, 17:15:05, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.8316, loss: 3.8316 +2025-06-20 07:34:03,040 - pyskl - INFO - Epoch [66][1600/3940] lr: 1.499e-02, eta: 1 day, 17:14:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 3.7174, loss: 3.7174 +2025-06-20 07:34:47,124 - pyskl - INFO - Epoch [66][1700/3940] lr: 1.499e-02, eta: 1 day, 17:13:35, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9631, loss_cls: 3.7167, loss: 3.7167 +2025-06-20 07:35:31,169 - pyskl - INFO - Epoch [66][1800/3940] lr: 1.498e-02, eta: 1 day, 17:12:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 3.7158, loss: 3.7158 +2025-06-20 07:36:15,194 - pyskl - INFO - Epoch [66][1900/3940] lr: 1.498e-02, eta: 1 day, 17:12:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 3.7802, loss: 3.7802 +2025-06-20 07:36:59,261 - pyskl - INFO - Epoch [66][2000/3940] lr: 1.497e-02, eta: 1 day, 17:11:19, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 3.6703, loss: 3.6703 +2025-06-20 07:37:43,302 - pyskl - INFO - Epoch [66][2100/3940] lr: 1.496e-02, eta: 1 day, 17:10:34, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9556, loss_cls: 3.8129, loss: 3.8129 +2025-06-20 07:38:27,457 - pyskl - INFO - Epoch [66][2200/3940] lr: 1.496e-02, eta: 1 day, 17:09:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 3.7107, loss: 3.7107 +2025-06-20 07:39:11,497 - pyskl - INFO - Epoch [66][2300/3940] lr: 1.495e-02, eta: 1 day, 17:09:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 3.8123, loss: 3.8123 +2025-06-20 07:39:55,595 - pyskl - INFO - Epoch [66][2400/3940] lr: 1.494e-02, eta: 1 day, 17:08:19, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 3.8023, loss: 3.8023 +2025-06-20 07:40:39,736 - pyskl - INFO - Epoch [66][2500/3940] lr: 1.494e-02, eta: 1 day, 17:07:34, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.7466, loss: 3.7466 +2025-06-20 07:41:23,875 - pyskl - INFO - Epoch [66][2600/3940] lr: 1.493e-02, eta: 1 day, 17:06:49, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9613, loss_cls: 3.8488, loss: 3.8488 +2025-06-20 07:42:08,032 - pyskl - INFO - Epoch [66][2700/3940] lr: 1.492e-02, eta: 1 day, 17:06:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9550, loss_cls: 3.7623, loss: 3.7623 +2025-06-20 07:42:52,132 - pyskl - INFO - Epoch [66][2800/3940] lr: 1.492e-02, eta: 1 day, 17:05:19, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.7222, loss: 3.7222 +2025-06-20 07:43:36,233 - pyskl - INFO - Epoch [66][2900/3940] lr: 1.491e-02, eta: 1 day, 17:04:33, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 3.8582, loss: 3.8582 +2025-06-20 07:44:20,331 - pyskl - INFO - Epoch [66][3000/3940] lr: 1.490e-02, eta: 1 day, 17:03:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.6331, loss: 3.6331 +2025-06-20 07:45:04,549 - pyskl - INFO - Epoch [66][3100/3940] lr: 1.490e-02, eta: 1 day, 17:03:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9756, loss_cls: 3.6735, loss: 3.6735 +2025-06-20 07:45:48,785 - pyskl - INFO - Epoch [66][3200/3940] lr: 1.489e-02, eta: 1 day, 17:02:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 3.6689, loss: 3.6689 +2025-06-20 07:46:32,947 - pyskl - INFO - Epoch [66][3300/3940] lr: 1.488e-02, eta: 1 day, 17:01:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9619, loss_cls: 3.7628, loss: 3.7628 +2025-06-20 07:47:17,180 - pyskl - INFO - Epoch [66][3400/3940] lr: 1.488e-02, eta: 1 day, 17:00:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9600, loss_cls: 3.7647, loss: 3.7647 +2025-06-20 07:48:01,358 - pyskl - INFO - Epoch [66][3500/3940] lr: 1.487e-02, eta: 1 day, 17:00:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 3.6372, loss: 3.6372 +2025-06-20 07:48:45,591 - pyskl - INFO - Epoch [66][3600/3940] lr: 1.486e-02, eta: 1 day, 16:59:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 3.8428, loss: 3.8428 +2025-06-20 07:49:29,759 - pyskl - INFO - Epoch [66][3700/3940] lr: 1.486e-02, eta: 1 day, 16:58:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 3.7541, loss: 3.7541 +2025-06-20 07:50:13,858 - pyskl - INFO - Epoch [66][3800/3940] lr: 1.485e-02, eta: 1 day, 16:57:49, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9675, loss_cls: 3.5790, loss: 3.5790 +2025-06-20 07:50:58,013 - pyskl - INFO - Epoch [66][3900/3940] lr: 1.484e-02, eta: 1 day, 16:57:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 3.8328, loss: 3.8328 +2025-06-20 07:51:15,980 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-06-20 07:54:36,754 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 07:54:37,211 - pyskl - INFO - +top1_acc 0.7087 +top5_acc 0.9211 +2025-06-20 07:54:37,228 - pyskl - INFO - Epoch(val) [66][3183] top1_acc: 0.7087, top5_acc: 0.9211 +2025-06-20 07:55:46,243 - pyskl - INFO - Epoch [67][100/3940] lr: 1.484e-02, eta: 1 day, 16:56:10, time: 0.690, data_time: 0.248, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 3.6860, loss: 3.6860 +2025-06-20 07:56:30,454 - pyskl - INFO - Epoch [67][200/3940] lr: 1.483e-02, eta: 1 day, 16:55:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 3.6997, loss: 3.6997 +2025-06-20 07:57:14,665 - pyskl - INFO - Epoch [67][300/3940] lr: 1.482e-02, eta: 1 day, 16:54:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 3.5352, loss: 3.5352 +2025-06-20 07:57:58,913 - pyskl - INFO - Epoch [67][400/3940] lr: 1.482e-02, eta: 1 day, 16:53:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9750, loss_cls: 3.6893, loss: 3.6893 +2025-06-20 07:58:43,209 - pyskl - INFO - Epoch [67][500/3940] lr: 1.481e-02, eta: 1 day, 16:53:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9644, loss_cls: 3.6405, loss: 3.6405 +2025-06-20 07:59:27,503 - pyskl - INFO - Epoch [67][600/3940] lr: 1.480e-02, eta: 1 day, 16:52:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 3.6169, loss: 3.6169 +2025-06-20 08:00:11,838 - pyskl - INFO - Epoch [67][700/3940] lr: 1.480e-02, eta: 1 day, 16:51:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9613, loss_cls: 3.8107, loss: 3.8107 +2025-06-20 08:00:56,179 - pyskl - INFO - Epoch [67][800/3940] lr: 1.479e-02, eta: 1 day, 16:50:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9619, loss_cls: 3.7562, loss: 3.7562 +2025-06-20 08:01:40,630 - pyskl - INFO - Epoch [67][900/3940] lr: 1.478e-02, eta: 1 day, 16:50:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 3.6777, loss: 3.6777 +2025-06-20 08:02:24,960 - pyskl - INFO - Epoch [67][1000/3940] lr: 1.478e-02, eta: 1 day, 16:49:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9619, loss_cls: 3.8085, loss: 3.8085 +2025-06-20 08:03:09,216 - pyskl - INFO - Epoch [67][1100/3940] lr: 1.477e-02, eta: 1 day, 16:48:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 3.6932, loss: 3.6932 +2025-06-20 08:03:53,444 - pyskl - INFO - Epoch [67][1200/3940] lr: 1.476e-02, eta: 1 day, 16:47:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9619, loss_cls: 3.7692, loss: 3.7692 +2025-06-20 08:04:37,665 - pyskl - INFO - Epoch [67][1300/3940] lr: 1.476e-02, eta: 1 day, 16:47:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9625, loss_cls: 3.6204, loss: 3.6204 +2025-06-20 08:05:21,921 - pyskl - INFO - Epoch [67][1400/3940] lr: 1.475e-02, eta: 1 day, 16:46:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9631, loss_cls: 3.7641, loss: 3.7641 +2025-06-20 08:06:06,159 - pyskl - INFO - Epoch [67][1500/3940] lr: 1.474e-02, eta: 1 day, 16:45:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9606, loss_cls: 3.7402, loss: 3.7402 +2025-06-20 08:06:50,447 - pyskl - INFO - Epoch [67][1600/3940] lr: 1.474e-02, eta: 1 day, 16:44:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9619, loss_cls: 3.7807, loss: 3.7807 +2025-06-20 08:07:34,726 - pyskl - INFO - Epoch [67][1700/3940] lr: 1.473e-02, eta: 1 day, 16:44:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9644, loss_cls: 3.6473, loss: 3.6473 +2025-06-20 08:08:18,969 - pyskl - INFO - Epoch [67][1800/3940] lr: 1.472e-02, eta: 1 day, 16:43:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9644, loss_cls: 3.8086, loss: 3.8086 +2025-06-20 08:09:03,265 - pyskl - INFO - Epoch [67][1900/3940] lr: 1.472e-02, eta: 1 day, 16:42:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.7654, loss: 3.7654 +2025-06-20 08:09:47,469 - pyskl - INFO - Epoch [67][2000/3940] lr: 1.471e-02, eta: 1 day, 16:41:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9712, loss_cls: 3.7168, loss: 3.7168 +2025-06-20 08:10:31,790 - pyskl - INFO - Epoch [67][2100/3940] lr: 1.471e-02, eta: 1 day, 16:41:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 3.7267, loss: 3.7267 +2025-06-20 08:11:16,095 - pyskl - INFO - Epoch [67][2200/3940] lr: 1.470e-02, eta: 1 day, 16:40:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9637, loss_cls: 3.7316, loss: 3.7316 +2025-06-20 08:12:00,310 - pyskl - INFO - Epoch [67][2300/3940] lr: 1.469e-02, eta: 1 day, 16:39:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9631, loss_cls: 3.7289, loss: 3.7289 +2025-06-20 08:12:44,538 - pyskl - INFO - Epoch [67][2400/3940] lr: 1.469e-02, eta: 1 day, 16:38:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.6585, loss: 3.6585 +2025-06-20 08:13:28,779 - pyskl - INFO - Epoch [67][2500/3940] lr: 1.468e-02, eta: 1 day, 16:38:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 3.6851, loss: 3.6851 +2025-06-20 08:14:12,970 - pyskl - INFO - Epoch [67][2600/3940] lr: 1.467e-02, eta: 1 day, 16:37:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.6764, loss: 3.6764 +2025-06-20 08:14:57,222 - pyskl - INFO - Epoch [67][2700/3940] lr: 1.467e-02, eta: 1 day, 16:36:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9606, loss_cls: 3.6975, loss: 3.6975 +2025-06-20 08:15:41,490 - pyskl - INFO - Epoch [67][2800/3940] lr: 1.466e-02, eta: 1 day, 16:35:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 3.9014, loss: 3.9014 +2025-06-20 08:16:25,713 - pyskl - INFO - Epoch [67][2900/3940] lr: 1.465e-02, eta: 1 day, 16:35:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9631, loss_cls: 3.6943, loss: 3.6943 +2025-06-20 08:17:09,959 - pyskl - INFO - Epoch [67][3000/3940] lr: 1.465e-02, eta: 1 day, 16:34:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 3.7233, loss: 3.7233 +2025-06-20 08:17:54,138 - pyskl - INFO - Epoch [67][3100/3940] lr: 1.464e-02, eta: 1 day, 16:33:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 3.8642, loss: 3.8642 +2025-06-20 08:18:38,340 - pyskl - INFO - Epoch [67][3200/3940] lr: 1.463e-02, eta: 1 day, 16:32:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9613, loss_cls: 3.6800, loss: 3.6800 +2025-06-20 08:19:22,622 - pyskl - INFO - Epoch [67][3300/3940] lr: 1.463e-02, eta: 1 day, 16:32:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9587, loss_cls: 3.7220, loss: 3.7220 +2025-06-20 08:20:07,022 - pyskl - INFO - Epoch [67][3400/3940] lr: 1.462e-02, eta: 1 day, 16:31:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9600, loss_cls: 3.8095, loss: 3.8095 +2025-06-20 08:20:51,450 - pyskl - INFO - Epoch [67][3500/3940] lr: 1.461e-02, eta: 1 day, 16:30:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 3.6318, loss: 3.6318 +2025-06-20 08:21:35,753 - pyskl - INFO - Epoch [67][3600/3940] lr: 1.461e-02, eta: 1 day, 16:29:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 3.8622, loss: 3.8622 +2025-06-20 08:22:20,066 - pyskl - INFO - Epoch [67][3700/3940] lr: 1.460e-02, eta: 1 day, 16:29:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.6398, loss: 3.6398 +2025-06-20 08:23:04,154 - pyskl - INFO - Epoch [67][3800/3940] lr: 1.459e-02, eta: 1 day, 16:28:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 3.5764, loss: 3.5764 +2025-06-20 08:23:48,252 - pyskl - INFO - Epoch [67][3900/3940] lr: 1.459e-02, eta: 1 day, 16:27:44, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9575, loss_cls: 3.6391, loss: 3.6391 +2025-06-20 08:24:06,209 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-06-20 08:27:27,270 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 08:27:27,725 - pyskl - INFO - +top1_acc 0.7184 +top5_acc 0.9342 +2025-06-20 08:27:27,741 - pyskl - INFO - Epoch(val) [67][3183] top1_acc: 0.7184, top5_acc: 0.9342 +2025-06-20 08:28:37,140 - pyskl - INFO - Epoch [68][100/3940] lr: 1.458e-02, eta: 1 day, 16:26:50, time: 0.694, data_time: 0.252, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9650, loss_cls: 3.5923, loss: 3.5923 +2025-06-20 08:29:21,580 - pyskl - INFO - Epoch [68][200/3940] lr: 1.457e-02, eta: 1 day, 16:26:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.6482, loss: 3.6482 +2025-06-20 08:30:05,801 - pyskl - INFO - Epoch [68][300/3940] lr: 1.457e-02, eta: 1 day, 16:25:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9637, loss_cls: 3.6641, loss: 3.6641 +2025-06-20 08:30:49,994 - pyskl - INFO - Epoch [68][400/3940] lr: 1.456e-02, eta: 1 day, 16:24:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9625, loss_cls: 3.6468, loss: 3.6468 +2025-06-20 08:31:34,207 - pyskl - INFO - Epoch [68][500/3940] lr: 1.455e-02, eta: 1 day, 16:23:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9619, loss_cls: 3.7564, loss: 3.7564 +2025-06-20 08:32:18,385 - pyskl - INFO - Epoch [68][600/3940] lr: 1.455e-02, eta: 1 day, 16:23:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.7102, loss: 3.7102 +2025-06-20 08:33:02,598 - pyskl - INFO - Epoch [68][700/3940] lr: 1.454e-02, eta: 1 day, 16:22:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9644, loss_cls: 3.6019, loss: 3.6019 +2025-06-20 08:33:46,840 - pyskl - INFO - Epoch [68][800/3940] lr: 1.453e-02, eta: 1 day, 16:21:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.5836, loss: 3.5836 +2025-06-20 08:34:31,230 - pyskl - INFO - Epoch [68][900/3940] lr: 1.453e-02, eta: 1 day, 16:20:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 3.5772, loss: 3.5772 +2025-06-20 08:35:15,581 - pyskl - INFO - Epoch [68][1000/3940] lr: 1.452e-02, eta: 1 day, 16:20:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 3.6431, loss: 3.6431 +2025-06-20 08:35:59,941 - pyskl - INFO - Epoch [68][1100/3940] lr: 1.451e-02, eta: 1 day, 16:19:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.5074, loss: 3.5074 +2025-06-20 08:36:44,141 - pyskl - INFO - Epoch [68][1200/3940] lr: 1.451e-02, eta: 1 day, 16:18:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.7304, loss: 3.7304 +2025-06-20 08:37:28,419 - pyskl - INFO - Epoch [68][1300/3940] lr: 1.450e-02, eta: 1 day, 16:17:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 3.7815, loss: 3.7815 +2025-06-20 08:38:12,722 - pyskl - INFO - Epoch [68][1400/3940] lr: 1.449e-02, eta: 1 day, 16:17:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 3.7695, loss: 3.7695 +2025-06-20 08:38:56,962 - pyskl - INFO - Epoch [68][1500/3940] lr: 1.449e-02, eta: 1 day, 16:16:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9613, loss_cls: 3.7415, loss: 3.7415 +2025-06-20 08:39:41,197 - pyskl - INFO - Epoch [68][1600/3940] lr: 1.448e-02, eta: 1 day, 16:15:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.5875, loss: 3.5875 +2025-06-20 08:40:25,437 - pyskl - INFO - Epoch [68][1700/3940] lr: 1.447e-02, eta: 1 day, 16:14:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 3.6568, loss: 3.6568 +2025-06-20 08:41:09,691 - pyskl - INFO - Epoch [68][1800/3940] lr: 1.447e-02, eta: 1 day, 16:14:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.6709, loss: 3.6709 +2025-06-20 08:41:53,926 - pyskl - INFO - Epoch [68][1900/3940] lr: 1.446e-02, eta: 1 day, 16:13:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.6058, loss: 3.6058 +2025-06-20 08:42:38,222 - pyskl - INFO - Epoch [68][2000/3940] lr: 1.445e-02, eta: 1 day, 16:12:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 3.7485, loss: 3.7485 +2025-06-20 08:43:22,431 - pyskl - INFO - Epoch [68][2100/3940] lr: 1.445e-02, eta: 1 day, 16:11:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.5699, loss: 3.5699 +2025-06-20 08:44:06,675 - pyskl - INFO - Epoch [68][2200/3940] lr: 1.444e-02, eta: 1 day, 16:11:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 3.7125, loss: 3.7125 +2025-06-20 08:44:50,986 - pyskl - INFO - Epoch [68][2300/3940] lr: 1.443e-02, eta: 1 day, 16:10:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 3.5993, loss: 3.5993 +2025-06-20 08:45:35,238 - pyskl - INFO - Epoch [68][2400/3940] lr: 1.443e-02, eta: 1 day, 16:09:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 3.9012, loss: 3.9012 +2025-06-20 08:46:19,500 - pyskl - INFO - Epoch [68][2500/3940] lr: 1.442e-02, eta: 1 day, 16:08:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9675, loss_cls: 3.6085, loss: 3.6085 +2025-06-20 08:47:03,733 - pyskl - INFO - Epoch [68][2600/3940] lr: 1.441e-02, eta: 1 day, 16:08:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.7064, loss: 3.7064 +2025-06-20 08:47:47,955 - pyskl - INFO - Epoch [68][2700/3940] lr: 1.441e-02, eta: 1 day, 16:07:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9613, loss_cls: 3.7173, loss: 3.7173 +2025-06-20 08:48:32,194 - pyskl - INFO - Epoch [68][2800/3940] lr: 1.440e-02, eta: 1 day, 16:06:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9637, loss_cls: 3.7221, loss: 3.7221 +2025-06-20 08:49:16,416 - pyskl - INFO - Epoch [68][2900/3940] lr: 1.439e-02, eta: 1 day, 16:05:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 3.7777, loss: 3.7777 +2025-06-20 08:50:00,626 - pyskl - INFO - Epoch [68][3000/3940] lr: 1.439e-02, eta: 1 day, 16:05:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9663, loss_cls: 3.7308, loss: 3.7308 +2025-06-20 08:50:44,859 - pyskl - INFO - Epoch [68][3100/3940] lr: 1.438e-02, eta: 1 day, 16:04:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9619, loss_cls: 3.7568, loss: 3.7568 +2025-06-20 08:51:29,094 - pyskl - INFO - Epoch [68][3200/3940] lr: 1.437e-02, eta: 1 day, 16:03:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9669, loss_cls: 3.6249, loss: 3.6249 +2025-06-20 08:52:13,349 - pyskl - INFO - Epoch [68][3300/3940] lr: 1.437e-02, eta: 1 day, 16:02:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 3.8088, loss: 3.8088 +2025-06-20 08:52:57,597 - pyskl - INFO - Epoch [68][3400/3940] lr: 1.436e-02, eta: 1 day, 16:02:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.8065, loss: 3.8065 +2025-06-20 08:53:41,860 - pyskl - INFO - Epoch [68][3500/3940] lr: 1.436e-02, eta: 1 day, 16:01:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 3.8414, loss: 3.8414 +2025-06-20 08:54:26,090 - pyskl - INFO - Epoch [68][3600/3940] lr: 1.435e-02, eta: 1 day, 16:00:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 3.6837, loss: 3.6837 +2025-06-20 08:55:10,365 - pyskl - INFO - Epoch [68][3700/3940] lr: 1.434e-02, eta: 1 day, 15:59:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 3.7113, loss: 3.7113 +2025-06-20 08:55:54,599 - pyskl - INFO - Epoch [68][3800/3940] lr: 1.434e-02, eta: 1 day, 15:59:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9619, loss_cls: 3.7409, loss: 3.7409 +2025-06-20 08:56:38,818 - pyskl - INFO - Epoch [68][3900/3940] lr: 1.433e-02, eta: 1 day, 15:58:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 3.6097, loss: 3.6097 +2025-06-20 08:56:56,893 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-06-20 09:00:17,759 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 09:00:18,227 - pyskl - INFO - +top1_acc 0.7364 +top5_acc 0.9417 +2025-06-20 09:00:18,290 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_62.pth was removed +2025-06-20 09:00:19,364 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. +2025-06-20 09:00:19,366 - pyskl - INFO - Best top1_acc is 0.7364 at 68 epoch. +2025-06-20 09:00:19,384 - pyskl - INFO - Epoch(val) [68][3183] top1_acc: 0.7364, top5_acc: 0.9417 +2025-06-20 09:01:28,473 - pyskl - INFO - Epoch [69][100/3940] lr: 1.432e-02, eta: 1 day, 15:57:30, time: 0.691, data_time: 0.249, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 3.5835, loss: 3.5835 +2025-06-20 09:02:12,600 - pyskl - INFO - Epoch [69][200/3940] lr: 1.431e-02, eta: 1 day, 15:56:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 3.5859, loss: 3.5859 +2025-06-20 09:02:56,782 - pyskl - INFO - Epoch [69][300/3940] lr: 1.431e-02, eta: 1 day, 15:56:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 3.5948, loss: 3.5948 +2025-06-20 09:03:40,959 - pyskl - INFO - Epoch [69][400/3940] lr: 1.430e-02, eta: 1 day, 15:55:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.7520, loss: 3.7520 +2025-06-20 09:04:25,118 - pyskl - INFO - Epoch [69][500/3940] lr: 1.429e-02, eta: 1 day, 15:54:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 3.5336, loss: 3.5336 +2025-06-20 09:05:09,301 - pyskl - INFO - Epoch [69][600/3940] lr: 1.429e-02, eta: 1 day, 15:53:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9675, loss_cls: 3.5170, loss: 3.5170 +2025-06-20 09:05:53,461 - pyskl - INFO - Epoch [69][700/3940] lr: 1.428e-02, eta: 1 day, 15:53:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 3.6828, loss: 3.6828 +2025-06-20 09:06:37,622 - pyskl - INFO - Epoch [69][800/3940] lr: 1.427e-02, eta: 1 day, 15:52:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 3.5994, loss: 3.5994 +2025-06-20 09:07:21,974 - pyskl - INFO - Epoch [69][900/3940] lr: 1.427e-02, eta: 1 day, 15:51:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 3.6687, loss: 3.6687 +2025-06-20 09:08:06,339 - pyskl - INFO - Epoch [69][1000/3940] lr: 1.426e-02, eta: 1 day, 15:50:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9575, loss_cls: 3.8232, loss: 3.8232 +2025-06-20 09:08:50,678 - pyskl - INFO - Epoch [69][1100/3940] lr: 1.425e-02, eta: 1 day, 15:50:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.6890, loss: 3.6890 +2025-06-20 09:09:34,959 - pyskl - INFO - Epoch [69][1200/3940] lr: 1.425e-02, eta: 1 day, 15:49:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9694, loss_cls: 3.6299, loss: 3.6299 +2025-06-20 09:10:19,223 - pyskl - INFO - Epoch [69][1300/3940] lr: 1.424e-02, eta: 1 day, 15:48:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9563, loss_cls: 3.7446, loss: 3.7446 +2025-06-20 09:11:03,493 - pyskl - INFO - Epoch [69][1400/3940] lr: 1.423e-02, eta: 1 day, 15:47:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 3.7395, loss: 3.7395 +2025-06-20 09:11:47,863 - pyskl - INFO - Epoch [69][1500/3940] lr: 1.423e-02, eta: 1 day, 15:47:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.6954, loss: 3.6954 +2025-06-20 09:12:32,107 - pyskl - INFO - Epoch [69][1600/3940] lr: 1.422e-02, eta: 1 day, 15:46:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 3.7563, loss: 3.7563 +2025-06-20 09:13:16,301 - pyskl - INFO - Epoch [69][1700/3940] lr: 1.421e-02, eta: 1 day, 15:45:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9563, loss_cls: 3.7976, loss: 3.7976 +2025-06-20 09:14:00,517 - pyskl - INFO - Epoch [69][1800/3940] lr: 1.421e-02, eta: 1 day, 15:44:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.7816, loss: 3.7816 +2025-06-20 09:14:44,792 - pyskl - INFO - Epoch [69][1900/3940] lr: 1.420e-02, eta: 1 day, 15:44:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 3.6668, loss: 3.6668 +2025-06-20 09:15:29,015 - pyskl - INFO - Epoch [69][2000/3940] lr: 1.419e-02, eta: 1 day, 15:43:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 3.7261, loss: 3.7261 +2025-06-20 09:16:13,205 - pyskl - INFO - Epoch [69][2100/3940] lr: 1.419e-02, eta: 1 day, 15:42:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 3.5352, loss: 3.5352 +2025-06-20 09:16:57,381 - pyskl - INFO - Epoch [69][2200/3940] lr: 1.418e-02, eta: 1 day, 15:41:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 3.5926, loss: 3.5926 +2025-06-20 09:17:41,577 - pyskl - INFO - Epoch [69][2300/3940] lr: 1.417e-02, eta: 1 day, 15:41:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9563, loss_cls: 3.6294, loss: 3.6294 +2025-06-20 09:18:25,760 - pyskl - INFO - Epoch [69][2400/3940] lr: 1.417e-02, eta: 1 day, 15:40:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 3.6697, loss: 3.6697 +2025-06-20 09:19:09,928 - pyskl - INFO - Epoch [69][2500/3940] lr: 1.416e-02, eta: 1 day, 15:39:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9663, loss_cls: 3.5967, loss: 3.5967 +2025-06-20 09:19:54,108 - pyskl - INFO - Epoch [69][2600/3940] lr: 1.416e-02, eta: 1 day, 15:38:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 3.7021, loss: 3.7021 +2025-06-20 09:20:38,308 - pyskl - INFO - Epoch [69][2700/3940] lr: 1.415e-02, eta: 1 day, 15:38:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9625, loss_cls: 3.5921, loss: 3.5921 +2025-06-20 09:21:22,566 - pyskl - INFO - Epoch [69][2800/3940] lr: 1.414e-02, eta: 1 day, 15:37:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 3.4251, loss: 3.4251 +2025-06-20 09:22:06,795 - pyskl - INFO - Epoch [69][2900/3940] lr: 1.414e-02, eta: 1 day, 15:36:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 3.7564, loss: 3.7564 +2025-06-20 09:22:51,060 - pyskl - INFO - Epoch [69][3000/3940] lr: 1.413e-02, eta: 1 day, 15:35:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 3.7227, loss: 3.7227 +2025-06-20 09:23:35,245 - pyskl - INFO - Epoch [69][3100/3940] lr: 1.412e-02, eta: 1 day, 15:35:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9694, loss_cls: 3.6505, loss: 3.6505 +2025-06-20 09:24:19,497 - pyskl - INFO - Epoch [69][3200/3940] lr: 1.412e-02, eta: 1 day, 15:34:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9619, loss_cls: 3.7350, loss: 3.7350 +2025-06-20 09:25:03,760 - pyskl - INFO - Epoch [69][3300/3940] lr: 1.411e-02, eta: 1 day, 15:33:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9594, loss_cls: 3.7236, loss: 3.7236 +2025-06-20 09:25:47,963 - pyskl - INFO - Epoch [69][3400/3940] lr: 1.410e-02, eta: 1 day, 15:32:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9738, loss_cls: 3.5896, loss: 3.5896 +2025-06-20 09:26:32,161 - pyskl - INFO - Epoch [69][3500/3940] lr: 1.410e-02, eta: 1 day, 15:32:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9613, loss_cls: 3.7599, loss: 3.7599 +2025-06-20 09:27:16,325 - pyskl - INFO - Epoch [69][3600/3940] lr: 1.409e-02, eta: 1 day, 15:31:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9569, loss_cls: 3.7490, loss: 3.7490 +2025-06-20 09:28:00,570 - pyskl - INFO - Epoch [69][3700/3940] lr: 1.408e-02, eta: 1 day, 15:30:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9644, loss_cls: 3.6197, loss: 3.6197 +2025-06-20 09:28:44,862 - pyskl - INFO - Epoch [69][3800/3940] lr: 1.408e-02, eta: 1 day, 15:29:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 3.6551, loss: 3.6551 +2025-06-20 09:29:29,130 - pyskl - INFO - Epoch [69][3900/3940] lr: 1.407e-02, eta: 1 day, 15:29:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9594, loss_cls: 3.7268, loss: 3.7268 +2025-06-20 09:29:47,146 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-06-20 09:33:07,840 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 09:33:08,310 - pyskl - INFO - +top1_acc 0.7424 +top5_acc 0.9397 +2025-06-20 09:33:08,369 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_68.pth was removed +2025-06-20 09:33:09,439 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_69.pth. +2025-06-20 09:33:09,441 - pyskl - INFO - Best top1_acc is 0.7424 at 69 epoch. +2025-06-20 09:33:09,460 - pyskl - INFO - Epoch(val) [69][3183] top1_acc: 0.7424, top5_acc: 0.9397 +2025-06-20 09:34:19,063 - pyskl - INFO - Epoch [70][100/3940] lr: 1.406e-02, eta: 1 day, 15:28:10, time: 0.696, data_time: 0.254, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9688, loss_cls: 3.4892, loss: 3.4892 +2025-06-20 09:35:03,230 - pyskl - INFO - Epoch [70][200/3940] lr: 1.405e-02, eta: 1 day, 15:27:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9625, loss_cls: 3.4974, loss: 3.4974 +2025-06-20 09:35:47,462 - pyskl - INFO - Epoch [70][300/3940] lr: 1.405e-02, eta: 1 day, 15:26:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 3.5831, loss: 3.5831 +2025-06-20 09:36:31,639 - pyskl - INFO - Epoch [70][400/3940] lr: 1.404e-02, eta: 1 day, 15:25:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 3.5290, loss: 3.5290 +2025-06-20 09:37:15,879 - pyskl - INFO - Epoch [70][500/3940] lr: 1.403e-02, eta: 1 day, 15:25:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 3.4553, loss: 3.4553 +2025-06-20 09:38:00,064 - pyskl - INFO - Epoch [70][600/3940] lr: 1.403e-02, eta: 1 day, 15:24:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 3.7908, loss: 3.7908 +2025-06-20 09:38:44,344 - pyskl - INFO - Epoch [70][700/3940] lr: 1.402e-02, eta: 1 day, 15:23:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.5913, loss: 3.5913 +2025-06-20 09:39:28,585 - pyskl - INFO - Epoch [70][800/3940] lr: 1.401e-02, eta: 1 day, 15:22:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9594, loss_cls: 3.6704, loss: 3.6704 +2025-06-20 09:40:12,839 - pyskl - INFO - Epoch [70][900/3940] lr: 1.401e-02, eta: 1 day, 15:22:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 3.6068, loss: 3.6068 +2025-06-20 09:40:57,053 - pyskl - INFO - Epoch [70][1000/3940] lr: 1.400e-02, eta: 1 day, 15:21:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 3.5737, loss: 3.5737 +2025-06-20 09:41:41,356 - pyskl - INFO - Epoch [70][1100/3940] lr: 1.399e-02, eta: 1 day, 15:20:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.5294, loss: 3.5294 +2025-06-20 09:42:25,613 - pyskl - INFO - Epoch [70][1200/3940] lr: 1.399e-02, eta: 1 day, 15:19:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9663, loss_cls: 3.5850, loss: 3.5850 +2025-06-20 09:43:09,825 - pyskl - INFO - Epoch [70][1300/3940] lr: 1.398e-02, eta: 1 day, 15:19:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9631, loss_cls: 3.7602, loss: 3.7602 +2025-06-20 09:43:54,102 - pyskl - INFO - Epoch [70][1400/3940] lr: 1.397e-02, eta: 1 day, 15:18:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9663, loss_cls: 3.6366, loss: 3.6366 +2025-06-20 09:44:38,337 - pyskl - INFO - Epoch [70][1500/3940] lr: 1.397e-02, eta: 1 day, 15:17:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 3.6324, loss: 3.6324 +2025-06-20 09:45:22,589 - pyskl - INFO - Epoch [70][1600/3940] lr: 1.396e-02, eta: 1 day, 15:16:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 3.5621, loss: 3.5621 +2025-06-20 09:46:06,889 - pyskl - INFO - Epoch [70][1700/3940] lr: 1.395e-02, eta: 1 day, 15:16:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9625, loss_cls: 3.7399, loss: 3.7399 +2025-06-20 09:46:51,194 - pyskl - INFO - Epoch [70][1800/3940] lr: 1.395e-02, eta: 1 day, 15:15:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9663, loss_cls: 3.6108, loss: 3.6108 +2025-06-20 09:47:35,488 - pyskl - INFO - Epoch [70][1900/3940] lr: 1.394e-02, eta: 1 day, 15:14:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.6232, loss: 3.6232 +2025-06-20 09:48:19,698 - pyskl - INFO - Epoch [70][2000/3940] lr: 1.393e-02, eta: 1 day, 15:13:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9750, loss_cls: 3.7228, loss: 3.7228 +2025-06-20 09:49:03,917 - pyskl - INFO - Epoch [70][2100/3940] lr: 1.393e-02, eta: 1 day, 15:13:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 3.7479, loss: 3.7479 +2025-06-20 09:49:48,170 - pyskl - INFO - Epoch [70][2200/3940] lr: 1.392e-02, eta: 1 day, 15:12:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9650, loss_cls: 3.6292, loss: 3.6292 +2025-06-20 09:50:32,420 - pyskl - INFO - Epoch [70][2300/3940] lr: 1.391e-02, eta: 1 day, 15:11:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 3.7774, loss: 3.7774 +2025-06-20 09:51:16,614 - pyskl - INFO - Epoch [70][2400/3940] lr: 1.391e-02, eta: 1 day, 15:10:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9600, loss_cls: 3.6616, loss: 3.6616 +2025-06-20 09:52:00,796 - pyskl - INFO - Epoch [70][2500/3940] lr: 1.390e-02, eta: 1 day, 15:10:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 3.6600, loss: 3.6600 +2025-06-20 09:52:44,961 - pyskl - INFO - Epoch [70][2600/3940] lr: 1.390e-02, eta: 1 day, 15:09:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 3.7053, loss: 3.7053 +2025-06-20 09:53:29,224 - pyskl - INFO - Epoch [70][2700/3940] lr: 1.389e-02, eta: 1 day, 15:08:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9650, loss_cls: 3.7341, loss: 3.7341 +2025-06-20 09:54:13,543 - pyskl - INFO - Epoch [70][2800/3940] lr: 1.388e-02, eta: 1 day, 15:07:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 3.7637, loss: 3.7637 +2025-06-20 09:54:57,821 - pyskl - INFO - Epoch [70][2900/3940] lr: 1.388e-02, eta: 1 day, 15:07:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.5469, loss: 3.5469 +2025-06-20 09:55:42,096 - pyskl - INFO - Epoch [70][3000/3940] lr: 1.387e-02, eta: 1 day, 15:06:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9594, loss_cls: 3.6835, loss: 3.6835 +2025-06-20 09:56:26,325 - pyskl - INFO - Epoch [70][3100/3940] lr: 1.386e-02, eta: 1 day, 15:05:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 3.7301, loss: 3.7301 +2025-06-20 09:57:10,622 - pyskl - INFO - Epoch [70][3200/3940] lr: 1.386e-02, eta: 1 day, 15:04:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.6799, loss: 3.6799 +2025-06-20 09:57:54,842 - pyskl - INFO - Epoch [70][3300/3940] lr: 1.385e-02, eta: 1 day, 15:04:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9644, loss_cls: 3.6323, loss: 3.6323 +2025-06-20 09:58:38,996 - pyskl - INFO - Epoch [70][3400/3940] lr: 1.384e-02, eta: 1 day, 15:03:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 3.6184, loss: 3.6184 +2025-06-20 09:59:23,233 - pyskl - INFO - Epoch [70][3500/3940] lr: 1.384e-02, eta: 1 day, 15:02:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.6209, loss: 3.6209 +2025-06-20 10:00:07,500 - pyskl - INFO - Epoch [70][3600/3940] lr: 1.383e-02, eta: 1 day, 15:02:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9631, loss_cls: 3.7461, loss: 3.7461 +2025-06-20 10:00:51,675 - pyskl - INFO - Epoch [70][3700/3940] lr: 1.382e-02, eta: 1 day, 15:01:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9613, loss_cls: 3.7074, loss: 3.7074 +2025-06-20 10:01:35,856 - pyskl - INFO - Epoch [70][3800/3940] lr: 1.382e-02, eta: 1 day, 15:00:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9550, loss_cls: 3.7377, loss: 3.7377 +2025-06-20 10:02:20,438 - pyskl - INFO - Epoch [70][3900/3940] lr: 1.381e-02, eta: 1 day, 14:59:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 3.8026, loss: 3.8026 +2025-06-20 10:02:38,656 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-06-20 10:20:56,331 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 10:20:56,789 - pyskl - INFO - +top1_acc 0.7263 +top5_acc 0.9393 +2025-06-20 10:20:56,805 - pyskl - INFO - Epoch(val) [70][3183] top1_acc: 0.7263, top5_acc: 0.9393 +2025-06-20 10:22:06,020 - pyskl - INFO - Epoch [71][100/3940] lr: 1.380e-02, eta: 1 day, 14:58:51, time: 0.692, data_time: 0.251, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9675, loss_cls: 3.5100, loss: 3.5100 +2025-06-20 10:22:50,023 - pyskl - INFO - Epoch [71][200/3940] lr: 1.379e-02, eta: 1 day, 14:58:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 3.6179, loss: 3.6179 +2025-06-20 10:23:34,113 - pyskl - INFO - Epoch [71][300/3940] lr: 1.379e-02, eta: 1 day, 14:57:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9681, loss_cls: 3.4948, loss: 3.4948 +2025-06-20 10:24:18,194 - pyskl - INFO - Epoch [71][400/3940] lr: 1.378e-02, eta: 1 day, 14:56:35, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9650, loss_cls: 3.6016, loss: 3.6016 +2025-06-20 10:25:02,329 - pyskl - INFO - Epoch [71][500/3940] lr: 1.377e-02, eta: 1 day, 14:55:50, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 3.7510, loss: 3.7510 +2025-06-20 10:25:46,443 - pyskl - INFO - Epoch [71][600/3940] lr: 1.377e-02, eta: 1 day, 14:55:05, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 3.4472, loss: 3.4472 +2025-06-20 10:26:30,544 - pyskl - INFO - Epoch [71][700/3940] lr: 1.376e-02, eta: 1 day, 14:54:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.6578, loss: 3.6578 +2025-06-20 10:27:14,676 - pyskl - INFO - Epoch [71][800/3940] lr: 1.375e-02, eta: 1 day, 14:53:35, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 3.7545, loss: 3.7545 +2025-06-20 10:27:58,757 - pyskl - INFO - Epoch [71][900/3940] lr: 1.375e-02, eta: 1 day, 14:52:50, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 3.6001, loss: 3.6001 +2025-06-20 10:28:42,874 - pyskl - INFO - Epoch [71][1000/3940] lr: 1.374e-02, eta: 1 day, 14:52:05, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 3.5598, loss: 3.5598 +2025-06-20 10:29:26,990 - pyskl - INFO - Epoch [71][1100/3940] lr: 1.373e-02, eta: 1 day, 14:51:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 3.6282, loss: 3.6282 +2025-06-20 10:30:11,074 - pyskl - INFO - Epoch [71][1200/3940] lr: 1.373e-02, eta: 1 day, 14:50:35, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 3.6637, loss: 3.6637 +2025-06-20 10:30:55,148 - pyskl - INFO - Epoch [71][1300/3940] lr: 1.372e-02, eta: 1 day, 14:49:50, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9619, loss_cls: 3.7241, loss: 3.7241 +2025-06-20 10:31:39,280 - pyskl - INFO - Epoch [71][1400/3940] lr: 1.371e-02, eta: 1 day, 14:49:05, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.7233, loss: 3.7233 +2025-06-20 10:32:23,462 - pyskl - INFO - Epoch [71][1500/3940] lr: 1.371e-02, eta: 1 day, 14:48:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 3.7279, loss: 3.7279 +2025-06-20 10:33:07,548 - pyskl - INFO - Epoch [71][1600/3940] lr: 1.370e-02, eta: 1 day, 14:47:35, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.6221, loss: 3.6221 +2025-06-20 10:33:51,669 - pyskl - INFO - Epoch [71][1700/3940] lr: 1.369e-02, eta: 1 day, 14:46:50, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 3.6092, loss: 3.6092 +2025-06-20 10:34:35,865 - pyskl - INFO - Epoch [71][1800/3940] lr: 1.369e-02, eta: 1 day, 14:46:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9644, loss_cls: 3.5631, loss: 3.5631 +2025-06-20 10:35:20,038 - pyskl - INFO - Epoch [71][1900/3940] lr: 1.368e-02, eta: 1 day, 14:45:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 3.6341, loss: 3.6341 +2025-06-20 10:36:04,199 - pyskl - INFO - Epoch [71][2000/3940] lr: 1.367e-02, eta: 1 day, 14:44:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 3.6375, loss: 3.6375 +2025-06-20 10:36:48,442 - pyskl - INFO - Epoch [71][2100/3940] lr: 1.367e-02, eta: 1 day, 14:43:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9663, loss_cls: 3.5784, loss: 3.5784 +2025-06-20 10:37:32,660 - pyskl - INFO - Epoch [71][2200/3940] lr: 1.366e-02, eta: 1 day, 14:43:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 3.6012, loss: 3.6012 +2025-06-20 10:38:16,820 - pyskl - INFO - Epoch [71][2300/3940] lr: 1.365e-02, eta: 1 day, 14:42:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9644, loss_cls: 3.5733, loss: 3.5733 +2025-06-20 10:39:00,980 - pyskl - INFO - Epoch [71][2400/3940] lr: 1.365e-02, eta: 1 day, 14:41:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9669, loss_cls: 3.5908, loss: 3.5908 +2025-06-20 10:39:45,147 - pyskl - INFO - Epoch [71][2500/3940] lr: 1.364e-02, eta: 1 day, 14:40:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9681, loss_cls: 3.6197, loss: 3.6197 +2025-06-20 10:40:29,329 - pyskl - INFO - Epoch [71][2600/3940] lr: 1.363e-02, eta: 1 day, 14:40:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 3.6256, loss: 3.6256 +2025-06-20 10:41:13,512 - pyskl - INFO - Epoch [71][2700/3940] lr: 1.363e-02, eta: 1 day, 14:39:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 3.5499, loss: 3.5499 +2025-06-20 10:41:57,672 - pyskl - INFO - Epoch [71][2800/3940] lr: 1.362e-02, eta: 1 day, 14:38:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9694, loss_cls: 3.6392, loss: 3.6392 +2025-06-20 10:42:41,911 - pyskl - INFO - Epoch [71][2900/3940] lr: 1.361e-02, eta: 1 day, 14:37:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 3.6973, loss: 3.6973 +2025-06-20 10:43:26,099 - pyskl - INFO - Epoch [71][3000/3940] lr: 1.361e-02, eta: 1 day, 14:37:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9681, loss_cls: 3.5702, loss: 3.5702 +2025-06-20 10:44:10,264 - pyskl - INFO - Epoch [71][3100/3940] lr: 1.360e-02, eta: 1 day, 14:36:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 3.7451, loss: 3.7451 +2025-06-20 10:44:54,401 - pyskl - INFO - Epoch [71][3200/3940] lr: 1.360e-02, eta: 1 day, 14:35:36, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 3.7555, loss: 3.7555 +2025-06-20 10:45:38,606 - pyskl - INFO - Epoch [71][3300/3940] lr: 1.359e-02, eta: 1 day, 14:34:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 3.5077, loss: 3.5077 +2025-06-20 10:46:22,832 - pyskl - INFO - Epoch [71][3400/3940] lr: 1.358e-02, eta: 1 day, 14:34:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 3.6711, loss: 3.6711 +2025-06-20 10:47:06,988 - pyskl - INFO - Epoch [71][3500/3940] lr: 1.358e-02, eta: 1 day, 14:33:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9600, loss_cls: 3.7866, loss: 3.7866 +2025-06-20 10:47:51,140 - pyskl - INFO - Epoch [71][3600/3940] lr: 1.357e-02, eta: 1 day, 14:32:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9600, loss_cls: 3.6261, loss: 3.6261 +2025-06-20 10:48:35,342 - pyskl - INFO - Epoch [71][3700/3940] lr: 1.356e-02, eta: 1 day, 14:31:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9688, loss_cls: 3.6160, loss: 3.6160 +2025-06-20 10:49:19,573 - pyskl - INFO - Epoch [71][3800/3940] lr: 1.356e-02, eta: 1 day, 14:31:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9600, loss_cls: 3.6771, loss: 3.6771 +2025-06-20 10:50:03,850 - pyskl - INFO - Epoch [71][3900/3940] lr: 1.355e-02, eta: 1 day, 14:30:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9619, loss_cls: 3.6824, loss: 3.6824 +2025-06-20 10:50:21,867 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-06-20 10:53:44,347 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 10:53:44,816 - pyskl - INFO - +top1_acc 0.6877 +top5_acc 0.9245 +2025-06-20 10:53:44,834 - pyskl - INFO - Epoch(val) [71][3183] top1_acc: 0.6877, top5_acc: 0.9245 +2025-06-20 10:54:54,429 - pyskl - INFO - Epoch [72][100/3940] lr: 1.354e-02, eta: 1 day, 14:29:28, time: 0.696, data_time: 0.254, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.5736, loss: 3.5736 +2025-06-20 10:55:38,453 - pyskl - INFO - Epoch [72][200/3940] lr: 1.353e-02, eta: 1 day, 14:28:43, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9606, loss_cls: 3.5657, loss: 3.5657 +2025-06-20 10:56:22,652 - pyskl - INFO - Epoch [72][300/3940] lr: 1.353e-02, eta: 1 day, 14:27:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.5438, loss: 3.5438 +2025-06-20 10:57:06,842 - pyskl - INFO - Epoch [72][400/3940] lr: 1.352e-02, eta: 1 day, 14:27:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9694, loss_cls: 3.5922, loss: 3.5922 +2025-06-20 10:57:51,053 - pyskl - INFO - Epoch [72][500/3940] lr: 1.351e-02, eta: 1 day, 14:26:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9631, loss_cls: 3.6737, loss: 3.6737 +2025-06-20 10:58:35,285 - pyskl - INFO - Epoch [72][600/3940] lr: 1.351e-02, eta: 1 day, 14:25:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 3.5257, loss: 3.5257 +2025-06-20 10:59:19,424 - pyskl - INFO - Epoch [72][700/3940] lr: 1.350e-02, eta: 1 day, 14:24:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9694, loss_cls: 3.4351, loss: 3.4351 +2025-06-20 11:00:03,646 - pyskl - INFO - Epoch [72][800/3940] lr: 1.349e-02, eta: 1 day, 14:24:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 3.4297, loss: 3.4297 +2025-06-20 11:00:47,881 - pyskl - INFO - Epoch [72][900/3940] lr: 1.349e-02, eta: 1 day, 14:23:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 3.6771, loss: 3.6771 +2025-06-20 11:01:32,182 - pyskl - INFO - Epoch [72][1000/3940] lr: 1.348e-02, eta: 1 day, 14:22:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 3.6780, loss: 3.6780 +2025-06-20 11:02:16,430 - pyskl - INFO - Epoch [72][1100/3940] lr: 1.347e-02, eta: 1 day, 14:21:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 3.6247, loss: 3.6247 +2025-06-20 11:03:00,678 - pyskl - INFO - Epoch [72][1200/3940] lr: 1.347e-02, eta: 1 day, 14:21:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 3.6718, loss: 3.6718 +2025-06-20 11:03:44,868 - pyskl - INFO - Epoch [72][1300/3940] lr: 1.346e-02, eta: 1 day, 14:20:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 3.5722, loss: 3.5722 +2025-06-20 11:04:29,127 - pyskl - INFO - Epoch [72][1400/3940] lr: 1.345e-02, eta: 1 day, 14:19:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 3.6351, loss: 3.6351 +2025-06-20 11:05:13,313 - pyskl - INFO - Epoch [72][1500/3940] lr: 1.345e-02, eta: 1 day, 14:18:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 3.6449, loss: 3.6449 +2025-06-20 11:05:57,508 - pyskl - INFO - Epoch [72][1600/3940] lr: 1.344e-02, eta: 1 day, 14:18:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 3.5311, loss: 3.5311 +2025-06-20 11:06:41,717 - pyskl - INFO - Epoch [72][1700/3940] lr: 1.343e-02, eta: 1 day, 14:17:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 3.6134, loss: 3.6134 +2025-06-20 11:07:25,893 - pyskl - INFO - Epoch [72][1800/3940] lr: 1.343e-02, eta: 1 day, 14:16:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9631, loss_cls: 3.5966, loss: 3.5966 +2025-06-20 11:08:10,047 - pyskl - INFO - Epoch [72][1900/3940] lr: 1.342e-02, eta: 1 day, 14:16:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9656, loss_cls: 3.5949, loss: 3.5949 +2025-06-20 11:08:54,193 - pyskl - INFO - Epoch [72][2000/3940] lr: 1.341e-02, eta: 1 day, 14:15:15, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.6380, loss: 3.6380 +2025-06-20 11:09:38,412 - pyskl - INFO - Epoch [72][2100/3940] lr: 1.341e-02, eta: 1 day, 14:14:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 3.5925, loss: 3.5925 +2025-06-20 11:10:22,603 - pyskl - INFO - Epoch [72][2200/3940] lr: 1.340e-02, eta: 1 day, 14:13:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 3.5883, loss: 3.5883 +2025-06-20 11:11:06,813 - pyskl - INFO - Epoch [72][2300/3940] lr: 1.339e-02, eta: 1 day, 14:13:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 3.5951, loss: 3.5951 +2025-06-20 11:11:50,984 - pyskl - INFO - Epoch [72][2400/3940] lr: 1.339e-02, eta: 1 day, 14:12:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9606, loss_cls: 3.6706, loss: 3.6706 +2025-06-20 11:12:35,229 - pyskl - INFO - Epoch [72][2500/3940] lr: 1.338e-02, eta: 1 day, 14:11:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 3.5356, loss: 3.5356 +2025-06-20 11:13:19,434 - pyskl - INFO - Epoch [72][2600/3940] lr: 1.337e-02, eta: 1 day, 14:10:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 3.5763, loss: 3.5763 +2025-06-20 11:14:03,690 - pyskl - INFO - Epoch [72][2700/3940] lr: 1.337e-02, eta: 1 day, 14:10:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 3.6969, loss: 3.6969 +2025-06-20 11:14:47,930 - pyskl - INFO - Epoch [72][2800/3940] lr: 1.336e-02, eta: 1 day, 14:09:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 3.6173, loss: 3.6173 +2025-06-20 11:15:32,193 - pyskl - INFO - Epoch [72][2900/3940] lr: 1.335e-02, eta: 1 day, 14:08:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9631, loss_cls: 3.6546, loss: 3.6546 +2025-06-20 11:16:16,400 - pyskl - INFO - Epoch [72][3000/3940] lr: 1.335e-02, eta: 1 day, 14:07:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9663, loss_cls: 3.7026, loss: 3.7026 +2025-06-20 11:17:00,590 - pyskl - INFO - Epoch [72][3100/3940] lr: 1.334e-02, eta: 1 day, 14:07:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 3.7054, loss: 3.7054 +2025-06-20 11:17:44,786 - pyskl - INFO - Epoch [72][3200/3940] lr: 1.333e-02, eta: 1 day, 14:06:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 3.6564, loss: 3.6564 +2025-06-20 11:18:29,091 - pyskl - INFO - Epoch [72][3300/3940] lr: 1.333e-02, eta: 1 day, 14:05:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 3.6547, loss: 3.6547 +2025-06-20 11:19:13,386 - pyskl - INFO - Epoch [72][3400/3940] lr: 1.332e-02, eta: 1 day, 14:04:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9594, loss_cls: 3.7525, loss: 3.7525 +2025-06-20 11:19:57,609 - pyskl - INFO - Epoch [72][3500/3940] lr: 1.331e-02, eta: 1 day, 14:04:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 3.6613, loss: 3.6613 +2025-06-20 11:20:41,844 - pyskl - INFO - Epoch [72][3600/3940] lr: 1.331e-02, eta: 1 day, 14:03:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9619, loss_cls: 3.5450, loss: 3.5450 +2025-06-20 11:21:26,057 - pyskl - INFO - Epoch [72][3700/3940] lr: 1.330e-02, eta: 1 day, 14:02:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 3.6156, loss: 3.6156 +2025-06-20 11:22:10,265 - pyskl - INFO - Epoch [72][3800/3940] lr: 1.329e-02, eta: 1 day, 14:01:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9656, loss_cls: 3.6149, loss: 3.6149 +2025-06-20 11:22:54,496 - pyskl - INFO - Epoch [72][3900/3940] lr: 1.329e-02, eta: 1 day, 14:01:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 3.5517, loss: 3.5517 +2025-06-20 11:23:12,699 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-06-20 11:26:33,671 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 11:26:34,129 - pyskl - INFO - +top1_acc 0.7413 +top5_acc 0.9426 +2025-06-20 11:26:34,147 - pyskl - INFO - Epoch(val) [72][3183] top1_acc: 0.7413, top5_acc: 0.9426 +2025-06-20 11:27:43,161 - pyskl - INFO - Epoch [73][100/3940] lr: 1.328e-02, eta: 1 day, 14:00:07, time: 0.690, data_time: 0.251, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 3.7115, loss: 3.7115 +2025-06-20 11:28:27,186 - pyskl - INFO - Epoch [73][200/3940] lr: 1.327e-02, eta: 1 day, 13:59:22, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9663, loss_cls: 3.5011, loss: 3.5011 +2025-06-20 11:29:11,164 - pyskl - INFO - Epoch [73][300/3940] lr: 1.327e-02, eta: 1 day, 13:58:37, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.5492, loss: 3.5492 +2025-06-20 11:29:55,215 - pyskl - INFO - Epoch [73][400/3940] lr: 1.326e-02, eta: 1 day, 13:57:52, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 3.4153, loss: 3.4153 +2025-06-20 11:30:39,220 - pyskl - INFO - Epoch [73][500/3940] lr: 1.325e-02, eta: 1 day, 13:57:07, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 3.3673, loss: 3.3673 +2025-06-20 11:31:23,169 - pyskl - INFO - Epoch [73][600/3940] lr: 1.325e-02, eta: 1 day, 13:56:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 3.5189, loss: 3.5189 +2025-06-20 11:32:07,188 - pyskl - INFO - Epoch [73][700/3940] lr: 1.324e-02, eta: 1 day, 13:55:37, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9650, loss_cls: 3.5585, loss: 3.5585 +2025-06-20 11:32:51,263 - pyskl - INFO - Epoch [73][800/3940] lr: 1.323e-02, eta: 1 day, 13:54:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 3.7082, loss: 3.7082 +2025-06-20 11:33:35,884 - pyskl - INFO - Epoch [73][900/3940] lr: 1.323e-02, eta: 1 day, 13:54:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.6166, loss: 3.6166 +2025-06-20 11:34:20,052 - pyskl - INFO - Epoch [73][1000/3940] lr: 1.322e-02, eta: 1 day, 13:53:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 3.5311, loss: 3.5311 +2025-06-20 11:35:04,153 - pyskl - INFO - Epoch [73][1100/3940] lr: 1.321e-02, eta: 1 day, 13:52:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 3.6762, loss: 3.6762 +2025-06-20 11:35:48,244 - pyskl - INFO - Epoch [73][1200/3940] lr: 1.321e-02, eta: 1 day, 13:51:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 3.5934, loss: 3.5934 +2025-06-20 11:36:32,275 - pyskl - INFO - Epoch [73][1300/3940] lr: 1.320e-02, eta: 1 day, 13:51:07, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.4554, loss: 3.4554 +2025-06-20 11:37:16,342 - pyskl - INFO - Epoch [73][1400/3940] lr: 1.319e-02, eta: 1 day, 13:50:22, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.6987, loss: 3.6987 +2025-06-20 11:38:00,401 - pyskl - INFO - Epoch [73][1500/3940] lr: 1.319e-02, eta: 1 day, 13:49:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 3.5422, loss: 3.5422 +2025-06-20 11:38:44,439 - pyskl - INFO - Epoch [73][1600/3940] lr: 1.318e-02, eta: 1 day, 13:48:52, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.4856, loss: 3.4856 +2025-06-20 11:39:28,512 - pyskl - INFO - Epoch [73][1700/3940] lr: 1.317e-02, eta: 1 day, 13:48:07, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9675, loss_cls: 3.5944, loss: 3.5944 +2025-06-20 11:40:12,657 - pyskl - INFO - Epoch [73][1800/3940] lr: 1.317e-02, eta: 1 day, 13:47:22, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9613, loss_cls: 3.6800, loss: 3.6800 +2025-06-20 11:40:56,811 - pyskl - INFO - Epoch [73][1900/3940] lr: 1.316e-02, eta: 1 day, 13:46:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.6350, loss: 3.6350 +2025-06-20 11:41:40,909 - pyskl - INFO - Epoch [73][2000/3940] lr: 1.315e-02, eta: 1 day, 13:45:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.5520, loss: 3.5520 +2025-06-20 11:42:24,941 - pyskl - INFO - Epoch [73][2100/3940] lr: 1.315e-02, eta: 1 day, 13:45:07, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 3.6655, loss: 3.6655 +2025-06-20 11:43:09,061 - pyskl - INFO - Epoch [73][2200/3940] lr: 1.314e-02, eta: 1 day, 13:44:22, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9631, loss_cls: 3.6593, loss: 3.6593 +2025-06-20 11:43:53,200 - pyskl - INFO - Epoch [73][2300/3940] lr: 1.313e-02, eta: 1 day, 13:43:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 3.5584, loss: 3.5584 +2025-06-20 11:44:37,362 - pyskl - INFO - Epoch [73][2400/3940] lr: 1.313e-02, eta: 1 day, 13:42:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 3.5419, loss: 3.5419 +2025-06-20 11:45:21,480 - pyskl - INFO - Epoch [73][2500/3940] lr: 1.312e-02, eta: 1 day, 13:42:07, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.5832, loss: 3.5832 +2025-06-20 11:46:05,837 - pyskl - INFO - Epoch [73][2600/3940] lr: 1.311e-02, eta: 1 day, 13:41:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9656, loss_cls: 3.5803, loss: 3.5803 +2025-06-20 11:46:50,148 - pyskl - INFO - Epoch [73][2700/3940] lr: 1.311e-02, eta: 1 day, 13:40:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.7383, loss: 3.7383 +2025-06-20 11:47:34,464 - pyskl - INFO - Epoch [73][2800/3940] lr: 1.310e-02, eta: 1 day, 13:39:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9606, loss_cls: 3.6149, loss: 3.6149 +2025-06-20 11:48:18,817 - pyskl - INFO - Epoch [73][2900/3940] lr: 1.309e-02, eta: 1 day, 13:39:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9606, loss_cls: 3.4734, loss: 3.4734 +2025-06-20 11:49:03,172 - pyskl - INFO - Epoch [73][3000/3940] lr: 1.309e-02, eta: 1 day, 13:38:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 3.5697, loss: 3.5697 +2025-06-20 11:49:47,546 - pyskl - INFO - Epoch [73][3100/3940] lr: 1.308e-02, eta: 1 day, 13:37:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 3.6615, loss: 3.6615 +2025-06-20 11:50:31,913 - pyskl - INFO - Epoch [73][3200/3940] lr: 1.307e-02, eta: 1 day, 13:36:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 3.5615, loss: 3.5615 +2025-06-20 11:51:16,233 - pyskl - INFO - Epoch [73][3300/3940] lr: 1.307e-02, eta: 1 day, 13:36:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 3.6971, loss: 3.6971 +2025-06-20 11:52:00,504 - pyskl - INFO - Epoch [73][3400/3940] lr: 1.306e-02, eta: 1 day, 13:35:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 3.6472, loss: 3.6472 +2025-06-20 11:52:44,872 - pyskl - INFO - Epoch [73][3500/3940] lr: 1.305e-02, eta: 1 day, 13:34:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.6452, loss: 3.6452 +2025-06-20 11:53:29,354 - pyskl - INFO - Epoch [73][3600/3940] lr: 1.305e-02, eta: 1 day, 13:33:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.7094, loss: 3.7094 +2025-06-20 11:54:13,809 - pyskl - INFO - Epoch [73][3700/3940] lr: 1.304e-02, eta: 1 day, 13:33:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9619, loss_cls: 3.5187, loss: 3.5187 +2025-06-20 11:54:58,099 - pyskl - INFO - Epoch [73][3800/3940] lr: 1.303e-02, eta: 1 day, 13:32:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 3.6269, loss: 3.6269 +2025-06-20 11:55:42,359 - pyskl - INFO - Epoch [73][3900/3940] lr: 1.303e-02, eta: 1 day, 13:31:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 3.6387, loss: 3.6387 +2025-06-20 11:56:00,346 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-06-20 11:59:20,790 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 11:59:21,248 - pyskl - INFO - +top1_acc 0.7417 +top5_acc 0.9448 +2025-06-20 11:59:21,264 - pyskl - INFO - Epoch(val) [73][3183] top1_acc: 0.7417, top5_acc: 0.9448 +2025-06-20 12:00:30,539 - pyskl - INFO - Epoch [74][100/3940] lr: 1.302e-02, eta: 1 day, 13:30:46, time: 0.693, data_time: 0.248, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9650, loss_cls: 3.7011, loss: 3.7011 +2025-06-20 12:01:14,863 - pyskl - INFO - Epoch [74][200/3940] lr: 1.301e-02, eta: 1 day, 13:30:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9688, loss_cls: 3.4996, loss: 3.4996 +2025-06-20 12:01:59,089 - pyskl - INFO - Epoch [74][300/3940] lr: 1.300e-02, eta: 1 day, 13:29:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9694, loss_cls: 3.5993, loss: 3.5993 +2025-06-20 12:02:43,492 - pyskl - INFO - Epoch [74][400/3940] lr: 1.300e-02, eta: 1 day, 13:28:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9663, loss_cls: 3.4996, loss: 3.4996 +2025-06-20 12:03:27,853 - pyskl - INFO - Epoch [74][500/3940] lr: 1.299e-02, eta: 1 day, 13:27:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 3.6033, loss: 3.6033 +2025-06-20 12:04:12,107 - pyskl - INFO - Epoch [74][600/3940] lr: 1.298e-02, eta: 1 day, 13:27:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9694, loss_cls: 3.4391, loss: 3.4391 +2025-06-20 12:04:56,410 - pyskl - INFO - Epoch [74][700/3940] lr: 1.298e-02, eta: 1 day, 13:26:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9688, loss_cls: 3.5051, loss: 3.5051 +2025-06-20 12:05:40,735 - pyskl - INFO - Epoch [74][800/3940] lr: 1.297e-02, eta: 1 day, 13:25:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 3.5838, loss: 3.5838 +2025-06-20 12:06:25,017 - pyskl - INFO - Epoch [74][900/3940] lr: 1.296e-02, eta: 1 day, 13:24:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 3.6148, loss: 3.6148 +2025-06-20 12:07:09,453 - pyskl - INFO - Epoch [74][1000/3940] lr: 1.296e-02, eta: 1 day, 13:24:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 3.3889, loss: 3.3889 +2025-06-20 12:07:53,968 - pyskl - INFO - Epoch [74][1100/3940] lr: 1.295e-02, eta: 1 day, 13:23:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 3.5585, loss: 3.5585 +2025-06-20 12:08:38,395 - pyskl - INFO - Epoch [74][1200/3940] lr: 1.294e-02, eta: 1 day, 13:22:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 3.5897, loss: 3.5897 +2025-06-20 12:09:22,784 - pyskl - INFO - Epoch [74][1300/3940] lr: 1.294e-02, eta: 1 day, 13:21:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 3.4777, loss: 3.4777 +2025-06-20 12:10:07,174 - pyskl - INFO - Epoch [74][1400/3940] lr: 1.293e-02, eta: 1 day, 13:21:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 3.4451, loss: 3.4451 +2025-06-20 12:10:51,596 - pyskl - INFO - Epoch [74][1500/3940] lr: 1.292e-02, eta: 1 day, 13:20:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.6315, loss: 3.6315 +2025-06-20 12:11:35,941 - pyskl - INFO - Epoch [74][1600/3940] lr: 1.292e-02, eta: 1 day, 13:19:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 3.6389, loss: 3.6389 +2025-06-20 12:12:20,324 - pyskl - INFO - Epoch [74][1700/3940] lr: 1.291e-02, eta: 1 day, 13:18:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 3.5201, loss: 3.5201 +2025-06-20 12:13:04,617 - pyskl - INFO - Epoch [74][1800/3940] lr: 1.290e-02, eta: 1 day, 13:18:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9650, loss_cls: 3.5252, loss: 3.5252 +2025-06-20 12:13:48,688 - pyskl - INFO - Epoch [74][1900/3940] lr: 1.290e-02, eta: 1 day, 13:17:21, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 3.6412, loss: 3.6412 +2025-06-20 12:14:33,131 - pyskl - INFO - Epoch [74][2000/3940] lr: 1.289e-02, eta: 1 day, 13:16:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 3.5394, loss: 3.5394 +2025-06-20 12:15:17,421 - pyskl - INFO - Epoch [74][2100/3940] lr: 1.288e-02, eta: 1 day, 13:15:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9625, loss_cls: 3.6956, loss: 3.6956 +2025-06-20 12:16:01,670 - pyskl - INFO - Epoch [74][2200/3940] lr: 1.288e-02, eta: 1 day, 13:15:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 3.5590, loss: 3.5590 +2025-06-20 12:16:46,295 - pyskl - INFO - Epoch [74][2300/3940] lr: 1.287e-02, eta: 1 day, 13:14:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9694, loss_cls: 3.4740, loss: 3.4740 +2025-06-20 12:17:30,773 - pyskl - INFO - Epoch [74][2400/3940] lr: 1.286e-02, eta: 1 day, 13:13:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 3.6703, loss: 3.6703 +2025-06-20 12:18:15,114 - pyskl - INFO - Epoch [74][2500/3940] lr: 1.286e-02, eta: 1 day, 13:12:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9563, loss_cls: 3.7401, loss: 3.7401 +2025-06-20 12:18:59,357 - pyskl - INFO - Epoch [74][2600/3940] lr: 1.285e-02, eta: 1 day, 13:12:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.5150, loss: 3.5150 +2025-06-20 12:19:43,650 - pyskl - INFO - Epoch [74][2700/3940] lr: 1.284e-02, eta: 1 day, 13:11:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9594, loss_cls: 3.6900, loss: 3.6900 +2025-06-20 12:20:27,851 - pyskl - INFO - Epoch [74][2800/3940] lr: 1.284e-02, eta: 1 day, 13:10:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9650, loss_cls: 3.5748, loss: 3.5748 +2025-06-20 12:21:12,007 - pyskl - INFO - Epoch [74][2900/3940] lr: 1.283e-02, eta: 1 day, 13:09:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.6857, loss: 3.6857 +2025-06-20 12:21:56,249 - pyskl - INFO - Epoch [74][3000/3940] lr: 1.282e-02, eta: 1 day, 13:09:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9644, loss_cls: 3.4942, loss: 3.4942 +2025-06-20 12:22:40,519 - pyskl - INFO - Epoch [74][3100/3940] lr: 1.282e-02, eta: 1 day, 13:08:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.4593, loss: 3.4593 +2025-06-20 12:23:24,770 - pyskl - INFO - Epoch [74][3200/3940] lr: 1.281e-02, eta: 1 day, 13:07:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 3.7216, loss: 3.7216 +2025-06-20 12:24:09,170 - pyskl - INFO - Epoch [74][3300/3940] lr: 1.280e-02, eta: 1 day, 13:06:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9694, loss_cls: 3.5238, loss: 3.5238 +2025-06-20 12:24:53,440 - pyskl - INFO - Epoch [74][3400/3940] lr: 1.280e-02, eta: 1 day, 13:06:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9669, loss_cls: 3.5899, loss: 3.5899 +2025-06-20 12:25:37,824 - pyskl - INFO - Epoch [74][3500/3940] lr: 1.279e-02, eta: 1 day, 13:05:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9700, loss_cls: 3.4799, loss: 3.4799 +2025-06-20 12:26:22,324 - pyskl - INFO - Epoch [74][3600/3940] lr: 1.278e-02, eta: 1 day, 13:04:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 3.6304, loss: 3.6304 +2025-06-20 12:27:06,888 - pyskl - INFO - Epoch [74][3700/3940] lr: 1.278e-02, eta: 1 day, 13:03:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9700, loss_cls: 3.5510, loss: 3.5510 +2025-06-20 12:27:51,337 - pyskl - INFO - Epoch [74][3800/3940] lr: 1.277e-02, eta: 1 day, 13:03:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 3.6745, loss: 3.6745 +2025-06-20 12:28:35,697 - pyskl - INFO - Epoch [74][3900/3940] lr: 1.276e-02, eta: 1 day, 13:02:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9681, loss_cls: 3.5042, loss: 3.5042 +2025-06-20 12:28:53,711 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-06-20 12:32:14,657 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 12:32:15,115 - pyskl - INFO - +top1_acc 0.7084 +top5_acc 0.9265 +2025-06-20 12:32:15,132 - pyskl - INFO - Epoch(val) [74][3183] top1_acc: 0.7084, top5_acc: 0.9265 +2025-06-20 12:33:24,150 - pyskl - INFO - Epoch [75][100/3940] lr: 1.276e-02, eta: 1 day, 13:01:32, time: 0.690, data_time: 0.249, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.4480, loss: 3.4480 +2025-06-20 12:34:08,297 - pyskl - INFO - Epoch [75][200/3940] lr: 1.275e-02, eta: 1 day, 13:00:47, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 3.5607, loss: 3.5607 +2025-06-20 12:34:52,463 - pyskl - INFO - Epoch [75][300/3940] lr: 1.274e-02, eta: 1 day, 13:00:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.4687, loss: 3.4687 +2025-06-20 12:35:36,666 - pyskl - INFO - Epoch [75][400/3940] lr: 1.274e-02, eta: 1 day, 12:59:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 3.5741, loss: 3.5741 +2025-06-20 12:36:20,865 - pyskl - INFO - Epoch [75][500/3940] lr: 1.273e-02, eta: 1 day, 12:58:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 3.4180, loss: 3.4180 +2025-06-20 12:37:05,078 - pyskl - INFO - Epoch [75][600/3940] lr: 1.272e-02, eta: 1 day, 12:57:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 3.5241, loss: 3.5241 +2025-06-20 12:37:49,229 - pyskl - INFO - Epoch [75][700/3940] lr: 1.272e-02, eta: 1 day, 12:57:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9688, loss_cls: 3.5160, loss: 3.5160 +2025-06-20 12:38:33,377 - pyskl - INFO - Epoch [75][800/3940] lr: 1.271e-02, eta: 1 day, 12:56:17, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9744, loss_cls: 3.3826, loss: 3.3826 +2025-06-20 12:39:17,575 - pyskl - INFO - Epoch [75][900/3940] lr: 1.270e-02, eta: 1 day, 12:55:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.4772, loss: 3.4772 +2025-06-20 12:40:01,771 - pyskl - INFO - Epoch [75][1000/3940] lr: 1.270e-02, eta: 1 day, 12:54:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 3.5915, loss: 3.5915 +2025-06-20 12:40:45,935 - pyskl - INFO - Epoch [75][1100/3940] lr: 1.269e-02, eta: 1 day, 12:54:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.5095, loss: 3.5095 +2025-06-20 12:41:30,075 - pyskl - INFO - Epoch [75][1200/3940] lr: 1.268e-02, eta: 1 day, 12:53:18, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.5451, loss: 3.5451 +2025-06-20 12:42:14,265 - pyskl - INFO - Epoch [75][1300/3940] lr: 1.268e-02, eta: 1 day, 12:52:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9637, loss_cls: 3.5813, loss: 3.5813 +2025-06-20 12:42:58,415 - pyskl - INFO - Epoch [75][1400/3940] lr: 1.267e-02, eta: 1 day, 12:51:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 3.6411, loss: 3.6411 +2025-06-20 12:43:42,567 - pyskl - INFO - Epoch [75][1500/3940] lr: 1.266e-02, eta: 1 day, 12:51:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 3.5953, loss: 3.5953 +2025-06-20 12:44:26,790 - pyskl - INFO - Epoch [75][1600/3940] lr: 1.266e-02, eta: 1 day, 12:50:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 3.5599, loss: 3.5599 +2025-06-20 12:45:10,990 - pyskl - INFO - Epoch [75][1700/3940] lr: 1.265e-02, eta: 1 day, 12:49:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9656, loss_cls: 3.5323, loss: 3.5323 +2025-06-20 12:45:55,119 - pyskl - INFO - Epoch [75][1800/3940] lr: 1.264e-02, eta: 1 day, 12:48:49, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9625, loss_cls: 3.6569, loss: 3.6569 +2025-06-20 12:46:39,304 - pyskl - INFO - Epoch [75][1900/3940] lr: 1.264e-02, eta: 1 day, 12:48:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9669, loss_cls: 3.6019, loss: 3.6019 +2025-06-20 12:47:23,590 - pyskl - INFO - Epoch [75][2000/3940] lr: 1.263e-02, eta: 1 day, 12:47:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9694, loss_cls: 3.4764, loss: 3.4764 +2025-06-20 12:48:07,778 - pyskl - INFO - Epoch [75][2100/3940] lr: 1.262e-02, eta: 1 day, 12:46:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 3.3818, loss: 3.3818 +2025-06-20 12:48:51,917 - pyskl - INFO - Epoch [75][2200/3940] lr: 1.262e-02, eta: 1 day, 12:45:49, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.6258, loss: 3.6258 +2025-06-20 12:49:36,122 - pyskl - INFO - Epoch [75][2300/3940] lr: 1.261e-02, eta: 1 day, 12:45:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9637, loss_cls: 3.5828, loss: 3.5828 +2025-06-20 12:50:20,345 - pyskl - INFO - Epoch [75][2400/3940] lr: 1.260e-02, eta: 1 day, 12:44:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 3.6436, loss: 3.6436 +2025-06-20 12:51:04,548 - pyskl - INFO - Epoch [75][2500/3940] lr: 1.260e-02, eta: 1 day, 12:43:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.4759, loss: 3.4759 +2025-06-20 12:51:48,665 - pyskl - INFO - Epoch [75][2600/3940] lr: 1.259e-02, eta: 1 day, 12:42:50, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 3.6067, loss: 3.6067 +2025-06-20 12:52:32,789 - pyskl - INFO - Epoch [75][2700/3940] lr: 1.258e-02, eta: 1 day, 12:42:05, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9650, loss_cls: 3.5997, loss: 3.5997 +2025-06-20 12:53:16,942 - pyskl - INFO - Epoch [75][2800/3940] lr: 1.258e-02, eta: 1 day, 12:41:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.5860, loss: 3.5860 +2025-06-20 12:54:01,156 - pyskl - INFO - Epoch [75][2900/3940] lr: 1.257e-02, eta: 1 day, 12:40:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9631, loss_cls: 3.4906, loss: 3.4906 +2025-06-20 12:54:45,244 - pyskl - INFO - Epoch [75][3000/3940] lr: 1.256e-02, eta: 1 day, 12:39:50, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 3.5773, loss: 3.5773 +2025-06-20 12:55:29,262 - pyskl - INFO - Epoch [75][3100/3940] lr: 1.256e-02, eta: 1 day, 12:39:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 3.6034, loss: 3.6034 +2025-06-20 12:56:13,367 - pyskl - INFO - Epoch [75][3200/3940] lr: 1.255e-02, eta: 1 day, 12:38:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.5154, loss: 3.5154 +2025-06-20 12:56:57,579 - pyskl - INFO - Epoch [75][3300/3940] lr: 1.254e-02, eta: 1 day, 12:37:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9606, loss_cls: 3.6562, loss: 3.6562 +2025-06-20 12:57:41,768 - pyskl - INFO - Epoch [75][3400/3940] lr: 1.254e-02, eta: 1 day, 12:36:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 3.6831, loss: 3.6831 +2025-06-20 12:58:26,014 - pyskl - INFO - Epoch [75][3500/3940] lr: 1.253e-02, eta: 1 day, 12:36:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9619, loss_cls: 3.6971, loss: 3.6971 +2025-06-20 12:59:10,237 - pyskl - INFO - Epoch [75][3600/3940] lr: 1.252e-02, eta: 1 day, 12:35:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 3.5037, loss: 3.5037 +2025-06-20 12:59:54,432 - pyskl - INFO - Epoch [75][3700/3940] lr: 1.252e-02, eta: 1 day, 12:34:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9663, loss_cls: 3.5807, loss: 3.5807 +2025-06-20 13:00:38,633 - pyskl - INFO - Epoch [75][3800/3940] lr: 1.251e-02, eta: 1 day, 12:33:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 3.5080, loss: 3.5080 +2025-06-20 13:01:22,823 - pyskl - INFO - Epoch [75][3900/3940] lr: 1.250e-02, eta: 1 day, 12:33:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.5953, loss: 3.5953 +2025-06-20 13:01:40,812 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-06-20 13:20:43,634 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 13:20:44,108 - pyskl - INFO - +top1_acc 0.7527 +top5_acc 0.9459 +2025-06-20 13:20:44,187 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_69.pth was removed +2025-06-20 13:20:45,253 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_75.pth. +2025-06-20 13:20:45,256 - pyskl - INFO - Best top1_acc is 0.7527 at 75 epoch. +2025-06-20 13:20:45,280 - pyskl - INFO - Epoch(val) [75][3183] top1_acc: 0.7527, top5_acc: 0.9459 +2025-06-20 13:21:54,874 - pyskl - INFO - Epoch [76][100/3940] lr: 1.249e-02, eta: 1 day, 12:32:11, time: 0.696, data_time: 0.249, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 3.4881, loss: 3.4881 +2025-06-20 13:22:39,757 - pyskl - INFO - Epoch [76][200/3940] lr: 1.249e-02, eta: 1 day, 12:31:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9769, loss_cls: 3.2079, loss: 3.2079 +2025-06-20 13:23:24,919 - pyskl - INFO - Epoch [76][300/3940] lr: 1.248e-02, eta: 1 day, 12:30:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9681, loss_cls: 3.5239, loss: 3.5239 +2025-06-20 13:24:09,731 - pyskl - INFO - Epoch [76][400/3940] lr: 1.247e-02, eta: 1 day, 12:29:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9706, loss_cls: 3.5472, loss: 3.5472 +2025-06-20 13:24:54,069 - pyskl - INFO - Epoch [76][500/3940] lr: 1.247e-02, eta: 1 day, 12:29:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9637, loss_cls: 3.6708, loss: 3.6708 +2025-06-20 13:25:38,375 - pyskl - INFO - Epoch [76][600/3940] lr: 1.246e-02, eta: 1 day, 12:28:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 3.3637, loss: 3.3637 +2025-06-20 13:26:22,651 - pyskl - INFO - Epoch [76][700/3940] lr: 1.245e-02, eta: 1 day, 12:27:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 3.5195, loss: 3.5195 +2025-06-20 13:27:06,914 - pyskl - INFO - Epoch [76][800/3940] lr: 1.245e-02, eta: 1 day, 12:27:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.5066, loss: 3.5066 +2025-06-20 13:27:51,229 - pyskl - INFO - Epoch [76][900/3940] lr: 1.244e-02, eta: 1 day, 12:26:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 3.5434, loss: 3.5434 +2025-06-20 13:28:35,575 - pyskl - INFO - Epoch [76][1000/3940] lr: 1.243e-02, eta: 1 day, 12:25:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9650, loss_cls: 3.5101, loss: 3.5101 +2025-06-20 13:29:19,950 - pyskl - INFO - Epoch [76][1100/3940] lr: 1.243e-02, eta: 1 day, 12:24:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 3.4211, loss: 3.4211 +2025-06-20 13:30:04,365 - pyskl - INFO - Epoch [76][1200/3940] lr: 1.242e-02, eta: 1 day, 12:24:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 3.5166, loss: 3.5166 +2025-06-20 13:30:48,682 - pyskl - INFO - Epoch [76][1300/3940] lr: 1.241e-02, eta: 1 day, 12:23:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 3.5743, loss: 3.5743 +2025-06-20 13:31:32,921 - pyskl - INFO - Epoch [76][1400/3940] lr: 1.241e-02, eta: 1 day, 12:22:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9669, loss_cls: 3.5301, loss: 3.5301 +2025-06-20 13:32:17,139 - pyskl - INFO - Epoch [76][1500/3940] lr: 1.240e-02, eta: 1 day, 12:21:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 3.6031, loss: 3.6031 +2025-06-20 13:33:01,367 - pyskl - INFO - Epoch [76][1600/3940] lr: 1.239e-02, eta: 1 day, 12:21:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 3.5299, loss: 3.5299 +2025-06-20 13:33:45,643 - pyskl - INFO - Epoch [76][1700/3940] lr: 1.239e-02, eta: 1 day, 12:20:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.5730, loss: 3.5730 +2025-06-20 13:34:29,804 - pyskl - INFO - Epoch [76][1800/3940] lr: 1.238e-02, eta: 1 day, 12:19:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9688, loss_cls: 3.3847, loss: 3.3847 +2025-06-20 13:35:14,017 - pyskl - INFO - Epoch [76][1900/3940] lr: 1.237e-02, eta: 1 day, 12:18:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9688, loss_cls: 3.5540, loss: 3.5540 +2025-06-20 13:35:58,217 - pyskl - INFO - Epoch [76][2000/3940] lr: 1.237e-02, eta: 1 day, 12:18:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 3.6610, loss: 3.6610 +2025-06-20 13:36:42,441 - pyskl - INFO - Epoch [76][2100/3940] lr: 1.236e-02, eta: 1 day, 12:17:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 3.5936, loss: 3.5936 +2025-06-20 13:37:26,635 - pyskl - INFO - Epoch [76][2200/3940] lr: 1.235e-02, eta: 1 day, 12:16:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 3.5725, loss: 3.5725 +2025-06-20 13:38:10,847 - pyskl - INFO - Epoch [76][2300/3940] lr: 1.235e-02, eta: 1 day, 12:15:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.4989, loss: 3.4989 +2025-06-20 13:38:55,012 - pyskl - INFO - Epoch [76][2400/3940] lr: 1.234e-02, eta: 1 day, 12:15:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.5382, loss: 3.5382 +2025-06-20 13:39:39,150 - pyskl - INFO - Epoch [76][2500/3940] lr: 1.233e-02, eta: 1 day, 12:14:18, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9694, loss_cls: 3.4727, loss: 3.4727 +2025-06-20 13:40:23,373 - pyskl - INFO - Epoch [76][2600/3940] lr: 1.233e-02, eta: 1 day, 12:13:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9625, loss_cls: 3.4918, loss: 3.4918 +2025-06-20 13:41:07,592 - pyskl - INFO - Epoch [76][2700/3940] lr: 1.232e-02, eta: 1 day, 12:12:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 3.5511, loss: 3.5511 +2025-06-20 13:41:51,755 - pyskl - INFO - Epoch [76][2800/3940] lr: 1.231e-02, eta: 1 day, 12:12:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9681, loss_cls: 3.6917, loss: 3.6917 +2025-06-20 13:42:36,035 - pyskl - INFO - Epoch [76][2900/3940] lr: 1.231e-02, eta: 1 day, 12:11:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 3.7523, loss: 3.7523 +2025-06-20 13:43:20,242 - pyskl - INFO - Epoch [76][3000/3940] lr: 1.230e-02, eta: 1 day, 12:10:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.5383, loss: 3.5383 +2025-06-20 13:44:04,463 - pyskl - INFO - Epoch [76][3100/3940] lr: 1.229e-02, eta: 1 day, 12:09:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 3.4933, loss: 3.4933 +2025-06-20 13:44:48,777 - pyskl - INFO - Epoch [76][3200/3940] lr: 1.229e-02, eta: 1 day, 12:09:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 3.4444, loss: 3.4444 +2025-06-20 13:45:33,173 - pyskl - INFO - Epoch [76][3300/3940] lr: 1.228e-02, eta: 1 day, 12:08:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.5658, loss: 3.5658 +2025-06-20 13:46:17,443 - pyskl - INFO - Epoch [76][3400/3940] lr: 1.227e-02, eta: 1 day, 12:07:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.6078, loss: 3.6078 +2025-06-20 13:47:01,768 - pyskl - INFO - Epoch [76][3500/3940] lr: 1.227e-02, eta: 1 day, 12:06:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 3.4904, loss: 3.4904 +2025-06-20 13:47:45,999 - pyskl - INFO - Epoch [76][3600/3940] lr: 1.226e-02, eta: 1 day, 12:06:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9669, loss_cls: 3.6105, loss: 3.6105 +2025-06-20 13:48:30,210 - pyskl - INFO - Epoch [76][3700/3940] lr: 1.225e-02, eta: 1 day, 12:05:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.6174, loss: 3.6174 +2025-06-20 13:49:14,430 - pyskl - INFO - Epoch [76][3800/3940] lr: 1.225e-02, eta: 1 day, 12:04:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 3.4914, loss: 3.4914 +2025-06-20 13:49:58,596 - pyskl - INFO - Epoch [76][3900/3940] lr: 1.224e-02, eta: 1 day, 12:03:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 3.4726, loss: 3.4726 +2025-06-20 13:50:16,670 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-06-20 13:53:38,109 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 13:53:38,576 - pyskl - INFO - +top1_acc 0.7428 +top5_acc 0.9441 +2025-06-20 13:53:38,596 - pyskl - INFO - Epoch(val) [76][3183] top1_acc: 0.7428, top5_acc: 0.9441 +2025-06-20 13:54:47,355 - pyskl - INFO - Epoch [77][100/3940] lr: 1.223e-02, eta: 1 day, 12:02:55, time: 0.688, data_time: 0.245, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.3486, loss: 3.3486 +2025-06-20 13:55:31,590 - pyskl - INFO - Epoch [77][200/3940] lr: 1.222e-02, eta: 1 day, 12:02:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.5696, loss: 3.5696 +2025-06-20 13:56:15,875 - pyskl - INFO - Epoch [77][300/3940] lr: 1.222e-02, eta: 1 day, 12:01:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.4573, loss: 3.4573 +2025-06-20 13:57:00,076 - pyskl - INFO - Epoch [77][400/3940] lr: 1.221e-02, eta: 1 day, 12:00:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9675, loss_cls: 3.4305, loss: 3.4305 +2025-06-20 13:57:44,276 - pyskl - INFO - Epoch [77][500/3940] lr: 1.221e-02, eta: 1 day, 11:59:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9700, loss_cls: 3.2895, loss: 3.2895 +2025-06-20 13:58:28,500 - pyskl - INFO - Epoch [77][600/3940] lr: 1.220e-02, eta: 1 day, 11:59:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9738, loss_cls: 3.4287, loss: 3.4287 +2025-06-20 13:59:12,687 - pyskl - INFO - Epoch [77][700/3940] lr: 1.219e-02, eta: 1 day, 11:58:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 3.3497, loss: 3.3497 +2025-06-20 13:59:56,864 - pyskl - INFO - Epoch [77][800/3940] lr: 1.219e-02, eta: 1 day, 11:57:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 3.5341, loss: 3.5341 +2025-06-20 14:00:41,131 - pyskl - INFO - Epoch [77][900/3940] lr: 1.218e-02, eta: 1 day, 11:56:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9656, loss_cls: 3.5227, loss: 3.5227 +2025-06-20 14:01:25,252 - pyskl - INFO - Epoch [77][1000/3940] lr: 1.217e-02, eta: 1 day, 11:56:11, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9663, loss_cls: 3.5475, loss: 3.5475 +2025-06-20 14:02:09,574 - pyskl - INFO - Epoch [77][1100/3940] lr: 1.217e-02, eta: 1 day, 11:55:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 3.6237, loss: 3.6237 +2025-06-20 14:02:53,775 - pyskl - INFO - Epoch [77][1200/3940] lr: 1.216e-02, eta: 1 day, 11:54:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9669, loss_cls: 3.5062, loss: 3.5062 +2025-06-20 14:03:37,909 - pyskl - INFO - Epoch [77][1300/3940] lr: 1.215e-02, eta: 1 day, 11:53:57, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 3.3899, loss: 3.3899 +2025-06-20 14:04:22,004 - pyskl - INFO - Epoch [77][1400/3940] lr: 1.215e-02, eta: 1 day, 11:53:12, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 3.4018, loss: 3.4018 +2025-06-20 14:05:06,135 - pyskl - INFO - Epoch [77][1500/3940] lr: 1.214e-02, eta: 1 day, 11:52:27, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 3.6333, loss: 3.6333 +2025-06-20 14:05:50,356 - pyskl - INFO - Epoch [77][1600/3940] lr: 1.213e-02, eta: 1 day, 11:51:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 3.5810, loss: 3.5810 +2025-06-20 14:06:34,279 - pyskl - INFO - Epoch [77][1700/3940] lr: 1.213e-02, eta: 1 day, 11:50:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9688, loss_cls: 3.5626, loss: 3.5626 +2025-06-20 14:07:18,382 - pyskl - INFO - Epoch [77][1800/3940] lr: 1.212e-02, eta: 1 day, 11:50:12, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 3.4963, loss: 3.4963 +2025-06-20 14:08:02,533 - pyskl - INFO - Epoch [77][1900/3940] lr: 1.211e-02, eta: 1 day, 11:49:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 3.5554, loss: 3.5554 +2025-06-20 14:08:46,533 - pyskl - INFO - Epoch [77][2000/3940] lr: 1.211e-02, eta: 1 day, 11:48:42, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 3.5509, loss: 3.5509 +2025-06-20 14:09:30,669 - pyskl - INFO - Epoch [77][2100/3940] lr: 1.210e-02, eta: 1 day, 11:47:57, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 3.4622, loss: 3.4622 +2025-06-20 14:10:14,736 - pyskl - INFO - Epoch [77][2200/3940] lr: 1.209e-02, eta: 1 day, 11:47:12, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 3.5233, loss: 3.5233 +2025-06-20 14:10:58,826 - pyskl - INFO - Epoch [77][2300/3940] lr: 1.209e-02, eta: 1 day, 11:46:27, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9681, loss_cls: 3.4326, loss: 3.4326 +2025-06-20 14:11:42,940 - pyskl - INFO - Epoch [77][2400/3940] lr: 1.208e-02, eta: 1 day, 11:45:43, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 3.5047, loss: 3.5047 +2025-06-20 14:12:27,067 - pyskl - INFO - Epoch [77][2500/3940] lr: 1.207e-02, eta: 1 day, 11:44:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.5173, loss: 3.5173 +2025-06-20 14:13:11,167 - pyskl - INFO - Epoch [77][2600/3940] lr: 1.207e-02, eta: 1 day, 11:44:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.5244, loss: 3.5244 +2025-06-20 14:13:55,267 - pyskl - INFO - Epoch [77][2700/3940] lr: 1.206e-02, eta: 1 day, 11:43:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9700, loss_cls: 3.4714, loss: 3.4714 +2025-06-20 14:14:39,363 - pyskl - INFO - Epoch [77][2800/3940] lr: 1.205e-02, eta: 1 day, 11:42:43, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9663, loss_cls: 3.4990, loss: 3.4990 +2025-06-20 14:15:23,534 - pyskl - INFO - Epoch [77][2900/3940] lr: 1.205e-02, eta: 1 day, 11:41:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 3.5519, loss: 3.5519 +2025-06-20 14:16:07,696 - pyskl - INFO - Epoch [77][3000/3940] lr: 1.204e-02, eta: 1 day, 11:41:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 3.5625, loss: 3.5625 +2025-06-20 14:16:51,870 - pyskl - INFO - Epoch [77][3100/3940] lr: 1.203e-02, eta: 1 day, 11:40:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9700, loss_cls: 3.3216, loss: 3.3216 +2025-06-20 14:17:36,052 - pyskl - INFO - Epoch [77][3200/3940] lr: 1.203e-02, eta: 1 day, 11:39:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 3.4470, loss: 3.4470 +2025-06-20 14:18:20,265 - pyskl - INFO - Epoch [77][3300/3940] lr: 1.202e-02, eta: 1 day, 11:38:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.5693, loss: 3.5693 +2025-06-20 14:19:04,549 - pyskl - INFO - Epoch [77][3400/3940] lr: 1.201e-02, eta: 1 day, 11:38:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9656, loss_cls: 3.4181, loss: 3.4181 +2025-06-20 14:19:48,814 - pyskl - INFO - Epoch [77][3500/3940] lr: 1.201e-02, eta: 1 day, 11:37:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9644, loss_cls: 3.5704, loss: 3.5704 +2025-06-20 14:20:32,987 - pyskl - INFO - Epoch [77][3600/3940] lr: 1.200e-02, eta: 1 day, 11:36:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 3.5574, loss: 3.5574 +2025-06-20 14:21:17,145 - pyskl - INFO - Epoch [77][3700/3940] lr: 1.199e-02, eta: 1 day, 11:35:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 3.5352, loss: 3.5352 +2025-06-20 14:22:01,216 - pyskl - INFO - Epoch [77][3800/3940] lr: 1.199e-02, eta: 1 day, 11:35:14, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.5195, loss: 3.5195 +2025-06-20 14:22:45,230 - pyskl - INFO - Epoch [77][3900/3940] lr: 1.198e-02, eta: 1 day, 11:34:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 3.5891, loss: 3.5891 +2025-06-20 14:23:03,022 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-06-20 14:26:23,705 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 14:26:24,167 - pyskl - INFO - +top1_acc 0.7568 +top5_acc 0.9498 +2025-06-20 14:26:24,222 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_75.pth was removed +2025-06-20 14:26:25,259 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_77.pth. +2025-06-20 14:26:25,261 - pyskl - INFO - Best top1_acc is 0.7568 at 77 epoch. +2025-06-20 14:26:25,277 - pyskl - INFO - Epoch(val) [77][3183] top1_acc: 0.7568, top5_acc: 0.9498 +2025-06-20 14:27:34,392 - pyskl - INFO - Epoch [78][100/3940] lr: 1.197e-02, eta: 1 day, 11:33:34, time: 0.691, data_time: 0.249, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.5291, loss: 3.5291 +2025-06-20 14:28:18,660 - pyskl - INFO - Epoch [78][200/3940] lr: 1.196e-02, eta: 1 day, 11:32:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9675, loss_cls: 3.5098, loss: 3.5098 +2025-06-20 14:29:02,851 - pyskl - INFO - Epoch [78][300/3940] lr: 1.196e-02, eta: 1 day, 11:32:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.4606, loss: 3.4606 +2025-06-20 14:29:47,010 - pyskl - INFO - Epoch [78][400/3940] lr: 1.195e-02, eta: 1 day, 11:31:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9706, loss_cls: 3.4097, loss: 3.4097 +2025-06-20 14:30:31,197 - pyskl - INFO - Epoch [78][500/3940] lr: 1.194e-02, eta: 1 day, 11:30:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 3.5482, loss: 3.5482 +2025-06-20 14:31:15,454 - pyskl - INFO - Epoch [78][600/3940] lr: 1.194e-02, eta: 1 day, 11:29:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9781, loss_cls: 3.4295, loss: 3.4295 +2025-06-20 14:31:59,711 - pyskl - INFO - Epoch [78][700/3940] lr: 1.193e-02, eta: 1 day, 11:29:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 3.3932, loss: 3.3932 +2025-06-20 14:32:43,885 - pyskl - INFO - Epoch [78][800/3940] lr: 1.192e-02, eta: 1 day, 11:28:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 3.5049, loss: 3.5049 +2025-06-20 14:33:28,064 - pyskl - INFO - Epoch [78][900/3940] lr: 1.192e-02, eta: 1 day, 11:27:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 3.3935, loss: 3.3935 +2025-06-20 14:34:12,208 - pyskl - INFO - Epoch [78][1000/3940] lr: 1.191e-02, eta: 1 day, 11:26:50, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 3.4218, loss: 3.4218 +2025-06-20 14:34:56,421 - pyskl - INFO - Epoch [78][1100/3940] lr: 1.190e-02, eta: 1 day, 11:26:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 3.4955, loss: 3.4955 +2025-06-20 14:35:40,698 - pyskl - INFO - Epoch [78][1200/3940] lr: 1.190e-02, eta: 1 day, 11:25:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9694, loss_cls: 3.4429, loss: 3.4429 +2025-06-20 14:36:24,864 - pyskl - INFO - Epoch [78][1300/3940] lr: 1.189e-02, eta: 1 day, 11:24:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 3.5545, loss: 3.5545 +2025-06-20 14:37:08,988 - pyskl - INFO - Epoch [78][1400/3940] lr: 1.188e-02, eta: 1 day, 11:23:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 3.4451, loss: 3.4451 +2025-06-20 14:37:53,168 - pyskl - INFO - Epoch [78][1500/3940] lr: 1.188e-02, eta: 1 day, 11:23:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.4238, loss: 3.4238 +2025-06-20 14:38:37,310 - pyskl - INFO - Epoch [78][1600/3940] lr: 1.187e-02, eta: 1 day, 11:22:21, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.5381, loss: 3.5381 +2025-06-20 14:39:21,461 - pyskl - INFO - Epoch [78][1700/3940] lr: 1.186e-02, eta: 1 day, 11:21:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 3.5053, loss: 3.5053 +2025-06-20 14:40:05,596 - pyskl - INFO - Epoch [78][1800/3940] lr: 1.186e-02, eta: 1 day, 11:20:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.4638, loss: 3.4638 +2025-06-20 14:40:49,752 - pyskl - INFO - Epoch [78][1900/3940] lr: 1.185e-02, eta: 1 day, 11:20:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9812, loss_cls: 3.4951, loss: 3.4951 +2025-06-20 14:41:33,920 - pyskl - INFO - Epoch [78][2000/3940] lr: 1.184e-02, eta: 1 day, 11:19:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 3.4658, loss: 3.4658 +2025-06-20 14:42:18,023 - pyskl - INFO - Epoch [78][2100/3940] lr: 1.184e-02, eta: 1 day, 11:18:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9656, loss_cls: 3.4801, loss: 3.4801 +2025-06-20 14:43:02,138 - pyskl - INFO - Epoch [78][2200/3940] lr: 1.183e-02, eta: 1 day, 11:17:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.6077, loss: 3.6077 +2025-06-20 14:43:46,323 - pyskl - INFO - Epoch [78][2300/3940] lr: 1.182e-02, eta: 1 day, 11:17:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9706, loss_cls: 3.4263, loss: 3.4263 +2025-06-20 14:44:30,530 - pyskl - INFO - Epoch [78][2400/3940] lr: 1.182e-02, eta: 1 day, 11:16:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 3.4996, loss: 3.4996 +2025-06-20 14:45:14,788 - pyskl - INFO - Epoch [78][2500/3940] lr: 1.181e-02, eta: 1 day, 11:15:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 3.5276, loss: 3.5276 +2025-06-20 14:45:59,109 - pyskl - INFO - Epoch [78][2600/3940] lr: 1.180e-02, eta: 1 day, 11:14:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 3.5181, loss: 3.5181 +2025-06-20 14:46:43,432 - pyskl - INFO - Epoch [78][2700/3940] lr: 1.180e-02, eta: 1 day, 11:14:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 3.5412, loss: 3.5412 +2025-06-20 14:47:27,618 - pyskl - INFO - Epoch [78][2800/3940] lr: 1.179e-02, eta: 1 day, 11:13:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 3.5310, loss: 3.5310 +2025-06-20 14:48:11,824 - pyskl - INFO - Epoch [78][2900/3940] lr: 1.178e-02, eta: 1 day, 11:12:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 3.5467, loss: 3.5467 +2025-06-20 14:48:56,058 - pyskl - INFO - Epoch [78][3000/3940] lr: 1.178e-02, eta: 1 day, 11:11:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 3.7133, loss: 3.7133 +2025-06-20 14:49:40,233 - pyskl - INFO - Epoch [78][3100/3940] lr: 1.177e-02, eta: 1 day, 11:11:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.4251, loss: 3.4251 +2025-06-20 14:50:24,452 - pyskl - INFO - Epoch [78][3200/3940] lr: 1.176e-02, eta: 1 day, 11:10:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9781, loss_cls: 3.6027, loss: 3.6027 +2025-06-20 14:51:08,661 - pyskl - INFO - Epoch [78][3300/3940] lr: 1.176e-02, eta: 1 day, 11:09:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 3.4587, loss: 3.4587 +2025-06-20 14:51:52,897 - pyskl - INFO - Epoch [78][3400/3940] lr: 1.175e-02, eta: 1 day, 11:08:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.6007, loss: 3.6007 +2025-06-20 14:52:37,114 - pyskl - INFO - Epoch [78][3500/3940] lr: 1.174e-02, eta: 1 day, 11:08:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 3.4411, loss: 3.4411 +2025-06-20 14:53:21,334 - pyskl - INFO - Epoch [78][3600/3940] lr: 1.174e-02, eta: 1 day, 11:07:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9637, loss_cls: 3.6376, loss: 3.6376 +2025-06-20 14:54:05,592 - pyskl - INFO - Epoch [78][3700/3940] lr: 1.173e-02, eta: 1 day, 11:06:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9694, loss_cls: 3.4566, loss: 3.4566 +2025-06-20 14:54:49,805 - pyskl - INFO - Epoch [78][3800/3940] lr: 1.172e-02, eta: 1 day, 11:05:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.6095, loss: 3.6095 +2025-06-20 14:55:34,027 - pyskl - INFO - Epoch [78][3900/3940] lr: 1.172e-02, eta: 1 day, 11:05:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 3.3872, loss: 3.3872 +2025-06-20 14:55:51,999 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-06-20 14:59:13,027 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 14:59:13,482 - pyskl - INFO - +top1_acc 0.7538 +top5_acc 0.9409 +2025-06-20 14:59:13,498 - pyskl - INFO - Epoch(val) [78][3183] top1_acc: 0.7538, top5_acc: 0.9409 +2025-06-20 15:00:22,636 - pyskl - INFO - Epoch [79][100/3940] lr: 1.171e-02, eta: 1 day, 11:04:14, time: 0.691, data_time: 0.249, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9719, loss_cls: 3.3963, loss: 3.3963 +2025-06-20 15:01:06,759 - pyskl - INFO - Epoch [79][200/3940] lr: 1.170e-02, eta: 1 day, 11:03:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 3.3085, loss: 3.3085 +2025-06-20 15:01:50,860 - pyskl - INFO - Epoch [79][300/3940] lr: 1.170e-02, eta: 1 day, 11:02:44, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9669, loss_cls: 3.3708, loss: 3.3708 +2025-06-20 15:02:34,933 - pyskl - INFO - Epoch [79][400/3940] lr: 1.169e-02, eta: 1 day, 11:02:00, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.5089, loss: 3.5089 +2025-06-20 15:03:19,087 - pyskl - INFO - Epoch [79][500/3940] lr: 1.168e-02, eta: 1 day, 11:01:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.4986, loss: 3.4986 +2025-06-20 15:04:03,402 - pyskl - INFO - Epoch [79][600/3940] lr: 1.168e-02, eta: 1 day, 11:00:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9631, loss_cls: 3.4772, loss: 3.4772 +2025-06-20 15:04:47,504 - pyskl - INFO - Epoch [79][700/3940] lr: 1.167e-02, eta: 1 day, 10:59:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 3.3491, loss: 3.3491 +2025-06-20 15:05:31,604 - pyskl - INFO - Epoch [79][800/3940] lr: 1.166e-02, eta: 1 day, 10:59:00, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 3.4473, loss: 3.4473 +2025-06-20 15:06:15,819 - pyskl - INFO - Epoch [79][900/3940] lr: 1.166e-02, eta: 1 day, 10:58:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 3.4367, loss: 3.4367 +2025-06-20 15:06:59,923 - pyskl - INFO - Epoch [79][1000/3940] lr: 1.165e-02, eta: 1 day, 10:57:30, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9681, loss_cls: 3.5448, loss: 3.5448 +2025-06-20 15:07:44,148 - pyskl - INFO - Epoch [79][1100/3940] lr: 1.164e-02, eta: 1 day, 10:56:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9650, loss_cls: 3.4378, loss: 3.4378 +2025-06-20 15:08:28,298 - pyskl - INFO - Epoch [79][1200/3940] lr: 1.164e-02, eta: 1 day, 10:56:01, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 3.4336, loss: 3.4336 +2025-06-20 15:09:12,363 - pyskl - INFO - Epoch [79][1300/3940] lr: 1.163e-02, eta: 1 day, 10:55:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 3.4443, loss: 3.4443 +2025-06-20 15:09:56,691 - pyskl - INFO - Epoch [79][1400/3940] lr: 1.162e-02, eta: 1 day, 10:54:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 3.4029, loss: 3.4029 +2025-06-20 15:10:40,955 - pyskl - INFO - Epoch [79][1500/3940] lr: 1.162e-02, eta: 1 day, 10:53:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 3.4361, loss: 3.4361 +2025-06-20 15:11:25,218 - pyskl - INFO - Epoch [79][1600/3940] lr: 1.161e-02, eta: 1 day, 10:53:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9688, loss_cls: 3.5479, loss: 3.5479 +2025-06-20 15:12:09,577 - pyskl - INFO - Epoch [79][1700/3940] lr: 1.160e-02, eta: 1 day, 10:52:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9669, loss_cls: 3.3822, loss: 3.3822 +2025-06-20 15:12:53,854 - pyskl - INFO - Epoch [79][1800/3940] lr: 1.160e-02, eta: 1 day, 10:51:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 3.3961, loss: 3.3961 +2025-06-20 15:13:38,081 - pyskl - INFO - Epoch [79][1900/3940] lr: 1.159e-02, eta: 1 day, 10:50:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9681, loss_cls: 3.4667, loss: 3.4667 +2025-06-20 15:14:22,321 - pyskl - INFO - Epoch [79][2000/3940] lr: 1.158e-02, eta: 1 day, 10:50:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 3.4130, loss: 3.4130 +2025-06-20 15:15:06,517 - pyskl - INFO - Epoch [79][2100/3940] lr: 1.158e-02, eta: 1 day, 10:49:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.3695, loss: 3.3695 +2025-06-20 15:15:50,741 - pyskl - INFO - Epoch [79][2200/3940] lr: 1.157e-02, eta: 1 day, 10:48:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.3933, loss: 3.3933 +2025-06-20 15:16:34,962 - pyskl - INFO - Epoch [79][2300/3940] lr: 1.156e-02, eta: 1 day, 10:47:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 3.5105, loss: 3.5105 +2025-06-20 15:17:19,266 - pyskl - INFO - Epoch [79][2400/3940] lr: 1.156e-02, eta: 1 day, 10:47:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 3.5135, loss: 3.5135 +2025-06-20 15:18:03,603 - pyskl - INFO - Epoch [79][2500/3940] lr: 1.155e-02, eta: 1 day, 10:46:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.4833, loss: 3.4833 +2025-06-20 15:18:47,949 - pyskl - INFO - Epoch [79][2600/3940] lr: 1.154e-02, eta: 1 day, 10:45:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9725, loss_cls: 3.3462, loss: 3.3462 +2025-06-20 15:19:32,309 - pyskl - INFO - Epoch [79][2700/3940] lr: 1.154e-02, eta: 1 day, 10:44:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 3.4399, loss: 3.4399 +2025-06-20 15:20:16,601 - pyskl - INFO - Epoch [79][2800/3940] lr: 1.153e-02, eta: 1 day, 10:44:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 3.3654, loss: 3.3654 +2025-06-20 15:21:00,895 - pyskl - INFO - Epoch [79][2900/3940] lr: 1.152e-02, eta: 1 day, 10:43:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.5323, loss: 3.5323 +2025-06-20 15:21:45,209 - pyskl - INFO - Epoch [79][3000/3940] lr: 1.152e-02, eta: 1 day, 10:42:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 3.3820, loss: 3.3820 +2025-06-20 15:22:29,501 - pyskl - INFO - Epoch [79][3100/3940] lr: 1.151e-02, eta: 1 day, 10:41:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 3.4765, loss: 3.4765 +2025-06-20 15:23:13,798 - pyskl - INFO - Epoch [79][3200/3940] lr: 1.150e-02, eta: 1 day, 10:41:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 3.5428, loss: 3.5428 +2025-06-20 15:23:58,206 - pyskl - INFO - Epoch [79][3300/3940] lr: 1.150e-02, eta: 1 day, 10:40:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 3.7399, loss: 3.7399 +2025-06-20 15:24:42,545 - pyskl - INFO - Epoch [79][3400/3940] lr: 1.149e-02, eta: 1 day, 10:39:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 3.5129, loss: 3.5129 +2025-06-20 15:25:26,877 - pyskl - INFO - Epoch [79][3500/3940] lr: 1.148e-02, eta: 1 day, 10:38:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.4750, loss: 3.4750 +2025-06-20 15:26:11,248 - pyskl - INFO - Epoch [79][3600/3940] lr: 1.148e-02, eta: 1 day, 10:38:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 3.5964, loss: 3.5964 +2025-06-20 15:26:55,597 - pyskl - INFO - Epoch [79][3700/3940] lr: 1.147e-02, eta: 1 day, 10:37:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9725, loss_cls: 3.3794, loss: 3.3794 +2025-06-20 15:27:39,993 - pyskl - INFO - Epoch [79][3800/3940] lr: 1.146e-02, eta: 1 day, 10:36:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 3.4063, loss: 3.4063 +2025-06-20 15:28:24,333 - pyskl - INFO - Epoch [79][3900/3940] lr: 1.146e-02, eta: 1 day, 10:35:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.4125, loss: 3.4125 +2025-06-20 15:28:42,381 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-06-20 15:32:03,042 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 15:32:03,499 - pyskl - INFO - +top1_acc 0.7479 +top5_acc 0.9422 +2025-06-20 15:32:03,517 - pyskl - INFO - Epoch(val) [79][3183] top1_acc: 0.7479, top5_acc: 0.9422 +2025-06-20 15:33:12,377 - pyskl - INFO - Epoch [80][100/3940] lr: 1.145e-02, eta: 1 day, 10:34:57, time: 0.689, data_time: 0.246, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 3.3403, loss: 3.3403 +2025-06-20 15:33:56,547 - pyskl - INFO - Epoch [80][200/3940] lr: 1.144e-02, eta: 1 day, 10:34:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 3.3457, loss: 3.3457 +2025-06-20 15:34:40,722 - pyskl - INFO - Epoch [80][300/3940] lr: 1.143e-02, eta: 1 day, 10:33:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 3.4345, loss: 3.4345 +2025-06-20 15:35:24,962 - pyskl - INFO - Epoch [80][400/3940] lr: 1.143e-02, eta: 1 day, 10:32:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 3.3730, loss: 3.3730 +2025-06-20 15:36:09,274 - pyskl - INFO - Epoch [80][500/3940] lr: 1.142e-02, eta: 1 day, 10:31:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9725, loss_cls: 3.4234, loss: 3.4234 +2025-06-20 15:36:53,532 - pyskl - INFO - Epoch [80][600/3940] lr: 1.141e-02, eta: 1 day, 10:31:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9731, loss_cls: 3.3106, loss: 3.3106 +2025-06-20 15:37:37,792 - pyskl - INFO - Epoch [80][700/3940] lr: 1.141e-02, eta: 1 day, 10:30:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 3.2675, loss: 3.2675 +2025-06-20 15:38:22,036 - pyskl - INFO - Epoch [80][800/3940] lr: 1.140e-02, eta: 1 day, 10:29:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 3.2992, loss: 3.2992 +2025-06-20 15:39:06,332 - pyskl - INFO - Epoch [80][900/3940] lr: 1.139e-02, eta: 1 day, 10:28:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9688, loss_cls: 3.4157, loss: 3.4157 +2025-06-20 15:39:50,578 - pyskl - INFO - Epoch [80][1000/3940] lr: 1.139e-02, eta: 1 day, 10:28:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 3.3284, loss: 3.3284 +2025-06-20 15:40:34,834 - pyskl - INFO - Epoch [80][1100/3940] lr: 1.138e-02, eta: 1 day, 10:27:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9594, loss_cls: 3.4897, loss: 3.4897 +2025-06-20 15:41:19,052 - pyskl - INFO - Epoch [80][1200/3940] lr: 1.137e-02, eta: 1 day, 10:26:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9725, loss_cls: 3.3631, loss: 3.3631 +2025-06-20 15:42:03,279 - pyskl - INFO - Epoch [80][1300/3940] lr: 1.137e-02, eta: 1 day, 10:26:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 3.4768, loss: 3.4768 +2025-06-20 15:42:47,477 - pyskl - INFO - Epoch [80][1400/3940] lr: 1.136e-02, eta: 1 day, 10:25:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 3.4588, loss: 3.4588 +2025-06-20 15:43:31,665 - pyskl - INFO - Epoch [80][1500/3940] lr: 1.135e-02, eta: 1 day, 10:24:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 3.4639, loss: 3.4639 +2025-06-20 15:44:15,837 - pyskl - INFO - Epoch [80][1600/3940] lr: 1.135e-02, eta: 1 day, 10:23:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9650, loss_cls: 3.4890, loss: 3.4890 +2025-06-20 15:45:00,004 - pyskl - INFO - Epoch [80][1700/3940] lr: 1.134e-02, eta: 1 day, 10:23:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9719, loss_cls: 3.4977, loss: 3.4977 +2025-06-20 15:45:44,193 - pyskl - INFO - Epoch [80][1800/3940] lr: 1.133e-02, eta: 1 day, 10:22:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9669, loss_cls: 3.4638, loss: 3.4638 +2025-06-20 15:46:28,429 - pyskl - INFO - Epoch [80][1900/3940] lr: 1.133e-02, eta: 1 day, 10:21:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 3.5727, loss: 3.5727 +2025-06-20 15:47:12,630 - pyskl - INFO - Epoch [80][2000/3940] lr: 1.132e-02, eta: 1 day, 10:20:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 3.4842, loss: 3.4842 +2025-06-20 15:47:56,816 - pyskl - INFO - Epoch [80][2100/3940] lr: 1.132e-02, eta: 1 day, 10:20:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9744, loss_cls: 3.3213, loss: 3.3213 +2025-06-20 15:48:41,059 - pyskl - INFO - Epoch [80][2200/3940] lr: 1.131e-02, eta: 1 day, 10:19:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 3.4407, loss: 3.4407 +2025-06-20 15:49:25,285 - pyskl - INFO - Epoch [80][2300/3940] lr: 1.130e-02, eta: 1 day, 10:18:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 3.4443, loss: 3.4443 +2025-06-20 15:50:09,582 - pyskl - INFO - Epoch [80][2400/3940] lr: 1.130e-02, eta: 1 day, 10:17:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 3.3068, loss: 3.3068 +2025-06-20 15:50:53,856 - pyskl - INFO - Epoch [80][2500/3940] lr: 1.129e-02, eta: 1 day, 10:17:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9675, loss_cls: 3.5517, loss: 3.5517 +2025-06-20 15:51:38,140 - pyskl - INFO - Epoch [80][2600/3940] lr: 1.128e-02, eta: 1 day, 10:16:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9681, loss_cls: 3.4487, loss: 3.4487 +2025-06-20 15:52:22,361 - pyskl - INFO - Epoch [80][2700/3940] lr: 1.128e-02, eta: 1 day, 10:15:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9688, loss_cls: 3.4769, loss: 3.4769 +2025-06-20 15:53:06,553 - pyskl - INFO - Epoch [80][2800/3940] lr: 1.127e-02, eta: 1 day, 10:14:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.3869, loss: 3.3869 +2025-06-20 15:53:50,752 - pyskl - INFO - Epoch [80][2900/3940] lr: 1.126e-02, eta: 1 day, 10:14:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9712, loss_cls: 3.4486, loss: 3.4486 +2025-06-20 15:54:34,959 - pyskl - INFO - Epoch [80][3000/3940] lr: 1.126e-02, eta: 1 day, 10:13:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 3.5090, loss: 3.5090 +2025-06-20 15:55:19,206 - pyskl - INFO - Epoch [80][3100/3940] lr: 1.125e-02, eta: 1 day, 10:12:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 3.6032, loss: 3.6032 +2025-06-20 15:56:03,433 - pyskl - INFO - Epoch [80][3200/3940] lr: 1.124e-02, eta: 1 day, 10:11:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9706, loss_cls: 3.4785, loss: 3.4785 +2025-06-20 15:56:47,583 - pyskl - INFO - Epoch [80][3300/3940] lr: 1.124e-02, eta: 1 day, 10:11:04, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.3798, loss: 3.3798 +2025-06-20 15:57:31,748 - pyskl - INFO - Epoch [80][3400/3940] lr: 1.123e-02, eta: 1 day, 10:10:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.5068, loss: 3.5068 +2025-06-20 15:58:15,910 - pyskl - INFO - Epoch [80][3500/3940] lr: 1.122e-02, eta: 1 day, 10:09:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9719, loss_cls: 3.4942, loss: 3.4942 +2025-06-20 15:59:00,092 - pyskl - INFO - Epoch [80][3600/3940] lr: 1.122e-02, eta: 1 day, 10:08:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9656, loss_cls: 3.5749, loss: 3.5749 +2025-06-20 15:59:44,291 - pyskl - INFO - Epoch [80][3700/3940] lr: 1.121e-02, eta: 1 day, 10:08:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.5287, loss: 3.5287 +2025-06-20 16:00:28,482 - pyskl - INFO - Epoch [80][3800/3940] lr: 1.120e-02, eta: 1 day, 10:07:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 3.4388, loss: 3.4388 +2025-06-20 16:01:12,701 - pyskl - INFO - Epoch [80][3900/3940] lr: 1.120e-02, eta: 1 day, 10:06:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 3.4995, loss: 3.4995 +2025-06-20 16:01:30,655 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-06-20 16:20:14,636 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 16:20:15,098 - pyskl - INFO - +top1_acc 0.7380 +top5_acc 0.9404 +2025-06-20 16:20:15,115 - pyskl - INFO - Epoch(val) [80][3183] top1_acc: 0.7380, top5_acc: 0.9404 +2025-06-20 16:21:23,679 - pyskl - INFO - Epoch [81][100/3940] lr: 1.119e-02, eta: 1 day, 10:05:38, time: 0.686, data_time: 0.245, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 3.5093, loss: 3.5093 +2025-06-20 16:22:07,775 - pyskl - INFO - Epoch [81][200/3940] lr: 1.118e-02, eta: 1 day, 10:04:53, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 3.4362, loss: 3.4362 +2025-06-20 16:22:51,841 - pyskl - INFO - Epoch [81][300/3940] lr: 1.117e-02, eta: 1 day, 10:04:08, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 3.3987, loss: 3.3987 +2025-06-20 16:23:35,972 - pyskl - INFO - Epoch [81][400/3940] lr: 1.117e-02, eta: 1 day, 10:03:23, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.4017, loss: 3.4017 +2025-06-20 16:24:20,074 - pyskl - INFO - Epoch [81][500/3940] lr: 1.116e-02, eta: 1 day, 10:02:39, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 3.2756, loss: 3.2756 +2025-06-20 16:25:04,134 - pyskl - INFO - Epoch [81][600/3940] lr: 1.115e-02, eta: 1 day, 10:01:54, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9706, loss_cls: 3.4692, loss: 3.4692 +2025-06-20 16:25:48,863 - pyskl - INFO - Epoch [81][700/3940] lr: 1.115e-02, eta: 1 day, 10:01:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 3.2630, loss: 3.2630 +2025-06-20 16:26:33,785 - pyskl - INFO - Epoch [81][800/3940] lr: 1.114e-02, eta: 1 day, 10:00:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 3.3546, loss: 3.3546 +2025-06-20 16:27:18,355 - pyskl - INFO - Epoch [81][900/3940] lr: 1.113e-02, eta: 1 day, 9:59:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9712, loss_cls: 3.4771, loss: 3.4771 +2025-06-20 16:28:02,609 - pyskl - INFO - Epoch [81][1000/3940] lr: 1.113e-02, eta: 1 day, 9:58:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 3.3943, loss: 3.3943 +2025-06-20 16:28:46,867 - pyskl - INFO - Epoch [81][1100/3940] lr: 1.112e-02, eta: 1 day, 9:58:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 3.3530, loss: 3.3530 +2025-06-20 16:29:31,134 - pyskl - INFO - Epoch [81][1200/3940] lr: 1.111e-02, eta: 1 day, 9:57:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9719, loss_cls: 3.3407, loss: 3.3407 +2025-06-20 16:30:15,454 - pyskl - INFO - Epoch [81][1300/3940] lr: 1.111e-02, eta: 1 day, 9:56:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 3.3961, loss: 3.3961 +2025-06-20 16:30:59,693 - pyskl - INFO - Epoch [81][1400/3940] lr: 1.110e-02, eta: 1 day, 9:55:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9725, loss_cls: 3.5020, loss: 3.5020 +2025-06-20 16:31:43,931 - pyskl - INFO - Epoch [81][1500/3940] lr: 1.109e-02, eta: 1 day, 9:55:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 3.3212, loss: 3.3212 +2025-06-20 16:32:28,144 - pyskl - INFO - Epoch [81][1600/3940] lr: 1.109e-02, eta: 1 day, 9:54:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9694, loss_cls: 3.3988, loss: 3.3988 +2025-06-20 16:33:12,330 - pyskl - INFO - Epoch [81][1700/3940] lr: 1.108e-02, eta: 1 day, 9:53:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9694, loss_cls: 3.4350, loss: 3.4350 +2025-06-20 16:33:56,492 - pyskl - INFO - Epoch [81][1800/3940] lr: 1.107e-02, eta: 1 day, 9:52:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9706, loss_cls: 3.4214, loss: 3.4214 +2025-06-20 16:34:40,592 - pyskl - INFO - Epoch [81][1900/3940] lr: 1.107e-02, eta: 1 day, 9:52:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9725, loss_cls: 3.3397, loss: 3.3397 +2025-06-20 16:35:24,795 - pyskl - INFO - Epoch [81][2000/3940] lr: 1.106e-02, eta: 1 day, 9:51:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9794, loss_cls: 3.3980, loss: 3.3980 +2025-06-20 16:36:08,944 - pyskl - INFO - Epoch [81][2100/3940] lr: 1.105e-02, eta: 1 day, 9:50:43, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 3.3644, loss: 3.3644 +2025-06-20 16:36:53,113 - pyskl - INFO - Epoch [81][2200/3940] lr: 1.105e-02, eta: 1 day, 9:49:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9744, loss_cls: 3.5650, loss: 3.5650 +2025-06-20 16:37:37,275 - pyskl - INFO - Epoch [81][2300/3940] lr: 1.104e-02, eta: 1 day, 9:49:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9600, loss_cls: 3.6819, loss: 3.6819 +2025-06-20 16:38:21,423 - pyskl - INFO - Epoch [81][2400/3940] lr: 1.103e-02, eta: 1 day, 9:48:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9688, loss_cls: 3.4356, loss: 3.4356 +2025-06-20 16:39:05,574 - pyskl - INFO - Epoch [81][2500/3940] lr: 1.103e-02, eta: 1 day, 9:47:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9800, loss_cls: 3.5036, loss: 3.5036 +2025-06-20 16:39:49,712 - pyskl - INFO - Epoch [81][2600/3940] lr: 1.102e-02, eta: 1 day, 9:46:59, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9681, loss_cls: 3.4842, loss: 3.4842 +2025-06-20 16:40:33,845 - pyskl - INFO - Epoch [81][2700/3940] lr: 1.102e-02, eta: 1 day, 9:46:14, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 3.4434, loss: 3.4434 +2025-06-20 16:41:17,997 - pyskl - INFO - Epoch [81][2800/3940] lr: 1.101e-02, eta: 1 day, 9:45:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9806, loss_cls: 3.3669, loss: 3.3669 +2025-06-20 16:42:02,078 - pyskl - INFO - Epoch [81][2900/3940] lr: 1.100e-02, eta: 1 day, 9:44:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9637, loss_cls: 3.6086, loss: 3.6086 +2025-06-20 16:42:46,223 - pyskl - INFO - Epoch [81][3000/3940] lr: 1.100e-02, eta: 1 day, 9:44:00, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 3.3566, loss: 3.3566 +2025-06-20 16:43:30,401 - pyskl - INFO - Epoch [81][3100/3940] lr: 1.099e-02, eta: 1 day, 9:43:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 3.2720, loss: 3.2720 +2025-06-20 16:44:14,536 - pyskl - INFO - Epoch [81][3200/3940] lr: 1.098e-02, eta: 1 day, 9:42:30, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9650, loss_cls: 3.5133, loss: 3.5133 +2025-06-20 16:44:58,630 - pyskl - INFO - Epoch [81][3300/3940] lr: 1.098e-02, eta: 1 day, 9:41:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.4768, loss: 3.4768 +2025-06-20 16:45:42,784 - pyskl - INFO - Epoch [81][3400/3940] lr: 1.097e-02, eta: 1 day, 9:41:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9656, loss_cls: 3.4405, loss: 3.4405 +2025-06-20 16:46:27,057 - pyskl - INFO - Epoch [81][3500/3940] lr: 1.096e-02, eta: 1 day, 9:40:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9637, loss_cls: 3.4699, loss: 3.4699 +2025-06-20 16:47:11,281 - pyskl - INFO - Epoch [81][3600/3940] lr: 1.096e-02, eta: 1 day, 9:39:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.3809, loss: 3.3809 +2025-06-20 16:47:55,411 - pyskl - INFO - Epoch [81][3700/3940] lr: 1.095e-02, eta: 1 day, 9:38:46, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9681, loss_cls: 3.4671, loss: 3.4671 +2025-06-20 16:48:39,534 - pyskl - INFO - Epoch [81][3800/3940] lr: 1.094e-02, eta: 1 day, 9:38:01, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 3.3280, loss: 3.3280 +2025-06-20 16:49:23,627 - pyskl - INFO - Epoch [81][3900/3940] lr: 1.094e-02, eta: 1 day, 9:37:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 3.4182, loss: 3.4182 +2025-06-20 16:49:41,576 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-06-20 16:53:02,002 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 16:53:02,459 - pyskl - INFO - +top1_acc 0.7444 +top5_acc 0.9454 +2025-06-20 16:53:02,475 - pyskl - INFO - Epoch(val) [81][3183] top1_acc: 0.7444, top5_acc: 0.9454 +2025-06-20 16:54:11,529 - pyskl - INFO - Epoch [82][100/3940] lr: 1.093e-02, eta: 1 day, 9:36:20, time: 0.690, data_time: 0.248, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 3.4825, loss: 3.4825 +2025-06-20 16:54:55,901 - pyskl - INFO - Epoch [82][200/3940] lr: 1.092e-02, eta: 1 day, 9:35:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9719, loss_cls: 3.3793, loss: 3.3793 +2025-06-20 16:55:40,214 - pyskl - INFO - Epoch [82][300/3940] lr: 1.091e-02, eta: 1 day, 9:34:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 3.3579, loss: 3.3579 +2025-06-20 16:56:24,435 - pyskl - INFO - Epoch [82][400/3940] lr: 1.091e-02, eta: 1 day, 9:34:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9781, loss_cls: 3.1902, loss: 3.1902 +2025-06-20 16:57:08,762 - pyskl - INFO - Epoch [82][500/3940] lr: 1.090e-02, eta: 1 day, 9:33:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 3.3173, loss: 3.3173 +2025-06-20 16:57:53,073 - pyskl - INFO - Epoch [82][600/3940] lr: 1.089e-02, eta: 1 day, 9:32:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9712, loss_cls: 3.2801, loss: 3.2801 +2025-06-20 16:58:37,380 - pyskl - INFO - Epoch [82][700/3940] lr: 1.089e-02, eta: 1 day, 9:31:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.4480, loss: 3.4480 +2025-06-20 16:59:21,796 - pyskl - INFO - Epoch [82][800/3940] lr: 1.088e-02, eta: 1 day, 9:31:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9738, loss_cls: 3.2823, loss: 3.2823 +2025-06-20 17:00:06,242 - pyskl - INFO - Epoch [82][900/3940] lr: 1.087e-02, eta: 1 day, 9:30:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9725, loss_cls: 3.3570, loss: 3.3570 +2025-06-20 17:00:50,630 - pyskl - INFO - Epoch [82][1000/3940] lr: 1.087e-02, eta: 1 day, 9:29:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9750, loss_cls: 3.2368, loss: 3.2368 +2025-06-20 17:01:34,950 - pyskl - INFO - Epoch [82][1100/3940] lr: 1.086e-02, eta: 1 day, 9:28:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 3.3960, loss: 3.3960 +2025-06-20 17:02:19,301 - pyskl - INFO - Epoch [82][1200/3940] lr: 1.085e-02, eta: 1 day, 9:28:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 3.5179, loss: 3.5179 +2025-06-20 17:03:03,683 - pyskl - INFO - Epoch [82][1300/3940] lr: 1.085e-02, eta: 1 day, 9:27:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 3.4375, loss: 3.4375 +2025-06-20 17:03:47,877 - pyskl - INFO - Epoch [82][1400/3940] lr: 1.084e-02, eta: 1 day, 9:26:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.4046, loss: 3.4046 +2025-06-20 17:04:32,112 - pyskl - INFO - Epoch [82][1500/3940] lr: 1.083e-02, eta: 1 day, 9:25:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 3.4388, loss: 3.4388 +2025-06-20 17:05:16,332 - pyskl - INFO - Epoch [82][1600/3940] lr: 1.083e-02, eta: 1 day, 9:25:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9650, loss_cls: 3.4422, loss: 3.4422 +2025-06-20 17:06:00,648 - pyskl - INFO - Epoch [82][1700/3940] lr: 1.082e-02, eta: 1 day, 9:24:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 3.4804, loss: 3.4804 +2025-06-20 17:06:44,856 - pyskl - INFO - Epoch [82][1800/3940] lr: 1.081e-02, eta: 1 day, 9:23:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 3.4925, loss: 3.4925 +2025-06-20 17:07:29,022 - pyskl - INFO - Epoch [82][1900/3940] lr: 1.081e-02, eta: 1 day, 9:22:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 3.4376, loss: 3.4376 +2025-06-20 17:08:13,312 - pyskl - INFO - Epoch [82][2000/3940] lr: 1.080e-02, eta: 1 day, 9:22:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 3.4416, loss: 3.4416 +2025-06-20 17:08:57,590 - pyskl - INFO - Epoch [82][2100/3940] lr: 1.080e-02, eta: 1 day, 9:21:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 3.4659, loss: 3.4659 +2025-06-20 17:09:41,871 - pyskl - INFO - Epoch [82][2200/3940] lr: 1.079e-02, eta: 1 day, 9:20:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.4656, loss: 3.4656 +2025-06-20 17:10:26,132 - pyskl - INFO - Epoch [82][2300/3940] lr: 1.078e-02, eta: 1 day, 9:19:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.5453, loss: 3.5453 +2025-06-20 17:11:10,473 - pyskl - INFO - Epoch [82][2400/3940] lr: 1.078e-02, eta: 1 day, 9:19:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 3.3784, loss: 3.3784 +2025-06-20 17:11:54,772 - pyskl - INFO - Epoch [82][2500/3940] lr: 1.077e-02, eta: 1 day, 9:18:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 3.3171, loss: 3.3171 +2025-06-20 17:12:39,026 - pyskl - INFO - Epoch [82][2600/3940] lr: 1.076e-02, eta: 1 day, 9:17:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9738, loss_cls: 3.2973, loss: 3.2973 +2025-06-20 17:13:23,295 - pyskl - INFO - Epoch [82][2700/3940] lr: 1.076e-02, eta: 1 day, 9:16:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.4382, loss: 3.4382 +2025-06-20 17:14:07,598 - pyskl - INFO - Epoch [82][2800/3940] lr: 1.075e-02, eta: 1 day, 9:16:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.4647, loss: 3.4647 +2025-06-20 17:14:51,977 - pyskl - INFO - Epoch [82][2900/3940] lr: 1.074e-02, eta: 1 day, 9:15:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 3.3721, loss: 3.3721 +2025-06-20 17:15:36,210 - pyskl - INFO - Epoch [82][3000/3940] lr: 1.074e-02, eta: 1 day, 9:14:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.3895, loss: 3.3895 +2025-06-20 17:16:20,522 - pyskl - INFO - Epoch [82][3100/3940] lr: 1.073e-02, eta: 1 day, 9:13:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 3.3352, loss: 3.3352 +2025-06-20 17:17:04,910 - pyskl - INFO - Epoch [82][3200/3940] lr: 1.072e-02, eta: 1 day, 9:13:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 3.4614, loss: 3.4614 +2025-06-20 17:17:49,213 - pyskl - INFO - Epoch [82][3300/3940] lr: 1.072e-02, eta: 1 day, 9:12:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9725, loss_cls: 3.3532, loss: 3.3532 +2025-06-20 17:18:33,424 - pyskl - INFO - Epoch [82][3400/3940] lr: 1.071e-02, eta: 1 day, 9:11:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.3867, loss: 3.3867 +2025-06-20 17:19:17,702 - pyskl - INFO - Epoch [82][3500/3940] lr: 1.070e-02, eta: 1 day, 9:11:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.5026, loss: 3.5026 +2025-06-20 17:20:01,821 - pyskl - INFO - Epoch [82][3600/3940] lr: 1.070e-02, eta: 1 day, 9:10:15, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9700, loss_cls: 3.4114, loss: 3.4114 +2025-06-20 17:20:45,772 - pyskl - INFO - Epoch [82][3700/3940] lr: 1.069e-02, eta: 1 day, 9:09:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9656, loss_cls: 3.3359, loss: 3.3359 +2025-06-20 17:21:29,858 - pyskl - INFO - Epoch [82][3800/3940] lr: 1.068e-02, eta: 1 day, 9:08:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.4775, loss: 3.4775 +2025-06-20 17:22:14,027 - pyskl - INFO - Epoch [82][3900/3940] lr: 1.068e-02, eta: 1 day, 9:08:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.5177, loss: 3.5177 +2025-06-20 17:22:32,064 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-06-20 17:25:52,693 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 17:25:53,151 - pyskl - INFO - +top1_acc 0.7340 +top5_acc 0.9375 +2025-06-20 17:25:53,169 - pyskl - INFO - Epoch(val) [82][3183] top1_acc: 0.7340, top5_acc: 0.9375 +2025-06-20 17:27:02,074 - pyskl - INFO - Epoch [83][100/3940] lr: 1.067e-02, eta: 1 day, 9:07:04, time: 0.689, data_time: 0.245, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9750, loss_cls: 3.3290, loss: 3.3290 +2025-06-20 17:27:46,223 - pyskl - INFO - Epoch [83][200/3940] lr: 1.066e-02, eta: 1 day, 9:06:19, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9706, loss_cls: 3.4203, loss: 3.4203 +2025-06-20 17:28:30,378 - pyskl - INFO - Epoch [83][300/3940] lr: 1.065e-02, eta: 1 day, 9:05:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 3.2857, loss: 3.2857 +2025-06-20 17:29:14,576 - pyskl - INFO - Epoch [83][400/3940] lr: 1.065e-02, eta: 1 day, 9:04:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 3.3514, loss: 3.3514 +2025-06-20 17:29:58,747 - pyskl - INFO - Epoch [83][500/3940] lr: 1.064e-02, eta: 1 day, 9:04:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 3.2545, loss: 3.2545 +2025-06-20 17:30:42,880 - pyskl - INFO - Epoch [83][600/3940] lr: 1.063e-02, eta: 1 day, 9:03:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9725, loss_cls: 3.3358, loss: 3.3358 +2025-06-20 17:31:27,065 - pyskl - INFO - Epoch [83][700/3940] lr: 1.063e-02, eta: 1 day, 9:02:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.3808, loss: 3.3808 +2025-06-20 17:32:11,240 - pyskl - INFO - Epoch [83][800/3940] lr: 1.062e-02, eta: 1 day, 9:01:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 3.2981, loss: 3.2981 +2025-06-20 17:32:55,449 - pyskl - INFO - Epoch [83][900/3940] lr: 1.061e-02, eta: 1 day, 9:01:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 3.3038, loss: 3.3038 +2025-06-20 17:33:39,817 - pyskl - INFO - Epoch [83][1000/3940] lr: 1.061e-02, eta: 1 day, 9:00:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 3.3031, loss: 3.3031 +2025-06-20 17:34:24,042 - pyskl - INFO - Epoch [83][1100/3940] lr: 1.060e-02, eta: 1 day, 8:59:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 3.3087, loss: 3.3087 +2025-06-20 17:35:08,226 - pyskl - INFO - Epoch [83][1200/3940] lr: 1.060e-02, eta: 1 day, 8:58:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 3.3359, loss: 3.3359 +2025-06-20 17:35:52,401 - pyskl - INFO - Epoch [83][1300/3940] lr: 1.059e-02, eta: 1 day, 8:58:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.4708, loss: 3.4708 +2025-06-20 17:36:36,635 - pyskl - INFO - Epoch [83][1400/3940] lr: 1.058e-02, eta: 1 day, 8:57:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9631, loss_cls: 3.5387, loss: 3.5387 +2025-06-20 17:37:20,860 - pyskl - INFO - Epoch [83][1500/3940] lr: 1.058e-02, eta: 1 day, 8:56:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 3.3481, loss: 3.3481 +2025-06-20 17:38:05,075 - pyskl - INFO - Epoch [83][1600/3940] lr: 1.057e-02, eta: 1 day, 8:55:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 3.4833, loss: 3.4833 +2025-06-20 17:38:49,270 - pyskl - INFO - Epoch [83][1700/3940] lr: 1.056e-02, eta: 1 day, 8:55:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 3.4467, loss: 3.4467 +2025-06-20 17:39:33,511 - pyskl - INFO - Epoch [83][1800/3940] lr: 1.056e-02, eta: 1 day, 8:54:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 3.4103, loss: 3.4103 +2025-06-20 17:40:17,799 - pyskl - INFO - Epoch [83][1900/3940] lr: 1.055e-02, eta: 1 day, 8:53:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9681, loss_cls: 3.3653, loss: 3.3653 +2025-06-20 17:41:02,062 - pyskl - INFO - Epoch [83][2000/3940] lr: 1.054e-02, eta: 1 day, 8:52:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.3924, loss: 3.3924 +2025-06-20 17:41:46,331 - pyskl - INFO - Epoch [83][2100/3940] lr: 1.054e-02, eta: 1 day, 8:52:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9681, loss_cls: 3.5002, loss: 3.5002 +2025-06-20 17:42:30,567 - pyskl - INFO - Epoch [83][2200/3940] lr: 1.053e-02, eta: 1 day, 8:51:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9812, loss_cls: 3.4374, loss: 3.4374 +2025-06-20 17:43:14,772 - pyskl - INFO - Epoch [83][2300/3940] lr: 1.052e-02, eta: 1 day, 8:50:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9706, loss_cls: 3.4057, loss: 3.4057 +2025-06-20 17:43:59,004 - pyskl - INFO - Epoch [83][2400/3940] lr: 1.052e-02, eta: 1 day, 8:49:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9725, loss_cls: 3.3428, loss: 3.3428 +2025-06-20 17:44:43,217 - pyskl - INFO - Epoch [83][2500/3940] lr: 1.051e-02, eta: 1 day, 8:49:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 3.3643, loss: 3.3643 +2025-06-20 17:45:27,437 - pyskl - INFO - Epoch [83][2600/3940] lr: 1.050e-02, eta: 1 day, 8:48:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9719, loss_cls: 3.3154, loss: 3.3154 +2025-06-20 17:46:11,625 - pyskl - INFO - Epoch [83][2700/3940] lr: 1.050e-02, eta: 1 day, 8:47:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9700, loss_cls: 3.3676, loss: 3.3676 +2025-06-20 17:46:55,796 - pyskl - INFO - Epoch [83][2800/3940] lr: 1.049e-02, eta: 1 day, 8:46:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9681, loss_cls: 3.4082, loss: 3.4082 +2025-06-20 17:47:40,041 - pyskl - INFO - Epoch [83][2900/3940] lr: 1.048e-02, eta: 1 day, 8:46:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9706, loss_cls: 3.4071, loss: 3.4071 +2025-06-20 17:48:24,326 - pyskl - INFO - Epoch [83][3000/3940] lr: 1.048e-02, eta: 1 day, 8:45:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 3.4424, loss: 3.4424 +2025-06-20 17:49:08,681 - pyskl - INFO - Epoch [83][3100/3940] lr: 1.047e-02, eta: 1 day, 8:44:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9706, loss_cls: 3.3804, loss: 3.3804 +2025-06-20 17:49:52,996 - pyskl - INFO - Epoch [83][3200/3940] lr: 1.046e-02, eta: 1 day, 8:43:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.3793, loss: 3.3793 +2025-06-20 17:50:37,307 - pyskl - INFO - Epoch [83][3300/3940] lr: 1.046e-02, eta: 1 day, 8:43:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 3.2401, loss: 3.2401 +2025-06-20 17:51:21,629 - pyskl - INFO - Epoch [83][3400/3940] lr: 1.045e-02, eta: 1 day, 8:42:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9688, loss_cls: 3.3943, loss: 3.3943 +2025-06-20 17:52:06,212 - pyskl - INFO - Epoch [83][3500/3940] lr: 1.044e-02, eta: 1 day, 8:41:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 3.2871, loss: 3.2871 +2025-06-20 17:52:50,562 - pyskl - INFO - Epoch [83][3600/3940] lr: 1.044e-02, eta: 1 day, 8:40:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 3.3096, loss: 3.3096 +2025-06-20 17:53:34,928 - pyskl - INFO - Epoch [83][3700/3940] lr: 1.043e-02, eta: 1 day, 8:40:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.3851, loss: 3.3851 +2025-06-20 17:54:19,303 - pyskl - INFO - Epoch [83][3800/3940] lr: 1.042e-02, eta: 1 day, 8:39:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 3.4582, loss: 3.4582 +2025-06-20 17:55:03,601 - pyskl - INFO - Epoch [83][3900/3940] lr: 1.042e-02, eta: 1 day, 8:38:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9738, loss_cls: 3.2743, loss: 3.2743 +2025-06-20 17:55:21,579 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-06-20 17:58:42,240 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 17:58:42,697 - pyskl - INFO - +top1_acc 0.7213 +top5_acc 0.9130 +2025-06-20 17:58:42,714 - pyskl - INFO - Epoch(val) [83][3183] top1_acc: 0.7213, top5_acc: 0.9130 +2025-06-20 17:59:51,546 - pyskl - INFO - Epoch [84][100/3940] lr: 1.041e-02, eta: 1 day, 8:37:47, time: 0.688, data_time: 0.247, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 3.3609, loss: 3.3609 +2025-06-20 18:00:35,746 - pyskl - INFO - Epoch [84][200/3940] lr: 1.040e-02, eta: 1 day, 8:37:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 3.2919, loss: 3.2919 +2025-06-20 18:01:19,829 - pyskl - INFO - Epoch [84][300/3940] lr: 1.040e-02, eta: 1 day, 8:36:17, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 3.2818, loss: 3.2818 +2025-06-20 18:02:03,968 - pyskl - INFO - Epoch [84][400/3940] lr: 1.039e-02, eta: 1 day, 8:35:32, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 3.2709, loss: 3.2709 +2025-06-20 18:02:48,110 - pyskl - INFO - Epoch [84][500/3940] lr: 1.038e-02, eta: 1 day, 8:34:47, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 3.2080, loss: 3.2080 +2025-06-20 18:03:32,235 - pyskl - INFO - Epoch [84][600/3940] lr: 1.038e-02, eta: 1 day, 8:34:03, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9744, loss_cls: 3.2671, loss: 3.2671 +2025-06-20 18:04:16,366 - pyskl - INFO - Epoch [84][700/3940] lr: 1.037e-02, eta: 1 day, 8:33:18, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 3.2421, loss: 3.2421 +2025-06-20 18:05:00,457 - pyskl - INFO - Epoch [84][800/3940] lr: 1.036e-02, eta: 1 day, 8:32:33, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 3.3744, loss: 3.3744 +2025-06-20 18:05:44,591 - pyskl - INFO - Epoch [84][900/3940] lr: 1.036e-02, eta: 1 day, 8:31:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 3.3654, loss: 3.3654 +2025-06-20 18:06:28,808 - pyskl - INFO - Epoch [84][1000/3940] lr: 1.035e-02, eta: 1 day, 8:31:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 3.3275, loss: 3.3275 +2025-06-20 18:07:13,012 - pyskl - INFO - Epoch [84][1100/3940] lr: 1.034e-02, eta: 1 day, 8:30:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 3.4828, loss: 3.4828 +2025-06-20 18:07:57,242 - pyskl - INFO - Epoch [84][1200/3940] lr: 1.034e-02, eta: 1 day, 8:29:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.4123, loss: 3.4123 +2025-06-20 18:08:41,512 - pyskl - INFO - Epoch [84][1300/3940] lr: 1.033e-02, eta: 1 day, 8:28:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 3.4476, loss: 3.4476 +2025-06-20 18:09:25,803 - pyskl - INFO - Epoch [84][1400/3940] lr: 1.032e-02, eta: 1 day, 8:28:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 3.2968, loss: 3.2968 +2025-06-20 18:10:10,059 - pyskl - INFO - Epoch [84][1500/3940] lr: 1.032e-02, eta: 1 day, 8:27:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.4813, loss: 3.4813 +2025-06-20 18:10:54,285 - pyskl - INFO - Epoch [84][1600/3940] lr: 1.031e-02, eta: 1 day, 8:26:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.3928, loss: 3.3928 +2025-06-20 18:11:38,542 - pyskl - INFO - Epoch [84][1700/3940] lr: 1.030e-02, eta: 1 day, 8:25:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 3.3120, loss: 3.3120 +2025-06-20 18:12:22,827 - pyskl - INFO - Epoch [84][1800/3940] lr: 1.030e-02, eta: 1 day, 8:25:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9706, loss_cls: 3.2743, loss: 3.2743 +2025-06-20 18:13:07,096 - pyskl - INFO - Epoch [84][1900/3940] lr: 1.029e-02, eta: 1 day, 8:24:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 3.3270, loss: 3.3270 +2025-06-20 18:13:51,342 - pyskl - INFO - Epoch [84][2000/3940] lr: 1.028e-02, eta: 1 day, 8:23:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9681, loss_cls: 3.5135, loss: 3.5135 +2025-06-20 18:14:35,662 - pyskl - INFO - Epoch [84][2100/3940] lr: 1.028e-02, eta: 1 day, 8:22:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9694, loss_cls: 3.4245, loss: 3.4245 +2025-06-20 18:15:19,897 - pyskl - INFO - Epoch [84][2200/3940] lr: 1.027e-02, eta: 1 day, 8:22:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 3.3147, loss: 3.3147 +2025-06-20 18:16:04,180 - pyskl - INFO - Epoch [84][2300/3940] lr: 1.026e-02, eta: 1 day, 8:21:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9762, loss_cls: 3.1491, loss: 3.1491 +2025-06-20 18:16:48,425 - pyskl - INFO - Epoch [84][2400/3940] lr: 1.026e-02, eta: 1 day, 8:20:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 3.3630, loss: 3.3630 +2025-06-20 18:17:32,746 - pyskl - INFO - Epoch [84][2500/3940] lr: 1.025e-02, eta: 1 day, 8:19:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9694, loss_cls: 3.4048, loss: 3.4048 +2025-06-20 18:18:17,023 - pyskl - INFO - Epoch [84][2600/3940] lr: 1.025e-02, eta: 1 day, 8:19:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 3.2637, loss: 3.2637 +2025-06-20 18:19:01,216 - pyskl - INFO - Epoch [84][2700/3940] lr: 1.024e-02, eta: 1 day, 8:18:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.3530, loss: 3.3530 +2025-06-20 18:19:45,492 - pyskl - INFO - Epoch [84][2800/3940] lr: 1.023e-02, eta: 1 day, 8:17:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.3843, loss: 3.3843 +2025-06-20 18:20:29,738 - pyskl - INFO - Epoch [84][2900/3940] lr: 1.023e-02, eta: 1 day, 8:16:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9700, loss_cls: 3.3719, loss: 3.3719 +2025-06-20 18:21:14,019 - pyskl - INFO - Epoch [84][3000/3940] lr: 1.022e-02, eta: 1 day, 8:16:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 3.3313, loss: 3.3313 +2025-06-20 18:21:58,180 - pyskl - INFO - Epoch [84][3100/3940] lr: 1.021e-02, eta: 1 day, 8:15:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9675, loss_cls: 3.4828, loss: 3.4828 +2025-06-20 18:22:42,358 - pyskl - INFO - Epoch [84][3200/3940] lr: 1.021e-02, eta: 1 day, 8:14:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 3.4395, loss: 3.4395 +2025-06-20 18:23:26,576 - pyskl - INFO - Epoch [84][3300/3940] lr: 1.020e-02, eta: 1 day, 8:13:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.3391, loss: 3.3391 +2025-06-20 18:24:10,815 - pyskl - INFO - Epoch [84][3400/3940] lr: 1.019e-02, eta: 1 day, 8:13:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.3348, loss: 3.3348 +2025-06-20 18:24:55,111 - pyskl - INFO - Epoch [84][3500/3940] lr: 1.019e-02, eta: 1 day, 8:12:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 3.3322, loss: 3.3322 +2025-06-20 18:25:39,371 - pyskl - INFO - Epoch [84][3600/3940] lr: 1.018e-02, eta: 1 day, 8:11:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9738, loss_cls: 3.3034, loss: 3.3034 +2025-06-20 18:26:23,447 - pyskl - INFO - Epoch [84][3700/3940] lr: 1.017e-02, eta: 1 day, 8:10:56, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 3.3954, loss: 3.3954 +2025-06-20 18:27:07,489 - pyskl - INFO - Epoch [84][3800/3940] lr: 1.017e-02, eta: 1 day, 8:10:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9706, loss_cls: 3.4218, loss: 3.4218 +2025-06-20 18:27:51,540 - pyskl - INFO - Epoch [84][3900/3940] lr: 1.016e-02, eta: 1 day, 8:09:26, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9669, loss_cls: 3.4866, loss: 3.4866 +2025-06-20 18:28:09,517 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-06-20 18:31:30,154 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 18:31:30,613 - pyskl - INFO - +top1_acc 0.7680 +top5_acc 0.9483 +2025-06-20 18:31:30,669 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_77.pth was removed +2025-06-20 18:31:31,712 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_84.pth. +2025-06-20 18:31:31,714 - pyskl - INFO - Best top1_acc is 0.7680 at 84 epoch. +2025-06-20 18:31:31,733 - pyskl - INFO - Epoch(val) [84][3183] top1_acc: 0.7680, top5_acc: 0.9483 +2025-06-20 18:32:40,617 - pyskl - INFO - Epoch [85][100/3940] lr: 1.015e-02, eta: 1 day, 8:08:29, time: 0.689, data_time: 0.247, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9712, loss_cls: 3.3515, loss: 3.3515 +2025-06-20 18:33:24,756 - pyskl - INFO - Epoch [85][200/3940] lr: 1.014e-02, eta: 1 day, 8:07:44, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9719, loss_cls: 3.3540, loss: 3.3540 +2025-06-20 18:34:08,898 - pyskl - INFO - Epoch [85][300/3940] lr: 1.014e-02, eta: 1 day, 8:06:59, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 3.1623, loss: 3.1623 +2025-06-20 18:34:53,097 - pyskl - INFO - Epoch [85][400/3940] lr: 1.013e-02, eta: 1 day, 8:06:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9744, loss_cls: 3.2823, loss: 3.2823 +2025-06-20 18:35:37,351 - pyskl - INFO - Epoch [85][500/3940] lr: 1.013e-02, eta: 1 day, 8:05:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.4648, loss: 3.4648 +2025-06-20 18:36:21,576 - pyskl - INFO - Epoch [85][600/3940] lr: 1.012e-02, eta: 1 day, 8:04:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9706, loss_cls: 3.3680, loss: 3.3680 +2025-06-20 18:37:05,755 - pyskl - INFO - Epoch [85][700/3940] lr: 1.011e-02, eta: 1 day, 8:04:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 3.2283, loss: 3.2283 +2025-06-20 18:37:49,919 - pyskl - INFO - Epoch [85][800/3940] lr: 1.011e-02, eta: 1 day, 8:03:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9769, loss_cls: 3.2309, loss: 3.2309 +2025-06-20 18:38:34,152 - pyskl - INFO - Epoch [85][900/3940] lr: 1.010e-02, eta: 1 day, 8:02:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 3.2279, loss: 3.2279 +2025-06-20 18:39:18,375 - pyskl - INFO - Epoch [85][1000/3940] lr: 1.009e-02, eta: 1 day, 8:01:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 3.2826, loss: 3.2826 +2025-06-20 18:40:02,605 - pyskl - INFO - Epoch [85][1100/3940] lr: 1.009e-02, eta: 1 day, 8:01:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.3775, loss: 3.3775 +2025-06-20 18:40:46,850 - pyskl - INFO - Epoch [85][1200/3940] lr: 1.008e-02, eta: 1 day, 8:00:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 3.3957, loss: 3.3957 +2025-06-20 18:41:31,038 - pyskl - INFO - Epoch [85][1300/3940] lr: 1.007e-02, eta: 1 day, 7:59:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 3.2852, loss: 3.2852 +2025-06-20 18:42:15,316 - pyskl - INFO - Epoch [85][1400/3940] lr: 1.007e-02, eta: 1 day, 7:58:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 3.2361, loss: 3.2361 +2025-06-20 18:42:59,547 - pyskl - INFO - Epoch [85][1500/3940] lr: 1.006e-02, eta: 1 day, 7:58:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9644, loss_cls: 3.3644, loss: 3.3644 +2025-06-20 18:43:43,755 - pyskl - INFO - Epoch [85][1600/3940] lr: 1.005e-02, eta: 1 day, 7:57:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9731, loss_cls: 3.2315, loss: 3.2315 +2025-06-20 18:44:27,918 - pyskl - INFO - Epoch [85][1700/3940] lr: 1.005e-02, eta: 1 day, 7:56:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 3.3149, loss: 3.3149 +2025-06-20 18:45:12,157 - pyskl - INFO - Epoch [85][1800/3940] lr: 1.004e-02, eta: 1 day, 7:55:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 3.2710, loss: 3.2710 +2025-06-20 18:45:56,412 - pyskl - INFO - Epoch [85][1900/3940] lr: 1.003e-02, eta: 1 day, 7:55:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 3.2947, loss: 3.2947 +2025-06-20 18:46:40,591 - pyskl - INFO - Epoch [85][2000/3940] lr: 1.003e-02, eta: 1 day, 7:54:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9719, loss_cls: 3.2549, loss: 3.2549 +2025-06-20 18:47:24,768 - pyskl - INFO - Epoch [85][2100/3940] lr: 1.002e-02, eta: 1 day, 7:53:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.2662, loss: 3.2662 +2025-06-20 18:48:08,990 - pyskl - INFO - Epoch [85][2200/3940] lr: 1.001e-02, eta: 1 day, 7:52:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.4851, loss: 3.4851 +2025-06-20 18:48:53,221 - pyskl - INFO - Epoch [85][2300/3940] lr: 1.001e-02, eta: 1 day, 7:52:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9706, loss_cls: 3.3665, loss: 3.3665 +2025-06-20 18:49:37,448 - pyskl - INFO - Epoch [85][2400/3940] lr: 1.000e-02, eta: 1 day, 7:51:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 3.2235, loss: 3.2235 +2025-06-20 18:50:21,684 - pyskl - INFO - Epoch [85][2500/3940] lr: 9.995e-03, eta: 1 day, 7:50:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9700, loss_cls: 3.4405, loss: 3.4405 +2025-06-20 18:51:05,919 - pyskl - INFO - Epoch [85][2600/3940] lr: 9.988e-03, eta: 1 day, 7:49:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 3.3120, loss: 3.3120 +2025-06-20 18:51:50,088 - pyskl - INFO - Epoch [85][2700/3940] lr: 9.982e-03, eta: 1 day, 7:49:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9725, loss_cls: 3.3517, loss: 3.3517 +2025-06-20 18:52:34,230 - pyskl - INFO - Epoch [85][2800/3940] lr: 9.975e-03, eta: 1 day, 7:48:21, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.4686, loss: 3.4686 +2025-06-20 18:53:18,349 - pyskl - INFO - Epoch [85][2900/3940] lr: 9.969e-03, eta: 1 day, 7:47:36, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9712, loss_cls: 3.3732, loss: 3.3732 +2025-06-20 18:54:02,511 - pyskl - INFO - Epoch [85][3000/3940] lr: 9.962e-03, eta: 1 day, 7:46:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 3.2854, loss: 3.2854 +2025-06-20 18:54:46,668 - pyskl - INFO - Epoch [85][3100/3940] lr: 9.956e-03, eta: 1 day, 7:46:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.3323, loss: 3.3323 +2025-06-20 18:55:30,888 - pyskl - INFO - Epoch [85][3200/3940] lr: 9.949e-03, eta: 1 day, 7:45:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 3.3233, loss: 3.3233 +2025-06-20 18:56:15,124 - pyskl - INFO - Epoch [85][3300/3940] lr: 9.943e-03, eta: 1 day, 7:44:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 3.5063, loss: 3.5063 +2025-06-20 18:56:59,385 - pyskl - INFO - Epoch [85][3400/3940] lr: 9.936e-03, eta: 1 day, 7:43:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 3.1817, loss: 3.1817 +2025-06-20 18:57:43,573 - pyskl - INFO - Epoch [85][3500/3940] lr: 9.930e-03, eta: 1 day, 7:43:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 3.4159, loss: 3.4159 +2025-06-20 18:58:27,798 - pyskl - INFO - Epoch [85][3600/3940] lr: 9.923e-03, eta: 1 day, 7:42:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.5158, loss: 3.5158 +2025-06-20 18:59:12,033 - pyskl - INFO - Epoch [85][3700/3940] lr: 9.917e-03, eta: 1 day, 7:41:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.3660, loss: 3.3660 +2025-06-20 18:59:56,306 - pyskl - INFO - Epoch [85][3800/3940] lr: 9.910e-03, eta: 1 day, 7:40:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9675, loss_cls: 3.3113, loss: 3.3113 +2025-06-20 19:00:40,547 - pyskl - INFO - Epoch [85][3900/3940] lr: 9.904e-03, eta: 1 day, 7:40:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.4318, loss: 3.4318 +2025-06-20 19:00:58,574 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-06-20 19:19:00,493 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 19:19:00,971 - pyskl - INFO - +top1_acc 0.7712 +top5_acc 0.9539 +2025-06-20 19:19:01,037 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_84.pth was removed +2025-06-20 19:19:02,061 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_85.pth. +2025-06-20 19:19:02,063 - pyskl - INFO - Best top1_acc is 0.7712 at 85 epoch. +2025-06-20 19:19:02,094 - pyskl - INFO - Epoch(val) [85][3183] top1_acc: 0.7712, top5_acc: 0.9539 +2025-06-20 19:20:11,586 - pyskl - INFO - Epoch [86][100/3940] lr: 9.895e-03, eta: 1 day, 7:39:12, time: 0.695, data_time: 0.249, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 3.1967, loss: 3.1967 +2025-06-20 19:20:55,851 - pyskl - INFO - Epoch [86][200/3940] lr: 9.888e-03, eta: 1 day, 7:38:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 3.3067, loss: 3.3067 +2025-06-20 19:21:40,091 - pyskl - INFO - Epoch [86][300/3940] lr: 9.882e-03, eta: 1 day, 7:37:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9762, loss_cls: 3.1833, loss: 3.1833 +2025-06-20 19:22:24,245 - pyskl - INFO - Epoch [86][400/3940] lr: 9.875e-03, eta: 1 day, 7:36:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9725, loss_cls: 3.2704, loss: 3.2704 +2025-06-20 19:23:08,527 - pyskl - INFO - Epoch [86][500/3940] lr: 9.869e-03, eta: 1 day, 7:36:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 3.1691, loss: 3.1691 +2025-06-20 19:23:52,739 - pyskl - INFO - Epoch [86][600/3940] lr: 9.862e-03, eta: 1 day, 7:35:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 3.3372, loss: 3.3372 +2025-06-20 19:24:36,860 - pyskl - INFO - Epoch [86][700/3940] lr: 9.856e-03, eta: 1 day, 7:34:43, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 3.1661, loss: 3.1661 +2025-06-20 19:25:21,030 - pyskl - INFO - Epoch [86][800/3940] lr: 9.849e-03, eta: 1 day, 7:33:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 3.3558, loss: 3.3558 +2025-06-20 19:26:05,179 - pyskl - INFO - Epoch [86][900/3940] lr: 9.843e-03, eta: 1 day, 7:33:14, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 3.2355, loss: 3.2355 +2025-06-20 19:26:49,406 - pyskl - INFO - Epoch [86][1000/3940] lr: 9.836e-03, eta: 1 day, 7:32:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 3.3746, loss: 3.3746 +2025-06-20 19:27:33,640 - pyskl - INFO - Epoch [86][1100/3940] lr: 9.830e-03, eta: 1 day, 7:31:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 3.2311, loss: 3.2311 +2025-06-20 19:28:17,837 - pyskl - INFO - Epoch [86][1200/3940] lr: 9.823e-03, eta: 1 day, 7:30:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9800, loss_cls: 3.1430, loss: 3.1430 +2025-06-20 19:29:02,074 - pyskl - INFO - Epoch [86][1300/3940] lr: 9.817e-03, eta: 1 day, 7:30:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 3.2738, loss: 3.2738 +2025-06-20 19:29:46,283 - pyskl - INFO - Epoch [86][1400/3940] lr: 9.810e-03, eta: 1 day, 7:29:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 3.3766, loss: 3.3766 +2025-06-20 19:30:30,731 - pyskl - INFO - Epoch [86][1500/3940] lr: 9.804e-03, eta: 1 day, 7:28:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 3.3075, loss: 3.3075 +2025-06-20 19:31:15,078 - pyskl - INFO - Epoch [86][1600/3940] lr: 9.797e-03, eta: 1 day, 7:28:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9750, loss_cls: 3.2268, loss: 3.2268 +2025-06-20 19:31:59,410 - pyskl - INFO - Epoch [86][1700/3940] lr: 9.791e-03, eta: 1 day, 7:27:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.3013, loss: 3.3013 +2025-06-20 19:32:43,712 - pyskl - INFO - Epoch [86][1800/3940] lr: 9.784e-03, eta: 1 day, 7:26:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 3.2775, loss: 3.2775 +2025-06-20 19:33:28,020 - pyskl - INFO - Epoch [86][1900/3940] lr: 9.778e-03, eta: 1 day, 7:25:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9719, loss_cls: 3.3542, loss: 3.3542 +2025-06-20 19:34:12,471 - pyskl - INFO - Epoch [86][2000/3940] lr: 9.771e-03, eta: 1 day, 7:25:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 3.4783, loss: 3.4783 +2025-06-20 19:34:56,807 - pyskl - INFO - Epoch [86][2100/3940] lr: 9.765e-03, eta: 1 day, 7:24:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 3.1691, loss: 3.1691 +2025-06-20 19:35:41,162 - pyskl - INFO - Epoch [86][2200/3940] lr: 9.758e-03, eta: 1 day, 7:23:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9738, loss_cls: 3.2837, loss: 3.2837 +2025-06-20 19:36:25,428 - pyskl - INFO - Epoch [86][2300/3940] lr: 9.752e-03, eta: 1 day, 7:22:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9706, loss_cls: 3.3234, loss: 3.3234 +2025-06-20 19:37:09,715 - pyskl - INFO - Epoch [86][2400/3940] lr: 9.745e-03, eta: 1 day, 7:22:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9688, loss_cls: 3.3145, loss: 3.3145 +2025-06-20 19:37:54,059 - pyskl - INFO - Epoch [86][2500/3940] lr: 9.739e-03, eta: 1 day, 7:21:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.3884, loss: 3.3884 +2025-06-20 19:38:38,387 - pyskl - INFO - Epoch [86][2600/3940] lr: 9.732e-03, eta: 1 day, 7:20:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9650, loss_cls: 3.3709, loss: 3.3709 +2025-06-20 19:39:22,673 - pyskl - INFO - Epoch [86][2700/3940] lr: 9.726e-03, eta: 1 day, 7:19:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 3.3950, loss: 3.3950 +2025-06-20 19:40:07,048 - pyskl - INFO - Epoch [86][2800/3940] lr: 9.719e-03, eta: 1 day, 7:19:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9694, loss_cls: 3.3560, loss: 3.3560 +2025-06-20 19:40:51,405 - pyskl - INFO - Epoch [86][2900/3940] lr: 9.713e-03, eta: 1 day, 7:18:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 3.2844, loss: 3.2844 +2025-06-20 19:41:35,738 - pyskl - INFO - Epoch [86][3000/3940] lr: 9.707e-03, eta: 1 day, 7:17:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9744, loss_cls: 3.2145, loss: 3.2145 +2025-06-20 19:42:20,051 - pyskl - INFO - Epoch [86][3100/3940] lr: 9.700e-03, eta: 1 day, 7:16:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9706, loss_cls: 3.3882, loss: 3.3882 +2025-06-20 19:43:04,300 - pyskl - INFO - Epoch [86][3200/3940] lr: 9.694e-03, eta: 1 day, 7:16:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9663, loss_cls: 3.3892, loss: 3.3892 +2025-06-20 19:43:48,590 - pyskl - INFO - Epoch [86][3300/3940] lr: 9.687e-03, eta: 1 day, 7:15:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 3.1321, loss: 3.1321 +2025-06-20 19:44:32,819 - pyskl - INFO - Epoch [86][3400/3940] lr: 9.681e-03, eta: 1 day, 7:14:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9669, loss_cls: 3.4261, loss: 3.4261 +2025-06-20 19:45:17,168 - pyskl - INFO - Epoch [86][3500/3940] lr: 9.674e-03, eta: 1 day, 7:13:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 3.3994, loss: 3.3994 +2025-06-20 19:46:01,487 - pyskl - INFO - Epoch [86][3600/3940] lr: 9.668e-03, eta: 1 day, 7:13:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.3363, loss: 3.3363 +2025-06-20 19:46:45,790 - pyskl - INFO - Epoch [86][3700/3940] lr: 9.661e-03, eta: 1 day, 7:12:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9700, loss_cls: 3.4035, loss: 3.4035 +2025-06-20 19:47:30,043 - pyskl - INFO - Epoch [86][3800/3940] lr: 9.655e-03, eta: 1 day, 7:11:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 3.3975, loss: 3.3975 +2025-06-20 19:48:14,341 - pyskl - INFO - Epoch [86][3900/3940] lr: 9.648e-03, eta: 1 day, 7:10:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 3.3147, loss: 3.3147 +2025-06-20 19:48:32,566 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-06-20 19:51:53,658 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 19:51:54,120 - pyskl - INFO - +top1_acc 0.7549 +top5_acc 0.9452 +2025-06-20 19:51:54,137 - pyskl - INFO - Epoch(val) [86][3183] top1_acc: 0.7549, top5_acc: 0.9452 +2025-06-20 19:53:03,062 - pyskl - INFO - Epoch [87][100/3940] lr: 9.639e-03, eta: 1 day, 7:09:56, time: 0.689, data_time: 0.247, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9706, loss_cls: 3.4006, loss: 3.4006 +2025-06-20 19:53:47,333 - pyskl - INFO - Epoch [87][200/3940] lr: 9.633e-03, eta: 1 day, 7:09:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 3.0504, loss: 3.0504 +2025-06-20 19:54:31,516 - pyskl - INFO - Epoch [87][300/3940] lr: 9.626e-03, eta: 1 day, 7:08:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 3.0846, loss: 3.0846 +2025-06-20 19:55:15,766 - pyskl - INFO - Epoch [87][400/3940] lr: 9.620e-03, eta: 1 day, 7:07:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 3.3818, loss: 3.3818 +2025-06-20 19:55:59,993 - pyskl - INFO - Epoch [87][500/3940] lr: 9.613e-03, eta: 1 day, 7:06:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 3.3405, loss: 3.3405 +2025-06-20 19:56:44,104 - pyskl - INFO - Epoch [87][600/3940] lr: 9.607e-03, eta: 1 day, 7:06:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 3.1151, loss: 3.1151 +2025-06-20 19:57:28,243 - pyskl - INFO - Epoch [87][700/3940] lr: 9.600e-03, eta: 1 day, 7:05:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 3.2601, loss: 3.2601 +2025-06-20 19:58:12,340 - pyskl - INFO - Epoch [87][800/3940] lr: 9.594e-03, eta: 1 day, 7:04:43, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 3.2323, loss: 3.2323 +2025-06-20 19:58:56,501 - pyskl - INFO - Epoch [87][900/3940] lr: 9.587e-03, eta: 1 day, 7:03:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 3.3162, loss: 3.3162 +2025-06-20 19:59:40,745 - pyskl - INFO - Epoch [87][1000/3940] lr: 9.581e-03, eta: 1 day, 7:03:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 3.2045, loss: 3.2045 +2025-06-20 20:00:24,894 - pyskl - INFO - Epoch [87][1100/3940] lr: 9.575e-03, eta: 1 day, 7:02:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 3.3330, loss: 3.3330 +2025-06-20 20:01:09,016 - pyskl - INFO - Epoch [87][1200/3940] lr: 9.568e-03, eta: 1 day, 7:01:44, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 3.2744, loss: 3.2744 +2025-06-20 20:01:53,254 - pyskl - INFO - Epoch [87][1300/3940] lr: 9.562e-03, eta: 1 day, 7:00:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 3.1825, loss: 3.1825 +2025-06-20 20:02:37,456 - pyskl - INFO - Epoch [87][1400/3940] lr: 9.555e-03, eta: 1 day, 7:00:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.3860, loss: 3.3860 +2025-06-20 20:03:21,652 - pyskl - INFO - Epoch [87][1500/3940] lr: 9.549e-03, eta: 1 day, 6:59:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 3.2754, loss: 3.2754 +2025-06-20 20:04:05,898 - pyskl - INFO - Epoch [87][1600/3940] lr: 9.542e-03, eta: 1 day, 6:58:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 3.2248, loss: 3.2248 +2025-06-20 20:04:50,379 - pyskl - INFO - Epoch [87][1700/3940] lr: 9.536e-03, eta: 1 day, 6:58:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 3.3006, loss: 3.3006 +2025-06-20 20:05:34,540 - pyskl - INFO - Epoch [87][1800/3940] lr: 9.529e-03, eta: 1 day, 6:57:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9744, loss_cls: 3.3358, loss: 3.3358 +2025-06-20 20:06:18,654 - pyskl - INFO - Epoch [87][1900/3940] lr: 9.523e-03, eta: 1 day, 6:56:31, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 3.2446, loss: 3.2446 +2025-06-20 20:07:02,785 - pyskl - INFO - Epoch [87][2000/3940] lr: 9.516e-03, eta: 1 day, 6:55:46, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9656, loss_cls: 3.4058, loss: 3.4058 +2025-06-20 20:07:47,082 - pyskl - INFO - Epoch [87][2100/3940] lr: 9.510e-03, eta: 1 day, 6:55:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.2884, loss: 3.2884 +2025-06-20 20:08:31,234 - pyskl - INFO - Epoch [87][2200/3940] lr: 9.504e-03, eta: 1 day, 6:54:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.2637, loss: 3.2637 +2025-06-20 20:09:15,338 - pyskl - INFO - Epoch [87][2300/3940] lr: 9.497e-03, eta: 1 day, 6:53:32, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 3.2464, loss: 3.2464 +2025-06-20 20:09:59,501 - pyskl - INFO - Epoch [87][2400/3940] lr: 9.491e-03, eta: 1 day, 6:52:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9731, loss_cls: 3.2833, loss: 3.2833 +2025-06-20 20:10:43,727 - pyskl - INFO - Epoch [87][2500/3940] lr: 9.484e-03, eta: 1 day, 6:52:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.3452, loss: 3.3452 +2025-06-20 20:11:27,936 - pyskl - INFO - Epoch [87][2600/3940] lr: 9.478e-03, eta: 1 day, 6:51:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 3.3027, loss: 3.3027 +2025-06-20 20:12:12,082 - pyskl - INFO - Epoch [87][2700/3940] lr: 9.471e-03, eta: 1 day, 6:50:33, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9706, loss_cls: 3.3444, loss: 3.3444 +2025-06-20 20:12:56,164 - pyskl - INFO - Epoch [87][2800/3940] lr: 9.465e-03, eta: 1 day, 6:49:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 3.3897, loss: 3.3897 +2025-06-20 20:13:40,297 - pyskl - INFO - Epoch [87][2900/3940] lr: 9.458e-03, eta: 1 day, 6:49:03, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 3.2917, loss: 3.2917 +2025-06-20 20:14:24,557 - pyskl - INFO - Epoch [87][3000/3940] lr: 9.452e-03, eta: 1 day, 6:48:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 3.3682, loss: 3.3682 +2025-06-20 20:15:08,721 - pyskl - INFO - Epoch [87][3100/3940] lr: 9.446e-03, eta: 1 day, 6:47:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.4131, loss: 3.4131 +2025-06-20 20:15:52,944 - pyskl - INFO - Epoch [87][3200/3940] lr: 9.439e-03, eta: 1 day, 6:46:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9712, loss_cls: 3.2135, loss: 3.2135 +2025-06-20 20:16:37,234 - pyskl - INFO - Epoch [87][3300/3940] lr: 9.433e-03, eta: 1 day, 6:46:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 3.3467, loss: 3.3467 +2025-06-20 20:17:21,507 - pyskl - INFO - Epoch [87][3400/3940] lr: 9.426e-03, eta: 1 day, 6:45:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9694, loss_cls: 3.4302, loss: 3.4302 +2025-06-20 20:18:05,637 - pyskl - INFO - Epoch [87][3500/3940] lr: 9.420e-03, eta: 1 day, 6:44:35, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 3.3099, loss: 3.3099 +2025-06-20 20:18:49,812 - pyskl - INFO - Epoch [87][3600/3940] lr: 9.413e-03, eta: 1 day, 6:43:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 3.3109, loss: 3.3109 +2025-06-20 20:19:33,768 - pyskl - INFO - Epoch [87][3700/3940] lr: 9.407e-03, eta: 1 day, 6:43:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9762, loss_cls: 3.2171, loss: 3.2171 +2025-06-20 20:20:17,815 - pyskl - INFO - Epoch [87][3800/3940] lr: 9.400e-03, eta: 1 day, 6:42:20, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 3.2751, loss: 3.2751 +2025-06-20 20:21:01,915 - pyskl - INFO - Epoch [87][3900/3940] lr: 9.394e-03, eta: 1 day, 6:41:36, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 3.2724, loss: 3.2724 +2025-06-20 20:21:19,913 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-06-20 20:24:40,634 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 20:24:41,097 - pyskl - INFO - +top1_acc 0.7484 +top5_acc 0.9508 +2025-06-20 20:24:41,115 - pyskl - INFO - Epoch(val) [87][3183] top1_acc: 0.7484, top5_acc: 0.9508 +2025-06-20 20:25:50,704 - pyskl - INFO - Epoch [88][100/3940] lr: 9.385e-03, eta: 1 day, 6:40:39, time: 0.696, data_time: 0.249, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 3.1833, loss: 3.1833 +2025-06-20 20:26:35,154 - pyskl - INFO - Epoch [88][200/3940] lr: 9.379e-03, eta: 1 day, 6:39:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9750, loss_cls: 3.2042, loss: 3.2042 +2025-06-20 20:27:19,619 - pyskl - INFO - Epoch [88][300/3940] lr: 9.372e-03, eta: 1 day, 6:39:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 3.2194, loss: 3.2194 +2025-06-20 20:28:04,093 - pyskl - INFO - Epoch [88][400/3940] lr: 9.366e-03, eta: 1 day, 6:38:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 3.0971, loss: 3.0971 +2025-06-20 20:28:48,550 - pyskl - INFO - Epoch [88][500/3940] lr: 9.359e-03, eta: 1 day, 6:37:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.3697, loss: 3.3697 +2025-06-20 20:29:32,996 - pyskl - INFO - Epoch [88][600/3940] lr: 9.353e-03, eta: 1 day, 6:36:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 3.1968, loss: 3.1968 +2025-06-20 20:30:17,199 - pyskl - INFO - Epoch [88][700/3940] lr: 9.346e-03, eta: 1 day, 6:36:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.2906, loss: 3.2906 +2025-06-20 20:31:01,403 - pyskl - INFO - Epoch [88][800/3940] lr: 9.340e-03, eta: 1 day, 6:35:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 3.1654, loss: 3.1654 +2025-06-20 20:31:45,487 - pyskl - INFO - Epoch [88][900/3940] lr: 9.334e-03, eta: 1 day, 6:34:42, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 3.1392, loss: 3.1392 +2025-06-20 20:32:29,593 - pyskl - INFO - Epoch [88][1000/3940] lr: 9.327e-03, eta: 1 day, 6:33:57, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 3.1383, loss: 3.1383 +2025-06-20 20:33:13,598 - pyskl - INFO - Epoch [88][1100/3940] lr: 9.321e-03, eta: 1 day, 6:33:12, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.2934, loss: 3.2934 +2025-06-20 20:33:57,696 - pyskl - INFO - Epoch [88][1200/3940] lr: 9.314e-03, eta: 1 day, 6:32:27, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 3.2875, loss: 3.2875 +2025-06-20 20:34:41,773 - pyskl - INFO - Epoch [88][1300/3940] lr: 9.308e-03, eta: 1 day, 6:31:42, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 3.1779, loss: 3.1779 +2025-06-20 20:35:25,651 - pyskl - INFO - Epoch [88][1400/3940] lr: 9.301e-03, eta: 1 day, 6:30:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 3.2485, loss: 3.2485 +2025-06-20 20:36:09,823 - pyskl - INFO - Epoch [88][1500/3940] lr: 9.295e-03, eta: 1 day, 6:30:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9731, loss_cls: 3.1451, loss: 3.1451 +2025-06-20 20:36:53,991 - pyskl - INFO - Epoch [88][1600/3940] lr: 9.289e-03, eta: 1 day, 6:29:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 3.2513, loss: 3.2513 +2025-06-20 20:37:38,171 - pyskl - INFO - Epoch [88][1700/3940] lr: 9.282e-03, eta: 1 day, 6:28:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 3.1462, loss: 3.1462 +2025-06-20 20:38:22,547 - pyskl - INFO - Epoch [88][1800/3940] lr: 9.276e-03, eta: 1 day, 6:27:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.3400, loss: 3.3400 +2025-06-20 20:39:06,857 - pyskl - INFO - Epoch [88][1900/3940] lr: 9.269e-03, eta: 1 day, 6:27:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9725, loss_cls: 3.2863, loss: 3.2863 +2025-06-20 20:39:51,178 - pyskl - INFO - Epoch [88][2000/3940] lr: 9.263e-03, eta: 1 day, 6:26:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 3.2565, loss: 3.2565 +2025-06-20 20:40:35,514 - pyskl - INFO - Epoch [88][2100/3940] lr: 9.256e-03, eta: 1 day, 6:25:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 3.2600, loss: 3.2600 +2025-06-20 20:41:19,768 - pyskl - INFO - Epoch [88][2200/3940] lr: 9.250e-03, eta: 1 day, 6:25:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 3.3215, loss: 3.3215 +2025-06-20 20:42:04,023 - pyskl - INFO - Epoch [88][2300/3940] lr: 9.244e-03, eta: 1 day, 6:24:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 3.2719, loss: 3.2719 +2025-06-20 20:42:48,317 - pyskl - INFO - Epoch [88][2400/3940] lr: 9.237e-03, eta: 1 day, 6:23:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9688, loss_cls: 3.3406, loss: 3.3406 +2025-06-20 20:43:32,642 - pyskl - INFO - Epoch [88][2500/3940] lr: 9.231e-03, eta: 1 day, 6:22:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 3.2307, loss: 3.2307 +2025-06-20 20:44:16,945 - pyskl - INFO - Epoch [88][2600/3940] lr: 9.224e-03, eta: 1 day, 6:22:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 3.2829, loss: 3.2829 +2025-06-20 20:45:01,361 - pyskl - INFO - Epoch [88][2700/3940] lr: 9.218e-03, eta: 1 day, 6:21:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9681, loss_cls: 3.2739, loss: 3.2739 +2025-06-20 20:45:45,841 - pyskl - INFO - Epoch [88][2800/3940] lr: 9.212e-03, eta: 1 day, 6:20:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 3.4982, loss: 3.4982 +2025-06-20 20:46:30,246 - pyskl - INFO - Epoch [88][2900/3940] lr: 9.205e-03, eta: 1 day, 6:19:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9769, loss_cls: 3.2118, loss: 3.2118 +2025-06-20 20:47:14,577 - pyskl - INFO - Epoch [88][3000/3940] lr: 9.199e-03, eta: 1 day, 6:19:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 3.2065, loss: 3.2065 +2025-06-20 20:47:58,749 - pyskl - INFO - Epoch [88][3100/3940] lr: 9.192e-03, eta: 1 day, 6:18:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 3.3540, loss: 3.3540 +2025-06-20 20:48:42,908 - pyskl - INFO - Epoch [88][3200/3940] lr: 9.186e-03, eta: 1 day, 6:17:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 3.2089, loss: 3.2089 +2025-06-20 20:49:27,036 - pyskl - INFO - Epoch [88][3300/3940] lr: 9.180e-03, eta: 1 day, 6:16:49, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9744, loss_cls: 3.2036, loss: 3.2036 +2025-06-20 20:50:11,183 - pyskl - INFO - Epoch [88][3400/3940] lr: 9.173e-03, eta: 1 day, 6:16:04, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 3.1942, loss: 3.1942 +2025-06-20 20:50:55,285 - pyskl - INFO - Epoch [88][3500/3940] lr: 9.167e-03, eta: 1 day, 6:15:19, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9756, loss_cls: 3.1676, loss: 3.1676 +2025-06-20 20:51:39,460 - pyskl - INFO - Epoch [88][3600/3940] lr: 9.160e-03, eta: 1 day, 6:14:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9744, loss_cls: 3.3201, loss: 3.3201 +2025-06-20 20:52:23,644 - pyskl - INFO - Epoch [88][3700/3940] lr: 9.154e-03, eta: 1 day, 6:13:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 3.2476, loss: 3.2476 +2025-06-20 20:53:07,973 - pyskl - INFO - Epoch [88][3800/3940] lr: 9.148e-03, eta: 1 day, 6:13:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.4312, loss: 3.4312 +2025-06-20 20:53:52,276 - pyskl - INFO - Epoch [88][3900/3940] lr: 9.141e-03, eta: 1 day, 6:12:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 3.2259, loss: 3.2259 +2025-06-20 20:54:10,287 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-06-20 20:57:32,600 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 20:57:33,061 - pyskl - INFO - +top1_acc 0.7483 +top5_acc 0.9355 +2025-06-20 20:57:33,079 - pyskl - INFO - Epoch(val) [88][3183] top1_acc: 0.7483, top5_acc: 0.9355 +2025-06-20 20:58:42,393 - pyskl - INFO - Epoch [89][100/3940] lr: 9.132e-03, eta: 1 day, 6:11:23, time: 0.693, data_time: 0.251, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 3.1780, loss: 3.1780 +2025-06-20 20:59:26,541 - pyskl - INFO - Epoch [89][200/3940] lr: 9.126e-03, eta: 1 day, 6:10:38, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 3.0707, loss: 3.0707 +2025-06-20 21:00:10,642 - pyskl - INFO - Epoch [89][300/3940] lr: 9.119e-03, eta: 1 day, 6:09:53, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9881, loss_cls: 3.1015, loss: 3.1015 +2025-06-20 21:00:54,729 - pyskl - INFO - Epoch [89][400/3940] lr: 9.113e-03, eta: 1 day, 6:09:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 3.1867, loss: 3.1867 +2025-06-20 21:01:38,857 - pyskl - INFO - Epoch [89][500/3940] lr: 9.107e-03, eta: 1 day, 6:08:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9869, loss_cls: 3.2157, loss: 3.2157 +2025-06-20 21:02:22,977 - pyskl - INFO - Epoch [89][600/3940] lr: 9.100e-03, eta: 1 day, 6:07:39, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9762, loss_cls: 3.2372, loss: 3.2372 +2025-06-20 21:03:07,083 - pyskl - INFO - Epoch [89][700/3940] lr: 9.094e-03, eta: 1 day, 6:06:54, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 3.1323, loss: 3.1323 +2025-06-20 21:03:51,233 - pyskl - INFO - Epoch [89][800/3940] lr: 9.087e-03, eta: 1 day, 6:06:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 3.1480, loss: 3.1480 +2025-06-20 21:04:35,447 - pyskl - INFO - Epoch [89][900/3940] lr: 9.081e-03, eta: 1 day, 6:05:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9869, loss_cls: 3.2408, loss: 3.2408 +2025-06-20 21:05:19,685 - pyskl - INFO - Epoch [89][1000/3940] lr: 9.075e-03, eta: 1 day, 6:04:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 3.2425, loss: 3.2425 +2025-06-20 21:06:03,958 - pyskl - INFO - Epoch [89][1100/3940] lr: 9.068e-03, eta: 1 day, 6:03:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 3.2568, loss: 3.2568 +2025-06-20 21:06:48,203 - pyskl - INFO - Epoch [89][1200/3940] lr: 9.062e-03, eta: 1 day, 6:03:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9762, loss_cls: 3.1729, loss: 3.1729 +2025-06-20 21:07:32,412 - pyskl - INFO - Epoch [89][1300/3940] lr: 9.055e-03, eta: 1 day, 6:02:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 3.1755, loss: 3.1755 +2025-06-20 21:08:16,541 - pyskl - INFO - Epoch [89][1400/3940] lr: 9.049e-03, eta: 1 day, 6:01:41, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9794, loss_cls: 3.2797, loss: 3.2797 +2025-06-20 21:09:00,693 - pyskl - INFO - Epoch [89][1500/3940] lr: 9.043e-03, eta: 1 day, 6:00:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 3.3222, loss: 3.3222 +2025-06-20 21:09:44,833 - pyskl - INFO - Epoch [89][1600/3940] lr: 9.036e-03, eta: 1 day, 6:00:12, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 3.2637, loss: 3.2637 +2025-06-20 21:10:28,941 - pyskl - INFO - Epoch [89][1700/3940] lr: 9.030e-03, eta: 1 day, 5:59:27, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 3.2333, loss: 3.2333 +2025-06-20 21:11:13,084 - pyskl - INFO - Epoch [89][1800/3940] lr: 9.024e-03, eta: 1 day, 5:58:42, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 3.3079, loss: 3.3079 +2025-06-20 21:11:57,149 - pyskl - INFO - Epoch [89][1900/3940] lr: 9.017e-03, eta: 1 day, 5:57:57, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 3.2540, loss: 3.2540 +2025-06-20 21:12:41,209 - pyskl - INFO - Epoch [89][2000/3940] lr: 9.011e-03, eta: 1 day, 5:57:12, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 3.1982, loss: 3.1982 +2025-06-20 21:13:25,323 - pyskl - INFO - Epoch [89][2100/3940] lr: 9.004e-03, eta: 1 day, 5:56:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 3.2812, loss: 3.2812 +2025-06-20 21:14:09,473 - pyskl - INFO - Epoch [89][2200/3940] lr: 8.998e-03, eta: 1 day, 5:55:43, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.2535, loss: 3.2535 +2025-06-20 21:14:53,742 - pyskl - INFO - Epoch [89][2300/3940] lr: 8.992e-03, eta: 1 day, 5:54:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9725, loss_cls: 3.2980, loss: 3.2980 +2025-06-20 21:15:37,957 - pyskl - INFO - Epoch [89][2400/3940] lr: 8.985e-03, eta: 1 day, 5:54:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 3.1910, loss: 3.1910 +2025-06-20 21:16:22,064 - pyskl - INFO - Epoch [89][2500/3940] lr: 8.979e-03, eta: 1 day, 5:53:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 3.1291, loss: 3.1291 +2025-06-20 21:17:06,191 - pyskl - INFO - Epoch [89][2600/3940] lr: 8.972e-03, eta: 1 day, 5:52:44, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 3.2054, loss: 3.2054 +2025-06-20 21:17:50,162 - pyskl - INFO - Epoch [89][2700/3940] lr: 8.966e-03, eta: 1 day, 5:51:59, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9750, loss_cls: 3.1691, loss: 3.1691 +2025-06-20 21:18:34,264 - pyskl - INFO - Epoch [89][2800/3940] lr: 8.960e-03, eta: 1 day, 5:51:14, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 3.1646, loss: 3.1646 +2025-06-20 21:19:18,404 - pyskl - INFO - Epoch [89][2900/3940] lr: 8.953e-03, eta: 1 day, 5:50:30, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 3.1762, loss: 3.1762 +2025-06-20 21:20:02,522 - pyskl - INFO - Epoch [89][3000/3940] lr: 8.947e-03, eta: 1 day, 5:49:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 3.2131, loss: 3.2131 +2025-06-20 21:20:46,631 - pyskl - INFO - Epoch [89][3100/3940] lr: 8.941e-03, eta: 1 day, 5:49:00, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9700, loss_cls: 3.4056, loss: 3.4056 +2025-06-20 21:21:30,758 - pyskl - INFO - Epoch [89][3200/3940] lr: 8.934e-03, eta: 1 day, 5:48:15, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 3.1995, loss: 3.1995 +2025-06-20 21:22:14,874 - pyskl - INFO - Epoch [89][3300/3940] lr: 8.928e-03, eta: 1 day, 5:47:30, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 3.1433, loss: 3.1433 +2025-06-20 21:22:58,959 - pyskl - INFO - Epoch [89][3400/3940] lr: 8.922e-03, eta: 1 day, 5:46:46, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 3.3013, loss: 3.3013 +2025-06-20 21:23:43,163 - pyskl - INFO - Epoch [89][3500/3940] lr: 8.915e-03, eta: 1 day, 5:46:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 3.2854, loss: 3.2854 +2025-06-20 21:24:27,212 - pyskl - INFO - Epoch [89][3600/3940] lr: 8.909e-03, eta: 1 day, 5:45:16, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9675, loss_cls: 3.3878, loss: 3.3878 +2025-06-20 21:25:11,284 - pyskl - INFO - Epoch [89][3700/3940] lr: 8.902e-03, eta: 1 day, 5:44:31, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 3.2093, loss: 3.2093 +2025-06-20 21:25:55,360 - pyskl - INFO - Epoch [89][3800/3940] lr: 8.896e-03, eta: 1 day, 5:43:47, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 3.1699, loss: 3.1699 +2025-06-20 21:26:39,670 - pyskl - INFO - Epoch [89][3900/3940] lr: 8.890e-03, eta: 1 day, 5:43:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 3.2629, loss: 3.2629 +2025-06-20 21:26:57,715 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-06-20 21:30:18,503 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 21:30:18,965 - pyskl - INFO - +top1_acc 0.7716 +top5_acc 0.9505 +2025-06-20 21:30:19,020 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_85.pth was removed +2025-06-20 21:30:20,034 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. +2025-06-20 21:30:20,036 - pyskl - INFO - Best top1_acc is 0.7716 at 89 epoch. +2025-06-20 21:30:20,053 - pyskl - INFO - Epoch(val) [89][3183] top1_acc: 0.7716, top5_acc: 0.9505 +2025-06-20 21:31:28,712 - pyskl - INFO - Epoch [90][100/3940] lr: 8.881e-03, eta: 1 day, 5:42:04, time: 0.687, data_time: 0.245, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9881, loss_cls: 3.2101, loss: 3.2101 +2025-06-20 21:32:12,868 - pyskl - INFO - Epoch [90][200/3940] lr: 8.874e-03, eta: 1 day, 5:41:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9894, loss_cls: 3.1190, loss: 3.1190 +2025-06-20 21:32:56,983 - pyskl - INFO - Epoch [90][300/3940] lr: 8.868e-03, eta: 1 day, 5:40:34, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 3.1066, loss: 3.1066 +2025-06-20 21:33:41,186 - pyskl - INFO - Epoch [90][400/3940] lr: 8.862e-03, eta: 1 day, 5:39:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 3.1309, loss: 3.1309 +2025-06-20 21:34:25,363 - pyskl - INFO - Epoch [90][500/3940] lr: 8.855e-03, eta: 1 day, 5:39:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 3.2219, loss: 3.2219 +2025-06-20 21:35:09,527 - pyskl - INFO - Epoch [90][600/3940] lr: 8.849e-03, eta: 1 day, 5:38:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9744, loss_cls: 3.2076, loss: 3.2076 +2025-06-20 21:35:53,740 - pyskl - INFO - Epoch [90][700/3940] lr: 8.843e-03, eta: 1 day, 5:37:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9700, loss_cls: 3.2546, loss: 3.2546 +2025-06-20 21:36:37,914 - pyskl - INFO - Epoch [90][800/3940] lr: 8.836e-03, eta: 1 day, 5:36:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 3.0298, loss: 3.0298 +2025-06-20 21:37:22,129 - pyskl - INFO - Epoch [90][900/3940] lr: 8.830e-03, eta: 1 day, 5:36:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 3.1510, loss: 3.1510 +2025-06-20 21:38:06,284 - pyskl - INFO - Epoch [90][1000/3940] lr: 8.824e-03, eta: 1 day, 5:35:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9850, loss_cls: 3.0100, loss: 3.0100 +2025-06-20 21:38:50,538 - pyskl - INFO - Epoch [90][1100/3940] lr: 8.817e-03, eta: 1 day, 5:34:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 3.2357, loss: 3.2357 +2025-06-20 21:39:34,732 - pyskl - INFO - Epoch [90][1200/3940] lr: 8.811e-03, eta: 1 day, 5:33:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 3.1044, loss: 3.1044 +2025-06-20 21:40:18,948 - pyskl - INFO - Epoch [90][1300/3940] lr: 8.805e-03, eta: 1 day, 5:33:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 3.2487, loss: 3.2487 +2025-06-20 21:41:03,157 - pyskl - INFO - Epoch [90][1400/3940] lr: 8.798e-03, eta: 1 day, 5:32:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9725, loss_cls: 3.2895, loss: 3.2895 +2025-06-20 21:41:47,337 - pyskl - INFO - Epoch [90][1500/3940] lr: 8.792e-03, eta: 1 day, 5:31:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 3.1284, loss: 3.1284 +2025-06-20 21:42:31,578 - pyskl - INFO - Epoch [90][1600/3940] lr: 8.786e-03, eta: 1 day, 5:30:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9731, loss_cls: 3.2721, loss: 3.2721 +2025-06-20 21:43:15,768 - pyskl - INFO - Epoch [90][1700/3940] lr: 8.779e-03, eta: 1 day, 5:30:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 3.0796, loss: 3.0796 +2025-06-20 21:43:59,985 - pyskl - INFO - Epoch [90][1800/3940] lr: 8.773e-03, eta: 1 day, 5:29:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 3.3000, loss: 3.3000 +2025-06-20 21:44:44,188 - pyskl - INFO - Epoch [90][1900/3940] lr: 8.766e-03, eta: 1 day, 5:28:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9744, loss_cls: 3.1891, loss: 3.1891 +2025-06-20 21:45:28,357 - pyskl - INFO - Epoch [90][2000/3940] lr: 8.760e-03, eta: 1 day, 5:27:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 3.1794, loss: 3.1794 +2025-06-20 21:46:12,477 - pyskl - INFO - Epoch [90][2100/3940] lr: 8.754e-03, eta: 1 day, 5:27:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 3.2613, loss: 3.2613 +2025-06-20 21:46:56,556 - pyskl - INFO - Epoch [90][2200/3940] lr: 8.747e-03, eta: 1 day, 5:26:25, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 3.1594, loss: 3.1594 +2025-06-20 21:47:40,678 - pyskl - INFO - Epoch [90][2300/3940] lr: 8.741e-03, eta: 1 day, 5:25:40, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9744, loss_cls: 3.1855, loss: 3.1855 +2025-06-20 21:48:24,825 - pyskl - INFO - Epoch [90][2400/3940] lr: 8.735e-03, eta: 1 day, 5:24:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 3.2793, loss: 3.2793 +2025-06-20 21:49:08,962 - pyskl - INFO - Epoch [90][2500/3940] lr: 8.728e-03, eta: 1 day, 5:24:10, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9738, loss_cls: 3.2340, loss: 3.2340 +2025-06-20 21:49:53,062 - pyskl - INFO - Epoch [90][2600/3940] lr: 8.722e-03, eta: 1 day, 5:23:26, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 3.3651, loss: 3.3651 +2025-06-20 21:50:37,266 - pyskl - INFO - Epoch [90][2700/3940] lr: 8.716e-03, eta: 1 day, 5:22:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9688, loss_cls: 3.4420, loss: 3.4420 +2025-06-20 21:51:21,529 - pyskl - INFO - Epoch [90][2800/3940] lr: 8.709e-03, eta: 1 day, 5:21:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 3.2231, loss: 3.2231 +2025-06-20 21:52:05,764 - pyskl - INFO - Epoch [90][2900/3940] lr: 8.703e-03, eta: 1 day, 5:21:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9694, loss_cls: 3.2292, loss: 3.2292 +2025-06-20 21:52:50,030 - pyskl - INFO - Epoch [90][3000/3940] lr: 8.697e-03, eta: 1 day, 5:20:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9738, loss_cls: 3.2304, loss: 3.2304 +2025-06-20 21:53:34,277 - pyskl - INFO - Epoch [90][3100/3940] lr: 8.690e-03, eta: 1 day, 5:19:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9712, loss_cls: 3.1844, loss: 3.1844 +2025-06-20 21:54:18,528 - pyskl - INFO - Epoch [90][3200/3940] lr: 8.684e-03, eta: 1 day, 5:18:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 3.2439, loss: 3.2439 +2025-06-20 21:55:02,795 - pyskl - INFO - Epoch [90][3300/3940] lr: 8.678e-03, eta: 1 day, 5:18:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 3.2281, loss: 3.2281 +2025-06-20 21:55:47,074 - pyskl - INFO - Epoch [90][3400/3940] lr: 8.671e-03, eta: 1 day, 5:17:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9725, loss_cls: 3.2291, loss: 3.2291 +2025-06-20 21:56:31,325 - pyskl - INFO - Epoch [90][3500/3940] lr: 8.665e-03, eta: 1 day, 5:16:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9731, loss_cls: 3.2689, loss: 3.2689 +2025-06-20 21:57:15,554 - pyskl - INFO - Epoch [90][3600/3940] lr: 8.659e-03, eta: 1 day, 5:15:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 3.3545, loss: 3.3545 +2025-06-20 21:57:59,805 - pyskl - INFO - Epoch [90][3700/3940] lr: 8.653e-03, eta: 1 day, 5:15:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 3.1673, loss: 3.1673 +2025-06-20 21:58:44,046 - pyskl - INFO - Epoch [90][3800/3940] lr: 8.646e-03, eta: 1 day, 5:14:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 3.3241, loss: 3.3241 +2025-06-20 21:59:28,290 - pyskl - INFO - Epoch [90][3900/3940] lr: 8.640e-03, eta: 1 day, 5:13:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 3.2308, loss: 3.2308 +2025-06-20 21:59:46,319 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-06-20 22:18:52,590 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 22:18:53,056 - pyskl - INFO - +top1_acc 0.7587 +top5_acc 0.9463 +2025-06-20 22:18:53,075 - pyskl - INFO - Epoch(val) [90][3183] top1_acc: 0.7587, top5_acc: 0.9463 +2025-06-20 22:20:02,199 - pyskl - INFO - Epoch [91][100/3940] lr: 8.631e-03, eta: 1 day, 5:12:47, time: 0.691, data_time: 0.245, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 3.0624, loss: 3.0624 +2025-06-20 22:20:46,807 - pyskl - INFO - Epoch [91][200/3940] lr: 8.625e-03, eta: 1 day, 5:12:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9825, loss_cls: 3.0604, loss: 3.0604 +2025-06-20 22:21:31,332 - pyskl - INFO - Epoch [91][300/3940] lr: 8.618e-03, eta: 1 day, 5:11:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 3.0332, loss: 3.0332 +2025-06-20 22:22:15,703 - pyskl - INFO - Epoch [91][400/3940] lr: 8.612e-03, eta: 1 day, 5:10:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 3.1941, loss: 3.1941 +2025-06-20 22:23:00,005 - pyskl - INFO - Epoch [91][500/3940] lr: 8.606e-03, eta: 1 day, 5:09:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 3.0321, loss: 3.0321 +2025-06-20 22:23:44,313 - pyskl - INFO - Epoch [91][600/3940] lr: 8.599e-03, eta: 1 day, 5:09:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9800, loss_cls: 3.1028, loss: 3.1028 +2025-06-20 22:24:28,698 - pyskl - INFO - Epoch [91][700/3940] lr: 8.593e-03, eta: 1 day, 5:08:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 3.1308, loss: 3.1308 +2025-06-20 22:25:13,086 - pyskl - INFO - Epoch [91][800/3940] lr: 8.587e-03, eta: 1 day, 5:07:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 3.1389, loss: 3.1389 +2025-06-20 22:25:57,395 - pyskl - INFO - Epoch [91][900/3940] lr: 8.581e-03, eta: 1 day, 5:06:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9762, loss_cls: 3.2051, loss: 3.2051 +2025-06-20 22:26:41,686 - pyskl - INFO - Epoch [91][1000/3940] lr: 8.574e-03, eta: 1 day, 5:06:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 3.0795, loss: 3.0795 +2025-06-20 22:27:26,109 - pyskl - INFO - Epoch [91][1100/3940] lr: 8.568e-03, eta: 1 day, 5:05:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.2491, loss: 3.2491 +2025-06-20 22:28:10,504 - pyskl - INFO - Epoch [91][1200/3940] lr: 8.562e-03, eta: 1 day, 5:04:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 3.2239, loss: 3.2239 +2025-06-20 22:28:54,724 - pyskl - INFO - Epoch [91][1300/3940] lr: 8.555e-03, eta: 1 day, 5:03:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 3.2061, loss: 3.2061 +2025-06-20 22:29:39,002 - pyskl - INFO - Epoch [91][1400/3940] lr: 8.549e-03, eta: 1 day, 5:03:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 3.2544, loss: 3.2544 +2025-06-20 22:30:23,216 - pyskl - INFO - Epoch [91][1500/3940] lr: 8.543e-03, eta: 1 day, 5:02:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9875, loss_cls: 3.1394, loss: 3.1394 +2025-06-20 22:31:07,461 - pyskl - INFO - Epoch [91][1600/3940] lr: 8.536e-03, eta: 1 day, 5:01:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 3.3239, loss: 3.3239 +2025-06-20 22:31:51,638 - pyskl - INFO - Epoch [91][1700/3940] lr: 8.530e-03, eta: 1 day, 5:00:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 3.1979, loss: 3.1979 +2025-06-20 22:32:35,809 - pyskl - INFO - Epoch [91][1800/3940] lr: 8.524e-03, eta: 1 day, 5:00:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 3.1116, loss: 3.1116 +2025-06-20 22:33:19,983 - pyskl - INFO - Epoch [91][1900/3940] lr: 8.517e-03, eta: 1 day, 4:59:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 3.2656, loss: 3.2656 +2025-06-20 22:34:04,202 - pyskl - INFO - Epoch [91][2000/3940] lr: 8.511e-03, eta: 1 day, 4:58:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 3.2596, loss: 3.2596 +2025-06-20 22:34:48,645 - pyskl - INFO - Epoch [91][2100/3940] lr: 8.505e-03, eta: 1 day, 4:57:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9744, loss_cls: 3.1756, loss: 3.1756 +2025-06-20 22:35:33,251 - pyskl - INFO - Epoch [91][2200/3940] lr: 8.499e-03, eta: 1 day, 4:57:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 3.0847, loss: 3.0847 +2025-06-20 22:36:17,613 - pyskl - INFO - Epoch [91][2300/3940] lr: 8.492e-03, eta: 1 day, 4:56:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9731, loss_cls: 3.1832, loss: 3.1832 +2025-06-20 22:37:01,909 - pyskl - INFO - Epoch [91][2400/3940] lr: 8.486e-03, eta: 1 day, 4:55:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 3.2075, loss: 3.2075 +2025-06-20 22:37:46,292 - pyskl - INFO - Epoch [91][2500/3940] lr: 8.480e-03, eta: 1 day, 4:54:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 3.2599, loss: 3.2599 +2025-06-20 22:38:30,765 - pyskl - INFO - Epoch [91][2600/3940] lr: 8.473e-03, eta: 1 day, 4:54:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 3.2465, loss: 3.2465 +2025-06-20 22:39:15,010 - pyskl - INFO - Epoch [91][2700/3940] lr: 8.467e-03, eta: 1 day, 4:53:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9700, loss_cls: 3.4321, loss: 3.4321 +2025-06-20 22:39:59,199 - pyskl - INFO - Epoch [91][2800/3940] lr: 8.461e-03, eta: 1 day, 4:52:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9725, loss_cls: 3.2688, loss: 3.2688 +2025-06-20 22:40:43,388 - pyskl - INFO - Epoch [91][2900/3940] lr: 8.455e-03, eta: 1 day, 4:51:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 3.1925, loss: 3.1925 +2025-06-20 22:41:27,622 - pyskl - INFO - Epoch [91][3000/3940] lr: 8.448e-03, eta: 1 day, 4:51:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9756, loss_cls: 3.1785, loss: 3.1785 +2025-06-20 22:42:11,664 - pyskl - INFO - Epoch [91][3100/3940] lr: 8.442e-03, eta: 1 day, 4:50:28, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9738, loss_cls: 3.0843, loss: 3.0843 +2025-06-20 22:42:55,860 - pyskl - INFO - Epoch [91][3200/3940] lr: 8.436e-03, eta: 1 day, 4:49:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9738, loss_cls: 3.2800, loss: 3.2800 +2025-06-20 22:43:39,993 - pyskl - INFO - Epoch [91][3300/3940] lr: 8.429e-03, eta: 1 day, 4:48:59, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 3.3108, loss: 3.3108 +2025-06-20 22:44:24,164 - pyskl - INFO - Epoch [91][3400/3940] lr: 8.423e-03, eta: 1 day, 4:48:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 3.4035, loss: 3.4035 +2025-06-20 22:45:08,261 - pyskl - INFO - Epoch [91][3500/3940] lr: 8.417e-03, eta: 1 day, 4:47:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9744, loss_cls: 3.0810, loss: 3.0810 +2025-06-20 22:45:52,410 - pyskl - INFO - Epoch [91][3600/3940] lr: 8.411e-03, eta: 1 day, 4:46:44, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 3.1002, loss: 3.1002 +2025-06-20 22:46:36,589 - pyskl - INFO - Epoch [91][3700/3940] lr: 8.404e-03, eta: 1 day, 4:46:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 3.2596, loss: 3.2596 +2025-06-20 22:47:20,782 - pyskl - INFO - Epoch [91][3800/3940] lr: 8.398e-03, eta: 1 day, 4:45:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 3.2654, loss: 3.2654 +2025-06-20 22:48:05,042 - pyskl - INFO - Epoch [91][3900/3940] lr: 8.392e-03, eta: 1 day, 4:44:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9781, loss_cls: 3.1222, loss: 3.1222 +2025-06-20 22:48:23,071 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-06-20 22:51:43,758 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 22:51:44,227 - pyskl - INFO - +top1_acc 0.7613 +top5_acc 0.9441 +2025-06-20 22:51:44,248 - pyskl - INFO - Epoch(val) [91][3183] top1_acc: 0.7613, top5_acc: 0.9441 +2025-06-20 22:52:53,239 - pyskl - INFO - Epoch [92][100/3940] lr: 8.383e-03, eta: 1 day, 4:43:32, time: 0.690, data_time: 0.248, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 3.0307, loss: 3.0307 +2025-06-20 22:53:37,363 - pyskl - INFO - Epoch [92][200/3940] lr: 8.377e-03, eta: 1 day, 4:42:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 2.9684, loss: 2.9684 +2025-06-20 22:54:21,577 - pyskl - INFO - Epoch [92][300/3940] lr: 8.370e-03, eta: 1 day, 4:42:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 2.9234, loss: 2.9234 +2025-06-20 22:55:05,756 - pyskl - INFO - Epoch [92][400/3940] lr: 8.364e-03, eta: 1 day, 4:41:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9781, loss_cls: 3.1377, loss: 3.1377 +2025-06-20 22:55:49,919 - pyskl - INFO - Epoch [92][500/3940] lr: 8.358e-03, eta: 1 day, 4:40:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 3.1028, loss: 3.1028 +2025-06-20 22:56:34,149 - pyskl - INFO - Epoch [92][600/3940] lr: 8.352e-03, eta: 1 day, 4:39:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 3.0234, loss: 3.0234 +2025-06-20 22:57:18,331 - pyskl - INFO - Epoch [92][700/3940] lr: 8.345e-03, eta: 1 day, 4:39:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 3.1495, loss: 3.1495 +2025-06-20 22:58:02,482 - pyskl - INFO - Epoch [92][800/3940] lr: 8.339e-03, eta: 1 day, 4:38:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.2308, loss: 3.2308 +2025-06-20 22:58:46,681 - pyskl - INFO - Epoch [92][900/3940] lr: 8.333e-03, eta: 1 day, 4:37:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 3.0619, loss: 3.0619 +2025-06-20 22:59:30,839 - pyskl - INFO - Epoch [92][1000/3940] lr: 8.327e-03, eta: 1 day, 4:36:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 3.1676, loss: 3.1676 +2025-06-20 23:00:14,990 - pyskl - INFO - Epoch [92][1100/3940] lr: 8.320e-03, eta: 1 day, 4:36:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 3.1284, loss: 3.1284 +2025-06-20 23:00:59,129 - pyskl - INFO - Epoch [92][1200/3940] lr: 8.314e-03, eta: 1 day, 4:35:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9806, loss_cls: 3.1577, loss: 3.1577 +2025-06-20 23:01:43,249 - pyskl - INFO - Epoch [92][1300/3940] lr: 8.308e-03, eta: 1 day, 4:34:36, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 3.1108, loss: 3.1108 +2025-06-20 23:02:27,410 - pyskl - INFO - Epoch [92][1400/3940] lr: 8.301e-03, eta: 1 day, 4:33:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 3.1395, loss: 3.1395 +2025-06-20 23:03:11,550 - pyskl - INFO - Epoch [92][1500/3940] lr: 8.295e-03, eta: 1 day, 4:33:06, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 3.1382, loss: 3.1382 +2025-06-20 23:03:55,818 - pyskl - INFO - Epoch [92][1600/3940] lr: 8.289e-03, eta: 1 day, 4:32:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 3.0908, loss: 3.0908 +2025-06-20 23:04:40,016 - pyskl - INFO - Epoch [92][1700/3940] lr: 8.283e-03, eta: 1 day, 4:31:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9788, loss_cls: 3.1333, loss: 3.1333 +2025-06-20 23:05:24,255 - pyskl - INFO - Epoch [92][1800/3940] lr: 8.276e-03, eta: 1 day, 4:30:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 3.1512, loss: 3.1512 +2025-06-20 23:06:08,425 - pyskl - INFO - Epoch [92][1900/3940] lr: 8.270e-03, eta: 1 day, 4:30:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 3.1569, loss: 3.1569 +2025-06-20 23:06:52,654 - pyskl - INFO - Epoch [92][2000/3940] lr: 8.264e-03, eta: 1 day, 4:29:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 3.0807, loss: 3.0807 +2025-06-20 23:07:36,843 - pyskl - INFO - Epoch [92][2100/3940] lr: 8.258e-03, eta: 1 day, 4:28:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9731, loss_cls: 3.1722, loss: 3.1722 +2025-06-20 23:08:21,011 - pyskl - INFO - Epoch [92][2200/3940] lr: 8.251e-03, eta: 1 day, 4:27:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 3.1030, loss: 3.1030 +2025-06-20 23:09:05,690 - pyskl - INFO - Epoch [92][2300/3940] lr: 8.245e-03, eta: 1 day, 4:27:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 3.1538, loss: 3.1538 +2025-06-20 23:09:50,426 - pyskl - INFO - Epoch [92][2400/3940] lr: 8.239e-03, eta: 1 day, 4:26:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 3.2039, loss: 3.2039 +2025-06-20 23:10:34,873 - pyskl - INFO - Epoch [92][2500/3940] lr: 8.233e-03, eta: 1 day, 4:25:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 3.1942, loss: 3.1942 +2025-06-20 23:11:19,186 - pyskl - INFO - Epoch [92][2600/3940] lr: 8.226e-03, eta: 1 day, 4:24:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9869, loss_cls: 3.1376, loss: 3.1376 +2025-06-20 23:12:03,574 - pyskl - INFO - Epoch [92][2700/3940] lr: 8.220e-03, eta: 1 day, 4:24:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9731, loss_cls: 3.2116, loss: 3.2116 +2025-06-20 23:12:47,877 - pyskl - INFO - Epoch [92][2800/3940] lr: 8.214e-03, eta: 1 day, 4:23:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 3.1641, loss: 3.1641 +2025-06-20 23:13:32,081 - pyskl - INFO - Epoch [92][2900/3940] lr: 8.208e-03, eta: 1 day, 4:22:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 3.1640, loss: 3.1640 +2025-06-20 23:14:16,306 - pyskl - INFO - Epoch [92][3000/3940] lr: 8.202e-03, eta: 1 day, 4:21:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 3.1517, loss: 3.1517 +2025-06-20 23:15:00,523 - pyskl - INFO - Epoch [92][3100/3940] lr: 8.195e-03, eta: 1 day, 4:21:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 3.2307, loss: 3.2307 +2025-06-20 23:15:44,794 - pyskl - INFO - Epoch [92][3200/3940] lr: 8.189e-03, eta: 1 day, 4:20:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9706, loss_cls: 3.2367, loss: 3.2367 +2025-06-20 23:16:29,028 - pyskl - INFO - Epoch [92][3300/3940] lr: 8.183e-03, eta: 1 day, 4:19:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9731, loss_cls: 3.3095, loss: 3.3095 +2025-06-20 23:17:13,285 - pyskl - INFO - Epoch [92][3400/3940] lr: 8.177e-03, eta: 1 day, 4:18:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9700, loss_cls: 3.2110, loss: 3.2110 +2025-06-20 23:17:57,513 - pyskl - INFO - Epoch [92][3500/3940] lr: 8.170e-03, eta: 1 day, 4:18:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 3.2420, loss: 3.2420 +2025-06-20 23:18:41,725 - pyskl - INFO - Epoch [92][3600/3940] lr: 8.164e-03, eta: 1 day, 4:17:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 3.1434, loss: 3.1434 +2025-06-20 23:19:25,940 - pyskl - INFO - Epoch [92][3700/3940] lr: 8.158e-03, eta: 1 day, 4:16:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9750, loss_cls: 3.1695, loss: 3.1695 +2025-06-20 23:20:10,148 - pyskl - INFO - Epoch [92][3800/3940] lr: 8.152e-03, eta: 1 day, 4:15:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 3.2275, loss: 3.2275 +2025-06-20 23:20:54,382 - pyskl - INFO - Epoch [92][3900/3940] lr: 8.145e-03, eta: 1 day, 4:15:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 3.1746, loss: 3.1746 +2025-06-20 23:21:12,361 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-06-20 23:24:32,617 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 23:24:33,075 - pyskl - INFO - +top1_acc 0.7731 +top5_acc 0.9539 +2025-06-20 23:24:33,129 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_89.pth was removed +2025-06-20 23:24:34,130 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. +2025-06-20 23:24:34,132 - pyskl - INFO - Best top1_acc is 0.7731 at 92 epoch. +2025-06-20 23:24:34,150 - pyskl - INFO - Epoch(val) [92][3183] top1_acc: 0.7731, top5_acc: 0.9539 +2025-06-20 23:25:43,004 - pyskl - INFO - Epoch [93][100/3940] lr: 8.137e-03, eta: 1 day, 4:14:17, time: 0.688, data_time: 0.247, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 2.9308, loss: 2.9308 +2025-06-20 23:26:27,164 - pyskl - INFO - Epoch [93][200/3940] lr: 8.130e-03, eta: 1 day, 4:13:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.9976, loss: 2.9976 +2025-06-20 23:27:11,418 - pyskl - INFO - Epoch [93][300/3940] lr: 8.124e-03, eta: 1 day, 4:12:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 3.1869, loss: 3.1869 +2025-06-20 23:27:55,589 - pyskl - INFO - Epoch [93][400/3940] lr: 8.118e-03, eta: 1 day, 4:12:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9812, loss_cls: 3.0100, loss: 3.0100 +2025-06-20 23:28:39,809 - pyskl - INFO - Epoch [93][500/3940] lr: 8.112e-03, eta: 1 day, 4:11:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9794, loss_cls: 3.1194, loss: 3.1194 +2025-06-20 23:29:24,033 - pyskl - INFO - Epoch [93][600/3940] lr: 8.106e-03, eta: 1 day, 4:10:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 3.0312, loss: 3.0312 +2025-06-20 23:30:08,252 - pyskl - INFO - Epoch [93][700/3940] lr: 8.099e-03, eta: 1 day, 4:09:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 3.0581, loss: 3.0581 +2025-06-20 23:30:52,434 - pyskl - INFO - Epoch [93][800/3940] lr: 8.093e-03, eta: 1 day, 4:09:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9788, loss_cls: 3.1201, loss: 3.1201 +2025-06-20 23:31:36,647 - pyskl - INFO - Epoch [93][900/3940] lr: 8.087e-03, eta: 1 day, 4:08:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9781, loss_cls: 3.1786, loss: 3.1786 +2025-06-20 23:32:20,737 - pyskl - INFO - Epoch [93][1000/3940] lr: 8.081e-03, eta: 1 day, 4:07:34, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 3.1267, loss: 3.1267 +2025-06-20 23:33:05,032 - pyskl - INFO - Epoch [93][1100/3940] lr: 8.074e-03, eta: 1 day, 4:06:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9781, loss_cls: 3.0712, loss: 3.0712 +2025-06-20 23:33:49,233 - pyskl - INFO - Epoch [93][1200/3940] lr: 8.068e-03, eta: 1 day, 4:06:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9744, loss_cls: 3.1286, loss: 3.1286 +2025-06-20 23:34:33,500 - pyskl - INFO - Epoch [93][1300/3940] lr: 8.062e-03, eta: 1 day, 4:05:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9862, loss_cls: 3.1154, loss: 3.1154 +2025-06-20 23:35:17,687 - pyskl - INFO - Epoch [93][1400/3940] lr: 8.056e-03, eta: 1 day, 4:04:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 3.1244, loss: 3.1244 +2025-06-20 23:36:01,770 - pyskl - INFO - Epoch [93][1500/3940] lr: 8.050e-03, eta: 1 day, 4:03:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 3.1982, loss: 3.1982 +2025-06-20 23:36:45,771 - pyskl - INFO - Epoch [93][1600/3940] lr: 8.043e-03, eta: 1 day, 4:03:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 3.0207, loss: 3.0207 +2025-06-20 23:37:29,970 - pyskl - INFO - Epoch [93][1700/3940] lr: 8.037e-03, eta: 1 day, 4:02:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 3.2179, loss: 3.2179 +2025-06-20 23:38:14,079 - pyskl - INFO - Epoch [93][1800/3940] lr: 8.031e-03, eta: 1 day, 4:01:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 3.0536, loss: 3.0536 +2025-06-20 23:38:58,230 - pyskl - INFO - Epoch [93][1900/3940] lr: 8.025e-03, eta: 1 day, 4:00:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9781, loss_cls: 3.0998, loss: 3.0998 +2025-06-20 23:39:42,310 - pyskl - INFO - Epoch [93][2000/3940] lr: 8.019e-03, eta: 1 day, 4:00:07, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 3.0909, loss: 3.0909 +2025-06-20 23:40:26,426 - pyskl - INFO - Epoch [93][2100/3940] lr: 8.012e-03, eta: 1 day, 3:59:22, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9769, loss_cls: 3.1399, loss: 3.1399 +2025-06-20 23:41:11,168 - pyskl - INFO - Epoch [93][2200/3940] lr: 8.006e-03, eta: 1 day, 3:58:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 3.1609, loss: 3.1609 +2025-06-20 23:41:55,872 - pyskl - INFO - Epoch [93][2300/3940] lr: 8.000e-03, eta: 1 day, 3:57:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.1419, loss: 3.1419 +2025-06-20 23:42:40,470 - pyskl - INFO - Epoch [93][2400/3940] lr: 7.994e-03, eta: 1 day, 3:57:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9788, loss_cls: 3.1349, loss: 3.1349 +2025-06-20 23:43:24,893 - pyskl - INFO - Epoch [93][2500/3940] lr: 7.988e-03, eta: 1 day, 3:56:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 3.2229, loss: 3.2229 +2025-06-20 23:44:09,134 - pyskl - INFO - Epoch [93][2600/3940] lr: 7.981e-03, eta: 1 day, 3:55:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 3.1062, loss: 3.1062 +2025-06-20 23:44:53,327 - pyskl - INFO - Epoch [93][2700/3940] lr: 7.975e-03, eta: 1 day, 3:54:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 3.1196, loss: 3.1196 +2025-06-20 23:45:37,588 - pyskl - INFO - Epoch [93][2800/3940] lr: 7.969e-03, eta: 1 day, 3:54:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9881, loss_cls: 3.0723, loss: 3.0723 +2025-06-20 23:46:21,845 - pyskl - INFO - Epoch [93][2900/3940] lr: 7.963e-03, eta: 1 day, 3:53:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 3.2272, loss: 3.2272 +2025-06-20 23:47:06,068 - pyskl - INFO - Epoch [93][3000/3940] lr: 7.957e-03, eta: 1 day, 3:52:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 3.1879, loss: 3.1879 +2025-06-20 23:47:50,314 - pyskl - INFO - Epoch [93][3100/3940] lr: 7.950e-03, eta: 1 day, 3:51:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 3.2659, loss: 3.2659 +2025-06-20 23:48:34,554 - pyskl - INFO - Epoch [93][3200/3940] lr: 7.944e-03, eta: 1 day, 3:51:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 3.2205, loss: 3.2205 +2025-06-20 23:49:18,766 - pyskl - INFO - Epoch [93][3300/3940] lr: 7.938e-03, eta: 1 day, 3:50:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 3.1514, loss: 3.1514 +2025-06-20 23:50:03,245 - pyskl - INFO - Epoch [93][3400/3940] lr: 7.932e-03, eta: 1 day, 3:49:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9788, loss_cls: 3.1789, loss: 3.1789 +2025-06-20 23:50:47,471 - pyskl - INFO - Epoch [93][3500/3940] lr: 7.926e-03, eta: 1 day, 3:48:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 3.1879, loss: 3.1879 +2025-06-20 23:51:31,701 - pyskl - INFO - Epoch [93][3600/3940] lr: 7.920e-03, eta: 1 day, 3:48:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 3.1791, loss: 3.1791 +2025-06-20 23:52:15,896 - pyskl - INFO - Epoch [93][3700/3940] lr: 7.913e-03, eta: 1 day, 3:47:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 3.1922, loss: 3.1922 +2025-06-20 23:53:00,075 - pyskl - INFO - Epoch [93][3800/3940] lr: 7.907e-03, eta: 1 day, 3:46:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9712, loss_cls: 3.2249, loss: 3.2249 +2025-06-20 23:53:44,235 - pyskl - INFO - Epoch [93][3900/3940] lr: 7.901e-03, eta: 1 day, 3:45:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 3.2423, loss: 3.2423 +2025-06-20 23:54:02,101 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-06-20 23:57:22,932 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 23:57:23,394 - pyskl - INFO - +top1_acc 0.7704 +top5_acc 0.9505 +2025-06-20 23:57:23,411 - pyskl - INFO - Epoch(val) [93][3183] top1_acc: 0.7704, top5_acc: 0.9505 +2025-06-20 23:58:32,679 - pyskl - INFO - Epoch [94][100/3940] lr: 7.892e-03, eta: 1 day, 3:45:01, time: 0.693, data_time: 0.251, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.9700, loss: 2.9700 +2025-06-20 23:59:16,841 - pyskl - INFO - Epoch [94][200/3940] lr: 7.886e-03, eta: 1 day, 3:44:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 3.0432, loss: 3.0432 +2025-06-21 00:00:00,996 - pyskl - INFO - Epoch [94][300/3940] lr: 7.880e-03, eta: 1 day, 3:43:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 2.9779, loss: 2.9779 +2025-06-21 00:00:45,352 - pyskl - INFO - Epoch [94][400/3940] lr: 7.874e-03, eta: 1 day, 3:42:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9781, loss_cls: 2.9689, loss: 2.9689 +2025-06-21 00:01:29,583 - pyskl - INFO - Epoch [94][500/3940] lr: 7.868e-03, eta: 1 day, 3:42:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9819, loss_cls: 2.9941, loss: 2.9941 +2025-06-21 00:02:13,757 - pyskl - INFO - Epoch [94][600/3940] lr: 7.861e-03, eta: 1 day, 3:41:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 3.1577, loss: 3.1577 +2025-06-21 00:02:58,026 - pyskl - INFO - Epoch [94][700/3940] lr: 7.855e-03, eta: 1 day, 3:40:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 3.0129, loss: 3.0129 +2025-06-21 00:03:42,238 - pyskl - INFO - Epoch [94][800/3940] lr: 7.849e-03, eta: 1 day, 3:39:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.9340, loss: 2.9340 +2025-06-21 00:04:26,578 - pyskl - INFO - Epoch [94][900/3940] lr: 7.843e-03, eta: 1 day, 3:39:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 3.0345, loss: 3.0345 +2025-06-21 00:05:10,759 - pyskl - INFO - Epoch [94][1000/3940] lr: 7.837e-03, eta: 1 day, 3:38:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 3.1329, loss: 3.1329 +2025-06-21 00:05:55,022 - pyskl - INFO - Epoch [94][1100/3940] lr: 7.831e-03, eta: 1 day, 3:37:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 3.1266, loss: 3.1266 +2025-06-21 00:06:39,442 - pyskl - INFO - Epoch [94][1200/3940] lr: 7.824e-03, eta: 1 day, 3:36:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 3.0772, loss: 3.0772 +2025-06-21 00:07:23,640 - pyskl - INFO - Epoch [94][1300/3940] lr: 7.818e-03, eta: 1 day, 3:36:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 3.1851, loss: 3.1851 +2025-06-21 00:08:08,030 - pyskl - INFO - Epoch [94][1400/3940] lr: 7.812e-03, eta: 1 day, 3:35:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 3.1480, loss: 3.1480 +2025-06-21 00:08:52,339 - pyskl - INFO - Epoch [94][1500/3940] lr: 7.806e-03, eta: 1 day, 3:34:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 3.1459, loss: 3.1459 +2025-06-21 00:09:36,568 - pyskl - INFO - Epoch [94][1600/3940] lr: 7.800e-03, eta: 1 day, 3:33:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9781, loss_cls: 3.1053, loss: 3.1053 +2025-06-21 00:10:20,720 - pyskl - INFO - Epoch [94][1700/3940] lr: 7.794e-03, eta: 1 day, 3:33:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9862, loss_cls: 3.1140, loss: 3.1140 +2025-06-21 00:11:04,892 - pyskl - INFO - Epoch [94][1800/3940] lr: 7.788e-03, eta: 1 day, 3:32:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9769, loss_cls: 3.0324, loss: 3.0324 +2025-06-21 00:11:49,071 - pyskl - INFO - Epoch [94][1900/3940] lr: 7.781e-03, eta: 1 day, 3:31:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 3.0649, loss: 3.0649 +2025-06-21 00:12:33,281 - pyskl - INFO - Epoch [94][2000/3940] lr: 7.775e-03, eta: 1 day, 3:30:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9794, loss_cls: 3.1021, loss: 3.1021 +2025-06-21 00:13:17,475 - pyskl - INFO - Epoch [94][2100/3940] lr: 7.769e-03, eta: 1 day, 3:30:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9794, loss_cls: 3.0475, loss: 3.0475 +2025-06-21 00:14:01,635 - pyskl - INFO - Epoch [94][2200/3940] lr: 7.763e-03, eta: 1 day, 3:29:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 3.1161, loss: 3.1161 +2025-06-21 00:14:45,822 - pyskl - INFO - Epoch [94][2300/3940] lr: 7.757e-03, eta: 1 day, 3:28:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9750, loss_cls: 3.2445, loss: 3.2445 +2025-06-21 00:15:30,084 - pyskl - INFO - Epoch [94][2400/3940] lr: 7.751e-03, eta: 1 day, 3:27:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9750, loss_cls: 3.1806, loss: 3.1806 +2025-06-21 00:16:14,327 - pyskl - INFO - Epoch [94][2500/3940] lr: 7.744e-03, eta: 1 day, 3:27:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 3.1707, loss: 3.1707 +2025-06-21 00:16:58,673 - pyskl - INFO - Epoch [94][2600/3940] lr: 7.738e-03, eta: 1 day, 3:26:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9788, loss_cls: 3.1166, loss: 3.1166 +2025-06-21 00:17:42,924 - pyskl - INFO - Epoch [94][2700/3940] lr: 7.732e-03, eta: 1 day, 3:25:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9731, loss_cls: 3.1312, loss: 3.1312 +2025-06-21 00:18:27,253 - pyskl - INFO - Epoch [94][2800/3940] lr: 7.726e-03, eta: 1 day, 3:24:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 3.1276, loss: 3.1276 +2025-06-21 00:19:11,598 - pyskl - INFO - Epoch [94][2900/3940] lr: 7.720e-03, eta: 1 day, 3:24:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9756, loss_cls: 3.2176, loss: 3.2176 +2025-06-21 00:19:55,949 - pyskl - INFO - Epoch [94][3000/3940] lr: 7.714e-03, eta: 1 day, 3:23:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9762, loss_cls: 3.1069, loss: 3.1069 +2025-06-21 00:20:40,262 - pyskl - INFO - Epoch [94][3100/3940] lr: 7.708e-03, eta: 1 day, 3:22:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 3.1655, loss: 3.1655 +2025-06-21 00:21:24,620 - pyskl - INFO - Epoch [94][3200/3940] lr: 7.701e-03, eta: 1 day, 3:21:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9712, loss_cls: 3.0336, loss: 3.0336 +2025-06-21 00:22:08,937 - pyskl - INFO - Epoch [94][3300/3940] lr: 7.695e-03, eta: 1 day, 3:21:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9788, loss_cls: 3.0549, loss: 3.0549 +2025-06-21 00:22:53,285 - pyskl - INFO - Epoch [94][3400/3940] lr: 7.689e-03, eta: 1 day, 3:20:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 2.9478, loss: 2.9478 +2025-06-21 00:23:37,610 - pyskl - INFO - Epoch [94][3500/3940] lr: 7.683e-03, eta: 1 day, 3:19:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9762, loss_cls: 3.1383, loss: 3.1383 +2025-06-21 00:24:21,908 - pyskl - INFO - Epoch [94][3600/3940] lr: 7.677e-03, eta: 1 day, 3:18:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 3.0365, loss: 3.0365 +2025-06-21 00:25:06,209 - pyskl - INFO - Epoch [94][3700/3940] lr: 7.671e-03, eta: 1 day, 3:18:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 3.0616, loss: 3.0616 +2025-06-21 00:25:50,541 - pyskl - INFO - Epoch [94][3800/3940] lr: 7.665e-03, eta: 1 day, 3:17:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 3.2027, loss: 3.2027 +2025-06-21 00:26:34,883 - pyskl - INFO - Epoch [94][3900/3940] lr: 7.659e-03, eta: 1 day, 3:16:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 3.2355, loss: 3.2355 +2025-06-21 00:26:53,008 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-06-21 00:30:13,655 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 00:30:14,113 - pyskl - INFO - +top1_acc 0.7592 +top5_acc 0.9422 +2025-06-21 00:30:14,130 - pyskl - INFO - Epoch(val) [94][3183] top1_acc: 0.7592, top5_acc: 0.9422 +2025-06-21 00:31:23,313 - pyskl - INFO - Epoch [95][100/3940] lr: 7.650e-03, eta: 1 day, 3:15:47, time: 0.692, data_time: 0.248, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 3.1360, loss: 3.1360 +2025-06-21 00:32:07,453 - pyskl - INFO - Epoch [95][200/3940] lr: 7.644e-03, eta: 1 day, 3:15:02, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 3.0694, loss: 3.0694 +2025-06-21 00:32:51,569 - pyskl - INFO - Epoch [95][300/3940] lr: 7.638e-03, eta: 1 day, 3:14:17, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 3.1291, loss: 3.1291 +2025-06-21 00:33:35,695 - pyskl - INFO - Epoch [95][400/3940] lr: 7.632e-03, eta: 1 day, 3:13:32, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 3.1112, loss: 3.1112 +2025-06-21 00:34:19,880 - pyskl - INFO - Epoch [95][500/3940] lr: 7.626e-03, eta: 1 day, 3:12:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 3.1478, loss: 3.1478 +2025-06-21 00:35:04,232 - pyskl - INFO - Epoch [95][600/3940] lr: 7.619e-03, eta: 1 day, 3:12:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9812, loss_cls: 2.9996, loss: 2.9996 +2025-06-21 00:35:48,439 - pyskl - INFO - Epoch [95][700/3940] lr: 7.613e-03, eta: 1 day, 3:11:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 3.0105, loss: 3.0105 +2025-06-21 00:36:32,596 - pyskl - INFO - Epoch [95][800/3940] lr: 7.607e-03, eta: 1 day, 3:10:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 3.0210, loss: 3.0210 +2025-06-21 00:37:16,778 - pyskl - INFO - Epoch [95][900/3940] lr: 7.601e-03, eta: 1 day, 3:09:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 3.0811, loss: 3.0811 +2025-06-21 00:38:00,934 - pyskl - INFO - Epoch [95][1000/3940] lr: 7.595e-03, eta: 1 day, 3:09:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 3.0048, loss: 3.0048 +2025-06-21 00:38:45,109 - pyskl - INFO - Epoch [95][1100/3940] lr: 7.589e-03, eta: 1 day, 3:08:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9894, loss_cls: 3.0850, loss: 3.0850 +2025-06-21 00:39:29,353 - pyskl - INFO - Epoch [95][1200/3940] lr: 7.583e-03, eta: 1 day, 3:07:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9800, loss_cls: 2.9931, loss: 2.9931 +2025-06-21 00:40:13,560 - pyskl - INFO - Epoch [95][1300/3940] lr: 7.577e-03, eta: 1 day, 3:06:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9806, loss_cls: 3.0048, loss: 3.0048 +2025-06-21 00:40:57,717 - pyskl - INFO - Epoch [95][1400/3940] lr: 7.570e-03, eta: 1 day, 3:06:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.2217, loss: 3.2217 +2025-06-21 00:41:41,890 - pyskl - INFO - Epoch [95][1500/3940] lr: 7.564e-03, eta: 1 day, 3:05:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 3.0192, loss: 3.0192 +2025-06-21 00:42:26,168 - pyskl - INFO - Epoch [95][1600/3940] lr: 7.558e-03, eta: 1 day, 3:04:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9881, loss_cls: 3.0393, loss: 3.0393 +2025-06-21 00:43:10,387 - pyskl - INFO - Epoch [95][1700/3940] lr: 7.552e-03, eta: 1 day, 3:03:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9769, loss_cls: 3.0657, loss: 3.0657 +2025-06-21 00:43:54,713 - pyskl - INFO - Epoch [95][1800/3940] lr: 7.546e-03, eta: 1 day, 3:03:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 3.1009, loss: 3.1009 +2025-06-21 00:44:38,933 - pyskl - INFO - Epoch [95][1900/3940] lr: 7.540e-03, eta: 1 day, 3:02:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 3.0899, loss: 3.0899 +2025-06-21 00:45:23,145 - pyskl - INFO - Epoch [95][2000/3940] lr: 7.534e-03, eta: 1 day, 3:01:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9775, loss_cls: 3.0772, loss: 3.0772 +2025-06-21 00:46:07,412 - pyskl - INFO - Epoch [95][2100/3940] lr: 7.528e-03, eta: 1 day, 3:00:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 3.0588, loss: 3.0588 +2025-06-21 00:46:51,583 - pyskl - INFO - Epoch [95][2200/3940] lr: 7.522e-03, eta: 1 day, 3:00:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9756, loss_cls: 3.1033, loss: 3.1033 +2025-06-21 00:47:35,710 - pyskl - INFO - Epoch [95][2300/3940] lr: 7.516e-03, eta: 1 day, 2:59:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 3.1745, loss: 3.1745 +2025-06-21 00:48:19,873 - pyskl - INFO - Epoch [95][2400/3940] lr: 7.510e-03, eta: 1 day, 2:58:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 2.9279, loss: 2.9279 +2025-06-21 00:49:04,121 - pyskl - INFO - Epoch [95][2500/3940] lr: 7.503e-03, eta: 1 day, 2:57:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 3.0454, loss: 3.0454 +2025-06-21 00:49:48,309 - pyskl - INFO - Epoch [95][2600/3940] lr: 7.497e-03, eta: 1 day, 2:57:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9725, loss_cls: 3.0903, loss: 3.0903 +2025-06-21 00:50:32,602 - pyskl - INFO - Epoch [95][2700/3940] lr: 7.491e-03, eta: 1 day, 2:56:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9762, loss_cls: 3.0670, loss: 3.0670 +2025-06-21 00:51:16,848 - pyskl - INFO - Epoch [95][2800/3940] lr: 7.485e-03, eta: 1 day, 2:55:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 3.0145, loss: 3.0145 +2025-06-21 00:52:01,119 - pyskl - INFO - Epoch [95][2900/3940] lr: 7.479e-03, eta: 1 day, 2:54:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9769, loss_cls: 3.0693, loss: 3.0693 +2025-06-21 00:52:45,292 - pyskl - INFO - Epoch [95][3000/3940] lr: 7.473e-03, eta: 1 day, 2:54:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.9867, loss: 2.9867 +2025-06-21 00:53:29,477 - pyskl - INFO - Epoch [95][3100/3940] lr: 7.467e-03, eta: 1 day, 2:53:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 3.0631, loss: 3.0631 +2025-06-21 00:54:13,649 - pyskl - INFO - Epoch [95][3200/3940] lr: 7.461e-03, eta: 1 day, 2:52:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 3.0297, loss: 3.0297 +2025-06-21 00:54:57,821 - pyskl - INFO - Epoch [95][3300/3940] lr: 7.455e-03, eta: 1 day, 2:51:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 3.1516, loss: 3.1516 +2025-06-21 00:55:42,027 - pyskl - INFO - Epoch [95][3400/3940] lr: 7.449e-03, eta: 1 day, 2:51:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9788, loss_cls: 3.0580, loss: 3.0580 +2025-06-21 00:56:26,212 - pyskl - INFO - Epoch [95][3500/3940] lr: 7.443e-03, eta: 1 day, 2:50:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 3.0663, loss: 3.0663 +2025-06-21 00:57:10,366 - pyskl - INFO - Epoch [95][3600/3940] lr: 7.436e-03, eta: 1 day, 2:49:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 3.0991, loss: 3.0991 +2025-06-21 00:57:54,579 - pyskl - INFO - Epoch [95][3700/3940] lr: 7.430e-03, eta: 1 day, 2:48:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 3.1922, loss: 3.1922 +2025-06-21 00:58:38,812 - pyskl - INFO - Epoch [95][3800/3940] lr: 7.424e-03, eta: 1 day, 2:48:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 3.0800, loss: 3.0800 +2025-06-21 00:59:22,989 - pyskl - INFO - Epoch [95][3900/3940] lr: 7.418e-03, eta: 1 day, 2:47:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.0949, loss: 3.0949 +2025-06-21 00:59:41,001 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-06-21 01:18:33,656 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 01:18:34,119 - pyskl - INFO - +top1_acc 0.7821 +top5_acc 0.9588 +2025-06-21 01:18:34,175 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_92.pth was removed +2025-06-21 01:18:35,187 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_95.pth. +2025-06-21 01:18:35,190 - pyskl - INFO - Best top1_acc is 0.7821 at 95 epoch. +2025-06-21 01:18:35,205 - pyskl - INFO - Epoch(val) [95][3183] top1_acc: 0.7821, top5_acc: 0.9588 +2025-06-21 01:19:43,842 - pyskl - INFO - Epoch [96][100/3940] lr: 7.410e-03, eta: 1 day, 2:46:30, time: 0.686, data_time: 0.246, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 2.9660, loss: 2.9660 +2025-06-21 01:20:27,887 - pyskl - INFO - Epoch [96][200/3940] lr: 7.404e-03, eta: 1 day, 2:45:45, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 2.9601, loss: 2.9601 +2025-06-21 01:21:11,931 - pyskl - INFO - Epoch [96][300/3940] lr: 7.398e-03, eta: 1 day, 2:45:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9769, loss_cls: 2.9617, loss: 2.9617 +2025-06-21 01:21:55,920 - pyskl - INFO - Epoch [96][400/3940] lr: 7.392e-03, eta: 1 day, 2:44:16, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.9581, loss: 2.9581 +2025-06-21 01:22:40,003 - pyskl - INFO - Epoch [96][500/3940] lr: 7.386e-03, eta: 1 day, 2:43:31, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9806, loss_cls: 2.9617, loss: 2.9617 +2025-06-21 01:23:24,110 - pyskl - INFO - Epoch [96][600/3940] lr: 7.379e-03, eta: 1 day, 2:42:46, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.9020, loss: 2.9020 +2025-06-21 01:24:08,210 - pyskl - INFO - Epoch [96][700/3940] lr: 7.373e-03, eta: 1 day, 2:42:02, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 3.0551, loss: 3.0551 +2025-06-21 01:24:52,264 - pyskl - INFO - Epoch [96][800/3940] lr: 7.367e-03, eta: 1 day, 2:41:17, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.9663, loss: 2.9663 +2025-06-21 01:25:36,302 - pyskl - INFO - Epoch [96][900/3940] lr: 7.361e-03, eta: 1 day, 2:40:32, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 3.0837, loss: 3.0837 +2025-06-21 01:26:20,364 - pyskl - INFO - Epoch [96][1000/3940] lr: 7.355e-03, eta: 1 day, 2:39:47, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9806, loss_cls: 2.9752, loss: 2.9752 +2025-06-21 01:27:04,562 - pyskl - INFO - Epoch [96][1100/3940] lr: 7.349e-03, eta: 1 day, 2:39:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.9909, loss: 2.9909 +2025-06-21 01:27:48,664 - pyskl - INFO - Epoch [96][1200/3940] lr: 7.343e-03, eta: 1 day, 2:38:18, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 3.0929, loss: 3.0929 +2025-06-21 01:28:32,683 - pyskl - INFO - Epoch [96][1300/3940] lr: 7.337e-03, eta: 1 day, 2:37:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 3.0845, loss: 3.0845 +2025-06-21 01:29:16,742 - pyskl - INFO - Epoch [96][1400/3940] lr: 7.331e-03, eta: 1 day, 2:36:49, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.9807, loss: 2.9807 +2025-06-21 01:30:00,823 - pyskl - INFO - Epoch [96][1500/3940] lr: 7.325e-03, eta: 1 day, 2:36:04, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 3.0284, loss: 3.0284 +2025-06-21 01:30:44,879 - pyskl - INFO - Epoch [96][1600/3940] lr: 7.319e-03, eta: 1 day, 2:35:19, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.9648, loss: 2.9648 +2025-06-21 01:31:29,110 - pyskl - INFO - Epoch [96][1700/3940] lr: 7.313e-03, eta: 1 day, 2:34:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 3.0748, loss: 3.0748 +2025-06-21 01:32:13,098 - pyskl - INFO - Epoch [96][1800/3940] lr: 7.307e-03, eta: 1 day, 2:33:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 3.1260, loss: 3.1260 +2025-06-21 01:32:57,165 - pyskl - INFO - Epoch [96][1900/3940] lr: 7.301e-03, eta: 1 day, 2:33:05, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 3.1723, loss: 3.1723 +2025-06-21 01:33:41,194 - pyskl - INFO - Epoch [96][2000/3940] lr: 7.295e-03, eta: 1 day, 2:32:20, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 3.0452, loss: 3.0452 +2025-06-21 01:34:25,252 - pyskl - INFO - Epoch [96][2100/3940] lr: 7.289e-03, eta: 1 day, 2:31:35, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 3.2576, loss: 3.2576 +2025-06-21 01:35:09,341 - pyskl - INFO - Epoch [96][2200/3940] lr: 7.283e-03, eta: 1 day, 2:30:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.9643, loss: 2.9643 +2025-06-21 01:35:53,383 - pyskl - INFO - Epoch [96][2300/3940] lr: 7.277e-03, eta: 1 day, 2:30:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 3.0290, loss: 3.0290 +2025-06-21 01:36:37,421 - pyskl - INFO - Epoch [96][2400/3940] lr: 7.271e-03, eta: 1 day, 2:29:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 3.0751, loss: 3.0751 +2025-06-21 01:37:21,473 - pyskl - INFO - Epoch [96][2500/3940] lr: 7.265e-03, eta: 1 day, 2:28:36, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 3.0081, loss: 3.0081 +2025-06-21 01:38:05,538 - pyskl - INFO - Epoch [96][2600/3940] lr: 7.259e-03, eta: 1 day, 2:27:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 3.1453, loss: 3.1453 +2025-06-21 01:38:49,530 - pyskl - INFO - Epoch [96][2700/3940] lr: 7.252e-03, eta: 1 day, 2:27:07, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9762, loss_cls: 3.2145, loss: 3.2145 +2025-06-21 01:39:33,588 - pyskl - INFO - Epoch [96][2800/3940] lr: 7.246e-03, eta: 1 day, 2:26:22, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9750, loss_cls: 3.0846, loss: 3.0846 +2025-06-21 01:40:17,721 - pyskl - INFO - Epoch [96][2900/3940] lr: 7.240e-03, eta: 1 day, 2:25:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.9902, loss: 2.9902 +2025-06-21 01:41:01,814 - pyskl - INFO - Epoch [96][3000/3940] lr: 7.234e-03, eta: 1 day, 2:24:53, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9719, loss_cls: 3.1227, loss: 3.1227 +2025-06-21 01:41:45,931 - pyskl - INFO - Epoch [96][3100/3940] lr: 7.228e-03, eta: 1 day, 2:24:08, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 3.0554, loss: 3.0554 +2025-06-21 01:42:29,989 - pyskl - INFO - Epoch [96][3200/3940] lr: 7.222e-03, eta: 1 day, 2:23:23, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 3.0888, loss: 3.0888 +2025-06-21 01:43:14,256 - pyskl - INFO - Epoch [96][3300/3940] lr: 7.216e-03, eta: 1 day, 2:22:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 3.0276, loss: 3.0276 +2025-06-21 01:43:58,417 - pyskl - INFO - Epoch [96][3400/3940] lr: 7.210e-03, eta: 1 day, 2:21:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9762, loss_cls: 3.0766, loss: 3.0766 +2025-06-21 01:44:42,613 - pyskl - INFO - Epoch [96][3500/3940] lr: 7.204e-03, eta: 1 day, 2:21:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9788, loss_cls: 2.9431, loss: 2.9431 +2025-06-21 01:45:26,791 - pyskl - INFO - Epoch [96][3600/3940] lr: 7.198e-03, eta: 1 day, 2:20:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 3.1723, loss: 3.1723 +2025-06-21 01:46:10,953 - pyskl - INFO - Epoch [96][3700/3940] lr: 7.192e-03, eta: 1 day, 2:19:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 3.0178, loss: 3.0178 +2025-06-21 01:46:55,096 - pyskl - INFO - Epoch [96][3800/3940] lr: 7.186e-03, eta: 1 day, 2:18:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 3.0834, loss: 3.0834 +2025-06-21 01:47:39,276 - pyskl - INFO - Epoch [96][3900/3940] lr: 7.180e-03, eta: 1 day, 2:18:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 3.0732, loss: 3.0732 +2025-06-21 01:47:57,231 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-06-21 01:51:17,913 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 01:51:18,370 - pyskl - INFO - +top1_acc 0.7744 +top5_acc 0.9524 +2025-06-21 01:51:18,387 - pyskl - INFO - Epoch(val) [96][3183] top1_acc: 0.7744, top5_acc: 0.9524 +2025-06-21 01:52:27,467 - pyskl - INFO - Epoch [97][100/3940] lr: 7.172e-03, eta: 1 day, 2:17:12, time: 0.691, data_time: 0.248, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.8323, loss: 2.8323 +2025-06-21 01:53:11,783 - pyskl - INFO - Epoch [97][200/3940] lr: 7.166e-03, eta: 1 day, 2:16:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.9697, loss: 2.9697 +2025-06-21 01:53:56,064 - pyskl - INFO - Epoch [97][300/3940] lr: 7.160e-03, eta: 1 day, 2:15:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.9035, loss: 2.9035 +2025-06-21 01:54:40,377 - pyskl - INFO - Epoch [97][400/3940] lr: 7.154e-03, eta: 1 day, 2:14:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.9667, loss: 2.9667 +2025-06-21 01:55:24,688 - pyskl - INFO - Epoch [97][500/3940] lr: 7.148e-03, eta: 1 day, 2:14:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 2.9638, loss: 2.9638 +2025-06-21 01:56:09,029 - pyskl - INFO - Epoch [97][600/3940] lr: 7.142e-03, eta: 1 day, 2:13:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.8580, loss: 2.8580 +2025-06-21 01:56:53,353 - pyskl - INFO - Epoch [97][700/3940] lr: 7.136e-03, eta: 1 day, 2:12:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 2.9680, loss: 2.9680 +2025-06-21 01:57:37,485 - pyskl - INFO - Epoch [97][800/3940] lr: 7.130e-03, eta: 1 day, 2:12:00, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.8981, loss: 2.8981 +2025-06-21 01:58:21,553 - pyskl - INFO - Epoch [97][900/3940] lr: 7.124e-03, eta: 1 day, 2:11:15, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 2.9621, loss: 2.9621 +2025-06-21 01:59:05,614 - pyskl - INFO - Epoch [97][1000/3940] lr: 7.118e-03, eta: 1 day, 2:10:30, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 2.9607, loss: 2.9607 +2025-06-21 01:59:49,736 - pyskl - INFO - Epoch [97][1100/3940] lr: 7.112e-03, eta: 1 day, 2:09:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 3.0480, loss: 3.0480 +2025-06-21 02:00:33,810 - pyskl - INFO - Epoch [97][1200/3940] lr: 7.106e-03, eta: 1 day, 2:09:01, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 2.9828, loss: 2.9828 +2025-06-21 02:01:17,923 - pyskl - INFO - Epoch [97][1300/3940] lr: 7.100e-03, eta: 1 day, 2:08:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 2.9392, loss: 2.9392 +2025-06-21 02:02:02,024 - pyskl - INFO - Epoch [97][1400/3940] lr: 7.094e-03, eta: 1 day, 2:07:31, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 3.0580, loss: 3.0580 +2025-06-21 02:02:46,147 - pyskl - INFO - Epoch [97][1500/3940] lr: 7.088e-03, eta: 1 day, 2:06:46, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9838, loss_cls: 2.8801, loss: 2.8801 +2025-06-21 02:03:30,361 - pyskl - INFO - Epoch [97][1600/3940] lr: 7.082e-03, eta: 1 day, 2:06:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 3.1408, loss: 3.1408 +2025-06-21 02:04:14,477 - pyskl - INFO - Epoch [97][1700/3940] lr: 7.076e-03, eta: 1 day, 2:05:17, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 3.0447, loss: 3.0447 +2025-06-21 02:04:58,588 - pyskl - INFO - Epoch [97][1800/3940] lr: 7.070e-03, eta: 1 day, 2:04:32, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 3.1201, loss: 3.1201 +2025-06-21 02:05:42,689 - pyskl - INFO - Epoch [97][1900/3940] lr: 7.064e-03, eta: 1 day, 2:03:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 2.9962, loss: 2.9962 +2025-06-21 02:06:26,806 - pyskl - INFO - Epoch [97][2000/3940] lr: 7.058e-03, eta: 1 day, 2:03:03, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 2.9704, loss: 2.9704 +2025-06-21 02:07:10,998 - pyskl - INFO - Epoch [97][2100/3940] lr: 7.052e-03, eta: 1 day, 2:02:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 3.1800, loss: 3.1800 +2025-06-21 02:07:55,161 - pyskl - INFO - Epoch [97][2200/3940] lr: 7.046e-03, eta: 1 day, 2:01:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9844, loss_cls: 2.9989, loss: 2.9989 +2025-06-21 02:08:39,354 - pyskl - INFO - Epoch [97][2300/3940] lr: 7.040e-03, eta: 1 day, 2:00:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.9797, loss: 2.9797 +2025-06-21 02:09:23,514 - pyskl - INFO - Epoch [97][2400/3940] lr: 7.034e-03, eta: 1 day, 2:00:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9756, loss_cls: 3.0988, loss: 3.0988 +2025-06-21 02:10:07,729 - pyskl - INFO - Epoch [97][2500/3940] lr: 7.028e-03, eta: 1 day, 1:59:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 3.0829, loss: 3.0829 +2025-06-21 02:10:51,873 - pyskl - INFO - Epoch [97][2600/3940] lr: 7.022e-03, eta: 1 day, 1:58:35, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9844, loss_cls: 3.1282, loss: 3.1282 +2025-06-21 02:11:35,967 - pyskl - INFO - Epoch [97][2700/3940] lr: 7.016e-03, eta: 1 day, 1:57:50, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 3.0284, loss: 3.0284 +2025-06-21 02:12:20,085 - pyskl - INFO - Epoch [97][2800/3940] lr: 7.010e-03, eta: 1 day, 1:57:06, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9725, loss_cls: 3.1656, loss: 3.1656 +2025-06-21 02:13:04,217 - pyskl - INFO - Epoch [97][2900/3940] lr: 7.004e-03, eta: 1 day, 1:56:21, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 3.0976, loss: 3.0976 +2025-06-21 02:13:48,719 - pyskl - INFO - Epoch [97][3000/3940] lr: 6.998e-03, eta: 1 day, 1:55:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.9494, loss: 2.9494 +2025-06-21 02:14:32,998 - pyskl - INFO - Epoch [97][3100/3940] lr: 6.992e-03, eta: 1 day, 1:54:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 3.0001, loss: 3.0001 +2025-06-21 02:15:17,243 - pyskl - INFO - Epoch [97][3200/3940] lr: 6.986e-03, eta: 1 day, 1:54:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.2099, loss: 3.2099 +2025-06-21 02:16:01,555 - pyskl - INFO - Epoch [97][3300/3940] lr: 6.980e-03, eta: 1 day, 1:53:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 3.0626, loss: 3.0626 +2025-06-21 02:16:45,843 - pyskl - INFO - Epoch [97][3400/3940] lr: 6.974e-03, eta: 1 day, 1:52:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 3.2272, loss: 3.2272 +2025-06-21 02:17:30,283 - pyskl - INFO - Epoch [97][3500/3940] lr: 6.968e-03, eta: 1 day, 1:51:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9812, loss_cls: 2.9734, loss: 2.9734 +2025-06-21 02:18:14,457 - pyskl - INFO - Epoch [97][3600/3940] lr: 6.962e-03, eta: 1 day, 1:51:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 3.1345, loss: 3.1345 +2025-06-21 02:18:58,726 - pyskl - INFO - Epoch [97][3700/3940] lr: 6.956e-03, eta: 1 day, 1:50:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.9840, loss: 2.9840 +2025-06-21 02:19:42,914 - pyskl - INFO - Epoch [97][3800/3940] lr: 6.950e-03, eta: 1 day, 1:49:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 3.1451, loss: 3.1451 +2025-06-21 02:20:27,156 - pyskl - INFO - Epoch [97][3900/3940] lr: 6.945e-03, eta: 1 day, 1:48:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9800, loss_cls: 3.0420, loss: 3.0420 +2025-06-21 02:20:45,196 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-06-21 02:24:05,781 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 02:24:06,240 - pyskl - INFO - +top1_acc 0.7623 +top5_acc 0.9479 +2025-06-21 02:24:06,255 - pyskl - INFO - Epoch(val) [97][3183] top1_acc: 0.7623, top5_acc: 0.9479 +2025-06-21 02:25:15,133 - pyskl - INFO - Epoch [98][100/3940] lr: 6.936e-03, eta: 1 day, 1:47:56, time: 0.689, data_time: 0.247, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.9773, loss: 2.9773 +2025-06-21 02:25:59,289 - pyskl - INFO - Epoch [98][200/3940] lr: 6.930e-03, eta: 1 day, 1:47:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.9592, loss: 2.9592 +2025-06-21 02:26:43,517 - pyskl - INFO - Epoch [98][300/3940] lr: 6.924e-03, eta: 1 day, 1:46:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9838, loss_cls: 2.8931, loss: 2.8931 +2025-06-21 02:27:27,702 - pyskl - INFO - Epoch [98][400/3940] lr: 6.918e-03, eta: 1 day, 1:45:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.8403, loss: 2.8403 +2025-06-21 02:28:11,897 - pyskl - INFO - Epoch [98][500/3940] lr: 6.912e-03, eta: 1 day, 1:44:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9806, loss_cls: 2.9429, loss: 2.9429 +2025-06-21 02:28:56,029 - pyskl - INFO - Epoch [98][600/3940] lr: 6.906e-03, eta: 1 day, 1:44:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.9749, loss: 2.9749 +2025-06-21 02:29:40,151 - pyskl - INFO - Epoch [98][700/3940] lr: 6.900e-03, eta: 1 day, 1:43:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 2.9099, loss: 2.9099 +2025-06-21 02:30:24,297 - pyskl - INFO - Epoch [98][800/3940] lr: 6.895e-03, eta: 1 day, 1:42:43, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.9558, loss: 2.9558 +2025-06-21 02:31:08,443 - pyskl - INFO - Epoch [98][900/3940] lr: 6.889e-03, eta: 1 day, 1:41:59, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 2.9702, loss: 2.9702 +2025-06-21 02:31:52,571 - pyskl - INFO - Epoch [98][1000/3940] lr: 6.883e-03, eta: 1 day, 1:41:14, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 2.8745, loss: 2.8745 +2025-06-21 02:32:36,774 - pyskl - INFO - Epoch [98][1100/3940] lr: 6.877e-03, eta: 1 day, 1:40:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9806, loss_cls: 2.9280, loss: 2.9280 +2025-06-21 02:33:20,959 - pyskl - INFO - Epoch [98][1200/3940] lr: 6.871e-03, eta: 1 day, 1:39:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 2.9342, loss: 2.9342 +2025-06-21 02:34:05,127 - pyskl - INFO - Epoch [98][1300/3940] lr: 6.865e-03, eta: 1 day, 1:39:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 3.0275, loss: 3.0275 +2025-06-21 02:34:49,297 - pyskl - INFO - Epoch [98][1400/3940] lr: 6.859e-03, eta: 1 day, 1:38:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 3.0292, loss: 3.0292 +2025-06-21 02:35:33,476 - pyskl - INFO - Epoch [98][1500/3940] lr: 6.853e-03, eta: 1 day, 1:37:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 2.8973, loss: 2.8973 +2025-06-21 02:36:17,728 - pyskl - INFO - Epoch [98][1600/3940] lr: 6.847e-03, eta: 1 day, 1:36:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9794, loss_cls: 3.0139, loss: 3.0139 +2025-06-21 02:37:01,870 - pyskl - INFO - Epoch [98][1700/3940] lr: 6.841e-03, eta: 1 day, 1:36:01, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9775, loss_cls: 2.9702, loss: 2.9702 +2025-06-21 02:37:46,016 - pyskl - INFO - Epoch [98][1800/3940] lr: 6.835e-03, eta: 1 day, 1:35:17, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.9616, loss: 2.9616 +2025-06-21 02:38:30,138 - pyskl - INFO - Epoch [98][1900/3940] lr: 6.829e-03, eta: 1 day, 1:34:32, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 3.0357, loss: 3.0357 +2025-06-21 02:39:14,253 - pyskl - INFO - Epoch [98][2000/3940] lr: 6.823e-03, eta: 1 day, 1:33:47, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 2.9615, loss: 2.9615 +2025-06-21 02:39:58,374 - pyskl - INFO - Epoch [98][2100/3940] lr: 6.817e-03, eta: 1 day, 1:33:02, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.9343, loss: 2.9343 +2025-06-21 02:40:42,514 - pyskl - INFO - Epoch [98][2200/3940] lr: 6.812e-03, eta: 1 day, 1:32:18, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.9887, loss: 2.9887 +2025-06-21 02:41:26,542 - pyskl - INFO - Epoch [98][2300/3940] lr: 6.806e-03, eta: 1 day, 1:31:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9781, loss_cls: 2.9674, loss: 2.9674 +2025-06-21 02:42:10,493 - pyskl - INFO - Epoch [98][2400/3940] lr: 6.800e-03, eta: 1 day, 1:30:48, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 3.0561, loss: 3.0561 +2025-06-21 02:42:54,517 - pyskl - INFO - Epoch [98][2500/3940] lr: 6.794e-03, eta: 1 day, 1:30:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.9731, loss: 2.9731 +2025-06-21 02:43:38,544 - pyskl - INFO - Epoch [98][2600/3940] lr: 6.788e-03, eta: 1 day, 1:29:19, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.9678, loss: 2.9678 +2025-06-21 02:44:22,587 - pyskl - INFO - Epoch [98][2700/3940] lr: 6.782e-03, eta: 1 day, 1:28:34, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9794, loss_cls: 3.0361, loss: 3.0361 +2025-06-21 02:45:06,593 - pyskl - INFO - Epoch [98][2800/3940] lr: 6.776e-03, eta: 1 day, 1:27:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 3.0629, loss: 3.0629 +2025-06-21 02:45:50,595 - pyskl - INFO - Epoch [98][2900/3940] lr: 6.770e-03, eta: 1 day, 1:27:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 3.0024, loss: 3.0024 +2025-06-21 02:46:34,503 - pyskl - INFO - Epoch [98][3000/3940] lr: 6.764e-03, eta: 1 day, 1:26:20, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 3.0180, loss: 3.0180 +2025-06-21 02:47:18,602 - pyskl - INFO - Epoch [98][3100/3940] lr: 6.758e-03, eta: 1 day, 1:25:35, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 2.9712, loss: 2.9712 +2025-06-21 02:48:02,727 - pyskl - INFO - Epoch [98][3200/3940] lr: 6.752e-03, eta: 1 day, 1:24:50, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.9018, loss: 2.9018 +2025-06-21 02:48:46,694 - pyskl - INFO - Epoch [98][3300/3940] lr: 6.747e-03, eta: 1 day, 1:24:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 3.0914, loss: 3.0914 +2025-06-21 02:49:30,704 - pyskl - INFO - Epoch [98][3400/3940] lr: 6.741e-03, eta: 1 day, 1:23:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 2.9030, loss: 2.9030 +2025-06-21 02:50:14,730 - pyskl - INFO - Epoch [98][3500/3940] lr: 6.735e-03, eta: 1 day, 1:22:36, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 2.9957, loss: 2.9957 +2025-06-21 02:50:58,710 - pyskl - INFO - Epoch [98][3600/3940] lr: 6.729e-03, eta: 1 day, 1:21:51, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 3.0963, loss: 3.0963 +2025-06-21 02:51:42,720 - pyskl - INFO - Epoch [98][3700/3940] lr: 6.723e-03, eta: 1 day, 1:21:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 3.1023, loss: 3.1023 +2025-06-21 02:52:26,800 - pyskl - INFO - Epoch [98][3800/3940] lr: 6.717e-03, eta: 1 day, 1:20:22, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 3.1101, loss: 3.1101 +2025-06-21 02:53:10,910 - pyskl - INFO - Epoch [98][3900/3940] lr: 6.711e-03, eta: 1 day, 1:19:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 3.1435, loss: 3.1435 +2025-06-21 02:53:28,864 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-06-21 02:56:49,613 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 02:56:50,074 - pyskl - INFO - +top1_acc 0.7520 +top5_acc 0.9463 +2025-06-21 02:56:50,091 - pyskl - INFO - Epoch(val) [98][3183] top1_acc: 0.7520, top5_acc: 0.9463 +2025-06-21 02:57:59,023 - pyskl - INFO - Epoch [99][100/3940] lr: 6.703e-03, eta: 1 day, 1:18:38, time: 0.689, data_time: 0.249, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9888, loss_cls: 2.9499, loss: 2.9499 +2025-06-21 02:58:43,014 - pyskl - INFO - Epoch [99][200/3940] lr: 6.697e-03, eta: 1 day, 1:17:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.9054, loss: 2.9054 +2025-06-21 02:59:26,974 - pyskl - INFO - Epoch [99][300/3940] lr: 6.691e-03, eta: 1 day, 1:17:09, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.8005, loss: 2.8005 +2025-06-21 03:00:10,972 - pyskl - INFO - Epoch [99][400/3940] lr: 6.685e-03, eta: 1 day, 1:16:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.8804, loss: 2.8804 +2025-06-21 03:00:54,976 - pyskl - INFO - Epoch [99][500/3940] lr: 6.679e-03, eta: 1 day, 1:15:39, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9888, loss_cls: 2.9458, loss: 2.9458 +2025-06-21 03:01:38,940 - pyskl - INFO - Epoch [99][600/3940] lr: 6.674e-03, eta: 1 day, 1:14:54, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.9735, loss: 2.9735 +2025-06-21 03:02:22,938 - pyskl - INFO - Epoch [99][700/3940] lr: 6.668e-03, eta: 1 day, 1:14:10, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9812, loss_cls: 2.9410, loss: 2.9410 +2025-06-21 03:03:06,984 - pyskl - INFO - Epoch [99][800/3940] lr: 6.662e-03, eta: 1 day, 1:13:25, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 2.8923, loss: 2.8923 +2025-06-21 03:03:51,048 - pyskl - INFO - Epoch [99][900/3940] lr: 6.656e-03, eta: 1 day, 1:12:40, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 2.9079, loss: 2.9079 +2025-06-21 03:04:35,105 - pyskl - INFO - Epoch [99][1000/3940] lr: 6.650e-03, eta: 1 day, 1:11:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 2.9700, loss: 2.9700 +2025-06-21 03:05:19,206 - pyskl - INFO - Epoch [99][1100/3940] lr: 6.644e-03, eta: 1 day, 1:11:11, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 2.8675, loss: 2.8675 +2025-06-21 03:06:03,339 - pyskl - INFO - Epoch [99][1200/3940] lr: 6.638e-03, eta: 1 day, 1:10:26, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.9339, loss: 2.9339 +2025-06-21 03:06:47,622 - pyskl - INFO - Epoch [99][1300/3940] lr: 6.632e-03, eta: 1 day, 1:09:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.9716, loss: 2.9716 +2025-06-21 03:07:31,754 - pyskl - INFO - Epoch [99][1400/3940] lr: 6.627e-03, eta: 1 day, 1:08:57, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 2.9668, loss: 2.9668 +2025-06-21 03:08:15,893 - pyskl - INFO - Epoch [99][1500/3940] lr: 6.621e-03, eta: 1 day, 1:08:12, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 2.8859, loss: 2.8859 +2025-06-21 03:08:59,959 - pyskl - INFO - Epoch [99][1600/3940] lr: 6.615e-03, eta: 1 day, 1:07:27, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.9294, loss: 2.9294 +2025-06-21 03:09:44,106 - pyskl - INFO - Epoch [99][1700/3940] lr: 6.609e-03, eta: 1 day, 1:06:43, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.9315, loss: 2.9315 +2025-06-21 03:10:28,263 - pyskl - INFO - Epoch [99][1800/3940] lr: 6.603e-03, eta: 1 day, 1:05:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 3.0136, loss: 3.0136 +2025-06-21 03:11:12,371 - pyskl - INFO - Epoch [99][1900/3940] lr: 6.597e-03, eta: 1 day, 1:05:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.8878, loss: 2.8878 +2025-06-21 03:11:56,284 - pyskl - INFO - Epoch [99][2000/3940] lr: 6.591e-03, eta: 1 day, 1:04:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9881, loss_cls: 3.0528, loss: 3.0528 +2025-06-21 03:12:40,589 - pyskl - INFO - Epoch [99][2100/3940] lr: 6.586e-03, eta: 1 day, 1:03:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.9296, loss: 2.9296 +2025-06-21 03:13:24,737 - pyskl - INFO - Epoch [99][2200/3940] lr: 6.580e-03, eta: 1 day, 1:02:59, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9825, loss_cls: 2.9303, loss: 2.9303 +2025-06-21 03:14:08,993 - pyskl - INFO - Epoch [99][2300/3940] lr: 6.574e-03, eta: 1 day, 1:02:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.9643, loss: 2.9643 +2025-06-21 03:14:53,213 - pyskl - INFO - Epoch [99][2400/3940] lr: 6.568e-03, eta: 1 day, 1:01:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.8676, loss: 2.8676 +2025-06-21 03:15:37,325 - pyskl - INFO - Epoch [99][2500/3940] lr: 6.562e-03, eta: 1 day, 1:00:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 2.8244, loss: 2.8244 +2025-06-21 03:16:21,297 - pyskl - INFO - Epoch [99][2600/3940] lr: 6.556e-03, eta: 1 day, 1:00:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9794, loss_cls: 3.0225, loss: 3.0225 +2025-06-21 03:17:05,412 - pyskl - INFO - Epoch [99][2700/3940] lr: 6.550e-03, eta: 1 day, 0:59:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 3.1079, loss: 3.1079 +2025-06-21 03:17:49,698 - pyskl - INFO - Epoch [99][2800/3940] lr: 6.545e-03, eta: 1 day, 0:58:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 3.2080, loss: 3.2080 +2025-06-21 03:18:33,934 - pyskl - INFO - Epoch [99][2900/3940] lr: 6.539e-03, eta: 1 day, 0:57:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.9022, loss: 2.9022 +2025-06-21 03:19:18,198 - pyskl - INFO - Epoch [99][3000/3940] lr: 6.533e-03, eta: 1 day, 0:57:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 3.0520, loss: 3.0520 +2025-06-21 03:20:02,423 - pyskl - INFO - Epoch [99][3100/3940] lr: 6.527e-03, eta: 1 day, 0:56:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.9507, loss: 2.9507 +2025-06-21 03:20:46,672 - pyskl - INFO - Epoch [99][3200/3940] lr: 6.521e-03, eta: 1 day, 0:55:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9825, loss_cls: 2.8056, loss: 2.8056 +2025-06-21 03:21:30,864 - pyskl - INFO - Epoch [99][3300/3940] lr: 6.515e-03, eta: 1 day, 0:54:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 2.9768, loss: 2.9768 +2025-06-21 03:22:15,037 - pyskl - INFO - Epoch [99][3400/3940] lr: 6.510e-03, eta: 1 day, 0:54:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.9048, loss: 2.9048 +2025-06-21 03:22:59,277 - pyskl - INFO - Epoch [99][3500/3940] lr: 6.504e-03, eta: 1 day, 0:53:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 3.0052, loss: 3.0052 +2025-06-21 03:23:43,597 - pyskl - INFO - Epoch [99][3600/3940] lr: 6.498e-03, eta: 1 day, 0:52:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.9635, loss: 2.9635 +2025-06-21 03:24:27,864 - pyskl - INFO - Epoch [99][3700/3940] lr: 6.492e-03, eta: 1 day, 0:51:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9769, loss_cls: 3.0002, loss: 3.0002 +2025-06-21 03:25:12,204 - pyskl - INFO - Epoch [99][3800/3940] lr: 6.486e-03, eta: 1 day, 0:51:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 3.0786, loss: 3.0786 +2025-06-21 03:25:56,504 - pyskl - INFO - Epoch [99][3900/3940] lr: 6.480e-03, eta: 1 day, 0:50:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.9736, loss: 2.9736 +2025-06-21 03:26:14,547 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-06-21 03:29:35,143 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 03:29:35,602 - pyskl - INFO - +top1_acc 0.7827 +top5_acc 0.9517 +2025-06-21 03:29:35,659 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_95.pth was removed +2025-06-21 03:29:36,668 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. +2025-06-21 03:29:36,670 - pyskl - INFO - Best top1_acc is 0.7827 at 99 epoch. +2025-06-21 03:29:36,687 - pyskl - INFO - Epoch(val) [99][3183] top1_acc: 0.7827, top5_acc: 0.9517 +2025-06-21 03:30:45,490 - pyskl - INFO - Epoch [100][100/3940] lr: 6.472e-03, eta: 1 day, 0:49:22, time: 0.688, data_time: 0.247, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.8798, loss: 2.8798 +2025-06-21 03:31:29,688 - pyskl - INFO - Epoch [100][200/3940] lr: 6.466e-03, eta: 1 day, 0:48:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 2.8964, loss: 2.8964 +2025-06-21 03:32:13,929 - pyskl - INFO - Epoch [100][300/3940] lr: 6.461e-03, eta: 1 day, 0:47:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 2.8998, loss: 2.8998 +2025-06-21 03:32:58,093 - pyskl - INFO - Epoch [100][400/3940] lr: 6.455e-03, eta: 1 day, 0:47:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 2.8259, loss: 2.8259 +2025-06-21 03:33:42,276 - pyskl - INFO - Epoch [100][500/3940] lr: 6.449e-03, eta: 1 day, 0:46:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.7370, loss: 2.7370 +2025-06-21 03:34:26,455 - pyskl - INFO - Epoch [100][600/3940] lr: 6.443e-03, eta: 1 day, 0:45:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9844, loss_cls: 2.7683, loss: 2.7683 +2025-06-21 03:35:10,647 - pyskl - INFO - Epoch [100][700/3940] lr: 6.437e-03, eta: 1 day, 0:44:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9844, loss_cls: 2.8027, loss: 2.8027 +2025-06-21 03:35:54,855 - pyskl - INFO - Epoch [100][800/3940] lr: 6.432e-03, eta: 1 day, 0:44:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.9747, loss: 2.9747 +2025-06-21 03:36:39,075 - pyskl - INFO - Epoch [100][900/3940] lr: 6.426e-03, eta: 1 day, 0:43:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.8043, loss: 2.8043 +2025-06-21 03:37:23,464 - pyskl - INFO - Epoch [100][1000/3940] lr: 6.420e-03, eta: 1 day, 0:42:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 2.9667, loss: 2.9667 +2025-06-21 03:38:07,786 - pyskl - INFO - Epoch [100][1100/3940] lr: 6.414e-03, eta: 1 day, 0:41:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.8650, loss: 2.8650 +2025-06-21 03:38:52,117 - pyskl - INFO - Epoch [100][1200/3940] lr: 6.408e-03, eta: 1 day, 0:41:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9806, loss_cls: 3.0149, loss: 3.0149 +2025-06-21 03:39:36,353 - pyskl - INFO - Epoch [100][1300/3940] lr: 6.403e-03, eta: 1 day, 0:40:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 2.9916, loss: 2.9916 +2025-06-21 03:40:20,602 - pyskl - INFO - Epoch [100][1400/3940] lr: 6.397e-03, eta: 1 day, 0:39:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 2.9206, loss: 2.9206 +2025-06-21 03:41:04,785 - pyskl - INFO - Epoch [100][1500/3940] lr: 6.391e-03, eta: 1 day, 0:38:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 3.0444, loss: 3.0444 +2025-06-21 03:41:48,854 - pyskl - INFO - Epoch [100][1600/3940] lr: 6.385e-03, eta: 1 day, 0:38:12, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.9509, loss: 2.9509 +2025-06-21 03:42:33,039 - pyskl - INFO - Epoch [100][1700/3940] lr: 6.379e-03, eta: 1 day, 0:37:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.9524, loss: 2.9524 +2025-06-21 03:43:17,087 - pyskl - INFO - Epoch [100][1800/3940] lr: 6.374e-03, eta: 1 day, 0:36:43, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.8487, loss: 2.8487 +2025-06-21 03:44:01,169 - pyskl - INFO - Epoch [100][1900/3940] lr: 6.368e-03, eta: 1 day, 0:35:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.9677, loss: 2.9677 +2025-06-21 03:44:45,258 - pyskl - INFO - Epoch [100][2000/3940] lr: 6.362e-03, eta: 1 day, 0:35:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 3.0136, loss: 3.0136 +2025-06-21 03:45:29,375 - pyskl - INFO - Epoch [100][2100/3940] lr: 6.356e-03, eta: 1 day, 0:34:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.9074, loss: 2.9074 +2025-06-21 03:46:13,448 - pyskl - INFO - Epoch [100][2200/3940] lr: 6.350e-03, eta: 1 day, 0:33:44, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 3.0125, loss: 3.0125 +2025-06-21 03:46:57,547 - pyskl - INFO - Epoch [100][2300/3940] lr: 6.345e-03, eta: 1 day, 0:32:59, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.9315, loss: 2.9315 +2025-06-21 03:47:41,730 - pyskl - INFO - Epoch [100][2400/3940] lr: 6.339e-03, eta: 1 day, 0:32:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9794, loss_cls: 2.8685, loss: 2.8685 +2025-06-21 03:48:25,895 - pyskl - INFO - Epoch [100][2500/3940] lr: 6.333e-03, eta: 1 day, 0:31:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.9698, loss: 2.9698 +2025-06-21 03:49:10,028 - pyskl - INFO - Epoch [100][2600/3940] lr: 6.327e-03, eta: 1 day, 0:30:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9756, loss_cls: 3.0450, loss: 3.0450 +2025-06-21 03:49:54,179 - pyskl - INFO - Epoch [100][2700/3940] lr: 6.322e-03, eta: 1 day, 0:30:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 3.0164, loss: 3.0164 +2025-06-21 03:50:38,345 - pyskl - INFO - Epoch [100][2800/3940] lr: 6.316e-03, eta: 1 day, 0:29:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 2.8685, loss: 2.8685 +2025-06-21 03:51:22,472 - pyskl - INFO - Epoch [100][2900/3940] lr: 6.310e-03, eta: 1 day, 0:28:31, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.9741, loss: 2.9741 +2025-06-21 03:52:06,596 - pyskl - INFO - Epoch [100][3000/3940] lr: 6.304e-03, eta: 1 day, 0:27:47, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9775, loss_cls: 2.9106, loss: 2.9106 +2025-06-21 03:52:50,704 - pyskl - INFO - Epoch [100][3100/3940] lr: 6.298e-03, eta: 1 day, 0:27:02, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 2.9361, loss: 2.9361 +2025-06-21 03:53:34,791 - pyskl - INFO - Epoch [100][3200/3940] lr: 6.293e-03, eta: 1 day, 0:26:17, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.9648, loss: 2.9648 +2025-06-21 03:54:19,200 - pyskl - INFO - Epoch [100][3300/3940] lr: 6.287e-03, eta: 1 day, 0:25:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 2.8671, loss: 2.8671 +2025-06-21 03:55:03,494 - pyskl - INFO - Epoch [100][3400/3940] lr: 6.281e-03, eta: 1 day, 0:24:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9881, loss_cls: 2.9931, loss: 2.9931 +2025-06-21 03:55:47,443 - pyskl - INFO - Epoch [100][3500/3940] lr: 6.275e-03, eta: 1 day, 0:24:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 2.9424, loss: 2.9424 +2025-06-21 03:56:31,443 - pyskl - INFO - Epoch [100][3600/3940] lr: 6.270e-03, eta: 1 day, 0:23:19, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 2.9524, loss: 2.9524 +2025-06-21 03:57:15,495 - pyskl - INFO - Epoch [100][3700/3940] lr: 6.264e-03, eta: 1 day, 0:22:34, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9800, loss_cls: 2.8939, loss: 2.8939 +2025-06-21 03:57:59,502 - pyskl - INFO - Epoch [100][3800/3940] lr: 6.258e-03, eta: 1 day, 0:21:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9769, loss_cls: 3.0131, loss: 3.0131 +2025-06-21 03:58:43,510 - pyskl - INFO - Epoch [100][3900/3940] lr: 6.252e-03, eta: 1 day, 0:21:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9794, loss_cls: 2.9521, loss: 2.9521 +2025-06-21 03:59:01,443 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-06-21 04:17:18,388 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 04:17:18,854 - pyskl - INFO - +top1_acc 0.7780 +top5_acc 0.9565 +2025-06-21 04:17:18,872 - pyskl - INFO - Epoch(val) [100][3183] top1_acc: 0.7780, top5_acc: 0.9565 +2025-06-21 04:18:27,946 - pyskl - INFO - Epoch [101][100/3940] lr: 6.244e-03, eta: 1 day, 0:20:06, time: 0.691, data_time: 0.248, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9912, loss_cls: 2.8554, loss: 2.8554 +2025-06-21 04:19:12,205 - pyskl - INFO - Epoch [101][200/3940] lr: 6.239e-03, eta: 1 day, 0:19:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 2.7487, loss: 2.7487 +2025-06-21 04:19:56,453 - pyskl - INFO - Epoch [101][300/3940] lr: 6.233e-03, eta: 1 day, 0:18:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.8399, loss: 2.8399 +2025-06-21 04:20:40,707 - pyskl - INFO - Epoch [101][400/3940] lr: 6.227e-03, eta: 1 day, 0:17:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.8447, loss: 2.8447 +2025-06-21 04:21:24,988 - pyskl - INFO - Epoch [101][500/3940] lr: 6.221e-03, eta: 1 day, 0:17:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.8374, loss: 2.8374 +2025-06-21 04:22:09,258 - pyskl - INFO - Epoch [101][600/3940] lr: 6.216e-03, eta: 1 day, 0:16:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 2.8201, loss: 2.8201 +2025-06-21 04:22:53,470 - pyskl - INFO - Epoch [101][700/3940] lr: 6.210e-03, eta: 1 day, 0:15:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.8166, loss: 2.8166 +2025-06-21 04:23:37,771 - pyskl - INFO - Epoch [101][800/3940] lr: 6.204e-03, eta: 1 day, 0:14:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9800, loss_cls: 2.8893, loss: 2.8893 +2025-06-21 04:24:21,999 - pyskl - INFO - Epoch [101][900/3940] lr: 6.198e-03, eta: 1 day, 0:14:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.8965, loss: 2.8965 +2025-06-21 04:25:06,281 - pyskl - INFO - Epoch [101][1000/3940] lr: 6.193e-03, eta: 1 day, 0:13:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.9121, loss: 2.9121 +2025-06-21 04:25:50,579 - pyskl - INFO - Epoch [101][1100/3940] lr: 6.187e-03, eta: 1 day, 0:12:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.7876, loss: 2.7876 +2025-06-21 04:26:34,812 - pyskl - INFO - Epoch [101][1200/3940] lr: 6.181e-03, eta: 1 day, 0:11:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 2.8991, loss: 2.8991 +2025-06-21 04:27:19,062 - pyskl - INFO - Epoch [101][1300/3940] lr: 6.175e-03, eta: 1 day, 0:11:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.9413, loss: 2.9413 +2025-06-21 04:28:03,337 - pyskl - INFO - Epoch [101][1400/3940] lr: 6.170e-03, eta: 1 day, 0:10:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.9713, loss: 2.9713 +2025-06-21 04:28:47,686 - pyskl - INFO - Epoch [101][1500/3940] lr: 6.164e-03, eta: 1 day, 0:09:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.8352, loss: 2.8352 +2025-06-21 04:29:31,907 - pyskl - INFO - Epoch [101][1600/3940] lr: 6.158e-03, eta: 1 day, 0:08:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.8893, loss: 2.8893 +2025-06-21 04:30:16,159 - pyskl - INFO - Epoch [101][1700/3940] lr: 6.152e-03, eta: 1 day, 0:08:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9831, loss_cls: 2.8859, loss: 2.8859 +2025-06-21 04:31:00,440 - pyskl - INFO - Epoch [101][1800/3940] lr: 6.147e-03, eta: 1 day, 0:07:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.8741, loss: 2.8741 +2025-06-21 04:31:44,721 - pyskl - INFO - Epoch [101][1900/3940] lr: 6.141e-03, eta: 1 day, 0:06:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 2.9368, loss: 2.9368 +2025-06-21 04:32:28,928 - pyskl - INFO - Epoch [101][2000/3940] lr: 6.135e-03, eta: 1 day, 0:05:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.7830, loss: 2.7830 +2025-06-21 04:33:13,168 - pyskl - INFO - Epoch [101][2100/3940] lr: 6.130e-03, eta: 1 day, 0:05:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.8098, loss: 2.8098 +2025-06-21 04:33:57,413 - pyskl - INFO - Epoch [101][2200/3940] lr: 6.124e-03, eta: 1 day, 0:04:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 2.9351, loss: 2.9351 +2025-06-21 04:34:41,694 - pyskl - INFO - Epoch [101][2300/3940] lr: 6.118e-03, eta: 1 day, 0:03:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.8847, loss: 2.8847 +2025-06-21 04:35:25,994 - pyskl - INFO - Epoch [101][2400/3940] lr: 6.112e-03, eta: 1 day, 0:03:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 2.8708, loss: 2.8708 +2025-06-21 04:36:10,311 - pyskl - INFO - Epoch [101][2500/3940] lr: 6.107e-03, eta: 1 day, 0:02:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.9891, loss: 2.9891 +2025-06-21 04:36:54,570 - pyskl - INFO - Epoch [101][2600/3940] lr: 6.101e-03, eta: 1 day, 0:01:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 3.0064, loss: 3.0064 +2025-06-21 04:37:38,860 - pyskl - INFO - Epoch [101][2700/3940] lr: 6.095e-03, eta: 1 day, 0:00:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9806, loss_cls: 2.7510, loss: 2.7510 +2025-06-21 04:38:23,174 - pyskl - INFO - Epoch [101][2800/3940] lr: 6.090e-03, eta: 1 day, 0:00:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.9620, loss: 2.9620 +2025-06-21 04:39:07,503 - pyskl - INFO - Epoch [101][2900/3940] lr: 6.084e-03, eta: 23:59:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.9042, loss: 2.9042 +2025-06-21 04:39:51,786 - pyskl - INFO - Epoch [101][3000/3940] lr: 6.078e-03, eta: 23:58:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.9484, loss: 2.9484 +2025-06-21 04:40:36,096 - pyskl - INFO - Epoch [101][3100/3940] lr: 6.073e-03, eta: 23:57:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 2.9502, loss: 2.9502 +2025-06-21 04:41:20,339 - pyskl - INFO - Epoch [101][3200/3940] lr: 6.067e-03, eta: 23:57:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.9194, loss: 2.9194 +2025-06-21 04:42:04,616 - pyskl - INFO - Epoch [101][3300/3940] lr: 6.061e-03, eta: 23:56:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.7904, loss: 2.7904 +2025-06-21 04:42:48,884 - pyskl - INFO - Epoch [101][3400/3940] lr: 6.055e-03, eta: 23:55:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.7744, loss: 2.7744 +2025-06-21 04:43:33,169 - pyskl - INFO - Epoch [101][3500/3940] lr: 6.050e-03, eta: 23:54:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9819, loss_cls: 2.9461, loss: 2.9461 +2025-06-21 04:44:17,439 - pyskl - INFO - Epoch [101][3600/3940] lr: 6.044e-03, eta: 23:54:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9762, loss_cls: 3.0369, loss: 3.0369 +2025-06-21 04:45:01,824 - pyskl - INFO - Epoch [101][3700/3940] lr: 6.038e-03, eta: 23:53:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 2.9279, loss: 2.9279 +2025-06-21 04:45:46,267 - pyskl - INFO - Epoch [101][3800/3940] lr: 6.033e-03, eta: 23:52:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.9027, loss: 2.9027 +2025-06-21 04:46:30,566 - pyskl - INFO - Epoch [101][3900/3940] lr: 6.027e-03, eta: 23:51:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.9918, loss: 2.9918 +2025-06-21 04:46:48,579 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-06-21 04:50:09,559 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 04:50:10,022 - pyskl - INFO - +top1_acc 0.7887 +top5_acc 0.9565 +2025-06-21 04:50:10,078 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_99.pth was removed +2025-06-21 04:50:11,113 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_101.pth. +2025-06-21 04:50:11,115 - pyskl - INFO - Best top1_acc is 0.7887 at 101 epoch. +2025-06-21 04:50:11,132 - pyskl - INFO - Epoch(val) [101][3183] top1_acc: 0.7887, top5_acc: 0.9565 +2025-06-21 04:51:19,963 - pyskl - INFO - Epoch [102][100/3940] lr: 6.019e-03, eta: 23:50:52, time: 0.688, data_time: 0.247, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.7715, loss: 2.7715 +2025-06-21 04:52:04,512 - pyskl - INFO - Epoch [102][200/3940] lr: 6.013e-03, eta: 23:50:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.7544, loss: 2.7544 +2025-06-21 04:52:49,045 - pyskl - INFO - Epoch [102][300/3940] lr: 6.008e-03, eta: 23:49:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.7577, loss: 2.7577 +2025-06-21 04:53:33,499 - pyskl - INFO - Epoch [102][400/3940] lr: 6.002e-03, eta: 23:48:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 2.8033, loss: 2.8033 +2025-06-21 04:54:17,917 - pyskl - INFO - Epoch [102][500/3940] lr: 5.996e-03, eta: 23:47:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9838, loss_cls: 2.9227, loss: 2.9227 +2025-06-21 04:55:02,373 - pyskl - INFO - Epoch [102][600/3940] lr: 5.991e-03, eta: 23:47:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.7778, loss: 2.7778 +2025-06-21 04:55:46,547 - pyskl - INFO - Epoch [102][700/3940] lr: 5.985e-03, eta: 23:46:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 2.8240, loss: 2.8240 +2025-06-21 04:56:30,683 - pyskl - INFO - Epoch [102][800/3940] lr: 5.979e-03, eta: 23:45:40, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 2.7897, loss: 2.7897 +2025-06-21 04:57:14,823 - pyskl - INFO - Epoch [102][900/3940] lr: 5.974e-03, eta: 23:44:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.8581, loss: 2.8581 +2025-06-21 04:57:59,073 - pyskl - INFO - Epoch [102][1000/3940] lr: 5.968e-03, eta: 23:44:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9831, loss_cls: 2.7661, loss: 2.7661 +2025-06-21 04:58:43,231 - pyskl - INFO - Epoch [102][1100/3940] lr: 5.962e-03, eta: 23:43:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.8444, loss: 2.8444 +2025-06-21 04:59:27,429 - pyskl - INFO - Epoch [102][1200/3940] lr: 5.957e-03, eta: 23:42:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.7407, loss: 2.7407 +2025-06-21 05:00:11,569 - pyskl - INFO - Epoch [102][1300/3940] lr: 5.951e-03, eta: 23:41:57, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.7389, loss: 2.7389 +2025-06-21 05:00:55,638 - pyskl - INFO - Epoch [102][1400/3940] lr: 5.945e-03, eta: 23:41:12, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.7595, loss: 2.7595 +2025-06-21 05:01:39,763 - pyskl - INFO - Epoch [102][1500/3940] lr: 5.940e-03, eta: 23:40:27, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9788, loss_cls: 2.9814, loss: 2.9814 +2025-06-21 05:02:23,912 - pyskl - INFO - Epoch [102][1600/3940] lr: 5.934e-03, eta: 23:39:43, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.8068, loss: 2.8068 +2025-06-21 05:03:08,015 - pyskl - INFO - Epoch [102][1700/3940] lr: 5.928e-03, eta: 23:38:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.8892, loss: 2.8892 +2025-06-21 05:03:52,178 - pyskl - INFO - Epoch [102][1800/3940] lr: 5.923e-03, eta: 23:38:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.8996, loss: 2.8996 +2025-06-21 05:04:36,261 - pyskl - INFO - Epoch [102][1900/3940] lr: 5.917e-03, eta: 23:37:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.8038, loss: 2.8038 +2025-06-21 05:05:20,322 - pyskl - INFO - Epoch [102][2000/3940] lr: 5.911e-03, eta: 23:36:44, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.8950, loss: 2.8950 +2025-06-21 05:06:04,413 - pyskl - INFO - Epoch [102][2100/3940] lr: 5.906e-03, eta: 23:35:59, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9825, loss_cls: 2.7805, loss: 2.7805 +2025-06-21 05:06:48,501 - pyskl - INFO - Epoch [102][2200/3940] lr: 5.900e-03, eta: 23:35:15, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 2.9094, loss: 2.9094 +2025-06-21 05:07:32,545 - pyskl - INFO - Epoch [102][2300/3940] lr: 5.894e-03, eta: 23:34:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9794, loss_cls: 2.8255, loss: 2.8255 +2025-06-21 05:08:16,663 - pyskl - INFO - Epoch [102][2400/3940] lr: 5.889e-03, eta: 23:33:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.8648, loss: 2.8648 +2025-06-21 05:09:00,715 - pyskl - INFO - Epoch [102][2500/3940] lr: 5.883e-03, eta: 23:33:01, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 2.8974, loss: 2.8974 +2025-06-21 05:09:44,858 - pyskl - INFO - Epoch [102][2600/3940] lr: 5.878e-03, eta: 23:32:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.8152, loss: 2.8152 +2025-06-21 05:10:28,942 - pyskl - INFO - Epoch [102][2700/3940] lr: 5.872e-03, eta: 23:31:31, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.8398, loss: 2.8398 +2025-06-21 05:11:13,018 - pyskl - INFO - Epoch [102][2800/3940] lr: 5.866e-03, eta: 23:30:47, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.9391, loss: 2.9391 +2025-06-21 05:11:57,106 - pyskl - INFO - Epoch [102][2900/3940] lr: 5.861e-03, eta: 23:30:02, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 2.8919, loss: 2.8919 +2025-06-21 05:12:41,148 - pyskl - INFO - Epoch [102][3000/3940] lr: 5.855e-03, eta: 23:29:17, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.9660, loss: 2.9660 +2025-06-21 05:13:25,192 - pyskl - INFO - Epoch [102][3100/3940] lr: 5.849e-03, eta: 23:28:32, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9831, loss_cls: 2.8715, loss: 2.8715 +2025-06-21 05:14:09,324 - pyskl - INFO - Epoch [102][3200/3940] lr: 5.844e-03, eta: 23:27:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9788, loss_cls: 2.9516, loss: 2.9516 +2025-06-21 05:14:53,400 - pyskl - INFO - Epoch [102][3300/3940] lr: 5.838e-03, eta: 23:27:03, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.8676, loss: 2.8676 +2025-06-21 05:15:37,477 - pyskl - INFO - Epoch [102][3400/3940] lr: 5.833e-03, eta: 23:26:18, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.9080, loss: 2.9080 +2025-06-21 05:16:21,505 - pyskl - INFO - Epoch [102][3500/3940] lr: 5.827e-03, eta: 23:25:34, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 2.8411, loss: 2.8411 +2025-06-21 05:17:05,361 - pyskl - INFO - Epoch [102][3600/3940] lr: 5.821e-03, eta: 23:24:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.8401, loss: 2.8401 +2025-06-21 05:17:49,387 - pyskl - INFO - Epoch [102][3700/3940] lr: 5.816e-03, eta: 23:24:04, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 3.0268, loss: 3.0268 +2025-06-21 05:18:33,447 - pyskl - INFO - Epoch [102][3800/3940] lr: 5.810e-03, eta: 23:23:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 3.0243, loss: 3.0243 +2025-06-21 05:19:17,570 - pyskl - INFO - Epoch [102][3900/3940] lr: 5.804e-03, eta: 23:22:35, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 2.9340, loss: 2.9340 +2025-06-21 05:19:35,408 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-06-21 05:22:56,196 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 05:22:56,655 - pyskl - INFO - +top1_acc 0.7797 +top5_acc 0.9527 +2025-06-21 05:22:56,670 - pyskl - INFO - Epoch(val) [102][3183] top1_acc: 0.7797, top5_acc: 0.9527 +2025-06-21 05:24:05,441 - pyskl - INFO - Epoch [103][100/3940] lr: 5.797e-03, eta: 23:21:36, time: 0.688, data_time: 0.247, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 2.7135, loss: 2.7135 +2025-06-21 05:24:49,503 - pyskl - INFO - Epoch [103][200/3940] lr: 5.791e-03, eta: 23:20:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.8080, loss: 2.8080 +2025-06-21 05:25:33,605 - pyskl - INFO - Epoch [103][300/3940] lr: 5.785e-03, eta: 23:20:06, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.7012, loss: 2.7012 +2025-06-21 05:26:17,696 - pyskl - INFO - Epoch [103][400/3940] lr: 5.780e-03, eta: 23:19:22, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.7960, loss: 2.7960 +2025-06-21 05:27:01,779 - pyskl - INFO - Epoch [103][500/3940] lr: 5.774e-03, eta: 23:18:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.7704, loss: 2.7704 +2025-06-21 05:27:45,845 - pyskl - INFO - Epoch [103][600/3940] lr: 5.769e-03, eta: 23:17:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9806, loss_cls: 2.7579, loss: 2.7579 +2025-06-21 05:28:29,959 - pyskl - INFO - Epoch [103][700/3940] lr: 5.763e-03, eta: 23:17:08, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.8064, loss: 2.8064 +2025-06-21 05:29:14,076 - pyskl - INFO - Epoch [103][800/3940] lr: 5.757e-03, eta: 23:16:23, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.7207, loss: 2.7207 +2025-06-21 05:29:58,149 - pyskl - INFO - Epoch [103][900/3940] lr: 5.752e-03, eta: 23:15:38, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 2.7880, loss: 2.7880 +2025-06-21 05:30:42,241 - pyskl - INFO - Epoch [103][1000/3940] lr: 5.746e-03, eta: 23:14:54, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9825, loss_cls: 2.7976, loss: 2.7976 +2025-06-21 05:31:26,374 - pyskl - INFO - Epoch [103][1100/3940] lr: 5.741e-03, eta: 23:14:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 2.8137, loss: 2.8137 +2025-06-21 05:32:10,447 - pyskl - INFO - Epoch [103][1200/3940] lr: 5.735e-03, eta: 23:13:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.7179, loss: 2.7179 +2025-06-21 05:32:54,638 - pyskl - INFO - Epoch [103][1300/3940] lr: 5.729e-03, eta: 23:12:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.7085, loss: 2.7085 +2025-06-21 05:33:38,805 - pyskl - INFO - Epoch [103][1400/3940] lr: 5.724e-03, eta: 23:11:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.8668, loss: 2.8668 +2025-06-21 05:34:22,965 - pyskl - INFO - Epoch [103][1500/3940] lr: 5.718e-03, eta: 23:11:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.7950, loss: 2.7950 +2025-06-21 05:35:07,109 - pyskl - INFO - Epoch [103][1600/3940] lr: 5.713e-03, eta: 23:10:26, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9931, loss_cls: 2.7776, loss: 2.7776 +2025-06-21 05:35:51,246 - pyskl - INFO - Epoch [103][1700/3940] lr: 5.707e-03, eta: 23:09:41, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 2.7965, loss: 2.7965 +2025-06-21 05:36:35,461 - pyskl - INFO - Epoch [103][1800/3940] lr: 5.702e-03, eta: 23:08:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.8226, loss: 2.8226 +2025-06-21 05:37:19,713 - pyskl - INFO - Epoch [103][1900/3940] lr: 5.696e-03, eta: 23:08:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.8403, loss: 2.8403 +2025-06-21 05:38:03,898 - pyskl - INFO - Epoch [103][2000/3940] lr: 5.690e-03, eta: 23:07:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.9476, loss: 2.9476 +2025-06-21 05:38:48,060 - pyskl - INFO - Epoch [103][2100/3940] lr: 5.685e-03, eta: 23:06:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9806, loss_cls: 2.9609, loss: 2.9609 +2025-06-21 05:39:32,252 - pyskl - INFO - Epoch [103][2200/3940] lr: 5.679e-03, eta: 23:05:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9800, loss_cls: 2.9003, loss: 2.9003 +2025-06-21 05:40:16,397 - pyskl - INFO - Epoch [103][2300/3940] lr: 5.674e-03, eta: 23:05:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.7935, loss: 2.7935 +2025-06-21 05:41:00,560 - pyskl - INFO - Epoch [103][2400/3940] lr: 5.668e-03, eta: 23:04:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9806, loss_cls: 2.8021, loss: 2.8021 +2025-06-21 05:41:44,743 - pyskl - INFO - Epoch [103][2500/3940] lr: 5.663e-03, eta: 23:03:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9806, loss_cls: 2.8223, loss: 2.8223 +2025-06-21 05:42:28,927 - pyskl - INFO - Epoch [103][2600/3940] lr: 5.657e-03, eta: 23:02:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.7713, loss: 2.7713 +2025-06-21 05:43:13,160 - pyskl - INFO - Epoch [103][2700/3940] lr: 5.651e-03, eta: 23:02:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 2.8898, loss: 2.8898 +2025-06-21 05:43:57,377 - pyskl - INFO - Epoch [103][2800/3940] lr: 5.646e-03, eta: 23:01:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.7765, loss: 2.7765 +2025-06-21 05:44:41,641 - pyskl - INFO - Epoch [103][2900/3940] lr: 5.640e-03, eta: 23:00:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 2.8224, loss: 2.8224 +2025-06-21 05:45:25,885 - pyskl - INFO - Epoch [103][3000/3940] lr: 5.635e-03, eta: 23:00:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.8721, loss: 2.8721 +2025-06-21 05:46:10,124 - pyskl - INFO - Epoch [103][3100/3940] lr: 5.629e-03, eta: 22:59:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.8351, loss: 2.8351 +2025-06-21 05:46:54,289 - pyskl - INFO - Epoch [103][3200/3940] lr: 5.624e-03, eta: 22:58:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 3.0295, loss: 3.0295 +2025-06-21 05:47:38,519 - pyskl - INFO - Epoch [103][3300/3940] lr: 5.618e-03, eta: 22:57:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.7897, loss: 2.7897 +2025-06-21 05:48:22,730 - pyskl - INFO - Epoch [103][3400/3940] lr: 5.613e-03, eta: 22:57:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9762, loss_cls: 2.9860, loss: 2.9860 +2025-06-21 05:49:06,924 - pyskl - INFO - Epoch [103][3500/3940] lr: 5.607e-03, eta: 22:56:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9862, loss_cls: 2.7122, loss: 2.7122 +2025-06-21 05:49:51,075 - pyskl - INFO - Epoch [103][3600/3940] lr: 5.601e-03, eta: 22:55:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.7737, loss: 2.7737 +2025-06-21 05:50:35,246 - pyskl - INFO - Epoch [103][3700/3940] lr: 5.596e-03, eta: 22:54:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.8523, loss: 2.8523 +2025-06-21 05:51:19,384 - pyskl - INFO - Epoch [103][3800/3940] lr: 5.590e-03, eta: 22:54:04, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.8535, loss: 2.8535 +2025-06-21 05:52:03,535 - pyskl - INFO - Epoch [103][3900/3940] lr: 5.585e-03, eta: 22:53:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.8446, loss: 2.8446 +2025-06-21 05:52:21,500 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-06-21 05:55:42,176 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 05:55:42,638 - pyskl - INFO - +top1_acc 0.7576 +top5_acc 0.9475 +2025-06-21 05:55:42,655 - pyskl - INFO - Epoch(val) [103][3183] top1_acc: 0.7576, top5_acc: 0.9475 +2025-06-21 05:56:51,478 - pyskl - INFO - Epoch [104][100/3940] lr: 5.577e-03, eta: 22:52:20, time: 0.688, data_time: 0.248, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.8188, loss: 2.8188 +2025-06-21 05:57:35,577 - pyskl - INFO - Epoch [104][200/3940] lr: 5.572e-03, eta: 22:51:35, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9950, loss_cls: 2.5547, loss: 2.5547 +2025-06-21 05:58:19,709 - pyskl - INFO - Epoch [104][300/3940] lr: 5.566e-03, eta: 22:50:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.6878, loss: 2.6878 +2025-06-21 05:59:03,846 - pyskl - INFO - Epoch [104][400/3940] lr: 5.561e-03, eta: 22:50:06, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 2.6800, loss: 2.6800 +2025-06-21 05:59:47,994 - pyskl - INFO - Epoch [104][500/3940] lr: 5.555e-03, eta: 22:49:21, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.7668, loss: 2.7668 +2025-06-21 06:00:32,222 - pyskl - INFO - Epoch [104][600/3940] lr: 5.549e-03, eta: 22:48:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.7918, loss: 2.7918 +2025-06-21 06:01:16,350 - pyskl - INFO - Epoch [104][700/3940] lr: 5.544e-03, eta: 22:47:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.8732, loss: 2.8732 +2025-06-21 06:02:00,543 - pyskl - INFO - Epoch [104][800/3940] lr: 5.538e-03, eta: 22:47:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.6905, loss: 2.6905 +2025-06-21 06:02:44,739 - pyskl - INFO - Epoch [104][900/3940] lr: 5.533e-03, eta: 22:46:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.8197, loss: 2.8197 +2025-06-21 06:03:28,883 - pyskl - INFO - Epoch [104][1000/3940] lr: 5.527e-03, eta: 22:45:38, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9844, loss_cls: 2.7732, loss: 2.7732 +2025-06-21 06:04:13,090 - pyskl - INFO - Epoch [104][1100/3940] lr: 5.522e-03, eta: 22:44:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 2.7726, loss: 2.7726 +2025-06-21 06:04:57,246 - pyskl - INFO - Epoch [104][1200/3940] lr: 5.516e-03, eta: 22:44:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.8221, loss: 2.8221 +2025-06-21 06:05:41,430 - pyskl - INFO - Epoch [104][1300/3940] lr: 5.511e-03, eta: 22:43:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 2.7923, loss: 2.7923 +2025-06-21 06:06:25,580 - pyskl - INFO - Epoch [104][1400/3940] lr: 5.505e-03, eta: 22:42:40, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.8020, loss: 2.8020 +2025-06-21 06:07:09,741 - pyskl - INFO - Epoch [104][1500/3940] lr: 5.500e-03, eta: 22:41:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9831, loss_cls: 2.7969, loss: 2.7969 +2025-06-21 06:07:53,868 - pyskl - INFO - Epoch [104][1600/3940] lr: 5.494e-03, eta: 22:41:10, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.7907, loss: 2.7907 +2025-06-21 06:08:38,202 - pyskl - INFO - Epoch [104][1700/3940] lr: 5.489e-03, eta: 22:40:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9831, loss_cls: 2.8180, loss: 2.8180 +2025-06-21 06:09:22,545 - pyskl - INFO - Epoch [104][1800/3940] lr: 5.483e-03, eta: 22:39:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 2.8104, loss: 2.8104 +2025-06-21 06:10:07,138 - pyskl - INFO - Epoch [104][1900/3940] lr: 5.478e-03, eta: 22:38:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.7795, loss: 2.7795 +2025-06-21 06:10:51,441 - pyskl - INFO - Epoch [104][2000/3940] lr: 5.472e-03, eta: 22:38:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.9495, loss: 2.9495 +2025-06-21 06:11:35,780 - pyskl - INFO - Epoch [104][2100/3940] lr: 5.467e-03, eta: 22:37:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 2.7960, loss: 2.7960 +2025-06-21 06:12:20,039 - pyskl - INFO - Epoch [104][2200/3940] lr: 5.461e-03, eta: 22:36:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 2.7834, loss: 2.7834 +2025-06-21 06:13:04,273 - pyskl - INFO - Epoch [104][2300/3940] lr: 5.456e-03, eta: 22:35:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.7927, loss: 2.7927 +2025-06-21 06:13:48,485 - pyskl - INFO - Epoch [104][2400/3940] lr: 5.450e-03, eta: 22:35:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.7578, loss: 2.7578 +2025-06-21 06:14:32,730 - pyskl - INFO - Epoch [104][2500/3940] lr: 5.445e-03, eta: 22:34:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.7556, loss: 2.7556 +2025-06-21 06:15:16,932 - pyskl - INFO - Epoch [104][2600/3940] lr: 5.439e-03, eta: 22:33:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9800, loss_cls: 2.8241, loss: 2.8241 +2025-06-21 06:16:01,193 - pyskl - INFO - Epoch [104][2700/3940] lr: 5.434e-03, eta: 22:33:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.9694, loss: 2.9694 +2025-06-21 06:16:45,450 - pyskl - INFO - Epoch [104][2800/3940] lr: 5.428e-03, eta: 22:32:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.8691, loss: 2.8691 +2025-06-21 06:17:29,686 - pyskl - INFO - Epoch [104][2900/3940] lr: 5.423e-03, eta: 22:31:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 2.8614, loss: 2.8614 +2025-06-21 06:18:13,884 - pyskl - INFO - Epoch [104][3000/3940] lr: 5.418e-03, eta: 22:30:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.7880, loss: 2.7880 +2025-06-21 06:18:58,072 - pyskl - INFO - Epoch [104][3100/3940] lr: 5.412e-03, eta: 22:30:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.8024, loss: 2.8024 +2025-06-21 06:19:42,260 - pyskl - INFO - Epoch [104][3200/3940] lr: 5.407e-03, eta: 22:29:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 2.7978, loss: 2.7978 +2025-06-21 06:20:26,445 - pyskl - INFO - Epoch [104][3300/3940] lr: 5.401e-03, eta: 22:28:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.9187, loss: 2.9187 +2025-06-21 06:21:10,645 - pyskl - INFO - Epoch [104][3400/3940] lr: 5.396e-03, eta: 22:27:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.8471, loss: 2.8471 +2025-06-21 06:21:54,841 - pyskl - INFO - Epoch [104][3500/3940] lr: 5.390e-03, eta: 22:27:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.8583, loss: 2.8583 +2025-06-21 06:22:39,041 - pyskl - INFO - Epoch [104][3600/3940] lr: 5.385e-03, eta: 22:26:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.7786, loss: 2.7786 +2025-06-21 06:23:23,294 - pyskl - INFO - Epoch [104][3700/3940] lr: 5.379e-03, eta: 22:25:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9806, loss_cls: 2.8762, loss: 2.8762 +2025-06-21 06:24:07,508 - pyskl - INFO - Epoch [104][3800/3940] lr: 5.374e-03, eta: 22:24:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.8998, loss: 2.8998 +2025-06-21 06:24:51,735 - pyskl - INFO - Epoch [104][3900/3940] lr: 5.368e-03, eta: 22:24:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9806, loss_cls: 2.7976, loss: 2.7976 +2025-06-21 06:25:09,730 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-06-21 06:28:30,678 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 06:28:31,139 - pyskl - INFO - +top1_acc 0.7514 +top5_acc 0.9486 +2025-06-21 06:28:31,155 - pyskl - INFO - Epoch(val) [104][3183] top1_acc: 0.7514, top5_acc: 0.9486 +2025-06-21 06:29:40,013 - pyskl - INFO - Epoch [105][100/3940] lr: 5.361e-03, eta: 22:23:05, time: 0.689, data_time: 0.246, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.8143, loss: 2.8143 +2025-06-21 06:30:24,169 - pyskl - INFO - Epoch [105][200/3940] lr: 5.355e-03, eta: 22:22:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 2.7374, loss: 2.7374 +2025-06-21 06:31:08,353 - pyskl - INFO - Epoch [105][300/3940] lr: 5.350e-03, eta: 22:21:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9850, loss_cls: 2.7062, loss: 2.7062 +2025-06-21 06:31:52,561 - pyskl - INFO - Epoch [105][400/3940] lr: 5.344e-03, eta: 22:20:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.7917, loss: 2.7917 +2025-06-21 06:32:36,848 - pyskl - INFO - Epoch [105][500/3940] lr: 5.339e-03, eta: 22:20:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.8152, loss: 2.8152 +2025-06-21 06:33:21,084 - pyskl - INFO - Epoch [105][600/3940] lr: 5.333e-03, eta: 22:19:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 2.6991, loss: 2.6991 +2025-06-21 06:34:05,358 - pyskl - INFO - Epoch [105][700/3940] lr: 5.328e-03, eta: 22:18:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.7567, loss: 2.7567 +2025-06-21 06:34:49,626 - pyskl - INFO - Epoch [105][800/3940] lr: 5.323e-03, eta: 22:17:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9844, loss_cls: 2.7610, loss: 2.7610 +2025-06-21 06:35:33,898 - pyskl - INFO - Epoch [105][900/3940] lr: 5.317e-03, eta: 22:17:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.6693, loss: 2.6693 +2025-06-21 06:36:18,249 - pyskl - INFO - Epoch [105][1000/3940] lr: 5.312e-03, eta: 22:16:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 2.8288, loss: 2.8288 +2025-06-21 06:37:02,529 - pyskl - INFO - Epoch [105][1100/3940] lr: 5.306e-03, eta: 22:15:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 2.8282, loss: 2.8282 +2025-06-21 06:37:46,831 - pyskl - INFO - Epoch [105][1200/3940] lr: 5.301e-03, eta: 22:14:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9850, loss_cls: 2.7494, loss: 2.7494 +2025-06-21 06:38:31,126 - pyskl - INFO - Epoch [105][1300/3940] lr: 5.295e-03, eta: 22:14:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9862, loss_cls: 2.6629, loss: 2.6629 +2025-06-21 06:39:15,439 - pyskl - INFO - Epoch [105][1400/3940] lr: 5.290e-03, eta: 22:13:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.7100, loss: 2.7100 +2025-06-21 06:39:59,770 - pyskl - INFO - Epoch [105][1500/3940] lr: 5.285e-03, eta: 22:12:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.8134, loss: 2.8134 +2025-06-21 06:40:44,104 - pyskl - INFO - Epoch [105][1600/3940] lr: 5.279e-03, eta: 22:11:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.6849, loss: 2.6849 +2025-06-21 06:41:28,452 - pyskl - INFO - Epoch [105][1700/3940] lr: 5.274e-03, eta: 22:11:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.7678, loss: 2.7678 +2025-06-21 06:42:12,796 - pyskl - INFO - Epoch [105][1800/3940] lr: 5.268e-03, eta: 22:10:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.7924, loss: 2.7924 +2025-06-21 06:42:57,081 - pyskl - INFO - Epoch [105][1900/3940] lr: 5.263e-03, eta: 22:09:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.8575, loss: 2.8575 +2025-06-21 06:43:41,397 - pyskl - INFO - Epoch [105][2000/3940] lr: 5.257e-03, eta: 22:08:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.8508, loss: 2.8508 +2025-06-21 06:44:25,714 - pyskl - INFO - Epoch [105][2100/3940] lr: 5.252e-03, eta: 22:08:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.7920, loss: 2.7920 +2025-06-21 06:45:09,952 - pyskl - INFO - Epoch [105][2200/3940] lr: 5.247e-03, eta: 22:07:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.7376, loss: 2.7376 +2025-06-21 06:45:54,585 - pyskl - INFO - Epoch [105][2300/3940] lr: 5.241e-03, eta: 22:06:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.8100, loss: 2.8100 +2025-06-21 06:46:38,941 - pyskl - INFO - Epoch [105][2400/3940] lr: 5.236e-03, eta: 22:06:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.8380, loss: 2.8380 +2025-06-21 06:47:23,178 - pyskl - INFO - Epoch [105][2500/3940] lr: 5.230e-03, eta: 22:05:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.7671, loss: 2.7671 +2025-06-21 06:48:07,415 - pyskl - INFO - Epoch [105][2600/3940] lr: 5.225e-03, eta: 22:04:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9838, loss_cls: 2.7205, loss: 2.7205 +2025-06-21 06:48:51,672 - pyskl - INFO - Epoch [105][2700/3940] lr: 5.220e-03, eta: 22:03:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9900, loss_cls: 2.7699, loss: 2.7699 +2025-06-21 06:49:35,853 - pyskl - INFO - Epoch [105][2800/3940] lr: 5.214e-03, eta: 22:03:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.7883, loss: 2.7883 +2025-06-21 06:50:20,001 - pyskl - INFO - Epoch [105][2900/3940] lr: 5.209e-03, eta: 22:02:17, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.7820, loss: 2.7820 +2025-06-21 06:51:04,102 - pyskl - INFO - Epoch [105][3000/3940] lr: 5.203e-03, eta: 22:01:33, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.7734, loss: 2.7734 +2025-06-21 06:51:48,294 - pyskl - INFO - Epoch [105][3100/3940] lr: 5.198e-03, eta: 22:00:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.8126, loss: 2.8126 +2025-06-21 06:52:32,413 - pyskl - INFO - Epoch [105][3200/3940] lr: 5.193e-03, eta: 22:00:03, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.7775, loss: 2.7775 +2025-06-21 06:53:16,710 - pyskl - INFO - Epoch [105][3300/3940] lr: 5.187e-03, eta: 21:59:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9862, loss_cls: 2.6630, loss: 2.6630 +2025-06-21 06:54:00,932 - pyskl - INFO - Epoch [105][3400/3940] lr: 5.182e-03, eta: 21:58:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 2.7476, loss: 2.7476 +2025-06-21 06:54:45,208 - pyskl - INFO - Epoch [105][3500/3940] lr: 5.176e-03, eta: 21:57:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.7525, loss: 2.7525 +2025-06-21 06:55:29,466 - pyskl - INFO - Epoch [105][3600/3940] lr: 5.171e-03, eta: 21:57:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9850, loss_cls: 2.7641, loss: 2.7641 +2025-06-21 06:56:13,740 - pyskl - INFO - Epoch [105][3700/3940] lr: 5.166e-03, eta: 21:56:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.8416, loss: 2.8416 +2025-06-21 06:56:58,089 - pyskl - INFO - Epoch [105][3800/3940] lr: 5.160e-03, eta: 21:55:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.7755, loss: 2.7755 +2025-06-21 06:57:42,483 - pyskl - INFO - Epoch [105][3900/3940] lr: 5.155e-03, eta: 21:54:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.8480, loss: 2.8480 +2025-06-21 06:58:00,538 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-06-21 07:17:19,282 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 07:17:19,753 - pyskl - INFO - +top1_acc 0.7813 +top5_acc 0.9538 +2025-06-21 07:17:19,774 - pyskl - INFO - Epoch(val) [105][3183] top1_acc: 0.7813, top5_acc: 0.9538 +2025-06-21 07:18:29,077 - pyskl - INFO - Epoch [106][100/3940] lr: 5.147e-03, eta: 21:53:52, time: 0.693, data_time: 0.249, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9856, loss_cls: 2.7478, loss: 2.7478 +2025-06-21 07:19:13,366 - pyskl - INFO - Epoch [106][200/3940] lr: 5.142e-03, eta: 21:53:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9856, loss_cls: 2.6429, loss: 2.6429 +2025-06-21 07:19:57,594 - pyskl - INFO - Epoch [106][300/3940] lr: 5.137e-03, eta: 21:52:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 2.7113, loss: 2.7113 +2025-06-21 07:20:41,778 - pyskl - INFO - Epoch [106][400/3940] lr: 5.131e-03, eta: 21:51:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.7100, loss: 2.7100 +2025-06-21 07:21:25,915 - pyskl - INFO - Epoch [106][500/3940] lr: 5.126e-03, eta: 21:50:54, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 2.6780, loss: 2.6780 +2025-06-21 07:22:10,087 - pyskl - INFO - Epoch [106][600/3940] lr: 5.121e-03, eta: 21:50:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.7677, loss: 2.7677 +2025-06-21 07:22:54,219 - pyskl - INFO - Epoch [106][700/3940] lr: 5.115e-03, eta: 21:49:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9875, loss_cls: 2.6329, loss: 2.6329 +2025-06-21 07:23:38,392 - pyskl - INFO - Epoch [106][800/3940] lr: 5.110e-03, eta: 21:48:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.6245, loss: 2.6245 +2025-06-21 07:24:22,563 - pyskl - INFO - Epoch [106][900/3940] lr: 5.104e-03, eta: 21:47:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.6347, loss: 2.6347 +2025-06-21 07:25:07,014 - pyskl - INFO - Epoch [106][1000/3940] lr: 5.099e-03, eta: 21:47:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.7412, loss: 2.7412 +2025-06-21 07:25:51,201 - pyskl - INFO - Epoch [106][1100/3940] lr: 5.094e-03, eta: 21:46:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 2.7801, loss: 2.7801 +2025-06-21 07:26:35,347 - pyskl - INFO - Epoch [106][1200/3940] lr: 5.088e-03, eta: 21:45:41, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.7482, loss: 2.7482 +2025-06-21 07:27:19,505 - pyskl - INFO - Epoch [106][1300/3940] lr: 5.083e-03, eta: 21:44:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.5853, loss: 2.5853 +2025-06-21 07:28:03,688 - pyskl - INFO - Epoch [106][1400/3940] lr: 5.078e-03, eta: 21:44:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9850, loss_cls: 2.7036, loss: 2.7036 +2025-06-21 07:28:47,884 - pyskl - INFO - Epoch [106][1500/3940] lr: 5.072e-03, eta: 21:43:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 2.7148, loss: 2.7148 +2025-06-21 07:29:32,138 - pyskl - INFO - Epoch [106][1600/3940] lr: 5.067e-03, eta: 21:42:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9844, loss_cls: 2.7520, loss: 2.7520 +2025-06-21 07:30:16,348 - pyskl - INFO - Epoch [106][1700/3940] lr: 5.062e-03, eta: 21:41:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9831, loss_cls: 2.7015, loss: 2.7015 +2025-06-21 07:31:00,599 - pyskl - INFO - Epoch [106][1800/3940] lr: 5.056e-03, eta: 21:41:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 2.6875, loss: 2.6875 +2025-06-21 07:31:44,885 - pyskl - INFO - Epoch [106][1900/3940] lr: 5.051e-03, eta: 21:40:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.6997, loss: 2.6997 +2025-06-21 07:32:29,217 - pyskl - INFO - Epoch [106][2000/3940] lr: 5.046e-03, eta: 21:39:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 2.7538, loss: 2.7538 +2025-06-21 07:33:13,462 - pyskl - INFO - Epoch [106][2100/3940] lr: 5.040e-03, eta: 21:39:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 2.7282, loss: 2.7282 +2025-06-21 07:33:57,634 - pyskl - INFO - Epoch [106][2200/3940] lr: 5.035e-03, eta: 21:38:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.7851, loss: 2.7851 +2025-06-21 07:34:41,827 - pyskl - INFO - Epoch [106][2300/3940] lr: 5.030e-03, eta: 21:37:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 2.9021, loss: 2.9021 +2025-06-21 07:35:26,033 - pyskl - INFO - Epoch [106][2400/3940] lr: 5.024e-03, eta: 21:36:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9862, loss_cls: 2.7389, loss: 2.7389 +2025-06-21 07:36:10,286 - pyskl - INFO - Epoch [106][2500/3940] lr: 5.019e-03, eta: 21:36:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.6951, loss: 2.6951 +2025-06-21 07:36:54,501 - pyskl - INFO - Epoch [106][2600/3940] lr: 5.014e-03, eta: 21:35:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9950, loss_cls: 2.7571, loss: 2.7571 +2025-06-21 07:37:38,736 - pyskl - INFO - Epoch [106][2700/3940] lr: 5.008e-03, eta: 21:34:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9812, loss_cls: 2.8993, loss: 2.8993 +2025-06-21 07:38:22,881 - pyskl - INFO - Epoch [106][2800/3940] lr: 5.003e-03, eta: 21:33:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 2.8060, loss: 2.8060 +2025-06-21 07:39:07,064 - pyskl - INFO - Epoch [106][2900/3940] lr: 4.998e-03, eta: 21:33:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.8049, loss: 2.8049 +2025-06-21 07:39:51,231 - pyskl - INFO - Epoch [106][3000/3940] lr: 4.992e-03, eta: 21:32:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9812, loss_cls: 2.8206, loss: 2.8206 +2025-06-21 07:40:35,389 - pyskl - INFO - Epoch [106][3100/3940] lr: 4.987e-03, eta: 21:31:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 2.6872, loss: 2.6872 +2025-06-21 07:41:19,552 - pyskl - INFO - Epoch [106][3200/3940] lr: 4.982e-03, eta: 21:30:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.6293, loss: 2.6293 +2025-06-21 07:42:03,671 - pyskl - INFO - Epoch [106][3300/3940] lr: 4.976e-03, eta: 21:30:05, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.7878, loss: 2.7878 +2025-06-21 07:42:47,828 - pyskl - INFO - Epoch [106][3400/3940] lr: 4.971e-03, eta: 21:29:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.6747, loss: 2.6747 +2025-06-21 07:43:31,991 - pyskl - INFO - Epoch [106][3500/3940] lr: 4.966e-03, eta: 21:28:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.8252, loss: 2.8252 +2025-06-21 07:44:16,134 - pyskl - INFO - Epoch [106][3600/3940] lr: 4.961e-03, eta: 21:27:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 2.7155, loss: 2.7155 +2025-06-21 07:45:00,260 - pyskl - INFO - Epoch [106][3700/3940] lr: 4.955e-03, eta: 21:27:06, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 2.7528, loss: 2.7528 +2025-06-21 07:45:44,337 - pyskl - INFO - Epoch [106][3800/3940] lr: 4.950e-03, eta: 21:26:22, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.7538, loss: 2.7538 +2025-06-21 07:46:28,455 - pyskl - INFO - Epoch [106][3900/3940] lr: 4.945e-03, eta: 21:25:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.7088, loss: 2.7088 +2025-06-21 07:46:46,379 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-06-21 07:50:07,276 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 07:50:07,754 - pyskl - INFO - +top1_acc 0.7687 +top5_acc 0.9476 +2025-06-21 07:50:07,774 - pyskl - INFO - Epoch(val) [106][3183] top1_acc: 0.7687, top5_acc: 0.9476 +2025-06-21 07:51:17,231 - pyskl - INFO - Epoch [107][100/3940] lr: 4.937e-03, eta: 21:24:38, time: 0.694, data_time: 0.251, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.5725, loss: 2.5725 +2025-06-21 07:52:01,648 - pyskl - INFO - Epoch [107][200/3940] lr: 4.932e-03, eta: 21:23:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.6697, loss: 2.6697 +2025-06-21 07:52:45,959 - pyskl - INFO - Epoch [107][300/3940] lr: 4.927e-03, eta: 21:23:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.7602, loss: 2.7602 +2025-06-21 07:53:30,311 - pyskl - INFO - Epoch [107][400/3940] lr: 4.921e-03, eta: 21:22:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.7425, loss: 2.7425 +2025-06-21 07:54:14,577 - pyskl - INFO - Epoch [107][500/3940] lr: 4.916e-03, eta: 21:21:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.5859, loss: 2.5859 +2025-06-21 07:54:58,691 - pyskl - INFO - Epoch [107][600/3940] lr: 4.911e-03, eta: 21:20:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.7085, loss: 2.7085 +2025-06-21 07:55:42,810 - pyskl - INFO - Epoch [107][700/3940] lr: 4.906e-03, eta: 21:20:10, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.6604, loss: 2.6604 +2025-06-21 07:56:26,857 - pyskl - INFO - Epoch [107][800/3940] lr: 4.900e-03, eta: 21:19:25, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 2.6074, loss: 2.6074 +2025-06-21 07:57:10,922 - pyskl - INFO - Epoch [107][900/3940] lr: 4.895e-03, eta: 21:18:41, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 2.5572, loss: 2.5572 +2025-06-21 07:57:55,012 - pyskl - INFO - Epoch [107][1000/3940] lr: 4.890e-03, eta: 21:17:56, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9881, loss_cls: 2.6202, loss: 2.6202 +2025-06-21 07:58:39,002 - pyskl - INFO - Epoch [107][1100/3940] lr: 4.884e-03, eta: 21:17:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 2.7006, loss: 2.7006 +2025-06-21 07:59:23,062 - pyskl - INFO - Epoch [107][1200/3940] lr: 4.879e-03, eta: 21:16:27, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.6056, loss: 2.6056 +2025-06-21 08:00:07,224 - pyskl - INFO - Epoch [107][1300/3940] lr: 4.874e-03, eta: 21:15:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 2.7995, loss: 2.7995 +2025-06-21 08:00:51,362 - pyskl - INFO - Epoch [107][1400/3940] lr: 4.869e-03, eta: 21:14:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.6948, loss: 2.6948 +2025-06-21 08:01:35,454 - pyskl - INFO - Epoch [107][1500/3940] lr: 4.863e-03, eta: 21:14:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.7731, loss: 2.7731 +2025-06-21 08:02:19,530 - pyskl - INFO - Epoch [107][1600/3940] lr: 4.858e-03, eta: 21:13:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.7379, loss: 2.7379 +2025-06-21 08:03:03,615 - pyskl - INFO - Epoch [107][1700/3940] lr: 4.853e-03, eta: 21:12:44, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.5636, loss: 2.5636 +2025-06-21 08:03:47,633 - pyskl - INFO - Epoch [107][1800/3940] lr: 4.848e-03, eta: 21:11:59, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.6224, loss: 2.6224 +2025-06-21 08:04:31,662 - pyskl - INFO - Epoch [107][1900/3940] lr: 4.842e-03, eta: 21:11:14, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9875, loss_cls: 2.6502, loss: 2.6502 +2025-06-21 08:05:15,743 - pyskl - INFO - Epoch [107][2000/3940] lr: 4.837e-03, eta: 21:10:30, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.6912, loss: 2.6912 +2025-06-21 08:05:59,898 - pyskl - INFO - Epoch [107][2100/3940] lr: 4.832e-03, eta: 21:09:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.6327, loss: 2.6327 +2025-06-21 08:06:43,957 - pyskl - INFO - Epoch [107][2200/3940] lr: 4.827e-03, eta: 21:09:00, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 2.5907, loss: 2.5907 +2025-06-21 08:07:28,041 - pyskl - INFO - Epoch [107][2300/3940] lr: 4.821e-03, eta: 21:08:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.6380, loss: 2.6380 +2025-06-21 08:08:12,177 - pyskl - INFO - Epoch [107][2400/3940] lr: 4.816e-03, eta: 21:07:31, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.7993, loss: 2.7993 +2025-06-21 08:08:56,257 - pyskl - INFO - Epoch [107][2500/3940] lr: 4.811e-03, eta: 21:06:46, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.6620, loss: 2.6620 +2025-06-21 08:09:40,345 - pyskl - INFO - Epoch [107][2600/3940] lr: 4.806e-03, eta: 21:06:02, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.6869, loss: 2.6869 +2025-06-21 08:10:24,435 - pyskl - INFO - Epoch [107][2700/3940] lr: 4.800e-03, eta: 21:05:17, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9931, loss_cls: 2.6891, loss: 2.6891 +2025-06-21 08:11:08,540 - pyskl - INFO - Epoch [107][2800/3940] lr: 4.795e-03, eta: 21:04:32, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9831, loss_cls: 2.6982, loss: 2.6982 +2025-06-21 08:11:52,620 - pyskl - INFO - Epoch [107][2900/3940] lr: 4.790e-03, eta: 21:03:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.6989, loss: 2.6989 +2025-06-21 08:12:36,725 - pyskl - INFO - Epoch [107][3000/3940] lr: 4.785e-03, eta: 21:03:03, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 2.7597, loss: 2.7597 +2025-06-21 08:13:20,814 - pyskl - INFO - Epoch [107][3100/3940] lr: 4.780e-03, eta: 21:02:19, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.7223, loss: 2.7223 +2025-06-21 08:14:04,908 - pyskl - INFO - Epoch [107][3200/3940] lr: 4.774e-03, eta: 21:01:34, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.7324, loss: 2.7324 +2025-06-21 08:14:48,951 - pyskl - INFO - Epoch [107][3300/3940] lr: 4.769e-03, eta: 21:00:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.6509, loss: 2.6509 +2025-06-21 08:15:32,915 - pyskl - INFO - Epoch [107][3400/3940] lr: 4.764e-03, eta: 21:00:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.7677, loss: 2.7677 +2025-06-21 08:16:17,059 - pyskl - INFO - Epoch [107][3500/3940] lr: 4.759e-03, eta: 20:59:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.6854, loss: 2.6854 +2025-06-21 08:17:01,191 - pyskl - INFO - Epoch [107][3600/3940] lr: 4.753e-03, eta: 20:58:35, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9819, loss_cls: 2.7608, loss: 2.7608 +2025-06-21 08:17:45,248 - pyskl - INFO - Epoch [107][3700/3940] lr: 4.748e-03, eta: 20:57:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.7785, loss: 2.7785 +2025-06-21 08:18:29,197 - pyskl - INFO - Epoch [107][3800/3940] lr: 4.743e-03, eta: 20:57:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 2.7002, loss: 2.7002 +2025-06-21 08:19:13,347 - pyskl - INFO - Epoch [107][3900/3940] lr: 4.738e-03, eta: 20:56:21, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 2.7721, loss: 2.7721 +2025-06-21 08:19:31,293 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-06-21 08:22:51,778 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 08:22:52,241 - pyskl - INFO - +top1_acc 0.7892 +top5_acc 0.9482 +2025-06-21 08:22:52,303 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_101.pth was removed +2025-06-21 08:22:53,491 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. +2025-06-21 08:22:53,494 - pyskl - INFO - Best top1_acc is 0.7892 at 107 epoch. +2025-06-21 08:22:53,512 - pyskl - INFO - Epoch(val) [107][3183] top1_acc: 0.7892, top5_acc: 0.9482 +2025-06-21 08:24:02,497 - pyskl - INFO - Epoch [108][100/3940] lr: 4.730e-03, eta: 20:55:22, time: 0.690, data_time: 0.247, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.6802, loss: 2.6802 +2025-06-21 08:24:46,840 - pyskl - INFO - Epoch [108][200/3940] lr: 4.725e-03, eta: 20:54:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.6353, loss: 2.6353 +2025-06-21 08:25:31,101 - pyskl - INFO - Epoch [108][300/3940] lr: 4.720e-03, eta: 20:53:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 2.5589, loss: 2.5589 +2025-06-21 08:26:15,412 - pyskl - INFO - Epoch [108][400/3940] lr: 4.715e-03, eta: 20:53:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.5829, loss: 2.5829 +2025-06-21 08:26:59,670 - pyskl - INFO - Epoch [108][500/3940] lr: 4.710e-03, eta: 20:52:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 2.6979, loss: 2.6979 +2025-06-21 08:27:44,037 - pyskl - INFO - Epoch [108][600/3940] lr: 4.704e-03, eta: 20:51:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.6753, loss: 2.6753 +2025-06-21 08:28:28,321 - pyskl - INFO - Epoch [108][700/3940] lr: 4.699e-03, eta: 20:50:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.5642, loss: 2.5642 +2025-06-21 08:29:12,550 - pyskl - INFO - Epoch [108][800/3940] lr: 4.694e-03, eta: 20:50:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.6205, loss: 2.6205 +2025-06-21 08:29:56,798 - pyskl - INFO - Epoch [108][900/3940] lr: 4.689e-03, eta: 20:49:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.7759, loss: 2.7759 +2025-06-21 08:30:41,018 - pyskl - INFO - Epoch [108][1000/3940] lr: 4.684e-03, eta: 20:48:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.5778, loss: 2.5778 +2025-06-21 08:31:25,325 - pyskl - INFO - Epoch [108][1100/3940] lr: 4.679e-03, eta: 20:47:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.6990, loss: 2.6990 +2025-06-21 08:32:09,588 - pyskl - INFO - Epoch [108][1200/3940] lr: 4.673e-03, eta: 20:47:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.6545, loss: 2.6545 +2025-06-21 08:32:53,907 - pyskl - INFO - Epoch [108][1300/3940] lr: 4.668e-03, eta: 20:46:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.6183, loss: 2.6183 +2025-06-21 08:33:38,188 - pyskl - INFO - Epoch [108][1400/3940] lr: 4.663e-03, eta: 20:45:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.6465, loss: 2.6465 +2025-06-21 08:34:22,553 - pyskl - INFO - Epoch [108][1500/3940] lr: 4.658e-03, eta: 20:44:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.6595, loss: 2.6595 +2025-06-21 08:35:06,851 - pyskl - INFO - Epoch [108][1600/3940] lr: 4.653e-03, eta: 20:44:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9950, loss_cls: 2.5944, loss: 2.5944 +2025-06-21 08:35:51,129 - pyskl - INFO - Epoch [108][1700/3940] lr: 4.647e-03, eta: 20:43:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9862, loss_cls: 2.6447, loss: 2.6447 +2025-06-21 08:36:35,441 - pyskl - INFO - Epoch [108][1800/3940] lr: 4.642e-03, eta: 20:42:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.6035, loss: 2.6035 +2025-06-21 08:37:19,694 - pyskl - INFO - Epoch [108][1900/3940] lr: 4.637e-03, eta: 20:42:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.5807, loss: 2.5807 +2025-06-21 08:38:03,990 - pyskl - INFO - Epoch [108][2000/3940] lr: 4.632e-03, eta: 20:41:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.6394, loss: 2.6394 +2025-06-21 08:38:48,203 - pyskl - INFO - Epoch [108][2100/3940] lr: 4.627e-03, eta: 20:40:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.6268, loss: 2.6268 +2025-06-21 08:39:32,431 - pyskl - INFO - Epoch [108][2200/3940] lr: 4.622e-03, eta: 20:39:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9869, loss_cls: 2.5952, loss: 2.5952 +2025-06-21 08:40:16,691 - pyskl - INFO - Epoch [108][2300/3940] lr: 4.617e-03, eta: 20:39:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.6468, loss: 2.6468 +2025-06-21 08:41:00,992 - pyskl - INFO - Epoch [108][2400/3940] lr: 4.611e-03, eta: 20:38:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.6616, loss: 2.6616 +2025-06-21 08:41:45,384 - pyskl - INFO - Epoch [108][2500/3940] lr: 4.606e-03, eta: 20:37:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.6890, loss: 2.6890 +2025-06-21 08:42:29,735 - pyskl - INFO - Epoch [108][2600/3940] lr: 4.601e-03, eta: 20:36:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.6761, loss: 2.6761 +2025-06-21 08:43:14,056 - pyskl - INFO - Epoch [108][2700/3940] lr: 4.596e-03, eta: 20:36:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9844, loss_cls: 2.6930, loss: 2.6930 +2025-06-21 08:43:58,425 - pyskl - INFO - Epoch [108][2800/3940] lr: 4.591e-03, eta: 20:35:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9825, loss_cls: 2.8242, loss: 2.8242 +2025-06-21 08:44:42,757 - pyskl - INFO - Epoch [108][2900/3940] lr: 4.586e-03, eta: 20:34:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.7464, loss: 2.7464 +2025-06-21 08:45:27,097 - pyskl - INFO - Epoch [108][3000/3940] lr: 4.580e-03, eta: 20:33:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9862, loss_cls: 2.6540, loss: 2.6540 +2025-06-21 08:46:11,414 - pyskl - INFO - Epoch [108][3100/3940] lr: 4.575e-03, eta: 20:33:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.6070, loss: 2.6070 +2025-06-21 08:46:55,759 - pyskl - INFO - Epoch [108][3200/3940] lr: 4.570e-03, eta: 20:32:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.7051, loss: 2.7051 +2025-06-21 08:47:40,153 - pyskl - INFO - Epoch [108][3300/3940] lr: 4.565e-03, eta: 20:31:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 2.5219, loss: 2.5219 +2025-06-21 08:48:24,468 - pyskl - INFO - Epoch [108][3400/3940] lr: 4.560e-03, eta: 20:30:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.8049, loss: 2.8049 +2025-06-21 08:49:08,760 - pyskl - INFO - Epoch [108][3500/3940] lr: 4.555e-03, eta: 20:30:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.6609, loss: 2.6609 +2025-06-21 08:49:53,116 - pyskl - INFO - Epoch [108][3600/3940] lr: 4.550e-03, eta: 20:29:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.7632, loss: 2.7632 +2025-06-21 08:50:37,346 - pyskl - INFO - Epoch [108][3700/3940] lr: 4.545e-03, eta: 20:28:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9819, loss_cls: 2.6833, loss: 2.6833 +2025-06-21 08:51:21,481 - pyskl - INFO - Epoch [108][3800/3940] lr: 4.539e-03, eta: 20:27:53, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.7669, loss: 2.7669 +2025-06-21 08:52:05,697 - pyskl - INFO - Epoch [108][3900/3940] lr: 4.534e-03, eta: 20:27:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9806, loss_cls: 2.7600, loss: 2.7600 +2025-06-21 08:52:23,651 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-06-21 08:55:44,098 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 08:55:44,555 - pyskl - INFO - +top1_acc 0.7895 +top5_acc 0.9602 +2025-06-21 08:55:44,611 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_107.pth was removed +2025-06-21 08:55:45,621 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. +2025-06-21 08:55:45,623 - pyskl - INFO - Best top1_acc is 0.7895 at 108 epoch. +2025-06-21 08:55:45,638 - pyskl - INFO - Epoch(val) [108][3183] top1_acc: 0.7895, top5_acc: 0.9602 +2025-06-21 08:56:54,819 - pyskl - INFO - Epoch [109][100/3940] lr: 4.527e-03, eta: 20:26:09, time: 0.692, data_time: 0.250, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.6637, loss: 2.6637 +2025-06-21 08:57:38,953 - pyskl - INFO - Epoch [109][200/3940] lr: 4.522e-03, eta: 20:25:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.6464, loss: 2.6464 +2025-06-21 08:58:23,176 - pyskl - INFO - Epoch [109][300/3940] lr: 4.517e-03, eta: 20:24:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9950, loss_cls: 2.5773, loss: 2.5773 +2025-06-21 08:59:07,434 - pyskl - INFO - Epoch [109][400/3940] lr: 4.512e-03, eta: 20:23:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.6306, loss: 2.6306 +2025-06-21 08:59:51,719 - pyskl - INFO - Epoch [109][500/3940] lr: 4.507e-03, eta: 20:23:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.6033, loss: 2.6033 +2025-06-21 09:00:35,952 - pyskl - INFO - Epoch [109][600/3940] lr: 4.502e-03, eta: 20:22:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.5739, loss: 2.5739 +2025-06-21 09:01:20,201 - pyskl - INFO - Epoch [109][700/3940] lr: 4.496e-03, eta: 20:21:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.5807, loss: 2.5807 +2025-06-21 09:02:04,496 - pyskl - INFO - Epoch [109][800/3940] lr: 4.491e-03, eta: 20:20:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.6359, loss: 2.6359 +2025-06-21 09:02:48,768 - pyskl - INFO - Epoch [109][900/3940] lr: 4.486e-03, eta: 20:20:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.6770, loss: 2.6770 +2025-06-21 09:03:33,028 - pyskl - INFO - Epoch [109][1000/3940] lr: 4.481e-03, eta: 20:19:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.5947, loss: 2.5947 +2025-06-21 09:04:17,206 - pyskl - INFO - Epoch [109][1100/3940] lr: 4.476e-03, eta: 20:18:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.5579, loss: 2.5579 +2025-06-21 09:05:01,450 - pyskl - INFO - Epoch [109][1200/3940] lr: 4.471e-03, eta: 20:17:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 2.5774, loss: 2.5774 +2025-06-21 09:05:45,809 - pyskl - INFO - Epoch [109][1300/3940] lr: 4.466e-03, eta: 20:17:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.5715, loss: 2.5715 +2025-06-21 09:06:30,042 - pyskl - INFO - Epoch [109][1400/3940] lr: 4.461e-03, eta: 20:16:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.5899, loss: 2.5899 +2025-06-21 09:07:14,294 - pyskl - INFO - Epoch [109][1500/3940] lr: 4.456e-03, eta: 20:15:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 2.5169, loss: 2.5169 +2025-06-21 09:07:58,454 - pyskl - INFO - Epoch [109][1600/3940] lr: 4.451e-03, eta: 20:15:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.5743, loss: 2.5743 +2025-06-21 09:08:42,717 - pyskl - INFO - Epoch [109][1700/3940] lr: 4.446e-03, eta: 20:14:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.5833, loss: 2.5833 +2025-06-21 09:09:26,958 - pyskl - INFO - Epoch [109][1800/3940] lr: 4.440e-03, eta: 20:13:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9862, loss_cls: 2.6176, loss: 2.6176 +2025-06-21 09:10:11,224 - pyskl - INFO - Epoch [109][1900/3940] lr: 4.435e-03, eta: 20:12:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.6366, loss: 2.6366 +2025-06-21 09:10:55,361 - pyskl - INFO - Epoch [109][2000/3940] lr: 4.430e-03, eta: 20:12:02, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 2.4925, loss: 2.4925 +2025-06-21 09:11:39,499 - pyskl - INFO - Epoch [109][2100/3940] lr: 4.425e-03, eta: 20:11:17, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.7000, loss: 2.7000 +2025-06-21 09:12:23,689 - pyskl - INFO - Epoch [109][2200/3940] lr: 4.420e-03, eta: 20:10:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.6663, loss: 2.6663 +2025-06-21 09:13:08,203 - pyskl - INFO - Epoch [109][2300/3940] lr: 4.415e-03, eta: 20:09:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9856, loss_cls: 2.6023, loss: 2.6023 +2025-06-21 09:13:52,763 - pyskl - INFO - Epoch [109][2400/3940] lr: 4.410e-03, eta: 20:09:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.6792, loss: 2.6792 +2025-06-21 09:14:37,185 - pyskl - INFO - Epoch [109][2500/3940] lr: 4.405e-03, eta: 20:08:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.6712, loss: 2.6712 +2025-06-21 09:15:21,578 - pyskl - INFO - Epoch [109][2600/3940] lr: 4.400e-03, eta: 20:07:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 2.7020, loss: 2.7020 +2025-06-21 09:16:06,004 - pyskl - INFO - Epoch [109][2700/3940] lr: 4.395e-03, eta: 20:06:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.6444, loss: 2.6444 +2025-06-21 09:16:50,254 - pyskl - INFO - Epoch [109][2800/3940] lr: 4.390e-03, eta: 20:06:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 2.5917, loss: 2.5917 +2025-06-21 09:17:34,518 - pyskl - INFO - Epoch [109][2900/3940] lr: 4.385e-03, eta: 20:05:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.7204, loss: 2.7204 +2025-06-21 09:18:18,821 - pyskl - INFO - Epoch [109][3000/3940] lr: 4.380e-03, eta: 20:04:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9850, loss_cls: 2.7222, loss: 2.7222 +2025-06-21 09:19:03,107 - pyskl - INFO - Epoch [109][3100/3940] lr: 4.375e-03, eta: 20:03:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.6412, loss: 2.6412 +2025-06-21 09:19:47,377 - pyskl - INFO - Epoch [109][3200/3940] lr: 4.370e-03, eta: 20:03:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.6762, loss: 2.6762 +2025-06-21 09:20:31,662 - pyskl - INFO - Epoch [109][3300/3940] lr: 4.365e-03, eta: 20:02:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.7116, loss: 2.7116 +2025-06-21 09:21:15,921 - pyskl - INFO - Epoch [109][3400/3940] lr: 4.359e-03, eta: 20:01:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.5473, loss: 2.5473 +2025-06-21 09:22:00,230 - pyskl - INFO - Epoch [109][3500/3940] lr: 4.354e-03, eta: 20:00:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.6523, loss: 2.6523 +2025-06-21 09:22:44,468 - pyskl - INFO - Epoch [109][3600/3940] lr: 4.349e-03, eta: 20:00:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 2.6183, loss: 2.6183 +2025-06-21 09:23:28,803 - pyskl - INFO - Epoch [109][3700/3940] lr: 4.344e-03, eta: 19:59:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 2.5777, loss: 2.5777 +2025-06-21 09:24:13,090 - pyskl - INFO - Epoch [109][3800/3940] lr: 4.339e-03, eta: 19:58:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.5575, loss: 2.5575 +2025-06-21 09:24:57,456 - pyskl - INFO - Epoch [109][3900/3940] lr: 4.334e-03, eta: 19:57:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.6631, loss: 2.6631 +2025-06-21 09:25:15,403 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-06-21 09:28:35,826 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 09:28:36,286 - pyskl - INFO - +top1_acc 0.7945 +top5_acc 0.9485 +2025-06-21 09:28:36,344 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_108.pth was removed +2025-06-21 09:28:37,371 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. +2025-06-21 09:28:37,373 - pyskl - INFO - Best top1_acc is 0.7945 at 109 epoch. +2025-06-21 09:28:37,389 - pyskl - INFO - Epoch(val) [109][3183] top1_acc: 0.7945, top5_acc: 0.9485 +2025-06-21 09:29:46,226 - pyskl - INFO - Epoch [110][100/3940] lr: 4.327e-03, eta: 19:56:56, time: 0.688, data_time: 0.246, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.5801, loss: 2.5801 +2025-06-21 09:30:30,409 - pyskl - INFO - Epoch [110][200/3940] lr: 4.322e-03, eta: 19:56:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 2.5643, loss: 2.5643 +2025-06-21 09:31:14,633 - pyskl - INFO - Epoch [110][300/3940] lr: 4.317e-03, eta: 19:55:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.5942, loss: 2.5942 +2025-06-21 09:31:58,884 - pyskl - INFO - Epoch [110][400/3940] lr: 4.312e-03, eta: 19:54:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.4768, loss: 2.4768 +2025-06-21 09:32:43,105 - pyskl - INFO - Epoch [110][500/3940] lr: 4.307e-03, eta: 19:53:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9856, loss_cls: 2.5566, loss: 2.5566 +2025-06-21 09:33:27,269 - pyskl - INFO - Epoch [110][600/3940] lr: 4.302e-03, eta: 19:53:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 2.5430, loss: 2.5430 +2025-06-21 09:34:11,378 - pyskl - INFO - Epoch [110][700/3940] lr: 4.297e-03, eta: 19:52:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.5667, loss: 2.5667 +2025-06-21 09:34:55,536 - pyskl - INFO - Epoch [110][800/3940] lr: 4.292e-03, eta: 19:51:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9862, loss_cls: 2.6342, loss: 2.6342 +2025-06-21 09:35:39,759 - pyskl - INFO - Epoch [110][900/3940] lr: 4.287e-03, eta: 19:50:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.5586, loss: 2.5586 +2025-06-21 09:36:23,949 - pyskl - INFO - Epoch [110][1000/3940] lr: 4.282e-03, eta: 19:50:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.5179, loss: 2.5179 +2025-06-21 09:37:08,093 - pyskl - INFO - Epoch [110][1100/3940] lr: 4.277e-03, eta: 19:49:30, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9894, loss_cls: 2.4660, loss: 2.4660 +2025-06-21 09:37:52,284 - pyskl - INFO - Epoch [110][1200/3940] lr: 4.272e-03, eta: 19:48:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.5924, loss: 2.5924 +2025-06-21 09:38:36,466 - pyskl - INFO - Epoch [110][1300/3940] lr: 4.267e-03, eta: 19:48:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.6157, loss: 2.6157 +2025-06-21 09:39:20,626 - pyskl - INFO - Epoch [110][1400/3940] lr: 4.262e-03, eta: 19:47:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9950, loss_cls: 2.6390, loss: 2.6390 +2025-06-21 09:40:04,759 - pyskl - INFO - Epoch [110][1500/3940] lr: 4.257e-03, eta: 19:46:31, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.6002, loss: 2.6002 +2025-06-21 09:40:48,879 - pyskl - INFO - Epoch [110][1600/3940] lr: 4.252e-03, eta: 19:45:47, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.5826, loss: 2.5826 +2025-06-21 09:41:33,043 - pyskl - INFO - Epoch [110][1700/3940] lr: 4.247e-03, eta: 19:45:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 2.6491, loss: 2.6491 +2025-06-21 09:42:17,238 - pyskl - INFO - Epoch [110][1800/3940] lr: 4.242e-03, eta: 19:44:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.5689, loss: 2.5689 +2025-06-21 09:43:01,355 - pyskl - INFO - Epoch [110][1900/3940] lr: 4.237e-03, eta: 19:43:33, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.6137, loss: 2.6137 +2025-06-21 09:43:45,482 - pyskl - INFO - Epoch [110][2000/3940] lr: 4.232e-03, eta: 19:42:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.5856, loss: 2.5856 +2025-06-21 09:44:29,598 - pyskl - INFO - Epoch [110][2100/3940] lr: 4.227e-03, eta: 19:42:04, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.5010, loss: 2.5010 +2025-06-21 09:45:13,731 - pyskl - INFO - Epoch [110][2200/3940] lr: 4.222e-03, eta: 19:41:19, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.4844, loss: 2.4844 +2025-06-21 09:45:57,883 - pyskl - INFO - Epoch [110][2300/3940] lr: 4.217e-03, eta: 19:40:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.6177, loss: 2.6177 +2025-06-21 09:46:42,118 - pyskl - INFO - Epoch [110][2400/3940] lr: 4.212e-03, eta: 19:39:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 2.5783, loss: 2.5783 +2025-06-21 09:47:26,408 - pyskl - INFO - Epoch [110][2500/3940] lr: 4.207e-03, eta: 19:39:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.5969, loss: 2.5969 +2025-06-21 09:48:10,642 - pyskl - INFO - Epoch [110][2600/3940] lr: 4.202e-03, eta: 19:38:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.5953, loss: 2.5953 +2025-06-21 09:48:54,885 - pyskl - INFO - Epoch [110][2700/3940] lr: 4.197e-03, eta: 19:37:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.6210, loss: 2.6210 +2025-06-21 09:49:39,423 - pyskl - INFO - Epoch [110][2800/3940] lr: 4.192e-03, eta: 19:36:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 2.5933, loss: 2.5933 +2025-06-21 09:50:24,216 - pyskl - INFO - Epoch [110][2900/3940] lr: 4.187e-03, eta: 19:36:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9862, loss_cls: 2.6948, loss: 2.6948 +2025-06-21 09:51:08,693 - pyskl - INFO - Epoch [110][3000/3940] lr: 4.182e-03, eta: 19:35:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 2.7356, loss: 2.7356 +2025-06-21 09:51:52,981 - pyskl - INFO - Epoch [110][3100/3940] lr: 4.177e-03, eta: 19:34:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.6482, loss: 2.6482 +2025-06-21 09:52:37,132 - pyskl - INFO - Epoch [110][3200/3940] lr: 4.173e-03, eta: 19:33:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9869, loss_cls: 2.5209, loss: 2.5209 +2025-06-21 09:53:21,166 - pyskl - INFO - Epoch [110][3300/3940] lr: 4.168e-03, eta: 19:33:09, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.5255, loss: 2.5255 +2025-06-21 09:54:05,144 - pyskl - INFO - Epoch [110][3400/3940] lr: 4.163e-03, eta: 19:32:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.6407, loss: 2.6407 +2025-06-21 09:54:49,177 - pyskl - INFO - Epoch [110][3500/3940] lr: 4.158e-03, eta: 19:31:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.5330, loss: 2.5330 +2025-06-21 09:55:33,247 - pyskl - INFO - Epoch [110][3600/3940] lr: 4.153e-03, eta: 19:30:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9838, loss_cls: 2.5838, loss: 2.5838 +2025-06-21 09:56:17,243 - pyskl - INFO - Epoch [110][3700/3940] lr: 4.148e-03, eta: 19:30:10, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.7208, loss: 2.7208 +2025-06-21 09:57:01,192 - pyskl - INFO - Epoch [110][3800/3940] lr: 4.143e-03, eta: 19:29:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 2.6419, loss: 2.6419 +2025-06-21 09:57:45,240 - pyskl - INFO - Epoch [110][3900/3940] lr: 4.138e-03, eta: 19:28:41, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.6207, loss: 2.6207 +2025-06-21 09:58:03,239 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-06-21 10:17:23,689 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 10:17:24,155 - pyskl - INFO - +top1_acc 0.7896 +top5_acc 0.9577 +2025-06-21 10:17:24,173 - pyskl - INFO - Epoch(val) [110][3183] top1_acc: 0.7896, top5_acc: 0.9577 +2025-06-21 10:18:33,263 - pyskl - INFO - Epoch [111][100/3940] lr: 4.131e-03, eta: 19:27:41, time: 0.691, data_time: 0.249, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.6053, loss: 2.6053 +2025-06-21 10:19:17,442 - pyskl - INFO - Epoch [111][200/3940] lr: 4.126e-03, eta: 19:26:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 2.5207, loss: 2.5207 +2025-06-21 10:20:01,617 - pyskl - INFO - Epoch [111][300/3940] lr: 4.121e-03, eta: 19:26:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.4325, loss: 2.4325 +2025-06-21 10:20:45,937 - pyskl - INFO - Epoch [111][400/3940] lr: 4.116e-03, eta: 19:25:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.4887, loss: 2.4887 +2025-06-21 10:21:30,085 - pyskl - INFO - Epoch [111][500/3940] lr: 4.111e-03, eta: 19:24:43, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.5012, loss: 2.5012 +2025-06-21 10:22:14,165 - pyskl - INFO - Epoch [111][600/3940] lr: 4.106e-03, eta: 19:23:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 2.5204, loss: 2.5204 +2025-06-21 10:22:58,268 - pyskl - INFO - Epoch [111][700/3940] lr: 4.101e-03, eta: 19:23:14, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.4354, loss: 2.4354 +2025-06-21 10:23:42,396 - pyskl - INFO - Epoch [111][800/3940] lr: 4.096e-03, eta: 19:22:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.3811, loss: 2.3811 +2025-06-21 10:24:26,547 - pyskl - INFO - Epoch [111][900/3940] lr: 4.092e-03, eta: 19:21:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 2.4933, loss: 2.4933 +2025-06-21 10:25:10,742 - pyskl - INFO - Epoch [111][1000/3940] lr: 4.087e-03, eta: 19:21:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 2.5610, loss: 2.5610 +2025-06-21 10:25:54,989 - pyskl - INFO - Epoch [111][1100/3940] lr: 4.082e-03, eta: 19:20:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.6147, loss: 2.6147 +2025-06-21 10:26:39,365 - pyskl - INFO - Epoch [111][1200/3940] lr: 4.077e-03, eta: 19:19:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9956, loss_cls: 2.6230, loss: 2.6230 +2025-06-21 10:27:23,501 - pyskl - INFO - Epoch [111][1300/3940] lr: 4.072e-03, eta: 19:18:46, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.5226, loss: 2.5226 +2025-06-21 10:28:07,568 - pyskl - INFO - Epoch [111][1400/3940] lr: 4.067e-03, eta: 19:18:02, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 2.5299, loss: 2.5299 +2025-06-21 10:28:51,668 - pyskl - INFO - Epoch [111][1500/3940] lr: 4.062e-03, eta: 19:17:17, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.4893, loss: 2.4893 +2025-06-21 10:29:35,793 - pyskl - INFO - Epoch [111][1600/3940] lr: 4.057e-03, eta: 19:16:32, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9869, loss_cls: 2.5291, loss: 2.5291 +2025-06-21 10:30:19,896 - pyskl - INFO - Epoch [111][1700/3940] lr: 4.052e-03, eta: 19:15:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.5403, loss: 2.5403 +2025-06-21 10:31:03,966 - pyskl - INFO - Epoch [111][1800/3940] lr: 4.047e-03, eta: 19:15:03, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 2.5442, loss: 2.5442 +2025-06-21 10:31:48,096 - pyskl - INFO - Epoch [111][1900/3940] lr: 4.043e-03, eta: 19:14:19, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 2.5311, loss: 2.5311 +2025-06-21 10:32:32,191 - pyskl - INFO - Epoch [111][2000/3940] lr: 4.038e-03, eta: 19:13:34, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.5011, loss: 2.5011 +2025-06-21 10:33:16,263 - pyskl - INFO - Epoch [111][2100/3940] lr: 4.033e-03, eta: 19:12:49, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.5792, loss: 2.5792 +2025-06-21 10:34:00,292 - pyskl - INFO - Epoch [111][2200/3940] lr: 4.028e-03, eta: 19:12:05, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.5503, loss: 2.5503 +2025-06-21 10:34:44,391 - pyskl - INFO - Epoch [111][2300/3940] lr: 4.023e-03, eta: 19:11:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.5411, loss: 2.5411 +2025-06-21 10:35:28,527 - pyskl - INFO - Epoch [111][2400/3940] lr: 4.018e-03, eta: 19:10:35, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 2.4804, loss: 2.4804 +2025-06-21 10:36:12,659 - pyskl - INFO - Epoch [111][2500/3940] lr: 4.013e-03, eta: 19:09:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.6238, loss: 2.6238 +2025-06-21 10:36:56,811 - pyskl - INFO - Epoch [111][2600/3940] lr: 4.008e-03, eta: 19:09:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.6144, loss: 2.6144 +2025-06-21 10:37:40,943 - pyskl - INFO - Epoch [111][2700/3940] lr: 4.003e-03, eta: 19:08:22, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.6026, loss: 2.6026 +2025-06-21 10:38:25,081 - pyskl - INFO - Epoch [111][2800/3940] lr: 3.999e-03, eta: 19:07:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.6071, loss: 2.6071 +2025-06-21 10:39:09,164 - pyskl - INFO - Epoch [111][2900/3940] lr: 3.994e-03, eta: 19:06:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 2.5646, loss: 2.5646 +2025-06-21 10:39:53,368 - pyskl - INFO - Epoch [111][3000/3940] lr: 3.989e-03, eta: 19:06:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 2.6456, loss: 2.6456 +2025-06-21 10:40:37,542 - pyskl - INFO - Epoch [111][3100/3940] lr: 3.984e-03, eta: 19:05:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.5413, loss: 2.5413 +2025-06-21 10:41:21,702 - pyskl - INFO - Epoch [111][3200/3940] lr: 3.979e-03, eta: 19:04:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.6850, loss: 2.6850 +2025-06-21 10:42:05,787 - pyskl - INFO - Epoch [111][3300/3940] lr: 3.974e-03, eta: 19:03:54, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9856, loss_cls: 2.5538, loss: 2.5538 +2025-06-21 10:42:49,853 - pyskl - INFO - Epoch [111][3400/3940] lr: 3.969e-03, eta: 19:03:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 2.5147, loss: 2.5147 +2025-06-21 10:43:33,952 - pyskl - INFO - Epoch [111][3500/3940] lr: 3.965e-03, eta: 19:02:25, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.4981, loss: 2.4981 +2025-06-21 10:44:18,033 - pyskl - INFO - Epoch [111][3600/3940] lr: 3.960e-03, eta: 19:01:40, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9950, loss_cls: 2.5420, loss: 2.5420 +2025-06-21 10:45:02,154 - pyskl - INFO - Epoch [111][3700/3940] lr: 3.955e-03, eta: 19:00:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9869, loss_cls: 2.5411, loss: 2.5411 +2025-06-21 10:45:46,250 - pyskl - INFO - Epoch [111][3800/3940] lr: 3.950e-03, eta: 19:00:11, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.4835, loss: 2.4835 +2025-06-21 10:46:30,387 - pyskl - INFO - Epoch [111][3900/3940] lr: 3.945e-03, eta: 18:59:26, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.7170, loss: 2.7170 +2025-06-21 10:46:48,402 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-06-21 10:50:09,119 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 10:50:09,574 - pyskl - INFO - +top1_acc 0.7854 +top5_acc 0.9572 +2025-06-21 10:50:09,591 - pyskl - INFO - Epoch(val) [111][3183] top1_acc: 0.7854, top5_acc: 0.9572 +2025-06-21 10:51:18,476 - pyskl - INFO - Epoch [112][100/3940] lr: 3.938e-03, eta: 18:58:26, time: 0.689, data_time: 0.248, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.4485, loss: 2.4485 +2025-06-21 10:52:02,646 - pyskl - INFO - Epoch [112][200/3940] lr: 3.934e-03, eta: 18:57:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.4005, loss: 2.4005 +2025-06-21 10:52:46,811 - pyskl - INFO - Epoch [112][300/3940] lr: 3.929e-03, eta: 18:56:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.3848, loss: 2.3848 +2025-06-21 10:53:30,952 - pyskl - INFO - Epoch [112][400/3940] lr: 3.924e-03, eta: 18:56:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.5198, loss: 2.5198 +2025-06-21 10:54:15,065 - pyskl - INFO - Epoch [112][500/3940] lr: 3.919e-03, eta: 18:55:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9975, loss_cls: 2.4395, loss: 2.4395 +2025-06-21 10:54:59,249 - pyskl - INFO - Epoch [112][600/3940] lr: 3.914e-03, eta: 18:54:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 2.4486, loss: 2.4486 +2025-06-21 10:55:43,406 - pyskl - INFO - Epoch [112][700/3940] lr: 3.909e-03, eta: 18:53:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.4563, loss: 2.4563 +2025-06-21 10:56:27,566 - pyskl - INFO - Epoch [112][800/3940] lr: 3.905e-03, eta: 18:53:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9944, loss_cls: 2.4566, loss: 2.4566 +2025-06-21 10:57:11,780 - pyskl - INFO - Epoch [112][900/3940] lr: 3.900e-03, eta: 18:52:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 2.4585, loss: 2.4585 +2025-06-21 10:57:55,946 - pyskl - INFO - Epoch [112][1000/3940] lr: 3.895e-03, eta: 18:51:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.6001, loss: 2.6001 +2025-06-21 10:58:40,175 - pyskl - INFO - Epoch [112][1100/3940] lr: 3.890e-03, eta: 18:51:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 2.5357, loss: 2.5357 +2025-06-21 10:59:24,335 - pyskl - INFO - Epoch [112][1200/3940] lr: 3.885e-03, eta: 18:50:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9875, loss_cls: 2.5622, loss: 2.5622 +2025-06-21 11:00:08,638 - pyskl - INFO - Epoch [112][1300/3940] lr: 3.880e-03, eta: 18:49:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 2.5368, loss: 2.5368 +2025-06-21 11:00:52,928 - pyskl - INFO - Epoch [112][1400/3940] lr: 3.876e-03, eta: 18:48:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9869, loss_cls: 2.5539, loss: 2.5539 +2025-06-21 11:01:37,143 - pyskl - INFO - Epoch [112][1500/3940] lr: 3.871e-03, eta: 18:48:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 2.5863, loss: 2.5863 +2025-06-21 11:02:21,358 - pyskl - INFO - Epoch [112][1600/3940] lr: 3.866e-03, eta: 18:47:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.4810, loss: 2.4810 +2025-06-21 11:03:05,624 - pyskl - INFO - Epoch [112][1700/3940] lr: 3.861e-03, eta: 18:46:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9862, loss_cls: 2.5391, loss: 2.5391 +2025-06-21 11:03:49,825 - pyskl - INFO - Epoch [112][1800/3940] lr: 3.856e-03, eta: 18:45:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.4658, loss: 2.4658 +2025-06-21 11:04:34,019 - pyskl - INFO - Epoch [112][1900/3940] lr: 3.852e-03, eta: 18:45:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 2.4871, loss: 2.4871 +2025-06-21 11:05:18,185 - pyskl - INFO - Epoch [112][2000/3940] lr: 3.847e-03, eta: 18:44:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.5114, loss: 2.5114 +2025-06-21 11:06:02,376 - pyskl - INFO - Epoch [112][2100/3940] lr: 3.842e-03, eta: 18:43:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 2.5513, loss: 2.5513 +2025-06-21 11:06:46,555 - pyskl - INFO - Epoch [112][2200/3940] lr: 3.837e-03, eta: 18:42:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9844, loss_cls: 2.6119, loss: 2.6119 +2025-06-21 11:07:30,744 - pyskl - INFO - Epoch [112][2300/3940] lr: 3.832e-03, eta: 18:42:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 2.4783, loss: 2.4783 +2025-06-21 11:08:14,886 - pyskl - INFO - Epoch [112][2400/3940] lr: 3.828e-03, eta: 18:41:21, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.4986, loss: 2.4986 +2025-06-21 11:08:59,056 - pyskl - INFO - Epoch [112][2500/3940] lr: 3.823e-03, eta: 18:40:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.5357, loss: 2.5357 +2025-06-21 11:09:43,269 - pyskl - INFO - Epoch [112][2600/3940] lr: 3.818e-03, eta: 18:39:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.6507, loss: 2.6507 +2025-06-21 11:10:27,473 - pyskl - INFO - Epoch [112][2700/3940] lr: 3.813e-03, eta: 18:39:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.4313, loss: 2.4313 +2025-06-21 11:11:11,717 - pyskl - INFO - Epoch [112][2800/3940] lr: 3.809e-03, eta: 18:38:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.5392, loss: 2.5392 +2025-06-21 11:11:55,896 - pyskl - INFO - Epoch [112][2900/3940] lr: 3.804e-03, eta: 18:37:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.6451, loss: 2.6451 +2025-06-21 11:12:40,141 - pyskl - INFO - Epoch [112][3000/3940] lr: 3.799e-03, eta: 18:36:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.5180, loss: 2.5180 +2025-06-21 11:13:24,292 - pyskl - INFO - Epoch [112][3100/3940] lr: 3.794e-03, eta: 18:36:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.5218, loss: 2.5218 +2025-06-21 11:14:08,419 - pyskl - INFO - Epoch [112][3200/3940] lr: 3.789e-03, eta: 18:35:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.4784, loss: 2.4784 +2025-06-21 11:14:52,577 - pyskl - INFO - Epoch [112][3300/3940] lr: 3.785e-03, eta: 18:34:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.5920, loss: 2.5920 +2025-06-21 11:15:36,680 - pyskl - INFO - Epoch [112][3400/3940] lr: 3.780e-03, eta: 18:33:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.4991, loss: 2.4991 +2025-06-21 11:16:20,871 - pyskl - INFO - Epoch [112][3500/3940] lr: 3.775e-03, eta: 18:33:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.4222, loss: 2.4222 +2025-06-21 11:17:05,045 - pyskl - INFO - Epoch [112][3600/3940] lr: 3.770e-03, eta: 18:32:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.5405, loss: 2.5405 +2025-06-21 11:17:49,195 - pyskl - INFO - Epoch [112][3700/3940] lr: 3.766e-03, eta: 18:31:41, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.5672, loss: 2.5672 +2025-06-21 11:18:33,396 - pyskl - INFO - Epoch [112][3800/3940] lr: 3.761e-03, eta: 18:30:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.5291, loss: 2.5291 +2025-06-21 11:19:17,587 - pyskl - INFO - Epoch [112][3900/3940] lr: 3.756e-03, eta: 18:30:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.5963, loss: 2.5963 +2025-06-21 11:19:35,567 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-06-21 11:22:56,174 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 11:22:56,635 - pyskl - INFO - +top1_acc 0.7950 +top5_acc 0.9584 +2025-06-21 11:22:56,692 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_109.pth was removed +2025-06-21 11:22:57,709 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. +2025-06-21 11:22:57,711 - pyskl - INFO - Best top1_acc is 0.7950 at 112 epoch. +2025-06-21 11:22:57,726 - pyskl - INFO - Epoch(val) [112][3183] top1_acc: 0.7950, top5_acc: 0.9584 +2025-06-21 11:24:06,698 - pyskl - INFO - Epoch [113][100/3940] lr: 3.750e-03, eta: 18:29:12, time: 0.690, data_time: 0.246, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.5559, loss: 2.5559 +2025-06-21 11:24:50,861 - pyskl - INFO - Epoch [113][200/3940] lr: 3.745e-03, eta: 18:28:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.4428, loss: 2.4428 +2025-06-21 11:25:35,025 - pyskl - INFO - Epoch [113][300/3940] lr: 3.740e-03, eta: 18:27:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.4054, loss: 2.4054 +2025-06-21 11:26:19,179 - pyskl - INFO - Epoch [113][400/3940] lr: 3.735e-03, eta: 18:26:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.4786, loss: 2.4786 +2025-06-21 11:27:03,315 - pyskl - INFO - Epoch [113][500/3940] lr: 3.731e-03, eta: 18:26:14, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 2.3476, loss: 2.3476 +2025-06-21 11:27:47,438 - pyskl - INFO - Epoch [113][600/3940] lr: 3.726e-03, eta: 18:25:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9900, loss_cls: 2.4294, loss: 2.4294 +2025-06-21 11:28:31,685 - pyskl - INFO - Epoch [113][700/3940] lr: 3.721e-03, eta: 18:24:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.4587, loss: 2.4587 +2025-06-21 11:29:16,064 - pyskl - INFO - Epoch [113][800/3940] lr: 3.716e-03, eta: 18:24:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.4110, loss: 2.4110 +2025-06-21 11:30:00,306 - pyskl - INFO - Epoch [113][900/3940] lr: 3.712e-03, eta: 18:23:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.3918, loss: 2.3918 +2025-06-21 11:30:44,592 - pyskl - INFO - Epoch [113][1000/3940] lr: 3.707e-03, eta: 18:22:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.4928, loss: 2.4928 +2025-06-21 11:31:28,875 - pyskl - INFO - Epoch [113][1100/3940] lr: 3.702e-03, eta: 18:21:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 2.4086, loss: 2.4086 +2025-06-21 11:32:13,343 - pyskl - INFO - Epoch [113][1200/3940] lr: 3.697e-03, eta: 18:21:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 2.4219, loss: 2.4219 +2025-06-21 11:32:57,740 - pyskl - INFO - Epoch [113][1300/3940] lr: 3.693e-03, eta: 18:20:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.5351, loss: 2.5351 +2025-06-21 11:33:41,963 - pyskl - INFO - Epoch [113][1400/3940] lr: 3.688e-03, eta: 18:19:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.5113, loss: 2.5113 +2025-06-21 11:34:26,168 - pyskl - INFO - Epoch [113][1500/3940] lr: 3.683e-03, eta: 18:18:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.5764, loss: 2.5764 +2025-06-21 11:35:10,426 - pyskl - INFO - Epoch [113][1600/3940] lr: 3.679e-03, eta: 18:18:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9888, loss_cls: 2.4051, loss: 2.4051 +2025-06-21 11:35:54,680 - pyskl - INFO - Epoch [113][1700/3940] lr: 3.674e-03, eta: 18:17:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.4746, loss: 2.4746 +2025-06-21 11:36:38,960 - pyskl - INFO - Epoch [113][1800/3940] lr: 3.669e-03, eta: 18:16:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.5447, loss: 2.5447 +2025-06-21 11:37:23,210 - pyskl - INFO - Epoch [113][1900/3940] lr: 3.665e-03, eta: 18:15:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.4736, loss: 2.4736 +2025-06-21 11:38:07,494 - pyskl - INFO - Epoch [113][2000/3940] lr: 3.660e-03, eta: 18:15:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.4741, loss: 2.4741 +2025-06-21 11:38:51,746 - pyskl - INFO - Epoch [113][2100/3940] lr: 3.655e-03, eta: 18:14:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.6177, loss: 2.6177 +2025-06-21 11:39:36,021 - pyskl - INFO - Epoch [113][2200/3940] lr: 3.650e-03, eta: 18:13:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9862, loss_cls: 2.4412, loss: 2.4412 +2025-06-21 11:40:20,270 - pyskl - INFO - Epoch [113][2300/3940] lr: 3.646e-03, eta: 18:12:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.5558, loss: 2.5558 +2025-06-21 11:41:04,546 - pyskl - INFO - Epoch [113][2400/3940] lr: 3.641e-03, eta: 18:12:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.5375, loss: 2.5375 +2025-06-21 11:41:48,796 - pyskl - INFO - Epoch [113][2500/3940] lr: 3.636e-03, eta: 18:11:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.4533, loss: 2.4533 +2025-06-21 11:42:33,169 - pyskl - INFO - Epoch [113][2600/3940] lr: 3.632e-03, eta: 18:10:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 2.4545, loss: 2.4545 +2025-06-21 11:43:17,596 - pyskl - INFO - Epoch [113][2700/3940] lr: 3.627e-03, eta: 18:09:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 2.5543, loss: 2.5543 +2025-06-21 11:44:02,010 - pyskl - INFO - Epoch [113][2800/3940] lr: 3.622e-03, eta: 18:09:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.3644, loss: 2.3644 +2025-06-21 11:44:46,397 - pyskl - INFO - Epoch [113][2900/3940] lr: 3.618e-03, eta: 18:08:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.5413, loss: 2.5413 +2025-06-21 11:45:30,768 - pyskl - INFO - Epoch [113][3000/3940] lr: 3.613e-03, eta: 18:07:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.5308, loss: 2.5308 +2025-06-21 11:46:15,125 - pyskl - INFO - Epoch [113][3100/3940] lr: 3.608e-03, eta: 18:06:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9850, loss_cls: 2.5748, loss: 2.5748 +2025-06-21 11:46:59,515 - pyskl - INFO - Epoch [113][3200/3940] lr: 3.604e-03, eta: 18:06:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.5779, loss: 2.5779 +2025-06-21 11:47:43,927 - pyskl - INFO - Epoch [113][3300/3940] lr: 3.599e-03, eta: 18:05:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9850, loss_cls: 2.5882, loss: 2.5882 +2025-06-21 11:48:28,295 - pyskl - INFO - Epoch [113][3400/3940] lr: 3.594e-03, eta: 18:04:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.5803, loss: 2.5803 +2025-06-21 11:49:12,660 - pyskl - INFO - Epoch [113][3500/3940] lr: 3.590e-03, eta: 18:03:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 2.4708, loss: 2.4708 +2025-06-21 11:49:57,125 - pyskl - INFO - Epoch [113][3600/3940] lr: 3.585e-03, eta: 18:03:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9875, loss_cls: 2.5916, loss: 2.5916 +2025-06-21 11:50:41,504 - pyskl - INFO - Epoch [113][3700/3940] lr: 3.580e-03, eta: 18:02:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.5608, loss: 2.5608 +2025-06-21 11:51:25,955 - pyskl - INFO - Epoch [113][3800/3940] lr: 3.576e-03, eta: 18:01:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.4624, loss: 2.4624 +2025-06-21 11:52:10,378 - pyskl - INFO - Epoch [113][3900/3940] lr: 3.571e-03, eta: 18:01:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9938, loss_cls: 2.6159, loss: 2.6159 +2025-06-21 11:52:28,494 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-06-21 11:55:49,701 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 11:55:50,161 - pyskl - INFO - +top1_acc 0.8035 +top5_acc 0.9627 +2025-06-21 11:55:50,218 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_112.pth was removed +2025-06-21 11:55:51,233 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2025-06-21 11:55:51,235 - pyskl - INFO - Best top1_acc is 0.8035 at 113 epoch. +2025-06-21 11:55:51,252 - pyskl - INFO - Epoch(val) [113][3183] top1_acc: 0.8035, top5_acc: 0.9627 +2025-06-21 11:57:00,041 - pyskl - INFO - Epoch [114][100/3940] lr: 3.564e-03, eta: 18:00:00, time: 0.688, data_time: 0.247, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 2.4899, loss: 2.4899 +2025-06-21 11:57:44,222 - pyskl - INFO - Epoch [114][200/3940] lr: 3.560e-03, eta: 17:59:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.4222, loss: 2.4222 +2025-06-21 11:58:28,327 - pyskl - INFO - Epoch [114][300/3940] lr: 3.555e-03, eta: 17:58:30, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.4385, loss: 2.4385 +2025-06-21 11:59:12,438 - pyskl - INFO - Epoch [114][400/3940] lr: 3.551e-03, eta: 17:57:46, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.4048, loss: 2.4048 +2025-06-21 11:59:56,592 - pyskl - INFO - Epoch [114][500/3940] lr: 3.546e-03, eta: 17:57:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 2.4423, loss: 2.4423 +2025-06-21 12:00:40,780 - pyskl - INFO - Epoch [114][600/3940] lr: 3.541e-03, eta: 17:56:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 2.3690, loss: 2.3690 +2025-06-21 12:01:24,961 - pyskl - INFO - Epoch [114][700/3940] lr: 3.537e-03, eta: 17:55:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 2.3515, loss: 2.3515 +2025-06-21 12:02:09,111 - pyskl - INFO - Epoch [114][800/3940] lr: 3.532e-03, eta: 17:54:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.3256, loss: 2.3256 +2025-06-21 12:02:53,332 - pyskl - INFO - Epoch [114][900/3940] lr: 3.527e-03, eta: 17:54:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.3540, loss: 2.3540 +2025-06-21 12:03:37,612 - pyskl - INFO - Epoch [114][1000/3940] lr: 3.523e-03, eta: 17:53:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 2.3407, loss: 2.3407 +2025-06-21 12:04:21,797 - pyskl - INFO - Epoch [114][1100/3940] lr: 3.518e-03, eta: 17:52:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.3745, loss: 2.3745 +2025-06-21 12:05:05,968 - pyskl - INFO - Epoch [114][1200/3940] lr: 3.514e-03, eta: 17:51:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.4266, loss: 2.4266 +2025-06-21 12:05:50,093 - pyskl - INFO - Epoch [114][1300/3940] lr: 3.509e-03, eta: 17:51:05, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.3533, loss: 2.3533 +2025-06-21 12:06:34,291 - pyskl - INFO - Epoch [114][1400/3940] lr: 3.504e-03, eta: 17:50:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 2.3094, loss: 2.3094 +2025-06-21 12:07:18,448 - pyskl - INFO - Epoch [114][1500/3940] lr: 3.500e-03, eta: 17:49:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 2.5122, loss: 2.5122 +2025-06-21 12:08:02,610 - pyskl - INFO - Epoch [114][1600/3940] lr: 3.495e-03, eta: 17:48:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9894, loss_cls: 2.4520, loss: 2.4520 +2025-06-21 12:08:46,765 - pyskl - INFO - Epoch [114][1700/3940] lr: 3.490e-03, eta: 17:48:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.4224, loss: 2.4224 +2025-06-21 12:09:30,921 - pyskl - INFO - Epoch [114][1800/3940] lr: 3.486e-03, eta: 17:47:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.4701, loss: 2.4701 +2025-06-21 12:10:15,074 - pyskl - INFO - Epoch [114][1900/3940] lr: 3.481e-03, eta: 17:46:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.4629, loss: 2.4629 +2025-06-21 12:10:59,242 - pyskl - INFO - Epoch [114][2000/3940] lr: 3.477e-03, eta: 17:45:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.4554, loss: 2.4554 +2025-06-21 12:11:43,412 - pyskl - INFO - Epoch [114][2100/3940] lr: 3.472e-03, eta: 17:45:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.4458, loss: 2.4458 +2025-06-21 12:12:27,689 - pyskl - INFO - Epoch [114][2200/3940] lr: 3.467e-03, eta: 17:44:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.4215, loss: 2.4215 +2025-06-21 12:13:11,903 - pyskl - INFO - Epoch [114][2300/3940] lr: 3.463e-03, eta: 17:43:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.4828, loss: 2.4828 +2025-06-21 12:13:56,241 - pyskl - INFO - Epoch [114][2400/3940] lr: 3.458e-03, eta: 17:42:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 2.5033, loss: 2.5033 +2025-06-21 12:14:40,452 - pyskl - INFO - Epoch [114][2500/3940] lr: 3.454e-03, eta: 17:42:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.5445, loss: 2.5445 +2025-06-21 12:15:24,709 - pyskl - INFO - Epoch [114][2600/3940] lr: 3.449e-03, eta: 17:41:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.4885, loss: 2.4885 +2025-06-21 12:16:09,000 - pyskl - INFO - Epoch [114][2700/3940] lr: 3.445e-03, eta: 17:40:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 2.4515, loss: 2.4515 +2025-06-21 12:16:53,210 - pyskl - INFO - Epoch [114][2800/3940] lr: 3.440e-03, eta: 17:39:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 2.4865, loss: 2.4865 +2025-06-21 12:17:37,428 - pyskl - INFO - Epoch [114][2900/3940] lr: 3.435e-03, eta: 17:39:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.4464, loss: 2.4464 +2025-06-21 12:18:21,626 - pyskl - INFO - Epoch [114][3000/3940] lr: 3.431e-03, eta: 17:38:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.4921, loss: 2.4921 +2025-06-21 12:19:05,838 - pyskl - INFO - Epoch [114][3100/3940] lr: 3.426e-03, eta: 17:37:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 2.4257, loss: 2.4257 +2025-06-21 12:19:50,063 - pyskl - INFO - Epoch [114][3200/3940] lr: 3.422e-03, eta: 17:36:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 2.5152, loss: 2.5152 +2025-06-21 12:20:34,348 - pyskl - INFO - Epoch [114][3300/3940] lr: 3.417e-03, eta: 17:36:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.4540, loss: 2.4540 +2025-06-21 12:21:18,806 - pyskl - INFO - Epoch [114][3400/3940] lr: 3.413e-03, eta: 17:35:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 2.4221, loss: 2.4221 +2025-06-21 12:22:02,993 - pyskl - INFO - Epoch [114][3500/3940] lr: 3.408e-03, eta: 17:34:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.4672, loss: 2.4672 +2025-06-21 12:22:47,122 - pyskl - INFO - Epoch [114][3600/3940] lr: 3.403e-03, eta: 17:34:00, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.3814, loss: 2.3814 +2025-06-21 12:23:31,373 - pyskl - INFO - Epoch [114][3700/3940] lr: 3.399e-03, eta: 17:33:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 2.3985, loss: 2.3985 +2025-06-21 12:24:15,642 - pyskl - INFO - Epoch [114][3800/3940] lr: 3.394e-03, eta: 17:32:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.5026, loss: 2.5026 +2025-06-21 12:24:59,925 - pyskl - INFO - Epoch [114][3900/3940] lr: 3.390e-03, eta: 17:31:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.4865, loss: 2.4865 +2025-06-21 12:25:17,921 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-06-21 12:28:38,201 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 12:28:38,657 - pyskl - INFO - +top1_acc 0.7848 +top5_acc 0.9427 +2025-06-21 12:28:38,674 - pyskl - INFO - Epoch(val) [114][3183] top1_acc: 0.7848, top5_acc: 0.9427 +2025-06-21 12:29:47,813 - pyskl - INFO - Epoch [115][100/3940] lr: 3.383e-03, eta: 17:30:46, time: 0.691, data_time: 0.249, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.4132, loss: 2.4132 +2025-06-21 12:30:32,016 - pyskl - INFO - Epoch [115][200/3940] lr: 3.379e-03, eta: 17:30:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9912, loss_cls: 2.2989, loss: 2.2989 +2025-06-21 12:31:16,215 - pyskl - INFO - Epoch [115][300/3940] lr: 3.374e-03, eta: 17:29:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.4538, loss: 2.4538 +2025-06-21 12:32:00,386 - pyskl - INFO - Epoch [115][400/3940] lr: 3.370e-03, eta: 17:28:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.3636, loss: 2.3636 +2025-06-21 12:32:44,674 - pyskl - INFO - Epoch [115][500/3940] lr: 3.365e-03, eta: 17:27:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 2.3907, loss: 2.3907 +2025-06-21 12:33:28,888 - pyskl - INFO - Epoch [115][600/3940] lr: 3.361e-03, eta: 17:27:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 2.4043, loss: 2.4043 +2025-06-21 12:34:13,092 - pyskl - INFO - Epoch [115][700/3940] lr: 3.356e-03, eta: 17:26:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.3911, loss: 2.3911 +2025-06-21 12:34:57,365 - pyskl - INFO - Epoch [115][800/3940] lr: 3.352e-03, eta: 17:25:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 2.3557, loss: 2.3557 +2025-06-21 12:35:41,568 - pyskl - INFO - Epoch [115][900/3940] lr: 3.347e-03, eta: 17:24:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.4521, loss: 2.4521 +2025-06-21 12:36:25,874 - pyskl - INFO - Epoch [115][1000/3940] lr: 3.343e-03, eta: 17:24:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.3477, loss: 2.3477 +2025-06-21 12:37:10,148 - pyskl - INFO - Epoch [115][1100/3940] lr: 3.338e-03, eta: 17:23:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.3909, loss: 2.3909 +2025-06-21 12:37:54,450 - pyskl - INFO - Epoch [115][1200/3940] lr: 3.334e-03, eta: 17:22:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.3636, loss: 2.3636 +2025-06-21 12:38:38,680 - pyskl - INFO - Epoch [115][1300/3940] lr: 3.329e-03, eta: 17:21:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 2.3893, loss: 2.3893 +2025-06-21 12:39:22,892 - pyskl - INFO - Epoch [115][1400/3940] lr: 3.325e-03, eta: 17:21:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 2.4177, loss: 2.4177 +2025-06-21 12:40:07,074 - pyskl - INFO - Epoch [115][1500/3940] lr: 3.320e-03, eta: 17:20:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.2833, loss: 2.2833 +2025-06-21 12:40:51,248 - pyskl - INFO - Epoch [115][1600/3940] lr: 3.315e-03, eta: 17:19:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 2.4215, loss: 2.4215 +2025-06-21 12:41:35,397 - pyskl - INFO - Epoch [115][1700/3940] lr: 3.311e-03, eta: 17:18:53, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 2.4040, loss: 2.4040 +2025-06-21 12:42:19,581 - pyskl - INFO - Epoch [115][1800/3940] lr: 3.306e-03, eta: 17:18:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 2.4356, loss: 2.4356 +2025-06-21 12:43:03,794 - pyskl - INFO - Epoch [115][1900/3940] lr: 3.302e-03, eta: 17:17:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 2.3542, loss: 2.3542 +2025-06-21 12:43:47,930 - pyskl - INFO - Epoch [115][2000/3940] lr: 3.297e-03, eta: 17:16:39, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.3623, loss: 2.3623 +2025-06-21 12:44:32,118 - pyskl - INFO - Epoch [115][2100/3940] lr: 3.293e-03, eta: 17:15:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 2.5103, loss: 2.5103 +2025-06-21 12:45:16,321 - pyskl - INFO - Epoch [115][2200/3940] lr: 3.288e-03, eta: 17:15:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.4250, loss: 2.4250 +2025-06-21 12:46:00,517 - pyskl - INFO - Epoch [115][2300/3940] lr: 3.284e-03, eta: 17:14:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.4465, loss: 2.4465 +2025-06-21 12:46:44,909 - pyskl - INFO - Epoch [115][2400/3940] lr: 3.280e-03, eta: 17:13:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 2.3087, loss: 2.3087 +2025-06-21 12:47:29,151 - pyskl - INFO - Epoch [115][2500/3940] lr: 3.275e-03, eta: 17:12:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9894, loss_cls: 2.3345, loss: 2.3345 +2025-06-21 12:48:13,384 - pyskl - INFO - Epoch [115][2600/3940] lr: 3.271e-03, eta: 17:12:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.3794, loss: 2.3794 +2025-06-21 12:48:57,571 - pyskl - INFO - Epoch [115][2700/3940] lr: 3.266e-03, eta: 17:11:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 2.4307, loss: 2.4307 +2025-06-21 12:49:41,739 - pyskl - INFO - Epoch [115][2800/3940] lr: 3.262e-03, eta: 17:10:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.4620, loss: 2.4620 +2025-06-21 12:50:25,953 - pyskl - INFO - Epoch [115][2900/3940] lr: 3.257e-03, eta: 17:09:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 2.4120, loss: 2.4120 +2025-06-21 12:51:10,075 - pyskl - INFO - Epoch [115][3000/3940] lr: 3.253e-03, eta: 17:09:14, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 2.4196, loss: 2.4196 +2025-06-21 12:51:54,328 - pyskl - INFO - Epoch [115][3100/3940] lr: 3.248e-03, eta: 17:08:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 2.5781, loss: 2.5781 +2025-06-21 12:52:38,553 - pyskl - INFO - Epoch [115][3200/3940] lr: 3.244e-03, eta: 17:07:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9919, loss_cls: 2.3363, loss: 2.3363 +2025-06-21 12:53:23,084 - pyskl - INFO - Epoch [115][3300/3940] lr: 3.239e-03, eta: 17:07:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 2.3714, loss: 2.3714 +2025-06-21 12:54:07,648 - pyskl - INFO - Epoch [115][3400/3940] lr: 3.235e-03, eta: 17:06:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9888, loss_cls: 2.4530, loss: 2.4530 +2025-06-21 12:54:52,403 - pyskl - INFO - Epoch [115][3500/3940] lr: 3.230e-03, eta: 17:05:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.4538, loss: 2.4538 +2025-06-21 12:55:36,960 - pyskl - INFO - Epoch [115][3600/3940] lr: 3.226e-03, eta: 17:04:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 2.3632, loss: 2.3632 +2025-06-21 12:56:21,279 - pyskl - INFO - Epoch [115][3700/3940] lr: 3.221e-03, eta: 17:04:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 2.4427, loss: 2.4427 +2025-06-21 12:57:05,572 - pyskl - INFO - Epoch [115][3800/3940] lr: 3.217e-03, eta: 17:03:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.4695, loss: 2.4695 +2025-06-21 12:57:49,893 - pyskl - INFO - Epoch [115][3900/3940] lr: 3.213e-03, eta: 17:02:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 2.3560, loss: 2.3560 +2025-06-21 12:58:07,998 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-06-21 13:16:31,105 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 13:16:31,572 - pyskl - INFO - +top1_acc 0.7898 +top5_acc 0.9561 +2025-06-21 13:16:31,591 - pyskl - INFO - Epoch(val) [115][3183] top1_acc: 0.7898, top5_acc: 0.9561 +2025-06-21 13:17:41,151 - pyskl - INFO - Epoch [116][100/3940] lr: 3.206e-03, eta: 17:01:33, time: 0.696, data_time: 0.251, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.3953, loss: 2.3953 +2025-06-21 13:18:25,699 - pyskl - INFO - Epoch [116][200/3940] lr: 3.202e-03, eta: 17:00:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 2.3442, loss: 2.3442 +2025-06-21 13:19:10,092 - pyskl - INFO - Epoch [116][300/3940] lr: 3.197e-03, eta: 17:00:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 2.2396, loss: 2.2396 +2025-06-21 13:19:54,711 - pyskl - INFO - Epoch [116][400/3940] lr: 3.193e-03, eta: 16:59:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 2.3295, loss: 2.3295 +2025-06-21 13:20:39,351 - pyskl - INFO - Epoch [116][500/3940] lr: 3.189e-03, eta: 16:58:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 2.3066, loss: 2.3066 +2025-06-21 13:21:23,770 - pyskl - INFO - Epoch [116][600/3940] lr: 3.184e-03, eta: 16:57:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.4372, loss: 2.4372 +2025-06-21 13:22:08,301 - pyskl - INFO - Epoch [116][700/3940] lr: 3.180e-03, eta: 16:57:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.3288, loss: 2.3288 +2025-06-21 13:22:52,592 - pyskl - INFO - Epoch [116][800/3940] lr: 3.175e-03, eta: 16:56:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.3496, loss: 2.3496 +2025-06-21 13:23:36,848 - pyskl - INFO - Epoch [116][900/3940] lr: 3.171e-03, eta: 16:55:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 2.3267, loss: 2.3267 +2025-06-21 13:24:21,107 - pyskl - INFO - Epoch [116][1000/3940] lr: 3.166e-03, eta: 16:54:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9975, loss_cls: 2.2777, loss: 2.2777 +2025-06-21 13:25:05,577 - pyskl - INFO - Epoch [116][1100/3940] lr: 3.162e-03, eta: 16:54:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.3981, loss: 2.3981 +2025-06-21 13:25:50,012 - pyskl - INFO - Epoch [116][1200/3940] lr: 3.158e-03, eta: 16:53:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.4328, loss: 2.4328 +2025-06-21 13:26:34,267 - pyskl - INFO - Epoch [116][1300/3940] lr: 3.153e-03, eta: 16:52:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9912, loss_cls: 2.3625, loss: 2.3625 +2025-06-21 13:27:18,615 - pyskl - INFO - Epoch [116][1400/3940] lr: 3.149e-03, eta: 16:51:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 2.3666, loss: 2.3666 +2025-06-21 13:28:03,495 - pyskl - INFO - Epoch [116][1500/3940] lr: 3.144e-03, eta: 16:51:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 2.3036, loss: 2.3036 +2025-06-21 13:28:48,136 - pyskl - INFO - Epoch [116][1600/3940] lr: 3.140e-03, eta: 16:50:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.4163, loss: 2.4163 +2025-06-21 13:29:32,892 - pyskl - INFO - Epoch [116][1700/3940] lr: 3.136e-03, eta: 16:49:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.3090, loss: 2.3090 +2025-06-21 13:30:17,359 - pyskl - INFO - Epoch [116][1800/3940] lr: 3.131e-03, eta: 16:48:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.3646, loss: 2.3646 +2025-06-21 13:31:01,905 - pyskl - INFO - Epoch [116][1900/3940] lr: 3.127e-03, eta: 16:48:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.3591, loss: 2.3591 +2025-06-21 13:31:46,205 - pyskl - INFO - Epoch [116][2000/3940] lr: 3.122e-03, eta: 16:47:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.3587, loss: 2.3587 +2025-06-21 13:32:30,511 - pyskl - INFO - Epoch [116][2100/3940] lr: 3.118e-03, eta: 16:46:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9894, loss_cls: 2.5091, loss: 2.5091 +2025-06-21 13:33:14,807 - pyskl - INFO - Epoch [116][2200/3940] lr: 3.114e-03, eta: 16:45:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.3303, loss: 2.3303 +2025-06-21 13:33:59,189 - pyskl - INFO - Epoch [116][2300/3940] lr: 3.109e-03, eta: 16:45:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.3619, loss: 2.3619 +2025-06-21 13:34:43,558 - pyskl - INFO - Epoch [116][2400/3940] lr: 3.105e-03, eta: 16:44:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.3434, loss: 2.3434 +2025-06-21 13:35:28,176 - pyskl - INFO - Epoch [116][2500/3940] lr: 3.100e-03, eta: 16:43:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.2775, loss: 2.2775 +2025-06-21 13:36:12,658 - pyskl - INFO - Epoch [116][2600/3940] lr: 3.096e-03, eta: 16:43:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.4306, loss: 2.4306 +2025-06-21 13:36:56,708 - pyskl - INFO - Epoch [116][2700/3940] lr: 3.092e-03, eta: 16:42:16, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.4217, loss: 2.4217 +2025-06-21 13:37:41,212 - pyskl - INFO - Epoch [116][2800/3940] lr: 3.087e-03, eta: 16:41:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.2865, loss: 2.2865 +2025-06-21 13:38:25,547 - pyskl - INFO - Epoch [116][2900/3940] lr: 3.083e-03, eta: 16:40:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.3602, loss: 2.3602 +2025-06-21 13:39:09,880 - pyskl - INFO - Epoch [116][3000/3940] lr: 3.079e-03, eta: 16:40:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.3907, loss: 2.3907 +2025-06-21 13:39:54,244 - pyskl - INFO - Epoch [116][3100/3940] lr: 3.074e-03, eta: 16:39:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 2.4331, loss: 2.4331 +2025-06-21 13:40:38,589 - pyskl - INFO - Epoch [116][3200/3940] lr: 3.070e-03, eta: 16:38:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.2924, loss: 2.2924 +2025-06-21 13:41:23,180 - pyskl - INFO - Epoch [116][3300/3940] lr: 3.065e-03, eta: 16:37:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.4261, loss: 2.4261 +2025-06-21 13:42:07,692 - pyskl - INFO - Epoch [116][3400/3940] lr: 3.061e-03, eta: 16:37:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.5645, loss: 2.5645 +2025-06-21 13:42:52,120 - pyskl - INFO - Epoch [116][3500/3940] lr: 3.057e-03, eta: 16:36:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.4547, loss: 2.4547 +2025-06-21 13:43:36,403 - pyskl - INFO - Epoch [116][3600/3940] lr: 3.052e-03, eta: 16:35:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 2.3085, loss: 2.3085 +2025-06-21 13:44:20,633 - pyskl - INFO - Epoch [116][3700/3940] lr: 3.048e-03, eta: 16:34:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.4083, loss: 2.4083 +2025-06-21 13:45:05,026 - pyskl - INFO - Epoch [116][3800/3940] lr: 3.044e-03, eta: 16:34:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.3196, loss: 2.3196 +2025-06-21 13:45:49,174 - pyskl - INFO - Epoch [116][3900/3940] lr: 3.039e-03, eta: 16:33:22, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.2882, loss: 2.2882 +2025-06-21 13:46:07,280 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-06-21 13:49:28,462 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 13:49:28,928 - pyskl - INFO - +top1_acc 0.8107 +top5_acc 0.9640 +2025-06-21 13:49:28,996 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_113.pth was removed +2025-06-21 13:49:30,080 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2025-06-21 13:49:30,082 - pyskl - INFO - Best top1_acc is 0.8107 at 116 epoch. +2025-06-21 13:49:30,100 - pyskl - INFO - Epoch(val) [116][3183] top1_acc: 0.8107, top5_acc: 0.9640 +2025-06-21 13:50:38,970 - pyskl - INFO - Epoch [117][100/3940] lr: 3.033e-03, eta: 16:32:22, time: 0.689, data_time: 0.246, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 2.3761, loss: 2.3761 +2025-06-21 13:51:23,211 - pyskl - INFO - Epoch [117][200/3940] lr: 3.029e-03, eta: 16:31:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 2.2606, loss: 2.2606 +2025-06-21 13:52:07,547 - pyskl - INFO - Epoch [117][300/3940] lr: 3.025e-03, eta: 16:30:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 2.2279, loss: 2.2279 +2025-06-21 13:52:51,878 - pyskl - INFO - Epoch [117][400/3940] lr: 3.020e-03, eta: 16:30:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.2611, loss: 2.2611 +2025-06-21 13:53:36,512 - pyskl - INFO - Epoch [117][500/3940] lr: 3.016e-03, eta: 16:29:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 2.2876, loss: 2.2876 +2025-06-21 13:54:20,936 - pyskl - INFO - Epoch [117][600/3940] lr: 3.012e-03, eta: 16:28:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 2.1982, loss: 2.1982 +2025-06-21 13:55:05,258 - pyskl - INFO - Epoch [117][700/3940] lr: 3.007e-03, eta: 16:27:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.2794, loss: 2.2794 +2025-06-21 13:55:49,540 - pyskl - INFO - Epoch [117][800/3940] lr: 3.003e-03, eta: 16:27:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.3174, loss: 2.3174 +2025-06-21 13:56:33,867 - pyskl - INFO - Epoch [117][900/3940] lr: 2.999e-03, eta: 16:26:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.3584, loss: 2.3584 +2025-06-21 13:57:18,140 - pyskl - INFO - Epoch [117][1000/3940] lr: 2.994e-03, eta: 16:25:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 2.2299, loss: 2.2299 +2025-06-21 13:58:02,451 - pyskl - INFO - Epoch [117][1100/3940] lr: 2.990e-03, eta: 16:24:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 2.3607, loss: 2.3607 +2025-06-21 13:58:46,627 - pyskl - INFO - Epoch [117][1200/3940] lr: 2.986e-03, eta: 16:24:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.2466, loss: 2.2466 +2025-06-21 13:59:30,947 - pyskl - INFO - Epoch [117][1300/3940] lr: 2.981e-03, eta: 16:23:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 2.3572, loss: 2.3572 +2025-06-21 14:00:15,382 - pyskl - INFO - Epoch [117][1400/3940] lr: 2.977e-03, eta: 16:22:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 2.3363, loss: 2.3363 +2025-06-21 14:01:00,173 - pyskl - INFO - Epoch [117][1500/3940] lr: 2.973e-03, eta: 16:21:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.3769, loss: 2.3769 +2025-06-21 14:01:44,683 - pyskl - INFO - Epoch [117][1600/3940] lr: 2.968e-03, eta: 16:21:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.3107, loss: 2.3107 +2025-06-21 14:02:28,980 - pyskl - INFO - Epoch [117][1700/3940] lr: 2.964e-03, eta: 16:20:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.4273, loss: 2.4273 +2025-06-21 14:03:13,309 - pyskl - INFO - Epoch [117][1800/3940] lr: 2.960e-03, eta: 16:19:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.3124, loss: 2.3124 +2025-06-21 14:03:57,858 - pyskl - INFO - Epoch [117][1900/3940] lr: 2.956e-03, eta: 16:19:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 2.3321, loss: 2.3321 +2025-06-21 14:04:42,364 - pyskl - INFO - Epoch [117][2000/3940] lr: 2.951e-03, eta: 16:18:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 2.2450, loss: 2.2450 +2025-06-21 14:05:26,990 - pyskl - INFO - Epoch [117][2100/3940] lr: 2.947e-03, eta: 16:17:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.2885, loss: 2.2885 +2025-06-21 14:06:11,377 - pyskl - INFO - Epoch [117][2200/3940] lr: 2.943e-03, eta: 16:16:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.3523, loss: 2.3523 +2025-06-21 14:06:56,004 - pyskl - INFO - Epoch [117][2300/3940] lr: 2.938e-03, eta: 16:16:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9912, loss_cls: 2.2788, loss: 2.2788 +2025-06-21 14:07:40,634 - pyskl - INFO - Epoch [117][2400/3940] lr: 2.934e-03, eta: 16:15:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 2.2697, loss: 2.2697 +2025-06-21 14:08:25,069 - pyskl - INFO - Epoch [117][2500/3940] lr: 2.930e-03, eta: 16:14:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 2.3267, loss: 2.3267 +2025-06-21 14:09:09,610 - pyskl - INFO - Epoch [117][2600/3940] lr: 2.926e-03, eta: 16:13:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.3068, loss: 2.3068 +2025-06-21 14:09:54,199 - pyskl - INFO - Epoch [117][2700/3940] lr: 2.921e-03, eta: 16:13:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 2.4037, loss: 2.4037 +2025-06-21 14:10:38,639 - pyskl - INFO - Epoch [117][2800/3940] lr: 2.917e-03, eta: 16:12:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.4614, loss: 2.4614 +2025-06-21 14:11:22,942 - pyskl - INFO - Epoch [117][2900/3940] lr: 2.913e-03, eta: 16:11:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.4079, loss: 2.4079 +2025-06-21 14:12:07,382 - pyskl - INFO - Epoch [117][3000/3940] lr: 2.909e-03, eta: 16:10:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.4726, loss: 2.4726 +2025-06-21 14:12:51,768 - pyskl - INFO - Epoch [117][3100/3940] lr: 2.904e-03, eta: 16:10:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.3626, loss: 2.3626 +2025-06-21 14:13:36,232 - pyskl - INFO - Epoch [117][3200/3940] lr: 2.900e-03, eta: 16:09:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.3244, loss: 2.3244 +2025-06-21 14:14:20,537 - pyskl - INFO - Epoch [117][3300/3940] lr: 2.896e-03, eta: 16:08:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.4767, loss: 2.4767 +2025-06-21 14:15:04,783 - pyskl - INFO - Epoch [117][3400/3940] lr: 2.892e-03, eta: 16:07:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.3753, loss: 2.3753 +2025-06-21 14:15:49,157 - pyskl - INFO - Epoch [117][3500/3940] lr: 2.887e-03, eta: 16:07:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.3941, loss: 2.3941 +2025-06-21 14:16:33,425 - pyskl - INFO - Epoch [117][3600/3940] lr: 2.883e-03, eta: 16:06:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.3558, loss: 2.3558 +2025-06-21 14:17:17,757 - pyskl - INFO - Epoch [117][3700/3940] lr: 2.879e-03, eta: 16:05:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 2.3549, loss: 2.3549 +2025-06-21 14:18:02,023 - pyskl - INFO - Epoch [117][3800/3940] lr: 2.875e-03, eta: 16:04:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.3552, loss: 2.3552 +2025-06-21 14:18:46,367 - pyskl - INFO - Epoch [117][3900/3940] lr: 2.870e-03, eta: 16:04:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.3266, loss: 2.3266 +2025-06-21 14:19:04,389 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-06-21 14:22:24,989 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 14:22:25,498 - pyskl - INFO - +top1_acc 0.7908 +top5_acc 0.9585 +2025-06-21 14:22:25,515 - pyskl - INFO - Epoch(val) [117][3183] top1_acc: 0.7908, top5_acc: 0.9585 +2025-06-21 14:23:34,254 - pyskl - INFO - Epoch [118][100/3940] lr: 2.864e-03, eta: 16:03:10, time: 0.687, data_time: 0.244, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 2.3500, loss: 2.3500 +2025-06-21 14:24:18,718 - pyskl - INFO - Epoch [118][200/3940] lr: 2.860e-03, eta: 16:02:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.2093, loss: 2.2093 +2025-06-21 14:25:03,102 - pyskl - INFO - Epoch [118][300/3940] lr: 2.856e-03, eta: 16:01:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.2520, loss: 2.2520 +2025-06-21 14:25:47,440 - pyskl - INFO - Epoch [118][400/3940] lr: 2.852e-03, eta: 16:00:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 2.2343, loss: 2.2343 +2025-06-21 14:26:31,757 - pyskl - INFO - Epoch [118][500/3940] lr: 2.847e-03, eta: 16:00:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 2.2830, loss: 2.2830 +2025-06-21 14:27:16,086 - pyskl - INFO - Epoch [118][600/3940] lr: 2.843e-03, eta: 15:59:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.2811, loss: 2.2811 +2025-06-21 14:28:00,422 - pyskl - INFO - Epoch [118][700/3940] lr: 2.839e-03, eta: 15:58:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.2747, loss: 2.2747 +2025-06-21 14:28:44,727 - pyskl - INFO - Epoch [118][800/3940] lr: 2.835e-03, eta: 15:57:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 2.1945, loss: 2.1945 +2025-06-21 14:29:29,158 - pyskl - INFO - Epoch [118][900/3940] lr: 2.831e-03, eta: 15:57:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 2.3280, loss: 2.3280 +2025-06-21 14:30:13,556 - pyskl - INFO - Epoch [118][1000/3940] lr: 2.826e-03, eta: 15:56:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.2107, loss: 2.2107 +2025-06-21 14:30:57,903 - pyskl - INFO - Epoch [118][1100/3940] lr: 2.822e-03, eta: 15:55:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 2.1414, loss: 2.1414 +2025-06-21 14:31:42,228 - pyskl - INFO - Epoch [118][1200/3940] lr: 2.818e-03, eta: 15:55:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.2512, loss: 2.2512 +2025-06-21 14:32:26,517 - pyskl - INFO - Epoch [118][1300/3940] lr: 2.814e-03, eta: 15:54:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 2.2292, loss: 2.2292 +2025-06-21 14:33:10,939 - pyskl - INFO - Epoch [118][1400/3940] lr: 2.810e-03, eta: 15:53:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.2451, loss: 2.2451 +2025-06-21 14:33:55,464 - pyskl - INFO - Epoch [118][1500/3940] lr: 2.805e-03, eta: 15:52:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 2.3465, loss: 2.3465 +2025-06-21 14:34:39,867 - pyskl - INFO - Epoch [118][1600/3940] lr: 2.801e-03, eta: 15:52:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.2055, loss: 2.2055 +2025-06-21 14:35:24,280 - pyskl - INFO - Epoch [118][1700/3940] lr: 2.797e-03, eta: 15:51:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 2.3015, loss: 2.3015 +2025-06-21 14:36:08,731 - pyskl - INFO - Epoch [118][1800/3940] lr: 2.793e-03, eta: 15:50:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 2.2816, loss: 2.2816 +2025-06-21 14:36:53,054 - pyskl - INFO - Epoch [118][1900/3940] lr: 2.789e-03, eta: 15:49:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.2579, loss: 2.2579 +2025-06-21 14:37:37,408 - pyskl - INFO - Epoch [118][2000/3940] lr: 2.784e-03, eta: 15:49:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.2574, loss: 2.2574 +2025-06-21 14:38:21,814 - pyskl - INFO - Epoch [118][2100/3940] lr: 2.780e-03, eta: 15:48:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 2.2414, loss: 2.2414 +2025-06-21 14:39:06,196 - pyskl - INFO - Epoch [118][2200/3940] lr: 2.776e-03, eta: 15:47:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.2398, loss: 2.2398 +2025-06-21 14:39:50,727 - pyskl - INFO - Epoch [118][2300/3940] lr: 2.772e-03, eta: 15:46:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.3531, loss: 2.3531 +2025-06-21 14:40:35,203 - pyskl - INFO - Epoch [118][2400/3940] lr: 2.768e-03, eta: 15:46:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.2506, loss: 2.2506 +2025-06-21 14:41:19,498 - pyskl - INFO - Epoch [118][2500/3940] lr: 2.764e-03, eta: 15:45:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9931, loss_cls: 2.2784, loss: 2.2784 +2025-06-21 14:42:03,734 - pyskl - INFO - Epoch [118][2600/3940] lr: 2.759e-03, eta: 15:44:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.3237, loss: 2.3237 +2025-06-21 14:42:48,199 - pyskl - INFO - Epoch [118][2700/3940] lr: 2.755e-03, eta: 15:43:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9981, loss_cls: 2.3349, loss: 2.3349 +2025-06-21 14:43:32,577 - pyskl - INFO - Epoch [118][2800/3940] lr: 2.751e-03, eta: 15:43:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.2539, loss: 2.2539 +2025-06-21 14:44:16,757 - pyskl - INFO - Epoch [118][2900/3940] lr: 2.747e-03, eta: 15:42:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.3731, loss: 2.3731 +2025-06-21 14:45:00,988 - pyskl - INFO - Epoch [118][3000/3940] lr: 2.743e-03, eta: 15:41:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.2872, loss: 2.2872 +2025-06-21 14:45:45,117 - pyskl - INFO - Epoch [118][3100/3940] lr: 2.739e-03, eta: 15:40:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.3591, loss: 2.3591 +2025-06-21 14:46:29,347 - pyskl - INFO - Epoch [118][3200/3940] lr: 2.734e-03, eta: 15:40:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.3515, loss: 2.3515 +2025-06-21 14:47:13,432 - pyskl - INFO - Epoch [118][3300/3940] lr: 2.730e-03, eta: 15:39:26, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 2.4347, loss: 2.4347 +2025-06-21 14:47:57,596 - pyskl - INFO - Epoch [118][3400/3940] lr: 2.726e-03, eta: 15:38:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.3482, loss: 2.3482 +2025-06-21 14:48:41,762 - pyskl - INFO - Epoch [118][3500/3940] lr: 2.722e-03, eta: 15:37:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 2.3086, loss: 2.3086 +2025-06-21 14:49:25,924 - pyskl - INFO - Epoch [118][3600/3940] lr: 2.718e-03, eta: 15:37:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 2.3881, loss: 2.3881 +2025-06-21 14:50:10,170 - pyskl - INFO - Epoch [118][3700/3940] lr: 2.714e-03, eta: 15:36:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.3482, loss: 2.3482 +2025-06-21 14:50:54,433 - pyskl - INFO - Epoch [118][3800/3940] lr: 2.710e-03, eta: 15:35:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 2.2808, loss: 2.2808 +2025-06-21 14:51:38,596 - pyskl - INFO - Epoch [118][3900/3940] lr: 2.706e-03, eta: 15:34:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 2.2346, loss: 2.2346 +2025-06-21 14:51:56,578 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-06-21 14:55:17,284 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 14:55:17,750 - pyskl - INFO - +top1_acc 0.8223 +top5_acc 0.9665 +2025-06-21 14:55:17,807 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_116.pth was removed +2025-06-21 14:55:18,915 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2025-06-21 14:55:18,917 - pyskl - INFO - Best top1_acc is 0.8223 at 118 epoch. +2025-06-21 14:55:18,937 - pyskl - INFO - Epoch(val) [118][3183] top1_acc: 0.8223, top5_acc: 0.9665 +2025-06-21 14:56:27,867 - pyskl - INFO - Epoch [119][100/3940] lr: 2.700e-03, eta: 15:33:58, time: 0.689, data_time: 0.247, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9919, loss_cls: 2.1921, loss: 2.1921 +2025-06-21 14:57:11,978 - pyskl - INFO - Epoch [119][200/3940] lr: 2.696e-03, eta: 15:33:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9950, loss_cls: 2.1967, loss: 2.1967 +2025-06-21 14:57:56,189 - pyskl - INFO - Epoch [119][300/3940] lr: 2.692e-03, eta: 15:32:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.2376, loss: 2.2376 +2025-06-21 14:58:40,381 - pyskl - INFO - Epoch [119][400/3940] lr: 2.687e-03, eta: 15:31:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 2.2553, loss: 2.2553 +2025-06-21 14:59:24,559 - pyskl - INFO - Epoch [119][500/3940] lr: 2.683e-03, eta: 15:31:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.2333, loss: 2.2333 +2025-06-21 15:00:08,708 - pyskl - INFO - Epoch [119][600/3940] lr: 2.679e-03, eta: 15:30:15, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.3230, loss: 2.3230 +2025-06-21 15:00:52,886 - pyskl - INFO - Epoch [119][700/3940] lr: 2.675e-03, eta: 15:29:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9988, loss_cls: 2.2016, loss: 2.2016 +2025-06-21 15:01:37,145 - pyskl - INFO - Epoch [119][800/3940] lr: 2.671e-03, eta: 15:28:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.2153, loss: 2.2153 +2025-06-21 15:02:21,324 - pyskl - INFO - Epoch [119][900/3940] lr: 2.667e-03, eta: 15:28:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 2.1686, loss: 2.1686 +2025-06-21 15:03:05,478 - pyskl - INFO - Epoch [119][1000/3940] lr: 2.663e-03, eta: 15:27:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.1386, loss: 2.1386 +2025-06-21 15:03:49,674 - pyskl - INFO - Epoch [119][1100/3940] lr: 2.659e-03, eta: 15:26:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.1899, loss: 2.1899 +2025-06-21 15:04:33,995 - pyskl - INFO - Epoch [119][1200/3940] lr: 2.655e-03, eta: 15:25:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 2.2426, loss: 2.2426 +2025-06-21 15:05:18,181 - pyskl - INFO - Epoch [119][1300/3940] lr: 2.650e-03, eta: 15:25:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.2669, loss: 2.2669 +2025-06-21 15:06:02,364 - pyskl - INFO - Epoch [119][1400/3940] lr: 2.646e-03, eta: 15:24:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.2968, loss: 2.2968 +2025-06-21 15:06:46,665 - pyskl - INFO - Epoch [119][1500/3940] lr: 2.642e-03, eta: 15:23:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 2.2445, loss: 2.2445 +2025-06-21 15:07:30,946 - pyskl - INFO - Epoch [119][1600/3940] lr: 2.638e-03, eta: 15:22:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.2094, loss: 2.2094 +2025-06-21 15:08:15,327 - pyskl - INFO - Epoch [119][1700/3940] lr: 2.634e-03, eta: 15:22:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 2.3114, loss: 2.3114 +2025-06-21 15:08:59,574 - pyskl - INFO - Epoch [119][1800/3940] lr: 2.630e-03, eta: 15:21:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 2.2671, loss: 2.2671 +2025-06-21 15:09:43,884 - pyskl - INFO - Epoch [119][1900/3940] lr: 2.626e-03, eta: 15:20:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 2.2687, loss: 2.2687 +2025-06-21 15:10:28,140 - pyskl - INFO - Epoch [119][2000/3940] lr: 2.622e-03, eta: 15:19:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 2.2774, loss: 2.2774 +2025-06-21 15:11:12,343 - pyskl - INFO - Epoch [119][2100/3940] lr: 2.618e-03, eta: 15:19:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.1524, loss: 2.1524 +2025-06-21 15:11:56,631 - pyskl - INFO - Epoch [119][2200/3940] lr: 2.614e-03, eta: 15:18:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 2.2371, loss: 2.2371 +2025-06-21 15:12:40,832 - pyskl - INFO - Epoch [119][2300/3940] lr: 2.610e-03, eta: 15:17:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.3224, loss: 2.3224 +2025-06-21 15:13:25,162 - pyskl - INFO - Epoch [119][2400/3940] lr: 2.606e-03, eta: 15:16:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.2599, loss: 2.2599 +2025-06-21 15:14:09,491 - pyskl - INFO - Epoch [119][2500/3940] lr: 2.602e-03, eta: 15:16:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 2.2354, loss: 2.2354 +2025-06-21 15:14:53,846 - pyskl - INFO - Epoch [119][2600/3940] lr: 2.598e-03, eta: 15:15:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 2.1950, loss: 2.1950 +2025-06-21 15:15:38,240 - pyskl - INFO - Epoch [119][2700/3940] lr: 2.593e-03, eta: 15:14:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 2.3498, loss: 2.3498 +2025-06-21 15:16:22,531 - pyskl - INFO - Epoch [119][2800/3940] lr: 2.589e-03, eta: 15:13:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.2950, loss: 2.2950 +2025-06-21 15:17:06,839 - pyskl - INFO - Epoch [119][2900/3940] lr: 2.585e-03, eta: 15:13:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 2.3031, loss: 2.3031 +2025-06-21 15:17:51,117 - pyskl - INFO - Epoch [119][3000/3940] lr: 2.581e-03, eta: 15:12:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 2.3358, loss: 2.3358 +2025-06-21 15:18:35,424 - pyskl - INFO - Epoch [119][3100/3940] lr: 2.577e-03, eta: 15:11:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 2.2822, loss: 2.2822 +2025-06-21 15:19:19,760 - pyskl - INFO - Epoch [119][3200/3940] lr: 2.573e-03, eta: 15:10:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9981, loss_cls: 2.2677, loss: 2.2677 +2025-06-21 15:20:04,170 - pyskl - INFO - Epoch [119][3300/3940] lr: 2.569e-03, eta: 15:10:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 2.2285, loss: 2.2285 +2025-06-21 15:20:48,581 - pyskl - INFO - Epoch [119][3400/3940] lr: 2.565e-03, eta: 15:09:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.2408, loss: 2.2408 +2025-06-21 15:21:32,931 - pyskl - INFO - Epoch [119][3500/3940] lr: 2.561e-03, eta: 15:08:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9975, loss_cls: 2.3795, loss: 2.3795 +2025-06-21 15:22:17,202 - pyskl - INFO - Epoch [119][3600/3940] lr: 2.557e-03, eta: 15:07:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.2312, loss: 2.2312 +2025-06-21 15:23:01,413 - pyskl - INFO - Epoch [119][3700/3940] lr: 2.553e-03, eta: 15:07:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.2167, loss: 2.2167 +2025-06-21 15:23:45,662 - pyskl - INFO - Epoch [119][3800/3940] lr: 2.549e-03, eta: 15:06:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.3334, loss: 2.3334 +2025-06-21 15:24:29,903 - pyskl - INFO - Epoch [119][3900/3940] lr: 2.545e-03, eta: 15:05:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.3222, loss: 2.3222 +2025-06-21 15:24:48,021 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-06-21 15:28:08,896 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 15:28:09,361 - pyskl - INFO - +top1_acc 0.8190 +top5_acc 0.9646 +2025-06-21 15:28:09,379 - pyskl - INFO - Epoch(val) [119][3183] top1_acc: 0.8190, top5_acc: 0.9646 +2025-06-21 15:29:18,883 - pyskl - INFO - Epoch [120][100/3940] lr: 2.539e-03, eta: 15:04:45, time: 0.695, data_time: 0.246, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 2.2354, loss: 2.2354 +2025-06-21 15:30:03,332 - pyskl - INFO - Epoch [120][200/3940] lr: 2.535e-03, eta: 15:04:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.2232, loss: 2.2232 +2025-06-21 15:30:47,698 - pyskl - INFO - Epoch [120][300/3940] lr: 2.531e-03, eta: 15:03:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 2.2842, loss: 2.2842 +2025-06-21 15:31:32,216 - pyskl - INFO - Epoch [120][400/3940] lr: 2.527e-03, eta: 15:02:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 2.1581, loss: 2.1581 +2025-06-21 15:32:16,565 - pyskl - INFO - Epoch [120][500/3940] lr: 2.523e-03, eta: 15:01:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.2273, loss: 2.2273 +2025-06-21 15:33:01,022 - pyskl - INFO - Epoch [120][600/3940] lr: 2.519e-03, eta: 15:01:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.2300, loss: 2.2300 +2025-06-21 15:33:45,359 - pyskl - INFO - Epoch [120][700/3940] lr: 2.515e-03, eta: 15:00:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 2.1494, loss: 2.1494 +2025-06-21 15:34:29,692 - pyskl - INFO - Epoch [120][800/3940] lr: 2.511e-03, eta: 14:59:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 2.1746, loss: 2.1746 +2025-06-21 15:35:14,018 - pyskl - INFO - Epoch [120][900/3940] lr: 2.507e-03, eta: 14:58:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 2.2447, loss: 2.2447 +2025-06-21 15:35:58,415 - pyskl - INFO - Epoch [120][1000/3940] lr: 2.503e-03, eta: 14:58:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.1707, loss: 2.1707 +2025-06-21 15:36:42,818 - pyskl - INFO - Epoch [120][1100/3940] lr: 2.499e-03, eta: 14:57:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 2.2438, loss: 2.2438 +2025-06-21 15:37:27,091 - pyskl - INFO - Epoch [120][1200/3940] lr: 2.495e-03, eta: 14:56:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.1377, loss: 2.1377 +2025-06-21 15:38:11,290 - pyskl - INFO - Epoch [120][1300/3940] lr: 2.491e-03, eta: 14:55:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 2.1264, loss: 2.1264 +2025-06-21 15:38:55,454 - pyskl - INFO - Epoch [120][1400/3940] lr: 2.487e-03, eta: 14:55:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 2.2463, loss: 2.2463 +2025-06-21 15:39:39,882 - pyskl - INFO - Epoch [120][1500/3940] lr: 2.483e-03, eta: 14:54:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 2.1974, loss: 2.1974 +2025-06-21 15:40:24,347 - pyskl - INFO - Epoch [120][1600/3940] lr: 2.479e-03, eta: 14:53:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 2.1638, loss: 2.1638 +2025-06-21 15:41:08,670 - pyskl - INFO - Epoch [120][1700/3940] lr: 2.476e-03, eta: 14:52:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 2.1353, loss: 2.1353 +2025-06-21 15:41:53,004 - pyskl - INFO - Epoch [120][1800/3940] lr: 2.472e-03, eta: 14:52:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.1715, loss: 2.1715 +2025-06-21 15:42:37,411 - pyskl - INFO - Epoch [120][1900/3940] lr: 2.468e-03, eta: 14:51:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 2.1710, loss: 2.1710 +2025-06-21 15:43:21,752 - pyskl - INFO - Epoch [120][2000/3940] lr: 2.464e-03, eta: 14:50:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 2.2472, loss: 2.2472 +2025-06-21 15:44:06,002 - pyskl - INFO - Epoch [120][2100/3940] lr: 2.460e-03, eta: 14:49:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.2085, loss: 2.2085 +2025-06-21 15:44:50,273 - pyskl - INFO - Epoch [120][2200/3940] lr: 2.456e-03, eta: 14:49:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 2.2678, loss: 2.2678 +2025-06-21 15:45:34,578 - pyskl - INFO - Epoch [120][2300/3940] lr: 2.452e-03, eta: 14:48:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.2446, loss: 2.2446 +2025-06-21 15:46:18,835 - pyskl - INFO - Epoch [120][2400/3940] lr: 2.448e-03, eta: 14:47:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 2.2841, loss: 2.2841 +2025-06-21 15:47:03,057 - pyskl - INFO - Epoch [120][2500/3940] lr: 2.444e-03, eta: 14:46:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 2.1329, loss: 2.1329 +2025-06-21 15:47:47,253 - pyskl - INFO - Epoch [120][2600/3940] lr: 2.440e-03, eta: 14:46:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9994, loss_cls: 2.1345, loss: 2.1345 +2025-06-21 15:48:31,404 - pyskl - INFO - Epoch [120][2700/3940] lr: 2.436e-03, eta: 14:45:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.2232, loss: 2.2232 +2025-06-21 15:49:15,603 - pyskl - INFO - Epoch [120][2800/3940] lr: 2.432e-03, eta: 14:44:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 2.1473, loss: 2.1473 +2025-06-21 15:49:59,884 - pyskl - INFO - Epoch [120][2900/3940] lr: 2.428e-03, eta: 14:43:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 2.1693, loss: 2.1693 +2025-06-21 15:50:44,198 - pyskl - INFO - Epoch [120][3000/3940] lr: 2.424e-03, eta: 14:43:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.1552, loss: 2.1552 +2025-06-21 15:51:28,514 - pyskl - INFO - Epoch [120][3100/3940] lr: 2.420e-03, eta: 14:42:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 2.2048, loss: 2.2048 +2025-06-21 15:52:12,709 - pyskl - INFO - Epoch [120][3200/3940] lr: 2.416e-03, eta: 14:41:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 2.2095, loss: 2.2095 +2025-06-21 15:52:57,009 - pyskl - INFO - Epoch [120][3300/3940] lr: 2.412e-03, eta: 14:41:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 2.2374, loss: 2.2374 +2025-06-21 15:53:41,206 - pyskl - INFO - Epoch [120][3400/3940] lr: 2.408e-03, eta: 14:40:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.3588, loss: 2.3588 +2025-06-21 15:54:25,498 - pyskl - INFO - Epoch [120][3500/3940] lr: 2.405e-03, eta: 14:39:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.2449, loss: 2.2449 +2025-06-21 15:55:09,763 - pyskl - INFO - Epoch [120][3600/3940] lr: 2.401e-03, eta: 14:38:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 2.2572, loss: 2.2572 +2025-06-21 15:55:54,056 - pyskl - INFO - Epoch [120][3700/3940] lr: 2.397e-03, eta: 14:38:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.2184, loss: 2.2184 +2025-06-21 15:56:38,471 - pyskl - INFO - Epoch [120][3800/3940] lr: 2.393e-03, eta: 14:37:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.2407, loss: 2.2407 +2025-06-21 15:57:22,821 - pyskl - INFO - Epoch [120][3900/3940] lr: 2.389e-03, eta: 14:36:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.2252, loss: 2.2252 +2025-06-21 15:57:40,861 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-06-21 16:15:45,806 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 16:15:46,327 - pyskl - INFO - +top1_acc 0.8180 +top5_acc 0.9652 +2025-06-21 16:15:46,346 - pyskl - INFO - Epoch(val) [120][3183] top1_acc: 0.8180, top5_acc: 0.9652 +2025-06-21 16:16:54,765 - pyskl - INFO - Epoch [121][100/3940] lr: 2.383e-03, eta: 14:35:32, time: 0.684, data_time: 0.242, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 2.2038, loss: 2.2038 +2025-06-21 16:17:39,059 - pyskl - INFO - Epoch [121][200/3940] lr: 2.380e-03, eta: 14:34:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 2.1269, loss: 2.1269 +2025-06-21 16:18:23,272 - pyskl - INFO - Epoch [121][300/3940] lr: 2.376e-03, eta: 14:34:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 2.1511, loss: 2.1511 +2025-06-21 16:19:07,566 - pyskl - INFO - Epoch [121][400/3940] lr: 2.372e-03, eta: 14:33:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 2.1084, loss: 2.1084 +2025-06-21 16:19:51,873 - pyskl - INFO - Epoch [121][500/3940] lr: 2.368e-03, eta: 14:32:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 2.1155, loss: 2.1155 +2025-06-21 16:20:36,138 - pyskl - INFO - Epoch [121][600/3940] lr: 2.364e-03, eta: 14:31:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 2.1374, loss: 2.1374 +2025-06-21 16:21:20,386 - pyskl - INFO - Epoch [121][700/3940] lr: 2.360e-03, eta: 14:31:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 2.0929, loss: 2.0929 +2025-06-21 16:22:04,677 - pyskl - INFO - Epoch [121][800/3940] lr: 2.356e-03, eta: 14:30:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 2.0062, loss: 2.0062 +2025-06-21 16:22:48,949 - pyskl - INFO - Epoch [121][900/3940] lr: 2.352e-03, eta: 14:29:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 2.1661, loss: 2.1661 +2025-06-21 16:23:33,307 - pyskl - INFO - Epoch [121][1000/3940] lr: 2.348e-03, eta: 14:28:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 2.1790, loss: 2.1790 +2025-06-21 16:24:17,589 - pyskl - INFO - Epoch [121][1100/3940] lr: 2.345e-03, eta: 14:28:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 2.0516, loss: 2.0516 +2025-06-21 16:25:01,889 - pyskl - INFO - Epoch [121][1200/3940] lr: 2.341e-03, eta: 14:27:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 2.0928, loss: 2.0928 +2025-06-21 16:25:46,326 - pyskl - INFO - Epoch [121][1300/3940] lr: 2.337e-03, eta: 14:26:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 2.1692, loss: 2.1692 +2025-06-21 16:26:30,742 - pyskl - INFO - Epoch [121][1400/3940] lr: 2.333e-03, eta: 14:25:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 2.2126, loss: 2.2126 +2025-06-21 16:27:15,026 - pyskl - INFO - Epoch [121][1500/3940] lr: 2.329e-03, eta: 14:25:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.1363, loss: 2.1363 +2025-06-21 16:27:59,318 - pyskl - INFO - Epoch [121][1600/3940] lr: 2.325e-03, eta: 14:24:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.2061, loss: 2.2061 +2025-06-21 16:28:43,685 - pyskl - INFO - Epoch [121][1700/3940] lr: 2.321e-03, eta: 14:23:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9938, loss_cls: 2.1515, loss: 2.1515 +2025-06-21 16:29:28,032 - pyskl - INFO - Epoch [121][1800/3940] lr: 2.317e-03, eta: 14:22:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.1224, loss: 2.1224 +2025-06-21 16:30:12,512 - pyskl - INFO - Epoch [121][1900/3940] lr: 2.314e-03, eta: 14:22:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 2.1904, loss: 2.1904 +2025-06-21 16:30:56,920 - pyskl - INFO - Epoch [121][2000/3940] lr: 2.310e-03, eta: 14:21:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9912, loss_cls: 2.1913, loss: 2.1913 +2025-06-21 16:31:41,283 - pyskl - INFO - Epoch [121][2100/3940] lr: 2.306e-03, eta: 14:20:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 2.1386, loss: 2.1386 +2025-06-21 16:32:25,618 - pyskl - INFO - Epoch [121][2200/3940] lr: 2.302e-03, eta: 14:19:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 2.1236, loss: 2.1236 +2025-06-21 16:33:10,069 - pyskl - INFO - Epoch [121][2300/3940] lr: 2.298e-03, eta: 14:19:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.2607, loss: 2.2607 +2025-06-21 16:33:54,486 - pyskl - INFO - Epoch [121][2400/3940] lr: 2.294e-03, eta: 14:18:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 2.1545, loss: 2.1545 +2025-06-21 16:34:38,869 - pyskl - INFO - Epoch [121][2500/3940] lr: 2.291e-03, eta: 14:17:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 2.1912, loss: 2.1912 +2025-06-21 16:35:23,117 - pyskl - INFO - Epoch [121][2600/3940] lr: 2.287e-03, eta: 14:16:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 2.2055, loss: 2.2055 +2025-06-21 16:36:07,506 - pyskl - INFO - Epoch [121][2700/3940] lr: 2.283e-03, eta: 14:16:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.2136, loss: 2.2136 +2025-06-21 16:36:51,805 - pyskl - INFO - Epoch [121][2800/3940] lr: 2.279e-03, eta: 14:15:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 2.2831, loss: 2.2831 +2025-06-21 16:37:36,110 - pyskl - INFO - Epoch [121][2900/3940] lr: 2.275e-03, eta: 14:14:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 2.1720, loss: 2.1720 +2025-06-21 16:38:20,597 - pyskl - INFO - Epoch [121][3000/3940] lr: 2.271e-03, eta: 14:14:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 2.1920, loss: 2.1920 +2025-06-21 16:39:04,967 - pyskl - INFO - Epoch [121][3100/3940] lr: 2.268e-03, eta: 14:13:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.1184, loss: 2.1184 +2025-06-21 16:39:49,350 - pyskl - INFO - Epoch [121][3200/3940] lr: 2.264e-03, eta: 14:12:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.1642, loss: 2.1642 +2025-06-21 16:40:33,778 - pyskl - INFO - Epoch [121][3300/3940] lr: 2.260e-03, eta: 14:11:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 2.1282, loss: 2.1282 +2025-06-21 16:41:18,145 - pyskl - INFO - Epoch [121][3400/3940] lr: 2.256e-03, eta: 14:11:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 2.1856, loss: 2.1856 +2025-06-21 16:42:02,552 - pyskl - INFO - Epoch [121][3500/3940] lr: 2.252e-03, eta: 14:10:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.2025, loss: 2.2025 +2025-06-21 16:42:46,865 - pyskl - INFO - Epoch [121][3600/3940] lr: 2.249e-03, eta: 14:09:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 2.1906, loss: 2.1906 +2025-06-21 16:43:31,238 - pyskl - INFO - Epoch [121][3700/3940] lr: 2.245e-03, eta: 14:08:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.1869, loss: 2.1869 +2025-06-21 16:44:15,549 - pyskl - INFO - Epoch [121][3800/3940] lr: 2.241e-03, eta: 14:08:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 2.1675, loss: 2.1675 +2025-06-21 16:44:59,902 - pyskl - INFO - Epoch [121][3900/3940] lr: 2.237e-03, eta: 14:07:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 2.2336, loss: 2.2336 +2025-06-21 16:45:17,969 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-06-21 16:48:38,311 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 16:48:38,779 - pyskl - INFO - +top1_acc 0.8089 +top5_acc 0.9604 +2025-06-21 16:48:38,797 - pyskl - INFO - Epoch(val) [121][3183] top1_acc: 0.8089, top5_acc: 0.9604 +2025-06-21 16:49:47,825 - pyskl - INFO - Epoch [122][100/3940] lr: 2.232e-03, eta: 14:06:20, time: 0.690, data_time: 0.247, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 2.0505, loss: 2.0505 +2025-06-21 16:50:32,149 - pyskl - INFO - Epoch [122][200/3940] lr: 2.228e-03, eta: 14:05:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 2.1218, loss: 2.1218 +2025-06-21 16:51:16,474 - pyskl - INFO - Epoch [122][300/3940] lr: 2.224e-03, eta: 14:04:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 2.1166, loss: 2.1166 +2025-06-21 16:52:00,893 - pyskl - INFO - Epoch [122][400/3940] lr: 2.221e-03, eta: 14:04:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 2.0480, loss: 2.0480 +2025-06-21 16:52:45,210 - pyskl - INFO - Epoch [122][500/3940] lr: 2.217e-03, eta: 14:03:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 2.0873, loss: 2.0873 +2025-06-21 16:53:29,572 - pyskl - INFO - Epoch [122][600/3940] lr: 2.213e-03, eta: 14:02:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 2.1344, loss: 2.1344 +2025-06-21 16:54:13,881 - pyskl - INFO - Epoch [122][700/3940] lr: 2.209e-03, eta: 14:01:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 2.0370, loss: 2.0370 +2025-06-21 16:54:58,097 - pyskl - INFO - Epoch [122][800/3940] lr: 2.205e-03, eta: 14:01:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 2.0868, loss: 2.0868 +2025-06-21 16:55:42,363 - pyskl - INFO - Epoch [122][900/3940] lr: 2.202e-03, eta: 14:00:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 2.0711, loss: 2.0711 +2025-06-21 16:56:26,756 - pyskl - INFO - Epoch [122][1000/3940] lr: 2.198e-03, eta: 13:59:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 2.1521, loss: 2.1521 +2025-06-21 16:57:10,998 - pyskl - INFO - Epoch [122][1100/3940] lr: 2.194e-03, eta: 13:58:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 2.1444, loss: 2.1444 +2025-06-21 16:57:55,271 - pyskl - INFO - Epoch [122][1200/3940] lr: 2.190e-03, eta: 13:58:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.0800, loss: 2.0800 +2025-06-21 16:58:39,505 - pyskl - INFO - Epoch [122][1300/3940] lr: 2.187e-03, eta: 13:57:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 2.1322, loss: 2.1322 +2025-06-21 16:59:24,029 - pyskl - INFO - Epoch [122][1400/3940] lr: 2.183e-03, eta: 13:56:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9950, loss_cls: 2.1007, loss: 2.1007 +2025-06-21 17:00:08,632 - pyskl - INFO - Epoch [122][1500/3940] lr: 2.179e-03, eta: 13:55:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 2.0593, loss: 2.0593 +2025-06-21 17:00:53,225 - pyskl - INFO - Epoch [122][1600/3940] lr: 2.175e-03, eta: 13:55:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.1554, loss: 2.1554 +2025-06-21 17:01:37,845 - pyskl - INFO - Epoch [122][1700/3940] lr: 2.172e-03, eta: 13:54:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.1099, loss: 2.1099 +2025-06-21 17:02:22,390 - pyskl - INFO - Epoch [122][1800/3940] lr: 2.168e-03, eta: 13:53:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 2.1779, loss: 2.1779 +2025-06-21 17:03:06,848 - pyskl - INFO - Epoch [122][1900/3940] lr: 2.164e-03, eta: 13:52:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 2.1072, loss: 2.1072 +2025-06-21 17:03:51,302 - pyskl - INFO - Epoch [122][2000/3940] lr: 2.160e-03, eta: 13:52:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.1102, loss: 2.1102 +2025-06-21 17:04:35,654 - pyskl - INFO - Epoch [122][2100/3940] lr: 2.157e-03, eta: 13:51:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.1215, loss: 2.1215 +2025-06-21 17:05:19,954 - pyskl - INFO - Epoch [122][2200/3940] lr: 2.153e-03, eta: 13:50:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 2.1975, loss: 2.1975 +2025-06-21 17:06:04,265 - pyskl - INFO - Epoch [122][2300/3940] lr: 2.149e-03, eta: 13:50:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 2.1807, loss: 2.1807 +2025-06-21 17:06:48,645 - pyskl - INFO - Epoch [122][2400/3940] lr: 2.145e-03, eta: 13:49:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 2.1627, loss: 2.1627 +2025-06-21 17:07:33,008 - pyskl - INFO - Epoch [122][2500/3940] lr: 2.142e-03, eta: 13:48:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 2.2449, loss: 2.2449 +2025-06-21 17:08:17,362 - pyskl - INFO - Epoch [122][2600/3940] lr: 2.138e-03, eta: 13:47:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 2.0980, loss: 2.0980 +2025-06-21 17:09:01,742 - pyskl - INFO - Epoch [122][2700/3940] lr: 2.134e-03, eta: 13:47:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 2.0506, loss: 2.0506 +2025-06-21 17:09:46,069 - pyskl - INFO - Epoch [122][2800/3940] lr: 2.131e-03, eta: 13:46:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 2.1405, loss: 2.1405 +2025-06-21 17:10:30,371 - pyskl - INFO - Epoch [122][2900/3940] lr: 2.127e-03, eta: 13:45:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 2.0948, loss: 2.0948 +2025-06-21 17:11:14,667 - pyskl - INFO - Epoch [122][3000/3940] lr: 2.123e-03, eta: 13:44:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.1345, loss: 2.1345 +2025-06-21 17:11:58,933 - pyskl - INFO - Epoch [122][3100/3940] lr: 2.120e-03, eta: 13:44:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.1233, loss: 2.1233 +2025-06-21 17:12:43,216 - pyskl - INFO - Epoch [122][3200/3940] lr: 2.116e-03, eta: 13:43:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 2.2213, loss: 2.2213 +2025-06-21 17:13:27,483 - pyskl - INFO - Epoch [122][3300/3940] lr: 2.112e-03, eta: 13:42:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 2.1129, loss: 2.1129 +2025-06-21 17:14:11,814 - pyskl - INFO - Epoch [122][3400/3940] lr: 2.108e-03, eta: 13:41:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 2.2049, loss: 2.2049 +2025-06-21 17:14:56,073 - pyskl - INFO - Epoch [122][3500/3940] lr: 2.105e-03, eta: 13:41:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 2.1768, loss: 2.1768 +2025-06-21 17:15:40,423 - pyskl - INFO - Epoch [122][3600/3940] lr: 2.101e-03, eta: 13:40:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 2.2061, loss: 2.2061 +2025-06-21 17:16:24,775 - pyskl - INFO - Epoch [122][3700/3940] lr: 2.097e-03, eta: 13:39:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 2.1130, loss: 2.1130 +2025-06-21 17:17:08,981 - pyskl - INFO - Epoch [122][3800/3940] lr: 2.094e-03, eta: 13:38:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 2.1073, loss: 2.1073 +2025-06-21 17:17:53,122 - pyskl - INFO - Epoch [122][3900/3940] lr: 2.090e-03, eta: 13:38:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 2.1165, loss: 2.1165 +2025-06-21 17:18:11,167 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-06-21 17:21:31,840 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 17:21:32,300 - pyskl - INFO - +top1_acc 0.8182 +top5_acc 0.9663 +2025-06-21 17:21:32,317 - pyskl - INFO - Epoch(val) [122][3183] top1_acc: 0.8182, top5_acc: 0.9663 +2025-06-21 17:22:41,515 - pyskl - INFO - Epoch [123][100/3940] lr: 2.085e-03, eta: 13:37:08, time: 0.692, data_time: 0.246, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 2.0915, loss: 2.0915 +2025-06-21 17:23:25,899 - pyskl - INFO - Epoch [123][200/3940] lr: 2.081e-03, eta: 13:36:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.1125, loss: 2.1125 +2025-06-21 17:24:10,257 - pyskl - INFO - Epoch [123][300/3940] lr: 2.078e-03, eta: 13:35:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 2.0663, loss: 2.0663 +2025-06-21 17:24:54,658 - pyskl - INFO - Epoch [123][400/3940] lr: 2.074e-03, eta: 13:34:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 2.1468, loss: 2.1468 +2025-06-21 17:25:39,000 - pyskl - INFO - Epoch [123][500/3940] lr: 2.070e-03, eta: 13:34:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 2.1173, loss: 2.1173 +2025-06-21 17:26:23,217 - pyskl - INFO - Epoch [123][600/3940] lr: 2.067e-03, eta: 13:33:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 2.0447, loss: 2.0447 +2025-06-21 17:27:07,577 - pyskl - INFO - Epoch [123][700/3940] lr: 2.063e-03, eta: 13:32:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 2.0464, loss: 2.0464 +2025-06-21 17:27:51,953 - pyskl - INFO - Epoch [123][800/3940] lr: 2.059e-03, eta: 13:31:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 2.0938, loss: 2.0938 +2025-06-21 17:28:36,401 - pyskl - INFO - Epoch [123][900/3940] lr: 2.056e-03, eta: 13:31:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 2.0737, loss: 2.0737 +2025-06-21 17:29:20,744 - pyskl - INFO - Epoch [123][1000/3940] lr: 2.052e-03, eta: 13:30:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 2.0626, loss: 2.0626 +2025-06-21 17:30:04,976 - pyskl - INFO - Epoch [123][1100/3940] lr: 2.048e-03, eta: 13:29:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 2.1216, loss: 2.1216 +2025-06-21 17:30:49,410 - pyskl - INFO - Epoch [123][1200/3940] lr: 2.045e-03, eta: 13:28:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 2.0667, loss: 2.0667 +2025-06-21 17:31:33,758 - pyskl - INFO - Epoch [123][1300/3940] lr: 2.041e-03, eta: 13:28:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 2.0672, loss: 2.0672 +2025-06-21 17:32:18,021 - pyskl - INFO - Epoch [123][1400/3940] lr: 2.037e-03, eta: 13:27:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 2.1123, loss: 2.1123 +2025-06-21 17:33:02,308 - pyskl - INFO - Epoch [123][1500/3940] lr: 2.034e-03, eta: 13:26:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 2.1295, loss: 2.1295 +2025-06-21 17:33:46,830 - pyskl - INFO - Epoch [123][1600/3940] lr: 2.030e-03, eta: 13:26:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.2029, loss: 2.2029 +2025-06-21 17:34:31,268 - pyskl - INFO - Epoch [123][1700/3940] lr: 2.026e-03, eta: 13:25:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 2.1035, loss: 2.1035 +2025-06-21 17:35:15,644 - pyskl - INFO - Epoch [123][1800/3940] lr: 2.023e-03, eta: 13:24:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 2.0399, loss: 2.0399 +2025-06-21 17:36:00,030 - pyskl - INFO - Epoch [123][1900/3940] lr: 2.019e-03, eta: 13:23:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 2.1108, loss: 2.1108 +2025-06-21 17:36:44,380 - pyskl - INFO - Epoch [123][2000/3940] lr: 2.016e-03, eta: 13:23:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 2.0112, loss: 2.0112 +2025-06-21 17:37:28,759 - pyskl - INFO - Epoch [123][2100/3940] lr: 2.012e-03, eta: 13:22:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 2.0174, loss: 2.0174 +2025-06-21 17:38:12,915 - pyskl - INFO - Epoch [123][2200/3940] lr: 2.008e-03, eta: 13:21:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.0167, loss: 2.0167 +2025-06-21 17:38:57,185 - pyskl - INFO - Epoch [123][2300/3940] lr: 2.005e-03, eta: 13:20:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9944, loss_cls: 2.0809, loss: 2.0809 +2025-06-21 17:39:41,410 - pyskl - INFO - Epoch [123][2400/3940] lr: 2.001e-03, eta: 13:20:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.1769, loss: 2.1769 +2025-06-21 17:40:25,627 - pyskl - INFO - Epoch [123][2500/3940] lr: 1.998e-03, eta: 13:19:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 2.0607, loss: 2.0607 +2025-06-21 17:41:10,131 - pyskl - INFO - Epoch [123][2600/3940] lr: 1.994e-03, eta: 13:18:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.0573, loss: 2.0573 +2025-06-21 17:41:54,362 - pyskl - INFO - Epoch [123][2700/3940] lr: 1.990e-03, eta: 13:17:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 2.2022, loss: 2.2022 +2025-06-21 17:42:38,677 - pyskl - INFO - Epoch [123][2800/3940] lr: 1.987e-03, eta: 13:17:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 1.0000, loss_cls: 2.0802, loss: 2.0802 +2025-06-21 17:43:22,958 - pyskl - INFO - Epoch [123][2900/3940] lr: 1.983e-03, eta: 13:16:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 2.0531, loss: 2.0531 +2025-06-21 17:44:07,345 - pyskl - INFO - Epoch [123][3000/3940] lr: 1.980e-03, eta: 13:15:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 2.0337, loss: 2.0337 +2025-06-21 17:44:51,675 - pyskl - INFO - Epoch [123][3100/3940] lr: 1.976e-03, eta: 13:14:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 2.0790, loss: 2.0790 +2025-06-21 17:45:36,050 - pyskl - INFO - Epoch [123][3200/3940] lr: 1.972e-03, eta: 13:14:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 2.0939, loss: 2.0939 +2025-06-21 17:46:20,403 - pyskl - INFO - Epoch [123][3300/3940] lr: 1.969e-03, eta: 13:13:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 2.0648, loss: 2.0648 +2025-06-21 17:47:04,821 - pyskl - INFO - Epoch [123][3400/3940] lr: 1.965e-03, eta: 13:12:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 2.0594, loss: 2.0594 +2025-06-21 17:47:49,205 - pyskl - INFO - Epoch [123][3500/3940] lr: 1.962e-03, eta: 13:11:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 2.0871, loss: 2.0871 +2025-06-21 17:48:33,531 - pyskl - INFO - Epoch [123][3600/3940] lr: 1.958e-03, eta: 13:11:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.0303, loss: 2.0303 +2025-06-21 17:49:17,833 - pyskl - INFO - Epoch [123][3700/3940] lr: 1.954e-03, eta: 13:10:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 2.0666, loss: 2.0666 +2025-06-21 17:50:02,080 - pyskl - INFO - Epoch [123][3800/3940] lr: 1.951e-03, eta: 13:09:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 2.1358, loss: 2.1358 +2025-06-21 17:50:46,474 - pyskl - INFO - Epoch [123][3900/3940] lr: 1.947e-03, eta: 13:08:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 2.1828, loss: 2.1828 +2025-06-21 17:51:04,588 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-06-21 17:54:25,345 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 17:54:25,810 - pyskl - INFO - +top1_acc 0.8220 +top5_acc 0.9650 +2025-06-21 17:54:25,829 - pyskl - INFO - Epoch(val) [123][3183] top1_acc: 0.8220, top5_acc: 0.9650 +2025-06-21 17:55:34,805 - pyskl - INFO - Epoch [124][100/3940] lr: 1.942e-03, eta: 13:07:56, time: 0.690, data_time: 0.246, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 2.0625, loss: 2.0625 +2025-06-21 17:56:19,105 - pyskl - INFO - Epoch [124][200/3940] lr: 1.939e-03, eta: 13:07:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.9975, loss: 1.9975 +2025-06-21 17:57:03,505 - pyskl - INFO - Epoch [124][300/3940] lr: 1.935e-03, eta: 13:06:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 2.0248, loss: 2.0248 +2025-06-21 17:57:47,777 - pyskl - INFO - Epoch [124][400/3940] lr: 1.932e-03, eta: 13:05:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 2.0361, loss: 2.0361 +2025-06-21 17:58:32,228 - pyskl - INFO - Epoch [124][500/3940] lr: 1.928e-03, eta: 13:04:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.0204, loss: 2.0204 +2025-06-21 17:59:16,858 - pyskl - INFO - Epoch [124][600/3940] lr: 1.925e-03, eta: 13:04:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.9886, loss: 1.9886 +2025-06-21 18:00:01,683 - pyskl - INFO - Epoch [124][700/3940] lr: 1.921e-03, eta: 13:03:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 1.0000, loss_cls: 2.0328, loss: 2.0328 +2025-06-21 18:00:46,224 - pyskl - INFO - Epoch [124][800/3940] lr: 1.918e-03, eta: 13:02:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.9935, loss: 1.9935 +2025-06-21 18:01:30,718 - pyskl - INFO - Epoch [124][900/3940] lr: 1.914e-03, eta: 13:02:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 2.0386, loss: 2.0386 +2025-06-21 18:02:15,006 - pyskl - INFO - Epoch [124][1000/3940] lr: 1.910e-03, eta: 13:01:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 2.0295, loss: 2.0295 +2025-06-21 18:02:59,518 - pyskl - INFO - Epoch [124][1100/3940] lr: 1.907e-03, eta: 13:00:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.9517, loss: 1.9517 +2025-06-21 18:03:43,783 - pyskl - INFO - Epoch [124][1200/3940] lr: 1.903e-03, eta: 12:59:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.0665, loss: 2.0665 +2025-06-21 18:04:28,027 - pyskl - INFO - Epoch [124][1300/3940] lr: 1.900e-03, eta: 12:59:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 2.0965, loss: 2.0965 +2025-06-21 18:05:12,599 - pyskl - INFO - Epoch [124][1400/3940] lr: 1.896e-03, eta: 12:58:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 1.0000, loss_cls: 2.0915, loss: 2.0915 +2025-06-21 18:05:57,210 - pyskl - INFO - Epoch [124][1500/3940] lr: 1.893e-03, eta: 12:57:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.9647, loss: 1.9647 +2025-06-21 18:06:41,710 - pyskl - INFO - Epoch [124][1600/3940] lr: 1.889e-03, eta: 12:56:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.9757, loss: 1.9757 +2025-06-21 18:07:26,038 - pyskl - INFO - Epoch [124][1700/3940] lr: 1.886e-03, eta: 12:56:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9956, loss_cls: 2.0532, loss: 2.0532 +2025-06-21 18:08:10,319 - pyskl - INFO - Epoch [124][1800/3940] lr: 1.882e-03, eta: 12:55:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.9529, loss: 1.9529 +2025-06-21 18:08:54,691 - pyskl - INFO - Epoch [124][1900/3940] lr: 1.879e-03, eta: 12:54:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 2.0411, loss: 2.0411 +2025-06-21 18:09:39,247 - pyskl - INFO - Epoch [124][2000/3940] lr: 1.875e-03, eta: 12:53:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 2.0557, loss: 2.0557 +2025-06-21 18:10:23,870 - pyskl - INFO - Epoch [124][2100/3940] lr: 1.872e-03, eta: 12:53:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 2.1100, loss: 2.1100 +2025-06-21 18:11:08,367 - pyskl - INFO - Epoch [124][2200/3940] lr: 1.868e-03, eta: 12:52:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.0740, loss: 2.0740 +2025-06-21 18:11:52,632 - pyskl - INFO - Epoch [124][2300/3940] lr: 1.865e-03, eta: 12:51:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.0995, loss: 2.0995 +2025-06-21 18:12:36,811 - pyskl - INFO - Epoch [124][2400/3940] lr: 1.861e-03, eta: 12:50:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 2.1477, loss: 2.1477 +2025-06-21 18:13:21,077 - pyskl - INFO - Epoch [124][2500/3940] lr: 1.858e-03, eta: 12:50:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 2.0548, loss: 2.0548 +2025-06-21 18:14:05,105 - pyskl - INFO - Epoch [124][2600/3940] lr: 1.854e-03, eta: 12:49:23, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 2.0025, loss: 2.0025 +2025-06-21 18:14:49,355 - pyskl - INFO - Epoch [124][2700/3940] lr: 1.851e-03, eta: 12:48:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.9577, loss: 1.9577 +2025-06-21 18:15:33,582 - pyskl - INFO - Epoch [124][2800/3940] lr: 1.847e-03, eta: 12:47:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 2.0828, loss: 2.0828 +2025-06-21 18:16:17,800 - pyskl - INFO - Epoch [124][2900/3940] lr: 1.844e-03, eta: 12:47:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 2.0948, loss: 2.0948 +2025-06-21 18:17:02,002 - pyskl - INFO - Epoch [124][3000/3940] lr: 1.840e-03, eta: 12:46:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.0469, loss: 2.0469 +2025-06-21 18:17:46,221 - pyskl - INFO - Epoch [124][3100/3940] lr: 1.837e-03, eta: 12:45:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 2.0154, loss: 2.0154 +2025-06-21 18:18:30,538 - pyskl - INFO - Epoch [124][3200/3940] lr: 1.834e-03, eta: 12:44:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 2.0460, loss: 2.0460 +2025-06-21 18:19:14,767 - pyskl - INFO - Epoch [124][3300/3940] lr: 1.830e-03, eta: 12:44:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 2.1205, loss: 2.1205 +2025-06-21 18:19:59,093 - pyskl - INFO - Epoch [124][3400/3940] lr: 1.827e-03, eta: 12:43:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 2.0296, loss: 2.0296 +2025-06-21 18:20:43,417 - pyskl - INFO - Epoch [124][3500/3940] lr: 1.823e-03, eta: 12:42:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 2.1075, loss: 2.1075 +2025-06-21 18:21:27,664 - pyskl - INFO - Epoch [124][3600/3940] lr: 1.820e-03, eta: 12:41:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 2.0189, loss: 2.0189 +2025-06-21 18:22:11,892 - pyskl - INFO - Epoch [124][3700/3940] lr: 1.816e-03, eta: 12:41:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 1.9236, loss: 1.9236 +2025-06-21 18:22:56,076 - pyskl - INFO - Epoch [124][3800/3940] lr: 1.813e-03, eta: 12:40:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9994, loss_cls: 2.0576, loss: 2.0576 +2025-06-21 18:23:40,345 - pyskl - INFO - Epoch [124][3900/3940] lr: 1.809e-03, eta: 12:39:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9988, loss_cls: 2.1352, loss: 2.1352 +2025-06-21 18:23:58,379 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-06-21 18:27:19,652 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 18:27:20,119 - pyskl - INFO - +top1_acc 0.8207 +top5_acc 0.9645 +2025-06-21 18:27:20,138 - pyskl - INFO - Epoch(val) [124][3183] top1_acc: 0.8207, top5_acc: 0.9645 +2025-06-21 18:28:29,110 - pyskl - INFO - Epoch [125][100/3940] lr: 1.805e-03, eta: 12:38:43, time: 0.690, data_time: 0.247, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 2.0721, loss: 2.0721 +2025-06-21 18:29:13,379 - pyskl - INFO - Epoch [125][200/3940] lr: 1.801e-03, eta: 12:37:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.9313, loss: 1.9313 +2025-06-21 18:29:57,697 - pyskl - INFO - Epoch [125][300/3940] lr: 1.798e-03, eta: 12:37:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 2.0111, loss: 2.0111 +2025-06-21 18:30:41,964 - pyskl - INFO - Epoch [125][400/3940] lr: 1.794e-03, eta: 12:36:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.9688, loss: 1.9688 +2025-06-21 18:31:26,312 - pyskl - INFO - Epoch [125][500/3940] lr: 1.791e-03, eta: 12:35:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.9359, loss: 1.9359 +2025-06-21 18:32:10,694 - pyskl - INFO - Epoch [125][600/3940] lr: 1.787e-03, eta: 12:35:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 2.0389, loss: 2.0389 +2025-06-21 18:32:55,076 - pyskl - INFO - Epoch [125][700/3940] lr: 1.784e-03, eta: 12:34:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 2.0047, loss: 2.0047 +2025-06-21 18:33:39,553 - pyskl - INFO - Epoch [125][800/3940] lr: 1.781e-03, eta: 12:33:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.9763, loss: 1.9763 +2025-06-21 18:34:24,048 - pyskl - INFO - Epoch [125][900/3940] lr: 1.777e-03, eta: 12:32:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.9651, loss: 1.9651 +2025-06-21 18:35:08,493 - pyskl - INFO - Epoch [125][1000/3940] lr: 1.774e-03, eta: 12:32:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.9927, loss: 1.9927 +2025-06-21 18:35:52,898 - pyskl - INFO - Epoch [125][1100/3940] lr: 1.770e-03, eta: 12:31:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.9045, loss: 1.9045 +2025-06-21 18:36:37,254 - pyskl - INFO - Epoch [125][1200/3940] lr: 1.767e-03, eta: 12:30:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.9924, loss: 1.9924 +2025-06-21 18:37:21,590 - pyskl - INFO - Epoch [125][1300/3940] lr: 1.763e-03, eta: 12:29:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 1.0000, loss_cls: 2.0442, loss: 2.0442 +2025-06-21 18:38:05,942 - pyskl - INFO - Epoch [125][1400/3940] lr: 1.760e-03, eta: 12:29:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 2.0066, loss: 2.0066 +2025-06-21 18:38:50,268 - pyskl - INFO - Epoch [125][1500/3940] lr: 1.757e-03, eta: 12:28:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 2.0097, loss: 2.0097 +2025-06-21 18:39:34,754 - pyskl - INFO - Epoch [125][1600/3940] lr: 1.753e-03, eta: 12:27:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.9411, loss: 1.9411 +2025-06-21 18:40:19,135 - pyskl - INFO - Epoch [125][1700/3940] lr: 1.750e-03, eta: 12:26:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 1.0000, loss_cls: 2.0074, loss: 2.0074 +2025-06-21 18:41:03,506 - pyskl - INFO - Epoch [125][1800/3940] lr: 1.747e-03, eta: 12:26:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.9771, loss: 1.9771 +2025-06-21 18:41:47,817 - pyskl - INFO - Epoch [125][1900/3940] lr: 1.743e-03, eta: 12:25:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.9277, loss: 1.9277 +2025-06-21 18:42:32,218 - pyskl - INFO - Epoch [125][2000/3940] lr: 1.740e-03, eta: 12:24:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.0650, loss: 2.0650 +2025-06-21 18:43:16,712 - pyskl - INFO - Epoch [125][2100/3940] lr: 1.736e-03, eta: 12:23:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 2.0036, loss: 2.0036 +2025-06-21 18:44:01,145 - pyskl - INFO - Epoch [125][2200/3940] lr: 1.733e-03, eta: 12:23:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.9854, loss: 1.9854 +2025-06-21 18:44:45,431 - pyskl - INFO - Epoch [125][2300/3940] lr: 1.730e-03, eta: 12:22:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 2.0150, loss: 2.0150 +2025-06-21 18:45:29,772 - pyskl - INFO - Epoch [125][2400/3940] lr: 1.726e-03, eta: 12:21:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 1.9318, loss: 1.9318 +2025-06-21 18:46:14,256 - pyskl - INFO - Epoch [125][2500/3940] lr: 1.723e-03, eta: 12:20:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 1.9554, loss: 1.9554 +2025-06-21 18:46:58,513 - pyskl - INFO - Epoch [125][2600/3940] lr: 1.720e-03, eta: 12:20:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.9006, loss: 1.9006 +2025-06-21 18:47:42,703 - pyskl - INFO - Epoch [125][2700/3940] lr: 1.716e-03, eta: 12:19:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 2.0513, loss: 2.0513 +2025-06-21 18:48:27,359 - pyskl - INFO - Epoch [125][2800/3940] lr: 1.713e-03, eta: 12:18:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 2.0951, loss: 2.0951 +2025-06-21 18:49:11,717 - pyskl - INFO - Epoch [125][2900/3940] lr: 1.709e-03, eta: 12:17:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.0390, loss: 2.0390 +2025-06-21 18:49:56,100 - pyskl - INFO - Epoch [125][3000/3940] lr: 1.706e-03, eta: 12:17:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.9674, loss: 1.9674 +2025-06-21 18:50:40,404 - pyskl - INFO - Epoch [125][3100/3940] lr: 1.703e-03, eta: 12:16:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 1.9559, loss: 1.9559 +2025-06-21 18:51:24,703 - pyskl - INFO - Epoch [125][3200/3940] lr: 1.699e-03, eta: 12:15:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 2.0339, loss: 2.0339 +2025-06-21 18:52:09,012 - pyskl - INFO - Epoch [125][3300/3940] lr: 1.696e-03, eta: 12:14:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.9422, loss: 1.9422 +2025-06-21 18:52:53,473 - pyskl - INFO - Epoch [125][3400/3940] lr: 1.693e-03, eta: 12:14:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 2.0102, loss: 2.0102 +2025-06-21 18:53:37,759 - pyskl - INFO - Epoch [125][3500/3940] lr: 1.689e-03, eta: 12:13:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.9536, loss: 1.9536 +2025-06-21 18:54:22,056 - pyskl - INFO - Epoch [125][3600/3940] lr: 1.686e-03, eta: 12:12:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 2.0283, loss: 2.0283 +2025-06-21 18:55:06,353 - pyskl - INFO - Epoch [125][3700/3940] lr: 1.683e-03, eta: 12:12:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 2.0567, loss: 2.0567 +2025-06-21 18:55:50,736 - pyskl - INFO - Epoch [125][3800/3940] lr: 1.679e-03, eta: 12:11:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.0678, loss: 2.0678 +2025-06-21 18:56:35,104 - pyskl - INFO - Epoch [125][3900/3940] lr: 1.676e-03, eta: 12:10:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 1.0000, loss_cls: 1.9954, loss: 1.9954 +2025-06-21 18:56:53,181 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-06-21 19:15:42,786 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 19:15:43,250 - pyskl - INFO - +top1_acc 0.8224 +top5_acc 0.9561 +2025-06-21 19:15:43,304 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_118.pth was removed +2025-06-21 19:15:44,384 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2025-06-21 19:15:44,386 - pyskl - INFO - Best top1_acc is 0.8224 at 125 epoch. +2025-06-21 19:15:44,405 - pyskl - INFO - Epoch(val) [125][3183] top1_acc: 0.8224, top5_acc: 0.9561 +2025-06-21 19:16:53,447 - pyskl - INFO - Epoch [126][100/3940] lr: 1.671e-03, eta: 12:09:31, time: 0.690, data_time: 0.247, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.8932, loss: 1.8932 +2025-06-21 19:17:37,850 - pyskl - INFO - Epoch [126][200/3940] lr: 1.668e-03, eta: 12:08:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.9512, loss: 1.9512 +2025-06-21 19:18:22,299 - pyskl - INFO - Epoch [126][300/3940] lr: 1.665e-03, eta: 12:08:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.9433, loss: 1.9433 +2025-06-21 19:19:06,758 - pyskl - INFO - Epoch [126][400/3940] lr: 1.661e-03, eta: 12:07:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.8772, loss: 1.8772 +2025-06-21 19:19:51,223 - pyskl - INFO - Epoch [126][500/3940] lr: 1.658e-03, eta: 12:06:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.9155, loss: 1.9155 +2025-06-21 19:20:35,717 - pyskl - INFO - Epoch [126][600/3940] lr: 1.655e-03, eta: 12:05:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.9380, loss: 1.9380 +2025-06-21 19:21:20,040 - pyskl - INFO - Epoch [126][700/3940] lr: 1.652e-03, eta: 12:05:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.9190, loss: 1.9190 +2025-06-21 19:22:04,314 - pyskl - INFO - Epoch [126][800/3940] lr: 1.648e-03, eta: 12:04:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.9767, loss: 1.9767 +2025-06-21 19:22:48,630 - pyskl - INFO - Epoch [126][900/3940] lr: 1.645e-03, eta: 12:03:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.9655, loss: 1.9655 +2025-06-21 19:23:32,974 - pyskl - INFO - Epoch [126][1000/3940] lr: 1.642e-03, eta: 12:02:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.9262, loss: 1.9262 +2025-06-21 19:24:17,282 - pyskl - INFO - Epoch [126][1100/3940] lr: 1.638e-03, eta: 12:02:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.9220, loss: 1.9220 +2025-06-21 19:25:01,747 - pyskl - INFO - Epoch [126][1200/3940] lr: 1.635e-03, eta: 12:01:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.9053, loss: 1.9053 +2025-06-21 19:25:46,029 - pyskl - INFO - Epoch [126][1300/3940] lr: 1.632e-03, eta: 12:00:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.8871, loss: 1.8871 +2025-06-21 19:26:30,318 - pyskl - INFO - Epoch [126][1400/3940] lr: 1.629e-03, eta: 11:59:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.9903, loss: 1.9903 +2025-06-21 19:27:14,578 - pyskl - INFO - Epoch [126][1500/3940] lr: 1.625e-03, eta: 11:59:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.9225, loss: 1.9225 +2025-06-21 19:27:58,897 - pyskl - INFO - Epoch [126][1600/3940] lr: 1.622e-03, eta: 11:58:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.8647, loss: 1.8647 +2025-06-21 19:28:43,386 - pyskl - INFO - Epoch [126][1700/3940] lr: 1.619e-03, eta: 11:57:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.8358, loss: 1.8358 +2025-06-21 19:29:27,976 - pyskl - INFO - Epoch [126][1800/3940] lr: 1.615e-03, eta: 11:56:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.8825, loss: 1.8825 +2025-06-21 19:30:12,456 - pyskl - INFO - Epoch [126][1900/3940] lr: 1.612e-03, eta: 11:56:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.9405, loss: 1.9405 +2025-06-21 19:30:56,819 - pyskl - INFO - Epoch [126][2000/3940] lr: 1.609e-03, eta: 11:55:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.9374, loss: 1.9374 +2025-06-21 19:31:41,201 - pyskl - INFO - Epoch [126][2100/3940] lr: 1.606e-03, eta: 11:54:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.9287, loss: 1.9287 +2025-06-21 19:32:25,595 - pyskl - INFO - Epoch [126][2200/3940] lr: 1.602e-03, eta: 11:53:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.0112, loss: 2.0112 +2025-06-21 19:33:10,037 - pyskl - INFO - Epoch [126][2300/3940] lr: 1.599e-03, eta: 11:53:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.9728, loss: 1.9728 +2025-06-21 19:33:54,320 - pyskl - INFO - Epoch [126][2400/3940] lr: 1.596e-03, eta: 11:52:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.9250, loss: 1.9250 +2025-06-21 19:34:38,610 - pyskl - INFO - Epoch [126][2500/3940] lr: 1.593e-03, eta: 11:51:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.9380, loss: 1.9380 +2025-06-21 19:35:23,029 - pyskl - INFO - Epoch [126][2600/3940] lr: 1.589e-03, eta: 11:50:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 1.9897, loss: 1.9897 +2025-06-21 19:36:07,406 - pyskl - INFO - Epoch [126][2700/3940] lr: 1.586e-03, eta: 11:50:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.8812, loss: 1.8812 +2025-06-21 19:36:51,727 - pyskl - INFO - Epoch [126][2800/3940] lr: 1.583e-03, eta: 11:49:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 2.0165, loss: 2.0165 +2025-06-21 19:37:36,105 - pyskl - INFO - Epoch [126][2900/3940] lr: 1.580e-03, eta: 11:48:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.8767, loss: 1.8767 +2025-06-21 19:38:20,559 - pyskl - INFO - Epoch [126][3000/3940] lr: 1.576e-03, eta: 11:48:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 1.9430, loss: 1.9430 +2025-06-21 19:39:04,915 - pyskl - INFO - Epoch [126][3100/3940] lr: 1.573e-03, eta: 11:47:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.9412, loss: 1.9412 +2025-06-21 19:39:49,248 - pyskl - INFO - Epoch [126][3200/3940] lr: 1.570e-03, eta: 11:46:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 2.0412, loss: 2.0412 +2025-06-21 19:40:33,510 - pyskl - INFO - Epoch [126][3300/3940] lr: 1.567e-03, eta: 11:45:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.9404, loss: 1.9404 +2025-06-21 19:41:17,856 - pyskl - INFO - Epoch [126][3400/3940] lr: 1.564e-03, eta: 11:45:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.9761, loss: 1.9761 +2025-06-21 19:42:02,258 - pyskl - INFO - Epoch [126][3500/3940] lr: 1.560e-03, eta: 11:44:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 1.0000, loss_cls: 1.9048, loss: 1.9048 +2025-06-21 19:42:46,583 - pyskl - INFO - Epoch [126][3600/3940] lr: 1.557e-03, eta: 11:43:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.9460, loss: 1.9460 +2025-06-21 19:43:30,897 - pyskl - INFO - Epoch [126][3700/3940] lr: 1.554e-03, eta: 11:42:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.9042, loss: 1.9042 +2025-06-21 19:44:15,194 - pyskl - INFO - Epoch [126][3800/3940] lr: 1.551e-03, eta: 11:42:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.9368, loss: 1.9368 +2025-06-21 19:44:59,593 - pyskl - INFO - Epoch [126][3900/3940] lr: 1.547e-03, eta: 11:41:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 2.0058, loss: 2.0058 +2025-06-21 19:45:17,659 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-06-21 19:48:39,533 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 19:48:40,002 - pyskl - INFO - +top1_acc 0.8125 +top5_acc 0.9577 +2025-06-21 19:48:40,020 - pyskl - INFO - Epoch(val) [126][3183] top1_acc: 0.8125, top5_acc: 0.9577 +2025-06-21 19:49:49,692 - pyskl - INFO - Epoch [127][100/3940] lr: 1.543e-03, eta: 11:40:19, time: 0.697, data_time: 0.249, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.8874, loss: 1.8874 +2025-06-21 19:50:34,094 - pyskl - INFO - Epoch [127][200/3940] lr: 1.540e-03, eta: 11:39:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.9703, loss: 1.9703 +2025-06-21 19:51:18,498 - pyskl - INFO - Epoch [127][300/3940] lr: 1.537e-03, eta: 11:38:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.9532, loss: 1.9532 +2025-06-21 19:52:02,718 - pyskl - INFO - Epoch [127][400/3940] lr: 1.533e-03, eta: 11:38:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.9006, loss: 1.9006 +2025-06-21 19:52:47,130 - pyskl - INFO - Epoch [127][500/3940] lr: 1.530e-03, eta: 11:37:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.7762, loss: 1.7762 +2025-06-21 19:53:31,514 - pyskl - INFO - Epoch [127][600/3940] lr: 1.527e-03, eta: 11:36:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.8385, loss: 1.8385 +2025-06-21 19:54:15,914 - pyskl - INFO - Epoch [127][700/3940] lr: 1.524e-03, eta: 11:35:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.8177, loss: 1.8177 +2025-06-21 19:55:00,397 - pyskl - INFO - Epoch [127][800/3940] lr: 1.521e-03, eta: 11:35:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.9713, loss: 1.9713 +2025-06-21 19:55:44,850 - pyskl - INFO - Epoch [127][900/3940] lr: 1.518e-03, eta: 11:34:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.8934, loss: 1.8934 +2025-06-21 19:56:29,275 - pyskl - INFO - Epoch [127][1000/3940] lr: 1.514e-03, eta: 11:33:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.8815, loss: 1.8815 +2025-06-21 19:57:13,656 - pyskl - INFO - Epoch [127][1100/3940] lr: 1.511e-03, eta: 11:32:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.8883, loss: 1.8883 +2025-06-21 19:57:58,343 - pyskl - INFO - Epoch [127][1200/3940] lr: 1.508e-03, eta: 11:32:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.8742, loss: 1.8742 +2025-06-21 19:58:42,828 - pyskl - INFO - Epoch [127][1300/3940] lr: 1.505e-03, eta: 11:31:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.8142, loss: 1.8142 +2025-06-21 19:59:27,213 - pyskl - INFO - Epoch [127][1400/3940] lr: 1.502e-03, eta: 11:30:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.9547, loss: 1.9547 +2025-06-21 20:00:11,581 - pyskl - INFO - Epoch [127][1500/3940] lr: 1.499e-03, eta: 11:29:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.7928, loss: 1.7928 +2025-06-21 20:00:56,082 - pyskl - INFO - Epoch [127][1600/3940] lr: 1.495e-03, eta: 11:29:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.8751, loss: 1.8751 +2025-06-21 20:01:40,611 - pyskl - INFO - Epoch [127][1700/3940] lr: 1.492e-03, eta: 11:28:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.9189, loss: 1.9189 +2025-06-21 20:02:25,421 - pyskl - INFO - Epoch [127][1800/3940] lr: 1.489e-03, eta: 11:27:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.9012, loss: 1.9012 +2025-06-21 20:03:09,944 - pyskl - INFO - Epoch [127][1900/3940] lr: 1.486e-03, eta: 11:26:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.8651, loss: 1.8651 +2025-06-21 20:03:54,454 - pyskl - INFO - Epoch [127][2000/3940] lr: 1.483e-03, eta: 11:26:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.9010, loss: 1.9010 +2025-06-21 20:04:39,015 - pyskl - INFO - Epoch [127][2100/3940] lr: 1.480e-03, eta: 11:25:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.8923, loss: 1.8923 +2025-06-21 20:05:23,329 - pyskl - INFO - Epoch [127][2200/3940] lr: 1.477e-03, eta: 11:24:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.9250, loss: 1.9250 +2025-06-21 20:06:07,678 - pyskl - INFO - Epoch [127][2300/3940] lr: 1.473e-03, eta: 11:24:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.9373, loss: 1.9373 +2025-06-21 20:06:52,044 - pyskl - INFO - Epoch [127][2400/3940] lr: 1.470e-03, eta: 11:23:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.8467, loss: 1.8467 +2025-06-21 20:07:36,384 - pyskl - INFO - Epoch [127][2500/3940] lr: 1.467e-03, eta: 11:22:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.8736, loss: 1.8736 +2025-06-21 20:08:20,711 - pyskl - INFO - Epoch [127][2600/3940] lr: 1.464e-03, eta: 11:21:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.9191, loss: 1.9191 +2025-06-21 20:09:05,071 - pyskl - INFO - Epoch [127][2700/3940] lr: 1.461e-03, eta: 11:21:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.8920, loss: 1.8920 +2025-06-21 20:09:49,357 - pyskl - INFO - Epoch [127][2800/3940] lr: 1.458e-03, eta: 11:20:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.8814, loss: 1.8814 +2025-06-21 20:10:33,847 - pyskl - INFO - Epoch [127][2900/3940] lr: 1.455e-03, eta: 11:19:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.9155, loss: 1.9155 +2025-06-21 20:11:18,135 - pyskl - INFO - Epoch [127][3000/3940] lr: 1.452e-03, eta: 11:18:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.9115, loss: 1.9115 +2025-06-21 20:12:02,425 - pyskl - INFO - Epoch [127][3100/3940] lr: 1.448e-03, eta: 11:18:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.8577, loss: 1.8577 +2025-06-21 20:12:46,683 - pyskl - INFO - Epoch [127][3200/3940] lr: 1.445e-03, eta: 11:17:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.9298, loss: 1.9298 +2025-06-21 20:13:30,983 - pyskl - INFO - Epoch [127][3300/3940] lr: 1.442e-03, eta: 11:16:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.9364, loss: 1.9364 +2025-06-21 20:14:15,281 - pyskl - INFO - Epoch [127][3400/3940] lr: 1.439e-03, eta: 11:15:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.9160, loss: 1.9160 +2025-06-21 20:14:59,518 - pyskl - INFO - Epoch [127][3500/3940] lr: 1.436e-03, eta: 11:15:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.9106, loss: 1.9106 +2025-06-21 20:15:43,887 - pyskl - INFO - Epoch [127][3600/3940] lr: 1.433e-03, eta: 11:14:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.8941, loss: 1.8941 +2025-06-21 20:16:28,207 - pyskl - INFO - Epoch [127][3700/3940] lr: 1.430e-03, eta: 11:13:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.9364, loss: 1.9364 +2025-06-21 20:17:12,545 - pyskl - INFO - Epoch [127][3800/3940] lr: 1.427e-03, eta: 11:12:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.9406, loss: 1.9406 +2025-06-21 20:17:56,711 - pyskl - INFO - Epoch [127][3900/3940] lr: 1.424e-03, eta: 11:12:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.9718, loss: 1.9718 +2025-06-21 20:18:14,819 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-06-21 20:21:35,438 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 20:21:35,898 - pyskl - INFO - +top1_acc 0.8217 +top5_acc 0.9634 +2025-06-21 20:21:35,917 - pyskl - INFO - Epoch(val) [127][3183] top1_acc: 0.8217, top5_acc: 0.9634 +2025-06-21 20:22:44,899 - pyskl - INFO - Epoch [128][100/3940] lr: 1.419e-03, eta: 11:11:07, time: 0.690, data_time: 0.247, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.9507, loss: 1.9507 +2025-06-21 20:23:29,231 - pyskl - INFO - Epoch [128][200/3940] lr: 1.416e-03, eta: 11:10:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.8843, loss: 1.8843 +2025-06-21 20:24:13,620 - pyskl - INFO - Epoch [128][300/3940] lr: 1.413e-03, eta: 11:09:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.9224, loss: 1.9224 +2025-06-21 20:24:57,889 - pyskl - INFO - Epoch [128][400/3940] lr: 1.410e-03, eta: 11:08:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.8576, loss: 1.8576 +2025-06-21 20:25:42,228 - pyskl - INFO - Epoch [128][500/3940] lr: 1.407e-03, eta: 11:08:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.9327, loss: 1.9327 +2025-06-21 20:26:26,516 - pyskl - INFO - Epoch [128][600/3940] lr: 1.404e-03, eta: 11:07:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.8348, loss: 1.8348 +2025-06-21 20:27:10,785 - pyskl - INFO - Epoch [128][700/3940] lr: 1.401e-03, eta: 11:06:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 1.8370, loss: 1.8370 +2025-06-21 20:27:55,047 - pyskl - INFO - Epoch [128][800/3940] lr: 1.398e-03, eta: 11:05:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.8300, loss: 1.8300 +2025-06-21 20:28:39,364 - pyskl - INFO - Epoch [128][900/3940] lr: 1.395e-03, eta: 11:05:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.8177, loss: 1.8177 +2025-06-21 20:29:23,620 - pyskl - INFO - Epoch [128][1000/3940] lr: 1.392e-03, eta: 11:04:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.8618, loss: 1.8618 +2025-06-21 20:30:07,886 - pyskl - INFO - Epoch [128][1100/3940] lr: 1.389e-03, eta: 11:03:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.8559, loss: 1.8559 +2025-06-21 20:30:52,125 - pyskl - INFO - Epoch [128][1200/3940] lr: 1.386e-03, eta: 11:02:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.8477, loss: 1.8477 +2025-06-21 20:31:36,679 - pyskl - INFO - Epoch [128][1300/3940] lr: 1.383e-03, eta: 11:02:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.9321, loss: 1.9321 +2025-06-21 20:32:20,990 - pyskl - INFO - Epoch [128][1400/3940] lr: 1.380e-03, eta: 11:01:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.9469, loss: 1.9469 +2025-06-21 20:33:05,221 - pyskl - INFO - Epoch [128][1500/3940] lr: 1.377e-03, eta: 11:00:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.8216, loss: 1.8216 +2025-06-21 20:33:49,831 - pyskl - INFO - Epoch [128][1600/3940] lr: 1.374e-03, eta: 10:59:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.8311, loss: 1.8311 +2025-06-21 20:34:34,297 - pyskl - INFO - Epoch [128][1700/3940] lr: 1.371e-03, eta: 10:59:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7979, loss: 1.7979 +2025-06-21 20:35:18,775 - pyskl - INFO - Epoch [128][1800/3940] lr: 1.368e-03, eta: 10:58:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.8331, loss: 1.8331 +2025-06-21 20:36:03,166 - pyskl - INFO - Epoch [128][1900/3940] lr: 1.365e-03, eta: 10:57:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.8523, loss: 1.8523 +2025-06-21 20:36:47,587 - pyskl - INFO - Epoch [128][2000/3940] lr: 1.362e-03, eta: 10:57:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.8681, loss: 1.8681 +2025-06-21 20:37:32,157 - pyskl - INFO - Epoch [128][2100/3940] lr: 1.359e-03, eta: 10:56:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.8482, loss: 1.8482 +2025-06-21 20:38:16,696 - pyskl - INFO - Epoch [128][2200/3940] lr: 1.356e-03, eta: 10:55:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7948, loss: 1.7948 +2025-06-21 20:39:01,126 - pyskl - INFO - Epoch [128][2300/3940] lr: 1.353e-03, eta: 10:54:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.8312, loss: 1.8312 +2025-06-21 20:39:45,565 - pyskl - INFO - Epoch [128][2400/3940] lr: 1.350e-03, eta: 10:54:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.9139, loss: 1.9139 +2025-06-21 20:40:30,057 - pyskl - INFO - Epoch [128][2500/3940] lr: 1.347e-03, eta: 10:53:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.8483, loss: 1.8483 +2025-06-21 20:41:14,499 - pyskl - INFO - Epoch [128][2600/3940] lr: 1.344e-03, eta: 10:52:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.9473, loss: 1.9473 +2025-06-21 20:41:58,751 - pyskl - INFO - Epoch [128][2700/3940] lr: 1.341e-03, eta: 10:51:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.8823, loss: 1.8823 +2025-06-21 20:42:43,066 - pyskl - INFO - Epoch [128][2800/3940] lr: 1.338e-03, eta: 10:51:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.9552, loss: 1.9552 +2025-06-21 20:43:27,280 - pyskl - INFO - Epoch [128][2900/3940] lr: 1.335e-03, eta: 10:50:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.8113, loss: 1.8113 +2025-06-21 20:44:11,459 - pyskl - INFO - Epoch [128][3000/3940] lr: 1.332e-03, eta: 10:49:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.8879, loss: 1.8879 +2025-06-21 20:44:55,627 - pyskl - INFO - Epoch [128][3100/3940] lr: 1.329e-03, eta: 10:48:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.8434, loss: 1.8434 +2025-06-21 20:45:39,807 - pyskl - INFO - Epoch [128][3200/3940] lr: 1.326e-03, eta: 10:48:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.8506, loss: 1.8506 +2025-06-21 20:46:24,122 - pyskl - INFO - Epoch [128][3300/3940] lr: 1.323e-03, eta: 10:47:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.8767, loss: 1.8767 +2025-06-21 20:47:08,404 - pyskl - INFO - Epoch [128][3400/3940] lr: 1.320e-03, eta: 10:46:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.8717, loss: 1.8717 +2025-06-21 20:47:52,598 - pyskl - INFO - Epoch [128][3500/3940] lr: 1.317e-03, eta: 10:45:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.8943, loss: 1.8943 +2025-06-21 20:48:36,842 - pyskl - INFO - Epoch [128][3600/3940] lr: 1.314e-03, eta: 10:45:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.8798, loss: 1.8798 +2025-06-21 20:49:20,985 - pyskl - INFO - Epoch [128][3700/3940] lr: 1.311e-03, eta: 10:44:25, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.8614, loss: 1.8614 +2025-06-21 20:50:05,282 - pyskl - INFO - Epoch [128][3800/3940] lr: 1.308e-03, eta: 10:43:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.9283, loss: 1.9283 +2025-06-21 20:50:49,511 - pyskl - INFO - Epoch [128][3900/3940] lr: 1.305e-03, eta: 10:42:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9969, loss_cls: 1.9137, loss: 1.9137 +2025-06-21 20:51:07,555 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-06-21 20:54:28,180 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 20:54:28,649 - pyskl - INFO - +top1_acc 0.8302 +top5_acc 0.9656 +2025-06-21 20:54:28,703 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_125.pth was removed +2025-06-21 20:54:29,760 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2025-06-21 20:54:29,762 - pyskl - INFO - Best top1_acc is 0.8302 at 128 epoch. +2025-06-21 20:54:29,779 - pyskl - INFO - Epoch(val) [128][3183] top1_acc: 0.8302, top5_acc: 0.9656 +2025-06-21 20:55:38,456 - pyskl - INFO - Epoch [129][100/3940] lr: 1.301e-03, eta: 10:41:55, time: 0.687, data_time: 0.244, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7907, loss: 1.7907 +2025-06-21 20:56:22,730 - pyskl - INFO - Epoch [129][200/3940] lr: 1.298e-03, eta: 10:41:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.7990, loss: 1.7990 +2025-06-21 20:57:06,978 - pyskl - INFO - Epoch [129][300/3940] lr: 1.295e-03, eta: 10:40:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.7990, loss: 1.7990 +2025-06-21 20:57:51,250 - pyskl - INFO - Epoch [129][400/3940] lr: 1.292e-03, eta: 10:39:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.8084, loss: 1.8084 +2025-06-21 20:58:35,491 - pyskl - INFO - Epoch [129][500/3940] lr: 1.289e-03, eta: 10:38:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.8337, loss: 1.8337 +2025-06-21 20:59:19,873 - pyskl - INFO - Epoch [129][600/3940] lr: 1.286e-03, eta: 10:38:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.7413, loss: 1.7413 +2025-06-21 21:00:04,170 - pyskl - INFO - Epoch [129][700/3940] lr: 1.283e-03, eta: 10:37:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.7992, loss: 1.7992 +2025-06-21 21:00:48,479 - pyskl - INFO - Epoch [129][800/3940] lr: 1.280e-03, eta: 10:36:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.7565, loss: 1.7565 +2025-06-21 21:01:32,747 - pyskl - INFO - Epoch [129][900/3940] lr: 1.277e-03, eta: 10:35:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.8682, loss: 1.8682 +2025-06-21 21:02:17,030 - pyskl - INFO - Epoch [129][1000/3940] lr: 1.274e-03, eta: 10:35:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.8054, loss: 1.8054 +2025-06-21 21:03:01,262 - pyskl - INFO - Epoch [129][1100/3940] lr: 1.271e-03, eta: 10:34:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.8105, loss: 1.8105 +2025-06-21 21:03:45,575 - pyskl - INFO - Epoch [129][1200/3940] lr: 1.268e-03, eta: 10:33:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.7994, loss: 1.7994 +2025-06-21 21:04:29,899 - pyskl - INFO - Epoch [129][1300/3940] lr: 1.265e-03, eta: 10:33:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.8339, loss: 1.8339 +2025-06-21 21:05:14,177 - pyskl - INFO - Epoch [129][1400/3940] lr: 1.263e-03, eta: 10:32:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.8063, loss: 1.8063 +2025-06-21 21:05:58,571 - pyskl - INFO - Epoch [129][1500/3940] lr: 1.260e-03, eta: 10:31:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.8737, loss: 1.8737 +2025-06-21 21:06:42,926 - pyskl - INFO - Epoch [129][1600/3940] lr: 1.257e-03, eta: 10:30:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.8162, loss: 1.8162 +2025-06-21 21:07:27,248 - pyskl - INFO - Epoch [129][1700/3940] lr: 1.254e-03, eta: 10:30:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.7417, loss: 1.7417 +2025-06-21 21:08:11,838 - pyskl - INFO - Epoch [129][1800/3940] lr: 1.251e-03, eta: 10:29:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.7705, loss: 1.7705 +2025-06-21 21:08:56,370 - pyskl - INFO - Epoch [129][1900/3940] lr: 1.248e-03, eta: 10:28:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.8334, loss: 1.8334 +2025-06-21 21:09:40,712 - pyskl - INFO - Epoch [129][2000/3940] lr: 1.245e-03, eta: 10:27:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.8202, loss: 1.8202 +2025-06-21 21:10:25,253 - pyskl - INFO - Epoch [129][2100/3940] lr: 1.242e-03, eta: 10:27:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.8080, loss: 1.8080 +2025-06-21 21:11:09,510 - pyskl - INFO - Epoch [129][2200/3940] lr: 1.239e-03, eta: 10:26:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.7778, loss: 1.7778 +2025-06-21 21:11:53,913 - pyskl - INFO - Epoch [129][2300/3940] lr: 1.237e-03, eta: 10:25:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.7588, loss: 1.7588 +2025-06-21 21:12:38,576 - pyskl - INFO - Epoch [129][2400/3940] lr: 1.234e-03, eta: 10:24:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.6613, loss: 1.6613 +2025-06-21 21:13:22,991 - pyskl - INFO - Epoch [129][2500/3940] lr: 1.231e-03, eta: 10:24:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7567, loss: 1.7567 +2025-06-21 21:14:07,337 - pyskl - INFO - Epoch [129][2600/3940] lr: 1.228e-03, eta: 10:23:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.7600, loss: 1.7600 +2025-06-21 21:14:51,598 - pyskl - INFO - Epoch [129][2700/3940] lr: 1.225e-03, eta: 10:22:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.7717, loss: 1.7717 +2025-06-21 21:15:35,733 - pyskl - INFO - Epoch [129][2800/3940] lr: 1.222e-03, eta: 10:21:53, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.8399, loss: 1.8399 +2025-06-21 21:16:20,225 - pyskl - INFO - Epoch [129][2900/3940] lr: 1.219e-03, eta: 10:21:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.8139, loss: 1.8139 +2025-06-21 21:17:04,453 - pyskl - INFO - Epoch [129][3000/3940] lr: 1.216e-03, eta: 10:20:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8307, loss: 1.8307 +2025-06-21 21:17:48,611 - pyskl - INFO - Epoch [129][3100/3940] lr: 1.214e-03, eta: 10:19:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.8250, loss: 1.8250 +2025-06-21 21:18:32,996 - pyskl - INFO - Epoch [129][3200/3940] lr: 1.211e-03, eta: 10:18:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.8247, loss: 1.8247 +2025-06-21 21:19:17,392 - pyskl - INFO - Epoch [129][3300/3940] lr: 1.208e-03, eta: 10:18:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.8397, loss: 1.8397 +2025-06-21 21:20:01,664 - pyskl - INFO - Epoch [129][3400/3940] lr: 1.205e-03, eta: 10:17:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.8581, loss: 1.8581 +2025-06-21 21:20:46,041 - pyskl - INFO - Epoch [129][3500/3940] lr: 1.202e-03, eta: 10:16:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.8398, loss: 1.8398 +2025-06-21 21:21:30,428 - pyskl - INFO - Epoch [129][3600/3940] lr: 1.199e-03, eta: 10:15:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.8102, loss: 1.8102 +2025-06-21 21:22:14,707 - pyskl - INFO - Epoch [129][3700/3940] lr: 1.196e-03, eta: 10:15:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 1.8358, loss: 1.8358 +2025-06-21 21:22:58,998 - pyskl - INFO - Epoch [129][3800/3940] lr: 1.194e-03, eta: 10:14:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.8300, loss: 1.8300 +2025-06-21 21:23:43,256 - pyskl - INFO - Epoch [129][3900/3940] lr: 1.191e-03, eta: 10:13:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 1.7716, loss: 1.7716 +2025-06-21 21:24:01,326 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-06-21 21:27:21,788 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 21:27:22,261 - pyskl - INFO - +top1_acc 0.8327 +top5_acc 0.9662 +2025-06-21 21:27:22,321 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_128.pth was removed +2025-06-21 21:27:23,436 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2025-06-21 21:27:23,439 - pyskl - INFO - Best top1_acc is 0.8327 at 129 epoch. +2025-06-21 21:27:23,458 - pyskl - INFO - Epoch(val) [129][3183] top1_acc: 0.8327, top5_acc: 0.9662 +2025-06-21 21:28:32,693 - pyskl - INFO - Epoch [130][100/3940] lr: 1.187e-03, eta: 10:12:42, time: 0.692, data_time: 0.248, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7704, loss: 1.7704 +2025-06-21 21:29:17,006 - pyskl - INFO - Epoch [130][200/3940] lr: 1.184e-03, eta: 10:11:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6766, loss: 1.6766 +2025-06-21 21:30:01,425 - pyskl - INFO - Epoch [130][300/3940] lr: 1.181e-03, eta: 10:11:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.7194, loss: 1.7194 +2025-06-21 21:30:45,737 - pyskl - INFO - Epoch [130][400/3940] lr: 1.178e-03, eta: 10:10:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7423, loss: 1.7423 +2025-06-21 21:31:29,931 - pyskl - INFO - Epoch [130][500/3940] lr: 1.176e-03, eta: 10:09:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.7116, loss: 1.7116 +2025-06-21 21:32:14,132 - pyskl - INFO - Epoch [130][600/3940] lr: 1.173e-03, eta: 10:08:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7606, loss: 1.7606 +2025-06-21 21:32:58,427 - pyskl - INFO - Epoch [130][700/3940] lr: 1.170e-03, eta: 10:08:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.7607, loss: 1.7607 +2025-06-21 21:33:42,605 - pyskl - INFO - Epoch [130][800/3940] lr: 1.167e-03, eta: 10:07:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7472, loss: 1.7472 +2025-06-21 21:34:27,028 - pyskl - INFO - Epoch [130][900/3940] lr: 1.164e-03, eta: 10:06:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.7657, loss: 1.7657 +2025-06-21 21:35:11,287 - pyskl - INFO - Epoch [130][1000/3940] lr: 1.162e-03, eta: 10:06:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.7251, loss: 1.7251 +2025-06-21 21:35:55,460 - pyskl - INFO - Epoch [130][1100/3940] lr: 1.159e-03, eta: 10:05:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.7662, loss: 1.7662 +2025-06-21 21:36:39,635 - pyskl - INFO - Epoch [130][1200/3940] lr: 1.156e-03, eta: 10:04:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7536, loss: 1.7536 +2025-06-21 21:37:23,962 - pyskl - INFO - Epoch [130][1300/3940] lr: 1.153e-03, eta: 10:03:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.6951, loss: 1.6951 +2025-06-21 21:38:08,327 - pyskl - INFO - Epoch [130][1400/3940] lr: 1.150e-03, eta: 10:03:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.7437, loss: 1.7437 +2025-06-21 21:38:52,571 - pyskl - INFO - Epoch [130][1500/3940] lr: 1.148e-03, eta: 10:02:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.6593, loss: 1.6593 +2025-06-21 21:39:36,877 - pyskl - INFO - Epoch [130][1600/3940] lr: 1.145e-03, eta: 10:01:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.7589, loss: 1.7589 +2025-06-21 21:40:21,189 - pyskl - INFO - Epoch [130][1700/3940] lr: 1.142e-03, eta: 10:00:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.7911, loss: 1.7911 +2025-06-21 21:41:05,511 - pyskl - INFO - Epoch [130][1800/3940] lr: 1.139e-03, eta: 10:00:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 1.8062, loss: 1.8062 +2025-06-21 21:41:49,810 - pyskl - INFO - Epoch [130][1900/3940] lr: 1.137e-03, eta: 9:59:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7839, loss: 1.7839 +2025-06-21 21:42:34,213 - pyskl - INFO - Epoch [130][2000/3940] lr: 1.134e-03, eta: 9:58:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.7608, loss: 1.7608 +2025-06-21 21:43:18,606 - pyskl - INFO - Epoch [130][2100/3940] lr: 1.131e-03, eta: 9:57:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.7852, loss: 1.7852 +2025-06-21 21:44:03,081 - pyskl - INFO - Epoch [130][2200/3940] lr: 1.128e-03, eta: 9:57:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.7231, loss: 1.7231 +2025-06-21 21:44:47,467 - pyskl - INFO - Epoch [130][2300/3940] lr: 1.125e-03, eta: 9:56:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.7591, loss: 1.7591 +2025-06-21 21:45:31,862 - pyskl - INFO - Epoch [130][2400/3940] lr: 1.123e-03, eta: 9:55:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.7563, loss: 1.7563 +2025-06-21 21:46:16,238 - pyskl - INFO - Epoch [130][2500/3940] lr: 1.120e-03, eta: 9:54:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.6639, loss: 1.6639 +2025-06-21 21:47:00,657 - pyskl - INFO - Epoch [130][2600/3940] lr: 1.117e-03, eta: 9:54:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7722, loss: 1.7722 +2025-06-21 21:47:44,931 - pyskl - INFO - Epoch [130][2700/3940] lr: 1.114e-03, eta: 9:53:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.7585, loss: 1.7585 +2025-06-21 21:48:29,149 - pyskl - INFO - Epoch [130][2800/3940] lr: 1.112e-03, eta: 9:52:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7270, loss: 1.7270 +2025-06-21 21:49:13,424 - pyskl - INFO - Epoch [130][2900/3940] lr: 1.109e-03, eta: 9:51:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.7779, loss: 1.7779 +2025-06-21 21:49:57,761 - pyskl - INFO - Epoch [130][3000/3940] lr: 1.106e-03, eta: 9:51:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.6961, loss: 1.6961 +2025-06-21 21:50:42,051 - pyskl - INFO - Epoch [130][3100/3940] lr: 1.104e-03, eta: 9:50:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.8141, loss: 1.8141 +2025-06-21 21:51:26,318 - pyskl - INFO - Epoch [130][3200/3940] lr: 1.101e-03, eta: 9:49:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7751, loss: 1.7751 +2025-06-21 21:52:10,572 - pyskl - INFO - Epoch [130][3300/3940] lr: 1.098e-03, eta: 9:48:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.8084, loss: 1.8084 +2025-06-21 21:52:54,786 - pyskl - INFO - Epoch [130][3400/3940] lr: 1.095e-03, eta: 9:48:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.7697, loss: 1.7697 +2025-06-21 21:53:39,150 - pyskl - INFO - Epoch [130][3500/3940] lr: 1.093e-03, eta: 9:47:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.7709, loss: 1.7709 +2025-06-21 21:54:23,516 - pyskl - INFO - Epoch [130][3600/3940] lr: 1.090e-03, eta: 9:46:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.7644, loss: 1.7644 +2025-06-21 21:55:07,820 - pyskl - INFO - Epoch [130][3700/3940] lr: 1.087e-03, eta: 9:46:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.8053, loss: 1.8053 +2025-06-21 21:55:52,110 - pyskl - INFO - Epoch [130][3800/3940] lr: 1.084e-03, eta: 9:45:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.7055, loss: 1.7055 +2025-06-21 21:56:36,386 - pyskl - INFO - Epoch [130][3900/3940] lr: 1.082e-03, eta: 9:44:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.8020, loss: 1.8020 +2025-06-21 21:56:54,407 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-06-21 22:14:24,846 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 22:14:25,317 - pyskl - INFO - +top1_acc 0.8310 +top5_acc 0.9656 +2025-06-21 22:14:25,339 - pyskl - INFO - Epoch(val) [130][3183] top1_acc: 0.8310, top5_acc: 0.9656 +2025-06-21 22:15:33,886 - pyskl - INFO - Epoch [131][100/3940] lr: 1.078e-03, eta: 9:43:29, time: 0.685, data_time: 0.243, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.7150, loss: 1.7150 +2025-06-21 22:16:18,085 - pyskl - INFO - Epoch [131][200/3940] lr: 1.075e-03, eta: 9:42:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.7191, loss: 1.7191 +2025-06-21 22:17:02,364 - pyskl - INFO - Epoch [131][300/3940] lr: 1.073e-03, eta: 9:42:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7437, loss: 1.7437 +2025-06-21 22:17:46,587 - pyskl - INFO - Epoch [131][400/3940] lr: 1.070e-03, eta: 9:41:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.7056, loss: 1.7056 +2025-06-21 22:18:30,807 - pyskl - INFO - Epoch [131][500/3940] lr: 1.067e-03, eta: 9:40:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.7385, loss: 1.7385 +2025-06-21 22:19:15,089 - pyskl - INFO - Epoch [131][600/3940] lr: 1.065e-03, eta: 9:39:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.7056, loss: 1.7056 +2025-06-21 22:19:59,335 - pyskl - INFO - Epoch [131][700/3940] lr: 1.062e-03, eta: 9:39:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6917, loss: 1.6917 +2025-06-21 22:20:43,607 - pyskl - INFO - Epoch [131][800/3940] lr: 1.059e-03, eta: 9:38:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6702, loss: 1.6702 +2025-06-21 22:21:27,769 - pyskl - INFO - Epoch [131][900/3940] lr: 1.057e-03, eta: 9:37:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.6702, loss: 1.6702 +2025-06-21 22:22:11,975 - pyskl - INFO - Epoch [131][1000/3940] lr: 1.054e-03, eta: 9:36:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.7146, loss: 1.7146 +2025-06-21 22:22:56,121 - pyskl - INFO - Epoch [131][1100/3940] lr: 1.051e-03, eta: 9:36:04, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.6908, loss: 1.6908 +2025-06-21 22:23:40,266 - pyskl - INFO - Epoch [131][1200/3940] lr: 1.049e-03, eta: 9:35:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.6978, loss: 1.6978 +2025-06-21 22:24:24,343 - pyskl - INFO - Epoch [131][1300/3940] lr: 1.046e-03, eta: 9:34:35, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.7297, loss: 1.7297 +2025-06-21 22:25:08,534 - pyskl - INFO - Epoch [131][1400/3940] lr: 1.043e-03, eta: 9:33:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.6840, loss: 1.6840 +2025-06-21 22:25:52,757 - pyskl - INFO - Epoch [131][1500/3940] lr: 1.041e-03, eta: 9:33:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7138, loss: 1.7138 +2025-06-21 22:26:37,115 - pyskl - INFO - Epoch [131][1600/3940] lr: 1.038e-03, eta: 9:32:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6863, loss: 1.6863 +2025-06-21 22:27:21,421 - pyskl - INFO - Epoch [131][1700/3940] lr: 1.035e-03, eta: 9:31:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7295, loss: 1.7295 +2025-06-21 22:28:05,665 - pyskl - INFO - Epoch [131][1800/3940] lr: 1.033e-03, eta: 9:30:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7385, loss: 1.7385 +2025-06-21 22:28:50,034 - pyskl - INFO - Epoch [131][1900/3940] lr: 1.030e-03, eta: 9:30:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7434, loss: 1.7434 +2025-06-21 22:29:34,605 - pyskl - INFO - Epoch [131][2000/3940] lr: 1.027e-03, eta: 9:29:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7118, loss: 1.7118 +2025-06-21 22:30:19,299 - pyskl - INFO - Epoch [131][2100/3940] lr: 1.025e-03, eta: 9:28:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 1.7487, loss: 1.7487 +2025-06-21 22:31:04,143 - pyskl - INFO - Epoch [131][2200/3940] lr: 1.022e-03, eta: 9:27:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.6713, loss: 1.6713 +2025-06-21 22:31:48,935 - pyskl - INFO - Epoch [131][2300/3940] lr: 1.019e-03, eta: 9:27:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7363, loss: 1.7363 +2025-06-21 22:32:33,539 - pyskl - INFO - Epoch [131][2400/3940] lr: 1.017e-03, eta: 9:26:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.7220, loss: 1.7220 +2025-06-21 22:33:17,771 - pyskl - INFO - Epoch [131][2500/3940] lr: 1.014e-03, eta: 9:25:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.7532, loss: 1.7532 +2025-06-21 22:34:02,033 - pyskl - INFO - Epoch [131][2600/3940] lr: 1.012e-03, eta: 9:24:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7472, loss: 1.7472 +2025-06-21 22:34:46,359 - pyskl - INFO - Epoch [131][2700/3940] lr: 1.009e-03, eta: 9:24:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.7685, loss: 1.7685 +2025-06-21 22:35:30,528 - pyskl - INFO - Epoch [131][2800/3940] lr: 1.006e-03, eta: 9:23:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.7202, loss: 1.7202 +2025-06-21 22:36:14,754 - pyskl - INFO - Epoch [131][2900/3940] lr: 1.004e-03, eta: 9:22:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7339, loss: 1.7339 +2025-06-21 22:36:59,007 - pyskl - INFO - Epoch [131][3000/3940] lr: 1.001e-03, eta: 9:21:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.7662, loss: 1.7662 +2025-06-21 22:37:43,279 - pyskl - INFO - Epoch [131][3100/3940] lr: 9.985e-04, eta: 9:21:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7209, loss: 1.7209 +2025-06-21 22:38:27,637 - pyskl - INFO - Epoch [131][3200/3940] lr: 9.959e-04, eta: 9:20:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.7179, loss: 1.7179 +2025-06-21 22:39:11,924 - pyskl - INFO - Epoch [131][3300/3940] lr: 9.933e-04, eta: 9:19:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7012, loss: 1.7012 +2025-06-21 22:39:56,198 - pyskl - INFO - Epoch [131][3400/3940] lr: 9.907e-04, eta: 9:19:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.7319, loss: 1.7319 +2025-06-21 22:40:40,521 - pyskl - INFO - Epoch [131][3500/3940] lr: 9.881e-04, eta: 9:18:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7054, loss: 1.7054 +2025-06-21 22:41:25,000 - pyskl - INFO - Epoch [131][3600/3940] lr: 9.855e-04, eta: 9:17:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.7161, loss: 1.7161 +2025-06-21 22:42:09,449 - pyskl - INFO - Epoch [131][3700/3940] lr: 9.829e-04, eta: 9:16:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.7433, loss: 1.7433 +2025-06-21 22:42:53,860 - pyskl - INFO - Epoch [131][3800/3940] lr: 9.803e-04, eta: 9:16:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.8128, loss: 1.8128 +2025-06-21 22:43:38,196 - pyskl - INFO - Epoch [131][3900/3940] lr: 9.778e-04, eta: 9:15:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7293, loss: 1.7293 +2025-06-21 22:43:56,257 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-06-21 22:47:16,963 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 22:47:17,435 - pyskl - INFO - +top1_acc 0.8398 +top5_acc 0.9674 +2025-06-21 22:47:17,491 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_129.pth was removed +2025-06-21 22:47:18,598 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2025-06-21 22:47:18,600 - pyskl - INFO - Best top1_acc is 0.8398 at 131 epoch. +2025-06-21 22:47:18,619 - pyskl - INFO - Epoch(val) [131][3183] top1_acc: 0.8398, top5_acc: 0.9674 +2025-06-21 22:48:27,209 - pyskl - INFO - Epoch [132][100/3940] lr: 9.742e-04, eta: 9:14:17, time: 0.686, data_time: 0.244, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6792, loss: 1.6792 +2025-06-21 22:49:11,419 - pyskl - INFO - Epoch [132][200/3940] lr: 9.716e-04, eta: 9:13:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6713, loss: 1.6713 +2025-06-21 22:49:55,614 - pyskl - INFO - Epoch [132][300/3940] lr: 9.690e-04, eta: 9:12:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.6733, loss: 1.6733 +2025-06-21 22:50:39,830 - pyskl - INFO - Epoch [132][400/3940] lr: 9.665e-04, eta: 9:12:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7120, loss: 1.7120 +2025-06-21 22:51:23,996 - pyskl - INFO - Epoch [132][500/3940] lr: 9.639e-04, eta: 9:11:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6727, loss: 1.6727 +2025-06-21 22:52:08,227 - pyskl - INFO - Epoch [132][600/3940] lr: 9.613e-04, eta: 9:10:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6659, loss: 1.6659 +2025-06-21 22:52:52,374 - pyskl - INFO - Epoch [132][700/3940] lr: 9.588e-04, eta: 9:09:49, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6386, loss: 1.6386 +2025-06-21 22:53:36,585 - pyskl - INFO - Epoch [132][800/3940] lr: 9.562e-04, eta: 9:09:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7165, loss: 1.7165 +2025-06-21 22:54:20,781 - pyskl - INFO - Epoch [132][900/3940] lr: 9.537e-04, eta: 9:08:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6768, loss: 1.6768 +2025-06-21 22:55:04,940 - pyskl - INFO - Epoch [132][1000/3940] lr: 9.511e-04, eta: 9:07:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7257, loss: 1.7257 +2025-06-21 22:55:49,162 - pyskl - INFO - Epoch [132][1100/3940] lr: 9.486e-04, eta: 9:06:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.6422, loss: 1.6422 +2025-06-21 22:56:33,420 - pyskl - INFO - Epoch [132][1200/3940] lr: 9.461e-04, eta: 9:06:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6748, loss: 1.6748 +2025-06-21 22:57:17,535 - pyskl - INFO - Epoch [132][1300/3940] lr: 9.435e-04, eta: 9:05:22, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7115, loss: 1.7115 +2025-06-21 22:58:01,696 - pyskl - INFO - Epoch [132][1400/3940] lr: 9.410e-04, eta: 9:04:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6719, loss: 1.6719 +2025-06-21 22:58:45,996 - pyskl - INFO - Epoch [132][1500/3940] lr: 9.385e-04, eta: 9:03:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6724, loss: 1.6724 +2025-06-21 22:59:30,262 - pyskl - INFO - Epoch [132][1600/3940] lr: 9.360e-04, eta: 9:03:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.6761, loss: 1.6761 +2025-06-21 23:00:14,495 - pyskl - INFO - Epoch [132][1700/3940] lr: 9.334e-04, eta: 9:02:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7099, loss: 1.7099 +2025-06-21 23:00:58,695 - pyskl - INFO - Epoch [132][1800/3940] lr: 9.309e-04, eta: 9:01:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6293, loss: 1.6293 +2025-06-21 23:01:42,922 - pyskl - INFO - Epoch [132][1900/3940] lr: 9.284e-04, eta: 9:00:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7653, loss: 1.7653 +2025-06-21 23:02:27,302 - pyskl - INFO - Epoch [132][2000/3940] lr: 9.259e-04, eta: 9:00:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6634, loss: 1.6634 +2025-06-21 23:03:11,635 - pyskl - INFO - Epoch [132][2100/3940] lr: 9.234e-04, eta: 8:59:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.6514, loss: 1.6514 +2025-06-21 23:03:55,875 - pyskl - INFO - Epoch [132][2200/3940] lr: 9.209e-04, eta: 8:58:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7032, loss: 1.7032 +2025-06-21 23:04:40,144 - pyskl - INFO - Epoch [132][2300/3940] lr: 9.184e-04, eta: 8:57:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7004, loss: 1.7004 +2025-06-21 23:05:24,447 - pyskl - INFO - Epoch [132][2400/3940] lr: 9.159e-04, eta: 8:57:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.7219, loss: 1.7219 +2025-06-21 23:06:08,587 - pyskl - INFO - Epoch [132][2500/3940] lr: 9.134e-04, eta: 8:56:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.6618, loss: 1.6618 +2025-06-21 23:06:52,782 - pyskl - INFO - Epoch [132][2600/3940] lr: 9.109e-04, eta: 8:55:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6748, loss: 1.6748 +2025-06-21 23:07:36,962 - pyskl - INFO - Epoch [132][2700/3940] lr: 9.084e-04, eta: 8:54:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.6484, loss: 1.6484 +2025-06-21 23:08:21,147 - pyskl - INFO - Epoch [132][2800/3940] lr: 9.059e-04, eta: 8:54:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.6368, loss: 1.6368 +2025-06-21 23:09:05,348 - pyskl - INFO - Epoch [132][2900/3940] lr: 9.034e-04, eta: 8:53:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6604, loss: 1.6604 +2025-06-21 23:09:49,617 - pyskl - INFO - Epoch [132][3000/3940] lr: 9.010e-04, eta: 8:52:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.6259, loss: 1.6259 +2025-06-21 23:10:33,866 - pyskl - INFO - Epoch [132][3100/3940] lr: 8.985e-04, eta: 8:52:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.6316, loss: 1.6316 +2025-06-21 23:11:18,130 - pyskl - INFO - Epoch [132][3200/3940] lr: 8.960e-04, eta: 8:51:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6645, loss: 1.6645 +2025-06-21 23:12:02,394 - pyskl - INFO - Epoch [132][3300/3940] lr: 8.935e-04, eta: 8:50:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6468, loss: 1.6468 +2025-06-21 23:12:46,656 - pyskl - INFO - Epoch [132][3400/3940] lr: 8.911e-04, eta: 8:49:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.7390, loss: 1.7390 +2025-06-21 23:13:30,946 - pyskl - INFO - Epoch [132][3500/3940] lr: 8.886e-04, eta: 8:49:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6900, loss: 1.6900 +2025-06-21 23:14:15,185 - pyskl - INFO - Epoch [132][3600/3940] lr: 8.862e-04, eta: 8:48:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.7159, loss: 1.7159 +2025-06-21 23:14:59,470 - pyskl - INFO - Epoch [132][3700/3940] lr: 8.837e-04, eta: 8:47:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.6995, loss: 1.6995 +2025-06-21 23:15:43,810 - pyskl - INFO - Epoch [132][3800/3940] lr: 8.812e-04, eta: 8:46:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.7246, loss: 1.7246 +2025-06-21 23:16:28,128 - pyskl - INFO - Epoch [132][3900/3940] lr: 8.788e-04, eta: 8:46:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7322, loss: 1.7322 +2025-06-21 23:16:46,188 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-06-21 23:20:06,848 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 23:20:07,307 - pyskl - INFO - +top1_acc 0.8358 +top5_acc 0.9531 +2025-06-21 23:20:07,323 - pyskl - INFO - Epoch(val) [132][3183] top1_acc: 0.8358, top5_acc: 0.9531 +2025-06-21 23:21:15,750 - pyskl - INFO - Epoch [133][100/3940] lr: 8.754e-04, eta: 8:45:03, time: 0.684, data_time: 0.242, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7244, loss: 1.7244 +2025-06-21 23:21:59,990 - pyskl - INFO - Epoch [133][200/3940] lr: 8.729e-04, eta: 8:44:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6354, loss: 1.6354 +2025-06-21 23:22:44,208 - pyskl - INFO - Epoch [133][300/3940] lr: 8.705e-04, eta: 8:43:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.7131, loss: 1.7131 +2025-06-21 23:23:28,539 - pyskl - INFO - Epoch [133][400/3940] lr: 8.681e-04, eta: 8:42:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6536, loss: 1.6536 +2025-06-21 23:24:12,760 - pyskl - INFO - Epoch [133][500/3940] lr: 8.656e-04, eta: 8:42:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6290, loss: 1.6290 +2025-06-21 23:24:57,039 - pyskl - INFO - Epoch [133][600/3940] lr: 8.632e-04, eta: 8:41:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.6843, loss: 1.6843 +2025-06-21 23:25:41,358 - pyskl - INFO - Epoch [133][700/3940] lr: 8.608e-04, eta: 8:40:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6543, loss: 1.6543 +2025-06-21 23:26:25,594 - pyskl - INFO - Epoch [133][800/3940] lr: 8.584e-04, eta: 8:39:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6426, loss: 1.6426 +2025-06-21 23:27:09,931 - pyskl - INFO - Epoch [133][900/3940] lr: 8.559e-04, eta: 8:39:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 +2025-06-21 23:27:54,101 - pyskl - INFO - Epoch [133][1000/3940] lr: 8.535e-04, eta: 8:38:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.6627, loss: 1.6627 +2025-06-21 23:28:38,381 - pyskl - INFO - Epoch [133][1100/3940] lr: 8.511e-04, eta: 8:37:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6078, loss: 1.6078 +2025-06-21 23:29:22,562 - pyskl - INFO - Epoch [133][1200/3940] lr: 8.487e-04, eta: 8:36:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6100, loss: 1.6100 +2025-06-21 23:30:06,720 - pyskl - INFO - Epoch [133][1300/3940] lr: 8.463e-04, eta: 8:36:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5909, loss: 1.5909 +2025-06-21 23:30:50,889 - pyskl - INFO - Epoch [133][1400/3940] lr: 8.439e-04, eta: 8:35:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6413, loss: 1.6413 +2025-06-21 23:31:35,089 - pyskl - INFO - Epoch [133][1500/3940] lr: 8.415e-04, eta: 8:34:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.7060, loss: 1.7060 +2025-06-21 23:32:19,340 - pyskl - INFO - Epoch [133][1600/3940] lr: 8.391e-04, eta: 8:33:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6418, loss: 1.6418 +2025-06-21 23:33:03,542 - pyskl - INFO - Epoch [133][1700/3940] lr: 8.367e-04, eta: 8:33:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5670, loss: 1.5670 +2025-06-21 23:33:47,794 - pyskl - INFO - Epoch [133][1800/3940] lr: 8.343e-04, eta: 8:32:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7187, loss: 1.7187 +2025-06-21 23:34:32,054 - pyskl - INFO - Epoch [133][1900/3940] lr: 8.319e-04, eta: 8:31:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6737, loss: 1.6737 +2025-06-21 23:35:16,649 - pyskl - INFO - Epoch [133][2000/3940] lr: 8.296e-04, eta: 8:30:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6488, loss: 1.6488 +2025-06-21 23:36:01,437 - pyskl - INFO - Epoch [133][2100/3940] lr: 8.272e-04, eta: 8:30:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.6326, loss: 1.6326 +2025-06-21 23:36:46,055 - pyskl - INFO - Epoch [133][2200/3940] lr: 8.248e-04, eta: 8:29:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.5824, loss: 1.5824 +2025-06-21 23:37:30,519 - pyskl - INFO - Epoch [133][2300/3940] lr: 8.224e-04, eta: 8:28:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6025, loss: 1.6025 +2025-06-21 23:38:14,995 - pyskl - INFO - Epoch [133][2400/3940] lr: 8.201e-04, eta: 8:28:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.6942, loss: 1.6942 +2025-06-21 23:38:59,476 - pyskl - INFO - Epoch [133][2500/3940] lr: 8.177e-04, eta: 8:27:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.6551, loss: 1.6551 +2025-06-21 23:39:43,892 - pyskl - INFO - Epoch [133][2600/3940] lr: 8.153e-04, eta: 8:26:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6642, loss: 1.6642 +2025-06-21 23:40:28,188 - pyskl - INFO - Epoch [133][2700/3940] lr: 8.130e-04, eta: 8:25:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7065, loss: 1.7065 +2025-06-21 23:41:12,605 - pyskl - INFO - Epoch [133][2800/3940] lr: 8.106e-04, eta: 8:25:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.6736, loss: 1.6736 +2025-06-21 23:41:57,006 - pyskl - INFO - Epoch [133][2900/3940] lr: 8.083e-04, eta: 8:24:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.6920, loss: 1.6920 +2025-06-21 23:42:41,299 - pyskl - INFO - Epoch [133][3000/3940] lr: 8.059e-04, eta: 8:23:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6119, loss: 1.6119 +2025-06-21 23:43:25,617 - pyskl - INFO - Epoch [133][3100/3940] lr: 8.036e-04, eta: 8:22:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6531, loss: 1.6531 +2025-06-21 23:44:10,005 - pyskl - INFO - Epoch [133][3200/3940] lr: 8.012e-04, eta: 8:22:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.6179, loss: 1.6179 +2025-06-21 23:44:54,461 - pyskl - INFO - Epoch [133][3300/3940] lr: 7.989e-04, eta: 8:21:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6285, loss: 1.6285 +2025-06-21 23:45:38,867 - pyskl - INFO - Epoch [133][3400/3940] lr: 7.966e-04, eta: 8:20:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6159, loss: 1.6159 +2025-06-21 23:46:23,192 - pyskl - INFO - Epoch [133][3500/3940] lr: 7.942e-04, eta: 8:19:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6800, loss: 1.6800 +2025-06-21 23:47:07,598 - pyskl - INFO - Epoch [133][3600/3940] lr: 7.919e-04, eta: 8:19:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6951, loss: 1.6951 +2025-06-21 23:47:52,005 - pyskl - INFO - Epoch [133][3700/3940] lr: 7.896e-04, eta: 8:18:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6781, loss: 1.6781 +2025-06-21 23:48:36,486 - pyskl - INFO - Epoch [133][3800/3940] lr: 7.872e-04, eta: 8:17:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.6593, loss: 1.6593 +2025-06-21 23:49:21,016 - pyskl - INFO - Epoch [133][3900/3940] lr: 7.849e-04, eta: 8:16:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7250, loss: 1.7250 +2025-06-21 23:49:39,181 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-06-21 23:52:59,707 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 23:53:00,176 - pyskl - INFO - +top1_acc 0.8371 +top5_acc 0.9594 +2025-06-21 23:53:00,194 - pyskl - INFO - Epoch(val) [133][3183] top1_acc: 0.8371, top5_acc: 0.9594 +2025-06-21 23:54:08,892 - pyskl - INFO - Epoch [134][100/3940] lr: 7.817e-04, eta: 8:15:51, time: 0.687, data_time: 0.243, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6274, loss: 1.6274 +2025-06-21 23:54:53,169 - pyskl - INFO - Epoch [134][200/3940] lr: 7.794e-04, eta: 8:15:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5975, loss: 1.5975 +2025-06-21 23:55:37,481 - pyskl - INFO - Epoch [134][300/3940] lr: 7.771e-04, eta: 8:14:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6169, loss: 1.6169 +2025-06-21 23:56:21,776 - pyskl - INFO - Epoch [134][400/3940] lr: 7.748e-04, eta: 8:13:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6316, loss: 1.6316 +2025-06-21 23:57:06,090 - pyskl - INFO - Epoch [134][500/3940] lr: 7.725e-04, eta: 8:12:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6154, loss: 1.6154 +2025-06-21 23:57:50,472 - pyskl - INFO - Epoch [134][600/3940] lr: 7.702e-04, eta: 8:12:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5773, loss: 1.5773 +2025-06-21 23:58:34,977 - pyskl - INFO - Epoch [134][700/3940] lr: 7.679e-04, eta: 8:11:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.6519, loss: 1.6519 +2025-06-21 23:59:19,456 - pyskl - INFO - Epoch [134][800/3940] lr: 7.656e-04, eta: 8:10:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6419, loss: 1.6419 +2025-06-22 00:00:03,886 - pyskl - INFO - Epoch [134][900/3940] lr: 7.633e-04, eta: 8:09:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6356, loss: 1.6356 +2025-06-22 00:00:48,445 - pyskl - INFO - Epoch [134][1000/3940] lr: 7.610e-04, eta: 8:09:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6026, loss: 1.6026 +2025-06-22 00:01:32,870 - pyskl - INFO - Epoch [134][1100/3940] lr: 7.587e-04, eta: 8:08:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 1.6257, loss: 1.6257 +2025-06-22 00:02:17,190 - pyskl - INFO - Epoch [134][1200/3940] lr: 7.564e-04, eta: 8:07:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.5711, loss: 1.5711 +2025-06-22 00:03:01,420 - pyskl - INFO - Epoch [134][1300/3940] lr: 7.542e-04, eta: 8:06:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6127, loss: 1.6127 +2025-06-22 00:03:45,730 - pyskl - INFO - Epoch [134][1400/3940] lr: 7.519e-04, eta: 8:06:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6302, loss: 1.6302 +2025-06-22 00:04:30,042 - pyskl - INFO - Epoch [134][1500/3940] lr: 7.496e-04, eta: 8:05:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6351, loss: 1.6351 +2025-06-22 00:05:14,352 - pyskl - INFO - Epoch [134][1600/3940] lr: 7.474e-04, eta: 8:04:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6069, loss: 1.6069 +2025-06-22 00:05:58,750 - pyskl - INFO - Epoch [134][1700/3940] lr: 7.451e-04, eta: 8:03:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5835, loss: 1.5835 +2025-06-22 00:06:43,106 - pyskl - INFO - Epoch [134][1800/3940] lr: 7.428e-04, eta: 8:03:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6138, loss: 1.6138 +2025-06-22 00:07:27,442 - pyskl - INFO - Epoch [134][1900/3940] lr: 7.406e-04, eta: 8:02:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6241, loss: 1.6241 +2025-06-22 00:08:11,919 - pyskl - INFO - Epoch [134][2000/3940] lr: 7.383e-04, eta: 8:01:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6037, loss: 1.6037 +2025-06-22 00:08:56,625 - pyskl - INFO - Epoch [134][2100/3940] lr: 7.361e-04, eta: 8:01:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6448, loss: 1.6448 +2025-06-22 00:09:41,007 - pyskl - INFO - Epoch [134][2200/3940] lr: 7.338e-04, eta: 8:00:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6383, loss: 1.6383 +2025-06-22 00:10:25,444 - pyskl - INFO - Epoch [134][2300/3940] lr: 7.316e-04, eta: 7:59:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6245, loss: 1.6245 +2025-06-22 00:11:09,889 - pyskl - INFO - Epoch [134][2400/3940] lr: 7.294e-04, eta: 7:58:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5784, loss: 1.5784 +2025-06-22 00:11:54,289 - pyskl - INFO - Epoch [134][2500/3940] lr: 7.271e-04, eta: 7:58:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6276, loss: 1.6276 +2025-06-22 00:12:38,734 - pyskl - INFO - Epoch [134][2600/3940] lr: 7.249e-04, eta: 7:57:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.6261, loss: 1.6261 +2025-06-22 00:13:23,094 - pyskl - INFO - Epoch [134][2700/3940] lr: 7.227e-04, eta: 7:56:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5991, loss: 1.5991 +2025-06-22 00:14:07,494 - pyskl - INFO - Epoch [134][2800/3940] lr: 7.204e-04, eta: 7:55:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5896, loss: 1.5896 +2025-06-22 00:14:51,914 - pyskl - INFO - Epoch [134][2900/3940] lr: 7.182e-04, eta: 7:55:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6454, loss: 1.6454 +2025-06-22 00:15:36,216 - pyskl - INFO - Epoch [134][3000/3940] lr: 7.160e-04, eta: 7:54:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.6105, loss: 1.6105 +2025-06-22 00:16:20,470 - pyskl - INFO - Epoch [134][3100/3940] lr: 7.138e-04, eta: 7:53:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6301, loss: 1.6301 +2025-06-22 00:17:04,755 - pyskl - INFO - Epoch [134][3200/3940] lr: 7.116e-04, eta: 7:52:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6275, loss: 1.6275 +2025-06-22 00:17:49,106 - pyskl - INFO - Epoch [134][3300/3940] lr: 7.094e-04, eta: 7:52:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.6330, loss: 1.6330 +2025-06-22 00:18:33,317 - pyskl - INFO - Epoch [134][3400/3940] lr: 7.072e-04, eta: 7:51:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6250, loss: 1.6250 +2025-06-22 00:19:17,576 - pyskl - INFO - Epoch [134][3500/3940] lr: 7.050e-04, eta: 7:50:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5723, loss: 1.5723 +2025-06-22 00:20:02,054 - pyskl - INFO - Epoch [134][3600/3940] lr: 7.028e-04, eta: 7:49:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.6323, loss: 1.6323 +2025-06-22 00:20:46,555 - pyskl - INFO - Epoch [134][3700/3940] lr: 7.006e-04, eta: 7:49:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.6198, loss: 1.6198 +2025-06-22 00:21:30,823 - pyskl - INFO - Epoch [134][3800/3940] lr: 6.984e-04, eta: 7:48:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6249, loss: 1.6249 +2025-06-22 00:22:15,062 - pyskl - INFO - Epoch [134][3900/3940] lr: 6.962e-04, eta: 7:47:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6211, loss: 1.6211 +2025-06-22 00:22:33,071 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-06-22 00:25:53,692 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 00:25:54,157 - pyskl - INFO - +top1_acc 0.8420 +top5_acc 0.9688 +2025-06-22 00:25:54,212 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_131.pth was removed +2025-06-22 00:25:55,262 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2025-06-22 00:25:55,264 - pyskl - INFO - Best top1_acc is 0.8420 at 134 epoch. +2025-06-22 00:25:55,282 - pyskl - INFO - Epoch(val) [134][3183] top1_acc: 0.8420, top5_acc: 0.9688 +2025-06-22 00:27:04,221 - pyskl - INFO - Epoch [135][100/3940] lr: 6.931e-04, eta: 7:46:38, time: 0.689, data_time: 0.246, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.6125, loss: 1.6125 +2025-06-22 00:27:48,473 - pyskl - INFO - Epoch [135][200/3940] lr: 6.910e-04, eta: 7:45:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6240, loss: 1.6240 +2025-06-22 00:28:32,758 - pyskl - INFO - Epoch [135][300/3940] lr: 6.888e-04, eta: 7:45:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6112, loss: 1.6112 +2025-06-22 00:29:17,138 - pyskl - INFO - Epoch [135][400/3940] lr: 6.866e-04, eta: 7:44:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5627, loss: 1.5627 +2025-06-22 00:30:01,446 - pyskl - INFO - Epoch [135][500/3940] lr: 6.844e-04, eta: 7:43:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5550, loss: 1.5550 +2025-06-22 00:30:45,702 - pyskl - INFO - Epoch [135][600/3940] lr: 6.823e-04, eta: 7:42:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.6095, loss: 1.6095 +2025-06-22 00:31:30,270 - pyskl - INFO - Epoch [135][700/3940] lr: 6.801e-04, eta: 7:42:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6246, loss: 1.6246 +2025-06-22 00:32:14,721 - pyskl - INFO - Epoch [135][800/3940] lr: 6.779e-04, eta: 7:41:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.6206, loss: 1.6206 +2025-06-22 00:32:58,960 - pyskl - INFO - Epoch [135][900/3940] lr: 6.758e-04, eta: 7:40:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5401, loss: 1.5401 +2025-06-22 00:33:43,250 - pyskl - INFO - Epoch [135][1000/3940] lr: 6.736e-04, eta: 7:39:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6144, loss: 1.6144 +2025-06-22 00:34:27,564 - pyskl - INFO - Epoch [135][1100/3940] lr: 6.715e-04, eta: 7:39:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5925, loss: 1.5925 +2025-06-22 00:35:11,890 - pyskl - INFO - Epoch [135][1200/3940] lr: 6.693e-04, eta: 7:38:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.5593, loss: 1.5593 +2025-06-22 00:35:56,177 - pyskl - INFO - Epoch [135][1300/3940] lr: 6.672e-04, eta: 7:37:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5883, loss: 1.5883 +2025-06-22 00:36:40,745 - pyskl - INFO - Epoch [135][1400/3940] lr: 6.651e-04, eta: 7:37:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5911, loss: 1.5911 +2025-06-22 00:37:25,188 - pyskl - INFO - Epoch [135][1500/3940] lr: 6.629e-04, eta: 7:36:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5381, loss: 1.5381 +2025-06-22 00:38:09,546 - pyskl - INFO - Epoch [135][1600/3940] lr: 6.608e-04, eta: 7:35:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.5733, loss: 1.5733 +2025-06-22 00:38:53,882 - pyskl - INFO - Epoch [135][1700/3940] lr: 6.587e-04, eta: 7:34:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6517, loss: 1.6517 +2025-06-22 00:39:38,247 - pyskl - INFO - Epoch [135][1800/3940] lr: 6.565e-04, eta: 7:34:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5430, loss: 1.5430 +2025-06-22 00:40:22,702 - pyskl - INFO - Epoch [135][1900/3940] lr: 6.544e-04, eta: 7:33:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6031, loss: 1.6031 +2025-06-22 00:41:07,294 - pyskl - INFO - Epoch [135][2000/3940] lr: 6.523e-04, eta: 7:32:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5855, loss: 1.5855 +2025-06-22 00:41:51,762 - pyskl - INFO - Epoch [135][2100/3940] lr: 6.502e-04, eta: 7:31:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.5890, loss: 1.5890 +2025-06-22 00:42:36,358 - pyskl - INFO - Epoch [135][2200/3940] lr: 6.481e-04, eta: 7:31:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6281, loss: 1.6281 +2025-06-22 00:43:21,014 - pyskl - INFO - Epoch [135][2300/3940] lr: 6.459e-04, eta: 7:30:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5461, loss: 1.5461 +2025-06-22 00:44:05,491 - pyskl - INFO - Epoch [135][2400/3940] lr: 6.438e-04, eta: 7:29:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5733, loss: 1.5733 +2025-06-22 00:44:49,915 - pyskl - INFO - Epoch [135][2500/3940] lr: 6.417e-04, eta: 7:28:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6175, loss: 1.6175 +2025-06-22 00:45:34,335 - pyskl - INFO - Epoch [135][2600/3940] lr: 6.396e-04, eta: 7:28:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5835, loss: 1.5835 +2025-06-22 00:46:18,590 - pyskl - INFO - Epoch [135][2700/3940] lr: 6.375e-04, eta: 7:27:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5556, loss: 1.5556 +2025-06-22 00:47:02,872 - pyskl - INFO - Epoch [135][2800/3940] lr: 6.354e-04, eta: 7:26:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5156, loss: 1.5156 +2025-06-22 00:47:47,254 - pyskl - INFO - Epoch [135][2900/3940] lr: 6.334e-04, eta: 7:25:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5819, loss: 1.5819 +2025-06-22 00:48:31,599 - pyskl - INFO - Epoch [135][3000/3940] lr: 6.313e-04, eta: 7:25:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5934, loss: 1.5934 +2025-06-22 00:49:15,906 - pyskl - INFO - Epoch [135][3100/3940] lr: 6.292e-04, eta: 7:24:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5314, loss: 1.5314 +2025-06-22 00:50:00,298 - pyskl - INFO - Epoch [135][3200/3940] lr: 6.271e-04, eta: 7:23:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5816, loss: 1.5816 +2025-06-22 00:50:44,795 - pyskl - INFO - Epoch [135][3300/3940] lr: 6.250e-04, eta: 7:22:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6270, loss: 1.6270 +2025-06-22 00:51:29,270 - pyskl - INFO - Epoch [135][3400/3940] lr: 6.230e-04, eta: 7:22:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5813, loss: 1.5813 +2025-06-22 00:52:13,700 - pyskl - INFO - Epoch [135][3500/3940] lr: 6.209e-04, eta: 7:21:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5257, loss: 1.5257 +2025-06-22 00:52:58,060 - pyskl - INFO - Epoch [135][3600/3940] lr: 6.188e-04, eta: 7:20:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5195, loss: 1.5195 +2025-06-22 00:53:42,397 - pyskl - INFO - Epoch [135][3700/3940] lr: 6.168e-04, eta: 7:19:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5304, loss: 1.5304 +2025-06-22 00:54:26,730 - pyskl - INFO - Epoch [135][3800/3940] lr: 6.147e-04, eta: 7:19:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6112, loss: 1.6112 +2025-06-22 00:55:11,066 - pyskl - INFO - Epoch [135][3900/3940] lr: 6.126e-04, eta: 7:18:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5245, loss: 1.5245 +2025-06-22 00:55:29,064 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-06-22 01:14:23,297 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 01:14:23,765 - pyskl - INFO - +top1_acc 0.8387 +top5_acc 0.9653 +2025-06-22 01:14:23,783 - pyskl - INFO - Epoch(val) [135][3183] top1_acc: 0.8387, top5_acc: 0.9653 +2025-06-22 01:15:33,070 - pyskl - INFO - Epoch [136][100/3940] lr: 6.098e-04, eta: 7:17:26, time: 0.693, data_time: 0.244, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5629, loss: 1.5629 +2025-06-22 01:16:17,632 - pyskl - INFO - Epoch [136][200/3940] lr: 6.077e-04, eta: 7:16:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5100, loss: 1.5100 +2025-06-22 01:17:02,105 - pyskl - INFO - Epoch [136][300/3940] lr: 6.057e-04, eta: 7:15:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5295, loss: 1.5295 +2025-06-22 01:17:46,502 - pyskl - INFO - Epoch [136][400/3940] lr: 6.036e-04, eta: 7:15:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.4960, loss: 1.4960 +2025-06-22 01:18:31,141 - pyskl - INFO - Epoch [136][500/3940] lr: 6.016e-04, eta: 7:14:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5814, loss: 1.5814 +2025-06-22 01:19:15,827 - pyskl - INFO - Epoch [136][600/3940] lr: 5.996e-04, eta: 7:13:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4680, loss: 1.4680 +2025-06-22 01:20:00,380 - pyskl - INFO - Epoch [136][700/3940] lr: 5.975e-04, eta: 7:12:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5437, loss: 1.5437 +2025-06-22 01:20:44,691 - pyskl - INFO - Epoch [136][800/3940] lr: 5.955e-04, eta: 7:12:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5897, loss: 1.5897 +2025-06-22 01:21:29,085 - pyskl - INFO - Epoch [136][900/3940] lr: 5.935e-04, eta: 7:11:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5855, loss: 1.5855 +2025-06-22 01:22:13,430 - pyskl - INFO - Epoch [136][1000/3940] lr: 5.914e-04, eta: 7:10:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5885, loss: 1.5885 +2025-06-22 01:22:57,723 - pyskl - INFO - Epoch [136][1100/3940] lr: 5.894e-04, eta: 7:10:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5648, loss: 1.5648 +2025-06-22 01:23:42,110 - pyskl - INFO - Epoch [136][1200/3940] lr: 5.874e-04, eta: 7:09:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5495, loss: 1.5495 +2025-06-22 01:24:26,507 - pyskl - INFO - Epoch [136][1300/3940] lr: 5.854e-04, eta: 7:08:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5427, loss: 1.5427 +2025-06-22 01:25:11,019 - pyskl - INFO - Epoch [136][1400/3940] lr: 5.834e-04, eta: 7:07:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5242, loss: 1.5242 +2025-06-22 01:25:55,397 - pyskl - INFO - Epoch [136][1500/3940] lr: 5.814e-04, eta: 7:07:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5416, loss: 1.5416 +2025-06-22 01:26:39,700 - pyskl - INFO - Epoch [136][1600/3940] lr: 5.794e-04, eta: 7:06:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5691, loss: 1.5691 +2025-06-22 01:27:24,058 - pyskl - INFO - Epoch [136][1700/3940] lr: 5.774e-04, eta: 7:05:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5642, loss: 1.5642 +2025-06-22 01:28:08,647 - pyskl - INFO - Epoch [136][1800/3940] lr: 5.754e-04, eta: 7:04:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5799, loss: 1.5799 +2025-06-22 01:28:53,437 - pyskl - INFO - Epoch [136][1900/3940] lr: 5.734e-04, eta: 7:04:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5516, loss: 1.5516 +2025-06-22 01:29:37,971 - pyskl - INFO - Epoch [136][2000/3940] lr: 5.714e-04, eta: 7:03:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5247, loss: 1.5247 +2025-06-22 01:30:22,464 - pyskl - INFO - Epoch [136][2100/3940] lr: 5.694e-04, eta: 7:02:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5828, loss: 1.5828 +2025-06-22 01:31:06,897 - pyskl - INFO - Epoch [136][2200/3940] lr: 5.675e-04, eta: 7:01:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5102, loss: 1.5102 +2025-06-22 01:31:51,242 - pyskl - INFO - Epoch [136][2300/3940] lr: 5.655e-04, eta: 7:01:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5690, loss: 1.5690 +2025-06-22 01:32:35,657 - pyskl - INFO - Epoch [136][2400/3940] lr: 5.635e-04, eta: 7:00:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5886, loss: 1.5886 +2025-06-22 01:33:19,954 - pyskl - INFO - Epoch [136][2500/3940] lr: 5.615e-04, eta: 6:59:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5442, loss: 1.5442 +2025-06-22 01:34:04,219 - pyskl - INFO - Epoch [136][2600/3940] lr: 5.596e-04, eta: 6:58:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5610, loss: 1.5610 +2025-06-22 01:34:48,470 - pyskl - INFO - Epoch [136][2700/3940] lr: 5.576e-04, eta: 6:58:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5283, loss: 1.5283 +2025-06-22 01:35:32,826 - pyskl - INFO - Epoch [136][2800/3940] lr: 5.556e-04, eta: 6:57:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5909, loss: 1.5909 +2025-06-22 01:36:17,235 - pyskl - INFO - Epoch [136][2900/3940] lr: 5.537e-04, eta: 6:56:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6058, loss: 1.6058 +2025-06-22 01:37:01,522 - pyskl - INFO - Epoch [136][3000/3940] lr: 5.517e-04, eta: 6:55:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5342, loss: 1.5342 +2025-06-22 01:37:45,724 - pyskl - INFO - Epoch [136][3100/3940] lr: 5.498e-04, eta: 6:55:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5517, loss: 1.5517 +2025-06-22 01:38:30,021 - pyskl - INFO - Epoch [136][3200/3940] lr: 5.478e-04, eta: 6:54:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5187, loss: 1.5187 +2025-06-22 01:39:14,411 - pyskl - INFO - Epoch [136][3300/3940] lr: 5.459e-04, eta: 6:53:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4863, loss: 1.4863 +2025-06-22 01:39:58,700 - pyskl - INFO - Epoch [136][3400/3940] lr: 5.439e-04, eta: 6:52:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5623, loss: 1.5623 +2025-06-22 01:40:42,952 - pyskl - INFO - Epoch [136][3500/3940] lr: 5.420e-04, eta: 6:52:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5600, loss: 1.5600 +2025-06-22 01:41:27,225 - pyskl - INFO - Epoch [136][3600/3940] lr: 5.401e-04, eta: 6:51:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5215, loss: 1.5215 +2025-06-22 01:42:11,440 - pyskl - INFO - Epoch [136][3700/3940] lr: 5.381e-04, eta: 6:50:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5818, loss: 1.5818 +2025-06-22 01:42:55,744 - pyskl - INFO - Epoch [136][3800/3940] lr: 5.362e-04, eta: 6:50:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5048, loss: 1.5048 +2025-06-22 01:43:39,961 - pyskl - INFO - Epoch [136][3900/3940] lr: 5.343e-04, eta: 6:49:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5524, loss: 1.5524 +2025-06-22 01:43:58,000 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-06-22 01:47:19,114 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 01:47:19,586 - pyskl - INFO - +top1_acc 0.8448 +top5_acc 0.9678 +2025-06-22 01:47:19,643 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_134.pth was removed +2025-06-22 01:47:20,711 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2025-06-22 01:47:20,713 - pyskl - INFO - Best top1_acc is 0.8448 at 136 epoch. +2025-06-22 01:47:20,731 - pyskl - INFO - Epoch(val) [136][3183] top1_acc: 0.8448, top5_acc: 0.9678 +2025-06-22 01:48:29,529 - pyskl - INFO - Epoch [137][100/3940] lr: 5.316e-04, eta: 6:48:14, time: 0.688, data_time: 0.245, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5598, loss: 1.5598 +2025-06-22 01:49:13,883 - pyskl - INFO - Epoch [137][200/3940] lr: 5.297e-04, eta: 6:47:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5150, loss: 1.5150 +2025-06-22 01:49:58,117 - pyskl - INFO - Epoch [137][300/3940] lr: 5.278e-04, eta: 6:46:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4962, loss: 1.4962 +2025-06-22 01:50:42,405 - pyskl - INFO - Epoch [137][400/3940] lr: 5.259e-04, eta: 6:46:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.4842, loss: 1.4842 +2025-06-22 01:51:26,716 - pyskl - INFO - Epoch [137][500/3940] lr: 5.240e-04, eta: 6:45:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5556, loss: 1.5556 +2025-06-22 01:52:10,987 - pyskl - INFO - Epoch [137][600/3940] lr: 5.221e-04, eta: 6:44:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5356, loss: 1.5356 +2025-06-22 01:52:55,214 - pyskl - INFO - Epoch [137][700/3940] lr: 5.202e-04, eta: 6:43:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5291, loss: 1.5291 +2025-06-22 01:53:39,512 - pyskl - INFO - Epoch [137][800/3940] lr: 5.183e-04, eta: 6:43:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5567, loss: 1.5567 +2025-06-22 01:54:23,877 - pyskl - INFO - Epoch [137][900/3940] lr: 5.164e-04, eta: 6:42:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5251, loss: 1.5251 +2025-06-22 01:55:08,252 - pyskl - INFO - Epoch [137][1000/3940] lr: 5.145e-04, eta: 6:41:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5612, loss: 1.5612 +2025-06-22 01:55:52,522 - pyskl - INFO - Epoch [137][1100/3940] lr: 5.126e-04, eta: 6:40:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5873, loss: 1.5873 +2025-06-22 01:56:36,918 - pyskl - INFO - Epoch [137][1200/3940] lr: 5.107e-04, eta: 6:40:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5313, loss: 1.5313 +2025-06-22 01:57:21,230 - pyskl - INFO - Epoch [137][1300/3940] lr: 5.088e-04, eta: 6:39:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5544, loss: 1.5544 +2025-06-22 01:58:05,513 - pyskl - INFO - Epoch [137][1400/3940] lr: 5.070e-04, eta: 6:38:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5140, loss: 1.5140 +2025-06-22 01:58:49,828 - pyskl - INFO - Epoch [137][1500/3940] lr: 5.051e-04, eta: 6:37:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5389, loss: 1.5389 +2025-06-22 01:59:34,140 - pyskl - INFO - Epoch [137][1600/3940] lr: 5.032e-04, eta: 6:37:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5317, loss: 1.5317 +2025-06-22 02:00:18,457 - pyskl - INFO - Epoch [137][1700/3940] lr: 5.014e-04, eta: 6:36:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5394, loss: 1.5394 +2025-06-22 02:01:02,754 - pyskl - INFO - Epoch [137][1800/3940] lr: 4.995e-04, eta: 6:35:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4934, loss: 1.4934 +2025-06-22 02:01:47,122 - pyskl - INFO - Epoch [137][1900/3940] lr: 4.976e-04, eta: 6:34:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5650, loss: 1.5650 +2025-06-22 02:02:31,545 - pyskl - INFO - Epoch [137][2000/3940] lr: 4.958e-04, eta: 6:34:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4997, loss: 1.4997 +2025-06-22 02:03:15,989 - pyskl - INFO - Epoch [137][2100/3940] lr: 4.939e-04, eta: 6:33:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5248, loss: 1.5248 +2025-06-22 02:04:00,273 - pyskl - INFO - Epoch [137][2200/3940] lr: 4.921e-04, eta: 6:32:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5400, loss: 1.5400 +2025-06-22 02:04:44,588 - pyskl - INFO - Epoch [137][2300/3940] lr: 4.902e-04, eta: 6:31:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5396, loss: 1.5396 +2025-06-22 02:05:28,853 - pyskl - INFO - Epoch [137][2400/3940] lr: 4.884e-04, eta: 6:31:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.5327, loss: 1.5327 +2025-06-22 02:06:13,153 - pyskl - INFO - Epoch [137][2500/3940] lr: 4.866e-04, eta: 6:30:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5071, loss: 1.5071 +2025-06-22 02:06:57,490 - pyskl - INFO - Epoch [137][2600/3940] lr: 4.847e-04, eta: 6:29:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5121, loss: 1.5121 +2025-06-22 02:07:41,811 - pyskl - INFO - Epoch [137][2700/3940] lr: 4.829e-04, eta: 6:28:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5667, loss: 1.5667 +2025-06-22 02:08:26,012 - pyskl - INFO - Epoch [137][2800/3940] lr: 4.811e-04, eta: 6:28:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5611, loss: 1.5611 +2025-06-22 02:09:10,309 - pyskl - INFO - Epoch [137][2900/3940] lr: 4.793e-04, eta: 6:27:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4945, loss: 1.4945 +2025-06-22 02:09:54,530 - pyskl - INFO - Epoch [137][3000/3940] lr: 4.774e-04, eta: 6:26:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4880, loss: 1.4880 +2025-06-22 02:10:38,963 - pyskl - INFO - Epoch [137][3100/3940] lr: 4.756e-04, eta: 6:25:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4759, loss: 1.4759 +2025-06-22 02:11:23,353 - pyskl - INFO - Epoch [137][3200/3940] lr: 4.738e-04, eta: 6:25:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5263, loss: 1.5263 +2025-06-22 02:12:07,651 - pyskl - INFO - Epoch [137][3300/3940] lr: 4.720e-04, eta: 6:24:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5304, loss: 1.5304 +2025-06-22 02:12:51,993 - pyskl - INFO - Epoch [137][3400/3940] lr: 4.702e-04, eta: 6:23:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5005, loss: 1.5005 +2025-06-22 02:13:36,218 - pyskl - INFO - Epoch [137][3500/3940] lr: 4.684e-04, eta: 6:23:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4752, loss: 1.4752 +2025-06-22 02:14:20,410 - pyskl - INFO - Epoch [137][3600/3940] lr: 4.666e-04, eta: 6:22:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5144, loss: 1.5144 +2025-06-22 02:15:04,723 - pyskl - INFO - Epoch [137][3700/3940] lr: 4.648e-04, eta: 6:21:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.5226, loss: 1.5226 +2025-06-22 02:15:48,914 - pyskl - INFO - Epoch [137][3800/3940] lr: 4.630e-04, eta: 6:20:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5402, loss: 1.5402 +2025-06-22 02:16:33,277 - pyskl - INFO - Epoch [137][3900/3940] lr: 4.612e-04, eta: 6:20:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5247, loss: 1.5247 +2025-06-22 02:16:51,297 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-06-22 02:20:11,731 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 02:20:12,195 - pyskl - INFO - +top1_acc 0.8497 +top5_acc 0.9675 +2025-06-22 02:20:12,247 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_136.pth was removed +2025-06-22 02:20:13,287 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2025-06-22 02:20:13,289 - pyskl - INFO - Best top1_acc is 0.8497 at 137 epoch. +2025-06-22 02:20:13,305 - pyskl - INFO - Epoch(val) [137][3183] top1_acc: 0.8497, top5_acc: 0.9675 +2025-06-22 02:21:21,732 - pyskl - INFO - Epoch [138][100/3940] lr: 4.587e-04, eta: 6:19:01, time: 0.684, data_time: 0.242, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4642, loss: 1.4642 +2025-06-22 02:22:05,974 - pyskl - INFO - Epoch [138][200/3940] lr: 4.569e-04, eta: 6:18:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5105, loss: 1.5105 +2025-06-22 02:22:50,457 - pyskl - INFO - Epoch [138][300/3940] lr: 4.551e-04, eta: 6:17:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4880, loss: 1.4880 +2025-06-22 02:23:35,117 - pyskl - INFO - Epoch [138][400/3940] lr: 4.534e-04, eta: 6:16:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5332, loss: 1.5332 +2025-06-22 02:24:19,764 - pyskl - INFO - Epoch [138][500/3940] lr: 4.516e-04, eta: 6:16:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4675, loss: 1.4675 +2025-06-22 02:25:04,222 - pyskl - INFO - Epoch [138][600/3940] lr: 4.498e-04, eta: 6:15:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5004, loss: 1.5004 +2025-06-22 02:25:48,564 - pyskl - INFO - Epoch [138][700/3940] lr: 4.481e-04, eta: 6:14:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.5227, loss: 1.5227 +2025-06-22 02:26:32,898 - pyskl - INFO - Epoch [138][800/3940] lr: 4.463e-04, eta: 6:13:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4615, loss: 1.4615 +2025-06-22 02:27:17,188 - pyskl - INFO - Epoch [138][900/3940] lr: 4.445e-04, eta: 6:13:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5007, loss: 1.5007 +2025-06-22 02:28:01,530 - pyskl - INFO - Epoch [138][1000/3940] lr: 4.428e-04, eta: 6:12:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5431, loss: 1.5431 +2025-06-22 02:28:45,909 - pyskl - INFO - Epoch [138][1100/3940] lr: 4.410e-04, eta: 6:11:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4837, loss: 1.4837 +2025-06-22 02:29:30,204 - pyskl - INFO - Epoch [138][1200/3940] lr: 4.393e-04, eta: 6:10:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5131, loss: 1.5131 +2025-06-22 02:30:14,510 - pyskl - INFO - Epoch [138][1300/3940] lr: 4.375e-04, eta: 6:10:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5159, loss: 1.5159 +2025-06-22 02:30:58,912 - pyskl - INFO - Epoch [138][1400/3940] lr: 4.358e-04, eta: 6:09:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4969, loss: 1.4969 +2025-06-22 02:31:43,185 - pyskl - INFO - Epoch [138][1500/3940] lr: 4.341e-04, eta: 6:08:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5364, loss: 1.5364 +2025-06-22 02:32:27,513 - pyskl - INFO - Epoch [138][1600/3940] lr: 4.323e-04, eta: 6:07:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5148, loss: 1.5148 +2025-06-22 02:33:11,837 - pyskl - INFO - Epoch [138][1700/3940] lr: 4.306e-04, eta: 6:07:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5259, loss: 1.5259 +2025-06-22 02:33:56,150 - pyskl - INFO - Epoch [138][1800/3940] lr: 4.289e-04, eta: 6:06:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4740, loss: 1.4740 +2025-06-22 02:34:40,565 - pyskl - INFO - Epoch [138][1900/3940] lr: 4.271e-04, eta: 6:05:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5019, loss: 1.5019 +2025-06-22 02:35:25,258 - pyskl - INFO - Epoch [138][2000/3940] lr: 4.254e-04, eta: 6:04:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5630, loss: 1.5630 +2025-06-22 02:36:09,721 - pyskl - INFO - Epoch [138][2100/3940] lr: 4.237e-04, eta: 6:04:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4985, loss: 1.4985 +2025-06-22 02:36:54,252 - pyskl - INFO - Epoch [138][2200/3940] lr: 4.220e-04, eta: 6:03:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5063, loss: 1.5063 +2025-06-22 02:37:38,718 - pyskl - INFO - Epoch [138][2300/3940] lr: 4.203e-04, eta: 6:02:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4644, loss: 1.4644 +2025-06-22 02:38:23,042 - pyskl - INFO - Epoch [138][2400/3940] lr: 4.186e-04, eta: 6:01:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.5142, loss: 1.5142 +2025-06-22 02:39:07,514 - pyskl - INFO - Epoch [138][2500/3940] lr: 4.169e-04, eta: 6:01:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5442, loss: 1.5442 +2025-06-22 02:39:51,745 - pyskl - INFO - Epoch [138][2600/3940] lr: 4.152e-04, eta: 6:00:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4661, loss: 1.4661 +2025-06-22 02:40:35,997 - pyskl - INFO - Epoch [138][2700/3940] lr: 4.135e-04, eta: 5:59:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5092, loss: 1.5092 +2025-06-22 02:41:20,254 - pyskl - INFO - Epoch [138][2800/3940] lr: 4.118e-04, eta: 5:59:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5233, loss: 1.5233 +2025-06-22 02:42:04,461 - pyskl - INFO - Epoch [138][2900/3940] lr: 4.101e-04, eta: 5:58:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4958, loss: 1.4958 +2025-06-22 02:42:48,735 - pyskl - INFO - Epoch [138][3000/3940] lr: 4.084e-04, eta: 5:57:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4953, loss: 1.4953 +2025-06-22 02:43:32,820 - pyskl - INFO - Epoch [138][3100/3940] lr: 4.067e-04, eta: 5:56:46, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4447, loss: 1.4447 +2025-06-22 02:44:17,086 - pyskl - INFO - Epoch [138][3200/3940] lr: 4.050e-04, eta: 5:56:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5242, loss: 1.5242 +2025-06-22 02:45:01,344 - pyskl - INFO - Epoch [138][3300/3940] lr: 4.034e-04, eta: 5:55:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4533, loss: 1.4533 +2025-06-22 02:45:45,554 - pyskl - INFO - Epoch [138][3400/3940] lr: 4.017e-04, eta: 5:54:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4734, loss: 1.4734 +2025-06-22 02:46:29,784 - pyskl - INFO - Epoch [138][3500/3940] lr: 4.000e-04, eta: 5:53:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4845, loss: 1.4845 +2025-06-22 02:47:14,106 - pyskl - INFO - Epoch [138][3600/3940] lr: 3.984e-04, eta: 5:53:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5156, loss: 1.5156 +2025-06-22 02:47:58,585 - pyskl - INFO - Epoch [138][3700/3940] lr: 3.967e-04, eta: 5:52:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4998, loss: 1.4998 +2025-06-22 02:48:42,901 - pyskl - INFO - Epoch [138][3800/3940] lr: 3.950e-04, eta: 5:51:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5188, loss: 1.5188 +2025-06-22 02:49:27,249 - pyskl - INFO - Epoch [138][3900/3940] lr: 3.934e-04, eta: 5:50:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4850, loss: 1.4850 +2025-06-22 02:49:45,262 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-06-22 02:53:05,595 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 02:53:06,056 - pyskl - INFO - +top1_acc 0.8506 +top5_acc 0.9692 +2025-06-22 02:53:06,109 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_137.pth was removed +2025-06-22 02:53:07,264 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2025-06-22 02:53:07,266 - pyskl - INFO - Best top1_acc is 0.8506 at 138 epoch. +2025-06-22 02:53:07,283 - pyskl - INFO - Epoch(val) [138][3183] top1_acc: 0.8506, top5_acc: 0.9692 +2025-06-22 02:54:16,046 - pyskl - INFO - Epoch [139][100/3940] lr: 3.911e-04, eta: 5:49:48, time: 0.688, data_time: 0.241, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4930, loss: 1.4930 +2025-06-22 02:55:00,619 - pyskl - INFO - Epoch [139][200/3940] lr: 3.894e-04, eta: 5:49:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4848, loss: 1.4848 +2025-06-22 02:55:45,119 - pyskl - INFO - Epoch [139][300/3940] lr: 3.878e-04, eta: 5:48:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5432, loss: 1.5432 +2025-06-22 02:56:29,478 - pyskl - INFO - Epoch [139][400/3940] lr: 3.861e-04, eta: 5:47:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4821, loss: 1.4821 +2025-06-22 02:57:13,931 - pyskl - INFO - Epoch [139][500/3940] lr: 3.845e-04, eta: 5:46:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5043, loss: 1.5043 +2025-06-22 02:57:58,274 - pyskl - INFO - Epoch [139][600/3940] lr: 3.829e-04, eta: 5:46:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4813, loss: 1.4813 +2025-06-22 02:58:42,754 - pyskl - INFO - Epoch [139][700/3940] lr: 3.812e-04, eta: 5:45:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4500, loss: 1.4500 +2025-06-22 02:59:27,133 - pyskl - INFO - Epoch [139][800/3940] lr: 3.796e-04, eta: 5:44:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4806, loss: 1.4806 +2025-06-22 03:00:11,459 - pyskl - INFO - Epoch [139][900/3940] lr: 3.780e-04, eta: 5:43:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4692, loss: 1.4692 +2025-06-22 03:00:55,717 - pyskl - INFO - Epoch [139][1000/3940] lr: 3.764e-04, eta: 5:43:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4801, loss: 1.4801 +2025-06-22 03:01:39,999 - pyskl - INFO - Epoch [139][1100/3940] lr: 3.748e-04, eta: 5:42:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5033, loss: 1.5033 +2025-06-22 03:02:24,265 - pyskl - INFO - Epoch [139][1200/3940] lr: 3.731e-04, eta: 5:41:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.4904, loss: 1.4904 +2025-06-22 03:03:08,558 - pyskl - INFO - Epoch [139][1300/3940] lr: 3.715e-04, eta: 5:40:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4502, loss: 1.4502 +2025-06-22 03:03:52,882 - pyskl - INFO - Epoch [139][1400/3940] lr: 3.699e-04, eta: 5:40:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5047, loss: 1.5047 +2025-06-22 03:04:37,119 - pyskl - INFO - Epoch [139][1500/3940] lr: 3.683e-04, eta: 5:39:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4725, loss: 1.4725 +2025-06-22 03:05:21,404 - pyskl - INFO - Epoch [139][1600/3940] lr: 3.667e-04, eta: 5:38:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.4513, loss: 1.4513 +2025-06-22 03:06:05,660 - pyskl - INFO - Epoch [139][1700/3940] lr: 3.651e-04, eta: 5:37:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5055, loss: 1.5055 +2025-06-22 03:06:49,950 - pyskl - INFO - Epoch [139][1800/3940] lr: 3.635e-04, eta: 5:37:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4373, loss: 1.4373 +2025-06-22 03:07:34,328 - pyskl - INFO - Epoch [139][1900/3940] lr: 3.619e-04, eta: 5:36:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4828, loss: 1.4828 +2025-06-22 03:08:18,674 - pyskl - INFO - Epoch [139][2000/3940] lr: 3.604e-04, eta: 5:35:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4762, loss: 1.4762 +2025-06-22 03:09:03,018 - pyskl - INFO - Epoch [139][2100/3940] lr: 3.588e-04, eta: 5:34:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4761, loss: 1.4761 +2025-06-22 03:09:47,311 - pyskl - INFO - Epoch [139][2200/3940] lr: 3.572e-04, eta: 5:34:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4960, loss: 1.4960 +2025-06-22 03:10:31,735 - pyskl - INFO - Epoch [139][2300/3940] lr: 3.556e-04, eta: 5:33:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4380, loss: 1.4380 +2025-06-22 03:11:16,018 - pyskl - INFO - Epoch [139][2400/3940] lr: 3.541e-04, eta: 5:32:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5333, loss: 1.5333 +2025-06-22 03:12:00,296 - pyskl - INFO - Epoch [139][2500/3940] lr: 3.525e-04, eta: 5:32:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5336, loss: 1.5336 +2025-06-22 03:12:44,532 - pyskl - INFO - Epoch [139][2600/3940] lr: 3.509e-04, eta: 5:31:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5182, loss: 1.5182 +2025-06-22 03:13:28,794 - pyskl - INFO - Epoch [139][2700/3940] lr: 3.494e-04, eta: 5:30:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5046, loss: 1.5046 +2025-06-22 03:14:13,446 - pyskl - INFO - Epoch [139][2800/3940] lr: 3.478e-04, eta: 5:29:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5070, loss: 1.5070 +2025-06-22 03:14:58,252 - pyskl - INFO - Epoch [139][2900/3940] lr: 3.462e-04, eta: 5:29:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4916, loss: 1.4916 +2025-06-22 03:15:42,714 - pyskl - INFO - Epoch [139][3000/3940] lr: 3.447e-04, eta: 5:28:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5309, loss: 1.5309 +2025-06-22 03:16:27,053 - pyskl - INFO - Epoch [139][3100/3940] lr: 3.431e-04, eta: 5:27:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4820, loss: 1.4820 +2025-06-22 03:17:11,291 - pyskl - INFO - Epoch [139][3200/3940] lr: 3.416e-04, eta: 5:26:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5169, loss: 1.5169 +2025-06-22 03:17:55,529 - pyskl - INFO - Epoch [139][3300/3940] lr: 3.401e-04, eta: 5:26:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.5030, loss: 1.5030 +2025-06-22 03:18:39,729 - pyskl - INFO - Epoch [139][3400/3940] lr: 3.385e-04, eta: 5:25:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4987, loss: 1.4987 +2025-06-22 03:19:23,923 - pyskl - INFO - Epoch [139][3500/3940] lr: 3.370e-04, eta: 5:24:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5119, loss: 1.5119 +2025-06-22 03:20:08,201 - pyskl - INFO - Epoch [139][3600/3940] lr: 3.355e-04, eta: 5:23:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4373, loss: 1.4373 +2025-06-22 03:20:52,407 - pyskl - INFO - Epoch [139][3700/3940] lr: 3.339e-04, eta: 5:23:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5023, loss: 1.5023 +2025-06-22 03:21:36,672 - pyskl - INFO - Epoch [139][3800/3940] lr: 3.324e-04, eta: 5:22:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4611, loss: 1.4611 +2025-06-22 03:22:20,912 - pyskl - INFO - Epoch [139][3900/3940] lr: 3.309e-04, eta: 5:21:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5145, loss: 1.5145 +2025-06-22 03:22:38,997 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-06-22 03:25:59,187 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 03:25:59,656 - pyskl - INFO - +top1_acc 0.8524 +top5_acc 0.9702 +2025-06-22 03:25:59,715 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_138.pth was removed +2025-06-22 03:26:00,823 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2025-06-22 03:26:00,826 - pyskl - INFO - Best top1_acc is 0.8524 at 139 epoch. +2025-06-22 03:26:00,846 - pyskl - INFO - Epoch(val) [139][3183] top1_acc: 0.8524, top5_acc: 0.9702 +2025-06-22 03:27:09,358 - pyskl - INFO - Epoch [140][100/3940] lr: 3.288e-04, eta: 5:20:36, time: 0.685, data_time: 0.243, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4391, loss: 1.4391 +2025-06-22 03:27:53,682 - pyskl - INFO - Epoch [140][200/3940] lr: 3.273e-04, eta: 5:19:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4062, loss: 1.4062 +2025-06-22 03:28:38,037 - pyskl - INFO - Epoch [140][300/3940] lr: 3.257e-04, eta: 5:19:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4328, loss: 1.4328 +2025-06-22 03:29:22,391 - pyskl - INFO - Epoch [140][400/3940] lr: 3.242e-04, eta: 5:18:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4475, loss: 1.4475 +2025-06-22 03:30:06,651 - pyskl - INFO - Epoch [140][500/3940] lr: 3.227e-04, eta: 5:17:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4405, loss: 1.4405 +2025-06-22 03:30:50,982 - pyskl - INFO - Epoch [140][600/3940] lr: 3.212e-04, eta: 5:16:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5122, loss: 1.5122 +2025-06-22 03:31:35,301 - pyskl - INFO - Epoch [140][700/3940] lr: 3.197e-04, eta: 5:16:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4439, loss: 1.4439 +2025-06-22 03:32:19,757 - pyskl - INFO - Epoch [140][800/3940] lr: 3.183e-04, eta: 5:15:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4672, loss: 1.4672 +2025-06-22 03:33:04,102 - pyskl - INFO - Epoch [140][900/3940] lr: 3.168e-04, eta: 5:14:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4361, loss: 1.4361 +2025-06-22 03:33:48,437 - pyskl - INFO - Epoch [140][1000/3940] lr: 3.153e-04, eta: 5:13:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4694, loss: 1.4694 +2025-06-22 03:34:32,849 - pyskl - INFO - Epoch [140][1100/3940] lr: 3.138e-04, eta: 5:13:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4522, loss: 1.4522 +2025-06-22 03:35:17,198 - pyskl - INFO - Epoch [140][1200/3940] lr: 3.123e-04, eta: 5:12:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4600, loss: 1.4600 +2025-06-22 03:36:01,477 - pyskl - INFO - Epoch [140][1300/3940] lr: 3.108e-04, eta: 5:11:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4682, loss: 1.4682 +2025-06-22 03:36:45,798 - pyskl - INFO - Epoch [140][1400/3940] lr: 3.094e-04, eta: 5:10:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5466, loss: 1.5466 +2025-06-22 03:37:30,037 - pyskl - INFO - Epoch [140][1500/3940] lr: 3.079e-04, eta: 5:10:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4375, loss: 1.4375 +2025-06-22 03:38:14,300 - pyskl - INFO - Epoch [140][1600/3940] lr: 3.064e-04, eta: 5:09:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4668, loss: 1.4668 +2025-06-22 03:38:58,551 - pyskl - INFO - Epoch [140][1700/3940] lr: 3.050e-04, eta: 5:08:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4403, loss: 1.4403 +2025-06-22 03:39:42,831 - pyskl - INFO - Epoch [140][1800/3940] lr: 3.035e-04, eta: 5:07:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4613, loss: 1.4613 +2025-06-22 03:40:27,381 - pyskl - INFO - Epoch [140][1900/3940] lr: 3.021e-04, eta: 5:07:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4885, loss: 1.4885 +2025-06-22 03:41:12,268 - pyskl - INFO - Epoch [140][2000/3940] lr: 3.006e-04, eta: 5:06:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4591, loss: 1.4591 +2025-06-22 03:41:56,871 - pyskl - INFO - Epoch [140][2100/3940] lr: 2.992e-04, eta: 5:05:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5358, loss: 1.5358 +2025-06-22 03:42:41,412 - pyskl - INFO - Epoch [140][2200/3940] lr: 2.977e-04, eta: 5:05:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5037, loss: 1.5037 +2025-06-22 03:43:25,888 - pyskl - INFO - Epoch [140][2300/3940] lr: 2.963e-04, eta: 5:04:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4436, loss: 1.4436 +2025-06-22 03:44:10,445 - pyskl - INFO - Epoch [140][2400/3940] lr: 2.949e-04, eta: 5:03:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4226, loss: 1.4226 +2025-06-22 03:44:55,045 - pyskl - INFO - Epoch [140][2500/3940] lr: 2.934e-04, eta: 5:02:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5082, loss: 1.5082 +2025-06-22 03:45:39,798 - pyskl - INFO - Epoch [140][2600/3940] lr: 2.920e-04, eta: 5:02:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5119, loss: 1.5119 +2025-06-22 03:46:24,285 - pyskl - INFO - Epoch [140][2700/3940] lr: 2.906e-04, eta: 5:01:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4372, loss: 1.4372 +2025-06-22 03:47:08,822 - pyskl - INFO - Epoch [140][2800/3940] lr: 2.891e-04, eta: 5:00:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4654, loss: 1.4654 +2025-06-22 03:47:53,398 - pyskl - INFO - Epoch [140][2900/3940] lr: 2.877e-04, eta: 4:59:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4967, loss: 1.4967 +2025-06-22 03:48:37,722 - pyskl - INFO - Epoch [140][3000/3940] lr: 2.863e-04, eta: 4:59:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4824, loss: 1.4824 +2025-06-22 03:49:22,074 - pyskl - INFO - Epoch [140][3100/3940] lr: 2.849e-04, eta: 4:58:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4756, loss: 1.4756 +2025-06-22 03:50:06,515 - pyskl - INFO - Epoch [140][3200/3940] lr: 2.835e-04, eta: 4:57:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4245, loss: 1.4245 +2025-06-22 03:50:50,902 - pyskl - INFO - Epoch [140][3300/3940] lr: 2.821e-04, eta: 4:56:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4756, loss: 1.4756 +2025-06-22 03:51:35,116 - pyskl - INFO - Epoch [140][3400/3940] lr: 2.807e-04, eta: 4:56:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4370, loss: 1.4370 +2025-06-22 03:52:19,421 - pyskl - INFO - Epoch [140][3500/3940] lr: 2.793e-04, eta: 4:55:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4617, loss: 1.4617 +2025-06-22 03:53:03,677 - pyskl - INFO - Epoch [140][3600/3940] lr: 2.779e-04, eta: 4:54:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4391, loss: 1.4391 +2025-06-22 03:53:48,224 - pyskl - INFO - Epoch [140][3700/3940] lr: 2.765e-04, eta: 4:53:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4955, loss: 1.4955 +2025-06-22 03:54:32,352 - pyskl - INFO - Epoch [140][3800/3940] lr: 2.751e-04, eta: 4:53:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4623, loss: 1.4623 +2025-06-22 03:55:16,543 - pyskl - INFO - Epoch [140][3900/3940] lr: 2.737e-04, eta: 4:52:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4697, loss: 1.4697 +2025-06-22 03:55:34,471 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-06-22 04:14:50,105 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 04:14:50,570 - pyskl - INFO - +top1_acc 0.8532 +top5_acc 0.9707 +2025-06-22 04:14:50,625 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_139.pth was removed +2025-06-22 04:14:51,725 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2025-06-22 04:14:51,727 - pyskl - INFO - Best top1_acc is 0.8532 at 140 epoch. +2025-06-22 04:14:51,748 - pyskl - INFO - Epoch(val) [140][3183] top1_acc: 0.8532, top5_acc: 0.9707 +2025-06-22 04:16:00,129 - pyskl - INFO - Epoch [141][100/3940] lr: 2.718e-04, eta: 4:51:23, time: 0.684, data_time: 0.242, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4510, loss: 1.4510 +2025-06-22 04:16:44,423 - pyskl - INFO - Epoch [141][200/3940] lr: 2.704e-04, eta: 4:50:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4340, loss: 1.4340 +2025-06-22 04:17:28,675 - pyskl - INFO - Epoch [141][300/3940] lr: 2.690e-04, eta: 4:49:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4479, loss: 1.4479 +2025-06-22 04:18:12,971 - pyskl - INFO - Epoch [141][400/3940] lr: 2.677e-04, eta: 4:49:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4553, loss: 1.4553 +2025-06-22 04:18:57,184 - pyskl - INFO - Epoch [141][500/3940] lr: 2.663e-04, eta: 4:48:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4708, loss: 1.4708 +2025-06-22 04:19:41,425 - pyskl - INFO - Epoch [141][600/3940] lr: 2.649e-04, eta: 4:47:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4137, loss: 1.4137 +2025-06-22 04:20:25,648 - pyskl - INFO - Epoch [141][700/3940] lr: 2.636e-04, eta: 4:46:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4365, loss: 1.4365 +2025-06-22 04:21:09,921 - pyskl - INFO - Epoch [141][800/3940] lr: 2.622e-04, eta: 4:46:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4920, loss: 1.4920 +2025-06-22 04:21:54,262 - pyskl - INFO - Epoch [141][900/3940] lr: 2.609e-04, eta: 4:45:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4281, loss: 1.4281 +2025-06-22 04:22:38,470 - pyskl - INFO - Epoch [141][1000/3940] lr: 2.595e-04, eta: 4:44:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4786, loss: 1.4786 +2025-06-22 04:23:22,663 - pyskl - INFO - Epoch [141][1100/3940] lr: 2.582e-04, eta: 4:43:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4710, loss: 1.4710 +2025-06-22 04:24:06,858 - pyskl - INFO - Epoch [141][1200/3940] lr: 2.568e-04, eta: 4:43:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4327, loss: 1.4327 +2025-06-22 04:24:50,985 - pyskl - INFO - Epoch [141][1300/3940] lr: 2.555e-04, eta: 4:42:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4610, loss: 1.4610 +2025-06-22 04:25:35,267 - pyskl - INFO - Epoch [141][1400/3940] lr: 2.542e-04, eta: 4:41:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4397, loss: 1.4397 +2025-06-22 04:26:19,536 - pyskl - INFO - Epoch [141][1500/3940] lr: 2.528e-04, eta: 4:41:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4782, loss: 1.4782 +2025-06-22 04:27:03,735 - pyskl - INFO - Epoch [141][1600/3940] lr: 2.515e-04, eta: 4:40:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.4050, loss: 1.4050 +2025-06-22 04:27:48,124 - pyskl - INFO - Epoch [141][1700/3940] lr: 2.502e-04, eta: 4:39:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4268, loss: 1.4268 +2025-06-22 04:28:32,481 - pyskl - INFO - Epoch [141][1800/3940] lr: 2.489e-04, eta: 4:38:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4816, loss: 1.4816 +2025-06-22 04:29:16,816 - pyskl - INFO - Epoch [141][1900/3940] lr: 2.475e-04, eta: 4:38:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4636, loss: 1.4636 +2025-06-22 04:30:01,170 - pyskl - INFO - Epoch [141][2000/3940] lr: 2.462e-04, eta: 4:37:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4477, loss: 1.4477 +2025-06-22 04:30:45,574 - pyskl - INFO - Epoch [141][2100/3940] lr: 2.449e-04, eta: 4:36:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4460, loss: 1.4460 +2025-06-22 04:31:29,918 - pyskl - INFO - Epoch [141][2200/3940] lr: 2.436e-04, eta: 4:35:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4612, loss: 1.4612 +2025-06-22 04:32:14,176 - pyskl - INFO - Epoch [141][2300/3940] lr: 2.423e-04, eta: 4:35:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4730, loss: 1.4730 +2025-06-22 04:32:58,409 - pyskl - INFO - Epoch [141][2400/3940] lr: 2.410e-04, eta: 4:34:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4854, loss: 1.4854 +2025-06-22 04:33:42,700 - pyskl - INFO - Epoch [141][2500/3940] lr: 2.397e-04, eta: 4:33:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4414, loss: 1.4414 +2025-06-22 04:34:27,059 - pyskl - INFO - Epoch [141][2600/3940] lr: 2.384e-04, eta: 4:32:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4380, loss: 1.4380 +2025-06-22 04:35:11,561 - pyskl - INFO - Epoch [141][2700/3940] lr: 2.371e-04, eta: 4:32:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4667, loss: 1.4667 +2025-06-22 04:35:55,885 - pyskl - INFO - Epoch [141][2800/3940] lr: 2.358e-04, eta: 4:31:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4795, loss: 1.4795 +2025-06-22 04:36:40,118 - pyskl - INFO - Epoch [141][2900/3940] lr: 2.346e-04, eta: 4:30:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4641, loss: 1.4641 +2025-06-22 04:37:24,365 - pyskl - INFO - Epoch [141][3000/3940] lr: 2.333e-04, eta: 4:29:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4166, loss: 1.4166 +2025-06-22 04:38:08,718 - pyskl - INFO - Epoch [141][3100/3940] lr: 2.320e-04, eta: 4:29:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5041, loss: 1.5041 +2025-06-22 04:38:52,974 - pyskl - INFO - Epoch [141][3200/3940] lr: 2.307e-04, eta: 4:28:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4917, loss: 1.4917 +2025-06-22 04:39:37,320 - pyskl - INFO - Epoch [141][3300/3940] lr: 2.295e-04, eta: 4:27:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4187, loss: 1.4187 +2025-06-22 04:40:21,669 - pyskl - INFO - Epoch [141][3400/3940] lr: 2.282e-04, eta: 4:26:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4557, loss: 1.4557 +2025-06-22 04:41:06,097 - pyskl - INFO - Epoch [141][3500/3940] lr: 2.269e-04, eta: 4:26:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4522, loss: 1.4522 +2025-06-22 04:41:50,492 - pyskl - INFO - Epoch [141][3600/3940] lr: 2.257e-04, eta: 4:25:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4467, loss: 1.4467 +2025-06-22 04:42:34,961 - pyskl - INFO - Epoch [141][3700/3940] lr: 2.244e-04, eta: 4:24:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4137, loss: 1.4137 +2025-06-22 04:43:19,459 - pyskl - INFO - Epoch [141][3800/3940] lr: 2.232e-04, eta: 4:23:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4204, loss: 1.4204 +2025-06-22 04:44:03,885 - pyskl - INFO - Epoch [141][3900/3940] lr: 2.219e-04, eta: 4:23:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4990, loss: 1.4990 +2025-06-22 04:44:21,918 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-06-22 04:47:42,503 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 04:47:42,974 - pyskl - INFO - +top1_acc 0.8524 +top5_acc 0.9696 +2025-06-22 04:47:42,993 - pyskl - INFO - Epoch(val) [141][3183] top1_acc: 0.8524, top5_acc: 0.9696 +2025-06-22 04:48:51,573 - pyskl - INFO - Epoch [142][100/3940] lr: 2.202e-04, eta: 4:22:10, time: 0.686, data_time: 0.243, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4361, loss: 1.4361 +2025-06-22 04:49:35,892 - pyskl - INFO - Epoch [142][200/3940] lr: 2.189e-04, eta: 4:21:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4568, loss: 1.4568 +2025-06-22 04:50:20,069 - pyskl - INFO - Epoch [142][300/3940] lr: 2.177e-04, eta: 4:20:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4681, loss: 1.4681 +2025-06-22 04:51:04,375 - pyskl - INFO - Epoch [142][400/3940] lr: 2.165e-04, eta: 4:19:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4541, loss: 1.4541 +2025-06-22 04:51:48,711 - pyskl - INFO - Epoch [142][500/3940] lr: 2.152e-04, eta: 4:19:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4835, loss: 1.4835 +2025-06-22 04:52:33,176 - pyskl - INFO - Epoch [142][600/3940] lr: 2.140e-04, eta: 4:18:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4740, loss: 1.4740 +2025-06-22 04:53:17,597 - pyskl - INFO - Epoch [142][700/3940] lr: 2.128e-04, eta: 4:17:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4054, loss: 1.4054 +2025-06-22 04:54:02,032 - pyskl - INFO - Epoch [142][800/3940] lr: 2.116e-04, eta: 4:16:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4163, loss: 1.4163 +2025-06-22 04:54:46,385 - pyskl - INFO - Epoch [142][900/3940] lr: 2.104e-04, eta: 4:16:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4162, loss: 1.4162 +2025-06-22 04:55:30,599 - pyskl - INFO - Epoch [142][1000/3940] lr: 2.091e-04, eta: 4:15:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4623, loss: 1.4623 +2025-06-22 04:56:14,662 - pyskl - INFO - Epoch [142][1100/3940] lr: 2.079e-04, eta: 4:14:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4708, loss: 1.4708 +2025-06-22 04:56:59,071 - pyskl - INFO - Epoch [142][1200/3940] lr: 2.067e-04, eta: 4:14:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4803, loss: 1.4803 +2025-06-22 04:57:43,205 - pyskl - INFO - Epoch [142][1300/3940] lr: 2.055e-04, eta: 4:13:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3949, loss: 1.3949 +2025-06-22 04:58:27,524 - pyskl - INFO - Epoch [142][1400/3940] lr: 2.043e-04, eta: 4:12:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4567, loss: 1.4567 +2025-06-22 04:59:11,764 - pyskl - INFO - Epoch [142][1500/3940] lr: 2.031e-04, eta: 4:11:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4771, loss: 1.4771 +2025-06-22 04:59:55,971 - pyskl - INFO - Epoch [142][1600/3940] lr: 2.019e-04, eta: 4:11:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4521, loss: 1.4521 +2025-06-22 05:00:40,301 - pyskl - INFO - Epoch [142][1700/3940] lr: 2.008e-04, eta: 4:10:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4228, loss: 1.4228 +2025-06-22 05:01:24,679 - pyskl - INFO - Epoch [142][1800/3940] lr: 1.996e-04, eta: 4:09:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4595, loss: 1.4595 +2025-06-22 05:02:09,017 - pyskl - INFO - Epoch [142][1900/3940] lr: 1.984e-04, eta: 4:08:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4322, loss: 1.4322 +2025-06-22 05:02:53,475 - pyskl - INFO - Epoch [142][2000/3940] lr: 1.972e-04, eta: 4:08:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4958, loss: 1.4958 +2025-06-22 05:03:37,937 - pyskl - INFO - Epoch [142][2100/3940] lr: 1.960e-04, eta: 4:07:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4264, loss: 1.4264 +2025-06-22 05:04:22,254 - pyskl - INFO - Epoch [142][2200/3940] lr: 1.949e-04, eta: 4:06:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4456, loss: 1.4456 +2025-06-22 05:05:07,103 - pyskl - INFO - Epoch [142][2300/3940] lr: 1.937e-04, eta: 4:05:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4190, loss: 1.4190 +2025-06-22 05:05:52,143 - pyskl - INFO - Epoch [142][2400/3940] lr: 1.925e-04, eta: 4:05:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.4256, loss: 1.4256 +2025-06-22 05:06:36,839 - pyskl - INFO - Epoch [142][2500/3940] lr: 1.914e-04, eta: 4:04:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4572, loss: 1.4572 +2025-06-22 05:07:21,253 - pyskl - INFO - Epoch [142][2600/3940] lr: 1.902e-04, eta: 4:03:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4452, loss: 1.4452 +2025-06-22 05:08:05,552 - pyskl - INFO - Epoch [142][2700/3940] lr: 1.891e-04, eta: 4:02:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4515, loss: 1.4515 +2025-06-22 05:08:49,897 - pyskl - INFO - Epoch [142][2800/3940] lr: 1.879e-04, eta: 4:02:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4264, loss: 1.4264 +2025-06-22 05:09:34,240 - pyskl - INFO - Epoch [142][2900/3940] lr: 1.868e-04, eta: 4:01:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4573, loss: 1.4573 +2025-06-22 05:10:18,496 - pyskl - INFO - Epoch [142][3000/3940] lr: 1.856e-04, eta: 4:00:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4681, loss: 1.4681 +2025-06-22 05:11:02,786 - pyskl - INFO - Epoch [142][3100/3940] lr: 1.845e-04, eta: 3:59:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3984, loss: 1.3984 +2025-06-22 05:11:47,222 - pyskl - INFO - Epoch [142][3200/3940] lr: 1.834e-04, eta: 3:59:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.4571, loss: 1.4571 +2025-06-22 05:12:31,512 - pyskl - INFO - Epoch [142][3300/3940] lr: 1.822e-04, eta: 3:58:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4674, loss: 1.4674 +2025-06-22 05:13:16,057 - pyskl - INFO - Epoch [142][3400/3940] lr: 1.811e-04, eta: 3:57:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4116, loss: 1.4116 +2025-06-22 05:14:00,703 - pyskl - INFO - Epoch [142][3500/3940] lr: 1.800e-04, eta: 3:56:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4263, loss: 1.4263 +2025-06-22 05:14:44,922 - pyskl - INFO - Epoch [142][3600/3940] lr: 1.788e-04, eta: 3:56:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4567, loss: 1.4567 +2025-06-22 05:15:29,130 - pyskl - INFO - Epoch [142][3700/3940] lr: 1.777e-04, eta: 3:55:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4144, loss: 1.4144 +2025-06-22 05:16:13,712 - pyskl - INFO - Epoch [142][3800/3940] lr: 1.766e-04, eta: 3:54:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3944, loss: 1.3944 +2025-06-22 05:16:58,108 - pyskl - INFO - Epoch [142][3900/3940] lr: 1.755e-04, eta: 3:53:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4686, loss: 1.4686 +2025-06-22 05:17:16,065 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-06-22 05:20:36,029 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 05:20:36,494 - pyskl - INFO - +top1_acc 0.8532 +top5_acc 0.9694 +2025-06-22 05:20:36,512 - pyskl - INFO - Epoch(val) [142][3183] top1_acc: 0.8532, top5_acc: 0.9694 +2025-06-22 05:21:45,021 - pyskl - INFO - Epoch [143][100/3940] lr: 1.740e-04, eta: 3:52:57, time: 0.685, data_time: 0.243, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4277, loss: 1.4277 +2025-06-22 05:22:29,258 - pyskl - INFO - Epoch [143][200/3940] lr: 1.729e-04, eta: 3:52:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4347, loss: 1.4347 +2025-06-22 05:23:13,509 - pyskl - INFO - Epoch [143][300/3940] lr: 1.718e-04, eta: 3:51:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4586, loss: 1.4586 +2025-06-22 05:23:57,782 - pyskl - INFO - Epoch [143][400/3940] lr: 1.707e-04, eta: 3:50:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4352, loss: 1.4352 +2025-06-22 05:24:42,105 - pyskl - INFO - Epoch [143][500/3940] lr: 1.696e-04, eta: 3:49:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4203, loss: 1.4203 +2025-06-22 05:25:26,479 - pyskl - INFO - Epoch [143][600/3940] lr: 1.685e-04, eta: 3:49:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4274, loss: 1.4274 +2025-06-22 05:26:10,830 - pyskl - INFO - Epoch [143][700/3940] lr: 1.674e-04, eta: 3:48:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4431, loss: 1.4431 +2025-06-22 05:26:55,174 - pyskl - INFO - Epoch [143][800/3940] lr: 1.663e-04, eta: 3:47:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4656, loss: 1.4656 +2025-06-22 05:27:39,491 - pyskl - INFO - Epoch [143][900/3940] lr: 1.652e-04, eta: 3:47:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4407, loss: 1.4407 +2025-06-22 05:28:23,787 - pyskl - INFO - Epoch [143][1000/3940] lr: 1.642e-04, eta: 3:46:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4057, loss: 1.4057 +2025-06-22 05:29:08,243 - pyskl - INFO - Epoch [143][1100/3940] lr: 1.631e-04, eta: 3:45:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4596, loss: 1.4596 +2025-06-22 05:29:52,550 - pyskl - INFO - Epoch [143][1200/3940] lr: 1.620e-04, eta: 3:44:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4467, loss: 1.4467 +2025-06-22 05:30:36,769 - pyskl - INFO - Epoch [143][1300/3940] lr: 1.609e-04, eta: 3:44:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.4464, loss: 1.4464 +2025-06-22 05:31:20,965 - pyskl - INFO - Epoch [143][1400/3940] lr: 1.599e-04, eta: 3:43:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4017, loss: 1.4017 +2025-06-22 05:32:05,152 - pyskl - INFO - Epoch [143][1500/3940] lr: 1.588e-04, eta: 3:42:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4393, loss: 1.4393 +2025-06-22 05:32:49,203 - pyskl - INFO - Epoch [143][1600/3940] lr: 1.578e-04, eta: 3:41:50, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4062, loss: 1.4062 +2025-06-22 05:33:33,369 - pyskl - INFO - Epoch [143][1700/3940] lr: 1.567e-04, eta: 3:41:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3876, loss: 1.3876 +2025-06-22 05:34:18,073 - pyskl - INFO - Epoch [143][1800/3940] lr: 1.557e-04, eta: 3:40:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4286, loss: 1.4286 +2025-06-22 05:35:02,585 - pyskl - INFO - Epoch [143][1900/3940] lr: 1.546e-04, eta: 3:39:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4588, loss: 1.4588 +2025-06-22 05:35:47,147 - pyskl - INFO - Epoch [143][2000/3940] lr: 1.536e-04, eta: 3:38:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3607, loss: 1.3607 +2025-06-22 05:36:31,548 - pyskl - INFO - Epoch [143][2100/3940] lr: 1.526e-04, eta: 3:38:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4545, loss: 1.4545 +2025-06-22 05:37:15,932 - pyskl - INFO - Epoch [143][2200/3940] lr: 1.515e-04, eta: 3:37:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4360, loss: 1.4360 +2025-06-22 05:38:00,276 - pyskl - INFO - Epoch [143][2300/3940] lr: 1.505e-04, eta: 3:36:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4582, loss: 1.4582 +2025-06-22 05:38:44,511 - pyskl - INFO - Epoch [143][2400/3940] lr: 1.495e-04, eta: 3:35:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4129, loss: 1.4129 +2025-06-22 05:39:28,811 - pyskl - INFO - Epoch [143][2500/3940] lr: 1.484e-04, eta: 3:35:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4264, loss: 1.4264 +2025-06-22 05:40:13,072 - pyskl - INFO - Epoch [143][2600/3940] lr: 1.474e-04, eta: 3:34:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4307, loss: 1.4307 +2025-06-22 05:40:57,308 - pyskl - INFO - Epoch [143][2700/3940] lr: 1.464e-04, eta: 3:33:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3972, loss: 1.3972 +2025-06-22 05:41:41,662 - pyskl - INFO - Epoch [143][2800/3940] lr: 1.454e-04, eta: 3:32:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4374, loss: 1.4374 +2025-06-22 05:42:26,158 - pyskl - INFO - Epoch [143][2900/3940] lr: 1.444e-04, eta: 3:32:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4236, loss: 1.4236 +2025-06-22 05:43:10,609 - pyskl - INFO - Epoch [143][3000/3940] lr: 1.434e-04, eta: 3:31:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4453, loss: 1.4453 +2025-06-22 05:43:55,024 - pyskl - INFO - Epoch [143][3100/3940] lr: 1.424e-04, eta: 3:30:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4277, loss: 1.4277 +2025-06-22 05:44:39,321 - pyskl - INFO - Epoch [143][3200/3940] lr: 1.414e-04, eta: 3:29:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4721, loss: 1.4721 +2025-06-22 05:45:23,602 - pyskl - INFO - Epoch [143][3300/3940] lr: 1.404e-04, eta: 3:29:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4073, loss: 1.4073 +2025-06-22 05:46:07,855 - pyskl - INFO - Epoch [143][3400/3940] lr: 1.394e-04, eta: 3:28:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4446, loss: 1.4446 +2025-06-22 05:46:52,453 - pyskl - INFO - Epoch [143][3500/3940] lr: 1.384e-04, eta: 3:27:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4564, loss: 1.4564 +2025-06-22 05:47:36,922 - pyskl - INFO - Epoch [143][3600/3940] lr: 1.374e-04, eta: 3:27:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4200, loss: 1.4200 +2025-06-22 05:48:21,337 - pyskl - INFO - Epoch [143][3700/3940] lr: 1.364e-04, eta: 3:26:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4251, loss: 1.4251 +2025-06-22 05:49:05,732 - pyskl - INFO - Epoch [143][3800/3940] lr: 1.355e-04, eta: 3:25:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4478, loss: 1.4478 +2025-06-22 05:49:50,237 - pyskl - INFO - Epoch [143][3900/3940] lr: 1.345e-04, eta: 3:24:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4127, loss: 1.4127 +2025-06-22 05:50:08,387 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-06-22 05:53:28,741 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 05:53:29,210 - pyskl - INFO - +top1_acc 0.8540 +top5_acc 0.9700 +2025-06-22 05:53:29,271 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_140.pth was removed +2025-06-22 05:53:30,381 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. +2025-06-22 05:53:30,383 - pyskl - INFO - Best top1_acc is 0.8540 at 143 epoch. +2025-06-22 05:53:30,403 - pyskl - INFO - Epoch(val) [143][3183] top1_acc: 0.8540, top5_acc: 0.9700 +2025-06-22 05:54:39,149 - pyskl - INFO - Epoch [144][100/3940] lr: 1.331e-04, eta: 3:23:45, time: 0.687, data_time: 0.245, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4374, loss: 1.4374 +2025-06-22 05:55:23,410 - pyskl - INFO - Epoch [144][200/3940] lr: 1.322e-04, eta: 3:23:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4642, loss: 1.4642 +2025-06-22 05:56:07,601 - pyskl - INFO - Epoch [144][300/3940] lr: 1.312e-04, eta: 3:22:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4134, loss: 1.4134 +2025-06-22 05:56:51,928 - pyskl - INFO - Epoch [144][400/3940] lr: 1.303e-04, eta: 3:21:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4058, loss: 1.4058 +2025-06-22 05:57:36,240 - pyskl - INFO - Epoch [144][500/3940] lr: 1.293e-04, eta: 3:20:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4651, loss: 1.4651 +2025-06-22 05:58:20,471 - pyskl - INFO - Epoch [144][600/3940] lr: 1.283e-04, eta: 3:20:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3968, loss: 1.3968 +2025-06-22 05:59:04,797 - pyskl - INFO - Epoch [144][700/3940] lr: 1.274e-04, eta: 3:19:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4018, loss: 1.4018 +2025-06-22 05:59:49,118 - pyskl - INFO - Epoch [144][800/3940] lr: 1.265e-04, eta: 3:18:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3945, loss: 1.3945 +2025-06-22 06:00:33,395 - pyskl - INFO - Epoch [144][900/3940] lr: 1.255e-04, eta: 3:17:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4653, loss: 1.4653 +2025-06-22 06:01:17,679 - pyskl - INFO - Epoch [144][1000/3940] lr: 1.246e-04, eta: 3:17:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4558, loss: 1.4558 +2025-06-22 06:02:02,098 - pyskl - INFO - Epoch [144][1100/3940] lr: 1.236e-04, eta: 3:16:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4161, loss: 1.4161 +2025-06-22 06:02:46,397 - pyskl - INFO - Epoch [144][1200/3940] lr: 1.227e-04, eta: 3:15:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4258, loss: 1.4258 +2025-06-22 06:03:30,706 - pyskl - INFO - Epoch [144][1300/3940] lr: 1.218e-04, eta: 3:14:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4262, loss: 1.4262 +2025-06-22 06:04:14,970 - pyskl - INFO - Epoch [144][1400/3940] lr: 1.209e-04, eta: 3:14:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4922, loss: 1.4922 +2025-06-22 06:04:59,227 - pyskl - INFO - Epoch [144][1500/3940] lr: 1.199e-04, eta: 3:13:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4298, loss: 1.4298 +2025-06-22 06:05:43,501 - pyskl - INFO - Epoch [144][1600/3940] lr: 1.190e-04, eta: 3:12:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3998, loss: 1.3998 +2025-06-22 06:06:27,986 - pyskl - INFO - Epoch [144][1700/3940] lr: 1.181e-04, eta: 3:11:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4226, loss: 1.4226 +2025-06-22 06:07:12,432 - pyskl - INFO - Epoch [144][1800/3940] lr: 1.172e-04, eta: 3:11:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3981, loss: 1.3981 +2025-06-22 06:07:56,745 - pyskl - INFO - Epoch [144][1900/3940] lr: 1.163e-04, eta: 3:10:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4658, loss: 1.4658 +2025-06-22 06:08:41,225 - pyskl - INFO - Epoch [144][2000/3940] lr: 1.154e-04, eta: 3:09:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4121, loss: 1.4121 +2025-06-22 06:09:25,602 - pyskl - INFO - Epoch [144][2100/3940] lr: 1.145e-04, eta: 3:08:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4304, loss: 1.4304 +2025-06-22 06:10:09,935 - pyskl - INFO - Epoch [144][2200/3940] lr: 1.136e-04, eta: 3:08:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4286, loss: 1.4286 +2025-06-22 06:10:54,260 - pyskl - INFO - Epoch [144][2300/3940] lr: 1.127e-04, eta: 3:07:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4102, loss: 1.4102 +2025-06-22 06:11:38,552 - pyskl - INFO - Epoch [144][2400/3940] lr: 1.118e-04, eta: 3:06:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4179, loss: 1.4179 +2025-06-22 06:12:22,901 - pyskl - INFO - Epoch [144][2500/3940] lr: 1.109e-04, eta: 3:05:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4414, loss: 1.4414 +2025-06-22 06:13:07,234 - pyskl - INFO - Epoch [144][2600/3940] lr: 1.100e-04, eta: 3:05:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4041, loss: 1.4041 +2025-06-22 06:13:51,568 - pyskl - INFO - Epoch [144][2700/3940] lr: 1.092e-04, eta: 3:04:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4164, loss: 1.4164 +2025-06-22 06:14:35,902 - pyskl - INFO - Epoch [144][2800/3940] lr: 1.083e-04, eta: 3:03:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3937, loss: 1.3937 +2025-06-22 06:15:20,224 - pyskl - INFO - Epoch [144][2900/3940] lr: 1.074e-04, eta: 3:02:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4098, loss: 1.4098 +2025-06-22 06:16:04,443 - pyskl - INFO - Epoch [144][3000/3940] lr: 1.066e-04, eta: 3:02:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3716, loss: 1.3716 +2025-06-22 06:16:48,748 - pyskl - INFO - Epoch [144][3100/3940] lr: 1.057e-04, eta: 3:01:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4540, loss: 1.4540 +2025-06-22 06:17:33,008 - pyskl - INFO - Epoch [144][3200/3940] lr: 1.048e-04, eta: 3:00:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4353, loss: 1.4353 +2025-06-22 06:18:17,318 - pyskl - INFO - Epoch [144][3300/3940] lr: 1.040e-04, eta: 3:00:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4390, loss: 1.4390 +2025-06-22 06:19:01,606 - pyskl - INFO - Epoch [144][3400/3940] lr: 1.031e-04, eta: 2:59:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3720, loss: 1.3720 +2025-06-22 06:19:45,946 - pyskl - INFO - Epoch [144][3500/3940] lr: 1.023e-04, eta: 2:58:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3811, loss: 1.3811 +2025-06-22 06:20:30,215 - pyskl - INFO - Epoch [144][3600/3940] lr: 1.014e-04, eta: 2:57:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4287, loss: 1.4287 +2025-06-22 06:21:14,577 - pyskl - INFO - Epoch [144][3700/3940] lr: 1.006e-04, eta: 2:57:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3961, loss: 1.3961 +2025-06-22 06:21:58,855 - pyskl - INFO - Epoch [144][3800/3940] lr: 9.974e-05, eta: 2:56:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4660, loss: 1.4660 +2025-06-22 06:22:43,113 - pyskl - INFO - Epoch [144][3900/3940] lr: 9.891e-05, eta: 2:55:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3990, loss: 1.3990 +2025-06-22 06:23:01,350 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-06-22 06:26:21,607 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 06:26:22,068 - pyskl - INFO - +top1_acc 0.8518 +top5_acc 0.9696 +2025-06-22 06:26:22,085 - pyskl - INFO - Epoch(val) [144][3183] top1_acc: 0.8518, top5_acc: 0.9696 +2025-06-22 06:27:30,777 - pyskl - INFO - Epoch [145][100/3940] lr: 9.774e-05, eta: 2:54:32, time: 0.687, data_time: 0.244, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4078, loss: 1.4078 +2025-06-22 06:28:15,048 - pyskl - INFO - Epoch [145][200/3940] lr: 9.692e-05, eta: 2:53:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4176, loss: 1.4176 +2025-06-22 06:28:59,298 - pyskl - INFO - Epoch [145][300/3940] lr: 9.609e-05, eta: 2:53:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3788, loss: 1.3788 +2025-06-22 06:29:43,506 - pyskl - INFO - Epoch [145][400/3940] lr: 9.527e-05, eta: 2:52:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4280, loss: 1.4280 +2025-06-22 06:30:27,705 - pyskl - INFO - Epoch [145][500/3940] lr: 9.445e-05, eta: 2:51:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3842, loss: 1.3842 +2025-06-22 06:31:11,926 - pyskl - INFO - Epoch [145][600/3940] lr: 9.364e-05, eta: 2:50:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3870, loss: 1.3870 +2025-06-22 06:31:56,404 - pyskl - INFO - Epoch [145][700/3940] lr: 9.283e-05, eta: 2:50:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3971, loss: 1.3971 +2025-06-22 06:32:40,624 - pyskl - INFO - Epoch [145][800/3940] lr: 9.202e-05, eta: 2:49:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4470, loss: 1.4470 +2025-06-22 06:33:24,778 - pyskl - INFO - Epoch [145][900/3940] lr: 9.122e-05, eta: 2:48:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4558, loss: 1.4558 +2025-06-22 06:34:08,997 - pyskl - INFO - Epoch [145][1000/3940] lr: 9.042e-05, eta: 2:47:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4123, loss: 1.4123 +2025-06-22 06:34:53,259 - pyskl - INFO - Epoch [145][1100/3940] lr: 8.963e-05, eta: 2:47:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4339, loss: 1.4339 +2025-06-22 06:35:37,461 - pyskl - INFO - Epoch [145][1200/3940] lr: 8.883e-05, eta: 2:46:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4112, loss: 1.4112 +2025-06-22 06:36:21,794 - pyskl - INFO - Epoch [145][1300/3940] lr: 8.804e-05, eta: 2:45:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4095, loss: 1.4095 +2025-06-22 06:37:06,008 - pyskl - INFO - Epoch [145][1400/3940] lr: 8.726e-05, eta: 2:44:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4739, loss: 1.4739 +2025-06-22 06:37:50,222 - pyskl - INFO - Epoch [145][1500/3940] lr: 8.648e-05, eta: 2:44:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3930, loss: 1.3930 +2025-06-22 06:38:34,477 - pyskl - INFO - Epoch [145][1600/3940] lr: 8.570e-05, eta: 2:43:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4023, loss: 1.4023 +2025-06-22 06:39:18,843 - pyskl - INFO - Epoch [145][1700/3940] lr: 8.492e-05, eta: 2:42:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3786, loss: 1.3786 +2025-06-22 06:40:03,226 - pyskl - INFO - Epoch [145][1800/3940] lr: 8.415e-05, eta: 2:41:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3958, loss: 1.3958 +2025-06-22 06:40:48,079 - pyskl - INFO - Epoch [145][1900/3940] lr: 8.338e-05, eta: 2:41:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4019, loss: 1.4019 +2025-06-22 06:41:32,478 - pyskl - INFO - Epoch [145][2000/3940] lr: 8.262e-05, eta: 2:40:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3796, loss: 1.3796 +2025-06-22 06:42:17,046 - pyskl - INFO - Epoch [145][2100/3940] lr: 8.186e-05, eta: 2:39:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4584, loss: 1.4584 +2025-06-22 06:43:01,333 - pyskl - INFO - Epoch [145][2200/3940] lr: 8.110e-05, eta: 2:38:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4408, loss: 1.4408 +2025-06-22 06:43:45,635 - pyskl - INFO - Epoch [145][2300/3940] lr: 8.035e-05, eta: 2:38:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4550, loss: 1.4550 +2025-06-22 06:44:29,817 - pyskl - INFO - Epoch [145][2400/3940] lr: 7.960e-05, eta: 2:37:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4206, loss: 1.4206 +2025-06-22 06:45:13,954 - pyskl - INFO - Epoch [145][2500/3940] lr: 7.885e-05, eta: 2:36:44, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4290, loss: 1.4290 +2025-06-22 06:45:58,204 - pyskl - INFO - Epoch [145][2600/3940] lr: 7.811e-05, eta: 2:36:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4011, loss: 1.4011 +2025-06-22 06:46:42,427 - pyskl - INFO - Epoch [145][2700/3940] lr: 7.737e-05, eta: 2:35:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4049, loss: 1.4049 +2025-06-22 06:47:26,788 - pyskl - INFO - Epoch [145][2800/3940] lr: 7.663e-05, eta: 2:34:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4558, loss: 1.4558 +2025-06-22 06:48:11,470 - pyskl - INFO - Epoch [145][2900/3940] lr: 7.590e-05, eta: 2:33:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3986, loss: 1.3986 +2025-06-22 06:48:55,808 - pyskl - INFO - Epoch [145][3000/3940] lr: 7.517e-05, eta: 2:33:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3830, loss: 1.3830 +2025-06-22 06:49:39,957 - pyskl - INFO - Epoch [145][3100/3940] lr: 7.444e-05, eta: 2:32:17, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4250, loss: 1.4250 +2025-06-22 06:50:24,169 - pyskl - INFO - Epoch [145][3200/3940] lr: 7.372e-05, eta: 2:31:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4624, loss: 1.4624 +2025-06-22 06:51:08,466 - pyskl - INFO - Epoch [145][3300/3940] lr: 7.300e-05, eta: 2:30:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3903, loss: 1.3903 +2025-06-22 06:51:52,669 - pyskl - INFO - Epoch [145][3400/3940] lr: 7.229e-05, eta: 2:30:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4312, loss: 1.4312 +2025-06-22 06:52:36,940 - pyskl - INFO - Epoch [145][3500/3940] lr: 7.157e-05, eta: 2:29:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4409, loss: 1.4409 +2025-06-22 06:53:21,131 - pyskl - INFO - Epoch [145][3600/3940] lr: 7.087e-05, eta: 2:28:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4725, loss: 1.4725 +2025-06-22 06:54:05,294 - pyskl - INFO - Epoch [145][3700/3940] lr: 7.016e-05, eta: 2:27:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3956, loss: 1.3956 +2025-06-22 06:54:49,797 - pyskl - INFO - Epoch [145][3800/3940] lr: 6.946e-05, eta: 2:27:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4176, loss: 1.4176 +2025-06-22 06:55:34,012 - pyskl - INFO - Epoch [145][3900/3940] lr: 6.876e-05, eta: 2:26:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3870, loss: 1.3870 +2025-06-22 06:55:52,126 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-06-22 07:13:53,282 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 07:13:53,745 - pyskl - INFO - +top1_acc 0.8536 +top5_acc 0.9698 +2025-06-22 07:13:53,762 - pyskl - INFO - Epoch(val) [145][3183] top1_acc: 0.8536, top5_acc: 0.9698 +2025-06-22 07:15:02,857 - pyskl - INFO - Epoch [146][100/3940] lr: 6.779e-05, eta: 2:25:19, time: 0.691, data_time: 0.247, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4365, loss: 1.4365 +2025-06-22 07:15:47,235 - pyskl - INFO - Epoch [146][200/3940] lr: 6.710e-05, eta: 2:24:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4327, loss: 1.4327 +2025-06-22 07:16:31,535 - pyskl - INFO - Epoch [146][300/3940] lr: 6.642e-05, eta: 2:23:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3881, loss: 1.3881 +2025-06-22 07:17:15,844 - pyskl - INFO - Epoch [146][400/3940] lr: 6.573e-05, eta: 2:23:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4182, loss: 1.4182 +2025-06-22 07:18:00,121 - pyskl - INFO - Epoch [146][500/3940] lr: 6.505e-05, eta: 2:22:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4092, loss: 1.4092 +2025-06-22 07:18:44,407 - pyskl - INFO - Epoch [146][600/3940] lr: 6.438e-05, eta: 2:21:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4204, loss: 1.4204 +2025-06-22 07:19:28,737 - pyskl - INFO - Epoch [146][700/3940] lr: 6.371e-05, eta: 2:20:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3615, loss: 1.3615 +2025-06-22 07:20:13,054 - pyskl - INFO - Epoch [146][800/3940] lr: 6.304e-05, eta: 2:20:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4414, loss: 1.4414 +2025-06-22 07:20:57,391 - pyskl - INFO - Epoch [146][900/3940] lr: 6.237e-05, eta: 2:19:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3916, loss: 1.3916 +2025-06-22 07:21:41,620 - pyskl - INFO - Epoch [146][1000/3940] lr: 6.171e-05, eta: 2:18:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3959, loss: 1.3959 +2025-06-22 07:22:25,898 - pyskl - INFO - Epoch [146][1100/3940] lr: 6.106e-05, eta: 2:17:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4093, loss: 1.4093 +2025-06-22 07:23:10,210 - pyskl - INFO - Epoch [146][1200/3940] lr: 6.040e-05, eta: 2:17:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4238, loss: 1.4238 +2025-06-22 07:23:54,519 - pyskl - INFO - Epoch [146][1300/3940] lr: 5.975e-05, eta: 2:16:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3962, loss: 1.3962 +2025-06-22 07:24:38,884 - pyskl - INFO - Epoch [146][1400/3940] lr: 5.910e-05, eta: 2:15:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3770, loss: 1.3770 +2025-06-22 07:25:23,215 - pyskl - INFO - Epoch [146][1500/3940] lr: 5.846e-05, eta: 2:14:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4023, loss: 1.4023 +2025-06-22 07:26:07,543 - pyskl - INFO - Epoch [146][1600/3940] lr: 5.782e-05, eta: 2:14:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4195, loss: 1.4195 +2025-06-22 07:26:51,859 - pyskl - INFO - Epoch [146][1700/3940] lr: 5.718e-05, eta: 2:13:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4028, loss: 1.4028 +2025-06-22 07:27:36,180 - pyskl - INFO - Epoch [146][1800/3940] lr: 5.655e-05, eta: 2:12:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3640, loss: 1.3640 +2025-06-22 07:28:20,555 - pyskl - INFO - Epoch [146][1900/3940] lr: 5.592e-05, eta: 2:11:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4268, loss: 1.4268 +2025-06-22 07:29:05,009 - pyskl - INFO - Epoch [146][2000/3940] lr: 5.529e-05, eta: 2:11:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4287, loss: 1.4287 +2025-06-22 07:29:49,663 - pyskl - INFO - Epoch [146][2100/3940] lr: 5.467e-05, eta: 2:10:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4496, loss: 1.4496 +2025-06-22 07:30:34,202 - pyskl - INFO - Epoch [146][2200/3940] lr: 5.405e-05, eta: 2:09:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.4157, loss: 1.4157 +2025-06-22 07:31:18,599 - pyskl - INFO - Epoch [146][2300/3940] lr: 5.344e-05, eta: 2:09:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4108, loss: 1.4108 +2025-06-22 07:32:02,938 - pyskl - INFO - Epoch [146][2400/3940] lr: 5.283e-05, eta: 2:08:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4264, loss: 1.4264 +2025-06-22 07:32:47,426 - pyskl - INFO - Epoch [146][2500/3940] lr: 5.222e-05, eta: 2:07:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4034, loss: 1.4034 +2025-06-22 07:33:31,865 - pyskl - INFO - Epoch [146][2600/3940] lr: 5.161e-05, eta: 2:06:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4104, loss: 1.4104 +2025-06-22 07:34:16,275 - pyskl - INFO - Epoch [146][2700/3940] lr: 5.101e-05, eta: 2:06:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3557, loss: 1.3557 +2025-06-22 07:35:00,708 - pyskl - INFO - Epoch [146][2800/3940] lr: 5.041e-05, eta: 2:05:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3875, loss: 1.3875 +2025-06-22 07:35:45,143 - pyskl - INFO - Epoch [146][2900/3940] lr: 4.982e-05, eta: 2:04:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3827, loss: 1.3827 +2025-06-22 07:36:29,610 - pyskl - INFO - Epoch [146][3000/3940] lr: 4.923e-05, eta: 2:03:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4305, loss: 1.4305 +2025-06-22 07:37:13,942 - pyskl - INFO - Epoch [146][3100/3940] lr: 4.864e-05, eta: 2:03:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4174, loss: 1.4174 +2025-06-22 07:37:58,241 - pyskl - INFO - Epoch [146][3200/3940] lr: 4.806e-05, eta: 2:02:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3939, loss: 1.3939 +2025-06-22 07:38:42,601 - pyskl - INFO - Epoch [146][3300/3940] lr: 4.748e-05, eta: 2:01:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4494, loss: 1.4494 +2025-06-22 07:39:26,843 - pyskl - INFO - Epoch [146][3400/3940] lr: 4.690e-05, eta: 2:00:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4144, loss: 1.4144 +2025-06-22 07:40:11,089 - pyskl - INFO - Epoch [146][3500/3940] lr: 4.633e-05, eta: 2:00:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4252, loss: 1.4252 +2025-06-22 07:40:55,356 - pyskl - INFO - Epoch [146][3600/3940] lr: 4.576e-05, eta: 1:59:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3905, loss: 1.3905 +2025-06-22 07:41:39,481 - pyskl - INFO - Epoch [146][3700/3940] lr: 4.519e-05, eta: 1:58:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4208, loss: 1.4208 +2025-06-22 07:42:23,537 - pyskl - INFO - Epoch [146][3800/3940] lr: 4.463e-05, eta: 1:57:53, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4028, loss: 1.4028 +2025-06-22 07:43:07,596 - pyskl - INFO - Epoch [146][3900/3940] lr: 4.407e-05, eta: 1:57:08, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4099, loss: 1.4099 +2025-06-22 07:43:25,601 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-06-22 07:46:46,284 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 07:46:46,751 - pyskl - INFO - +top1_acc 0.8535 +top5_acc 0.9702 +2025-06-22 07:46:46,770 - pyskl - INFO - Epoch(val) [146][3183] top1_acc: 0.8535, top5_acc: 0.9702 +2025-06-22 07:47:55,946 - pyskl - INFO - Epoch [147][100/3940] lr: 4.329e-05, eta: 1:56:06, time: 0.692, data_time: 0.247, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4019, loss: 1.4019 +2025-06-22 07:48:40,422 - pyskl - INFO - Epoch [147][200/3940] lr: 4.274e-05, eta: 1:55:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4053, loss: 1.4053 +2025-06-22 07:49:24,724 - pyskl - INFO - Epoch [147][300/3940] lr: 4.219e-05, eta: 1:54:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4337, loss: 1.4337 +2025-06-22 07:50:09,003 - pyskl - INFO - Epoch [147][400/3940] lr: 4.165e-05, eta: 1:53:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4366, loss: 1.4366 +2025-06-22 07:50:53,215 - pyskl - INFO - Epoch [147][500/3940] lr: 4.111e-05, eta: 1:53:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4329, loss: 1.4329 +2025-06-22 07:51:37,421 - pyskl - INFO - Epoch [147][600/3940] lr: 4.057e-05, eta: 1:52:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4148, loss: 1.4148 +2025-06-22 07:52:21,702 - pyskl - INFO - Epoch [147][700/3940] lr: 4.004e-05, eta: 1:51:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4637, loss: 1.4637 +2025-06-22 07:53:05,995 - pyskl - INFO - Epoch [147][800/3940] lr: 3.951e-05, eta: 1:50:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3927, loss: 1.3927 +2025-06-22 07:53:50,690 - pyskl - INFO - Epoch [147][900/3940] lr: 3.898e-05, eta: 1:50:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4041, loss: 1.4041 +2025-06-22 07:54:35,226 - pyskl - INFO - Epoch [147][1000/3940] lr: 3.846e-05, eta: 1:49:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4225, loss: 1.4225 +2025-06-22 07:55:19,637 - pyskl - INFO - Epoch [147][1100/3940] lr: 3.794e-05, eta: 1:48:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3930, loss: 1.3930 +2025-06-22 07:56:04,054 - pyskl - INFO - Epoch [147][1200/3940] lr: 3.743e-05, eta: 1:47:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4219, loss: 1.4219 +2025-06-22 07:56:48,566 - pyskl - INFO - Epoch [147][1300/3940] lr: 3.691e-05, eta: 1:47:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4609, loss: 1.4609 +2025-06-22 07:57:32,943 - pyskl - INFO - Epoch [147][1400/3940] lr: 3.641e-05, eta: 1:46:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4299, loss: 1.4299 +2025-06-22 07:58:17,292 - pyskl - INFO - Epoch [147][1500/3940] lr: 3.590e-05, eta: 1:45:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3577, loss: 1.3577 +2025-06-22 07:59:01,691 - pyskl - INFO - Epoch [147][1600/3940] lr: 3.540e-05, eta: 1:44:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4302, loss: 1.4302 +2025-06-22 07:59:46,113 - pyskl - INFO - Epoch [147][1700/3940] lr: 3.490e-05, eta: 1:44:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3823, loss: 1.3823 +2025-06-22 08:00:30,694 - pyskl - INFO - Epoch [147][1800/3940] lr: 3.441e-05, eta: 1:43:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3952, loss: 1.3952 +2025-06-22 08:01:15,161 - pyskl - INFO - Epoch [147][1900/3940] lr: 3.392e-05, eta: 1:42:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4037, loss: 1.4037 +2025-06-22 08:01:59,655 - pyskl - INFO - Epoch [147][2000/3940] lr: 3.343e-05, eta: 1:42:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4092, loss: 1.4092 +2025-06-22 08:02:44,116 - pyskl - INFO - Epoch [147][2100/3940] lr: 3.294e-05, eta: 1:41:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4294, loss: 1.4294 +2025-06-22 08:03:28,489 - pyskl - INFO - Epoch [147][2200/3940] lr: 3.246e-05, eta: 1:40:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3709, loss: 1.3709 +2025-06-22 08:04:12,866 - pyskl - INFO - Epoch [147][2300/3940] lr: 3.199e-05, eta: 1:39:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3943, loss: 1.3943 +2025-06-22 08:04:57,377 - pyskl - INFO - Epoch [147][2400/3940] lr: 3.151e-05, eta: 1:39:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4032, loss: 1.4032 +2025-06-22 08:05:42,269 - pyskl - INFO - Epoch [147][2500/3940] lr: 3.104e-05, eta: 1:38:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3933, loss: 1.3933 +2025-06-22 08:06:26,809 - pyskl - INFO - Epoch [147][2600/3940] lr: 3.058e-05, eta: 1:37:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4091, loss: 1.4091 +2025-06-22 08:07:11,146 - pyskl - INFO - Epoch [147][2700/3940] lr: 3.012e-05, eta: 1:36:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3865, loss: 1.3865 +2025-06-22 08:07:55,890 - pyskl - INFO - Epoch [147][2800/3940] lr: 2.966e-05, eta: 1:36:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4625, loss: 1.4625 +2025-06-22 08:08:40,216 - pyskl - INFO - Epoch [147][2900/3940] lr: 2.920e-05, eta: 1:35:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3841, loss: 1.3841 +2025-06-22 08:09:24,530 - pyskl - INFO - Epoch [147][3000/3940] lr: 2.875e-05, eta: 1:34:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4028, loss: 1.4028 +2025-06-22 08:10:08,884 - pyskl - INFO - Epoch [147][3100/3940] lr: 2.830e-05, eta: 1:33:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3554, loss: 1.3554 +2025-06-22 08:10:53,215 - pyskl - INFO - Epoch [147][3200/3940] lr: 2.785e-05, eta: 1:33:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4055, loss: 1.4055 +2025-06-22 08:11:37,521 - pyskl - INFO - Epoch [147][3300/3940] lr: 2.741e-05, eta: 1:32:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3718, loss: 1.3718 +2025-06-22 08:12:21,810 - pyskl - INFO - Epoch [147][3400/3940] lr: 2.697e-05, eta: 1:31:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3886, loss: 1.3886 +2025-06-22 08:13:06,171 - pyskl - INFO - Epoch [147][3500/3940] lr: 2.654e-05, eta: 1:30:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3732, loss: 1.3732 +2025-06-22 08:13:50,552 - pyskl - INFO - Epoch [147][3600/3940] lr: 2.611e-05, eta: 1:30:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4114, loss: 1.4114 +2025-06-22 08:14:34,946 - pyskl - INFO - Epoch [147][3700/3940] lr: 2.568e-05, eta: 1:29:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4222, loss: 1.4222 +2025-06-22 08:15:19,229 - pyskl - INFO - Epoch [147][3800/3940] lr: 2.526e-05, eta: 1:28:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4006, loss: 1.4006 +2025-06-22 08:16:03,497 - pyskl - INFO - Epoch [147][3900/3940] lr: 2.484e-05, eta: 1:27:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3701, loss: 1.3701 +2025-06-22 08:16:21,613 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-06-22 08:19:42,397 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 08:19:42,864 - pyskl - INFO - +top1_acc 0.8545 +top5_acc 0.9702 +2025-06-22 08:19:42,918 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_143.pth was removed +2025-06-22 08:19:43,984 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_147.pth. +2025-06-22 08:19:43,987 - pyskl - INFO - Best top1_acc is 0.8545 at 147 epoch. +2025-06-22 08:19:44,004 - pyskl - INFO - Epoch(val) [147][3183] top1_acc: 0.8545, top5_acc: 0.9702 +2025-06-22 08:20:52,730 - pyskl - INFO - Epoch [148][100/3940] lr: 2.425e-05, eta: 1:26:54, time: 0.687, data_time: 0.245, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4254, loss: 1.4254 +2025-06-22 08:21:36,996 - pyskl - INFO - Epoch [148][200/3940] lr: 2.384e-05, eta: 1:26:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4123, loss: 1.4123 +2025-06-22 08:22:21,301 - pyskl - INFO - Epoch [148][300/3940] lr: 2.343e-05, eta: 1:25:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4110, loss: 1.4110 +2025-06-22 08:23:05,657 - pyskl - INFO - Epoch [148][400/3940] lr: 2.303e-05, eta: 1:24:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3778, loss: 1.3778 +2025-06-22 08:23:50,046 - pyskl - INFO - Epoch [148][500/3940] lr: 2.263e-05, eta: 1:23:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3863, loss: 1.3863 +2025-06-22 08:24:34,363 - pyskl - INFO - Epoch [148][600/3940] lr: 2.223e-05, eta: 1:23:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4129, loss: 1.4129 +2025-06-22 08:25:18,761 - pyskl - INFO - Epoch [148][700/3940] lr: 2.184e-05, eta: 1:22:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4510, loss: 1.4510 +2025-06-22 08:26:03,057 - pyskl - INFO - Epoch [148][800/3940] lr: 2.144e-05, eta: 1:21:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4228, loss: 1.4228 +2025-06-22 08:26:47,370 - pyskl - INFO - Epoch [148][900/3940] lr: 2.106e-05, eta: 1:20:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4325, loss: 1.4325 +2025-06-22 08:27:31,700 - pyskl - INFO - Epoch [148][1000/3940] lr: 2.067e-05, eta: 1:20:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4037, loss: 1.4037 +2025-06-22 08:28:16,085 - pyskl - INFO - Epoch [148][1100/3940] lr: 2.029e-05, eta: 1:19:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4008, loss: 1.4008 +2025-06-22 08:29:00,420 - pyskl - INFO - Epoch [148][1200/3940] lr: 1.992e-05, eta: 1:18:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3965, loss: 1.3965 +2025-06-22 08:29:44,735 - pyskl - INFO - Epoch [148][1300/3940] lr: 1.954e-05, eta: 1:18:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4069, loss: 1.4069 +2025-06-22 08:30:29,193 - pyskl - INFO - Epoch [148][1400/3940] lr: 1.917e-05, eta: 1:17:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3851, loss: 1.3851 +2025-06-22 08:31:13,597 - pyskl - INFO - Epoch [148][1500/3940] lr: 1.881e-05, eta: 1:16:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3786, loss: 1.3786 +2025-06-22 08:31:57,898 - pyskl - INFO - Epoch [148][1600/3940] lr: 1.845e-05, eta: 1:15:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4162, loss: 1.4162 +2025-06-22 08:32:42,241 - pyskl - INFO - Epoch [148][1700/3940] lr: 1.809e-05, eta: 1:15:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3787, loss: 1.3787 +2025-06-22 08:33:26,589 - pyskl - INFO - Epoch [148][1800/3940] lr: 1.773e-05, eta: 1:14:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4267, loss: 1.4267 +2025-06-22 08:34:11,046 - pyskl - INFO - Epoch [148][1900/3940] lr: 1.738e-05, eta: 1:13:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4185, loss: 1.4185 +2025-06-22 08:34:55,467 - pyskl - INFO - Epoch [148][2000/3940] lr: 1.703e-05, eta: 1:12:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3704, loss: 1.3704 +2025-06-22 08:35:39,931 - pyskl - INFO - Epoch [148][2100/3940] lr: 1.669e-05, eta: 1:12:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4385, loss: 1.4385 +2025-06-22 08:36:24,380 - pyskl - INFO - Epoch [148][2200/3940] lr: 1.634e-05, eta: 1:11:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4453, loss: 1.4453 +2025-06-22 08:37:08,849 - pyskl - INFO - Epoch [148][2300/3940] lr: 1.601e-05, eta: 1:10:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3686, loss: 1.3686 +2025-06-22 08:37:53,304 - pyskl - INFO - Epoch [148][2400/3940] lr: 1.567e-05, eta: 1:09:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4462, loss: 1.4462 +2025-06-22 08:38:37,655 - pyskl - INFO - Epoch [148][2500/3940] lr: 1.534e-05, eta: 1:09:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3959, loss: 1.3959 +2025-06-22 08:39:22,160 - pyskl - INFO - Epoch [148][2600/3940] lr: 1.501e-05, eta: 1:08:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3775, loss: 1.3775 +2025-06-22 08:40:06,617 - pyskl - INFO - Epoch [148][2700/3940] lr: 1.469e-05, eta: 1:07:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3820, loss: 1.3820 +2025-06-22 08:40:51,014 - pyskl - INFO - Epoch [148][2800/3940] lr: 1.437e-05, eta: 1:06:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3905, loss: 1.3905 +2025-06-22 08:41:35,333 - pyskl - INFO - Epoch [148][2900/3940] lr: 1.405e-05, eta: 1:06:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3966, loss: 1.3966 +2025-06-22 08:42:19,758 - pyskl - INFO - Epoch [148][3000/3940] lr: 1.374e-05, eta: 1:05:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4507, loss: 1.4507 +2025-06-22 08:43:04,172 - pyskl - INFO - Epoch [148][3100/3940] lr: 1.343e-05, eta: 1:04:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4155, loss: 1.4155 +2025-06-22 08:43:48,603 - pyskl - INFO - Epoch [148][3200/3940] lr: 1.312e-05, eta: 1:03:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4277, loss: 1.4277 +2025-06-22 08:44:33,058 - pyskl - INFO - Epoch [148][3300/3940] lr: 1.282e-05, eta: 1:03:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4172, loss: 1.4172 +2025-06-22 08:45:17,486 - pyskl - INFO - Epoch [148][3400/3940] lr: 1.252e-05, eta: 1:02:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4088, loss: 1.4088 +2025-06-22 08:46:01,890 - pyskl - INFO - Epoch [148][3500/3940] lr: 1.223e-05, eta: 1:01:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4174, loss: 1.4174 +2025-06-22 08:46:46,293 - pyskl - INFO - Epoch [148][3600/3940] lr: 1.193e-05, eta: 1:00:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4005, loss: 1.4005 +2025-06-22 08:47:30,700 - pyskl - INFO - Epoch [148][3700/3940] lr: 1.165e-05, eta: 1:00:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4055, loss: 1.4055 +2025-06-22 08:48:15,094 - pyskl - INFO - Epoch [148][3800/3940] lr: 1.136e-05, eta: 0:59:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4348, loss: 1.4348 +2025-06-22 08:48:59,415 - pyskl - INFO - Epoch [148][3900/3940] lr: 1.108e-05, eta: 0:58:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3803, loss: 1.3803 +2025-06-22 08:49:17,500 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-06-22 08:52:38,203 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 08:52:38,672 - pyskl - INFO - +top1_acc 0.8539 +top5_acc 0.9695 +2025-06-22 08:52:38,690 - pyskl - INFO - Epoch(val) [148][3183] top1_acc: 0.8539, top5_acc: 0.9695 +2025-06-22 08:53:47,946 - pyskl - INFO - Epoch [149][100/3940] lr: 1.069e-05, eta: 0:57:41, time: 0.692, data_time: 0.249, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4137, loss: 1.4137 +2025-06-22 08:54:32,379 - pyskl - INFO - Epoch [149][200/3940] lr: 1.042e-05, eta: 0:56:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3960, loss: 1.3960 +2025-06-22 08:55:16,698 - pyskl - INFO - Epoch [149][300/3940] lr: 1.015e-05, eta: 0:56:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4249, loss: 1.4249 +2025-06-22 08:56:00,982 - pyskl - INFO - Epoch [149][400/3940] lr: 9.883e-06, eta: 0:55:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3952, loss: 1.3952 +2025-06-22 08:56:45,323 - pyskl - INFO - Epoch [149][500/3940] lr: 9.620e-06, eta: 0:54:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3721, loss: 1.3721 +2025-06-22 08:57:29,677 - pyskl - INFO - Epoch [149][600/3940] lr: 9.361e-06, eta: 0:53:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4125, loss: 1.4125 +2025-06-22 08:58:13,981 - pyskl - INFO - Epoch [149][700/3940] lr: 9.106e-06, eta: 0:53:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4071, loss: 1.4071 +2025-06-22 08:58:58,297 - pyskl - INFO - Epoch [149][800/3940] lr: 8.854e-06, eta: 0:52:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4481, loss: 1.4481 +2025-06-22 08:59:42,619 - pyskl - INFO - Epoch [149][900/3940] lr: 8.606e-06, eta: 0:51:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.3817, loss: 1.3817 +2025-06-22 09:00:26,906 - pyskl - INFO - Epoch [149][1000/3940] lr: 8.361e-06, eta: 0:51:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3885, loss: 1.3885 +2025-06-22 09:01:11,366 - pyskl - INFO - Epoch [149][1100/3940] lr: 8.120e-06, eta: 0:50:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3528, loss: 1.3528 +2025-06-22 09:01:55,753 - pyskl - INFO - Epoch [149][1200/3940] lr: 7.882e-06, eta: 0:49:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4236, loss: 1.4236 +2025-06-22 09:02:40,175 - pyskl - INFO - Epoch [149][1300/3940] lr: 7.648e-06, eta: 0:48:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4463, loss: 1.4463 +2025-06-22 09:03:24,501 - pyskl - INFO - Epoch [149][1400/3940] lr: 7.417e-06, eta: 0:48:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4319, loss: 1.4319 +2025-06-22 09:04:08,897 - pyskl - INFO - Epoch [149][1500/3940] lr: 7.190e-06, eta: 0:47:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4060, loss: 1.4060 +2025-06-22 09:04:53,269 - pyskl - INFO - Epoch [149][1600/3940] lr: 6.967e-06, eta: 0:46:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3829, loss: 1.3829 +2025-06-22 09:05:37,556 - pyskl - INFO - Epoch [149][1700/3940] lr: 6.747e-06, eta: 0:45:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4041, loss: 1.4041 +2025-06-22 09:06:21,910 - pyskl - INFO - Epoch [149][1800/3940] lr: 6.530e-06, eta: 0:45:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3746, loss: 1.3746 +2025-06-22 09:07:06,254 - pyskl - INFO - Epoch [149][1900/3940] lr: 6.317e-06, eta: 0:44:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4042, loss: 1.4042 +2025-06-22 09:07:50,577 - pyskl - INFO - Epoch [149][2000/3940] lr: 6.108e-06, eta: 0:43:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3907, loss: 1.3907 +2025-06-22 09:08:34,946 - pyskl - INFO - Epoch [149][2100/3940] lr: 5.902e-06, eta: 0:42:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3850, loss: 1.3850 +2025-06-22 09:09:19,383 - pyskl - INFO - Epoch [149][2200/3940] lr: 5.699e-06, eta: 0:42:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4113, loss: 1.4113 +2025-06-22 09:10:03,944 - pyskl - INFO - Epoch [149][2300/3940] lr: 5.500e-06, eta: 0:41:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3825, loss: 1.3825 +2025-06-22 09:10:48,485 - pyskl - INFO - Epoch [149][2400/3940] lr: 5.305e-06, eta: 0:40:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3992, loss: 1.3992 +2025-06-22 09:11:32,753 - pyskl - INFO - Epoch [149][2500/3940] lr: 5.113e-06, eta: 0:39:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4246, loss: 1.4246 +2025-06-22 09:12:17,205 - pyskl - INFO - Epoch [149][2600/3940] lr: 4.925e-06, eta: 0:39:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4538, loss: 1.4538 +2025-06-22 09:13:01,544 - pyskl - INFO - Epoch [149][2700/3940] lr: 4.740e-06, eta: 0:38:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3855, loss: 1.3855 +2025-06-22 09:13:45,839 - pyskl - INFO - Epoch [149][2800/3940] lr: 4.559e-06, eta: 0:37:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4566, loss: 1.4566 +2025-06-22 09:14:30,124 - pyskl - INFO - Epoch [149][2900/3940] lr: 4.381e-06, eta: 0:36:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4306, loss: 1.4306 +2025-06-22 09:15:14,453 - pyskl - INFO - Epoch [149][3000/3940] lr: 4.207e-06, eta: 0:36:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4173, loss: 1.4173 +2025-06-22 09:15:58,735 - pyskl - INFO - Epoch [149][3100/3940] lr: 4.037e-06, eta: 0:35:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3890, loss: 1.3890 +2025-06-22 09:16:43,009 - pyskl - INFO - Epoch [149][3200/3940] lr: 3.870e-06, eta: 0:34:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3862, loss: 1.3862 +2025-06-22 09:17:27,358 - pyskl - INFO - Epoch [149][3300/3940] lr: 3.706e-06, eta: 0:33:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3965, loss: 1.3965 +2025-06-22 09:18:11,593 - pyskl - INFO - Epoch [149][3400/3940] lr: 3.546e-06, eta: 0:33:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3534, loss: 1.3534 +2025-06-22 09:18:55,949 - pyskl - INFO - Epoch [149][3500/3940] lr: 3.389e-06, eta: 0:32:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4749, loss: 1.4749 +2025-06-22 09:19:40,208 - pyskl - INFO - Epoch [149][3600/3940] lr: 3.237e-06, eta: 0:31:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3927, loss: 1.3927 +2025-06-22 09:20:24,474 - pyskl - INFO - Epoch [149][3700/3940] lr: 3.087e-06, eta: 0:30:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4363, loss: 1.4363 +2025-06-22 09:21:08,780 - pyskl - INFO - Epoch [149][3800/3940] lr: 2.941e-06, eta: 0:30:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4002, loss: 1.4002 +2025-06-22 09:21:53,046 - pyskl - INFO - Epoch [149][3900/3940] lr: 2.799e-06, eta: 0:29:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3898, loss: 1.3898 +2025-06-22 09:22:11,107 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-06-22 09:25:32,051 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 09:25:32,521 - pyskl - INFO - +top1_acc 0.8534 +top5_acc 0.9690 +2025-06-22 09:25:32,540 - pyskl - INFO - Epoch(val) [149][3183] top1_acc: 0.8534, top5_acc: 0.9690 +2025-06-22 09:26:41,269 - pyskl - INFO - Epoch [150][100/3940] lr: 2.605e-06, eta: 0:28:28, time: 0.687, data_time: 0.245, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4128, loss: 1.4128 +2025-06-22 09:27:25,453 - pyskl - INFO - Epoch [150][200/3940] lr: 2.472e-06, eta: 0:27:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3707, loss: 1.3707 +2025-06-22 09:28:09,759 - pyskl - INFO - Epoch [150][300/3940] lr: 2.341e-06, eta: 0:26:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3659, loss: 1.3659 +2025-06-22 09:28:54,098 - pyskl - INFO - Epoch [150][400/3940] lr: 2.214e-06, eta: 0:26:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3839, loss: 1.3839 +2025-06-22 09:29:38,410 - pyskl - INFO - Epoch [150][500/3940] lr: 2.091e-06, eta: 0:25:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4074, loss: 1.4074 +2025-06-22 09:30:22,807 - pyskl - INFO - Epoch [150][600/3940] lr: 1.971e-06, eta: 0:24:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3578, loss: 1.3578 +2025-06-22 09:31:07,023 - pyskl - INFO - Epoch [150][700/3940] lr: 1.855e-06, eta: 0:24:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3409, loss: 1.3409 +2025-06-22 09:31:51,234 - pyskl - INFO - Epoch [150][800/3940] lr: 1.742e-06, eta: 0:23:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4199, loss: 1.4199 +2025-06-22 09:32:35,473 - pyskl - INFO - Epoch [150][900/3940] lr: 1.633e-06, eta: 0:22:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4207, loss: 1.4207 +2025-06-22 09:33:19,665 - pyskl - INFO - Epoch [150][1000/3940] lr: 1.528e-06, eta: 0:21:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4539, loss: 1.4539 +2025-06-22 09:34:03,867 - pyskl - INFO - Epoch [150][1100/3940] lr: 1.425e-06, eta: 0:21:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4442, loss: 1.4442 +2025-06-22 09:34:48,091 - pyskl - INFO - Epoch [150][1200/3940] lr: 1.327e-06, eta: 0:20:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4046, loss: 1.4046 +2025-06-22 09:35:32,293 - pyskl - INFO - Epoch [150][1300/3940] lr: 1.232e-06, eta: 0:19:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4326, loss: 1.4326 +2025-06-22 09:36:16,542 - pyskl - INFO - Epoch [150][1400/3940] lr: 1.140e-06, eta: 0:18:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3998, loss: 1.3998 +2025-06-22 09:37:00,924 - pyskl - INFO - Epoch [150][1500/3940] lr: 1.052e-06, eta: 0:18:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3953, loss: 1.3953 +2025-06-22 09:37:45,132 - pyskl - INFO - Epoch [150][1600/3940] lr: 9.678e-07, eta: 0:17:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3997, loss: 1.3997 +2025-06-22 09:38:29,347 - pyskl - INFO - Epoch [150][1700/3940] lr: 8.869e-07, eta: 0:16:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4132, loss: 1.4132 +2025-06-22 09:39:13,559 - pyskl - INFO - Epoch [150][1800/3940] lr: 8.095e-07, eta: 0:15:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3776, loss: 1.3776 +2025-06-22 09:39:57,738 - pyskl - INFO - Epoch [150][1900/3940] lr: 7.357e-07, eta: 0:15:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4158, loss: 1.4158 +2025-06-22 09:40:42,012 - pyskl - INFO - Epoch [150][2000/3940] lr: 6.654e-07, eta: 0:14:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4011, loss: 1.4011 +2025-06-22 09:41:26,250 - pyskl - INFO - Epoch [150][2100/3940] lr: 5.986e-07, eta: 0:13:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4377, loss: 1.4377 +2025-06-22 09:42:10,538 - pyskl - INFO - Epoch [150][2200/3940] lr: 5.353e-07, eta: 0:12:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4284, loss: 1.4284 +2025-06-22 09:42:54,913 - pyskl - INFO - Epoch [150][2300/3940] lr: 4.756e-07, eta: 0:12:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4096, loss: 1.4096 +2025-06-22 09:43:39,329 - pyskl - INFO - Epoch [150][2400/3940] lr: 4.194e-07, eta: 0:11:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4057, loss: 1.4057 +2025-06-22 09:44:23,737 - pyskl - INFO - Epoch [150][2500/3940] lr: 3.667e-07, eta: 0:10:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3778, loss: 1.3778 +2025-06-22 09:45:08,246 - pyskl - INFO - Epoch [150][2600/3940] lr: 3.176e-07, eta: 0:09:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3924, loss: 1.3924 +2025-06-22 09:45:52,716 - pyskl - INFO - Epoch [150][2700/3940] lr: 2.720e-07, eta: 0:09:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4312, loss: 1.4312 +2025-06-22 09:46:37,286 - pyskl - INFO - Epoch [150][2800/3940] lr: 2.299e-07, eta: 0:08:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3351, loss: 1.3351 +2025-06-22 09:47:21,655 - pyskl - INFO - Epoch [150][2900/3940] lr: 1.914e-07, eta: 0:07:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3777, loss: 1.3777 +2025-06-22 09:48:06,105 - pyskl - INFO - Epoch [150][3000/3940] lr: 1.564e-07, eta: 0:06:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4252, loss: 1.4252 +2025-06-22 09:48:50,630 - pyskl - INFO - Epoch [150][3100/3940] lr: 1.249e-07, eta: 0:06:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3906, loss: 1.3906 +2025-06-22 09:49:35,196 - pyskl - INFO - Epoch [150][3200/3940] lr: 9.697e-08, eta: 0:05:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3790, loss: 1.3790 +2025-06-22 09:50:19,783 - pyskl - INFO - Epoch [150][3300/3940] lr: 7.256e-08, eta: 0:04:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4198, loss: 1.4198 +2025-06-22 09:51:04,446 - pyskl - INFO - Epoch [150][3400/3940] lr: 5.169e-08, eta: 0:04:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4187, loss: 1.4187 +2025-06-22 09:51:49,003 - pyskl - INFO - Epoch [150][3500/3940] lr: 3.435e-08, eta: 0:03:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3920, loss: 1.3920 +2025-06-22 09:52:33,666 - pyskl - INFO - Epoch [150][3600/3940] lr: 2.054e-08, eta: 0:02:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3968, loss: 1.3968 +2025-06-22 09:53:18,247 - pyskl - INFO - Epoch [150][3700/3940] lr: 1.026e-08, eta: 0:01:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3771, loss: 1.3771 +2025-06-22 09:54:02,741 - pyskl - INFO - Epoch [150][3800/3940] lr: 3.511e-09, eta: 0:01:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4247, loss: 1.4247 +2025-06-22 09:54:47,237 - pyskl - INFO - Epoch [150][3900/3940] lr: 2.969e-10, eta: 0:00:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4065, loss: 1.4065 +2025-06-22 09:55:05,305 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-06-22 09:58:25,878 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 09:58:26,345 - pyskl - INFO - +top1_acc 0.8546 +top5_acc 0.9703 +2025-06-22 09:58:26,402 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_147.pth was removed +2025-06-22 09:58:27,486 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_150.pth. +2025-06-22 09:58:27,488 - pyskl - INFO - Best top1_acc is 0.8546 at 150 epoch. +2025-06-22 09:58:27,505 - pyskl - INFO - Epoch(val) [150][3183] top1_acc: 0.8546, top5_acc: 0.9703 +2025-06-22 09:58:39,608 - pyskl - INFO - 50919 videos remain after valid thresholding +2025-06-22 10:26:58,918 - pyskl - INFO - Testing results of the last checkpoint +2025-06-22 10:26:58,918 - pyskl - INFO - top1_acc: 0.8579 +2025-06-22 10:26:58,918 - pyskl - INFO - top5_acc: 0.9720 +2025-06-22 10:26:58,919 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu120_xsub/bm/best_top1_acc_epoch_150.pth +2025-06-22 10:55:18,113 - pyskl - INFO - Testing results of the best checkpoint +2025-06-22 10:55:18,113 - pyskl - INFO - top1_acc: 0.8579 +2025-06-22 10:55:18,113 - pyskl - INFO - top5_acc: 0.9720 diff --git a/ntu120_xsub/bm/best_pred.pkl b/ntu120_xsub/bm/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..20cc37591d82d9c93cf3a8cbf3e1eb3ede92fa51 --- /dev/null +++ b/ntu120_xsub/bm/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4d998d7e83606f26ca49f673fe24141e4c266ac4216f47f687d641d8b0c5847e +size 37306431 diff --git a/ntu120_xsub/bm/best_top1_acc_epoch_150.pth b/ntu120_xsub/bm/best_top1_acc_epoch_150.pth new file mode 100644 index 0000000000000000000000000000000000000000..9396459353da514e17f302933fafd803f557bf42 --- /dev/null +++ b/ntu120_xsub/bm/best_top1_acc_epoch_150.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6b27a7ad6da90fa417c95bb32c4fa6599467db603a39d524923fc0dda9549b11 +size 16396379 diff --git a/ntu120_xsub/j_1/20250609_122419.log b/ntu120_xsub/j_1/20250609_122419.log new file mode 100644 index 0000000000000000000000000000000000000000..73d1a253ced7801af4807f7d53d45606e518c078 --- /dev/null +++ b/ntu120_xsub/j_1/20250609_122419.log @@ -0,0 +1,7070 @@ +2025-06-09 12:24:19,185 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-06-09 12:24:19,502 - pyskl - INFO - Config: modality = 'j' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu120_xsub/j_1' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='j', + num_classes=120, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=120, + in_channels=384, + work_dir='./work_dirs/ntu120_xsub/j_1', + interval_epoch=5, + weight_1=0.3, + weight_2=0.1)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-06-09 12:24:19,502 - pyskl - INFO - Set random seed to 1099065710, deterministic: False +2025-06-09 12:24:33,802 - pyskl - INFO - 63026 videos remain after valid thresholding +2025-06-09 12:24:44,030 - pyskl - INFO - 50919 videos remain after valid thresholding +2025-06-09 12:24:44,110 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1 +2025-06-09 12:24:44,111 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-06-09 12:24:44,111 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-06-09 12:24:44,111 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1 by HardDiskBackend. +2025-06-09 12:25:54,894 - pyskl - INFO - Epoch [1][100/3940] lr: 2.500e-02, eta: 4 days, 20:10:30, time: 0.708, data_time: 0.255, memory: 13267, top1_acc: 0.0163, top5_acc: 0.0656, loss_cls: 13.7450, loss: 13.7450 +2025-06-09 12:26:39,414 - pyskl - INFO - Epoch [1][200/3940] lr: 2.500e-02, eta: 3 days, 22:36:28, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0156, top5_acc: 0.0850, loss_cls: 11.1197, loss: 11.1197 +2025-06-09 12:27:24,278 - pyskl - INFO - Epoch [1][300/3940] lr: 2.500e-02, eta: 3 days, 15:35:56, time: 0.449, data_time: 0.000, memory: 13267, top1_acc: 0.0187, top5_acc: 0.1138, loss_cls: 10.8674, loss: 10.8674 +2025-06-09 12:28:08,797 - pyskl - INFO - Epoch [1][400/3940] lr: 2.500e-02, eta: 3 days, 11:56:48, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0312, top5_acc: 0.1331, loss_cls: 10.6862, loss: 10.6862 +2025-06-09 12:28:53,360 - pyskl - INFO - Epoch [1][500/3940] lr: 2.500e-02, eta: 3 days, 9:45:54, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0350, top5_acc: 0.1444, loss_cls: 10.6005, loss: 10.6005 +2025-06-09 12:29:37,768 - pyskl - INFO - Epoch [1][600/3940] lr: 2.500e-02, eta: 3 days, 8:15:50, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.0475, top5_acc: 0.1812, loss_cls: 10.4564, loss: 10.4564 +2025-06-09 12:30:22,247 - pyskl - INFO - Epoch [1][700/3940] lr: 2.500e-02, eta: 3 days, 7:12:18, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0450, top5_acc: 0.1656, loss_cls: 10.4331, loss: 10.4331 +2025-06-09 12:31:06,644 - pyskl - INFO - Epoch [1][800/3940] lr: 2.500e-02, eta: 3 days, 6:23:27, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.0419, top5_acc: 0.1894, loss_cls: 10.2927, loss: 10.2927 +2025-06-09 12:31:51,093 - pyskl - INFO - Epoch [1][900/3940] lr: 2.500e-02, eta: 3 days, 5:45:52, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.0644, top5_acc: 0.2044, loss_cls: 10.1827, loss: 10.1827 +2025-06-09 12:32:35,495 - pyskl - INFO - Epoch [1][1000/3940] lr: 2.500e-02, eta: 3 days, 5:15:11, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.0587, top5_acc: 0.1944, loss_cls: 10.1082, loss: 10.1082 +2025-06-09 12:33:19,930 - pyskl - INFO - Epoch [1][1100/3940] lr: 2.500e-02, eta: 3 days, 4:50:14, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.0663, top5_acc: 0.2362, loss_cls: 10.0205, loss: 10.0205 +2025-06-09 12:34:04,363 - pyskl - INFO - Epoch [1][1200/3940] lr: 2.500e-02, eta: 3 days, 4:29:19, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.0694, top5_acc: 0.2500, loss_cls: 9.8810, loss: 9.8810 +2025-06-09 12:34:48,887 - pyskl - INFO - Epoch [1][1300/3940] lr: 2.500e-02, eta: 3 days, 4:12:10, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0712, top5_acc: 0.2525, loss_cls: 9.9265, loss: 9.9265 +2025-06-09 12:35:33,372 - pyskl - INFO - Epoch [1][1400/3940] lr: 2.500e-02, eta: 3 days, 3:57:06, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0988, top5_acc: 0.2825, loss_cls: 9.7427, loss: 9.7427 +2025-06-09 12:36:17,851 - pyskl - INFO - Epoch [1][1500/3940] lr: 2.500e-02, eta: 3 days, 3:43:55, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0944, top5_acc: 0.2950, loss_cls: 9.7085, loss: 9.7085 +2025-06-09 12:37:02,292 - pyskl - INFO - Epoch [1][1600/3940] lr: 2.500e-02, eta: 3 days, 3:32:03, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.0950, top5_acc: 0.3044, loss_cls: 9.6094, loss: 9.6094 +2025-06-09 12:37:46,728 - pyskl - INFO - Epoch [1][1700/3940] lr: 2.500e-02, eta: 3 days, 3:21:27, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.1006, top5_acc: 0.3206, loss_cls: 9.5114, loss: 9.5114 +2025-06-09 12:38:31,190 - pyskl - INFO - Epoch [1][1800/3940] lr: 2.500e-02, eta: 3 days, 3:12:06, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1138, top5_acc: 0.3206, loss_cls: 9.4558, loss: 9.4558 +2025-06-09 12:39:15,608 - pyskl - INFO - Epoch [1][1900/3940] lr: 2.500e-02, eta: 3 days, 3:03:25, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.1044, top5_acc: 0.3506, loss_cls: 9.3217, loss: 9.3217 +2025-06-09 12:40:00,072 - pyskl - INFO - Epoch [1][2000/3940] lr: 2.500e-02, eta: 3 days, 2:55:46, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1212, top5_acc: 0.3744, loss_cls: 9.2599, loss: 9.2599 +2025-06-09 12:40:44,484 - pyskl - INFO - Epoch [1][2100/3940] lr: 2.500e-02, eta: 3 days, 2:48:31, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.1144, top5_acc: 0.3762, loss_cls: 9.2134, loss: 9.2134 +2025-06-09 12:41:28,874 - pyskl - INFO - Epoch [1][2200/3940] lr: 2.500e-02, eta: 3 days, 2:41:47, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.1250, top5_acc: 0.3719, loss_cls: 9.1736, loss: 9.1736 +2025-06-09 12:42:13,340 - pyskl - INFO - Epoch [1][2300/3940] lr: 2.500e-02, eta: 3 days, 2:35:53, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1394, top5_acc: 0.4056, loss_cls: 9.0797, loss: 9.0797 +2025-06-09 12:42:57,799 - pyskl - INFO - Epoch [1][2400/3940] lr: 2.500e-02, eta: 3 days, 2:30:23, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1344, top5_acc: 0.4069, loss_cls: 8.9744, loss: 8.9744 +2025-06-09 12:43:42,163 - pyskl - INFO - Epoch [1][2500/3940] lr: 2.500e-02, eta: 3 days, 2:24:53, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.1469, top5_acc: 0.4231, loss_cls: 8.9928, loss: 8.9928 +2025-06-09 12:44:26,539 - pyskl - INFO - Epoch [1][2600/3940] lr: 2.500e-02, eta: 3 days, 2:19:48, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.1556, top5_acc: 0.4556, loss_cls: 8.7479, loss: 8.7479 +2025-06-09 12:45:10,932 - pyskl - INFO - Epoch [1][2700/3940] lr: 2.500e-02, eta: 3 days, 2:15:07, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.1638, top5_acc: 0.4562, loss_cls: 8.7409, loss: 8.7409 +2025-06-09 12:45:55,403 - pyskl - INFO - Epoch [1][2800/3940] lr: 2.500e-02, eta: 3 days, 2:10:58, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1700, top5_acc: 0.4631, loss_cls: 8.7739, loss: 8.7739 +2025-06-09 12:46:39,803 - pyskl - INFO - Epoch [1][2900/3940] lr: 2.500e-02, eta: 3 days, 2:06:49, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.1869, top5_acc: 0.4794, loss_cls: 8.8049, loss: 8.8049 +2025-06-09 12:47:24,201 - pyskl - INFO - Epoch [1][3000/3940] lr: 2.500e-02, eta: 3 days, 2:02:54, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.1906, top5_acc: 0.5188, loss_cls: 8.4942, loss: 8.4942 +2025-06-09 12:48:08,555 - pyskl - INFO - Epoch [1][3100/3940] lr: 2.500e-02, eta: 3 days, 1:59:02, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.1894, top5_acc: 0.5256, loss_cls: 8.5138, loss: 8.5138 +2025-06-09 12:48:52,961 - pyskl - INFO - Epoch [1][3200/3940] lr: 2.500e-02, eta: 3 days, 1:55:32, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.1950, top5_acc: 0.5038, loss_cls: 8.4461, loss: 8.4461 +2025-06-09 12:49:37,314 - pyskl - INFO - Epoch [1][3300/3940] lr: 2.500e-02, eta: 3 days, 1:52:02, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.2062, top5_acc: 0.5294, loss_cls: 8.4977, loss: 8.4977 +2025-06-09 12:50:21,694 - pyskl - INFO - Epoch [1][3400/3940] lr: 2.500e-02, eta: 3 days, 1:48:47, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.2206, top5_acc: 0.5337, loss_cls: 8.3695, loss: 8.3695 +2025-06-09 12:51:06,094 - pyskl - INFO - Epoch [1][3500/3940] lr: 2.500e-02, eta: 3 days, 1:45:43, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.2162, top5_acc: 0.5350, loss_cls: 8.4010, loss: 8.4010 +2025-06-09 12:51:50,488 - pyskl - INFO - Epoch [1][3600/3940] lr: 2.500e-02, eta: 3 days, 1:42:47, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.2250, top5_acc: 0.5594, loss_cls: 8.2764, loss: 8.2764 +2025-06-09 12:52:34,987 - pyskl - INFO - Epoch [1][3700/3940] lr: 2.500e-02, eta: 3 days, 1:40:14, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.2231, top5_acc: 0.5687, loss_cls: 8.2959, loss: 8.2959 +2025-06-09 12:53:19,513 - pyskl - INFO - Epoch [1][3800/3940] lr: 2.500e-02, eta: 3 days, 1:37:51, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.2425, top5_acc: 0.5713, loss_cls: 8.1934, loss: 8.1934 +2025-06-09 12:54:03,988 - pyskl - INFO - Epoch [1][3900/3940] lr: 2.500e-02, eta: 3 days, 1:35:25, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.2587, top5_acc: 0.5919, loss_cls: 8.1146, loss: 8.1146 +2025-06-09 12:54:22,227 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-06-09 12:57:44,133 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 12:57:44,600 - pyskl - INFO - +top1_acc 0.1955 +top5_acc 0.5261 +2025-06-09 12:57:45,717 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-06-09 12:57:45,719 - pyskl - INFO - Best top1_acc is 0.1955 at 1 epoch. +2025-06-09 12:57:45,738 - pyskl - INFO - Epoch(val) [1][3183] top1_acc: 0.1955, top5_acc: 0.5261 +2025-06-09 12:58:55,902 - pyskl - INFO - Epoch [2][100/3940] lr: 2.500e-02, eta: 3 days, 1:51:17, time: 0.702, data_time: 0.255, memory: 13268, top1_acc: 0.2562, top5_acc: 0.5944, loss_cls: 8.0797, loss: 8.0797 +2025-06-09 12:59:40,478 - pyskl - INFO - Epoch [2][200/3940] lr: 2.500e-02, eta: 3 days, 1:48:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.2575, top5_acc: 0.6006, loss_cls: 7.9959, loss: 7.9959 +2025-06-09 13:00:24,962 - pyskl - INFO - Epoch [2][300/3940] lr: 2.500e-02, eta: 3 days, 1:46:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.2794, top5_acc: 0.6188, loss_cls: 7.9706, loss: 7.9706 +2025-06-09 13:01:09,401 - pyskl - INFO - Epoch [2][400/3940] lr: 2.500e-02, eta: 3 days, 1:43:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.2750, top5_acc: 0.6088, loss_cls: 7.9022, loss: 7.9022 +2025-06-09 13:01:53,849 - pyskl - INFO - Epoch [2][500/3940] lr: 2.500e-02, eta: 3 days, 1:41:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.2869, top5_acc: 0.6331, loss_cls: 7.8699, loss: 7.8699 +2025-06-09 13:02:38,292 - pyskl - INFO - Epoch [2][600/3940] lr: 2.500e-02, eta: 3 days, 1:38:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.2800, top5_acc: 0.6375, loss_cls: 7.8568, loss: 7.8568 +2025-06-09 13:03:22,725 - pyskl - INFO - Epoch [2][700/3940] lr: 2.500e-02, eta: 3 days, 1:36:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.2950, top5_acc: 0.6206, loss_cls: 7.8751, loss: 7.8751 +2025-06-09 13:04:07,135 - pyskl - INFO - Epoch [2][800/3940] lr: 2.500e-02, eta: 3 days, 1:33:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3013, top5_acc: 0.6462, loss_cls: 7.6548, loss: 7.6548 +2025-06-09 13:04:51,587 - pyskl - INFO - Epoch [2][900/3940] lr: 2.500e-02, eta: 3 days, 1:31:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.2919, top5_acc: 0.6650, loss_cls: 7.7270, loss: 7.7270 +2025-06-09 13:05:36,017 - pyskl - INFO - Epoch [2][1000/3940] lr: 2.500e-02, eta: 3 days, 1:29:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3231, top5_acc: 0.6800, loss_cls: 7.4737, loss: 7.4737 +2025-06-09 13:06:20,475 - pyskl - INFO - Epoch [2][1100/3940] lr: 2.500e-02, eta: 3 days, 1:27:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.3244, top5_acc: 0.6706, loss_cls: 7.6149, loss: 7.6149 +2025-06-09 13:07:04,982 - pyskl - INFO - Epoch [2][1200/3940] lr: 2.500e-02, eta: 3 days, 1:25:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.3488, top5_acc: 0.6813, loss_cls: 7.4183, loss: 7.4183 +2025-06-09 13:07:49,365 - pyskl - INFO - Epoch [2][1300/3940] lr: 2.500e-02, eta: 3 days, 1:23:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3412, top5_acc: 0.6837, loss_cls: 7.4190, loss: 7.4190 +2025-06-09 13:08:33,865 - pyskl - INFO - Epoch [2][1400/3940] lr: 2.499e-02, eta: 3 days, 1:21:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.3331, top5_acc: 0.7069, loss_cls: 7.3572, loss: 7.3572 +2025-06-09 13:09:18,353 - pyskl - INFO - Epoch [2][1500/3940] lr: 2.499e-02, eta: 3 days, 1:19:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.3456, top5_acc: 0.6937, loss_cls: 7.4512, loss: 7.4512 +2025-06-09 13:10:02,774 - pyskl - INFO - Epoch [2][1600/3940] lr: 2.499e-02, eta: 3 days, 1:17:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3469, top5_acc: 0.7137, loss_cls: 7.3162, loss: 7.3162 +2025-06-09 13:10:47,203 - pyskl - INFO - Epoch [2][1700/3940] lr: 2.499e-02, eta: 3 days, 1:15:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3625, top5_acc: 0.7163, loss_cls: 7.2860, loss: 7.2860 +2025-06-09 13:11:31,610 - pyskl - INFO - Epoch [2][1800/3940] lr: 2.499e-02, eta: 3 days, 1:14:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3688, top5_acc: 0.7150, loss_cls: 7.2814, loss: 7.2814 +2025-06-09 13:12:16,011 - pyskl - INFO - Epoch [2][1900/3940] lr: 2.499e-02, eta: 3 days, 1:12:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3781, top5_acc: 0.7356, loss_cls: 7.1814, loss: 7.1814 +2025-06-09 13:13:00,424 - pyskl - INFO - Epoch [2][2000/3940] lr: 2.499e-02, eta: 3 days, 1:10:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3750, top5_acc: 0.7362, loss_cls: 7.2349, loss: 7.2349 +2025-06-09 13:13:44,815 - pyskl - INFO - Epoch [2][2100/3940] lr: 2.499e-02, eta: 3 days, 1:08:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3656, top5_acc: 0.7269, loss_cls: 7.2095, loss: 7.2095 +2025-06-09 13:14:29,301 - pyskl - INFO - Epoch [2][2200/3940] lr: 2.499e-02, eta: 3 days, 1:07:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.3837, top5_acc: 0.7381, loss_cls: 7.1169, loss: 7.1169 +2025-06-09 13:15:13,815 - pyskl - INFO - Epoch [2][2300/3940] lr: 2.499e-02, eta: 3 days, 1:05:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4031, top5_acc: 0.7444, loss_cls: 7.0154, loss: 7.0154 +2025-06-09 13:15:58,254 - pyskl - INFO - Epoch [2][2400/3940] lr: 2.499e-02, eta: 3 days, 1:03:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4044, top5_acc: 0.7606, loss_cls: 6.9377, loss: 6.9377 +2025-06-09 13:16:42,691 - pyskl - INFO - Epoch [2][2500/3940] lr: 2.499e-02, eta: 3 days, 1:02:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3844, top5_acc: 0.7500, loss_cls: 7.0933, loss: 7.0933 +2025-06-09 13:17:27,136 - pyskl - INFO - Epoch [2][2600/3940] lr: 2.499e-02, eta: 3 days, 1:00:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3987, top5_acc: 0.7525, loss_cls: 6.9644, loss: 6.9644 +2025-06-09 13:18:11,575 - pyskl - INFO - Epoch [2][2700/3940] lr: 2.499e-02, eta: 3 days, 0:59:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4037, top5_acc: 0.7706, loss_cls: 6.9010, loss: 6.9010 +2025-06-09 13:18:55,981 - pyskl - INFO - Epoch [2][2800/3940] lr: 2.499e-02, eta: 3 days, 0:57:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3869, top5_acc: 0.7425, loss_cls: 7.0031, loss: 7.0031 +2025-06-09 13:19:40,419 - pyskl - INFO - Epoch [2][2900/3940] lr: 2.499e-02, eta: 3 days, 0:56:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4025, top5_acc: 0.7569, loss_cls: 6.9179, loss: 6.9179 +2025-06-09 13:20:24,825 - pyskl - INFO - Epoch [2][3000/3940] lr: 2.499e-02, eta: 3 days, 0:54:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4025, top5_acc: 0.7475, loss_cls: 7.0208, loss: 7.0208 +2025-06-09 13:21:09,266 - pyskl - INFO - Epoch [2][3100/3940] lr: 2.499e-02, eta: 3 days, 0:53:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4156, top5_acc: 0.7525, loss_cls: 6.8997, loss: 6.8997 +2025-06-09 13:21:53,664 - pyskl - INFO - Epoch [2][3200/3940] lr: 2.499e-02, eta: 3 days, 0:51:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4006, top5_acc: 0.7656, loss_cls: 6.9651, loss: 6.9651 +2025-06-09 13:22:38,111 - pyskl - INFO - Epoch [2][3300/3940] lr: 2.499e-02, eta: 3 days, 0:50:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4169, top5_acc: 0.7756, loss_cls: 6.8818, loss: 6.8818 +2025-06-09 13:23:22,576 - pyskl - INFO - Epoch [2][3400/3940] lr: 2.499e-02, eta: 3 days, 0:49:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4219, top5_acc: 0.7512, loss_cls: 6.9554, loss: 6.9554 +2025-06-09 13:24:07,013 - pyskl - INFO - Epoch [2][3500/3940] lr: 2.499e-02, eta: 3 days, 0:47:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4256, top5_acc: 0.7712, loss_cls: 6.7690, loss: 6.7690 +2025-06-09 13:24:51,533 - pyskl - INFO - Epoch [2][3600/3940] lr: 2.499e-02, eta: 3 days, 0:46:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4344, top5_acc: 0.7775, loss_cls: 6.7869, loss: 6.7869 +2025-06-09 13:25:36,021 - pyskl - INFO - Epoch [2][3700/3940] lr: 2.499e-02, eta: 3 days, 0:45:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4338, top5_acc: 0.7744, loss_cls: 6.8560, loss: 6.8560 +2025-06-09 13:26:20,534 - pyskl - INFO - Epoch [2][3800/3940] lr: 2.499e-02, eta: 3 days, 0:43:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4525, top5_acc: 0.7925, loss_cls: 6.7114, loss: 6.7114 +2025-06-09 13:27:05,011 - pyskl - INFO - Epoch [2][3900/3940] lr: 2.499e-02, eta: 3 days, 0:42:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4369, top5_acc: 0.7775, loss_cls: 6.7087, loss: 6.7087 +2025-06-09 13:27:23,148 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-06-09 13:30:44,629 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 13:30:45,092 - pyskl - INFO - +top1_acc 0.3754 +top5_acc 0.7435 +2025-06-09 13:30:45,149 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_1.pth was removed +2025-06-09 13:30:46,213 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-06-09 13:30:46,215 - pyskl - INFO - Best top1_acc is 0.3754 at 2 epoch. +2025-06-09 13:30:46,232 - pyskl - INFO - Epoch(val) [2][3183] top1_acc: 0.3754, top5_acc: 0.7435 +2025-06-09 13:31:55,783 - pyskl - INFO - Epoch [3][100/3940] lr: 2.499e-02, eta: 3 days, 0:49:47, time: 0.695, data_time: 0.250, memory: 13268, top1_acc: 0.4612, top5_acc: 0.7950, loss_cls: 6.5965, loss: 6.5965 +2025-06-09 13:32:40,435 - pyskl - INFO - Epoch [3][200/3940] lr: 2.499e-02, eta: 3 days, 0:48:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4556, top5_acc: 0.7963, loss_cls: 6.6609, loss: 6.6609 +2025-06-09 13:33:25,026 - pyskl - INFO - Epoch [3][300/3940] lr: 2.499e-02, eta: 3 days, 0:47:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4694, top5_acc: 0.7950, loss_cls: 6.5760, loss: 6.5760 +2025-06-09 13:34:09,497 - pyskl - INFO - Epoch [3][400/3940] lr: 2.499e-02, eta: 3 days, 0:46:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4644, top5_acc: 0.8031, loss_cls: 6.5946, loss: 6.5946 +2025-06-09 13:34:53,989 - pyskl - INFO - Epoch [3][500/3940] lr: 2.499e-02, eta: 3 days, 0:44:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4637, top5_acc: 0.8050, loss_cls: 6.4349, loss: 6.4349 +2025-06-09 13:35:38,469 - pyskl - INFO - Epoch [3][600/3940] lr: 2.499e-02, eta: 3 days, 0:43:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4669, top5_acc: 0.7975, loss_cls: 6.5827, loss: 6.5827 +2025-06-09 13:36:22,943 - pyskl - INFO - Epoch [3][700/3940] lr: 2.499e-02, eta: 3 days, 0:42:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4719, top5_acc: 0.8006, loss_cls: 6.5583, loss: 6.5583 +2025-06-09 13:37:07,421 - pyskl - INFO - Epoch [3][800/3940] lr: 2.499e-02, eta: 3 days, 0:41:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4656, top5_acc: 0.8100, loss_cls: 6.3646, loss: 6.3646 +2025-06-09 13:37:51,883 - pyskl - INFO - Epoch [3][900/3940] lr: 2.499e-02, eta: 3 days, 0:39:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4512, top5_acc: 0.7900, loss_cls: 6.6183, loss: 6.6183 +2025-06-09 13:38:36,339 - pyskl - INFO - Epoch [3][1000/3940] lr: 2.499e-02, eta: 3 days, 0:38:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4806, top5_acc: 0.8100, loss_cls: 6.4672, loss: 6.4672 +2025-06-09 13:39:20,881 - pyskl - INFO - Epoch [3][1100/3940] lr: 2.499e-02, eta: 3 days, 0:37:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4756, top5_acc: 0.8075, loss_cls: 6.4551, loss: 6.4551 +2025-06-09 13:40:05,382 - pyskl - INFO - Epoch [3][1200/3940] lr: 2.499e-02, eta: 3 days, 0:36:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4694, top5_acc: 0.7956, loss_cls: 6.4875, loss: 6.4875 +2025-06-09 13:40:49,967 - pyskl - INFO - Epoch [3][1300/3940] lr: 2.499e-02, eta: 3 days, 0:35:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5081, top5_acc: 0.8287, loss_cls: 6.2343, loss: 6.2343 +2025-06-09 13:41:34,542 - pyskl - INFO - Epoch [3][1400/3940] lr: 2.498e-02, eta: 3 days, 0:33:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4794, top5_acc: 0.8031, loss_cls: 6.4055, loss: 6.4055 +2025-06-09 13:42:19,101 - pyskl - INFO - Epoch [3][1500/3940] lr: 2.498e-02, eta: 3 days, 0:32:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5131, top5_acc: 0.8331, loss_cls: 6.2627, loss: 6.2627 +2025-06-09 13:43:03,534 - pyskl - INFO - Epoch [3][1600/3940] lr: 2.498e-02, eta: 3 days, 0:31:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4894, top5_acc: 0.8144, loss_cls: 6.4609, loss: 6.4609 +2025-06-09 13:43:48,005 - pyskl - INFO - Epoch [3][1700/3940] lr: 2.498e-02, eta: 3 days, 0:30:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4731, top5_acc: 0.7994, loss_cls: 6.4891, loss: 6.4891 +2025-06-09 13:44:32,408 - pyskl - INFO - Epoch [3][1800/3940] lr: 2.498e-02, eta: 3 days, 0:29:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5075, top5_acc: 0.8094, loss_cls: 6.2734, loss: 6.2734 +2025-06-09 13:45:16,893 - pyskl - INFO - Epoch [3][1900/3940] lr: 2.498e-02, eta: 3 days, 0:28:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5125, top5_acc: 0.8300, loss_cls: 6.1563, loss: 6.1563 +2025-06-09 13:46:01,306 - pyskl - INFO - Epoch [3][2000/3940] lr: 2.498e-02, eta: 3 days, 0:26:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5056, top5_acc: 0.8306, loss_cls: 6.2363, loss: 6.2363 +2025-06-09 13:46:45,757 - pyskl - INFO - Epoch [3][2100/3940] lr: 2.498e-02, eta: 3 days, 0:25:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5025, top5_acc: 0.8163, loss_cls: 6.3044, loss: 6.3044 +2025-06-09 13:47:30,227 - pyskl - INFO - Epoch [3][2200/3940] lr: 2.498e-02, eta: 3 days, 0:24:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5094, top5_acc: 0.8313, loss_cls: 6.2498, loss: 6.2498 +2025-06-09 13:48:14,649 - pyskl - INFO - Epoch [3][2300/3940] lr: 2.498e-02, eta: 3 days, 0:23:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4994, top5_acc: 0.8150, loss_cls: 6.2945, loss: 6.2945 +2025-06-09 13:48:59,089 - pyskl - INFO - Epoch [3][2400/3940] lr: 2.498e-02, eta: 3 days, 0:22:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5075, top5_acc: 0.8313, loss_cls: 6.2632, loss: 6.2632 +2025-06-09 13:49:43,534 - pyskl - INFO - Epoch [3][2500/3940] lr: 2.498e-02, eta: 3 days, 0:21:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5363, top5_acc: 0.8294, loss_cls: 6.1343, loss: 6.1343 +2025-06-09 13:50:28,039 - pyskl - INFO - Epoch [3][2600/3940] lr: 2.498e-02, eta: 3 days, 0:19:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5212, top5_acc: 0.8569, loss_cls: 6.1392, loss: 6.1392 +2025-06-09 13:51:12,461 - pyskl - INFO - Epoch [3][2700/3940] lr: 2.498e-02, eta: 3 days, 0:18:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5088, top5_acc: 0.8300, loss_cls: 6.2012, loss: 6.2012 +2025-06-09 13:51:56,925 - pyskl - INFO - Epoch [3][2800/3940] lr: 2.498e-02, eta: 3 days, 0:17:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5125, top5_acc: 0.8337, loss_cls: 6.2041, loss: 6.2041 +2025-06-09 13:52:41,314 - pyskl - INFO - Epoch [3][2900/3940] lr: 2.498e-02, eta: 3 days, 0:16:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5363, top5_acc: 0.8469, loss_cls: 6.0199, loss: 6.0199 +2025-06-09 13:53:25,711 - pyskl - INFO - Epoch [3][3000/3940] lr: 2.498e-02, eta: 3 days, 0:15:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5219, top5_acc: 0.8356, loss_cls: 6.1861, loss: 6.1861 +2025-06-09 13:54:10,174 - pyskl - INFO - Epoch [3][3100/3940] lr: 2.498e-02, eta: 3 days, 0:14:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5350, top5_acc: 0.8350, loss_cls: 6.0601, loss: 6.0601 +2025-06-09 13:54:54,581 - pyskl - INFO - Epoch [3][3200/3940] lr: 2.498e-02, eta: 3 days, 0:13:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5281, top5_acc: 0.8456, loss_cls: 5.9827, loss: 5.9827 +2025-06-09 13:55:39,104 - pyskl - INFO - Epoch [3][3300/3940] lr: 2.498e-02, eta: 3 days, 0:12:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5306, top5_acc: 0.8331, loss_cls: 6.1085, loss: 6.1085 +2025-06-09 13:56:23,584 - pyskl - INFO - Epoch [3][3400/3940] lr: 2.498e-02, eta: 3 days, 0:11:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5425, top5_acc: 0.8462, loss_cls: 5.8390, loss: 5.8390 +2025-06-09 13:57:08,028 - pyskl - INFO - Epoch [3][3500/3940] lr: 2.498e-02, eta: 3 days, 0:10:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5513, top5_acc: 0.8550, loss_cls: 5.9723, loss: 5.9723 +2025-06-09 13:57:52,427 - pyskl - INFO - Epoch [3][3600/3940] lr: 2.498e-02, eta: 3 days, 0:08:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5419, top5_acc: 0.8425, loss_cls: 6.0100, loss: 6.0100 +2025-06-09 13:58:36,799 - pyskl - INFO - Epoch [3][3700/3940] lr: 2.498e-02, eta: 3 days, 0:07:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5556, top5_acc: 0.8444, loss_cls: 6.0358, loss: 6.0358 +2025-06-09 13:59:21,294 - pyskl - INFO - Epoch [3][3800/3940] lr: 2.498e-02, eta: 3 days, 0:06:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5400, top5_acc: 0.8387, loss_cls: 6.0280, loss: 6.0280 +2025-06-09 14:00:05,840 - pyskl - INFO - Epoch [3][3900/3940] lr: 2.498e-02, eta: 3 days, 0:05:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5525, top5_acc: 0.8506, loss_cls: 5.9486, loss: 5.9486 +2025-06-09 14:00:23,995 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-06-09 14:03:45,344 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 14:03:45,808 - pyskl - INFO - +top1_acc 0.4870 +top5_acc 0.8207 +2025-06-09 14:03:45,865 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_2.pth was removed +2025-06-09 14:03:46,971 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-06-09 14:03:46,973 - pyskl - INFO - Best top1_acc is 0.4870 at 3 epoch. +2025-06-09 14:03:46,992 - pyskl - INFO - Epoch(val) [3][3183] top1_acc: 0.4870, top5_acc: 0.8207 +2025-06-09 14:04:56,728 - pyskl - INFO - Epoch [4][100/3940] lr: 2.497e-02, eta: 3 days, 0:10:29, time: 0.697, data_time: 0.253, memory: 13268, top1_acc: 0.5450, top5_acc: 0.8638, loss_cls: 5.9680, loss: 5.9680 +2025-06-09 14:05:41,130 - pyskl - INFO - Epoch [4][200/3940] lr: 2.497e-02, eta: 3 days, 0:09:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5369, top5_acc: 0.8556, loss_cls: 6.0103, loss: 6.0103 +2025-06-09 14:06:25,732 - pyskl - INFO - Epoch [4][300/3940] lr: 2.497e-02, eta: 3 days, 0:08:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5681, top5_acc: 0.8625, loss_cls: 5.8609, loss: 5.8609 +2025-06-09 14:07:10,180 - pyskl - INFO - Epoch [4][400/3940] lr: 2.497e-02, eta: 3 days, 0:07:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5387, top5_acc: 0.8469, loss_cls: 6.0018, loss: 6.0018 +2025-06-09 14:07:54,602 - pyskl - INFO - Epoch [4][500/3940] lr: 2.497e-02, eta: 3 days, 0:06:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5744, top5_acc: 0.8575, loss_cls: 5.8348, loss: 5.8348 +2025-06-09 14:08:39,051 - pyskl - INFO - Epoch [4][600/3940] lr: 2.497e-02, eta: 3 days, 0:05:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5563, top5_acc: 0.8519, loss_cls: 5.9438, loss: 5.9438 +2025-06-09 14:09:23,493 - pyskl - INFO - Epoch [4][700/3940] lr: 2.497e-02, eta: 3 days, 0:04:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5550, top5_acc: 0.8631, loss_cls: 5.8907, loss: 5.8907 +2025-06-09 14:10:07,979 - pyskl - INFO - Epoch [4][800/3940] lr: 2.497e-02, eta: 3 days, 0:03:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5563, top5_acc: 0.8500, loss_cls: 5.9868, loss: 5.9868 +2025-06-09 14:10:52,374 - pyskl - INFO - Epoch [4][900/3940] lr: 2.497e-02, eta: 3 days, 0:01:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5487, top5_acc: 0.8600, loss_cls: 5.9676, loss: 5.9676 +2025-06-09 14:11:36,834 - pyskl - INFO - Epoch [4][1000/3940] lr: 2.497e-02, eta: 3 days, 0:00:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5725, top5_acc: 0.8538, loss_cls: 5.8381, loss: 5.8381 +2025-06-09 14:12:21,297 - pyskl - INFO - Epoch [4][1100/3940] lr: 2.497e-02, eta: 2 days, 23:59:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5556, top5_acc: 0.8581, loss_cls: 5.9544, loss: 5.9544 +2025-06-09 14:13:05,702 - pyskl - INFO - Epoch [4][1200/3940] lr: 2.497e-02, eta: 2 days, 23:58:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5806, top5_acc: 0.8662, loss_cls: 5.7683, loss: 5.7683 +2025-06-09 14:13:50,131 - pyskl - INFO - Epoch [4][1300/3940] lr: 2.497e-02, eta: 2 days, 23:57:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5463, top5_acc: 0.8588, loss_cls: 5.8103, loss: 5.8103 +2025-06-09 14:14:34,514 - pyskl - INFO - Epoch [4][1400/3940] lr: 2.497e-02, eta: 2 days, 23:56:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5575, top5_acc: 0.8531, loss_cls: 5.9170, loss: 5.9170 +2025-06-09 14:15:18,931 - pyskl - INFO - Epoch [4][1500/3940] lr: 2.497e-02, eta: 2 days, 23:55:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5694, top5_acc: 0.8600, loss_cls: 5.8433, loss: 5.8433 +2025-06-09 14:16:03,529 - pyskl - INFO - Epoch [4][1600/3940] lr: 2.497e-02, eta: 2 days, 23:54:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5681, top5_acc: 0.8581, loss_cls: 5.7446, loss: 5.7446 +2025-06-09 14:16:48,030 - pyskl - INFO - Epoch [4][1700/3940] lr: 2.497e-02, eta: 2 days, 23:53:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5938, top5_acc: 0.8656, loss_cls: 5.5589, loss: 5.5589 +2025-06-09 14:17:32,570 - pyskl - INFO - Epoch [4][1800/3940] lr: 2.497e-02, eta: 2 days, 23:52:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6000, top5_acc: 0.8706, loss_cls: 5.7074, loss: 5.7074 +2025-06-09 14:18:17,101 - pyskl - INFO - Epoch [4][1900/3940] lr: 2.497e-02, eta: 2 days, 23:51:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5537, top5_acc: 0.8569, loss_cls: 5.8631, loss: 5.8631 +2025-06-09 14:19:01,753 - pyskl - INFO - Epoch [4][2000/3940] lr: 2.497e-02, eta: 2 days, 23:51:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5737, top5_acc: 0.8619, loss_cls: 5.6653, loss: 5.6653 +2025-06-09 14:19:46,254 - pyskl - INFO - Epoch [4][2100/3940] lr: 2.497e-02, eta: 2 days, 23:50:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5719, top5_acc: 0.8656, loss_cls: 5.8172, loss: 5.8172 +2025-06-09 14:20:30,754 - pyskl - INFO - Epoch [4][2200/3940] lr: 2.497e-02, eta: 2 days, 23:49:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5763, top5_acc: 0.8650, loss_cls: 5.7759, loss: 5.7759 +2025-06-09 14:21:15,200 - pyskl - INFO - Epoch [4][2300/3940] lr: 2.496e-02, eta: 2 days, 23:48:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5719, top5_acc: 0.8738, loss_cls: 5.5738, loss: 5.5738 +2025-06-09 14:21:59,691 - pyskl - INFO - Epoch [4][2400/3940] lr: 2.496e-02, eta: 2 days, 23:47:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5925, top5_acc: 0.8719, loss_cls: 5.7211, loss: 5.7211 +2025-06-09 14:22:44,157 - pyskl - INFO - Epoch [4][2500/3940] lr: 2.496e-02, eta: 2 days, 23:46:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5725, top5_acc: 0.8562, loss_cls: 5.7509, loss: 5.7509 +2025-06-09 14:23:28,667 - pyskl - INFO - Epoch [4][2600/3940] lr: 2.496e-02, eta: 2 days, 23:45:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5763, top5_acc: 0.8781, loss_cls: 5.5961, loss: 5.5961 +2025-06-09 14:24:13,122 - pyskl - INFO - Epoch [4][2700/3940] lr: 2.496e-02, eta: 2 days, 23:44:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5750, top5_acc: 0.8831, loss_cls: 5.6580, loss: 5.6580 +2025-06-09 14:24:57,574 - pyskl - INFO - Epoch [4][2800/3940] lr: 2.496e-02, eta: 2 days, 23:43:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5706, top5_acc: 0.8612, loss_cls: 5.7757, loss: 5.7757 +2025-06-09 14:25:42,028 - pyskl - INFO - Epoch [4][2900/3940] lr: 2.496e-02, eta: 2 days, 23:42:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5806, top5_acc: 0.8794, loss_cls: 5.6330, loss: 5.6330 +2025-06-09 14:26:26,480 - pyskl - INFO - Epoch [4][3000/3940] lr: 2.496e-02, eta: 2 days, 23:41:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5687, top5_acc: 0.8706, loss_cls: 5.6943, loss: 5.6943 +2025-06-09 14:27:10,967 - pyskl - INFO - Epoch [4][3100/3940] lr: 2.496e-02, eta: 2 days, 23:40:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5819, top5_acc: 0.8744, loss_cls: 5.6651, loss: 5.6651 +2025-06-09 14:27:55,415 - pyskl - INFO - Epoch [4][3200/3940] lr: 2.496e-02, eta: 2 days, 23:39:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5750, top5_acc: 0.8706, loss_cls: 5.6528, loss: 5.6528 +2025-06-09 14:28:39,893 - pyskl - INFO - Epoch [4][3300/3940] lr: 2.496e-02, eta: 2 days, 23:38:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6038, top5_acc: 0.8819, loss_cls: 5.7078, loss: 5.7078 +2025-06-09 14:29:24,360 - pyskl - INFO - Epoch [4][3400/3940] lr: 2.496e-02, eta: 2 days, 23:37:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5787, top5_acc: 0.8600, loss_cls: 5.7285, loss: 5.7285 +2025-06-09 14:30:08,842 - pyskl - INFO - Epoch [4][3500/3940] lr: 2.496e-02, eta: 2 days, 23:36:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5681, top5_acc: 0.8694, loss_cls: 5.7189, loss: 5.7189 +2025-06-09 14:30:53,349 - pyskl - INFO - Epoch [4][3600/3940] lr: 2.496e-02, eta: 2 days, 23:35:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5906, top5_acc: 0.8756, loss_cls: 5.5505, loss: 5.5505 +2025-06-09 14:31:37,842 - pyskl - INFO - Epoch [4][3700/3940] lr: 2.496e-02, eta: 2 days, 23:34:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5938, top5_acc: 0.8706, loss_cls: 5.6800, loss: 5.6800 +2025-06-09 14:32:22,345 - pyskl - INFO - Epoch [4][3800/3940] lr: 2.496e-02, eta: 2 days, 23:33:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5931, top5_acc: 0.8656, loss_cls: 5.5291, loss: 5.5291 +2025-06-09 14:33:06,860 - pyskl - INFO - Epoch [4][3900/3940] lr: 2.496e-02, eta: 2 days, 23:32:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5825, top5_acc: 0.8562, loss_cls: 5.7982, loss: 5.7982 +2025-06-09 14:33:25,149 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-06-09 14:36:46,374 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 14:36:46,833 - pyskl - INFO - +top1_acc 0.4951 +top5_acc 0.8022 +2025-06-09 14:36:46,890 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_3.pth was removed +2025-06-09 14:36:47,941 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-06-09 14:36:47,943 - pyskl - INFO - Best top1_acc is 0.4951 at 4 epoch. +2025-06-09 14:36:47,959 - pyskl - INFO - Epoch(val) [4][3183] top1_acc: 0.4951, top5_acc: 0.8022 +2025-06-09 14:37:57,045 - pyskl - INFO - Epoch [5][100/3940] lr: 2.496e-02, eta: 2 days, 23:35:47, time: 0.691, data_time: 0.245, memory: 13268, top1_acc: 0.5775, top5_acc: 0.8994, loss_cls: 5.6217, loss: 5.6217 +2025-06-09 14:38:41,551 - pyskl - INFO - Epoch [5][200/3940] lr: 2.496e-02, eta: 2 days, 23:34:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5863, top5_acc: 0.8775, loss_cls: 5.5900, loss: 5.5900 +2025-06-09 14:39:26,061 - pyskl - INFO - Epoch [5][300/3940] lr: 2.495e-02, eta: 2 days, 23:33:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6256, top5_acc: 0.8944, loss_cls: 5.4153, loss: 5.4153 +2025-06-09 14:40:10,748 - pyskl - INFO - Epoch [5][400/3940] lr: 2.495e-02, eta: 2 days, 23:33:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5769, top5_acc: 0.8812, loss_cls: 5.6465, loss: 5.6465 +2025-06-09 14:40:55,301 - pyskl - INFO - Epoch [5][500/3940] lr: 2.495e-02, eta: 2 days, 23:32:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5975, top5_acc: 0.8775, loss_cls: 5.6577, loss: 5.6577 +2025-06-09 14:41:39,749 - pyskl - INFO - Epoch [5][600/3940] lr: 2.495e-02, eta: 2 days, 23:31:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5994, top5_acc: 0.8831, loss_cls: 5.5626, loss: 5.5626 +2025-06-09 14:42:24,283 - pyskl - INFO - Epoch [5][700/3940] lr: 2.495e-02, eta: 2 days, 23:30:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6025, top5_acc: 0.8844, loss_cls: 5.4282, loss: 5.4282 +2025-06-09 14:43:08,807 - pyskl - INFO - Epoch [5][800/3940] lr: 2.495e-02, eta: 2 days, 23:29:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5931, top5_acc: 0.8794, loss_cls: 5.6218, loss: 5.6218 +2025-06-09 14:43:53,245 - pyskl - INFO - Epoch [5][900/3940] lr: 2.495e-02, eta: 2 days, 23:28:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5956, top5_acc: 0.8888, loss_cls: 5.5935, loss: 5.5935 +2025-06-09 14:44:37,621 - pyskl - INFO - Epoch [5][1000/3940] lr: 2.495e-02, eta: 2 days, 23:27:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6069, top5_acc: 0.8856, loss_cls: 5.5040, loss: 5.5040 +2025-06-09 14:45:22,034 - pyskl - INFO - Epoch [5][1100/3940] lr: 2.495e-02, eta: 2 days, 23:26:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6038, top5_acc: 0.8894, loss_cls: 5.5734, loss: 5.5734 +2025-06-09 14:46:06,458 - pyskl - INFO - Epoch [5][1200/3940] lr: 2.495e-02, eta: 2 days, 23:25:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6188, top5_acc: 0.9000, loss_cls: 5.3373, loss: 5.3373 +2025-06-09 14:46:50,955 - pyskl - INFO - Epoch [5][1300/3940] lr: 2.495e-02, eta: 2 days, 23:24:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5913, top5_acc: 0.8781, loss_cls: 5.5666, loss: 5.5666 +2025-06-09 14:47:35,413 - pyskl - INFO - Epoch [5][1400/3940] lr: 2.495e-02, eta: 2 days, 23:23:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6225, top5_acc: 0.8988, loss_cls: 5.3538, loss: 5.3538 +2025-06-09 14:48:19,833 - pyskl - INFO - Epoch [5][1500/3940] lr: 2.495e-02, eta: 2 days, 23:22:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6075, top5_acc: 0.8894, loss_cls: 5.4234, loss: 5.4234 +2025-06-09 14:49:04,190 - pyskl - INFO - Epoch [5][1600/3940] lr: 2.495e-02, eta: 2 days, 23:21:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6156, top5_acc: 0.8931, loss_cls: 5.3386, loss: 5.3386 +2025-06-09 14:49:48,536 - pyskl - INFO - Epoch [5][1700/3940] lr: 2.495e-02, eta: 2 days, 23:20:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6012, top5_acc: 0.8788, loss_cls: 5.4451, loss: 5.4451 +2025-06-09 14:50:33,013 - pyskl - INFO - Epoch [5][1800/3940] lr: 2.495e-02, eta: 2 days, 23:19:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6250, top5_acc: 0.8900, loss_cls: 5.3547, loss: 5.3547 +2025-06-09 14:51:17,540 - pyskl - INFO - Epoch [5][1900/3940] lr: 2.494e-02, eta: 2 days, 23:19:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6300, top5_acc: 0.9025, loss_cls: 5.1993, loss: 5.1993 +2025-06-09 14:52:01,987 - pyskl - INFO - Epoch [5][2000/3940] lr: 2.494e-02, eta: 2 days, 23:18:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6388, top5_acc: 0.8956, loss_cls: 5.2969, loss: 5.2969 +2025-06-09 14:52:46,582 - pyskl - INFO - Epoch [5][2100/3940] lr: 2.494e-02, eta: 2 days, 23:17:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6238, top5_acc: 0.8888, loss_cls: 5.4090, loss: 5.4090 +2025-06-09 14:53:31,022 - pyskl - INFO - Epoch [5][2200/3940] lr: 2.494e-02, eta: 2 days, 23:16:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6250, top5_acc: 0.8850, loss_cls: 5.4097, loss: 5.4097 +2025-06-09 14:54:15,527 - pyskl - INFO - Epoch [5][2300/3940] lr: 2.494e-02, eta: 2 days, 23:15:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6038, top5_acc: 0.8769, loss_cls: 5.4445, loss: 5.4445 +2025-06-09 14:54:59,983 - pyskl - INFO - Epoch [5][2400/3940] lr: 2.494e-02, eta: 2 days, 23:14:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6256, top5_acc: 0.9019, loss_cls: 5.3654, loss: 5.3654 +2025-06-09 14:55:44,420 - pyskl - INFO - Epoch [5][2500/3940] lr: 2.494e-02, eta: 2 days, 23:13:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6175, top5_acc: 0.8944, loss_cls: 5.3542, loss: 5.3542 +2025-06-09 14:56:28,886 - pyskl - INFO - Epoch [5][2600/3940] lr: 2.494e-02, eta: 2 days, 23:12:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6262, top5_acc: 0.8906, loss_cls: 5.3842, loss: 5.3842 +2025-06-09 14:57:13,392 - pyskl - INFO - Epoch [5][2700/3940] lr: 2.494e-02, eta: 2 days, 23:11:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6275, top5_acc: 0.8856, loss_cls: 5.4054, loss: 5.4054 +2025-06-09 14:57:57,868 - pyskl - INFO - Epoch [5][2800/3940] lr: 2.494e-02, eta: 2 days, 23:10:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6069, top5_acc: 0.8919, loss_cls: 5.4451, loss: 5.4451 +2025-06-09 14:58:42,294 - pyskl - INFO - Epoch [5][2900/3940] lr: 2.494e-02, eta: 2 days, 23:09:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6344, top5_acc: 0.8962, loss_cls: 5.2703, loss: 5.2703 +2025-06-09 14:59:26,745 - pyskl - INFO - Epoch [5][3000/3940] lr: 2.494e-02, eta: 2 days, 23:09:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6338, top5_acc: 0.8912, loss_cls: 5.3367, loss: 5.3367 +2025-06-09 15:00:11,199 - pyskl - INFO - Epoch [5][3100/3940] lr: 2.494e-02, eta: 2 days, 23:08:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6125, top5_acc: 0.8938, loss_cls: 5.3556, loss: 5.3556 +2025-06-09 15:00:55,697 - pyskl - INFO - Epoch [5][3200/3940] lr: 2.494e-02, eta: 2 days, 23:07:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6225, top5_acc: 0.9038, loss_cls: 5.3168, loss: 5.3168 +2025-06-09 15:01:40,213 - pyskl - INFO - Epoch [5][3300/3940] lr: 2.494e-02, eta: 2 days, 23:06:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6250, top5_acc: 0.9038, loss_cls: 5.3580, loss: 5.3580 +2025-06-09 15:02:24,615 - pyskl - INFO - Epoch [5][3400/3940] lr: 2.494e-02, eta: 2 days, 23:05:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6288, top5_acc: 0.9031, loss_cls: 5.2743, loss: 5.2743 +2025-06-09 15:03:09,120 - pyskl - INFO - Epoch [5][3500/3940] lr: 2.493e-02, eta: 2 days, 23:04:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6375, top5_acc: 0.8919, loss_cls: 5.3423, loss: 5.3423 +2025-06-09 15:03:53,591 - pyskl - INFO - Epoch [5][3600/3940] lr: 2.493e-02, eta: 2 days, 23:03:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6212, top5_acc: 0.9062, loss_cls: 5.2663, loss: 5.2663 +2025-06-09 15:04:38,201 - pyskl - INFO - Epoch [5][3700/3940] lr: 2.493e-02, eta: 2 days, 23:02:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6200, top5_acc: 0.9019, loss_cls: 5.3187, loss: 5.3187 +2025-06-09 15:05:22,688 - pyskl - INFO - Epoch [5][3800/3940] lr: 2.493e-02, eta: 2 days, 23:02:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.8888, loss_cls: 5.3326, loss: 5.3326 +2025-06-09 15:06:07,245 - pyskl - INFO - Epoch [5][3900/3940] lr: 2.493e-02, eta: 2 days, 23:01:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6331, top5_acc: 0.9094, loss_cls: 5.1805, loss: 5.1805 +2025-06-09 15:06:25,425 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-06-09 15:23:48,441 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 15:23:48,894 - pyskl - INFO - +top1_acc 0.5362 +top5_acc 0.8395 +2025-06-09 15:23:48,945 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_4.pth was removed +2025-06-09 15:23:49,944 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-06-09 15:23:49,946 - pyskl - INFO - Best top1_acc is 0.5362 at 5 epoch. +2025-06-09 15:23:49,963 - pyskl - INFO - Epoch(val) [5][3183] top1_acc: 0.5362, top5_acc: 0.8395 +2025-06-09 15:24:59,794 - pyskl - INFO - Epoch [6][100/3940] lr: 2.493e-02, eta: 2 days, 23:03:37, time: 0.698, data_time: 0.249, memory: 13268, top1_acc: 0.6125, top5_acc: 0.8819, loss_cls: 5.3830, loss: 5.3830 +2025-06-09 15:25:44,362 - pyskl - INFO - Epoch [6][200/3940] lr: 2.493e-02, eta: 2 days, 23:02:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6231, top5_acc: 0.9106, loss_cls: 5.2250, loss: 5.2250 +2025-06-09 15:26:28,858 - pyskl - INFO - Epoch [6][300/3940] lr: 2.493e-02, eta: 2 days, 23:01:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6512, top5_acc: 0.9144, loss_cls: 5.1938, loss: 5.1938 +2025-06-09 15:27:13,388 - pyskl - INFO - Epoch [6][400/3940] lr: 2.493e-02, eta: 2 days, 23:01:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6456, top5_acc: 0.9019, loss_cls: 5.1974, loss: 5.1974 +2025-06-09 15:27:57,898 - pyskl - INFO - Epoch [6][500/3940] lr: 2.493e-02, eta: 2 days, 23:00:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6275, top5_acc: 0.9000, loss_cls: 5.3108, loss: 5.3108 +2025-06-09 15:28:42,523 - pyskl - INFO - Epoch [6][600/3940] lr: 2.493e-02, eta: 2 days, 22:59:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.9062, loss_cls: 5.1149, loss: 5.1149 +2025-06-09 15:29:27,094 - pyskl - INFO - Epoch [6][700/3940] lr: 2.493e-02, eta: 2 days, 22:58:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6169, top5_acc: 0.8906, loss_cls: 5.3244, loss: 5.3244 +2025-06-09 15:30:11,821 - pyskl - INFO - Epoch [6][800/3940] lr: 2.493e-02, eta: 2 days, 22:57:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.9150, loss_cls: 5.1262, loss: 5.1262 +2025-06-09 15:30:56,361 - pyskl - INFO - Epoch [6][900/3940] lr: 2.493e-02, eta: 2 days, 22:56:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6369, top5_acc: 0.9050, loss_cls: 5.1459, loss: 5.1459 +2025-06-09 15:31:40,995 - pyskl - INFO - Epoch [6][1000/3940] lr: 2.492e-02, eta: 2 days, 22:56:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.8988, loss_cls: 5.2439, loss: 5.2439 +2025-06-09 15:32:25,604 - pyskl - INFO - Epoch [6][1100/3940] lr: 2.492e-02, eta: 2 days, 22:55:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6362, top5_acc: 0.9062, loss_cls: 5.2291, loss: 5.2291 +2025-06-09 15:33:10,131 - pyskl - INFO - Epoch [6][1200/3940] lr: 2.492e-02, eta: 2 days, 22:54:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6356, top5_acc: 0.9000, loss_cls: 5.2665, loss: 5.2665 +2025-06-09 15:33:54,634 - pyskl - INFO - Epoch [6][1300/3940] lr: 2.492e-02, eta: 2 days, 22:53:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6556, top5_acc: 0.9081, loss_cls: 5.1688, loss: 5.1688 +2025-06-09 15:34:39,183 - pyskl - INFO - Epoch [6][1400/3940] lr: 2.492e-02, eta: 2 days, 22:52:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6394, top5_acc: 0.8931, loss_cls: 5.2447, loss: 5.2447 +2025-06-09 15:35:23,657 - pyskl - INFO - Epoch [6][1500/3940] lr: 2.492e-02, eta: 2 days, 22:51:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6606, top5_acc: 0.9156, loss_cls: 5.0720, loss: 5.0720 +2025-06-09 15:36:08,072 - pyskl - INFO - Epoch [6][1600/3940] lr: 2.492e-02, eta: 2 days, 22:50:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6469, top5_acc: 0.9075, loss_cls: 5.1323, loss: 5.1323 +2025-06-09 15:36:52,523 - pyskl - INFO - Epoch [6][1700/3940] lr: 2.492e-02, eta: 2 days, 22:49:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6431, top5_acc: 0.9062, loss_cls: 5.1800, loss: 5.1800 +2025-06-09 15:37:36,931 - pyskl - INFO - Epoch [6][1800/3940] lr: 2.492e-02, eta: 2 days, 22:49:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.9094, loss_cls: 5.2909, loss: 5.2909 +2025-06-09 15:38:21,350 - pyskl - INFO - Epoch [6][1900/3940] lr: 2.492e-02, eta: 2 days, 22:48:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6200, top5_acc: 0.9006, loss_cls: 5.3758, loss: 5.3758 +2025-06-09 15:39:05,820 - pyskl - INFO - Epoch [6][2000/3940] lr: 2.492e-02, eta: 2 days, 22:47:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6613, top5_acc: 0.9075, loss_cls: 5.0197, loss: 5.0197 +2025-06-09 15:39:50,311 - pyskl - INFO - Epoch [6][2100/3940] lr: 2.492e-02, eta: 2 days, 22:46:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6206, top5_acc: 0.9000, loss_cls: 5.2802, loss: 5.2802 +2025-06-09 15:40:34,753 - pyskl - INFO - Epoch [6][2200/3940] lr: 2.492e-02, eta: 2 days, 22:45:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6388, top5_acc: 0.8950, loss_cls: 5.1335, loss: 5.1335 +2025-06-09 15:41:19,214 - pyskl - INFO - Epoch [6][2300/3940] lr: 2.491e-02, eta: 2 days, 22:44:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6519, top5_acc: 0.9069, loss_cls: 5.0987, loss: 5.0987 +2025-06-09 15:42:03,721 - pyskl - INFO - Epoch [6][2400/3940] lr: 2.491e-02, eta: 2 days, 22:43:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6344, top5_acc: 0.9081, loss_cls: 5.1645, loss: 5.1645 +2025-06-09 15:42:48,191 - pyskl - INFO - Epoch [6][2500/3940] lr: 2.491e-02, eta: 2 days, 22:42:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.9131, loss_cls: 5.0896, loss: 5.0896 +2025-06-09 15:43:32,668 - pyskl - INFO - Epoch [6][2600/3940] lr: 2.491e-02, eta: 2 days, 22:42:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6344, top5_acc: 0.9106, loss_cls: 5.1300, loss: 5.1300 +2025-06-09 15:44:17,190 - pyskl - INFO - Epoch [6][2700/3940] lr: 2.491e-02, eta: 2 days, 22:41:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6338, top5_acc: 0.9075, loss_cls: 5.2491, loss: 5.2491 +2025-06-09 15:45:01,653 - pyskl - INFO - Epoch [6][2800/3940] lr: 2.491e-02, eta: 2 days, 22:40:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6637, top5_acc: 0.9075, loss_cls: 5.0575, loss: 5.0575 +2025-06-09 15:45:46,147 - pyskl - INFO - Epoch [6][2900/3940] lr: 2.491e-02, eta: 2 days, 22:39:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6331, top5_acc: 0.8981, loss_cls: 5.2453, loss: 5.2453 +2025-06-09 15:46:30,649 - pyskl - INFO - Epoch [6][3000/3940] lr: 2.491e-02, eta: 2 days, 22:38:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6569, top5_acc: 0.9087, loss_cls: 5.1730, loss: 5.1730 +2025-06-09 15:47:15,042 - pyskl - INFO - Epoch [6][3100/3940] lr: 2.491e-02, eta: 2 days, 22:37:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9094, loss_cls: 5.0684, loss: 5.0684 +2025-06-09 15:47:59,476 - pyskl - INFO - Epoch [6][3200/3940] lr: 2.491e-02, eta: 2 days, 22:36:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6188, top5_acc: 0.8950, loss_cls: 5.2907, loss: 5.2907 +2025-06-09 15:48:43,982 - pyskl - INFO - Epoch [6][3300/3940] lr: 2.491e-02, eta: 2 days, 22:36:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9131, loss_cls: 5.0394, loss: 5.0394 +2025-06-09 15:49:28,401 - pyskl - INFO - Epoch [6][3400/3940] lr: 2.491e-02, eta: 2 days, 22:35:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6400, top5_acc: 0.9119, loss_cls: 5.2145, loss: 5.2145 +2025-06-09 15:50:12,819 - pyskl - INFO - Epoch [6][3500/3940] lr: 2.491e-02, eta: 2 days, 22:34:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6275, top5_acc: 0.9075, loss_cls: 5.1042, loss: 5.1042 +2025-06-09 15:50:57,226 - pyskl - INFO - Epoch [6][3600/3940] lr: 2.490e-02, eta: 2 days, 22:33:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6569, top5_acc: 0.9050, loss_cls: 5.0155, loss: 5.0155 +2025-06-09 15:51:41,672 - pyskl - INFO - Epoch [6][3700/3940] lr: 2.490e-02, eta: 2 days, 22:32:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9087, loss_cls: 5.0785, loss: 5.0785 +2025-06-09 15:52:26,137 - pyskl - INFO - Epoch [6][3800/3940] lr: 2.490e-02, eta: 2 days, 22:31:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.8988, loss_cls: 5.0783, loss: 5.0783 +2025-06-09 15:53:10,602 - pyskl - INFO - Epoch [6][3900/3940] lr: 2.490e-02, eta: 2 days, 22:30:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6306, top5_acc: 0.9012, loss_cls: 5.1841, loss: 5.1841 +2025-06-09 15:53:28,698 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-06-09 15:56:49,761 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 15:56:50,222 - pyskl - INFO - +top1_acc 0.5423 +top5_acc 0.8588 +2025-06-09 15:56:50,272 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_5.pth was removed +2025-06-09 15:56:51,308 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-06-09 15:56:51,310 - pyskl - INFO - Best top1_acc is 0.5423 at 6 epoch. +2025-06-09 15:56:51,328 - pyskl - INFO - Epoch(val) [6][3183] top1_acc: 0.5423, top5_acc: 0.8588 +2025-06-09 15:58:01,147 - pyskl - INFO - Epoch [7][100/3940] lr: 2.490e-02, eta: 2 days, 22:32:38, time: 0.698, data_time: 0.251, memory: 13268, top1_acc: 0.6388, top5_acc: 0.9069, loss_cls: 5.1724, loss: 5.1724 +2025-06-09 15:58:45,834 - pyskl - INFO - Epoch [7][200/3940] lr: 2.490e-02, eta: 2 days, 22:31:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9181, loss_cls: 5.0150, loss: 5.0150 +2025-06-09 15:59:30,401 - pyskl - INFO - Epoch [7][300/3940] lr: 2.490e-02, eta: 2 days, 22:31:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6506, top5_acc: 0.9075, loss_cls: 5.0468, loss: 5.0468 +2025-06-09 16:00:14,832 - pyskl - INFO - Epoch [7][400/3940] lr: 2.490e-02, eta: 2 days, 22:30:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6587, top5_acc: 0.9213, loss_cls: 4.9234, loss: 4.9234 +2025-06-09 16:00:59,444 - pyskl - INFO - Epoch [7][500/3940] lr: 2.490e-02, eta: 2 days, 22:29:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6581, top5_acc: 0.9137, loss_cls: 5.0851, loss: 5.0851 +2025-06-09 16:01:43,897 - pyskl - INFO - Epoch [7][600/3940] lr: 2.490e-02, eta: 2 days, 22:28:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6525, top5_acc: 0.9069, loss_cls: 4.9956, loss: 4.9956 +2025-06-09 16:02:28,450 - pyskl - INFO - Epoch [7][700/3940] lr: 2.490e-02, eta: 2 days, 22:27:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9200, loss_cls: 5.0290, loss: 5.0290 +2025-06-09 16:03:13,146 - pyskl - INFO - Epoch [7][800/3940] lr: 2.489e-02, eta: 2 days, 22:26:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6394, top5_acc: 0.8931, loss_cls: 5.2047, loss: 5.2047 +2025-06-09 16:03:57,686 - pyskl - INFO - Epoch [7][900/3940] lr: 2.489e-02, eta: 2 days, 22:26:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9137, loss_cls: 5.1130, loss: 5.1130 +2025-06-09 16:04:42,254 - pyskl - INFO - Epoch [7][1000/3940] lr: 2.489e-02, eta: 2 days, 22:25:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6587, top5_acc: 0.8994, loss_cls: 5.1642, loss: 5.1642 +2025-06-09 16:05:26,797 - pyskl - INFO - Epoch [7][1100/3940] lr: 2.489e-02, eta: 2 days, 22:24:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6569, top5_acc: 0.9075, loss_cls: 5.1374, loss: 5.1374 +2025-06-09 16:06:11,304 - pyskl - INFO - Epoch [7][1200/3940] lr: 2.489e-02, eta: 2 days, 22:23:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6631, top5_acc: 0.9119, loss_cls: 5.0443, loss: 5.0443 +2025-06-09 16:06:55,840 - pyskl - INFO - Epoch [7][1300/3940] lr: 2.489e-02, eta: 2 days, 22:22:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6444, top5_acc: 0.8994, loss_cls: 5.1489, loss: 5.1489 +2025-06-09 16:07:40,329 - pyskl - INFO - Epoch [7][1400/3940] lr: 2.489e-02, eta: 2 days, 22:21:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6687, top5_acc: 0.9175, loss_cls: 4.9595, loss: 4.9595 +2025-06-09 16:08:24,682 - pyskl - INFO - Epoch [7][1500/3940] lr: 2.489e-02, eta: 2 days, 22:20:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9050, loss_cls: 4.9515, loss: 4.9515 +2025-06-09 16:09:08,821 - pyskl - INFO - Epoch [7][1600/3940] lr: 2.489e-02, eta: 2 days, 22:19:59, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.6469, top5_acc: 0.9094, loss_cls: 5.0913, loss: 5.0913 +2025-06-09 16:09:53,182 - pyskl - INFO - Epoch [7][1700/3940] lr: 2.489e-02, eta: 2 days, 22:19:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9187, loss_cls: 5.0507, loss: 5.0507 +2025-06-09 16:10:37,560 - pyskl - INFO - Epoch [7][1800/3940] lr: 2.489e-02, eta: 2 days, 22:18:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6538, top5_acc: 0.9131, loss_cls: 5.0736, loss: 5.0736 +2025-06-09 16:11:21,881 - pyskl - INFO - Epoch [7][1900/3940] lr: 2.488e-02, eta: 2 days, 22:17:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6731, top5_acc: 0.9069, loss_cls: 5.0475, loss: 5.0475 +2025-06-09 16:12:06,262 - pyskl - INFO - Epoch [7][2000/3940] lr: 2.488e-02, eta: 2 days, 22:16:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6687, top5_acc: 0.9131, loss_cls: 4.9163, loss: 4.9163 +2025-06-09 16:12:50,655 - pyskl - INFO - Epoch [7][2100/3940] lr: 2.488e-02, eta: 2 days, 22:15:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6438, top5_acc: 0.9113, loss_cls: 5.1106, loss: 5.1106 +2025-06-09 16:13:35,029 - pyskl - INFO - Epoch [7][2200/3940] lr: 2.488e-02, eta: 2 days, 22:14:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9181, loss_cls: 5.0299, loss: 5.0299 +2025-06-09 16:14:19,485 - pyskl - INFO - Epoch [7][2300/3940] lr: 2.488e-02, eta: 2 days, 22:13:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9119, loss_cls: 5.0386, loss: 5.0386 +2025-06-09 16:15:03,900 - pyskl - INFO - Epoch [7][2400/3940] lr: 2.488e-02, eta: 2 days, 22:12:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9163, loss_cls: 4.9530, loss: 4.9530 +2025-06-09 16:15:48,300 - pyskl - INFO - Epoch [7][2500/3940] lr: 2.488e-02, eta: 2 days, 22:12:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6731, top5_acc: 0.9069, loss_cls: 4.9467, loss: 4.9467 +2025-06-09 16:16:32,697 - pyskl - INFO - Epoch [7][2600/3940] lr: 2.488e-02, eta: 2 days, 22:11:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9237, loss_cls: 4.9918, loss: 4.9918 +2025-06-09 16:17:17,101 - pyskl - INFO - Epoch [7][2700/3940] lr: 2.488e-02, eta: 2 days, 22:10:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9156, loss_cls: 4.8747, loss: 4.8747 +2025-06-09 16:18:01,545 - pyskl - INFO - Epoch [7][2800/3940] lr: 2.488e-02, eta: 2 days, 22:09:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9106, loss_cls: 4.9518, loss: 4.9518 +2025-06-09 16:18:45,841 - pyskl - INFO - Epoch [7][2900/3940] lr: 2.488e-02, eta: 2 days, 22:08:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6687, top5_acc: 0.9119, loss_cls: 4.9872, loss: 4.9872 +2025-06-09 16:19:30,243 - pyskl - INFO - Epoch [7][3000/3940] lr: 2.487e-02, eta: 2 days, 22:07:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6587, top5_acc: 0.9006, loss_cls: 5.0571, loss: 5.0571 +2025-06-09 16:20:14,621 - pyskl - INFO - Epoch [7][3100/3940] lr: 2.487e-02, eta: 2 days, 22:06:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.9187, loss_cls: 5.0285, loss: 5.0285 +2025-06-09 16:20:58,969 - pyskl - INFO - Epoch [7][3200/3940] lr: 2.487e-02, eta: 2 days, 22:05:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9219, loss_cls: 4.8770, loss: 4.8770 +2025-06-09 16:21:43,322 - pyskl - INFO - Epoch [7][3300/3940] lr: 2.487e-02, eta: 2 days, 22:05:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9156, loss_cls: 4.8387, loss: 4.8387 +2025-06-09 16:22:27,822 - pyskl - INFO - Epoch [7][3400/3940] lr: 2.487e-02, eta: 2 days, 22:04:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9106, loss_cls: 5.0035, loss: 5.0035 +2025-06-09 16:23:12,255 - pyskl - INFO - Epoch [7][3500/3940] lr: 2.487e-02, eta: 2 days, 22:03:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9125, loss_cls: 4.9359, loss: 4.9359 +2025-06-09 16:23:56,666 - pyskl - INFO - Epoch [7][3600/3940] lr: 2.487e-02, eta: 2 days, 22:02:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6631, top5_acc: 0.9094, loss_cls: 4.8828, loss: 4.8828 +2025-06-09 16:24:41,169 - pyskl - INFO - Epoch [7][3700/3940] lr: 2.487e-02, eta: 2 days, 22:01:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.9169, loss_cls: 4.9272, loss: 4.9272 +2025-06-09 16:25:25,621 - pyskl - INFO - Epoch [7][3800/3940] lr: 2.487e-02, eta: 2 days, 22:00:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9213, loss_cls: 4.9123, loss: 4.9123 +2025-06-09 16:26:10,047 - pyskl - INFO - Epoch [7][3900/3940] lr: 2.487e-02, eta: 2 days, 22:00:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9087, loss_cls: 4.8659, loss: 4.8659 +2025-06-09 16:26:28,181 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-06-09 16:29:50,630 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 16:29:51,099 - pyskl - INFO - +top1_acc 0.6201 +top5_acc 0.8955 +2025-06-09 16:29:51,152 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_6.pth was removed +2025-06-09 16:29:52,254 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-06-09 16:29:52,256 - pyskl - INFO - Best top1_acc is 0.6201 at 7 epoch. +2025-06-09 16:29:52,275 - pyskl - INFO - Epoch(val) [7][3183] top1_acc: 0.6201, top5_acc: 0.8955 +2025-06-09 16:31:02,146 - pyskl - INFO - Epoch [8][100/3940] lr: 2.486e-02, eta: 2 days, 22:01:29, time: 0.699, data_time: 0.251, memory: 13268, top1_acc: 0.6687, top5_acc: 0.9156, loss_cls: 4.9615, loss: 4.9615 +2025-06-09 16:31:46,778 - pyskl - INFO - Epoch [8][200/3940] lr: 2.486e-02, eta: 2 days, 22:00:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9281, loss_cls: 4.7098, loss: 4.7098 +2025-06-09 16:32:31,278 - pyskl - INFO - Epoch [8][300/3940] lr: 2.486e-02, eta: 2 days, 21:59:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6556, top5_acc: 0.9150, loss_cls: 4.9743, loss: 4.9743 +2025-06-09 16:33:15,958 - pyskl - INFO - Epoch [8][400/3940] lr: 2.486e-02, eta: 2 days, 21:59:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9156, loss_cls: 4.7240, loss: 4.7240 +2025-06-09 16:34:00,754 - pyskl - INFO - Epoch [8][500/3940] lr: 2.486e-02, eta: 2 days, 21:58:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9287, loss_cls: 4.9569, loss: 4.9569 +2025-06-09 16:34:45,212 - pyskl - INFO - Epoch [8][600/3940] lr: 2.486e-02, eta: 2 days, 21:57:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9294, loss_cls: 4.8786, loss: 4.8786 +2025-06-09 16:35:29,637 - pyskl - INFO - Epoch [8][700/3940] lr: 2.486e-02, eta: 2 days, 21:56:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9287, loss_cls: 4.8055, loss: 4.8055 +2025-06-09 16:36:14,133 - pyskl - INFO - Epoch [8][800/3940] lr: 2.486e-02, eta: 2 days, 21:55:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9231, loss_cls: 4.8627, loss: 4.8627 +2025-06-09 16:36:58,698 - pyskl - INFO - Epoch [8][900/3940] lr: 2.486e-02, eta: 2 days, 21:55:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9231, loss_cls: 4.8215, loss: 4.8215 +2025-06-09 16:37:43,267 - pyskl - INFO - Epoch [8][1000/3940] lr: 2.486e-02, eta: 2 days, 21:54:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9131, loss_cls: 4.8771, loss: 4.8771 +2025-06-09 16:38:27,709 - pyskl - INFO - Epoch [8][1100/3940] lr: 2.486e-02, eta: 2 days, 21:53:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9250, loss_cls: 4.7059, loss: 4.7059 +2025-06-09 16:39:12,221 - pyskl - INFO - Epoch [8][1200/3940] lr: 2.485e-02, eta: 2 days, 21:52:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9263, loss_cls: 5.0417, loss: 5.0417 +2025-06-09 16:39:56,782 - pyskl - INFO - Epoch [8][1300/3940] lr: 2.485e-02, eta: 2 days, 21:51:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9156, loss_cls: 4.9313, loss: 4.9313 +2025-06-09 16:40:41,318 - pyskl - INFO - Epoch [8][1400/3940] lr: 2.485e-02, eta: 2 days, 21:50:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9213, loss_cls: 4.8532, loss: 4.8532 +2025-06-09 16:41:25,836 - pyskl - INFO - Epoch [8][1500/3940] lr: 2.485e-02, eta: 2 days, 21:50:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9206, loss_cls: 5.0627, loss: 5.0627 +2025-06-09 16:42:10,270 - pyskl - INFO - Epoch [8][1600/3940] lr: 2.485e-02, eta: 2 days, 21:49:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6525, top5_acc: 0.9163, loss_cls: 5.0001, loss: 5.0001 +2025-06-09 16:42:54,727 - pyskl - INFO - Epoch [8][1700/3940] lr: 2.485e-02, eta: 2 days, 21:48:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9350, loss_cls: 4.8460, loss: 4.8460 +2025-06-09 16:43:39,250 - pyskl - INFO - Epoch [8][1800/3940] lr: 2.485e-02, eta: 2 days, 21:47:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9200, loss_cls: 5.0065, loss: 5.0065 +2025-06-09 16:44:23,796 - pyskl - INFO - Epoch [8][1900/3940] lr: 2.485e-02, eta: 2 days, 21:46:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9287, loss_cls: 4.7780, loss: 4.7780 +2025-06-09 16:45:08,444 - pyskl - INFO - Epoch [8][2000/3940] lr: 2.485e-02, eta: 2 days, 21:46:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9256, loss_cls: 4.8135, loss: 4.8135 +2025-06-09 16:45:52,883 - pyskl - INFO - Epoch [8][2100/3940] lr: 2.484e-02, eta: 2 days, 21:45:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9219, loss_cls: 4.9323, loss: 4.9323 +2025-06-09 16:46:37,325 - pyskl - INFO - Epoch [8][2200/3940] lr: 2.484e-02, eta: 2 days, 21:44:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9250, loss_cls: 4.8967, loss: 4.8967 +2025-06-09 16:47:21,804 - pyskl - INFO - Epoch [8][2300/3940] lr: 2.484e-02, eta: 2 days, 21:43:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9175, loss_cls: 4.8785, loss: 4.8785 +2025-06-09 16:48:06,288 - pyskl - INFO - Epoch [8][2400/3940] lr: 2.484e-02, eta: 2 days, 21:42:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9150, loss_cls: 4.8480, loss: 4.8480 +2025-06-09 16:48:50,703 - pyskl - INFO - Epoch [8][2500/3940] lr: 2.484e-02, eta: 2 days, 21:41:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9263, loss_cls: 4.8663, loss: 4.8663 +2025-06-09 16:49:35,238 - pyskl - INFO - Epoch [8][2600/3940] lr: 2.484e-02, eta: 2 days, 21:41:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6750, top5_acc: 0.9256, loss_cls: 4.8653, loss: 4.8653 +2025-06-09 16:50:19,825 - pyskl - INFO - Epoch [8][2700/3940] lr: 2.484e-02, eta: 2 days, 21:40:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6713, top5_acc: 0.9144, loss_cls: 4.9187, loss: 4.9187 +2025-06-09 16:51:04,401 - pyskl - INFO - Epoch [8][2800/3940] lr: 2.484e-02, eta: 2 days, 21:39:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6613, top5_acc: 0.9075, loss_cls: 4.9948, loss: 4.9948 +2025-06-09 16:51:48,956 - pyskl - INFO - Epoch [8][2900/3940] lr: 2.484e-02, eta: 2 days, 21:38:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9294, loss_cls: 4.8646, loss: 4.8646 +2025-06-09 16:52:33,501 - pyskl - INFO - Epoch [8][3000/3940] lr: 2.484e-02, eta: 2 days, 21:37:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9194, loss_cls: 4.7695, loss: 4.7695 +2025-06-09 16:53:18,048 - pyskl - INFO - Epoch [8][3100/3940] lr: 2.483e-02, eta: 2 days, 21:37:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9263, loss_cls: 4.7445, loss: 4.7445 +2025-06-09 16:54:02,484 - pyskl - INFO - Epoch [8][3200/3940] lr: 2.483e-02, eta: 2 days, 21:36:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9150, loss_cls: 4.9065, loss: 4.9065 +2025-06-09 16:54:46,911 - pyskl - INFO - Epoch [8][3300/3940] lr: 2.483e-02, eta: 2 days, 21:35:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9175, loss_cls: 4.8405, loss: 4.8405 +2025-06-09 16:55:31,406 - pyskl - INFO - Epoch [8][3400/3940] lr: 2.483e-02, eta: 2 days, 21:34:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6613, top5_acc: 0.9087, loss_cls: 4.8958, loss: 4.8958 +2025-06-09 16:56:15,796 - pyskl - INFO - Epoch [8][3500/3940] lr: 2.483e-02, eta: 2 days, 21:33:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9294, loss_cls: 4.7307, loss: 4.7307 +2025-06-09 16:57:00,299 - pyskl - INFO - Epoch [8][3600/3940] lr: 2.483e-02, eta: 2 days, 21:32:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9119, loss_cls: 4.7876, loss: 4.7876 +2025-06-09 16:57:44,884 - pyskl - INFO - Epoch [8][3700/3940] lr: 2.483e-02, eta: 2 days, 21:32:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9269, loss_cls: 4.8774, loss: 4.8774 +2025-06-09 16:58:29,436 - pyskl - INFO - Epoch [8][3800/3940] lr: 2.483e-02, eta: 2 days, 21:31:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9181, loss_cls: 4.8664, loss: 4.8664 +2025-06-09 16:59:13,875 - pyskl - INFO - Epoch [8][3900/3940] lr: 2.483e-02, eta: 2 days, 21:30:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9219, loss_cls: 4.8610, loss: 4.8610 +2025-06-09 16:59:31,982 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-06-09 17:02:53,481 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 17:02:53,946 - pyskl - INFO - +top1_acc 0.6411 +top5_acc 0.9038 +2025-06-09 17:02:53,999 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_7.pth was removed +2025-06-09 17:02:55,067 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2025-06-09 17:02:55,069 - pyskl - INFO - Best top1_acc is 0.6411 at 8 epoch. +2025-06-09 17:02:55,088 - pyskl - INFO - Epoch(val) [8][3183] top1_acc: 0.6411, top5_acc: 0.9038 +2025-06-09 17:04:04,611 - pyskl - INFO - Epoch [9][100/3940] lr: 2.482e-02, eta: 2 days, 21:31:31, time: 0.695, data_time: 0.248, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9237, loss_cls: 4.7980, loss: 4.7980 +2025-06-09 17:04:49,205 - pyskl - INFO - Epoch [9][200/3940] lr: 2.482e-02, eta: 2 days, 21:30:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6713, top5_acc: 0.9275, loss_cls: 4.9145, loss: 4.9145 +2025-06-09 17:05:34,049 - pyskl - INFO - Epoch [9][300/3940] lr: 2.482e-02, eta: 2 days, 21:30:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9200, loss_cls: 4.8267, loss: 4.8267 +2025-06-09 17:06:18,718 - pyskl - INFO - Epoch [9][400/3940] lr: 2.482e-02, eta: 2 days, 21:29:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9256, loss_cls: 4.7544, loss: 4.7544 +2025-06-09 17:07:03,307 - pyskl - INFO - Epoch [9][500/3940] lr: 2.482e-02, eta: 2 days, 21:28:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9206, loss_cls: 4.8213, loss: 4.8213 +2025-06-09 17:07:47,886 - pyskl - INFO - Epoch [9][600/3940] lr: 2.482e-02, eta: 2 days, 21:27:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9294, loss_cls: 4.6503, loss: 4.6503 +2025-06-09 17:08:32,460 - pyskl - INFO - Epoch [9][700/3940] lr: 2.482e-02, eta: 2 days, 21:26:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9231, loss_cls: 4.6941, loss: 4.6941 +2025-06-09 17:09:16,930 - pyskl - INFO - Epoch [9][800/3940] lr: 2.482e-02, eta: 2 days, 21:26:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9237, loss_cls: 4.7151, loss: 4.7151 +2025-06-09 17:10:01,334 - pyskl - INFO - Epoch [9][900/3940] lr: 2.481e-02, eta: 2 days, 21:25:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9381, loss_cls: 4.5915, loss: 4.5915 +2025-06-09 17:10:45,806 - pyskl - INFO - Epoch [9][1000/3940] lr: 2.481e-02, eta: 2 days, 21:24:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9287, loss_cls: 4.6942, loss: 4.6942 +2025-06-09 17:11:30,325 - pyskl - INFO - Epoch [9][1100/3940] lr: 2.481e-02, eta: 2 days, 21:23:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9206, loss_cls: 4.8518, loss: 4.8518 +2025-06-09 17:12:14,775 - pyskl - INFO - Epoch [9][1200/3940] lr: 2.481e-02, eta: 2 days, 21:22:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9213, loss_cls: 4.8054, loss: 4.8054 +2025-06-09 17:12:59,154 - pyskl - INFO - Epoch [9][1300/3940] lr: 2.481e-02, eta: 2 days, 21:21:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9306, loss_cls: 4.8182, loss: 4.8182 +2025-06-09 17:13:43,614 - pyskl - INFO - Epoch [9][1400/3940] lr: 2.481e-02, eta: 2 days, 21:21:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9237, loss_cls: 4.7206, loss: 4.7206 +2025-06-09 17:14:28,118 - pyskl - INFO - Epoch [9][1500/3940] lr: 2.481e-02, eta: 2 days, 21:20:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9275, loss_cls: 4.7945, loss: 4.7945 +2025-06-09 17:15:12,563 - pyskl - INFO - Epoch [9][1600/3940] lr: 2.481e-02, eta: 2 days, 21:19:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9319, loss_cls: 4.7753, loss: 4.7753 +2025-06-09 17:15:56,992 - pyskl - INFO - Epoch [9][1700/3940] lr: 2.481e-02, eta: 2 days, 21:18:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9213, loss_cls: 4.7853, loss: 4.7853 +2025-06-09 17:16:41,506 - pyskl - INFO - Epoch [9][1800/3940] lr: 2.480e-02, eta: 2 days, 21:17:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9256, loss_cls: 4.7225, loss: 4.7225 +2025-06-09 17:17:25,959 - pyskl - INFO - Epoch [9][1900/3940] lr: 2.480e-02, eta: 2 days, 21:16:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6687, top5_acc: 0.9137, loss_cls: 4.9061, loss: 4.9061 +2025-06-09 17:18:10,380 - pyskl - INFO - Epoch [9][2000/3940] lr: 2.480e-02, eta: 2 days, 21:16:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9237, loss_cls: 4.5351, loss: 4.5351 +2025-06-09 17:18:54,833 - pyskl - INFO - Epoch [9][2100/3940] lr: 2.480e-02, eta: 2 days, 21:15:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9200, loss_cls: 4.7487, loss: 4.7487 +2025-06-09 17:19:39,226 - pyskl - INFO - Epoch [9][2200/3940] lr: 2.480e-02, eta: 2 days, 21:14:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9363, loss_cls: 4.6067, loss: 4.6067 +2025-06-09 17:20:23,677 - pyskl - INFO - Epoch [9][2300/3940] lr: 2.480e-02, eta: 2 days, 21:13:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9363, loss_cls: 4.6061, loss: 4.6061 +2025-06-09 17:21:08,210 - pyskl - INFO - Epoch [9][2400/3940] lr: 2.480e-02, eta: 2 days, 21:12:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9269, loss_cls: 4.8520, loss: 4.8520 +2025-06-09 17:21:52,598 - pyskl - INFO - Epoch [9][2500/3940] lr: 2.480e-02, eta: 2 days, 21:12:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9325, loss_cls: 4.7368, loss: 4.7368 +2025-06-09 17:22:37,009 - pyskl - INFO - Epoch [9][2600/3940] lr: 2.479e-02, eta: 2 days, 21:11:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9187, loss_cls: 4.8597, loss: 4.8597 +2025-06-09 17:23:21,434 - pyskl - INFO - Epoch [9][2700/3940] lr: 2.479e-02, eta: 2 days, 21:10:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9225, loss_cls: 4.7554, loss: 4.7554 +2025-06-09 17:24:05,866 - pyskl - INFO - Epoch [9][2800/3940] lr: 2.479e-02, eta: 2 days, 21:09:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9287, loss_cls: 4.7716, loss: 4.7716 +2025-06-09 17:24:50,374 - pyskl - INFO - Epoch [9][2900/3940] lr: 2.479e-02, eta: 2 days, 21:08:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9287, loss_cls: 4.7315, loss: 4.7315 +2025-06-09 17:25:34,786 - pyskl - INFO - Epoch [9][3000/3940] lr: 2.479e-02, eta: 2 days, 21:07:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9350, loss_cls: 4.7734, loss: 4.7734 +2025-06-09 17:26:19,339 - pyskl - INFO - Epoch [9][3100/3940] lr: 2.479e-02, eta: 2 days, 21:07:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9313, loss_cls: 4.7500, loss: 4.7500 +2025-06-09 17:27:03,817 - pyskl - INFO - Epoch [9][3200/3940] lr: 2.479e-02, eta: 2 days, 21:06:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9294, loss_cls: 4.6040, loss: 4.6040 +2025-06-09 17:27:48,268 - pyskl - INFO - Epoch [9][3300/3940] lr: 2.479e-02, eta: 2 days, 21:05:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9225, loss_cls: 4.7610, loss: 4.7610 +2025-06-09 17:28:32,626 - pyskl - INFO - Epoch [9][3400/3940] lr: 2.479e-02, eta: 2 days, 21:04:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9313, loss_cls: 4.8372, loss: 4.8372 +2025-06-09 17:29:17,070 - pyskl - INFO - Epoch [9][3500/3940] lr: 2.478e-02, eta: 2 days, 21:03:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6750, top5_acc: 0.9237, loss_cls: 4.8684, loss: 4.8684 +2025-06-09 17:30:01,514 - pyskl - INFO - Epoch [9][3600/3940] lr: 2.478e-02, eta: 2 days, 21:03:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9263, loss_cls: 4.7751, loss: 4.7751 +2025-06-09 17:30:45,954 - pyskl - INFO - Epoch [9][3700/3940] lr: 2.478e-02, eta: 2 days, 21:02:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9163, loss_cls: 4.7166, loss: 4.7166 +2025-06-09 17:31:30,357 - pyskl - INFO - Epoch [9][3800/3940] lr: 2.478e-02, eta: 2 days, 21:01:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9200, loss_cls: 4.7822, loss: 4.7822 +2025-06-09 17:32:14,804 - pyskl - INFO - Epoch [9][3900/3940] lr: 2.478e-02, eta: 2 days, 21:00:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9287, loss_cls: 4.8191, loss: 4.8191 +2025-06-09 17:32:33,027 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-06-09 17:35:54,671 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 17:35:55,137 - pyskl - INFO - +top1_acc 0.6339 +top5_acc 0.9068 +2025-06-09 17:35:55,157 - pyskl - INFO - Epoch(val) [9][3183] top1_acc: 0.6339, top5_acc: 0.9068 +2025-06-09 17:37:04,996 - pyskl - INFO - Epoch [10][100/3940] lr: 2.478e-02, eta: 2 days, 21:01:23, time: 0.698, data_time: 0.251, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9269, loss_cls: 4.8027, loss: 4.8027 +2025-06-09 17:37:49,472 - pyskl - INFO - Epoch [10][200/3940] lr: 2.478e-02, eta: 2 days, 21:00:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9337, loss_cls: 4.6129, loss: 4.6129 +2025-06-09 17:38:33,925 - pyskl - INFO - Epoch [10][300/3940] lr: 2.477e-02, eta: 2 days, 20:59:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9294, loss_cls: 4.5333, loss: 4.5333 +2025-06-09 17:39:18,352 - pyskl - INFO - Epoch [10][400/3940] lr: 2.477e-02, eta: 2 days, 20:58:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9313, loss_cls: 4.6685, loss: 4.6685 +2025-06-09 17:40:02,777 - pyskl - INFO - Epoch [10][500/3940] lr: 2.477e-02, eta: 2 days, 20:58:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9319, loss_cls: 4.5589, loss: 4.5589 +2025-06-09 17:40:47,223 - pyskl - INFO - Epoch [10][600/3940] lr: 2.477e-02, eta: 2 days, 20:57:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9169, loss_cls: 4.7819, loss: 4.7819 +2025-06-09 17:41:31,658 - pyskl - INFO - Epoch [10][700/3940] lr: 2.477e-02, eta: 2 days, 20:56:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9256, loss_cls: 4.5966, loss: 4.5966 +2025-06-09 17:42:16,114 - pyskl - INFO - Epoch [10][800/3940] lr: 2.477e-02, eta: 2 days, 20:55:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9237, loss_cls: 4.6595, loss: 4.6595 +2025-06-09 17:43:00,695 - pyskl - INFO - Epoch [10][900/3940] lr: 2.477e-02, eta: 2 days, 20:54:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9369, loss_cls: 4.6757, loss: 4.6757 +2025-06-09 17:43:45,083 - pyskl - INFO - Epoch [10][1000/3940] lr: 2.477e-02, eta: 2 days, 20:54:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9269, loss_cls: 4.6986, loss: 4.6986 +2025-06-09 17:44:29,583 - pyskl - INFO - Epoch [10][1100/3940] lr: 2.476e-02, eta: 2 days, 20:53:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9256, loss_cls: 4.6360, loss: 4.6360 +2025-06-09 17:45:14,010 - pyskl - INFO - Epoch [10][1200/3940] lr: 2.476e-02, eta: 2 days, 20:52:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9263, loss_cls: 4.6114, loss: 4.6114 +2025-06-09 17:45:58,441 - pyskl - INFO - Epoch [10][1300/3940] lr: 2.476e-02, eta: 2 days, 20:51:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9337, loss_cls: 4.7013, loss: 4.7013 +2025-06-09 17:46:42,874 - pyskl - INFO - Epoch [10][1400/3940] lr: 2.476e-02, eta: 2 days, 20:50:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9287, loss_cls: 4.5242, loss: 4.5242 +2025-06-09 17:47:27,476 - pyskl - INFO - Epoch [10][1500/3940] lr: 2.476e-02, eta: 2 days, 20:49:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9331, loss_cls: 4.6759, loss: 4.6759 +2025-06-09 17:48:11,886 - pyskl - INFO - Epoch [10][1600/3940] lr: 2.476e-02, eta: 2 days, 20:49:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9225, loss_cls: 4.6873, loss: 4.6873 +2025-06-09 17:48:56,353 - pyskl - INFO - Epoch [10][1700/3940] lr: 2.476e-02, eta: 2 days, 20:48:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9331, loss_cls: 4.6609, loss: 4.6609 +2025-06-09 17:49:40,904 - pyskl - INFO - Epoch [10][1800/3940] lr: 2.476e-02, eta: 2 days, 20:47:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9206, loss_cls: 4.7480, loss: 4.7480 +2025-06-09 17:50:25,350 - pyskl - INFO - Epoch [10][1900/3940] lr: 2.475e-02, eta: 2 days, 20:46:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9250, loss_cls: 4.5663, loss: 4.5663 +2025-06-09 17:51:09,962 - pyskl - INFO - Epoch [10][2000/3940] lr: 2.475e-02, eta: 2 days, 20:45:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9337, loss_cls: 4.6844, loss: 4.6844 +2025-06-09 17:51:54,533 - pyskl - INFO - Epoch [10][2100/3940] lr: 2.475e-02, eta: 2 days, 20:45:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9350, loss_cls: 4.6928, loss: 4.6928 +2025-06-09 17:52:39,080 - pyskl - INFO - Epoch [10][2200/3940] lr: 2.475e-02, eta: 2 days, 20:44:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9350, loss_cls: 4.6647, loss: 4.6647 +2025-06-09 17:53:23,518 - pyskl - INFO - Epoch [10][2300/3940] lr: 2.475e-02, eta: 2 days, 20:43:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9275, loss_cls: 4.6224, loss: 4.6224 +2025-06-09 17:54:08,094 - pyskl - INFO - Epoch [10][2400/3940] lr: 2.475e-02, eta: 2 days, 20:42:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9300, loss_cls: 4.8187, loss: 4.8187 +2025-06-09 17:54:52,609 - pyskl - INFO - Epoch [10][2500/3940] lr: 2.475e-02, eta: 2 days, 20:42:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9269, loss_cls: 4.6075, loss: 4.6075 +2025-06-09 17:55:37,095 - pyskl - INFO - Epoch [10][2600/3940] lr: 2.475e-02, eta: 2 days, 20:41:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9306, loss_cls: 4.8017, loss: 4.8017 +2025-06-09 17:56:21,670 - pyskl - INFO - Epoch [10][2700/3940] lr: 2.474e-02, eta: 2 days, 20:40:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9244, loss_cls: 4.6312, loss: 4.6312 +2025-06-09 17:57:06,174 - pyskl - INFO - Epoch [10][2800/3940] lr: 2.474e-02, eta: 2 days, 20:39:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9313, loss_cls: 4.6532, loss: 4.6532 +2025-06-09 17:57:50,666 - pyskl - INFO - Epoch [10][2900/3940] lr: 2.474e-02, eta: 2 days, 20:38:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9275, loss_cls: 4.6832, loss: 4.6832 +2025-06-09 17:58:35,088 - pyskl - INFO - Epoch [10][3000/3940] lr: 2.474e-02, eta: 2 days, 20:38:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9244, loss_cls: 4.6778, loss: 4.6778 +2025-06-09 17:59:19,512 - pyskl - INFO - Epoch [10][3100/3940] lr: 2.474e-02, eta: 2 days, 20:37:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9194, loss_cls: 4.6913, loss: 4.6913 +2025-06-09 18:00:03,958 - pyskl - INFO - Epoch [10][3200/3940] lr: 2.474e-02, eta: 2 days, 20:36:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9306, loss_cls: 4.6048, loss: 4.6048 +2025-06-09 18:00:48,388 - pyskl - INFO - Epoch [10][3300/3940] lr: 2.474e-02, eta: 2 days, 20:35:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9275, loss_cls: 4.7509, loss: 4.7509 +2025-06-09 18:01:32,845 - pyskl - INFO - Epoch [10][3400/3940] lr: 2.473e-02, eta: 2 days, 20:34:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9194, loss_cls: 4.9364, loss: 4.9364 +2025-06-09 18:02:17,362 - pyskl - INFO - Epoch [10][3500/3940] lr: 2.473e-02, eta: 2 days, 20:33:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9269, loss_cls: 4.6526, loss: 4.6526 +2025-06-09 18:03:01,858 - pyskl - INFO - Epoch [10][3600/3940] lr: 2.473e-02, eta: 2 days, 20:33:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9287, loss_cls: 4.6347, loss: 4.6347 +2025-06-09 18:03:46,458 - pyskl - INFO - Epoch [10][3700/3940] lr: 2.473e-02, eta: 2 days, 20:32:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9337, loss_cls: 4.4799, loss: 4.4799 +2025-06-09 18:04:30,877 - pyskl - INFO - Epoch [10][3800/3940] lr: 2.473e-02, eta: 2 days, 20:31:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9306, loss_cls: 4.5947, loss: 4.5947 +2025-06-09 18:05:15,370 - pyskl - INFO - Epoch [10][3900/3940] lr: 2.473e-02, eta: 2 days, 20:30:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9237, loss_cls: 4.6559, loss: 4.6559 +2025-06-09 18:05:33,537 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-06-09 18:24:43,757 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 18:24:44,222 - pyskl - INFO - +top1_acc 0.5954 +top5_acc 0.8715 +2025-06-09 18:24:44,241 - pyskl - INFO - Epoch(val) [10][3183] top1_acc: 0.5954, top5_acc: 0.8715 +2025-06-09 18:25:54,286 - pyskl - INFO - Epoch [11][100/3940] lr: 2.473e-02, eta: 2 days, 20:31:29, time: 0.700, data_time: 0.256, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9381, loss_cls: 4.5608, loss: 4.5608 +2025-06-09 18:26:38,627 - pyskl - INFO - Epoch [11][200/3940] lr: 2.472e-02, eta: 2 days, 20:30:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9369, loss_cls: 4.6329, loss: 4.6329 +2025-06-09 18:27:23,087 - pyskl - INFO - Epoch [11][300/3940] lr: 2.472e-02, eta: 2 days, 20:29:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9294, loss_cls: 4.5925, loss: 4.5925 +2025-06-09 18:28:07,542 - pyskl - INFO - Epoch [11][400/3940] lr: 2.472e-02, eta: 2 days, 20:29:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9337, loss_cls: 4.5049, loss: 4.5049 +2025-06-09 18:28:51,942 - pyskl - INFO - Epoch [11][500/3940] lr: 2.472e-02, eta: 2 days, 20:28:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9287, loss_cls: 4.6614, loss: 4.6614 +2025-06-09 18:29:36,274 - pyskl - INFO - Epoch [11][600/3940] lr: 2.472e-02, eta: 2 days, 20:27:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9337, loss_cls: 4.5004, loss: 4.5004 +2025-06-09 18:30:20,620 - pyskl - INFO - Epoch [11][700/3940] lr: 2.472e-02, eta: 2 days, 20:26:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9187, loss_cls: 4.7535, loss: 4.7535 +2025-06-09 18:31:04,982 - pyskl - INFO - Epoch [11][800/3940] lr: 2.472e-02, eta: 2 days, 20:25:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9356, loss_cls: 4.5241, loss: 4.5241 +2025-06-09 18:31:49,351 - pyskl - INFO - Epoch [11][900/3940] lr: 2.471e-02, eta: 2 days, 20:24:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9344, loss_cls: 4.5639, loss: 4.5639 +2025-06-09 18:32:33,737 - pyskl - INFO - Epoch [11][1000/3940] lr: 2.471e-02, eta: 2 days, 20:24:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9313, loss_cls: 4.6020, loss: 4.6020 +2025-06-09 18:33:18,111 - pyskl - INFO - Epoch [11][1100/3940] lr: 2.471e-02, eta: 2 days, 20:23:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9387, loss_cls: 4.5999, loss: 4.5999 +2025-06-09 18:34:02,470 - pyskl - INFO - Epoch [11][1200/3940] lr: 2.471e-02, eta: 2 days, 20:22:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9250, loss_cls: 4.6950, loss: 4.6950 +2025-06-09 18:34:46,868 - pyskl - INFO - Epoch [11][1300/3940] lr: 2.471e-02, eta: 2 days, 20:21:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9313, loss_cls: 4.7233, loss: 4.7233 +2025-06-09 18:35:31,209 - pyskl - INFO - Epoch [11][1400/3940] lr: 2.471e-02, eta: 2 days, 20:20:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9250, loss_cls: 4.6275, loss: 4.6275 +2025-06-09 18:36:15,510 - pyskl - INFO - Epoch [11][1500/3940] lr: 2.471e-02, eta: 2 days, 20:19:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9319, loss_cls: 4.5656, loss: 4.5656 +2025-06-09 18:36:59,808 - pyskl - INFO - Epoch [11][1600/3940] lr: 2.470e-02, eta: 2 days, 20:19:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9344, loss_cls: 4.5940, loss: 4.5940 +2025-06-09 18:37:44,237 - pyskl - INFO - Epoch [11][1700/3940] lr: 2.470e-02, eta: 2 days, 20:18:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9325, loss_cls: 4.5804, loss: 4.5804 +2025-06-09 18:38:28,782 - pyskl - INFO - Epoch [11][1800/3940] lr: 2.470e-02, eta: 2 days, 20:17:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9263, loss_cls: 4.5755, loss: 4.5755 +2025-06-09 18:39:13,610 - pyskl - INFO - Epoch [11][1900/3940] lr: 2.470e-02, eta: 2 days, 20:16:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9350, loss_cls: 4.4812, loss: 4.4812 +2025-06-09 18:39:58,421 - pyskl - INFO - Epoch [11][2000/3940] lr: 2.470e-02, eta: 2 days, 20:16:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9244, loss_cls: 4.6509, loss: 4.6509 +2025-06-09 18:40:42,936 - pyskl - INFO - Epoch [11][2100/3940] lr: 2.470e-02, eta: 2 days, 20:15:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9381, loss_cls: 4.5879, loss: 4.5879 +2025-06-09 18:41:27,273 - pyskl - INFO - Epoch [11][2200/3940] lr: 2.470e-02, eta: 2 days, 20:14:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9287, loss_cls: 4.5419, loss: 4.5419 +2025-06-09 18:42:11,674 - pyskl - INFO - Epoch [11][2300/3940] lr: 2.469e-02, eta: 2 days, 20:13:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9356, loss_cls: 4.4732, loss: 4.4732 +2025-06-09 18:42:56,073 - pyskl - INFO - Epoch [11][2400/3940] lr: 2.469e-02, eta: 2 days, 20:12:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9275, loss_cls: 4.6927, loss: 4.6927 +2025-06-09 18:43:40,491 - pyskl - INFO - Epoch [11][2500/3940] lr: 2.469e-02, eta: 2 days, 20:11:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9281, loss_cls: 4.5162, loss: 4.5162 +2025-06-09 18:44:24,835 - pyskl - INFO - Epoch [11][2600/3940] lr: 2.469e-02, eta: 2 days, 20:11:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9387, loss_cls: 4.5171, loss: 4.5171 +2025-06-09 18:45:09,023 - pyskl - INFO - Epoch [11][2700/3940] lr: 2.469e-02, eta: 2 days, 20:10:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9387, loss_cls: 4.7563, loss: 4.7563 +2025-06-09 18:45:53,244 - pyskl - INFO - Epoch [11][2800/3940] lr: 2.469e-02, eta: 2 days, 20:09:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9387, loss_cls: 4.6511, loss: 4.6511 +2025-06-09 18:46:37,647 - pyskl - INFO - Epoch [11][2900/3940] lr: 2.469e-02, eta: 2 days, 20:08:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9444, loss_cls: 4.4534, loss: 4.4534 +2025-06-09 18:47:21,865 - pyskl - INFO - Epoch [11][3000/3940] lr: 2.468e-02, eta: 2 days, 20:07:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9306, loss_cls: 4.6991, loss: 4.6991 +2025-06-09 18:48:06,148 - pyskl - INFO - Epoch [11][3100/3940] lr: 2.468e-02, eta: 2 days, 20:06:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9206, loss_cls: 4.7248, loss: 4.7248 +2025-06-09 18:48:50,658 - pyskl - INFO - Epoch [11][3200/3940] lr: 2.468e-02, eta: 2 days, 20:06:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9413, loss_cls: 4.5021, loss: 4.5021 +2025-06-09 18:49:34,978 - pyskl - INFO - Epoch [11][3300/3940] lr: 2.468e-02, eta: 2 days, 20:05:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9244, loss_cls: 4.6390, loss: 4.6390 +2025-06-09 18:50:19,382 - pyskl - INFO - Epoch [11][3400/3940] lr: 2.468e-02, eta: 2 days, 20:04:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9281, loss_cls: 4.6994, loss: 4.6994 +2025-06-09 18:51:03,900 - pyskl - INFO - Epoch [11][3500/3940] lr: 2.468e-02, eta: 2 days, 20:03:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9413, loss_cls: 4.5181, loss: 4.5181 +2025-06-09 18:51:48,257 - pyskl - INFO - Epoch [11][3600/3940] lr: 2.467e-02, eta: 2 days, 20:02:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9175, loss_cls: 4.7707, loss: 4.7707 +2025-06-09 18:52:32,561 - pyskl - INFO - Epoch [11][3700/3940] lr: 2.467e-02, eta: 2 days, 20:02:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9406, loss_cls: 4.3890, loss: 4.3890 +2025-06-09 18:53:16,874 - pyskl - INFO - Epoch [11][3800/3940] lr: 2.467e-02, eta: 2 days, 20:01:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9200, loss_cls: 4.7361, loss: 4.7361 +2025-06-09 18:54:01,474 - pyskl - INFO - Epoch [11][3900/3940] lr: 2.467e-02, eta: 2 days, 20:00:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9294, loss_cls: 4.6948, loss: 4.6948 +2025-06-09 18:54:19,697 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-06-09 18:57:41,884 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 18:57:42,349 - pyskl - INFO - +top1_acc 0.6504 +top5_acc 0.9040 +2025-06-09 18:57:42,401 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_8.pth was removed +2025-06-09 18:57:43,485 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2025-06-09 18:57:43,487 - pyskl - INFO - Best top1_acc is 0.6504 at 11 epoch. +2025-06-09 18:57:43,505 - pyskl - INFO - Epoch(val) [11][3183] top1_acc: 0.6504, top5_acc: 0.9040 +2025-06-09 18:58:52,873 - pyskl - INFO - Epoch [12][100/3940] lr: 2.467e-02, eta: 2 days, 20:00:53, time: 0.694, data_time: 0.249, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9281, loss_cls: 4.6646, loss: 4.6646 +2025-06-09 18:59:37,336 - pyskl - INFO - Epoch [12][200/3940] lr: 2.467e-02, eta: 2 days, 20:00:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9400, loss_cls: 4.6134, loss: 4.6134 +2025-06-09 19:00:21,850 - pyskl - INFO - Epoch [12][300/3940] lr: 2.467e-02, eta: 2 days, 19:59:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9306, loss_cls: 4.6121, loss: 4.6121 +2025-06-09 19:01:06,486 - pyskl - INFO - Epoch [12][400/3940] lr: 2.466e-02, eta: 2 days, 19:58:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9406, loss_cls: 4.5004, loss: 4.5004 +2025-06-09 19:01:50,834 - pyskl - INFO - Epoch [12][500/3940] lr: 2.466e-02, eta: 2 days, 19:57:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9313, loss_cls: 4.5476, loss: 4.5476 +2025-06-09 19:02:35,329 - pyskl - INFO - Epoch [12][600/3940] lr: 2.466e-02, eta: 2 days, 19:56:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9331, loss_cls: 4.4895, loss: 4.4895 +2025-06-09 19:03:19,737 - pyskl - INFO - Epoch [12][700/3940] lr: 2.466e-02, eta: 2 days, 19:56:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9431, loss_cls: 4.4420, loss: 4.4420 +2025-06-09 19:04:04,181 - pyskl - INFO - Epoch [12][800/3940] lr: 2.466e-02, eta: 2 days, 19:55:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9306, loss_cls: 4.6977, loss: 4.6977 +2025-06-09 19:04:48,606 - pyskl - INFO - Epoch [12][900/3940] lr: 2.466e-02, eta: 2 days, 19:54:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9363, loss_cls: 4.5223, loss: 4.5223 +2025-06-09 19:05:33,043 - pyskl - INFO - Epoch [12][1000/3940] lr: 2.465e-02, eta: 2 days, 19:53:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9269, loss_cls: 4.4835, loss: 4.4835 +2025-06-09 19:06:17,540 - pyskl - INFO - Epoch [12][1100/3940] lr: 2.465e-02, eta: 2 days, 19:52:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9381, loss_cls: 4.5208, loss: 4.5208 +2025-06-09 19:07:01,886 - pyskl - INFO - Epoch [12][1200/3940] lr: 2.465e-02, eta: 2 days, 19:52:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9387, loss_cls: 4.3279, loss: 4.3279 +2025-06-09 19:07:46,221 - pyskl - INFO - Epoch [12][1300/3940] lr: 2.465e-02, eta: 2 days, 19:51:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9363, loss_cls: 4.6111, loss: 4.6111 +2025-06-09 19:08:30,599 - pyskl - INFO - Epoch [12][1400/3940] lr: 2.465e-02, eta: 2 days, 19:50:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9413, loss_cls: 4.5116, loss: 4.5116 +2025-06-09 19:09:14,949 - pyskl - INFO - Epoch [12][1500/3940] lr: 2.465e-02, eta: 2 days, 19:49:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9275, loss_cls: 4.5039, loss: 4.5039 +2025-06-09 19:09:59,330 - pyskl - INFO - Epoch [12][1600/3940] lr: 2.465e-02, eta: 2 days, 19:48:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9419, loss_cls: 4.3997, loss: 4.3997 +2025-06-09 19:10:43,698 - pyskl - INFO - Epoch [12][1700/3940] lr: 2.464e-02, eta: 2 days, 19:48:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9369, loss_cls: 4.3931, loss: 4.3931 +2025-06-09 19:11:28,075 - pyskl - INFO - Epoch [12][1800/3940] lr: 2.464e-02, eta: 2 days, 19:47:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9281, loss_cls: 4.5662, loss: 4.5662 +2025-06-09 19:12:12,474 - pyskl - INFO - Epoch [12][1900/3940] lr: 2.464e-02, eta: 2 days, 19:46:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9356, loss_cls: 4.5264, loss: 4.5264 +2025-06-09 19:12:56,892 - pyskl - INFO - Epoch [12][2000/3940] lr: 2.464e-02, eta: 2 days, 19:45:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9431, loss_cls: 4.3099, loss: 4.3099 +2025-06-09 19:13:41,303 - pyskl - INFO - Epoch [12][2100/3940] lr: 2.464e-02, eta: 2 days, 19:44:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9381, loss_cls: 4.5104, loss: 4.5104 +2025-06-09 19:14:25,764 - pyskl - INFO - Epoch [12][2200/3940] lr: 2.464e-02, eta: 2 days, 19:44:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9419, loss_cls: 4.5222, loss: 4.5222 +2025-06-09 19:15:10,203 - pyskl - INFO - Epoch [12][2300/3940] lr: 2.463e-02, eta: 2 days, 19:43:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9244, loss_cls: 4.6218, loss: 4.6218 +2025-06-09 19:15:54,663 - pyskl - INFO - Epoch [12][2400/3940] lr: 2.463e-02, eta: 2 days, 19:42:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9419, loss_cls: 4.5432, loss: 4.5432 +2025-06-09 19:16:39,147 - pyskl - INFO - Epoch [12][2500/3940] lr: 2.463e-02, eta: 2 days, 19:41:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9237, loss_cls: 4.5765, loss: 4.5765 +2025-06-09 19:17:23,500 - pyskl - INFO - Epoch [12][2600/3940] lr: 2.463e-02, eta: 2 days, 19:40:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9325, loss_cls: 4.6299, loss: 4.6299 +2025-06-09 19:18:07,860 - pyskl - INFO - Epoch [12][2700/3940] lr: 2.463e-02, eta: 2 days, 19:39:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9319, loss_cls: 4.4848, loss: 4.4848 +2025-06-09 19:18:52,225 - pyskl - INFO - Epoch [12][2800/3940] lr: 2.463e-02, eta: 2 days, 19:39:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9225, loss_cls: 4.7551, loss: 4.7551 +2025-06-09 19:19:36,688 - pyskl - INFO - Epoch [12][2900/3940] lr: 2.462e-02, eta: 2 days, 19:38:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9306, loss_cls: 4.5320, loss: 4.5320 +2025-06-09 19:20:21,167 - pyskl - INFO - Epoch [12][3000/3940] lr: 2.462e-02, eta: 2 days, 19:37:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9425, loss_cls: 4.6220, loss: 4.6220 +2025-06-09 19:21:05,588 - pyskl - INFO - Epoch [12][3100/3940] lr: 2.462e-02, eta: 2 days, 19:36:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9325, loss_cls: 4.5807, loss: 4.5807 +2025-06-09 19:21:49,974 - pyskl - INFO - Epoch [12][3200/3940] lr: 2.462e-02, eta: 2 days, 19:36:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9175, loss_cls: 4.6134, loss: 4.6134 +2025-06-09 19:22:34,507 - pyskl - INFO - Epoch [12][3300/3940] lr: 2.462e-02, eta: 2 days, 19:35:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9213, loss_cls: 4.5361, loss: 4.5361 +2025-06-09 19:23:19,024 - pyskl - INFO - Epoch [12][3400/3940] lr: 2.462e-02, eta: 2 days, 19:34:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9356, loss_cls: 4.5655, loss: 4.5655 +2025-06-09 19:24:03,446 - pyskl - INFO - Epoch [12][3500/3940] lr: 2.461e-02, eta: 2 days, 19:33:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9387, loss_cls: 4.4375, loss: 4.4375 +2025-06-09 19:24:47,927 - pyskl - INFO - Epoch [12][3600/3940] lr: 2.461e-02, eta: 2 days, 19:32:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9381, loss_cls: 4.5727, loss: 4.5727 +2025-06-09 19:25:32,379 - pyskl - INFO - Epoch [12][3700/3940] lr: 2.461e-02, eta: 2 days, 19:32:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9425, loss_cls: 4.3253, loss: 4.3253 +2025-06-09 19:26:16,766 - pyskl - INFO - Epoch [12][3800/3940] lr: 2.461e-02, eta: 2 days, 19:31:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9244, loss_cls: 4.5710, loss: 4.5710 +2025-06-09 19:27:01,292 - pyskl - INFO - Epoch [12][3900/3940] lr: 2.461e-02, eta: 2 days, 19:30:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9363, loss_cls: 4.5771, loss: 4.5771 +2025-06-09 19:27:19,460 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-06-09 19:30:41,328 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 19:30:41,798 - pyskl - INFO - +top1_acc 0.6262 +top5_acc 0.8910 +2025-06-09 19:30:41,816 - pyskl - INFO - Epoch(val) [12][3183] top1_acc: 0.6262, top5_acc: 0.8910 +2025-06-09 19:31:50,991 - pyskl - INFO - Epoch [13][100/3940] lr: 2.461e-02, eta: 2 days, 19:30:42, time: 0.692, data_time: 0.247, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9387, loss_cls: 4.5264, loss: 4.5264 +2025-06-09 19:32:35,443 - pyskl - INFO - Epoch [13][200/3940] lr: 2.460e-02, eta: 2 days, 19:29:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9325, loss_cls: 4.5062, loss: 4.5062 +2025-06-09 19:33:19,930 - pyskl - INFO - Epoch [13][300/3940] lr: 2.460e-02, eta: 2 days, 19:29:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9350, loss_cls: 4.6440, loss: 4.6440 +2025-06-09 19:34:04,400 - pyskl - INFO - Epoch [13][400/3940] lr: 2.460e-02, eta: 2 days, 19:28:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9431, loss_cls: 4.2973, loss: 4.2973 +2025-06-09 19:34:48,840 - pyskl - INFO - Epoch [13][500/3940] lr: 2.460e-02, eta: 2 days, 19:27:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9413, loss_cls: 4.4706, loss: 4.4706 +2025-06-09 19:35:33,235 - pyskl - INFO - Epoch [13][600/3940] lr: 2.460e-02, eta: 2 days, 19:26:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9387, loss_cls: 4.3822, loss: 4.3822 +2025-06-09 19:36:17,645 - pyskl - INFO - Epoch [13][700/3940] lr: 2.460e-02, eta: 2 days, 19:25:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9294, loss_cls: 4.5347, loss: 4.5347 +2025-06-09 19:37:02,176 - pyskl - INFO - Epoch [13][800/3940] lr: 2.459e-02, eta: 2 days, 19:25:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9337, loss_cls: 4.5592, loss: 4.5592 +2025-06-09 19:37:46,638 - pyskl - INFO - Epoch [13][900/3940] lr: 2.459e-02, eta: 2 days, 19:24:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9437, loss_cls: 4.4480, loss: 4.4480 +2025-06-09 19:38:31,070 - pyskl - INFO - Epoch [13][1000/3940] lr: 2.459e-02, eta: 2 days, 19:23:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9437, loss_cls: 4.4939, loss: 4.4939 +2025-06-09 19:39:15,600 - pyskl - INFO - Epoch [13][1100/3940] lr: 2.459e-02, eta: 2 days, 19:22:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9437, loss_cls: 4.4176, loss: 4.4176 +2025-06-09 19:40:00,066 - pyskl - INFO - Epoch [13][1200/3940] lr: 2.459e-02, eta: 2 days, 19:22:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9400, loss_cls: 4.4729, loss: 4.4729 +2025-06-09 19:40:44,538 - pyskl - INFO - Epoch [13][1300/3940] lr: 2.459e-02, eta: 2 days, 19:21:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9294, loss_cls: 4.4008, loss: 4.4008 +2025-06-09 19:41:29,060 - pyskl - INFO - Epoch [13][1400/3940] lr: 2.458e-02, eta: 2 days, 19:20:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9369, loss_cls: 4.5330, loss: 4.5330 +2025-06-09 19:42:13,571 - pyskl - INFO - Epoch [13][1500/3940] lr: 2.458e-02, eta: 2 days, 19:19:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9337, loss_cls: 4.4401, loss: 4.4401 +2025-06-09 19:42:58,047 - pyskl - INFO - Epoch [13][1600/3940] lr: 2.458e-02, eta: 2 days, 19:18:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9475, loss_cls: 4.5087, loss: 4.5087 +2025-06-09 19:43:42,581 - pyskl - INFO - Epoch [13][1700/3940] lr: 2.458e-02, eta: 2 days, 19:18:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9350, loss_cls: 4.4809, loss: 4.4809 +2025-06-09 19:44:27,095 - pyskl - INFO - Epoch [13][1800/3940] lr: 2.458e-02, eta: 2 days, 19:17:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9437, loss_cls: 4.3466, loss: 4.3466 +2025-06-09 19:45:11,541 - pyskl - INFO - Epoch [13][1900/3940] lr: 2.458e-02, eta: 2 days, 19:16:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9369, loss_cls: 4.4587, loss: 4.4587 +2025-06-09 19:45:56,002 - pyskl - INFO - Epoch [13][2000/3940] lr: 2.457e-02, eta: 2 days, 19:15:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9450, loss_cls: 4.3645, loss: 4.3645 +2025-06-09 19:46:40,514 - pyskl - INFO - Epoch [13][2100/3940] lr: 2.457e-02, eta: 2 days, 19:14:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9494, loss_cls: 4.2905, loss: 4.2905 +2025-06-09 19:47:24,928 - pyskl - INFO - Epoch [13][2200/3940] lr: 2.457e-02, eta: 2 days, 19:14:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9344, loss_cls: 4.6233, loss: 4.6233 +2025-06-09 19:48:09,306 - pyskl - INFO - Epoch [13][2300/3940] lr: 2.457e-02, eta: 2 days, 19:13:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9263, loss_cls: 4.5359, loss: 4.5359 +2025-06-09 19:48:53,738 - pyskl - INFO - Epoch [13][2400/3940] lr: 2.457e-02, eta: 2 days, 19:12:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9356, loss_cls: 4.3247, loss: 4.3247 +2025-06-09 19:49:38,170 - pyskl - INFO - Epoch [13][2500/3940] lr: 2.456e-02, eta: 2 days, 19:11:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9331, loss_cls: 4.4451, loss: 4.4451 +2025-06-09 19:50:22,569 - pyskl - INFO - Epoch [13][2600/3940] lr: 2.456e-02, eta: 2 days, 19:10:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9356, loss_cls: 4.4533, loss: 4.4533 +2025-06-09 19:51:06,990 - pyskl - INFO - Epoch [13][2700/3940] lr: 2.456e-02, eta: 2 days, 19:10:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9187, loss_cls: 4.6914, loss: 4.6914 +2025-06-09 19:51:51,400 - pyskl - INFO - Epoch [13][2800/3940] lr: 2.456e-02, eta: 2 days, 19:09:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9406, loss_cls: 4.4839, loss: 4.4839 +2025-06-09 19:52:35,842 - pyskl - INFO - Epoch [13][2900/3940] lr: 2.456e-02, eta: 2 days, 19:08:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9300, loss_cls: 4.5156, loss: 4.5156 +2025-06-09 19:53:20,323 - pyskl - INFO - Epoch [13][3000/3940] lr: 2.456e-02, eta: 2 days, 19:07:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9306, loss_cls: 4.5047, loss: 4.5047 +2025-06-09 19:54:04,706 - pyskl - INFO - Epoch [13][3100/3940] lr: 2.455e-02, eta: 2 days, 19:07:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9269, loss_cls: 4.5375, loss: 4.5375 +2025-06-09 19:54:49,149 - pyskl - INFO - Epoch [13][3200/3940] lr: 2.455e-02, eta: 2 days, 19:06:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9519, loss_cls: 4.3310, loss: 4.3310 +2025-06-09 19:55:33,701 - pyskl - INFO - Epoch [13][3300/3940] lr: 2.455e-02, eta: 2 days, 19:05:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9350, loss_cls: 4.5062, loss: 4.5062 +2025-06-09 19:56:18,182 - pyskl - INFO - Epoch [13][3400/3940] lr: 2.455e-02, eta: 2 days, 19:04:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9313, loss_cls: 4.5160, loss: 4.5160 +2025-06-09 19:57:02,679 - pyskl - INFO - Epoch [13][3500/3940] lr: 2.455e-02, eta: 2 days, 19:03:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9331, loss_cls: 4.4074, loss: 4.4074 +2025-06-09 19:57:47,145 - pyskl - INFO - Epoch [13][3600/3940] lr: 2.455e-02, eta: 2 days, 19:03:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9400, loss_cls: 4.5020, loss: 4.5020 +2025-06-09 19:58:31,573 - pyskl - INFO - Epoch [13][3700/3940] lr: 2.454e-02, eta: 2 days, 19:02:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9381, loss_cls: 4.6255, loss: 4.6255 +2025-06-09 19:59:16,000 - pyskl - INFO - Epoch [13][3800/3940] lr: 2.454e-02, eta: 2 days, 19:01:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9406, loss_cls: 4.5236, loss: 4.5236 +2025-06-09 20:00:00,498 - pyskl - INFO - Epoch [13][3900/3940] lr: 2.454e-02, eta: 2 days, 19:00:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9356, loss_cls: 4.5353, loss: 4.5353 +2025-06-09 20:00:18,667 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-06-09 20:03:39,757 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 20:03:40,219 - pyskl - INFO - +top1_acc 0.6310 +top5_acc 0.8979 +2025-06-09 20:03:40,237 - pyskl - INFO - Epoch(val) [13][3183] top1_acc: 0.6310, top5_acc: 0.8979 +2025-06-09 20:04:49,868 - pyskl - INFO - Epoch [14][100/3940] lr: 2.454e-02, eta: 2 days, 19:00:55, time: 0.696, data_time: 0.251, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9425, loss_cls: 4.5019, loss: 4.5019 +2025-06-09 20:05:34,278 - pyskl - INFO - Epoch [14][200/3940] lr: 2.454e-02, eta: 2 days, 19:00:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9437, loss_cls: 4.4098, loss: 4.4098 +2025-06-09 20:06:18,674 - pyskl - INFO - Epoch [14][300/3940] lr: 2.453e-02, eta: 2 days, 18:59:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9494, loss_cls: 4.3768, loss: 4.3768 +2025-06-09 20:07:03,185 - pyskl - INFO - Epoch [14][400/3940] lr: 2.453e-02, eta: 2 days, 18:58:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9337, loss_cls: 4.4339, loss: 4.4339 +2025-06-09 20:07:47,652 - pyskl - INFO - Epoch [14][500/3940] lr: 2.453e-02, eta: 2 days, 18:57:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9325, loss_cls: 4.5269, loss: 4.5269 +2025-06-09 20:08:32,139 - pyskl - INFO - Epoch [14][600/3940] lr: 2.453e-02, eta: 2 days, 18:56:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9444, loss_cls: 4.3090, loss: 4.3090 +2025-06-09 20:09:16,534 - pyskl - INFO - Epoch [14][700/3940] lr: 2.453e-02, eta: 2 days, 18:56:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9469, loss_cls: 4.4756, loss: 4.4756 +2025-06-09 20:10:00,963 - pyskl - INFO - Epoch [14][800/3940] lr: 2.453e-02, eta: 2 days, 18:55:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9431, loss_cls: 4.3356, loss: 4.3356 +2025-06-09 20:10:45,537 - pyskl - INFO - Epoch [14][900/3940] lr: 2.452e-02, eta: 2 days, 18:54:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9313, loss_cls: 4.5076, loss: 4.5076 +2025-06-09 20:11:30,217 - pyskl - INFO - Epoch [14][1000/3940] lr: 2.452e-02, eta: 2 days, 18:53:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9300, loss_cls: 4.4834, loss: 4.4834 +2025-06-09 20:12:14,792 - pyskl - INFO - Epoch [14][1100/3940] lr: 2.452e-02, eta: 2 days, 18:53:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9456, loss_cls: 4.4052, loss: 4.4052 +2025-06-09 20:12:59,234 - pyskl - INFO - Epoch [14][1200/3940] lr: 2.452e-02, eta: 2 days, 18:52:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9369, loss_cls: 4.4761, loss: 4.4761 +2025-06-09 20:13:43,674 - pyskl - INFO - Epoch [14][1300/3940] lr: 2.452e-02, eta: 2 days, 18:51:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9425, loss_cls: 4.4836, loss: 4.4836 +2025-06-09 20:14:28,358 - pyskl - INFO - Epoch [14][1400/3940] lr: 2.451e-02, eta: 2 days, 18:50:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9463, loss_cls: 4.2697, loss: 4.2697 +2025-06-09 20:15:12,934 - pyskl - INFO - Epoch [14][1500/3940] lr: 2.451e-02, eta: 2 days, 18:50:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9275, loss_cls: 4.4252, loss: 4.4252 +2025-06-09 20:15:57,475 - pyskl - INFO - Epoch [14][1600/3940] lr: 2.451e-02, eta: 2 days, 18:49:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9413, loss_cls: 4.5517, loss: 4.5517 +2025-06-09 20:16:42,052 - pyskl - INFO - Epoch [14][1700/3940] lr: 2.451e-02, eta: 2 days, 18:48:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9413, loss_cls: 4.3412, loss: 4.3412 +2025-06-09 20:17:26,618 - pyskl - INFO - Epoch [14][1800/3940] lr: 2.451e-02, eta: 2 days, 18:47:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9444, loss_cls: 4.3877, loss: 4.3877 +2025-06-09 20:18:11,154 - pyskl - INFO - Epoch [14][1900/3940] lr: 2.450e-02, eta: 2 days, 18:46:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9444, loss_cls: 4.4968, loss: 4.4968 +2025-06-09 20:18:55,694 - pyskl - INFO - Epoch [14][2000/3940] lr: 2.450e-02, eta: 2 days, 18:46:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9425, loss_cls: 4.3422, loss: 4.3422 +2025-06-09 20:19:40,182 - pyskl - INFO - Epoch [14][2100/3940] lr: 2.450e-02, eta: 2 days, 18:45:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9406, loss_cls: 4.4216, loss: 4.4216 +2025-06-09 20:20:24,829 - pyskl - INFO - Epoch [14][2200/3940] lr: 2.450e-02, eta: 2 days, 18:44:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9463, loss_cls: 4.3798, loss: 4.3798 +2025-06-09 20:21:09,313 - pyskl - INFO - Epoch [14][2300/3940] lr: 2.450e-02, eta: 2 days, 18:43:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9256, loss_cls: 4.5275, loss: 4.5275 +2025-06-09 20:21:53,889 - pyskl - INFO - Epoch [14][2400/3940] lr: 2.450e-02, eta: 2 days, 18:43:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9394, loss_cls: 4.4098, loss: 4.4098 +2025-06-09 20:22:38,359 - pyskl - INFO - Epoch [14][2500/3940] lr: 2.449e-02, eta: 2 days, 18:42:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9375, loss_cls: 4.4408, loss: 4.4408 +2025-06-09 20:23:22,797 - pyskl - INFO - Epoch [14][2600/3940] lr: 2.449e-02, eta: 2 days, 18:41:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9325, loss_cls: 4.6887, loss: 4.6887 +2025-06-09 20:24:07,273 - pyskl - INFO - Epoch [14][2700/3940] lr: 2.449e-02, eta: 2 days, 18:40:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9356, loss_cls: 4.4817, loss: 4.4817 +2025-06-09 20:24:51,719 - pyskl - INFO - Epoch [14][2800/3940] lr: 2.449e-02, eta: 2 days, 18:39:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9419, loss_cls: 4.5477, loss: 4.5477 +2025-06-09 20:25:36,107 - pyskl - INFO - Epoch [14][2900/3940] lr: 2.449e-02, eta: 2 days, 18:39:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9275, loss_cls: 4.5469, loss: 4.5469 +2025-06-09 20:26:20,466 - pyskl - INFO - Epoch [14][3000/3940] lr: 2.448e-02, eta: 2 days, 18:38:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9387, loss_cls: 4.4150, loss: 4.4150 +2025-06-09 20:27:04,788 - pyskl - INFO - Epoch [14][3100/3940] lr: 2.448e-02, eta: 2 days, 18:37:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9406, loss_cls: 4.4377, loss: 4.4377 +2025-06-09 20:27:49,168 - pyskl - INFO - Epoch [14][3200/3940] lr: 2.448e-02, eta: 2 days, 18:36:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9431, loss_cls: 4.3311, loss: 4.3311 +2025-06-09 20:28:33,527 - pyskl - INFO - Epoch [14][3300/3940] lr: 2.448e-02, eta: 2 days, 18:35:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9394, loss_cls: 4.3910, loss: 4.3910 +2025-06-09 20:29:17,851 - pyskl - INFO - Epoch [14][3400/3940] lr: 2.448e-02, eta: 2 days, 18:35:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9450, loss_cls: 4.4903, loss: 4.4903 +2025-06-09 20:30:02,245 - pyskl - INFO - Epoch [14][3500/3940] lr: 2.447e-02, eta: 2 days, 18:34:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9381, loss_cls: 4.3396, loss: 4.3396 +2025-06-09 20:30:46,679 - pyskl - INFO - Epoch [14][3600/3940] lr: 2.447e-02, eta: 2 days, 18:33:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9394, loss_cls: 4.4359, loss: 4.4359 +2025-06-09 20:31:31,067 - pyskl - INFO - Epoch [14][3700/3940] lr: 2.447e-02, eta: 2 days, 18:32:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9319, loss_cls: 4.3956, loss: 4.3956 +2025-06-09 20:32:15,420 - pyskl - INFO - Epoch [14][3800/3940] lr: 2.447e-02, eta: 2 days, 18:31:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9431, loss_cls: 4.4406, loss: 4.4406 +2025-06-09 20:33:00,007 - pyskl - INFO - Epoch [14][3900/3940] lr: 2.447e-02, eta: 2 days, 18:31:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9419, loss_cls: 4.3639, loss: 4.3639 +2025-06-09 20:33:18,179 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-06-09 20:36:39,239 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 20:36:39,824 - pyskl - INFO - +top1_acc 0.6465 +top5_acc 0.9015 +2025-06-09 20:36:39,843 - pyskl - INFO - Epoch(val) [14][3183] top1_acc: 0.6465, top5_acc: 0.9015 +2025-06-09 20:37:49,101 - pyskl - INFO - Epoch [15][100/3940] lr: 2.446e-02, eta: 2 days, 18:31:15, time: 0.693, data_time: 0.249, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9369, loss_cls: 4.5353, loss: 4.5353 +2025-06-09 20:38:33,453 - pyskl - INFO - Epoch [15][200/3940] lr: 2.446e-02, eta: 2 days, 18:30:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9400, loss_cls: 4.3295, loss: 4.3295 +2025-06-09 20:39:17,836 - pyskl - INFO - Epoch [15][300/3940] lr: 2.446e-02, eta: 2 days, 18:29:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9463, loss_cls: 4.3149, loss: 4.3149 +2025-06-09 20:40:02,286 - pyskl - INFO - Epoch [15][400/3940] lr: 2.446e-02, eta: 2 days, 18:28:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9406, loss_cls: 4.3046, loss: 4.3046 +2025-06-09 20:40:46,635 - pyskl - INFO - Epoch [15][500/3940] lr: 2.446e-02, eta: 2 days, 18:28:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9506, loss_cls: 4.3609, loss: 4.3609 +2025-06-09 20:41:31,044 - pyskl - INFO - Epoch [15][600/3940] lr: 2.445e-02, eta: 2 days, 18:27:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9394, loss_cls: 4.3136, loss: 4.3136 +2025-06-09 20:42:15,398 - pyskl - INFO - Epoch [15][700/3940] lr: 2.445e-02, eta: 2 days, 18:26:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9456, loss_cls: 4.3587, loss: 4.3587 +2025-06-09 20:42:59,760 - pyskl - INFO - Epoch [15][800/3940] lr: 2.445e-02, eta: 2 days, 18:25:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9406, loss_cls: 4.4113, loss: 4.4113 +2025-06-09 20:43:44,168 - pyskl - INFO - Epoch [15][900/3940] lr: 2.445e-02, eta: 2 days, 18:24:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9325, loss_cls: 4.5467, loss: 4.5467 +2025-06-09 20:44:28,608 - pyskl - INFO - Epoch [15][1000/3940] lr: 2.445e-02, eta: 2 days, 18:24:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9394, loss_cls: 4.5599, loss: 4.5599 +2025-06-09 20:45:13,018 - pyskl - INFO - Epoch [15][1100/3940] lr: 2.445e-02, eta: 2 days, 18:23:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9437, loss_cls: 4.4575, loss: 4.4575 +2025-06-09 20:45:57,366 - pyskl - INFO - Epoch [15][1200/3940] lr: 2.444e-02, eta: 2 days, 18:22:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9356, loss_cls: 4.3059, loss: 4.3059 +2025-06-09 20:46:41,779 - pyskl - INFO - Epoch [15][1300/3940] lr: 2.444e-02, eta: 2 days, 18:21:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9325, loss_cls: 4.5567, loss: 4.5567 +2025-06-09 20:47:26,166 - pyskl - INFO - Epoch [15][1400/3940] lr: 2.444e-02, eta: 2 days, 18:20:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9456, loss_cls: 4.4851, loss: 4.4851 +2025-06-09 20:48:10,657 - pyskl - INFO - Epoch [15][1500/3940] lr: 2.444e-02, eta: 2 days, 18:20:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9263, loss_cls: 4.5554, loss: 4.5554 +2025-06-09 20:48:55,219 - pyskl - INFO - Epoch [15][1600/3940] lr: 2.444e-02, eta: 2 days, 18:19:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9413, loss_cls: 4.4595, loss: 4.4595 +2025-06-09 20:49:39,713 - pyskl - INFO - Epoch [15][1700/3940] lr: 2.443e-02, eta: 2 days, 18:18:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9419, loss_cls: 4.4584, loss: 4.4584 +2025-06-09 20:50:24,172 - pyskl - INFO - Epoch [15][1800/3940] lr: 2.443e-02, eta: 2 days, 18:17:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9375, loss_cls: 4.6000, loss: 4.6000 +2025-06-09 20:51:08,628 - pyskl - INFO - Epoch [15][1900/3940] lr: 2.443e-02, eta: 2 days, 18:17:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9444, loss_cls: 4.3376, loss: 4.3376 +2025-06-09 20:51:52,998 - pyskl - INFO - Epoch [15][2000/3940] lr: 2.443e-02, eta: 2 days, 18:16:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9325, loss_cls: 4.4266, loss: 4.4266 +2025-06-09 20:52:37,400 - pyskl - INFO - Epoch [15][2100/3940] lr: 2.443e-02, eta: 2 days, 18:15:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9444, loss_cls: 4.4615, loss: 4.4615 +2025-06-09 20:53:21,848 - pyskl - INFO - Epoch [15][2200/3940] lr: 2.442e-02, eta: 2 days, 18:14:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9375, loss_cls: 4.4526, loss: 4.4526 +2025-06-09 20:54:06,263 - pyskl - INFO - Epoch [15][2300/3940] lr: 2.442e-02, eta: 2 days, 18:13:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9481, loss_cls: 4.3258, loss: 4.3258 +2025-06-09 20:54:50,646 - pyskl - INFO - Epoch [15][2400/3940] lr: 2.442e-02, eta: 2 days, 18:13:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9369, loss_cls: 4.3007, loss: 4.3007 +2025-06-09 20:55:35,084 - pyskl - INFO - Epoch [15][2500/3940] lr: 2.442e-02, eta: 2 days, 18:12:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9431, loss_cls: 4.3448, loss: 4.3448 +2025-06-09 20:56:19,514 - pyskl - INFO - Epoch [15][2600/3940] lr: 2.442e-02, eta: 2 days, 18:11:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9350, loss_cls: 4.5161, loss: 4.5161 +2025-06-09 20:57:03,912 - pyskl - INFO - Epoch [15][2700/3940] lr: 2.441e-02, eta: 2 days, 18:10:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9350, loss_cls: 4.4682, loss: 4.4682 +2025-06-09 20:57:48,433 - pyskl - INFO - Epoch [15][2800/3940] lr: 2.441e-02, eta: 2 days, 18:09:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9375, loss_cls: 4.4911, loss: 4.4911 +2025-06-09 20:58:32,972 - pyskl - INFO - Epoch [15][2900/3940] lr: 2.441e-02, eta: 2 days, 18:09:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9519, loss_cls: 4.3669, loss: 4.3669 +2025-06-09 20:59:17,477 - pyskl - INFO - Epoch [15][3000/3940] lr: 2.441e-02, eta: 2 days, 18:08:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9400, loss_cls: 4.5295, loss: 4.5295 +2025-06-09 21:00:01,925 - pyskl - INFO - Epoch [15][3100/3940] lr: 2.441e-02, eta: 2 days, 18:07:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9369, loss_cls: 4.3203, loss: 4.3203 +2025-06-09 21:00:46,354 - pyskl - INFO - Epoch [15][3200/3940] lr: 2.440e-02, eta: 2 days, 18:06:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9394, loss_cls: 4.4106, loss: 4.4106 +2025-06-09 21:01:30,783 - pyskl - INFO - Epoch [15][3300/3940] lr: 2.440e-02, eta: 2 days, 18:06:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9369, loss_cls: 4.4655, loss: 4.4655 +2025-06-09 21:02:15,258 - pyskl - INFO - Epoch [15][3400/3940] lr: 2.440e-02, eta: 2 days, 18:05:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9413, loss_cls: 4.4430, loss: 4.4430 +2025-06-09 21:02:59,727 - pyskl - INFO - Epoch [15][3500/3940] lr: 2.440e-02, eta: 2 days, 18:04:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9263, loss_cls: 4.5289, loss: 4.5289 +2025-06-09 21:03:44,118 - pyskl - INFO - Epoch [15][3600/3940] lr: 2.440e-02, eta: 2 days, 18:03:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9406, loss_cls: 4.3717, loss: 4.3717 +2025-06-09 21:04:28,507 - pyskl - INFO - Epoch [15][3700/3940] lr: 2.439e-02, eta: 2 days, 18:02:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9425, loss_cls: 4.4003, loss: 4.4003 +2025-06-09 21:05:12,887 - pyskl - INFO - Epoch [15][3800/3940] lr: 2.439e-02, eta: 2 days, 18:02:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9356, loss_cls: 4.3484, loss: 4.3484 +2025-06-09 21:05:57,302 - pyskl - INFO - Epoch [15][3900/3940] lr: 2.439e-02, eta: 2 days, 18:01:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9387, loss_cls: 4.4393, loss: 4.4393 +2025-06-09 21:06:15,351 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-06-09 21:25:05,425 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 21:25:05,919 - pyskl - INFO - +top1_acc 0.6604 +top5_acc 0.9117 +2025-06-09 21:25:05,971 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_11.pth was removed +2025-06-09 21:25:07,045 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. +2025-06-09 21:25:07,047 - pyskl - INFO - Best top1_acc is 0.6604 at 15 epoch. +2025-06-09 21:25:07,065 - pyskl - INFO - Epoch(val) [15][3183] top1_acc: 0.6604, top5_acc: 0.9117 +2025-06-09 21:26:16,861 - pyskl - INFO - Epoch [16][100/3940] lr: 2.439e-02, eta: 2 days, 18:01:25, time: 0.698, data_time: 0.252, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9431, loss_cls: 4.3575, loss: 4.3575 +2025-06-09 21:27:01,613 - pyskl - INFO - Epoch [16][200/3940] lr: 2.438e-02, eta: 2 days, 18:00:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9450, loss_cls: 4.3728, loss: 4.3728 +2025-06-09 21:27:46,303 - pyskl - INFO - Epoch [16][300/3940] lr: 2.438e-02, eta: 2 days, 17:59:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9531, loss_cls: 4.3199, loss: 4.3199 +2025-06-09 21:28:30,888 - pyskl - INFO - Epoch [16][400/3940] lr: 2.438e-02, eta: 2 days, 17:59:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9481, loss_cls: 4.2808, loss: 4.2808 +2025-06-09 21:29:15,303 - pyskl - INFO - Epoch [16][500/3940] lr: 2.438e-02, eta: 2 days, 17:58:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9437, loss_cls: 4.4660, loss: 4.4660 +2025-06-09 21:29:59,670 - pyskl - INFO - Epoch [16][600/3940] lr: 2.438e-02, eta: 2 days, 17:57:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9437, loss_cls: 4.3363, loss: 4.3363 +2025-06-09 21:30:44,139 - pyskl - INFO - Epoch [16][700/3940] lr: 2.437e-02, eta: 2 days, 17:56:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9337, loss_cls: 4.5364, loss: 4.5364 +2025-06-09 21:31:28,548 - pyskl - INFO - Epoch [16][800/3940] lr: 2.437e-02, eta: 2 days, 17:56:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9344, loss_cls: 4.4661, loss: 4.4661 +2025-06-09 21:32:13,023 - pyskl - INFO - Epoch [16][900/3940] lr: 2.437e-02, eta: 2 days, 17:55:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9406, loss_cls: 4.3760, loss: 4.3760 +2025-06-09 21:32:57,434 - pyskl - INFO - Epoch [16][1000/3940] lr: 2.437e-02, eta: 2 days, 17:54:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9519, loss_cls: 4.3173, loss: 4.3173 +2025-06-09 21:33:41,852 - pyskl - INFO - Epoch [16][1100/3940] lr: 2.437e-02, eta: 2 days, 17:53:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9406, loss_cls: 4.1867, loss: 4.1867 +2025-06-09 21:34:26,201 - pyskl - INFO - Epoch [16][1200/3940] lr: 2.436e-02, eta: 2 days, 17:52:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9413, loss_cls: 4.3278, loss: 4.3278 +2025-06-09 21:35:10,678 - pyskl - INFO - Epoch [16][1300/3940] lr: 2.436e-02, eta: 2 days, 17:52:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 4.2659, loss: 4.2659 +2025-06-09 21:35:55,116 - pyskl - INFO - Epoch [16][1400/3940] lr: 2.436e-02, eta: 2 days, 17:51:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9363, loss_cls: 4.4607, loss: 4.4607 +2025-06-09 21:36:39,526 - pyskl - INFO - Epoch [16][1500/3940] lr: 2.436e-02, eta: 2 days, 17:50:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 4.0724, loss: 4.0724 +2025-06-09 21:37:23,977 - pyskl - INFO - Epoch [16][1600/3940] lr: 2.435e-02, eta: 2 days, 17:49:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9337, loss_cls: 4.4707, loss: 4.4707 +2025-06-09 21:38:08,409 - pyskl - INFO - Epoch [16][1700/3940] lr: 2.435e-02, eta: 2 days, 17:48:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9525, loss_cls: 4.2806, loss: 4.2806 +2025-06-09 21:38:52,849 - pyskl - INFO - Epoch [16][1800/3940] lr: 2.435e-02, eta: 2 days, 17:48:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9469, loss_cls: 4.4201, loss: 4.4201 +2025-06-09 21:39:37,257 - pyskl - INFO - Epoch [16][1900/3940] lr: 2.435e-02, eta: 2 days, 17:47:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9369, loss_cls: 4.3851, loss: 4.3851 +2025-06-09 21:40:21,613 - pyskl - INFO - Epoch [16][2000/3940] lr: 2.435e-02, eta: 2 days, 17:46:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9369, loss_cls: 4.4470, loss: 4.4470 +2025-06-09 21:41:05,977 - pyskl - INFO - Epoch [16][2100/3940] lr: 2.434e-02, eta: 2 days, 17:45:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9450, loss_cls: 4.3264, loss: 4.3264 +2025-06-09 21:41:50,382 - pyskl - INFO - Epoch [16][2200/3940] lr: 2.434e-02, eta: 2 days, 17:45:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9294, loss_cls: 4.5089, loss: 4.5089 +2025-06-09 21:42:34,831 - pyskl - INFO - Epoch [16][2300/3940] lr: 2.434e-02, eta: 2 days, 17:44:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9425, loss_cls: 4.2570, loss: 4.2570 +2025-06-09 21:43:19,173 - pyskl - INFO - Epoch [16][2400/3940] lr: 2.434e-02, eta: 2 days, 17:43:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9419, loss_cls: 4.4524, loss: 4.4524 +2025-06-09 21:44:03,562 - pyskl - INFO - Epoch [16][2500/3940] lr: 2.434e-02, eta: 2 days, 17:42:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9413, loss_cls: 4.3368, loss: 4.3368 +2025-06-09 21:44:48,065 - pyskl - INFO - Epoch [16][2600/3940] lr: 2.433e-02, eta: 2 days, 17:41:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9369, loss_cls: 4.3014, loss: 4.3014 +2025-06-09 21:45:32,469 - pyskl - INFO - Epoch [16][2700/3940] lr: 2.433e-02, eta: 2 days, 17:41:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9381, loss_cls: 4.2432, loss: 4.2432 +2025-06-09 21:46:16,783 - pyskl - INFO - Epoch [16][2800/3940] lr: 2.433e-02, eta: 2 days, 17:40:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9425, loss_cls: 4.2319, loss: 4.2319 +2025-06-09 21:47:01,109 - pyskl - INFO - Epoch [16][2900/3940] lr: 2.433e-02, eta: 2 days, 17:39:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9519, loss_cls: 4.3966, loss: 4.3966 +2025-06-09 21:47:45,421 - pyskl - INFO - Epoch [16][3000/3940] lr: 2.433e-02, eta: 2 days, 17:38:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9356, loss_cls: 4.5177, loss: 4.5177 +2025-06-09 21:48:29,794 - pyskl - INFO - Epoch [16][3100/3940] lr: 2.432e-02, eta: 2 days, 17:37:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9363, loss_cls: 4.4434, loss: 4.4434 +2025-06-09 21:49:14,155 - pyskl - INFO - Epoch [16][3200/3940] lr: 2.432e-02, eta: 2 days, 17:37:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9387, loss_cls: 4.4545, loss: 4.4545 +2025-06-09 21:49:58,423 - pyskl - INFO - Epoch [16][3300/3940] lr: 2.432e-02, eta: 2 days, 17:36:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9369, loss_cls: 4.4882, loss: 4.4882 +2025-06-09 21:50:42,785 - pyskl - INFO - Epoch [16][3400/3940] lr: 2.432e-02, eta: 2 days, 17:35:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9406, loss_cls: 4.3271, loss: 4.3271 +2025-06-09 21:51:27,149 - pyskl - INFO - Epoch [16][3500/3940] lr: 2.431e-02, eta: 2 days, 17:34:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9344, loss_cls: 4.3287, loss: 4.3287 +2025-06-09 21:52:11,654 - pyskl - INFO - Epoch [16][3600/3940] lr: 2.431e-02, eta: 2 days, 17:34:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9331, loss_cls: 4.4716, loss: 4.4716 +2025-06-09 21:52:56,410 - pyskl - INFO - Epoch [16][3700/3940] lr: 2.431e-02, eta: 2 days, 17:33:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9369, loss_cls: 4.4788, loss: 4.4788 +2025-06-09 21:53:40,949 - pyskl - INFO - Epoch [16][3800/3940] lr: 2.431e-02, eta: 2 days, 17:32:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9463, loss_cls: 4.2915, loss: 4.2915 +2025-06-09 21:54:25,533 - pyskl - INFO - Epoch [16][3900/3940] lr: 2.431e-02, eta: 2 days, 17:31:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9456, loss_cls: 4.2032, loss: 4.2032 +2025-06-09 21:54:43,775 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-06-09 21:58:04,939 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 21:58:05,399 - pyskl - INFO - +top1_acc 0.6562 +top5_acc 0.9168 +2025-06-09 21:58:05,416 - pyskl - INFO - Epoch(val) [16][3183] top1_acc: 0.6562, top5_acc: 0.9168 +2025-06-09 21:59:14,756 - pyskl - INFO - Epoch [17][100/3940] lr: 2.430e-02, eta: 2 days, 17:31:39, time: 0.693, data_time: 0.248, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9450, loss_cls: 4.3389, loss: 4.3389 +2025-06-09 21:59:59,178 - pyskl - INFO - Epoch [17][200/3940] lr: 2.430e-02, eta: 2 days, 17:30:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9506, loss_cls: 4.2307, loss: 4.2307 +2025-06-09 22:00:43,695 - pyskl - INFO - Epoch [17][300/3940] lr: 2.430e-02, eta: 2 days, 17:30:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9500, loss_cls: 4.3181, loss: 4.3181 +2025-06-09 22:01:28,335 - pyskl - INFO - Epoch [17][400/3940] lr: 2.430e-02, eta: 2 days, 17:29:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9331, loss_cls: 4.3951, loss: 4.3951 +2025-06-09 22:02:13,014 - pyskl - INFO - Epoch [17][500/3940] lr: 2.429e-02, eta: 2 days, 17:28:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9475, loss_cls: 4.3586, loss: 4.3586 +2025-06-09 22:02:57,571 - pyskl - INFO - Epoch [17][600/3940] lr: 2.429e-02, eta: 2 days, 17:27:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9525, loss_cls: 4.2486, loss: 4.2486 +2025-06-09 22:03:42,061 - pyskl - INFO - Epoch [17][700/3940] lr: 2.429e-02, eta: 2 days, 17:27:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9400, loss_cls: 4.3238, loss: 4.3238 +2025-06-09 22:04:26,454 - pyskl - INFO - Epoch [17][800/3940] lr: 2.429e-02, eta: 2 days, 17:26:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9437, loss_cls: 4.4063, loss: 4.4063 +2025-06-09 22:05:10,885 - pyskl - INFO - Epoch [17][900/3940] lr: 2.428e-02, eta: 2 days, 17:25:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9500, loss_cls: 4.2964, loss: 4.2964 +2025-06-09 22:05:55,498 - pyskl - INFO - Epoch [17][1000/3940] lr: 2.428e-02, eta: 2 days, 17:24:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9487, loss_cls: 4.3084, loss: 4.3084 +2025-06-09 22:06:39,971 - pyskl - INFO - Epoch [17][1100/3940] lr: 2.428e-02, eta: 2 days, 17:23:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9319, loss_cls: 4.3360, loss: 4.3360 +2025-06-09 22:07:24,538 - pyskl - INFO - Epoch [17][1200/3940] lr: 2.428e-02, eta: 2 days, 17:23:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9481, loss_cls: 4.3023, loss: 4.3023 +2025-06-09 22:08:09,035 - pyskl - INFO - Epoch [17][1300/3940] lr: 2.428e-02, eta: 2 days, 17:22:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9350, loss_cls: 4.3511, loss: 4.3511 +2025-06-09 22:08:53,397 - pyskl - INFO - Epoch [17][1400/3940] lr: 2.427e-02, eta: 2 days, 17:21:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9450, loss_cls: 4.3821, loss: 4.3821 +2025-06-09 22:09:37,763 - pyskl - INFO - Epoch [17][1500/3940] lr: 2.427e-02, eta: 2 days, 17:20:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9425, loss_cls: 4.4190, loss: 4.4190 +2025-06-09 22:10:22,197 - pyskl - INFO - Epoch [17][1600/3940] lr: 2.427e-02, eta: 2 days, 17:20:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9513, loss_cls: 4.3286, loss: 4.3286 +2025-06-09 22:11:06,723 - pyskl - INFO - Epoch [17][1700/3940] lr: 2.427e-02, eta: 2 days, 17:19:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9469, loss_cls: 4.3379, loss: 4.3379 +2025-06-09 22:11:51,219 - pyskl - INFO - Epoch [17][1800/3940] lr: 2.426e-02, eta: 2 days, 17:18:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9456, loss_cls: 4.2815, loss: 4.2815 +2025-06-09 22:12:35,532 - pyskl - INFO - Epoch [17][1900/3940] lr: 2.426e-02, eta: 2 days, 17:17:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9381, loss_cls: 4.3277, loss: 4.3277 +2025-06-09 22:13:19,918 - pyskl - INFO - Epoch [17][2000/3940] lr: 2.426e-02, eta: 2 days, 17:16:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9475, loss_cls: 4.2068, loss: 4.2068 +2025-06-09 22:14:04,374 - pyskl - INFO - Epoch [17][2100/3940] lr: 2.426e-02, eta: 2 days, 17:16:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9431, loss_cls: 4.2506, loss: 4.2506 +2025-06-09 22:14:48,718 - pyskl - INFO - Epoch [17][2200/3940] lr: 2.426e-02, eta: 2 days, 17:15:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9406, loss_cls: 4.3625, loss: 4.3625 +2025-06-09 22:15:33,108 - pyskl - INFO - Epoch [17][2300/3940] lr: 2.425e-02, eta: 2 days, 17:14:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9400, loss_cls: 4.2826, loss: 4.2826 +2025-06-09 22:16:17,462 - pyskl - INFO - Epoch [17][2400/3940] lr: 2.425e-02, eta: 2 days, 17:13:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9425, loss_cls: 4.3740, loss: 4.3740 +2025-06-09 22:17:02,012 - pyskl - INFO - Epoch [17][2500/3940] lr: 2.425e-02, eta: 2 days, 17:13:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9337, loss_cls: 4.3047, loss: 4.3047 +2025-06-09 22:17:46,431 - pyskl - INFO - Epoch [17][2600/3940] lr: 2.425e-02, eta: 2 days, 17:12:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9431, loss_cls: 4.3724, loss: 4.3724 +2025-06-09 22:18:30,827 - pyskl - INFO - Epoch [17][2700/3940] lr: 2.424e-02, eta: 2 days, 17:11:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 4.1907, loss: 4.1907 +2025-06-09 22:19:15,193 - pyskl - INFO - Epoch [17][2800/3940] lr: 2.424e-02, eta: 2 days, 17:10:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9506, loss_cls: 4.3353, loss: 4.3353 +2025-06-09 22:19:59,525 - pyskl - INFO - Epoch [17][2900/3940] lr: 2.424e-02, eta: 2 days, 17:09:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9463, loss_cls: 4.2801, loss: 4.2801 +2025-06-09 22:20:43,856 - pyskl - INFO - Epoch [17][3000/3940] lr: 2.424e-02, eta: 2 days, 17:09:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 4.2804, loss: 4.2804 +2025-06-09 22:21:28,055 - pyskl - INFO - Epoch [17][3100/3940] lr: 2.424e-02, eta: 2 days, 17:08:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9337, loss_cls: 4.4457, loss: 4.4457 +2025-06-09 22:22:12,316 - pyskl - INFO - Epoch [17][3200/3940] lr: 2.423e-02, eta: 2 days, 17:07:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9450, loss_cls: 4.3041, loss: 4.3041 +2025-06-09 22:22:56,659 - pyskl - INFO - Epoch [17][3300/3940] lr: 2.423e-02, eta: 2 days, 17:06:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9444, loss_cls: 4.2189, loss: 4.2189 +2025-06-09 22:23:41,053 - pyskl - INFO - Epoch [17][3400/3940] lr: 2.423e-02, eta: 2 days, 17:05:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9444, loss_cls: 4.3542, loss: 4.3542 +2025-06-09 22:24:25,445 - pyskl - INFO - Epoch [17][3500/3940] lr: 2.423e-02, eta: 2 days, 17:05:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9287, loss_cls: 4.3873, loss: 4.3873 +2025-06-09 22:25:09,883 - pyskl - INFO - Epoch [17][3600/3940] lr: 2.422e-02, eta: 2 days, 17:04:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9463, loss_cls: 4.2974, loss: 4.2974 +2025-06-09 22:25:54,397 - pyskl - INFO - Epoch [17][3700/3940] lr: 2.422e-02, eta: 2 days, 17:03:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9387, loss_cls: 4.3847, loss: 4.3847 +2025-06-09 22:26:38,818 - pyskl - INFO - Epoch [17][3800/3940] lr: 2.422e-02, eta: 2 days, 17:02:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9425, loss_cls: 4.3529, loss: 4.3529 +2025-06-09 22:27:23,305 - pyskl - INFO - Epoch [17][3900/3940] lr: 2.422e-02, eta: 2 days, 17:02:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9400, loss_cls: 4.2469, loss: 4.2469 +2025-06-09 22:27:41,488 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-06-09 22:31:02,752 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 22:31:03,225 - pyskl - INFO - +top1_acc 0.6214 +top5_acc 0.8762 +2025-06-09 22:31:03,243 - pyskl - INFO - Epoch(val) [17][3183] top1_acc: 0.6214, top5_acc: 0.8762 +2025-06-09 22:32:12,241 - pyskl - INFO - Epoch [18][100/3940] lr: 2.421e-02, eta: 2 days, 17:01:53, time: 0.690, data_time: 0.245, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9400, loss_cls: 4.3380, loss: 4.3380 +2025-06-09 22:32:56,722 - pyskl - INFO - Epoch [18][200/3940] lr: 2.421e-02, eta: 2 days, 17:01:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9419, loss_cls: 4.3538, loss: 4.3538 +2025-06-09 22:33:41,142 - pyskl - INFO - Epoch [18][300/3940] lr: 2.421e-02, eta: 2 days, 17:00:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9487, loss_cls: 4.1587, loss: 4.1587 +2025-06-09 22:34:25,731 - pyskl - INFO - Epoch [18][400/3940] lr: 2.421e-02, eta: 2 days, 16:59:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9325, loss_cls: 4.4358, loss: 4.4358 +2025-06-09 22:35:10,363 - pyskl - INFO - Epoch [18][500/3940] lr: 2.420e-02, eta: 2 days, 16:58:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9313, loss_cls: 4.4276, loss: 4.4276 +2025-06-09 22:35:54,912 - pyskl - INFO - Epoch [18][600/3940] lr: 2.420e-02, eta: 2 days, 16:58:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9381, loss_cls: 4.3397, loss: 4.3397 +2025-06-09 22:36:39,286 - pyskl - INFO - Epoch [18][700/3940] lr: 2.420e-02, eta: 2 days, 16:57:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9469, loss_cls: 4.1783, loss: 4.1783 +2025-06-09 22:37:23,708 - pyskl - INFO - Epoch [18][800/3940] lr: 2.420e-02, eta: 2 days, 16:56:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9481, loss_cls: 4.2413, loss: 4.2413 +2025-06-09 22:38:08,117 - pyskl - INFO - Epoch [18][900/3940] lr: 2.420e-02, eta: 2 days, 16:55:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9456, loss_cls: 4.1837, loss: 4.1837 +2025-06-09 22:38:52,453 - pyskl - INFO - Epoch [18][1000/3940] lr: 2.419e-02, eta: 2 days, 16:54:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9369, loss_cls: 4.3892, loss: 4.3892 +2025-06-09 22:39:36,858 - pyskl - INFO - Epoch [18][1100/3940] lr: 2.419e-02, eta: 2 days, 16:54:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9506, loss_cls: 4.1816, loss: 4.1816 +2025-06-09 22:40:21,373 - pyskl - INFO - Epoch [18][1200/3940] lr: 2.419e-02, eta: 2 days, 16:53:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9450, loss_cls: 4.3099, loss: 4.3099 +2025-06-09 22:41:05,987 - pyskl - INFO - Epoch [18][1300/3940] lr: 2.419e-02, eta: 2 days, 16:52:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9419, loss_cls: 4.3126, loss: 4.3126 +2025-06-09 22:41:50,672 - pyskl - INFO - Epoch [18][1400/3940] lr: 2.418e-02, eta: 2 days, 16:51:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 4.3330, loss: 4.3330 +2025-06-09 22:42:35,134 - pyskl - INFO - Epoch [18][1500/3940] lr: 2.418e-02, eta: 2 days, 16:51:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9387, loss_cls: 4.3945, loss: 4.3945 +2025-06-09 22:43:19,607 - pyskl - INFO - Epoch [18][1600/3940] lr: 2.418e-02, eta: 2 days, 16:50:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9494, loss_cls: 4.1785, loss: 4.1785 +2025-06-09 22:44:04,167 - pyskl - INFO - Epoch [18][1700/3940] lr: 2.418e-02, eta: 2 days, 16:49:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9413, loss_cls: 4.4066, loss: 4.4066 +2025-06-09 22:44:48,573 - pyskl - INFO - Epoch [18][1800/3940] lr: 2.417e-02, eta: 2 days, 16:48:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9487, loss_cls: 4.3153, loss: 4.3153 +2025-06-09 22:45:33,027 - pyskl - INFO - Epoch [18][1900/3940] lr: 2.417e-02, eta: 2 days, 16:48:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9437, loss_cls: 4.3610, loss: 4.3610 +2025-06-09 22:46:17,520 - pyskl - INFO - Epoch [18][2000/3940] lr: 2.417e-02, eta: 2 days, 16:47:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9531, loss_cls: 4.2823, loss: 4.2823 +2025-06-09 22:47:02,091 - pyskl - INFO - Epoch [18][2100/3940] lr: 2.417e-02, eta: 2 days, 16:46:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9356, loss_cls: 4.3100, loss: 4.3100 +2025-06-09 22:47:46,817 - pyskl - INFO - Epoch [18][2200/3940] lr: 2.416e-02, eta: 2 days, 16:45:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9419, loss_cls: 4.2836, loss: 4.2836 +2025-06-09 22:48:31,225 - pyskl - INFO - Epoch [18][2300/3940] lr: 2.416e-02, eta: 2 days, 16:44:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9425, loss_cls: 4.3850, loss: 4.3850 +2025-06-09 22:49:15,661 - pyskl - INFO - Epoch [18][2400/3940] lr: 2.416e-02, eta: 2 days, 16:44:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9519, loss_cls: 4.2682, loss: 4.2682 +2025-06-09 22:50:00,097 - pyskl - INFO - Epoch [18][2500/3940] lr: 2.416e-02, eta: 2 days, 16:43:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9525, loss_cls: 4.1649, loss: 4.1649 +2025-06-09 22:50:44,671 - pyskl - INFO - Epoch [18][2600/3940] lr: 2.415e-02, eta: 2 days, 16:42:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9450, loss_cls: 4.2930, loss: 4.2930 +2025-06-09 22:51:29,145 - pyskl - INFO - Epoch [18][2700/3940] lr: 2.415e-02, eta: 2 days, 16:41:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9513, loss_cls: 4.3562, loss: 4.3562 +2025-06-09 22:52:13,682 - pyskl - INFO - Epoch [18][2800/3940] lr: 2.415e-02, eta: 2 days, 16:41:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9500, loss_cls: 4.3153, loss: 4.3153 +2025-06-09 22:52:58,324 - pyskl - INFO - Epoch [18][2900/3940] lr: 2.415e-02, eta: 2 days, 16:40:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9444, loss_cls: 4.3088, loss: 4.3088 +2025-06-09 22:53:42,833 - pyskl - INFO - Epoch [18][3000/3940] lr: 2.415e-02, eta: 2 days, 16:39:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9450, loss_cls: 4.3142, loss: 4.3142 +2025-06-09 22:54:27,324 - pyskl - INFO - Epoch [18][3100/3940] lr: 2.414e-02, eta: 2 days, 16:38:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9456, loss_cls: 4.2695, loss: 4.2695 +2025-06-09 22:55:11,809 - pyskl - INFO - Epoch [18][3200/3940] lr: 2.414e-02, eta: 2 days, 16:38:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9525, loss_cls: 4.1447, loss: 4.1447 +2025-06-09 22:55:56,324 - pyskl - INFO - Epoch [18][3300/3940] lr: 2.414e-02, eta: 2 days, 16:37:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9287, loss_cls: 4.4124, loss: 4.4124 +2025-06-09 22:56:40,947 - pyskl - INFO - Epoch [18][3400/3940] lr: 2.414e-02, eta: 2 days, 16:36:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9431, loss_cls: 4.3987, loss: 4.3987 +2025-06-09 22:57:25,607 - pyskl - INFO - Epoch [18][3500/3940] lr: 2.413e-02, eta: 2 days, 16:35:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9481, loss_cls: 4.2366, loss: 4.2366 +2025-06-09 22:58:10,160 - pyskl - INFO - Epoch [18][3600/3940] lr: 2.413e-02, eta: 2 days, 16:35:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9463, loss_cls: 4.3949, loss: 4.3949 +2025-06-09 22:58:54,639 - pyskl - INFO - Epoch [18][3700/3940] lr: 2.413e-02, eta: 2 days, 16:34:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9425, loss_cls: 4.3693, loss: 4.3693 +2025-06-09 22:59:39,127 - pyskl - INFO - Epoch [18][3800/3940] lr: 2.413e-02, eta: 2 days, 16:33:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9425, loss_cls: 4.2477, loss: 4.2477 +2025-06-09 23:00:23,568 - pyskl - INFO - Epoch [18][3900/3940] lr: 2.412e-02, eta: 2 days, 16:32:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9394, loss_cls: 4.2903, loss: 4.2903 +2025-06-09 23:00:41,653 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-06-09 23:04:03,568 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 23:04:04,059 - pyskl - INFO - +top1_acc 0.6008 +top5_acc 0.8862 +2025-06-09 23:04:04,080 - pyskl - INFO - Epoch(val) [18][3183] top1_acc: 0.6008, top5_acc: 0.8862 +2025-06-09 23:05:14,012 - pyskl - INFO - Epoch [19][100/3940] lr: 2.412e-02, eta: 2 days, 16:32:37, time: 0.699, data_time: 0.255, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9481, loss_cls: 4.3543, loss: 4.3543 +2025-06-09 23:05:58,541 - pyskl - INFO - Epoch [19][200/3940] lr: 2.412e-02, eta: 2 days, 16:31:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9450, loss_cls: 4.2700, loss: 4.2700 +2025-06-09 23:06:42,964 - pyskl - INFO - Epoch [19][300/3940] lr: 2.411e-02, eta: 2 days, 16:31:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9419, loss_cls: 4.1604, loss: 4.1604 +2025-06-09 23:07:27,467 - pyskl - INFO - Epoch [19][400/3940] lr: 2.411e-02, eta: 2 days, 16:30:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9281, loss_cls: 4.4324, loss: 4.4324 +2025-06-09 23:08:12,047 - pyskl - INFO - Epoch [19][500/3940] lr: 2.411e-02, eta: 2 days, 16:29:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9506, loss_cls: 4.2554, loss: 4.2554 +2025-06-09 23:08:56,497 - pyskl - INFO - Epoch [19][600/3940] lr: 2.411e-02, eta: 2 days, 16:28:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9500, loss_cls: 4.2071, loss: 4.2071 +2025-06-09 23:09:40,930 - pyskl - INFO - Epoch [19][700/3940] lr: 2.411e-02, eta: 2 days, 16:28:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9425, loss_cls: 4.3417, loss: 4.3417 +2025-06-09 23:10:25,447 - pyskl - INFO - Epoch [19][800/3940] lr: 2.410e-02, eta: 2 days, 16:27:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9425, loss_cls: 4.4775, loss: 4.4775 +2025-06-09 23:11:09,953 - pyskl - INFO - Epoch [19][900/3940] lr: 2.410e-02, eta: 2 days, 16:26:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9431, loss_cls: 4.2279, loss: 4.2279 +2025-06-09 23:11:54,397 - pyskl - INFO - Epoch [19][1000/3940] lr: 2.410e-02, eta: 2 days, 16:25:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9431, loss_cls: 4.1173, loss: 4.1173 +2025-06-09 23:12:38,890 - pyskl - INFO - Epoch [19][1100/3940] lr: 2.410e-02, eta: 2 days, 16:24:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9431, loss_cls: 4.2824, loss: 4.2824 +2025-06-09 23:13:23,322 - pyskl - INFO - Epoch [19][1200/3940] lr: 2.409e-02, eta: 2 days, 16:24:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9437, loss_cls: 4.3958, loss: 4.3958 +2025-06-09 23:14:07,690 - pyskl - INFO - Epoch [19][1300/3940] lr: 2.409e-02, eta: 2 days, 16:23:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9394, loss_cls: 4.2770, loss: 4.2770 +2025-06-09 23:14:52,111 - pyskl - INFO - Epoch [19][1400/3940] lr: 2.409e-02, eta: 2 days, 16:22:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9431, loss_cls: 4.2305, loss: 4.2305 +2025-06-09 23:15:36,577 - pyskl - INFO - Epoch [19][1500/3940] lr: 2.409e-02, eta: 2 days, 16:21:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9344, loss_cls: 4.4406, loss: 4.4406 +2025-06-09 23:16:21,068 - pyskl - INFO - Epoch [19][1600/3940] lr: 2.408e-02, eta: 2 days, 16:21:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9444, loss_cls: 4.1616, loss: 4.1616 +2025-06-09 23:17:05,487 - pyskl - INFO - Epoch [19][1700/3940] lr: 2.408e-02, eta: 2 days, 16:20:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9444, loss_cls: 4.3536, loss: 4.3536 +2025-06-09 23:17:49,857 - pyskl - INFO - Epoch [19][1800/3940] lr: 2.408e-02, eta: 2 days, 16:19:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9406, loss_cls: 4.2609, loss: 4.2609 +2025-06-09 23:18:34,334 - pyskl - INFO - Epoch [19][1900/3940] lr: 2.408e-02, eta: 2 days, 16:18:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9481, loss_cls: 4.5103, loss: 4.5103 +2025-06-09 23:19:18,867 - pyskl - INFO - Epoch [19][2000/3940] lr: 2.407e-02, eta: 2 days, 16:17:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9563, loss_cls: 4.1291, loss: 4.1291 +2025-06-09 23:20:03,180 - pyskl - INFO - Epoch [19][2100/3940] lr: 2.407e-02, eta: 2 days, 16:17:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9506, loss_cls: 4.1572, loss: 4.1572 +2025-06-09 23:20:47,484 - pyskl - INFO - Epoch [19][2200/3940] lr: 2.407e-02, eta: 2 days, 16:16:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9500, loss_cls: 4.1647, loss: 4.1647 +2025-06-09 23:21:31,972 - pyskl - INFO - Epoch [19][2300/3940] lr: 2.407e-02, eta: 2 days, 16:15:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9413, loss_cls: 4.2197, loss: 4.2197 +2025-06-09 23:22:16,355 - pyskl - INFO - Epoch [19][2400/3940] lr: 2.406e-02, eta: 2 days, 16:14:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9413, loss_cls: 4.3408, loss: 4.3408 +2025-06-09 23:23:00,623 - pyskl - INFO - Epoch [19][2500/3940] lr: 2.406e-02, eta: 2 days, 16:14:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9387, loss_cls: 4.3129, loss: 4.3129 +2025-06-09 23:23:44,956 - pyskl - INFO - Epoch [19][2600/3940] lr: 2.406e-02, eta: 2 days, 16:13:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9413, loss_cls: 4.3256, loss: 4.3256 +2025-06-09 23:24:29,781 - pyskl - INFO - Epoch [19][2700/3940] lr: 2.405e-02, eta: 2 days, 16:12:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9481, loss_cls: 4.2591, loss: 4.2591 +2025-06-09 23:25:14,120 - pyskl - INFO - Epoch [19][2800/3940] lr: 2.405e-02, eta: 2 days, 16:11:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9537, loss_cls: 4.3229, loss: 4.3229 +2025-06-09 23:25:58,322 - pyskl - INFO - Epoch [19][2900/3940] lr: 2.405e-02, eta: 2 days, 16:10:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 4.1746, loss: 4.1746 +2025-06-09 23:26:42,642 - pyskl - INFO - Epoch [19][3000/3940] lr: 2.405e-02, eta: 2 days, 16:10:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9437, loss_cls: 4.3440, loss: 4.3440 +2025-06-09 23:27:27,189 - pyskl - INFO - Epoch [19][3100/3940] lr: 2.404e-02, eta: 2 days, 16:09:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9381, loss_cls: 4.2844, loss: 4.2844 +2025-06-09 23:28:11,702 - pyskl - INFO - Epoch [19][3200/3940] lr: 2.404e-02, eta: 2 days, 16:08:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 4.1517, loss: 4.1517 +2025-06-09 23:28:56,152 - pyskl - INFO - Epoch [19][3300/3940] lr: 2.404e-02, eta: 2 days, 16:07:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9444, loss_cls: 4.2724, loss: 4.2724 +2025-06-09 23:29:40,701 - pyskl - INFO - Epoch [19][3400/3940] lr: 2.404e-02, eta: 2 days, 16:07:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9550, loss_cls: 4.2272, loss: 4.2272 +2025-06-09 23:30:25,463 - pyskl - INFO - Epoch [19][3500/3940] lr: 2.403e-02, eta: 2 days, 16:06:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9525, loss_cls: 4.1717, loss: 4.1717 +2025-06-09 23:31:10,197 - pyskl - INFO - Epoch [19][3600/3940] lr: 2.403e-02, eta: 2 days, 16:05:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9319, loss_cls: 4.3791, loss: 4.3791 +2025-06-09 23:31:54,737 - pyskl - INFO - Epoch [19][3700/3940] lr: 2.403e-02, eta: 2 days, 16:04:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9413, loss_cls: 4.2811, loss: 4.2811 +2025-06-09 23:32:39,313 - pyskl - INFO - Epoch [19][3800/3940] lr: 2.403e-02, eta: 2 days, 16:04:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9350, loss_cls: 4.4569, loss: 4.4569 +2025-06-09 23:33:24,049 - pyskl - INFO - Epoch [19][3900/3940] lr: 2.402e-02, eta: 2 days, 16:03:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9563, loss_cls: 4.1279, loss: 4.1279 +2025-06-09 23:33:42,253 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-06-09 23:37:03,627 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 23:37:04,224 - pyskl - INFO - +top1_acc 0.6685 +top5_acc 0.9188 +2025-06-09 23:37:04,282 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_15.pth was removed +2025-06-09 23:37:05,388 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. +2025-06-09 23:37:05,390 - pyskl - INFO - Best top1_acc is 0.6685 at 19 epoch. +2025-06-09 23:37:05,409 - pyskl - INFO - Epoch(val) [19][3183] top1_acc: 0.6685, top5_acc: 0.9188 +2025-06-09 23:38:15,111 - pyskl - INFO - Epoch [20][100/3940] lr: 2.402e-02, eta: 2 days, 16:03:10, time: 0.697, data_time: 0.250, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9487, loss_cls: 4.3075, loss: 4.3075 +2025-06-09 23:38:59,705 - pyskl - INFO - Epoch [20][200/3940] lr: 2.402e-02, eta: 2 days, 16:02:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9469, loss_cls: 4.2570, loss: 4.2570 +2025-06-09 23:39:44,395 - pyskl - INFO - Epoch [20][300/3940] lr: 2.402e-02, eta: 2 days, 16:01:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9431, loss_cls: 4.1251, loss: 4.1251 +2025-06-09 23:40:29,015 - pyskl - INFO - Epoch [20][400/3940] lr: 2.401e-02, eta: 2 days, 16:00:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9375, loss_cls: 4.3891, loss: 4.3891 +2025-06-09 23:41:13,387 - pyskl - INFO - Epoch [20][500/3940] lr: 2.401e-02, eta: 2 days, 16:00:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9437, loss_cls: 4.1869, loss: 4.1869 +2025-06-09 23:41:57,775 - pyskl - INFO - Epoch [20][600/3940] lr: 2.401e-02, eta: 2 days, 15:59:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9500, loss_cls: 4.2240, loss: 4.2240 +2025-06-09 23:42:42,193 - pyskl - INFO - Epoch [20][700/3940] lr: 2.401e-02, eta: 2 days, 15:58:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9431, loss_cls: 4.1789, loss: 4.1789 +2025-06-09 23:43:26,530 - pyskl - INFO - Epoch [20][800/3940] lr: 2.400e-02, eta: 2 days, 15:57:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9550, loss_cls: 4.2156, loss: 4.2156 +2025-06-09 23:44:10,808 - pyskl - INFO - Epoch [20][900/3940] lr: 2.400e-02, eta: 2 days, 15:57:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9437, loss_cls: 4.4107, loss: 4.4107 +2025-06-09 23:44:55,116 - pyskl - INFO - Epoch [20][1000/3940] lr: 2.400e-02, eta: 2 days, 15:56:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9437, loss_cls: 4.1740, loss: 4.1740 +2025-06-09 23:45:39,457 - pyskl - INFO - Epoch [20][1100/3940] lr: 2.399e-02, eta: 2 days, 15:55:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9475, loss_cls: 4.2936, loss: 4.2936 +2025-06-09 23:46:23,809 - pyskl - INFO - Epoch [20][1200/3940] lr: 2.399e-02, eta: 2 days, 15:54:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9437, loss_cls: 4.2337, loss: 4.2337 +2025-06-09 23:47:08,134 - pyskl - INFO - Epoch [20][1300/3940] lr: 2.399e-02, eta: 2 days, 15:53:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9456, loss_cls: 4.1816, loss: 4.1816 +2025-06-09 23:47:52,467 - pyskl - INFO - Epoch [20][1400/3940] lr: 2.399e-02, eta: 2 days, 15:53:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9475, loss_cls: 4.3987, loss: 4.3987 +2025-06-09 23:48:36,806 - pyskl - INFO - Epoch [20][1500/3940] lr: 2.398e-02, eta: 2 days, 15:52:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9519, loss_cls: 4.1384, loss: 4.1384 +2025-06-09 23:49:21,249 - pyskl - INFO - Epoch [20][1600/3940] lr: 2.398e-02, eta: 2 days, 15:51:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9475, loss_cls: 4.2109, loss: 4.2109 +2025-06-09 23:50:05,613 - pyskl - INFO - Epoch [20][1700/3940] lr: 2.398e-02, eta: 2 days, 15:50:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9406, loss_cls: 4.2959, loss: 4.2959 +2025-06-09 23:50:50,026 - pyskl - INFO - Epoch [20][1800/3940] lr: 2.398e-02, eta: 2 days, 15:49:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9406, loss_cls: 4.2690, loss: 4.2690 +2025-06-09 23:51:34,455 - pyskl - INFO - Epoch [20][1900/3940] lr: 2.397e-02, eta: 2 days, 15:49:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9594, loss_cls: 4.1826, loss: 4.1826 +2025-06-09 23:52:18,822 - pyskl - INFO - Epoch [20][2000/3940] lr: 2.397e-02, eta: 2 days, 15:48:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9537, loss_cls: 4.2652, loss: 4.2652 +2025-06-09 23:53:03,243 - pyskl - INFO - Epoch [20][2100/3940] lr: 2.397e-02, eta: 2 days, 15:47:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9494, loss_cls: 4.3482, loss: 4.3482 +2025-06-09 23:53:47,712 - pyskl - INFO - Epoch [20][2200/3940] lr: 2.397e-02, eta: 2 days, 15:46:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9525, loss_cls: 4.2576, loss: 4.2576 +2025-06-09 23:54:32,102 - pyskl - INFO - Epoch [20][2300/3940] lr: 2.396e-02, eta: 2 days, 15:46:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9406, loss_cls: 4.2040, loss: 4.2040 +2025-06-09 23:55:16,479 - pyskl - INFO - Epoch [20][2400/3940] lr: 2.396e-02, eta: 2 days, 15:45:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9450, loss_cls: 4.2766, loss: 4.2766 +2025-06-09 23:56:00,882 - pyskl - INFO - Epoch [20][2500/3940] lr: 2.396e-02, eta: 2 days, 15:44:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9425, loss_cls: 4.1257, loss: 4.1257 +2025-06-09 23:56:45,252 - pyskl - INFO - Epoch [20][2600/3940] lr: 2.396e-02, eta: 2 days, 15:43:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9450, loss_cls: 4.3303, loss: 4.3303 +2025-06-09 23:57:29,664 - pyskl - INFO - Epoch [20][2700/3940] lr: 2.395e-02, eta: 2 days, 15:43:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9425, loss_cls: 4.3838, loss: 4.3838 +2025-06-09 23:58:14,108 - pyskl - INFO - Epoch [20][2800/3940] lr: 2.395e-02, eta: 2 days, 15:42:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9437, loss_cls: 4.3033, loss: 4.3033 +2025-06-09 23:58:58,515 - pyskl - INFO - Epoch [20][2900/3940] lr: 2.395e-02, eta: 2 days, 15:41:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9406, loss_cls: 4.1380, loss: 4.1380 +2025-06-09 23:59:42,890 - pyskl - INFO - Epoch [20][3000/3940] lr: 2.394e-02, eta: 2 days, 15:40:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9487, loss_cls: 4.3059, loss: 4.3059 +2025-06-10 00:00:27,326 - pyskl - INFO - Epoch [20][3100/3940] lr: 2.394e-02, eta: 2 days, 15:39:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9487, loss_cls: 4.3182, loss: 4.3182 +2025-06-10 00:01:11,690 - pyskl - INFO - Epoch [20][3200/3940] lr: 2.394e-02, eta: 2 days, 15:39:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9363, loss_cls: 4.4053, loss: 4.4053 +2025-06-10 00:01:56,044 - pyskl - INFO - Epoch [20][3300/3940] lr: 2.394e-02, eta: 2 days, 15:38:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9400, loss_cls: 4.2711, loss: 4.2711 +2025-06-10 00:02:40,449 - pyskl - INFO - Epoch [20][3400/3940] lr: 2.393e-02, eta: 2 days, 15:37:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9481, loss_cls: 4.2076, loss: 4.2076 +2025-06-10 00:03:24,883 - pyskl - INFO - Epoch [20][3500/3940] lr: 2.393e-02, eta: 2 days, 15:36:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9387, loss_cls: 4.1829, loss: 4.1829 +2025-06-10 00:04:09,402 - pyskl - INFO - Epoch [20][3600/3940] lr: 2.393e-02, eta: 2 days, 15:36:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9444, loss_cls: 4.3217, loss: 4.3217 +2025-06-10 00:04:53,763 - pyskl - INFO - Epoch [20][3700/3940] lr: 2.393e-02, eta: 2 days, 15:35:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9431, loss_cls: 4.2124, loss: 4.2124 +2025-06-10 00:05:38,209 - pyskl - INFO - Epoch [20][3800/3940] lr: 2.392e-02, eta: 2 days, 15:34:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9463, loss_cls: 4.2836, loss: 4.2836 +2025-06-10 00:06:22,702 - pyskl - INFO - Epoch [20][3900/3940] lr: 2.392e-02, eta: 2 days, 15:33:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9425, loss_cls: 4.2271, loss: 4.2271 +2025-06-10 00:06:40,784 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-06-10 00:25:49,488 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 00:25:49,983 - pyskl - INFO - +top1_acc 0.6522 +top5_acc 0.9114 +2025-06-10 00:25:50,000 - pyskl - INFO - Epoch(val) [20][3183] top1_acc: 0.6522, top5_acc: 0.9114 +2025-06-10 00:26:59,375 - pyskl - INFO - Epoch [21][100/3940] lr: 2.392e-02, eta: 2 days, 15:33:26, time: 0.694, data_time: 0.249, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9519, loss_cls: 4.3583, loss: 4.3583 +2025-06-10 00:27:43,682 - pyskl - INFO - Epoch [21][200/3940] lr: 2.391e-02, eta: 2 days, 15:32:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9456, loss_cls: 4.3805, loss: 4.3805 +2025-06-10 00:28:28,325 - pyskl - INFO - Epoch [21][300/3940] lr: 2.391e-02, eta: 2 days, 15:31:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9437, loss_cls: 4.2028, loss: 4.2028 +2025-06-10 00:29:13,013 - pyskl - INFO - Epoch [21][400/3940] lr: 2.391e-02, eta: 2 days, 15:31:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9513, loss_cls: 4.2493, loss: 4.2493 +2025-06-10 00:29:57,592 - pyskl - INFO - Epoch [21][500/3940] lr: 2.391e-02, eta: 2 days, 15:30:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9425, loss_cls: 4.2902, loss: 4.2902 +2025-06-10 00:30:42,001 - pyskl - INFO - Epoch [21][600/3940] lr: 2.390e-02, eta: 2 days, 15:29:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9356, loss_cls: 4.2849, loss: 4.2849 +2025-06-10 00:31:26,515 - pyskl - INFO - Epoch [21][700/3940] lr: 2.390e-02, eta: 2 days, 15:28:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9469, loss_cls: 4.1007, loss: 4.1007 +2025-06-10 00:32:10,812 - pyskl - INFO - Epoch [21][800/3940] lr: 2.390e-02, eta: 2 days, 15:28:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9500, loss_cls: 4.2531, loss: 4.2531 +2025-06-10 00:32:55,203 - pyskl - INFO - Epoch [21][900/3940] lr: 2.389e-02, eta: 2 days, 15:27:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9419, loss_cls: 4.2748, loss: 4.2748 +2025-06-10 00:33:39,595 - pyskl - INFO - Epoch [21][1000/3940] lr: 2.389e-02, eta: 2 days, 15:26:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9437, loss_cls: 4.1545, loss: 4.1545 +2025-06-10 00:34:23,928 - pyskl - INFO - Epoch [21][1100/3940] lr: 2.389e-02, eta: 2 days, 15:25:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9425, loss_cls: 4.2122, loss: 4.2122 +2025-06-10 00:35:08,204 - pyskl - INFO - Epoch [21][1200/3940] lr: 2.389e-02, eta: 2 days, 15:24:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9406, loss_cls: 4.3490, loss: 4.3490 +2025-06-10 00:35:52,584 - pyskl - INFO - Epoch [21][1300/3940] lr: 2.388e-02, eta: 2 days, 15:24:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9556, loss_cls: 4.1659, loss: 4.1659 +2025-06-10 00:36:36,914 - pyskl - INFO - Epoch [21][1400/3940] lr: 2.388e-02, eta: 2 days, 15:23:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9500, loss_cls: 4.1734, loss: 4.1734 +2025-06-10 00:37:21,219 - pyskl - INFO - Epoch [21][1500/3940] lr: 2.388e-02, eta: 2 days, 15:22:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9487, loss_cls: 4.0943, loss: 4.0943 +2025-06-10 00:38:05,484 - pyskl - INFO - Epoch [21][1600/3940] lr: 2.388e-02, eta: 2 days, 15:21:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9469, loss_cls: 4.3362, loss: 4.3362 +2025-06-10 00:38:49,781 - pyskl - INFO - Epoch [21][1700/3940] lr: 2.387e-02, eta: 2 days, 15:21:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 4.2498, loss: 4.2498 +2025-06-10 00:39:34,101 - pyskl - INFO - Epoch [21][1800/3940] lr: 2.387e-02, eta: 2 days, 15:20:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9450, loss_cls: 4.1965, loss: 4.1965 +2025-06-10 00:40:18,355 - pyskl - INFO - Epoch [21][1900/3940] lr: 2.387e-02, eta: 2 days, 15:19:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 4.0880, loss: 4.0880 +2025-06-10 00:41:02,583 - pyskl - INFO - Epoch [21][2000/3940] lr: 2.386e-02, eta: 2 days, 15:18:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9513, loss_cls: 4.2035, loss: 4.2035 +2025-06-10 00:41:46,794 - pyskl - INFO - Epoch [21][2100/3940] lr: 2.386e-02, eta: 2 days, 15:17:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 4.1381, loss: 4.1381 +2025-06-10 00:42:31,107 - pyskl - INFO - Epoch [21][2200/3940] lr: 2.386e-02, eta: 2 days, 15:17:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9494, loss_cls: 4.2527, loss: 4.2527 +2025-06-10 00:43:15,482 - pyskl - INFO - Epoch [21][2300/3940] lr: 2.386e-02, eta: 2 days, 15:16:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9419, loss_cls: 4.2559, loss: 4.2559 +2025-06-10 00:43:59,934 - pyskl - INFO - Epoch [21][2400/3940] lr: 2.385e-02, eta: 2 days, 15:15:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9500, loss_cls: 4.2252, loss: 4.2252 +2025-06-10 00:44:44,304 - pyskl - INFO - Epoch [21][2500/3940] lr: 2.385e-02, eta: 2 days, 15:14:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9581, loss_cls: 4.2097, loss: 4.2097 +2025-06-10 00:45:28,557 - pyskl - INFO - Epoch [21][2600/3940] lr: 2.385e-02, eta: 2 days, 15:14:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9463, loss_cls: 4.2468, loss: 4.2468 +2025-06-10 00:46:12,869 - pyskl - INFO - Epoch [21][2700/3940] lr: 2.385e-02, eta: 2 days, 15:13:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9431, loss_cls: 4.3750, loss: 4.3750 +2025-06-10 00:46:57,210 - pyskl - INFO - Epoch [21][2800/3940] lr: 2.384e-02, eta: 2 days, 15:12:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9394, loss_cls: 4.3308, loss: 4.3308 +2025-06-10 00:47:41,546 - pyskl - INFO - Epoch [21][2900/3940] lr: 2.384e-02, eta: 2 days, 15:11:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9513, loss_cls: 4.1524, loss: 4.1524 +2025-06-10 00:48:25,792 - pyskl - INFO - Epoch [21][3000/3940] lr: 2.384e-02, eta: 2 days, 15:10:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9331, loss_cls: 4.5229, loss: 4.5229 +2025-06-10 00:49:10,141 - pyskl - INFO - Epoch [21][3100/3940] lr: 2.383e-02, eta: 2 days, 15:10:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9506, loss_cls: 4.2268, loss: 4.2268 +2025-06-10 00:49:54,484 - pyskl - INFO - Epoch [21][3200/3940] lr: 2.383e-02, eta: 2 days, 15:09:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9475, loss_cls: 4.1588, loss: 4.1588 +2025-06-10 00:50:38,843 - pyskl - INFO - Epoch [21][3300/3940] lr: 2.383e-02, eta: 2 days, 15:08:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9531, loss_cls: 4.1407, loss: 4.1407 +2025-06-10 00:51:23,117 - pyskl - INFO - Epoch [21][3400/3940] lr: 2.383e-02, eta: 2 days, 15:07:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9481, loss_cls: 4.1418, loss: 4.1418 +2025-06-10 00:52:07,558 - pyskl - INFO - Epoch [21][3500/3940] lr: 2.382e-02, eta: 2 days, 15:06:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9437, loss_cls: 4.2175, loss: 4.2175 +2025-06-10 00:52:52,021 - pyskl - INFO - Epoch [21][3600/3940] lr: 2.382e-02, eta: 2 days, 15:06:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9469, loss_cls: 4.3066, loss: 4.3066 +2025-06-10 00:53:36,538 - pyskl - INFO - Epoch [21][3700/3940] lr: 2.382e-02, eta: 2 days, 15:05:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9594, loss_cls: 4.1993, loss: 4.1993 +2025-06-10 00:54:20,936 - pyskl - INFO - Epoch [21][3800/3940] lr: 2.381e-02, eta: 2 days, 15:04:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9356, loss_cls: 4.2728, loss: 4.2728 +2025-06-10 00:55:05,355 - pyskl - INFO - Epoch [21][3900/3940] lr: 2.381e-02, eta: 2 days, 15:03:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9494, loss_cls: 4.1809, loss: 4.1809 +2025-06-10 00:55:23,466 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-06-10 00:58:44,721 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 00:58:45,235 - pyskl - INFO - +top1_acc 0.6500 +top5_acc 0.9096 +2025-06-10 00:58:45,255 - pyskl - INFO - Epoch(val) [21][3183] top1_acc: 0.6500, top5_acc: 0.9096 +2025-06-10 00:59:54,694 - pyskl - INFO - Epoch [22][100/3940] lr: 2.381e-02, eta: 2 days, 15:03:35, time: 0.694, data_time: 0.250, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 4.2520, loss: 4.2520 +2025-06-10 01:00:39,045 - pyskl - INFO - Epoch [22][200/3940] lr: 2.380e-02, eta: 2 days, 15:02:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9506, loss_cls: 4.1586, loss: 4.1586 +2025-06-10 01:01:23,445 - pyskl - INFO - Epoch [22][300/3940] lr: 2.380e-02, eta: 2 days, 15:02:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9456, loss_cls: 4.2646, loss: 4.2646 +2025-06-10 01:02:07,920 - pyskl - INFO - Epoch [22][400/3940] lr: 2.380e-02, eta: 2 days, 15:01:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9556, loss_cls: 4.0967, loss: 4.0967 +2025-06-10 01:02:52,408 - pyskl - INFO - Epoch [22][500/3940] lr: 2.380e-02, eta: 2 days, 15:00:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9456, loss_cls: 4.2431, loss: 4.2431 +2025-06-10 01:03:36,927 - pyskl - INFO - Epoch [22][600/3940] lr: 2.379e-02, eta: 2 days, 14:59:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 4.1073, loss: 4.1073 +2025-06-10 01:04:21,337 - pyskl - INFO - Epoch [22][700/3940] lr: 2.379e-02, eta: 2 days, 14:58:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9381, loss_cls: 4.2284, loss: 4.2284 +2025-06-10 01:05:05,700 - pyskl - INFO - Epoch [22][800/3940] lr: 2.379e-02, eta: 2 days, 14:58:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9494, loss_cls: 4.1340, loss: 4.1340 +2025-06-10 01:05:50,078 - pyskl - INFO - Epoch [22][900/3940] lr: 2.378e-02, eta: 2 days, 14:57:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9437, loss_cls: 4.2813, loss: 4.2813 +2025-06-10 01:06:34,463 - pyskl - INFO - Epoch [22][1000/3940] lr: 2.378e-02, eta: 2 days, 14:56:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9413, loss_cls: 4.2211, loss: 4.2211 +2025-06-10 01:07:18,765 - pyskl - INFO - Epoch [22][1100/3940] lr: 2.378e-02, eta: 2 days, 14:55:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9506, loss_cls: 4.2199, loss: 4.2199 +2025-06-10 01:08:02,967 - pyskl - INFO - Epoch [22][1200/3940] lr: 2.378e-02, eta: 2 days, 14:55:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9425, loss_cls: 4.2856, loss: 4.2856 +2025-06-10 01:08:47,381 - pyskl - INFO - Epoch [22][1300/3940] lr: 2.377e-02, eta: 2 days, 14:54:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9425, loss_cls: 4.3180, loss: 4.3180 +2025-06-10 01:09:31,732 - pyskl - INFO - Epoch [22][1400/3940] lr: 2.377e-02, eta: 2 days, 14:53:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9400, loss_cls: 4.3329, loss: 4.3329 +2025-06-10 01:10:16,067 - pyskl - INFO - Epoch [22][1500/3940] lr: 2.377e-02, eta: 2 days, 14:52:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9475, loss_cls: 4.2583, loss: 4.2583 +2025-06-10 01:11:00,389 - pyskl - INFO - Epoch [22][1600/3940] lr: 2.376e-02, eta: 2 days, 14:51:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9431, loss_cls: 4.2693, loss: 4.2693 +2025-06-10 01:11:44,859 - pyskl - INFO - Epoch [22][1700/3940] lr: 2.376e-02, eta: 2 days, 14:51:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9525, loss_cls: 4.2739, loss: 4.2739 +2025-06-10 01:12:29,262 - pyskl - INFO - Epoch [22][1800/3940] lr: 2.376e-02, eta: 2 days, 14:50:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9375, loss_cls: 4.3240, loss: 4.3240 +2025-06-10 01:13:13,612 - pyskl - INFO - Epoch [22][1900/3940] lr: 2.376e-02, eta: 2 days, 14:49:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9494, loss_cls: 4.0890, loss: 4.0890 +2025-06-10 01:13:57,886 - pyskl - INFO - Epoch [22][2000/3940] lr: 2.375e-02, eta: 2 days, 14:48:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9494, loss_cls: 4.2086, loss: 4.2086 +2025-06-10 01:14:42,231 - pyskl - INFO - Epoch [22][2100/3940] lr: 2.375e-02, eta: 2 days, 14:48:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9494, loss_cls: 4.2000, loss: 4.2000 +2025-06-10 01:15:26,723 - pyskl - INFO - Epoch [22][2200/3940] lr: 2.375e-02, eta: 2 days, 14:47:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9563, loss_cls: 4.1848, loss: 4.1848 +2025-06-10 01:16:11,279 - pyskl - INFO - Epoch [22][2300/3940] lr: 2.374e-02, eta: 2 days, 14:46:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9506, loss_cls: 4.1319, loss: 4.1319 +2025-06-10 01:16:56,051 - pyskl - INFO - Epoch [22][2400/3940] lr: 2.374e-02, eta: 2 days, 14:45:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9481, loss_cls: 4.2644, loss: 4.2644 +2025-06-10 01:17:40,649 - pyskl - INFO - Epoch [22][2500/3940] lr: 2.374e-02, eta: 2 days, 14:45:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9356, loss_cls: 4.2839, loss: 4.2839 +2025-06-10 01:18:25,095 - pyskl - INFO - Epoch [22][2600/3940] lr: 2.374e-02, eta: 2 days, 14:44:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9456, loss_cls: 4.2693, loss: 4.2693 +2025-06-10 01:19:09,651 - pyskl - INFO - Epoch [22][2700/3940] lr: 2.373e-02, eta: 2 days, 14:43:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9500, loss_cls: 4.2381, loss: 4.2381 +2025-06-10 01:19:54,098 - pyskl - INFO - Epoch [22][2800/3940] lr: 2.373e-02, eta: 2 days, 14:42:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9481, loss_cls: 4.1760, loss: 4.1760 +2025-06-10 01:20:38,498 - pyskl - INFO - Epoch [22][2900/3940] lr: 2.373e-02, eta: 2 days, 14:42:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9444, loss_cls: 4.2496, loss: 4.2496 +2025-06-10 01:21:22,877 - pyskl - INFO - Epoch [22][3000/3940] lr: 2.372e-02, eta: 2 days, 14:41:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9563, loss_cls: 4.2081, loss: 4.2081 +2025-06-10 01:22:07,197 - pyskl - INFO - Epoch [22][3100/3940] lr: 2.372e-02, eta: 2 days, 14:40:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9537, loss_cls: 4.0381, loss: 4.0381 +2025-06-10 01:22:51,628 - pyskl - INFO - Epoch [22][3200/3940] lr: 2.372e-02, eta: 2 days, 14:39:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9437, loss_cls: 4.3085, loss: 4.3085 +2025-06-10 01:23:36,067 - pyskl - INFO - Epoch [22][3300/3940] lr: 2.372e-02, eta: 2 days, 14:38:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9425, loss_cls: 4.1337, loss: 4.1337 +2025-06-10 01:24:20,562 - pyskl - INFO - Epoch [22][3400/3940] lr: 2.371e-02, eta: 2 days, 14:38:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9375, loss_cls: 4.1828, loss: 4.1828 +2025-06-10 01:25:04,974 - pyskl - INFO - Epoch [22][3500/3940] lr: 2.371e-02, eta: 2 days, 14:37:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9494, loss_cls: 4.1791, loss: 4.1791 +2025-06-10 01:25:49,370 - pyskl - INFO - Epoch [22][3600/3940] lr: 2.371e-02, eta: 2 days, 14:36:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9375, loss_cls: 4.3344, loss: 4.3344 +2025-06-10 01:26:33,822 - pyskl - INFO - Epoch [22][3700/3940] lr: 2.370e-02, eta: 2 days, 14:35:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9487, loss_cls: 4.2592, loss: 4.2592 +2025-06-10 01:27:18,207 - pyskl - INFO - Epoch [22][3800/3940] lr: 2.370e-02, eta: 2 days, 14:35:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9525, loss_cls: 4.1559, loss: 4.1559 +2025-06-10 01:28:02,523 - pyskl - INFO - Epoch [22][3900/3940] lr: 2.370e-02, eta: 2 days, 14:34:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9456, loss_cls: 4.2732, loss: 4.2732 +2025-06-10 01:28:20,563 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-06-10 01:31:43,071 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 01:31:43,588 - pyskl - INFO - +top1_acc 0.6318 +top5_acc 0.8869 +2025-06-10 01:31:43,607 - pyskl - INFO - Epoch(val) [22][3183] top1_acc: 0.6318, top5_acc: 0.8869 +2025-06-10 01:32:53,362 - pyskl - INFO - Epoch [23][100/3940] lr: 2.369e-02, eta: 2 days, 14:34:00, time: 0.697, data_time: 0.253, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9456, loss_cls: 4.5227, loss: 4.5227 +2025-06-10 01:33:37,774 - pyskl - INFO - Epoch [23][200/3940] lr: 2.369e-02, eta: 2 days, 14:33:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 3.9594, loss: 3.9594 +2025-06-10 01:34:22,187 - pyskl - INFO - Epoch [23][300/3940] lr: 2.369e-02, eta: 2 days, 14:32:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9463, loss_cls: 4.0091, loss: 4.0091 +2025-06-10 01:35:06,681 - pyskl - INFO - Epoch [23][400/3940] lr: 2.368e-02, eta: 2 days, 14:31:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9556, loss_cls: 3.9941, loss: 3.9941 +2025-06-10 01:35:51,354 - pyskl - INFO - Epoch [23][500/3940] lr: 2.368e-02, eta: 2 days, 14:30:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9456, loss_cls: 4.2258, loss: 4.2258 +2025-06-10 01:36:35,967 - pyskl - INFO - Epoch [23][600/3940] lr: 2.368e-02, eta: 2 days, 14:30:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9481, loss_cls: 4.1651, loss: 4.1651 +2025-06-10 01:37:20,448 - pyskl - INFO - Epoch [23][700/3940] lr: 2.368e-02, eta: 2 days, 14:29:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9525, loss_cls: 4.1593, loss: 4.1593 +2025-06-10 01:38:04,823 - pyskl - INFO - Epoch [23][800/3940] lr: 2.367e-02, eta: 2 days, 14:28:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9481, loss_cls: 4.0990, loss: 4.0990 +2025-06-10 01:38:49,297 - pyskl - INFO - Epoch [23][900/3940] lr: 2.367e-02, eta: 2 days, 14:27:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9463, loss_cls: 4.1949, loss: 4.1949 +2025-06-10 01:39:33,531 - pyskl - INFO - Epoch [23][1000/3940] lr: 2.367e-02, eta: 2 days, 14:27:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9456, loss_cls: 4.3567, loss: 4.3567 +2025-06-10 01:40:17,814 - pyskl - INFO - Epoch [23][1100/3940] lr: 2.366e-02, eta: 2 days, 14:26:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9494, loss_cls: 4.0784, loss: 4.0784 +2025-06-10 01:41:02,056 - pyskl - INFO - Epoch [23][1200/3940] lr: 2.366e-02, eta: 2 days, 14:25:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9569, loss_cls: 4.0916, loss: 4.0916 +2025-06-10 01:41:46,226 - pyskl - INFO - Epoch [23][1300/3940] lr: 2.366e-02, eta: 2 days, 14:24:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9437, loss_cls: 4.2407, loss: 4.2407 +2025-06-10 01:42:30,512 - pyskl - INFO - Epoch [23][1400/3940] lr: 2.365e-02, eta: 2 days, 14:23:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9487, loss_cls: 4.1923, loss: 4.1923 +2025-06-10 01:43:14,868 - pyskl - INFO - Epoch [23][1500/3940] lr: 2.365e-02, eta: 2 days, 14:23:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9387, loss_cls: 4.2030, loss: 4.2030 +2025-06-10 01:43:59,185 - pyskl - INFO - Epoch [23][1600/3940] lr: 2.365e-02, eta: 2 days, 14:22:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9363, loss_cls: 4.2531, loss: 4.2531 +2025-06-10 01:44:43,540 - pyskl - INFO - Epoch [23][1700/3940] lr: 2.365e-02, eta: 2 days, 14:21:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9513, loss_cls: 4.2834, loss: 4.2834 +2025-06-10 01:45:27,975 - pyskl - INFO - Epoch [23][1800/3940] lr: 2.364e-02, eta: 2 days, 14:20:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9475, loss_cls: 4.0527, loss: 4.0527 +2025-06-10 01:46:12,335 - pyskl - INFO - Epoch [23][1900/3940] lr: 2.364e-02, eta: 2 days, 14:20:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 4.2023, loss: 4.2023 +2025-06-10 01:46:56,691 - pyskl - INFO - Epoch [23][2000/3940] lr: 2.364e-02, eta: 2 days, 14:19:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9356, loss_cls: 4.3517, loss: 4.3517 +2025-06-10 01:47:40,973 - pyskl - INFO - Epoch [23][2100/3940] lr: 2.363e-02, eta: 2 days, 14:18:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9406, loss_cls: 4.1524, loss: 4.1524 +2025-06-10 01:48:25,313 - pyskl - INFO - Epoch [23][2200/3940] lr: 2.363e-02, eta: 2 days, 14:17:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9531, loss_cls: 4.1445, loss: 4.1445 +2025-06-10 01:49:09,691 - pyskl - INFO - Epoch [23][2300/3940] lr: 2.363e-02, eta: 2 days, 14:17:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9494, loss_cls: 4.0888, loss: 4.0888 +2025-06-10 01:49:54,027 - pyskl - INFO - Epoch [23][2400/3940] lr: 2.362e-02, eta: 2 days, 14:16:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9487, loss_cls: 4.0111, loss: 4.0111 +2025-06-10 01:50:38,357 - pyskl - INFO - Epoch [23][2500/3940] lr: 2.362e-02, eta: 2 days, 14:15:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9394, loss_cls: 4.2220, loss: 4.2220 +2025-06-10 01:51:22,685 - pyskl - INFO - Epoch [23][2600/3940] lr: 2.362e-02, eta: 2 days, 14:14:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9469, loss_cls: 4.1282, loss: 4.1282 +2025-06-10 01:52:07,140 - pyskl - INFO - Epoch [23][2700/3940] lr: 2.362e-02, eta: 2 days, 14:13:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9413, loss_cls: 4.3488, loss: 4.3488 +2025-06-10 01:52:51,504 - pyskl - INFO - Epoch [23][2800/3940] lr: 2.361e-02, eta: 2 days, 14:13:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9494, loss_cls: 4.3215, loss: 4.3215 +2025-06-10 01:53:35,886 - pyskl - INFO - Epoch [23][2900/3940] lr: 2.361e-02, eta: 2 days, 14:12:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9519, loss_cls: 4.1611, loss: 4.1611 +2025-06-10 01:54:20,351 - pyskl - INFO - Epoch [23][3000/3940] lr: 2.361e-02, eta: 2 days, 14:11:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9494, loss_cls: 4.1946, loss: 4.1946 +2025-06-10 01:55:04,777 - pyskl - INFO - Epoch [23][3100/3940] lr: 2.360e-02, eta: 2 days, 14:10:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9581, loss_cls: 4.1057, loss: 4.1057 +2025-06-10 01:55:49,198 - pyskl - INFO - Epoch [23][3200/3940] lr: 2.360e-02, eta: 2 days, 14:10:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9487, loss_cls: 4.3015, loss: 4.3015 +2025-06-10 01:56:33,589 - pyskl - INFO - Epoch [23][3300/3940] lr: 2.360e-02, eta: 2 days, 14:09:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9450, loss_cls: 4.3306, loss: 4.3306 +2025-06-10 01:57:18,098 - pyskl - INFO - Epoch [23][3400/3940] lr: 2.359e-02, eta: 2 days, 14:08:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9556, loss_cls: 4.2167, loss: 4.2167 +2025-06-10 01:58:02,688 - pyskl - INFO - Epoch [23][3500/3940] lr: 2.359e-02, eta: 2 days, 14:07:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9525, loss_cls: 4.1293, loss: 4.1293 +2025-06-10 01:58:47,272 - pyskl - INFO - Epoch [23][3600/3940] lr: 2.359e-02, eta: 2 days, 14:07:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9406, loss_cls: 4.2764, loss: 4.2764 +2025-06-10 01:59:31,774 - pyskl - INFO - Epoch [23][3700/3940] lr: 2.358e-02, eta: 2 days, 14:06:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9594, loss_cls: 4.2011, loss: 4.2011 +2025-06-10 02:00:16,276 - pyskl - INFO - Epoch [23][3800/3940] lr: 2.358e-02, eta: 2 days, 14:05:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9537, loss_cls: 4.1749, loss: 4.1749 +2025-06-10 02:01:00,750 - pyskl - INFO - Epoch [23][3900/3940] lr: 2.358e-02, eta: 2 days, 14:04:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9450, loss_cls: 4.2451, loss: 4.2451 +2025-06-10 02:01:18,925 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-06-10 02:04:39,879 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 02:04:40,388 - pyskl - INFO - +top1_acc 0.7173 +top5_acc 0.9340 +2025-06-10 02:04:40,440 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_19.pth was removed +2025-06-10 02:04:41,666 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_23.pth. +2025-06-10 02:04:41,668 - pyskl - INFO - Best top1_acc is 0.7173 at 23 epoch. +2025-06-10 02:04:41,688 - pyskl - INFO - Epoch(val) [23][3183] top1_acc: 0.7173, top5_acc: 0.9340 +2025-06-10 02:05:51,223 - pyskl - INFO - Epoch [24][100/3940] lr: 2.357e-02, eta: 2 days, 14:04:22, time: 0.695, data_time: 0.250, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 4.0347, loss: 4.0347 +2025-06-10 02:06:35,580 - pyskl - INFO - Epoch [24][200/3940] lr: 2.357e-02, eta: 2 days, 14:03:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9575, loss_cls: 4.2940, loss: 4.2940 +2025-06-10 02:07:19,994 - pyskl - INFO - Epoch [24][300/3940] lr: 2.357e-02, eta: 2 days, 14:02:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9469, loss_cls: 4.2148, loss: 4.2148 +2025-06-10 02:08:04,287 - pyskl - INFO - Epoch [24][400/3940] lr: 2.357e-02, eta: 2 days, 14:02:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9475, loss_cls: 4.0629, loss: 4.0629 +2025-06-10 02:08:48,763 - pyskl - INFO - Epoch [24][500/3940] lr: 2.356e-02, eta: 2 days, 14:01:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9550, loss_cls: 4.1151, loss: 4.1151 +2025-06-10 02:09:32,995 - pyskl - INFO - Epoch [24][600/3940] lr: 2.356e-02, eta: 2 days, 14:00:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9506, loss_cls: 4.0280, loss: 4.0280 +2025-06-10 02:10:17,321 - pyskl - INFO - Epoch [24][700/3940] lr: 2.356e-02, eta: 2 days, 13:59:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9531, loss_cls: 4.0102, loss: 4.0102 +2025-06-10 02:11:01,560 - pyskl - INFO - Epoch [24][800/3940] lr: 2.355e-02, eta: 2 days, 13:58:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 4.1263, loss: 4.1263 +2025-06-10 02:11:45,843 - pyskl - INFO - Epoch [24][900/3940] lr: 2.355e-02, eta: 2 days, 13:58:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9437, loss_cls: 4.2147, loss: 4.2147 +2025-06-10 02:12:30,143 - pyskl - INFO - Epoch [24][1000/3940] lr: 2.355e-02, eta: 2 days, 13:57:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 4.2467, loss: 4.2467 +2025-06-10 02:13:14,445 - pyskl - INFO - Epoch [24][1100/3940] lr: 2.354e-02, eta: 2 days, 13:56:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9544, loss_cls: 4.1278, loss: 4.1278 +2025-06-10 02:13:58,695 - pyskl - INFO - Epoch [24][1200/3940] lr: 2.354e-02, eta: 2 days, 13:55:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9456, loss_cls: 4.1190, loss: 4.1190 +2025-06-10 02:14:42,947 - pyskl - INFO - Epoch [24][1300/3940] lr: 2.354e-02, eta: 2 days, 13:55:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9500, loss_cls: 4.1632, loss: 4.1632 +2025-06-10 02:15:27,243 - pyskl - INFO - Epoch [24][1400/3940] lr: 2.353e-02, eta: 2 days, 13:54:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9500, loss_cls: 4.1547, loss: 4.1547 +2025-06-10 02:16:11,464 - pyskl - INFO - Epoch [24][1500/3940] lr: 2.353e-02, eta: 2 days, 13:53:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9387, loss_cls: 4.2688, loss: 4.2688 +2025-06-10 02:16:55,709 - pyskl - INFO - Epoch [24][1600/3940] lr: 2.353e-02, eta: 2 days, 13:52:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9506, loss_cls: 4.0357, loss: 4.0357 +2025-06-10 02:17:39,998 - pyskl - INFO - Epoch [24][1700/3940] lr: 2.352e-02, eta: 2 days, 13:51:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9500, loss_cls: 4.1873, loss: 4.1873 +2025-06-10 02:18:24,233 - pyskl - INFO - Epoch [24][1800/3940] lr: 2.352e-02, eta: 2 days, 13:51:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9531, loss_cls: 4.3098, loss: 4.3098 +2025-06-10 02:19:08,544 - pyskl - INFO - Epoch [24][1900/3940] lr: 2.352e-02, eta: 2 days, 13:50:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9487, loss_cls: 4.1290, loss: 4.1290 +2025-06-10 02:19:52,976 - pyskl - INFO - Epoch [24][2000/3940] lr: 2.352e-02, eta: 2 days, 13:49:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9444, loss_cls: 4.1982, loss: 4.1982 +2025-06-10 02:20:37,367 - pyskl - INFO - Epoch [24][2100/3940] lr: 2.351e-02, eta: 2 days, 13:48:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9450, loss_cls: 4.2220, loss: 4.2220 +2025-06-10 02:21:21,724 - pyskl - INFO - Epoch [24][2200/3940] lr: 2.351e-02, eta: 2 days, 13:48:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9494, loss_cls: 4.1560, loss: 4.1560 +2025-06-10 02:22:06,053 - pyskl - INFO - Epoch [24][2300/3940] lr: 2.351e-02, eta: 2 days, 13:47:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9513, loss_cls: 4.1004, loss: 4.1004 +2025-06-10 02:22:50,507 - pyskl - INFO - Epoch [24][2400/3940] lr: 2.350e-02, eta: 2 days, 13:46:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9506, loss_cls: 4.1710, loss: 4.1710 +2025-06-10 02:23:34,833 - pyskl - INFO - Epoch [24][2500/3940] lr: 2.350e-02, eta: 2 days, 13:45:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9537, loss_cls: 4.1885, loss: 4.1885 +2025-06-10 02:24:19,127 - pyskl - INFO - Epoch [24][2600/3940] lr: 2.350e-02, eta: 2 days, 13:44:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9500, loss_cls: 4.2075, loss: 4.2075 +2025-06-10 02:25:03,506 - pyskl - INFO - Epoch [24][2700/3940] lr: 2.349e-02, eta: 2 days, 13:44:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9481, loss_cls: 4.2404, loss: 4.2404 +2025-06-10 02:25:47,843 - pyskl - INFO - Epoch [24][2800/3940] lr: 2.349e-02, eta: 2 days, 13:43:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9556, loss_cls: 4.1977, loss: 4.1977 +2025-06-10 02:26:32,153 - pyskl - INFO - Epoch [24][2900/3940] lr: 2.349e-02, eta: 2 days, 13:42:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 4.0214, loss: 4.0214 +2025-06-10 02:27:16,469 - pyskl - INFO - Epoch [24][3000/3940] lr: 2.348e-02, eta: 2 days, 13:41:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9537, loss_cls: 4.1613, loss: 4.1613 +2025-06-10 02:28:00,853 - pyskl - INFO - Epoch [24][3100/3940] lr: 2.348e-02, eta: 2 days, 13:41:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9506, loss_cls: 4.2369, loss: 4.2369 +2025-06-10 02:28:45,215 - pyskl - INFO - Epoch [24][3200/3940] lr: 2.348e-02, eta: 2 days, 13:40:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9500, loss_cls: 4.2239, loss: 4.2239 +2025-06-10 02:29:29,645 - pyskl - INFO - Epoch [24][3300/3940] lr: 2.347e-02, eta: 2 days, 13:39:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9575, loss_cls: 4.1370, loss: 4.1370 +2025-06-10 02:30:14,157 - pyskl - INFO - Epoch [24][3400/3940] lr: 2.347e-02, eta: 2 days, 13:38:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9500, loss_cls: 4.1538, loss: 4.1538 +2025-06-10 02:30:58,621 - pyskl - INFO - Epoch [24][3500/3940] lr: 2.347e-02, eta: 2 days, 13:38:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9463, loss_cls: 4.2289, loss: 4.2289 +2025-06-10 02:31:43,075 - pyskl - INFO - Epoch [24][3600/3940] lr: 2.346e-02, eta: 2 days, 13:37:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9400, loss_cls: 4.1417, loss: 4.1417 +2025-06-10 02:32:27,516 - pyskl - INFO - Epoch [24][3700/3940] lr: 2.346e-02, eta: 2 days, 13:36:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9400, loss_cls: 4.3453, loss: 4.3453 +2025-06-10 02:33:11,951 - pyskl - INFO - Epoch [24][3800/3940] lr: 2.346e-02, eta: 2 days, 13:35:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9531, loss_cls: 4.3357, loss: 4.3357 +2025-06-10 02:33:56,511 - pyskl - INFO - Epoch [24][3900/3940] lr: 2.346e-02, eta: 2 days, 13:35:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9494, loss_cls: 4.0754, loss: 4.0754 +2025-06-10 02:34:14,655 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-06-10 02:37:35,865 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 02:37:36,366 - pyskl - INFO - +top1_acc 0.6793 +top5_acc 0.9137 +2025-06-10 02:37:36,385 - pyskl - INFO - Epoch(val) [24][3183] top1_acc: 0.6793, top5_acc: 0.9137 +2025-06-10 02:38:46,056 - pyskl - INFO - Epoch [25][100/3940] lr: 2.345e-02, eta: 2 days, 13:34:36, time: 0.697, data_time: 0.251, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9513, loss_cls: 4.0274, loss: 4.0274 +2025-06-10 02:39:30,524 - pyskl - INFO - Epoch [25][200/3940] lr: 2.345e-02, eta: 2 days, 13:33:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9550, loss_cls: 4.1250, loss: 4.1250 +2025-06-10 02:40:14,970 - pyskl - INFO - Epoch [25][300/3940] lr: 2.344e-02, eta: 2 days, 13:33:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9456, loss_cls: 4.1448, loss: 4.1448 +2025-06-10 02:40:59,452 - pyskl - INFO - Epoch [25][400/3940] lr: 2.344e-02, eta: 2 days, 13:32:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9400, loss_cls: 4.1745, loss: 4.1745 +2025-06-10 02:41:43,940 - pyskl - INFO - Epoch [25][500/3940] lr: 2.344e-02, eta: 2 days, 13:31:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9456, loss_cls: 4.1336, loss: 4.1336 +2025-06-10 02:42:28,477 - pyskl - INFO - Epoch [25][600/3940] lr: 2.343e-02, eta: 2 days, 13:30:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9450, loss_cls: 4.1343, loss: 4.1343 +2025-06-10 02:43:12,940 - pyskl - INFO - Epoch [25][700/3940] lr: 2.343e-02, eta: 2 days, 13:30:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9563, loss_cls: 4.1589, loss: 4.1589 +2025-06-10 02:43:57,406 - pyskl - INFO - Epoch [25][800/3940] lr: 2.343e-02, eta: 2 days, 13:29:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9487, loss_cls: 4.1753, loss: 4.1753 +2025-06-10 02:44:41,806 - pyskl - INFO - Epoch [25][900/3940] lr: 2.342e-02, eta: 2 days, 13:28:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9469, loss_cls: 4.1841, loss: 4.1841 +2025-06-10 02:45:26,292 - pyskl - INFO - Epoch [25][1000/3940] lr: 2.342e-02, eta: 2 days, 13:27:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 4.0398, loss: 4.0398 +2025-06-10 02:46:10,713 - pyskl - INFO - Epoch [25][1100/3940] lr: 2.342e-02, eta: 2 days, 13:27:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 4.0525, loss: 4.0525 +2025-06-10 02:46:55,155 - pyskl - INFO - Epoch [25][1200/3940] lr: 2.342e-02, eta: 2 days, 13:26:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9550, loss_cls: 4.0949, loss: 4.0949 +2025-06-10 02:47:39,622 - pyskl - INFO - Epoch [25][1300/3940] lr: 2.341e-02, eta: 2 days, 13:25:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 4.0960, loss: 4.0960 +2025-06-10 02:48:24,102 - pyskl - INFO - Epoch [25][1400/3940] lr: 2.341e-02, eta: 2 days, 13:24:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9500, loss_cls: 4.0519, loss: 4.0519 +2025-06-10 02:49:08,543 - pyskl - INFO - Epoch [25][1500/3940] lr: 2.341e-02, eta: 2 days, 13:23:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9531, loss_cls: 4.0511, loss: 4.0511 +2025-06-10 02:49:52,987 - pyskl - INFO - Epoch [25][1600/3940] lr: 2.340e-02, eta: 2 days, 13:23:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9494, loss_cls: 4.0420, loss: 4.0420 +2025-06-10 02:50:37,421 - pyskl - INFO - Epoch [25][1700/3940] lr: 2.340e-02, eta: 2 days, 13:22:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9425, loss_cls: 4.1098, loss: 4.1098 +2025-06-10 02:51:21,844 - pyskl - INFO - Epoch [25][1800/3940] lr: 2.340e-02, eta: 2 days, 13:21:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9381, loss_cls: 4.1635, loss: 4.1635 +2025-06-10 02:52:06,286 - pyskl - INFO - Epoch [25][1900/3940] lr: 2.339e-02, eta: 2 days, 13:20:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9525, loss_cls: 4.2131, loss: 4.2131 +2025-06-10 02:52:50,754 - pyskl - INFO - Epoch [25][2000/3940] lr: 2.339e-02, eta: 2 days, 13:20:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9513, loss_cls: 4.0956, loss: 4.0956 +2025-06-10 02:53:35,246 - pyskl - INFO - Epoch [25][2100/3940] lr: 2.339e-02, eta: 2 days, 13:19:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9469, loss_cls: 3.9949, loss: 3.9949 +2025-06-10 02:54:19,739 - pyskl - INFO - Epoch [25][2200/3940] lr: 2.338e-02, eta: 2 days, 13:18:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9413, loss_cls: 4.3295, loss: 4.3295 +2025-06-10 02:55:04,135 - pyskl - INFO - Epoch [25][2300/3940] lr: 2.338e-02, eta: 2 days, 13:17:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9481, loss_cls: 4.0895, loss: 4.0895 +2025-06-10 02:55:48,595 - pyskl - INFO - Epoch [25][2400/3940] lr: 2.338e-02, eta: 2 days, 13:17:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9481, loss_cls: 4.0780, loss: 4.0780 +2025-06-10 02:56:33,097 - pyskl - INFO - Epoch [25][2500/3940] lr: 2.337e-02, eta: 2 days, 13:16:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9450, loss_cls: 4.1775, loss: 4.1775 +2025-06-10 02:57:17,566 - pyskl - INFO - Epoch [25][2600/3940] lr: 2.337e-02, eta: 2 days, 13:15:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9413, loss_cls: 4.2211, loss: 4.2211 +2025-06-10 02:58:02,067 - pyskl - INFO - Epoch [25][2700/3940] lr: 2.337e-02, eta: 2 days, 13:14:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9513, loss_cls: 4.1986, loss: 4.1986 +2025-06-10 02:58:46,634 - pyskl - INFO - Epoch [25][2800/3940] lr: 2.336e-02, eta: 2 days, 13:14:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9469, loss_cls: 4.1869, loss: 4.1869 +2025-06-10 02:59:31,200 - pyskl - INFO - Epoch [25][2900/3940] lr: 2.336e-02, eta: 2 days, 13:13:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9450, loss_cls: 4.2527, loss: 4.2527 +2025-06-10 03:00:15,737 - pyskl - INFO - Epoch [25][3000/3940] lr: 2.336e-02, eta: 2 days, 13:12:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9437, loss_cls: 4.2973, loss: 4.2973 +2025-06-10 03:01:00,261 - pyskl - INFO - Epoch [25][3100/3940] lr: 2.335e-02, eta: 2 days, 13:11:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9381, loss_cls: 4.4295, loss: 4.4295 +2025-06-10 03:01:44,969 - pyskl - INFO - Epoch [25][3200/3940] lr: 2.335e-02, eta: 2 days, 13:11:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9469, loss_cls: 4.0970, loss: 4.0970 +2025-06-10 03:02:29,447 - pyskl - INFO - Epoch [25][3300/3940] lr: 2.335e-02, eta: 2 days, 13:10:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9506, loss_cls: 4.2187, loss: 4.2187 +2025-06-10 03:03:14,021 - pyskl - INFO - Epoch [25][3400/3940] lr: 2.334e-02, eta: 2 days, 13:09:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9513, loss_cls: 4.1522, loss: 4.1522 +2025-06-10 03:03:58,587 - pyskl - INFO - Epoch [25][3500/3940] lr: 2.334e-02, eta: 2 days, 13:08:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9525, loss_cls: 4.1676, loss: 4.1676 +2025-06-10 03:04:43,089 - pyskl - INFO - Epoch [25][3600/3940] lr: 2.334e-02, eta: 2 days, 13:08:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9487, loss_cls: 4.1623, loss: 4.1623 +2025-06-10 03:05:27,560 - pyskl - INFO - Epoch [25][3700/3940] lr: 2.333e-02, eta: 2 days, 13:07:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9437, loss_cls: 4.1824, loss: 4.1824 +2025-06-10 03:06:12,082 - pyskl - INFO - Epoch [25][3800/3940] lr: 2.333e-02, eta: 2 days, 13:06:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9437, loss_cls: 4.1807, loss: 4.1807 +2025-06-10 03:06:56,709 - pyskl - INFO - Epoch [25][3900/3940] lr: 2.333e-02, eta: 2 days, 13:05:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9525, loss_cls: 4.0793, loss: 4.0793 +2025-06-10 03:07:14,852 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-06-10 03:25:35,006 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 03:25:35,497 - pyskl - INFO - +top1_acc 0.6964 +top5_acc 0.9321 +2025-06-10 03:25:35,515 - pyskl - INFO - Epoch(val) [25][3183] top1_acc: 0.6964, top5_acc: 0.9321 +2025-06-10 03:26:44,985 - pyskl - INFO - Epoch [26][100/3940] lr: 2.332e-02, eta: 2 days, 13:05:19, time: 0.695, data_time: 0.250, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9525, loss_cls: 4.1692, loss: 4.1692 +2025-06-10 03:27:29,331 - pyskl - INFO - Epoch [26][200/3940] lr: 2.332e-02, eta: 2 days, 13:04:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9537, loss_cls: 4.0653, loss: 4.0653 +2025-06-10 03:28:13,677 - pyskl - INFO - Epoch [26][300/3940] lr: 2.332e-02, eta: 2 days, 13:03:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 4.1440, loss: 4.1440 +2025-06-10 03:28:58,108 - pyskl - INFO - Epoch [26][400/3940] lr: 2.331e-02, eta: 2 days, 13:03:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9525, loss_cls: 4.1291, loss: 4.1291 +2025-06-10 03:29:42,604 - pyskl - INFO - Epoch [26][500/3940] lr: 2.331e-02, eta: 2 days, 13:02:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9481, loss_cls: 4.0924, loss: 4.0924 +2025-06-10 03:30:27,157 - pyskl - INFO - Epoch [26][600/3940] lr: 2.331e-02, eta: 2 days, 13:01:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9475, loss_cls: 4.1470, loss: 4.1470 +2025-06-10 03:31:11,696 - pyskl - INFO - Epoch [26][700/3940] lr: 2.330e-02, eta: 2 days, 13:00:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 4.0576, loss: 4.0576 +2025-06-10 03:31:56,039 - pyskl - INFO - Epoch [26][800/3940] lr: 2.330e-02, eta: 2 days, 12:59:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9519, loss_cls: 4.0924, loss: 4.0924 +2025-06-10 03:32:40,420 - pyskl - INFO - Epoch [26][900/3940] lr: 2.330e-02, eta: 2 days, 12:59:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9575, loss_cls: 4.0996, loss: 4.0996 +2025-06-10 03:33:24,861 - pyskl - INFO - Epoch [26][1000/3940] lr: 2.329e-02, eta: 2 days, 12:58:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9550, loss_cls: 4.1091, loss: 4.1091 +2025-06-10 03:34:09,253 - pyskl - INFO - Epoch [26][1100/3940] lr: 2.329e-02, eta: 2 days, 12:57:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9513, loss_cls: 4.1754, loss: 4.1754 +2025-06-10 03:34:53,701 - pyskl - INFO - Epoch [26][1200/3940] lr: 2.329e-02, eta: 2 days, 12:56:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9487, loss_cls: 4.1551, loss: 4.1551 +2025-06-10 03:35:38,193 - pyskl - INFO - Epoch [26][1300/3940] lr: 2.328e-02, eta: 2 days, 12:56:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9506, loss_cls: 4.0796, loss: 4.0796 +2025-06-10 03:36:22,628 - pyskl - INFO - Epoch [26][1400/3940] lr: 2.328e-02, eta: 2 days, 12:55:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9519, loss_cls: 4.0857, loss: 4.0857 +2025-06-10 03:37:07,111 - pyskl - INFO - Epoch [26][1500/3940] lr: 2.328e-02, eta: 2 days, 12:54:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9525, loss_cls: 4.1462, loss: 4.1462 +2025-06-10 03:37:51,476 - pyskl - INFO - Epoch [26][1600/3940] lr: 2.327e-02, eta: 2 days, 12:53:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9444, loss_cls: 4.2009, loss: 4.2009 +2025-06-10 03:38:35,885 - pyskl - INFO - Epoch [26][1700/3940] lr: 2.327e-02, eta: 2 days, 12:53:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9463, loss_cls: 4.2136, loss: 4.2136 +2025-06-10 03:39:20,256 - pyskl - INFO - Epoch [26][1800/3940] lr: 2.327e-02, eta: 2 days, 12:52:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9556, loss_cls: 4.0284, loss: 4.0284 +2025-06-10 03:40:04,649 - pyskl - INFO - Epoch [26][1900/3940] lr: 2.326e-02, eta: 2 days, 12:51:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9469, loss_cls: 4.0496, loss: 4.0496 +2025-06-10 03:40:49,106 - pyskl - INFO - Epoch [26][2000/3940] lr: 2.326e-02, eta: 2 days, 12:50:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 4.0729, loss: 4.0729 +2025-06-10 03:41:33,586 - pyskl - INFO - Epoch [26][2100/3940] lr: 2.325e-02, eta: 2 days, 12:50:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9587, loss_cls: 4.2295, loss: 4.2295 +2025-06-10 03:42:18,090 - pyskl - INFO - Epoch [26][2200/3940] lr: 2.325e-02, eta: 2 days, 12:49:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9456, loss_cls: 4.2402, loss: 4.2402 +2025-06-10 03:43:02,595 - pyskl - INFO - Epoch [26][2300/3940] lr: 2.325e-02, eta: 2 days, 12:48:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9506, loss_cls: 4.1031, loss: 4.1031 +2025-06-10 03:43:47,122 - pyskl - INFO - Epoch [26][2400/3940] lr: 2.324e-02, eta: 2 days, 12:47:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9494, loss_cls: 4.1982, loss: 4.1982 +2025-06-10 03:44:31,638 - pyskl - INFO - Epoch [26][2500/3940] lr: 2.324e-02, eta: 2 days, 12:47:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9531, loss_cls: 4.1744, loss: 4.1744 +2025-06-10 03:45:16,197 - pyskl - INFO - Epoch [26][2600/3940] lr: 2.324e-02, eta: 2 days, 12:46:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9500, loss_cls: 4.1512, loss: 4.1512 +2025-06-10 03:46:00,761 - pyskl - INFO - Epoch [26][2700/3940] lr: 2.323e-02, eta: 2 days, 12:45:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 4.1677, loss: 4.1677 +2025-06-10 03:46:45,293 - pyskl - INFO - Epoch [26][2800/3940] lr: 2.323e-02, eta: 2 days, 12:44:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9581, loss_cls: 4.1530, loss: 4.1530 +2025-06-10 03:47:29,820 - pyskl - INFO - Epoch [26][2900/3940] lr: 2.323e-02, eta: 2 days, 12:44:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 4.1398, loss: 4.1398 +2025-06-10 03:48:14,290 - pyskl - INFO - Epoch [26][3000/3940] lr: 2.322e-02, eta: 2 days, 12:43:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 4.0935, loss: 4.0935 +2025-06-10 03:48:58,749 - pyskl - INFO - Epoch [26][3100/3940] lr: 2.322e-02, eta: 2 days, 12:42:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9550, loss_cls: 4.0228, loss: 4.0228 +2025-06-10 03:49:43,183 - pyskl - INFO - Epoch [26][3200/3940] lr: 2.322e-02, eta: 2 days, 12:41:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9650, loss_cls: 4.0999, loss: 4.0999 +2025-06-10 03:50:27,651 - pyskl - INFO - Epoch [26][3300/3940] lr: 2.321e-02, eta: 2 days, 12:40:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9631, loss_cls: 4.0921, loss: 4.0921 +2025-06-10 03:51:12,132 - pyskl - INFO - Epoch [26][3400/3940] lr: 2.321e-02, eta: 2 days, 12:40:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9375, loss_cls: 4.3175, loss: 4.3175 +2025-06-10 03:51:56,607 - pyskl - INFO - Epoch [26][3500/3940] lr: 2.321e-02, eta: 2 days, 12:39:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9444, loss_cls: 4.1602, loss: 4.1602 +2025-06-10 03:52:41,081 - pyskl - INFO - Epoch [26][3600/3940] lr: 2.320e-02, eta: 2 days, 12:38:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 4.0408, loss: 4.0408 +2025-06-10 03:53:25,578 - pyskl - INFO - Epoch [26][3700/3940] lr: 2.320e-02, eta: 2 days, 12:37:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9481, loss_cls: 4.0335, loss: 4.0335 +2025-06-10 03:54:10,063 - pyskl - INFO - Epoch [26][3800/3940] lr: 2.320e-02, eta: 2 days, 12:37:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9394, loss_cls: 4.1411, loss: 4.1411 +2025-06-10 03:54:54,482 - pyskl - INFO - Epoch [26][3900/3940] lr: 2.319e-02, eta: 2 days, 12:36:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9375, loss_cls: 4.0745, loss: 4.0745 +2025-06-10 03:55:12,637 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-06-10 03:58:35,171 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 03:58:35,645 - pyskl - INFO - +top1_acc 0.7053 +top5_acc 0.9227 +2025-06-10 03:58:35,662 - pyskl - INFO - Epoch(val) [26][3183] top1_acc: 0.7053, top5_acc: 0.9227 +2025-06-10 03:59:44,935 - pyskl - INFO - Epoch [27][100/3940] lr: 2.319e-02, eta: 2 days, 12:35:54, time: 0.693, data_time: 0.249, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9500, loss_cls: 4.0963, loss: 4.0963 +2025-06-10 04:00:29,358 - pyskl - INFO - Epoch [27][200/3940] lr: 2.319e-02, eta: 2 days, 12:35:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9481, loss_cls: 4.0997, loss: 4.0997 +2025-06-10 04:01:13,690 - pyskl - INFO - Epoch [27][300/3940] lr: 2.318e-02, eta: 2 days, 12:34:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9500, loss_cls: 4.0799, loss: 4.0799 +2025-06-10 04:01:58,054 - pyskl - INFO - Epoch [27][400/3940] lr: 2.318e-02, eta: 2 days, 12:33:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9463, loss_cls: 4.0595, loss: 4.0595 +2025-06-10 04:02:42,613 - pyskl - INFO - Epoch [27][500/3940] lr: 2.317e-02, eta: 2 days, 12:32:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9531, loss_cls: 4.0474, loss: 4.0474 +2025-06-10 04:03:27,189 - pyskl - INFO - Epoch [27][600/3940] lr: 2.317e-02, eta: 2 days, 12:32:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 4.0119, loss: 4.0119 +2025-06-10 04:04:11,616 - pyskl - INFO - Epoch [27][700/3940] lr: 2.317e-02, eta: 2 days, 12:31:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 4.0212, loss: 4.0212 +2025-06-10 04:04:56,035 - pyskl - INFO - Epoch [27][800/3940] lr: 2.316e-02, eta: 2 days, 12:30:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9463, loss_cls: 4.1907, loss: 4.1907 +2025-06-10 04:05:40,363 - pyskl - INFO - Epoch [27][900/3940] lr: 2.316e-02, eta: 2 days, 12:29:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 4.0267, loss: 4.0267 +2025-06-10 04:06:24,734 - pyskl - INFO - Epoch [27][1000/3940] lr: 2.316e-02, eta: 2 days, 12:29:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9575, loss_cls: 4.1004, loss: 4.1004 +2025-06-10 04:07:09,009 - pyskl - INFO - Epoch [27][1100/3940] lr: 2.315e-02, eta: 2 days, 12:28:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9544, loss_cls: 4.0438, loss: 4.0438 +2025-06-10 04:07:53,338 - pyskl - INFO - Epoch [27][1200/3940] lr: 2.315e-02, eta: 2 days, 12:27:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9537, loss_cls: 4.2139, loss: 4.2139 +2025-06-10 04:08:37,695 - pyskl - INFO - Epoch [27][1300/3940] lr: 2.315e-02, eta: 2 days, 12:26:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9437, loss_cls: 4.1746, loss: 4.1746 +2025-06-10 04:09:22,027 - pyskl - INFO - Epoch [27][1400/3940] lr: 2.314e-02, eta: 2 days, 12:25:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9500, loss_cls: 4.0984, loss: 4.0984 +2025-06-10 04:10:06,337 - pyskl - INFO - Epoch [27][1500/3940] lr: 2.314e-02, eta: 2 days, 12:25:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 4.0244, loss: 4.0244 +2025-06-10 04:10:50,680 - pyskl - INFO - Epoch [27][1600/3940] lr: 2.314e-02, eta: 2 days, 12:24:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9419, loss_cls: 4.1673, loss: 4.1673 +2025-06-10 04:11:35,039 - pyskl - INFO - Epoch [27][1700/3940] lr: 2.313e-02, eta: 2 days, 12:23:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9550, loss_cls: 4.1489, loss: 4.1489 +2025-06-10 04:12:19,474 - pyskl - INFO - Epoch [27][1800/3940] lr: 2.313e-02, eta: 2 days, 12:22:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 4.1148, loss: 4.1148 +2025-06-10 04:13:03,790 - pyskl - INFO - Epoch [27][1900/3940] lr: 2.313e-02, eta: 2 days, 12:22:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9550, loss_cls: 4.1492, loss: 4.1492 +2025-06-10 04:13:48,102 - pyskl - INFO - Epoch [27][2000/3940] lr: 2.312e-02, eta: 2 days, 12:21:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 3.9591, loss: 3.9591 +2025-06-10 04:14:32,427 - pyskl - INFO - Epoch [27][2100/3940] lr: 2.312e-02, eta: 2 days, 12:20:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9469, loss_cls: 4.0650, loss: 4.0650 +2025-06-10 04:15:16,815 - pyskl - INFO - Epoch [27][2200/3940] lr: 2.312e-02, eta: 2 days, 12:19:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9550, loss_cls: 4.1542, loss: 4.1542 +2025-06-10 04:16:01,245 - pyskl - INFO - Epoch [27][2300/3940] lr: 2.311e-02, eta: 2 days, 12:19:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9587, loss_cls: 3.9426, loss: 3.9426 +2025-06-10 04:16:45,635 - pyskl - INFO - Epoch [27][2400/3940] lr: 2.311e-02, eta: 2 days, 12:18:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9450, loss_cls: 4.3349, loss: 4.3349 +2025-06-10 04:17:29,955 - pyskl - INFO - Epoch [27][2500/3940] lr: 2.311e-02, eta: 2 days, 12:17:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9487, loss_cls: 4.2165, loss: 4.2165 +2025-06-10 04:18:14,266 - pyskl - INFO - Epoch [27][2600/3940] lr: 2.310e-02, eta: 2 days, 12:16:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9469, loss_cls: 4.1638, loss: 4.1638 +2025-06-10 04:18:58,651 - pyskl - INFO - Epoch [27][2700/3940] lr: 2.310e-02, eta: 2 days, 12:15:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9394, loss_cls: 4.2168, loss: 4.2168 +2025-06-10 04:19:43,063 - pyskl - INFO - Epoch [27][2800/3940] lr: 2.309e-02, eta: 2 days, 12:15:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 4.0351, loss: 4.0351 +2025-06-10 04:20:27,456 - pyskl - INFO - Epoch [27][2900/3940] lr: 2.309e-02, eta: 2 days, 12:14:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9475, loss_cls: 4.1499, loss: 4.1499 +2025-06-10 04:21:11,827 - pyskl - INFO - Epoch [27][3000/3940] lr: 2.309e-02, eta: 2 days, 12:13:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9463, loss_cls: 4.0825, loss: 4.0825 +2025-06-10 04:21:56,158 - pyskl - INFO - Epoch [27][3100/3940] lr: 2.308e-02, eta: 2 days, 12:12:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9513, loss_cls: 4.1397, loss: 4.1397 +2025-06-10 04:22:40,536 - pyskl - INFO - Epoch [27][3200/3940] lr: 2.308e-02, eta: 2 days, 12:12:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9525, loss_cls: 4.0717, loss: 4.0717 +2025-06-10 04:23:25,063 - pyskl - INFO - Epoch [27][3300/3940] lr: 2.308e-02, eta: 2 days, 12:11:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9506, loss_cls: 4.0955, loss: 4.0955 +2025-06-10 04:24:09,587 - pyskl - INFO - Epoch [27][3400/3940] lr: 2.307e-02, eta: 2 days, 12:10:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 4.1820, loss: 4.1820 +2025-06-10 04:24:54,027 - pyskl - INFO - Epoch [27][3500/3940] lr: 2.307e-02, eta: 2 days, 12:09:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9519, loss_cls: 4.2001, loss: 4.2001 +2025-06-10 04:25:38,507 - pyskl - INFO - Epoch [27][3600/3940] lr: 2.307e-02, eta: 2 days, 12:09:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9437, loss_cls: 4.1518, loss: 4.1518 +2025-06-10 04:26:22,986 - pyskl - INFO - Epoch [27][3700/3940] lr: 2.306e-02, eta: 2 days, 12:08:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9525, loss_cls: 4.1037, loss: 4.1037 +2025-06-10 04:27:07,490 - pyskl - INFO - Epoch [27][3800/3940] lr: 2.306e-02, eta: 2 days, 12:07:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9531, loss_cls: 4.0477, loss: 4.0477 +2025-06-10 04:27:51,934 - pyskl - INFO - Epoch [27][3900/3940] lr: 2.306e-02, eta: 2 days, 12:06:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9456, loss_cls: 4.1747, loss: 4.1747 +2025-06-10 04:28:10,038 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-06-10 04:31:31,165 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 04:31:31,700 - pyskl - INFO - +top1_acc 0.6866 +top5_acc 0.9175 +2025-06-10 04:31:31,717 - pyskl - INFO - Epoch(val) [27][3183] top1_acc: 0.6866, top5_acc: 0.9175 +2025-06-10 04:32:41,205 - pyskl - INFO - Epoch [28][100/3940] lr: 2.305e-02, eta: 2 days, 12:06:20, time: 0.695, data_time: 0.251, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9525, loss_cls: 4.1042, loss: 4.1042 +2025-06-10 04:33:25,622 - pyskl - INFO - Epoch [28][200/3940] lr: 2.305e-02, eta: 2 days, 12:05:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 4.0188, loss: 4.0188 +2025-06-10 04:34:10,057 - pyskl - INFO - Epoch [28][300/3940] lr: 2.304e-02, eta: 2 days, 12:04:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 3.9389, loss: 3.9389 +2025-06-10 04:34:54,477 - pyskl - INFO - Epoch [28][400/3940] lr: 2.304e-02, eta: 2 days, 12:04:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9525, loss_cls: 4.1274, loss: 4.1274 +2025-06-10 04:35:39,040 - pyskl - INFO - Epoch [28][500/3940] lr: 2.304e-02, eta: 2 days, 12:03:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9613, loss_cls: 4.1599, loss: 4.1599 +2025-06-10 04:36:23,576 - pyskl - INFO - Epoch [28][600/3940] lr: 2.303e-02, eta: 2 days, 12:02:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9463, loss_cls: 4.1674, loss: 4.1674 +2025-06-10 04:37:08,126 - pyskl - INFO - Epoch [28][700/3940] lr: 2.303e-02, eta: 2 days, 12:01:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9519, loss_cls: 4.0399, loss: 4.0399 +2025-06-10 04:37:52,580 - pyskl - INFO - Epoch [28][800/3940] lr: 2.303e-02, eta: 2 days, 12:01:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9437, loss_cls: 4.0920, loss: 4.0920 +2025-06-10 04:38:37,026 - pyskl - INFO - Epoch [28][900/3940] lr: 2.302e-02, eta: 2 days, 12:00:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9519, loss_cls: 4.2684, loss: 4.2684 +2025-06-10 04:39:21,483 - pyskl - INFO - Epoch [28][1000/3940] lr: 2.302e-02, eta: 2 days, 11:59:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9531, loss_cls: 4.0876, loss: 4.0876 +2025-06-10 04:40:05,926 - pyskl - INFO - Epoch [28][1100/3940] lr: 2.301e-02, eta: 2 days, 11:58:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9544, loss_cls: 3.8428, loss: 3.8428 +2025-06-10 04:40:50,318 - pyskl - INFO - Epoch [28][1200/3940] lr: 2.301e-02, eta: 2 days, 11:57:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9587, loss_cls: 3.9566, loss: 3.9566 +2025-06-10 04:41:34,749 - pyskl - INFO - Epoch [28][1300/3940] lr: 2.301e-02, eta: 2 days, 11:57:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9494, loss_cls: 3.9682, loss: 3.9682 +2025-06-10 04:42:19,169 - pyskl - INFO - Epoch [28][1400/3940] lr: 2.300e-02, eta: 2 days, 11:56:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9469, loss_cls: 4.0685, loss: 4.0685 +2025-06-10 04:43:03,638 - pyskl - INFO - Epoch [28][1500/3940] lr: 2.300e-02, eta: 2 days, 11:55:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9556, loss_cls: 4.0520, loss: 4.0520 +2025-06-10 04:43:48,065 - pyskl - INFO - Epoch [28][1600/3940] lr: 2.300e-02, eta: 2 days, 11:54:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9506, loss_cls: 3.9513, loss: 3.9513 +2025-06-10 04:44:32,515 - pyskl - INFO - Epoch [28][1700/3940] lr: 2.299e-02, eta: 2 days, 11:54:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9506, loss_cls: 4.0940, loss: 4.0940 +2025-06-10 04:45:16,968 - pyskl - INFO - Epoch [28][1800/3940] lr: 2.299e-02, eta: 2 days, 11:53:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9537, loss_cls: 4.0356, loss: 4.0356 +2025-06-10 04:46:01,396 - pyskl - INFO - Epoch [28][1900/3940] lr: 2.299e-02, eta: 2 days, 11:52:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9519, loss_cls: 4.2336, loss: 4.2336 +2025-06-10 04:46:45,832 - pyskl - INFO - Epoch [28][2000/3940] lr: 2.298e-02, eta: 2 days, 11:51:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9487, loss_cls: 4.2074, loss: 4.2074 +2025-06-10 04:47:30,438 - pyskl - INFO - Epoch [28][2100/3940] lr: 2.298e-02, eta: 2 days, 11:51:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9531, loss_cls: 4.1049, loss: 4.1049 +2025-06-10 04:48:15,118 - pyskl - INFO - Epoch [28][2200/3940] lr: 2.298e-02, eta: 2 days, 11:50:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9400, loss_cls: 4.1353, loss: 4.1353 +2025-06-10 04:48:59,699 - pyskl - INFO - Epoch [28][2300/3940] lr: 2.297e-02, eta: 2 days, 11:49:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9400, loss_cls: 4.2865, loss: 4.2865 +2025-06-10 04:49:44,091 - pyskl - INFO - Epoch [28][2400/3940] lr: 2.297e-02, eta: 2 days, 11:48:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9387, loss_cls: 4.1988, loss: 4.1988 +2025-06-10 04:50:28,522 - pyskl - INFO - Epoch [28][2500/3940] lr: 2.296e-02, eta: 2 days, 11:48:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9487, loss_cls: 3.9326, loss: 3.9326 +2025-06-10 04:51:13,167 - pyskl - INFO - Epoch [28][2600/3940] lr: 2.296e-02, eta: 2 days, 11:47:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9494, loss_cls: 4.0776, loss: 4.0776 +2025-06-10 04:51:57,589 - pyskl - INFO - Epoch [28][2700/3940] lr: 2.296e-02, eta: 2 days, 11:46:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9594, loss_cls: 4.0256, loss: 4.0256 +2025-06-10 04:52:42,108 - pyskl - INFO - Epoch [28][2800/3940] lr: 2.295e-02, eta: 2 days, 11:45:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9544, loss_cls: 4.2032, loss: 4.2032 +2025-06-10 04:53:26,499 - pyskl - INFO - Epoch [28][2900/3940] lr: 2.295e-02, eta: 2 days, 11:45:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9519, loss_cls: 4.1188, loss: 4.1188 +2025-06-10 04:54:11,007 - pyskl - INFO - Epoch [28][3000/3940] lr: 2.295e-02, eta: 2 days, 11:44:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9519, loss_cls: 4.2152, loss: 4.2152 +2025-06-10 04:54:55,473 - pyskl - INFO - Epoch [28][3100/3940] lr: 2.294e-02, eta: 2 days, 11:43:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9494, loss_cls: 4.0815, loss: 4.0815 +2025-06-10 04:55:39,874 - pyskl - INFO - Epoch [28][3200/3940] lr: 2.294e-02, eta: 2 days, 11:42:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9419, loss_cls: 4.1251, loss: 4.1251 +2025-06-10 04:56:24,630 - pyskl - INFO - Epoch [28][3300/3940] lr: 2.294e-02, eta: 2 days, 11:42:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 4.0438, loss: 4.0438 +2025-06-10 04:57:09,306 - pyskl - INFO - Epoch [28][3400/3940] lr: 2.293e-02, eta: 2 days, 11:41:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9463, loss_cls: 4.1029, loss: 4.1029 +2025-06-10 04:57:53,787 - pyskl - INFO - Epoch [28][3500/3940] lr: 2.293e-02, eta: 2 days, 11:40:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 4.1471, loss: 4.1471 +2025-06-10 04:58:38,322 - pyskl - INFO - Epoch [28][3600/3940] lr: 2.292e-02, eta: 2 days, 11:39:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9450, loss_cls: 4.1941, loss: 4.1941 +2025-06-10 04:59:22,722 - pyskl - INFO - Epoch [28][3700/3940] lr: 2.292e-02, eta: 2 days, 11:39:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9469, loss_cls: 4.1809, loss: 4.1809 +2025-06-10 05:00:07,230 - pyskl - INFO - Epoch [28][3800/3940] lr: 2.292e-02, eta: 2 days, 11:38:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9481, loss_cls: 4.1327, loss: 4.1327 +2025-06-10 05:00:51,714 - pyskl - INFO - Epoch [28][3900/3940] lr: 2.291e-02, eta: 2 days, 11:37:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9475, loss_cls: 4.1021, loss: 4.1021 +2025-06-10 05:01:09,738 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-06-10 05:04:30,838 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 05:04:31,359 - pyskl - INFO - +top1_acc 0.6923 +top5_acc 0.9239 +2025-06-10 05:04:31,376 - pyskl - INFO - Epoch(val) [28][3183] top1_acc: 0.6923, top5_acc: 0.9239 +2025-06-10 05:05:40,877 - pyskl - INFO - Epoch [29][100/3940] lr: 2.291e-02, eta: 2 days, 11:37:02, time: 0.695, data_time: 0.250, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 4.2195, loss: 4.2195 +2025-06-10 05:06:25,377 - pyskl - INFO - Epoch [29][200/3940] lr: 2.290e-02, eta: 2 days, 11:36:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9513, loss_cls: 4.0860, loss: 4.0860 +2025-06-10 05:07:09,795 - pyskl - INFO - Epoch [29][300/3940] lr: 2.290e-02, eta: 2 days, 11:35:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 4.0129, loss: 4.0129 +2025-06-10 05:07:54,221 - pyskl - INFO - Epoch [29][400/3940] lr: 2.290e-02, eta: 2 days, 11:34:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9413, loss_cls: 4.0976, loss: 4.0976 +2025-06-10 05:08:38,727 - pyskl - INFO - Epoch [29][500/3940] lr: 2.289e-02, eta: 2 days, 11:34:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9475, loss_cls: 4.0020, loss: 4.0020 +2025-06-10 05:09:23,144 - pyskl - INFO - Epoch [29][600/3940] lr: 2.289e-02, eta: 2 days, 11:33:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9450, loss_cls: 4.1355, loss: 4.1355 +2025-06-10 05:10:07,548 - pyskl - INFO - Epoch [29][700/3940] lr: 2.289e-02, eta: 2 days, 11:32:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9419, loss_cls: 4.0919, loss: 4.0919 +2025-06-10 05:10:51,958 - pyskl - INFO - Epoch [29][800/3940] lr: 2.288e-02, eta: 2 days, 11:31:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9456, loss_cls: 4.2103, loss: 4.2103 +2025-06-10 05:11:36,366 - pyskl - INFO - Epoch [29][900/3940] lr: 2.288e-02, eta: 2 days, 11:30:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 4.0595, loss: 4.0595 +2025-06-10 05:12:20,776 - pyskl - INFO - Epoch [29][1000/3940] lr: 2.287e-02, eta: 2 days, 11:30:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9513, loss_cls: 4.0562, loss: 4.0562 +2025-06-10 05:13:05,182 - pyskl - INFO - Epoch [29][1100/3940] lr: 2.287e-02, eta: 2 days, 11:29:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9594, loss_cls: 4.0438, loss: 4.0438 +2025-06-10 05:13:49,644 - pyskl - INFO - Epoch [29][1200/3940] lr: 2.287e-02, eta: 2 days, 11:28:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9456, loss_cls: 4.2882, loss: 4.2882 +2025-06-10 05:14:34,134 - pyskl - INFO - Epoch [29][1300/3940] lr: 2.286e-02, eta: 2 days, 11:27:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9575, loss_cls: 3.9867, loss: 3.9867 +2025-06-10 05:15:18,542 - pyskl - INFO - Epoch [29][1400/3940] lr: 2.286e-02, eta: 2 days, 11:27:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 4.0241, loss: 4.0241 +2025-06-10 05:16:03,027 - pyskl - INFO - Epoch [29][1500/3940] lr: 2.286e-02, eta: 2 days, 11:26:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 3.9735, loss: 3.9735 +2025-06-10 05:16:47,486 - pyskl - INFO - Epoch [29][1600/3940] lr: 2.285e-02, eta: 2 days, 11:25:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9506, loss_cls: 4.1535, loss: 4.1535 +2025-06-10 05:17:31,917 - pyskl - INFO - Epoch [29][1700/3940] lr: 2.285e-02, eta: 2 days, 11:24:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9500, loss_cls: 4.0469, loss: 4.0469 +2025-06-10 05:18:16,283 - pyskl - INFO - Epoch [29][1800/3940] lr: 2.284e-02, eta: 2 days, 11:24:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9481, loss_cls: 4.0513, loss: 4.0513 +2025-06-10 05:19:00,702 - pyskl - INFO - Epoch [29][1900/3940] lr: 2.284e-02, eta: 2 days, 11:23:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9487, loss_cls: 3.9933, loss: 3.9933 +2025-06-10 05:19:44,999 - pyskl - INFO - Epoch [29][2000/3940] lr: 2.284e-02, eta: 2 days, 11:22:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9431, loss_cls: 4.1189, loss: 4.1189 +2025-06-10 05:20:29,331 - pyskl - INFO - Epoch [29][2100/3940] lr: 2.283e-02, eta: 2 days, 11:21:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9487, loss_cls: 4.1153, loss: 4.1153 +2025-06-10 05:21:13,610 - pyskl - INFO - Epoch [29][2200/3940] lr: 2.283e-02, eta: 2 days, 11:21:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9450, loss_cls: 4.1888, loss: 4.1888 +2025-06-10 05:21:57,943 - pyskl - INFO - Epoch [29][2300/3940] lr: 2.283e-02, eta: 2 days, 11:20:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9519, loss_cls: 4.1007, loss: 4.1007 +2025-06-10 05:22:42,257 - pyskl - INFO - Epoch [29][2400/3940] lr: 2.282e-02, eta: 2 days, 11:19:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9487, loss_cls: 4.1911, loss: 4.1911 +2025-06-10 05:23:26,657 - pyskl - INFO - Epoch [29][2500/3940] lr: 2.282e-02, eta: 2 days, 11:18:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9500, loss_cls: 4.0587, loss: 4.0587 +2025-06-10 05:24:10,897 - pyskl - INFO - Epoch [29][2600/3940] lr: 2.281e-02, eta: 2 days, 11:17:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9525, loss_cls: 3.9940, loss: 3.9940 +2025-06-10 05:24:55,299 - pyskl - INFO - Epoch [29][2700/3940] lr: 2.281e-02, eta: 2 days, 11:17:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9463, loss_cls: 4.1363, loss: 4.1363 +2025-06-10 05:25:39,743 - pyskl - INFO - Epoch [29][2800/3940] lr: 2.281e-02, eta: 2 days, 11:16:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9469, loss_cls: 4.0874, loss: 4.0874 +2025-06-10 05:26:24,138 - pyskl - INFO - Epoch [29][2900/3940] lr: 2.280e-02, eta: 2 days, 11:15:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9594, loss_cls: 3.9674, loss: 3.9674 +2025-06-10 05:27:08,590 - pyskl - INFO - Epoch [29][3000/3940] lr: 2.280e-02, eta: 2 days, 11:14:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9431, loss_cls: 4.1019, loss: 4.1019 +2025-06-10 05:27:53,014 - pyskl - INFO - Epoch [29][3100/3940] lr: 2.280e-02, eta: 2 days, 11:14:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 4.0432, loss: 4.0432 +2025-06-10 05:28:37,527 - pyskl - INFO - Epoch [29][3200/3940] lr: 2.279e-02, eta: 2 days, 11:13:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9519, loss_cls: 4.0773, loss: 4.0773 +2025-06-10 05:29:22,127 - pyskl - INFO - Epoch [29][3300/3940] lr: 2.279e-02, eta: 2 days, 11:12:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9525, loss_cls: 4.0405, loss: 4.0405 +2025-06-10 05:30:06,655 - pyskl - INFO - Epoch [29][3400/3940] lr: 2.278e-02, eta: 2 days, 11:11:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 3.9990, loss: 3.9990 +2025-06-10 05:30:51,099 - pyskl - INFO - Epoch [29][3500/3940] lr: 2.278e-02, eta: 2 days, 11:11:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9437, loss_cls: 4.1997, loss: 4.1997 +2025-06-10 05:31:35,489 - pyskl - INFO - Epoch [29][3600/3940] lr: 2.278e-02, eta: 2 days, 11:10:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9587, loss_cls: 4.0987, loss: 4.0987 +2025-06-10 05:32:19,935 - pyskl - INFO - Epoch [29][3700/3940] lr: 2.277e-02, eta: 2 days, 11:09:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 4.1119, loss: 4.1119 +2025-06-10 05:33:04,309 - pyskl - INFO - Epoch [29][3800/3940] lr: 2.277e-02, eta: 2 days, 11:08:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9531, loss_cls: 4.0998, loss: 4.0998 +2025-06-10 05:33:48,765 - pyskl - INFO - Epoch [29][3900/3940] lr: 2.277e-02, eta: 2 days, 11:08:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9506, loss_cls: 4.0484, loss: 4.0484 +2025-06-10 05:34:06,895 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-06-10 05:37:29,092 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 05:37:29,639 - pyskl - INFO - +top1_acc 0.7111 +top5_acc 0.9293 +2025-06-10 05:37:29,660 - pyskl - INFO - Epoch(val) [29][3183] top1_acc: 0.7111, top5_acc: 0.9293 +2025-06-10 05:38:39,164 - pyskl - INFO - Epoch [30][100/3940] lr: 2.276e-02, eta: 2 days, 11:07:34, time: 0.695, data_time: 0.250, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9519, loss_cls: 3.9800, loss: 3.9800 +2025-06-10 05:39:23,632 - pyskl - INFO - Epoch [30][200/3940] lr: 2.276e-02, eta: 2 days, 11:06:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9544, loss_cls: 3.9630, loss: 3.9630 +2025-06-10 05:40:08,113 - pyskl - INFO - Epoch [30][300/3940] lr: 2.275e-02, eta: 2 days, 11:06:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9600, loss_cls: 3.9567, loss: 3.9567 +2025-06-10 05:40:52,618 - pyskl - INFO - Epoch [30][400/3940] lr: 2.275e-02, eta: 2 days, 11:05:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 3.9592, loss: 3.9592 +2025-06-10 05:41:37,182 - pyskl - INFO - Epoch [30][500/3940] lr: 2.275e-02, eta: 2 days, 11:04:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9494, loss_cls: 4.1251, loss: 4.1251 +2025-06-10 05:42:21,613 - pyskl - INFO - Epoch [30][600/3940] lr: 2.274e-02, eta: 2 days, 11:03:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9544, loss_cls: 4.0896, loss: 4.0896 +2025-06-10 05:43:06,116 - pyskl - INFO - Epoch [30][700/3940] lr: 2.274e-02, eta: 2 days, 11:03:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9606, loss_cls: 4.1186, loss: 4.1186 +2025-06-10 05:43:50,522 - pyskl - INFO - Epoch [30][800/3940] lr: 2.273e-02, eta: 2 days, 11:02:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9525, loss_cls: 4.0488, loss: 4.0488 +2025-06-10 05:44:34,935 - pyskl - INFO - Epoch [30][900/3940] lr: 2.273e-02, eta: 2 days, 11:01:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9475, loss_cls: 4.0825, loss: 4.0825 +2025-06-10 05:45:19,423 - pyskl - INFO - Epoch [30][1000/3940] lr: 2.273e-02, eta: 2 days, 11:00:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9581, loss_cls: 4.0755, loss: 4.0755 +2025-06-10 05:46:03,811 - pyskl - INFO - Epoch [30][1100/3940] lr: 2.272e-02, eta: 2 days, 10:59:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9500, loss_cls: 4.1740, loss: 4.1740 +2025-06-10 05:46:48,316 - pyskl - INFO - Epoch [30][1200/3940] lr: 2.272e-02, eta: 2 days, 10:59:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9500, loss_cls: 4.0267, loss: 4.0267 +2025-06-10 05:47:32,747 - pyskl - INFO - Epoch [30][1300/3940] lr: 2.271e-02, eta: 2 days, 10:58:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 4.1052, loss: 4.1052 +2025-06-10 05:48:17,070 - pyskl - INFO - Epoch [30][1400/3940] lr: 2.271e-02, eta: 2 days, 10:57:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9519, loss_cls: 4.0115, loss: 4.0115 +2025-06-10 05:49:01,428 - pyskl - INFO - Epoch [30][1500/3940] lr: 2.271e-02, eta: 2 days, 10:56:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9431, loss_cls: 4.0987, loss: 4.0987 +2025-06-10 05:49:45,873 - pyskl - INFO - Epoch [30][1600/3940] lr: 2.270e-02, eta: 2 days, 10:56:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9556, loss_cls: 4.1017, loss: 4.1017 +2025-06-10 05:50:30,338 - pyskl - INFO - Epoch [30][1700/3940] lr: 2.270e-02, eta: 2 days, 10:55:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9600, loss_cls: 4.0320, loss: 4.0320 +2025-06-10 05:51:14,798 - pyskl - INFO - Epoch [30][1800/3940] lr: 2.270e-02, eta: 2 days, 10:54:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9469, loss_cls: 4.1194, loss: 4.1194 +2025-06-10 05:51:59,186 - pyskl - INFO - Epoch [30][1900/3940] lr: 2.269e-02, eta: 2 days, 10:53:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9500, loss_cls: 4.1385, loss: 4.1385 +2025-06-10 05:52:43,583 - pyskl - INFO - Epoch [30][2000/3940] lr: 2.269e-02, eta: 2 days, 10:53:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9650, loss_cls: 3.9944, loss: 3.9944 +2025-06-10 05:53:27,865 - pyskl - INFO - Epoch [30][2100/3940] lr: 2.268e-02, eta: 2 days, 10:52:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 4.0381, loss: 4.0381 +2025-06-10 05:54:12,251 - pyskl - INFO - Epoch [30][2200/3940] lr: 2.268e-02, eta: 2 days, 10:51:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9456, loss_cls: 4.2059, loss: 4.2059 +2025-06-10 05:54:56,620 - pyskl - INFO - Epoch [30][2300/3940] lr: 2.268e-02, eta: 2 days, 10:50:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9463, loss_cls: 4.0407, loss: 4.0407 +2025-06-10 05:55:40,962 - pyskl - INFO - Epoch [30][2400/3940] lr: 2.267e-02, eta: 2 days, 10:50:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9463, loss_cls: 4.0884, loss: 4.0884 +2025-06-10 05:56:25,266 - pyskl - INFO - Epoch [30][2500/3940] lr: 2.267e-02, eta: 2 days, 10:49:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9425, loss_cls: 4.0154, loss: 4.0154 +2025-06-10 05:57:09,670 - pyskl - INFO - Epoch [30][2600/3940] lr: 2.266e-02, eta: 2 days, 10:48:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9550, loss_cls: 4.0790, loss: 4.0790 +2025-06-10 05:57:54,044 - pyskl - INFO - Epoch [30][2700/3940] lr: 2.266e-02, eta: 2 days, 10:47:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9537, loss_cls: 4.1033, loss: 4.1033 +2025-06-10 05:58:38,406 - pyskl - INFO - Epoch [30][2800/3940] lr: 2.266e-02, eta: 2 days, 10:47:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9494, loss_cls: 4.1293, loss: 4.1293 +2025-06-10 05:59:22,963 - pyskl - INFO - Epoch [30][2900/3940] lr: 2.265e-02, eta: 2 days, 10:46:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 4.1107, loss: 4.1107 +2025-06-10 06:00:07,363 - pyskl - INFO - Epoch [30][3000/3940] lr: 2.265e-02, eta: 2 days, 10:45:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9494, loss_cls: 4.1091, loss: 4.1091 +2025-06-10 06:00:51,756 - pyskl - INFO - Epoch [30][3100/3940] lr: 2.265e-02, eta: 2 days, 10:44:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9513, loss_cls: 4.1289, loss: 4.1289 +2025-06-10 06:01:36,165 - pyskl - INFO - Epoch [30][3200/3940] lr: 2.264e-02, eta: 2 days, 10:44:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9437, loss_cls: 4.1981, loss: 4.1981 +2025-06-10 06:02:20,782 - pyskl - INFO - Epoch [30][3300/3940] lr: 2.264e-02, eta: 2 days, 10:43:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9463, loss_cls: 4.0674, loss: 4.0674 +2025-06-10 06:03:05,197 - pyskl - INFO - Epoch [30][3400/3940] lr: 2.263e-02, eta: 2 days, 10:42:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9450, loss_cls: 4.1969, loss: 4.1969 +2025-06-10 06:03:49,613 - pyskl - INFO - Epoch [30][3500/3940] lr: 2.263e-02, eta: 2 days, 10:41:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9481, loss_cls: 4.1222, loss: 4.1222 +2025-06-10 06:04:34,113 - pyskl - INFO - Epoch [30][3600/3940] lr: 2.263e-02, eta: 2 days, 10:40:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9537, loss_cls: 4.0136, loss: 4.0136 +2025-06-10 06:05:18,566 - pyskl - INFO - Epoch [30][3700/3940] lr: 2.262e-02, eta: 2 days, 10:40:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 3.9638, loss: 3.9638 +2025-06-10 06:06:02,921 - pyskl - INFO - Epoch [30][3800/3940] lr: 2.262e-02, eta: 2 days, 10:39:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9556, loss_cls: 4.1344, loss: 4.1344 +2025-06-10 06:06:47,342 - pyskl - INFO - Epoch [30][3900/3940] lr: 2.261e-02, eta: 2 days, 10:38:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9594, loss_cls: 3.9879, loss: 3.9879 +2025-06-10 06:07:05,427 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-06-10 06:25:06,842 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 06:25:07,305 - pyskl - INFO - +top1_acc 0.7030 +top5_acc 0.9322 +2025-06-10 06:25:07,323 - pyskl - INFO - Epoch(val) [30][3183] top1_acc: 0.7030, top5_acc: 0.9322 +2025-06-10 06:26:16,467 - pyskl - INFO - Epoch [31][100/3940] lr: 2.261e-02, eta: 2 days, 10:38:05, time: 0.691, data_time: 0.246, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9387, loss_cls: 4.1052, loss: 4.1052 +2025-06-10 06:27:00,943 - pyskl - INFO - Epoch [31][200/3940] lr: 2.260e-02, eta: 2 days, 10:37:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 3.9605, loss: 3.9605 +2025-06-10 06:27:45,423 - pyskl - INFO - Epoch [31][300/3940] lr: 2.260e-02, eta: 2 days, 10:36:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 3.9636, loss: 3.9636 +2025-06-10 06:28:29,883 - pyskl - INFO - Epoch [31][400/3940] lr: 2.260e-02, eta: 2 days, 10:35:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9563, loss_cls: 4.0730, loss: 4.0730 +2025-06-10 06:29:14,294 - pyskl - INFO - Epoch [31][500/3940] lr: 2.259e-02, eta: 2 days, 10:35:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 3.9297, loss: 3.9297 +2025-06-10 06:29:58,700 - pyskl - INFO - Epoch [31][600/3940] lr: 2.259e-02, eta: 2 days, 10:34:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 4.0909, loss: 4.0909 +2025-06-10 06:30:43,141 - pyskl - INFO - Epoch [31][700/3940] lr: 2.259e-02, eta: 2 days, 10:33:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9625, loss_cls: 4.0497, loss: 4.0497 +2025-06-10 06:31:27,584 - pyskl - INFO - Epoch [31][800/3940] lr: 2.258e-02, eta: 2 days, 10:32:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 4.0352, loss: 4.0352 +2025-06-10 06:32:11,991 - pyskl - INFO - Epoch [31][900/3940] lr: 2.258e-02, eta: 2 days, 10:32:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9475, loss_cls: 4.0958, loss: 4.0958 +2025-06-10 06:32:56,531 - pyskl - INFO - Epoch [31][1000/3940] lr: 2.257e-02, eta: 2 days, 10:31:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9481, loss_cls: 4.0616, loss: 4.0616 +2025-06-10 06:33:40,987 - pyskl - INFO - Epoch [31][1100/3940] lr: 2.257e-02, eta: 2 days, 10:30:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9550, loss_cls: 4.1459, loss: 4.1459 +2025-06-10 06:34:25,374 - pyskl - INFO - Epoch [31][1200/3940] lr: 2.257e-02, eta: 2 days, 10:29:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9494, loss_cls: 4.1297, loss: 4.1297 +2025-06-10 06:35:09,740 - pyskl - INFO - Epoch [31][1300/3940] lr: 2.256e-02, eta: 2 days, 10:28:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9463, loss_cls: 4.1125, loss: 4.1125 +2025-06-10 06:35:54,166 - pyskl - INFO - Epoch [31][1400/3940] lr: 2.256e-02, eta: 2 days, 10:28:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9419, loss_cls: 4.1372, loss: 4.1372 +2025-06-10 06:36:38,569 - pyskl - INFO - Epoch [31][1500/3940] lr: 2.255e-02, eta: 2 days, 10:27:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 4.0344, loss: 4.0344 +2025-06-10 06:37:22,977 - pyskl - INFO - Epoch [31][1600/3940] lr: 2.255e-02, eta: 2 days, 10:26:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9631, loss_cls: 4.1090, loss: 4.1090 +2025-06-10 06:38:07,431 - pyskl - INFO - Epoch [31][1700/3940] lr: 2.255e-02, eta: 2 days, 10:25:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9513, loss_cls: 4.0300, loss: 4.0300 +2025-06-10 06:38:51,810 - pyskl - INFO - Epoch [31][1800/3940] lr: 2.254e-02, eta: 2 days, 10:25:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 4.0530, loss: 4.0530 +2025-06-10 06:39:36,341 - pyskl - INFO - Epoch [31][1900/3940] lr: 2.254e-02, eta: 2 days, 10:24:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9475, loss_cls: 4.0098, loss: 4.0098 +2025-06-10 06:40:20,724 - pyskl - INFO - Epoch [31][2000/3940] lr: 2.253e-02, eta: 2 days, 10:23:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9494, loss_cls: 4.0758, loss: 4.0758 +2025-06-10 06:41:05,071 - pyskl - INFO - Epoch [31][2100/3940] lr: 2.253e-02, eta: 2 days, 10:22:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9506, loss_cls: 3.9455, loss: 3.9455 +2025-06-10 06:41:49,422 - pyskl - INFO - Epoch [31][2200/3940] lr: 2.253e-02, eta: 2 days, 10:22:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9487, loss_cls: 4.1003, loss: 4.1003 +2025-06-10 06:42:33,885 - pyskl - INFO - Epoch [31][2300/3940] lr: 2.252e-02, eta: 2 days, 10:21:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9544, loss_cls: 3.9695, loss: 3.9695 +2025-06-10 06:43:18,306 - pyskl - INFO - Epoch [31][2400/3940] lr: 2.252e-02, eta: 2 days, 10:20:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9456, loss_cls: 4.0718, loss: 4.0718 +2025-06-10 06:44:02,952 - pyskl - INFO - Epoch [31][2500/3940] lr: 2.251e-02, eta: 2 days, 10:19:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9506, loss_cls: 4.0905, loss: 4.0905 +2025-06-10 06:44:47,434 - pyskl - INFO - Epoch [31][2600/3940] lr: 2.251e-02, eta: 2 days, 10:19:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9369, loss_cls: 4.2272, loss: 4.2272 +2025-06-10 06:45:31,955 - pyskl - INFO - Epoch [31][2700/3940] lr: 2.251e-02, eta: 2 days, 10:18:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9537, loss_cls: 4.0371, loss: 4.0371 +2025-06-10 06:46:16,422 - pyskl - INFO - Epoch [31][2800/3940] lr: 2.250e-02, eta: 2 days, 10:17:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9494, loss_cls: 3.9374, loss: 3.9374 +2025-06-10 06:47:01,035 - pyskl - INFO - Epoch [31][2900/3940] lr: 2.250e-02, eta: 2 days, 10:16:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9406, loss_cls: 4.2066, loss: 4.2066 +2025-06-10 06:47:45,545 - pyskl - INFO - Epoch [31][3000/3940] lr: 2.249e-02, eta: 2 days, 10:16:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9487, loss_cls: 4.0696, loss: 4.0696 +2025-06-10 06:48:30,121 - pyskl - INFO - Epoch [31][3100/3940] lr: 2.249e-02, eta: 2 days, 10:15:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9550, loss_cls: 4.0106, loss: 4.0106 +2025-06-10 06:49:14,662 - pyskl - INFO - Epoch [31][3200/3940] lr: 2.249e-02, eta: 2 days, 10:14:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 3.9303, loss: 3.9303 +2025-06-10 06:49:59,235 - pyskl - INFO - Epoch [31][3300/3940] lr: 2.248e-02, eta: 2 days, 10:13:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9481, loss_cls: 3.9922, loss: 3.9922 +2025-06-10 06:50:43,749 - pyskl - INFO - Epoch [31][3400/3940] lr: 2.248e-02, eta: 2 days, 10:13:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9500, loss_cls: 3.9956, loss: 3.9956 +2025-06-10 06:51:28,452 - pyskl - INFO - Epoch [31][3500/3940] lr: 2.247e-02, eta: 2 days, 10:12:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9519, loss_cls: 3.9899, loss: 3.9899 +2025-06-10 06:52:13,044 - pyskl - INFO - Epoch [31][3600/3940] lr: 2.247e-02, eta: 2 days, 10:11:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9544, loss_cls: 4.1158, loss: 4.1158 +2025-06-10 06:52:57,549 - pyskl - INFO - Epoch [31][3700/3940] lr: 2.247e-02, eta: 2 days, 10:10:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9494, loss_cls: 4.0747, loss: 4.0747 +2025-06-10 06:53:42,088 - pyskl - INFO - Epoch [31][3800/3940] lr: 2.246e-02, eta: 2 days, 10:10:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9494, loss_cls: 4.1686, loss: 4.1686 +2025-06-10 06:54:26,794 - pyskl - INFO - Epoch [31][3900/3940] lr: 2.246e-02, eta: 2 days, 10:09:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9500, loss_cls: 4.1741, loss: 4.1741 +2025-06-10 06:54:45,042 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-06-10 06:58:06,289 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 06:58:06,754 - pyskl - INFO - +top1_acc 0.7044 +top5_acc 0.9246 +2025-06-10 06:58:06,773 - pyskl - INFO - Epoch(val) [31][3183] top1_acc: 0.7044, top5_acc: 0.9246 +2025-06-10 06:59:16,230 - pyskl - INFO - Epoch [32][100/3940] lr: 2.245e-02, eta: 2 days, 10:08:47, time: 0.694, data_time: 0.249, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9500, loss_cls: 4.2220, loss: 4.2220 +2025-06-10 07:00:00,666 - pyskl - INFO - Epoch [32][200/3940] lr: 2.245e-02, eta: 2 days, 10:08:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 4.0048, loss: 4.0048 +2025-06-10 07:00:45,093 - pyskl - INFO - Epoch [32][300/3940] lr: 2.244e-02, eta: 2 days, 10:07:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9556, loss_cls: 3.9888, loss: 3.9888 +2025-06-10 07:01:29,467 - pyskl - INFO - Epoch [32][400/3940] lr: 2.244e-02, eta: 2 days, 10:06:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9537, loss_cls: 4.0723, loss: 4.0723 +2025-06-10 07:02:13,833 - pyskl - INFO - Epoch [32][500/3940] lr: 2.244e-02, eta: 2 days, 10:05:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9525, loss_cls: 3.9897, loss: 3.9897 +2025-06-10 07:02:58,173 - pyskl - INFO - Epoch [32][600/3940] lr: 2.243e-02, eta: 2 days, 10:04:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9525, loss_cls: 4.1544, loss: 4.1544 +2025-06-10 07:03:42,524 - pyskl - INFO - Epoch [32][700/3940] lr: 2.243e-02, eta: 2 days, 10:04:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9537, loss_cls: 4.0033, loss: 4.0033 +2025-06-10 07:04:26,787 - pyskl - INFO - Epoch [32][800/3940] lr: 2.242e-02, eta: 2 days, 10:03:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9537, loss_cls: 3.9016, loss: 3.9016 +2025-06-10 07:05:11,023 - pyskl - INFO - Epoch [32][900/3940] lr: 2.242e-02, eta: 2 days, 10:02:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9581, loss_cls: 4.0104, loss: 4.0104 +2025-06-10 07:05:55,320 - pyskl - INFO - Epoch [32][1000/3940] lr: 2.242e-02, eta: 2 days, 10:01:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 4.0282, loss: 4.0282 +2025-06-10 07:06:39,731 - pyskl - INFO - Epoch [32][1100/3940] lr: 2.241e-02, eta: 2 days, 10:01:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9550, loss_cls: 3.9350, loss: 3.9350 +2025-06-10 07:07:24,047 - pyskl - INFO - Epoch [32][1200/3940] lr: 2.241e-02, eta: 2 days, 10:00:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 4.0230, loss: 4.0230 +2025-06-10 07:08:08,363 - pyskl - INFO - Epoch [32][1300/3940] lr: 2.240e-02, eta: 2 days, 9:59:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9606, loss_cls: 3.9352, loss: 3.9352 +2025-06-10 07:08:52,730 - pyskl - INFO - Epoch [32][1400/3940] lr: 2.240e-02, eta: 2 days, 9:58:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9587, loss_cls: 3.9706, loss: 3.9706 +2025-06-10 07:09:37,151 - pyskl - INFO - Epoch [32][1500/3940] lr: 2.240e-02, eta: 2 days, 9:58:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9531, loss_cls: 4.0381, loss: 4.0381 +2025-06-10 07:10:21,565 - pyskl - INFO - Epoch [32][1600/3940] lr: 2.239e-02, eta: 2 days, 9:57:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9544, loss_cls: 3.9840, loss: 3.9840 +2025-06-10 07:11:05,919 - pyskl - INFO - Epoch [32][1700/3940] lr: 2.239e-02, eta: 2 days, 9:56:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9619, loss_cls: 3.9987, loss: 3.9987 +2025-06-10 07:11:50,383 - pyskl - INFO - Epoch [32][1800/3940] lr: 2.238e-02, eta: 2 days, 9:55:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9644, loss_cls: 3.9975, loss: 3.9975 +2025-06-10 07:12:34,944 - pyskl - INFO - Epoch [32][1900/3940] lr: 2.238e-02, eta: 2 days, 9:55:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9500, loss_cls: 3.9367, loss: 3.9367 +2025-06-10 07:13:19,424 - pyskl - INFO - Epoch [32][2000/3940] lr: 2.238e-02, eta: 2 days, 9:54:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9600, loss_cls: 4.0642, loss: 4.0642 +2025-06-10 07:14:03,922 - pyskl - INFO - Epoch [32][2100/3940] lr: 2.237e-02, eta: 2 days, 9:53:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9563, loss_cls: 4.0200, loss: 4.0200 +2025-06-10 07:14:48,356 - pyskl - INFO - Epoch [32][2200/3940] lr: 2.237e-02, eta: 2 days, 9:52:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 4.0027, loss: 4.0027 +2025-06-10 07:15:32,821 - pyskl - INFO - Epoch [32][2300/3940] lr: 2.236e-02, eta: 2 days, 9:52:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9506, loss_cls: 4.0133, loss: 4.0133 +2025-06-10 07:16:17,179 - pyskl - INFO - Epoch [32][2400/3940] lr: 2.236e-02, eta: 2 days, 9:51:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9563, loss_cls: 4.0340, loss: 4.0340 +2025-06-10 07:17:01,763 - pyskl - INFO - Epoch [32][2500/3940] lr: 2.236e-02, eta: 2 days, 9:50:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9500, loss_cls: 4.0644, loss: 4.0644 +2025-06-10 07:17:46,299 - pyskl - INFO - Epoch [32][2600/3940] lr: 2.235e-02, eta: 2 days, 9:49:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9456, loss_cls: 4.1589, loss: 4.1589 +2025-06-10 07:18:30,852 - pyskl - INFO - Epoch [32][2700/3940] lr: 2.235e-02, eta: 2 days, 9:49:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9437, loss_cls: 3.9492, loss: 3.9492 +2025-06-10 07:19:15,382 - pyskl - INFO - Epoch [32][2800/3940] lr: 2.234e-02, eta: 2 days, 9:48:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9537, loss_cls: 4.0016, loss: 4.0016 +2025-06-10 07:19:59,894 - pyskl - INFO - Epoch [32][2900/3940] lr: 2.234e-02, eta: 2 days, 9:47:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9525, loss_cls: 3.9422, loss: 3.9422 +2025-06-10 07:20:44,379 - pyskl - INFO - Epoch [32][3000/3940] lr: 2.233e-02, eta: 2 days, 9:46:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9469, loss_cls: 4.0134, loss: 4.0134 +2025-06-10 07:21:28,801 - pyskl - INFO - Epoch [32][3100/3940] lr: 2.233e-02, eta: 2 days, 9:46:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9463, loss_cls: 4.1445, loss: 4.1445 +2025-06-10 07:22:13,260 - pyskl - INFO - Epoch [32][3200/3940] lr: 2.233e-02, eta: 2 days, 9:45:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9550, loss_cls: 4.0912, loss: 4.0912 +2025-06-10 07:22:57,664 - pyskl - INFO - Epoch [32][3300/3940] lr: 2.232e-02, eta: 2 days, 9:44:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9494, loss_cls: 4.0276, loss: 4.0276 +2025-06-10 07:23:42,352 - pyskl - INFO - Epoch [32][3400/3940] lr: 2.232e-02, eta: 2 days, 9:43:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9456, loss_cls: 4.1279, loss: 4.1279 +2025-06-10 07:24:27,009 - pyskl - INFO - Epoch [32][3500/3940] lr: 2.231e-02, eta: 2 days, 9:43:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9500, loss_cls: 4.0827, loss: 4.0827 +2025-06-10 07:25:11,594 - pyskl - INFO - Epoch [32][3600/3940] lr: 2.231e-02, eta: 2 days, 9:42:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 4.1305, loss: 4.1305 +2025-06-10 07:25:56,302 - pyskl - INFO - Epoch [32][3700/3940] lr: 2.231e-02, eta: 2 days, 9:41:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9469, loss_cls: 4.1718, loss: 4.1718 +2025-06-10 07:26:40,824 - pyskl - INFO - Epoch [32][3800/3940] lr: 2.230e-02, eta: 2 days, 9:40:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 4.0058, loss: 4.0058 +2025-06-10 07:27:25,274 - pyskl - INFO - Epoch [32][3900/3940] lr: 2.230e-02, eta: 2 days, 9:40:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9506, loss_cls: 4.0541, loss: 4.0541 +2025-06-10 07:27:43,481 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-06-10 07:31:04,727 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 07:31:05,285 - pyskl - INFO - +top1_acc 0.7037 +top5_acc 0.9323 +2025-06-10 07:31:05,304 - pyskl - INFO - Epoch(val) [32][3183] top1_acc: 0.7037, top5_acc: 0.9323 +2025-06-10 07:32:14,742 - pyskl - INFO - Epoch [33][100/3940] lr: 2.229e-02, eta: 2 days, 9:39:24, time: 0.694, data_time: 0.249, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9537, loss_cls: 3.9940, loss: 3.9940 +2025-06-10 07:32:59,175 - pyskl - INFO - Epoch [33][200/3940] lr: 2.229e-02, eta: 2 days, 9:38:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 4.0359, loss: 4.0359 +2025-06-10 07:33:43,576 - pyskl - INFO - Epoch [33][300/3940] lr: 2.228e-02, eta: 2 days, 9:37:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 3.9829, loss: 3.9829 +2025-06-10 07:34:28,059 - pyskl - INFO - Epoch [33][400/3940] lr: 2.228e-02, eta: 2 days, 9:37:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9569, loss_cls: 4.0807, loss: 4.0807 +2025-06-10 07:35:12,528 - pyskl - INFO - Epoch [33][500/3940] lr: 2.228e-02, eta: 2 days, 9:36:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9481, loss_cls: 4.0855, loss: 4.0855 +2025-06-10 07:35:56,871 - pyskl - INFO - Epoch [33][600/3940] lr: 2.227e-02, eta: 2 days, 9:35:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9606, loss_cls: 3.8766, loss: 3.8766 +2025-06-10 07:36:41,215 - pyskl - INFO - Epoch [33][700/3940] lr: 2.227e-02, eta: 2 days, 9:34:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9719, loss_cls: 3.7567, loss: 3.7567 +2025-06-10 07:37:25,509 - pyskl - INFO - Epoch [33][800/3940] lr: 2.226e-02, eta: 2 days, 9:34:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9537, loss_cls: 3.9357, loss: 3.9357 +2025-06-10 07:38:09,819 - pyskl - INFO - Epoch [33][900/3940] lr: 2.226e-02, eta: 2 days, 9:33:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9463, loss_cls: 4.0276, loss: 4.0276 +2025-06-10 07:38:54,189 - pyskl - INFO - Epoch [33][1000/3940] lr: 2.225e-02, eta: 2 days, 9:32:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9613, loss_cls: 4.1091, loss: 4.1091 +2025-06-10 07:39:38,431 - pyskl - INFO - Epoch [33][1100/3940] lr: 2.225e-02, eta: 2 days, 9:31:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9581, loss_cls: 3.8269, loss: 3.8269 +2025-06-10 07:40:22,753 - pyskl - INFO - Epoch [33][1200/3940] lr: 2.225e-02, eta: 2 days, 9:31:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9431, loss_cls: 4.0222, loss: 4.0222 +2025-06-10 07:41:07,112 - pyskl - INFO - Epoch [33][1300/3940] lr: 2.224e-02, eta: 2 days, 9:30:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9481, loss_cls: 4.0724, loss: 4.0724 +2025-06-10 07:41:51,396 - pyskl - INFO - Epoch [33][1400/3940] lr: 2.224e-02, eta: 2 days, 9:29:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9587, loss_cls: 4.0192, loss: 4.0192 +2025-06-10 07:42:35,707 - pyskl - INFO - Epoch [33][1500/3940] lr: 2.223e-02, eta: 2 days, 9:28:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9569, loss_cls: 3.9181, loss: 3.9181 +2025-06-10 07:43:20,122 - pyskl - INFO - Epoch [33][1600/3940] lr: 2.223e-02, eta: 2 days, 9:27:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 3.9948, loss: 3.9948 +2025-06-10 07:44:04,552 - pyskl - INFO - Epoch [33][1700/3940] lr: 2.223e-02, eta: 2 days, 9:27:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9544, loss_cls: 3.9919, loss: 3.9919 +2025-06-10 07:44:48,946 - pyskl - INFO - Epoch [33][1800/3940] lr: 2.222e-02, eta: 2 days, 9:26:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9569, loss_cls: 4.0672, loss: 4.0672 +2025-06-10 07:45:33,317 - pyskl - INFO - Epoch [33][1900/3940] lr: 2.222e-02, eta: 2 days, 9:25:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 3.9048, loss: 3.9048 +2025-06-10 07:46:17,760 - pyskl - INFO - Epoch [33][2000/3940] lr: 2.221e-02, eta: 2 days, 9:24:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 4.0301, loss: 4.0301 +2025-06-10 07:47:02,327 - pyskl - INFO - Epoch [33][2100/3940] lr: 2.221e-02, eta: 2 days, 9:24:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9456, loss_cls: 3.9983, loss: 3.9983 +2025-06-10 07:47:46,745 - pyskl - INFO - Epoch [33][2200/3940] lr: 2.220e-02, eta: 2 days, 9:23:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 4.0402, loss: 4.0402 +2025-06-10 07:48:31,256 - pyskl - INFO - Epoch [33][2300/3940] lr: 2.220e-02, eta: 2 days, 9:22:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9487, loss_cls: 4.0361, loss: 4.0361 +2025-06-10 07:49:15,695 - pyskl - INFO - Epoch [33][2400/3940] lr: 2.220e-02, eta: 2 days, 9:21:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9513, loss_cls: 4.0661, loss: 4.0661 +2025-06-10 07:50:00,114 - pyskl - INFO - Epoch [33][2500/3940] lr: 2.219e-02, eta: 2 days, 9:21:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9544, loss_cls: 4.0698, loss: 4.0698 +2025-06-10 07:50:44,530 - pyskl - INFO - Epoch [33][2600/3940] lr: 2.219e-02, eta: 2 days, 9:20:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9537, loss_cls: 4.1390, loss: 4.1390 +2025-06-10 07:51:28,923 - pyskl - INFO - Epoch [33][2700/3940] lr: 2.218e-02, eta: 2 days, 9:19:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9519, loss_cls: 4.1127, loss: 4.1127 +2025-06-10 07:52:13,370 - pyskl - INFO - Epoch [33][2800/3940] lr: 2.218e-02, eta: 2 days, 9:18:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9481, loss_cls: 4.2248, loss: 4.2248 +2025-06-10 07:52:57,783 - pyskl - INFO - Epoch [33][2900/3940] lr: 2.218e-02, eta: 2 days, 9:18:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 3.9667, loss: 3.9667 +2025-06-10 07:53:42,296 - pyskl - INFO - Epoch [33][3000/3940] lr: 2.217e-02, eta: 2 days, 9:17:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9487, loss_cls: 3.9628, loss: 3.9628 +2025-06-10 07:54:26,731 - pyskl - INFO - Epoch [33][3100/3940] lr: 2.217e-02, eta: 2 days, 9:16:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9444, loss_cls: 4.0721, loss: 4.0721 +2025-06-10 07:55:11,224 - pyskl - INFO - Epoch [33][3200/3940] lr: 2.216e-02, eta: 2 days, 9:15:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9444, loss_cls: 3.9058, loss: 3.9058 +2025-06-10 07:55:55,662 - pyskl - INFO - Epoch [33][3300/3940] lr: 2.216e-02, eta: 2 days, 9:15:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 3.9229, loss: 3.9229 +2025-06-10 07:56:40,303 - pyskl - INFO - Epoch [33][3400/3940] lr: 2.215e-02, eta: 2 days, 9:14:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9637, loss_cls: 3.9595, loss: 3.9595 +2025-06-10 07:57:24,782 - pyskl - INFO - Epoch [33][3500/3940] lr: 2.215e-02, eta: 2 days, 9:13:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9613, loss_cls: 3.9870, loss: 3.9870 +2025-06-10 07:58:09,282 - pyskl - INFO - Epoch [33][3600/3940] lr: 2.215e-02, eta: 2 days, 9:12:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9506, loss_cls: 4.1882, loss: 4.1882 +2025-06-10 07:58:53,714 - pyskl - INFO - Epoch [33][3700/3940] lr: 2.214e-02, eta: 2 days, 9:12:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9550, loss_cls: 4.0314, loss: 4.0314 +2025-06-10 07:59:38,249 - pyskl - INFO - Epoch [33][3800/3940] lr: 2.214e-02, eta: 2 days, 9:11:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9569, loss_cls: 3.9663, loss: 3.9663 +2025-06-10 08:00:22,835 - pyskl - INFO - Epoch [33][3900/3940] lr: 2.213e-02, eta: 2 days, 9:10:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9575, loss_cls: 4.0020, loss: 4.0020 +2025-06-10 08:00:41,011 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-06-10 08:04:02,228 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 08:04:02,800 - pyskl - INFO - +top1_acc 0.6962 +top5_acc 0.9267 +2025-06-10 08:04:02,819 - pyskl - INFO - Epoch(val) [33][3183] top1_acc: 0.6962, top5_acc: 0.9267 +2025-06-10 08:05:12,852 - pyskl - INFO - Epoch [34][100/3940] lr: 2.213e-02, eta: 2 days, 9:10:00, time: 0.700, data_time: 0.253, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9506, loss_cls: 3.9526, loss: 3.9526 +2025-06-10 08:05:57,416 - pyskl - INFO - Epoch [34][200/3940] lr: 2.212e-02, eta: 2 days, 9:09:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9544, loss_cls: 3.9127, loss: 3.9127 +2025-06-10 08:06:41,876 - pyskl - INFO - Epoch [34][300/3940] lr: 2.212e-02, eta: 2 days, 9:08:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 3.9631, loss: 3.9631 +2025-06-10 08:07:26,318 - pyskl - INFO - Epoch [34][400/3940] lr: 2.211e-02, eta: 2 days, 9:07:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9587, loss_cls: 3.8819, loss: 3.8819 +2025-06-10 08:08:10,716 - pyskl - INFO - Epoch [34][500/3940] lr: 2.211e-02, eta: 2 days, 9:06:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9556, loss_cls: 4.1205, loss: 4.1205 +2025-06-10 08:08:55,238 - pyskl - INFO - Epoch [34][600/3940] lr: 2.211e-02, eta: 2 days, 9:06:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 3.9240, loss: 3.9240 +2025-06-10 08:09:39,638 - pyskl - INFO - Epoch [34][700/3940] lr: 2.210e-02, eta: 2 days, 9:05:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9537, loss_cls: 4.0597, loss: 4.0597 +2025-06-10 08:10:24,138 - pyskl - INFO - Epoch [34][800/3940] lr: 2.210e-02, eta: 2 days, 9:04:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 4.0022, loss: 4.0022 +2025-06-10 08:11:08,579 - pyskl - INFO - Epoch [34][900/3940] lr: 2.209e-02, eta: 2 days, 9:03:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9463, loss_cls: 3.9760, loss: 3.9760 +2025-06-10 08:11:53,035 - pyskl - INFO - Epoch [34][1000/3940] lr: 2.209e-02, eta: 2 days, 9:03:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9619, loss_cls: 3.8220, loss: 3.8220 +2025-06-10 08:12:37,472 - pyskl - INFO - Epoch [34][1100/3940] lr: 2.208e-02, eta: 2 days, 9:02:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9463, loss_cls: 4.1108, loss: 4.1108 +2025-06-10 08:13:21,931 - pyskl - INFO - Epoch [34][1200/3940] lr: 2.208e-02, eta: 2 days, 9:01:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9556, loss_cls: 4.0419, loss: 4.0419 +2025-06-10 08:14:06,335 - pyskl - INFO - Epoch [34][1300/3940] lr: 2.208e-02, eta: 2 days, 9:00:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 3.9321, loss: 3.9321 +2025-06-10 08:14:50,721 - pyskl - INFO - Epoch [34][1400/3940] lr: 2.207e-02, eta: 2 days, 9:00:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9544, loss_cls: 4.0535, loss: 4.0535 +2025-06-10 08:15:35,053 - pyskl - INFO - Epoch [34][1500/3940] lr: 2.207e-02, eta: 2 days, 8:59:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9544, loss_cls: 3.9971, loss: 3.9971 +2025-06-10 08:16:19,362 - pyskl - INFO - Epoch [34][1600/3940] lr: 2.206e-02, eta: 2 days, 8:58:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9600, loss_cls: 4.0283, loss: 4.0283 +2025-06-10 08:17:03,603 - pyskl - INFO - Epoch [34][1700/3940] lr: 2.206e-02, eta: 2 days, 8:57:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9463, loss_cls: 4.0191, loss: 4.0191 +2025-06-10 08:17:47,870 - pyskl - INFO - Epoch [34][1800/3940] lr: 2.205e-02, eta: 2 days, 8:57:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9575, loss_cls: 3.9967, loss: 3.9967 +2025-06-10 08:18:32,222 - pyskl - INFO - Epoch [34][1900/3940] lr: 2.205e-02, eta: 2 days, 8:56:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9587, loss_cls: 3.9398, loss: 3.9398 +2025-06-10 08:19:16,685 - pyskl - INFO - Epoch [34][2000/3940] lr: 2.205e-02, eta: 2 days, 8:55:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 3.8460, loss: 3.8460 +2025-06-10 08:20:01,147 - pyskl - INFO - Epoch [34][2100/3940] lr: 2.204e-02, eta: 2 days, 8:54:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9519, loss_cls: 3.8640, loss: 3.8640 +2025-06-10 08:20:45,597 - pyskl - INFO - Epoch [34][2200/3940] lr: 2.204e-02, eta: 2 days, 8:54:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9525, loss_cls: 3.9364, loss: 3.9364 +2025-06-10 08:21:30,021 - pyskl - INFO - Epoch [34][2300/3940] lr: 2.203e-02, eta: 2 days, 8:53:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9525, loss_cls: 4.0046, loss: 4.0046 +2025-06-10 08:22:14,470 - pyskl - INFO - Epoch [34][2400/3940] lr: 2.203e-02, eta: 2 days, 8:52:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9506, loss_cls: 4.0265, loss: 4.0265 +2025-06-10 08:22:58,903 - pyskl - INFO - Epoch [34][2500/3940] lr: 2.202e-02, eta: 2 days, 8:51:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9625, loss_cls: 3.9608, loss: 3.9608 +2025-06-10 08:23:43,308 - pyskl - INFO - Epoch [34][2600/3940] lr: 2.202e-02, eta: 2 days, 8:51:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 3.9532, loss: 3.9532 +2025-06-10 08:24:27,754 - pyskl - INFO - Epoch [34][2700/3940] lr: 2.202e-02, eta: 2 days, 8:50:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9537, loss_cls: 4.0084, loss: 4.0084 +2025-06-10 08:25:12,175 - pyskl - INFO - Epoch [34][2800/3940] lr: 2.201e-02, eta: 2 days, 8:49:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9500, loss_cls: 3.9565, loss: 3.9565 +2025-06-10 08:25:56,570 - pyskl - INFO - Epoch [34][2900/3940] lr: 2.201e-02, eta: 2 days, 8:48:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9500, loss_cls: 4.0467, loss: 4.0467 +2025-06-10 08:26:41,037 - pyskl - INFO - Epoch [34][3000/3940] lr: 2.200e-02, eta: 2 days, 8:48:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9569, loss_cls: 4.1543, loss: 4.1543 +2025-06-10 08:27:25,523 - pyskl - INFO - Epoch [34][3100/3940] lr: 2.200e-02, eta: 2 days, 8:47:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 3.9241, loss: 3.9241 +2025-06-10 08:28:09,992 - pyskl - INFO - Epoch [34][3200/3940] lr: 2.199e-02, eta: 2 days, 8:46:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9575, loss_cls: 3.9820, loss: 3.9820 +2025-06-10 08:28:54,575 - pyskl - INFO - Epoch [34][3300/3940] lr: 2.199e-02, eta: 2 days, 8:45:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9525, loss_cls: 3.9349, loss: 3.9349 +2025-06-10 08:29:39,344 - pyskl - INFO - Epoch [34][3400/3940] lr: 2.199e-02, eta: 2 days, 8:45:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9550, loss_cls: 4.1000, loss: 4.1000 +2025-06-10 08:30:23,945 - pyskl - INFO - Epoch [34][3500/3940] lr: 2.198e-02, eta: 2 days, 8:44:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9581, loss_cls: 3.9377, loss: 3.9377 +2025-06-10 08:31:08,418 - pyskl - INFO - Epoch [34][3600/3940] lr: 2.198e-02, eta: 2 days, 8:43:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9575, loss_cls: 3.8713, loss: 3.8713 +2025-06-10 08:31:52,892 - pyskl - INFO - Epoch [34][3700/3940] lr: 2.197e-02, eta: 2 days, 8:42:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9575, loss_cls: 4.2384, loss: 4.2384 +2025-06-10 08:32:37,495 - pyskl - INFO - Epoch [34][3800/3940] lr: 2.197e-02, eta: 2 days, 8:42:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9537, loss_cls: 4.1600, loss: 4.1600 +2025-06-10 08:33:21,832 - pyskl - INFO - Epoch [34][3900/3940] lr: 2.196e-02, eta: 2 days, 8:41:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9475, loss_cls: 4.1018, loss: 4.1018 +2025-06-10 08:33:39,968 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-06-10 08:37:01,231 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 08:37:01,823 - pyskl - INFO - +top1_acc 0.6533 +top5_acc 0.8998 +2025-06-10 08:37:01,840 - pyskl - INFO - Epoch(val) [34][3183] top1_acc: 0.6533, top5_acc: 0.8998 +2025-06-10 08:38:10,858 - pyskl - INFO - Epoch [35][100/3940] lr: 2.196e-02, eta: 2 days, 8:40:36, time: 0.690, data_time: 0.245, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 4.0176, loss: 4.0176 +2025-06-10 08:38:55,503 - pyskl - INFO - Epoch [35][200/3940] lr: 2.195e-02, eta: 2 days, 8:39:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 3.8497, loss: 3.8497 +2025-06-10 08:39:40,055 - pyskl - INFO - Epoch [35][300/3940] lr: 2.195e-02, eta: 2 days, 8:39:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9594, loss_cls: 3.9589, loss: 3.9589 +2025-06-10 08:40:24,543 - pyskl - INFO - Epoch [35][400/3940] lr: 2.195e-02, eta: 2 days, 8:38:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 3.9464, loss: 3.9464 +2025-06-10 08:41:09,040 - pyskl - INFO - Epoch [35][500/3940] lr: 2.194e-02, eta: 2 days, 8:37:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9556, loss_cls: 3.9994, loss: 3.9994 +2025-06-10 08:41:53,485 - pyskl - INFO - Epoch [35][600/3940] lr: 2.194e-02, eta: 2 days, 8:36:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9637, loss_cls: 4.0052, loss: 4.0052 +2025-06-10 08:42:37,815 - pyskl - INFO - Epoch [35][700/3940] lr: 2.193e-02, eta: 2 days, 8:36:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 3.8847, loss: 3.8847 +2025-06-10 08:43:22,213 - pyskl - INFO - Epoch [35][800/3940] lr: 2.193e-02, eta: 2 days, 8:35:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 3.8806, loss: 3.8806 +2025-06-10 08:44:06,582 - pyskl - INFO - Epoch [35][900/3940] lr: 2.192e-02, eta: 2 days, 8:34:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 3.8854, loss: 3.8854 +2025-06-10 08:44:50,868 - pyskl - INFO - Epoch [35][1000/3940] lr: 2.192e-02, eta: 2 days, 8:33:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9519, loss_cls: 4.0358, loss: 4.0358 +2025-06-10 08:45:35,160 - pyskl - INFO - Epoch [35][1100/3940] lr: 2.191e-02, eta: 2 days, 8:33:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9456, loss_cls: 4.0528, loss: 4.0528 +2025-06-10 08:46:19,531 - pyskl - INFO - Epoch [35][1200/3940] lr: 2.191e-02, eta: 2 days, 8:32:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 3.8904, loss: 3.8904 +2025-06-10 08:47:03,915 - pyskl - INFO - Epoch [35][1300/3940] lr: 2.191e-02, eta: 2 days, 8:31:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9600, loss_cls: 3.9968, loss: 3.9968 +2025-06-10 08:47:48,281 - pyskl - INFO - Epoch [35][1400/3940] lr: 2.190e-02, eta: 2 days, 8:30:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9469, loss_cls: 4.0512, loss: 4.0512 +2025-06-10 08:48:32,878 - pyskl - INFO - Epoch [35][1500/3940] lr: 2.190e-02, eta: 2 days, 8:30:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 3.8961, loss: 3.8961 +2025-06-10 08:49:17,175 - pyskl - INFO - Epoch [35][1600/3940] lr: 2.189e-02, eta: 2 days, 8:29:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9575, loss_cls: 4.0532, loss: 4.0532 +2025-06-10 08:50:01,448 - pyskl - INFO - Epoch [35][1700/3940] lr: 2.189e-02, eta: 2 days, 8:28:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 3.9588, loss: 3.9588 +2025-06-10 08:50:45,793 - pyskl - INFO - Epoch [35][1800/3940] lr: 2.188e-02, eta: 2 days, 8:27:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9513, loss_cls: 3.9585, loss: 3.9585 +2025-06-10 08:51:30,109 - pyskl - INFO - Epoch [35][1900/3940] lr: 2.188e-02, eta: 2 days, 8:26:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 3.9251, loss: 3.9251 +2025-06-10 08:52:14,664 - pyskl - INFO - Epoch [35][2000/3940] lr: 2.188e-02, eta: 2 days, 8:26:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 3.9340, loss: 3.9340 +2025-06-10 08:52:59,041 - pyskl - INFO - Epoch [35][2100/3940] lr: 2.187e-02, eta: 2 days, 8:25:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9619, loss_cls: 3.9229, loss: 3.9229 +2025-06-10 08:53:43,505 - pyskl - INFO - Epoch [35][2200/3940] lr: 2.187e-02, eta: 2 days, 8:24:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9481, loss_cls: 3.9729, loss: 3.9729 +2025-06-10 08:54:28,079 - pyskl - INFO - Epoch [35][2300/3940] lr: 2.186e-02, eta: 2 days, 8:23:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9544, loss_cls: 4.0128, loss: 4.0128 +2025-06-10 08:55:12,589 - pyskl - INFO - Epoch [35][2400/3940] lr: 2.186e-02, eta: 2 days, 8:23:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 3.9893, loss: 3.9893 +2025-06-10 08:55:57,066 - pyskl - INFO - Epoch [35][2500/3940] lr: 2.185e-02, eta: 2 days, 8:22:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9544, loss_cls: 4.0954, loss: 4.0954 +2025-06-10 08:56:41,616 - pyskl - INFO - Epoch [35][2600/3940] lr: 2.185e-02, eta: 2 days, 8:21:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 4.0582, loss: 4.0582 +2025-06-10 08:57:26,088 - pyskl - INFO - Epoch [35][2700/3940] lr: 2.184e-02, eta: 2 days, 8:20:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9563, loss_cls: 3.9918, loss: 3.9918 +2025-06-10 08:58:10,487 - pyskl - INFO - Epoch [35][2800/3940] lr: 2.184e-02, eta: 2 days, 8:20:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9531, loss_cls: 4.1063, loss: 4.1063 +2025-06-10 08:58:54,890 - pyskl - INFO - Epoch [35][2900/3940] lr: 2.184e-02, eta: 2 days, 8:19:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9712, loss_cls: 3.9742, loss: 3.9742 +2025-06-10 08:59:39,386 - pyskl - INFO - Epoch [35][3000/3940] lr: 2.183e-02, eta: 2 days, 8:18:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 3.9079, loss: 3.9079 +2025-06-10 09:00:23,809 - pyskl - INFO - Epoch [35][3100/3940] lr: 2.183e-02, eta: 2 days, 8:17:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9444, loss_cls: 4.0366, loss: 4.0366 +2025-06-10 09:01:08,266 - pyskl - INFO - Epoch [35][3200/3940] lr: 2.182e-02, eta: 2 days, 8:17:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9525, loss_cls: 4.0157, loss: 4.0157 +2025-06-10 09:01:53,075 - pyskl - INFO - Epoch [35][3300/3940] lr: 2.182e-02, eta: 2 days, 8:16:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9537, loss_cls: 4.0377, loss: 4.0377 +2025-06-10 09:02:37,817 - pyskl - INFO - Epoch [35][3400/3940] lr: 2.181e-02, eta: 2 days, 8:15:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 3.9606, loss: 3.9606 +2025-06-10 09:03:22,268 - pyskl - INFO - Epoch [35][3500/3940] lr: 2.181e-02, eta: 2 days, 8:14:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 4.0405, loss: 4.0405 +2025-06-10 09:04:06,761 - pyskl - INFO - Epoch [35][3600/3940] lr: 2.180e-02, eta: 2 days, 8:14:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9575, loss_cls: 3.9661, loss: 3.9661 +2025-06-10 09:04:51,195 - pyskl - INFO - Epoch [35][3700/3940] lr: 2.180e-02, eta: 2 days, 8:13:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9550, loss_cls: 4.1444, loss: 4.1444 +2025-06-10 09:05:35,563 - pyskl - INFO - Epoch [35][3800/3940] lr: 2.180e-02, eta: 2 days, 8:12:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9525, loss_cls: 3.9280, loss: 3.9280 +2025-06-10 09:06:19,994 - pyskl - INFO - Epoch [35][3900/3940] lr: 2.179e-02, eta: 2 days, 8:11:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 4.0125, loss: 4.0125 +2025-06-10 09:06:38,085 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-06-10 09:24:57,440 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 09:24:57,902 - pyskl - INFO - +top1_acc 0.7109 +top5_acc 0.9287 +2025-06-10 09:24:57,921 - pyskl - INFO - Epoch(val) [35][3183] top1_acc: 0.7109, top5_acc: 0.9287 +2025-06-10 09:26:06,865 - pyskl - INFO - Epoch [36][100/3940] lr: 2.178e-02, eta: 2 days, 8:11:13, time: 0.689, data_time: 0.247, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 4.0907, loss: 4.0907 +2025-06-10 09:26:51,140 - pyskl - INFO - Epoch [36][200/3940] lr: 2.178e-02, eta: 2 days, 8:10:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9581, loss_cls: 3.8959, loss: 3.8959 +2025-06-10 09:27:35,476 - pyskl - INFO - Epoch [36][300/3940] lr: 2.178e-02, eta: 2 days, 8:09:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9506, loss_cls: 4.0733, loss: 4.0733 +2025-06-10 09:28:19,767 - pyskl - INFO - Epoch [36][400/3940] lr: 2.177e-02, eta: 2 days, 8:08:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 4.0464, loss: 4.0464 +2025-06-10 09:29:04,051 - pyskl - INFO - Epoch [36][500/3940] lr: 2.177e-02, eta: 2 days, 8:08:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9444, loss_cls: 4.0272, loss: 4.0272 +2025-06-10 09:29:48,436 - pyskl - INFO - Epoch [36][600/3940] lr: 2.176e-02, eta: 2 days, 8:07:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 3.9157, loss: 3.9157 +2025-06-10 09:30:32,753 - pyskl - INFO - Epoch [36][700/3940] lr: 2.176e-02, eta: 2 days, 8:06:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9506, loss_cls: 4.1097, loss: 4.1097 +2025-06-10 09:31:17,283 - pyskl - INFO - Epoch [36][800/3940] lr: 2.175e-02, eta: 2 days, 8:05:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9650, loss_cls: 4.0366, loss: 4.0366 +2025-06-10 09:32:01,726 - pyskl - INFO - Epoch [36][900/3940] lr: 2.175e-02, eta: 2 days, 8:05:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9494, loss_cls: 3.9792, loss: 3.9792 +2025-06-10 09:32:46,137 - pyskl - INFO - Epoch [36][1000/3940] lr: 2.174e-02, eta: 2 days, 8:04:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 3.8961, loss: 3.8961 +2025-06-10 09:33:30,496 - pyskl - INFO - Epoch [36][1100/3940] lr: 2.174e-02, eta: 2 days, 8:03:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9494, loss_cls: 3.9722, loss: 3.9722 +2025-06-10 09:34:14,980 - pyskl - INFO - Epoch [36][1200/3940] lr: 2.174e-02, eta: 2 days, 8:02:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9581, loss_cls: 3.7327, loss: 3.7327 +2025-06-10 09:34:59,479 - pyskl - INFO - Epoch [36][1300/3940] lr: 2.173e-02, eta: 2 days, 8:02:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 4.0659, loss: 4.0659 +2025-06-10 09:35:43,999 - pyskl - INFO - Epoch [36][1400/3940] lr: 2.173e-02, eta: 2 days, 8:01:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9537, loss_cls: 3.9338, loss: 3.9338 +2025-06-10 09:36:28,472 - pyskl - INFO - Epoch [36][1500/3940] lr: 2.172e-02, eta: 2 days, 8:00:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9594, loss_cls: 3.9165, loss: 3.9165 +2025-06-10 09:37:13,265 - pyskl - INFO - Epoch [36][1600/3940] lr: 2.172e-02, eta: 2 days, 7:59:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9569, loss_cls: 3.8893, loss: 3.8893 +2025-06-10 09:37:58,010 - pyskl - INFO - Epoch [36][1700/3940] lr: 2.171e-02, eta: 2 days, 7:59:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9556, loss_cls: 3.9796, loss: 3.9796 +2025-06-10 09:38:42,499 - pyskl - INFO - Epoch [36][1800/3940] lr: 2.171e-02, eta: 2 days, 7:58:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9494, loss_cls: 4.0294, loss: 4.0294 +2025-06-10 09:39:26,958 - pyskl - INFO - Epoch [36][1900/3940] lr: 2.170e-02, eta: 2 days, 7:57:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 3.9688, loss: 3.9688 +2025-06-10 09:40:11,577 - pyskl - INFO - Epoch [36][2000/3940] lr: 2.170e-02, eta: 2 days, 7:56:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 4.0343, loss: 4.0343 +2025-06-10 09:40:55,943 - pyskl - INFO - Epoch [36][2100/3940] lr: 2.170e-02, eta: 2 days, 7:56:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9556, loss_cls: 4.0667, loss: 4.0667 +2025-06-10 09:41:40,224 - pyskl - INFO - Epoch [36][2200/3940] lr: 2.169e-02, eta: 2 days, 7:55:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9494, loss_cls: 3.9000, loss: 3.9000 +2025-06-10 09:42:24,415 - pyskl - INFO - Epoch [36][2300/3940] lr: 2.169e-02, eta: 2 days, 7:54:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 3.8700, loss: 3.8700 +2025-06-10 09:43:08,737 - pyskl - INFO - Epoch [36][2400/3940] lr: 2.168e-02, eta: 2 days, 7:53:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 3.9514, loss: 3.9514 +2025-06-10 09:43:53,149 - pyskl - INFO - Epoch [36][2500/3940] lr: 2.168e-02, eta: 2 days, 7:53:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 4.0303, loss: 4.0303 +2025-06-10 09:44:37,400 - pyskl - INFO - Epoch [36][2600/3940] lr: 2.167e-02, eta: 2 days, 7:52:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 3.9842, loss: 3.9842 +2025-06-10 09:45:21,601 - pyskl - INFO - Epoch [36][2700/3940] lr: 2.167e-02, eta: 2 days, 7:51:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9425, loss_cls: 4.1067, loss: 4.1067 +2025-06-10 09:46:05,806 - pyskl - INFO - Epoch [36][2800/3940] lr: 2.166e-02, eta: 2 days, 7:50:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 3.9209, loss: 3.9209 +2025-06-10 09:46:49,991 - pyskl - INFO - Epoch [36][2900/3940] lr: 2.166e-02, eta: 2 days, 7:50:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 4.0242, loss: 4.0242 +2025-06-10 09:47:34,307 - pyskl - INFO - Epoch [36][3000/3940] lr: 2.165e-02, eta: 2 days, 7:49:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9519, loss_cls: 3.8487, loss: 3.8487 +2025-06-10 09:48:18,538 - pyskl - INFO - Epoch [36][3100/3940] lr: 2.165e-02, eta: 2 days, 7:48:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9463, loss_cls: 4.0043, loss: 4.0043 +2025-06-10 09:49:02,807 - pyskl - INFO - Epoch [36][3200/3940] lr: 2.165e-02, eta: 2 days, 7:47:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9513, loss_cls: 3.8933, loss: 3.8933 +2025-06-10 09:49:47,067 - pyskl - INFO - Epoch [36][3300/3940] lr: 2.164e-02, eta: 2 days, 7:46:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 3.9970, loss: 3.9970 +2025-06-10 09:50:31,234 - pyskl - INFO - Epoch [36][3400/3940] lr: 2.164e-02, eta: 2 days, 7:46:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9581, loss_cls: 3.9554, loss: 3.9554 +2025-06-10 09:51:15,543 - pyskl - INFO - Epoch [36][3500/3940] lr: 2.163e-02, eta: 2 days, 7:45:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9537, loss_cls: 3.9688, loss: 3.9688 +2025-06-10 09:52:00,004 - pyskl - INFO - Epoch [36][3600/3940] lr: 2.163e-02, eta: 2 days, 7:44:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9506, loss_cls: 4.0043, loss: 4.0043 +2025-06-10 09:52:44,427 - pyskl - INFO - Epoch [36][3700/3940] lr: 2.162e-02, eta: 2 days, 7:43:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9519, loss_cls: 3.9798, loss: 3.9798 +2025-06-10 09:53:28,770 - pyskl - INFO - Epoch [36][3800/3940] lr: 2.162e-02, eta: 2 days, 7:43:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9519, loss_cls: 4.0319, loss: 4.0319 +2025-06-10 09:54:13,254 - pyskl - INFO - Epoch [36][3900/3940] lr: 2.161e-02, eta: 2 days, 7:42:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 3.9709, loss: 3.9709 +2025-06-10 09:54:31,304 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-06-10 09:57:52,327 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 09:57:52,788 - pyskl - INFO - +top1_acc 0.6861 +top5_acc 0.9194 +2025-06-10 09:57:52,806 - pyskl - INFO - Epoch(val) [36][3183] top1_acc: 0.6861, top5_acc: 0.9194 +2025-06-10 09:59:02,271 - pyskl - INFO - Epoch [37][100/3940] lr: 2.161e-02, eta: 2 days, 7:41:42, time: 0.695, data_time: 0.250, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9600, loss_cls: 3.9282, loss: 3.9282 +2025-06-10 09:59:46,627 - pyskl - INFO - Epoch [37][200/3940] lr: 2.160e-02, eta: 2 days, 7:40:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9537, loss_cls: 3.9422, loss: 3.9422 +2025-06-10 10:00:31,089 - pyskl - INFO - Epoch [37][300/3940] lr: 2.160e-02, eta: 2 days, 7:40:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9581, loss_cls: 4.1216, loss: 4.1216 +2025-06-10 10:01:15,566 - pyskl - INFO - Epoch [37][400/3940] lr: 2.159e-02, eta: 2 days, 7:39:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 3.9067, loss: 3.9067 +2025-06-10 10:01:59,935 - pyskl - INFO - Epoch [37][500/3940] lr: 2.159e-02, eta: 2 days, 7:38:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 3.9827, loss: 3.9827 +2025-06-10 10:02:44,301 - pyskl - INFO - Epoch [37][600/3940] lr: 2.158e-02, eta: 2 days, 7:37:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 3.8052, loss: 3.8052 +2025-06-10 10:03:28,708 - pyskl - INFO - Epoch [37][700/3940] lr: 2.158e-02, eta: 2 days, 7:37:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9537, loss_cls: 4.0215, loss: 4.0215 +2025-06-10 10:04:13,235 - pyskl - INFO - Epoch [37][800/3940] lr: 2.158e-02, eta: 2 days, 7:36:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9613, loss_cls: 3.8913, loss: 3.8913 +2025-06-10 10:04:57,642 - pyskl - INFO - Epoch [37][900/3940] lr: 2.157e-02, eta: 2 days, 7:35:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 3.8005, loss: 3.8005 +2025-06-10 10:05:42,000 - pyskl - INFO - Epoch [37][1000/3940] lr: 2.157e-02, eta: 2 days, 7:34:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9513, loss_cls: 4.0297, loss: 4.0297 +2025-06-10 10:06:26,271 - pyskl - INFO - Epoch [37][1100/3940] lr: 2.156e-02, eta: 2 days, 7:34:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9513, loss_cls: 4.0932, loss: 4.0932 +2025-06-10 10:07:10,505 - pyskl - INFO - Epoch [37][1200/3940] lr: 2.156e-02, eta: 2 days, 7:33:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9550, loss_cls: 3.9517, loss: 3.9517 +2025-06-10 10:07:54,783 - pyskl - INFO - Epoch [37][1300/3940] lr: 2.155e-02, eta: 2 days, 7:32:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9613, loss_cls: 3.9203, loss: 3.9203 +2025-06-10 10:08:39,099 - pyskl - INFO - Epoch [37][1400/3940] lr: 2.155e-02, eta: 2 days, 7:31:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.8444, loss: 3.8444 +2025-06-10 10:09:23,398 - pyskl - INFO - Epoch [37][1500/3940] lr: 2.154e-02, eta: 2 days, 7:31:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9581, loss_cls: 3.8072, loss: 3.8072 +2025-06-10 10:10:07,777 - pyskl - INFO - Epoch [37][1600/3940] lr: 2.154e-02, eta: 2 days, 7:30:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9631, loss_cls: 4.0046, loss: 4.0046 +2025-06-10 10:10:52,189 - pyskl - INFO - Epoch [37][1700/3940] lr: 2.153e-02, eta: 2 days, 7:29:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9513, loss_cls: 3.9963, loss: 3.9963 +2025-06-10 10:11:36,530 - pyskl - INFO - Epoch [37][1800/3940] lr: 2.153e-02, eta: 2 days, 7:28:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9594, loss_cls: 4.0102, loss: 4.0102 +2025-06-10 10:12:20,859 - pyskl - INFO - Epoch [37][1900/3940] lr: 2.153e-02, eta: 2 days, 7:28:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 3.8720, loss: 3.8720 +2025-06-10 10:13:05,173 - pyskl - INFO - Epoch [37][2000/3940] lr: 2.152e-02, eta: 2 days, 7:27:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9613, loss_cls: 4.1071, loss: 4.1071 +2025-06-10 10:13:49,568 - pyskl - INFO - Epoch [37][2100/3940] lr: 2.152e-02, eta: 2 days, 7:26:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 3.9440, loss: 3.9440 +2025-06-10 10:14:33,892 - pyskl - INFO - Epoch [37][2200/3940] lr: 2.151e-02, eta: 2 days, 7:25:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9519, loss_cls: 3.8957, loss: 3.8957 +2025-06-10 10:15:18,159 - pyskl - INFO - Epoch [37][2300/3940] lr: 2.151e-02, eta: 2 days, 7:25:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 3.9870, loss: 3.9870 +2025-06-10 10:16:02,461 - pyskl - INFO - Epoch [37][2400/3940] lr: 2.150e-02, eta: 2 days, 7:24:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9581, loss_cls: 3.7988, loss: 3.7988 +2025-06-10 10:16:46,792 - pyskl - INFO - Epoch [37][2500/3940] lr: 2.150e-02, eta: 2 days, 7:23:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9563, loss_cls: 3.9416, loss: 3.9416 +2025-06-10 10:17:31,092 - pyskl - INFO - Epoch [37][2600/3940] lr: 2.149e-02, eta: 2 days, 7:22:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 3.9010, loss: 3.9010 +2025-06-10 10:18:15,414 - pyskl - INFO - Epoch [37][2700/3940] lr: 2.149e-02, eta: 2 days, 7:21:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 3.9065, loss: 3.9065 +2025-06-10 10:18:59,786 - pyskl - INFO - Epoch [37][2800/3940] lr: 2.148e-02, eta: 2 days, 7:21:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9537, loss_cls: 3.9959, loss: 3.9959 +2025-06-10 10:19:44,165 - pyskl - INFO - Epoch [37][2900/3940] lr: 2.148e-02, eta: 2 days, 7:20:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 3.8814, loss: 3.8814 +2025-06-10 10:20:28,580 - pyskl - INFO - Epoch [37][3000/3940] lr: 2.147e-02, eta: 2 days, 7:19:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9481, loss_cls: 3.9265, loss: 3.9265 +2025-06-10 10:21:12,874 - pyskl - INFO - Epoch [37][3100/3940] lr: 2.147e-02, eta: 2 days, 7:18:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 4.0095, loss: 4.0095 +2025-06-10 10:21:57,235 - pyskl - INFO - Epoch [37][3200/3940] lr: 2.147e-02, eta: 2 days, 7:18:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9556, loss_cls: 3.7964, loss: 3.7964 +2025-06-10 10:22:41,624 - pyskl - INFO - Epoch [37][3300/3940] lr: 2.146e-02, eta: 2 days, 7:17:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 3.9598, loss: 3.9598 +2025-06-10 10:23:26,135 - pyskl - INFO - Epoch [37][3400/3940] lr: 2.146e-02, eta: 2 days, 7:16:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 3.9648, loss: 3.9648 +2025-06-10 10:24:10,722 - pyskl - INFO - Epoch [37][3500/3940] lr: 2.145e-02, eta: 2 days, 7:15:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9544, loss_cls: 3.9011, loss: 3.9011 +2025-06-10 10:24:55,199 - pyskl - INFO - Epoch [37][3600/3940] lr: 2.145e-02, eta: 2 days, 7:15:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9569, loss_cls: 4.0051, loss: 4.0051 +2025-06-10 10:25:39,769 - pyskl - INFO - Epoch [37][3700/3940] lr: 2.144e-02, eta: 2 days, 7:14:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9506, loss_cls: 4.0789, loss: 4.0789 +2025-06-10 10:26:24,267 - pyskl - INFO - Epoch [37][3800/3940] lr: 2.144e-02, eta: 2 days, 7:13:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 4.0574, loss: 4.0574 +2025-06-10 10:27:08,752 - pyskl - INFO - Epoch [37][3900/3940] lr: 2.143e-02, eta: 2 days, 7:12:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9575, loss_cls: 3.9581, loss: 3.9581 +2025-06-10 10:27:26,901 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-06-10 10:30:47,839 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 10:30:48,303 - pyskl - INFO - +top1_acc 0.7068 +top5_acc 0.9274 +2025-06-10 10:30:48,321 - pyskl - INFO - Epoch(val) [37][3183] top1_acc: 0.7068, top5_acc: 0.9274 +2025-06-10 10:31:57,459 - pyskl - INFO - Epoch [38][100/3940] lr: 2.143e-02, eta: 2 days, 7:12:12, time: 0.691, data_time: 0.248, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 3.8935, loss: 3.8935 +2025-06-10 10:32:41,712 - pyskl - INFO - Epoch [38][200/3940] lr: 2.142e-02, eta: 2 days, 7:11:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9500, loss_cls: 3.9623, loss: 3.9623 +2025-06-10 10:33:26,135 - pyskl - INFO - Epoch [38][300/3940] lr: 2.142e-02, eta: 2 days, 7:10:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9531, loss_cls: 3.8659, loss: 3.8659 +2025-06-10 10:34:10,514 - pyskl - INFO - Epoch [38][400/3940] lr: 2.141e-02, eta: 2 days, 7:09:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9656, loss_cls: 3.9185, loss: 3.9185 +2025-06-10 10:34:55,046 - pyskl - INFO - Epoch [38][500/3940] lr: 2.141e-02, eta: 2 days, 7:09:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 3.8753, loss: 3.8753 +2025-06-10 10:35:39,438 - pyskl - INFO - Epoch [38][600/3940] lr: 2.140e-02, eta: 2 days, 7:08:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9525, loss_cls: 3.8694, loss: 3.8694 +2025-06-10 10:36:23,745 - pyskl - INFO - Epoch [38][700/3940] lr: 2.140e-02, eta: 2 days, 7:07:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9644, loss_cls: 3.9110, loss: 3.9110 +2025-06-10 10:37:08,106 - pyskl - INFO - Epoch [38][800/3940] lr: 2.139e-02, eta: 2 days, 7:06:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9650, loss_cls: 3.9595, loss: 3.9595 +2025-06-10 10:37:52,463 - pyskl - INFO - Epoch [38][900/3940] lr: 2.139e-02, eta: 2 days, 7:06:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9537, loss_cls: 3.9263, loss: 3.9263 +2025-06-10 10:38:36,641 - pyskl - INFO - Epoch [38][1000/3940] lr: 2.138e-02, eta: 2 days, 7:05:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9444, loss_cls: 4.0365, loss: 4.0365 +2025-06-10 10:39:20,881 - pyskl - INFO - Epoch [38][1100/3940] lr: 2.138e-02, eta: 2 days, 7:04:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9556, loss_cls: 4.0064, loss: 4.0064 +2025-06-10 10:40:05,261 - pyskl - INFO - Epoch [38][1200/3940] lr: 2.137e-02, eta: 2 days, 7:03:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9475, loss_cls: 4.0489, loss: 4.0489 +2025-06-10 10:40:49,583 - pyskl - INFO - Epoch [38][1300/3940] lr: 2.137e-02, eta: 2 days, 7:03:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9606, loss_cls: 3.9962, loss: 3.9962 +2025-06-10 10:41:34,038 - pyskl - INFO - Epoch [38][1400/3940] lr: 2.137e-02, eta: 2 days, 7:02:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9688, loss_cls: 3.8317, loss: 3.8317 +2025-06-10 10:42:18,596 - pyskl - INFO - Epoch [38][1500/3940] lr: 2.136e-02, eta: 2 days, 7:01:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 3.8886, loss: 3.8886 +2025-06-10 10:43:02,993 - pyskl - INFO - Epoch [38][1600/3940] lr: 2.136e-02, eta: 2 days, 7:00:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9537, loss_cls: 4.0320, loss: 4.0320 +2025-06-10 10:43:47,444 - pyskl - INFO - Epoch [38][1700/3940] lr: 2.135e-02, eta: 2 days, 7:00:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9637, loss_cls: 3.7940, loss: 3.7940 +2025-06-10 10:44:31,849 - pyskl - INFO - Epoch [38][1800/3940] lr: 2.135e-02, eta: 2 days, 6:59:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9575, loss_cls: 3.8292, loss: 3.8292 +2025-06-10 10:45:16,234 - pyskl - INFO - Epoch [38][1900/3940] lr: 2.134e-02, eta: 2 days, 6:58:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9606, loss_cls: 4.0127, loss: 4.0127 +2025-06-10 10:46:00,601 - pyskl - INFO - Epoch [38][2000/3940] lr: 2.134e-02, eta: 2 days, 6:57:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9600, loss_cls: 3.8197, loss: 3.8197 +2025-06-10 10:46:44,953 - pyskl - INFO - Epoch [38][2100/3940] lr: 2.133e-02, eta: 2 days, 6:57:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.7439, loss: 3.7439 +2025-06-10 10:47:29,316 - pyskl - INFO - Epoch [38][2200/3940] lr: 2.133e-02, eta: 2 days, 6:56:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9531, loss_cls: 3.8833, loss: 3.8833 +2025-06-10 10:48:13,675 - pyskl - INFO - Epoch [38][2300/3940] lr: 2.132e-02, eta: 2 days, 6:55:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9513, loss_cls: 3.9754, loss: 3.9754 +2025-06-10 10:48:58,059 - pyskl - INFO - Epoch [38][2400/3940] lr: 2.132e-02, eta: 2 days, 6:54:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9494, loss_cls: 3.9785, loss: 3.9785 +2025-06-10 10:49:42,481 - pyskl - INFO - Epoch [38][2500/3940] lr: 2.131e-02, eta: 2 days, 6:54:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9606, loss_cls: 3.9430, loss: 3.9430 +2025-06-10 10:50:26,926 - pyskl - INFO - Epoch [38][2600/3940] lr: 2.131e-02, eta: 2 days, 6:53:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 3.9899, loss: 3.9899 +2025-06-10 10:51:11,372 - pyskl - INFO - Epoch [38][2700/3940] lr: 2.130e-02, eta: 2 days, 6:52:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 3.9314, loss: 3.9314 +2025-06-10 10:51:55,857 - pyskl - INFO - Epoch [38][2800/3940] lr: 2.130e-02, eta: 2 days, 6:51:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9525, loss_cls: 4.0150, loss: 4.0150 +2025-06-10 10:52:40,389 - pyskl - INFO - Epoch [38][2900/3940] lr: 2.130e-02, eta: 2 days, 6:51:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9563, loss_cls: 3.8404, loss: 3.8404 +2025-06-10 10:53:24,893 - pyskl - INFO - Epoch [38][3000/3940] lr: 2.129e-02, eta: 2 days, 6:50:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 3.8965, loss: 3.8965 +2025-06-10 10:54:09,244 - pyskl - INFO - Epoch [38][3100/3940] lr: 2.129e-02, eta: 2 days, 6:49:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9525, loss_cls: 4.0370, loss: 4.0370 +2025-06-10 10:54:53,711 - pyskl - INFO - Epoch [38][3200/3940] lr: 2.128e-02, eta: 2 days, 6:48:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9537, loss_cls: 3.9343, loss: 3.9343 +2025-06-10 10:55:38,124 - pyskl - INFO - Epoch [38][3300/3940] lr: 2.128e-02, eta: 2 days, 6:48:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9675, loss_cls: 3.8789, loss: 3.8789 +2025-06-10 10:56:22,626 - pyskl - INFO - Epoch [38][3400/3940] lr: 2.127e-02, eta: 2 days, 6:47:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9556, loss_cls: 3.8209, loss: 3.8209 +2025-06-10 10:57:07,174 - pyskl - INFO - Epoch [38][3500/3940] lr: 2.127e-02, eta: 2 days, 6:46:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9513, loss_cls: 3.9390, loss: 3.9390 +2025-06-10 10:57:51,711 - pyskl - INFO - Epoch [38][3600/3940] lr: 2.126e-02, eta: 2 days, 6:45:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9513, loss_cls: 3.9207, loss: 3.9207 +2025-06-10 10:58:36,096 - pyskl - INFO - Epoch [38][3700/3940] lr: 2.126e-02, eta: 2 days, 6:44:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9531, loss_cls: 3.9394, loss: 3.9394 +2025-06-10 10:59:20,526 - pyskl - INFO - Epoch [38][3800/3940] lr: 2.125e-02, eta: 2 days, 6:44:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9469, loss_cls: 4.0632, loss: 4.0632 +2025-06-10 11:00:04,869 - pyskl - INFO - Epoch [38][3900/3940] lr: 2.125e-02, eta: 2 days, 6:43:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9506, loss_cls: 4.0055, loss: 4.0055 +2025-06-10 11:00:22,959 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-06-10 11:03:44,058 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 11:03:44,520 - pyskl - INFO - +top1_acc 0.7001 +top5_acc 0.9200 +2025-06-10 11:03:44,537 - pyskl - INFO - Epoch(val) [38][3183] top1_acc: 0.7001, top5_acc: 0.9200 +2025-06-10 11:04:54,097 - pyskl - INFO - Epoch [39][100/3940] lr: 2.124e-02, eta: 2 days, 6:42:47, time: 0.696, data_time: 0.248, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 4.0249, loss: 4.0249 +2025-06-10 11:05:38,636 - pyskl - INFO - Epoch [39][200/3940] lr: 2.124e-02, eta: 2 days, 6:42:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9500, loss_cls: 3.9736, loss: 3.9736 +2025-06-10 11:06:23,115 - pyskl - INFO - Epoch [39][300/3940] lr: 2.123e-02, eta: 2 days, 6:41:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9556, loss_cls: 3.8855, loss: 3.8855 +2025-06-10 11:07:07,683 - pyskl - INFO - Epoch [39][400/3940] lr: 2.123e-02, eta: 2 days, 6:40:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9650, loss_cls: 3.9165, loss: 3.9165 +2025-06-10 11:07:52,264 - pyskl - INFO - Epoch [39][500/3940] lr: 2.122e-02, eta: 2 days, 6:39:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.8247, loss: 3.8247 +2025-06-10 11:08:36,778 - pyskl - INFO - Epoch [39][600/3940] lr: 2.122e-02, eta: 2 days, 6:39:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 3.8484, loss: 3.8484 +2025-06-10 11:09:21,271 - pyskl - INFO - Epoch [39][700/3940] lr: 2.121e-02, eta: 2 days, 6:38:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 3.9175, loss: 3.9175 +2025-06-10 11:10:05,792 - pyskl - INFO - Epoch [39][800/3940] lr: 2.121e-02, eta: 2 days, 6:37:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9625, loss_cls: 3.8573, loss: 3.8573 +2025-06-10 11:10:50,236 - pyskl - INFO - Epoch [39][900/3940] lr: 2.120e-02, eta: 2 days, 6:36:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9500, loss_cls: 3.9853, loss: 3.9853 +2025-06-10 11:11:34,645 - pyskl - INFO - Epoch [39][1000/3940] lr: 2.120e-02, eta: 2 days, 6:36:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 3.8333, loss: 3.8333 +2025-06-10 11:12:19,034 - pyskl - INFO - Epoch [39][1100/3940] lr: 2.119e-02, eta: 2 days, 6:35:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 3.9744, loss: 3.9744 +2025-06-10 11:13:03,426 - pyskl - INFO - Epoch [39][1200/3940] lr: 2.119e-02, eta: 2 days, 6:34:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9556, loss_cls: 4.1089, loss: 4.1089 +2025-06-10 11:13:47,929 - pyskl - INFO - Epoch [39][1300/3940] lr: 2.118e-02, eta: 2 days, 6:33:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 3.9358, loss: 3.9358 +2025-06-10 11:14:32,437 - pyskl - INFO - Epoch [39][1400/3940] lr: 2.118e-02, eta: 2 days, 6:33:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 4.0340, loss: 4.0340 +2025-06-10 11:15:16,986 - pyskl - INFO - Epoch [39][1500/3940] lr: 2.117e-02, eta: 2 days, 6:32:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9556, loss_cls: 3.8863, loss: 3.8863 +2025-06-10 11:16:01,466 - pyskl - INFO - Epoch [39][1600/3940] lr: 2.117e-02, eta: 2 days, 6:31:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9569, loss_cls: 3.9555, loss: 3.9555 +2025-06-10 11:16:45,971 - pyskl - INFO - Epoch [39][1700/3940] lr: 2.116e-02, eta: 2 days, 6:30:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9519, loss_cls: 3.8468, loss: 3.8468 +2025-06-10 11:17:30,463 - pyskl - INFO - Epoch [39][1800/3940] lr: 2.116e-02, eta: 2 days, 6:30:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9550, loss_cls: 3.9884, loss: 3.9884 +2025-06-10 11:18:14,911 - pyskl - INFO - Epoch [39][1900/3940] lr: 2.116e-02, eta: 2 days, 6:29:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 3.8285, loss: 3.8285 +2025-06-10 11:18:59,256 - pyskl - INFO - Epoch [39][2000/3940] lr: 2.115e-02, eta: 2 days, 6:28:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9531, loss_cls: 4.0786, loss: 4.0786 +2025-06-10 11:19:43,573 - pyskl - INFO - Epoch [39][2100/3940] lr: 2.115e-02, eta: 2 days, 6:27:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 3.9901, loss: 3.9901 +2025-06-10 11:20:27,884 - pyskl - INFO - Epoch [39][2200/3940] lr: 2.114e-02, eta: 2 days, 6:26:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9600, loss_cls: 3.9913, loss: 3.9913 +2025-06-10 11:21:12,205 - pyskl - INFO - Epoch [39][2300/3940] lr: 2.114e-02, eta: 2 days, 6:26:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 3.8907, loss: 3.8907 +2025-06-10 11:21:56,534 - pyskl - INFO - Epoch [39][2400/3940] lr: 2.113e-02, eta: 2 days, 6:25:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9581, loss_cls: 4.0496, loss: 4.0496 +2025-06-10 11:22:40,839 - pyskl - INFO - Epoch [39][2500/3940] lr: 2.113e-02, eta: 2 days, 6:24:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 3.8157, loss: 3.8157 +2025-06-10 11:23:25,167 - pyskl - INFO - Epoch [39][2600/3940] lr: 2.112e-02, eta: 2 days, 6:23:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9656, loss_cls: 3.9232, loss: 3.9232 +2025-06-10 11:24:09,490 - pyskl - INFO - Epoch [39][2700/3940] lr: 2.112e-02, eta: 2 days, 6:23:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 3.8874, loss: 3.8874 +2025-06-10 11:24:53,851 - pyskl - INFO - Epoch [39][2800/3940] lr: 2.111e-02, eta: 2 days, 6:22:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9537, loss_cls: 3.8708, loss: 3.8708 +2025-06-10 11:25:38,198 - pyskl - INFO - Epoch [39][2900/3940] lr: 2.111e-02, eta: 2 days, 6:21:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9575, loss_cls: 3.8496, loss: 3.8496 +2025-06-10 11:26:22,646 - pyskl - INFO - Epoch [39][3000/3940] lr: 2.110e-02, eta: 2 days, 6:20:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9537, loss_cls: 3.9487, loss: 3.9487 +2025-06-10 11:27:07,059 - pyskl - INFO - Epoch [39][3100/3940] lr: 2.110e-02, eta: 2 days, 6:20:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9544, loss_cls: 3.9024, loss: 3.9024 +2025-06-10 11:27:51,524 - pyskl - INFO - Epoch [39][3200/3940] lr: 2.109e-02, eta: 2 days, 6:19:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9531, loss_cls: 3.9617, loss: 3.9617 +2025-06-10 11:28:36,040 - pyskl - INFO - Epoch [39][3300/3940] lr: 2.109e-02, eta: 2 days, 6:18:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9587, loss_cls: 3.7784, loss: 3.7784 +2025-06-10 11:29:20,728 - pyskl - INFO - Epoch [39][3400/3940] lr: 2.108e-02, eta: 2 days, 6:17:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9419, loss_cls: 3.9467, loss: 3.9467 +2025-06-10 11:30:05,346 - pyskl - INFO - Epoch [39][3500/3940] lr: 2.108e-02, eta: 2 days, 6:17:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9594, loss_cls: 3.8952, loss: 3.8952 +2025-06-10 11:30:49,880 - pyskl - INFO - Epoch [39][3600/3940] lr: 2.107e-02, eta: 2 days, 6:16:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9563, loss_cls: 3.8756, loss: 3.8756 +2025-06-10 11:31:34,337 - pyskl - INFO - Epoch [39][3700/3940] lr: 2.107e-02, eta: 2 days, 6:15:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 3.8732, loss: 3.8732 +2025-06-10 11:32:18,887 - pyskl - INFO - Epoch [39][3800/3940] lr: 2.106e-02, eta: 2 days, 6:14:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9487, loss_cls: 4.0595, loss: 4.0595 +2025-06-10 11:33:03,268 - pyskl - INFO - Epoch [39][3900/3940] lr: 2.106e-02, eta: 2 days, 6:14:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 3.8068, loss: 3.8068 +2025-06-10 11:33:21,359 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-06-10 11:36:42,259 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 11:36:42,722 - pyskl - INFO - +top1_acc 0.7063 +top5_acc 0.9307 +2025-06-10 11:36:42,740 - pyskl - INFO - Epoch(val) [39][3183] top1_acc: 0.7063, top5_acc: 0.9307 +2025-06-10 11:37:51,829 - pyskl - INFO - Epoch [40][100/3940] lr: 2.105e-02, eta: 2 days, 6:13:26, time: 0.691, data_time: 0.247, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 3.7858, loss: 3.7858 +2025-06-10 11:38:36,219 - pyskl - INFO - Epoch [40][200/3940] lr: 2.105e-02, eta: 2 days, 6:12:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 3.6983, loss: 3.6983 +2025-06-10 11:39:20,593 - pyskl - INFO - Epoch [40][300/3940] lr: 2.104e-02, eta: 2 days, 6:11:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 3.8108, loss: 3.8108 +2025-06-10 11:40:05,055 - pyskl - INFO - Epoch [40][400/3940] lr: 2.104e-02, eta: 2 days, 6:11:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 3.8938, loss: 3.8938 +2025-06-10 11:40:49,516 - pyskl - INFO - Epoch [40][500/3940] lr: 2.103e-02, eta: 2 days, 6:10:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 3.9551, loss: 3.9551 +2025-06-10 11:41:34,127 - pyskl - INFO - Epoch [40][600/3940] lr: 2.103e-02, eta: 2 days, 6:09:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 3.8371, loss: 3.8371 +2025-06-10 11:42:18,750 - pyskl - INFO - Epoch [40][700/3940] lr: 2.102e-02, eta: 2 days, 6:08:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 3.9948, loss: 3.9948 +2025-06-10 11:43:03,192 - pyskl - INFO - Epoch [40][800/3940] lr: 2.102e-02, eta: 2 days, 6:08:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 3.9445, loss: 3.9445 +2025-06-10 11:43:47,563 - pyskl - INFO - Epoch [40][900/3940] lr: 2.101e-02, eta: 2 days, 6:07:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9575, loss_cls: 3.8424, loss: 3.8424 +2025-06-10 11:44:31,944 - pyskl - INFO - Epoch [40][1000/3940] lr: 2.101e-02, eta: 2 days, 6:06:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9637, loss_cls: 3.8349, loss: 3.8349 +2025-06-10 11:45:16,276 - pyskl - INFO - Epoch [40][1100/3940] lr: 2.100e-02, eta: 2 days, 6:05:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9525, loss_cls: 4.0583, loss: 4.0583 +2025-06-10 11:46:00,608 - pyskl - INFO - Epoch [40][1200/3940] lr: 2.100e-02, eta: 2 days, 6:05:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9550, loss_cls: 3.8825, loss: 3.8825 +2025-06-10 11:46:44,926 - pyskl - INFO - Epoch [40][1300/3940] lr: 2.099e-02, eta: 2 days, 6:04:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9606, loss_cls: 3.9439, loss: 3.9439 +2025-06-10 11:47:29,296 - pyskl - INFO - Epoch [40][1400/3940] lr: 2.099e-02, eta: 2 days, 6:03:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9525, loss_cls: 3.9998, loss: 3.9998 +2025-06-10 11:48:13,606 - pyskl - INFO - Epoch [40][1500/3940] lr: 2.098e-02, eta: 2 days, 6:02:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9600, loss_cls: 3.9813, loss: 3.9813 +2025-06-10 11:48:58,066 - pyskl - INFO - Epoch [40][1600/3940] lr: 2.098e-02, eta: 2 days, 6:02:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9569, loss_cls: 3.8346, loss: 3.8346 +2025-06-10 11:49:42,434 - pyskl - INFO - Epoch [40][1700/3940] lr: 2.097e-02, eta: 2 days, 6:01:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 3.7274, loss: 3.7274 +2025-06-10 11:50:26,805 - pyskl - INFO - Epoch [40][1800/3940] lr: 2.097e-02, eta: 2 days, 6:00:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9650, loss_cls: 3.8137, loss: 3.8137 +2025-06-10 11:51:11,154 - pyskl - INFO - Epoch [40][1900/3940] lr: 2.096e-02, eta: 2 days, 5:59:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9525, loss_cls: 3.9662, loss: 3.9662 +2025-06-10 11:51:55,486 - pyskl - INFO - Epoch [40][2000/3940] lr: 2.096e-02, eta: 2 days, 5:59:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9519, loss_cls: 4.0051, loss: 4.0051 +2025-06-10 11:52:39,875 - pyskl - INFO - Epoch [40][2100/3940] lr: 2.095e-02, eta: 2 days, 5:58:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 3.9872, loss: 3.9872 +2025-06-10 11:53:24,239 - pyskl - INFO - Epoch [40][2200/3940] lr: 2.095e-02, eta: 2 days, 5:57:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9581, loss_cls: 3.7782, loss: 3.7782 +2025-06-10 11:54:08,666 - pyskl - INFO - Epoch [40][2300/3940] lr: 2.094e-02, eta: 2 days, 5:56:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9569, loss_cls: 3.9214, loss: 3.9214 +2025-06-10 11:54:53,003 - pyskl - INFO - Epoch [40][2400/3940] lr: 2.094e-02, eta: 2 days, 5:56:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9550, loss_cls: 3.7923, loss: 3.7923 +2025-06-10 11:55:37,296 - pyskl - INFO - Epoch [40][2500/3940] lr: 2.094e-02, eta: 2 days, 5:55:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9450, loss_cls: 3.9516, loss: 3.9516 +2025-06-10 11:56:21,703 - pyskl - INFO - Epoch [40][2600/3940] lr: 2.093e-02, eta: 2 days, 5:54:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 3.9006, loss: 3.9006 +2025-06-10 11:57:06,102 - pyskl - INFO - Epoch [40][2700/3940] lr: 2.093e-02, eta: 2 days, 5:53:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 3.8813, loss: 3.8813 +2025-06-10 11:57:50,498 - pyskl - INFO - Epoch [40][2800/3940] lr: 2.092e-02, eta: 2 days, 5:53:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9569, loss_cls: 3.9236, loss: 3.9236 +2025-06-10 11:58:34,893 - pyskl - INFO - Epoch [40][2900/3940] lr: 2.092e-02, eta: 2 days, 5:52:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.8303, loss: 3.8303 +2025-06-10 11:59:19,338 - pyskl - INFO - Epoch [40][3000/3940] lr: 2.091e-02, eta: 2 days, 5:51:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 4.0028, loss: 4.0028 +2025-06-10 12:00:03,647 - pyskl - INFO - Epoch [40][3100/3940] lr: 2.091e-02, eta: 2 days, 5:50:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9681, loss_cls: 3.8332, loss: 3.8332 +2025-06-10 12:00:48,050 - pyskl - INFO - Epoch [40][3200/3940] lr: 2.090e-02, eta: 2 days, 5:50:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9637, loss_cls: 3.8772, loss: 3.8772 +2025-06-10 12:01:32,579 - pyskl - INFO - Epoch [40][3300/3940] lr: 2.090e-02, eta: 2 days, 5:49:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 3.8483, loss: 3.8483 +2025-06-10 12:02:17,093 - pyskl - INFO - Epoch [40][3400/3940] lr: 2.089e-02, eta: 2 days, 5:48:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9625, loss_cls: 3.9436, loss: 3.9436 +2025-06-10 12:03:01,664 - pyskl - INFO - Epoch [40][3500/3940] lr: 2.089e-02, eta: 2 days, 5:47:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9513, loss_cls: 3.8823, loss: 3.8823 +2025-06-10 12:03:46,062 - pyskl - INFO - Epoch [40][3600/3940] lr: 2.088e-02, eta: 2 days, 5:47:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9569, loss_cls: 3.7917, loss: 3.7917 +2025-06-10 12:04:30,386 - pyskl - INFO - Epoch [40][3700/3940] lr: 2.088e-02, eta: 2 days, 5:46:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9513, loss_cls: 3.9606, loss: 3.9606 +2025-06-10 12:05:14,744 - pyskl - INFO - Epoch [40][3800/3940] lr: 2.087e-02, eta: 2 days, 5:45:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 3.8914, loss: 3.8914 +2025-06-10 12:05:59,171 - pyskl - INFO - Epoch [40][3900/3940] lr: 2.087e-02, eta: 2 days, 5:44:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 3.8403, loss: 3.8403 +2025-06-10 12:06:17,247 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-06-10 12:25:34,079 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 12:25:34,606 - pyskl - INFO - +top1_acc 0.7306 +top5_acc 0.9381 +2025-06-10 12:25:34,657 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_23.pth was removed +2025-06-10 12:25:35,690 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_40.pth. +2025-06-10 12:25:35,692 - pyskl - INFO - Best top1_acc is 0.7306 at 40 epoch. +2025-06-10 12:25:35,709 - pyskl - INFO - Epoch(val) [40][3183] top1_acc: 0.7306, top5_acc: 0.9381 +2025-06-10 12:26:44,943 - pyskl - INFO - Epoch [41][100/3940] lr: 2.086e-02, eta: 2 days, 5:44:00, time: 0.692, data_time: 0.250, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 3.8875, loss: 3.8875 +2025-06-10 12:27:29,335 - pyskl - INFO - Epoch [41][200/3940] lr: 2.085e-02, eta: 2 days, 5:43:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 3.8657, loss: 3.8657 +2025-06-10 12:28:13,839 - pyskl - INFO - Epoch [41][300/3940] lr: 2.085e-02, eta: 2 days, 5:42:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 3.8790, loss: 3.8790 +2025-06-10 12:28:58,141 - pyskl - INFO - Epoch [41][400/3940] lr: 2.084e-02, eta: 2 days, 5:41:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9537, loss_cls: 3.9960, loss: 3.9960 +2025-06-10 12:29:42,561 - pyskl - INFO - Epoch [41][500/3940] lr: 2.084e-02, eta: 2 days, 5:40:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 3.9617, loss: 3.9617 +2025-06-10 12:30:27,378 - pyskl - INFO - Epoch [41][600/3940] lr: 2.083e-02, eta: 2 days, 5:40:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9544, loss_cls: 3.9241, loss: 3.9241 +2025-06-10 12:31:12,018 - pyskl - INFO - Epoch [41][700/3940] lr: 2.083e-02, eta: 2 days, 5:39:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9587, loss_cls: 3.8306, loss: 3.8306 +2025-06-10 12:31:56,492 - pyskl - INFO - Epoch [41][800/3940] lr: 2.082e-02, eta: 2 days, 5:38:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9613, loss_cls: 3.7773, loss: 3.7773 +2025-06-10 12:32:40,812 - pyskl - INFO - Epoch [41][900/3940] lr: 2.082e-02, eta: 2 days, 5:37:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9587, loss_cls: 3.7601, loss: 3.7601 +2025-06-10 12:33:25,176 - pyskl - INFO - Epoch [41][1000/3940] lr: 2.081e-02, eta: 2 days, 5:37:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9631, loss_cls: 3.8580, loss: 3.8580 +2025-06-10 12:34:09,498 - pyskl - INFO - Epoch [41][1100/3940] lr: 2.081e-02, eta: 2 days, 5:36:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9606, loss_cls: 3.9331, loss: 3.9331 +2025-06-10 12:34:53,778 - pyskl - INFO - Epoch [41][1200/3940] lr: 2.080e-02, eta: 2 days, 5:35:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9519, loss_cls: 3.7357, loss: 3.7357 +2025-06-10 12:35:37,948 - pyskl - INFO - Epoch [41][1300/3940] lr: 2.080e-02, eta: 2 days, 5:34:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 4.0288, loss: 4.0288 +2025-06-10 12:36:22,091 - pyskl - INFO - Epoch [41][1400/3940] lr: 2.079e-02, eta: 2 days, 5:34:11, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9494, loss_cls: 3.9886, loss: 3.9886 +2025-06-10 12:37:06,377 - pyskl - INFO - Epoch [41][1500/3940] lr: 2.079e-02, eta: 2 days, 5:33:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9619, loss_cls: 3.9248, loss: 3.9248 +2025-06-10 12:37:50,730 - pyskl - INFO - Epoch [41][1600/3940] lr: 2.078e-02, eta: 2 days, 5:32:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9575, loss_cls: 3.8240, loss: 3.8240 +2025-06-10 12:38:35,076 - pyskl - INFO - Epoch [41][1700/3940] lr: 2.078e-02, eta: 2 days, 5:31:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9587, loss_cls: 3.9711, loss: 3.9711 +2025-06-10 12:39:19,436 - pyskl - INFO - Epoch [41][1800/3940] lr: 2.077e-02, eta: 2 days, 5:31:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9600, loss_cls: 3.8722, loss: 3.8722 +2025-06-10 12:40:03,770 - pyskl - INFO - Epoch [41][1900/3940] lr: 2.077e-02, eta: 2 days, 5:30:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9619, loss_cls: 3.8986, loss: 3.8986 +2025-06-10 12:40:48,057 - pyskl - INFO - Epoch [41][2000/3940] lr: 2.076e-02, eta: 2 days, 5:29:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 3.8270, loss: 3.8270 +2025-06-10 12:41:32,350 - pyskl - INFO - Epoch [41][2100/3940] lr: 2.076e-02, eta: 2 days, 5:28:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 3.9823, loss: 3.9823 +2025-06-10 12:42:16,664 - pyskl - INFO - Epoch [41][2200/3940] lr: 2.075e-02, eta: 2 days, 5:28:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 3.9388, loss: 3.9388 +2025-06-10 12:43:00,912 - pyskl - INFO - Epoch [41][2300/3940] lr: 2.075e-02, eta: 2 days, 5:27:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9575, loss_cls: 3.8738, loss: 3.8738 +2025-06-10 12:43:45,169 - pyskl - INFO - Epoch [41][2400/3940] lr: 2.074e-02, eta: 2 days, 5:26:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9587, loss_cls: 3.8345, loss: 3.8345 +2025-06-10 12:44:29,423 - pyskl - INFO - Epoch [41][2500/3940] lr: 2.074e-02, eta: 2 days, 5:25:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9525, loss_cls: 3.9946, loss: 3.9946 +2025-06-10 12:45:13,678 - pyskl - INFO - Epoch [41][2600/3940] lr: 2.074e-02, eta: 2 days, 5:25:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.7732, loss: 3.7732 +2025-06-10 12:45:57,954 - pyskl - INFO - Epoch [41][2700/3940] lr: 2.073e-02, eta: 2 days, 5:24:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9556, loss_cls: 4.0853, loss: 4.0853 +2025-06-10 12:46:42,172 - pyskl - INFO - Epoch [41][2800/3940] lr: 2.072e-02, eta: 2 days, 5:23:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9537, loss_cls: 3.8594, loss: 3.8594 +2025-06-10 12:47:26,499 - pyskl - INFO - Epoch [41][2900/3940] lr: 2.072e-02, eta: 2 days, 5:22:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.8055, loss: 3.8055 +2025-06-10 12:48:10,884 - pyskl - INFO - Epoch [41][3000/3940] lr: 2.071e-02, eta: 2 days, 5:22:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9544, loss_cls: 3.9565, loss: 3.9565 +2025-06-10 12:48:55,291 - pyskl - INFO - Epoch [41][3100/3940] lr: 2.071e-02, eta: 2 days, 5:21:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 3.8273, loss: 3.8273 +2025-06-10 12:49:39,694 - pyskl - INFO - Epoch [41][3200/3940] lr: 2.070e-02, eta: 2 days, 5:20:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9537, loss_cls: 3.8382, loss: 3.8382 +2025-06-10 12:50:24,102 - pyskl - INFO - Epoch [41][3300/3940] lr: 2.070e-02, eta: 2 days, 5:19:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9606, loss_cls: 3.9940, loss: 3.9940 +2025-06-10 12:51:08,526 - pyskl - INFO - Epoch [41][3400/3940] lr: 2.069e-02, eta: 2 days, 5:19:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 3.9024, loss: 3.9024 +2025-06-10 12:51:52,873 - pyskl - INFO - Epoch [41][3500/3940] lr: 2.069e-02, eta: 2 days, 5:18:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9575, loss_cls: 3.7615, loss: 3.7615 +2025-06-10 12:52:37,318 - pyskl - INFO - Epoch [41][3600/3940] lr: 2.068e-02, eta: 2 days, 5:17:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9513, loss_cls: 3.9852, loss: 3.9852 +2025-06-10 12:53:21,728 - pyskl - INFO - Epoch [41][3700/3940] lr: 2.068e-02, eta: 2 days, 5:16:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9519, loss_cls: 3.8859, loss: 3.8859 +2025-06-10 12:54:06,129 - pyskl - INFO - Epoch [41][3800/3940] lr: 2.067e-02, eta: 2 days, 5:16:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9550, loss_cls: 3.8501, loss: 3.8501 +2025-06-10 12:54:50,517 - pyskl - INFO - Epoch [41][3900/3940] lr: 2.067e-02, eta: 2 days, 5:15:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9694, loss_cls: 3.8426, loss: 3.8426 +2025-06-10 12:55:08,633 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-06-10 12:58:29,515 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 12:58:30,032 - pyskl - INFO - +top1_acc 0.7033 +top5_acc 0.9302 +2025-06-10 12:58:30,049 - pyskl - INFO - Epoch(val) [41][3183] top1_acc: 0.7033, top5_acc: 0.9302 +2025-06-10 12:59:39,413 - pyskl - INFO - Epoch [42][100/3940] lr: 2.066e-02, eta: 2 days, 5:14:30, time: 0.694, data_time: 0.250, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9575, loss_cls: 3.9394, loss: 3.9394 +2025-06-10 13:00:23,801 - pyskl - INFO - Epoch [42][200/3940] lr: 2.066e-02, eta: 2 days, 5:13:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 3.7553, loss: 3.7553 +2025-06-10 13:01:08,174 - pyskl - INFO - Epoch [42][300/3940] lr: 2.065e-02, eta: 2 days, 5:12:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 3.6400, loss: 3.6400 +2025-06-10 13:01:52,553 - pyskl - INFO - Epoch [42][400/3940] lr: 2.065e-02, eta: 2 days, 5:12:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 3.9055, loss: 3.9055 +2025-06-10 13:02:36,890 - pyskl - INFO - Epoch [42][500/3940] lr: 2.064e-02, eta: 2 days, 5:11:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9487, loss_cls: 3.8957, loss: 3.8957 +2025-06-10 13:03:21,328 - pyskl - INFO - Epoch [42][600/3940] lr: 2.064e-02, eta: 2 days, 5:10:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9581, loss_cls: 3.7715, loss: 3.7715 +2025-06-10 13:04:05,844 - pyskl - INFO - Epoch [42][700/3940] lr: 2.063e-02, eta: 2 days, 5:09:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9563, loss_cls: 3.8774, loss: 3.8774 +2025-06-10 13:04:50,371 - pyskl - INFO - Epoch [42][800/3940] lr: 2.063e-02, eta: 2 days, 5:09:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9563, loss_cls: 3.8996, loss: 3.8996 +2025-06-10 13:05:34,838 - pyskl - INFO - Epoch [42][900/3940] lr: 2.062e-02, eta: 2 days, 5:08:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9556, loss_cls: 3.7996, loss: 3.7996 +2025-06-10 13:06:19,220 - pyskl - INFO - Epoch [42][1000/3940] lr: 2.062e-02, eta: 2 days, 5:07:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9563, loss_cls: 3.8686, loss: 3.8686 +2025-06-10 13:07:03,587 - pyskl - INFO - Epoch [42][1100/3940] lr: 2.061e-02, eta: 2 days, 5:06:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9525, loss_cls: 3.9668, loss: 3.9668 +2025-06-10 13:07:47,918 - pyskl - INFO - Epoch [42][1200/3940] lr: 2.061e-02, eta: 2 days, 5:06:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9594, loss_cls: 3.8888, loss: 3.8888 +2025-06-10 13:08:32,250 - pyskl - INFO - Epoch [42][1300/3940] lr: 2.060e-02, eta: 2 days, 5:05:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9606, loss_cls: 3.7670, loss: 3.7670 +2025-06-10 13:09:16,669 - pyskl - INFO - Epoch [42][1400/3940] lr: 2.060e-02, eta: 2 days, 5:04:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9594, loss_cls: 3.9806, loss: 3.9806 +2025-06-10 13:10:01,038 - pyskl - INFO - Epoch [42][1500/3940] lr: 2.059e-02, eta: 2 days, 5:03:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9625, loss_cls: 3.9701, loss: 3.9701 +2025-06-10 13:10:45,361 - pyskl - INFO - Epoch [42][1600/3940] lr: 2.059e-02, eta: 2 days, 5:03:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 3.8974, loss: 3.8974 +2025-06-10 13:11:29,678 - pyskl - INFO - Epoch [42][1700/3940] lr: 2.058e-02, eta: 2 days, 5:02:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9550, loss_cls: 3.7672, loss: 3.7672 +2025-06-10 13:12:13,927 - pyskl - INFO - Epoch [42][1800/3940] lr: 2.058e-02, eta: 2 days, 5:01:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 3.7582, loss: 3.7582 +2025-06-10 13:12:58,317 - pyskl - INFO - Epoch [42][1900/3940] lr: 2.057e-02, eta: 2 days, 5:00:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9544, loss_cls: 3.8973, loss: 3.8973 +2025-06-10 13:13:42,979 - pyskl - INFO - Epoch [42][2000/3940] lr: 2.057e-02, eta: 2 days, 5:00:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9675, loss_cls: 3.7605, loss: 3.7605 +2025-06-10 13:14:27,657 - pyskl - INFO - Epoch [42][2100/3940] lr: 2.056e-02, eta: 2 days, 4:59:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9513, loss_cls: 4.0962, loss: 4.0962 +2025-06-10 13:15:12,041 - pyskl - INFO - Epoch [42][2200/3940] lr: 2.056e-02, eta: 2 days, 4:58:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9519, loss_cls: 3.9638, loss: 3.9638 +2025-06-10 13:15:56,477 - pyskl - INFO - Epoch [42][2300/3940] lr: 2.055e-02, eta: 2 days, 4:57:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9513, loss_cls: 3.8542, loss: 3.8542 +2025-06-10 13:16:40,796 - pyskl - INFO - Epoch [42][2400/3940] lr: 2.055e-02, eta: 2 days, 4:57:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9600, loss_cls: 3.8352, loss: 3.8352 +2025-06-10 13:17:25,023 - pyskl - INFO - Epoch [42][2500/3940] lr: 2.054e-02, eta: 2 days, 4:56:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 3.9438, loss: 3.9438 +2025-06-10 13:18:09,244 - pyskl - INFO - Epoch [42][2600/3940] lr: 2.054e-02, eta: 2 days, 4:55:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9581, loss_cls: 3.8238, loss: 3.8238 +2025-06-10 13:18:53,600 - pyskl - INFO - Epoch [42][2700/3940] lr: 2.053e-02, eta: 2 days, 4:54:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9525, loss_cls: 3.9904, loss: 3.9904 +2025-06-10 13:19:38,120 - pyskl - INFO - Epoch [42][2800/3940] lr: 2.053e-02, eta: 2 days, 4:54:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9669, loss_cls: 3.8509, loss: 3.8509 +2025-06-10 13:20:22,692 - pyskl - INFO - Epoch [42][2900/3940] lr: 2.052e-02, eta: 2 days, 4:53:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.7040, loss: 3.7040 +2025-06-10 13:21:07,041 - pyskl - INFO - Epoch [42][3000/3940] lr: 2.052e-02, eta: 2 days, 4:52:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9519, loss_cls: 3.9254, loss: 3.9254 +2025-06-10 13:21:51,436 - pyskl - INFO - Epoch [42][3100/3940] lr: 2.051e-02, eta: 2 days, 4:51:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9575, loss_cls: 3.9089, loss: 3.9089 +2025-06-10 13:22:36,041 - pyskl - INFO - Epoch [42][3200/3940] lr: 2.051e-02, eta: 2 days, 4:51:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9525, loss_cls: 3.9949, loss: 3.9949 +2025-06-10 13:23:20,727 - pyskl - INFO - Epoch [42][3300/3940] lr: 2.050e-02, eta: 2 days, 4:50:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9644, loss_cls: 3.9777, loss: 3.9777 +2025-06-10 13:24:05,399 - pyskl - INFO - Epoch [42][3400/3940] lr: 2.050e-02, eta: 2 days, 4:49:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9625, loss_cls: 3.9998, loss: 3.9998 +2025-06-10 13:24:49,952 - pyskl - INFO - Epoch [42][3500/3940] lr: 2.049e-02, eta: 2 days, 4:48:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9587, loss_cls: 3.8395, loss: 3.8395 +2025-06-10 13:25:34,506 - pyskl - INFO - Epoch [42][3600/3940] lr: 2.049e-02, eta: 2 days, 4:48:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9531, loss_cls: 3.9207, loss: 3.9207 +2025-06-10 13:26:19,001 - pyskl - INFO - Epoch [42][3700/3940] lr: 2.048e-02, eta: 2 days, 4:47:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9469, loss_cls: 3.8932, loss: 3.8932 +2025-06-10 13:27:03,402 - pyskl - INFO - Epoch [42][3800/3940] lr: 2.048e-02, eta: 2 days, 4:46:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 3.9353, loss: 3.9353 +2025-06-10 13:27:48,027 - pyskl - INFO - Epoch [42][3900/3940] lr: 2.047e-02, eta: 2 days, 4:45:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9550, loss_cls: 3.8167, loss: 3.8167 +2025-06-10 13:28:06,321 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-06-10 13:31:27,597 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 13:31:28,066 - pyskl - INFO - +top1_acc 0.7335 +top5_acc 0.9437 +2025-06-10 13:31:28,120 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_40.pth was removed +2025-06-10 13:31:29,187 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. +2025-06-10 13:31:29,189 - pyskl - INFO - Best top1_acc is 0.7335 at 42 epoch. +2025-06-10 13:31:29,206 - pyskl - INFO - Epoch(val) [42][3183] top1_acc: 0.7335, top5_acc: 0.9437 +2025-06-10 13:32:39,669 - pyskl - INFO - Epoch [43][100/3940] lr: 2.046e-02, eta: 2 days, 4:45:12, time: 0.705, data_time: 0.255, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.8197, loss: 3.8197 +2025-06-10 13:33:24,270 - pyskl - INFO - Epoch [43][200/3940] lr: 2.046e-02, eta: 2 days, 4:44:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 3.7496, loss: 3.7496 +2025-06-10 13:34:08,886 - pyskl - INFO - Epoch [43][300/3940] lr: 2.045e-02, eta: 2 days, 4:43:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 3.8213, loss: 3.8213 +2025-06-10 13:34:53,501 - pyskl - INFO - Epoch [43][400/3940] lr: 2.045e-02, eta: 2 days, 4:42:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.8577, loss: 3.8577 +2025-06-10 13:35:38,167 - pyskl - INFO - Epoch [43][500/3940] lr: 2.044e-02, eta: 2 days, 4:42:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9537, loss_cls: 3.9300, loss: 3.9300 +2025-06-10 13:36:22,824 - pyskl - INFO - Epoch [43][600/3940] lr: 2.044e-02, eta: 2 days, 4:41:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9556, loss_cls: 3.7944, loss: 3.7944 +2025-06-10 13:37:07,355 - pyskl - INFO - Epoch [43][700/3940] lr: 2.043e-02, eta: 2 days, 4:40:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9613, loss_cls: 3.9185, loss: 3.9185 +2025-06-10 13:37:51,957 - pyskl - INFO - Epoch [43][800/3940] lr: 2.043e-02, eta: 2 days, 4:39:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9644, loss_cls: 3.8907, loss: 3.8907 +2025-06-10 13:38:36,436 - pyskl - INFO - Epoch [43][900/3940] lr: 2.042e-02, eta: 2 days, 4:39:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9569, loss_cls: 3.9047, loss: 3.9047 +2025-06-10 13:39:20,938 - pyskl - INFO - Epoch [43][1000/3940] lr: 2.042e-02, eta: 2 days, 4:38:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 3.8141, loss: 3.8141 +2025-06-10 13:40:05,564 - pyskl - INFO - Epoch [43][1100/3940] lr: 2.041e-02, eta: 2 days, 4:37:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9619, loss_cls: 3.8353, loss: 3.8353 +2025-06-10 13:40:49,917 - pyskl - INFO - Epoch [43][1200/3940] lr: 2.041e-02, eta: 2 days, 4:36:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9556, loss_cls: 3.9032, loss: 3.9032 +2025-06-10 13:41:34,278 - pyskl - INFO - Epoch [43][1300/3940] lr: 2.040e-02, eta: 2 days, 4:36:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 3.7771, loss: 3.7771 +2025-06-10 13:42:18,563 - pyskl - INFO - Epoch [43][1400/3940] lr: 2.040e-02, eta: 2 days, 4:35:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 3.8631, loss: 3.8631 +2025-06-10 13:43:02,883 - pyskl - INFO - Epoch [43][1500/3940] lr: 2.039e-02, eta: 2 days, 4:34:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9650, loss_cls: 3.8358, loss: 3.8358 +2025-06-10 13:43:47,413 - pyskl - INFO - Epoch [43][1600/3940] lr: 2.039e-02, eta: 2 days, 4:33:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9619, loss_cls: 3.9517, loss: 3.9517 +2025-06-10 13:44:31,858 - pyskl - INFO - Epoch [43][1700/3940] lr: 2.038e-02, eta: 2 days, 4:33:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 3.9032, loss: 3.9032 +2025-06-10 13:45:16,323 - pyskl - INFO - Epoch [43][1800/3940] lr: 2.038e-02, eta: 2 days, 4:32:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9569, loss_cls: 3.9632, loss: 3.9632 +2025-06-10 13:46:00,822 - pyskl - INFO - Epoch [43][1900/3940] lr: 2.037e-02, eta: 2 days, 4:31:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9519, loss_cls: 4.0145, loss: 4.0145 +2025-06-10 13:46:45,265 - pyskl - INFO - Epoch [43][2000/3940] lr: 2.037e-02, eta: 2 days, 4:30:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 3.9221, loss: 3.9221 +2025-06-10 13:47:29,708 - pyskl - INFO - Epoch [43][2100/3940] lr: 2.036e-02, eta: 2 days, 4:30:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.8268, loss: 3.8268 +2025-06-10 13:48:14,167 - pyskl - INFO - Epoch [43][2200/3940] lr: 2.035e-02, eta: 2 days, 4:29:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 3.9264, loss: 3.9264 +2025-06-10 13:48:58,662 - pyskl - INFO - Epoch [43][2300/3940] lr: 2.035e-02, eta: 2 days, 4:28:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 3.8605, loss: 3.8605 +2025-06-10 13:49:43,119 - pyskl - INFO - Epoch [43][2400/3940] lr: 2.034e-02, eta: 2 days, 4:27:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 4.0208, loss: 4.0208 +2025-06-10 13:50:27,522 - pyskl - INFO - Epoch [43][2500/3940] lr: 2.034e-02, eta: 2 days, 4:27:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 3.8986, loss: 3.8986 +2025-06-10 13:51:11,942 - pyskl - INFO - Epoch [43][2600/3940] lr: 2.033e-02, eta: 2 days, 4:26:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9537, loss_cls: 3.8566, loss: 3.8566 +2025-06-10 13:51:56,471 - pyskl - INFO - Epoch [43][2700/3940] lr: 2.033e-02, eta: 2 days, 4:25:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9537, loss_cls: 3.9150, loss: 3.9150 +2025-06-10 13:52:40,999 - pyskl - INFO - Epoch [43][2800/3940] lr: 2.032e-02, eta: 2 days, 4:24:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9469, loss_cls: 3.9802, loss: 3.9802 +2025-06-10 13:53:25,561 - pyskl - INFO - Epoch [43][2900/3940] lr: 2.032e-02, eta: 2 days, 4:24:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9619, loss_cls: 3.8092, loss: 3.8092 +2025-06-10 13:54:10,195 - pyskl - INFO - Epoch [43][3000/3940] lr: 2.031e-02, eta: 2 days, 4:23:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9544, loss_cls: 3.8492, loss: 3.8492 +2025-06-10 13:54:54,634 - pyskl - INFO - Epoch [43][3100/3940] lr: 2.031e-02, eta: 2 days, 4:22:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 3.8495, loss: 3.8495 +2025-06-10 13:55:39,026 - pyskl - INFO - Epoch [43][3200/3940] lr: 2.030e-02, eta: 2 days, 4:21:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9600, loss_cls: 3.8982, loss: 3.8982 +2025-06-10 13:56:23,397 - pyskl - INFO - Epoch [43][3300/3940] lr: 2.030e-02, eta: 2 days, 4:21:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9581, loss_cls: 3.7833, loss: 3.7833 +2025-06-10 13:57:07,845 - pyskl - INFO - Epoch [43][3400/3940] lr: 2.029e-02, eta: 2 days, 4:20:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9606, loss_cls: 3.8397, loss: 3.8397 +2025-06-10 13:57:52,467 - pyskl - INFO - Epoch [43][3500/3940] lr: 2.029e-02, eta: 2 days, 4:19:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9544, loss_cls: 3.8526, loss: 3.8526 +2025-06-10 13:58:37,168 - pyskl - INFO - Epoch [43][3600/3940] lr: 2.028e-02, eta: 2 days, 4:18:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9631, loss_cls: 3.8940, loss: 3.8940 +2025-06-10 13:59:21,683 - pyskl - INFO - Epoch [43][3700/3940] lr: 2.028e-02, eta: 2 days, 4:18:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 3.9160, loss: 3.9160 +2025-06-10 14:00:06,271 - pyskl - INFO - Epoch [43][3800/3940] lr: 2.027e-02, eta: 2 days, 4:17:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9519, loss_cls: 3.9737, loss: 3.9737 +2025-06-10 14:00:50,950 - pyskl - INFO - Epoch [43][3900/3940] lr: 2.027e-02, eta: 2 days, 4:16:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9500, loss_cls: 3.9826, loss: 3.9826 +2025-06-10 14:01:09,289 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-06-10 14:04:30,236 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 14:04:30,751 - pyskl - INFO - +top1_acc 0.7235 +top5_acc 0.9391 +2025-06-10 14:04:30,770 - pyskl - INFO - Epoch(val) [43][3183] top1_acc: 0.7235, top5_acc: 0.9391 +2025-06-10 14:05:40,127 - pyskl - INFO - Epoch [44][100/3940] lr: 2.026e-02, eta: 2 days, 4:15:57, time: 0.693, data_time: 0.251, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 3.9202, loss: 3.9202 +2025-06-10 14:06:24,442 - pyskl - INFO - Epoch [44][200/3940] lr: 2.025e-02, eta: 2 days, 4:15:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9688, loss_cls: 3.7378, loss: 3.7378 +2025-06-10 14:07:09,007 - pyskl - INFO - Epoch [44][300/3940] lr: 2.025e-02, eta: 2 days, 4:14:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9600, loss_cls: 3.8591, loss: 3.8591 +2025-06-10 14:07:53,395 - pyskl - INFO - Epoch [44][400/3940] lr: 2.024e-02, eta: 2 days, 4:13:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9556, loss_cls: 3.8616, loss: 3.8616 +2025-06-10 14:08:37,780 - pyskl - INFO - Epoch [44][500/3940] lr: 2.024e-02, eta: 2 days, 4:12:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 3.9183, loss: 3.9183 +2025-06-10 14:09:22,224 - pyskl - INFO - Epoch [44][600/3940] lr: 2.023e-02, eta: 2 days, 4:12:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9600, loss_cls: 3.7879, loss: 3.7879 +2025-06-10 14:10:06,627 - pyskl - INFO - Epoch [44][700/3940] lr: 2.023e-02, eta: 2 days, 4:11:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 3.7723, loss: 3.7723 +2025-06-10 14:10:51,300 - pyskl - INFO - Epoch [44][800/3940] lr: 2.022e-02, eta: 2 days, 4:10:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9519, loss_cls: 3.9839, loss: 3.9839 +2025-06-10 14:11:35,966 - pyskl - INFO - Epoch [44][900/3940] lr: 2.022e-02, eta: 2 days, 4:09:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 3.6817, loss: 3.6817 +2025-06-10 14:12:20,549 - pyskl - INFO - Epoch [44][1000/3940] lr: 2.021e-02, eta: 2 days, 4:09:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 3.8121, loss: 3.8121 +2025-06-10 14:13:04,902 - pyskl - INFO - Epoch [44][1100/3940] lr: 2.021e-02, eta: 2 days, 4:08:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9569, loss_cls: 3.6941, loss: 3.6941 +2025-06-10 14:13:49,236 - pyskl - INFO - Epoch [44][1200/3940] lr: 2.020e-02, eta: 2 days, 4:07:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9556, loss_cls: 3.9435, loss: 3.9435 +2025-06-10 14:14:33,638 - pyskl - INFO - Epoch [44][1300/3940] lr: 2.020e-02, eta: 2 days, 4:06:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9537, loss_cls: 3.9339, loss: 3.9339 +2025-06-10 14:15:18,042 - pyskl - INFO - Epoch [44][1400/3940] lr: 2.019e-02, eta: 2 days, 4:06:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9587, loss_cls: 3.9463, loss: 3.9463 +2025-06-10 14:16:02,537 - pyskl - INFO - Epoch [44][1500/3940] lr: 2.019e-02, eta: 2 days, 4:05:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 3.9188, loss: 3.9188 +2025-06-10 14:16:46,808 - pyskl - INFO - Epoch [44][1600/3940] lr: 2.018e-02, eta: 2 days, 4:04:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9681, loss_cls: 3.9105, loss: 3.9105 +2025-06-10 14:17:31,198 - pyskl - INFO - Epoch [44][1700/3940] lr: 2.018e-02, eta: 2 days, 4:03:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 3.8394, loss: 3.8394 +2025-06-10 14:18:15,542 - pyskl - INFO - Epoch [44][1800/3940] lr: 2.017e-02, eta: 2 days, 4:03:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9575, loss_cls: 3.7178, loss: 3.7178 +2025-06-10 14:19:00,198 - pyskl - INFO - Epoch [44][1900/3940] lr: 2.017e-02, eta: 2 days, 4:02:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 3.7491, loss: 3.7491 +2025-06-10 14:19:44,770 - pyskl - INFO - Epoch [44][2000/3940] lr: 2.016e-02, eta: 2 days, 4:01:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9613, loss_cls: 3.8249, loss: 3.8249 +2025-06-10 14:20:29,079 - pyskl - INFO - Epoch [44][2100/3940] lr: 2.015e-02, eta: 2 days, 4:00:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.8849, loss: 3.8849 +2025-06-10 14:21:13,394 - pyskl - INFO - Epoch [44][2200/3940] lr: 2.015e-02, eta: 2 days, 4:00:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9494, loss_cls: 3.9886, loss: 3.9886 +2025-06-10 14:21:57,662 - pyskl - INFO - Epoch [44][2300/3940] lr: 2.014e-02, eta: 2 days, 3:59:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 3.7706, loss: 3.7706 +2025-06-10 14:22:41,998 - pyskl - INFO - Epoch [44][2400/3940] lr: 2.014e-02, eta: 2 days, 3:58:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 3.9774, loss: 3.9774 +2025-06-10 14:23:26,297 - pyskl - INFO - Epoch [44][2500/3940] lr: 2.013e-02, eta: 2 days, 3:57:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 3.8934, loss: 3.8934 +2025-06-10 14:24:10,660 - pyskl - INFO - Epoch [44][2600/3940] lr: 2.013e-02, eta: 2 days, 3:57:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 3.8904, loss: 3.8904 +2025-06-10 14:24:55,134 - pyskl - INFO - Epoch [44][2700/3940] lr: 2.012e-02, eta: 2 days, 3:56:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9494, loss_cls: 3.8960, loss: 3.8960 +2025-06-10 14:25:39,623 - pyskl - INFO - Epoch [44][2800/3940] lr: 2.012e-02, eta: 2 days, 3:55:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9600, loss_cls: 3.8479, loss: 3.8479 +2025-06-10 14:26:24,106 - pyskl - INFO - Epoch [44][2900/3940] lr: 2.011e-02, eta: 2 days, 3:54:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 3.8850, loss: 3.8850 +2025-06-10 14:27:08,570 - pyskl - INFO - Epoch [44][3000/3940] lr: 2.011e-02, eta: 2 days, 3:54:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 3.8223, loss: 3.8223 +2025-06-10 14:27:52,925 - pyskl - INFO - Epoch [44][3100/3940] lr: 2.010e-02, eta: 2 days, 3:53:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9544, loss_cls: 3.9075, loss: 3.9075 +2025-06-10 14:28:37,687 - pyskl - INFO - Epoch [44][3200/3940] lr: 2.010e-02, eta: 2 days, 3:52:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9494, loss_cls: 3.9440, loss: 3.9440 +2025-06-10 14:29:22,090 - pyskl - INFO - Epoch [44][3300/3940] lr: 2.009e-02, eta: 2 days, 3:51:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9631, loss_cls: 3.7378, loss: 3.7378 +2025-06-10 14:30:06,515 - pyskl - INFO - Epoch [44][3400/3940] lr: 2.009e-02, eta: 2 days, 3:51:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 3.7861, loss: 3.7861 +2025-06-10 14:30:50,964 - pyskl - INFO - Epoch [44][3500/3940] lr: 2.008e-02, eta: 2 days, 3:50:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9637, loss_cls: 3.8861, loss: 3.8861 +2025-06-10 14:31:35,475 - pyskl - INFO - Epoch [44][3600/3940] lr: 2.008e-02, eta: 2 days, 3:49:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 3.7366, loss: 3.7366 +2025-06-10 14:32:19,830 - pyskl - INFO - Epoch [44][3700/3940] lr: 2.007e-02, eta: 2 days, 3:48:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9506, loss_cls: 3.8584, loss: 3.8584 +2025-06-10 14:33:04,181 - pyskl - INFO - Epoch [44][3800/3940] lr: 2.006e-02, eta: 2 days, 3:48:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 3.7374, loss: 3.7374 +2025-06-10 14:33:48,516 - pyskl - INFO - Epoch [44][3900/3940] lr: 2.006e-02, eta: 2 days, 3:47:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9531, loss_cls: 3.8415, loss: 3.8415 +2025-06-10 14:34:06,681 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-06-10 14:37:28,862 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 14:37:29,324 - pyskl - INFO - +top1_acc 0.7032 +top5_acc 0.9306 +2025-06-10 14:37:29,341 - pyskl - INFO - Epoch(val) [44][3183] top1_acc: 0.7032, top5_acc: 0.9306 +2025-06-10 14:38:38,734 - pyskl - INFO - Epoch [45][100/3940] lr: 2.005e-02, eta: 2 days, 3:46:36, time: 0.694, data_time: 0.249, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 3.9799, loss: 3.9799 +2025-06-10 14:39:23,226 - pyskl - INFO - Epoch [45][200/3940] lr: 2.005e-02, eta: 2 days, 3:45:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 3.7663, loss: 3.7663 +2025-06-10 14:40:07,770 - pyskl - INFO - Epoch [45][300/3940] lr: 2.004e-02, eta: 2 days, 3:45:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9669, loss_cls: 3.7696, loss: 3.7696 +2025-06-10 14:40:52,406 - pyskl - INFO - Epoch [45][400/3940] lr: 2.004e-02, eta: 2 days, 3:44:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 3.8572, loss: 3.8572 +2025-06-10 14:41:36,829 - pyskl - INFO - Epoch [45][500/3940] lr: 2.003e-02, eta: 2 days, 3:43:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9700, loss_cls: 3.7751, loss: 3.7751 +2025-06-10 14:42:21,310 - pyskl - INFO - Epoch [45][600/3940] lr: 2.003e-02, eta: 2 days, 3:42:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 3.8161, loss: 3.8161 +2025-06-10 14:43:05,802 - pyskl - INFO - Epoch [45][700/3940] lr: 2.002e-02, eta: 2 days, 3:42:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 3.6578, loss: 3.6578 +2025-06-10 14:43:50,246 - pyskl - INFO - Epoch [45][800/3940] lr: 2.002e-02, eta: 2 days, 3:41:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 3.6766, loss: 3.6766 +2025-06-10 14:44:34,696 - pyskl - INFO - Epoch [45][900/3940] lr: 2.001e-02, eta: 2 days, 3:40:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9581, loss_cls: 3.8229, loss: 3.8229 +2025-06-10 14:45:19,062 - pyskl - INFO - Epoch [45][1000/3940] lr: 2.000e-02, eta: 2 days, 3:39:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9525, loss_cls: 3.9430, loss: 3.9430 +2025-06-10 14:46:03,468 - pyskl - INFO - Epoch [45][1100/3940] lr: 2.000e-02, eta: 2 days, 3:39:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9613, loss_cls: 3.8763, loss: 3.8763 +2025-06-10 14:46:47,896 - pyskl - INFO - Epoch [45][1200/3940] lr: 1.999e-02, eta: 2 days, 3:38:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9556, loss_cls: 3.8421, loss: 3.8421 +2025-06-10 14:47:32,317 - pyskl - INFO - Epoch [45][1300/3940] lr: 1.999e-02, eta: 2 days, 3:37:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9606, loss_cls: 3.7640, loss: 3.7640 +2025-06-10 14:48:16,780 - pyskl - INFO - Epoch [45][1400/3940] lr: 1.998e-02, eta: 2 days, 3:36:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 3.8590, loss: 3.8590 +2025-06-10 14:49:01,191 - pyskl - INFO - Epoch [45][1500/3940] lr: 1.998e-02, eta: 2 days, 3:36:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 3.9262, loss: 3.9262 +2025-06-10 14:49:45,627 - pyskl - INFO - Epoch [45][1600/3940] lr: 1.997e-02, eta: 2 days, 3:35:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 3.7614, loss: 3.7614 +2025-06-10 14:50:30,163 - pyskl - INFO - Epoch [45][1700/3940] lr: 1.997e-02, eta: 2 days, 3:34:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9500, loss_cls: 3.9615, loss: 3.9615 +2025-06-10 14:51:14,613 - pyskl - INFO - Epoch [45][1800/3940] lr: 1.996e-02, eta: 2 days, 3:33:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 3.9404, loss: 3.9404 +2025-06-10 14:51:59,073 - pyskl - INFO - Epoch [45][1900/3940] lr: 1.996e-02, eta: 2 days, 3:33:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9569, loss_cls: 3.9047, loss: 3.9047 +2025-06-10 14:52:43,579 - pyskl - INFO - Epoch [45][2000/3940] lr: 1.995e-02, eta: 2 days, 3:32:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9563, loss_cls: 3.8121, loss: 3.8121 +2025-06-10 14:53:27,968 - pyskl - INFO - Epoch [45][2100/3940] lr: 1.995e-02, eta: 2 days, 3:31:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9506, loss_cls: 3.8565, loss: 3.8565 +2025-06-10 14:54:12,418 - pyskl - INFO - Epoch [45][2200/3940] lr: 1.994e-02, eta: 2 days, 3:30:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 3.8254, loss: 3.8254 +2025-06-10 14:54:56,909 - pyskl - INFO - Epoch [45][2300/3940] lr: 1.994e-02, eta: 2 days, 3:30:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 3.8229, loss: 3.8229 +2025-06-10 14:55:41,329 - pyskl - INFO - Epoch [45][2400/3940] lr: 1.993e-02, eta: 2 days, 3:29:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 3.8049, loss: 3.8049 +2025-06-10 14:56:25,777 - pyskl - INFO - Epoch [45][2500/3940] lr: 1.992e-02, eta: 2 days, 3:28:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9506, loss_cls: 3.9118, loss: 3.9118 +2025-06-10 14:57:10,178 - pyskl - INFO - Epoch [45][2600/3940] lr: 1.992e-02, eta: 2 days, 3:27:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9556, loss_cls: 3.8957, loss: 3.8957 +2025-06-10 14:57:54,635 - pyskl - INFO - Epoch [45][2700/3940] lr: 1.991e-02, eta: 2 days, 3:27:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 3.8927, loss: 3.8927 +2025-06-10 14:58:39,067 - pyskl - INFO - Epoch [45][2800/3940] lr: 1.991e-02, eta: 2 days, 3:26:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9644, loss_cls: 3.8191, loss: 3.8191 +2025-06-10 14:59:23,533 - pyskl - INFO - Epoch [45][2900/3940] lr: 1.990e-02, eta: 2 days, 3:25:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9569, loss_cls: 3.9081, loss: 3.9081 +2025-06-10 15:00:07,999 - pyskl - INFO - Epoch [45][3000/3940] lr: 1.990e-02, eta: 2 days, 3:24:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9581, loss_cls: 3.9129, loss: 3.9129 +2025-06-10 15:00:52,673 - pyskl - INFO - Epoch [45][3100/3940] lr: 1.989e-02, eta: 2 days, 3:24:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 3.8227, loss: 3.8227 +2025-06-10 15:01:37,245 - pyskl - INFO - Epoch [45][3200/3940] lr: 1.989e-02, eta: 2 days, 3:23:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9513, loss_cls: 3.9597, loss: 3.9597 +2025-06-10 15:02:21,660 - pyskl - INFO - Epoch [45][3300/3940] lr: 1.988e-02, eta: 2 days, 3:22:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9613, loss_cls: 3.7398, loss: 3.7398 +2025-06-10 15:03:06,011 - pyskl - INFO - Epoch [45][3400/3940] lr: 1.988e-02, eta: 2 days, 3:21:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 3.7996, loss: 3.7996 +2025-06-10 15:03:50,402 - pyskl - INFO - Epoch [45][3500/3940] lr: 1.987e-02, eta: 2 days, 3:21:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 3.7531, loss: 3.7531 +2025-06-10 15:04:34,872 - pyskl - INFO - Epoch [45][3600/3940] lr: 1.987e-02, eta: 2 days, 3:20:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9581, loss_cls: 3.8305, loss: 3.8305 +2025-06-10 15:05:19,266 - pyskl - INFO - Epoch [45][3700/3940] lr: 1.986e-02, eta: 2 days, 3:19:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 3.7410, loss: 3.7410 +2025-06-10 15:06:03,685 - pyskl - INFO - Epoch [45][3800/3940] lr: 1.985e-02, eta: 2 days, 3:18:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9587, loss_cls: 3.7238, loss: 3.7238 +2025-06-10 15:06:48,085 - pyskl - INFO - Epoch [45][3900/3940] lr: 1.985e-02, eta: 2 days, 3:18:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 3.8433, loss: 3.8433 +2025-06-10 15:07:06,196 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-06-10 15:24:54,497 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 15:24:54,954 - pyskl - INFO - +top1_acc 0.7315 +top5_acc 0.9308 +2025-06-10 15:24:54,970 - pyskl - INFO - Epoch(val) [45][3183] top1_acc: 0.7315, top5_acc: 0.9308 +2025-06-10 15:26:03,824 - pyskl - INFO - Epoch [46][100/3940] lr: 1.984e-02, eta: 2 days, 3:17:15, time: 0.688, data_time: 0.246, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 3.7324, loss: 3.7324 +2025-06-10 15:26:48,089 - pyskl - INFO - Epoch [46][200/3940] lr: 1.984e-02, eta: 2 days, 3:16:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9594, loss_cls: 3.7615, loss: 3.7615 +2025-06-10 15:27:32,368 - pyskl - INFO - Epoch [46][300/3940] lr: 1.983e-02, eta: 2 days, 3:15:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 3.7808, loss: 3.7808 +2025-06-10 15:28:16,725 - pyskl - INFO - Epoch [46][400/3940] lr: 1.983e-02, eta: 2 days, 3:14:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9600, loss_cls: 3.8220, loss: 3.8220 +2025-06-10 15:29:01,424 - pyskl - INFO - Epoch [46][500/3940] lr: 1.982e-02, eta: 2 days, 3:14:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 3.7512, loss: 3.7512 +2025-06-10 15:29:45,955 - pyskl - INFO - Epoch [46][600/3940] lr: 1.982e-02, eta: 2 days, 3:13:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9531, loss_cls: 3.8766, loss: 3.8766 +2025-06-10 15:30:30,440 - pyskl - INFO - Epoch [46][700/3940] lr: 1.981e-02, eta: 2 days, 3:12:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 3.8451, loss: 3.8451 +2025-06-10 15:31:15,319 - pyskl - INFO - Epoch [46][800/3940] lr: 1.980e-02, eta: 2 days, 3:12:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9550, loss_cls: 3.8519, loss: 3.8519 +2025-06-10 15:31:59,853 - pyskl - INFO - Epoch [46][900/3940] lr: 1.980e-02, eta: 2 days, 3:11:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 3.8914, loss: 3.8914 +2025-06-10 15:32:44,146 - pyskl - INFO - Epoch [46][1000/3940] lr: 1.979e-02, eta: 2 days, 3:10:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 3.7199, loss: 3.7199 +2025-06-10 15:33:28,570 - pyskl - INFO - Epoch [46][1100/3940] lr: 1.979e-02, eta: 2 days, 3:09:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 3.7807, loss: 3.7807 +2025-06-10 15:34:12,957 - pyskl - INFO - Epoch [46][1200/3940] lr: 1.978e-02, eta: 2 days, 3:09:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9625, loss_cls: 3.7487, loss: 3.7487 +2025-06-10 15:34:57,416 - pyskl - INFO - Epoch [46][1300/3940] lr: 1.978e-02, eta: 2 days, 3:08:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9569, loss_cls: 3.8393, loss: 3.8393 +2025-06-10 15:35:41,869 - pyskl - INFO - Epoch [46][1400/3940] lr: 1.977e-02, eta: 2 days, 3:07:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 3.8191, loss: 3.8191 +2025-06-10 15:36:26,354 - pyskl - INFO - Epoch [46][1500/3940] lr: 1.977e-02, eta: 2 days, 3:06:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9537, loss_cls: 3.8505, loss: 3.8505 +2025-06-10 15:37:10,766 - pyskl - INFO - Epoch [46][1600/3940] lr: 1.976e-02, eta: 2 days, 3:05:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 3.7316, loss: 3.7316 +2025-06-10 15:37:55,119 - pyskl - INFO - Epoch [46][1700/3940] lr: 1.976e-02, eta: 2 days, 3:05:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9550, loss_cls: 3.8452, loss: 3.8452 +2025-06-10 15:38:39,453 - pyskl - INFO - Epoch [46][1800/3940] lr: 1.975e-02, eta: 2 days, 3:04:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9606, loss_cls: 3.6889, loss: 3.6889 +2025-06-10 15:39:23,787 - pyskl - INFO - Epoch [46][1900/3940] lr: 1.974e-02, eta: 2 days, 3:03:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9563, loss_cls: 3.8360, loss: 3.8360 +2025-06-10 15:40:08,124 - pyskl - INFO - Epoch [46][2000/3940] lr: 1.974e-02, eta: 2 days, 3:02:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 3.8561, loss: 3.8561 +2025-06-10 15:40:52,475 - pyskl - INFO - Epoch [46][2100/3940] lr: 1.973e-02, eta: 2 days, 3:02:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9663, loss_cls: 3.8945, loss: 3.8945 +2025-06-10 15:41:36,937 - pyskl - INFO - Epoch [46][2200/3940] lr: 1.973e-02, eta: 2 days, 3:01:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9644, loss_cls: 3.7864, loss: 3.7864 +2025-06-10 15:42:21,532 - pyskl - INFO - Epoch [46][2300/3940] lr: 1.972e-02, eta: 2 days, 3:00:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 3.6956, loss: 3.6956 +2025-06-10 15:43:05,854 - pyskl - INFO - Epoch [46][2400/3940] lr: 1.972e-02, eta: 2 days, 2:59:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9619, loss_cls: 3.8757, loss: 3.8757 +2025-06-10 15:43:50,313 - pyskl - INFO - Epoch [46][2500/3940] lr: 1.971e-02, eta: 2 days, 2:59:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 3.8534, loss: 3.8534 +2025-06-10 15:44:34,797 - pyskl - INFO - Epoch [46][2600/3940] lr: 1.971e-02, eta: 2 days, 2:58:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9606, loss_cls: 3.7958, loss: 3.7958 +2025-06-10 15:45:19,223 - pyskl - INFO - Epoch [46][2700/3940] lr: 1.970e-02, eta: 2 days, 2:57:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 3.7100, loss: 3.7100 +2025-06-10 15:46:03,659 - pyskl - INFO - Epoch [46][2800/3940] lr: 1.970e-02, eta: 2 days, 2:56:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.7084, loss: 3.7084 +2025-06-10 15:46:48,109 - pyskl - INFO - Epoch [46][2900/3940] lr: 1.969e-02, eta: 2 days, 2:56:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9556, loss_cls: 3.9515, loss: 3.9515 +2025-06-10 15:47:32,586 - pyskl - INFO - Epoch [46][3000/3940] lr: 1.969e-02, eta: 2 days, 2:55:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 3.8469, loss: 3.8469 +2025-06-10 15:48:17,008 - pyskl - INFO - Epoch [46][3100/3940] lr: 1.968e-02, eta: 2 days, 2:54:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9619, loss_cls: 3.8273, loss: 3.8273 +2025-06-10 15:49:01,521 - pyskl - INFO - Epoch [46][3200/3940] lr: 1.967e-02, eta: 2 days, 2:53:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9569, loss_cls: 3.7816, loss: 3.7816 +2025-06-10 15:49:45,939 - pyskl - INFO - Epoch [46][3300/3940] lr: 1.967e-02, eta: 2 days, 2:53:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 3.8626, loss: 3.8626 +2025-06-10 15:50:30,595 - pyskl - INFO - Epoch [46][3400/3940] lr: 1.966e-02, eta: 2 days, 2:52:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 3.7713, loss: 3.7713 +2025-06-10 15:51:15,082 - pyskl - INFO - Epoch [46][3500/3940] lr: 1.966e-02, eta: 2 days, 2:51:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 3.8588, loss: 3.8588 +2025-06-10 15:51:59,443 - pyskl - INFO - Epoch [46][3600/3940] lr: 1.965e-02, eta: 2 days, 2:50:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 3.7635, loss: 3.7635 +2025-06-10 15:52:43,851 - pyskl - INFO - Epoch [46][3700/3940] lr: 1.965e-02, eta: 2 days, 2:50:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9600, loss_cls: 3.8630, loss: 3.8630 +2025-06-10 15:53:28,112 - pyskl - INFO - Epoch [46][3800/3940] lr: 1.964e-02, eta: 2 days, 2:49:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9594, loss_cls: 3.9041, loss: 3.9041 +2025-06-10 15:54:12,450 - pyskl - INFO - Epoch [46][3900/3940] lr: 1.964e-02, eta: 2 days, 2:48:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9669, loss_cls: 3.8338, loss: 3.8338 +2025-06-10 15:54:30,556 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-06-10 15:57:51,611 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 15:57:52,070 - pyskl - INFO - +top1_acc 0.7216 +top5_acc 0.9342 +2025-06-10 15:57:52,088 - pyskl - INFO - Epoch(val) [46][3183] top1_acc: 0.7216, top5_acc: 0.9342 +2025-06-10 15:59:01,739 - pyskl - INFO - Epoch [47][100/3940] lr: 1.963e-02, eta: 2 days, 2:47:55, time: 0.696, data_time: 0.251, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 3.7981, loss: 3.7981 +2025-06-10 15:59:46,262 - pyskl - INFO - Epoch [47][200/3940] lr: 1.962e-02, eta: 2 days, 2:47:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 3.7942, loss: 3.7942 +2025-06-10 16:00:30,790 - pyskl - INFO - Epoch [47][300/3940] lr: 1.962e-02, eta: 2 days, 2:46:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9613, loss_cls: 3.8343, loss: 3.8343 +2025-06-10 16:01:15,258 - pyskl - INFO - Epoch [47][400/3940] lr: 1.961e-02, eta: 2 days, 2:45:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9600, loss_cls: 3.7952, loss: 3.7952 +2025-06-10 16:02:00,189 - pyskl - INFO - Epoch [47][500/3940] lr: 1.961e-02, eta: 2 days, 2:44:56, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 3.7364, loss: 3.7364 +2025-06-10 16:02:45,014 - pyskl - INFO - Epoch [47][600/3940] lr: 1.960e-02, eta: 2 days, 2:44:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9631, loss_cls: 3.7499, loss: 3.7499 +2025-06-10 16:03:29,659 - pyskl - INFO - Epoch [47][700/3940] lr: 1.960e-02, eta: 2 days, 2:43:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 3.6846, loss: 3.6846 +2025-06-10 16:04:14,324 - pyskl - INFO - Epoch [47][800/3940] lr: 1.959e-02, eta: 2 days, 2:42:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9531, loss_cls: 3.7963, loss: 3.7963 +2025-06-10 16:04:58,929 - pyskl - INFO - Epoch [47][900/3940] lr: 1.958e-02, eta: 2 days, 2:41:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 3.6887, loss: 3.6887 +2025-06-10 16:05:43,459 - pyskl - INFO - Epoch [47][1000/3940] lr: 1.958e-02, eta: 2 days, 2:41:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 3.7580, loss: 3.7580 +2025-06-10 16:06:27,965 - pyskl - INFO - Epoch [47][1100/3940] lr: 1.957e-02, eta: 2 days, 2:40:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9556, loss_cls: 3.8484, loss: 3.8484 +2025-06-10 16:07:12,403 - pyskl - INFO - Epoch [47][1200/3940] lr: 1.957e-02, eta: 2 days, 2:39:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 3.6646, loss: 3.6646 +2025-06-10 16:07:56,868 - pyskl - INFO - Epoch [47][1300/3940] lr: 1.956e-02, eta: 2 days, 2:38:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9575, loss_cls: 3.9523, loss: 3.9523 +2025-06-10 16:08:41,402 - pyskl - INFO - Epoch [47][1400/3940] lr: 1.956e-02, eta: 2 days, 2:38:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 3.6889, loss: 3.6889 +2025-06-10 16:09:25,949 - pyskl - INFO - Epoch [47][1500/3940] lr: 1.955e-02, eta: 2 days, 2:37:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.7228, loss: 3.7228 +2025-06-10 16:10:10,463 - pyskl - INFO - Epoch [47][1600/3940] lr: 1.955e-02, eta: 2 days, 2:36:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.7793, loss: 3.7793 +2025-06-10 16:10:55,015 - pyskl - INFO - Epoch [47][1700/3940] lr: 1.954e-02, eta: 2 days, 2:35:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 3.7243, loss: 3.7243 +2025-06-10 16:11:39,599 - pyskl - INFO - Epoch [47][1800/3940] lr: 1.954e-02, eta: 2 days, 2:35:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9675, loss_cls: 3.7377, loss: 3.7377 +2025-06-10 16:12:24,202 - pyskl - INFO - Epoch [47][1900/3940] lr: 1.953e-02, eta: 2 days, 2:34:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9581, loss_cls: 3.7763, loss: 3.7763 +2025-06-10 16:13:08,739 - pyskl - INFO - Epoch [47][2000/3940] lr: 1.952e-02, eta: 2 days, 2:33:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9569, loss_cls: 3.7683, loss: 3.7683 +2025-06-10 16:13:53,257 - pyskl - INFO - Epoch [47][2100/3940] lr: 1.952e-02, eta: 2 days, 2:32:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9556, loss_cls: 3.8219, loss: 3.8219 +2025-06-10 16:14:37,677 - pyskl - INFO - Epoch [47][2200/3940] lr: 1.951e-02, eta: 2 days, 2:32:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 3.7785, loss: 3.7785 +2025-06-10 16:15:22,166 - pyskl - INFO - Epoch [47][2300/3940] lr: 1.951e-02, eta: 2 days, 2:31:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9550, loss_cls: 3.7625, loss: 3.7625 +2025-06-10 16:16:06,641 - pyskl - INFO - Epoch [47][2400/3940] lr: 1.950e-02, eta: 2 days, 2:30:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 3.7115, loss: 3.7115 +2025-06-10 16:16:51,053 - pyskl - INFO - Epoch [47][2500/3940] lr: 1.950e-02, eta: 2 days, 2:29:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9556, loss_cls: 3.9100, loss: 3.9100 +2025-06-10 16:17:35,539 - pyskl - INFO - Epoch [47][2600/3940] lr: 1.949e-02, eta: 2 days, 2:29:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 3.6765, loss: 3.6765 +2025-06-10 16:18:19,940 - pyskl - INFO - Epoch [47][2700/3940] lr: 1.949e-02, eta: 2 days, 2:28:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 3.8161, loss: 3.8161 +2025-06-10 16:19:04,430 - pyskl - INFO - Epoch [47][2800/3940] lr: 1.948e-02, eta: 2 days, 2:27:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9587, loss_cls: 3.7170, loss: 3.7170 +2025-06-10 16:19:48,896 - pyskl - INFO - Epoch [47][2900/3940] lr: 1.947e-02, eta: 2 days, 2:26:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9594, loss_cls: 3.7899, loss: 3.7899 +2025-06-10 16:20:33,408 - pyskl - INFO - Epoch [47][3000/3940] lr: 1.947e-02, eta: 2 days, 2:26:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9644, loss_cls: 3.7900, loss: 3.7900 +2025-06-10 16:21:17,952 - pyskl - INFO - Epoch [47][3100/3940] lr: 1.946e-02, eta: 2 days, 2:25:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9688, loss_cls: 3.7400, loss: 3.7400 +2025-06-10 16:22:02,427 - pyskl - INFO - Epoch [47][3200/3940] lr: 1.946e-02, eta: 2 days, 2:24:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9513, loss_cls: 3.9734, loss: 3.9734 +2025-06-10 16:22:46,897 - pyskl - INFO - Epoch [47][3300/3940] lr: 1.945e-02, eta: 2 days, 2:23:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 3.8190, loss: 3.8190 +2025-06-10 16:23:31,326 - pyskl - INFO - Epoch [47][3400/3940] lr: 1.945e-02, eta: 2 days, 2:23:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9575, loss_cls: 3.7945, loss: 3.7945 +2025-06-10 16:24:15,911 - pyskl - INFO - Epoch [47][3500/3940] lr: 1.944e-02, eta: 2 days, 2:22:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 3.8047, loss: 3.8047 +2025-06-10 16:25:00,507 - pyskl - INFO - Epoch [47][3600/3940] lr: 1.944e-02, eta: 2 days, 2:21:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 3.8132, loss: 3.8132 +2025-06-10 16:25:45,068 - pyskl - INFO - Epoch [47][3700/3940] lr: 1.943e-02, eta: 2 days, 2:21:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9569, loss_cls: 3.7421, loss: 3.7421 +2025-06-10 16:26:29,597 - pyskl - INFO - Epoch [47][3800/3940] lr: 1.943e-02, eta: 2 days, 2:20:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 3.7163, loss: 3.7163 +2025-06-10 16:27:14,109 - pyskl - INFO - Epoch [47][3900/3940] lr: 1.942e-02, eta: 2 days, 2:19:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 3.7033, loss: 3.7033 +2025-06-10 16:27:32,290 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-06-10 16:30:53,269 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 16:30:53,780 - pyskl - INFO - +top1_acc 0.7176 +top5_acc 0.9288 +2025-06-10 16:30:53,796 - pyskl - INFO - Epoch(val) [47][3183] top1_acc: 0.7176, top5_acc: 0.9288 +2025-06-10 16:32:03,046 - pyskl - INFO - Epoch [48][100/3940] lr: 1.941e-02, eta: 2 days, 2:18:42, time: 0.692, data_time: 0.247, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 3.7032, loss: 3.7032 +2025-06-10 16:32:47,543 - pyskl - INFO - Epoch [48][200/3940] lr: 1.941e-02, eta: 2 days, 2:17:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 3.7543, loss: 3.7543 +2025-06-10 16:33:32,053 - pyskl - INFO - Epoch [48][300/3940] lr: 1.940e-02, eta: 2 days, 2:17:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 3.8015, loss: 3.8015 +2025-06-10 16:34:16,469 - pyskl - INFO - Epoch [48][400/3940] lr: 1.940e-02, eta: 2 days, 2:16:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 3.8240, loss: 3.8240 +2025-06-10 16:35:00,935 - pyskl - INFO - Epoch [48][500/3940] lr: 1.939e-02, eta: 2 days, 2:15:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 3.8675, loss: 3.8675 +2025-06-10 16:35:45,451 - pyskl - INFO - Epoch [48][600/3940] lr: 1.938e-02, eta: 2 days, 2:14:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 3.8368, loss: 3.8368 +2025-06-10 16:36:29,966 - pyskl - INFO - Epoch [48][700/3940] lr: 1.938e-02, eta: 2 days, 2:14:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 3.7949, loss: 3.7949 +2025-06-10 16:37:14,426 - pyskl - INFO - Epoch [48][800/3940] lr: 1.937e-02, eta: 2 days, 2:13:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 3.8381, loss: 3.8381 +2025-06-10 16:37:58,949 - pyskl - INFO - Epoch [48][900/3940] lr: 1.937e-02, eta: 2 days, 2:12:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9550, loss_cls: 3.7211, loss: 3.7211 +2025-06-10 16:38:43,470 - pyskl - INFO - Epoch [48][1000/3940] lr: 1.936e-02, eta: 2 days, 2:11:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9581, loss_cls: 3.8896, loss: 3.8896 +2025-06-10 16:39:27,940 - pyskl - INFO - Epoch [48][1100/3940] lr: 1.936e-02, eta: 2 days, 2:11:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.7301, loss: 3.7301 +2025-06-10 16:40:12,370 - pyskl - INFO - Epoch [48][1200/3940] lr: 1.935e-02, eta: 2 days, 2:10:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 3.8708, loss: 3.8708 +2025-06-10 16:40:56,781 - pyskl - INFO - Epoch [48][1300/3940] lr: 1.935e-02, eta: 2 days, 2:09:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 3.8537, loss: 3.8537 +2025-06-10 16:41:41,206 - pyskl - INFO - Epoch [48][1400/3940] lr: 1.934e-02, eta: 2 days, 2:08:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9650, loss_cls: 3.7255, loss: 3.7255 +2025-06-10 16:42:25,574 - pyskl - INFO - Epoch [48][1500/3940] lr: 1.933e-02, eta: 2 days, 2:08:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 3.7853, loss: 3.7853 +2025-06-10 16:43:09,975 - pyskl - INFO - Epoch [48][1600/3940] lr: 1.933e-02, eta: 2 days, 2:07:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9525, loss_cls: 3.8559, loss: 3.8559 +2025-06-10 16:43:54,308 - pyskl - INFO - Epoch [48][1700/3940] lr: 1.932e-02, eta: 2 days, 2:06:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 3.7884, loss: 3.7884 +2025-06-10 16:44:38,702 - pyskl - INFO - Epoch [48][1800/3940] lr: 1.932e-02, eta: 2 days, 2:05:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 3.8349, loss: 3.8349 +2025-06-10 16:45:23,060 - pyskl - INFO - Epoch [48][1900/3940] lr: 1.931e-02, eta: 2 days, 2:05:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.8430, loss: 3.8430 +2025-06-10 16:46:07,426 - pyskl - INFO - Epoch [48][2000/3940] lr: 1.931e-02, eta: 2 days, 2:04:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.7923, loss: 3.7923 +2025-06-10 16:46:51,842 - pyskl - INFO - Epoch [48][2100/3940] lr: 1.930e-02, eta: 2 days, 2:03:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9606, loss_cls: 3.8165, loss: 3.8165 +2025-06-10 16:47:36,230 - pyskl - INFO - Epoch [48][2200/3940] lr: 1.930e-02, eta: 2 days, 2:02:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.7433, loss: 3.7433 +2025-06-10 16:48:20,621 - pyskl - INFO - Epoch [48][2300/3940] lr: 1.929e-02, eta: 2 days, 2:02:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9600, loss_cls: 3.9829, loss: 3.9829 +2025-06-10 16:49:04,962 - pyskl - INFO - Epoch [48][2400/3940] lr: 1.928e-02, eta: 2 days, 2:01:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9537, loss_cls: 3.9106, loss: 3.9106 +2025-06-10 16:49:49,367 - pyskl - INFO - Epoch [48][2500/3940] lr: 1.928e-02, eta: 2 days, 2:00:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9563, loss_cls: 3.7849, loss: 3.7849 +2025-06-10 16:50:33,718 - pyskl - INFO - Epoch [48][2600/3940] lr: 1.927e-02, eta: 2 days, 1:59:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9613, loss_cls: 3.7285, loss: 3.7285 +2025-06-10 16:51:18,051 - pyskl - INFO - Epoch [48][2700/3940] lr: 1.927e-02, eta: 2 days, 1:59:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9625, loss_cls: 3.6853, loss: 3.6853 +2025-06-10 16:52:02,442 - pyskl - INFO - Epoch [48][2800/3940] lr: 1.926e-02, eta: 2 days, 1:58:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9613, loss_cls: 3.8180, loss: 3.8180 +2025-06-10 16:52:46,764 - pyskl - INFO - Epoch [48][2900/3940] lr: 1.926e-02, eta: 2 days, 1:57:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 3.7634, loss: 3.7634 +2025-06-10 16:53:31,367 - pyskl - INFO - Epoch [48][3000/3940] lr: 1.925e-02, eta: 2 days, 1:56:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 3.9325, loss: 3.9325 +2025-06-10 16:54:15,926 - pyskl - INFO - Epoch [48][3100/3940] lr: 1.924e-02, eta: 2 days, 1:56:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9575, loss_cls: 3.7310, loss: 3.7310 +2025-06-10 16:55:00,404 - pyskl - INFO - Epoch [48][3200/3940] lr: 1.924e-02, eta: 2 days, 1:55:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9531, loss_cls: 3.7684, loss: 3.7684 +2025-06-10 16:55:44,914 - pyskl - INFO - Epoch [48][3300/3940] lr: 1.923e-02, eta: 2 days, 1:54:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 3.7912, loss: 3.7912 +2025-06-10 16:56:29,429 - pyskl - INFO - Epoch [48][3400/3940] lr: 1.923e-02, eta: 2 days, 1:53:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9513, loss_cls: 3.8447, loss: 3.8447 +2025-06-10 16:57:14,009 - pyskl - INFO - Epoch [48][3500/3940] lr: 1.922e-02, eta: 2 days, 1:53:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.6914, loss: 3.6914 +2025-06-10 16:57:58,334 - pyskl - INFO - Epoch [48][3600/3940] lr: 1.922e-02, eta: 2 days, 1:52:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 3.7165, loss: 3.7165 +2025-06-10 16:58:42,732 - pyskl - INFO - Epoch [48][3700/3940] lr: 1.921e-02, eta: 2 days, 1:51:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9531, loss_cls: 3.7880, loss: 3.7880 +2025-06-10 16:59:27,118 - pyskl - INFO - Epoch [48][3800/3940] lr: 1.921e-02, eta: 2 days, 1:50:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9613, loss_cls: 3.9825, loss: 3.9825 +2025-06-10 17:00:11,456 - pyskl - INFO - Epoch [48][3900/3940] lr: 1.920e-02, eta: 2 days, 1:50:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 3.8251, loss: 3.8251 +2025-06-10 17:00:29,546 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-06-10 17:03:51,942 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 17:03:52,423 - pyskl - INFO - +top1_acc 0.6471 +top5_acc 0.8979 +2025-06-10 17:03:52,440 - pyskl - INFO - Epoch(val) [48][3183] top1_acc: 0.6471, top5_acc: 0.8979 +2025-06-10 17:05:01,543 - pyskl - INFO - Epoch [49][100/3940] lr: 1.919e-02, eta: 2 days, 1:49:20, time: 0.691, data_time: 0.248, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 3.8149, loss: 3.8149 +2025-06-10 17:05:45,935 - pyskl - INFO - Epoch [49][200/3940] lr: 1.919e-02, eta: 2 days, 1:48:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9569, loss_cls: 3.6498, loss: 3.6498 +2025-06-10 17:06:30,428 - pyskl - INFO - Epoch [49][300/3940] lr: 1.918e-02, eta: 2 days, 1:47:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9575, loss_cls: 3.8387, loss: 3.8387 +2025-06-10 17:07:14,789 - pyskl - INFO - Epoch [49][400/3940] lr: 1.918e-02, eta: 2 days, 1:47:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9637, loss_cls: 3.6370, loss: 3.6370 +2025-06-10 17:07:59,520 - pyskl - INFO - Epoch [49][500/3940] lr: 1.917e-02, eta: 2 days, 1:46:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9613, loss_cls: 3.6975, loss: 3.6975 +2025-06-10 17:08:44,246 - pyskl - INFO - Epoch [49][600/3940] lr: 1.916e-02, eta: 2 days, 1:45:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9544, loss_cls: 3.8155, loss: 3.8155 +2025-06-10 17:09:28,895 - pyskl - INFO - Epoch [49][700/3940] lr: 1.916e-02, eta: 2 days, 1:44:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9631, loss_cls: 3.6813, loss: 3.6813 +2025-06-10 17:10:13,626 - pyskl - INFO - Epoch [49][800/3940] lr: 1.915e-02, eta: 2 days, 1:44:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9694, loss_cls: 3.7761, loss: 3.7761 +2025-06-10 17:10:58,251 - pyskl - INFO - Epoch [49][900/3940] lr: 1.915e-02, eta: 2 days, 1:43:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9631, loss_cls: 3.7639, loss: 3.7639 +2025-06-10 17:11:42,732 - pyskl - INFO - Epoch [49][1000/3940] lr: 1.914e-02, eta: 2 days, 1:42:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9631, loss_cls: 3.7282, loss: 3.7282 +2025-06-10 17:12:27,136 - pyskl - INFO - Epoch [49][1100/3940] lr: 1.914e-02, eta: 2 days, 1:41:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9531, loss_cls: 3.8735, loss: 3.8735 +2025-06-10 17:13:11,446 - pyskl - INFO - Epoch [49][1200/3940] lr: 1.913e-02, eta: 2 days, 1:41:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 3.6355, loss: 3.6355 +2025-06-10 17:13:55,875 - pyskl - INFO - Epoch [49][1300/3940] lr: 1.912e-02, eta: 2 days, 1:40:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9556, loss_cls: 3.8721, loss: 3.8721 +2025-06-10 17:14:40,289 - pyskl - INFO - Epoch [49][1400/3940] lr: 1.912e-02, eta: 2 days, 1:39:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 3.8752, loss: 3.8752 +2025-06-10 17:15:24,713 - pyskl - INFO - Epoch [49][1500/3940] lr: 1.911e-02, eta: 2 days, 1:38:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9613, loss_cls: 3.8522, loss: 3.8522 +2025-06-10 17:16:09,115 - pyskl - INFO - Epoch [49][1600/3940] lr: 1.911e-02, eta: 2 days, 1:38:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9694, loss_cls: 3.7096, loss: 3.7096 +2025-06-10 17:16:53,481 - pyskl - INFO - Epoch [49][1700/3940] lr: 1.910e-02, eta: 2 days, 1:37:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 3.8115, loss: 3.8115 +2025-06-10 17:17:37,933 - pyskl - INFO - Epoch [49][1800/3940] lr: 1.910e-02, eta: 2 days, 1:36:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.6490, loss: 3.6490 +2025-06-10 17:18:22,280 - pyskl - INFO - Epoch [49][1900/3940] lr: 1.909e-02, eta: 2 days, 1:35:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 3.7219, loss: 3.7219 +2025-06-10 17:19:06,602 - pyskl - INFO - Epoch [49][2000/3940] lr: 1.909e-02, eta: 2 days, 1:35:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.8341, loss: 3.8341 +2025-06-10 17:19:50,922 - pyskl - INFO - Epoch [49][2100/3940] lr: 1.908e-02, eta: 2 days, 1:34:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9594, loss_cls: 3.7806, loss: 3.7806 +2025-06-10 17:20:35,293 - pyskl - INFO - Epoch [49][2200/3940] lr: 1.907e-02, eta: 2 days, 1:33:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9663, loss_cls: 3.7947, loss: 3.7947 +2025-06-10 17:21:19,590 - pyskl - INFO - Epoch [49][2300/3940] lr: 1.907e-02, eta: 2 days, 1:32:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9569, loss_cls: 3.7290, loss: 3.7290 +2025-06-10 17:22:03,862 - pyskl - INFO - Epoch [49][2400/3940] lr: 1.906e-02, eta: 2 days, 1:32:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9575, loss_cls: 3.8488, loss: 3.8488 +2025-06-10 17:22:48,159 - pyskl - INFO - Epoch [49][2500/3940] lr: 1.906e-02, eta: 2 days, 1:31:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 3.7047, loss: 3.7047 +2025-06-10 17:23:32,513 - pyskl - INFO - Epoch [49][2600/3940] lr: 1.905e-02, eta: 2 days, 1:30:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9613, loss_cls: 3.8579, loss: 3.8579 +2025-06-10 17:24:16,823 - pyskl - INFO - Epoch [49][2700/3940] lr: 1.905e-02, eta: 2 days, 1:29:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9575, loss_cls: 3.7356, loss: 3.7356 +2025-06-10 17:25:01,349 - pyskl - INFO - Epoch [49][2800/3940] lr: 1.904e-02, eta: 2 days, 1:29:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.6576, loss: 3.6576 +2025-06-10 17:25:45,885 - pyskl - INFO - Epoch [49][2900/3940] lr: 1.903e-02, eta: 2 days, 1:28:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9650, loss_cls: 3.7148, loss: 3.7148 +2025-06-10 17:26:30,477 - pyskl - INFO - Epoch [49][3000/3940] lr: 1.903e-02, eta: 2 days, 1:27:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.6989, loss: 3.6989 +2025-06-10 17:27:14,866 - pyskl - INFO - Epoch [49][3100/3940] lr: 1.902e-02, eta: 2 days, 1:26:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9581, loss_cls: 3.7129, loss: 3.7129 +2025-06-10 17:27:59,312 - pyskl - INFO - Epoch [49][3200/3940] lr: 1.902e-02, eta: 2 days, 1:26:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 3.8835, loss: 3.8835 +2025-06-10 17:28:43,703 - pyskl - INFO - Epoch [49][3300/3940] lr: 1.901e-02, eta: 2 days, 1:25:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9506, loss_cls: 3.8557, loss: 3.8557 +2025-06-10 17:29:28,150 - pyskl - INFO - Epoch [49][3400/3940] lr: 1.901e-02, eta: 2 days, 1:24:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 3.7539, loss: 3.7539 +2025-06-10 17:30:12,558 - pyskl - INFO - Epoch [49][3500/3940] lr: 1.900e-02, eta: 2 days, 1:23:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9556, loss_cls: 3.8594, loss: 3.8594 +2025-06-10 17:30:56,985 - pyskl - INFO - Epoch [49][3600/3940] lr: 1.899e-02, eta: 2 days, 1:23:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9594, loss_cls: 3.8952, loss: 3.8952 +2025-06-10 17:31:41,369 - pyskl - INFO - Epoch [49][3700/3940] lr: 1.899e-02, eta: 2 days, 1:22:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9563, loss_cls: 3.7711, loss: 3.7711 +2025-06-10 17:32:25,762 - pyskl - INFO - Epoch [49][3800/3940] lr: 1.898e-02, eta: 2 days, 1:21:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9575, loss_cls: 3.8090, loss: 3.8090 +2025-06-10 17:33:10,154 - pyskl - INFO - Epoch [49][3900/3940] lr: 1.898e-02, eta: 2 days, 1:20:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 3.8267, loss: 3.8267 +2025-06-10 17:33:28,295 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-06-10 17:36:49,428 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 17:36:49,920 - pyskl - INFO - +top1_acc 0.7431 +top5_acc 0.9468 +2025-06-10 17:36:49,974 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_42.pth was removed +2025-06-10 17:36:51,039 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_49.pth. +2025-06-10 17:36:51,041 - pyskl - INFO - Best top1_acc is 0.7431 at 49 epoch. +2025-06-10 17:36:51,058 - pyskl - INFO - Epoch(val) [49][3183] top1_acc: 0.7431, top5_acc: 0.9468 +2025-06-10 17:38:01,501 - pyskl - INFO - Epoch [50][100/3940] lr: 1.897e-02, eta: 2 days, 1:20:02, time: 0.704, data_time: 0.258, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9694, loss_cls: 3.7476, loss: 3.7476 +2025-06-10 17:38:45,971 - pyskl - INFO - Epoch [50][200/3940] lr: 1.896e-02, eta: 2 days, 1:19:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9725, loss_cls: 3.6264, loss: 3.6264 +2025-06-10 17:39:30,418 - pyskl - INFO - Epoch [50][300/3940] lr: 1.896e-02, eta: 2 days, 1:18:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 3.7881, loss: 3.7881 +2025-06-10 17:40:14,887 - pyskl - INFO - Epoch [50][400/3940] lr: 1.895e-02, eta: 2 days, 1:17:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9544, loss_cls: 3.8395, loss: 3.8395 +2025-06-10 17:40:59,519 - pyskl - INFO - Epoch [50][500/3940] lr: 1.895e-02, eta: 2 days, 1:17:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9656, loss_cls: 3.6745, loss: 3.6745 +2025-06-10 17:41:44,049 - pyskl - INFO - Epoch [50][600/3940] lr: 1.894e-02, eta: 2 days, 1:16:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 3.6960, loss: 3.6960 +2025-06-10 17:42:28,651 - pyskl - INFO - Epoch [50][700/3940] lr: 1.894e-02, eta: 2 days, 1:15:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 3.7120, loss: 3.7120 +2025-06-10 17:43:13,153 - pyskl - INFO - Epoch [50][800/3940] lr: 1.893e-02, eta: 2 days, 1:14:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9631, loss_cls: 3.7059, loss: 3.7059 +2025-06-10 17:43:57,723 - pyskl - INFO - Epoch [50][900/3940] lr: 1.892e-02, eta: 2 days, 1:14:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 3.6651, loss: 3.6651 +2025-06-10 17:44:42,371 - pyskl - INFO - Epoch [50][1000/3940] lr: 1.892e-02, eta: 2 days, 1:13:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 3.7494, loss: 3.7494 +2025-06-10 17:45:26,830 - pyskl - INFO - Epoch [50][1100/3940] lr: 1.891e-02, eta: 2 days, 1:12:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9756, loss_cls: 3.7726, loss: 3.7726 +2025-06-10 17:46:11,335 - pyskl - INFO - Epoch [50][1200/3940] lr: 1.891e-02, eta: 2 days, 1:11:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9494, loss_cls: 3.9429, loss: 3.9429 +2025-06-10 17:46:55,803 - pyskl - INFO - Epoch [50][1300/3940] lr: 1.890e-02, eta: 2 days, 1:11:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9644, loss_cls: 3.6975, loss: 3.6975 +2025-06-10 17:47:40,307 - pyskl - INFO - Epoch [50][1400/3940] lr: 1.890e-02, eta: 2 days, 1:10:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9625, loss_cls: 3.7855, loss: 3.7855 +2025-06-10 17:48:24,773 - pyskl - INFO - Epoch [50][1500/3940] lr: 1.889e-02, eta: 2 days, 1:09:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.6232, loss: 3.6232 +2025-06-10 17:49:09,331 - pyskl - INFO - Epoch [50][1600/3940] lr: 1.888e-02, eta: 2 days, 1:08:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9506, loss_cls: 3.7149, loss: 3.7149 +2025-06-10 17:49:53,761 - pyskl - INFO - Epoch [50][1700/3940] lr: 1.888e-02, eta: 2 days, 1:08:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 3.8089, loss: 3.8089 +2025-06-10 17:50:38,243 - pyskl - INFO - Epoch [50][1800/3940] lr: 1.887e-02, eta: 2 days, 1:07:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 3.8080, loss: 3.8080 +2025-06-10 17:51:22,716 - pyskl - INFO - Epoch [50][1900/3940] lr: 1.887e-02, eta: 2 days, 1:06:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 3.7828, loss: 3.7828 +2025-06-10 17:52:07,130 - pyskl - INFO - Epoch [50][2000/3940] lr: 1.886e-02, eta: 2 days, 1:05:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 3.7396, loss: 3.7396 +2025-06-10 17:52:51,674 - pyskl - INFO - Epoch [50][2100/3940] lr: 1.886e-02, eta: 2 days, 1:05:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9587, loss_cls: 3.6822, loss: 3.6822 +2025-06-10 17:53:36,182 - pyskl - INFO - Epoch [50][2200/3940] lr: 1.885e-02, eta: 2 days, 1:04:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9587, loss_cls: 3.8077, loss: 3.8077 +2025-06-10 17:54:20,651 - pyskl - INFO - Epoch [50][2300/3940] lr: 1.884e-02, eta: 2 days, 1:03:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 3.6642, loss: 3.6642 +2025-06-10 17:55:05,071 - pyskl - INFO - Epoch [50][2400/3940] lr: 1.884e-02, eta: 2 days, 1:02:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9581, loss_cls: 3.6702, loss: 3.6702 +2025-06-10 17:55:49,442 - pyskl - INFO - Epoch [50][2500/3940] lr: 1.883e-02, eta: 2 days, 1:02:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9631, loss_cls: 3.8034, loss: 3.8034 +2025-06-10 17:56:33,837 - pyskl - INFO - Epoch [50][2600/3940] lr: 1.883e-02, eta: 2 days, 1:01:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 3.7960, loss: 3.7960 +2025-06-10 17:57:18,217 - pyskl - INFO - Epoch [50][2700/3940] lr: 1.882e-02, eta: 2 days, 1:00:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 3.7427, loss: 3.7427 +2025-06-10 17:58:02,698 - pyskl - INFO - Epoch [50][2800/3940] lr: 1.882e-02, eta: 2 days, 0:59:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9625, loss_cls: 3.6674, loss: 3.6674 +2025-06-10 17:58:47,040 - pyskl - INFO - Epoch [50][2900/3940] lr: 1.881e-02, eta: 2 days, 0:59:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9606, loss_cls: 3.7360, loss: 3.7360 +2025-06-10 17:59:31,586 - pyskl - INFO - Epoch [50][3000/3940] lr: 1.880e-02, eta: 2 days, 0:58:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 3.8171, loss: 3.8171 +2025-06-10 18:00:16,127 - pyskl - INFO - Epoch [50][3100/3940] lr: 1.880e-02, eta: 2 days, 0:57:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 3.7888, loss: 3.7888 +2025-06-10 18:01:00,581 - pyskl - INFO - Epoch [50][3200/3940] lr: 1.879e-02, eta: 2 days, 0:56:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 3.7322, loss: 3.7322 +2025-06-10 18:01:45,062 - pyskl - INFO - Epoch [50][3300/3940] lr: 1.879e-02, eta: 2 days, 0:56:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9594, loss_cls: 3.8218, loss: 3.8218 +2025-06-10 18:02:29,611 - pyskl - INFO - Epoch [50][3400/3940] lr: 1.878e-02, eta: 2 days, 0:55:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9675, loss_cls: 3.7373, loss: 3.7373 +2025-06-10 18:03:14,137 - pyskl - INFO - Epoch [50][3500/3940] lr: 1.878e-02, eta: 2 days, 0:54:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9594, loss_cls: 3.7722, loss: 3.7722 +2025-06-10 18:03:58,657 - pyskl - INFO - Epoch [50][3600/3940] lr: 1.877e-02, eta: 2 days, 0:53:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9544, loss_cls: 3.8317, loss: 3.8317 +2025-06-10 18:04:43,141 - pyskl - INFO - Epoch [50][3700/3940] lr: 1.876e-02, eta: 2 days, 0:53:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 3.8082, loss: 3.8082 +2025-06-10 18:05:27,607 - pyskl - INFO - Epoch [50][3800/3940] lr: 1.876e-02, eta: 2 days, 0:52:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9594, loss_cls: 3.7356, loss: 3.7356 +2025-06-10 18:06:12,146 - pyskl - INFO - Epoch [50][3900/3940] lr: 1.875e-02, eta: 2 days, 0:51:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 3.7702, loss: 3.7702 +2025-06-10 18:06:30,257 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-06-10 18:25:06,440 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 18:25:06,958 - pyskl - INFO - +top1_acc 0.7196 +top5_acc 0.9443 +2025-06-10 18:25:06,976 - pyskl - INFO - Epoch(val) [50][3183] top1_acc: 0.7196, top5_acc: 0.9443 +2025-06-10 18:26:15,993 - pyskl - INFO - Epoch [51][100/3940] lr: 1.874e-02, eta: 2 days, 0:50:44, time: 0.690, data_time: 0.247, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9587, loss_cls: 3.8679, loss: 3.8679 +2025-06-10 18:27:00,346 - pyskl - INFO - Epoch [51][200/3940] lr: 1.874e-02, eta: 2 days, 0:49:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 3.6579, loss: 3.6579 +2025-06-10 18:27:44,663 - pyskl - INFO - Epoch [51][300/3940] lr: 1.873e-02, eta: 2 days, 0:49:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9619, loss_cls: 3.6763, loss: 3.6763 +2025-06-10 18:28:29,168 - pyskl - INFO - Epoch [51][400/3940] lr: 1.873e-02, eta: 2 days, 0:48:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 3.6975, loss: 3.6975 +2025-06-10 18:29:13,890 - pyskl - INFO - Epoch [51][500/3940] lr: 1.872e-02, eta: 2 days, 0:47:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9675, loss_cls: 3.6939, loss: 3.6939 +2025-06-10 18:29:58,601 - pyskl - INFO - Epoch [51][600/3940] lr: 1.872e-02, eta: 2 days, 0:47:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9581, loss_cls: 3.7241, loss: 3.7241 +2025-06-10 18:30:43,129 - pyskl - INFO - Epoch [51][700/3940] lr: 1.871e-02, eta: 2 days, 0:46:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 3.8539, loss: 3.8539 +2025-06-10 18:31:27,647 - pyskl - INFO - Epoch [51][800/3940] lr: 1.870e-02, eta: 2 days, 0:45:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9669, loss_cls: 3.8091, loss: 3.8091 +2025-06-10 18:32:12,209 - pyskl - INFO - Epoch [51][900/3940] lr: 1.870e-02, eta: 2 days, 0:44:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9594, loss_cls: 3.7732, loss: 3.7732 +2025-06-10 18:32:56,709 - pyskl - INFO - Epoch [51][1000/3940] lr: 1.869e-02, eta: 2 days, 0:44:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 3.8802, loss: 3.8802 +2025-06-10 18:33:41,179 - pyskl - INFO - Epoch [51][1100/3940] lr: 1.869e-02, eta: 2 days, 0:43:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 3.6558, loss: 3.6558 +2025-06-10 18:34:25,626 - pyskl - INFO - Epoch [51][1200/3940] lr: 1.868e-02, eta: 2 days, 0:42:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 3.8257, loss: 3.8257 +2025-06-10 18:35:10,078 - pyskl - INFO - Epoch [51][1300/3940] lr: 1.868e-02, eta: 2 days, 0:41:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 3.8028, loss: 3.8028 +2025-06-10 18:35:54,483 - pyskl - INFO - Epoch [51][1400/3940] lr: 1.867e-02, eta: 2 days, 0:41:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9587, loss_cls: 3.8579, loss: 3.8579 +2025-06-10 18:36:39,010 - pyskl - INFO - Epoch [51][1500/3940] lr: 1.866e-02, eta: 2 days, 0:40:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 3.8086, loss: 3.8086 +2025-06-10 18:37:23,402 - pyskl - INFO - Epoch [51][1600/3940] lr: 1.866e-02, eta: 2 days, 0:39:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 3.7056, loss: 3.7056 +2025-06-10 18:38:07,906 - pyskl - INFO - Epoch [51][1700/3940] lr: 1.865e-02, eta: 2 days, 0:38:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 3.8277, loss: 3.8277 +2025-06-10 18:38:52,339 - pyskl - INFO - Epoch [51][1800/3940] lr: 1.865e-02, eta: 2 days, 0:38:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9537, loss_cls: 3.8305, loss: 3.8305 +2025-06-10 18:39:36,779 - pyskl - INFO - Epoch [51][1900/3940] lr: 1.864e-02, eta: 2 days, 0:37:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 3.7492, loss: 3.7492 +2025-06-10 18:40:21,161 - pyskl - INFO - Epoch [51][2000/3940] lr: 1.863e-02, eta: 2 days, 0:36:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9688, loss_cls: 3.7602, loss: 3.7602 +2025-06-10 18:41:05,645 - pyskl - INFO - Epoch [51][2100/3940] lr: 1.863e-02, eta: 2 days, 0:35:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 3.6450, loss: 3.6450 +2025-06-10 18:41:50,097 - pyskl - INFO - Epoch [51][2200/3940] lr: 1.862e-02, eta: 2 days, 0:35:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9581, loss_cls: 3.8329, loss: 3.8329 +2025-06-10 18:42:34,506 - pyskl - INFO - Epoch [51][2300/3940] lr: 1.862e-02, eta: 2 days, 0:34:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9575, loss_cls: 3.6136, loss: 3.6136 +2025-06-10 18:43:18,889 - pyskl - INFO - Epoch [51][2400/3940] lr: 1.861e-02, eta: 2 days, 0:33:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9556, loss_cls: 3.8625, loss: 3.8625 +2025-06-10 18:44:03,306 - pyskl - INFO - Epoch [51][2500/3940] lr: 1.861e-02, eta: 2 days, 0:32:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9575, loss_cls: 3.7692, loss: 3.7692 +2025-06-10 18:44:47,731 - pyskl - INFO - Epoch [51][2600/3940] lr: 1.860e-02, eta: 2 days, 0:32:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 3.7774, loss: 3.7774 +2025-06-10 18:45:32,208 - pyskl - INFO - Epoch [51][2700/3940] lr: 1.859e-02, eta: 2 days, 0:31:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9575, loss_cls: 3.7444, loss: 3.7444 +2025-06-10 18:46:16,732 - pyskl - INFO - Epoch [51][2800/3940] lr: 1.859e-02, eta: 2 days, 0:30:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 3.5360, loss: 3.5360 +2025-06-10 18:47:01,118 - pyskl - INFO - Epoch [51][2900/3940] lr: 1.858e-02, eta: 2 days, 0:29:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9544, loss_cls: 3.9055, loss: 3.9055 +2025-06-10 18:47:45,641 - pyskl - INFO - Epoch [51][3000/3940] lr: 1.858e-02, eta: 2 days, 0:29:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9800, loss_cls: 3.5421, loss: 3.5421 +2025-06-10 18:48:30,157 - pyskl - INFO - Epoch [51][3100/3940] lr: 1.857e-02, eta: 2 days, 0:28:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 3.6361, loss: 3.6361 +2025-06-10 18:49:14,597 - pyskl - INFO - Epoch [51][3200/3940] lr: 1.857e-02, eta: 2 days, 0:27:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 3.7613, loss: 3.7613 +2025-06-10 18:49:59,152 - pyskl - INFO - Epoch [51][3300/3940] lr: 1.856e-02, eta: 2 days, 0:26:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 3.8160, loss: 3.8160 +2025-06-10 18:50:43,974 - pyskl - INFO - Epoch [51][3400/3940] lr: 1.855e-02, eta: 2 days, 0:26:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 3.7232, loss: 3.7232 +2025-06-10 18:51:28,575 - pyskl - INFO - Epoch [51][3500/3940] lr: 1.855e-02, eta: 2 days, 0:25:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9563, loss_cls: 3.7502, loss: 3.7502 +2025-06-10 18:52:12,876 - pyskl - INFO - Epoch [51][3600/3940] lr: 1.854e-02, eta: 2 days, 0:24:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9519, loss_cls: 3.8278, loss: 3.8278 +2025-06-10 18:52:57,141 - pyskl - INFO - Epoch [51][3700/3940] lr: 1.854e-02, eta: 2 days, 0:23:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9506, loss_cls: 3.7270, loss: 3.7270 +2025-06-10 18:53:41,347 - pyskl - INFO - Epoch [51][3800/3940] lr: 1.853e-02, eta: 2 days, 0:23:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 3.7180, loss: 3.7180 +2025-06-10 18:54:25,591 - pyskl - INFO - Epoch [51][3900/3940] lr: 1.852e-02, eta: 2 days, 0:22:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 3.8212, loss: 3.8212 +2025-06-10 18:54:43,624 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-06-10 18:58:04,867 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 18:58:05,344 - pyskl - INFO - +top1_acc 0.6797 +top5_acc 0.9197 +2025-06-10 18:58:05,363 - pyskl - INFO - Epoch(val) [51][3183] top1_acc: 0.6797, top5_acc: 0.9197 +2025-06-10 18:59:14,603 - pyskl - INFO - Epoch [52][100/3940] lr: 1.852e-02, eta: 2 days, 0:21:25, time: 0.692, data_time: 0.249, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 3.7875, loss: 3.7875 +2025-06-10 18:59:58,865 - pyskl - INFO - Epoch [52][200/3940] lr: 1.851e-02, eta: 2 days, 0:20:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.6711, loss: 3.6711 +2025-06-10 19:00:43,144 - pyskl - INFO - Epoch [52][300/3940] lr: 1.850e-02, eta: 2 days, 0:19:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.7721, loss: 3.7721 +2025-06-10 19:01:27,758 - pyskl - INFO - Epoch [52][400/3940] lr: 1.850e-02, eta: 2 days, 0:19:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9669, loss_cls: 3.6284, loss: 3.6284 +2025-06-10 19:02:12,370 - pyskl - INFO - Epoch [52][500/3940] lr: 1.849e-02, eta: 2 days, 0:18:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9775, loss_cls: 3.5683, loss: 3.5683 +2025-06-10 19:02:57,000 - pyskl - INFO - Epoch [52][600/3940] lr: 1.849e-02, eta: 2 days, 0:17:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9625, loss_cls: 3.6347, loss: 3.6347 +2025-06-10 19:03:41,497 - pyskl - INFO - Epoch [52][700/3940] lr: 1.848e-02, eta: 2 days, 0:16:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 3.6736, loss: 3.6736 +2025-06-10 19:04:26,027 - pyskl - INFO - Epoch [52][800/3940] lr: 1.848e-02, eta: 2 days, 0:16:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 3.5149, loss: 3.5149 +2025-06-10 19:05:10,630 - pyskl - INFO - Epoch [52][900/3940] lr: 1.847e-02, eta: 2 days, 0:15:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9669, loss_cls: 3.5264, loss: 3.5264 +2025-06-10 19:05:55,199 - pyskl - INFO - Epoch [52][1000/3940] lr: 1.846e-02, eta: 2 days, 0:14:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9606, loss_cls: 3.6802, loss: 3.6802 +2025-06-10 19:06:39,767 - pyskl - INFO - Epoch [52][1100/3940] lr: 1.846e-02, eta: 2 days, 0:13:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9575, loss_cls: 3.6788, loss: 3.6788 +2025-06-10 19:07:24,360 - pyskl - INFO - Epoch [52][1200/3940] lr: 1.845e-02, eta: 2 days, 0:13:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9581, loss_cls: 3.7417, loss: 3.7417 +2025-06-10 19:08:08,936 - pyskl - INFO - Epoch [52][1300/3940] lr: 1.845e-02, eta: 2 days, 0:12:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9569, loss_cls: 3.7703, loss: 3.7703 +2025-06-10 19:08:53,473 - pyskl - INFO - Epoch [52][1400/3940] lr: 1.844e-02, eta: 2 days, 0:11:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9563, loss_cls: 3.7589, loss: 3.7589 +2025-06-10 19:09:38,053 - pyskl - INFO - Epoch [52][1500/3940] lr: 1.843e-02, eta: 2 days, 0:10:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 3.6827, loss: 3.6827 +2025-06-10 19:10:22,679 - pyskl - INFO - Epoch [52][1600/3940] lr: 1.843e-02, eta: 2 days, 0:10:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 3.7004, loss: 3.7004 +2025-06-10 19:11:07,190 - pyskl - INFO - Epoch [52][1700/3940] lr: 1.842e-02, eta: 2 days, 0:09:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9581, loss_cls: 3.8077, loss: 3.8077 +2025-06-10 19:11:51,679 - pyskl - INFO - Epoch [52][1800/3940] lr: 1.842e-02, eta: 2 days, 0:08:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9569, loss_cls: 3.7390, loss: 3.7390 +2025-06-10 19:12:36,082 - pyskl - INFO - Epoch [52][1900/3940] lr: 1.841e-02, eta: 2 days, 0:07:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 3.8443, loss: 3.8443 +2025-06-10 19:13:20,476 - pyskl - INFO - Epoch [52][2000/3940] lr: 1.841e-02, eta: 2 days, 0:07:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 3.7224, loss: 3.7224 +2025-06-10 19:14:04,873 - pyskl - INFO - Epoch [52][2100/3940] lr: 1.840e-02, eta: 2 days, 0:06:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9550, loss_cls: 3.6224, loss: 3.6224 +2025-06-10 19:14:49,256 - pyskl - INFO - Epoch [52][2200/3940] lr: 1.839e-02, eta: 2 days, 0:05:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 3.6425, loss: 3.6425 +2025-06-10 19:15:33,689 - pyskl - INFO - Epoch [52][2300/3940] lr: 1.839e-02, eta: 2 days, 0:04:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 3.7153, loss: 3.7153 +2025-06-10 19:16:18,177 - pyskl - INFO - Epoch [52][2400/3940] lr: 1.838e-02, eta: 2 days, 0:04:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9537, loss_cls: 3.8441, loss: 3.8441 +2025-06-10 19:17:02,513 - pyskl - INFO - Epoch [52][2500/3940] lr: 1.838e-02, eta: 2 days, 0:03:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 3.8303, loss: 3.8303 +2025-06-10 19:17:47,224 - pyskl - INFO - Epoch [52][2600/3940] lr: 1.837e-02, eta: 2 days, 0:02:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 3.8378, loss: 3.8378 +2025-06-10 19:18:31,774 - pyskl - INFO - Epoch [52][2700/3940] lr: 1.836e-02, eta: 2 days, 0:01:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 3.7477, loss: 3.7477 +2025-06-10 19:19:16,257 - pyskl - INFO - Epoch [52][2800/3940] lr: 1.836e-02, eta: 2 days, 0:01:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9694, loss_cls: 3.7197, loss: 3.7197 +2025-06-10 19:20:00,833 - pyskl - INFO - Epoch [52][2900/3940] lr: 1.835e-02, eta: 2 days, 0:00:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9650, loss_cls: 3.7700, loss: 3.7700 +2025-06-10 19:20:45,531 - pyskl - INFO - Epoch [52][3000/3940] lr: 1.835e-02, eta: 1 day, 23:59:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9606, loss_cls: 3.7661, loss: 3.7661 +2025-06-10 19:21:30,260 - pyskl - INFO - Epoch [52][3100/3940] lr: 1.834e-02, eta: 1 day, 23:58:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9613, loss_cls: 3.7506, loss: 3.7506 +2025-06-10 19:22:14,784 - pyskl - INFO - Epoch [52][3200/3940] lr: 1.833e-02, eta: 1 day, 23:58:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9594, loss_cls: 3.6980, loss: 3.6980 +2025-06-10 19:22:59,276 - pyskl - INFO - Epoch [52][3300/3940] lr: 1.833e-02, eta: 1 day, 23:57:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9587, loss_cls: 3.7049, loss: 3.7049 +2025-06-10 19:23:43,962 - pyskl - INFO - Epoch [52][3400/3940] lr: 1.832e-02, eta: 1 day, 23:56:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 3.7983, loss: 3.7983 +2025-06-10 19:24:28,556 - pyskl - INFO - Epoch [52][3500/3940] lr: 1.832e-02, eta: 1 day, 23:56:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9513, loss_cls: 3.8820, loss: 3.8820 +2025-06-10 19:25:13,124 - pyskl - INFO - Epoch [52][3600/3940] lr: 1.831e-02, eta: 1 day, 23:55:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 3.7742, loss: 3.7742 +2025-06-10 19:25:57,630 - pyskl - INFO - Epoch [52][3700/3940] lr: 1.831e-02, eta: 1 day, 23:54:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9556, loss_cls: 3.7859, loss: 3.7859 +2025-06-10 19:26:42,091 - pyskl - INFO - Epoch [52][3800/3940] lr: 1.830e-02, eta: 1 day, 23:53:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 3.6302, loss: 3.6302 +2025-06-10 19:27:26,568 - pyskl - INFO - Epoch [52][3900/3940] lr: 1.829e-02, eta: 1 day, 23:53:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.6774, loss: 3.6774 +2025-06-10 19:27:44,703 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-06-10 19:31:05,891 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 19:31:06,362 - pyskl - INFO - +top1_acc 0.6385 +top5_acc 0.9123 +2025-06-10 19:31:06,382 - pyskl - INFO - Epoch(val) [52][3183] top1_acc: 0.6385, top5_acc: 0.9123 +2025-06-10 19:32:15,116 - pyskl - INFO - Epoch [53][100/3940] lr: 1.829e-02, eta: 1 day, 23:52:10, time: 0.687, data_time: 0.243, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 3.7015, loss: 3.7015 +2025-06-10 19:32:59,594 - pyskl - INFO - Epoch [53][200/3940] lr: 1.828e-02, eta: 1 day, 23:51:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9644, loss_cls: 3.6805, loss: 3.6805 +2025-06-10 19:33:44,057 - pyskl - INFO - Epoch [53][300/3940] lr: 1.827e-02, eta: 1 day, 23:50:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 3.6672, loss: 3.6672 +2025-06-10 19:34:28,633 - pyskl - INFO - Epoch [53][400/3940] lr: 1.827e-02, eta: 1 day, 23:49:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 3.5580, loss: 3.5580 +2025-06-10 19:35:13,095 - pyskl - INFO - Epoch [53][500/3940] lr: 1.826e-02, eta: 1 day, 23:49:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 3.6498, loss: 3.6498 +2025-06-10 19:35:57,574 - pyskl - INFO - Epoch [53][600/3940] lr: 1.826e-02, eta: 1 day, 23:48:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9600, loss_cls: 3.6616, loss: 3.6616 +2025-06-10 19:36:42,049 - pyskl - INFO - Epoch [53][700/3940] lr: 1.825e-02, eta: 1 day, 23:47:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 3.7628, loss: 3.7628 +2025-06-10 19:37:26,586 - pyskl - INFO - Epoch [53][800/3940] lr: 1.824e-02, eta: 1 day, 23:46:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9625, loss_cls: 3.5728, loss: 3.5728 +2025-06-10 19:38:11,118 - pyskl - INFO - Epoch [53][900/3940] lr: 1.824e-02, eta: 1 day, 23:46:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9519, loss_cls: 3.8466, loss: 3.8466 +2025-06-10 19:38:55,566 - pyskl - INFO - Epoch [53][1000/3940] lr: 1.823e-02, eta: 1 day, 23:45:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 3.6189, loss: 3.6189 +2025-06-10 19:39:40,008 - pyskl - INFO - Epoch [53][1100/3940] lr: 1.823e-02, eta: 1 day, 23:44:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.6915, loss: 3.6915 +2025-06-10 19:40:24,450 - pyskl - INFO - Epoch [53][1200/3940] lr: 1.822e-02, eta: 1 day, 23:43:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 3.7815, loss: 3.7815 +2025-06-10 19:41:08,818 - pyskl - INFO - Epoch [53][1300/3940] lr: 1.821e-02, eta: 1 day, 23:43:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 3.7575, loss: 3.7575 +2025-06-10 19:41:53,224 - pyskl - INFO - Epoch [53][1400/3940] lr: 1.821e-02, eta: 1 day, 23:42:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9556, loss_cls: 3.7773, loss: 3.7773 +2025-06-10 19:42:37,647 - pyskl - INFO - Epoch [53][1500/3940] lr: 1.820e-02, eta: 1 day, 23:41:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9563, loss_cls: 3.8061, loss: 3.8061 +2025-06-10 19:43:22,072 - pyskl - INFO - Epoch [53][1600/3940] lr: 1.820e-02, eta: 1 day, 23:40:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9625, loss_cls: 3.6581, loss: 3.6581 +2025-06-10 19:44:06,568 - pyskl - INFO - Epoch [53][1700/3940] lr: 1.819e-02, eta: 1 day, 23:40:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.7138, loss: 3.7138 +2025-06-10 19:44:50,993 - pyskl - INFO - Epoch [53][1800/3940] lr: 1.819e-02, eta: 1 day, 23:39:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 3.6353, loss: 3.6353 +2025-06-10 19:45:35,447 - pyskl - INFO - Epoch [53][1900/3940] lr: 1.818e-02, eta: 1 day, 23:38:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 3.6823, loss: 3.6823 +2025-06-10 19:46:19,919 - pyskl - INFO - Epoch [53][2000/3940] lr: 1.817e-02, eta: 1 day, 23:37:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 3.8329, loss: 3.8329 +2025-06-10 19:47:04,372 - pyskl - INFO - Epoch [53][2100/3940] lr: 1.817e-02, eta: 1 day, 23:37:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9663, loss_cls: 3.7471, loss: 3.7471 +2025-06-10 19:47:48,959 - pyskl - INFO - Epoch [53][2200/3940] lr: 1.816e-02, eta: 1 day, 23:36:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.5610, loss: 3.5610 +2025-06-10 19:48:33,439 - pyskl - INFO - Epoch [53][2300/3940] lr: 1.816e-02, eta: 1 day, 23:35:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 3.7138, loss: 3.7138 +2025-06-10 19:49:17,912 - pyskl - INFO - Epoch [53][2400/3940] lr: 1.815e-02, eta: 1 day, 23:34:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9656, loss_cls: 3.7676, loss: 3.7676 +2025-06-10 19:50:02,315 - pyskl - INFO - Epoch [53][2500/3940] lr: 1.814e-02, eta: 1 day, 23:34:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 3.7693, loss: 3.7693 +2025-06-10 19:50:46,826 - pyskl - INFO - Epoch [53][2600/3940] lr: 1.814e-02, eta: 1 day, 23:33:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9556, loss_cls: 3.8203, loss: 3.8203 +2025-06-10 19:51:31,387 - pyskl - INFO - Epoch [53][2700/3940] lr: 1.813e-02, eta: 1 day, 23:32:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9581, loss_cls: 3.7334, loss: 3.7334 +2025-06-10 19:52:15,970 - pyskl - INFO - Epoch [53][2800/3940] lr: 1.813e-02, eta: 1 day, 23:31:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9750, loss_cls: 3.6756, loss: 3.6756 +2025-06-10 19:53:00,499 - pyskl - INFO - Epoch [53][2900/3940] lr: 1.812e-02, eta: 1 day, 23:31:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 3.5952, loss: 3.5952 +2025-06-10 19:53:44,986 - pyskl - INFO - Epoch [53][3000/3940] lr: 1.811e-02, eta: 1 day, 23:30:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9575, loss_cls: 3.7528, loss: 3.7528 +2025-06-10 19:54:29,548 - pyskl - INFO - Epoch [53][3100/3940] lr: 1.811e-02, eta: 1 day, 23:29:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9631, loss_cls: 3.6124, loss: 3.6124 +2025-06-10 19:55:13,992 - pyskl - INFO - Epoch [53][3200/3940] lr: 1.810e-02, eta: 1 day, 23:28:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9531, loss_cls: 3.8089, loss: 3.8089 +2025-06-10 19:55:58,347 - pyskl - INFO - Epoch [53][3300/3940] lr: 1.810e-02, eta: 1 day, 23:28:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 3.7712, loss: 3.7712 +2025-06-10 19:56:42,907 - pyskl - INFO - Epoch [53][3400/3940] lr: 1.809e-02, eta: 1 day, 23:27:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 3.6462, loss: 3.6462 +2025-06-10 19:57:27,448 - pyskl - INFO - Epoch [53][3500/3940] lr: 1.808e-02, eta: 1 day, 23:26:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 3.6675, loss: 3.6675 +2025-06-10 19:58:11,999 - pyskl - INFO - Epoch [53][3600/3940] lr: 1.808e-02, eta: 1 day, 23:25:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 3.6926, loss: 3.6926 +2025-06-10 19:58:56,699 - pyskl - INFO - Epoch [53][3700/3940] lr: 1.807e-02, eta: 1 day, 23:25:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 3.6504, loss: 3.6504 +2025-06-10 19:59:41,199 - pyskl - INFO - Epoch [53][3800/3940] lr: 1.807e-02, eta: 1 day, 23:24:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 3.5906, loss: 3.5906 +2025-06-10 20:00:25,605 - pyskl - INFO - Epoch [53][3900/3940] lr: 1.806e-02, eta: 1 day, 23:23:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 3.7219, loss: 3.7219 +2025-06-10 20:00:43,818 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-06-10 20:04:04,663 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 20:04:05,129 - pyskl - INFO - +top1_acc 0.7036 +top5_acc 0.9293 +2025-06-10 20:04:05,146 - pyskl - INFO - Epoch(val) [53][3183] top1_acc: 0.7036, top5_acc: 0.9293 +2025-06-10 20:05:14,129 - pyskl - INFO - Epoch [54][100/3940] lr: 1.805e-02, eta: 1 day, 23:22:52, time: 0.690, data_time: 0.247, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9656, loss_cls: 3.6969, loss: 3.6969 +2025-06-10 20:05:58,413 - pyskl - INFO - Epoch [54][200/3940] lr: 1.805e-02, eta: 1 day, 23:22:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9637, loss_cls: 3.6579, loss: 3.6579 +2025-06-10 20:06:42,732 - pyskl - INFO - Epoch [54][300/3940] lr: 1.804e-02, eta: 1 day, 23:21:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 3.5600, loss: 3.5600 +2025-06-10 20:07:27,136 - pyskl - INFO - Epoch [54][400/3940] lr: 1.803e-02, eta: 1 day, 23:20:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.6560, loss: 3.6560 +2025-06-10 20:08:11,659 - pyskl - INFO - Epoch [54][500/3940] lr: 1.803e-02, eta: 1 day, 23:19:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9700, loss_cls: 3.6529, loss: 3.6529 +2025-06-10 20:08:56,150 - pyskl - INFO - Epoch [54][600/3940] lr: 1.802e-02, eta: 1 day, 23:19:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9594, loss_cls: 3.6410, loss: 3.6410 +2025-06-10 20:09:40,603 - pyskl - INFO - Epoch [54][700/3940] lr: 1.802e-02, eta: 1 day, 23:18:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9700, loss_cls: 3.6674, loss: 3.6674 +2025-06-10 20:10:25,145 - pyskl - INFO - Epoch [54][800/3940] lr: 1.801e-02, eta: 1 day, 23:17:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 3.6583, loss: 3.6583 +2025-06-10 20:11:09,791 - pyskl - INFO - Epoch [54][900/3940] lr: 1.800e-02, eta: 1 day, 23:16:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9575, loss_cls: 3.6294, loss: 3.6294 +2025-06-10 20:11:54,316 - pyskl - INFO - Epoch [54][1000/3940] lr: 1.800e-02, eta: 1 day, 23:16:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9619, loss_cls: 3.7766, loss: 3.7766 +2025-06-10 20:12:38,750 - pyskl - INFO - Epoch [54][1100/3940] lr: 1.799e-02, eta: 1 day, 23:15:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9563, loss_cls: 3.7446, loss: 3.7446 +2025-06-10 20:13:23,195 - pyskl - INFO - Epoch [54][1200/3940] lr: 1.799e-02, eta: 1 day, 23:14:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 3.6494, loss: 3.6494 +2025-06-10 20:14:07,621 - pyskl - INFO - Epoch [54][1300/3940] lr: 1.798e-02, eta: 1 day, 23:13:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9631, loss_cls: 3.8840, loss: 3.8840 +2025-06-10 20:14:52,053 - pyskl - INFO - Epoch [54][1400/3940] lr: 1.797e-02, eta: 1 day, 23:13:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 3.5934, loss: 3.5934 +2025-06-10 20:15:36,537 - pyskl - INFO - Epoch [54][1500/3940] lr: 1.797e-02, eta: 1 day, 23:12:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 3.5998, loss: 3.5998 +2025-06-10 20:16:20,996 - pyskl - INFO - Epoch [54][1600/3940] lr: 1.796e-02, eta: 1 day, 23:11:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9656, loss_cls: 3.4938, loss: 3.4938 +2025-06-10 20:17:05,414 - pyskl - INFO - Epoch [54][1700/3940] lr: 1.796e-02, eta: 1 day, 23:10:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 3.8186, loss: 3.8186 +2025-06-10 20:17:49,870 - pyskl - INFO - Epoch [54][1800/3940] lr: 1.795e-02, eta: 1 day, 23:10:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9600, loss_cls: 3.6659, loss: 3.6659 +2025-06-10 20:18:34,309 - pyskl - INFO - Epoch [54][1900/3940] lr: 1.794e-02, eta: 1 day, 23:09:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 3.7492, loss: 3.7492 +2025-06-10 20:19:18,747 - pyskl - INFO - Epoch [54][2000/3940] lr: 1.794e-02, eta: 1 day, 23:08:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9563, loss_cls: 3.7496, loss: 3.7496 +2025-06-10 20:20:03,186 - pyskl - INFO - Epoch [54][2100/3940] lr: 1.793e-02, eta: 1 day, 23:07:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.5448, loss: 3.5448 +2025-06-10 20:20:47,651 - pyskl - INFO - Epoch [54][2200/3940] lr: 1.793e-02, eta: 1 day, 23:07:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 3.6208, loss: 3.6208 +2025-06-10 20:21:32,093 - pyskl - INFO - Epoch [54][2300/3940] lr: 1.792e-02, eta: 1 day, 23:06:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 3.7085, loss: 3.7085 +2025-06-10 20:22:16,475 - pyskl - INFO - Epoch [54][2400/3940] lr: 1.791e-02, eta: 1 day, 23:05:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.7064, loss: 3.7064 +2025-06-10 20:23:00,898 - pyskl - INFO - Epoch [54][2500/3940] lr: 1.791e-02, eta: 1 day, 23:04:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 3.7586, loss: 3.7586 +2025-06-10 20:23:45,327 - pyskl - INFO - Epoch [54][2600/3940] lr: 1.790e-02, eta: 1 day, 23:04:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 3.7866, loss: 3.7866 +2025-06-10 20:24:29,763 - pyskl - INFO - Epoch [54][2700/3940] lr: 1.790e-02, eta: 1 day, 23:03:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 3.6461, loss: 3.6461 +2025-06-10 20:25:14,261 - pyskl - INFO - Epoch [54][2800/3940] lr: 1.789e-02, eta: 1 day, 23:02:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9575, loss_cls: 3.7454, loss: 3.7454 +2025-06-10 20:25:58,727 - pyskl - INFO - Epoch [54][2900/3940] lr: 1.788e-02, eta: 1 day, 23:01:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 3.6939, loss: 3.6939 +2025-06-10 20:26:43,167 - pyskl - INFO - Epoch [54][3000/3940] lr: 1.788e-02, eta: 1 day, 23:01:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 3.6949, loss: 3.6949 +2025-06-10 20:27:27,655 - pyskl - INFO - Epoch [54][3100/3940] lr: 1.787e-02, eta: 1 day, 23:00:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 3.5177, loss: 3.5177 +2025-06-10 20:28:12,134 - pyskl - INFO - Epoch [54][3200/3940] lr: 1.787e-02, eta: 1 day, 22:59:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.6851, loss: 3.6851 +2025-06-10 20:28:56,631 - pyskl - INFO - Epoch [54][3300/3940] lr: 1.786e-02, eta: 1 day, 22:58:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 3.7343, loss: 3.7343 +2025-06-10 20:29:41,188 - pyskl - INFO - Epoch [54][3400/3940] lr: 1.785e-02, eta: 1 day, 22:58:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 3.7881, loss: 3.7881 +2025-06-10 20:30:25,668 - pyskl - INFO - Epoch [54][3500/3940] lr: 1.785e-02, eta: 1 day, 22:57:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9531, loss_cls: 3.9117, loss: 3.9117 +2025-06-10 20:31:10,108 - pyskl - INFO - Epoch [54][3600/3940] lr: 1.784e-02, eta: 1 day, 22:56:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 3.6970, loss: 3.6970 +2025-06-10 20:31:54,420 - pyskl - INFO - Epoch [54][3700/3940] lr: 1.784e-02, eta: 1 day, 22:55:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 3.7715, loss: 3.7715 +2025-06-10 20:32:38,749 - pyskl - INFO - Epoch [54][3800/3940] lr: 1.783e-02, eta: 1 day, 22:55:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 3.6894, loss: 3.6894 +2025-06-10 20:33:23,094 - pyskl - INFO - Epoch [54][3900/3940] lr: 1.782e-02, eta: 1 day, 22:54:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9613, loss_cls: 3.7090, loss: 3.7090 +2025-06-10 20:33:41,207 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-06-10 20:37:03,487 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 20:37:03,953 - pyskl - INFO - +top1_acc 0.6772 +top5_acc 0.9089 +2025-06-10 20:37:03,971 - pyskl - INFO - Epoch(val) [54][3183] top1_acc: 0.6772, top5_acc: 0.9089 +2025-06-10 20:38:13,155 - pyskl - INFO - Epoch [55][100/3940] lr: 1.782e-02, eta: 1 day, 22:53:31, time: 0.692, data_time: 0.248, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 3.6421, loss: 3.6421 +2025-06-10 20:38:57,638 - pyskl - INFO - Epoch [55][200/3940] lr: 1.781e-02, eta: 1 day, 22:52:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9788, loss_cls: 3.5302, loss: 3.5302 +2025-06-10 20:39:42,086 - pyskl - INFO - Epoch [55][300/3940] lr: 1.780e-02, eta: 1 day, 22:52:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 3.5465, loss: 3.5465 +2025-06-10 20:40:26,653 - pyskl - INFO - Epoch [55][400/3940] lr: 1.780e-02, eta: 1 day, 22:51:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 3.5111, loss: 3.5111 +2025-06-10 20:41:11,106 - pyskl - INFO - Epoch [55][500/3940] lr: 1.779e-02, eta: 1 day, 22:50:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 3.6843, loss: 3.6843 +2025-06-10 20:41:55,683 - pyskl - INFO - Epoch [55][600/3940] lr: 1.779e-02, eta: 1 day, 22:49:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9769, loss_cls: 3.4958, loss: 3.4958 +2025-06-10 20:42:40,153 - pyskl - INFO - Epoch [55][700/3940] lr: 1.778e-02, eta: 1 day, 22:49:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9619, loss_cls: 3.6753, loss: 3.6753 +2025-06-10 20:43:24,672 - pyskl - INFO - Epoch [55][800/3940] lr: 1.777e-02, eta: 1 day, 22:48:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 3.5656, loss: 3.5656 +2025-06-10 20:44:09,235 - pyskl - INFO - Epoch [55][900/3940] lr: 1.777e-02, eta: 1 day, 22:47:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9631, loss_cls: 3.5958, loss: 3.5958 +2025-06-10 20:44:53,658 - pyskl - INFO - Epoch [55][1000/3940] lr: 1.776e-02, eta: 1 day, 22:46:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 3.6768, loss: 3.6768 +2025-06-10 20:45:38,110 - pyskl - INFO - Epoch [55][1100/3940] lr: 1.776e-02, eta: 1 day, 22:46:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 3.6871, loss: 3.6871 +2025-06-10 20:46:22,541 - pyskl - INFO - Epoch [55][1200/3940] lr: 1.775e-02, eta: 1 day, 22:45:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.4550, loss: 3.4550 +2025-06-10 20:47:07,013 - pyskl - INFO - Epoch [55][1300/3940] lr: 1.774e-02, eta: 1 day, 22:44:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9700, loss_cls: 3.6140, loss: 3.6140 +2025-06-10 20:47:51,498 - pyskl - INFO - Epoch [55][1400/3940] lr: 1.774e-02, eta: 1 day, 22:43:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9587, loss_cls: 3.9411, loss: 3.9411 +2025-06-10 20:48:35,974 - pyskl - INFO - Epoch [55][1500/3940] lr: 1.773e-02, eta: 1 day, 22:43:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9656, loss_cls: 3.6392, loss: 3.6392 +2025-06-10 20:49:20,396 - pyskl - INFO - Epoch [55][1600/3940] lr: 1.773e-02, eta: 1 day, 22:42:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9569, loss_cls: 3.7899, loss: 3.7899 +2025-06-10 20:50:04,837 - pyskl - INFO - Epoch [55][1700/3940] lr: 1.772e-02, eta: 1 day, 22:41:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 3.7412, loss: 3.7412 +2025-06-10 20:50:49,290 - pyskl - INFO - Epoch [55][1800/3940] lr: 1.771e-02, eta: 1 day, 22:40:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 3.7463, loss: 3.7463 +2025-06-10 20:51:33,697 - pyskl - INFO - Epoch [55][1900/3940] lr: 1.771e-02, eta: 1 day, 22:40:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 3.7335, loss: 3.7335 +2025-06-10 20:52:18,144 - pyskl - INFO - Epoch [55][2000/3940] lr: 1.770e-02, eta: 1 day, 22:39:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9600, loss_cls: 3.6476, loss: 3.6476 +2025-06-10 20:53:02,587 - pyskl - INFO - Epoch [55][2100/3940] lr: 1.770e-02, eta: 1 day, 22:38:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 3.7228, loss: 3.7228 +2025-06-10 20:53:47,080 - pyskl - INFO - Epoch [55][2200/3940] lr: 1.769e-02, eta: 1 day, 22:37:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 3.6096, loss: 3.6096 +2025-06-10 20:54:31,552 - pyskl - INFO - Epoch [55][2300/3940] lr: 1.768e-02, eta: 1 day, 22:37:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 3.5853, loss: 3.5853 +2025-06-10 20:55:15,958 - pyskl - INFO - Epoch [55][2400/3940] lr: 1.768e-02, eta: 1 day, 22:36:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 3.6507, loss: 3.6507 +2025-06-10 20:56:00,408 - pyskl - INFO - Epoch [55][2500/3940] lr: 1.767e-02, eta: 1 day, 22:35:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 3.5978, loss: 3.5978 +2025-06-10 20:56:44,875 - pyskl - INFO - Epoch [55][2600/3940] lr: 1.767e-02, eta: 1 day, 22:34:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9594, loss_cls: 3.7818, loss: 3.7818 +2025-06-10 20:57:29,351 - pyskl - INFO - Epoch [55][2700/3940] lr: 1.766e-02, eta: 1 day, 22:34:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9613, loss_cls: 3.7206, loss: 3.7206 +2025-06-10 20:58:13,822 - pyskl - INFO - Epoch [55][2800/3940] lr: 1.765e-02, eta: 1 day, 22:33:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.7138, loss: 3.7138 +2025-06-10 20:58:58,447 - pyskl - INFO - Epoch [55][2900/3940] lr: 1.765e-02, eta: 1 day, 22:32:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9619, loss_cls: 3.7740, loss: 3.7740 +2025-06-10 20:59:43,020 - pyskl - INFO - Epoch [55][3000/3940] lr: 1.764e-02, eta: 1 day, 22:31:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9581, loss_cls: 3.8204, loss: 3.8204 +2025-06-10 21:00:27,492 - pyskl - INFO - Epoch [55][3100/3940] lr: 1.764e-02, eta: 1 day, 22:31:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 3.7365, loss: 3.7365 +2025-06-10 21:01:11,990 - pyskl - INFO - Epoch [55][3200/3940] lr: 1.763e-02, eta: 1 day, 22:30:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9637, loss_cls: 3.6795, loss: 3.6795 +2025-06-10 21:01:56,446 - pyskl - INFO - Epoch [55][3300/3940] lr: 1.762e-02, eta: 1 day, 22:29:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 3.7041, loss: 3.7041 +2025-06-10 21:02:40,906 - pyskl - INFO - Epoch [55][3400/3940] lr: 1.762e-02, eta: 1 day, 22:28:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9587, loss_cls: 3.7584, loss: 3.7584 +2025-06-10 21:03:25,368 - pyskl - INFO - Epoch [55][3500/3940] lr: 1.761e-02, eta: 1 day, 22:28:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 3.6286, loss: 3.6286 +2025-06-10 21:04:09,812 - pyskl - INFO - Epoch [55][3600/3940] lr: 1.760e-02, eta: 1 day, 22:27:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9600, loss_cls: 3.6571, loss: 3.6571 +2025-06-10 21:04:54,302 - pyskl - INFO - Epoch [55][3700/3940] lr: 1.760e-02, eta: 1 day, 22:26:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 3.7400, loss: 3.7400 +2025-06-10 21:05:38,821 - pyskl - INFO - Epoch [55][3800/3940] lr: 1.759e-02, eta: 1 day, 22:25:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9594, loss_cls: 3.7464, loss: 3.7464 +2025-06-10 21:06:23,367 - pyskl - INFO - Epoch [55][3900/3940] lr: 1.759e-02, eta: 1 day, 22:25:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9637, loss_cls: 3.6854, loss: 3.6854 +2025-06-10 21:06:41,533 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-06-10 21:24:59,745 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 21:25:00,208 - pyskl - INFO - +top1_acc 0.6874 +top5_acc 0.9281 +2025-06-10 21:25:00,228 - pyskl - INFO - Epoch(val) [55][3183] top1_acc: 0.6874, top5_acc: 0.9281 +2025-06-10 21:26:08,854 - pyskl - INFO - Epoch [56][100/3940] lr: 1.758e-02, eta: 1 day, 22:24:12, time: 0.686, data_time: 0.244, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9644, loss_cls: 3.9106, loss: 3.9106 +2025-06-10 21:26:53,078 - pyskl - INFO - Epoch [56][200/3940] lr: 1.757e-02, eta: 1 day, 22:23:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.5903, loss: 3.5903 +2025-06-10 21:27:37,321 - pyskl - INFO - Epoch [56][300/3940] lr: 1.757e-02, eta: 1 day, 22:22:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9731, loss_cls: 3.5709, loss: 3.5709 +2025-06-10 21:28:21,507 - pyskl - INFO - Epoch [56][400/3940] lr: 1.756e-02, eta: 1 day, 22:21:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9606, loss_cls: 3.6260, loss: 3.6260 +2025-06-10 21:29:05,778 - pyskl - INFO - Epoch [56][500/3940] lr: 1.755e-02, eta: 1 day, 22:21:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9644, loss_cls: 3.6279, loss: 3.6279 +2025-06-10 21:29:50,170 - pyskl - INFO - Epoch [56][600/3940] lr: 1.755e-02, eta: 1 day, 22:20:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 3.5878, loss: 3.5878 +2025-06-10 21:30:34,584 - pyskl - INFO - Epoch [56][700/3940] lr: 1.754e-02, eta: 1 day, 22:19:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 3.6157, loss: 3.6157 +2025-06-10 21:31:19,019 - pyskl - INFO - Epoch [56][800/3940] lr: 1.754e-02, eta: 1 day, 22:18:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.5646, loss: 3.5646 +2025-06-10 21:32:03,484 - pyskl - INFO - Epoch [56][900/3940] lr: 1.753e-02, eta: 1 day, 22:18:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 3.6860, loss: 3.6860 +2025-06-10 21:32:48,036 - pyskl - INFO - Epoch [56][1000/3940] lr: 1.752e-02, eta: 1 day, 22:17:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 3.6954, loss: 3.6954 +2025-06-10 21:33:32,552 - pyskl - INFO - Epoch [56][1100/3940] lr: 1.752e-02, eta: 1 day, 22:16:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9656, loss_cls: 3.5021, loss: 3.5021 +2025-06-10 21:34:16,973 - pyskl - INFO - Epoch [56][1200/3940] lr: 1.751e-02, eta: 1 day, 22:15:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 3.5321, loss: 3.5321 +2025-06-10 21:35:01,412 - pyskl - INFO - Epoch [56][1300/3940] lr: 1.751e-02, eta: 1 day, 22:15:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.5256, loss: 3.5256 +2025-06-10 21:35:45,856 - pyskl - INFO - Epoch [56][1400/3940] lr: 1.750e-02, eta: 1 day, 22:14:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9625, loss_cls: 3.5818, loss: 3.5818 +2025-06-10 21:36:30,342 - pyskl - INFO - Epoch [56][1500/3940] lr: 1.749e-02, eta: 1 day, 22:13:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 3.6761, loss: 3.6761 +2025-06-10 21:37:14,862 - pyskl - INFO - Epoch [56][1600/3940] lr: 1.749e-02, eta: 1 day, 22:12:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9606, loss_cls: 3.6434, loss: 3.6434 +2025-06-10 21:37:59,370 - pyskl - INFO - Epoch [56][1700/3940] lr: 1.748e-02, eta: 1 day, 22:12:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 3.5409, loss: 3.5409 +2025-06-10 21:38:43,777 - pyskl - INFO - Epoch [56][1800/3940] lr: 1.747e-02, eta: 1 day, 22:11:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 3.6623, loss: 3.6623 +2025-06-10 21:39:28,173 - pyskl - INFO - Epoch [56][1900/3940] lr: 1.747e-02, eta: 1 day, 22:10:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9613, loss_cls: 3.6638, loss: 3.6638 +2025-06-10 21:40:12,668 - pyskl - INFO - Epoch [56][2000/3940] lr: 1.746e-02, eta: 1 day, 22:09:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 3.7120, loss: 3.7120 +2025-06-10 21:40:57,077 - pyskl - INFO - Epoch [56][2100/3940] lr: 1.746e-02, eta: 1 day, 22:09:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9650, loss_cls: 3.6853, loss: 3.6853 +2025-06-10 21:41:41,526 - pyskl - INFO - Epoch [56][2200/3940] lr: 1.745e-02, eta: 1 day, 22:08:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9587, loss_cls: 3.7177, loss: 3.7177 +2025-06-10 21:42:25,963 - pyskl - INFO - Epoch [56][2300/3940] lr: 1.744e-02, eta: 1 day, 22:07:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9656, loss_cls: 3.6476, loss: 3.6476 +2025-06-10 21:43:10,369 - pyskl - INFO - Epoch [56][2400/3940] lr: 1.744e-02, eta: 1 day, 22:06:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9544, loss_cls: 3.7899, loss: 3.7899 +2025-06-10 21:43:54,801 - pyskl - INFO - Epoch [56][2500/3940] lr: 1.743e-02, eta: 1 day, 22:06:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9637, loss_cls: 3.5609, loss: 3.5609 +2025-06-10 21:44:39,204 - pyskl - INFO - Epoch [56][2600/3940] lr: 1.743e-02, eta: 1 day, 22:05:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9631, loss_cls: 3.6329, loss: 3.6329 +2025-06-10 21:45:23,691 - pyskl - INFO - Epoch [56][2700/3940] lr: 1.742e-02, eta: 1 day, 22:04:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 3.7667, loss: 3.7667 +2025-06-10 21:46:08,227 - pyskl - INFO - Epoch [56][2800/3940] lr: 1.741e-02, eta: 1 day, 22:03:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9675, loss_cls: 3.5980, loss: 3.5980 +2025-06-10 21:46:52,610 - pyskl - INFO - Epoch [56][2900/3940] lr: 1.741e-02, eta: 1 day, 22:03:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 3.6212, loss: 3.6212 +2025-06-10 21:47:37,130 - pyskl - INFO - Epoch [56][3000/3940] lr: 1.740e-02, eta: 1 day, 22:02:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 3.6984, loss: 3.6984 +2025-06-10 21:48:21,539 - pyskl - INFO - Epoch [56][3100/3940] lr: 1.740e-02, eta: 1 day, 22:01:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 3.7096, loss: 3.7096 +2025-06-10 21:49:06,432 - pyskl - INFO - Epoch [56][3200/3940] lr: 1.739e-02, eta: 1 day, 22:00:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 3.6688, loss: 3.6688 +2025-06-10 21:49:51,013 - pyskl - INFO - Epoch [56][3300/3940] lr: 1.738e-02, eta: 1 day, 22:00:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9644, loss_cls: 3.6339, loss: 3.6339 +2025-06-10 21:50:35,621 - pyskl - INFO - Epoch [56][3400/3940] lr: 1.738e-02, eta: 1 day, 21:59:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 3.6036, loss: 3.6036 +2025-06-10 21:51:20,241 - pyskl - INFO - Epoch [56][3500/3940] lr: 1.737e-02, eta: 1 day, 21:58:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9581, loss_cls: 3.7937, loss: 3.7937 +2025-06-10 21:52:04,711 - pyskl - INFO - Epoch [56][3600/3940] lr: 1.736e-02, eta: 1 day, 21:57:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 3.8412, loss: 3.8412 +2025-06-10 21:52:49,178 - pyskl - INFO - Epoch [56][3700/3940] lr: 1.736e-02, eta: 1 day, 21:57:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 3.6716, loss: 3.6716 +2025-06-10 21:53:33,606 - pyskl - INFO - Epoch [56][3800/3940] lr: 1.735e-02, eta: 1 day, 21:56:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9625, loss_cls: 3.6246, loss: 3.6246 +2025-06-10 21:54:18,037 - pyskl - INFO - Epoch [56][3900/3940] lr: 1.735e-02, eta: 1 day, 21:55:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 3.7613, loss: 3.7613 +2025-06-10 21:54:36,230 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-06-10 21:57:57,371 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 21:57:57,838 - pyskl - INFO - +top1_acc 0.7218 +top5_acc 0.9318 +2025-06-10 21:57:57,855 - pyskl - INFO - Epoch(val) [56][3183] top1_acc: 0.7218, top5_acc: 0.9318 +2025-06-10 21:59:07,277 - pyskl - INFO - Epoch [57][100/3940] lr: 1.734e-02, eta: 1 day, 21:54:53, time: 0.694, data_time: 0.251, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9819, loss_cls: 3.4424, loss: 3.4424 +2025-06-10 21:59:51,639 - pyskl - INFO - Epoch [57][200/3940] lr: 1.733e-02, eta: 1 day, 21:54:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 3.6228, loss: 3.6228 +2025-06-10 22:00:35,985 - pyskl - INFO - Epoch [57][300/3940] lr: 1.733e-02, eta: 1 day, 21:53:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.6778, loss: 3.6778 +2025-06-10 22:01:20,370 - pyskl - INFO - Epoch [57][400/3940] lr: 1.732e-02, eta: 1 day, 21:52:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 3.7111, loss: 3.7111 +2025-06-10 22:02:04,754 - pyskl - INFO - Epoch [57][500/3940] lr: 1.731e-02, eta: 1 day, 21:51:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 3.6261, loss: 3.6261 +2025-06-10 22:02:49,400 - pyskl - INFO - Epoch [57][600/3940] lr: 1.731e-02, eta: 1 day, 21:51:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9669, loss_cls: 3.5419, loss: 3.5419 +2025-06-10 22:03:34,184 - pyskl - INFO - Epoch [57][700/3940] lr: 1.730e-02, eta: 1 day, 21:50:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.6753, loss: 3.6753 +2025-06-10 22:04:18,764 - pyskl - INFO - Epoch [57][800/3940] lr: 1.729e-02, eta: 1 day, 21:49:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 3.5694, loss: 3.5694 +2025-06-10 22:05:03,302 - pyskl - INFO - Epoch [57][900/3940] lr: 1.729e-02, eta: 1 day, 21:48:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 3.6299, loss: 3.6299 +2025-06-10 22:05:48,054 - pyskl - INFO - Epoch [57][1000/3940] lr: 1.728e-02, eta: 1 day, 21:48:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9613, loss_cls: 3.7461, loss: 3.7461 +2025-06-10 22:06:32,557 - pyskl - INFO - Epoch [57][1100/3940] lr: 1.728e-02, eta: 1 day, 21:47:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 3.6312, loss: 3.6312 +2025-06-10 22:07:17,045 - pyskl - INFO - Epoch [57][1200/3940] lr: 1.727e-02, eta: 1 day, 21:46:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9681, loss_cls: 3.6787, loss: 3.6787 +2025-06-10 22:08:01,523 - pyskl - INFO - Epoch [57][1300/3940] lr: 1.726e-02, eta: 1 day, 21:45:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 3.8705, loss: 3.8705 +2025-06-10 22:08:46,178 - pyskl - INFO - Epoch [57][1400/3940] lr: 1.726e-02, eta: 1 day, 21:45:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9619, loss_cls: 3.7229, loss: 3.7229 +2025-06-10 22:09:30,645 - pyskl - INFO - Epoch [57][1500/3940] lr: 1.725e-02, eta: 1 day, 21:44:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.4909, loss: 3.4909 +2025-06-10 22:10:15,146 - pyskl - INFO - Epoch [57][1600/3940] lr: 1.725e-02, eta: 1 day, 21:43:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9600, loss_cls: 3.6977, loss: 3.6977 +2025-06-10 22:10:59,706 - pyskl - INFO - Epoch [57][1700/3940] lr: 1.724e-02, eta: 1 day, 21:42:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 3.5281, loss: 3.5281 +2025-06-10 22:11:44,061 - pyskl - INFO - Epoch [57][1800/3940] lr: 1.723e-02, eta: 1 day, 21:42:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9700, loss_cls: 3.6478, loss: 3.6478 +2025-06-10 22:12:28,496 - pyskl - INFO - Epoch [57][1900/3940] lr: 1.723e-02, eta: 1 day, 21:41:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9625, loss_cls: 3.5960, loss: 3.5960 +2025-06-10 22:13:12,918 - pyskl - INFO - Epoch [57][2000/3940] lr: 1.722e-02, eta: 1 day, 21:40:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 3.8308, loss: 3.8308 +2025-06-10 22:13:57,352 - pyskl - INFO - Epoch [57][2100/3940] lr: 1.722e-02, eta: 1 day, 21:39:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 3.7144, loss: 3.7144 +2025-06-10 22:14:41,838 - pyskl - INFO - Epoch [57][2200/3940] lr: 1.721e-02, eta: 1 day, 21:39:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9606, loss_cls: 3.7416, loss: 3.7416 +2025-06-10 22:15:26,294 - pyskl - INFO - Epoch [57][2300/3940] lr: 1.720e-02, eta: 1 day, 21:38:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9619, loss_cls: 3.6214, loss: 3.6214 +2025-06-10 22:16:10,570 - pyskl - INFO - Epoch [57][2400/3940] lr: 1.720e-02, eta: 1 day, 21:37:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 3.5090, loss: 3.5090 +2025-06-10 22:16:54,900 - pyskl - INFO - Epoch [57][2500/3940] lr: 1.719e-02, eta: 1 day, 21:36:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9594, loss_cls: 3.7613, loss: 3.7613 +2025-06-10 22:17:39,214 - pyskl - INFO - Epoch [57][2600/3940] lr: 1.718e-02, eta: 1 day, 21:36:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9600, loss_cls: 3.6335, loss: 3.6335 +2025-06-10 22:18:23,577 - pyskl - INFO - Epoch [57][2700/3940] lr: 1.718e-02, eta: 1 day, 21:35:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9563, loss_cls: 3.7702, loss: 3.7702 +2025-06-10 22:19:07,984 - pyskl - INFO - Epoch [57][2800/3940] lr: 1.717e-02, eta: 1 day, 21:34:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 3.6086, loss: 3.6086 +2025-06-10 22:19:52,385 - pyskl - INFO - Epoch [57][2900/3940] lr: 1.717e-02, eta: 1 day, 21:33:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9663, loss_cls: 3.5471, loss: 3.5471 +2025-06-10 22:20:37,040 - pyskl - INFO - Epoch [57][3000/3940] lr: 1.716e-02, eta: 1 day, 21:33:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 3.6609, loss: 3.6609 +2025-06-10 22:21:21,501 - pyskl - INFO - Epoch [57][3100/3940] lr: 1.715e-02, eta: 1 day, 21:32:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 3.7216, loss: 3.7216 +2025-06-10 22:22:05,904 - pyskl - INFO - Epoch [57][3200/3940] lr: 1.715e-02, eta: 1 day, 21:31:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9569, loss_cls: 3.6744, loss: 3.6744 +2025-06-10 22:22:50,260 - pyskl - INFO - Epoch [57][3300/3940] lr: 1.714e-02, eta: 1 day, 21:30:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 3.7137, loss: 3.7137 +2025-06-10 22:23:34,556 - pyskl - INFO - Epoch [57][3400/3940] lr: 1.713e-02, eta: 1 day, 21:30:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 3.6100, loss: 3.6100 +2025-06-10 22:24:18,870 - pyskl - INFO - Epoch [57][3500/3940] lr: 1.713e-02, eta: 1 day, 21:29:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.5288, loss: 3.5288 +2025-06-10 22:25:03,234 - pyskl - INFO - Epoch [57][3600/3940] lr: 1.712e-02, eta: 1 day, 21:28:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.5796, loss: 3.5796 +2025-06-10 22:25:47,765 - pyskl - INFO - Epoch [57][3700/3940] lr: 1.712e-02, eta: 1 day, 21:27:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.5440, loss: 3.5440 +2025-06-10 22:26:32,110 - pyskl - INFO - Epoch [57][3800/3940] lr: 1.711e-02, eta: 1 day, 21:27:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9594, loss_cls: 3.6900, loss: 3.6900 +2025-06-10 22:27:16,445 - pyskl - INFO - Epoch [57][3900/3940] lr: 1.710e-02, eta: 1 day, 21:26:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 3.4825, loss: 3.4825 +2025-06-10 22:27:34,539 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-06-10 22:30:55,680 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 22:30:56,269 - pyskl - INFO - +top1_acc 0.7095 +top5_acc 0.9302 +2025-06-10 22:30:56,287 - pyskl - INFO - Epoch(val) [57][3183] top1_acc: 0.7095, top5_acc: 0.9302 +2025-06-10 22:32:05,543 - pyskl - INFO - Epoch [58][100/3940] lr: 1.710e-02, eta: 1 day, 21:25:33, time: 0.692, data_time: 0.249, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 3.6596, loss: 3.6596 +2025-06-10 22:32:49,965 - pyskl - INFO - Epoch [58][200/3940] lr: 1.709e-02, eta: 1 day, 21:24:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.4236, loss: 3.4236 +2025-06-10 22:33:34,374 - pyskl - INFO - Epoch [58][300/3940] lr: 1.708e-02, eta: 1 day, 21:24:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 3.5131, loss: 3.5131 +2025-06-10 22:34:18,778 - pyskl - INFO - Epoch [58][400/3940] lr: 1.708e-02, eta: 1 day, 21:23:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9669, loss_cls: 3.6047, loss: 3.6047 +2025-06-10 22:35:03,145 - pyskl - INFO - Epoch [58][500/3940] lr: 1.707e-02, eta: 1 day, 21:22:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.5133, loss: 3.5133 +2025-06-10 22:35:47,631 - pyskl - INFO - Epoch [58][600/3940] lr: 1.706e-02, eta: 1 day, 21:21:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 3.6499, loss: 3.6499 +2025-06-10 22:36:32,052 - pyskl - INFO - Epoch [58][700/3940] lr: 1.706e-02, eta: 1 day, 21:21:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 3.4979, loss: 3.4979 +2025-06-10 22:37:16,456 - pyskl - INFO - Epoch [58][800/3940] lr: 1.705e-02, eta: 1 day, 21:20:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.6370, loss: 3.6370 +2025-06-10 22:38:00,902 - pyskl - INFO - Epoch [58][900/3940] lr: 1.705e-02, eta: 1 day, 21:19:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 3.5295, loss: 3.5295 +2025-06-10 22:38:45,324 - pyskl - INFO - Epoch [58][1000/3940] lr: 1.704e-02, eta: 1 day, 21:18:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 3.8163, loss: 3.8163 +2025-06-10 22:39:29,997 - pyskl - INFO - Epoch [58][1100/3940] lr: 1.703e-02, eta: 1 day, 21:18:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 3.5699, loss: 3.5699 +2025-06-10 22:40:14,531 - pyskl - INFO - Epoch [58][1200/3940] lr: 1.703e-02, eta: 1 day, 21:17:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9644, loss_cls: 3.5119, loss: 3.5119 +2025-06-10 22:40:59,022 - pyskl - INFO - Epoch [58][1300/3940] lr: 1.702e-02, eta: 1 day, 21:16:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9606, loss_cls: 3.5429, loss: 3.5429 +2025-06-10 22:41:43,487 - pyskl - INFO - Epoch [58][1400/3940] lr: 1.701e-02, eta: 1 day, 21:15:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 3.6245, loss: 3.6245 +2025-06-10 22:42:28,000 - pyskl - INFO - Epoch [58][1500/3940] lr: 1.701e-02, eta: 1 day, 21:15:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9650, loss_cls: 3.5382, loss: 3.5382 +2025-06-10 22:43:12,419 - pyskl - INFO - Epoch [58][1600/3940] lr: 1.700e-02, eta: 1 day, 21:14:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 3.6278, loss: 3.6278 +2025-06-10 22:43:56,745 - pyskl - INFO - Epoch [58][1700/3940] lr: 1.700e-02, eta: 1 day, 21:13:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9600, loss_cls: 3.8129, loss: 3.8129 +2025-06-10 22:44:41,110 - pyskl - INFO - Epoch [58][1800/3940] lr: 1.699e-02, eta: 1 day, 21:12:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9563, loss_cls: 3.7738, loss: 3.7738 +2025-06-10 22:45:25,491 - pyskl - INFO - Epoch [58][1900/3940] lr: 1.698e-02, eta: 1 day, 21:12:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.6136, loss: 3.6136 +2025-06-10 22:46:09,896 - pyskl - INFO - Epoch [58][2000/3940] lr: 1.698e-02, eta: 1 day, 21:11:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 3.5675, loss: 3.5675 +2025-06-10 22:46:54,229 - pyskl - INFO - Epoch [58][2100/3940] lr: 1.697e-02, eta: 1 day, 21:10:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 3.8332, loss: 3.8332 +2025-06-10 22:47:38,633 - pyskl - INFO - Epoch [58][2200/3940] lr: 1.697e-02, eta: 1 day, 21:09:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 3.6841, loss: 3.6841 +2025-06-10 22:48:23,150 - pyskl - INFO - Epoch [58][2300/3940] lr: 1.696e-02, eta: 1 day, 21:09:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 3.5686, loss: 3.5686 +2025-06-10 22:49:07,494 - pyskl - INFO - Epoch [58][2400/3940] lr: 1.695e-02, eta: 1 day, 21:08:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 3.4774, loss: 3.4774 +2025-06-10 22:49:51,798 - pyskl - INFO - Epoch [58][2500/3940] lr: 1.695e-02, eta: 1 day, 21:07:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 3.6674, loss: 3.6674 +2025-06-10 22:50:36,158 - pyskl - INFO - Epoch [58][2600/3940] lr: 1.694e-02, eta: 1 day, 21:06:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9563, loss_cls: 3.6495, loss: 3.6495 +2025-06-10 22:51:20,627 - pyskl - INFO - Epoch [58][2700/3940] lr: 1.693e-02, eta: 1 day, 21:06:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9663, loss_cls: 3.5812, loss: 3.5812 +2025-06-10 22:52:05,079 - pyskl - INFO - Epoch [58][2800/3940] lr: 1.693e-02, eta: 1 day, 21:05:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9625, loss_cls: 3.6798, loss: 3.6798 +2025-06-10 22:52:49,546 - pyskl - INFO - Epoch [58][2900/3940] lr: 1.692e-02, eta: 1 day, 21:04:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 3.7194, loss: 3.7194 +2025-06-10 22:53:34,077 - pyskl - INFO - Epoch [58][3000/3940] lr: 1.692e-02, eta: 1 day, 21:03:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.5250, loss: 3.5250 +2025-06-10 22:54:18,548 - pyskl - INFO - Epoch [58][3100/3940] lr: 1.691e-02, eta: 1 day, 21:03:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.6461, loss: 3.6461 +2025-06-10 22:55:02,954 - pyskl - INFO - Epoch [58][3200/3940] lr: 1.690e-02, eta: 1 day, 21:02:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 3.4965, loss: 3.4965 +2025-06-10 22:55:47,331 - pyskl - INFO - Epoch [58][3300/3940] lr: 1.690e-02, eta: 1 day, 21:01:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9619, loss_cls: 3.5448, loss: 3.5448 +2025-06-10 22:56:31,753 - pyskl - INFO - Epoch [58][3400/3940] lr: 1.689e-02, eta: 1 day, 21:00:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9575, loss_cls: 3.7645, loss: 3.7645 +2025-06-10 22:57:16,128 - pyskl - INFO - Epoch [58][3500/3940] lr: 1.688e-02, eta: 1 day, 21:00:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 3.3959, loss: 3.3959 +2025-06-10 22:58:00,483 - pyskl - INFO - Epoch [58][3600/3940] lr: 1.688e-02, eta: 1 day, 20:59:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 3.6581, loss: 3.6581 +2025-06-10 22:58:44,908 - pyskl - INFO - Epoch [58][3700/3940] lr: 1.687e-02, eta: 1 day, 20:58:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 3.6153, loss: 3.6153 +2025-06-10 22:59:29,343 - pyskl - INFO - Epoch [58][3800/3940] lr: 1.687e-02, eta: 1 day, 20:57:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9606, loss_cls: 3.6094, loss: 3.6094 +2025-06-10 23:00:13,740 - pyskl - INFO - Epoch [58][3900/3940] lr: 1.686e-02, eta: 1 day, 20:57:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9625, loss_cls: 3.7609, loss: 3.7609 +2025-06-10 23:00:31,899 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-06-10 23:03:52,871 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 23:03:53,343 - pyskl - INFO - +top1_acc 0.6889 +top5_acc 0.9221 +2025-06-10 23:03:53,360 - pyskl - INFO - Epoch(val) [58][3183] top1_acc: 0.6889, top5_acc: 0.9221 +2025-06-10 23:05:02,659 - pyskl - INFO - Epoch [59][100/3940] lr: 1.685e-02, eta: 1 day, 20:56:12, time: 0.693, data_time: 0.249, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.6208, loss: 3.6208 +2025-06-10 23:05:47,011 - pyskl - INFO - Epoch [59][200/3940] lr: 1.684e-02, eta: 1 day, 20:55:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9712, loss_cls: 3.4836, loss: 3.4836 +2025-06-10 23:06:31,472 - pyskl - INFO - Epoch [59][300/3940] lr: 1.684e-02, eta: 1 day, 20:54:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.5189, loss: 3.5189 +2025-06-10 23:07:15,974 - pyskl - INFO - Epoch [59][400/3940] lr: 1.683e-02, eta: 1 day, 20:53:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 3.6422, loss: 3.6422 +2025-06-10 23:08:00,371 - pyskl - INFO - Epoch [59][500/3940] lr: 1.683e-02, eta: 1 day, 20:53:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 3.6974, loss: 3.6974 +2025-06-10 23:08:44,862 - pyskl - INFO - Epoch [59][600/3940] lr: 1.682e-02, eta: 1 day, 20:52:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9675, loss_cls: 3.5401, loss: 3.5401 +2025-06-10 23:09:29,577 - pyskl - INFO - Epoch [59][700/3940] lr: 1.681e-02, eta: 1 day, 20:51:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 3.5332, loss: 3.5332 +2025-06-10 23:10:14,195 - pyskl - INFO - Epoch [59][800/3940] lr: 1.681e-02, eta: 1 day, 20:50:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9731, loss_cls: 3.5877, loss: 3.5877 +2025-06-10 23:10:58,779 - pyskl - INFO - Epoch [59][900/3940] lr: 1.680e-02, eta: 1 day, 20:50:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9675, loss_cls: 3.6125, loss: 3.6125 +2025-06-10 23:11:43,238 - pyskl - INFO - Epoch [59][1000/3940] lr: 1.679e-02, eta: 1 day, 20:49:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 3.5699, loss: 3.5699 +2025-06-10 23:12:27,790 - pyskl - INFO - Epoch [59][1100/3940] lr: 1.679e-02, eta: 1 day, 20:48:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 3.6190, loss: 3.6190 +2025-06-10 23:13:12,240 - pyskl - INFO - Epoch [59][1200/3940] lr: 1.678e-02, eta: 1 day, 20:47:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 3.7230, loss: 3.7230 +2025-06-10 23:13:56,735 - pyskl - INFO - Epoch [59][1300/3940] lr: 1.678e-02, eta: 1 day, 20:47:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 3.5576, loss: 3.5576 +2025-06-10 23:14:41,097 - pyskl - INFO - Epoch [59][1400/3940] lr: 1.677e-02, eta: 1 day, 20:46:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 3.5588, loss: 3.5588 +2025-06-10 23:15:25,512 - pyskl - INFO - Epoch [59][1500/3940] lr: 1.676e-02, eta: 1 day, 20:45:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 3.5948, loss: 3.5948 +2025-06-10 23:16:09,918 - pyskl - INFO - Epoch [59][1600/3940] lr: 1.676e-02, eta: 1 day, 20:44:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 3.5418, loss: 3.5418 +2025-06-10 23:16:54,375 - pyskl - INFO - Epoch [59][1700/3940] lr: 1.675e-02, eta: 1 day, 20:44:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 3.7129, loss: 3.7129 +2025-06-10 23:17:38,949 - pyskl - INFO - Epoch [59][1800/3940] lr: 1.674e-02, eta: 1 day, 20:43:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9669, loss_cls: 3.6439, loss: 3.6439 +2025-06-10 23:18:23,474 - pyskl - INFO - Epoch [59][1900/3940] lr: 1.674e-02, eta: 1 day, 20:42:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 3.6655, loss: 3.6655 +2025-06-10 23:19:08,025 - pyskl - INFO - Epoch [59][2000/3940] lr: 1.673e-02, eta: 1 day, 20:41:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9525, loss_cls: 3.7410, loss: 3.7410 +2025-06-10 23:19:52,462 - pyskl - INFO - Epoch [59][2100/3940] lr: 1.673e-02, eta: 1 day, 20:41:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.5349, loss: 3.5349 +2025-06-10 23:20:37,081 - pyskl - INFO - Epoch [59][2200/3940] lr: 1.672e-02, eta: 1 day, 20:40:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 3.6453, loss: 3.6453 +2025-06-10 23:21:21,859 - pyskl - INFO - Epoch [59][2300/3940] lr: 1.671e-02, eta: 1 day, 20:39:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 3.6845, loss: 3.6845 +2025-06-10 23:22:06,334 - pyskl - INFO - Epoch [59][2400/3940] lr: 1.671e-02, eta: 1 day, 20:39:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9656, loss_cls: 3.6028, loss: 3.6028 +2025-06-10 23:22:50,867 - pyskl - INFO - Epoch [59][2500/3940] lr: 1.670e-02, eta: 1 day, 20:38:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 3.6290, loss: 3.6290 +2025-06-10 23:23:35,425 - pyskl - INFO - Epoch [59][2600/3940] lr: 1.669e-02, eta: 1 day, 20:37:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9619, loss_cls: 3.7653, loss: 3.7653 +2025-06-10 23:24:19,908 - pyskl - INFO - Epoch [59][2700/3940] lr: 1.669e-02, eta: 1 day, 20:36:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.5242, loss: 3.5242 +2025-06-10 23:25:04,372 - pyskl - INFO - Epoch [59][2800/3940] lr: 1.668e-02, eta: 1 day, 20:36:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 3.6096, loss: 3.6096 +2025-06-10 23:25:48,934 - pyskl - INFO - Epoch [59][2900/3940] lr: 1.668e-02, eta: 1 day, 20:35:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 3.5533, loss: 3.5533 +2025-06-10 23:26:33,468 - pyskl - INFO - Epoch [59][3000/3940] lr: 1.667e-02, eta: 1 day, 20:34:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9637, loss_cls: 3.4825, loss: 3.4825 +2025-06-10 23:27:18,060 - pyskl - INFO - Epoch [59][3100/3940] lr: 1.666e-02, eta: 1 day, 20:33:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9619, loss_cls: 3.5915, loss: 3.5915 +2025-06-10 23:28:02,614 - pyskl - INFO - Epoch [59][3200/3940] lr: 1.666e-02, eta: 1 day, 20:33:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 3.5395, loss: 3.5395 +2025-06-10 23:28:47,238 - pyskl - INFO - Epoch [59][3300/3940] lr: 1.665e-02, eta: 1 day, 20:32:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9625, loss_cls: 3.5222, loss: 3.5222 +2025-06-10 23:29:31,939 - pyskl - INFO - Epoch [59][3400/3940] lr: 1.664e-02, eta: 1 day, 20:31:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 3.5433, loss: 3.5433 +2025-06-10 23:30:16,546 - pyskl - INFO - Epoch [59][3500/3940] lr: 1.664e-02, eta: 1 day, 20:30:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 3.7211, loss: 3.7211 +2025-06-10 23:31:01,007 - pyskl - INFO - Epoch [59][3600/3940] lr: 1.663e-02, eta: 1 day, 20:30:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 3.6085, loss: 3.6085 +2025-06-10 23:31:45,474 - pyskl - INFO - Epoch [59][3700/3940] lr: 1.663e-02, eta: 1 day, 20:29:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9606, loss_cls: 3.6946, loss: 3.6946 +2025-06-10 23:32:29,949 - pyskl - INFO - Epoch [59][3800/3940] lr: 1.662e-02, eta: 1 day, 20:28:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9631, loss_cls: 3.6231, loss: 3.6231 +2025-06-10 23:33:14,446 - pyskl - INFO - Epoch [59][3900/3940] lr: 1.661e-02, eta: 1 day, 20:27:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.6387, loss: 3.6387 +2025-06-10 23:33:32,603 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-06-10 23:36:53,753 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 23:36:54,221 - pyskl - INFO - +top1_acc 0.7251 +top5_acc 0.9358 +2025-06-10 23:36:54,239 - pyskl - INFO - Epoch(val) [59][3183] top1_acc: 0.7251, top5_acc: 0.9358 +2025-06-10 23:38:03,275 - pyskl - INFO - Epoch [60][100/3940] lr: 1.660e-02, eta: 1 day, 20:26:56, time: 0.690, data_time: 0.245, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 3.5788, loss: 3.5788 +2025-06-10 23:38:47,637 - pyskl - INFO - Epoch [60][200/3940] lr: 1.660e-02, eta: 1 day, 20:26:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 3.4128, loss: 3.4128 +2025-06-10 23:39:32,032 - pyskl - INFO - Epoch [60][300/3940] lr: 1.659e-02, eta: 1 day, 20:25:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 3.5332, loss: 3.5332 +2025-06-10 23:40:16,528 - pyskl - INFO - Epoch [60][400/3940] lr: 1.659e-02, eta: 1 day, 20:24:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 3.4916, loss: 3.4916 +2025-06-10 23:41:00,888 - pyskl - INFO - Epoch [60][500/3940] lr: 1.658e-02, eta: 1 day, 20:23:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9644, loss_cls: 3.6098, loss: 3.6098 +2025-06-10 23:41:45,307 - pyskl - INFO - Epoch [60][600/3940] lr: 1.657e-02, eta: 1 day, 20:23:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 3.7133, loss: 3.7133 +2025-06-10 23:42:29,896 - pyskl - INFO - Epoch [60][700/3940] lr: 1.657e-02, eta: 1 day, 20:22:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 3.4132, loss: 3.4132 +2025-06-10 23:43:14,423 - pyskl - INFO - Epoch [60][800/3940] lr: 1.656e-02, eta: 1 day, 20:21:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 3.5810, loss: 3.5810 +2025-06-10 23:43:58,934 - pyskl - INFO - Epoch [60][900/3940] lr: 1.655e-02, eta: 1 day, 20:20:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.5992, loss: 3.5992 +2025-06-10 23:44:43,486 - pyskl - INFO - Epoch [60][1000/3940] lr: 1.655e-02, eta: 1 day, 20:20:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9663, loss_cls: 3.4500, loss: 3.4500 +2025-06-10 23:45:28,071 - pyskl - INFO - Epoch [60][1100/3940] lr: 1.654e-02, eta: 1 day, 20:19:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 3.5566, loss: 3.5566 +2025-06-10 23:46:12,488 - pyskl - INFO - Epoch [60][1200/3940] lr: 1.654e-02, eta: 1 day, 20:18:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.4956, loss: 3.4956 +2025-06-10 23:46:56,836 - pyskl - INFO - Epoch [60][1300/3940] lr: 1.653e-02, eta: 1 day, 20:17:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.6176, loss: 3.6176 +2025-06-10 23:47:41,174 - pyskl - INFO - Epoch [60][1400/3940] lr: 1.652e-02, eta: 1 day, 20:17:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.5752, loss: 3.5752 +2025-06-10 23:48:25,506 - pyskl - INFO - Epoch [60][1500/3940] lr: 1.652e-02, eta: 1 day, 20:16:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.5738, loss: 3.5738 +2025-06-10 23:49:10,003 - pyskl - INFO - Epoch [60][1600/3940] lr: 1.651e-02, eta: 1 day, 20:15:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.5267, loss: 3.5267 +2025-06-10 23:49:54,535 - pyskl - INFO - Epoch [60][1700/3940] lr: 1.650e-02, eta: 1 day, 20:14:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9669, loss_cls: 3.5901, loss: 3.5901 +2025-06-10 23:50:38,980 - pyskl - INFO - Epoch [60][1800/3940] lr: 1.650e-02, eta: 1 day, 20:14:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 3.5801, loss: 3.5801 +2025-06-10 23:51:23,526 - pyskl - INFO - Epoch [60][1900/3940] lr: 1.649e-02, eta: 1 day, 20:13:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 3.6068, loss: 3.6068 +2025-06-10 23:52:08,247 - pyskl - INFO - Epoch [60][2000/3940] lr: 1.649e-02, eta: 1 day, 20:12:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9631, loss_cls: 3.6350, loss: 3.6350 +2025-06-10 23:52:52,646 - pyskl - INFO - Epoch [60][2100/3940] lr: 1.648e-02, eta: 1 day, 20:11:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 3.5313, loss: 3.5313 +2025-06-10 23:53:37,162 - pyskl - INFO - Epoch [60][2200/3940] lr: 1.647e-02, eta: 1 day, 20:11:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9606, loss_cls: 3.6944, loss: 3.6944 +2025-06-10 23:54:21,721 - pyskl - INFO - Epoch [60][2300/3940] lr: 1.647e-02, eta: 1 day, 20:10:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 3.6197, loss: 3.6197 +2025-06-10 23:55:06,290 - pyskl - INFO - Epoch [60][2400/3940] lr: 1.646e-02, eta: 1 day, 20:09:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 3.6993, loss: 3.6993 +2025-06-10 23:55:50,766 - pyskl - INFO - Epoch [60][2500/3940] lr: 1.645e-02, eta: 1 day, 20:08:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9587, loss_cls: 3.6262, loss: 3.6262 +2025-06-10 23:56:35,212 - pyskl - INFO - Epoch [60][2600/3940] lr: 1.645e-02, eta: 1 day, 20:08:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 3.6876, loss: 3.6876 +2025-06-10 23:57:19,619 - pyskl - INFO - Epoch [60][2700/3940] lr: 1.644e-02, eta: 1 day, 20:07:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9688, loss_cls: 3.6184, loss: 3.6184 +2025-06-10 23:58:04,054 - pyskl - INFO - Epoch [60][2800/3940] lr: 1.643e-02, eta: 1 day, 20:06:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 3.6114, loss: 3.6114 +2025-06-10 23:58:48,587 - pyskl - INFO - Epoch [60][2900/3940] lr: 1.643e-02, eta: 1 day, 20:05:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9600, loss_cls: 3.7321, loss: 3.7321 +2025-06-10 23:59:32,925 - pyskl - INFO - Epoch [60][3000/3940] lr: 1.642e-02, eta: 1 day, 20:05:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.5869, loss: 3.5869 +2025-06-11 00:00:17,505 - pyskl - INFO - Epoch [60][3100/3940] lr: 1.642e-02, eta: 1 day, 20:04:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 3.5500, loss: 3.5500 +2025-06-11 00:01:02,203 - pyskl - INFO - Epoch [60][3200/3940] lr: 1.641e-02, eta: 1 day, 20:03:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9663, loss_cls: 3.5117, loss: 3.5117 +2025-06-11 00:01:46,925 - pyskl - INFO - Epoch [60][3300/3940] lr: 1.640e-02, eta: 1 day, 20:03:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 3.5805, loss: 3.5805 +2025-06-11 00:02:31,416 - pyskl - INFO - Epoch [60][3400/3940] lr: 1.640e-02, eta: 1 day, 20:02:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9637, loss_cls: 3.5869, loss: 3.5869 +2025-06-11 00:03:15,844 - pyskl - INFO - Epoch [60][3500/3940] lr: 1.639e-02, eta: 1 day, 20:01:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9606, loss_cls: 3.5146, loss: 3.5146 +2025-06-11 00:04:00,242 - pyskl - INFO - Epoch [60][3600/3940] lr: 1.638e-02, eta: 1 day, 20:00:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9606, loss_cls: 3.6280, loss: 3.6280 +2025-06-11 00:04:44,690 - pyskl - INFO - Epoch [60][3700/3940] lr: 1.638e-02, eta: 1 day, 20:00:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.6295, loss: 3.6295 +2025-06-11 00:05:29,076 - pyskl - INFO - Epoch [60][3800/3940] lr: 1.637e-02, eta: 1 day, 19:59:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.5525, loss: 3.5525 +2025-06-11 00:06:13,541 - pyskl - INFO - Epoch [60][3900/3940] lr: 1.637e-02, eta: 1 day, 19:58:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9644, loss_cls: 3.5685, loss: 3.5685 +2025-06-11 00:06:31,632 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-06-11 00:25:47,442 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 00:25:48,048 - pyskl - INFO - +top1_acc 0.7212 +top5_acc 0.9407 +2025-06-11 00:25:48,065 - pyskl - INFO - Epoch(val) [60][3183] top1_acc: 0.7212, top5_acc: 0.9407 +2025-06-11 00:26:57,132 - pyskl - INFO - Epoch [61][100/3940] lr: 1.636e-02, eta: 1 day, 19:57:37, time: 0.691, data_time: 0.247, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9587, loss_cls: 3.6714, loss: 3.6714 +2025-06-11 00:27:41,503 - pyskl - INFO - Epoch [61][200/3940] lr: 1.635e-02, eta: 1 day, 19:56:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 3.5917, loss: 3.5917 +2025-06-11 00:28:25,843 - pyskl - INFO - Epoch [61][300/3940] lr: 1.634e-02, eta: 1 day, 19:56:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 3.4745, loss: 3.4745 +2025-06-11 00:29:10,138 - pyskl - INFO - Epoch [61][400/3940] lr: 1.634e-02, eta: 1 day, 19:55:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9619, loss_cls: 3.6598, loss: 3.6598 +2025-06-11 00:29:54,424 - pyskl - INFO - Epoch [61][500/3940] lr: 1.633e-02, eta: 1 day, 19:54:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 3.5473, loss: 3.5473 +2025-06-11 00:30:38,823 - pyskl - INFO - Epoch [61][600/3940] lr: 1.632e-02, eta: 1 day, 19:53:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 3.4592, loss: 3.4592 +2025-06-11 00:31:23,163 - pyskl - INFO - Epoch [61][700/3940] lr: 1.632e-02, eta: 1 day, 19:53:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9644, loss_cls: 3.5326, loss: 3.5326 +2025-06-11 00:32:07,552 - pyskl - INFO - Epoch [61][800/3940] lr: 1.631e-02, eta: 1 day, 19:52:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 3.5744, loss: 3.5744 +2025-06-11 00:32:51,911 - pyskl - INFO - Epoch [61][900/3940] lr: 1.631e-02, eta: 1 day, 19:51:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9738, loss_cls: 3.5612, loss: 3.5612 +2025-06-11 00:33:36,343 - pyskl - INFO - Epoch [61][1000/3940] lr: 1.630e-02, eta: 1 day, 19:50:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9712, loss_cls: 3.6141, loss: 3.6141 +2025-06-11 00:34:20,839 - pyskl - INFO - Epoch [61][1100/3940] lr: 1.629e-02, eta: 1 day, 19:50:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 3.5471, loss: 3.5471 +2025-06-11 00:35:05,171 - pyskl - INFO - Epoch [61][1200/3940] lr: 1.629e-02, eta: 1 day, 19:49:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 3.6747, loss: 3.6747 +2025-06-11 00:35:49,485 - pyskl - INFO - Epoch [61][1300/3940] lr: 1.628e-02, eta: 1 day, 19:48:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 3.6014, loss: 3.6014 +2025-06-11 00:36:33,835 - pyskl - INFO - Epoch [61][1400/3940] lr: 1.627e-02, eta: 1 day, 19:47:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.6122, loss: 3.6122 +2025-06-11 00:37:18,199 - pyskl - INFO - Epoch [61][1500/3940] lr: 1.627e-02, eta: 1 day, 19:47:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 3.6303, loss: 3.6303 +2025-06-11 00:38:02,578 - pyskl - INFO - Epoch [61][1600/3940] lr: 1.626e-02, eta: 1 day, 19:46:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 3.5131, loss: 3.5131 +2025-06-11 00:38:46,913 - pyskl - INFO - Epoch [61][1700/3940] lr: 1.626e-02, eta: 1 day, 19:45:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 3.5470, loss: 3.5470 +2025-06-11 00:39:31,270 - pyskl - INFO - Epoch [61][1800/3940] lr: 1.625e-02, eta: 1 day, 19:44:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 3.5840, loss: 3.5840 +2025-06-11 00:40:15,644 - pyskl - INFO - Epoch [61][1900/3940] lr: 1.624e-02, eta: 1 day, 19:44:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 3.4938, loss: 3.4938 +2025-06-11 00:40:59,967 - pyskl - INFO - Epoch [61][2000/3940] lr: 1.624e-02, eta: 1 day, 19:43:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 3.5856, loss: 3.5856 +2025-06-11 00:41:44,422 - pyskl - INFO - Epoch [61][2100/3940] lr: 1.623e-02, eta: 1 day, 19:42:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9650, loss_cls: 3.6120, loss: 3.6120 +2025-06-11 00:42:28,820 - pyskl - INFO - Epoch [61][2200/3940] lr: 1.622e-02, eta: 1 day, 19:41:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9644, loss_cls: 3.6354, loss: 3.6354 +2025-06-11 00:43:13,241 - pyskl - INFO - Epoch [61][2300/3940] lr: 1.622e-02, eta: 1 day, 19:41:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9663, loss_cls: 3.5820, loss: 3.5820 +2025-06-11 00:43:57,634 - pyskl - INFO - Epoch [61][2400/3940] lr: 1.621e-02, eta: 1 day, 19:40:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.5997, loss: 3.5997 +2025-06-11 00:44:42,082 - pyskl - INFO - Epoch [61][2500/3940] lr: 1.620e-02, eta: 1 day, 19:39:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.4935, loss: 3.4935 +2025-06-11 00:45:26,527 - pyskl - INFO - Epoch [61][2600/3940] lr: 1.620e-02, eta: 1 day, 19:38:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9531, loss_cls: 3.6718, loss: 3.6718 +2025-06-11 00:46:11,147 - pyskl - INFO - Epoch [61][2700/3940] lr: 1.619e-02, eta: 1 day, 19:38:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 3.6458, loss: 3.6458 +2025-06-11 00:46:55,766 - pyskl - INFO - Epoch [61][2800/3940] lr: 1.619e-02, eta: 1 day, 19:37:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.5972, loss: 3.5972 +2025-06-11 00:47:40,417 - pyskl - INFO - Epoch [61][2900/3940] lr: 1.618e-02, eta: 1 day, 19:36:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9637, loss_cls: 3.6723, loss: 3.6723 +2025-06-11 00:48:25,013 - pyskl - INFO - Epoch [61][3000/3940] lr: 1.617e-02, eta: 1 day, 19:35:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 3.5690, loss: 3.5690 +2025-06-11 00:49:09,632 - pyskl - INFO - Epoch [61][3100/3940] lr: 1.617e-02, eta: 1 day, 19:35:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.5264, loss: 3.5264 +2025-06-11 00:49:54,082 - pyskl - INFO - Epoch [61][3200/3940] lr: 1.616e-02, eta: 1 day, 19:34:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 3.5708, loss: 3.5708 +2025-06-11 00:50:38,590 - pyskl - INFO - Epoch [61][3300/3940] lr: 1.615e-02, eta: 1 day, 19:33:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9575, loss_cls: 3.8205, loss: 3.8205 +2025-06-11 00:51:23,034 - pyskl - INFO - Epoch [61][3400/3940] lr: 1.615e-02, eta: 1 day, 19:32:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9556, loss_cls: 3.7303, loss: 3.7303 +2025-06-11 00:52:07,403 - pyskl - INFO - Epoch [61][3500/3940] lr: 1.614e-02, eta: 1 day, 19:32:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 3.5938, loss: 3.5938 +2025-06-11 00:52:51,777 - pyskl - INFO - Epoch [61][3600/3940] lr: 1.613e-02, eta: 1 day, 19:31:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 3.7096, loss: 3.7096 +2025-06-11 00:53:36,048 - pyskl - INFO - Epoch [61][3700/3940] lr: 1.613e-02, eta: 1 day, 19:30:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 3.6159, loss: 3.6159 +2025-06-11 00:54:20,356 - pyskl - INFO - Epoch [61][3800/3940] lr: 1.612e-02, eta: 1 day, 19:29:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 3.5453, loss: 3.5453 +2025-06-11 00:55:04,679 - pyskl - INFO - Epoch [61][3900/3940] lr: 1.612e-02, eta: 1 day, 19:29:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9619, loss_cls: 3.6433, loss: 3.6433 +2025-06-11 00:55:22,785 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-06-11 00:58:43,895 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 00:58:44,356 - pyskl - INFO - +top1_acc 0.7521 +top5_acc 0.9509 +2025-06-11 00:58:44,407 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_49.pth was removed +2025-06-11 00:58:45,450 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_61.pth. +2025-06-11 00:58:45,452 - pyskl - INFO - Best top1_acc is 0.7521 at 61 epoch. +2025-06-11 00:58:45,469 - pyskl - INFO - Epoch(val) [61][3183] top1_acc: 0.7521, top5_acc: 0.9509 +2025-06-11 00:59:55,042 - pyskl - INFO - Epoch [62][100/3940] lr: 1.611e-02, eta: 1 day, 19:28:16, time: 0.696, data_time: 0.253, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 3.4616, loss: 3.4616 +2025-06-11 01:00:39,460 - pyskl - INFO - Epoch [62][200/3940] lr: 1.610e-02, eta: 1 day, 19:27:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 3.5560, loss: 3.5560 +2025-06-11 01:01:23,821 - pyskl - INFO - Epoch [62][300/3940] lr: 1.609e-02, eta: 1 day, 19:26:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 3.5743, loss: 3.5743 +2025-06-11 01:02:08,233 - pyskl - INFO - Epoch [62][400/3940] lr: 1.609e-02, eta: 1 day, 19:26:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 3.6341, loss: 3.6341 +2025-06-11 01:02:52,525 - pyskl - INFO - Epoch [62][500/3940] lr: 1.608e-02, eta: 1 day, 19:25:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 3.5895, loss: 3.5895 +2025-06-11 01:03:36,921 - pyskl - INFO - Epoch [62][600/3940] lr: 1.607e-02, eta: 1 day, 19:24:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 3.5002, loss: 3.5002 +2025-06-11 01:04:21,456 - pyskl - INFO - Epoch [62][700/3940] lr: 1.607e-02, eta: 1 day, 19:23:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 3.5833, loss: 3.5833 +2025-06-11 01:05:05,966 - pyskl - INFO - Epoch [62][800/3940] lr: 1.606e-02, eta: 1 day, 19:23:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.4816, loss: 3.4816 +2025-06-11 01:05:50,447 - pyskl - INFO - Epoch [62][900/3940] lr: 1.606e-02, eta: 1 day, 19:22:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 3.4814, loss: 3.4814 +2025-06-11 01:06:35,206 - pyskl - INFO - Epoch [62][1000/3940] lr: 1.605e-02, eta: 1 day, 19:21:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9681, loss_cls: 3.4167, loss: 3.4167 +2025-06-11 01:07:19,778 - pyskl - INFO - Epoch [62][1100/3940] lr: 1.604e-02, eta: 1 day, 19:20:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.5161, loss: 3.5161 +2025-06-11 01:08:03,993 - pyskl - INFO - Epoch [62][1200/3940] lr: 1.604e-02, eta: 1 day, 19:20:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.4997, loss: 3.4997 +2025-06-11 01:08:48,172 - pyskl - INFO - Epoch [62][1300/3940] lr: 1.603e-02, eta: 1 day, 19:19:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 3.4940, loss: 3.4940 +2025-06-11 01:09:32,309 - pyskl - INFO - Epoch [62][1400/3940] lr: 1.602e-02, eta: 1 day, 19:18:31, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9644, loss_cls: 3.4838, loss: 3.4838 +2025-06-11 01:10:16,466 - pyskl - INFO - Epoch [62][1500/3940] lr: 1.602e-02, eta: 1 day, 19:17:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 3.5730, loss: 3.5730 +2025-06-11 01:11:00,608 - pyskl - INFO - Epoch [62][1600/3940] lr: 1.601e-02, eta: 1 day, 19:17:00, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.5389, loss: 3.5389 +2025-06-11 01:11:45,478 - pyskl - INFO - Epoch [62][1700/3940] lr: 1.600e-02, eta: 1 day, 19:16:16, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 3.5514, loss: 3.5514 +2025-06-11 01:12:30,237 - pyskl - INFO - Epoch [62][1800/3940] lr: 1.600e-02, eta: 1 day, 19:15:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9619, loss_cls: 3.6823, loss: 3.6823 +2025-06-11 01:13:14,782 - pyskl - INFO - Epoch [62][1900/3940] lr: 1.599e-02, eta: 1 day, 19:14:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 3.4164, loss: 3.4164 +2025-06-11 01:13:59,403 - pyskl - INFO - Epoch [62][2000/3940] lr: 1.599e-02, eta: 1 day, 19:14:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9637, loss_cls: 3.5316, loss: 3.5316 +2025-06-11 01:14:44,043 - pyskl - INFO - Epoch [62][2100/3940] lr: 1.598e-02, eta: 1 day, 19:13:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9663, loss_cls: 3.5555, loss: 3.5555 +2025-06-11 01:15:28,652 - pyskl - INFO - Epoch [62][2200/3940] lr: 1.597e-02, eta: 1 day, 19:12:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.5194, loss: 3.5194 +2025-06-11 01:16:12,926 - pyskl - INFO - Epoch [62][2300/3940] lr: 1.597e-02, eta: 1 day, 19:11:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9769, loss_cls: 3.5162, loss: 3.5162 +2025-06-11 01:16:57,352 - pyskl - INFO - Epoch [62][2400/3940] lr: 1.596e-02, eta: 1 day, 19:11:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9619, loss_cls: 3.5047, loss: 3.5047 +2025-06-11 01:17:41,948 - pyskl - INFO - Epoch [62][2500/3940] lr: 1.595e-02, eta: 1 day, 19:10:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9681, loss_cls: 3.5452, loss: 3.5452 +2025-06-11 01:18:26,874 - pyskl - INFO - Epoch [62][2600/3940] lr: 1.595e-02, eta: 1 day, 19:09:34, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 3.6760, loss: 3.6760 +2025-06-11 01:19:12,025 - pyskl - INFO - Epoch [62][2700/3940] lr: 1.594e-02, eta: 1 day, 19:08:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9556, loss_cls: 3.7186, loss: 3.7186 +2025-06-11 01:19:56,755 - pyskl - INFO - Epoch [62][2800/3940] lr: 1.593e-02, eta: 1 day, 19:08:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.4446, loss: 3.4446 +2025-06-11 01:20:41,507 - pyskl - INFO - Epoch [62][2900/3940] lr: 1.593e-02, eta: 1 day, 19:07:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 3.6433, loss: 3.6433 +2025-06-11 01:21:25,963 - pyskl - INFO - Epoch [62][3000/3940] lr: 1.592e-02, eta: 1 day, 19:06:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 3.4875, loss: 3.4875 +2025-06-11 01:22:10,469 - pyskl - INFO - Epoch [62][3100/3940] lr: 1.592e-02, eta: 1 day, 19:05:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.5977, loss: 3.5977 +2025-06-11 01:22:55,386 - pyskl - INFO - Epoch [62][3200/3940] lr: 1.591e-02, eta: 1 day, 19:05:07, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9613, loss_cls: 3.7999, loss: 3.7999 +2025-06-11 01:23:40,090 - pyskl - INFO - Epoch [62][3300/3940] lr: 1.590e-02, eta: 1 day, 19:04:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9619, loss_cls: 3.5828, loss: 3.5828 +2025-06-11 01:24:24,414 - pyskl - INFO - Epoch [62][3400/3940] lr: 1.590e-02, eta: 1 day, 19:03:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 3.6193, loss: 3.6193 +2025-06-11 01:25:08,914 - pyskl - INFO - Epoch [62][3500/3940] lr: 1.589e-02, eta: 1 day, 19:02:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 3.5575, loss: 3.5575 +2025-06-11 01:25:53,246 - pyskl - INFO - Epoch [62][3600/3940] lr: 1.588e-02, eta: 1 day, 19:02:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9619, loss_cls: 3.7520, loss: 3.7520 +2025-06-11 01:26:37,458 - pyskl - INFO - Epoch [62][3700/3940] lr: 1.588e-02, eta: 1 day, 19:01:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9694, loss_cls: 3.6317, loss: 3.6317 +2025-06-11 01:27:22,055 - pyskl - INFO - Epoch [62][3800/3940] lr: 1.587e-02, eta: 1 day, 19:00:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9637, loss_cls: 3.4604, loss: 3.4604 +2025-06-11 01:28:06,263 - pyskl - INFO - Epoch [62][3900/3940] lr: 1.586e-02, eta: 1 day, 18:59:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9594, loss_cls: 3.6401, loss: 3.6401 +2025-06-11 01:28:24,494 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-06-11 01:31:47,209 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 01:31:47,919 - pyskl - INFO - +top1_acc 0.6887 +top5_acc 0.9161 +2025-06-11 01:31:47,945 - pyskl - INFO - Epoch(val) [62][3183] top1_acc: 0.6887, top5_acc: 0.9161 +2025-06-11 01:32:57,357 - pyskl - INFO - Epoch [63][100/3940] lr: 1.586e-02, eta: 1 day, 18:58:59, time: 0.694, data_time: 0.250, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 3.6626, loss: 3.6626 +2025-06-11 01:33:41,581 - pyskl - INFO - Epoch [63][200/3940] lr: 1.585e-02, eta: 1 day, 18:58:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 3.3125, loss: 3.3125 +2025-06-11 01:34:25,774 - pyskl - INFO - Epoch [63][300/3940] lr: 1.584e-02, eta: 1 day, 18:57:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.4050, loss: 3.4050 +2025-06-11 01:35:09,960 - pyskl - INFO - Epoch [63][400/3940] lr: 1.584e-02, eta: 1 day, 18:56:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9637, loss_cls: 3.4200, loss: 3.4200 +2025-06-11 01:35:54,303 - pyskl - INFO - Epoch [63][500/3940] lr: 1.583e-02, eta: 1 day, 18:55:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.5424, loss: 3.5424 +2025-06-11 01:36:38,703 - pyskl - INFO - Epoch [63][600/3940] lr: 1.582e-02, eta: 1 day, 18:55:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 3.4303, loss: 3.4303 +2025-06-11 01:37:23,477 - pyskl - INFO - Epoch [63][700/3940] lr: 1.582e-02, eta: 1 day, 18:54:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 3.5564, loss: 3.5564 +2025-06-11 01:38:08,042 - pyskl - INFO - Epoch [63][800/3940] lr: 1.581e-02, eta: 1 day, 18:53:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 3.5100, loss: 3.5100 +2025-06-11 01:38:52,442 - pyskl - INFO - Epoch [63][900/3940] lr: 1.580e-02, eta: 1 day, 18:52:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9663, loss_cls: 3.5115, loss: 3.5115 +2025-06-11 01:39:36,848 - pyskl - INFO - Epoch [63][1000/3940] lr: 1.580e-02, eta: 1 day, 18:52:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 3.4542, loss: 3.4542 +2025-06-11 01:40:21,195 - pyskl - INFO - Epoch [63][1100/3940] lr: 1.579e-02, eta: 1 day, 18:51:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.4684, loss: 3.4684 +2025-06-11 01:41:05,397 - pyskl - INFO - Epoch [63][1200/3940] lr: 1.578e-02, eta: 1 day, 18:50:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9669, loss_cls: 3.5568, loss: 3.5568 +2025-06-11 01:41:49,709 - pyskl - INFO - Epoch [63][1300/3940] lr: 1.578e-02, eta: 1 day, 18:49:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9669, loss_cls: 3.5369, loss: 3.5369 +2025-06-11 01:42:33,876 - pyskl - INFO - Epoch [63][1400/3940] lr: 1.577e-02, eta: 1 day, 18:49:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 3.4607, loss: 3.4607 +2025-06-11 01:43:18,023 - pyskl - INFO - Epoch [63][1500/3940] lr: 1.577e-02, eta: 1 day, 18:48:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 3.4085, loss: 3.4085 +2025-06-11 01:44:02,306 - pyskl - INFO - Epoch [63][1600/3940] lr: 1.576e-02, eta: 1 day, 18:47:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9650, loss_cls: 3.6262, loss: 3.6262 +2025-06-11 01:44:46,612 - pyskl - INFO - Epoch [63][1700/3940] lr: 1.575e-02, eta: 1 day, 18:46:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 3.7408, loss: 3.7408 +2025-06-11 01:45:30,896 - pyskl - INFO - Epoch [63][1800/3940] lr: 1.575e-02, eta: 1 day, 18:46:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.5315, loss: 3.5315 +2025-06-11 01:46:15,140 - pyskl - INFO - Epoch [63][1900/3940] lr: 1.574e-02, eta: 1 day, 18:45:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 3.5439, loss: 3.5439 +2025-06-11 01:46:59,403 - pyskl - INFO - Epoch [63][2000/3940] lr: 1.573e-02, eta: 1 day, 18:44:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9625, loss_cls: 3.5744, loss: 3.5744 +2025-06-11 01:47:43,710 - pyskl - INFO - Epoch [63][2100/3940] lr: 1.573e-02, eta: 1 day, 18:43:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9669, loss_cls: 3.4846, loss: 3.4846 +2025-06-11 01:48:28,016 - pyskl - INFO - Epoch [63][2200/3940] lr: 1.572e-02, eta: 1 day, 18:43:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9637, loss_cls: 3.6737, loss: 3.6737 +2025-06-11 01:49:12,196 - pyskl - INFO - Epoch [63][2300/3940] lr: 1.571e-02, eta: 1 day, 18:42:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.5508, loss: 3.5508 +2025-06-11 01:49:56,385 - pyskl - INFO - Epoch [63][2400/3940] lr: 1.571e-02, eta: 1 day, 18:41:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9775, loss_cls: 3.5581, loss: 3.5581 +2025-06-11 01:50:40,702 - pyskl - INFO - Epoch [63][2500/3940] lr: 1.570e-02, eta: 1 day, 18:40:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9663, loss_cls: 3.5330, loss: 3.5330 +2025-06-11 01:51:25,059 - pyskl - INFO - Epoch [63][2600/3940] lr: 1.569e-02, eta: 1 day, 18:40:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9663, loss_cls: 3.5274, loss: 3.5274 +2025-06-11 01:52:09,453 - pyskl - INFO - Epoch [63][2700/3940] lr: 1.569e-02, eta: 1 day, 18:39:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 3.5091, loss: 3.5091 +2025-06-11 01:52:53,689 - pyskl - INFO - Epoch [63][2800/3940] lr: 1.568e-02, eta: 1 day, 18:38:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 3.5261, loss: 3.5261 +2025-06-11 01:53:38,047 - pyskl - INFO - Epoch [63][2900/3940] lr: 1.568e-02, eta: 1 day, 18:37:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 3.4692, loss: 3.4692 +2025-06-11 01:54:22,333 - pyskl - INFO - Epoch [63][3000/3940] lr: 1.567e-02, eta: 1 day, 18:37:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 3.7485, loss: 3.7485 +2025-06-11 01:55:06,706 - pyskl - INFO - Epoch [63][3100/3940] lr: 1.566e-02, eta: 1 day, 18:36:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 3.5987, loss: 3.5987 +2025-06-11 01:55:50,975 - pyskl - INFO - Epoch [63][3200/3940] lr: 1.566e-02, eta: 1 day, 18:35:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9631, loss_cls: 3.5991, loss: 3.5991 +2025-06-11 01:56:35,345 - pyskl - INFO - Epoch [63][3300/3940] lr: 1.565e-02, eta: 1 day, 18:34:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 3.5490, loss: 3.5490 +2025-06-11 01:57:19,728 - pyskl - INFO - Epoch [63][3400/3940] lr: 1.564e-02, eta: 1 day, 18:34:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 3.6233, loss: 3.6233 +2025-06-11 01:58:04,037 - pyskl - INFO - Epoch [63][3500/3940] lr: 1.564e-02, eta: 1 day, 18:33:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 3.5056, loss: 3.5056 +2025-06-11 01:58:48,265 - pyskl - INFO - Epoch [63][3600/3940] lr: 1.563e-02, eta: 1 day, 18:32:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 3.4768, loss: 3.4768 +2025-06-11 01:59:32,527 - pyskl - INFO - Epoch [63][3700/3940] lr: 1.562e-02, eta: 1 day, 18:31:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.4530, loss: 3.4530 +2025-06-11 02:00:16,793 - pyskl - INFO - Epoch [63][3800/3940] lr: 1.562e-02, eta: 1 day, 18:31:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 3.4264, loss: 3.4264 +2025-06-11 02:01:01,016 - pyskl - INFO - Epoch [63][3900/3940] lr: 1.561e-02, eta: 1 day, 18:30:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9575, loss_cls: 3.5828, loss: 3.5828 +2025-06-11 02:01:19,016 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-06-11 02:04:40,406 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 02:04:40,876 - pyskl - INFO - +top1_acc 0.7252 +top5_acc 0.9349 +2025-06-11 02:04:40,894 - pyskl - INFO - Epoch(val) [63][3183] top1_acc: 0.7252, top5_acc: 0.9349 +2025-06-11 02:05:50,112 - pyskl - INFO - Epoch [64][100/3940] lr: 1.560e-02, eta: 1 day, 18:29:32, time: 0.692, data_time: 0.249, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9775, loss_cls: 3.5606, loss: 3.5606 +2025-06-11 02:06:34,524 - pyskl - INFO - Epoch [64][200/3940] lr: 1.560e-02, eta: 1 day, 18:28:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9700, loss_cls: 3.6894, loss: 3.6894 +2025-06-11 02:07:18,870 - pyskl - INFO - Epoch [64][300/3940] lr: 1.559e-02, eta: 1 day, 18:28:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.4113, loss: 3.4113 +2025-06-11 02:08:03,270 - pyskl - INFO - Epoch [64][400/3940] lr: 1.558e-02, eta: 1 day, 18:27:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9706, loss_cls: 3.4986, loss: 3.4986 +2025-06-11 02:08:47,620 - pyskl - INFO - Epoch [64][500/3940] lr: 1.558e-02, eta: 1 day, 18:26:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 3.5245, loss: 3.5245 +2025-06-11 02:09:31,981 - pyskl - INFO - Epoch [64][600/3940] lr: 1.557e-02, eta: 1 day, 18:25:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 3.4226, loss: 3.4226 +2025-06-11 02:10:16,701 - pyskl - INFO - Epoch [64][700/3940] lr: 1.556e-02, eta: 1 day, 18:25:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 3.4794, loss: 3.4794 +2025-06-11 02:11:01,270 - pyskl - INFO - Epoch [64][800/3940] lr: 1.556e-02, eta: 1 day, 18:24:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9631, loss_cls: 3.5219, loss: 3.5219 +2025-06-11 02:11:45,806 - pyskl - INFO - Epoch [64][900/3940] lr: 1.555e-02, eta: 1 day, 18:23:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.5516, loss: 3.5516 +2025-06-11 02:12:30,213 - pyskl - INFO - Epoch [64][1000/3940] lr: 1.554e-02, eta: 1 day, 18:22:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 3.5903, loss: 3.5903 +2025-06-11 02:13:14,632 - pyskl - INFO - Epoch [64][1100/3940] lr: 1.554e-02, eta: 1 day, 18:22:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.5701, loss: 3.5701 +2025-06-11 02:13:59,154 - pyskl - INFO - Epoch [64][1200/3940] lr: 1.553e-02, eta: 1 day, 18:21:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 3.4059, loss: 3.4059 +2025-06-11 02:14:43,409 - pyskl - INFO - Epoch [64][1300/3940] lr: 1.552e-02, eta: 1 day, 18:20:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9644, loss_cls: 3.6029, loss: 3.6029 +2025-06-11 02:15:27,790 - pyskl - INFO - Epoch [64][1400/3940] lr: 1.552e-02, eta: 1 day, 18:19:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 3.4263, loss: 3.4263 +2025-06-11 02:16:12,198 - pyskl - INFO - Epoch [64][1500/3940] lr: 1.551e-02, eta: 1 day, 18:19:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 3.6333, loss: 3.6333 +2025-06-11 02:16:56,656 - pyskl - INFO - Epoch [64][1600/3940] lr: 1.551e-02, eta: 1 day, 18:18:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9650, loss_cls: 3.6420, loss: 3.6420 +2025-06-11 02:17:40,997 - pyskl - INFO - Epoch [64][1700/3940] lr: 1.550e-02, eta: 1 day, 18:17:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 3.5335, loss: 3.5335 +2025-06-11 02:18:25,359 - pyskl - INFO - Epoch [64][1800/3940] lr: 1.549e-02, eta: 1 day, 18:16:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 3.5155, loss: 3.5155 +2025-06-11 02:19:09,781 - pyskl - INFO - Epoch [64][1900/3940] lr: 1.549e-02, eta: 1 day, 18:16:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9600, loss_cls: 3.4989, loss: 3.4989 +2025-06-11 02:19:54,177 - pyskl - INFO - Epoch [64][2000/3940] lr: 1.548e-02, eta: 1 day, 18:15:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9600, loss_cls: 3.6705, loss: 3.6705 +2025-06-11 02:20:38,589 - pyskl - INFO - Epoch [64][2100/3940] lr: 1.547e-02, eta: 1 day, 18:14:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 3.5384, loss: 3.5384 +2025-06-11 02:21:22,983 - pyskl - INFO - Epoch [64][2200/3940] lr: 1.547e-02, eta: 1 day, 18:13:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 3.4868, loss: 3.4868 +2025-06-11 02:22:07,421 - pyskl - INFO - Epoch [64][2300/3940] lr: 1.546e-02, eta: 1 day, 18:13:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 3.5128, loss: 3.5128 +2025-06-11 02:22:51,787 - pyskl - INFO - Epoch [64][2400/3940] lr: 1.545e-02, eta: 1 day, 18:12:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.4908, loss: 3.4908 +2025-06-11 02:23:36,182 - pyskl - INFO - Epoch [64][2500/3940] lr: 1.545e-02, eta: 1 day, 18:11:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 3.5098, loss: 3.5098 +2025-06-11 02:24:20,663 - pyskl - INFO - Epoch [64][2600/3940] lr: 1.544e-02, eta: 1 day, 18:10:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 3.4665, loss: 3.4665 +2025-06-11 02:25:05,112 - pyskl - INFO - Epoch [64][2700/3940] lr: 1.543e-02, eta: 1 day, 18:10:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9625, loss_cls: 3.5451, loss: 3.5451 +2025-06-11 02:25:49,910 - pyskl - INFO - Epoch [64][2800/3940] lr: 1.543e-02, eta: 1 day, 18:09:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 3.6495, loss: 3.6495 +2025-06-11 02:26:34,388 - pyskl - INFO - Epoch [64][2900/3940] lr: 1.542e-02, eta: 1 day, 18:08:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 3.5578, loss: 3.5578 +2025-06-11 02:27:18,859 - pyskl - INFO - Epoch [64][3000/3940] lr: 1.542e-02, eta: 1 day, 18:07:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 3.4897, loss: 3.4897 +2025-06-11 02:28:03,270 - pyskl - INFO - Epoch [64][3100/3940] lr: 1.541e-02, eta: 1 day, 18:07:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 3.6260, loss: 3.6260 +2025-06-11 02:28:47,588 - pyskl - INFO - Epoch [64][3200/3940] lr: 1.540e-02, eta: 1 day, 18:06:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 3.5458, loss: 3.5458 +2025-06-11 02:29:31,894 - pyskl - INFO - Epoch [64][3300/3940] lr: 1.540e-02, eta: 1 day, 18:05:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 3.5509, loss: 3.5509 +2025-06-11 02:30:16,300 - pyskl - INFO - Epoch [64][3400/3940] lr: 1.539e-02, eta: 1 day, 18:04:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 3.3673, loss: 3.3673 +2025-06-11 02:31:00,559 - pyskl - INFO - Epoch [64][3500/3940] lr: 1.538e-02, eta: 1 day, 18:04:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9669, loss_cls: 3.4928, loss: 3.4928 +2025-06-11 02:31:44,863 - pyskl - INFO - Epoch [64][3600/3940] lr: 1.538e-02, eta: 1 day, 18:03:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.5452, loss: 3.5452 +2025-06-11 02:32:29,315 - pyskl - INFO - Epoch [64][3700/3940] lr: 1.537e-02, eta: 1 day, 18:02:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 3.6324, loss: 3.6324 +2025-06-11 02:33:13,744 - pyskl - INFO - Epoch [64][3800/3940] lr: 1.536e-02, eta: 1 day, 18:01:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9619, loss_cls: 3.6540, loss: 3.6540 +2025-06-11 02:33:58,151 - pyskl - INFO - Epoch [64][3900/3940] lr: 1.536e-02, eta: 1 day, 18:01:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 3.3788, loss: 3.3788 +2025-06-11 02:34:16,324 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-06-11 02:37:37,320 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 02:37:37,794 - pyskl - INFO - +top1_acc 0.7446 +top5_acc 0.9427 +2025-06-11 02:37:37,812 - pyskl - INFO - Epoch(val) [64][3183] top1_acc: 0.7446, top5_acc: 0.9427 +2025-06-11 02:38:46,807 - pyskl - INFO - Epoch [65][100/3940] lr: 1.535e-02, eta: 1 day, 18:00:11, time: 0.690, data_time: 0.247, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 3.6935, loss: 3.6935 +2025-06-11 02:39:31,072 - pyskl - INFO - Epoch [65][200/3940] lr: 1.534e-02, eta: 1 day, 17:59:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 3.5333, loss: 3.5333 +2025-06-11 02:40:15,530 - pyskl - INFO - Epoch [65][300/3940] lr: 1.534e-02, eta: 1 day, 17:58:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 3.5449, loss: 3.5449 +2025-06-11 02:40:59,884 - pyskl - INFO - Epoch [65][400/3940] lr: 1.533e-02, eta: 1 day, 17:57:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 3.5119, loss: 3.5119 +2025-06-11 02:41:44,285 - pyskl - INFO - Epoch [65][500/3940] lr: 1.532e-02, eta: 1 day, 17:57:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 3.3401, loss: 3.3401 +2025-06-11 02:42:28,695 - pyskl - INFO - Epoch [65][600/3940] lr: 1.532e-02, eta: 1 day, 17:56:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.4498, loss: 3.4498 +2025-06-11 02:43:13,360 - pyskl - INFO - Epoch [65][700/3940] lr: 1.531e-02, eta: 1 day, 17:55:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 3.4126, loss: 3.4126 +2025-06-11 02:43:57,943 - pyskl - INFO - Epoch [65][800/3940] lr: 1.530e-02, eta: 1 day, 17:54:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 3.5700, loss: 3.5700 +2025-06-11 02:44:42,485 - pyskl - INFO - Epoch [65][900/3940] lr: 1.530e-02, eta: 1 day, 17:54:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 3.4713, loss: 3.4713 +2025-06-11 02:45:26,960 - pyskl - INFO - Epoch [65][1000/3940] lr: 1.529e-02, eta: 1 day, 17:53:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9806, loss_cls: 3.3969, loss: 3.3969 +2025-06-11 02:46:11,486 - pyskl - INFO - Epoch [65][1100/3940] lr: 1.528e-02, eta: 1 day, 17:52:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.5579, loss: 3.5579 +2025-06-11 02:46:56,064 - pyskl - INFO - Epoch [65][1200/3940] lr: 1.528e-02, eta: 1 day, 17:51:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 3.5998, loss: 3.5998 +2025-06-11 02:47:40,613 - pyskl - INFO - Epoch [65][1300/3940] lr: 1.527e-02, eta: 1 day, 17:51:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 3.4288, loss: 3.4288 +2025-06-11 02:48:25,076 - pyskl - INFO - Epoch [65][1400/3940] lr: 1.526e-02, eta: 1 day, 17:50:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9656, loss_cls: 3.5208, loss: 3.5208 +2025-06-11 02:49:09,525 - pyskl - INFO - Epoch [65][1500/3940] lr: 1.526e-02, eta: 1 day, 17:49:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 3.5545, loss: 3.5545 +2025-06-11 02:49:53,910 - pyskl - INFO - Epoch [65][1600/3940] lr: 1.525e-02, eta: 1 day, 17:48:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9594, loss_cls: 3.5755, loss: 3.5755 +2025-06-11 02:50:38,312 - pyskl - INFO - Epoch [65][1700/3940] lr: 1.524e-02, eta: 1 day, 17:48:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 3.5300, loss: 3.5300 +2025-06-11 02:51:22,781 - pyskl - INFO - Epoch [65][1800/3940] lr: 1.524e-02, eta: 1 day, 17:47:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 3.4336, loss: 3.4336 +2025-06-11 02:52:07,163 - pyskl - INFO - Epoch [65][1900/3940] lr: 1.523e-02, eta: 1 day, 17:46:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.4951, loss: 3.4951 +2025-06-11 02:52:51,554 - pyskl - INFO - Epoch [65][2000/3940] lr: 1.522e-02, eta: 1 day, 17:45:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9581, loss_cls: 3.6236, loss: 3.6236 +2025-06-11 02:53:36,035 - pyskl - INFO - Epoch [65][2100/3940] lr: 1.522e-02, eta: 1 day, 17:45:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 3.4774, loss: 3.4774 +2025-06-11 02:54:20,514 - pyskl - INFO - Epoch [65][2200/3940] lr: 1.521e-02, eta: 1 day, 17:44:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.5781, loss: 3.5781 +2025-06-11 02:55:04,951 - pyskl - INFO - Epoch [65][2300/3940] lr: 1.521e-02, eta: 1 day, 17:43:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9619, loss_cls: 3.5802, loss: 3.5802 +2025-06-11 02:55:49,407 - pyskl - INFO - Epoch [65][2400/3940] lr: 1.520e-02, eta: 1 day, 17:42:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9663, loss_cls: 3.4557, loss: 3.4557 +2025-06-11 02:56:33,840 - pyskl - INFO - Epoch [65][2500/3940] lr: 1.519e-02, eta: 1 day, 17:42:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 3.4679, loss: 3.4679 +2025-06-11 02:57:18,346 - pyskl - INFO - Epoch [65][2600/3940] lr: 1.519e-02, eta: 1 day, 17:41:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9675, loss_cls: 3.4743, loss: 3.4743 +2025-06-11 02:58:02,757 - pyskl - INFO - Epoch [65][2700/3940] lr: 1.518e-02, eta: 1 day, 17:40:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.5107, loss: 3.5107 +2025-06-11 02:58:47,205 - pyskl - INFO - Epoch [65][2800/3940] lr: 1.517e-02, eta: 1 day, 17:39:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 3.5163, loss: 3.5163 +2025-06-11 02:59:31,572 - pyskl - INFO - Epoch [65][2900/3940] lr: 1.517e-02, eta: 1 day, 17:39:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.3664, loss: 3.3664 +2025-06-11 03:00:15,949 - pyskl - INFO - Epoch [65][3000/3940] lr: 1.516e-02, eta: 1 day, 17:38:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9694, loss_cls: 3.3974, loss: 3.3974 +2025-06-11 03:01:00,303 - pyskl - INFO - Epoch [65][3100/3940] lr: 1.515e-02, eta: 1 day, 17:37:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 3.5672, loss: 3.5672 +2025-06-11 03:01:44,624 - pyskl - INFO - Epoch [65][3200/3940] lr: 1.515e-02, eta: 1 day, 17:36:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 3.5119, loss: 3.5119 +2025-06-11 03:02:29,337 - pyskl - INFO - Epoch [65][3300/3940] lr: 1.514e-02, eta: 1 day, 17:36:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 3.6106, loss: 3.6106 +2025-06-11 03:03:13,638 - pyskl - INFO - Epoch [65][3400/3940] lr: 1.513e-02, eta: 1 day, 17:35:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.4721, loss: 3.4721 +2025-06-11 03:03:58,175 - pyskl - INFO - Epoch [65][3500/3940] lr: 1.513e-02, eta: 1 day, 17:34:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 3.5043, loss: 3.5043 +2025-06-11 03:04:42,965 - pyskl - INFO - Epoch [65][3600/3940] lr: 1.512e-02, eta: 1 day, 17:34:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 3.4893, loss: 3.4893 +2025-06-11 03:05:27,379 - pyskl - INFO - Epoch [65][3700/3940] lr: 1.511e-02, eta: 1 day, 17:33:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.4594, loss: 3.4594 +2025-06-11 03:06:11,629 - pyskl - INFO - Epoch [65][3800/3940] lr: 1.511e-02, eta: 1 day, 17:32:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 3.5445, loss: 3.5445 +2025-06-11 03:06:55,888 - pyskl - INFO - Epoch [65][3900/3940] lr: 1.510e-02, eta: 1 day, 17:31:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.4986, loss: 3.4986 +2025-06-11 03:07:14,003 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-06-11 03:25:20,801 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 03:25:21,300 - pyskl - INFO - +top1_acc 0.6937 +top5_acc 0.9108 +2025-06-11 03:25:21,321 - pyskl - INFO - Epoch(val) [65][3183] top1_acc: 0.6937, top5_acc: 0.9108 +2025-06-11 03:26:30,830 - pyskl - INFO - Epoch [66][100/3940] lr: 1.509e-02, eta: 1 day, 17:30:52, time: 0.695, data_time: 0.246, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9681, loss_cls: 3.5551, loss: 3.5551 +2025-06-11 03:27:15,413 - pyskl - INFO - Epoch [66][200/3940] lr: 1.509e-02, eta: 1 day, 17:30:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 3.4358, loss: 3.4358 +2025-06-11 03:27:59,694 - pyskl - INFO - Epoch [66][300/3940] lr: 1.508e-02, eta: 1 day, 17:29:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 3.3583, loss: 3.3583 +2025-06-11 03:28:44,142 - pyskl - INFO - Epoch [66][400/3940] lr: 1.507e-02, eta: 1 day, 17:28:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 3.5259, loss: 3.5259 +2025-06-11 03:29:28,618 - pyskl - INFO - Epoch [66][500/3940] lr: 1.507e-02, eta: 1 day, 17:27:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9650, loss_cls: 3.5256, loss: 3.5256 +2025-06-11 03:30:13,079 - pyskl - INFO - Epoch [66][600/3940] lr: 1.506e-02, eta: 1 day, 17:27:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 3.3907, loss: 3.3907 +2025-06-11 03:30:57,484 - pyskl - INFO - Epoch [66][700/3940] lr: 1.505e-02, eta: 1 day, 17:26:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9675, loss_cls: 3.5635, loss: 3.5635 +2025-06-11 03:31:41,887 - pyskl - INFO - Epoch [66][800/3940] lr: 1.505e-02, eta: 1 day, 17:25:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.4257, loss: 3.4257 +2025-06-11 03:32:26,206 - pyskl - INFO - Epoch [66][900/3940] lr: 1.504e-02, eta: 1 day, 17:24:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 3.3248, loss: 3.3248 +2025-06-11 03:33:10,429 - pyskl - INFO - Epoch [66][1000/3940] lr: 1.503e-02, eta: 1 day, 17:24:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.5203, loss: 3.5203 +2025-06-11 03:33:54,606 - pyskl - INFO - Epoch [66][1100/3940] lr: 1.503e-02, eta: 1 day, 17:23:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.3824, loss: 3.3824 +2025-06-11 03:34:38,978 - pyskl - INFO - Epoch [66][1200/3940] lr: 1.502e-02, eta: 1 day, 17:22:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9675, loss_cls: 3.4692, loss: 3.4692 +2025-06-11 03:35:23,419 - pyskl - INFO - Epoch [66][1300/3940] lr: 1.501e-02, eta: 1 day, 17:21:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 3.6281, loss: 3.6281 +2025-06-11 03:36:07,952 - pyskl - INFO - Epoch [66][1400/3940] lr: 1.501e-02, eta: 1 day, 17:21:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9625, loss_cls: 3.4390, loss: 3.4390 +2025-06-11 03:36:52,434 - pyskl - INFO - Epoch [66][1500/3940] lr: 1.500e-02, eta: 1 day, 17:20:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 3.4086, loss: 3.4086 +2025-06-11 03:37:37,003 - pyskl - INFO - Epoch [66][1600/3940] lr: 1.499e-02, eta: 1 day, 17:19:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 3.3771, loss: 3.3771 +2025-06-11 03:38:21,487 - pyskl - INFO - Epoch [66][1700/3940] lr: 1.499e-02, eta: 1 day, 17:18:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.4798, loss: 3.4798 +2025-06-11 03:39:06,009 - pyskl - INFO - Epoch [66][1800/3940] lr: 1.498e-02, eta: 1 day, 17:18:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 3.5741, loss: 3.5741 +2025-06-11 03:39:50,472 - pyskl - INFO - Epoch [66][1900/3940] lr: 1.498e-02, eta: 1 day, 17:17:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 3.5653, loss: 3.5653 +2025-06-11 03:40:34,946 - pyskl - INFO - Epoch [66][2000/3940] lr: 1.497e-02, eta: 1 day, 17:16:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 3.3990, loss: 3.3990 +2025-06-11 03:41:19,398 - pyskl - INFO - Epoch [66][2100/3940] lr: 1.496e-02, eta: 1 day, 17:15:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 3.3812, loss: 3.3812 +2025-06-11 03:42:03,843 - pyskl - INFO - Epoch [66][2200/3940] lr: 1.496e-02, eta: 1 day, 17:15:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.4767, loss: 3.4767 +2025-06-11 03:42:48,362 - pyskl - INFO - Epoch [66][2300/3940] lr: 1.495e-02, eta: 1 day, 17:14:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 3.4222, loss: 3.4222 +2025-06-11 03:43:32,999 - pyskl - INFO - Epoch [66][2400/3940] lr: 1.494e-02, eta: 1 day, 17:13:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 3.4876, loss: 3.4876 +2025-06-11 03:44:17,648 - pyskl - INFO - Epoch [66][2500/3940] lr: 1.494e-02, eta: 1 day, 17:12:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 3.5066, loss: 3.5066 +2025-06-11 03:45:02,449 - pyskl - INFO - Epoch [66][2600/3940] lr: 1.493e-02, eta: 1 day, 17:12:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9625, loss_cls: 3.4799, loss: 3.4799 +2025-06-11 03:45:46,925 - pyskl - INFO - Epoch [66][2700/3940] lr: 1.492e-02, eta: 1 day, 17:11:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.5152, loss: 3.5152 +2025-06-11 03:46:31,313 - pyskl - INFO - Epoch [66][2800/3940] lr: 1.492e-02, eta: 1 day, 17:10:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 3.4677, loss: 3.4677 +2025-06-11 03:47:16,006 - pyskl - INFO - Epoch [66][2900/3940] lr: 1.491e-02, eta: 1 day, 17:09:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9694, loss_cls: 3.4043, loss: 3.4043 +2025-06-11 03:48:00,544 - pyskl - INFO - Epoch [66][3000/3940] lr: 1.490e-02, eta: 1 day, 17:09:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.3996, loss: 3.3996 +2025-06-11 03:48:44,878 - pyskl - INFO - Epoch [66][3100/3940] lr: 1.490e-02, eta: 1 day, 17:08:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.3782, loss: 3.3782 +2025-06-11 03:49:29,243 - pyskl - INFO - Epoch [66][3200/3940] lr: 1.489e-02, eta: 1 day, 17:07:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9619, loss_cls: 3.5102, loss: 3.5102 +2025-06-11 03:50:13,704 - pyskl - INFO - Epoch [66][3300/3940] lr: 1.488e-02, eta: 1 day, 17:06:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.3275, loss: 3.3275 +2025-06-11 03:50:58,256 - pyskl - INFO - Epoch [66][3400/3940] lr: 1.488e-02, eta: 1 day, 17:06:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 3.5839, loss: 3.5839 +2025-06-11 03:51:42,771 - pyskl - INFO - Epoch [66][3500/3940] lr: 1.487e-02, eta: 1 day, 17:05:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.6458, loss: 3.6458 +2025-06-11 03:52:27,179 - pyskl - INFO - Epoch [66][3600/3940] lr: 1.486e-02, eta: 1 day, 17:04:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9637, loss_cls: 3.6105, loss: 3.6105 +2025-06-11 03:53:11,552 - pyskl - INFO - Epoch [66][3700/3940] lr: 1.486e-02, eta: 1 day, 17:03:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9625, loss_cls: 3.5743, loss: 3.5743 +2025-06-11 03:53:55,900 - pyskl - INFO - Epoch [66][3800/3940] lr: 1.485e-02, eta: 1 day, 17:03:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 3.5880, loss: 3.5880 +2025-06-11 03:54:40,314 - pyskl - INFO - Epoch [66][3900/3940] lr: 1.484e-02, eta: 1 day, 17:02:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9637, loss_cls: 3.5878, loss: 3.5878 +2025-06-11 03:54:58,491 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-06-11 03:58:19,787 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 03:58:20,253 - pyskl - INFO - +top1_acc 0.7706 +top5_acc 0.9521 +2025-06-11 03:58:20,305 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_61.pth was removed +2025-06-11 03:58:21,339 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_66.pth. +2025-06-11 03:58:21,341 - pyskl - INFO - Best top1_acc is 0.7706 at 66 epoch. +2025-06-11 03:58:21,357 - pyskl - INFO - Epoch(val) [66][3183] top1_acc: 0.7706, top5_acc: 0.9521 +2025-06-11 03:59:31,062 - pyskl - INFO - Epoch [67][100/3940] lr: 1.484e-02, eta: 1 day, 17:01:34, time: 0.697, data_time: 0.253, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9731, loss_cls: 3.2610, loss: 3.2610 +2025-06-11 04:00:15,455 - pyskl - INFO - Epoch [67][200/3940] lr: 1.483e-02, eta: 1 day, 17:00:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 3.2900, loss: 3.2900 +2025-06-11 04:00:59,943 - pyskl - INFO - Epoch [67][300/3940] lr: 1.482e-02, eta: 1 day, 17:00:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.3702, loss: 3.3702 +2025-06-11 04:01:44,337 - pyskl - INFO - Epoch [67][400/3940] lr: 1.482e-02, eta: 1 day, 16:59:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 3.3779, loss: 3.3779 +2025-06-11 04:02:28,840 - pyskl - INFO - Epoch [67][500/3940] lr: 1.481e-02, eta: 1 day, 16:58:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 3.5074, loss: 3.5074 +2025-06-11 04:03:13,331 - pyskl - INFO - Epoch [67][600/3940] lr: 1.480e-02, eta: 1 day, 16:57:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.2769, loss: 3.2769 +2025-06-11 04:03:57,999 - pyskl - INFO - Epoch [67][700/3940] lr: 1.480e-02, eta: 1 day, 16:57:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 3.4073, loss: 3.4073 +2025-06-11 04:04:42,863 - pyskl - INFO - Epoch [67][800/3940] lr: 1.479e-02, eta: 1 day, 16:56:20, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 3.5160, loss: 3.5160 +2025-06-11 04:05:27,594 - pyskl - INFO - Epoch [67][900/3940] lr: 1.478e-02, eta: 1 day, 16:55:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 3.5921, loss: 3.5921 +2025-06-11 04:06:12,079 - pyskl - INFO - Epoch [67][1000/3940] lr: 1.478e-02, eta: 1 day, 16:54:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.4991, loss: 3.4991 +2025-06-11 04:06:56,667 - pyskl - INFO - Epoch [67][1100/3940] lr: 1.477e-02, eta: 1 day, 16:54:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 3.4221, loss: 3.4221 +2025-06-11 04:07:41,052 - pyskl - INFO - Epoch [67][1200/3940] lr: 1.476e-02, eta: 1 day, 16:53:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9606, loss_cls: 3.5163, loss: 3.5163 +2025-06-11 04:08:25,431 - pyskl - INFO - Epoch [67][1300/3940] lr: 1.476e-02, eta: 1 day, 16:52:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.3756, loss: 3.3756 +2025-06-11 04:09:09,800 - pyskl - INFO - Epoch [67][1400/3940] lr: 1.475e-02, eta: 1 day, 16:51:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.4262, loss: 3.4262 +2025-06-11 04:09:54,213 - pyskl - INFO - Epoch [67][1500/3940] lr: 1.474e-02, eta: 1 day, 16:51:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 3.3507, loss: 3.3507 +2025-06-11 04:10:38,740 - pyskl - INFO - Epoch [67][1600/3940] lr: 1.474e-02, eta: 1 day, 16:50:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9694, loss_cls: 3.4525, loss: 3.4525 +2025-06-11 04:11:23,131 - pyskl - INFO - Epoch [67][1700/3940] lr: 1.473e-02, eta: 1 day, 16:49:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 3.5519, loss: 3.5519 +2025-06-11 04:12:07,485 - pyskl - INFO - Epoch [67][1800/3940] lr: 1.472e-02, eta: 1 day, 16:48:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.3924, loss: 3.3924 +2025-06-11 04:12:51,804 - pyskl - INFO - Epoch [67][1900/3940] lr: 1.472e-02, eta: 1 day, 16:48:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9775, loss_cls: 3.5421, loss: 3.5421 +2025-06-11 04:13:36,168 - pyskl - INFO - Epoch [67][2000/3940] lr: 1.471e-02, eta: 1 day, 16:47:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 3.3946, loss: 3.3946 +2025-06-11 04:14:20,480 - pyskl - INFO - Epoch [67][2100/3940] lr: 1.471e-02, eta: 1 day, 16:46:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9625, loss_cls: 3.5114, loss: 3.5114 +2025-06-11 04:15:04,837 - pyskl - INFO - Epoch [67][2200/3940] lr: 1.470e-02, eta: 1 day, 16:45:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 3.4751, loss: 3.4751 +2025-06-11 04:15:49,206 - pyskl - INFO - Epoch [67][2300/3940] lr: 1.469e-02, eta: 1 day, 16:45:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.5187, loss: 3.5187 +2025-06-11 04:16:33,633 - pyskl - INFO - Epoch [67][2400/3940] lr: 1.469e-02, eta: 1 day, 16:44:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9669, loss_cls: 3.4554, loss: 3.4554 +2025-06-11 04:17:18,068 - pyskl - INFO - Epoch [67][2500/3940] lr: 1.468e-02, eta: 1 day, 16:43:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 3.6104, loss: 3.6104 +2025-06-11 04:18:02,682 - pyskl - INFO - Epoch [67][2600/3940] lr: 1.467e-02, eta: 1 day, 16:42:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 3.4906, loss: 3.4906 +2025-06-11 04:18:47,267 - pyskl - INFO - Epoch [67][2700/3940] lr: 1.467e-02, eta: 1 day, 16:42:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9631, loss_cls: 3.4435, loss: 3.4435 +2025-06-11 04:19:31,927 - pyskl - INFO - Epoch [67][2800/3940] lr: 1.466e-02, eta: 1 day, 16:41:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 3.5399, loss: 3.5399 +2025-06-11 04:20:16,650 - pyskl - INFO - Epoch [67][2900/3940] lr: 1.465e-02, eta: 1 day, 16:40:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9631, loss_cls: 3.5591, loss: 3.5591 +2025-06-11 04:21:01,239 - pyskl - INFO - Epoch [67][3000/3940] lr: 1.465e-02, eta: 1 day, 16:39:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9644, loss_cls: 3.3378, loss: 3.3378 +2025-06-11 04:21:45,710 - pyskl - INFO - Epoch [67][3100/3940] lr: 1.464e-02, eta: 1 day, 16:39:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 3.4086, loss: 3.4086 +2025-06-11 04:22:30,176 - pyskl - INFO - Epoch [67][3200/3940] lr: 1.463e-02, eta: 1 day, 16:38:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9700, loss_cls: 3.4006, loss: 3.4006 +2025-06-11 04:23:14,594 - pyskl - INFO - Epoch [67][3300/3940] lr: 1.463e-02, eta: 1 day, 16:37:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.5798, loss: 3.5798 +2025-06-11 04:23:59,057 - pyskl - INFO - Epoch [67][3400/3940] lr: 1.462e-02, eta: 1 day, 16:36:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 3.1785, loss: 3.1785 +2025-06-11 04:24:43,858 - pyskl - INFO - Epoch [67][3500/3940] lr: 1.461e-02, eta: 1 day, 16:36:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 3.4325, loss: 3.4325 +2025-06-11 04:25:28,318 - pyskl - INFO - Epoch [67][3600/3940] lr: 1.461e-02, eta: 1 day, 16:35:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 3.6498, loss: 3.6498 +2025-06-11 04:26:12,967 - pyskl - INFO - Epoch [67][3700/3940] lr: 1.460e-02, eta: 1 day, 16:34:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 3.4297, loss: 3.4297 +2025-06-11 04:26:57,310 - pyskl - INFO - Epoch [67][3800/3940] lr: 1.459e-02, eta: 1 day, 16:33:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9681, loss_cls: 3.4792, loss: 3.4792 +2025-06-11 04:27:41,735 - pyskl - INFO - Epoch [67][3900/3940] lr: 1.459e-02, eta: 1 day, 16:33:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 3.4915, loss: 3.4915 +2025-06-11 04:27:59,797 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-06-11 04:31:20,559 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 04:31:21,031 - pyskl - INFO - +top1_acc 0.7331 +top5_acc 0.9453 +2025-06-11 04:31:21,049 - pyskl - INFO - Epoch(val) [67][3183] top1_acc: 0.7331, top5_acc: 0.9453 +2025-06-11 04:32:30,266 - pyskl - INFO - Epoch [68][100/3940] lr: 1.458e-02, eta: 1 day, 16:32:16, time: 0.692, data_time: 0.247, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 3.2459, loss: 3.2459 +2025-06-11 04:33:14,591 - pyskl - INFO - Epoch [68][200/3940] lr: 1.457e-02, eta: 1 day, 16:31:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 3.2657, loss: 3.2657 +2025-06-11 04:33:58,929 - pyskl - INFO - Epoch [68][300/3940] lr: 1.457e-02, eta: 1 day, 16:30:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 3.2610, loss: 3.2610 +2025-06-11 04:34:43,309 - pyskl - INFO - Epoch [68][400/3940] lr: 1.456e-02, eta: 1 day, 16:30:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9681, loss_cls: 3.5080, loss: 3.5080 +2025-06-11 04:35:27,640 - pyskl - INFO - Epoch [68][500/3940] lr: 1.455e-02, eta: 1 day, 16:29:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9606, loss_cls: 3.6997, loss: 3.6997 +2025-06-11 04:36:11,982 - pyskl - INFO - Epoch [68][600/3940] lr: 1.455e-02, eta: 1 day, 16:28:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 3.4114, loss: 3.4114 +2025-06-11 04:36:56,481 - pyskl - INFO - Epoch [68][700/3940] lr: 1.454e-02, eta: 1 day, 16:27:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 3.5264, loss: 3.5264 +2025-06-11 04:37:41,029 - pyskl - INFO - Epoch [68][800/3940] lr: 1.453e-02, eta: 1 day, 16:27:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 3.3409, loss: 3.3409 +2025-06-11 04:38:25,404 - pyskl - INFO - Epoch [68][900/3940] lr: 1.453e-02, eta: 1 day, 16:26:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 3.3959, loss: 3.3959 +2025-06-11 04:39:09,877 - pyskl - INFO - Epoch [68][1000/3940] lr: 1.452e-02, eta: 1 day, 16:25:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.4898, loss: 3.4898 +2025-06-11 04:39:54,531 - pyskl - INFO - Epoch [68][1100/3940] lr: 1.451e-02, eta: 1 day, 16:24:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9706, loss_cls: 3.3960, loss: 3.3960 +2025-06-11 04:40:39,138 - pyskl - INFO - Epoch [68][1200/3940] lr: 1.451e-02, eta: 1 day, 16:24:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 3.3759, loss: 3.3759 +2025-06-11 04:41:23,686 - pyskl - INFO - Epoch [68][1300/3940] lr: 1.450e-02, eta: 1 day, 16:23:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.5210, loss: 3.5210 +2025-06-11 04:42:08,237 - pyskl - INFO - Epoch [68][1400/3940] lr: 1.449e-02, eta: 1 day, 16:22:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9631, loss_cls: 3.5267, loss: 3.5267 +2025-06-11 04:42:52,609 - pyskl - INFO - Epoch [68][1500/3940] lr: 1.449e-02, eta: 1 day, 16:21:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9669, loss_cls: 3.5652, loss: 3.5652 +2025-06-11 04:43:37,056 - pyskl - INFO - Epoch [68][1600/3940] lr: 1.448e-02, eta: 1 day, 16:21:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 3.4808, loss: 3.4808 +2025-06-11 04:44:21,423 - pyskl - INFO - Epoch [68][1700/3940] lr: 1.447e-02, eta: 1 day, 16:20:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9656, loss_cls: 3.5575, loss: 3.5575 +2025-06-11 04:45:05,910 - pyskl - INFO - Epoch [68][1800/3940] lr: 1.447e-02, eta: 1 day, 16:19:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 3.4180, loss: 3.4180 +2025-06-11 04:45:50,662 - pyskl - INFO - Epoch [68][1900/3940] lr: 1.446e-02, eta: 1 day, 16:18:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.5796, loss: 3.5796 +2025-06-11 04:46:35,186 - pyskl - INFO - Epoch [68][2000/3940] lr: 1.445e-02, eta: 1 day, 16:18:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 3.6135, loss: 3.6135 +2025-06-11 04:47:19,630 - pyskl - INFO - Epoch [68][2100/3940] lr: 1.445e-02, eta: 1 day, 16:17:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 3.3866, loss: 3.3866 +2025-06-11 04:48:04,100 - pyskl - INFO - Epoch [68][2200/3940] lr: 1.444e-02, eta: 1 day, 16:16:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.4410, loss: 3.4410 +2025-06-11 04:48:48,511 - pyskl - INFO - Epoch [68][2300/3940] lr: 1.443e-02, eta: 1 day, 16:15:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9625, loss_cls: 3.4928, loss: 3.4928 +2025-06-11 04:49:33,175 - pyskl - INFO - Epoch [68][2400/3940] lr: 1.443e-02, eta: 1 day, 16:15:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 3.6099, loss: 3.6099 +2025-06-11 04:50:17,765 - pyskl - INFO - Epoch [68][2500/3940] lr: 1.442e-02, eta: 1 day, 16:14:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 3.3953, loss: 3.3953 +2025-06-11 04:51:02,436 - pyskl - INFO - Epoch [68][2600/3940] lr: 1.441e-02, eta: 1 day, 16:13:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 3.5214, loss: 3.5214 +2025-06-11 04:51:47,052 - pyskl - INFO - Epoch [68][2700/3940] lr: 1.441e-02, eta: 1 day, 16:12:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.4231, loss: 3.4231 +2025-06-11 04:52:31,642 - pyskl - INFO - Epoch [68][2800/3940] lr: 1.440e-02, eta: 1 day, 16:12:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 3.3821, loss: 3.3821 +2025-06-11 04:53:16,194 - pyskl - INFO - Epoch [68][2900/3940] lr: 1.439e-02, eta: 1 day, 16:11:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 3.6070, loss: 3.6070 +2025-06-11 04:54:00,929 - pyskl - INFO - Epoch [68][3000/3940] lr: 1.439e-02, eta: 1 day, 16:10:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 3.5096, loss: 3.5096 +2025-06-11 04:54:45,487 - pyskl - INFO - Epoch [68][3100/3940] lr: 1.438e-02, eta: 1 day, 16:09:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 3.3340, loss: 3.3340 +2025-06-11 04:55:29,951 - pyskl - INFO - Epoch [68][3200/3940] lr: 1.437e-02, eta: 1 day, 16:09:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9631, loss_cls: 3.6129, loss: 3.6129 +2025-06-11 04:56:14,453 - pyskl - INFO - Epoch [68][3300/3940] lr: 1.437e-02, eta: 1 day, 16:08:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.5283, loss: 3.5283 +2025-06-11 04:56:58,999 - pyskl - INFO - Epoch [68][3400/3940] lr: 1.436e-02, eta: 1 day, 16:07:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.4755, loss: 3.4755 +2025-06-11 04:57:43,566 - pyskl - INFO - Epoch [68][3500/3940] lr: 1.436e-02, eta: 1 day, 16:06:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9663, loss_cls: 3.6488, loss: 3.6488 +2025-06-11 04:58:27,968 - pyskl - INFO - Epoch [68][3600/3940] lr: 1.435e-02, eta: 1 day, 16:06:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 3.2682, loss: 3.2682 +2025-06-11 04:59:12,321 - pyskl - INFO - Epoch [68][3700/3940] lr: 1.434e-02, eta: 1 day, 16:05:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9569, loss_cls: 3.5526, loss: 3.5526 +2025-06-11 04:59:56,710 - pyskl - INFO - Epoch [68][3800/3940] lr: 1.434e-02, eta: 1 day, 16:04:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9750, loss_cls: 3.3787, loss: 3.3787 +2025-06-11 05:00:41,151 - pyskl - INFO - Epoch [68][3900/3940] lr: 1.433e-02, eta: 1 day, 16:03:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9587, loss_cls: 3.5826, loss: 3.5826 +2025-06-11 05:00:59,282 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-06-11 05:04:20,178 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 05:04:20,640 - pyskl - INFO - +top1_acc 0.7545 +top5_acc 0.9526 +2025-06-11 05:04:20,657 - pyskl - INFO - Epoch(val) [68][3183] top1_acc: 0.7545, top5_acc: 0.9526 +2025-06-11 05:05:29,611 - pyskl - INFO - Epoch [69][100/3940] lr: 1.432e-02, eta: 1 day, 16:02:58, time: 0.689, data_time: 0.245, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 3.4186, loss: 3.4186 +2025-06-11 05:06:14,050 - pyskl - INFO - Epoch [69][200/3940] lr: 1.431e-02, eta: 1 day, 16:02:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 3.4508, loss: 3.4508 +2025-06-11 05:06:58,380 - pyskl - INFO - Epoch [69][300/3940] lr: 1.431e-02, eta: 1 day, 16:01:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.3291, loss: 3.3291 +2025-06-11 05:07:42,800 - pyskl - INFO - Epoch [69][400/3940] lr: 1.430e-02, eta: 1 day, 16:00:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9681, loss_cls: 3.3725, loss: 3.3725 +2025-06-11 05:08:27,176 - pyskl - INFO - Epoch [69][500/3940] lr: 1.429e-02, eta: 1 day, 15:59:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.3287, loss: 3.3287 +2025-06-11 05:09:11,613 - pyskl - INFO - Epoch [69][600/3940] lr: 1.429e-02, eta: 1 day, 15:59:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.4724, loss: 3.4724 +2025-06-11 05:09:56,084 - pyskl - INFO - Epoch [69][700/3940] lr: 1.428e-02, eta: 1 day, 15:58:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9738, loss_cls: 3.4937, loss: 3.4937 +2025-06-11 05:10:40,493 - pyskl - INFO - Epoch [69][800/3940] lr: 1.427e-02, eta: 1 day, 15:57:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9819, loss_cls: 3.3057, loss: 3.3057 +2025-06-11 05:11:24,974 - pyskl - INFO - Epoch [69][900/3940] lr: 1.427e-02, eta: 1 day, 15:56:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 3.5038, loss: 3.5038 +2025-06-11 05:12:09,492 - pyskl - INFO - Epoch [69][1000/3940] lr: 1.426e-02, eta: 1 day, 15:56:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9606, loss_cls: 3.6546, loss: 3.6546 +2025-06-11 05:12:53,915 - pyskl - INFO - Epoch [69][1100/3940] lr: 1.425e-02, eta: 1 day, 15:55:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 3.4953, loss: 3.4953 +2025-06-11 05:13:38,357 - pyskl - INFO - Epoch [69][1200/3940] lr: 1.425e-02, eta: 1 day, 15:54:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.4694, loss: 3.4694 +2025-06-11 05:14:22,944 - pyskl - INFO - Epoch [69][1300/3940] lr: 1.424e-02, eta: 1 day, 15:54:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 3.3778, loss: 3.3778 +2025-06-11 05:15:07,575 - pyskl - INFO - Epoch [69][1400/3940] lr: 1.423e-02, eta: 1 day, 15:53:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 3.3714, loss: 3.3714 +2025-06-11 05:15:52,154 - pyskl - INFO - Epoch [69][1500/3940] lr: 1.423e-02, eta: 1 day, 15:52:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 3.5332, loss: 3.5332 +2025-06-11 05:16:36,683 - pyskl - INFO - Epoch [69][1600/3940] lr: 1.422e-02, eta: 1 day, 15:51:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 3.4399, loss: 3.4399 +2025-06-11 05:17:21,210 - pyskl - INFO - Epoch [69][1700/3940] lr: 1.421e-02, eta: 1 day, 15:51:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9688, loss_cls: 3.2950, loss: 3.2950 +2025-06-11 05:18:05,768 - pyskl - INFO - Epoch [69][1800/3940] lr: 1.421e-02, eta: 1 day, 15:50:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9656, loss_cls: 3.5429, loss: 3.5429 +2025-06-11 05:18:50,320 - pyskl - INFO - Epoch [69][1900/3940] lr: 1.420e-02, eta: 1 day, 15:49:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 3.4606, loss: 3.4606 +2025-06-11 05:19:34,934 - pyskl - INFO - Epoch [69][2000/3940] lr: 1.419e-02, eta: 1 day, 15:48:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 3.3924, loss: 3.3924 +2025-06-11 05:20:19,463 - pyskl - INFO - Epoch [69][2100/3940] lr: 1.419e-02, eta: 1 day, 15:48:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9663, loss_cls: 3.4946, loss: 3.4946 +2025-06-11 05:21:03,970 - pyskl - INFO - Epoch [69][2200/3940] lr: 1.418e-02, eta: 1 day, 15:47:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9688, loss_cls: 3.4341, loss: 3.4341 +2025-06-11 05:21:48,556 - pyskl - INFO - Epoch [69][2300/3940] lr: 1.417e-02, eta: 1 day, 15:46:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 3.5570, loss: 3.5570 +2025-06-11 05:22:33,150 - pyskl - INFO - Epoch [69][2400/3940] lr: 1.417e-02, eta: 1 day, 15:45:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.3017, loss: 3.3017 +2025-06-11 05:23:17,670 - pyskl - INFO - Epoch [69][2500/3940] lr: 1.416e-02, eta: 1 day, 15:45:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 3.4080, loss: 3.4080 +2025-06-11 05:24:02,087 - pyskl - INFO - Epoch [69][2600/3940] lr: 1.416e-02, eta: 1 day, 15:44:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9688, loss_cls: 3.3435, loss: 3.3435 +2025-06-11 05:24:46,609 - pyskl - INFO - Epoch [69][2700/3940] lr: 1.415e-02, eta: 1 day, 15:43:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.4398, loss: 3.4398 +2025-06-11 05:25:31,225 - pyskl - INFO - Epoch [69][2800/3940] lr: 1.414e-02, eta: 1 day, 15:42:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 3.4245, loss: 3.4245 +2025-06-11 05:26:15,741 - pyskl - INFO - Epoch [69][2900/3940] lr: 1.414e-02, eta: 1 day, 15:42:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 3.4238, loss: 3.4238 +2025-06-11 05:27:00,318 - pyskl - INFO - Epoch [69][3000/3940] lr: 1.413e-02, eta: 1 day, 15:41:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9606, loss_cls: 3.4644, loss: 3.4644 +2025-06-11 05:27:44,720 - pyskl - INFO - Epoch [69][3100/3940] lr: 1.412e-02, eta: 1 day, 15:40:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.4425, loss: 3.4425 +2025-06-11 05:28:29,006 - pyskl - INFO - Epoch [69][3200/3940] lr: 1.412e-02, eta: 1 day, 15:39:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 3.3255, loss: 3.3255 +2025-06-11 05:29:13,439 - pyskl - INFO - Epoch [69][3300/3940] lr: 1.411e-02, eta: 1 day, 15:39:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 3.4006, loss: 3.4006 +2025-06-11 05:29:57,810 - pyskl - INFO - Epoch [69][3400/3940] lr: 1.410e-02, eta: 1 day, 15:38:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9694, loss_cls: 3.3223, loss: 3.3223 +2025-06-11 05:30:42,189 - pyskl - INFO - Epoch [69][3500/3940] lr: 1.410e-02, eta: 1 day, 15:37:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 3.5437, loss: 3.5437 +2025-06-11 05:31:26,713 - pyskl - INFO - Epoch [69][3600/3940] lr: 1.409e-02, eta: 1 day, 15:36:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 3.4786, loss: 3.4786 +2025-06-11 05:32:11,029 - pyskl - INFO - Epoch [69][3700/3940] lr: 1.408e-02, eta: 1 day, 15:36:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.4292, loss: 3.4292 +2025-06-11 05:32:55,337 - pyskl - INFO - Epoch [69][3800/3940] lr: 1.408e-02, eta: 1 day, 15:35:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9688, loss_cls: 3.4270, loss: 3.4270 +2025-06-11 05:33:39,673 - pyskl - INFO - Epoch [69][3900/3940] lr: 1.407e-02, eta: 1 day, 15:34:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.4965, loss: 3.4965 +2025-06-11 05:33:57,725 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-06-11 05:37:18,383 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 05:37:18,846 - pyskl - INFO - +top1_acc 0.7605 +top5_acc 0.9495 +2025-06-11 05:37:18,862 - pyskl - INFO - Epoch(val) [69][3183] top1_acc: 0.7605, top5_acc: 0.9495 +2025-06-11 05:38:27,814 - pyskl - INFO - Epoch [70][100/3940] lr: 1.406e-02, eta: 1 day, 15:33:40, time: 0.689, data_time: 0.246, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 3.2985, loss: 3.2985 +2025-06-11 05:39:12,066 - pyskl - INFO - Epoch [70][200/3940] lr: 1.405e-02, eta: 1 day, 15:32:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 3.3422, loss: 3.3422 +2025-06-11 05:39:56,466 - pyskl - INFO - Epoch [70][300/3940] lr: 1.405e-02, eta: 1 day, 15:32:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.3501, loss: 3.3501 +2025-06-11 05:40:40,893 - pyskl - INFO - Epoch [70][400/3940] lr: 1.404e-02, eta: 1 day, 15:31:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9706, loss_cls: 3.3185, loss: 3.3185 +2025-06-11 05:41:25,261 - pyskl - INFO - Epoch [70][500/3940] lr: 1.403e-02, eta: 1 day, 15:30:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9663, loss_cls: 3.5000, loss: 3.5000 +2025-06-11 05:42:09,658 - pyskl - INFO - Epoch [70][600/3940] lr: 1.403e-02, eta: 1 day, 15:29:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 3.3380, loss: 3.3380 +2025-06-11 05:42:54,185 - pyskl - INFO - Epoch [70][700/3940] lr: 1.402e-02, eta: 1 day, 15:29:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 3.4661, loss: 3.4661 +2025-06-11 05:43:38,645 - pyskl - INFO - Epoch [70][800/3940] lr: 1.401e-02, eta: 1 day, 15:28:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 3.5265, loss: 3.5265 +2025-06-11 05:44:23,073 - pyskl - INFO - Epoch [70][900/3940] lr: 1.401e-02, eta: 1 day, 15:27:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.2961, loss: 3.2961 +2025-06-11 05:45:07,545 - pyskl - INFO - Epoch [70][1000/3940] lr: 1.400e-02, eta: 1 day, 15:26:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.4188, loss: 3.4188 +2025-06-11 05:45:52,008 - pyskl - INFO - Epoch [70][1100/3940] lr: 1.399e-02, eta: 1 day, 15:26:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 3.3723, loss: 3.3723 +2025-06-11 05:46:36,478 - pyskl - INFO - Epoch [70][1200/3940] lr: 1.399e-02, eta: 1 day, 15:25:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 3.4609, loss: 3.4609 +2025-06-11 05:47:20,945 - pyskl - INFO - Epoch [70][1300/3940] lr: 1.398e-02, eta: 1 day, 15:24:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 3.3519, loss: 3.3519 +2025-06-11 05:48:05,423 - pyskl - INFO - Epoch [70][1400/3940] lr: 1.397e-02, eta: 1 day, 15:23:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9731, loss_cls: 3.3654, loss: 3.3654 +2025-06-11 05:48:49,865 - pyskl - INFO - Epoch [70][1500/3940] lr: 1.397e-02, eta: 1 day, 15:23:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 3.4790, loss: 3.4790 +2025-06-11 05:49:34,256 - pyskl - INFO - Epoch [70][1600/3940] lr: 1.396e-02, eta: 1 day, 15:22:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 3.1370, loss: 3.1370 +2025-06-11 05:50:18,739 - pyskl - INFO - Epoch [70][1700/3940] lr: 1.395e-02, eta: 1 day, 15:21:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 3.3497, loss: 3.3497 +2025-06-11 05:51:03,206 - pyskl - INFO - Epoch [70][1800/3940] lr: 1.395e-02, eta: 1 day, 15:20:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 3.5112, loss: 3.5112 +2025-06-11 05:51:47,623 - pyskl - INFO - Epoch [70][1900/3940] lr: 1.394e-02, eta: 1 day, 15:20:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 3.4118, loss: 3.4118 +2025-06-11 05:52:32,048 - pyskl - INFO - Epoch [70][2000/3940] lr: 1.393e-02, eta: 1 day, 15:19:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9663, loss_cls: 3.4322, loss: 3.4322 +2025-06-11 05:53:16,484 - pyskl - INFO - Epoch [70][2100/3940] lr: 1.393e-02, eta: 1 day, 15:18:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.3847, loss: 3.3847 +2025-06-11 05:54:00,892 - pyskl - INFO - Epoch [70][2200/3940] lr: 1.392e-02, eta: 1 day, 15:17:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 3.4634, loss: 3.4634 +2025-06-11 05:54:45,287 - pyskl - INFO - Epoch [70][2300/3940] lr: 1.391e-02, eta: 1 day, 15:17:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9656, loss_cls: 3.4865, loss: 3.4865 +2025-06-11 05:55:29,654 - pyskl - INFO - Epoch [70][2400/3940] lr: 1.391e-02, eta: 1 day, 15:16:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.3332, loss: 3.3332 +2025-06-11 05:56:14,120 - pyskl - INFO - Epoch [70][2500/3940] lr: 1.390e-02, eta: 1 day, 15:15:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9706, loss_cls: 3.3830, loss: 3.3830 +2025-06-11 05:56:58,569 - pyskl - INFO - Epoch [70][2600/3940] lr: 1.390e-02, eta: 1 day, 15:14:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9656, loss_cls: 3.3307, loss: 3.3307 +2025-06-11 05:57:43,070 - pyskl - INFO - Epoch [70][2700/3940] lr: 1.389e-02, eta: 1 day, 15:14:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9644, loss_cls: 3.4008, loss: 3.4008 +2025-06-11 05:58:27,399 - pyskl - INFO - Epoch [70][2800/3940] lr: 1.388e-02, eta: 1 day, 15:13:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 3.4617, loss: 3.4617 +2025-06-11 05:59:11,766 - pyskl - INFO - Epoch [70][2900/3940] lr: 1.388e-02, eta: 1 day, 15:12:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.4299, loss: 3.4299 +2025-06-11 05:59:56,112 - pyskl - INFO - Epoch [70][3000/3940] lr: 1.387e-02, eta: 1 day, 15:11:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 3.3711, loss: 3.3711 +2025-06-11 06:00:40,509 - pyskl - INFO - Epoch [70][3100/3940] lr: 1.386e-02, eta: 1 day, 15:11:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.3684, loss: 3.3684 +2025-06-11 06:01:24,912 - pyskl - INFO - Epoch [70][3200/3940] lr: 1.386e-02, eta: 1 day, 15:10:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 3.4100, loss: 3.4100 +2025-06-11 06:02:09,268 - pyskl - INFO - Epoch [70][3300/3940] lr: 1.385e-02, eta: 1 day, 15:09:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 3.4264, loss: 3.4264 +2025-06-11 06:02:53,597 - pyskl - INFO - Epoch [70][3400/3940] lr: 1.384e-02, eta: 1 day, 15:08:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 3.4677, loss: 3.4677 +2025-06-11 06:03:37,997 - pyskl - INFO - Epoch [70][3500/3940] lr: 1.384e-02, eta: 1 day, 15:08:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 3.3803, loss: 3.3803 +2025-06-11 06:04:22,366 - pyskl - INFO - Epoch [70][3600/3940] lr: 1.383e-02, eta: 1 day, 15:07:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 3.4544, loss: 3.4544 +2025-06-11 06:05:06,883 - pyskl - INFO - Epoch [70][3700/3940] lr: 1.382e-02, eta: 1 day, 15:06:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.4690, loss: 3.4690 +2025-06-11 06:05:51,287 - pyskl - INFO - Epoch [70][3800/3940] lr: 1.382e-02, eta: 1 day, 15:05:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 3.4490, loss: 3.4490 +2025-06-11 06:06:35,707 - pyskl - INFO - Epoch [70][3900/3940] lr: 1.381e-02, eta: 1 day, 15:05:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 3.3890, loss: 3.3890 +2025-06-11 06:06:53,824 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-06-11 06:25:38,264 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 06:25:38,794 - pyskl - INFO - +top1_acc 0.7543 +top5_acc 0.9438 +2025-06-11 06:25:38,811 - pyskl - INFO - Epoch(val) [70][3183] top1_acc: 0.7543, top5_acc: 0.9438 +2025-06-11 06:26:47,819 - pyskl - INFO - Epoch [71][100/3940] lr: 1.380e-02, eta: 1 day, 15:04:19, time: 0.690, data_time: 0.248, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 3.3431, loss: 3.3431 +2025-06-11 06:27:32,121 - pyskl - INFO - Epoch [71][200/3940] lr: 1.379e-02, eta: 1 day, 15:03:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9700, loss_cls: 3.2999, loss: 3.2999 +2025-06-11 06:28:16,457 - pyskl - INFO - Epoch [71][300/3940] lr: 1.379e-02, eta: 1 day, 15:02:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 3.3270, loss: 3.3270 +2025-06-11 06:29:00,765 - pyskl - INFO - Epoch [71][400/3940] lr: 1.378e-02, eta: 1 day, 15:02:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9806, loss_cls: 3.4668, loss: 3.4668 +2025-06-11 06:29:45,020 - pyskl - INFO - Epoch [71][500/3940] lr: 1.377e-02, eta: 1 day, 15:01:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9819, loss_cls: 3.3878, loss: 3.3878 +2025-06-11 06:30:29,347 - pyskl - INFO - Epoch [71][600/3940] lr: 1.377e-02, eta: 1 day, 15:00:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 3.5264, loss: 3.5264 +2025-06-11 06:31:13,612 - pyskl - INFO - Epoch [71][700/3940] lr: 1.376e-02, eta: 1 day, 14:59:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 3.3589, loss: 3.3589 +2025-06-11 06:31:58,069 - pyskl - INFO - Epoch [71][800/3940] lr: 1.375e-02, eta: 1 day, 14:59:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 3.3147, loss: 3.3147 +2025-06-11 06:32:42,647 - pyskl - INFO - Epoch [71][900/3940] lr: 1.375e-02, eta: 1 day, 14:58:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 3.3650, loss: 3.3650 +2025-06-11 06:33:27,256 - pyskl - INFO - Epoch [71][1000/3940] lr: 1.374e-02, eta: 1 day, 14:57:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 3.3396, loss: 3.3396 +2025-06-11 06:34:11,903 - pyskl - INFO - Epoch [71][1100/3940] lr: 1.373e-02, eta: 1 day, 14:56:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 3.4365, loss: 3.4365 +2025-06-11 06:34:56,426 - pyskl - INFO - Epoch [71][1200/3940] lr: 1.373e-02, eta: 1 day, 14:56:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 3.2084, loss: 3.2084 +2025-06-11 06:35:40,977 - pyskl - INFO - Epoch [71][1300/3940] lr: 1.372e-02, eta: 1 day, 14:55:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 3.4338, loss: 3.4338 +2025-06-11 06:36:25,465 - pyskl - INFO - Epoch [71][1400/3940] lr: 1.371e-02, eta: 1 day, 14:54:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9625, loss_cls: 3.4082, loss: 3.4082 +2025-06-11 06:37:09,890 - pyskl - INFO - Epoch [71][1500/3940] lr: 1.371e-02, eta: 1 day, 14:53:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.4200, loss: 3.4200 +2025-06-11 06:37:54,363 - pyskl - INFO - Epoch [71][1600/3940] lr: 1.370e-02, eta: 1 day, 14:53:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9719, loss_cls: 3.3141, loss: 3.3141 +2025-06-11 06:38:38,884 - pyskl - INFO - Epoch [71][1700/3940] lr: 1.369e-02, eta: 1 day, 14:52:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 3.2921, loss: 3.2921 +2025-06-11 06:39:23,316 - pyskl - INFO - Epoch [71][1800/3940] lr: 1.369e-02, eta: 1 day, 14:51:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 3.3454, loss: 3.3454 +2025-06-11 06:40:07,778 - pyskl - INFO - Epoch [71][1900/3940] lr: 1.368e-02, eta: 1 day, 14:50:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 3.3964, loss: 3.3964 +2025-06-11 06:40:52,210 - pyskl - INFO - Epoch [71][2000/3940] lr: 1.367e-02, eta: 1 day, 14:50:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 3.3455, loss: 3.3455 +2025-06-11 06:41:36,642 - pyskl - INFO - Epoch [71][2100/3940] lr: 1.367e-02, eta: 1 day, 14:49:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.4024, loss: 3.4024 +2025-06-11 06:42:21,111 - pyskl - INFO - Epoch [71][2200/3940] lr: 1.366e-02, eta: 1 day, 14:48:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9725, loss_cls: 3.4495, loss: 3.4495 +2025-06-11 06:43:05,962 - pyskl - INFO - Epoch [71][2300/3940] lr: 1.365e-02, eta: 1 day, 14:47:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 3.3580, loss: 3.3580 +2025-06-11 06:43:50,673 - pyskl - INFO - Epoch [71][2400/3940] lr: 1.365e-02, eta: 1 day, 14:47:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 3.4293, loss: 3.4293 +2025-06-11 06:44:35,186 - pyskl - INFO - Epoch [71][2500/3940] lr: 1.364e-02, eta: 1 day, 14:46:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 3.5368, loss: 3.5368 +2025-06-11 06:45:19,868 - pyskl - INFO - Epoch [71][2600/3940] lr: 1.363e-02, eta: 1 day, 14:45:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9775, loss_cls: 3.3059, loss: 3.3059 +2025-06-11 06:46:04,309 - pyskl - INFO - Epoch [71][2700/3940] lr: 1.363e-02, eta: 1 day, 14:44:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9681, loss_cls: 3.4035, loss: 3.4035 +2025-06-11 06:46:48,730 - pyskl - INFO - Epoch [71][2800/3940] lr: 1.362e-02, eta: 1 day, 14:44:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.4033, loss: 3.4033 +2025-06-11 06:47:33,066 - pyskl - INFO - Epoch [71][2900/3940] lr: 1.361e-02, eta: 1 day, 14:43:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.4254, loss: 3.4254 +2025-06-11 06:48:17,357 - pyskl - INFO - Epoch [71][3000/3940] lr: 1.361e-02, eta: 1 day, 14:42:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9762, loss_cls: 3.4724, loss: 3.4724 +2025-06-11 06:49:01,614 - pyskl - INFO - Epoch [71][3100/3940] lr: 1.360e-02, eta: 1 day, 14:41:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9712, loss_cls: 3.5479, loss: 3.5479 +2025-06-11 06:49:45,985 - pyskl - INFO - Epoch [71][3200/3940] lr: 1.360e-02, eta: 1 day, 14:41:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 3.4180, loss: 3.4180 +2025-06-11 06:50:30,300 - pyskl - INFO - Epoch [71][3300/3940] lr: 1.359e-02, eta: 1 day, 14:40:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 3.3792, loss: 3.3792 +2025-06-11 06:51:14,548 - pyskl - INFO - Epoch [71][3400/3940] lr: 1.358e-02, eta: 1 day, 14:39:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 3.3941, loss: 3.3941 +2025-06-11 06:51:58,783 - pyskl - INFO - Epoch [71][3500/3940] lr: 1.358e-02, eta: 1 day, 14:38:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9706, loss_cls: 3.3568, loss: 3.3568 +2025-06-11 06:52:43,081 - pyskl - INFO - Epoch [71][3600/3940] lr: 1.357e-02, eta: 1 day, 14:38:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 3.3431, loss: 3.3431 +2025-06-11 06:53:27,403 - pyskl - INFO - Epoch [71][3700/3940] lr: 1.356e-02, eta: 1 day, 14:37:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9675, loss_cls: 3.4451, loss: 3.4451 +2025-06-11 06:54:11,640 - pyskl - INFO - Epoch [71][3800/3940] lr: 1.356e-02, eta: 1 day, 14:36:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9688, loss_cls: 3.4898, loss: 3.4898 +2025-06-11 06:54:55,931 - pyskl - INFO - Epoch [71][3900/3940] lr: 1.355e-02, eta: 1 day, 14:35:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 3.3533, loss: 3.3533 +2025-06-11 06:55:14,045 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-06-11 06:58:34,859 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 06:58:35,370 - pyskl - INFO - +top1_acc 0.7736 +top5_acc 0.9537 +2025-06-11 06:58:35,424 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_66.pth was removed +2025-06-11 06:58:36,503 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_71.pth. +2025-06-11 06:58:36,505 - pyskl - INFO - Best top1_acc is 0.7736 at 71 epoch. +2025-06-11 06:58:36,525 - pyskl - INFO - Epoch(val) [71][3183] top1_acc: 0.7736, top5_acc: 0.9537 +2025-06-11 06:59:45,943 - pyskl - INFO - Epoch [72][100/3940] lr: 1.354e-02, eta: 1 day, 14:34:59, time: 0.694, data_time: 0.249, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.3733, loss: 3.3733 +2025-06-11 07:00:30,350 - pyskl - INFO - Epoch [72][200/3940] lr: 1.353e-02, eta: 1 day, 14:34:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 3.4158, loss: 3.4158 +2025-06-11 07:01:14,743 - pyskl - INFO - Epoch [72][300/3940] lr: 1.353e-02, eta: 1 day, 14:33:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9669, loss_cls: 3.3906, loss: 3.3906 +2025-06-11 07:01:59,262 - pyskl - INFO - Epoch [72][400/3940] lr: 1.352e-02, eta: 1 day, 14:32:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.3275, loss: 3.3275 +2025-06-11 07:02:43,601 - pyskl - INFO - Epoch [72][500/3940] lr: 1.351e-02, eta: 1 day, 14:31:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 3.3603, loss: 3.3603 +2025-06-11 07:03:28,042 - pyskl - INFO - Epoch [72][600/3940] lr: 1.351e-02, eta: 1 day, 14:31:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 3.2528, loss: 3.2528 +2025-06-11 07:04:12,483 - pyskl - INFO - Epoch [72][700/3940] lr: 1.350e-02, eta: 1 day, 14:30:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9675, loss_cls: 3.3524, loss: 3.3524 +2025-06-11 07:04:57,022 - pyskl - INFO - Epoch [72][800/3940] lr: 1.349e-02, eta: 1 day, 14:29:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9700, loss_cls: 3.2922, loss: 3.2922 +2025-06-11 07:05:41,407 - pyskl - INFO - Epoch [72][900/3940] lr: 1.349e-02, eta: 1 day, 14:29:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 3.3754, loss: 3.3754 +2025-06-11 07:06:25,729 - pyskl - INFO - Epoch [72][1000/3940] lr: 1.348e-02, eta: 1 day, 14:28:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 3.2213, loss: 3.2213 +2025-06-11 07:07:10,089 - pyskl - INFO - Epoch [72][1100/3940] lr: 1.347e-02, eta: 1 day, 14:27:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 3.3660, loss: 3.3660 +2025-06-11 07:07:54,413 - pyskl - INFO - Epoch [72][1200/3940] lr: 1.347e-02, eta: 1 day, 14:26:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 3.3607, loss: 3.3607 +2025-06-11 07:08:38,848 - pyskl - INFO - Epoch [72][1300/3940] lr: 1.346e-02, eta: 1 day, 14:26:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9831, loss_cls: 3.2594, loss: 3.2594 +2025-06-11 07:09:23,115 - pyskl - INFO - Epoch [72][1400/3940] lr: 1.345e-02, eta: 1 day, 14:25:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.4012, loss: 3.4012 +2025-06-11 07:10:07,448 - pyskl - INFO - Epoch [72][1500/3940] lr: 1.345e-02, eta: 1 day, 14:24:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 3.4425, loss: 3.4425 +2025-06-11 07:10:51,820 - pyskl - INFO - Epoch [72][1600/3940] lr: 1.344e-02, eta: 1 day, 14:23:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 3.4438, loss: 3.4438 +2025-06-11 07:11:36,247 - pyskl - INFO - Epoch [72][1700/3940] lr: 1.343e-02, eta: 1 day, 14:23:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 3.4675, loss: 3.4675 +2025-06-11 07:12:20,918 - pyskl - INFO - Epoch [72][1800/3940] lr: 1.343e-02, eta: 1 day, 14:22:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9656, loss_cls: 3.4196, loss: 3.4196 +2025-06-11 07:13:05,486 - pyskl - INFO - Epoch [72][1900/3940] lr: 1.342e-02, eta: 1 day, 14:21:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.4128, loss: 3.4128 +2025-06-11 07:13:49,922 - pyskl - INFO - Epoch [72][2000/3940] lr: 1.341e-02, eta: 1 day, 14:20:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9688, loss_cls: 3.3460, loss: 3.3460 +2025-06-11 07:14:34,491 - pyskl - INFO - Epoch [72][2100/3940] lr: 1.341e-02, eta: 1 day, 14:20:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.5050, loss: 3.5050 +2025-06-11 07:15:18,859 - pyskl - INFO - Epoch [72][2200/3940] lr: 1.340e-02, eta: 1 day, 14:19:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 3.4197, loss: 3.4197 +2025-06-11 07:16:03,527 - pyskl - INFO - Epoch [72][2300/3940] lr: 1.339e-02, eta: 1 day, 14:18:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.3572, loss: 3.3572 +2025-06-11 07:16:47,982 - pyskl - INFO - Epoch [72][2400/3940] lr: 1.339e-02, eta: 1 day, 14:17:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9606, loss_cls: 3.5279, loss: 3.5279 +2025-06-11 07:17:32,394 - pyskl - INFO - Epoch [72][2500/3940] lr: 1.338e-02, eta: 1 day, 14:17:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 3.4027, loss: 3.4027 +2025-06-11 07:18:16,881 - pyskl - INFO - Epoch [72][2600/3940] lr: 1.337e-02, eta: 1 day, 14:16:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 3.4404, loss: 3.4404 +2025-06-11 07:19:01,233 - pyskl - INFO - Epoch [72][2700/3940] lr: 1.337e-02, eta: 1 day, 14:15:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9631, loss_cls: 3.4627, loss: 3.4627 +2025-06-11 07:19:45,720 - pyskl - INFO - Epoch [72][2800/3940] lr: 1.336e-02, eta: 1 day, 14:14:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 3.4420, loss: 3.4420 +2025-06-11 07:20:30,176 - pyskl - INFO - Epoch [72][2900/3940] lr: 1.335e-02, eta: 1 day, 14:14:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9669, loss_cls: 3.4274, loss: 3.4274 +2025-06-11 07:21:14,663 - pyskl - INFO - Epoch [72][3000/3940] lr: 1.335e-02, eta: 1 day, 14:13:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 3.2689, loss: 3.2689 +2025-06-11 07:21:59,174 - pyskl - INFO - Epoch [72][3100/3940] lr: 1.334e-02, eta: 1 day, 14:12:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.4484, loss: 3.4484 +2025-06-11 07:22:43,750 - pyskl - INFO - Epoch [72][3200/3940] lr: 1.333e-02, eta: 1 day, 14:11:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.3961, loss: 3.3961 +2025-06-11 07:23:28,265 - pyskl - INFO - Epoch [72][3300/3940] lr: 1.333e-02, eta: 1 day, 14:11:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 3.3610, loss: 3.3610 +2025-06-11 07:24:12,730 - pyskl - INFO - Epoch [72][3400/3940] lr: 1.332e-02, eta: 1 day, 14:10:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 3.5061, loss: 3.5061 +2025-06-11 07:24:57,111 - pyskl - INFO - Epoch [72][3500/3940] lr: 1.331e-02, eta: 1 day, 14:09:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 3.4955, loss: 3.4955 +2025-06-11 07:25:41,483 - pyskl - INFO - Epoch [72][3600/3940] lr: 1.331e-02, eta: 1 day, 14:08:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.4016, loss: 3.4016 +2025-06-11 07:26:25,848 - pyskl - INFO - Epoch [72][3700/3940] lr: 1.330e-02, eta: 1 day, 14:08:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 3.3680, loss: 3.3680 +2025-06-11 07:27:10,239 - pyskl - INFO - Epoch [72][3800/3940] lr: 1.329e-02, eta: 1 day, 14:07:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.4270, loss: 3.4270 +2025-06-11 07:27:54,580 - pyskl - INFO - Epoch [72][3900/3940] lr: 1.329e-02, eta: 1 day, 14:06:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 3.2774, loss: 3.2774 +2025-06-11 07:28:12,700 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-06-11 07:31:33,344 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 07:31:33,805 - pyskl - INFO - +top1_acc 0.7552 +top5_acc 0.9434 +2025-06-11 07:31:33,821 - pyskl - INFO - Epoch(val) [72][3183] top1_acc: 0.7552, top5_acc: 0.9434 +2025-06-11 07:32:42,683 - pyskl - INFO - Epoch [73][100/3940] lr: 1.328e-02, eta: 1 day, 14:05:38, time: 0.689, data_time: 0.246, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 3.4248, loss: 3.4248 +2025-06-11 07:33:27,026 - pyskl - INFO - Epoch [73][200/3940] lr: 1.327e-02, eta: 1 day, 14:04:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 3.2297, loss: 3.2297 +2025-06-11 07:34:11,372 - pyskl - INFO - Epoch [73][300/3940] lr: 1.327e-02, eta: 1 day, 14:04:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 3.1654, loss: 3.1654 +2025-06-11 07:34:55,630 - pyskl - INFO - Epoch [73][400/3940] lr: 1.326e-02, eta: 1 day, 14:03:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 3.3341, loss: 3.3341 +2025-06-11 07:35:39,968 - pyskl - INFO - Epoch [73][500/3940] lr: 1.325e-02, eta: 1 day, 14:02:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9838, loss_cls: 3.2548, loss: 3.2548 +2025-06-11 07:36:24,258 - pyskl - INFO - Epoch [73][600/3940] lr: 1.325e-02, eta: 1 day, 14:01:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9712, loss_cls: 3.3457, loss: 3.3457 +2025-06-11 07:37:08,584 - pyskl - INFO - Epoch [73][700/3940] lr: 1.324e-02, eta: 1 day, 14:01:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 3.2969, loss: 3.2969 +2025-06-11 07:37:52,955 - pyskl - INFO - Epoch [73][800/3940] lr: 1.323e-02, eta: 1 day, 14:00:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 3.3518, loss: 3.3518 +2025-06-11 07:38:37,322 - pyskl - INFO - Epoch [73][900/3940] lr: 1.323e-02, eta: 1 day, 13:59:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.4410, loss: 3.4410 +2025-06-11 07:39:21,736 - pyskl - INFO - Epoch [73][1000/3940] lr: 1.322e-02, eta: 1 day, 13:58:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.4317, loss: 3.4317 +2025-06-11 07:40:06,197 - pyskl - INFO - Epoch [73][1100/3940] lr: 1.321e-02, eta: 1 day, 13:58:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.3772, loss: 3.3772 +2025-06-11 07:40:50,573 - pyskl - INFO - Epoch [73][1200/3940] lr: 1.321e-02, eta: 1 day, 13:57:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9656, loss_cls: 3.4778, loss: 3.4778 +2025-06-11 07:41:35,243 - pyskl - INFO - Epoch [73][1300/3940] lr: 1.320e-02, eta: 1 day, 13:56:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.3856, loss: 3.3856 +2025-06-11 07:42:19,674 - pyskl - INFO - Epoch [73][1400/3940] lr: 1.319e-02, eta: 1 day, 13:55:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.3006, loss: 3.3006 +2025-06-11 07:43:03,922 - pyskl - INFO - Epoch [73][1500/3940] lr: 1.319e-02, eta: 1 day, 13:55:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9694, loss_cls: 3.3984, loss: 3.3984 +2025-06-11 07:43:48,127 - pyskl - INFO - Epoch [73][1600/3940] lr: 1.318e-02, eta: 1 day, 13:54:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 3.3757, loss: 3.3757 +2025-06-11 07:44:32,670 - pyskl - INFO - Epoch [73][1700/3940] lr: 1.317e-02, eta: 1 day, 13:53:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.3804, loss: 3.3804 +2025-06-11 07:45:17,130 - pyskl - INFO - Epoch [73][1800/3940] lr: 1.317e-02, eta: 1 day, 13:52:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 3.3128, loss: 3.3128 +2025-06-11 07:46:01,453 - pyskl - INFO - Epoch [73][1900/3940] lr: 1.316e-02, eta: 1 day, 13:52:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 3.3269, loss: 3.3269 +2025-06-11 07:46:45,891 - pyskl - INFO - Epoch [73][2000/3940] lr: 1.315e-02, eta: 1 day, 13:51:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.3239, loss: 3.3239 +2025-06-11 07:47:30,361 - pyskl - INFO - Epoch [73][2100/3940] lr: 1.315e-02, eta: 1 day, 13:50:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9719, loss_cls: 3.2739, loss: 3.2739 +2025-06-11 07:48:14,784 - pyskl - INFO - Epoch [73][2200/3940] lr: 1.314e-02, eta: 1 day, 13:49:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9700, loss_cls: 3.3359, loss: 3.3359 +2025-06-11 07:48:59,152 - pyskl - INFO - Epoch [73][2300/3940] lr: 1.313e-02, eta: 1 day, 13:49:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9669, loss_cls: 3.4529, loss: 3.4529 +2025-06-11 07:49:43,619 - pyskl - INFO - Epoch [73][2400/3940] lr: 1.313e-02, eta: 1 day, 13:48:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9794, loss_cls: 3.3634, loss: 3.3634 +2025-06-11 07:50:28,016 - pyskl - INFO - Epoch [73][2500/3940] lr: 1.312e-02, eta: 1 day, 13:47:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9694, loss_cls: 3.3406, loss: 3.3406 +2025-06-11 07:51:12,417 - pyskl - INFO - Epoch [73][2600/3940] lr: 1.311e-02, eta: 1 day, 13:46:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9688, loss_cls: 3.3359, loss: 3.3359 +2025-06-11 07:51:56,830 - pyskl - INFO - Epoch [73][2700/3940] lr: 1.311e-02, eta: 1 day, 13:46:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 3.2833, loss: 3.2833 +2025-06-11 07:52:41,127 - pyskl - INFO - Epoch [73][2800/3940] lr: 1.310e-02, eta: 1 day, 13:45:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 3.3177, loss: 3.3177 +2025-06-11 07:53:25,443 - pyskl - INFO - Epoch [73][2900/3940] lr: 1.309e-02, eta: 1 day, 13:44:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 3.3575, loss: 3.3575 +2025-06-11 07:54:09,793 - pyskl - INFO - Epoch [73][3000/3940] lr: 1.309e-02, eta: 1 day, 13:43:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9700, loss_cls: 3.3636, loss: 3.3636 +2025-06-11 07:54:54,187 - pyskl - INFO - Epoch [73][3100/3940] lr: 1.308e-02, eta: 1 day, 13:43:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 3.3060, loss: 3.3060 +2025-06-11 07:55:38,690 - pyskl - INFO - Epoch [73][3200/3940] lr: 1.307e-02, eta: 1 day, 13:42:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.4271, loss: 3.4271 +2025-06-11 07:56:23,067 - pyskl - INFO - Epoch [73][3300/3940] lr: 1.307e-02, eta: 1 day, 13:41:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.3822, loss: 3.3822 +2025-06-11 07:57:07,454 - pyskl - INFO - Epoch [73][3400/3940] lr: 1.306e-02, eta: 1 day, 13:40:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9637, loss_cls: 3.4422, loss: 3.4422 +2025-06-11 07:57:51,978 - pyskl - INFO - Epoch [73][3500/3940] lr: 1.305e-02, eta: 1 day, 13:40:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 3.2502, loss: 3.2502 +2025-06-11 07:58:36,354 - pyskl - INFO - Epoch [73][3600/3940] lr: 1.305e-02, eta: 1 day, 13:39:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9675, loss_cls: 3.4235, loss: 3.4235 +2025-06-11 07:59:20,603 - pyskl - INFO - Epoch [73][3700/3940] lr: 1.304e-02, eta: 1 day, 13:38:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 3.4210, loss: 3.4210 +2025-06-11 08:00:04,912 - pyskl - INFO - Epoch [73][3800/3940] lr: 1.303e-02, eta: 1 day, 13:37:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 3.4173, loss: 3.4173 +2025-06-11 08:00:49,133 - pyskl - INFO - Epoch [73][3900/3940] lr: 1.303e-02, eta: 1 day, 13:37:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 3.4673, loss: 3.4673 +2025-06-11 08:01:07,182 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-06-11 08:04:29,312 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 08:04:29,779 - pyskl - INFO - +top1_acc 0.7232 +top5_acc 0.9319 +2025-06-11 08:04:29,797 - pyskl - INFO - Epoch(val) [73][3183] top1_acc: 0.7232, top5_acc: 0.9319 +2025-06-11 08:05:39,087 - pyskl - INFO - Epoch [74][100/3940] lr: 1.302e-02, eta: 1 day, 13:36:16, time: 0.693, data_time: 0.248, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 3.3192, loss: 3.3192 +2025-06-11 08:06:23,506 - pyskl - INFO - Epoch [74][200/3940] lr: 1.301e-02, eta: 1 day, 13:35:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 3.2996, loss: 3.2996 +2025-06-11 08:07:07,926 - pyskl - INFO - Epoch [74][300/3940] lr: 1.300e-02, eta: 1 day, 13:34:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 3.1682, loss: 3.1682 +2025-06-11 08:07:52,412 - pyskl - INFO - Epoch [74][400/3940] lr: 1.300e-02, eta: 1 day, 13:34:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 3.3755, loss: 3.3755 +2025-06-11 08:08:36,882 - pyskl - INFO - Epoch [74][500/3940] lr: 1.299e-02, eta: 1 day, 13:33:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 3.1590, loss: 3.1590 +2025-06-11 08:09:21,309 - pyskl - INFO - Epoch [74][600/3940] lr: 1.298e-02, eta: 1 day, 13:32:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 3.3392, loss: 3.3392 +2025-06-11 08:10:05,706 - pyskl - INFO - Epoch [74][700/3940] lr: 1.298e-02, eta: 1 day, 13:31:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9681, loss_cls: 3.3954, loss: 3.3954 +2025-06-11 08:10:50,208 - pyskl - INFO - Epoch [74][800/3940] lr: 1.297e-02, eta: 1 day, 13:31:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 3.1944, loss: 3.1944 +2025-06-11 08:11:34,698 - pyskl - INFO - Epoch [74][900/3940] lr: 1.296e-02, eta: 1 day, 13:30:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 3.4163, loss: 3.4163 +2025-06-11 08:12:19,157 - pyskl - INFO - Epoch [74][1000/3940] lr: 1.296e-02, eta: 1 day, 13:29:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 3.2682, loss: 3.2682 +2025-06-11 08:13:03,396 - pyskl - INFO - Epoch [74][1100/3940] lr: 1.295e-02, eta: 1 day, 13:28:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 3.4091, loss: 3.4091 +2025-06-11 08:13:47,805 - pyskl - INFO - Epoch [74][1200/3940] lr: 1.294e-02, eta: 1 day, 13:28:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 3.4202, loss: 3.4202 +2025-06-11 08:14:32,150 - pyskl - INFO - Epoch [74][1300/3940] lr: 1.294e-02, eta: 1 day, 13:27:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9744, loss_cls: 3.3157, loss: 3.3157 +2025-06-11 08:15:16,488 - pyskl - INFO - Epoch [74][1400/3940] lr: 1.293e-02, eta: 1 day, 13:26:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 3.1928, loss: 3.1928 +2025-06-11 08:16:00,850 - pyskl - INFO - Epoch [74][1500/3940] lr: 1.292e-02, eta: 1 day, 13:25:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9694, loss_cls: 3.3786, loss: 3.3786 +2025-06-11 08:16:45,167 - pyskl - INFO - Epoch [74][1600/3940] lr: 1.292e-02, eta: 1 day, 13:25:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.3799, loss: 3.3799 +2025-06-11 08:17:29,582 - pyskl - INFO - Epoch [74][1700/3940] lr: 1.291e-02, eta: 1 day, 13:24:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 3.3806, loss: 3.3806 +2025-06-11 08:18:13,901 - pyskl - INFO - Epoch [74][1800/3940] lr: 1.290e-02, eta: 1 day, 13:23:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 3.3752, loss: 3.3752 +2025-06-11 08:18:58,123 - pyskl - INFO - Epoch [74][1900/3940] lr: 1.290e-02, eta: 1 day, 13:22:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.3375, loss: 3.3375 +2025-06-11 08:19:42,469 - pyskl - INFO - Epoch [74][2000/3940] lr: 1.289e-02, eta: 1 day, 13:22:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 3.2683, loss: 3.2683 +2025-06-11 08:20:26,909 - pyskl - INFO - Epoch [74][2100/3940] lr: 1.288e-02, eta: 1 day, 13:21:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 3.3765, loss: 3.3765 +2025-06-11 08:21:11,406 - pyskl - INFO - Epoch [74][2200/3940] lr: 1.288e-02, eta: 1 day, 13:20:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 3.2964, loss: 3.2964 +2025-06-11 08:21:56,021 - pyskl - INFO - Epoch [74][2300/3940] lr: 1.287e-02, eta: 1 day, 13:19:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.3656, loss: 3.3656 +2025-06-11 08:22:40,523 - pyskl - INFO - Epoch [74][2400/3940] lr: 1.286e-02, eta: 1 day, 13:19:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 3.3351, loss: 3.3351 +2025-06-11 08:23:24,959 - pyskl - INFO - Epoch [74][2500/3940] lr: 1.286e-02, eta: 1 day, 13:18:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.2574, loss: 3.2574 +2025-06-11 08:24:09,406 - pyskl - INFO - Epoch [74][2600/3940] lr: 1.285e-02, eta: 1 day, 13:17:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 3.4511, loss: 3.4511 +2025-06-11 08:24:53,882 - pyskl - INFO - Epoch [74][2700/3940] lr: 1.284e-02, eta: 1 day, 13:16:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9694, loss_cls: 3.3340, loss: 3.3340 +2025-06-11 08:25:38,433 - pyskl - INFO - Epoch [74][2800/3940] lr: 1.284e-02, eta: 1 day, 13:16:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 3.4440, loss: 3.4440 +2025-06-11 08:26:22,897 - pyskl - INFO - Epoch [74][2900/3940] lr: 1.283e-02, eta: 1 day, 13:15:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.3598, loss: 3.3598 +2025-06-11 08:27:07,330 - pyskl - INFO - Epoch [74][3000/3940] lr: 1.282e-02, eta: 1 day, 13:14:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 3.3682, loss: 3.3682 +2025-06-11 08:27:51,847 - pyskl - INFO - Epoch [74][3100/3940] lr: 1.282e-02, eta: 1 day, 13:13:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 3.2825, loss: 3.2825 +2025-06-11 08:28:36,388 - pyskl - INFO - Epoch [74][3200/3940] lr: 1.281e-02, eta: 1 day, 13:13:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 3.4332, loss: 3.4332 +2025-06-11 08:29:21,080 - pyskl - INFO - Epoch [74][3300/3940] lr: 1.280e-02, eta: 1 day, 13:12:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9663, loss_cls: 3.4981, loss: 3.4981 +2025-06-11 08:30:05,615 - pyskl - INFO - Epoch [74][3400/3940] lr: 1.280e-02, eta: 1 day, 13:11:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.2618, loss: 3.2618 +2025-06-11 08:30:50,186 - pyskl - INFO - Epoch [74][3500/3940] lr: 1.279e-02, eta: 1 day, 13:10:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 3.3367, loss: 3.3367 +2025-06-11 08:31:34,751 - pyskl - INFO - Epoch [74][3600/3940] lr: 1.278e-02, eta: 1 day, 13:10:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.4368, loss: 3.4368 +2025-06-11 08:32:19,252 - pyskl - INFO - Epoch [74][3700/3940] lr: 1.278e-02, eta: 1 day, 13:09:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 3.3028, loss: 3.3028 +2025-06-11 08:33:03,763 - pyskl - INFO - Epoch [74][3800/3940] lr: 1.277e-02, eta: 1 day, 13:08:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 3.2688, loss: 3.2688 +2025-06-11 08:33:48,203 - pyskl - INFO - Epoch [74][3900/3940] lr: 1.276e-02, eta: 1 day, 13:07:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9706, loss_cls: 3.4706, loss: 3.4706 +2025-06-11 08:34:06,399 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-06-11 08:37:27,040 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 08:37:27,506 - pyskl - INFO - +top1_acc 0.7681 +top5_acc 0.9530 +2025-06-11 08:37:27,523 - pyskl - INFO - Epoch(val) [74][3183] top1_acc: 0.7681, top5_acc: 0.9530 +2025-06-11 08:38:36,622 - pyskl - INFO - Epoch [75][100/3940] lr: 1.276e-02, eta: 1 day, 13:06:57, time: 0.691, data_time: 0.248, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 3.2165, loss: 3.2165 +2025-06-11 08:39:20,908 - pyskl - INFO - Epoch [75][200/3940] lr: 1.275e-02, eta: 1 day, 13:06:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9862, loss_cls: 3.2712, loss: 3.2712 +2025-06-11 08:40:05,227 - pyskl - INFO - Epoch [75][300/3940] lr: 1.274e-02, eta: 1 day, 13:05:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 3.3304, loss: 3.3304 +2025-06-11 08:40:49,573 - pyskl - INFO - Epoch [75][400/3940] lr: 1.274e-02, eta: 1 day, 13:04:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.3123, loss: 3.3123 +2025-06-11 08:41:33,904 - pyskl - INFO - Epoch [75][500/3940] lr: 1.273e-02, eta: 1 day, 13:03:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 3.3066, loss: 3.3066 +2025-06-11 08:42:18,277 - pyskl - INFO - Epoch [75][600/3940] lr: 1.272e-02, eta: 1 day, 13:03:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9706, loss_cls: 3.2852, loss: 3.2852 +2025-06-11 08:43:02,699 - pyskl - INFO - Epoch [75][700/3940] lr: 1.272e-02, eta: 1 day, 13:02:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9663, loss_cls: 3.3152, loss: 3.3152 +2025-06-11 08:43:47,170 - pyskl - INFO - Epoch [75][800/3940] lr: 1.271e-02, eta: 1 day, 13:01:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9719, loss_cls: 3.2253, loss: 3.2253 +2025-06-11 08:44:31,639 - pyskl - INFO - Epoch [75][900/3940] lr: 1.270e-02, eta: 1 day, 13:00:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 3.1651, loss: 3.1651 +2025-06-11 08:45:16,036 - pyskl - INFO - Epoch [75][1000/3940] lr: 1.270e-02, eta: 1 day, 13:00:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9844, loss_cls: 3.2573, loss: 3.2573 +2025-06-11 08:46:00,411 - pyskl - INFO - Epoch [75][1100/3940] lr: 1.269e-02, eta: 1 day, 12:59:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 3.3565, loss: 3.3565 +2025-06-11 08:46:44,768 - pyskl - INFO - Epoch [75][1200/3940] lr: 1.268e-02, eta: 1 day, 12:58:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 3.3113, loss: 3.3113 +2025-06-11 08:47:29,197 - pyskl - INFO - Epoch [75][1300/3940] lr: 1.268e-02, eta: 1 day, 12:57:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 3.3426, loss: 3.3426 +2025-06-11 08:48:13,564 - pyskl - INFO - Epoch [75][1400/3940] lr: 1.267e-02, eta: 1 day, 12:57:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 3.3381, loss: 3.3381 +2025-06-11 08:48:57,953 - pyskl - INFO - Epoch [75][1500/3940] lr: 1.266e-02, eta: 1 day, 12:56:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 3.2403, loss: 3.2403 +2025-06-11 08:49:42,346 - pyskl - INFO - Epoch [75][1600/3940] lr: 1.266e-02, eta: 1 day, 12:55:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 3.3675, loss: 3.3675 +2025-06-11 08:50:26,699 - pyskl - INFO - Epoch [75][1700/3940] lr: 1.265e-02, eta: 1 day, 12:54:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9644, loss_cls: 3.3629, loss: 3.3629 +2025-06-11 08:51:11,100 - pyskl - INFO - Epoch [75][1800/3940] lr: 1.264e-02, eta: 1 day, 12:54:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 3.4183, loss: 3.4183 +2025-06-11 08:51:55,531 - pyskl - INFO - Epoch [75][1900/3940] lr: 1.264e-02, eta: 1 day, 12:53:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9669, loss_cls: 3.2908, loss: 3.2908 +2025-06-11 08:52:39,975 - pyskl - INFO - Epoch [75][2000/3940] lr: 1.263e-02, eta: 1 day, 12:52:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 3.3709, loss: 3.3709 +2025-06-11 08:53:24,487 - pyskl - INFO - Epoch [75][2100/3940] lr: 1.262e-02, eta: 1 day, 12:51:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9731, loss_cls: 3.1853, loss: 3.1853 +2025-06-11 08:54:08,993 - pyskl - INFO - Epoch [75][2200/3940] lr: 1.262e-02, eta: 1 day, 12:51:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 3.3052, loss: 3.3052 +2025-06-11 08:54:53,395 - pyskl - INFO - Epoch [75][2300/3940] lr: 1.261e-02, eta: 1 day, 12:50:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.2795, loss: 3.2795 +2025-06-11 08:55:37,866 - pyskl - INFO - Epoch [75][2400/3940] lr: 1.260e-02, eta: 1 day, 12:49:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 3.3269, loss: 3.3269 +2025-06-11 08:56:22,293 - pyskl - INFO - Epoch [75][2500/3940] lr: 1.260e-02, eta: 1 day, 12:49:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9731, loss_cls: 3.2515, loss: 3.2515 +2025-06-11 08:57:06,692 - pyskl - INFO - Epoch [75][2600/3940] lr: 1.259e-02, eta: 1 day, 12:48:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 3.3449, loss: 3.3449 +2025-06-11 08:57:51,175 - pyskl - INFO - Epoch [75][2700/3940] lr: 1.258e-02, eta: 1 day, 12:47:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.3091, loss: 3.3091 +2025-06-11 08:58:35,639 - pyskl - INFO - Epoch [75][2800/3940] lr: 1.258e-02, eta: 1 day, 12:46:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.3019, loss: 3.3019 +2025-06-11 08:59:20,218 - pyskl - INFO - Epoch [75][2900/3940] lr: 1.257e-02, eta: 1 day, 12:46:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9675, loss_cls: 3.4104, loss: 3.4104 +2025-06-11 09:00:04,682 - pyskl - INFO - Epoch [75][3000/3940] lr: 1.256e-02, eta: 1 day, 12:45:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 3.3206, loss: 3.3206 +2025-06-11 09:00:49,052 - pyskl - INFO - Epoch [75][3100/3940] lr: 1.256e-02, eta: 1 day, 12:44:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 3.4071, loss: 3.4071 +2025-06-11 09:01:33,474 - pyskl - INFO - Epoch [75][3200/3940] lr: 1.255e-02, eta: 1 day, 12:43:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.4386, loss: 3.4386 +2025-06-11 09:02:17,883 - pyskl - INFO - Epoch [75][3300/3940] lr: 1.254e-02, eta: 1 day, 12:43:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 3.4045, loss: 3.4045 +2025-06-11 09:03:02,302 - pyskl - INFO - Epoch [75][3400/3940] lr: 1.254e-02, eta: 1 day, 12:42:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 3.3313, loss: 3.3313 +2025-06-11 09:03:46,726 - pyskl - INFO - Epoch [75][3500/3940] lr: 1.253e-02, eta: 1 day, 12:41:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9706, loss_cls: 3.1849, loss: 3.1849 +2025-06-11 09:04:31,199 - pyskl - INFO - Epoch [75][3600/3940] lr: 1.252e-02, eta: 1 day, 12:40:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 3.3745, loss: 3.3745 +2025-06-11 09:05:15,620 - pyskl - INFO - Epoch [75][3700/3940] lr: 1.252e-02, eta: 1 day, 12:40:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 3.3350, loss: 3.3350 +2025-06-11 09:05:59,943 - pyskl - INFO - Epoch [75][3800/3940] lr: 1.251e-02, eta: 1 day, 12:39:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 3.4104, loss: 3.4104 +2025-06-11 09:06:44,238 - pyskl - INFO - Epoch [75][3900/3940] lr: 1.250e-02, eta: 1 day, 12:38:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 3.3026, loss: 3.3026 +2025-06-11 09:07:02,346 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-06-11 09:24:51,983 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 09:24:52,442 - pyskl - INFO - +top1_acc 0.7770 +top5_acc 0.9582 +2025-06-11 09:24:52,493 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_71.pth was removed +2025-06-11 09:24:53,515 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_75.pth. +2025-06-11 09:24:53,517 - pyskl - INFO - Best top1_acc is 0.7770 at 75 epoch. +2025-06-11 09:24:53,533 - pyskl - INFO - Epoch(val) [75][3183] top1_acc: 0.7770, top5_acc: 0.9582 +2025-06-11 09:26:02,374 - pyskl - INFO - Epoch [76][100/3940] lr: 1.249e-02, eta: 1 day, 12:37:36, time: 0.688, data_time: 0.245, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.2860, loss: 3.2860 +2025-06-11 09:26:46,774 - pyskl - INFO - Epoch [76][200/3940] lr: 1.249e-02, eta: 1 day, 12:36:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9762, loss_cls: 3.3853, loss: 3.3853 +2025-06-11 09:27:31,152 - pyskl - INFO - Epoch [76][300/3940] lr: 1.248e-02, eta: 1 day, 12:36:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 3.3292, loss: 3.3292 +2025-06-11 09:28:15,492 - pyskl - INFO - Epoch [76][400/3940] lr: 1.247e-02, eta: 1 day, 12:35:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 3.2318, loss: 3.2318 +2025-06-11 09:28:59,937 - pyskl - INFO - Epoch [76][500/3940] lr: 1.247e-02, eta: 1 day, 12:34:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9738, loss_cls: 3.1916, loss: 3.1916 +2025-06-11 09:29:44,346 - pyskl - INFO - Epoch [76][600/3940] lr: 1.246e-02, eta: 1 day, 12:33:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.2409, loss: 3.2409 +2025-06-11 09:30:28,711 - pyskl - INFO - Epoch [76][700/3940] lr: 1.245e-02, eta: 1 day, 12:33:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 3.1876, loss: 3.1876 +2025-06-11 09:31:13,056 - pyskl - INFO - Epoch [76][800/3940] lr: 1.245e-02, eta: 1 day, 12:32:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.2097, loss: 3.2097 +2025-06-11 09:31:57,383 - pyskl - INFO - Epoch [76][900/3940] lr: 1.244e-02, eta: 1 day, 12:31:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.2494, loss: 3.2494 +2025-06-11 09:32:41,769 - pyskl - INFO - Epoch [76][1000/3940] lr: 1.243e-02, eta: 1 day, 12:30:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9725, loss_cls: 3.2537, loss: 3.2537 +2025-06-11 09:33:26,133 - pyskl - INFO - Epoch [76][1100/3940] lr: 1.243e-02, eta: 1 day, 12:30:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 3.3434, loss: 3.3434 +2025-06-11 09:34:10,522 - pyskl - INFO - Epoch [76][1200/3940] lr: 1.242e-02, eta: 1 day, 12:29:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 3.2683, loss: 3.2683 +2025-06-11 09:34:54,918 - pyskl - INFO - Epoch [76][1300/3940] lr: 1.241e-02, eta: 1 day, 12:28:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 3.3215, loss: 3.3215 +2025-06-11 09:35:39,724 - pyskl - INFO - Epoch [76][1400/3940] lr: 1.241e-02, eta: 1 day, 12:27:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 3.2182, loss: 3.2182 +2025-06-11 09:36:24,281 - pyskl - INFO - Epoch [76][1500/3940] lr: 1.240e-02, eta: 1 day, 12:27:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.3897, loss: 3.3897 +2025-06-11 09:37:08,733 - pyskl - INFO - Epoch [76][1600/3940] lr: 1.239e-02, eta: 1 day, 12:26:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9700, loss_cls: 3.3854, loss: 3.3854 +2025-06-11 09:37:53,095 - pyskl - INFO - Epoch [76][1700/3940] lr: 1.239e-02, eta: 1 day, 12:25:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 3.1824, loss: 3.1824 +2025-06-11 09:38:37,403 - pyskl - INFO - Epoch [76][1800/3940] lr: 1.238e-02, eta: 1 day, 12:24:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.3157, loss: 3.3157 +2025-06-11 09:39:21,727 - pyskl - INFO - Epoch [76][1900/3940] lr: 1.237e-02, eta: 1 day, 12:24:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9831, loss_cls: 3.2523, loss: 3.2523 +2025-06-11 09:40:06,194 - pyskl - INFO - Epoch [76][2000/3940] lr: 1.237e-02, eta: 1 day, 12:23:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.4130, loss: 3.4130 +2025-06-11 09:40:50,519 - pyskl - INFO - Epoch [76][2100/3940] lr: 1.236e-02, eta: 1 day, 12:22:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 3.2231, loss: 3.2231 +2025-06-11 09:41:34,938 - pyskl - INFO - Epoch [76][2200/3940] lr: 1.235e-02, eta: 1 day, 12:21:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 3.2176, loss: 3.2176 +2025-06-11 09:42:19,447 - pyskl - INFO - Epoch [76][2300/3940] lr: 1.235e-02, eta: 1 day, 12:21:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 3.2739, loss: 3.2739 +2025-06-11 09:43:04,046 - pyskl - INFO - Epoch [76][2400/3940] lr: 1.234e-02, eta: 1 day, 12:20:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 3.3452, loss: 3.3452 +2025-06-11 09:43:48,599 - pyskl - INFO - Epoch [76][2500/3940] lr: 1.233e-02, eta: 1 day, 12:19:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 3.2179, loss: 3.2179 +2025-06-11 09:44:33,164 - pyskl - INFO - Epoch [76][2600/3940] lr: 1.233e-02, eta: 1 day, 12:18:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 3.3082, loss: 3.3082 +2025-06-11 09:45:17,682 - pyskl - INFO - Epoch [76][2700/3940] lr: 1.232e-02, eta: 1 day, 12:18:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9644, loss_cls: 3.3924, loss: 3.3924 +2025-06-11 09:46:02,222 - pyskl - INFO - Epoch [76][2800/3940] lr: 1.231e-02, eta: 1 day, 12:17:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9688, loss_cls: 3.4174, loss: 3.4174 +2025-06-11 09:46:46,706 - pyskl - INFO - Epoch [76][2900/3940] lr: 1.231e-02, eta: 1 day, 12:16:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.4240, loss: 3.4240 +2025-06-11 09:47:31,111 - pyskl - INFO - Epoch [76][3000/3940] lr: 1.230e-02, eta: 1 day, 12:15:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 3.2509, loss: 3.2509 +2025-06-11 09:48:15,495 - pyskl - INFO - Epoch [76][3100/3940] lr: 1.229e-02, eta: 1 day, 12:15:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9650, loss_cls: 3.4521, loss: 3.4521 +2025-06-11 09:48:59,936 - pyskl - INFO - Epoch [76][3200/3940] lr: 1.229e-02, eta: 1 day, 12:14:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 3.4555, loss: 3.4555 +2025-06-11 09:49:44,370 - pyskl - INFO - Epoch [76][3300/3940] lr: 1.228e-02, eta: 1 day, 12:13:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 3.3652, loss: 3.3652 +2025-06-11 09:50:28,735 - pyskl - INFO - Epoch [76][3400/3940] lr: 1.227e-02, eta: 1 day, 12:12:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 3.2858, loss: 3.2858 +2025-06-11 09:51:13,148 - pyskl - INFO - Epoch [76][3500/3940] lr: 1.227e-02, eta: 1 day, 12:12:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 3.2820, loss: 3.2820 +2025-06-11 09:51:57,592 - pyskl - INFO - Epoch [76][3600/3940] lr: 1.226e-02, eta: 1 day, 12:11:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 3.3144, loss: 3.3144 +2025-06-11 09:52:41,987 - pyskl - INFO - Epoch [76][3700/3940] lr: 1.225e-02, eta: 1 day, 12:10:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.2961, loss: 3.2961 +2025-06-11 09:53:26,571 - pyskl - INFO - Epoch [76][3800/3940] lr: 1.225e-02, eta: 1 day, 12:09:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 3.2720, loss: 3.2720 +2025-06-11 09:54:11,075 - pyskl - INFO - Epoch [76][3900/3940] lr: 1.224e-02, eta: 1 day, 12:09:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9681, loss_cls: 3.2589, loss: 3.2589 +2025-06-11 09:54:29,204 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-06-11 09:57:50,360 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 09:57:50,820 - pyskl - INFO - +top1_acc 0.7592 +top5_acc 0.9512 +2025-06-11 09:57:50,837 - pyskl - INFO - Epoch(val) [76][3183] top1_acc: 0.7592, top5_acc: 0.9512 +2025-06-11 09:58:59,897 - pyskl - INFO - Epoch [77][100/3940] lr: 1.223e-02, eta: 1 day, 12:08:16, time: 0.691, data_time: 0.247, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9738, loss_cls: 3.2643, loss: 3.2643 +2025-06-11 09:59:44,291 - pyskl - INFO - Epoch [77][200/3940] lr: 1.222e-02, eta: 1 day, 12:07:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 3.2731, loss: 3.2731 +2025-06-11 10:00:28,662 - pyskl - INFO - Epoch [77][300/3940] lr: 1.222e-02, eta: 1 day, 12:06:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.1096, loss: 3.1096 +2025-06-11 10:01:12,955 - pyskl - INFO - Epoch [77][400/3940] lr: 1.221e-02, eta: 1 day, 12:06:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.1613, loss: 3.1613 +2025-06-11 10:01:57,323 - pyskl - INFO - Epoch [77][500/3940] lr: 1.221e-02, eta: 1 day, 12:05:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.2982, loss: 3.2982 +2025-06-11 10:02:41,686 - pyskl - INFO - Epoch [77][600/3940] lr: 1.220e-02, eta: 1 day, 12:04:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 3.3475, loss: 3.3475 +2025-06-11 10:03:26,036 - pyskl - INFO - Epoch [77][700/3940] lr: 1.219e-02, eta: 1 day, 12:03:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.2974, loss: 3.2974 +2025-06-11 10:04:10,364 - pyskl - INFO - Epoch [77][800/3940] lr: 1.219e-02, eta: 1 day, 12:03:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 3.1857, loss: 3.1857 +2025-06-11 10:04:54,460 - pyskl - INFO - Epoch [77][900/3940] lr: 1.218e-02, eta: 1 day, 12:02:17, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9806, loss_cls: 3.2997, loss: 3.2997 +2025-06-11 10:05:38,737 - pyskl - INFO - Epoch [77][1000/3940] lr: 1.217e-02, eta: 1 day, 12:01:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 3.3374, loss: 3.3374 +2025-06-11 10:06:23,198 - pyskl - INFO - Epoch [77][1100/3940] lr: 1.217e-02, eta: 1 day, 12:00:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 3.3168, loss: 3.3168 +2025-06-11 10:07:07,542 - pyskl - INFO - Epoch [77][1200/3940] lr: 1.216e-02, eta: 1 day, 12:00:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.4009, loss: 3.4009 +2025-06-11 10:07:51,927 - pyskl - INFO - Epoch [77][1300/3940] lr: 1.215e-02, eta: 1 day, 11:59:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 3.2018, loss: 3.2018 +2025-06-11 10:08:36,301 - pyskl - INFO - Epoch [77][1400/3940] lr: 1.215e-02, eta: 1 day, 11:58:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 3.3040, loss: 3.3040 +2025-06-11 10:09:20,802 - pyskl - INFO - Epoch [77][1500/3940] lr: 1.214e-02, eta: 1 day, 11:57:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.3777, loss: 3.3777 +2025-06-11 10:10:05,207 - pyskl - INFO - Epoch [77][1600/3940] lr: 1.213e-02, eta: 1 day, 11:57:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.2811, loss: 3.2811 +2025-06-11 10:10:49,854 - pyskl - INFO - Epoch [77][1700/3940] lr: 1.213e-02, eta: 1 day, 11:56:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 3.2316, loss: 3.2316 +2025-06-11 10:11:34,418 - pyskl - INFO - Epoch [77][1800/3940] lr: 1.212e-02, eta: 1 day, 11:55:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 3.2250, loss: 3.2250 +2025-06-11 10:12:18,918 - pyskl - INFO - Epoch [77][1900/3940] lr: 1.211e-02, eta: 1 day, 11:54:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 3.1138, loss: 3.1138 +2025-06-11 10:13:03,469 - pyskl - INFO - Epoch [77][2000/3940] lr: 1.211e-02, eta: 1 day, 11:54:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.3590, loss: 3.3590 +2025-06-11 10:13:47,981 - pyskl - INFO - Epoch [77][2100/3940] lr: 1.210e-02, eta: 1 day, 11:53:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9744, loss_cls: 3.2584, loss: 3.2584 +2025-06-11 10:14:32,388 - pyskl - INFO - Epoch [77][2200/3940] lr: 1.209e-02, eta: 1 day, 11:52:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9725, loss_cls: 3.2201, loss: 3.2201 +2025-06-11 10:15:16,854 - pyskl - INFO - Epoch [77][2300/3940] lr: 1.209e-02, eta: 1 day, 11:51:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9688, loss_cls: 3.4507, loss: 3.4507 +2025-06-11 10:16:01,460 - pyskl - INFO - Epoch [77][2400/3940] lr: 1.208e-02, eta: 1 day, 11:51:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 3.3531, loss: 3.3531 +2025-06-11 10:16:46,081 - pyskl - INFO - Epoch [77][2500/3940] lr: 1.207e-02, eta: 1 day, 11:50:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9731, loss_cls: 3.4103, loss: 3.4103 +2025-06-11 10:17:30,846 - pyskl - INFO - Epoch [77][2600/3940] lr: 1.207e-02, eta: 1 day, 11:49:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9719, loss_cls: 3.2830, loss: 3.2830 +2025-06-11 10:18:15,265 - pyskl - INFO - Epoch [77][2700/3940] lr: 1.206e-02, eta: 1 day, 11:48:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 3.2055, loss: 3.2055 +2025-06-11 10:18:59,713 - pyskl - INFO - Epoch [77][2800/3940] lr: 1.205e-02, eta: 1 day, 11:48:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9881, loss_cls: 3.1620, loss: 3.1620 +2025-06-11 10:19:43,962 - pyskl - INFO - Epoch [77][2900/3940] lr: 1.205e-02, eta: 1 day, 11:47:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.3519, loss: 3.3519 +2025-06-11 10:20:28,014 - pyskl - INFO - Epoch [77][3000/3940] lr: 1.204e-02, eta: 1 day, 11:46:36, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 3.2758, loss: 3.2758 +2025-06-11 10:21:12,140 - pyskl - INFO - Epoch [77][3100/3940] lr: 1.203e-02, eta: 1 day, 11:45:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.2575, loss: 3.2575 +2025-06-11 10:21:56,076 - pyskl - INFO - Epoch [77][3200/3940] lr: 1.203e-02, eta: 1 day, 11:45:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9731, loss_cls: 3.2042, loss: 3.2042 +2025-06-11 10:22:40,270 - pyskl - INFO - Epoch [77][3300/3940] lr: 1.202e-02, eta: 1 day, 11:44:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9719, loss_cls: 3.2600, loss: 3.2600 +2025-06-11 10:23:24,700 - pyskl - INFO - Epoch [77][3400/3940] lr: 1.201e-02, eta: 1 day, 11:43:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 3.4550, loss: 3.4550 +2025-06-11 10:24:09,005 - pyskl - INFO - Epoch [77][3500/3940] lr: 1.201e-02, eta: 1 day, 11:42:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 3.3380, loss: 3.3380 +2025-06-11 10:24:53,455 - pyskl - INFO - Epoch [77][3600/3940] lr: 1.200e-02, eta: 1 day, 11:42:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 3.2708, loss: 3.2708 +2025-06-11 10:25:37,667 - pyskl - INFO - Epoch [77][3700/3940] lr: 1.199e-02, eta: 1 day, 11:41:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 3.2918, loss: 3.2918 +2025-06-11 10:26:22,215 - pyskl - INFO - Epoch [77][3800/3940] lr: 1.199e-02, eta: 1 day, 11:40:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.2907, loss: 3.2907 +2025-06-11 10:27:06,441 - pyskl - INFO - Epoch [77][3900/3940] lr: 1.198e-02, eta: 1 day, 11:39:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9688, loss_cls: 3.3142, loss: 3.3142 +2025-06-11 10:27:24,652 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-06-11 10:30:47,341 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 10:30:47,823 - pyskl - INFO - +top1_acc 0.7436 +top5_acc 0.9501 +2025-06-11 10:30:47,851 - pyskl - INFO - Epoch(val) [77][3183] top1_acc: 0.7436, top5_acc: 0.9501 +2025-06-11 10:31:57,996 - pyskl - INFO - Epoch [78][100/3940] lr: 1.197e-02, eta: 1 day, 11:38:56, time: 0.701, data_time: 0.256, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9769, loss_cls: 3.1915, loss: 3.1915 +2025-06-11 10:32:42,626 - pyskl - INFO - Epoch [78][200/3940] lr: 1.196e-02, eta: 1 day, 11:38:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9862, loss_cls: 3.2194, loss: 3.2194 +2025-06-11 10:33:27,115 - pyskl - INFO - Epoch [78][300/3940] lr: 1.196e-02, eta: 1 day, 11:37:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 3.1818, loss: 3.1818 +2025-06-11 10:34:11,609 - pyskl - INFO - Epoch [78][400/3940] lr: 1.195e-02, eta: 1 day, 11:36:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.2893, loss: 3.2893 +2025-06-11 10:34:56,100 - pyskl - INFO - Epoch [78][500/3940] lr: 1.194e-02, eta: 1 day, 11:35:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 3.1415, loss: 3.1415 +2025-06-11 10:35:40,656 - pyskl - INFO - Epoch [78][600/3940] lr: 1.194e-02, eta: 1 day, 11:35:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 3.2737, loss: 3.2737 +2025-06-11 10:36:25,272 - pyskl - INFO - Epoch [78][700/3940] lr: 1.193e-02, eta: 1 day, 11:34:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 3.2166, loss: 3.2166 +2025-06-11 10:37:09,847 - pyskl - INFO - Epoch [78][800/3940] lr: 1.192e-02, eta: 1 day, 11:33:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 3.1890, loss: 3.1890 +2025-06-11 10:37:54,267 - pyskl - INFO - Epoch [78][900/3940] lr: 1.192e-02, eta: 1 day, 11:32:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9700, loss_cls: 3.3253, loss: 3.3253 +2025-06-11 10:38:38,995 - pyskl - INFO - Epoch [78][1000/3940] lr: 1.191e-02, eta: 1 day, 11:32:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 3.2356, loss: 3.2356 +2025-06-11 10:39:23,764 - pyskl - INFO - Epoch [78][1100/3940] lr: 1.190e-02, eta: 1 day, 11:31:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9750, loss_cls: 3.2315, loss: 3.2315 +2025-06-11 10:40:08,413 - pyskl - INFO - Epoch [78][1200/3940] lr: 1.190e-02, eta: 1 day, 11:30:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 3.2818, loss: 3.2818 +2025-06-11 10:40:53,099 - pyskl - INFO - Epoch [78][1300/3940] lr: 1.189e-02, eta: 1 day, 11:30:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.3075, loss: 3.3075 +2025-06-11 10:41:37,470 - pyskl - INFO - Epoch [78][1400/3940] lr: 1.188e-02, eta: 1 day, 11:29:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.3131, loss: 3.3131 +2025-06-11 10:42:21,849 - pyskl - INFO - Epoch [78][1500/3940] lr: 1.188e-02, eta: 1 day, 11:28:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 3.4074, loss: 3.4074 +2025-06-11 10:43:06,160 - pyskl - INFO - Epoch [78][1600/3940] lr: 1.187e-02, eta: 1 day, 11:27:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 3.3882, loss: 3.3882 +2025-06-11 10:43:50,409 - pyskl - INFO - Epoch [78][1700/3940] lr: 1.186e-02, eta: 1 day, 11:27:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 3.1037, loss: 3.1037 +2025-06-11 10:44:34,668 - pyskl - INFO - Epoch [78][1800/3940] lr: 1.186e-02, eta: 1 day, 11:26:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 3.2278, loss: 3.2278 +2025-06-11 10:45:18,962 - pyskl - INFO - Epoch [78][1900/3940] lr: 1.185e-02, eta: 1 day, 11:25:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9706, loss_cls: 3.3354, loss: 3.3354 +2025-06-11 10:46:03,443 - pyskl - INFO - Epoch [78][2000/3940] lr: 1.184e-02, eta: 1 day, 11:24:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 3.2651, loss: 3.2651 +2025-06-11 10:46:47,943 - pyskl - INFO - Epoch [78][2100/3940] lr: 1.184e-02, eta: 1 day, 11:24:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.2967, loss: 3.2967 +2025-06-11 10:47:32,417 - pyskl - INFO - Epoch [78][2200/3940] lr: 1.183e-02, eta: 1 day, 11:23:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 3.2138, loss: 3.2138 +2025-06-11 10:48:16,847 - pyskl - INFO - Epoch [78][2300/3940] lr: 1.182e-02, eta: 1 day, 11:22:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.2377, loss: 3.2377 +2025-06-11 10:49:01,317 - pyskl - INFO - Epoch [78][2400/3940] lr: 1.182e-02, eta: 1 day, 11:21:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 3.2979, loss: 3.2979 +2025-06-11 10:49:45,743 - pyskl - INFO - Epoch [78][2500/3940] lr: 1.181e-02, eta: 1 day, 11:21:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9731, loss_cls: 3.3104, loss: 3.3104 +2025-06-11 10:50:30,249 - pyskl - INFO - Epoch [78][2600/3940] lr: 1.180e-02, eta: 1 day, 11:20:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.3308, loss: 3.3308 +2025-06-11 10:51:14,706 - pyskl - INFO - Epoch [78][2700/3940] lr: 1.180e-02, eta: 1 day, 11:19:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 3.3837, loss: 3.3837 +2025-06-11 10:51:59,197 - pyskl - INFO - Epoch [78][2800/3940] lr: 1.179e-02, eta: 1 day, 11:18:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 3.4269, loss: 3.4269 +2025-06-11 10:52:43,522 - pyskl - INFO - Epoch [78][2900/3940] lr: 1.178e-02, eta: 1 day, 11:18:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 3.2244, loss: 3.2244 +2025-06-11 10:53:27,830 - pyskl - INFO - Epoch [78][3000/3940] lr: 1.178e-02, eta: 1 day, 11:17:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 3.2092, loss: 3.2092 +2025-06-11 10:54:12,117 - pyskl - INFO - Epoch [78][3100/3940] lr: 1.177e-02, eta: 1 day, 11:16:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 3.2905, loss: 3.2905 +2025-06-11 10:54:56,445 - pyskl - INFO - Epoch [78][3200/3940] lr: 1.176e-02, eta: 1 day, 11:15:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 3.3146, loss: 3.3146 +2025-06-11 10:55:40,727 - pyskl - INFO - Epoch [78][3300/3940] lr: 1.176e-02, eta: 1 day, 11:15:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 3.2856, loss: 3.2856 +2025-06-11 10:56:25,057 - pyskl - INFO - Epoch [78][3400/3940] lr: 1.175e-02, eta: 1 day, 11:14:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 3.3128, loss: 3.3128 +2025-06-11 10:57:09,360 - pyskl - INFO - Epoch [78][3500/3940] lr: 1.174e-02, eta: 1 day, 11:13:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9756, loss_cls: 3.0974, loss: 3.0974 +2025-06-11 10:57:53,797 - pyskl - INFO - Epoch [78][3600/3940] lr: 1.174e-02, eta: 1 day, 11:12:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 3.1893, loss: 3.1893 +2025-06-11 10:58:38,188 - pyskl - INFO - Epoch [78][3700/3940] lr: 1.173e-02, eta: 1 day, 11:12:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 3.3644, loss: 3.3644 +2025-06-11 10:59:22,534 - pyskl - INFO - Epoch [78][3800/3940] lr: 1.172e-02, eta: 1 day, 11:11:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9725, loss_cls: 3.3039, loss: 3.3039 +2025-06-11 11:00:06,895 - pyskl - INFO - Epoch [78][3900/3940] lr: 1.172e-02, eta: 1 day, 11:10:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.3324, loss: 3.3324 +2025-06-11 11:00:25,008 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-06-11 11:03:45,643 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 11:03:46,118 - pyskl - INFO - +top1_acc 0.7837 +top5_acc 0.9590 +2025-06-11 11:03:46,174 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_75.pth was removed +2025-06-11 11:03:47,235 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_78.pth. +2025-06-11 11:03:47,237 - pyskl - INFO - Best top1_acc is 0.7837 at 78 epoch. +2025-06-11 11:03:47,257 - pyskl - INFO - Epoch(val) [78][3183] top1_acc: 0.7837, top5_acc: 0.9590 +2025-06-11 11:04:56,614 - pyskl - INFO - Epoch [79][100/3940] lr: 1.171e-02, eta: 1 day, 11:09:37, time: 0.693, data_time: 0.249, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 3.3354, loss: 3.3354 +2025-06-11 11:05:41,029 - pyskl - INFO - Epoch [79][200/3940] lr: 1.170e-02, eta: 1 day, 11:08:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 3.3033, loss: 3.3033 +2025-06-11 11:06:25,511 - pyskl - INFO - Epoch [79][300/3940] lr: 1.170e-02, eta: 1 day, 11:08:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9856, loss_cls: 3.1938, loss: 3.1938 +2025-06-11 11:07:09,844 - pyskl - INFO - Epoch [79][400/3940] lr: 1.169e-02, eta: 1 day, 11:07:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9719, loss_cls: 3.2670, loss: 3.2670 +2025-06-11 11:07:54,158 - pyskl - INFO - Epoch [79][500/3940] lr: 1.168e-02, eta: 1 day, 11:06:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9700, loss_cls: 3.3323, loss: 3.3323 +2025-06-11 11:08:38,619 - pyskl - INFO - Epoch [79][600/3940] lr: 1.168e-02, eta: 1 day, 11:05:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9744, loss_cls: 3.2096, loss: 3.2096 +2025-06-11 11:09:22,854 - pyskl - INFO - Epoch [79][700/3940] lr: 1.167e-02, eta: 1 day, 11:05:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 3.2295, loss: 3.2295 +2025-06-11 11:10:07,092 - pyskl - INFO - Epoch [79][800/3940] lr: 1.166e-02, eta: 1 day, 11:04:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.1732, loss: 3.1732 +2025-06-11 11:10:51,356 - pyskl - INFO - Epoch [79][900/3940] lr: 1.166e-02, eta: 1 day, 11:03:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 3.2738, loss: 3.2738 +2025-06-11 11:11:35,746 - pyskl - INFO - Epoch [79][1000/3940] lr: 1.165e-02, eta: 1 day, 11:02:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 3.2884, loss: 3.2884 +2025-06-11 11:12:20,272 - pyskl - INFO - Epoch [79][1100/3940] lr: 1.164e-02, eta: 1 day, 11:02:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 3.1714, loss: 3.1714 +2025-06-11 11:13:04,737 - pyskl - INFO - Epoch [79][1200/3940] lr: 1.164e-02, eta: 1 day, 11:01:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.2726, loss: 3.2726 +2025-06-11 11:13:49,137 - pyskl - INFO - Epoch [79][1300/3940] lr: 1.163e-02, eta: 1 day, 11:00:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 3.2503, loss: 3.2503 +2025-06-11 11:14:33,601 - pyskl - INFO - Epoch [79][1400/3940] lr: 1.162e-02, eta: 1 day, 10:59:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 3.2430, loss: 3.2430 +2025-06-11 11:15:18,140 - pyskl - INFO - Epoch [79][1500/3940] lr: 1.162e-02, eta: 1 day, 10:59:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 3.3674, loss: 3.3674 +2025-06-11 11:16:02,480 - pyskl - INFO - Epoch [79][1600/3940] lr: 1.161e-02, eta: 1 day, 10:58:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 3.2216, loss: 3.2216 +2025-06-11 11:16:46,810 - pyskl - INFO - Epoch [79][1700/3940] lr: 1.160e-02, eta: 1 day, 10:57:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9769, loss_cls: 3.2096, loss: 3.2096 +2025-06-11 11:17:31,078 - pyskl - INFO - Epoch [79][1800/3940] lr: 1.160e-02, eta: 1 day, 10:56:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 3.2106, loss: 3.2106 +2025-06-11 11:18:15,451 - pyskl - INFO - Epoch [79][1900/3940] lr: 1.159e-02, eta: 1 day, 10:56:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 3.1975, loss: 3.1975 +2025-06-11 11:18:59,883 - pyskl - INFO - Epoch [79][2000/3940] lr: 1.158e-02, eta: 1 day, 10:55:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9688, loss_cls: 3.3330, loss: 3.3330 +2025-06-11 11:19:44,378 - pyskl - INFO - Epoch [79][2100/3940] lr: 1.158e-02, eta: 1 day, 10:54:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9756, loss_cls: 3.1913, loss: 3.1913 +2025-06-11 11:20:28,737 - pyskl - INFO - Epoch [79][2200/3940] lr: 1.157e-02, eta: 1 day, 10:53:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9688, loss_cls: 3.2302, loss: 3.2302 +2025-06-11 11:21:13,167 - pyskl - INFO - Epoch [79][2300/3940] lr: 1.156e-02, eta: 1 day, 10:53:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 3.1895, loss: 3.1895 +2025-06-11 11:21:57,674 - pyskl - INFO - Epoch [79][2400/3940] lr: 1.156e-02, eta: 1 day, 10:52:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.2967, loss: 3.2967 +2025-06-11 11:22:42,155 - pyskl - INFO - Epoch [79][2500/3940] lr: 1.155e-02, eta: 1 day, 10:51:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9838, loss_cls: 3.2670, loss: 3.2670 +2025-06-11 11:23:26,791 - pyskl - INFO - Epoch [79][2600/3940] lr: 1.154e-02, eta: 1 day, 10:50:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9688, loss_cls: 3.2943, loss: 3.2943 +2025-06-11 11:24:11,487 - pyskl - INFO - Epoch [79][2700/3940] lr: 1.154e-02, eta: 1 day, 10:50:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.2686, loss: 3.2686 +2025-06-11 11:24:56,097 - pyskl - INFO - Epoch [79][2800/3940] lr: 1.153e-02, eta: 1 day, 10:49:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9719, loss_cls: 3.2132, loss: 3.2132 +2025-06-11 11:25:40,618 - pyskl - INFO - Epoch [79][2900/3940] lr: 1.152e-02, eta: 1 day, 10:48:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 3.2015, loss: 3.2015 +2025-06-11 11:26:25,096 - pyskl - INFO - Epoch [79][3000/3940] lr: 1.152e-02, eta: 1 day, 10:47:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 3.2763, loss: 3.2763 +2025-06-11 11:27:09,408 - pyskl - INFO - Epoch [79][3100/3940] lr: 1.151e-02, eta: 1 day, 10:47:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9731, loss_cls: 3.2098, loss: 3.2098 +2025-06-11 11:27:53,735 - pyskl - INFO - Epoch [79][3200/3940] lr: 1.150e-02, eta: 1 day, 10:46:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.2856, loss: 3.2856 +2025-06-11 11:28:38,143 - pyskl - INFO - Epoch [79][3300/3940] lr: 1.150e-02, eta: 1 day, 10:45:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9750, loss_cls: 3.2741, loss: 3.2741 +2025-06-11 11:29:22,582 - pyskl - INFO - Epoch [79][3400/3940] lr: 1.149e-02, eta: 1 day, 10:44:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9719, loss_cls: 3.3197, loss: 3.3197 +2025-06-11 11:30:07,077 - pyskl - INFO - Epoch [79][3500/3940] lr: 1.148e-02, eta: 1 day, 10:44:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 3.3026, loss: 3.3026 +2025-06-11 11:30:51,547 - pyskl - INFO - Epoch [79][3600/3940] lr: 1.148e-02, eta: 1 day, 10:43:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 3.2417, loss: 3.2417 +2025-06-11 11:31:35,979 - pyskl - INFO - Epoch [79][3700/3940] lr: 1.147e-02, eta: 1 day, 10:42:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9725, loss_cls: 3.1992, loss: 3.1992 +2025-06-11 11:32:20,524 - pyskl - INFO - Epoch [79][3800/3940] lr: 1.146e-02, eta: 1 day, 10:41:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 3.2356, loss: 3.2356 +2025-06-11 11:33:04,999 - pyskl - INFO - Epoch [79][3900/3940] lr: 1.146e-02, eta: 1 day, 10:41:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.3884, loss: 3.3884 +2025-06-11 11:33:23,098 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-06-11 11:36:43,708 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 11:36:44,179 - pyskl - INFO - +top1_acc 0.7583 +top5_acc 0.9510 +2025-06-11 11:36:44,198 - pyskl - INFO - Epoch(val) [79][3183] top1_acc: 0.7583, top5_acc: 0.9510 +2025-06-11 11:37:53,732 - pyskl - INFO - Epoch [80][100/3940] lr: 1.145e-02, eta: 1 day, 10:40:18, time: 0.695, data_time: 0.248, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 3.1456, loss: 3.1456 +2025-06-11 11:38:38,309 - pyskl - INFO - Epoch [80][200/3940] lr: 1.144e-02, eta: 1 day, 10:39:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 3.0924, loss: 3.0924 +2025-06-11 11:39:22,728 - pyskl - INFO - Epoch [80][300/3940] lr: 1.143e-02, eta: 1 day, 10:38:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9719, loss_cls: 3.2173, loss: 3.2173 +2025-06-11 11:40:07,230 - pyskl - INFO - Epoch [80][400/3940] lr: 1.143e-02, eta: 1 day, 10:38:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 3.1666, loss: 3.1666 +2025-06-11 11:40:51,655 - pyskl - INFO - Epoch [80][500/3940] lr: 1.142e-02, eta: 1 day, 10:37:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 3.1289, loss: 3.1289 +2025-06-11 11:41:36,005 - pyskl - INFO - Epoch [80][600/3940] lr: 1.141e-02, eta: 1 day, 10:36:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9731, loss_cls: 3.3156, loss: 3.3156 +2025-06-11 11:42:20,415 - pyskl - INFO - Epoch [80][700/3940] lr: 1.141e-02, eta: 1 day, 10:35:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 3.1575, loss: 3.1575 +2025-06-11 11:43:04,812 - pyskl - INFO - Epoch [80][800/3940] lr: 1.140e-02, eta: 1 day, 10:35:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 3.2815, loss: 3.2815 +2025-06-11 11:43:49,218 - pyskl - INFO - Epoch [80][900/3940] lr: 1.139e-02, eta: 1 day, 10:34:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9731, loss_cls: 3.1272, loss: 3.1272 +2025-06-11 11:44:33,629 - pyskl - INFO - Epoch [80][1000/3940] lr: 1.139e-02, eta: 1 day, 10:33:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9775, loss_cls: 3.0776, loss: 3.0776 +2025-06-11 11:45:18,093 - pyskl - INFO - Epoch [80][1100/3940] lr: 1.138e-02, eta: 1 day, 10:32:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 3.1827, loss: 3.1827 +2025-06-11 11:46:02,427 - pyskl - INFO - Epoch [80][1200/3940] lr: 1.137e-02, eta: 1 day, 10:32:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.2842, loss: 3.2842 +2025-06-11 11:46:46,618 - pyskl - INFO - Epoch [80][1300/3940] lr: 1.137e-02, eta: 1 day, 10:31:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 3.0938, loss: 3.0938 +2025-06-11 11:47:30,771 - pyskl - INFO - Epoch [80][1400/3940] lr: 1.136e-02, eta: 1 day, 10:30:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 3.1353, loss: 3.1353 +2025-06-11 11:48:15,053 - pyskl - INFO - Epoch [80][1500/3940] lr: 1.135e-02, eta: 1 day, 10:29:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 3.3998, loss: 3.3998 +2025-06-11 11:48:59,282 - pyskl - INFO - Epoch [80][1600/3940] lr: 1.135e-02, eta: 1 day, 10:29:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 3.2716, loss: 3.2716 +2025-06-11 11:49:43,566 - pyskl - INFO - Epoch [80][1700/3940] lr: 1.134e-02, eta: 1 day, 10:28:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9738, loss_cls: 3.2120, loss: 3.2120 +2025-06-11 11:50:27,845 - pyskl - INFO - Epoch [80][1800/3940] lr: 1.133e-02, eta: 1 day, 10:27:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 3.2028, loss: 3.2028 +2025-06-11 11:51:12,154 - pyskl - INFO - Epoch [80][1900/3940] lr: 1.133e-02, eta: 1 day, 10:26:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 3.1224, loss: 3.1224 +2025-06-11 11:51:56,468 - pyskl - INFO - Epoch [80][2000/3940] lr: 1.132e-02, eta: 1 day, 10:26:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 3.3474, loss: 3.3474 +2025-06-11 11:52:40,701 - pyskl - INFO - Epoch [80][2100/3940] lr: 1.132e-02, eta: 1 day, 10:25:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 3.1662, loss: 3.1662 +2025-06-11 11:53:24,941 - pyskl - INFO - Epoch [80][2200/3940] lr: 1.131e-02, eta: 1 day, 10:24:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 3.2627, loss: 3.2627 +2025-06-11 11:54:09,409 - pyskl - INFO - Epoch [80][2300/3940] lr: 1.130e-02, eta: 1 day, 10:23:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9706, loss_cls: 3.2499, loss: 3.2499 +2025-06-11 11:54:53,868 - pyskl - INFO - Epoch [80][2400/3940] lr: 1.130e-02, eta: 1 day, 10:23:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 3.2195, loss: 3.2195 +2025-06-11 11:55:38,223 - pyskl - INFO - Epoch [80][2500/3940] lr: 1.129e-02, eta: 1 day, 10:22:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.2855, loss: 3.2855 +2025-06-11 11:56:22,610 - pyskl - INFO - Epoch [80][2600/3940] lr: 1.128e-02, eta: 1 day, 10:21:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 3.0836, loss: 3.0836 +2025-06-11 11:57:06,937 - pyskl - INFO - Epoch [80][2700/3940] lr: 1.128e-02, eta: 1 day, 10:20:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 3.2538, loss: 3.2538 +2025-06-11 11:57:51,249 - pyskl - INFO - Epoch [80][2800/3940] lr: 1.127e-02, eta: 1 day, 10:20:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 3.2022, loss: 3.2022 +2025-06-11 11:58:35,535 - pyskl - INFO - Epoch [80][2900/3940] lr: 1.126e-02, eta: 1 day, 10:19:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 3.2502, loss: 3.2502 +2025-06-11 11:59:19,852 - pyskl - INFO - Epoch [80][3000/3940] lr: 1.126e-02, eta: 1 day, 10:18:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 3.1547, loss: 3.1547 +2025-06-11 12:00:04,138 - pyskl - INFO - Epoch [80][3100/3940] lr: 1.125e-02, eta: 1 day, 10:17:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9706, loss_cls: 3.3111, loss: 3.3111 +2025-06-11 12:00:48,500 - pyskl - INFO - Epoch [80][3200/3940] lr: 1.124e-02, eta: 1 day, 10:17:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 3.3076, loss: 3.3076 +2025-06-11 12:01:32,932 - pyskl - INFO - Epoch [80][3300/3940] lr: 1.124e-02, eta: 1 day, 10:16:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 3.1860, loss: 3.1860 +2025-06-11 12:02:17,400 - pyskl - INFO - Epoch [80][3400/3940] lr: 1.123e-02, eta: 1 day, 10:15:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 3.1318, loss: 3.1318 +2025-06-11 12:03:01,693 - pyskl - INFO - Epoch [80][3500/3940] lr: 1.122e-02, eta: 1 day, 10:14:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 3.2189, loss: 3.2189 +2025-06-11 12:03:46,009 - pyskl - INFO - Epoch [80][3600/3940] lr: 1.122e-02, eta: 1 day, 10:14:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 3.1743, loss: 3.1743 +2025-06-11 12:04:30,416 - pyskl - INFO - Epoch [80][3700/3940] lr: 1.121e-02, eta: 1 day, 10:13:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.1909, loss: 3.1909 +2025-06-11 12:05:14,749 - pyskl - INFO - Epoch [80][3800/3940] lr: 1.120e-02, eta: 1 day, 10:12:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 3.2138, loss: 3.2138 +2025-06-11 12:05:59,279 - pyskl - INFO - Epoch [80][3900/3940] lr: 1.120e-02, eta: 1 day, 10:11:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 3.3180, loss: 3.3180 +2025-06-11 12:06:17,399 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-06-11 12:25:30,278 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 12:25:30,745 - pyskl - INFO - +top1_acc 0.7398 +top5_acc 0.9433 +2025-06-11 12:25:30,765 - pyskl - INFO - Epoch(val) [80][3183] top1_acc: 0.7398, top5_acc: 0.9433 +2025-06-11 12:26:39,599 - pyskl - INFO - Epoch [81][100/3940] lr: 1.119e-02, eta: 1 day, 10:10:55, time: 0.688, data_time: 0.245, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 3.1606, loss: 3.1606 +2025-06-11 12:27:24,007 - pyskl - INFO - Epoch [81][200/3940] lr: 1.118e-02, eta: 1 day, 10:10:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 3.0906, loss: 3.0906 +2025-06-11 12:28:08,478 - pyskl - INFO - Epoch [81][300/3940] lr: 1.117e-02, eta: 1 day, 10:09:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9712, loss_cls: 3.1720, loss: 3.1720 +2025-06-11 12:28:52,981 - pyskl - INFO - Epoch [81][400/3940] lr: 1.117e-02, eta: 1 day, 10:08:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 3.1160, loss: 3.1160 +2025-06-11 12:29:37,374 - pyskl - INFO - Epoch [81][500/3940] lr: 1.116e-02, eta: 1 day, 10:07:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9894, loss_cls: 3.0245, loss: 3.0245 +2025-06-11 12:30:21,762 - pyskl - INFO - Epoch [81][600/3940] lr: 1.115e-02, eta: 1 day, 10:07:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 3.0436, loss: 3.0436 +2025-06-11 12:31:06,118 - pyskl - INFO - Epoch [81][700/3940] lr: 1.115e-02, eta: 1 day, 10:06:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9744, loss_cls: 3.2543, loss: 3.2543 +2025-06-11 12:31:50,444 - pyskl - INFO - Epoch [81][800/3940] lr: 1.114e-02, eta: 1 day, 10:05:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 3.1964, loss: 3.1964 +2025-06-11 12:32:34,752 - pyskl - INFO - Epoch [81][900/3940] lr: 1.113e-02, eta: 1 day, 10:04:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9700, loss_cls: 3.2964, loss: 3.2964 +2025-06-11 12:33:19,172 - pyskl - INFO - Epoch [81][1000/3940] lr: 1.113e-02, eta: 1 day, 10:04:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 3.0925, loss: 3.0925 +2025-06-11 12:34:03,619 - pyskl - INFO - Epoch [81][1100/3940] lr: 1.112e-02, eta: 1 day, 10:03:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 3.0181, loss: 3.0181 +2025-06-11 12:34:47,979 - pyskl - INFO - Epoch [81][1200/3940] lr: 1.111e-02, eta: 1 day, 10:02:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9719, loss_cls: 3.2413, loss: 3.2413 +2025-06-11 12:35:32,389 - pyskl - INFO - Epoch [81][1300/3940] lr: 1.111e-02, eta: 1 day, 10:01:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 3.1328, loss: 3.1328 +2025-06-11 12:36:16,786 - pyskl - INFO - Epoch [81][1400/3940] lr: 1.110e-02, eta: 1 day, 10:01:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 3.2653, loss: 3.2653 +2025-06-11 12:37:01,214 - pyskl - INFO - Epoch [81][1500/3940] lr: 1.109e-02, eta: 1 day, 10:00:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 3.2862, loss: 3.2862 +2025-06-11 12:37:45,622 - pyskl - INFO - Epoch [81][1600/3940] lr: 1.109e-02, eta: 1 day, 9:59:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.2112, loss: 3.2112 +2025-06-11 12:38:29,954 - pyskl - INFO - Epoch [81][1700/3940] lr: 1.108e-02, eta: 1 day, 9:58:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 3.3387, loss: 3.3387 +2025-06-11 12:39:14,326 - pyskl - INFO - Epoch [81][1800/3940] lr: 1.107e-02, eta: 1 day, 9:58:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 3.1425, loss: 3.1425 +2025-06-11 12:39:58,722 - pyskl - INFO - Epoch [81][1900/3940] lr: 1.107e-02, eta: 1 day, 9:57:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 3.2983, loss: 3.2983 +2025-06-11 12:40:43,095 - pyskl - INFO - Epoch [81][2000/3940] lr: 1.106e-02, eta: 1 day, 9:56:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9719, loss_cls: 3.2236, loss: 3.2236 +2025-06-11 12:41:27,541 - pyskl - INFO - Epoch [81][2100/3940] lr: 1.105e-02, eta: 1 day, 9:55:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 3.2358, loss: 3.2358 +2025-06-11 12:42:12,026 - pyskl - INFO - Epoch [81][2200/3940] lr: 1.105e-02, eta: 1 day, 9:55:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9762, loss_cls: 3.1739, loss: 3.1739 +2025-06-11 12:42:56,423 - pyskl - INFO - Epoch [81][2300/3940] lr: 1.104e-02, eta: 1 day, 9:54:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 3.2345, loss: 3.2345 +2025-06-11 12:43:40,830 - pyskl - INFO - Epoch [81][2400/3940] lr: 1.103e-02, eta: 1 day, 9:53:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 3.0857, loss: 3.0857 +2025-06-11 12:44:25,386 - pyskl - INFO - Epoch [81][2500/3940] lr: 1.103e-02, eta: 1 day, 9:52:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 3.2739, loss: 3.2739 +2025-06-11 12:45:10,093 - pyskl - INFO - Epoch [81][2600/3940] lr: 1.102e-02, eta: 1 day, 9:52:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 3.2478, loss: 3.2478 +2025-06-11 12:45:54,595 - pyskl - INFO - Epoch [81][2700/3940] lr: 1.102e-02, eta: 1 day, 9:51:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 3.2340, loss: 3.2340 +2025-06-11 12:46:38,989 - pyskl - INFO - Epoch [81][2800/3940] lr: 1.101e-02, eta: 1 day, 9:50:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9738, loss_cls: 3.2902, loss: 3.2902 +2025-06-11 12:47:23,490 - pyskl - INFO - Epoch [81][2900/3940] lr: 1.100e-02, eta: 1 day, 9:50:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 3.2275, loss: 3.2275 +2025-06-11 12:48:07,975 - pyskl - INFO - Epoch [81][3000/3940] lr: 1.100e-02, eta: 1 day, 9:49:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9750, loss_cls: 3.1350, loss: 3.1350 +2025-06-11 12:48:52,440 - pyskl - INFO - Epoch [81][3100/3940] lr: 1.099e-02, eta: 1 day, 9:48:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9744, loss_cls: 3.2598, loss: 3.2598 +2025-06-11 12:49:36,809 - pyskl - INFO - Epoch [81][3200/3940] lr: 1.098e-02, eta: 1 day, 9:47:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9781, loss_cls: 3.0839, loss: 3.0839 +2025-06-11 12:50:21,201 - pyskl - INFO - Epoch [81][3300/3940] lr: 1.098e-02, eta: 1 day, 9:47:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 3.2022, loss: 3.2022 +2025-06-11 12:51:05,759 - pyskl - INFO - Epoch [81][3400/3940] lr: 1.097e-02, eta: 1 day, 9:46:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 3.4123, loss: 3.4123 +2025-06-11 12:51:50,126 - pyskl - INFO - Epoch [81][3500/3940] lr: 1.096e-02, eta: 1 day, 9:45:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 3.2957, loss: 3.2957 +2025-06-11 12:52:34,527 - pyskl - INFO - Epoch [81][3600/3940] lr: 1.096e-02, eta: 1 day, 9:44:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9712, loss_cls: 3.2512, loss: 3.2512 +2025-06-11 12:53:18,945 - pyskl - INFO - Epoch [81][3700/3940] lr: 1.095e-02, eta: 1 day, 9:44:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 3.1924, loss: 3.1924 +2025-06-11 12:54:03,432 - pyskl - INFO - Epoch [81][3800/3940] lr: 1.094e-02, eta: 1 day, 9:43:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9756, loss_cls: 3.1670, loss: 3.1670 +2025-06-11 12:54:47,974 - pyskl - INFO - Epoch [81][3900/3940] lr: 1.094e-02, eta: 1 day, 9:42:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.2405, loss: 3.2405 +2025-06-11 12:55:06,167 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-06-11 12:58:27,064 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 12:58:27,533 - pyskl - INFO - +top1_acc 0.7684 +top5_acc 0.9522 +2025-06-11 12:58:27,553 - pyskl - INFO - Epoch(val) [81][3183] top1_acc: 0.7684, top5_acc: 0.9522 +2025-06-11 12:59:36,797 - pyskl - INFO - Epoch [82][100/3940] lr: 1.093e-02, eta: 1 day, 9:41:36, time: 0.692, data_time: 0.248, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 3.0306, loss: 3.0306 +2025-06-11 13:00:21,143 - pyskl - INFO - Epoch [82][200/3940] lr: 1.092e-02, eta: 1 day, 9:40:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 3.0128, loss: 3.0128 +2025-06-11 13:01:05,494 - pyskl - INFO - Epoch [82][300/3940] lr: 1.091e-02, eta: 1 day, 9:40:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 3.1593, loss: 3.1593 +2025-06-11 13:01:49,921 - pyskl - INFO - Epoch [82][400/3940] lr: 1.091e-02, eta: 1 day, 9:39:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 3.1121, loss: 3.1121 +2025-06-11 13:02:34,353 - pyskl - INFO - Epoch [82][500/3940] lr: 1.090e-02, eta: 1 day, 9:38:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 3.1111, loss: 3.1111 +2025-06-11 13:03:18,752 - pyskl - INFO - Epoch [82][600/3940] lr: 1.089e-02, eta: 1 day, 9:37:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 2.9737, loss: 2.9737 +2025-06-11 13:04:03,208 - pyskl - INFO - Epoch [82][700/3940] lr: 1.089e-02, eta: 1 day, 9:37:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 3.2758, loss: 3.2758 +2025-06-11 13:04:47,679 - pyskl - INFO - Epoch [82][800/3940] lr: 1.088e-02, eta: 1 day, 9:36:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.1838, loss: 3.1838 +2025-06-11 13:05:32,244 - pyskl - INFO - Epoch [82][900/3940] lr: 1.087e-02, eta: 1 day, 9:35:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9781, loss_cls: 3.0758, loss: 3.0758 +2025-06-11 13:06:16,684 - pyskl - INFO - Epoch [82][1000/3940] lr: 1.087e-02, eta: 1 day, 9:34:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 3.1487, loss: 3.1487 +2025-06-11 13:07:01,269 - pyskl - INFO - Epoch [82][1100/3940] lr: 1.086e-02, eta: 1 day, 9:34:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 3.2096, loss: 3.2096 +2025-06-11 13:07:45,945 - pyskl - INFO - Epoch [82][1200/3940] lr: 1.085e-02, eta: 1 day, 9:33:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 3.1854, loss: 3.1854 +2025-06-11 13:08:30,439 - pyskl - INFO - Epoch [82][1300/3940] lr: 1.085e-02, eta: 1 day, 9:32:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 3.1791, loss: 3.1791 +2025-06-11 13:09:15,043 - pyskl - INFO - Epoch [82][1400/3940] lr: 1.084e-02, eta: 1 day, 9:31:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 3.0764, loss: 3.0764 +2025-06-11 13:09:59,586 - pyskl - INFO - Epoch [82][1500/3940] lr: 1.083e-02, eta: 1 day, 9:31:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 3.1250, loss: 3.1250 +2025-06-11 13:10:43,960 - pyskl - INFO - Epoch [82][1600/3940] lr: 1.083e-02, eta: 1 day, 9:30:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 3.1146, loss: 3.1146 +2025-06-11 13:11:28,349 - pyskl - INFO - Epoch [82][1700/3940] lr: 1.082e-02, eta: 1 day, 9:29:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9719, loss_cls: 3.3156, loss: 3.3156 +2025-06-11 13:12:12,676 - pyskl - INFO - Epoch [82][1800/3940] lr: 1.081e-02, eta: 1 day, 9:28:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.3454, loss: 3.3454 +2025-06-11 13:12:56,878 - pyskl - INFO - Epoch [82][1900/3940] lr: 1.081e-02, eta: 1 day, 9:28:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 3.2312, loss: 3.2312 +2025-06-11 13:13:41,249 - pyskl - INFO - Epoch [82][2000/3940] lr: 1.080e-02, eta: 1 day, 9:27:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 3.3721, loss: 3.3721 +2025-06-11 13:14:25,663 - pyskl - INFO - Epoch [82][2100/3940] lr: 1.080e-02, eta: 1 day, 9:26:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 3.1703, loss: 3.1703 +2025-06-11 13:15:10,197 - pyskl - INFO - Epoch [82][2200/3940] lr: 1.079e-02, eta: 1 day, 9:25:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 3.1224, loss: 3.1224 +2025-06-11 13:15:54,679 - pyskl - INFO - Epoch [82][2300/3940] lr: 1.078e-02, eta: 1 day, 9:25:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 3.1859, loss: 3.1859 +2025-06-11 13:16:39,247 - pyskl - INFO - Epoch [82][2400/3940] lr: 1.078e-02, eta: 1 day, 9:24:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 3.2848, loss: 3.2848 +2025-06-11 13:17:23,732 - pyskl - INFO - Epoch [82][2500/3940] lr: 1.077e-02, eta: 1 day, 9:23:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9869, loss_cls: 3.1393, loss: 3.1393 +2025-06-11 13:18:08,393 - pyskl - INFO - Epoch [82][2600/3940] lr: 1.076e-02, eta: 1 day, 9:22:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 3.2666, loss: 3.2666 +2025-06-11 13:18:52,792 - pyskl - INFO - Epoch [82][2700/3940] lr: 1.076e-02, eta: 1 day, 9:22:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 3.1749, loss: 3.1749 +2025-06-11 13:19:37,163 - pyskl - INFO - Epoch [82][2800/3940] lr: 1.075e-02, eta: 1 day, 9:21:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.2585, loss: 3.2585 +2025-06-11 13:20:21,544 - pyskl - INFO - Epoch [82][2900/3940] lr: 1.074e-02, eta: 1 day, 9:20:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 3.1672, loss: 3.1672 +2025-06-11 13:21:05,966 - pyskl - INFO - Epoch [82][3000/3940] lr: 1.074e-02, eta: 1 day, 9:19:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 3.2297, loss: 3.2297 +2025-06-11 13:21:50,378 - pyskl - INFO - Epoch [82][3100/3940] lr: 1.073e-02, eta: 1 day, 9:19:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9762, loss_cls: 3.1758, loss: 3.1758 +2025-06-11 13:22:34,818 - pyskl - INFO - Epoch [82][3200/3940] lr: 1.072e-02, eta: 1 day, 9:18:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9731, loss_cls: 3.1406, loss: 3.1406 +2025-06-11 13:23:19,181 - pyskl - INFO - Epoch [82][3300/3940] lr: 1.072e-02, eta: 1 day, 9:17:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 3.2549, loss: 3.2549 +2025-06-11 13:24:03,494 - pyskl - INFO - Epoch [82][3400/3940] lr: 1.071e-02, eta: 1 day, 9:16:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 3.2727, loss: 3.2727 +2025-06-11 13:24:47,939 - pyskl - INFO - Epoch [82][3500/3940] lr: 1.070e-02, eta: 1 day, 9:16:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 3.1657, loss: 3.1657 +2025-06-11 13:25:32,361 - pyskl - INFO - Epoch [82][3600/3940] lr: 1.070e-02, eta: 1 day, 9:15:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 3.2714, loss: 3.2714 +2025-06-11 13:26:16,723 - pyskl - INFO - Epoch [82][3700/3940] lr: 1.069e-02, eta: 1 day, 9:14:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9706, loss_cls: 3.2287, loss: 3.2287 +2025-06-11 13:27:01,147 - pyskl - INFO - Epoch [82][3800/3940] lr: 1.068e-02, eta: 1 day, 9:13:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 3.1902, loss: 3.1902 +2025-06-11 13:27:45,586 - pyskl - INFO - Epoch [82][3900/3940] lr: 1.068e-02, eta: 1 day, 9:13:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9762, loss_cls: 3.2116, loss: 3.2116 +2025-06-11 13:28:03,771 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-06-11 13:31:25,776 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 13:31:26,240 - pyskl - INFO - +top1_acc 0.7805 +top5_acc 0.9592 +2025-06-11 13:31:26,257 - pyskl - INFO - Epoch(val) [82][3183] top1_acc: 0.7805, top5_acc: 0.9592 +2025-06-11 13:32:34,969 - pyskl - INFO - Epoch [83][100/3940] lr: 1.067e-02, eta: 1 day, 9:12:16, time: 0.687, data_time: 0.244, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 3.2018, loss: 3.2018 +2025-06-11 13:33:19,238 - pyskl - INFO - Epoch [83][200/3940] lr: 1.066e-02, eta: 1 day, 9:11:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 3.1044, loss: 3.1044 +2025-06-11 13:34:03,554 - pyskl - INFO - Epoch [83][300/3940] lr: 1.065e-02, eta: 1 day, 9:10:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 3.2008, loss: 3.2008 +2025-06-11 13:34:47,647 - pyskl - INFO - Epoch [83][400/3940] lr: 1.065e-02, eta: 1 day, 9:10:01, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.9825, loss: 2.9825 +2025-06-11 13:35:31,869 - pyskl - INFO - Epoch [83][500/3940] lr: 1.064e-02, eta: 1 day, 9:09:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 3.1414, loss: 3.1414 +2025-06-11 13:36:16,117 - pyskl - INFO - Epoch [83][600/3940] lr: 1.063e-02, eta: 1 day, 9:08:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 3.1758, loss: 3.1758 +2025-06-11 13:37:00,372 - pyskl - INFO - Epoch [83][700/3940] lr: 1.063e-02, eta: 1 day, 9:07:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9750, loss_cls: 3.0825, loss: 3.0825 +2025-06-11 13:37:44,744 - pyskl - INFO - Epoch [83][800/3940] lr: 1.062e-02, eta: 1 day, 9:07:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 3.1367, loss: 3.1367 +2025-06-11 13:38:28,918 - pyskl - INFO - Epoch [83][900/3940] lr: 1.061e-02, eta: 1 day, 9:06:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 3.1740, loss: 3.1740 +2025-06-11 13:39:13,309 - pyskl - INFO - Epoch [83][1000/3940] lr: 1.061e-02, eta: 1 day, 9:05:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 3.1089, loss: 3.1089 +2025-06-11 13:39:57,976 - pyskl - INFO - Epoch [83][1100/3940] lr: 1.060e-02, eta: 1 day, 9:04:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 3.0991, loss: 3.0991 +2025-06-11 13:40:42,593 - pyskl - INFO - Epoch [83][1200/3940] lr: 1.060e-02, eta: 1 day, 9:04:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 3.1930, loss: 3.1930 +2025-06-11 13:41:27,026 - pyskl - INFO - Epoch [83][1300/3940] lr: 1.059e-02, eta: 1 day, 9:03:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9731, loss_cls: 3.1308, loss: 3.1308 +2025-06-11 13:42:11,454 - pyskl - INFO - Epoch [83][1400/3940] lr: 1.058e-02, eta: 1 day, 9:02:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 3.1684, loss: 3.1684 +2025-06-11 13:42:55,849 - pyskl - INFO - Epoch [83][1500/3940] lr: 1.058e-02, eta: 1 day, 9:01:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9694, loss_cls: 3.2157, loss: 3.2157 +2025-06-11 13:43:40,335 - pyskl - INFO - Epoch [83][1600/3940] lr: 1.057e-02, eta: 1 day, 9:01:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 3.1165, loss: 3.1165 +2025-06-11 13:44:24,705 - pyskl - INFO - Epoch [83][1700/3940] lr: 1.056e-02, eta: 1 day, 9:00:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 3.0441, loss: 3.0441 +2025-06-11 13:45:09,041 - pyskl - INFO - Epoch [83][1800/3940] lr: 1.056e-02, eta: 1 day, 8:59:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.1500, loss: 3.1500 +2025-06-11 13:45:53,413 - pyskl - INFO - Epoch [83][1900/3940] lr: 1.055e-02, eta: 1 day, 8:58:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 3.1659, loss: 3.1659 +2025-06-11 13:46:37,768 - pyskl - INFO - Epoch [83][2000/3940] lr: 1.054e-02, eta: 1 day, 8:58:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 3.2637, loss: 3.2637 +2025-06-11 13:47:22,219 - pyskl - INFO - Epoch [83][2100/3940] lr: 1.054e-02, eta: 1 day, 8:57:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 3.2823, loss: 3.2823 +2025-06-11 13:48:06,948 - pyskl - INFO - Epoch [83][2200/3940] lr: 1.053e-02, eta: 1 day, 8:56:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 3.2114, loss: 3.2114 +2025-06-11 13:48:51,456 - pyskl - INFO - Epoch [83][2300/3940] lr: 1.052e-02, eta: 1 day, 8:55:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9775, loss_cls: 3.1038, loss: 3.1038 +2025-06-11 13:49:36,018 - pyskl - INFO - Epoch [83][2400/3940] lr: 1.052e-02, eta: 1 day, 8:55:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 3.3233, loss: 3.3233 +2025-06-11 13:50:20,525 - pyskl - INFO - Epoch [83][2500/3940] lr: 1.051e-02, eta: 1 day, 8:54:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 3.0808, loss: 3.0808 +2025-06-11 13:51:05,045 - pyskl - INFO - Epoch [83][2600/3940] lr: 1.050e-02, eta: 1 day, 8:53:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9706, loss_cls: 3.3092, loss: 3.3092 +2025-06-11 13:51:49,342 - pyskl - INFO - Epoch [83][2700/3940] lr: 1.050e-02, eta: 1 day, 8:52:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 3.1680, loss: 3.1680 +2025-06-11 13:52:33,656 - pyskl - INFO - Epoch [83][2800/3940] lr: 1.049e-02, eta: 1 day, 8:52:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 3.2240, loss: 3.2240 +2025-06-11 13:53:18,049 - pyskl - INFO - Epoch [83][2900/3940] lr: 1.048e-02, eta: 1 day, 8:51:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.2276, loss: 3.2276 +2025-06-11 13:54:02,345 - pyskl - INFO - Epoch [83][3000/3940] lr: 1.048e-02, eta: 1 day, 8:50:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9738, loss_cls: 3.1485, loss: 3.1485 +2025-06-11 13:54:46,618 - pyskl - INFO - Epoch [83][3100/3940] lr: 1.047e-02, eta: 1 day, 8:49:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 3.1007, loss: 3.1007 +2025-06-11 13:55:30,939 - pyskl - INFO - Epoch [83][3200/3940] lr: 1.046e-02, eta: 1 day, 8:49:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9731, loss_cls: 3.2519, loss: 3.2519 +2025-06-11 13:56:15,271 - pyskl - INFO - Epoch [83][3300/3940] lr: 1.046e-02, eta: 1 day, 8:48:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.2943, loss: 3.2943 +2025-06-11 13:56:59,574 - pyskl - INFO - Epoch [83][3400/3940] lr: 1.045e-02, eta: 1 day, 8:47:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 3.0716, loss: 3.0716 +2025-06-11 13:57:43,997 - pyskl - INFO - Epoch [83][3500/3940] lr: 1.044e-02, eta: 1 day, 8:46:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 3.0316, loss: 3.0316 +2025-06-11 13:58:28,321 - pyskl - INFO - Epoch [83][3600/3940] lr: 1.044e-02, eta: 1 day, 8:46:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 3.2389, loss: 3.2389 +2025-06-11 13:59:12,677 - pyskl - INFO - Epoch [83][3700/3940] lr: 1.043e-02, eta: 1 day, 8:45:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 3.1386, loss: 3.1386 +2025-06-11 13:59:57,041 - pyskl - INFO - Epoch [83][3800/3940] lr: 1.042e-02, eta: 1 day, 8:44:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9725, loss_cls: 3.2143, loss: 3.2143 +2025-06-11 14:00:41,438 - pyskl - INFO - Epoch [83][3900/3940] lr: 1.042e-02, eta: 1 day, 8:43:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 3.1243, loss: 3.1243 +2025-06-11 14:00:59,531 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-06-11 14:04:20,368 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 14:04:20,832 - pyskl - INFO - +top1_acc 0.7800 +top5_acc 0.9523 +2025-06-11 14:04:20,849 - pyskl - INFO - Epoch(val) [83][3183] top1_acc: 0.7800, top5_acc: 0.9523 +2025-06-11 14:05:29,829 - pyskl - INFO - Epoch [84][100/3940] lr: 1.041e-02, eta: 1 day, 8:42:55, time: 0.690, data_time: 0.246, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 3.1953, loss: 3.1953 +2025-06-11 14:06:14,200 - pyskl - INFO - Epoch [84][200/3940] lr: 1.040e-02, eta: 1 day, 8:42:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 3.0346, loss: 3.0346 +2025-06-11 14:06:58,544 - pyskl - INFO - Epoch [84][300/3940] lr: 1.040e-02, eta: 1 day, 8:41:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 3.1666, loss: 3.1666 +2025-06-11 14:07:42,906 - pyskl - INFO - Epoch [84][400/3940] lr: 1.039e-02, eta: 1 day, 8:40:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 3.1843, loss: 3.1843 +2025-06-11 14:08:27,279 - pyskl - INFO - Epoch [84][500/3940] lr: 1.038e-02, eta: 1 day, 8:39:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9788, loss_cls: 3.1269, loss: 3.1269 +2025-06-11 14:09:11,697 - pyskl - INFO - Epoch [84][600/3940] lr: 1.038e-02, eta: 1 day, 8:39:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 3.1278, loss: 3.1278 +2025-06-11 14:09:56,152 - pyskl - INFO - Epoch [84][700/3940] lr: 1.037e-02, eta: 1 day, 8:38:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 3.1104, loss: 3.1104 +2025-06-11 14:10:40,542 - pyskl - INFO - Epoch [84][800/3940] lr: 1.036e-02, eta: 1 day, 8:37:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 3.0587, loss: 3.0587 +2025-06-11 14:11:24,953 - pyskl - INFO - Epoch [84][900/3940] lr: 1.036e-02, eta: 1 day, 8:36:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 3.2388, loss: 3.2388 +2025-06-11 14:12:09,366 - pyskl - INFO - Epoch [84][1000/3940] lr: 1.035e-02, eta: 1 day, 8:36:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 3.2172, loss: 3.2172 +2025-06-11 14:12:53,788 - pyskl - INFO - Epoch [84][1100/3940] lr: 1.034e-02, eta: 1 day, 8:35:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 3.0870, loss: 3.0870 +2025-06-11 14:13:38,248 - pyskl - INFO - Epoch [84][1200/3940] lr: 1.034e-02, eta: 1 day, 8:34:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9756, loss_cls: 3.0773, loss: 3.0773 +2025-06-11 14:14:22,736 - pyskl - INFO - Epoch [84][1300/3940] lr: 1.033e-02, eta: 1 day, 8:33:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 3.0103, loss: 3.0103 +2025-06-11 14:15:07,211 - pyskl - INFO - Epoch [84][1400/3940] lr: 1.032e-02, eta: 1 day, 8:33:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 3.1443, loss: 3.1443 +2025-06-11 14:15:51,584 - pyskl - INFO - Epoch [84][1500/3940] lr: 1.032e-02, eta: 1 day, 8:32:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9756, loss_cls: 3.0726, loss: 3.0726 +2025-06-11 14:16:36,033 - pyskl - INFO - Epoch [84][1600/3940] lr: 1.031e-02, eta: 1 day, 8:31:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 3.0960, loss: 3.0960 +2025-06-11 14:17:20,441 - pyskl - INFO - Epoch [84][1700/3940] lr: 1.030e-02, eta: 1 day, 8:30:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 3.1308, loss: 3.1308 +2025-06-11 14:18:04,898 - pyskl - INFO - Epoch [84][1800/3940] lr: 1.030e-02, eta: 1 day, 8:30:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 3.1837, loss: 3.1837 +2025-06-11 14:18:49,498 - pyskl - INFO - Epoch [84][1900/3940] lr: 1.029e-02, eta: 1 day, 8:29:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 3.2033, loss: 3.2033 +2025-06-11 14:19:34,036 - pyskl - INFO - Epoch [84][2000/3940] lr: 1.028e-02, eta: 1 day, 8:28:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9750, loss_cls: 3.1595, loss: 3.1595 +2025-06-11 14:20:18,670 - pyskl - INFO - Epoch [84][2100/3940] lr: 1.028e-02, eta: 1 day, 8:28:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 3.2365, loss: 3.2365 +2025-06-11 14:21:03,280 - pyskl - INFO - Epoch [84][2200/3940] lr: 1.027e-02, eta: 1 day, 8:27:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 3.1832, loss: 3.1832 +2025-06-11 14:21:47,715 - pyskl - INFO - Epoch [84][2300/3940] lr: 1.026e-02, eta: 1 day, 8:26:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9738, loss_cls: 3.2157, loss: 3.2157 +2025-06-11 14:22:32,189 - pyskl - INFO - Epoch [84][2400/3940] lr: 1.026e-02, eta: 1 day, 8:25:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 3.0970, loss: 3.0970 +2025-06-11 14:23:16,661 - pyskl - INFO - Epoch [84][2500/3940] lr: 1.025e-02, eta: 1 day, 8:25:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 3.1727, loss: 3.1727 +2025-06-11 14:24:01,198 - pyskl - INFO - Epoch [84][2600/3940] lr: 1.025e-02, eta: 1 day, 8:24:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9769, loss_cls: 3.1119, loss: 3.1119 +2025-06-11 14:24:45,627 - pyskl - INFO - Epoch [84][2700/3940] lr: 1.024e-02, eta: 1 day, 8:23:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 3.1992, loss: 3.1992 +2025-06-11 14:25:30,112 - pyskl - INFO - Epoch [84][2800/3940] lr: 1.023e-02, eta: 1 day, 8:22:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 3.2433, loss: 3.2433 +2025-06-11 14:26:14,516 - pyskl - INFO - Epoch [84][2900/3940] lr: 1.023e-02, eta: 1 day, 8:22:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 3.1485, loss: 3.1485 +2025-06-11 14:26:59,102 - pyskl - INFO - Epoch [84][3000/3940] lr: 1.022e-02, eta: 1 day, 8:21:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 3.3713, loss: 3.3713 +2025-06-11 14:27:43,571 - pyskl - INFO - Epoch [84][3100/3940] lr: 1.021e-02, eta: 1 day, 8:20:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 3.0535, loss: 3.0535 +2025-06-11 14:28:28,139 - pyskl - INFO - Epoch [84][3200/3940] lr: 1.021e-02, eta: 1 day, 8:19:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 3.1182, loss: 3.1182 +2025-06-11 14:29:12,582 - pyskl - INFO - Epoch [84][3300/3940] lr: 1.020e-02, eta: 1 day, 8:19:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 3.1354, loss: 3.1354 +2025-06-11 14:29:56,978 - pyskl - INFO - Epoch [84][3400/3940] lr: 1.019e-02, eta: 1 day, 8:18:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 3.2424, loss: 3.2424 +2025-06-11 14:30:41,500 - pyskl - INFO - Epoch [84][3500/3940] lr: 1.019e-02, eta: 1 day, 8:17:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9725, loss_cls: 3.1945, loss: 3.1945 +2025-06-11 14:31:25,981 - pyskl - INFO - Epoch [84][3600/3940] lr: 1.018e-02, eta: 1 day, 8:16:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 3.1189, loss: 3.1189 +2025-06-11 14:32:10,404 - pyskl - INFO - Epoch [84][3700/3940] lr: 1.017e-02, eta: 1 day, 8:16:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 3.1468, loss: 3.1468 +2025-06-11 14:32:54,817 - pyskl - INFO - Epoch [84][3800/3940] lr: 1.017e-02, eta: 1 day, 8:15:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9731, loss_cls: 3.1973, loss: 3.1973 +2025-06-11 14:33:39,279 - pyskl - INFO - Epoch [84][3900/3940] lr: 1.016e-02, eta: 1 day, 8:14:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 3.1223, loss: 3.1223 +2025-06-11 14:33:57,429 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-06-11 14:37:17,985 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 14:37:18,459 - pyskl - INFO - +top1_acc 0.7826 +top5_acc 0.9593 +2025-06-11 14:37:18,479 - pyskl - INFO - Epoch(val) [84][3183] top1_acc: 0.7826, top5_acc: 0.9593 +2025-06-11 14:38:27,686 - pyskl - INFO - Epoch [85][100/3940] lr: 1.015e-02, eta: 1 day, 8:13:37, time: 0.692, data_time: 0.248, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9850, loss_cls: 3.3622, loss: 3.3622 +2025-06-11 14:39:12,003 - pyskl - INFO - Epoch [85][200/3940] lr: 1.014e-02, eta: 1 day, 8:12:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 3.1004, loss: 3.1004 +2025-06-11 14:39:56,369 - pyskl - INFO - Epoch [85][300/3940] lr: 1.014e-02, eta: 1 day, 8:12:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9775, loss_cls: 3.1308, loss: 3.1308 +2025-06-11 14:40:40,805 - pyskl - INFO - Epoch [85][400/3940] lr: 1.013e-02, eta: 1 day, 8:11:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 3.0839, loss: 3.0839 +2025-06-11 14:41:25,240 - pyskl - INFO - Epoch [85][500/3940] lr: 1.013e-02, eta: 1 day, 8:10:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 3.2132, loss: 3.2132 +2025-06-11 14:42:09,766 - pyskl - INFO - Epoch [85][600/3940] lr: 1.012e-02, eta: 1 day, 8:09:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 3.0650, loss: 3.0650 +2025-06-11 14:42:54,156 - pyskl - INFO - Epoch [85][700/3940] lr: 1.011e-02, eta: 1 day, 8:09:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 3.0988, loss: 3.0988 +2025-06-11 14:43:38,615 - pyskl - INFO - Epoch [85][800/3940] lr: 1.011e-02, eta: 1 day, 8:08:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 3.1589, loss: 3.1589 +2025-06-11 14:44:23,034 - pyskl - INFO - Epoch [85][900/3940] lr: 1.010e-02, eta: 1 day, 8:07:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 3.1336, loss: 3.1336 +2025-06-11 14:45:07,529 - pyskl - INFO - Epoch [85][1000/3940] lr: 1.009e-02, eta: 1 day, 8:06:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9781, loss_cls: 3.0052, loss: 3.0052 +2025-06-11 14:45:51,996 - pyskl - INFO - Epoch [85][1100/3940] lr: 1.009e-02, eta: 1 day, 8:06:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.2090, loss: 3.2090 +2025-06-11 14:46:36,455 - pyskl - INFO - Epoch [85][1200/3940] lr: 1.008e-02, eta: 1 day, 8:05:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9856, loss_cls: 3.1923, loss: 3.1923 +2025-06-11 14:47:20,992 - pyskl - INFO - Epoch [85][1300/3940] lr: 1.007e-02, eta: 1 day, 8:04:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 3.0745, loss: 3.0745 +2025-06-11 14:48:05,420 - pyskl - INFO - Epoch [85][1400/3940] lr: 1.007e-02, eta: 1 day, 8:03:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 3.1105, loss: 3.1105 +2025-06-11 14:48:49,821 - pyskl - INFO - Epoch [85][1500/3940] lr: 1.006e-02, eta: 1 day, 8:03:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 3.0846, loss: 3.0846 +2025-06-11 14:49:34,289 - pyskl - INFO - Epoch [85][1600/3940] lr: 1.005e-02, eta: 1 day, 8:02:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 3.1181, loss: 3.1181 +2025-06-11 14:50:18,744 - pyskl - INFO - Epoch [85][1700/3940] lr: 1.005e-02, eta: 1 day, 8:01:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 3.1638, loss: 3.1638 +2025-06-11 14:51:03,196 - pyskl - INFO - Epoch [85][1800/3940] lr: 1.004e-02, eta: 1 day, 8:00:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 3.0902, loss: 3.0902 +2025-06-11 14:51:47,703 - pyskl - INFO - Epoch [85][1900/3940] lr: 1.003e-02, eta: 1 day, 8:00:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9869, loss_cls: 3.1268, loss: 3.1268 +2025-06-11 14:52:32,120 - pyskl - INFO - Epoch [85][2000/3940] lr: 1.003e-02, eta: 1 day, 7:59:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 3.1081, loss: 3.1081 +2025-06-11 14:53:16,613 - pyskl - INFO - Epoch [85][2100/3940] lr: 1.002e-02, eta: 1 day, 7:58:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 3.0987, loss: 3.0987 +2025-06-11 14:54:01,088 - pyskl - INFO - Epoch [85][2200/3940] lr: 1.001e-02, eta: 1 day, 7:57:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 3.1267, loss: 3.1267 +2025-06-11 14:54:45,431 - pyskl - INFO - Epoch [85][2300/3940] lr: 1.001e-02, eta: 1 day, 7:57:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 3.1554, loss: 3.1554 +2025-06-11 14:55:29,790 - pyskl - INFO - Epoch [85][2400/3940] lr: 1.000e-02, eta: 1 day, 7:56:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 3.1772, loss: 3.1772 +2025-06-11 14:56:14,156 - pyskl - INFO - Epoch [85][2500/3940] lr: 9.995e-03, eta: 1 day, 7:55:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.9251, loss: 2.9251 +2025-06-11 14:56:58,546 - pyskl - INFO - Epoch [85][2600/3940] lr: 9.988e-03, eta: 1 day, 7:54:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9744, loss_cls: 3.2286, loss: 3.2286 +2025-06-11 14:57:42,908 - pyskl - INFO - Epoch [85][2700/3940] lr: 9.982e-03, eta: 1 day, 7:54:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9775, loss_cls: 3.1076, loss: 3.1076 +2025-06-11 14:58:27,187 - pyskl - INFO - Epoch [85][2800/3940] lr: 9.975e-03, eta: 1 day, 7:53:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.2779, loss: 3.2779 +2025-06-11 14:59:11,494 - pyskl - INFO - Epoch [85][2900/3940] lr: 9.969e-03, eta: 1 day, 7:52:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 3.1270, loss: 3.1270 +2025-06-11 14:59:55,810 - pyskl - INFO - Epoch [85][3000/3940] lr: 9.962e-03, eta: 1 day, 7:51:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 3.1941, loss: 3.1941 +2025-06-11 15:00:40,114 - pyskl - INFO - Epoch [85][3100/3940] lr: 9.956e-03, eta: 1 day, 7:51:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9731, loss_cls: 3.2428, loss: 3.2428 +2025-06-11 15:01:24,472 - pyskl - INFO - Epoch [85][3200/3940] lr: 9.949e-03, eta: 1 day, 7:50:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 3.1589, loss: 3.1589 +2025-06-11 15:02:08,845 - pyskl - INFO - Epoch [85][3300/3940] lr: 9.943e-03, eta: 1 day, 7:49:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9744, loss_cls: 3.0313, loss: 3.0313 +2025-06-11 15:02:53,206 - pyskl - INFO - Epoch [85][3400/3940] lr: 9.936e-03, eta: 1 day, 7:48:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 3.2258, loss: 3.2258 +2025-06-11 15:03:37,589 - pyskl - INFO - Epoch [85][3500/3940] lr: 9.930e-03, eta: 1 day, 7:48:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 3.1700, loss: 3.1700 +2025-06-11 15:04:21,943 - pyskl - INFO - Epoch [85][3600/3940] lr: 9.923e-03, eta: 1 day, 7:47:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 3.2123, loss: 3.2123 +2025-06-11 15:05:06,329 - pyskl - INFO - Epoch [85][3700/3940] lr: 9.917e-03, eta: 1 day, 7:46:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9725, loss_cls: 3.1880, loss: 3.1880 +2025-06-11 15:05:50,724 - pyskl - INFO - Epoch [85][3800/3940] lr: 9.910e-03, eta: 1 day, 7:45:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 3.0399, loss: 3.0399 +2025-06-11 15:06:35,127 - pyskl - INFO - Epoch [85][3900/3940] lr: 9.904e-03, eta: 1 day, 7:45:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9775, loss_cls: 3.1386, loss: 3.1386 +2025-06-11 15:06:53,188 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-06-11 15:25:52,126 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 15:25:52,618 - pyskl - INFO - +top1_acc 0.7651 +top5_acc 0.9492 +2025-06-11 15:25:52,634 - pyskl - INFO - Epoch(val) [85][3183] top1_acc: 0.7651, top5_acc: 0.9492 +2025-06-11 15:27:01,830 - pyskl - INFO - Epoch [86][100/3940] lr: 9.895e-03, eta: 1 day, 7:44:17, time: 0.692, data_time: 0.247, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 3.0376, loss: 3.0376 +2025-06-11 15:27:46,305 - pyskl - INFO - Epoch [86][200/3940] lr: 9.888e-03, eta: 1 day, 7:43:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 3.0792, loss: 3.0792 +2025-06-11 15:28:30,737 - pyskl - INFO - Epoch [86][300/3940] lr: 9.882e-03, eta: 1 day, 7:42:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 3.1270, loss: 3.1270 +2025-06-11 15:29:15,177 - pyskl - INFO - Epoch [86][400/3940] lr: 9.875e-03, eta: 1 day, 7:42:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 3.0042, loss: 3.0042 +2025-06-11 15:29:59,626 - pyskl - INFO - Epoch [86][500/3940] lr: 9.869e-03, eta: 1 day, 7:41:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9781, loss_cls: 2.9277, loss: 2.9277 +2025-06-11 15:30:44,046 - pyskl - INFO - Epoch [86][600/3940] lr: 9.862e-03, eta: 1 day, 7:40:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 3.0389, loss: 3.0389 +2025-06-11 15:31:28,451 - pyskl - INFO - Epoch [86][700/3940] lr: 9.856e-03, eta: 1 day, 7:39:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 3.1452, loss: 3.1452 +2025-06-11 15:32:12,856 - pyskl - INFO - Epoch [86][800/3940] lr: 9.849e-03, eta: 1 day, 7:39:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 3.1218, loss: 3.1218 +2025-06-11 15:32:57,238 - pyskl - INFO - Epoch [86][900/3940] lr: 9.843e-03, eta: 1 day, 7:38:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 3.1625, loss: 3.1625 +2025-06-11 15:33:41,621 - pyskl - INFO - Epoch [86][1000/3940] lr: 9.836e-03, eta: 1 day, 7:37:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9750, loss_cls: 3.1819, loss: 3.1819 +2025-06-11 15:34:26,002 - pyskl - INFO - Epoch [86][1100/3940] lr: 9.830e-03, eta: 1 day, 7:36:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.9939, loss: 2.9939 +2025-06-11 15:35:10,547 - pyskl - INFO - Epoch [86][1200/3940] lr: 9.823e-03, eta: 1 day, 7:36:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 3.0142, loss: 3.0142 +2025-06-11 15:35:55,147 - pyskl - INFO - Epoch [86][1300/3940] lr: 9.817e-03, eta: 1 day, 7:35:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 3.1972, loss: 3.1972 +2025-06-11 15:36:39,589 - pyskl - INFO - Epoch [86][1400/3940] lr: 9.810e-03, eta: 1 day, 7:34:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 3.0920, loss: 3.0920 +2025-06-11 15:37:24,052 - pyskl - INFO - Epoch [86][1500/3940] lr: 9.804e-03, eta: 1 day, 7:33:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9881, loss_cls: 3.0035, loss: 3.0035 +2025-06-11 15:38:08,543 - pyskl - INFO - Epoch [86][1600/3940] lr: 9.797e-03, eta: 1 day, 7:33:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9719, loss_cls: 3.1886, loss: 3.1886 +2025-06-11 15:38:52,934 - pyskl - INFO - Epoch [86][1700/3940] lr: 9.791e-03, eta: 1 day, 7:32:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9750, loss_cls: 3.0132, loss: 3.0132 +2025-06-11 15:39:37,368 - pyskl - INFO - Epoch [86][1800/3940] lr: 9.784e-03, eta: 1 day, 7:31:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9762, loss_cls: 3.0746, loss: 3.0746 +2025-06-11 15:40:21,924 - pyskl - INFO - Epoch [86][1900/3940] lr: 9.778e-03, eta: 1 day, 7:30:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 3.0838, loss: 3.0838 +2025-06-11 15:41:06,416 - pyskl - INFO - Epoch [86][2000/3940] lr: 9.771e-03, eta: 1 day, 7:30:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 3.1215, loss: 3.1215 +2025-06-11 15:41:50,894 - pyskl - INFO - Epoch [86][2100/3940] lr: 9.765e-03, eta: 1 day, 7:29:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 3.1890, loss: 3.1890 +2025-06-11 15:42:35,453 - pyskl - INFO - Epoch [86][2200/3940] lr: 9.758e-03, eta: 1 day, 7:28:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 3.1594, loss: 3.1594 +2025-06-11 15:43:19,950 - pyskl - INFO - Epoch [86][2300/3940] lr: 9.752e-03, eta: 1 day, 7:27:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 3.1389, loss: 3.1389 +2025-06-11 15:44:04,602 - pyskl - INFO - Epoch [86][2400/3940] lr: 9.745e-03, eta: 1 day, 7:27:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 3.2813, loss: 3.2813 +2025-06-11 15:44:49,035 - pyskl - INFO - Epoch [86][2500/3940] lr: 9.739e-03, eta: 1 day, 7:26:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 3.0676, loss: 3.0676 +2025-06-11 15:45:33,489 - pyskl - INFO - Epoch [86][2600/3940] lr: 9.732e-03, eta: 1 day, 7:25:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9725, loss_cls: 3.1892, loss: 3.1892 +2025-06-11 15:46:17,922 - pyskl - INFO - Epoch [86][2700/3940] lr: 9.726e-03, eta: 1 day, 7:24:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 3.0757, loss: 3.0757 +2025-06-11 15:47:02,341 - pyskl - INFO - Epoch [86][2800/3940] lr: 9.719e-03, eta: 1 day, 7:24:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 3.1504, loss: 3.1504 +2025-06-11 15:47:46,813 - pyskl - INFO - Epoch [86][2900/3940] lr: 9.713e-03, eta: 1 day, 7:23:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.1524, loss: 3.1524 +2025-06-11 15:48:31,298 - pyskl - INFO - Epoch [86][3000/3940] lr: 9.707e-03, eta: 1 day, 7:22:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 3.0785, loss: 3.0785 +2025-06-11 15:49:15,848 - pyskl - INFO - Epoch [86][3100/3940] lr: 9.700e-03, eta: 1 day, 7:21:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 3.2127, loss: 3.2127 +2025-06-11 15:50:00,321 - pyskl - INFO - Epoch [86][3200/3940] lr: 9.694e-03, eta: 1 day, 7:21:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 3.1008, loss: 3.1008 +2025-06-11 15:50:44,824 - pyskl - INFO - Epoch [86][3300/3940] lr: 9.687e-03, eta: 1 day, 7:20:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 3.1542, loss: 3.1542 +2025-06-11 15:51:29,399 - pyskl - INFO - Epoch [86][3400/3940] lr: 9.681e-03, eta: 1 day, 7:19:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 3.1968, loss: 3.1968 +2025-06-11 15:52:13,804 - pyskl - INFO - Epoch [86][3500/3940] lr: 9.674e-03, eta: 1 day, 7:18:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 3.1203, loss: 3.1203 +2025-06-11 15:52:58,165 - pyskl - INFO - Epoch [86][3600/3940] lr: 9.668e-03, eta: 1 day, 7:18:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.1573, loss: 3.1573 +2025-06-11 15:53:42,594 - pyskl - INFO - Epoch [86][3700/3940] lr: 9.661e-03, eta: 1 day, 7:17:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9738, loss_cls: 3.1228, loss: 3.1228 +2025-06-11 15:54:27,019 - pyskl - INFO - Epoch [86][3800/3940] lr: 9.655e-03, eta: 1 day, 7:16:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9762, loss_cls: 3.0632, loss: 3.0632 +2025-06-11 15:55:11,521 - pyskl - INFO - Epoch [86][3900/3940] lr: 9.648e-03, eta: 1 day, 7:15:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 3.0266, loss: 3.0266 +2025-06-11 15:55:29,651 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-06-11 15:58:50,748 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 15:58:51,246 - pyskl - INFO - +top1_acc 0.7748 +top5_acc 0.9559 +2025-06-11 15:58:51,264 - pyskl - INFO - Epoch(val) [86][3183] top1_acc: 0.7748, top5_acc: 0.9559 +2025-06-11 16:00:00,499 - pyskl - INFO - Epoch [87][100/3940] lr: 9.639e-03, eta: 1 day, 7:14:59, time: 0.692, data_time: 0.248, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 3.0677, loss: 3.0677 +2025-06-11 16:00:44,891 - pyskl - INFO - Epoch [87][200/3940] lr: 9.633e-03, eta: 1 day, 7:14:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 2.9470, loss: 2.9470 +2025-06-11 16:01:29,259 - pyskl - INFO - Epoch [87][300/3940] lr: 9.626e-03, eta: 1 day, 7:13:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 2.9744, loss: 2.9744 +2025-06-11 16:02:13,734 - pyskl - INFO - Epoch [87][400/3940] lr: 9.620e-03, eta: 1 day, 7:12:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 3.0161, loss: 3.0161 +2025-06-11 16:02:57,955 - pyskl - INFO - Epoch [87][500/3940] lr: 9.613e-03, eta: 1 day, 7:11:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 3.0958, loss: 3.0958 +2025-06-11 16:03:42,382 - pyskl - INFO - Epoch [87][600/3940] lr: 9.607e-03, eta: 1 day, 7:11:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.0407, loss: 3.0407 +2025-06-11 16:04:26,708 - pyskl - INFO - Epoch [87][700/3940] lr: 9.600e-03, eta: 1 day, 7:10:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.1707, loss: 3.1707 +2025-06-11 16:05:11,123 - pyskl - INFO - Epoch [87][800/3940] lr: 9.594e-03, eta: 1 day, 7:09:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 3.0380, loss: 3.0380 +2025-06-11 16:05:55,562 - pyskl - INFO - Epoch [87][900/3940] lr: 9.587e-03, eta: 1 day, 7:09:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 3.1175, loss: 3.1175 +2025-06-11 16:06:39,903 - pyskl - INFO - Epoch [87][1000/3940] lr: 9.581e-03, eta: 1 day, 7:08:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9794, loss_cls: 3.0989, loss: 3.0989 +2025-06-11 16:07:24,358 - pyskl - INFO - Epoch [87][1100/3940] lr: 9.575e-03, eta: 1 day, 7:07:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 3.0581, loss: 3.0581 +2025-06-11 16:08:08,962 - pyskl - INFO - Epoch [87][1200/3940] lr: 9.568e-03, eta: 1 day, 7:06:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 3.0728, loss: 3.0728 +2025-06-11 16:08:53,431 - pyskl - INFO - Epoch [87][1300/3940] lr: 9.562e-03, eta: 1 day, 7:06:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 3.1890, loss: 3.1890 +2025-06-11 16:09:37,734 - pyskl - INFO - Epoch [87][1400/3940] lr: 9.555e-03, eta: 1 day, 7:05:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 3.0284, loss: 3.0284 +2025-06-11 16:10:22,066 - pyskl - INFO - Epoch [87][1500/3940] lr: 9.549e-03, eta: 1 day, 7:04:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 3.1499, loss: 3.1499 +2025-06-11 16:11:06,498 - pyskl - INFO - Epoch [87][1600/3940] lr: 9.542e-03, eta: 1 day, 7:03:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 3.0589, loss: 3.0589 +2025-06-11 16:11:50,988 - pyskl - INFO - Epoch [87][1700/3940] lr: 9.536e-03, eta: 1 day, 7:03:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 3.0570, loss: 3.0570 +2025-06-11 16:12:35,531 - pyskl - INFO - Epoch [87][1800/3940] lr: 9.529e-03, eta: 1 day, 7:02:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 3.0897, loss: 3.0897 +2025-06-11 16:13:20,079 - pyskl - INFO - Epoch [87][1900/3940] lr: 9.523e-03, eta: 1 day, 7:01:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 3.1069, loss: 3.1069 +2025-06-11 16:14:04,584 - pyskl - INFO - Epoch [87][2000/3940] lr: 9.516e-03, eta: 1 day, 7:00:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9738, loss_cls: 3.0696, loss: 3.0696 +2025-06-11 16:14:49,262 - pyskl - INFO - Epoch [87][2100/3940] lr: 9.510e-03, eta: 1 day, 7:00:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 3.0290, loss: 3.0290 +2025-06-11 16:15:33,794 - pyskl - INFO - Epoch [87][2200/3940] lr: 9.504e-03, eta: 1 day, 6:59:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 3.1222, loss: 3.1222 +2025-06-11 16:16:18,370 - pyskl - INFO - Epoch [87][2300/3940] lr: 9.497e-03, eta: 1 day, 6:58:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 3.0158, loss: 3.0158 +2025-06-11 16:17:02,958 - pyskl - INFO - Epoch [87][2400/3940] lr: 9.491e-03, eta: 1 day, 6:57:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9750, loss_cls: 3.1430, loss: 3.1430 +2025-06-11 16:17:47,272 - pyskl - INFO - Epoch [87][2500/3940] lr: 9.484e-03, eta: 1 day, 6:57:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 3.1204, loss: 3.1204 +2025-06-11 16:18:31,642 - pyskl - INFO - Epoch [87][2600/3940] lr: 9.478e-03, eta: 1 day, 6:56:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 3.1401, loss: 3.1401 +2025-06-11 16:19:15,979 - pyskl - INFO - Epoch [87][2700/3940] lr: 9.471e-03, eta: 1 day, 6:55:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 3.0108, loss: 3.0108 +2025-06-11 16:20:00,435 - pyskl - INFO - Epoch [87][2800/3940] lr: 9.465e-03, eta: 1 day, 6:54:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9769, loss_cls: 3.0715, loss: 3.0715 +2025-06-11 16:20:44,889 - pyskl - INFO - Epoch [87][2900/3940] lr: 9.458e-03, eta: 1 day, 6:54:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 3.0838, loss: 3.0838 +2025-06-11 16:21:29,245 - pyskl - INFO - Epoch [87][3000/3940] lr: 9.452e-03, eta: 1 day, 6:53:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9756, loss_cls: 3.1900, loss: 3.1900 +2025-06-11 16:22:13,596 - pyskl - INFO - Epoch [87][3100/3940] lr: 9.446e-03, eta: 1 day, 6:52:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 3.0538, loss: 3.0538 +2025-06-11 16:22:57,908 - pyskl - INFO - Epoch [87][3200/3940] lr: 9.439e-03, eta: 1 day, 6:51:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 3.0568, loss: 3.0568 +2025-06-11 16:23:42,310 - pyskl - INFO - Epoch [87][3300/3940] lr: 9.433e-03, eta: 1 day, 6:51:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.9823, loss: 2.9823 +2025-06-11 16:24:26,692 - pyskl - INFO - Epoch [87][3400/3940] lr: 9.426e-03, eta: 1 day, 6:50:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 3.1153, loss: 3.1153 +2025-06-11 16:25:11,162 - pyskl - INFO - Epoch [87][3500/3940] lr: 9.420e-03, eta: 1 day, 6:49:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 3.0842, loss: 3.0842 +2025-06-11 16:25:55,567 - pyskl - INFO - Epoch [87][3600/3940] lr: 9.413e-03, eta: 1 day, 6:48:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9738, loss_cls: 3.0842, loss: 3.0842 +2025-06-11 16:26:39,914 - pyskl - INFO - Epoch [87][3700/3940] lr: 9.407e-03, eta: 1 day, 6:48:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 3.0304, loss: 3.0304 +2025-06-11 16:27:24,209 - pyskl - INFO - Epoch [87][3800/3940] lr: 9.400e-03, eta: 1 day, 6:47:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9775, loss_cls: 3.0881, loss: 3.0881 +2025-06-11 16:28:08,919 - pyskl - INFO - Epoch [87][3900/3940] lr: 9.394e-03, eta: 1 day, 6:46:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 3.1245, loss: 3.1245 +2025-06-11 16:28:27,170 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-06-11 16:31:48,334 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 16:31:48,801 - pyskl - INFO - +top1_acc 0.7862 +top5_acc 0.9600 +2025-06-11 16:31:48,854 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_78.pth was removed +2025-06-11 16:31:49,961 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_87.pth. +2025-06-11 16:31:49,963 - pyskl - INFO - Best top1_acc is 0.7862 at 87 epoch. +2025-06-11 16:31:49,982 - pyskl - INFO - Epoch(val) [87][3183] top1_acc: 0.7862, top5_acc: 0.9600 +2025-06-11 16:32:59,371 - pyskl - INFO - Epoch [88][100/3940] lr: 9.385e-03, eta: 1 day, 6:45:40, time: 0.694, data_time: 0.250, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 3.1005, loss: 3.1005 +2025-06-11 16:33:43,724 - pyskl - INFO - Epoch [88][200/3940] lr: 9.379e-03, eta: 1 day, 6:44:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.9197, loss: 2.9197 +2025-06-11 16:34:28,199 - pyskl - INFO - Epoch [88][300/3940] lr: 9.372e-03, eta: 1 day, 6:44:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.9915, loss: 2.9915 +2025-06-11 16:35:12,579 - pyskl - INFO - Epoch [88][400/3940] lr: 9.366e-03, eta: 1 day, 6:43:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 3.0075, loss: 3.0075 +2025-06-11 16:35:56,968 - pyskl - INFO - Epoch [88][500/3940] lr: 9.359e-03, eta: 1 day, 6:42:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.9901, loss: 2.9901 +2025-06-11 16:36:41,367 - pyskl - INFO - Epoch [88][600/3940] lr: 9.353e-03, eta: 1 day, 6:41:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 3.0074, loss: 3.0074 +2025-06-11 16:37:25,810 - pyskl - INFO - Epoch [88][700/3940] lr: 9.346e-03, eta: 1 day, 6:41:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 2.8995, loss: 2.8995 +2025-06-11 16:38:10,209 - pyskl - INFO - Epoch [88][800/3940] lr: 9.340e-03, eta: 1 day, 6:40:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9769, loss_cls: 3.1049, loss: 3.1049 +2025-06-11 16:38:54,610 - pyskl - INFO - Epoch [88][900/3940] lr: 9.334e-03, eta: 1 day, 6:39:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 3.0509, loss: 3.0509 +2025-06-11 16:39:39,183 - pyskl - INFO - Epoch [88][1000/3940] lr: 9.327e-03, eta: 1 day, 6:38:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 3.1058, loss: 3.1058 +2025-06-11 16:40:23,640 - pyskl - INFO - Epoch [88][1100/3940] lr: 9.321e-03, eta: 1 day, 6:38:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 3.0052, loss: 3.0052 +2025-06-11 16:41:08,407 - pyskl - INFO - Epoch [88][1200/3940] lr: 9.314e-03, eta: 1 day, 6:37:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 3.2136, loss: 3.2136 +2025-06-11 16:41:52,979 - pyskl - INFO - Epoch [88][1300/3940] lr: 9.308e-03, eta: 1 day, 6:36:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 3.1461, loss: 3.1461 +2025-06-11 16:42:37,642 - pyskl - INFO - Epoch [88][1400/3940] lr: 9.301e-03, eta: 1 day, 6:35:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 3.1506, loss: 3.1506 +2025-06-11 16:43:22,092 - pyskl - INFO - Epoch [88][1500/3940] lr: 9.295e-03, eta: 1 day, 6:35:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9794, loss_cls: 3.0133, loss: 3.0133 +2025-06-11 16:44:06,690 - pyskl - INFO - Epoch [88][1600/3940] lr: 9.289e-03, eta: 1 day, 6:34:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 2.9551, loss: 2.9551 +2025-06-11 16:44:51,171 - pyskl - INFO - Epoch [88][1700/3940] lr: 9.282e-03, eta: 1 day, 6:33:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 3.1961, loss: 3.1961 +2025-06-11 16:45:35,639 - pyskl - INFO - Epoch [88][1800/3940] lr: 9.276e-03, eta: 1 day, 6:32:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 3.1005, loss: 3.1005 +2025-06-11 16:46:20,223 - pyskl - INFO - Epoch [88][1900/3940] lr: 9.269e-03, eta: 1 day, 6:32:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9781, loss_cls: 3.1515, loss: 3.1515 +2025-06-11 16:47:04,726 - pyskl - INFO - Epoch [88][2000/3940] lr: 9.263e-03, eta: 1 day, 6:31:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 3.0172, loss: 3.0172 +2025-06-11 16:47:49,170 - pyskl - INFO - Epoch [88][2100/3940] lr: 9.256e-03, eta: 1 day, 6:30:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 3.0170, loss: 3.0170 +2025-06-11 16:48:33,666 - pyskl - INFO - Epoch [88][2200/3940] lr: 9.250e-03, eta: 1 day, 6:30:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9750, loss_cls: 3.0408, loss: 3.0408 +2025-06-11 16:49:18,245 - pyskl - INFO - Epoch [88][2300/3940] lr: 9.244e-03, eta: 1 day, 6:29:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9738, loss_cls: 3.0661, loss: 3.0661 +2025-06-11 16:50:02,822 - pyskl - INFO - Epoch [88][2400/3940] lr: 9.237e-03, eta: 1 day, 6:28:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 3.1001, loss: 3.1001 +2025-06-11 16:50:47,287 - pyskl - INFO - Epoch [88][2500/3940] lr: 9.231e-03, eta: 1 day, 6:27:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.9297, loss: 2.9297 +2025-06-11 16:51:31,813 - pyskl - INFO - Epoch [88][2600/3940] lr: 9.224e-03, eta: 1 day, 6:27:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 2.9213, loss: 2.9213 +2025-06-11 16:52:16,287 - pyskl - INFO - Epoch [88][2700/3940] lr: 9.218e-03, eta: 1 day, 6:26:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 3.0388, loss: 3.0388 +2025-06-11 16:53:00,776 - pyskl - INFO - Epoch [88][2800/3940] lr: 9.212e-03, eta: 1 day, 6:25:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 3.2052, loss: 3.2052 +2025-06-11 16:53:45,248 - pyskl - INFO - Epoch [88][2900/3940] lr: 9.205e-03, eta: 1 day, 6:24:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 3.1155, loss: 3.1155 +2025-06-11 16:54:29,647 - pyskl - INFO - Epoch [88][3000/3940] lr: 9.199e-03, eta: 1 day, 6:24:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 3.1212, loss: 3.1212 +2025-06-11 16:55:14,103 - pyskl - INFO - Epoch [88][3100/3940] lr: 9.192e-03, eta: 1 day, 6:23:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9788, loss_cls: 3.0300, loss: 3.0300 +2025-06-11 16:55:58,551 - pyskl - INFO - Epoch [88][3200/3940] lr: 9.186e-03, eta: 1 day, 6:22:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 3.1153, loss: 3.1153 +2025-06-11 16:56:43,058 - pyskl - INFO - Epoch [88][3300/3940] lr: 9.180e-03, eta: 1 day, 6:21:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 3.1599, loss: 3.1599 +2025-06-11 16:57:27,497 - pyskl - INFO - Epoch [88][3400/3940] lr: 9.173e-03, eta: 1 day, 6:21:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 3.0684, loss: 3.0684 +2025-06-11 16:58:11,944 - pyskl - INFO - Epoch [88][3500/3940] lr: 9.167e-03, eta: 1 day, 6:20:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 3.1433, loss: 3.1433 +2025-06-11 16:58:56,422 - pyskl - INFO - Epoch [88][3600/3940] lr: 9.160e-03, eta: 1 day, 6:19:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 3.1656, loss: 3.1656 +2025-06-11 16:59:40,822 - pyskl - INFO - Epoch [88][3700/3940] lr: 9.154e-03, eta: 1 day, 6:18:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 3.0693, loss: 3.0693 +2025-06-11 17:00:25,238 - pyskl - INFO - Epoch [88][3800/3940] lr: 9.148e-03, eta: 1 day, 6:18:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.9239, loss: 2.9239 +2025-06-11 17:01:09,671 - pyskl - INFO - Epoch [88][3900/3940] lr: 9.141e-03, eta: 1 day, 6:17:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9769, loss_cls: 3.0500, loss: 3.0500 +2025-06-11 17:01:27,805 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-06-11 17:04:49,130 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 17:04:49,604 - pyskl - INFO - +top1_acc 0.7778 +top5_acc 0.9568 +2025-06-11 17:04:49,624 - pyskl - INFO - Epoch(val) [88][3183] top1_acc: 0.7778, top5_acc: 0.9568 +2025-06-11 17:05:59,113 - pyskl - INFO - Epoch [89][100/3940] lr: 9.132e-03, eta: 1 day, 6:16:22, time: 0.695, data_time: 0.250, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9912, loss_cls: 2.9710, loss: 2.9710 +2025-06-11 17:06:43,564 - pyskl - INFO - Epoch [89][200/3940] lr: 9.126e-03, eta: 1 day, 6:15:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9775, loss_cls: 3.0800, loss: 3.0800 +2025-06-11 17:07:28,044 - pyskl - INFO - Epoch [89][300/3940] lr: 9.119e-03, eta: 1 day, 6:14:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 3.0499, loss: 3.0499 +2025-06-11 17:08:12,475 - pyskl - INFO - Epoch [89][400/3940] lr: 9.113e-03, eta: 1 day, 6:14:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 3.0356, loss: 3.0356 +2025-06-11 17:08:56,951 - pyskl - INFO - Epoch [89][500/3940] lr: 9.107e-03, eta: 1 day, 6:13:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9788, loss_cls: 2.9821, loss: 2.9821 +2025-06-11 17:09:41,318 - pyskl - INFO - Epoch [89][600/3940] lr: 9.100e-03, eta: 1 day, 6:12:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.9508, loss: 2.9508 +2025-06-11 17:10:25,713 - pyskl - INFO - Epoch [89][700/3940] lr: 9.094e-03, eta: 1 day, 6:11:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 3.0285, loss: 3.0285 +2025-06-11 17:11:10,174 - pyskl - INFO - Epoch [89][800/3940] lr: 9.087e-03, eta: 1 day, 6:11:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9800, loss_cls: 3.0196, loss: 3.0196 +2025-06-11 17:11:54,566 - pyskl - INFO - Epoch [89][900/3940] lr: 9.081e-03, eta: 1 day, 6:10:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.9920, loss: 2.9920 +2025-06-11 17:12:38,993 - pyskl - INFO - Epoch [89][1000/3940] lr: 9.075e-03, eta: 1 day, 6:09:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 2.9874, loss: 2.9874 +2025-06-11 17:13:23,455 - pyskl - INFO - Epoch [89][1100/3940] lr: 9.068e-03, eta: 1 day, 6:08:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.9116, loss: 2.9116 +2025-06-11 17:14:08,009 - pyskl - INFO - Epoch [89][1200/3940] lr: 9.062e-03, eta: 1 day, 6:08:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.9891, loss: 2.9891 +2025-06-11 17:14:52,526 - pyskl - INFO - Epoch [89][1300/3940] lr: 9.055e-03, eta: 1 day, 6:07:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 3.0546, loss: 3.0546 +2025-06-11 17:15:36,973 - pyskl - INFO - Epoch [89][1400/3940] lr: 9.049e-03, eta: 1 day, 6:06:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 3.0983, loss: 3.0983 +2025-06-11 17:16:21,455 - pyskl - INFO - Epoch [89][1500/3940] lr: 9.043e-03, eta: 1 day, 6:05:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 3.0961, loss: 3.0961 +2025-06-11 17:17:05,986 - pyskl - INFO - Epoch [89][1600/3940] lr: 9.036e-03, eta: 1 day, 6:05:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 2.9767, loss: 2.9767 +2025-06-11 17:17:50,843 - pyskl - INFO - Epoch [89][1700/3940] lr: 9.030e-03, eta: 1 day, 6:04:26, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9800, loss_cls: 2.9743, loss: 2.9743 +2025-06-11 17:18:35,340 - pyskl - INFO - Epoch [89][1800/3940] lr: 9.024e-03, eta: 1 day, 6:03:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.0622, loss: 3.0622 +2025-06-11 17:19:19,866 - pyskl - INFO - Epoch [89][1900/3940] lr: 9.017e-03, eta: 1 day, 6:02:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 3.0978, loss: 3.0978 +2025-06-11 17:20:04,494 - pyskl - INFO - Epoch [89][2000/3940] lr: 9.011e-03, eta: 1 day, 6:02:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.9371, loss: 2.9371 +2025-06-11 17:20:49,028 - pyskl - INFO - Epoch [89][2100/3940] lr: 9.004e-03, eta: 1 day, 6:01:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9775, loss_cls: 2.9929, loss: 2.9929 +2025-06-11 17:21:33,554 - pyskl - INFO - Epoch [89][2200/3940] lr: 8.998e-03, eta: 1 day, 6:00:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 3.1400, loss: 3.1400 +2025-06-11 17:22:18,221 - pyskl - INFO - Epoch [89][2300/3940] lr: 8.992e-03, eta: 1 day, 5:59:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 3.1523, loss: 3.1523 +2025-06-11 17:23:02,779 - pyskl - INFO - Epoch [89][2400/3940] lr: 8.985e-03, eta: 1 day, 5:59:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 3.1046, loss: 3.1046 +2025-06-11 17:23:47,196 - pyskl - INFO - Epoch [89][2500/3940] lr: 8.979e-03, eta: 1 day, 5:58:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 2.9306, loss: 2.9306 +2025-06-11 17:24:31,620 - pyskl - INFO - Epoch [89][2600/3940] lr: 8.972e-03, eta: 1 day, 5:57:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9744, loss_cls: 3.0881, loss: 3.0881 +2025-06-11 17:25:16,040 - pyskl - INFO - Epoch [89][2700/3940] lr: 8.966e-03, eta: 1 day, 5:56:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.9835, loss: 2.9835 +2025-06-11 17:26:00,501 - pyskl - INFO - Epoch [89][2800/3940] lr: 8.960e-03, eta: 1 day, 5:56:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 3.1400, loss: 3.1400 +2025-06-11 17:26:44,934 - pyskl - INFO - Epoch [89][2900/3940] lr: 8.953e-03, eta: 1 day, 5:55:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.9189, loss: 2.9189 +2025-06-11 17:27:29,353 - pyskl - INFO - Epoch [89][3000/3940] lr: 8.947e-03, eta: 1 day, 5:54:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 3.0689, loss: 3.0689 +2025-06-11 17:28:13,785 - pyskl - INFO - Epoch [89][3100/3940] lr: 8.941e-03, eta: 1 day, 5:54:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 3.0237, loss: 3.0237 +2025-06-11 17:28:58,196 - pyskl - INFO - Epoch [89][3200/3940] lr: 8.934e-03, eta: 1 day, 5:53:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 3.0299, loss: 3.0299 +2025-06-11 17:29:42,630 - pyskl - INFO - Epoch [89][3300/3940] lr: 8.928e-03, eta: 1 day, 5:52:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 3.0396, loss: 3.0396 +2025-06-11 17:30:27,106 - pyskl - INFO - Epoch [89][3400/3940] lr: 8.922e-03, eta: 1 day, 5:51:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 3.0613, loss: 3.0613 +2025-06-11 17:31:11,543 - pyskl - INFO - Epoch [89][3500/3940] lr: 8.915e-03, eta: 1 day, 5:51:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 3.0399, loss: 3.0399 +2025-06-11 17:31:56,003 - pyskl - INFO - Epoch [89][3600/3940] lr: 8.909e-03, eta: 1 day, 5:50:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 2.9397, loss: 2.9397 +2025-06-11 17:32:40,471 - pyskl - INFO - Epoch [89][3700/3940] lr: 8.902e-03, eta: 1 day, 5:49:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9869, loss_cls: 3.0486, loss: 3.0486 +2025-06-11 17:33:24,897 - pyskl - INFO - Epoch [89][3800/3940] lr: 8.896e-03, eta: 1 day, 5:48:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9719, loss_cls: 3.2058, loss: 3.2058 +2025-06-11 17:34:09,378 - pyskl - INFO - Epoch [89][3900/3940] lr: 8.890e-03, eta: 1 day, 5:48:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9744, loss_cls: 3.1196, loss: 3.1196 +2025-06-11 17:34:27,513 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-06-11 17:37:48,522 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 17:37:48,981 - pyskl - INFO - +top1_acc 0.7710 +top5_acc 0.9530 +2025-06-11 17:37:48,998 - pyskl - INFO - Epoch(val) [89][3183] top1_acc: 0.7710, top5_acc: 0.9530 +2025-06-11 17:38:57,939 - pyskl - INFO - Epoch [90][100/3940] lr: 8.881e-03, eta: 1 day, 5:47:04, time: 0.689, data_time: 0.247, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.9986, loss: 2.9986 +2025-06-11 17:39:42,164 - pyskl - INFO - Epoch [90][200/3940] lr: 8.874e-03, eta: 1 day, 5:46:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9825, loss_cls: 2.8867, loss: 2.8867 +2025-06-11 17:40:26,474 - pyskl - INFO - Epoch [90][300/3940] lr: 8.868e-03, eta: 1 day, 5:45:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 3.0671, loss: 3.0671 +2025-06-11 17:41:10,770 - pyskl - INFO - Epoch [90][400/3940] lr: 8.862e-03, eta: 1 day, 5:44:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 3.0518, loss: 3.0518 +2025-06-11 17:41:55,081 - pyskl - INFO - Epoch [90][500/3940] lr: 8.855e-03, eta: 1 day, 5:44:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.9439, loss: 2.9439 +2025-06-11 17:42:39,470 - pyskl - INFO - Epoch [90][600/3940] lr: 8.849e-03, eta: 1 day, 5:43:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.9047, loss: 2.9047 +2025-06-11 17:43:23,891 - pyskl - INFO - Epoch [90][700/3940] lr: 8.843e-03, eta: 1 day, 5:42:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.9830, loss: 2.9830 +2025-06-11 17:44:08,301 - pyskl - INFO - Epoch [90][800/3940] lr: 8.836e-03, eta: 1 day, 5:41:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 3.0470, loss: 3.0470 +2025-06-11 17:44:52,624 - pyskl - INFO - Epoch [90][900/3940] lr: 8.830e-03, eta: 1 day, 5:41:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9875, loss_cls: 3.0111, loss: 3.0111 +2025-06-11 17:45:36,936 - pyskl - INFO - Epoch [90][1000/3940] lr: 8.824e-03, eta: 1 day, 5:40:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 3.0759, loss: 3.0759 +2025-06-11 17:46:21,257 - pyskl - INFO - Epoch [90][1100/3940] lr: 8.817e-03, eta: 1 day, 5:39:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.8220, loss: 2.8220 +2025-06-11 17:47:05,660 - pyskl - INFO - Epoch [90][1200/3940] lr: 8.811e-03, eta: 1 day, 5:38:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 3.0438, loss: 3.0438 +2025-06-11 17:47:50,003 - pyskl - INFO - Epoch [90][1300/3940] lr: 8.805e-03, eta: 1 day, 5:38:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.9280, loss: 2.9280 +2025-06-11 17:48:34,382 - pyskl - INFO - Epoch [90][1400/3940] lr: 8.798e-03, eta: 1 day, 5:37:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 3.0040, loss: 3.0040 +2025-06-11 17:49:18,703 - pyskl - INFO - Epoch [90][1500/3940] lr: 8.792e-03, eta: 1 day, 5:36:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 2.9692, loss: 2.9692 +2025-06-11 17:50:03,016 - pyskl - INFO - Epoch [90][1600/3940] lr: 8.786e-03, eta: 1 day, 5:35:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9812, loss_cls: 2.9262, loss: 2.9262 +2025-06-11 17:50:47,548 - pyskl - INFO - Epoch [90][1700/3940] lr: 8.779e-03, eta: 1 day, 5:35:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 3.0190, loss: 3.0190 +2025-06-11 17:51:32,055 - pyskl - INFO - Epoch [90][1800/3940] lr: 8.773e-03, eta: 1 day, 5:34:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9862, loss_cls: 3.0365, loss: 3.0365 +2025-06-11 17:52:16,507 - pyskl - INFO - Epoch [90][1900/3940] lr: 8.766e-03, eta: 1 day, 5:33:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9788, loss_cls: 3.0400, loss: 3.0400 +2025-06-11 17:53:00,884 - pyskl - INFO - Epoch [90][2000/3940] lr: 8.760e-03, eta: 1 day, 5:32:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.9147, loss: 2.9147 +2025-06-11 17:53:45,359 - pyskl - INFO - Epoch [90][2100/3940] lr: 8.754e-03, eta: 1 day, 5:32:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.9819, loss: 2.9819 +2025-06-11 17:54:29,823 - pyskl - INFO - Epoch [90][2200/3940] lr: 8.747e-03, eta: 1 day, 5:31:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.1838, loss: 3.1838 +2025-06-11 17:55:14,233 - pyskl - INFO - Epoch [90][2300/3940] lr: 8.741e-03, eta: 1 day, 5:30:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.9470, loss: 2.9470 +2025-06-11 17:55:58,662 - pyskl - INFO - Epoch [90][2400/3940] lr: 8.735e-03, eta: 1 day, 5:29:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.9801, loss: 2.9801 +2025-06-11 17:56:43,072 - pyskl - INFO - Epoch [90][2500/3940] lr: 8.728e-03, eta: 1 day, 5:29:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9800, loss_cls: 2.9293, loss: 2.9293 +2025-06-11 17:57:27,412 - pyskl - INFO - Epoch [90][2600/3940] lr: 8.722e-03, eta: 1 day, 5:28:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 3.0170, loss: 3.0170 +2025-06-11 17:58:11,654 - pyskl - INFO - Epoch [90][2700/3940] lr: 8.716e-03, eta: 1 day, 5:27:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 3.1115, loss: 3.1115 +2025-06-11 17:58:55,918 - pyskl - INFO - Epoch [90][2800/3940] lr: 8.709e-03, eta: 1 day, 5:26:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 3.0178, loss: 3.0178 +2025-06-11 17:59:40,206 - pyskl - INFO - Epoch [90][2900/3940] lr: 8.703e-03, eta: 1 day, 5:26:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 3.0393, loss: 3.0393 +2025-06-11 18:00:24,442 - pyskl - INFO - Epoch [90][3000/3940] lr: 8.697e-03, eta: 1 day, 5:25:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 3.0993, loss: 3.0993 +2025-06-11 18:01:08,694 - pyskl - INFO - Epoch [90][3100/3940] lr: 8.690e-03, eta: 1 day, 5:24:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.9436, loss: 2.9436 +2025-06-11 18:01:53,042 - pyskl - INFO - Epoch [90][3200/3940] lr: 8.684e-03, eta: 1 day, 5:23:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.9997, loss: 2.9997 +2025-06-11 18:02:37,393 - pyskl - INFO - Epoch [90][3300/3940] lr: 8.678e-03, eta: 1 day, 5:23:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9756, loss_cls: 3.1092, loss: 3.1092 +2025-06-11 18:03:21,701 - pyskl - INFO - Epoch [90][3400/3940] lr: 8.671e-03, eta: 1 day, 5:22:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 3.0345, loss: 3.0345 +2025-06-11 18:04:06,009 - pyskl - INFO - Epoch [90][3500/3940] lr: 8.665e-03, eta: 1 day, 5:21:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9750, loss_cls: 3.1840, loss: 3.1840 +2025-06-11 18:04:50,335 - pyskl - INFO - Epoch [90][3600/3940] lr: 8.659e-03, eta: 1 day, 5:20:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9794, loss_cls: 2.9688, loss: 2.9688 +2025-06-11 18:05:34,646 - pyskl - INFO - Epoch [90][3700/3940] lr: 8.653e-03, eta: 1 day, 5:20:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 3.0163, loss: 3.0163 +2025-06-11 18:06:18,923 - pyskl - INFO - Epoch [90][3800/3940] lr: 8.646e-03, eta: 1 day, 5:19:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 3.1224, loss: 3.1224 +2025-06-11 18:07:03,177 - pyskl - INFO - Epoch [90][3900/3940] lr: 8.640e-03, eta: 1 day, 5:18:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9800, loss_cls: 2.9180, loss: 2.9180 +2025-06-11 18:07:21,248 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-06-11 18:25:16,413 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 18:25:16,872 - pyskl - INFO - +top1_acc 0.7969 +top5_acc 0.9627 +2025-06-11 18:25:16,924 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_87.pth was removed +2025-06-11 18:25:17,958 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_90.pth. +2025-06-11 18:25:17,960 - pyskl - INFO - Best top1_acc is 0.7969 at 90 epoch. +2025-06-11 18:25:17,976 - pyskl - INFO - Epoch(val) [90][3183] top1_acc: 0.7969, top5_acc: 0.9627 +2025-06-11 18:26:27,016 - pyskl - INFO - Epoch [91][100/3940] lr: 8.631e-03, eta: 1 day, 5:17:43, time: 0.690, data_time: 0.247, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 2.9475, loss: 2.9475 +2025-06-11 18:27:11,394 - pyskl - INFO - Epoch [91][200/3940] lr: 8.625e-03, eta: 1 day, 5:16:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9838, loss_cls: 2.8455, loss: 2.8455 +2025-06-11 18:27:55,801 - pyskl - INFO - Epoch [91][300/3940] lr: 8.618e-03, eta: 1 day, 5:16:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.8760, loss: 2.8760 +2025-06-11 18:28:40,200 - pyskl - INFO - Epoch [91][400/3940] lr: 8.612e-03, eta: 1 day, 5:15:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9806, loss_cls: 2.8508, loss: 2.8508 +2025-06-11 18:29:24,648 - pyskl - INFO - Epoch [91][500/3940] lr: 8.606e-03, eta: 1 day, 5:14:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.9603, loss: 2.9603 +2025-06-11 18:30:09,043 - pyskl - INFO - Epoch [91][600/3940] lr: 8.599e-03, eta: 1 day, 5:13:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.9895, loss: 2.9895 +2025-06-11 18:30:53,475 - pyskl - INFO - Epoch [91][700/3940] lr: 8.593e-03, eta: 1 day, 5:13:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9831, loss_cls: 2.8588, loss: 2.8588 +2025-06-11 18:31:37,919 - pyskl - INFO - Epoch [91][800/3940] lr: 8.587e-03, eta: 1 day, 5:12:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 3.0115, loss: 3.0115 +2025-06-11 18:32:22,410 - pyskl - INFO - Epoch [91][900/3940] lr: 8.581e-03, eta: 1 day, 5:11:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9819, loss_cls: 3.0016, loss: 3.0016 +2025-06-11 18:33:06,698 - pyskl - INFO - Epoch [91][1000/3940] lr: 8.574e-03, eta: 1 day, 5:11:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.9822, loss: 2.9822 +2025-06-11 18:33:51,053 - pyskl - INFO - Epoch [91][1100/3940] lr: 8.568e-03, eta: 1 day, 5:10:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.9585, loss: 2.9585 +2025-06-11 18:34:35,465 - pyskl - INFO - Epoch [91][1200/3940] lr: 8.562e-03, eta: 1 day, 5:09:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 3.0303, loss: 3.0303 +2025-06-11 18:35:19,871 - pyskl - INFO - Epoch [91][1300/3940] lr: 8.555e-03, eta: 1 day, 5:08:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.9389, loss: 2.9389 +2025-06-11 18:36:04,290 - pyskl - INFO - Epoch [91][1400/3940] lr: 8.549e-03, eta: 1 day, 5:08:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 2.9442, loss: 2.9442 +2025-06-11 18:36:48,746 - pyskl - INFO - Epoch [91][1500/3940] lr: 8.543e-03, eta: 1 day, 5:07:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 3.0076, loss: 3.0076 +2025-06-11 18:37:33,202 - pyskl - INFO - Epoch [91][1600/3940] lr: 8.536e-03, eta: 1 day, 5:06:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 3.0016, loss: 3.0016 +2025-06-11 18:38:17,859 - pyskl - INFO - Epoch [91][1700/3940] lr: 8.530e-03, eta: 1 day, 5:05:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 3.0592, loss: 3.0592 +2025-06-11 18:39:02,331 - pyskl - INFO - Epoch [91][1800/3940] lr: 8.524e-03, eta: 1 day, 5:05:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 3.0728, loss: 3.0728 +2025-06-11 18:39:46,685 - pyskl - INFO - Epoch [91][1900/3940] lr: 8.517e-03, eta: 1 day, 5:04:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.9412, loss: 2.9412 +2025-06-11 18:40:31,394 - pyskl - INFO - Epoch [91][2000/3940] lr: 8.511e-03, eta: 1 day, 5:03:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9769, loss_cls: 3.0911, loss: 3.0911 +2025-06-11 18:41:15,962 - pyskl - INFO - Epoch [91][2100/3940] lr: 8.505e-03, eta: 1 day, 5:02:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9781, loss_cls: 3.0749, loss: 3.0749 +2025-06-11 18:42:00,464 - pyskl - INFO - Epoch [91][2200/3940] lr: 8.499e-03, eta: 1 day, 5:02:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.9439, loss: 2.9439 +2025-06-11 18:42:44,928 - pyskl - INFO - Epoch [91][2300/3940] lr: 8.492e-03, eta: 1 day, 5:01:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9881, loss_cls: 3.0898, loss: 3.0898 +2025-06-11 18:43:29,493 - pyskl - INFO - Epoch [91][2400/3940] lr: 8.486e-03, eta: 1 day, 5:00:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 3.0415, loss: 3.0415 +2025-06-11 18:44:14,080 - pyskl - INFO - Epoch [91][2500/3940] lr: 8.480e-03, eta: 1 day, 4:59:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 3.0901, loss: 3.0901 +2025-06-11 18:44:58,491 - pyskl - INFO - Epoch [91][2600/3940] lr: 8.473e-03, eta: 1 day, 4:59:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 2.9615, loss: 2.9615 +2025-06-11 18:45:42,927 - pyskl - INFO - Epoch [91][2700/3940] lr: 8.467e-03, eta: 1 day, 4:58:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 3.0688, loss: 3.0688 +2025-06-11 18:46:27,418 - pyskl - INFO - Epoch [91][2800/3940] lr: 8.461e-03, eta: 1 day, 4:57:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 3.0888, loss: 3.0888 +2025-06-11 18:47:11,960 - pyskl - INFO - Epoch [91][2900/3940] lr: 8.455e-03, eta: 1 day, 4:56:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 3.1078, loss: 3.1078 +2025-06-11 18:47:56,474 - pyskl - INFO - Epoch [91][3000/3940] lr: 8.448e-03, eta: 1 day, 4:56:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 3.1670, loss: 3.1670 +2025-06-11 18:48:40,946 - pyskl - INFO - Epoch [91][3100/3940] lr: 8.442e-03, eta: 1 day, 4:55:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 2.9713, loss: 2.9713 +2025-06-11 18:49:25,498 - pyskl - INFO - Epoch [91][3200/3940] lr: 8.436e-03, eta: 1 day, 4:54:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 3.0263, loss: 3.0263 +2025-06-11 18:50:10,054 - pyskl - INFO - Epoch [91][3300/3940] lr: 8.429e-03, eta: 1 day, 4:53:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 3.0187, loss: 3.0187 +2025-06-11 18:50:54,558 - pyskl - INFO - Epoch [91][3400/3940] lr: 8.423e-03, eta: 1 day, 4:53:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 3.0696, loss: 3.0696 +2025-06-11 18:51:39,055 - pyskl - INFO - Epoch [91][3500/3940] lr: 8.417e-03, eta: 1 day, 4:52:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 3.0028, loss: 3.0028 +2025-06-11 18:52:23,439 - pyskl - INFO - Epoch [91][3600/3940] lr: 8.411e-03, eta: 1 day, 4:51:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9794, loss_cls: 3.0549, loss: 3.0549 +2025-06-11 18:53:07,928 - pyskl - INFO - Epoch [91][3700/3940] lr: 8.404e-03, eta: 1 day, 4:50:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 3.0502, loss: 3.0502 +2025-06-11 18:53:52,480 - pyskl - INFO - Epoch [91][3800/3940] lr: 8.398e-03, eta: 1 day, 4:50:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.9843, loss: 2.9843 +2025-06-11 18:54:37,003 - pyskl - INFO - Epoch [91][3900/3940] lr: 8.392e-03, eta: 1 day, 4:49:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.9101, loss: 2.9101 +2025-06-11 18:54:55,179 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-06-11 18:58:16,020 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 18:58:16,489 - pyskl - INFO - +top1_acc 0.7803 +top5_acc 0.9580 +2025-06-11 18:58:16,509 - pyskl - INFO - Epoch(val) [91][3183] top1_acc: 0.7803, top5_acc: 0.9580 +2025-06-11 18:59:25,843 - pyskl - INFO - Epoch [92][100/3940] lr: 8.383e-03, eta: 1 day, 4:48:25, time: 0.693, data_time: 0.248, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.8482, loss: 2.8482 +2025-06-11 19:00:10,407 - pyskl - INFO - Epoch [92][200/3940] lr: 8.377e-03, eta: 1 day, 4:47:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 2.7916, loss: 2.7916 +2025-06-11 19:00:54,961 - pyskl - INFO - Epoch [92][300/3940] lr: 8.370e-03, eta: 1 day, 4:46:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.8935, loss: 2.8935 +2025-06-11 19:01:39,406 - pyskl - INFO - Epoch [92][400/3940] lr: 8.364e-03, eta: 1 day, 4:46:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.9057, loss: 2.9057 +2025-06-11 19:02:23,906 - pyskl - INFO - Epoch [92][500/3940] lr: 8.358e-03, eta: 1 day, 4:45:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.8653, loss: 2.8653 +2025-06-11 19:03:08,399 - pyskl - INFO - Epoch [92][600/3940] lr: 8.352e-03, eta: 1 day, 4:44:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 2.9450, loss: 2.9450 +2025-06-11 19:03:52,763 - pyskl - INFO - Epoch [92][700/3940] lr: 8.345e-03, eta: 1 day, 4:43:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.9556, loss: 2.9556 +2025-06-11 19:04:37,136 - pyskl - INFO - Epoch [92][800/3940] lr: 8.339e-03, eta: 1 day, 4:43:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 2.9214, loss: 2.9214 +2025-06-11 19:05:21,491 - pyskl - INFO - Epoch [92][900/3940] lr: 8.333e-03, eta: 1 day, 4:42:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9788, loss_cls: 3.0056, loss: 3.0056 +2025-06-11 19:06:05,956 - pyskl - INFO - Epoch [92][1000/3940] lr: 8.327e-03, eta: 1 day, 4:41:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9794, loss_cls: 3.0439, loss: 3.0439 +2025-06-11 19:06:50,342 - pyskl - INFO - Epoch [92][1100/3940] lr: 8.320e-03, eta: 1 day, 4:40:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 3.1088, loss: 3.1088 +2025-06-11 19:07:34,832 - pyskl - INFO - Epoch [92][1200/3940] lr: 8.314e-03, eta: 1 day, 4:40:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 3.0073, loss: 3.0073 +2025-06-11 19:08:19,362 - pyskl - INFO - Epoch [92][1300/3940] lr: 8.308e-03, eta: 1 day, 4:39:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 3.0538, loss: 3.0538 +2025-06-11 19:09:03,883 - pyskl - INFO - Epoch [92][1400/3940] lr: 8.301e-03, eta: 1 day, 4:38:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.9554, loss: 2.9554 +2025-06-11 19:09:48,380 - pyskl - INFO - Epoch [92][1500/3940] lr: 8.295e-03, eta: 1 day, 4:37:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 2.9176, loss: 2.9176 +2025-06-11 19:10:32,804 - pyskl - INFO - Epoch [92][1600/3940] lr: 8.289e-03, eta: 1 day, 4:37:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.8610, loss: 2.8610 +2025-06-11 19:11:17,252 - pyskl - INFO - Epoch [92][1700/3940] lr: 8.283e-03, eta: 1 day, 4:36:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.9486, loss: 2.9486 +2025-06-11 19:12:01,780 - pyskl - INFO - Epoch [92][1800/3940] lr: 8.276e-03, eta: 1 day, 4:35:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 2.8346, loss: 2.8346 +2025-06-11 19:12:46,225 - pyskl - INFO - Epoch [92][1900/3940] lr: 8.270e-03, eta: 1 day, 4:34:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 3.0977, loss: 3.0977 +2025-06-11 19:13:30,758 - pyskl - INFO - Epoch [92][2000/3940] lr: 8.264e-03, eta: 1 day, 4:34:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.9606, loss: 2.9606 +2025-06-11 19:14:15,198 - pyskl - INFO - Epoch [92][2100/3940] lr: 8.258e-03, eta: 1 day, 4:33:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 2.8698, loss: 2.8698 +2025-06-11 19:14:59,685 - pyskl - INFO - Epoch [92][2200/3940] lr: 8.251e-03, eta: 1 day, 4:32:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 3.0312, loss: 3.0312 +2025-06-11 19:15:44,135 - pyskl - INFO - Epoch [92][2300/3940] lr: 8.245e-03, eta: 1 day, 4:32:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 3.0010, loss: 3.0010 +2025-06-11 19:16:28,673 - pyskl - INFO - Epoch [92][2400/3940] lr: 8.239e-03, eta: 1 day, 4:31:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9800, loss_cls: 3.0247, loss: 3.0247 +2025-06-11 19:17:13,073 - pyskl - INFO - Epoch [92][2500/3940] lr: 8.233e-03, eta: 1 day, 4:30:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9806, loss_cls: 2.9594, loss: 2.9594 +2025-06-11 19:17:57,484 - pyskl - INFO - Epoch [92][2600/3940] lr: 8.226e-03, eta: 1 day, 4:29:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 2.9608, loss: 2.9608 +2025-06-11 19:18:41,870 - pyskl - INFO - Epoch [92][2700/3940] lr: 8.220e-03, eta: 1 day, 4:29:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 3.0108, loss: 3.0108 +2025-06-11 19:19:26,372 - pyskl - INFO - Epoch [92][2800/3940] lr: 8.214e-03, eta: 1 day, 4:28:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.9278, loss: 2.9278 +2025-06-11 19:20:10,817 - pyskl - INFO - Epoch [92][2900/3940] lr: 8.208e-03, eta: 1 day, 4:27:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 2.9569, loss: 2.9569 +2025-06-11 19:20:55,264 - pyskl - INFO - Epoch [92][3000/3940] lr: 8.202e-03, eta: 1 day, 4:26:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 3.0341, loss: 3.0341 +2025-06-11 19:21:39,682 - pyskl - INFO - Epoch [92][3100/3940] lr: 8.195e-03, eta: 1 day, 4:26:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9806, loss_cls: 3.0047, loss: 3.0047 +2025-06-11 19:22:24,028 - pyskl - INFO - Epoch [92][3200/3940] lr: 8.189e-03, eta: 1 day, 4:25:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.8374, loss: 2.8374 +2025-06-11 19:23:08,452 - pyskl - INFO - Epoch [92][3300/3940] lr: 8.183e-03, eta: 1 day, 4:24:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 3.2148, loss: 3.2148 +2025-06-11 19:23:52,753 - pyskl - INFO - Epoch [92][3400/3940] lr: 8.177e-03, eta: 1 day, 4:23:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9812, loss_cls: 2.9611, loss: 2.9611 +2025-06-11 19:24:37,152 - pyskl - INFO - Epoch [92][3500/3940] lr: 8.170e-03, eta: 1 day, 4:23:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 3.0144, loss: 3.0144 +2025-06-11 19:25:21,534 - pyskl - INFO - Epoch [92][3600/3940] lr: 8.164e-03, eta: 1 day, 4:22:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.9248, loss: 2.9248 +2025-06-11 19:26:06,020 - pyskl - INFO - Epoch [92][3700/3940] lr: 8.158e-03, eta: 1 day, 4:21:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 2.9489, loss: 2.9489 +2025-06-11 19:26:50,321 - pyskl - INFO - Epoch [92][3800/3940] lr: 8.152e-03, eta: 1 day, 4:20:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.9569, loss: 2.9569 +2025-06-11 19:27:34,688 - pyskl - INFO - Epoch [92][3900/3940] lr: 8.145e-03, eta: 1 day, 4:20:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9794, loss_cls: 2.9062, loss: 2.9062 +2025-06-11 19:27:52,770 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-06-11 19:31:13,739 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 19:31:14,207 - pyskl - INFO - +top1_acc 0.7936 +top5_acc 0.9605 +2025-06-11 19:31:14,225 - pyskl - INFO - Epoch(val) [92][3183] top1_acc: 0.7936, top5_acc: 0.9605 +2025-06-11 19:32:23,504 - pyskl - INFO - Epoch [93][100/3940] lr: 8.137e-03, eta: 1 day, 4:19:06, time: 0.693, data_time: 0.249, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 2.9263, loss: 2.9263 +2025-06-11 19:33:07,821 - pyskl - INFO - Epoch [93][200/3940] lr: 8.130e-03, eta: 1 day, 4:18:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.8998, loss: 2.8998 +2025-06-11 19:33:52,126 - pyskl - INFO - Epoch [93][300/3940] lr: 8.124e-03, eta: 1 day, 4:17:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 2.9623, loss: 2.9623 +2025-06-11 19:34:36,490 - pyskl - INFO - Epoch [93][400/3940] lr: 8.118e-03, eta: 1 day, 4:16:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.8928, loss: 2.8928 +2025-06-11 19:35:20,846 - pyskl - INFO - Epoch [93][500/3940] lr: 8.112e-03, eta: 1 day, 4:16:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.8571, loss: 2.8571 +2025-06-11 19:36:05,128 - pyskl - INFO - Epoch [93][600/3940] lr: 8.106e-03, eta: 1 day, 4:15:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.9293, loss: 2.9293 +2025-06-11 19:36:49,397 - pyskl - INFO - Epoch [93][700/3940] lr: 8.099e-03, eta: 1 day, 4:14:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.7953, loss: 2.7953 +2025-06-11 19:37:33,612 - pyskl - INFO - Epoch [93][800/3940] lr: 8.093e-03, eta: 1 day, 4:13:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9900, loss_cls: 3.0401, loss: 3.0401 +2025-06-11 19:38:17,893 - pyskl - INFO - Epoch [93][900/3940] lr: 8.087e-03, eta: 1 day, 4:13:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 2.9995, loss: 2.9995 +2025-06-11 19:39:02,421 - pyskl - INFO - Epoch [93][1000/3940] lr: 8.081e-03, eta: 1 day, 4:12:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.9683, loss: 2.9683 +2025-06-11 19:39:47,107 - pyskl - INFO - Epoch [93][1100/3940] lr: 8.074e-03, eta: 1 day, 4:11:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 3.0519, loss: 3.0519 +2025-06-11 19:40:31,669 - pyskl - INFO - Epoch [93][1200/3940] lr: 8.068e-03, eta: 1 day, 4:10:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.9467, loss: 2.9467 +2025-06-11 19:41:15,979 - pyskl - INFO - Epoch [93][1300/3940] lr: 8.062e-03, eta: 1 day, 4:10:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.8652, loss: 2.8652 +2025-06-11 19:42:00,340 - pyskl - INFO - Epoch [93][1400/3940] lr: 8.056e-03, eta: 1 day, 4:09:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9819, loss_cls: 2.9542, loss: 2.9542 +2025-06-11 19:42:44,669 - pyskl - INFO - Epoch [93][1500/3940] lr: 8.050e-03, eta: 1 day, 4:08:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.9536, loss: 2.9536 +2025-06-11 19:43:29,015 - pyskl - INFO - Epoch [93][1600/3940] lr: 8.043e-03, eta: 1 day, 4:07:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.8312, loss: 2.8312 +2025-06-11 19:44:13,330 - pyskl - INFO - Epoch [93][1700/3940] lr: 8.037e-03, eta: 1 day, 4:07:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 3.0371, loss: 3.0371 +2025-06-11 19:44:57,655 - pyskl - INFO - Epoch [93][1800/3940] lr: 8.031e-03, eta: 1 day, 4:06:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 2.8281, loss: 2.8281 +2025-06-11 19:45:42,184 - pyskl - INFO - Epoch [93][1900/3940] lr: 8.025e-03, eta: 1 day, 4:05:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9750, loss_cls: 3.0908, loss: 3.0908 +2025-06-11 19:46:26,599 - pyskl - INFO - Epoch [93][2000/3940] lr: 8.019e-03, eta: 1 day, 4:04:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9781, loss_cls: 3.0214, loss: 3.0214 +2025-06-11 19:47:11,034 - pyskl - INFO - Epoch [93][2100/3940] lr: 8.012e-03, eta: 1 day, 4:04:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 2.9372, loss: 2.9372 +2025-06-11 19:47:55,490 - pyskl - INFO - Epoch [93][2200/3940] lr: 8.006e-03, eta: 1 day, 4:03:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 2.9741, loss: 2.9741 +2025-06-11 19:48:40,002 - pyskl - INFO - Epoch [93][2300/3940] lr: 8.000e-03, eta: 1 day, 4:02:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.8844, loss: 2.8844 +2025-06-11 19:49:24,598 - pyskl - INFO - Epoch [93][2400/3940] lr: 7.994e-03, eta: 1 day, 4:01:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.9675, loss: 2.9675 +2025-06-11 19:50:09,043 - pyskl - INFO - Epoch [93][2500/3940] lr: 7.988e-03, eta: 1 day, 4:01:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.9495, loss: 2.9495 +2025-06-11 19:50:53,422 - pyskl - INFO - Epoch [93][2600/3940] lr: 7.981e-03, eta: 1 day, 4:00:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.9328, loss: 2.9328 +2025-06-11 19:51:37,974 - pyskl - INFO - Epoch [93][2700/3940] lr: 7.975e-03, eta: 1 day, 3:59:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.9899, loss: 2.9899 +2025-06-11 19:52:22,382 - pyskl - INFO - Epoch [93][2800/3940] lr: 7.969e-03, eta: 1 day, 3:58:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.9721, loss: 2.9721 +2025-06-11 19:53:06,810 - pyskl - INFO - Epoch [93][2900/3940] lr: 7.963e-03, eta: 1 day, 3:58:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9862, loss_cls: 3.0675, loss: 3.0675 +2025-06-11 19:53:51,259 - pyskl - INFO - Epoch [93][3000/3940] lr: 7.957e-03, eta: 1 day, 3:57:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.8650, loss: 2.8650 +2025-06-11 19:54:35,724 - pyskl - INFO - Epoch [93][3100/3940] lr: 7.950e-03, eta: 1 day, 3:56:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.9427, loss: 2.9427 +2025-06-11 19:55:20,094 - pyskl - INFO - Epoch [93][3200/3940] lr: 7.944e-03, eta: 1 day, 3:55:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 2.9418, loss: 2.9418 +2025-06-11 19:56:04,570 - pyskl - INFO - Epoch [93][3300/3940] lr: 7.938e-03, eta: 1 day, 3:55:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.9297, loss: 2.9297 +2025-06-11 19:56:49,043 - pyskl - INFO - Epoch [93][3400/3940] lr: 7.932e-03, eta: 1 day, 3:54:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.9675, loss: 2.9675 +2025-06-11 19:57:33,497 - pyskl - INFO - Epoch [93][3500/3940] lr: 7.926e-03, eta: 1 day, 3:53:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 2.9843, loss: 2.9843 +2025-06-11 19:58:17,929 - pyskl - INFO - Epoch [93][3600/3940] lr: 7.920e-03, eta: 1 day, 3:52:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9794, loss_cls: 2.8873, loss: 2.8873 +2025-06-11 19:59:02,398 - pyskl - INFO - Epoch [93][3700/3940] lr: 7.913e-03, eta: 1 day, 3:52:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 3.3501, loss: 3.3501 +2025-06-11 19:59:46,748 - pyskl - INFO - Epoch [93][3800/3940] lr: 7.907e-03, eta: 1 day, 3:51:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.9119, loss: 2.9119 +2025-06-11 20:00:31,130 - pyskl - INFO - Epoch [93][3900/3940] lr: 7.901e-03, eta: 1 day, 3:50:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 3.0591, loss: 3.0591 +2025-06-11 20:00:49,382 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-06-11 20:04:10,632 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 20:04:11,095 - pyskl - INFO - +top1_acc 0.8077 +top5_acc 0.9650 +2025-06-11 20:04:11,152 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_90.pth was removed +2025-06-11 20:04:12,210 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_93.pth. +2025-06-11 20:04:12,212 - pyskl - INFO - Best top1_acc is 0.8077 at 93 epoch. +2025-06-11 20:04:12,230 - pyskl - INFO - Epoch(val) [93][3183] top1_acc: 0.8077, top5_acc: 0.9650 +2025-06-11 20:05:21,639 - pyskl - INFO - Epoch [94][100/3940] lr: 7.892e-03, eta: 1 day, 3:49:47, time: 0.694, data_time: 0.248, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.7863, loss: 2.7863 +2025-06-11 20:06:06,094 - pyskl - INFO - Epoch [94][200/3940] lr: 7.886e-03, eta: 1 day, 3:49:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.8052, loss: 2.8052 +2025-06-11 20:06:50,502 - pyskl - INFO - Epoch [94][300/3940] lr: 7.880e-03, eta: 1 day, 3:48:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.9176, loss: 2.9176 +2025-06-11 20:07:34,911 - pyskl - INFO - Epoch [94][400/3940] lr: 7.874e-03, eta: 1 day, 3:47:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.8878, loss: 2.8878 +2025-06-11 20:08:19,317 - pyskl - INFO - Epoch [94][500/3940] lr: 7.868e-03, eta: 1 day, 3:46:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.7939, loss: 2.7939 +2025-06-11 20:09:03,647 - pyskl - INFO - Epoch [94][600/3940] lr: 7.861e-03, eta: 1 day, 3:46:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.8091, loss: 2.8091 +2025-06-11 20:09:48,035 - pyskl - INFO - Epoch [94][700/3940] lr: 7.855e-03, eta: 1 day, 3:45:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9775, loss_cls: 2.9724, loss: 2.9724 +2025-06-11 20:10:32,461 - pyskl - INFO - Epoch [94][800/3940] lr: 7.849e-03, eta: 1 day, 3:44:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 2.9413, loss: 2.9413 +2025-06-11 20:11:16,837 - pyskl - INFO - Epoch [94][900/3940] lr: 7.843e-03, eta: 1 day, 3:43:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.9752, loss: 2.9752 +2025-06-11 20:12:01,264 - pyskl - INFO - Epoch [94][1000/3940] lr: 7.837e-03, eta: 1 day, 3:43:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 3.0005, loss: 3.0005 +2025-06-11 20:12:45,609 - pyskl - INFO - Epoch [94][1100/3940] lr: 7.831e-03, eta: 1 day, 3:42:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.9053, loss: 2.9053 +2025-06-11 20:13:29,931 - pyskl - INFO - Epoch [94][1200/3940] lr: 7.824e-03, eta: 1 day, 3:41:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9806, loss_cls: 2.8452, loss: 2.8452 +2025-06-11 20:14:14,248 - pyskl - INFO - Epoch [94][1300/3940] lr: 7.818e-03, eta: 1 day, 3:40:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.9863, loss: 2.9863 +2025-06-11 20:14:58,547 - pyskl - INFO - Epoch [94][1400/3940] lr: 7.812e-03, eta: 1 day, 3:40:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.8817, loss: 2.8817 +2025-06-11 20:15:42,961 - pyskl - INFO - Epoch [94][1500/3940] lr: 7.806e-03, eta: 1 day, 3:39:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.8868, loss: 2.8868 +2025-06-11 20:16:27,416 - pyskl - INFO - Epoch [94][1600/3940] lr: 7.800e-03, eta: 1 day, 3:38:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 3.0082, loss: 3.0082 +2025-06-11 20:17:12,169 - pyskl - INFO - Epoch [94][1700/3940] lr: 7.794e-03, eta: 1 day, 3:37:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9794, loss_cls: 2.9997, loss: 2.9997 +2025-06-11 20:17:56,703 - pyskl - INFO - Epoch [94][1800/3940] lr: 7.788e-03, eta: 1 day, 3:37:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.9696, loss: 2.9696 +2025-06-11 20:18:41,353 - pyskl - INFO - Epoch [94][1900/3940] lr: 7.781e-03, eta: 1 day, 3:36:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.9002, loss: 2.9002 +2025-06-11 20:19:25,827 - pyskl - INFO - Epoch [94][2000/3940] lr: 7.775e-03, eta: 1 day, 3:35:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.8500, loss: 2.8500 +2025-06-11 20:20:10,304 - pyskl - INFO - Epoch [94][2100/3940] lr: 7.769e-03, eta: 1 day, 3:34:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9812, loss_cls: 2.9164, loss: 2.9164 +2025-06-11 20:20:54,709 - pyskl - INFO - Epoch [94][2200/3940] lr: 7.763e-03, eta: 1 day, 3:34:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.8479, loss: 2.8479 +2025-06-11 20:21:39,255 - pyskl - INFO - Epoch [94][2300/3940] lr: 7.757e-03, eta: 1 day, 3:33:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 3.0436, loss: 3.0436 +2025-06-11 20:22:23,649 - pyskl - INFO - Epoch [94][2400/3940] lr: 7.751e-03, eta: 1 day, 3:32:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 2.8890, loss: 2.8890 +2025-06-11 20:23:08,026 - pyskl - INFO - Epoch [94][2500/3940] lr: 7.744e-03, eta: 1 day, 3:31:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.9486, loss: 2.9486 +2025-06-11 20:23:52,386 - pyskl - INFO - Epoch [94][2600/3940] lr: 7.738e-03, eta: 1 day, 3:31:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 2.9917, loss: 2.9917 +2025-06-11 20:24:36,745 - pyskl - INFO - Epoch [94][2700/3940] lr: 7.732e-03, eta: 1 day, 3:30:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 2.9383, loss: 2.9383 +2025-06-11 20:25:21,109 - pyskl - INFO - Epoch [94][2800/3940] lr: 7.726e-03, eta: 1 day, 3:29:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 2.9352, loss: 2.9352 +2025-06-11 20:26:05,548 - pyskl - INFO - Epoch [94][2900/3940] lr: 7.720e-03, eta: 1 day, 3:28:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.9008, loss: 2.9008 +2025-06-11 20:26:49,902 - pyskl - INFO - Epoch [94][3000/3940] lr: 7.714e-03, eta: 1 day, 3:28:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 3.0118, loss: 3.0118 +2025-06-11 20:27:34,286 - pyskl - INFO - Epoch [94][3100/3940] lr: 7.708e-03, eta: 1 day, 3:27:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 3.0158, loss: 3.0158 +2025-06-11 20:28:18,720 - pyskl - INFO - Epoch [94][3200/3940] lr: 7.701e-03, eta: 1 day, 3:26:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.8955, loss: 2.8955 +2025-06-11 20:29:03,354 - pyskl - INFO - Epoch [94][3300/3940] lr: 7.695e-03, eta: 1 day, 3:25:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9806, loss_cls: 2.9004, loss: 2.9004 +2025-06-11 20:29:47,827 - pyskl - INFO - Epoch [94][3400/3940] lr: 7.689e-03, eta: 1 day, 3:25:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 2.9310, loss: 2.9310 +2025-06-11 20:30:32,174 - pyskl - INFO - Epoch [94][3500/3940] lr: 7.683e-03, eta: 1 day, 3:24:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 3.0461, loss: 3.0461 +2025-06-11 20:31:16,525 - pyskl - INFO - Epoch [94][3600/3940] lr: 7.677e-03, eta: 1 day, 3:23:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.9211, loss: 2.9211 +2025-06-11 20:32:00,877 - pyskl - INFO - Epoch [94][3700/3940] lr: 7.671e-03, eta: 1 day, 3:22:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 3.0185, loss: 3.0185 +2025-06-11 20:32:45,234 - pyskl - INFO - Epoch [94][3800/3940] lr: 7.665e-03, eta: 1 day, 3:22:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.8689, loss: 2.8689 +2025-06-11 20:33:29,691 - pyskl - INFO - Epoch [94][3900/3940] lr: 7.659e-03, eta: 1 day, 3:21:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 2.9627, loss: 2.9627 +2025-06-11 20:33:47,951 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-06-11 20:37:09,158 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 20:37:09,627 - pyskl - INFO - +top1_acc 0.7891 +top5_acc 0.9604 +2025-06-11 20:37:09,647 - pyskl - INFO - Epoch(val) [94][3183] top1_acc: 0.7891, top5_acc: 0.9604 +2025-06-11 20:38:19,445 - pyskl - INFO - Epoch [95][100/3940] lr: 7.650e-03, eta: 1 day, 3:20:28, time: 0.698, data_time: 0.253, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.9540, loss: 2.9540 +2025-06-11 20:39:03,825 - pyskl - INFO - Epoch [95][200/3940] lr: 7.644e-03, eta: 1 day, 3:19:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9944, loss_cls: 2.8829, loss: 2.8829 +2025-06-11 20:39:48,263 - pyskl - INFO - Epoch [95][300/3940] lr: 7.638e-03, eta: 1 day, 3:18:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.8199, loss: 2.8199 +2025-06-11 20:40:32,926 - pyskl - INFO - Epoch [95][400/3940] lr: 7.632e-03, eta: 1 day, 3:18:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 2.8666, loss: 2.8666 +2025-06-11 20:41:17,394 - pyskl - INFO - Epoch [95][500/3940] lr: 7.626e-03, eta: 1 day, 3:17:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 2.9401, loss: 2.9401 +2025-06-11 20:42:02,032 - pyskl - INFO - Epoch [95][600/3940] lr: 7.619e-03, eta: 1 day, 3:16:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.8928, loss: 2.8928 +2025-06-11 20:42:46,416 - pyskl - INFO - Epoch [95][700/3940] lr: 7.613e-03, eta: 1 day, 3:16:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.8080, loss: 2.8080 +2025-06-11 20:43:31,014 - pyskl - INFO - Epoch [95][800/3940] lr: 7.607e-03, eta: 1 day, 3:15:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.8299, loss: 2.8299 +2025-06-11 20:44:15,425 - pyskl - INFO - Epoch [95][900/3940] lr: 7.601e-03, eta: 1 day, 3:14:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9912, loss_cls: 2.8614, loss: 2.8614 +2025-06-11 20:44:59,865 - pyskl - INFO - Epoch [95][1000/3940] lr: 7.595e-03, eta: 1 day, 3:13:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.8331, loss: 2.8331 +2025-06-11 20:45:44,320 - pyskl - INFO - Epoch [95][1100/3940] lr: 7.589e-03, eta: 1 day, 3:13:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.7553, loss: 2.7553 +2025-06-11 20:46:28,871 - pyskl - INFO - Epoch [95][1200/3940] lr: 7.583e-03, eta: 1 day, 3:12:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.9165, loss: 2.9165 +2025-06-11 20:47:13,285 - pyskl - INFO - Epoch [95][1300/3940] lr: 7.577e-03, eta: 1 day, 3:11:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 2.9142, loss: 2.9142 +2025-06-11 20:47:57,740 - pyskl - INFO - Epoch [95][1400/3940] lr: 7.570e-03, eta: 1 day, 3:10:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.9751, loss: 2.9751 +2025-06-11 20:48:42,156 - pyskl - INFO - Epoch [95][1500/3940] lr: 7.564e-03, eta: 1 day, 3:10:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9794, loss_cls: 2.8845, loss: 2.8845 +2025-06-11 20:49:26,567 - pyskl - INFO - Epoch [95][1600/3940] lr: 7.558e-03, eta: 1 day, 3:09:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9912, loss_cls: 2.8574, loss: 2.8574 +2025-06-11 20:50:10,918 - pyskl - INFO - Epoch [95][1700/3940] lr: 7.552e-03, eta: 1 day, 3:08:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9825, loss_cls: 2.8466, loss: 2.8466 +2025-06-11 20:50:55,331 - pyskl - INFO - Epoch [95][1800/3940] lr: 7.546e-03, eta: 1 day, 3:07:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.8436, loss: 2.8436 +2025-06-11 20:51:39,983 - pyskl - INFO - Epoch [95][1900/3940] lr: 7.540e-03, eta: 1 day, 3:07:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.8647, loss: 2.8647 +2025-06-11 20:52:24,613 - pyskl - INFO - Epoch [95][2000/3940] lr: 7.534e-03, eta: 1 day, 3:06:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.8767, loss: 2.8767 +2025-06-11 20:53:09,065 - pyskl - INFO - Epoch [95][2100/3940] lr: 7.528e-03, eta: 1 day, 3:05:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.9031, loss: 2.9031 +2025-06-11 20:53:53,355 - pyskl - INFO - Epoch [95][2200/3940] lr: 7.522e-03, eta: 1 day, 3:04:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.9605, loss: 2.9605 +2025-06-11 20:54:37,630 - pyskl - INFO - Epoch [95][2300/3940] lr: 7.516e-03, eta: 1 day, 3:04:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.9880, loss: 2.9880 +2025-06-11 20:55:21,929 - pyskl - INFO - Epoch [95][2400/3940] lr: 7.510e-03, eta: 1 day, 3:03:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.8790, loss: 2.8790 +2025-06-11 20:56:06,263 - pyskl - INFO - Epoch [95][2500/3940] lr: 7.503e-03, eta: 1 day, 3:02:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 2.8631, loss: 2.8631 +2025-06-11 20:56:50,542 - pyskl - INFO - Epoch [95][2600/3940] lr: 7.497e-03, eta: 1 day, 3:01:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.9728, loss: 2.9728 +2025-06-11 20:57:34,849 - pyskl - INFO - Epoch [95][2700/3940] lr: 7.491e-03, eta: 1 day, 3:01:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.9418, loss: 2.9418 +2025-06-11 20:58:19,129 - pyskl - INFO - Epoch [95][2800/3940] lr: 7.485e-03, eta: 1 day, 3:00:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 2.9413, loss: 2.9413 +2025-06-11 20:59:03,404 - pyskl - INFO - Epoch [95][2900/3940] lr: 7.479e-03, eta: 1 day, 2:59:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.8800, loss: 2.8800 +2025-06-11 20:59:47,712 - pyskl - INFO - Epoch [95][3000/3940] lr: 7.473e-03, eta: 1 day, 2:58:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 3.0180, loss: 3.0180 +2025-06-11 21:00:31,926 - pyskl - INFO - Epoch [95][3100/3940] lr: 7.467e-03, eta: 1 day, 2:58:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9800, loss_cls: 2.8117, loss: 2.8117 +2025-06-11 21:01:16,182 - pyskl - INFO - Epoch [95][3200/3940] lr: 7.461e-03, eta: 1 day, 2:57:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.9178, loss: 2.9178 +2025-06-11 21:02:00,682 - pyskl - INFO - Epoch [95][3300/3940] lr: 7.455e-03, eta: 1 day, 2:56:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.9612, loss: 2.9612 +2025-06-11 21:02:45,217 - pyskl - INFO - Epoch [95][3400/3940] lr: 7.449e-03, eta: 1 day, 2:55:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9819, loss_cls: 2.9984, loss: 2.9984 +2025-06-11 21:03:29,749 - pyskl - INFO - Epoch [95][3500/3940] lr: 7.443e-03, eta: 1 day, 2:55:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.8163, loss: 2.8163 +2025-06-11 21:04:14,306 - pyskl - INFO - Epoch [95][3600/3940] lr: 7.436e-03, eta: 1 day, 2:54:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.9537, loss: 2.9537 +2025-06-11 21:04:58,856 - pyskl - INFO - Epoch [95][3700/3940] lr: 7.430e-03, eta: 1 day, 2:53:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.8907, loss: 2.8907 +2025-06-11 21:05:43,195 - pyskl - INFO - Epoch [95][3800/3940] lr: 7.424e-03, eta: 1 day, 2:52:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.8813, loss: 2.8813 +2025-06-11 21:06:27,599 - pyskl - INFO - Epoch [95][3900/3940] lr: 7.418e-03, eta: 1 day, 2:52:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9831, loss_cls: 2.8424, loss: 2.8424 +2025-06-11 21:06:45,693 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-06-11 21:24:43,758 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 21:24:44,216 - pyskl - INFO - +top1_acc 0.7548 +top5_acc 0.9487 +2025-06-11 21:24:44,233 - pyskl - INFO - Epoch(val) [95][3183] top1_acc: 0.7548, top5_acc: 0.9487 +2025-06-11 21:25:53,330 - pyskl - INFO - Epoch [96][100/3940] lr: 7.410e-03, eta: 1 day, 2:51:09, time: 0.691, data_time: 0.248, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.9108, loss: 2.9108 +2025-06-11 21:26:37,610 - pyskl - INFO - Epoch [96][200/3940] lr: 7.404e-03, eta: 1 day, 2:50:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9838, loss_cls: 2.7317, loss: 2.7317 +2025-06-11 21:27:21,920 - pyskl - INFO - Epoch [96][300/3940] lr: 7.398e-03, eta: 1 day, 2:49:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.8217, loss: 2.8217 +2025-06-11 21:28:06,279 - pyskl - INFO - Epoch [96][400/3940] lr: 7.392e-03, eta: 1 day, 2:48:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.8091, loss: 2.8091 +2025-06-11 21:28:50,646 - pyskl - INFO - Epoch [96][500/3940] lr: 7.386e-03, eta: 1 day, 2:48:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9844, loss_cls: 2.8299, loss: 2.8299 +2025-06-11 21:29:35,127 - pyskl - INFO - Epoch [96][600/3940] lr: 7.379e-03, eta: 1 day, 2:47:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.9198, loss: 2.9198 +2025-06-11 21:30:19,604 - pyskl - INFO - Epoch [96][700/3940] lr: 7.373e-03, eta: 1 day, 2:46:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 2.8012, loss: 2.8012 +2025-06-11 21:31:03,947 - pyskl - INFO - Epoch [96][800/3940] lr: 7.367e-03, eta: 1 day, 2:45:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9838, loss_cls: 2.7846, loss: 2.7846 +2025-06-11 21:31:48,305 - pyskl - INFO - Epoch [96][900/3940] lr: 7.361e-03, eta: 1 day, 2:45:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9931, loss_cls: 2.7869, loss: 2.7869 +2025-06-11 21:32:32,713 - pyskl - INFO - Epoch [96][1000/3940] lr: 7.355e-03, eta: 1 day, 2:44:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.8584, loss: 2.8584 +2025-06-11 21:33:17,096 - pyskl - INFO - Epoch [96][1100/3940] lr: 7.349e-03, eta: 1 day, 2:43:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.9322, loss: 2.9322 +2025-06-11 21:34:01,378 - pyskl - INFO - Epoch [96][1200/3940] lr: 7.343e-03, eta: 1 day, 2:42:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.8482, loss: 2.8482 +2025-06-11 21:34:45,737 - pyskl - INFO - Epoch [96][1300/3940] lr: 7.337e-03, eta: 1 day, 2:42:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9850, loss_cls: 2.8049, loss: 2.8049 +2025-06-11 21:35:30,177 - pyskl - INFO - Epoch [96][1400/3940] lr: 7.331e-03, eta: 1 day, 2:41:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.7598, loss: 2.7598 +2025-06-11 21:36:14,630 - pyskl - INFO - Epoch [96][1500/3940] lr: 7.325e-03, eta: 1 day, 2:40:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.8706, loss: 2.8706 +2025-06-11 21:36:59,000 - pyskl - INFO - Epoch [96][1600/3940] lr: 7.319e-03, eta: 1 day, 2:39:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.8803, loss: 2.8803 +2025-06-11 21:37:43,387 - pyskl - INFO - Epoch [96][1700/3940] lr: 7.313e-03, eta: 1 day, 2:39:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.8888, loss: 2.8888 +2025-06-11 21:38:27,792 - pyskl - INFO - Epoch [96][1800/3940] lr: 7.307e-03, eta: 1 day, 2:38:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9800, loss_cls: 2.8995, loss: 2.8995 +2025-06-11 21:39:12,313 - pyskl - INFO - Epoch [96][1900/3940] lr: 7.301e-03, eta: 1 day, 2:37:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9806, loss_cls: 2.8275, loss: 2.8275 +2025-06-11 21:39:56,830 - pyskl - INFO - Epoch [96][2000/3940] lr: 7.295e-03, eta: 1 day, 2:36:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 2.8580, loss: 2.8580 +2025-06-11 21:40:41,451 - pyskl - INFO - Epoch [96][2100/3940] lr: 7.289e-03, eta: 1 day, 2:36:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.9241, loss: 2.9241 +2025-06-11 21:41:26,170 - pyskl - INFO - Epoch [96][2200/3940] lr: 7.283e-03, eta: 1 day, 2:35:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.9243, loss: 2.9243 +2025-06-11 21:42:10,782 - pyskl - INFO - Epoch [96][2300/3940] lr: 7.277e-03, eta: 1 day, 2:34:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 3.0000, loss: 3.0000 +2025-06-11 21:42:55,159 - pyskl - INFO - Epoch [96][2400/3940] lr: 7.271e-03, eta: 1 day, 2:34:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 2.8141, loss: 2.8141 +2025-06-11 21:43:39,501 - pyskl - INFO - Epoch [96][2500/3940] lr: 7.265e-03, eta: 1 day, 2:33:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 2.9933, loss: 2.9933 +2025-06-11 21:44:23,812 - pyskl - INFO - Epoch [96][2600/3940] lr: 7.259e-03, eta: 1 day, 2:32:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.9164, loss: 2.9164 +2025-06-11 21:45:08,094 - pyskl - INFO - Epoch [96][2700/3940] lr: 7.252e-03, eta: 1 day, 2:31:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.8174, loss: 2.8174 +2025-06-11 21:45:52,384 - pyskl - INFO - Epoch [96][2800/3940] lr: 7.246e-03, eta: 1 day, 2:31:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 2.8756, loss: 2.8756 +2025-06-11 21:46:36,638 - pyskl - INFO - Epoch [96][2900/3940] lr: 7.240e-03, eta: 1 day, 2:30:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9812, loss_cls: 2.8594, loss: 2.8594 +2025-06-11 21:47:20,828 - pyskl - INFO - Epoch [96][3000/3940] lr: 7.234e-03, eta: 1 day, 2:29:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9819, loss_cls: 2.8796, loss: 2.8796 +2025-06-11 21:48:05,105 - pyskl - INFO - Epoch [96][3100/3940] lr: 7.228e-03, eta: 1 day, 2:28:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.8095, loss: 2.8095 +2025-06-11 21:48:49,336 - pyskl - INFO - Epoch [96][3200/3940] lr: 7.222e-03, eta: 1 day, 2:28:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.9226, loss: 2.9226 +2025-06-11 21:49:33,780 - pyskl - INFO - Epoch [96][3300/3940] lr: 7.216e-03, eta: 1 day, 2:27:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9838, loss_cls: 2.7676, loss: 2.7676 +2025-06-11 21:50:18,562 - pyskl - INFO - Epoch [96][3400/3940] lr: 7.210e-03, eta: 1 day, 2:26:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.9502, loss: 2.9502 +2025-06-11 21:51:03,108 - pyskl - INFO - Epoch [96][3500/3940] lr: 7.204e-03, eta: 1 day, 2:25:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 2.8918, loss: 2.8918 +2025-06-11 21:51:47,602 - pyskl - INFO - Epoch [96][3600/3940] lr: 7.198e-03, eta: 1 day, 2:25:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.8680, loss: 2.8680 +2025-06-11 21:52:32,135 - pyskl - INFO - Epoch [96][3700/3940] lr: 7.192e-03, eta: 1 day, 2:24:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 2.8680, loss: 2.8680 +2025-06-11 21:53:16,617 - pyskl - INFO - Epoch [96][3800/3940] lr: 7.186e-03, eta: 1 day, 2:23:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.9542, loss: 2.9542 +2025-06-11 21:54:01,052 - pyskl - INFO - Epoch [96][3900/3940] lr: 7.180e-03, eta: 1 day, 2:22:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9806, loss_cls: 2.8718, loss: 2.8718 +2025-06-11 21:54:19,163 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-06-11 21:57:40,461 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 21:57:40,975 - pyskl - INFO - +top1_acc 0.7974 +top5_acc 0.9639 +2025-06-11 21:57:40,994 - pyskl - INFO - Epoch(val) [96][3183] top1_acc: 0.7974, top5_acc: 0.9639 +2025-06-11 21:58:50,158 - pyskl - INFO - Epoch [97][100/3940] lr: 7.172e-03, eta: 1 day, 2:21:49, time: 0.692, data_time: 0.249, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9906, loss_cls: 2.8718, loss: 2.8718 +2025-06-11 21:59:34,459 - pyskl - INFO - Epoch [97][200/3940] lr: 7.166e-03, eta: 1 day, 2:21:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.8640, loss: 2.8640 +2025-06-11 22:00:18,813 - pyskl - INFO - Epoch [97][300/3940] lr: 7.160e-03, eta: 1 day, 2:20:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9838, loss_cls: 2.9079, loss: 2.9079 +2025-06-11 22:01:03,143 - pyskl - INFO - Epoch [97][400/3940] lr: 7.154e-03, eta: 1 day, 2:19:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9819, loss_cls: 2.8410, loss: 2.8410 +2025-06-11 22:01:47,474 - pyskl - INFO - Epoch [97][500/3940] lr: 7.148e-03, eta: 1 day, 2:18:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.7666, loss: 2.7666 +2025-06-11 22:02:31,851 - pyskl - INFO - Epoch [97][600/3940] lr: 7.142e-03, eta: 1 day, 2:18:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.7911, loss: 2.7911 +2025-06-11 22:03:16,537 - pyskl - INFO - Epoch [97][700/3940] lr: 7.136e-03, eta: 1 day, 2:17:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 2.8155, loss: 2.8155 +2025-06-11 22:04:01,347 - pyskl - INFO - Epoch [97][800/3940] lr: 7.130e-03, eta: 1 day, 2:16:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.8958, loss: 2.8958 +2025-06-11 22:04:45,895 - pyskl - INFO - Epoch [97][900/3940] lr: 7.124e-03, eta: 1 day, 2:15:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.9333, loss: 2.9333 +2025-06-11 22:05:30,401 - pyskl - INFO - Epoch [97][1000/3940] lr: 7.118e-03, eta: 1 day, 2:15:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.8496, loss: 2.8496 +2025-06-11 22:06:14,949 - pyskl - INFO - Epoch [97][1100/3940] lr: 7.112e-03, eta: 1 day, 2:14:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.8433, loss: 2.8433 +2025-06-11 22:06:59,422 - pyskl - INFO - Epoch [97][1200/3940] lr: 7.106e-03, eta: 1 day, 2:13:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.8624, loss: 2.8624 +2025-06-11 22:07:43,851 - pyskl - INFO - Epoch [97][1300/3940] lr: 7.100e-03, eta: 1 day, 2:12:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.9501, loss: 2.9501 +2025-06-11 22:08:28,329 - pyskl - INFO - Epoch [97][1400/3940] lr: 7.094e-03, eta: 1 day, 2:12:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 2.9478, loss: 2.9478 +2025-06-11 22:09:12,761 - pyskl - INFO - Epoch [97][1500/3940] lr: 7.088e-03, eta: 1 day, 2:11:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.7674, loss: 2.7674 +2025-06-11 22:09:57,152 - pyskl - INFO - Epoch [97][1600/3940] lr: 7.082e-03, eta: 1 day, 2:10:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9825, loss_cls: 2.8063, loss: 2.8063 +2025-06-11 22:10:41,550 - pyskl - INFO - Epoch [97][1700/3940] lr: 7.076e-03, eta: 1 day, 2:09:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.9003, loss: 2.9003 +2025-06-11 22:11:26,025 - pyskl - INFO - Epoch [97][1800/3940] lr: 7.070e-03, eta: 1 day, 2:09:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.8879, loss: 2.8879 +2025-06-11 22:12:10,819 - pyskl - INFO - Epoch [97][1900/3940] lr: 7.064e-03, eta: 1 day, 2:08:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 2.8560, loss: 2.8560 +2025-06-11 22:12:55,440 - pyskl - INFO - Epoch [97][2000/3940] lr: 7.058e-03, eta: 1 day, 2:07:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.9161, loss: 2.9161 +2025-06-11 22:13:39,936 - pyskl - INFO - Epoch [97][2100/3940] lr: 7.052e-03, eta: 1 day, 2:06:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.9037, loss: 2.9037 +2025-06-11 22:14:24,357 - pyskl - INFO - Epoch [97][2200/3940] lr: 7.046e-03, eta: 1 day, 2:06:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.8251, loss: 2.8251 +2025-06-11 22:15:08,833 - pyskl - INFO - Epoch [97][2300/3940] lr: 7.040e-03, eta: 1 day, 2:05:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.8094, loss: 2.8094 +2025-06-11 22:15:53,226 - pyskl - INFO - Epoch [97][2400/3940] lr: 7.034e-03, eta: 1 day, 2:04:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9931, loss_cls: 2.7368, loss: 2.7368 +2025-06-11 22:16:37,583 - pyskl - INFO - Epoch [97][2500/3940] lr: 7.028e-03, eta: 1 day, 2:03:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 2.9968, loss: 2.9968 +2025-06-11 22:17:21,966 - pyskl - INFO - Epoch [97][2600/3940] lr: 7.022e-03, eta: 1 day, 2:03:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 2.7659, loss: 2.7659 +2025-06-11 22:18:06,283 - pyskl - INFO - Epoch [97][2700/3940] lr: 7.016e-03, eta: 1 day, 2:02:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.8553, loss: 2.8553 +2025-06-11 22:18:50,630 - pyskl - INFO - Epoch [97][2800/3940] lr: 7.010e-03, eta: 1 day, 2:01:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 2.8634, loss: 2.8634 +2025-06-11 22:19:34,960 - pyskl - INFO - Epoch [97][2900/3940] lr: 7.004e-03, eta: 1 day, 2:00:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 2.9241, loss: 2.9241 +2025-06-11 22:20:19,282 - pyskl - INFO - Epoch [97][3000/3940] lr: 6.998e-03, eta: 1 day, 2:00:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9812, loss_cls: 2.9785, loss: 2.9785 +2025-06-11 22:21:03,584 - pyskl - INFO - Epoch [97][3100/3940] lr: 6.992e-03, eta: 1 day, 1:59:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.8039, loss: 2.8039 +2025-06-11 22:21:47,703 - pyskl - INFO - Epoch [97][3200/3940] lr: 6.986e-03, eta: 1 day, 1:58:43, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.7983, loss: 2.7983 +2025-06-11 22:22:31,995 - pyskl - INFO - Epoch [97][3300/3940] lr: 6.980e-03, eta: 1 day, 1:57:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 2.8583, loss: 2.8583 +2025-06-11 22:23:16,535 - pyskl - INFO - Epoch [97][3400/3940] lr: 6.974e-03, eta: 1 day, 1:57:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.8216, loss: 2.8216 +2025-06-11 22:24:01,066 - pyskl - INFO - Epoch [97][3500/3940] lr: 6.968e-03, eta: 1 day, 1:56:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.8849, loss: 2.8849 +2025-06-11 22:24:45,533 - pyskl - INFO - Epoch [97][3600/3940] lr: 6.962e-03, eta: 1 day, 1:55:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.8684, loss: 2.8684 +2025-06-11 22:25:30,030 - pyskl - INFO - Epoch [97][3700/3940] lr: 6.956e-03, eta: 1 day, 1:54:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.8531, loss: 2.8531 +2025-06-11 22:26:14,590 - pyskl - INFO - Epoch [97][3800/3940] lr: 6.950e-03, eta: 1 day, 1:54:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.8390, loss: 2.8390 +2025-06-11 22:26:59,058 - pyskl - INFO - Epoch [97][3900/3940] lr: 6.945e-03, eta: 1 day, 1:53:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.7960, loss: 2.7960 +2025-06-11 22:27:17,146 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-06-11 22:30:38,489 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 22:30:38,953 - pyskl - INFO - +top1_acc 0.7975 +top5_acc 0.9644 +2025-06-11 22:30:38,972 - pyskl - INFO - Epoch(val) [97][3183] top1_acc: 0.7975, top5_acc: 0.9644 +2025-06-11 22:31:48,485 - pyskl - INFO - Epoch [98][100/3940] lr: 6.936e-03, eta: 1 day, 1:52:31, time: 0.695, data_time: 0.250, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.9083, loss: 2.9083 +2025-06-11 22:32:32,951 - pyskl - INFO - Epoch [98][200/3940] lr: 6.930e-03, eta: 1 day, 1:51:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.7972, loss: 2.7972 +2025-06-11 22:33:17,405 - pyskl - INFO - Epoch [98][300/3940] lr: 6.924e-03, eta: 1 day, 1:51:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9912, loss_cls: 2.8719, loss: 2.8719 +2025-06-11 22:34:01,795 - pyskl - INFO - Epoch [98][400/3940] lr: 6.918e-03, eta: 1 day, 1:50:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.9274, loss: 2.9274 +2025-06-11 22:34:46,194 - pyskl - INFO - Epoch [98][500/3940] lr: 6.912e-03, eta: 1 day, 1:49:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.8083, loss: 2.8083 +2025-06-11 22:35:30,569 - pyskl - INFO - Epoch [98][600/3940] lr: 6.906e-03, eta: 1 day, 1:48:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.8415, loss: 2.8415 +2025-06-11 22:36:14,951 - pyskl - INFO - Epoch [98][700/3940] lr: 6.900e-03, eta: 1 day, 1:48:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9925, loss_cls: 2.7743, loss: 2.7743 +2025-06-11 22:36:59,333 - pyskl - INFO - Epoch [98][800/3940] lr: 6.895e-03, eta: 1 day, 1:47:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9831, loss_cls: 2.7528, loss: 2.7528 +2025-06-11 22:37:43,715 - pyskl - INFO - Epoch [98][900/3940] lr: 6.889e-03, eta: 1 day, 1:46:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.7923, loss: 2.7923 +2025-06-11 22:38:28,214 - pyskl - INFO - Epoch [98][1000/3940] lr: 6.883e-03, eta: 1 day, 1:45:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.6715, loss: 2.6715 +2025-06-11 22:39:12,533 - pyskl - INFO - Epoch [98][1100/3940] lr: 6.877e-03, eta: 1 day, 1:45:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.8167, loss: 2.8167 +2025-06-11 22:39:57,015 - pyskl - INFO - Epoch [98][1200/3940] lr: 6.871e-03, eta: 1 day, 1:44:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.7634, loss: 2.7634 +2025-06-11 22:40:41,337 - pyskl - INFO - Epoch [98][1300/3940] lr: 6.865e-03, eta: 1 day, 1:43:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.9273, loss: 2.9273 +2025-06-11 22:41:25,738 - pyskl - INFO - Epoch [98][1400/3940] lr: 6.859e-03, eta: 1 day, 1:42:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.8725, loss: 2.8725 +2025-06-11 22:42:10,229 - pyskl - INFO - Epoch [98][1500/3940] lr: 6.853e-03, eta: 1 day, 1:42:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.7980, loss: 2.7980 +2025-06-11 22:42:54,521 - pyskl - INFO - Epoch [98][1600/3940] lr: 6.847e-03, eta: 1 day, 1:41:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.7737, loss: 2.7737 +2025-06-11 22:43:38,984 - pyskl - INFO - Epoch [98][1700/3940] lr: 6.841e-03, eta: 1 day, 1:40:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9844, loss_cls: 2.8361, loss: 2.8361 +2025-06-11 22:44:23,527 - pyskl - INFO - Epoch [98][1800/3940] lr: 6.835e-03, eta: 1 day, 1:39:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9862, loss_cls: 2.7379, loss: 2.7379 +2025-06-11 22:45:08,089 - pyskl - INFO - Epoch [98][1900/3940] lr: 6.829e-03, eta: 1 day, 1:39:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.9278, loss: 2.9278 +2025-06-11 22:45:52,453 - pyskl - INFO - Epoch [98][2000/3940] lr: 6.823e-03, eta: 1 day, 1:38:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.8745, loss: 2.8745 +2025-06-11 22:46:36,590 - pyskl - INFO - Epoch [98][2100/3940] lr: 6.817e-03, eta: 1 day, 1:37:36, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.7461, loss: 2.7461 +2025-06-11 22:47:20,967 - pyskl - INFO - Epoch [98][2200/3940] lr: 6.812e-03, eta: 1 day, 1:36:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.9064, loss: 2.9064 +2025-06-11 22:48:05,453 - pyskl - INFO - Epoch [98][2300/3940] lr: 6.806e-03, eta: 1 day, 1:36:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 2.8236, loss: 2.8236 +2025-06-11 22:48:49,900 - pyskl - INFO - Epoch [98][2400/3940] lr: 6.800e-03, eta: 1 day, 1:35:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.7605, loss: 2.7605 +2025-06-11 22:49:34,499 - pyskl - INFO - Epoch [98][2500/3940] lr: 6.794e-03, eta: 1 day, 1:34:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 2.8383, loss: 2.8383 +2025-06-11 22:50:18,834 - pyskl - INFO - Epoch [98][2600/3940] lr: 6.788e-03, eta: 1 day, 1:33:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.8462, loss: 2.8462 +2025-06-11 22:51:03,194 - pyskl - INFO - Epoch [98][2700/3940] lr: 6.782e-03, eta: 1 day, 1:33:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.8643, loss: 2.8643 +2025-06-11 22:51:47,707 - pyskl - INFO - Epoch [98][2800/3940] lr: 6.776e-03, eta: 1 day, 1:32:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 2.9445, loss: 2.9445 +2025-06-11 22:52:32,052 - pyskl - INFO - Epoch [98][2900/3940] lr: 6.770e-03, eta: 1 day, 1:31:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9844, loss_cls: 2.8493, loss: 2.8493 +2025-06-11 22:53:16,469 - pyskl - INFO - Epoch [98][3000/3940] lr: 6.764e-03, eta: 1 day, 1:30:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9794, loss_cls: 2.9027, loss: 2.9027 +2025-06-11 22:54:00,814 - pyskl - INFO - Epoch [98][3100/3940] lr: 6.758e-03, eta: 1 day, 1:30:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 2.8282, loss: 2.8282 +2025-06-11 22:54:45,178 - pyskl - INFO - Epoch [98][3200/3940] lr: 6.752e-03, eta: 1 day, 1:29:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9800, loss_cls: 2.7820, loss: 2.7820 +2025-06-11 22:55:29,591 - pyskl - INFO - Epoch [98][3300/3940] lr: 6.747e-03, eta: 1 day, 1:28:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.8453, loss: 2.8453 +2025-06-11 22:56:13,995 - pyskl - INFO - Epoch [98][3400/3940] lr: 6.741e-03, eta: 1 day, 1:27:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.8670, loss: 2.8670 +2025-06-11 22:56:58,331 - pyskl - INFO - Epoch [98][3500/3940] lr: 6.735e-03, eta: 1 day, 1:27:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9812, loss_cls: 2.8691, loss: 2.8691 +2025-06-11 22:57:42,612 - pyskl - INFO - Epoch [98][3600/3940] lr: 6.729e-03, eta: 1 day, 1:26:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 2.8673, loss: 2.8673 +2025-06-11 22:58:26,949 - pyskl - INFO - Epoch [98][3700/3940] lr: 6.723e-03, eta: 1 day, 1:25:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.8833, loss: 2.8833 +2025-06-11 22:59:11,301 - pyskl - INFO - Epoch [98][3800/3940] lr: 6.717e-03, eta: 1 day, 1:24:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.8457, loss: 2.8457 +2025-06-11 22:59:55,782 - pyskl - INFO - Epoch [98][3900/3940] lr: 6.711e-03, eta: 1 day, 1:24:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.7962, loss: 2.7962 +2025-06-11 23:00:13,942 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-06-11 23:03:34,938 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 23:03:35,394 - pyskl - INFO - +top1_acc 0.7944 +top5_acc 0.9574 +2025-06-11 23:03:35,411 - pyskl - INFO - Epoch(val) [98][3183] top1_acc: 0.7944, top5_acc: 0.9574 +2025-06-11 23:04:44,830 - pyskl - INFO - Epoch [99][100/3940] lr: 6.703e-03, eta: 1 day, 1:23:12, time: 0.694, data_time: 0.251, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.7264, loss: 2.7264 +2025-06-11 23:05:29,189 - pyskl - INFO - Epoch [99][200/3940] lr: 6.697e-03, eta: 1 day, 1:22:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.7111, loss: 2.7111 +2025-06-11 23:06:13,582 - pyskl - INFO - Epoch [99][300/3940] lr: 6.691e-03, eta: 1 day, 1:21:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.6860, loss: 2.6860 +2025-06-11 23:06:57,958 - pyskl - INFO - Epoch [99][400/3940] lr: 6.685e-03, eta: 1 day, 1:20:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 2.7857, loss: 2.7857 +2025-06-11 23:07:42,370 - pyskl - INFO - Epoch [99][500/3940] lr: 6.679e-03, eta: 1 day, 1:20:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 2.7719, loss: 2.7719 +2025-06-11 23:08:26,794 - pyskl - INFO - Epoch [99][600/3940] lr: 6.674e-03, eta: 1 day, 1:19:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.8528, loss: 2.8528 +2025-06-11 23:09:11,266 - pyskl - INFO - Epoch [99][700/3940] lr: 6.668e-03, eta: 1 day, 1:18:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.7642, loss: 2.7642 +2025-06-11 23:09:55,711 - pyskl - INFO - Epoch [99][800/3940] lr: 6.662e-03, eta: 1 day, 1:17:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 2.7491, loss: 2.7491 +2025-06-11 23:10:40,106 - pyskl - INFO - Epoch [99][900/3940] lr: 6.656e-03, eta: 1 day, 1:17:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.8373, loss: 2.8373 +2025-06-11 23:11:24,463 - pyskl - INFO - Epoch [99][1000/3940] lr: 6.650e-03, eta: 1 day, 1:16:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9856, loss_cls: 2.7610, loss: 2.7610 +2025-06-11 23:12:08,885 - pyskl - INFO - Epoch [99][1100/3940] lr: 6.644e-03, eta: 1 day, 1:15:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9838, loss_cls: 2.8594, loss: 2.8594 +2025-06-11 23:12:53,581 - pyskl - INFO - Epoch [99][1200/3940] lr: 6.638e-03, eta: 1 day, 1:15:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.7912, loss: 2.7912 +2025-06-11 23:13:38,113 - pyskl - INFO - Epoch [99][1300/3940] lr: 6.632e-03, eta: 1 day, 1:14:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.7715, loss: 2.7715 +2025-06-11 23:14:22,591 - pyskl - INFO - Epoch [99][1400/3940] lr: 6.627e-03, eta: 1 day, 1:13:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.7453, loss: 2.7453 +2025-06-11 23:15:07,023 - pyskl - INFO - Epoch [99][1500/3940] lr: 6.621e-03, eta: 1 day, 1:12:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.6899, loss: 2.6899 +2025-06-11 23:15:51,525 - pyskl - INFO - Epoch [99][1600/3940] lr: 6.615e-03, eta: 1 day, 1:12:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 2.7373, loss: 2.7373 +2025-06-11 23:16:35,901 - pyskl - INFO - Epoch [99][1700/3940] lr: 6.609e-03, eta: 1 day, 1:11:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9806, loss_cls: 2.8562, loss: 2.8562 +2025-06-11 23:17:20,305 - pyskl - INFO - Epoch [99][1800/3940] lr: 6.603e-03, eta: 1 day, 1:10:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 3.0008, loss: 3.0008 +2025-06-11 23:18:04,828 - pyskl - INFO - Epoch [99][1900/3940] lr: 6.597e-03, eta: 1 day, 1:09:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9850, loss_cls: 2.8010, loss: 2.8010 +2025-06-11 23:18:49,348 - pyskl - INFO - Epoch [99][2000/3940] lr: 6.591e-03, eta: 1 day, 1:09:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.7790, loss: 2.7790 +2025-06-11 23:19:33,816 - pyskl - INFO - Epoch [99][2100/3940] lr: 6.586e-03, eta: 1 day, 1:08:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 2.8532, loss: 2.8532 +2025-06-11 23:20:18,149 - pyskl - INFO - Epoch [99][2200/3940] lr: 6.580e-03, eta: 1 day, 1:07:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.7616, loss: 2.7616 +2025-06-11 23:21:02,574 - pyskl - INFO - Epoch [99][2300/3940] lr: 6.574e-03, eta: 1 day, 1:06:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9856, loss_cls: 2.7141, loss: 2.7141 +2025-06-11 23:21:46,977 - pyskl - INFO - Epoch [99][2400/3940] lr: 6.568e-03, eta: 1 day, 1:06:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.9561, loss: 2.9561 +2025-06-11 23:22:31,306 - pyskl - INFO - Epoch [99][2500/3940] lr: 6.562e-03, eta: 1 day, 1:05:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.8661, loss: 2.8661 +2025-06-11 23:23:15,626 - pyskl - INFO - Epoch [99][2600/3940] lr: 6.556e-03, eta: 1 day, 1:04:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 2.8176, loss: 2.8176 +2025-06-11 23:23:59,995 - pyskl - INFO - Epoch [99][2700/3940] lr: 6.550e-03, eta: 1 day, 1:03:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.7420, loss: 2.7420 +2025-06-11 23:24:44,317 - pyskl - INFO - Epoch [99][2800/3940] lr: 6.545e-03, eta: 1 day, 1:03:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.8328, loss: 2.8328 +2025-06-11 23:25:28,631 - pyskl - INFO - Epoch [99][2900/3940] lr: 6.539e-03, eta: 1 day, 1:02:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.8063, loss: 2.8063 +2025-06-11 23:26:12,997 - pyskl - INFO - Epoch [99][3000/3940] lr: 6.533e-03, eta: 1 day, 1:01:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9825, loss_cls: 2.9104, loss: 2.9104 +2025-06-11 23:26:57,247 - pyskl - INFO - Epoch [99][3100/3940] lr: 6.527e-03, eta: 1 day, 1:00:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 2.7917, loss: 2.7917 +2025-06-11 23:27:41,619 - pyskl - INFO - Epoch [99][3200/3940] lr: 6.521e-03, eta: 1 day, 1:00:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9894, loss_cls: 2.9249, loss: 2.9249 +2025-06-11 23:28:25,877 - pyskl - INFO - Epoch [99][3300/3940] lr: 6.515e-03, eta: 1 day, 0:59:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.7847, loss: 2.7847 +2025-06-11 23:29:10,198 - pyskl - INFO - Epoch [99][3400/3940] lr: 6.510e-03, eta: 1 day, 0:58:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 2.8107, loss: 2.8107 +2025-06-11 23:29:54,591 - pyskl - INFO - Epoch [99][3500/3940] lr: 6.504e-03, eta: 1 day, 0:57:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 2.8105, loss: 2.8105 +2025-06-11 23:30:38,961 - pyskl - INFO - Epoch [99][3600/3940] lr: 6.498e-03, eta: 1 day, 0:57:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.8083, loss: 2.8083 +2025-06-11 23:31:23,278 - pyskl - INFO - Epoch [99][3700/3940] lr: 6.492e-03, eta: 1 day, 0:56:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.8363, loss: 2.8363 +2025-06-11 23:32:07,645 - pyskl - INFO - Epoch [99][3800/3940] lr: 6.486e-03, eta: 1 day, 0:55:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.7679, loss: 2.7679 +2025-06-11 23:32:51,980 - pyskl - INFO - Epoch [99][3900/3940] lr: 6.480e-03, eta: 1 day, 0:54:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.6285, loss: 2.6285 +2025-06-11 23:33:10,085 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-06-11 23:36:31,020 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 23:36:31,491 - pyskl - INFO - +top1_acc 0.7753 +top5_acc 0.9528 +2025-06-11 23:36:31,508 - pyskl - INFO - Epoch(val) [99][3183] top1_acc: 0.7753, top5_acc: 0.9528 +2025-06-11 23:37:41,048 - pyskl - INFO - Epoch [100][100/3940] lr: 6.472e-03, eta: 1 day, 0:53:52, time: 0.695, data_time: 0.252, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.8904, loss: 2.8904 +2025-06-11 23:38:25,333 - pyskl - INFO - Epoch [100][200/3940] lr: 6.466e-03, eta: 1 day, 0:53:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.6503, loss: 2.6503 +2025-06-11 23:39:09,660 - pyskl - INFO - Epoch [100][300/3940] lr: 6.461e-03, eta: 1 day, 0:52:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.6716, loss: 2.6716 +2025-06-11 23:39:53,948 - pyskl - INFO - Epoch [100][400/3940] lr: 6.455e-03, eta: 1 day, 0:51:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9862, loss_cls: 2.6818, loss: 2.6818 +2025-06-11 23:40:38,254 - pyskl - INFO - Epoch [100][500/3940] lr: 6.449e-03, eta: 1 day, 0:50:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 2.7590, loss: 2.7590 +2025-06-11 23:41:22,567 - pyskl - INFO - Epoch [100][600/3940] lr: 6.443e-03, eta: 1 day, 0:50:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.8668, loss: 2.8668 +2025-06-11 23:42:06,898 - pyskl - INFO - Epoch [100][700/3940] lr: 6.437e-03, eta: 1 day, 0:49:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.8175, loss: 2.8175 +2025-06-11 23:42:51,194 - pyskl - INFO - Epoch [100][800/3940] lr: 6.432e-03, eta: 1 day, 0:48:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.7515, loss: 2.7515 +2025-06-11 23:43:35,509 - pyskl - INFO - Epoch [100][900/3940] lr: 6.426e-03, eta: 1 day, 0:47:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.6407, loss: 2.6407 +2025-06-11 23:44:19,782 - pyskl - INFO - Epoch [100][1000/3940] lr: 6.420e-03, eta: 1 day, 0:47:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.6806, loss: 2.6806 +2025-06-11 23:45:04,072 - pyskl - INFO - Epoch [100][1100/3940] lr: 6.414e-03, eta: 1 day, 0:46:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.8050, loss: 2.8050 +2025-06-11 23:45:48,476 - pyskl - INFO - Epoch [100][1200/3940] lr: 6.408e-03, eta: 1 day, 0:45:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.7172, loss: 2.7172 +2025-06-11 23:46:32,856 - pyskl - INFO - Epoch [100][1300/3940] lr: 6.403e-03, eta: 1 day, 0:44:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.7668, loss: 2.7668 +2025-06-11 23:47:17,134 - pyskl - INFO - Epoch [100][1400/3940] lr: 6.397e-03, eta: 1 day, 0:44:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.7486, loss: 2.7486 +2025-06-11 23:48:01,392 - pyskl - INFO - Epoch [100][1500/3940] lr: 6.391e-03, eta: 1 day, 0:43:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.8167, loss: 2.8167 +2025-06-11 23:48:45,785 - pyskl - INFO - Epoch [100][1600/3940] lr: 6.385e-03, eta: 1 day, 0:42:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 2.8523, loss: 2.8523 +2025-06-11 23:49:30,211 - pyskl - INFO - Epoch [100][1700/3940] lr: 6.379e-03, eta: 1 day, 0:41:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 2.5951, loss: 2.5951 +2025-06-11 23:50:14,597 - pyskl - INFO - Epoch [100][1800/3940] lr: 6.374e-03, eta: 1 day, 0:41:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9812, loss_cls: 2.7312, loss: 2.7312 +2025-06-11 23:50:59,133 - pyskl - INFO - Epoch [100][1900/3940] lr: 6.368e-03, eta: 1 day, 0:40:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9794, loss_cls: 2.9443, loss: 2.9443 +2025-06-11 23:51:43,569 - pyskl - INFO - Epoch [100][2000/3940] lr: 6.362e-03, eta: 1 day, 0:39:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.7528, loss: 2.7528 +2025-06-11 23:52:27,974 - pyskl - INFO - Epoch [100][2100/3940] lr: 6.356e-03, eta: 1 day, 0:38:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.8187, loss: 2.8187 +2025-06-11 23:53:12,409 - pyskl - INFO - Epoch [100][2200/3940] lr: 6.350e-03, eta: 1 day, 0:38:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.6786, loss: 2.6786 +2025-06-11 23:53:56,723 - pyskl - INFO - Epoch [100][2300/3940] lr: 6.345e-03, eta: 1 day, 0:37:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9844, loss_cls: 2.8103, loss: 2.8103 +2025-06-11 23:54:41,038 - pyskl - INFO - Epoch [100][2400/3940] lr: 6.339e-03, eta: 1 day, 0:36:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.8779, loss: 2.8779 +2025-06-11 23:55:25,332 - pyskl - INFO - Epoch [100][2500/3940] lr: 6.333e-03, eta: 1 day, 0:35:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.7453, loss: 2.7453 +2025-06-11 23:56:09,567 - pyskl - INFO - Epoch [100][2600/3940] lr: 6.327e-03, eta: 1 day, 0:35:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.8141, loss: 2.8141 +2025-06-11 23:56:53,817 - pyskl - INFO - Epoch [100][2700/3940] lr: 6.322e-03, eta: 1 day, 0:34:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.7113, loss: 2.7113 +2025-06-11 23:57:38,117 - pyskl - INFO - Epoch [100][2800/3940] lr: 6.316e-03, eta: 1 day, 0:33:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.7566, loss: 2.7566 +2025-06-11 23:58:22,904 - pyskl - INFO - Epoch [100][2900/3940] lr: 6.310e-03, eta: 1 day, 0:32:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.8288, loss: 2.8288 +2025-06-11 23:59:07,802 - pyskl - INFO - Epoch [100][3000/3940] lr: 6.304e-03, eta: 1 day, 0:32:14, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9862, loss_cls: 2.9335, loss: 2.9335 +2025-06-11 23:59:52,637 - pyskl - INFO - Epoch [100][3100/3940] lr: 6.298e-03, eta: 1 day, 0:31:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.7560, loss: 2.7560 +2025-06-12 00:00:36,898 - pyskl - INFO - Epoch [100][3200/3940] lr: 6.293e-03, eta: 1 day, 0:30:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.8556, loss: 2.8556 +2025-06-12 00:01:21,212 - pyskl - INFO - Epoch [100][3300/3940] lr: 6.287e-03, eta: 1 day, 0:30:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.7483, loss: 2.7483 +2025-06-12 00:02:05,687 - pyskl - INFO - Epoch [100][3400/3940] lr: 6.281e-03, eta: 1 day, 0:29:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.8304, loss: 2.8304 +2025-06-12 00:02:50,242 - pyskl - INFO - Epoch [100][3500/3940] lr: 6.275e-03, eta: 1 day, 0:28:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 2.7810, loss: 2.7810 +2025-06-12 00:03:34,566 - pyskl - INFO - Epoch [100][3600/3940] lr: 6.270e-03, eta: 1 day, 0:27:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.7105, loss: 2.7105 +2025-06-12 00:04:18,898 - pyskl - INFO - Epoch [100][3700/3940] lr: 6.264e-03, eta: 1 day, 0:27:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9912, loss_cls: 2.7803, loss: 2.7803 +2025-06-12 00:05:03,269 - pyskl - INFO - Epoch [100][3800/3940] lr: 6.258e-03, eta: 1 day, 0:26:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 2.7709, loss: 2.7709 +2025-06-12 00:05:47,962 - pyskl - INFO - Epoch [100][3900/3940] lr: 6.252e-03, eta: 1 day, 0:25:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.7952, loss: 2.7952 +2025-06-12 00:06:06,172 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-06-12 00:24:05,443 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 00:24:05,938 - pyskl - INFO - +top1_acc 0.7948 +top5_acc 0.9562 +2025-06-12 00:24:05,956 - pyskl - INFO - Epoch(val) [100][3183] top1_acc: 0.7948, top5_acc: 0.9562 +2025-06-12 00:25:15,215 - pyskl - INFO - Epoch [101][100/3940] lr: 6.244e-03, eta: 1 day, 0:24:33, time: 0.693, data_time: 0.249, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9825, loss_cls: 2.8680, loss: 2.8680 +2025-06-12 00:25:59,570 - pyskl - INFO - Epoch [101][200/3940] lr: 6.239e-03, eta: 1 day, 0:23:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.8479, loss: 2.8479 +2025-06-12 00:26:44,013 - pyskl - INFO - Epoch [101][300/3940] lr: 6.233e-03, eta: 1 day, 0:23:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 2.7827, loss: 2.7827 +2025-06-12 00:27:28,408 - pyskl - INFO - Epoch [101][400/3940] lr: 6.227e-03, eta: 1 day, 0:22:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9944, loss_cls: 2.6994, loss: 2.6994 +2025-06-12 00:28:12,682 - pyskl - INFO - Epoch [101][500/3940] lr: 6.221e-03, eta: 1 day, 0:21:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.6475, loss: 2.6475 +2025-06-12 00:28:56,963 - pyskl - INFO - Epoch [101][600/3940] lr: 6.216e-03, eta: 1 day, 0:20:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 2.7437, loss: 2.7437 +2025-06-12 00:29:41,323 - pyskl - INFO - Epoch [101][700/3940] lr: 6.210e-03, eta: 1 day, 0:20:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 2.7295, loss: 2.7295 +2025-06-12 00:30:25,668 - pyskl - INFO - Epoch [101][800/3940] lr: 6.204e-03, eta: 1 day, 0:19:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.8233, loss: 2.8233 +2025-06-12 00:31:09,916 - pyskl - INFO - Epoch [101][900/3940] lr: 6.198e-03, eta: 1 day, 0:18:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.7102, loss: 2.7102 +2025-06-12 00:31:54,218 - pyskl - INFO - Epoch [101][1000/3940] lr: 6.193e-03, eta: 1 day, 0:17:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.6410, loss: 2.6410 +2025-06-12 00:32:38,584 - pyskl - INFO - Epoch [101][1100/3940] lr: 6.187e-03, eta: 1 day, 0:17:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 2.6443, loss: 2.6443 +2025-06-12 00:33:22,960 - pyskl - INFO - Epoch [101][1200/3940] lr: 6.181e-03, eta: 1 day, 0:16:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9881, loss_cls: 2.6618, loss: 2.6618 +2025-06-12 00:34:07,263 - pyskl - INFO - Epoch [101][1300/3940] lr: 6.175e-03, eta: 1 day, 0:15:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9900, loss_cls: 2.8505, loss: 2.8505 +2025-06-12 00:34:51,700 - pyskl - INFO - Epoch [101][1400/3940] lr: 6.170e-03, eta: 1 day, 0:14:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9838, loss_cls: 2.7459, loss: 2.7459 +2025-06-12 00:35:36,016 - pyskl - INFO - Epoch [101][1500/3940] lr: 6.164e-03, eta: 1 day, 0:14:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.7027, loss: 2.7027 +2025-06-12 00:36:20,294 - pyskl - INFO - Epoch [101][1600/3940] lr: 6.158e-03, eta: 1 day, 0:13:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9881, loss_cls: 2.6184, loss: 2.6184 +2025-06-12 00:37:04,600 - pyskl - INFO - Epoch [101][1700/3940] lr: 6.152e-03, eta: 1 day, 0:12:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9800, loss_cls: 2.8102, loss: 2.8102 +2025-06-12 00:37:48,878 - pyskl - INFO - Epoch [101][1800/3940] lr: 6.147e-03, eta: 1 day, 0:11:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.7261, loss: 2.7261 +2025-06-12 00:38:33,263 - pyskl - INFO - Epoch [101][1900/3940] lr: 6.141e-03, eta: 1 day, 0:11:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.7224, loss: 2.7224 +2025-06-12 00:39:17,810 - pyskl - INFO - Epoch [101][2000/3940] lr: 6.135e-03, eta: 1 day, 0:10:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.8469, loss: 2.8469 +2025-06-12 00:40:02,304 - pyskl - INFO - Epoch [101][2100/3940] lr: 6.130e-03, eta: 1 day, 0:09:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.7407, loss: 2.7407 +2025-06-12 00:40:46,731 - pyskl - INFO - Epoch [101][2200/3940] lr: 6.124e-03, eta: 1 day, 0:08:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 2.8407, loss: 2.8407 +2025-06-12 00:41:31,160 - pyskl - INFO - Epoch [101][2300/3940] lr: 6.118e-03, eta: 1 day, 0:08:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.7355, loss: 2.7355 +2025-06-12 00:42:15,694 - pyskl - INFO - Epoch [101][2400/3940] lr: 6.112e-03, eta: 1 day, 0:07:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.6932, loss: 2.6932 +2025-06-12 00:43:00,138 - pyskl - INFO - Epoch [101][2500/3940] lr: 6.107e-03, eta: 1 day, 0:06:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.8577, loss: 2.8577 +2025-06-12 00:43:44,498 - pyskl - INFO - Epoch [101][2600/3940] lr: 6.101e-03, eta: 1 day, 0:05:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.8116, loss: 2.8116 +2025-06-12 00:44:28,922 - pyskl - INFO - Epoch [101][2700/3940] lr: 6.095e-03, eta: 1 day, 0:05:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.8168, loss: 2.8168 +2025-06-12 00:45:13,377 - pyskl - INFO - Epoch [101][2800/3940] lr: 6.090e-03, eta: 1 day, 0:04:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.6810, loss: 2.6810 +2025-06-12 00:45:57,782 - pyskl - INFO - Epoch [101][2900/3940] lr: 6.084e-03, eta: 1 day, 0:03:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9856, loss_cls: 2.7520, loss: 2.7520 +2025-06-12 00:46:42,183 - pyskl - INFO - Epoch [101][3000/3940] lr: 6.078e-03, eta: 1 day, 0:02:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 2.6408, loss: 2.6408 +2025-06-12 00:47:26,630 - pyskl - INFO - Epoch [101][3100/3940] lr: 6.073e-03, eta: 1 day, 0:02:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.7917, loss: 2.7917 +2025-06-12 00:48:11,105 - pyskl - INFO - Epoch [101][3200/3940] lr: 6.067e-03, eta: 1 day, 0:01:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.7609, loss: 2.7609 +2025-06-12 00:48:55,493 - pyskl - INFO - Epoch [101][3300/3940] lr: 6.061e-03, eta: 1 day, 0:00:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.7430, loss: 2.7430 +2025-06-12 00:49:40,063 - pyskl - INFO - Epoch [101][3400/3940] lr: 6.055e-03, eta: 23:59:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.5599, loss: 2.5599 +2025-06-12 00:50:24,577 - pyskl - INFO - Epoch [101][3500/3940] lr: 6.050e-03, eta: 23:59:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.6824, loss: 2.6824 +2025-06-12 00:51:09,064 - pyskl - INFO - Epoch [101][3600/3940] lr: 6.044e-03, eta: 23:58:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.8032, loss: 2.8032 +2025-06-12 00:51:53,588 - pyskl - INFO - Epoch [101][3700/3940] lr: 6.038e-03, eta: 23:57:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 2.7198, loss: 2.7198 +2025-06-12 00:52:38,176 - pyskl - INFO - Epoch [101][3800/3940] lr: 6.033e-03, eta: 23:56:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.7630, loss: 2.7630 +2025-06-12 00:53:22,528 - pyskl - INFO - Epoch [101][3900/3940] lr: 6.027e-03, eta: 23:56:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.8547, loss: 2.8547 +2025-06-12 00:53:40,588 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-06-12 00:57:01,689 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 00:57:02,153 - pyskl - INFO - +top1_acc 0.8067 +top5_acc 0.9637 +2025-06-12 00:57:02,170 - pyskl - INFO - Epoch(val) [101][3183] top1_acc: 0.8067, top5_acc: 0.9637 +2025-06-12 00:58:11,790 - pyskl - INFO - Epoch [102][100/3940] lr: 6.019e-03, eta: 23:55:14, time: 0.696, data_time: 0.252, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 2.7322, loss: 2.7322 +2025-06-12 00:58:56,173 - pyskl - INFO - Epoch [102][200/3940] lr: 6.013e-03, eta: 23:54:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 2.7278, loss: 2.7278 +2025-06-12 00:59:40,575 - pyskl - INFO - Epoch [102][300/3940] lr: 6.008e-03, eta: 23:53:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.7542, loss: 2.7542 +2025-06-12 01:00:25,054 - pyskl - INFO - Epoch [102][400/3940] lr: 6.002e-03, eta: 23:53:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.7126, loss: 2.7126 +2025-06-12 01:01:09,632 - pyskl - INFO - Epoch [102][500/3940] lr: 5.996e-03, eta: 23:52:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.6811, loss: 2.6811 +2025-06-12 01:01:54,062 - pyskl - INFO - Epoch [102][600/3940] lr: 5.991e-03, eta: 23:51:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 2.7210, loss: 2.7210 +2025-06-12 01:02:38,424 - pyskl - INFO - Epoch [102][700/3940] lr: 5.985e-03, eta: 23:50:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.6917, loss: 2.6917 +2025-06-12 01:03:22,806 - pyskl - INFO - Epoch [102][800/3940] lr: 5.979e-03, eta: 23:50:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 2.6453, loss: 2.6453 +2025-06-12 01:04:07,249 - pyskl - INFO - Epoch [102][900/3940] lr: 5.974e-03, eta: 23:49:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.7292, loss: 2.7292 +2025-06-12 01:04:51,668 - pyskl - INFO - Epoch [102][1000/3940] lr: 5.968e-03, eta: 23:48:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.7809, loss: 2.7809 +2025-06-12 01:05:36,100 - pyskl - INFO - Epoch [102][1100/3940] lr: 5.962e-03, eta: 23:47:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 2.7437, loss: 2.7437 +2025-06-12 01:06:20,475 - pyskl - INFO - Epoch [102][1200/3940] lr: 5.957e-03, eta: 23:47:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.6671, loss: 2.6671 +2025-06-12 01:07:04,910 - pyskl - INFO - Epoch [102][1300/3940] lr: 5.951e-03, eta: 23:46:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 2.6449, loss: 2.6449 +2025-06-12 01:07:49,335 - pyskl - INFO - Epoch [102][1400/3940] lr: 5.945e-03, eta: 23:45:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.6879, loss: 2.6879 +2025-06-12 01:08:33,702 - pyskl - INFO - Epoch [102][1500/3940] lr: 5.940e-03, eta: 23:44:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.8590, loss: 2.8590 +2025-06-12 01:09:18,082 - pyskl - INFO - Epoch [102][1600/3940] lr: 5.934e-03, eta: 23:44:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.7707, loss: 2.7707 +2025-06-12 01:10:02,503 - pyskl - INFO - Epoch [102][1700/3940] lr: 5.928e-03, eta: 23:43:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.7270, loss: 2.7270 +2025-06-12 01:10:46,886 - pyskl - INFO - Epoch [102][1800/3940] lr: 5.923e-03, eta: 23:42:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.6668, loss: 2.6668 +2025-06-12 01:11:31,310 - pyskl - INFO - Epoch [102][1900/3940] lr: 5.917e-03, eta: 23:41:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 2.7201, loss: 2.7201 +2025-06-12 01:12:15,793 - pyskl - INFO - Epoch [102][2000/3940] lr: 5.911e-03, eta: 23:41:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 2.6982, loss: 2.6982 +2025-06-12 01:13:00,241 - pyskl - INFO - Epoch [102][2100/3940] lr: 5.906e-03, eta: 23:40:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.6460, loss: 2.6460 +2025-06-12 01:13:44,656 - pyskl - INFO - Epoch [102][2200/3940] lr: 5.900e-03, eta: 23:39:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.8022, loss: 2.8022 +2025-06-12 01:14:28,949 - pyskl - INFO - Epoch [102][2300/3940] lr: 5.894e-03, eta: 23:38:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9850, loss_cls: 2.7419, loss: 2.7419 +2025-06-12 01:15:13,581 - pyskl - INFO - Epoch [102][2400/3940] lr: 5.889e-03, eta: 23:38:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.6500, loss: 2.6500 +2025-06-12 01:15:57,971 - pyskl - INFO - Epoch [102][2500/3940] lr: 5.883e-03, eta: 23:37:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.7194, loss: 2.7194 +2025-06-12 01:16:42,446 - pyskl - INFO - Epoch [102][2600/3940] lr: 5.878e-03, eta: 23:36:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.7458, loss: 2.7458 +2025-06-12 01:17:26,829 - pyskl - INFO - Epoch [102][2700/3940] lr: 5.872e-03, eta: 23:35:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9919, loss_cls: 2.7641, loss: 2.7641 +2025-06-12 01:18:11,275 - pyskl - INFO - Epoch [102][2800/3940] lr: 5.866e-03, eta: 23:35:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.7074, loss: 2.7074 +2025-06-12 01:18:55,745 - pyskl - INFO - Epoch [102][2900/3940] lr: 5.861e-03, eta: 23:34:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.7822, loss: 2.7822 +2025-06-12 01:19:40,138 - pyskl - INFO - Epoch [102][3000/3940] lr: 5.855e-03, eta: 23:33:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.6121, loss: 2.6121 +2025-06-12 01:20:24,623 - pyskl - INFO - Epoch [102][3100/3940] lr: 5.849e-03, eta: 23:32:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.8148, loss: 2.8148 +2025-06-12 01:21:09,038 - pyskl - INFO - Epoch [102][3200/3940] lr: 5.844e-03, eta: 23:32:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.7804, loss: 2.7804 +2025-06-12 01:21:53,559 - pyskl - INFO - Epoch [102][3300/3940] lr: 5.838e-03, eta: 23:31:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.7428, loss: 2.7428 +2025-06-12 01:22:38,073 - pyskl - INFO - Epoch [102][3400/3940] lr: 5.833e-03, eta: 23:30:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.6292, loss: 2.6292 +2025-06-12 01:23:22,532 - pyskl - INFO - Epoch [102][3500/3940] lr: 5.827e-03, eta: 23:29:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.7462, loss: 2.7462 +2025-06-12 01:24:07,006 - pyskl - INFO - Epoch [102][3600/3940] lr: 5.821e-03, eta: 23:29:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.8832, loss: 2.8832 +2025-06-12 01:24:51,403 - pyskl - INFO - Epoch [102][3700/3940] lr: 5.816e-03, eta: 23:28:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9831, loss_cls: 2.7477, loss: 2.7477 +2025-06-12 01:25:35,907 - pyskl - INFO - Epoch [102][3800/3940] lr: 5.810e-03, eta: 23:27:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.6104, loss: 2.6104 +2025-06-12 01:26:20,500 - pyskl - INFO - Epoch [102][3900/3940] lr: 5.804e-03, eta: 23:26:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9831, loss_cls: 2.7281, loss: 2.7281 +2025-06-12 01:26:38,746 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-06-12 01:29:59,710 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 01:30:00,169 - pyskl - INFO - +top1_acc 0.8051 +top5_acc 0.9603 +2025-06-12 01:30:00,188 - pyskl - INFO - Epoch(val) [102][3183] top1_acc: 0.8051, top5_acc: 0.9603 +2025-06-12 01:31:09,524 - pyskl - INFO - Epoch [103][100/3940] lr: 5.797e-03, eta: 23:25:55, time: 0.693, data_time: 0.249, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 2.6929, loss: 2.6929 +2025-06-12 01:31:53,994 - pyskl - INFO - Epoch [103][200/3940] lr: 5.791e-03, eta: 23:25:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.6492, loss: 2.6492 +2025-06-12 01:32:38,456 - pyskl - INFO - Epoch [103][300/3940] lr: 5.785e-03, eta: 23:24:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9875, loss_cls: 2.6751, loss: 2.6751 +2025-06-12 01:33:22,812 - pyskl - INFO - Epoch [103][400/3940] lr: 5.780e-03, eta: 23:23:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9875, loss_cls: 2.6793, loss: 2.6793 +2025-06-12 01:34:07,194 - pyskl - INFO - Epoch [103][500/3940] lr: 5.774e-03, eta: 23:22:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.5594, loss: 2.5594 +2025-06-12 01:34:51,590 - pyskl - INFO - Epoch [103][600/3940] lr: 5.769e-03, eta: 23:22:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.5567, loss: 2.5567 +2025-06-12 01:35:35,958 - pyskl - INFO - Epoch [103][700/3940] lr: 5.763e-03, eta: 23:21:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 2.7065, loss: 2.7065 +2025-06-12 01:36:20,351 - pyskl - INFO - Epoch [103][800/3940] lr: 5.757e-03, eta: 23:20:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9875, loss_cls: 2.6692, loss: 2.6692 +2025-06-12 01:37:04,733 - pyskl - INFO - Epoch [103][900/3940] lr: 5.752e-03, eta: 23:19:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.6121, loss: 2.6121 +2025-06-12 01:37:49,102 - pyskl - INFO - Epoch [103][1000/3940] lr: 5.746e-03, eta: 23:19:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.7014, loss: 2.7014 +2025-06-12 01:38:33,485 - pyskl - INFO - Epoch [103][1100/3940] lr: 5.741e-03, eta: 23:18:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.6475, loss: 2.6475 +2025-06-12 01:39:17,971 - pyskl - INFO - Epoch [103][1200/3940] lr: 5.735e-03, eta: 23:17:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 2.6868, loss: 2.6868 +2025-06-12 01:40:02,402 - pyskl - INFO - Epoch [103][1300/3940] lr: 5.729e-03, eta: 23:16:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.7482, loss: 2.7482 +2025-06-12 01:40:46,892 - pyskl - INFO - Epoch [103][1400/3940] lr: 5.724e-03, eta: 23:16:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9844, loss_cls: 2.7562, loss: 2.7562 +2025-06-12 01:41:31,363 - pyskl - INFO - Epoch [103][1500/3940] lr: 5.718e-03, eta: 23:15:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.6188, loss: 2.6188 +2025-06-12 01:42:15,865 - pyskl - INFO - Epoch [103][1600/3940] lr: 5.713e-03, eta: 23:14:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.6272, loss: 2.6272 +2025-06-12 01:43:00,391 - pyskl - INFO - Epoch [103][1700/3940] lr: 5.707e-03, eta: 23:14:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.6590, loss: 2.6590 +2025-06-12 01:43:44,680 - pyskl - INFO - Epoch [103][1800/3940] lr: 5.702e-03, eta: 23:13:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.5054, loss: 2.5054 +2025-06-12 01:44:29,386 - pyskl - INFO - Epoch [103][1900/3940] lr: 5.696e-03, eta: 23:12:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.7223, loss: 2.7223 +2025-06-12 01:45:14,040 - pyskl - INFO - Epoch [103][2000/3940] lr: 5.690e-03, eta: 23:11:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.6768, loss: 2.6768 +2025-06-12 01:45:58,708 - pyskl - INFO - Epoch [103][2100/3940] lr: 5.685e-03, eta: 23:11:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.7159, loss: 2.7159 +2025-06-12 01:46:43,036 - pyskl - INFO - Epoch [103][2200/3940] lr: 5.679e-03, eta: 23:10:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 2.7559, loss: 2.7559 +2025-06-12 01:47:27,156 - pyskl - INFO - Epoch [103][2300/3940] lr: 5.674e-03, eta: 23:09:32, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 2.6383, loss: 2.6383 +2025-06-12 01:48:11,566 - pyskl - INFO - Epoch [103][2400/3940] lr: 5.668e-03, eta: 23:08:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.7127, loss: 2.7127 +2025-06-12 01:48:55,970 - pyskl - INFO - Epoch [103][2500/3940] lr: 5.663e-03, eta: 23:08:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.7024, loss: 2.7024 +2025-06-12 01:49:40,290 - pyskl - INFO - Epoch [103][2600/3940] lr: 5.657e-03, eta: 23:07:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.7398, loss: 2.7398 +2025-06-12 01:50:24,754 - pyskl - INFO - Epoch [103][2700/3940] lr: 5.651e-03, eta: 23:06:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 2.7214, loss: 2.7214 +2025-06-12 01:51:09,205 - pyskl - INFO - Epoch [103][2800/3940] lr: 5.646e-03, eta: 23:05:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9869, loss_cls: 2.6739, loss: 2.6739 +2025-06-12 01:51:53,643 - pyskl - INFO - Epoch [103][2900/3940] lr: 5.640e-03, eta: 23:05:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 2.6802, loss: 2.6802 +2025-06-12 01:52:38,051 - pyskl - INFO - Epoch [103][3000/3940] lr: 5.635e-03, eta: 23:04:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.6495, loss: 2.6495 +2025-06-12 01:53:22,447 - pyskl - INFO - Epoch [103][3100/3940] lr: 5.629e-03, eta: 23:03:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.7909, loss: 2.7909 +2025-06-12 01:54:06,855 - pyskl - INFO - Epoch [103][3200/3940] lr: 5.624e-03, eta: 23:02:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9831, loss_cls: 2.7966, loss: 2.7966 +2025-06-12 01:54:51,292 - pyskl - INFO - Epoch [103][3300/3940] lr: 5.618e-03, eta: 23:02:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.7045, loss: 2.7045 +2025-06-12 01:55:35,863 - pyskl - INFO - Epoch [103][3400/3940] lr: 5.613e-03, eta: 23:01:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.8218, loss: 2.8218 +2025-06-12 01:56:20,350 - pyskl - INFO - Epoch [103][3500/3940] lr: 5.607e-03, eta: 23:00:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9844, loss_cls: 2.7762, loss: 2.7762 +2025-06-12 01:57:04,783 - pyskl - INFO - Epoch [103][3600/3940] lr: 5.601e-03, eta: 22:59:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.7715, loss: 2.7715 +2025-06-12 01:57:49,147 - pyskl - INFO - Epoch [103][3700/3940] lr: 5.596e-03, eta: 22:59:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.7766, loss: 2.7766 +2025-06-12 01:58:33,561 - pyskl - INFO - Epoch [103][3800/3940] lr: 5.590e-03, eta: 22:58:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.6834, loss: 2.6834 +2025-06-12 01:59:17,939 - pyskl - INFO - Epoch [103][3900/3940] lr: 5.585e-03, eta: 22:57:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 2.7298, loss: 2.7298 +2025-06-12 01:59:36,121 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-06-12 02:02:57,278 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 02:02:57,748 - pyskl - INFO - +top1_acc 0.7857 +top5_acc 0.9575 +2025-06-12 02:02:57,767 - pyskl - INFO - Epoch(val) [103][3183] top1_acc: 0.7857, top5_acc: 0.9575 +2025-06-12 02:04:07,050 - pyskl - INFO - Epoch [104][100/3940] lr: 5.577e-03, eta: 22:56:37, time: 0.693, data_time: 0.249, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.6575, loss: 2.6575 +2025-06-12 02:04:51,425 - pyskl - INFO - Epoch [104][200/3940] lr: 5.572e-03, eta: 22:55:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9881, loss_cls: 2.6579, loss: 2.6579 +2025-06-12 02:05:35,871 - pyskl - INFO - Epoch [104][300/3940] lr: 5.566e-03, eta: 22:55:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.5859, loss: 2.5859 +2025-06-12 02:06:20,203 - pyskl - INFO - Epoch [104][400/3940] lr: 5.561e-03, eta: 22:54:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.7134, loss: 2.7134 +2025-06-12 02:07:04,493 - pyskl - INFO - Epoch [104][500/3940] lr: 5.555e-03, eta: 22:53:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9881, loss_cls: 2.6180, loss: 2.6180 +2025-06-12 02:07:48,858 - pyskl - INFO - Epoch [104][600/3940] lr: 5.549e-03, eta: 22:52:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.6933, loss: 2.6933 +2025-06-12 02:08:33,184 - pyskl - INFO - Epoch [104][700/3940] lr: 5.544e-03, eta: 22:52:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.7032, loss: 2.7032 +2025-06-12 02:09:17,476 - pyskl - INFO - Epoch [104][800/3940] lr: 5.538e-03, eta: 22:51:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.5426, loss: 2.5426 +2025-06-12 02:10:01,802 - pyskl - INFO - Epoch [104][900/3940] lr: 5.533e-03, eta: 22:50:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.7166, loss: 2.7166 +2025-06-12 02:10:46,043 - pyskl - INFO - Epoch [104][1000/3940] lr: 5.527e-03, eta: 22:49:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 2.5602, loss: 2.5602 +2025-06-12 02:11:30,326 - pyskl - INFO - Epoch [104][1100/3940] lr: 5.522e-03, eta: 22:49:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.7130, loss: 2.7130 +2025-06-12 02:12:14,643 - pyskl - INFO - Epoch [104][1200/3940] lr: 5.516e-03, eta: 22:48:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.7241, loss: 2.7241 +2025-06-12 02:12:58,983 - pyskl - INFO - Epoch [104][1300/3940] lr: 5.511e-03, eta: 22:47:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 2.5729, loss: 2.5729 +2025-06-12 02:13:43,271 - pyskl - INFO - Epoch [104][1400/3940] lr: 5.505e-03, eta: 22:46:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 2.5919, loss: 2.5919 +2025-06-12 02:14:27,594 - pyskl - INFO - Epoch [104][1500/3940] lr: 5.500e-03, eta: 22:46:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 2.5684, loss: 2.5684 +2025-06-12 02:15:11,901 - pyskl - INFO - Epoch [104][1600/3940] lr: 5.494e-03, eta: 22:45:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 2.6447, loss: 2.6447 +2025-06-12 02:15:56,269 - pyskl - INFO - Epoch [104][1700/3940] lr: 5.489e-03, eta: 22:44:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9844, loss_cls: 2.7085, loss: 2.7085 +2025-06-12 02:16:40,569 - pyskl - INFO - Epoch [104][1800/3940] lr: 5.483e-03, eta: 22:43:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.5322, loss: 2.5322 +2025-06-12 02:17:24,982 - pyskl - INFO - Epoch [104][1900/3940] lr: 5.478e-03, eta: 22:43:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 2.6991, loss: 2.6991 +2025-06-12 02:18:09,338 - pyskl - INFO - Epoch [104][2000/3940] lr: 5.472e-03, eta: 22:42:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9931, loss_cls: 2.6125, loss: 2.6125 +2025-06-12 02:18:53,730 - pyskl - INFO - Epoch [104][2100/3940] lr: 5.467e-03, eta: 22:41:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.7370, loss: 2.7370 +2025-06-12 02:19:38,180 - pyskl - INFO - Epoch [104][2200/3940] lr: 5.461e-03, eta: 22:40:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9875, loss_cls: 2.6287, loss: 2.6287 +2025-06-12 02:20:22,601 - pyskl - INFO - Epoch [104][2300/3940] lr: 5.456e-03, eta: 22:40:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.6719, loss: 2.6719 +2025-06-12 02:21:06,972 - pyskl - INFO - Epoch [104][2400/3940] lr: 5.450e-03, eta: 22:39:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.6021, loss: 2.6021 +2025-06-12 02:21:51,282 - pyskl - INFO - Epoch [104][2500/3940] lr: 5.445e-03, eta: 22:38:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.7693, loss: 2.7693 +2025-06-12 02:22:35,537 - pyskl - INFO - Epoch [104][2600/3940] lr: 5.439e-03, eta: 22:37:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.6763, loss: 2.6763 +2025-06-12 02:23:19,641 - pyskl - INFO - Epoch [104][2700/3940] lr: 5.434e-03, eta: 22:37:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.7722, loss: 2.7722 +2025-06-12 02:24:03,724 - pyskl - INFO - Epoch [104][2800/3940] lr: 5.428e-03, eta: 22:36:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 2.6484, loss: 2.6484 +2025-06-12 02:24:48,058 - pyskl - INFO - Epoch [104][2900/3940] lr: 5.423e-03, eta: 22:35:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.7174, loss: 2.7174 +2025-06-12 02:25:32,176 - pyskl - INFO - Epoch [104][3000/3940] lr: 5.418e-03, eta: 22:34:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.7332, loss: 2.7332 +2025-06-12 02:26:16,479 - pyskl - INFO - Epoch [104][3100/3940] lr: 5.412e-03, eta: 22:34:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 2.8133, loss: 2.8133 +2025-06-12 02:27:00,768 - pyskl - INFO - Epoch [104][3200/3940] lr: 5.407e-03, eta: 22:33:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.7273, loss: 2.7273 +2025-06-12 02:27:45,047 - pyskl - INFO - Epoch [104][3300/3940] lr: 5.401e-03, eta: 22:32:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9862, loss_cls: 2.6756, loss: 2.6756 +2025-06-12 02:28:29,487 - pyskl - INFO - Epoch [104][3400/3940] lr: 5.396e-03, eta: 22:31:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 2.6829, loss: 2.6829 +2025-06-12 02:29:13,868 - pyskl - INFO - Epoch [104][3500/3940] lr: 5.390e-03, eta: 22:31:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 2.6143, loss: 2.6143 +2025-06-12 02:29:58,226 - pyskl - INFO - Epoch [104][3600/3940] lr: 5.385e-03, eta: 22:30:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9944, loss_cls: 2.6654, loss: 2.6654 +2025-06-12 02:30:42,618 - pyskl - INFO - Epoch [104][3700/3940] lr: 5.379e-03, eta: 22:29:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.7100, loss: 2.7100 +2025-06-12 02:31:26,947 - pyskl - INFO - Epoch [104][3800/3940] lr: 5.374e-03, eta: 22:29:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9869, loss_cls: 2.5970, loss: 2.5970 +2025-06-12 02:32:11,424 - pyskl - INFO - Epoch [104][3900/3940] lr: 5.368e-03, eta: 22:28:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.7162, loss: 2.7162 +2025-06-12 02:32:29,536 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-06-12 02:35:50,594 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 02:35:51,147 - pyskl - INFO - +top1_acc 0.8088 +top5_acc 0.9652 +2025-06-12 02:35:51,201 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_93.pth was removed +2025-06-12 02:35:52,267 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. +2025-06-12 02:35:52,268 - pyskl - INFO - Best top1_acc is 0.8088 at 104 epoch. +2025-06-12 02:35:52,286 - pyskl - INFO - Epoch(val) [104][3183] top1_acc: 0.8088, top5_acc: 0.9652 +2025-06-12 02:37:01,354 - pyskl - INFO - Epoch [105][100/3940] lr: 5.361e-03, eta: 22:27:16, time: 0.691, data_time: 0.248, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.6212, loss: 2.6212 +2025-06-12 02:37:45,723 - pyskl - INFO - Epoch [105][200/3940] lr: 5.355e-03, eta: 22:26:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9956, loss_cls: 2.6039, loss: 2.6039 +2025-06-12 02:38:30,242 - pyskl - INFO - Epoch [105][300/3940] lr: 5.350e-03, eta: 22:25:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.6257, loss: 2.6257 +2025-06-12 02:39:14,577 - pyskl - INFO - Epoch [105][400/3940] lr: 5.344e-03, eta: 22:25:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.6150, loss: 2.6150 +2025-06-12 02:39:58,966 - pyskl - INFO - Epoch [105][500/3940] lr: 5.339e-03, eta: 22:24:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 2.6251, loss: 2.6251 +2025-06-12 02:40:43,360 - pyskl - INFO - Epoch [105][600/3940] lr: 5.333e-03, eta: 22:23:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 2.5785, loss: 2.5785 +2025-06-12 02:41:27,751 - pyskl - INFO - Epoch [105][700/3940] lr: 5.328e-03, eta: 22:22:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 2.5744, loss: 2.5744 +2025-06-12 02:42:12,143 - pyskl - INFO - Epoch [105][800/3940] lr: 5.323e-03, eta: 22:22:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.5251, loss: 2.5251 +2025-06-12 02:42:56,538 - pyskl - INFO - Epoch [105][900/3940] lr: 5.317e-03, eta: 22:21:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9944, loss_cls: 2.6966, loss: 2.6966 +2025-06-12 02:43:40,960 - pyskl - INFO - Epoch [105][1000/3940] lr: 5.312e-03, eta: 22:20:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.6568, loss: 2.6568 +2025-06-12 02:44:25,381 - pyskl - INFO - Epoch [105][1100/3940] lr: 5.306e-03, eta: 22:19:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 2.6945, loss: 2.6945 +2025-06-12 02:45:09,786 - pyskl - INFO - Epoch [105][1200/3940] lr: 5.301e-03, eta: 22:19:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.6178, loss: 2.6178 +2025-06-12 02:45:54,116 - pyskl - INFO - Epoch [105][1300/3940] lr: 5.295e-03, eta: 22:18:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.5819, loss: 2.5819 +2025-06-12 02:46:38,511 - pyskl - INFO - Epoch [105][1400/3940] lr: 5.290e-03, eta: 22:17:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.5934, loss: 2.5934 +2025-06-12 02:47:22,978 - pyskl - INFO - Epoch [105][1500/3940] lr: 5.285e-03, eta: 22:16:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9812, loss_cls: 2.6661, loss: 2.6661 +2025-06-12 02:48:07,517 - pyskl - INFO - Epoch [105][1600/3940] lr: 5.279e-03, eta: 22:16:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.6116, loss: 2.6116 +2025-06-12 02:48:51,850 - pyskl - INFO - Epoch [105][1700/3940] lr: 5.274e-03, eta: 22:15:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.5923, loss: 2.5923 +2025-06-12 02:49:36,123 - pyskl - INFO - Epoch [105][1800/3940] lr: 5.268e-03, eta: 22:14:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 2.6044, loss: 2.6044 +2025-06-12 02:50:20,580 - pyskl - INFO - Epoch [105][1900/3940] lr: 5.263e-03, eta: 22:13:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9862, loss_cls: 2.6924, loss: 2.6924 +2025-06-12 02:51:04,966 - pyskl - INFO - Epoch [105][2000/3940] lr: 5.257e-03, eta: 22:13:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 2.6374, loss: 2.6374 +2025-06-12 02:51:49,316 - pyskl - INFO - Epoch [105][2100/3940] lr: 5.252e-03, eta: 22:12:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.6183, loss: 2.6183 +2025-06-12 02:52:33,661 - pyskl - INFO - Epoch [105][2200/3940] lr: 5.247e-03, eta: 22:11:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.6125, loss: 2.6125 +2025-06-12 02:53:17,997 - pyskl - INFO - Epoch [105][2300/3940] lr: 5.241e-03, eta: 22:10:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.4928, loss: 2.4928 +2025-06-12 02:54:02,302 - pyskl - INFO - Epoch [105][2400/3940] lr: 5.236e-03, eta: 22:10:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.5750, loss: 2.5750 +2025-06-12 02:54:46,659 - pyskl - INFO - Epoch [105][2500/3940] lr: 5.230e-03, eta: 22:09:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.6743, loss: 2.6743 +2025-06-12 02:55:31,050 - pyskl - INFO - Epoch [105][2600/3940] lr: 5.225e-03, eta: 22:08:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.6206, loss: 2.6206 +2025-06-12 02:56:15,504 - pyskl - INFO - Epoch [105][2700/3940] lr: 5.220e-03, eta: 22:07:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.6805, loss: 2.6805 +2025-06-12 02:56:59,953 - pyskl - INFO - Epoch [105][2800/3940] lr: 5.214e-03, eta: 22:07:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.6736, loss: 2.6736 +2025-06-12 02:57:44,274 - pyskl - INFO - Epoch [105][2900/3940] lr: 5.209e-03, eta: 22:06:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.6297, loss: 2.6297 +2025-06-12 02:58:28,608 - pyskl - INFO - Epoch [105][3000/3940] lr: 5.203e-03, eta: 22:05:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 2.6738, loss: 2.6738 +2025-06-12 02:59:13,014 - pyskl - INFO - Epoch [105][3100/3940] lr: 5.198e-03, eta: 22:04:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9838, loss_cls: 2.6880, loss: 2.6880 +2025-06-12 02:59:57,485 - pyskl - INFO - Epoch [105][3200/3940] lr: 5.193e-03, eta: 22:04:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 2.7507, loss: 2.7507 +2025-06-12 03:00:41,863 - pyskl - INFO - Epoch [105][3300/3940] lr: 5.187e-03, eta: 22:03:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.6742, loss: 2.6742 +2025-06-12 03:01:26,393 - pyskl - INFO - Epoch [105][3400/3940] lr: 5.182e-03, eta: 22:02:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.5813, loss: 2.5813 +2025-06-12 03:02:10,837 - pyskl - INFO - Epoch [105][3500/3940] lr: 5.176e-03, eta: 22:01:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.6157, loss: 2.6157 +2025-06-12 03:02:55,250 - pyskl - INFO - Epoch [105][3600/3940] lr: 5.171e-03, eta: 22:01:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.6269, loss: 2.6269 +2025-06-12 03:03:39,729 - pyskl - INFO - Epoch [105][3700/3940] lr: 5.166e-03, eta: 22:00:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.6115, loss: 2.6115 +2025-06-12 03:04:24,160 - pyskl - INFO - Epoch [105][3800/3940] lr: 5.160e-03, eta: 21:59:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.6809, loss: 2.6809 +2025-06-12 03:05:08,636 - pyskl - INFO - Epoch [105][3900/3940] lr: 5.155e-03, eta: 21:58:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.5887, loss: 2.5887 +2025-06-12 03:05:26,811 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-06-12 03:23:46,981 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 03:23:47,458 - pyskl - INFO - +top1_acc 0.8064 +top5_acc 0.9655 +2025-06-12 03:23:47,477 - pyskl - INFO - Epoch(val) [105][3183] top1_acc: 0.8064, top5_acc: 0.9655 +2025-06-12 03:24:56,698 - pyskl - INFO - Epoch [106][100/3940] lr: 5.147e-03, eta: 21:57:57, time: 0.692, data_time: 0.247, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.7070, loss: 2.7070 +2025-06-12 03:25:40,975 - pyskl - INFO - Epoch [106][200/3940] lr: 5.142e-03, eta: 21:57:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.4772, loss: 2.4772 +2025-06-12 03:26:25,486 - pyskl - INFO - Epoch [106][300/3940] lr: 5.137e-03, eta: 21:56:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.5732, loss: 2.5732 +2025-06-12 03:27:10,030 - pyskl - INFO - Epoch [106][400/3940] lr: 5.131e-03, eta: 21:55:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.5267, loss: 2.5267 +2025-06-12 03:27:54,774 - pyskl - INFO - Epoch [106][500/3940] lr: 5.126e-03, eta: 21:54:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.5314, loss: 2.5314 +2025-06-12 03:28:39,478 - pyskl - INFO - Epoch [106][600/3940] lr: 5.121e-03, eta: 21:54:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.5906, loss: 2.5906 +2025-06-12 03:29:24,163 - pyskl - INFO - Epoch [106][700/3940] lr: 5.115e-03, eta: 21:53:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9931, loss_cls: 2.7414, loss: 2.7414 +2025-06-12 03:30:08,836 - pyskl - INFO - Epoch [106][800/3940] lr: 5.110e-03, eta: 21:52:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 2.6021, loss: 2.6021 +2025-06-12 03:30:53,637 - pyskl - INFO - Epoch [106][900/3940] lr: 5.104e-03, eta: 21:52:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9888, loss_cls: 2.6497, loss: 2.6497 +2025-06-12 03:31:38,354 - pyskl - INFO - Epoch [106][1000/3940] lr: 5.099e-03, eta: 21:51:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.5183, loss: 2.5183 +2025-06-12 03:32:22,972 - pyskl - INFO - Epoch [106][1100/3940] lr: 5.094e-03, eta: 21:50:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 2.6506, loss: 2.6506 +2025-06-12 03:33:07,399 - pyskl - INFO - Epoch [106][1200/3940] lr: 5.088e-03, eta: 21:49:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9869, loss_cls: 2.6235, loss: 2.6235 +2025-06-12 03:33:51,847 - pyskl - INFO - Epoch [106][1300/3940] lr: 5.083e-03, eta: 21:49:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 2.6545, loss: 2.6545 +2025-06-12 03:34:36,298 - pyskl - INFO - Epoch [106][1400/3940] lr: 5.078e-03, eta: 21:48:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 2.7475, loss: 2.7475 +2025-06-12 03:35:20,686 - pyskl - INFO - Epoch [106][1500/3940] lr: 5.072e-03, eta: 21:47:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.5182, loss: 2.5182 +2025-06-12 03:36:05,117 - pyskl - INFO - Epoch [106][1600/3940] lr: 5.067e-03, eta: 21:46:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.5862, loss: 2.5862 +2025-06-12 03:36:49,456 - pyskl - INFO - Epoch [106][1700/3940] lr: 5.062e-03, eta: 21:46:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.6527, loss: 2.6527 +2025-06-12 03:37:34,028 - pyskl - INFO - Epoch [106][1800/3940] lr: 5.056e-03, eta: 21:45:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.6564, loss: 2.6564 +2025-06-12 03:38:18,523 - pyskl - INFO - Epoch [106][1900/3940] lr: 5.051e-03, eta: 21:44:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9956, loss_cls: 2.5814, loss: 2.5814 +2025-06-12 03:39:03,049 - pyskl - INFO - Epoch [106][2000/3940] lr: 5.046e-03, eta: 21:43:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 2.6320, loss: 2.6320 +2025-06-12 03:39:47,815 - pyskl - INFO - Epoch [106][2100/3940] lr: 5.040e-03, eta: 21:43:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.6722, loss: 2.6722 +2025-06-12 03:40:32,353 - pyskl - INFO - Epoch [106][2200/3940] lr: 5.035e-03, eta: 21:42:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 2.6679, loss: 2.6679 +2025-06-12 03:41:16,742 - pyskl - INFO - Epoch [106][2300/3940] lr: 5.030e-03, eta: 21:41:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.7028, loss: 2.7028 +2025-06-12 03:42:01,045 - pyskl - INFO - Epoch [106][2400/3940] lr: 5.024e-03, eta: 21:40:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.5469, loss: 2.5469 +2025-06-12 03:42:45,328 - pyskl - INFO - Epoch [106][2500/3940] lr: 5.019e-03, eta: 21:40:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.7166, loss: 2.7166 +2025-06-12 03:43:29,624 - pyskl - INFO - Epoch [106][2600/3940] lr: 5.014e-03, eta: 21:39:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.5709, loss: 2.5709 +2025-06-12 03:44:13,929 - pyskl - INFO - Epoch [106][2700/3940] lr: 5.008e-03, eta: 21:38:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.6328, loss: 2.6328 +2025-06-12 03:44:58,128 - pyskl - INFO - Epoch [106][2800/3940] lr: 5.003e-03, eta: 21:37:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.5789, loss: 2.5789 +2025-06-12 03:45:42,440 - pyskl - INFO - Epoch [106][2900/3940] lr: 4.998e-03, eta: 21:37:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.6282, loss: 2.6282 +2025-06-12 03:46:26,759 - pyskl - INFO - Epoch [106][3000/3940] lr: 4.992e-03, eta: 21:36:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.5783, loss: 2.5783 +2025-06-12 03:47:11,081 - pyskl - INFO - Epoch [106][3100/3940] lr: 4.987e-03, eta: 21:35:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.5543, loss: 2.5543 +2025-06-12 03:47:55,411 - pyskl - INFO - Epoch [106][3200/3940] lr: 4.982e-03, eta: 21:34:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.5911, loss: 2.5911 +2025-06-12 03:48:39,703 - pyskl - INFO - Epoch [106][3300/3940] lr: 4.976e-03, eta: 21:34:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 2.6221, loss: 2.6221 +2025-06-12 03:49:23,964 - pyskl - INFO - Epoch [106][3400/3940] lr: 4.971e-03, eta: 21:33:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.6937, loss: 2.6937 +2025-06-12 03:50:08,327 - pyskl - INFO - Epoch [106][3500/3940] lr: 4.966e-03, eta: 21:32:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.5780, loss: 2.5780 +2025-06-12 03:50:53,043 - pyskl - INFO - Epoch [106][3600/3940] lr: 4.961e-03, eta: 21:31:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.7717, loss: 2.7717 +2025-06-12 03:51:37,606 - pyskl - INFO - Epoch [106][3700/3940] lr: 4.955e-03, eta: 21:31:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.6171, loss: 2.6171 +2025-06-12 03:52:22,184 - pyskl - INFO - Epoch [106][3800/3940] lr: 4.950e-03, eta: 21:30:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 2.7515, loss: 2.7515 +2025-06-12 03:53:06,754 - pyskl - INFO - Epoch [106][3900/3940] lr: 4.945e-03, eta: 21:29:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 2.6303, loss: 2.6303 +2025-06-12 03:53:24,919 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-06-12 03:56:46,037 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 03:56:46,496 - pyskl - INFO - +top1_acc 0.8134 +top5_acc 0.9667 +2025-06-12 03:56:46,549 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_104.pth was removed +2025-06-12 03:56:47,611 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2025-06-12 03:56:47,613 - pyskl - INFO - Best top1_acc is 0.8134 at 106 epoch. +2025-06-12 03:56:47,630 - pyskl - INFO - Epoch(val) [106][3183] top1_acc: 0.8134, top5_acc: 0.9667 +2025-06-12 03:57:56,752 - pyskl - INFO - Epoch [107][100/3940] lr: 4.937e-03, eta: 21:28:39, time: 0.691, data_time: 0.248, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.6723, loss: 2.6723 +2025-06-12 03:58:41,103 - pyskl - INFO - Epoch [107][200/3940] lr: 4.932e-03, eta: 21:27:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.5857, loss: 2.5857 +2025-06-12 03:59:25,466 - pyskl - INFO - Epoch [107][300/3940] lr: 4.927e-03, eta: 21:27:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9888, loss_cls: 2.5616, loss: 2.5616 +2025-06-12 04:00:09,890 - pyskl - INFO - Epoch [107][400/3940] lr: 4.921e-03, eta: 21:26:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.4810, loss: 2.4810 +2025-06-12 04:00:54,330 - pyskl - INFO - Epoch [107][500/3940] lr: 4.916e-03, eta: 21:25:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9894, loss_cls: 2.3779, loss: 2.3779 +2025-06-12 04:01:38,754 - pyskl - INFO - Epoch [107][600/3940] lr: 4.911e-03, eta: 21:24:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 2.5818, loss: 2.5818 +2025-06-12 04:02:23,156 - pyskl - INFO - Epoch [107][700/3940] lr: 4.906e-03, eta: 21:24:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.4399, loss: 2.4399 +2025-06-12 04:03:07,505 - pyskl - INFO - Epoch [107][800/3940] lr: 4.900e-03, eta: 21:23:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 2.5806, loss: 2.5806 +2025-06-12 04:03:51,859 - pyskl - INFO - Epoch [107][900/3940] lr: 4.895e-03, eta: 21:22:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.5140, loss: 2.5140 +2025-06-12 04:04:36,254 - pyskl - INFO - Epoch [107][1000/3940] lr: 4.890e-03, eta: 21:21:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.6019, loss: 2.6019 +2025-06-12 04:05:20,545 - pyskl - INFO - Epoch [107][1100/3940] lr: 4.884e-03, eta: 21:21:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 2.4988, loss: 2.4988 +2025-06-12 04:06:04,950 - pyskl - INFO - Epoch [107][1200/3940] lr: 4.879e-03, eta: 21:20:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.5125, loss: 2.5125 +2025-06-12 04:06:49,249 - pyskl - INFO - Epoch [107][1300/3940] lr: 4.874e-03, eta: 21:19:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 2.5438, loss: 2.5438 +2025-06-12 04:07:33,578 - pyskl - INFO - Epoch [107][1400/3940] lr: 4.869e-03, eta: 21:18:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.4244, loss: 2.4244 +2025-06-12 04:08:18,063 - pyskl - INFO - Epoch [107][1500/3940] lr: 4.863e-03, eta: 21:18:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 2.5255, loss: 2.5255 +2025-06-12 04:09:02,434 - pyskl - INFO - Epoch [107][1600/3940] lr: 4.858e-03, eta: 21:17:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.6216, loss: 2.6216 +2025-06-12 04:09:46,806 - pyskl - INFO - Epoch [107][1700/3940] lr: 4.853e-03, eta: 21:16:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.5946, loss: 2.5946 +2025-06-12 04:10:31,370 - pyskl - INFO - Epoch [107][1800/3940] lr: 4.848e-03, eta: 21:15:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.6691, loss: 2.6691 +2025-06-12 04:11:15,854 - pyskl - INFO - Epoch [107][1900/3940] lr: 4.842e-03, eta: 21:15:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.5005, loss: 2.5005 +2025-06-12 04:12:00,333 - pyskl - INFO - Epoch [107][2000/3940] lr: 4.837e-03, eta: 21:14:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.6206, loss: 2.6206 +2025-06-12 04:12:44,852 - pyskl - INFO - Epoch [107][2100/3940] lr: 4.832e-03, eta: 21:13:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 2.6143, loss: 2.6143 +2025-06-12 04:13:29,256 - pyskl - INFO - Epoch [107][2200/3940] lr: 4.827e-03, eta: 21:13:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.5555, loss: 2.5555 +2025-06-12 04:14:13,741 - pyskl - INFO - Epoch [107][2300/3940] lr: 4.821e-03, eta: 21:12:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.5150, loss: 2.5150 +2025-06-12 04:14:58,143 - pyskl - INFO - Epoch [107][2400/3940] lr: 4.816e-03, eta: 21:11:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.6036, loss: 2.6036 +2025-06-12 04:15:42,593 - pyskl - INFO - Epoch [107][2500/3940] lr: 4.811e-03, eta: 21:10:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.6223, loss: 2.6223 +2025-06-12 04:16:26,983 - pyskl - INFO - Epoch [107][2600/3940] lr: 4.806e-03, eta: 21:10:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.5464, loss: 2.5464 +2025-06-12 04:17:11,439 - pyskl - INFO - Epoch [107][2700/3940] lr: 4.800e-03, eta: 21:09:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.7005, loss: 2.7005 +2025-06-12 04:17:55,848 - pyskl - INFO - Epoch [107][2800/3940] lr: 4.795e-03, eta: 21:08:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9944, loss_cls: 2.6232, loss: 2.6232 +2025-06-12 04:18:40,219 - pyskl - INFO - Epoch [107][2900/3940] lr: 4.790e-03, eta: 21:07:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 2.6984, loss: 2.6984 +2025-06-12 04:19:24,769 - pyskl - INFO - Epoch [107][3000/3940] lr: 4.785e-03, eta: 21:07:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9862, loss_cls: 2.5844, loss: 2.5844 +2025-06-12 04:20:09,489 - pyskl - INFO - Epoch [107][3100/3940] lr: 4.780e-03, eta: 21:06:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.5351, loss: 2.5351 +2025-06-12 04:20:53,983 - pyskl - INFO - Epoch [107][3200/3940] lr: 4.774e-03, eta: 21:05:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9894, loss_cls: 2.5438, loss: 2.5438 +2025-06-12 04:21:38,274 - pyskl - INFO - Epoch [107][3300/3940] lr: 4.769e-03, eta: 21:04:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9894, loss_cls: 2.5371, loss: 2.5371 +2025-06-12 04:22:22,621 - pyskl - INFO - Epoch [107][3400/3940] lr: 4.764e-03, eta: 21:04:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.5625, loss: 2.5625 +2025-06-12 04:23:07,159 - pyskl - INFO - Epoch [107][3500/3940] lr: 4.759e-03, eta: 21:03:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.6774, loss: 2.6774 +2025-06-12 04:23:51,762 - pyskl - INFO - Epoch [107][3600/3940] lr: 4.753e-03, eta: 21:02:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 2.5859, loss: 2.5859 +2025-06-12 04:24:36,388 - pyskl - INFO - Epoch [107][3700/3940] lr: 4.748e-03, eta: 21:01:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9875, loss_cls: 2.5970, loss: 2.5970 +2025-06-12 04:25:20,954 - pyskl - INFO - Epoch [107][3800/3940] lr: 4.743e-03, eta: 21:01:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9838, loss_cls: 2.5797, loss: 2.5797 +2025-06-12 04:26:05,540 - pyskl - INFO - Epoch [107][3900/3940] lr: 4.738e-03, eta: 21:00:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.6011, loss: 2.6011 +2025-06-12 04:26:23,685 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-06-12 04:29:44,440 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 04:29:44,909 - pyskl - INFO - +top1_acc 0.6452 +top5_acc 0.8946 +2025-06-12 04:29:44,929 - pyskl - INFO - Epoch(val) [107][3183] top1_acc: 0.6452, top5_acc: 0.8946 +2025-06-12 04:30:54,501 - pyskl - INFO - Epoch [108][100/3940] lr: 4.730e-03, eta: 20:59:21, time: 0.696, data_time: 0.251, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9869, loss_cls: 2.7591, loss: 2.7591 +2025-06-12 04:31:38,863 - pyskl - INFO - Epoch [108][200/3940] lr: 4.725e-03, eta: 20:58:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.5373, loss: 2.5373 +2025-06-12 04:32:23,198 - pyskl - INFO - Epoch [108][300/3940] lr: 4.720e-03, eta: 20:57:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.6516, loss: 2.6516 +2025-06-12 04:33:07,541 - pyskl - INFO - Epoch [108][400/3940] lr: 4.715e-03, eta: 20:57:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.5055, loss: 2.5055 +2025-06-12 04:33:51,892 - pyskl - INFO - Epoch [108][500/3940] lr: 4.710e-03, eta: 20:56:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.4267, loss: 2.4267 +2025-06-12 04:34:36,234 - pyskl - INFO - Epoch [108][600/3940] lr: 4.704e-03, eta: 20:55:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.5123, loss: 2.5123 +2025-06-12 04:35:20,652 - pyskl - INFO - Epoch [108][700/3940] lr: 4.699e-03, eta: 20:54:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.5668, loss: 2.5668 +2025-06-12 04:36:05,104 - pyskl - INFO - Epoch [108][800/3940] lr: 4.694e-03, eta: 20:54:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.4463, loss: 2.4463 +2025-06-12 04:36:49,463 - pyskl - INFO - Epoch [108][900/3940] lr: 4.689e-03, eta: 20:53:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 2.5335, loss: 2.5335 +2025-06-12 04:37:33,838 - pyskl - INFO - Epoch [108][1000/3940] lr: 4.684e-03, eta: 20:52:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.5812, loss: 2.5812 +2025-06-12 04:38:18,151 - pyskl - INFO - Epoch [108][1100/3940] lr: 4.679e-03, eta: 20:51:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.5178, loss: 2.5178 +2025-06-12 04:39:02,489 - pyskl - INFO - Epoch [108][1200/3940] lr: 4.673e-03, eta: 20:51:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.4333, loss: 2.4333 +2025-06-12 04:39:46,729 - pyskl - INFO - Epoch [108][1300/3940] lr: 4.668e-03, eta: 20:50:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.5516, loss: 2.5516 +2025-06-12 04:40:30,982 - pyskl - INFO - Epoch [108][1400/3940] lr: 4.663e-03, eta: 20:49:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9925, loss_cls: 2.4583, loss: 2.4583 +2025-06-12 04:41:15,312 - pyskl - INFO - Epoch [108][1500/3940] lr: 4.658e-03, eta: 20:48:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.5864, loss: 2.5864 +2025-06-12 04:41:59,546 - pyskl - INFO - Epoch [108][1600/3940] lr: 4.653e-03, eta: 20:48:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.4941, loss: 2.4941 +2025-06-12 04:42:43,866 - pyskl - INFO - Epoch [108][1700/3940] lr: 4.647e-03, eta: 20:47:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.5105, loss: 2.5105 +2025-06-12 04:43:28,181 - pyskl - INFO - Epoch [108][1800/3940] lr: 4.642e-03, eta: 20:46:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.5265, loss: 2.5265 +2025-06-12 04:44:12,382 - pyskl - INFO - Epoch [108][1900/3940] lr: 4.637e-03, eta: 20:45:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9862, loss_cls: 2.6094, loss: 2.6094 +2025-06-12 04:44:56,728 - pyskl - INFO - Epoch [108][2000/3940] lr: 4.632e-03, eta: 20:45:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.5583, loss: 2.5583 +2025-06-12 04:45:41,097 - pyskl - INFO - Epoch [108][2100/3940] lr: 4.627e-03, eta: 20:44:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.5428, loss: 2.5428 +2025-06-12 04:46:25,548 - pyskl - INFO - Epoch [108][2200/3940] lr: 4.622e-03, eta: 20:43:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9931, loss_cls: 2.6256, loss: 2.6256 +2025-06-12 04:47:09,948 - pyskl - INFO - Epoch [108][2300/3940] lr: 4.617e-03, eta: 20:42:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.6149, loss: 2.6149 +2025-06-12 04:47:54,386 - pyskl - INFO - Epoch [108][2400/3940] lr: 4.611e-03, eta: 20:42:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9956, loss_cls: 2.5548, loss: 2.5548 +2025-06-12 04:48:38,737 - pyskl - INFO - Epoch [108][2500/3940] lr: 4.606e-03, eta: 20:41:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.5921, loss: 2.5921 +2025-06-12 04:49:23,064 - pyskl - INFO - Epoch [108][2600/3940] lr: 4.601e-03, eta: 20:40:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.5682, loss: 2.5682 +2025-06-12 04:50:07,387 - pyskl - INFO - Epoch [108][2700/3940] lr: 4.596e-03, eta: 20:39:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.5584, loss: 2.5584 +2025-06-12 04:50:51,696 - pyskl - INFO - Epoch [108][2800/3940] lr: 4.591e-03, eta: 20:39:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.5416, loss: 2.5416 +2025-06-12 04:51:36,040 - pyskl - INFO - Epoch [108][2900/3940] lr: 4.586e-03, eta: 20:38:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.5713, loss: 2.5713 +2025-06-12 04:52:20,395 - pyskl - INFO - Epoch [108][3000/3940] lr: 4.580e-03, eta: 20:37:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.6520, loss: 2.6520 +2025-06-12 04:53:04,782 - pyskl - INFO - Epoch [108][3100/3940] lr: 4.575e-03, eta: 20:36:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.5840, loss: 2.5840 +2025-06-12 04:53:49,117 - pyskl - INFO - Epoch [108][3200/3940] lr: 4.570e-03, eta: 20:36:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.5364, loss: 2.5364 +2025-06-12 04:54:33,493 - pyskl - INFO - Epoch [108][3300/3940] lr: 4.565e-03, eta: 20:35:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.5307, loss: 2.5307 +2025-06-12 04:55:17,892 - pyskl - INFO - Epoch [108][3400/3940] lr: 4.560e-03, eta: 20:34:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.5341, loss: 2.5341 +2025-06-12 04:56:02,312 - pyskl - INFO - Epoch [108][3500/3940] lr: 4.555e-03, eta: 20:34:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.6699, loss: 2.6699 +2025-06-12 04:56:46,937 - pyskl - INFO - Epoch [108][3600/3940] lr: 4.550e-03, eta: 20:33:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.6585, loss: 2.6585 +2025-06-12 04:57:31,299 - pyskl - INFO - Epoch [108][3700/3940] lr: 4.545e-03, eta: 20:32:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.5732, loss: 2.5732 +2025-06-12 04:58:15,614 - pyskl - INFO - Epoch [108][3800/3940] lr: 4.539e-03, eta: 20:31:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9875, loss_cls: 2.5987, loss: 2.5987 +2025-06-12 04:58:59,959 - pyskl - INFO - Epoch [108][3900/3940] lr: 4.534e-03, eta: 20:31:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9931, loss_cls: 2.6037, loss: 2.6037 +2025-06-12 04:59:18,025 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-06-12 05:02:39,516 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 05:02:39,980 - pyskl - INFO - +top1_acc 0.8118 +top5_acc 0.9637 +2025-06-12 05:02:39,999 - pyskl - INFO - Epoch(val) [108][3183] top1_acc: 0.8118, top5_acc: 0.9637 +2025-06-12 05:03:49,418 - pyskl - INFO - Epoch [109][100/3940] lr: 4.527e-03, eta: 20:30:01, time: 0.694, data_time: 0.249, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.5639, loss: 2.5639 +2025-06-12 05:04:33,810 - pyskl - INFO - Epoch [109][200/3940] lr: 4.522e-03, eta: 20:29:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.3660, loss: 2.3660 +2025-06-12 05:05:18,238 - pyskl - INFO - Epoch [109][300/3940] lr: 4.517e-03, eta: 20:28:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 2.5340, loss: 2.5340 +2025-06-12 05:06:02,706 - pyskl - INFO - Epoch [109][400/3940] lr: 4.512e-03, eta: 20:27:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.4684, loss: 2.4684 +2025-06-12 05:06:47,144 - pyskl - INFO - Epoch [109][500/3940] lr: 4.507e-03, eta: 20:27:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.5607, loss: 2.5607 +2025-06-12 05:07:31,659 - pyskl - INFO - Epoch [109][600/3940] lr: 4.502e-03, eta: 20:26:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.5377, loss: 2.5377 +2025-06-12 05:08:16,057 - pyskl - INFO - Epoch [109][700/3940] lr: 4.496e-03, eta: 20:25:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 2.4419, loss: 2.4419 +2025-06-12 05:09:00,536 - pyskl - INFO - Epoch [109][800/3940] lr: 4.491e-03, eta: 20:24:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9969, loss_cls: 2.4941, loss: 2.4941 +2025-06-12 05:09:44,925 - pyskl - INFO - Epoch [109][900/3940] lr: 4.486e-03, eta: 20:24:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 2.6115, loss: 2.6115 +2025-06-12 05:10:29,317 - pyskl - INFO - Epoch [109][1000/3940] lr: 4.481e-03, eta: 20:23:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.4447, loss: 2.4447 +2025-06-12 05:11:13,702 - pyskl - INFO - Epoch [109][1100/3940] lr: 4.476e-03, eta: 20:22:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.6406, loss: 2.6406 +2025-06-12 05:11:58,106 - pyskl - INFO - Epoch [109][1200/3940] lr: 4.471e-03, eta: 20:21:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.5710, loss: 2.5710 +2025-06-12 05:12:42,487 - pyskl - INFO - Epoch [109][1300/3940] lr: 4.466e-03, eta: 20:21:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.6310, loss: 2.6310 +2025-06-12 05:13:26,953 - pyskl - INFO - Epoch [109][1400/3940] lr: 4.461e-03, eta: 20:20:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.5157, loss: 2.5157 +2025-06-12 05:14:11,291 - pyskl - INFO - Epoch [109][1500/3940] lr: 4.456e-03, eta: 20:19:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.4816, loss: 2.4816 +2025-06-12 05:14:55,735 - pyskl - INFO - Epoch [109][1600/3940] lr: 4.451e-03, eta: 20:18:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9900, loss_cls: 2.4674, loss: 2.4674 +2025-06-12 05:15:40,202 - pyskl - INFO - Epoch [109][1700/3940] lr: 4.446e-03, eta: 20:18:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 2.4912, loss: 2.4912 +2025-06-12 05:16:24,752 - pyskl - INFO - Epoch [109][1800/3940] lr: 4.440e-03, eta: 20:17:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.5786, loss: 2.5786 +2025-06-12 05:17:09,194 - pyskl - INFO - Epoch [109][1900/3940] lr: 4.435e-03, eta: 20:16:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 2.5157, loss: 2.5157 +2025-06-12 05:17:53,620 - pyskl - INFO - Epoch [109][2000/3940] lr: 4.430e-03, eta: 20:15:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.5335, loss: 2.5335 +2025-06-12 05:18:38,062 - pyskl - INFO - Epoch [109][2100/3940] lr: 4.425e-03, eta: 20:15:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9894, loss_cls: 2.5537, loss: 2.5537 +2025-06-12 05:19:22,639 - pyskl - INFO - Epoch [109][2200/3940] lr: 4.420e-03, eta: 20:14:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.5512, loss: 2.5512 +2025-06-12 05:20:07,005 - pyskl - INFO - Epoch [109][2300/3940] lr: 4.415e-03, eta: 20:13:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.5869, loss: 2.5869 +2025-06-12 05:20:51,362 - pyskl - INFO - Epoch [109][2400/3940] lr: 4.410e-03, eta: 20:12:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.5887, loss: 2.5887 +2025-06-12 05:21:35,667 - pyskl - INFO - Epoch [109][2500/3940] lr: 4.405e-03, eta: 20:12:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 2.5592, loss: 2.5592 +2025-06-12 05:22:20,001 - pyskl - INFO - Epoch [109][2600/3940] lr: 4.400e-03, eta: 20:11:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.5754, loss: 2.5754 +2025-06-12 05:23:04,388 - pyskl - INFO - Epoch [109][2700/3940] lr: 4.395e-03, eta: 20:10:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.5150, loss: 2.5150 +2025-06-12 05:23:48,900 - pyskl - INFO - Epoch [109][2800/3940] lr: 4.390e-03, eta: 20:09:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.6459, loss: 2.6459 +2025-06-12 05:24:33,226 - pyskl - INFO - Epoch [109][2900/3940] lr: 4.385e-03, eta: 20:09:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.5487, loss: 2.5487 +2025-06-12 05:25:17,534 - pyskl - INFO - Epoch [109][3000/3940] lr: 4.380e-03, eta: 20:08:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.6077, loss: 2.6077 +2025-06-12 05:26:01,836 - pyskl - INFO - Epoch [109][3100/3940] lr: 4.375e-03, eta: 20:07:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.4428, loss: 2.4428 +2025-06-12 05:26:46,288 - pyskl - INFO - Epoch [109][3200/3940] lr: 4.370e-03, eta: 20:06:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.5852, loss: 2.5852 +2025-06-12 05:27:30,655 - pyskl - INFO - Epoch [109][3300/3940] lr: 4.365e-03, eta: 20:06:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9894, loss_cls: 2.5904, loss: 2.5904 +2025-06-12 05:28:14,993 - pyskl - INFO - Epoch [109][3400/3940] lr: 4.359e-03, eta: 20:05:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.6455, loss: 2.6455 +2025-06-12 05:28:59,403 - pyskl - INFO - Epoch [109][3500/3940] lr: 4.354e-03, eta: 20:04:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.4109, loss: 2.4109 +2025-06-12 05:29:43,877 - pyskl - INFO - Epoch [109][3600/3940] lr: 4.349e-03, eta: 20:03:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.5351, loss: 2.5351 +2025-06-12 05:30:28,344 - pyskl - INFO - Epoch [109][3700/3940] lr: 4.344e-03, eta: 20:03:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9875, loss_cls: 2.5438, loss: 2.5438 +2025-06-12 05:31:12,850 - pyskl - INFO - Epoch [109][3800/3940] lr: 4.339e-03, eta: 20:02:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.5699, loss: 2.5699 +2025-06-12 05:31:57,190 - pyskl - INFO - Epoch [109][3900/3940] lr: 4.334e-03, eta: 20:01:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.5304, loss: 2.5304 +2025-06-12 05:32:15,386 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-06-12 05:35:36,522 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 05:35:36,990 - pyskl - INFO - +top1_acc 0.8234 +top5_acc 0.9681 +2025-06-12 05:35:37,043 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_106.pth was removed +2025-06-12 05:35:38,106 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. +2025-06-12 05:35:38,108 - pyskl - INFO - Best top1_acc is 0.8234 at 109 epoch. +2025-06-12 05:35:38,126 - pyskl - INFO - Epoch(val) [109][3183] top1_acc: 0.8234, top5_acc: 0.9681 +2025-06-12 05:36:47,350 - pyskl - INFO - Epoch [110][100/3940] lr: 4.327e-03, eta: 20:00:43, time: 0.692, data_time: 0.249, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 2.5530, loss: 2.5530 +2025-06-12 05:37:31,480 - pyskl - INFO - Epoch [110][200/3940] lr: 4.322e-03, eta: 19:59:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.5576, loss: 2.5576 +2025-06-12 05:38:15,710 - pyskl - INFO - Epoch [110][300/3940] lr: 4.317e-03, eta: 19:59:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 2.5007, loss: 2.5007 +2025-06-12 05:38:59,781 - pyskl - INFO - Epoch [110][400/3940] lr: 4.312e-03, eta: 19:58:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.4122, loss: 2.4122 +2025-06-12 05:39:44,091 - pyskl - INFO - Epoch [110][500/3940] lr: 4.307e-03, eta: 19:57:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.4955, loss: 2.4955 +2025-06-12 05:40:28,342 - pyskl - INFO - Epoch [110][600/3940] lr: 4.302e-03, eta: 19:56:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 2.4270, loss: 2.4270 +2025-06-12 05:41:12,590 - pyskl - INFO - Epoch [110][700/3940] lr: 4.297e-03, eta: 19:56:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 2.4409, loss: 2.4409 +2025-06-12 05:41:56,832 - pyskl - INFO - Epoch [110][800/3940] lr: 4.292e-03, eta: 19:55:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.4674, loss: 2.4674 +2025-06-12 05:42:41,155 - pyskl - INFO - Epoch [110][900/3940] lr: 4.287e-03, eta: 19:54:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.4797, loss: 2.4797 +2025-06-12 05:43:25,341 - pyskl - INFO - Epoch [110][1000/3940] lr: 4.282e-03, eta: 19:54:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.5296, loss: 2.5296 +2025-06-12 05:44:09,437 - pyskl - INFO - Epoch [110][1100/3940] lr: 4.277e-03, eta: 19:53:15, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 2.4248, loss: 2.4248 +2025-06-12 05:44:53,722 - pyskl - INFO - Epoch [110][1200/3940] lr: 4.272e-03, eta: 19:52:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 2.4264, loss: 2.4264 +2025-06-12 05:45:38,038 - pyskl - INFO - Epoch [110][1300/3940] lr: 4.267e-03, eta: 19:51:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9962, loss_cls: 2.5678, loss: 2.5678 +2025-06-12 05:46:22,319 - pyskl - INFO - Epoch [110][1400/3940] lr: 4.262e-03, eta: 19:51:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.5130, loss: 2.5130 +2025-06-12 05:47:06,614 - pyskl - INFO - Epoch [110][1500/3940] lr: 4.257e-03, eta: 19:50:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.5035, loss: 2.5035 +2025-06-12 05:47:50,864 - pyskl - INFO - Epoch [110][1600/3940] lr: 4.252e-03, eta: 19:49:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.5392, loss: 2.5392 +2025-06-12 05:48:35,178 - pyskl - INFO - Epoch [110][1700/3940] lr: 4.247e-03, eta: 19:48:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 2.5388, loss: 2.5388 +2025-06-12 05:49:19,695 - pyskl - INFO - Epoch [110][1800/3940] lr: 4.242e-03, eta: 19:48:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 2.4799, loss: 2.4799 +2025-06-12 05:50:04,175 - pyskl - INFO - Epoch [110][1900/3940] lr: 4.237e-03, eta: 19:47:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 2.4785, loss: 2.4785 +2025-06-12 05:50:48,554 - pyskl - INFO - Epoch [110][2000/3940] lr: 4.232e-03, eta: 19:46:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.5021, loss: 2.5021 +2025-06-12 05:51:32,925 - pyskl - INFO - Epoch [110][2100/3940] lr: 4.227e-03, eta: 19:45:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9900, loss_cls: 2.4538, loss: 2.4538 +2025-06-12 05:52:17,323 - pyskl - INFO - Epoch [110][2200/3940] lr: 4.222e-03, eta: 19:45:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9950, loss_cls: 2.5816, loss: 2.5816 +2025-06-12 05:53:01,721 - pyskl - INFO - Epoch [110][2300/3940] lr: 4.217e-03, eta: 19:44:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.5958, loss: 2.5958 +2025-06-12 05:53:46,281 - pyskl - INFO - Epoch [110][2400/3940] lr: 4.212e-03, eta: 19:43:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9869, loss_cls: 2.6156, loss: 2.6156 +2025-06-12 05:54:30,986 - pyskl - INFO - Epoch [110][2500/3940] lr: 4.207e-03, eta: 19:42:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 2.4943, loss: 2.4943 +2025-06-12 05:55:15,457 - pyskl - INFO - Epoch [110][2600/3940] lr: 4.202e-03, eta: 19:42:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 2.4491, loss: 2.4491 +2025-06-12 05:56:00,124 - pyskl - INFO - Epoch [110][2700/3940] lr: 4.197e-03, eta: 19:41:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9862, loss_cls: 2.5696, loss: 2.5696 +2025-06-12 05:56:44,765 - pyskl - INFO - Epoch [110][2800/3940] lr: 4.192e-03, eta: 19:40:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.5454, loss: 2.5454 +2025-06-12 05:57:29,475 - pyskl - INFO - Epoch [110][2900/3940] lr: 4.187e-03, eta: 19:39:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.4980, loss: 2.4980 +2025-06-12 05:58:14,217 - pyskl - INFO - Epoch [110][3000/3940] lr: 4.182e-03, eta: 19:39:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.3913, loss: 2.3913 +2025-06-12 05:58:58,929 - pyskl - INFO - Epoch [110][3100/3940] lr: 4.177e-03, eta: 19:38:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9956, loss_cls: 2.4904, loss: 2.4904 +2025-06-12 05:59:43,608 - pyskl - INFO - Epoch [110][3200/3940] lr: 4.173e-03, eta: 19:37:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.4792, loss: 2.4792 +2025-06-12 06:00:27,979 - pyskl - INFO - Epoch [110][3300/3940] lr: 4.168e-03, eta: 19:36:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9894, loss_cls: 2.5186, loss: 2.5186 +2025-06-12 06:01:12,301 - pyskl - INFO - Epoch [110][3400/3940] lr: 4.163e-03, eta: 19:36:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9906, loss_cls: 2.5268, loss: 2.5268 +2025-06-12 06:01:56,622 - pyskl - INFO - Epoch [110][3500/3940] lr: 4.158e-03, eta: 19:35:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.5504, loss: 2.5504 +2025-06-12 06:02:41,005 - pyskl - INFO - Epoch [110][3600/3940] lr: 4.153e-03, eta: 19:34:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 2.5301, loss: 2.5301 +2025-06-12 06:03:25,340 - pyskl - INFO - Epoch [110][3700/3940] lr: 4.148e-03, eta: 19:33:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.4960, loss: 2.4960 +2025-06-12 06:04:09,711 - pyskl - INFO - Epoch [110][3800/3940] lr: 4.143e-03, eta: 19:33:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 2.5795, loss: 2.5795 +2025-06-12 06:04:54,250 - pyskl - INFO - Epoch [110][3900/3940] lr: 4.138e-03, eta: 19:32:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 2.5534, loss: 2.5534 +2025-06-12 06:05:12,504 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-06-12 06:22:38,866 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 06:22:39,337 - pyskl - INFO - +top1_acc 0.8122 +top5_acc 0.9672 +2025-06-12 06:22:39,356 - pyskl - INFO - Epoch(val) [110][3183] top1_acc: 0.8122, top5_acc: 0.9672 +2025-06-12 06:23:48,611 - pyskl - INFO - Epoch [111][100/3940] lr: 4.131e-03, eta: 19:31:24, time: 0.692, data_time: 0.248, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 2.4831, loss: 2.4831 +2025-06-12 06:24:32,921 - pyskl - INFO - Epoch [111][200/3940] lr: 4.126e-03, eta: 19:30:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 2.4191, loss: 2.4191 +2025-06-12 06:25:17,229 - pyskl - INFO - Epoch [111][300/3940] lr: 4.121e-03, eta: 19:29:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 2.3487, loss: 2.3487 +2025-06-12 06:26:01,604 - pyskl - INFO - Epoch [111][400/3940] lr: 4.116e-03, eta: 19:29:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.3449, loss: 2.3449 +2025-06-12 06:26:45,957 - pyskl - INFO - Epoch [111][500/3940] lr: 4.111e-03, eta: 19:28:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9894, loss_cls: 2.5533, loss: 2.5533 +2025-06-12 06:27:30,299 - pyskl - INFO - Epoch [111][600/3940] lr: 4.106e-03, eta: 19:27:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.4882, loss: 2.4882 +2025-06-12 06:28:14,603 - pyskl - INFO - Epoch [111][700/3940] lr: 4.101e-03, eta: 19:26:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9912, loss_cls: 2.4366, loss: 2.4366 +2025-06-12 06:28:58,884 - pyskl - INFO - Epoch [111][800/3940] lr: 4.096e-03, eta: 19:26:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 2.4736, loss: 2.4736 +2025-06-12 06:29:43,262 - pyskl - INFO - Epoch [111][900/3940] lr: 4.092e-03, eta: 19:25:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.4490, loss: 2.4490 +2025-06-12 06:30:27,596 - pyskl - INFO - Epoch [111][1000/3940] lr: 4.087e-03, eta: 19:24:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.4708, loss: 2.4708 +2025-06-12 06:31:11,957 - pyskl - INFO - Epoch [111][1100/3940] lr: 4.082e-03, eta: 19:23:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.4610, loss: 2.4610 +2025-06-12 06:31:56,301 - pyskl - INFO - Epoch [111][1200/3940] lr: 4.077e-03, eta: 19:23:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.5147, loss: 2.5147 +2025-06-12 06:32:40,631 - pyskl - INFO - Epoch [111][1300/3940] lr: 4.072e-03, eta: 19:22:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.4523, loss: 2.4523 +2025-06-12 06:33:25,013 - pyskl - INFO - Epoch [111][1400/3940] lr: 4.067e-03, eta: 19:21:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 2.4702, loss: 2.4702 +2025-06-12 06:34:09,342 - pyskl - INFO - Epoch [111][1500/3940] lr: 4.062e-03, eta: 19:20:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.5276, loss: 2.5276 +2025-06-12 06:34:53,772 - pyskl - INFO - Epoch [111][1600/3940] lr: 4.057e-03, eta: 19:20:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.4022, loss: 2.4022 +2025-06-12 06:35:38,317 - pyskl - INFO - Epoch [111][1700/3940] lr: 4.052e-03, eta: 19:19:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.6135, loss: 2.6135 +2025-06-12 06:36:22,675 - pyskl - INFO - Epoch [111][1800/3940] lr: 4.047e-03, eta: 19:18:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.4833, loss: 2.4833 +2025-06-12 06:37:07,079 - pyskl - INFO - Epoch [111][1900/3940] lr: 4.043e-03, eta: 19:17:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 2.5101, loss: 2.5101 +2025-06-12 06:37:51,533 - pyskl - INFO - Epoch [111][2000/3940] lr: 4.038e-03, eta: 19:17:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.4600, loss: 2.4600 +2025-06-12 06:38:35,923 - pyskl - INFO - Epoch [111][2100/3940] lr: 4.033e-03, eta: 19:16:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.4807, loss: 2.4807 +2025-06-12 06:39:20,287 - pyskl - INFO - Epoch [111][2200/3940] lr: 4.028e-03, eta: 19:15:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.4924, loss: 2.4924 +2025-06-12 06:40:04,638 - pyskl - INFO - Epoch [111][2300/3940] lr: 4.023e-03, eta: 19:15:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.3221, loss: 2.3221 +2025-06-12 06:40:48,990 - pyskl - INFO - Epoch [111][2400/3940] lr: 4.018e-03, eta: 19:14:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.4443, loss: 2.4443 +2025-06-12 06:41:33,325 - pyskl - INFO - Epoch [111][2500/3940] lr: 4.013e-03, eta: 19:13:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.4400, loss: 2.4400 +2025-06-12 06:42:17,665 - pyskl - INFO - Epoch [111][2600/3940] lr: 4.008e-03, eta: 19:12:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.5323, loss: 2.5323 +2025-06-12 06:43:02,023 - pyskl - INFO - Epoch [111][2700/3940] lr: 4.003e-03, eta: 19:12:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.4529, loss: 2.4529 +2025-06-12 06:43:46,311 - pyskl - INFO - Epoch [111][2800/3940] lr: 3.999e-03, eta: 19:11:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.5527, loss: 2.5527 +2025-06-12 06:44:30,600 - pyskl - INFO - Epoch [111][2900/3940] lr: 3.994e-03, eta: 19:10:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.5754, loss: 2.5754 +2025-06-12 06:45:14,922 - pyskl - INFO - Epoch [111][3000/3940] lr: 3.989e-03, eta: 19:09:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 2.5054, loss: 2.5054 +2025-06-12 06:45:59,182 - pyskl - INFO - Epoch [111][3100/3940] lr: 3.984e-03, eta: 19:09:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.5541, loss: 2.5541 +2025-06-12 06:46:43,416 - pyskl - INFO - Epoch [111][3200/3940] lr: 3.979e-03, eta: 19:08:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 2.4348, loss: 2.4348 +2025-06-12 06:47:27,700 - pyskl - INFO - Epoch [111][3300/3940] lr: 3.974e-03, eta: 19:07:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.4095, loss: 2.4095 +2025-06-12 06:48:11,945 - pyskl - INFO - Epoch [111][3400/3940] lr: 3.969e-03, eta: 19:06:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 2.5721, loss: 2.5721 +2025-06-12 06:48:56,218 - pyskl - INFO - Epoch [111][3500/3940] lr: 3.965e-03, eta: 19:06:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.4598, loss: 2.4598 +2025-06-12 06:49:40,488 - pyskl - INFO - Epoch [111][3600/3940] lr: 3.960e-03, eta: 19:05:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.5020, loss: 2.5020 +2025-06-12 06:50:24,869 - pyskl - INFO - Epoch [111][3700/3940] lr: 3.955e-03, eta: 19:04:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9888, loss_cls: 2.4151, loss: 2.4151 +2025-06-12 06:51:09,419 - pyskl - INFO - Epoch [111][3800/3940] lr: 3.950e-03, eta: 19:03:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 2.4386, loss: 2.4386 +2025-06-12 06:51:53,823 - pyskl - INFO - Epoch [111][3900/3940] lr: 3.945e-03, eta: 19:03:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.4012, loss: 2.4012 +2025-06-12 06:52:11,896 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-06-12 06:55:32,790 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 06:55:33,257 - pyskl - INFO - +top1_acc 0.7014 +top5_acc 0.9133 +2025-06-12 06:55:33,278 - pyskl - INFO - Epoch(val) [111][3183] top1_acc: 0.7014, top5_acc: 0.9133 +2025-06-12 06:56:42,533 - pyskl - INFO - Epoch [112][100/3940] lr: 3.938e-03, eta: 19:02:04, time: 0.692, data_time: 0.248, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 2.3825, loss: 2.3825 +2025-06-12 06:57:26,990 - pyskl - INFO - Epoch [112][200/3940] lr: 3.934e-03, eta: 19:01:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.4391, loss: 2.4391 +2025-06-12 06:58:11,387 - pyskl - INFO - Epoch [112][300/3940] lr: 3.929e-03, eta: 19:00:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 2.4079, loss: 2.4079 +2025-06-12 06:58:55,820 - pyskl - INFO - Epoch [112][400/3940] lr: 3.924e-03, eta: 18:59:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 2.3902, loss: 2.3902 +2025-06-12 06:59:40,195 - pyskl - INFO - Epoch [112][500/3940] lr: 3.919e-03, eta: 18:59:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.3830, loss: 2.3830 +2025-06-12 07:00:24,670 - pyskl - INFO - Epoch [112][600/3940] lr: 3.914e-03, eta: 18:58:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.3667, loss: 2.3667 +2025-06-12 07:01:09,201 - pyskl - INFO - Epoch [112][700/3940] lr: 3.909e-03, eta: 18:57:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.4976, loss: 2.4976 +2025-06-12 07:01:53,643 - pyskl - INFO - Epoch [112][800/3940] lr: 3.905e-03, eta: 18:56:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.4680, loss: 2.4680 +2025-06-12 07:02:37,966 - pyskl - INFO - Epoch [112][900/3940] lr: 3.900e-03, eta: 18:56:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.4167, loss: 2.4167 +2025-06-12 07:03:22,296 - pyskl - INFO - Epoch [112][1000/3940] lr: 3.895e-03, eta: 18:55:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 2.4885, loss: 2.4885 +2025-06-12 07:04:06,805 - pyskl - INFO - Epoch [112][1100/3940] lr: 3.890e-03, eta: 18:54:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.3924, loss: 2.3924 +2025-06-12 07:04:51,200 - pyskl - INFO - Epoch [112][1200/3940] lr: 3.885e-03, eta: 18:53:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.4420, loss: 2.4420 +2025-06-12 07:05:35,619 - pyskl - INFO - Epoch [112][1300/3940] lr: 3.880e-03, eta: 18:53:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 2.4725, loss: 2.4725 +2025-06-12 07:06:20,048 - pyskl - INFO - Epoch [112][1400/3940] lr: 3.876e-03, eta: 18:52:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 2.4460, loss: 2.4460 +2025-06-12 07:07:04,490 - pyskl - INFO - Epoch [112][1500/3940] lr: 3.871e-03, eta: 18:51:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 2.4500, loss: 2.4500 +2025-06-12 07:07:48,898 - pyskl - INFO - Epoch [112][1600/3940] lr: 3.866e-03, eta: 18:50:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.4061, loss: 2.4061 +2025-06-12 07:08:33,345 - pyskl - INFO - Epoch [112][1700/3940] lr: 3.861e-03, eta: 18:50:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.4231, loss: 2.4231 +2025-06-12 07:09:17,857 - pyskl - INFO - Epoch [112][1800/3940] lr: 3.856e-03, eta: 18:49:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.4681, loss: 2.4681 +2025-06-12 07:10:02,458 - pyskl - INFO - Epoch [112][1900/3940] lr: 3.852e-03, eta: 18:48:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.5285, loss: 2.5285 +2025-06-12 07:10:46,975 - pyskl - INFO - Epoch [112][2000/3940] lr: 3.847e-03, eta: 18:47:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 2.4149, loss: 2.4149 +2025-06-12 07:11:31,358 - pyskl - INFO - Epoch [112][2100/3940] lr: 3.842e-03, eta: 18:47:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.3859, loss: 2.3859 +2025-06-12 07:12:15,911 - pyskl - INFO - Epoch [112][2200/3940] lr: 3.837e-03, eta: 18:46:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.3976, loss: 2.3976 +2025-06-12 07:13:00,465 - pyskl - INFO - Epoch [112][2300/3940] lr: 3.832e-03, eta: 18:45:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.3938, loss: 2.3938 +2025-06-12 07:13:45,203 - pyskl - INFO - Epoch [112][2400/3940] lr: 3.828e-03, eta: 18:44:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9912, loss_cls: 2.4201, loss: 2.4201 +2025-06-12 07:14:29,815 - pyskl - INFO - Epoch [112][2500/3940] lr: 3.823e-03, eta: 18:44:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.4153, loss: 2.4153 +2025-06-12 07:15:14,394 - pyskl - INFO - Epoch [112][2600/3940] lr: 3.818e-03, eta: 18:43:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 2.5002, loss: 2.5002 +2025-06-12 07:15:59,007 - pyskl - INFO - Epoch [112][2700/3940] lr: 3.813e-03, eta: 18:42:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 2.5735, loss: 2.5735 +2025-06-12 07:16:43,537 - pyskl - INFO - Epoch [112][2800/3940] lr: 3.809e-03, eta: 18:41:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.4448, loss: 2.4448 +2025-06-12 07:17:28,022 - pyskl - INFO - Epoch [112][2900/3940] lr: 3.804e-03, eta: 18:41:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.3326, loss: 2.3326 +2025-06-12 07:18:12,501 - pyskl - INFO - Epoch [112][3000/3940] lr: 3.799e-03, eta: 18:40:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 2.4888, loss: 2.4888 +2025-06-12 07:18:56,932 - pyskl - INFO - Epoch [112][3100/3940] lr: 3.794e-03, eta: 18:39:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.3833, loss: 2.3833 +2025-06-12 07:19:41,335 - pyskl - INFO - Epoch [112][3200/3940] lr: 3.789e-03, eta: 18:38:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.4893, loss: 2.4893 +2025-06-12 07:20:25,801 - pyskl - INFO - Epoch [112][3300/3940] lr: 3.785e-03, eta: 18:38:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.5217, loss: 2.5217 +2025-06-12 07:21:10,243 - pyskl - INFO - Epoch [112][3400/3940] lr: 3.780e-03, eta: 18:37:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 2.5093, loss: 2.5093 +2025-06-12 07:21:54,672 - pyskl - INFO - Epoch [112][3500/3940] lr: 3.775e-03, eta: 18:36:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.4710, loss: 2.4710 +2025-06-12 07:22:39,131 - pyskl - INFO - Epoch [112][3600/3940] lr: 3.770e-03, eta: 18:36:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.4417, loss: 2.4417 +2025-06-12 07:23:23,664 - pyskl - INFO - Epoch [112][3700/3940] lr: 3.766e-03, eta: 18:35:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.5482, loss: 2.5482 +2025-06-12 07:24:08,126 - pyskl - INFO - Epoch [112][3800/3940] lr: 3.761e-03, eta: 18:34:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.4360, loss: 2.4360 +2025-06-12 07:24:52,504 - pyskl - INFO - Epoch [112][3900/3940] lr: 3.756e-03, eta: 18:33:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.4131, loss: 2.4131 +2025-06-12 07:25:10,661 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-06-12 07:28:31,751 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 07:28:32,219 - pyskl - INFO - +top1_acc 0.7953 +top5_acc 0.9570 +2025-06-12 07:28:32,238 - pyskl - INFO - Epoch(val) [112][3183] top1_acc: 0.7953, top5_acc: 0.9570 +2025-06-12 07:29:41,350 - pyskl - INFO - Epoch [113][100/3940] lr: 3.750e-03, eta: 18:32:46, time: 0.691, data_time: 0.248, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.3941, loss: 2.3941 +2025-06-12 07:30:25,758 - pyskl - INFO - Epoch [113][200/3940] lr: 3.745e-03, eta: 18:32:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.3754, loss: 2.3754 +2025-06-12 07:31:10,152 - pyskl - INFO - Epoch [113][300/3940] lr: 3.740e-03, eta: 18:31:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9931, loss_cls: 2.3540, loss: 2.3540 +2025-06-12 07:31:54,610 - pyskl - INFO - Epoch [113][400/3940] lr: 3.735e-03, eta: 18:30:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 2.3784, loss: 2.3784 +2025-06-12 07:32:39,115 - pyskl - INFO - Epoch [113][500/3940] lr: 3.731e-03, eta: 18:29:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.3388, loss: 2.3388 +2025-06-12 07:33:23,613 - pyskl - INFO - Epoch [113][600/3940] lr: 3.726e-03, eta: 18:29:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 2.2793, loss: 2.2793 +2025-06-12 07:34:08,031 - pyskl - INFO - Epoch [113][700/3940] lr: 3.721e-03, eta: 18:28:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9906, loss_cls: 2.4792, loss: 2.4792 +2025-06-12 07:34:52,360 - pyskl - INFO - Epoch [113][800/3940] lr: 3.716e-03, eta: 18:27:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.3522, loss: 2.3522 +2025-06-12 07:35:36,755 - pyskl - INFO - Epoch [113][900/3940] lr: 3.712e-03, eta: 18:26:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.4589, loss: 2.4589 +2025-06-12 07:36:21,090 - pyskl - INFO - Epoch [113][1000/3940] lr: 3.707e-03, eta: 18:26:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 2.4678, loss: 2.4678 +2025-06-12 07:37:05,462 - pyskl - INFO - Epoch [113][1100/3940] lr: 3.702e-03, eta: 18:25:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.4425, loss: 2.4425 +2025-06-12 07:37:49,856 - pyskl - INFO - Epoch [113][1200/3940] lr: 3.697e-03, eta: 18:24:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 2.3638, loss: 2.3638 +2025-06-12 07:38:34,208 - pyskl - INFO - Epoch [113][1300/3940] lr: 3.693e-03, eta: 18:23:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.4327, loss: 2.4327 +2025-06-12 07:39:18,627 - pyskl - INFO - Epoch [113][1400/3940] lr: 3.688e-03, eta: 18:23:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 2.4078, loss: 2.4078 +2025-06-12 07:40:03,013 - pyskl - INFO - Epoch [113][1500/3940] lr: 3.683e-03, eta: 18:22:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9906, loss_cls: 2.4403, loss: 2.4403 +2025-06-12 07:40:47,414 - pyskl - INFO - Epoch [113][1600/3940] lr: 3.679e-03, eta: 18:21:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 2.4060, loss: 2.4060 +2025-06-12 07:41:31,832 - pyskl - INFO - Epoch [113][1700/3940] lr: 3.674e-03, eta: 18:20:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.4560, loss: 2.4560 +2025-06-12 07:42:16,275 - pyskl - INFO - Epoch [113][1800/3940] lr: 3.669e-03, eta: 18:20:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.3867, loss: 2.3867 +2025-06-12 07:43:00,981 - pyskl - INFO - Epoch [113][1900/3940] lr: 3.665e-03, eta: 18:19:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.4284, loss: 2.4284 +2025-06-12 07:43:45,367 - pyskl - INFO - Epoch [113][2000/3940] lr: 3.660e-03, eta: 18:18:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 2.3228, loss: 2.3228 +2025-06-12 07:44:29,540 - pyskl - INFO - Epoch [113][2100/3940] lr: 3.655e-03, eta: 18:17:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.4951, loss: 2.4951 +2025-06-12 07:45:13,827 - pyskl - INFO - Epoch [113][2200/3940] lr: 3.650e-03, eta: 18:17:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.4102, loss: 2.4102 +2025-06-12 07:45:58,222 - pyskl - INFO - Epoch [113][2300/3940] lr: 3.646e-03, eta: 18:16:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.4412, loss: 2.4412 +2025-06-12 07:46:42,634 - pyskl - INFO - Epoch [113][2400/3940] lr: 3.641e-03, eta: 18:15:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.5002, loss: 2.5002 +2025-06-12 07:47:27,021 - pyskl - INFO - Epoch [113][2500/3940] lr: 3.636e-03, eta: 18:14:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.5773, loss: 2.5773 +2025-06-12 07:48:11,438 - pyskl - INFO - Epoch [113][2600/3940] lr: 3.632e-03, eta: 18:14:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.3569, loss: 2.3569 +2025-06-12 07:48:55,848 - pyskl - INFO - Epoch [113][2700/3940] lr: 3.627e-03, eta: 18:13:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.4493, loss: 2.4493 +2025-06-12 07:49:40,319 - pyskl - INFO - Epoch [113][2800/3940] lr: 3.622e-03, eta: 18:12:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 2.4784, loss: 2.4784 +2025-06-12 07:50:24,694 - pyskl - INFO - Epoch [113][2900/3940] lr: 3.618e-03, eta: 18:11:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 2.4161, loss: 2.4161 +2025-06-12 07:51:09,352 - pyskl - INFO - Epoch [113][3000/3940] lr: 3.613e-03, eta: 18:11:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.4165, loss: 2.4165 +2025-06-12 07:51:53,793 - pyskl - INFO - Epoch [113][3100/3940] lr: 3.608e-03, eta: 18:10:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.3579, loss: 2.3579 +2025-06-12 07:52:38,106 - pyskl - INFO - Epoch [113][3200/3940] lr: 3.604e-03, eta: 18:09:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 2.3472, loss: 2.3472 +2025-06-12 07:53:22,494 - pyskl - INFO - Epoch [113][3300/3940] lr: 3.599e-03, eta: 18:08:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.4229, loss: 2.4229 +2025-06-12 07:54:06,837 - pyskl - INFO - Epoch [113][3400/3940] lr: 3.594e-03, eta: 18:08:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.5271, loss: 2.5271 +2025-06-12 07:54:51,266 - pyskl - INFO - Epoch [113][3500/3940] lr: 3.590e-03, eta: 18:07:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9881, loss_cls: 2.5343, loss: 2.5343 +2025-06-12 07:55:35,655 - pyskl - INFO - Epoch [113][3600/3940] lr: 3.585e-03, eta: 18:06:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.5392, loss: 2.5392 +2025-06-12 07:56:20,121 - pyskl - INFO - Epoch [113][3700/3940] lr: 3.580e-03, eta: 18:05:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9969, loss_cls: 2.4650, loss: 2.4650 +2025-06-12 07:57:04,727 - pyskl - INFO - Epoch [113][3800/3940] lr: 3.576e-03, eta: 18:05:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.4539, loss: 2.4539 +2025-06-12 07:57:49,260 - pyskl - INFO - Epoch [113][3900/3940] lr: 3.571e-03, eta: 18:04:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.4534, loss: 2.4534 +2025-06-12 07:58:07,461 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-06-12 08:01:28,576 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 08:01:29,074 - pyskl - INFO - +top1_acc 0.8287 +top5_acc 0.9701 +2025-06-12 08:01:29,125 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_109.pth was removed +2025-06-12 08:01:30,171 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2025-06-12 08:01:30,173 - pyskl - INFO - Best top1_acc is 0.8287 at 113 epoch. +2025-06-12 08:01:30,190 - pyskl - INFO - Epoch(val) [113][3183] top1_acc: 0.8287, top5_acc: 0.9701 +2025-06-12 08:02:39,518 - pyskl - INFO - Epoch [114][100/3940] lr: 3.564e-03, eta: 18:03:28, time: 0.693, data_time: 0.248, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 2.4276, loss: 2.4276 +2025-06-12 08:03:23,959 - pyskl - INFO - Epoch [114][200/3940] lr: 3.560e-03, eta: 18:02:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 2.2810, loss: 2.2810 +2025-06-12 08:04:08,422 - pyskl - INFO - Epoch [114][300/3940] lr: 3.555e-03, eta: 18:01:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.3052, loss: 2.3052 +2025-06-12 08:04:52,931 - pyskl - INFO - Epoch [114][400/3940] lr: 3.551e-03, eta: 18:01:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 2.3713, loss: 2.3713 +2025-06-12 08:05:37,460 - pyskl - INFO - Epoch [114][500/3940] lr: 3.546e-03, eta: 18:00:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 2.3286, loss: 2.3286 +2025-06-12 08:06:21,946 - pyskl - INFO - Epoch [114][600/3940] lr: 3.541e-03, eta: 17:59:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.3568, loss: 2.3568 +2025-06-12 08:07:06,404 - pyskl - INFO - Epoch [114][700/3940] lr: 3.537e-03, eta: 17:59:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.3849, loss: 2.3849 +2025-06-12 08:07:50,917 - pyskl - INFO - Epoch [114][800/3940] lr: 3.532e-03, eta: 17:58:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.2427, loss: 2.2427 +2025-06-12 08:08:35,363 - pyskl - INFO - Epoch [114][900/3940] lr: 3.527e-03, eta: 17:57:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 2.3708, loss: 2.3708 +2025-06-12 08:09:19,811 - pyskl - INFO - Epoch [114][1000/3940] lr: 3.523e-03, eta: 17:56:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.3193, loss: 2.3193 +2025-06-12 08:10:04,296 - pyskl - INFO - Epoch [114][1100/3940] lr: 3.518e-03, eta: 17:56:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9925, loss_cls: 2.4434, loss: 2.4434 +2025-06-12 08:10:48,720 - pyskl - INFO - Epoch [114][1200/3940] lr: 3.514e-03, eta: 17:55:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.4610, loss: 2.4610 +2025-06-12 08:11:33,202 - pyskl - INFO - Epoch [114][1300/3940] lr: 3.509e-03, eta: 17:54:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 2.2803, loss: 2.2803 +2025-06-12 08:12:17,608 - pyskl - INFO - Epoch [114][1400/3940] lr: 3.504e-03, eta: 17:53:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 2.3590, loss: 2.3590 +2025-06-12 08:13:02,012 - pyskl - INFO - Epoch [114][1500/3940] lr: 3.500e-03, eta: 17:53:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 2.3908, loss: 2.3908 +2025-06-12 08:13:46,502 - pyskl - INFO - Epoch [114][1600/3940] lr: 3.495e-03, eta: 17:52:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.3758, loss: 2.3758 +2025-06-12 08:14:30,981 - pyskl - INFO - Epoch [114][1700/3940] lr: 3.490e-03, eta: 17:51:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 2.3576, loss: 2.3576 +2025-06-12 08:15:15,483 - pyskl - INFO - Epoch [114][1800/3940] lr: 3.486e-03, eta: 17:50:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.3322, loss: 2.3322 +2025-06-12 08:15:59,923 - pyskl - INFO - Epoch [114][1900/3940] lr: 3.481e-03, eta: 17:50:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.4395, loss: 2.4395 +2025-06-12 08:16:44,361 - pyskl - INFO - Epoch [114][2000/3940] lr: 3.477e-03, eta: 17:49:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.4080, loss: 2.4080 +2025-06-12 08:17:28,763 - pyskl - INFO - Epoch [114][2100/3940] lr: 3.472e-03, eta: 17:48:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.4826, loss: 2.4826 +2025-06-12 08:18:13,215 - pyskl - INFO - Epoch [114][2200/3940] lr: 3.467e-03, eta: 17:47:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 2.3696, loss: 2.3696 +2025-06-12 08:18:57,616 - pyskl - INFO - Epoch [114][2300/3940] lr: 3.463e-03, eta: 17:47:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.3212, loss: 2.3212 +2025-06-12 08:19:42,075 - pyskl - INFO - Epoch [114][2400/3940] lr: 3.458e-03, eta: 17:46:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.3186, loss: 2.3186 +2025-06-12 08:20:26,454 - pyskl - INFO - Epoch [114][2500/3940] lr: 3.454e-03, eta: 17:45:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 2.3727, loss: 2.3727 +2025-06-12 08:21:10,826 - pyskl - INFO - Epoch [114][2600/3940] lr: 3.449e-03, eta: 17:44:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.3653, loss: 2.3653 +2025-06-12 08:21:55,177 - pyskl - INFO - Epoch [114][2700/3940] lr: 3.445e-03, eta: 17:44:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 2.4110, loss: 2.4110 +2025-06-12 08:22:39,447 - pyskl - INFO - Epoch [114][2800/3940] lr: 3.440e-03, eta: 17:43:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.4467, loss: 2.4467 +2025-06-12 08:23:23,847 - pyskl - INFO - Epoch [114][2900/3940] lr: 3.435e-03, eta: 17:42:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 2.4353, loss: 2.4353 +2025-06-12 08:24:08,290 - pyskl - INFO - Epoch [114][3000/3940] lr: 3.431e-03, eta: 17:41:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9894, loss_cls: 2.5043, loss: 2.5043 +2025-06-12 08:24:52,620 - pyskl - INFO - Epoch [114][3100/3940] lr: 3.426e-03, eta: 17:41:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9919, loss_cls: 2.2980, loss: 2.2980 +2025-06-12 08:25:36,979 - pyskl - INFO - Epoch [114][3200/3940] lr: 3.422e-03, eta: 17:40:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.3752, loss: 2.3752 +2025-06-12 08:26:21,317 - pyskl - INFO - Epoch [114][3300/3940] lr: 3.417e-03, eta: 17:39:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.4534, loss: 2.4534 +2025-06-12 08:27:05,606 - pyskl - INFO - Epoch [114][3400/3940] lr: 3.413e-03, eta: 17:38:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.3468, loss: 2.3468 +2025-06-12 08:27:49,969 - pyskl - INFO - Epoch [114][3500/3940] lr: 3.408e-03, eta: 17:38:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 2.3664, loss: 2.3664 +2025-06-12 08:28:34,311 - pyskl - INFO - Epoch [114][3600/3940] lr: 3.403e-03, eta: 17:37:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.3641, loss: 2.3641 +2025-06-12 08:29:18,652 - pyskl - INFO - Epoch [114][3700/3940] lr: 3.399e-03, eta: 17:36:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.4503, loss: 2.4503 +2025-06-12 08:30:03,010 - pyskl - INFO - Epoch [114][3800/3940] lr: 3.394e-03, eta: 17:35:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.4204, loss: 2.4204 +2025-06-12 08:30:47,435 - pyskl - INFO - Epoch [114][3900/3940] lr: 3.390e-03, eta: 17:35:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.4608, loss: 2.4608 +2025-06-12 08:31:05,518 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-06-12 08:34:26,744 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 08:34:27,239 - pyskl - INFO - +top1_acc 0.8170 +top5_acc 0.9655 +2025-06-12 08:34:27,258 - pyskl - INFO - Epoch(val) [114][3183] top1_acc: 0.8170, top5_acc: 0.9655 +2025-06-12 08:35:36,027 - pyskl - INFO - Epoch [115][100/3940] lr: 3.383e-03, eta: 17:34:09, time: 0.688, data_time: 0.244, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.3255, loss: 2.3255 +2025-06-12 08:36:20,291 - pyskl - INFO - Epoch [115][200/3940] lr: 3.379e-03, eta: 17:33:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 2.3167, loss: 2.3167 +2025-06-12 08:37:04,602 - pyskl - INFO - Epoch [115][300/3940] lr: 3.374e-03, eta: 17:32:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 2.3245, loss: 2.3245 +2025-06-12 08:37:48,914 - pyskl - INFO - Epoch [115][400/3940] lr: 3.370e-03, eta: 17:31:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 2.2555, loss: 2.2555 +2025-06-12 08:38:33,278 - pyskl - INFO - Epoch [115][500/3940] lr: 3.365e-03, eta: 17:31:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 2.3171, loss: 2.3171 +2025-06-12 08:39:17,734 - pyskl - INFO - Epoch [115][600/3940] lr: 3.361e-03, eta: 17:30:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.3228, loss: 2.3228 +2025-06-12 08:40:02,207 - pyskl - INFO - Epoch [115][700/3940] lr: 3.356e-03, eta: 17:29:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9925, loss_cls: 2.3945, loss: 2.3945 +2025-06-12 08:40:46,716 - pyskl - INFO - Epoch [115][800/3940] lr: 3.352e-03, eta: 17:28:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 2.3450, loss: 2.3450 +2025-06-12 08:41:31,058 - pyskl - INFO - Epoch [115][900/3940] lr: 3.347e-03, eta: 17:28:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 2.3057, loss: 2.3057 +2025-06-12 08:42:15,453 - pyskl - INFO - Epoch [115][1000/3940] lr: 3.343e-03, eta: 17:27:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 2.3385, loss: 2.3385 +2025-06-12 08:42:59,789 - pyskl - INFO - Epoch [115][1100/3940] lr: 3.338e-03, eta: 17:26:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9981, loss_cls: 2.4260, loss: 2.4260 +2025-06-12 08:43:44,142 - pyskl - INFO - Epoch [115][1200/3940] lr: 3.334e-03, eta: 17:25:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 2.3754, loss: 2.3754 +2025-06-12 08:44:28,543 - pyskl - INFO - Epoch [115][1300/3940] lr: 3.329e-03, eta: 17:25:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9988, loss_cls: 2.3110, loss: 2.3110 +2025-06-12 08:45:12,876 - pyskl - INFO - Epoch [115][1400/3940] lr: 3.325e-03, eta: 17:24:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.3817, loss: 2.3817 +2025-06-12 08:45:57,181 - pyskl - INFO - Epoch [115][1500/3940] lr: 3.320e-03, eta: 17:23:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.3819, loss: 2.3819 +2025-06-12 08:46:41,541 - pyskl - INFO - Epoch [115][1600/3940] lr: 3.315e-03, eta: 17:22:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.4806, loss: 2.4806 +2025-06-12 08:47:25,912 - pyskl - INFO - Epoch [115][1700/3940] lr: 3.311e-03, eta: 17:22:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 2.4084, loss: 2.4084 +2025-06-12 08:48:10,440 - pyskl - INFO - Epoch [115][1800/3940] lr: 3.306e-03, eta: 17:21:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.4140, loss: 2.4140 +2025-06-12 08:48:54,802 - pyskl - INFO - Epoch [115][1900/3940] lr: 3.302e-03, eta: 17:20:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.3529, loss: 2.3529 +2025-06-12 08:49:39,152 - pyskl - INFO - Epoch [115][2000/3940] lr: 3.297e-03, eta: 17:20:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.2527, loss: 2.2527 +2025-06-12 08:50:23,554 - pyskl - INFO - Epoch [115][2100/3940] lr: 3.293e-03, eta: 17:19:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9906, loss_cls: 2.3819, loss: 2.3819 +2025-06-12 08:51:07,881 - pyskl - INFO - Epoch [115][2200/3940] lr: 3.288e-03, eta: 17:18:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.4639, loss: 2.4639 +2025-06-12 08:51:52,235 - pyskl - INFO - Epoch [115][2300/3940] lr: 3.284e-03, eta: 17:17:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 2.3744, loss: 2.3744 +2025-06-12 08:52:36,595 - pyskl - INFO - Epoch [115][2400/3940] lr: 3.280e-03, eta: 17:17:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 2.3107, loss: 2.3107 +2025-06-12 08:53:20,909 - pyskl - INFO - Epoch [115][2500/3940] lr: 3.275e-03, eta: 17:16:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 2.3995, loss: 2.3995 +2025-06-12 08:54:05,257 - pyskl - INFO - Epoch [115][2600/3940] lr: 3.271e-03, eta: 17:15:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 2.3252, loss: 2.3252 +2025-06-12 08:54:49,554 - pyskl - INFO - Epoch [115][2700/3940] lr: 3.266e-03, eta: 17:14:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.3325, loss: 2.3325 +2025-06-12 08:55:33,930 - pyskl - INFO - Epoch [115][2800/3940] lr: 3.262e-03, eta: 17:14:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.4125, loss: 2.4125 +2025-06-12 08:56:18,349 - pyskl - INFO - Epoch [115][2900/3940] lr: 3.257e-03, eta: 17:13:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.3474, loss: 2.3474 +2025-06-12 08:57:02,766 - pyskl - INFO - Epoch [115][3000/3940] lr: 3.253e-03, eta: 17:12:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.3702, loss: 2.3702 +2025-06-12 08:57:47,096 - pyskl - INFO - Epoch [115][3100/3940] lr: 3.248e-03, eta: 17:11:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9912, loss_cls: 2.4072, loss: 2.4072 +2025-06-12 08:58:31,414 - pyskl - INFO - Epoch [115][3200/3940] lr: 3.244e-03, eta: 17:11:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 2.3030, loss: 2.3030 +2025-06-12 08:59:15,810 - pyskl - INFO - Epoch [115][3300/3940] lr: 3.239e-03, eta: 17:10:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 2.3303, loss: 2.3303 +2025-06-12 09:00:00,120 - pyskl - INFO - Epoch [115][3400/3940] lr: 3.235e-03, eta: 17:09:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.2929, loss: 2.2929 +2025-06-12 09:00:44,445 - pyskl - INFO - Epoch [115][3500/3940] lr: 3.230e-03, eta: 17:08:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.3704, loss: 2.3704 +2025-06-12 09:01:28,815 - pyskl - INFO - Epoch [115][3600/3940] lr: 3.226e-03, eta: 17:08:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9988, loss_cls: 2.3585, loss: 2.3585 +2025-06-12 09:02:13,203 - pyskl - INFO - Epoch [115][3700/3940] lr: 3.221e-03, eta: 17:07:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 2.3748, loss: 2.3748 +2025-06-12 09:02:57,827 - pyskl - INFO - Epoch [115][3800/3940] lr: 3.217e-03, eta: 17:06:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.3735, loss: 2.3735 +2025-06-12 09:03:42,409 - pyskl - INFO - Epoch [115][3900/3940] lr: 3.213e-03, eta: 17:05:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 2.3577, loss: 2.3577 +2025-06-12 09:04:00,634 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-06-12 09:21:49,693 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 09:21:50,159 - pyskl - INFO - +top1_acc 0.8099 +top5_acc 0.9647 +2025-06-12 09:21:50,179 - pyskl - INFO - Epoch(val) [115][3183] top1_acc: 0.8099, top5_acc: 0.9647 +2025-06-12 09:22:59,797 - pyskl - INFO - Epoch [116][100/3940] lr: 3.206e-03, eta: 17:04:50, time: 0.696, data_time: 0.251, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 2.2646, loss: 2.2646 +2025-06-12 09:23:44,221 - pyskl - INFO - Epoch [116][200/3940] lr: 3.202e-03, eta: 17:04:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 2.3223, loss: 2.3223 +2025-06-12 09:24:28,719 - pyskl - INFO - Epoch [116][300/3940] lr: 3.197e-03, eta: 17:03:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9944, loss_cls: 2.2539, loss: 2.2539 +2025-06-12 09:25:13,275 - pyskl - INFO - Epoch [116][400/3940] lr: 3.193e-03, eta: 17:02:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.4234, loss: 2.4234 +2025-06-12 09:25:57,782 - pyskl - INFO - Epoch [116][500/3940] lr: 3.189e-03, eta: 17:01:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 2.2514, loss: 2.2514 +2025-06-12 09:26:42,113 - pyskl - INFO - Epoch [116][600/3940] lr: 3.184e-03, eta: 17:01:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 2.3263, loss: 2.3263 +2025-06-12 09:27:26,359 - pyskl - INFO - Epoch [116][700/3940] lr: 3.180e-03, eta: 17:00:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 2.1690, loss: 2.1690 +2025-06-12 09:28:10,683 - pyskl - INFO - Epoch [116][800/3940] lr: 3.175e-03, eta: 16:59:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 2.2708, loss: 2.2708 +2025-06-12 09:28:54,975 - pyskl - INFO - Epoch [116][900/3940] lr: 3.171e-03, eta: 16:58:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 2.1966, loss: 2.1966 +2025-06-12 09:29:39,269 - pyskl - INFO - Epoch [116][1000/3940] lr: 3.166e-03, eta: 16:58:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.3049, loss: 2.3049 +2025-06-12 09:30:23,540 - pyskl - INFO - Epoch [116][1100/3940] lr: 3.162e-03, eta: 16:57:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.3657, loss: 2.3657 +2025-06-12 09:31:07,772 - pyskl - INFO - Epoch [116][1200/3940] lr: 3.158e-03, eta: 16:56:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 2.3137, loss: 2.3137 +2025-06-12 09:31:52,019 - pyskl - INFO - Epoch [116][1300/3940] lr: 3.153e-03, eta: 16:55:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 2.3266, loss: 2.3266 +2025-06-12 09:32:36,247 - pyskl - INFO - Epoch [116][1400/3940] lr: 3.149e-03, eta: 16:55:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.3268, loss: 2.3268 +2025-06-12 09:33:20,500 - pyskl - INFO - Epoch [116][1500/3940] lr: 3.144e-03, eta: 16:54:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9975, loss_cls: 2.3781, loss: 2.3781 +2025-06-12 09:34:04,755 - pyskl - INFO - Epoch [116][1600/3940] lr: 3.140e-03, eta: 16:53:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 2.2133, loss: 2.2133 +2025-06-12 09:34:48,944 - pyskl - INFO - Epoch [116][1700/3940] lr: 3.136e-03, eta: 16:52:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.3352, loss: 2.3352 +2025-06-12 09:35:33,230 - pyskl - INFO - Epoch [116][1800/3940] lr: 3.131e-03, eta: 16:52:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.2670, loss: 2.2670 +2025-06-12 09:36:17,586 - pyskl - INFO - Epoch [116][1900/3940] lr: 3.127e-03, eta: 16:51:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 2.2668, loss: 2.2668 +2025-06-12 09:37:02,038 - pyskl - INFO - Epoch [116][2000/3940] lr: 3.122e-03, eta: 16:50:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9988, loss_cls: 2.3883, loss: 2.3883 +2025-06-12 09:37:46,571 - pyskl - INFO - Epoch [116][2100/3940] lr: 3.118e-03, eta: 16:49:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 2.2698, loss: 2.2698 +2025-06-12 09:38:31,000 - pyskl - INFO - Epoch [116][2200/3940] lr: 3.114e-03, eta: 16:49:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 2.4019, loss: 2.4019 +2025-06-12 09:39:15,480 - pyskl - INFO - Epoch [116][2300/3940] lr: 3.109e-03, eta: 16:48:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.4072, loss: 2.4072 +2025-06-12 09:39:59,870 - pyskl - INFO - Epoch [116][2400/3940] lr: 3.105e-03, eta: 16:47:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.3909, loss: 2.3909 +2025-06-12 09:40:44,366 - pyskl - INFO - Epoch [116][2500/3940] lr: 3.100e-03, eta: 16:46:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.3895, loss: 2.3895 +2025-06-12 09:41:28,768 - pyskl - INFO - Epoch [116][2600/3940] lr: 3.096e-03, eta: 16:46:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 2.3386, loss: 2.3386 +2025-06-12 09:42:13,059 - pyskl - INFO - Epoch [116][2700/3940] lr: 3.092e-03, eta: 16:45:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.4634, loss: 2.4634 +2025-06-12 09:42:57,335 - pyskl - INFO - Epoch [116][2800/3940] lr: 3.087e-03, eta: 16:44:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.3664, loss: 2.3664 +2025-06-12 09:43:41,763 - pyskl - INFO - Epoch [116][2900/3940] lr: 3.083e-03, eta: 16:43:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 2.4595, loss: 2.4595 +2025-06-12 09:44:26,149 - pyskl - INFO - Epoch [116][3000/3940] lr: 3.079e-03, eta: 16:43:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 2.3524, loss: 2.3524 +2025-06-12 09:45:10,569 - pyskl - INFO - Epoch [116][3100/3940] lr: 3.074e-03, eta: 16:42:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.2788, loss: 2.2788 +2025-06-12 09:45:54,949 - pyskl - INFO - Epoch [116][3200/3940] lr: 3.070e-03, eta: 16:41:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.3548, loss: 2.3548 +2025-06-12 09:46:39,301 - pyskl - INFO - Epoch [116][3300/3940] lr: 3.065e-03, eta: 16:41:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 2.2996, loss: 2.2996 +2025-06-12 09:47:23,479 - pyskl - INFO - Epoch [116][3400/3940] lr: 3.061e-03, eta: 16:40:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 2.3375, loss: 2.3375 +2025-06-12 09:48:07,738 - pyskl - INFO - Epoch [116][3500/3940] lr: 3.057e-03, eta: 16:39:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 2.3289, loss: 2.3289 +2025-06-12 09:48:51,980 - pyskl - INFO - Epoch [116][3600/3940] lr: 3.052e-03, eta: 16:38:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 2.2855, loss: 2.2855 +2025-06-12 09:49:36,232 - pyskl - INFO - Epoch [116][3700/3940] lr: 3.048e-03, eta: 16:38:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 2.4158, loss: 2.4158 +2025-06-12 09:50:20,500 - pyskl - INFO - Epoch [116][3800/3940] lr: 3.044e-03, eta: 16:37:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.3564, loss: 2.3564 +2025-06-12 09:51:04,872 - pyskl - INFO - Epoch [116][3900/3940] lr: 3.039e-03, eta: 16:36:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.3406, loss: 2.3406 +2025-06-12 09:51:22,958 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-06-12 09:54:44,189 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 09:54:44,687 - pyskl - INFO - +top1_acc 0.8324 +top5_acc 0.9690 +2025-06-12 09:54:44,741 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_113.pth was removed +2025-06-12 09:54:45,786 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2025-06-12 09:54:45,788 - pyskl - INFO - Best top1_acc is 0.8324 at 116 epoch. +2025-06-12 09:54:45,808 - pyskl - INFO - Epoch(val) [116][3183] top1_acc: 0.8324, top5_acc: 0.9690 +2025-06-12 09:55:55,291 - pyskl - INFO - Epoch [117][100/3940] lr: 3.033e-03, eta: 16:35:31, time: 0.695, data_time: 0.250, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 2.1781, loss: 2.1781 +2025-06-12 09:56:39,766 - pyskl - INFO - Epoch [117][200/3940] lr: 3.029e-03, eta: 16:34:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 2.1500, loss: 2.1500 +2025-06-12 09:57:24,250 - pyskl - INFO - Epoch [117][300/3940] lr: 3.025e-03, eta: 16:34:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 2.2308, loss: 2.2308 +2025-06-12 09:58:08,717 - pyskl - INFO - Epoch [117][400/3940] lr: 3.020e-03, eta: 16:33:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 2.1895, loss: 2.1895 +2025-06-12 09:58:53,244 - pyskl - INFO - Epoch [117][500/3940] lr: 3.016e-03, eta: 16:32:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 2.3337, loss: 2.3337 +2025-06-12 09:59:37,708 - pyskl - INFO - Epoch [117][600/3940] lr: 3.012e-03, eta: 16:31:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.2772, loss: 2.2772 +2025-06-12 10:00:22,234 - pyskl - INFO - Epoch [117][700/3940] lr: 3.007e-03, eta: 16:31:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 2.2035, loss: 2.2035 +2025-06-12 10:01:06,817 - pyskl - INFO - Epoch [117][800/3940] lr: 3.003e-03, eta: 16:30:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 2.3241, loss: 2.3241 +2025-06-12 10:01:51,331 - pyskl - INFO - Epoch [117][900/3940] lr: 2.999e-03, eta: 16:29:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9925, loss_cls: 2.3283, loss: 2.3283 +2025-06-12 10:02:35,838 - pyskl - INFO - Epoch [117][1000/3940] lr: 2.994e-03, eta: 16:28:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 2.2999, loss: 2.2999 +2025-06-12 10:03:20,353 - pyskl - INFO - Epoch [117][1100/3940] lr: 2.990e-03, eta: 16:28:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.3109, loss: 2.3109 +2025-06-12 10:04:04,806 - pyskl - INFO - Epoch [117][1200/3940] lr: 2.986e-03, eta: 16:27:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 2.2107, loss: 2.2107 +2025-06-12 10:04:49,219 - pyskl - INFO - Epoch [117][1300/3940] lr: 2.981e-03, eta: 16:26:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 2.2269, loss: 2.2269 +2025-06-12 10:05:33,584 - pyskl - INFO - Epoch [117][1400/3940] lr: 2.977e-03, eta: 16:25:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 2.1270, loss: 2.1270 +2025-06-12 10:06:17,932 - pyskl - INFO - Epoch [117][1500/3940] lr: 2.973e-03, eta: 16:25:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.2580, loss: 2.2580 +2025-06-12 10:07:02,314 - pyskl - INFO - Epoch [117][1600/3940] lr: 2.968e-03, eta: 16:24:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 2.3278, loss: 2.3278 +2025-06-12 10:07:46,792 - pyskl - INFO - Epoch [117][1700/3940] lr: 2.964e-03, eta: 16:23:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.2508, loss: 2.2508 +2025-06-12 10:08:31,199 - pyskl - INFO - Epoch [117][1800/3940] lr: 2.960e-03, eta: 16:22:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.2543, loss: 2.2543 +2025-06-12 10:09:15,672 - pyskl - INFO - Epoch [117][1900/3940] lr: 2.956e-03, eta: 16:22:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9988, loss_cls: 2.3142, loss: 2.3142 +2025-06-12 10:10:00,108 - pyskl - INFO - Epoch [117][2000/3940] lr: 2.951e-03, eta: 16:21:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.3617, loss: 2.3617 +2025-06-12 10:10:44,522 - pyskl - INFO - Epoch [117][2100/3940] lr: 2.947e-03, eta: 16:20:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 2.2915, loss: 2.2915 +2025-06-12 10:11:28,991 - pyskl - INFO - Epoch [117][2200/3940] lr: 2.943e-03, eta: 16:19:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 2.2355, loss: 2.2355 +2025-06-12 10:12:13,530 - pyskl - INFO - Epoch [117][2300/3940] lr: 2.938e-03, eta: 16:19:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 2.2974, loss: 2.2974 +2025-06-12 10:12:58,010 - pyskl - INFO - Epoch [117][2400/3940] lr: 2.934e-03, eta: 16:18:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9994, loss_cls: 2.2754, loss: 2.2754 +2025-06-12 10:13:42,456 - pyskl - INFO - Epoch [117][2500/3940] lr: 2.930e-03, eta: 16:17:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.2847, loss: 2.2847 +2025-06-12 10:14:26,994 - pyskl - INFO - Epoch [117][2600/3940] lr: 2.926e-03, eta: 16:16:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.2333, loss: 2.2333 +2025-06-12 10:15:11,539 - pyskl - INFO - Epoch [117][2700/3940] lr: 2.921e-03, eta: 16:16:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.3435, loss: 2.3435 +2025-06-12 10:15:56,000 - pyskl - INFO - Epoch [117][2800/3940] lr: 2.917e-03, eta: 16:15:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.2290, loss: 2.2290 +2025-06-12 10:16:40,460 - pyskl - INFO - Epoch [117][2900/3940] lr: 2.913e-03, eta: 16:14:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.3554, loss: 2.3554 +2025-06-12 10:17:24,914 - pyskl - INFO - Epoch [117][3000/3940] lr: 2.909e-03, eta: 16:13:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 2.4142, loss: 2.4142 +2025-06-12 10:18:09,317 - pyskl - INFO - Epoch [117][3100/3940] lr: 2.904e-03, eta: 16:13:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 2.3229, loss: 2.3229 +2025-06-12 10:18:53,760 - pyskl - INFO - Epoch [117][3200/3940] lr: 2.900e-03, eta: 16:12:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 2.3071, loss: 2.3071 +2025-06-12 10:19:38,205 - pyskl - INFO - Epoch [117][3300/3940] lr: 2.896e-03, eta: 16:11:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9938, loss_cls: 2.2210, loss: 2.2210 +2025-06-12 10:20:22,624 - pyskl - INFO - Epoch [117][3400/3940] lr: 2.892e-03, eta: 16:10:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 2.3287, loss: 2.3287 +2025-06-12 10:21:06,817 - pyskl - INFO - Epoch [117][3500/3940] lr: 2.887e-03, eta: 16:10:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.2891, loss: 2.2891 +2025-06-12 10:21:51,185 - pyskl - INFO - Epoch [117][3600/3940] lr: 2.883e-03, eta: 16:09:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.3857, loss: 2.3857 +2025-06-12 10:22:35,615 - pyskl - INFO - Epoch [117][3700/3940] lr: 2.879e-03, eta: 16:08:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.2997, loss: 2.2997 +2025-06-12 10:23:19,977 - pyskl - INFO - Epoch [117][3800/3940] lr: 2.875e-03, eta: 16:07:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.2992, loss: 2.2992 +2025-06-12 10:24:04,563 - pyskl - INFO - Epoch [117][3900/3940] lr: 2.870e-03, eta: 16:07:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.2871, loss: 2.2871 +2025-06-12 10:24:22,725 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-06-12 10:27:44,203 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 10:27:44,733 - pyskl - INFO - +top1_acc 0.8253 +top5_acc 0.9682 +2025-06-12 10:27:44,753 - pyskl - INFO - Epoch(val) [117][3183] top1_acc: 0.8253, top5_acc: 0.9682 +2025-06-12 10:28:54,211 - pyskl - INFO - Epoch [118][100/3940] lr: 2.864e-03, eta: 16:06:13, time: 0.695, data_time: 0.250, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 2.2024, loss: 2.2024 +2025-06-12 10:29:38,667 - pyskl - INFO - Epoch [118][200/3940] lr: 2.860e-03, eta: 16:05:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 2.1786, loss: 2.1786 +2025-06-12 10:30:23,088 - pyskl - INFO - Epoch [118][300/3940] lr: 2.856e-03, eta: 16:04:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 2.1763, loss: 2.1763 +2025-06-12 10:31:07,507 - pyskl - INFO - Epoch [118][400/3940] lr: 2.852e-03, eta: 16:03:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 2.2405, loss: 2.2405 +2025-06-12 10:31:52,166 - pyskl - INFO - Epoch [118][500/3940] lr: 2.847e-03, eta: 16:03:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 2.2826, loss: 2.2826 +2025-06-12 10:32:36,843 - pyskl - INFO - Epoch [118][600/3940] lr: 2.843e-03, eta: 16:02:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 2.2374, loss: 2.2374 +2025-06-12 10:33:21,310 - pyskl - INFO - Epoch [118][700/3940] lr: 2.839e-03, eta: 16:01:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 2.2287, loss: 2.2287 +2025-06-12 10:34:05,825 - pyskl - INFO - Epoch [118][800/3940] lr: 2.835e-03, eta: 16:01:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.2381, loss: 2.2381 +2025-06-12 10:34:50,288 - pyskl - INFO - Epoch [118][900/3940] lr: 2.831e-03, eta: 16:00:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 2.2200, loss: 2.2200 +2025-06-12 10:35:34,721 - pyskl - INFO - Epoch [118][1000/3940] lr: 2.826e-03, eta: 15:59:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9931, loss_cls: 2.2682, loss: 2.2682 +2025-06-12 10:36:19,236 - pyskl - INFO - Epoch [118][1100/3940] lr: 2.822e-03, eta: 15:58:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 2.2653, loss: 2.2653 +2025-06-12 10:37:03,714 - pyskl - INFO - Epoch [118][1200/3940] lr: 2.818e-03, eta: 15:58:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.2288, loss: 2.2288 +2025-06-12 10:37:48,070 - pyskl - INFO - Epoch [118][1300/3940] lr: 2.814e-03, eta: 15:57:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.2366, loss: 2.2366 +2025-06-12 10:38:32,391 - pyskl - INFO - Epoch [118][1400/3940] lr: 2.810e-03, eta: 15:56:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 2.3058, loss: 2.3058 +2025-06-12 10:39:16,923 - pyskl - INFO - Epoch [118][1500/3940] lr: 2.805e-03, eta: 15:55:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.2324, loss: 2.2324 +2025-06-12 10:40:01,520 - pyskl - INFO - Epoch [118][1600/3940] lr: 2.801e-03, eta: 15:55:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 2.2258, loss: 2.2258 +2025-06-12 10:40:46,055 - pyskl - INFO - Epoch [118][1700/3940] lr: 2.797e-03, eta: 15:54:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.2083, loss: 2.2083 +2025-06-12 10:41:30,599 - pyskl - INFO - Epoch [118][1800/3940] lr: 2.793e-03, eta: 15:53:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 2.2124, loss: 2.2124 +2025-06-12 10:42:15,189 - pyskl - INFO - Epoch [118][1900/3940] lr: 2.789e-03, eta: 15:52:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 2.2291, loss: 2.2291 +2025-06-12 10:42:59,731 - pyskl - INFO - Epoch [118][2000/3940] lr: 2.784e-03, eta: 15:52:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 2.3181, loss: 2.3181 +2025-06-12 10:43:44,399 - pyskl - INFO - Epoch [118][2100/3940] lr: 2.780e-03, eta: 15:51:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.3053, loss: 2.3053 +2025-06-12 10:44:28,970 - pyskl - INFO - Epoch [118][2200/3940] lr: 2.776e-03, eta: 15:50:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 2.2608, loss: 2.2608 +2025-06-12 10:45:13,527 - pyskl - INFO - Epoch [118][2300/3940] lr: 2.772e-03, eta: 15:49:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 2.1938, loss: 2.1938 +2025-06-12 10:45:57,925 - pyskl - INFO - Epoch [118][2400/3940] lr: 2.768e-03, eta: 15:49:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9950, loss_cls: 2.2062, loss: 2.2062 +2025-06-12 10:46:42,358 - pyskl - INFO - Epoch [118][2500/3940] lr: 2.764e-03, eta: 15:48:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 2.2946, loss: 2.2946 +2025-06-12 10:47:26,759 - pyskl - INFO - Epoch [118][2600/3940] lr: 2.759e-03, eta: 15:47:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.3581, loss: 2.3581 +2025-06-12 10:48:11,216 - pyskl - INFO - Epoch [118][2700/3940] lr: 2.755e-03, eta: 15:46:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.2568, loss: 2.2568 +2025-06-12 10:48:55,577 - pyskl - INFO - Epoch [118][2800/3940] lr: 2.751e-03, eta: 15:46:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 2.3499, loss: 2.3499 +2025-06-12 10:49:40,031 - pyskl - INFO - Epoch [118][2900/3940] lr: 2.747e-03, eta: 15:45:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 1.0000, loss_cls: 2.2806, loss: 2.2806 +2025-06-12 10:50:24,498 - pyskl - INFO - Epoch [118][3000/3940] lr: 2.743e-03, eta: 15:44:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9950, loss_cls: 2.1752, loss: 2.1752 +2025-06-12 10:51:08,956 - pyskl - INFO - Epoch [118][3100/3940] lr: 2.739e-03, eta: 15:43:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 2.1949, loss: 2.1949 +2025-06-12 10:51:53,442 - pyskl - INFO - Epoch [118][3200/3940] lr: 2.734e-03, eta: 15:43:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.2870, loss: 2.2870 +2025-06-12 10:52:37,859 - pyskl - INFO - Epoch [118][3300/3940] lr: 2.730e-03, eta: 15:42:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 2.3038, loss: 2.3038 +2025-06-12 10:53:22,376 - pyskl - INFO - Epoch [118][3400/3940] lr: 2.726e-03, eta: 15:41:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 2.2379, loss: 2.2379 +2025-06-12 10:54:06,923 - pyskl - INFO - Epoch [118][3500/3940] lr: 2.722e-03, eta: 15:40:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 2.3067, loss: 2.3067 +2025-06-12 10:54:51,262 - pyskl - INFO - Epoch [118][3600/3940] lr: 2.718e-03, eta: 15:40:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 2.3225, loss: 2.3225 +2025-06-12 10:55:35,740 - pyskl - INFO - Epoch [118][3700/3940] lr: 2.714e-03, eta: 15:39:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 2.2448, loss: 2.2448 +2025-06-12 10:56:20,239 - pyskl - INFO - Epoch [118][3800/3940] lr: 2.710e-03, eta: 15:38:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 2.2080, loss: 2.2080 +2025-06-12 10:57:04,774 - pyskl - INFO - Epoch [118][3900/3940] lr: 2.706e-03, eta: 15:37:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.2509, loss: 2.2509 +2025-06-12 10:57:22,913 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-06-12 11:00:44,602 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 11:00:45,072 - pyskl - INFO - +top1_acc 0.8342 +top5_acc 0.9685 +2025-06-12 11:00:45,129 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_116.pth was removed +2025-06-12 11:00:46,248 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2025-06-12 11:00:46,250 - pyskl - INFO - Best top1_acc is 0.8342 at 118 epoch. +2025-06-12 11:00:46,268 - pyskl - INFO - Epoch(val) [118][3183] top1_acc: 0.8342, top5_acc: 0.9685 +2025-06-12 11:01:55,725 - pyskl - INFO - Epoch [119][100/3940] lr: 2.700e-03, eta: 15:36:55, time: 0.694, data_time: 0.249, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 2.1998, loss: 2.1998 +2025-06-12 11:02:40,154 - pyskl - INFO - Epoch [119][200/3940] lr: 2.696e-03, eta: 15:36:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 2.2198, loss: 2.2198 +2025-06-12 11:03:24,537 - pyskl - INFO - Epoch [119][300/3940] lr: 2.692e-03, eta: 15:35:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 2.1872, loss: 2.1872 +2025-06-12 11:04:09,057 - pyskl - INFO - Epoch [119][400/3940] lr: 2.687e-03, eta: 15:34:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 2.1693, loss: 2.1693 +2025-06-12 11:04:53,457 - pyskl - INFO - Epoch [119][500/3940] lr: 2.683e-03, eta: 15:33:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 2.1732, loss: 2.1732 +2025-06-12 11:05:37,940 - pyskl - INFO - Epoch [119][600/3940] lr: 2.679e-03, eta: 15:33:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 2.1680, loss: 2.1680 +2025-06-12 11:06:22,682 - pyskl - INFO - Epoch [119][700/3940] lr: 2.675e-03, eta: 15:32:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 2.2288, loss: 2.2288 +2025-06-12 11:07:07,201 - pyskl - INFO - Epoch [119][800/3940] lr: 2.671e-03, eta: 15:31:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 2.2880, loss: 2.2880 +2025-06-12 11:07:51,709 - pyskl - INFO - Epoch [119][900/3940] lr: 2.667e-03, eta: 15:30:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 2.2025, loss: 2.2025 +2025-06-12 11:08:36,159 - pyskl - INFO - Epoch [119][1000/3940] lr: 2.663e-03, eta: 15:30:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 2.2484, loss: 2.2484 +2025-06-12 11:09:20,634 - pyskl - INFO - Epoch [119][1100/3940] lr: 2.659e-03, eta: 15:29:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 2.2160, loss: 2.2160 +2025-06-12 11:10:05,149 - pyskl - INFO - Epoch [119][1200/3940] lr: 2.655e-03, eta: 15:28:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 2.2308, loss: 2.2308 +2025-06-12 11:10:49,487 - pyskl - INFO - Epoch [119][1300/3940] lr: 2.650e-03, eta: 15:27:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9950, loss_cls: 2.2377, loss: 2.2377 +2025-06-12 11:11:33,875 - pyskl - INFO - Epoch [119][1400/3940] lr: 2.646e-03, eta: 15:27:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 2.2013, loss: 2.2013 +2025-06-12 11:12:18,189 - pyskl - INFO - Epoch [119][1500/3940] lr: 2.642e-03, eta: 15:26:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 2.2333, loss: 2.2333 +2025-06-12 11:13:02,511 - pyskl - INFO - Epoch [119][1600/3940] lr: 2.638e-03, eta: 15:25:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 2.1623, loss: 2.1623 +2025-06-12 11:13:46,864 - pyskl - INFO - Epoch [119][1700/3940] lr: 2.634e-03, eta: 15:25:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 2.1622, loss: 2.1622 +2025-06-12 11:14:31,262 - pyskl - INFO - Epoch [119][1800/3940] lr: 2.630e-03, eta: 15:24:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9994, loss_cls: 2.2335, loss: 2.2335 +2025-06-12 11:15:15,674 - pyskl - INFO - Epoch [119][1900/3940] lr: 2.626e-03, eta: 15:23:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 2.1886, loss: 2.1886 +2025-06-12 11:16:00,131 - pyskl - INFO - Epoch [119][2000/3940] lr: 2.622e-03, eta: 15:22:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 2.2111, loss: 2.2111 +2025-06-12 11:16:44,712 - pyskl - INFO - Epoch [119][2100/3940] lr: 2.618e-03, eta: 15:22:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 2.1080, loss: 2.1080 +2025-06-12 11:17:29,279 - pyskl - INFO - Epoch [119][2200/3940] lr: 2.614e-03, eta: 15:21:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.2876, loss: 2.2876 +2025-06-12 11:18:13,879 - pyskl - INFO - Epoch [119][2300/3940] lr: 2.610e-03, eta: 15:20:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 2.2387, loss: 2.2387 +2025-06-12 11:18:58,324 - pyskl - INFO - Epoch [119][2400/3940] lr: 2.606e-03, eta: 15:19:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.2369, loss: 2.2369 +2025-06-12 11:19:42,699 - pyskl - INFO - Epoch [119][2500/3940] lr: 2.602e-03, eta: 15:19:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 2.1940, loss: 2.1940 +2025-06-12 11:20:27,077 - pyskl - INFO - Epoch [119][2600/3940] lr: 2.598e-03, eta: 15:18:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 2.3097, loss: 2.3097 +2025-06-12 11:21:11,403 - pyskl - INFO - Epoch [119][2700/3940] lr: 2.593e-03, eta: 15:17:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 2.1741, loss: 2.1741 +2025-06-12 11:21:55,822 - pyskl - INFO - Epoch [119][2800/3940] lr: 2.589e-03, eta: 15:16:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 2.2078, loss: 2.2078 +2025-06-12 11:22:40,172 - pyskl - INFO - Epoch [119][2900/3940] lr: 2.585e-03, eta: 15:16:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 2.2548, loss: 2.2548 +2025-06-12 11:23:24,462 - pyskl - INFO - Epoch [119][3000/3940] lr: 2.581e-03, eta: 15:15:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 2.2890, loss: 2.2890 +2025-06-12 11:24:08,838 - pyskl - INFO - Epoch [119][3100/3940] lr: 2.577e-03, eta: 15:14:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.2392, loss: 2.2392 +2025-06-12 11:24:53,145 - pyskl - INFO - Epoch [119][3200/3940] lr: 2.573e-03, eta: 15:13:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 2.2083, loss: 2.2083 +2025-06-12 11:25:37,445 - pyskl - INFO - Epoch [119][3300/3940] lr: 2.569e-03, eta: 15:13:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 2.3096, loss: 2.3096 +2025-06-12 11:26:21,901 - pyskl - INFO - Epoch [119][3400/3940] lr: 2.565e-03, eta: 15:12:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 2.2706, loss: 2.2706 +2025-06-12 11:27:06,203 - pyskl - INFO - Epoch [119][3500/3940] lr: 2.561e-03, eta: 15:11:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.3535, loss: 2.3535 +2025-06-12 11:27:50,523 - pyskl - INFO - Epoch [119][3600/3940] lr: 2.557e-03, eta: 15:10:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 2.2072, loss: 2.2072 +2025-06-12 11:28:34,901 - pyskl - INFO - Epoch [119][3700/3940] lr: 2.553e-03, eta: 15:10:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 2.2929, loss: 2.2929 +2025-06-12 11:29:19,321 - pyskl - INFO - Epoch [119][3800/3940] lr: 2.549e-03, eta: 15:09:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.2322, loss: 2.2322 +2025-06-12 11:30:03,795 - pyskl - INFO - Epoch [119][3900/3940] lr: 2.545e-03, eta: 15:08:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 2.2279, loss: 2.2279 +2025-06-12 11:30:21,938 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-06-12 11:33:43,055 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 11:33:43,529 - pyskl - INFO - +top1_acc 0.8159 +top5_acc 0.9670 +2025-06-12 11:33:43,549 - pyskl - INFO - Epoch(val) [119][3183] top1_acc: 0.8159, top5_acc: 0.9670 +2025-06-12 11:34:52,583 - pyskl - INFO - Epoch [120][100/3940] lr: 2.539e-03, eta: 15:07:37, time: 0.690, data_time: 0.247, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 2.2685, loss: 2.2685 +2025-06-12 11:35:36,915 - pyskl - INFO - Epoch [120][200/3940] lr: 2.535e-03, eta: 15:06:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 2.1797, loss: 2.1797 +2025-06-12 11:36:21,262 - pyskl - INFO - Epoch [120][300/3940] lr: 2.531e-03, eta: 15:06:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 2.1838, loss: 2.1838 +2025-06-12 11:37:05,554 - pyskl - INFO - Epoch [120][400/3940] lr: 2.527e-03, eta: 15:05:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 2.2177, loss: 2.2177 +2025-06-12 11:37:49,857 - pyskl - INFO - Epoch [120][500/3940] lr: 2.523e-03, eta: 15:04:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 2.2084, loss: 2.2084 +2025-06-12 11:38:34,153 - pyskl - INFO - Epoch [120][600/3940] lr: 2.519e-03, eta: 15:03:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 2.1995, loss: 2.1995 +2025-06-12 11:39:18,495 - pyskl - INFO - Epoch [120][700/3940] lr: 2.515e-03, eta: 15:03:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 2.1619, loss: 2.1619 +2025-06-12 11:40:02,846 - pyskl - INFO - Epoch [120][800/3940] lr: 2.511e-03, eta: 15:02:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.2463, loss: 2.2463 +2025-06-12 11:40:47,138 - pyskl - INFO - Epoch [120][900/3940] lr: 2.507e-03, eta: 15:01:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 2.1815, loss: 2.1815 +2025-06-12 11:41:31,535 - pyskl - INFO - Epoch [120][1000/3940] lr: 2.503e-03, eta: 15:00:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 2.2480, loss: 2.2480 +2025-06-12 11:42:15,854 - pyskl - INFO - Epoch [120][1100/3940] lr: 2.499e-03, eta: 15:00:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 2.1421, loss: 2.1421 +2025-06-12 11:43:00,214 - pyskl - INFO - Epoch [120][1200/3940] lr: 2.495e-03, eta: 14:59:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.1456, loss: 2.1456 +2025-06-12 11:43:44,607 - pyskl - INFO - Epoch [120][1300/3940] lr: 2.491e-03, eta: 14:58:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 2.1332, loss: 2.1332 +2025-06-12 11:44:28,931 - pyskl - INFO - Epoch [120][1400/3940] lr: 2.487e-03, eta: 14:57:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.0754, loss: 2.0754 +2025-06-12 11:45:13,292 - pyskl - INFO - Epoch [120][1500/3940] lr: 2.483e-03, eta: 14:57:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 2.0837, loss: 2.0837 +2025-06-12 11:45:57,664 - pyskl - INFO - Epoch [120][1600/3940] lr: 2.479e-03, eta: 14:56:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 2.1917, loss: 2.1917 +2025-06-12 11:46:41,967 - pyskl - INFO - Epoch [120][1700/3940] lr: 2.476e-03, eta: 14:55:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.1407, loss: 2.1407 +2025-06-12 11:47:26,360 - pyskl - INFO - Epoch [120][1800/3940] lr: 2.472e-03, eta: 14:54:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 2.1866, loss: 2.1866 +2025-06-12 11:48:10,739 - pyskl - INFO - Epoch [120][1900/3940] lr: 2.468e-03, eta: 14:54:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 2.2026, loss: 2.2026 +2025-06-12 11:48:55,247 - pyskl - INFO - Epoch [120][2000/3940] lr: 2.464e-03, eta: 14:53:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9938, loss_cls: 2.1618, loss: 2.1618 +2025-06-12 11:49:39,780 - pyskl - INFO - Epoch [120][2100/3940] lr: 2.460e-03, eta: 14:52:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 2.1995, loss: 2.1995 +2025-06-12 11:50:24,277 - pyskl - INFO - Epoch [120][2200/3940] lr: 2.456e-03, eta: 14:51:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 2.1965, loss: 2.1965 +2025-06-12 11:51:08,731 - pyskl - INFO - Epoch [120][2300/3940] lr: 2.452e-03, eta: 14:51:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 2.2390, loss: 2.2390 +2025-06-12 11:51:53,090 - pyskl - INFO - Epoch [120][2400/3940] lr: 2.448e-03, eta: 14:50:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 2.2838, loss: 2.2838 +2025-06-12 11:52:37,478 - pyskl - INFO - Epoch [120][2500/3940] lr: 2.444e-03, eta: 14:49:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 2.1525, loss: 2.1525 +2025-06-12 11:53:21,889 - pyskl - INFO - Epoch [120][2600/3940] lr: 2.440e-03, eta: 14:49:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 2.2018, loss: 2.2018 +2025-06-12 11:54:06,334 - pyskl - INFO - Epoch [120][2700/3940] lr: 2.436e-03, eta: 14:48:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9950, loss_cls: 2.3325, loss: 2.3325 +2025-06-12 11:54:50,814 - pyskl - INFO - Epoch [120][2800/3940] lr: 2.432e-03, eta: 14:47:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 2.2108, loss: 2.2108 +2025-06-12 11:55:35,210 - pyskl - INFO - Epoch [120][2900/3940] lr: 2.428e-03, eta: 14:46:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 2.1851, loss: 2.1851 +2025-06-12 11:56:19,685 - pyskl - INFO - Epoch [120][3000/3940] lr: 2.424e-03, eta: 14:46:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.1697, loss: 2.1697 +2025-06-12 11:57:04,105 - pyskl - INFO - Epoch [120][3100/3940] lr: 2.420e-03, eta: 14:45:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 2.2725, loss: 2.2725 +2025-06-12 11:57:48,626 - pyskl - INFO - Epoch [120][3200/3940] lr: 2.416e-03, eta: 14:44:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9931, loss_cls: 2.2921, loss: 2.2921 +2025-06-12 11:58:33,195 - pyskl - INFO - Epoch [120][3300/3940] lr: 2.412e-03, eta: 14:43:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 2.2362, loss: 2.2362 +2025-06-12 11:59:17,688 - pyskl - INFO - Epoch [120][3400/3940] lr: 2.408e-03, eta: 14:43:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 2.2949, loss: 2.2949 +2025-06-12 12:00:02,102 - pyskl - INFO - Epoch [120][3500/3940] lr: 2.405e-03, eta: 14:42:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9938, loss_cls: 2.2612, loss: 2.2612 +2025-06-12 12:00:46,512 - pyskl - INFO - Epoch [120][3600/3940] lr: 2.401e-03, eta: 14:41:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 2.1761, loss: 2.1761 +2025-06-12 12:01:30,971 - pyskl - INFO - Epoch [120][3700/3940] lr: 2.397e-03, eta: 14:40:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 2.1772, loss: 2.1772 +2025-06-12 12:02:15,501 - pyskl - INFO - Epoch [120][3800/3940] lr: 2.393e-03, eta: 14:40:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.2476, loss: 2.2476 +2025-06-12 12:03:00,178 - pyskl - INFO - Epoch [120][3900/3940] lr: 2.389e-03, eta: 14:39:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 2.2190, loss: 2.2190 +2025-06-12 12:03:18,416 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-06-12 12:22:13,728 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 12:22:14,192 - pyskl - INFO - +top1_acc 0.8422 +top5_acc 0.9739 +2025-06-12 12:22:14,243 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_118.pth was removed +2025-06-12 12:22:15,286 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2025-06-12 12:22:15,288 - pyskl - INFO - Best top1_acc is 0.8422 at 120 epoch. +2025-06-12 12:22:15,305 - pyskl - INFO - Epoch(val) [120][3183] top1_acc: 0.8422, top5_acc: 0.9739 +2025-06-12 12:23:24,740 - pyskl - INFO - Epoch [121][100/3940] lr: 2.383e-03, eta: 14:38:19, time: 0.694, data_time: 0.251, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 2.2277, loss: 2.2277 +2025-06-12 12:24:09,230 - pyskl - INFO - Epoch [121][200/3940] lr: 2.380e-03, eta: 14:37:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 2.1078, loss: 2.1078 +2025-06-12 12:24:53,875 - pyskl - INFO - Epoch [121][300/3940] lr: 2.376e-03, eta: 14:36:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 2.0925, loss: 2.0925 +2025-06-12 12:25:38,364 - pyskl - INFO - Epoch [121][400/3940] lr: 2.372e-03, eta: 14:36:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 2.1115, loss: 2.1115 +2025-06-12 12:26:22,848 - pyskl - INFO - Epoch [121][500/3940] lr: 2.368e-03, eta: 14:35:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 2.1273, loss: 2.1273 +2025-06-12 12:27:07,259 - pyskl - INFO - Epoch [121][600/3940] lr: 2.364e-03, eta: 14:34:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 2.1148, loss: 2.1148 +2025-06-12 12:27:51,643 - pyskl - INFO - Epoch [121][700/3940] lr: 2.360e-03, eta: 14:33:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.0554, loss: 2.0554 +2025-06-12 12:28:36,001 - pyskl - INFO - Epoch [121][800/3940] lr: 2.356e-03, eta: 14:33:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 2.1417, loss: 2.1417 +2025-06-12 12:29:20,333 - pyskl - INFO - Epoch [121][900/3940] lr: 2.352e-03, eta: 14:32:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 2.1520, loss: 2.1520 +2025-06-12 12:30:04,769 - pyskl - INFO - Epoch [121][1000/3940] lr: 2.348e-03, eta: 14:31:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 2.1051, loss: 2.1051 +2025-06-12 12:30:49,141 - pyskl - INFO - Epoch [121][1100/3940] lr: 2.345e-03, eta: 14:30:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 2.0969, loss: 2.0969 +2025-06-12 12:31:33,570 - pyskl - INFO - Epoch [121][1200/3940] lr: 2.341e-03, eta: 14:30:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 2.1301, loss: 2.1301 +2025-06-12 12:32:17,895 - pyskl - INFO - Epoch [121][1300/3940] lr: 2.337e-03, eta: 14:29:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 2.1753, loss: 2.1753 +2025-06-12 12:33:02,200 - pyskl - INFO - Epoch [121][1400/3940] lr: 2.333e-03, eta: 14:28:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.1910, loss: 2.1910 +2025-06-12 12:33:46,525 - pyskl - INFO - Epoch [121][1500/3940] lr: 2.329e-03, eta: 14:27:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 2.0860, loss: 2.0860 +2025-06-12 12:34:30,886 - pyskl - INFO - Epoch [121][1600/3940] lr: 2.325e-03, eta: 14:27:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 2.1874, loss: 2.1874 +2025-06-12 12:35:15,284 - pyskl - INFO - Epoch [121][1700/3940] lr: 2.321e-03, eta: 14:26:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 2.1687, loss: 2.1687 +2025-06-12 12:36:00,020 - pyskl - INFO - Epoch [121][1800/3940] lr: 2.317e-03, eta: 14:25:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 2.1251, loss: 2.1251 +2025-06-12 12:36:44,533 - pyskl - INFO - Epoch [121][1900/3940] lr: 2.314e-03, eta: 14:24:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 2.0798, loss: 2.0798 +2025-06-12 12:37:29,055 - pyskl - INFO - Epoch [121][2000/3940] lr: 2.310e-03, eta: 14:24:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 2.1339, loss: 2.1339 +2025-06-12 12:38:13,582 - pyskl - INFO - Epoch [121][2100/3940] lr: 2.306e-03, eta: 14:23:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.1348, loss: 2.1348 +2025-06-12 12:38:58,168 - pyskl - INFO - Epoch [121][2200/3940] lr: 2.302e-03, eta: 14:22:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 2.2238, loss: 2.2238 +2025-06-12 12:39:42,663 - pyskl - INFO - Epoch [121][2300/3940] lr: 2.298e-03, eta: 14:21:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 2.1876, loss: 2.1876 +2025-06-12 12:40:27,192 - pyskl - INFO - Epoch [121][2400/3940] lr: 2.294e-03, eta: 14:21:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 2.1694, loss: 2.1694 +2025-06-12 12:41:11,784 - pyskl - INFO - Epoch [121][2500/3940] lr: 2.291e-03, eta: 14:20:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 2.0955, loss: 2.0955 +2025-06-12 12:41:56,432 - pyskl - INFO - Epoch [121][2600/3940] lr: 2.287e-03, eta: 14:19:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 1.0000, loss_cls: 2.2191, loss: 2.2191 +2025-06-12 12:42:41,060 - pyskl - INFO - Epoch [121][2700/3940] lr: 2.283e-03, eta: 14:18:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 2.1602, loss: 2.1602 +2025-06-12 12:43:25,504 - pyskl - INFO - Epoch [121][2800/3940] lr: 2.279e-03, eta: 14:18:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 2.1563, loss: 2.1563 +2025-06-12 12:44:09,947 - pyskl - INFO - Epoch [121][2900/3940] lr: 2.275e-03, eta: 14:17:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.1362, loss: 2.1362 +2025-06-12 12:44:54,416 - pyskl - INFO - Epoch [121][3000/3940] lr: 2.271e-03, eta: 14:16:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 2.1507, loss: 2.1507 +2025-06-12 12:45:38,853 - pyskl - INFO - Epoch [121][3100/3940] lr: 2.268e-03, eta: 14:15:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 2.2084, loss: 2.2084 +2025-06-12 12:46:23,318 - pyskl - INFO - Epoch [121][3200/3940] lr: 2.264e-03, eta: 14:15:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 2.1901, loss: 2.1901 +2025-06-12 12:47:07,930 - pyskl - INFO - Epoch [121][3300/3940] lr: 2.260e-03, eta: 14:14:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.1316, loss: 2.1316 +2025-06-12 12:47:52,465 - pyskl - INFO - Epoch [121][3400/3940] lr: 2.256e-03, eta: 14:13:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 2.1974, loss: 2.1974 +2025-06-12 12:48:36,998 - pyskl - INFO - Epoch [121][3500/3940] lr: 2.252e-03, eta: 14:13:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 2.3277, loss: 2.3277 +2025-06-12 12:49:21,471 - pyskl - INFO - Epoch [121][3600/3940] lr: 2.249e-03, eta: 14:12:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 2.1569, loss: 2.1569 +2025-06-12 12:50:05,922 - pyskl - INFO - Epoch [121][3700/3940] lr: 2.245e-03, eta: 14:11:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 2.1717, loss: 2.1717 +2025-06-12 12:50:50,399 - pyskl - INFO - Epoch [121][3800/3940] lr: 2.241e-03, eta: 14:10:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 2.1956, loss: 2.1956 +2025-06-12 12:51:34,899 - pyskl - INFO - Epoch [121][3900/3940] lr: 2.237e-03, eta: 14:10:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 2.1495, loss: 2.1495 +2025-06-12 12:51:53,061 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-06-12 12:55:14,199 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 12:55:14,666 - pyskl - INFO - +top1_acc 0.8300 +top5_acc 0.9686 +2025-06-12 12:55:14,683 - pyskl - INFO - Epoch(val) [121][3183] top1_acc: 0.8300, top5_acc: 0.9686 +2025-06-12 12:56:24,330 - pyskl - INFO - Epoch [122][100/3940] lr: 2.232e-03, eta: 14:09:01, time: 0.696, data_time: 0.251, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 2.1155, loss: 2.1155 +2025-06-12 12:57:08,755 - pyskl - INFO - Epoch [122][200/3940] lr: 2.228e-03, eta: 14:08:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.9929, loss: 1.9929 +2025-06-12 12:57:53,272 - pyskl - INFO - Epoch [122][300/3940] lr: 2.224e-03, eta: 14:07:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.1300, loss: 2.1300 +2025-06-12 12:58:37,795 - pyskl - INFO - Epoch [122][400/3940] lr: 2.221e-03, eta: 14:06:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 2.1072, loss: 2.1072 +2025-06-12 12:59:22,322 - pyskl - INFO - Epoch [122][500/3940] lr: 2.217e-03, eta: 14:06:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 2.0721, loss: 2.0721 +2025-06-12 13:00:06,819 - pyskl - INFO - Epoch [122][600/3940] lr: 2.213e-03, eta: 14:05:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 2.0587, loss: 2.0587 +2025-06-12 13:00:51,306 - pyskl - INFO - Epoch [122][700/3940] lr: 2.209e-03, eta: 14:04:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 2.1785, loss: 2.1785 +2025-06-12 13:01:35,755 - pyskl - INFO - Epoch [122][800/3940] lr: 2.205e-03, eta: 14:03:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 2.0823, loss: 2.0823 +2025-06-12 13:02:20,261 - pyskl - INFO - Epoch [122][900/3940] lr: 2.202e-03, eta: 14:03:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 2.1001, loss: 2.1001 +2025-06-12 13:03:04,654 - pyskl - INFO - Epoch [122][1000/3940] lr: 2.198e-03, eta: 14:02:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.0637, loss: 2.0637 +2025-06-12 13:03:49,043 - pyskl - INFO - Epoch [122][1100/3940] lr: 2.194e-03, eta: 14:01:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 2.1549, loss: 2.1549 +2025-06-12 13:04:33,473 - pyskl - INFO - Epoch [122][1200/3940] lr: 2.190e-03, eta: 14:00:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 2.1873, loss: 2.1873 +2025-06-12 13:05:17,948 - pyskl - INFO - Epoch [122][1300/3940] lr: 2.187e-03, eta: 14:00:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 2.1334, loss: 2.1334 +2025-06-12 13:06:02,351 - pyskl - INFO - Epoch [122][1400/3940] lr: 2.183e-03, eta: 13:59:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 2.0787, loss: 2.0787 +2025-06-12 13:06:46,766 - pyskl - INFO - Epoch [122][1500/3940] lr: 2.179e-03, eta: 13:58:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 2.1701, loss: 2.1701 +2025-06-12 13:07:31,196 - pyskl - INFO - Epoch [122][1600/3940] lr: 2.175e-03, eta: 13:57:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 2.0618, loss: 2.0618 +2025-06-12 13:08:15,681 - pyskl - INFO - Epoch [122][1700/3940] lr: 2.172e-03, eta: 13:57:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 2.0813, loss: 2.0813 +2025-06-12 13:09:00,303 - pyskl - INFO - Epoch [122][1800/3940] lr: 2.168e-03, eta: 13:56:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 2.1298, loss: 2.1298 +2025-06-12 13:09:44,896 - pyskl - INFO - Epoch [122][1900/3940] lr: 2.164e-03, eta: 13:55:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 2.2141, loss: 2.2141 +2025-06-12 13:10:29,422 - pyskl - INFO - Epoch [122][2000/3940] lr: 2.160e-03, eta: 13:54:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.0278, loss: 2.0278 +2025-06-12 13:11:14,017 - pyskl - INFO - Epoch [122][2100/3940] lr: 2.157e-03, eta: 13:54:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 2.0639, loss: 2.0639 +2025-06-12 13:11:58,614 - pyskl - INFO - Epoch [122][2200/3940] lr: 2.153e-03, eta: 13:53:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.2160, loss: 2.2160 +2025-06-12 13:12:43,054 - pyskl - INFO - Epoch [122][2300/3940] lr: 2.149e-03, eta: 13:52:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9956, loss_cls: 2.0937, loss: 2.0937 +2025-06-12 13:13:27,470 - pyskl - INFO - Epoch [122][2400/3940] lr: 2.145e-03, eta: 13:51:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 2.0712, loss: 2.0712 +2025-06-12 13:14:11,888 - pyskl - INFO - Epoch [122][2500/3940] lr: 2.142e-03, eta: 13:51:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.0974, loss: 2.0974 +2025-06-12 13:14:56,398 - pyskl - INFO - Epoch [122][2600/3940] lr: 2.138e-03, eta: 13:50:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 2.0839, loss: 2.0839 +2025-06-12 13:15:40,791 - pyskl - INFO - Epoch [122][2700/3940] lr: 2.134e-03, eta: 13:49:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.1184, loss: 2.1184 +2025-06-12 13:16:25,312 - pyskl - INFO - Epoch [122][2800/3940] lr: 2.131e-03, eta: 13:48:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 2.2524, loss: 2.2524 +2025-06-12 13:17:09,755 - pyskl - INFO - Epoch [122][2900/3940] lr: 2.127e-03, eta: 13:48:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 2.1754, loss: 2.1754 +2025-06-12 13:17:54,240 - pyskl - INFO - Epoch [122][3000/3940] lr: 2.123e-03, eta: 13:47:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 2.2344, loss: 2.2344 +2025-06-12 13:18:38,758 - pyskl - INFO - Epoch [122][3100/3940] lr: 2.120e-03, eta: 13:46:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 2.1668, loss: 2.1668 +2025-06-12 13:19:23,247 - pyskl - INFO - Epoch [122][3200/3940] lr: 2.116e-03, eta: 13:45:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 2.1936, loss: 2.1936 +2025-06-12 13:20:07,670 - pyskl - INFO - Epoch [122][3300/3940] lr: 2.112e-03, eta: 13:45:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 2.1522, loss: 2.1522 +2025-06-12 13:20:52,029 - pyskl - INFO - Epoch [122][3400/3940] lr: 2.108e-03, eta: 13:44:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 2.1847, loss: 2.1847 +2025-06-12 13:21:36,430 - pyskl - INFO - Epoch [122][3500/3940] lr: 2.105e-03, eta: 13:43:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 2.1493, loss: 2.1493 +2025-06-12 13:22:20,908 - pyskl - INFO - Epoch [122][3600/3940] lr: 2.101e-03, eta: 13:42:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.1418, loss: 2.1418 +2025-06-12 13:23:05,350 - pyskl - INFO - Epoch [122][3700/3940] lr: 2.097e-03, eta: 13:42:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 2.1299, loss: 2.1299 +2025-06-12 13:23:49,894 - pyskl - INFO - Epoch [122][3800/3940] lr: 2.094e-03, eta: 13:41:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 2.1494, loss: 2.1494 +2025-06-12 13:24:34,384 - pyskl - INFO - Epoch [122][3900/3940] lr: 2.090e-03, eta: 13:40:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 2.1848, loss: 2.1848 +2025-06-12 13:24:52,571 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-06-12 13:28:14,127 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 13:28:14,766 - pyskl - INFO - +top1_acc 0.8395 +top5_acc 0.9717 +2025-06-12 13:28:14,785 - pyskl - INFO - Epoch(val) [122][3183] top1_acc: 0.8395, top5_acc: 0.9717 +2025-06-12 13:29:24,405 - pyskl - INFO - Epoch [123][100/3940] lr: 2.085e-03, eta: 13:39:43, time: 0.696, data_time: 0.252, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 2.2086, loss: 2.2086 +2025-06-12 13:30:08,806 - pyskl - INFO - Epoch [123][200/3940] lr: 2.081e-03, eta: 13:38:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 2.0690, loss: 2.0690 +2025-06-12 13:30:53,156 - pyskl - INFO - Epoch [123][300/3940] lr: 2.078e-03, eta: 13:38:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 2.1140, loss: 2.1140 +2025-06-12 13:31:37,553 - pyskl - INFO - Epoch [123][400/3940] lr: 2.074e-03, eta: 13:37:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 2.1027, loss: 2.1027 +2025-06-12 13:32:21,936 - pyskl - INFO - Epoch [123][500/3940] lr: 2.070e-03, eta: 13:36:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 2.0275, loss: 2.0275 +2025-06-12 13:33:06,335 - pyskl - INFO - Epoch [123][600/3940] lr: 2.067e-03, eta: 13:36:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 2.1078, loss: 2.1078 +2025-06-12 13:33:50,728 - pyskl - INFO - Epoch [123][700/3940] lr: 2.063e-03, eta: 13:35:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 2.1494, loss: 2.1494 +2025-06-12 13:34:35,133 - pyskl - INFO - Epoch [123][800/3940] lr: 2.059e-03, eta: 13:34:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 1.0000, loss_cls: 2.0717, loss: 2.0717 +2025-06-12 13:35:19,499 - pyskl - INFO - Epoch [123][900/3940] lr: 2.056e-03, eta: 13:33:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 2.1138, loss: 2.1138 +2025-06-12 13:36:03,925 - pyskl - INFO - Epoch [123][1000/3940] lr: 2.052e-03, eta: 13:33:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 2.1496, loss: 2.1496 +2025-06-12 13:36:48,364 - pyskl - INFO - Epoch [123][1100/3940] lr: 2.048e-03, eta: 13:32:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.1169, loss: 2.1169 +2025-06-12 13:37:32,866 - pyskl - INFO - Epoch [123][1200/3940] lr: 2.045e-03, eta: 13:31:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 2.0421, loss: 2.0421 +2025-06-12 13:38:17,270 - pyskl - INFO - Epoch [123][1300/3940] lr: 2.041e-03, eta: 13:30:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.0827, loss: 2.0827 +2025-06-12 13:39:01,731 - pyskl - INFO - Epoch [123][1400/3940] lr: 2.037e-03, eta: 13:30:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 2.1362, loss: 2.1362 +2025-06-12 13:39:46,195 - pyskl - INFO - Epoch [123][1500/3940] lr: 2.034e-03, eta: 13:29:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 2.0556, loss: 2.0556 +2025-06-12 13:40:30,657 - pyskl - INFO - Epoch [123][1600/3940] lr: 2.030e-03, eta: 13:28:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 2.0769, loss: 2.0769 +2025-06-12 13:41:15,191 - pyskl - INFO - Epoch [123][1700/3940] lr: 2.026e-03, eta: 13:27:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 2.1237, loss: 2.1237 +2025-06-12 13:42:00,013 - pyskl - INFO - Epoch [123][1800/3940] lr: 2.023e-03, eta: 13:27:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 2.0579, loss: 2.0579 +2025-06-12 13:42:44,805 - pyskl - INFO - Epoch [123][1900/3940] lr: 2.019e-03, eta: 13:26:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 2.0801, loss: 2.0801 +2025-06-12 13:43:29,439 - pyskl - INFO - Epoch [123][2000/3940] lr: 2.016e-03, eta: 13:25:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.9885, loss: 1.9885 +2025-06-12 13:44:14,020 - pyskl - INFO - Epoch [123][2100/3940] lr: 2.012e-03, eta: 13:24:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.0530, loss: 2.0530 +2025-06-12 13:44:58,646 - pyskl - INFO - Epoch [123][2200/3940] lr: 2.008e-03, eta: 13:24:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 2.1301, loss: 2.1301 +2025-06-12 13:45:43,282 - pyskl - INFO - Epoch [123][2300/3940] lr: 2.005e-03, eta: 13:23:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 2.1184, loss: 2.1184 +2025-06-12 13:46:27,750 - pyskl - INFO - Epoch [123][2400/3940] lr: 2.001e-03, eta: 13:22:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 2.0960, loss: 2.0960 +2025-06-12 13:47:12,303 - pyskl - INFO - Epoch [123][2500/3940] lr: 1.998e-03, eta: 13:21:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 2.1349, loss: 2.1349 +2025-06-12 13:47:56,813 - pyskl - INFO - Epoch [123][2600/3940] lr: 1.994e-03, eta: 13:21:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 2.0363, loss: 2.0363 +2025-06-12 13:48:41,279 - pyskl - INFO - Epoch [123][2700/3940] lr: 1.990e-03, eta: 13:20:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 2.0783, loss: 2.0783 +2025-06-12 13:49:25,691 - pyskl - INFO - Epoch [123][2800/3940] lr: 1.987e-03, eta: 13:19:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.1475, loss: 2.1475 +2025-06-12 13:50:10,083 - pyskl - INFO - Epoch [123][2900/3940] lr: 1.983e-03, eta: 13:18:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9944, loss_cls: 2.0934, loss: 2.0934 +2025-06-12 13:50:54,548 - pyskl - INFO - Epoch [123][3000/3940] lr: 1.980e-03, eta: 13:18:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 1.0000, loss_cls: 2.2233, loss: 2.2233 +2025-06-12 13:51:39,015 - pyskl - INFO - Epoch [123][3100/3940] lr: 1.976e-03, eta: 13:17:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.0838, loss: 2.0838 +2025-06-12 13:52:23,483 - pyskl - INFO - Epoch [123][3200/3940] lr: 1.972e-03, eta: 13:16:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 2.0977, loss: 2.0977 +2025-06-12 13:53:08,008 - pyskl - INFO - Epoch [123][3300/3940] lr: 1.969e-03, eta: 13:15:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 2.1731, loss: 2.1731 +2025-06-12 13:53:52,524 - pyskl - INFO - Epoch [123][3400/3940] lr: 1.965e-03, eta: 13:15:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 2.0365, loss: 2.0365 +2025-06-12 13:54:36,979 - pyskl - INFO - Epoch [123][3500/3940] lr: 1.962e-03, eta: 13:14:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 2.1335, loss: 2.1335 +2025-06-12 13:55:21,390 - pyskl - INFO - Epoch [123][3600/3940] lr: 1.958e-03, eta: 13:13:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 2.1958, loss: 2.1958 +2025-06-12 13:56:05,725 - pyskl - INFO - Epoch [123][3700/3940] lr: 1.954e-03, eta: 13:12:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 2.1673, loss: 2.1673 +2025-06-12 13:56:50,346 - pyskl - INFO - Epoch [123][3800/3940] lr: 1.951e-03, eta: 13:12:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 2.1397, loss: 2.1397 +2025-06-12 13:57:34,946 - pyskl - INFO - Epoch [123][3900/3940] lr: 1.947e-03, eta: 13:11:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 2.0586, loss: 2.0586 +2025-06-12 13:57:53,184 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-06-12 14:01:16,307 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 14:01:16,776 - pyskl - INFO - +top1_acc 0.8390 +top5_acc 0.9717 +2025-06-12 14:01:16,797 - pyskl - INFO - Epoch(val) [123][3183] top1_acc: 0.8390, top5_acc: 0.9717 +2025-06-12 14:02:26,775 - pyskl - INFO - Epoch [124][100/3940] lr: 1.942e-03, eta: 13:10:25, time: 0.700, data_time: 0.254, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 2.0211, loss: 2.0211 +2025-06-12 14:03:11,315 - pyskl - INFO - Epoch [124][200/3940] lr: 1.939e-03, eta: 13:09:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 2.0372, loss: 2.0372 +2025-06-12 14:03:55,829 - pyskl - INFO - Epoch [124][300/3940] lr: 1.935e-03, eta: 13:08:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 2.0630, loss: 2.0630 +2025-06-12 14:04:40,347 - pyskl - INFO - Epoch [124][400/3940] lr: 1.932e-03, eta: 13:08:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 2.0801, loss: 2.0801 +2025-06-12 14:05:24,882 - pyskl - INFO - Epoch [124][500/3940] lr: 1.928e-03, eta: 13:07:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 2.0738, loss: 2.0738 +2025-06-12 14:06:09,437 - pyskl - INFO - Epoch [124][600/3940] lr: 1.925e-03, eta: 13:06:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 2.0709, loss: 2.0709 +2025-06-12 14:06:53,913 - pyskl - INFO - Epoch [124][700/3940] lr: 1.921e-03, eta: 13:05:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 2.0779, loss: 2.0779 +2025-06-12 14:07:38,529 - pyskl - INFO - Epoch [124][800/3940] lr: 1.918e-03, eta: 13:05:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 2.1059, loss: 2.1059 +2025-06-12 14:08:23,053 - pyskl - INFO - Epoch [124][900/3940] lr: 1.914e-03, eta: 13:04:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 2.0186, loss: 2.0186 +2025-06-12 14:09:07,671 - pyskl - INFO - Epoch [124][1000/3940] lr: 1.910e-03, eta: 13:03:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 2.1130, loss: 2.1130 +2025-06-12 14:09:52,203 - pyskl - INFO - Epoch [124][1100/3940] lr: 1.907e-03, eta: 13:02:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 2.0431, loss: 2.0431 +2025-06-12 14:10:36,887 - pyskl - INFO - Epoch [124][1200/3940] lr: 1.903e-03, eta: 13:02:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 2.0789, loss: 2.0789 +2025-06-12 14:11:21,461 - pyskl - INFO - Epoch [124][1300/3940] lr: 1.900e-03, eta: 13:01:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 2.0217, loss: 2.0217 +2025-06-12 14:12:06,050 - pyskl - INFO - Epoch [124][1400/3940] lr: 1.896e-03, eta: 13:00:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 2.0832, loss: 2.0832 +2025-06-12 14:12:50,605 - pyskl - INFO - Epoch [124][1500/3940] lr: 1.893e-03, eta: 13:00:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 2.0994, loss: 2.0994 +2025-06-12 14:13:35,125 - pyskl - INFO - Epoch [124][1600/3940] lr: 1.889e-03, eta: 12:59:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 2.1007, loss: 2.1007 +2025-06-12 14:14:19,726 - pyskl - INFO - Epoch [124][1700/3940] lr: 1.886e-03, eta: 12:58:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 2.0391, loss: 2.0391 +2025-06-12 14:15:04,263 - pyskl - INFO - Epoch [124][1800/3940] lr: 1.882e-03, eta: 12:57:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 2.1040, loss: 2.1040 +2025-06-12 14:15:48,862 - pyskl - INFO - Epoch [124][1900/3940] lr: 1.879e-03, eta: 12:57:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 2.1455, loss: 2.1455 +2025-06-12 14:16:33,366 - pyskl - INFO - Epoch [124][2000/3940] lr: 1.875e-03, eta: 12:56:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.0295, loss: 2.0295 +2025-06-12 14:17:17,873 - pyskl - INFO - Epoch [124][2100/3940] lr: 1.872e-03, eta: 12:55:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.9729, loss: 1.9729 +2025-06-12 14:18:02,299 - pyskl - INFO - Epoch [124][2200/3940] lr: 1.868e-03, eta: 12:54:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 2.0843, loss: 2.0843 +2025-06-12 14:18:46,608 - pyskl - INFO - Epoch [124][2300/3940] lr: 1.865e-03, eta: 12:54:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 2.0761, loss: 2.0761 +2025-06-12 14:19:31,027 - pyskl - INFO - Epoch [124][2400/3940] lr: 1.861e-03, eta: 12:53:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 2.0131, loss: 2.0131 +2025-06-12 14:20:15,478 - pyskl - INFO - Epoch [124][2500/3940] lr: 1.858e-03, eta: 12:52:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9969, loss_cls: 2.0245, loss: 2.0245 +2025-06-12 14:20:59,878 - pyskl - INFO - Epoch [124][2600/3940] lr: 1.854e-03, eta: 12:51:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 2.0521, loss: 2.0521 +2025-06-12 14:21:44,300 - pyskl - INFO - Epoch [124][2700/3940] lr: 1.851e-03, eta: 12:51:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 2.1013, loss: 2.1013 +2025-06-12 14:22:28,756 - pyskl - INFO - Epoch [124][2800/3940] lr: 1.847e-03, eta: 12:50:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 2.1376, loss: 2.1376 +2025-06-12 14:23:13,162 - pyskl - INFO - Epoch [124][2900/3940] lr: 1.844e-03, eta: 12:49:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 2.1061, loss: 2.1061 +2025-06-12 14:23:57,538 - pyskl - INFO - Epoch [124][3000/3940] lr: 1.840e-03, eta: 12:48:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 2.0722, loss: 2.0722 +2025-06-12 14:24:41,922 - pyskl - INFO - Epoch [124][3100/3940] lr: 1.837e-03, eta: 12:48:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.9960, loss: 1.9960 +2025-06-12 14:25:26,310 - pyskl - INFO - Epoch [124][3200/3940] lr: 1.834e-03, eta: 12:47:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 2.0784, loss: 2.0784 +2025-06-12 14:26:10,735 - pyskl - INFO - Epoch [124][3300/3940] lr: 1.830e-03, eta: 12:46:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 2.1281, loss: 2.1281 +2025-06-12 14:26:55,180 - pyskl - INFO - Epoch [124][3400/3940] lr: 1.827e-03, eta: 12:45:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 2.0705, loss: 2.0705 +2025-06-12 14:27:39,619 - pyskl - INFO - Epoch [124][3500/3940] lr: 1.823e-03, eta: 12:45:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 2.0998, loss: 2.0998 +2025-06-12 14:28:24,065 - pyskl - INFO - Epoch [124][3600/3940] lr: 1.820e-03, eta: 12:44:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 2.0047, loss: 2.0047 +2025-06-12 14:29:08,450 - pyskl - INFO - Epoch [124][3700/3940] lr: 1.816e-03, eta: 12:43:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.0339, loss: 2.0339 +2025-06-12 14:29:52,943 - pyskl - INFO - Epoch [124][3800/3940] lr: 1.813e-03, eta: 12:42:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 2.0037, loss: 2.0037 +2025-06-12 14:30:37,363 - pyskl - INFO - Epoch [124][3900/3940] lr: 1.809e-03, eta: 12:42:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 2.1040, loss: 2.1040 +2025-06-12 14:30:55,539 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-06-12 14:34:16,925 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 14:34:17,564 - pyskl - INFO - +top1_acc 0.7938 +top5_acc 0.9483 +2025-06-12 14:34:17,582 - pyskl - INFO - Epoch(val) [124][3183] top1_acc: 0.7938, top5_acc: 0.9483 +2025-06-12 14:35:27,526 - pyskl - INFO - Epoch [125][100/3940] lr: 1.805e-03, eta: 12:41:08, time: 0.699, data_time: 0.255, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.9902, loss: 1.9902 +2025-06-12 14:36:12,087 - pyskl - INFO - Epoch [125][200/3940] lr: 1.801e-03, eta: 12:40:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 2.0394, loss: 2.0394 +2025-06-12 14:36:56,638 - pyskl - INFO - Epoch [125][300/3940] lr: 1.798e-03, eta: 12:39:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.9734, loss: 1.9734 +2025-06-12 14:37:41,180 - pyskl - INFO - Epoch [125][400/3940] lr: 1.794e-03, eta: 12:38:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 2.0591, loss: 2.0591 +2025-06-12 14:38:25,738 - pyskl - INFO - Epoch [125][500/3940] lr: 1.791e-03, eta: 12:38:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 2.1076, loss: 2.1076 +2025-06-12 14:39:10,177 - pyskl - INFO - Epoch [125][600/3940] lr: 1.787e-03, eta: 12:37:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 2.0957, loss: 2.0957 +2025-06-12 14:39:54,620 - pyskl - INFO - Epoch [125][700/3940] lr: 1.784e-03, eta: 12:36:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 2.0186, loss: 2.0186 +2025-06-12 14:40:39,015 - pyskl - INFO - Epoch [125][800/3940] lr: 1.781e-03, eta: 12:35:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 2.0056, loss: 2.0056 +2025-06-12 14:41:23,386 - pyskl - INFO - Epoch [125][900/3940] lr: 1.777e-03, eta: 12:35:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 2.0875, loss: 2.0875 +2025-06-12 14:42:07,766 - pyskl - INFO - Epoch [125][1000/3940] lr: 1.774e-03, eta: 12:34:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 2.0140, loss: 2.0140 +2025-06-12 14:42:52,119 - pyskl - INFO - Epoch [125][1100/3940] lr: 1.770e-03, eta: 12:33:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 2.0906, loss: 2.0906 +2025-06-12 14:43:36,538 - pyskl - INFO - Epoch [125][1200/3940] lr: 1.767e-03, eta: 12:32:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.9889, loss: 1.9889 +2025-06-12 14:44:20,946 - pyskl - INFO - Epoch [125][1300/3940] lr: 1.763e-03, eta: 12:32:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.9999, loss: 1.9999 +2025-06-12 14:45:05,394 - pyskl - INFO - Epoch [125][1400/3940] lr: 1.760e-03, eta: 12:31:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 2.0411, loss: 2.0411 +2025-06-12 14:45:49,784 - pyskl - INFO - Epoch [125][1500/3940] lr: 1.757e-03, eta: 12:30:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 2.0225, loss: 2.0225 +2025-06-12 14:46:34,233 - pyskl - INFO - Epoch [125][1600/3940] lr: 1.753e-03, eta: 12:29:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 2.0202, loss: 2.0202 +2025-06-12 14:47:18,928 - pyskl - INFO - Epoch [125][1700/3940] lr: 1.750e-03, eta: 12:29:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 2.1616, loss: 2.1616 +2025-06-12 14:48:03,434 - pyskl - INFO - Epoch [125][1800/3940] lr: 1.747e-03, eta: 12:28:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 2.0506, loss: 2.0506 +2025-06-12 14:48:47,884 - pyskl - INFO - Epoch [125][1900/3940] lr: 1.743e-03, eta: 12:27:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 2.0272, loss: 2.0272 +2025-06-12 14:49:32,289 - pyskl - INFO - Epoch [125][2000/3940] lr: 1.740e-03, eta: 12:26:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.1599, loss: 2.1599 +2025-06-12 14:50:16,735 - pyskl - INFO - Epoch [125][2100/3940] lr: 1.736e-03, eta: 12:26:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 2.0758, loss: 2.0758 +2025-06-12 14:51:01,140 - pyskl - INFO - Epoch [125][2200/3940] lr: 1.733e-03, eta: 12:25:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 2.0893, loss: 2.0893 +2025-06-12 14:51:45,516 - pyskl - INFO - Epoch [125][2300/3940] lr: 1.730e-03, eta: 12:24:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.9892, loss: 1.9892 +2025-06-12 14:52:29,954 - pyskl - INFO - Epoch [125][2400/3940] lr: 1.726e-03, eta: 12:24:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.9751, loss: 1.9751 +2025-06-12 14:53:14,346 - pyskl - INFO - Epoch [125][2500/3940] lr: 1.723e-03, eta: 12:23:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 2.0549, loss: 2.0549 +2025-06-12 14:53:58,725 - pyskl - INFO - Epoch [125][2600/3940] lr: 1.720e-03, eta: 12:22:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.9969, loss: 1.9969 +2025-06-12 14:54:43,161 - pyskl - INFO - Epoch [125][2700/3940] lr: 1.716e-03, eta: 12:21:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 2.0491, loss: 2.0491 +2025-06-12 14:55:27,541 - pyskl - INFO - Epoch [125][2800/3940] lr: 1.713e-03, eta: 12:21:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 2.0821, loss: 2.0821 +2025-06-12 14:56:11,970 - pyskl - INFO - Epoch [125][2900/3940] lr: 1.709e-03, eta: 12:20:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 2.1255, loss: 2.1255 +2025-06-12 14:56:56,385 - pyskl - INFO - Epoch [125][3000/3940] lr: 1.706e-03, eta: 12:19:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 2.0520, loss: 2.0520 +2025-06-12 14:57:40,755 - pyskl - INFO - Epoch [125][3100/3940] lr: 1.703e-03, eta: 12:18:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 2.0318, loss: 2.0318 +2025-06-12 14:58:25,113 - pyskl - INFO - Epoch [125][3200/3940] lr: 1.699e-03, eta: 12:18:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 2.1198, loss: 2.1198 +2025-06-12 14:59:09,466 - pyskl - INFO - Epoch [125][3300/3940] lr: 1.696e-03, eta: 12:17:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 2.0309, loss: 2.0309 +2025-06-12 14:59:53,830 - pyskl - INFO - Epoch [125][3400/3940] lr: 1.693e-03, eta: 12:16:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 2.0162, loss: 2.0162 +2025-06-12 15:00:38,179 - pyskl - INFO - Epoch [125][3500/3940] lr: 1.689e-03, eta: 12:15:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 2.0514, loss: 2.0514 +2025-06-12 15:01:22,490 - pyskl - INFO - Epoch [125][3600/3940] lr: 1.686e-03, eta: 12:15:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.0154, loss: 2.0154 +2025-06-12 15:02:06,841 - pyskl - INFO - Epoch [125][3700/3940] lr: 1.683e-03, eta: 12:14:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 2.1146, loss: 2.1146 +2025-06-12 15:02:51,478 - pyskl - INFO - Epoch [125][3800/3940] lr: 1.679e-03, eta: 12:13:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 2.0645, loss: 2.0645 +2025-06-12 15:03:35,943 - pyskl - INFO - Epoch [125][3900/3940] lr: 1.676e-03, eta: 12:12:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 2.0710, loss: 2.0710 +2025-06-12 15:03:54,074 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-06-12 15:23:02,982 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 15:23:03,475 - pyskl - INFO - +top1_acc 0.8362 +top5_acc 0.9709 +2025-06-12 15:23:03,492 - pyskl - INFO - Epoch(val) [125][3183] top1_acc: 0.8362, top5_acc: 0.9709 +2025-06-12 15:24:12,986 - pyskl - INFO - Epoch [126][100/3940] lr: 1.671e-03, eta: 12:11:49, time: 0.695, data_time: 0.252, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 2.0008, loss: 2.0008 +2025-06-12 15:24:57,402 - pyskl - INFO - Epoch [126][200/3940] lr: 1.668e-03, eta: 12:11:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.9800, loss: 1.9800 +2025-06-12 15:25:41,777 - pyskl - INFO - Epoch [126][300/3940] lr: 1.665e-03, eta: 12:10:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.9610, loss: 1.9610 +2025-06-12 15:26:26,067 - pyskl - INFO - Epoch [126][400/3940] lr: 1.661e-03, eta: 12:09:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 2.0096, loss: 2.0096 +2025-06-12 15:27:10,443 - pyskl - INFO - Epoch [126][500/3940] lr: 1.658e-03, eta: 12:08:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.9509, loss: 1.9509 +2025-06-12 15:27:54,753 - pyskl - INFO - Epoch [126][600/3940] lr: 1.655e-03, eta: 12:08:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.9787, loss: 1.9787 +2025-06-12 15:28:39,159 - pyskl - INFO - Epoch [126][700/3940] lr: 1.652e-03, eta: 12:07:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 2.0138, loss: 2.0138 +2025-06-12 15:29:23,602 - pyskl - INFO - Epoch [126][800/3940] lr: 1.648e-03, eta: 12:06:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.9468, loss: 1.9468 +2025-06-12 15:30:08,071 - pyskl - INFO - Epoch [126][900/3940] lr: 1.645e-03, eta: 12:05:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.9944, loss: 1.9944 +2025-06-12 15:30:52,550 - pyskl - INFO - Epoch [126][1000/3940] lr: 1.642e-03, eta: 12:05:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 2.0254, loss: 2.0254 +2025-06-12 15:31:37,046 - pyskl - INFO - Epoch [126][1100/3940] lr: 1.638e-03, eta: 12:04:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.9907, loss: 1.9907 +2025-06-12 15:32:21,562 - pyskl - INFO - Epoch [126][1200/3940] lr: 1.635e-03, eta: 12:03:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 1.9902, loss: 1.9902 +2025-06-12 15:33:06,056 - pyskl - INFO - Epoch [126][1300/3940] lr: 1.632e-03, eta: 12:02:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.9688, loss: 1.9688 +2025-06-12 15:33:50,476 - pyskl - INFO - Epoch [126][1400/3940] lr: 1.629e-03, eta: 12:02:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.9678, loss: 1.9678 +2025-06-12 15:34:34,897 - pyskl - INFO - Epoch [126][1500/3940] lr: 1.625e-03, eta: 12:01:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.9830, loss: 1.9830 +2025-06-12 15:35:19,607 - pyskl - INFO - Epoch [126][1600/3940] lr: 1.622e-03, eta: 12:00:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 2.0195, loss: 2.0195 +2025-06-12 15:36:04,357 - pyskl - INFO - Epoch [126][1700/3940] lr: 1.619e-03, eta: 11:59:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.9888, loss: 1.9888 +2025-06-12 15:36:48,818 - pyskl - INFO - Epoch [126][1800/3940] lr: 1.615e-03, eta: 11:59:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.9670, loss: 1.9670 +2025-06-12 15:37:33,339 - pyskl - INFO - Epoch [126][1900/3940] lr: 1.612e-03, eta: 11:58:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 2.0499, loss: 2.0499 +2025-06-12 15:38:17,843 - pyskl - INFO - Epoch [126][2000/3940] lr: 1.609e-03, eta: 11:57:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.9541, loss: 1.9541 +2025-06-12 15:39:02,381 - pyskl - INFO - Epoch [126][2100/3940] lr: 1.606e-03, eta: 11:56:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 2.0446, loss: 2.0446 +2025-06-12 15:39:46,671 - pyskl - INFO - Epoch [126][2200/3940] lr: 1.602e-03, eta: 11:56:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 2.0150, loss: 2.0150 +2025-06-12 15:40:30,992 - pyskl - INFO - Epoch [126][2300/3940] lr: 1.599e-03, eta: 11:55:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.9757, loss: 1.9757 +2025-06-12 15:41:15,334 - pyskl - INFO - Epoch [126][2400/3940] lr: 1.596e-03, eta: 11:54:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 2.0061, loss: 2.0061 +2025-06-12 15:41:59,660 - pyskl - INFO - Epoch [126][2500/3940] lr: 1.593e-03, eta: 11:53:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9844, loss: 1.9844 +2025-06-12 15:42:44,007 - pyskl - INFO - Epoch [126][2600/3940] lr: 1.589e-03, eta: 11:53:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.0695, loss: 2.0695 +2025-06-12 15:43:28,420 - pyskl - INFO - Epoch [126][2700/3940] lr: 1.586e-03, eta: 11:52:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 2.0163, loss: 2.0163 +2025-06-12 15:44:12,839 - pyskl - INFO - Epoch [126][2800/3940] lr: 1.583e-03, eta: 11:51:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 2.0125, loss: 2.0125 +2025-06-12 15:44:57,198 - pyskl - INFO - Epoch [126][2900/3940] lr: 1.580e-03, eta: 11:50:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.9286, loss: 1.9286 +2025-06-12 15:45:41,755 - pyskl - INFO - Epoch [126][3000/3940] lr: 1.576e-03, eta: 11:50:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 2.0259, loss: 2.0259 +2025-06-12 15:46:26,316 - pyskl - INFO - Epoch [126][3100/3940] lr: 1.573e-03, eta: 11:49:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 1.9657, loss: 1.9657 +2025-06-12 15:47:10,844 - pyskl - INFO - Epoch [126][3200/3940] lr: 1.570e-03, eta: 11:48:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 2.0364, loss: 2.0364 +2025-06-12 15:47:55,282 - pyskl - INFO - Epoch [126][3300/3940] lr: 1.567e-03, eta: 11:48:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.9907, loss: 1.9907 +2025-06-12 15:48:39,731 - pyskl - INFO - Epoch [126][3400/3940] lr: 1.564e-03, eta: 11:47:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.0336, loss: 2.0336 +2025-06-12 15:49:24,053 - pyskl - INFO - Epoch [126][3500/3940] lr: 1.560e-03, eta: 11:46:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 2.0045, loss: 2.0045 +2025-06-12 15:50:08,374 - pyskl - INFO - Epoch [126][3600/3940] lr: 1.557e-03, eta: 11:45:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.0349, loss: 2.0349 +2025-06-12 15:50:52,820 - pyskl - INFO - Epoch [126][3700/3940] lr: 1.554e-03, eta: 11:45:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.9786, loss: 1.9786 +2025-06-12 15:51:37,195 - pyskl - INFO - Epoch [126][3800/3940] lr: 1.551e-03, eta: 11:44:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 2.0468, loss: 2.0468 +2025-06-12 15:52:21,738 - pyskl - INFO - Epoch [126][3900/3940] lr: 1.547e-03, eta: 11:43:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.9528, loss: 1.9528 +2025-06-12 15:52:39,871 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-06-12 15:56:00,909 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 15:56:01,434 - pyskl - INFO - +top1_acc 0.8407 +top5_acc 0.9708 +2025-06-12 15:56:01,457 - pyskl - INFO - Epoch(val) [126][3183] top1_acc: 0.8407, top5_acc: 0.9708 +2025-06-12 15:57:10,868 - pyskl - INFO - Epoch [127][100/3940] lr: 1.543e-03, eta: 11:42:31, time: 0.694, data_time: 0.250, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 2.0582, loss: 2.0582 +2025-06-12 15:57:55,219 - pyskl - INFO - Epoch [127][200/3940] lr: 1.540e-03, eta: 11:41:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.9332, loss: 1.9332 +2025-06-12 15:58:39,591 - pyskl - INFO - Epoch [127][300/3940] lr: 1.537e-03, eta: 11:41:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.9925, loss: 1.9925 +2025-06-12 15:59:23,900 - pyskl - INFO - Epoch [127][400/3940] lr: 1.533e-03, eta: 11:40:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.9441, loss: 1.9441 +2025-06-12 16:00:08,188 - pyskl - INFO - Epoch [127][500/3940] lr: 1.530e-03, eta: 11:39:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.9797, loss: 1.9797 +2025-06-12 16:00:52,484 - pyskl - INFO - Epoch [127][600/3940] lr: 1.527e-03, eta: 11:38:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.9575, loss: 1.9575 +2025-06-12 16:01:36,860 - pyskl - INFO - Epoch [127][700/3940] lr: 1.524e-03, eta: 11:38:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 2.0069, loss: 2.0069 +2025-06-12 16:02:21,208 - pyskl - INFO - Epoch [127][800/3940] lr: 1.521e-03, eta: 11:37:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.9989, loss: 1.9989 +2025-06-12 16:03:05,591 - pyskl - INFO - Epoch [127][900/3940] lr: 1.518e-03, eta: 11:36:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.9751, loss: 1.9751 +2025-06-12 16:03:49,893 - pyskl - INFO - Epoch [127][1000/3940] lr: 1.514e-03, eta: 11:35:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.9877, loss: 1.9877 +2025-06-12 16:04:34,149 - pyskl - INFO - Epoch [127][1100/3940] lr: 1.511e-03, eta: 11:35:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.9940, loss: 1.9940 +2025-06-12 16:05:18,537 - pyskl - INFO - Epoch [127][1200/3940] lr: 1.508e-03, eta: 11:34:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.9489, loss: 1.9489 +2025-06-12 16:06:02,838 - pyskl - INFO - Epoch [127][1300/3940] lr: 1.505e-03, eta: 11:33:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 2.0119, loss: 2.0119 +2025-06-12 16:06:47,128 - pyskl - INFO - Epoch [127][1400/3940] lr: 1.502e-03, eta: 11:32:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.9816, loss: 1.9816 +2025-06-12 16:07:31,484 - pyskl - INFO - Epoch [127][1500/3940] lr: 1.499e-03, eta: 11:32:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.9316, loss: 1.9316 +2025-06-12 16:08:15,978 - pyskl - INFO - Epoch [127][1600/3940] lr: 1.495e-03, eta: 11:31:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.9584, loss: 1.9584 +2025-06-12 16:09:00,472 - pyskl - INFO - Epoch [127][1700/3940] lr: 1.492e-03, eta: 11:30:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.9542, loss: 1.9542 +2025-06-12 16:09:45,032 - pyskl - INFO - Epoch [127][1800/3940] lr: 1.489e-03, eta: 11:29:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.8843, loss: 1.8843 +2025-06-12 16:10:29,469 - pyskl - INFO - Epoch [127][1900/3940] lr: 1.486e-03, eta: 11:29:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 2.0493, loss: 2.0493 +2025-06-12 16:11:13,935 - pyskl - INFO - Epoch [127][2000/3940] lr: 1.483e-03, eta: 11:28:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 2.0405, loss: 2.0405 +2025-06-12 16:11:58,307 - pyskl - INFO - Epoch [127][2100/3940] lr: 1.480e-03, eta: 11:27:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.9861, loss: 1.9861 +2025-06-12 16:12:42,661 - pyskl - INFO - Epoch [127][2200/3940] lr: 1.477e-03, eta: 11:26:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.9416, loss: 1.9416 +2025-06-12 16:13:27,054 - pyskl - INFO - Epoch [127][2300/3940] lr: 1.473e-03, eta: 11:26:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.9415, loss: 1.9415 +2025-06-12 16:14:11,355 - pyskl - INFO - Epoch [127][2400/3940] lr: 1.470e-03, eta: 11:25:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9594, loss: 1.9594 +2025-06-12 16:14:55,703 - pyskl - INFO - Epoch [127][2500/3940] lr: 1.467e-03, eta: 11:24:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.9682, loss: 1.9682 +2025-06-12 16:15:40,129 - pyskl - INFO - Epoch [127][2600/3940] lr: 1.464e-03, eta: 11:23:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 2.0141, loss: 2.0141 +2025-06-12 16:16:24,493 - pyskl - INFO - Epoch [127][2700/3940] lr: 1.461e-03, eta: 11:23:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.9887, loss: 1.9887 +2025-06-12 16:17:08,797 - pyskl - INFO - Epoch [127][2800/3940] lr: 1.458e-03, eta: 11:22:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.9409, loss: 1.9409 +2025-06-12 16:17:53,109 - pyskl - INFO - Epoch [127][2900/3940] lr: 1.455e-03, eta: 11:21:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.9763, loss: 1.9763 +2025-06-12 16:18:37,779 - pyskl - INFO - Epoch [127][3000/3940] lr: 1.452e-03, eta: 11:20:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.9647, loss: 1.9647 +2025-06-12 16:19:22,190 - pyskl - INFO - Epoch [127][3100/3940] lr: 1.448e-03, eta: 11:20:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.9372, loss: 1.9372 +2025-06-12 16:20:06,552 - pyskl - INFO - Epoch [127][3200/3940] lr: 1.445e-03, eta: 11:19:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 2.0003, loss: 2.0003 +2025-06-12 16:20:50,902 - pyskl - INFO - Epoch [127][3300/3940] lr: 1.442e-03, eta: 11:18:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 2.0364, loss: 2.0364 +2025-06-12 16:21:35,284 - pyskl - INFO - Epoch [127][3400/3940] lr: 1.439e-03, eta: 11:17:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 2.0132, loss: 2.0132 +2025-06-12 16:22:19,703 - pyskl - INFO - Epoch [127][3500/3940] lr: 1.436e-03, eta: 11:17:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 2.0048, loss: 2.0048 +2025-06-12 16:23:04,005 - pyskl - INFO - Epoch [127][3600/3940] lr: 1.433e-03, eta: 11:16:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.9746, loss: 1.9746 +2025-06-12 16:23:48,398 - pyskl - INFO - Epoch [127][3700/3940] lr: 1.430e-03, eta: 11:15:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 2.0016, loss: 2.0016 +2025-06-12 16:24:32,933 - pyskl - INFO - Epoch [127][3800/3940] lr: 1.427e-03, eta: 11:14:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 2.0283, loss: 2.0283 +2025-06-12 16:25:17,753 - pyskl - INFO - Epoch [127][3900/3940] lr: 1.424e-03, eta: 11:14:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.9997, loss: 1.9997 +2025-06-12 16:25:36,125 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-06-12 16:28:57,499 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 16:28:58,044 - pyskl - INFO - +top1_acc 0.8429 +top5_acc 0.9720 +2025-06-12 16:28:58,103 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_120.pth was removed +2025-06-12 16:28:59,222 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-06-12 16:28:59,224 - pyskl - INFO - Best top1_acc is 0.8429 at 127 epoch. +2025-06-12 16:28:59,245 - pyskl - INFO - Epoch(val) [127][3183] top1_acc: 0.8429, top5_acc: 0.9720 +2025-06-12 16:30:09,266 - pyskl - INFO - Epoch [128][100/3940] lr: 1.419e-03, eta: 11:13:13, time: 0.700, data_time: 0.254, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8973, loss: 1.8973 +2025-06-12 16:30:54,049 - pyskl - INFO - Epoch [128][200/3940] lr: 1.416e-03, eta: 11:12:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9375, loss: 1.9375 +2025-06-12 16:31:38,544 - pyskl - INFO - Epoch [128][300/3940] lr: 1.413e-03, eta: 11:11:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.9036, loss: 1.9036 +2025-06-12 16:32:22,929 - pyskl - INFO - Epoch [128][400/3940] lr: 1.410e-03, eta: 11:10:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.9363, loss: 1.9363 +2025-06-12 16:33:07,396 - pyskl - INFO - Epoch [128][500/3940] lr: 1.407e-03, eta: 11:10:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.9360, loss: 1.9360 +2025-06-12 16:33:51,733 - pyskl - INFO - Epoch [128][600/3940] lr: 1.404e-03, eta: 11:09:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9217, loss: 1.9217 +2025-06-12 16:34:36,181 - pyskl - INFO - Epoch [128][700/3940] lr: 1.401e-03, eta: 11:08:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.8732, loss: 1.8732 +2025-06-12 16:35:20,628 - pyskl - INFO - Epoch [128][800/3940] lr: 1.398e-03, eta: 11:08:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.9703, loss: 1.9703 +2025-06-12 16:36:04,982 - pyskl - INFO - Epoch [128][900/3940] lr: 1.395e-03, eta: 11:07:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.9503, loss: 1.9503 +2025-06-12 16:36:49,312 - pyskl - INFO - Epoch [128][1000/3940] lr: 1.392e-03, eta: 11:06:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.8860, loss: 1.8860 +2025-06-12 16:37:33,712 - pyskl - INFO - Epoch [128][1100/3940] lr: 1.389e-03, eta: 11:05:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.8812, loss: 1.8812 +2025-06-12 16:38:18,131 - pyskl - INFO - Epoch [128][1200/3940] lr: 1.386e-03, eta: 11:05:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.9301, loss: 1.9301 +2025-06-12 16:39:02,508 - pyskl - INFO - Epoch [128][1300/3940] lr: 1.383e-03, eta: 11:04:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.9972, loss: 1.9972 +2025-06-12 16:39:46,888 - pyskl - INFO - Epoch [128][1400/3940] lr: 1.380e-03, eta: 11:03:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.9748, loss: 1.9748 +2025-06-12 16:40:31,402 - pyskl - INFO - Epoch [128][1500/3940] lr: 1.377e-03, eta: 11:02:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.9816, loss: 1.9816 +2025-06-12 16:41:15,881 - pyskl - INFO - Epoch [128][1600/3940] lr: 1.374e-03, eta: 11:02:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 2.0006, loss: 2.0006 +2025-06-12 16:42:00,383 - pyskl - INFO - Epoch [128][1700/3940] lr: 1.371e-03, eta: 11:01:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.8636, loss: 1.8636 +2025-06-12 16:42:44,852 - pyskl - INFO - Epoch [128][1800/3940] lr: 1.368e-03, eta: 11:00:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.9345, loss: 1.9345 +2025-06-12 16:43:29,304 - pyskl - INFO - Epoch [128][1900/3940] lr: 1.365e-03, eta: 10:59:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9416, loss: 1.9416 +2025-06-12 16:44:13,676 - pyskl - INFO - Epoch [128][2000/3940] lr: 1.362e-03, eta: 10:59:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.8775, loss: 1.8775 +2025-06-12 16:44:57,974 - pyskl - INFO - Epoch [128][2100/3940] lr: 1.359e-03, eta: 10:58:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.8982, loss: 1.8982 +2025-06-12 16:45:42,353 - pyskl - INFO - Epoch [128][2200/3940] lr: 1.356e-03, eta: 10:57:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.9854, loss: 1.9854 +2025-06-12 16:46:26,657 - pyskl - INFO - Epoch [128][2300/3940] lr: 1.353e-03, eta: 10:56:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.9118, loss: 1.9118 +2025-06-12 16:47:10,978 - pyskl - INFO - Epoch [128][2400/3940] lr: 1.350e-03, eta: 10:56:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.9125, loss: 1.9125 +2025-06-12 16:47:55,273 - pyskl - INFO - Epoch [128][2500/3940] lr: 1.347e-03, eta: 10:55:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.9481, loss: 1.9481 +2025-06-12 16:48:39,623 - pyskl - INFO - Epoch [128][2600/3940] lr: 1.344e-03, eta: 10:54:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.8854, loss: 1.8854 +2025-06-12 16:49:23,914 - pyskl - INFO - Epoch [128][2700/3940] lr: 1.341e-03, eta: 10:53:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.9088, loss: 1.9088 +2025-06-12 16:50:08,237 - pyskl - INFO - Epoch [128][2800/3940] lr: 1.338e-03, eta: 10:53:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.9738, loss: 1.9738 +2025-06-12 16:50:52,557 - pyskl - INFO - Epoch [128][2900/3940] lr: 1.335e-03, eta: 10:52:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.9493, loss: 1.9493 +2025-06-12 16:51:36,900 - pyskl - INFO - Epoch [128][3000/3940] lr: 1.332e-03, eta: 10:51:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.9777, loss: 1.9777 +2025-06-12 16:52:21,323 - pyskl - INFO - Epoch [128][3100/3940] lr: 1.329e-03, eta: 10:50:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.9255, loss: 1.9255 +2025-06-12 16:53:05,666 - pyskl - INFO - Epoch [128][3200/3940] lr: 1.326e-03, eta: 10:50:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.9159, loss: 1.9159 +2025-06-12 16:53:49,945 - pyskl - INFO - Epoch [128][3300/3940] lr: 1.323e-03, eta: 10:49:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.9515, loss: 1.9515 +2025-06-12 16:54:34,245 - pyskl - INFO - Epoch [128][3400/3940] lr: 1.320e-03, eta: 10:48:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 2.0181, loss: 2.0181 +2025-06-12 16:55:18,570 - pyskl - INFO - Epoch [128][3500/3940] lr: 1.317e-03, eta: 10:47:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.9462, loss: 1.9462 +2025-06-12 16:56:02,881 - pyskl - INFO - Epoch [128][3600/3940] lr: 1.314e-03, eta: 10:47:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 2.0059, loss: 2.0059 +2025-06-12 16:56:47,169 - pyskl - INFO - Epoch [128][3700/3940] lr: 1.311e-03, eta: 10:46:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.9158, loss: 1.9158 +2025-06-12 16:57:31,596 - pyskl - INFO - Epoch [128][3800/3940] lr: 1.308e-03, eta: 10:45:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.9159, loss: 1.9159 +2025-06-12 16:58:16,223 - pyskl - INFO - Epoch [128][3900/3940] lr: 1.305e-03, eta: 10:44:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.9692, loss: 1.9692 +2025-06-12 16:58:34,468 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-06-12 17:01:57,030 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 17:01:57,505 - pyskl - INFO - +top1_acc 0.8507 +top5_acc 0.9736 +2025-06-12 17:01:57,563 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_127.pth was removed +2025-06-12 17:01:58,684 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2025-06-12 17:01:58,686 - pyskl - INFO - Best top1_acc is 0.8507 at 128 epoch. +2025-06-12 17:01:58,705 - pyskl - INFO - Epoch(val) [128][3183] top1_acc: 0.8507, top5_acc: 0.9736 +2025-06-12 17:03:08,264 - pyskl - INFO - Epoch [129][100/3940] lr: 1.301e-03, eta: 10:43:54, time: 0.696, data_time: 0.252, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.8973, loss: 1.8973 +2025-06-12 17:03:52,659 - pyskl - INFO - Epoch [129][200/3940] lr: 1.298e-03, eta: 10:43:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8640, loss: 1.8640 +2025-06-12 17:04:37,031 - pyskl - INFO - Epoch [129][300/3940] lr: 1.295e-03, eta: 10:42:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.8353, loss: 1.8353 +2025-06-12 17:05:21,409 - pyskl - INFO - Epoch [129][400/3940] lr: 1.292e-03, eta: 10:41:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.8982, loss: 1.8982 +2025-06-12 17:06:05,711 - pyskl - INFO - Epoch [129][500/3940] lr: 1.289e-03, eta: 10:40:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9255, loss: 1.9255 +2025-06-12 17:06:50,115 - pyskl - INFO - Epoch [129][600/3940] lr: 1.286e-03, eta: 10:40:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.9576, loss: 1.9576 +2025-06-12 17:07:34,507 - pyskl - INFO - Epoch [129][700/3940] lr: 1.283e-03, eta: 10:39:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.9207, loss: 1.9207 +2025-06-12 17:08:18,976 - pyskl - INFO - Epoch [129][800/3940] lr: 1.280e-03, eta: 10:38:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9719, loss: 1.9719 +2025-06-12 17:09:03,545 - pyskl - INFO - Epoch [129][900/3940] lr: 1.277e-03, eta: 10:37:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9389, loss: 1.9389 +2025-06-12 17:09:47,948 - pyskl - INFO - Epoch [129][1000/3940] lr: 1.274e-03, eta: 10:37:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.8487, loss: 1.8487 +2025-06-12 17:10:32,382 - pyskl - INFO - Epoch [129][1100/3940] lr: 1.271e-03, eta: 10:36:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8672, loss: 1.8672 +2025-06-12 17:11:16,873 - pyskl - INFO - Epoch [129][1200/3940] lr: 1.268e-03, eta: 10:35:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.8737, loss: 1.8737 +2025-06-12 17:12:01,228 - pyskl - INFO - Epoch [129][1300/3940] lr: 1.265e-03, eta: 10:34:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.9020, loss: 1.9020 +2025-06-12 17:12:45,671 - pyskl - INFO - Epoch [129][1400/3940] lr: 1.263e-03, eta: 10:34:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8510, loss: 1.8510 +2025-06-12 17:13:30,172 - pyskl - INFO - Epoch [129][1500/3940] lr: 1.260e-03, eta: 10:33:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8772, loss: 1.8772 +2025-06-12 17:14:14,687 - pyskl - INFO - Epoch [129][1600/3940] lr: 1.257e-03, eta: 10:32:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8783, loss: 1.8783 +2025-06-12 17:14:59,158 - pyskl - INFO - Epoch [129][1700/3940] lr: 1.254e-03, eta: 10:32:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.9193, loss: 1.9193 +2025-06-12 17:15:43,619 - pyskl - INFO - Epoch [129][1800/3940] lr: 1.251e-03, eta: 10:31:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.8947, loss: 1.8947 +2025-06-12 17:16:28,041 - pyskl - INFO - Epoch [129][1900/3940] lr: 1.248e-03, eta: 10:30:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9009, loss: 1.9009 +2025-06-12 17:17:12,484 - pyskl - INFO - Epoch [129][2000/3940] lr: 1.245e-03, eta: 10:29:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.8314, loss: 1.8314 +2025-06-12 17:17:56,893 - pyskl - INFO - Epoch [129][2100/3940] lr: 1.242e-03, eta: 10:29:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.8233, loss: 1.8233 +2025-06-12 17:18:41,214 - pyskl - INFO - Epoch [129][2200/3940] lr: 1.239e-03, eta: 10:28:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.9249, loss: 1.9249 +2025-06-12 17:19:25,580 - pyskl - INFO - Epoch [129][2300/3940] lr: 1.237e-03, eta: 10:27:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.9223, loss: 1.9223 +2025-06-12 17:20:10,179 - pyskl - INFO - Epoch [129][2400/3940] lr: 1.234e-03, eta: 10:26:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.9273, loss: 1.9273 +2025-06-12 17:20:54,605 - pyskl - INFO - Epoch [129][2500/3940] lr: 1.231e-03, eta: 10:26:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.8475, loss: 1.8475 +2025-06-12 17:21:38,960 - pyskl - INFO - Epoch [129][2600/3940] lr: 1.228e-03, eta: 10:25:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9300, loss: 1.9300 +2025-06-12 17:22:23,282 - pyskl - INFO - Epoch [129][2700/3940] lr: 1.225e-03, eta: 10:24:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.9316, loss: 1.9316 +2025-06-12 17:23:07,647 - pyskl - INFO - Epoch [129][2800/3940] lr: 1.222e-03, eta: 10:23:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.8809, loss: 1.8809 +2025-06-12 17:23:52,252 - pyskl - INFO - Epoch [129][2900/3940] lr: 1.219e-03, eta: 10:23:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.8747, loss: 1.8747 +2025-06-12 17:24:36,946 - pyskl - INFO - Epoch [129][3000/3940] lr: 1.216e-03, eta: 10:22:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.9657, loss: 1.9657 +2025-06-12 17:25:21,279 - pyskl - INFO - Epoch [129][3100/3940] lr: 1.214e-03, eta: 10:21:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.8777, loss: 1.8777 +2025-06-12 17:26:05,680 - pyskl - INFO - Epoch [129][3200/3940] lr: 1.211e-03, eta: 10:20:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.8993, loss: 1.8993 +2025-06-12 17:26:50,077 - pyskl - INFO - Epoch [129][3300/3940] lr: 1.208e-03, eta: 10:20:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.9081, loss: 1.9081 +2025-06-12 17:27:34,475 - pyskl - INFO - Epoch [129][3400/3940] lr: 1.205e-03, eta: 10:19:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.9274, loss: 1.9274 +2025-06-12 17:28:18,884 - pyskl - INFO - Epoch [129][3500/3940] lr: 1.202e-03, eta: 10:18:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.8871, loss: 1.8871 +2025-06-12 17:29:03,270 - pyskl - INFO - Epoch [129][3600/3940] lr: 1.199e-03, eta: 10:17:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.9195, loss: 1.9195 +2025-06-12 17:29:47,651 - pyskl - INFO - Epoch [129][3700/3940] lr: 1.196e-03, eta: 10:17:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.9221, loss: 1.9221 +2025-06-12 17:30:32,080 - pyskl - INFO - Epoch [129][3800/3940] lr: 1.194e-03, eta: 10:16:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.9164, loss: 1.9164 +2025-06-12 17:31:16,664 - pyskl - INFO - Epoch [129][3900/3940] lr: 1.191e-03, eta: 10:15:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.9426, loss: 1.9426 +2025-06-12 17:31:34,803 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-06-12 17:34:55,917 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 17:34:56,376 - pyskl - INFO - +top1_acc 0.8512 +top5_acc 0.9749 +2025-06-12 17:34:56,428 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_128.pth was removed +2025-06-12 17:34:57,475 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2025-06-12 17:34:57,477 - pyskl - INFO - Best top1_acc is 0.8512 at 129 epoch. +2025-06-12 17:34:57,495 - pyskl - INFO - Epoch(val) [129][3183] top1_acc: 0.8512, top5_acc: 0.9749 +2025-06-12 17:36:06,944 - pyskl - INFO - Epoch [130][100/3940] lr: 1.187e-03, eta: 10:14:36, time: 0.694, data_time: 0.251, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8543, loss: 1.8543 +2025-06-12 17:36:51,211 - pyskl - INFO - Epoch [130][200/3940] lr: 1.184e-03, eta: 10:13:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8710, loss: 1.8710 +2025-06-12 17:37:35,506 - pyskl - INFO - Epoch [130][300/3940] lr: 1.181e-03, eta: 10:13:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.8917, loss: 1.8917 +2025-06-12 17:38:19,926 - pyskl - INFO - Epoch [130][400/3940] lr: 1.178e-03, eta: 10:12:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.8296, loss: 1.8296 +2025-06-12 17:39:04,340 - pyskl - INFO - Epoch [130][500/3940] lr: 1.176e-03, eta: 10:11:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8028, loss: 1.8028 +2025-06-12 17:39:48,734 - pyskl - INFO - Epoch [130][600/3940] lr: 1.173e-03, eta: 10:10:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.9028, loss: 1.9028 +2025-06-12 17:40:33,067 - pyskl - INFO - Epoch [130][700/3940] lr: 1.170e-03, eta: 10:10:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8032, loss: 1.8032 +2025-06-12 17:41:17,548 - pyskl - INFO - Epoch [130][800/3940] lr: 1.167e-03, eta: 10:09:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.8707, loss: 1.8707 +2025-06-12 17:42:02,145 - pyskl - INFO - Epoch [130][900/3940] lr: 1.164e-03, eta: 10:08:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8255, loss: 1.8255 +2025-06-12 17:42:46,707 - pyskl - INFO - Epoch [130][1000/3940] lr: 1.162e-03, eta: 10:07:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.9176, loss: 1.9176 +2025-06-12 17:43:31,130 - pyskl - INFO - Epoch [130][1100/3940] lr: 1.159e-03, eta: 10:07:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.9202, loss: 1.9202 +2025-06-12 17:44:15,644 - pyskl - INFO - Epoch [130][1200/3940] lr: 1.156e-03, eta: 10:06:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8234, loss: 1.8234 +2025-06-12 17:45:00,103 - pyskl - INFO - Epoch [130][1300/3940] lr: 1.153e-03, eta: 10:05:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.8912, loss: 1.8912 +2025-06-12 17:45:44,469 - pyskl - INFO - Epoch [130][1400/3940] lr: 1.150e-03, eta: 10:04:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.8935, loss: 1.8935 +2025-06-12 17:46:28,982 - pyskl - INFO - Epoch [130][1500/3940] lr: 1.148e-03, eta: 10:04:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.8379, loss: 1.8379 +2025-06-12 17:47:13,398 - pyskl - INFO - Epoch [130][1600/3940] lr: 1.145e-03, eta: 10:03:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.8318, loss: 1.8318 +2025-06-12 17:47:57,711 - pyskl - INFO - Epoch [130][1700/3940] lr: 1.142e-03, eta: 10:02:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.8760, loss: 1.8760 +2025-06-12 17:48:41,950 - pyskl - INFO - Epoch [130][1800/3940] lr: 1.139e-03, eta: 10:01:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.8405, loss: 1.8405 +2025-06-12 17:49:26,246 - pyskl - INFO - Epoch [130][1900/3940] lr: 1.137e-03, eta: 10:01:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.8748, loss: 1.8748 +2025-06-12 17:50:10,634 - pyskl - INFO - Epoch [130][2000/3940] lr: 1.134e-03, eta: 10:00:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.8569, loss: 1.8569 +2025-06-12 17:50:55,059 - pyskl - INFO - Epoch [130][2100/3940] lr: 1.131e-03, eta: 9:59:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.8656, loss: 1.8656 +2025-06-12 17:51:39,406 - pyskl - INFO - Epoch [130][2200/3940] lr: 1.128e-03, eta: 9:58:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.9230, loss: 1.9230 +2025-06-12 17:52:23,713 - pyskl - INFO - Epoch [130][2300/3940] lr: 1.125e-03, eta: 9:58:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.9201, loss: 1.9201 +2025-06-12 17:53:08,108 - pyskl - INFO - Epoch [130][2400/3940] lr: 1.123e-03, eta: 9:57:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.8706, loss: 1.8706 +2025-06-12 17:53:52,468 - pyskl - INFO - Epoch [130][2500/3940] lr: 1.120e-03, eta: 9:56:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.9481, loss: 1.9481 +2025-06-12 17:54:36,889 - pyskl - INFO - Epoch [130][2600/3940] lr: 1.117e-03, eta: 9:56:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7869, loss: 1.7869 +2025-06-12 17:55:21,349 - pyskl - INFO - Epoch [130][2700/3940] lr: 1.114e-03, eta: 9:55:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.8632, loss: 1.8632 +2025-06-12 17:56:05,672 - pyskl - INFO - Epoch [130][2800/3940] lr: 1.112e-03, eta: 9:54:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.8609, loss: 1.8609 +2025-06-12 17:56:50,102 - pyskl - INFO - Epoch [130][2900/3940] lr: 1.109e-03, eta: 9:53:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8759, loss: 1.8759 +2025-06-12 17:57:34,421 - pyskl - INFO - Epoch [130][3000/3940] lr: 1.106e-03, eta: 9:53:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8446, loss: 1.8446 +2025-06-12 17:58:18,847 - pyskl - INFO - Epoch [130][3100/3940] lr: 1.104e-03, eta: 9:52:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8968, loss: 1.8968 +2025-06-12 17:59:03,310 - pyskl - INFO - Epoch [130][3200/3940] lr: 1.101e-03, eta: 9:51:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8803, loss: 1.8803 +2025-06-12 17:59:47,902 - pyskl - INFO - Epoch [130][3300/3940] lr: 1.098e-03, eta: 9:50:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.8993, loss: 1.8993 +2025-06-12 18:00:32,340 - pyskl - INFO - Epoch [130][3400/3940] lr: 1.095e-03, eta: 9:50:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2025-06-12 18:01:16,790 - pyskl - INFO - Epoch [130][3500/3940] lr: 1.093e-03, eta: 9:49:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.9099, loss: 1.9099 +2025-06-12 18:02:01,228 - pyskl - INFO - Epoch [130][3600/3940] lr: 1.090e-03, eta: 9:48:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.8968, loss: 1.8968 +2025-06-12 18:02:45,842 - pyskl - INFO - Epoch [130][3700/3940] lr: 1.087e-03, eta: 9:47:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8676, loss: 1.8676 +2025-06-12 18:03:30,401 - pyskl - INFO - Epoch [130][3800/3940] lr: 1.084e-03, eta: 9:47:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.9246, loss: 1.9246 +2025-06-12 18:04:14,975 - pyskl - INFO - Epoch [130][3900/3940] lr: 1.082e-03, eta: 9:46:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.8686, loss: 1.8686 +2025-06-12 18:04:33,158 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-06-12 18:23:52,022 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 18:23:52,493 - pyskl - INFO - +top1_acc 0.8516 +top5_acc 0.9741 +2025-06-12 18:23:52,551 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_129.pth was removed +2025-06-12 18:23:53,665 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2025-06-12 18:23:53,667 - pyskl - INFO - Best top1_acc is 0.8516 at 130 epoch. +2025-06-12 18:23:53,687 - pyskl - INFO - Epoch(val) [130][3183] top1_acc: 0.8516, top5_acc: 0.9741 +2025-06-12 18:25:03,130 - pyskl - INFO - Epoch [131][100/3940] lr: 1.078e-03, eta: 9:45:18, time: 0.694, data_time: 0.251, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.8736, loss: 1.8736 +2025-06-12 18:25:47,575 - pyskl - INFO - Epoch [131][200/3940] lr: 1.075e-03, eta: 9:44:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.8517, loss: 1.8517 +2025-06-12 18:26:32,052 - pyskl - INFO - Epoch [131][300/3940] lr: 1.073e-03, eta: 9:43:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9000, loss: 1.9000 +2025-06-12 18:27:16,457 - pyskl - INFO - Epoch [131][400/3940] lr: 1.070e-03, eta: 9:43:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.8331, loss: 1.8331 +2025-06-12 18:28:00,843 - pyskl - INFO - Epoch [131][500/3940] lr: 1.067e-03, eta: 9:42:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.8007, loss: 1.8007 +2025-06-12 18:28:45,218 - pyskl - INFO - Epoch [131][600/3940] lr: 1.065e-03, eta: 9:41:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8324, loss: 1.8324 +2025-06-12 18:29:29,547 - pyskl - INFO - Epoch [131][700/3940] lr: 1.062e-03, eta: 9:40:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8494, loss: 1.8494 +2025-06-12 18:30:14,020 - pyskl - INFO - Epoch [131][800/3940] lr: 1.059e-03, eta: 9:40:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8711, loss: 1.8711 +2025-06-12 18:30:58,511 - pyskl - INFO - Epoch [131][900/3940] lr: 1.057e-03, eta: 9:39:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.8239, loss: 1.8239 +2025-06-12 18:31:42,897 - pyskl - INFO - Epoch [131][1000/3940] lr: 1.054e-03, eta: 9:38:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.8398, loss: 1.8398 +2025-06-12 18:32:27,346 - pyskl - INFO - Epoch [131][1100/3940] lr: 1.051e-03, eta: 9:37:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.8189, loss: 1.8189 +2025-06-12 18:33:11,875 - pyskl - INFO - Epoch [131][1200/3940] lr: 1.049e-03, eta: 9:37:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7324, loss: 1.7324 +2025-06-12 18:33:56,238 - pyskl - INFO - Epoch [131][1300/3940] lr: 1.046e-03, eta: 9:36:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8714, loss: 1.8714 +2025-06-12 18:34:40,748 - pyskl - INFO - Epoch [131][1400/3940] lr: 1.043e-03, eta: 9:35:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7433, loss: 1.7433 +2025-06-12 18:35:25,260 - pyskl - INFO - Epoch [131][1500/3940] lr: 1.041e-03, eta: 9:34:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.8362, loss: 1.8362 +2025-06-12 18:36:09,787 - pyskl - INFO - Epoch [131][1600/3940] lr: 1.038e-03, eta: 9:34:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8194, loss: 1.8194 +2025-06-12 18:36:54,500 - pyskl - INFO - Epoch [131][1700/3940] lr: 1.035e-03, eta: 9:33:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.8601, loss: 1.8601 +2025-06-12 18:37:39,043 - pyskl - INFO - Epoch [131][1800/3940] lr: 1.033e-03, eta: 9:32:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.8191, loss: 1.8191 +2025-06-12 18:38:23,459 - pyskl - INFO - Epoch [131][1900/3940] lr: 1.030e-03, eta: 9:31:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.8023, loss: 1.8023 +2025-06-12 18:39:07,812 - pyskl - INFO - Epoch [131][2000/3940] lr: 1.027e-03, eta: 9:31:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8976, loss: 1.8976 +2025-06-12 18:39:52,143 - pyskl - INFO - Epoch [131][2100/3940] lr: 1.025e-03, eta: 9:30:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.8670, loss: 1.8670 +2025-06-12 18:40:36,613 - pyskl - INFO - Epoch [131][2200/3940] lr: 1.022e-03, eta: 9:29:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9485, loss: 1.9485 +2025-06-12 18:41:20,933 - pyskl - INFO - Epoch [131][2300/3940] lr: 1.019e-03, eta: 9:28:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.9025, loss: 1.9025 +2025-06-12 18:42:05,223 - pyskl - INFO - Epoch [131][2400/3940] lr: 1.017e-03, eta: 9:28:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8278, loss: 1.8278 +2025-06-12 18:42:49,591 - pyskl - INFO - Epoch [131][2500/3940] lr: 1.014e-03, eta: 9:27:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8452, loss: 1.8452 +2025-06-12 18:43:34,015 - pyskl - INFO - Epoch [131][2600/3940] lr: 1.012e-03, eta: 9:26:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7752, loss: 1.7752 +2025-06-12 18:44:18,504 - pyskl - INFO - Epoch [131][2700/3940] lr: 1.009e-03, eta: 9:25:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.8794, loss: 1.8794 +2025-06-12 18:45:02,837 - pyskl - INFO - Epoch [131][2800/3940] lr: 1.006e-03, eta: 9:25:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8787, loss: 1.8787 +2025-06-12 18:45:47,226 - pyskl - INFO - Epoch [131][2900/3940] lr: 1.004e-03, eta: 9:24:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.8615, loss: 1.8615 +2025-06-12 18:46:31,685 - pyskl - INFO - Epoch [131][3000/3940] lr: 1.001e-03, eta: 9:23:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.8497, loss: 1.8497 +2025-06-12 18:47:16,185 - pyskl - INFO - Epoch [131][3100/3940] lr: 9.985e-04, eta: 9:22:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.9392, loss: 1.9392 +2025-06-12 18:48:00,642 - pyskl - INFO - Epoch [131][3200/3940] lr: 9.959e-04, eta: 9:22:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.9466, loss: 1.9466 +2025-06-12 18:48:44,979 - pyskl - INFO - Epoch [131][3300/3940] lr: 9.933e-04, eta: 9:21:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.8361, loss: 1.8361 +2025-06-12 18:49:29,592 - pyskl - INFO - Epoch [131][3400/3940] lr: 9.907e-04, eta: 9:20:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.8176, loss: 1.8176 +2025-06-12 18:50:14,114 - pyskl - INFO - Epoch [131][3500/3940] lr: 9.881e-04, eta: 9:20:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.8967, loss: 1.8967 +2025-06-12 18:50:58,468 - pyskl - INFO - Epoch [131][3600/3940] lr: 9.855e-04, eta: 9:19:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.8141, loss: 1.8141 +2025-06-12 18:51:42,949 - pyskl - INFO - Epoch [131][3700/3940] lr: 9.829e-04, eta: 9:18:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.7973, loss: 1.7973 +2025-06-12 18:52:27,464 - pyskl - INFO - Epoch [131][3800/3940] lr: 9.803e-04, eta: 9:17:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.8804, loss: 1.8804 +2025-06-12 18:53:12,185 - pyskl - INFO - Epoch [131][3900/3940] lr: 9.778e-04, eta: 9:17:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.8072, loss: 1.8072 +2025-06-12 18:53:30,283 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-06-12 18:56:51,834 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 18:56:52,299 - pyskl - INFO - +top1_acc 0.8452 +top5_acc 0.9694 +2025-06-12 18:56:52,318 - pyskl - INFO - Epoch(val) [131][3183] top1_acc: 0.8452, top5_acc: 0.9694 +2025-06-12 18:58:02,409 - pyskl - INFO - Epoch [132][100/3940] lr: 9.742e-04, eta: 9:16:00, time: 0.701, data_time: 0.257, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.8486, loss: 1.8486 +2025-06-12 18:58:46,747 - pyskl - INFO - Epoch [132][200/3940] lr: 9.716e-04, eta: 9:15:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7980, loss: 1.7980 +2025-06-12 18:59:31,131 - pyskl - INFO - Epoch [132][300/3940] lr: 9.690e-04, eta: 9:14:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7894, loss: 1.7894 +2025-06-12 19:00:15,400 - pyskl - INFO - Epoch [132][400/3940] lr: 9.665e-04, eta: 9:13:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8106, loss: 1.8106 +2025-06-12 19:00:59,675 - pyskl - INFO - Epoch [132][500/3940] lr: 9.639e-04, eta: 9:13:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.8874, loss: 1.8874 +2025-06-12 19:01:43,989 - pyskl - INFO - Epoch [132][600/3940] lr: 9.613e-04, eta: 9:12:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7771, loss: 1.7771 +2025-06-12 19:02:28,348 - pyskl - INFO - Epoch [132][700/3940] lr: 9.588e-04, eta: 9:11:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.8233, loss: 1.8233 +2025-06-12 19:03:12,622 - pyskl - INFO - Epoch [132][800/3940] lr: 9.562e-04, eta: 9:10:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.8749, loss: 1.8749 +2025-06-12 19:03:56,941 - pyskl - INFO - Epoch [132][900/3940] lr: 9.537e-04, eta: 9:10:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8517, loss: 1.8517 +2025-06-12 19:04:41,431 - pyskl - INFO - Epoch [132][1000/3940] lr: 9.511e-04, eta: 9:09:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7861, loss: 1.7861 +2025-06-12 19:05:25,788 - pyskl - INFO - Epoch [132][1100/3940] lr: 9.486e-04, eta: 9:08:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7713, loss: 1.7713 +2025-06-12 19:06:10,170 - pyskl - INFO - Epoch [132][1200/3940] lr: 9.461e-04, eta: 9:07:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8124, loss: 1.8124 +2025-06-12 19:06:54,672 - pyskl - INFO - Epoch [132][1300/3940] lr: 9.435e-04, eta: 9:07:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8407, loss: 1.8407 +2025-06-12 19:07:39,227 - pyskl - INFO - Epoch [132][1400/3940] lr: 9.410e-04, eta: 9:06:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8157, loss: 1.8157 +2025-06-12 19:08:23,710 - pyskl - INFO - Epoch [132][1500/3940] lr: 9.385e-04, eta: 9:05:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.8199, loss: 1.8199 +2025-06-12 19:09:08,118 - pyskl - INFO - Epoch [132][1600/3940] lr: 9.360e-04, eta: 9:04:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.8174, loss: 1.8174 +2025-06-12 19:09:52,619 - pyskl - INFO - Epoch [132][1700/3940] lr: 9.334e-04, eta: 9:04:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.8134, loss: 1.8134 +2025-06-12 19:10:37,115 - pyskl - INFO - Epoch [132][1800/3940] lr: 9.309e-04, eta: 9:03:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7776, loss: 1.7776 +2025-06-12 19:11:21,467 - pyskl - INFO - Epoch [132][1900/3940] lr: 9.284e-04, eta: 9:02:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8350, loss: 1.8350 +2025-06-12 19:12:05,784 - pyskl - INFO - Epoch [132][2000/3940] lr: 9.259e-04, eta: 9:01:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.8135, loss: 1.8135 +2025-06-12 19:12:50,005 - pyskl - INFO - Epoch [132][2100/3940] lr: 9.234e-04, eta: 9:01:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.8758, loss: 1.8758 +2025-06-12 19:13:34,277 - pyskl - INFO - Epoch [132][2200/3940] lr: 9.209e-04, eta: 9:00:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.8024, loss: 1.8024 +2025-06-12 19:14:18,579 - pyskl - INFO - Epoch [132][2300/3940] lr: 9.184e-04, eta: 8:59:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.7956, loss: 1.7956 +2025-06-12 19:15:02,840 - pyskl - INFO - Epoch [132][2400/3940] lr: 9.159e-04, eta: 8:58:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8119, loss: 1.8119 +2025-06-12 19:15:47,117 - pyskl - INFO - Epoch [132][2500/3940] lr: 9.134e-04, eta: 8:58:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.8053, loss: 1.8053 +2025-06-12 19:16:31,394 - pyskl - INFO - Epoch [132][2600/3940] lr: 9.109e-04, eta: 8:57:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.8102, loss: 1.8102 +2025-06-12 19:17:15,663 - pyskl - INFO - Epoch [132][2700/3940] lr: 9.084e-04, eta: 8:56:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.7396, loss: 1.7396 +2025-06-12 19:17:59,909 - pyskl - INFO - Epoch [132][2800/3940] lr: 9.059e-04, eta: 8:55:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8333, loss: 1.8333 +2025-06-12 19:18:44,190 - pyskl - INFO - Epoch [132][2900/3940] lr: 9.034e-04, eta: 8:55:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.7768, loss: 1.7768 +2025-06-12 19:19:28,497 - pyskl - INFO - Epoch [132][3000/3940] lr: 9.010e-04, eta: 8:54:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.8293, loss: 1.8293 +2025-06-12 19:20:12,806 - pyskl - INFO - Epoch [132][3100/3940] lr: 8.985e-04, eta: 8:53:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7785, loss: 1.7785 +2025-06-12 19:20:57,067 - pyskl - INFO - Epoch [132][3200/3940] lr: 8.960e-04, eta: 8:52:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.7652, loss: 1.7652 +2025-06-12 19:21:41,289 - pyskl - INFO - Epoch [132][3300/3940] lr: 8.935e-04, eta: 8:52:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8019, loss: 1.8019 +2025-06-12 19:22:25,592 - pyskl - INFO - Epoch [132][3400/3940] lr: 8.911e-04, eta: 8:51:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.8637, loss: 1.8637 +2025-06-12 19:23:09,878 - pyskl - INFO - Epoch [132][3500/3940] lr: 8.886e-04, eta: 8:50:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8157, loss: 1.8157 +2025-06-12 19:23:54,181 - pyskl - INFO - Epoch [132][3600/3940] lr: 8.862e-04, eta: 8:49:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.8558, loss: 1.8558 +2025-06-12 19:24:38,674 - pyskl - INFO - Epoch [132][3700/3940] lr: 8.837e-04, eta: 8:49:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.7731, loss: 1.7731 +2025-06-12 19:25:23,113 - pyskl - INFO - Epoch [132][3800/3940] lr: 8.812e-04, eta: 8:48:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7675, loss: 1.7675 +2025-06-12 19:26:07,578 - pyskl - INFO - Epoch [132][3900/3940] lr: 8.788e-04, eta: 8:47:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.8724, loss: 1.8724 +2025-06-12 19:26:25,709 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-06-12 19:29:46,803 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 19:29:47,262 - pyskl - INFO - +top1_acc 0.8442 +top5_acc 0.9701 +2025-06-12 19:29:47,280 - pyskl - INFO - Epoch(val) [132][3183] top1_acc: 0.8442, top5_acc: 0.9701 +2025-06-12 19:30:56,887 - pyskl - INFO - Epoch [133][100/3940] lr: 8.754e-04, eta: 8:46:41, time: 0.696, data_time: 0.253, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2025-06-12 19:31:41,378 - pyskl - INFO - Epoch [133][200/3940] lr: 8.729e-04, eta: 8:45:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.8345, loss: 1.8345 +2025-06-12 19:32:25,810 - pyskl - INFO - Epoch [133][300/3940] lr: 8.705e-04, eta: 8:45:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7606, loss: 1.7606 +2025-06-12 19:33:10,206 - pyskl - INFO - Epoch [133][400/3940] lr: 8.681e-04, eta: 8:44:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7885, loss: 1.7885 +2025-06-12 19:33:54,620 - pyskl - INFO - Epoch [133][500/3940] lr: 8.656e-04, eta: 8:43:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8055, loss: 1.8055 +2025-06-12 19:34:38,998 - pyskl - INFO - Epoch [133][600/3940] lr: 8.632e-04, eta: 8:42:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7650, loss: 1.7650 +2025-06-12 19:35:23,555 - pyskl - INFO - Epoch [133][700/3940] lr: 8.608e-04, eta: 8:42:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7817, loss: 1.7817 +2025-06-12 19:36:08,066 - pyskl - INFO - Epoch [133][800/3940] lr: 8.584e-04, eta: 8:41:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.8406, loss: 1.8406 +2025-06-12 19:36:52,434 - pyskl - INFO - Epoch [133][900/3940] lr: 8.559e-04, eta: 8:40:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8294, loss: 1.8294 +2025-06-12 19:37:36,815 - pyskl - INFO - Epoch [133][1000/3940] lr: 8.535e-04, eta: 8:39:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8592, loss: 1.8592 +2025-06-12 19:38:21,173 - pyskl - INFO - Epoch [133][1100/3940] lr: 8.511e-04, eta: 8:39:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7694, loss: 1.7694 +2025-06-12 19:39:05,510 - pyskl - INFO - Epoch [133][1200/3940] lr: 8.487e-04, eta: 8:38:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.7726, loss: 1.7726 +2025-06-12 19:39:49,913 - pyskl - INFO - Epoch [133][1300/3940] lr: 8.463e-04, eta: 8:37:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7673, loss: 1.7673 +2025-06-12 19:40:34,370 - pyskl - INFO - Epoch [133][1400/3940] lr: 8.439e-04, eta: 8:37:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7605, loss: 1.7605 +2025-06-12 19:41:18,822 - pyskl - INFO - Epoch [133][1500/3940] lr: 8.415e-04, eta: 8:36:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8208, loss: 1.8208 +2025-06-12 19:42:03,234 - pyskl - INFO - Epoch [133][1600/3940] lr: 8.391e-04, eta: 8:35:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7765, loss: 1.7765 +2025-06-12 19:42:47,631 - pyskl - INFO - Epoch [133][1700/3940] lr: 8.367e-04, eta: 8:34:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8670, loss: 1.8670 +2025-06-12 19:43:32,038 - pyskl - INFO - Epoch [133][1800/3940] lr: 8.343e-04, eta: 8:34:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7849, loss: 1.7849 +2025-06-12 19:44:16,524 - pyskl - INFO - Epoch [133][1900/3940] lr: 8.319e-04, eta: 8:33:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.7491, loss: 1.7491 +2025-06-12 19:45:00,921 - pyskl - INFO - Epoch [133][2000/3940] lr: 8.296e-04, eta: 8:32:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8132, loss: 1.8132 +2025-06-12 19:45:45,341 - pyskl - INFO - Epoch [133][2100/3940] lr: 8.272e-04, eta: 8:31:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8052, loss: 1.8052 +2025-06-12 19:46:29,661 - pyskl - INFO - Epoch [133][2200/3940] lr: 8.248e-04, eta: 8:31:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.8092, loss: 1.8092 +2025-06-12 19:47:13,879 - pyskl - INFO - Epoch [133][2300/3940] lr: 8.224e-04, eta: 8:30:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7611, loss: 1.7611 +2025-06-12 19:47:58,211 - pyskl - INFO - Epoch [133][2400/3940] lr: 8.201e-04, eta: 8:29:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7905, loss: 1.7905 +2025-06-12 19:48:42,601 - pyskl - INFO - Epoch [133][2500/3940] lr: 8.177e-04, eta: 8:28:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.7955, loss: 1.7955 +2025-06-12 19:49:27,041 - pyskl - INFO - Epoch [133][2600/3940] lr: 8.153e-04, eta: 8:28:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.7915, loss: 1.7915 +2025-06-12 19:50:11,436 - pyskl - INFO - Epoch [133][2700/3940] lr: 8.130e-04, eta: 8:27:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.8390, loss: 1.8390 +2025-06-12 19:50:55,875 - pyskl - INFO - Epoch [133][2800/3940] lr: 8.106e-04, eta: 8:26:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7577, loss: 1.7577 +2025-06-12 19:51:40,348 - pyskl - INFO - Epoch [133][2900/3940] lr: 8.083e-04, eta: 8:25:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.8177, loss: 1.8177 +2025-06-12 19:52:24,613 - pyskl - INFO - Epoch [133][3000/3940] lr: 8.059e-04, eta: 8:25:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7308, loss: 1.7308 +2025-06-12 19:53:08,819 - pyskl - INFO - Epoch [133][3100/3940] lr: 8.036e-04, eta: 8:24:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.7607, loss: 1.7607 +2025-06-12 19:53:53,456 - pyskl - INFO - Epoch [133][3200/3940] lr: 8.012e-04, eta: 8:23:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.8227, loss: 1.8227 +2025-06-12 19:54:37,896 - pyskl - INFO - Epoch [133][3300/3940] lr: 7.989e-04, eta: 8:22:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8746, loss: 1.8746 +2025-06-12 19:55:22,249 - pyskl - INFO - Epoch [133][3400/3940] lr: 7.966e-04, eta: 8:22:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.7379, loss: 1.7379 +2025-06-12 19:56:06,864 - pyskl - INFO - Epoch [133][3500/3940] lr: 7.942e-04, eta: 8:21:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8349, loss: 1.8349 +2025-06-12 19:56:51,171 - pyskl - INFO - Epoch [133][3600/3940] lr: 7.919e-04, eta: 8:20:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7979, loss: 1.7979 +2025-06-12 19:57:35,656 - pyskl - INFO - Epoch [133][3700/3940] lr: 7.896e-04, eta: 8:19:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.8037, loss: 1.8037 +2025-06-12 19:58:20,071 - pyskl - INFO - Epoch [133][3800/3940] lr: 7.872e-04, eta: 8:19:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.8070, loss: 1.8070 +2025-06-12 19:59:04,610 - pyskl - INFO - Epoch [133][3900/3940] lr: 7.849e-04, eta: 8:18:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.7474, loss: 1.7474 +2025-06-12 19:59:22,789 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-06-12 20:02:45,112 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 20:02:45,575 - pyskl - INFO - +top1_acc 0.8607 +top5_acc 0.9773 +2025-06-12 20:02:45,631 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_130.pth was removed +2025-06-12 20:02:46,726 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2025-06-12 20:02:46,729 - pyskl - INFO - Best top1_acc is 0.8607 at 133 epoch. +2025-06-12 20:02:46,748 - pyskl - INFO - Epoch(val) [133][3183] top1_acc: 0.8607, top5_acc: 0.9773 +2025-06-12 20:03:55,827 - pyskl - INFO - Epoch [134][100/3940] lr: 7.817e-04, eta: 8:17:23, time: 0.691, data_time: 0.248, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7387, loss: 1.7387 +2025-06-12 20:04:40,079 - pyskl - INFO - Epoch [134][200/3940] lr: 7.794e-04, eta: 8:16:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7576, loss: 1.7576 +2025-06-12 20:05:24,343 - pyskl - INFO - Epoch [134][300/3940] lr: 7.771e-04, eta: 8:15:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7339, loss: 1.7339 +2025-06-12 20:06:08,559 - pyskl - INFO - Epoch [134][400/3940] lr: 7.748e-04, eta: 8:15:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7832, loss: 1.7832 +2025-06-12 20:06:52,816 - pyskl - INFO - Epoch [134][500/3940] lr: 7.725e-04, eta: 8:14:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7101, loss: 1.7101 +2025-06-12 20:07:37,125 - pyskl - INFO - Epoch [134][600/3940] lr: 7.702e-04, eta: 8:13:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.8096, loss: 1.8096 +2025-06-12 20:08:21,442 - pyskl - INFO - Epoch [134][700/3940] lr: 7.679e-04, eta: 8:12:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7585, loss: 1.7585 +2025-06-12 20:09:05,785 - pyskl - INFO - Epoch [134][800/3940] lr: 7.656e-04, eta: 8:12:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.8138, loss: 1.8138 +2025-06-12 20:09:50,294 - pyskl - INFO - Epoch [134][900/3940] lr: 7.633e-04, eta: 8:11:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7733, loss: 1.7733 +2025-06-12 20:10:34,814 - pyskl - INFO - Epoch [134][1000/3940] lr: 7.610e-04, eta: 8:10:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7583, loss: 1.7583 +2025-06-12 20:11:19,107 - pyskl - INFO - Epoch [134][1100/3940] lr: 7.587e-04, eta: 8:09:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7333, loss: 1.7333 +2025-06-12 20:12:03,662 - pyskl - INFO - Epoch [134][1200/3940] lr: 7.564e-04, eta: 8:09:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7831, loss: 1.7831 +2025-06-12 20:12:48,177 - pyskl - INFO - Epoch [134][1300/3940] lr: 7.542e-04, eta: 8:08:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7333, loss: 1.7333 +2025-06-12 20:13:32,823 - pyskl - INFO - Epoch [134][1400/3940] lr: 7.519e-04, eta: 8:07:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7203, loss: 1.7203 +2025-06-12 20:14:17,423 - pyskl - INFO - Epoch [134][1500/3940] lr: 7.496e-04, eta: 8:06:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8003, loss: 1.8003 +2025-06-12 20:15:01,911 - pyskl - INFO - Epoch [134][1600/3940] lr: 7.474e-04, eta: 8:06:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7415, loss: 1.7415 +2025-06-12 20:15:46,323 - pyskl - INFO - Epoch [134][1700/3940] lr: 7.451e-04, eta: 8:05:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7998, loss: 1.7998 +2025-06-12 20:16:30,804 - pyskl - INFO - Epoch [134][1800/3940] lr: 7.428e-04, eta: 8:04:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7933, loss: 1.7933 +2025-06-12 20:17:15,199 - pyskl - INFO - Epoch [134][1900/3940] lr: 7.406e-04, eta: 8:03:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7693, loss: 1.7693 +2025-06-12 20:17:59,645 - pyskl - INFO - Epoch [134][2000/3940] lr: 7.383e-04, eta: 8:03:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7868, loss: 1.7868 +2025-06-12 20:18:44,065 - pyskl - INFO - Epoch [134][2100/3940] lr: 7.361e-04, eta: 8:02:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7268, loss: 1.7268 +2025-06-12 20:19:28,478 - pyskl - INFO - Epoch [134][2200/3940] lr: 7.338e-04, eta: 8:01:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7597, loss: 1.7597 +2025-06-12 20:20:12,796 - pyskl - INFO - Epoch [134][2300/3940] lr: 7.316e-04, eta: 8:01:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.7644, loss: 1.7644 +2025-06-12 20:20:57,090 - pyskl - INFO - Epoch [134][2400/3940] lr: 7.294e-04, eta: 8:00:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.8043, loss: 1.8043 +2025-06-12 20:21:41,478 - pyskl - INFO - Epoch [134][2500/3940] lr: 7.271e-04, eta: 7:59:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7495, loss: 1.7495 +2025-06-12 20:22:25,799 - pyskl - INFO - Epoch [134][2600/3940] lr: 7.249e-04, eta: 7:58:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7134, loss: 1.7134 +2025-06-12 20:23:10,109 - pyskl - INFO - Epoch [134][2700/3940] lr: 7.227e-04, eta: 7:58:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7591, loss: 1.7591 +2025-06-12 20:23:54,441 - pyskl - INFO - Epoch [134][2800/3940] lr: 7.204e-04, eta: 7:57:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.8224, loss: 1.8224 +2025-06-12 20:24:38,797 - pyskl - INFO - Epoch [134][2900/3940] lr: 7.182e-04, eta: 7:56:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7625, loss: 1.7625 +2025-06-12 20:25:23,153 - pyskl - INFO - Epoch [134][3000/3940] lr: 7.160e-04, eta: 7:55:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7820, loss: 1.7820 +2025-06-12 20:26:07,526 - pyskl - INFO - Epoch [134][3100/3940] lr: 7.138e-04, eta: 7:55:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7337, loss: 1.7337 +2025-06-12 20:26:51,807 - pyskl - INFO - Epoch [134][3200/3940] lr: 7.116e-04, eta: 7:54:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7818, loss: 1.7818 +2025-06-12 20:27:36,414 - pyskl - INFO - Epoch [134][3300/3940] lr: 7.094e-04, eta: 7:53:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.7444, loss: 1.7444 +2025-06-12 20:28:20,867 - pyskl - INFO - Epoch [134][3400/3940] lr: 7.072e-04, eta: 7:52:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7640, loss: 1.7640 +2025-06-12 20:29:05,237 - pyskl - INFO - Epoch [134][3500/3940] lr: 7.050e-04, eta: 7:52:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6990, loss: 1.6990 +2025-06-12 20:29:49,620 - pyskl - INFO - Epoch [134][3600/3940] lr: 7.028e-04, eta: 7:51:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7480, loss: 1.7480 +2025-06-12 20:30:34,396 - pyskl - INFO - Epoch [134][3700/3940] lr: 7.006e-04, eta: 7:50:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7215, loss: 1.7215 +2025-06-12 20:31:19,117 - pyskl - INFO - Epoch [134][3800/3940] lr: 6.984e-04, eta: 7:49:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.7266, loss: 1.7266 +2025-06-12 20:32:03,623 - pyskl - INFO - Epoch [134][3900/3940] lr: 6.962e-04, eta: 7:49:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7847, loss: 1.7847 +2025-06-12 20:32:21,746 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-06-12 20:35:43,213 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 20:35:43,679 - pyskl - INFO - +top1_acc 0.8575 +top5_acc 0.9759 +2025-06-12 20:35:43,698 - pyskl - INFO - Epoch(val) [134][3183] top1_acc: 0.8575, top5_acc: 0.9759 +2025-06-12 20:36:53,183 - pyskl - INFO - Epoch [135][100/3940] lr: 6.931e-04, eta: 7:48:05, time: 0.695, data_time: 0.251, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.7447, loss: 1.7447 +2025-06-12 20:37:37,619 - pyskl - INFO - Epoch [135][200/3940] lr: 6.910e-04, eta: 7:47:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7591, loss: 1.7591 +2025-06-12 20:38:21,963 - pyskl - INFO - Epoch [135][300/3940] lr: 6.888e-04, eta: 7:46:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6957, loss: 1.6957 +2025-06-12 20:39:06,363 - pyskl - INFO - Epoch [135][400/3940] lr: 6.866e-04, eta: 7:45:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7228, loss: 1.7228 +2025-06-12 20:39:50,781 - pyskl - INFO - Epoch [135][500/3940] lr: 6.844e-04, eta: 7:45:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7790, loss: 1.7790 +2025-06-12 20:40:35,221 - pyskl - INFO - Epoch [135][600/3940] lr: 6.823e-04, eta: 7:44:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7157, loss: 1.7157 +2025-06-12 20:41:19,610 - pyskl - INFO - Epoch [135][700/3940] lr: 6.801e-04, eta: 7:43:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7130, loss: 1.7130 +2025-06-12 20:42:04,095 - pyskl - INFO - Epoch [135][800/3940] lr: 6.779e-04, eta: 7:42:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7121, loss: 1.7121 +2025-06-12 20:42:48,526 - pyskl - INFO - Epoch [135][900/3940] lr: 6.758e-04, eta: 7:42:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7703, loss: 1.7703 +2025-06-12 20:43:32,906 - pyskl - INFO - Epoch [135][1000/3940] lr: 6.736e-04, eta: 7:41:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7481, loss: 1.7481 +2025-06-12 20:44:17,257 - pyskl - INFO - Epoch [135][1100/3940] lr: 6.715e-04, eta: 7:40:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7828, loss: 1.7828 +2025-06-12 20:45:01,748 - pyskl - INFO - Epoch [135][1200/3940] lr: 6.693e-04, eta: 7:39:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7821, loss: 1.7821 +2025-06-12 20:45:46,328 - pyskl - INFO - Epoch [135][1300/3940] lr: 6.672e-04, eta: 7:39:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7337, loss: 1.7337 +2025-06-12 20:46:30,787 - pyskl - INFO - Epoch [135][1400/3940] lr: 6.651e-04, eta: 7:38:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.8042, loss: 1.8042 +2025-06-12 20:47:15,246 - pyskl - INFO - Epoch [135][1500/3940] lr: 6.629e-04, eta: 7:37:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7125, loss: 1.7125 +2025-06-12 20:47:59,727 - pyskl - INFO - Epoch [135][1600/3940] lr: 6.608e-04, eta: 7:36:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7782, loss: 1.7782 +2025-06-12 20:48:44,226 - pyskl - INFO - Epoch [135][1700/3940] lr: 6.587e-04, eta: 7:36:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6577, loss: 1.6577 +2025-06-12 20:49:28,632 - pyskl - INFO - Epoch [135][1800/3940] lr: 6.565e-04, eta: 7:35:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.7356, loss: 1.7356 +2025-06-12 20:50:13,047 - pyskl - INFO - Epoch [135][1900/3940] lr: 6.544e-04, eta: 7:34:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7323, loss: 1.7323 +2025-06-12 20:50:57,482 - pyskl - INFO - Epoch [135][2000/3940] lr: 6.523e-04, eta: 7:33:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.7231, loss: 1.7231 +2025-06-12 20:51:41,950 - pyskl - INFO - Epoch [135][2100/3940] lr: 6.502e-04, eta: 7:33:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7057, loss: 1.7057 +2025-06-12 20:52:26,398 - pyskl - INFO - Epoch [135][2200/3940] lr: 6.481e-04, eta: 7:32:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7725, loss: 1.7725 +2025-06-12 20:53:10,840 - pyskl - INFO - Epoch [135][2300/3940] lr: 6.459e-04, eta: 7:31:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6994, loss: 1.6994 +2025-06-12 20:53:55,280 - pyskl - INFO - Epoch [135][2400/3940] lr: 6.438e-04, eta: 7:30:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7140, loss: 1.7140 +2025-06-12 20:54:39,791 - pyskl - INFO - Epoch [135][2500/3940] lr: 6.417e-04, eta: 7:30:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7325, loss: 1.7325 +2025-06-12 20:55:24,218 - pyskl - INFO - Epoch [135][2600/3940] lr: 6.396e-04, eta: 7:29:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6953, loss: 1.6953 +2025-06-12 20:56:08,719 - pyskl - INFO - Epoch [135][2700/3940] lr: 6.375e-04, eta: 7:28:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6817, loss: 1.6817 +2025-06-12 20:56:53,143 - pyskl - INFO - Epoch [135][2800/3940] lr: 6.354e-04, eta: 7:27:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7856, loss: 1.7856 +2025-06-12 20:57:37,605 - pyskl - INFO - Epoch [135][2900/3940] lr: 6.334e-04, eta: 7:27:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7453, loss: 1.7453 +2025-06-12 20:58:22,043 - pyskl - INFO - Epoch [135][3000/3940] lr: 6.313e-04, eta: 7:26:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7671, loss: 1.7671 +2025-06-12 20:59:06,470 - pyskl - INFO - Epoch [135][3100/3940] lr: 6.292e-04, eta: 7:25:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.7231, loss: 1.7231 +2025-06-12 20:59:50,893 - pyskl - INFO - Epoch [135][3200/3940] lr: 6.271e-04, eta: 7:25:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6737, loss: 1.6737 +2025-06-12 21:00:35,355 - pyskl - INFO - Epoch [135][3300/3940] lr: 6.250e-04, eta: 7:24:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7465, loss: 1.7465 +2025-06-12 21:01:19,782 - pyskl - INFO - Epoch [135][3400/3940] lr: 6.230e-04, eta: 7:23:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7710, loss: 1.7710 +2025-06-12 21:02:04,337 - pyskl - INFO - Epoch [135][3500/3940] lr: 6.209e-04, eta: 7:22:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7397, loss: 1.7397 +2025-06-12 21:02:48,850 - pyskl - INFO - Epoch [135][3600/3940] lr: 6.188e-04, eta: 7:22:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.7230, loss: 1.7230 +2025-06-12 21:03:33,431 - pyskl - INFO - Epoch [135][3700/3940] lr: 6.168e-04, eta: 7:21:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7220, loss: 1.7220 +2025-06-12 21:04:17,946 - pyskl - INFO - Epoch [135][3800/3940] lr: 6.147e-04, eta: 7:20:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7581, loss: 1.7581 +2025-06-12 21:05:02,466 - pyskl - INFO - Epoch [135][3900/3940] lr: 6.126e-04, eta: 7:19:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7827, loss: 1.7827 +2025-06-12 21:05:20,663 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-06-12 21:23:42,729 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 21:23:43,224 - pyskl - INFO - +top1_acc 0.8605 +top5_acc 0.9763 +2025-06-12 21:23:43,242 - pyskl - INFO - Epoch(val) [135][3183] top1_acc: 0.8605, top5_acc: 0.9763 +2025-06-12 21:24:52,398 - pyskl - INFO - Epoch [136][100/3940] lr: 6.098e-04, eta: 7:18:47, time: 0.691, data_time: 0.248, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7772, loss: 1.7772 +2025-06-12 21:25:36,782 - pyskl - INFO - Epoch [136][200/3940] lr: 6.077e-04, eta: 7:18:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6901, loss: 1.6901 +2025-06-12 21:26:21,122 - pyskl - INFO - Epoch [136][300/3940] lr: 6.057e-04, eta: 7:17:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7100, loss: 1.7100 +2025-06-12 21:27:05,464 - pyskl - INFO - Epoch [136][400/3940] lr: 6.036e-04, eta: 7:16:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6784, loss: 1.6784 +2025-06-12 21:27:49,745 - pyskl - INFO - Epoch [136][500/3940] lr: 6.016e-04, eta: 7:15:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7112, loss: 1.7112 +2025-06-12 21:28:34,024 - pyskl - INFO - Epoch [136][600/3940] lr: 5.996e-04, eta: 7:15:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7459, loss: 1.7459 +2025-06-12 21:29:18,289 - pyskl - INFO - Epoch [136][700/3940] lr: 5.975e-04, eta: 7:14:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6620, loss: 1.6620 +2025-06-12 21:30:02,683 - pyskl - INFO - Epoch [136][800/3940] lr: 5.955e-04, eta: 7:13:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7454, loss: 1.7454 +2025-06-12 21:30:46,996 - pyskl - INFO - Epoch [136][900/3940] lr: 5.935e-04, eta: 7:12:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6616, loss: 1.6616 +2025-06-12 21:31:31,373 - pyskl - INFO - Epoch [136][1000/3940] lr: 5.914e-04, eta: 7:12:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7711, loss: 1.7711 +2025-06-12 21:32:15,697 - pyskl - INFO - Epoch [136][1100/3940] lr: 5.894e-04, eta: 7:11:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6757, loss: 1.6757 +2025-06-12 21:33:00,065 - pyskl - INFO - Epoch [136][1200/3940] lr: 5.874e-04, eta: 7:10:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7146, loss: 1.7146 +2025-06-12 21:33:44,622 - pyskl - INFO - Epoch [136][1300/3940] lr: 5.854e-04, eta: 7:09:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7796, loss: 1.7796 +2025-06-12 21:34:29,049 - pyskl - INFO - Epoch [136][1400/3940] lr: 5.834e-04, eta: 7:09:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7325, loss: 1.7325 +2025-06-12 21:35:13,544 - pyskl - INFO - Epoch [136][1500/3940] lr: 5.814e-04, eta: 7:08:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6946, loss: 1.6946 +2025-06-12 21:35:57,799 - pyskl - INFO - Epoch [136][1600/3940] lr: 5.794e-04, eta: 7:07:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7379, loss: 1.7379 +2025-06-12 21:36:42,326 - pyskl - INFO - Epoch [136][1700/3940] lr: 5.774e-04, eta: 7:06:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7872, loss: 1.7872 +2025-06-12 21:37:26,803 - pyskl - INFO - Epoch [136][1800/3940] lr: 5.754e-04, eta: 7:06:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6826, loss: 1.6826 +2025-06-12 21:38:11,414 - pyskl - INFO - Epoch [136][1900/3940] lr: 5.734e-04, eta: 7:05:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7110, loss: 1.7110 +2025-06-12 21:38:55,773 - pyskl - INFO - Epoch [136][2000/3940] lr: 5.714e-04, eta: 7:04:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.7232, loss: 1.7232 +2025-06-12 21:39:40,136 - pyskl - INFO - Epoch [136][2100/3940] lr: 5.694e-04, eta: 7:03:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6950, loss: 1.6950 +2025-06-12 21:40:24,478 - pyskl - INFO - Epoch [136][2200/3940] lr: 5.675e-04, eta: 7:03:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7099, loss: 1.7099 +2025-06-12 21:41:08,890 - pyskl - INFO - Epoch [136][2300/3940] lr: 5.655e-04, eta: 7:02:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6673, loss: 1.6673 +2025-06-12 21:41:53,254 - pyskl - INFO - Epoch [136][2400/3940] lr: 5.635e-04, eta: 7:01:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7576, loss: 1.7576 +2025-06-12 21:42:37,656 - pyskl - INFO - Epoch [136][2500/3940] lr: 5.615e-04, eta: 7:00:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7227, loss: 1.7227 +2025-06-12 21:43:22,147 - pyskl - INFO - Epoch [136][2600/3940] lr: 5.596e-04, eta: 7:00:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7364, loss: 1.7364 +2025-06-12 21:44:06,489 - pyskl - INFO - Epoch [136][2700/3940] lr: 5.576e-04, eta: 6:59:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7708, loss: 1.7708 +2025-06-12 21:44:50,900 - pyskl - INFO - Epoch [136][2800/3940] lr: 5.556e-04, eta: 6:58:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7128, loss: 1.7128 +2025-06-12 21:45:35,376 - pyskl - INFO - Epoch [136][2900/3940] lr: 5.537e-04, eta: 6:57:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7069, loss: 1.7069 +2025-06-12 21:46:19,860 - pyskl - INFO - Epoch [136][3000/3940] lr: 5.517e-04, eta: 6:57:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6755, loss: 1.6755 +2025-06-12 21:47:04,322 - pyskl - INFO - Epoch [136][3100/3940] lr: 5.498e-04, eta: 6:56:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7098, loss: 1.7098 +2025-06-12 21:47:48,733 - pyskl - INFO - Epoch [136][3200/3940] lr: 5.478e-04, eta: 6:55:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7163, loss: 1.7163 +2025-06-12 21:48:33,102 - pyskl - INFO - Epoch [136][3300/3940] lr: 5.459e-04, eta: 6:54:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7275, loss: 1.7275 +2025-06-12 21:49:17,468 - pyskl - INFO - Epoch [136][3400/3940] lr: 5.439e-04, eta: 6:54:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7295, loss: 1.7295 +2025-06-12 21:50:01,835 - pyskl - INFO - Epoch [136][3500/3940] lr: 5.420e-04, eta: 6:53:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7294, loss: 1.7294 +2025-06-12 21:50:46,105 - pyskl - INFO - Epoch [136][3600/3940] lr: 5.401e-04, eta: 6:52:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7620, loss: 1.7620 +2025-06-12 21:51:30,479 - pyskl - INFO - Epoch [136][3700/3940] lr: 5.381e-04, eta: 6:51:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.7131, loss: 1.7131 +2025-06-12 21:52:14,808 - pyskl - INFO - Epoch [136][3800/3940] lr: 5.362e-04, eta: 6:51:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7356, loss: 1.7356 +2025-06-12 21:52:59,177 - pyskl - INFO - Epoch [136][3900/3940] lr: 5.343e-04, eta: 6:50:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6745, loss: 1.6745 +2025-06-12 21:53:17,253 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-06-12 21:56:38,426 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 21:56:38,893 - pyskl - INFO - +top1_acc 0.8623 +top5_acc 0.9753 +2025-06-12 21:56:38,947 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_133.pth was removed +2025-06-12 21:56:40,051 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2025-06-12 21:56:40,053 - pyskl - INFO - Best top1_acc is 0.8623 at 136 epoch. +2025-06-12 21:56:40,073 - pyskl - INFO - Epoch(val) [136][3183] top1_acc: 0.8623, top5_acc: 0.9753 +2025-06-12 21:57:49,609 - pyskl - INFO - Epoch [137][100/3940] lr: 5.316e-04, eta: 6:49:28, time: 0.695, data_time: 0.251, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6694, loss: 1.6694 +2025-06-12 21:58:33,997 - pyskl - INFO - Epoch [137][200/3940] lr: 5.297e-04, eta: 6:48:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7334, loss: 1.7334 +2025-06-12 21:59:18,375 - pyskl - INFO - Epoch [137][300/3940] lr: 5.278e-04, eta: 6:47:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6969, loss: 1.6969 +2025-06-12 22:00:02,698 - pyskl - INFO - Epoch [137][400/3940] lr: 5.259e-04, eta: 6:47:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7208, loss: 1.7208 +2025-06-12 22:00:47,133 - pyskl - INFO - Epoch [137][500/3940] lr: 5.240e-04, eta: 6:46:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6304, loss: 1.6304 +2025-06-12 22:01:31,591 - pyskl - INFO - Epoch [137][600/3940] lr: 5.221e-04, eta: 6:45:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6598, loss: 1.6598 +2025-06-12 22:02:16,007 - pyskl - INFO - Epoch [137][700/3940] lr: 5.202e-04, eta: 6:45:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6591, loss: 1.6591 +2025-06-12 22:03:00,468 - pyskl - INFO - Epoch [137][800/3940] lr: 5.183e-04, eta: 6:44:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6847, loss: 1.6847 +2025-06-12 22:03:44,864 - pyskl - INFO - Epoch [137][900/3940] lr: 5.164e-04, eta: 6:43:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7652, loss: 1.7652 +2025-06-12 22:04:29,345 - pyskl - INFO - Epoch [137][1000/3940] lr: 5.145e-04, eta: 6:42:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6763, loss: 1.6763 +2025-06-12 22:05:13,852 - pyskl - INFO - Epoch [137][1100/3940] lr: 5.126e-04, eta: 6:42:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6465, loss: 1.6465 +2025-06-12 22:05:58,416 - pyskl - INFO - Epoch [137][1200/3940] lr: 5.107e-04, eta: 6:41:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6953, loss: 1.6953 +2025-06-12 22:06:42,989 - pyskl - INFO - Epoch [137][1300/3940] lr: 5.088e-04, eta: 6:40:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6757, loss: 1.6757 +2025-06-12 22:07:27,385 - pyskl - INFO - Epoch [137][1400/3940] lr: 5.070e-04, eta: 6:39:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6990, loss: 1.6990 +2025-06-12 22:08:11,790 - pyskl - INFO - Epoch [137][1500/3940] lr: 5.051e-04, eta: 6:39:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6371, loss: 1.6371 +2025-06-12 22:08:56,179 - pyskl - INFO - Epoch [137][1600/3940] lr: 5.032e-04, eta: 6:38:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.6770, loss: 1.6770 +2025-06-12 22:09:40,614 - pyskl - INFO - Epoch [137][1700/3940] lr: 5.014e-04, eta: 6:37:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7055, loss: 1.7055 +2025-06-12 22:10:25,009 - pyskl - INFO - Epoch [137][1800/3940] lr: 4.995e-04, eta: 6:36:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6233, loss: 1.6233 +2025-06-12 22:11:09,406 - pyskl - INFO - Epoch [137][1900/3940] lr: 4.976e-04, eta: 6:36:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6300, loss: 1.6300 +2025-06-12 22:11:53,770 - pyskl - INFO - Epoch [137][2000/3940] lr: 4.958e-04, eta: 6:35:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7130, loss: 1.7130 +2025-06-12 22:12:38,200 - pyskl - INFO - Epoch [137][2100/3940] lr: 4.939e-04, eta: 6:34:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7870, loss: 1.7870 +2025-06-12 22:13:22,597 - pyskl - INFO - Epoch [137][2200/3940] lr: 4.921e-04, eta: 6:33:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6868, loss: 1.6868 +2025-06-12 22:14:07,029 - pyskl - INFO - Epoch [137][2300/3940] lr: 4.902e-04, eta: 6:33:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7381, loss: 1.7381 +2025-06-12 22:14:51,443 - pyskl - INFO - Epoch [137][2400/3940] lr: 4.884e-04, eta: 6:32:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6623, loss: 1.6623 +2025-06-12 22:15:35,839 - pyskl - INFO - Epoch [137][2500/3940] lr: 4.866e-04, eta: 6:31:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7473, loss: 1.7473 +2025-06-12 22:16:20,241 - pyskl - INFO - Epoch [137][2600/3940] lr: 4.847e-04, eta: 6:30:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.7901, loss: 1.7901 +2025-06-12 22:17:04,610 - pyskl - INFO - Epoch [137][2700/3940] lr: 4.829e-04, eta: 6:30:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6880, loss: 1.6880 +2025-06-12 22:17:48,981 - pyskl - INFO - Epoch [137][2800/3940] lr: 4.811e-04, eta: 6:29:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6944, loss: 1.6944 +2025-06-12 22:18:33,410 - pyskl - INFO - Epoch [137][2900/3940] lr: 4.793e-04, eta: 6:28:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6650, loss: 1.6650 +2025-06-12 22:19:17,773 - pyskl - INFO - Epoch [137][3000/3940] lr: 4.774e-04, eta: 6:27:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7873, loss: 1.7873 +2025-06-12 22:20:02,151 - pyskl - INFO - Epoch [137][3100/3940] lr: 4.756e-04, eta: 6:27:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7223, loss: 1.7223 +2025-06-12 22:20:46,527 - pyskl - INFO - Epoch [137][3200/3940] lr: 4.738e-04, eta: 6:26:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6399, loss: 1.6399 +2025-06-12 22:21:30,900 - pyskl - INFO - Epoch [137][3300/3940] lr: 4.720e-04, eta: 6:25:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6703, loss: 1.6703 +2025-06-12 22:22:15,257 - pyskl - INFO - Epoch [137][3400/3940] lr: 4.702e-04, eta: 6:24:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7385, loss: 1.7385 +2025-06-12 22:22:59,652 - pyskl - INFO - Epoch [137][3500/3940] lr: 4.684e-04, eta: 6:24:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6834, loss: 1.6834 +2025-06-12 22:23:44,041 - pyskl - INFO - Epoch [137][3600/3940] lr: 4.666e-04, eta: 6:23:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6567, loss: 1.6567 +2025-06-12 22:24:28,588 - pyskl - INFO - Epoch [137][3700/3940] lr: 4.648e-04, eta: 6:22:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7641, loss: 1.7641 +2025-06-12 22:25:13,107 - pyskl - INFO - Epoch [137][3800/3940] lr: 4.630e-04, eta: 6:21:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7443, loss: 1.7443 +2025-06-12 22:25:57,534 - pyskl - INFO - Epoch [137][3900/3940] lr: 4.612e-04, eta: 6:21:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7934, loss: 1.7934 +2025-06-12 22:26:15,695 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-06-12 22:29:36,990 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 22:29:37,456 - pyskl - INFO - +top1_acc 0.8658 +top5_acc 0.9767 +2025-06-12 22:29:37,509 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_136.pth was removed +2025-06-12 22:29:38,561 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2025-06-12 22:29:38,563 - pyskl - INFO - Best top1_acc is 0.8658 at 137 epoch. +2025-06-12 22:29:38,581 - pyskl - INFO - Epoch(val) [137][3183] top1_acc: 0.8658, top5_acc: 0.9767 +2025-06-12 22:30:48,108 - pyskl - INFO - Epoch [138][100/3940] lr: 4.587e-04, eta: 6:20:10, time: 0.695, data_time: 0.252, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7370, loss: 1.7370 +2025-06-12 22:31:32,526 - pyskl - INFO - Epoch [138][200/3940] lr: 4.569e-04, eta: 6:19:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7057, loss: 1.7057 +2025-06-12 22:32:16,889 - pyskl - INFO - Epoch [138][300/3940] lr: 4.551e-04, eta: 6:18:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6416, loss: 1.6416 +2025-06-12 22:33:01,238 - pyskl - INFO - Epoch [138][400/3940] lr: 4.534e-04, eta: 6:17:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6373, loss: 1.6373 +2025-06-12 22:33:45,512 - pyskl - INFO - Epoch [138][500/3940] lr: 4.516e-04, eta: 6:17:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6639, loss: 1.6639 +2025-06-12 22:34:29,778 - pyskl - INFO - Epoch [138][600/3940] lr: 4.498e-04, eta: 6:16:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6775, loss: 1.6775 +2025-06-12 22:35:14,075 - pyskl - INFO - Epoch [138][700/3940] lr: 4.481e-04, eta: 6:15:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6465, loss: 1.6465 +2025-06-12 22:35:58,441 - pyskl - INFO - Epoch [138][800/3940] lr: 4.463e-04, eta: 6:14:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6329, loss: 1.6329 +2025-06-12 22:36:42,759 - pyskl - INFO - Epoch [138][900/3940] lr: 4.445e-04, eta: 6:14:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6516, loss: 1.6516 +2025-06-12 22:37:27,232 - pyskl - INFO - Epoch [138][1000/3940] lr: 4.428e-04, eta: 6:13:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6664, loss: 1.6664 +2025-06-12 22:38:11,756 - pyskl - INFO - Epoch [138][1100/3940] lr: 4.410e-04, eta: 6:12:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6219, loss: 1.6219 +2025-06-12 22:38:56,222 - pyskl - INFO - Epoch [138][1200/3940] lr: 4.393e-04, eta: 6:11:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6628, loss: 1.6628 +2025-06-12 22:39:40,639 - pyskl - INFO - Epoch [138][1300/3940] lr: 4.375e-04, eta: 6:11:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6680, loss: 1.6680 +2025-06-12 22:40:25,050 - pyskl - INFO - Epoch [138][1400/3940] lr: 4.358e-04, eta: 6:10:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7193, loss: 1.7193 +2025-06-12 22:41:09,544 - pyskl - INFO - Epoch [138][1500/3940] lr: 4.341e-04, eta: 6:09:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6601, loss: 1.6601 +2025-06-12 22:41:54,058 - pyskl - INFO - Epoch [138][1600/3940] lr: 4.323e-04, eta: 6:09:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6561, loss: 1.6561 +2025-06-12 22:42:38,603 - pyskl - INFO - Epoch [138][1700/3940] lr: 4.306e-04, eta: 6:08:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6718, loss: 1.6718 +2025-06-12 22:43:23,040 - pyskl - INFO - Epoch [138][1800/3940] lr: 4.289e-04, eta: 6:07:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6837, loss: 1.6837 +2025-06-12 22:44:07,404 - pyskl - INFO - Epoch [138][1900/3940] lr: 4.271e-04, eta: 6:06:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7044, loss: 1.7044 +2025-06-12 22:44:51,877 - pyskl - INFO - Epoch [138][2000/3940] lr: 4.254e-04, eta: 6:06:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6058, loss: 1.6058 +2025-06-12 22:45:36,248 - pyskl - INFO - Epoch [138][2100/3940] lr: 4.237e-04, eta: 6:05:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6782, loss: 1.6782 +2025-06-12 22:46:20,669 - pyskl - INFO - Epoch [138][2200/3940] lr: 4.220e-04, eta: 6:04:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6675, loss: 1.6675 +2025-06-12 22:47:05,020 - pyskl - INFO - Epoch [138][2300/3940] lr: 4.203e-04, eta: 6:03:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7039, loss: 1.7039 +2025-06-12 22:47:49,410 - pyskl - INFO - Epoch [138][2400/3940] lr: 4.186e-04, eta: 6:03:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6338, loss: 1.6338 +2025-06-12 22:48:33,841 - pyskl - INFO - Epoch [138][2500/3940] lr: 4.169e-04, eta: 6:02:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7593, loss: 1.7593 +2025-06-12 22:49:18,225 - pyskl - INFO - Epoch [138][2600/3940] lr: 4.152e-04, eta: 6:01:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7021, loss: 1.7021 +2025-06-12 22:50:02,596 - pyskl - INFO - Epoch [138][2700/3940] lr: 4.135e-04, eta: 6:00:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7165, loss: 1.7165 +2025-06-12 22:50:46,984 - pyskl - INFO - Epoch [138][2800/3940] lr: 4.118e-04, eta: 6:00:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.6475, loss: 1.6475 +2025-06-12 22:51:31,365 - pyskl - INFO - Epoch [138][2900/3940] lr: 4.101e-04, eta: 5:59:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6868, loss: 1.6868 +2025-06-12 22:52:15,687 - pyskl - INFO - Epoch [138][3000/3940] lr: 4.084e-04, eta: 5:58:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6781, loss: 1.6781 +2025-06-12 22:53:00,070 - pyskl - INFO - Epoch [138][3100/3940] lr: 4.067e-04, eta: 5:57:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6599, loss: 1.6599 +2025-06-12 22:53:44,434 - pyskl - INFO - Epoch [138][3200/3940] lr: 4.050e-04, eta: 5:57:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6613, loss: 1.6613 +2025-06-12 22:54:28,734 - pyskl - INFO - Epoch [138][3300/3940] lr: 4.034e-04, eta: 5:56:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7090, loss: 1.7090 +2025-06-12 22:55:13,032 - pyskl - INFO - Epoch [138][3400/3940] lr: 4.017e-04, eta: 5:55:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6814, loss: 1.6814 +2025-06-12 22:55:57,364 - pyskl - INFO - Epoch [138][3500/3940] lr: 4.000e-04, eta: 5:54:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6623, loss: 1.6623 +2025-06-12 22:56:41,774 - pyskl - INFO - Epoch [138][3600/3940] lr: 3.984e-04, eta: 5:54:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6952, loss: 1.6952 +2025-06-12 22:57:26,263 - pyskl - INFO - Epoch [138][3700/3940] lr: 3.967e-04, eta: 5:53:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6140, loss: 1.6140 +2025-06-12 22:58:10,694 - pyskl - INFO - Epoch [138][3800/3940] lr: 3.950e-04, eta: 5:52:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6782, loss: 1.6782 +2025-06-12 22:58:55,064 - pyskl - INFO - Epoch [138][3900/3940] lr: 3.934e-04, eta: 5:51:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7108, loss: 1.7108 +2025-06-12 22:59:13,162 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-06-12 23:02:35,622 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 23:02:36,114 - pyskl - INFO - +top1_acc 0.8652 +top5_acc 0.9760 +2025-06-12 23:02:36,137 - pyskl - INFO - Epoch(val) [138][3183] top1_acc: 0.8652, top5_acc: 0.9760 +2025-06-12 23:03:45,707 - pyskl - INFO - Epoch [139][100/3940] lr: 3.911e-04, eta: 5:50:52, time: 0.696, data_time: 0.252, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6446, loss: 1.6446 +2025-06-12 23:04:29,937 - pyskl - INFO - Epoch [139][200/3940] lr: 3.894e-04, eta: 5:50:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.7303, loss: 1.7303 +2025-06-12 23:05:14,112 - pyskl - INFO - Epoch [139][300/3940] lr: 3.878e-04, eta: 5:49:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6463, loss: 1.6463 +2025-06-12 23:05:58,516 - pyskl - INFO - Epoch [139][400/3940] lr: 3.861e-04, eta: 5:48:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.6584, loss: 1.6584 +2025-06-12 23:06:42,985 - pyskl - INFO - Epoch [139][500/3940] lr: 3.845e-04, eta: 5:47:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6590, loss: 1.6590 +2025-06-12 23:07:27,252 - pyskl - INFO - Epoch [139][600/3940] lr: 3.829e-04, eta: 5:47:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6837, loss: 1.6837 +2025-06-12 23:08:11,541 - pyskl - INFO - Epoch [139][700/3940] lr: 3.812e-04, eta: 5:46:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6435, loss: 1.6435 +2025-06-12 23:08:55,834 - pyskl - INFO - Epoch [139][800/3940] lr: 3.796e-04, eta: 5:45:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6320, loss: 1.6320 +2025-06-12 23:09:40,544 - pyskl - INFO - Epoch [139][900/3940] lr: 3.780e-04, eta: 5:44:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5979, loss: 1.5979 +2025-06-12 23:10:24,947 - pyskl - INFO - Epoch [139][1000/3940] lr: 3.764e-04, eta: 5:44:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6621, loss: 1.6621 +2025-06-12 23:11:09,260 - pyskl - INFO - Epoch [139][1100/3940] lr: 3.748e-04, eta: 5:43:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6603, loss: 1.6603 +2025-06-12 23:11:53,667 - pyskl - INFO - Epoch [139][1200/3940] lr: 3.731e-04, eta: 5:42:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6945, loss: 1.6945 +2025-06-12 23:12:38,090 - pyskl - INFO - Epoch [139][1300/3940] lr: 3.715e-04, eta: 5:41:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.7056, loss: 1.7056 +2025-06-12 23:13:22,598 - pyskl - INFO - Epoch [139][1400/3940] lr: 3.699e-04, eta: 5:41:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6780, loss: 1.6780 +2025-06-12 23:14:07,045 - pyskl - INFO - Epoch [139][1500/3940] lr: 3.683e-04, eta: 5:40:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6528, loss: 1.6528 +2025-06-12 23:14:51,476 - pyskl - INFO - Epoch [139][1600/3940] lr: 3.667e-04, eta: 5:39:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.7104, loss: 1.7104 +2025-06-12 23:15:35,696 - pyskl - INFO - Epoch [139][1700/3940] lr: 3.651e-04, eta: 5:38:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6246, loss: 1.6246 +2025-06-12 23:16:20,150 - pyskl - INFO - Epoch [139][1800/3940] lr: 3.635e-04, eta: 5:38:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6889, loss: 1.6889 +2025-06-12 23:17:04,539 - pyskl - INFO - Epoch [139][1900/3940] lr: 3.619e-04, eta: 5:37:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6465, loss: 1.6465 +2025-06-12 23:17:48,987 - pyskl - INFO - Epoch [139][2000/3940] lr: 3.604e-04, eta: 5:36:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6953, loss: 1.6953 +2025-06-12 23:18:33,432 - pyskl - INFO - Epoch [139][2100/3940] lr: 3.588e-04, eta: 5:35:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6761, loss: 1.6761 +2025-06-12 23:19:17,835 - pyskl - INFO - Epoch [139][2200/3940] lr: 3.572e-04, eta: 5:35:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.7195, loss: 1.7195 +2025-06-12 23:20:02,231 - pyskl - INFO - Epoch [139][2300/3940] lr: 3.556e-04, eta: 5:34:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6143, loss: 1.6143 +2025-06-12 23:20:46,658 - pyskl - INFO - Epoch [139][2400/3940] lr: 3.541e-04, eta: 5:33:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6600, loss: 1.6600 +2025-06-12 23:21:31,056 - pyskl - INFO - Epoch [139][2500/3940] lr: 3.525e-04, eta: 5:33:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6508, loss: 1.6508 +2025-06-12 23:22:15,453 - pyskl - INFO - Epoch [139][2600/3940] lr: 3.509e-04, eta: 5:32:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7030, loss: 1.7030 +2025-06-12 23:22:59,843 - pyskl - INFO - Epoch [139][2700/3940] lr: 3.494e-04, eta: 5:31:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6882, loss: 1.6882 +2025-06-12 23:23:44,251 - pyskl - INFO - Epoch [139][2800/3940] lr: 3.478e-04, eta: 5:30:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6272, loss: 1.6272 +2025-06-12 23:24:28,620 - pyskl - INFO - Epoch [139][2900/3940] lr: 3.462e-04, eta: 5:30:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6866, loss: 1.6866 +2025-06-12 23:25:12,990 - pyskl - INFO - Epoch [139][3000/3940] lr: 3.447e-04, eta: 5:29:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6347, loss: 1.6347 +2025-06-12 23:25:57,342 - pyskl - INFO - Epoch [139][3100/3940] lr: 3.431e-04, eta: 5:28:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5910, loss: 1.5910 +2025-06-12 23:26:41,708 - pyskl - INFO - Epoch [139][3200/3940] lr: 3.416e-04, eta: 5:27:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7036, loss: 1.7036 +2025-06-12 23:27:26,096 - pyskl - INFO - Epoch [139][3300/3940] lr: 3.401e-04, eta: 5:27:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6231, loss: 1.6231 +2025-06-12 23:28:10,449 - pyskl - INFO - Epoch [139][3400/3940] lr: 3.385e-04, eta: 5:26:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6609, loss: 1.6609 +2025-06-12 23:28:54,807 - pyskl - INFO - Epoch [139][3500/3940] lr: 3.370e-04, eta: 5:25:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.7107, loss: 1.7107 +2025-06-12 23:29:39,140 - pyskl - INFO - Epoch [139][3600/3940] lr: 3.355e-04, eta: 5:24:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6090, loss: 1.6090 +2025-06-12 23:30:23,521 - pyskl - INFO - Epoch [139][3700/3940] lr: 3.339e-04, eta: 5:24:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6792, loss: 1.6792 +2025-06-12 23:31:08,080 - pyskl - INFO - Epoch [139][3800/3940] lr: 3.324e-04, eta: 5:23:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6915, loss: 1.6915 +2025-06-12 23:31:52,662 - pyskl - INFO - Epoch [139][3900/3940] lr: 3.309e-04, eta: 5:22:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6453, loss: 1.6453 +2025-06-12 23:32:10,871 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-06-12 23:35:32,788 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 23:35:33,251 - pyskl - INFO - +top1_acc 0.8648 +top5_acc 0.9756 +2025-06-12 23:35:33,269 - pyskl - INFO - Epoch(val) [139][3183] top1_acc: 0.8648, top5_acc: 0.9756 +2025-06-12 23:36:42,952 - pyskl - INFO - Epoch [140][100/3940] lr: 3.288e-04, eta: 5:21:34, time: 0.697, data_time: 0.251, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6409, loss: 1.6409 +2025-06-12 23:37:27,746 - pyskl - INFO - Epoch [140][200/3940] lr: 3.273e-04, eta: 5:20:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6683, loss: 1.6683 +2025-06-12 23:38:12,150 - pyskl - INFO - Epoch [140][300/3940] lr: 3.257e-04, eta: 5:20:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6236, loss: 1.6236 +2025-06-12 23:38:56,603 - pyskl - INFO - Epoch [140][400/3940] lr: 3.242e-04, eta: 5:19:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6980, loss: 1.6980 +2025-06-12 23:39:40,913 - pyskl - INFO - Epoch [140][500/3940] lr: 3.227e-04, eta: 5:18:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6519, loss: 1.6519 +2025-06-12 23:40:25,303 - pyskl - INFO - Epoch [140][600/3940] lr: 3.212e-04, eta: 5:17:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5940, loss: 1.5940 +2025-06-12 23:41:09,567 - pyskl - INFO - Epoch [140][700/3940] lr: 3.197e-04, eta: 5:17:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6622, loss: 1.6622 +2025-06-12 23:41:53,946 - pyskl - INFO - Epoch [140][800/3940] lr: 3.183e-04, eta: 5:16:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6605, loss: 1.6605 +2025-06-12 23:42:38,346 - pyskl - INFO - Epoch [140][900/3940] lr: 3.168e-04, eta: 5:15:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6777, loss: 1.6777 +2025-06-12 23:43:22,771 - pyskl - INFO - Epoch [140][1000/3940] lr: 3.153e-04, eta: 5:14:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7210, loss: 1.7210 +2025-06-12 23:44:07,143 - pyskl - INFO - Epoch [140][1100/3940] lr: 3.138e-04, eta: 5:14:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6239, loss: 1.6239 +2025-06-12 23:44:51,584 - pyskl - INFO - Epoch [140][1200/3940] lr: 3.123e-04, eta: 5:13:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6248, loss: 1.6248 +2025-06-12 23:45:35,996 - pyskl - INFO - Epoch [140][1300/3940] lr: 3.108e-04, eta: 5:12:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6056, loss: 1.6056 +2025-06-12 23:46:20,334 - pyskl - INFO - Epoch [140][1400/3940] lr: 3.094e-04, eta: 5:11:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6005, loss: 1.6005 +2025-06-12 23:47:04,799 - pyskl - INFO - Epoch [140][1500/3940] lr: 3.079e-04, eta: 5:11:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6441, loss: 1.6441 +2025-06-12 23:47:49,185 - pyskl - INFO - Epoch [140][1600/3940] lr: 3.064e-04, eta: 5:10:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7150, loss: 1.7150 +2025-06-12 23:48:33,579 - pyskl - INFO - Epoch [140][1700/3940] lr: 3.050e-04, eta: 5:09:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6823, loss: 1.6823 +2025-06-12 23:49:18,088 - pyskl - INFO - Epoch [140][1800/3940] lr: 3.035e-04, eta: 5:08:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5755, loss: 1.5755 +2025-06-12 23:50:02,640 - pyskl - INFO - Epoch [140][1900/3940] lr: 3.021e-04, eta: 5:08:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6989, loss: 1.6989 +2025-06-12 23:50:47,166 - pyskl - INFO - Epoch [140][2000/3940] lr: 3.006e-04, eta: 5:07:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6548, loss: 1.6548 +2025-06-12 23:51:31,633 - pyskl - INFO - Epoch [140][2100/3940] lr: 2.992e-04, eta: 5:06:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6577, loss: 1.6577 +2025-06-12 23:52:16,066 - pyskl - INFO - Epoch [140][2200/3940] lr: 2.977e-04, eta: 5:05:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6173, loss: 1.6173 +2025-06-12 23:53:00,541 - pyskl - INFO - Epoch [140][2300/3940] lr: 2.963e-04, eta: 5:05:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5550, loss: 1.5550 +2025-06-12 23:53:44,983 - pyskl - INFO - Epoch [140][2400/3940] lr: 2.949e-04, eta: 5:04:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6253, loss: 1.6253 +2025-06-12 23:54:29,434 - pyskl - INFO - Epoch [140][2500/3940] lr: 2.934e-04, eta: 5:03:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6255, loss: 1.6255 +2025-06-12 23:55:13,951 - pyskl - INFO - Epoch [140][2600/3940] lr: 2.920e-04, eta: 5:02:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6268, loss: 1.6268 +2025-06-12 23:55:58,369 - pyskl - INFO - Epoch [140][2700/3940] lr: 2.906e-04, eta: 5:02:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5880, loss: 1.5880 +2025-06-12 23:56:42,761 - pyskl - INFO - Epoch [140][2800/3940] lr: 2.891e-04, eta: 5:01:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6282, loss: 1.6282 +2025-06-12 23:57:27,185 - pyskl - INFO - Epoch [140][2900/3940] lr: 2.877e-04, eta: 5:00:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6271, loss: 1.6271 +2025-06-12 23:58:11,590 - pyskl - INFO - Epoch [140][3000/3940] lr: 2.863e-04, eta: 4:59:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6172, loss: 1.6172 +2025-06-12 23:58:55,986 - pyskl - INFO - Epoch [140][3100/3940] lr: 2.849e-04, eta: 4:59:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6417, loss: 1.6417 +2025-06-12 23:59:40,497 - pyskl - INFO - Epoch [140][3200/3940] lr: 2.835e-04, eta: 4:58:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5857, loss: 1.5857 +2025-06-13 00:00:24,941 - pyskl - INFO - Epoch [140][3300/3940] lr: 2.821e-04, eta: 4:57:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.7143, loss: 1.7143 +2025-06-13 00:01:09,347 - pyskl - INFO - Epoch [140][3400/3940] lr: 2.807e-04, eta: 4:57:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6401, loss: 1.6401 +2025-06-13 00:01:53,802 - pyskl - INFO - Epoch [140][3500/3940] lr: 2.793e-04, eta: 4:56:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6386, loss: 1.6386 +2025-06-13 00:02:38,392 - pyskl - INFO - Epoch [140][3600/3940] lr: 2.779e-04, eta: 4:55:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6031, loss: 1.6031 +2025-06-13 00:03:22,977 - pyskl - INFO - Epoch [140][3700/3940] lr: 2.765e-04, eta: 4:54:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6565, loss: 1.6565 +2025-06-13 00:04:07,599 - pyskl - INFO - Epoch [140][3800/3940] lr: 2.751e-04, eta: 4:54:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6290, loss: 1.6290 +2025-06-13 00:04:52,158 - pyskl - INFO - Epoch [140][3900/3940] lr: 2.737e-04, eta: 4:53:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6140, loss: 1.6140 +2025-06-13 00:05:10,366 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-06-13 00:23:52,402 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 00:23:52,869 - pyskl - INFO - +top1_acc 0.8666 +top5_acc 0.9761 +2025-06-13 00:23:52,925 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_137.pth was removed +2025-06-13 00:23:54,023 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2025-06-13 00:23:54,025 - pyskl - INFO - Best top1_acc is 0.8666 at 140 epoch. +2025-06-13 00:23:54,044 - pyskl - INFO - Epoch(val) [140][3183] top1_acc: 0.8666, top5_acc: 0.9761 +2025-06-13 00:25:03,475 - pyskl - INFO - Epoch [141][100/3940] lr: 2.718e-04, eta: 4:52:16, time: 0.694, data_time: 0.249, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6300, loss: 1.6300 +2025-06-13 00:25:47,870 - pyskl - INFO - Epoch [141][200/3940] lr: 2.704e-04, eta: 4:51:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6458, loss: 1.6458 +2025-06-13 00:26:32,284 - pyskl - INFO - Epoch [141][300/3940] lr: 2.690e-04, eta: 4:50:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6485, loss: 1.6485 +2025-06-13 00:27:16,710 - pyskl - INFO - Epoch [141][400/3940] lr: 2.677e-04, eta: 4:50:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.6407, loss: 1.6407 +2025-06-13 00:28:01,164 - pyskl - INFO - Epoch [141][500/3940] lr: 2.663e-04, eta: 4:49:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5949, loss: 1.5949 +2025-06-13 00:28:45,581 - pyskl - INFO - Epoch [141][600/3940] lr: 2.649e-04, eta: 4:48:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6291, loss: 1.6291 +2025-06-13 00:29:30,046 - pyskl - INFO - Epoch [141][700/3940] lr: 2.636e-04, eta: 4:47:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6522, loss: 1.6522 +2025-06-13 00:30:14,558 - pyskl - INFO - Epoch [141][800/3940] lr: 2.622e-04, eta: 4:47:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6207, loss: 1.6207 +2025-06-13 00:30:59,055 - pyskl - INFO - Epoch [141][900/3940] lr: 2.609e-04, eta: 4:46:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6559, loss: 1.6559 +2025-06-13 00:31:43,554 - pyskl - INFO - Epoch [141][1000/3940] lr: 2.595e-04, eta: 4:45:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6150, loss: 1.6150 +2025-06-13 00:32:28,456 - pyskl - INFO - Epoch [141][1100/3940] lr: 2.582e-04, eta: 4:44:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5999, loss: 1.5999 +2025-06-13 00:33:13,023 - pyskl - INFO - Epoch [141][1200/3940] lr: 2.568e-04, eta: 4:44:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6697, loss: 1.6697 +2025-06-13 00:33:57,462 - pyskl - INFO - Epoch [141][1300/3940] lr: 2.555e-04, eta: 4:43:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5676, loss: 1.5676 +2025-06-13 00:34:41,936 - pyskl - INFO - Epoch [141][1400/3940] lr: 2.542e-04, eta: 4:42:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6016, loss: 1.6016 +2025-06-13 00:35:26,482 - pyskl - INFO - Epoch [141][1500/3940] lr: 2.528e-04, eta: 4:41:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6379, loss: 1.6379 +2025-06-13 00:36:11,055 - pyskl - INFO - Epoch [141][1600/3940] lr: 2.515e-04, eta: 4:41:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6701, loss: 1.6701 +2025-06-13 00:36:55,615 - pyskl - INFO - Epoch [141][1700/3940] lr: 2.502e-04, eta: 4:40:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6383, loss: 1.6383 +2025-06-13 00:37:40,085 - pyskl - INFO - Epoch [141][1800/3940] lr: 2.489e-04, eta: 4:39:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6279, loss: 1.6279 +2025-06-13 00:38:24,456 - pyskl - INFO - Epoch [141][1900/3940] lr: 2.475e-04, eta: 4:38:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6541, loss: 1.6541 +2025-06-13 00:39:08,888 - pyskl - INFO - Epoch [141][2000/3940] lr: 2.462e-04, eta: 4:38:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6374, loss: 1.6374 +2025-06-13 00:39:53,234 - pyskl - INFO - Epoch [141][2100/3940] lr: 2.449e-04, eta: 4:37:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7167, loss: 1.7167 +2025-06-13 00:40:37,593 - pyskl - INFO - Epoch [141][2200/3940] lr: 2.436e-04, eta: 4:36:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6468, loss: 1.6468 +2025-06-13 00:41:21,940 - pyskl - INFO - Epoch [141][2300/3940] lr: 2.423e-04, eta: 4:35:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5777, loss: 1.5777 +2025-06-13 00:42:06,370 - pyskl - INFO - Epoch [141][2400/3940] lr: 2.410e-04, eta: 4:35:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6267, loss: 1.6267 +2025-06-13 00:42:50,749 - pyskl - INFO - Epoch [141][2500/3940] lr: 2.397e-04, eta: 4:34:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6427, loss: 1.6427 +2025-06-13 00:43:35,108 - pyskl - INFO - Epoch [141][2600/3940] lr: 2.384e-04, eta: 4:33:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6187, loss: 1.6187 +2025-06-13 00:44:19,514 - pyskl - INFO - Epoch [141][2700/3940] lr: 2.371e-04, eta: 4:32:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6687, loss: 1.6687 +2025-06-13 00:45:03,952 - pyskl - INFO - Epoch [141][2800/3940] lr: 2.358e-04, eta: 4:32:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6195, loss: 1.6195 +2025-06-13 00:45:48,385 - pyskl - INFO - Epoch [141][2900/3940] lr: 2.346e-04, eta: 4:31:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6412, loss: 1.6412 +2025-06-13 00:46:32,802 - pyskl - INFO - Epoch [141][3000/3940] lr: 2.333e-04, eta: 4:30:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6133, loss: 1.6133 +2025-06-13 00:47:17,349 - pyskl - INFO - Epoch [141][3100/3940] lr: 2.320e-04, eta: 4:29:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6291, loss: 1.6291 +2025-06-13 00:48:01,788 - pyskl - INFO - Epoch [141][3200/3940] lr: 2.307e-04, eta: 4:29:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5947, loss: 1.5947 +2025-06-13 00:48:46,233 - pyskl - INFO - Epoch [141][3300/3940] lr: 2.295e-04, eta: 4:28:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5628, loss: 1.5628 +2025-06-13 00:49:30,607 - pyskl - INFO - Epoch [141][3400/3940] lr: 2.282e-04, eta: 4:27:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6217, loss: 1.6217 +2025-06-13 00:50:14,975 - pyskl - INFO - Epoch [141][3500/3940] lr: 2.269e-04, eta: 4:26:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5529, loss: 1.5529 +2025-06-13 00:50:59,431 - pyskl - INFO - Epoch [141][3600/3940] lr: 2.257e-04, eta: 4:26:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6008, loss: 1.6008 +2025-06-13 00:51:43,874 - pyskl - INFO - Epoch [141][3700/3940] lr: 2.244e-04, eta: 4:25:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6605, loss: 1.6605 +2025-06-13 00:52:28,362 - pyskl - INFO - Epoch [141][3800/3940] lr: 2.232e-04, eta: 4:24:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6034, loss: 1.6034 +2025-06-13 00:53:12,743 - pyskl - INFO - Epoch [141][3900/3940] lr: 2.219e-04, eta: 4:24:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6189, loss: 1.6189 +2025-06-13 00:53:30,885 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-06-13 00:56:52,175 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 00:56:52,747 - pyskl - INFO - +top1_acc 0.8653 +top5_acc 0.9756 +2025-06-13 00:56:52,764 - pyskl - INFO - Epoch(val) [141][3183] top1_acc: 0.8653, top5_acc: 0.9756 +2025-06-13 00:58:02,425 - pyskl - INFO - Epoch [142][100/3940] lr: 2.202e-04, eta: 4:22:58, time: 0.697, data_time: 0.251, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6542, loss: 1.6542 +2025-06-13 00:58:46,817 - pyskl - INFO - Epoch [142][200/3940] lr: 2.189e-04, eta: 4:22:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6222, loss: 1.6222 +2025-06-13 00:59:31,153 - pyskl - INFO - Epoch [142][300/3940] lr: 2.177e-04, eta: 4:21:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6277, loss: 1.6277 +2025-06-13 01:00:15,545 - pyskl - INFO - Epoch [142][400/3940] lr: 2.165e-04, eta: 4:20:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6176, loss: 1.6176 +2025-06-13 01:01:00,033 - pyskl - INFO - Epoch [142][500/3940] lr: 2.152e-04, eta: 4:19:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6090, loss: 1.6090 +2025-06-13 01:01:44,527 - pyskl - INFO - Epoch [142][600/3940] lr: 2.140e-04, eta: 4:19:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6192, loss: 1.6192 +2025-06-13 01:02:28,938 - pyskl - INFO - Epoch [142][700/3940] lr: 2.128e-04, eta: 4:18:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5512, loss: 1.5512 +2025-06-13 01:03:13,383 - pyskl - INFO - Epoch [142][800/3940] lr: 2.116e-04, eta: 4:17:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6430, loss: 1.6430 +2025-06-13 01:03:57,822 - pyskl - INFO - Epoch [142][900/3940] lr: 2.104e-04, eta: 4:17:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6741, loss: 1.6741 +2025-06-13 01:04:42,319 - pyskl - INFO - Epoch [142][1000/3940] lr: 2.091e-04, eta: 4:16:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5818, loss: 1.5818 +2025-06-13 01:05:27,003 - pyskl - INFO - Epoch [142][1100/3940] lr: 2.079e-04, eta: 4:15:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6631, loss: 1.6631 +2025-06-13 01:06:11,630 - pyskl - INFO - Epoch [142][1200/3940] lr: 2.067e-04, eta: 4:14:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6038, loss: 1.6038 +2025-06-13 01:06:55,910 - pyskl - INFO - Epoch [142][1300/3940] lr: 2.055e-04, eta: 4:14:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6442, loss: 1.6442 +2025-06-13 01:07:40,372 - pyskl - INFO - Epoch [142][1400/3940] lr: 2.043e-04, eta: 4:13:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5755, loss: 1.5755 +2025-06-13 01:08:24,912 - pyskl - INFO - Epoch [142][1500/3940] lr: 2.031e-04, eta: 4:12:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5871, loss: 1.5871 +2025-06-13 01:09:09,437 - pyskl - INFO - Epoch [142][1600/3940] lr: 2.019e-04, eta: 4:11:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5645, loss: 1.5645 +2025-06-13 01:09:53,934 - pyskl - INFO - Epoch [142][1700/3940] lr: 2.008e-04, eta: 4:11:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6228, loss: 1.6228 +2025-06-13 01:10:38,507 - pyskl - INFO - Epoch [142][1800/3940] lr: 1.996e-04, eta: 4:10:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5966, loss: 1.5966 +2025-06-13 01:11:22,945 - pyskl - INFO - Epoch [142][1900/3940] lr: 1.984e-04, eta: 4:09:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5628, loss: 1.5628 +2025-06-13 01:12:07,447 - pyskl - INFO - Epoch [142][2000/3940] lr: 1.972e-04, eta: 4:08:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6543, loss: 1.6543 +2025-06-13 01:12:51,834 - pyskl - INFO - Epoch [142][2100/3940] lr: 1.960e-04, eta: 4:08:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5840, loss: 1.5840 +2025-06-13 01:13:36,230 - pyskl - INFO - Epoch [142][2200/3940] lr: 1.949e-04, eta: 4:07:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5582, loss: 1.5582 +2025-06-13 01:14:20,650 - pyskl - INFO - Epoch [142][2300/3940] lr: 1.937e-04, eta: 4:06:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6252, loss: 1.6252 +2025-06-13 01:15:05,099 - pyskl - INFO - Epoch [142][2400/3940] lr: 1.925e-04, eta: 4:05:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6177, loss: 1.6177 +2025-06-13 01:15:49,465 - pyskl - INFO - Epoch [142][2500/3940] lr: 1.914e-04, eta: 4:05:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6465, loss: 1.6465 +2025-06-13 01:16:33,843 - pyskl - INFO - Epoch [142][2600/3940] lr: 1.902e-04, eta: 4:04:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5872, loss: 1.5872 +2025-06-13 01:17:18,231 - pyskl - INFO - Epoch [142][2700/3940] lr: 1.891e-04, eta: 4:03:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6382, loss: 1.6382 +2025-06-13 01:18:02,566 - pyskl - INFO - Epoch [142][2800/3940] lr: 1.879e-04, eta: 4:02:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5825, loss: 1.5825 +2025-06-13 01:18:46,897 - pyskl - INFO - Epoch [142][2900/3940] lr: 1.868e-04, eta: 4:02:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6228, loss: 1.6228 +2025-06-13 01:19:31,243 - pyskl - INFO - Epoch [142][3000/3940] lr: 1.856e-04, eta: 4:01:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6772, loss: 1.6772 +2025-06-13 01:20:15,598 - pyskl - INFO - Epoch [142][3100/3940] lr: 1.845e-04, eta: 4:00:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5919, loss: 1.5919 +2025-06-13 01:20:59,948 - pyskl - INFO - Epoch [142][3200/3940] lr: 1.834e-04, eta: 3:59:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5857, loss: 1.5857 +2025-06-13 01:21:44,297 - pyskl - INFO - Epoch [142][3300/3940] lr: 1.822e-04, eta: 3:59:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5953, loss: 1.5953 +2025-06-13 01:22:28,635 - pyskl - INFO - Epoch [142][3400/3940] lr: 1.811e-04, eta: 3:58:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5949, loss: 1.5949 +2025-06-13 01:23:12,977 - pyskl - INFO - Epoch [142][3500/3940] lr: 1.800e-04, eta: 3:57:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5933, loss: 1.5933 +2025-06-13 01:23:57,409 - pyskl - INFO - Epoch [142][3600/3940] lr: 1.788e-04, eta: 3:56:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5988, loss: 1.5988 +2025-06-13 01:24:42,240 - pyskl - INFO - Epoch [142][3700/3940] lr: 1.777e-04, eta: 3:56:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5572, loss: 1.5572 +2025-06-13 01:25:27,004 - pyskl - INFO - Epoch [142][3800/3940] lr: 1.766e-04, eta: 3:55:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6159, loss: 1.6159 +2025-06-13 01:26:11,343 - pyskl - INFO - Epoch [142][3900/3940] lr: 1.755e-04, eta: 3:54:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5618, loss: 1.5618 +2025-06-13 01:26:29,414 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-06-13 01:29:50,874 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 01:29:51,343 - pyskl - INFO - +top1_acc 0.8700 +top5_acc 0.9776 +2025-06-13 01:29:51,400 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_140.pth was removed +2025-06-13 01:29:52,541 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2025-06-13 01:29:52,543 - pyskl - INFO - Best top1_acc is 0.8700 at 142 epoch. +2025-06-13 01:29:52,562 - pyskl - INFO - Epoch(val) [142][3183] top1_acc: 0.8700, top5_acc: 0.9776 +2025-06-13 01:31:02,244 - pyskl - INFO - Epoch [143][100/3940] lr: 1.740e-04, eta: 3:53:40, time: 0.697, data_time: 0.253, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5966, loss: 1.5966 +2025-06-13 01:31:46,703 - pyskl - INFO - Epoch [143][200/3940] lr: 1.729e-04, eta: 3:52:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5726, loss: 1.5726 +2025-06-13 01:32:31,194 - pyskl - INFO - Epoch [143][300/3940] lr: 1.718e-04, eta: 3:52:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5979, loss: 1.5979 +2025-06-13 01:33:15,580 - pyskl - INFO - Epoch [143][400/3940] lr: 1.707e-04, eta: 3:51:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5749, loss: 1.5749 +2025-06-13 01:34:00,063 - pyskl - INFO - Epoch [143][500/3940] lr: 1.696e-04, eta: 3:50:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5980, loss: 1.5980 +2025-06-13 01:34:44,545 - pyskl - INFO - Epoch [143][600/3940] lr: 1.685e-04, eta: 3:49:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5880, loss: 1.5880 +2025-06-13 01:35:28,841 - pyskl - INFO - Epoch [143][700/3940] lr: 1.674e-04, eta: 3:49:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6088, loss: 1.6088 +2025-06-13 01:36:13,152 - pyskl - INFO - Epoch [143][800/3940] lr: 1.663e-04, eta: 3:48:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5991, loss: 1.5991 +2025-06-13 01:36:57,494 - pyskl - INFO - Epoch [143][900/3940] lr: 1.652e-04, eta: 3:47:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5856, loss: 1.5856 +2025-06-13 01:37:41,974 - pyskl - INFO - Epoch [143][1000/3940] lr: 1.642e-04, eta: 3:46:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6711, loss: 1.6711 +2025-06-13 01:38:26,627 - pyskl - INFO - Epoch [143][1100/3940] lr: 1.631e-04, eta: 3:46:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5811, loss: 1.5811 +2025-06-13 01:39:11,247 - pyskl - INFO - Epoch [143][1200/3940] lr: 1.620e-04, eta: 3:45:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6393, loss: 1.6393 +2025-06-13 01:39:55,757 - pyskl - INFO - Epoch [143][1300/3940] lr: 1.609e-04, eta: 3:44:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5786, loss: 1.5786 +2025-06-13 01:40:40,331 - pyskl - INFO - Epoch [143][1400/3940] lr: 1.599e-04, eta: 3:43:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6173, loss: 1.6173 +2025-06-13 01:41:24,794 - pyskl - INFO - Epoch [143][1500/3940] lr: 1.588e-04, eta: 3:43:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5706, loss: 1.5706 +2025-06-13 01:42:09,180 - pyskl - INFO - Epoch [143][1600/3940] lr: 1.578e-04, eta: 3:42:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6291, loss: 1.6291 +2025-06-13 01:42:53,522 - pyskl - INFO - Epoch [143][1700/3940] lr: 1.567e-04, eta: 3:41:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6014, loss: 1.6014 +2025-06-13 01:43:37,915 - pyskl - INFO - Epoch [143][1800/3940] lr: 1.557e-04, eta: 3:41:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5358, loss: 1.5358 +2025-06-13 01:44:22,257 - pyskl - INFO - Epoch [143][1900/3940] lr: 1.546e-04, eta: 3:40:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5591, loss: 1.5591 +2025-06-13 01:45:06,626 - pyskl - INFO - Epoch [143][2000/3940] lr: 1.536e-04, eta: 3:39:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5558, loss: 1.5558 +2025-06-13 01:45:50,897 - pyskl - INFO - Epoch [143][2100/3940] lr: 1.526e-04, eta: 3:38:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5664, loss: 1.5664 +2025-06-13 01:46:35,274 - pyskl - INFO - Epoch [143][2200/3940] lr: 1.515e-04, eta: 3:38:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6004, loss: 1.6004 +2025-06-13 01:47:19,638 - pyskl - INFO - Epoch [143][2300/3940] lr: 1.505e-04, eta: 3:37:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6470, loss: 1.6470 +2025-06-13 01:48:04,000 - pyskl - INFO - Epoch [143][2400/3940] lr: 1.495e-04, eta: 3:36:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6079, loss: 1.6079 +2025-06-13 01:48:48,366 - pyskl - INFO - Epoch [143][2500/3940] lr: 1.484e-04, eta: 3:35:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6153, loss: 1.6153 +2025-06-13 01:49:32,694 - pyskl - INFO - Epoch [143][2600/3940] lr: 1.474e-04, eta: 3:35:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6149, loss: 1.6149 +2025-06-13 01:50:16,970 - pyskl - INFO - Epoch [143][2700/3940] lr: 1.464e-04, eta: 3:34:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5426, loss: 1.5426 +2025-06-13 01:51:01,368 - pyskl - INFO - Epoch [143][2800/3940] lr: 1.454e-04, eta: 3:33:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6621, loss: 1.6621 +2025-06-13 01:51:45,839 - pyskl - INFO - Epoch [143][2900/3940] lr: 1.444e-04, eta: 3:32:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5975, loss: 1.5975 +2025-06-13 01:52:30,215 - pyskl - INFO - Epoch [143][3000/3940] lr: 1.434e-04, eta: 3:32:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5555, loss: 1.5555 +2025-06-13 01:53:14,576 - pyskl - INFO - Epoch [143][3100/3940] lr: 1.424e-04, eta: 3:31:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6794, loss: 1.6794 +2025-06-13 01:53:58,889 - pyskl - INFO - Epoch [143][3200/3940] lr: 1.414e-04, eta: 3:30:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6103, loss: 1.6103 +2025-06-13 01:54:43,215 - pyskl - INFO - Epoch [143][3300/3940] lr: 1.404e-04, eta: 3:29:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5893, loss: 1.5893 +2025-06-13 01:55:27,511 - pyskl - INFO - Epoch [143][3400/3940] lr: 1.394e-04, eta: 3:29:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6368, loss: 1.6368 +2025-06-13 01:56:11,846 - pyskl - INFO - Epoch [143][3500/3940] lr: 1.384e-04, eta: 3:28:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6167, loss: 1.6167 +2025-06-13 01:56:56,483 - pyskl - INFO - Epoch [143][3600/3940] lr: 1.374e-04, eta: 3:27:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5811, loss: 1.5811 +2025-06-13 01:57:41,023 - pyskl - INFO - Epoch [143][3700/3940] lr: 1.364e-04, eta: 3:26:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5824, loss: 1.5824 +2025-06-13 01:58:25,388 - pyskl - INFO - Epoch [143][3800/3940] lr: 1.355e-04, eta: 3:26:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6269, loss: 1.6269 +2025-06-13 01:59:09,796 - pyskl - INFO - Epoch [143][3900/3940] lr: 1.345e-04, eta: 3:25:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5794, loss: 1.5794 +2025-06-13 01:59:27,923 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-06-13 02:02:49,098 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 02:02:49,626 - pyskl - INFO - +top1_acc 0.8699 +top5_acc 0.9786 +2025-06-13 02:02:49,644 - pyskl - INFO - Epoch(val) [143][3183] top1_acc: 0.8699, top5_acc: 0.9786 +2025-06-13 02:03:58,910 - pyskl - INFO - Epoch [144][100/3940] lr: 1.331e-04, eta: 3:24:21, time: 0.693, data_time: 0.249, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5999, loss: 1.5999 +2025-06-13 02:04:43,279 - pyskl - INFO - Epoch [144][200/3940] lr: 1.322e-04, eta: 3:23:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6121, loss: 1.6121 +2025-06-13 02:05:27,570 - pyskl - INFO - Epoch [144][300/3940] lr: 1.312e-04, eta: 3:22:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5824, loss: 1.5824 +2025-06-13 02:06:11,987 - pyskl - INFO - Epoch [144][400/3940] lr: 1.303e-04, eta: 3:22:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5261, loss: 1.5261 +2025-06-13 02:06:56,346 - pyskl - INFO - Epoch [144][500/3940] lr: 1.293e-04, eta: 3:21:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6015, loss: 1.6015 +2025-06-13 02:07:40,663 - pyskl - INFO - Epoch [144][600/3940] lr: 1.283e-04, eta: 3:20:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5829, loss: 1.5829 +2025-06-13 02:08:24,989 - pyskl - INFO - Epoch [144][700/3940] lr: 1.274e-04, eta: 3:19:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6246, loss: 1.6246 +2025-06-13 02:09:09,399 - pyskl - INFO - Epoch [144][800/3940] lr: 1.265e-04, eta: 3:19:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5653, loss: 1.5653 +2025-06-13 02:09:53,760 - pyskl - INFO - Epoch [144][900/3940] lr: 1.255e-04, eta: 3:18:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6390, loss: 1.6390 +2025-06-13 02:10:38,201 - pyskl - INFO - Epoch [144][1000/3940] lr: 1.246e-04, eta: 3:17:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6382, loss: 1.6382 +2025-06-13 02:11:22,690 - pyskl - INFO - Epoch [144][1100/3940] lr: 1.236e-04, eta: 3:16:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6474, loss: 1.6474 +2025-06-13 02:12:07,175 - pyskl - INFO - Epoch [144][1200/3940] lr: 1.227e-04, eta: 3:16:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5701, loss: 1.5701 +2025-06-13 02:12:51,614 - pyskl - INFO - Epoch [144][1300/3940] lr: 1.218e-04, eta: 3:15:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6292, loss: 1.6292 +2025-06-13 02:13:36,034 - pyskl - INFO - Epoch [144][1400/3940] lr: 1.209e-04, eta: 3:14:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5695, loss: 1.5695 +2025-06-13 02:14:20,567 - pyskl - INFO - Epoch [144][1500/3940] lr: 1.199e-04, eta: 3:13:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5790, loss: 1.5790 +2025-06-13 02:15:04,962 - pyskl - INFO - Epoch [144][1600/3940] lr: 1.190e-04, eta: 3:13:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5439, loss: 1.5439 +2025-06-13 02:15:49,277 - pyskl - INFO - Epoch [144][1700/3940] lr: 1.181e-04, eta: 3:12:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5643, loss: 1.5643 +2025-06-13 02:16:33,713 - pyskl - INFO - Epoch [144][1800/3940] lr: 1.172e-04, eta: 3:11:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5939, loss: 1.5939 +2025-06-13 02:17:18,022 - pyskl - INFO - Epoch [144][1900/3940] lr: 1.163e-04, eta: 3:10:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5885, loss: 1.5885 +2025-06-13 02:18:02,211 - pyskl - INFO - Epoch [144][2000/3940] lr: 1.154e-04, eta: 3:10:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5681, loss: 1.5681 +2025-06-13 02:18:46,535 - pyskl - INFO - Epoch [144][2100/3940] lr: 1.145e-04, eta: 3:09:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5959, loss: 1.5959 +2025-06-13 02:19:30,856 - pyskl - INFO - Epoch [144][2200/3940] lr: 1.136e-04, eta: 3:08:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5490, loss: 1.5490 +2025-06-13 02:20:15,180 - pyskl - INFO - Epoch [144][2300/3940] lr: 1.127e-04, eta: 3:08:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5927, loss: 1.5927 +2025-06-13 02:20:59,542 - pyskl - INFO - Epoch [144][2400/3940] lr: 1.118e-04, eta: 3:07:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5362, loss: 1.5362 +2025-06-13 02:21:43,838 - pyskl - INFO - Epoch [144][2500/3940] lr: 1.109e-04, eta: 3:06:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5851, loss: 1.5851 +2025-06-13 02:22:28,091 - pyskl - INFO - Epoch [144][2600/3940] lr: 1.100e-04, eta: 3:05:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5626, loss: 1.5626 +2025-06-13 02:23:12,434 - pyskl - INFO - Epoch [144][2700/3940] lr: 1.092e-04, eta: 3:05:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5630, loss: 1.5630 +2025-06-13 02:23:56,833 - pyskl - INFO - Epoch [144][2800/3940] lr: 1.083e-04, eta: 3:04:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5950, loss: 1.5950 +2025-06-13 02:24:41,176 - pyskl - INFO - Epoch [144][2900/3940] lr: 1.074e-04, eta: 3:03:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5911, loss: 1.5911 +2025-06-13 02:25:25,469 - pyskl - INFO - Epoch [144][3000/3940] lr: 1.066e-04, eta: 3:02:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6114, loss: 1.6114 +2025-06-13 02:26:09,754 - pyskl - INFO - Epoch [144][3100/3940] lr: 1.057e-04, eta: 3:02:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5545, loss: 1.5545 +2025-06-13 02:26:54,089 - pyskl - INFO - Epoch [144][3200/3940] lr: 1.048e-04, eta: 3:01:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5981, loss: 1.5981 +2025-06-13 02:27:38,514 - pyskl - INFO - Epoch [144][3300/3940] lr: 1.040e-04, eta: 3:00:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5234, loss: 1.5234 +2025-06-13 02:28:22,864 - pyskl - INFO - Epoch [144][3400/3940] lr: 1.031e-04, eta: 2:59:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5413, loss: 1.5413 +2025-06-13 02:29:07,209 - pyskl - INFO - Epoch [144][3500/3940] lr: 1.023e-04, eta: 2:59:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6137, loss: 1.6137 +2025-06-13 02:29:51,584 - pyskl - INFO - Epoch [144][3600/3940] lr: 1.014e-04, eta: 2:58:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5399, loss: 1.5399 +2025-06-13 02:30:36,080 - pyskl - INFO - Epoch [144][3700/3940] lr: 1.006e-04, eta: 2:57:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6454, loss: 1.6454 +2025-06-13 02:31:20,455 - pyskl - INFO - Epoch [144][3800/3940] lr: 9.974e-05, eta: 2:56:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6139, loss: 1.6139 +2025-06-13 02:32:04,839 - pyskl - INFO - Epoch [144][3900/3940] lr: 9.891e-05, eta: 2:56:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6224, loss: 1.6224 +2025-06-13 02:32:22,925 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-06-13 02:35:44,036 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 02:35:44,555 - pyskl - INFO - +top1_acc 0.8667 +top5_acc 0.9773 +2025-06-13 02:35:44,572 - pyskl - INFO - Epoch(val) [144][3183] top1_acc: 0.8667, top5_acc: 0.9773 +2025-06-13 02:36:53,715 - pyskl - INFO - Epoch [145][100/3940] lr: 9.774e-05, eta: 2:55:03, time: 0.691, data_time: 0.244, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5812, loss: 1.5812 +2025-06-13 02:37:38,234 - pyskl - INFO - Epoch [145][200/3940] lr: 9.692e-05, eta: 2:54:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5849, loss: 1.5849 +2025-06-13 02:38:22,656 - pyskl - INFO - Epoch [145][300/3940] lr: 9.609e-05, eta: 2:53:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5328, loss: 1.5328 +2025-06-13 02:39:07,076 - pyskl - INFO - Epoch [145][400/3940] lr: 9.527e-05, eta: 2:52:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6088, loss: 1.6088 +2025-06-13 02:39:51,598 - pyskl - INFO - Epoch [145][500/3940] lr: 9.445e-05, eta: 2:52:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5717, loss: 1.5717 +2025-06-13 02:40:36,042 - pyskl - INFO - Epoch [145][600/3940] lr: 9.364e-05, eta: 2:51:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5834, loss: 1.5834 +2025-06-13 02:41:20,419 - pyskl - INFO - Epoch [145][700/3940] lr: 9.283e-05, eta: 2:50:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5840, loss: 1.5840 +2025-06-13 02:42:04,793 - pyskl - INFO - Epoch [145][800/3940] lr: 9.202e-05, eta: 2:49:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6211, loss: 1.6211 +2025-06-13 02:42:49,141 - pyskl - INFO - Epoch [145][900/3940] lr: 9.122e-05, eta: 2:49:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6182, loss: 1.6182 +2025-06-13 02:43:33,554 - pyskl - INFO - Epoch [145][1000/3940] lr: 9.042e-05, eta: 2:48:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6092, loss: 1.6092 +2025-06-13 02:44:18,000 - pyskl - INFO - Epoch [145][1100/3940] lr: 8.963e-05, eta: 2:47:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5955, loss: 1.5955 +2025-06-13 02:45:02,295 - pyskl - INFO - Epoch [145][1200/3940] lr: 8.883e-05, eta: 2:46:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5549, loss: 1.5549 +2025-06-13 02:45:46,624 - pyskl - INFO - Epoch [145][1300/3940] lr: 8.804e-05, eta: 2:46:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6236, loss: 1.6236 +2025-06-13 02:46:30,952 - pyskl - INFO - Epoch [145][1400/3940] lr: 8.726e-05, eta: 2:45:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6136, loss: 1.6136 +2025-06-13 02:47:15,400 - pyskl - INFO - Epoch [145][1500/3940] lr: 8.648e-05, eta: 2:44:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5717, loss: 1.5717 +2025-06-13 02:47:59,810 - pyskl - INFO - Epoch [145][1600/3940] lr: 8.570e-05, eta: 2:43:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5744, loss: 1.5744 +2025-06-13 02:48:44,238 - pyskl - INFO - Epoch [145][1700/3940] lr: 8.492e-05, eta: 2:43:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6465, loss: 1.6465 +2025-06-13 02:49:28,634 - pyskl - INFO - Epoch [145][1800/3940] lr: 8.415e-05, eta: 2:42:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5223, loss: 1.5223 +2025-06-13 02:50:13,052 - pyskl - INFO - Epoch [145][1900/3940] lr: 8.338e-05, eta: 2:41:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5321, loss: 1.5321 +2025-06-13 02:50:57,411 - pyskl - INFO - Epoch [145][2000/3940] lr: 8.262e-05, eta: 2:40:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6096, loss: 1.6096 +2025-06-13 02:51:41,833 - pyskl - INFO - Epoch [145][2100/3940] lr: 8.186e-05, eta: 2:40:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5936, loss: 1.5936 +2025-06-13 02:52:26,172 - pyskl - INFO - Epoch [145][2200/3940] lr: 8.110e-05, eta: 2:39:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5755, loss: 1.5755 +2025-06-13 02:53:10,514 - pyskl - INFO - Epoch [145][2300/3940] lr: 8.035e-05, eta: 2:38:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5738, loss: 1.5738 +2025-06-13 02:53:54,874 - pyskl - INFO - Epoch [145][2400/3940] lr: 7.960e-05, eta: 2:37:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5882, loss: 1.5882 +2025-06-13 02:54:39,266 - pyskl - INFO - Epoch [145][2500/3940] lr: 7.885e-05, eta: 2:37:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5446, loss: 1.5446 +2025-06-13 02:55:23,553 - pyskl - INFO - Epoch [145][2600/3940] lr: 7.811e-05, eta: 2:36:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5171, loss: 1.5171 +2025-06-13 02:56:07,877 - pyskl - INFO - Epoch [145][2700/3940] lr: 7.737e-05, eta: 2:35:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5788, loss: 1.5788 +2025-06-13 02:56:52,312 - pyskl - INFO - Epoch [145][2800/3940] lr: 7.663e-05, eta: 2:34:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5509, loss: 1.5509 +2025-06-13 02:57:36,856 - pyskl - INFO - Epoch [145][2900/3940] lr: 7.590e-05, eta: 2:34:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5817, loss: 1.5817 +2025-06-13 02:58:21,434 - pyskl - INFO - Epoch [145][3000/3940] lr: 7.517e-05, eta: 2:33:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5482, loss: 1.5482 +2025-06-13 02:59:06,127 - pyskl - INFO - Epoch [145][3100/3940] lr: 7.444e-05, eta: 2:32:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5860, loss: 1.5860 +2025-06-13 02:59:50,649 - pyskl - INFO - Epoch [145][3200/3940] lr: 7.372e-05, eta: 2:32:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5081, loss: 1.5081 +2025-06-13 03:00:35,140 - pyskl - INFO - Epoch [145][3300/3940] lr: 7.300e-05, eta: 2:31:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6217, loss: 1.6217 +2025-06-13 03:01:19,518 - pyskl - INFO - Epoch [145][3400/3940] lr: 7.229e-05, eta: 2:30:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6209, loss: 1.6209 +2025-06-13 03:02:03,932 - pyskl - INFO - Epoch [145][3500/3940] lr: 7.157e-05, eta: 2:29:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6047, loss: 1.6047 +2025-06-13 03:02:48,233 - pyskl - INFO - Epoch [145][3600/3940] lr: 7.087e-05, eta: 2:29:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6023, loss: 1.6023 +2025-06-13 03:03:32,668 - pyskl - INFO - Epoch [145][3700/3940] lr: 7.016e-05, eta: 2:28:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6233, loss: 1.6233 +2025-06-13 03:04:17,099 - pyskl - INFO - Epoch [145][3800/3940] lr: 6.946e-05, eta: 2:27:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5586, loss: 1.5586 +2025-06-13 03:05:01,463 - pyskl - INFO - Epoch [145][3900/3940] lr: 6.876e-05, eta: 2:26:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5587, loss: 1.5587 +2025-06-13 03:05:19,636 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-06-13 03:24:17,649 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 03:24:18,131 - pyskl - INFO - +top1_acc 0.8691 +top5_acc 0.9776 +2025-06-13 03:24:18,148 - pyskl - INFO - Epoch(val) [145][3183] top1_acc: 0.8691, top5_acc: 0.9776 +2025-06-13 03:25:27,231 - pyskl - INFO - Epoch [146][100/3940] lr: 6.779e-05, eta: 2:25:45, time: 0.691, data_time: 0.247, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6190, loss: 1.6190 +2025-06-13 03:26:11,674 - pyskl - INFO - Epoch [146][200/3940] lr: 6.710e-05, eta: 2:25:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6137, loss: 1.6137 +2025-06-13 03:26:56,116 - pyskl - INFO - Epoch [146][300/3940] lr: 6.642e-05, eta: 2:24:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5649, loss: 1.5649 +2025-06-13 03:27:40,628 - pyskl - INFO - Epoch [146][400/3940] lr: 6.573e-05, eta: 2:23:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5863, loss: 1.5863 +2025-06-13 03:28:25,073 - pyskl - INFO - Epoch [146][500/3940] lr: 6.505e-05, eta: 2:22:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5895, loss: 1.5895 +2025-06-13 03:29:09,511 - pyskl - INFO - Epoch [146][600/3940] lr: 6.438e-05, eta: 2:22:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5865, loss: 1.5865 +2025-06-13 03:29:53,845 - pyskl - INFO - Epoch [146][700/3940] lr: 6.371e-05, eta: 2:21:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5505, loss: 1.5505 +2025-06-13 03:30:38,452 - pyskl - INFO - Epoch [146][800/3940] lr: 6.304e-05, eta: 2:20:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5825, loss: 1.5825 +2025-06-13 03:31:23,001 - pyskl - INFO - Epoch [146][900/3940] lr: 6.237e-05, eta: 2:19:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5577, loss: 1.5577 +2025-06-13 03:32:07,551 - pyskl - INFO - Epoch [146][1000/3940] lr: 6.171e-05, eta: 2:19:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5312, loss: 1.5312 +2025-06-13 03:32:52,082 - pyskl - INFO - Epoch [146][1100/3940] lr: 6.106e-05, eta: 2:18:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6123, loss: 1.6123 +2025-06-13 03:33:36,589 - pyskl - INFO - Epoch [146][1200/3940] lr: 6.040e-05, eta: 2:17:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5296, loss: 1.5296 +2025-06-13 03:34:21,242 - pyskl - INFO - Epoch [146][1300/3940] lr: 5.975e-05, eta: 2:16:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6306, loss: 1.6306 +2025-06-13 03:35:05,797 - pyskl - INFO - Epoch [146][1400/3940] lr: 5.910e-05, eta: 2:16:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5500, loss: 1.5500 +2025-06-13 03:35:50,319 - pyskl - INFO - Epoch [146][1500/3940] lr: 5.846e-05, eta: 2:15:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6128, loss: 1.6128 +2025-06-13 03:36:34,816 - pyskl - INFO - Epoch [146][1600/3940] lr: 5.782e-05, eta: 2:14:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5077, loss: 1.5077 +2025-06-13 03:37:19,200 - pyskl - INFO - Epoch [146][1700/3940] lr: 5.718e-05, eta: 2:13:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5584, loss: 1.5584 +2025-06-13 03:38:03,644 - pyskl - INFO - Epoch [146][1800/3940] lr: 5.655e-05, eta: 2:13:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5843, loss: 1.5843 +2025-06-13 03:38:48,073 - pyskl - INFO - Epoch [146][1900/3940] lr: 5.592e-05, eta: 2:12:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6357, loss: 1.6357 +2025-06-13 03:39:32,425 - pyskl - INFO - Epoch [146][2000/3940] lr: 5.529e-05, eta: 2:11:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5757, loss: 1.5757 +2025-06-13 03:40:16,735 - pyskl - INFO - Epoch [146][2100/3940] lr: 5.467e-05, eta: 2:10:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5349, loss: 1.5349 +2025-06-13 03:41:01,056 - pyskl - INFO - Epoch [146][2200/3940] lr: 5.405e-05, eta: 2:10:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5556, loss: 1.5556 +2025-06-13 03:41:45,364 - pyskl - INFO - Epoch [146][2300/3940] lr: 5.344e-05, eta: 2:09:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5903, loss: 1.5903 +2025-06-13 03:42:29,694 - pyskl - INFO - Epoch [146][2400/3940] lr: 5.283e-05, eta: 2:08:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5519, loss: 1.5519 +2025-06-13 03:43:14,004 - pyskl - INFO - Epoch [146][2500/3940] lr: 5.222e-05, eta: 2:07:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6004, loss: 1.6004 +2025-06-13 03:43:58,347 - pyskl - INFO - Epoch [146][2600/3940] lr: 5.161e-05, eta: 2:07:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6468, loss: 1.6468 +2025-06-13 03:44:42,655 - pyskl - INFO - Epoch [146][2700/3940] lr: 5.101e-05, eta: 2:06:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5733, loss: 1.5733 +2025-06-13 03:45:26,986 - pyskl - INFO - Epoch [146][2800/3940] lr: 5.041e-05, eta: 2:05:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5187, loss: 1.5187 +2025-06-13 03:46:11,425 - pyskl - INFO - Epoch [146][2900/3940] lr: 4.982e-05, eta: 2:04:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5605, loss: 1.5605 +2025-06-13 03:46:55,753 - pyskl - INFO - Epoch [146][3000/3940] lr: 4.923e-05, eta: 2:04:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5600, loss: 1.5600 +2025-06-13 03:47:40,026 - pyskl - INFO - Epoch [146][3100/3940] lr: 4.864e-05, eta: 2:03:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5665, loss: 1.5665 +2025-06-13 03:48:24,447 - pyskl - INFO - Epoch [146][3200/3940] lr: 4.806e-05, eta: 2:02:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5715, loss: 1.5715 +2025-06-13 03:49:08,759 - pyskl - INFO - Epoch [146][3300/3940] lr: 4.748e-05, eta: 2:01:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5879, loss: 1.5879 +2025-06-13 03:49:52,999 - pyskl - INFO - Epoch [146][3400/3940] lr: 4.690e-05, eta: 2:01:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5329, loss: 1.5329 +2025-06-13 03:50:37,256 - pyskl - INFO - Epoch [146][3500/3940] lr: 4.633e-05, eta: 2:00:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5548, loss: 1.5548 +2025-06-13 03:51:21,554 - pyskl - INFO - Epoch [146][3600/3940] lr: 4.576e-05, eta: 1:59:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6223, loss: 1.6223 +2025-06-13 03:52:06,202 - pyskl - INFO - Epoch [146][3700/3940] lr: 4.519e-05, eta: 1:58:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5523, loss: 1.5523 +2025-06-13 03:52:50,758 - pyskl - INFO - Epoch [146][3800/3940] lr: 4.463e-05, eta: 1:58:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5363, loss: 1.5363 +2025-06-13 03:53:35,225 - pyskl - INFO - Epoch [146][3900/3940] lr: 4.407e-05, eta: 1:57:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5782, loss: 1.5782 +2025-06-13 03:53:53,311 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-06-13 03:57:15,030 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 03:57:15,499 - pyskl - INFO - +top1_acc 0.8710 +top5_acc 0.9777 +2025-06-13 03:57:15,556 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_142.pth was removed +2025-06-13 03:57:16,654 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_146.pth. +2025-06-13 03:57:16,656 - pyskl - INFO - Best top1_acc is 0.8710 at 146 epoch. +2025-06-13 03:57:16,676 - pyskl - INFO - Epoch(val) [146][3183] top1_acc: 0.8710, top5_acc: 0.9777 +2025-06-13 03:58:25,647 - pyskl - INFO - Epoch [147][100/3940] lr: 4.329e-05, eta: 1:56:27, time: 0.690, data_time: 0.246, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6210, loss: 1.6210 +2025-06-13 03:59:09,977 - pyskl - INFO - Epoch [147][200/3940] lr: 4.274e-05, eta: 1:55:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5365, loss: 1.5365 +2025-06-13 03:59:54,353 - pyskl - INFO - Epoch [147][300/3940] lr: 4.219e-05, eta: 1:54:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5504, loss: 1.5504 +2025-06-13 04:00:38,749 - pyskl - INFO - Epoch [147][400/3940] lr: 4.165e-05, eta: 1:54:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5071, loss: 1.5071 +2025-06-13 04:01:23,135 - pyskl - INFO - Epoch [147][500/3940] lr: 4.111e-05, eta: 1:53:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5729, loss: 1.5729 +2025-06-13 04:02:07,613 - pyskl - INFO - Epoch [147][600/3940] lr: 4.057e-05, eta: 1:52:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5186, loss: 1.5186 +2025-06-13 04:02:52,119 - pyskl - INFO - Epoch [147][700/3940] lr: 4.004e-05, eta: 1:51:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5394, loss: 1.5394 +2025-06-13 04:03:36,646 - pyskl - INFO - Epoch [147][800/3940] lr: 3.951e-05, eta: 1:51:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5625, loss: 1.5625 +2025-06-13 04:04:21,163 - pyskl - INFO - Epoch [147][900/3940] lr: 3.898e-05, eta: 1:50:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4993, loss: 1.4993 +2025-06-13 04:05:05,742 - pyskl - INFO - Epoch [147][1000/3940] lr: 3.846e-05, eta: 1:49:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5696, loss: 1.5696 +2025-06-13 04:05:50,367 - pyskl - INFO - Epoch [147][1100/3940] lr: 3.794e-05, eta: 1:49:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4901, loss: 1.4901 +2025-06-13 04:06:34,814 - pyskl - INFO - Epoch [147][1200/3940] lr: 3.743e-05, eta: 1:48:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5555, loss: 1.5555 +2025-06-13 04:07:19,306 - pyskl - INFO - Epoch [147][1300/3940] lr: 3.691e-05, eta: 1:47:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5718, loss: 1.5718 +2025-06-13 04:08:03,637 - pyskl - INFO - Epoch [147][1400/3940] lr: 3.641e-05, eta: 1:46:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5827, loss: 1.5827 +2025-06-13 04:08:48,051 - pyskl - INFO - Epoch [147][1500/3940] lr: 3.590e-05, eta: 1:46:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5603, loss: 1.5603 +2025-06-13 04:09:32,536 - pyskl - INFO - Epoch [147][1600/3940] lr: 3.540e-05, eta: 1:45:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6030, loss: 1.6030 +2025-06-13 04:10:16,888 - pyskl - INFO - Epoch [147][1700/3940] lr: 3.490e-05, eta: 1:44:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5781, loss: 1.5781 +2025-06-13 04:11:01,258 - pyskl - INFO - Epoch [147][1800/3940] lr: 3.441e-05, eta: 1:43:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6288, loss: 1.6288 +2025-06-13 04:11:45,691 - pyskl - INFO - Epoch [147][1900/3940] lr: 3.392e-05, eta: 1:43:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5355, loss: 1.5355 +2025-06-13 04:12:30,109 - pyskl - INFO - Epoch [147][2000/3940] lr: 3.343e-05, eta: 1:42:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5516, loss: 1.5516 +2025-06-13 04:13:14,580 - pyskl - INFO - Epoch [147][2100/3940] lr: 3.294e-05, eta: 1:41:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5677, loss: 1.5677 +2025-06-13 04:13:58,905 - pyskl - INFO - Epoch [147][2200/3940] lr: 3.246e-05, eta: 1:40:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5752, loss: 1.5752 +2025-06-13 04:14:43,230 - pyskl - INFO - Epoch [147][2300/3940] lr: 3.199e-05, eta: 1:40:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5917, loss: 1.5917 +2025-06-13 04:15:27,637 - pyskl - INFO - Epoch [147][2400/3940] lr: 3.151e-05, eta: 1:39:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6222, loss: 1.6222 +2025-06-13 04:16:12,074 - pyskl - INFO - Epoch [147][2500/3940] lr: 3.104e-05, eta: 1:38:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6089, loss: 1.6089 +2025-06-13 04:16:56,506 - pyskl - INFO - Epoch [147][2600/3940] lr: 3.058e-05, eta: 1:37:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5452, loss: 1.5452 +2025-06-13 04:17:40,915 - pyskl - INFO - Epoch [147][2700/3940] lr: 3.012e-05, eta: 1:37:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5984, loss: 1.5984 +2025-06-13 04:18:25,283 - pyskl - INFO - Epoch [147][2800/3940] lr: 2.966e-05, eta: 1:36:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5969, loss: 1.5969 +2025-06-13 04:19:09,703 - pyskl - INFO - Epoch [147][2900/3940] lr: 2.920e-05, eta: 1:35:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5796, loss: 1.5796 +2025-06-13 04:19:54,042 - pyskl - INFO - Epoch [147][3000/3940] lr: 2.875e-05, eta: 1:34:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5506, loss: 1.5506 +2025-06-13 04:20:38,390 - pyskl - INFO - Epoch [147][3100/3940] lr: 2.830e-05, eta: 1:34:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5570, loss: 1.5570 +2025-06-13 04:21:22,731 - pyskl - INFO - Epoch [147][3200/3940] lr: 2.785e-05, eta: 1:33:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5338, loss: 1.5338 +2025-06-13 04:22:07,214 - pyskl - INFO - Epoch [147][3300/3940] lr: 2.741e-05, eta: 1:32:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5927, loss: 1.5927 +2025-06-13 04:22:51,668 - pyskl - INFO - Epoch [147][3400/3940] lr: 2.697e-05, eta: 1:31:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5666, loss: 1.5666 +2025-06-13 04:23:36,115 - pyskl - INFO - Epoch [147][3500/3940] lr: 2.654e-05, eta: 1:31:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5538, loss: 1.5538 +2025-06-13 04:24:20,577 - pyskl - INFO - Epoch [147][3600/3940] lr: 2.611e-05, eta: 1:30:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5590, loss: 1.5590 +2025-06-13 04:25:04,986 - pyskl - INFO - Epoch [147][3700/3940] lr: 2.568e-05, eta: 1:29:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5541, loss: 1.5541 +2025-06-13 04:25:49,652 - pyskl - INFO - Epoch [147][3800/3940] lr: 2.526e-05, eta: 1:28:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5687, loss: 1.5687 +2025-06-13 04:26:34,014 - pyskl - INFO - Epoch [147][3900/3940] lr: 2.484e-05, eta: 1:28:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5378, loss: 1.5378 +2025-06-13 04:26:52,162 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-06-13 04:30:13,420 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 04:30:13,931 - pyskl - INFO - +top1_acc 0.8696 +top5_acc 0.9774 +2025-06-13 04:30:13,948 - pyskl - INFO - Epoch(val) [147][3183] top1_acc: 0.8696, top5_acc: 0.9774 +2025-06-13 04:31:23,113 - pyskl - INFO - Epoch [148][100/3940] lr: 2.425e-05, eta: 1:27:09, time: 0.692, data_time: 0.248, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5984, loss: 1.5984 +2025-06-13 04:32:07,462 - pyskl - INFO - Epoch [148][200/3940] lr: 2.384e-05, eta: 1:26:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5137, loss: 1.5137 +2025-06-13 04:32:51,838 - pyskl - INFO - Epoch [148][300/3940] lr: 2.343e-05, eta: 1:25:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5782, loss: 1.5782 +2025-06-13 04:33:36,210 - pyskl - INFO - Epoch [148][400/3940] lr: 2.303e-05, eta: 1:24:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5692, loss: 1.5692 +2025-06-13 04:34:20,559 - pyskl - INFO - Epoch [148][500/3940] lr: 2.263e-05, eta: 1:24:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5327, loss: 1.5327 +2025-06-13 04:35:04,922 - pyskl - INFO - Epoch [148][600/3940] lr: 2.223e-05, eta: 1:23:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5472, loss: 1.5472 +2025-06-13 04:35:49,485 - pyskl - INFO - Epoch [148][700/3940] lr: 2.184e-05, eta: 1:22:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5827, loss: 1.5827 +2025-06-13 04:36:34,235 - pyskl - INFO - Epoch [148][800/3940] lr: 2.144e-05, eta: 1:21:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5566, loss: 1.5566 +2025-06-13 04:37:18,889 - pyskl - INFO - Epoch [148][900/3940] lr: 2.106e-05, eta: 1:21:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5579, loss: 1.5579 +2025-06-13 04:38:03,503 - pyskl - INFO - Epoch [148][1000/3940] lr: 2.067e-05, eta: 1:20:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5192, loss: 1.5192 +2025-06-13 04:38:47,966 - pyskl - INFO - Epoch [148][1100/3940] lr: 2.029e-05, eta: 1:19:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5388, loss: 1.5388 +2025-06-13 04:39:32,482 - pyskl - INFO - Epoch [148][1200/3940] lr: 1.992e-05, eta: 1:18:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5727, loss: 1.5727 +2025-06-13 04:40:17,002 - pyskl - INFO - Epoch [148][1300/3940] lr: 1.954e-05, eta: 1:18:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5819, loss: 1.5819 +2025-06-13 04:41:01,383 - pyskl - INFO - Epoch [148][1400/3940] lr: 1.917e-05, eta: 1:17:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5492, loss: 1.5492 +2025-06-13 04:41:45,887 - pyskl - INFO - Epoch [148][1500/3940] lr: 1.881e-05, eta: 1:16:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6272, loss: 1.6272 +2025-06-13 04:42:30,404 - pyskl - INFO - Epoch [148][1600/3940] lr: 1.845e-05, eta: 1:16:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5182, loss: 1.5182 +2025-06-13 04:43:14,841 - pyskl - INFO - Epoch [148][1700/3940] lr: 1.809e-05, eta: 1:15:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5637, loss: 1.5637 +2025-06-13 04:43:59,503 - pyskl - INFO - Epoch [148][1800/3940] lr: 1.773e-05, eta: 1:14:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5303, loss: 1.5303 +2025-06-13 04:44:43,992 - pyskl - INFO - Epoch [148][1900/3940] lr: 1.738e-05, eta: 1:13:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6079, loss: 1.6079 +2025-06-13 04:45:28,521 - pyskl - INFO - Epoch [148][2000/3940] lr: 1.703e-05, eta: 1:13:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6099, loss: 1.6099 +2025-06-13 04:46:12,978 - pyskl - INFO - Epoch [148][2100/3940] lr: 1.669e-05, eta: 1:12:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5621, loss: 1.5621 +2025-06-13 04:46:57,407 - pyskl - INFO - Epoch [148][2200/3940] lr: 1.634e-05, eta: 1:11:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5276, loss: 1.5276 +2025-06-13 04:47:41,901 - pyskl - INFO - Epoch [148][2300/3940] lr: 1.601e-05, eta: 1:10:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5799, loss: 1.5799 +2025-06-13 04:48:26,365 - pyskl - INFO - Epoch [148][2400/3940] lr: 1.567e-05, eta: 1:10:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5627, loss: 1.5627 +2025-06-13 04:49:10,899 - pyskl - INFO - Epoch [148][2500/3940] lr: 1.534e-05, eta: 1:09:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5702, loss: 1.5702 +2025-06-13 04:49:55,420 - pyskl - INFO - Epoch [148][2600/3940] lr: 1.501e-05, eta: 1:08:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5096, loss: 1.5096 +2025-06-13 04:50:40,018 - pyskl - INFO - Epoch [148][2700/3940] lr: 1.469e-05, eta: 1:07:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5889, loss: 1.5889 +2025-06-13 04:51:24,459 - pyskl - INFO - Epoch [148][2800/3940] lr: 1.437e-05, eta: 1:07:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5030, loss: 1.5030 +2025-06-13 04:52:08,823 - pyskl - INFO - Epoch [148][2900/3940] lr: 1.405e-05, eta: 1:06:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5740, loss: 1.5740 +2025-06-13 04:52:53,132 - pyskl - INFO - Epoch [148][3000/3940] lr: 1.374e-05, eta: 1:05:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5439, loss: 1.5439 +2025-06-13 04:53:37,535 - pyskl - INFO - Epoch [148][3100/3940] lr: 1.343e-05, eta: 1:04:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5172, loss: 1.5172 +2025-06-13 04:54:21,836 - pyskl - INFO - Epoch [148][3200/3940] lr: 1.312e-05, eta: 1:04:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5535, loss: 1.5535 +2025-06-13 04:55:06,084 - pyskl - INFO - Epoch [148][3300/3940] lr: 1.282e-05, eta: 1:03:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5823, loss: 1.5823 +2025-06-13 04:55:50,353 - pyskl - INFO - Epoch [148][3400/3940] lr: 1.252e-05, eta: 1:02:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5383, loss: 1.5383 +2025-06-13 04:56:34,610 - pyskl - INFO - Epoch [148][3500/3940] lr: 1.223e-05, eta: 1:01:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5175, loss: 1.5175 +2025-06-13 04:57:19,013 - pyskl - INFO - Epoch [148][3600/3940] lr: 1.193e-05, eta: 1:01:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5621, loss: 1.5621 +2025-06-13 04:58:03,449 - pyskl - INFO - Epoch [148][3700/3940] lr: 1.165e-05, eta: 1:00:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6103, loss: 1.6103 +2025-06-13 04:58:47,846 - pyskl - INFO - Epoch [148][3800/3940] lr: 1.136e-05, eta: 0:59:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5377, loss: 1.5377 +2025-06-13 04:59:32,170 - pyskl - INFO - Epoch [148][3900/3940] lr: 1.108e-05, eta: 0:58:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5409, loss: 1.5409 +2025-06-13 04:59:50,309 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-06-13 05:03:11,419 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 05:03:11,949 - pyskl - INFO - +top1_acc 0.8696 +top5_acc 0.9770 +2025-06-13 05:03:11,966 - pyskl - INFO - Epoch(val) [148][3183] top1_acc: 0.8696, top5_acc: 0.9770 +2025-06-13 05:04:21,214 - pyskl - INFO - Epoch [149][100/3940] lr: 1.069e-05, eta: 0:57:51, time: 0.692, data_time: 0.248, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5822, loss: 1.5822 +2025-06-13 05:05:05,633 - pyskl - INFO - Epoch [149][200/3940] lr: 1.042e-05, eta: 0:57:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5380, loss: 1.5380 +2025-06-13 05:05:49,966 - pyskl - INFO - Epoch [149][300/3940] lr: 1.015e-05, eta: 0:56:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5417, loss: 1.5417 +2025-06-13 05:06:34,269 - pyskl - INFO - Epoch [149][400/3940] lr: 9.883e-06, eta: 0:55:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5448, loss: 1.5448 +2025-06-13 05:07:18,441 - pyskl - INFO - Epoch [149][500/3940] lr: 9.620e-06, eta: 0:54:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5943, loss: 1.5943 +2025-06-13 05:08:02,617 - pyskl - INFO - Epoch [149][600/3940] lr: 9.361e-06, eta: 0:54:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5026, loss: 1.5026 +2025-06-13 05:08:46,855 - pyskl - INFO - Epoch [149][700/3940] lr: 9.106e-06, eta: 0:53:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5558, loss: 1.5558 +2025-06-13 05:09:31,538 - pyskl - INFO - Epoch [149][800/3940] lr: 8.854e-06, eta: 0:52:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5426, loss: 1.5426 +2025-06-13 05:10:16,049 - pyskl - INFO - Epoch [149][900/3940] lr: 8.606e-06, eta: 0:51:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5891, loss: 1.5891 +2025-06-13 05:11:00,471 - pyskl - INFO - Epoch [149][1000/3940] lr: 8.361e-06, eta: 0:51:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5872, loss: 1.5872 +2025-06-13 05:11:44,906 - pyskl - INFO - Epoch [149][1100/3940] lr: 8.120e-06, eta: 0:50:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5389, loss: 1.5389 +2025-06-13 05:12:29,403 - pyskl - INFO - Epoch [149][1200/3940] lr: 7.882e-06, eta: 0:49:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5573, loss: 1.5573 +2025-06-13 05:13:13,785 - pyskl - INFO - Epoch [149][1300/3940] lr: 7.648e-06, eta: 0:48:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5593, loss: 1.5593 +2025-06-13 05:13:58,216 - pyskl - INFO - Epoch [149][1400/3940] lr: 7.417e-06, eta: 0:48:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5758, loss: 1.5758 +2025-06-13 05:14:42,543 - pyskl - INFO - Epoch [149][1500/3940] lr: 7.190e-06, eta: 0:47:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5005, loss: 1.5005 +2025-06-13 05:15:26,750 - pyskl - INFO - Epoch [149][1600/3940] lr: 6.967e-06, eta: 0:46:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5267, loss: 1.5267 +2025-06-13 05:16:11,177 - pyskl - INFO - Epoch [149][1700/3940] lr: 6.747e-06, eta: 0:45:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5946, loss: 1.5946 +2025-06-13 05:16:55,241 - pyskl - INFO - Epoch [149][1800/3940] lr: 6.530e-06, eta: 0:45:12, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5289, loss: 1.5289 +2025-06-13 05:17:39,467 - pyskl - INFO - Epoch [149][1900/3940] lr: 6.317e-06, eta: 0:44:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5388, loss: 1.5388 +2025-06-13 05:18:23,716 - pyskl - INFO - Epoch [149][2000/3940] lr: 6.108e-06, eta: 0:43:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5967, loss: 1.5967 +2025-06-13 05:19:07,939 - pyskl - INFO - Epoch [149][2100/3940] lr: 5.902e-06, eta: 0:42:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5927, loss: 1.5927 +2025-06-13 05:19:52,248 - pyskl - INFO - Epoch [149][2200/3940] lr: 5.699e-06, eta: 0:42:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5582, loss: 1.5582 +2025-06-13 05:20:36,438 - pyskl - INFO - Epoch [149][2300/3940] lr: 5.500e-06, eta: 0:41:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5794, loss: 1.5794 +2025-06-13 05:21:20,683 - pyskl - INFO - Epoch [149][2400/3940] lr: 5.305e-06, eta: 0:40:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6284, loss: 1.6284 +2025-06-13 05:22:04,942 - pyskl - INFO - Epoch [149][2500/3940] lr: 5.113e-06, eta: 0:40:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6087, loss: 1.6087 +2025-06-13 05:22:49,203 - pyskl - INFO - Epoch [149][2600/3940] lr: 4.925e-06, eta: 0:39:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5887, loss: 1.5887 +2025-06-13 05:23:33,381 - pyskl - INFO - Epoch [149][2700/3940] lr: 4.740e-06, eta: 0:38:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5915, loss: 1.5915 +2025-06-13 05:24:17,651 - pyskl - INFO - Epoch [149][2800/3940] lr: 4.559e-06, eta: 0:37:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5797, loss: 1.5797 +2025-06-13 05:25:01,853 - pyskl - INFO - Epoch [149][2900/3940] lr: 4.381e-06, eta: 0:37:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5446, loss: 1.5446 +2025-06-13 05:25:46,070 - pyskl - INFO - Epoch [149][3000/3940] lr: 4.207e-06, eta: 0:36:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5902, loss: 1.5902 +2025-06-13 05:26:30,325 - pyskl - INFO - Epoch [149][3100/3940] lr: 4.037e-06, eta: 0:35:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5653, loss: 1.5653 +2025-06-13 05:27:14,619 - pyskl - INFO - Epoch [149][3200/3940] lr: 3.870e-06, eta: 0:34:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5916, loss: 1.5916 +2025-06-13 05:27:58,797 - pyskl - INFO - Epoch [149][3300/3940] lr: 3.706e-06, eta: 0:34:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6029, loss: 1.6029 +2025-06-13 05:28:43,052 - pyskl - INFO - Epoch [149][3400/3940] lr: 3.546e-06, eta: 0:33:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5840, loss: 1.5840 +2025-06-13 05:29:27,299 - pyskl - INFO - Epoch [149][3500/3940] lr: 3.389e-06, eta: 0:32:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5964, loss: 1.5964 +2025-06-13 05:30:11,581 - pyskl - INFO - Epoch [149][3600/3940] lr: 3.237e-06, eta: 0:31:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5587, loss: 1.5587 +2025-06-13 05:30:55,956 - pyskl - INFO - Epoch [149][3700/3940] lr: 3.087e-06, eta: 0:31:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5993, loss: 1.5993 +2025-06-13 05:31:40,366 - pyskl - INFO - Epoch [149][3800/3940] lr: 2.941e-06, eta: 0:30:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5662, loss: 1.5662 +2025-06-13 05:32:24,691 - pyskl - INFO - Epoch [149][3900/3940] lr: 2.799e-06, eta: 0:29:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5028, loss: 1.5028 +2025-06-13 05:32:42,761 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-06-13 05:36:03,974 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 05:36:04,438 - pyskl - INFO - +top1_acc 0.8690 +top5_acc 0.9768 +2025-06-13 05:36:04,456 - pyskl - INFO - Epoch(val) [149][3183] top1_acc: 0.8690, top5_acc: 0.9768 +2025-06-13 05:37:13,998 - pyskl - INFO - Epoch [150][100/3940] lr: 2.605e-06, eta: 0:28:33, time: 0.695, data_time: 0.249, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5845, loss: 1.5845 +2025-06-13 05:37:58,543 - pyskl - INFO - Epoch [150][200/3940] lr: 2.472e-06, eta: 0:27:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5210, loss: 1.5210 +2025-06-13 05:38:42,938 - pyskl - INFO - Epoch [150][300/3940] lr: 2.341e-06, eta: 0:27:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5692, loss: 1.5692 +2025-06-13 05:39:27,414 - pyskl - INFO - Epoch [150][400/3940] lr: 2.214e-06, eta: 0:26:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6010, loss: 1.6010 +2025-06-13 05:40:11,909 - pyskl - INFO - Epoch [150][500/3940] lr: 2.091e-06, eta: 0:25:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5472, loss: 1.5472 +2025-06-13 05:40:56,368 - pyskl - INFO - Epoch [150][600/3940] lr: 1.971e-06, eta: 0:24:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4928, loss: 1.4928 +2025-06-13 05:41:40,842 - pyskl - INFO - Epoch [150][700/3940] lr: 1.855e-06, eta: 0:24:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5341, loss: 1.5341 +2025-06-13 05:42:25,347 - pyskl - INFO - Epoch [150][800/3940] lr: 1.742e-06, eta: 0:23:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5404, loss: 1.5404 +2025-06-13 05:43:09,757 - pyskl - INFO - Epoch [150][900/3940] lr: 1.633e-06, eta: 0:22:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6181, loss: 1.6181 +2025-06-13 05:43:54,189 - pyskl - INFO - Epoch [150][1000/3940] lr: 1.528e-06, eta: 0:21:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6042, loss: 1.6042 +2025-06-13 05:44:38,655 - pyskl - INFO - Epoch [150][1100/3940] lr: 1.425e-06, eta: 0:21:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5941, loss: 1.5941 +2025-06-13 05:45:23,176 - pyskl - INFO - Epoch [150][1200/3940] lr: 1.327e-06, eta: 0:20:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5665, loss: 1.5665 +2025-06-13 05:46:07,766 - pyskl - INFO - Epoch [150][1300/3940] lr: 1.232e-06, eta: 0:19:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5963, loss: 1.5963 +2025-06-13 05:46:52,268 - pyskl - INFO - Epoch [150][1400/3940] lr: 1.140e-06, eta: 0:18:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5363, loss: 1.5363 +2025-06-13 05:47:36,861 - pyskl - INFO - Epoch [150][1500/3940] lr: 1.052e-06, eta: 0:18:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6119, loss: 1.6119 +2025-06-13 05:48:21,354 - pyskl - INFO - Epoch [150][1600/3940] lr: 9.678e-07, eta: 0:17:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6338, loss: 1.6338 +2025-06-13 05:49:05,822 - pyskl - INFO - Epoch [150][1700/3940] lr: 8.869e-07, eta: 0:16:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5641, loss: 1.5641 +2025-06-13 05:49:50,209 - pyskl - INFO - Epoch [150][1800/3940] lr: 8.095e-07, eta: 0:15:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5646, loss: 1.5646 +2025-06-13 05:50:34,720 - pyskl - INFO - Epoch [150][1900/3940] lr: 7.357e-07, eta: 0:15:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5746, loss: 1.5746 +2025-06-13 05:51:19,123 - pyskl - INFO - Epoch [150][2000/3940] lr: 6.654e-07, eta: 0:14:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5659, loss: 1.5659 +2025-06-13 05:52:03,638 - pyskl - INFO - Epoch [150][2100/3940] lr: 5.986e-07, eta: 0:13:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5941, loss: 1.5941 +2025-06-13 05:52:48,067 - pyskl - INFO - Epoch [150][2200/3940] lr: 5.353e-07, eta: 0:12:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5571, loss: 1.5571 +2025-06-13 05:53:32,564 - pyskl - INFO - Epoch [150][2300/3940] lr: 4.756e-07, eta: 0:12:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5316, loss: 1.5316 +2025-06-13 05:54:16,931 - pyskl - INFO - Epoch [150][2400/3940] lr: 4.194e-07, eta: 0:11:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5782, loss: 1.5782 +2025-06-13 05:55:01,339 - pyskl - INFO - Epoch [150][2500/3940] lr: 3.667e-07, eta: 0:10:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5266, loss: 1.5266 +2025-06-13 05:55:45,752 - pyskl - INFO - Epoch [150][2600/3940] lr: 3.176e-07, eta: 0:09:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5734, loss: 1.5734 +2025-06-13 05:56:30,127 - pyskl - INFO - Epoch [150][2700/3940] lr: 2.720e-07, eta: 0:09:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5754, loss: 1.5754 +2025-06-13 05:57:14,520 - pyskl - INFO - Epoch [150][2800/3940] lr: 2.299e-07, eta: 0:08:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6113, loss: 1.6113 +2025-06-13 05:57:58,812 - pyskl - INFO - Epoch [150][2900/3940] lr: 1.914e-07, eta: 0:07:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5365, loss: 1.5365 +2025-06-13 05:58:43,121 - pyskl - INFO - Epoch [150][3000/3940] lr: 1.564e-07, eta: 0:06:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5404, loss: 1.5404 +2025-06-13 05:59:27,539 - pyskl - INFO - Epoch [150][3100/3940] lr: 1.249e-07, eta: 0:06:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5921, loss: 1.5921 +2025-06-13 06:00:11,969 - pyskl - INFO - Epoch [150][3200/3940] lr: 9.697e-08, eta: 0:05:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5686, loss: 1.5686 +2025-06-13 06:00:56,401 - pyskl - INFO - Epoch [150][3300/3940] lr: 7.256e-08, eta: 0:04:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5522, loss: 1.5522 +2025-06-13 06:01:40,808 - pyskl - INFO - Epoch [150][3400/3940] lr: 5.169e-08, eta: 0:04:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5795, loss: 1.5795 +2025-06-13 06:02:25,261 - pyskl - INFO - Epoch [150][3500/3940] lr: 3.435e-08, eta: 0:03:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6026, loss: 1.6026 +2025-06-13 06:03:09,705 - pyskl - INFO - Epoch [150][3600/3940] lr: 2.054e-08, eta: 0:02:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5421, loss: 1.5421 +2025-06-13 06:03:54,339 - pyskl - INFO - Epoch [150][3700/3940] lr: 1.026e-08, eta: 0:01:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5900, loss: 1.5900 +2025-06-13 06:04:38,847 - pyskl - INFO - Epoch [150][3800/3940] lr: 3.511e-09, eta: 0:01:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5167, loss: 1.5167 +2025-06-13 06:05:23,355 - pyskl - INFO - Epoch [150][3900/3940] lr: 2.969e-10, eta: 0:00:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5445, loss: 1.5445 +2025-06-13 06:05:41,613 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-06-13 06:09:04,211 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 06:09:04,703 - pyskl - INFO - +top1_acc 0.8683 +top5_acc 0.9765 +2025-06-13 06:09:04,721 - pyskl - INFO - Epoch(val) [150][3183] top1_acc: 0.8683, top5_acc: 0.9765 +2025-06-13 06:09:16,963 - pyskl - INFO - 50919 videos remain after valid thresholding +2025-06-13 06:37:34,032 - pyskl - INFO - Testing results of the last checkpoint +2025-06-13 06:37:34,032 - pyskl - INFO - top1_acc: 0.8715 +2025-06-13 06:37:34,032 - pyskl - INFO - top5_acc: 0.9772 +2025-06-13 06:37:34,033 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu120_xsub/j_1/best_top1_acc_epoch_146.pth +2025-06-13 07:05:48,371 - pyskl - INFO - Testing results of the best checkpoint +2025-06-13 07:05:48,372 - pyskl - INFO - top1_acc: 0.8739 +2025-06-13 07:05:48,372 - pyskl - INFO - top5_acc: 0.9788 diff --git a/ntu120_xsub/j_1/best_pred.pkl b/ntu120_xsub/j_1/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..71a98b070b1d6fe2cb534d5a819fbf2a16f5a554 --- /dev/null +++ b/ntu120_xsub/j_1/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:042dfa0e658985810b117d31a0438d78e4e0b5439daebd597fd34203842c7926 +size 37305743 diff --git a/ntu120_xsub/j_1/best_top1_acc_epoch_146.pth b/ntu120_xsub/j_1/best_top1_acc_epoch_146.pth new file mode 100644 index 0000000000000000000000000000000000000000..cc019ef831c1591ec793934886bbccc32e82e389 --- /dev/null +++ b/ntu120_xsub/j_1/best_top1_acc_epoch_146.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d50b6f47163b874b23123a70dd26b73107cbd7fcc6faa1d2384613c8196249f9 +size 16396379 diff --git a/ntu120_xsub/j_2/20250609_122545.log b/ntu120_xsub/j_2/20250609_122545.log new file mode 100644 index 0000000000000000000000000000000000000000..2e88d34868a06682cfb283e79e75f22fee615e38 --- /dev/null +++ b/ntu120_xsub/j_2/20250609_122545.log @@ -0,0 +1,7073 @@ +2025-06-09 12:25:46,036 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-06-09 12:25:46,385 - pyskl - INFO - Config: modality = 'j' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu120_xsub/j_2' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='j', + num_classes=120, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=120, + in_channels=384, + work_dir='./work_dirs/ntu120_xsub/j_2', + interval_epoch=5, + weight_1=0.3, + weight_2=0.1)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-06-09 12:25:46,386 - pyskl - INFO - Set random seed to 280288857, deterministic: False +2025-06-09 12:25:59,479 - pyskl - INFO - 63026 videos remain after valid thresholding +2025-06-09 12:26:08,702 - pyskl - INFO - 50919 videos remain after valid thresholding +2025-06-09 12:26:08,782 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2 +2025-06-09 12:26:08,782 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-06-09 12:26:08,782 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-06-09 12:26:08,782 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2 by HardDiskBackend. +2025-06-09 12:27:18,844 - pyskl - INFO - Epoch [1][100/3940] lr: 2.500e-02, eta: 4 days, 18:59:32, time: 0.701, data_time: 0.249, memory: 13267, top1_acc: 0.0106, top5_acc: 0.0544, loss_cls: 13.4031, loss: 13.4031 +2025-06-09 12:28:03,229 - pyskl - INFO - Epoch [1][200/3940] lr: 2.500e-02, eta: 3 days, 21:54:24, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.0238, top5_acc: 0.0844, loss_cls: 11.1451, loss: 11.1451 +2025-06-09 12:28:47,815 - pyskl - INFO - Epoch [1][300/3940] lr: 2.500e-02, eta: 3 days, 14:58:45, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0300, top5_acc: 0.0981, loss_cls: 11.0154, loss: 11.0154 +2025-06-09 12:29:32,386 - pyskl - INFO - Epoch [1][400/3940] lr: 2.500e-02, eta: 3 days, 11:30:13, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0269, top5_acc: 0.1125, loss_cls: 10.8387, loss: 10.8387 +2025-06-09 12:30:16,925 - pyskl - INFO - Epoch [1][500/3940] lr: 2.500e-02, eta: 3 days, 9:24:09, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0369, top5_acc: 0.1288, loss_cls: 10.7141, loss: 10.7141 +2025-06-09 12:31:01,419 - pyskl - INFO - Epoch [1][600/3940] lr: 2.500e-02, eta: 3 days, 7:59:08, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0331, top5_acc: 0.1363, loss_cls: 10.6376, loss: 10.6376 +2025-06-09 12:31:46,174 - pyskl - INFO - Epoch [1][700/3940] lr: 2.500e-02, eta: 3 days, 7:01:51, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.0400, top5_acc: 0.1456, loss_cls: 10.5875, loss: 10.5875 +2025-06-09 12:32:30,604 - pyskl - INFO - Epoch [1][800/3940] lr: 2.500e-02, eta: 3 days, 6:14:44, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.0437, top5_acc: 0.1656, loss_cls: 10.5069, loss: 10.5069 +2025-06-09 12:33:15,073 - pyskl - INFO - Epoch [1][900/3940] lr: 2.500e-02, eta: 3 days, 5:38:20, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0494, top5_acc: 0.1725, loss_cls: 10.3827, loss: 10.3827 +2025-06-09 12:33:59,601 - pyskl - INFO - Epoch [1][1000/3940] lr: 2.500e-02, eta: 3 days, 5:09:38, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0563, top5_acc: 0.1900, loss_cls: 10.3060, loss: 10.3060 +2025-06-09 12:34:44,106 - pyskl - INFO - Epoch [1][1100/3940] lr: 2.500e-02, eta: 3 days, 4:45:50, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0531, top5_acc: 0.2075, loss_cls: 10.2569, loss: 10.2569 +2025-06-09 12:35:28,721 - pyskl - INFO - Epoch [1][1200/3940] lr: 2.500e-02, eta: 3 days, 4:26:46, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0537, top5_acc: 0.2144, loss_cls: 10.1566, loss: 10.1566 +2025-06-09 12:36:13,286 - pyskl - INFO - Epoch [1][1300/3940] lr: 2.500e-02, eta: 3 days, 4:10:08, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0587, top5_acc: 0.2400, loss_cls: 10.0221, loss: 10.0221 +2025-06-09 12:36:57,877 - pyskl - INFO - Epoch [1][1400/3940] lr: 2.500e-02, eta: 3 days, 3:55:58, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0569, top5_acc: 0.2231, loss_cls: 10.0782, loss: 10.0782 +2025-06-09 12:37:42,451 - pyskl - INFO - Epoch [1][1500/3940] lr: 2.500e-02, eta: 3 days, 3:43:28, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0725, top5_acc: 0.2606, loss_cls: 9.8838, loss: 9.8838 +2025-06-09 12:38:27,026 - pyskl - INFO - Epoch [1][1600/3940] lr: 2.500e-02, eta: 3 days, 3:32:27, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0606, top5_acc: 0.2444, loss_cls: 9.9612, loss: 9.9612 +2025-06-09 12:39:11,522 - pyskl - INFO - Epoch [1][1700/3940] lr: 2.500e-02, eta: 3 days, 3:22:11, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0731, top5_acc: 0.2531, loss_cls: 9.9021, loss: 9.9021 +2025-06-09 12:39:56,135 - pyskl - INFO - Epoch [1][1800/3940] lr: 2.500e-02, eta: 3 days, 3:13:36, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0887, top5_acc: 0.2750, loss_cls: 9.8119, loss: 9.8119 +2025-06-09 12:40:40,632 - pyskl - INFO - Epoch [1][1900/3940] lr: 2.500e-02, eta: 3 days, 3:05:15, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0856, top5_acc: 0.2856, loss_cls: 9.7797, loss: 9.7797 +2025-06-09 12:41:25,125 - pyskl - INFO - Epoch [1][2000/3940] lr: 2.500e-02, eta: 3 days, 2:57:39, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0844, top5_acc: 0.2806, loss_cls: 9.7365, loss: 9.7365 +2025-06-09 12:42:09,629 - pyskl - INFO - Epoch [1][2100/3940] lr: 2.500e-02, eta: 3 days, 2:50:45, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0975, top5_acc: 0.2950, loss_cls: 9.5769, loss: 9.5769 +2025-06-09 12:42:54,234 - pyskl - INFO - Epoch [1][2200/3940] lr: 2.500e-02, eta: 3 days, 2:44:52, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1069, top5_acc: 0.3106, loss_cls: 9.5586, loss: 9.5586 +2025-06-09 12:43:38,792 - pyskl - INFO - Epoch [1][2300/3940] lr: 2.500e-02, eta: 3 days, 2:39:13, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1194, top5_acc: 0.3200, loss_cls: 9.4870, loss: 9.4870 +2025-06-09 12:44:23,279 - pyskl - INFO - Epoch [1][2400/3940] lr: 2.500e-02, eta: 3 days, 2:33:42, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1106, top5_acc: 0.3525, loss_cls: 9.3787, loss: 9.3787 +2025-06-09 12:45:07,772 - pyskl - INFO - Epoch [1][2500/3940] lr: 2.500e-02, eta: 3 days, 2:28:35, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1113, top5_acc: 0.3569, loss_cls: 9.3399, loss: 9.3399 +2025-06-09 12:45:52,296 - pyskl - INFO - Epoch [1][2600/3940] lr: 2.500e-02, eta: 3 days, 2:23:55, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1231, top5_acc: 0.3731, loss_cls: 9.2288, loss: 9.2288 +2025-06-09 12:46:36,810 - pyskl - INFO - Epoch [1][2700/3940] lr: 2.500e-02, eta: 3 days, 2:19:30, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1288, top5_acc: 0.3912, loss_cls: 9.0174, loss: 9.0174 +2025-06-09 12:47:21,299 - pyskl - INFO - Epoch [1][2800/3940] lr: 2.500e-02, eta: 3 days, 2:15:16, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1388, top5_acc: 0.4062, loss_cls: 9.0500, loss: 9.0500 +2025-06-09 12:48:05,819 - pyskl - INFO - Epoch [1][2900/3940] lr: 2.500e-02, eta: 3 days, 2:11:23, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1419, top5_acc: 0.4088, loss_cls: 9.0053, loss: 9.0053 +2025-06-09 12:48:50,323 - pyskl - INFO - Epoch [1][3000/3940] lr: 2.500e-02, eta: 3 days, 2:07:39, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1487, top5_acc: 0.4400, loss_cls: 8.7991, loss: 8.7991 +2025-06-09 12:49:34,804 - pyskl - INFO - Epoch [1][3100/3940] lr: 2.500e-02, eta: 3 days, 2:04:02, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1500, top5_acc: 0.4400, loss_cls: 8.8703, loss: 8.8703 +2025-06-09 12:50:19,245 - pyskl - INFO - Epoch [1][3200/3940] lr: 2.500e-02, eta: 3 days, 2:00:29, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.1588, top5_acc: 0.4669, loss_cls: 8.7071, loss: 8.7071 +2025-06-09 12:51:03,693 - pyskl - INFO - Epoch [1][3300/3940] lr: 2.500e-02, eta: 3 days, 1:57:07, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.1756, top5_acc: 0.4556, loss_cls: 8.7830, loss: 8.7830 +2025-06-09 12:51:48,199 - pyskl - INFO - Epoch [1][3400/3940] lr: 2.500e-02, eta: 3 days, 1:54:04, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1956, top5_acc: 0.4938, loss_cls: 8.5298, loss: 8.5298 +2025-06-09 12:52:32,819 - pyskl - INFO - Epoch [1][3500/3940] lr: 2.500e-02, eta: 3 days, 1:51:29, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1869, top5_acc: 0.5106, loss_cls: 8.5561, loss: 8.5561 +2025-06-09 12:53:17,562 - pyskl - INFO - Epoch [1][3600/3940] lr: 2.500e-02, eta: 3 days, 1:49:19, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.2087, top5_acc: 0.5150, loss_cls: 8.4255, loss: 8.4255 +2025-06-09 12:54:02,250 - pyskl - INFO - Epoch [1][3700/3940] lr: 2.500e-02, eta: 3 days, 1:47:06, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.1944, top5_acc: 0.5088, loss_cls: 8.5520, loss: 8.5520 +2025-06-09 12:54:46,918 - pyskl - INFO - Epoch [1][3800/3940] lr: 2.500e-02, eta: 3 days, 1:44:54, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.2219, top5_acc: 0.5344, loss_cls: 8.4389, loss: 8.4389 +2025-06-09 12:55:31,788 - pyskl - INFO - Epoch [1][3900/3940] lr: 2.500e-02, eta: 3 days, 1:43:17, time: 0.449, data_time: 0.000, memory: 13267, top1_acc: 0.2263, top5_acc: 0.5363, loss_cls: 8.4360, loss: 8.4360 +2025-06-09 12:55:50,058 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-06-09 12:59:16,913 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 12:59:17,498 - pyskl - INFO - +top1_acc 0.1772 +top5_acc 0.5120 +2025-06-09 12:59:18,525 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-06-09 12:59:18,527 - pyskl - INFO - Best top1_acc is 0.1772 at 1 epoch. +2025-06-09 12:59:18,545 - pyskl - INFO - Epoch(val) [1][3183] top1_acc: 0.1772, top5_acc: 0.5120 +2025-06-09 13:00:27,501 - pyskl - INFO - Epoch [2][100/3940] lr: 2.500e-02, eta: 3 days, 1:55:56, time: 0.689, data_time: 0.243, memory: 13268, top1_acc: 0.2269, top5_acc: 0.5575, loss_cls: 8.3290, loss: 8.3290 +2025-06-09 13:01:12,111 - pyskl - INFO - Epoch [2][200/3940] lr: 2.500e-02, eta: 3 days, 1:53:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.2581, top5_acc: 0.5813, loss_cls: 8.0397, loss: 8.0397 +2025-06-09 13:01:56,813 - pyskl - INFO - Epoch [2][300/3940] lr: 2.500e-02, eta: 3 days, 1:51:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.2581, top5_acc: 0.5931, loss_cls: 8.1564, loss: 8.1564 +2025-06-09 13:02:41,558 - pyskl - INFO - Epoch [2][400/3940] lr: 2.500e-02, eta: 3 days, 1:49:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.2425, top5_acc: 0.5900, loss_cls: 8.1246, loss: 8.1246 +2025-06-09 13:03:26,193 - pyskl - INFO - Epoch [2][500/3940] lr: 2.500e-02, eta: 3 days, 1:47:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.2606, top5_acc: 0.5950, loss_cls: 7.9885, loss: 7.9885 +2025-06-09 13:04:10,831 - pyskl - INFO - Epoch [2][600/3940] lr: 2.500e-02, eta: 3 days, 1:44:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.2712, top5_acc: 0.6350, loss_cls: 7.8831, loss: 7.8831 +2025-06-09 13:04:55,537 - pyskl - INFO - Epoch [2][700/3940] lr: 2.500e-02, eta: 3 days, 1:42:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.2769, top5_acc: 0.6150, loss_cls: 7.9656, loss: 7.9656 +2025-06-09 13:05:40,206 - pyskl - INFO - Epoch [2][800/3940] lr: 2.500e-02, eta: 3 days, 1:40:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.2744, top5_acc: 0.6138, loss_cls: 7.9278, loss: 7.9278 +2025-06-09 13:06:24,861 - pyskl - INFO - Epoch [2][900/3940] lr: 2.500e-02, eta: 3 days, 1:38:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3075, top5_acc: 0.6444, loss_cls: 7.8250, loss: 7.8250 +2025-06-09 13:07:09,475 - pyskl - INFO - Epoch [2][1000/3940] lr: 2.500e-02, eta: 3 days, 1:37:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.2956, top5_acc: 0.6431, loss_cls: 7.6959, loss: 7.6959 +2025-06-09 13:07:54,110 - pyskl - INFO - Epoch [2][1100/3940] lr: 2.500e-02, eta: 3 days, 1:35:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3031, top5_acc: 0.6694, loss_cls: 7.6547, loss: 7.6547 +2025-06-09 13:08:38,791 - pyskl - INFO - Epoch [2][1200/3940] lr: 2.500e-02, eta: 3 days, 1:33:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3137, top5_acc: 0.6713, loss_cls: 7.6549, loss: 7.6549 +2025-06-09 13:09:23,468 - pyskl - INFO - Epoch [2][1300/3940] lr: 2.500e-02, eta: 3 days, 1:31:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3162, top5_acc: 0.6669, loss_cls: 7.6851, loss: 7.6851 +2025-06-09 13:10:08,038 - pyskl - INFO - Epoch [2][1400/3940] lr: 2.499e-02, eta: 3 days, 1:29:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3250, top5_acc: 0.6731, loss_cls: 7.4966, loss: 7.4966 +2025-06-09 13:10:52,628 - pyskl - INFO - Epoch [2][1500/3940] lr: 2.499e-02, eta: 3 days, 1:27:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3319, top5_acc: 0.6819, loss_cls: 7.4748, loss: 7.4748 +2025-06-09 13:11:37,303 - pyskl - INFO - Epoch [2][1600/3940] lr: 2.499e-02, eta: 3 days, 1:26:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3244, top5_acc: 0.6619, loss_cls: 7.6307, loss: 7.6307 +2025-06-09 13:12:21,948 - pyskl - INFO - Epoch [2][1700/3940] lr: 2.499e-02, eta: 3 days, 1:24:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3225, top5_acc: 0.7081, loss_cls: 7.3486, loss: 7.3486 +2025-06-09 13:13:06,630 - pyskl - INFO - Epoch [2][1800/3940] lr: 2.499e-02, eta: 3 days, 1:23:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3538, top5_acc: 0.7075, loss_cls: 7.4015, loss: 7.4015 +2025-06-09 13:13:51,239 - pyskl - INFO - Epoch [2][1900/3940] lr: 2.499e-02, eta: 3 days, 1:21:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3694, top5_acc: 0.7175, loss_cls: 7.2986, loss: 7.2986 +2025-06-09 13:14:35,916 - pyskl - INFO - Epoch [2][2000/3940] lr: 2.499e-02, eta: 3 days, 1:20:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3406, top5_acc: 0.7019, loss_cls: 7.3681, loss: 7.3681 +2025-06-09 13:15:20,554 - pyskl - INFO - Epoch [2][2100/3940] lr: 2.499e-02, eta: 3 days, 1:18:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3625, top5_acc: 0.7175, loss_cls: 7.3029, loss: 7.3029 +2025-06-09 13:16:05,163 - pyskl - INFO - Epoch [2][2200/3940] lr: 2.499e-02, eta: 3 days, 1:16:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3613, top5_acc: 0.7131, loss_cls: 7.2009, loss: 7.2009 +2025-06-09 13:16:49,788 - pyskl - INFO - Epoch [2][2300/3940] lr: 2.499e-02, eta: 3 days, 1:15:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3638, top5_acc: 0.7312, loss_cls: 7.1880, loss: 7.1880 +2025-06-09 13:17:34,444 - pyskl - INFO - Epoch [2][2400/3940] lr: 2.499e-02, eta: 3 days, 1:13:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3844, top5_acc: 0.7250, loss_cls: 7.1914, loss: 7.1914 +2025-06-09 13:18:19,110 - pyskl - INFO - Epoch [2][2500/3940] lr: 2.499e-02, eta: 3 days, 1:12:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3825, top5_acc: 0.7119, loss_cls: 7.2679, loss: 7.2679 +2025-06-09 13:19:03,754 - pyskl - INFO - Epoch [2][2600/3940] lr: 2.499e-02, eta: 3 days, 1:11:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4056, top5_acc: 0.7400, loss_cls: 6.9968, loss: 6.9968 +2025-06-09 13:19:48,371 - pyskl - INFO - Epoch [2][2700/3940] lr: 2.499e-02, eta: 3 days, 1:09:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4006, top5_acc: 0.7506, loss_cls: 7.0011, loss: 7.0011 +2025-06-09 13:20:33,015 - pyskl - INFO - Epoch [2][2800/3940] lr: 2.499e-02, eta: 3 days, 1:08:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4050, top5_acc: 0.7575, loss_cls: 7.0371, loss: 7.0371 +2025-06-09 13:21:17,701 - pyskl - INFO - Epoch [2][2900/3940] lr: 2.499e-02, eta: 3 days, 1:07:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3831, top5_acc: 0.7331, loss_cls: 7.0500, loss: 7.0500 +2025-06-09 13:22:02,387 - pyskl - INFO - Epoch [2][3000/3940] lr: 2.499e-02, eta: 3 days, 1:05:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4037, top5_acc: 0.7519, loss_cls: 7.0217, loss: 7.0217 +2025-06-09 13:22:47,100 - pyskl - INFO - Epoch [2][3100/3940] lr: 2.499e-02, eta: 3 days, 1:04:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4144, top5_acc: 0.7550, loss_cls: 6.9089, loss: 6.9089 +2025-06-09 13:23:31,713 - pyskl - INFO - Epoch [2][3200/3940] lr: 2.499e-02, eta: 3 days, 1:03:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4369, top5_acc: 0.7656, loss_cls: 6.7940, loss: 6.7940 +2025-06-09 13:24:16,436 - pyskl - INFO - Epoch [2][3300/3940] lr: 2.499e-02, eta: 3 days, 1:02:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4306, top5_acc: 0.7506, loss_cls: 6.9547, loss: 6.9547 +2025-06-09 13:25:01,260 - pyskl - INFO - Epoch [2][3400/3940] lr: 2.499e-02, eta: 3 days, 1:01:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4281, top5_acc: 0.7625, loss_cls: 6.7739, loss: 6.7739 +2025-06-09 13:25:45,877 - pyskl - INFO - Epoch [2][3500/3940] lr: 2.499e-02, eta: 3 days, 0:59:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4387, top5_acc: 0.7750, loss_cls: 6.6869, loss: 6.6869 +2025-06-09 13:26:30,517 - pyskl - INFO - Epoch [2][3600/3940] lr: 2.499e-02, eta: 3 days, 0:58:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4294, top5_acc: 0.7750, loss_cls: 6.8517, loss: 6.8517 +2025-06-09 13:27:15,089 - pyskl - INFO - Epoch [2][3700/3940] lr: 2.499e-02, eta: 3 days, 0:57:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4331, top5_acc: 0.7700, loss_cls: 6.8262, loss: 6.8262 +2025-06-09 13:27:59,862 - pyskl - INFO - Epoch [2][3800/3940] lr: 2.499e-02, eta: 3 days, 0:56:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4394, top5_acc: 0.7744, loss_cls: 6.7290, loss: 6.7290 +2025-06-09 13:28:44,634 - pyskl - INFO - Epoch [2][3900/3940] lr: 2.499e-02, eta: 3 days, 0:55:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4662, top5_acc: 0.7825, loss_cls: 6.5977, loss: 6.5977 +2025-06-09 13:29:02,979 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-06-09 13:32:28,603 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 13:32:29,062 - pyskl - INFO - +top1_acc 0.3482 +top5_acc 0.7102 +2025-06-09 13:32:29,118 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_1.pth was removed +2025-06-09 13:32:30,234 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-06-09 13:32:30,236 - pyskl - INFO - Best top1_acc is 0.3482 at 2 epoch. +2025-06-09 13:32:30,253 - pyskl - INFO - Epoch(val) [2][3183] top1_acc: 0.3482, top5_acc: 0.7102 +2025-06-09 13:33:39,353 - pyskl - INFO - Epoch [3][100/3940] lr: 2.499e-02, eta: 3 days, 1:01:21, time: 0.691, data_time: 0.245, memory: 13268, top1_acc: 0.4094, top5_acc: 0.7550, loss_cls: 7.0158, loss: 7.0158 +2025-06-09 13:34:23,925 - pyskl - INFO - Epoch [3][200/3940] lr: 2.499e-02, eta: 3 days, 0:59:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4644, top5_acc: 0.7969, loss_cls: 6.5978, loss: 6.5978 +2025-06-09 13:35:08,493 - pyskl - INFO - Epoch [3][300/3940] lr: 2.499e-02, eta: 3 days, 0:58:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4706, top5_acc: 0.7894, loss_cls: 6.6411, loss: 6.6411 +2025-06-09 13:35:53,056 - pyskl - INFO - Epoch [3][400/3940] lr: 2.499e-02, eta: 3 days, 0:57:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4669, top5_acc: 0.7944, loss_cls: 6.5975, loss: 6.5975 +2025-06-09 13:36:37,752 - pyskl - INFO - Epoch [3][500/3940] lr: 2.499e-02, eta: 3 days, 0:56:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4606, top5_acc: 0.7919, loss_cls: 6.6303, loss: 6.6303 +2025-06-09 13:37:22,634 - pyskl - INFO - Epoch [3][600/3940] lr: 2.499e-02, eta: 3 days, 0:55:07, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.4612, top5_acc: 0.8037, loss_cls: 6.5011, loss: 6.5011 +2025-06-09 13:38:07,397 - pyskl - INFO - Epoch [3][700/3940] lr: 2.499e-02, eta: 3 days, 0:54:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4831, top5_acc: 0.7937, loss_cls: 6.5374, loss: 6.5374 +2025-06-09 13:38:52,017 - pyskl - INFO - Epoch [3][800/3940] lr: 2.499e-02, eta: 3 days, 0:52:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4769, top5_acc: 0.8006, loss_cls: 6.5363, loss: 6.5363 +2025-06-09 13:39:36,578 - pyskl - INFO - Epoch [3][900/3940] lr: 2.499e-02, eta: 3 days, 0:51:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4738, top5_acc: 0.8119, loss_cls: 6.4440, loss: 6.4440 +2025-06-09 13:40:21,120 - pyskl - INFO - Epoch [3][1000/3940] lr: 2.499e-02, eta: 3 days, 0:50:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4756, top5_acc: 0.8025, loss_cls: 6.4962, loss: 6.4962 +2025-06-09 13:41:05,707 - pyskl - INFO - Epoch [3][1100/3940] lr: 2.499e-02, eta: 3 days, 0:48:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4869, top5_acc: 0.8200, loss_cls: 6.4742, loss: 6.4742 +2025-06-09 13:41:50,279 - pyskl - INFO - Epoch [3][1200/3940] lr: 2.499e-02, eta: 3 days, 0:47:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4956, top5_acc: 0.8306, loss_cls: 6.2868, loss: 6.2868 +2025-06-09 13:42:34,839 - pyskl - INFO - Epoch [3][1300/3940] lr: 2.499e-02, eta: 3 days, 0:46:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5131, top5_acc: 0.8237, loss_cls: 6.3868, loss: 6.3868 +2025-06-09 13:43:19,438 - pyskl - INFO - Epoch [3][1400/3940] lr: 2.498e-02, eta: 3 days, 0:45:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5056, top5_acc: 0.8187, loss_cls: 6.2775, loss: 6.2775 +2025-06-09 13:44:04,007 - pyskl - INFO - Epoch [3][1500/3940] lr: 2.498e-02, eta: 3 days, 0:44:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5131, top5_acc: 0.8275, loss_cls: 6.2258, loss: 6.2258 +2025-06-09 13:44:48,618 - pyskl - INFO - Epoch [3][1600/3940] lr: 2.498e-02, eta: 3 days, 0:42:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4881, top5_acc: 0.8156, loss_cls: 6.3072, loss: 6.3072 +2025-06-09 13:45:33,181 - pyskl - INFO - Epoch [3][1700/3940] lr: 2.498e-02, eta: 3 days, 0:41:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5288, top5_acc: 0.8394, loss_cls: 6.1458, loss: 6.1458 +2025-06-09 13:46:17,759 - pyskl - INFO - Epoch [3][1800/3940] lr: 2.498e-02, eta: 3 days, 0:40:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4975, top5_acc: 0.8256, loss_cls: 6.2455, loss: 6.2455 +2025-06-09 13:47:02,386 - pyskl - INFO - Epoch [3][1900/3940] lr: 2.498e-02, eta: 3 days, 0:39:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5169, top5_acc: 0.8363, loss_cls: 6.1705, loss: 6.1705 +2025-06-09 13:47:46,878 - pyskl - INFO - Epoch [3][2000/3940] lr: 2.498e-02, eta: 3 days, 0:38:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5150, top5_acc: 0.8331, loss_cls: 6.2393, loss: 6.2393 +2025-06-09 13:48:31,445 - pyskl - INFO - Epoch [3][2100/3940] lr: 2.498e-02, eta: 3 days, 0:36:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5363, top5_acc: 0.8369, loss_cls: 6.0331, loss: 6.0331 +2025-06-09 13:49:15,906 - pyskl - INFO - Epoch [3][2200/3940] lr: 2.498e-02, eta: 3 days, 0:35:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5131, top5_acc: 0.8269, loss_cls: 6.2412, loss: 6.2412 +2025-06-09 13:50:00,386 - pyskl - INFO - Epoch [3][2300/3940] lr: 2.498e-02, eta: 3 days, 0:34:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5262, top5_acc: 0.8325, loss_cls: 6.2100, loss: 6.2100 +2025-06-09 13:50:45,032 - pyskl - INFO - Epoch [3][2400/3940] lr: 2.498e-02, eta: 3 days, 0:33:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5094, top5_acc: 0.8375, loss_cls: 6.1734, loss: 6.1734 +2025-06-09 13:51:29,671 - pyskl - INFO - Epoch [3][2500/3940] lr: 2.498e-02, eta: 3 days, 0:32:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5206, top5_acc: 0.8413, loss_cls: 6.1261, loss: 6.1261 +2025-06-09 13:52:14,246 - pyskl - INFO - Epoch [3][2600/3940] lr: 2.498e-02, eta: 3 days, 0:31:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5162, top5_acc: 0.8406, loss_cls: 6.1838, loss: 6.1838 +2025-06-09 13:52:58,850 - pyskl - INFO - Epoch [3][2700/3940] lr: 2.498e-02, eta: 3 days, 0:30:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5369, top5_acc: 0.8294, loss_cls: 6.2958, loss: 6.2958 +2025-06-09 13:53:43,486 - pyskl - INFO - Epoch [3][2800/3940] lr: 2.498e-02, eta: 3 days, 0:29:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5306, top5_acc: 0.8381, loss_cls: 6.0520, loss: 6.0520 +2025-06-09 13:54:28,030 - pyskl - INFO - Epoch [3][2900/3940] lr: 2.498e-02, eta: 3 days, 0:27:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5619, top5_acc: 0.8525, loss_cls: 5.7886, loss: 5.7886 +2025-06-09 13:55:12,613 - pyskl - INFO - Epoch [3][3000/3940] lr: 2.498e-02, eta: 3 days, 0:26:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5550, top5_acc: 0.8531, loss_cls: 5.9253, loss: 5.9253 +2025-06-09 13:55:57,236 - pyskl - INFO - Epoch [3][3100/3940] lr: 2.498e-02, eta: 3 days, 0:25:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5625, top5_acc: 0.8594, loss_cls: 6.0622, loss: 6.0622 +2025-06-09 13:56:41,762 - pyskl - INFO - Epoch [3][3200/3940] lr: 2.498e-02, eta: 3 days, 0:24:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5312, top5_acc: 0.8381, loss_cls: 6.0259, loss: 6.0259 +2025-06-09 13:57:26,363 - pyskl - INFO - Epoch [3][3300/3940] lr: 2.498e-02, eta: 3 days, 0:23:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5475, top5_acc: 0.8512, loss_cls: 6.0057, loss: 6.0057 +2025-06-09 13:58:10,926 - pyskl - INFO - Epoch [3][3400/3940] lr: 2.498e-02, eta: 3 days, 0:22:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5600, top5_acc: 0.8550, loss_cls: 5.9403, loss: 5.9403 +2025-06-09 13:58:55,501 - pyskl - INFO - Epoch [3][3500/3940] lr: 2.498e-02, eta: 3 days, 0:21:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5481, top5_acc: 0.8450, loss_cls: 5.8933, loss: 5.8933 +2025-06-09 13:59:40,086 - pyskl - INFO - Epoch [3][3600/3940] lr: 2.498e-02, eta: 3 days, 0:20:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5469, top5_acc: 0.8406, loss_cls: 5.8818, loss: 5.8818 +2025-06-09 14:00:24,608 - pyskl - INFO - Epoch [3][3700/3940] lr: 2.498e-02, eta: 3 days, 0:19:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5381, top5_acc: 0.8419, loss_cls: 6.0185, loss: 6.0185 +2025-06-09 14:01:09,417 - pyskl - INFO - Epoch [3][3800/3940] lr: 2.498e-02, eta: 3 days, 0:18:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5450, top5_acc: 0.8625, loss_cls: 5.9613, loss: 5.9613 +2025-06-09 14:01:54,047 - pyskl - INFO - Epoch [3][3900/3940] lr: 2.498e-02, eta: 3 days, 0:17:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5619, top5_acc: 0.8400, loss_cls: 5.9627, loss: 5.9627 +2025-06-09 14:02:12,388 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-06-09 14:05:37,426 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 14:05:37,890 - pyskl - INFO - +top1_acc 0.4719 +top5_acc 0.7746 +2025-06-09 14:05:37,945 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_2.pth was removed +2025-06-09 14:05:39,012 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-06-09 14:05:39,014 - pyskl - INFO - Best top1_acc is 0.4719 at 3 epoch. +2025-06-09 14:05:39,033 - pyskl - INFO - Epoch(val) [3][3183] top1_acc: 0.4719, top5_acc: 0.7746 +2025-06-09 14:06:48,460 - pyskl - INFO - Epoch [4][100/3940] lr: 2.497e-02, eta: 3 days, 0:21:41, time: 0.694, data_time: 0.248, memory: 13268, top1_acc: 0.5787, top5_acc: 0.8644, loss_cls: 5.7295, loss: 5.7295 +2025-06-09 14:07:33,014 - pyskl - INFO - Epoch [4][200/3940] lr: 2.497e-02, eta: 3 days, 0:20:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5506, top5_acc: 0.8525, loss_cls: 5.8784, loss: 5.8784 +2025-06-09 14:08:17,591 - pyskl - INFO - Epoch [4][300/3940] lr: 2.497e-02, eta: 3 days, 0:19:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5513, top5_acc: 0.8375, loss_cls: 5.9315, loss: 5.9315 +2025-06-09 14:09:02,145 - pyskl - INFO - Epoch [4][400/3940] lr: 2.497e-02, eta: 3 days, 0:18:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5819, top5_acc: 0.8844, loss_cls: 5.6781, loss: 5.6781 +2025-06-09 14:09:46,674 - pyskl - INFO - Epoch [4][500/3940] lr: 2.497e-02, eta: 3 days, 0:17:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5613, top5_acc: 0.8631, loss_cls: 5.8542, loss: 5.8542 +2025-06-09 14:10:31,145 - pyskl - INFO - Epoch [4][600/3940] lr: 2.497e-02, eta: 3 days, 0:16:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5737, top5_acc: 0.8694, loss_cls: 5.8172, loss: 5.8172 +2025-06-09 14:11:15,670 - pyskl - INFO - Epoch [4][700/3940] lr: 2.497e-02, eta: 3 days, 0:15:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5769, top5_acc: 0.8688, loss_cls: 5.7523, loss: 5.7523 +2025-06-09 14:12:00,159 - pyskl - INFO - Epoch [4][800/3940] lr: 2.497e-02, eta: 3 days, 0:13:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5737, top5_acc: 0.8712, loss_cls: 5.6358, loss: 5.6358 +2025-06-09 14:12:44,640 - pyskl - INFO - Epoch [4][900/3940] lr: 2.497e-02, eta: 3 days, 0:12:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5800, top5_acc: 0.8669, loss_cls: 5.7778, loss: 5.7778 +2025-06-09 14:13:29,158 - pyskl - INFO - Epoch [4][1000/3940] lr: 2.497e-02, eta: 3 days, 0:11:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5863, top5_acc: 0.8594, loss_cls: 5.6906, loss: 5.6906 +2025-06-09 14:14:13,769 - pyskl - INFO - Epoch [4][1100/3940] lr: 2.497e-02, eta: 3 days, 0:10:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5875, top5_acc: 0.8612, loss_cls: 5.7655, loss: 5.7655 +2025-06-09 14:14:58,286 - pyskl - INFO - Epoch [4][1200/3940] lr: 2.497e-02, eta: 3 days, 0:09:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5581, top5_acc: 0.8600, loss_cls: 5.7825, loss: 5.7825 +2025-06-09 14:15:42,767 - pyskl - INFO - Epoch [4][1300/3940] lr: 2.497e-02, eta: 3 days, 0:08:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5737, top5_acc: 0.8606, loss_cls: 5.8136, loss: 5.8136 +2025-06-09 14:16:27,258 - pyskl - INFO - Epoch [4][1400/3940] lr: 2.497e-02, eta: 3 days, 0:07:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5981, top5_acc: 0.8762, loss_cls: 5.6330, loss: 5.6330 +2025-06-09 14:17:11,780 - pyskl - INFO - Epoch [4][1500/3940] lr: 2.497e-02, eta: 3 days, 0:06:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5919, top5_acc: 0.8656, loss_cls: 5.7553, loss: 5.7553 +2025-06-09 14:17:56,195 - pyskl - INFO - Epoch [4][1600/3940] lr: 2.497e-02, eta: 3 days, 0:05:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5913, top5_acc: 0.8700, loss_cls: 5.6149, loss: 5.6149 +2025-06-09 14:18:40,620 - pyskl - INFO - Epoch [4][1700/3940] lr: 2.497e-02, eta: 3 days, 0:04:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5856, top5_acc: 0.8838, loss_cls: 5.6309, loss: 5.6309 +2025-06-09 14:19:25,101 - pyskl - INFO - Epoch [4][1800/3940] lr: 2.497e-02, eta: 3 days, 0:03:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5906, top5_acc: 0.8731, loss_cls: 5.6773, loss: 5.6773 +2025-06-09 14:20:09,646 - pyskl - INFO - Epoch [4][1900/3940] lr: 2.497e-02, eta: 3 days, 0:02:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5819, top5_acc: 0.8738, loss_cls: 5.7170, loss: 5.7170 +2025-06-09 14:20:54,109 - pyskl - INFO - Epoch [4][2000/3940] lr: 2.497e-02, eta: 3 days, 0:01:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6031, top5_acc: 0.8862, loss_cls: 5.6324, loss: 5.6324 +2025-06-09 14:21:38,586 - pyskl - INFO - Epoch [4][2100/3940] lr: 2.497e-02, eta: 3 days, 0:00:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5844, top5_acc: 0.8838, loss_cls: 5.6514, loss: 5.6514 +2025-06-09 14:22:23,010 - pyskl - INFO - Epoch [4][2200/3940] lr: 2.497e-02, eta: 2 days, 23:58:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5831, top5_acc: 0.8800, loss_cls: 5.7007, loss: 5.7007 +2025-06-09 14:23:07,471 - pyskl - INFO - Epoch [4][2300/3940] lr: 2.496e-02, eta: 2 days, 23:57:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5981, top5_acc: 0.8844, loss_cls: 5.5307, loss: 5.5307 +2025-06-09 14:23:51,858 - pyskl - INFO - Epoch [4][2400/3940] lr: 2.496e-02, eta: 2 days, 23:56:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5831, top5_acc: 0.8688, loss_cls: 5.5625, loss: 5.5625 +2025-06-09 14:24:36,367 - pyskl - INFO - Epoch [4][2500/3940] lr: 2.496e-02, eta: 2 days, 23:55:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5806, top5_acc: 0.8719, loss_cls: 5.6249, loss: 5.6249 +2025-06-09 14:25:20,792 - pyskl - INFO - Epoch [4][2600/3940] lr: 2.496e-02, eta: 2 days, 23:54:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5969, top5_acc: 0.8806, loss_cls: 5.5641, loss: 5.5641 +2025-06-09 14:26:05,270 - pyskl - INFO - Epoch [4][2700/3940] lr: 2.496e-02, eta: 2 days, 23:53:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5856, top5_acc: 0.8731, loss_cls: 5.6929, loss: 5.6929 +2025-06-09 14:26:49,694 - pyskl - INFO - Epoch [4][2800/3940] lr: 2.496e-02, eta: 2 days, 23:52:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5731, top5_acc: 0.8712, loss_cls: 5.6646, loss: 5.6646 +2025-06-09 14:27:34,124 - pyskl - INFO - Epoch [4][2900/3940] lr: 2.496e-02, eta: 2 days, 23:51:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6056, top5_acc: 0.8794, loss_cls: 5.4759, loss: 5.4759 +2025-06-09 14:28:18,543 - pyskl - INFO - Epoch [4][3000/3940] lr: 2.496e-02, eta: 2 days, 23:50:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5938, top5_acc: 0.8762, loss_cls: 5.6131, loss: 5.6131 +2025-06-09 14:29:02,974 - pyskl - INFO - Epoch [4][3100/3940] lr: 2.496e-02, eta: 2 days, 23:49:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5869, top5_acc: 0.8781, loss_cls: 5.6532, loss: 5.6532 +2025-06-09 14:29:47,438 - pyskl - INFO - Epoch [4][3200/3940] lr: 2.496e-02, eta: 2 days, 23:48:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5906, top5_acc: 0.8738, loss_cls: 5.4759, loss: 5.4759 +2025-06-09 14:30:31,931 - pyskl - INFO - Epoch [4][3300/3940] lr: 2.496e-02, eta: 2 days, 23:47:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5994, top5_acc: 0.8694, loss_cls: 5.5645, loss: 5.5645 +2025-06-09 14:31:16,486 - pyskl - INFO - Epoch [4][3400/3940] lr: 2.496e-02, eta: 2 days, 23:46:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5944, top5_acc: 0.8825, loss_cls: 5.5058, loss: 5.5058 +2025-06-09 14:32:00,967 - pyskl - INFO - Epoch [4][3500/3940] lr: 2.496e-02, eta: 2 days, 23:45:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5813, top5_acc: 0.8900, loss_cls: 5.5509, loss: 5.5509 +2025-06-09 14:32:45,726 - pyskl - INFO - Epoch [4][3600/3940] lr: 2.496e-02, eta: 2 days, 23:44:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6050, top5_acc: 0.8850, loss_cls: 5.4844, loss: 5.4844 +2025-06-09 14:33:30,484 - pyskl - INFO - Epoch [4][3700/3940] lr: 2.496e-02, eta: 2 days, 23:43:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6019, top5_acc: 0.8850, loss_cls: 5.5355, loss: 5.5355 +2025-06-09 14:34:15,371 - pyskl - INFO - Epoch [4][3800/3940] lr: 2.496e-02, eta: 2 days, 23:43:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5969, top5_acc: 0.8769, loss_cls: 5.5956, loss: 5.5956 +2025-06-09 14:35:00,297 - pyskl - INFO - Epoch [4][3900/3940] lr: 2.496e-02, eta: 2 days, 23:42:26, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5775, top5_acc: 0.8862, loss_cls: 5.5306, loss: 5.5306 +2025-06-09 14:35:18,646 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-06-09 14:38:46,606 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 14:38:47,072 - pyskl - INFO - +top1_acc 0.5195 +top5_acc 0.8399 +2025-06-09 14:38:47,130 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_3.pth was removed +2025-06-09 14:38:48,195 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-06-09 14:38:48,197 - pyskl - INFO - Best top1_acc is 0.5195 at 4 epoch. +2025-06-09 14:38:48,215 - pyskl - INFO - Epoch(val) [4][3183] top1_acc: 0.5195, top5_acc: 0.8399 +2025-06-09 14:39:57,183 - pyskl - INFO - Epoch [5][100/3940] lr: 2.496e-02, eta: 2 days, 23:45:06, time: 0.690, data_time: 0.245, memory: 13268, top1_acc: 0.6088, top5_acc: 0.8950, loss_cls: 5.4572, loss: 5.4572 +2025-06-09 14:40:41,654 - pyskl - INFO - Epoch [5][200/3940] lr: 2.496e-02, eta: 2 days, 23:44:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6156, top5_acc: 0.8800, loss_cls: 5.4437, loss: 5.4437 +2025-06-09 14:41:26,194 - pyskl - INFO - Epoch [5][300/3940] lr: 2.495e-02, eta: 2 days, 23:43:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6369, top5_acc: 0.8900, loss_cls: 5.3585, loss: 5.3585 +2025-06-09 14:42:10,664 - pyskl - INFO - Epoch [5][400/3940] lr: 2.495e-02, eta: 2 days, 23:42:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6062, top5_acc: 0.8775, loss_cls: 5.4836, loss: 5.4836 +2025-06-09 14:42:55,171 - pyskl - INFO - Epoch [5][500/3940] lr: 2.495e-02, eta: 2 days, 23:41:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6244, top5_acc: 0.8950, loss_cls: 5.4376, loss: 5.4376 +2025-06-09 14:43:39,876 - pyskl - INFO - Epoch [5][600/3940] lr: 2.495e-02, eta: 2 days, 23:40:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6112, top5_acc: 0.8931, loss_cls: 5.2603, loss: 5.2603 +2025-06-09 14:44:24,378 - pyskl - INFO - Epoch [5][700/3940] lr: 2.495e-02, eta: 2 days, 23:39:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5981, top5_acc: 0.8700, loss_cls: 5.5995, loss: 5.5995 +2025-06-09 14:45:08,846 - pyskl - INFO - Epoch [5][800/3940] lr: 2.495e-02, eta: 2 days, 23:38:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6031, top5_acc: 0.8744, loss_cls: 5.3913, loss: 5.3913 +2025-06-09 14:45:53,301 - pyskl - INFO - Epoch [5][900/3940] lr: 2.495e-02, eta: 2 days, 23:37:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6125, top5_acc: 0.8956, loss_cls: 5.3987, loss: 5.3987 +2025-06-09 14:46:37,819 - pyskl - INFO - Epoch [5][1000/3940] lr: 2.495e-02, eta: 2 days, 23:36:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6219, top5_acc: 0.8969, loss_cls: 5.4155, loss: 5.4155 +2025-06-09 14:47:22,384 - pyskl - INFO - Epoch [5][1100/3940] lr: 2.495e-02, eta: 2 days, 23:35:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5988, top5_acc: 0.8794, loss_cls: 5.5297, loss: 5.5297 +2025-06-09 14:48:06,901 - pyskl - INFO - Epoch [5][1200/3940] lr: 2.495e-02, eta: 2 days, 23:34:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6188, top5_acc: 0.8919, loss_cls: 5.3527, loss: 5.3527 +2025-06-09 14:48:51,568 - pyskl - INFO - Epoch [5][1300/3940] lr: 2.495e-02, eta: 2 days, 23:33:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6306, top5_acc: 0.8925, loss_cls: 5.3049, loss: 5.3049 +2025-06-09 14:49:36,210 - pyskl - INFO - Epoch [5][1400/3940] lr: 2.495e-02, eta: 2 days, 23:32:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6288, top5_acc: 0.9106, loss_cls: 5.2764, loss: 5.2764 +2025-06-09 14:50:20,803 - pyskl - INFO - Epoch [5][1500/3940] lr: 2.495e-02, eta: 2 days, 23:31:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6225, top5_acc: 0.8938, loss_cls: 5.3240, loss: 5.3240 +2025-06-09 14:51:05,322 - pyskl - INFO - Epoch [5][1600/3940] lr: 2.495e-02, eta: 2 days, 23:30:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6169, top5_acc: 0.8875, loss_cls: 5.4547, loss: 5.4547 +2025-06-09 14:51:49,893 - pyskl - INFO - Epoch [5][1700/3940] lr: 2.495e-02, eta: 2 days, 23:29:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6244, top5_acc: 0.8925, loss_cls: 5.3840, loss: 5.3840 +2025-06-09 14:52:34,483 - pyskl - INFO - Epoch [5][1800/3940] lr: 2.495e-02, eta: 2 days, 23:29:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6331, top5_acc: 0.8975, loss_cls: 5.2798, loss: 5.2798 +2025-06-09 14:53:19,023 - pyskl - INFO - Epoch [5][1900/3940] lr: 2.494e-02, eta: 2 days, 23:28:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6256, top5_acc: 0.8931, loss_cls: 5.3120, loss: 5.3120 +2025-06-09 14:54:03,665 - pyskl - INFO - Epoch [5][2000/3940] lr: 2.494e-02, eta: 2 days, 23:27:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6181, top5_acc: 0.8838, loss_cls: 5.4341, loss: 5.4341 +2025-06-09 14:54:48,192 - pyskl - INFO - Epoch [5][2100/3940] lr: 2.494e-02, eta: 2 days, 23:26:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6419, top5_acc: 0.8900, loss_cls: 5.3250, loss: 5.3250 +2025-06-09 14:55:32,699 - pyskl - INFO - Epoch [5][2200/3940] lr: 2.494e-02, eta: 2 days, 23:25:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6112, top5_acc: 0.9062, loss_cls: 5.3004, loss: 5.3004 +2025-06-09 14:56:17,256 - pyskl - INFO - Epoch [5][2300/3940] lr: 2.494e-02, eta: 2 days, 23:24:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6275, top5_acc: 0.8994, loss_cls: 5.3537, loss: 5.3537 +2025-06-09 14:57:01,880 - pyskl - INFO - Epoch [5][2400/3940] lr: 2.494e-02, eta: 2 days, 23:23:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.8975, loss_cls: 5.1777, loss: 5.1777 +2025-06-09 14:57:46,395 - pyskl - INFO - Epoch [5][2500/3940] lr: 2.494e-02, eta: 2 days, 23:22:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6150, top5_acc: 0.8969, loss_cls: 5.3053, loss: 5.3053 +2025-06-09 14:58:30,853 - pyskl - INFO - Epoch [5][2600/3940] lr: 2.494e-02, eta: 2 days, 23:21:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6456, top5_acc: 0.9012, loss_cls: 5.1981, loss: 5.1981 +2025-06-09 14:59:15,414 - pyskl - INFO - Epoch [5][2700/3940] lr: 2.494e-02, eta: 2 days, 23:20:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6500, top5_acc: 0.8994, loss_cls: 5.3361, loss: 5.3361 +2025-06-09 14:59:59,922 - pyskl - INFO - Epoch [5][2800/3940] lr: 2.494e-02, eta: 2 days, 23:19:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6112, top5_acc: 0.8944, loss_cls: 5.4455, loss: 5.4455 +2025-06-09 15:00:44,507 - pyskl - INFO - Epoch [5][2900/3940] lr: 2.494e-02, eta: 2 days, 23:18:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.9094, loss_cls: 5.1240, loss: 5.1240 +2025-06-09 15:01:29,060 - pyskl - INFO - Epoch [5][3000/3940] lr: 2.494e-02, eta: 2 days, 23:18:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6444, top5_acc: 0.9012, loss_cls: 5.2364, loss: 5.2364 +2025-06-09 15:02:13,613 - pyskl - INFO - Epoch [5][3100/3940] lr: 2.494e-02, eta: 2 days, 23:17:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6519, top5_acc: 0.9113, loss_cls: 5.2052, loss: 5.2052 +2025-06-09 15:02:58,197 - pyskl - INFO - Epoch [5][3200/3940] lr: 2.494e-02, eta: 2 days, 23:16:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6012, top5_acc: 0.9031, loss_cls: 5.4054, loss: 5.4054 +2025-06-09 15:03:42,944 - pyskl - INFO - Epoch [5][3300/3940] lr: 2.494e-02, eta: 2 days, 23:15:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.9025, loss_cls: 5.2093, loss: 5.2093 +2025-06-09 15:04:27,620 - pyskl - INFO - Epoch [5][3400/3940] lr: 2.494e-02, eta: 2 days, 23:14:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6362, top5_acc: 0.9025, loss_cls: 5.2505, loss: 5.2505 +2025-06-09 15:05:12,202 - pyskl - INFO - Epoch [5][3500/3940] lr: 2.493e-02, eta: 2 days, 23:13:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6569, top5_acc: 0.9062, loss_cls: 5.1372, loss: 5.1372 +2025-06-09 15:05:56,885 - pyskl - INFO - Epoch [5][3600/3940] lr: 2.493e-02, eta: 2 days, 23:12:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6219, top5_acc: 0.8988, loss_cls: 5.2939, loss: 5.2939 +2025-06-09 15:06:41,713 - pyskl - INFO - Epoch [5][3700/3940] lr: 2.493e-02, eta: 2 days, 23:12:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6344, top5_acc: 0.9050, loss_cls: 5.1308, loss: 5.1308 +2025-06-09 15:07:26,686 - pyskl - INFO - Epoch [5][3800/3940] lr: 2.493e-02, eta: 2 days, 23:11:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6244, top5_acc: 0.9006, loss_cls: 5.2721, loss: 5.2721 +2025-06-09 15:08:11,344 - pyskl - INFO - Epoch [5][3900/3940] lr: 2.493e-02, eta: 2 days, 23:10:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6388, top5_acc: 0.9006, loss_cls: 5.2389, loss: 5.2389 +2025-06-09 15:08:29,429 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-06-09 15:27:10,396 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 15:27:10,938 - pyskl - INFO - +top1_acc 0.5958 +top5_acc 0.8810 +2025-06-09 15:27:10,996 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_4.pth was removed +2025-06-09 15:27:12,089 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-06-09 15:27:12,091 - pyskl - INFO - Best top1_acc is 0.5958 at 5 epoch. +2025-06-09 15:27:12,109 - pyskl - INFO - Epoch(val) [5][3183] top1_acc: 0.5958, top5_acc: 0.8810 +2025-06-09 15:28:21,156 - pyskl - INFO - Epoch [6][100/3940] lr: 2.493e-02, eta: 2 days, 23:12:33, time: 0.690, data_time: 0.246, memory: 13268, top1_acc: 0.6500, top5_acc: 0.9119, loss_cls: 5.1452, loss: 5.1452 +2025-06-09 15:29:05,736 - pyskl - INFO - Epoch [6][200/3940] lr: 2.493e-02, eta: 2 days, 23:11:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6544, top5_acc: 0.9056, loss_cls: 5.2070, loss: 5.2070 +2025-06-09 15:29:50,248 - pyskl - INFO - Epoch [6][300/3940] lr: 2.493e-02, eta: 2 days, 23:10:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9019, loss_cls: 5.0248, loss: 5.0248 +2025-06-09 15:30:34,729 - pyskl - INFO - Epoch [6][400/3940] lr: 2.493e-02, eta: 2 days, 23:09:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6519, top5_acc: 0.9081, loss_cls: 5.1394, loss: 5.1394 +2025-06-09 15:31:19,229 - pyskl - INFO - Epoch [6][500/3940] lr: 2.493e-02, eta: 2 days, 23:08:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6506, top5_acc: 0.9062, loss_cls: 5.2053, loss: 5.2053 +2025-06-09 15:32:03,823 - pyskl - INFO - Epoch [6][600/3940] lr: 2.493e-02, eta: 2 days, 23:08:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6312, top5_acc: 0.8981, loss_cls: 5.2778, loss: 5.2778 +2025-06-09 15:32:48,361 - pyskl - INFO - Epoch [6][700/3940] lr: 2.493e-02, eta: 2 days, 23:07:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6306, top5_acc: 0.9031, loss_cls: 5.1943, loss: 5.1943 +2025-06-09 15:33:32,903 - pyskl - INFO - Epoch [6][800/3940] lr: 2.493e-02, eta: 2 days, 23:06:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6469, top5_acc: 0.9119, loss_cls: 5.1184, loss: 5.1184 +2025-06-09 15:34:17,432 - pyskl - INFO - Epoch [6][900/3940] lr: 2.493e-02, eta: 2 days, 23:05:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6356, top5_acc: 0.9062, loss_cls: 5.1696, loss: 5.1696 +2025-06-09 15:35:01,941 - pyskl - INFO - Epoch [6][1000/3940] lr: 2.492e-02, eta: 2 days, 23:04:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6288, top5_acc: 0.9081, loss_cls: 5.2828, loss: 5.2828 +2025-06-09 15:35:46,527 - pyskl - INFO - Epoch [6][1100/3940] lr: 2.492e-02, eta: 2 days, 23:03:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6331, top5_acc: 0.9050, loss_cls: 5.2469, loss: 5.2469 +2025-06-09 15:36:31,051 - pyskl - INFO - Epoch [6][1200/3940] lr: 2.492e-02, eta: 2 days, 23:02:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6388, top5_acc: 0.9069, loss_cls: 5.1300, loss: 5.1300 +2025-06-09 15:37:15,610 - pyskl - INFO - Epoch [6][1300/3940] lr: 2.492e-02, eta: 2 days, 23:01:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6294, top5_acc: 0.9006, loss_cls: 5.2675, loss: 5.2675 +2025-06-09 15:38:00,152 - pyskl - INFO - Epoch [6][1400/3940] lr: 2.492e-02, eta: 2 days, 23:00:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.9038, loss_cls: 5.2886, loss: 5.2886 +2025-06-09 15:38:44,810 - pyskl - INFO - Epoch [6][1500/3940] lr: 2.492e-02, eta: 2 days, 23:00:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6206, top5_acc: 0.8981, loss_cls: 5.2476, loss: 5.2476 +2025-06-09 15:39:29,379 - pyskl - INFO - Epoch [6][1600/3940] lr: 2.492e-02, eta: 2 days, 22:59:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6331, top5_acc: 0.9019, loss_cls: 5.1857, loss: 5.1857 +2025-06-09 15:40:13,907 - pyskl - INFO - Epoch [6][1700/3940] lr: 2.492e-02, eta: 2 days, 22:58:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9056, loss_cls: 5.0207, loss: 5.0207 +2025-06-09 15:40:58,399 - pyskl - INFO - Epoch [6][1800/3940] lr: 2.492e-02, eta: 2 days, 22:57:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6456, top5_acc: 0.9012, loss_cls: 5.0885, loss: 5.0885 +2025-06-09 15:41:43,077 - pyskl - INFO - Epoch [6][1900/3940] lr: 2.492e-02, eta: 2 days, 22:56:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6444, top5_acc: 0.9000, loss_cls: 5.1932, loss: 5.1932 +2025-06-09 15:42:27,630 - pyskl - INFO - Epoch [6][2000/3940] lr: 2.492e-02, eta: 2 days, 22:55:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6575, top5_acc: 0.9094, loss_cls: 5.1069, loss: 5.1069 +2025-06-09 15:43:12,128 - pyskl - INFO - Epoch [6][2100/3940] lr: 2.492e-02, eta: 2 days, 22:54:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6519, top5_acc: 0.9137, loss_cls: 5.1004, loss: 5.1004 +2025-06-09 15:43:56,702 - pyskl - INFO - Epoch [6][2200/3940] lr: 2.492e-02, eta: 2 days, 22:53:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6587, top5_acc: 0.9050, loss_cls: 5.0584, loss: 5.0584 +2025-06-09 15:44:41,186 - pyskl - INFO - Epoch [6][2300/3940] lr: 2.491e-02, eta: 2 days, 22:52:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6550, top5_acc: 0.9031, loss_cls: 5.2116, loss: 5.2116 +2025-06-09 15:45:25,711 - pyskl - INFO - Epoch [6][2400/3940] lr: 2.491e-02, eta: 2 days, 22:52:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6244, top5_acc: 0.8906, loss_cls: 5.3219, loss: 5.3219 +2025-06-09 15:46:10,250 - pyskl - INFO - Epoch [6][2500/3940] lr: 2.491e-02, eta: 2 days, 22:51:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.9044, loss_cls: 5.1041, loss: 5.1041 +2025-06-09 15:46:54,774 - pyskl - INFO - Epoch [6][2600/3940] lr: 2.491e-02, eta: 2 days, 22:50:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6475, top5_acc: 0.9012, loss_cls: 5.1477, loss: 5.1477 +2025-06-09 15:47:39,238 - pyskl - INFO - Epoch [6][2700/3940] lr: 2.491e-02, eta: 2 days, 22:49:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6369, top5_acc: 0.9006, loss_cls: 5.1025, loss: 5.1025 +2025-06-09 15:48:23,785 - pyskl - INFO - Epoch [6][2800/3940] lr: 2.491e-02, eta: 2 days, 22:48:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6656, top5_acc: 0.9031, loss_cls: 5.0437, loss: 5.0437 +2025-06-09 15:49:08,290 - pyskl - INFO - Epoch [6][2900/3940] lr: 2.491e-02, eta: 2 days, 22:47:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9213, loss_cls: 4.8906, loss: 4.8906 +2025-06-09 15:49:52,764 - pyskl - INFO - Epoch [6][3000/3940] lr: 2.491e-02, eta: 2 days, 22:46:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9062, loss_cls: 5.0667, loss: 5.0667 +2025-06-09 15:50:37,193 - pyskl - INFO - Epoch [6][3100/3940] lr: 2.491e-02, eta: 2 days, 22:45:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6656, top5_acc: 0.9106, loss_cls: 5.0111, loss: 5.0111 +2025-06-09 15:51:21,653 - pyskl - INFO - Epoch [6][3200/3940] lr: 2.491e-02, eta: 2 days, 22:44:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9000, loss_cls: 5.0474, loss: 5.0474 +2025-06-09 15:52:06,171 - pyskl - INFO - Epoch [6][3300/3940] lr: 2.491e-02, eta: 2 days, 22:44:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6425, top5_acc: 0.9031, loss_cls: 5.1801, loss: 5.1801 +2025-06-09 15:52:50,690 - pyskl - INFO - Epoch [6][3400/3940] lr: 2.491e-02, eta: 2 days, 22:43:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6550, top5_acc: 0.9038, loss_cls: 5.0178, loss: 5.0178 +2025-06-09 15:53:35,247 - pyskl - INFO - Epoch [6][3500/3940] lr: 2.491e-02, eta: 2 days, 22:42:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6687, top5_acc: 0.9275, loss_cls: 4.9468, loss: 4.9468 +2025-06-09 15:54:20,179 - pyskl - INFO - Epoch [6][3600/3940] lr: 2.490e-02, eta: 2 days, 22:41:35, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6431, top5_acc: 0.8906, loss_cls: 5.2003, loss: 5.2003 +2025-06-09 15:55:04,889 - pyskl - INFO - Epoch [6][3700/3940] lr: 2.490e-02, eta: 2 days, 22:40:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6500, top5_acc: 0.8988, loss_cls: 5.1054, loss: 5.1054 +2025-06-09 15:55:49,524 - pyskl - INFO - Epoch [6][3800/3940] lr: 2.490e-02, eta: 2 days, 22:39:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6556, top5_acc: 0.9181, loss_cls: 5.0757, loss: 5.0757 +2025-06-09 15:56:34,106 - pyskl - INFO - Epoch [6][3900/3940] lr: 2.490e-02, eta: 2 days, 22:39:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.9075, loss_cls: 5.0398, loss: 5.0398 +2025-06-09 15:56:52,297 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-06-09 16:00:18,354 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 16:00:18,814 - pyskl - INFO - +top1_acc 0.5962 +top5_acc 0.8758 +2025-06-09 16:00:18,867 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_5.pth was removed +2025-06-09 16:00:19,897 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-06-09 16:00:19,899 - pyskl - INFO - Best top1_acc is 0.5962 at 6 epoch. +2025-06-09 16:00:19,917 - pyskl - INFO - Epoch(val) [6][3183] top1_acc: 0.5962, top5_acc: 0.8758 +2025-06-09 16:01:29,189 - pyskl - INFO - Epoch [7][100/3940] lr: 2.490e-02, eta: 2 days, 22:40:40, time: 0.693, data_time: 0.248, memory: 13268, top1_acc: 0.6575, top5_acc: 0.9125, loss_cls: 5.0671, loss: 5.0671 +2025-06-09 16:02:13,695 - pyskl - INFO - Epoch [7][200/3940] lr: 2.490e-02, eta: 2 days, 22:39:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9119, loss_cls: 5.1016, loss: 5.1016 +2025-06-09 16:02:58,235 - pyskl - INFO - Epoch [7][300/3940] lr: 2.490e-02, eta: 2 days, 22:38:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6687, top5_acc: 0.9206, loss_cls: 4.8884, loss: 4.8884 +2025-06-09 16:03:42,812 - pyskl - INFO - Epoch [7][400/3940] lr: 2.490e-02, eta: 2 days, 22:38:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9131, loss_cls: 5.0679, loss: 5.0679 +2025-06-09 16:04:27,324 - pyskl - INFO - Epoch [7][500/3940] lr: 2.490e-02, eta: 2 days, 22:37:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9187, loss_cls: 4.9808, loss: 4.9808 +2025-06-09 16:05:11,867 - pyskl - INFO - Epoch [7][600/3940] lr: 2.490e-02, eta: 2 days, 22:36:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6519, top5_acc: 0.9119, loss_cls: 4.9604, loss: 4.9604 +2025-06-09 16:05:56,363 - pyskl - INFO - Epoch [7][700/3940] lr: 2.490e-02, eta: 2 days, 22:35:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9175, loss_cls: 4.8718, loss: 4.8718 +2025-06-09 16:06:40,824 - pyskl - INFO - Epoch [7][800/3940] lr: 2.489e-02, eta: 2 days, 22:34:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6631, top5_acc: 0.9250, loss_cls: 4.9988, loss: 4.9988 +2025-06-09 16:07:25,299 - pyskl - INFO - Epoch [7][900/3940] lr: 2.489e-02, eta: 2 days, 22:33:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6681, top5_acc: 0.9131, loss_cls: 5.0026, loss: 5.0026 +2025-06-09 16:08:09,843 - pyskl - INFO - Epoch [7][1000/3940] lr: 2.489e-02, eta: 2 days, 22:32:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6656, top5_acc: 0.9213, loss_cls: 4.9821, loss: 4.9821 +2025-06-09 16:08:54,362 - pyskl - INFO - Epoch [7][1100/3940] lr: 2.489e-02, eta: 2 days, 22:31:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6506, top5_acc: 0.8931, loss_cls: 5.0114, loss: 5.0114 +2025-06-09 16:09:38,889 - pyskl - INFO - Epoch [7][1200/3940] lr: 2.489e-02, eta: 2 days, 22:31:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9094, loss_cls: 5.0189, loss: 5.0189 +2025-06-09 16:10:23,410 - pyskl - INFO - Epoch [7][1300/3940] lr: 2.489e-02, eta: 2 days, 22:30:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6519, top5_acc: 0.9075, loss_cls: 5.1437, loss: 5.1437 +2025-06-09 16:11:08,030 - pyskl - INFO - Epoch [7][1400/3940] lr: 2.489e-02, eta: 2 days, 22:29:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9038, loss_cls: 5.1470, loss: 5.1470 +2025-06-09 16:11:52,562 - pyskl - INFO - Epoch [7][1500/3940] lr: 2.489e-02, eta: 2 days, 22:28:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9194, loss_cls: 4.9114, loss: 4.9114 +2025-06-09 16:12:37,171 - pyskl - INFO - Epoch [7][1600/3940] lr: 2.489e-02, eta: 2 days, 22:27:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9219, loss_cls: 4.9126, loss: 4.9126 +2025-06-09 16:13:21,781 - pyskl - INFO - Epoch [7][1700/3940] lr: 2.489e-02, eta: 2 days, 22:26:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6388, top5_acc: 0.9044, loss_cls: 5.1205, loss: 5.1205 +2025-06-09 16:14:06,413 - pyskl - INFO - Epoch [7][1800/3940] lr: 2.489e-02, eta: 2 days, 22:26:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9150, loss_cls: 5.0257, loss: 5.0257 +2025-06-09 16:14:51,055 - pyskl - INFO - Epoch [7][1900/3940] lr: 2.488e-02, eta: 2 days, 22:25:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9294, loss_cls: 4.9017, loss: 4.9017 +2025-06-09 16:15:35,753 - pyskl - INFO - Epoch [7][2000/3940] lr: 2.488e-02, eta: 2 days, 22:24:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9075, loss_cls: 5.0546, loss: 5.0546 +2025-06-09 16:16:20,398 - pyskl - INFO - Epoch [7][2100/3940] lr: 2.488e-02, eta: 2 days, 22:23:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9081, loss_cls: 5.0465, loss: 5.0465 +2025-06-09 16:17:04,916 - pyskl - INFO - Epoch [7][2200/3940] lr: 2.488e-02, eta: 2 days, 22:22:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9187, loss_cls: 4.9465, loss: 4.9465 +2025-06-09 16:17:49,392 - pyskl - INFO - Epoch [7][2300/3940] lr: 2.488e-02, eta: 2 days, 22:21:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9206, loss_cls: 4.8323, loss: 4.8323 +2025-06-09 16:18:33,926 - pyskl - INFO - Epoch [7][2400/3940] lr: 2.488e-02, eta: 2 days, 22:20:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9150, loss_cls: 4.9352, loss: 4.9352 +2025-06-09 16:19:18,451 - pyskl - INFO - Epoch [7][2500/3940] lr: 2.488e-02, eta: 2 days, 22:20:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6606, top5_acc: 0.9187, loss_cls: 4.9978, loss: 4.9978 +2025-06-09 16:20:03,006 - pyskl - INFO - Epoch [7][2600/3940] lr: 2.488e-02, eta: 2 days, 22:19:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9225, loss_cls: 4.8996, loss: 4.8996 +2025-06-09 16:20:47,518 - pyskl - INFO - Epoch [7][2700/3940] lr: 2.488e-02, eta: 2 days, 22:18:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9206, loss_cls: 4.8833, loss: 4.8833 +2025-06-09 16:21:32,071 - pyskl - INFO - Epoch [7][2800/3940] lr: 2.488e-02, eta: 2 days, 22:17:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6613, top5_acc: 0.9150, loss_cls: 4.9200, loss: 4.9200 +2025-06-09 16:22:16,547 - pyskl - INFO - Epoch [7][2900/3940] lr: 2.488e-02, eta: 2 days, 22:16:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6631, top5_acc: 0.9081, loss_cls: 4.9878, loss: 4.9878 +2025-06-09 16:23:01,062 - pyskl - INFO - Epoch [7][3000/3940] lr: 2.487e-02, eta: 2 days, 22:15:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9250, loss_cls: 4.9009, loss: 4.9009 +2025-06-09 16:23:45,594 - pyskl - INFO - Epoch [7][3100/3940] lr: 2.487e-02, eta: 2 days, 22:15:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9450, loss_cls: 4.7160, loss: 4.7160 +2025-06-09 16:24:30,187 - pyskl - INFO - Epoch [7][3200/3940] lr: 2.487e-02, eta: 2 days, 22:14:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9194, loss_cls: 4.7989, loss: 4.7989 +2025-06-09 16:25:14,877 - pyskl - INFO - Epoch [7][3300/3940] lr: 2.487e-02, eta: 2 days, 22:13:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9206, loss_cls: 5.0055, loss: 5.0055 +2025-06-09 16:25:59,454 - pyskl - INFO - Epoch [7][3400/3940] lr: 2.487e-02, eta: 2 days, 22:12:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9050, loss_cls: 4.8853, loss: 4.8853 +2025-06-09 16:26:43,992 - pyskl - INFO - Epoch [7][3500/3940] lr: 2.487e-02, eta: 2 days, 22:11:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9169, loss_cls: 4.9106, loss: 4.9106 +2025-06-09 16:27:28,784 - pyskl - INFO - Epoch [7][3600/3940] lr: 2.487e-02, eta: 2 days, 22:10:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9244, loss_cls: 4.8040, loss: 4.8040 +2025-06-09 16:28:13,574 - pyskl - INFO - Epoch [7][3700/3940] lr: 2.487e-02, eta: 2 days, 22:10:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6587, top5_acc: 0.9181, loss_cls: 5.0386, loss: 5.0386 +2025-06-09 16:28:58,532 - pyskl - INFO - Epoch [7][3800/3940] lr: 2.487e-02, eta: 2 days, 22:09:29, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9350, loss_cls: 4.8520, loss: 4.8520 +2025-06-09 16:29:43,141 - pyskl - INFO - Epoch [7][3900/3940] lr: 2.487e-02, eta: 2 days, 22:08:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9281, loss_cls: 4.9604, loss: 4.9604 +2025-06-09 16:30:01,379 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-06-09 16:33:29,376 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 16:33:29,911 - pyskl - INFO - +top1_acc 0.6211 +top5_acc 0.8799 +2025-06-09 16:33:29,967 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_6.pth was removed +2025-06-09 16:33:31,040 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-06-09 16:33:31,042 - pyskl - INFO - Best top1_acc is 0.6211 at 7 epoch. +2025-06-09 16:33:31,062 - pyskl - INFO - Epoch(val) [7][3183] top1_acc: 0.6211, top5_acc: 0.8799 +2025-06-09 16:34:40,133 - pyskl - INFO - Epoch [8][100/3940] lr: 2.486e-02, eta: 2 days, 22:09:46, time: 0.691, data_time: 0.246, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9187, loss_cls: 4.8452, loss: 4.8452 +2025-06-09 16:35:24,598 - pyskl - INFO - Epoch [8][200/3940] lr: 2.486e-02, eta: 2 days, 22:08:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9219, loss_cls: 4.7943, loss: 4.7943 +2025-06-09 16:36:09,082 - pyskl - INFO - Epoch [8][300/3940] lr: 2.486e-02, eta: 2 days, 22:08:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9125, loss_cls: 4.9275, loss: 4.9275 +2025-06-09 16:36:53,616 - pyskl - INFO - Epoch [8][400/3940] lr: 2.486e-02, eta: 2 days, 22:07:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9269, loss_cls: 4.7570, loss: 4.7570 +2025-06-09 16:37:38,101 - pyskl - INFO - Epoch [8][500/3940] lr: 2.486e-02, eta: 2 days, 22:06:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9181, loss_cls: 4.8544, loss: 4.8544 +2025-06-09 16:38:22,639 - pyskl - INFO - Epoch [8][600/3940] lr: 2.486e-02, eta: 2 days, 22:05:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9200, loss_cls: 4.8807, loss: 4.8807 +2025-06-09 16:39:07,092 - pyskl - INFO - Epoch [8][700/3940] lr: 2.486e-02, eta: 2 days, 22:04:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9231, loss_cls: 4.9563, loss: 4.9563 +2025-06-09 16:39:51,598 - pyskl - INFO - Epoch [8][800/3940] lr: 2.486e-02, eta: 2 days, 22:03:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9225, loss_cls: 4.8595, loss: 4.8595 +2025-06-09 16:40:36,138 - pyskl - INFO - Epoch [8][900/3940] lr: 2.486e-02, eta: 2 days, 22:02:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9175, loss_cls: 4.8550, loss: 4.8550 +2025-06-09 16:41:20,600 - pyskl - INFO - Epoch [8][1000/3940] lr: 2.486e-02, eta: 2 days, 22:02:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9200, loss_cls: 4.7870, loss: 4.7870 +2025-06-09 16:42:05,122 - pyskl - INFO - Epoch [8][1100/3940] lr: 2.486e-02, eta: 2 days, 22:01:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9231, loss_cls: 4.8722, loss: 4.8722 +2025-06-09 16:42:49,648 - pyskl - INFO - Epoch [8][1200/3940] lr: 2.485e-02, eta: 2 days, 22:00:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9256, loss_cls: 4.8924, loss: 4.8924 +2025-06-09 16:43:34,147 - pyskl - INFO - Epoch [8][1300/3940] lr: 2.485e-02, eta: 2 days, 21:59:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9175, loss_cls: 4.7839, loss: 4.7839 +2025-06-09 16:44:18,642 - pyskl - INFO - Epoch [8][1400/3940] lr: 2.485e-02, eta: 2 days, 21:58:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9225, loss_cls: 4.8969, loss: 4.8969 +2025-06-09 16:45:03,122 - pyskl - INFO - Epoch [8][1500/3940] lr: 2.485e-02, eta: 2 days, 21:57:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9206, loss_cls: 4.9627, loss: 4.9627 +2025-06-09 16:45:47,613 - pyskl - INFO - Epoch [8][1600/3940] lr: 2.485e-02, eta: 2 days, 21:56:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9175, loss_cls: 4.9393, loss: 4.9393 +2025-06-09 16:46:32,122 - pyskl - INFO - Epoch [8][1700/3940] lr: 2.485e-02, eta: 2 days, 21:56:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9231, loss_cls: 4.7145, loss: 4.7145 +2025-06-09 16:47:16,604 - pyskl - INFO - Epoch [8][1800/3940] lr: 2.485e-02, eta: 2 days, 21:55:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9306, loss_cls: 4.7688, loss: 4.7688 +2025-06-09 16:48:01,137 - pyskl - INFO - Epoch [8][1900/3940] lr: 2.485e-02, eta: 2 days, 21:54:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9144, loss_cls: 4.8398, loss: 4.8398 +2025-06-09 16:48:45,684 - pyskl - INFO - Epoch [8][2000/3940] lr: 2.485e-02, eta: 2 days, 21:53:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9194, loss_cls: 4.7931, loss: 4.7931 +2025-06-09 16:49:30,224 - pyskl - INFO - Epoch [8][2100/3940] lr: 2.484e-02, eta: 2 days, 21:52:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6700, top5_acc: 0.9100, loss_cls: 4.9959, loss: 4.9959 +2025-06-09 16:50:14,756 - pyskl - INFO - Epoch [8][2200/3940] lr: 2.484e-02, eta: 2 days, 21:51:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9306, loss_cls: 4.8065, loss: 4.8065 +2025-06-09 16:50:59,297 - pyskl - INFO - Epoch [8][2300/3940] lr: 2.484e-02, eta: 2 days, 21:51:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9156, loss_cls: 4.9258, loss: 4.9258 +2025-06-09 16:51:43,845 - pyskl - INFO - Epoch [8][2400/3940] lr: 2.484e-02, eta: 2 days, 21:50:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9131, loss_cls: 4.8900, loss: 4.8900 +2025-06-09 16:52:28,408 - pyskl - INFO - Epoch [8][2500/3940] lr: 2.484e-02, eta: 2 days, 21:49:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9244, loss_cls: 4.8021, loss: 4.8021 +2025-06-09 16:53:12,966 - pyskl - INFO - Epoch [8][2600/3940] lr: 2.484e-02, eta: 2 days, 21:48:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9237, loss_cls: 4.7892, loss: 4.7892 +2025-06-09 16:53:57,481 - pyskl - INFO - Epoch [8][2700/3940] lr: 2.484e-02, eta: 2 days, 21:47:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9319, loss_cls: 4.7385, loss: 4.7385 +2025-06-09 16:54:41,993 - pyskl - INFO - Epoch [8][2800/3940] lr: 2.484e-02, eta: 2 days, 21:46:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9281, loss_cls: 4.6905, loss: 4.6905 +2025-06-09 16:55:26,565 - pyskl - INFO - Epoch [8][2900/3940] lr: 2.484e-02, eta: 2 days, 21:46:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9263, loss_cls: 4.7229, loss: 4.7229 +2025-06-09 16:56:11,129 - pyskl - INFO - Epoch [8][3000/3940] lr: 2.484e-02, eta: 2 days, 21:45:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9269, loss_cls: 4.7934, loss: 4.7934 +2025-06-09 16:56:55,677 - pyskl - INFO - Epoch [8][3100/3940] lr: 2.483e-02, eta: 2 days, 21:44:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9256, loss_cls: 4.8111, loss: 4.8111 +2025-06-09 16:57:40,188 - pyskl - INFO - Epoch [8][3200/3940] lr: 2.483e-02, eta: 2 days, 21:43:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9131, loss_cls: 4.9184, loss: 4.9184 +2025-06-09 16:58:24,814 - pyskl - INFO - Epoch [8][3300/3940] lr: 2.483e-02, eta: 2 days, 21:42:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9263, loss_cls: 4.7049, loss: 4.7049 +2025-06-09 16:59:09,465 - pyskl - INFO - Epoch [8][3400/3940] lr: 2.483e-02, eta: 2 days, 21:41:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9150, loss_cls: 4.8423, loss: 4.8423 +2025-06-09 16:59:54,056 - pyskl - INFO - Epoch [8][3500/3940] lr: 2.483e-02, eta: 2 days, 21:41:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9294, loss_cls: 4.6897, loss: 4.6897 +2025-06-09 17:00:38,934 - pyskl - INFO - Epoch [8][3600/3940] lr: 2.483e-02, eta: 2 days, 21:40:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9231, loss_cls: 4.7928, loss: 4.7928 +2025-06-09 17:01:23,686 - pyskl - INFO - Epoch [8][3700/3940] lr: 2.483e-02, eta: 2 days, 21:39:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9194, loss_cls: 4.9011, loss: 4.9011 +2025-06-09 17:02:08,282 - pyskl - INFO - Epoch [8][3800/3940] lr: 2.483e-02, eta: 2 days, 21:38:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6750, top5_acc: 0.9269, loss_cls: 4.8338, loss: 4.8338 +2025-06-09 17:02:52,947 - pyskl - INFO - Epoch [8][3900/3940] lr: 2.483e-02, eta: 2 days, 21:38:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9294, loss_cls: 4.8029, loss: 4.8029 +2025-06-09 17:03:11,214 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-06-09 17:06:36,722 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 17:06:37,185 - pyskl - INFO - +top1_acc 0.6050 +top5_acc 0.8878 +2025-06-09 17:06:37,203 - pyskl - INFO - Epoch(val) [8][3183] top1_acc: 0.6050, top5_acc: 0.8878 +2025-06-09 17:07:45,954 - pyskl - INFO - Epoch [9][100/3940] lr: 2.482e-02, eta: 2 days, 21:38:49, time: 0.687, data_time: 0.242, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9281, loss_cls: 4.7959, loss: 4.7959 +2025-06-09 17:08:30,512 - pyskl - INFO - Epoch [9][200/3940] lr: 2.482e-02, eta: 2 days, 21:38:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9325, loss_cls: 4.5513, loss: 4.5513 +2025-06-09 17:09:15,143 - pyskl - INFO - Epoch [9][300/3940] lr: 2.482e-02, eta: 2 days, 21:37:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9306, loss_cls: 4.6905, loss: 4.6905 +2025-06-09 17:09:59,743 - pyskl - INFO - Epoch [9][400/3940] lr: 2.482e-02, eta: 2 days, 21:36:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9244, loss_cls: 4.7087, loss: 4.7087 +2025-06-09 17:10:44,401 - pyskl - INFO - Epoch [9][500/3940] lr: 2.482e-02, eta: 2 days, 21:35:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9150, loss_cls: 4.7850, loss: 4.7850 +2025-06-09 17:11:29,012 - pyskl - INFO - Epoch [9][600/3940] lr: 2.482e-02, eta: 2 days, 21:34:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9319, loss_cls: 4.6840, loss: 4.6840 +2025-06-09 17:12:13,562 - pyskl - INFO - Epoch [9][700/3940] lr: 2.482e-02, eta: 2 days, 21:33:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9225, loss_cls: 4.8862, loss: 4.8862 +2025-06-09 17:12:58,155 - pyskl - INFO - Epoch [9][800/3940] lr: 2.482e-02, eta: 2 days, 21:33:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9156, loss_cls: 4.7592, loss: 4.7592 +2025-06-09 17:13:42,729 - pyskl - INFO - Epoch [9][900/3940] lr: 2.481e-02, eta: 2 days, 21:32:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9275, loss_cls: 4.6970, loss: 4.6970 +2025-06-09 17:14:27,222 - pyskl - INFO - Epoch [9][1000/3940] lr: 2.481e-02, eta: 2 days, 21:31:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9175, loss_cls: 4.9177, loss: 4.9177 +2025-06-09 17:15:11,781 - pyskl - INFO - Epoch [9][1100/3940] lr: 2.481e-02, eta: 2 days, 21:30:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9319, loss_cls: 4.7609, loss: 4.7609 +2025-06-09 17:15:56,370 - pyskl - INFO - Epoch [9][1200/3940] lr: 2.481e-02, eta: 2 days, 21:29:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9356, loss_cls: 4.6594, loss: 4.6594 +2025-06-09 17:16:40,845 - pyskl - INFO - Epoch [9][1300/3940] lr: 2.481e-02, eta: 2 days, 21:29:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9294, loss_cls: 4.6786, loss: 4.6786 +2025-06-09 17:17:25,315 - pyskl - INFO - Epoch [9][1400/3940] lr: 2.481e-02, eta: 2 days, 21:28:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9325, loss_cls: 4.6982, loss: 4.6982 +2025-06-09 17:18:09,896 - pyskl - INFO - Epoch [9][1500/3940] lr: 2.481e-02, eta: 2 days, 21:27:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9231, loss_cls: 4.7548, loss: 4.7548 +2025-06-09 17:18:54,414 - pyskl - INFO - Epoch [9][1600/3940] lr: 2.481e-02, eta: 2 days, 21:26:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9131, loss_cls: 4.7903, loss: 4.7903 +2025-06-09 17:19:38,923 - pyskl - INFO - Epoch [9][1700/3940] lr: 2.481e-02, eta: 2 days, 21:25:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9106, loss_cls: 4.8332, loss: 4.8332 +2025-06-09 17:20:23,479 - pyskl - INFO - Epoch [9][1800/3940] lr: 2.480e-02, eta: 2 days, 21:24:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9287, loss_cls: 4.9068, loss: 4.9068 +2025-06-09 17:21:07,973 - pyskl - INFO - Epoch [9][1900/3940] lr: 2.480e-02, eta: 2 days, 21:24:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9269, loss_cls: 4.8465, loss: 4.8465 +2025-06-09 17:21:52,437 - pyskl - INFO - Epoch [9][2000/3940] lr: 2.480e-02, eta: 2 days, 21:23:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9194, loss_cls: 4.8793, loss: 4.8793 +2025-06-09 17:22:37,013 - pyskl - INFO - Epoch [9][2100/3940] lr: 2.480e-02, eta: 2 days, 21:22:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9356, loss_cls: 4.5952, loss: 4.5952 +2025-06-09 17:23:21,544 - pyskl - INFO - Epoch [9][2200/3940] lr: 2.480e-02, eta: 2 days, 21:21:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9294, loss_cls: 4.7123, loss: 4.7123 +2025-06-09 17:24:06,081 - pyskl - INFO - Epoch [9][2300/3940] lr: 2.480e-02, eta: 2 days, 21:20:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9381, loss_cls: 4.6721, loss: 4.6721 +2025-06-09 17:24:50,592 - pyskl - INFO - Epoch [9][2400/3940] lr: 2.480e-02, eta: 2 days, 21:19:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9181, loss_cls: 4.7897, loss: 4.7897 +2025-06-09 17:25:35,097 - pyskl - INFO - Epoch [9][2500/3940] lr: 2.480e-02, eta: 2 days, 21:19:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9287, loss_cls: 4.6043, loss: 4.6043 +2025-06-09 17:26:19,678 - pyskl - INFO - Epoch [9][2600/3940] lr: 2.479e-02, eta: 2 days, 21:18:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9169, loss_cls: 4.9125, loss: 4.9125 +2025-06-09 17:27:04,281 - pyskl - INFO - Epoch [9][2700/3940] lr: 2.479e-02, eta: 2 days, 21:17:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9294, loss_cls: 4.6000, loss: 4.6000 +2025-06-09 17:27:48,860 - pyskl - INFO - Epoch [9][2800/3940] lr: 2.479e-02, eta: 2 days, 21:16:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9169, loss_cls: 4.7845, loss: 4.7845 +2025-06-09 17:28:33,482 - pyskl - INFO - Epoch [9][2900/3940] lr: 2.479e-02, eta: 2 days, 21:15:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9225, loss_cls: 4.8304, loss: 4.8304 +2025-06-09 17:29:18,126 - pyskl - INFO - Epoch [9][3000/3940] lr: 2.479e-02, eta: 2 days, 21:15:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9275, loss_cls: 4.6436, loss: 4.6436 +2025-06-09 17:30:02,722 - pyskl - INFO - Epoch [9][3100/3940] lr: 2.479e-02, eta: 2 days, 21:14:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9287, loss_cls: 4.7878, loss: 4.7878 +2025-06-09 17:30:47,326 - pyskl - INFO - Epoch [9][3200/3940] lr: 2.479e-02, eta: 2 days, 21:13:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9356, loss_cls: 4.7891, loss: 4.7891 +2025-06-09 17:31:31,914 - pyskl - INFO - Epoch [9][3300/3940] lr: 2.479e-02, eta: 2 days, 21:12:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9181, loss_cls: 4.6637, loss: 4.6637 +2025-06-09 17:32:16,495 - pyskl - INFO - Epoch [9][3400/3940] lr: 2.479e-02, eta: 2 days, 21:11:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9325, loss_cls: 4.6476, loss: 4.6476 +2025-06-09 17:33:01,148 - pyskl - INFO - Epoch [9][3500/3940] lr: 2.478e-02, eta: 2 days, 21:11:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9237, loss_cls: 4.7629, loss: 4.7629 +2025-06-09 17:33:45,853 - pyskl - INFO - Epoch [9][3600/3940] lr: 2.478e-02, eta: 2 days, 21:10:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9344, loss_cls: 4.5967, loss: 4.5967 +2025-06-09 17:34:30,656 - pyskl - INFO - Epoch [9][3700/3940] lr: 2.478e-02, eta: 2 days, 21:09:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9200, loss_cls: 4.6485, loss: 4.6485 +2025-06-09 17:35:15,502 - pyskl - INFO - Epoch [9][3800/3940] lr: 2.478e-02, eta: 2 days, 21:08:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9331, loss_cls: 4.6673, loss: 4.6673 +2025-06-09 17:36:00,364 - pyskl - INFO - Epoch [9][3900/3940] lr: 2.478e-02, eta: 2 days, 21:08:07, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9175, loss_cls: 4.8541, loss: 4.8541 +2025-06-09 17:36:18,654 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-06-09 17:39:43,939 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 17:39:44,402 - pyskl - INFO - +top1_acc 0.6346 +top5_acc 0.9004 +2025-06-09 17:39:44,457 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_7.pth was removed +2025-06-09 17:39:45,466 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-06-09 17:39:45,467 - pyskl - INFO - Best top1_acc is 0.6346 at 9 epoch. +2025-06-09 17:39:45,487 - pyskl - INFO - Epoch(val) [9][3183] top1_acc: 0.6346, top5_acc: 0.9004 +2025-06-09 17:40:54,500 - pyskl - INFO - Epoch [10][100/3940] lr: 2.478e-02, eta: 2 days, 21:08:42, time: 0.690, data_time: 0.245, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9313, loss_cls: 4.7022, loss: 4.7022 +2025-06-09 17:41:39,106 - pyskl - INFO - Epoch [10][200/3940] lr: 2.478e-02, eta: 2 days, 21:07:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9325, loss_cls: 4.7331, loss: 4.7331 +2025-06-09 17:42:23,709 - pyskl - INFO - Epoch [10][300/3940] lr: 2.477e-02, eta: 2 days, 21:07:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9231, loss_cls: 4.7573, loss: 4.7573 +2025-06-09 17:43:08,239 - pyskl - INFO - Epoch [10][400/3940] lr: 2.477e-02, eta: 2 days, 21:06:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9294, loss_cls: 4.6852, loss: 4.6852 +2025-06-09 17:43:52,823 - pyskl - INFO - Epoch [10][500/3940] lr: 2.477e-02, eta: 2 days, 21:05:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9344, loss_cls: 4.6059, loss: 4.6059 +2025-06-09 17:44:37,424 - pyskl - INFO - Epoch [10][600/3940] lr: 2.477e-02, eta: 2 days, 21:04:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9463, loss_cls: 4.4052, loss: 4.4052 +2025-06-09 17:45:22,010 - pyskl - INFO - Epoch [10][700/3940] lr: 2.477e-02, eta: 2 days, 21:03:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9225, loss_cls: 4.7375, loss: 4.7375 +2025-06-09 17:46:06,553 - pyskl - INFO - Epoch [10][800/3940] lr: 2.477e-02, eta: 2 days, 21:03:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9350, loss_cls: 4.7162, loss: 4.7162 +2025-06-09 17:46:51,075 - pyskl - INFO - Epoch [10][900/3940] lr: 2.477e-02, eta: 2 days, 21:02:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9444, loss_cls: 4.6346, loss: 4.6346 +2025-06-09 17:47:35,601 - pyskl - INFO - Epoch [10][1000/3940] lr: 2.477e-02, eta: 2 days, 21:01:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9344, loss_cls: 4.7379, loss: 4.7379 +2025-06-09 17:48:20,113 - pyskl - INFO - Epoch [10][1100/3940] lr: 2.476e-02, eta: 2 days, 21:00:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9269, loss_cls: 4.7919, loss: 4.7919 +2025-06-09 17:49:04,647 - pyskl - INFO - Epoch [10][1200/3940] lr: 2.476e-02, eta: 2 days, 20:59:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9213, loss_cls: 4.5944, loss: 4.5944 +2025-06-09 17:49:49,181 - pyskl - INFO - Epoch [10][1300/3940] lr: 2.476e-02, eta: 2 days, 20:58:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9306, loss_cls: 4.6051, loss: 4.6051 +2025-06-09 17:50:33,707 - pyskl - INFO - Epoch [10][1400/3940] lr: 2.476e-02, eta: 2 days, 20:58:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9319, loss_cls: 4.6432, loss: 4.6432 +2025-06-09 17:51:18,295 - pyskl - INFO - Epoch [10][1500/3940] lr: 2.476e-02, eta: 2 days, 20:57:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9344, loss_cls: 4.6235, loss: 4.6235 +2025-06-09 17:52:02,783 - pyskl - INFO - Epoch [10][1600/3940] lr: 2.476e-02, eta: 2 days, 20:56:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9413, loss_cls: 4.4144, loss: 4.4144 +2025-06-09 17:52:47,283 - pyskl - INFO - Epoch [10][1700/3940] lr: 2.476e-02, eta: 2 days, 20:55:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9194, loss_cls: 4.6522, loss: 4.6522 +2025-06-09 17:53:31,804 - pyskl - INFO - Epoch [10][1800/3940] lr: 2.476e-02, eta: 2 days, 20:54:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9394, loss_cls: 4.6431, loss: 4.6431 +2025-06-09 17:54:16,372 - pyskl - INFO - Epoch [10][1900/3940] lr: 2.475e-02, eta: 2 days, 20:54:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9394, loss_cls: 4.6068, loss: 4.6068 +2025-06-09 17:55:00,901 - pyskl - INFO - Epoch [10][2000/3940] lr: 2.475e-02, eta: 2 days, 20:53:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9281, loss_cls: 4.7329, loss: 4.7329 +2025-06-09 17:55:45,463 - pyskl - INFO - Epoch [10][2100/3940] lr: 2.475e-02, eta: 2 days, 20:52:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9300, loss_cls: 4.5845, loss: 4.5845 +2025-06-09 17:56:30,036 - pyskl - INFO - Epoch [10][2200/3940] lr: 2.475e-02, eta: 2 days, 20:51:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9456, loss_cls: 4.4560, loss: 4.4560 +2025-06-09 17:57:14,603 - pyskl - INFO - Epoch [10][2300/3940] lr: 2.475e-02, eta: 2 days, 20:50:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9325, loss_cls: 4.7143, loss: 4.7143 +2025-06-09 17:57:59,157 - pyskl - INFO - Epoch [10][2400/3940] lr: 2.475e-02, eta: 2 days, 20:50:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9294, loss_cls: 4.6619, loss: 4.6619 +2025-06-09 17:58:43,657 - pyskl - INFO - Epoch [10][2500/3940] lr: 2.475e-02, eta: 2 days, 20:49:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9231, loss_cls: 4.6704, loss: 4.6704 +2025-06-09 17:59:28,177 - pyskl - INFO - Epoch [10][2600/3940] lr: 2.475e-02, eta: 2 days, 20:48:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9369, loss_cls: 4.6267, loss: 4.6267 +2025-06-09 18:00:12,717 - pyskl - INFO - Epoch [10][2700/3940] lr: 2.474e-02, eta: 2 days, 20:47:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9263, loss_cls: 4.7094, loss: 4.7094 +2025-06-09 18:00:57,246 - pyskl - INFO - Epoch [10][2800/3940] lr: 2.474e-02, eta: 2 days, 20:46:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9131, loss_cls: 4.6989, loss: 4.6989 +2025-06-09 18:01:41,826 - pyskl - INFO - Epoch [10][2900/3940] lr: 2.474e-02, eta: 2 days, 20:45:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9275, loss_cls: 4.6295, loss: 4.6295 +2025-06-09 18:02:26,366 - pyskl - INFO - Epoch [10][3000/3940] lr: 2.474e-02, eta: 2 days, 20:45:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9194, loss_cls: 4.7946, loss: 4.7946 +2025-06-09 18:03:10,888 - pyskl - INFO - Epoch [10][3100/3940] lr: 2.474e-02, eta: 2 days, 20:44:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9344, loss_cls: 4.6214, loss: 4.6214 +2025-06-09 18:03:55,511 - pyskl - INFO - Epoch [10][3200/3940] lr: 2.474e-02, eta: 2 days, 20:43:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9287, loss_cls: 4.6012, loss: 4.6012 +2025-06-09 18:04:40,122 - pyskl - INFO - Epoch [10][3300/3940] lr: 2.474e-02, eta: 2 days, 20:42:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9256, loss_cls: 4.7059, loss: 4.7059 +2025-06-09 18:05:24,704 - pyskl - INFO - Epoch [10][3400/3940] lr: 2.473e-02, eta: 2 days, 20:41:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9256, loss_cls: 4.6731, loss: 4.6731 +2025-06-09 18:06:09,240 - pyskl - INFO - Epoch [10][3500/3940] lr: 2.473e-02, eta: 2 days, 20:41:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9281, loss_cls: 4.6458, loss: 4.6458 +2025-06-09 18:06:53,759 - pyskl - INFO - Epoch [10][3600/3940] lr: 2.473e-02, eta: 2 days, 20:40:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9369, loss_cls: 4.4859, loss: 4.4859 +2025-06-09 18:07:38,147 - pyskl - INFO - Epoch [10][3700/3940] lr: 2.473e-02, eta: 2 days, 20:39:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9325, loss_cls: 4.5266, loss: 4.5266 +2025-06-09 18:08:22,640 - pyskl - INFO - Epoch [10][3800/3940] lr: 2.473e-02, eta: 2 days, 20:38:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9350, loss_cls: 4.5605, loss: 4.5605 +2025-06-09 18:09:07,045 - pyskl - INFO - Epoch [10][3900/3940] lr: 2.473e-02, eta: 2 days, 20:37:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9325, loss_cls: 4.5969, loss: 4.5969 +2025-06-09 18:09:25,073 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-06-09 18:26:56,166 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 18:26:56,628 - pyskl - INFO - +top1_acc 0.6633 +top5_acc 0.9140 +2025-06-09 18:26:56,685 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_9.pth was removed +2025-06-09 18:26:57,762 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2025-06-09 18:26:57,764 - pyskl - INFO - Best top1_acc is 0.6633 at 10 epoch. +2025-06-09 18:26:57,782 - pyskl - INFO - Epoch(val) [10][3183] top1_acc: 0.6633, top5_acc: 0.9140 +2025-06-09 18:28:07,419 - pyskl - INFO - Epoch [11][100/3940] lr: 2.473e-02, eta: 2 days, 20:38:27, time: 0.696, data_time: 0.250, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9275, loss_cls: 4.6850, loss: 4.6850 +2025-06-09 18:28:51,952 - pyskl - INFO - Epoch [11][200/3940] lr: 2.472e-02, eta: 2 days, 20:37:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9325, loss_cls: 4.7952, loss: 4.7952 +2025-06-09 18:29:36,453 - pyskl - INFO - Epoch [11][300/3940] lr: 2.472e-02, eta: 2 days, 20:36:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9356, loss_cls: 4.5975, loss: 4.5975 +2025-06-09 18:30:21,071 - pyskl - INFO - Epoch [11][400/3940] lr: 2.472e-02, eta: 2 days, 20:36:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9331, loss_cls: 4.5152, loss: 4.5152 +2025-06-09 18:31:05,400 - pyskl - INFO - Epoch [11][500/3940] lr: 2.472e-02, eta: 2 days, 20:35:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9306, loss_cls: 4.5361, loss: 4.5361 +2025-06-09 18:31:49,900 - pyskl - INFO - Epoch [11][600/3940] lr: 2.472e-02, eta: 2 days, 20:34:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9475, loss_cls: 4.4618, loss: 4.4618 +2025-06-09 18:32:34,484 - pyskl - INFO - Epoch [11][700/3940] lr: 2.472e-02, eta: 2 days, 20:33:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9444, loss_cls: 4.5678, loss: 4.5678 +2025-06-09 18:33:19,037 - pyskl - INFO - Epoch [11][800/3940] lr: 2.472e-02, eta: 2 days, 20:32:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9444, loss_cls: 4.4813, loss: 4.4813 +2025-06-09 18:34:03,602 - pyskl - INFO - Epoch [11][900/3940] lr: 2.471e-02, eta: 2 days, 20:31:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9294, loss_cls: 4.6314, loss: 4.6314 +2025-06-09 18:34:48,111 - pyskl - INFO - Epoch [11][1000/3940] lr: 2.471e-02, eta: 2 days, 20:31:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9337, loss_cls: 4.6645, loss: 4.6645 +2025-06-09 18:35:32,677 - pyskl - INFO - Epoch [11][1100/3940] lr: 2.471e-02, eta: 2 days, 20:30:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9287, loss_cls: 4.4961, loss: 4.4961 +2025-06-09 18:36:17,264 - pyskl - INFO - Epoch [11][1200/3940] lr: 2.471e-02, eta: 2 days, 20:29:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9244, loss_cls: 4.5630, loss: 4.5630 +2025-06-09 18:37:01,727 - pyskl - INFO - Epoch [11][1300/3940] lr: 2.471e-02, eta: 2 days, 20:28:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9256, loss_cls: 4.5871, loss: 4.5871 +2025-06-09 18:37:46,312 - pyskl - INFO - Epoch [11][1400/3940] lr: 2.471e-02, eta: 2 days, 20:27:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9263, loss_cls: 4.6735, loss: 4.6735 +2025-06-09 18:38:30,899 - pyskl - INFO - Epoch [11][1500/3940] lr: 2.471e-02, eta: 2 days, 20:27:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9375, loss_cls: 4.4736, loss: 4.4736 +2025-06-09 18:39:15,588 - pyskl - INFO - Epoch [11][1600/3940] lr: 2.470e-02, eta: 2 days, 20:26:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9250, loss_cls: 4.7099, loss: 4.7099 +2025-06-09 18:40:00,115 - pyskl - INFO - Epoch [11][1700/3940] lr: 2.470e-02, eta: 2 days, 20:25:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9375, loss_cls: 4.5858, loss: 4.5858 +2025-06-09 18:40:44,638 - pyskl - INFO - Epoch [11][1800/3940] lr: 2.470e-02, eta: 2 days, 20:24:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9394, loss_cls: 4.6549, loss: 4.6549 +2025-06-09 18:41:29,191 - pyskl - INFO - Epoch [11][1900/3940] lr: 2.470e-02, eta: 2 days, 20:23:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9269, loss_cls: 4.7714, loss: 4.7714 +2025-06-09 18:42:13,756 - pyskl - INFO - Epoch [11][2000/3940] lr: 2.470e-02, eta: 2 days, 20:23:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9281, loss_cls: 4.6167, loss: 4.6167 +2025-06-09 18:42:58,283 - pyskl - INFO - Epoch [11][2100/3940] lr: 2.470e-02, eta: 2 days, 20:22:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9381, loss_cls: 4.5394, loss: 4.5394 +2025-06-09 18:43:42,778 - pyskl - INFO - Epoch [11][2200/3940] lr: 2.470e-02, eta: 2 days, 20:21:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9275, loss_cls: 4.5683, loss: 4.5683 +2025-06-09 18:44:27,269 - pyskl - INFO - Epoch [11][2300/3940] lr: 2.469e-02, eta: 2 days, 20:20:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9450, loss_cls: 4.5019, loss: 4.5019 +2025-06-09 18:45:11,704 - pyskl - INFO - Epoch [11][2400/3940] lr: 2.469e-02, eta: 2 days, 20:19:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9387, loss_cls: 4.5190, loss: 4.5190 +2025-06-09 18:45:56,145 - pyskl - INFO - Epoch [11][2500/3940] lr: 2.469e-02, eta: 2 days, 20:19:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9325, loss_cls: 4.4697, loss: 4.4697 +2025-06-09 18:46:40,611 - pyskl - INFO - Epoch [11][2600/3940] lr: 2.469e-02, eta: 2 days, 20:18:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9387, loss_cls: 4.3687, loss: 4.3687 +2025-06-09 18:47:25,079 - pyskl - INFO - Epoch [11][2700/3940] lr: 2.469e-02, eta: 2 days, 20:17:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9413, loss_cls: 4.6334, loss: 4.6334 +2025-06-09 18:48:09,491 - pyskl - INFO - Epoch [11][2800/3940] lr: 2.469e-02, eta: 2 days, 20:16:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9375, loss_cls: 4.4941, loss: 4.4941 +2025-06-09 18:48:53,969 - pyskl - INFO - Epoch [11][2900/3940] lr: 2.469e-02, eta: 2 days, 20:15:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9394, loss_cls: 4.6060, loss: 4.6060 +2025-06-09 18:49:38,497 - pyskl - INFO - Epoch [11][3000/3940] lr: 2.468e-02, eta: 2 days, 20:15:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9344, loss_cls: 4.6688, loss: 4.6688 +2025-06-09 18:50:22,937 - pyskl - INFO - Epoch [11][3100/3940] lr: 2.468e-02, eta: 2 days, 20:14:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9463, loss_cls: 4.4594, loss: 4.4594 +2025-06-09 18:51:07,389 - pyskl - INFO - Epoch [11][3200/3940] lr: 2.468e-02, eta: 2 days, 20:13:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9400, loss_cls: 4.4624, loss: 4.4624 +2025-06-09 18:51:51,897 - pyskl - INFO - Epoch [11][3300/3940] lr: 2.468e-02, eta: 2 days, 20:12:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9275, loss_cls: 4.6375, loss: 4.6375 +2025-06-09 18:52:36,377 - pyskl - INFO - Epoch [11][3400/3940] lr: 2.468e-02, eta: 2 days, 20:11:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9369, loss_cls: 4.5012, loss: 4.5012 +2025-06-09 18:53:20,936 - pyskl - INFO - Epoch [11][3500/3940] lr: 2.468e-02, eta: 2 days, 20:10:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9350, loss_cls: 4.4826, loss: 4.4826 +2025-06-09 18:54:05,552 - pyskl - INFO - Epoch [11][3600/3940] lr: 2.467e-02, eta: 2 days, 20:10:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9300, loss_cls: 4.4728, loss: 4.4728 +2025-06-09 18:54:50,303 - pyskl - INFO - Epoch [11][3700/3940] lr: 2.467e-02, eta: 2 days, 20:09:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9363, loss_cls: 4.6059, loss: 4.6059 +2025-06-09 18:55:34,891 - pyskl - INFO - Epoch [11][3800/3940] lr: 2.467e-02, eta: 2 days, 20:08:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9194, loss_cls: 4.7694, loss: 4.7694 +2025-06-09 18:56:19,554 - pyskl - INFO - Epoch [11][3900/3940] lr: 2.467e-02, eta: 2 days, 20:07:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9450, loss_cls: 4.4446, loss: 4.4446 +2025-06-09 18:56:37,861 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-06-09 19:00:06,289 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 19:00:06,751 - pyskl - INFO - +top1_acc 0.6275 +top5_acc 0.8953 +2025-06-09 19:00:06,768 - pyskl - INFO - Epoch(val) [11][3183] top1_acc: 0.6275, top5_acc: 0.8953 +2025-06-09 19:01:15,846 - pyskl - INFO - Epoch [12][100/3940] lr: 2.467e-02, eta: 2 days, 20:08:09, time: 0.691, data_time: 0.246, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9275, loss_cls: 4.6190, loss: 4.6190 +2025-06-09 19:02:00,272 - pyskl - INFO - Epoch [12][200/3940] lr: 2.467e-02, eta: 2 days, 20:07:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9419, loss_cls: 4.5996, loss: 4.5996 +2025-06-09 19:02:44,803 - pyskl - INFO - Epoch [12][300/3940] lr: 2.467e-02, eta: 2 days, 20:06:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9481, loss_cls: 4.2909, loss: 4.2909 +2025-06-09 19:03:29,218 - pyskl - INFO - Epoch [12][400/3940] lr: 2.466e-02, eta: 2 days, 20:05:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9463, loss_cls: 4.5665, loss: 4.5665 +2025-06-09 19:04:13,626 - pyskl - INFO - Epoch [12][500/3940] lr: 2.466e-02, eta: 2 days, 20:04:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9475, loss_cls: 4.4207, loss: 4.4207 +2025-06-09 19:04:58,085 - pyskl - INFO - Epoch [12][600/3940] lr: 2.466e-02, eta: 2 days, 20:04:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9419, loss_cls: 4.5375, loss: 4.5375 +2025-06-09 19:05:42,706 - pyskl - INFO - Epoch [12][700/3940] lr: 2.466e-02, eta: 2 days, 20:03:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9313, loss_cls: 4.4320, loss: 4.4320 +2025-06-09 19:06:27,379 - pyskl - INFO - Epoch [12][800/3940] lr: 2.466e-02, eta: 2 days, 20:02:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9425, loss_cls: 4.5059, loss: 4.5059 +2025-06-09 19:07:12,021 - pyskl - INFO - Epoch [12][900/3940] lr: 2.466e-02, eta: 2 days, 20:01:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9406, loss_cls: 4.4979, loss: 4.4979 +2025-06-09 19:07:56,583 - pyskl - INFO - Epoch [12][1000/3940] lr: 2.465e-02, eta: 2 days, 20:00:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9350, loss_cls: 4.4791, loss: 4.4791 +2025-06-09 19:08:41,125 - pyskl - INFO - Epoch [12][1100/3940] lr: 2.465e-02, eta: 2 days, 20:00:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9337, loss_cls: 4.5551, loss: 4.5551 +2025-06-09 19:09:25,780 - pyskl - INFO - Epoch [12][1200/3940] lr: 2.465e-02, eta: 2 days, 19:59:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9269, loss_cls: 4.5613, loss: 4.5613 +2025-06-09 19:10:10,294 - pyskl - INFO - Epoch [12][1300/3940] lr: 2.465e-02, eta: 2 days, 19:58:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9337, loss_cls: 4.5055, loss: 4.5055 +2025-06-09 19:10:54,719 - pyskl - INFO - Epoch [12][1400/3940] lr: 2.465e-02, eta: 2 days, 19:57:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9319, loss_cls: 4.5667, loss: 4.5667 +2025-06-09 19:11:39,131 - pyskl - INFO - Epoch [12][1500/3940] lr: 2.465e-02, eta: 2 days, 19:56:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9337, loss_cls: 4.5985, loss: 4.5985 +2025-06-09 19:12:23,547 - pyskl - INFO - Epoch [12][1600/3940] lr: 2.465e-02, eta: 2 days, 19:56:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9431, loss_cls: 4.5221, loss: 4.5221 +2025-06-09 19:13:08,070 - pyskl - INFO - Epoch [12][1700/3940] lr: 2.464e-02, eta: 2 days, 19:55:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9337, loss_cls: 4.6147, loss: 4.6147 +2025-06-09 19:13:52,625 - pyskl - INFO - Epoch [12][1800/3940] lr: 2.464e-02, eta: 2 days, 19:54:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9331, loss_cls: 4.5839, loss: 4.5839 +2025-06-09 19:14:37,243 - pyskl - INFO - Epoch [12][1900/3940] lr: 2.464e-02, eta: 2 days, 19:53:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9237, loss_cls: 4.6320, loss: 4.6320 +2025-06-09 19:15:21,863 - pyskl - INFO - Epoch [12][2000/3940] lr: 2.464e-02, eta: 2 days, 19:52:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9381, loss_cls: 4.4297, loss: 4.4297 +2025-06-09 19:16:06,387 - pyskl - INFO - Epoch [12][2100/3940] lr: 2.464e-02, eta: 2 days, 19:52:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9350, loss_cls: 4.5451, loss: 4.5451 +2025-06-09 19:16:50,941 - pyskl - INFO - Epoch [12][2200/3940] lr: 2.464e-02, eta: 2 days, 19:51:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9431, loss_cls: 4.3161, loss: 4.3161 +2025-06-09 19:17:35,392 - pyskl - INFO - Epoch [12][2300/3940] lr: 2.463e-02, eta: 2 days, 19:50:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9350, loss_cls: 4.5653, loss: 4.5653 +2025-06-09 19:18:19,739 - pyskl - INFO - Epoch [12][2400/3940] lr: 2.463e-02, eta: 2 days, 19:49:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9500, loss_cls: 4.4467, loss: 4.4467 +2025-06-09 19:19:04,277 - pyskl - INFO - Epoch [12][2500/3940] lr: 2.463e-02, eta: 2 days, 19:48:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9281, loss_cls: 4.5679, loss: 4.5679 +2025-06-09 19:19:48,657 - pyskl - INFO - Epoch [12][2600/3940] lr: 2.463e-02, eta: 2 days, 19:48:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9394, loss_cls: 4.5038, loss: 4.5038 +2025-06-09 19:20:33,202 - pyskl - INFO - Epoch [12][2700/3940] lr: 2.463e-02, eta: 2 days, 19:47:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9281, loss_cls: 4.6891, loss: 4.6891 +2025-06-09 19:21:17,709 - pyskl - INFO - Epoch [12][2800/3940] lr: 2.463e-02, eta: 2 days, 19:46:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9256, loss_cls: 4.6369, loss: 4.6369 +2025-06-09 19:22:02,226 - pyskl - INFO - Epoch [12][2900/3940] lr: 2.462e-02, eta: 2 days, 19:45:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9375, loss_cls: 4.5902, loss: 4.5902 +2025-06-09 19:22:46,765 - pyskl - INFO - Epoch [12][3000/3940] lr: 2.462e-02, eta: 2 days, 19:44:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9419, loss_cls: 4.4115, loss: 4.4115 +2025-06-09 19:23:31,265 - pyskl - INFO - Epoch [12][3100/3940] lr: 2.462e-02, eta: 2 days, 19:44:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9269, loss_cls: 4.5406, loss: 4.5406 +2025-06-09 19:24:15,774 - pyskl - INFO - Epoch [12][3200/3940] lr: 2.462e-02, eta: 2 days, 19:43:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9437, loss_cls: 4.4290, loss: 4.4290 +2025-06-09 19:25:00,340 - pyskl - INFO - Epoch [12][3300/3940] lr: 2.462e-02, eta: 2 days, 19:42:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9394, loss_cls: 4.5181, loss: 4.5181 +2025-06-09 19:25:44,830 - pyskl - INFO - Epoch [12][3400/3940] lr: 2.462e-02, eta: 2 days, 19:41:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9375, loss_cls: 4.3632, loss: 4.3632 +2025-06-09 19:26:29,090 - pyskl - INFO - Epoch [12][3500/3940] lr: 2.461e-02, eta: 2 days, 19:40:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9300, loss_cls: 4.5192, loss: 4.5192 +2025-06-09 19:27:13,600 - pyskl - INFO - Epoch [12][3600/3940] lr: 2.461e-02, eta: 2 days, 19:40:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9406, loss_cls: 4.4035, loss: 4.4035 +2025-06-09 19:27:58,289 - pyskl - INFO - Epoch [12][3700/3940] lr: 2.461e-02, eta: 2 days, 19:39:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9331, loss_cls: 4.5163, loss: 4.5163 +2025-06-09 19:28:43,140 - pyskl - INFO - Epoch [12][3800/3940] lr: 2.461e-02, eta: 2 days, 19:38:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9406, loss_cls: 4.5533, loss: 4.5533 +2025-06-09 19:29:27,806 - pyskl - INFO - Epoch [12][3900/3940] lr: 2.461e-02, eta: 2 days, 19:37:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9363, loss_cls: 4.4862, loss: 4.4862 +2025-06-09 19:29:46,085 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-06-09 19:33:14,595 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 19:33:15,156 - pyskl - INFO - +top1_acc 0.6508 +top5_acc 0.9103 +2025-06-09 19:33:15,172 - pyskl - INFO - Epoch(val) [12][3183] top1_acc: 0.6508, top5_acc: 0.9103 +2025-06-09 19:34:24,761 - pyskl - INFO - Epoch [13][100/3940] lr: 2.461e-02, eta: 2 days, 19:38:04, time: 0.696, data_time: 0.249, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9494, loss_cls: 4.6117, loss: 4.6117 +2025-06-09 19:35:09,361 - pyskl - INFO - Epoch [13][200/3940] lr: 2.460e-02, eta: 2 days, 19:37:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9506, loss_cls: 4.4317, loss: 4.4317 +2025-06-09 19:35:53,930 - pyskl - INFO - Epoch [13][300/3940] lr: 2.460e-02, eta: 2 days, 19:36:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9337, loss_cls: 4.6082, loss: 4.6082 +2025-06-09 19:36:38,584 - pyskl - INFO - Epoch [13][400/3940] lr: 2.460e-02, eta: 2 days, 19:35:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9444, loss_cls: 4.3354, loss: 4.3354 +2025-06-09 19:37:23,286 - pyskl - INFO - Epoch [13][500/3940] lr: 2.460e-02, eta: 2 days, 19:34:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9375, loss_cls: 4.5849, loss: 4.5849 +2025-06-09 19:38:07,901 - pyskl - INFO - Epoch [13][600/3940] lr: 2.460e-02, eta: 2 days, 19:34:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9444, loss_cls: 4.4041, loss: 4.4041 +2025-06-09 19:38:52,434 - pyskl - INFO - Epoch [13][700/3940] lr: 2.460e-02, eta: 2 days, 19:33:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9381, loss_cls: 4.5385, loss: 4.5385 +2025-06-09 19:39:37,030 - pyskl - INFO - Epoch [13][800/3940] lr: 2.459e-02, eta: 2 days, 19:32:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9369, loss_cls: 4.5577, loss: 4.5577 +2025-06-09 19:40:21,660 - pyskl - INFO - Epoch [13][900/3940] lr: 2.459e-02, eta: 2 days, 19:31:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9275, loss_cls: 4.5198, loss: 4.5198 +2025-06-09 19:41:06,254 - pyskl - INFO - Epoch [13][1000/3940] lr: 2.459e-02, eta: 2 days, 19:31:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9387, loss_cls: 4.5029, loss: 4.5029 +2025-06-09 19:41:50,733 - pyskl - INFO - Epoch [13][1100/3940] lr: 2.459e-02, eta: 2 days, 19:30:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9394, loss_cls: 4.4465, loss: 4.4465 +2025-06-09 19:42:35,217 - pyskl - INFO - Epoch [13][1200/3940] lr: 2.459e-02, eta: 2 days, 19:29:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9413, loss_cls: 4.4620, loss: 4.4620 +2025-06-09 19:43:19,705 - pyskl - INFO - Epoch [13][1300/3940] lr: 2.459e-02, eta: 2 days, 19:28:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9419, loss_cls: 4.5301, loss: 4.5301 +2025-06-09 19:44:04,152 - pyskl - INFO - Epoch [13][1400/3940] lr: 2.458e-02, eta: 2 days, 19:27:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9463, loss_cls: 4.3909, loss: 4.3909 +2025-06-09 19:44:48,676 - pyskl - INFO - Epoch [13][1500/3940] lr: 2.458e-02, eta: 2 days, 19:27:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9244, loss_cls: 4.6689, loss: 4.6689 +2025-06-09 19:45:33,130 - pyskl - INFO - Epoch [13][1600/3940] lr: 2.458e-02, eta: 2 days, 19:26:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9300, loss_cls: 4.5401, loss: 4.5401 +2025-06-09 19:46:17,637 - pyskl - INFO - Epoch [13][1700/3940] lr: 2.458e-02, eta: 2 days, 19:25:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9387, loss_cls: 4.4884, loss: 4.4884 +2025-06-09 19:47:02,130 - pyskl - INFO - Epoch [13][1800/3940] lr: 2.458e-02, eta: 2 days, 19:24:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9356, loss_cls: 4.5077, loss: 4.5077 +2025-06-09 19:47:46,991 - pyskl - INFO - Epoch [13][1900/3940] lr: 2.458e-02, eta: 2 days, 19:23:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9337, loss_cls: 4.5470, loss: 4.5470 +2025-06-09 19:48:31,442 - pyskl - INFO - Epoch [13][2000/3940] lr: 2.457e-02, eta: 2 days, 19:23:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9425, loss_cls: 4.4635, loss: 4.4635 +2025-06-09 19:49:15,897 - pyskl - INFO - Epoch [13][2100/3940] lr: 2.457e-02, eta: 2 days, 19:22:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9487, loss_cls: 4.3541, loss: 4.3541 +2025-06-09 19:50:00,380 - pyskl - INFO - Epoch [13][2200/3940] lr: 2.457e-02, eta: 2 days, 19:21:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9481, loss_cls: 4.5082, loss: 4.5082 +2025-06-09 19:50:44,840 - pyskl - INFO - Epoch [13][2300/3940] lr: 2.457e-02, eta: 2 days, 19:20:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9431, loss_cls: 4.4466, loss: 4.4466 +2025-06-09 19:51:29,405 - pyskl - INFO - Epoch [13][2400/3940] lr: 2.457e-02, eta: 2 days, 19:19:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9506, loss_cls: 4.3746, loss: 4.3746 +2025-06-09 19:52:13,916 - pyskl - INFO - Epoch [13][2500/3940] lr: 2.456e-02, eta: 2 days, 19:19:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9337, loss_cls: 4.4904, loss: 4.4904 +2025-06-09 19:52:58,378 - pyskl - INFO - Epoch [13][2600/3940] lr: 2.456e-02, eta: 2 days, 19:18:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9275, loss_cls: 4.5549, loss: 4.5549 +2025-06-09 19:53:42,878 - pyskl - INFO - Epoch [13][2700/3940] lr: 2.456e-02, eta: 2 days, 19:17:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9406, loss_cls: 4.3074, loss: 4.3074 +2025-06-09 19:54:27,289 - pyskl - INFO - Epoch [13][2800/3940] lr: 2.456e-02, eta: 2 days, 19:16:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9469, loss_cls: 4.3601, loss: 4.3601 +2025-06-09 19:55:11,797 - pyskl - INFO - Epoch [13][2900/3940] lr: 2.456e-02, eta: 2 days, 19:15:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9413, loss_cls: 4.4326, loss: 4.4326 +2025-06-09 19:55:56,287 - pyskl - INFO - Epoch [13][3000/3940] lr: 2.456e-02, eta: 2 days, 19:15:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9431, loss_cls: 4.3655, loss: 4.3655 +2025-06-09 19:56:40,787 - pyskl - INFO - Epoch [13][3100/3940] lr: 2.455e-02, eta: 2 days, 19:14:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9506, loss_cls: 4.3589, loss: 4.3589 +2025-06-09 19:57:25,268 - pyskl - INFO - Epoch [13][3200/3940] lr: 2.455e-02, eta: 2 days, 19:13:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9363, loss_cls: 4.3791, loss: 4.3791 +2025-06-09 19:58:09,753 - pyskl - INFO - Epoch [13][3300/3940] lr: 2.455e-02, eta: 2 days, 19:12:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9400, loss_cls: 4.4091, loss: 4.4091 +2025-06-09 19:58:54,189 - pyskl - INFO - Epoch [13][3400/3940] lr: 2.455e-02, eta: 2 days, 19:11:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9344, loss_cls: 4.4475, loss: 4.4475 +2025-06-09 19:59:38,724 - pyskl - INFO - Epoch [13][3500/3940] lr: 2.455e-02, eta: 2 days, 19:11:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9356, loss_cls: 4.5105, loss: 4.5105 +2025-06-09 20:00:23,609 - pyskl - INFO - Epoch [13][3600/3940] lr: 2.455e-02, eta: 2 days, 19:10:23, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9400, loss_cls: 4.3059, loss: 4.3059 +2025-06-09 20:01:08,277 - pyskl - INFO - Epoch [13][3700/3940] lr: 2.454e-02, eta: 2 days, 19:09:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9300, loss_cls: 4.3519, loss: 4.3519 +2025-06-09 20:01:52,898 - pyskl - INFO - Epoch [13][3800/3940] lr: 2.454e-02, eta: 2 days, 19:08:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9350, loss_cls: 4.4295, loss: 4.4295 +2025-06-09 20:02:37,443 - pyskl - INFO - Epoch [13][3900/3940] lr: 2.454e-02, eta: 2 days, 19:08:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9450, loss_cls: 4.4764, loss: 4.4764 +2025-06-09 20:02:55,601 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-06-09 20:06:23,285 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 20:06:23,929 - pyskl - INFO - +top1_acc 0.5793 +top5_acc 0.8706 +2025-06-09 20:06:23,946 - pyskl - INFO - Epoch(val) [13][3183] top1_acc: 0.5793, top5_acc: 0.8706 +2025-06-09 20:07:33,509 - pyskl - INFO - Epoch [14][100/3940] lr: 2.454e-02, eta: 2 days, 19:08:13, time: 0.696, data_time: 0.247, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9500, loss_cls: 4.4134, loss: 4.4134 +2025-06-09 20:08:18,194 - pyskl - INFO - Epoch [14][200/3940] lr: 2.454e-02, eta: 2 days, 19:07:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9500, loss_cls: 4.4269, loss: 4.4269 +2025-06-09 20:09:02,798 - pyskl - INFO - Epoch [14][300/3940] lr: 2.453e-02, eta: 2 days, 19:06:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9387, loss_cls: 4.3474, loss: 4.3474 +2025-06-09 20:09:47,406 - pyskl - INFO - Epoch [14][400/3940] lr: 2.453e-02, eta: 2 days, 19:05:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9475, loss_cls: 4.3846, loss: 4.3846 +2025-06-09 20:10:32,114 - pyskl - INFO - Epoch [14][500/3940] lr: 2.453e-02, eta: 2 days, 19:05:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9425, loss_cls: 4.2504, loss: 4.2504 +2025-06-09 20:11:16,789 - pyskl - INFO - Epoch [14][600/3940] lr: 2.453e-02, eta: 2 days, 19:04:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9463, loss_cls: 4.5724, loss: 4.5724 +2025-06-09 20:12:01,442 - pyskl - INFO - Epoch [14][700/3940] lr: 2.453e-02, eta: 2 days, 19:03:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9356, loss_cls: 4.4982, loss: 4.4982 +2025-06-09 20:12:46,125 - pyskl - INFO - Epoch [14][800/3940] lr: 2.453e-02, eta: 2 days, 19:02:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9413, loss_cls: 4.2750, loss: 4.2750 +2025-06-09 20:13:30,693 - pyskl - INFO - Epoch [14][900/3940] lr: 2.452e-02, eta: 2 days, 19:02:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9481, loss_cls: 4.5026, loss: 4.5026 +2025-06-09 20:14:15,496 - pyskl - INFO - Epoch [14][1000/3940] lr: 2.452e-02, eta: 2 days, 19:01:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9394, loss_cls: 4.5018, loss: 4.5018 +2025-06-09 20:15:00,122 - pyskl - INFO - Epoch [14][1100/3940] lr: 2.452e-02, eta: 2 days, 19:00:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9350, loss_cls: 4.5369, loss: 4.5369 +2025-06-09 20:15:44,826 - pyskl - INFO - Epoch [14][1200/3940] lr: 2.452e-02, eta: 2 days, 18:59:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9363, loss_cls: 4.4280, loss: 4.4280 +2025-06-09 20:16:29,438 - pyskl - INFO - Epoch [14][1300/3940] lr: 2.452e-02, eta: 2 days, 18:59:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9450, loss_cls: 4.3599, loss: 4.3599 +2025-06-09 20:17:14,099 - pyskl - INFO - Epoch [14][1400/3940] lr: 2.451e-02, eta: 2 days, 18:58:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9431, loss_cls: 4.4463, loss: 4.4463 +2025-06-09 20:17:58,770 - pyskl - INFO - Epoch [14][1500/3940] lr: 2.451e-02, eta: 2 days, 18:57:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9413, loss_cls: 4.4492, loss: 4.4492 +2025-06-09 20:18:43,400 - pyskl - INFO - Epoch [14][1600/3940] lr: 2.451e-02, eta: 2 days, 18:56:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9469, loss_cls: 4.3033, loss: 4.3033 +2025-06-09 20:19:27,972 - pyskl - INFO - Epoch [14][1700/3940] lr: 2.451e-02, eta: 2 days, 18:55:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9331, loss_cls: 4.5720, loss: 4.5720 +2025-06-09 20:20:12,519 - pyskl - INFO - Epoch [14][1800/3940] lr: 2.451e-02, eta: 2 days, 18:55:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9487, loss_cls: 4.4211, loss: 4.4211 +2025-06-09 20:20:57,121 - pyskl - INFO - Epoch [14][1900/3940] lr: 2.450e-02, eta: 2 days, 18:54:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9387, loss_cls: 4.4947, loss: 4.4947 +2025-06-09 20:21:41,738 - pyskl - INFO - Epoch [14][2000/3940] lr: 2.450e-02, eta: 2 days, 18:53:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9313, loss_cls: 4.4730, loss: 4.4730 +2025-06-09 20:22:26,299 - pyskl - INFO - Epoch [14][2100/3940] lr: 2.450e-02, eta: 2 days, 18:52:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9331, loss_cls: 4.4551, loss: 4.4551 +2025-06-09 20:23:10,970 - pyskl - INFO - Epoch [14][2200/3940] lr: 2.450e-02, eta: 2 days, 18:52:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9344, loss_cls: 4.4270, loss: 4.4270 +2025-06-09 20:23:55,573 - pyskl - INFO - Epoch [14][2300/3940] lr: 2.450e-02, eta: 2 days, 18:51:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9425, loss_cls: 4.4975, loss: 4.4975 +2025-06-09 20:24:40,093 - pyskl - INFO - Epoch [14][2400/3940] lr: 2.450e-02, eta: 2 days, 18:50:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9319, loss_cls: 4.5257, loss: 4.5257 +2025-06-09 20:25:24,761 - pyskl - INFO - Epoch [14][2500/3940] lr: 2.449e-02, eta: 2 days, 18:49:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9413, loss_cls: 4.4113, loss: 4.4113 +2025-06-09 20:26:09,389 - pyskl - INFO - Epoch [14][2600/3940] lr: 2.449e-02, eta: 2 days, 18:48:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9300, loss_cls: 4.4933, loss: 4.4933 +2025-06-09 20:26:54,106 - pyskl - INFO - Epoch [14][2700/3940] lr: 2.449e-02, eta: 2 days, 18:48:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9425, loss_cls: 4.3605, loss: 4.3605 +2025-06-09 20:27:38,772 - pyskl - INFO - Epoch [14][2800/3940] lr: 2.449e-02, eta: 2 days, 18:47:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9431, loss_cls: 4.3506, loss: 4.3506 +2025-06-09 20:28:23,406 - pyskl - INFO - Epoch [14][2900/3940] lr: 2.449e-02, eta: 2 days, 18:46:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9400, loss_cls: 4.3865, loss: 4.3865 +2025-06-09 20:29:07,961 - pyskl - INFO - Epoch [14][3000/3940] lr: 2.448e-02, eta: 2 days, 18:45:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9300, loss_cls: 4.5364, loss: 4.5364 +2025-06-09 20:29:52,576 - pyskl - INFO - Epoch [14][3100/3940] lr: 2.448e-02, eta: 2 days, 18:45:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9394, loss_cls: 4.3695, loss: 4.3695 +2025-06-09 20:30:37,252 - pyskl - INFO - Epoch [14][3200/3940] lr: 2.448e-02, eta: 2 days, 18:44:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9381, loss_cls: 4.4771, loss: 4.4771 +2025-06-09 20:31:21,804 - pyskl - INFO - Epoch [14][3300/3940] lr: 2.448e-02, eta: 2 days, 18:43:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9431, loss_cls: 4.2946, loss: 4.2946 +2025-06-09 20:32:06,377 - pyskl - INFO - Epoch [14][3400/3940] lr: 2.448e-02, eta: 2 days, 18:42:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9350, loss_cls: 4.6456, loss: 4.6456 +2025-06-09 20:32:51,103 - pyskl - INFO - Epoch [14][3500/3940] lr: 2.447e-02, eta: 2 days, 18:42:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9406, loss_cls: 4.5061, loss: 4.5061 +2025-06-09 20:33:35,847 - pyskl - INFO - Epoch [14][3600/3940] lr: 2.447e-02, eta: 2 days, 18:41:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9375, loss_cls: 4.5363, loss: 4.5363 +2025-06-09 20:34:20,643 - pyskl - INFO - Epoch [14][3700/3940] lr: 2.447e-02, eta: 2 days, 18:40:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9513, loss_cls: 4.4178, loss: 4.4178 +2025-06-09 20:35:05,269 - pyskl - INFO - Epoch [14][3800/3940] lr: 2.447e-02, eta: 2 days, 18:39:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9413, loss_cls: 4.6141, loss: 4.6141 +2025-06-09 20:35:50,033 - pyskl - INFO - Epoch [14][3900/3940] lr: 2.447e-02, eta: 2 days, 18:39:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9450, loss_cls: 4.4522, loss: 4.4522 +2025-06-09 20:36:08,590 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-06-09 20:39:34,258 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 20:39:34,823 - pyskl - INFO - +top1_acc 0.6325 +top5_acc 0.8833 +2025-06-09 20:39:34,841 - pyskl - INFO - Epoch(val) [14][3183] top1_acc: 0.6325, top5_acc: 0.8833 +2025-06-09 20:40:44,421 - pyskl - INFO - Epoch [15][100/3940] lr: 2.446e-02, eta: 2 days, 18:39:04, time: 0.696, data_time: 0.248, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9456, loss_cls: 4.3847, loss: 4.3847 +2025-06-09 20:41:29,079 - pyskl - INFO - Epoch [15][200/3940] lr: 2.446e-02, eta: 2 days, 18:38:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9475, loss_cls: 4.3245, loss: 4.3245 +2025-06-09 20:42:13,690 - pyskl - INFO - Epoch [15][300/3940] lr: 2.446e-02, eta: 2 days, 18:37:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9413, loss_cls: 4.6045, loss: 4.6045 +2025-06-09 20:42:58,326 - pyskl - INFO - Epoch [15][400/3940] lr: 2.446e-02, eta: 2 days, 18:36:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9356, loss_cls: 4.5390, loss: 4.5390 +2025-06-09 20:43:43,028 - pyskl - INFO - Epoch [15][500/3940] lr: 2.446e-02, eta: 2 days, 18:35:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9406, loss_cls: 4.4708, loss: 4.4708 +2025-06-09 20:44:27,684 - pyskl - INFO - Epoch [15][600/3940] lr: 2.445e-02, eta: 2 days, 18:35:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9437, loss_cls: 4.4135, loss: 4.4135 +2025-06-09 20:45:12,354 - pyskl - INFO - Epoch [15][700/3940] lr: 2.445e-02, eta: 2 days, 18:34:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9356, loss_cls: 4.4256, loss: 4.4256 +2025-06-09 20:45:56,917 - pyskl - INFO - Epoch [15][800/3940] lr: 2.445e-02, eta: 2 days, 18:33:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9494, loss_cls: 4.2585, loss: 4.2585 +2025-06-09 20:46:41,482 - pyskl - INFO - Epoch [15][900/3940] lr: 2.445e-02, eta: 2 days, 18:32:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 4.2728, loss: 4.2728 +2025-06-09 20:47:26,093 - pyskl - INFO - Epoch [15][1000/3940] lr: 2.445e-02, eta: 2 days, 18:32:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9513, loss_cls: 4.2639, loss: 4.2639 +2025-06-09 20:48:10,802 - pyskl - INFO - Epoch [15][1100/3940] lr: 2.445e-02, eta: 2 days, 18:31:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9456, loss_cls: 4.3710, loss: 4.3710 +2025-06-09 20:48:55,426 - pyskl - INFO - Epoch [15][1200/3940] lr: 2.444e-02, eta: 2 days, 18:30:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9494, loss_cls: 4.2380, loss: 4.2380 +2025-06-09 20:49:40,089 - pyskl - INFO - Epoch [15][1300/3940] lr: 2.444e-02, eta: 2 days, 18:29:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9369, loss_cls: 4.3323, loss: 4.3323 +2025-06-09 20:50:24,694 - pyskl - INFO - Epoch [15][1400/3940] lr: 2.444e-02, eta: 2 days, 18:29:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9275, loss_cls: 4.5439, loss: 4.5439 +2025-06-09 20:51:09,232 - pyskl - INFO - Epoch [15][1500/3940] lr: 2.444e-02, eta: 2 days, 18:28:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9331, loss_cls: 4.5148, loss: 4.5148 +2025-06-09 20:51:53,704 - pyskl - INFO - Epoch [15][1600/3940] lr: 2.444e-02, eta: 2 days, 18:27:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9387, loss_cls: 4.4666, loss: 4.4666 +2025-06-09 20:52:38,221 - pyskl - INFO - Epoch [15][1700/3940] lr: 2.443e-02, eta: 2 days, 18:26:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9337, loss_cls: 4.4555, loss: 4.4555 +2025-06-09 20:53:22,702 - pyskl - INFO - Epoch [15][1800/3940] lr: 2.443e-02, eta: 2 days, 18:25:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9381, loss_cls: 4.4070, loss: 4.4070 +2025-06-09 20:54:07,234 - pyskl - INFO - Epoch [15][1900/3940] lr: 2.443e-02, eta: 2 days, 18:25:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9344, loss_cls: 4.4855, loss: 4.4855 +2025-06-09 20:54:51,719 - pyskl - INFO - Epoch [15][2000/3940] lr: 2.443e-02, eta: 2 days, 18:24:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9525, loss_cls: 4.3664, loss: 4.3664 +2025-06-09 20:55:36,343 - pyskl - INFO - Epoch [15][2100/3940] lr: 2.443e-02, eta: 2 days, 18:23:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9294, loss_cls: 4.5973, loss: 4.5973 +2025-06-09 20:56:20,938 - pyskl - INFO - Epoch [15][2200/3940] lr: 2.442e-02, eta: 2 days, 18:22:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9363, loss_cls: 4.2980, loss: 4.2980 +2025-06-09 20:57:05,586 - pyskl - INFO - Epoch [15][2300/3940] lr: 2.442e-02, eta: 2 days, 18:22:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9456, loss_cls: 4.3222, loss: 4.3222 +2025-06-09 20:57:50,186 - pyskl - INFO - Epoch [15][2400/3940] lr: 2.442e-02, eta: 2 days, 18:21:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9444, loss_cls: 4.4405, loss: 4.4405 +2025-06-09 20:58:34,718 - pyskl - INFO - Epoch [15][2500/3940] lr: 2.442e-02, eta: 2 days, 18:20:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9481, loss_cls: 4.3517, loss: 4.3517 +2025-06-09 20:59:19,181 - pyskl - INFO - Epoch [15][2600/3940] lr: 2.442e-02, eta: 2 days, 18:19:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9450, loss_cls: 4.4198, loss: 4.4198 +2025-06-09 21:00:03,616 - pyskl - INFO - Epoch [15][2700/3940] lr: 2.441e-02, eta: 2 days, 18:18:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9487, loss_cls: 4.3199, loss: 4.3199 +2025-06-09 21:00:48,064 - pyskl - INFO - Epoch [15][2800/3940] lr: 2.441e-02, eta: 2 days, 18:18:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9375, loss_cls: 4.4462, loss: 4.4462 +2025-06-09 21:01:32,526 - pyskl - INFO - Epoch [15][2900/3940] lr: 2.441e-02, eta: 2 days, 18:17:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9406, loss_cls: 4.3215, loss: 4.3215 +2025-06-09 21:02:16,975 - pyskl - INFO - Epoch [15][3000/3940] lr: 2.441e-02, eta: 2 days, 18:16:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9325, loss_cls: 4.4843, loss: 4.4843 +2025-06-09 21:03:01,496 - pyskl - INFO - Epoch [15][3100/3940] lr: 2.441e-02, eta: 2 days, 18:15:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9381, loss_cls: 4.3982, loss: 4.3982 +2025-06-09 21:03:46,028 - pyskl - INFO - Epoch [15][3200/3940] lr: 2.440e-02, eta: 2 days, 18:14:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9469, loss_cls: 4.3059, loss: 4.3059 +2025-06-09 21:04:30,589 - pyskl - INFO - Epoch [15][3300/3940] lr: 2.440e-02, eta: 2 days, 18:14:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9400, loss_cls: 4.4855, loss: 4.4855 +2025-06-09 21:05:15,143 - pyskl - INFO - Epoch [15][3400/3940] lr: 2.440e-02, eta: 2 days, 18:13:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9387, loss_cls: 4.4547, loss: 4.4547 +2025-06-09 21:06:00,097 - pyskl - INFO - Epoch [15][3500/3940] lr: 2.440e-02, eta: 2 days, 18:12:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9281, loss_cls: 4.4442, loss: 4.4442 +2025-06-09 21:06:44,815 - pyskl - INFO - Epoch [15][3600/3940] lr: 2.440e-02, eta: 2 days, 18:11:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9375, loss_cls: 4.4375, loss: 4.4375 +2025-06-09 21:07:29,434 - pyskl - INFO - Epoch [15][3700/3940] lr: 2.439e-02, eta: 2 days, 18:11:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9294, loss_cls: 4.5085, loss: 4.5085 +2025-06-09 21:08:14,026 - pyskl - INFO - Epoch [15][3800/3940] lr: 2.439e-02, eta: 2 days, 18:10:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9431, loss_cls: 4.3153, loss: 4.3153 +2025-06-09 21:08:58,563 - pyskl - INFO - Epoch [15][3900/3940] lr: 2.439e-02, eta: 2 days, 18:09:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9419, loss_cls: 4.5377, loss: 4.5377 +2025-06-09 21:09:16,663 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-06-09 21:27:42,443 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 21:27:42,946 - pyskl - INFO - +top1_acc 0.6304 +top5_acc 0.8952 +2025-06-09 21:27:42,963 - pyskl - INFO - Epoch(val) [15][3183] top1_acc: 0.6304, top5_acc: 0.8952 +2025-06-09 21:28:52,579 - pyskl - INFO - Epoch [16][100/3940] lr: 2.439e-02, eta: 2 days, 18:09:31, time: 0.696, data_time: 0.247, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9381, loss_cls: 4.4488, loss: 4.4488 +2025-06-09 21:29:37,590 - pyskl - INFO - Epoch [16][200/3940] lr: 2.438e-02, eta: 2 days, 18:08:48, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9387, loss_cls: 4.3576, loss: 4.3576 +2025-06-09 21:30:22,647 - pyskl - INFO - Epoch [16][300/3940] lr: 2.438e-02, eta: 2 days, 18:08:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9513, loss_cls: 4.3840, loss: 4.3840 +2025-06-09 21:31:07,451 - pyskl - INFO - Epoch [16][400/3940] lr: 2.438e-02, eta: 2 days, 18:07:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9381, loss_cls: 4.4801, loss: 4.4801 +2025-06-09 21:31:52,075 - pyskl - INFO - Epoch [16][500/3940] lr: 2.438e-02, eta: 2 days, 18:06:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9450, loss_cls: 4.4136, loss: 4.4136 +2025-06-09 21:32:36,759 - pyskl - INFO - Epoch [16][600/3940] lr: 2.438e-02, eta: 2 days, 18:05:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9456, loss_cls: 4.2786, loss: 4.2786 +2025-06-09 21:33:21,345 - pyskl - INFO - Epoch [16][700/3940] lr: 2.437e-02, eta: 2 days, 18:05:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9487, loss_cls: 4.2512, loss: 4.2512 +2025-06-09 21:34:06,253 - pyskl - INFO - Epoch [16][800/3940] lr: 2.437e-02, eta: 2 days, 18:04:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9456, loss_cls: 4.3895, loss: 4.3895 +2025-06-09 21:34:50,937 - pyskl - INFO - Epoch [16][900/3940] lr: 2.437e-02, eta: 2 days, 18:03:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9475, loss_cls: 4.3070, loss: 4.3070 +2025-06-09 21:35:35,614 - pyskl - INFO - Epoch [16][1000/3940] lr: 2.437e-02, eta: 2 days, 18:02:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9425, loss_cls: 4.3461, loss: 4.3461 +2025-06-09 21:36:20,234 - pyskl - INFO - Epoch [16][1100/3940] lr: 2.437e-02, eta: 2 days, 18:02:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9387, loss_cls: 4.4468, loss: 4.4468 +2025-06-09 21:37:04,801 - pyskl - INFO - Epoch [16][1200/3940] lr: 2.436e-02, eta: 2 days, 18:01:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9387, loss_cls: 4.3442, loss: 4.3442 +2025-06-09 21:37:49,338 - pyskl - INFO - Epoch [16][1300/3940] lr: 2.436e-02, eta: 2 days, 18:00:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9331, loss_cls: 4.4900, loss: 4.4900 +2025-06-09 21:38:33,856 - pyskl - INFO - Epoch [16][1400/3940] lr: 2.436e-02, eta: 2 days, 17:59:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9513, loss_cls: 4.4053, loss: 4.4053 +2025-06-09 21:39:18,298 - pyskl - INFO - Epoch [16][1500/3940] lr: 2.436e-02, eta: 2 days, 17:58:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9563, loss_cls: 4.2734, loss: 4.2734 +2025-06-09 21:40:02,937 - pyskl - INFO - Epoch [16][1600/3940] lr: 2.435e-02, eta: 2 days, 17:58:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9506, loss_cls: 4.3533, loss: 4.3533 +2025-06-09 21:40:47,582 - pyskl - INFO - Epoch [16][1700/3940] lr: 2.435e-02, eta: 2 days, 17:57:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9494, loss_cls: 4.3585, loss: 4.3585 +2025-06-09 21:41:32,114 - pyskl - INFO - Epoch [16][1800/3940] lr: 2.435e-02, eta: 2 days, 17:56:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9487, loss_cls: 4.3916, loss: 4.3916 +2025-06-09 21:42:16,725 - pyskl - INFO - Epoch [16][1900/3940] lr: 2.435e-02, eta: 2 days, 17:55:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9513, loss_cls: 4.1934, loss: 4.1934 +2025-06-09 21:43:01,232 - pyskl - INFO - Epoch [16][2000/3940] lr: 2.435e-02, eta: 2 days, 17:55:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9463, loss_cls: 4.4202, loss: 4.4202 +2025-06-09 21:43:45,729 - pyskl - INFO - Epoch [16][2100/3940] lr: 2.434e-02, eta: 2 days, 17:54:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9444, loss_cls: 4.3251, loss: 4.3251 +2025-06-09 21:44:30,291 - pyskl - INFO - Epoch [16][2200/3940] lr: 2.434e-02, eta: 2 days, 17:53:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9456, loss_cls: 4.2702, loss: 4.2702 +2025-06-09 21:45:14,782 - pyskl - INFO - Epoch [16][2300/3940] lr: 2.434e-02, eta: 2 days, 17:52:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9387, loss_cls: 4.3755, loss: 4.3755 +2025-06-09 21:45:59,306 - pyskl - INFO - Epoch [16][2400/3940] lr: 2.434e-02, eta: 2 days, 17:51:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9519, loss_cls: 4.3725, loss: 4.3725 +2025-06-09 21:46:43,726 - pyskl - INFO - Epoch [16][2500/3940] lr: 2.434e-02, eta: 2 days, 17:51:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9537, loss_cls: 4.3379, loss: 4.3379 +2025-06-09 21:47:28,161 - pyskl - INFO - Epoch [16][2600/3940] lr: 2.433e-02, eta: 2 days, 17:50:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9425, loss_cls: 4.4045, loss: 4.4045 +2025-06-09 21:48:12,617 - pyskl - INFO - Epoch [16][2700/3940] lr: 2.433e-02, eta: 2 days, 17:49:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9494, loss_cls: 4.1990, loss: 4.1990 +2025-06-09 21:48:57,036 - pyskl - INFO - Epoch [16][2800/3940] lr: 2.433e-02, eta: 2 days, 17:48:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9400, loss_cls: 4.4059, loss: 4.4059 +2025-06-09 21:49:41,501 - pyskl - INFO - Epoch [16][2900/3940] lr: 2.433e-02, eta: 2 days, 17:47:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9525, loss_cls: 4.2059, loss: 4.2059 +2025-06-09 21:50:26,001 - pyskl - INFO - Epoch [16][3000/3940] lr: 2.433e-02, eta: 2 days, 17:47:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9475, loss_cls: 4.3971, loss: 4.3971 +2025-06-09 21:51:10,556 - pyskl - INFO - Epoch [16][3100/3940] lr: 2.432e-02, eta: 2 days, 17:46:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9394, loss_cls: 4.4078, loss: 4.4078 +2025-06-09 21:51:55,093 - pyskl - INFO - Epoch [16][3200/3940] lr: 2.432e-02, eta: 2 days, 17:45:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9381, loss_cls: 4.5138, loss: 4.5138 +2025-06-09 21:52:39,815 - pyskl - INFO - Epoch [16][3300/3940] lr: 2.432e-02, eta: 2 days, 17:44:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9456, loss_cls: 4.3689, loss: 4.3689 +2025-06-09 21:53:24,404 - pyskl - INFO - Epoch [16][3400/3940] lr: 2.432e-02, eta: 2 days, 17:44:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9450, loss_cls: 4.2084, loss: 4.2084 +2025-06-09 21:54:09,049 - pyskl - INFO - Epoch [16][3500/3940] lr: 2.431e-02, eta: 2 days, 17:43:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9350, loss_cls: 4.5566, loss: 4.5566 +2025-06-09 21:54:53,676 - pyskl - INFO - Epoch [16][3600/3940] lr: 2.431e-02, eta: 2 days, 17:42:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9344, loss_cls: 4.3754, loss: 4.3754 +2025-06-09 21:55:38,509 - pyskl - INFO - Epoch [16][3700/3940] lr: 2.431e-02, eta: 2 days, 17:41:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9387, loss_cls: 4.4053, loss: 4.4053 +2025-06-09 21:56:23,300 - pyskl - INFO - Epoch [16][3800/3940] lr: 2.431e-02, eta: 2 days, 17:41:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9550, loss_cls: 4.2936, loss: 4.2936 +2025-06-09 21:57:07,962 - pyskl - INFO - Epoch [16][3900/3940] lr: 2.431e-02, eta: 2 days, 17:40:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9381, loss_cls: 4.4188, loss: 4.4188 +2025-06-09 21:57:26,202 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-06-09 22:00:51,324 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 22:00:51,863 - pyskl - INFO - +top1_acc 0.6781 +top5_acc 0.9135 +2025-06-09 22:00:51,914 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_10.pth was removed +2025-06-09 22:00:52,926 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2025-06-09 22:00:52,928 - pyskl - INFO - Best top1_acc is 0.6781 at 16 epoch. +2025-06-09 22:00:52,945 - pyskl - INFO - Epoch(val) [16][3183] top1_acc: 0.6781, top5_acc: 0.9135 +2025-06-09 22:02:02,260 - pyskl - INFO - Epoch [17][100/3940] lr: 2.430e-02, eta: 2 days, 17:40:08, time: 0.693, data_time: 0.248, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9525, loss_cls: 4.3049, loss: 4.3049 +2025-06-09 22:02:46,839 - pyskl - INFO - Epoch [17][200/3940] lr: 2.430e-02, eta: 2 days, 17:39:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9487, loss_cls: 4.2814, loss: 4.2814 +2025-06-09 22:03:31,451 - pyskl - INFO - Epoch [17][300/3940] lr: 2.430e-02, eta: 2 days, 17:38:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9437, loss_cls: 4.3773, loss: 4.3773 +2025-06-09 22:04:16,015 - pyskl - INFO - Epoch [17][400/3940] lr: 2.430e-02, eta: 2 days, 17:37:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9475, loss_cls: 4.1953, loss: 4.1953 +2025-06-09 22:05:00,470 - pyskl - INFO - Epoch [17][500/3940] lr: 2.429e-02, eta: 2 days, 17:37:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9437, loss_cls: 4.3324, loss: 4.3324 +2025-06-09 22:05:44,911 - pyskl - INFO - Epoch [17][600/3940] lr: 2.429e-02, eta: 2 days, 17:36:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9450, loss_cls: 4.2751, loss: 4.2751 +2025-06-09 22:06:29,349 - pyskl - INFO - Epoch [17][700/3940] lr: 2.429e-02, eta: 2 days, 17:35:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9437, loss_cls: 4.3796, loss: 4.3796 +2025-06-09 22:07:13,890 - pyskl - INFO - Epoch [17][800/3940] lr: 2.429e-02, eta: 2 days, 17:34:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9450, loss_cls: 4.3599, loss: 4.3599 +2025-06-09 22:07:58,331 - pyskl - INFO - Epoch [17][900/3940] lr: 2.428e-02, eta: 2 days, 17:33:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9444, loss_cls: 4.4233, loss: 4.4233 +2025-06-09 22:08:42,751 - pyskl - INFO - Epoch [17][1000/3940] lr: 2.428e-02, eta: 2 days, 17:33:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9463, loss_cls: 4.2828, loss: 4.2828 +2025-06-09 22:09:27,216 - pyskl - INFO - Epoch [17][1100/3940] lr: 2.428e-02, eta: 2 days, 17:32:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9437, loss_cls: 4.3772, loss: 4.3772 +2025-06-09 22:10:11,650 - pyskl - INFO - Epoch [17][1200/3940] lr: 2.428e-02, eta: 2 days, 17:31:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9419, loss_cls: 4.2370, loss: 4.2370 +2025-06-09 22:10:56,133 - pyskl - INFO - Epoch [17][1300/3940] lr: 2.428e-02, eta: 2 days, 17:30:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9400, loss_cls: 4.3974, loss: 4.3974 +2025-06-09 22:11:40,591 - pyskl - INFO - Epoch [17][1400/3940] lr: 2.427e-02, eta: 2 days, 17:29:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9356, loss_cls: 4.4171, loss: 4.4171 +2025-06-09 22:12:25,038 - pyskl - INFO - Epoch [17][1500/3940] lr: 2.427e-02, eta: 2 days, 17:29:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9463, loss_cls: 4.3539, loss: 4.3539 +2025-06-09 22:13:09,477 - pyskl - INFO - Epoch [17][1600/3940] lr: 2.427e-02, eta: 2 days, 17:28:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9387, loss_cls: 4.1863, loss: 4.1863 +2025-06-09 22:13:53,932 - pyskl - INFO - Epoch [17][1700/3940] lr: 2.427e-02, eta: 2 days, 17:27:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9406, loss_cls: 4.3093, loss: 4.3093 +2025-06-09 22:14:38,354 - pyskl - INFO - Epoch [17][1800/3940] lr: 2.426e-02, eta: 2 days, 17:26:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9375, loss_cls: 4.3904, loss: 4.3904 +2025-06-09 22:15:22,804 - pyskl - INFO - Epoch [17][1900/3940] lr: 2.426e-02, eta: 2 days, 17:25:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9369, loss_cls: 4.3795, loss: 4.3795 +2025-06-09 22:16:07,247 - pyskl - INFO - Epoch [17][2000/3940] lr: 2.426e-02, eta: 2 days, 17:25:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9350, loss_cls: 4.4051, loss: 4.4051 +2025-06-09 22:16:51,750 - pyskl - INFO - Epoch [17][2100/3940] lr: 2.426e-02, eta: 2 days, 17:24:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 4.2421, loss: 4.2421 +2025-06-09 22:17:36,243 - pyskl - INFO - Epoch [17][2200/3940] lr: 2.426e-02, eta: 2 days, 17:23:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9519, loss_cls: 4.3052, loss: 4.3052 +2025-06-09 22:18:20,717 - pyskl - INFO - Epoch [17][2300/3940] lr: 2.425e-02, eta: 2 days, 17:22:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9313, loss_cls: 4.4293, loss: 4.4293 +2025-06-09 22:19:05,116 - pyskl - INFO - Epoch [17][2400/3940] lr: 2.425e-02, eta: 2 days, 17:21:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9463, loss_cls: 4.3443, loss: 4.3443 +2025-06-09 22:19:49,488 - pyskl - INFO - Epoch [17][2500/3940] lr: 2.425e-02, eta: 2 days, 17:21:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9363, loss_cls: 4.3144, loss: 4.3144 +2025-06-09 22:20:33,882 - pyskl - INFO - Epoch [17][2600/3940] lr: 2.425e-02, eta: 2 days, 17:20:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9344, loss_cls: 4.2863, loss: 4.2863 +2025-06-09 22:21:18,296 - pyskl - INFO - Epoch [17][2700/3940] lr: 2.424e-02, eta: 2 days, 17:19:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9469, loss_cls: 4.2677, loss: 4.2677 +2025-06-09 22:22:02,743 - pyskl - INFO - Epoch [17][2800/3940] lr: 2.424e-02, eta: 2 days, 17:18:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9369, loss_cls: 4.3653, loss: 4.3653 +2025-06-09 22:22:47,205 - pyskl - INFO - Epoch [17][2900/3940] lr: 2.424e-02, eta: 2 days, 17:18:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9369, loss_cls: 4.3667, loss: 4.3667 +2025-06-09 22:23:31,686 - pyskl - INFO - Epoch [17][3000/3940] lr: 2.424e-02, eta: 2 days, 17:17:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 4.2854, loss: 4.2854 +2025-06-09 22:24:16,226 - pyskl - INFO - Epoch [17][3100/3940] lr: 2.424e-02, eta: 2 days, 17:16:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9400, loss_cls: 4.4104, loss: 4.4104 +2025-06-09 22:25:00,707 - pyskl - INFO - Epoch [17][3200/3940] lr: 2.423e-02, eta: 2 days, 17:15:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9413, loss_cls: 4.4590, loss: 4.4590 +2025-06-09 22:25:45,426 - pyskl - INFO - Epoch [17][3300/3940] lr: 2.423e-02, eta: 2 days, 17:14:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9381, loss_cls: 4.3839, loss: 4.3839 +2025-06-09 22:26:30,105 - pyskl - INFO - Epoch [17][3400/3940] lr: 2.423e-02, eta: 2 days, 17:14:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9494, loss_cls: 4.2940, loss: 4.2940 +2025-06-09 22:27:14,593 - pyskl - INFO - Epoch [17][3500/3940] lr: 2.423e-02, eta: 2 days, 17:13:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 4.2826, loss: 4.2826 +2025-06-09 22:27:59,137 - pyskl - INFO - Epoch [17][3600/3940] lr: 2.422e-02, eta: 2 days, 17:12:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9463, loss_cls: 4.2325, loss: 4.2325 +2025-06-09 22:28:43,821 - pyskl - INFO - Epoch [17][3700/3940] lr: 2.422e-02, eta: 2 days, 17:11:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9469, loss_cls: 4.3367, loss: 4.3367 +2025-06-09 22:29:28,396 - pyskl - INFO - Epoch [17][3800/3940] lr: 2.422e-02, eta: 2 days, 17:11:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9494, loss_cls: 4.3846, loss: 4.3846 +2025-06-09 22:30:12,838 - pyskl - INFO - Epoch [17][3900/3940] lr: 2.422e-02, eta: 2 days, 17:10:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 4.3266, loss: 4.3266 +2025-06-09 22:30:30,999 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-06-09 22:33:56,228 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 22:33:56,976 - pyskl - INFO - +top1_acc 0.6864 +top5_acc 0.9304 +2025-06-09 22:33:57,028 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_16.pth was removed +2025-06-09 22:33:58,039 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. +2025-06-09 22:33:58,041 - pyskl - INFO - Best top1_acc is 0.6864 at 17 epoch. +2025-06-09 22:33:58,057 - pyskl - INFO - Epoch(val) [17][3183] top1_acc: 0.6864, top5_acc: 0.9304 +2025-06-09 22:35:07,837 - pyskl - INFO - Epoch [18][100/3940] lr: 2.421e-02, eta: 2 days, 17:10:10, time: 0.698, data_time: 0.248, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9550, loss_cls: 4.1529, loss: 4.1529 +2025-06-09 22:35:52,517 - pyskl - INFO - Epoch [18][200/3940] lr: 2.421e-02, eta: 2 days, 17:09:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9431, loss_cls: 4.3042, loss: 4.3042 +2025-06-09 22:36:37,110 - pyskl - INFO - Epoch [18][300/3940] lr: 2.421e-02, eta: 2 days, 17:08:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9463, loss_cls: 4.2175, loss: 4.2175 +2025-06-09 22:37:21,697 - pyskl - INFO - Epoch [18][400/3940] lr: 2.421e-02, eta: 2 days, 17:07:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9475, loss_cls: 4.3597, loss: 4.3597 +2025-06-09 22:38:06,303 - pyskl - INFO - Epoch [18][500/3940] lr: 2.420e-02, eta: 2 days, 17:07:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9456, loss_cls: 4.3835, loss: 4.3835 +2025-06-09 22:38:50,839 - pyskl - INFO - Epoch [18][600/3940] lr: 2.420e-02, eta: 2 days, 17:06:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9506, loss_cls: 4.2112, loss: 4.2112 +2025-06-09 22:39:35,396 - pyskl - INFO - Epoch [18][700/3940] lr: 2.420e-02, eta: 2 days, 17:05:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9475, loss_cls: 4.4382, loss: 4.4382 +2025-06-09 22:40:19,964 - pyskl - INFO - Epoch [18][800/3940] lr: 2.420e-02, eta: 2 days, 17:04:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9525, loss_cls: 4.1900, loss: 4.1900 +2025-06-09 22:41:04,558 - pyskl - INFO - Epoch [18][900/3940] lr: 2.420e-02, eta: 2 days, 17:04:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9356, loss_cls: 4.4659, loss: 4.4659 +2025-06-09 22:41:49,150 - pyskl - INFO - Epoch [18][1000/3940] lr: 2.419e-02, eta: 2 days, 17:03:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9356, loss_cls: 4.3924, loss: 4.3924 +2025-06-09 22:42:33,678 - pyskl - INFO - Epoch [18][1100/3940] lr: 2.419e-02, eta: 2 days, 17:02:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9363, loss_cls: 4.5274, loss: 4.5274 +2025-06-09 22:43:18,189 - pyskl - INFO - Epoch [18][1200/3940] lr: 2.419e-02, eta: 2 days, 17:01:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9556, loss_cls: 4.2680, loss: 4.2680 +2025-06-09 22:44:02,772 - pyskl - INFO - Epoch [18][1300/3940] lr: 2.419e-02, eta: 2 days, 17:00:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9381, loss_cls: 4.3724, loss: 4.3724 +2025-06-09 22:44:47,300 - pyskl - INFO - Epoch [18][1400/3940] lr: 2.418e-02, eta: 2 days, 17:00:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9475, loss_cls: 4.3306, loss: 4.3306 +2025-06-09 22:45:31,830 - pyskl - INFO - Epoch [18][1500/3940] lr: 2.418e-02, eta: 2 days, 16:59:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9444, loss_cls: 4.2696, loss: 4.2696 +2025-06-09 22:46:16,325 - pyskl - INFO - Epoch [18][1600/3940] lr: 2.418e-02, eta: 2 days, 16:58:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9569, loss_cls: 4.1130, loss: 4.1130 +2025-06-09 22:47:00,809 - pyskl - INFO - Epoch [18][1700/3940] lr: 2.418e-02, eta: 2 days, 16:57:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9469, loss_cls: 4.3885, loss: 4.3885 +2025-06-09 22:47:45,386 - pyskl - INFO - Epoch [18][1800/3940] lr: 2.417e-02, eta: 2 days, 16:57:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9475, loss_cls: 4.2848, loss: 4.2848 +2025-06-09 22:48:29,895 - pyskl - INFO - Epoch [18][1900/3940] lr: 2.417e-02, eta: 2 days, 16:56:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 4.3360, loss: 4.3360 +2025-06-09 22:49:14,526 - pyskl - INFO - Epoch [18][2000/3940] lr: 2.417e-02, eta: 2 days, 16:55:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9375, loss_cls: 4.3507, loss: 4.3507 +2025-06-09 22:49:58,968 - pyskl - INFO - Epoch [18][2100/3940] lr: 2.417e-02, eta: 2 days, 16:54:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9406, loss_cls: 4.3606, loss: 4.3606 +2025-06-09 22:50:43,702 - pyskl - INFO - Epoch [18][2200/3940] lr: 2.416e-02, eta: 2 days, 16:53:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9469, loss_cls: 4.2960, loss: 4.2960 +2025-06-09 22:51:28,174 - pyskl - INFO - Epoch [18][2300/3940] lr: 2.416e-02, eta: 2 days, 16:53:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9506, loss_cls: 4.2204, loss: 4.2204 +2025-06-09 22:52:12,667 - pyskl - INFO - Epoch [18][2400/3940] lr: 2.416e-02, eta: 2 days, 16:52:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9431, loss_cls: 4.3558, loss: 4.3558 +2025-06-09 22:52:57,141 - pyskl - INFO - Epoch [18][2500/3940] lr: 2.416e-02, eta: 2 days, 16:51:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9425, loss_cls: 4.3438, loss: 4.3438 +2025-06-09 22:53:41,679 - pyskl - INFO - Epoch [18][2600/3940] lr: 2.415e-02, eta: 2 days, 16:50:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9450, loss_cls: 4.2133, loss: 4.2133 +2025-06-09 22:54:26,116 - pyskl - INFO - Epoch [18][2700/3940] lr: 2.415e-02, eta: 2 days, 16:50:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9363, loss_cls: 4.4461, loss: 4.4461 +2025-06-09 22:55:10,502 - pyskl - INFO - Epoch [18][2800/3940] lr: 2.415e-02, eta: 2 days, 16:49:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9469, loss_cls: 4.2868, loss: 4.2868 +2025-06-09 22:55:55,003 - pyskl - INFO - Epoch [18][2900/3940] lr: 2.415e-02, eta: 2 days, 16:48:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9437, loss_cls: 4.3617, loss: 4.3617 +2025-06-09 22:56:39,573 - pyskl - INFO - Epoch [18][3000/3940] lr: 2.415e-02, eta: 2 days, 16:47:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9381, loss_cls: 4.3111, loss: 4.3111 +2025-06-09 22:57:24,174 - pyskl - INFO - Epoch [18][3100/3940] lr: 2.414e-02, eta: 2 days, 16:46:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9475, loss_cls: 4.1946, loss: 4.1946 +2025-06-09 22:58:08,815 - pyskl - INFO - Epoch [18][3200/3940] lr: 2.414e-02, eta: 2 days, 16:46:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9531, loss_cls: 4.1977, loss: 4.1977 +2025-06-09 22:58:53,643 - pyskl - INFO - Epoch [18][3300/3940] lr: 2.414e-02, eta: 2 days, 16:45:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9463, loss_cls: 4.2441, loss: 4.2441 +2025-06-09 22:59:38,279 - pyskl - INFO - Epoch [18][3400/3940] lr: 2.414e-02, eta: 2 days, 16:44:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9569, loss_cls: 4.1611, loss: 4.1611 +2025-06-09 23:00:22,881 - pyskl - INFO - Epoch [18][3500/3940] lr: 2.413e-02, eta: 2 days, 16:43:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9337, loss_cls: 4.1709, loss: 4.1709 +2025-06-09 23:01:07,471 - pyskl - INFO - Epoch [18][3600/3940] lr: 2.413e-02, eta: 2 days, 16:43:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9444, loss_cls: 4.2717, loss: 4.2717 +2025-06-09 23:01:52,177 - pyskl - INFO - Epoch [18][3700/3940] lr: 2.413e-02, eta: 2 days, 16:42:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9444, loss_cls: 4.3173, loss: 4.3173 +2025-06-09 23:02:36,859 - pyskl - INFO - Epoch [18][3800/3940] lr: 2.413e-02, eta: 2 days, 16:41:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9413, loss_cls: 4.2494, loss: 4.2494 +2025-06-09 23:03:21,526 - pyskl - INFO - Epoch [18][3900/3940] lr: 2.412e-02, eta: 2 days, 16:40:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9487, loss_cls: 4.3448, loss: 4.3448 +2025-06-09 23:03:39,780 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-06-09 23:07:04,875 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 23:07:05,387 - pyskl - INFO - +top1_acc 0.6826 +top5_acc 0.9214 +2025-06-09 23:07:05,403 - pyskl - INFO - Epoch(val) [18][3183] top1_acc: 0.6826, top5_acc: 0.9214 +2025-06-09 23:08:14,489 - pyskl - INFO - Epoch [19][100/3940] lr: 2.412e-02, eta: 2 days, 16:40:34, time: 0.691, data_time: 0.244, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9444, loss_cls: 4.1620, loss: 4.1620 +2025-06-09 23:08:59,043 - pyskl - INFO - Epoch [19][200/3940] lr: 2.412e-02, eta: 2 days, 16:39:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9494, loss_cls: 4.2159, loss: 4.2159 +2025-06-09 23:09:43,572 - pyskl - INFO - Epoch [19][300/3940] lr: 2.411e-02, eta: 2 days, 16:39:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9544, loss_cls: 4.1365, loss: 4.1365 +2025-06-09 23:10:28,158 - pyskl - INFO - Epoch [19][400/3940] lr: 2.411e-02, eta: 2 days, 16:38:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 4.2948, loss: 4.2948 +2025-06-09 23:11:12,788 - pyskl - INFO - Epoch [19][500/3940] lr: 2.411e-02, eta: 2 days, 16:37:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9544, loss_cls: 4.2265, loss: 4.2265 +2025-06-09 23:11:57,331 - pyskl - INFO - Epoch [19][600/3940] lr: 2.411e-02, eta: 2 days, 16:36:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9469, loss_cls: 4.2938, loss: 4.2938 +2025-06-09 23:12:41,880 - pyskl - INFO - Epoch [19][700/3940] lr: 2.411e-02, eta: 2 days, 16:35:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 4.2570, loss: 4.2570 +2025-06-09 23:13:26,395 - pyskl - INFO - Epoch [19][800/3940] lr: 2.410e-02, eta: 2 days, 16:35:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9463, loss_cls: 4.2222, loss: 4.2222 +2025-06-09 23:14:10,973 - pyskl - INFO - Epoch [19][900/3940] lr: 2.410e-02, eta: 2 days, 16:34:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9413, loss_cls: 4.1969, loss: 4.1969 +2025-06-09 23:14:55,575 - pyskl - INFO - Epoch [19][1000/3940] lr: 2.410e-02, eta: 2 days, 16:33:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 4.2904, loss: 4.2904 +2025-06-09 23:15:40,181 - pyskl - INFO - Epoch [19][1100/3940] lr: 2.410e-02, eta: 2 days, 16:32:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9519, loss_cls: 4.1888, loss: 4.1888 +2025-06-09 23:16:24,736 - pyskl - INFO - Epoch [19][1200/3940] lr: 2.409e-02, eta: 2 days, 16:32:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9463, loss_cls: 4.2583, loss: 4.2583 +2025-06-09 23:17:09,306 - pyskl - INFO - Epoch [19][1300/3940] lr: 2.409e-02, eta: 2 days, 16:31:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9469, loss_cls: 4.2253, loss: 4.2253 +2025-06-09 23:17:53,861 - pyskl - INFO - Epoch [19][1400/3940] lr: 2.409e-02, eta: 2 days, 16:30:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9475, loss_cls: 4.1122, loss: 4.1122 +2025-06-09 23:18:38,377 - pyskl - INFO - Epoch [19][1500/3940] lr: 2.409e-02, eta: 2 days, 16:29:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9425, loss_cls: 4.2614, loss: 4.2614 +2025-06-09 23:19:23,135 - pyskl - INFO - Epoch [19][1600/3940] lr: 2.408e-02, eta: 2 days, 16:29:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9481, loss_cls: 4.2518, loss: 4.2518 +2025-06-09 23:20:07,657 - pyskl - INFO - Epoch [19][1700/3940] lr: 2.408e-02, eta: 2 days, 16:28:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9531, loss_cls: 4.2678, loss: 4.2678 +2025-06-09 23:20:52,197 - pyskl - INFO - Epoch [19][1800/3940] lr: 2.408e-02, eta: 2 days, 16:27:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9331, loss_cls: 4.4650, loss: 4.4650 +2025-06-09 23:21:36,762 - pyskl - INFO - Epoch [19][1900/3940] lr: 2.408e-02, eta: 2 days, 16:26:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9437, loss_cls: 4.1520, loss: 4.1520 +2025-06-09 23:22:21,279 - pyskl - INFO - Epoch [19][2000/3940] lr: 2.407e-02, eta: 2 days, 16:25:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9506, loss_cls: 4.3657, loss: 4.3657 +2025-06-09 23:23:05,760 - pyskl - INFO - Epoch [19][2100/3940] lr: 2.407e-02, eta: 2 days, 16:25:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9400, loss_cls: 4.3649, loss: 4.3649 +2025-06-09 23:23:50,250 - pyskl - INFO - Epoch [19][2200/3940] lr: 2.407e-02, eta: 2 days, 16:24:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9456, loss_cls: 4.2614, loss: 4.2614 +2025-06-09 23:24:34,832 - pyskl - INFO - Epoch [19][2300/3940] lr: 2.407e-02, eta: 2 days, 16:23:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9475, loss_cls: 4.2919, loss: 4.2919 +2025-06-09 23:25:19,402 - pyskl - INFO - Epoch [19][2400/3940] lr: 2.406e-02, eta: 2 days, 16:22:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9431, loss_cls: 4.3233, loss: 4.3233 +2025-06-09 23:26:04,038 - pyskl - INFO - Epoch [19][2500/3940] lr: 2.406e-02, eta: 2 days, 16:22:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9394, loss_cls: 4.3232, loss: 4.3232 +2025-06-09 23:26:48,678 - pyskl - INFO - Epoch [19][2600/3940] lr: 2.406e-02, eta: 2 days, 16:21:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9387, loss_cls: 4.2687, loss: 4.2687 +2025-06-09 23:27:33,334 - pyskl - INFO - Epoch [19][2700/3940] lr: 2.405e-02, eta: 2 days, 16:20:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9294, loss_cls: 4.2830, loss: 4.2830 +2025-06-09 23:28:17,873 - pyskl - INFO - Epoch [19][2800/3940] lr: 2.405e-02, eta: 2 days, 16:19:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 4.2056, loss: 4.2056 +2025-06-09 23:29:02,481 - pyskl - INFO - Epoch [19][2900/3940] lr: 2.405e-02, eta: 2 days, 16:19:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9506, loss_cls: 4.2050, loss: 4.2050 +2025-06-09 23:29:47,187 - pyskl - INFO - Epoch [19][3000/3940] lr: 2.405e-02, eta: 2 days, 16:18:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9456, loss_cls: 4.4111, loss: 4.4111 +2025-06-09 23:30:31,773 - pyskl - INFO - Epoch [19][3100/3940] lr: 2.404e-02, eta: 2 days, 16:17:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9419, loss_cls: 4.3869, loss: 4.3869 +2025-06-09 23:31:16,554 - pyskl - INFO - Epoch [19][3200/3940] lr: 2.404e-02, eta: 2 days, 16:16:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9325, loss_cls: 4.3439, loss: 4.3439 +2025-06-09 23:32:01,151 - pyskl - INFO - Epoch [19][3300/3940] lr: 2.404e-02, eta: 2 days, 16:15:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9513, loss_cls: 4.2005, loss: 4.2005 +2025-06-09 23:32:45,667 - pyskl - INFO - Epoch [19][3400/3940] lr: 2.404e-02, eta: 2 days, 16:15:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9406, loss_cls: 4.2652, loss: 4.2652 +2025-06-09 23:33:30,300 - pyskl - INFO - Epoch [19][3500/3940] lr: 2.403e-02, eta: 2 days, 16:14:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9469, loss_cls: 4.2960, loss: 4.2960 +2025-06-09 23:34:14,975 - pyskl - INFO - Epoch [19][3600/3940] lr: 2.403e-02, eta: 2 days, 16:13:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9494, loss_cls: 4.1751, loss: 4.1751 +2025-06-09 23:34:59,866 - pyskl - INFO - Epoch [19][3700/3940] lr: 2.403e-02, eta: 2 days, 16:12:56, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9500, loss_cls: 4.1953, loss: 4.1953 +2025-06-09 23:35:44,521 - pyskl - INFO - Epoch [19][3800/3940] lr: 2.403e-02, eta: 2 days, 16:12:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9469, loss_cls: 4.3250, loss: 4.3250 +2025-06-09 23:36:29,093 - pyskl - INFO - Epoch [19][3900/3940] lr: 2.402e-02, eta: 2 days, 16:11:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9431, loss_cls: 4.3406, loss: 4.3406 +2025-06-09 23:36:47,321 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-06-09 23:40:13,003 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-09 23:40:13,514 - pyskl - INFO - +top1_acc 0.6673 +top5_acc 0.9054 +2025-06-09 23:40:13,533 - pyskl - INFO - Epoch(val) [19][3183] top1_acc: 0.6673, top5_acc: 0.9054 +2025-06-09 23:41:22,918 - pyskl - INFO - Epoch [20][100/3940] lr: 2.402e-02, eta: 2 days, 16:11:08, time: 0.694, data_time: 0.248, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9519, loss_cls: 4.2631, loss: 4.2631 +2025-06-09 23:42:07,442 - pyskl - INFO - Epoch [20][200/3940] lr: 2.402e-02, eta: 2 days, 16:10:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9431, loss_cls: 4.3204, loss: 4.3204 +2025-06-09 23:42:52,149 - pyskl - INFO - Epoch [20][300/3940] lr: 2.402e-02, eta: 2 days, 16:09:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9519, loss_cls: 4.2830, loss: 4.2830 +2025-06-09 23:43:36,744 - pyskl - INFO - Epoch [20][400/3940] lr: 2.401e-02, eta: 2 days, 16:08:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9469, loss_cls: 4.1342, loss: 4.1342 +2025-06-09 23:44:21,447 - pyskl - INFO - Epoch [20][500/3940] lr: 2.401e-02, eta: 2 days, 16:08:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9437, loss_cls: 4.3182, loss: 4.3182 +2025-06-09 23:45:06,126 - pyskl - INFO - Epoch [20][600/3940] lr: 2.401e-02, eta: 2 days, 16:07:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9519, loss_cls: 4.1953, loss: 4.1953 +2025-06-09 23:45:50,746 - pyskl - INFO - Epoch [20][700/3940] lr: 2.401e-02, eta: 2 days, 16:06:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9481, loss_cls: 4.2733, loss: 4.2733 +2025-06-09 23:46:35,377 - pyskl - INFO - Epoch [20][800/3940] lr: 2.400e-02, eta: 2 days, 16:05:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9494, loss_cls: 4.1977, loss: 4.1977 +2025-06-09 23:47:19,983 - pyskl - INFO - Epoch [20][900/3940] lr: 2.400e-02, eta: 2 days, 16:05:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9463, loss_cls: 4.2413, loss: 4.2413 +2025-06-09 23:48:04,641 - pyskl - INFO - Epoch [20][1000/3940] lr: 2.400e-02, eta: 2 days, 16:04:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9563, loss_cls: 4.3539, loss: 4.3539 +2025-06-09 23:48:49,219 - pyskl - INFO - Epoch [20][1100/3940] lr: 2.399e-02, eta: 2 days, 16:03:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9569, loss_cls: 4.0843, loss: 4.0843 +2025-06-09 23:49:33,831 - pyskl - INFO - Epoch [20][1200/3940] lr: 2.399e-02, eta: 2 days, 16:02:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9463, loss_cls: 4.2660, loss: 4.2660 +2025-06-09 23:50:18,360 - pyskl - INFO - Epoch [20][1300/3940] lr: 2.399e-02, eta: 2 days, 16:01:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9425, loss_cls: 4.3825, loss: 4.3825 +2025-06-09 23:51:02,969 - pyskl - INFO - Epoch [20][1400/3940] lr: 2.399e-02, eta: 2 days, 16:01:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9394, loss_cls: 4.2421, loss: 4.2421 +2025-06-09 23:51:47,517 - pyskl - INFO - Epoch [20][1500/3940] lr: 2.398e-02, eta: 2 days, 16:00:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 4.1907, loss: 4.1907 +2025-06-09 23:52:32,045 - pyskl - INFO - Epoch [20][1600/3940] lr: 2.398e-02, eta: 2 days, 15:59:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9419, loss_cls: 4.2187, loss: 4.2187 +2025-06-09 23:53:16,628 - pyskl - INFO - Epoch [20][1700/3940] lr: 2.398e-02, eta: 2 days, 15:58:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9375, loss_cls: 4.3452, loss: 4.3452 +2025-06-09 23:54:01,170 - pyskl - INFO - Epoch [20][1800/3940] lr: 2.398e-02, eta: 2 days, 15:58:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9481, loss_cls: 4.2028, loss: 4.2028 +2025-06-09 23:54:45,664 - pyskl - INFO - Epoch [20][1900/3940] lr: 2.397e-02, eta: 2 days, 15:57:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9450, loss_cls: 4.3032, loss: 4.3032 +2025-06-09 23:55:30,217 - pyskl - INFO - Epoch [20][2000/3940] lr: 2.397e-02, eta: 2 days, 15:56:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9550, loss_cls: 4.2439, loss: 4.2439 +2025-06-09 23:56:14,708 - pyskl - INFO - Epoch [20][2100/3940] lr: 2.397e-02, eta: 2 days, 15:55:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9463, loss_cls: 4.2517, loss: 4.2517 +2025-06-09 23:56:59,237 - pyskl - INFO - Epoch [20][2200/3940] lr: 2.397e-02, eta: 2 days, 15:55:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9475, loss_cls: 4.2853, loss: 4.2853 +2025-06-09 23:57:43,730 - pyskl - INFO - Epoch [20][2300/3940] lr: 2.396e-02, eta: 2 days, 15:54:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9400, loss_cls: 4.2910, loss: 4.2910 +2025-06-09 23:58:28,246 - pyskl - INFO - Epoch [20][2400/3940] lr: 2.396e-02, eta: 2 days, 15:53:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9369, loss_cls: 4.2666, loss: 4.2666 +2025-06-09 23:59:12,803 - pyskl - INFO - Epoch [20][2500/3940] lr: 2.396e-02, eta: 2 days, 15:52:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9437, loss_cls: 4.2711, loss: 4.2711 +2025-06-09 23:59:57,295 - pyskl - INFO - Epoch [20][2600/3940] lr: 2.396e-02, eta: 2 days, 15:51:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9394, loss_cls: 4.4027, loss: 4.4027 +2025-06-10 00:00:41,767 - pyskl - INFO - Epoch [20][2700/3940] lr: 2.395e-02, eta: 2 days, 15:51:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9387, loss_cls: 4.3613, loss: 4.3613 +2025-06-10 00:01:26,263 - pyskl - INFO - Epoch [20][2800/3940] lr: 2.395e-02, eta: 2 days, 15:50:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9587, loss_cls: 4.0585, loss: 4.0585 +2025-06-10 00:02:10,809 - pyskl - INFO - Epoch [20][2900/3940] lr: 2.395e-02, eta: 2 days, 15:49:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9531, loss_cls: 4.2276, loss: 4.2276 +2025-06-10 00:02:55,330 - pyskl - INFO - Epoch [20][3000/3940] lr: 2.394e-02, eta: 2 days, 15:48:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9487, loss_cls: 4.2420, loss: 4.2420 +2025-06-10 00:03:39,962 - pyskl - INFO - Epoch [20][3100/3940] lr: 2.394e-02, eta: 2 days, 15:48:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9444, loss_cls: 4.2947, loss: 4.2947 +2025-06-10 00:04:24,558 - pyskl - INFO - Epoch [20][3200/3940] lr: 2.394e-02, eta: 2 days, 15:47:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9263, loss_cls: 4.3875, loss: 4.3875 +2025-06-10 00:05:09,097 - pyskl - INFO - Epoch [20][3300/3940] lr: 2.394e-02, eta: 2 days, 15:46:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9419, loss_cls: 4.3707, loss: 4.3707 +2025-06-10 00:05:53,748 - pyskl - INFO - Epoch [20][3400/3940] lr: 2.393e-02, eta: 2 days, 15:45:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9419, loss_cls: 4.4481, loss: 4.4481 +2025-06-10 00:06:38,290 - pyskl - INFO - Epoch [20][3500/3940] lr: 2.393e-02, eta: 2 days, 15:44:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9506, loss_cls: 4.2544, loss: 4.2544 +2025-06-10 00:07:22,923 - pyskl - INFO - Epoch [20][3600/3940] lr: 2.393e-02, eta: 2 days, 15:44:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9456, loss_cls: 4.2014, loss: 4.2014 +2025-06-10 00:08:07,500 - pyskl - INFO - Epoch [20][3700/3940] lr: 2.393e-02, eta: 2 days, 15:43:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9425, loss_cls: 4.2747, loss: 4.2747 +2025-06-10 00:08:52,048 - pyskl - INFO - Epoch [20][3800/3940] lr: 2.392e-02, eta: 2 days, 15:42:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9556, loss_cls: 4.1689, loss: 4.1689 +2025-06-10 00:09:36,517 - pyskl - INFO - Epoch [20][3900/3940] lr: 2.392e-02, eta: 2 days, 15:41:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 4.3216, loss: 4.3216 +2025-06-10 00:09:54,621 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-06-10 00:29:14,127 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 00:29:14,586 - pyskl - INFO - +top1_acc 0.6309 +top5_acc 0.9030 +2025-06-10 00:29:14,603 - pyskl - INFO - Epoch(val) [20][3183] top1_acc: 0.6309, top5_acc: 0.9030 +2025-06-10 00:30:23,623 - pyskl - INFO - Epoch [21][100/3940] lr: 2.392e-02, eta: 2 days, 15:41:33, time: 0.690, data_time: 0.245, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9450, loss_cls: 4.3992, loss: 4.3992 +2025-06-10 00:31:08,072 - pyskl - INFO - Epoch [21][200/3940] lr: 2.391e-02, eta: 2 days, 15:40:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9431, loss_cls: 4.2828, loss: 4.2828 +2025-06-10 00:31:52,546 - pyskl - INFO - Epoch [21][300/3940] lr: 2.391e-02, eta: 2 days, 15:39:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9606, loss_cls: 4.1384, loss: 4.1384 +2025-06-10 00:32:36,966 - pyskl - INFO - Epoch [21][400/3940] lr: 2.391e-02, eta: 2 days, 15:39:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9469, loss_cls: 4.1747, loss: 4.1747 +2025-06-10 00:33:21,426 - pyskl - INFO - Epoch [21][500/3940] lr: 2.391e-02, eta: 2 days, 15:38:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9456, loss_cls: 4.3006, loss: 4.3006 +2025-06-10 00:34:05,847 - pyskl - INFO - Epoch [21][600/3940] lr: 2.390e-02, eta: 2 days, 15:37:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9537, loss_cls: 4.2664, loss: 4.2664 +2025-06-10 00:34:50,264 - pyskl - INFO - Epoch [21][700/3940] lr: 2.390e-02, eta: 2 days, 15:36:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9463, loss_cls: 4.2092, loss: 4.2092 +2025-06-10 00:35:34,746 - pyskl - INFO - Epoch [21][800/3940] lr: 2.390e-02, eta: 2 days, 15:36:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9475, loss_cls: 4.1701, loss: 4.1701 +2025-06-10 00:36:19,146 - pyskl - INFO - Epoch [21][900/3940] lr: 2.389e-02, eta: 2 days, 15:35:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9450, loss_cls: 4.2736, loss: 4.2736 +2025-06-10 00:37:03,572 - pyskl - INFO - Epoch [21][1000/3940] lr: 2.389e-02, eta: 2 days, 15:34:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9556, loss_cls: 4.2605, loss: 4.2605 +2025-06-10 00:37:47,999 - pyskl - INFO - Epoch [21][1100/3940] lr: 2.389e-02, eta: 2 days, 15:33:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9531, loss_cls: 4.0957, loss: 4.0957 +2025-06-10 00:38:32,476 - pyskl - INFO - Epoch [21][1200/3940] lr: 2.389e-02, eta: 2 days, 15:32:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 4.3282, loss: 4.3282 +2025-06-10 00:39:16,995 - pyskl - INFO - Epoch [21][1300/3940] lr: 2.388e-02, eta: 2 days, 15:32:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9575, loss_cls: 4.1573, loss: 4.1573 +2025-06-10 00:40:01,458 - pyskl - INFO - Epoch [21][1400/3940] lr: 2.388e-02, eta: 2 days, 15:31:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9437, loss_cls: 4.2866, loss: 4.2866 +2025-06-10 00:40:46,099 - pyskl - INFO - Epoch [21][1500/3940] lr: 2.388e-02, eta: 2 days, 15:30:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9575, loss_cls: 4.1771, loss: 4.1771 +2025-06-10 00:41:30,769 - pyskl - INFO - Epoch [21][1600/3940] lr: 2.388e-02, eta: 2 days, 15:29:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9413, loss_cls: 4.3300, loss: 4.3300 +2025-06-10 00:42:15,346 - pyskl - INFO - Epoch [21][1700/3940] lr: 2.387e-02, eta: 2 days, 15:29:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9450, loss_cls: 4.2974, loss: 4.2974 +2025-06-10 00:42:59,849 - pyskl - INFO - Epoch [21][1800/3940] lr: 2.387e-02, eta: 2 days, 15:28:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9350, loss_cls: 4.3778, loss: 4.3778 +2025-06-10 00:43:44,451 - pyskl - INFO - Epoch [21][1900/3940] lr: 2.387e-02, eta: 2 days, 15:27:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9506, loss_cls: 4.1637, loss: 4.1637 +2025-06-10 00:44:29,008 - pyskl - INFO - Epoch [21][2000/3940] lr: 2.386e-02, eta: 2 days, 15:26:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9487, loss_cls: 4.2119, loss: 4.2119 +2025-06-10 00:45:13,567 - pyskl - INFO - Epoch [21][2100/3940] lr: 2.386e-02, eta: 2 days, 15:26:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9519, loss_cls: 4.1905, loss: 4.1905 +2025-06-10 00:45:58,073 - pyskl - INFO - Epoch [21][2200/3940] lr: 2.386e-02, eta: 2 days, 15:25:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9513, loss_cls: 4.1728, loss: 4.1728 +2025-06-10 00:46:42,603 - pyskl - INFO - Epoch [21][2300/3940] lr: 2.386e-02, eta: 2 days, 15:24:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9463, loss_cls: 4.2333, loss: 4.2333 +2025-06-10 00:47:27,163 - pyskl - INFO - Epoch [21][2400/3940] lr: 2.385e-02, eta: 2 days, 15:23:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9356, loss_cls: 4.3506, loss: 4.3506 +2025-06-10 00:48:11,714 - pyskl - INFO - Epoch [21][2500/3940] lr: 2.385e-02, eta: 2 days, 15:22:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9406, loss_cls: 4.2395, loss: 4.2395 +2025-06-10 00:48:56,384 - pyskl - INFO - Epoch [21][2600/3940] lr: 2.385e-02, eta: 2 days, 15:22:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9550, loss_cls: 4.2212, loss: 4.2212 +2025-06-10 00:49:40,984 - pyskl - INFO - Epoch [21][2700/3940] lr: 2.385e-02, eta: 2 days, 15:21:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9513, loss_cls: 4.1653, loss: 4.1653 +2025-06-10 00:50:25,509 - pyskl - INFO - Epoch [21][2800/3940] lr: 2.384e-02, eta: 2 days, 15:20:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9387, loss_cls: 4.3318, loss: 4.3318 +2025-06-10 00:51:10,137 - pyskl - INFO - Epoch [21][2900/3940] lr: 2.384e-02, eta: 2 days, 15:19:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9419, loss_cls: 4.1870, loss: 4.1870 +2025-06-10 00:51:54,710 - pyskl - INFO - Epoch [21][3000/3940] lr: 2.384e-02, eta: 2 days, 15:19:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9475, loss_cls: 4.1845, loss: 4.1845 +2025-06-10 00:52:39,205 - pyskl - INFO - Epoch [21][3100/3940] lr: 2.383e-02, eta: 2 days, 15:18:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9400, loss_cls: 4.1958, loss: 4.1958 +2025-06-10 00:53:23,759 - pyskl - INFO - Epoch [21][3200/3940] lr: 2.383e-02, eta: 2 days, 15:17:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9500, loss_cls: 4.1386, loss: 4.1386 +2025-06-10 00:54:08,268 - pyskl - INFO - Epoch [21][3300/3940] lr: 2.383e-02, eta: 2 days, 15:16:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9587, loss_cls: 4.2735, loss: 4.2735 +2025-06-10 00:54:53,032 - pyskl - INFO - Epoch [21][3400/3940] lr: 2.383e-02, eta: 2 days, 15:16:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9444, loss_cls: 4.3748, loss: 4.3748 +2025-06-10 00:55:37,648 - pyskl - INFO - Epoch [21][3500/3940] lr: 2.382e-02, eta: 2 days, 15:15:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9419, loss_cls: 4.2563, loss: 4.2563 +2025-06-10 00:56:22,404 - pyskl - INFO - Epoch [21][3600/3940] lr: 2.382e-02, eta: 2 days, 15:14:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9425, loss_cls: 4.2333, loss: 4.2333 +2025-06-10 00:57:06,992 - pyskl - INFO - Epoch [21][3700/3940] lr: 2.382e-02, eta: 2 days, 15:13:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9481, loss_cls: 4.1978, loss: 4.1978 +2025-06-10 00:57:51,651 - pyskl - INFO - Epoch [21][3800/3940] lr: 2.381e-02, eta: 2 days, 15:13:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9406, loss_cls: 4.0964, loss: 4.0964 +2025-06-10 00:58:36,237 - pyskl - INFO - Epoch [21][3900/3940] lr: 2.381e-02, eta: 2 days, 15:12:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 4.1029, loss: 4.1029 +2025-06-10 00:58:54,491 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-06-10 01:02:19,590 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 01:02:20,052 - pyskl - INFO - +top1_acc 0.6628 +top5_acc 0.9148 +2025-06-10 01:02:20,069 - pyskl - INFO - Epoch(val) [21][3183] top1_acc: 0.6628, top5_acc: 0.9148 +2025-06-10 01:03:29,075 - pyskl - INFO - Epoch [22][100/3940] lr: 2.381e-02, eta: 2 days, 15:11:53, time: 0.690, data_time: 0.246, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9594, loss_cls: 4.1201, loss: 4.1201 +2025-06-10 01:04:13,486 - pyskl - INFO - Epoch [22][200/3940] lr: 2.380e-02, eta: 2 days, 15:11:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9537, loss_cls: 4.2090, loss: 4.2090 +2025-06-10 01:04:57,957 - pyskl - INFO - Epoch [22][300/3940] lr: 2.380e-02, eta: 2 days, 15:10:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9531, loss_cls: 4.0423, loss: 4.0423 +2025-06-10 01:05:42,396 - pyskl - INFO - Epoch [22][400/3940] lr: 2.380e-02, eta: 2 days, 15:09:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9381, loss_cls: 4.3714, loss: 4.3714 +2025-06-10 01:06:26,805 - pyskl - INFO - Epoch [22][500/3940] lr: 2.380e-02, eta: 2 days, 15:08:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9569, loss_cls: 4.2030, loss: 4.2030 +2025-06-10 01:07:11,219 - pyskl - INFO - Epoch [22][600/3940] lr: 2.379e-02, eta: 2 days, 15:07:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9581, loss_cls: 4.1327, loss: 4.1327 +2025-06-10 01:07:55,716 - pyskl - INFO - Epoch [22][700/3940] lr: 2.379e-02, eta: 2 days, 15:07:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9519, loss_cls: 4.1405, loss: 4.1405 +2025-06-10 01:08:40,131 - pyskl - INFO - Epoch [22][800/3940] lr: 2.379e-02, eta: 2 days, 15:06:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9450, loss_cls: 4.3137, loss: 4.3137 +2025-06-10 01:09:24,580 - pyskl - INFO - Epoch [22][900/3940] lr: 2.378e-02, eta: 2 days, 15:05:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9475, loss_cls: 4.0827, loss: 4.0827 +2025-06-10 01:10:09,112 - pyskl - INFO - Epoch [22][1000/3940] lr: 2.378e-02, eta: 2 days, 15:04:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9431, loss_cls: 4.2537, loss: 4.2537 +2025-06-10 01:10:53,571 - pyskl - INFO - Epoch [22][1100/3940] lr: 2.378e-02, eta: 2 days, 15:04:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9413, loss_cls: 4.2126, loss: 4.2126 +2025-06-10 01:11:38,090 - pyskl - INFO - Epoch [22][1200/3940] lr: 2.378e-02, eta: 2 days, 15:03:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9375, loss_cls: 4.2867, loss: 4.2867 +2025-06-10 01:12:22,618 - pyskl - INFO - Epoch [22][1300/3940] lr: 2.377e-02, eta: 2 days, 15:02:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9550, loss_cls: 4.1236, loss: 4.1236 +2025-06-10 01:13:07,044 - pyskl - INFO - Epoch [22][1400/3940] lr: 2.377e-02, eta: 2 days, 15:01:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9450, loss_cls: 4.2830, loss: 4.2830 +2025-06-10 01:13:51,599 - pyskl - INFO - Epoch [22][1500/3940] lr: 2.377e-02, eta: 2 days, 15:01:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9487, loss_cls: 4.1260, loss: 4.1260 +2025-06-10 01:14:36,133 - pyskl - INFO - Epoch [22][1600/3940] lr: 2.376e-02, eta: 2 days, 15:00:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9556, loss_cls: 4.1410, loss: 4.1410 +2025-06-10 01:15:20,638 - pyskl - INFO - Epoch [22][1700/3940] lr: 2.376e-02, eta: 2 days, 14:59:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9500, loss_cls: 4.1507, loss: 4.1507 +2025-06-10 01:16:05,161 - pyskl - INFO - Epoch [22][1800/3940] lr: 2.376e-02, eta: 2 days, 14:58:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9469, loss_cls: 4.2878, loss: 4.2878 +2025-06-10 01:16:49,643 - pyskl - INFO - Epoch [22][1900/3940] lr: 2.376e-02, eta: 2 days, 14:57:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9387, loss_cls: 4.2428, loss: 4.2428 +2025-06-10 01:17:34,348 - pyskl - INFO - Epoch [22][2000/3940] lr: 2.375e-02, eta: 2 days, 14:57:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 4.2059, loss: 4.2059 +2025-06-10 01:18:18,950 - pyskl - INFO - Epoch [22][2100/3940] lr: 2.375e-02, eta: 2 days, 14:56:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9444, loss_cls: 4.2545, loss: 4.2545 +2025-06-10 01:19:03,461 - pyskl - INFO - Epoch [22][2200/3940] lr: 2.375e-02, eta: 2 days, 14:55:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9581, loss_cls: 4.2640, loss: 4.2640 +2025-06-10 01:19:47,987 - pyskl - INFO - Epoch [22][2300/3940] lr: 2.374e-02, eta: 2 days, 14:54:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9475, loss_cls: 4.1727, loss: 4.1727 +2025-06-10 01:20:32,515 - pyskl - INFO - Epoch [22][2400/3940] lr: 2.374e-02, eta: 2 days, 14:54:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9444, loss_cls: 4.2108, loss: 4.2108 +2025-06-10 01:21:17,021 - pyskl - INFO - Epoch [22][2500/3940] lr: 2.374e-02, eta: 2 days, 14:53:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9463, loss_cls: 4.2100, loss: 4.2100 +2025-06-10 01:22:01,543 - pyskl - INFO - Epoch [22][2600/3940] lr: 2.374e-02, eta: 2 days, 14:52:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9356, loss_cls: 4.4437, loss: 4.4437 +2025-06-10 01:22:46,410 - pyskl - INFO - Epoch [22][2700/3940] lr: 2.373e-02, eta: 2 days, 14:51:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9556, loss_cls: 4.1906, loss: 4.1906 +2025-06-10 01:23:31,035 - pyskl - INFO - Epoch [22][2800/3940] lr: 2.373e-02, eta: 2 days, 14:51:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9494, loss_cls: 4.1596, loss: 4.1596 +2025-06-10 01:24:15,610 - pyskl - INFO - Epoch [22][2900/3940] lr: 2.373e-02, eta: 2 days, 14:50:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9394, loss_cls: 4.2670, loss: 4.2670 +2025-06-10 01:25:00,157 - pyskl - INFO - Epoch [22][3000/3940] lr: 2.372e-02, eta: 2 days, 14:49:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9563, loss_cls: 4.2260, loss: 4.2260 +2025-06-10 01:25:44,687 - pyskl - INFO - Epoch [22][3100/3940] lr: 2.372e-02, eta: 2 days, 14:48:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9481, loss_cls: 4.1578, loss: 4.1578 +2025-06-10 01:26:29,270 - pyskl - INFO - Epoch [22][3200/3940] lr: 2.372e-02, eta: 2 days, 14:48:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9506, loss_cls: 4.2098, loss: 4.2098 +2025-06-10 01:27:13,875 - pyskl - INFO - Epoch [22][3300/3940] lr: 2.372e-02, eta: 2 days, 14:47:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9413, loss_cls: 4.3308, loss: 4.3308 +2025-06-10 01:27:58,525 - pyskl - INFO - Epoch [22][3400/3940] lr: 2.371e-02, eta: 2 days, 14:46:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9500, loss_cls: 4.1695, loss: 4.1695 +2025-06-10 01:28:43,240 - pyskl - INFO - Epoch [22][3500/3940] lr: 2.371e-02, eta: 2 days, 14:45:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9456, loss_cls: 4.2757, loss: 4.2757 +2025-06-10 01:29:27,952 - pyskl - INFO - Epoch [22][3600/3940] lr: 2.371e-02, eta: 2 days, 14:44:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9481, loss_cls: 4.1540, loss: 4.1540 +2025-06-10 01:30:12,711 - pyskl - INFO - Epoch [22][3700/3940] lr: 2.370e-02, eta: 2 days, 14:44:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9531, loss_cls: 4.1146, loss: 4.1146 +2025-06-10 01:30:57,389 - pyskl - INFO - Epoch [22][3800/3940] lr: 2.370e-02, eta: 2 days, 14:43:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9400, loss_cls: 4.2988, loss: 4.2988 +2025-06-10 01:31:41,995 - pyskl - INFO - Epoch [22][3900/3940] lr: 2.370e-02, eta: 2 days, 14:42:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 4.1284, loss: 4.1284 +2025-06-10 01:32:00,190 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-06-10 01:35:25,726 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 01:35:26,184 - pyskl - INFO - +top1_acc 0.6758 +top5_acc 0.9114 +2025-06-10 01:35:26,202 - pyskl - INFO - Epoch(val) [22][3183] top1_acc: 0.6758, top5_acc: 0.9114 +2025-06-10 01:36:35,642 - pyskl - INFO - Epoch [23][100/3940] lr: 2.369e-02, eta: 2 days, 14:42:20, time: 0.694, data_time: 0.248, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9525, loss_cls: 4.1562, loss: 4.1562 +2025-06-10 01:37:20,304 - pyskl - INFO - Epoch [23][200/3940] lr: 2.369e-02, eta: 2 days, 14:41:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9469, loss_cls: 4.2617, loss: 4.2617 +2025-06-10 01:38:04,934 - pyskl - INFO - Epoch [23][300/3940] lr: 2.369e-02, eta: 2 days, 14:40:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9525, loss_cls: 4.1712, loss: 4.1712 +2025-06-10 01:38:49,648 - pyskl - INFO - Epoch [23][400/3940] lr: 2.368e-02, eta: 2 days, 14:40:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9569, loss_cls: 4.0420, loss: 4.0420 +2025-06-10 01:39:34,313 - pyskl - INFO - Epoch [23][500/3940] lr: 2.368e-02, eta: 2 days, 14:39:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9581, loss_cls: 3.9167, loss: 3.9167 +2025-06-10 01:40:19,018 - pyskl - INFO - Epoch [23][600/3940] lr: 2.368e-02, eta: 2 days, 14:38:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9513, loss_cls: 4.3065, loss: 4.3065 +2025-06-10 01:41:03,788 - pyskl - INFO - Epoch [23][700/3940] lr: 2.368e-02, eta: 2 days, 14:37:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9575, loss_cls: 4.0871, loss: 4.0871 +2025-06-10 01:41:48,446 - pyskl - INFO - Epoch [23][800/3940] lr: 2.367e-02, eta: 2 days, 14:37:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9587, loss_cls: 4.1356, loss: 4.1356 +2025-06-10 01:42:33,096 - pyskl - INFO - Epoch [23][900/3940] lr: 2.367e-02, eta: 2 days, 14:36:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9537, loss_cls: 4.3432, loss: 4.3432 +2025-06-10 01:43:17,711 - pyskl - INFO - Epoch [23][1000/3940] lr: 2.367e-02, eta: 2 days, 14:35:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9506, loss_cls: 4.2109, loss: 4.2109 +2025-06-10 01:44:02,308 - pyskl - INFO - Epoch [23][1100/3940] lr: 2.366e-02, eta: 2 days, 14:34:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 4.1522, loss: 4.1522 +2025-06-10 01:44:46,867 - pyskl - INFO - Epoch [23][1200/3940] lr: 2.366e-02, eta: 2 days, 14:34:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9519, loss_cls: 4.1125, loss: 4.1125 +2025-06-10 01:45:31,386 - pyskl - INFO - Epoch [23][1300/3940] lr: 2.366e-02, eta: 2 days, 14:33:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9500, loss_cls: 4.1828, loss: 4.1828 +2025-06-10 01:46:15,860 - pyskl - INFO - Epoch [23][1400/3940] lr: 2.365e-02, eta: 2 days, 14:32:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9437, loss_cls: 4.2989, loss: 4.2989 +2025-06-10 01:47:00,362 - pyskl - INFO - Epoch [23][1500/3940] lr: 2.365e-02, eta: 2 days, 14:31:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9463, loss_cls: 4.3455, loss: 4.3455 +2025-06-10 01:47:44,862 - pyskl - INFO - Epoch [23][1600/3940] lr: 2.365e-02, eta: 2 days, 14:30:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9556, loss_cls: 4.2042, loss: 4.2042 +2025-06-10 01:48:29,357 - pyskl - INFO - Epoch [23][1700/3940] lr: 2.365e-02, eta: 2 days, 14:30:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9406, loss_cls: 4.2640, loss: 4.2640 +2025-06-10 01:49:13,954 - pyskl - INFO - Epoch [23][1800/3940] lr: 2.364e-02, eta: 2 days, 14:29:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9513, loss_cls: 4.2525, loss: 4.2525 +2025-06-10 01:49:58,626 - pyskl - INFO - Epoch [23][1900/3940] lr: 2.364e-02, eta: 2 days, 14:28:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9506, loss_cls: 4.1386, loss: 4.1386 +2025-06-10 01:50:43,235 - pyskl - INFO - Epoch [23][2000/3940] lr: 2.364e-02, eta: 2 days, 14:27:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9600, loss_cls: 4.1055, loss: 4.1055 +2025-06-10 01:51:27,878 - pyskl - INFO - Epoch [23][2100/3940] lr: 2.363e-02, eta: 2 days, 14:27:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9550, loss_cls: 4.2316, loss: 4.2316 +2025-06-10 01:52:12,510 - pyskl - INFO - Epoch [23][2200/3940] lr: 2.363e-02, eta: 2 days, 14:26:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9450, loss_cls: 4.1244, loss: 4.1244 +2025-06-10 01:52:57,109 - pyskl - INFO - Epoch [23][2300/3940] lr: 2.363e-02, eta: 2 days, 14:25:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9506, loss_cls: 4.1771, loss: 4.1771 +2025-06-10 01:53:41,583 - pyskl - INFO - Epoch [23][2400/3940] lr: 2.362e-02, eta: 2 days, 14:24:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 4.2181, loss: 4.2181 +2025-06-10 01:54:26,124 - pyskl - INFO - Epoch [23][2500/3940] lr: 2.362e-02, eta: 2 days, 14:24:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9431, loss_cls: 4.1765, loss: 4.1765 +2025-06-10 01:55:10,693 - pyskl - INFO - Epoch [23][2600/3940] lr: 2.362e-02, eta: 2 days, 14:23:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9531, loss_cls: 4.2266, loss: 4.2266 +2025-06-10 01:55:55,272 - pyskl - INFO - Epoch [23][2700/3940] lr: 2.362e-02, eta: 2 days, 14:22:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9456, loss_cls: 4.2030, loss: 4.2030 +2025-06-10 01:56:39,789 - pyskl - INFO - Epoch [23][2800/3940] lr: 2.361e-02, eta: 2 days, 14:21:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9569, loss_cls: 4.1108, loss: 4.1108 +2025-06-10 01:57:24,389 - pyskl - INFO - Epoch [23][2900/3940] lr: 2.361e-02, eta: 2 days, 14:20:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9569, loss_cls: 4.2480, loss: 4.2480 +2025-06-10 01:58:08,962 - pyskl - INFO - Epoch [23][3000/3940] lr: 2.361e-02, eta: 2 days, 14:20:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9487, loss_cls: 4.2206, loss: 4.2206 +2025-06-10 01:58:53,486 - pyskl - INFO - Epoch [23][3100/3940] lr: 2.360e-02, eta: 2 days, 14:19:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9437, loss_cls: 4.2161, loss: 4.2161 +2025-06-10 01:59:37,976 - pyskl - INFO - Epoch [23][3200/3940] lr: 2.360e-02, eta: 2 days, 14:18:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9463, loss_cls: 4.3321, loss: 4.3321 +2025-06-10 02:00:22,699 - pyskl - INFO - Epoch [23][3300/3940] lr: 2.360e-02, eta: 2 days, 14:17:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9419, loss_cls: 4.3013, loss: 4.3013 +2025-06-10 02:01:07,258 - pyskl - INFO - Epoch [23][3400/3940] lr: 2.359e-02, eta: 2 days, 14:17:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9431, loss_cls: 4.2484, loss: 4.2484 +2025-06-10 02:01:51,883 - pyskl - INFO - Epoch [23][3500/3940] lr: 2.359e-02, eta: 2 days, 14:16:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9519, loss_cls: 4.1874, loss: 4.1874 +2025-06-10 02:02:36,482 - pyskl - INFO - Epoch [23][3600/3940] lr: 2.359e-02, eta: 2 days, 14:15:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9337, loss_cls: 4.2877, loss: 4.2877 +2025-06-10 02:03:21,087 - pyskl - INFO - Epoch [23][3700/3940] lr: 2.358e-02, eta: 2 days, 14:14:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9506, loss_cls: 4.1378, loss: 4.1378 +2025-06-10 02:04:05,639 - pyskl - INFO - Epoch [23][3800/3940] lr: 2.358e-02, eta: 2 days, 14:14:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9525, loss_cls: 4.1213, loss: 4.1213 +2025-06-10 02:04:50,212 - pyskl - INFO - Epoch [23][3900/3940] lr: 2.358e-02, eta: 2 days, 14:13:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9375, loss_cls: 4.2987, loss: 4.2987 +2025-06-10 02:05:08,340 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-06-10 02:08:35,699 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 02:08:36,161 - pyskl - INFO - +top1_acc 0.6847 +top5_acc 0.9105 +2025-06-10 02:08:36,178 - pyskl - INFO - Epoch(val) [23][3183] top1_acc: 0.6847, top5_acc: 0.9105 +2025-06-10 02:09:45,282 - pyskl - INFO - Epoch [24][100/3940] lr: 2.357e-02, eta: 2 days, 14:12:54, time: 0.691, data_time: 0.247, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9413, loss_cls: 4.3049, loss: 4.3049 +2025-06-10 02:10:29,724 - pyskl - INFO - Epoch [24][200/3940] lr: 2.357e-02, eta: 2 days, 14:12:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9494, loss_cls: 4.1900, loss: 4.1900 +2025-06-10 02:11:14,260 - pyskl - INFO - Epoch [24][300/3940] lr: 2.357e-02, eta: 2 days, 14:11:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9481, loss_cls: 4.2281, loss: 4.2281 +2025-06-10 02:11:58,746 - pyskl - INFO - Epoch [24][400/3940] lr: 2.357e-02, eta: 2 days, 14:10:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9487, loss_cls: 4.1898, loss: 4.1898 +2025-06-10 02:12:43,276 - pyskl - INFO - Epoch [24][500/3940] lr: 2.356e-02, eta: 2 days, 14:09:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9513, loss_cls: 4.1376, loss: 4.1376 +2025-06-10 02:13:27,718 - pyskl - INFO - Epoch [24][600/3940] lr: 2.356e-02, eta: 2 days, 14:09:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9563, loss_cls: 4.0427, loss: 4.0427 +2025-06-10 02:14:12,128 - pyskl - INFO - Epoch [24][700/3940] lr: 2.356e-02, eta: 2 days, 14:08:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9437, loss_cls: 4.2371, loss: 4.2371 +2025-06-10 02:14:56,580 - pyskl - INFO - Epoch [24][800/3940] lr: 2.355e-02, eta: 2 days, 14:07:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9500, loss_cls: 4.0669, loss: 4.0669 +2025-06-10 02:15:41,021 - pyskl - INFO - Epoch [24][900/3940] lr: 2.355e-02, eta: 2 days, 14:06:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9613, loss_cls: 4.0198, loss: 4.0198 +2025-06-10 02:16:25,472 - pyskl - INFO - Epoch [24][1000/3940] lr: 2.355e-02, eta: 2 days, 14:05:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9444, loss_cls: 4.2413, loss: 4.2413 +2025-06-10 02:17:09,953 - pyskl - INFO - Epoch [24][1100/3940] lr: 2.354e-02, eta: 2 days, 14:05:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9494, loss_cls: 4.2178, loss: 4.2178 +2025-06-10 02:17:54,373 - pyskl - INFO - Epoch [24][1200/3940] lr: 2.354e-02, eta: 2 days, 14:04:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9500, loss_cls: 4.3385, loss: 4.3385 +2025-06-10 02:18:38,822 - pyskl - INFO - Epoch [24][1300/3940] lr: 2.354e-02, eta: 2 days, 14:03:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9569, loss_cls: 4.1381, loss: 4.1381 +2025-06-10 02:19:23,419 - pyskl - INFO - Epoch [24][1400/3940] lr: 2.353e-02, eta: 2 days, 14:02:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9556, loss_cls: 4.0638, loss: 4.0638 +2025-06-10 02:20:07,937 - pyskl - INFO - Epoch [24][1500/3940] lr: 2.353e-02, eta: 2 days, 14:02:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9525, loss_cls: 4.2090, loss: 4.2090 +2025-06-10 02:20:52,519 - pyskl - INFO - Epoch [24][1600/3940] lr: 2.353e-02, eta: 2 days, 14:01:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9413, loss_cls: 4.3880, loss: 4.3880 +2025-06-10 02:21:37,022 - pyskl - INFO - Epoch [24][1700/3940] lr: 2.352e-02, eta: 2 days, 14:00:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9556, loss_cls: 4.1328, loss: 4.1328 +2025-06-10 02:22:21,551 - pyskl - INFO - Epoch [24][1800/3940] lr: 2.352e-02, eta: 2 days, 13:59:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9519, loss_cls: 4.1289, loss: 4.1289 +2025-06-10 02:23:05,976 - pyskl - INFO - Epoch [24][1900/3940] lr: 2.352e-02, eta: 2 days, 13:59:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9519, loss_cls: 4.0993, loss: 4.0993 +2025-06-10 02:23:50,326 - pyskl - INFO - Epoch [24][2000/3940] lr: 2.352e-02, eta: 2 days, 13:58:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9569, loss_cls: 3.9890, loss: 3.9890 +2025-06-10 02:24:34,809 - pyskl - INFO - Epoch [24][2100/3940] lr: 2.351e-02, eta: 2 days, 13:57:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 4.0175, loss: 4.0175 +2025-06-10 02:25:19,206 - pyskl - INFO - Epoch [24][2200/3940] lr: 2.351e-02, eta: 2 days, 13:56:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9581, loss_cls: 4.1977, loss: 4.1977 +2025-06-10 02:26:03,627 - pyskl - INFO - Epoch [24][2300/3940] lr: 2.351e-02, eta: 2 days, 13:55:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9425, loss_cls: 4.2631, loss: 4.2631 +2025-06-10 02:26:48,075 - pyskl - INFO - Epoch [24][2400/3940] lr: 2.350e-02, eta: 2 days, 13:55:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9413, loss_cls: 4.2377, loss: 4.2377 +2025-06-10 02:27:32,471 - pyskl - INFO - Epoch [24][2500/3940] lr: 2.350e-02, eta: 2 days, 13:54:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9575, loss_cls: 4.1746, loss: 4.1746 +2025-06-10 02:28:16,915 - pyskl - INFO - Epoch [24][2600/3940] lr: 2.350e-02, eta: 2 days, 13:53:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9475, loss_cls: 4.2148, loss: 4.2148 +2025-06-10 02:29:01,422 - pyskl - INFO - Epoch [24][2700/3940] lr: 2.349e-02, eta: 2 days, 13:52:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9444, loss_cls: 4.1545, loss: 4.1545 +2025-06-10 02:29:45,886 - pyskl - INFO - Epoch [24][2800/3940] lr: 2.349e-02, eta: 2 days, 13:52:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9563, loss_cls: 4.1222, loss: 4.1222 +2025-06-10 02:30:30,587 - pyskl - INFO - Epoch [24][2900/3940] lr: 2.349e-02, eta: 2 days, 13:51:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9437, loss_cls: 4.2906, loss: 4.2906 +2025-06-10 02:31:15,180 - pyskl - INFO - Epoch [24][3000/3940] lr: 2.348e-02, eta: 2 days, 13:50:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9525, loss_cls: 4.0994, loss: 4.0994 +2025-06-10 02:31:59,703 - pyskl - INFO - Epoch [24][3100/3940] lr: 2.348e-02, eta: 2 days, 13:49:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 4.0146, loss: 4.0146 +2025-06-10 02:32:44,302 - pyskl - INFO - Epoch [24][3200/3940] lr: 2.348e-02, eta: 2 days, 13:48:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9475, loss_cls: 4.2355, loss: 4.2355 +2025-06-10 02:33:29,012 - pyskl - INFO - Epoch [24][3300/3940] lr: 2.347e-02, eta: 2 days, 13:48:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9544, loss_cls: 4.1612, loss: 4.1612 +2025-06-10 02:34:13,490 - pyskl - INFO - Epoch [24][3400/3940] lr: 2.347e-02, eta: 2 days, 13:47:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9519, loss_cls: 4.2845, loss: 4.2845 +2025-06-10 02:34:58,085 - pyskl - INFO - Epoch [24][3500/3940] lr: 2.347e-02, eta: 2 days, 13:46:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9494, loss_cls: 4.1394, loss: 4.1394 +2025-06-10 02:35:42,592 - pyskl - INFO - Epoch [24][3600/3940] lr: 2.346e-02, eta: 2 days, 13:45:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9469, loss_cls: 4.2434, loss: 4.2434 +2025-06-10 02:36:27,051 - pyskl - INFO - Epoch [24][3700/3940] lr: 2.346e-02, eta: 2 days, 13:45:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9519, loss_cls: 4.0984, loss: 4.0984 +2025-06-10 02:37:11,506 - pyskl - INFO - Epoch [24][3800/3940] lr: 2.346e-02, eta: 2 days, 13:44:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9494, loss_cls: 4.3401, loss: 4.3401 +2025-06-10 02:37:55,945 - pyskl - INFO - Epoch [24][3900/3940] lr: 2.346e-02, eta: 2 days, 13:43:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9425, loss_cls: 4.3809, loss: 4.3809 +2025-06-10 02:38:14,056 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-06-10 02:41:39,419 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 02:41:39,880 - pyskl - INFO - +top1_acc 0.6841 +top5_acc 0.9206 +2025-06-10 02:41:39,897 - pyskl - INFO - Epoch(val) [24][3183] top1_acc: 0.6841, top5_acc: 0.9206 +2025-06-10 02:42:48,971 - pyskl - INFO - Epoch [25][100/3940] lr: 2.345e-02, eta: 2 days, 13:43:08, time: 0.691, data_time: 0.245, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9444, loss_cls: 4.1831, loss: 4.1831 +2025-06-10 02:43:33,795 - pyskl - INFO - Epoch [25][200/3940] lr: 2.345e-02, eta: 2 days, 13:42:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 4.1660, loss: 4.1660 +2025-06-10 02:44:18,619 - pyskl - INFO - Epoch [25][300/3940] lr: 2.344e-02, eta: 2 days, 13:41:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9575, loss_cls: 4.1830, loss: 4.1830 +2025-06-10 02:45:03,447 - pyskl - INFO - Epoch [25][400/3940] lr: 2.344e-02, eta: 2 days, 13:40:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9425, loss_cls: 4.0412, loss: 4.0412 +2025-06-10 02:45:48,104 - pyskl - INFO - Epoch [25][500/3940] lr: 2.344e-02, eta: 2 days, 13:40:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9506, loss_cls: 4.0935, loss: 4.0935 +2025-06-10 02:46:32,760 - pyskl - INFO - Epoch [25][600/3940] lr: 2.343e-02, eta: 2 days, 13:39:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9537, loss_cls: 4.1746, loss: 4.1746 +2025-06-10 02:47:17,489 - pyskl - INFO - Epoch [25][700/3940] lr: 2.343e-02, eta: 2 days, 13:38:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 4.1894, loss: 4.1894 +2025-06-10 02:48:02,208 - pyskl - INFO - Epoch [25][800/3940] lr: 2.343e-02, eta: 2 days, 13:37:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9625, loss_cls: 4.1110, loss: 4.1110 +2025-06-10 02:48:46,880 - pyskl - INFO - Epoch [25][900/3940] lr: 2.342e-02, eta: 2 days, 13:37:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9425, loss_cls: 4.2469, loss: 4.2469 +2025-06-10 02:49:31,578 - pyskl - INFO - Epoch [25][1000/3940] lr: 2.342e-02, eta: 2 days, 13:36:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 4.1474, loss: 4.1474 +2025-06-10 02:50:16,226 - pyskl - INFO - Epoch [25][1100/3940] lr: 2.342e-02, eta: 2 days, 13:35:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9475, loss_cls: 4.1433, loss: 4.1433 +2025-06-10 02:51:00,879 - pyskl - INFO - Epoch [25][1200/3940] lr: 2.342e-02, eta: 2 days, 13:34:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9506, loss_cls: 4.1386, loss: 4.1386 +2025-06-10 02:51:45,508 - pyskl - INFO - Epoch [25][1300/3940] lr: 2.341e-02, eta: 2 days, 13:34:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9487, loss_cls: 4.1084, loss: 4.1084 +2025-06-10 02:52:30,095 - pyskl - INFO - Epoch [25][1400/3940] lr: 2.341e-02, eta: 2 days, 13:33:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9587, loss_cls: 4.0572, loss: 4.0572 +2025-06-10 02:53:14,746 - pyskl - INFO - Epoch [25][1500/3940] lr: 2.341e-02, eta: 2 days, 13:32:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9487, loss_cls: 4.2356, loss: 4.2356 +2025-06-10 02:53:59,410 - pyskl - INFO - Epoch [25][1600/3940] lr: 2.340e-02, eta: 2 days, 13:31:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9463, loss_cls: 4.2108, loss: 4.2108 +2025-06-10 02:54:44,041 - pyskl - INFO - Epoch [25][1700/3940] lr: 2.340e-02, eta: 2 days, 13:31:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 4.1089, loss: 4.1089 +2025-06-10 02:55:28,716 - pyskl - INFO - Epoch [25][1800/3940] lr: 2.340e-02, eta: 2 days, 13:30:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9444, loss_cls: 4.2982, loss: 4.2982 +2025-06-10 02:56:13,356 - pyskl - INFO - Epoch [25][1900/3940] lr: 2.339e-02, eta: 2 days, 13:29:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9537, loss_cls: 4.0668, loss: 4.0668 +2025-06-10 02:56:58,012 - pyskl - INFO - Epoch [25][2000/3940] lr: 2.339e-02, eta: 2 days, 13:28:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9444, loss_cls: 4.2435, loss: 4.2435 +2025-06-10 02:57:42,628 - pyskl - INFO - Epoch [25][2100/3940] lr: 2.339e-02, eta: 2 days, 13:28:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9469, loss_cls: 4.0589, loss: 4.0589 +2025-06-10 02:58:27,152 - pyskl - INFO - Epoch [25][2200/3940] lr: 2.338e-02, eta: 2 days, 13:27:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9406, loss_cls: 4.1718, loss: 4.1718 +2025-06-10 02:59:11,745 - pyskl - INFO - Epoch [25][2300/3940] lr: 2.338e-02, eta: 2 days, 13:26:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9431, loss_cls: 4.1749, loss: 4.1749 +2025-06-10 02:59:56,316 - pyskl - INFO - Epoch [25][2400/3940] lr: 2.338e-02, eta: 2 days, 13:25:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9500, loss_cls: 4.0703, loss: 4.0703 +2025-06-10 03:00:40,879 - pyskl - INFO - Epoch [25][2500/3940] lr: 2.337e-02, eta: 2 days, 13:25:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9531, loss_cls: 4.1666, loss: 4.1666 +2025-06-10 03:01:25,631 - pyskl - INFO - Epoch [25][2600/3940] lr: 2.337e-02, eta: 2 days, 13:24:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9406, loss_cls: 4.3182, loss: 4.3182 +2025-06-10 03:02:10,147 - pyskl - INFO - Epoch [25][2700/3940] lr: 2.337e-02, eta: 2 days, 13:23:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9487, loss_cls: 4.1654, loss: 4.1654 +2025-06-10 03:02:54,780 - pyskl - INFO - Epoch [25][2800/3940] lr: 2.336e-02, eta: 2 days, 13:22:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9525, loss_cls: 4.1243, loss: 4.1243 +2025-06-10 03:03:39,469 - pyskl - INFO - Epoch [25][2900/3940] lr: 2.336e-02, eta: 2 days, 13:22:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9563, loss_cls: 4.2066, loss: 4.2066 +2025-06-10 03:04:24,003 - pyskl - INFO - Epoch [25][3000/3940] lr: 2.336e-02, eta: 2 days, 13:21:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9394, loss_cls: 4.3111, loss: 4.3111 +2025-06-10 03:05:08,490 - pyskl - INFO - Epoch [25][3100/3940] lr: 2.335e-02, eta: 2 days, 13:20:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9531, loss_cls: 4.0750, loss: 4.0750 +2025-06-10 03:05:53,011 - pyskl - INFO - Epoch [25][3200/3940] lr: 2.335e-02, eta: 2 days, 13:19:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9413, loss_cls: 4.2482, loss: 4.2482 +2025-06-10 03:06:37,518 - pyskl - INFO - Epoch [25][3300/3940] lr: 2.335e-02, eta: 2 days, 13:18:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9463, loss_cls: 4.2966, loss: 4.2966 +2025-06-10 03:07:22,054 - pyskl - INFO - Epoch [25][3400/3940] lr: 2.334e-02, eta: 2 days, 13:18:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9475, loss_cls: 4.1611, loss: 4.1611 +2025-06-10 03:08:06,749 - pyskl - INFO - Epoch [25][3500/3940] lr: 2.334e-02, eta: 2 days, 13:17:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9519, loss_cls: 4.2818, loss: 4.2818 +2025-06-10 03:08:51,322 - pyskl - INFO - Epoch [25][3600/3940] lr: 2.334e-02, eta: 2 days, 13:16:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9475, loss_cls: 4.2446, loss: 4.2446 +2025-06-10 03:09:35,885 - pyskl - INFO - Epoch [25][3700/3940] lr: 2.333e-02, eta: 2 days, 13:15:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 4.1160, loss: 4.1160 +2025-06-10 03:10:20,376 - pyskl - INFO - Epoch [25][3800/3940] lr: 2.333e-02, eta: 2 days, 13:15:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9494, loss_cls: 4.2409, loss: 4.2409 +2025-06-10 03:11:04,839 - pyskl - INFO - Epoch [25][3900/3940] lr: 2.333e-02, eta: 2 days, 13:14:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9387, loss_cls: 4.1664, loss: 4.1664 +2025-06-10 03:11:22,939 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-06-10 03:28:51,697 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 03:28:52,238 - pyskl - INFO - +top1_acc 0.7065 +top5_acc 0.9316 +2025-06-10 03:28:52,294 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_17.pth was removed +2025-06-10 03:28:53,372 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. +2025-06-10 03:28:53,374 - pyskl - INFO - Best top1_acc is 0.7065 at 25 epoch. +2025-06-10 03:28:53,393 - pyskl - INFO - Epoch(val) [25][3183] top1_acc: 0.7065, top5_acc: 0.9316 +2025-06-10 03:30:02,565 - pyskl - INFO - Epoch [26][100/3940] lr: 2.332e-02, eta: 2 days, 13:13:50, time: 0.692, data_time: 0.246, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9563, loss_cls: 4.2493, loss: 4.2493 +2025-06-10 03:30:47,147 - pyskl - INFO - Epoch [26][200/3940] lr: 2.332e-02, eta: 2 days, 13:13:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9506, loss_cls: 4.1819, loss: 4.1819 +2025-06-10 03:31:31,715 - pyskl - INFO - Epoch [26][300/3940] lr: 2.332e-02, eta: 2 days, 13:12:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9581, loss_cls: 4.1381, loss: 4.1381 +2025-06-10 03:32:16,266 - pyskl - INFO - Epoch [26][400/3940] lr: 2.331e-02, eta: 2 days, 13:11:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9481, loss_cls: 4.2239, loss: 4.2239 +2025-06-10 03:33:00,812 - pyskl - INFO - Epoch [26][500/3940] lr: 2.331e-02, eta: 2 days, 13:10:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9413, loss_cls: 4.3326, loss: 4.3326 +2025-06-10 03:33:45,402 - pyskl - INFO - Epoch [26][600/3940] lr: 2.331e-02, eta: 2 days, 13:10:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9525, loss_cls: 4.0720, loss: 4.0720 +2025-06-10 03:34:29,926 - pyskl - INFO - Epoch [26][700/3940] lr: 2.330e-02, eta: 2 days, 13:09:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9544, loss_cls: 4.1430, loss: 4.1430 +2025-06-10 03:35:14,352 - pyskl - INFO - Epoch [26][800/3940] lr: 2.330e-02, eta: 2 days, 13:08:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9494, loss_cls: 4.0590, loss: 4.0590 +2025-06-10 03:35:58,829 - pyskl - INFO - Epoch [26][900/3940] lr: 2.330e-02, eta: 2 days, 13:07:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9513, loss_cls: 4.0047, loss: 4.0047 +2025-06-10 03:36:43,385 - pyskl - INFO - Epoch [26][1000/3940] lr: 2.329e-02, eta: 2 days, 13:06:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 4.1866, loss: 4.1866 +2025-06-10 03:37:27,917 - pyskl - INFO - Epoch [26][1100/3940] lr: 2.329e-02, eta: 2 days, 13:06:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9556, loss_cls: 4.0642, loss: 4.0642 +2025-06-10 03:38:12,509 - pyskl - INFO - Epoch [26][1200/3940] lr: 2.329e-02, eta: 2 days, 13:05:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9606, loss_cls: 3.9828, loss: 3.9828 +2025-06-10 03:38:57,057 - pyskl - INFO - Epoch [26][1300/3940] lr: 2.328e-02, eta: 2 days, 13:04:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9606, loss_cls: 4.0434, loss: 4.0434 +2025-06-10 03:39:41,518 - pyskl - INFO - Epoch [26][1400/3940] lr: 2.328e-02, eta: 2 days, 13:03:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9481, loss_cls: 4.1951, loss: 4.1951 +2025-06-10 03:40:26,080 - pyskl - INFO - Epoch [26][1500/3940] lr: 2.328e-02, eta: 2 days, 13:03:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9469, loss_cls: 4.1970, loss: 4.1970 +2025-06-10 03:41:10,636 - pyskl - INFO - Epoch [26][1600/3940] lr: 2.327e-02, eta: 2 days, 13:02:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9594, loss_cls: 4.0461, loss: 4.0461 +2025-06-10 03:41:55,214 - pyskl - INFO - Epoch [26][1700/3940] lr: 2.327e-02, eta: 2 days, 13:01:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9450, loss_cls: 4.1051, loss: 4.1051 +2025-06-10 03:42:39,792 - pyskl - INFO - Epoch [26][1800/3940] lr: 2.327e-02, eta: 2 days, 13:00:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 4.2152, loss: 4.2152 +2025-06-10 03:43:24,358 - pyskl - INFO - Epoch [26][1900/3940] lr: 2.326e-02, eta: 2 days, 13:00:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9500, loss_cls: 4.1320, loss: 4.1320 +2025-06-10 03:44:09,038 - pyskl - INFO - Epoch [26][2000/3940] lr: 2.326e-02, eta: 2 days, 12:59:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9513, loss_cls: 4.1486, loss: 4.1486 +2025-06-10 03:44:53,690 - pyskl - INFO - Epoch [26][2100/3940] lr: 2.325e-02, eta: 2 days, 12:58:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9613, loss_cls: 4.1621, loss: 4.1621 +2025-06-10 03:45:38,212 - pyskl - INFO - Epoch [26][2200/3940] lr: 2.325e-02, eta: 2 days, 12:57:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9506, loss_cls: 4.1772, loss: 4.1772 +2025-06-10 03:46:22,767 - pyskl - INFO - Epoch [26][2300/3940] lr: 2.325e-02, eta: 2 days, 12:57:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9506, loss_cls: 4.1719, loss: 4.1719 +2025-06-10 03:47:07,278 - pyskl - INFO - Epoch [26][2400/3940] lr: 2.324e-02, eta: 2 days, 12:56:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 4.1138, loss: 4.1138 +2025-06-10 03:47:51,806 - pyskl - INFO - Epoch [26][2500/3940] lr: 2.324e-02, eta: 2 days, 12:55:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 4.0834, loss: 4.0834 +2025-06-10 03:48:36,361 - pyskl - INFO - Epoch [26][2600/3940] lr: 2.324e-02, eta: 2 days, 12:54:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 4.1588, loss: 4.1588 +2025-06-10 03:49:20,913 - pyskl - INFO - Epoch [26][2700/3940] lr: 2.323e-02, eta: 2 days, 12:53:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9487, loss_cls: 4.1645, loss: 4.1645 +2025-06-10 03:50:05,482 - pyskl - INFO - Epoch [26][2800/3940] lr: 2.323e-02, eta: 2 days, 12:53:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9469, loss_cls: 4.1413, loss: 4.1413 +2025-06-10 03:50:50,161 - pyskl - INFO - Epoch [26][2900/3940] lr: 2.323e-02, eta: 2 days, 12:52:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9450, loss_cls: 4.2371, loss: 4.2371 +2025-06-10 03:51:34,727 - pyskl - INFO - Epoch [26][3000/3940] lr: 2.322e-02, eta: 2 days, 12:51:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9475, loss_cls: 4.1932, loss: 4.1932 +2025-06-10 03:52:19,312 - pyskl - INFO - Epoch [26][3100/3940] lr: 2.322e-02, eta: 2 days, 12:50:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9575, loss_cls: 4.0548, loss: 4.0548 +2025-06-10 03:53:03,796 - pyskl - INFO - Epoch [26][3200/3940] lr: 2.322e-02, eta: 2 days, 12:50:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9625, loss_cls: 3.9803, loss: 3.9803 +2025-06-10 03:53:48,325 - pyskl - INFO - Epoch [26][3300/3940] lr: 2.321e-02, eta: 2 days, 12:49:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9350, loss_cls: 4.2053, loss: 4.2053 +2025-06-10 03:54:32,816 - pyskl - INFO - Epoch [26][3400/3940] lr: 2.321e-02, eta: 2 days, 12:48:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9463, loss_cls: 4.1883, loss: 4.1883 +2025-06-10 03:55:17,223 - pyskl - INFO - Epoch [26][3500/3940] lr: 2.321e-02, eta: 2 days, 12:47:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 4.1635, loss: 4.1635 +2025-06-10 03:56:01,707 - pyskl - INFO - Epoch [26][3600/3940] lr: 2.320e-02, eta: 2 days, 12:47:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9463, loss_cls: 4.2175, loss: 4.2175 +2025-06-10 03:56:46,511 - pyskl - INFO - Epoch [26][3700/3940] lr: 2.320e-02, eta: 2 days, 12:46:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9550, loss_cls: 4.0383, loss: 4.0383 +2025-06-10 03:57:31,262 - pyskl - INFO - Epoch [26][3800/3940] lr: 2.320e-02, eta: 2 days, 12:45:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9463, loss_cls: 4.0875, loss: 4.0875 +2025-06-10 03:58:15,961 - pyskl - INFO - Epoch [26][3900/3940] lr: 2.319e-02, eta: 2 days, 12:44:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9425, loss_cls: 4.1543, loss: 4.1543 +2025-06-10 03:58:34,212 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-06-10 04:02:01,371 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 04:02:01,838 - pyskl - INFO - +top1_acc 0.7210 +top5_acc 0.9280 +2025-06-10 04:02:01,891 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_25.pth was removed +2025-06-10 04:02:02,904 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. +2025-06-10 04:02:02,905 - pyskl - INFO - Best top1_acc is 0.7210 at 26 epoch. +2025-06-10 04:02:02,923 - pyskl - INFO - Epoch(val) [26][3183] top1_acc: 0.7210, top5_acc: 0.9280 +2025-06-10 04:03:11,999 - pyskl - INFO - Epoch [27][100/3940] lr: 2.319e-02, eta: 2 days, 12:44:20, time: 0.691, data_time: 0.245, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9494, loss_cls: 4.2276, loss: 4.2276 +2025-06-10 04:03:56,469 - pyskl - INFO - Epoch [27][200/3940] lr: 2.319e-02, eta: 2 days, 12:43:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9600, loss_cls: 4.0391, loss: 4.0391 +2025-06-10 04:04:40,926 - pyskl - INFO - Epoch [27][300/3940] lr: 2.318e-02, eta: 2 days, 12:42:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9500, loss_cls: 4.0222, loss: 4.0222 +2025-06-10 04:05:25,461 - pyskl - INFO - Epoch [27][400/3940] lr: 2.318e-02, eta: 2 days, 12:42:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9600, loss_cls: 4.1193, loss: 4.1193 +2025-06-10 04:06:10,069 - pyskl - INFO - Epoch [27][500/3940] lr: 2.317e-02, eta: 2 days, 12:41:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 4.0501, loss: 4.0501 +2025-06-10 04:06:54,613 - pyskl - INFO - Epoch [27][600/3940] lr: 2.317e-02, eta: 2 days, 12:40:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 4.0524, loss: 4.0524 +2025-06-10 04:07:39,191 - pyskl - INFO - Epoch [27][700/3940] lr: 2.317e-02, eta: 2 days, 12:39:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9569, loss_cls: 4.1139, loss: 4.1139 +2025-06-10 04:08:23,769 - pyskl - INFO - Epoch [27][800/3940] lr: 2.316e-02, eta: 2 days, 12:38:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9569, loss_cls: 3.8787, loss: 3.8787 +2025-06-10 04:09:08,288 - pyskl - INFO - Epoch [27][900/3940] lr: 2.316e-02, eta: 2 days, 12:38:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9500, loss_cls: 4.1772, loss: 4.1772 +2025-06-10 04:09:52,892 - pyskl - INFO - Epoch [27][1000/3940] lr: 2.316e-02, eta: 2 days, 12:37:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9400, loss_cls: 4.2723, loss: 4.2723 +2025-06-10 04:10:37,448 - pyskl - INFO - Epoch [27][1100/3940] lr: 2.315e-02, eta: 2 days, 12:36:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9513, loss_cls: 4.1736, loss: 4.1736 +2025-06-10 04:11:21,929 - pyskl - INFO - Epoch [27][1200/3940] lr: 2.315e-02, eta: 2 days, 12:35:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9544, loss_cls: 3.9814, loss: 3.9814 +2025-06-10 04:12:06,380 - pyskl - INFO - Epoch [27][1300/3940] lr: 2.315e-02, eta: 2 days, 12:35:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9463, loss_cls: 4.1628, loss: 4.1628 +2025-06-10 04:12:50,837 - pyskl - INFO - Epoch [27][1400/3940] lr: 2.314e-02, eta: 2 days, 12:34:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9556, loss_cls: 4.0301, loss: 4.0301 +2025-06-10 04:13:35,324 - pyskl - INFO - Epoch [27][1500/3940] lr: 2.314e-02, eta: 2 days, 12:33:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9456, loss_cls: 4.1166, loss: 4.1166 +2025-06-10 04:14:19,772 - pyskl - INFO - Epoch [27][1600/3940] lr: 2.314e-02, eta: 2 days, 12:32:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9513, loss_cls: 4.1578, loss: 4.1578 +2025-06-10 04:15:04,290 - pyskl - INFO - Epoch [27][1700/3940] lr: 2.313e-02, eta: 2 days, 12:32:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9575, loss_cls: 4.1402, loss: 4.1402 +2025-06-10 04:15:48,945 - pyskl - INFO - Epoch [27][1800/3940] lr: 2.313e-02, eta: 2 days, 12:31:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 4.0460, loss: 4.0460 +2025-06-10 04:16:33,509 - pyskl - INFO - Epoch [27][1900/3940] lr: 2.313e-02, eta: 2 days, 12:30:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9413, loss_cls: 4.1869, loss: 4.1869 +2025-06-10 04:17:18,208 - pyskl - INFO - Epoch [27][2000/3940] lr: 2.312e-02, eta: 2 days, 12:29:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9556, loss_cls: 4.1610, loss: 4.1610 +2025-06-10 04:18:02,696 - pyskl - INFO - Epoch [27][2100/3940] lr: 2.312e-02, eta: 2 days, 12:29:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9594, loss_cls: 4.1908, loss: 4.1908 +2025-06-10 04:18:47,233 - pyskl - INFO - Epoch [27][2200/3940] lr: 2.312e-02, eta: 2 days, 12:28:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9594, loss_cls: 4.2131, loss: 4.2131 +2025-06-10 04:19:31,740 - pyskl - INFO - Epoch [27][2300/3940] lr: 2.311e-02, eta: 2 days, 12:27:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9387, loss_cls: 4.2246, loss: 4.2246 +2025-06-10 04:20:16,285 - pyskl - INFO - Epoch [27][2400/3940] lr: 2.311e-02, eta: 2 days, 12:26:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9444, loss_cls: 4.1573, loss: 4.1573 +2025-06-10 04:21:00,854 - pyskl - INFO - Epoch [27][2500/3940] lr: 2.311e-02, eta: 2 days, 12:26:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 3.8892, loss: 3.8892 +2025-06-10 04:21:45,486 - pyskl - INFO - Epoch [27][2600/3940] lr: 2.310e-02, eta: 2 days, 12:25:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9519, loss_cls: 4.1518, loss: 4.1518 +2025-06-10 04:22:29,944 - pyskl - INFO - Epoch [27][2700/3940] lr: 2.310e-02, eta: 2 days, 12:24:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9550, loss_cls: 4.1618, loss: 4.1618 +2025-06-10 04:23:14,450 - pyskl - INFO - Epoch [27][2800/3940] lr: 2.309e-02, eta: 2 days, 12:23:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9456, loss_cls: 4.0662, loss: 4.0662 +2025-06-10 04:23:59,055 - pyskl - INFO - Epoch [27][2900/3940] lr: 2.309e-02, eta: 2 days, 12:22:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9519, loss_cls: 4.1524, loss: 4.1524 +2025-06-10 04:24:43,721 - pyskl - INFO - Epoch [27][3000/3940] lr: 2.309e-02, eta: 2 days, 12:22:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9569, loss_cls: 4.0515, loss: 4.0515 +2025-06-10 04:25:28,272 - pyskl - INFO - Epoch [27][3100/3940] lr: 2.308e-02, eta: 2 days, 12:21:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9506, loss_cls: 4.1493, loss: 4.1493 +2025-06-10 04:26:12,839 - pyskl - INFO - Epoch [27][3200/3940] lr: 2.308e-02, eta: 2 days, 12:20:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9475, loss_cls: 4.1725, loss: 4.1725 +2025-06-10 04:26:57,579 - pyskl - INFO - Epoch [27][3300/3940] lr: 2.308e-02, eta: 2 days, 12:19:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9444, loss_cls: 4.2626, loss: 4.2626 +2025-06-10 04:27:42,187 - pyskl - INFO - Epoch [27][3400/3940] lr: 2.307e-02, eta: 2 days, 12:19:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9525, loss_cls: 4.1393, loss: 4.1393 +2025-06-10 04:28:26,767 - pyskl - INFO - Epoch [27][3500/3940] lr: 2.307e-02, eta: 2 days, 12:18:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9494, loss_cls: 4.2274, loss: 4.2274 +2025-06-10 04:29:11,406 - pyskl - INFO - Epoch [27][3600/3940] lr: 2.307e-02, eta: 2 days, 12:17:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9450, loss_cls: 4.0738, loss: 4.0738 +2025-06-10 04:29:55,999 - pyskl - INFO - Epoch [27][3700/3940] lr: 2.306e-02, eta: 2 days, 12:16:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 4.0730, loss: 4.0730 +2025-06-10 04:30:40,620 - pyskl - INFO - Epoch [27][3800/3940] lr: 2.306e-02, eta: 2 days, 12:16:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9569, loss_cls: 4.0097, loss: 4.0097 +2025-06-10 04:31:25,120 - pyskl - INFO - Epoch [27][3900/3940] lr: 2.306e-02, eta: 2 days, 12:15:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 4.0878, loss: 4.0878 +2025-06-10 04:31:43,305 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-06-10 04:35:10,710 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 04:35:11,173 - pyskl - INFO - +top1_acc 0.6154 +top5_acc 0.8905 +2025-06-10 04:35:11,191 - pyskl - INFO - Epoch(val) [27][3183] top1_acc: 0.6154, top5_acc: 0.8905 +2025-06-10 04:36:20,270 - pyskl - INFO - Epoch [28][100/3940] lr: 2.305e-02, eta: 2 days, 12:14:49, time: 0.691, data_time: 0.246, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9581, loss_cls: 4.2042, loss: 4.2042 +2025-06-10 04:37:04,752 - pyskl - INFO - Epoch [28][200/3940] lr: 2.305e-02, eta: 2 days, 12:14:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 4.0767, loss: 4.0767 +2025-06-10 04:37:49,262 - pyskl - INFO - Epoch [28][300/3940] lr: 2.304e-02, eta: 2 days, 12:13:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 4.1483, loss: 4.1483 +2025-06-10 04:38:33,749 - pyskl - INFO - Epoch [28][400/3940] lr: 2.304e-02, eta: 2 days, 12:12:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9581, loss_cls: 4.0782, loss: 4.0782 +2025-06-10 04:39:18,172 - pyskl - INFO - Epoch [28][500/3940] lr: 2.304e-02, eta: 2 days, 12:11:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 4.0284, loss: 4.0284 +2025-06-10 04:40:02,676 - pyskl - INFO - Epoch [28][600/3940] lr: 2.303e-02, eta: 2 days, 12:10:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9463, loss_cls: 4.0896, loss: 4.0896 +2025-06-10 04:40:47,220 - pyskl - INFO - Epoch [28][700/3940] lr: 2.303e-02, eta: 2 days, 12:10:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9537, loss_cls: 4.0872, loss: 4.0872 +2025-06-10 04:41:31,690 - pyskl - INFO - Epoch [28][800/3940] lr: 2.303e-02, eta: 2 days, 12:09:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9587, loss_cls: 3.9631, loss: 3.9631 +2025-06-10 04:42:16,201 - pyskl - INFO - Epoch [28][900/3940] lr: 2.302e-02, eta: 2 days, 12:08:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9475, loss_cls: 4.0955, loss: 4.0955 +2025-06-10 04:43:00,693 - pyskl - INFO - Epoch [28][1000/3940] lr: 2.302e-02, eta: 2 days, 12:07:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9513, loss_cls: 4.2573, loss: 4.2573 +2025-06-10 04:43:45,183 - pyskl - INFO - Epoch [28][1100/3940] lr: 2.301e-02, eta: 2 days, 12:07:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9569, loss_cls: 3.9581, loss: 3.9581 +2025-06-10 04:44:29,806 - pyskl - INFO - Epoch [28][1200/3940] lr: 2.301e-02, eta: 2 days, 12:06:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9475, loss_cls: 4.0692, loss: 4.0692 +2025-06-10 04:45:14,449 - pyskl - INFO - Epoch [28][1300/3940] lr: 2.301e-02, eta: 2 days, 12:05:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9537, loss_cls: 4.0638, loss: 4.0638 +2025-06-10 04:45:59,052 - pyskl - INFO - Epoch [28][1400/3940] lr: 2.300e-02, eta: 2 days, 12:04:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 4.0759, loss: 4.0759 +2025-06-10 04:46:43,662 - pyskl - INFO - Epoch [28][1500/3940] lr: 2.300e-02, eta: 2 days, 12:04:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9519, loss_cls: 4.0024, loss: 4.0024 +2025-06-10 04:47:28,373 - pyskl - INFO - Epoch [28][1600/3940] lr: 2.300e-02, eta: 2 days, 12:03:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9569, loss_cls: 4.0839, loss: 4.0839 +2025-06-10 04:48:13,090 - pyskl - INFO - Epoch [28][1700/3940] lr: 2.299e-02, eta: 2 days, 12:02:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9525, loss_cls: 4.1673, loss: 4.1673 +2025-06-10 04:48:57,697 - pyskl - INFO - Epoch [28][1800/3940] lr: 2.299e-02, eta: 2 days, 12:01:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9563, loss_cls: 3.9938, loss: 3.9938 +2025-06-10 04:49:42,259 - pyskl - INFO - Epoch [28][1900/3940] lr: 2.299e-02, eta: 2 days, 12:01:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9469, loss_cls: 4.1700, loss: 4.1700 +2025-06-10 04:50:26,728 - pyskl - INFO - Epoch [28][2000/3940] lr: 2.298e-02, eta: 2 days, 12:00:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9537, loss_cls: 4.1337, loss: 4.1337 +2025-06-10 04:51:11,249 - pyskl - INFO - Epoch [28][2100/3940] lr: 2.298e-02, eta: 2 days, 11:59:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9494, loss_cls: 4.1746, loss: 4.1746 +2025-06-10 04:51:55,763 - pyskl - INFO - Epoch [28][2200/3940] lr: 2.298e-02, eta: 2 days, 11:58:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9394, loss_cls: 4.2182, loss: 4.2182 +2025-06-10 04:52:40,162 - pyskl - INFO - Epoch [28][2300/3940] lr: 2.297e-02, eta: 2 days, 11:58:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9487, loss_cls: 4.0687, loss: 4.0687 +2025-06-10 04:53:24,520 - pyskl - INFO - Epoch [28][2400/3940] lr: 2.297e-02, eta: 2 days, 11:57:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9394, loss_cls: 4.0281, loss: 4.0281 +2025-06-10 04:54:08,902 - pyskl - INFO - Epoch [28][2500/3940] lr: 2.296e-02, eta: 2 days, 11:56:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9569, loss_cls: 4.1024, loss: 4.1024 +2025-06-10 04:54:53,409 - pyskl - INFO - Epoch [28][2600/3940] lr: 2.296e-02, eta: 2 days, 11:55:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9556, loss_cls: 4.2429, loss: 4.2429 +2025-06-10 04:55:37,863 - pyskl - INFO - Epoch [28][2700/3940] lr: 2.296e-02, eta: 2 days, 11:54:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9613, loss_cls: 4.0736, loss: 4.0736 +2025-06-10 04:56:22,384 - pyskl - INFO - Epoch [28][2800/3940] lr: 2.295e-02, eta: 2 days, 11:54:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9581, loss_cls: 4.0070, loss: 4.0070 +2025-06-10 04:57:07,104 - pyskl - INFO - Epoch [28][2900/3940] lr: 2.295e-02, eta: 2 days, 11:53:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9513, loss_cls: 4.0401, loss: 4.0401 +2025-06-10 04:57:51,692 - pyskl - INFO - Epoch [28][3000/3940] lr: 2.295e-02, eta: 2 days, 11:52:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9619, loss_cls: 3.9752, loss: 3.9752 +2025-06-10 04:58:36,327 - pyskl - INFO - Epoch [28][3100/3940] lr: 2.294e-02, eta: 2 days, 11:51:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 3.9923, loss: 3.9923 +2025-06-10 04:59:20,975 - pyskl - INFO - Epoch [28][3200/3940] lr: 2.294e-02, eta: 2 days, 11:51:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9450, loss_cls: 4.1947, loss: 4.1947 +2025-06-10 05:00:05,645 - pyskl - INFO - Epoch [28][3300/3940] lr: 2.294e-02, eta: 2 days, 11:50:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9594, loss_cls: 3.9509, loss: 3.9509 +2025-06-10 05:00:50,195 - pyskl - INFO - Epoch [28][3400/3940] lr: 2.293e-02, eta: 2 days, 11:49:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9431, loss_cls: 4.0913, loss: 4.0913 +2025-06-10 05:01:34,756 - pyskl - INFO - Epoch [28][3500/3940] lr: 2.293e-02, eta: 2 days, 11:48:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9563, loss_cls: 4.0320, loss: 4.0320 +2025-06-10 05:02:19,321 - pyskl - INFO - Epoch [28][3600/3940] lr: 2.292e-02, eta: 2 days, 11:48:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9581, loss_cls: 4.0947, loss: 4.0947 +2025-06-10 05:03:03,847 - pyskl - INFO - Epoch [28][3700/3940] lr: 2.292e-02, eta: 2 days, 11:47:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9456, loss_cls: 4.2361, loss: 4.2361 +2025-06-10 05:03:48,424 - pyskl - INFO - Epoch [28][3800/3940] lr: 2.292e-02, eta: 2 days, 11:46:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9437, loss_cls: 4.0579, loss: 4.0579 +2025-06-10 05:04:33,029 - pyskl - INFO - Epoch [28][3900/3940] lr: 2.291e-02, eta: 2 days, 11:45:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9575, loss_cls: 4.0732, loss: 4.0732 +2025-06-10 05:04:51,272 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-06-10 05:08:16,312 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 05:08:16,776 - pyskl - INFO - +top1_acc 0.6662 +top5_acc 0.8997 +2025-06-10 05:08:16,792 - pyskl - INFO - Epoch(val) [28][3183] top1_acc: 0.6662, top5_acc: 0.8997 +2025-06-10 05:09:25,672 - pyskl - INFO - Epoch [29][100/3940] lr: 2.291e-02, eta: 2 days, 11:45:17, time: 0.689, data_time: 0.243, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9513, loss_cls: 4.0071, loss: 4.0071 +2025-06-10 05:10:10,171 - pyskl - INFO - Epoch [29][200/3940] lr: 2.290e-02, eta: 2 days, 11:44:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 4.1231, loss: 4.1231 +2025-06-10 05:10:54,733 - pyskl - INFO - Epoch [29][300/3940] lr: 2.290e-02, eta: 2 days, 11:43:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9456, loss_cls: 4.2421, loss: 4.2421 +2025-06-10 05:11:39,291 - pyskl - INFO - Epoch [29][400/3940] lr: 2.290e-02, eta: 2 days, 11:42:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9569, loss_cls: 4.1129, loss: 4.1129 +2025-06-10 05:12:23,792 - pyskl - INFO - Epoch [29][500/3940] lr: 2.289e-02, eta: 2 days, 11:42:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9475, loss_cls: 4.0723, loss: 4.0723 +2025-06-10 05:13:08,330 - pyskl - INFO - Epoch [29][600/3940] lr: 2.289e-02, eta: 2 days, 11:41:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9437, loss_cls: 4.0818, loss: 4.0818 +2025-06-10 05:13:52,945 - pyskl - INFO - Epoch [29][700/3940] lr: 2.289e-02, eta: 2 days, 11:40:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9506, loss_cls: 4.1005, loss: 4.1005 +2025-06-10 05:14:37,470 - pyskl - INFO - Epoch [29][800/3940] lr: 2.288e-02, eta: 2 days, 11:39:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9544, loss_cls: 4.1867, loss: 4.1867 +2025-06-10 05:15:21,945 - pyskl - INFO - Epoch [29][900/3940] lr: 2.288e-02, eta: 2 days, 11:39:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9487, loss_cls: 4.3566, loss: 4.3566 +2025-06-10 05:16:06,568 - pyskl - INFO - Epoch [29][1000/3940] lr: 2.287e-02, eta: 2 days, 11:38:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9469, loss_cls: 4.1186, loss: 4.1186 +2025-06-10 05:16:51,121 - pyskl - INFO - Epoch [29][1100/3940] lr: 2.287e-02, eta: 2 days, 11:37:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9600, loss_cls: 3.9348, loss: 3.9348 +2025-06-10 05:17:35,585 - pyskl - INFO - Epoch [29][1200/3940] lr: 2.287e-02, eta: 2 days, 11:36:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9487, loss_cls: 4.0326, loss: 4.0326 +2025-06-10 05:18:20,083 - pyskl - INFO - Epoch [29][1300/3940] lr: 2.286e-02, eta: 2 days, 11:36:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 3.9833, loss: 3.9833 +2025-06-10 05:19:04,552 - pyskl - INFO - Epoch [29][1400/3940] lr: 2.286e-02, eta: 2 days, 11:35:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9463, loss_cls: 4.2366, loss: 4.2366 +2025-06-10 05:19:49,084 - pyskl - INFO - Epoch [29][1500/3940] lr: 2.286e-02, eta: 2 days, 11:34:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9463, loss_cls: 4.2047, loss: 4.2047 +2025-06-10 05:20:33,583 - pyskl - INFO - Epoch [29][1600/3940] lr: 2.285e-02, eta: 2 days, 11:33:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9487, loss_cls: 4.1447, loss: 4.1447 +2025-06-10 05:21:18,114 - pyskl - INFO - Epoch [29][1700/3940] lr: 2.285e-02, eta: 2 days, 11:33:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9531, loss_cls: 4.1419, loss: 4.1419 +2025-06-10 05:22:02,630 - pyskl - INFO - Epoch [29][1800/3940] lr: 2.284e-02, eta: 2 days, 11:32:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 4.1209, loss: 4.1209 +2025-06-10 05:22:47,113 - pyskl - INFO - Epoch [29][1900/3940] lr: 2.284e-02, eta: 2 days, 11:31:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9513, loss_cls: 3.9988, loss: 3.9988 +2025-06-10 05:23:31,613 - pyskl - INFO - Epoch [29][2000/3940] lr: 2.284e-02, eta: 2 days, 11:30:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 4.0351, loss: 4.0351 +2025-06-10 05:24:16,100 - pyskl - INFO - Epoch [29][2100/3940] lr: 2.283e-02, eta: 2 days, 11:30:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9494, loss_cls: 4.0892, loss: 4.0892 +2025-06-10 05:25:00,580 - pyskl - INFO - Epoch [29][2200/3940] lr: 2.283e-02, eta: 2 days, 11:29:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9537, loss_cls: 4.0639, loss: 4.0639 +2025-06-10 05:25:45,100 - pyskl - INFO - Epoch [29][2300/3940] lr: 2.283e-02, eta: 2 days, 11:28:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9469, loss_cls: 4.2303, loss: 4.2303 +2025-06-10 05:26:29,566 - pyskl - INFO - Epoch [29][2400/3940] lr: 2.282e-02, eta: 2 days, 11:27:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9456, loss_cls: 4.2774, loss: 4.2774 +2025-06-10 05:27:14,125 - pyskl - INFO - Epoch [29][2500/3940] lr: 2.282e-02, eta: 2 days, 11:26:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9513, loss_cls: 4.0602, loss: 4.0602 +2025-06-10 05:27:58,741 - pyskl - INFO - Epoch [29][2600/3940] lr: 2.281e-02, eta: 2 days, 11:26:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9587, loss_cls: 4.0000, loss: 4.0000 +2025-06-10 05:28:43,265 - pyskl - INFO - Epoch [29][2700/3940] lr: 2.281e-02, eta: 2 days, 11:25:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9463, loss_cls: 4.1541, loss: 4.1541 +2025-06-10 05:29:27,899 - pyskl - INFO - Epoch [29][2800/3940] lr: 2.281e-02, eta: 2 days, 11:24:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9544, loss_cls: 4.1324, loss: 4.1324 +2025-06-10 05:30:12,538 - pyskl - INFO - Epoch [29][2900/3940] lr: 2.280e-02, eta: 2 days, 11:23:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 3.9723, loss: 3.9723 +2025-06-10 05:30:56,960 - pyskl - INFO - Epoch [29][3000/3940] lr: 2.280e-02, eta: 2 days, 11:23:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 3.9929, loss: 3.9929 +2025-06-10 05:31:41,391 - pyskl - INFO - Epoch [29][3100/3940] lr: 2.280e-02, eta: 2 days, 11:22:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 4.0472, loss: 4.0472 +2025-06-10 05:32:25,930 - pyskl - INFO - Epoch [29][3200/3940] lr: 2.279e-02, eta: 2 days, 11:21:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9587, loss_cls: 3.9690, loss: 3.9690 +2025-06-10 05:33:10,369 - pyskl - INFO - Epoch [29][3300/3940] lr: 2.279e-02, eta: 2 days, 11:20:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 3.9189, loss: 3.9189 +2025-06-10 05:33:54,813 - pyskl - INFO - Epoch [29][3400/3940] lr: 2.278e-02, eta: 2 days, 11:20:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 3.9615, loss: 3.9615 +2025-06-10 05:34:39,558 - pyskl - INFO - Epoch [29][3500/3940] lr: 2.278e-02, eta: 2 days, 11:19:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9537, loss_cls: 4.1536, loss: 4.1536 +2025-06-10 05:35:24,214 - pyskl - INFO - Epoch [29][3600/3940] lr: 2.278e-02, eta: 2 days, 11:18:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9556, loss_cls: 3.9680, loss: 3.9680 +2025-06-10 05:36:08,938 - pyskl - INFO - Epoch [29][3700/3940] lr: 2.277e-02, eta: 2 days, 11:17:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9425, loss_cls: 4.2321, loss: 4.2321 +2025-06-10 05:36:53,607 - pyskl - INFO - Epoch [29][3800/3940] lr: 2.277e-02, eta: 2 days, 11:17:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9569, loss_cls: 3.9949, loss: 3.9949 +2025-06-10 05:37:38,251 - pyskl - INFO - Epoch [29][3900/3940] lr: 2.277e-02, eta: 2 days, 11:16:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9469, loss_cls: 4.0906, loss: 4.0906 +2025-06-10 05:37:56,467 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-06-10 05:41:23,633 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 05:41:24,101 - pyskl - INFO - +top1_acc 0.6899 +top5_acc 0.9241 +2025-06-10 05:41:24,117 - pyskl - INFO - Epoch(val) [29][3183] top1_acc: 0.6899, top5_acc: 0.9241 +2025-06-10 05:42:33,161 - pyskl - INFO - Epoch [30][100/3940] lr: 2.276e-02, eta: 2 days, 11:15:44, time: 0.690, data_time: 0.246, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 4.0274, loss: 4.0274 +2025-06-10 05:43:17,646 - pyskl - INFO - Epoch [30][200/3940] lr: 2.276e-02, eta: 2 days, 11:14:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9481, loss_cls: 4.1566, loss: 4.1566 +2025-06-10 05:44:02,122 - pyskl - INFO - Epoch [30][300/3940] lr: 2.275e-02, eta: 2 days, 11:14:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9500, loss_cls: 4.2147, loss: 4.2147 +2025-06-10 05:44:46,627 - pyskl - INFO - Epoch [30][400/3940] lr: 2.275e-02, eta: 2 days, 11:13:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9419, loss_cls: 3.9924, loss: 3.9924 +2025-06-10 05:45:31,225 - pyskl - INFO - Epoch [30][500/3940] lr: 2.275e-02, eta: 2 days, 11:12:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9531, loss_cls: 4.0572, loss: 4.0572 +2025-06-10 05:46:15,782 - pyskl - INFO - Epoch [30][600/3940] lr: 2.274e-02, eta: 2 days, 11:11:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9550, loss_cls: 4.1585, loss: 4.1585 +2025-06-10 05:47:00,347 - pyskl - INFO - Epoch [30][700/3940] lr: 2.274e-02, eta: 2 days, 11:11:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9569, loss_cls: 3.9919, loss: 3.9919 +2025-06-10 05:47:44,863 - pyskl - INFO - Epoch [30][800/3940] lr: 2.273e-02, eta: 2 days, 11:10:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9513, loss_cls: 4.0836, loss: 4.0836 +2025-06-10 05:48:29,368 - pyskl - INFO - Epoch [30][900/3940] lr: 2.273e-02, eta: 2 days, 11:09:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9425, loss_cls: 4.1378, loss: 4.1378 +2025-06-10 05:49:13,840 - pyskl - INFO - Epoch [30][1000/3940] lr: 2.273e-02, eta: 2 days, 11:08:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 4.0180, loss: 4.0180 +2025-06-10 05:49:58,333 - pyskl - INFO - Epoch [30][1100/3940] lr: 2.272e-02, eta: 2 days, 11:08:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9569, loss_cls: 4.0709, loss: 4.0709 +2025-06-10 05:50:42,827 - pyskl - INFO - Epoch [30][1200/3940] lr: 2.272e-02, eta: 2 days, 11:07:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9463, loss_cls: 4.1802, loss: 4.1802 +2025-06-10 05:51:27,318 - pyskl - INFO - Epoch [30][1300/3940] lr: 2.271e-02, eta: 2 days, 11:06:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 4.0536, loss: 4.0536 +2025-06-10 05:52:11,885 - pyskl - INFO - Epoch [30][1400/3940] lr: 2.271e-02, eta: 2 days, 11:05:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9613, loss_cls: 3.9268, loss: 3.9268 +2025-06-10 05:52:56,437 - pyskl - INFO - Epoch [30][1500/3940] lr: 2.271e-02, eta: 2 days, 11:05:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 4.1413, loss: 4.1413 +2025-06-10 05:53:41,016 - pyskl - INFO - Epoch [30][1600/3940] lr: 2.270e-02, eta: 2 days, 11:04:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9519, loss_cls: 4.0688, loss: 4.0688 +2025-06-10 05:54:25,636 - pyskl - INFO - Epoch [30][1700/3940] lr: 2.270e-02, eta: 2 days, 11:03:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9469, loss_cls: 4.1369, loss: 4.1369 +2025-06-10 05:55:10,193 - pyskl - INFO - Epoch [30][1800/3940] lr: 2.270e-02, eta: 2 days, 11:02:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9525, loss_cls: 4.0933, loss: 4.0933 +2025-06-10 05:55:54,757 - pyskl - INFO - Epoch [30][1900/3940] lr: 2.269e-02, eta: 2 days, 11:02:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9606, loss_cls: 4.0271, loss: 4.0271 +2025-06-10 05:56:39,314 - pyskl - INFO - Epoch [30][2000/3940] lr: 2.269e-02, eta: 2 days, 11:01:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9494, loss_cls: 4.1663, loss: 4.1663 +2025-06-10 05:57:23,965 - pyskl - INFO - Epoch [30][2100/3940] lr: 2.268e-02, eta: 2 days, 11:00:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9575, loss_cls: 4.0872, loss: 4.0872 +2025-06-10 05:58:08,526 - pyskl - INFO - Epoch [30][2200/3940] lr: 2.268e-02, eta: 2 days, 10:59:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 4.0703, loss: 4.0703 +2025-06-10 05:58:53,077 - pyskl - INFO - Epoch [30][2300/3940] lr: 2.268e-02, eta: 2 days, 10:59:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 4.0365, loss: 4.0365 +2025-06-10 05:59:37,618 - pyskl - INFO - Epoch [30][2400/3940] lr: 2.267e-02, eta: 2 days, 10:58:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9556, loss_cls: 4.0483, loss: 4.0483 +2025-06-10 06:00:22,248 - pyskl - INFO - Epoch [30][2500/3940] lr: 2.267e-02, eta: 2 days, 10:57:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9500, loss_cls: 4.0332, loss: 4.0332 +2025-06-10 06:01:06,881 - pyskl - INFO - Epoch [30][2600/3940] lr: 2.266e-02, eta: 2 days, 10:56:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9494, loss_cls: 4.0968, loss: 4.0968 +2025-06-10 06:01:51,458 - pyskl - INFO - Epoch [30][2700/3940] lr: 2.266e-02, eta: 2 days, 10:55:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9506, loss_cls: 3.9709, loss: 3.9709 +2025-06-10 06:02:35,949 - pyskl - INFO - Epoch [30][2800/3940] lr: 2.266e-02, eta: 2 days, 10:55:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9519, loss_cls: 3.9468, loss: 3.9468 +2025-06-10 06:03:20,478 - pyskl - INFO - Epoch [30][2900/3940] lr: 2.265e-02, eta: 2 days, 10:54:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9450, loss_cls: 4.0578, loss: 4.0578 +2025-06-10 06:04:05,068 - pyskl - INFO - Epoch [30][3000/3940] lr: 2.265e-02, eta: 2 days, 10:53:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9494, loss_cls: 4.1193, loss: 4.1193 +2025-06-10 06:04:49,638 - pyskl - INFO - Epoch [30][3100/3940] lr: 2.265e-02, eta: 2 days, 10:52:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9469, loss_cls: 4.0060, loss: 4.0060 +2025-06-10 06:05:34,160 - pyskl - INFO - Epoch [30][3200/3940] lr: 2.264e-02, eta: 2 days, 10:52:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9537, loss_cls: 4.0291, loss: 4.0291 +2025-06-10 06:06:18,594 - pyskl - INFO - Epoch [30][3300/3940] lr: 2.264e-02, eta: 2 days, 10:51:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 4.0158, loss: 4.0158 +2025-06-10 06:07:03,055 - pyskl - INFO - Epoch [30][3400/3940] lr: 2.263e-02, eta: 2 days, 10:50:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9563, loss_cls: 3.9943, loss: 3.9943 +2025-06-10 06:07:47,598 - pyskl - INFO - Epoch [30][3500/3940] lr: 2.263e-02, eta: 2 days, 10:49:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9506, loss_cls: 4.0567, loss: 4.0567 +2025-06-10 06:08:32,083 - pyskl - INFO - Epoch [30][3600/3940] lr: 2.263e-02, eta: 2 days, 10:49:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9506, loss_cls: 4.0845, loss: 4.0845 +2025-06-10 06:09:16,547 - pyskl - INFO - Epoch [30][3700/3940] lr: 2.262e-02, eta: 2 days, 10:48:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9531, loss_cls: 3.9428, loss: 3.9428 +2025-06-10 06:10:00,986 - pyskl - INFO - Epoch [30][3800/3940] lr: 2.262e-02, eta: 2 days, 10:47:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9563, loss_cls: 4.0441, loss: 4.0441 +2025-06-10 06:10:45,407 - pyskl - INFO - Epoch [30][3900/3940] lr: 2.261e-02, eta: 2 days, 10:46:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9506, loss_cls: 4.0314, loss: 4.0314 +2025-06-10 06:11:03,523 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-06-10 06:28:51,642 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 06:28:52,175 - pyskl - INFO - +top1_acc 0.6862 +top5_acc 0.9260 +2025-06-10 06:28:52,194 - pyskl - INFO - Epoch(val) [30][3183] top1_acc: 0.6862, top5_acc: 0.9260 +2025-06-10 06:30:01,077 - pyskl - INFO - Epoch [31][100/3940] lr: 2.261e-02, eta: 2 days, 10:46:11, time: 0.689, data_time: 0.244, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9500, loss_cls: 4.1889, loss: 4.1889 +2025-06-10 06:30:45,602 - pyskl - INFO - Epoch [31][200/3940] lr: 2.260e-02, eta: 2 days, 10:45:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 4.0822, loss: 4.0822 +2025-06-10 06:31:30,040 - pyskl - INFO - Epoch [31][300/3940] lr: 2.260e-02, eta: 2 days, 10:44:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9563, loss_cls: 4.1182, loss: 4.1182 +2025-06-10 06:32:14,422 - pyskl - INFO - Epoch [31][400/3940] lr: 2.260e-02, eta: 2 days, 10:43:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9513, loss_cls: 3.9332, loss: 3.9332 +2025-06-10 06:32:58,803 - pyskl - INFO - Epoch [31][500/3940] lr: 2.259e-02, eta: 2 days, 10:43:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9475, loss_cls: 4.0419, loss: 4.0419 +2025-06-10 06:33:43,271 - pyskl - INFO - Epoch [31][600/3940] lr: 2.259e-02, eta: 2 days, 10:42:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9700, loss_cls: 3.9218, loss: 3.9218 +2025-06-10 06:34:27,661 - pyskl - INFO - Epoch [31][700/3940] lr: 2.259e-02, eta: 2 days, 10:41:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9481, loss_cls: 4.0813, loss: 4.0813 +2025-06-10 06:35:12,043 - pyskl - INFO - Epoch [31][800/3940] lr: 2.258e-02, eta: 2 days, 10:40:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9519, loss_cls: 4.1155, loss: 4.1155 +2025-06-10 06:35:56,487 - pyskl - INFO - Epoch [31][900/3940] lr: 2.258e-02, eta: 2 days, 10:40:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 4.0570, loss: 4.0570 +2025-06-10 06:36:41,198 - pyskl - INFO - Epoch [31][1000/3940] lr: 2.257e-02, eta: 2 days, 10:39:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9525, loss_cls: 3.9068, loss: 3.9068 +2025-06-10 06:37:25,756 - pyskl - INFO - Epoch [31][1100/3940] lr: 2.257e-02, eta: 2 days, 10:38:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9706, loss_cls: 3.9095, loss: 3.9095 +2025-06-10 06:38:10,259 - pyskl - INFO - Epoch [31][1200/3940] lr: 2.257e-02, eta: 2 days, 10:37:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 3.9678, loss: 3.9678 +2025-06-10 06:38:54,748 - pyskl - INFO - Epoch [31][1300/3940] lr: 2.256e-02, eta: 2 days, 10:37:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9631, loss_cls: 4.0725, loss: 4.0725 +2025-06-10 06:39:39,115 - pyskl - INFO - Epoch [31][1400/3940] lr: 2.256e-02, eta: 2 days, 10:36:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9475, loss_cls: 4.0627, loss: 4.0627 +2025-06-10 06:40:23,585 - pyskl - INFO - Epoch [31][1500/3940] lr: 2.255e-02, eta: 2 days, 10:35:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9550, loss_cls: 4.0583, loss: 4.0583 +2025-06-10 06:41:07,985 - pyskl - INFO - Epoch [31][1600/3940] lr: 2.255e-02, eta: 2 days, 10:34:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9544, loss_cls: 4.0596, loss: 4.0596 +2025-06-10 06:41:52,334 - pyskl - INFO - Epoch [31][1700/3940] lr: 2.255e-02, eta: 2 days, 10:33:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9531, loss_cls: 4.0366, loss: 4.0366 +2025-06-10 06:42:36,682 - pyskl - INFO - Epoch [31][1800/3940] lr: 2.254e-02, eta: 2 days, 10:33:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 3.9739, loss: 3.9739 +2025-06-10 06:43:20,987 - pyskl - INFO - Epoch [31][1900/3940] lr: 2.254e-02, eta: 2 days, 10:32:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9550, loss_cls: 4.1074, loss: 4.1074 +2025-06-10 06:44:05,358 - pyskl - INFO - Epoch [31][2000/3940] lr: 2.253e-02, eta: 2 days, 10:31:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9544, loss_cls: 4.0613, loss: 4.0613 +2025-06-10 06:44:49,734 - pyskl - INFO - Epoch [31][2100/3940] lr: 2.253e-02, eta: 2 days, 10:30:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9456, loss_cls: 4.1311, loss: 4.1311 +2025-06-10 06:45:34,109 - pyskl - INFO - Epoch [31][2200/3940] lr: 2.253e-02, eta: 2 days, 10:30:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 4.0216, loss: 4.0216 +2025-06-10 06:46:18,541 - pyskl - INFO - Epoch [31][2300/3940] lr: 2.252e-02, eta: 2 days, 10:29:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9481, loss_cls: 4.0473, loss: 4.0473 +2025-06-10 06:47:02,949 - pyskl - INFO - Epoch [31][2400/3940] lr: 2.252e-02, eta: 2 days, 10:28:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9500, loss_cls: 4.0581, loss: 4.0581 +2025-06-10 06:47:47,332 - pyskl - INFO - Epoch [31][2500/3940] lr: 2.251e-02, eta: 2 days, 10:27:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9550, loss_cls: 3.9816, loss: 3.9816 +2025-06-10 06:48:31,816 - pyskl - INFO - Epoch [31][2600/3940] lr: 2.251e-02, eta: 2 days, 10:27:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9606, loss_cls: 3.9455, loss: 3.9455 +2025-06-10 06:49:16,187 - pyskl - INFO - Epoch [31][2700/3940] lr: 2.251e-02, eta: 2 days, 10:26:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 3.9999, loss: 3.9999 +2025-06-10 06:50:00,521 - pyskl - INFO - Epoch [31][2800/3940] lr: 2.250e-02, eta: 2 days, 10:25:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9544, loss_cls: 4.1552, loss: 4.1552 +2025-06-10 06:50:44,974 - pyskl - INFO - Epoch [31][2900/3940] lr: 2.250e-02, eta: 2 days, 10:24:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9494, loss_cls: 4.1530, loss: 4.1530 +2025-06-10 06:51:29,471 - pyskl - INFO - Epoch [31][3000/3940] lr: 2.249e-02, eta: 2 days, 10:23:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9413, loss_cls: 4.1164, loss: 4.1164 +2025-06-10 06:52:13,883 - pyskl - INFO - Epoch [31][3100/3940] lr: 2.249e-02, eta: 2 days, 10:23:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9556, loss_cls: 3.9633, loss: 3.9633 +2025-06-10 06:52:58,420 - pyskl - INFO - Epoch [31][3200/3940] lr: 2.249e-02, eta: 2 days, 10:22:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9437, loss_cls: 4.0733, loss: 4.0733 +2025-06-10 06:53:43,008 - pyskl - INFO - Epoch [31][3300/3940] lr: 2.248e-02, eta: 2 days, 10:21:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9525, loss_cls: 4.1747, loss: 4.1747 +2025-06-10 06:54:27,611 - pyskl - INFO - Epoch [31][3400/3940] lr: 2.248e-02, eta: 2 days, 10:20:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9450, loss_cls: 4.1981, loss: 4.1981 +2025-06-10 06:55:12,397 - pyskl - INFO - Epoch [31][3500/3940] lr: 2.247e-02, eta: 2 days, 10:20:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9513, loss_cls: 3.9864, loss: 3.9864 +2025-06-10 06:55:57,206 - pyskl - INFO - Epoch [31][3600/3940] lr: 2.247e-02, eta: 2 days, 10:19:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9487, loss_cls: 4.0845, loss: 4.0845 +2025-06-10 06:56:41,733 - pyskl - INFO - Epoch [31][3700/3940] lr: 2.247e-02, eta: 2 days, 10:18:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9413, loss_cls: 4.1345, loss: 4.1345 +2025-06-10 06:57:26,286 - pyskl - INFO - Epoch [31][3800/3940] lr: 2.246e-02, eta: 2 days, 10:17:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9525, loss_cls: 4.1389, loss: 4.1389 +2025-06-10 06:58:10,739 - pyskl - INFO - Epoch [31][3900/3940] lr: 2.246e-02, eta: 2 days, 10:17:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 3.9885, loss: 3.9885 +2025-06-10 06:58:28,874 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-06-10 07:01:53,800 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 07:01:54,259 - pyskl - INFO - +top1_acc 0.7154 +top5_acc 0.9375 +2025-06-10 07:01:54,276 - pyskl - INFO - Epoch(val) [31][3183] top1_acc: 0.7154, top5_acc: 0.9375 +2025-06-10 07:03:02,617 - pyskl - INFO - Epoch [32][100/3940] lr: 2.245e-02, eta: 2 days, 10:16:27, time: 0.683, data_time: 0.239, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9619, loss_cls: 4.0927, loss: 4.0927 +2025-06-10 07:03:47,126 - pyskl - INFO - Epoch [32][200/3940] lr: 2.245e-02, eta: 2 days, 10:15:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9569, loss_cls: 3.9284, loss: 3.9284 +2025-06-10 07:04:31,719 - pyskl - INFO - Epoch [32][300/3940] lr: 2.244e-02, eta: 2 days, 10:14:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9550, loss_cls: 4.0685, loss: 4.0685 +2025-06-10 07:05:16,188 - pyskl - INFO - Epoch [32][400/3940] lr: 2.244e-02, eta: 2 days, 10:14:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9569, loss_cls: 4.1286, loss: 4.1286 +2025-06-10 07:06:00,690 - pyskl - INFO - Epoch [32][500/3940] lr: 2.244e-02, eta: 2 days, 10:13:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9650, loss_cls: 3.9689, loss: 3.9689 +2025-06-10 07:06:45,159 - pyskl - INFO - Epoch [32][600/3940] lr: 2.243e-02, eta: 2 days, 10:12:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 3.8882, loss: 3.8882 +2025-06-10 07:07:29,662 - pyskl - INFO - Epoch [32][700/3940] lr: 2.243e-02, eta: 2 days, 10:11:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9456, loss_cls: 4.1309, loss: 4.1309 +2025-06-10 07:08:14,163 - pyskl - INFO - Epoch [32][800/3940] lr: 2.242e-02, eta: 2 days, 10:11:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9519, loss_cls: 4.1015, loss: 4.1015 +2025-06-10 07:08:58,693 - pyskl - INFO - Epoch [32][900/3940] lr: 2.242e-02, eta: 2 days, 10:10:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9613, loss_cls: 4.0021, loss: 4.0021 +2025-06-10 07:09:43,166 - pyskl - INFO - Epoch [32][1000/3940] lr: 2.242e-02, eta: 2 days, 10:09:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9506, loss_cls: 4.0480, loss: 4.0480 +2025-06-10 07:10:27,668 - pyskl - INFO - Epoch [32][1100/3940] lr: 2.241e-02, eta: 2 days, 10:08:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9531, loss_cls: 4.0223, loss: 4.0223 +2025-06-10 07:11:12,261 - pyskl - INFO - Epoch [32][1200/3940] lr: 2.241e-02, eta: 2 days, 10:08:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 3.9899, loss: 3.9899 +2025-06-10 07:11:56,802 - pyskl - INFO - Epoch [32][1300/3940] lr: 2.240e-02, eta: 2 days, 10:07:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9594, loss_cls: 4.0181, loss: 4.0181 +2025-06-10 07:12:41,337 - pyskl - INFO - Epoch [32][1400/3940] lr: 2.240e-02, eta: 2 days, 10:06:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9581, loss_cls: 4.0242, loss: 4.0242 +2025-06-10 07:13:25,881 - pyskl - INFO - Epoch [32][1500/3940] lr: 2.240e-02, eta: 2 days, 10:05:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9450, loss_cls: 4.1205, loss: 4.1205 +2025-06-10 07:14:10,380 - pyskl - INFO - Epoch [32][1600/3940] lr: 2.239e-02, eta: 2 days, 10:05:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 4.1146, loss: 4.1146 +2025-06-10 07:14:54,855 - pyskl - INFO - Epoch [32][1700/3940] lr: 2.239e-02, eta: 2 days, 10:04:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9531, loss_cls: 4.0051, loss: 4.0051 +2025-06-10 07:15:39,314 - pyskl - INFO - Epoch [32][1800/3940] lr: 2.238e-02, eta: 2 days, 10:03:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9531, loss_cls: 3.8878, loss: 3.8878 +2025-06-10 07:16:23,863 - pyskl - INFO - Epoch [32][1900/3940] lr: 2.238e-02, eta: 2 days, 10:02:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9619, loss_cls: 4.0221, loss: 4.0221 +2025-06-10 07:17:08,423 - pyskl - INFO - Epoch [32][2000/3940] lr: 2.238e-02, eta: 2 days, 10:01:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9619, loss_cls: 4.0070, loss: 4.0070 +2025-06-10 07:17:52,920 - pyskl - INFO - Epoch [32][2100/3940] lr: 2.237e-02, eta: 2 days, 10:01:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9537, loss_cls: 4.1388, loss: 4.1388 +2025-06-10 07:18:37,444 - pyskl - INFO - Epoch [32][2200/3940] lr: 2.237e-02, eta: 2 days, 10:00:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 4.0144, loss: 4.0144 +2025-06-10 07:19:21,965 - pyskl - INFO - Epoch [32][2300/3940] lr: 2.236e-02, eta: 2 days, 9:59:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9506, loss_cls: 4.0741, loss: 4.0741 +2025-06-10 07:20:06,550 - pyskl - INFO - Epoch [32][2400/3940] lr: 2.236e-02, eta: 2 days, 9:58:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 4.1274, loss: 4.1274 +2025-06-10 07:20:51,082 - pyskl - INFO - Epoch [32][2500/3940] lr: 2.236e-02, eta: 2 days, 9:58:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 3.9190, loss: 3.9190 +2025-06-10 07:21:35,610 - pyskl - INFO - Epoch [32][2600/3940] lr: 2.235e-02, eta: 2 days, 9:57:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9519, loss_cls: 4.0621, loss: 4.0621 +2025-06-10 07:22:20,185 - pyskl - INFO - Epoch [32][2700/3940] lr: 2.235e-02, eta: 2 days, 9:56:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 4.1390, loss: 4.1390 +2025-06-10 07:23:04,690 - pyskl - INFO - Epoch [32][2800/3940] lr: 2.234e-02, eta: 2 days, 9:55:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9519, loss_cls: 4.1166, loss: 4.1166 +2025-06-10 07:23:49,493 - pyskl - INFO - Epoch [32][2900/3940] lr: 2.234e-02, eta: 2 days, 9:55:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 3.8520, loss: 3.8520 +2025-06-10 07:24:33,864 - pyskl - INFO - Epoch [32][3000/3940] lr: 2.233e-02, eta: 2 days, 9:54:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9537, loss_cls: 4.0105, loss: 4.0105 +2025-06-10 07:25:18,317 - pyskl - INFO - Epoch [32][3100/3940] lr: 2.233e-02, eta: 2 days, 9:53:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9463, loss_cls: 4.0600, loss: 4.0600 +2025-06-10 07:26:02,877 - pyskl - INFO - Epoch [32][3200/3940] lr: 2.233e-02, eta: 2 days, 9:52:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 4.0578, loss: 4.0578 +2025-06-10 07:26:47,398 - pyskl - INFO - Epoch [32][3300/3940] lr: 2.232e-02, eta: 2 days, 9:52:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9519, loss_cls: 3.9698, loss: 3.9698 +2025-06-10 07:27:31,936 - pyskl - INFO - Epoch [32][3400/3940] lr: 2.232e-02, eta: 2 days, 9:51:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9500, loss_cls: 3.9428, loss: 3.9428 +2025-06-10 07:28:16,554 - pyskl - INFO - Epoch [32][3500/3940] lr: 2.231e-02, eta: 2 days, 9:50:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9537, loss_cls: 3.9907, loss: 3.9907 +2025-06-10 07:29:01,136 - pyskl - INFO - Epoch [32][3600/3940] lr: 2.231e-02, eta: 2 days, 9:49:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 4.0005, loss: 4.0005 +2025-06-10 07:29:45,826 - pyskl - INFO - Epoch [32][3700/3940] lr: 2.231e-02, eta: 2 days, 9:49:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9537, loss_cls: 4.0212, loss: 4.0212 +2025-06-10 07:30:30,657 - pyskl - INFO - Epoch [32][3800/3940] lr: 2.230e-02, eta: 2 days, 9:48:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9563, loss_cls: 3.9992, loss: 3.9992 +2025-06-10 07:31:15,215 - pyskl - INFO - Epoch [32][3900/3940] lr: 2.230e-02, eta: 2 days, 9:47:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9500, loss_cls: 4.1338, loss: 4.1338 +2025-06-10 07:31:33,339 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-06-10 07:34:58,364 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 07:34:58,828 - pyskl - INFO - +top1_acc 0.6955 +top5_acc 0.9219 +2025-06-10 07:34:58,845 - pyskl - INFO - Epoch(val) [32][3183] top1_acc: 0.6955, top5_acc: 0.9219 +2025-06-10 07:36:07,692 - pyskl - INFO - Epoch [33][100/3940] lr: 2.229e-02, eta: 2 days, 9:46:56, time: 0.688, data_time: 0.243, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 4.0495, loss: 4.0495 +2025-06-10 07:36:52,227 - pyskl - INFO - Epoch [33][200/3940] lr: 2.229e-02, eta: 2 days, 9:46:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 3.9314, loss: 3.9314 +2025-06-10 07:37:36,808 - pyskl - INFO - Epoch [33][300/3940] lr: 2.228e-02, eta: 2 days, 9:45:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9656, loss_cls: 3.9829, loss: 3.9829 +2025-06-10 07:38:21,331 - pyskl - INFO - Epoch [33][400/3940] lr: 2.228e-02, eta: 2 days, 9:44:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 3.8634, loss: 3.8634 +2025-06-10 07:39:05,894 - pyskl - INFO - Epoch [33][500/3940] lr: 2.228e-02, eta: 2 days, 9:43:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9506, loss_cls: 4.0616, loss: 4.0616 +2025-06-10 07:39:50,477 - pyskl - INFO - Epoch [33][600/3940] lr: 2.227e-02, eta: 2 days, 9:43:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9481, loss_cls: 3.9607, loss: 3.9607 +2025-06-10 07:40:35,079 - pyskl - INFO - Epoch [33][700/3940] lr: 2.227e-02, eta: 2 days, 9:42:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9613, loss_cls: 3.9869, loss: 3.9869 +2025-06-10 07:41:19,707 - pyskl - INFO - Epoch [33][800/3940] lr: 2.226e-02, eta: 2 days, 9:41:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 4.0378, loss: 4.0378 +2025-06-10 07:42:04,360 - pyskl - INFO - Epoch [33][900/3940] lr: 2.226e-02, eta: 2 days, 9:40:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9531, loss_cls: 4.0162, loss: 4.0162 +2025-06-10 07:42:48,865 - pyskl - INFO - Epoch [33][1000/3940] lr: 2.225e-02, eta: 2 days, 9:40:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9556, loss_cls: 3.8982, loss: 3.8982 +2025-06-10 07:43:33,358 - pyskl - INFO - Epoch [33][1100/3940] lr: 2.225e-02, eta: 2 days, 9:39:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 4.0769, loss: 4.0769 +2025-06-10 07:44:17,816 - pyskl - INFO - Epoch [33][1200/3940] lr: 2.225e-02, eta: 2 days, 9:38:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9513, loss_cls: 3.9403, loss: 3.9403 +2025-06-10 07:45:02,288 - pyskl - INFO - Epoch [33][1300/3940] lr: 2.224e-02, eta: 2 days, 9:37:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 4.2222, loss: 4.2222 +2025-06-10 07:45:46,808 - pyskl - INFO - Epoch [33][1400/3940] lr: 2.224e-02, eta: 2 days, 9:37:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9525, loss_cls: 4.0755, loss: 4.0755 +2025-06-10 07:46:31,395 - pyskl - INFO - Epoch [33][1500/3940] lr: 2.223e-02, eta: 2 days, 9:36:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 4.0379, loss: 4.0379 +2025-06-10 07:47:15,961 - pyskl - INFO - Epoch [33][1600/3940] lr: 2.223e-02, eta: 2 days, 9:35:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9525, loss_cls: 4.1536, loss: 4.1536 +2025-06-10 07:48:00,507 - pyskl - INFO - Epoch [33][1700/3940] lr: 2.223e-02, eta: 2 days, 9:34:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9613, loss_cls: 3.9761, loss: 3.9761 +2025-06-10 07:48:45,121 - pyskl - INFO - Epoch [33][1800/3940] lr: 2.222e-02, eta: 2 days, 9:34:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9569, loss_cls: 4.0202, loss: 4.0202 +2025-06-10 07:49:29,619 - pyskl - INFO - Epoch [33][1900/3940] lr: 2.222e-02, eta: 2 days, 9:33:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9600, loss_cls: 4.0681, loss: 4.0681 +2025-06-10 07:50:14,021 - pyskl - INFO - Epoch [33][2000/3940] lr: 2.221e-02, eta: 2 days, 9:32:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9456, loss_cls: 4.2472, loss: 4.2472 +2025-06-10 07:50:58,418 - pyskl - INFO - Epoch [33][2100/3940] lr: 2.221e-02, eta: 2 days, 9:31:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9669, loss_cls: 3.9119, loss: 3.9119 +2025-06-10 07:51:42,826 - pyskl - INFO - Epoch [33][2200/3940] lr: 2.220e-02, eta: 2 days, 9:31:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9581, loss_cls: 4.0898, loss: 4.0898 +2025-06-10 07:52:27,268 - pyskl - INFO - Epoch [33][2300/3940] lr: 2.220e-02, eta: 2 days, 9:30:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 4.1039, loss: 4.1039 +2025-06-10 07:53:11,866 - pyskl - INFO - Epoch [33][2400/3940] lr: 2.220e-02, eta: 2 days, 9:29:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9487, loss_cls: 4.1223, loss: 4.1223 +2025-06-10 07:53:56,439 - pyskl - INFO - Epoch [33][2500/3940] lr: 2.219e-02, eta: 2 days, 9:28:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 4.0633, loss: 4.0633 +2025-06-10 07:54:40,953 - pyskl - INFO - Epoch [33][2600/3940] lr: 2.219e-02, eta: 2 days, 9:27:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9587, loss_cls: 3.9518, loss: 3.9518 +2025-06-10 07:55:25,617 - pyskl - INFO - Epoch [33][2700/3940] lr: 2.218e-02, eta: 2 days, 9:27:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 4.0094, loss: 4.0094 +2025-06-10 07:56:10,183 - pyskl - INFO - Epoch [33][2800/3940] lr: 2.218e-02, eta: 2 days, 9:26:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9456, loss_cls: 4.0634, loss: 4.0634 +2025-06-10 07:56:54,883 - pyskl - INFO - Epoch [33][2900/3940] lr: 2.218e-02, eta: 2 days, 9:25:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 4.0711, loss: 4.0711 +2025-06-10 07:57:39,670 - pyskl - INFO - Epoch [33][3000/3940] lr: 2.217e-02, eta: 2 days, 9:24:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 4.0388, loss: 4.0388 +2025-06-10 07:58:24,125 - pyskl - INFO - Epoch [33][3100/3940] lr: 2.217e-02, eta: 2 days, 9:24:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9469, loss_cls: 3.9920, loss: 3.9920 +2025-06-10 07:59:08,576 - pyskl - INFO - Epoch [33][3200/3940] lr: 2.216e-02, eta: 2 days, 9:23:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9525, loss_cls: 4.0143, loss: 4.0143 +2025-06-10 07:59:53,039 - pyskl - INFO - Epoch [33][3300/3940] lr: 2.216e-02, eta: 2 days, 9:22:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 4.1732, loss: 4.1732 +2025-06-10 08:00:37,546 - pyskl - INFO - Epoch [33][3400/3940] lr: 2.215e-02, eta: 2 days, 9:21:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 3.9107, loss: 3.9107 +2025-06-10 08:01:22,384 - pyskl - INFO - Epoch [33][3500/3940] lr: 2.215e-02, eta: 2 days, 9:21:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 3.9834, loss: 3.9834 +2025-06-10 08:02:06,985 - pyskl - INFO - Epoch [33][3600/3940] lr: 2.215e-02, eta: 2 days, 9:20:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 4.1123, loss: 4.1123 +2025-06-10 08:02:51,526 - pyskl - INFO - Epoch [33][3700/3940] lr: 2.214e-02, eta: 2 days, 9:19:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 3.9737, loss: 3.9737 +2025-06-10 08:03:36,049 - pyskl - INFO - Epoch [33][3800/3940] lr: 2.214e-02, eta: 2 days, 9:18:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9519, loss_cls: 4.0361, loss: 4.0361 +2025-06-10 08:04:20,576 - pyskl - INFO - Epoch [33][3900/3940] lr: 2.213e-02, eta: 2 days, 9:18:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9550, loss_cls: 3.9990, loss: 3.9990 +2025-06-10 08:04:38,711 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-06-10 08:08:05,979 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 08:08:06,442 - pyskl - INFO - +top1_acc 0.6051 +top5_acc 0.8720 +2025-06-10 08:08:06,459 - pyskl - INFO - Epoch(val) [33][3183] top1_acc: 0.6051, top5_acc: 0.8720 +2025-06-10 08:09:15,004 - pyskl - INFO - Epoch [34][100/3940] lr: 2.213e-02, eta: 2 days, 9:17:27, time: 0.685, data_time: 0.240, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 4.3399, loss: 4.3399 +2025-06-10 08:09:59,621 - pyskl - INFO - Epoch [34][200/3940] lr: 2.212e-02, eta: 2 days, 9:16:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 3.9107, loss: 3.9107 +2025-06-10 08:10:44,247 - pyskl - INFO - Epoch [34][300/3940] lr: 2.212e-02, eta: 2 days, 9:15:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 3.9989, loss: 3.9989 +2025-06-10 08:11:28,841 - pyskl - INFO - Epoch [34][400/3940] lr: 2.211e-02, eta: 2 days, 9:15:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 3.9394, loss: 3.9394 +2025-06-10 08:12:13,630 - pyskl - INFO - Epoch [34][500/3940] lr: 2.211e-02, eta: 2 days, 9:14:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9519, loss_cls: 4.0815, loss: 4.0815 +2025-06-10 08:12:58,260 - pyskl - INFO - Epoch [34][600/3940] lr: 2.211e-02, eta: 2 days, 9:13:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9613, loss_cls: 4.0160, loss: 4.0160 +2025-06-10 08:13:42,804 - pyskl - INFO - Epoch [34][700/3940] lr: 2.210e-02, eta: 2 days, 9:12:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 3.9033, loss: 3.9033 +2025-06-10 08:14:27,345 - pyskl - INFO - Epoch [34][800/3940] lr: 2.210e-02, eta: 2 days, 9:12:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 4.1034, loss: 4.1034 +2025-06-10 08:15:11,864 - pyskl - INFO - Epoch [34][900/3940] lr: 2.209e-02, eta: 2 days, 9:11:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 3.9154, loss: 3.9154 +2025-06-10 08:15:56,389 - pyskl - INFO - Epoch [34][1000/3940] lr: 2.209e-02, eta: 2 days, 9:10:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9556, loss_cls: 3.9552, loss: 3.9552 +2025-06-10 08:16:41,020 - pyskl - INFO - Epoch [34][1100/3940] lr: 2.208e-02, eta: 2 days, 9:09:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 3.9336, loss: 3.9336 +2025-06-10 08:17:25,498 - pyskl - INFO - Epoch [34][1200/3940] lr: 2.208e-02, eta: 2 days, 9:09:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 4.0134, loss: 4.0134 +2025-06-10 08:18:10,001 - pyskl - INFO - Epoch [34][1300/3940] lr: 2.208e-02, eta: 2 days, 9:08:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 3.8968, loss: 3.8968 +2025-06-10 08:18:54,594 - pyskl - INFO - Epoch [34][1400/3940] lr: 2.207e-02, eta: 2 days, 9:07:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9525, loss_cls: 4.0203, loss: 4.0203 +2025-06-10 08:19:39,315 - pyskl - INFO - Epoch [34][1500/3940] lr: 2.207e-02, eta: 2 days, 9:06:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9550, loss_cls: 3.9244, loss: 3.9244 +2025-06-10 08:20:23,908 - pyskl - INFO - Epoch [34][1600/3940] lr: 2.206e-02, eta: 2 days, 9:06:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 4.0296, loss: 4.0296 +2025-06-10 08:21:08,495 - pyskl - INFO - Epoch [34][1700/3940] lr: 2.206e-02, eta: 2 days, 9:05:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9537, loss_cls: 3.9319, loss: 3.9319 +2025-06-10 08:21:53,157 - pyskl - INFO - Epoch [34][1800/3940] lr: 2.205e-02, eta: 2 days, 9:04:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9625, loss_cls: 3.9482, loss: 3.9482 +2025-06-10 08:22:37,800 - pyskl - INFO - Epoch [34][1900/3940] lr: 2.205e-02, eta: 2 days, 9:03:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9500, loss_cls: 3.8732, loss: 3.8732 +2025-06-10 08:23:22,446 - pyskl - INFO - Epoch [34][2000/3940] lr: 2.205e-02, eta: 2 days, 9:03:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9525, loss_cls: 4.0950, loss: 4.0950 +2025-06-10 08:24:06,999 - pyskl - INFO - Epoch [34][2100/3940] lr: 2.204e-02, eta: 2 days, 9:02:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 3.9552, loss: 3.9552 +2025-06-10 08:24:51,664 - pyskl - INFO - Epoch [34][2200/3940] lr: 2.204e-02, eta: 2 days, 9:01:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9513, loss_cls: 3.9746, loss: 3.9746 +2025-06-10 08:25:36,268 - pyskl - INFO - Epoch [34][2300/3940] lr: 2.203e-02, eta: 2 days, 9:00:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9556, loss_cls: 3.8723, loss: 3.8723 +2025-06-10 08:26:20,876 - pyskl - INFO - Epoch [34][2400/3940] lr: 2.203e-02, eta: 2 days, 9:00:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9544, loss_cls: 3.9093, loss: 3.9093 +2025-06-10 08:27:05,499 - pyskl - INFO - Epoch [34][2500/3940] lr: 2.202e-02, eta: 2 days, 8:59:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9569, loss_cls: 4.0225, loss: 4.0225 +2025-06-10 08:27:50,118 - pyskl - INFO - Epoch [34][2600/3940] lr: 2.202e-02, eta: 2 days, 8:58:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9644, loss_cls: 3.9593, loss: 3.9593 +2025-06-10 08:28:34,718 - pyskl - INFO - Epoch [34][2700/3940] lr: 2.202e-02, eta: 2 days, 8:57:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9619, loss_cls: 4.0007, loss: 4.0007 +2025-06-10 08:29:19,493 - pyskl - INFO - Epoch [34][2800/3940] lr: 2.201e-02, eta: 2 days, 8:57:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9519, loss_cls: 3.9159, loss: 3.9159 +2025-06-10 08:30:04,427 - pyskl - INFO - Epoch [34][2900/3940] lr: 2.201e-02, eta: 2 days, 8:56:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9450, loss_cls: 4.1912, loss: 4.1912 +2025-06-10 08:30:49,050 - pyskl - INFO - Epoch [34][3000/3940] lr: 2.200e-02, eta: 2 days, 8:55:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 4.0510, loss: 4.0510 +2025-06-10 08:31:33,660 - pyskl - INFO - Epoch [34][3100/3940] lr: 2.200e-02, eta: 2 days, 8:54:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9594, loss_cls: 3.9813, loss: 3.9813 +2025-06-10 08:32:18,242 - pyskl - INFO - Epoch [34][3200/3940] lr: 2.199e-02, eta: 2 days, 8:54:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9619, loss_cls: 4.0147, loss: 4.0147 +2025-06-10 08:33:02,962 - pyskl - INFO - Epoch [34][3300/3940] lr: 2.199e-02, eta: 2 days, 8:53:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9469, loss_cls: 4.0097, loss: 4.0097 +2025-06-10 08:33:47,558 - pyskl - INFO - Epoch [34][3400/3940] lr: 2.199e-02, eta: 2 days, 8:52:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9531, loss_cls: 4.1987, loss: 4.1987 +2025-06-10 08:34:32,273 - pyskl - INFO - Epoch [34][3500/3940] lr: 2.198e-02, eta: 2 days, 8:51:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 4.0056, loss: 4.0056 +2025-06-10 08:35:16,852 - pyskl - INFO - Epoch [34][3600/3940] lr: 2.198e-02, eta: 2 days, 8:51:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9544, loss_cls: 4.0400, loss: 4.0400 +2025-06-10 08:36:01,426 - pyskl - INFO - Epoch [34][3700/3940] lr: 2.197e-02, eta: 2 days, 8:50:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 4.1048, loss: 4.1048 +2025-06-10 08:36:46,029 - pyskl - INFO - Epoch [34][3800/3940] lr: 2.197e-02, eta: 2 days, 8:49:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 3.9650, loss: 3.9650 +2025-06-10 08:37:30,771 - pyskl - INFO - Epoch [34][3900/3940] lr: 2.196e-02, eta: 2 days, 8:48:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9481, loss_cls: 4.1515, loss: 4.1515 +2025-06-10 08:37:48,937 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-06-10 08:41:14,057 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 08:41:14,513 - pyskl - INFO - +top1_acc 0.6650 +top5_acc 0.9119 +2025-06-10 08:41:14,530 - pyskl - INFO - Epoch(val) [34][3183] top1_acc: 0.6650, top5_acc: 0.9119 +2025-06-10 08:42:23,609 - pyskl - INFO - Epoch [35][100/3940] lr: 2.196e-02, eta: 2 days, 8:48:09, time: 0.691, data_time: 0.242, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9481, loss_cls: 4.0789, loss: 4.0789 +2025-06-10 08:43:08,347 - pyskl - INFO - Epoch [35][200/3940] lr: 2.195e-02, eta: 2 days, 8:47:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9569, loss_cls: 3.9363, loss: 3.9363 +2025-06-10 08:43:52,966 - pyskl - INFO - Epoch [35][300/3940] lr: 2.195e-02, eta: 2 days, 8:46:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9656, loss_cls: 4.0682, loss: 4.0682 +2025-06-10 08:44:37,532 - pyskl - INFO - Epoch [35][400/3940] lr: 2.195e-02, eta: 2 days, 8:45:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 3.8171, loss: 3.8171 +2025-06-10 08:45:22,168 - pyskl - INFO - Epoch [35][500/3940] lr: 2.194e-02, eta: 2 days, 8:45:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 3.9141, loss: 3.9141 +2025-06-10 08:46:06,772 - pyskl - INFO - Epoch [35][600/3940] lr: 2.194e-02, eta: 2 days, 8:44:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 4.0022, loss: 4.0022 +2025-06-10 08:46:51,334 - pyskl - INFO - Epoch [35][700/3940] lr: 2.193e-02, eta: 2 days, 8:43:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9544, loss_cls: 3.9230, loss: 3.9230 +2025-06-10 08:47:35,891 - pyskl - INFO - Epoch [35][800/3940] lr: 2.193e-02, eta: 2 days, 8:42:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 4.0078, loss: 4.0078 +2025-06-10 08:48:20,493 - pyskl - INFO - Epoch [35][900/3940] lr: 2.192e-02, eta: 2 days, 8:42:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9600, loss_cls: 3.8941, loss: 3.8941 +2025-06-10 08:49:05,036 - pyskl - INFO - Epoch [35][1000/3940] lr: 2.192e-02, eta: 2 days, 8:41:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9519, loss_cls: 3.9379, loss: 3.9379 +2025-06-10 08:49:49,653 - pyskl - INFO - Epoch [35][1100/3940] lr: 2.191e-02, eta: 2 days, 8:40:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 3.8383, loss: 3.8383 +2025-06-10 08:50:34,237 - pyskl - INFO - Epoch [35][1200/3940] lr: 2.191e-02, eta: 2 days, 8:39:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9619, loss_cls: 3.9625, loss: 3.9625 +2025-06-10 08:51:18,830 - pyskl - INFO - Epoch [35][1300/3940] lr: 2.191e-02, eta: 2 days, 8:39:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9556, loss_cls: 4.0163, loss: 4.0163 +2025-06-10 08:52:03,520 - pyskl - INFO - Epoch [35][1400/3940] lr: 2.190e-02, eta: 2 days, 8:38:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9556, loss_cls: 4.0562, loss: 4.0562 +2025-06-10 08:52:48,158 - pyskl - INFO - Epoch [35][1500/3940] lr: 2.190e-02, eta: 2 days, 8:37:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9506, loss_cls: 4.1515, loss: 4.1515 +2025-06-10 08:53:32,849 - pyskl - INFO - Epoch [35][1600/3940] lr: 2.189e-02, eta: 2 days, 8:36:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 4.0208, loss: 4.0208 +2025-06-10 08:54:17,431 - pyskl - INFO - Epoch [35][1700/3940] lr: 2.189e-02, eta: 2 days, 8:36:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 4.0414, loss: 4.0414 +2025-06-10 08:55:02,014 - pyskl - INFO - Epoch [35][1800/3940] lr: 2.188e-02, eta: 2 days, 8:35:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 4.0027, loss: 4.0027 +2025-06-10 08:55:46,641 - pyskl - INFO - Epoch [35][1900/3940] lr: 2.188e-02, eta: 2 days, 8:34:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9463, loss_cls: 4.1120, loss: 4.1120 +2025-06-10 08:56:31,267 - pyskl - INFO - Epoch [35][2000/3940] lr: 2.188e-02, eta: 2 days, 8:33:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9531, loss_cls: 4.0235, loss: 4.0235 +2025-06-10 08:57:15,778 - pyskl - INFO - Epoch [35][2100/3940] lr: 2.187e-02, eta: 2 days, 8:33:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9556, loss_cls: 3.8505, loss: 3.8505 +2025-06-10 08:58:00,221 - pyskl - INFO - Epoch [35][2200/3940] lr: 2.187e-02, eta: 2 days, 8:32:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9544, loss_cls: 3.9375, loss: 3.9375 +2025-06-10 08:58:44,630 - pyskl - INFO - Epoch [35][2300/3940] lr: 2.186e-02, eta: 2 days, 8:31:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 3.9151, loss: 3.9151 +2025-06-10 08:59:29,068 - pyskl - INFO - Epoch [35][2400/3940] lr: 2.186e-02, eta: 2 days, 8:30:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9456, loss_cls: 4.1109, loss: 4.1109 +2025-06-10 09:00:13,562 - pyskl - INFO - Epoch [35][2500/3940] lr: 2.185e-02, eta: 2 days, 8:30:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 4.0305, loss: 4.0305 +2025-06-10 09:00:58,015 - pyskl - INFO - Epoch [35][2600/3940] lr: 2.185e-02, eta: 2 days, 8:29:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 3.8714, loss: 3.8714 +2025-06-10 09:01:42,618 - pyskl - INFO - Epoch [35][2700/3940] lr: 2.184e-02, eta: 2 days, 8:28:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9563, loss_cls: 3.9505, loss: 3.9505 +2025-06-10 09:02:27,071 - pyskl - INFO - Epoch [35][2800/3940] lr: 2.184e-02, eta: 2 days, 8:27:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 3.9870, loss: 3.9870 +2025-06-10 09:03:11,493 - pyskl - INFO - Epoch [35][2900/3940] lr: 2.184e-02, eta: 2 days, 8:26:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9587, loss_cls: 3.9714, loss: 3.9714 +2025-06-10 09:03:55,860 - pyskl - INFO - Epoch [35][3000/3940] lr: 2.183e-02, eta: 2 days, 8:26:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9644, loss_cls: 4.1296, loss: 4.1296 +2025-06-10 09:04:40,281 - pyskl - INFO - Epoch [35][3100/3940] lr: 2.183e-02, eta: 2 days, 8:25:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9500, loss_cls: 4.1111, loss: 4.1111 +2025-06-10 09:05:24,689 - pyskl - INFO - Epoch [35][3200/3940] lr: 2.182e-02, eta: 2 days, 8:24:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9587, loss_cls: 3.9494, loss: 3.9494 +2025-06-10 09:06:09,158 - pyskl - INFO - Epoch [35][3300/3940] lr: 2.182e-02, eta: 2 days, 8:23:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9537, loss_cls: 4.0340, loss: 4.0340 +2025-06-10 09:06:53,698 - pyskl - INFO - Epoch [35][3400/3940] lr: 2.181e-02, eta: 2 days, 8:23:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9563, loss_cls: 3.9676, loss: 3.9676 +2025-06-10 09:07:38,108 - pyskl - INFO - Epoch [35][3500/3940] lr: 2.181e-02, eta: 2 days, 8:22:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9525, loss_cls: 4.0907, loss: 4.0907 +2025-06-10 09:08:22,582 - pyskl - INFO - Epoch [35][3600/3940] lr: 2.180e-02, eta: 2 days, 8:21:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9569, loss_cls: 3.8931, loss: 3.8931 +2025-06-10 09:09:07,109 - pyskl - INFO - Epoch [35][3700/3940] lr: 2.180e-02, eta: 2 days, 8:20:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9456, loss_cls: 4.0217, loss: 4.0217 +2025-06-10 09:09:51,647 - pyskl - INFO - Epoch [35][3800/3940] lr: 2.180e-02, eta: 2 days, 8:20:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9513, loss_cls: 3.9552, loss: 3.9552 +2025-06-10 09:10:36,237 - pyskl - INFO - Epoch [35][3900/3940] lr: 2.179e-02, eta: 2 days, 8:19:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9519, loss_cls: 3.8973, loss: 3.8973 +2025-06-10 09:10:54,367 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-06-10 09:30:12,652 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 09:30:13,144 - pyskl - INFO - +top1_acc 0.6889 +top5_acc 0.9177 +2025-06-10 09:30:13,161 - pyskl - INFO - Epoch(val) [35][3183] top1_acc: 0.6889, top5_acc: 0.9177 +2025-06-10 09:31:22,609 - pyskl - INFO - Epoch [36][100/3940] lr: 2.178e-02, eta: 2 days, 8:18:42, time: 0.694, data_time: 0.244, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9481, loss_cls: 4.1215, loss: 4.1215 +2025-06-10 09:32:07,346 - pyskl - INFO - Epoch [36][200/3940] lr: 2.178e-02, eta: 2 days, 8:17:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9556, loss_cls: 3.9708, loss: 3.9708 +2025-06-10 09:32:52,068 - pyskl - INFO - Epoch [36][300/3940] lr: 2.178e-02, eta: 2 days, 8:17:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 3.9862, loss: 3.9862 +2025-06-10 09:33:36,705 - pyskl - INFO - Epoch [36][400/3940] lr: 2.177e-02, eta: 2 days, 8:16:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 3.9579, loss: 3.9579 +2025-06-10 09:34:21,393 - pyskl - INFO - Epoch [36][500/3940] lr: 2.177e-02, eta: 2 days, 8:15:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 3.8496, loss: 3.8496 +2025-06-10 09:35:06,019 - pyskl - INFO - Epoch [36][600/3940] lr: 2.176e-02, eta: 2 days, 8:14:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 3.9534, loss: 3.9534 +2025-06-10 09:35:50,594 - pyskl - INFO - Epoch [36][700/3940] lr: 2.176e-02, eta: 2 days, 8:14:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9688, loss_cls: 3.8137, loss: 3.8137 +2025-06-10 09:36:35,190 - pyskl - INFO - Epoch [36][800/3940] lr: 2.175e-02, eta: 2 days, 8:13:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9475, loss_cls: 3.9819, loss: 3.9819 +2025-06-10 09:37:19,661 - pyskl - INFO - Epoch [36][900/3940] lr: 2.175e-02, eta: 2 days, 8:12:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9544, loss_cls: 4.0828, loss: 4.0828 +2025-06-10 09:38:04,156 - pyskl - INFO - Epoch [36][1000/3940] lr: 2.174e-02, eta: 2 days, 8:11:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9587, loss_cls: 3.8764, loss: 3.8764 +2025-06-10 09:38:48,593 - pyskl - INFO - Epoch [36][1100/3940] lr: 2.174e-02, eta: 2 days, 8:11:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9631, loss_cls: 3.9813, loss: 3.9813 +2025-06-10 09:39:33,104 - pyskl - INFO - Epoch [36][1200/3940] lr: 2.174e-02, eta: 2 days, 8:10:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 3.9255, loss: 3.9255 +2025-06-10 09:40:17,564 - pyskl - INFO - Epoch [36][1300/3940] lr: 2.173e-02, eta: 2 days, 8:09:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9637, loss_cls: 3.9123, loss: 3.9123 +2025-06-10 09:41:01,949 - pyskl - INFO - Epoch [36][1400/3940] lr: 2.173e-02, eta: 2 days, 8:08:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9550, loss_cls: 3.9996, loss: 3.9996 +2025-06-10 09:41:46,336 - pyskl - INFO - Epoch [36][1500/3940] lr: 2.172e-02, eta: 2 days, 8:08:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9569, loss_cls: 3.8739, loss: 3.8739 +2025-06-10 09:42:30,707 - pyskl - INFO - Epoch [36][1600/3940] lr: 2.172e-02, eta: 2 days, 8:07:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9619, loss_cls: 4.0042, loss: 4.0042 +2025-06-10 09:43:15,159 - pyskl - INFO - Epoch [36][1700/3940] lr: 2.171e-02, eta: 2 days, 8:06:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9519, loss_cls: 4.0097, loss: 4.0097 +2025-06-10 09:43:59,585 - pyskl - INFO - Epoch [36][1800/3940] lr: 2.171e-02, eta: 2 days, 8:05:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 3.8888, loss: 3.8888 +2025-06-10 09:44:43,953 - pyskl - INFO - Epoch [36][1900/3940] lr: 2.170e-02, eta: 2 days, 8:05:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9594, loss_cls: 3.8920, loss: 3.8920 +2025-06-10 09:45:28,296 - pyskl - INFO - Epoch [36][2000/3940] lr: 2.170e-02, eta: 2 days, 8:04:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9606, loss_cls: 3.8318, loss: 3.8318 +2025-06-10 09:46:12,842 - pyskl - INFO - Epoch [36][2100/3940] lr: 2.170e-02, eta: 2 days, 8:03:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 3.9365, loss: 3.9365 +2025-06-10 09:46:57,231 - pyskl - INFO - Epoch [36][2200/3940] lr: 2.169e-02, eta: 2 days, 8:02:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 4.0361, loss: 4.0361 +2025-06-10 09:47:41,785 - pyskl - INFO - Epoch [36][2300/3940] lr: 2.169e-02, eta: 2 days, 8:02:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9506, loss_cls: 3.9571, loss: 3.9571 +2025-06-10 09:48:26,408 - pyskl - INFO - Epoch [36][2400/3940] lr: 2.168e-02, eta: 2 days, 8:01:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9519, loss_cls: 3.9841, loss: 3.9841 +2025-06-10 09:49:11,075 - pyskl - INFO - Epoch [36][2500/3940] lr: 2.168e-02, eta: 2 days, 8:00:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 3.9881, loss: 3.9881 +2025-06-10 09:49:55,697 - pyskl - INFO - Epoch [36][2600/3940] lr: 2.167e-02, eta: 2 days, 7:59:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 3.9192, loss: 3.9192 +2025-06-10 09:50:40,507 - pyskl - INFO - Epoch [36][2700/3940] lr: 2.167e-02, eta: 2 days, 7:59:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 3.9693, loss: 3.9693 +2025-06-10 09:51:25,084 - pyskl - INFO - Epoch [36][2800/3940] lr: 2.166e-02, eta: 2 days, 7:58:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9675, loss_cls: 3.8571, loss: 3.8571 +2025-06-10 09:52:09,838 - pyskl - INFO - Epoch [36][2900/3940] lr: 2.166e-02, eta: 2 days, 7:57:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9631, loss_cls: 3.8134, loss: 3.8134 +2025-06-10 09:52:54,509 - pyskl - INFO - Epoch [36][3000/3940] lr: 2.165e-02, eta: 2 days, 7:56:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9569, loss_cls: 3.9314, loss: 3.9314 +2025-06-10 09:53:39,246 - pyskl - INFO - Epoch [36][3100/3940] lr: 2.165e-02, eta: 2 days, 7:56:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9544, loss_cls: 4.0272, loss: 4.0272 +2025-06-10 09:54:23,919 - pyskl - INFO - Epoch [36][3200/3940] lr: 2.165e-02, eta: 2 days, 7:55:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9537, loss_cls: 3.9780, loss: 3.9780 +2025-06-10 09:55:08,511 - pyskl - INFO - Epoch [36][3300/3940] lr: 2.164e-02, eta: 2 days, 7:54:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9537, loss_cls: 4.1234, loss: 4.1234 +2025-06-10 09:55:53,124 - pyskl - INFO - Epoch [36][3400/3940] lr: 2.164e-02, eta: 2 days, 7:53:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 3.9462, loss: 3.9462 +2025-06-10 09:56:37,748 - pyskl - INFO - Epoch [36][3500/3940] lr: 2.163e-02, eta: 2 days, 7:53:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9550, loss_cls: 3.9983, loss: 3.9983 +2025-06-10 09:57:22,331 - pyskl - INFO - Epoch [36][3600/3940] lr: 2.163e-02, eta: 2 days, 7:52:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9550, loss_cls: 3.9578, loss: 3.9578 +2025-06-10 09:58:06,876 - pyskl - INFO - Epoch [36][3700/3940] lr: 2.162e-02, eta: 2 days, 7:51:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9531, loss_cls: 3.9563, loss: 3.9563 +2025-06-10 09:58:51,604 - pyskl - INFO - Epoch [36][3800/3940] lr: 2.162e-02, eta: 2 days, 7:50:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9481, loss_cls: 3.9892, loss: 3.9892 +2025-06-10 09:59:36,225 - pyskl - INFO - Epoch [36][3900/3940] lr: 2.161e-02, eta: 2 days, 7:50:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9537, loss_cls: 4.0122, loss: 4.0122 +2025-06-10 09:59:54,367 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-06-10 10:03:21,580 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 10:03:22,051 - pyskl - INFO - +top1_acc 0.7027 +top5_acc 0.9324 +2025-06-10 10:03:22,069 - pyskl - INFO - Epoch(val) [36][3183] top1_acc: 0.7027, top5_acc: 0.9324 +2025-06-10 10:04:30,752 - pyskl - INFO - Epoch [37][100/3940] lr: 2.161e-02, eta: 2 days, 7:49:16, time: 0.687, data_time: 0.242, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9600, loss_cls: 3.9933, loss: 3.9933 +2025-06-10 10:05:15,387 - pyskl - INFO - Epoch [37][200/3940] lr: 2.160e-02, eta: 2 days, 7:48:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 3.7374, loss: 3.7374 +2025-06-10 10:05:59,930 - pyskl - INFO - Epoch [37][300/3940] lr: 2.160e-02, eta: 2 days, 7:47:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 3.8160, loss: 3.8160 +2025-06-10 10:06:44,627 - pyskl - INFO - Epoch [37][400/3940] lr: 2.159e-02, eta: 2 days, 7:47:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 3.7973, loss: 3.7973 +2025-06-10 10:07:29,223 - pyskl - INFO - Epoch [37][500/3940] lr: 2.159e-02, eta: 2 days, 7:46:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 3.8129, loss: 3.8129 +2025-06-10 10:08:13,792 - pyskl - INFO - Epoch [37][600/3940] lr: 2.158e-02, eta: 2 days, 7:45:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9587, loss_cls: 3.9295, loss: 3.9295 +2025-06-10 10:08:58,393 - pyskl - INFO - Epoch [37][700/3940] lr: 2.158e-02, eta: 2 days, 7:44:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9600, loss_cls: 3.8440, loss: 3.8440 +2025-06-10 10:09:42,986 - pyskl - INFO - Epoch [37][800/3940] lr: 2.158e-02, eta: 2 days, 7:44:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9544, loss_cls: 4.0592, loss: 4.0592 +2025-06-10 10:10:27,606 - pyskl - INFO - Epoch [37][900/3940] lr: 2.157e-02, eta: 2 days, 7:43:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 3.9689, loss: 3.9689 +2025-06-10 10:11:12,137 - pyskl - INFO - Epoch [37][1000/3940] lr: 2.157e-02, eta: 2 days, 7:42:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9656, loss_cls: 3.8559, loss: 3.8559 +2025-06-10 10:11:56,692 - pyskl - INFO - Epoch [37][1100/3940] lr: 2.156e-02, eta: 2 days, 7:41:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 3.8026, loss: 3.8026 +2025-06-10 10:12:41,335 - pyskl - INFO - Epoch [37][1200/3940] lr: 2.156e-02, eta: 2 days, 7:40:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9481, loss_cls: 4.0452, loss: 4.0452 +2025-06-10 10:13:25,956 - pyskl - INFO - Epoch [37][1300/3940] lr: 2.155e-02, eta: 2 days, 7:40:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 3.8857, loss: 3.8857 +2025-06-10 10:14:10,515 - pyskl - INFO - Epoch [37][1400/3940] lr: 2.155e-02, eta: 2 days, 7:39:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9481, loss_cls: 4.0344, loss: 4.0344 +2025-06-10 10:14:55,040 - pyskl - INFO - Epoch [37][1500/3940] lr: 2.154e-02, eta: 2 days, 7:38:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9550, loss_cls: 4.0026, loss: 4.0026 +2025-06-10 10:15:39,590 - pyskl - INFO - Epoch [37][1600/3940] lr: 2.154e-02, eta: 2 days, 7:37:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9531, loss_cls: 4.0023, loss: 4.0023 +2025-06-10 10:16:24,131 - pyskl - INFO - Epoch [37][1700/3940] lr: 2.153e-02, eta: 2 days, 7:37:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9563, loss_cls: 3.9513, loss: 3.9513 +2025-06-10 10:17:08,696 - pyskl - INFO - Epoch [37][1800/3940] lr: 2.153e-02, eta: 2 days, 7:36:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9637, loss_cls: 3.8834, loss: 3.8834 +2025-06-10 10:17:53,271 - pyskl - INFO - Epoch [37][1900/3940] lr: 2.153e-02, eta: 2 days, 7:35:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9513, loss_cls: 4.0297, loss: 4.0297 +2025-06-10 10:18:37,846 - pyskl - INFO - Epoch [37][2000/3940] lr: 2.152e-02, eta: 2 days, 7:34:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 3.8930, loss: 3.8930 +2025-06-10 10:19:22,435 - pyskl - INFO - Epoch [37][2100/3940] lr: 2.152e-02, eta: 2 days, 7:34:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9500, loss_cls: 4.0082, loss: 4.0082 +2025-06-10 10:20:07,087 - pyskl - INFO - Epoch [37][2200/3940] lr: 2.151e-02, eta: 2 days, 7:33:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9513, loss_cls: 4.1422, loss: 4.1422 +2025-06-10 10:20:51,698 - pyskl - INFO - Epoch [37][2300/3940] lr: 2.151e-02, eta: 2 days, 7:32:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9481, loss_cls: 4.1872, loss: 4.1872 +2025-06-10 10:21:36,252 - pyskl - INFO - Epoch [37][2400/3940] lr: 2.150e-02, eta: 2 days, 7:31:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9537, loss_cls: 3.9149, loss: 3.9149 +2025-06-10 10:22:20,891 - pyskl - INFO - Epoch [37][2500/3940] lr: 2.150e-02, eta: 2 days, 7:31:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9556, loss_cls: 3.9176, loss: 3.9176 +2025-06-10 10:23:05,638 - pyskl - INFO - Epoch [37][2600/3940] lr: 2.149e-02, eta: 2 days, 7:30:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9513, loss_cls: 4.0070, loss: 4.0070 +2025-06-10 10:23:50,410 - pyskl - INFO - Epoch [37][2700/3940] lr: 2.149e-02, eta: 2 days, 7:29:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9513, loss_cls: 3.8735, loss: 3.8735 +2025-06-10 10:24:35,203 - pyskl - INFO - Epoch [37][2800/3940] lr: 2.148e-02, eta: 2 days, 7:28:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9519, loss_cls: 3.9604, loss: 3.9604 +2025-06-10 10:25:19,922 - pyskl - INFO - Epoch [37][2900/3940] lr: 2.148e-02, eta: 2 days, 7:28:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9531, loss_cls: 3.9130, loss: 3.9130 +2025-06-10 10:26:04,646 - pyskl - INFO - Epoch [37][3000/3940] lr: 2.147e-02, eta: 2 days, 7:27:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9556, loss_cls: 4.0559, loss: 4.0559 +2025-06-10 10:26:49,382 - pyskl - INFO - Epoch [37][3100/3940] lr: 2.147e-02, eta: 2 days, 7:26:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 4.0053, loss: 4.0053 +2025-06-10 10:27:33,998 - pyskl - INFO - Epoch [37][3200/3940] lr: 2.147e-02, eta: 2 days, 7:25:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9519, loss_cls: 4.0582, loss: 4.0582 +2025-06-10 10:28:18,726 - pyskl - INFO - Epoch [37][3300/3940] lr: 2.146e-02, eta: 2 days, 7:25:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9519, loss_cls: 4.0851, loss: 4.0851 +2025-06-10 10:29:03,515 - pyskl - INFO - Epoch [37][3400/3940] lr: 2.146e-02, eta: 2 days, 7:24:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 4.0027, loss: 4.0027 +2025-06-10 10:29:48,443 - pyskl - INFO - Epoch [37][3500/3940] lr: 2.145e-02, eta: 2 days, 7:23:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9600, loss_cls: 3.8442, loss: 3.8442 +2025-06-10 10:30:33,155 - pyskl - INFO - Epoch [37][3600/3940] lr: 2.145e-02, eta: 2 days, 7:22:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 3.9307, loss: 3.9307 +2025-06-10 10:31:17,794 - pyskl - INFO - Epoch [37][3700/3940] lr: 2.144e-02, eta: 2 days, 7:22:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9437, loss_cls: 4.0865, loss: 4.0865 +2025-06-10 10:32:02,457 - pyskl - INFO - Epoch [37][3800/3940] lr: 2.144e-02, eta: 2 days, 7:21:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9531, loss_cls: 4.0170, loss: 4.0170 +2025-06-10 10:32:47,075 - pyskl - INFO - Epoch [37][3900/3940] lr: 2.143e-02, eta: 2 days, 7:20:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9487, loss_cls: 4.0001, loss: 4.0001 +2025-06-10 10:33:05,292 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-06-10 10:36:32,608 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 10:36:33,072 - pyskl - INFO - +top1_acc 0.7064 +top5_acc 0.9252 +2025-06-10 10:36:33,089 - pyskl - INFO - Epoch(val) [37][3183] top1_acc: 0.7064, top5_acc: 0.9252 +2025-06-10 10:37:42,324 - pyskl - INFO - Epoch [38][100/3940] lr: 2.143e-02, eta: 2 days, 7:20:00, time: 0.692, data_time: 0.247, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9544, loss_cls: 3.8543, loss: 3.8543 +2025-06-10 10:38:26,897 - pyskl - INFO - Epoch [38][200/3940] lr: 2.142e-02, eta: 2 days, 7:19:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9513, loss_cls: 3.9978, loss: 3.9978 +2025-06-10 10:39:11,481 - pyskl - INFO - Epoch [38][300/3940] lr: 2.142e-02, eta: 2 days, 7:18:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9650, loss_cls: 3.9852, loss: 3.9852 +2025-06-10 10:39:56,089 - pyskl - INFO - Epoch [38][400/3940] lr: 2.141e-02, eta: 2 days, 7:17:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9556, loss_cls: 3.9719, loss: 3.9719 +2025-06-10 10:40:40,642 - pyskl - INFO - Epoch [38][500/3940] lr: 2.141e-02, eta: 2 days, 7:16:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 3.9356, loss: 3.9356 +2025-06-10 10:41:25,420 - pyskl - INFO - Epoch [38][600/3940] lr: 2.140e-02, eta: 2 days, 7:16:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 3.7590, loss: 3.7590 +2025-06-10 10:42:09,951 - pyskl - INFO - Epoch [38][700/3940] lr: 2.140e-02, eta: 2 days, 7:15:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9531, loss_cls: 4.0484, loss: 4.0484 +2025-06-10 10:42:54,464 - pyskl - INFO - Epoch [38][800/3940] lr: 2.139e-02, eta: 2 days, 7:14:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9587, loss_cls: 3.8392, loss: 3.8392 +2025-06-10 10:43:39,061 - pyskl - INFO - Epoch [38][900/3940] lr: 2.139e-02, eta: 2 days, 7:13:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9631, loss_cls: 3.8764, loss: 3.8764 +2025-06-10 10:44:23,637 - pyskl - INFO - Epoch [38][1000/3940] lr: 2.138e-02, eta: 2 days, 7:13:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9519, loss_cls: 4.0722, loss: 4.0722 +2025-06-10 10:45:08,175 - pyskl - INFO - Epoch [38][1100/3940] lr: 2.138e-02, eta: 2 days, 7:12:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9506, loss_cls: 3.8882, loss: 3.8882 +2025-06-10 10:45:52,726 - pyskl - INFO - Epoch [38][1200/3940] lr: 2.137e-02, eta: 2 days, 7:11:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 4.0205, loss: 4.0205 +2025-06-10 10:46:37,289 - pyskl - INFO - Epoch [38][1300/3940] lr: 2.137e-02, eta: 2 days, 7:10:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 3.8470, loss: 3.8470 +2025-06-10 10:47:21,934 - pyskl - INFO - Epoch [38][1400/3940] lr: 2.137e-02, eta: 2 days, 7:10:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9675, loss_cls: 3.8194, loss: 3.8194 +2025-06-10 10:48:06,433 - pyskl - INFO - Epoch [38][1500/3940] lr: 2.136e-02, eta: 2 days, 7:09:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9594, loss_cls: 3.8605, loss: 3.8605 +2025-06-10 10:48:50,919 - pyskl - INFO - Epoch [38][1600/3940] lr: 2.136e-02, eta: 2 days, 7:08:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9431, loss_cls: 4.0485, loss: 4.0485 +2025-06-10 10:49:35,553 - pyskl - INFO - Epoch [38][1700/3940] lr: 2.135e-02, eta: 2 days, 7:07:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 3.9654, loss: 3.9654 +2025-06-10 10:50:20,102 - pyskl - INFO - Epoch [38][1800/3940] lr: 2.135e-02, eta: 2 days, 7:07:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9644, loss_cls: 3.8657, loss: 3.8657 +2025-06-10 10:51:04,586 - pyskl - INFO - Epoch [38][1900/3940] lr: 2.134e-02, eta: 2 days, 7:06:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9456, loss_cls: 4.0504, loss: 4.0504 +2025-06-10 10:51:49,086 - pyskl - INFO - Epoch [38][2000/3940] lr: 2.134e-02, eta: 2 days, 7:05:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9688, loss_cls: 3.8895, loss: 3.8895 +2025-06-10 10:52:33,660 - pyskl - INFO - Epoch [38][2100/3940] lr: 2.133e-02, eta: 2 days, 7:04:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9531, loss_cls: 3.9672, loss: 3.9672 +2025-06-10 10:53:18,281 - pyskl - INFO - Epoch [38][2200/3940] lr: 2.133e-02, eta: 2 days, 7:04:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9525, loss_cls: 3.9447, loss: 3.9447 +2025-06-10 10:54:02,865 - pyskl - INFO - Epoch [38][2300/3940] lr: 2.132e-02, eta: 2 days, 7:03:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9644, loss_cls: 3.9652, loss: 3.9652 +2025-06-10 10:54:47,460 - pyskl - INFO - Epoch [38][2400/3940] lr: 2.132e-02, eta: 2 days, 7:02:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9563, loss_cls: 3.8972, loss: 3.8972 +2025-06-10 10:55:32,079 - pyskl - INFO - Epoch [38][2500/3940] lr: 2.131e-02, eta: 2 days, 7:01:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9437, loss_cls: 4.0541, loss: 4.0541 +2025-06-10 10:56:16,738 - pyskl - INFO - Epoch [38][2600/3940] lr: 2.131e-02, eta: 2 days, 7:01:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9656, loss_cls: 3.8708, loss: 3.8708 +2025-06-10 10:57:01,369 - pyskl - INFO - Epoch [38][2700/3940] lr: 2.130e-02, eta: 2 days, 7:00:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9544, loss_cls: 3.9389, loss: 3.9389 +2025-06-10 10:57:46,035 - pyskl - INFO - Epoch [38][2800/3940] lr: 2.130e-02, eta: 2 days, 6:59:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9563, loss_cls: 3.8965, loss: 3.8965 +2025-06-10 10:58:30,670 - pyskl - INFO - Epoch [38][2900/3940] lr: 2.130e-02, eta: 2 days, 6:58:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 3.9060, loss: 3.9060 +2025-06-10 10:59:15,346 - pyskl - INFO - Epoch [38][3000/3940] lr: 2.129e-02, eta: 2 days, 6:58:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9625, loss_cls: 3.8624, loss: 3.8624 +2025-06-10 11:00:00,046 - pyskl - INFO - Epoch [38][3100/3940] lr: 2.129e-02, eta: 2 days, 6:57:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 3.9569, loss: 3.9569 +2025-06-10 11:00:44,678 - pyskl - INFO - Epoch [38][3200/3940] lr: 2.128e-02, eta: 2 days, 6:56:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9481, loss_cls: 4.0433, loss: 4.0433 +2025-06-10 11:01:29,329 - pyskl - INFO - Epoch [38][3300/3940] lr: 2.128e-02, eta: 2 days, 6:55:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 3.9796, loss: 3.9796 +2025-06-10 11:02:13,987 - pyskl - INFO - Epoch [38][3400/3940] lr: 2.127e-02, eta: 2 days, 6:55:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9550, loss_cls: 3.7759, loss: 3.7759 +2025-06-10 11:02:58,576 - pyskl - INFO - Epoch [38][3500/3940] lr: 2.127e-02, eta: 2 days, 6:54:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9500, loss_cls: 3.9707, loss: 3.9707 +2025-06-10 11:03:43,299 - pyskl - INFO - Epoch [38][3600/3940] lr: 2.126e-02, eta: 2 days, 6:53:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 3.9209, loss: 3.9209 +2025-06-10 11:04:28,137 - pyskl - INFO - Epoch [38][3700/3940] lr: 2.126e-02, eta: 2 days, 6:52:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 3.9599, loss: 3.9599 +2025-06-10 11:05:12,866 - pyskl - INFO - Epoch [38][3800/3940] lr: 2.125e-02, eta: 2 days, 6:52:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 4.0581, loss: 4.0581 +2025-06-10 11:05:57,399 - pyskl - INFO - Epoch [38][3900/3940] lr: 2.125e-02, eta: 2 days, 6:51:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9569, loss_cls: 3.8963, loss: 3.8963 +2025-06-10 11:06:15,536 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-06-10 11:09:42,761 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 11:09:43,239 - pyskl - INFO - +top1_acc 0.7159 +top5_acc 0.9287 +2025-06-10 11:09:43,256 - pyskl - INFO - Epoch(val) [38][3183] top1_acc: 0.7159, top5_acc: 0.9287 +2025-06-10 11:10:52,173 - pyskl - INFO - Epoch [39][100/3940] lr: 2.124e-02, eta: 2 days, 6:50:39, time: 0.689, data_time: 0.243, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9675, loss_cls: 3.8231, loss: 3.8231 +2025-06-10 11:11:36,885 - pyskl - INFO - Epoch [39][200/3940] lr: 2.124e-02, eta: 2 days, 6:49:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9531, loss_cls: 3.8945, loss: 3.8945 +2025-06-10 11:12:21,590 - pyskl - INFO - Epoch [39][300/3940] lr: 2.123e-02, eta: 2 days, 6:49:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9550, loss_cls: 4.0540, loss: 4.0540 +2025-06-10 11:13:06,232 - pyskl - INFO - Epoch [39][400/3940] lr: 2.123e-02, eta: 2 days, 6:48:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9681, loss_cls: 3.9074, loss: 3.9074 +2025-06-10 11:13:50,869 - pyskl - INFO - Epoch [39][500/3940] lr: 2.122e-02, eta: 2 days, 6:47:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 3.8143, loss: 3.8143 +2025-06-10 11:14:35,606 - pyskl - INFO - Epoch [39][600/3940] lr: 2.122e-02, eta: 2 days, 6:46:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9500, loss_cls: 3.9488, loss: 3.9488 +2025-06-10 11:15:20,088 - pyskl - INFO - Epoch [39][700/3940] lr: 2.121e-02, eta: 2 days, 6:46:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9506, loss_cls: 3.8854, loss: 3.8854 +2025-06-10 11:16:04,556 - pyskl - INFO - Epoch [39][800/3940] lr: 2.121e-02, eta: 2 days, 6:45:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9650, loss_cls: 3.9100, loss: 3.9100 +2025-06-10 11:16:49,059 - pyskl - INFO - Epoch [39][900/3940] lr: 2.120e-02, eta: 2 days, 6:44:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9631, loss_cls: 3.8503, loss: 3.8503 +2025-06-10 11:17:33,468 - pyskl - INFO - Epoch [39][1000/3940] lr: 2.120e-02, eta: 2 days, 6:43:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9531, loss_cls: 3.8586, loss: 3.8586 +2025-06-10 11:18:17,896 - pyskl - INFO - Epoch [39][1100/3940] lr: 2.119e-02, eta: 2 days, 6:43:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 3.9127, loss: 3.9127 +2025-06-10 11:19:02,275 - pyskl - INFO - Epoch [39][1200/3940] lr: 2.119e-02, eta: 2 days, 6:42:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9563, loss_cls: 3.9053, loss: 3.9053 +2025-06-10 11:19:46,693 - pyskl - INFO - Epoch [39][1300/3940] lr: 2.118e-02, eta: 2 days, 6:41:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 4.0086, loss: 4.0086 +2025-06-10 11:20:31,225 - pyskl - INFO - Epoch [39][1400/3940] lr: 2.118e-02, eta: 2 days, 6:40:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 3.7949, loss: 3.7949 +2025-06-10 11:21:15,593 - pyskl - INFO - Epoch [39][1500/3940] lr: 2.117e-02, eta: 2 days, 6:40:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 3.8840, loss: 3.8840 +2025-06-10 11:22:00,080 - pyskl - INFO - Epoch [39][1600/3940] lr: 2.117e-02, eta: 2 days, 6:39:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 3.8928, loss: 3.8928 +2025-06-10 11:22:44,504 - pyskl - INFO - Epoch [39][1700/3940] lr: 2.116e-02, eta: 2 days, 6:38:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 4.0611, loss: 4.0611 +2025-06-10 11:23:28,924 - pyskl - INFO - Epoch [39][1800/3940] lr: 2.116e-02, eta: 2 days, 6:37:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9606, loss_cls: 3.9605, loss: 3.9605 +2025-06-10 11:24:13,290 - pyskl - INFO - Epoch [39][1900/3940] lr: 2.116e-02, eta: 2 days, 6:37:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9494, loss_cls: 3.9615, loss: 3.9615 +2025-06-10 11:24:57,833 - pyskl - INFO - Epoch [39][2000/3940] lr: 2.115e-02, eta: 2 days, 6:36:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9619, loss_cls: 4.0395, loss: 4.0395 +2025-06-10 11:25:42,301 - pyskl - INFO - Epoch [39][2100/3940] lr: 2.115e-02, eta: 2 days, 6:35:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9556, loss_cls: 3.9666, loss: 3.9666 +2025-06-10 11:26:27,045 - pyskl - INFO - Epoch [39][2200/3940] lr: 2.114e-02, eta: 2 days, 6:34:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9637, loss_cls: 3.9707, loss: 3.9707 +2025-06-10 11:27:11,745 - pyskl - INFO - Epoch [39][2300/3940] lr: 2.114e-02, eta: 2 days, 6:34:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9537, loss_cls: 3.8172, loss: 3.8172 +2025-06-10 11:27:56,483 - pyskl - INFO - Epoch [39][2400/3940] lr: 2.113e-02, eta: 2 days, 6:33:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9469, loss_cls: 4.0571, loss: 4.0571 +2025-06-10 11:28:41,222 - pyskl - INFO - Epoch [39][2500/3940] lr: 2.113e-02, eta: 2 days, 6:32:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9675, loss_cls: 3.7039, loss: 3.7039 +2025-06-10 11:29:25,938 - pyskl - INFO - Epoch [39][2600/3940] lr: 2.112e-02, eta: 2 days, 6:31:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 3.8341, loss: 3.8341 +2025-06-10 11:30:10,713 - pyskl - INFO - Epoch [39][2700/3940] lr: 2.112e-02, eta: 2 days, 6:31:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9613, loss_cls: 3.8913, loss: 3.8913 +2025-06-10 11:30:55,403 - pyskl - INFO - Epoch [39][2800/3940] lr: 2.111e-02, eta: 2 days, 6:30:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9487, loss_cls: 3.9426, loss: 3.9426 +2025-06-10 11:31:40,414 - pyskl - INFO - Epoch [39][2900/3940] lr: 2.111e-02, eta: 2 days, 6:29:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 3.9564, loss: 3.9564 +2025-06-10 11:32:25,201 - pyskl - INFO - Epoch [39][3000/3940] lr: 2.110e-02, eta: 2 days, 6:28:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9544, loss_cls: 3.9600, loss: 3.9600 +2025-06-10 11:33:09,684 - pyskl - INFO - Epoch [39][3100/3940] lr: 2.110e-02, eta: 2 days, 6:28:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9531, loss_cls: 3.9466, loss: 3.9466 +2025-06-10 11:33:54,415 - pyskl - INFO - Epoch [39][3200/3940] lr: 2.109e-02, eta: 2 days, 6:27:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 3.9764, loss: 3.9764 +2025-06-10 11:34:39,024 - pyskl - INFO - Epoch [39][3300/3940] lr: 2.109e-02, eta: 2 days, 6:26:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 3.9252, loss: 3.9252 +2025-06-10 11:35:23,655 - pyskl - INFO - Epoch [39][3400/3940] lr: 2.108e-02, eta: 2 days, 6:25:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9569, loss_cls: 4.0582, loss: 4.0582 +2025-06-10 11:36:08,321 - pyskl - INFO - Epoch [39][3500/3940] lr: 2.108e-02, eta: 2 days, 6:25:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9537, loss_cls: 3.9210, loss: 3.9210 +2025-06-10 11:36:52,814 - pyskl - INFO - Epoch [39][3600/3940] lr: 2.107e-02, eta: 2 days, 6:24:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 3.9643, loss: 3.9643 +2025-06-10 11:37:37,449 - pyskl - INFO - Epoch [39][3700/3940] lr: 2.107e-02, eta: 2 days, 6:23:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9550, loss_cls: 4.0670, loss: 4.0670 +2025-06-10 11:38:21,890 - pyskl - INFO - Epoch [39][3800/3940] lr: 2.106e-02, eta: 2 days, 6:22:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9575, loss_cls: 3.9604, loss: 3.9604 +2025-06-10 11:39:06,305 - pyskl - INFO - Epoch [39][3900/3940] lr: 2.106e-02, eta: 2 days, 6:22:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9500, loss_cls: 3.9788, loss: 3.9788 +2025-06-10 11:39:24,376 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-06-10 11:42:49,652 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 11:42:50,118 - pyskl - INFO - +top1_acc 0.6717 +top5_acc 0.9168 +2025-06-10 11:42:50,136 - pyskl - INFO - Epoch(val) [39][3183] top1_acc: 0.6717, top5_acc: 0.9168 +2025-06-10 11:43:59,033 - pyskl - INFO - Epoch [40][100/3940] lr: 2.105e-02, eta: 2 days, 6:21:15, time: 0.689, data_time: 0.244, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9487, loss_cls: 4.1134, loss: 4.1134 +2025-06-10 11:44:43,617 - pyskl - INFO - Epoch [40][200/3940] lr: 2.105e-02, eta: 2 days, 6:20:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 3.9768, loss: 3.9768 +2025-06-10 11:45:28,180 - pyskl - INFO - Epoch [40][300/3940] lr: 2.104e-02, eta: 2 days, 6:19:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 3.8497, loss: 3.8497 +2025-06-10 11:46:12,749 - pyskl - INFO - Epoch [40][400/3940] lr: 2.104e-02, eta: 2 days, 6:18:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9631, loss_cls: 3.7495, loss: 3.7495 +2025-06-10 11:46:57,331 - pyskl - INFO - Epoch [40][500/3940] lr: 2.103e-02, eta: 2 days, 6:18:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9594, loss_cls: 3.9120, loss: 3.9120 +2025-06-10 11:47:41,865 - pyskl - INFO - Epoch [40][600/3940] lr: 2.103e-02, eta: 2 days, 6:17:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9600, loss_cls: 3.9361, loss: 3.9361 +2025-06-10 11:48:26,356 - pyskl - INFO - Epoch [40][700/3940] lr: 2.102e-02, eta: 2 days, 6:16:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9606, loss_cls: 3.8278, loss: 3.8278 +2025-06-10 11:49:10,831 - pyskl - INFO - Epoch [40][800/3940] lr: 2.102e-02, eta: 2 days, 6:15:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9531, loss_cls: 4.0214, loss: 4.0214 +2025-06-10 11:49:55,325 - pyskl - INFO - Epoch [40][900/3940] lr: 2.101e-02, eta: 2 days, 6:15:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 3.8448, loss: 3.8448 +2025-06-10 11:50:39,863 - pyskl - INFO - Epoch [40][1000/3940] lr: 2.101e-02, eta: 2 days, 6:14:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9506, loss_cls: 3.9536, loss: 3.9536 +2025-06-10 11:51:24,330 - pyskl - INFO - Epoch [40][1100/3940] lr: 2.100e-02, eta: 2 days, 6:13:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 3.8851, loss: 3.8851 +2025-06-10 11:52:08,813 - pyskl - INFO - Epoch [40][1200/3940] lr: 2.100e-02, eta: 2 days, 6:12:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 3.8972, loss: 3.8972 +2025-06-10 11:52:53,359 - pyskl - INFO - Epoch [40][1300/3940] lr: 2.099e-02, eta: 2 days, 6:12:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 3.7813, loss: 3.7813 +2025-06-10 11:53:37,858 - pyskl - INFO - Epoch [40][1400/3940] lr: 2.099e-02, eta: 2 days, 6:11:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9600, loss_cls: 3.8861, loss: 3.8861 +2025-06-10 11:54:22,354 - pyskl - INFO - Epoch [40][1500/3940] lr: 2.098e-02, eta: 2 days, 6:10:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9644, loss_cls: 3.9483, loss: 3.9483 +2025-06-10 11:55:06,830 - pyskl - INFO - Epoch [40][1600/3940] lr: 2.098e-02, eta: 2 days, 6:09:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9606, loss_cls: 3.9838, loss: 3.9838 +2025-06-10 11:55:51,376 - pyskl - INFO - Epoch [40][1700/3940] lr: 2.097e-02, eta: 2 days, 6:09:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 3.9369, loss: 3.9369 +2025-06-10 11:56:35,899 - pyskl - INFO - Epoch [40][1800/3940] lr: 2.097e-02, eta: 2 days, 6:08:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9569, loss_cls: 3.8942, loss: 3.8942 +2025-06-10 11:57:20,383 - pyskl - INFO - Epoch [40][1900/3940] lr: 2.096e-02, eta: 2 days, 6:07:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 3.8632, loss: 3.8632 +2025-06-10 11:58:04,967 - pyskl - INFO - Epoch [40][2000/3940] lr: 2.096e-02, eta: 2 days, 6:06:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 3.8274, loss: 3.8274 +2025-06-10 11:58:49,466 - pyskl - INFO - Epoch [40][2100/3940] lr: 2.095e-02, eta: 2 days, 6:06:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 3.7881, loss: 3.7881 +2025-06-10 11:59:34,004 - pyskl - INFO - Epoch [40][2200/3940] lr: 2.095e-02, eta: 2 days, 6:05:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9544, loss_cls: 3.9361, loss: 3.9361 +2025-06-10 12:00:18,659 - pyskl - INFO - Epoch [40][2300/3940] lr: 2.094e-02, eta: 2 days, 6:04:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9631, loss_cls: 3.7909, loss: 3.7909 +2025-06-10 12:01:03,143 - pyskl - INFO - Epoch [40][2400/3940] lr: 2.094e-02, eta: 2 days, 6:03:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 3.9552, loss: 3.9552 +2025-06-10 12:01:47,737 - pyskl - INFO - Epoch [40][2500/3940] lr: 2.094e-02, eta: 2 days, 6:03:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9606, loss_cls: 3.9319, loss: 3.9319 +2025-06-10 12:02:32,366 - pyskl - INFO - Epoch [40][2600/3940] lr: 2.093e-02, eta: 2 days, 6:02:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9675, loss_cls: 3.8121, loss: 3.8121 +2025-06-10 12:03:16,972 - pyskl - INFO - Epoch [40][2700/3940] lr: 2.093e-02, eta: 2 days, 6:01:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9563, loss_cls: 3.9257, loss: 3.9257 +2025-06-10 12:04:01,446 - pyskl - INFO - Epoch [40][2800/3940] lr: 2.092e-02, eta: 2 days, 6:00:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9556, loss_cls: 3.9102, loss: 3.9102 +2025-06-10 12:04:45,951 - pyskl - INFO - Epoch [40][2900/3940] lr: 2.092e-02, eta: 2 days, 6:00:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9544, loss_cls: 3.9728, loss: 3.9728 +2025-06-10 12:05:30,619 - pyskl - INFO - Epoch [40][3000/3940] lr: 2.091e-02, eta: 2 days, 5:59:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9581, loss_cls: 3.9693, loss: 3.9693 +2025-06-10 12:06:15,310 - pyskl - INFO - Epoch [40][3100/3940] lr: 2.091e-02, eta: 2 days, 5:58:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 3.9329, loss: 3.9329 +2025-06-10 12:06:59,855 - pyskl - INFO - Epoch [40][3200/3940] lr: 2.090e-02, eta: 2 days, 5:57:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 3.9071, loss: 3.9071 +2025-06-10 12:07:44,414 - pyskl - INFO - Epoch [40][3300/3940] lr: 2.090e-02, eta: 2 days, 5:57:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9569, loss_cls: 3.9470, loss: 3.9470 +2025-06-10 12:08:29,092 - pyskl - INFO - Epoch [40][3400/3940] lr: 2.089e-02, eta: 2 days, 5:56:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9506, loss_cls: 3.8411, loss: 3.8411 +2025-06-10 12:09:13,602 - pyskl - INFO - Epoch [40][3500/3940] lr: 2.089e-02, eta: 2 days, 5:55:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9500, loss_cls: 3.9535, loss: 3.9535 +2025-06-10 12:09:58,068 - pyskl - INFO - Epoch [40][3600/3940] lr: 2.088e-02, eta: 2 days, 5:54:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 3.9886, loss: 3.9886 +2025-06-10 12:10:42,407 - pyskl - INFO - Epoch [40][3700/3940] lr: 2.088e-02, eta: 2 days, 5:54:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9563, loss_cls: 3.9203, loss: 3.9203 +2025-06-10 12:11:26,703 - pyskl - INFO - Epoch [40][3800/3940] lr: 2.087e-02, eta: 2 days, 5:53:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9450, loss_cls: 3.9706, loss: 3.9706 +2025-06-10 12:12:11,005 - pyskl - INFO - Epoch [40][3900/3940] lr: 2.087e-02, eta: 2 days, 5:52:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 3.8098, loss: 3.8098 +2025-06-10 12:12:29,004 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-06-10 12:30:34,150 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 12:30:34,724 - pyskl - INFO - +top1_acc 0.7222 +top5_acc 0.9375 +2025-06-10 12:30:34,777 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_26.pth was removed +2025-06-10 12:30:35,794 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_40.pth. +2025-06-10 12:30:35,795 - pyskl - INFO - Best top1_acc is 0.7222 at 40 epoch. +2025-06-10 12:30:35,813 - pyskl - INFO - Epoch(val) [40][3183] top1_acc: 0.7222, top5_acc: 0.9375 +2025-06-10 12:31:44,931 - pyskl - INFO - Epoch [41][100/3940] lr: 2.086e-02, eta: 2 days, 5:51:46, time: 0.691, data_time: 0.246, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9581, loss_cls: 4.0017, loss: 4.0017 +2025-06-10 12:32:29,481 - pyskl - INFO - Epoch [41][200/3940] lr: 2.085e-02, eta: 2 days, 5:51:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9587, loss_cls: 3.8066, loss: 3.8066 +2025-06-10 12:33:13,994 - pyskl - INFO - Epoch [41][300/3940] lr: 2.085e-02, eta: 2 days, 5:50:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.6075, loss: 3.6075 +2025-06-10 12:33:58,546 - pyskl - INFO - Epoch [41][400/3940] lr: 2.084e-02, eta: 2 days, 5:49:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 3.8271, loss: 3.8271 +2025-06-10 12:34:43,157 - pyskl - INFO - Epoch [41][500/3940] lr: 2.084e-02, eta: 2 days, 5:48:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 3.9135, loss: 3.9135 +2025-06-10 12:35:27,686 - pyskl - INFO - Epoch [41][600/3940] lr: 2.083e-02, eta: 2 days, 5:47:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 3.7821, loss: 3.7821 +2025-06-10 12:36:12,149 - pyskl - INFO - Epoch [41][700/3940] lr: 2.083e-02, eta: 2 days, 5:47:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 3.8408, loss: 3.8408 +2025-06-10 12:36:56,636 - pyskl - INFO - Epoch [41][800/3940] lr: 2.082e-02, eta: 2 days, 5:46:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 3.8747, loss: 3.8747 +2025-06-10 12:37:41,215 - pyskl - INFO - Epoch [41][900/3940] lr: 2.082e-02, eta: 2 days, 5:45:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9475, loss_cls: 3.9024, loss: 3.9024 +2025-06-10 12:38:25,720 - pyskl - INFO - Epoch [41][1000/3940] lr: 2.081e-02, eta: 2 days, 5:44:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 3.9943, loss: 3.9943 +2025-06-10 12:39:10,281 - pyskl - INFO - Epoch [41][1100/3940] lr: 2.081e-02, eta: 2 days, 5:44:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 3.9524, loss: 3.9524 +2025-06-10 12:39:54,789 - pyskl - INFO - Epoch [41][1200/3940] lr: 2.080e-02, eta: 2 days, 5:43:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 3.7274, loss: 3.7274 +2025-06-10 12:40:39,383 - pyskl - INFO - Epoch [41][1300/3940] lr: 2.080e-02, eta: 2 days, 5:42:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 3.7954, loss: 3.7954 +2025-06-10 12:41:23,924 - pyskl - INFO - Epoch [41][1400/3940] lr: 2.079e-02, eta: 2 days, 5:41:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 3.8915, loss: 3.8915 +2025-06-10 12:42:08,567 - pyskl - INFO - Epoch [41][1500/3940] lr: 2.079e-02, eta: 2 days, 5:41:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9594, loss_cls: 3.8061, loss: 3.8061 +2025-06-10 12:42:53,095 - pyskl - INFO - Epoch [41][1600/3940] lr: 2.078e-02, eta: 2 days, 5:40:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9531, loss_cls: 3.9698, loss: 3.9698 +2025-06-10 12:43:37,598 - pyskl - INFO - Epoch [41][1700/3940] lr: 2.078e-02, eta: 2 days, 5:39:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9500, loss_cls: 3.9942, loss: 3.9942 +2025-06-10 12:44:22,057 - pyskl - INFO - Epoch [41][1800/3940] lr: 2.077e-02, eta: 2 days, 5:38:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9563, loss_cls: 3.9189, loss: 3.9189 +2025-06-10 12:45:06,557 - pyskl - INFO - Epoch [41][1900/3940] lr: 2.077e-02, eta: 2 days, 5:38:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9575, loss_cls: 3.8782, loss: 3.8782 +2025-06-10 12:45:51,157 - pyskl - INFO - Epoch [41][2000/3940] lr: 2.076e-02, eta: 2 days, 5:37:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9606, loss_cls: 3.9941, loss: 3.9941 +2025-06-10 12:46:35,716 - pyskl - INFO - Epoch [41][2100/3940] lr: 2.076e-02, eta: 2 days, 5:36:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 3.9489, loss: 3.9489 +2025-06-10 12:47:20,236 - pyskl - INFO - Epoch [41][2200/3940] lr: 2.075e-02, eta: 2 days, 5:35:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 3.7119, loss: 3.7119 +2025-06-10 12:48:04,795 - pyskl - INFO - Epoch [41][2300/3940] lr: 2.075e-02, eta: 2 days, 5:35:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 3.8889, loss: 3.8889 +2025-06-10 12:48:49,296 - pyskl - INFO - Epoch [41][2400/3940] lr: 2.074e-02, eta: 2 days, 5:34:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9675, loss_cls: 3.7874, loss: 3.7874 +2025-06-10 12:49:34,084 - pyskl - INFO - Epoch [41][2500/3940] lr: 2.074e-02, eta: 2 days, 5:33:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9594, loss_cls: 3.7706, loss: 3.7706 +2025-06-10 12:50:19,035 - pyskl - INFO - Epoch [41][2600/3940] lr: 2.074e-02, eta: 2 days, 5:32:54, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9531, loss_cls: 3.9073, loss: 3.9073 +2025-06-10 12:51:04,225 - pyskl - INFO - Epoch [41][2700/3940] lr: 2.073e-02, eta: 2 days, 5:32:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 3.8460, loss: 3.8460 +2025-06-10 12:51:49,324 - pyskl - INFO - Epoch [41][2800/3940] lr: 2.072e-02, eta: 2 days, 5:31:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 3.8270, loss: 3.8270 +2025-06-10 12:52:34,355 - pyskl - INFO - Epoch [41][2900/3940] lr: 2.072e-02, eta: 2 days, 5:30:43, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9487, loss_cls: 3.9694, loss: 3.9694 +2025-06-10 12:53:19,246 - pyskl - INFO - Epoch [41][3000/3940] lr: 2.071e-02, eta: 2 days, 5:29:59, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9569, loss_cls: 3.8891, loss: 3.8891 +2025-06-10 12:54:03,930 - pyskl - INFO - Epoch [41][3100/3940] lr: 2.071e-02, eta: 2 days, 5:29:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9506, loss_cls: 3.7825, loss: 3.7825 +2025-06-10 12:54:48,467 - pyskl - INFO - Epoch [41][3200/3940] lr: 2.070e-02, eta: 2 days, 5:28:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9606, loss_cls: 3.7823, loss: 3.7823 +2025-06-10 12:55:33,181 - pyskl - INFO - Epoch [41][3300/3940] lr: 2.070e-02, eta: 2 days, 5:27:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9712, loss_cls: 3.7785, loss: 3.7785 +2025-06-10 12:56:17,951 - pyskl - INFO - Epoch [41][3400/3940] lr: 2.069e-02, eta: 2 days, 5:26:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 3.9728, loss: 3.9728 +2025-06-10 12:57:02,717 - pyskl - INFO - Epoch [41][3500/3940] lr: 2.069e-02, eta: 2 days, 5:26:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9531, loss_cls: 3.8918, loss: 3.8918 +2025-06-10 12:57:47,282 - pyskl - INFO - Epoch [41][3600/3940] lr: 2.068e-02, eta: 2 days, 5:25:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9631, loss_cls: 3.9534, loss: 3.9534 +2025-06-10 12:58:31,918 - pyskl - INFO - Epoch [41][3700/3940] lr: 2.068e-02, eta: 2 days, 5:24:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9531, loss_cls: 3.9163, loss: 3.9163 +2025-06-10 12:59:16,779 - pyskl - INFO - Epoch [41][3800/3940] lr: 2.067e-02, eta: 2 days, 5:23:59, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 3.9340, loss: 3.9340 +2025-06-10 13:00:01,502 - pyskl - INFO - Epoch [41][3900/3940] lr: 2.067e-02, eta: 2 days, 5:23:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9537, loss_cls: 3.9465, loss: 3.9465 +2025-06-10 13:00:19,748 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-06-10 13:03:46,696 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 13:03:47,157 - pyskl - INFO - +top1_acc 0.5818 +top5_acc 0.8544 +2025-06-10 13:03:47,174 - pyskl - INFO - Epoch(val) [41][3183] top1_acc: 0.5818, top5_acc: 0.8544 +2025-06-10 13:04:56,311 - pyskl - INFO - Epoch [42][100/3940] lr: 2.066e-02, eta: 2 days, 5:22:29, time: 0.691, data_time: 0.246, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 3.6437, loss: 3.6437 +2025-06-10 13:05:40,831 - pyskl - INFO - Epoch [42][200/3940] lr: 2.066e-02, eta: 2 days, 5:21:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9506, loss_cls: 3.9516, loss: 3.9516 +2025-06-10 13:06:25,255 - pyskl - INFO - Epoch [42][300/3940] lr: 2.065e-02, eta: 2 days, 5:20:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9600, loss_cls: 3.8699, loss: 3.8699 +2025-06-10 13:07:09,722 - pyskl - INFO - Epoch [42][400/3940] lr: 2.065e-02, eta: 2 days, 5:20:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9537, loss_cls: 3.8734, loss: 3.8734 +2025-06-10 13:07:54,126 - pyskl - INFO - Epoch [42][500/3940] lr: 2.064e-02, eta: 2 days, 5:19:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9525, loss_cls: 3.9082, loss: 3.9082 +2025-06-10 13:08:38,544 - pyskl - INFO - Epoch [42][600/3940] lr: 2.064e-02, eta: 2 days, 5:18:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9606, loss_cls: 3.8956, loss: 3.8956 +2025-06-10 13:09:23,015 - pyskl - INFO - Epoch [42][700/3940] lr: 2.063e-02, eta: 2 days, 5:17:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 3.7376, loss: 3.7376 +2025-06-10 13:10:07,486 - pyskl - INFO - Epoch [42][800/3940] lr: 2.063e-02, eta: 2 days, 5:17:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 3.9326, loss: 3.9326 +2025-06-10 13:10:51,964 - pyskl - INFO - Epoch [42][900/3940] lr: 2.062e-02, eta: 2 days, 5:16:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9556, loss_cls: 3.9013, loss: 3.9013 +2025-06-10 13:11:36,471 - pyskl - INFO - Epoch [42][1000/3940] lr: 2.062e-02, eta: 2 days, 5:15:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9581, loss_cls: 3.9453, loss: 3.9453 +2025-06-10 13:12:20,907 - pyskl - INFO - Epoch [42][1100/3940] lr: 2.061e-02, eta: 2 days, 5:14:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9556, loss_cls: 3.8250, loss: 3.8250 +2025-06-10 13:13:05,355 - pyskl - INFO - Epoch [42][1200/3940] lr: 2.061e-02, eta: 2 days, 5:14:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9556, loss_cls: 3.9280, loss: 3.9280 +2025-06-10 13:13:49,805 - pyskl - INFO - Epoch [42][1300/3940] lr: 2.060e-02, eta: 2 days, 5:13:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 3.9208, loss: 3.9208 +2025-06-10 13:14:34,282 - pyskl - INFO - Epoch [42][1400/3940] lr: 2.060e-02, eta: 2 days, 5:12:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9587, loss_cls: 3.7026, loss: 3.7026 +2025-06-10 13:15:18,778 - pyskl - INFO - Epoch [42][1500/3940] lr: 2.059e-02, eta: 2 days, 5:11:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9669, loss_cls: 3.9197, loss: 3.9197 +2025-06-10 13:16:03,240 - pyskl - INFO - Epoch [42][1600/3940] lr: 2.059e-02, eta: 2 days, 5:11:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 3.8369, loss: 3.8369 +2025-06-10 13:16:47,718 - pyskl - INFO - Epoch [42][1700/3940] lr: 2.058e-02, eta: 2 days, 5:10:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9544, loss_cls: 3.8214, loss: 3.8214 +2025-06-10 13:17:32,181 - pyskl - INFO - Epoch [42][1800/3940] lr: 2.058e-02, eta: 2 days, 5:09:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 3.8035, loss: 3.8035 +2025-06-10 13:18:16,685 - pyskl - INFO - Epoch [42][1900/3940] lr: 2.057e-02, eta: 2 days, 5:08:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9606, loss_cls: 3.8313, loss: 3.8313 +2025-06-10 13:19:01,234 - pyskl - INFO - Epoch [42][2000/3940] lr: 2.057e-02, eta: 2 days, 5:08:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9563, loss_cls: 3.9782, loss: 3.9782 +2025-06-10 13:19:45,884 - pyskl - INFO - Epoch [42][2100/3940] lr: 2.056e-02, eta: 2 days, 5:07:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 3.7888, loss: 3.7888 +2025-06-10 13:20:30,391 - pyskl - INFO - Epoch [42][2200/3940] lr: 2.056e-02, eta: 2 days, 5:06:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9619, loss_cls: 3.8671, loss: 3.8671 +2025-06-10 13:21:14,879 - pyskl - INFO - Epoch [42][2300/3940] lr: 2.055e-02, eta: 2 days, 5:05:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9587, loss_cls: 3.8971, loss: 3.8971 +2025-06-10 13:21:59,354 - pyskl - INFO - Epoch [42][2400/3940] lr: 2.055e-02, eta: 2 days, 5:05:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9575, loss_cls: 3.8966, loss: 3.8966 +2025-06-10 13:22:44,007 - pyskl - INFO - Epoch [42][2500/3940] lr: 2.054e-02, eta: 2 days, 5:04:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 3.7926, loss: 3.7926 +2025-06-10 13:23:28,798 - pyskl - INFO - Epoch [42][2600/3940] lr: 2.054e-02, eta: 2 days, 5:03:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9650, loss_cls: 3.8030, loss: 3.8030 +2025-06-10 13:24:13,418 - pyskl - INFO - Epoch [42][2700/3940] lr: 2.053e-02, eta: 2 days, 5:02:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9563, loss_cls: 3.8013, loss: 3.8013 +2025-06-10 13:24:58,127 - pyskl - INFO - Epoch [42][2800/3940] lr: 2.053e-02, eta: 2 days, 5:02:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 3.8647, loss: 3.8647 +2025-06-10 13:25:42,721 - pyskl - INFO - Epoch [42][2900/3940] lr: 2.052e-02, eta: 2 days, 5:01:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 3.9494, loss: 3.9494 +2025-06-10 13:26:27,146 - pyskl - INFO - Epoch [42][3000/3940] lr: 2.052e-02, eta: 2 days, 5:00:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9625, loss_cls: 3.8404, loss: 3.8404 +2025-06-10 13:27:11,633 - pyskl - INFO - Epoch [42][3100/3940] lr: 2.051e-02, eta: 2 days, 4:59:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 3.9851, loss: 3.9851 +2025-06-10 13:27:56,092 - pyskl - INFO - Epoch [42][3200/3940] lr: 2.051e-02, eta: 2 days, 4:59:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9619, loss_cls: 3.9875, loss: 3.9875 +2025-06-10 13:28:40,590 - pyskl - INFO - Epoch [42][3300/3940] lr: 2.050e-02, eta: 2 days, 4:58:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9581, loss_cls: 3.8959, loss: 3.8959 +2025-06-10 13:29:25,089 - pyskl - INFO - Epoch [42][3400/3940] lr: 2.050e-02, eta: 2 days, 4:57:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 3.8963, loss: 3.8963 +2025-06-10 13:30:09,555 - pyskl - INFO - Epoch [42][3500/3940] lr: 2.049e-02, eta: 2 days, 4:56:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 3.8146, loss: 3.8146 +2025-06-10 13:30:54,031 - pyskl - INFO - Epoch [42][3600/3940] lr: 2.049e-02, eta: 2 days, 4:56:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9581, loss_cls: 3.8095, loss: 3.8095 +2025-06-10 13:31:38,537 - pyskl - INFO - Epoch [42][3700/3940] lr: 2.048e-02, eta: 2 days, 4:55:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 3.8738, loss: 3.8738 +2025-06-10 13:32:23,104 - pyskl - INFO - Epoch [42][3800/3940] lr: 2.048e-02, eta: 2 days, 4:54:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9581, loss_cls: 3.8281, loss: 3.8281 +2025-06-10 13:33:07,664 - pyskl - INFO - Epoch [42][3900/3940] lr: 2.047e-02, eta: 2 days, 4:53:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9581, loss_cls: 3.8935, loss: 3.8935 +2025-06-10 13:33:25,825 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-06-10 13:36:50,913 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 13:36:51,379 - pyskl - INFO - +top1_acc 0.6905 +top5_acc 0.9201 +2025-06-10 13:36:51,401 - pyskl - INFO - Epoch(val) [42][3183] top1_acc: 0.6905, top5_acc: 0.9201 +2025-06-10 13:38:00,668 - pyskl - INFO - Epoch [43][100/3940] lr: 2.046e-02, eta: 2 days, 4:52:59, time: 0.693, data_time: 0.247, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.7028, loss: 3.7028 +2025-06-10 13:38:45,274 - pyskl - INFO - Epoch [43][200/3940] lr: 2.046e-02, eta: 2 days, 4:52:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 3.8348, loss: 3.8348 +2025-06-10 13:39:29,863 - pyskl - INFO - Epoch [43][300/3940] lr: 2.045e-02, eta: 2 days, 4:51:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 3.8485, loss: 3.8485 +2025-06-10 13:40:14,311 - pyskl - INFO - Epoch [43][400/3940] lr: 2.045e-02, eta: 2 days, 4:50:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 3.7889, loss: 3.7889 +2025-06-10 13:40:58,837 - pyskl - INFO - Epoch [43][500/3940] lr: 2.044e-02, eta: 2 days, 4:49:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9606, loss_cls: 3.9281, loss: 3.9281 +2025-06-10 13:41:43,391 - pyskl - INFO - Epoch [43][600/3940] lr: 2.044e-02, eta: 2 days, 4:49:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9506, loss_cls: 3.8884, loss: 3.8884 +2025-06-10 13:42:27,937 - pyskl - INFO - Epoch [43][700/3940] lr: 2.043e-02, eta: 2 days, 4:48:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9556, loss_cls: 3.7657, loss: 3.7657 +2025-06-10 13:43:12,481 - pyskl - INFO - Epoch [43][800/3940] lr: 2.043e-02, eta: 2 days, 4:47:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 3.8043, loss: 3.8043 +2025-06-10 13:43:56,988 - pyskl - INFO - Epoch [43][900/3940] lr: 2.042e-02, eta: 2 days, 4:46:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9688, loss_cls: 3.8616, loss: 3.8616 +2025-06-10 13:44:41,500 - pyskl - INFO - Epoch [43][1000/3940] lr: 2.042e-02, eta: 2 days, 4:46:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 3.8322, loss: 3.8322 +2025-06-10 13:45:26,070 - pyskl - INFO - Epoch [43][1100/3940] lr: 2.041e-02, eta: 2 days, 4:45:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9556, loss_cls: 3.8494, loss: 3.8494 +2025-06-10 13:46:10,645 - pyskl - INFO - Epoch [43][1200/3940] lr: 2.041e-02, eta: 2 days, 4:44:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9613, loss_cls: 3.8058, loss: 3.8058 +2025-06-10 13:46:55,135 - pyskl - INFO - Epoch [43][1300/3940] lr: 2.040e-02, eta: 2 days, 4:43:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 3.8939, loss: 3.8939 +2025-06-10 13:47:39,762 - pyskl - INFO - Epoch [43][1400/3940] lr: 2.040e-02, eta: 2 days, 4:43:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 3.6617, loss: 3.6617 +2025-06-10 13:48:24,371 - pyskl - INFO - Epoch [43][1500/3940] lr: 2.039e-02, eta: 2 days, 4:42:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9625, loss_cls: 3.9351, loss: 3.9351 +2025-06-10 13:49:08,945 - pyskl - INFO - Epoch [43][1600/3940] lr: 2.039e-02, eta: 2 days, 4:41:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9613, loss_cls: 3.8177, loss: 3.8177 +2025-06-10 13:49:53,493 - pyskl - INFO - Epoch [43][1700/3940] lr: 2.038e-02, eta: 2 days, 4:40:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9575, loss_cls: 3.9478, loss: 3.9478 +2025-06-10 13:50:38,102 - pyskl - INFO - Epoch [43][1800/3940] lr: 2.038e-02, eta: 2 days, 4:40:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 3.8270, loss: 3.8270 +2025-06-10 13:51:22,735 - pyskl - INFO - Epoch [43][1900/3940] lr: 2.037e-02, eta: 2 days, 4:39:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 3.8897, loss: 3.8897 +2025-06-10 13:52:07,315 - pyskl - INFO - Epoch [43][2000/3940] lr: 2.037e-02, eta: 2 days, 4:38:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9563, loss_cls: 3.9439, loss: 3.9439 +2025-06-10 13:52:51,849 - pyskl - INFO - Epoch [43][2100/3940] lr: 2.036e-02, eta: 2 days, 4:37:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9600, loss_cls: 3.8914, loss: 3.8914 +2025-06-10 13:53:36,399 - pyskl - INFO - Epoch [43][2200/3940] lr: 2.035e-02, eta: 2 days, 4:37:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9506, loss_cls: 3.9584, loss: 3.9584 +2025-06-10 13:54:20,924 - pyskl - INFO - Epoch [43][2300/3940] lr: 2.035e-02, eta: 2 days, 4:36:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 3.8975, loss: 3.8975 +2025-06-10 13:55:05,473 - pyskl - INFO - Epoch [43][2400/3940] lr: 2.034e-02, eta: 2 days, 4:35:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9513, loss_cls: 3.7702, loss: 3.7702 +2025-06-10 13:55:50,402 - pyskl - INFO - Epoch [43][2500/3940] lr: 2.034e-02, eta: 2 days, 4:34:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9650, loss_cls: 3.8378, loss: 3.8378 +2025-06-10 13:56:34,973 - pyskl - INFO - Epoch [43][2600/3940] lr: 2.033e-02, eta: 2 days, 4:34:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9556, loss_cls: 3.8503, loss: 3.8503 +2025-06-10 13:57:19,546 - pyskl - INFO - Epoch [43][2700/3940] lr: 2.033e-02, eta: 2 days, 4:33:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 3.8718, loss: 3.8718 +2025-06-10 13:58:04,082 - pyskl - INFO - Epoch [43][2800/3940] lr: 2.032e-02, eta: 2 days, 4:32:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 3.9137, loss: 3.9137 +2025-06-10 13:58:48,688 - pyskl - INFO - Epoch [43][2900/3940] lr: 2.032e-02, eta: 2 days, 4:31:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9587, loss_cls: 3.7706, loss: 3.7706 +2025-06-10 13:59:33,209 - pyskl - INFO - Epoch [43][3000/3940] lr: 2.031e-02, eta: 2 days, 4:31:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9556, loss_cls: 3.8610, loss: 3.8610 +2025-06-10 14:00:17,682 - pyskl - INFO - Epoch [43][3100/3940] lr: 2.031e-02, eta: 2 days, 4:30:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9631, loss_cls: 3.8493, loss: 3.8493 +2025-06-10 14:01:02,238 - pyskl - INFO - Epoch [43][3200/3940] lr: 2.030e-02, eta: 2 days, 4:29:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9537, loss_cls: 3.9057, loss: 3.9057 +2025-06-10 14:01:46,835 - pyskl - INFO - Epoch [43][3300/3940] lr: 2.030e-02, eta: 2 days, 4:28:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9569, loss_cls: 3.9626, loss: 3.9626 +2025-06-10 14:02:31,498 - pyskl - INFO - Epoch [43][3400/3940] lr: 2.029e-02, eta: 2 days, 4:28:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9613, loss_cls: 3.9130, loss: 3.9130 +2025-06-10 14:03:16,087 - pyskl - INFO - Epoch [43][3500/3940] lr: 2.029e-02, eta: 2 days, 4:27:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9537, loss_cls: 3.8114, loss: 3.8114 +2025-06-10 14:04:00,633 - pyskl - INFO - Epoch [43][3600/3940] lr: 2.028e-02, eta: 2 days, 4:26:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.7679, loss: 3.7679 +2025-06-10 14:04:45,196 - pyskl - INFO - Epoch [43][3700/3940] lr: 2.028e-02, eta: 2 days, 4:25:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9587, loss_cls: 3.8108, loss: 3.8108 +2025-06-10 14:05:29,804 - pyskl - INFO - Epoch [43][3800/3940] lr: 2.027e-02, eta: 2 days, 4:25:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 3.7963, loss: 3.7963 +2025-06-10 14:06:14,414 - pyskl - INFO - Epoch [43][3900/3940] lr: 2.027e-02, eta: 2 days, 4:24:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9569, loss_cls: 3.8208, loss: 3.8208 +2025-06-10 14:06:32,643 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-06-10 14:09:57,943 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 14:09:58,406 - pyskl - INFO - +top1_acc 0.6529 +top5_acc 0.9084 +2025-06-10 14:09:58,424 - pyskl - INFO - Epoch(val) [43][3183] top1_acc: 0.6529, top5_acc: 0.9084 +2025-06-10 14:11:07,213 - pyskl - INFO - Epoch [44][100/3940] lr: 2.026e-02, eta: 2 days, 4:23:34, time: 0.688, data_time: 0.244, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9606, loss_cls: 3.9087, loss: 3.9087 +2025-06-10 14:11:51,769 - pyskl - INFO - Epoch [44][200/3940] lr: 2.025e-02, eta: 2 days, 4:22:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9594, loss_cls: 3.7120, loss: 3.7120 +2025-06-10 14:12:36,226 - pyskl - INFO - Epoch [44][300/3940] lr: 2.025e-02, eta: 2 days, 4:22:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.8040, loss: 3.8040 +2025-06-10 14:13:20,779 - pyskl - INFO - Epoch [44][400/3940] lr: 2.024e-02, eta: 2 days, 4:21:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9569, loss_cls: 3.9640, loss: 3.9640 +2025-06-10 14:14:05,390 - pyskl - INFO - Epoch [44][500/3940] lr: 2.024e-02, eta: 2 days, 4:20:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9569, loss_cls: 4.0045, loss: 4.0045 +2025-06-10 14:14:49,849 - pyskl - INFO - Epoch [44][600/3940] lr: 2.023e-02, eta: 2 days, 4:19:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 3.9777, loss: 3.9777 +2025-06-10 14:15:34,415 - pyskl - INFO - Epoch [44][700/3940] lr: 2.023e-02, eta: 2 days, 4:19:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 3.7391, loss: 3.7391 +2025-06-10 14:16:18,918 - pyskl - INFO - Epoch [44][800/3940] lr: 2.022e-02, eta: 2 days, 4:18:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.6609, loss: 3.6609 +2025-06-10 14:17:03,422 - pyskl - INFO - Epoch [44][900/3940] lr: 2.022e-02, eta: 2 days, 4:17:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 3.8555, loss: 3.8555 +2025-06-10 14:17:47,929 - pyskl - INFO - Epoch [44][1000/3940] lr: 2.021e-02, eta: 2 days, 4:16:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9525, loss_cls: 3.8485, loss: 3.8485 +2025-06-10 14:18:32,341 - pyskl - INFO - Epoch [44][1100/3940] lr: 2.021e-02, eta: 2 days, 4:16:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9594, loss_cls: 3.7332, loss: 3.7332 +2025-06-10 14:19:16,822 - pyskl - INFO - Epoch [44][1200/3940] lr: 2.020e-02, eta: 2 days, 4:15:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 3.7784, loss: 3.7784 +2025-06-10 14:20:01,284 - pyskl - INFO - Epoch [44][1300/3940] lr: 2.020e-02, eta: 2 days, 4:14:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9619, loss_cls: 3.8508, loss: 3.8508 +2025-06-10 14:20:45,712 - pyskl - INFO - Epoch [44][1400/3940] lr: 2.019e-02, eta: 2 days, 4:13:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9556, loss_cls: 3.7616, loss: 3.7616 +2025-06-10 14:21:30,155 - pyskl - INFO - Epoch [44][1500/3940] lr: 2.019e-02, eta: 2 days, 4:12:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9606, loss_cls: 3.8546, loss: 3.8546 +2025-06-10 14:22:14,557 - pyskl - INFO - Epoch [44][1600/3940] lr: 2.018e-02, eta: 2 days, 4:12:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9606, loss_cls: 3.8795, loss: 3.8795 +2025-06-10 14:22:58,977 - pyskl - INFO - Epoch [44][1700/3940] lr: 2.018e-02, eta: 2 days, 4:11:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9556, loss_cls: 3.8428, loss: 3.8428 +2025-06-10 14:23:43,575 - pyskl - INFO - Epoch [44][1800/3940] lr: 2.017e-02, eta: 2 days, 4:10:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9644, loss_cls: 3.9379, loss: 3.9379 +2025-06-10 14:24:28,117 - pyskl - INFO - Epoch [44][1900/3940] lr: 2.017e-02, eta: 2 days, 4:09:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.8305, loss: 3.8305 +2025-06-10 14:25:12,606 - pyskl - INFO - Epoch [44][2000/3940] lr: 2.016e-02, eta: 2 days, 4:09:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 3.8608, loss: 3.8608 +2025-06-10 14:25:57,131 - pyskl - INFO - Epoch [44][2100/3940] lr: 2.015e-02, eta: 2 days, 4:08:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9581, loss_cls: 3.7349, loss: 3.7349 +2025-06-10 14:26:41,686 - pyskl - INFO - Epoch [44][2200/3940] lr: 2.015e-02, eta: 2 days, 4:07:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9631, loss_cls: 3.7282, loss: 3.7282 +2025-06-10 14:27:26,207 - pyskl - INFO - Epoch [44][2300/3940] lr: 2.014e-02, eta: 2 days, 4:06:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9650, loss_cls: 3.7597, loss: 3.7597 +2025-06-10 14:28:10,786 - pyskl - INFO - Epoch [44][2400/3940] lr: 2.014e-02, eta: 2 days, 4:06:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9531, loss_cls: 3.8408, loss: 3.8408 +2025-06-10 14:28:55,463 - pyskl - INFO - Epoch [44][2500/3940] lr: 2.013e-02, eta: 2 days, 4:05:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 3.9045, loss: 3.9045 +2025-06-10 14:29:40,080 - pyskl - INFO - Epoch [44][2600/3940] lr: 2.013e-02, eta: 2 days, 4:04:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9675, loss_cls: 3.8075, loss: 3.8075 +2025-06-10 14:30:24,693 - pyskl - INFO - Epoch [44][2700/3940] lr: 2.012e-02, eta: 2 days, 4:03:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9519, loss_cls: 3.9664, loss: 3.9664 +2025-06-10 14:31:09,309 - pyskl - INFO - Epoch [44][2800/3940] lr: 2.012e-02, eta: 2 days, 4:03:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9494, loss_cls: 3.8997, loss: 3.8997 +2025-06-10 14:31:53,841 - pyskl - INFO - Epoch [44][2900/3940] lr: 2.011e-02, eta: 2 days, 4:02:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9587, loss_cls: 3.7547, loss: 3.7547 +2025-06-10 14:32:38,356 - pyskl - INFO - Epoch [44][3000/3940] lr: 2.011e-02, eta: 2 days, 4:01:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 3.8486, loss: 3.8486 +2025-06-10 14:33:22,941 - pyskl - INFO - Epoch [44][3100/3940] lr: 2.010e-02, eta: 2 days, 4:00:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 3.9048, loss: 3.9048 +2025-06-10 14:34:07,384 - pyskl - INFO - Epoch [44][3200/3940] lr: 2.010e-02, eta: 2 days, 4:00:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9556, loss_cls: 3.9796, loss: 3.9796 +2025-06-10 14:34:52,038 - pyskl - INFO - Epoch [44][3300/3940] lr: 2.009e-02, eta: 2 days, 3:59:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 3.9547, loss: 3.9547 +2025-06-10 14:35:36,598 - pyskl - INFO - Epoch [44][3400/3940] lr: 2.009e-02, eta: 2 days, 3:58:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 3.8805, loss: 3.8805 +2025-06-10 14:36:21,084 - pyskl - INFO - Epoch [44][3500/3940] lr: 2.008e-02, eta: 2 days, 3:57:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 3.9133, loss: 3.9133 +2025-06-10 14:37:05,648 - pyskl - INFO - Epoch [44][3600/3940] lr: 2.008e-02, eta: 2 days, 3:57:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 3.8387, loss: 3.8387 +2025-06-10 14:37:50,278 - pyskl - INFO - Epoch [44][3700/3940] lr: 2.007e-02, eta: 2 days, 3:56:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9569, loss_cls: 3.9456, loss: 3.9456 +2025-06-10 14:38:34,890 - pyskl - INFO - Epoch [44][3800/3940] lr: 2.006e-02, eta: 2 days, 3:55:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9550, loss_cls: 3.8932, loss: 3.8932 +2025-06-10 14:39:19,466 - pyskl - INFO - Epoch [44][3900/3940] lr: 2.006e-02, eta: 2 days, 3:54:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9481, loss_cls: 3.8554, loss: 3.8554 +2025-06-10 14:39:37,662 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-06-10 14:43:02,811 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 14:43:03,277 - pyskl - INFO - +top1_acc 0.7001 +top5_acc 0.9242 +2025-06-10 14:43:03,296 - pyskl - INFO - Epoch(val) [44][3183] top1_acc: 0.7001, top5_acc: 0.9242 +2025-06-10 14:44:12,496 - pyskl - INFO - Epoch [45][100/3940] lr: 2.005e-02, eta: 2 days, 3:54:07, time: 0.692, data_time: 0.248, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 3.7972, loss: 3.7972 +2025-06-10 14:44:56,972 - pyskl - INFO - Epoch [45][200/3940] lr: 2.005e-02, eta: 2 days, 3:53:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.7311, loss: 3.7311 +2025-06-10 14:45:41,492 - pyskl - INFO - Epoch [45][300/3940] lr: 2.004e-02, eta: 2 days, 3:52:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9587, loss_cls: 3.7230, loss: 3.7230 +2025-06-10 14:46:26,041 - pyskl - INFO - Epoch [45][400/3940] lr: 2.004e-02, eta: 2 days, 3:51:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9581, loss_cls: 3.8306, loss: 3.8306 +2025-06-10 14:47:10,511 - pyskl - INFO - Epoch [45][500/3940] lr: 2.003e-02, eta: 2 days, 3:51:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 3.7922, loss: 3.7922 +2025-06-10 14:47:54,975 - pyskl - INFO - Epoch [45][600/3940] lr: 2.003e-02, eta: 2 days, 3:50:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9663, loss_cls: 3.7537, loss: 3.7537 +2025-06-10 14:48:39,505 - pyskl - INFO - Epoch [45][700/3940] lr: 2.002e-02, eta: 2 days, 3:49:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 3.7788, loss: 3.7788 +2025-06-10 14:49:23,965 - pyskl - INFO - Epoch [45][800/3940] lr: 2.002e-02, eta: 2 days, 3:48:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9556, loss_cls: 3.9548, loss: 3.9548 +2025-06-10 14:50:08,452 - pyskl - INFO - Epoch [45][900/3940] lr: 2.001e-02, eta: 2 days, 3:48:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9581, loss_cls: 3.7208, loss: 3.7208 +2025-06-10 14:50:52,967 - pyskl - INFO - Epoch [45][1000/3940] lr: 2.000e-02, eta: 2 days, 3:47:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 3.7376, loss: 3.7376 +2025-06-10 14:51:37,420 - pyskl - INFO - Epoch [45][1100/3940] lr: 2.000e-02, eta: 2 days, 3:46:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9575, loss_cls: 3.8254, loss: 3.8254 +2025-06-10 14:52:21,878 - pyskl - INFO - Epoch [45][1200/3940] lr: 1.999e-02, eta: 2 days, 3:45:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9569, loss_cls: 3.8195, loss: 3.8195 +2025-06-10 14:53:06,311 - pyskl - INFO - Epoch [45][1300/3940] lr: 1.999e-02, eta: 2 days, 3:45:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9563, loss_cls: 3.9818, loss: 3.9818 +2025-06-10 14:53:50,775 - pyskl - INFO - Epoch [45][1400/3940] lr: 1.998e-02, eta: 2 days, 3:44:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 3.7748, loss: 3.7748 +2025-06-10 14:54:35,278 - pyskl - INFO - Epoch [45][1500/3940] lr: 1.998e-02, eta: 2 days, 3:43:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.7199, loss: 3.7199 +2025-06-10 14:55:19,812 - pyskl - INFO - Epoch [45][1600/3940] lr: 1.997e-02, eta: 2 days, 3:42:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9656, loss_cls: 3.7577, loss: 3.7577 +2025-06-10 14:56:04,218 - pyskl - INFO - Epoch [45][1700/3940] lr: 1.997e-02, eta: 2 days, 3:42:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9481, loss_cls: 3.9506, loss: 3.9506 +2025-06-10 14:56:48,604 - pyskl - INFO - Epoch [45][1800/3940] lr: 1.996e-02, eta: 2 days, 3:41:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 3.9244, loss: 3.9244 +2025-06-10 14:57:33,085 - pyskl - INFO - Epoch [45][1900/3940] lr: 1.996e-02, eta: 2 days, 3:40:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9575, loss_cls: 3.9113, loss: 3.9113 +2025-06-10 14:58:17,502 - pyskl - INFO - Epoch [45][2000/3940] lr: 1.995e-02, eta: 2 days, 3:39:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9625, loss_cls: 3.6604, loss: 3.6604 +2025-06-10 14:59:01,983 - pyskl - INFO - Epoch [45][2100/3940] lr: 1.995e-02, eta: 2 days, 3:38:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9637, loss_cls: 3.8094, loss: 3.8094 +2025-06-10 14:59:46,434 - pyskl - INFO - Epoch [45][2200/3940] lr: 1.994e-02, eta: 2 days, 3:38:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9600, loss_cls: 3.8756, loss: 3.8756 +2025-06-10 15:00:30,885 - pyskl - INFO - Epoch [45][2300/3940] lr: 1.994e-02, eta: 2 days, 3:37:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9556, loss_cls: 3.8452, loss: 3.8452 +2025-06-10 15:01:15,359 - pyskl - INFO - Epoch [45][2400/3940] lr: 1.993e-02, eta: 2 days, 3:36:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9575, loss_cls: 3.9022, loss: 3.9022 +2025-06-10 15:01:59,746 - pyskl - INFO - Epoch [45][2500/3940] lr: 1.992e-02, eta: 2 days, 3:35:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 3.9132, loss: 3.9132 +2025-06-10 15:02:44,126 - pyskl - INFO - Epoch [45][2600/3940] lr: 1.992e-02, eta: 2 days, 3:35:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9525, loss_cls: 3.9407, loss: 3.9407 +2025-06-10 15:03:28,588 - pyskl - INFO - Epoch [45][2700/3940] lr: 1.991e-02, eta: 2 days, 3:34:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9550, loss_cls: 3.9363, loss: 3.9363 +2025-06-10 15:04:13,037 - pyskl - INFO - Epoch [45][2800/3940] lr: 1.991e-02, eta: 2 days, 3:33:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9475, loss_cls: 3.8908, loss: 3.8908 +2025-06-10 15:04:57,436 - pyskl - INFO - Epoch [45][2900/3940] lr: 1.990e-02, eta: 2 days, 3:32:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.7458, loss: 3.7458 +2025-06-10 15:05:41,879 - pyskl - INFO - Epoch [45][3000/3940] lr: 1.990e-02, eta: 2 days, 3:32:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9600, loss_cls: 3.7348, loss: 3.7348 +2025-06-10 15:06:26,408 - pyskl - INFO - Epoch [45][3100/3940] lr: 1.989e-02, eta: 2 days, 3:31:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9594, loss_cls: 3.9373, loss: 3.9373 +2025-06-10 15:07:10,839 - pyskl - INFO - Epoch [45][3200/3940] lr: 1.989e-02, eta: 2 days, 3:30:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9544, loss_cls: 3.8209, loss: 3.8209 +2025-06-10 15:07:55,432 - pyskl - INFO - Epoch [45][3300/3940] lr: 1.988e-02, eta: 2 days, 3:29:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9606, loss_cls: 3.8252, loss: 3.8252 +2025-06-10 15:08:39,909 - pyskl - INFO - Epoch [45][3400/3940] lr: 1.988e-02, eta: 2 days, 3:29:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 3.7828, loss: 3.7828 +2025-06-10 15:09:24,410 - pyskl - INFO - Epoch [45][3500/3940] lr: 1.987e-02, eta: 2 days, 3:28:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9563, loss_cls: 3.7546, loss: 3.7546 +2025-06-10 15:10:08,843 - pyskl - INFO - Epoch [45][3600/3940] lr: 1.987e-02, eta: 2 days, 3:27:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9650, loss_cls: 3.8610, loss: 3.8610 +2025-06-10 15:10:53,307 - pyskl - INFO - Epoch [45][3700/3940] lr: 1.986e-02, eta: 2 days, 3:26:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 3.8925, loss: 3.8925 +2025-06-10 15:11:37,800 - pyskl - INFO - Epoch [45][3800/3940] lr: 1.985e-02, eta: 2 days, 3:26:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 3.9059, loss: 3.9059 +2025-06-10 15:12:22,320 - pyskl - INFO - Epoch [45][3900/3940] lr: 1.985e-02, eta: 2 days, 3:25:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9563, loss_cls: 3.8746, loss: 3.8746 +2025-06-10 15:12:40,361 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-06-10 15:31:22,110 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 15:31:22,575 - pyskl - INFO - +top1_acc 0.6759 +top5_acc 0.9144 +2025-06-10 15:31:22,592 - pyskl - INFO - Epoch(val) [45][3183] top1_acc: 0.6759, top5_acc: 0.9144 +2025-06-10 15:32:31,217 - pyskl - INFO - Epoch [46][100/3940] lr: 1.984e-02, eta: 2 days, 3:24:33, time: 0.686, data_time: 0.242, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 3.7621, loss: 3.7621 +2025-06-10 15:33:15,660 - pyskl - INFO - Epoch [46][200/3940] lr: 1.984e-02, eta: 2 days, 3:23:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 3.7814, loss: 3.7814 +2025-06-10 15:34:00,129 - pyskl - INFO - Epoch [46][300/3940] lr: 1.983e-02, eta: 2 days, 3:23:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9631, loss_cls: 3.7386, loss: 3.7386 +2025-06-10 15:34:44,709 - pyskl - INFO - Epoch [46][400/3940] lr: 1.983e-02, eta: 2 days, 3:22:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9556, loss_cls: 3.8137, loss: 3.8137 +2025-06-10 15:35:29,182 - pyskl - INFO - Epoch [46][500/3940] lr: 1.982e-02, eta: 2 days, 3:21:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9606, loss_cls: 3.6987, loss: 3.6987 +2025-06-10 15:36:13,652 - pyskl - INFO - Epoch [46][600/3940] lr: 1.982e-02, eta: 2 days, 3:20:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9650, loss_cls: 3.7479, loss: 3.7479 +2025-06-10 15:36:58,166 - pyskl - INFO - Epoch [46][700/3940] lr: 1.981e-02, eta: 2 days, 3:20:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9594, loss_cls: 3.7867, loss: 3.7867 +2025-06-10 15:37:42,646 - pyskl - INFO - Epoch [46][800/3940] lr: 1.980e-02, eta: 2 days, 3:19:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9600, loss_cls: 3.6952, loss: 3.6952 +2025-06-10 15:38:27,084 - pyskl - INFO - Epoch [46][900/3940] lr: 1.980e-02, eta: 2 days, 3:18:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9556, loss_cls: 3.7785, loss: 3.7785 +2025-06-10 15:39:11,509 - pyskl - INFO - Epoch [46][1000/3940] lr: 1.979e-02, eta: 2 days, 3:17:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 3.6374, loss: 3.6374 +2025-06-10 15:39:55,962 - pyskl - INFO - Epoch [46][1100/3940] lr: 1.979e-02, eta: 2 days, 3:16:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 3.7874, loss: 3.7874 +2025-06-10 15:40:40,477 - pyskl - INFO - Epoch [46][1200/3940] lr: 1.978e-02, eta: 2 days, 3:16:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 3.8388, loss: 3.8388 +2025-06-10 15:41:24,927 - pyskl - INFO - Epoch [46][1300/3940] lr: 1.978e-02, eta: 2 days, 3:15:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 3.8548, loss: 3.8548 +2025-06-10 15:42:09,450 - pyskl - INFO - Epoch [46][1400/3940] lr: 1.977e-02, eta: 2 days, 3:14:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9575, loss_cls: 3.8720, loss: 3.8720 +2025-06-10 15:42:53,986 - pyskl - INFO - Epoch [46][1500/3940] lr: 1.977e-02, eta: 2 days, 3:13:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 3.8566, loss: 3.8566 +2025-06-10 15:43:38,534 - pyskl - INFO - Epoch [46][1600/3940] lr: 1.976e-02, eta: 2 days, 3:13:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 3.8212, loss: 3.8212 +2025-06-10 15:44:23,013 - pyskl - INFO - Epoch [46][1700/3940] lr: 1.976e-02, eta: 2 days, 3:12:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 3.7925, loss: 3.7925 +2025-06-10 15:45:07,522 - pyskl - INFO - Epoch [46][1800/3940] lr: 1.975e-02, eta: 2 days, 3:11:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.8046, loss: 3.8046 +2025-06-10 15:45:52,065 - pyskl - INFO - Epoch [46][1900/3940] lr: 1.974e-02, eta: 2 days, 3:10:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9613, loss_cls: 3.7449, loss: 3.7449 +2025-06-10 15:46:36,527 - pyskl - INFO - Epoch [46][2000/3940] lr: 1.974e-02, eta: 2 days, 3:10:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 3.7533, loss: 3.7533 +2025-06-10 15:47:21,061 - pyskl - INFO - Epoch [46][2100/3940] lr: 1.973e-02, eta: 2 days, 3:09:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9613, loss_cls: 3.8303, loss: 3.8303 +2025-06-10 15:48:06,210 - pyskl - INFO - Epoch [46][2200/3940] lr: 1.973e-02, eta: 2 days, 3:08:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 3.8677, loss: 3.8677 +2025-06-10 15:48:51,146 - pyskl - INFO - Epoch [46][2300/3940] lr: 1.972e-02, eta: 2 days, 3:07:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9606, loss_cls: 3.7268, loss: 3.7268 +2025-06-10 15:49:35,866 - pyskl - INFO - Epoch [46][2400/3940] lr: 1.972e-02, eta: 2 days, 3:07:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 3.6797, loss: 3.6797 +2025-06-10 15:50:20,712 - pyskl - INFO - Epoch [46][2500/3940] lr: 1.971e-02, eta: 2 days, 3:06:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9537, loss_cls: 4.0098, loss: 4.0098 +2025-06-10 15:51:05,470 - pyskl - INFO - Epoch [46][2600/3940] lr: 1.971e-02, eta: 2 days, 3:05:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 3.7772, loss: 3.7772 +2025-06-10 15:51:50,024 - pyskl - INFO - Epoch [46][2700/3940] lr: 1.970e-02, eta: 2 days, 3:04:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9513, loss_cls: 3.8780, loss: 3.8780 +2025-06-10 15:52:34,504 - pyskl - INFO - Epoch [46][2800/3940] lr: 1.970e-02, eta: 2 days, 3:04:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 3.8597, loss: 3.8597 +2025-06-10 15:53:19,020 - pyskl - INFO - Epoch [46][2900/3940] lr: 1.969e-02, eta: 2 days, 3:03:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 3.7197, loss: 3.7197 +2025-06-10 15:54:03,574 - pyskl - INFO - Epoch [46][3000/3940] lr: 1.969e-02, eta: 2 days, 3:02:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9556, loss_cls: 3.9351, loss: 3.9351 +2025-06-10 15:54:48,079 - pyskl - INFO - Epoch [46][3100/3940] lr: 1.968e-02, eta: 2 days, 3:01:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9481, loss_cls: 3.8750, loss: 3.8750 +2025-06-10 15:55:32,915 - pyskl - INFO - Epoch [46][3200/3940] lr: 1.967e-02, eta: 2 days, 3:01:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9606, loss_cls: 3.8825, loss: 3.8825 +2025-06-10 15:56:17,446 - pyskl - INFO - Epoch [46][3300/3940] lr: 1.967e-02, eta: 2 days, 3:00:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9575, loss_cls: 3.8066, loss: 3.8066 +2025-06-10 15:57:02,026 - pyskl - INFO - Epoch [46][3400/3940] lr: 1.966e-02, eta: 2 days, 2:59:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 3.7010, loss: 3.7010 +2025-06-10 15:57:46,594 - pyskl - INFO - Epoch [46][3500/3940] lr: 1.966e-02, eta: 2 days, 2:58:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9550, loss_cls: 3.7219, loss: 3.7219 +2025-06-10 15:58:31,238 - pyskl - INFO - Epoch [46][3600/3940] lr: 1.965e-02, eta: 2 days, 2:58:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9656, loss_cls: 3.9384, loss: 3.9384 +2025-06-10 15:59:15,979 - pyskl - INFO - Epoch [46][3700/3940] lr: 1.965e-02, eta: 2 days, 2:57:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9637, loss_cls: 3.8614, loss: 3.8614 +2025-06-10 16:00:00,554 - pyskl - INFO - Epoch [46][3800/3940] lr: 1.964e-02, eta: 2 days, 2:56:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 3.7642, loss: 3.7642 +2025-06-10 16:00:45,211 - pyskl - INFO - Epoch [46][3900/3940] lr: 1.964e-02, eta: 2 days, 2:55:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 3.8591, loss: 3.8591 +2025-06-10 16:01:03,379 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-06-10 16:04:30,374 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 16:04:30,840 - pyskl - INFO - +top1_acc 0.7176 +top5_acc 0.9384 +2025-06-10 16:04:30,859 - pyskl - INFO - Epoch(val) [46][3183] top1_acc: 0.7176, top5_acc: 0.9384 +2025-06-10 16:05:39,887 - pyskl - INFO - Epoch [47][100/3940] lr: 1.963e-02, eta: 2 days, 2:55:10, time: 0.690, data_time: 0.245, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9587, loss_cls: 3.8358, loss: 3.8358 +2025-06-10 16:06:24,478 - pyskl - INFO - Epoch [47][200/3940] lr: 1.962e-02, eta: 2 days, 2:54:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9644, loss_cls: 3.6292, loss: 3.6292 +2025-06-10 16:07:08,968 - pyskl - INFO - Epoch [47][300/3940] lr: 1.962e-02, eta: 2 days, 2:53:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9606, loss_cls: 3.7706, loss: 3.7706 +2025-06-10 16:07:53,530 - pyskl - INFO - Epoch [47][400/3940] lr: 1.961e-02, eta: 2 days, 2:52:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9575, loss_cls: 3.7450, loss: 3.7450 +2025-06-10 16:08:38,057 - pyskl - INFO - Epoch [47][500/3940] lr: 1.961e-02, eta: 2 days, 2:52:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9606, loss_cls: 3.8003, loss: 3.8003 +2025-06-10 16:09:22,532 - pyskl - INFO - Epoch [47][600/3940] lr: 1.960e-02, eta: 2 days, 2:51:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9700, loss_cls: 3.7805, loss: 3.7805 +2025-06-10 16:10:07,036 - pyskl - INFO - Epoch [47][700/3940] lr: 1.960e-02, eta: 2 days, 2:50:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 3.8631, loss: 3.8631 +2025-06-10 16:10:51,648 - pyskl - INFO - Epoch [47][800/3940] lr: 1.959e-02, eta: 2 days, 2:49:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9513, loss_cls: 3.9328, loss: 3.9328 +2025-06-10 16:11:36,300 - pyskl - INFO - Epoch [47][900/3940] lr: 1.958e-02, eta: 2 days, 2:49:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.7318, loss: 3.7318 +2025-06-10 16:12:20,855 - pyskl - INFO - Epoch [47][1000/3940] lr: 1.958e-02, eta: 2 days, 2:48:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 3.7589, loss: 3.7589 +2025-06-10 16:13:05,456 - pyskl - INFO - Epoch [47][1100/3940] lr: 1.957e-02, eta: 2 days, 2:47:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9575, loss_cls: 3.8163, loss: 3.8163 +2025-06-10 16:13:50,082 - pyskl - INFO - Epoch [47][1200/3940] lr: 1.957e-02, eta: 2 days, 2:46:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 3.9153, loss: 3.9153 +2025-06-10 16:14:34,662 - pyskl - INFO - Epoch [47][1300/3940] lr: 1.956e-02, eta: 2 days, 2:46:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9631, loss_cls: 3.8661, loss: 3.8661 +2025-06-10 16:15:19,251 - pyskl - INFO - Epoch [47][1400/3940] lr: 1.956e-02, eta: 2 days, 2:45:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.7765, loss: 3.7765 +2025-06-10 16:16:03,808 - pyskl - INFO - Epoch [47][1500/3940] lr: 1.955e-02, eta: 2 days, 2:44:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9656, loss_cls: 3.8509, loss: 3.8509 +2025-06-10 16:16:48,348 - pyskl - INFO - Epoch [47][1600/3940] lr: 1.955e-02, eta: 2 days, 2:43:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 3.8656, loss: 3.8656 +2025-06-10 16:17:32,993 - pyskl - INFO - Epoch [47][1700/3940] lr: 1.954e-02, eta: 2 days, 2:43:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9513, loss_cls: 3.8874, loss: 3.8874 +2025-06-10 16:18:17,523 - pyskl - INFO - Epoch [47][1800/3940] lr: 1.954e-02, eta: 2 days, 2:42:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9600, loss_cls: 3.8311, loss: 3.8311 +2025-06-10 16:19:02,153 - pyskl - INFO - Epoch [47][1900/3940] lr: 1.953e-02, eta: 2 days, 2:41:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 3.8695, loss: 3.8695 +2025-06-10 16:19:46,788 - pyskl - INFO - Epoch [47][2000/3940] lr: 1.952e-02, eta: 2 days, 2:40:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9569, loss_cls: 3.6630, loss: 3.6630 +2025-06-10 16:20:31,417 - pyskl - INFO - Epoch [47][2100/3940] lr: 1.952e-02, eta: 2 days, 2:40:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 3.8034, loss: 3.8034 +2025-06-10 16:21:15,997 - pyskl - INFO - Epoch [47][2200/3940] lr: 1.951e-02, eta: 2 days, 2:39:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9550, loss_cls: 3.7775, loss: 3.7775 +2025-06-10 16:22:00,561 - pyskl - INFO - Epoch [47][2300/3940] lr: 1.951e-02, eta: 2 days, 2:38:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 3.9210, loss: 3.9210 +2025-06-10 16:22:45,060 - pyskl - INFO - Epoch [47][2400/3940] lr: 1.950e-02, eta: 2 days, 2:37:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9600, loss_cls: 3.6934, loss: 3.6934 +2025-06-10 16:23:29,607 - pyskl - INFO - Epoch [47][2500/3940] lr: 1.950e-02, eta: 2 days, 2:37:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9694, loss_cls: 3.7203, loss: 3.7203 +2025-06-10 16:24:14,257 - pyskl - INFO - Epoch [47][2600/3940] lr: 1.949e-02, eta: 2 days, 2:36:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 3.9540, loss: 3.9540 +2025-06-10 16:24:58,860 - pyskl - INFO - Epoch [47][2700/3940] lr: 1.949e-02, eta: 2 days, 2:35:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9525, loss_cls: 3.8299, loss: 3.8299 +2025-06-10 16:25:43,442 - pyskl - INFO - Epoch [47][2800/3940] lr: 1.948e-02, eta: 2 days, 2:34:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9637, loss_cls: 3.8772, loss: 3.8772 +2025-06-10 16:26:28,074 - pyskl - INFO - Epoch [47][2900/3940] lr: 1.947e-02, eta: 2 days, 2:34:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 3.8288, loss: 3.8288 +2025-06-10 16:27:12,693 - pyskl - INFO - Epoch [47][3000/3940] lr: 1.947e-02, eta: 2 days, 2:33:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9587, loss_cls: 3.8524, loss: 3.8524 +2025-06-10 16:27:57,285 - pyskl - INFO - Epoch [47][3100/3940] lr: 1.946e-02, eta: 2 days, 2:32:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9550, loss_cls: 3.7852, loss: 3.7852 +2025-06-10 16:28:41,836 - pyskl - INFO - Epoch [47][3200/3940] lr: 1.946e-02, eta: 2 days, 2:31:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 3.7189, loss: 3.7189 +2025-06-10 16:29:26,333 - pyskl - INFO - Epoch [47][3300/3940] lr: 1.945e-02, eta: 2 days, 2:31:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9631, loss_cls: 3.6510, loss: 3.6510 +2025-06-10 16:30:10,953 - pyskl - INFO - Epoch [47][3400/3940] lr: 1.945e-02, eta: 2 days, 2:30:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 3.6765, loss: 3.6765 +2025-06-10 16:30:55,537 - pyskl - INFO - Epoch [47][3500/3940] lr: 1.944e-02, eta: 2 days, 2:29:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 3.8746, loss: 3.8746 +2025-06-10 16:31:40,081 - pyskl - INFO - Epoch [47][3600/3940] lr: 1.944e-02, eta: 2 days, 2:28:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9569, loss_cls: 3.8764, loss: 3.8764 +2025-06-10 16:32:24,557 - pyskl - INFO - Epoch [47][3700/3940] lr: 1.943e-02, eta: 2 days, 2:28:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 3.7242, loss: 3.7242 +2025-06-10 16:33:09,069 - pyskl - INFO - Epoch [47][3800/3940] lr: 1.943e-02, eta: 2 days, 2:27:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9544, loss_cls: 3.8171, loss: 3.8171 +2025-06-10 16:33:53,496 - pyskl - INFO - Epoch [47][3900/3940] lr: 1.942e-02, eta: 2 days, 2:26:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9556, loss_cls: 3.8786, loss: 3.8786 +2025-06-10 16:34:11,599 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-06-10 16:37:36,542 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 16:37:37,004 - pyskl - INFO - +top1_acc 0.7038 +top5_acc 0.9312 +2025-06-10 16:37:37,021 - pyskl - INFO - Epoch(val) [47][3183] top1_acc: 0.7038, top5_acc: 0.9312 +2025-06-10 16:38:46,030 - pyskl - INFO - Epoch [48][100/3940] lr: 1.941e-02, eta: 2 days, 2:25:46, time: 0.690, data_time: 0.245, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 3.7947, loss: 3.7947 +2025-06-10 16:39:30,547 - pyskl - INFO - Epoch [48][200/3940] lr: 1.941e-02, eta: 2 days, 2:25:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 3.7997, loss: 3.7997 +2025-06-10 16:40:15,038 - pyskl - INFO - Epoch [48][300/3940] lr: 1.940e-02, eta: 2 days, 2:24:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 3.7368, loss: 3.7368 +2025-06-10 16:40:59,576 - pyskl - INFO - Epoch [48][400/3940] lr: 1.940e-02, eta: 2 days, 2:23:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 3.6850, loss: 3.6850 +2025-06-10 16:41:44,069 - pyskl - INFO - Epoch [48][500/3940] lr: 1.939e-02, eta: 2 days, 2:22:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 3.8391, loss: 3.8391 +2025-06-10 16:42:28,543 - pyskl - INFO - Epoch [48][600/3940] lr: 1.938e-02, eta: 2 days, 2:21:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 3.8308, loss: 3.8308 +2025-06-10 16:43:13,046 - pyskl - INFO - Epoch [48][700/3940] lr: 1.938e-02, eta: 2 days, 2:21:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 3.7488, loss: 3.7488 +2025-06-10 16:43:57,572 - pyskl - INFO - Epoch [48][800/3940] lr: 1.937e-02, eta: 2 days, 2:20:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 3.7669, loss: 3.7669 +2025-06-10 16:44:42,036 - pyskl - INFO - Epoch [48][900/3940] lr: 1.937e-02, eta: 2 days, 2:19:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.6276, loss: 3.6276 +2025-06-10 16:45:26,468 - pyskl - INFO - Epoch [48][1000/3940] lr: 1.936e-02, eta: 2 days, 2:18:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 3.7843, loss: 3.7843 +2025-06-10 16:46:10,968 - pyskl - INFO - Epoch [48][1100/3940] lr: 1.936e-02, eta: 2 days, 2:18:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9613, loss_cls: 3.8079, loss: 3.8079 +2025-06-10 16:46:55,430 - pyskl - INFO - Epoch [48][1200/3940] lr: 1.935e-02, eta: 2 days, 2:17:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9581, loss_cls: 3.7447, loss: 3.7447 +2025-06-10 16:47:39,982 - pyskl - INFO - Epoch [48][1300/3940] lr: 1.935e-02, eta: 2 days, 2:16:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 3.7896, loss: 3.7896 +2025-06-10 16:48:24,448 - pyskl - INFO - Epoch [48][1400/3940] lr: 1.934e-02, eta: 2 days, 2:15:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 3.8817, loss: 3.8817 +2025-06-10 16:49:08,937 - pyskl - INFO - Epoch [48][1500/3940] lr: 1.933e-02, eta: 2 days, 2:15:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 3.7044, loss: 3.7044 +2025-06-10 16:49:53,399 - pyskl - INFO - Epoch [48][1600/3940] lr: 1.933e-02, eta: 2 days, 2:14:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9581, loss_cls: 3.7102, loss: 3.7102 +2025-06-10 16:50:37,877 - pyskl - INFO - Epoch [48][1700/3940] lr: 1.932e-02, eta: 2 days, 2:13:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 3.8110, loss: 3.8110 +2025-06-10 16:51:22,374 - pyskl - INFO - Epoch [48][1800/3940] lr: 1.932e-02, eta: 2 days, 2:12:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 3.7973, loss: 3.7973 +2025-06-10 16:52:06,913 - pyskl - INFO - Epoch [48][1900/3940] lr: 1.931e-02, eta: 2 days, 2:12:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 3.9545, loss: 3.9545 +2025-06-10 16:52:51,347 - pyskl - INFO - Epoch [48][2000/3940] lr: 1.931e-02, eta: 2 days, 2:11:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9587, loss_cls: 3.8077, loss: 3.8077 +2025-06-10 16:53:36,066 - pyskl - INFO - Epoch [48][2100/3940] lr: 1.930e-02, eta: 2 days, 2:10:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9587, loss_cls: 3.7922, loss: 3.7922 +2025-06-10 16:54:20,710 - pyskl - INFO - Epoch [48][2200/3940] lr: 1.930e-02, eta: 2 days, 2:09:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 3.7757, loss: 3.7757 +2025-06-10 16:55:05,353 - pyskl - INFO - Epoch [48][2300/3940] lr: 1.929e-02, eta: 2 days, 2:09:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9575, loss_cls: 3.8465, loss: 3.8465 +2025-06-10 16:55:50,105 - pyskl - INFO - Epoch [48][2400/3940] lr: 1.928e-02, eta: 2 days, 2:08:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9537, loss_cls: 3.7537, loss: 3.7537 +2025-06-10 16:56:34,716 - pyskl - INFO - Epoch [48][2500/3940] lr: 1.928e-02, eta: 2 days, 2:07:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.6356, loss: 3.6356 +2025-06-10 16:57:19,246 - pyskl - INFO - Epoch [48][2600/3940] lr: 1.927e-02, eta: 2 days, 2:06:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9569, loss_cls: 3.8229, loss: 3.8229 +2025-06-10 16:58:03,678 - pyskl - INFO - Epoch [48][2700/3940] lr: 1.927e-02, eta: 2 days, 2:06:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9587, loss_cls: 3.7590, loss: 3.7590 +2025-06-10 16:58:48,177 - pyskl - INFO - Epoch [48][2800/3940] lr: 1.926e-02, eta: 2 days, 2:05:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 3.7550, loss: 3.7550 +2025-06-10 16:59:32,634 - pyskl - INFO - Epoch [48][2900/3940] lr: 1.926e-02, eta: 2 days, 2:04:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.7390, loss: 3.7390 +2025-06-10 17:00:17,157 - pyskl - INFO - Epoch [48][3000/3940] lr: 1.925e-02, eta: 2 days, 2:03:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 3.8135, loss: 3.8135 +2025-06-10 17:01:01,721 - pyskl - INFO - Epoch [48][3100/3940] lr: 1.924e-02, eta: 2 days, 2:03:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 3.8536, loss: 3.8536 +2025-06-10 17:01:46,282 - pyskl - INFO - Epoch [48][3200/3940] lr: 1.924e-02, eta: 2 days, 2:02:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 3.7067, loss: 3.7067 +2025-06-10 17:02:30,757 - pyskl - INFO - Epoch [48][3300/3940] lr: 1.923e-02, eta: 2 days, 2:01:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 3.9152, loss: 3.9152 +2025-06-10 17:03:15,233 - pyskl - INFO - Epoch [48][3400/3940] lr: 1.923e-02, eta: 2 days, 2:00:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9569, loss_cls: 3.7925, loss: 3.7925 +2025-06-10 17:03:59,766 - pyskl - INFO - Epoch [48][3500/3940] lr: 1.922e-02, eta: 2 days, 2:00:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9656, loss_cls: 3.8391, loss: 3.8391 +2025-06-10 17:04:44,257 - pyskl - INFO - Epoch [48][3600/3940] lr: 1.922e-02, eta: 2 days, 1:59:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 3.9493, loss: 3.9493 +2025-06-10 17:05:28,729 - pyskl - INFO - Epoch [48][3700/3940] lr: 1.921e-02, eta: 2 days, 1:58:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9575, loss_cls: 3.7847, loss: 3.7847 +2025-06-10 17:06:13,229 - pyskl - INFO - Epoch [48][3800/3940] lr: 1.921e-02, eta: 2 days, 1:57:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 3.7455, loss: 3.7455 +2025-06-10 17:06:57,760 - pyskl - INFO - Epoch [48][3900/3940] lr: 1.920e-02, eta: 2 days, 1:57:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 3.9322, loss: 3.9322 +2025-06-10 17:07:15,893 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-06-10 17:10:43,104 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 17:10:43,620 - pyskl - INFO - +top1_acc 0.6945 +top5_acc 0.9220 +2025-06-10 17:10:43,640 - pyskl - INFO - Epoch(val) [48][3183] top1_acc: 0.6945, top5_acc: 0.9220 +2025-06-10 17:11:52,690 - pyskl - INFO - Epoch [49][100/3940] lr: 1.919e-02, eta: 2 days, 1:56:18, time: 0.690, data_time: 0.246, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9594, loss_cls: 3.6992, loss: 3.6992 +2025-06-10 17:12:37,237 - pyskl - INFO - Epoch [49][200/3940] lr: 1.919e-02, eta: 2 days, 1:55:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 3.6630, loss: 3.6630 +2025-06-10 17:13:21,713 - pyskl - INFO - Epoch [49][300/3940] lr: 1.918e-02, eta: 2 days, 1:54:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9569, loss_cls: 3.7475, loss: 3.7475 +2025-06-10 17:14:06,243 - pyskl - INFO - Epoch [49][400/3940] lr: 1.918e-02, eta: 2 days, 1:54:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.6551, loss: 3.6551 +2025-06-10 17:14:50,826 - pyskl - INFO - Epoch [49][500/3940] lr: 1.917e-02, eta: 2 days, 1:53:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 3.6764, loss: 3.6764 +2025-06-10 17:15:35,294 - pyskl - INFO - Epoch [49][600/3940] lr: 1.916e-02, eta: 2 days, 1:52:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 3.6593, loss: 3.6593 +2025-06-10 17:16:19,827 - pyskl - INFO - Epoch [49][700/3940] lr: 1.916e-02, eta: 2 days, 1:51:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 3.6140, loss: 3.6140 +2025-06-10 17:17:04,312 - pyskl - INFO - Epoch [49][800/3940] lr: 1.915e-02, eta: 2 days, 1:51:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9581, loss_cls: 3.7370, loss: 3.7370 +2025-06-10 17:17:48,805 - pyskl - INFO - Epoch [49][900/3940] lr: 1.915e-02, eta: 2 days, 1:50:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 3.8960, loss: 3.8960 +2025-06-10 17:18:33,284 - pyskl - INFO - Epoch [49][1000/3940] lr: 1.914e-02, eta: 2 days, 1:49:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 3.7613, loss: 3.7613 +2025-06-10 17:19:17,764 - pyskl - INFO - Epoch [49][1100/3940] lr: 1.914e-02, eta: 2 days, 1:48:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9506, loss_cls: 3.8488, loss: 3.8488 +2025-06-10 17:20:02,227 - pyskl - INFO - Epoch [49][1200/3940] lr: 1.913e-02, eta: 2 days, 1:48:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9600, loss_cls: 3.7623, loss: 3.7623 +2025-06-10 17:20:46,750 - pyskl - INFO - Epoch [49][1300/3940] lr: 1.912e-02, eta: 2 days, 1:47:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 3.8007, loss: 3.8007 +2025-06-10 17:21:31,252 - pyskl - INFO - Epoch [49][1400/3940] lr: 1.912e-02, eta: 2 days, 1:46:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9750, loss_cls: 3.7083, loss: 3.7083 +2025-06-10 17:22:15,743 - pyskl - INFO - Epoch [49][1500/3940] lr: 1.911e-02, eta: 2 days, 1:45:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 3.8201, loss: 3.8201 +2025-06-10 17:23:00,213 - pyskl - INFO - Epoch [49][1600/3940] lr: 1.911e-02, eta: 2 days, 1:44:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 3.8069, loss: 3.8069 +2025-06-10 17:23:44,885 - pyskl - INFO - Epoch [49][1700/3940] lr: 1.910e-02, eta: 2 days, 1:44:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9563, loss_cls: 3.8625, loss: 3.8625 +2025-06-10 17:24:29,431 - pyskl - INFO - Epoch [49][1800/3940] lr: 1.910e-02, eta: 2 days, 1:43:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.7729, loss: 3.7729 +2025-06-10 17:25:13,897 - pyskl - INFO - Epoch [49][1900/3940] lr: 1.909e-02, eta: 2 days, 1:42:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9587, loss_cls: 3.7586, loss: 3.7586 +2025-06-10 17:25:58,405 - pyskl - INFO - Epoch [49][2000/3940] lr: 1.909e-02, eta: 2 days, 1:41:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 3.8734, loss: 3.8734 +2025-06-10 17:26:43,025 - pyskl - INFO - Epoch [49][2100/3940] lr: 1.908e-02, eta: 2 days, 1:41:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9669, loss_cls: 3.7805, loss: 3.7805 +2025-06-10 17:27:27,711 - pyskl - INFO - Epoch [49][2200/3940] lr: 1.907e-02, eta: 2 days, 1:40:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 3.7880, loss: 3.7880 +2025-06-10 17:28:12,322 - pyskl - INFO - Epoch [49][2300/3940] lr: 1.907e-02, eta: 2 days, 1:39:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 3.8428, loss: 3.8428 +2025-06-10 17:28:56,838 - pyskl - INFO - Epoch [49][2400/3940] lr: 1.906e-02, eta: 2 days, 1:38:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 3.7464, loss: 3.7464 +2025-06-10 17:29:41,384 - pyskl - INFO - Epoch [49][2500/3940] lr: 1.906e-02, eta: 2 days, 1:38:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9606, loss_cls: 3.8658, loss: 3.8658 +2025-06-10 17:30:26,050 - pyskl - INFO - Epoch [49][2600/3940] lr: 1.905e-02, eta: 2 days, 1:37:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 3.8633, loss: 3.8633 +2025-06-10 17:31:10,527 - pyskl - INFO - Epoch [49][2700/3940] lr: 1.905e-02, eta: 2 days, 1:36:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 3.7900, loss: 3.7900 +2025-06-10 17:31:54,924 - pyskl - INFO - Epoch [49][2800/3940] lr: 1.904e-02, eta: 2 days, 1:35:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9619, loss_cls: 3.6518, loss: 3.6518 +2025-06-10 17:32:39,392 - pyskl - INFO - Epoch [49][2900/3940] lr: 1.903e-02, eta: 2 days, 1:35:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.7140, loss: 3.7140 +2025-06-10 17:33:23,890 - pyskl - INFO - Epoch [49][3000/3940] lr: 1.903e-02, eta: 2 days, 1:34:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 3.7245, loss: 3.7245 +2025-06-10 17:34:08,409 - pyskl - INFO - Epoch [49][3100/3940] lr: 1.902e-02, eta: 2 days, 1:33:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9587, loss_cls: 3.7825, loss: 3.7825 +2025-06-10 17:34:52,959 - pyskl - INFO - Epoch [49][3200/3940] lr: 1.902e-02, eta: 2 days, 1:32:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9681, loss_cls: 3.8959, loss: 3.8959 +2025-06-10 17:35:37,506 - pyskl - INFO - Epoch [49][3300/3940] lr: 1.901e-02, eta: 2 days, 1:32:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9563, loss_cls: 3.9107, loss: 3.9107 +2025-06-10 17:36:22,027 - pyskl - INFO - Epoch [49][3400/3940] lr: 1.901e-02, eta: 2 days, 1:31:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.7768, loss: 3.7768 +2025-06-10 17:37:06,562 - pyskl - INFO - Epoch [49][3500/3940] lr: 1.900e-02, eta: 2 days, 1:30:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 3.7628, loss: 3.7628 +2025-06-10 17:37:51,172 - pyskl - INFO - Epoch [49][3600/3940] lr: 1.899e-02, eta: 2 days, 1:29:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 3.7642, loss: 3.7642 +2025-06-10 17:38:35,645 - pyskl - INFO - Epoch [49][3700/3940] lr: 1.899e-02, eta: 2 days, 1:29:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9569, loss_cls: 3.7536, loss: 3.7536 +2025-06-10 17:39:20,116 - pyskl - INFO - Epoch [49][3800/3940] lr: 1.898e-02, eta: 2 days, 1:28:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9575, loss_cls: 3.7438, loss: 3.7438 +2025-06-10 17:40:04,615 - pyskl - INFO - Epoch [49][3900/3940] lr: 1.898e-02, eta: 2 days, 1:27:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9575, loss_cls: 3.7725, loss: 3.7725 +2025-06-10 17:40:22,700 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-06-10 17:43:48,008 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 17:43:48,467 - pyskl - INFO - +top1_acc 0.6789 +top5_acc 0.9178 +2025-06-10 17:43:48,484 - pyskl - INFO - Epoch(val) [49][3183] top1_acc: 0.6789, top5_acc: 0.9178 +2025-06-10 17:44:57,362 - pyskl - INFO - Epoch [50][100/3940] lr: 1.897e-02, eta: 2 days, 1:26:50, time: 0.689, data_time: 0.244, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9556, loss_cls: 3.9385, loss: 3.9385 +2025-06-10 17:45:41,902 - pyskl - INFO - Epoch [50][200/3940] lr: 1.896e-02, eta: 2 days, 1:26:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 3.7473, loss: 3.7473 +2025-06-10 17:46:26,370 - pyskl - INFO - Epoch [50][300/3940] lr: 1.896e-02, eta: 2 days, 1:25:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9587, loss_cls: 3.7143, loss: 3.7143 +2025-06-10 17:47:10,937 - pyskl - INFO - Epoch [50][400/3940] lr: 1.895e-02, eta: 2 days, 1:24:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9613, loss_cls: 3.8150, loss: 3.8150 +2025-06-10 17:47:55,591 - pyskl - INFO - Epoch [50][500/3940] lr: 1.895e-02, eta: 2 days, 1:23:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9587, loss_cls: 3.6797, loss: 3.6797 +2025-06-10 17:48:40,174 - pyskl - INFO - Epoch [50][600/3940] lr: 1.894e-02, eta: 2 days, 1:23:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 3.7140, loss: 3.7140 +2025-06-10 17:49:24,632 - pyskl - INFO - Epoch [50][700/3940] lr: 1.894e-02, eta: 2 days, 1:22:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 3.5555, loss: 3.5555 +2025-06-10 17:50:09,135 - pyskl - INFO - Epoch [50][800/3940] lr: 1.893e-02, eta: 2 days, 1:21:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9675, loss_cls: 3.8088, loss: 3.8088 +2025-06-10 17:50:53,784 - pyskl - INFO - Epoch [50][900/3940] lr: 1.892e-02, eta: 2 days, 1:20:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9594, loss_cls: 3.8066, loss: 3.8066 +2025-06-10 17:51:38,363 - pyskl - INFO - Epoch [50][1000/3940] lr: 1.892e-02, eta: 2 days, 1:20:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.7350, loss: 3.7350 +2025-06-10 17:52:22,958 - pyskl - INFO - Epoch [50][1100/3940] lr: 1.891e-02, eta: 2 days, 1:19:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9650, loss_cls: 3.7959, loss: 3.7959 +2025-06-10 17:53:07,569 - pyskl - INFO - Epoch [50][1200/3940] lr: 1.891e-02, eta: 2 days, 1:18:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 3.6258, loss: 3.6258 +2025-06-10 17:53:52,161 - pyskl - INFO - Epoch [50][1300/3940] lr: 1.890e-02, eta: 2 days, 1:17:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 3.8860, loss: 3.8860 +2025-06-10 17:54:36,713 - pyskl - INFO - Epoch [50][1400/3940] lr: 1.890e-02, eta: 2 days, 1:17:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9587, loss_cls: 3.8174, loss: 3.8174 +2025-06-10 17:55:21,210 - pyskl - INFO - Epoch [50][1500/3940] lr: 1.889e-02, eta: 2 days, 1:16:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 3.7874, loss: 3.7874 +2025-06-10 17:56:05,637 - pyskl - INFO - Epoch [50][1600/3940] lr: 1.888e-02, eta: 2 days, 1:15:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 3.8138, loss: 3.8138 +2025-06-10 17:56:50,041 - pyskl - INFO - Epoch [50][1700/3940] lr: 1.888e-02, eta: 2 days, 1:14:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 3.7181, loss: 3.7181 +2025-06-10 17:57:34,572 - pyskl - INFO - Epoch [50][1800/3940] lr: 1.887e-02, eta: 2 days, 1:14:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 3.8849, loss: 3.8849 +2025-06-10 17:58:19,120 - pyskl - INFO - Epoch [50][1900/3940] lr: 1.887e-02, eta: 2 days, 1:13:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 3.8484, loss: 3.8484 +2025-06-10 17:59:03,670 - pyskl - INFO - Epoch [50][2000/3940] lr: 1.886e-02, eta: 2 days, 1:12:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9625, loss_cls: 3.8078, loss: 3.8078 +2025-06-10 17:59:48,168 - pyskl - INFO - Epoch [50][2100/3940] lr: 1.886e-02, eta: 2 days, 1:11:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 3.7860, loss: 3.7860 +2025-06-10 18:00:32,691 - pyskl - INFO - Epoch [50][2200/3940] lr: 1.885e-02, eta: 2 days, 1:11:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 3.7922, loss: 3.7922 +2025-06-10 18:01:17,112 - pyskl - INFO - Epoch [50][2300/3940] lr: 1.884e-02, eta: 2 days, 1:10:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 3.8095, loss: 3.8095 +2025-06-10 18:02:01,479 - pyskl - INFO - Epoch [50][2400/3940] lr: 1.884e-02, eta: 2 days, 1:09:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9619, loss_cls: 3.8129, loss: 3.8129 +2025-06-10 18:02:45,886 - pyskl - INFO - Epoch [50][2500/3940] lr: 1.883e-02, eta: 2 days, 1:08:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 3.7785, loss: 3.7785 +2025-06-10 18:03:30,284 - pyskl - INFO - Epoch [50][2600/3940] lr: 1.883e-02, eta: 2 days, 1:08:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9569, loss_cls: 3.7915, loss: 3.7915 +2025-06-10 18:04:14,706 - pyskl - INFO - Epoch [50][2700/3940] lr: 1.882e-02, eta: 2 days, 1:07:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9700, loss_cls: 3.6641, loss: 3.6641 +2025-06-10 18:04:59,144 - pyskl - INFO - Epoch [50][2800/3940] lr: 1.882e-02, eta: 2 days, 1:06:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.6771, loss: 3.6771 +2025-06-10 18:05:43,588 - pyskl - INFO - Epoch [50][2900/3940] lr: 1.881e-02, eta: 2 days, 1:05:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9688, loss_cls: 3.7905, loss: 3.7905 +2025-06-10 18:06:28,046 - pyskl - INFO - Epoch [50][3000/3940] lr: 1.880e-02, eta: 2 days, 1:04:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 3.8099, loss: 3.8099 +2025-06-10 18:07:12,540 - pyskl - INFO - Epoch [50][3100/3940] lr: 1.880e-02, eta: 2 days, 1:04:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9537, loss_cls: 3.7253, loss: 3.7253 +2025-06-10 18:07:57,031 - pyskl - INFO - Epoch [50][3200/3940] lr: 1.879e-02, eta: 2 days, 1:03:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9550, loss_cls: 3.8412, loss: 3.8412 +2025-06-10 18:08:41,428 - pyskl - INFO - Epoch [50][3300/3940] lr: 1.879e-02, eta: 2 days, 1:02:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 3.7456, loss: 3.7456 +2025-06-10 18:09:25,875 - pyskl - INFO - Epoch [50][3400/3940] lr: 1.878e-02, eta: 2 days, 1:01:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9613, loss_cls: 3.7268, loss: 3.7268 +2025-06-10 18:10:10,344 - pyskl - INFO - Epoch [50][3500/3940] lr: 1.878e-02, eta: 2 days, 1:01:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9563, loss_cls: 3.8612, loss: 3.8612 +2025-06-10 18:10:54,758 - pyskl - INFO - Epoch [50][3600/3940] lr: 1.877e-02, eta: 2 days, 1:00:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9606, loss_cls: 3.8481, loss: 3.8481 +2025-06-10 18:11:39,192 - pyskl - INFO - Epoch [50][3700/3940] lr: 1.876e-02, eta: 2 days, 0:59:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 3.8420, loss: 3.8420 +2025-06-10 18:12:23,640 - pyskl - INFO - Epoch [50][3800/3940] lr: 1.876e-02, eta: 2 days, 0:58:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9587, loss_cls: 3.7706, loss: 3.7706 +2025-06-10 18:13:08,097 - pyskl - INFO - Epoch [50][3900/3940] lr: 1.875e-02, eta: 2 days, 0:58:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 3.7032, loss: 3.7032 +2025-06-10 18:13:26,177 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-06-10 18:31:03,717 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 18:31:04,247 - pyskl - INFO - +top1_acc 0.6532 +top5_acc 0.9218 +2025-06-10 18:31:04,264 - pyskl - INFO - Epoch(val) [50][3183] top1_acc: 0.6532, top5_acc: 0.9218 +2025-06-10 18:32:13,283 - pyskl - INFO - Epoch [51][100/3940] lr: 1.874e-02, eta: 2 days, 0:57:21, time: 0.690, data_time: 0.245, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9587, loss_cls: 3.8653, loss: 3.8653 +2025-06-10 18:32:57,781 - pyskl - INFO - Epoch [51][200/3940] lr: 1.874e-02, eta: 2 days, 0:56:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 3.6722, loss: 3.6722 +2025-06-10 18:33:42,378 - pyskl - INFO - Epoch [51][300/3940] lr: 1.873e-02, eta: 2 days, 0:55:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.6331, loss: 3.6331 +2025-06-10 18:34:26,889 - pyskl - INFO - Epoch [51][400/3940] lr: 1.873e-02, eta: 2 days, 0:55:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 3.6239, loss: 3.6239 +2025-06-10 18:35:11,490 - pyskl - INFO - Epoch [51][500/3940] lr: 1.872e-02, eta: 2 days, 0:54:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.7112, loss: 3.7112 +2025-06-10 18:35:56,031 - pyskl - INFO - Epoch [51][600/3940] lr: 1.872e-02, eta: 2 days, 0:53:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 3.5975, loss: 3.5975 +2025-06-10 18:36:40,561 - pyskl - INFO - Epoch [51][700/3940] lr: 1.871e-02, eta: 2 days, 0:52:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 3.8113, loss: 3.8113 +2025-06-10 18:37:25,120 - pyskl - INFO - Epoch [51][800/3940] lr: 1.870e-02, eta: 2 days, 0:52:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9619, loss_cls: 3.7305, loss: 3.7305 +2025-06-10 18:38:09,742 - pyskl - INFO - Epoch [51][900/3940] lr: 1.870e-02, eta: 2 days, 0:51:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 3.6335, loss: 3.6335 +2025-06-10 18:38:54,285 - pyskl - INFO - Epoch [51][1000/3940] lr: 1.869e-02, eta: 2 days, 0:50:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 3.6932, loss: 3.6932 +2025-06-10 18:39:38,767 - pyskl - INFO - Epoch [51][1100/3940] lr: 1.869e-02, eta: 2 days, 0:49:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 3.7143, loss: 3.7143 +2025-06-10 18:40:23,257 - pyskl - INFO - Epoch [51][1200/3940] lr: 1.868e-02, eta: 2 days, 0:49:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9506, loss_cls: 3.7625, loss: 3.7625 +2025-06-10 18:41:07,748 - pyskl - INFO - Epoch [51][1300/3940] lr: 1.868e-02, eta: 2 days, 0:48:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 3.7651, loss: 3.7651 +2025-06-10 18:41:52,277 - pyskl - INFO - Epoch [51][1400/3940] lr: 1.867e-02, eta: 2 days, 0:47:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 3.6343, loss: 3.6343 +2025-06-10 18:42:36,800 - pyskl - INFO - Epoch [51][1500/3940] lr: 1.866e-02, eta: 2 days, 0:46:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.7764, loss: 3.7764 +2025-06-10 18:43:21,383 - pyskl - INFO - Epoch [51][1600/3940] lr: 1.866e-02, eta: 2 days, 0:46:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9644, loss_cls: 3.7023, loss: 3.7023 +2025-06-10 18:44:06,001 - pyskl - INFO - Epoch [51][1700/3940] lr: 1.865e-02, eta: 2 days, 0:45:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 3.7298, loss: 3.7298 +2025-06-10 18:44:50,602 - pyskl - INFO - Epoch [51][1800/3940] lr: 1.865e-02, eta: 2 days, 0:44:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9519, loss_cls: 3.8212, loss: 3.8212 +2025-06-10 18:45:35,260 - pyskl - INFO - Epoch [51][1900/3940] lr: 1.864e-02, eta: 2 days, 0:43:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 3.8374, loss: 3.8374 +2025-06-10 18:46:19,915 - pyskl - INFO - Epoch [51][2000/3940] lr: 1.863e-02, eta: 2 days, 0:43:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 3.7642, loss: 3.7642 +2025-06-10 18:47:04,578 - pyskl - INFO - Epoch [51][2100/3940] lr: 1.863e-02, eta: 2 days, 0:42:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 3.6667, loss: 3.6667 +2025-06-10 18:47:49,225 - pyskl - INFO - Epoch [51][2200/3940] lr: 1.862e-02, eta: 2 days, 0:41:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 3.6785, loss: 3.6785 +2025-06-10 18:48:33,930 - pyskl - INFO - Epoch [51][2300/3940] lr: 1.862e-02, eta: 2 days, 0:40:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 3.7794, loss: 3.7794 +2025-06-10 18:49:18,559 - pyskl - INFO - Epoch [51][2400/3940] lr: 1.861e-02, eta: 2 days, 0:40:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9544, loss_cls: 3.8143, loss: 3.8143 +2025-06-10 18:50:03,219 - pyskl - INFO - Epoch [51][2500/3940] lr: 1.861e-02, eta: 2 days, 0:39:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9531, loss_cls: 3.7333, loss: 3.7333 +2025-06-10 18:50:47,867 - pyskl - INFO - Epoch [51][2600/3940] lr: 1.860e-02, eta: 2 days, 0:38:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 3.7944, loss: 3.7944 +2025-06-10 18:51:32,492 - pyskl - INFO - Epoch [51][2700/3940] lr: 1.859e-02, eta: 2 days, 0:37:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 3.6871, loss: 3.6871 +2025-06-10 18:52:17,137 - pyskl - INFO - Epoch [51][2800/3940] lr: 1.859e-02, eta: 2 days, 0:37:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9663, loss_cls: 3.6306, loss: 3.6306 +2025-06-10 18:53:01,724 - pyskl - INFO - Epoch [51][2900/3940] lr: 1.858e-02, eta: 2 days, 0:36:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 3.6623, loss: 3.6623 +2025-06-10 18:53:46,230 - pyskl - INFO - Epoch [51][3000/3940] lr: 1.858e-02, eta: 2 days, 0:35:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 3.6522, loss: 3.6522 +2025-06-10 18:54:30,780 - pyskl - INFO - Epoch [51][3100/3940] lr: 1.857e-02, eta: 2 days, 0:34:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 3.6769, loss: 3.6769 +2025-06-10 18:55:15,448 - pyskl - INFO - Epoch [51][3200/3940] lr: 1.857e-02, eta: 2 days, 0:34:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 3.8011, loss: 3.8011 +2025-06-10 18:56:00,084 - pyskl - INFO - Epoch [51][3300/3940] lr: 1.856e-02, eta: 2 days, 0:33:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9544, loss_cls: 3.8901, loss: 3.8901 +2025-06-10 18:56:44,688 - pyskl - INFO - Epoch [51][3400/3940] lr: 1.855e-02, eta: 2 days, 0:32:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.9038, loss: 3.9038 +2025-06-10 18:57:29,464 - pyskl - INFO - Epoch [51][3500/3940] lr: 1.855e-02, eta: 2 days, 0:31:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9600, loss_cls: 3.7954, loss: 3.7954 +2025-06-10 18:58:14,162 - pyskl - INFO - Epoch [51][3600/3940] lr: 1.854e-02, eta: 2 days, 0:31:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9569, loss_cls: 3.9578, loss: 3.9578 +2025-06-10 18:58:58,830 - pyskl - INFO - Epoch [51][3700/3940] lr: 1.854e-02, eta: 2 days, 0:30:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9625, loss_cls: 3.8802, loss: 3.8802 +2025-06-10 18:59:43,454 - pyskl - INFO - Epoch [51][3800/3940] lr: 1.853e-02, eta: 2 days, 0:29:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 3.8426, loss: 3.8426 +2025-06-10 19:00:28,093 - pyskl - INFO - Epoch [51][3900/3940] lr: 1.852e-02, eta: 2 days, 0:28:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 3.6722, loss: 3.6722 +2025-06-10 19:00:46,278 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-06-10 19:04:13,753 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 19:04:14,225 - pyskl - INFO - +top1_acc 0.7179 +top5_acc 0.9291 +2025-06-10 19:04:14,244 - pyskl - INFO - Epoch(val) [51][3183] top1_acc: 0.7179, top5_acc: 0.9291 +2025-06-10 19:05:23,075 - pyskl - INFO - Epoch [52][100/3940] lr: 1.852e-02, eta: 2 days, 0:28:00, time: 0.688, data_time: 0.244, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9613, loss_cls: 3.7307, loss: 3.7307 +2025-06-10 19:06:07,662 - pyskl - INFO - Epoch [52][200/3940] lr: 1.851e-02, eta: 2 days, 0:27:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9756, loss_cls: 3.6097, loss: 3.6097 +2025-06-10 19:06:52,243 - pyskl - INFO - Epoch [52][300/3940] lr: 1.850e-02, eta: 2 days, 0:26:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9644, loss_cls: 3.5962, loss: 3.5962 +2025-06-10 19:07:36,731 - pyskl - INFO - Epoch [52][400/3940] lr: 1.850e-02, eta: 2 days, 0:25:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.6771, loss: 3.6771 +2025-06-10 19:08:21,359 - pyskl - INFO - Epoch [52][500/3940] lr: 1.849e-02, eta: 2 days, 0:24:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 3.6189, loss: 3.6189 +2025-06-10 19:09:05,832 - pyskl - INFO - Epoch [52][600/3940] lr: 1.849e-02, eta: 2 days, 0:24:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9644, loss_cls: 3.6804, loss: 3.6804 +2025-06-10 19:09:50,437 - pyskl - INFO - Epoch [52][700/3940] lr: 1.848e-02, eta: 2 days, 0:23:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 3.6932, loss: 3.6932 +2025-06-10 19:10:35,054 - pyskl - INFO - Epoch [52][800/3940] lr: 1.848e-02, eta: 2 days, 0:22:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.5441, loss: 3.5441 +2025-06-10 19:11:19,567 - pyskl - INFO - Epoch [52][900/3940] lr: 1.847e-02, eta: 2 days, 0:21:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 3.8116, loss: 3.8116 +2025-06-10 19:12:04,000 - pyskl - INFO - Epoch [52][1000/3940] lr: 1.846e-02, eta: 2 days, 0:21:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 3.7482, loss: 3.7482 +2025-06-10 19:12:48,528 - pyskl - INFO - Epoch [52][1100/3940] lr: 1.846e-02, eta: 2 days, 0:20:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9675, loss_cls: 3.6862, loss: 3.6862 +2025-06-10 19:13:33,119 - pyskl - INFO - Epoch [52][1200/3940] lr: 1.845e-02, eta: 2 days, 0:19:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.6883, loss: 3.6883 +2025-06-10 19:14:17,648 - pyskl - INFO - Epoch [52][1300/3940] lr: 1.845e-02, eta: 2 days, 0:18:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 3.6974, loss: 3.6974 +2025-06-10 19:15:02,167 - pyskl - INFO - Epoch [52][1400/3940] lr: 1.844e-02, eta: 2 days, 0:18:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9563, loss_cls: 3.8475, loss: 3.8475 +2025-06-10 19:15:46,709 - pyskl - INFO - Epoch [52][1500/3940] lr: 1.843e-02, eta: 2 days, 0:17:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9587, loss_cls: 3.7068, loss: 3.7068 +2025-06-10 19:16:31,199 - pyskl - INFO - Epoch [52][1600/3940] lr: 1.843e-02, eta: 2 days, 0:16:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 3.8402, loss: 3.8402 +2025-06-10 19:17:15,683 - pyskl - INFO - Epoch [52][1700/3940] lr: 1.842e-02, eta: 2 days, 0:15:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 3.6225, loss: 3.6225 +2025-06-10 19:18:00,274 - pyskl - INFO - Epoch [52][1800/3940] lr: 1.842e-02, eta: 2 days, 0:15:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 3.5333, loss: 3.5333 +2025-06-10 19:18:44,839 - pyskl - INFO - Epoch [52][1900/3940] lr: 1.841e-02, eta: 2 days, 0:14:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 3.7904, loss: 3.7904 +2025-06-10 19:19:29,370 - pyskl - INFO - Epoch [52][2000/3940] lr: 1.841e-02, eta: 2 days, 0:13:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9581, loss_cls: 3.8254, loss: 3.8254 +2025-06-10 19:20:13,865 - pyskl - INFO - Epoch [52][2100/3940] lr: 1.840e-02, eta: 2 days, 0:12:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.7285, loss: 3.7285 +2025-06-10 19:20:58,534 - pyskl - INFO - Epoch [52][2200/3940] lr: 1.839e-02, eta: 2 days, 0:12:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 3.7801, loss: 3.7801 +2025-06-10 19:21:43,160 - pyskl - INFO - Epoch [52][2300/3940] lr: 1.839e-02, eta: 2 days, 0:11:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 3.6941, loss: 3.6941 +2025-06-10 19:22:27,577 - pyskl - INFO - Epoch [52][2400/3940] lr: 1.838e-02, eta: 2 days, 0:10:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9569, loss_cls: 3.7600, loss: 3.7600 +2025-06-10 19:23:12,265 - pyskl - INFO - Epoch [52][2500/3940] lr: 1.838e-02, eta: 2 days, 0:09:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 3.6638, loss: 3.6638 +2025-06-10 19:23:57,047 - pyskl - INFO - Epoch [52][2600/3940] lr: 1.837e-02, eta: 2 days, 0:09:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9613, loss_cls: 3.6848, loss: 3.6848 +2025-06-10 19:24:41,581 - pyskl - INFO - Epoch [52][2700/3940] lr: 1.836e-02, eta: 2 days, 0:08:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9550, loss_cls: 3.8533, loss: 3.8533 +2025-06-10 19:25:26,135 - pyskl - INFO - Epoch [52][2800/3940] lr: 1.836e-02, eta: 2 days, 0:07:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9606, loss_cls: 3.8951, loss: 3.8951 +2025-06-10 19:26:10,664 - pyskl - INFO - Epoch [52][2900/3940] lr: 1.835e-02, eta: 2 days, 0:06:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9581, loss_cls: 3.6626, loss: 3.6626 +2025-06-10 19:26:55,262 - pyskl - INFO - Epoch [52][3000/3940] lr: 1.835e-02, eta: 2 days, 0:06:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 3.5723, loss: 3.5723 +2025-06-10 19:27:39,878 - pyskl - INFO - Epoch [52][3100/3940] lr: 1.834e-02, eta: 2 days, 0:05:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9694, loss_cls: 3.7158, loss: 3.7158 +2025-06-10 19:28:24,491 - pyskl - INFO - Epoch [52][3200/3940] lr: 1.833e-02, eta: 2 days, 0:04:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9556, loss_cls: 3.8022, loss: 3.8022 +2025-06-10 19:29:09,045 - pyskl - INFO - Epoch [52][3300/3940] lr: 1.833e-02, eta: 2 days, 0:03:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 3.6483, loss: 3.6483 +2025-06-10 19:29:53,720 - pyskl - INFO - Epoch [52][3400/3940] lr: 1.832e-02, eta: 2 days, 0:03:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 3.6459, loss: 3.6459 +2025-06-10 19:30:38,296 - pyskl - INFO - Epoch [52][3500/3940] lr: 1.832e-02, eta: 2 days, 0:02:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9525, loss_cls: 3.8942, loss: 3.8942 +2025-06-10 19:31:22,998 - pyskl - INFO - Epoch [52][3600/3940] lr: 1.831e-02, eta: 2 days, 0:01:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 3.8821, loss: 3.8821 +2025-06-10 19:32:07,638 - pyskl - INFO - Epoch [52][3700/3940] lr: 1.831e-02, eta: 2 days, 0:00:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9613, loss_cls: 3.7509, loss: 3.7509 +2025-06-10 19:32:52,190 - pyskl - INFO - Epoch [52][3800/3940] lr: 1.830e-02, eta: 2 days, 0:00:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 3.9455, loss: 3.9455 +2025-06-10 19:33:36,728 - pyskl - INFO - Epoch [52][3900/3940] lr: 1.829e-02, eta: 1 day, 23:59:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 3.8878, loss: 3.8878 +2025-06-10 19:33:54,902 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-06-10 19:37:21,569 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 19:37:22,055 - pyskl - INFO - +top1_acc 0.6897 +top5_acc 0.9266 +2025-06-10 19:37:22,074 - pyskl - INFO - Epoch(val) [52][3183] top1_acc: 0.6897, top5_acc: 0.9266 +2025-06-10 19:38:31,132 - pyskl - INFO - Epoch [53][100/3940] lr: 1.829e-02, eta: 1 day, 23:58:36, time: 0.691, data_time: 0.247, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.6620, loss: 3.6620 +2025-06-10 19:39:15,658 - pyskl - INFO - Epoch [53][200/3940] lr: 1.828e-02, eta: 1 day, 23:57:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.7981, loss: 3.7981 +2025-06-10 19:40:00,122 - pyskl - INFO - Epoch [53][300/3940] lr: 1.827e-02, eta: 1 day, 23:57:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 3.7160, loss: 3.7160 +2025-06-10 19:40:44,517 - pyskl - INFO - Epoch [53][400/3940] lr: 1.827e-02, eta: 1 day, 23:56:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 3.6520, loss: 3.6520 +2025-06-10 19:41:28,872 - pyskl - INFO - Epoch [53][500/3940] lr: 1.826e-02, eta: 1 day, 23:55:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9694, loss_cls: 3.7093, loss: 3.7093 +2025-06-10 19:42:13,298 - pyskl - INFO - Epoch [53][600/3940] lr: 1.826e-02, eta: 1 day, 23:54:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 3.7257, loss: 3.7257 +2025-06-10 19:42:57,659 - pyskl - INFO - Epoch [53][700/3940] lr: 1.825e-02, eta: 1 day, 23:54:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9631, loss_cls: 3.6748, loss: 3.6748 +2025-06-10 19:43:42,077 - pyskl - INFO - Epoch [53][800/3940] lr: 1.824e-02, eta: 1 day, 23:53:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 3.7874, loss: 3.7874 +2025-06-10 19:44:26,540 - pyskl - INFO - Epoch [53][900/3940] lr: 1.824e-02, eta: 1 day, 23:52:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.6666, loss: 3.6666 +2025-06-10 19:45:10,980 - pyskl - INFO - Epoch [53][1000/3940] lr: 1.823e-02, eta: 1 day, 23:51:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 3.7997, loss: 3.7997 +2025-06-10 19:45:55,345 - pyskl - INFO - Epoch [53][1100/3940] lr: 1.823e-02, eta: 1 day, 23:51:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 3.6791, loss: 3.6791 +2025-06-10 19:46:39,738 - pyskl - INFO - Epoch [53][1200/3940] lr: 1.822e-02, eta: 1 day, 23:50:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 3.7428, loss: 3.7428 +2025-06-10 19:47:24,542 - pyskl - INFO - Epoch [53][1300/3940] lr: 1.821e-02, eta: 1 day, 23:49:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 3.7761, loss: 3.7761 +2025-06-10 19:48:08,946 - pyskl - INFO - Epoch [53][1400/3940] lr: 1.821e-02, eta: 1 day, 23:48:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9625, loss_cls: 3.6616, loss: 3.6616 +2025-06-10 19:48:53,294 - pyskl - INFO - Epoch [53][1500/3940] lr: 1.820e-02, eta: 1 day, 23:48:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9563, loss_cls: 3.8985, loss: 3.8985 +2025-06-10 19:49:37,615 - pyskl - INFO - Epoch [53][1600/3940] lr: 1.820e-02, eta: 1 day, 23:47:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 3.5707, loss: 3.5707 +2025-06-10 19:50:22,035 - pyskl - INFO - Epoch [53][1700/3940] lr: 1.819e-02, eta: 1 day, 23:46:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9537, loss_cls: 3.8259, loss: 3.8259 +2025-06-10 19:51:06,588 - pyskl - INFO - Epoch [53][1800/3940] lr: 1.819e-02, eta: 1 day, 23:45:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 3.6556, loss: 3.6556 +2025-06-10 19:51:50,982 - pyskl - INFO - Epoch [53][1900/3940] lr: 1.818e-02, eta: 1 day, 23:45:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 3.6087, loss: 3.6087 +2025-06-10 19:52:35,431 - pyskl - INFO - Epoch [53][2000/3940] lr: 1.817e-02, eta: 1 day, 23:44:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9650, loss_cls: 3.5725, loss: 3.5725 +2025-06-10 19:53:19,828 - pyskl - INFO - Epoch [53][2100/3940] lr: 1.817e-02, eta: 1 day, 23:43:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 3.7290, loss: 3.7290 +2025-06-10 19:54:04,101 - pyskl - INFO - Epoch [53][2200/3940] lr: 1.816e-02, eta: 1 day, 23:42:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 3.6762, loss: 3.6762 +2025-06-10 19:54:48,517 - pyskl - INFO - Epoch [53][2300/3940] lr: 1.816e-02, eta: 1 day, 23:41:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9563, loss_cls: 3.6912, loss: 3.6912 +2025-06-10 19:55:32,976 - pyskl - INFO - Epoch [53][2400/3940] lr: 1.815e-02, eta: 1 day, 23:41:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 3.6587, loss: 3.6587 +2025-06-10 19:56:17,442 - pyskl - INFO - Epoch [53][2500/3940] lr: 1.814e-02, eta: 1 day, 23:40:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9637, loss_cls: 3.6707, loss: 3.6707 +2025-06-10 19:57:02,008 - pyskl - INFO - Epoch [53][2600/3940] lr: 1.814e-02, eta: 1 day, 23:39:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 3.6607, loss: 3.6607 +2025-06-10 19:57:46,583 - pyskl - INFO - Epoch [53][2700/3940] lr: 1.813e-02, eta: 1 day, 23:38:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.6777, loss: 3.6777 +2025-06-10 19:58:31,215 - pyskl - INFO - Epoch [53][2800/3940] lr: 1.813e-02, eta: 1 day, 23:38:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9600, loss_cls: 3.7059, loss: 3.7059 +2025-06-10 19:59:15,827 - pyskl - INFO - Epoch [53][2900/3940] lr: 1.812e-02, eta: 1 day, 23:37:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9613, loss_cls: 3.7108, loss: 3.7108 +2025-06-10 20:00:00,183 - pyskl - INFO - Epoch [53][3000/3940] lr: 1.811e-02, eta: 1 day, 23:36:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 3.7884, loss: 3.7884 +2025-06-10 20:00:44,618 - pyskl - INFO - Epoch [53][3100/3940] lr: 1.811e-02, eta: 1 day, 23:35:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9625, loss_cls: 3.6746, loss: 3.6746 +2025-06-10 20:01:29,212 - pyskl - INFO - Epoch [53][3200/3940] lr: 1.810e-02, eta: 1 day, 23:35:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 3.5886, loss: 3.5886 +2025-06-10 20:02:13,730 - pyskl - INFO - Epoch [53][3300/3940] lr: 1.810e-02, eta: 1 day, 23:34:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9663, loss_cls: 3.5253, loss: 3.5253 +2025-06-10 20:02:58,105 - pyskl - INFO - Epoch [53][3400/3940] lr: 1.809e-02, eta: 1 day, 23:33:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9631, loss_cls: 3.5488, loss: 3.5488 +2025-06-10 20:03:42,528 - pyskl - INFO - Epoch [53][3500/3940] lr: 1.808e-02, eta: 1 day, 23:32:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.7435, loss: 3.7435 +2025-06-10 20:04:27,178 - pyskl - INFO - Epoch [53][3600/3940] lr: 1.808e-02, eta: 1 day, 23:32:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 3.6776, loss: 3.6776 +2025-06-10 20:05:11,681 - pyskl - INFO - Epoch [53][3700/3940] lr: 1.807e-02, eta: 1 day, 23:31:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 3.8039, loss: 3.8039 +2025-06-10 20:05:56,052 - pyskl - INFO - Epoch [53][3800/3940] lr: 1.807e-02, eta: 1 day, 23:30:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9563, loss_cls: 3.8214, loss: 3.8214 +2025-06-10 20:06:40,550 - pyskl - INFO - Epoch [53][3900/3940] lr: 1.806e-02, eta: 1 day, 23:29:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9619, loss_cls: 3.7924, loss: 3.7924 +2025-06-10 20:06:58,708 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-06-10 20:10:23,930 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 20:10:24,441 - pyskl - INFO - +top1_acc 0.6886 +top5_acc 0.9296 +2025-06-10 20:10:24,459 - pyskl - INFO - Epoch(val) [53][3183] top1_acc: 0.6886, top5_acc: 0.9296 +2025-06-10 20:11:33,740 - pyskl - INFO - Epoch [54][100/3940] lr: 1.805e-02, eta: 1 day, 23:29:06, time: 0.693, data_time: 0.248, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 3.4477, loss: 3.4477 +2025-06-10 20:12:18,194 - pyskl - INFO - Epoch [54][200/3940] lr: 1.805e-02, eta: 1 day, 23:28:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9731, loss_cls: 3.6638, loss: 3.6638 +2025-06-10 20:13:02,693 - pyskl - INFO - Epoch [54][300/3940] lr: 1.804e-02, eta: 1 day, 23:27:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.6561, loss: 3.6561 +2025-06-10 20:13:47,186 - pyskl - INFO - Epoch [54][400/3940] lr: 1.803e-02, eta: 1 day, 23:26:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9644, loss_cls: 3.7933, loss: 3.7933 +2025-06-10 20:14:31,759 - pyskl - INFO - Epoch [54][500/3940] lr: 1.803e-02, eta: 1 day, 23:26:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9594, loss_cls: 3.8225, loss: 3.8225 +2025-06-10 20:15:16,425 - pyskl - INFO - Epoch [54][600/3940] lr: 1.802e-02, eta: 1 day, 23:25:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 3.6047, loss: 3.6047 +2025-06-10 20:16:01,150 - pyskl - INFO - Epoch [54][700/3940] lr: 1.802e-02, eta: 1 day, 23:24:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 3.5901, loss: 3.5901 +2025-06-10 20:16:45,722 - pyskl - INFO - Epoch [54][800/3940] lr: 1.801e-02, eta: 1 day, 23:23:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9600, loss_cls: 3.7623, loss: 3.7623 +2025-06-10 20:17:30,289 - pyskl - INFO - Epoch [54][900/3940] lr: 1.800e-02, eta: 1 day, 23:23:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 3.5474, loss: 3.5474 +2025-06-10 20:18:14,909 - pyskl - INFO - Epoch [54][1000/3940] lr: 1.800e-02, eta: 1 day, 23:22:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9606, loss_cls: 3.6494, loss: 3.6494 +2025-06-10 20:18:59,544 - pyskl - INFO - Epoch [54][1100/3940] lr: 1.799e-02, eta: 1 day, 23:21:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 3.4808, loss: 3.4808 +2025-06-10 20:19:44,097 - pyskl - INFO - Epoch [54][1200/3940] lr: 1.799e-02, eta: 1 day, 23:20:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.6390, loss: 3.6390 +2025-06-10 20:20:28,557 - pyskl - INFO - Epoch [54][1300/3940] lr: 1.798e-02, eta: 1 day, 23:20:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9644, loss_cls: 3.6067, loss: 3.6067 +2025-06-10 20:21:12,987 - pyskl - INFO - Epoch [54][1400/3940] lr: 1.797e-02, eta: 1 day, 23:19:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.7128, loss: 3.7128 +2025-06-10 20:21:57,401 - pyskl - INFO - Epoch [54][1500/3940] lr: 1.797e-02, eta: 1 day, 23:18:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 3.7642, loss: 3.7642 +2025-06-10 20:22:41,847 - pyskl - INFO - Epoch [54][1600/3940] lr: 1.796e-02, eta: 1 day, 23:17:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 3.6340, loss: 3.6340 +2025-06-10 20:23:26,290 - pyskl - INFO - Epoch [54][1700/3940] lr: 1.796e-02, eta: 1 day, 23:17:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.7236, loss: 3.7236 +2025-06-10 20:24:10,857 - pyskl - INFO - Epoch [54][1800/3940] lr: 1.795e-02, eta: 1 day, 23:16:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.5817, loss: 3.5817 +2025-06-10 20:24:55,403 - pyskl - INFO - Epoch [54][1900/3940] lr: 1.794e-02, eta: 1 day, 23:15:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 3.6869, loss: 3.6869 +2025-06-10 20:25:40,085 - pyskl - INFO - Epoch [54][2000/3940] lr: 1.794e-02, eta: 1 day, 23:14:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.7209, loss: 3.7209 +2025-06-10 20:26:24,741 - pyskl - INFO - Epoch [54][2100/3940] lr: 1.793e-02, eta: 1 day, 23:14:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9637, loss_cls: 3.9109, loss: 3.9109 +2025-06-10 20:27:09,434 - pyskl - INFO - Epoch [54][2200/3940] lr: 1.793e-02, eta: 1 day, 23:13:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 3.9132, loss: 3.9132 +2025-06-10 20:27:53,997 - pyskl - INFO - Epoch [54][2300/3940] lr: 1.792e-02, eta: 1 day, 23:12:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.7197, loss: 3.7197 +2025-06-10 20:28:38,691 - pyskl - INFO - Epoch [54][2400/3940] lr: 1.791e-02, eta: 1 day, 23:11:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 3.7117, loss: 3.7117 +2025-06-10 20:29:23,421 - pyskl - INFO - Epoch [54][2500/3940] lr: 1.791e-02, eta: 1 day, 23:11:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 3.6003, loss: 3.6003 +2025-06-10 20:30:08,211 - pyskl - INFO - Epoch [54][2600/3940] lr: 1.790e-02, eta: 1 day, 23:10:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9675, loss_cls: 3.7101, loss: 3.7101 +2025-06-10 20:30:52,551 - pyskl - INFO - Epoch [54][2700/3940] lr: 1.790e-02, eta: 1 day, 23:09:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9637, loss_cls: 3.8197, loss: 3.8197 +2025-06-10 20:31:37,075 - pyskl - INFO - Epoch [54][2800/3940] lr: 1.789e-02, eta: 1 day, 23:08:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9544, loss_cls: 3.8693, loss: 3.8693 +2025-06-10 20:32:21,638 - pyskl - INFO - Epoch [54][2900/3940] lr: 1.788e-02, eta: 1 day, 23:08:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 3.7695, loss: 3.7695 +2025-06-10 20:33:06,000 - pyskl - INFO - Epoch [54][3000/3940] lr: 1.788e-02, eta: 1 day, 23:07:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9587, loss_cls: 3.7802, loss: 3.7802 +2025-06-10 20:33:50,435 - pyskl - INFO - Epoch [54][3100/3940] lr: 1.787e-02, eta: 1 day, 23:06:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 3.5152, loss: 3.5152 +2025-06-10 20:34:35,331 - pyskl - INFO - Epoch [54][3200/3940] lr: 1.787e-02, eta: 1 day, 23:05:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 3.8431, loss: 3.8431 +2025-06-10 20:35:20,083 - pyskl - INFO - Epoch [54][3300/3940] lr: 1.786e-02, eta: 1 day, 23:05:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9619, loss_cls: 3.6237, loss: 3.6237 +2025-06-10 20:36:04,813 - pyskl - INFO - Epoch [54][3400/3940] lr: 1.785e-02, eta: 1 day, 23:04:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 3.5339, loss: 3.5339 +2025-06-10 20:36:49,534 - pyskl - INFO - Epoch [54][3500/3940] lr: 1.785e-02, eta: 1 day, 23:03:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9637, loss_cls: 3.6270, loss: 3.6270 +2025-06-10 20:37:34,361 - pyskl - INFO - Epoch [54][3600/3940] lr: 1.784e-02, eta: 1 day, 23:02:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.8255, loss: 3.8255 +2025-06-10 20:38:19,035 - pyskl - INFO - Epoch [54][3700/3940] lr: 1.784e-02, eta: 1 day, 23:02:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9575, loss_cls: 3.8491, loss: 3.8491 +2025-06-10 20:39:03,609 - pyskl - INFO - Epoch [54][3800/3940] lr: 1.783e-02, eta: 1 day, 23:01:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 3.7539, loss: 3.7539 +2025-06-10 20:39:48,130 - pyskl - INFO - Epoch [54][3900/3940] lr: 1.782e-02, eta: 1 day, 23:00:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 3.7243, loss: 3.7243 +2025-06-10 20:40:06,352 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-06-10 20:43:33,541 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 20:43:34,070 - pyskl - INFO - +top1_acc 0.7083 +top5_acc 0.9255 +2025-06-10 20:43:34,086 - pyskl - INFO - Epoch(val) [54][3183] top1_acc: 0.7083, top5_acc: 0.9255 +2025-06-10 20:44:43,134 - pyskl - INFO - Epoch [55][100/3940] lr: 1.782e-02, eta: 1 day, 22:59:44, time: 0.690, data_time: 0.246, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9663, loss_cls: 3.6246, loss: 3.6246 +2025-06-10 20:45:27,741 - pyskl - INFO - Epoch [55][200/3940] lr: 1.781e-02, eta: 1 day, 22:58:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 3.7270, loss: 3.7270 +2025-06-10 20:46:12,340 - pyskl - INFO - Epoch [55][300/3940] lr: 1.780e-02, eta: 1 day, 22:58:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 3.6449, loss: 3.6449 +2025-06-10 20:46:56,835 - pyskl - INFO - Epoch [55][400/3940] lr: 1.780e-02, eta: 1 day, 22:57:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9600, loss_cls: 3.7387, loss: 3.7387 +2025-06-10 20:47:41,282 - pyskl - INFO - Epoch [55][500/3940] lr: 1.779e-02, eta: 1 day, 22:56:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9650, loss_cls: 3.6876, loss: 3.6876 +2025-06-10 20:48:25,747 - pyskl - INFO - Epoch [55][600/3940] lr: 1.779e-02, eta: 1 day, 22:55:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 3.6802, loss: 3.6802 +2025-06-10 20:49:10,279 - pyskl - INFO - Epoch [55][700/3940] lr: 1.778e-02, eta: 1 day, 22:55:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9656, loss_cls: 3.7725, loss: 3.7725 +2025-06-10 20:49:54,786 - pyskl - INFO - Epoch [55][800/3940] lr: 1.777e-02, eta: 1 day, 22:54:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 3.6783, loss: 3.6783 +2025-06-10 20:50:39,430 - pyskl - INFO - Epoch [55][900/3940] lr: 1.777e-02, eta: 1 day, 22:53:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 3.5979, loss: 3.5979 +2025-06-10 20:51:24,100 - pyskl - INFO - Epoch [55][1000/3940] lr: 1.776e-02, eta: 1 day, 22:52:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9581, loss_cls: 3.7685, loss: 3.7685 +2025-06-10 20:52:08,653 - pyskl - INFO - Epoch [55][1100/3940] lr: 1.776e-02, eta: 1 day, 22:52:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9581, loss_cls: 3.7645, loss: 3.7645 +2025-06-10 20:52:53,260 - pyskl - INFO - Epoch [55][1200/3940] lr: 1.775e-02, eta: 1 day, 22:51:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9606, loss_cls: 3.6888, loss: 3.6888 +2025-06-10 20:53:37,848 - pyskl - INFO - Epoch [55][1300/3940] lr: 1.774e-02, eta: 1 day, 22:50:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.7599, loss: 3.7599 +2025-06-10 20:54:22,442 - pyskl - INFO - Epoch [55][1400/3940] lr: 1.774e-02, eta: 1 day, 22:49:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.6366, loss: 3.6366 +2025-06-10 20:55:07,076 - pyskl - INFO - Epoch [55][1500/3940] lr: 1.773e-02, eta: 1 day, 22:49:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 3.4908, loss: 3.4908 +2025-06-10 20:55:51,673 - pyskl - INFO - Epoch [55][1600/3940] lr: 1.773e-02, eta: 1 day, 22:48:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9625, loss_cls: 3.5662, loss: 3.5662 +2025-06-10 20:56:36,234 - pyskl - INFO - Epoch [55][1700/3940] lr: 1.772e-02, eta: 1 day, 22:47:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 3.8045, loss: 3.8045 +2025-06-10 20:57:20,771 - pyskl - INFO - Epoch [55][1800/3940] lr: 1.771e-02, eta: 1 day, 22:46:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9563, loss_cls: 3.6347, loss: 3.6347 +2025-06-10 20:58:05,352 - pyskl - INFO - Epoch [55][1900/3940] lr: 1.771e-02, eta: 1 day, 22:46:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 3.5990, loss: 3.5990 +2025-06-10 20:58:49,933 - pyskl - INFO - Epoch [55][2000/3940] lr: 1.770e-02, eta: 1 day, 22:45:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 3.8620, loss: 3.8620 +2025-06-10 20:59:34,458 - pyskl - INFO - Epoch [55][2100/3940] lr: 1.770e-02, eta: 1 day, 22:44:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9663, loss_cls: 3.5629, loss: 3.5629 +2025-06-10 21:00:18,934 - pyskl - INFO - Epoch [55][2200/3940] lr: 1.769e-02, eta: 1 day, 22:43:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 3.6770, loss: 3.6770 +2025-06-10 21:01:03,363 - pyskl - INFO - Epoch [55][2300/3940] lr: 1.768e-02, eta: 1 day, 22:43:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 3.7397, loss: 3.7397 +2025-06-10 21:01:47,846 - pyskl - INFO - Epoch [55][2400/3940] lr: 1.768e-02, eta: 1 day, 22:42:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9650, loss_cls: 3.5440, loss: 3.5440 +2025-06-10 21:02:32,352 - pyskl - INFO - Epoch [55][2500/3940] lr: 1.767e-02, eta: 1 day, 22:41:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 3.6472, loss: 3.6472 +2025-06-10 21:03:16,824 - pyskl - INFO - Epoch [55][2600/3940] lr: 1.767e-02, eta: 1 day, 22:40:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9644, loss_cls: 3.7058, loss: 3.7058 +2025-06-10 21:04:01,251 - pyskl - INFO - Epoch [55][2700/3940] lr: 1.766e-02, eta: 1 day, 22:40:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9738, loss_cls: 3.6709, loss: 3.6709 +2025-06-10 21:04:45,729 - pyskl - INFO - Epoch [55][2800/3940] lr: 1.765e-02, eta: 1 day, 22:39:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9625, loss_cls: 3.6629, loss: 3.6629 +2025-06-10 21:05:30,218 - pyskl - INFO - Epoch [55][2900/3940] lr: 1.765e-02, eta: 1 day, 22:38:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9581, loss_cls: 3.7295, loss: 3.7295 +2025-06-10 21:06:14,560 - pyskl - INFO - Epoch [55][3000/3940] lr: 1.764e-02, eta: 1 day, 22:37:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.6827, loss: 3.6827 +2025-06-10 21:06:59,014 - pyskl - INFO - Epoch [55][3100/3940] lr: 1.764e-02, eta: 1 day, 22:37:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 3.6032, loss: 3.6032 +2025-06-10 21:07:43,441 - pyskl - INFO - Epoch [55][3200/3940] lr: 1.763e-02, eta: 1 day, 22:36:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 3.7457, loss: 3.7457 +2025-06-10 21:08:27,858 - pyskl - INFO - Epoch [55][3300/3940] lr: 1.762e-02, eta: 1 day, 22:35:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9581, loss_cls: 3.7855, loss: 3.7855 +2025-06-10 21:09:12,288 - pyskl - INFO - Epoch [55][3400/3940] lr: 1.762e-02, eta: 1 day, 22:34:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9563, loss_cls: 3.7627, loss: 3.7627 +2025-06-10 21:09:56,705 - pyskl - INFO - Epoch [55][3500/3940] lr: 1.761e-02, eta: 1 day, 22:34:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9575, loss_cls: 3.7088, loss: 3.7088 +2025-06-10 21:10:41,098 - pyskl - INFO - Epoch [55][3600/3940] lr: 1.760e-02, eta: 1 day, 22:33:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9600, loss_cls: 3.7095, loss: 3.7095 +2025-06-10 21:11:25,608 - pyskl - INFO - Epoch [55][3700/3940] lr: 1.760e-02, eta: 1 day, 22:32:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 3.5782, loss: 3.5782 +2025-06-10 21:12:10,109 - pyskl - INFO - Epoch [55][3800/3940] lr: 1.759e-02, eta: 1 day, 22:31:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 3.6585, loss: 3.6585 +2025-06-10 21:12:54,527 - pyskl - INFO - Epoch [55][3900/3940] lr: 1.759e-02, eta: 1 day, 22:31:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9600, loss_cls: 3.6022, loss: 3.6022 +2025-06-10 21:13:12,660 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-06-10 21:32:25,333 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 21:32:25,852 - pyskl - INFO - +top1_acc 0.7126 +top5_acc 0.9354 +2025-06-10 21:32:25,871 - pyskl - INFO - Epoch(val) [55][3183] top1_acc: 0.7126, top5_acc: 0.9354 +2025-06-10 21:33:35,354 - pyskl - INFO - Epoch [56][100/3940] lr: 1.758e-02, eta: 1 day, 22:30:18, time: 0.695, data_time: 0.250, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 3.5765, loss: 3.5765 +2025-06-10 21:34:19,774 - pyskl - INFO - Epoch [56][200/3940] lr: 1.757e-02, eta: 1 day, 22:29:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 3.6151, loss: 3.6151 +2025-06-10 21:35:04,182 - pyskl - INFO - Epoch [56][300/3940] lr: 1.757e-02, eta: 1 day, 22:28:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 3.6518, loss: 3.6518 +2025-06-10 21:35:48,552 - pyskl - INFO - Epoch [56][400/3940] lr: 1.756e-02, eta: 1 day, 22:28:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.5653, loss: 3.5653 +2025-06-10 21:36:32,987 - pyskl - INFO - Epoch [56][500/3940] lr: 1.755e-02, eta: 1 day, 22:27:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9569, loss_cls: 3.6142, loss: 3.6142 +2025-06-10 21:37:17,359 - pyskl - INFO - Epoch [56][600/3940] lr: 1.755e-02, eta: 1 day, 22:26:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9600, loss_cls: 3.7196, loss: 3.7196 +2025-06-10 21:38:01,768 - pyskl - INFO - Epoch [56][700/3940] lr: 1.754e-02, eta: 1 day, 22:25:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 3.5795, loss: 3.5795 +2025-06-10 21:38:46,232 - pyskl - INFO - Epoch [56][800/3940] lr: 1.754e-02, eta: 1 day, 22:25:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 3.7271, loss: 3.7271 +2025-06-10 21:39:30,704 - pyskl - INFO - Epoch [56][900/3940] lr: 1.753e-02, eta: 1 day, 22:24:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 3.6820, loss: 3.6820 +2025-06-10 21:40:15,200 - pyskl - INFO - Epoch [56][1000/3940] lr: 1.752e-02, eta: 1 day, 22:23:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 3.7634, loss: 3.7634 +2025-06-10 21:40:59,689 - pyskl - INFO - Epoch [56][1100/3940] lr: 1.752e-02, eta: 1 day, 22:22:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 3.7695, loss: 3.7695 +2025-06-10 21:41:44,127 - pyskl - INFO - Epoch [56][1200/3940] lr: 1.751e-02, eta: 1 day, 22:22:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9631, loss_cls: 3.5957, loss: 3.5957 +2025-06-10 21:42:28,605 - pyskl - INFO - Epoch [56][1300/3940] lr: 1.751e-02, eta: 1 day, 22:21:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9644, loss_cls: 3.5486, loss: 3.5486 +2025-06-10 21:43:13,010 - pyskl - INFO - Epoch [56][1400/3940] lr: 1.750e-02, eta: 1 day, 22:20:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9663, loss_cls: 3.6348, loss: 3.6348 +2025-06-10 21:43:57,460 - pyskl - INFO - Epoch [56][1500/3940] lr: 1.749e-02, eta: 1 day, 22:19:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 3.6043, loss: 3.6043 +2025-06-10 21:44:41,900 - pyskl - INFO - Epoch [56][1600/3940] lr: 1.749e-02, eta: 1 day, 22:18:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 3.6247, loss: 3.6247 +2025-06-10 21:45:26,382 - pyskl - INFO - Epoch [56][1700/3940] lr: 1.748e-02, eta: 1 day, 22:18:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 3.5405, loss: 3.5405 +2025-06-10 21:46:10,796 - pyskl - INFO - Epoch [56][1800/3940] lr: 1.747e-02, eta: 1 day, 22:17:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 3.5869, loss: 3.5869 +2025-06-10 21:46:55,229 - pyskl - INFO - Epoch [56][1900/3940] lr: 1.747e-02, eta: 1 day, 22:16:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9619, loss_cls: 3.7137, loss: 3.7137 +2025-06-10 21:47:39,710 - pyskl - INFO - Epoch [56][2000/3940] lr: 1.746e-02, eta: 1 day, 22:15:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9656, loss_cls: 3.8866, loss: 3.8866 +2025-06-10 21:48:24,173 - pyskl - INFO - Epoch [56][2100/3940] lr: 1.746e-02, eta: 1 day, 22:15:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9644, loss_cls: 3.6626, loss: 3.6626 +2025-06-10 21:49:08,697 - pyskl - INFO - Epoch [56][2200/3940] lr: 1.745e-02, eta: 1 day, 22:14:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 3.7354, loss: 3.7354 +2025-06-10 21:49:53,098 - pyskl - INFO - Epoch [56][2300/3940] lr: 1.744e-02, eta: 1 day, 22:13:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9613, loss_cls: 3.6716, loss: 3.6716 +2025-06-10 21:50:37,497 - pyskl - INFO - Epoch [56][2400/3940] lr: 1.744e-02, eta: 1 day, 22:12:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 3.7625, loss: 3.7625 +2025-06-10 21:51:21,847 - pyskl - INFO - Epoch [56][2500/3940] lr: 1.743e-02, eta: 1 day, 22:12:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9587, loss_cls: 3.6787, loss: 3.6787 +2025-06-10 21:52:06,177 - pyskl - INFO - Epoch [56][2600/3940] lr: 1.743e-02, eta: 1 day, 22:11:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 3.6800, loss: 3.6800 +2025-06-10 21:52:50,540 - pyskl - INFO - Epoch [56][2700/3940] lr: 1.742e-02, eta: 1 day, 22:10:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9631, loss_cls: 3.6354, loss: 3.6354 +2025-06-10 21:53:34,999 - pyskl - INFO - Epoch [56][2800/3940] lr: 1.741e-02, eta: 1 day, 22:09:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9637, loss_cls: 3.6112, loss: 3.6112 +2025-06-10 21:54:19,431 - pyskl - INFO - Epoch [56][2900/3940] lr: 1.741e-02, eta: 1 day, 22:09:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 3.7857, loss: 3.7857 +2025-06-10 21:55:03,904 - pyskl - INFO - Epoch [56][3000/3940] lr: 1.740e-02, eta: 1 day, 22:08:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 3.7655, loss: 3.7655 +2025-06-10 21:55:48,511 - pyskl - INFO - Epoch [56][3100/3940] lr: 1.740e-02, eta: 1 day, 22:07:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9619, loss_cls: 3.7215, loss: 3.7215 +2025-06-10 21:56:33,184 - pyskl - INFO - Epoch [56][3200/3940] lr: 1.739e-02, eta: 1 day, 22:06:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9719, loss_cls: 3.6372, loss: 3.6372 +2025-06-10 21:57:17,714 - pyskl - INFO - Epoch [56][3300/3940] lr: 1.738e-02, eta: 1 day, 22:06:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 3.6449, loss: 3.6449 +2025-06-10 21:58:02,151 - pyskl - INFO - Epoch [56][3400/3940] lr: 1.738e-02, eta: 1 day, 22:05:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 3.5900, loss: 3.5900 +2025-06-10 21:58:46,590 - pyskl - INFO - Epoch [56][3500/3940] lr: 1.737e-02, eta: 1 day, 22:04:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9581, loss_cls: 3.7754, loss: 3.7754 +2025-06-10 21:59:31,089 - pyskl - INFO - Epoch [56][3600/3940] lr: 1.736e-02, eta: 1 day, 22:03:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9569, loss_cls: 3.6570, loss: 3.6570 +2025-06-10 22:00:15,646 - pyskl - INFO - Epoch [56][3700/3940] lr: 1.736e-02, eta: 1 day, 22:03:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.6586, loss: 3.6586 +2025-06-10 22:01:00,175 - pyskl - INFO - Epoch [56][3800/3940] lr: 1.735e-02, eta: 1 day, 22:02:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9738, loss_cls: 3.6174, loss: 3.6174 +2025-06-10 22:01:44,602 - pyskl - INFO - Epoch [56][3900/3940] lr: 1.735e-02, eta: 1 day, 22:01:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9744, loss_cls: 3.7503, loss: 3.7503 +2025-06-10 22:02:02,741 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-06-10 22:05:30,084 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 22:05:30,543 - pyskl - INFO - +top1_acc 0.7249 +top5_acc 0.9288 +2025-06-10 22:05:30,595 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_40.pth was removed +2025-06-10 22:05:31,599 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_56.pth. +2025-06-10 22:05:31,601 - pyskl - INFO - Best top1_acc is 0.7249 at 56 epoch. +2025-06-10 22:05:31,617 - pyskl - INFO - Epoch(val) [56][3183] top1_acc: 0.7249, top5_acc: 0.9288 +2025-06-10 22:06:40,523 - pyskl - INFO - Epoch [57][100/3940] lr: 1.734e-02, eta: 1 day, 22:00:47, time: 0.689, data_time: 0.244, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9738, loss_cls: 3.6811, loss: 3.6811 +2025-06-10 22:07:25,081 - pyskl - INFO - Epoch [57][200/3940] lr: 1.733e-02, eta: 1 day, 22:00:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 3.4816, loss: 3.4816 +2025-06-10 22:08:09,649 - pyskl - INFO - Epoch [57][300/3940] lr: 1.733e-02, eta: 1 day, 21:59:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 3.6156, loss: 3.6156 +2025-06-10 22:08:54,190 - pyskl - INFO - Epoch [57][400/3940] lr: 1.732e-02, eta: 1 day, 21:58:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9606, loss_cls: 3.6619, loss: 3.6619 +2025-06-10 22:09:38,756 - pyskl - INFO - Epoch [57][500/3940] lr: 1.731e-02, eta: 1 day, 21:57:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9619, loss_cls: 3.6674, loss: 3.6674 +2025-06-10 22:10:23,273 - pyskl - INFO - Epoch [57][600/3940] lr: 1.731e-02, eta: 1 day, 21:57:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9631, loss_cls: 3.5693, loss: 3.5693 +2025-06-10 22:11:08,130 - pyskl - INFO - Epoch [57][700/3940] lr: 1.730e-02, eta: 1 day, 21:56:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9513, loss_cls: 3.7847, loss: 3.7847 +2025-06-10 22:11:52,662 - pyskl - INFO - Epoch [57][800/3940] lr: 1.729e-02, eta: 1 day, 21:55:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9756, loss_cls: 3.5457, loss: 3.5457 +2025-06-10 22:12:37,356 - pyskl - INFO - Epoch [57][900/3940] lr: 1.729e-02, eta: 1 day, 21:54:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.6478, loss: 3.6478 +2025-06-10 22:13:22,184 - pyskl - INFO - Epoch [57][1000/3940] lr: 1.728e-02, eta: 1 day, 21:54:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.6020, loss: 3.6020 +2025-06-10 22:14:06,825 - pyskl - INFO - Epoch [57][1100/3940] lr: 1.728e-02, eta: 1 day, 21:53:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9631, loss_cls: 3.6026, loss: 3.6026 +2025-06-10 22:14:51,370 - pyskl - INFO - Epoch [57][1200/3940] lr: 1.727e-02, eta: 1 day, 21:52:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9619, loss_cls: 3.7378, loss: 3.7378 +2025-06-10 22:15:35,988 - pyskl - INFO - Epoch [57][1300/3940] lr: 1.726e-02, eta: 1 day, 21:51:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 3.5139, loss: 3.5139 +2025-06-10 22:16:20,601 - pyskl - INFO - Epoch [57][1400/3940] lr: 1.726e-02, eta: 1 day, 21:51:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 3.6349, loss: 3.6349 +2025-06-10 22:17:05,165 - pyskl - INFO - Epoch [57][1500/3940] lr: 1.725e-02, eta: 1 day, 21:50:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 3.5607, loss: 3.5607 +2025-06-10 22:17:49,730 - pyskl - INFO - Epoch [57][1600/3940] lr: 1.725e-02, eta: 1 day, 21:49:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 3.6099, loss: 3.6099 +2025-06-10 22:18:34,238 - pyskl - INFO - Epoch [57][1700/3940] lr: 1.724e-02, eta: 1 day, 21:48:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9594, loss_cls: 3.7563, loss: 3.7563 +2025-06-10 22:19:18,738 - pyskl - INFO - Epoch [57][1800/3940] lr: 1.723e-02, eta: 1 day, 21:48:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9700, loss_cls: 3.6353, loss: 3.6353 +2025-06-10 22:20:03,314 - pyskl - INFO - Epoch [57][1900/3940] lr: 1.723e-02, eta: 1 day, 21:47:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9625, loss_cls: 3.6728, loss: 3.6728 +2025-06-10 22:20:48,018 - pyskl - INFO - Epoch [57][2000/3940] lr: 1.722e-02, eta: 1 day, 21:46:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 3.5851, loss: 3.5851 +2025-06-10 22:21:32,648 - pyskl - INFO - Epoch [57][2100/3940] lr: 1.722e-02, eta: 1 day, 21:45:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 3.5715, loss: 3.5715 +2025-06-10 22:22:17,151 - pyskl - INFO - Epoch [57][2200/3940] lr: 1.721e-02, eta: 1 day, 21:45:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9631, loss_cls: 3.5825, loss: 3.5825 +2025-06-10 22:23:01,744 - pyskl - INFO - Epoch [57][2300/3940] lr: 1.720e-02, eta: 1 day, 21:44:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 3.6686, loss: 3.6686 +2025-06-10 22:23:46,339 - pyskl - INFO - Epoch [57][2400/3940] lr: 1.720e-02, eta: 1 day, 21:43:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 3.5966, loss: 3.5966 +2025-06-10 22:24:30,958 - pyskl - INFO - Epoch [57][2500/3940] lr: 1.719e-02, eta: 1 day, 21:42:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.5989, loss: 3.5989 +2025-06-10 22:25:15,589 - pyskl - INFO - Epoch [57][2600/3940] lr: 1.718e-02, eta: 1 day, 21:42:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 3.8300, loss: 3.8300 +2025-06-10 22:26:00,099 - pyskl - INFO - Epoch [57][2700/3940] lr: 1.718e-02, eta: 1 day, 21:41:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9575, loss_cls: 3.7215, loss: 3.7215 +2025-06-10 22:26:44,541 - pyskl - INFO - Epoch [57][2800/3940] lr: 1.717e-02, eta: 1 day, 21:40:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 3.6133, loss: 3.6133 +2025-06-10 22:27:29,005 - pyskl - INFO - Epoch [57][2900/3940] lr: 1.717e-02, eta: 1 day, 21:39:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 3.6499, loss: 3.6499 +2025-06-10 22:28:13,643 - pyskl - INFO - Epoch [57][3000/3940] lr: 1.716e-02, eta: 1 day, 21:39:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 3.6744, loss: 3.6744 +2025-06-10 22:28:58,214 - pyskl - INFO - Epoch [57][3100/3940] lr: 1.715e-02, eta: 1 day, 21:38:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9637, loss_cls: 3.7045, loss: 3.7045 +2025-06-10 22:29:42,788 - pyskl - INFO - Epoch [57][3200/3940] lr: 1.715e-02, eta: 1 day, 21:37:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9587, loss_cls: 3.6728, loss: 3.6728 +2025-06-10 22:30:27,375 - pyskl - INFO - Epoch [57][3300/3940] lr: 1.714e-02, eta: 1 day, 21:36:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9613, loss_cls: 3.6185, loss: 3.6185 +2025-06-10 22:31:11,961 - pyskl - INFO - Epoch [57][3400/3940] lr: 1.713e-02, eta: 1 day, 21:36:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.7113, loss: 3.7113 +2025-06-10 22:31:56,725 - pyskl - INFO - Epoch [57][3500/3940] lr: 1.713e-02, eta: 1 day, 21:35:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.7868, loss: 3.7868 +2025-06-10 22:32:41,323 - pyskl - INFO - Epoch [57][3600/3940] lr: 1.712e-02, eta: 1 day, 21:34:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9581, loss_cls: 3.7530, loss: 3.7530 +2025-06-10 22:33:25,882 - pyskl - INFO - Epoch [57][3700/3940] lr: 1.712e-02, eta: 1 day, 21:33:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 3.6299, loss: 3.6299 +2025-06-10 22:34:10,386 - pyskl - INFO - Epoch [57][3800/3940] lr: 1.711e-02, eta: 1 day, 21:33:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9613, loss_cls: 3.7256, loss: 3.7256 +2025-06-10 22:34:54,850 - pyskl - INFO - Epoch [57][3900/3940] lr: 1.710e-02, eta: 1 day, 21:32:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9600, loss_cls: 3.6536, loss: 3.6536 +2025-06-10 22:35:13,145 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-06-10 22:38:40,174 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 22:38:40,635 - pyskl - INFO - +top1_acc 0.5710 +top5_acc 0.8715 +2025-06-10 22:38:40,652 - pyskl - INFO - Epoch(val) [57][3183] top1_acc: 0.5710, top5_acc: 0.8715 +2025-06-10 22:39:49,638 - pyskl - INFO - Epoch [58][100/3940] lr: 1.710e-02, eta: 1 day, 21:31:26, time: 0.690, data_time: 0.245, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 4.2199, loss: 4.2199 +2025-06-10 22:40:34,201 - pyskl - INFO - Epoch [58][200/3940] lr: 1.709e-02, eta: 1 day, 21:30:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9644, loss_cls: 3.6113, loss: 3.6113 +2025-06-10 22:41:18,810 - pyskl - INFO - Epoch [58][300/3940] lr: 1.708e-02, eta: 1 day, 21:29:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.6978, loss: 3.6978 +2025-06-10 22:42:03,389 - pyskl - INFO - Epoch [58][400/3940] lr: 1.708e-02, eta: 1 day, 21:29:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9631, loss_cls: 3.7152, loss: 3.7152 +2025-06-10 22:42:48,130 - pyskl - INFO - Epoch [58][500/3940] lr: 1.707e-02, eta: 1 day, 21:28:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 3.5741, loss: 3.5741 +2025-06-10 22:43:32,728 - pyskl - INFO - Epoch [58][600/3940] lr: 1.706e-02, eta: 1 day, 21:27:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 3.7015, loss: 3.7015 +2025-06-10 22:44:17,434 - pyskl - INFO - Epoch [58][700/3940] lr: 1.706e-02, eta: 1 day, 21:26:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.5809, loss: 3.5809 +2025-06-10 22:45:02,146 - pyskl - INFO - Epoch [58][800/3940] lr: 1.705e-02, eta: 1 day, 21:26:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 3.5413, loss: 3.5413 +2025-06-10 22:45:46,795 - pyskl - INFO - Epoch [58][900/3940] lr: 1.705e-02, eta: 1 day, 21:25:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 3.4681, loss: 3.4681 +2025-06-10 22:46:31,435 - pyskl - INFO - Epoch [58][1000/3940] lr: 1.704e-02, eta: 1 day, 21:24:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 3.7037, loss: 3.7037 +2025-06-10 22:47:16,082 - pyskl - INFO - Epoch [58][1100/3940] lr: 1.703e-02, eta: 1 day, 21:23:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9637, loss_cls: 3.6091, loss: 3.6091 +2025-06-10 22:48:00,756 - pyskl - INFO - Epoch [58][1200/3940] lr: 1.703e-02, eta: 1 day, 21:23:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 3.6406, loss: 3.6406 +2025-06-10 22:48:45,306 - pyskl - INFO - Epoch [58][1300/3940] lr: 1.702e-02, eta: 1 day, 21:22:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 3.6785, loss: 3.6785 +2025-06-10 22:49:29,781 - pyskl - INFO - Epoch [58][1400/3940] lr: 1.701e-02, eta: 1 day, 21:21:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.5821, loss: 3.5821 +2025-06-10 22:50:14,316 - pyskl - INFO - Epoch [58][1500/3940] lr: 1.701e-02, eta: 1 day, 21:20:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 3.7883, loss: 3.7883 +2025-06-10 22:50:58,918 - pyskl - INFO - Epoch [58][1600/3940] lr: 1.700e-02, eta: 1 day, 21:20:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.5149, loss: 3.5149 +2025-06-10 22:51:43,483 - pyskl - INFO - Epoch [58][1700/3940] lr: 1.700e-02, eta: 1 day, 21:19:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9663, loss_cls: 3.6095, loss: 3.6095 +2025-06-10 22:52:28,040 - pyskl - INFO - Epoch [58][1800/3940] lr: 1.699e-02, eta: 1 day, 21:18:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 3.5262, loss: 3.5262 +2025-06-10 22:53:12,702 - pyskl - INFO - Epoch [58][1900/3940] lr: 1.698e-02, eta: 1 day, 21:17:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9719, loss_cls: 3.5686, loss: 3.5686 +2025-06-10 22:53:57,261 - pyskl - INFO - Epoch [58][2000/3940] lr: 1.698e-02, eta: 1 day, 21:17:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 3.6049, loss: 3.6049 +2025-06-10 22:54:41,860 - pyskl - INFO - Epoch [58][2100/3940] lr: 1.697e-02, eta: 1 day, 21:16:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 3.5586, loss: 3.5586 +2025-06-10 22:55:26,318 - pyskl - INFO - Epoch [58][2200/3940] lr: 1.697e-02, eta: 1 day, 21:15:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 3.6466, loss: 3.6466 +2025-06-10 22:56:10,935 - pyskl - INFO - Epoch [58][2300/3940] lr: 1.696e-02, eta: 1 day, 21:14:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.7173, loss: 3.7173 +2025-06-10 22:56:55,507 - pyskl - INFO - Epoch [58][2400/3940] lr: 1.695e-02, eta: 1 day, 21:14:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 3.6765, loss: 3.6765 +2025-06-10 22:57:40,185 - pyskl - INFO - Epoch [58][2500/3940] lr: 1.695e-02, eta: 1 day, 21:13:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 3.6687, loss: 3.6687 +2025-06-10 22:58:24,728 - pyskl - INFO - Epoch [58][2600/3940] lr: 1.694e-02, eta: 1 day, 21:12:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 3.5591, loss: 3.5591 +2025-06-10 22:59:09,344 - pyskl - INFO - Epoch [58][2700/3940] lr: 1.693e-02, eta: 1 day, 21:11:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.7181, loss: 3.7181 +2025-06-10 22:59:53,727 - pyskl - INFO - Epoch [58][2800/3940] lr: 1.693e-02, eta: 1 day, 21:11:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.5277, loss: 3.5277 +2025-06-10 23:00:38,206 - pyskl - INFO - Epoch [58][2900/3940] lr: 1.692e-02, eta: 1 day, 21:10:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 3.5701, loss: 3.5701 +2025-06-10 23:01:22,984 - pyskl - INFO - Epoch [58][3000/3940] lr: 1.692e-02, eta: 1 day, 21:09:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 3.5655, loss: 3.5655 +2025-06-10 23:02:07,684 - pyskl - INFO - Epoch [58][3100/3940] lr: 1.691e-02, eta: 1 day, 21:08:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9544, loss_cls: 3.7560, loss: 3.7560 +2025-06-10 23:02:52,197 - pyskl - INFO - Epoch [58][3200/3940] lr: 1.690e-02, eta: 1 day, 21:08:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 3.6336, loss: 3.6336 +2025-06-10 23:03:36,722 - pyskl - INFO - Epoch [58][3300/3940] lr: 1.690e-02, eta: 1 day, 21:07:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9631, loss_cls: 3.5728, loss: 3.5728 +2025-06-10 23:04:21,373 - pyskl - INFO - Epoch [58][3400/3940] lr: 1.689e-02, eta: 1 day, 21:06:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9569, loss_cls: 3.7639, loss: 3.7639 +2025-06-10 23:05:05,878 - pyskl - INFO - Epoch [58][3500/3940] lr: 1.688e-02, eta: 1 day, 21:05:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.6054, loss: 3.6054 +2025-06-10 23:05:50,478 - pyskl - INFO - Epoch [58][3600/3940] lr: 1.688e-02, eta: 1 day, 21:05:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 3.5629, loss: 3.5629 +2025-06-10 23:06:34,994 - pyskl - INFO - Epoch [58][3700/3940] lr: 1.687e-02, eta: 1 day, 21:04:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9600, loss_cls: 3.5507, loss: 3.5507 +2025-06-10 23:07:19,693 - pyskl - INFO - Epoch [58][3800/3940] lr: 1.687e-02, eta: 1 day, 21:03:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9594, loss_cls: 3.6092, loss: 3.6092 +2025-06-10 23:08:04,150 - pyskl - INFO - Epoch [58][3900/3940] lr: 1.686e-02, eta: 1 day, 21:02:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9575, loss_cls: 3.7089, loss: 3.7089 +2025-06-10 23:08:22,220 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-06-10 23:11:47,478 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 23:11:47,949 - pyskl - INFO - +top1_acc 0.7103 +top5_acc 0.9356 +2025-06-10 23:11:47,968 - pyskl - INFO - Epoch(val) [58][3183] top1_acc: 0.7103, top5_acc: 0.9356 +2025-06-10 23:12:57,066 - pyskl - INFO - Epoch [59][100/3940] lr: 1.685e-02, eta: 1 day, 21:02:04, time: 0.691, data_time: 0.246, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9625, loss_cls: 3.7071, loss: 3.7071 +2025-06-10 23:13:41,701 - pyskl - INFO - Epoch [59][200/3940] lr: 1.684e-02, eta: 1 day, 21:01:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 3.5185, loss: 3.5185 +2025-06-10 23:14:26,326 - pyskl - INFO - Epoch [59][300/3940] lr: 1.684e-02, eta: 1 day, 21:00:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 3.4549, loss: 3.4549 +2025-06-10 23:15:10,944 - pyskl - INFO - Epoch [59][400/3940] lr: 1.683e-02, eta: 1 day, 20:59:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.4801, loss: 3.4801 +2025-06-10 23:15:55,615 - pyskl - INFO - Epoch [59][500/3940] lr: 1.683e-02, eta: 1 day, 20:59:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.5067, loss: 3.5067 +2025-06-10 23:16:40,378 - pyskl - INFO - Epoch [59][600/3940] lr: 1.682e-02, eta: 1 day, 20:58:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 3.6219, loss: 3.6219 +2025-06-10 23:17:24,964 - pyskl - INFO - Epoch [59][700/3940] lr: 1.681e-02, eta: 1 day, 20:57:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 3.4876, loss: 3.4876 +2025-06-10 23:18:09,551 - pyskl - INFO - Epoch [59][800/3940] lr: 1.681e-02, eta: 1 day, 20:56:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 3.6866, loss: 3.6866 +2025-06-10 23:18:54,286 - pyskl - INFO - Epoch [59][900/3940] lr: 1.680e-02, eta: 1 day, 20:56:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.5190, loss: 3.5190 +2025-06-10 23:19:38,966 - pyskl - INFO - Epoch [59][1000/3940] lr: 1.679e-02, eta: 1 day, 20:55:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 3.5652, loss: 3.5652 +2025-06-10 23:20:23,590 - pyskl - INFO - Epoch [59][1100/3940] lr: 1.679e-02, eta: 1 day, 20:54:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.7386, loss: 3.7386 +2025-06-10 23:21:08,322 - pyskl - INFO - Epoch [59][1200/3940] lr: 1.678e-02, eta: 1 day, 20:53:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9581, loss_cls: 3.6945, loss: 3.6945 +2025-06-10 23:21:53,014 - pyskl - INFO - Epoch [59][1300/3940] lr: 1.678e-02, eta: 1 day, 20:53:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.5090, loss: 3.5090 +2025-06-10 23:22:37,613 - pyskl - INFO - Epoch [59][1400/3940] lr: 1.677e-02, eta: 1 day, 20:52:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 3.8041, loss: 3.8041 +2025-06-10 23:23:22,268 - pyskl - INFO - Epoch [59][1500/3940] lr: 1.676e-02, eta: 1 day, 20:51:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9631, loss_cls: 3.6234, loss: 3.6234 +2025-06-10 23:24:07,049 - pyskl - INFO - Epoch [59][1600/3940] lr: 1.676e-02, eta: 1 day, 20:50:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 3.6214, loss: 3.6214 +2025-06-10 23:24:51,974 - pyskl - INFO - Epoch [59][1700/3940] lr: 1.675e-02, eta: 1 day, 20:50:07, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9675, loss_cls: 3.5953, loss: 3.5953 +2025-06-10 23:25:36,598 - pyskl - INFO - Epoch [59][1800/3940] lr: 1.674e-02, eta: 1 day, 20:49:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.4569, loss: 3.4569 +2025-06-10 23:26:21,407 - pyskl - INFO - Epoch [59][1900/3940] lr: 1.674e-02, eta: 1 day, 20:48:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 3.6176, loss: 3.6176 +2025-06-10 23:27:06,099 - pyskl - INFO - Epoch [59][2000/3940] lr: 1.673e-02, eta: 1 day, 20:47:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9563, loss_cls: 3.6414, loss: 3.6414 +2025-06-10 23:27:50,646 - pyskl - INFO - Epoch [59][2100/3940] lr: 1.673e-02, eta: 1 day, 20:47:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9731, loss_cls: 3.6623, loss: 3.6623 +2025-06-10 23:28:35,149 - pyskl - INFO - Epoch [59][2200/3940] lr: 1.672e-02, eta: 1 day, 20:46:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.5852, loss: 3.5852 +2025-06-10 23:29:19,985 - pyskl - INFO - Epoch [59][2300/3940] lr: 1.671e-02, eta: 1 day, 20:45:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 3.5784, loss: 3.5784 +2025-06-10 23:30:04,879 - pyskl - INFO - Epoch [59][2400/3940] lr: 1.671e-02, eta: 1 day, 20:44:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 3.5465, loss: 3.5465 +2025-06-10 23:30:49,385 - pyskl - INFO - Epoch [59][2500/3940] lr: 1.670e-02, eta: 1 day, 20:44:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 3.7009, loss: 3.7009 +2025-06-10 23:31:33,853 - pyskl - INFO - Epoch [59][2600/3940] lr: 1.669e-02, eta: 1 day, 20:43:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 3.5529, loss: 3.5529 +2025-06-10 23:32:18,382 - pyskl - INFO - Epoch [59][2700/3940] lr: 1.669e-02, eta: 1 day, 20:42:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 3.5783, loss: 3.5783 +2025-06-10 23:33:02,814 - pyskl - INFO - Epoch [59][2800/3940] lr: 1.668e-02, eta: 1 day, 20:41:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9625, loss_cls: 3.7024, loss: 3.7024 +2025-06-10 23:33:47,257 - pyskl - INFO - Epoch [59][2900/3940] lr: 1.668e-02, eta: 1 day, 20:41:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9688, loss_cls: 3.3972, loss: 3.3972 +2025-06-10 23:34:31,826 - pyskl - INFO - Epoch [59][3000/3940] lr: 1.667e-02, eta: 1 day, 20:40:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.5671, loss: 3.5671 +2025-06-10 23:35:16,390 - pyskl - INFO - Epoch [59][3100/3940] lr: 1.666e-02, eta: 1 day, 20:39:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 3.7708, loss: 3.7708 +2025-06-10 23:36:00,973 - pyskl - INFO - Epoch [59][3200/3940] lr: 1.666e-02, eta: 1 day, 20:38:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 3.6212, loss: 3.6212 +2025-06-10 23:36:45,463 - pyskl - INFO - Epoch [59][3300/3940] lr: 1.665e-02, eta: 1 day, 20:38:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9556, loss_cls: 3.7299, loss: 3.7299 +2025-06-10 23:37:30,021 - pyskl - INFO - Epoch [59][3400/3940] lr: 1.664e-02, eta: 1 day, 20:37:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.5662, loss: 3.5662 +2025-06-10 23:38:14,690 - pyskl - INFO - Epoch [59][3500/3940] lr: 1.664e-02, eta: 1 day, 20:36:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 3.4727, loss: 3.4727 +2025-06-10 23:38:59,323 - pyskl - INFO - Epoch [59][3600/3940] lr: 1.663e-02, eta: 1 day, 20:35:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9619, loss_cls: 3.6554, loss: 3.6554 +2025-06-10 23:39:43,860 - pyskl - INFO - Epoch [59][3700/3940] lr: 1.663e-02, eta: 1 day, 20:35:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 3.6036, loss: 3.6036 +2025-06-10 23:40:28,346 - pyskl - INFO - Epoch [59][3800/3940] lr: 1.662e-02, eta: 1 day, 20:34:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9575, loss_cls: 3.6605, loss: 3.6605 +2025-06-10 23:41:12,929 - pyskl - INFO - Epoch [59][3900/3940] lr: 1.661e-02, eta: 1 day, 20:33:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9594, loss_cls: 3.7118, loss: 3.7118 +2025-06-10 23:41:31,046 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-06-10 23:44:55,921 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-10 23:44:56,459 - pyskl - INFO - +top1_acc 0.7361 +top5_acc 0.9458 +2025-06-10 23:44:56,512 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_56.pth was removed +2025-06-10 23:44:57,526 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_59.pth. +2025-06-10 23:44:57,527 - pyskl - INFO - Best top1_acc is 0.7361 at 59 epoch. +2025-06-10 23:44:57,544 - pyskl - INFO - Epoch(val) [59][3183] top1_acc: 0.7361, top5_acc: 0.9458 +2025-06-10 23:46:06,662 - pyskl - INFO - Epoch [60][100/3940] lr: 1.660e-02, eta: 1 day, 20:32:45, time: 0.691, data_time: 0.247, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 3.6180, loss: 3.6180 +2025-06-10 23:46:51,341 - pyskl - INFO - Epoch [60][200/3940] lr: 1.660e-02, eta: 1 day, 20:32:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 3.5186, loss: 3.5186 +2025-06-10 23:47:35,904 - pyskl - INFO - Epoch [60][300/3940] lr: 1.659e-02, eta: 1 day, 20:31:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.5149, loss: 3.5149 +2025-06-10 23:48:20,463 - pyskl - INFO - Epoch [60][400/3940] lr: 1.659e-02, eta: 1 day, 20:30:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 3.6094, loss: 3.6094 +2025-06-10 23:49:04,971 - pyskl - INFO - Epoch [60][500/3940] lr: 1.658e-02, eta: 1 day, 20:29:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9619, loss_cls: 3.5476, loss: 3.5476 +2025-06-10 23:49:49,470 - pyskl - INFO - Epoch [60][600/3940] lr: 1.657e-02, eta: 1 day, 20:29:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9625, loss_cls: 3.6189, loss: 3.6189 +2025-06-10 23:50:33,939 - pyskl - INFO - Epoch [60][700/3940] lr: 1.657e-02, eta: 1 day, 20:28:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 3.5100, loss: 3.5100 +2025-06-10 23:51:18,535 - pyskl - INFO - Epoch [60][800/3940] lr: 1.656e-02, eta: 1 day, 20:27:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 3.6273, loss: 3.6273 +2025-06-10 23:52:03,037 - pyskl - INFO - Epoch [60][900/3940] lr: 1.655e-02, eta: 1 day, 20:26:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 3.5737, loss: 3.5737 +2025-06-10 23:52:47,551 - pyskl - INFO - Epoch [60][1000/3940] lr: 1.655e-02, eta: 1 day, 20:26:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.5643, loss: 3.5643 +2025-06-10 23:53:32,087 - pyskl - INFO - Epoch [60][1100/3940] lr: 1.654e-02, eta: 1 day, 20:25:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 3.6170, loss: 3.6170 +2025-06-10 23:54:16,626 - pyskl - INFO - Epoch [60][1200/3940] lr: 1.654e-02, eta: 1 day, 20:24:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9619, loss_cls: 3.5317, loss: 3.5317 +2025-06-10 23:55:01,070 - pyskl - INFO - Epoch [60][1300/3940] lr: 1.653e-02, eta: 1 day, 20:23:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 3.4892, loss: 3.4892 +2025-06-10 23:55:45,557 - pyskl - INFO - Epoch [60][1400/3940] lr: 1.652e-02, eta: 1 day, 20:22:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9688, loss_cls: 3.5934, loss: 3.5934 +2025-06-10 23:56:30,072 - pyskl - INFO - Epoch [60][1500/3940] lr: 1.652e-02, eta: 1 day, 20:22:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.6341, loss: 3.6341 +2025-06-10 23:57:14,570 - pyskl - INFO - Epoch [60][1600/3940] lr: 1.651e-02, eta: 1 day, 20:21:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9594, loss_cls: 3.6338, loss: 3.6338 +2025-06-10 23:57:59,226 - pyskl - INFO - Epoch [60][1700/3940] lr: 1.650e-02, eta: 1 day, 20:20:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 3.5672, loss: 3.5672 +2025-06-10 23:58:43,917 - pyskl - INFO - Epoch [60][1800/3940] lr: 1.650e-02, eta: 1 day, 20:20:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9613, loss_cls: 3.5819, loss: 3.5819 +2025-06-10 23:59:28,399 - pyskl - INFO - Epoch [60][1900/3940] lr: 1.649e-02, eta: 1 day, 20:19:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 3.8131, loss: 3.8131 +2025-06-11 00:00:12,971 - pyskl - INFO - Epoch [60][2000/3940] lr: 1.649e-02, eta: 1 day, 20:18:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 3.6433, loss: 3.6433 +2025-06-11 00:00:57,602 - pyskl - INFO - Epoch [60][2100/3940] lr: 1.648e-02, eta: 1 day, 20:17:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9594, loss_cls: 3.5890, loss: 3.5890 +2025-06-11 00:01:42,039 - pyskl - INFO - Epoch [60][2200/3940] lr: 1.647e-02, eta: 1 day, 20:16:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9631, loss_cls: 3.5540, loss: 3.5540 +2025-06-11 00:02:26,481 - pyskl - INFO - Epoch [60][2300/3940] lr: 1.647e-02, eta: 1 day, 20:16:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9569, loss_cls: 3.5994, loss: 3.5994 +2025-06-11 00:03:11,164 - pyskl - INFO - Epoch [60][2400/3940] lr: 1.646e-02, eta: 1 day, 20:15:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 3.6024, loss: 3.6024 +2025-06-11 00:03:55,606 - pyskl - INFO - Epoch [60][2500/3940] lr: 1.645e-02, eta: 1 day, 20:14:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9663, loss_cls: 3.6192, loss: 3.6192 +2025-06-11 00:04:40,119 - pyskl - INFO - Epoch [60][2600/3940] lr: 1.645e-02, eta: 1 day, 20:13:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 3.5296, loss: 3.5296 +2025-06-11 00:05:24,575 - pyskl - INFO - Epoch [60][2700/3940] lr: 1.644e-02, eta: 1 day, 20:13:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9606, loss_cls: 3.5446, loss: 3.5446 +2025-06-11 00:06:09,070 - pyskl - INFO - Epoch [60][2800/3940] lr: 1.643e-02, eta: 1 day, 20:12:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.5372, loss: 3.5372 +2025-06-11 00:06:53,597 - pyskl - INFO - Epoch [60][2900/3940] lr: 1.643e-02, eta: 1 day, 20:11:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9563, loss_cls: 3.7080, loss: 3.7080 +2025-06-11 00:07:38,018 - pyskl - INFO - Epoch [60][3000/3940] lr: 1.642e-02, eta: 1 day, 20:10:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9750, loss_cls: 3.6023, loss: 3.6023 +2025-06-11 00:08:22,449 - pyskl - INFO - Epoch [60][3100/3940] lr: 1.642e-02, eta: 1 day, 20:10:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9625, loss_cls: 3.5187, loss: 3.5187 +2025-06-11 00:09:06,934 - pyskl - INFO - Epoch [60][3200/3940] lr: 1.641e-02, eta: 1 day, 20:09:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9656, loss_cls: 3.5553, loss: 3.5553 +2025-06-11 00:09:51,525 - pyskl - INFO - Epoch [60][3300/3940] lr: 1.640e-02, eta: 1 day, 20:08:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 3.5267, loss: 3.5267 +2025-06-11 00:10:36,005 - pyskl - INFO - Epoch [60][3400/3940] lr: 1.640e-02, eta: 1 day, 20:07:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.6199, loss: 3.6199 +2025-06-11 00:11:20,494 - pyskl - INFO - Epoch [60][3500/3940] lr: 1.639e-02, eta: 1 day, 20:07:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.5453, loss: 3.5453 +2025-06-11 00:12:04,922 - pyskl - INFO - Epoch [60][3600/3940] lr: 1.638e-02, eta: 1 day, 20:06:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 3.5915, loss: 3.5915 +2025-06-11 00:12:49,439 - pyskl - INFO - Epoch [60][3700/3940] lr: 1.638e-02, eta: 1 day, 20:05:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.6377, loss: 3.6377 +2025-06-11 00:13:33,889 - pyskl - INFO - Epoch [60][3800/3940] lr: 1.637e-02, eta: 1 day, 20:04:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 3.6222, loss: 3.6222 +2025-06-11 00:14:18,384 - pyskl - INFO - Epoch [60][3900/3940] lr: 1.637e-02, eta: 1 day, 20:04:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 3.5216, loss: 3.5216 +2025-06-11 00:14:36,485 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-06-11 00:33:27,889 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 00:33:28,464 - pyskl - INFO - +top1_acc 0.7557 +top5_acc 0.9525 +2025-06-11 00:33:28,524 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_59.pth was removed +2025-06-11 00:33:29,604 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_60.pth. +2025-06-11 00:33:29,606 - pyskl - INFO - Best top1_acc is 0.7557 at 60 epoch. +2025-06-11 00:33:29,625 - pyskl - INFO - Epoch(val) [60][3183] top1_acc: 0.7557, top5_acc: 0.9525 +2025-06-11 00:34:38,261 - pyskl - INFO - Epoch [61][100/3940] lr: 1.636e-02, eta: 1 day, 20:03:19, time: 0.686, data_time: 0.241, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 3.5890, loss: 3.5890 +2025-06-11 00:35:22,717 - pyskl - INFO - Epoch [61][200/3940] lr: 1.635e-02, eta: 1 day, 20:02:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9637, loss_cls: 3.5352, loss: 3.5352 +2025-06-11 00:36:07,260 - pyskl - INFO - Epoch [61][300/3940] lr: 1.634e-02, eta: 1 day, 20:01:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9663, loss_cls: 3.5031, loss: 3.5031 +2025-06-11 00:36:51,730 - pyskl - INFO - Epoch [61][400/3940] lr: 1.634e-02, eta: 1 day, 20:01:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 3.6522, loss: 3.6522 +2025-06-11 00:37:36,295 - pyskl - INFO - Epoch [61][500/3940] lr: 1.633e-02, eta: 1 day, 20:00:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 3.6934, loss: 3.6934 +2025-06-11 00:38:20,798 - pyskl - INFO - Epoch [61][600/3940] lr: 1.632e-02, eta: 1 day, 19:59:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.6579, loss: 3.6579 +2025-06-11 00:39:05,413 - pyskl - INFO - Epoch [61][700/3940] lr: 1.632e-02, eta: 1 day, 19:58:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.4519, loss: 3.4519 +2025-06-11 00:39:50,294 - pyskl - INFO - Epoch [61][800/3940] lr: 1.631e-02, eta: 1 day, 19:58:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 3.6531, loss: 3.6531 +2025-06-11 00:40:34,787 - pyskl - INFO - Epoch [61][900/3940] lr: 1.631e-02, eta: 1 day, 19:57:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.6343, loss: 3.6343 +2025-06-11 00:41:19,289 - pyskl - INFO - Epoch [61][1000/3940] lr: 1.630e-02, eta: 1 day, 19:56:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 3.4775, loss: 3.4775 +2025-06-11 00:42:03,778 - pyskl - INFO - Epoch [61][1100/3940] lr: 1.629e-02, eta: 1 day, 19:55:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.5785, loss: 3.5785 +2025-06-11 00:42:48,317 - pyskl - INFO - Epoch [61][1200/3940] lr: 1.629e-02, eta: 1 day, 19:55:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 3.4685, loss: 3.4685 +2025-06-11 00:43:32,790 - pyskl - INFO - Epoch [61][1300/3940] lr: 1.628e-02, eta: 1 day, 19:54:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.4838, loss: 3.4838 +2025-06-11 00:44:17,274 - pyskl - INFO - Epoch [61][1400/3940] lr: 1.627e-02, eta: 1 day, 19:53:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 3.5218, loss: 3.5218 +2025-06-11 00:45:01,813 - pyskl - INFO - Epoch [61][1500/3940] lr: 1.627e-02, eta: 1 day, 19:52:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9600, loss_cls: 3.7319, loss: 3.7319 +2025-06-11 00:45:46,482 - pyskl - INFO - Epoch [61][1600/3940] lr: 1.626e-02, eta: 1 day, 19:52:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.6050, loss: 3.6050 +2025-06-11 00:46:31,209 - pyskl - INFO - Epoch [61][1700/3940] lr: 1.626e-02, eta: 1 day, 19:51:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9587, loss_cls: 3.6775, loss: 3.6775 +2025-06-11 00:47:15,804 - pyskl - INFO - Epoch [61][1800/3940] lr: 1.625e-02, eta: 1 day, 19:50:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 3.4530, loss: 3.4530 +2025-06-11 00:48:00,580 - pyskl - INFO - Epoch [61][1900/3940] lr: 1.624e-02, eta: 1 day, 19:49:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.6002, loss: 3.6002 +2025-06-11 00:48:45,162 - pyskl - INFO - Epoch [61][2000/3940] lr: 1.624e-02, eta: 1 day, 19:49:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.4442, loss: 3.4442 +2025-06-11 00:49:29,894 - pyskl - INFO - Epoch [61][2100/3940] lr: 1.623e-02, eta: 1 day, 19:48:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.6277, loss: 3.6277 +2025-06-11 00:50:14,359 - pyskl - INFO - Epoch [61][2200/3940] lr: 1.622e-02, eta: 1 day, 19:47:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 3.6559, loss: 3.6559 +2025-06-11 00:50:58,835 - pyskl - INFO - Epoch [61][2300/3940] lr: 1.622e-02, eta: 1 day, 19:46:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 3.6329, loss: 3.6329 +2025-06-11 00:51:43,395 - pyskl - INFO - Epoch [61][2400/3940] lr: 1.621e-02, eta: 1 day, 19:46:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.5112, loss: 3.5112 +2025-06-11 00:52:27,806 - pyskl - INFO - Epoch [61][2500/3940] lr: 1.620e-02, eta: 1 day, 19:45:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.6306, loss: 3.6306 +2025-06-11 00:53:12,331 - pyskl - INFO - Epoch [61][2600/3940] lr: 1.620e-02, eta: 1 day, 19:44:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.5489, loss: 3.5489 +2025-06-11 00:53:57,197 - pyskl - INFO - Epoch [61][2700/3940] lr: 1.619e-02, eta: 1 day, 19:43:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9637, loss_cls: 3.5932, loss: 3.5932 +2025-06-11 00:54:41,644 - pyskl - INFO - Epoch [61][2800/3940] lr: 1.619e-02, eta: 1 day, 19:43:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 3.6215, loss: 3.6215 +2025-06-11 00:55:26,129 - pyskl - INFO - Epoch [61][2900/3940] lr: 1.618e-02, eta: 1 day, 19:42:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 3.5563, loss: 3.5563 +2025-06-11 00:56:10,819 - pyskl - INFO - Epoch [61][3000/3940] lr: 1.617e-02, eta: 1 day, 19:41:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.5740, loss: 3.5740 +2025-06-11 00:56:55,310 - pyskl - INFO - Epoch [61][3100/3940] lr: 1.617e-02, eta: 1 day, 19:40:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 3.6998, loss: 3.6998 +2025-06-11 00:57:40,077 - pyskl - INFO - Epoch [61][3200/3940] lr: 1.616e-02, eta: 1 day, 19:40:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 3.6906, loss: 3.6906 +2025-06-11 00:58:24,807 - pyskl - INFO - Epoch [61][3300/3940] lr: 1.615e-02, eta: 1 day, 19:39:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9587, loss_cls: 3.7260, loss: 3.7260 +2025-06-11 00:59:09,533 - pyskl - INFO - Epoch [61][3400/3940] lr: 1.615e-02, eta: 1 day, 19:38:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 3.5800, loss: 3.5800 +2025-06-11 00:59:54,113 - pyskl - INFO - Epoch [61][3500/3940] lr: 1.614e-02, eta: 1 day, 19:37:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.6972, loss: 3.6972 +2025-06-11 01:00:38,686 - pyskl - INFO - Epoch [61][3600/3940] lr: 1.613e-02, eta: 1 day, 19:37:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.5847, loss: 3.5847 +2025-06-11 01:01:23,200 - pyskl - INFO - Epoch [61][3700/3940] lr: 1.613e-02, eta: 1 day, 19:36:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.4684, loss: 3.4684 +2025-06-11 01:02:07,756 - pyskl - INFO - Epoch [61][3800/3940] lr: 1.612e-02, eta: 1 day, 19:35:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9619, loss_cls: 3.6380, loss: 3.6380 +2025-06-11 01:02:52,262 - pyskl - INFO - Epoch [61][3900/3940] lr: 1.612e-02, eta: 1 day, 19:34:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.6370, loss: 3.6370 +2025-06-11 01:03:10,412 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-06-11 01:06:35,574 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 01:06:36,035 - pyskl - INFO - +top1_acc 0.7331 +top5_acc 0.9387 +2025-06-11 01:06:36,052 - pyskl - INFO - Epoch(val) [61][3183] top1_acc: 0.7331, top5_acc: 0.9387 +2025-06-11 01:07:45,312 - pyskl - INFO - Epoch [62][100/3940] lr: 1.611e-02, eta: 1 day, 19:33:57, time: 0.693, data_time: 0.247, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 3.4664, loss: 3.4664 +2025-06-11 01:08:29,815 - pyskl - INFO - Epoch [62][200/3940] lr: 1.610e-02, eta: 1 day, 19:33:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9637, loss_cls: 3.5331, loss: 3.5331 +2025-06-11 01:09:14,323 - pyskl - INFO - Epoch [62][300/3940] lr: 1.609e-02, eta: 1 day, 19:32:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.4826, loss: 3.4826 +2025-06-11 01:09:58,789 - pyskl - INFO - Epoch [62][400/3940] lr: 1.609e-02, eta: 1 day, 19:31:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9688, loss_cls: 3.5190, loss: 3.5190 +2025-06-11 01:10:43,248 - pyskl - INFO - Epoch [62][500/3940] lr: 1.608e-02, eta: 1 day, 19:30:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 3.5257, loss: 3.5257 +2025-06-11 01:11:27,905 - pyskl - INFO - Epoch [62][600/3940] lr: 1.607e-02, eta: 1 day, 19:30:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 3.6194, loss: 3.6194 +2025-06-11 01:12:12,372 - pyskl - INFO - Epoch [62][700/3940] lr: 1.607e-02, eta: 1 day, 19:29:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.5627, loss: 3.5627 +2025-06-11 01:12:56,813 - pyskl - INFO - Epoch [62][800/3940] lr: 1.606e-02, eta: 1 day, 19:28:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 3.5930, loss: 3.5930 +2025-06-11 01:13:41,399 - pyskl - INFO - Epoch [62][900/3940] lr: 1.606e-02, eta: 1 day, 19:27:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9675, loss_cls: 3.5338, loss: 3.5338 +2025-06-11 01:14:25,890 - pyskl - INFO - Epoch [62][1000/3940] lr: 1.605e-02, eta: 1 day, 19:27:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9575, loss_cls: 3.6613, loss: 3.6613 +2025-06-11 01:15:10,402 - pyskl - INFO - Epoch [62][1100/3940] lr: 1.604e-02, eta: 1 day, 19:26:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 3.4979, loss: 3.4979 +2025-06-11 01:15:54,956 - pyskl - INFO - Epoch [62][1200/3940] lr: 1.604e-02, eta: 1 day, 19:25:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 3.5322, loss: 3.5322 +2025-06-11 01:16:39,480 - pyskl - INFO - Epoch [62][1300/3940] lr: 1.603e-02, eta: 1 day, 19:24:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 3.7060, loss: 3.7060 +2025-06-11 01:17:23,994 - pyskl - INFO - Epoch [62][1400/3940] lr: 1.602e-02, eta: 1 day, 19:24:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 3.5314, loss: 3.5314 +2025-06-11 01:18:08,495 - pyskl - INFO - Epoch [62][1500/3940] lr: 1.602e-02, eta: 1 day, 19:23:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9725, loss_cls: 3.5363, loss: 3.5363 +2025-06-11 01:18:53,105 - pyskl - INFO - Epoch [62][1600/3940] lr: 1.601e-02, eta: 1 day, 19:22:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 3.5556, loss: 3.5556 +2025-06-11 01:19:37,678 - pyskl - INFO - Epoch [62][1700/3940] lr: 1.600e-02, eta: 1 day, 19:21:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 3.6656, loss: 3.6656 +2025-06-11 01:20:22,140 - pyskl - INFO - Epoch [62][1800/3940] lr: 1.600e-02, eta: 1 day, 19:21:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.5501, loss: 3.5501 +2025-06-11 01:21:06,618 - pyskl - INFO - Epoch [62][1900/3940] lr: 1.599e-02, eta: 1 day, 19:20:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 3.6404, loss: 3.6404 +2025-06-11 01:21:51,241 - pyskl - INFO - Epoch [62][2000/3940] lr: 1.599e-02, eta: 1 day, 19:19:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 3.4300, loss: 3.4300 +2025-06-11 01:22:35,771 - pyskl - INFO - Epoch [62][2100/3940] lr: 1.598e-02, eta: 1 day, 19:18:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 3.5776, loss: 3.5776 +2025-06-11 01:23:20,110 - pyskl - INFO - Epoch [62][2200/3940] lr: 1.597e-02, eta: 1 day, 19:18:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 3.4941, loss: 3.4941 +2025-06-11 01:24:04,446 - pyskl - INFO - Epoch [62][2300/3940] lr: 1.597e-02, eta: 1 day, 19:17:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.4774, loss: 3.4774 +2025-06-11 01:24:48,798 - pyskl - INFO - Epoch [62][2400/3940] lr: 1.596e-02, eta: 1 day, 19:16:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.5845, loss: 3.5845 +2025-06-11 01:25:33,209 - pyskl - INFO - Epoch [62][2500/3940] lr: 1.595e-02, eta: 1 day, 19:15:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9650, loss_cls: 3.5371, loss: 3.5371 +2025-06-11 01:26:17,606 - pyskl - INFO - Epoch [62][2600/3940] lr: 1.595e-02, eta: 1 day, 19:15:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 3.6330, loss: 3.6330 +2025-06-11 01:27:02,031 - pyskl - INFO - Epoch [62][2700/3940] lr: 1.594e-02, eta: 1 day, 19:14:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 3.6741, loss: 3.6741 +2025-06-11 01:27:46,429 - pyskl - INFO - Epoch [62][2800/3940] lr: 1.593e-02, eta: 1 day, 19:13:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 3.4663, loss: 3.4663 +2025-06-11 01:28:30,829 - pyskl - INFO - Epoch [62][2900/3940] lr: 1.593e-02, eta: 1 day, 19:12:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9700, loss_cls: 3.5820, loss: 3.5820 +2025-06-11 01:29:15,441 - pyskl - INFO - Epoch [62][3000/3940] lr: 1.592e-02, eta: 1 day, 19:12:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9563, loss_cls: 3.7343, loss: 3.7343 +2025-06-11 01:29:59,897 - pyskl - INFO - Epoch [62][3100/3940] lr: 1.592e-02, eta: 1 day, 19:11:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 3.4400, loss: 3.4400 +2025-06-11 01:30:44,382 - pyskl - INFO - Epoch [62][3200/3940] lr: 1.591e-02, eta: 1 day, 19:10:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 3.4831, loss: 3.4831 +2025-06-11 01:31:29,038 - pyskl - INFO - Epoch [62][3300/3940] lr: 1.590e-02, eta: 1 day, 19:09:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.5297, loss: 3.5297 +2025-06-11 01:32:13,726 - pyskl - INFO - Epoch [62][3400/3940] lr: 1.590e-02, eta: 1 day, 19:09:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9644, loss_cls: 3.4656, loss: 3.4656 +2025-06-11 01:32:58,278 - pyskl - INFO - Epoch [62][3500/3940] lr: 1.589e-02, eta: 1 day, 19:08:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 3.7145, loss: 3.7145 +2025-06-11 01:33:42,757 - pyskl - INFO - Epoch [62][3600/3940] lr: 1.588e-02, eta: 1 day, 19:07:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 3.6754, loss: 3.6754 +2025-06-11 01:34:27,240 - pyskl - INFO - Epoch [62][3700/3940] lr: 1.588e-02, eta: 1 day, 19:06:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9613, loss_cls: 3.5500, loss: 3.5500 +2025-06-11 01:35:11,657 - pyskl - INFO - Epoch [62][3800/3940] lr: 1.587e-02, eta: 1 day, 19:06:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 3.6216, loss: 3.6216 +2025-06-11 01:35:56,118 - pyskl - INFO - Epoch [62][3900/3940] lr: 1.586e-02, eta: 1 day, 19:05:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.5848, loss: 3.5848 +2025-06-11 01:36:14,218 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-06-11 01:39:39,639 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 01:39:40,384 - pyskl - INFO - +top1_acc 0.7452 +top5_acc 0.9451 +2025-06-11 01:39:40,403 - pyskl - INFO - Epoch(val) [62][3183] top1_acc: 0.7452, top5_acc: 0.9451 +2025-06-11 01:40:49,325 - pyskl - INFO - Epoch [63][100/3940] lr: 1.586e-02, eta: 1 day, 19:04:30, time: 0.689, data_time: 0.245, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9675, loss_cls: 3.4886, loss: 3.4886 +2025-06-11 01:41:33,753 - pyskl - INFO - Epoch [63][200/3940] lr: 1.585e-02, eta: 1 day, 19:03:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 3.5715, loss: 3.5715 +2025-06-11 01:42:18,343 - pyskl - INFO - Epoch [63][300/3940] lr: 1.584e-02, eta: 1 day, 19:03:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 3.4932, loss: 3.4932 +2025-06-11 01:43:02,855 - pyskl - INFO - Epoch [63][400/3940] lr: 1.584e-02, eta: 1 day, 19:02:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 3.4610, loss: 3.4610 +2025-06-11 01:43:47,381 - pyskl - INFO - Epoch [63][500/3940] lr: 1.583e-02, eta: 1 day, 19:01:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9663, loss_cls: 3.5295, loss: 3.5295 +2025-06-11 01:44:31,861 - pyskl - INFO - Epoch [63][600/3940] lr: 1.582e-02, eta: 1 day, 19:00:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.5620, loss: 3.5620 +2025-06-11 01:45:16,318 - pyskl - INFO - Epoch [63][700/3940] lr: 1.582e-02, eta: 1 day, 18:59:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9663, loss_cls: 3.3935, loss: 3.3935 +2025-06-11 01:46:00,711 - pyskl - INFO - Epoch [63][800/3940] lr: 1.581e-02, eta: 1 day, 18:59:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.4287, loss: 3.4287 +2025-06-11 01:46:45,108 - pyskl - INFO - Epoch [63][900/3940] lr: 1.580e-02, eta: 1 day, 18:58:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9544, loss_cls: 3.7572, loss: 3.7572 +2025-06-11 01:47:29,494 - pyskl - INFO - Epoch [63][1000/3940] lr: 1.580e-02, eta: 1 day, 18:57:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9656, loss_cls: 3.4694, loss: 3.4694 +2025-06-11 01:48:13,867 - pyskl - INFO - Epoch [63][1100/3940] lr: 1.579e-02, eta: 1 day, 18:56:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9663, loss_cls: 3.7058, loss: 3.7058 +2025-06-11 01:48:58,486 - pyskl - INFO - Epoch [63][1200/3940] lr: 1.578e-02, eta: 1 day, 18:56:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 3.6807, loss: 3.6807 +2025-06-11 01:49:43,024 - pyskl - INFO - Epoch [63][1300/3940] lr: 1.578e-02, eta: 1 day, 18:55:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 3.5896, loss: 3.5896 +2025-06-11 01:50:27,415 - pyskl - INFO - Epoch [63][1400/3940] lr: 1.577e-02, eta: 1 day, 18:54:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.7306, loss: 3.7306 +2025-06-11 01:51:11,874 - pyskl - INFO - Epoch [63][1500/3940] lr: 1.577e-02, eta: 1 day, 18:53:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 3.5734, loss: 3.5734 +2025-06-11 01:51:56,431 - pyskl - INFO - Epoch [63][1600/3940] lr: 1.576e-02, eta: 1 day, 18:53:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9750, loss_cls: 3.5090, loss: 3.5090 +2025-06-11 01:52:40,664 - pyskl - INFO - Epoch [63][1700/3940] lr: 1.575e-02, eta: 1 day, 18:52:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9644, loss_cls: 3.5891, loss: 3.5891 +2025-06-11 01:53:25,200 - pyskl - INFO - Epoch [63][1800/3940] lr: 1.575e-02, eta: 1 day, 18:51:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 3.5205, loss: 3.5205 +2025-06-11 01:54:09,908 - pyskl - INFO - Epoch [63][1900/3940] lr: 1.574e-02, eta: 1 day, 18:50:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.4391, loss: 3.4391 +2025-06-11 01:54:54,357 - pyskl - INFO - Epoch [63][2000/3940] lr: 1.573e-02, eta: 1 day, 18:50:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9644, loss_cls: 3.5912, loss: 3.5912 +2025-06-11 01:55:38,815 - pyskl - INFO - Epoch [63][2100/3940] lr: 1.573e-02, eta: 1 day, 18:49:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9688, loss_cls: 3.4165, loss: 3.4165 +2025-06-11 01:56:23,154 - pyskl - INFO - Epoch [63][2200/3940] lr: 1.572e-02, eta: 1 day, 18:48:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9663, loss_cls: 3.5299, loss: 3.5299 +2025-06-11 01:57:07,534 - pyskl - INFO - Epoch [63][2300/3940] lr: 1.571e-02, eta: 1 day, 18:47:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 3.5968, loss: 3.5968 +2025-06-11 01:57:51,949 - pyskl - INFO - Epoch [63][2400/3940] lr: 1.571e-02, eta: 1 day, 18:47:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 3.3700, loss: 3.3700 +2025-06-11 01:58:36,328 - pyskl - INFO - Epoch [63][2500/3940] lr: 1.570e-02, eta: 1 day, 18:46:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 3.4089, loss: 3.4089 +2025-06-11 01:59:20,724 - pyskl - INFO - Epoch [63][2600/3940] lr: 1.569e-02, eta: 1 day, 18:45:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 3.5499, loss: 3.5499 +2025-06-11 02:00:05,128 - pyskl - INFO - Epoch [63][2700/3940] lr: 1.569e-02, eta: 1 day, 18:44:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.5442, loss: 3.5442 +2025-06-11 02:00:49,513 - pyskl - INFO - Epoch [63][2800/3940] lr: 1.568e-02, eta: 1 day, 18:44:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9675, loss_cls: 3.4286, loss: 3.4286 +2025-06-11 02:01:33,893 - pyskl - INFO - Epoch [63][2900/3940] lr: 1.568e-02, eta: 1 day, 18:43:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 3.7026, loss: 3.7026 +2025-06-11 02:02:18,396 - pyskl - INFO - Epoch [63][3000/3940] lr: 1.567e-02, eta: 1 day, 18:42:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 3.6946, loss: 3.6946 +2025-06-11 02:03:02,874 - pyskl - INFO - Epoch [63][3100/3940] lr: 1.566e-02, eta: 1 day, 18:41:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9663, loss_cls: 3.5592, loss: 3.5592 +2025-06-11 02:03:47,307 - pyskl - INFO - Epoch [63][3200/3940] lr: 1.566e-02, eta: 1 day, 18:41:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 3.5398, loss: 3.5398 +2025-06-11 02:04:31,726 - pyskl - INFO - Epoch [63][3300/3940] lr: 1.565e-02, eta: 1 day, 18:40:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 3.6451, loss: 3.6451 +2025-06-11 02:05:16,274 - pyskl - INFO - Epoch [63][3400/3940] lr: 1.564e-02, eta: 1 day, 18:39:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.5555, loss: 3.5555 +2025-06-11 02:06:00,781 - pyskl - INFO - Epoch [63][3500/3940] lr: 1.564e-02, eta: 1 day, 18:38:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9644, loss_cls: 3.5487, loss: 3.5487 +2025-06-11 02:06:45,212 - pyskl - INFO - Epoch [63][3600/3940] lr: 1.563e-02, eta: 1 day, 18:38:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9688, loss_cls: 3.5090, loss: 3.5090 +2025-06-11 02:07:29,660 - pyskl - INFO - Epoch [63][3700/3940] lr: 1.562e-02, eta: 1 day, 18:37:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 3.5642, loss: 3.5642 +2025-06-11 02:08:14,164 - pyskl - INFO - Epoch [63][3800/3940] lr: 1.562e-02, eta: 1 day, 18:36:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 3.5213, loss: 3.5213 +2025-06-11 02:08:58,569 - pyskl - INFO - Epoch [63][3900/3940] lr: 1.561e-02, eta: 1 day, 18:35:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.5813, loss: 3.5813 +2025-06-11 02:09:16,699 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-06-11 02:12:43,895 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 02:12:44,366 - pyskl - INFO - +top1_acc 0.7015 +top5_acc 0.9253 +2025-06-11 02:12:44,383 - pyskl - INFO - Epoch(val) [63][3183] top1_acc: 0.7015, top5_acc: 0.9253 +2025-06-11 02:13:53,059 - pyskl - INFO - Epoch [64][100/3940] lr: 1.560e-02, eta: 1 day, 18:35:01, time: 0.687, data_time: 0.242, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 3.6444, loss: 3.6444 +2025-06-11 02:14:37,748 - pyskl - INFO - Epoch [64][200/3940] lr: 1.560e-02, eta: 1 day, 18:34:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 3.5144, loss: 3.5144 +2025-06-11 02:15:22,211 - pyskl - INFO - Epoch [64][300/3940] lr: 1.559e-02, eta: 1 day, 18:33:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.4816, loss: 3.4816 +2025-06-11 02:16:06,820 - pyskl - INFO - Epoch [64][400/3940] lr: 1.558e-02, eta: 1 day, 18:32:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 3.5073, loss: 3.5073 +2025-06-11 02:16:51,314 - pyskl - INFO - Epoch [64][500/3940] lr: 1.558e-02, eta: 1 day, 18:32:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9669, loss_cls: 3.5673, loss: 3.5673 +2025-06-11 02:17:35,768 - pyskl - INFO - Epoch [64][600/3940] lr: 1.557e-02, eta: 1 day, 18:31:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9644, loss_cls: 3.5766, loss: 3.5766 +2025-06-11 02:18:20,280 - pyskl - INFO - Epoch [64][700/3940] lr: 1.556e-02, eta: 1 day, 18:30:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.5465, loss: 3.5465 +2025-06-11 02:19:04,820 - pyskl - INFO - Epoch [64][800/3940] lr: 1.556e-02, eta: 1 day, 18:29:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 3.6185, loss: 3.6185 +2025-06-11 02:19:49,375 - pyskl - INFO - Epoch [64][900/3940] lr: 1.555e-02, eta: 1 day, 18:29:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.5677, loss: 3.5677 +2025-06-11 02:20:33,869 - pyskl - INFO - Epoch [64][1000/3940] lr: 1.554e-02, eta: 1 day, 18:28:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.4250, loss: 3.4250 +2025-06-11 02:21:18,401 - pyskl - INFO - Epoch [64][1100/3940] lr: 1.554e-02, eta: 1 day, 18:27:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 3.5963, loss: 3.5963 +2025-06-11 02:22:02,898 - pyskl - INFO - Epoch [64][1200/3940] lr: 1.553e-02, eta: 1 day, 18:26:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9606, loss_cls: 3.4614, loss: 3.4614 +2025-06-11 02:22:47,464 - pyskl - INFO - Epoch [64][1300/3940] lr: 1.552e-02, eta: 1 day, 18:26:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 3.5677, loss: 3.5677 +2025-06-11 02:23:31,969 - pyskl - INFO - Epoch [64][1400/3940] lr: 1.552e-02, eta: 1 day, 18:25:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 3.4291, loss: 3.4291 +2025-06-11 02:24:16,674 - pyskl - INFO - Epoch [64][1500/3940] lr: 1.551e-02, eta: 1 day, 18:24:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 3.5000, loss: 3.5000 +2025-06-11 02:25:01,555 - pyskl - INFO - Epoch [64][1600/3940] lr: 1.551e-02, eta: 1 day, 18:23:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 3.5661, loss: 3.5661 +2025-06-11 02:25:46,269 - pyskl - INFO - Epoch [64][1700/3940] lr: 1.550e-02, eta: 1 day, 18:23:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 3.5847, loss: 3.5847 +2025-06-11 02:26:30,820 - pyskl - INFO - Epoch [64][1800/3940] lr: 1.549e-02, eta: 1 day, 18:22:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 3.5239, loss: 3.5239 +2025-06-11 02:27:15,344 - pyskl - INFO - Epoch [64][1900/3940] lr: 1.549e-02, eta: 1 day, 18:21:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.5821, loss: 3.5821 +2025-06-11 02:27:59,886 - pyskl - INFO - Epoch [64][2000/3940] lr: 1.548e-02, eta: 1 day, 18:20:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.5824, loss: 3.5824 +2025-06-11 02:28:44,263 - pyskl - INFO - Epoch [64][2100/3940] lr: 1.547e-02, eta: 1 day, 18:20:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.4989, loss: 3.4989 +2025-06-11 02:29:28,667 - pyskl - INFO - Epoch [64][2200/3940] lr: 1.547e-02, eta: 1 day, 18:19:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9669, loss_cls: 3.4987, loss: 3.4987 +2025-06-11 02:30:13,141 - pyskl - INFO - Epoch [64][2300/3940] lr: 1.546e-02, eta: 1 day, 18:18:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 3.6094, loss: 3.6094 +2025-06-11 02:30:57,546 - pyskl - INFO - Epoch [64][2400/3940] lr: 1.545e-02, eta: 1 day, 18:17:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.4066, loss: 3.4066 +2025-06-11 02:31:41,914 - pyskl - INFO - Epoch [64][2500/3940] lr: 1.545e-02, eta: 1 day, 18:17:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 3.5341, loss: 3.5341 +2025-06-11 02:32:26,340 - pyskl - INFO - Epoch [64][2600/3940] lr: 1.544e-02, eta: 1 day, 18:16:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 3.5629, loss: 3.5629 +2025-06-11 02:33:10,752 - pyskl - INFO - Epoch [64][2700/3940] lr: 1.543e-02, eta: 1 day, 18:15:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.4748, loss: 3.4748 +2025-06-11 02:33:55,204 - pyskl - INFO - Epoch [64][2800/3940] lr: 1.543e-02, eta: 1 day, 18:14:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9606, loss_cls: 3.5893, loss: 3.5893 +2025-06-11 02:34:39,742 - pyskl - INFO - Epoch [64][2900/3940] lr: 1.542e-02, eta: 1 day, 18:14:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9775, loss_cls: 3.4997, loss: 3.4997 +2025-06-11 02:35:24,496 - pyskl - INFO - Epoch [64][3000/3940] lr: 1.542e-02, eta: 1 day, 18:13:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9625, loss_cls: 3.5274, loss: 3.5274 +2025-06-11 02:36:09,178 - pyskl - INFO - Epoch [64][3100/3940] lr: 1.541e-02, eta: 1 day, 18:12:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9625, loss_cls: 3.4780, loss: 3.4780 +2025-06-11 02:36:53,907 - pyskl - INFO - Epoch [64][3200/3940] lr: 1.540e-02, eta: 1 day, 18:11:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 3.5015, loss: 3.5015 +2025-06-11 02:37:38,425 - pyskl - INFO - Epoch [64][3300/3940] lr: 1.540e-02, eta: 1 day, 18:11:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9613, loss_cls: 3.5511, loss: 3.5511 +2025-06-11 02:38:22,958 - pyskl - INFO - Epoch [64][3400/3940] lr: 1.539e-02, eta: 1 day, 18:10:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 3.5273, loss: 3.5273 +2025-06-11 02:39:07,488 - pyskl - INFO - Epoch [64][3500/3940] lr: 1.538e-02, eta: 1 day, 18:09:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.5169, loss: 3.5169 +2025-06-11 02:39:52,039 - pyskl - INFO - Epoch [64][3600/3940] lr: 1.538e-02, eta: 1 day, 18:08:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.4839, loss: 3.4839 +2025-06-11 02:40:36,545 - pyskl - INFO - Epoch [64][3700/3940] lr: 1.537e-02, eta: 1 day, 18:08:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 3.5702, loss: 3.5702 +2025-06-11 02:41:21,071 - pyskl - INFO - Epoch [64][3800/3940] lr: 1.536e-02, eta: 1 day, 18:07:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9613, loss_cls: 3.5426, loss: 3.5426 +2025-06-11 02:42:05,616 - pyskl - INFO - Epoch [64][3900/3940] lr: 1.536e-02, eta: 1 day, 18:06:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9663, loss_cls: 3.5658, loss: 3.5658 +2025-06-11 02:42:23,767 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-06-11 02:45:50,949 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 02:45:51,408 - pyskl - INFO - +top1_acc 0.7165 +top5_acc 0.9364 +2025-06-11 02:45:51,426 - pyskl - INFO - Epoch(val) [64][3183] top1_acc: 0.7165, top5_acc: 0.9364 +2025-06-11 02:47:00,332 - pyskl - INFO - Epoch [65][100/3940] lr: 1.535e-02, eta: 1 day, 18:05:36, time: 0.689, data_time: 0.245, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9694, loss_cls: 3.4332, loss: 3.4332 +2025-06-11 02:47:44,810 - pyskl - INFO - Epoch [65][200/3940] lr: 1.534e-02, eta: 1 day, 18:04:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.4520, loss: 3.4520 +2025-06-11 02:48:29,301 - pyskl - INFO - Epoch [65][300/3940] lr: 1.534e-02, eta: 1 day, 18:04:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 3.3781, loss: 3.3781 +2025-06-11 02:49:13,977 - pyskl - INFO - Epoch [65][400/3940] lr: 1.533e-02, eta: 1 day, 18:03:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.4513, loss: 3.4513 +2025-06-11 02:49:58,402 - pyskl - INFO - Epoch [65][500/3940] lr: 1.532e-02, eta: 1 day, 18:02:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9706, loss_cls: 3.4051, loss: 3.4051 +2025-06-11 02:50:43,032 - pyskl - INFO - Epoch [65][600/3940] lr: 1.532e-02, eta: 1 day, 18:01:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.4751, loss: 3.4751 +2025-06-11 02:51:27,462 - pyskl - INFO - Epoch [65][700/3940] lr: 1.531e-02, eta: 1 day, 18:01:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 3.5145, loss: 3.5145 +2025-06-11 02:52:11,837 - pyskl - INFO - Epoch [65][800/3940] lr: 1.530e-02, eta: 1 day, 18:00:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 3.5407, loss: 3.5407 +2025-06-11 02:52:56,375 - pyskl - INFO - Epoch [65][900/3940] lr: 1.530e-02, eta: 1 day, 17:59:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 3.5818, loss: 3.5818 +2025-06-11 02:53:40,809 - pyskl - INFO - Epoch [65][1000/3940] lr: 1.529e-02, eta: 1 day, 17:58:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 3.5198, loss: 3.5198 +2025-06-11 02:54:25,162 - pyskl - INFO - Epoch [65][1100/3940] lr: 1.528e-02, eta: 1 day, 17:58:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 3.3848, loss: 3.3848 +2025-06-11 02:55:09,507 - pyskl - INFO - Epoch [65][1200/3940] lr: 1.528e-02, eta: 1 day, 17:57:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.6062, loss: 3.6062 +2025-06-11 02:55:54,129 - pyskl - INFO - Epoch [65][1300/3940] lr: 1.527e-02, eta: 1 day, 17:56:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.5227, loss: 3.5227 +2025-06-11 02:56:38,819 - pyskl - INFO - Epoch [65][1400/3940] lr: 1.526e-02, eta: 1 day, 17:55:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9663, loss_cls: 3.5038, loss: 3.5038 +2025-06-11 02:57:23,488 - pyskl - INFO - Epoch [65][1500/3940] lr: 1.526e-02, eta: 1 day, 17:55:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9656, loss_cls: 3.5338, loss: 3.5338 +2025-06-11 02:58:08,038 - pyskl - INFO - Epoch [65][1600/3940] lr: 1.525e-02, eta: 1 day, 17:54:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9669, loss_cls: 3.5953, loss: 3.5953 +2025-06-11 02:58:52,545 - pyskl - INFO - Epoch [65][1700/3940] lr: 1.524e-02, eta: 1 day, 17:53:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 3.4980, loss: 3.4980 +2025-06-11 02:59:36,979 - pyskl - INFO - Epoch [65][1800/3940] lr: 1.524e-02, eta: 1 day, 17:52:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 3.4110, loss: 3.4110 +2025-06-11 03:00:21,475 - pyskl - INFO - Epoch [65][1900/3940] lr: 1.523e-02, eta: 1 day, 17:52:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.3935, loss: 3.3935 +2025-06-11 03:01:05,912 - pyskl - INFO - Epoch [65][2000/3940] lr: 1.522e-02, eta: 1 day, 17:51:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 3.5283, loss: 3.5283 +2025-06-11 03:01:50,319 - pyskl - INFO - Epoch [65][2100/3940] lr: 1.522e-02, eta: 1 day, 17:50:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.3962, loss: 3.3962 +2025-06-11 03:02:34,757 - pyskl - INFO - Epoch [65][2200/3940] lr: 1.521e-02, eta: 1 day, 17:49:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.5062, loss: 3.5062 +2025-06-11 03:03:19,187 - pyskl - INFO - Epoch [65][2300/3940] lr: 1.521e-02, eta: 1 day, 17:49:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.6590, loss: 3.6590 +2025-06-11 03:04:03,593 - pyskl - INFO - Epoch [65][2400/3940] lr: 1.520e-02, eta: 1 day, 17:48:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9663, loss_cls: 3.5066, loss: 3.5066 +2025-06-11 03:04:48,061 - pyskl - INFO - Epoch [65][2500/3940] lr: 1.519e-02, eta: 1 day, 17:47:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.5421, loss: 3.5421 +2025-06-11 03:05:32,491 - pyskl - INFO - Epoch [65][2600/3940] lr: 1.519e-02, eta: 1 day, 17:46:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9513, loss_cls: 3.6615, loss: 3.6615 +2025-06-11 03:06:16,949 - pyskl - INFO - Epoch [65][2700/3940] lr: 1.518e-02, eta: 1 day, 17:46:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 3.6717, loss: 3.6717 +2025-06-11 03:07:01,423 - pyskl - INFO - Epoch [65][2800/3940] lr: 1.517e-02, eta: 1 day, 17:45:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.3786, loss: 3.3786 +2025-06-11 03:07:45,884 - pyskl - INFO - Epoch [65][2900/3940] lr: 1.517e-02, eta: 1 day, 17:44:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 3.4659, loss: 3.4659 +2025-06-11 03:08:30,262 - pyskl - INFO - Epoch [65][3000/3940] lr: 1.516e-02, eta: 1 day, 17:43:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9675, loss_cls: 3.5095, loss: 3.5095 +2025-06-11 03:09:14,644 - pyskl - INFO - Epoch [65][3100/3940] lr: 1.515e-02, eta: 1 day, 17:43:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9744, loss_cls: 3.5090, loss: 3.5090 +2025-06-11 03:09:59,126 - pyskl - INFO - Epoch [65][3200/3940] lr: 1.515e-02, eta: 1 day, 17:42:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 3.5582, loss: 3.5582 +2025-06-11 03:10:43,614 - pyskl - INFO - Epoch [65][3300/3940] lr: 1.514e-02, eta: 1 day, 17:41:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 3.4072, loss: 3.4072 +2025-06-11 03:11:28,085 - pyskl - INFO - Epoch [65][3400/3940] lr: 1.513e-02, eta: 1 day, 17:40:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 3.4511, loss: 3.4511 +2025-06-11 03:12:12,594 - pyskl - INFO - Epoch [65][3500/3940] lr: 1.513e-02, eta: 1 day, 17:40:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9750, loss_cls: 3.4386, loss: 3.4386 +2025-06-11 03:12:57,217 - pyskl - INFO - Epoch [65][3600/3940] lr: 1.512e-02, eta: 1 day, 17:39:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9587, loss_cls: 3.5492, loss: 3.5492 +2025-06-11 03:13:41,842 - pyskl - INFO - Epoch [65][3700/3940] lr: 1.511e-02, eta: 1 day, 17:38:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 3.7190, loss: 3.7190 +2025-06-11 03:14:26,506 - pyskl - INFO - Epoch [65][3800/3940] lr: 1.511e-02, eta: 1 day, 17:37:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 3.4531, loss: 3.4531 +2025-06-11 03:15:11,154 - pyskl - INFO - Epoch [65][3900/3940] lr: 1.510e-02, eta: 1 day, 17:37:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 3.5524, loss: 3.5524 +2025-06-11 03:15:29,302 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-06-11 03:33:09,989 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 03:33:10,499 - pyskl - INFO - +top1_acc 0.6840 +top5_acc 0.9192 +2025-06-11 03:33:10,515 - pyskl - INFO - Epoch(val) [65][3183] top1_acc: 0.6840, top5_acc: 0.9192 +2025-06-11 03:34:20,426 - pyskl - INFO - Epoch [66][100/3940] lr: 1.509e-02, eta: 1 day, 17:36:11, time: 0.699, data_time: 0.248, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 3.5563, loss: 3.5563 +2025-06-11 03:35:05,061 - pyskl - INFO - Epoch [66][200/3940] lr: 1.509e-02, eta: 1 day, 17:35:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.4347, loss: 3.4347 +2025-06-11 03:35:49,669 - pyskl - INFO - Epoch [66][300/3940] lr: 1.508e-02, eta: 1 day, 17:34:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 3.4614, loss: 3.4614 +2025-06-11 03:36:34,325 - pyskl - INFO - Epoch [66][400/3940] lr: 1.507e-02, eta: 1 day, 17:33:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9631, loss_cls: 3.4195, loss: 3.4195 +2025-06-11 03:37:18,873 - pyskl - INFO - Epoch [66][500/3940] lr: 1.507e-02, eta: 1 day, 17:33:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 3.5950, loss: 3.5950 +2025-06-11 03:38:03,383 - pyskl - INFO - Epoch [66][600/3940] lr: 1.506e-02, eta: 1 day, 17:32:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9681, loss_cls: 3.3907, loss: 3.3907 +2025-06-11 03:38:47,905 - pyskl - INFO - Epoch [66][700/3940] lr: 1.505e-02, eta: 1 day, 17:31:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 3.3653, loss: 3.3653 +2025-06-11 03:39:32,446 - pyskl - INFO - Epoch [66][800/3940] lr: 1.505e-02, eta: 1 day, 17:30:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 3.5352, loss: 3.5352 +2025-06-11 03:40:16,986 - pyskl - INFO - Epoch [66][900/3940] lr: 1.504e-02, eta: 1 day, 17:30:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 3.4641, loss: 3.4641 +2025-06-11 03:41:01,554 - pyskl - INFO - Epoch [66][1000/3940] lr: 1.503e-02, eta: 1 day, 17:29:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.5603, loss: 3.5603 +2025-06-11 03:41:46,059 - pyskl - INFO - Epoch [66][1100/3940] lr: 1.503e-02, eta: 1 day, 17:28:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9663, loss_cls: 3.4775, loss: 3.4775 +2025-06-11 03:42:30,592 - pyskl - INFO - Epoch [66][1200/3940] lr: 1.502e-02, eta: 1 day, 17:27:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.5461, loss: 3.5461 +2025-06-11 03:43:15,138 - pyskl - INFO - Epoch [66][1300/3940] lr: 1.501e-02, eta: 1 day, 17:27:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 3.4990, loss: 3.4990 +2025-06-11 03:43:59,713 - pyskl - INFO - Epoch [66][1400/3940] lr: 1.501e-02, eta: 1 day, 17:26:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 3.4700, loss: 3.4700 +2025-06-11 03:44:44,343 - pyskl - INFO - Epoch [66][1500/3940] lr: 1.500e-02, eta: 1 day, 17:25:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 3.5178, loss: 3.5178 +2025-06-11 03:45:28,979 - pyskl - INFO - Epoch [66][1600/3940] lr: 1.499e-02, eta: 1 day, 17:24:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9669, loss_cls: 3.5723, loss: 3.5723 +2025-06-11 03:46:13,601 - pyskl - INFO - Epoch [66][1700/3940] lr: 1.499e-02, eta: 1 day, 17:24:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.4814, loss: 3.4814 +2025-06-11 03:46:58,153 - pyskl - INFO - Epoch [66][1800/3940] lr: 1.498e-02, eta: 1 day, 17:23:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.5759, loss: 3.5759 +2025-06-11 03:47:42,766 - pyskl - INFO - Epoch [66][1900/3940] lr: 1.498e-02, eta: 1 day, 17:22:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 3.4237, loss: 3.4237 +2025-06-11 03:48:27,431 - pyskl - INFO - Epoch [66][2000/3940] lr: 1.497e-02, eta: 1 day, 17:21:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.4529, loss: 3.4529 +2025-06-11 03:49:11,890 - pyskl - INFO - Epoch [66][2100/3940] lr: 1.496e-02, eta: 1 day, 17:21:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9669, loss_cls: 3.5035, loss: 3.5035 +2025-06-11 03:49:56,421 - pyskl - INFO - Epoch [66][2200/3940] lr: 1.496e-02, eta: 1 day, 17:20:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.4402, loss: 3.4402 +2025-06-11 03:50:40,948 - pyskl - INFO - Epoch [66][2300/3940] lr: 1.495e-02, eta: 1 day, 17:19:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9750, loss_cls: 3.5284, loss: 3.5284 +2025-06-11 03:51:25,463 - pyskl - INFO - Epoch [66][2400/3940] lr: 1.494e-02, eta: 1 day, 17:18:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.4733, loss: 3.4733 +2025-06-11 03:52:09,978 - pyskl - INFO - Epoch [66][2500/3940] lr: 1.494e-02, eta: 1 day, 17:18:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 3.5116, loss: 3.5116 +2025-06-11 03:52:54,476 - pyskl - INFO - Epoch [66][2600/3940] lr: 1.493e-02, eta: 1 day, 17:17:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 3.5257, loss: 3.5257 +2025-06-11 03:53:39,004 - pyskl - INFO - Epoch [66][2700/3940] lr: 1.492e-02, eta: 1 day, 17:16:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.4271, loss: 3.4271 +2025-06-11 03:54:23,561 - pyskl - INFO - Epoch [66][2800/3940] lr: 1.492e-02, eta: 1 day, 17:15:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9656, loss_cls: 3.5415, loss: 3.5415 +2025-06-11 03:55:08,195 - pyskl - INFO - Epoch [66][2900/3940] lr: 1.491e-02, eta: 1 day, 17:15:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.5715, loss: 3.5715 +2025-06-11 03:55:52,981 - pyskl - INFO - Epoch [66][3000/3940] lr: 1.490e-02, eta: 1 day, 17:14:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 3.5428, loss: 3.5428 +2025-06-11 03:56:37,730 - pyskl - INFO - Epoch [66][3100/3940] lr: 1.490e-02, eta: 1 day, 17:13:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 3.5420, loss: 3.5420 +2025-06-11 03:57:22,471 - pyskl - INFO - Epoch [66][3200/3940] lr: 1.489e-02, eta: 1 day, 17:12:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9675, loss_cls: 3.4268, loss: 3.4268 +2025-06-11 03:58:07,122 - pyskl - INFO - Epoch [66][3300/3940] lr: 1.488e-02, eta: 1 day, 17:12:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9681, loss_cls: 3.4772, loss: 3.4772 +2025-06-11 03:58:51,762 - pyskl - INFO - Epoch [66][3400/3940] lr: 1.488e-02, eta: 1 day, 17:11:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 3.5008, loss: 3.5008 +2025-06-11 03:59:36,359 - pyskl - INFO - Epoch [66][3500/3940] lr: 1.487e-02, eta: 1 day, 17:10:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 3.5539, loss: 3.5539 +2025-06-11 04:00:20,878 - pyskl - INFO - Epoch [66][3600/3940] lr: 1.486e-02, eta: 1 day, 17:09:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.5090, loss: 3.5090 +2025-06-11 04:01:05,404 - pyskl - INFO - Epoch [66][3700/3940] lr: 1.486e-02, eta: 1 day, 17:09:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 3.5932, loss: 3.5932 +2025-06-11 04:01:49,914 - pyskl - INFO - Epoch [66][3800/3940] lr: 1.485e-02, eta: 1 day, 17:08:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9637, loss_cls: 3.5499, loss: 3.5499 +2025-06-11 04:02:34,360 - pyskl - INFO - Epoch [66][3900/3940] lr: 1.484e-02, eta: 1 day, 17:07:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 3.5817, loss: 3.5817 +2025-06-11 04:02:52,507 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-06-11 04:06:17,572 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 04:06:18,033 - pyskl - INFO - +top1_acc 0.7400 +top5_acc 0.9442 +2025-06-11 04:06:18,049 - pyskl - INFO - Epoch(val) [66][3183] top1_acc: 0.7400, top5_acc: 0.9442 +2025-06-11 04:07:27,052 - pyskl - INFO - Epoch [67][100/3940] lr: 1.484e-02, eta: 1 day, 17:06:49, time: 0.690, data_time: 0.244, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 3.3496, loss: 3.3496 +2025-06-11 04:08:11,731 - pyskl - INFO - Epoch [67][200/3940] lr: 1.483e-02, eta: 1 day, 17:06:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.3204, loss: 3.3204 +2025-06-11 04:08:56,308 - pyskl - INFO - Epoch [67][300/3940] lr: 1.482e-02, eta: 1 day, 17:05:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9681, loss_cls: 3.4500, loss: 3.4500 +2025-06-11 04:09:40,870 - pyskl - INFO - Epoch [67][400/3940] lr: 1.482e-02, eta: 1 day, 17:04:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9688, loss_cls: 3.3450, loss: 3.3450 +2025-06-11 04:10:25,588 - pyskl - INFO - Epoch [67][500/3940] lr: 1.481e-02, eta: 1 day, 17:03:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 3.3578, loss: 3.3578 +2025-06-11 04:11:10,107 - pyskl - INFO - Epoch [67][600/3940] lr: 1.480e-02, eta: 1 day, 17:03:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9650, loss_cls: 3.5373, loss: 3.5373 +2025-06-11 04:11:54,522 - pyskl - INFO - Epoch [67][700/3940] lr: 1.480e-02, eta: 1 day, 17:02:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9613, loss_cls: 3.4912, loss: 3.4912 +2025-06-11 04:12:39,196 - pyskl - INFO - Epoch [67][800/3940] lr: 1.479e-02, eta: 1 day, 17:01:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9675, loss_cls: 3.4510, loss: 3.4510 +2025-06-11 04:13:23,665 - pyskl - INFO - Epoch [67][900/3940] lr: 1.478e-02, eta: 1 day, 17:00:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 3.5057, loss: 3.5057 +2025-06-11 04:14:08,104 - pyskl - INFO - Epoch [67][1000/3940] lr: 1.478e-02, eta: 1 day, 17:00:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9700, loss_cls: 3.3814, loss: 3.3814 +2025-06-11 04:14:52,609 - pyskl - INFO - Epoch [67][1100/3940] lr: 1.477e-02, eta: 1 day, 16:59:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 3.4108, loss: 3.4108 +2025-06-11 04:15:37,130 - pyskl - INFO - Epoch [67][1200/3940] lr: 1.476e-02, eta: 1 day, 16:58:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 3.4326, loss: 3.4326 +2025-06-11 04:16:21,700 - pyskl - INFO - Epoch [67][1300/3940] lr: 1.476e-02, eta: 1 day, 16:57:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9650, loss_cls: 3.5049, loss: 3.5049 +2025-06-11 04:17:06,282 - pyskl - INFO - Epoch [67][1400/3940] lr: 1.475e-02, eta: 1 day, 16:57:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 3.4672, loss: 3.4672 +2025-06-11 04:17:50,994 - pyskl - INFO - Epoch [67][1500/3940] lr: 1.474e-02, eta: 1 day, 16:56:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 3.5606, loss: 3.5606 +2025-06-11 04:18:35,642 - pyskl - INFO - Epoch [67][1600/3940] lr: 1.474e-02, eta: 1 day, 16:55:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 3.4317, loss: 3.4317 +2025-06-11 04:19:20,349 - pyskl - INFO - Epoch [67][1700/3940] lr: 1.473e-02, eta: 1 day, 16:54:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 3.6632, loss: 3.6632 +2025-06-11 04:20:05,063 - pyskl - INFO - Epoch [67][1800/3940] lr: 1.472e-02, eta: 1 day, 16:54:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9694, loss_cls: 3.4523, loss: 3.4523 +2025-06-11 04:20:49,682 - pyskl - INFO - Epoch [67][1900/3940] lr: 1.472e-02, eta: 1 day, 16:53:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 3.4247, loss: 3.4247 +2025-06-11 04:21:34,225 - pyskl - INFO - Epoch [67][2000/3940] lr: 1.471e-02, eta: 1 day, 16:52:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 3.6701, loss: 3.6701 +2025-06-11 04:22:18,748 - pyskl - INFO - Epoch [67][2100/3940] lr: 1.471e-02, eta: 1 day, 16:51:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 3.4410, loss: 3.4410 +2025-06-11 04:23:03,191 - pyskl - INFO - Epoch [67][2200/3940] lr: 1.470e-02, eta: 1 day, 16:51:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9650, loss_cls: 3.5202, loss: 3.5202 +2025-06-11 04:23:47,583 - pyskl - INFO - Epoch [67][2300/3940] lr: 1.469e-02, eta: 1 day, 16:50:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9681, loss_cls: 3.4489, loss: 3.4489 +2025-06-11 04:24:32,078 - pyskl - INFO - Epoch [67][2400/3940] lr: 1.469e-02, eta: 1 day, 16:49:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 3.4143, loss: 3.4143 +2025-06-11 04:25:16,604 - pyskl - INFO - Epoch [67][2500/3940] lr: 1.468e-02, eta: 1 day, 16:48:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 3.6093, loss: 3.6093 +2025-06-11 04:26:01,105 - pyskl - INFO - Epoch [67][2600/3940] lr: 1.467e-02, eta: 1 day, 16:48:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9663, loss_cls: 3.5701, loss: 3.5701 +2025-06-11 04:26:45,662 - pyskl - INFO - Epoch [67][2700/3940] lr: 1.467e-02, eta: 1 day, 16:47:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9656, loss_cls: 3.5654, loss: 3.5654 +2025-06-11 04:27:30,158 - pyskl - INFO - Epoch [67][2800/3940] lr: 1.466e-02, eta: 1 day, 16:46:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 3.3871, loss: 3.3871 +2025-06-11 04:28:14,726 - pyskl - INFO - Epoch [67][2900/3940] lr: 1.465e-02, eta: 1 day, 16:45:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.5221, loss: 3.5221 +2025-06-11 04:28:59,445 - pyskl - INFO - Epoch [67][3000/3940] lr: 1.465e-02, eta: 1 day, 16:45:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.4725, loss: 3.4725 +2025-06-11 04:29:44,201 - pyskl - INFO - Epoch [67][3100/3940] lr: 1.464e-02, eta: 1 day, 16:44:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9669, loss_cls: 3.5034, loss: 3.5034 +2025-06-11 04:30:28,875 - pyskl - INFO - Epoch [67][3200/3940] lr: 1.463e-02, eta: 1 day, 16:43:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9744, loss_cls: 3.5595, loss: 3.5595 +2025-06-11 04:31:13,582 - pyskl - INFO - Epoch [67][3300/3940] lr: 1.463e-02, eta: 1 day, 16:42:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 3.6735, loss: 3.6735 +2025-06-11 04:31:58,304 - pyskl - INFO - Epoch [67][3400/3940] lr: 1.462e-02, eta: 1 day, 16:42:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 3.3820, loss: 3.3820 +2025-06-11 04:32:42,907 - pyskl - INFO - Epoch [67][3500/3940] lr: 1.461e-02, eta: 1 day, 16:41:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9725, loss_cls: 3.3444, loss: 3.3444 +2025-06-11 04:33:27,390 - pyskl - INFO - Epoch [67][3600/3940] lr: 1.461e-02, eta: 1 day, 16:40:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 3.5086, loss: 3.5086 +2025-06-11 04:34:11,894 - pyskl - INFO - Epoch [67][3700/3940] lr: 1.460e-02, eta: 1 day, 16:39:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 3.5109, loss: 3.5109 +2025-06-11 04:34:56,440 - pyskl - INFO - Epoch [67][3800/3940] lr: 1.459e-02, eta: 1 day, 16:39:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9669, loss_cls: 3.4860, loss: 3.4860 +2025-06-11 04:35:40,958 - pyskl - INFO - Epoch [67][3900/3940] lr: 1.459e-02, eta: 1 day, 16:38:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 3.4174, loss: 3.4174 +2025-06-11 04:35:59,058 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-06-11 04:39:23,637 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 04:39:24,152 - pyskl - INFO - +top1_acc 0.5997 +top5_acc 0.8685 +2025-06-11 04:39:24,169 - pyskl - INFO - Epoch(val) [67][3183] top1_acc: 0.5997, top5_acc: 0.8685 +2025-06-11 04:40:33,182 - pyskl - INFO - Epoch [68][100/3940] lr: 1.458e-02, eta: 1 day, 16:37:27, time: 0.690, data_time: 0.245, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 3.4787, loss: 3.4787 +2025-06-11 04:41:17,669 - pyskl - INFO - Epoch [68][200/3940] lr: 1.457e-02, eta: 1 day, 16:36:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 3.3421, loss: 3.3421 +2025-06-11 04:42:02,208 - pyskl - INFO - Epoch [68][300/3940] lr: 1.457e-02, eta: 1 day, 16:35:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.3416, loss: 3.3416 +2025-06-11 04:42:46,676 - pyskl - INFO - Epoch [68][400/3940] lr: 1.456e-02, eta: 1 day, 16:35:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 3.3169, loss: 3.3169 +2025-06-11 04:43:31,057 - pyskl - INFO - Epoch [68][500/3940] lr: 1.455e-02, eta: 1 day, 16:34:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 3.4390, loss: 3.4390 +2025-06-11 04:44:15,489 - pyskl - INFO - Epoch [68][600/3940] lr: 1.455e-02, eta: 1 day, 16:33:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 3.4010, loss: 3.4010 +2025-06-11 04:44:59,856 - pyskl - INFO - Epoch [68][700/3940] lr: 1.454e-02, eta: 1 day, 16:32:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.4400, loss: 3.4400 +2025-06-11 04:45:44,500 - pyskl - INFO - Epoch [68][800/3940] lr: 1.453e-02, eta: 1 day, 16:32:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.4141, loss: 3.4141 +2025-06-11 04:46:29,122 - pyskl - INFO - Epoch [68][900/3940] lr: 1.453e-02, eta: 1 day, 16:31:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9769, loss_cls: 3.4304, loss: 3.4304 +2025-06-11 04:47:13,585 - pyskl - INFO - Epoch [68][1000/3940] lr: 1.452e-02, eta: 1 day, 16:30:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 3.4509, loss: 3.4509 +2025-06-11 04:47:58,146 - pyskl - INFO - Epoch [68][1100/3940] lr: 1.451e-02, eta: 1 day, 16:29:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 3.2920, loss: 3.2920 +2025-06-11 04:48:42,664 - pyskl - INFO - Epoch [68][1200/3940] lr: 1.451e-02, eta: 1 day, 16:29:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.5911, loss: 3.5911 +2025-06-11 04:49:27,210 - pyskl - INFO - Epoch [68][1300/3940] lr: 1.450e-02, eta: 1 day, 16:28:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.5096, loss: 3.5096 +2025-06-11 04:50:11,801 - pyskl - INFO - Epoch [68][1400/3940] lr: 1.449e-02, eta: 1 day, 16:27:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9681, loss_cls: 3.3863, loss: 3.3863 +2025-06-11 04:50:56,423 - pyskl - INFO - Epoch [68][1500/3940] lr: 1.449e-02, eta: 1 day, 16:26:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 3.5647, loss: 3.5647 +2025-06-11 04:51:40,981 - pyskl - INFO - Epoch [68][1600/3940] lr: 1.448e-02, eta: 1 day, 16:26:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9656, loss_cls: 3.5144, loss: 3.5144 +2025-06-11 04:52:25,621 - pyskl - INFO - Epoch [68][1700/3940] lr: 1.447e-02, eta: 1 day, 16:25:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 3.5203, loss: 3.5203 +2025-06-11 04:53:10,138 - pyskl - INFO - Epoch [68][1800/3940] lr: 1.447e-02, eta: 1 day, 16:24:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9613, loss_cls: 3.4883, loss: 3.4883 +2025-06-11 04:53:54,672 - pyskl - INFO - Epoch [68][1900/3940] lr: 1.446e-02, eta: 1 day, 16:23:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.5216, loss: 3.5216 +2025-06-11 04:54:39,091 - pyskl - INFO - Epoch [68][2000/3940] lr: 1.445e-02, eta: 1 day, 16:23:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.3845, loss: 3.3845 +2025-06-11 04:55:23,617 - pyskl - INFO - Epoch [68][2100/3940] lr: 1.445e-02, eta: 1 day, 16:22:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9706, loss_cls: 3.3963, loss: 3.3963 +2025-06-11 04:56:08,210 - pyskl - INFO - Epoch [68][2200/3940] lr: 1.444e-02, eta: 1 day, 16:21:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.4701, loss: 3.4701 +2025-06-11 04:56:52,767 - pyskl - INFO - Epoch [68][2300/3940] lr: 1.443e-02, eta: 1 day, 16:20:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 3.4658, loss: 3.4658 +2025-06-11 04:57:37,371 - pyskl - INFO - Epoch [68][2400/3940] lr: 1.443e-02, eta: 1 day, 16:20:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9681, loss_cls: 3.4524, loss: 3.4524 +2025-06-11 04:58:21,945 - pyskl - INFO - Epoch [68][2500/3940] lr: 1.442e-02, eta: 1 day, 16:19:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 3.4639, loss: 3.4639 +2025-06-11 04:59:06,516 - pyskl - INFO - Epoch [68][2600/3940] lr: 1.441e-02, eta: 1 day, 16:18:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9694, loss_cls: 3.4252, loss: 3.4252 +2025-06-11 04:59:51,061 - pyskl - INFO - Epoch [68][2700/3940] lr: 1.441e-02, eta: 1 day, 16:17:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 3.3225, loss: 3.3225 +2025-06-11 05:00:35,659 - pyskl - INFO - Epoch [68][2800/3940] lr: 1.440e-02, eta: 1 day, 16:17:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 3.3984, loss: 3.3984 +2025-06-11 05:01:20,237 - pyskl - INFO - Epoch [68][2900/3940] lr: 1.439e-02, eta: 1 day, 16:16:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 3.4602, loss: 3.4602 +2025-06-11 05:02:04,783 - pyskl - INFO - Epoch [68][3000/3940] lr: 1.439e-02, eta: 1 day, 16:15:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 3.5629, loss: 3.5629 +2025-06-11 05:02:49,324 - pyskl - INFO - Epoch [68][3100/3940] lr: 1.438e-02, eta: 1 day, 16:14:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9625, loss_cls: 3.7202, loss: 3.7202 +2025-06-11 05:03:33,881 - pyskl - INFO - Epoch [68][3200/3940] lr: 1.437e-02, eta: 1 day, 16:14:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 3.6904, loss: 3.6904 +2025-06-11 05:04:18,417 - pyskl - INFO - Epoch [68][3300/3940] lr: 1.437e-02, eta: 1 day, 16:13:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9650, loss_cls: 3.6043, loss: 3.6043 +2025-06-11 05:05:03,075 - pyskl - INFO - Epoch [68][3400/3940] lr: 1.436e-02, eta: 1 day, 16:12:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9700, loss_cls: 3.6567, loss: 3.6567 +2025-06-11 05:05:47,531 - pyskl - INFO - Epoch [68][3500/3940] lr: 1.436e-02, eta: 1 day, 16:11:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 3.4832, loss: 3.4832 +2025-06-11 05:06:32,031 - pyskl - INFO - Epoch [68][3600/3940] lr: 1.435e-02, eta: 1 day, 16:11:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 3.6175, loss: 3.6175 +2025-06-11 05:07:16,545 - pyskl - INFO - Epoch [68][3700/3940] lr: 1.434e-02, eta: 1 day, 16:10:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9669, loss_cls: 3.3955, loss: 3.3955 +2025-06-11 05:08:01,042 - pyskl - INFO - Epoch [68][3800/3940] lr: 1.434e-02, eta: 1 day, 16:09:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.5014, loss: 3.5014 +2025-06-11 05:08:45,496 - pyskl - INFO - Epoch [68][3900/3940] lr: 1.433e-02, eta: 1 day, 16:08:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 3.4123, loss: 3.4123 +2025-06-11 05:09:03,633 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-06-11 05:12:30,444 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 05:12:30,907 - pyskl - INFO - +top1_acc 0.7612 +top5_acc 0.9549 +2025-06-11 05:12:30,958 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_60.pth was removed +2025-06-11 05:12:31,967 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. +2025-06-11 05:12:31,969 - pyskl - INFO - Best top1_acc is 0.7612 at 68 epoch. +2025-06-11 05:12:31,985 - pyskl - INFO - Epoch(val) [68][3183] top1_acc: 0.7612, top5_acc: 0.9549 +2025-06-11 05:13:41,367 - pyskl - INFO - Epoch [69][100/3940] lr: 1.432e-02, eta: 1 day, 16:08:04, time: 0.694, data_time: 0.248, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 3.3513, loss: 3.3513 +2025-06-11 05:14:25,895 - pyskl - INFO - Epoch [69][200/3940] lr: 1.431e-02, eta: 1 day, 16:07:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9719, loss_cls: 3.4453, loss: 3.4453 +2025-06-11 05:15:10,394 - pyskl - INFO - Epoch [69][300/3940] lr: 1.431e-02, eta: 1 day, 16:06:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 3.2738, loss: 3.2738 +2025-06-11 05:15:54,911 - pyskl - INFO - Epoch [69][400/3940] lr: 1.430e-02, eta: 1 day, 16:05:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 3.4579, loss: 3.4579 +2025-06-11 05:16:39,446 - pyskl - INFO - Epoch [69][500/3940] lr: 1.429e-02, eta: 1 day, 16:05:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 3.4530, loss: 3.4530 +2025-06-11 05:17:23,934 - pyskl - INFO - Epoch [69][600/3940] lr: 1.429e-02, eta: 1 day, 16:04:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.2668, loss: 3.2668 +2025-06-11 05:18:08,399 - pyskl - INFO - Epoch [69][700/3940] lr: 1.428e-02, eta: 1 day, 16:03:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.4636, loss: 3.4636 +2025-06-11 05:18:52,797 - pyskl - INFO - Epoch [69][800/3940] lr: 1.427e-02, eta: 1 day, 16:02:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.4621, loss: 3.4621 +2025-06-11 05:19:37,243 - pyskl - INFO - Epoch [69][900/3940] lr: 1.427e-02, eta: 1 day, 16:02:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 3.5079, loss: 3.5079 +2025-06-11 05:20:21,738 - pyskl - INFO - Epoch [69][1000/3940] lr: 1.426e-02, eta: 1 day, 16:01:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 3.3752, loss: 3.3752 +2025-06-11 05:21:06,215 - pyskl - INFO - Epoch [69][1100/3940] lr: 1.425e-02, eta: 1 day, 16:00:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 3.3154, loss: 3.3154 +2025-06-11 05:21:50,708 - pyskl - INFO - Epoch [69][1200/3940] lr: 1.425e-02, eta: 1 day, 15:59:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.4054, loss: 3.4054 +2025-06-11 05:22:35,177 - pyskl - INFO - Epoch [69][1300/3940] lr: 1.424e-02, eta: 1 day, 15:59:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 3.3638, loss: 3.3638 +2025-06-11 05:23:19,747 - pyskl - INFO - Epoch [69][1400/3940] lr: 1.423e-02, eta: 1 day, 15:58:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9669, loss_cls: 3.5436, loss: 3.5436 +2025-06-11 05:24:04,564 - pyskl - INFO - Epoch [69][1500/3940] lr: 1.423e-02, eta: 1 day, 15:57:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9712, loss_cls: 3.3735, loss: 3.3735 +2025-06-11 05:24:49,179 - pyskl - INFO - Epoch [69][1600/3940] lr: 1.422e-02, eta: 1 day, 15:56:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 3.3336, loss: 3.3336 +2025-06-11 05:25:33,862 - pyskl - INFO - Epoch [69][1700/3940] lr: 1.421e-02, eta: 1 day, 15:56:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 3.3846, loss: 3.3846 +2025-06-11 05:26:18,527 - pyskl - INFO - Epoch [69][1800/3940] lr: 1.421e-02, eta: 1 day, 15:55:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9656, loss_cls: 3.5677, loss: 3.5677 +2025-06-11 05:27:03,147 - pyskl - INFO - Epoch [69][1900/3940] lr: 1.420e-02, eta: 1 day, 15:54:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9650, loss_cls: 3.4223, loss: 3.4223 +2025-06-11 05:27:47,658 - pyskl - INFO - Epoch [69][2000/3940] lr: 1.419e-02, eta: 1 day, 15:53:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.4750, loss: 3.4750 +2025-06-11 05:28:32,090 - pyskl - INFO - Epoch [69][2100/3940] lr: 1.419e-02, eta: 1 day, 15:53:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 3.5264, loss: 3.5264 +2025-06-11 05:29:16,489 - pyskl - INFO - Epoch [69][2200/3940] lr: 1.418e-02, eta: 1 day, 15:52:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9613, loss_cls: 3.7097, loss: 3.7097 +2025-06-11 05:30:00,972 - pyskl - INFO - Epoch [69][2300/3940] lr: 1.417e-02, eta: 1 day, 15:51:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.4300, loss: 3.4300 +2025-06-11 05:30:45,469 - pyskl - INFO - Epoch [69][2400/3940] lr: 1.417e-02, eta: 1 day, 15:50:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.3867, loss: 3.3867 +2025-06-11 05:31:29,955 - pyskl - INFO - Epoch [69][2500/3940] lr: 1.416e-02, eta: 1 day, 15:50:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 3.4514, loss: 3.4514 +2025-06-11 05:32:14,436 - pyskl - INFO - Epoch [69][2600/3940] lr: 1.416e-02, eta: 1 day, 15:49:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 3.3898, loss: 3.3898 +2025-06-11 05:32:58,987 - pyskl - INFO - Epoch [69][2700/3940] lr: 1.415e-02, eta: 1 day, 15:48:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9694, loss_cls: 3.4389, loss: 3.4389 +2025-06-11 05:33:43,529 - pyskl - INFO - Epoch [69][2800/3940] lr: 1.414e-02, eta: 1 day, 15:47:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9738, loss_cls: 3.3151, loss: 3.3151 +2025-06-11 05:34:28,372 - pyskl - INFO - Epoch [69][2900/3940] lr: 1.414e-02, eta: 1 day, 15:47:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 3.4409, loss: 3.4409 +2025-06-11 05:35:12,836 - pyskl - INFO - Epoch [69][3000/3940] lr: 1.413e-02, eta: 1 day, 15:46:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 3.3890, loss: 3.3890 +2025-06-11 05:35:57,377 - pyskl - INFO - Epoch [69][3100/3940] lr: 1.412e-02, eta: 1 day, 15:45:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 3.4584, loss: 3.4584 +2025-06-11 05:36:41,925 - pyskl - INFO - Epoch [69][3200/3940] lr: 1.412e-02, eta: 1 day, 15:44:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 3.4759, loss: 3.4759 +2025-06-11 05:37:26,444 - pyskl - INFO - Epoch [69][3300/3940] lr: 1.411e-02, eta: 1 day, 15:44:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 3.5256, loss: 3.5256 +2025-06-11 05:38:11,036 - pyskl - INFO - Epoch [69][3400/3940] lr: 1.410e-02, eta: 1 day, 15:43:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.4895, loss: 3.4895 +2025-06-11 05:38:55,574 - pyskl - INFO - Epoch [69][3500/3940] lr: 1.410e-02, eta: 1 day, 15:42:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 3.4678, loss: 3.4678 +2025-06-11 05:39:40,083 - pyskl - INFO - Epoch [69][3600/3940] lr: 1.409e-02, eta: 1 day, 15:41:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9681, loss_cls: 3.4041, loss: 3.4041 +2025-06-11 05:40:24,576 - pyskl - INFO - Epoch [69][3700/3940] lr: 1.408e-02, eta: 1 day, 15:41:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 3.4035, loss: 3.4035 +2025-06-11 05:41:09,144 - pyskl - INFO - Epoch [69][3800/3940] lr: 1.408e-02, eta: 1 day, 15:40:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 3.4005, loss: 3.4005 +2025-06-11 05:41:53,664 - pyskl - INFO - Epoch [69][3900/3940] lr: 1.407e-02, eta: 1 day, 15:39:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.4637, loss: 3.4637 +2025-06-11 05:42:11,814 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-06-11 05:45:37,256 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 05:45:37,722 - pyskl - INFO - +top1_acc 0.7206 +top5_acc 0.9310 +2025-06-11 05:45:37,739 - pyskl - INFO - Epoch(val) [69][3183] top1_acc: 0.7206, top5_acc: 0.9310 +2025-06-11 05:46:46,684 - pyskl - INFO - Epoch [70][100/3940] lr: 1.406e-02, eta: 1 day, 15:38:40, time: 0.689, data_time: 0.244, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 3.5072, loss: 3.5072 +2025-06-11 05:47:31,181 - pyskl - INFO - Epoch [70][200/3940] lr: 1.405e-02, eta: 1 day, 15:37:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9719, loss_cls: 3.3473, loss: 3.3473 +2025-06-11 05:48:15,675 - pyskl - INFO - Epoch [70][300/3940] lr: 1.405e-02, eta: 1 day, 15:37:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.3827, loss: 3.3827 +2025-06-11 05:49:00,162 - pyskl - INFO - Epoch [70][400/3940] lr: 1.404e-02, eta: 1 day, 15:36:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9681, loss_cls: 3.3997, loss: 3.3997 +2025-06-11 05:49:44,624 - pyskl - INFO - Epoch [70][500/3940] lr: 1.403e-02, eta: 1 day, 15:35:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 3.4676, loss: 3.4676 +2025-06-11 05:50:29,128 - pyskl - INFO - Epoch [70][600/3940] lr: 1.403e-02, eta: 1 day, 15:34:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 3.4392, loss: 3.4392 +2025-06-11 05:51:13,577 - pyskl - INFO - Epoch [70][700/3940] lr: 1.402e-02, eta: 1 day, 15:34:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9712, loss_cls: 3.4827, loss: 3.4827 +2025-06-11 05:51:57,988 - pyskl - INFO - Epoch [70][800/3940] lr: 1.401e-02, eta: 1 day, 15:33:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9688, loss_cls: 3.4325, loss: 3.4325 +2025-06-11 05:52:42,458 - pyskl - INFO - Epoch [70][900/3940] lr: 1.401e-02, eta: 1 day, 15:32:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.5206, loss: 3.5206 +2025-06-11 05:53:26,935 - pyskl - INFO - Epoch [70][1000/3940] lr: 1.400e-02, eta: 1 day, 15:31:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 3.4311, loss: 3.4311 +2025-06-11 05:54:11,542 - pyskl - INFO - Epoch [70][1100/3940] lr: 1.399e-02, eta: 1 day, 15:31:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 3.3572, loss: 3.3572 +2025-06-11 05:54:56,022 - pyskl - INFO - Epoch [70][1200/3940] lr: 1.399e-02, eta: 1 day, 15:30:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 3.4937, loss: 3.4937 +2025-06-11 05:55:40,505 - pyskl - INFO - Epoch [70][1300/3940] lr: 1.398e-02, eta: 1 day, 15:29:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 3.2680, loss: 3.2680 +2025-06-11 05:56:25,006 - pyskl - INFO - Epoch [70][1400/3940] lr: 1.397e-02, eta: 1 day, 15:28:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 3.4099, loss: 3.4099 +2025-06-11 05:57:09,483 - pyskl - INFO - Epoch [70][1500/3940] lr: 1.397e-02, eta: 1 day, 15:28:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9669, loss_cls: 3.5109, loss: 3.5109 +2025-06-11 05:57:53,994 - pyskl - INFO - Epoch [70][1600/3940] lr: 1.396e-02, eta: 1 day, 15:27:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 3.4793, loss: 3.4793 +2025-06-11 05:58:38,409 - pyskl - INFO - Epoch [70][1700/3940] lr: 1.395e-02, eta: 1 day, 15:26:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9719, loss_cls: 3.4833, loss: 3.4833 +2025-06-11 05:59:22,849 - pyskl - INFO - Epoch [70][1800/3940] lr: 1.395e-02, eta: 1 day, 15:25:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 3.4045, loss: 3.4045 +2025-06-11 06:00:07,318 - pyskl - INFO - Epoch [70][1900/3940] lr: 1.394e-02, eta: 1 day, 15:25:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 3.4094, loss: 3.4094 +2025-06-11 06:00:51,736 - pyskl - INFO - Epoch [70][2000/3940] lr: 1.393e-02, eta: 1 day, 15:24:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 3.4961, loss: 3.4961 +2025-06-11 06:01:36,204 - pyskl - INFO - Epoch [70][2100/3940] lr: 1.393e-02, eta: 1 day, 15:23:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 3.5077, loss: 3.5077 +2025-06-11 06:02:20,668 - pyskl - INFO - Epoch [70][2200/3940] lr: 1.392e-02, eta: 1 day, 15:22:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 3.4952, loss: 3.4952 +2025-06-11 06:03:05,088 - pyskl - INFO - Epoch [70][2300/3940] lr: 1.391e-02, eta: 1 day, 15:22:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 3.3456, loss: 3.3456 +2025-06-11 06:03:49,473 - pyskl - INFO - Epoch [70][2400/3940] lr: 1.391e-02, eta: 1 day, 15:21:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9656, loss_cls: 3.4479, loss: 3.4479 +2025-06-11 06:04:33,847 - pyskl - INFO - Epoch [70][2500/3940] lr: 1.390e-02, eta: 1 day, 15:20:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 3.4587, loss: 3.4587 +2025-06-11 06:05:18,346 - pyskl - INFO - Epoch [70][2600/3940] lr: 1.390e-02, eta: 1 day, 15:19:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9681, loss_cls: 3.4531, loss: 3.4531 +2025-06-11 06:06:02,769 - pyskl - INFO - Epoch [70][2700/3940] lr: 1.389e-02, eta: 1 day, 15:19:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.4849, loss: 3.4849 +2025-06-11 06:06:47,192 - pyskl - INFO - Epoch [70][2800/3940] lr: 1.388e-02, eta: 1 day, 15:18:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9663, loss_cls: 3.3914, loss: 3.3914 +2025-06-11 06:07:31,739 - pyskl - INFO - Epoch [70][2900/3940] lr: 1.388e-02, eta: 1 day, 15:17:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 3.3325, loss: 3.3325 +2025-06-11 06:08:16,291 - pyskl - INFO - Epoch [70][3000/3940] lr: 1.387e-02, eta: 1 day, 15:16:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 3.3586, loss: 3.3586 +2025-06-11 06:09:00,837 - pyskl - INFO - Epoch [70][3100/3940] lr: 1.386e-02, eta: 1 day, 15:16:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9675, loss_cls: 3.5520, loss: 3.5520 +2025-06-11 06:09:45,278 - pyskl - INFO - Epoch [70][3200/3940] lr: 1.386e-02, eta: 1 day, 15:15:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 3.4423, loss: 3.4423 +2025-06-11 06:10:29,830 - pyskl - INFO - Epoch [70][3300/3940] lr: 1.385e-02, eta: 1 day, 15:14:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.3892, loss: 3.3892 +2025-06-11 06:11:14,341 - pyskl - INFO - Epoch [70][3400/3940] lr: 1.384e-02, eta: 1 day, 15:13:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 3.5578, loss: 3.5578 +2025-06-11 06:11:58,869 - pyskl - INFO - Epoch [70][3500/3940] lr: 1.384e-02, eta: 1 day, 15:13:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 3.4035, loss: 3.4035 +2025-06-11 06:12:43,557 - pyskl - INFO - Epoch [70][3600/3940] lr: 1.383e-02, eta: 1 day, 15:12:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 3.3845, loss: 3.3845 +2025-06-11 06:13:28,147 - pyskl - INFO - Epoch [70][3700/3940] lr: 1.382e-02, eta: 1 day, 15:11:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 3.5193, loss: 3.5193 +2025-06-11 06:14:12,540 - pyskl - INFO - Epoch [70][3800/3940] lr: 1.382e-02, eta: 1 day, 15:10:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 3.3811, loss: 3.3811 +2025-06-11 06:14:56,886 - pyskl - INFO - Epoch [70][3900/3940] lr: 1.381e-02, eta: 1 day, 15:10:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 3.4759, loss: 3.4759 +2025-06-11 06:15:14,960 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-06-11 06:34:39,500 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 06:34:40,016 - pyskl - INFO - +top1_acc 0.7258 +top5_acc 0.9331 +2025-06-11 06:34:40,034 - pyskl - INFO - Epoch(val) [70][3183] top1_acc: 0.7258, top5_acc: 0.9331 +2025-06-11 06:35:49,414 - pyskl - INFO - Epoch [71][100/3940] lr: 1.380e-02, eta: 1 day, 15:09:14, time: 0.694, data_time: 0.249, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.4040, loss: 3.4040 +2025-06-11 06:36:33,825 - pyskl - INFO - Epoch [71][200/3940] lr: 1.379e-02, eta: 1 day, 15:08:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.4097, loss: 3.4097 +2025-06-11 06:37:18,302 - pyskl - INFO - Epoch [71][300/3940] lr: 1.379e-02, eta: 1 day, 15:07:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 3.3285, loss: 3.3285 +2025-06-11 06:38:02,767 - pyskl - INFO - Epoch [71][400/3940] lr: 1.378e-02, eta: 1 day, 15:06:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 3.3946, loss: 3.3946 +2025-06-11 06:38:47,223 - pyskl - INFO - Epoch [71][500/3940] lr: 1.377e-02, eta: 1 day, 15:06:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 3.2559, loss: 3.2559 +2025-06-11 06:39:31,613 - pyskl - INFO - Epoch [71][600/3940] lr: 1.377e-02, eta: 1 day, 15:05:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 3.3525, loss: 3.3525 +2025-06-11 06:40:15,960 - pyskl - INFO - Epoch [71][700/3940] lr: 1.376e-02, eta: 1 day, 15:04:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 3.2647, loss: 3.2647 +2025-06-11 06:41:00,367 - pyskl - INFO - Epoch [71][800/3940] lr: 1.375e-02, eta: 1 day, 15:03:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 3.3582, loss: 3.3582 +2025-06-11 06:41:44,797 - pyskl - INFO - Epoch [71][900/3940] lr: 1.375e-02, eta: 1 day, 15:03:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9750, loss_cls: 3.5628, loss: 3.5628 +2025-06-11 06:42:29,242 - pyskl - INFO - Epoch [71][1000/3940] lr: 1.374e-02, eta: 1 day, 15:02:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9663, loss_cls: 3.4746, loss: 3.4746 +2025-06-11 06:43:13,693 - pyskl - INFO - Epoch [71][1100/3940] lr: 1.373e-02, eta: 1 day, 15:01:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.4384, loss: 3.4384 +2025-06-11 06:43:58,116 - pyskl - INFO - Epoch [71][1200/3940] lr: 1.373e-02, eta: 1 day, 15:00:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 3.5338, loss: 3.5338 +2025-06-11 06:44:42,587 - pyskl - INFO - Epoch [71][1300/3940] lr: 1.372e-02, eta: 1 day, 15:00:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 3.4413, loss: 3.4413 +2025-06-11 06:45:27,102 - pyskl - INFO - Epoch [71][1400/3940] lr: 1.371e-02, eta: 1 day, 14:59:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 3.4075, loss: 3.4075 +2025-06-11 06:46:11,611 - pyskl - INFO - Epoch [71][1500/3940] lr: 1.371e-02, eta: 1 day, 14:58:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 3.3006, loss: 3.3006 +2025-06-11 06:46:56,074 - pyskl - INFO - Epoch [71][1600/3940] lr: 1.370e-02, eta: 1 day, 14:57:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 3.3853, loss: 3.3853 +2025-06-11 06:47:40,550 - pyskl - INFO - Epoch [71][1700/3940] lr: 1.369e-02, eta: 1 day, 14:57:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9781, loss_cls: 3.4701, loss: 3.4701 +2025-06-11 06:48:25,015 - pyskl - INFO - Epoch [71][1800/3940] lr: 1.369e-02, eta: 1 day, 14:56:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.3395, loss: 3.3395 +2025-06-11 06:49:09,456 - pyskl - INFO - Epoch [71][1900/3940] lr: 1.368e-02, eta: 1 day, 14:55:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 3.3288, loss: 3.3288 +2025-06-11 06:49:53,941 - pyskl - INFO - Epoch [71][2000/3940] lr: 1.367e-02, eta: 1 day, 14:54:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.3240, loss: 3.3240 +2025-06-11 06:50:38,357 - pyskl - INFO - Epoch [71][2100/3940] lr: 1.367e-02, eta: 1 day, 14:54:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 3.4325, loss: 3.4325 +2025-06-11 06:51:22,802 - pyskl - INFO - Epoch [71][2200/3940] lr: 1.366e-02, eta: 1 day, 14:53:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.4836, loss: 3.4836 +2025-06-11 06:52:07,182 - pyskl - INFO - Epoch [71][2300/3940] lr: 1.365e-02, eta: 1 day, 14:52:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 3.4041, loss: 3.4041 +2025-06-11 06:52:51,575 - pyskl - INFO - Epoch [71][2400/3940] lr: 1.365e-02, eta: 1 day, 14:51:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 3.3415, loss: 3.3415 +2025-06-11 06:53:35,998 - pyskl - INFO - Epoch [71][2500/3940] lr: 1.364e-02, eta: 1 day, 14:51:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 3.5522, loss: 3.5522 +2025-06-11 06:54:20,380 - pyskl - INFO - Epoch [71][2600/3940] lr: 1.363e-02, eta: 1 day, 14:50:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 3.4306, loss: 3.4306 +2025-06-11 06:55:04,780 - pyskl - INFO - Epoch [71][2700/3940] lr: 1.363e-02, eta: 1 day, 14:49:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 3.5028, loss: 3.5028 +2025-06-11 06:55:49,288 - pyskl - INFO - Epoch [71][2800/3940] lr: 1.362e-02, eta: 1 day, 14:48:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 3.3832, loss: 3.3832 +2025-06-11 06:56:33,743 - pyskl - INFO - Epoch [71][2900/3940] lr: 1.361e-02, eta: 1 day, 14:48:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 3.5037, loss: 3.5037 +2025-06-11 06:57:18,359 - pyskl - INFO - Epoch [71][3000/3940] lr: 1.361e-02, eta: 1 day, 14:47:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 3.3727, loss: 3.3727 +2025-06-11 06:58:02,776 - pyskl - INFO - Epoch [71][3100/3940] lr: 1.360e-02, eta: 1 day, 14:46:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 3.4473, loss: 3.4473 +2025-06-11 06:58:47,259 - pyskl - INFO - Epoch [71][3200/3940] lr: 1.360e-02, eta: 1 day, 14:45:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 3.4241, loss: 3.4241 +2025-06-11 06:59:31,792 - pyskl - INFO - Epoch [71][3300/3940] lr: 1.359e-02, eta: 1 day, 14:45:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9644, loss_cls: 3.4619, loss: 3.4619 +2025-06-11 07:00:16,227 - pyskl - INFO - Epoch [71][3400/3940] lr: 1.358e-02, eta: 1 day, 14:44:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9650, loss_cls: 3.4977, loss: 3.4977 +2025-06-11 07:01:00,713 - pyskl - INFO - Epoch [71][3500/3940] lr: 1.358e-02, eta: 1 day, 14:43:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9694, loss_cls: 3.4841, loss: 3.4841 +2025-06-11 07:01:45,141 - pyskl - INFO - Epoch [71][3600/3940] lr: 1.357e-02, eta: 1 day, 14:42:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 3.4761, loss: 3.4761 +2025-06-11 07:02:29,507 - pyskl - INFO - Epoch [71][3700/3940] lr: 1.356e-02, eta: 1 day, 14:42:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 3.3319, loss: 3.3319 +2025-06-11 07:03:13,923 - pyskl - INFO - Epoch [71][3800/3940] lr: 1.356e-02, eta: 1 day, 14:41:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 3.4104, loss: 3.4104 +2025-06-11 07:03:58,234 - pyskl - INFO - Epoch [71][3900/3940] lr: 1.355e-02, eta: 1 day, 14:40:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 3.4534, loss: 3.4534 +2025-06-11 07:04:16,319 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-06-11 07:07:43,559 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 07:07:44,078 - pyskl - INFO - +top1_acc 0.7621 +top5_acc 0.9516 +2025-06-11 07:07:44,130 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_68.pth was removed +2025-06-11 07:07:45,141 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_71.pth. +2025-06-11 07:07:45,143 - pyskl - INFO - Best top1_acc is 0.7621 at 71 epoch. +2025-06-11 07:07:45,159 - pyskl - INFO - Epoch(val) [71][3183] top1_acc: 0.7621, top5_acc: 0.9516 +2025-06-11 07:08:54,388 - pyskl - INFO - Epoch [72][100/3940] lr: 1.354e-02, eta: 1 day, 14:39:46, time: 0.692, data_time: 0.248, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9700, loss_cls: 3.3183, loss: 3.3183 +2025-06-11 07:09:38,826 - pyskl - INFO - Epoch [72][200/3940] lr: 1.353e-02, eta: 1 day, 14:39:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.3565, loss: 3.3565 +2025-06-11 07:10:23,254 - pyskl - INFO - Epoch [72][300/3940] lr: 1.353e-02, eta: 1 day, 14:38:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9775, loss_cls: 3.2353, loss: 3.2353 +2025-06-11 07:11:07,689 - pyskl - INFO - Epoch [72][400/3940] lr: 1.352e-02, eta: 1 day, 14:37:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9725, loss_cls: 3.3856, loss: 3.3856 +2025-06-11 07:11:52,240 - pyskl - INFO - Epoch [72][500/3940] lr: 1.351e-02, eta: 1 day, 14:36:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 3.3446, loss: 3.3446 +2025-06-11 07:12:36,798 - pyskl - INFO - Epoch [72][600/3940] lr: 1.351e-02, eta: 1 day, 14:36:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9738, loss_cls: 3.4119, loss: 3.4119 +2025-06-11 07:13:21,358 - pyskl - INFO - Epoch [72][700/3940] lr: 1.350e-02, eta: 1 day, 14:35:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9700, loss_cls: 3.2217, loss: 3.2217 +2025-06-11 07:14:05,913 - pyskl - INFO - Epoch [72][800/3940] lr: 1.349e-02, eta: 1 day, 14:34:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.3410, loss: 3.3410 +2025-06-11 07:14:50,497 - pyskl - INFO - Epoch [72][900/3940] lr: 1.349e-02, eta: 1 day, 14:33:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9694, loss_cls: 3.3923, loss: 3.3923 +2025-06-11 07:15:35,070 - pyskl - INFO - Epoch [72][1000/3940] lr: 1.348e-02, eta: 1 day, 14:33:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.4358, loss: 3.4358 +2025-06-11 07:16:19,597 - pyskl - INFO - Epoch [72][1100/3940] lr: 1.347e-02, eta: 1 day, 14:32:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 3.3925, loss: 3.3925 +2025-06-11 07:17:04,163 - pyskl - INFO - Epoch [72][1200/3940] lr: 1.347e-02, eta: 1 day, 14:31:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9663, loss_cls: 3.4120, loss: 3.4120 +2025-06-11 07:17:48,826 - pyskl - INFO - Epoch [72][1300/3940] lr: 1.346e-02, eta: 1 day, 14:30:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.2763, loss: 3.2763 +2025-06-11 07:18:33,366 - pyskl - INFO - Epoch [72][1400/3940] lr: 1.345e-02, eta: 1 day, 14:30:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 3.4294, loss: 3.4294 +2025-06-11 07:19:17,862 - pyskl - INFO - Epoch [72][1500/3940] lr: 1.345e-02, eta: 1 day, 14:29:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.4663, loss: 3.4663 +2025-06-11 07:20:02,456 - pyskl - INFO - Epoch [72][1600/3940] lr: 1.344e-02, eta: 1 day, 14:28:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 3.4814, loss: 3.4814 +2025-06-11 07:20:47,184 - pyskl - INFO - Epoch [72][1700/3940] lr: 1.343e-02, eta: 1 day, 14:27:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 3.3972, loss: 3.3972 +2025-06-11 07:21:31,666 - pyskl - INFO - Epoch [72][1800/3940] lr: 1.343e-02, eta: 1 day, 14:27:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 3.4108, loss: 3.4108 +2025-06-11 07:22:16,154 - pyskl - INFO - Epoch [72][1900/3940] lr: 1.342e-02, eta: 1 day, 14:26:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 3.2473, loss: 3.2473 +2025-06-11 07:23:00,718 - pyskl - INFO - Epoch [72][2000/3940] lr: 1.341e-02, eta: 1 day, 14:25:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.4813, loss: 3.4813 +2025-06-11 07:23:45,481 - pyskl - INFO - Epoch [72][2100/3940] lr: 1.341e-02, eta: 1 day, 14:24:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9706, loss_cls: 3.3689, loss: 3.3689 +2025-06-11 07:24:30,065 - pyskl - INFO - Epoch [72][2200/3940] lr: 1.340e-02, eta: 1 day, 14:24:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9800, loss_cls: 3.2768, loss: 3.2768 +2025-06-11 07:25:14,754 - pyskl - INFO - Epoch [72][2300/3940] lr: 1.339e-02, eta: 1 day, 14:23:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 3.2228, loss: 3.2228 +2025-06-11 07:25:59,292 - pyskl - INFO - Epoch [72][2400/3940] lr: 1.339e-02, eta: 1 day, 14:22:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 3.3628, loss: 3.3628 +2025-06-11 07:26:43,688 - pyskl - INFO - Epoch [72][2500/3940] lr: 1.338e-02, eta: 1 day, 14:21:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 3.4409, loss: 3.4409 +2025-06-11 07:27:28,077 - pyskl - INFO - Epoch [72][2600/3940] lr: 1.337e-02, eta: 1 day, 14:21:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.3856, loss: 3.3856 +2025-06-11 07:28:12,558 - pyskl - INFO - Epoch [72][2700/3940] lr: 1.337e-02, eta: 1 day, 14:20:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 3.4545, loss: 3.4545 +2025-06-11 07:28:57,323 - pyskl - INFO - Epoch [72][2800/3940] lr: 1.336e-02, eta: 1 day, 14:19:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 3.5273, loss: 3.5273 +2025-06-11 07:29:42,075 - pyskl - INFO - Epoch [72][2900/3940] lr: 1.335e-02, eta: 1 day, 14:18:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 3.4218, loss: 3.4218 +2025-06-11 07:30:26,787 - pyskl - INFO - Epoch [72][3000/3940] lr: 1.335e-02, eta: 1 day, 14:18:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.3725, loss: 3.3725 +2025-06-11 07:31:11,386 - pyskl - INFO - Epoch [72][3100/3940] lr: 1.334e-02, eta: 1 day, 14:17:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 3.3219, loss: 3.3219 +2025-06-11 07:31:55,877 - pyskl - INFO - Epoch [72][3200/3940] lr: 1.333e-02, eta: 1 day, 14:16:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9637, loss_cls: 3.5134, loss: 3.5134 +2025-06-11 07:32:40,396 - pyskl - INFO - Epoch [72][3300/3940] lr: 1.333e-02, eta: 1 day, 14:15:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 3.3782, loss: 3.3782 +2025-06-11 07:33:24,743 - pyskl - INFO - Epoch [72][3400/3940] lr: 1.332e-02, eta: 1 day, 14:15:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.5565, loss: 3.5565 +2025-06-11 07:34:09,157 - pyskl - INFO - Epoch [72][3500/3940] lr: 1.331e-02, eta: 1 day, 14:14:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 3.6980, loss: 3.6980 +2025-06-11 07:34:53,605 - pyskl - INFO - Epoch [72][3600/3940] lr: 1.331e-02, eta: 1 day, 14:13:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 3.3516, loss: 3.3516 +2025-06-11 07:35:37,998 - pyskl - INFO - Epoch [72][3700/3940] lr: 1.330e-02, eta: 1 day, 14:12:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9706, loss_cls: 3.5027, loss: 3.5027 +2025-06-11 07:36:22,406 - pyskl - INFO - Epoch [72][3800/3940] lr: 1.329e-02, eta: 1 day, 14:12:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 3.4191, loss: 3.4191 +2025-06-11 07:37:06,869 - pyskl - INFO - Epoch [72][3900/3940] lr: 1.329e-02, eta: 1 day, 14:11:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 3.4126, loss: 3.4126 +2025-06-11 07:37:25,020 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-06-11 07:40:49,948 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 07:40:50,487 - pyskl - INFO - +top1_acc 0.7507 +top5_acc 0.9484 +2025-06-11 07:40:50,506 - pyskl - INFO - Epoch(val) [72][3183] top1_acc: 0.7507, top5_acc: 0.9484 +2025-06-11 07:41:59,750 - pyskl - INFO - Epoch [73][100/3940] lr: 1.328e-02, eta: 1 day, 14:10:23, time: 0.692, data_time: 0.247, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 3.5015, loss: 3.5015 +2025-06-11 07:42:44,134 - pyskl - INFO - Epoch [73][200/3940] lr: 1.327e-02, eta: 1 day, 14:09:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 3.3279, loss: 3.3279 +2025-06-11 07:43:28,534 - pyskl - INFO - Epoch [73][300/3940] lr: 1.327e-02, eta: 1 day, 14:08:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.3234, loss: 3.3234 +2025-06-11 07:44:13,025 - pyskl - INFO - Epoch [73][400/3940] lr: 1.326e-02, eta: 1 day, 14:08:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 3.3056, loss: 3.3056 +2025-06-11 07:44:57,535 - pyskl - INFO - Epoch [73][500/3940] lr: 1.325e-02, eta: 1 day, 14:07:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9831, loss_cls: 3.2932, loss: 3.2932 +2025-06-11 07:45:42,136 - pyskl - INFO - Epoch [73][600/3940] lr: 1.325e-02, eta: 1 day, 14:06:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 3.3875, loss: 3.3875 +2025-06-11 07:46:26,508 - pyskl - INFO - Epoch [73][700/3940] lr: 1.324e-02, eta: 1 day, 14:05:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.4000, loss: 3.4000 +2025-06-11 07:47:10,912 - pyskl - INFO - Epoch [73][800/3940] lr: 1.323e-02, eta: 1 day, 14:05:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.3400, loss: 3.3400 +2025-06-11 07:47:55,492 - pyskl - INFO - Epoch [73][900/3940] lr: 1.323e-02, eta: 1 day, 14:04:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 3.3172, loss: 3.3172 +2025-06-11 07:48:40,114 - pyskl - INFO - Epoch [73][1000/3940] lr: 1.322e-02, eta: 1 day, 14:03:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 3.4564, loss: 3.4564 +2025-06-11 07:49:24,620 - pyskl - INFO - Epoch [73][1100/3940] lr: 1.321e-02, eta: 1 day, 14:02:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 3.3727, loss: 3.3727 +2025-06-11 07:50:09,092 - pyskl - INFO - Epoch [73][1200/3940] lr: 1.321e-02, eta: 1 day, 14:02:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 3.4303, loss: 3.4303 +2025-06-11 07:50:53,551 - pyskl - INFO - Epoch [73][1300/3940] lr: 1.320e-02, eta: 1 day, 14:01:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 3.3582, loss: 3.3582 +2025-06-11 07:51:37,998 - pyskl - INFO - Epoch [73][1400/3940] lr: 1.319e-02, eta: 1 day, 14:00:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.4144, loss: 3.4144 +2025-06-11 07:52:22,442 - pyskl - INFO - Epoch [73][1500/3940] lr: 1.319e-02, eta: 1 day, 13:59:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9637, loss_cls: 3.5171, loss: 3.5171 +2025-06-11 07:53:06,969 - pyskl - INFO - Epoch [73][1600/3940] lr: 1.318e-02, eta: 1 day, 13:59:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 3.4255, loss: 3.4255 +2025-06-11 07:53:51,462 - pyskl - INFO - Epoch [73][1700/3940] lr: 1.317e-02, eta: 1 day, 13:58:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 3.3282, loss: 3.3282 +2025-06-11 07:54:35,990 - pyskl - INFO - Epoch [73][1800/3940] lr: 1.317e-02, eta: 1 day, 13:57:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.4622, loss: 3.4622 +2025-06-11 07:55:20,491 - pyskl - INFO - Epoch [73][1900/3940] lr: 1.316e-02, eta: 1 day, 13:56:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 3.4294, loss: 3.4294 +2025-06-11 07:56:04,966 - pyskl - INFO - Epoch [73][2000/3940] lr: 1.315e-02, eta: 1 day, 13:56:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.3171, loss: 3.3171 +2025-06-11 07:56:49,512 - pyskl - INFO - Epoch [73][2100/3940] lr: 1.315e-02, eta: 1 day, 13:55:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 3.3854, loss: 3.3854 +2025-06-11 07:57:34,026 - pyskl - INFO - Epoch [73][2200/3940] lr: 1.314e-02, eta: 1 day, 13:54:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.4333, loss: 3.4333 +2025-06-11 07:58:18,503 - pyskl - INFO - Epoch [73][2300/3940] lr: 1.313e-02, eta: 1 day, 13:53:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 3.3076, loss: 3.3076 +2025-06-11 07:59:02,998 - pyskl - INFO - Epoch [73][2400/3940] lr: 1.313e-02, eta: 1 day, 13:53:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 3.4034, loss: 3.4034 +2025-06-11 07:59:47,503 - pyskl - INFO - Epoch [73][2500/3940] lr: 1.312e-02, eta: 1 day, 13:52:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.1871, loss: 3.1871 +2025-06-11 08:00:32,047 - pyskl - INFO - Epoch [73][2600/3940] lr: 1.311e-02, eta: 1 day, 13:51:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.3723, loss: 3.3723 +2025-06-11 08:01:16,551 - pyskl - INFO - Epoch [73][2700/3940] lr: 1.311e-02, eta: 1 day, 13:50:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.2627, loss: 3.2627 +2025-06-11 08:02:01,194 - pyskl - INFO - Epoch [73][2800/3940] lr: 1.310e-02, eta: 1 day, 13:50:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 3.3799, loss: 3.3799 +2025-06-11 08:02:45,859 - pyskl - INFO - Epoch [73][2900/3940] lr: 1.309e-02, eta: 1 day, 13:49:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9712, loss_cls: 3.3332, loss: 3.3332 +2025-06-11 08:03:30,377 - pyskl - INFO - Epoch [73][3000/3940] lr: 1.309e-02, eta: 1 day, 13:48:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 3.4281, loss: 3.4281 +2025-06-11 08:04:14,894 - pyskl - INFO - Epoch [73][3100/3940] lr: 1.308e-02, eta: 1 day, 13:47:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9669, loss_cls: 3.4330, loss: 3.4330 +2025-06-11 08:04:59,403 - pyskl - INFO - Epoch [73][3200/3940] lr: 1.307e-02, eta: 1 day, 13:47:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.4699, loss: 3.4699 +2025-06-11 08:05:43,769 - pyskl - INFO - Epoch [73][3300/3940] lr: 1.307e-02, eta: 1 day, 13:46:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9719, loss_cls: 3.3732, loss: 3.3732 +2025-06-11 08:06:28,122 - pyskl - INFO - Epoch [73][3400/3940] lr: 1.306e-02, eta: 1 day, 13:45:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9694, loss_cls: 3.4347, loss: 3.4347 +2025-06-11 08:07:12,549 - pyskl - INFO - Epoch [73][3500/3940] lr: 1.305e-02, eta: 1 day, 13:44:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9675, loss_cls: 3.3833, loss: 3.3833 +2025-06-11 08:07:56,988 - pyskl - INFO - Epoch [73][3600/3940] lr: 1.305e-02, eta: 1 day, 13:44:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 3.5080, loss: 3.5080 +2025-06-11 08:08:41,437 - pyskl - INFO - Epoch [73][3700/3940] lr: 1.304e-02, eta: 1 day, 13:43:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 3.4299, loss: 3.4299 +2025-06-11 08:09:25,849 - pyskl - INFO - Epoch [73][3800/3940] lr: 1.303e-02, eta: 1 day, 13:42:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 3.1907, loss: 3.1907 +2025-06-11 08:10:10,240 - pyskl - INFO - Epoch [73][3900/3940] lr: 1.303e-02, eta: 1 day, 13:41:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 3.5028, loss: 3.5028 +2025-06-11 08:10:28,391 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-06-11 08:13:53,468 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 08:13:53,968 - pyskl - INFO - +top1_acc 0.7212 +top5_acc 0.9374 +2025-06-11 08:13:53,985 - pyskl - INFO - Epoch(val) [73][3183] top1_acc: 0.7212, top5_acc: 0.9374 +2025-06-11 08:15:03,482 - pyskl - INFO - Epoch [74][100/3940] lr: 1.302e-02, eta: 1 day, 13:40:58, time: 0.695, data_time: 0.251, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.3459, loss: 3.3459 +2025-06-11 08:15:47,910 - pyskl - INFO - Epoch [74][200/3940] lr: 1.301e-02, eta: 1 day, 13:40:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 3.2275, loss: 3.2275 +2025-06-11 08:16:32,271 - pyskl - INFO - Epoch [74][300/3940] lr: 1.300e-02, eta: 1 day, 13:39:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.3527, loss: 3.3527 +2025-06-11 08:17:16,602 - pyskl - INFO - Epoch [74][400/3940] lr: 1.300e-02, eta: 1 day, 13:38:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 3.2566, loss: 3.2566 +2025-06-11 08:18:00,879 - pyskl - INFO - Epoch [74][500/3940] lr: 1.299e-02, eta: 1 day, 13:37:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 3.3093, loss: 3.3093 +2025-06-11 08:18:45,359 - pyskl - INFO - Epoch [74][600/3940] lr: 1.298e-02, eta: 1 day, 13:37:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 3.3929, loss: 3.3929 +2025-06-11 08:19:29,715 - pyskl - INFO - Epoch [74][700/3940] lr: 1.298e-02, eta: 1 day, 13:36:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.4631, loss: 3.4631 +2025-06-11 08:20:14,104 - pyskl - INFO - Epoch [74][800/3940] lr: 1.297e-02, eta: 1 day, 13:35:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 3.3521, loss: 3.3521 +2025-06-11 08:20:58,501 - pyskl - INFO - Epoch [74][900/3940] lr: 1.296e-02, eta: 1 day, 13:34:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9706, loss_cls: 3.3085, loss: 3.3085 +2025-06-11 08:21:43,095 - pyskl - INFO - Epoch [74][1000/3940] lr: 1.296e-02, eta: 1 day, 13:34:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 3.3831, loss: 3.3831 +2025-06-11 08:22:27,678 - pyskl - INFO - Epoch [74][1100/3940] lr: 1.295e-02, eta: 1 day, 13:33:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9706, loss_cls: 3.3421, loss: 3.3421 +2025-06-11 08:23:12,184 - pyskl - INFO - Epoch [74][1200/3940] lr: 1.294e-02, eta: 1 day, 13:32:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 3.4045, loss: 3.4045 +2025-06-11 08:23:56,748 - pyskl - INFO - Epoch [74][1300/3940] lr: 1.294e-02, eta: 1 day, 13:31:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 3.3329, loss: 3.3329 +2025-06-11 08:24:41,418 - pyskl - INFO - Epoch [74][1400/3940] lr: 1.293e-02, eta: 1 day, 13:31:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9631, loss_cls: 3.4543, loss: 3.4543 +2025-06-11 08:25:25,906 - pyskl - INFO - Epoch [74][1500/3940] lr: 1.292e-02, eta: 1 day, 13:30:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 3.4550, loss: 3.4550 +2025-06-11 08:26:10,421 - pyskl - INFO - Epoch [74][1600/3940] lr: 1.292e-02, eta: 1 day, 13:29:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9706, loss_cls: 3.3463, loss: 3.3463 +2025-06-11 08:26:54,879 - pyskl - INFO - Epoch [74][1700/3940] lr: 1.291e-02, eta: 1 day, 13:28:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9731, loss_cls: 3.4114, loss: 3.4114 +2025-06-11 08:27:39,375 - pyskl - INFO - Epoch [74][1800/3940] lr: 1.290e-02, eta: 1 day, 13:28:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9675, loss_cls: 3.4018, loss: 3.4018 +2025-06-11 08:28:23,881 - pyskl - INFO - Epoch [74][1900/3940] lr: 1.290e-02, eta: 1 day, 13:27:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 3.4404, loss: 3.4404 +2025-06-11 08:29:08,409 - pyskl - INFO - Epoch [74][2000/3940] lr: 1.289e-02, eta: 1 day, 13:26:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 3.4535, loss: 3.4535 +2025-06-11 08:29:52,938 - pyskl - INFO - Epoch [74][2100/3940] lr: 1.288e-02, eta: 1 day, 13:25:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 3.3190, loss: 3.3190 +2025-06-11 08:30:37,452 - pyskl - INFO - Epoch [74][2200/3940] lr: 1.288e-02, eta: 1 day, 13:25:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 3.2764, loss: 3.2764 +2025-06-11 08:31:21,917 - pyskl - INFO - Epoch [74][2300/3940] lr: 1.287e-02, eta: 1 day, 13:24:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 3.2735, loss: 3.2735 +2025-06-11 08:32:06,526 - pyskl - INFO - Epoch [74][2400/3940] lr: 1.286e-02, eta: 1 day, 13:23:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.4257, loss: 3.4257 +2025-06-11 08:32:51,404 - pyskl - INFO - Epoch [74][2500/3940] lr: 1.286e-02, eta: 1 day, 13:22:59, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 3.3171, loss: 3.3171 +2025-06-11 08:33:36,175 - pyskl - INFO - Epoch [74][2600/3940] lr: 1.285e-02, eta: 1 day, 13:22:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.3313, loss: 3.3313 +2025-06-11 08:34:20,939 - pyskl - INFO - Epoch [74][2700/3940] lr: 1.284e-02, eta: 1 day, 13:21:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9769, loss_cls: 3.2177, loss: 3.2177 +2025-06-11 08:35:05,631 - pyskl - INFO - Epoch [74][2800/3940] lr: 1.284e-02, eta: 1 day, 13:20:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 3.2601, loss: 3.2601 +2025-06-11 08:35:50,273 - pyskl - INFO - Epoch [74][2900/3940] lr: 1.283e-02, eta: 1 day, 13:20:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 3.3768, loss: 3.3768 +2025-06-11 08:36:34,936 - pyskl - INFO - Epoch [74][3000/3940] lr: 1.282e-02, eta: 1 day, 13:19:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 3.2809, loss: 3.2809 +2025-06-11 08:37:19,611 - pyskl - INFO - Epoch [74][3100/3940] lr: 1.282e-02, eta: 1 day, 13:18:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9825, loss_cls: 3.3898, loss: 3.3898 +2025-06-11 08:38:04,309 - pyskl - INFO - Epoch [74][3200/3940] lr: 1.281e-02, eta: 1 day, 13:17:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9675, loss_cls: 3.3823, loss: 3.3823 +2025-06-11 08:38:48,965 - pyskl - INFO - Epoch [74][3300/3940] lr: 1.280e-02, eta: 1 day, 13:17:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 3.3685, loss: 3.3685 +2025-06-11 08:39:33,611 - pyskl - INFO - Epoch [74][3400/3940] lr: 1.280e-02, eta: 1 day, 13:16:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 3.3586, loss: 3.3586 +2025-06-11 08:40:18,291 - pyskl - INFO - Epoch [74][3500/3940] lr: 1.279e-02, eta: 1 day, 13:15:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.3721, loss: 3.3721 +2025-06-11 08:41:02,994 - pyskl - INFO - Epoch [74][3600/3940] lr: 1.278e-02, eta: 1 day, 13:14:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 3.3452, loss: 3.3452 +2025-06-11 08:41:47,643 - pyskl - INFO - Epoch [74][3700/3940] lr: 1.278e-02, eta: 1 day, 13:14:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 3.4495, loss: 3.4495 +2025-06-11 08:42:32,342 - pyskl - INFO - Epoch [74][3800/3940] lr: 1.277e-02, eta: 1 day, 13:13:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 3.3652, loss: 3.3652 +2025-06-11 08:43:16,993 - pyskl - INFO - Epoch [74][3900/3940] lr: 1.276e-02, eta: 1 day, 13:12:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9719, loss_cls: 3.3706, loss: 3.3706 +2025-06-11 08:43:35,241 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-06-11 08:47:02,161 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 08:47:02,654 - pyskl - INFO - +top1_acc 0.7499 +top5_acc 0.9493 +2025-06-11 08:47:02,671 - pyskl - INFO - Epoch(val) [74][3183] top1_acc: 0.7499, top5_acc: 0.9493 +2025-06-11 08:48:11,289 - pyskl - INFO - Epoch [75][100/3940] lr: 1.276e-02, eta: 1 day, 13:11:35, time: 0.686, data_time: 0.242, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 3.3005, loss: 3.3005 +2025-06-11 08:48:55,789 - pyskl - INFO - Epoch [75][200/3940] lr: 1.275e-02, eta: 1 day, 13:10:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 3.2750, loss: 3.2750 +2025-06-11 08:49:40,284 - pyskl - INFO - Epoch [75][300/3940] lr: 1.274e-02, eta: 1 day, 13:10:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 3.2614, loss: 3.2614 +2025-06-11 08:50:24,769 - pyskl - INFO - Epoch [75][400/3940] lr: 1.274e-02, eta: 1 day, 13:09:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 3.3596, loss: 3.3596 +2025-06-11 08:51:09,122 - pyskl - INFO - Epoch [75][500/3940] lr: 1.273e-02, eta: 1 day, 13:08:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 3.2616, loss: 3.2616 +2025-06-11 08:51:53,605 - pyskl - INFO - Epoch [75][600/3940] lr: 1.272e-02, eta: 1 day, 13:07:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9750, loss_cls: 3.2699, loss: 3.2699 +2025-06-11 08:52:38,109 - pyskl - INFO - Epoch [75][700/3940] lr: 1.272e-02, eta: 1 day, 13:07:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 3.3615, loss: 3.3615 +2025-06-11 08:53:22,605 - pyskl - INFO - Epoch [75][800/3940] lr: 1.271e-02, eta: 1 day, 13:06:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 3.4279, loss: 3.4279 +2025-06-11 08:54:07,181 - pyskl - INFO - Epoch [75][900/3940] lr: 1.270e-02, eta: 1 day, 13:05:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 3.3467, loss: 3.3467 +2025-06-11 08:54:51,701 - pyskl - INFO - Epoch [75][1000/3940] lr: 1.270e-02, eta: 1 day, 13:04:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9812, loss_cls: 3.3455, loss: 3.3455 +2025-06-11 08:55:36,148 - pyskl - INFO - Epoch [75][1100/3940] lr: 1.269e-02, eta: 1 day, 13:04:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 3.2718, loss: 3.2718 +2025-06-11 08:56:20,670 - pyskl - INFO - Epoch [75][1200/3940] lr: 1.268e-02, eta: 1 day, 13:03:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 3.3273, loss: 3.3273 +2025-06-11 08:57:05,150 - pyskl - INFO - Epoch [75][1300/3940] lr: 1.268e-02, eta: 1 day, 13:02:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 3.2594, loss: 3.2594 +2025-06-11 08:57:49,582 - pyskl - INFO - Epoch [75][1400/3940] lr: 1.267e-02, eta: 1 day, 13:01:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.3846, loss: 3.3846 +2025-06-11 08:58:34,084 - pyskl - INFO - Epoch [75][1500/3940] lr: 1.266e-02, eta: 1 day, 13:01:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 3.2237, loss: 3.2237 +2025-06-11 08:59:18,468 - pyskl - INFO - Epoch [75][1600/3940] lr: 1.266e-02, eta: 1 day, 13:00:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 3.4502, loss: 3.4502 +2025-06-11 09:00:02,964 - pyskl - INFO - Epoch [75][1700/3940] lr: 1.265e-02, eta: 1 day, 12:59:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 3.4000, loss: 3.4000 +2025-06-11 09:00:47,370 - pyskl - INFO - Epoch [75][1800/3940] lr: 1.264e-02, eta: 1 day, 12:58:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.2310, loss: 3.2310 +2025-06-11 09:01:31,834 - pyskl - INFO - Epoch [75][1900/3940] lr: 1.264e-02, eta: 1 day, 12:58:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 3.4586, loss: 3.4586 +2025-06-11 09:02:16,478 - pyskl - INFO - Epoch [75][2000/3940] lr: 1.263e-02, eta: 1 day, 12:57:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 3.3775, loss: 3.3775 +2025-06-11 09:03:00,892 - pyskl - INFO - Epoch [75][2100/3940] lr: 1.262e-02, eta: 1 day, 12:56:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 3.3181, loss: 3.3181 +2025-06-11 09:03:45,264 - pyskl - INFO - Epoch [75][2200/3940] lr: 1.262e-02, eta: 1 day, 12:55:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.3046, loss: 3.3046 +2025-06-11 09:04:29,635 - pyskl - INFO - Epoch [75][2300/3940] lr: 1.261e-02, eta: 1 day, 12:55:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 3.4649, loss: 3.4649 +2025-06-11 09:05:14,009 - pyskl - INFO - Epoch [75][2400/3940] lr: 1.260e-02, eta: 1 day, 12:54:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.3629, loss: 3.3629 +2025-06-11 09:05:58,429 - pyskl - INFO - Epoch [75][2500/3940] lr: 1.260e-02, eta: 1 day, 12:53:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.4689, loss: 3.4689 +2025-06-11 09:06:42,743 - pyskl - INFO - Epoch [75][2600/3940] lr: 1.259e-02, eta: 1 day, 12:52:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 3.3315, loss: 3.3315 +2025-06-11 09:07:27,125 - pyskl - INFO - Epoch [75][2700/3940] lr: 1.258e-02, eta: 1 day, 12:52:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.3928, loss: 3.3928 +2025-06-11 09:08:11,479 - pyskl - INFO - Epoch [75][2800/3940] lr: 1.258e-02, eta: 1 day, 12:51:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 3.3073, loss: 3.3073 +2025-06-11 09:08:55,986 - pyskl - INFO - Epoch [75][2900/3940] lr: 1.257e-02, eta: 1 day, 12:50:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 3.2763, loss: 3.2763 +2025-06-11 09:09:40,519 - pyskl - INFO - Epoch [75][3000/3940] lr: 1.256e-02, eta: 1 day, 12:49:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 3.2849, loss: 3.2849 +2025-06-11 09:10:25,066 - pyskl - INFO - Epoch [75][3100/3940] lr: 1.256e-02, eta: 1 day, 12:49:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 3.3565, loss: 3.3565 +2025-06-11 09:11:09,747 - pyskl - INFO - Epoch [75][3200/3940] lr: 1.255e-02, eta: 1 day, 12:48:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 3.4022, loss: 3.4022 +2025-06-11 09:11:54,212 - pyskl - INFO - Epoch [75][3300/3940] lr: 1.254e-02, eta: 1 day, 12:47:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9688, loss_cls: 3.3865, loss: 3.3865 +2025-06-11 09:12:38,656 - pyskl - INFO - Epoch [75][3400/3940] lr: 1.254e-02, eta: 1 day, 12:46:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9694, loss_cls: 3.2738, loss: 3.2738 +2025-06-11 09:13:23,137 - pyskl - INFO - Epoch [75][3500/3940] lr: 1.253e-02, eta: 1 day, 12:46:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.2692, loss: 3.2692 +2025-06-11 09:14:07,594 - pyskl - INFO - Epoch [75][3600/3940] lr: 1.252e-02, eta: 1 day, 12:45:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 3.3492, loss: 3.3492 +2025-06-11 09:14:52,042 - pyskl - INFO - Epoch [75][3700/3940] lr: 1.252e-02, eta: 1 day, 12:44:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9831, loss_cls: 3.2917, loss: 3.2917 +2025-06-11 09:15:36,514 - pyskl - INFO - Epoch [75][3800/3940] lr: 1.251e-02, eta: 1 day, 12:43:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.3426, loss: 3.3426 +2025-06-11 09:16:20,937 - pyskl - INFO - Epoch [75][3900/3940] lr: 1.250e-02, eta: 1 day, 12:43:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 3.4097, loss: 3.4097 +2025-06-11 09:16:39,033 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-06-11 09:35:23,731 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 09:35:24,228 - pyskl - INFO - +top1_acc 0.7215 +top5_acc 0.9425 +2025-06-11 09:35:24,244 - pyskl - INFO - Epoch(val) [75][3183] top1_acc: 0.7215, top5_acc: 0.9425 +2025-06-11 09:36:33,563 - pyskl - INFO - Epoch [76][100/3940] lr: 1.249e-02, eta: 1 day, 12:42:09, time: 0.693, data_time: 0.248, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9594, loss_cls: 3.9895, loss: 3.9895 +2025-06-11 09:37:17,908 - pyskl - INFO - Epoch [76][200/3940] lr: 1.249e-02, eta: 1 day, 12:41:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9688, loss_cls: 3.4663, loss: 3.4663 +2025-06-11 09:38:02,220 - pyskl - INFO - Epoch [76][300/3940] lr: 1.248e-02, eta: 1 day, 12:40:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 3.3105, loss: 3.3105 +2025-06-11 09:38:46,596 - pyskl - INFO - Epoch [76][400/3940] lr: 1.247e-02, eta: 1 day, 12:39:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 3.3763, loss: 3.3763 +2025-06-11 09:39:30,996 - pyskl - INFO - Epoch [76][500/3940] lr: 1.247e-02, eta: 1 day, 12:39:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 3.4374, loss: 3.4374 +2025-06-11 09:40:15,371 - pyskl - INFO - Epoch [76][600/3940] lr: 1.246e-02, eta: 1 day, 12:38:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 3.2486, loss: 3.2486 +2025-06-11 09:40:59,787 - pyskl - INFO - Epoch [76][700/3940] lr: 1.245e-02, eta: 1 day, 12:37:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 3.3408, loss: 3.3408 +2025-06-11 09:41:44,174 - pyskl - INFO - Epoch [76][800/3940] lr: 1.245e-02, eta: 1 day, 12:36:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 3.3123, loss: 3.3123 +2025-06-11 09:42:28,512 - pyskl - INFO - Epoch [76][900/3940] lr: 1.244e-02, eta: 1 day, 12:36:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 3.3663, loss: 3.3663 +2025-06-11 09:43:13,469 - pyskl - INFO - Epoch [76][1000/3940] lr: 1.243e-02, eta: 1 day, 12:35:24, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 3.2322, loss: 3.2322 +2025-06-11 09:43:58,120 - pyskl - INFO - Epoch [76][1100/3940] lr: 1.243e-02, eta: 1 day, 12:34:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.3337, loss: 3.3337 +2025-06-11 09:44:42,677 - pyskl - INFO - Epoch [76][1200/3940] lr: 1.242e-02, eta: 1 day, 12:33:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 3.4302, loss: 3.4302 +2025-06-11 09:45:27,687 - pyskl - INFO - Epoch [76][1300/3940] lr: 1.241e-02, eta: 1 day, 12:33:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.3994, loss: 3.3994 +2025-06-11 09:46:12,862 - pyskl - INFO - Epoch [76][1400/3940] lr: 1.241e-02, eta: 1 day, 12:32:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 3.2764, loss: 3.2764 +2025-06-11 09:46:57,285 - pyskl - INFO - Epoch [76][1500/3940] lr: 1.240e-02, eta: 1 day, 12:31:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 3.3003, loss: 3.3003 +2025-06-11 09:47:41,800 - pyskl - INFO - Epoch [76][1600/3940] lr: 1.239e-02, eta: 1 day, 12:30:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 3.2141, loss: 3.2141 +2025-06-11 09:48:26,263 - pyskl - INFO - Epoch [76][1700/3940] lr: 1.239e-02, eta: 1 day, 12:30:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9706, loss_cls: 3.3999, loss: 3.3999 +2025-06-11 09:49:10,743 - pyskl - INFO - Epoch [76][1800/3940] lr: 1.238e-02, eta: 1 day, 12:29:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9806, loss_cls: 3.3399, loss: 3.3399 +2025-06-11 09:49:55,159 - pyskl - INFO - Epoch [76][1900/3940] lr: 1.237e-02, eta: 1 day, 12:28:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.3802, loss: 3.3802 +2025-06-11 09:50:39,620 - pyskl - INFO - Epoch [76][2000/3940] lr: 1.237e-02, eta: 1 day, 12:27:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 3.4820, loss: 3.4820 +2025-06-11 09:51:24,092 - pyskl - INFO - Epoch [76][2100/3940] lr: 1.236e-02, eta: 1 day, 12:27:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9700, loss_cls: 3.2841, loss: 3.2841 +2025-06-11 09:52:08,537 - pyskl - INFO - Epoch [76][2200/3940] lr: 1.235e-02, eta: 1 day, 12:26:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.4117, loss: 3.4117 +2025-06-11 09:52:52,997 - pyskl - INFO - Epoch [76][2300/3940] lr: 1.235e-02, eta: 1 day, 12:25:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.3696, loss: 3.3696 +2025-06-11 09:53:37,497 - pyskl - INFO - Epoch [76][2400/3940] lr: 1.234e-02, eta: 1 day, 12:24:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9750, loss_cls: 3.2227, loss: 3.2227 +2025-06-11 09:54:21,969 - pyskl - INFO - Epoch [76][2500/3940] lr: 1.233e-02, eta: 1 day, 12:24:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 3.2898, loss: 3.2898 +2025-06-11 09:55:06,715 - pyskl - INFO - Epoch [76][2600/3940] lr: 1.233e-02, eta: 1 day, 12:23:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 3.3514, loss: 3.3514 +2025-06-11 09:55:51,289 - pyskl - INFO - Epoch [76][2700/3940] lr: 1.232e-02, eta: 1 day, 12:22:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 3.3355, loss: 3.3355 +2025-06-11 09:56:35,913 - pyskl - INFO - Epoch [76][2800/3940] lr: 1.231e-02, eta: 1 day, 12:21:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9669, loss_cls: 3.3436, loss: 3.3436 +2025-06-11 09:57:20,496 - pyskl - INFO - Epoch [76][2900/3940] lr: 1.231e-02, eta: 1 day, 12:21:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9725, loss_cls: 3.3668, loss: 3.3668 +2025-06-11 09:58:04,997 - pyskl - INFO - Epoch [76][3000/3940] lr: 1.230e-02, eta: 1 day, 12:20:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 3.3977, loss: 3.3977 +2025-06-11 09:58:49,456 - pyskl - INFO - Epoch [76][3100/3940] lr: 1.229e-02, eta: 1 day, 12:19:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 3.3280, loss: 3.3280 +2025-06-11 09:59:33,957 - pyskl - INFO - Epoch [76][3200/3940] lr: 1.229e-02, eta: 1 day, 12:18:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 3.2928, loss: 3.2928 +2025-06-11 10:00:18,377 - pyskl - INFO - Epoch [76][3300/3940] lr: 1.228e-02, eta: 1 day, 12:18:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 3.4562, loss: 3.4562 +2025-06-11 10:01:02,702 - pyskl - INFO - Epoch [76][3400/3940] lr: 1.227e-02, eta: 1 day, 12:17:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.3109, loss: 3.3109 +2025-06-11 10:01:47,095 - pyskl - INFO - Epoch [76][3500/3940] lr: 1.227e-02, eta: 1 day, 12:16:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9681, loss_cls: 3.4256, loss: 3.4256 +2025-06-11 10:02:31,490 - pyskl - INFO - Epoch [76][3600/3940] lr: 1.226e-02, eta: 1 day, 12:15:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9712, loss_cls: 3.3882, loss: 3.3882 +2025-06-11 10:03:15,852 - pyskl - INFO - Epoch [76][3700/3940] lr: 1.225e-02, eta: 1 day, 12:15:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9656, loss_cls: 3.3675, loss: 3.3675 +2025-06-11 10:04:00,234 - pyskl - INFO - Epoch [76][3800/3940] lr: 1.225e-02, eta: 1 day, 12:14:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 3.2770, loss: 3.2770 +2025-06-11 10:04:44,577 - pyskl - INFO - Epoch [76][3900/3940] lr: 1.224e-02, eta: 1 day, 12:13:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 3.5135, loss: 3.5135 +2025-06-11 10:05:02,654 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-06-11 10:08:27,575 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 10:08:28,086 - pyskl - INFO - +top1_acc 0.7811 +top5_acc 0.9621 +2025-06-11 10:08:28,139 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_71.pth was removed +2025-06-11 10:08:29,154 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_76.pth. +2025-06-11 10:08:29,156 - pyskl - INFO - Best top1_acc is 0.7811 at 76 epoch. +2025-06-11 10:08:29,173 - pyskl - INFO - Epoch(val) [76][3183] top1_acc: 0.7811, top5_acc: 0.9621 +2025-06-11 10:09:38,059 - pyskl - INFO - Epoch [77][100/3940] lr: 1.223e-02, eta: 1 day, 12:12:45, time: 0.689, data_time: 0.245, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 3.3106, loss: 3.3106 +2025-06-11 10:10:22,576 - pyskl - INFO - Epoch [77][200/3940] lr: 1.222e-02, eta: 1 day, 12:12:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9744, loss_cls: 3.1523, loss: 3.1523 +2025-06-11 10:11:07,076 - pyskl - INFO - Epoch [77][300/3940] lr: 1.222e-02, eta: 1 day, 12:11:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 3.2634, loss: 3.2634 +2025-06-11 10:11:51,522 - pyskl - INFO - Epoch [77][400/3940] lr: 1.221e-02, eta: 1 day, 12:10:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.2294, loss: 3.2294 +2025-06-11 10:12:36,005 - pyskl - INFO - Epoch [77][500/3940] lr: 1.221e-02, eta: 1 day, 12:09:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 3.3100, loss: 3.3100 +2025-06-11 10:13:20,611 - pyskl - INFO - Epoch [77][600/3940] lr: 1.220e-02, eta: 1 day, 12:09:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 3.1015, loss: 3.1015 +2025-06-11 10:14:05,221 - pyskl - INFO - Epoch [77][700/3940] lr: 1.219e-02, eta: 1 day, 12:08:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 3.2681, loss: 3.2681 +2025-06-11 10:14:49,732 - pyskl - INFO - Epoch [77][800/3940] lr: 1.219e-02, eta: 1 day, 12:07:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 3.3229, loss: 3.3229 +2025-06-11 10:15:34,290 - pyskl - INFO - Epoch [77][900/3940] lr: 1.218e-02, eta: 1 day, 12:06:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9719, loss_cls: 3.2585, loss: 3.2585 +2025-06-11 10:16:19,058 - pyskl - INFO - Epoch [77][1000/3940] lr: 1.217e-02, eta: 1 day, 12:06:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9856, loss_cls: 3.3062, loss: 3.3062 +2025-06-11 10:17:03,714 - pyskl - INFO - Epoch [77][1100/3940] lr: 1.217e-02, eta: 1 day, 12:05:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 3.2845, loss: 3.2845 +2025-06-11 10:17:48,337 - pyskl - INFO - Epoch [77][1200/3940] lr: 1.216e-02, eta: 1 day, 12:04:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9681, loss_cls: 3.3424, loss: 3.3424 +2025-06-11 10:18:32,924 - pyskl - INFO - Epoch [77][1300/3940] lr: 1.215e-02, eta: 1 day, 12:03:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 3.3104, loss: 3.3104 +2025-06-11 10:19:17,496 - pyskl - INFO - Epoch [77][1400/3940] lr: 1.215e-02, eta: 1 day, 12:03:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 3.2037, loss: 3.2037 +2025-06-11 10:20:01,812 - pyskl - INFO - Epoch [77][1500/3940] lr: 1.214e-02, eta: 1 day, 12:02:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 3.2136, loss: 3.2136 +2025-06-11 10:20:46,162 - pyskl - INFO - Epoch [77][1600/3940] lr: 1.213e-02, eta: 1 day, 12:01:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.4260, loss: 3.4260 +2025-06-11 10:21:30,490 - pyskl - INFO - Epoch [77][1700/3940] lr: 1.213e-02, eta: 1 day, 12:00:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.3769, loss: 3.3769 +2025-06-11 10:22:14,820 - pyskl - INFO - Epoch [77][1800/3940] lr: 1.212e-02, eta: 1 day, 12:00:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 3.3290, loss: 3.3290 +2025-06-11 10:22:59,150 - pyskl - INFO - Epoch [77][1900/3940] lr: 1.211e-02, eta: 1 day, 11:59:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9700, loss_cls: 3.4496, loss: 3.4496 +2025-06-11 10:23:43,487 - pyskl - INFO - Epoch [77][2000/3940] lr: 1.211e-02, eta: 1 day, 11:58:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 3.3671, loss: 3.3671 +2025-06-11 10:24:27,967 - pyskl - INFO - Epoch [77][2100/3940] lr: 1.210e-02, eta: 1 day, 11:57:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.3544, loss: 3.3544 +2025-06-11 10:25:12,372 - pyskl - INFO - Epoch [77][2200/3940] lr: 1.209e-02, eta: 1 day, 11:57:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 3.3965, loss: 3.3965 +2025-06-11 10:25:56,725 - pyskl - INFO - Epoch [77][2300/3940] lr: 1.209e-02, eta: 1 day, 11:56:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 3.3148, loss: 3.3148 +2025-06-11 10:26:41,091 - pyskl - INFO - Epoch [77][2400/3940] lr: 1.208e-02, eta: 1 day, 11:55:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9738, loss_cls: 3.3229, loss: 3.3229 +2025-06-11 10:27:25,571 - pyskl - INFO - Epoch [77][2500/3940] lr: 1.207e-02, eta: 1 day, 11:54:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.3815, loss: 3.3815 +2025-06-11 10:28:10,325 - pyskl - INFO - Epoch [77][2600/3940] lr: 1.207e-02, eta: 1 day, 11:54:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9700, loss_cls: 3.2964, loss: 3.2964 +2025-06-11 10:28:54,989 - pyskl - INFO - Epoch [77][2700/3940] lr: 1.206e-02, eta: 1 day, 11:53:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 3.3935, loss: 3.3935 +2025-06-11 10:29:39,621 - pyskl - INFO - Epoch [77][2800/3940] lr: 1.205e-02, eta: 1 day, 11:52:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 3.3041, loss: 3.3041 +2025-06-11 10:30:24,175 - pyskl - INFO - Epoch [77][2900/3940] lr: 1.205e-02, eta: 1 day, 11:51:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 3.3018, loss: 3.3018 +2025-06-11 10:31:08,791 - pyskl - INFO - Epoch [77][3000/3940] lr: 1.204e-02, eta: 1 day, 11:51:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 3.3499, loss: 3.3499 +2025-06-11 10:31:53,624 - pyskl - INFO - Epoch [77][3100/3940] lr: 1.203e-02, eta: 1 day, 11:50:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 3.3144, loss: 3.3144 +2025-06-11 10:32:38,167 - pyskl - INFO - Epoch [77][3200/3940] lr: 1.203e-02, eta: 1 day, 11:49:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.3486, loss: 3.3486 +2025-06-11 10:33:22,620 - pyskl - INFO - Epoch [77][3300/3940] lr: 1.202e-02, eta: 1 day, 11:48:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 3.3427, loss: 3.3427 +2025-06-11 10:34:07,120 - pyskl - INFO - Epoch [77][3400/3940] lr: 1.201e-02, eta: 1 day, 11:48:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.2213, loss: 3.2213 +2025-06-11 10:34:51,611 - pyskl - INFO - Epoch [77][3500/3940] lr: 1.201e-02, eta: 1 day, 11:47:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 3.3550, loss: 3.3550 +2025-06-11 10:35:36,072 - pyskl - INFO - Epoch [77][3600/3940] lr: 1.200e-02, eta: 1 day, 11:46:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.3587, loss: 3.3587 +2025-06-11 10:36:20,504 - pyskl - INFO - Epoch [77][3700/3940] lr: 1.199e-02, eta: 1 day, 11:45:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9706, loss_cls: 3.3619, loss: 3.3619 +2025-06-11 10:37:05,022 - pyskl - INFO - Epoch [77][3800/3940] lr: 1.199e-02, eta: 1 day, 11:45:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9700, loss_cls: 3.3298, loss: 3.3298 +2025-06-11 10:37:49,471 - pyskl - INFO - Epoch [77][3900/3940] lr: 1.198e-02, eta: 1 day, 11:44:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9738, loss_cls: 3.3086, loss: 3.3086 +2025-06-11 10:38:07,609 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-06-11 10:41:34,803 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 10:41:35,264 - pyskl - INFO - +top1_acc 0.7359 +top5_acc 0.9338 +2025-06-11 10:41:35,282 - pyskl - INFO - Epoch(val) [77][3183] top1_acc: 0.7359, top5_acc: 0.9338 +2025-06-11 10:42:44,386 - pyskl - INFO - Epoch [78][100/3940] lr: 1.197e-02, eta: 1 day, 11:43:21, time: 0.691, data_time: 0.247, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 3.4066, loss: 3.4066 +2025-06-11 10:43:28,852 - pyskl - INFO - Epoch [78][200/3940] lr: 1.196e-02, eta: 1 day, 11:42:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 3.2692, loss: 3.2692 +2025-06-11 10:44:13,502 - pyskl - INFO - Epoch [78][300/3940] lr: 1.196e-02, eta: 1 day, 11:41:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 3.3118, loss: 3.3118 +2025-06-11 10:44:58,289 - pyskl - INFO - Epoch [78][400/3940] lr: 1.195e-02, eta: 1 day, 11:41:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 3.1885, loss: 3.1885 +2025-06-11 10:45:43,094 - pyskl - INFO - Epoch [78][500/3940] lr: 1.194e-02, eta: 1 day, 11:40:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9712, loss_cls: 3.2806, loss: 3.2806 +2025-06-11 10:46:27,698 - pyskl - INFO - Epoch [78][600/3940] lr: 1.194e-02, eta: 1 day, 11:39:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 3.2215, loss: 3.2215 +2025-06-11 10:47:12,297 - pyskl - INFO - Epoch [78][700/3940] lr: 1.193e-02, eta: 1 day, 11:38:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 3.2784, loss: 3.2784 +2025-06-11 10:47:56,845 - pyskl - INFO - Epoch [78][800/3940] lr: 1.192e-02, eta: 1 day, 11:38:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 3.2860, loss: 3.2860 +2025-06-11 10:48:41,408 - pyskl - INFO - Epoch [78][900/3940] lr: 1.192e-02, eta: 1 day, 11:37:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.3966, loss: 3.3966 +2025-06-11 10:49:26,010 - pyskl - INFO - Epoch [78][1000/3940] lr: 1.191e-02, eta: 1 day, 11:36:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9762, loss_cls: 3.2168, loss: 3.2168 +2025-06-11 10:50:10,620 - pyskl - INFO - Epoch [78][1100/3940] lr: 1.190e-02, eta: 1 day, 11:35:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.2796, loss: 3.2796 +2025-06-11 10:50:55,173 - pyskl - INFO - Epoch [78][1200/3940] lr: 1.190e-02, eta: 1 day, 11:35:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 3.2683, loss: 3.2683 +2025-06-11 10:51:39,741 - pyskl - INFO - Epoch [78][1300/3940] lr: 1.189e-02, eta: 1 day, 11:34:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 3.3277, loss: 3.3277 +2025-06-11 10:52:24,574 - pyskl - INFO - Epoch [78][1400/3940] lr: 1.188e-02, eta: 1 day, 11:33:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 3.2385, loss: 3.2385 +2025-06-11 10:53:09,112 - pyskl - INFO - Epoch [78][1500/3940] lr: 1.188e-02, eta: 1 day, 11:32:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 3.2922, loss: 3.2922 +2025-06-11 10:53:53,637 - pyskl - INFO - Epoch [78][1600/3940] lr: 1.187e-02, eta: 1 day, 11:32:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 3.1932, loss: 3.1932 +2025-06-11 10:54:38,217 - pyskl - INFO - Epoch [78][1700/3940] lr: 1.186e-02, eta: 1 day, 11:31:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 3.2764, loss: 3.2764 +2025-06-11 10:55:22,778 - pyskl - INFO - Epoch [78][1800/3940] lr: 1.186e-02, eta: 1 day, 11:30:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 3.1781, loss: 3.1781 +2025-06-11 10:56:07,502 - pyskl - INFO - Epoch [78][1900/3940] lr: 1.185e-02, eta: 1 day, 11:29:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.3094, loss: 3.3094 +2025-06-11 10:56:52,142 - pyskl - INFO - Epoch [78][2000/3940] lr: 1.184e-02, eta: 1 day, 11:29:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 3.3618, loss: 3.3618 +2025-06-11 10:57:36,566 - pyskl - INFO - Epoch [78][2100/3940] lr: 1.184e-02, eta: 1 day, 11:28:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 3.2435, loss: 3.2435 +2025-06-11 10:58:20,897 - pyskl - INFO - Epoch [78][2200/3940] lr: 1.183e-02, eta: 1 day, 11:27:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 3.1652, loss: 3.1652 +2025-06-11 10:59:05,797 - pyskl - INFO - Epoch [78][2300/3940] lr: 1.182e-02, eta: 1 day, 11:26:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9712, loss_cls: 3.2685, loss: 3.2685 +2025-06-11 10:59:50,264 - pyskl - INFO - Epoch [78][2400/3940] lr: 1.182e-02, eta: 1 day, 11:26:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9744, loss_cls: 3.2640, loss: 3.2640 +2025-06-11 11:00:34,691 - pyskl - INFO - Epoch [78][2500/3940] lr: 1.181e-02, eta: 1 day, 11:25:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 3.3702, loss: 3.3702 +2025-06-11 11:01:19,318 - pyskl - INFO - Epoch [78][2600/3940] lr: 1.180e-02, eta: 1 day, 11:24:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 3.3084, loss: 3.3084 +2025-06-11 11:02:03,724 - pyskl - INFO - Epoch [78][2700/3940] lr: 1.180e-02, eta: 1 day, 11:23:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 3.3328, loss: 3.3328 +2025-06-11 11:02:48,193 - pyskl - INFO - Epoch [78][2800/3940] lr: 1.179e-02, eta: 1 day, 11:23:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9719, loss_cls: 3.2883, loss: 3.2883 +2025-06-11 11:03:32,684 - pyskl - INFO - Epoch [78][2900/3940] lr: 1.178e-02, eta: 1 day, 11:22:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 3.1851, loss: 3.1851 +2025-06-11 11:04:17,195 - pyskl - INFO - Epoch [78][3000/3940] lr: 1.178e-02, eta: 1 day, 11:21:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9769, loss_cls: 3.3945, loss: 3.3945 +2025-06-11 11:05:01,513 - pyskl - INFO - Epoch [78][3100/3940] lr: 1.177e-02, eta: 1 day, 11:20:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 3.2154, loss: 3.2154 +2025-06-11 11:05:45,772 - pyskl - INFO - Epoch [78][3200/3940] lr: 1.176e-02, eta: 1 day, 11:20:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.1459, loss: 3.1459 +2025-06-11 11:06:30,094 - pyskl - INFO - Epoch [78][3300/3940] lr: 1.176e-02, eta: 1 day, 11:19:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 3.3376, loss: 3.3376 +2025-06-11 11:07:14,480 - pyskl - INFO - Epoch [78][3400/3940] lr: 1.175e-02, eta: 1 day, 11:18:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9731, loss_cls: 3.2787, loss: 3.2787 +2025-06-11 11:07:58,958 - pyskl - INFO - Epoch [78][3500/3940] lr: 1.174e-02, eta: 1 day, 11:17:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9694, loss_cls: 3.3239, loss: 3.3239 +2025-06-11 11:08:43,357 - pyskl - INFO - Epoch [78][3600/3940] lr: 1.174e-02, eta: 1 day, 11:17:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 3.5026, loss: 3.5026 +2025-06-11 11:09:27,804 - pyskl - INFO - Epoch [78][3700/3940] lr: 1.173e-02, eta: 1 day, 11:16:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 3.2269, loss: 3.2269 +2025-06-11 11:10:12,233 - pyskl - INFO - Epoch [78][3800/3940] lr: 1.172e-02, eta: 1 day, 11:15:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 3.2434, loss: 3.2434 +2025-06-11 11:10:56,747 - pyskl - INFO - Epoch [78][3900/3940] lr: 1.172e-02, eta: 1 day, 11:14:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9769, loss_cls: 3.1777, loss: 3.1777 +2025-06-11 11:11:14,985 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-06-11 11:14:42,027 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 11:14:42,494 - pyskl - INFO - +top1_acc 0.7089 +top5_acc 0.9281 +2025-06-11 11:14:42,511 - pyskl - INFO - Epoch(val) [78][3183] top1_acc: 0.7089, top5_acc: 0.9281 +2025-06-11 11:15:51,578 - pyskl - INFO - Epoch [79][100/3940] lr: 1.171e-02, eta: 1 day, 11:13:58, time: 0.691, data_time: 0.248, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 3.1946, loss: 3.1946 +2025-06-11 11:16:36,001 - pyskl - INFO - Epoch [79][200/3940] lr: 1.170e-02, eta: 1 day, 11:13:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9875, loss_cls: 3.1248, loss: 3.1248 +2025-06-11 11:17:20,456 - pyskl - INFO - Epoch [79][300/3940] lr: 1.170e-02, eta: 1 day, 11:12:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 3.1857, loss: 3.1857 +2025-06-11 11:18:04,885 - pyskl - INFO - Epoch [79][400/3940] lr: 1.169e-02, eta: 1 day, 11:11:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 3.0963, loss: 3.0963 +2025-06-11 11:18:49,336 - pyskl - INFO - Epoch [79][500/3940] lr: 1.168e-02, eta: 1 day, 11:10:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 3.2595, loss: 3.2595 +2025-06-11 11:19:33,853 - pyskl - INFO - Epoch [79][600/3940] lr: 1.168e-02, eta: 1 day, 11:10:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9725, loss_cls: 3.2802, loss: 3.2802 +2025-06-11 11:20:18,326 - pyskl - INFO - Epoch [79][700/3940] lr: 1.167e-02, eta: 1 day, 11:09:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 3.2091, loss: 3.2091 +2025-06-11 11:21:02,783 - pyskl - INFO - Epoch [79][800/3940] lr: 1.166e-02, eta: 1 day, 11:08:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9688, loss_cls: 3.2323, loss: 3.2323 +2025-06-11 11:21:47,497 - pyskl - INFO - Epoch [79][900/3940] lr: 1.166e-02, eta: 1 day, 11:07:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.2861, loss: 3.2861 +2025-06-11 11:22:32,171 - pyskl - INFO - Epoch [79][1000/3940] lr: 1.165e-02, eta: 1 day, 11:07:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 3.3767, loss: 3.3767 +2025-06-11 11:23:16,650 - pyskl - INFO - Epoch [79][1100/3940] lr: 1.164e-02, eta: 1 day, 11:06:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 3.2804, loss: 3.2804 +2025-06-11 11:24:01,207 - pyskl - INFO - Epoch [79][1200/3940] lr: 1.164e-02, eta: 1 day, 11:05:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 3.2183, loss: 3.2183 +2025-06-11 11:24:45,808 - pyskl - INFO - Epoch [79][1300/3940] lr: 1.163e-02, eta: 1 day, 11:04:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9719, loss_cls: 3.2346, loss: 3.2346 +2025-06-11 11:25:30,287 - pyskl - INFO - Epoch [79][1400/3940] lr: 1.162e-02, eta: 1 day, 11:04:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 3.2617, loss: 3.2617 +2025-06-11 11:26:14,749 - pyskl - INFO - Epoch [79][1500/3940] lr: 1.162e-02, eta: 1 day, 11:03:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9706, loss_cls: 3.3222, loss: 3.3222 +2025-06-11 11:26:59,212 - pyskl - INFO - Epoch [79][1600/3940] lr: 1.161e-02, eta: 1 day, 11:02:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9669, loss_cls: 3.2758, loss: 3.2758 +2025-06-11 11:27:43,706 - pyskl - INFO - Epoch [79][1700/3940] lr: 1.160e-02, eta: 1 day, 11:01:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9731, loss_cls: 3.2702, loss: 3.2702 +2025-06-11 11:28:28,226 - pyskl - INFO - Epoch [79][1800/3940] lr: 1.160e-02, eta: 1 day, 11:01:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 3.2803, loss: 3.2803 +2025-06-11 11:29:12,867 - pyskl - INFO - Epoch [79][1900/3940] lr: 1.159e-02, eta: 1 day, 11:00:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 3.2092, loss: 3.2092 +2025-06-11 11:29:57,390 - pyskl - INFO - Epoch [79][2000/3940] lr: 1.158e-02, eta: 1 day, 10:59:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 3.2930, loss: 3.2930 +2025-06-11 11:30:41,979 - pyskl - INFO - Epoch [79][2100/3940] lr: 1.158e-02, eta: 1 day, 10:58:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 3.2621, loss: 3.2621 +2025-06-11 11:31:26,524 - pyskl - INFO - Epoch [79][2200/3940] lr: 1.157e-02, eta: 1 day, 10:58:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 3.2698, loss: 3.2698 +2025-06-11 11:32:11,089 - pyskl - INFO - Epoch [79][2300/3940] lr: 1.156e-02, eta: 1 day, 10:57:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.2978, loss: 3.2978 +2025-06-11 11:32:55,593 - pyskl - INFO - Epoch [79][2400/3940] lr: 1.156e-02, eta: 1 day, 10:56:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 3.1187, loss: 3.1187 +2025-06-11 11:33:40,229 - pyskl - INFO - Epoch [79][2500/3940] lr: 1.155e-02, eta: 1 day, 10:56:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 3.1785, loss: 3.1785 +2025-06-11 11:34:25,189 - pyskl - INFO - Epoch [79][2600/3940] lr: 1.154e-02, eta: 1 day, 10:55:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9738, loss_cls: 3.4440, loss: 3.4440 +2025-06-11 11:35:09,919 - pyskl - INFO - Epoch [79][2700/3940] lr: 1.154e-02, eta: 1 day, 10:54:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 3.3366, loss: 3.3366 +2025-06-11 11:35:54,548 - pyskl - INFO - Epoch [79][2800/3940] lr: 1.153e-02, eta: 1 day, 10:53:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 3.4434, loss: 3.4434 +2025-06-11 11:36:39,445 - pyskl - INFO - Epoch [79][2900/3940] lr: 1.152e-02, eta: 1 day, 10:53:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 3.2893, loss: 3.2893 +2025-06-11 11:37:24,101 - pyskl - INFO - Epoch [79][3000/3940] lr: 1.152e-02, eta: 1 day, 10:52:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9681, loss_cls: 3.4035, loss: 3.4035 +2025-06-11 11:38:08,818 - pyskl - INFO - Epoch [79][3100/3940] lr: 1.151e-02, eta: 1 day, 10:51:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 3.2037, loss: 3.2037 +2025-06-11 11:38:53,353 - pyskl - INFO - Epoch [79][3200/3940] lr: 1.150e-02, eta: 1 day, 10:50:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9725, loss_cls: 3.3620, loss: 3.3620 +2025-06-11 11:39:37,904 - pyskl - INFO - Epoch [79][3300/3940] lr: 1.150e-02, eta: 1 day, 10:50:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9862, loss_cls: 3.1760, loss: 3.1760 +2025-06-11 11:40:22,486 - pyskl - INFO - Epoch [79][3400/3940] lr: 1.149e-02, eta: 1 day, 10:49:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.3776, loss: 3.3776 +2025-06-11 11:41:07,114 - pyskl - INFO - Epoch [79][3500/3940] lr: 1.148e-02, eta: 1 day, 10:48:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 3.3396, loss: 3.3396 +2025-06-11 11:41:51,603 - pyskl - INFO - Epoch [79][3600/3940] lr: 1.148e-02, eta: 1 day, 10:47:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 3.3502, loss: 3.3502 +2025-06-11 11:42:36,109 - pyskl - INFO - Epoch [79][3700/3940] lr: 1.147e-02, eta: 1 day, 10:47:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 3.2382, loss: 3.2382 +2025-06-11 11:43:20,584 - pyskl - INFO - Epoch [79][3800/3940] lr: 1.146e-02, eta: 1 day, 10:46:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 3.3381, loss: 3.3381 +2025-06-11 11:44:05,015 - pyskl - INFO - Epoch [79][3900/3940] lr: 1.146e-02, eta: 1 day, 10:45:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9725, loss_cls: 3.2999, loss: 3.2999 +2025-06-11 11:44:23,173 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-06-11 11:47:50,730 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 11:47:51,242 - pyskl - INFO - +top1_acc 0.7390 +top5_acc 0.9391 +2025-06-11 11:47:51,261 - pyskl - INFO - Epoch(val) [79][3183] top1_acc: 0.7390, top5_acc: 0.9391 +2025-06-11 11:49:01,025 - pyskl - INFO - Epoch [80][100/3940] lr: 1.145e-02, eta: 1 day, 10:44:36, time: 0.698, data_time: 0.252, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 3.3816, loss: 3.3816 +2025-06-11 11:49:45,675 - pyskl - INFO - Epoch [80][200/3940] lr: 1.144e-02, eta: 1 day, 10:43:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 3.2048, loss: 3.2048 +2025-06-11 11:50:30,134 - pyskl - INFO - Epoch [80][300/3940] lr: 1.143e-02, eta: 1 day, 10:43:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 3.2810, loss: 3.2810 +2025-06-11 11:51:14,589 - pyskl - INFO - Epoch [80][400/3940] lr: 1.143e-02, eta: 1 day, 10:42:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 3.1431, loss: 3.1431 +2025-06-11 11:51:59,116 - pyskl - INFO - Epoch [80][500/3940] lr: 1.142e-02, eta: 1 day, 10:41:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 3.2036, loss: 3.2036 +2025-06-11 11:52:43,623 - pyskl - INFO - Epoch [80][600/3940] lr: 1.141e-02, eta: 1 day, 10:40:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 3.2833, loss: 3.2833 +2025-06-11 11:53:28,164 - pyskl - INFO - Epoch [80][700/3940] lr: 1.141e-02, eta: 1 day, 10:40:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9731, loss_cls: 3.1816, loss: 3.1816 +2025-06-11 11:54:12,688 - pyskl - INFO - Epoch [80][800/3940] lr: 1.140e-02, eta: 1 day, 10:39:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 3.2689, loss: 3.2689 +2025-06-11 11:54:57,061 - pyskl - INFO - Epoch [80][900/3940] lr: 1.139e-02, eta: 1 day, 10:38:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9669, loss_cls: 3.2685, loss: 3.2685 +2025-06-11 11:55:41,425 - pyskl - INFO - Epoch [80][1000/3940] lr: 1.139e-02, eta: 1 day, 10:37:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9750, loss_cls: 3.1902, loss: 3.1902 +2025-06-11 11:56:25,775 - pyskl - INFO - Epoch [80][1100/3940] lr: 1.138e-02, eta: 1 day, 10:37:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 3.2392, loss: 3.2392 +2025-06-11 11:57:10,021 - pyskl - INFO - Epoch [80][1200/3940] lr: 1.137e-02, eta: 1 day, 10:36:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.2546, loss: 3.2546 +2025-06-11 11:57:54,432 - pyskl - INFO - Epoch [80][1300/3940] lr: 1.137e-02, eta: 1 day, 10:35:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 3.2093, loss: 3.2093 +2025-06-11 11:58:38,802 - pyskl - INFO - Epoch [80][1400/3940] lr: 1.136e-02, eta: 1 day, 10:34:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9738, loss_cls: 3.2317, loss: 3.2317 +2025-06-11 11:59:23,253 - pyskl - INFO - Epoch [80][1500/3940] lr: 1.135e-02, eta: 1 day, 10:34:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.2358, loss: 3.2358 +2025-06-11 12:00:07,660 - pyskl - INFO - Epoch [80][1600/3940] lr: 1.135e-02, eta: 1 day, 10:33:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 3.1731, loss: 3.1731 +2025-06-11 12:00:51,985 - pyskl - INFO - Epoch [80][1700/3940] lr: 1.134e-02, eta: 1 day, 10:32:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 3.2377, loss: 3.2377 +2025-06-11 12:01:36,398 - pyskl - INFO - Epoch [80][1800/3940] lr: 1.133e-02, eta: 1 day, 10:31:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 3.2768, loss: 3.2768 +2025-06-11 12:02:20,836 - pyskl - INFO - Epoch [80][1900/3940] lr: 1.133e-02, eta: 1 day, 10:31:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.2611, loss: 3.2611 +2025-06-11 12:03:05,170 - pyskl - INFO - Epoch [80][2000/3940] lr: 1.132e-02, eta: 1 day, 10:30:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.2484, loss: 3.2484 +2025-06-11 12:03:49,524 - pyskl - INFO - Epoch [80][2100/3940] lr: 1.132e-02, eta: 1 day, 10:29:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9756, loss_cls: 3.1785, loss: 3.1785 +2025-06-11 12:04:33,877 - pyskl - INFO - Epoch [80][2200/3940] lr: 1.131e-02, eta: 1 day, 10:28:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 3.1887, loss: 3.1887 +2025-06-11 12:05:18,297 - pyskl - INFO - Epoch [80][2300/3940] lr: 1.130e-02, eta: 1 day, 10:28:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 3.2353, loss: 3.2353 +2025-06-11 12:06:02,771 - pyskl - INFO - Epoch [80][2400/3940] lr: 1.130e-02, eta: 1 day, 10:27:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.3133, loss: 3.3133 +2025-06-11 12:06:47,227 - pyskl - INFO - Epoch [80][2500/3940] lr: 1.129e-02, eta: 1 day, 10:26:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9738, loss_cls: 3.2928, loss: 3.2928 +2025-06-11 12:07:31,940 - pyskl - INFO - Epoch [80][2600/3940] lr: 1.128e-02, eta: 1 day, 10:25:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 3.3332, loss: 3.3332 +2025-06-11 12:08:16,397 - pyskl - INFO - Epoch [80][2700/3940] lr: 1.128e-02, eta: 1 day, 10:25:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 3.2872, loss: 3.2872 +2025-06-11 12:09:00,895 - pyskl - INFO - Epoch [80][2800/3940] lr: 1.127e-02, eta: 1 day, 10:24:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9738, loss_cls: 3.1320, loss: 3.1320 +2025-06-11 12:09:45,466 - pyskl - INFO - Epoch [80][2900/3940] lr: 1.126e-02, eta: 1 day, 10:23:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 3.1017, loss: 3.1017 +2025-06-11 12:10:30,019 - pyskl - INFO - Epoch [80][3000/3940] lr: 1.126e-02, eta: 1 day, 10:22:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.3280, loss: 3.3280 +2025-06-11 12:11:14,537 - pyskl - INFO - Epoch [80][3100/3940] lr: 1.125e-02, eta: 1 day, 10:22:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 3.1983, loss: 3.1983 +2025-06-11 12:11:59,069 - pyskl - INFO - Epoch [80][3200/3940] lr: 1.124e-02, eta: 1 day, 10:21:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 3.2192, loss: 3.2192 +2025-06-11 12:12:43,526 - pyskl - INFO - Epoch [80][3300/3940] lr: 1.124e-02, eta: 1 day, 10:20:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 3.1501, loss: 3.1501 +2025-06-11 12:13:28,072 - pyskl - INFO - Epoch [80][3400/3940] lr: 1.123e-02, eta: 1 day, 10:19:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9706, loss_cls: 3.2963, loss: 3.2963 +2025-06-11 12:14:12,445 - pyskl - INFO - Epoch [80][3500/3940] lr: 1.122e-02, eta: 1 day, 10:19:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9700, loss_cls: 3.2014, loss: 3.2014 +2025-06-11 12:14:56,868 - pyskl - INFO - Epoch [80][3600/3940] lr: 1.122e-02, eta: 1 day, 10:18:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9719, loss_cls: 3.2448, loss: 3.2448 +2025-06-11 12:15:41,261 - pyskl - INFO - Epoch [80][3700/3940] lr: 1.121e-02, eta: 1 day, 10:17:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9669, loss_cls: 3.2888, loss: 3.2888 +2025-06-11 12:16:25,848 - pyskl - INFO - Epoch [80][3800/3940] lr: 1.120e-02, eta: 1 day, 10:16:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 3.3287, loss: 3.3287 +2025-06-11 12:17:10,309 - pyskl - INFO - Epoch [80][3900/3940] lr: 1.120e-02, eta: 1 day, 10:16:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 3.0917, loss: 3.0917 +2025-06-11 12:17:28,421 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-06-11 12:36:36,982 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 12:36:37,450 - pyskl - INFO - +top1_acc 0.7624 +top5_acc 0.9516 +2025-06-11 12:36:37,467 - pyskl - INFO - Epoch(val) [80][3183] top1_acc: 0.7624, top5_acc: 0.9516 +2025-06-11 12:37:46,536 - pyskl - INFO - Epoch [81][100/3940] lr: 1.119e-02, eta: 1 day, 10:15:11, time: 0.691, data_time: 0.247, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 3.2483, loss: 3.2483 +2025-06-11 12:38:31,002 - pyskl - INFO - Epoch [81][200/3940] lr: 1.118e-02, eta: 1 day, 10:14:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9762, loss_cls: 3.2151, loss: 3.2151 +2025-06-11 12:39:15,417 - pyskl - INFO - Epoch [81][300/3940] lr: 1.117e-02, eta: 1 day, 10:13:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 3.1802, loss: 3.1802 +2025-06-11 12:39:59,929 - pyskl - INFO - Epoch [81][400/3940] lr: 1.117e-02, eta: 1 day, 10:12:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9731, loss_cls: 3.2384, loss: 3.2384 +2025-06-11 12:40:44,377 - pyskl - INFO - Epoch [81][500/3940] lr: 1.116e-02, eta: 1 day, 10:12:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9744, loss_cls: 3.2381, loss: 3.2381 +2025-06-11 12:41:28,804 - pyskl - INFO - Epoch [81][600/3940] lr: 1.115e-02, eta: 1 day, 10:11:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 3.1311, loss: 3.1311 +2025-06-11 12:42:13,252 - pyskl - INFO - Epoch [81][700/3940] lr: 1.115e-02, eta: 1 day, 10:10:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 3.1918, loss: 3.1918 +2025-06-11 12:42:57,741 - pyskl - INFO - Epoch [81][800/3940] lr: 1.114e-02, eta: 1 day, 10:09:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 3.1202, loss: 3.1202 +2025-06-11 12:43:42,171 - pyskl - INFO - Epoch [81][900/3940] lr: 1.113e-02, eta: 1 day, 10:09:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 3.1934, loss: 3.1934 +2025-06-11 12:44:26,628 - pyskl - INFO - Epoch [81][1000/3940] lr: 1.113e-02, eta: 1 day, 10:08:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 3.2243, loss: 3.2243 +2025-06-11 12:45:11,200 - pyskl - INFO - Epoch [81][1100/3940] lr: 1.112e-02, eta: 1 day, 10:07:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9700, loss_cls: 3.3578, loss: 3.3578 +2025-06-11 12:45:55,599 - pyskl - INFO - Epoch [81][1200/3940] lr: 1.111e-02, eta: 1 day, 10:06:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 3.2438, loss: 3.2438 +2025-06-11 12:46:39,974 - pyskl - INFO - Epoch [81][1300/3940] lr: 1.111e-02, eta: 1 day, 10:06:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 3.2224, loss: 3.2224 +2025-06-11 12:47:24,647 - pyskl - INFO - Epoch [81][1400/3940] lr: 1.110e-02, eta: 1 day, 10:05:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 3.1373, loss: 3.1373 +2025-06-11 12:48:09,204 - pyskl - INFO - Epoch [81][1500/3940] lr: 1.109e-02, eta: 1 day, 10:04:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 3.0683, loss: 3.0683 +2025-06-11 12:48:53,852 - pyskl - INFO - Epoch [81][1600/3940] lr: 1.109e-02, eta: 1 day, 10:03:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9750, loss_cls: 3.2104, loss: 3.2104 +2025-06-11 12:49:38,428 - pyskl - INFO - Epoch [81][1700/3940] lr: 1.108e-02, eta: 1 day, 10:03:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 3.1924, loss: 3.1924 +2025-06-11 12:50:22,991 - pyskl - INFO - Epoch [81][1800/3940] lr: 1.107e-02, eta: 1 day, 10:02:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 3.1544, loss: 3.1544 +2025-06-11 12:51:07,546 - pyskl - INFO - Epoch [81][1900/3940] lr: 1.107e-02, eta: 1 day, 10:01:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9750, loss_cls: 3.1116, loss: 3.1116 +2025-06-11 12:51:52,105 - pyskl - INFO - Epoch [81][2000/3940] lr: 1.106e-02, eta: 1 day, 10:00:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 3.0799, loss: 3.0799 +2025-06-11 12:52:36,569 - pyskl - INFO - Epoch [81][2100/3940] lr: 1.105e-02, eta: 1 day, 10:00:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9712, loss_cls: 3.3091, loss: 3.3091 +2025-06-11 12:53:21,096 - pyskl - INFO - Epoch [81][2200/3940] lr: 1.105e-02, eta: 1 day, 9:59:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 3.2055, loss: 3.2055 +2025-06-11 12:54:05,632 - pyskl - INFO - Epoch [81][2300/3940] lr: 1.104e-02, eta: 1 day, 9:58:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 3.3210, loss: 3.3210 +2025-06-11 12:54:50,150 - pyskl - INFO - Epoch [81][2400/3940] lr: 1.103e-02, eta: 1 day, 9:57:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.3132, loss: 3.3132 +2025-06-11 12:55:34,533 - pyskl - INFO - Epoch [81][2500/3940] lr: 1.103e-02, eta: 1 day, 9:57:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 3.3212, loss: 3.3212 +2025-06-11 12:56:18,979 - pyskl - INFO - Epoch [81][2600/3940] lr: 1.102e-02, eta: 1 day, 9:56:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9675, loss_cls: 3.3474, loss: 3.3474 +2025-06-11 12:57:03,477 - pyskl - INFO - Epoch [81][2700/3940] lr: 1.102e-02, eta: 1 day, 9:55:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 3.3531, loss: 3.3531 +2025-06-11 12:57:48,014 - pyskl - INFO - Epoch [81][2800/3940] lr: 1.101e-02, eta: 1 day, 9:54:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 3.2648, loss: 3.2648 +2025-06-11 12:58:32,581 - pyskl - INFO - Epoch [81][2900/3940] lr: 1.100e-02, eta: 1 day, 9:54:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 3.1732, loss: 3.1732 +2025-06-11 12:59:17,171 - pyskl - INFO - Epoch [81][3000/3940] lr: 1.100e-02, eta: 1 day, 9:53:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9881, loss_cls: 3.2916, loss: 3.2916 +2025-06-11 13:00:01,684 - pyskl - INFO - Epoch [81][3100/3940] lr: 1.099e-02, eta: 1 day, 9:52:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 3.2434, loss: 3.2434 +2025-06-11 13:00:46,297 - pyskl - INFO - Epoch [81][3200/3940] lr: 1.098e-02, eta: 1 day, 9:51:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 3.2687, loss: 3.2687 +2025-06-11 13:01:30,760 - pyskl - INFO - Epoch [81][3300/3940] lr: 1.098e-02, eta: 1 day, 9:51:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9806, loss_cls: 3.4155, loss: 3.4155 +2025-06-11 13:02:15,248 - pyskl - INFO - Epoch [81][3400/3940] lr: 1.097e-02, eta: 1 day, 9:50:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 3.2975, loss: 3.2975 +2025-06-11 13:02:59,741 - pyskl - INFO - Epoch [81][3500/3940] lr: 1.096e-02, eta: 1 day, 9:49:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.1428, loss: 3.1428 +2025-06-11 13:03:44,340 - pyskl - INFO - Epoch [81][3600/3940] lr: 1.096e-02, eta: 1 day, 9:48:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9781, loss_cls: 3.2122, loss: 3.2122 +2025-06-11 13:04:28,794 - pyskl - INFO - Epoch [81][3700/3940] lr: 1.095e-02, eta: 1 day, 9:48:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 3.2384, loss: 3.2384 +2025-06-11 13:05:13,364 - pyskl - INFO - Epoch [81][3800/3940] lr: 1.094e-02, eta: 1 day, 9:47:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 3.2182, loss: 3.2182 +2025-06-11 13:05:57,861 - pyskl - INFO - Epoch [81][3900/3940] lr: 1.094e-02, eta: 1 day, 9:46:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 3.2884, loss: 3.2884 +2025-06-11 13:06:16,026 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-06-11 13:09:41,124 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 13:09:41,669 - pyskl - INFO - +top1_acc 0.7742 +top5_acc 0.9563 +2025-06-11 13:09:41,686 - pyskl - INFO - Epoch(val) [81][3183] top1_acc: 0.7742, top5_acc: 0.9563 +2025-06-11 13:10:51,048 - pyskl - INFO - Epoch [82][100/3940] lr: 1.093e-02, eta: 1 day, 9:45:47, time: 0.694, data_time: 0.248, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 3.2004, loss: 3.2004 +2025-06-11 13:11:35,408 - pyskl - INFO - Epoch [82][200/3940] lr: 1.092e-02, eta: 1 day, 9:45:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 3.1184, loss: 3.1184 +2025-06-11 13:12:19,841 - pyskl - INFO - Epoch [82][300/3940] lr: 1.091e-02, eta: 1 day, 9:44:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 3.2729, loss: 3.2729 +2025-06-11 13:13:04,280 - pyskl - INFO - Epoch [82][400/3940] lr: 1.091e-02, eta: 1 day, 9:43:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9744, loss_cls: 3.1662, loss: 3.1662 +2025-06-11 13:13:48,723 - pyskl - INFO - Epoch [82][500/3940] lr: 1.090e-02, eta: 1 day, 9:42:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9881, loss_cls: 3.0890, loss: 3.0890 +2025-06-11 13:14:33,217 - pyskl - INFO - Epoch [82][600/3940] lr: 1.089e-02, eta: 1 day, 9:42:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 3.0183, loss: 3.0183 +2025-06-11 13:15:18,030 - pyskl - INFO - Epoch [82][700/3940] lr: 1.089e-02, eta: 1 day, 9:41:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 3.1516, loss: 3.1516 +2025-06-11 13:16:02,664 - pyskl - INFO - Epoch [82][800/3940] lr: 1.088e-02, eta: 1 day, 9:40:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 3.1654, loss: 3.1654 +2025-06-11 13:16:47,197 - pyskl - INFO - Epoch [82][900/3940] lr: 1.087e-02, eta: 1 day, 9:39:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 3.1948, loss: 3.1948 +2025-06-11 13:17:31,683 - pyskl - INFO - Epoch [82][1000/3940] lr: 1.087e-02, eta: 1 day, 9:39:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 3.2773, loss: 3.2773 +2025-06-11 13:18:16,269 - pyskl - INFO - Epoch [82][1100/3940] lr: 1.086e-02, eta: 1 day, 9:38:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.3777, loss: 3.3777 +2025-06-11 13:19:00,674 - pyskl - INFO - Epoch [82][1200/3940] lr: 1.085e-02, eta: 1 day, 9:37:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 3.1083, loss: 3.1083 +2025-06-11 13:19:45,064 - pyskl - INFO - Epoch [82][1300/3940] lr: 1.085e-02, eta: 1 day, 9:36:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 3.1490, loss: 3.1490 +2025-06-11 13:20:29,482 - pyskl - INFO - Epoch [82][1400/3940] lr: 1.084e-02, eta: 1 day, 9:36:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 3.0505, loss: 3.0505 +2025-06-11 13:21:13,938 - pyskl - INFO - Epoch [82][1500/3940] lr: 1.083e-02, eta: 1 day, 9:35:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.3098, loss: 3.3098 +2025-06-11 13:21:58,335 - pyskl - INFO - Epoch [82][1600/3940] lr: 1.083e-02, eta: 1 day, 9:34:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 3.0592, loss: 3.0592 +2025-06-11 13:22:43,010 - pyskl - INFO - Epoch [82][1700/3940] lr: 1.082e-02, eta: 1 day, 9:33:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 3.1783, loss: 3.1783 +2025-06-11 13:23:27,740 - pyskl - INFO - Epoch [82][1800/3940] lr: 1.081e-02, eta: 1 day, 9:33:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 3.2419, loss: 3.2419 +2025-06-11 13:24:12,253 - pyskl - INFO - Epoch [82][1900/3940] lr: 1.081e-02, eta: 1 day, 9:32:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9738, loss_cls: 3.2415, loss: 3.2415 +2025-06-11 13:24:56,594 - pyskl - INFO - Epoch [82][2000/3940] lr: 1.080e-02, eta: 1 day, 9:31:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 3.1562, loss: 3.1562 +2025-06-11 13:25:40,955 - pyskl - INFO - Epoch [82][2100/3940] lr: 1.080e-02, eta: 1 day, 9:30:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 3.2092, loss: 3.2092 +2025-06-11 13:26:25,400 - pyskl - INFO - Epoch [82][2200/3940] lr: 1.079e-02, eta: 1 day, 9:30:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9731, loss_cls: 3.2314, loss: 3.2314 +2025-06-11 13:27:09,699 - pyskl - INFO - Epoch [82][2300/3940] lr: 1.078e-02, eta: 1 day, 9:29:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 3.1928, loss: 3.1928 +2025-06-11 13:27:53,985 - pyskl - INFO - Epoch [82][2400/3940] lr: 1.078e-02, eta: 1 day, 9:28:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9663, loss_cls: 3.2746, loss: 3.2746 +2025-06-11 13:28:38,537 - pyskl - INFO - Epoch [82][2500/3940] lr: 1.077e-02, eta: 1 day, 9:27:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9794, loss_cls: 3.0364, loss: 3.0364 +2025-06-11 13:29:23,190 - pyskl - INFO - Epoch [82][2600/3940] lr: 1.076e-02, eta: 1 day, 9:27:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 3.2114, loss: 3.2114 +2025-06-11 13:30:07,625 - pyskl - INFO - Epoch [82][2700/3940] lr: 1.076e-02, eta: 1 day, 9:26:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9750, loss_cls: 3.2372, loss: 3.2372 +2025-06-11 13:30:52,148 - pyskl - INFO - Epoch [82][2800/3940] lr: 1.075e-02, eta: 1 day, 9:25:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 3.1354, loss: 3.1354 +2025-06-11 13:31:36,607 - pyskl - INFO - Epoch [82][2900/3940] lr: 1.074e-02, eta: 1 day, 9:24:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 3.2655, loss: 3.2655 +2025-06-11 13:32:21,221 - pyskl - INFO - Epoch [82][3000/3940] lr: 1.074e-02, eta: 1 day, 9:24:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9762, loss_cls: 3.2191, loss: 3.2191 +2025-06-11 13:33:05,714 - pyskl - INFO - Epoch [82][3100/3940] lr: 1.073e-02, eta: 1 day, 9:23:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 3.1336, loss: 3.1336 +2025-06-11 13:33:50,155 - pyskl - INFO - Epoch [82][3200/3940] lr: 1.072e-02, eta: 1 day, 9:22:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9706, loss_cls: 3.3938, loss: 3.3938 +2025-06-11 13:34:34,598 - pyskl - INFO - Epoch [82][3300/3940] lr: 1.072e-02, eta: 1 day, 9:21:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 3.1672, loss: 3.1672 +2025-06-11 13:35:19,000 - pyskl - INFO - Epoch [82][3400/3940] lr: 1.071e-02, eta: 1 day, 9:21:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9694, loss_cls: 3.3651, loss: 3.3651 +2025-06-11 13:36:03,417 - pyskl - INFO - Epoch [82][3500/3940] lr: 1.070e-02, eta: 1 day, 9:20:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 3.2933, loss: 3.2933 +2025-06-11 13:36:47,909 - pyskl - INFO - Epoch [82][3600/3940] lr: 1.070e-02, eta: 1 day, 9:19:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 3.1753, loss: 3.1753 +2025-06-11 13:37:32,410 - pyskl - INFO - Epoch [82][3700/3940] lr: 1.069e-02, eta: 1 day, 9:18:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 3.0714, loss: 3.0714 +2025-06-11 13:38:16,863 - pyskl - INFO - Epoch [82][3800/3940] lr: 1.068e-02, eta: 1 day, 9:18:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 3.4036, loss: 3.4036 +2025-06-11 13:39:01,291 - pyskl - INFO - Epoch [82][3900/3940] lr: 1.068e-02, eta: 1 day, 9:17:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 3.2536, loss: 3.2536 +2025-06-11 13:39:19,380 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-06-11 13:42:44,366 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 13:42:44,826 - pyskl - INFO - +top1_acc 0.7478 +top5_acc 0.9469 +2025-06-11 13:42:44,842 - pyskl - INFO - Epoch(val) [82][3183] top1_acc: 0.7478, top5_acc: 0.9469 +2025-06-11 13:43:53,878 - pyskl - INFO - Epoch [83][100/3940] lr: 1.067e-02, eta: 1 day, 9:16:22, time: 0.690, data_time: 0.247, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 3.2508, loss: 3.2508 +2025-06-11 13:44:38,234 - pyskl - INFO - Epoch [83][200/3940] lr: 1.066e-02, eta: 1 day, 9:15:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 3.1054, loss: 3.1054 +2025-06-11 13:45:22,706 - pyskl - INFO - Epoch [83][300/3940] lr: 1.065e-02, eta: 1 day, 9:14:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9762, loss_cls: 3.1083, loss: 3.1083 +2025-06-11 13:46:07,143 - pyskl - INFO - Epoch [83][400/3940] lr: 1.065e-02, eta: 1 day, 9:14:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 3.0891, loss: 3.0891 +2025-06-11 13:46:51,608 - pyskl - INFO - Epoch [83][500/3940] lr: 1.064e-02, eta: 1 day, 9:13:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 3.0429, loss: 3.0429 +2025-06-11 13:47:36,068 - pyskl - INFO - Epoch [83][600/3940] lr: 1.063e-02, eta: 1 day, 9:12:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 3.1635, loss: 3.1635 +2025-06-11 13:48:20,542 - pyskl - INFO - Epoch [83][700/3940] lr: 1.063e-02, eta: 1 day, 9:11:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 3.1981, loss: 3.1981 +2025-06-11 13:49:05,007 - pyskl - INFO - Epoch [83][800/3940] lr: 1.062e-02, eta: 1 day, 9:11:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 3.1078, loss: 3.1078 +2025-06-11 13:49:49,402 - pyskl - INFO - Epoch [83][900/3940] lr: 1.061e-02, eta: 1 day, 9:10:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9875, loss_cls: 3.1749, loss: 3.1749 +2025-06-11 13:50:33,817 - pyskl - INFO - Epoch [83][1000/3940] lr: 1.061e-02, eta: 1 day, 9:09:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.2250, loss: 3.2250 +2025-06-11 13:51:18,258 - pyskl - INFO - Epoch [83][1100/3940] lr: 1.060e-02, eta: 1 day, 9:08:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 3.2881, loss: 3.2881 +2025-06-11 13:52:02,616 - pyskl - INFO - Epoch [83][1200/3940] lr: 1.060e-02, eta: 1 day, 9:08:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 3.1511, loss: 3.1511 +2025-06-11 13:52:47,056 - pyskl - INFO - Epoch [83][1300/3940] lr: 1.059e-02, eta: 1 day, 9:07:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9800, loss_cls: 3.0774, loss: 3.0774 +2025-06-11 13:53:31,587 - pyskl - INFO - Epoch [83][1400/3940] lr: 1.058e-02, eta: 1 day, 9:06:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 3.2222, loss: 3.2222 +2025-06-11 13:54:16,116 - pyskl - INFO - Epoch [83][1500/3940] lr: 1.058e-02, eta: 1 day, 9:05:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 3.1086, loss: 3.1086 +2025-06-11 13:55:00,633 - pyskl - INFO - Epoch [83][1600/3940] lr: 1.057e-02, eta: 1 day, 9:05:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9850, loss_cls: 3.2578, loss: 3.2578 +2025-06-11 13:55:45,247 - pyskl - INFO - Epoch [83][1700/3940] lr: 1.056e-02, eta: 1 day, 9:04:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 3.2052, loss: 3.2052 +2025-06-11 13:56:29,808 - pyskl - INFO - Epoch [83][1800/3940] lr: 1.056e-02, eta: 1 day, 9:03:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9762, loss_cls: 3.1793, loss: 3.1793 +2025-06-11 13:57:14,239 - pyskl - INFO - Epoch [83][1900/3940] lr: 1.055e-02, eta: 1 day, 9:02:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 3.1242, loss: 3.1242 +2025-06-11 13:57:58,736 - pyskl - INFO - Epoch [83][2000/3940] lr: 1.054e-02, eta: 1 day, 9:02:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9669, loss_cls: 3.3690, loss: 3.3690 +2025-06-11 13:58:43,185 - pyskl - INFO - Epoch [83][2100/3940] lr: 1.054e-02, eta: 1 day, 9:01:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 3.0587, loss: 3.0587 +2025-06-11 13:59:27,609 - pyskl - INFO - Epoch [83][2200/3940] lr: 1.053e-02, eta: 1 day, 9:00:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 3.1329, loss: 3.1329 +2025-06-11 14:00:11,968 - pyskl - INFO - Epoch [83][2300/3940] lr: 1.052e-02, eta: 1 day, 8:59:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.1916, loss: 3.1916 +2025-06-11 14:00:56,422 - pyskl - INFO - Epoch [83][2400/3940] lr: 1.052e-02, eta: 1 day, 8:59:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9719, loss_cls: 3.2271, loss: 3.2271 +2025-06-11 14:01:40,966 - pyskl - INFO - Epoch [83][2500/3940] lr: 1.051e-02, eta: 1 day, 8:58:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 3.2412, loss: 3.2412 +2025-06-11 14:02:25,374 - pyskl - INFO - Epoch [83][2600/3940] lr: 1.050e-02, eta: 1 day, 8:57:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 3.2434, loss: 3.2434 +2025-06-11 14:03:09,889 - pyskl - INFO - Epoch [83][2700/3940] lr: 1.050e-02, eta: 1 day, 8:56:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9756, loss_cls: 3.1425, loss: 3.1425 +2025-06-11 14:03:54,453 - pyskl - INFO - Epoch [83][2800/3940] lr: 1.049e-02, eta: 1 day, 8:56:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 3.2093, loss: 3.2093 +2025-06-11 14:04:38,942 - pyskl - INFO - Epoch [83][2900/3940] lr: 1.048e-02, eta: 1 day, 8:55:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9744, loss_cls: 3.2446, loss: 3.2446 +2025-06-11 14:05:23,571 - pyskl - INFO - Epoch [83][3000/3940] lr: 1.048e-02, eta: 1 day, 8:54:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 3.3542, loss: 3.3542 +2025-06-11 14:06:08,360 - pyskl - INFO - Epoch [83][3100/3940] lr: 1.047e-02, eta: 1 day, 8:53:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 3.2033, loss: 3.2033 +2025-06-11 14:06:53,157 - pyskl - INFO - Epoch [83][3200/3940] lr: 1.046e-02, eta: 1 day, 8:53:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 3.2620, loss: 3.2620 +2025-06-11 14:07:37,758 - pyskl - INFO - Epoch [83][3300/3940] lr: 1.046e-02, eta: 1 day, 8:52:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 3.2417, loss: 3.2417 +2025-06-11 14:08:22,225 - pyskl - INFO - Epoch [83][3400/3940] lr: 1.045e-02, eta: 1 day, 8:51:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9744, loss_cls: 3.1885, loss: 3.1885 +2025-06-11 14:09:06,637 - pyskl - INFO - Epoch [83][3500/3940] lr: 1.044e-02, eta: 1 day, 8:50:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.1209, loss: 3.1209 +2025-06-11 14:09:51,068 - pyskl - INFO - Epoch [83][3600/3940] lr: 1.044e-02, eta: 1 day, 8:50:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9762, loss_cls: 3.1745, loss: 3.1745 +2025-06-11 14:10:35,554 - pyskl - INFO - Epoch [83][3700/3940] lr: 1.043e-02, eta: 1 day, 8:49:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 3.1598, loss: 3.1598 +2025-06-11 14:11:19,947 - pyskl - INFO - Epoch [83][3800/3940] lr: 1.042e-02, eta: 1 day, 8:48:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.2122, loss: 3.2122 +2025-06-11 14:12:04,245 - pyskl - INFO - Epoch [83][3900/3940] lr: 1.042e-02, eta: 1 day, 8:47:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 3.1900, loss: 3.1900 +2025-06-11 14:12:22,286 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-06-11 14:15:49,370 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 14:15:49,831 - pyskl - INFO - +top1_acc 0.7076 +top5_acc 0.9242 +2025-06-11 14:15:49,849 - pyskl - INFO - Epoch(val) [83][3183] top1_acc: 0.7076, top5_acc: 0.9242 +2025-06-11 14:16:58,382 - pyskl - INFO - Epoch [84][100/3940] lr: 1.041e-02, eta: 1 day, 8:46:57, time: 0.685, data_time: 0.241, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9712, loss_cls: 3.4142, loss: 3.4142 +2025-06-11 14:17:42,835 - pyskl - INFO - Epoch [84][200/3940] lr: 1.040e-02, eta: 1 day, 8:46:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.2826, loss: 3.2826 +2025-06-11 14:18:27,307 - pyskl - INFO - Epoch [84][300/3940] lr: 1.040e-02, eta: 1 day, 8:45:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 3.0360, loss: 3.0360 +2025-06-11 14:19:11,777 - pyskl - INFO - Epoch [84][400/3940] lr: 1.039e-02, eta: 1 day, 8:44:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9706, loss_cls: 3.3691, loss: 3.3691 +2025-06-11 14:19:56,272 - pyskl - INFO - Epoch [84][500/3940] lr: 1.038e-02, eta: 1 day, 8:43:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 3.2881, loss: 3.2881 +2025-06-11 14:20:40,818 - pyskl - INFO - Epoch [84][600/3940] lr: 1.038e-02, eta: 1 day, 8:43:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 3.2541, loss: 3.2541 +2025-06-11 14:21:25,279 - pyskl - INFO - Epoch [84][700/3940] lr: 1.037e-02, eta: 1 day, 8:42:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 3.1312, loss: 3.1312 +2025-06-11 14:22:09,818 - pyskl - INFO - Epoch [84][800/3940] lr: 1.036e-02, eta: 1 day, 8:41:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 3.0120, loss: 3.0120 +2025-06-11 14:22:54,279 - pyskl - INFO - Epoch [84][900/3940] lr: 1.036e-02, eta: 1 day, 8:40:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 3.2004, loss: 3.2004 +2025-06-11 14:23:38,671 - pyskl - INFO - Epoch [84][1000/3940] lr: 1.035e-02, eta: 1 day, 8:40:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 3.1041, loss: 3.1041 +2025-06-11 14:24:23,233 - pyskl - INFO - Epoch [84][1100/3940] lr: 1.034e-02, eta: 1 day, 8:39:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 3.2001, loss: 3.2001 +2025-06-11 14:25:07,714 - pyskl - INFO - Epoch [84][1200/3940] lr: 1.034e-02, eta: 1 day, 8:38:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 3.1825, loss: 3.1825 +2025-06-11 14:25:52,132 - pyskl - INFO - Epoch [84][1300/3940] lr: 1.033e-02, eta: 1 day, 8:37:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 3.2248, loss: 3.2248 +2025-06-11 14:26:36,670 - pyskl - INFO - Epoch [84][1400/3940] lr: 1.032e-02, eta: 1 day, 8:37:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 3.1805, loss: 3.1805 +2025-06-11 14:27:21,166 - pyskl - INFO - Epoch [84][1500/3940] lr: 1.032e-02, eta: 1 day, 8:36:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9862, loss_cls: 3.2387, loss: 3.2387 +2025-06-11 14:28:05,606 - pyskl - INFO - Epoch [84][1600/3940] lr: 1.031e-02, eta: 1 day, 8:35:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.3060, loss: 3.3060 +2025-06-11 14:28:50,166 - pyskl - INFO - Epoch [84][1700/3940] lr: 1.030e-02, eta: 1 day, 8:34:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 3.2092, loss: 3.2092 +2025-06-11 14:29:34,645 - pyskl - INFO - Epoch [84][1800/3940] lr: 1.030e-02, eta: 1 day, 8:34:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9681, loss_cls: 3.2989, loss: 3.2989 +2025-06-11 14:30:19,198 - pyskl - INFO - Epoch [84][1900/3940] lr: 1.029e-02, eta: 1 day, 8:33:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9750, loss_cls: 3.2866, loss: 3.2866 +2025-06-11 14:31:03,686 - pyskl - INFO - Epoch [84][2000/3940] lr: 1.028e-02, eta: 1 day, 8:32:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 3.2689, loss: 3.2689 +2025-06-11 14:31:48,108 - pyskl - INFO - Epoch [84][2100/3940] lr: 1.028e-02, eta: 1 day, 8:31:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 3.1338, loss: 3.1338 +2025-06-11 14:32:32,568 - pyskl - INFO - Epoch [84][2200/3940] lr: 1.027e-02, eta: 1 day, 8:31:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 3.1545, loss: 3.1545 +2025-06-11 14:33:17,043 - pyskl - INFO - Epoch [84][2300/3940] lr: 1.026e-02, eta: 1 day, 8:30:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 3.1086, loss: 3.1086 +2025-06-11 14:34:01,586 - pyskl - INFO - Epoch [84][2400/3940] lr: 1.026e-02, eta: 1 day, 8:29:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 3.1209, loss: 3.1209 +2025-06-11 14:34:46,546 - pyskl - INFO - Epoch [84][2500/3940] lr: 1.025e-02, eta: 1 day, 8:29:00, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9762, loss_cls: 3.0814, loss: 3.0814 +2025-06-11 14:35:31,342 - pyskl - INFO - Epoch [84][2600/3940] lr: 1.025e-02, eta: 1 day, 8:28:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.2197, loss: 3.2197 +2025-06-11 14:36:16,009 - pyskl - INFO - Epoch [84][2700/3940] lr: 1.024e-02, eta: 1 day, 8:27:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9750, loss_cls: 3.1805, loss: 3.1805 +2025-06-11 14:37:00,740 - pyskl - INFO - Epoch [84][2800/3940] lr: 1.023e-02, eta: 1 day, 8:26:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9756, loss_cls: 3.1955, loss: 3.1955 +2025-06-11 14:37:45,570 - pyskl - INFO - Epoch [84][2900/3940] lr: 1.023e-02, eta: 1 day, 8:26:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.2184, loss: 3.2184 +2025-06-11 14:38:30,166 - pyskl - INFO - Epoch [84][3000/3940] lr: 1.022e-02, eta: 1 day, 8:25:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9806, loss_cls: 3.0303, loss: 3.0303 +2025-06-11 14:39:14,597 - pyskl - INFO - Epoch [84][3100/3940] lr: 1.021e-02, eta: 1 day, 8:24:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 3.0612, loss: 3.0612 +2025-06-11 14:39:59,041 - pyskl - INFO - Epoch [84][3200/3940] lr: 1.021e-02, eta: 1 day, 8:23:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 3.1691, loss: 3.1691 +2025-06-11 14:40:43,538 - pyskl - INFO - Epoch [84][3300/3940] lr: 1.020e-02, eta: 1 day, 8:23:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 3.2149, loss: 3.2149 +2025-06-11 14:41:28,009 - pyskl - INFO - Epoch [84][3400/3940] lr: 1.019e-02, eta: 1 day, 8:22:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 3.3032, loss: 3.3032 +2025-06-11 14:42:12,482 - pyskl - INFO - Epoch [84][3500/3940] lr: 1.019e-02, eta: 1 day, 8:21:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 3.1240, loss: 3.1240 +2025-06-11 14:42:56,952 - pyskl - INFO - Epoch [84][3600/3940] lr: 1.018e-02, eta: 1 day, 8:20:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 3.0846, loss: 3.0846 +2025-06-11 14:43:41,447 - pyskl - INFO - Epoch [84][3700/3940] lr: 1.017e-02, eta: 1 day, 8:20:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 3.1906, loss: 3.1906 +2025-06-11 14:44:25,882 - pyskl - INFO - Epoch [84][3800/3940] lr: 1.017e-02, eta: 1 day, 8:19:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9750, loss_cls: 3.2209, loss: 3.2209 +2025-06-11 14:45:10,303 - pyskl - INFO - Epoch [84][3900/3940] lr: 1.016e-02, eta: 1 day, 8:18:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 3.2354, loss: 3.2354 +2025-06-11 14:45:28,470 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-06-11 14:48:55,106 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 14:48:55,571 - pyskl - INFO - +top1_acc 0.7526 +top5_acc 0.9470 +2025-06-11 14:48:55,587 - pyskl - INFO - Epoch(val) [84][3183] top1_acc: 0.7526, top5_acc: 0.9470 +2025-06-11 14:50:04,955 - pyskl - INFO - Epoch [85][100/3940] lr: 1.015e-02, eta: 1 day, 8:17:35, time: 0.694, data_time: 0.248, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 3.0540, loss: 3.0540 +2025-06-11 14:50:49,424 - pyskl - INFO - Epoch [85][200/3940] lr: 1.014e-02, eta: 1 day, 8:16:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 3.0333, loss: 3.0333 +2025-06-11 14:51:33,929 - pyskl - INFO - Epoch [85][300/3940] lr: 1.014e-02, eta: 1 day, 8:16:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 3.1331, loss: 3.1331 +2025-06-11 14:52:18,449 - pyskl - INFO - Epoch [85][400/3940] lr: 1.013e-02, eta: 1 day, 8:15:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9756, loss_cls: 3.1447, loss: 3.1447 +2025-06-11 14:53:02,978 - pyskl - INFO - Epoch [85][500/3940] lr: 1.013e-02, eta: 1 day, 8:14:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9781, loss_cls: 3.1544, loss: 3.1544 +2025-06-11 14:53:47,514 - pyskl - INFO - Epoch [85][600/3940] lr: 1.012e-02, eta: 1 day, 8:13:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 3.1611, loss: 3.1611 +2025-06-11 14:54:31,980 - pyskl - INFO - Epoch [85][700/3940] lr: 1.011e-02, eta: 1 day, 8:13:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 3.0879, loss: 3.0879 +2025-06-11 14:55:16,366 - pyskl - INFO - Epoch [85][800/3940] lr: 1.011e-02, eta: 1 day, 8:12:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 3.1385, loss: 3.1385 +2025-06-11 14:56:00,721 - pyskl - INFO - Epoch [85][900/3940] lr: 1.010e-02, eta: 1 day, 8:11:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 3.1033, loss: 3.1033 +2025-06-11 14:56:45,171 - pyskl - INFO - Epoch [85][1000/3940] lr: 1.009e-02, eta: 1 day, 8:10:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 3.1235, loss: 3.1235 +2025-06-11 14:57:29,619 - pyskl - INFO - Epoch [85][1100/3940] lr: 1.009e-02, eta: 1 day, 8:10:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 3.1883, loss: 3.1883 +2025-06-11 14:58:13,955 - pyskl - INFO - Epoch [85][1200/3940] lr: 1.008e-02, eta: 1 day, 8:09:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 3.1758, loss: 3.1758 +2025-06-11 14:58:58,383 - pyskl - INFO - Epoch [85][1300/3940] lr: 1.007e-02, eta: 1 day, 8:08:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 3.1553, loss: 3.1553 +2025-06-11 14:59:42,692 - pyskl - INFO - Epoch [85][1400/3940] lr: 1.007e-02, eta: 1 day, 8:07:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 3.1283, loss: 3.1283 +2025-06-11 15:00:27,010 - pyskl - INFO - Epoch [85][1500/3940] lr: 1.006e-02, eta: 1 day, 8:07:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 3.1149, loss: 3.1149 +2025-06-11 15:01:11,383 - pyskl - INFO - Epoch [85][1600/3940] lr: 1.005e-02, eta: 1 day, 8:06:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 3.1199, loss: 3.1199 +2025-06-11 15:01:55,808 - pyskl - INFO - Epoch [85][1700/3940] lr: 1.005e-02, eta: 1 day, 8:05:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 3.0832, loss: 3.0832 +2025-06-11 15:02:40,147 - pyskl - INFO - Epoch [85][1800/3940] lr: 1.004e-02, eta: 1 day, 8:04:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 3.1770, loss: 3.1770 +2025-06-11 15:03:24,510 - pyskl - INFO - Epoch [85][1900/3940] lr: 1.003e-02, eta: 1 day, 8:04:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 3.0797, loss: 3.0797 +2025-06-11 15:04:08,906 - pyskl - INFO - Epoch [85][2000/3940] lr: 1.003e-02, eta: 1 day, 8:03:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 3.0790, loss: 3.0790 +2025-06-11 15:04:53,362 - pyskl - INFO - Epoch [85][2100/3940] lr: 1.002e-02, eta: 1 day, 8:02:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 3.1199, loss: 3.1199 +2025-06-11 15:05:37,773 - pyskl - INFO - Epoch [85][2200/3940] lr: 1.001e-02, eta: 1 day, 8:01:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 3.0673, loss: 3.0673 +2025-06-11 15:06:22,116 - pyskl - INFO - Epoch [85][2300/3940] lr: 1.001e-02, eta: 1 day, 8:01:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.1828, loss: 3.1828 +2025-06-11 15:07:06,542 - pyskl - INFO - Epoch [85][2400/3940] lr: 1.000e-02, eta: 1 day, 8:00:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 3.1340, loss: 3.1340 +2025-06-11 15:07:50,782 - pyskl - INFO - Epoch [85][2500/3940] lr: 9.995e-03, eta: 1 day, 7:59:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 3.1575, loss: 3.1575 +2025-06-11 15:08:35,036 - pyskl - INFO - Epoch [85][2600/3940] lr: 9.988e-03, eta: 1 day, 7:58:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 3.1494, loss: 3.1494 +2025-06-11 15:09:19,508 - pyskl - INFO - Epoch [85][2700/3940] lr: 9.982e-03, eta: 1 day, 7:58:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 3.1764, loss: 3.1764 +2025-06-11 15:10:03,943 - pyskl - INFO - Epoch [85][2800/3940] lr: 9.975e-03, eta: 1 day, 7:57:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.2362, loss: 3.2362 +2025-06-11 15:10:48,482 - pyskl - INFO - Epoch [85][2900/3940] lr: 9.969e-03, eta: 1 day, 7:56:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 3.1922, loss: 3.1922 +2025-06-11 15:11:33,025 - pyskl - INFO - Epoch [85][3000/3940] lr: 9.962e-03, eta: 1 day, 7:55:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 3.0875, loss: 3.0875 +2025-06-11 15:12:17,589 - pyskl - INFO - Epoch [85][3100/3940] lr: 9.956e-03, eta: 1 day, 7:55:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 3.1619, loss: 3.1619 +2025-06-11 15:13:02,145 - pyskl - INFO - Epoch [85][3200/3940] lr: 9.949e-03, eta: 1 day, 7:54:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 3.0745, loss: 3.0745 +2025-06-11 15:13:46,690 - pyskl - INFO - Epoch [85][3300/3940] lr: 9.943e-03, eta: 1 day, 7:53:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9731, loss_cls: 3.2384, loss: 3.2384 +2025-06-11 15:14:31,164 - pyskl - INFO - Epoch [85][3400/3940] lr: 9.936e-03, eta: 1 day, 7:52:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 3.3848, loss: 3.3848 +2025-06-11 15:15:15,669 - pyskl - INFO - Epoch [85][3500/3940] lr: 9.930e-03, eta: 1 day, 7:52:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9775, loss_cls: 3.0923, loss: 3.0923 +2025-06-11 15:16:00,122 - pyskl - INFO - Epoch [85][3600/3940] lr: 9.923e-03, eta: 1 day, 7:51:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 3.1351, loss: 3.1351 +2025-06-11 15:16:44,735 - pyskl - INFO - Epoch [85][3700/3940] lr: 9.917e-03, eta: 1 day, 7:50:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9719, loss_cls: 3.1862, loss: 3.1862 +2025-06-11 15:17:29,269 - pyskl - INFO - Epoch [85][3800/3940] lr: 9.910e-03, eta: 1 day, 7:49:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 3.2533, loss: 3.2533 +2025-06-11 15:18:13,722 - pyskl - INFO - Epoch [85][3900/3940] lr: 9.904e-03, eta: 1 day, 7:49:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 3.1532, loss: 3.1532 +2025-06-11 15:18:31,870 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-06-11 15:37:32,316 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 15:37:32,783 - pyskl - INFO - +top1_acc 0.7638 +top5_acc 0.9524 +2025-06-11 15:37:32,801 - pyskl - INFO - Epoch(val) [85][3183] top1_acc: 0.7638, top5_acc: 0.9524 +2025-06-11 15:38:41,632 - pyskl - INFO - Epoch [86][100/3940] lr: 9.895e-03, eta: 1 day, 7:48:09, time: 0.688, data_time: 0.244, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 3.1154, loss: 3.1154 +2025-06-11 15:39:26,165 - pyskl - INFO - Epoch [86][200/3940] lr: 9.888e-03, eta: 1 day, 7:47:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 3.0521, loss: 3.0521 +2025-06-11 15:40:10,702 - pyskl - INFO - Epoch [86][300/3940] lr: 9.882e-03, eta: 1 day, 7:46:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 2.9701, loss: 2.9701 +2025-06-11 15:40:55,254 - pyskl - INFO - Epoch [86][400/3940] lr: 9.875e-03, eta: 1 day, 7:45:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9794, loss_cls: 2.9505, loss: 2.9505 +2025-06-11 15:41:39,756 - pyskl - INFO - Epoch [86][500/3940] lr: 9.869e-03, eta: 1 day, 7:45:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9769, loss_cls: 3.0710, loss: 3.0710 +2025-06-11 15:42:24,282 - pyskl - INFO - Epoch [86][600/3940] lr: 9.862e-03, eta: 1 day, 7:44:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 3.0544, loss: 3.0544 +2025-06-11 15:43:08,777 - pyskl - INFO - Epoch [86][700/3940] lr: 9.856e-03, eta: 1 day, 7:43:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 3.1061, loss: 3.1061 +2025-06-11 15:43:53,366 - pyskl - INFO - Epoch [86][800/3940] lr: 9.849e-03, eta: 1 day, 7:42:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 3.0389, loss: 3.0389 +2025-06-11 15:44:37,910 - pyskl - INFO - Epoch [86][900/3940] lr: 9.843e-03, eta: 1 day, 7:42:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 3.1656, loss: 3.1656 +2025-06-11 15:45:22,530 - pyskl - INFO - Epoch [86][1000/3940] lr: 9.836e-03, eta: 1 day, 7:41:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9869, loss_cls: 3.0477, loss: 3.0477 +2025-06-11 15:46:07,163 - pyskl - INFO - Epoch [86][1100/3940] lr: 9.830e-03, eta: 1 day, 7:40:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 3.0724, loss: 3.0724 +2025-06-11 15:46:51,634 - pyskl - INFO - Epoch [86][1200/3940] lr: 9.823e-03, eta: 1 day, 7:39:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 3.1375, loss: 3.1375 +2025-06-11 15:47:36,097 - pyskl - INFO - Epoch [86][1300/3940] lr: 9.817e-03, eta: 1 day, 7:39:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9738, loss_cls: 3.1408, loss: 3.1408 +2025-06-11 15:48:20,571 - pyskl - INFO - Epoch [86][1400/3940] lr: 9.810e-03, eta: 1 day, 7:38:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9712, loss_cls: 3.0628, loss: 3.0628 +2025-06-11 15:49:05,039 - pyskl - INFO - Epoch [86][1500/3940] lr: 9.804e-03, eta: 1 day, 7:37:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9744, loss_cls: 3.1672, loss: 3.1672 +2025-06-11 15:49:49,430 - pyskl - INFO - Epoch [86][1600/3940] lr: 9.797e-03, eta: 1 day, 7:36:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 3.1502, loss: 3.1502 +2025-06-11 15:50:33,891 - pyskl - INFO - Epoch [86][1700/3940] lr: 9.791e-03, eta: 1 day, 7:36:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 3.2091, loss: 3.2091 +2025-06-11 15:51:18,292 - pyskl - INFO - Epoch [86][1800/3940] lr: 9.784e-03, eta: 1 day, 7:35:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 3.0828, loss: 3.0828 +2025-06-11 15:52:02,802 - pyskl - INFO - Epoch [86][1900/3940] lr: 9.778e-03, eta: 1 day, 7:34:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 3.1348, loss: 3.1348 +2025-06-11 15:52:47,301 - pyskl - INFO - Epoch [86][2000/3940] lr: 9.771e-03, eta: 1 day, 7:33:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 3.0229, loss: 3.0229 +2025-06-11 15:53:31,873 - pyskl - INFO - Epoch [86][2100/3940] lr: 9.765e-03, eta: 1 day, 7:33:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 3.2073, loss: 3.2073 +2025-06-11 15:54:16,442 - pyskl - INFO - Epoch [86][2200/3940] lr: 9.758e-03, eta: 1 day, 7:32:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 3.0186, loss: 3.0186 +2025-06-11 15:55:00,997 - pyskl - INFO - Epoch [86][2300/3940] lr: 9.752e-03, eta: 1 day, 7:31:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 3.2575, loss: 3.2575 +2025-06-11 15:55:45,648 - pyskl - INFO - Epoch [86][2400/3940] lr: 9.745e-03, eta: 1 day, 7:30:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 3.2437, loss: 3.2437 +2025-06-11 15:56:30,241 - pyskl - INFO - Epoch [86][2500/3940] lr: 9.739e-03, eta: 1 day, 7:30:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 3.1033, loss: 3.1033 +2025-06-11 15:57:14,788 - pyskl - INFO - Epoch [86][2600/3940] lr: 9.732e-03, eta: 1 day, 7:29:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 3.0571, loss: 3.0571 +2025-06-11 15:57:59,301 - pyskl - INFO - Epoch [86][2700/3940] lr: 9.726e-03, eta: 1 day, 7:28:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 3.0368, loss: 3.0368 +2025-06-11 15:58:43,938 - pyskl - INFO - Epoch [86][2800/3940] lr: 9.719e-03, eta: 1 day, 7:27:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 3.1851, loss: 3.1851 +2025-06-11 15:59:28,443 - pyskl - INFO - Epoch [86][2900/3940] lr: 9.713e-03, eta: 1 day, 7:27:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 3.1078, loss: 3.1078 +2025-06-11 16:00:12,856 - pyskl - INFO - Epoch [86][3000/3940] lr: 9.707e-03, eta: 1 day, 7:26:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 3.1072, loss: 3.1072 +2025-06-11 16:00:57,383 - pyskl - INFO - Epoch [86][3100/3940] lr: 9.700e-03, eta: 1 day, 7:25:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9762, loss_cls: 3.1092, loss: 3.1092 +2025-06-11 16:01:41,774 - pyskl - INFO - Epoch [86][3200/3940] lr: 9.694e-03, eta: 1 day, 7:24:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9781, loss_cls: 3.0622, loss: 3.0622 +2025-06-11 16:02:26,194 - pyskl - INFO - Epoch [86][3300/3940] lr: 9.687e-03, eta: 1 day, 7:24:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 3.1558, loss: 3.1558 +2025-06-11 16:03:10,636 - pyskl - INFO - Epoch [86][3400/3940] lr: 9.681e-03, eta: 1 day, 7:23:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9719, loss_cls: 3.2151, loss: 3.2151 +2025-06-11 16:03:55,036 - pyskl - INFO - Epoch [86][3500/3940] lr: 9.674e-03, eta: 1 day, 7:22:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 3.1877, loss: 3.1877 +2025-06-11 16:04:39,588 - pyskl - INFO - Epoch [86][3600/3940] lr: 9.668e-03, eta: 1 day, 7:21:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.0781, loss: 3.0781 +2025-06-11 16:05:24,454 - pyskl - INFO - Epoch [86][3700/3940] lr: 9.661e-03, eta: 1 day, 7:21:14, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 3.1246, loss: 3.1246 +2025-06-11 16:06:09,074 - pyskl - INFO - Epoch [86][3800/3940] lr: 9.655e-03, eta: 1 day, 7:20:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 3.0183, loss: 3.0183 +2025-06-11 16:06:53,535 - pyskl - INFO - Epoch [86][3900/3940] lr: 9.648e-03, eta: 1 day, 7:19:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 3.1009, loss: 3.1009 +2025-06-11 16:07:11,612 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-06-11 16:10:36,891 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 16:10:37,357 - pyskl - INFO - +top1_acc 0.7865 +top5_acc 0.9593 +2025-06-11 16:10:37,411 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_76.pth was removed +2025-06-11 16:10:38,420 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. +2025-06-11 16:10:38,422 - pyskl - INFO - Best top1_acc is 0.7865 at 86 epoch. +2025-06-11 16:10:38,438 - pyskl - INFO - Epoch(val) [86][3183] top1_acc: 0.7865, top5_acc: 0.9593 +2025-06-11 16:11:47,374 - pyskl - INFO - Epoch [87][100/3940] lr: 9.639e-03, eta: 1 day, 7:18:46, time: 0.689, data_time: 0.246, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.9267, loss: 2.9267 +2025-06-11 16:12:31,861 - pyskl - INFO - Epoch [87][200/3940] lr: 9.633e-03, eta: 1 day, 7:18:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9769, loss_cls: 3.1024, loss: 3.1024 +2025-06-11 16:13:16,394 - pyskl - INFO - Epoch [87][300/3940] lr: 9.626e-03, eta: 1 day, 7:17:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.9916, loss: 2.9916 +2025-06-11 16:14:00,901 - pyskl - INFO - Epoch [87][400/3940] lr: 9.620e-03, eta: 1 day, 7:16:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 3.0762, loss: 3.0762 +2025-06-11 16:14:45,362 - pyskl - INFO - Epoch [87][500/3940] lr: 9.613e-03, eta: 1 day, 7:15:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 3.0909, loss: 3.0909 +2025-06-11 16:15:29,776 - pyskl - INFO - Epoch [87][600/3940] lr: 9.607e-03, eta: 1 day, 7:15:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 3.1363, loss: 3.1363 +2025-06-11 16:16:14,332 - pyskl - INFO - Epoch [87][700/3940] lr: 9.600e-03, eta: 1 day, 7:14:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 3.0882, loss: 3.0882 +2025-06-11 16:16:58,778 - pyskl - INFO - Epoch [87][800/3940] lr: 9.594e-03, eta: 1 day, 7:13:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 3.0742, loss: 3.0742 +2025-06-11 16:17:43,111 - pyskl - INFO - Epoch [87][900/3940] lr: 9.587e-03, eta: 1 day, 7:12:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.9502, loss: 2.9502 +2025-06-11 16:18:27,597 - pyskl - INFO - Epoch [87][1000/3940] lr: 9.581e-03, eta: 1 day, 7:12:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 3.0842, loss: 3.0842 +2025-06-11 16:19:11,945 - pyskl - INFO - Epoch [87][1100/3940] lr: 9.575e-03, eta: 1 day, 7:11:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.9438, loss: 2.9438 +2025-06-11 16:19:56,363 - pyskl - INFO - Epoch [87][1200/3940] lr: 9.568e-03, eta: 1 day, 7:10:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 3.0802, loss: 3.0802 +2025-06-11 16:20:41,027 - pyskl - INFO - Epoch [87][1300/3940] lr: 9.562e-03, eta: 1 day, 7:09:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9756, loss_cls: 3.1079, loss: 3.1079 +2025-06-11 16:21:25,794 - pyskl - INFO - Epoch [87][1400/3940] lr: 9.555e-03, eta: 1 day, 7:09:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 3.2141, loss: 3.2141 +2025-06-11 16:22:10,257 - pyskl - INFO - Epoch [87][1500/3940] lr: 9.549e-03, eta: 1 day, 7:08:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 3.1194, loss: 3.1194 +2025-06-11 16:22:54,732 - pyskl - INFO - Epoch [87][1600/3940] lr: 9.542e-03, eta: 1 day, 7:07:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 3.0733, loss: 3.0733 +2025-06-11 16:23:39,153 - pyskl - INFO - Epoch [87][1700/3940] lr: 9.536e-03, eta: 1 day, 7:06:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 3.1107, loss: 3.1107 +2025-06-11 16:24:23,553 - pyskl - INFO - Epoch [87][1800/3940] lr: 9.529e-03, eta: 1 day, 7:06:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9788, loss_cls: 3.0550, loss: 3.0550 +2025-06-11 16:25:07,928 - pyskl - INFO - Epoch [87][1900/3940] lr: 9.523e-03, eta: 1 day, 7:05:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 3.1895, loss: 3.1895 +2025-06-11 16:25:52,411 - pyskl - INFO - Epoch [87][2000/3940] lr: 9.516e-03, eta: 1 day, 7:04:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 3.2505, loss: 3.2505 +2025-06-11 16:26:36,797 - pyskl - INFO - Epoch [87][2100/3940] lr: 9.510e-03, eta: 1 day, 7:03:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 3.1456, loss: 3.1456 +2025-06-11 16:27:21,193 - pyskl - INFO - Epoch [87][2200/3940] lr: 9.504e-03, eta: 1 day, 7:03:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9719, loss_cls: 3.2185, loss: 3.2185 +2025-06-11 16:28:05,576 - pyskl - INFO - Epoch [87][2300/3940] lr: 9.497e-03, eta: 1 day, 7:02:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 3.1105, loss: 3.1105 +2025-06-11 16:28:50,117 - pyskl - INFO - Epoch [87][2400/3940] lr: 9.491e-03, eta: 1 day, 7:01:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9769, loss_cls: 3.1528, loss: 3.1528 +2025-06-11 16:29:35,028 - pyskl - INFO - Epoch [87][2500/3940] lr: 9.484e-03, eta: 1 day, 7:00:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 3.1541, loss: 3.1541 +2025-06-11 16:30:20,030 - pyskl - INFO - Epoch [87][2600/3940] lr: 9.478e-03, eta: 1 day, 7:00:04, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9712, loss_cls: 3.1242, loss: 3.1242 +2025-06-11 16:31:04,938 - pyskl - INFO - Epoch [87][2700/3940] lr: 9.471e-03, eta: 1 day, 6:59:20, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 3.0663, loss: 3.0663 +2025-06-11 16:31:49,482 - pyskl - INFO - Epoch [87][2800/3940] lr: 9.465e-03, eta: 1 day, 6:58:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 3.0690, loss: 3.0690 +2025-06-11 16:32:33,935 - pyskl - INFO - Epoch [87][2900/3940] lr: 9.458e-03, eta: 1 day, 6:57:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 3.1689, loss: 3.1689 +2025-06-11 16:33:18,273 - pyskl - INFO - Epoch [87][3000/3940] lr: 9.452e-03, eta: 1 day, 6:57:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 3.1368, loss: 3.1368 +2025-06-11 16:34:02,656 - pyskl - INFO - Epoch [87][3100/3940] lr: 9.446e-03, eta: 1 day, 6:56:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 3.0469, loss: 3.0469 +2025-06-11 16:34:47,031 - pyskl - INFO - Epoch [87][3200/3940] lr: 9.439e-03, eta: 1 day, 6:55:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 3.1738, loss: 3.1738 +2025-06-11 16:35:31,431 - pyskl - INFO - Epoch [87][3300/3940] lr: 9.433e-03, eta: 1 day, 6:54:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 3.1715, loss: 3.1715 +2025-06-11 16:36:15,842 - pyskl - INFO - Epoch [87][3400/3940] lr: 9.426e-03, eta: 1 day, 6:54:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9788, loss_cls: 3.0934, loss: 3.0934 +2025-06-11 16:37:00,220 - pyskl - INFO - Epoch [87][3500/3940] lr: 9.420e-03, eta: 1 day, 6:53:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 3.0614, loss: 3.0614 +2025-06-11 16:37:44,591 - pyskl - INFO - Epoch [87][3600/3940] lr: 9.413e-03, eta: 1 day, 6:52:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 3.0762, loss: 3.0762 +2025-06-11 16:38:28,979 - pyskl - INFO - Epoch [87][3700/3940] lr: 9.407e-03, eta: 1 day, 6:51:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 3.0901, loss: 3.0901 +2025-06-11 16:39:13,377 - pyskl - INFO - Epoch [87][3800/3940] lr: 9.400e-03, eta: 1 day, 6:51:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.9569, loss: 2.9569 +2025-06-11 16:39:57,833 - pyskl - INFO - Epoch [87][3900/3940] lr: 9.394e-03, eta: 1 day, 6:50:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 3.1054, loss: 3.1054 +2025-06-11 16:40:15,932 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-06-11 16:43:43,144 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 16:43:43,615 - pyskl - INFO - +top1_acc 0.7795 +top5_acc 0.9553 +2025-06-11 16:43:43,635 - pyskl - INFO - Epoch(val) [87][3183] top1_acc: 0.7795, top5_acc: 0.9553 +2025-06-11 16:44:52,586 - pyskl - INFO - Epoch [88][100/3940] lr: 9.385e-03, eta: 1 day, 6:49:22, time: 0.689, data_time: 0.246, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 3.0769, loss: 3.0769 +2025-06-11 16:45:36,985 - pyskl - INFO - Epoch [88][200/3940] lr: 9.379e-03, eta: 1 day, 6:48:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 3.0677, loss: 3.0677 +2025-06-11 16:46:21,724 - pyskl - INFO - Epoch [88][300/3940] lr: 9.372e-03, eta: 1 day, 6:47:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9806, loss_cls: 3.0630, loss: 3.0630 +2025-06-11 16:47:06,611 - pyskl - INFO - Epoch [88][400/3940] lr: 9.366e-03, eta: 1 day, 6:47:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 3.0596, loss: 3.0596 +2025-06-11 16:47:51,268 - pyskl - INFO - Epoch [88][500/3940] lr: 9.359e-03, eta: 1 day, 6:46:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 3.0162, loss: 3.0162 +2025-06-11 16:48:35,966 - pyskl - INFO - Epoch [88][600/3940] lr: 9.353e-03, eta: 1 day, 6:45:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 2.9986, loss: 2.9986 +2025-06-11 16:49:20,771 - pyskl - INFO - Epoch [88][700/3940] lr: 9.346e-03, eta: 1 day, 6:44:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 3.0487, loss: 3.0487 +2025-06-11 16:50:05,521 - pyskl - INFO - Epoch [88][800/3940] lr: 9.340e-03, eta: 1 day, 6:44:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9881, loss_cls: 3.1443, loss: 3.1443 +2025-06-11 16:50:50,044 - pyskl - INFO - Epoch [88][900/3940] lr: 9.334e-03, eta: 1 day, 6:43:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 3.0616, loss: 3.0616 +2025-06-11 16:51:34,670 - pyskl - INFO - Epoch [88][1000/3940] lr: 9.327e-03, eta: 1 day, 6:42:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9781, loss_cls: 3.0959, loss: 3.0959 +2025-06-11 16:52:19,319 - pyskl - INFO - Epoch [88][1100/3940] lr: 9.321e-03, eta: 1 day, 6:41:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 3.0882, loss: 3.0882 +2025-06-11 16:53:03,910 - pyskl - INFO - Epoch [88][1200/3940] lr: 9.314e-03, eta: 1 day, 6:41:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9794, loss_cls: 3.0028, loss: 3.0028 +2025-06-11 16:53:48,394 - pyskl - INFO - Epoch [88][1300/3940] lr: 9.308e-03, eta: 1 day, 6:40:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 3.0456, loss: 3.0456 +2025-06-11 16:54:32,863 - pyskl - INFO - Epoch [88][1400/3940] lr: 9.301e-03, eta: 1 day, 6:39:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 3.0062, loss: 3.0062 +2025-06-11 16:55:17,314 - pyskl - INFO - Epoch [88][1500/3940] lr: 9.295e-03, eta: 1 day, 6:38:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9856, loss_cls: 3.0485, loss: 3.0485 +2025-06-11 16:56:01,785 - pyskl - INFO - Epoch [88][1600/3940] lr: 9.289e-03, eta: 1 day, 6:38:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 3.0124, loss: 3.0124 +2025-06-11 16:56:46,255 - pyskl - INFO - Epoch [88][1700/3940] lr: 9.282e-03, eta: 1 day, 6:37:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 3.0259, loss: 3.0259 +2025-06-11 16:57:30,718 - pyskl - INFO - Epoch [88][1800/3940] lr: 9.276e-03, eta: 1 day, 6:36:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 3.0751, loss: 3.0751 +2025-06-11 16:58:15,273 - pyskl - INFO - Epoch [88][1900/3940] lr: 9.269e-03, eta: 1 day, 6:35:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 3.1239, loss: 3.1239 +2025-06-11 16:58:59,761 - pyskl - INFO - Epoch [88][2000/3940] lr: 9.263e-03, eta: 1 day, 6:35:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 3.0328, loss: 3.0328 +2025-06-11 16:59:44,215 - pyskl - INFO - Epoch [88][2100/3940] lr: 9.256e-03, eta: 1 day, 6:34:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.9969, loss: 2.9969 +2025-06-11 17:00:28,590 - pyskl - INFO - Epoch [88][2200/3940] lr: 9.250e-03, eta: 1 day, 6:33:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 3.1425, loss: 3.1425 +2025-06-11 17:01:13,080 - pyskl - INFO - Epoch [88][2300/3940] lr: 9.244e-03, eta: 1 day, 6:32:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 3.0627, loss: 3.0627 +2025-06-11 17:01:57,789 - pyskl - INFO - Epoch [88][2400/3940] lr: 9.237e-03, eta: 1 day, 6:32:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9775, loss_cls: 3.1213, loss: 3.1213 +2025-06-11 17:02:42,441 - pyskl - INFO - Epoch [88][2500/3940] lr: 9.231e-03, eta: 1 day, 6:31:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 3.0766, loss: 3.0766 +2025-06-11 17:03:27,089 - pyskl - INFO - Epoch [88][2600/3940] lr: 9.224e-03, eta: 1 day, 6:30:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 2.9515, loss: 2.9515 +2025-06-11 17:04:11,677 - pyskl - INFO - Epoch [88][2700/3940] lr: 9.218e-03, eta: 1 day, 6:29:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.2423, loss: 3.2423 +2025-06-11 17:04:56,242 - pyskl - INFO - Epoch [88][2800/3940] lr: 9.212e-03, eta: 1 day, 6:29:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 3.1006, loss: 3.1006 +2025-06-11 17:05:40,816 - pyskl - INFO - Epoch [88][2900/3940] lr: 9.205e-03, eta: 1 day, 6:28:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9762, loss_cls: 3.0908, loss: 3.0908 +2025-06-11 17:06:25,381 - pyskl - INFO - Epoch [88][3000/3940] lr: 9.199e-03, eta: 1 day, 6:27:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.2025, loss: 3.2025 +2025-06-11 17:07:09,916 - pyskl - INFO - Epoch [88][3100/3940] lr: 9.192e-03, eta: 1 day, 6:26:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 3.1093, loss: 3.1093 +2025-06-11 17:07:54,494 - pyskl - INFO - Epoch [88][3200/3940] lr: 9.186e-03, eta: 1 day, 6:26:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 3.1904, loss: 3.1904 +2025-06-11 17:08:39,020 - pyskl - INFO - Epoch [88][3300/3940] lr: 9.180e-03, eta: 1 day, 6:25:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 3.0997, loss: 3.0997 +2025-06-11 17:09:23,513 - pyskl - INFO - Epoch [88][3400/3940] lr: 9.173e-03, eta: 1 day, 6:24:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9756, loss_cls: 3.0831, loss: 3.0831 +2025-06-11 17:10:08,018 - pyskl - INFO - Epoch [88][3500/3940] lr: 9.167e-03, eta: 1 day, 6:23:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 3.0693, loss: 3.0693 +2025-06-11 17:10:52,503 - pyskl - INFO - Epoch [88][3600/3940] lr: 9.160e-03, eta: 1 day, 6:23:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 3.1042, loss: 3.1042 +2025-06-11 17:11:37,059 - pyskl - INFO - Epoch [88][3700/3940] lr: 9.154e-03, eta: 1 day, 6:22:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9762, loss_cls: 3.0562, loss: 3.0562 +2025-06-11 17:12:21,599 - pyskl - INFO - Epoch [88][3800/3940] lr: 9.148e-03, eta: 1 day, 6:21:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.1952, loss: 3.1952 +2025-06-11 17:13:06,110 - pyskl - INFO - Epoch [88][3900/3940] lr: 9.141e-03, eta: 1 day, 6:20:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 3.0675, loss: 3.0675 +2025-06-11 17:13:24,272 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-06-11 17:16:48,866 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 17:16:49,325 - pyskl - INFO - +top1_acc 0.7786 +top5_acc 0.9543 +2025-06-11 17:16:49,342 - pyskl - INFO - Epoch(val) [88][3183] top1_acc: 0.7786, top5_acc: 0.9543 +2025-06-11 17:17:58,141 - pyskl - INFO - Epoch [89][100/3940] lr: 9.132e-03, eta: 1 day, 6:20:00, time: 0.688, data_time: 0.244, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.9852, loss: 2.9852 +2025-06-11 17:18:42,638 - pyskl - INFO - Epoch [89][200/3940] lr: 9.126e-03, eta: 1 day, 6:19:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 3.0114, loss: 3.0114 +2025-06-11 17:19:27,313 - pyskl - INFO - Epoch [89][300/3940] lr: 9.119e-03, eta: 1 day, 6:18:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.9471, loss: 2.9471 +2025-06-11 17:20:11,918 - pyskl - INFO - Epoch [89][400/3940] lr: 9.113e-03, eta: 1 day, 6:17:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.9318, loss: 2.9318 +2025-06-11 17:20:56,503 - pyskl - INFO - Epoch [89][500/3940] lr: 9.107e-03, eta: 1 day, 6:17:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 3.0351, loss: 3.0351 +2025-06-11 17:21:41,130 - pyskl - INFO - Epoch [89][600/3940] lr: 9.100e-03, eta: 1 day, 6:16:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 3.1050, loss: 3.1050 +2025-06-11 17:22:25,821 - pyskl - INFO - Epoch [89][700/3940] lr: 9.094e-03, eta: 1 day, 6:15:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.9824, loss: 2.9824 +2025-06-11 17:23:10,324 - pyskl - INFO - Epoch [89][800/3940] lr: 9.087e-03, eta: 1 day, 6:14:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 3.0465, loss: 3.0465 +2025-06-11 17:23:54,816 - pyskl - INFO - Epoch [89][900/3940] lr: 9.081e-03, eta: 1 day, 6:14:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9762, loss_cls: 3.0896, loss: 3.0896 +2025-06-11 17:24:39,221 - pyskl - INFO - Epoch [89][1000/3940] lr: 9.075e-03, eta: 1 day, 6:13:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 3.1188, loss: 3.1188 +2025-06-11 17:25:23,725 - pyskl - INFO - Epoch [89][1100/3940] lr: 9.068e-03, eta: 1 day, 6:12:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 2.9551, loss: 2.9551 +2025-06-11 17:26:08,310 - pyskl - INFO - Epoch [89][1200/3940] lr: 9.062e-03, eta: 1 day, 6:11:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.9741, loss: 2.9741 +2025-06-11 17:26:52,850 - pyskl - INFO - Epoch [89][1300/3940] lr: 9.055e-03, eta: 1 day, 6:11:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 3.0530, loss: 3.0530 +2025-06-11 17:27:37,479 - pyskl - INFO - Epoch [89][1400/3940] lr: 9.049e-03, eta: 1 day, 6:10:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 3.0310, loss: 3.0310 +2025-06-11 17:28:22,151 - pyskl - INFO - Epoch [89][1500/3940] lr: 9.043e-03, eta: 1 day, 6:09:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 2.9604, loss: 2.9604 +2025-06-11 17:29:06,806 - pyskl - INFO - Epoch [89][1600/3940] lr: 9.036e-03, eta: 1 day, 6:08:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.8771, loss: 2.8771 +2025-06-11 17:29:51,390 - pyskl - INFO - Epoch [89][1700/3940] lr: 9.030e-03, eta: 1 day, 6:08:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 3.0200, loss: 3.0200 +2025-06-11 17:30:35,937 - pyskl - INFO - Epoch [89][1800/3940] lr: 9.024e-03, eta: 1 day, 6:07:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 3.1034, loss: 3.1034 +2025-06-11 17:31:20,542 - pyskl - INFO - Epoch [89][1900/3940] lr: 9.017e-03, eta: 1 day, 6:06:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9781, loss_cls: 3.0471, loss: 3.0471 +2025-06-11 17:32:05,166 - pyskl - INFO - Epoch [89][2000/3940] lr: 9.011e-03, eta: 1 day, 6:05:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 3.0998, loss: 3.0998 +2025-06-11 17:32:49,784 - pyskl - INFO - Epoch [89][2100/3940] lr: 9.004e-03, eta: 1 day, 6:05:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.8943, loss: 2.8943 +2025-06-11 17:33:34,332 - pyskl - INFO - Epoch [89][2200/3940] lr: 8.998e-03, eta: 1 day, 6:04:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 3.0615, loss: 3.0615 +2025-06-11 17:34:18,909 - pyskl - INFO - Epoch [89][2300/3940] lr: 8.992e-03, eta: 1 day, 6:03:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9812, loss_cls: 3.0315, loss: 3.0315 +2025-06-11 17:35:03,547 - pyskl - INFO - Epoch [89][2400/3940] lr: 8.985e-03, eta: 1 day, 6:02:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9744, loss_cls: 3.0855, loss: 3.0855 +2025-06-11 17:35:48,269 - pyskl - INFO - Epoch [89][2500/3940] lr: 8.979e-03, eta: 1 day, 6:02:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9756, loss_cls: 3.0350, loss: 3.0350 +2025-06-11 17:36:32,820 - pyskl - INFO - Epoch [89][2600/3940] lr: 8.972e-03, eta: 1 day, 6:01:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.9574, loss: 2.9574 +2025-06-11 17:37:17,297 - pyskl - INFO - Epoch [89][2700/3940] lr: 8.966e-03, eta: 1 day, 6:00:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 3.1123, loss: 3.1123 +2025-06-11 17:38:01,761 - pyskl - INFO - Epoch [89][2800/3940] lr: 8.960e-03, eta: 1 day, 5:59:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9756, loss_cls: 3.1571, loss: 3.1571 +2025-06-11 17:38:46,330 - pyskl - INFO - Epoch [89][2900/3940] lr: 8.953e-03, eta: 1 day, 5:59:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 3.0607, loss: 3.0607 +2025-06-11 17:39:30,892 - pyskl - INFO - Epoch [89][3000/3940] lr: 8.947e-03, eta: 1 day, 5:58:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9725, loss_cls: 3.1429, loss: 3.1429 +2025-06-11 17:40:15,443 - pyskl - INFO - Epoch [89][3100/3940] lr: 8.941e-03, eta: 1 day, 5:57:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9769, loss_cls: 2.9807, loss: 2.9807 +2025-06-11 17:41:00,012 - pyskl - INFO - Epoch [89][3200/3940] lr: 8.934e-03, eta: 1 day, 5:56:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 3.0554, loss: 3.0554 +2025-06-11 17:41:44,558 - pyskl - INFO - Epoch [89][3300/3940] lr: 8.928e-03, eta: 1 day, 5:56:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 3.0929, loss: 3.0929 +2025-06-11 17:42:29,060 - pyskl - INFO - Epoch [89][3400/3940] lr: 8.922e-03, eta: 1 day, 5:55:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 3.1166, loss: 3.1166 +2025-06-11 17:43:13,569 - pyskl - INFO - Epoch [89][3500/3940] lr: 8.915e-03, eta: 1 day, 5:54:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 3.0719, loss: 3.0719 +2025-06-11 17:43:58,128 - pyskl - INFO - Epoch [89][3600/3940] lr: 8.909e-03, eta: 1 day, 5:53:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 3.1133, loss: 3.1133 +2025-06-11 17:44:42,696 - pyskl - INFO - Epoch [89][3700/3940] lr: 8.902e-03, eta: 1 day, 5:53:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 3.1432, loss: 3.1432 +2025-06-11 17:45:27,149 - pyskl - INFO - Epoch [89][3800/3940] lr: 8.896e-03, eta: 1 day, 5:52:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9769, loss_cls: 3.1458, loss: 3.1458 +2025-06-11 17:46:11,637 - pyskl - INFO - Epoch [89][3900/3940] lr: 8.890e-03, eta: 1 day, 5:51:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 3.1273, loss: 3.1273 +2025-06-11 17:46:29,960 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-06-11 17:49:54,849 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 17:49:55,333 - pyskl - INFO - +top1_acc 0.7905 +top5_acc 0.9599 +2025-06-11 17:49:55,388 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_86.pth was removed +2025-06-11 17:49:56,462 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. +2025-06-11 17:49:56,464 - pyskl - INFO - Best top1_acc is 0.7905 at 89 epoch. +2025-06-11 17:49:56,483 - pyskl - INFO - Epoch(val) [89][3183] top1_acc: 0.7905, top5_acc: 0.9599 +2025-06-11 17:51:05,654 - pyskl - INFO - Epoch [90][100/3940] lr: 8.881e-03, eta: 1 day, 5:50:39, time: 0.692, data_time: 0.248, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 3.0028, loss: 3.0028 +2025-06-11 17:51:50,250 - pyskl - INFO - Epoch [90][200/3940] lr: 8.874e-03, eta: 1 day, 5:49:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.9144, loss: 2.9144 +2025-06-11 17:52:34,978 - pyskl - INFO - Epoch [90][300/3940] lr: 8.868e-03, eta: 1 day, 5:49:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 2.9002, loss: 2.9002 +2025-06-11 17:53:19,491 - pyskl - INFO - Epoch [90][400/3940] lr: 8.862e-03, eta: 1 day, 5:48:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.9517, loss: 2.9517 +2025-06-11 17:54:03,984 - pyskl - INFO - Epoch [90][500/3940] lr: 8.855e-03, eta: 1 day, 5:47:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.9118, loss: 2.9118 +2025-06-11 17:54:48,373 - pyskl - INFO - Epoch [90][600/3940] lr: 8.849e-03, eta: 1 day, 5:46:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.7881, loss: 2.7881 +2025-06-11 17:55:32,790 - pyskl - INFO - Epoch [90][700/3940] lr: 8.843e-03, eta: 1 day, 5:46:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9781, loss_cls: 3.0150, loss: 3.0150 +2025-06-11 17:56:17,227 - pyskl - INFO - Epoch [90][800/3940] lr: 8.836e-03, eta: 1 day, 5:45:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 3.1495, loss: 3.1495 +2025-06-11 17:57:01,691 - pyskl - INFO - Epoch [90][900/3940] lr: 8.830e-03, eta: 1 day, 5:44:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 3.1031, loss: 3.1031 +2025-06-11 17:57:46,106 - pyskl - INFO - Epoch [90][1000/3940] lr: 8.824e-03, eta: 1 day, 5:43:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.9733, loss: 2.9733 +2025-06-11 17:58:30,563 - pyskl - INFO - Epoch [90][1100/3940] lr: 8.817e-03, eta: 1 day, 5:43:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 3.0082, loss: 3.0082 +2025-06-11 17:59:14,987 - pyskl - INFO - Epoch [90][1200/3940] lr: 8.811e-03, eta: 1 day, 5:42:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9875, loss_cls: 3.0439, loss: 3.0439 +2025-06-11 17:59:59,459 - pyskl - INFO - Epoch [90][1300/3940] lr: 8.805e-03, eta: 1 day, 5:41:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 3.0769, loss: 3.0769 +2025-06-11 18:00:43,900 - pyskl - INFO - Epoch [90][1400/3940] lr: 8.798e-03, eta: 1 day, 5:40:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 3.0816, loss: 3.0816 +2025-06-11 18:01:28,314 - pyskl - INFO - Epoch [90][1500/3940] lr: 8.792e-03, eta: 1 day, 5:40:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 3.1012, loss: 3.1012 +2025-06-11 18:02:12,730 - pyskl - INFO - Epoch [90][1600/3940] lr: 8.786e-03, eta: 1 day, 5:39:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9744, loss_cls: 2.9962, loss: 2.9962 +2025-06-11 18:02:57,032 - pyskl - INFO - Epoch [90][1700/3940] lr: 8.779e-03, eta: 1 day, 5:38:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9812, loss_cls: 2.9986, loss: 2.9986 +2025-06-11 18:03:41,356 - pyskl - INFO - Epoch [90][1800/3940] lr: 8.773e-03, eta: 1 day, 5:37:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 3.1083, loss: 3.1083 +2025-06-11 18:04:25,681 - pyskl - INFO - Epoch [90][1900/3940] lr: 8.766e-03, eta: 1 day, 5:37:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 3.0804, loss: 3.0804 +2025-06-11 18:05:10,249 - pyskl - INFO - Epoch [90][2000/3940] lr: 8.760e-03, eta: 1 day, 5:36:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9706, loss_cls: 3.1335, loss: 3.1335 +2025-06-11 18:05:54,666 - pyskl - INFO - Epoch [90][2100/3940] lr: 8.754e-03, eta: 1 day, 5:35:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 3.0961, loss: 3.0961 +2025-06-11 18:06:39,038 - pyskl - INFO - Epoch [90][2200/3940] lr: 8.747e-03, eta: 1 day, 5:34:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 2.8976, loss: 2.8976 +2025-06-11 18:07:23,374 - pyskl - INFO - Epoch [90][2300/3940] lr: 8.741e-03, eta: 1 day, 5:34:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.9650, loss: 2.9650 +2025-06-11 18:08:08,018 - pyskl - INFO - Epoch [90][2400/3940] lr: 8.735e-03, eta: 1 day, 5:33:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 3.0183, loss: 3.0183 +2025-06-11 18:08:52,512 - pyskl - INFO - Epoch [90][2500/3940] lr: 8.728e-03, eta: 1 day, 5:32:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 3.0733, loss: 3.0733 +2025-06-11 18:09:36,964 - pyskl - INFO - Epoch [90][2600/3940] lr: 8.722e-03, eta: 1 day, 5:31:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 3.0135, loss: 3.0135 +2025-06-11 18:10:21,598 - pyskl - INFO - Epoch [90][2700/3940] lr: 8.716e-03, eta: 1 day, 5:31:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 3.1262, loss: 3.1262 +2025-06-11 18:11:06,388 - pyskl - INFO - Epoch [90][2800/3940] lr: 8.709e-03, eta: 1 day, 5:30:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9706, loss_cls: 3.1811, loss: 3.1811 +2025-06-11 18:11:50,715 - pyskl - INFO - Epoch [90][2900/3940] lr: 8.703e-03, eta: 1 day, 5:29:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 3.0539, loss: 3.0539 +2025-06-11 18:12:35,171 - pyskl - INFO - Epoch [90][3000/3940] lr: 8.697e-03, eta: 1 day, 5:28:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9831, loss_cls: 3.1152, loss: 3.1152 +2025-06-11 18:13:19,669 - pyskl - INFO - Epoch [90][3100/3940] lr: 8.690e-03, eta: 1 day, 5:28:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.9570, loss: 2.9570 +2025-06-11 18:14:04,056 - pyskl - INFO - Epoch [90][3200/3940] lr: 8.684e-03, eta: 1 day, 5:27:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 3.2138, loss: 3.2138 +2025-06-11 18:14:48,450 - pyskl - INFO - Epoch [90][3300/3940] lr: 8.678e-03, eta: 1 day, 5:26:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 3.0205, loss: 3.0205 +2025-06-11 18:15:32,846 - pyskl - INFO - Epoch [90][3400/3940] lr: 8.671e-03, eta: 1 day, 5:25:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 3.0012, loss: 3.0012 +2025-06-11 18:16:17,189 - pyskl - INFO - Epoch [90][3500/3940] lr: 8.665e-03, eta: 1 day, 5:25:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 3.1212, loss: 3.1212 +2025-06-11 18:17:01,616 - pyskl - INFO - Epoch [90][3600/3940] lr: 8.659e-03, eta: 1 day, 5:24:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 3.0365, loss: 3.0365 +2025-06-11 18:17:46,097 - pyskl - INFO - Epoch [90][3700/3940] lr: 8.653e-03, eta: 1 day, 5:23:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 3.0524, loss: 3.0524 +2025-06-11 18:18:30,823 - pyskl - INFO - Epoch [90][3800/3940] lr: 8.646e-03, eta: 1 day, 5:22:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 3.1148, loss: 3.1148 +2025-06-11 18:19:15,518 - pyskl - INFO - Epoch [90][3900/3940] lr: 8.640e-03, eta: 1 day, 5:22:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 3.0963, loss: 3.0963 +2025-06-11 18:19:33,664 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-06-11 18:38:21,985 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 18:38:22,447 - pyskl - INFO - +top1_acc 0.7818 +top5_acc 0.9599 +2025-06-11 18:38:22,467 - pyskl - INFO - Epoch(val) [90][3183] top1_acc: 0.7818, top5_acc: 0.9599 +2025-06-11 18:39:31,452 - pyskl - INFO - Epoch [91][100/3940] lr: 8.631e-03, eta: 1 day, 5:21:15, time: 0.690, data_time: 0.247, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 2.9312, loss: 2.9312 +2025-06-11 18:40:15,962 - pyskl - INFO - Epoch [91][200/3940] lr: 8.625e-03, eta: 1 day, 5:20:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.9213, loss: 2.9213 +2025-06-11 18:41:00,501 - pyskl - INFO - Epoch [91][300/3940] lr: 8.618e-03, eta: 1 day, 5:19:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9800, loss_cls: 3.0862, loss: 3.0862 +2025-06-11 18:41:45,013 - pyskl - INFO - Epoch [91][400/3940] lr: 8.612e-03, eta: 1 day, 5:19:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 3.0544, loss: 3.0544 +2025-06-11 18:42:29,582 - pyskl - INFO - Epoch [91][500/3940] lr: 8.606e-03, eta: 1 day, 5:18:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 3.0409, loss: 3.0409 +2025-06-11 18:43:14,174 - pyskl - INFO - Epoch [91][600/3940] lr: 8.599e-03, eta: 1 day, 5:17:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.8575, loss: 2.8575 +2025-06-11 18:43:58,879 - pyskl - INFO - Epoch [91][700/3940] lr: 8.593e-03, eta: 1 day, 5:16:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 3.0778, loss: 3.0778 +2025-06-11 18:44:43,426 - pyskl - INFO - Epoch [91][800/3940] lr: 8.587e-03, eta: 1 day, 5:16:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.9547, loss: 2.9547 +2025-06-11 18:45:27,748 - pyskl - INFO - Epoch [91][900/3940] lr: 8.581e-03, eta: 1 day, 5:15:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.9862, loss: 2.9862 +2025-06-11 18:46:12,109 - pyskl - INFO - Epoch [91][1000/3940] lr: 8.574e-03, eta: 1 day, 5:14:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9806, loss_cls: 2.9443, loss: 2.9443 +2025-06-11 18:46:56,402 - pyskl - INFO - Epoch [91][1100/3940] lr: 8.568e-03, eta: 1 day, 5:13:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 3.0564, loss: 3.0564 +2025-06-11 18:47:40,780 - pyskl - INFO - Epoch [91][1200/3940] lr: 8.562e-03, eta: 1 day, 5:13:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.9190, loss: 2.9190 +2025-06-11 18:48:25,080 - pyskl - INFO - Epoch [91][1300/3940] lr: 8.555e-03, eta: 1 day, 5:12:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9794, loss_cls: 2.9824, loss: 2.9824 +2025-06-11 18:49:09,389 - pyskl - INFO - Epoch [91][1400/3940] lr: 8.549e-03, eta: 1 day, 5:11:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 3.0261, loss: 3.0261 +2025-06-11 18:49:53,696 - pyskl - INFO - Epoch [91][1500/3940] lr: 8.543e-03, eta: 1 day, 5:10:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.9767, loss: 2.9767 +2025-06-11 18:50:38,029 - pyskl - INFO - Epoch [91][1600/3940] lr: 8.536e-03, eta: 1 day, 5:10:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.9947, loss: 2.9947 +2025-06-11 18:51:22,425 - pyskl - INFO - Epoch [91][1700/3940] lr: 8.530e-03, eta: 1 day, 5:09:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.9258, loss: 2.9258 +2025-06-11 18:52:06,839 - pyskl - INFO - Epoch [91][1800/3940] lr: 8.524e-03, eta: 1 day, 5:08:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.9880, loss: 2.9880 +2025-06-11 18:52:51,602 - pyskl - INFO - Epoch [91][1900/3940] lr: 8.517e-03, eta: 1 day, 5:07:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 3.0394, loss: 3.0394 +2025-06-11 18:53:36,176 - pyskl - INFO - Epoch [91][2000/3940] lr: 8.511e-03, eta: 1 day, 5:07:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 3.0774, loss: 3.0774 +2025-06-11 18:54:20,603 - pyskl - INFO - Epoch [91][2100/3940] lr: 8.505e-03, eta: 1 day, 5:06:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 3.0173, loss: 3.0173 +2025-06-11 18:55:05,056 - pyskl - INFO - Epoch [91][2200/3940] lr: 8.499e-03, eta: 1 day, 5:05:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.9823, loss: 2.9823 +2025-06-11 18:55:49,760 - pyskl - INFO - Epoch [91][2300/3940] lr: 8.492e-03, eta: 1 day, 5:04:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 3.0228, loss: 3.0228 +2025-06-11 18:56:34,288 - pyskl - INFO - Epoch [91][2400/3940] lr: 8.486e-03, eta: 1 day, 5:04:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 3.0015, loss: 3.0015 +2025-06-11 18:57:18,724 - pyskl - INFO - Epoch [91][2500/3940] lr: 8.480e-03, eta: 1 day, 5:03:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 3.0169, loss: 3.0169 +2025-06-11 18:58:03,411 - pyskl - INFO - Epoch [91][2600/3940] lr: 8.473e-03, eta: 1 day, 5:02:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 3.0415, loss: 3.0415 +2025-06-11 18:58:48,124 - pyskl - INFO - Epoch [91][2700/3940] lr: 8.467e-03, eta: 1 day, 5:01:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9744, loss_cls: 3.1967, loss: 3.1967 +2025-06-11 18:59:32,642 - pyskl - INFO - Epoch [91][2800/3940] lr: 8.461e-03, eta: 1 day, 5:01:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 3.1107, loss: 3.1107 +2025-06-11 19:00:17,077 - pyskl - INFO - Epoch [91][2900/3940] lr: 8.455e-03, eta: 1 day, 5:00:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 3.0126, loss: 3.0126 +2025-06-11 19:01:01,594 - pyskl - INFO - Epoch [91][3000/3940] lr: 8.448e-03, eta: 1 day, 4:59:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 3.0005, loss: 3.0005 +2025-06-11 19:01:46,130 - pyskl - INFO - Epoch [91][3100/3940] lr: 8.442e-03, eta: 1 day, 4:58:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 3.0726, loss: 3.0726 +2025-06-11 19:02:30,622 - pyskl - INFO - Epoch [91][3200/3940] lr: 8.436e-03, eta: 1 day, 4:58:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 3.1278, loss: 3.1278 +2025-06-11 19:03:15,092 - pyskl - INFO - Epoch [91][3300/3940] lr: 8.429e-03, eta: 1 day, 4:57:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 3.0560, loss: 3.0560 +2025-06-11 19:03:59,584 - pyskl - INFO - Epoch [91][3400/3940] lr: 8.423e-03, eta: 1 day, 4:56:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 3.0979, loss: 3.0979 +2025-06-11 19:04:44,036 - pyskl - INFO - Epoch [91][3500/3940] lr: 8.417e-03, eta: 1 day, 4:55:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 3.0741, loss: 3.0741 +2025-06-11 19:05:28,500 - pyskl - INFO - Epoch [91][3600/3940] lr: 8.411e-03, eta: 1 day, 4:55:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 3.1054, loss: 3.1054 +2025-06-11 19:06:13,021 - pyskl - INFO - Epoch [91][3700/3940] lr: 8.404e-03, eta: 1 day, 4:54:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 3.0411, loss: 3.0411 +2025-06-11 19:06:57,472 - pyskl - INFO - Epoch [91][3800/3940] lr: 8.398e-03, eta: 1 day, 4:53:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9762, loss_cls: 3.0100, loss: 3.0100 +2025-06-11 19:07:41,984 - pyskl - INFO - Epoch [91][3900/3940] lr: 8.392e-03, eta: 1 day, 4:52:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9794, loss_cls: 2.9548, loss: 2.9548 +2025-06-11 19:08:00,119 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-06-11 19:11:27,345 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 19:11:27,829 - pyskl - INFO - +top1_acc 0.7715 +top5_acc 0.9540 +2025-06-11 19:11:27,845 - pyskl - INFO - Epoch(val) [91][3183] top1_acc: 0.7715, top5_acc: 0.9540 +2025-06-11 19:12:57,781 - pyskl - INFO - Epoch [92][100/3940] lr: 8.383e-03, eta: 1 day, 4:52:04, time: 0.899, data_time: 0.240, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.9486, loss: 2.9486 +2025-06-11 19:14:03,638 - pyskl - INFO - Epoch [92][200/3940] lr: 8.377e-03, eta: 1 day, 4:51:33, time: 0.659, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 2.9476, loss: 2.9476 +2025-06-11 19:15:09,510 - pyskl - INFO - Epoch [92][300/3940] lr: 8.370e-03, eta: 1 day, 4:51:02, time: 0.659, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.9715, loss: 2.9715 +2025-06-11 19:16:15,438 - pyskl - INFO - Epoch [92][400/3940] lr: 8.364e-03, eta: 1 day, 4:50:31, time: 0.659, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.9966, loss: 2.9966 +2025-06-11 19:17:21,179 - pyskl - INFO - Epoch [92][500/3940] lr: 8.358e-03, eta: 1 day, 4:50:00, time: 0.657, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9812, loss_cls: 2.8161, loss: 2.8161 +2025-06-11 19:18:26,942 - pyskl - INFO - Epoch [92][600/3940] lr: 8.352e-03, eta: 1 day, 4:49:29, time: 0.658, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 2.9799, loss: 2.9799 +2025-06-11 19:19:32,760 - pyskl - INFO - Epoch [92][700/3940] lr: 8.345e-03, eta: 1 day, 4:48:58, time: 0.658, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9781, loss_cls: 2.8840, loss: 2.8840 +2025-06-11 19:20:38,559 - pyskl - INFO - Epoch [92][800/3940] lr: 8.339e-03, eta: 1 day, 4:48:27, time: 0.658, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 3.0505, loss: 3.0505 +2025-06-11 19:21:44,187 - pyskl - INFO - Epoch [92][900/3940] lr: 8.333e-03, eta: 1 day, 4:47:55, time: 0.656, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 3.0056, loss: 3.0056 +2025-06-11 19:22:49,853 - pyskl - INFO - Epoch [92][1000/3940] lr: 8.327e-03, eta: 1 day, 4:47:24, time: 0.657, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.9785, loss: 2.9785 +2025-06-11 19:23:55,405 - pyskl - INFO - Epoch [92][1100/3940] lr: 8.320e-03, eta: 1 day, 4:46:53, time: 0.656, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 2.9296, loss: 2.9296 +2025-06-11 19:25:00,983 - pyskl - INFO - Epoch [92][1200/3940] lr: 8.314e-03, eta: 1 day, 4:46:21, time: 0.656, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.9706, loss: 2.9706 +2025-06-11 19:26:06,556 - pyskl - INFO - Epoch [92][1300/3940] lr: 8.308e-03, eta: 1 day, 4:45:50, time: 0.656, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.9592, loss: 2.9592 +2025-06-11 19:27:12,161 - pyskl - INFO - Epoch [92][1400/3940] lr: 8.301e-03, eta: 1 day, 4:45:18, time: 0.656, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 2.9449, loss: 2.9449 +2025-06-11 19:28:18,004 - pyskl - INFO - Epoch [92][1500/3940] lr: 8.295e-03, eta: 1 day, 4:44:47, time: 0.658, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.9506, loss: 2.9506 +2025-06-11 19:29:23,806 - pyskl - INFO - Epoch [92][1600/3940] lr: 8.289e-03, eta: 1 day, 4:44:16, time: 0.658, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 3.0160, loss: 3.0160 +2025-06-11 19:30:29,500 - pyskl - INFO - Epoch [92][1700/3940] lr: 8.283e-03, eta: 1 day, 4:43:44, time: 0.657, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9775, loss_cls: 2.9937, loss: 2.9937 +2025-06-11 19:31:35,140 - pyskl - INFO - Epoch [92][1800/3940] lr: 8.276e-03, eta: 1 day, 4:43:13, time: 0.656, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.9146, loss: 2.9146 +2025-06-11 19:32:40,958 - pyskl - INFO - Epoch [92][1900/3940] lr: 8.270e-03, eta: 1 day, 4:42:41, time: 0.658, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 2.9968, loss: 2.9968 +2025-06-11 19:33:46,762 - pyskl - INFO - Epoch [92][2000/3940] lr: 8.264e-03, eta: 1 day, 4:42:10, time: 0.658, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.8924, loss: 2.8924 +2025-06-11 19:34:52,549 - pyskl - INFO - Epoch [92][2100/3940] lr: 8.258e-03, eta: 1 day, 4:41:38, time: 0.658, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 3.0429, loss: 3.0429 +2025-06-11 19:35:58,266 - pyskl - INFO - Epoch [92][2200/3940] lr: 8.251e-03, eta: 1 day, 4:41:07, time: 0.657, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9775, loss_cls: 3.1047, loss: 3.1047 +2025-06-11 19:37:03,878 - pyskl - INFO - Epoch [92][2300/3940] lr: 8.245e-03, eta: 1 day, 4:40:35, time: 0.656, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.9821, loss: 2.9821 +2025-06-11 19:38:09,576 - pyskl - INFO - Epoch [92][2400/3940] lr: 8.239e-03, eta: 1 day, 4:40:04, time: 0.657, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 3.0139, loss: 3.0139 +2025-06-11 19:39:15,311 - pyskl - INFO - Epoch [92][2500/3940] lr: 8.233e-03, eta: 1 day, 4:39:32, time: 0.657, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 3.0280, loss: 3.0280 +2025-06-11 19:40:21,103 - pyskl - INFO - Epoch [92][2600/3940] lr: 8.226e-03, eta: 1 day, 4:39:01, time: 0.658, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 3.0871, loss: 3.0871 +2025-06-11 19:41:26,726 - pyskl - INFO - Epoch [92][2700/3940] lr: 8.220e-03, eta: 1 day, 4:38:29, time: 0.656, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 3.0571, loss: 3.0571 +2025-06-11 19:42:32,508 - pyskl - INFO - Epoch [92][2800/3940] lr: 8.214e-03, eta: 1 day, 4:37:57, time: 0.658, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 3.0611, loss: 3.0611 +2025-06-11 19:43:38,146 - pyskl - INFO - Epoch [92][2900/3940] lr: 8.208e-03, eta: 1 day, 4:37:26, time: 0.656, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 2.9214, loss: 2.9214 +2025-06-11 19:44:43,888 - pyskl - INFO - Epoch [92][3000/3940] lr: 8.202e-03, eta: 1 day, 4:36:54, time: 0.657, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 3.0164, loss: 3.0164 +2025-06-11 19:45:49,697 - pyskl - INFO - Epoch [92][3100/3940] lr: 8.195e-03, eta: 1 day, 4:36:22, time: 0.658, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 3.0497, loss: 3.0497 +2025-06-11 19:46:55,494 - pyskl - INFO - Epoch [92][3200/3940] lr: 8.189e-03, eta: 1 day, 4:35:51, time: 0.658, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.9314, loss: 2.9314 +2025-06-11 19:48:01,258 - pyskl - INFO - Epoch [92][3300/3940] lr: 8.183e-03, eta: 1 day, 4:35:19, time: 0.658, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9750, loss_cls: 3.1314, loss: 3.1314 +2025-06-11 19:49:07,065 - pyskl - INFO - Epoch [92][3400/3940] lr: 8.177e-03, eta: 1 day, 4:34:47, time: 0.658, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.9675, loss: 2.9675 +2025-06-11 19:50:12,829 - pyskl - INFO - Epoch [92][3500/3940] lr: 8.170e-03, eta: 1 day, 4:34:16, time: 0.658, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.9883, loss: 2.9883 +2025-06-11 19:51:18,599 - pyskl - INFO - Epoch [92][3600/3940] lr: 8.164e-03, eta: 1 day, 4:33:44, time: 0.658, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 3.0787, loss: 3.0787 +2025-06-11 19:52:24,335 - pyskl - INFO - Epoch [92][3700/3940] lr: 8.158e-03, eta: 1 day, 4:33:12, time: 0.657, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 2.9845, loss: 2.9845 +2025-06-11 19:53:30,038 - pyskl - INFO - Epoch [92][3800/3940] lr: 8.152e-03, eta: 1 day, 4:32:40, time: 0.657, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 3.0732, loss: 3.0732 +2025-06-11 19:54:35,834 - pyskl - INFO - Epoch [92][3900/3940] lr: 8.145e-03, eta: 1 day, 4:32:08, time: 0.658, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 2.9036, loss: 2.9036 +2025-06-11 19:55:02,264 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-06-11 19:58:26,924 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 19:58:27,400 - pyskl - INFO - +top1_acc 0.7952 +top5_acc 0.9632 +2025-06-11 19:58:27,454 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_89.pth was removed +2025-06-11 19:58:28,490 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. +2025-06-11 19:58:28,492 - pyskl - INFO - Best top1_acc is 0.7952 at 92 epoch. +2025-06-11 19:58:28,512 - pyskl - INFO - Epoch(val) [92][3183] top1_acc: 0.7952, top5_acc: 0.9632 +2025-06-11 19:59:37,517 - pyskl - INFO - Epoch [93][100/3940] lr: 8.137e-03, eta: 1 day, 4:31:09, time: 0.690, data_time: 0.246, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9812, loss_cls: 2.9816, loss: 2.9816 +2025-06-11 20:00:22,015 - pyskl - INFO - Epoch [93][200/3940] lr: 8.130e-03, eta: 1 day, 4:30:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.8854, loss: 2.8854 +2025-06-11 20:01:06,637 - pyskl - INFO - Epoch [93][300/3940] lr: 8.124e-03, eta: 1 day, 4:29:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.9816, loss: 2.9816 +2025-06-11 20:01:51,187 - pyskl - INFO - Epoch [93][400/3940] lr: 8.118e-03, eta: 1 day, 4:28:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.9555, loss: 2.9555 +2025-06-11 20:02:35,647 - pyskl - INFO - Epoch [93][500/3940] lr: 8.112e-03, eta: 1 day, 4:28:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.9425, loss: 2.9425 +2025-06-11 20:03:20,052 - pyskl - INFO - Epoch [93][600/3940] lr: 8.106e-03, eta: 1 day, 4:27:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.8504, loss: 2.8504 +2025-06-11 20:04:04,494 - pyskl - INFO - Epoch [93][700/3940] lr: 8.099e-03, eta: 1 day, 4:26:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9800, loss_cls: 2.9690, loss: 2.9690 +2025-06-11 20:04:49,045 - pyskl - INFO - Epoch [93][800/3940] lr: 8.093e-03, eta: 1 day, 4:25:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.9589, loss: 2.9589 +2025-06-11 20:05:33,455 - pyskl - INFO - Epoch [93][900/3940] lr: 8.087e-03, eta: 1 day, 4:25:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 2.9550, loss: 2.9550 +2025-06-11 20:06:17,808 - pyskl - INFO - Epoch [93][1000/3940] lr: 8.081e-03, eta: 1 day, 4:24:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 3.0243, loss: 3.0243 +2025-06-11 20:07:02,190 - pyskl - INFO - Epoch [93][1100/3940] lr: 8.074e-03, eta: 1 day, 4:23:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.9079, loss: 2.9079 +2025-06-11 20:07:46,560 - pyskl - INFO - Epoch [93][1200/3940] lr: 8.068e-03, eta: 1 day, 4:22:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.8582, loss: 2.8582 +2025-06-11 20:08:31,032 - pyskl - INFO - Epoch [93][1300/3940] lr: 8.062e-03, eta: 1 day, 4:22:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 2.9309, loss: 2.9309 +2025-06-11 20:09:15,462 - pyskl - INFO - Epoch [93][1400/3940] lr: 8.056e-03, eta: 1 day, 4:21:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 3.0153, loss: 3.0153 +2025-06-11 20:09:59,850 - pyskl - INFO - Epoch [93][1500/3940] lr: 8.050e-03, eta: 1 day, 4:20:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.8892, loss: 2.8892 +2025-06-11 20:10:44,267 - pyskl - INFO - Epoch [93][1600/3940] lr: 8.043e-03, eta: 1 day, 4:19:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.8717, loss: 2.8717 +2025-06-11 20:11:28,621 - pyskl - INFO - Epoch [93][1700/3940] lr: 8.037e-03, eta: 1 day, 4:19:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.9294, loss: 2.9294 +2025-06-11 20:12:13,014 - pyskl - INFO - Epoch [93][1800/3940] lr: 8.031e-03, eta: 1 day, 4:18:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.9380, loss: 2.9380 +2025-06-11 20:12:57,412 - pyskl - INFO - Epoch [93][1900/3940] lr: 8.025e-03, eta: 1 day, 4:17:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.8865, loss: 2.8865 +2025-06-11 20:13:41,807 - pyskl - INFO - Epoch [93][2000/3940] lr: 8.019e-03, eta: 1 day, 4:16:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 3.0431, loss: 3.0431 +2025-06-11 20:14:26,199 - pyskl - INFO - Epoch [93][2100/3940] lr: 8.012e-03, eta: 1 day, 4:16:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.9357, loss: 2.9357 +2025-06-11 20:15:10,630 - pyskl - INFO - Epoch [93][2200/3940] lr: 8.006e-03, eta: 1 day, 4:15:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 2.9650, loss: 2.9650 +2025-06-11 20:15:55,093 - pyskl - INFO - Epoch [93][2300/3940] lr: 8.000e-03, eta: 1 day, 4:14:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 3.0226, loss: 3.0226 +2025-06-11 20:16:39,525 - pyskl - INFO - Epoch [93][2400/3940] lr: 7.994e-03, eta: 1 day, 4:13:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 3.0274, loss: 3.0274 +2025-06-11 20:17:23,927 - pyskl - INFO - Epoch [93][2500/3940] lr: 7.988e-03, eta: 1 day, 4:13:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 2.8310, loss: 2.8310 +2025-06-11 20:18:08,435 - pyskl - INFO - Epoch [93][2600/3940] lr: 7.981e-03, eta: 1 day, 4:12:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 2.9080, loss: 2.9080 +2025-06-11 20:18:53,120 - pyskl - INFO - Epoch [93][2700/3940] lr: 7.975e-03, eta: 1 day, 4:11:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.9370, loss: 2.9370 +2025-06-11 20:19:37,672 - pyskl - INFO - Epoch [93][2800/3940] lr: 7.969e-03, eta: 1 day, 4:10:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9806, loss_cls: 3.0686, loss: 3.0686 +2025-06-11 20:20:22,174 - pyskl - INFO - Epoch [93][2900/3940] lr: 7.963e-03, eta: 1 day, 4:10:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 3.0185, loss: 3.0185 +2025-06-11 20:21:06,650 - pyskl - INFO - Epoch [93][3000/3940] lr: 7.957e-03, eta: 1 day, 4:09:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.8594, loss: 2.8594 +2025-06-11 20:21:51,156 - pyskl - INFO - Epoch [93][3100/3940] lr: 7.950e-03, eta: 1 day, 4:08:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9775, loss_cls: 3.0070, loss: 3.0070 +2025-06-11 20:22:35,652 - pyskl - INFO - Epoch [93][3200/3940] lr: 7.944e-03, eta: 1 day, 4:07:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 3.0481, loss: 3.0481 +2025-06-11 20:23:20,098 - pyskl - INFO - Epoch [93][3300/3940] lr: 7.938e-03, eta: 1 day, 4:07:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 3.0421, loss: 3.0421 +2025-06-11 20:24:04,545 - pyskl - INFO - Epoch [93][3400/3940] lr: 7.932e-03, eta: 1 day, 4:06:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 3.0327, loss: 3.0327 +2025-06-11 20:24:48,983 - pyskl - INFO - Epoch [93][3500/3940] lr: 7.926e-03, eta: 1 day, 4:05:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9781, loss_cls: 3.0405, loss: 3.0405 +2025-06-11 20:25:33,409 - pyskl - INFO - Epoch [93][3600/3940] lr: 7.920e-03, eta: 1 day, 4:04:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 3.0203, loss: 3.0203 +2025-06-11 20:26:17,818 - pyskl - INFO - Epoch [93][3700/3940] lr: 7.913e-03, eta: 1 day, 4:04:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 3.0132, loss: 3.0132 +2025-06-11 20:27:02,244 - pyskl - INFO - Epoch [93][3800/3940] lr: 7.907e-03, eta: 1 day, 4:03:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.9700, loss: 2.9700 +2025-06-11 20:27:46,632 - pyskl - INFO - Epoch [93][3900/3940] lr: 7.901e-03, eta: 1 day, 4:02:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 2.8878, loss: 2.8878 +2025-06-11 20:28:04,741 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-06-11 20:31:29,428 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 20:31:29,897 - pyskl - INFO - +top1_acc 0.8113 +top5_acc 0.9645 +2025-06-11 20:31:29,949 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_92.pth was removed +2025-06-11 20:31:31,074 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_93.pth. +2025-06-11 20:31:31,076 - pyskl - INFO - Best top1_acc is 0.8113 at 93 epoch. +2025-06-11 20:31:31,093 - pyskl - INFO - Epoch(val) [93][3183] top1_acc: 0.8113, top5_acc: 0.9645 +2025-06-11 20:32:40,167 - pyskl - INFO - Epoch [94][100/3940] lr: 7.892e-03, eta: 1 day, 4:01:31, time: 0.691, data_time: 0.246, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.9872, loss: 2.9872 +2025-06-11 20:33:24,578 - pyskl - INFO - Epoch [94][200/3940] lr: 7.886e-03, eta: 1 day, 4:00:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9819, loss_cls: 2.8437, loss: 2.8437 +2025-06-11 20:34:09,244 - pyskl - INFO - Epoch [94][300/3940] lr: 7.880e-03, eta: 1 day, 4:00:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.8715, loss: 2.8715 +2025-06-11 20:34:54,138 - pyskl - INFO - Epoch [94][400/3940] lr: 7.874e-03, eta: 1 day, 3:59:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.8730, loss: 2.8730 +2025-06-11 20:35:38,738 - pyskl - INFO - Epoch [94][500/3940] lr: 7.868e-03, eta: 1 day, 3:58:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9919, loss_cls: 2.9092, loss: 2.9092 +2025-06-11 20:36:23,394 - pyskl - INFO - Epoch [94][600/3940] lr: 7.861e-03, eta: 1 day, 3:57:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.9576, loss: 2.9576 +2025-06-11 20:37:07,963 - pyskl - INFO - Epoch [94][700/3940] lr: 7.855e-03, eta: 1 day, 3:57:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.8219, loss: 2.8219 +2025-06-11 20:37:52,512 - pyskl - INFO - Epoch [94][800/3940] lr: 7.849e-03, eta: 1 day, 3:56:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.8846, loss: 2.8846 +2025-06-11 20:38:36,969 - pyskl - INFO - Epoch [94][900/3940] lr: 7.843e-03, eta: 1 day, 3:55:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 2.8495, loss: 2.8495 +2025-06-11 20:39:21,418 - pyskl - INFO - Epoch [94][1000/3940] lr: 7.837e-03, eta: 1 day, 3:54:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9756, loss_cls: 2.9560, loss: 2.9560 +2025-06-11 20:40:05,901 - pyskl - INFO - Epoch [94][1100/3940] lr: 7.831e-03, eta: 1 day, 3:53:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.8666, loss: 2.8666 +2025-06-11 20:40:50,453 - pyskl - INFO - Epoch [94][1200/3940] lr: 7.824e-03, eta: 1 day, 3:53:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 2.7851, loss: 2.7851 +2025-06-11 20:41:34,947 - pyskl - INFO - Epoch [94][1300/3940] lr: 7.818e-03, eta: 1 day, 3:52:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.9590, loss: 2.9590 +2025-06-11 20:42:19,410 - pyskl - INFO - Epoch [94][1400/3940] lr: 7.812e-03, eta: 1 day, 3:51:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.9259, loss: 2.9259 +2025-06-11 20:43:03,906 - pyskl - INFO - Epoch [94][1500/3940] lr: 7.806e-03, eta: 1 day, 3:50:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 2.9890, loss: 2.9890 +2025-06-11 20:43:48,413 - pyskl - INFO - Epoch [94][1600/3940] lr: 7.800e-03, eta: 1 day, 3:50:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.8694, loss: 2.8694 +2025-06-11 20:44:32,870 - pyskl - INFO - Epoch [94][1700/3940] lr: 7.794e-03, eta: 1 day, 3:49:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.8633, loss: 2.8633 +2025-06-11 20:45:17,353 - pyskl - INFO - Epoch [94][1800/3940] lr: 7.788e-03, eta: 1 day, 3:48:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9888, loss_cls: 2.9904, loss: 2.9904 +2025-06-11 20:46:01,933 - pyskl - INFO - Epoch [94][1900/3940] lr: 7.781e-03, eta: 1 day, 3:47:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.9516, loss: 2.9516 +2025-06-11 20:46:46,482 - pyskl - INFO - Epoch [94][2000/3940] lr: 7.775e-03, eta: 1 day, 3:47:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.8709, loss: 2.8709 +2025-06-11 20:47:31,044 - pyskl - INFO - Epoch [94][2100/3940] lr: 7.769e-03, eta: 1 day, 3:46:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9781, loss_cls: 3.0826, loss: 3.0826 +2025-06-11 20:48:15,575 - pyskl - INFO - Epoch [94][2200/3940] lr: 7.763e-03, eta: 1 day, 3:45:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.9608, loss: 2.9608 +2025-06-11 20:49:00,046 - pyskl - INFO - Epoch [94][2300/3940] lr: 7.757e-03, eta: 1 day, 3:44:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 3.0269, loss: 3.0269 +2025-06-11 20:49:44,560 - pyskl - INFO - Epoch [94][2400/3940] lr: 7.751e-03, eta: 1 day, 3:44:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.9908, loss: 2.9908 +2025-06-11 20:50:29,027 - pyskl - INFO - Epoch [94][2500/3940] lr: 7.744e-03, eta: 1 day, 3:43:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 3.0355, loss: 3.0355 +2025-06-11 20:51:13,614 - pyskl - INFO - Epoch [94][2600/3940] lr: 7.738e-03, eta: 1 day, 3:42:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 2.8888, loss: 2.8888 +2025-06-11 20:51:58,140 - pyskl - INFO - Epoch [94][2700/3940] lr: 7.732e-03, eta: 1 day, 3:41:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.9893, loss: 2.9893 +2025-06-11 20:52:42,686 - pyskl - INFO - Epoch [94][2800/3940] lr: 7.726e-03, eta: 1 day, 3:41:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 2.9279, loss: 2.9279 +2025-06-11 20:53:27,201 - pyskl - INFO - Epoch [94][2900/3940] lr: 7.720e-03, eta: 1 day, 3:40:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 2.9836, loss: 2.9836 +2025-06-11 20:54:11,673 - pyskl - INFO - Epoch [94][3000/3940] lr: 7.714e-03, eta: 1 day, 3:39:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 3.0144, loss: 3.0144 +2025-06-11 20:54:56,050 - pyskl - INFO - Epoch [94][3100/3940] lr: 7.708e-03, eta: 1 day, 3:38:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9794, loss_cls: 2.9331, loss: 2.9331 +2025-06-11 20:55:40,365 - pyskl - INFO - Epoch [94][3200/3940] lr: 7.701e-03, eta: 1 day, 3:38:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 2.9342, loss: 2.9342 +2025-06-11 20:56:24,628 - pyskl - INFO - Epoch [94][3300/3940] lr: 7.695e-03, eta: 1 day, 3:37:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.9246, loss: 2.9246 +2025-06-11 20:57:08,931 - pyskl - INFO - Epoch [94][3400/3940] lr: 7.689e-03, eta: 1 day, 3:36:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9794, loss_cls: 3.0043, loss: 3.0043 +2025-06-11 20:57:53,290 - pyskl - INFO - Epoch [94][3500/3940] lr: 7.683e-03, eta: 1 day, 3:35:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 3.0347, loss: 3.0347 +2025-06-11 20:58:37,606 - pyskl - INFO - Epoch [94][3600/3940] lr: 7.677e-03, eta: 1 day, 3:35:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 3.0288, loss: 3.0288 +2025-06-11 20:59:21,966 - pyskl - INFO - Epoch [94][3700/3940] lr: 7.671e-03, eta: 1 day, 3:34:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 3.0674, loss: 3.0674 +2025-06-11 21:00:06,260 - pyskl - INFO - Epoch [94][3800/3940] lr: 7.665e-03, eta: 1 day, 3:33:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9756, loss_cls: 2.9553, loss: 2.9553 +2025-06-11 21:00:50,572 - pyskl - INFO - Epoch [94][3900/3940] lr: 7.659e-03, eta: 1 day, 3:32:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.9794, loss: 2.9794 +2025-06-11 21:01:08,628 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-06-11 21:04:35,091 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 21:04:35,556 - pyskl - INFO - +top1_acc 0.7529 +top5_acc 0.9396 +2025-06-11 21:04:35,574 - pyskl - INFO - Epoch(val) [94][3183] top1_acc: 0.7529, top5_acc: 0.9396 +2025-06-11 21:05:44,190 - pyskl - INFO - Epoch [95][100/3940] lr: 7.650e-03, eta: 1 day, 3:31:53, time: 0.686, data_time: 0.243, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 2.9496, loss: 2.9496 +2025-06-11 21:06:28,826 - pyskl - INFO - Epoch [95][200/3940] lr: 7.644e-03, eta: 1 day, 3:31:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9806, loss_cls: 2.8266, loss: 2.8266 +2025-06-11 21:07:13,527 - pyskl - INFO - Epoch [95][300/3940] lr: 7.638e-03, eta: 1 day, 3:30:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.9454, loss: 2.9454 +2025-06-11 21:07:58,029 - pyskl - INFO - Epoch [95][400/3940] lr: 7.632e-03, eta: 1 day, 3:29:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9925, loss_cls: 2.8699, loss: 2.8699 +2025-06-11 21:08:42,495 - pyskl - INFO - Epoch [95][500/3940] lr: 7.626e-03, eta: 1 day, 3:28:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.9089, loss: 2.9089 +2025-06-11 21:09:27,022 - pyskl - INFO - Epoch [95][600/3940] lr: 7.619e-03, eta: 1 day, 3:28:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9769, loss_cls: 3.0106, loss: 3.0106 +2025-06-11 21:10:11,534 - pyskl - INFO - Epoch [95][700/3940] lr: 7.613e-03, eta: 1 day, 3:27:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 2.8838, loss: 2.8838 +2025-06-11 21:10:56,005 - pyskl - INFO - Epoch [95][800/3940] lr: 7.607e-03, eta: 1 day, 3:26:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 2.8972, loss: 2.8972 +2025-06-11 21:11:40,477 - pyskl - INFO - Epoch [95][900/3940] lr: 7.601e-03, eta: 1 day, 3:25:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.8223, loss: 2.8223 +2025-06-11 21:12:24,980 - pyskl - INFO - Epoch [95][1000/3940] lr: 7.595e-03, eta: 1 day, 3:25:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.8648, loss: 2.8648 +2025-06-11 21:13:09,584 - pyskl - INFO - Epoch [95][1100/3940] lr: 7.589e-03, eta: 1 day, 3:24:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.8860, loss: 2.8860 +2025-06-11 21:13:54,049 - pyskl - INFO - Epoch [95][1200/3940] lr: 7.583e-03, eta: 1 day, 3:23:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.9233, loss: 2.9233 +2025-06-11 21:14:38,513 - pyskl - INFO - Epoch [95][1300/3940] lr: 7.577e-03, eta: 1 day, 3:22:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.8524, loss: 2.8524 +2025-06-11 21:15:22,966 - pyskl - INFO - Epoch [95][1400/3940] lr: 7.570e-03, eta: 1 day, 3:22:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.8864, loss: 2.8864 +2025-06-11 21:16:07,464 - pyskl - INFO - Epoch [95][1500/3940] lr: 7.564e-03, eta: 1 day, 3:21:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.9110, loss: 2.9110 +2025-06-11 21:16:51,876 - pyskl - INFO - Epoch [95][1600/3940] lr: 7.558e-03, eta: 1 day, 3:20:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 2.8867, loss: 2.8867 +2025-06-11 21:17:36,331 - pyskl - INFO - Epoch [95][1700/3940] lr: 7.552e-03, eta: 1 day, 3:19:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.9379, loss: 2.9379 +2025-06-11 21:18:20,795 - pyskl - INFO - Epoch [95][1800/3940] lr: 7.546e-03, eta: 1 day, 3:19:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.8636, loss: 2.8636 +2025-06-11 21:19:05,244 - pyskl - INFO - Epoch [95][1900/3940] lr: 7.540e-03, eta: 1 day, 3:18:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 2.8658, loss: 2.8658 +2025-06-11 21:19:49,800 - pyskl - INFO - Epoch [95][2000/3940] lr: 7.534e-03, eta: 1 day, 3:17:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.8961, loss: 2.8961 +2025-06-11 21:20:34,389 - pyskl - INFO - Epoch [95][2100/3940] lr: 7.528e-03, eta: 1 day, 3:16:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 2.9221, loss: 2.9221 +2025-06-11 21:21:19,061 - pyskl - INFO - Epoch [95][2200/3940] lr: 7.522e-03, eta: 1 day, 3:16:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 3.0286, loss: 3.0286 +2025-06-11 21:22:03,894 - pyskl - INFO - Epoch [95][2300/3940] lr: 7.516e-03, eta: 1 day, 3:15:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.8363, loss: 2.8363 +2025-06-11 21:22:48,775 - pyskl - INFO - Epoch [95][2400/3940] lr: 7.510e-03, eta: 1 day, 3:14:34, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.9870, loss: 2.9870 +2025-06-11 21:23:33,455 - pyskl - INFO - Epoch [95][2500/3940] lr: 7.503e-03, eta: 1 day, 3:13:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.9189, loss: 2.9189 +2025-06-11 21:24:17,883 - pyskl - INFO - Epoch [95][2600/3940] lr: 7.497e-03, eta: 1 day, 3:13:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.8639, loss: 2.8639 +2025-06-11 21:25:02,428 - pyskl - INFO - Epoch [95][2700/3940] lr: 7.491e-03, eta: 1 day, 3:12:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 3.0317, loss: 3.0317 +2025-06-11 21:25:47,104 - pyskl - INFO - Epoch [95][2800/3940] lr: 7.485e-03, eta: 1 day, 3:11:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9756, loss_cls: 2.9410, loss: 2.9410 +2025-06-11 21:26:31,625 - pyskl - INFO - Epoch [95][2900/3940] lr: 7.479e-03, eta: 1 day, 3:10:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 2.8963, loss: 2.8963 +2025-06-11 21:27:16,128 - pyskl - INFO - Epoch [95][3000/3940] lr: 7.473e-03, eta: 1 day, 3:10:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.8551, loss: 2.8551 +2025-06-11 21:28:00,612 - pyskl - INFO - Epoch [95][3100/3940] lr: 7.467e-03, eta: 1 day, 3:09:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.8155, loss: 2.8155 +2025-06-11 21:28:45,094 - pyskl - INFO - Epoch [95][3200/3940] lr: 7.461e-03, eta: 1 day, 3:08:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9794, loss_cls: 3.0291, loss: 3.0291 +2025-06-11 21:29:29,601 - pyskl - INFO - Epoch [95][3300/3940] lr: 7.455e-03, eta: 1 day, 3:07:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9819, loss_cls: 2.9450, loss: 2.9450 +2025-06-11 21:30:14,090 - pyskl - INFO - Epoch [95][3400/3940] lr: 7.449e-03, eta: 1 day, 3:07:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 3.0430, loss: 3.0430 +2025-06-11 21:30:58,578 - pyskl - INFO - Epoch [95][3500/3940] lr: 7.443e-03, eta: 1 day, 3:06:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.9065, loss: 2.9065 +2025-06-11 21:31:43,135 - pyskl - INFO - Epoch [95][3600/3940] lr: 7.436e-03, eta: 1 day, 3:05:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9812, loss_cls: 2.9650, loss: 2.9650 +2025-06-11 21:32:27,649 - pyskl - INFO - Epoch [95][3700/3940] lr: 7.430e-03, eta: 1 day, 3:04:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9812, loss_cls: 3.0256, loss: 3.0256 +2025-06-11 21:33:12,150 - pyskl - INFO - Epoch [95][3800/3940] lr: 7.424e-03, eta: 1 day, 3:04:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 3.0227, loss: 3.0227 +2025-06-11 21:33:56,601 - pyskl - INFO - Epoch [95][3900/3940] lr: 7.418e-03, eta: 1 day, 3:03:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.9515, loss: 2.9515 +2025-06-11 21:34:14,821 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-06-11 21:52:27,507 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 21:52:27,960 - pyskl - INFO - +top1_acc 0.7766 +top5_acc 0.9506 +2025-06-11 21:52:27,977 - pyskl - INFO - Epoch(val) [95][3183] top1_acc: 0.7766, top5_acc: 0.9506 +2025-06-11 21:53:37,134 - pyskl - INFO - Epoch [96][100/3940] lr: 7.410e-03, eta: 1 day, 3:02:17, time: 0.692, data_time: 0.247, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.9664, loss: 2.9664 +2025-06-11 21:54:21,731 - pyskl - INFO - Epoch [96][200/3940] lr: 7.404e-03, eta: 1 day, 3:01:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 2.7449, loss: 2.7449 +2025-06-11 21:55:06,377 - pyskl - INFO - Epoch [96][300/3940] lr: 7.398e-03, eta: 1 day, 3:00:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.8343, loss: 2.8343 +2025-06-11 21:55:50,992 - pyskl - INFO - Epoch [96][400/3940] lr: 7.392e-03, eta: 1 day, 3:00:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.8093, loss: 2.8093 +2025-06-11 21:56:35,610 - pyskl - INFO - Epoch [96][500/3940] lr: 7.386e-03, eta: 1 day, 2:59:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.8168, loss: 2.8168 +2025-06-11 21:57:20,557 - pyskl - INFO - Epoch [96][600/3940] lr: 7.379e-03, eta: 1 day, 2:58:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.8310, loss: 2.8310 +2025-06-11 21:58:05,302 - pyskl - INFO - Epoch [96][700/3940] lr: 7.373e-03, eta: 1 day, 2:57:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.8240, loss: 2.8240 +2025-06-11 21:58:49,931 - pyskl - INFO - Epoch [96][800/3940] lr: 7.367e-03, eta: 1 day, 2:57:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.8672, loss: 2.8672 +2025-06-11 21:59:34,526 - pyskl - INFO - Epoch [96][900/3940] lr: 7.361e-03, eta: 1 day, 2:56:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.9097, loss: 2.9097 +2025-06-11 22:00:19,125 - pyskl - INFO - Epoch [96][1000/3940] lr: 7.355e-03, eta: 1 day, 2:55:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.8618, loss: 2.8618 +2025-06-11 22:01:03,833 - pyskl - INFO - Epoch [96][1100/3940] lr: 7.349e-03, eta: 1 day, 2:54:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.7871, loss: 2.7871 +2025-06-11 22:01:48,550 - pyskl - INFO - Epoch [96][1200/3940] lr: 7.343e-03, eta: 1 day, 2:54:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.8715, loss: 2.8715 +2025-06-11 22:02:33,249 - pyskl - INFO - Epoch [96][1300/3940] lr: 7.337e-03, eta: 1 day, 2:53:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.7881, loss: 2.7881 +2025-06-11 22:03:17,853 - pyskl - INFO - Epoch [96][1400/3940] lr: 7.331e-03, eta: 1 day, 2:52:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.9093, loss: 2.9093 +2025-06-11 22:04:02,341 - pyskl - INFO - Epoch [96][1500/3940] lr: 7.325e-03, eta: 1 day, 2:51:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.8406, loss: 2.8406 +2025-06-11 22:04:46,830 - pyskl - INFO - Epoch [96][1600/3940] lr: 7.319e-03, eta: 1 day, 2:51:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.8584, loss: 2.8584 +2025-06-11 22:05:31,353 - pyskl - INFO - Epoch [96][1700/3940] lr: 7.313e-03, eta: 1 day, 2:50:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9819, loss_cls: 2.9239, loss: 2.9239 +2025-06-11 22:06:15,873 - pyskl - INFO - Epoch [96][1800/3940] lr: 7.307e-03, eta: 1 day, 2:49:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 2.9099, loss: 2.9099 +2025-06-11 22:07:00,281 - pyskl - INFO - Epoch [96][1900/3940] lr: 7.301e-03, eta: 1 day, 2:48:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.8891, loss: 2.8891 +2025-06-11 22:07:44,694 - pyskl - INFO - Epoch [96][2000/3940] lr: 7.295e-03, eta: 1 day, 2:47:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9794, loss_cls: 2.9374, loss: 2.9374 +2025-06-11 22:08:29,145 - pyskl - INFO - Epoch [96][2100/3940] lr: 7.289e-03, eta: 1 day, 2:47:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 2.8793, loss: 2.8793 +2025-06-11 22:09:13,633 - pyskl - INFO - Epoch [96][2200/3940] lr: 7.283e-03, eta: 1 day, 2:46:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.8301, loss: 2.8301 +2025-06-11 22:09:58,218 - pyskl - INFO - Epoch [96][2300/3940] lr: 7.277e-03, eta: 1 day, 2:45:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 2.9262, loss: 2.9262 +2025-06-11 22:10:42,850 - pyskl - INFO - Epoch [96][2400/3940] lr: 7.271e-03, eta: 1 day, 2:44:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.8510, loss: 2.8510 +2025-06-11 22:11:27,423 - pyskl - INFO - Epoch [96][2500/3940] lr: 7.265e-03, eta: 1 day, 2:44:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.9592, loss: 2.9592 +2025-06-11 22:12:12,183 - pyskl - INFO - Epoch [96][2600/3940] lr: 7.259e-03, eta: 1 day, 2:43:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9781, loss_cls: 3.0444, loss: 3.0444 +2025-06-11 22:12:56,730 - pyskl - INFO - Epoch [96][2700/3940] lr: 7.252e-03, eta: 1 day, 2:42:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 3.0266, loss: 3.0266 +2025-06-11 22:13:41,242 - pyskl - INFO - Epoch [96][2800/3940] lr: 7.246e-03, eta: 1 day, 2:41:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.8118, loss: 2.8118 +2025-06-11 22:14:25,884 - pyskl - INFO - Epoch [96][2900/3940] lr: 7.240e-03, eta: 1 day, 2:41:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.8797, loss: 2.8797 +2025-06-11 22:15:10,425 - pyskl - INFO - Epoch [96][3000/3940] lr: 7.234e-03, eta: 1 day, 2:40:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 2.9228, loss: 2.9228 +2025-06-11 22:15:55,014 - pyskl - INFO - Epoch [96][3100/3940] lr: 7.228e-03, eta: 1 day, 2:39:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.9439, loss: 2.9439 +2025-06-11 22:16:39,713 - pyskl - INFO - Epoch [96][3200/3940] lr: 7.222e-03, eta: 1 day, 2:38:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 3.0235, loss: 3.0235 +2025-06-11 22:17:24,125 - pyskl - INFO - Epoch [96][3300/3940] lr: 7.216e-03, eta: 1 day, 2:38:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9788, loss_cls: 2.9721, loss: 2.9721 +2025-06-11 22:18:08,397 - pyskl - INFO - Epoch [96][3400/3940] lr: 7.210e-03, eta: 1 day, 2:37:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 2.9229, loss: 2.9229 +2025-06-11 22:18:52,547 - pyskl - INFO - Epoch [96][3500/3940] lr: 7.204e-03, eta: 1 day, 2:36:42, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.9986, loss: 2.9986 +2025-06-11 22:19:37,048 - pyskl - INFO - Epoch [96][3600/3940] lr: 7.198e-03, eta: 1 day, 2:35:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.8686, loss: 2.8686 +2025-06-11 22:20:21,538 - pyskl - INFO - Epoch [96][3700/3940] lr: 7.192e-03, eta: 1 day, 2:35:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.9265, loss: 2.9265 +2025-06-11 22:21:05,898 - pyskl - INFO - Epoch [96][3800/3940] lr: 7.186e-03, eta: 1 day, 2:34:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 3.0008, loss: 3.0008 +2025-06-11 22:21:50,237 - pyskl - INFO - Epoch [96][3900/3940] lr: 7.180e-03, eta: 1 day, 2:33:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9819, loss_cls: 2.8579, loss: 2.8579 +2025-06-11 22:22:08,361 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-06-11 22:25:35,440 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 22:25:35,959 - pyskl - INFO - +top1_acc 0.7971 +top5_acc 0.9620 +2025-06-11 22:25:35,978 - pyskl - INFO - Epoch(val) [96][3183] top1_acc: 0.7971, top5_acc: 0.9620 +2025-06-11 22:26:45,403 - pyskl - INFO - Epoch [97][100/3940] lr: 7.172e-03, eta: 1 day, 2:32:42, time: 0.694, data_time: 0.249, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9919, loss_cls: 2.8753, loss: 2.8753 +2025-06-11 22:27:29,988 - pyskl - INFO - Epoch [97][200/3940] lr: 7.166e-03, eta: 1 day, 2:31:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.8238, loss: 2.8238 +2025-06-11 22:28:14,622 - pyskl - INFO - Epoch [97][300/3940] lr: 7.160e-03, eta: 1 day, 2:31:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.7597, loss: 2.7597 +2025-06-11 22:28:59,327 - pyskl - INFO - Epoch [97][400/3940] lr: 7.154e-03, eta: 1 day, 2:30:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.7265, loss: 2.7265 +2025-06-11 22:29:43,863 - pyskl - INFO - Epoch [97][500/3940] lr: 7.148e-03, eta: 1 day, 2:29:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 2.9190, loss: 2.9190 +2025-06-11 22:30:28,487 - pyskl - INFO - Epoch [97][600/3940] lr: 7.142e-03, eta: 1 day, 2:28:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.9010, loss: 2.9010 +2025-06-11 22:31:13,266 - pyskl - INFO - Epoch [97][700/3940] lr: 7.136e-03, eta: 1 day, 2:28:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.8924, loss: 2.8924 +2025-06-11 22:31:58,139 - pyskl - INFO - Epoch [97][800/3940] lr: 7.130e-03, eta: 1 day, 2:27:26, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9831, loss_cls: 2.9091, loss: 2.9091 +2025-06-11 22:32:43,153 - pyskl - INFO - Epoch [97][900/3940] lr: 7.124e-03, eta: 1 day, 2:26:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 2.8538, loss: 2.8538 +2025-06-11 22:33:27,650 - pyskl - INFO - Epoch [97][1000/3940] lr: 7.118e-03, eta: 1 day, 2:25:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.8723, loss: 2.8723 +2025-06-11 22:34:12,136 - pyskl - INFO - Epoch [97][1100/3940] lr: 7.112e-03, eta: 1 day, 2:25:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.8799, loss: 2.8799 +2025-06-11 22:34:56,484 - pyskl - INFO - Epoch [97][1200/3940] lr: 7.106e-03, eta: 1 day, 2:24:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 2.7681, loss: 2.7681 +2025-06-11 22:35:40,896 - pyskl - INFO - Epoch [97][1300/3940] lr: 7.100e-03, eta: 1 day, 2:23:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.8309, loss: 2.8309 +2025-06-11 22:36:25,250 - pyskl - INFO - Epoch [97][1400/3940] lr: 7.094e-03, eta: 1 day, 2:22:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 2.9008, loss: 2.9008 +2025-06-11 22:37:09,597 - pyskl - INFO - Epoch [97][1500/3940] lr: 7.088e-03, eta: 1 day, 2:22:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 2.8229, loss: 2.8229 +2025-06-11 22:37:54,010 - pyskl - INFO - Epoch [97][1600/3940] lr: 7.082e-03, eta: 1 day, 2:21:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 2.8557, loss: 2.8557 +2025-06-11 22:38:38,441 - pyskl - INFO - Epoch [97][1700/3940] lr: 7.076e-03, eta: 1 day, 2:20:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.8114, loss: 2.8114 +2025-06-11 22:39:22,926 - pyskl - INFO - Epoch [97][1800/3940] lr: 7.070e-03, eta: 1 day, 2:19:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 2.9016, loss: 2.9016 +2025-06-11 22:40:07,280 - pyskl - INFO - Epoch [97][1900/3940] lr: 7.064e-03, eta: 1 day, 2:19:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.8011, loss: 2.8011 +2025-06-11 22:40:51,730 - pyskl - INFO - Epoch [97][2000/3940] lr: 7.058e-03, eta: 1 day, 2:18:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.8550, loss: 2.8550 +2025-06-11 22:41:36,121 - pyskl - INFO - Epoch [97][2100/3940] lr: 7.052e-03, eta: 1 day, 2:17:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.8956, loss: 2.8956 +2025-06-11 22:42:20,572 - pyskl - INFO - Epoch [97][2200/3940] lr: 7.046e-03, eta: 1 day, 2:16:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9781, loss_cls: 2.8777, loss: 2.8777 +2025-06-11 22:43:05,000 - pyskl - INFO - Epoch [97][2300/3940] lr: 7.040e-03, eta: 1 day, 2:16:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.8110, loss: 2.8110 +2025-06-11 22:43:49,510 - pyskl - INFO - Epoch [97][2400/3940] lr: 7.034e-03, eta: 1 day, 2:15:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.8627, loss: 2.8627 +2025-06-11 22:44:34,111 - pyskl - INFO - Epoch [97][2500/3940] lr: 7.028e-03, eta: 1 day, 2:14:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.7447, loss: 2.7447 +2025-06-11 22:45:18,761 - pyskl - INFO - Epoch [97][2600/3940] lr: 7.022e-03, eta: 1 day, 2:13:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.9265, loss: 2.9265 +2025-06-11 22:46:03,390 - pyskl - INFO - Epoch [97][2700/3940] lr: 7.016e-03, eta: 1 day, 2:13:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.8512, loss: 2.8512 +2025-06-11 22:46:47,964 - pyskl - INFO - Epoch [97][2800/3940] lr: 7.010e-03, eta: 1 day, 2:12:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.8704, loss: 2.8704 +2025-06-11 22:47:32,624 - pyskl - INFO - Epoch [97][2900/3940] lr: 7.004e-03, eta: 1 day, 2:11:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.8716, loss: 2.8716 +2025-06-11 22:48:17,130 - pyskl - INFO - Epoch [97][3000/3940] lr: 6.998e-03, eta: 1 day, 2:10:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.8158, loss: 2.8158 +2025-06-11 22:49:01,588 - pyskl - INFO - Epoch [97][3100/3940] lr: 6.992e-03, eta: 1 day, 2:10:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 2.9866, loss: 2.9866 +2025-06-11 22:49:45,963 - pyskl - INFO - Epoch [97][3200/3940] lr: 6.986e-03, eta: 1 day, 2:09:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 3.0216, loss: 3.0216 +2025-06-11 22:50:30,440 - pyskl - INFO - Epoch [97][3300/3940] lr: 6.980e-03, eta: 1 day, 2:08:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.9179, loss: 2.9179 +2025-06-11 22:51:14,911 - pyskl - INFO - Epoch [97][3400/3940] lr: 6.974e-03, eta: 1 day, 2:07:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 2.9536, loss: 2.9536 +2025-06-11 22:51:59,275 - pyskl - INFO - Epoch [97][3500/3940] lr: 6.968e-03, eta: 1 day, 2:07:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 3.0103, loss: 3.0103 +2025-06-11 22:52:43,845 - pyskl - INFO - Epoch [97][3600/3940] lr: 6.962e-03, eta: 1 day, 2:06:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 3.0180, loss: 3.0180 +2025-06-11 22:53:28,329 - pyskl - INFO - Epoch [97][3700/3940] lr: 6.956e-03, eta: 1 day, 2:05:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 2.8423, loss: 2.8423 +2025-06-11 22:54:12,821 - pyskl - INFO - Epoch [97][3800/3940] lr: 6.950e-03, eta: 1 day, 2:04:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.8948, loss: 2.8948 +2025-06-11 22:54:57,261 - pyskl - INFO - Epoch [97][3900/3940] lr: 6.945e-03, eta: 1 day, 2:04:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 2.8422, loss: 2.8422 +2025-06-11 22:55:15,372 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-06-11 22:58:40,267 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 22:58:40,756 - pyskl - INFO - +top1_acc 0.8007 +top5_acc 0.9603 +2025-06-11 22:58:40,772 - pyskl - INFO - Epoch(val) [97][3183] top1_acc: 0.8007, top5_acc: 0.9603 +2025-06-11 22:59:49,830 - pyskl - INFO - Epoch [98][100/3940] lr: 6.936e-03, eta: 1 day, 2:03:06, time: 0.691, data_time: 0.246, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.9247, loss: 2.9247 +2025-06-11 23:00:34,304 - pyskl - INFO - Epoch [98][200/3940] lr: 6.930e-03, eta: 1 day, 2:02:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.8244, loss: 2.8244 +2025-06-11 23:01:18,978 - pyskl - INFO - Epoch [98][300/3940] lr: 6.924e-03, eta: 1 day, 2:01:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 2.7865, loss: 2.7865 +2025-06-11 23:02:03,641 - pyskl - INFO - Epoch [98][400/3940] lr: 6.918e-03, eta: 1 day, 2:00:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 2.7399, loss: 2.7399 +2025-06-11 23:02:48,242 - pyskl - INFO - Epoch [98][500/3940] lr: 6.912e-03, eta: 1 day, 2:00:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.8487, loss: 2.8487 +2025-06-11 23:03:32,813 - pyskl - INFO - Epoch [98][600/3940] lr: 6.906e-03, eta: 1 day, 1:59:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.8717, loss: 2.8717 +2025-06-11 23:04:17,604 - pyskl - INFO - Epoch [98][700/3940] lr: 6.900e-03, eta: 1 day, 1:58:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9850, loss_cls: 2.7124, loss: 2.7124 +2025-06-11 23:05:02,312 - pyskl - INFO - Epoch [98][800/3940] lr: 6.895e-03, eta: 1 day, 1:57:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.7642, loss: 2.7642 +2025-06-11 23:05:46,914 - pyskl - INFO - Epoch [98][900/3940] lr: 6.889e-03, eta: 1 day, 1:57:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 2.8773, loss: 2.8773 +2025-06-11 23:06:31,503 - pyskl - INFO - Epoch [98][1000/3940] lr: 6.883e-03, eta: 1 day, 1:56:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9925, loss_cls: 2.9183, loss: 2.9183 +2025-06-11 23:07:16,130 - pyskl - INFO - Epoch [98][1100/3940] lr: 6.877e-03, eta: 1 day, 1:55:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9850, loss_cls: 2.8216, loss: 2.8216 +2025-06-11 23:08:00,777 - pyskl - INFO - Epoch [98][1200/3940] lr: 6.871e-03, eta: 1 day, 1:54:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.7997, loss: 2.7997 +2025-06-11 23:08:45,472 - pyskl - INFO - Epoch [98][1300/3940] lr: 6.865e-03, eta: 1 day, 1:54:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9812, loss_cls: 2.8889, loss: 2.8889 +2025-06-11 23:09:29,999 - pyskl - INFO - Epoch [98][1400/3940] lr: 6.859e-03, eta: 1 day, 1:53:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.9302, loss: 2.9302 +2025-06-11 23:10:14,467 - pyskl - INFO - Epoch [98][1500/3940] lr: 6.853e-03, eta: 1 day, 1:52:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.9400, loss: 2.9400 +2025-06-11 23:10:59,057 - pyskl - INFO - Epoch [98][1600/3940] lr: 6.847e-03, eta: 1 day, 1:51:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9838, loss_cls: 2.8851, loss: 2.8851 +2025-06-11 23:11:43,562 - pyskl - INFO - Epoch [98][1700/3940] lr: 6.841e-03, eta: 1 day, 1:51:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.8237, loss: 2.8237 +2025-06-11 23:12:28,096 - pyskl - INFO - Epoch [98][1800/3940] lr: 6.835e-03, eta: 1 day, 1:50:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 2.8308, loss: 2.8308 +2025-06-11 23:13:12,582 - pyskl - INFO - Epoch [98][1900/3940] lr: 6.829e-03, eta: 1 day, 1:49:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.8437, loss: 2.8437 +2025-06-11 23:13:57,046 - pyskl - INFO - Epoch [98][2000/3940] lr: 6.823e-03, eta: 1 day, 1:48:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.6818, loss: 2.6818 +2025-06-11 23:14:41,463 - pyskl - INFO - Epoch [98][2100/3940] lr: 6.817e-03, eta: 1 day, 1:48:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.8501, loss: 2.8501 +2025-06-11 23:15:25,858 - pyskl - INFO - Epoch [98][2200/3940] lr: 6.812e-03, eta: 1 day, 1:47:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.8311, loss: 2.8311 +2025-06-11 23:16:10,361 - pyskl - INFO - Epoch [98][2300/3940] lr: 6.806e-03, eta: 1 day, 1:46:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.8540, loss: 2.8540 +2025-06-11 23:16:54,782 - pyskl - INFO - Epoch [98][2400/3940] lr: 6.800e-03, eta: 1 day, 1:45:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.8952, loss: 2.8952 +2025-06-11 23:17:39,309 - pyskl - INFO - Epoch [98][2500/3940] lr: 6.794e-03, eta: 1 day, 1:45:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.9029, loss: 2.9029 +2025-06-11 23:18:23,914 - pyskl - INFO - Epoch [98][2600/3940] lr: 6.788e-03, eta: 1 day, 1:44:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.8458, loss: 2.8458 +2025-06-11 23:19:08,486 - pyskl - INFO - Epoch [98][2700/3940] lr: 6.782e-03, eta: 1 day, 1:43:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.9076, loss: 2.9076 +2025-06-11 23:19:53,183 - pyskl - INFO - Epoch [98][2800/3940] lr: 6.776e-03, eta: 1 day, 1:42:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.8673, loss: 2.8673 +2025-06-11 23:20:37,910 - pyskl - INFO - Epoch [98][2900/3940] lr: 6.770e-03, eta: 1 day, 1:42:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.7381, loss: 2.7381 +2025-06-11 23:21:22,526 - pyskl - INFO - Epoch [98][3000/3940] lr: 6.764e-03, eta: 1 day, 1:41:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.8620, loss: 2.8620 +2025-06-11 23:22:07,103 - pyskl - INFO - Epoch [98][3100/3940] lr: 6.758e-03, eta: 1 day, 1:40:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9844, loss_cls: 2.8231, loss: 2.8231 +2025-06-11 23:22:51,601 - pyskl - INFO - Epoch [98][3200/3940] lr: 6.752e-03, eta: 1 day, 1:39:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 2.7919, loss: 2.7919 +2025-06-11 23:23:36,110 - pyskl - INFO - Epoch [98][3300/3940] lr: 6.747e-03, eta: 1 day, 1:39:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 2.8956, loss: 2.8956 +2025-06-11 23:24:20,682 - pyskl - INFO - Epoch [98][3400/3940] lr: 6.741e-03, eta: 1 day, 1:38:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.9319, loss: 2.9319 +2025-06-11 23:25:05,186 - pyskl - INFO - Epoch [98][3500/3940] lr: 6.735e-03, eta: 1 day, 1:37:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.8752, loss: 2.8752 +2025-06-11 23:25:49,781 - pyskl - INFO - Epoch [98][3600/3940] lr: 6.729e-03, eta: 1 day, 1:36:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.7589, loss: 2.7589 +2025-06-11 23:26:34,305 - pyskl - INFO - Epoch [98][3700/3940] lr: 6.723e-03, eta: 1 day, 1:36:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.8766, loss: 2.8766 +2025-06-11 23:27:18,959 - pyskl - INFO - Epoch [98][3800/3940] lr: 6.717e-03, eta: 1 day, 1:35:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.8387, loss: 2.8387 +2025-06-11 23:28:03,573 - pyskl - INFO - Epoch [98][3900/3940] lr: 6.711e-03, eta: 1 day, 1:34:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.8805, loss: 2.8805 +2025-06-11 23:28:21,697 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-06-11 23:31:46,537 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-11 23:31:47,001 - pyskl - INFO - +top1_acc 0.8126 +top5_acc 0.9660 +2025-06-11 23:31:47,052 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_93.pth was removed +2025-06-11 23:31:48,080 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_98.pth. +2025-06-11 23:31:48,082 - pyskl - INFO - Best top1_acc is 0.8126 at 98 epoch. +2025-06-11 23:31:48,099 - pyskl - INFO - Epoch(val) [98][3183] top1_acc: 0.8126, top5_acc: 0.9660 +2025-06-11 23:32:57,061 - pyskl - INFO - Epoch [99][100/3940] lr: 6.703e-03, eta: 1 day, 1:33:31, time: 0.690, data_time: 0.244, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9850, loss_cls: 2.8194, loss: 2.8194 +2025-06-11 23:33:41,575 - pyskl - INFO - Epoch [99][200/3940] lr: 6.697e-03, eta: 1 day, 1:32:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.8209, loss: 2.8209 +2025-06-11 23:34:26,151 - pyskl - INFO - Epoch [99][300/3940] lr: 6.691e-03, eta: 1 day, 1:32:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.8174, loss: 2.8174 +2025-06-11 23:35:10,771 - pyskl - INFO - Epoch [99][400/3940] lr: 6.685e-03, eta: 1 day, 1:31:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.7906, loss: 2.7906 +2025-06-11 23:35:55,187 - pyskl - INFO - Epoch [99][500/3940] lr: 6.679e-03, eta: 1 day, 1:30:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.7716, loss: 2.7716 +2025-06-11 23:36:39,600 - pyskl - INFO - Epoch [99][600/3940] lr: 6.674e-03, eta: 1 day, 1:29:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.7790, loss: 2.7790 +2025-06-11 23:37:24,104 - pyskl - INFO - Epoch [99][700/3940] lr: 6.668e-03, eta: 1 day, 1:29:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 2.8300, loss: 2.8300 +2025-06-11 23:38:08,457 - pyskl - INFO - Epoch [99][800/3940] lr: 6.662e-03, eta: 1 day, 1:28:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.8726, loss: 2.8726 +2025-06-11 23:38:52,963 - pyskl - INFO - Epoch [99][900/3940] lr: 6.656e-03, eta: 1 day, 1:27:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 2.8145, loss: 2.8145 +2025-06-11 23:39:37,463 - pyskl - INFO - Epoch [99][1000/3940] lr: 6.650e-03, eta: 1 day, 1:26:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.8980, loss: 2.8980 +2025-06-11 23:40:21,913 - pyskl - INFO - Epoch [99][1100/3940] lr: 6.644e-03, eta: 1 day, 1:26:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.7665, loss: 2.7665 +2025-06-11 23:41:06,337 - pyskl - INFO - Epoch [99][1200/3940] lr: 6.638e-03, eta: 1 day, 1:25:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 2.8120, loss: 2.8120 +2025-06-11 23:41:50,821 - pyskl - INFO - Epoch [99][1300/3940] lr: 6.632e-03, eta: 1 day, 1:24:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9838, loss_cls: 2.7390, loss: 2.7390 +2025-06-11 23:42:35,270 - pyskl - INFO - Epoch [99][1400/3940] lr: 6.627e-03, eta: 1 day, 1:23:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 2.7118, loss: 2.7118 +2025-06-11 23:43:19,757 - pyskl - INFO - Epoch [99][1500/3940] lr: 6.621e-03, eta: 1 day, 1:22:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 2.8035, loss: 2.8035 +2025-06-11 23:44:04,199 - pyskl - INFO - Epoch [99][1600/3940] lr: 6.615e-03, eta: 1 day, 1:22:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 2.8235, loss: 2.8235 +2025-06-11 23:44:48,678 - pyskl - INFO - Epoch [99][1700/3940] lr: 6.609e-03, eta: 1 day, 1:21:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.9339, loss: 2.9339 +2025-06-11 23:45:33,177 - pyskl - INFO - Epoch [99][1800/3940] lr: 6.603e-03, eta: 1 day, 1:20:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 2.7626, loss: 2.7626 +2025-06-11 23:46:17,603 - pyskl - INFO - Epoch [99][1900/3940] lr: 6.597e-03, eta: 1 day, 1:19:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9919, loss_cls: 2.8203, loss: 2.8203 +2025-06-11 23:47:02,055 - pyskl - INFO - Epoch [99][2000/3940] lr: 6.591e-03, eta: 1 day, 1:19:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9838, loss_cls: 2.7660, loss: 2.7660 +2025-06-11 23:47:46,691 - pyskl - INFO - Epoch [99][2100/3940] lr: 6.586e-03, eta: 1 day, 1:18:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.7072, loss: 2.7072 +2025-06-11 23:48:31,236 - pyskl - INFO - Epoch [99][2200/3940] lr: 6.580e-03, eta: 1 day, 1:17:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 2.8281, loss: 2.8281 +2025-06-11 23:49:15,721 - pyskl - INFO - Epoch [99][2300/3940] lr: 6.574e-03, eta: 1 day, 1:16:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.9213, loss: 2.9213 +2025-06-11 23:50:00,161 - pyskl - INFO - Epoch [99][2400/3940] lr: 6.568e-03, eta: 1 day, 1:16:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 3.0372, loss: 3.0372 +2025-06-11 23:50:44,814 - pyskl - INFO - Epoch [99][2500/3940] lr: 6.562e-03, eta: 1 day, 1:15:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 2.7333, loss: 2.7333 +2025-06-11 23:51:29,393 - pyskl - INFO - Epoch [99][2600/3940] lr: 6.556e-03, eta: 1 day, 1:14:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.8318, loss: 2.8318 +2025-06-11 23:52:13,847 - pyskl - INFO - Epoch [99][2700/3940] lr: 6.550e-03, eta: 1 day, 1:13:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.9030, loss: 2.9030 +2025-06-11 23:52:58,249 - pyskl - INFO - Epoch [99][2800/3940] lr: 6.545e-03, eta: 1 day, 1:13:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.8484, loss: 2.8484 +2025-06-11 23:53:42,704 - pyskl - INFO - Epoch [99][2900/3940] lr: 6.539e-03, eta: 1 day, 1:12:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9844, loss_cls: 2.8313, loss: 2.8313 +2025-06-11 23:54:27,026 - pyskl - INFO - Epoch [99][3000/3940] lr: 6.533e-03, eta: 1 day, 1:11:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.7405, loss: 2.7405 +2025-06-11 23:55:11,310 - pyskl - INFO - Epoch [99][3100/3940] lr: 6.527e-03, eta: 1 day, 1:10:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9819, loss_cls: 2.8583, loss: 2.8583 +2025-06-11 23:55:55,601 - pyskl - INFO - Epoch [99][3200/3940] lr: 6.521e-03, eta: 1 day, 1:10:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.7699, loss: 2.7699 +2025-06-11 23:56:39,863 - pyskl - INFO - Epoch [99][3300/3940] lr: 6.515e-03, eta: 1 day, 1:09:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.7335, loss: 2.7335 +2025-06-11 23:57:24,215 - pyskl - INFO - Epoch [99][3400/3940] lr: 6.510e-03, eta: 1 day, 1:08:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.8781, loss: 2.8781 +2025-06-11 23:58:08,576 - pyskl - INFO - Epoch [99][3500/3940] lr: 6.504e-03, eta: 1 day, 1:07:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.8912, loss: 2.8912 +2025-06-11 23:58:53,002 - pyskl - INFO - Epoch [99][3600/3940] lr: 6.498e-03, eta: 1 day, 1:07:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 2.8952, loss: 2.8952 +2025-06-11 23:59:37,412 - pyskl - INFO - Epoch [99][3700/3940] lr: 6.492e-03, eta: 1 day, 1:06:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.8966, loss: 2.8966 +2025-06-12 00:00:21,843 - pyskl - INFO - Epoch [99][3800/3940] lr: 6.486e-03, eta: 1 day, 1:05:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.7940, loss: 2.7940 +2025-06-12 00:01:06,282 - pyskl - INFO - Epoch [99][3900/3940] lr: 6.480e-03, eta: 1 day, 1:04:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.8941, loss: 2.8941 +2025-06-12 00:01:24,360 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-06-12 00:04:49,006 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 00:04:49,466 - pyskl - INFO - +top1_acc 0.7833 +top5_acc 0.9603 +2025-06-12 00:04:49,485 - pyskl - INFO - Epoch(val) [99][3183] top1_acc: 0.7833, top5_acc: 0.9603 +2025-06-12 00:05:58,202 - pyskl - INFO - Epoch [100][100/3940] lr: 6.472e-03, eta: 1 day, 1:03:55, time: 0.687, data_time: 0.243, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.8556, loss: 2.8556 +2025-06-12 00:06:43,086 - pyskl - INFO - Epoch [100][200/3940] lr: 6.466e-03, eta: 1 day, 1:03:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.6540, loss: 2.6540 +2025-06-12 00:07:27,908 - pyskl - INFO - Epoch [100][300/3940] lr: 6.461e-03, eta: 1 day, 1:02:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.7425, loss: 2.7425 +2025-06-12 00:08:12,556 - pyskl - INFO - Epoch [100][400/3940] lr: 6.455e-03, eta: 1 day, 1:01:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 2.7915, loss: 2.7915 +2025-06-12 00:08:57,190 - pyskl - INFO - Epoch [100][500/3940] lr: 6.449e-03, eta: 1 day, 1:00:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.7304, loss: 2.7304 +2025-06-12 00:09:41,706 - pyskl - INFO - Epoch [100][600/3940] lr: 6.443e-03, eta: 1 day, 1:00:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.7662, loss: 2.7662 +2025-06-12 00:10:26,171 - pyskl - INFO - Epoch [100][700/3940] lr: 6.437e-03, eta: 1 day, 0:59:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.7979, loss: 2.7979 +2025-06-12 00:11:10,622 - pyskl - INFO - Epoch [100][800/3940] lr: 6.432e-03, eta: 1 day, 0:58:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 2.9102, loss: 2.9102 +2025-06-12 00:11:55,069 - pyskl - INFO - Epoch [100][900/3940] lr: 6.426e-03, eta: 1 day, 0:57:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.7972, loss: 2.7972 +2025-06-12 00:12:39,522 - pyskl - INFO - Epoch [100][1000/3940] lr: 6.420e-03, eta: 1 day, 0:57:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.6425, loss: 2.6425 +2025-06-12 00:13:23,958 - pyskl - INFO - Epoch [100][1100/3940] lr: 6.414e-03, eta: 1 day, 0:56:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.7404, loss: 2.7404 +2025-06-12 00:14:08,398 - pyskl - INFO - Epoch [100][1200/3940] lr: 6.408e-03, eta: 1 day, 0:55:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.7406, loss: 2.7406 +2025-06-12 00:14:52,831 - pyskl - INFO - Epoch [100][1300/3940] lr: 6.403e-03, eta: 1 day, 0:54:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.8030, loss: 2.8030 +2025-06-12 00:15:37,396 - pyskl - INFO - Epoch [100][1400/3940] lr: 6.397e-03, eta: 1 day, 0:54:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 2.7644, loss: 2.7644 +2025-06-12 00:16:21,933 - pyskl - INFO - Epoch [100][1500/3940] lr: 6.391e-03, eta: 1 day, 0:53:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9838, loss_cls: 2.8156, loss: 2.8156 +2025-06-12 00:17:06,572 - pyskl - INFO - Epoch [100][1600/3940] lr: 6.385e-03, eta: 1 day, 0:52:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.8331, loss: 2.8331 +2025-06-12 00:17:51,103 - pyskl - INFO - Epoch [100][1700/3940] lr: 6.379e-03, eta: 1 day, 0:51:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9850, loss_cls: 2.8439, loss: 2.8439 +2025-06-12 00:18:35,709 - pyskl - INFO - Epoch [100][1800/3940] lr: 6.374e-03, eta: 1 day, 0:51:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.7376, loss: 2.7376 +2025-06-12 00:19:20,259 - pyskl - INFO - Epoch [100][1900/3940] lr: 6.368e-03, eta: 1 day, 0:50:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.7799, loss: 2.7799 +2025-06-12 00:20:04,829 - pyskl - INFO - Epoch [100][2000/3940] lr: 6.362e-03, eta: 1 day, 0:49:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9912, loss_cls: 2.7240, loss: 2.7240 +2025-06-12 00:20:49,347 - pyskl - INFO - Epoch [100][2100/3940] lr: 6.356e-03, eta: 1 day, 0:48:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9862, loss_cls: 2.7178, loss: 2.7178 +2025-06-12 00:21:33,842 - pyskl - INFO - Epoch [100][2200/3940] lr: 6.350e-03, eta: 1 day, 0:48:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.7625, loss: 2.7625 +2025-06-12 00:22:18,501 - pyskl - INFO - Epoch [100][2300/3940] lr: 6.345e-03, eta: 1 day, 0:47:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9831, loss_cls: 2.8467, loss: 2.8467 +2025-06-12 00:23:03,105 - pyskl - INFO - Epoch [100][2400/3940] lr: 6.339e-03, eta: 1 day, 0:46:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.8179, loss: 2.8179 +2025-06-12 00:23:47,737 - pyskl - INFO - Epoch [100][2500/3940] lr: 6.333e-03, eta: 1 day, 0:45:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9931, loss_cls: 2.7678, loss: 2.7678 +2025-06-12 00:24:32,324 - pyskl - INFO - Epoch [100][2600/3940] lr: 6.327e-03, eta: 1 day, 0:45:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 2.8536, loss: 2.8536 +2025-06-12 00:25:16,812 - pyskl - INFO - Epoch [100][2700/3940] lr: 6.322e-03, eta: 1 day, 0:44:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9838, loss_cls: 2.8131, loss: 2.8131 +2025-06-12 00:26:01,255 - pyskl - INFO - Epoch [100][2800/3940] lr: 6.316e-03, eta: 1 day, 0:43:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 2.7331, loss: 2.7331 +2025-06-12 00:26:45,679 - pyskl - INFO - Epoch [100][2900/3940] lr: 6.310e-03, eta: 1 day, 0:42:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.7490, loss: 2.7490 +2025-06-12 00:27:30,118 - pyskl - INFO - Epoch [100][3000/3940] lr: 6.304e-03, eta: 1 day, 0:42:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9812, loss_cls: 2.8430, loss: 2.8430 +2025-06-12 00:28:14,555 - pyskl - INFO - Epoch [100][3100/3940] lr: 6.298e-03, eta: 1 day, 0:41:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 2.7089, loss: 2.7089 +2025-06-12 00:28:58,961 - pyskl - INFO - Epoch [100][3200/3940] lr: 6.293e-03, eta: 1 day, 0:40:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9825, loss_cls: 2.7297, loss: 2.7297 +2025-06-12 00:29:43,454 - pyskl - INFO - Epoch [100][3300/3940] lr: 6.287e-03, eta: 1 day, 0:39:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 2.8046, loss: 2.8046 +2025-06-12 00:30:28,118 - pyskl - INFO - Epoch [100][3400/3940] lr: 6.281e-03, eta: 1 day, 0:39:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.8755, loss: 2.8755 +2025-06-12 00:31:12,516 - pyskl - INFO - Epoch [100][3500/3940] lr: 6.275e-03, eta: 1 day, 0:38:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9856, loss_cls: 2.7352, loss: 2.7352 +2025-06-12 00:31:57,008 - pyskl - INFO - Epoch [100][3600/3940] lr: 6.270e-03, eta: 1 day, 0:37:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.7483, loss: 2.7483 +2025-06-12 00:32:41,606 - pyskl - INFO - Epoch [100][3700/3940] lr: 6.264e-03, eta: 1 day, 0:36:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 2.8108, loss: 2.8108 +2025-06-12 00:33:26,007 - pyskl - INFO - Epoch [100][3800/3940] lr: 6.258e-03, eta: 1 day, 0:36:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.8462, loss: 2.8462 +2025-06-12 00:34:10,508 - pyskl - INFO - Epoch [100][3900/3940] lr: 6.252e-03, eta: 1 day, 0:35:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.7795, loss: 2.7795 +2025-06-12 00:34:28,580 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-06-12 00:52:08,757 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 00:52:09,221 - pyskl - INFO - +top1_acc 0.7841 +top5_acc 0.9547 +2025-06-12 00:52:09,239 - pyskl - INFO - Epoch(val) [100][3183] top1_acc: 0.7841, top5_acc: 0.9547 +2025-06-12 00:53:18,270 - pyskl - INFO - Epoch [101][100/3940] lr: 6.244e-03, eta: 1 day, 0:34:20, time: 0.690, data_time: 0.247, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.7626, loss: 2.7626 +2025-06-12 00:54:02,751 - pyskl - INFO - Epoch [101][200/3940] lr: 6.239e-03, eta: 1 day, 0:33:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.7249, loss: 2.7249 +2025-06-12 00:54:47,526 - pyskl - INFO - Epoch [101][300/3940] lr: 6.233e-03, eta: 1 day, 0:32:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.6224, loss: 2.6224 +2025-06-12 00:55:31,914 - pyskl - INFO - Epoch [101][400/3940] lr: 6.227e-03, eta: 1 day, 0:32:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.5989, loss: 2.5989 +2025-06-12 00:56:16,480 - pyskl - INFO - Epoch [101][500/3940] lr: 6.221e-03, eta: 1 day, 0:31:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9819, loss_cls: 2.8345, loss: 2.8345 +2025-06-12 00:57:00,991 - pyskl - INFO - Epoch [101][600/3940] lr: 6.216e-03, eta: 1 day, 0:30:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 2.7052, loss: 2.7052 +2025-06-12 00:57:45,595 - pyskl - INFO - Epoch [101][700/3940] lr: 6.210e-03, eta: 1 day, 0:29:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.6745, loss: 2.6745 +2025-06-12 00:58:29,941 - pyskl - INFO - Epoch [101][800/3940] lr: 6.204e-03, eta: 1 day, 0:29:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.6740, loss: 2.6740 +2025-06-12 00:59:14,254 - pyskl - INFO - Epoch [101][900/3940] lr: 6.198e-03, eta: 1 day, 0:28:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.8050, loss: 2.8050 +2025-06-12 00:59:58,696 - pyskl - INFO - Epoch [101][1000/3940] lr: 6.193e-03, eta: 1 day, 0:27:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9862, loss_cls: 2.5994, loss: 2.5994 +2025-06-12 01:00:43,005 - pyskl - INFO - Epoch [101][1100/3940] lr: 6.187e-03, eta: 1 day, 0:26:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9856, loss_cls: 2.6896, loss: 2.6896 +2025-06-12 01:01:27,457 - pyskl - INFO - Epoch [101][1200/3940] lr: 6.181e-03, eta: 1 day, 0:26:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.6318, loss: 2.6318 +2025-06-12 01:02:11,797 - pyskl - INFO - Epoch [101][1300/3940] lr: 6.175e-03, eta: 1 day, 0:25:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.6626, loss: 2.6626 +2025-06-12 01:02:56,209 - pyskl - INFO - Epoch [101][1400/3940] lr: 6.170e-03, eta: 1 day, 0:24:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 2.7647, loss: 2.7647 +2025-06-12 01:03:40,572 - pyskl - INFO - Epoch [101][1500/3940] lr: 6.164e-03, eta: 1 day, 0:23:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.6994, loss: 2.6994 +2025-06-12 01:04:24,923 - pyskl - INFO - Epoch [101][1600/3940] lr: 6.158e-03, eta: 1 day, 0:23:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 2.7284, loss: 2.7284 +2025-06-12 01:05:09,268 - pyskl - INFO - Epoch [101][1700/3940] lr: 6.152e-03, eta: 1 day, 0:22:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9869, loss_cls: 2.6996, loss: 2.6996 +2025-06-12 01:05:53,719 - pyskl - INFO - Epoch [101][1800/3940] lr: 6.147e-03, eta: 1 day, 0:21:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9831, loss_cls: 2.8278, loss: 2.8278 +2025-06-12 01:06:38,039 - pyskl - INFO - Epoch [101][1900/3940] lr: 6.141e-03, eta: 1 day, 0:20:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9844, loss_cls: 2.7262, loss: 2.7262 +2025-06-12 01:07:22,394 - pyskl - INFO - Epoch [101][2000/3940] lr: 6.135e-03, eta: 1 day, 0:20:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 2.8207, loss: 2.8207 +2025-06-12 01:08:06,957 - pyskl - INFO - Epoch [101][2100/3940] lr: 6.130e-03, eta: 1 day, 0:19:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.8097, loss: 2.8097 +2025-06-12 01:08:51,299 - pyskl - INFO - Epoch [101][2200/3940] lr: 6.124e-03, eta: 1 day, 0:18:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.7988, loss: 2.7988 +2025-06-12 01:09:35,655 - pyskl - INFO - Epoch [101][2300/3940] lr: 6.118e-03, eta: 1 day, 0:17:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 2.8958, loss: 2.8958 +2025-06-12 01:10:20,002 - pyskl - INFO - Epoch [101][2400/3940] lr: 6.112e-03, eta: 1 day, 0:17:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.7292, loss: 2.7292 +2025-06-12 01:11:04,383 - pyskl - INFO - Epoch [101][2500/3940] lr: 6.107e-03, eta: 1 day, 0:16:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.8795, loss: 2.8795 +2025-06-12 01:11:48,917 - pyskl - INFO - Epoch [101][2600/3940] lr: 6.101e-03, eta: 1 day, 0:15:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.7539, loss: 2.7539 +2025-06-12 01:12:33,401 - pyskl - INFO - Epoch [101][2700/3940] lr: 6.095e-03, eta: 1 day, 0:14:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.7509, loss: 2.7509 +2025-06-12 01:13:17,902 - pyskl - INFO - Epoch [101][2800/3940] lr: 6.090e-03, eta: 1 day, 0:14:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.7393, loss: 2.7393 +2025-06-12 01:14:02,315 - pyskl - INFO - Epoch [101][2900/3940] lr: 6.084e-03, eta: 1 day, 0:13:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.8321, loss: 2.8321 +2025-06-12 01:14:46,890 - pyskl - INFO - Epoch [101][3000/3940] lr: 6.078e-03, eta: 1 day, 0:12:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.6208, loss: 2.6208 +2025-06-12 01:15:31,507 - pyskl - INFO - Epoch [101][3100/3940] lr: 6.073e-03, eta: 1 day, 0:11:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 2.7146, loss: 2.7146 +2025-06-12 01:16:15,886 - pyskl - INFO - Epoch [101][3200/3940] lr: 6.067e-03, eta: 1 day, 0:11:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9844, loss_cls: 2.8547, loss: 2.8547 +2025-06-12 01:17:00,257 - pyskl - INFO - Epoch [101][3300/3940] lr: 6.061e-03, eta: 1 day, 0:10:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.7826, loss: 2.7826 +2025-06-12 01:17:44,588 - pyskl - INFO - Epoch [101][3400/3940] lr: 6.055e-03, eta: 1 day, 0:09:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.7900, loss: 2.7900 +2025-06-12 01:18:28,982 - pyskl - INFO - Epoch [101][3500/3940] lr: 6.050e-03, eta: 1 day, 0:08:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.7645, loss: 2.7645 +2025-06-12 01:19:13,343 - pyskl - INFO - Epoch [101][3600/3940] lr: 6.044e-03, eta: 1 day, 0:07:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.7794, loss: 2.7794 +2025-06-12 01:19:57,695 - pyskl - INFO - Epoch [101][3700/3940] lr: 6.038e-03, eta: 1 day, 0:07:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.8908, loss: 2.8908 +2025-06-12 01:20:42,071 - pyskl - INFO - Epoch [101][3800/3940] lr: 6.033e-03, eta: 1 day, 0:06:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.8814, loss: 2.8814 +2025-06-12 01:21:26,421 - pyskl - INFO - Epoch [101][3900/3940] lr: 6.027e-03, eta: 1 day, 0:05:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.7906, loss: 2.7906 +2025-06-12 01:21:44,512 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-06-12 01:25:09,432 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 01:25:09,968 - pyskl - INFO - +top1_acc 0.8121 +top5_acc 0.9670 +2025-06-12 01:25:09,989 - pyskl - INFO - Epoch(val) [101][3183] top1_acc: 0.8121, top5_acc: 0.9670 +2025-06-12 01:26:18,522 - pyskl - INFO - Epoch [102][100/3940] lr: 6.019e-03, eta: 1 day, 0:04:43, time: 0.685, data_time: 0.241, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 2.6760, loss: 2.6760 +2025-06-12 01:27:02,996 - pyskl - INFO - Epoch [102][200/3940] lr: 6.013e-03, eta: 1 day, 0:03:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.6610, loss: 2.6610 +2025-06-12 01:27:47,529 - pyskl - INFO - Epoch [102][300/3940] lr: 6.008e-03, eta: 1 day, 0:03:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.5829, loss: 2.5829 +2025-06-12 01:28:32,139 - pyskl - INFO - Epoch [102][400/3940] lr: 6.002e-03, eta: 1 day, 0:02:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.6879, loss: 2.6879 +2025-06-12 01:29:16,645 - pyskl - INFO - Epoch [102][500/3940] lr: 5.996e-03, eta: 1 day, 0:01:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.7226, loss: 2.7226 +2025-06-12 01:30:01,136 - pyskl - INFO - Epoch [102][600/3940] lr: 5.991e-03, eta: 1 day, 0:00:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.7396, loss: 2.7396 +2025-06-12 01:30:45,607 - pyskl - INFO - Epoch [102][700/3940] lr: 5.985e-03, eta: 1 day, 0:00:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.7749, loss: 2.7749 +2025-06-12 01:31:30,030 - pyskl - INFO - Epoch [102][800/3940] lr: 5.979e-03, eta: 23:59:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9831, loss_cls: 2.7873, loss: 2.7873 +2025-06-12 01:32:14,391 - pyskl - INFO - Epoch [102][900/3940] lr: 5.974e-03, eta: 23:58:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.7486, loss: 2.7486 +2025-06-12 01:32:58,805 - pyskl - INFO - Epoch [102][1000/3940] lr: 5.968e-03, eta: 23:57:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.8157, loss: 2.8157 +2025-06-12 01:33:43,182 - pyskl - INFO - Epoch [102][1100/3940] lr: 5.962e-03, eta: 23:57:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.6535, loss: 2.6535 +2025-06-12 01:34:27,601 - pyskl - INFO - Epoch [102][1200/3940] lr: 5.957e-03, eta: 23:56:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.6139, loss: 2.6139 +2025-06-12 01:35:12,017 - pyskl - INFO - Epoch [102][1300/3940] lr: 5.951e-03, eta: 23:55:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.8327, loss: 2.8327 +2025-06-12 01:35:56,417 - pyskl - INFO - Epoch [102][1400/3940] lr: 5.945e-03, eta: 23:54:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9862, loss_cls: 2.6888, loss: 2.6888 +2025-06-12 01:36:40,874 - pyskl - INFO - Epoch [102][1500/3940] lr: 5.940e-03, eta: 23:54:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.8019, loss: 2.8019 +2025-06-12 01:37:25,352 - pyskl - INFO - Epoch [102][1600/3940] lr: 5.934e-03, eta: 23:53:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.7690, loss: 2.7690 +2025-06-12 01:38:09,861 - pyskl - INFO - Epoch [102][1700/3940] lr: 5.928e-03, eta: 23:52:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9819, loss_cls: 2.8836, loss: 2.8836 +2025-06-12 01:38:54,393 - pyskl - INFO - Epoch [102][1800/3940] lr: 5.923e-03, eta: 23:51:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.6607, loss: 2.6607 +2025-06-12 01:39:38,803 - pyskl - INFO - Epoch [102][1900/3940] lr: 5.917e-03, eta: 23:51:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.8042, loss: 2.8042 +2025-06-12 01:40:23,171 - pyskl - INFO - Epoch [102][2000/3940] lr: 5.911e-03, eta: 23:50:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.7649, loss: 2.7649 +2025-06-12 01:41:07,525 - pyskl - INFO - Epoch [102][2100/3940] lr: 5.906e-03, eta: 23:49:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 2.6895, loss: 2.6895 +2025-06-12 01:41:51,881 - pyskl - INFO - Epoch [102][2200/3940] lr: 5.900e-03, eta: 23:48:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 2.6535, loss: 2.6535 +2025-06-12 01:42:36,237 - pyskl - INFO - Epoch [102][2300/3940] lr: 5.894e-03, eta: 23:48:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.6936, loss: 2.6936 +2025-06-12 01:43:20,672 - pyskl - INFO - Epoch [102][2400/3940] lr: 5.889e-03, eta: 23:47:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 2.7335, loss: 2.7335 +2025-06-12 01:44:05,070 - pyskl - INFO - Epoch [102][2500/3940] lr: 5.883e-03, eta: 23:46:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.7682, loss: 2.7682 +2025-06-12 01:44:49,663 - pyskl - INFO - Epoch [102][2600/3940] lr: 5.878e-03, eta: 23:45:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.7171, loss: 2.7171 +2025-06-12 01:45:34,224 - pyskl - INFO - Epoch [102][2700/3940] lr: 5.872e-03, eta: 23:45:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.9637, loss: 2.9637 +2025-06-12 01:46:18,767 - pyskl - INFO - Epoch [102][2800/3940] lr: 5.866e-03, eta: 23:44:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9919, loss_cls: 2.8769, loss: 2.8769 +2025-06-12 01:47:03,231 - pyskl - INFO - Epoch [102][2900/3940] lr: 5.861e-03, eta: 23:43:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.6899, loss: 2.6899 +2025-06-12 01:47:47,742 - pyskl - INFO - Epoch [102][3000/3940] lr: 5.855e-03, eta: 23:42:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9931, loss_cls: 2.7587, loss: 2.7587 +2025-06-12 01:48:32,250 - pyskl - INFO - Epoch [102][3100/3940] lr: 5.849e-03, eta: 23:42:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9944, loss_cls: 2.6484, loss: 2.6484 +2025-06-12 01:49:16,612 - pyskl - INFO - Epoch [102][3200/3940] lr: 5.844e-03, eta: 23:41:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9869, loss_cls: 2.6556, loss: 2.6556 +2025-06-12 01:50:00,959 - pyskl - INFO - Epoch [102][3300/3940] lr: 5.838e-03, eta: 23:40:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 2.7776, loss: 2.7776 +2025-06-12 01:50:45,407 - pyskl - INFO - Epoch [102][3400/3940] lr: 5.833e-03, eta: 23:39:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.7904, loss: 2.7904 +2025-06-12 01:51:29,791 - pyskl - INFO - Epoch [102][3500/3940] lr: 5.827e-03, eta: 23:39:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.8548, loss: 2.8548 +2025-06-12 01:52:14,147 - pyskl - INFO - Epoch [102][3600/3940] lr: 5.821e-03, eta: 23:38:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.8572, loss: 2.8572 +2025-06-12 01:52:58,561 - pyskl - INFO - Epoch [102][3700/3940] lr: 5.816e-03, eta: 23:37:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.7442, loss: 2.7442 +2025-06-12 01:53:42,988 - pyskl - INFO - Epoch [102][3800/3940] lr: 5.810e-03, eta: 23:36:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9862, loss_cls: 2.7799, loss: 2.7799 +2025-06-12 01:54:27,368 - pyskl - INFO - Epoch [102][3900/3940] lr: 5.804e-03, eta: 23:36:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9850, loss_cls: 2.7290, loss: 2.7290 +2025-06-12 01:54:45,459 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-06-12 01:58:10,086 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 01:58:10,547 - pyskl - INFO - +top1_acc 0.8098 +top5_acc 0.9637 +2025-06-12 01:58:10,564 - pyskl - INFO - Epoch(val) [102][3183] top1_acc: 0.8098, top5_acc: 0.9637 +2025-06-12 01:59:19,566 - pyskl - INFO - Epoch [103][100/3940] lr: 5.797e-03, eta: 23:35:08, time: 0.690, data_time: 0.243, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 2.6383, loss: 2.6383 +2025-06-12 02:00:04,272 - pyskl - INFO - Epoch [103][200/3940] lr: 5.791e-03, eta: 23:34:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.6637, loss: 2.6637 +2025-06-12 02:00:48,932 - pyskl - INFO - Epoch [103][300/3940] lr: 5.785e-03, eta: 23:33:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 2.6848, loss: 2.6848 +2025-06-12 02:01:33,714 - pyskl - INFO - Epoch [103][400/3940] lr: 5.780e-03, eta: 23:32:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.6184, loss: 2.6184 +2025-06-12 02:02:18,602 - pyskl - INFO - Epoch [103][500/3940] lr: 5.774e-03, eta: 23:32:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 2.7104, loss: 2.7104 +2025-06-12 02:03:03,189 - pyskl - INFO - Epoch [103][600/3940] lr: 5.769e-03, eta: 23:31:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.6765, loss: 2.6765 +2025-06-12 02:03:47,673 - pyskl - INFO - Epoch [103][700/3940] lr: 5.763e-03, eta: 23:30:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.6991, loss: 2.6991 +2025-06-12 02:04:32,132 - pyskl - INFO - Epoch [103][800/3940] lr: 5.757e-03, eta: 23:29:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 2.7150, loss: 2.7150 +2025-06-12 02:05:16,736 - pyskl - INFO - Epoch [103][900/3940] lr: 5.752e-03, eta: 23:29:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 2.6977, loss: 2.6977 +2025-06-12 02:06:01,354 - pyskl - INFO - Epoch [103][1000/3940] lr: 5.746e-03, eta: 23:28:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 2.6656, loss: 2.6656 +2025-06-12 02:06:45,944 - pyskl - INFO - Epoch [103][1100/3940] lr: 5.741e-03, eta: 23:27:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.7770, loss: 2.7770 +2025-06-12 02:07:30,673 - pyskl - INFO - Epoch [103][1200/3940] lr: 5.735e-03, eta: 23:26:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.6948, loss: 2.6948 +2025-06-12 02:08:15,334 - pyskl - INFO - Epoch [103][1300/3940] lr: 5.729e-03, eta: 23:26:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.6599, loss: 2.6599 +2025-06-12 02:08:59,949 - pyskl - INFO - Epoch [103][1400/3940] lr: 5.724e-03, eta: 23:25:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.7178, loss: 2.7178 +2025-06-12 02:09:44,451 - pyskl - INFO - Epoch [103][1500/3940] lr: 5.718e-03, eta: 23:24:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.5872, loss: 2.5872 +2025-06-12 02:10:28,958 - pyskl - INFO - Epoch [103][1600/3940] lr: 5.713e-03, eta: 23:23:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.8211, loss: 2.8211 +2025-06-12 02:11:13,613 - pyskl - INFO - Epoch [103][1700/3940] lr: 5.707e-03, eta: 23:23:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.6800, loss: 2.6800 +2025-06-12 02:11:58,184 - pyskl - INFO - Epoch [103][1800/3940] lr: 5.702e-03, eta: 23:22:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.7746, loss: 2.7746 +2025-06-12 02:12:42,702 - pyskl - INFO - Epoch [103][1900/3940] lr: 5.696e-03, eta: 23:21:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.7506, loss: 2.7506 +2025-06-12 02:13:27,357 - pyskl - INFO - Epoch [103][2000/3940] lr: 5.690e-03, eta: 23:20:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 2.7642, loss: 2.7642 +2025-06-12 02:14:11,881 - pyskl - INFO - Epoch [103][2100/3940] lr: 5.685e-03, eta: 23:20:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.6434, loss: 2.6434 +2025-06-12 02:14:56,545 - pyskl - INFO - Epoch [103][2200/3940] lr: 5.679e-03, eta: 23:19:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.6890, loss: 2.6890 +2025-06-12 02:15:41,046 - pyskl - INFO - Epoch [103][2300/3940] lr: 5.674e-03, eta: 23:18:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.8373, loss: 2.8373 +2025-06-12 02:16:25,542 - pyskl - INFO - Epoch [103][2400/3940] lr: 5.668e-03, eta: 23:17:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9856, loss_cls: 2.7038, loss: 2.7038 +2025-06-12 02:17:10,157 - pyskl - INFO - Epoch [103][2500/3940] lr: 5.663e-03, eta: 23:17:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.8416, loss: 2.8416 +2025-06-12 02:17:54,723 - pyskl - INFO - Epoch [103][2600/3940] lr: 5.657e-03, eta: 23:16:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 2.7872, loss: 2.7872 +2025-06-12 02:18:39,231 - pyskl - INFO - Epoch [103][2700/3940] lr: 5.651e-03, eta: 23:15:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9819, loss_cls: 2.8625, loss: 2.8625 +2025-06-12 02:19:23,766 - pyskl - INFO - Epoch [103][2800/3940] lr: 5.646e-03, eta: 23:14:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.8087, loss: 2.8087 +2025-06-12 02:20:08,256 - pyskl - INFO - Epoch [103][2900/3940] lr: 5.640e-03, eta: 23:14:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 2.7114, loss: 2.7114 +2025-06-12 02:20:53,089 - pyskl - INFO - Epoch [103][3000/3940] lr: 5.635e-03, eta: 23:13:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9925, loss_cls: 2.7175, loss: 2.7175 +2025-06-12 02:21:37,628 - pyskl - INFO - Epoch [103][3100/3940] lr: 5.629e-03, eta: 23:12:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9831, loss_cls: 2.7251, loss: 2.7251 +2025-06-12 02:22:22,121 - pyskl - INFO - Epoch [103][3200/3940] lr: 5.624e-03, eta: 23:11:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9919, loss_cls: 2.7152, loss: 2.7152 +2025-06-12 02:23:06,599 - pyskl - INFO - Epoch [103][3300/3940] lr: 5.618e-03, eta: 23:11:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.7180, loss: 2.7180 +2025-06-12 02:23:51,024 - pyskl - INFO - Epoch [103][3400/3940] lr: 5.613e-03, eta: 23:10:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.7908, loss: 2.7908 +2025-06-12 02:24:35,604 - pyskl - INFO - Epoch [103][3500/3940] lr: 5.607e-03, eta: 23:09:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 2.7169, loss: 2.7169 +2025-06-12 02:25:20,098 - pyskl - INFO - Epoch [103][3600/3940] lr: 5.601e-03, eta: 23:08:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.7500, loss: 2.7500 +2025-06-12 02:26:04,613 - pyskl - INFO - Epoch [103][3700/3940] lr: 5.596e-03, eta: 23:08:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9850, loss_cls: 2.7677, loss: 2.7677 +2025-06-12 02:26:49,064 - pyskl - INFO - Epoch [103][3800/3940] lr: 5.590e-03, eta: 23:07:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.8479, loss: 2.8479 +2025-06-12 02:27:33,533 - pyskl - INFO - Epoch [103][3900/3940] lr: 5.585e-03, eta: 23:06:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9850, loss_cls: 2.7876, loss: 2.7876 +2025-06-12 02:27:51,653 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-06-12 02:31:16,646 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 02:31:17,111 - pyskl - INFO - +top1_acc 0.7946 +top5_acc 0.9591 +2025-06-12 02:31:17,129 - pyskl - INFO - Epoch(val) [103][3183] top1_acc: 0.7946, top5_acc: 0.9591 +2025-06-12 02:32:26,268 - pyskl - INFO - Epoch [104][100/3940] lr: 5.577e-03, eta: 23:05:35, time: 0.691, data_time: 0.249, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9888, loss_cls: 2.6169, loss: 2.6169 +2025-06-12 02:33:10,790 - pyskl - INFO - Epoch [104][200/3940] lr: 5.572e-03, eta: 23:04:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.6420, loss: 2.6420 +2025-06-12 02:33:55,312 - pyskl - INFO - Epoch [104][300/3940] lr: 5.566e-03, eta: 23:04:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.7128, loss: 2.7128 +2025-06-12 02:34:39,894 - pyskl - INFO - Epoch [104][400/3940] lr: 5.561e-03, eta: 23:03:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 2.5746, loss: 2.5746 +2025-06-12 02:35:24,433 - pyskl - INFO - Epoch [104][500/3940] lr: 5.555e-03, eta: 23:02:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 2.7321, loss: 2.7321 +2025-06-12 02:36:08,948 - pyskl - INFO - Epoch [104][600/3940] lr: 5.549e-03, eta: 23:01:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.6067, loss: 2.6067 +2025-06-12 02:36:53,339 - pyskl - INFO - Epoch [104][700/3940] lr: 5.544e-03, eta: 23:01:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.6350, loss: 2.6350 +2025-06-12 02:37:37,689 - pyskl - INFO - Epoch [104][800/3940] lr: 5.538e-03, eta: 23:00:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.7061, loss: 2.7061 +2025-06-12 02:38:22,194 - pyskl - INFO - Epoch [104][900/3940] lr: 5.533e-03, eta: 22:59:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.7772, loss: 2.7772 +2025-06-12 02:39:06,544 - pyskl - INFO - Epoch [104][1000/3940] lr: 5.527e-03, eta: 22:58:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.6724, loss: 2.6724 +2025-06-12 02:39:50,903 - pyskl - INFO - Epoch [104][1100/3940] lr: 5.522e-03, eta: 22:58:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.7122, loss: 2.7122 +2025-06-12 02:40:35,285 - pyskl - INFO - Epoch [104][1200/3940] lr: 5.516e-03, eta: 22:57:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 2.7714, loss: 2.7714 +2025-06-12 02:41:19,646 - pyskl - INFO - Epoch [104][1300/3940] lr: 5.511e-03, eta: 22:56:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.6149, loss: 2.6149 +2025-06-12 02:42:04,084 - pyskl - INFO - Epoch [104][1400/3940] lr: 5.505e-03, eta: 22:55:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.6031, loss: 2.6031 +2025-06-12 02:42:48,458 - pyskl - INFO - Epoch [104][1500/3940] lr: 5.500e-03, eta: 22:55:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.5476, loss: 2.5476 +2025-06-12 02:43:32,891 - pyskl - INFO - Epoch [104][1600/3940] lr: 5.494e-03, eta: 22:54:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 2.7278, loss: 2.7278 +2025-06-12 02:44:17,219 - pyskl - INFO - Epoch [104][1700/3940] lr: 5.489e-03, eta: 22:53:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.6775, loss: 2.6775 +2025-06-12 02:45:01,576 - pyskl - INFO - Epoch [104][1800/3940] lr: 5.483e-03, eta: 22:52:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9944, loss_cls: 2.5668, loss: 2.5668 +2025-06-12 02:45:45,935 - pyskl - INFO - Epoch [104][1900/3940] lr: 5.478e-03, eta: 22:52:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.7319, loss: 2.7319 +2025-06-12 02:46:30,365 - pyskl - INFO - Epoch [104][2000/3940] lr: 5.472e-03, eta: 22:51:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 2.6947, loss: 2.6947 +2025-06-12 02:47:14,872 - pyskl - INFO - Epoch [104][2100/3940] lr: 5.467e-03, eta: 22:50:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9844, loss_cls: 2.7269, loss: 2.7269 +2025-06-12 02:47:59,220 - pyskl - INFO - Epoch [104][2200/3940] lr: 5.461e-03, eta: 22:49:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.7152, loss: 2.7152 +2025-06-12 02:48:43,489 - pyskl - INFO - Epoch [104][2300/3940] lr: 5.456e-03, eta: 22:49:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9925, loss_cls: 2.8161, loss: 2.8161 +2025-06-12 02:49:27,653 - pyskl - INFO - Epoch [104][2400/3940] lr: 5.450e-03, eta: 22:48:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 2.6251, loss: 2.6251 +2025-06-12 02:50:12,133 - pyskl - INFO - Epoch [104][2500/3940] lr: 5.445e-03, eta: 22:47:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.7612, loss: 2.7612 +2025-06-12 02:50:56,450 - pyskl - INFO - Epoch [104][2600/3940] lr: 5.439e-03, eta: 22:46:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9831, loss_cls: 2.7860, loss: 2.7860 +2025-06-12 02:51:40,810 - pyskl - INFO - Epoch [104][2700/3940] lr: 5.434e-03, eta: 22:46:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.8247, loss: 2.8247 +2025-06-12 02:52:25,124 - pyskl - INFO - Epoch [104][2800/3940] lr: 5.428e-03, eta: 22:45:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 2.6702, loss: 2.6702 +2025-06-12 02:53:09,333 - pyskl - INFO - Epoch [104][2900/3940] lr: 5.423e-03, eta: 22:44:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.6298, loss: 2.6298 +2025-06-12 02:53:53,440 - pyskl - INFO - Epoch [104][3000/3940] lr: 5.418e-03, eta: 22:43:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9862, loss_cls: 2.6373, loss: 2.6373 +2025-06-12 02:54:37,759 - pyskl - INFO - Epoch [104][3100/3940] lr: 5.412e-03, eta: 22:43:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 2.5940, loss: 2.5940 +2025-06-12 02:55:22,116 - pyskl - INFO - Epoch [104][3200/3940] lr: 5.407e-03, eta: 22:42:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.6597, loss: 2.6597 +2025-06-12 02:56:06,517 - pyskl - INFO - Epoch [104][3300/3940] lr: 5.401e-03, eta: 22:41:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 2.8798, loss: 2.8798 +2025-06-12 02:56:50,830 - pyskl - INFO - Epoch [104][3400/3940] lr: 5.396e-03, eta: 22:40:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.8016, loss: 2.8016 +2025-06-12 02:57:35,137 - pyskl - INFO - Epoch [104][3500/3940] lr: 5.390e-03, eta: 22:39:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.7540, loss: 2.7540 +2025-06-12 02:58:19,478 - pyskl - INFO - Epoch [104][3600/3940] lr: 5.385e-03, eta: 22:39:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.6874, loss: 2.6874 +2025-06-12 02:59:03,764 - pyskl - INFO - Epoch [104][3700/3940] lr: 5.379e-03, eta: 22:38:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.7931, loss: 2.7931 +2025-06-12 02:59:48,096 - pyskl - INFO - Epoch [104][3800/3940] lr: 5.374e-03, eta: 22:37:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.6969, loss: 2.6969 +2025-06-12 03:00:32,427 - pyskl - INFO - Epoch [104][3900/3940] lr: 5.368e-03, eta: 22:36:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.6483, loss: 2.6483 +2025-06-12 03:00:50,454 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-06-12 03:04:15,153 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 03:04:15,616 - pyskl - INFO - +top1_acc 0.8101 +top5_acc 0.9676 +2025-06-12 03:04:15,634 - pyskl - INFO - Epoch(val) [104][3183] top1_acc: 0.8101, top5_acc: 0.9676 +2025-06-12 03:05:24,936 - pyskl - INFO - Epoch [105][100/3940] lr: 5.361e-03, eta: 22:35:59, time: 0.693, data_time: 0.248, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 2.6934, loss: 2.6934 +2025-06-12 03:06:09,598 - pyskl - INFO - Epoch [105][200/3940] lr: 5.355e-03, eta: 22:35:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.5826, loss: 2.5826 +2025-06-12 03:06:54,093 - pyskl - INFO - Epoch [105][300/3940] lr: 5.350e-03, eta: 22:34:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.5871, loss: 2.5871 +2025-06-12 03:07:38,763 - pyskl - INFO - Epoch [105][400/3940] lr: 5.344e-03, eta: 22:33:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.5329, loss: 2.5329 +2025-06-12 03:08:23,400 - pyskl - INFO - Epoch [105][500/3940] lr: 5.339e-03, eta: 22:32:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.6088, loss: 2.6088 +2025-06-12 03:09:07,990 - pyskl - INFO - Epoch [105][600/3940] lr: 5.333e-03, eta: 22:32:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 2.4581, loss: 2.4581 +2025-06-12 03:09:52,559 - pyskl - INFO - Epoch [105][700/3940] lr: 5.328e-03, eta: 22:31:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.7016, loss: 2.7016 +2025-06-12 03:10:37,077 - pyskl - INFO - Epoch [105][800/3940] lr: 5.323e-03, eta: 22:30:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9900, loss_cls: 2.5622, loss: 2.5622 +2025-06-12 03:11:21,578 - pyskl - INFO - Epoch [105][900/3940] lr: 5.317e-03, eta: 22:29:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.6543, loss: 2.6543 +2025-06-12 03:12:06,081 - pyskl - INFO - Epoch [105][1000/3940] lr: 5.312e-03, eta: 22:29:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.6986, loss: 2.6986 +2025-06-12 03:12:50,542 - pyskl - INFO - Epoch [105][1100/3940] lr: 5.306e-03, eta: 22:28:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.6899, loss: 2.6899 +2025-06-12 03:13:35,130 - pyskl - INFO - Epoch [105][1200/3940] lr: 5.301e-03, eta: 22:27:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 2.6242, loss: 2.6242 +2025-06-12 03:14:19,576 - pyskl - INFO - Epoch [105][1300/3940] lr: 5.295e-03, eta: 22:26:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.6575, loss: 2.6575 +2025-06-12 03:15:04,014 - pyskl - INFO - Epoch [105][1400/3940] lr: 5.290e-03, eta: 22:26:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.6314, loss: 2.6314 +2025-06-12 03:15:48,478 - pyskl - INFO - Epoch [105][1500/3940] lr: 5.285e-03, eta: 22:25:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 2.7230, loss: 2.7230 +2025-06-12 03:16:32,966 - pyskl - INFO - Epoch [105][1600/3940] lr: 5.279e-03, eta: 22:24:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.7272, loss: 2.7272 +2025-06-12 03:17:17,406 - pyskl - INFO - Epoch [105][1700/3940] lr: 5.274e-03, eta: 22:23:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.6215, loss: 2.6215 +2025-06-12 03:18:01,862 - pyskl - INFO - Epoch [105][1800/3940] lr: 5.268e-03, eta: 22:23:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 2.7341, loss: 2.7341 +2025-06-12 03:18:46,324 - pyskl - INFO - Epoch [105][1900/3940] lr: 5.263e-03, eta: 22:22:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.6036, loss: 2.6036 +2025-06-12 03:19:30,857 - pyskl - INFO - Epoch [105][2000/3940] lr: 5.257e-03, eta: 22:21:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.5929, loss: 2.5929 +2025-06-12 03:20:15,327 - pyskl - INFO - Epoch [105][2100/3940] lr: 5.252e-03, eta: 22:20:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9875, loss_cls: 2.7175, loss: 2.7175 +2025-06-12 03:20:59,778 - pyskl - INFO - Epoch [105][2200/3940] lr: 5.247e-03, eta: 22:20:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 2.7034, loss: 2.7034 +2025-06-12 03:21:44,453 - pyskl - INFO - Epoch [105][2300/3940] lr: 5.241e-03, eta: 22:19:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9831, loss_cls: 2.7654, loss: 2.7654 +2025-06-12 03:22:29,035 - pyskl - INFO - Epoch [105][2400/3940] lr: 5.236e-03, eta: 22:18:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.6754, loss: 2.6754 +2025-06-12 03:23:13,683 - pyskl - INFO - Epoch [105][2500/3940] lr: 5.230e-03, eta: 22:17:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.6271, loss: 2.6271 +2025-06-12 03:23:58,306 - pyskl - INFO - Epoch [105][2600/3940] lr: 5.225e-03, eta: 22:17:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9888, loss_cls: 2.6776, loss: 2.6776 +2025-06-12 03:24:42,877 - pyskl - INFO - Epoch [105][2700/3940] lr: 5.220e-03, eta: 22:16:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.5740, loss: 2.5740 +2025-06-12 03:25:27,332 - pyskl - INFO - Epoch [105][2800/3940] lr: 5.214e-03, eta: 22:15:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.6365, loss: 2.6365 +2025-06-12 03:26:11,816 - pyskl - INFO - Epoch [105][2900/3940] lr: 5.209e-03, eta: 22:14:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.6084, loss: 2.6084 +2025-06-12 03:26:56,437 - pyskl - INFO - Epoch [105][3000/3940] lr: 5.203e-03, eta: 22:14:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 2.8062, loss: 2.8062 +2025-06-12 03:27:40,812 - pyskl - INFO - Epoch [105][3100/3940] lr: 5.198e-03, eta: 22:13:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 2.5732, loss: 2.5732 +2025-06-12 03:28:25,259 - pyskl - INFO - Epoch [105][3200/3940] lr: 5.193e-03, eta: 22:12:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.5431, loss: 2.5431 +2025-06-12 03:29:09,768 - pyskl - INFO - Epoch [105][3300/3940] lr: 5.187e-03, eta: 22:11:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.6200, loss: 2.6200 +2025-06-12 03:29:54,181 - pyskl - INFO - Epoch [105][3400/3940] lr: 5.182e-03, eta: 22:11:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 2.7053, loss: 2.7053 +2025-06-12 03:30:38,668 - pyskl - INFO - Epoch [105][3500/3940] lr: 5.176e-03, eta: 22:10:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9862, loss_cls: 2.7872, loss: 2.7872 +2025-06-12 03:31:23,238 - pyskl - INFO - Epoch [105][3600/3940] lr: 5.171e-03, eta: 22:09:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 2.6933, loss: 2.6933 +2025-06-12 03:32:07,792 - pyskl - INFO - Epoch [105][3700/3940] lr: 5.166e-03, eta: 22:08:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.7239, loss: 2.7239 +2025-06-12 03:32:52,285 - pyskl - INFO - Epoch [105][3800/3940] lr: 5.160e-03, eta: 22:08:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.7571, loss: 2.7571 +2025-06-12 03:33:36,767 - pyskl - INFO - Epoch [105][3900/3940] lr: 5.155e-03, eta: 22:07:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.7772, loss: 2.7772 +2025-06-12 03:33:54,851 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-06-12 03:52:59,314 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 03:52:59,772 - pyskl - INFO - +top1_acc 0.8051 +top5_acc 0.9644 +2025-06-12 03:52:59,788 - pyskl - INFO - Epoch(val) [105][3183] top1_acc: 0.8051, top5_acc: 0.9644 +2025-06-12 03:54:09,207 - pyskl - INFO - Epoch [106][100/3940] lr: 5.147e-03, eta: 22:06:25, time: 0.694, data_time: 0.247, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.6316, loss: 2.6316 +2025-06-12 03:54:53,892 - pyskl - INFO - Epoch [106][200/3940] lr: 5.142e-03, eta: 22:05:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.6036, loss: 2.6036 +2025-06-12 03:55:38,503 - pyskl - INFO - Epoch [106][300/3940] lr: 5.137e-03, eta: 22:04:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.6323, loss: 2.6323 +2025-06-12 03:56:23,112 - pyskl - INFO - Epoch [106][400/3940] lr: 5.131e-03, eta: 22:04:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 2.6571, loss: 2.6571 +2025-06-12 03:57:07,759 - pyskl - INFO - Epoch [106][500/3940] lr: 5.126e-03, eta: 22:03:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.5753, loss: 2.5753 +2025-06-12 03:57:52,523 - pyskl - INFO - Epoch [106][600/3940] lr: 5.121e-03, eta: 22:02:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.6858, loss: 2.6858 +2025-06-12 03:58:37,222 - pyskl - INFO - Epoch [106][700/3940] lr: 5.115e-03, eta: 22:01:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9956, loss_cls: 2.6173, loss: 2.6173 +2025-06-12 03:59:21,700 - pyskl - INFO - Epoch [106][800/3940] lr: 5.110e-03, eta: 22:01:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9894, loss_cls: 2.5478, loss: 2.5478 +2025-06-12 04:00:06,201 - pyskl - INFO - Epoch [106][900/3940] lr: 5.104e-03, eta: 22:00:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.5496, loss: 2.5496 +2025-06-12 04:00:50,639 - pyskl - INFO - Epoch [106][1000/3940] lr: 5.099e-03, eta: 21:59:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.5778, loss: 2.5778 +2025-06-12 04:01:35,079 - pyskl - INFO - Epoch [106][1100/3940] lr: 5.094e-03, eta: 21:58:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9900, loss_cls: 2.5914, loss: 2.5914 +2025-06-12 04:02:19,532 - pyskl - INFO - Epoch [106][1200/3940] lr: 5.088e-03, eta: 21:58:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.6326, loss: 2.6326 +2025-06-12 04:03:04,130 - pyskl - INFO - Epoch [106][1300/3940] lr: 5.083e-03, eta: 21:57:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.6343, loss: 2.6343 +2025-06-12 04:03:48,639 - pyskl - INFO - Epoch [106][1400/3940] lr: 5.078e-03, eta: 21:56:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9900, loss_cls: 2.5385, loss: 2.5385 +2025-06-12 04:04:33,187 - pyskl - INFO - Epoch [106][1500/3940] lr: 5.072e-03, eta: 21:55:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.6029, loss: 2.6029 +2025-06-12 04:05:17,646 - pyskl - INFO - Epoch [106][1600/3940] lr: 5.067e-03, eta: 21:55:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.5614, loss: 2.5614 +2025-06-12 04:06:02,114 - pyskl - INFO - Epoch [106][1700/3940] lr: 5.062e-03, eta: 21:54:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.6067, loss: 2.6067 +2025-06-12 04:06:46,609 - pyskl - INFO - Epoch [106][1800/3940] lr: 5.056e-03, eta: 21:53:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 2.5248, loss: 2.5248 +2025-06-12 04:07:31,107 - pyskl - INFO - Epoch [106][1900/3940] lr: 5.051e-03, eta: 21:52:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.7848, loss: 2.7848 +2025-06-12 04:08:15,557 - pyskl - INFO - Epoch [106][2000/3940] lr: 5.046e-03, eta: 21:52:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.6624, loss: 2.6624 +2025-06-12 04:09:00,006 - pyskl - INFO - Epoch [106][2100/3940] lr: 5.040e-03, eta: 21:51:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 2.6006, loss: 2.6006 +2025-06-12 04:09:44,414 - pyskl - INFO - Epoch [106][2200/3940] lr: 5.035e-03, eta: 21:50:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.5571, loss: 2.5571 +2025-06-12 04:10:29,217 - pyskl - INFO - Epoch [106][2300/3940] lr: 5.030e-03, eta: 21:49:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.6497, loss: 2.6497 +2025-06-12 04:11:13,911 - pyskl - INFO - Epoch [106][2400/3940] lr: 5.024e-03, eta: 21:49:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.7179, loss: 2.7179 +2025-06-12 04:11:58,778 - pyskl - INFO - Epoch [106][2500/3940] lr: 5.019e-03, eta: 21:48:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 2.6181, loss: 2.6181 +2025-06-12 04:12:43,666 - pyskl - INFO - Epoch [106][2600/3940] lr: 5.014e-03, eta: 21:47:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.7150, loss: 2.7150 +2025-06-12 04:13:28,399 - pyskl - INFO - Epoch [106][2700/3940] lr: 5.008e-03, eta: 21:46:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.6432, loss: 2.6432 +2025-06-12 04:14:12,961 - pyskl - INFO - Epoch [106][2800/3940] lr: 5.003e-03, eta: 21:46:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.5972, loss: 2.5972 +2025-06-12 04:14:57,428 - pyskl - INFO - Epoch [106][2900/3940] lr: 4.998e-03, eta: 21:45:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9950, loss_cls: 2.5675, loss: 2.5675 +2025-06-12 04:15:41,864 - pyskl - INFO - Epoch [106][3000/3940] lr: 4.992e-03, eta: 21:44:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.5371, loss: 2.5371 +2025-06-12 04:16:26,358 - pyskl - INFO - Epoch [106][3100/3940] lr: 4.987e-03, eta: 21:43:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.5643, loss: 2.5643 +2025-06-12 04:17:10,845 - pyskl - INFO - Epoch [106][3200/3940] lr: 4.982e-03, eta: 21:43:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.7207, loss: 2.7207 +2025-06-12 04:17:55,337 - pyskl - INFO - Epoch [106][3300/3940] lr: 4.976e-03, eta: 21:42:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 2.6461, loss: 2.6461 +2025-06-12 04:18:39,807 - pyskl - INFO - Epoch [106][3400/3940] lr: 4.971e-03, eta: 21:41:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.6068, loss: 2.6068 +2025-06-12 04:19:24,300 - pyskl - INFO - Epoch [106][3500/3940] lr: 4.966e-03, eta: 21:40:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.7377, loss: 2.7377 +2025-06-12 04:20:08,794 - pyskl - INFO - Epoch [106][3600/3940] lr: 4.961e-03, eta: 21:40:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.7153, loss: 2.7153 +2025-06-12 04:20:53,328 - pyskl - INFO - Epoch [106][3700/3940] lr: 4.955e-03, eta: 21:39:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.7401, loss: 2.7401 +2025-06-12 04:21:37,837 - pyskl - INFO - Epoch [106][3800/3940] lr: 4.950e-03, eta: 21:38:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.6947, loss: 2.6947 +2025-06-12 04:22:22,302 - pyskl - INFO - Epoch [106][3900/3940] lr: 4.945e-03, eta: 21:37:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 2.6725, loss: 2.6725 +2025-06-12 04:22:40,502 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-06-12 04:26:05,428 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 04:26:05,949 - pyskl - INFO - +top1_acc 0.7943 +top5_acc 0.9643 +2025-06-12 04:26:05,968 - pyskl - INFO - Epoch(val) [106][3183] top1_acc: 0.7943, top5_acc: 0.9643 +2025-06-12 04:27:14,990 - pyskl - INFO - Epoch [107][100/3940] lr: 4.937e-03, eta: 21:36:53, time: 0.690, data_time: 0.246, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 2.7334, loss: 2.7334 +2025-06-12 04:27:59,424 - pyskl - INFO - Epoch [107][200/3940] lr: 4.932e-03, eta: 21:36:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 2.5510, loss: 2.5510 +2025-06-12 04:28:43,827 - pyskl - INFO - Epoch [107][300/3940] lr: 4.927e-03, eta: 21:35:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.6118, loss: 2.6118 +2025-06-12 04:29:28,198 - pyskl - INFO - Epoch [107][400/3940] lr: 4.921e-03, eta: 21:34:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.6475, loss: 2.6475 +2025-06-12 04:30:12,716 - pyskl - INFO - Epoch [107][500/3940] lr: 4.916e-03, eta: 21:33:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.5107, loss: 2.5107 +2025-06-12 04:30:57,034 - pyskl - INFO - Epoch [107][600/3940] lr: 4.911e-03, eta: 21:33:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.5196, loss: 2.5196 +2025-06-12 04:31:41,397 - pyskl - INFO - Epoch [107][700/3940] lr: 4.906e-03, eta: 21:32:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9975, loss_cls: 2.4738, loss: 2.4738 +2025-06-12 04:32:25,753 - pyskl - INFO - Epoch [107][800/3940] lr: 4.900e-03, eta: 21:31:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.6529, loss: 2.6529 +2025-06-12 04:33:10,233 - pyskl - INFO - Epoch [107][900/3940] lr: 4.895e-03, eta: 21:30:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 2.4584, loss: 2.4584 +2025-06-12 04:33:54,678 - pyskl - INFO - Epoch [107][1000/3940] lr: 4.890e-03, eta: 21:30:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.5393, loss: 2.5393 +2025-06-12 04:34:39,038 - pyskl - INFO - Epoch [107][1100/3940] lr: 4.884e-03, eta: 21:29:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.5408, loss: 2.5408 +2025-06-12 04:35:23,406 - pyskl - INFO - Epoch [107][1200/3940] lr: 4.879e-03, eta: 21:28:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.5287, loss: 2.5287 +2025-06-12 04:36:07,808 - pyskl - INFO - Epoch [107][1300/3940] lr: 4.874e-03, eta: 21:27:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 2.5869, loss: 2.5869 +2025-06-12 04:36:52,319 - pyskl - INFO - Epoch [107][1400/3940] lr: 4.869e-03, eta: 21:27:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 2.6111, loss: 2.6111 +2025-06-12 04:37:36,782 - pyskl - INFO - Epoch [107][1500/3940] lr: 4.863e-03, eta: 21:26:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 2.5646, loss: 2.5646 +2025-06-12 04:38:21,111 - pyskl - INFO - Epoch [107][1600/3940] lr: 4.858e-03, eta: 21:25:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.5959, loss: 2.5959 +2025-06-12 04:39:05,584 - pyskl - INFO - Epoch [107][1700/3940] lr: 4.853e-03, eta: 21:24:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.6281, loss: 2.6281 +2025-06-12 04:39:49,998 - pyskl - INFO - Epoch [107][1800/3940] lr: 4.848e-03, eta: 21:24:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9894, loss_cls: 2.5434, loss: 2.5434 +2025-06-12 04:40:34,410 - pyskl - INFO - Epoch [107][1900/3940] lr: 4.842e-03, eta: 21:23:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.6278, loss: 2.6278 +2025-06-12 04:41:18,857 - pyskl - INFO - Epoch [107][2000/3940] lr: 4.837e-03, eta: 21:22:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.5969, loss: 2.5969 +2025-06-12 04:42:03,276 - pyskl - INFO - Epoch [107][2100/3940] lr: 4.832e-03, eta: 21:21:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.5828, loss: 2.5828 +2025-06-12 04:42:47,790 - pyskl - INFO - Epoch [107][2200/3940] lr: 4.827e-03, eta: 21:21:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.5771, loss: 2.5771 +2025-06-12 04:43:32,628 - pyskl - INFO - Epoch [107][2300/3940] lr: 4.821e-03, eta: 21:20:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.7366, loss: 2.7366 +2025-06-12 04:44:17,225 - pyskl - INFO - Epoch [107][2400/3940] lr: 4.816e-03, eta: 21:19:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.6516, loss: 2.6516 +2025-06-12 04:45:01,786 - pyskl - INFO - Epoch [107][2500/3940] lr: 4.811e-03, eta: 21:18:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.5432, loss: 2.5432 +2025-06-12 04:45:46,493 - pyskl - INFO - Epoch [107][2600/3940] lr: 4.806e-03, eta: 21:18:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9862, loss_cls: 2.6383, loss: 2.6383 +2025-06-12 04:46:31,065 - pyskl - INFO - Epoch [107][2700/3940] lr: 4.800e-03, eta: 21:17:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.7408, loss: 2.7408 +2025-06-12 04:47:15,476 - pyskl - INFO - Epoch [107][2800/3940] lr: 4.795e-03, eta: 21:16:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.6269, loss: 2.6269 +2025-06-12 04:47:59,813 - pyskl - INFO - Epoch [107][2900/3940] lr: 4.790e-03, eta: 21:15:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.7524, loss: 2.7524 +2025-06-12 04:48:44,157 - pyskl - INFO - Epoch [107][3000/3940] lr: 4.785e-03, eta: 21:15:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9850, loss_cls: 2.6782, loss: 2.6782 +2025-06-12 04:49:28,466 - pyskl - INFO - Epoch [107][3100/3940] lr: 4.780e-03, eta: 21:14:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9900, loss_cls: 2.5114, loss: 2.5114 +2025-06-12 04:50:12,860 - pyskl - INFO - Epoch [107][3200/3940] lr: 4.774e-03, eta: 21:13:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.6610, loss: 2.6610 +2025-06-12 04:50:57,228 - pyskl - INFO - Epoch [107][3300/3940] lr: 4.769e-03, eta: 21:12:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 2.6852, loss: 2.6852 +2025-06-12 04:51:41,601 - pyskl - INFO - Epoch [107][3400/3940] lr: 4.764e-03, eta: 21:12:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.6363, loss: 2.6363 +2025-06-12 04:52:25,966 - pyskl - INFO - Epoch [107][3500/3940] lr: 4.759e-03, eta: 21:11:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 2.6743, loss: 2.6743 +2025-06-12 04:53:10,329 - pyskl - INFO - Epoch [107][3600/3940] lr: 4.753e-03, eta: 21:10:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.6639, loss: 2.6639 +2025-06-12 04:53:54,671 - pyskl - INFO - Epoch [107][3700/3940] lr: 4.748e-03, eta: 21:09:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.5979, loss: 2.5979 +2025-06-12 04:54:39,109 - pyskl - INFO - Epoch [107][3800/3940] lr: 4.743e-03, eta: 21:09:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.6444, loss: 2.6444 +2025-06-12 04:55:23,432 - pyskl - INFO - Epoch [107][3900/3940] lr: 4.738e-03, eta: 21:08:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 2.5398, loss: 2.5398 +2025-06-12 04:55:41,558 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-06-12 04:59:06,430 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 04:59:06,954 - pyskl - INFO - +top1_acc 0.8145 +top5_acc 0.9646 +2025-06-12 04:59:07,006 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_98.pth was removed +2025-06-12 04:59:08,008 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. +2025-06-12 04:59:08,009 - pyskl - INFO - Best top1_acc is 0.8145 at 107 epoch. +2025-06-12 04:59:08,026 - pyskl - INFO - Epoch(val) [107][3183] top1_acc: 0.8145, top5_acc: 0.9646 +2025-06-12 05:00:17,292 - pyskl - INFO - Epoch [108][100/3940] lr: 4.730e-03, eta: 21:07:18, time: 0.693, data_time: 0.246, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 2.6055, loss: 2.6055 +2025-06-12 05:01:01,862 - pyskl - INFO - Epoch [108][200/3940] lr: 4.725e-03, eta: 21:06:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 2.5125, loss: 2.5125 +2025-06-12 05:01:46,423 - pyskl - INFO - Epoch [108][300/3940] lr: 4.720e-03, eta: 21:05:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.5325, loss: 2.5325 +2025-06-12 05:02:31,201 - pyskl - INFO - Epoch [108][400/3940] lr: 4.715e-03, eta: 21:05:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.6086, loss: 2.6086 +2025-06-12 05:03:15,694 - pyskl - INFO - Epoch [108][500/3940] lr: 4.710e-03, eta: 21:04:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.4684, loss: 2.4684 +2025-06-12 05:04:00,085 - pyskl - INFO - Epoch [108][600/3940] lr: 4.704e-03, eta: 21:03:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 2.6266, loss: 2.6266 +2025-06-12 05:04:44,396 - pyskl - INFO - Epoch [108][700/3940] lr: 4.699e-03, eta: 21:02:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.6400, loss: 2.6400 +2025-06-12 05:05:28,766 - pyskl - INFO - Epoch [108][800/3940] lr: 4.694e-03, eta: 21:02:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.5019, loss: 2.5019 +2025-06-12 05:06:13,082 - pyskl - INFO - Epoch [108][900/3940] lr: 4.689e-03, eta: 21:01:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.4444, loss: 2.4444 +2025-06-12 05:06:57,413 - pyskl - INFO - Epoch [108][1000/3940] lr: 4.684e-03, eta: 21:00:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.5814, loss: 2.5814 +2025-06-12 05:07:41,695 - pyskl - INFO - Epoch [108][1100/3940] lr: 4.679e-03, eta: 20:59:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.5663, loss: 2.5663 +2025-06-12 05:08:26,036 - pyskl - INFO - Epoch [108][1200/3940] lr: 4.673e-03, eta: 20:59:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 2.5986, loss: 2.5986 +2025-06-12 05:09:10,400 - pyskl - INFO - Epoch [108][1300/3940] lr: 4.668e-03, eta: 20:58:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 2.6615, loss: 2.6615 +2025-06-12 05:09:54,754 - pyskl - INFO - Epoch [108][1400/3940] lr: 4.663e-03, eta: 20:57:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.5724, loss: 2.5724 +2025-06-12 05:10:39,002 - pyskl - INFO - Epoch [108][1500/3940] lr: 4.658e-03, eta: 20:56:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 2.5963, loss: 2.5963 +2025-06-12 05:11:23,311 - pyskl - INFO - Epoch [108][1600/3940] lr: 4.653e-03, eta: 20:56:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.4725, loss: 2.4725 +2025-06-12 05:12:07,597 - pyskl - INFO - Epoch [108][1700/3940] lr: 4.647e-03, eta: 20:55:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 2.5488, loss: 2.5488 +2025-06-12 05:12:51,900 - pyskl - INFO - Epoch [108][1800/3940] lr: 4.642e-03, eta: 20:54:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9856, loss_cls: 2.6519, loss: 2.6519 +2025-06-12 05:13:36,142 - pyskl - INFO - Epoch [108][1900/3940] lr: 4.637e-03, eta: 20:53:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.6239, loss: 2.6239 +2025-06-12 05:14:20,443 - pyskl - INFO - Epoch [108][2000/3940] lr: 4.632e-03, eta: 20:53:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.6687, loss: 2.6687 +2025-06-12 05:15:04,753 - pyskl - INFO - Epoch [108][2100/3940] lr: 4.627e-03, eta: 20:52:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.5544, loss: 2.5544 +2025-06-12 05:15:49,174 - pyskl - INFO - Epoch [108][2200/3940] lr: 4.622e-03, eta: 20:51:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.6019, loss: 2.6019 +2025-06-12 05:16:33,705 - pyskl - INFO - Epoch [108][2300/3940] lr: 4.617e-03, eta: 20:50:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.5786, loss: 2.5786 +2025-06-12 05:17:18,189 - pyskl - INFO - Epoch [108][2400/3940] lr: 4.611e-03, eta: 20:50:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.7370, loss: 2.7370 +2025-06-12 05:18:02,573 - pyskl - INFO - Epoch [108][2500/3940] lr: 4.606e-03, eta: 20:49:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.6698, loss: 2.6698 +2025-06-12 05:18:47,009 - pyskl - INFO - Epoch [108][2600/3940] lr: 4.601e-03, eta: 20:48:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 2.6102, loss: 2.6102 +2025-06-12 05:19:31,561 - pyskl - INFO - Epoch [108][2700/3940] lr: 4.596e-03, eta: 20:47:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.6504, loss: 2.6504 +2025-06-12 05:20:16,082 - pyskl - INFO - Epoch [108][2800/3940] lr: 4.591e-03, eta: 20:47:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 2.4895, loss: 2.4895 +2025-06-12 05:21:00,472 - pyskl - INFO - Epoch [108][2900/3940] lr: 4.586e-03, eta: 20:46:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.5903, loss: 2.5903 +2025-06-12 05:21:44,912 - pyskl - INFO - Epoch [108][3000/3940] lr: 4.580e-03, eta: 20:45:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 2.6174, loss: 2.6174 +2025-06-12 05:22:29,286 - pyskl - INFO - Epoch [108][3100/3940] lr: 4.575e-03, eta: 20:44:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.5891, loss: 2.5891 +2025-06-12 05:23:13,629 - pyskl - INFO - Epoch [108][3200/3940] lr: 4.570e-03, eta: 20:44:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.7443, loss: 2.7443 +2025-06-12 05:23:57,974 - pyskl - INFO - Epoch [108][3300/3940] lr: 4.565e-03, eta: 20:43:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.5736, loss: 2.5736 +2025-06-12 05:24:42,357 - pyskl - INFO - Epoch [108][3400/3940] lr: 4.560e-03, eta: 20:42:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.4715, loss: 2.4715 +2025-06-12 05:25:26,772 - pyskl - INFO - Epoch [108][3500/3940] lr: 4.555e-03, eta: 20:41:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.5194, loss: 2.5194 +2025-06-12 05:26:11,127 - pyskl - INFO - Epoch [108][3600/3940] lr: 4.550e-03, eta: 20:41:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.5840, loss: 2.5840 +2025-06-12 05:26:55,609 - pyskl - INFO - Epoch [108][3700/3940] lr: 4.545e-03, eta: 20:40:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.5824, loss: 2.5824 +2025-06-12 05:27:40,100 - pyskl - INFO - Epoch [108][3800/3940] lr: 4.539e-03, eta: 20:39:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.5111, loss: 2.5111 +2025-06-12 05:28:24,581 - pyskl - INFO - Epoch [108][3900/3940] lr: 4.534e-03, eta: 20:38:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9856, loss_cls: 2.6574, loss: 2.6574 +2025-06-12 05:28:42,725 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-06-12 05:32:07,530 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 05:32:08,040 - pyskl - INFO - +top1_acc 0.8119 +top5_acc 0.9642 +2025-06-12 05:32:08,058 - pyskl - INFO - Epoch(val) [108][3183] top1_acc: 0.8119, top5_acc: 0.9642 +2025-06-12 05:33:17,152 - pyskl - INFO - Epoch [109][100/3940] lr: 4.527e-03, eta: 20:37:44, time: 0.691, data_time: 0.245, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.5538, loss: 2.5538 +2025-06-12 05:34:01,730 - pyskl - INFO - Epoch [109][200/3940] lr: 4.522e-03, eta: 20:36:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.4791, loss: 2.4791 +2025-06-12 05:34:46,437 - pyskl - INFO - Epoch [109][300/3940] lr: 4.517e-03, eta: 20:36:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 2.3729, loss: 2.3729 +2025-06-12 05:35:31,119 - pyskl - INFO - Epoch [109][400/3940] lr: 4.512e-03, eta: 20:35:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 2.4552, loss: 2.4552 +2025-06-12 05:36:15,738 - pyskl - INFO - Epoch [109][500/3940] lr: 4.507e-03, eta: 20:34:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 2.4634, loss: 2.4634 +2025-06-12 05:37:00,193 - pyskl - INFO - Epoch [109][600/3940] lr: 4.502e-03, eta: 20:33:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.3752, loss: 2.3752 +2025-06-12 05:37:44,618 - pyskl - INFO - Epoch [109][700/3940] lr: 4.496e-03, eta: 20:33:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.5252, loss: 2.5252 +2025-06-12 05:38:29,062 - pyskl - INFO - Epoch [109][800/3940] lr: 4.491e-03, eta: 20:32:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.5098, loss: 2.5098 +2025-06-12 05:39:13,500 - pyskl - INFO - Epoch [109][900/3940] lr: 4.486e-03, eta: 20:31:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.5924, loss: 2.5924 +2025-06-12 05:39:58,108 - pyskl - INFO - Epoch [109][1000/3940] lr: 4.481e-03, eta: 20:30:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 2.5561, loss: 2.5561 +2025-06-12 05:40:42,785 - pyskl - INFO - Epoch [109][1100/3940] lr: 4.476e-03, eta: 20:30:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.5226, loss: 2.5226 +2025-06-12 05:41:27,334 - pyskl - INFO - Epoch [109][1200/3940] lr: 4.471e-03, eta: 20:29:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.4476, loss: 2.4476 +2025-06-12 05:42:11,859 - pyskl - INFO - Epoch [109][1300/3940] lr: 4.466e-03, eta: 20:28:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.5901, loss: 2.5901 +2025-06-12 05:42:56,464 - pyskl - INFO - Epoch [109][1400/3940] lr: 4.461e-03, eta: 20:27:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.4485, loss: 2.4485 +2025-06-12 05:43:41,013 - pyskl - INFO - Epoch [109][1500/3940] lr: 4.456e-03, eta: 20:27:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.5393, loss: 2.5393 +2025-06-12 05:44:25,555 - pyskl - INFO - Epoch [109][1600/3940] lr: 4.451e-03, eta: 20:26:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.6075, loss: 2.6075 +2025-06-12 05:45:09,992 - pyskl - INFO - Epoch [109][1700/3940] lr: 4.446e-03, eta: 20:25:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 2.4390, loss: 2.4390 +2025-06-12 05:45:54,541 - pyskl - INFO - Epoch [109][1800/3940] lr: 4.440e-03, eta: 20:24:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.5560, loss: 2.5560 +2025-06-12 05:46:39,117 - pyskl - INFO - Epoch [109][1900/3940] lr: 4.435e-03, eta: 20:24:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.4908, loss: 2.4908 +2025-06-12 05:47:23,614 - pyskl - INFO - Epoch [109][2000/3940] lr: 4.430e-03, eta: 20:23:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.6054, loss: 2.6054 +2025-06-12 05:48:08,163 - pyskl - INFO - Epoch [109][2100/3940] lr: 4.425e-03, eta: 20:22:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.6048, loss: 2.6048 +2025-06-12 05:48:52,956 - pyskl - INFO - Epoch [109][2200/3940] lr: 4.420e-03, eta: 20:21:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9956, loss_cls: 2.6793, loss: 2.6793 +2025-06-12 05:49:37,411 - pyskl - INFO - Epoch [109][2300/3940] lr: 4.415e-03, eta: 20:21:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.6059, loss: 2.6059 +2025-06-12 05:50:21,756 - pyskl - INFO - Epoch [109][2400/3940] lr: 4.410e-03, eta: 20:20:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9969, loss_cls: 2.4102, loss: 2.4102 +2025-06-12 05:51:06,075 - pyskl - INFO - Epoch [109][2500/3940] lr: 4.405e-03, eta: 20:19:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.5348, loss: 2.5348 +2025-06-12 05:51:50,503 - pyskl - INFO - Epoch [109][2600/3940] lr: 4.400e-03, eta: 20:18:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.5952, loss: 2.5952 +2025-06-12 05:52:35,002 - pyskl - INFO - Epoch [109][2700/3940] lr: 4.395e-03, eta: 20:18:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.6357, loss: 2.6357 +2025-06-12 05:53:19,381 - pyskl - INFO - Epoch [109][2800/3940] lr: 4.390e-03, eta: 20:17:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.5312, loss: 2.5312 +2025-06-12 05:54:03,770 - pyskl - INFO - Epoch [109][2900/3940] lr: 4.385e-03, eta: 20:16:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.6245, loss: 2.6245 +2025-06-12 05:54:48,096 - pyskl - INFO - Epoch [109][3000/3940] lr: 4.380e-03, eta: 20:15:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.4903, loss: 2.4903 +2025-06-12 05:55:32,504 - pyskl - INFO - Epoch [109][3100/3940] lr: 4.375e-03, eta: 20:15:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.6451, loss: 2.6451 +2025-06-12 05:56:16,975 - pyskl - INFO - Epoch [109][3200/3940] lr: 4.370e-03, eta: 20:14:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.5054, loss: 2.5054 +2025-06-12 05:57:01,377 - pyskl - INFO - Epoch [109][3300/3940] lr: 4.365e-03, eta: 20:13:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.5950, loss: 2.5950 +2025-06-12 05:57:45,883 - pyskl - INFO - Epoch [109][3400/3940] lr: 4.359e-03, eta: 20:12:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9881, loss_cls: 2.4792, loss: 2.4792 +2025-06-12 05:58:30,382 - pyskl - INFO - Epoch [109][3500/3940] lr: 4.354e-03, eta: 20:12:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.4952, loss: 2.4952 +2025-06-12 05:59:14,851 - pyskl - INFO - Epoch [109][3600/3940] lr: 4.349e-03, eta: 20:11:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.6195, loss: 2.6195 +2025-06-12 05:59:59,353 - pyskl - INFO - Epoch [109][3700/3940] lr: 4.344e-03, eta: 20:10:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.5711, loss: 2.5711 +2025-06-12 06:00:43,922 - pyskl - INFO - Epoch [109][3800/3940] lr: 4.339e-03, eta: 20:09:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 2.6196, loss: 2.6196 +2025-06-12 06:01:28,589 - pyskl - INFO - Epoch [109][3900/3940] lr: 4.334e-03, eta: 20:09:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 2.5265, loss: 2.5265 +2025-06-12 06:01:46,737 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-06-12 06:05:11,709 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 06:05:12,182 - pyskl - INFO - +top1_acc 0.7863 +top5_acc 0.9598 +2025-06-12 06:05:12,201 - pyskl - INFO - Epoch(val) [109][3183] top1_acc: 0.7863, top5_acc: 0.9598 +2025-06-12 06:06:21,817 - pyskl - INFO - Epoch [110][100/3940] lr: 4.327e-03, eta: 20:08:12, time: 0.696, data_time: 0.249, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 2.5022, loss: 2.5022 +2025-06-12 06:07:06,246 - pyskl - INFO - Epoch [110][200/3940] lr: 4.322e-03, eta: 20:07:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.4262, loss: 2.4262 +2025-06-12 06:07:50,770 - pyskl - INFO - Epoch [110][300/3940] lr: 4.317e-03, eta: 20:06:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.5381, loss: 2.5381 +2025-06-12 06:08:35,237 - pyskl - INFO - Epoch [110][400/3940] lr: 4.312e-03, eta: 20:05:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.4080, loss: 2.4080 +2025-06-12 06:09:19,717 - pyskl - INFO - Epoch [110][500/3940] lr: 4.307e-03, eta: 20:05:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.4588, loss: 2.4588 +2025-06-12 06:10:04,051 - pyskl - INFO - Epoch [110][600/3940] lr: 4.302e-03, eta: 20:04:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.4112, loss: 2.4112 +2025-06-12 06:10:48,401 - pyskl - INFO - Epoch [110][700/3940] lr: 4.297e-03, eta: 20:03:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 2.4474, loss: 2.4474 +2025-06-12 06:11:32,816 - pyskl - INFO - Epoch [110][800/3940] lr: 4.292e-03, eta: 20:02:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 2.5076, loss: 2.5076 +2025-06-12 06:12:17,173 - pyskl - INFO - Epoch [110][900/3940] lr: 4.287e-03, eta: 20:02:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 2.5207, loss: 2.5207 +2025-06-12 06:13:01,530 - pyskl - INFO - Epoch [110][1000/3940] lr: 4.282e-03, eta: 20:01:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.5256, loss: 2.5256 +2025-06-12 06:13:45,875 - pyskl - INFO - Epoch [110][1100/3940] lr: 4.277e-03, eta: 20:00:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.4400, loss: 2.4400 +2025-06-12 06:14:30,190 - pyskl - INFO - Epoch [110][1200/3940] lr: 4.272e-03, eta: 19:59:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.4366, loss: 2.4366 +2025-06-12 06:15:14,522 - pyskl - INFO - Epoch [110][1300/3940] lr: 4.267e-03, eta: 19:59:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.4833, loss: 2.4833 +2025-06-12 06:15:58,864 - pyskl - INFO - Epoch [110][1400/3940] lr: 4.262e-03, eta: 19:58:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.5595, loss: 2.5595 +2025-06-12 06:16:43,165 - pyskl - INFO - Epoch [110][1500/3940] lr: 4.257e-03, eta: 19:57:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 2.4466, loss: 2.4466 +2025-06-12 06:17:27,507 - pyskl - INFO - Epoch [110][1600/3940] lr: 4.252e-03, eta: 19:56:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.5838, loss: 2.5838 +2025-06-12 06:18:11,825 - pyskl - INFO - Epoch [110][1700/3940] lr: 4.247e-03, eta: 19:56:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.5087, loss: 2.5087 +2025-06-12 06:18:56,230 - pyskl - INFO - Epoch [110][1800/3940] lr: 4.242e-03, eta: 19:55:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.4409, loss: 2.4409 +2025-06-12 06:19:40,478 - pyskl - INFO - Epoch [110][1900/3940] lr: 4.237e-03, eta: 19:54:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.4868, loss: 2.4868 +2025-06-12 06:20:25,014 - pyskl - INFO - Epoch [110][2000/3940] lr: 4.232e-03, eta: 19:53:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 2.5722, loss: 2.5722 +2025-06-12 06:21:09,483 - pyskl - INFO - Epoch [110][2100/3940] lr: 4.227e-03, eta: 19:53:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 2.6059, loss: 2.6059 +2025-06-12 06:21:53,866 - pyskl - INFO - Epoch [110][2200/3940] lr: 4.222e-03, eta: 19:52:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.6371, loss: 2.6371 +2025-06-12 06:22:38,305 - pyskl - INFO - Epoch [110][2300/3940] lr: 4.217e-03, eta: 19:51:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9894, loss_cls: 2.4764, loss: 2.4764 +2025-06-12 06:23:22,893 - pyskl - INFO - Epoch [110][2400/3940] lr: 4.212e-03, eta: 19:50:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.5840, loss: 2.5840 +2025-06-12 06:24:07,365 - pyskl - INFO - Epoch [110][2500/3940] lr: 4.207e-03, eta: 19:50:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.5799, loss: 2.5799 +2025-06-12 06:24:51,739 - pyskl - INFO - Epoch [110][2600/3940] lr: 4.202e-03, eta: 19:49:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.6014, loss: 2.6014 +2025-06-12 06:25:36,297 - pyskl - INFO - Epoch [110][2700/3940] lr: 4.197e-03, eta: 19:48:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 2.4721, loss: 2.4721 +2025-06-12 06:26:20,765 - pyskl - INFO - Epoch [110][2800/3940] lr: 4.192e-03, eta: 19:47:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.5931, loss: 2.5931 +2025-06-12 06:27:05,271 - pyskl - INFO - Epoch [110][2900/3940] lr: 4.187e-03, eta: 19:47:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 2.5453, loss: 2.5453 +2025-06-12 06:27:49,709 - pyskl - INFO - Epoch [110][3000/3940] lr: 4.182e-03, eta: 19:46:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9856, loss_cls: 2.5871, loss: 2.5871 +2025-06-12 06:28:34,204 - pyskl - INFO - Epoch [110][3100/3940] lr: 4.177e-03, eta: 19:45:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.5911, loss: 2.5911 +2025-06-12 06:29:18,658 - pyskl - INFO - Epoch [110][3200/3940] lr: 4.173e-03, eta: 19:44:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 2.5832, loss: 2.5832 +2025-06-12 06:30:03,066 - pyskl - INFO - Epoch [110][3300/3940] lr: 4.168e-03, eta: 19:44:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.5442, loss: 2.5442 +2025-06-12 06:30:47,550 - pyskl - INFO - Epoch [110][3400/3940] lr: 4.163e-03, eta: 19:43:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.4460, loss: 2.4460 +2025-06-12 06:31:32,118 - pyskl - INFO - Epoch [110][3500/3940] lr: 4.158e-03, eta: 19:42:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.4958, loss: 2.4958 +2025-06-12 06:32:16,579 - pyskl - INFO - Epoch [110][3600/3940] lr: 4.153e-03, eta: 19:41:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.6042, loss: 2.6042 +2025-06-12 06:33:00,975 - pyskl - INFO - Epoch [110][3700/3940] lr: 4.148e-03, eta: 19:41:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9850, loss_cls: 2.5893, loss: 2.5893 +2025-06-12 06:33:45,446 - pyskl - INFO - Epoch [110][3800/3940] lr: 4.143e-03, eta: 19:40:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9881, loss_cls: 2.5813, loss: 2.5813 +2025-06-12 06:34:29,858 - pyskl - INFO - Epoch [110][3900/3940] lr: 4.138e-03, eta: 19:39:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.5648, loss: 2.5648 +2025-06-12 06:34:47,973 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-06-12 06:53:19,462 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 06:53:19,932 - pyskl - INFO - +top1_acc 0.8227 +top5_acc 0.9689 +2025-06-12 06:53:19,989 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_107.pth was removed +2025-06-12 06:53:21,076 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. +2025-06-12 06:53:21,079 - pyskl - INFO - Best top1_acc is 0.8227 at 110 epoch. +2025-06-12 06:53:21,097 - pyskl - INFO - Epoch(val) [110][3183] top1_acc: 0.8227, top5_acc: 0.9689 +2025-06-12 06:54:30,481 - pyskl - INFO - Epoch [111][100/3940] lr: 4.131e-03, eta: 19:38:38, time: 0.694, data_time: 0.248, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 2.5350, loss: 2.5350 +2025-06-12 06:55:14,996 - pyskl - INFO - Epoch [111][200/3940] lr: 4.126e-03, eta: 19:37:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 2.4459, loss: 2.4459 +2025-06-12 06:55:59,720 - pyskl - INFO - Epoch [111][300/3940] lr: 4.121e-03, eta: 19:37:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 2.5061, loss: 2.5061 +2025-06-12 06:56:44,242 - pyskl - INFO - Epoch [111][400/3940] lr: 4.116e-03, eta: 19:36:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 2.3915, loss: 2.3915 +2025-06-12 06:57:28,664 - pyskl - INFO - Epoch [111][500/3940] lr: 4.111e-03, eta: 19:35:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.4561, loss: 2.4561 +2025-06-12 06:58:13,165 - pyskl - INFO - Epoch [111][600/3940] lr: 4.106e-03, eta: 19:34:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.4227, loss: 2.4227 +2025-06-12 06:58:57,632 - pyskl - INFO - Epoch [111][700/3940] lr: 4.101e-03, eta: 19:34:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.4111, loss: 2.4111 +2025-06-12 06:59:42,173 - pyskl - INFO - Epoch [111][800/3940] lr: 4.096e-03, eta: 19:33:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 2.4827, loss: 2.4827 +2025-06-12 07:00:26,735 - pyskl - INFO - Epoch [111][900/3940] lr: 4.092e-03, eta: 19:32:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.4650, loss: 2.4650 +2025-06-12 07:01:11,199 - pyskl - INFO - Epoch [111][1000/3940] lr: 4.087e-03, eta: 19:31:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.4508, loss: 2.4508 +2025-06-12 07:01:55,661 - pyskl - INFO - Epoch [111][1100/3940] lr: 4.082e-03, eta: 19:31:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9919, loss_cls: 2.4222, loss: 2.4222 +2025-06-12 07:02:40,139 - pyskl - INFO - Epoch [111][1200/3940] lr: 4.077e-03, eta: 19:30:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.5049, loss: 2.5049 +2025-06-12 07:03:24,622 - pyskl - INFO - Epoch [111][1300/3940] lr: 4.072e-03, eta: 19:29:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9975, loss_cls: 2.4246, loss: 2.4246 +2025-06-12 07:04:09,076 - pyskl - INFO - Epoch [111][1400/3940] lr: 4.067e-03, eta: 19:28:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.5299, loss: 2.5299 +2025-06-12 07:04:53,632 - pyskl - INFO - Epoch [111][1500/3940] lr: 4.062e-03, eta: 19:28:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 2.4581, loss: 2.4581 +2025-06-12 07:05:38,116 - pyskl - INFO - Epoch [111][1600/3940] lr: 4.057e-03, eta: 19:27:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 2.5123, loss: 2.5123 +2025-06-12 07:06:22,655 - pyskl - INFO - Epoch [111][1700/3940] lr: 4.052e-03, eta: 19:26:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 2.5833, loss: 2.5833 +2025-06-12 07:07:07,187 - pyskl - INFO - Epoch [111][1800/3940] lr: 4.047e-03, eta: 19:25:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.5333, loss: 2.5333 +2025-06-12 07:07:51,718 - pyskl - INFO - Epoch [111][1900/3940] lr: 4.043e-03, eta: 19:25:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 2.5302, loss: 2.5302 +2025-06-12 07:08:36,192 - pyskl - INFO - Epoch [111][2000/3940] lr: 4.038e-03, eta: 19:24:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.5159, loss: 2.5159 +2025-06-12 07:09:20,611 - pyskl - INFO - Epoch [111][2100/3940] lr: 4.033e-03, eta: 19:23:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9969, loss_cls: 2.4806, loss: 2.4806 +2025-06-12 07:10:05,331 - pyskl - INFO - Epoch [111][2200/3940] lr: 4.028e-03, eta: 19:22:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9894, loss_cls: 2.5109, loss: 2.5109 +2025-06-12 07:10:49,975 - pyskl - INFO - Epoch [111][2300/3940] lr: 4.023e-03, eta: 19:22:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.4746, loss: 2.4746 +2025-06-12 07:11:34,579 - pyskl - INFO - Epoch [111][2400/3940] lr: 4.018e-03, eta: 19:21:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.5105, loss: 2.5105 +2025-06-12 07:12:19,088 - pyskl - INFO - Epoch [111][2500/3940] lr: 4.013e-03, eta: 19:20:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.5496, loss: 2.5496 +2025-06-12 07:13:03,681 - pyskl - INFO - Epoch [111][2600/3940] lr: 4.008e-03, eta: 19:19:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 2.4329, loss: 2.4329 +2025-06-12 07:13:48,236 - pyskl - INFO - Epoch [111][2700/3940] lr: 4.003e-03, eta: 19:19:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.4907, loss: 2.4907 +2025-06-12 07:14:32,701 - pyskl - INFO - Epoch [111][2800/3940] lr: 3.999e-03, eta: 19:18:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.5024, loss: 2.5024 +2025-06-12 07:15:17,224 - pyskl - INFO - Epoch [111][2900/3940] lr: 3.994e-03, eta: 19:17:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9969, loss_cls: 2.4998, loss: 2.4998 +2025-06-12 07:16:01,719 - pyskl - INFO - Epoch [111][3000/3940] lr: 3.989e-03, eta: 19:16:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9894, loss_cls: 2.4796, loss: 2.4796 +2025-06-12 07:16:46,198 - pyskl - INFO - Epoch [111][3100/3940] lr: 3.984e-03, eta: 19:16:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 2.4416, loss: 2.4416 +2025-06-12 07:17:30,685 - pyskl - INFO - Epoch [111][3200/3940] lr: 3.979e-03, eta: 19:15:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 2.5311, loss: 2.5311 +2025-06-12 07:18:15,209 - pyskl - INFO - Epoch [111][3300/3940] lr: 3.974e-03, eta: 19:14:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.5697, loss: 2.5697 +2025-06-12 07:18:59,629 - pyskl - INFO - Epoch [111][3400/3940] lr: 3.969e-03, eta: 19:13:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.4603, loss: 2.4603 +2025-06-12 07:19:44,097 - pyskl - INFO - Epoch [111][3500/3940] lr: 3.965e-03, eta: 19:13:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.5535, loss: 2.5535 +2025-06-12 07:20:28,591 - pyskl - INFO - Epoch [111][3600/3940] lr: 3.960e-03, eta: 19:12:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.5746, loss: 2.5746 +2025-06-12 07:21:13,068 - pyskl - INFO - Epoch [111][3700/3940] lr: 3.955e-03, eta: 19:11:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9894, loss_cls: 2.5223, loss: 2.5223 +2025-06-12 07:21:57,498 - pyskl - INFO - Epoch [111][3800/3940] lr: 3.950e-03, eta: 19:10:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9862, loss_cls: 2.5852, loss: 2.5852 +2025-06-12 07:22:41,948 - pyskl - INFO - Epoch [111][3900/3940] lr: 3.945e-03, eta: 19:10:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.4606, loss: 2.4606 +2025-06-12 07:23:00,044 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-06-12 07:26:26,927 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 07:26:27,386 - pyskl - INFO - +top1_acc 0.8144 +top5_acc 0.9662 +2025-06-12 07:26:27,403 - pyskl - INFO - Epoch(val) [111][3183] top1_acc: 0.8144, top5_acc: 0.9662 +2025-06-12 07:27:36,547 - pyskl - INFO - Epoch [112][100/3940] lr: 3.938e-03, eta: 19:09:06, time: 0.691, data_time: 0.247, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.4629, loss: 2.4629 +2025-06-12 07:28:21,078 - pyskl - INFO - Epoch [112][200/3940] lr: 3.934e-03, eta: 19:08:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 2.4822, loss: 2.4822 +2025-06-12 07:29:05,503 - pyskl - INFO - Epoch [112][300/3940] lr: 3.929e-03, eta: 19:07:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.4377, loss: 2.4377 +2025-06-12 07:29:49,930 - pyskl - INFO - Epoch [112][400/3940] lr: 3.924e-03, eta: 19:06:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.3314, loss: 2.3314 +2025-06-12 07:30:34,433 - pyskl - INFO - Epoch [112][500/3940] lr: 3.919e-03, eta: 19:06:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.5920, loss: 2.5920 +2025-06-12 07:31:18,891 - pyskl - INFO - Epoch [112][600/3940] lr: 3.914e-03, eta: 19:05:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.4510, loss: 2.4510 +2025-06-12 07:32:03,273 - pyskl - INFO - Epoch [112][700/3940] lr: 3.909e-03, eta: 19:04:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 2.5096, loss: 2.5096 +2025-06-12 07:32:47,684 - pyskl - INFO - Epoch [112][800/3940] lr: 3.905e-03, eta: 19:03:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 2.4399, loss: 2.4399 +2025-06-12 07:33:32,112 - pyskl - INFO - Epoch [112][900/3940] lr: 3.900e-03, eta: 19:03:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9919, loss_cls: 2.4675, loss: 2.4675 +2025-06-12 07:34:16,571 - pyskl - INFO - Epoch [112][1000/3940] lr: 3.895e-03, eta: 19:02:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.5535, loss: 2.5535 +2025-06-12 07:35:00,937 - pyskl - INFO - Epoch [112][1100/3940] lr: 3.890e-03, eta: 19:01:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.4229, loss: 2.4229 +2025-06-12 07:35:45,295 - pyskl - INFO - Epoch [112][1200/3940] lr: 3.885e-03, eta: 19:00:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.4503, loss: 2.4503 +2025-06-12 07:36:29,652 - pyskl - INFO - Epoch [112][1300/3940] lr: 3.880e-03, eta: 19:00:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.4796, loss: 2.4796 +2025-06-12 07:37:14,039 - pyskl - INFO - Epoch [112][1400/3940] lr: 3.876e-03, eta: 18:59:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.4521, loss: 2.4521 +2025-06-12 07:37:58,493 - pyskl - INFO - Epoch [112][1500/3940] lr: 3.871e-03, eta: 18:58:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.5018, loss: 2.5018 +2025-06-12 07:38:42,850 - pyskl - INFO - Epoch [112][1600/3940] lr: 3.866e-03, eta: 18:57:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.4434, loss: 2.4434 +2025-06-12 07:39:27,242 - pyskl - INFO - Epoch [112][1700/3940] lr: 3.861e-03, eta: 18:57:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 2.5284, loss: 2.5284 +2025-06-12 07:40:11,668 - pyskl - INFO - Epoch [112][1800/3940] lr: 3.856e-03, eta: 18:56:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.4922, loss: 2.4922 +2025-06-12 07:40:56,026 - pyskl - INFO - Epoch [112][1900/3940] lr: 3.852e-03, eta: 18:55:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.4244, loss: 2.4244 +2025-06-12 07:41:40,390 - pyskl - INFO - Epoch [112][2000/3940] lr: 3.847e-03, eta: 18:54:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.3874, loss: 2.3874 +2025-06-12 07:42:24,986 - pyskl - INFO - Epoch [112][2100/3940] lr: 3.842e-03, eta: 18:54:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 2.4021, loss: 2.4021 +2025-06-12 07:43:09,577 - pyskl - INFO - Epoch [112][2200/3940] lr: 3.837e-03, eta: 18:53:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.4325, loss: 2.4325 +2025-06-12 07:43:54,174 - pyskl - INFO - Epoch [112][2300/3940] lr: 3.832e-03, eta: 18:52:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.5614, loss: 2.5614 +2025-06-12 07:44:38,656 - pyskl - INFO - Epoch [112][2400/3940] lr: 3.828e-03, eta: 18:51:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.4066, loss: 2.4066 +2025-06-12 07:45:23,146 - pyskl - INFO - Epoch [112][2500/3940] lr: 3.823e-03, eta: 18:51:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.4533, loss: 2.4533 +2025-06-12 07:46:07,757 - pyskl - INFO - Epoch [112][2600/3940] lr: 3.818e-03, eta: 18:50:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.4499, loss: 2.4499 +2025-06-12 07:46:52,353 - pyskl - INFO - Epoch [112][2700/3940] lr: 3.813e-03, eta: 18:49:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 2.4513, loss: 2.4513 +2025-06-12 07:47:36,822 - pyskl - INFO - Epoch [112][2800/3940] lr: 3.809e-03, eta: 18:48:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.4052, loss: 2.4052 +2025-06-12 07:48:21,206 - pyskl - INFO - Epoch [112][2900/3940] lr: 3.804e-03, eta: 18:48:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.4996, loss: 2.4996 +2025-06-12 07:49:05,598 - pyskl - INFO - Epoch [112][3000/3940] lr: 3.799e-03, eta: 18:47:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.4827, loss: 2.4827 +2025-06-12 07:49:50,038 - pyskl - INFO - Epoch [112][3100/3940] lr: 3.794e-03, eta: 18:46:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9912, loss_cls: 2.4243, loss: 2.4243 +2025-06-12 07:50:34,392 - pyskl - INFO - Epoch [112][3200/3940] lr: 3.789e-03, eta: 18:45:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.4796, loss: 2.4796 +2025-06-12 07:51:18,809 - pyskl - INFO - Epoch [112][3300/3940] lr: 3.785e-03, eta: 18:45:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.5252, loss: 2.5252 +2025-06-12 07:52:03,182 - pyskl - INFO - Epoch [112][3400/3940] lr: 3.780e-03, eta: 18:44:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9975, loss_cls: 2.5189, loss: 2.5189 +2025-06-12 07:52:47,581 - pyskl - INFO - Epoch [112][3500/3940] lr: 3.775e-03, eta: 18:43:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.5217, loss: 2.5217 +2025-06-12 07:53:32,029 - pyskl - INFO - Epoch [112][3600/3940] lr: 3.770e-03, eta: 18:42:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.4960, loss: 2.4960 +2025-06-12 07:54:16,444 - pyskl - INFO - Epoch [112][3700/3940] lr: 3.766e-03, eta: 18:42:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 2.4688, loss: 2.4688 +2025-06-12 07:55:00,893 - pyskl - INFO - Epoch [112][3800/3940] lr: 3.761e-03, eta: 18:41:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.5260, loss: 2.5260 +2025-06-12 07:55:45,313 - pyskl - INFO - Epoch [112][3900/3940] lr: 3.756e-03, eta: 18:40:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.4332, loss: 2.4332 +2025-06-12 07:56:03,379 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-06-12 07:59:28,581 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 07:59:29,043 - pyskl - INFO - +top1_acc 0.8243 +top5_acc 0.9711 +2025-06-12 07:59:29,096 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_110.pth was removed +2025-06-12 07:59:30,125 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. +2025-06-12 07:59:30,127 - pyskl - INFO - Best top1_acc is 0.8243 at 112 epoch. +2025-06-12 07:59:30,143 - pyskl - INFO - Epoch(val) [112][3183] top1_acc: 0.8243, top5_acc: 0.9711 +2025-06-12 08:00:38,902 - pyskl - INFO - Epoch [113][100/3940] lr: 3.750e-03, eta: 18:39:33, time: 0.688, data_time: 0.244, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 2.4436, loss: 2.4436 +2025-06-12 08:01:23,352 - pyskl - INFO - Epoch [113][200/3940] lr: 3.745e-03, eta: 18:38:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.4672, loss: 2.4672 +2025-06-12 08:02:07,851 - pyskl - INFO - Epoch [113][300/3940] lr: 3.740e-03, eta: 18:38:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.3847, loss: 2.3847 +2025-06-12 08:02:52,207 - pyskl - INFO - Epoch [113][400/3940] lr: 3.735e-03, eta: 18:37:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 2.3897, loss: 2.3897 +2025-06-12 08:03:36,652 - pyskl - INFO - Epoch [113][500/3940] lr: 3.731e-03, eta: 18:36:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 2.3932, loss: 2.3932 +2025-06-12 08:04:21,235 - pyskl - INFO - Epoch [113][600/3940] lr: 3.726e-03, eta: 18:35:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.3437, loss: 2.3437 +2025-06-12 08:05:05,807 - pyskl - INFO - Epoch [113][700/3940] lr: 3.721e-03, eta: 18:35:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 2.3112, loss: 2.3112 +2025-06-12 08:05:50,321 - pyskl - INFO - Epoch [113][800/3940] lr: 3.716e-03, eta: 18:34:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 2.3747, loss: 2.3747 +2025-06-12 08:06:34,794 - pyskl - INFO - Epoch [113][900/3940] lr: 3.712e-03, eta: 18:33:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 2.4465, loss: 2.4465 +2025-06-12 08:07:19,280 - pyskl - INFO - Epoch [113][1000/3940] lr: 3.707e-03, eta: 18:32:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 2.4999, loss: 2.4999 +2025-06-12 08:08:03,741 - pyskl - INFO - Epoch [113][1100/3940] lr: 3.702e-03, eta: 18:32:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.3893, loss: 2.3893 +2025-06-12 08:08:48,226 - pyskl - INFO - Epoch [113][1200/3940] lr: 3.697e-03, eta: 18:31:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.4359, loss: 2.4359 +2025-06-12 08:09:32,621 - pyskl - INFO - Epoch [113][1300/3940] lr: 3.693e-03, eta: 18:30:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9919, loss_cls: 2.4056, loss: 2.4056 +2025-06-12 08:10:17,087 - pyskl - INFO - Epoch [113][1400/3940] lr: 3.688e-03, eta: 18:29:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.4858, loss: 2.4858 +2025-06-12 08:11:01,624 - pyskl - INFO - Epoch [113][1500/3940] lr: 3.683e-03, eta: 18:29:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.4296, loss: 2.4296 +2025-06-12 08:11:46,043 - pyskl - INFO - Epoch [113][1600/3940] lr: 3.679e-03, eta: 18:28:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 2.3698, loss: 2.3698 +2025-06-12 08:12:30,374 - pyskl - INFO - Epoch [113][1700/3940] lr: 3.674e-03, eta: 18:27:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.4834, loss: 2.4834 +2025-06-12 08:13:14,723 - pyskl - INFO - Epoch [113][1800/3940] lr: 3.669e-03, eta: 18:26:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9962, loss_cls: 2.4764, loss: 2.4764 +2025-06-12 08:13:59,070 - pyskl - INFO - Epoch [113][1900/3940] lr: 3.665e-03, eta: 18:26:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9912, loss_cls: 2.4887, loss: 2.4887 +2025-06-12 08:14:43,475 - pyskl - INFO - Epoch [113][2000/3940] lr: 3.660e-03, eta: 18:25:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.4949, loss: 2.4949 +2025-06-12 08:15:28,146 - pyskl - INFO - Epoch [113][2100/3940] lr: 3.655e-03, eta: 18:24:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.4222, loss: 2.4222 +2025-06-12 08:16:12,969 - pyskl - INFO - Epoch [113][2200/3940] lr: 3.650e-03, eta: 18:23:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 2.4891, loss: 2.4891 +2025-06-12 08:16:57,529 - pyskl - INFO - Epoch [113][2300/3940] lr: 3.646e-03, eta: 18:23:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.4880, loss: 2.4880 +2025-06-12 08:17:42,064 - pyskl - INFO - Epoch [113][2400/3940] lr: 3.641e-03, eta: 18:22:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 2.3617, loss: 2.3617 +2025-06-12 08:18:26,683 - pyskl - INFO - Epoch [113][2500/3940] lr: 3.636e-03, eta: 18:21:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.4289, loss: 2.4289 +2025-06-12 08:19:11,222 - pyskl - INFO - Epoch [113][2600/3940] lr: 3.632e-03, eta: 18:20:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9894, loss_cls: 2.3916, loss: 2.3916 +2025-06-12 08:19:55,663 - pyskl - INFO - Epoch [113][2700/3940] lr: 3.627e-03, eta: 18:20:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.4809, loss: 2.4809 +2025-06-12 08:20:40,109 - pyskl - INFO - Epoch [113][2800/3940] lr: 3.622e-03, eta: 18:19:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.4040, loss: 2.4040 +2025-06-12 08:21:24,548 - pyskl - INFO - Epoch [113][2900/3940] lr: 3.618e-03, eta: 18:18:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.4344, loss: 2.4344 +2025-06-12 08:22:08,948 - pyskl - INFO - Epoch [113][3000/3940] lr: 3.613e-03, eta: 18:17:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.4553, loss: 2.4553 +2025-06-12 08:22:53,419 - pyskl - INFO - Epoch [113][3100/3940] lr: 3.608e-03, eta: 18:17:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 2.4463, loss: 2.4463 +2025-06-12 08:23:37,866 - pyskl - INFO - Epoch [113][3200/3940] lr: 3.604e-03, eta: 18:16:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.4879, loss: 2.4879 +2025-06-12 08:24:22,332 - pyskl - INFO - Epoch [113][3300/3940] lr: 3.599e-03, eta: 18:15:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.3760, loss: 2.3760 +2025-06-12 08:25:06,792 - pyskl - INFO - Epoch [113][3400/3940] lr: 3.594e-03, eta: 18:14:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 2.4504, loss: 2.4504 +2025-06-12 08:25:51,314 - pyskl - INFO - Epoch [113][3500/3940] lr: 3.590e-03, eta: 18:14:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.5362, loss: 2.5362 +2025-06-12 08:26:35,715 - pyskl - INFO - Epoch [113][3600/3940] lr: 3.585e-03, eta: 18:13:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 2.4479, loss: 2.4479 +2025-06-12 08:27:20,135 - pyskl - INFO - Epoch [113][3700/3940] lr: 3.580e-03, eta: 18:12:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 2.5721, loss: 2.5721 +2025-06-12 08:28:04,619 - pyskl - INFO - Epoch [113][3800/3940] lr: 3.576e-03, eta: 18:11:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.4631, loss: 2.4631 +2025-06-12 08:28:49,065 - pyskl - INFO - Epoch [113][3900/3940] lr: 3.571e-03, eta: 18:11:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.4799, loss: 2.4799 +2025-06-12 08:29:07,144 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-06-12 08:32:34,386 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 08:32:34,844 - pyskl - INFO - +top1_acc 0.8252 +top5_acc 0.9666 +2025-06-12 08:32:34,898 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_112.pth was removed +2025-06-12 08:32:35,912 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2025-06-12 08:32:35,914 - pyskl - INFO - Best top1_acc is 0.8252 at 113 epoch. +2025-06-12 08:32:35,930 - pyskl - INFO - Epoch(val) [113][3183] top1_acc: 0.8252, top5_acc: 0.9666 +2025-06-12 08:33:44,926 - pyskl - INFO - Epoch [114][100/3940] lr: 3.564e-03, eta: 18:10:01, time: 0.690, data_time: 0.245, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.3975, loss: 2.3975 +2025-06-12 08:34:29,384 - pyskl - INFO - Epoch [114][200/3940] lr: 3.560e-03, eta: 18:09:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 2.4013, loss: 2.4013 +2025-06-12 08:35:14,129 - pyskl - INFO - Epoch [114][300/3940] lr: 3.555e-03, eta: 18:08:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.4161, loss: 2.4161 +2025-06-12 08:35:58,781 - pyskl - INFO - Epoch [114][400/3940] lr: 3.551e-03, eta: 18:07:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.3669, loss: 2.3669 +2025-06-12 08:36:43,522 - pyskl - INFO - Epoch [114][500/3940] lr: 3.546e-03, eta: 18:07:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 2.2896, loss: 2.2896 +2025-06-12 08:37:28,142 - pyskl - INFO - Epoch [114][600/3940] lr: 3.541e-03, eta: 18:06:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 2.4215, loss: 2.4215 +2025-06-12 08:38:12,602 - pyskl - INFO - Epoch [114][700/3940] lr: 3.537e-03, eta: 18:05:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.3301, loss: 2.3301 +2025-06-12 08:38:57,099 - pyskl - INFO - Epoch [114][800/3940] lr: 3.532e-03, eta: 18:04:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.2767, loss: 2.2767 +2025-06-12 08:39:41,568 - pyskl - INFO - Epoch [114][900/3940] lr: 3.527e-03, eta: 18:04:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 2.4041, loss: 2.4041 +2025-06-12 08:40:26,062 - pyskl - INFO - Epoch [114][1000/3940] lr: 3.523e-03, eta: 18:03:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.3738, loss: 2.3738 +2025-06-12 08:41:10,759 - pyskl - INFO - Epoch [114][1100/3940] lr: 3.518e-03, eta: 18:02:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.3597, loss: 2.3597 +2025-06-12 08:41:55,338 - pyskl - INFO - Epoch [114][1200/3940] lr: 3.514e-03, eta: 18:01:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 2.3060, loss: 2.3060 +2025-06-12 08:42:39,840 - pyskl - INFO - Epoch [114][1300/3940] lr: 3.509e-03, eta: 18:01:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 2.3736, loss: 2.3736 +2025-06-12 08:43:24,445 - pyskl - INFO - Epoch [114][1400/3940] lr: 3.504e-03, eta: 18:00:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 2.4033, loss: 2.4033 +2025-06-12 08:44:08,953 - pyskl - INFO - Epoch [114][1500/3940] lr: 3.500e-03, eta: 17:59:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.3816, loss: 2.3816 +2025-06-12 08:44:53,463 - pyskl - INFO - Epoch [114][1600/3940] lr: 3.495e-03, eta: 17:58:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.2938, loss: 2.2938 +2025-06-12 08:45:37,976 - pyskl - INFO - Epoch [114][1700/3940] lr: 3.490e-03, eta: 17:58:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9975, loss_cls: 2.3525, loss: 2.3525 +2025-06-12 08:46:22,544 - pyskl - INFO - Epoch [114][1800/3940] lr: 3.486e-03, eta: 17:57:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 2.4858, loss: 2.4858 +2025-06-12 08:47:07,053 - pyskl - INFO - Epoch [114][1900/3940] lr: 3.481e-03, eta: 17:56:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.4175, loss: 2.4175 +2025-06-12 08:47:51,655 - pyskl - INFO - Epoch [114][2000/3940] lr: 3.477e-03, eta: 17:55:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 2.4160, loss: 2.4160 +2025-06-12 08:48:36,338 - pyskl - INFO - Epoch [114][2100/3940] lr: 3.472e-03, eta: 17:55:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.3303, loss: 2.3303 +2025-06-12 08:49:20,846 - pyskl - INFO - Epoch [114][2200/3940] lr: 3.467e-03, eta: 17:54:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 2.3491, loss: 2.3491 +2025-06-12 08:50:05,427 - pyskl - INFO - Epoch [114][2300/3940] lr: 3.463e-03, eta: 17:53:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 2.3450, loss: 2.3450 +2025-06-12 08:50:49,906 - pyskl - INFO - Epoch [114][2400/3940] lr: 3.458e-03, eta: 17:52:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9975, loss_cls: 2.3999, loss: 2.3999 +2025-06-12 08:51:34,376 - pyskl - INFO - Epoch [114][2500/3940] lr: 3.454e-03, eta: 17:52:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.4709, loss: 2.4709 +2025-06-12 08:52:18,811 - pyskl - INFO - Epoch [114][2600/3940] lr: 3.449e-03, eta: 17:51:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 2.3190, loss: 2.3190 +2025-06-12 08:53:03,251 - pyskl - INFO - Epoch [114][2700/3940] lr: 3.445e-03, eta: 17:50:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9962, loss_cls: 2.4663, loss: 2.4663 +2025-06-12 08:53:47,729 - pyskl - INFO - Epoch [114][2800/3940] lr: 3.440e-03, eta: 17:49:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.4763, loss: 2.4763 +2025-06-12 08:54:32,153 - pyskl - INFO - Epoch [114][2900/3940] lr: 3.435e-03, eta: 17:49:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.3896, loss: 2.3896 +2025-06-12 08:55:16,553 - pyskl - INFO - Epoch [114][3000/3940] lr: 3.431e-03, eta: 17:48:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.3604, loss: 2.3604 +2025-06-12 08:56:01,025 - pyskl - INFO - Epoch [114][3100/3940] lr: 3.426e-03, eta: 17:47:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 2.4770, loss: 2.4770 +2025-06-12 08:56:45,432 - pyskl - INFO - Epoch [114][3200/3940] lr: 3.422e-03, eta: 17:46:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9912, loss_cls: 2.3354, loss: 2.3354 +2025-06-12 08:57:29,896 - pyskl - INFO - Epoch [114][3300/3940] lr: 3.417e-03, eta: 17:46:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.4182, loss: 2.4182 +2025-06-12 08:58:14,354 - pyskl - INFO - Epoch [114][3400/3940] lr: 3.413e-03, eta: 17:45:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.4162, loss: 2.4162 +2025-06-12 08:58:58,842 - pyskl - INFO - Epoch [114][3500/3940] lr: 3.408e-03, eta: 17:44:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.3577, loss: 2.3577 +2025-06-12 08:59:43,315 - pyskl - INFO - Epoch [114][3600/3940] lr: 3.403e-03, eta: 17:43:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.4671, loss: 2.4671 +2025-06-12 09:00:27,794 - pyskl - INFO - Epoch [114][3700/3940] lr: 3.399e-03, eta: 17:43:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 2.4156, loss: 2.4156 +2025-06-12 09:01:12,238 - pyskl - INFO - Epoch [114][3800/3940] lr: 3.394e-03, eta: 17:42:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9912, loss_cls: 2.3657, loss: 2.3657 +2025-06-12 09:01:56,804 - pyskl - INFO - Epoch [114][3900/3940] lr: 3.390e-03, eta: 17:41:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.4737, loss: 2.4737 +2025-06-12 09:02:14,949 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-06-12 09:05:42,120 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 09:05:42,583 - pyskl - INFO - +top1_acc 0.7930 +top5_acc 0.9508 +2025-06-12 09:05:42,600 - pyskl - INFO - Epoch(val) [114][3183] top1_acc: 0.7930, top5_acc: 0.9508 +2025-06-12 09:06:51,137 - pyskl - INFO - Epoch [115][100/3940] lr: 3.383e-03, eta: 17:40:30, time: 0.685, data_time: 0.241, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 2.5407, loss: 2.5407 +2025-06-12 09:07:35,503 - pyskl - INFO - Epoch [115][200/3940] lr: 3.379e-03, eta: 17:39:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 2.2645, loss: 2.2645 +2025-06-12 09:08:19,960 - pyskl - INFO - Epoch [115][300/3940] lr: 3.374e-03, eta: 17:38:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 2.2625, loss: 2.2625 +2025-06-12 09:09:04,397 - pyskl - INFO - Epoch [115][400/3940] lr: 3.370e-03, eta: 17:38:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 2.4034, loss: 2.4034 +2025-06-12 09:09:48,830 - pyskl - INFO - Epoch [115][500/3940] lr: 3.365e-03, eta: 17:37:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.3249, loss: 2.3249 +2025-06-12 09:10:33,376 - pyskl - INFO - Epoch [115][600/3940] lr: 3.361e-03, eta: 17:36:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.4209, loss: 2.4209 +2025-06-12 09:11:18,009 - pyskl - INFO - Epoch [115][700/3940] lr: 3.356e-03, eta: 17:35:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.4664, loss: 2.4664 +2025-06-12 09:12:02,604 - pyskl - INFO - Epoch [115][800/3940] lr: 3.352e-03, eta: 17:35:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 2.3526, loss: 2.3526 +2025-06-12 09:12:47,094 - pyskl - INFO - Epoch [115][900/3940] lr: 3.347e-03, eta: 17:34:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 2.2824, loss: 2.2824 +2025-06-12 09:13:31,634 - pyskl - INFO - Epoch [115][1000/3940] lr: 3.343e-03, eta: 17:33:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 2.3086, loss: 2.3086 +2025-06-12 09:14:16,158 - pyskl - INFO - Epoch [115][1100/3940] lr: 3.338e-03, eta: 17:32:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 2.3657, loss: 2.3657 +2025-06-12 09:15:00,663 - pyskl - INFO - Epoch [115][1200/3940] lr: 3.334e-03, eta: 17:32:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9938, loss_cls: 2.2777, loss: 2.2777 +2025-06-12 09:15:45,099 - pyskl - INFO - Epoch [115][1300/3940] lr: 3.329e-03, eta: 17:31:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.3716, loss: 2.3716 +2025-06-12 09:16:29,554 - pyskl - INFO - Epoch [115][1400/3940] lr: 3.325e-03, eta: 17:30:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.2886, loss: 2.2886 +2025-06-12 09:17:13,916 - pyskl - INFO - Epoch [115][1500/3940] lr: 3.320e-03, eta: 17:29:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 2.4938, loss: 2.4938 +2025-06-12 09:17:58,281 - pyskl - INFO - Epoch [115][1600/3940] lr: 3.315e-03, eta: 17:29:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 2.3047, loss: 2.3047 +2025-06-12 09:18:42,622 - pyskl - INFO - Epoch [115][1700/3940] lr: 3.311e-03, eta: 17:28:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 2.3540, loss: 2.3540 +2025-06-12 09:19:27,149 - pyskl - INFO - Epoch [115][1800/3940] lr: 3.306e-03, eta: 17:27:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.3188, loss: 2.3188 +2025-06-12 09:20:11,818 - pyskl - INFO - Epoch [115][1900/3940] lr: 3.302e-03, eta: 17:26:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 2.4451, loss: 2.4451 +2025-06-12 09:20:56,140 - pyskl - INFO - Epoch [115][2000/3940] lr: 3.297e-03, eta: 17:26:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.3839, loss: 2.3839 +2025-06-12 09:21:40,536 - pyskl - INFO - Epoch [115][2100/3940] lr: 3.293e-03, eta: 17:25:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9912, loss_cls: 2.3424, loss: 2.3424 +2025-06-12 09:22:25,266 - pyskl - INFO - Epoch [115][2200/3940] lr: 3.288e-03, eta: 17:24:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 2.4268, loss: 2.4268 +2025-06-12 09:23:09,938 - pyskl - INFO - Epoch [115][2300/3940] lr: 3.284e-03, eta: 17:23:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.4660, loss: 2.4660 +2025-06-12 09:23:54,478 - pyskl - INFO - Epoch [115][2400/3940] lr: 3.280e-03, eta: 17:23:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9925, loss_cls: 2.3500, loss: 2.3500 +2025-06-12 09:24:39,243 - pyskl - INFO - Epoch [115][2500/3940] lr: 3.275e-03, eta: 17:22:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 2.4124, loss: 2.4124 +2025-06-12 09:25:23,739 - pyskl - INFO - Epoch [115][2600/3940] lr: 3.271e-03, eta: 17:21:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 2.3952, loss: 2.3952 +2025-06-12 09:26:08,262 - pyskl - INFO - Epoch [115][2700/3940] lr: 3.266e-03, eta: 17:20:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 2.3015, loss: 2.3015 +2025-06-12 09:26:52,693 - pyskl - INFO - Epoch [115][2800/3940] lr: 3.262e-03, eta: 17:20:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 2.3822, loss: 2.3822 +2025-06-12 09:27:37,134 - pyskl - INFO - Epoch [115][2900/3940] lr: 3.257e-03, eta: 17:19:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.4955, loss: 2.4955 +2025-06-12 09:28:21,554 - pyskl - INFO - Epoch [115][3000/3940] lr: 3.253e-03, eta: 17:18:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9906, loss_cls: 2.3246, loss: 2.3246 +2025-06-12 09:29:06,003 - pyskl - INFO - Epoch [115][3100/3940] lr: 3.248e-03, eta: 17:17:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.4103, loss: 2.4103 +2025-06-12 09:29:50,440 - pyskl - INFO - Epoch [115][3200/3940] lr: 3.244e-03, eta: 17:17:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 2.4407, loss: 2.4407 +2025-06-12 09:30:34,961 - pyskl - INFO - Epoch [115][3300/3940] lr: 3.239e-03, eta: 17:16:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.3421, loss: 2.3421 +2025-06-12 09:31:19,402 - pyskl - INFO - Epoch [115][3400/3940] lr: 3.235e-03, eta: 17:15:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9906, loss_cls: 2.4182, loss: 2.4182 +2025-06-12 09:32:03,883 - pyskl - INFO - Epoch [115][3500/3940] lr: 3.230e-03, eta: 17:14:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.3523, loss: 2.3523 +2025-06-12 09:32:48,317 - pyskl - INFO - Epoch [115][3600/3940] lr: 3.226e-03, eta: 17:14:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.3952, loss: 2.3952 +2025-06-12 09:33:32,806 - pyskl - INFO - Epoch [115][3700/3940] lr: 3.221e-03, eta: 17:13:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 2.4273, loss: 2.4273 +2025-06-12 09:34:17,156 - pyskl - INFO - Epoch [115][3800/3940] lr: 3.217e-03, eta: 17:12:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.3915, loss: 2.3915 +2025-06-12 09:35:01,565 - pyskl - INFO - Epoch [115][3900/3940] lr: 3.213e-03, eta: 17:11:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.3557, loss: 2.3557 +2025-06-12 09:35:19,721 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-06-12 09:53:43,595 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 09:53:44,060 - pyskl - INFO - +top1_acc 0.7967 +top5_acc 0.9632 +2025-06-12 09:53:44,079 - pyskl - INFO - Epoch(val) [115][3183] top1_acc: 0.7967, top5_acc: 0.9632 +2025-06-12 09:54:53,611 - pyskl - INFO - Epoch [116][100/3940] lr: 3.206e-03, eta: 17:10:58, time: 0.695, data_time: 0.249, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 2.4047, loss: 2.4047 +2025-06-12 09:55:38,198 - pyskl - INFO - Epoch [116][200/3940] lr: 3.202e-03, eta: 17:10:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 2.2788, loss: 2.2788 +2025-06-12 09:56:22,587 - pyskl - INFO - Epoch [116][300/3940] lr: 3.197e-03, eta: 17:09:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 2.4124, loss: 2.4124 +2025-06-12 09:57:07,034 - pyskl - INFO - Epoch [116][400/3940] lr: 3.193e-03, eta: 17:08:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 2.3679, loss: 2.3679 +2025-06-12 09:57:51,462 - pyskl - INFO - Epoch [116][500/3940] lr: 3.189e-03, eta: 17:07:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 2.4182, loss: 2.4182 +2025-06-12 09:58:35,914 - pyskl - INFO - Epoch [116][600/3940] lr: 3.184e-03, eta: 17:07:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 2.2888, loss: 2.2888 +2025-06-12 09:59:20,367 - pyskl - INFO - Epoch [116][700/3940] lr: 3.180e-03, eta: 17:06:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 2.3152, loss: 2.3152 +2025-06-12 10:00:04,881 - pyskl - INFO - Epoch [116][800/3940] lr: 3.175e-03, eta: 17:05:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 2.3897, loss: 2.3897 +2025-06-12 10:00:49,407 - pyskl - INFO - Epoch [116][900/3940] lr: 3.171e-03, eta: 17:04:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 2.2556, loss: 2.2556 +2025-06-12 10:01:33,889 - pyskl - INFO - Epoch [116][1000/3940] lr: 3.166e-03, eta: 17:04:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 2.3210, loss: 2.3210 +2025-06-12 10:02:18,360 - pyskl - INFO - Epoch [116][1100/3940] lr: 3.162e-03, eta: 17:03:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.3392, loss: 2.3392 +2025-06-12 10:03:02,818 - pyskl - INFO - Epoch [116][1200/3940] lr: 3.158e-03, eta: 17:02:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 2.3366, loss: 2.3366 +2025-06-12 10:03:47,400 - pyskl - INFO - Epoch [116][1300/3940] lr: 3.153e-03, eta: 17:01:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 2.2780, loss: 2.2780 +2025-06-12 10:04:31,887 - pyskl - INFO - Epoch [116][1400/3940] lr: 3.149e-03, eta: 17:01:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9988, loss_cls: 2.2517, loss: 2.2517 +2025-06-12 10:05:16,348 - pyskl - INFO - Epoch [116][1500/3940] lr: 3.144e-03, eta: 17:00:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 2.4056, loss: 2.4056 +2025-06-12 10:06:00,723 - pyskl - INFO - Epoch [116][1600/3940] lr: 3.140e-03, eta: 16:59:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 2.3196, loss: 2.3196 +2025-06-12 10:06:45,126 - pyskl - INFO - Epoch [116][1700/3940] lr: 3.136e-03, eta: 16:58:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 2.3425, loss: 2.3425 +2025-06-12 10:07:29,538 - pyskl - INFO - Epoch [116][1800/3940] lr: 3.131e-03, eta: 16:58:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.3856, loss: 2.3856 +2025-06-12 10:08:13,967 - pyskl - INFO - Epoch [116][1900/3940] lr: 3.127e-03, eta: 16:57:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 2.3283, loss: 2.3283 +2025-06-12 10:08:58,461 - pyskl - INFO - Epoch [116][2000/3940] lr: 3.122e-03, eta: 16:56:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 2.3427, loss: 2.3427 +2025-06-12 10:09:43,024 - pyskl - INFO - Epoch [116][2100/3940] lr: 3.118e-03, eta: 16:55:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 2.2983, loss: 2.2983 +2025-06-12 10:10:27,682 - pyskl - INFO - Epoch [116][2200/3940] lr: 3.114e-03, eta: 16:55:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 2.3750, loss: 2.3750 +2025-06-12 10:11:12,236 - pyskl - INFO - Epoch [116][2300/3940] lr: 3.109e-03, eta: 16:54:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.2999, loss: 2.2999 +2025-06-12 10:11:56,830 - pyskl - INFO - Epoch [116][2400/3940] lr: 3.105e-03, eta: 16:53:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 2.3543, loss: 2.3543 +2025-06-12 10:12:41,493 - pyskl - INFO - Epoch [116][2500/3940] lr: 3.100e-03, eta: 16:52:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 2.4363, loss: 2.4363 +2025-06-12 10:13:25,989 - pyskl - INFO - Epoch [116][2600/3940] lr: 3.096e-03, eta: 16:52:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.3984, loss: 2.3984 +2025-06-12 10:14:10,686 - pyskl - INFO - Epoch [116][2700/3940] lr: 3.092e-03, eta: 16:51:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 2.3220, loss: 2.3220 +2025-06-12 10:14:55,336 - pyskl - INFO - Epoch [116][2800/3940] lr: 3.087e-03, eta: 16:50:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.3648, loss: 2.3648 +2025-06-12 10:15:39,902 - pyskl - INFO - Epoch [116][2900/3940] lr: 3.083e-03, eta: 16:49:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.3691, loss: 2.3691 +2025-06-12 10:16:24,411 - pyskl - INFO - Epoch [116][3000/3940] lr: 3.079e-03, eta: 16:49:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 2.3801, loss: 2.3801 +2025-06-12 10:17:08,953 - pyskl - INFO - Epoch [116][3100/3940] lr: 3.074e-03, eta: 16:48:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 2.3350, loss: 2.3350 +2025-06-12 10:17:53,447 - pyskl - INFO - Epoch [116][3200/3940] lr: 3.070e-03, eta: 16:47:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.3776, loss: 2.3776 +2025-06-12 10:18:37,968 - pyskl - INFO - Epoch [116][3300/3940] lr: 3.065e-03, eta: 16:46:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.2418, loss: 2.2418 +2025-06-12 10:19:22,531 - pyskl - INFO - Epoch [116][3400/3940] lr: 3.061e-03, eta: 16:46:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.3143, loss: 2.3143 +2025-06-12 10:20:07,000 - pyskl - INFO - Epoch [116][3500/3940] lr: 3.057e-03, eta: 16:45:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.3606, loss: 2.3606 +2025-06-12 10:20:51,446 - pyskl - INFO - Epoch [116][3600/3940] lr: 3.052e-03, eta: 16:44:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.2618, loss: 2.2618 +2025-06-12 10:21:35,894 - pyskl - INFO - Epoch [116][3700/3940] lr: 3.048e-03, eta: 16:43:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.4246, loss: 2.4246 +2025-06-12 10:22:20,311 - pyskl - INFO - Epoch [116][3800/3940] lr: 3.044e-03, eta: 16:43:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.3661, loss: 2.3661 +2025-06-12 10:23:04,731 - pyskl - INFO - Epoch [116][3900/3940] lr: 3.039e-03, eta: 16:42:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.3681, loss: 2.3681 +2025-06-12 10:23:22,867 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-06-12 10:26:49,586 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 10:26:50,053 - pyskl - INFO - +top1_acc 0.8154 +top5_acc 0.9640 +2025-06-12 10:26:50,070 - pyskl - INFO - Epoch(val) [116][3183] top1_acc: 0.8154, top5_acc: 0.9640 +2025-06-12 10:27:59,346 - pyskl - INFO - Epoch [117][100/3940] lr: 3.033e-03, eta: 16:41:27, time: 0.693, data_time: 0.247, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.2410, loss: 2.2410 +2025-06-12 10:28:43,675 - pyskl - INFO - Epoch [117][200/3940] lr: 3.029e-03, eta: 16:40:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 2.2918, loss: 2.2918 +2025-06-12 10:29:27,943 - pyskl - INFO - Epoch [117][300/3940] lr: 3.025e-03, eta: 16:39:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 2.2801, loss: 2.2801 +2025-06-12 10:30:12,266 - pyskl - INFO - Epoch [117][400/3940] lr: 3.020e-03, eta: 16:39:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 2.3648, loss: 2.3648 +2025-06-12 10:30:56,561 - pyskl - INFO - Epoch [117][500/3940] lr: 3.016e-03, eta: 16:38:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 2.2637, loss: 2.2637 +2025-06-12 10:31:41,051 - pyskl - INFO - Epoch [117][600/3940] lr: 3.012e-03, eta: 16:37:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 2.2299, loss: 2.2299 +2025-06-12 10:32:25,518 - pyskl - INFO - Epoch [117][700/3940] lr: 3.007e-03, eta: 16:36:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 2.2754, loss: 2.2754 +2025-06-12 10:33:09,955 - pyskl - INFO - Epoch [117][800/3940] lr: 3.003e-03, eta: 16:36:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 2.2836, loss: 2.2836 +2025-06-12 10:33:54,519 - pyskl - INFO - Epoch [117][900/3940] lr: 2.999e-03, eta: 16:35:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.3537, loss: 2.3537 +2025-06-12 10:34:38,863 - pyskl - INFO - Epoch [117][1000/3940] lr: 2.994e-03, eta: 16:34:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 2.3355, loss: 2.3355 +2025-06-12 10:35:23,319 - pyskl - INFO - Epoch [117][1100/3940] lr: 2.990e-03, eta: 16:33:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 2.2504, loss: 2.2504 +2025-06-12 10:36:07,878 - pyskl - INFO - Epoch [117][1200/3940] lr: 2.986e-03, eta: 16:33:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 2.2783, loss: 2.2783 +2025-06-12 10:36:52,244 - pyskl - INFO - Epoch [117][1300/3940] lr: 2.981e-03, eta: 16:32:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9988, loss_cls: 2.2294, loss: 2.2294 +2025-06-12 10:37:36,551 - pyskl - INFO - Epoch [117][1400/3940] lr: 2.977e-03, eta: 16:31:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9925, loss_cls: 2.4117, loss: 2.4117 +2025-06-12 10:38:20,981 - pyskl - INFO - Epoch [117][1500/3940] lr: 2.973e-03, eta: 16:30:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.3500, loss: 2.3500 +2025-06-12 10:39:05,302 - pyskl - INFO - Epoch [117][1600/3940] lr: 2.968e-03, eta: 16:30:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.2921, loss: 2.2921 +2025-06-12 10:39:49,583 - pyskl - INFO - Epoch [117][1700/3940] lr: 2.964e-03, eta: 16:29:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.3066, loss: 2.3066 +2025-06-12 10:40:33,971 - pyskl - INFO - Epoch [117][1800/3940] lr: 2.960e-03, eta: 16:28:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 2.3154, loss: 2.3154 +2025-06-12 10:41:18,490 - pyskl - INFO - Epoch [117][1900/3940] lr: 2.956e-03, eta: 16:27:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 2.2558, loss: 2.2558 +2025-06-12 10:42:03,180 - pyskl - INFO - Epoch [117][2000/3940] lr: 2.951e-03, eta: 16:27:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 2.4113, loss: 2.4113 +2025-06-12 10:42:47,682 - pyskl - INFO - Epoch [117][2100/3940] lr: 2.947e-03, eta: 16:26:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.2925, loss: 2.2925 +2025-06-12 10:43:32,258 - pyskl - INFO - Epoch [117][2200/3940] lr: 2.943e-03, eta: 16:25:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 2.3502, loss: 2.3502 +2025-06-12 10:44:16,809 - pyskl - INFO - Epoch [117][2300/3940] lr: 2.938e-03, eta: 16:24:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.3853, loss: 2.3853 +2025-06-12 10:45:01,327 - pyskl - INFO - Epoch [117][2400/3940] lr: 2.934e-03, eta: 16:24:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 2.3880, loss: 2.3880 +2025-06-12 10:45:46,240 - pyskl - INFO - Epoch [117][2500/3940] lr: 2.930e-03, eta: 16:23:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 2.3212, loss: 2.3212 +2025-06-12 10:46:30,817 - pyskl - INFO - Epoch [117][2600/3940] lr: 2.926e-03, eta: 16:22:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 2.2121, loss: 2.2121 +2025-06-12 10:47:15,361 - pyskl - INFO - Epoch [117][2700/3940] lr: 2.921e-03, eta: 16:21:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.3566, loss: 2.3566 +2025-06-12 10:47:59,819 - pyskl - INFO - Epoch [117][2800/3940] lr: 2.917e-03, eta: 16:21:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.3303, loss: 2.3303 +2025-06-12 10:48:44,270 - pyskl - INFO - Epoch [117][2900/3940] lr: 2.913e-03, eta: 16:20:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 2.3807, loss: 2.3807 +2025-06-12 10:49:28,771 - pyskl - INFO - Epoch [117][3000/3940] lr: 2.909e-03, eta: 16:19:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9925, loss_cls: 2.2998, loss: 2.2998 +2025-06-12 10:50:13,300 - pyskl - INFO - Epoch [117][3100/3940] lr: 2.904e-03, eta: 16:18:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9912, loss_cls: 2.3800, loss: 2.3800 +2025-06-12 10:50:58,054 - pyskl - INFO - Epoch [117][3200/3940] lr: 2.900e-03, eta: 16:18:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.3394, loss: 2.3394 +2025-06-12 10:51:42,806 - pyskl - INFO - Epoch [117][3300/3940] lr: 2.896e-03, eta: 16:17:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 2.2784, loss: 2.2784 +2025-06-12 10:52:27,498 - pyskl - INFO - Epoch [117][3400/3940] lr: 2.892e-03, eta: 16:16:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 2.3243, loss: 2.3243 +2025-06-12 10:53:12,021 - pyskl - INFO - Epoch [117][3500/3940] lr: 2.887e-03, eta: 16:15:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.2149, loss: 2.2149 +2025-06-12 10:53:56,600 - pyskl - INFO - Epoch [117][3600/3940] lr: 2.883e-03, eta: 16:15:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.3408, loss: 2.3408 +2025-06-12 10:54:41,251 - pyskl - INFO - Epoch [117][3700/3940] lr: 2.879e-03, eta: 16:14:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.3525, loss: 2.3525 +2025-06-12 10:55:25,753 - pyskl - INFO - Epoch [117][3800/3940] lr: 2.875e-03, eta: 16:13:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 2.2902, loss: 2.2902 +2025-06-12 10:56:10,284 - pyskl - INFO - Epoch [117][3900/3940] lr: 2.870e-03, eta: 16:12:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 2.3941, loss: 2.3941 +2025-06-12 10:56:28,420 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-06-12 10:59:53,300 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 10:59:53,758 - pyskl - INFO - +top1_acc 0.8137 +top5_acc 0.9679 +2025-06-12 10:59:53,775 - pyskl - INFO - Epoch(val) [117][3183] top1_acc: 0.8137, top5_acc: 0.9679 +2025-06-12 11:01:02,747 - pyskl - INFO - Epoch [118][100/3940] lr: 2.864e-03, eta: 16:11:56, time: 0.690, data_time: 0.244, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 2.3075, loss: 2.3075 +2025-06-12 11:01:47,511 - pyskl - INFO - Epoch [118][200/3940] lr: 2.860e-03, eta: 16:11:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 2.1921, loss: 2.1921 +2025-06-12 11:02:32,161 - pyskl - INFO - Epoch [118][300/3940] lr: 2.856e-03, eta: 16:10:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 2.2761, loss: 2.2761 +2025-06-12 11:03:16,721 - pyskl - INFO - Epoch [118][400/3940] lr: 2.852e-03, eta: 16:09:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 2.1731, loss: 2.1731 +2025-06-12 11:04:01,270 - pyskl - INFO - Epoch [118][500/3940] lr: 2.847e-03, eta: 16:08:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 2.2051, loss: 2.2051 +2025-06-12 11:04:45,745 - pyskl - INFO - Epoch [118][600/3940] lr: 2.843e-03, eta: 16:08:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 2.2772, loss: 2.2772 +2025-06-12 11:05:30,234 - pyskl - INFO - Epoch [118][700/3940] lr: 2.839e-03, eta: 16:07:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 2.1742, loss: 2.1742 +2025-06-12 11:06:14,795 - pyskl - INFO - Epoch [118][800/3940] lr: 2.835e-03, eta: 16:06:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 2.2067, loss: 2.2067 +2025-06-12 11:06:59,274 - pyskl - INFO - Epoch [118][900/3940] lr: 2.831e-03, eta: 16:05:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.2253, loss: 2.2253 +2025-06-12 11:07:43,747 - pyskl - INFO - Epoch [118][1000/3940] lr: 2.826e-03, eta: 16:05:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9950, loss_cls: 2.2546, loss: 2.2546 +2025-06-12 11:08:28,208 - pyskl - INFO - Epoch [118][1100/3940] lr: 2.822e-03, eta: 16:04:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 2.1809, loss: 2.1809 +2025-06-12 11:09:12,756 - pyskl - INFO - Epoch [118][1200/3940] lr: 2.818e-03, eta: 16:03:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 2.2533, loss: 2.2533 +2025-06-12 11:09:57,294 - pyskl - INFO - Epoch [118][1300/3940] lr: 2.814e-03, eta: 16:02:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.2290, loss: 2.2290 +2025-06-12 11:10:41,850 - pyskl - INFO - Epoch [118][1400/3940] lr: 2.810e-03, eta: 16:02:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.2508, loss: 2.2508 +2025-06-12 11:11:26,365 - pyskl - INFO - Epoch [118][1500/3940] lr: 2.805e-03, eta: 16:01:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 2.2588, loss: 2.2588 +2025-06-12 11:12:10,928 - pyskl - INFO - Epoch [118][1600/3940] lr: 2.801e-03, eta: 16:00:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 2.1861, loss: 2.1861 +2025-06-12 11:12:55,546 - pyskl - INFO - Epoch [118][1700/3940] lr: 2.797e-03, eta: 15:59:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 2.1746, loss: 2.1746 +2025-06-12 11:13:40,021 - pyskl - INFO - Epoch [118][1800/3940] lr: 2.793e-03, eta: 15:59:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 2.2720, loss: 2.2720 +2025-06-12 11:14:24,548 - pyskl - INFO - Epoch [118][1900/3940] lr: 2.789e-03, eta: 15:58:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.3002, loss: 2.3002 +2025-06-12 11:15:09,124 - pyskl - INFO - Epoch [118][2000/3940] lr: 2.784e-03, eta: 15:57:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 2.3014, loss: 2.3014 +2025-06-12 11:15:53,604 - pyskl - INFO - Epoch [118][2100/3940] lr: 2.780e-03, eta: 15:56:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.2890, loss: 2.2890 +2025-06-12 11:16:38,209 - pyskl - INFO - Epoch [118][2200/3940] lr: 2.776e-03, eta: 15:56:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 2.2358, loss: 2.2358 +2025-06-12 11:17:22,807 - pyskl - INFO - Epoch [118][2300/3940] lr: 2.772e-03, eta: 15:55:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 2.2915, loss: 2.2915 +2025-06-12 11:18:07,454 - pyskl - INFO - Epoch [118][2400/3940] lr: 2.768e-03, eta: 15:54:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9988, loss_cls: 2.3793, loss: 2.3793 +2025-06-12 11:18:52,071 - pyskl - INFO - Epoch [118][2500/3940] lr: 2.764e-03, eta: 15:53:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 2.2291, loss: 2.2291 +2025-06-12 11:19:36,668 - pyskl - INFO - Epoch [118][2600/3940] lr: 2.759e-03, eta: 15:53:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 2.2510, loss: 2.2510 +2025-06-12 11:20:21,231 - pyskl - INFO - Epoch [118][2700/3940] lr: 2.755e-03, eta: 15:52:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 2.3915, loss: 2.3915 +2025-06-12 11:21:05,797 - pyskl - INFO - Epoch [118][2800/3940] lr: 2.751e-03, eta: 15:51:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.3256, loss: 2.3256 +2025-06-12 11:21:50,309 - pyskl - INFO - Epoch [118][2900/3940] lr: 2.747e-03, eta: 15:50:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 2.2879, loss: 2.2879 +2025-06-12 11:22:34,768 - pyskl - INFO - Epoch [118][3000/3940] lr: 2.743e-03, eta: 15:50:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 2.2054, loss: 2.2054 +2025-06-12 11:23:19,290 - pyskl - INFO - Epoch [118][3100/3940] lr: 2.739e-03, eta: 15:49:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 2.2635, loss: 2.2635 +2025-06-12 11:24:03,968 - pyskl - INFO - Epoch [118][3200/3940] lr: 2.734e-03, eta: 15:48:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 2.2611, loss: 2.2611 +2025-06-12 11:24:48,530 - pyskl - INFO - Epoch [118][3300/3940] lr: 2.730e-03, eta: 15:47:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.3749, loss: 2.3749 +2025-06-12 11:25:33,061 - pyskl - INFO - Epoch [118][3400/3940] lr: 2.726e-03, eta: 15:47:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 2.2603, loss: 2.2603 +2025-06-12 11:26:17,652 - pyskl - INFO - Epoch [118][3500/3940] lr: 2.722e-03, eta: 15:46:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.3334, loss: 2.3334 +2025-06-12 11:27:02,298 - pyskl - INFO - Epoch [118][3600/3940] lr: 2.718e-03, eta: 15:45:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 2.3062, loss: 2.3062 +2025-06-12 11:27:46,938 - pyskl - INFO - Epoch [118][3700/3940] lr: 2.714e-03, eta: 15:44:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9925, loss_cls: 2.3647, loss: 2.3647 +2025-06-12 11:28:31,546 - pyskl - INFO - Epoch [118][3800/3940] lr: 2.710e-03, eta: 15:44:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 2.3150, loss: 2.3150 +2025-06-12 11:29:16,091 - pyskl - INFO - Epoch [118][3900/3940] lr: 2.706e-03, eta: 15:43:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.3218, loss: 2.3218 +2025-06-12 11:29:34,345 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-06-12 11:32:59,341 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 11:32:59,808 - pyskl - INFO - +top1_acc 0.8364 +top5_acc 0.9717 +2025-06-12 11:32:59,864 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_113.pth was removed +2025-06-12 11:33:00,945 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2025-06-12 11:33:00,947 - pyskl - INFO - Best top1_acc is 0.8364 at 118 epoch. +2025-06-12 11:33:00,966 - pyskl - INFO - Epoch(val) [118][3183] top1_acc: 0.8364, top5_acc: 0.9717 +2025-06-12 11:34:10,143 - pyskl - INFO - Epoch [119][100/3940] lr: 2.700e-03, eta: 15:42:26, time: 0.692, data_time: 0.245, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 2.2151, loss: 2.2151 +2025-06-12 11:34:54,747 - pyskl - INFO - Epoch [119][200/3940] lr: 2.696e-03, eta: 15:41:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 2.2458, loss: 2.2458 +2025-06-12 11:35:39,413 - pyskl - INFO - Epoch [119][300/3940] lr: 2.692e-03, eta: 15:40:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 2.2288, loss: 2.2288 +2025-06-12 11:36:24,072 - pyskl - INFO - Epoch [119][400/3940] lr: 2.687e-03, eta: 15:40:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 2.2840, loss: 2.2840 +2025-06-12 11:37:08,665 - pyskl - INFO - Epoch [119][500/3940] lr: 2.683e-03, eta: 15:39:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.2693, loss: 2.2693 +2025-06-12 11:37:53,234 - pyskl - INFO - Epoch [119][600/3940] lr: 2.679e-03, eta: 15:38:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 2.2534, loss: 2.2534 +2025-06-12 11:38:37,725 - pyskl - INFO - Epoch [119][700/3940] lr: 2.675e-03, eta: 15:37:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.1513, loss: 2.1513 +2025-06-12 11:39:22,236 - pyskl - INFO - Epoch [119][800/3940] lr: 2.671e-03, eta: 15:37:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 2.1818, loss: 2.1818 +2025-06-12 11:40:06,716 - pyskl - INFO - Epoch [119][900/3940] lr: 2.667e-03, eta: 15:36:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 2.1548, loss: 2.1548 +2025-06-12 11:40:51,221 - pyskl - INFO - Epoch [119][1000/3940] lr: 2.663e-03, eta: 15:35:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 2.2531, loss: 2.2531 +2025-06-12 11:41:35,638 - pyskl - INFO - Epoch [119][1100/3940] lr: 2.659e-03, eta: 15:34:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 2.2566, loss: 2.2566 +2025-06-12 11:42:20,070 - pyskl - INFO - Epoch [119][1200/3940] lr: 2.655e-03, eta: 15:34:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 2.1394, loss: 2.1394 +2025-06-12 11:43:04,493 - pyskl - INFO - Epoch [119][1300/3940] lr: 2.650e-03, eta: 15:33:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 2.2478, loss: 2.2478 +2025-06-12 11:43:48,906 - pyskl - INFO - Epoch [119][1400/3940] lr: 2.646e-03, eta: 15:32:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.2264, loss: 2.2264 +2025-06-12 11:44:33,523 - pyskl - INFO - Epoch [119][1500/3940] lr: 2.642e-03, eta: 15:31:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 2.2612, loss: 2.2612 +2025-06-12 11:45:18,086 - pyskl - INFO - Epoch [119][1600/3940] lr: 2.638e-03, eta: 15:31:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 2.2653, loss: 2.2653 +2025-06-12 11:46:02,558 - pyskl - INFO - Epoch [119][1700/3940] lr: 2.634e-03, eta: 15:30:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 2.2052, loss: 2.2052 +2025-06-12 11:46:47,058 - pyskl - INFO - Epoch [119][1800/3940] lr: 2.630e-03, eta: 15:29:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 2.2554, loss: 2.2554 +2025-06-12 11:47:31,891 - pyskl - INFO - Epoch [119][1900/3940] lr: 2.626e-03, eta: 15:28:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9950, loss_cls: 2.2425, loss: 2.2425 +2025-06-12 11:48:16,443 - pyskl - INFO - Epoch [119][2000/3940] lr: 2.622e-03, eta: 15:28:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.2484, loss: 2.2484 +2025-06-12 11:49:00,959 - pyskl - INFO - Epoch [119][2100/3940] lr: 2.618e-03, eta: 15:27:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 2.1759, loss: 2.1759 +2025-06-12 11:49:45,475 - pyskl - INFO - Epoch [119][2200/3940] lr: 2.614e-03, eta: 15:26:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 2.2452, loss: 2.2452 +2025-06-12 11:50:29,990 - pyskl - INFO - Epoch [119][2300/3940] lr: 2.610e-03, eta: 15:25:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 2.3109, loss: 2.3109 +2025-06-12 11:51:14,455 - pyskl - INFO - Epoch [119][2400/3940] lr: 2.606e-03, eta: 15:25:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.2384, loss: 2.2384 +2025-06-12 11:51:58,760 - pyskl - INFO - Epoch [119][2500/3940] lr: 2.602e-03, eta: 15:24:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.2986, loss: 2.2986 +2025-06-12 11:52:43,145 - pyskl - INFO - Epoch [119][2600/3940] lr: 2.598e-03, eta: 15:23:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 2.2381, loss: 2.2381 +2025-06-12 11:53:27,527 - pyskl - INFO - Epoch [119][2700/3940] lr: 2.593e-03, eta: 15:22:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.2730, loss: 2.2730 +2025-06-12 11:54:11,857 - pyskl - INFO - Epoch [119][2800/3940] lr: 2.589e-03, eta: 15:22:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 2.2585, loss: 2.2585 +2025-06-12 11:54:56,197 - pyskl - INFO - Epoch [119][2900/3940] lr: 2.585e-03, eta: 15:21:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.2927, loss: 2.2927 +2025-06-12 11:55:40,580 - pyskl - INFO - Epoch [119][3000/3940] lr: 2.581e-03, eta: 15:20:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 2.3048, loss: 2.3048 +2025-06-12 11:56:24,930 - pyskl - INFO - Epoch [119][3100/3940] lr: 2.577e-03, eta: 15:19:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 2.2992, loss: 2.2992 +2025-06-12 11:57:09,293 - pyskl - INFO - Epoch [119][3200/3940] lr: 2.573e-03, eta: 15:19:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 2.2253, loss: 2.2253 +2025-06-12 11:57:53,650 - pyskl - INFO - Epoch [119][3300/3940] lr: 2.569e-03, eta: 15:18:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 2.2359, loss: 2.2359 +2025-06-12 11:58:38,004 - pyskl - INFO - Epoch [119][3400/3940] lr: 2.565e-03, eta: 15:17:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 2.2482, loss: 2.2482 +2025-06-12 11:59:22,318 - pyskl - INFO - Epoch [119][3500/3940] lr: 2.561e-03, eta: 15:16:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 2.2773, loss: 2.2773 +2025-06-12 12:00:06,677 - pyskl - INFO - Epoch [119][3600/3940] lr: 2.557e-03, eta: 15:16:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 2.2634, loss: 2.2634 +2025-06-12 12:00:51,000 - pyskl - INFO - Epoch [119][3700/3940] lr: 2.553e-03, eta: 15:15:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9994, loss_cls: 2.2989, loss: 2.2989 +2025-06-12 12:01:35,371 - pyskl - INFO - Epoch [119][3800/3940] lr: 2.549e-03, eta: 15:14:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 2.2525, loss: 2.2525 +2025-06-12 12:02:19,722 - pyskl - INFO - Epoch [119][3900/3940] lr: 2.545e-03, eta: 15:13:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 2.2965, loss: 2.2965 +2025-06-12 12:02:37,773 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-06-12 12:06:02,749 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 12:06:03,210 - pyskl - INFO - +top1_acc 0.8369 +top5_acc 0.9690 +2025-06-12 12:06:03,265 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_118.pth was removed +2025-06-12 12:06:04,320 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2025-06-12 12:06:04,322 - pyskl - INFO - Best top1_acc is 0.8369 at 119 epoch. +2025-06-12 12:06:04,341 - pyskl - INFO - Epoch(val) [119][3183] top1_acc: 0.8369, top5_acc: 0.9690 +2025-06-12 12:07:13,310 - pyskl - INFO - Epoch [120][100/3940] lr: 2.539e-03, eta: 15:12:55, time: 0.690, data_time: 0.246, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 2.3443, loss: 2.3443 +2025-06-12 12:07:57,689 - pyskl - INFO - Epoch [120][200/3940] lr: 2.535e-03, eta: 15:12:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9925, loss_cls: 2.2666, loss: 2.2666 +2025-06-12 12:08:42,026 - pyskl - INFO - Epoch [120][300/3940] lr: 2.531e-03, eta: 15:11:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 1.0000, loss_cls: 2.2433, loss: 2.2433 +2025-06-12 12:09:26,395 - pyskl - INFO - Epoch [120][400/3940] lr: 2.527e-03, eta: 15:10:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.2433, loss: 2.2433 +2025-06-12 12:10:10,710 - pyskl - INFO - Epoch [120][500/3940] lr: 2.523e-03, eta: 15:09:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 2.2765, loss: 2.2765 +2025-06-12 12:10:55,014 - pyskl - INFO - Epoch [120][600/3940] lr: 2.519e-03, eta: 15:09:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 2.1893, loss: 2.1893 +2025-06-12 12:11:39,346 - pyskl - INFO - Epoch [120][700/3940] lr: 2.515e-03, eta: 15:08:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 2.1722, loss: 2.1722 +2025-06-12 12:12:23,756 - pyskl - INFO - Epoch [120][800/3940] lr: 2.511e-03, eta: 15:07:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9950, loss_cls: 2.2174, loss: 2.2174 +2025-06-12 12:13:08,116 - pyskl - INFO - Epoch [120][900/3940] lr: 2.507e-03, eta: 15:06:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 2.1973, loss: 2.1973 +2025-06-12 12:13:52,453 - pyskl - INFO - Epoch [120][1000/3940] lr: 2.503e-03, eta: 15:06:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 2.1752, loss: 2.1752 +2025-06-12 12:14:36,805 - pyskl - INFO - Epoch [120][1100/3940] lr: 2.499e-03, eta: 15:05:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 2.1433, loss: 2.1433 +2025-06-12 12:15:21,146 - pyskl - INFO - Epoch [120][1200/3940] lr: 2.495e-03, eta: 15:04:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.2540, loss: 2.2540 +2025-06-12 12:16:05,537 - pyskl - INFO - Epoch [120][1300/3940] lr: 2.491e-03, eta: 15:03:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9994, loss_cls: 2.1819, loss: 2.1819 +2025-06-12 12:16:49,918 - pyskl - INFO - Epoch [120][1400/3940] lr: 2.487e-03, eta: 15:03:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.2424, loss: 2.2424 +2025-06-12 12:17:34,287 - pyskl - INFO - Epoch [120][1500/3940] lr: 2.483e-03, eta: 15:02:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.2563, loss: 2.2563 +2025-06-12 12:18:18,712 - pyskl - INFO - Epoch [120][1600/3940] lr: 2.479e-03, eta: 15:01:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 2.1006, loss: 2.1006 +2025-06-12 12:19:03,074 - pyskl - INFO - Epoch [120][1700/3940] lr: 2.476e-03, eta: 15:00:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 2.1563, loss: 2.1563 +2025-06-12 12:19:47,460 - pyskl - INFO - Epoch [120][1800/3940] lr: 2.472e-03, eta: 15:00:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 2.2442, loss: 2.2442 +2025-06-12 12:20:31,842 - pyskl - INFO - Epoch [120][1900/3940] lr: 2.468e-03, eta: 14:59:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 2.2208, loss: 2.2208 +2025-06-12 12:21:16,290 - pyskl - INFO - Epoch [120][2000/3940] lr: 2.464e-03, eta: 14:58:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 2.2081, loss: 2.2081 +2025-06-12 12:22:00,736 - pyskl - INFO - Epoch [120][2100/3940] lr: 2.460e-03, eta: 14:57:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 2.2565, loss: 2.2565 +2025-06-12 12:22:45,197 - pyskl - INFO - Epoch [120][2200/3940] lr: 2.456e-03, eta: 14:57:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.2238, loss: 2.2238 +2025-06-12 12:23:29,559 - pyskl - INFO - Epoch [120][2300/3940] lr: 2.452e-03, eta: 14:56:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 2.1706, loss: 2.1706 +2025-06-12 12:24:14,018 - pyskl - INFO - Epoch [120][2400/3940] lr: 2.448e-03, eta: 14:55:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 2.2622, loss: 2.2622 +2025-06-12 12:24:58,414 - pyskl - INFO - Epoch [120][2500/3940] lr: 2.444e-03, eta: 14:54:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 2.2274, loss: 2.2274 +2025-06-12 12:25:42,847 - pyskl - INFO - Epoch [120][2600/3940] lr: 2.440e-03, eta: 14:54:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 2.2023, loss: 2.2023 +2025-06-12 12:26:27,273 - pyskl - INFO - Epoch [120][2700/3940] lr: 2.436e-03, eta: 14:53:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 2.1548, loss: 2.1548 +2025-06-12 12:27:11,707 - pyskl - INFO - Epoch [120][2800/3940] lr: 2.432e-03, eta: 14:52:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9938, loss_cls: 2.3081, loss: 2.3081 +2025-06-12 12:27:56,036 - pyskl - INFO - Epoch [120][2900/3940] lr: 2.428e-03, eta: 14:51:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 2.2809, loss: 2.2809 +2025-06-12 12:28:40,461 - pyskl - INFO - Epoch [120][3000/3940] lr: 2.424e-03, eta: 14:51:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.2668, loss: 2.2668 +2025-06-12 12:29:24,881 - pyskl - INFO - Epoch [120][3100/3940] lr: 2.420e-03, eta: 14:50:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 2.2489, loss: 2.2489 +2025-06-12 12:30:09,272 - pyskl - INFO - Epoch [120][3200/3940] lr: 2.416e-03, eta: 14:49:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9994, loss_cls: 2.2280, loss: 2.2280 +2025-06-12 12:30:53,758 - pyskl - INFO - Epoch [120][3300/3940] lr: 2.412e-03, eta: 14:48:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 2.2367, loss: 2.2367 +2025-06-12 12:31:38,122 - pyskl - INFO - Epoch [120][3400/3940] lr: 2.408e-03, eta: 14:48:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 2.3003, loss: 2.3003 +2025-06-12 12:32:22,497 - pyskl - INFO - Epoch [120][3500/3940] lr: 2.405e-03, eta: 14:47:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 2.2468, loss: 2.2468 +2025-06-12 12:33:06,732 - pyskl - INFO - Epoch [120][3600/3940] lr: 2.401e-03, eta: 14:46:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 2.1869, loss: 2.1869 +2025-06-12 12:33:51,027 - pyskl - INFO - Epoch [120][3700/3940] lr: 2.397e-03, eta: 14:45:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9938, loss_cls: 2.3046, loss: 2.3046 +2025-06-12 12:34:35,295 - pyskl - INFO - Epoch [120][3800/3940] lr: 2.393e-03, eta: 14:45:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 2.2609, loss: 2.2609 +2025-06-12 12:35:19,601 - pyskl - INFO - Epoch [120][3900/3940] lr: 2.389e-03, eta: 14:44:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 2.2420, loss: 2.2420 +2025-06-12 12:35:37,881 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-06-12 12:53:28,785 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 12:53:29,331 - pyskl - INFO - +top1_acc 0.8320 +top5_acc 0.9698 +2025-06-12 12:53:29,359 - pyskl - INFO - Epoch(val) [120][3183] top1_acc: 0.8320, top5_acc: 0.9698 +2025-06-12 12:54:39,377 - pyskl - INFO - Epoch [121][100/3940] lr: 2.383e-03, eta: 14:43:23, time: 0.700, data_time: 0.253, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 2.2919, loss: 2.2919 +2025-06-12 12:55:23,929 - pyskl - INFO - Epoch [121][200/3940] lr: 2.380e-03, eta: 14:42:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 2.2448, loss: 2.2448 +2025-06-12 12:56:08,653 - pyskl - INFO - Epoch [121][300/3940] lr: 2.376e-03, eta: 14:41:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 2.2631, loss: 2.2631 +2025-06-12 12:56:52,905 - pyskl - INFO - Epoch [121][400/3940] lr: 2.372e-03, eta: 14:41:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 2.2202, loss: 2.2202 +2025-06-12 12:57:37,210 - pyskl - INFO - Epoch [121][500/3940] lr: 2.368e-03, eta: 14:40:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 2.2262, loss: 2.2262 +2025-06-12 12:58:21,685 - pyskl - INFO - Epoch [121][600/3940] lr: 2.364e-03, eta: 14:39:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 2.1860, loss: 2.1860 +2025-06-12 12:59:06,249 - pyskl - INFO - Epoch [121][700/3940] lr: 2.360e-03, eta: 14:38:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 2.1277, loss: 2.1277 +2025-06-12 12:59:50,576 - pyskl - INFO - Epoch [121][800/3940] lr: 2.356e-03, eta: 14:38:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 2.1855, loss: 2.1855 +2025-06-12 13:00:34,966 - pyskl - INFO - Epoch [121][900/3940] lr: 2.352e-03, eta: 14:37:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 2.2150, loss: 2.2150 +2025-06-12 13:01:19,382 - pyskl - INFO - Epoch [121][1000/3940] lr: 2.348e-03, eta: 14:36:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 2.1767, loss: 2.1767 +2025-06-12 13:02:03,697 - pyskl - INFO - Epoch [121][1100/3940] lr: 2.345e-03, eta: 14:35:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 2.1077, loss: 2.1077 +2025-06-12 13:02:48,323 - pyskl - INFO - Epoch [121][1200/3940] lr: 2.341e-03, eta: 14:35:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 2.2254, loss: 2.2254 +2025-06-12 13:03:32,663 - pyskl - INFO - Epoch [121][1300/3940] lr: 2.337e-03, eta: 14:34:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 2.0706, loss: 2.0706 +2025-06-12 13:04:17,112 - pyskl - INFO - Epoch [121][1400/3940] lr: 2.333e-03, eta: 14:33:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 2.1396, loss: 2.1396 +2025-06-12 13:05:01,458 - pyskl - INFO - Epoch [121][1500/3940] lr: 2.329e-03, eta: 14:32:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.1475, loss: 2.1475 +2025-06-12 13:05:45,835 - pyskl - INFO - Epoch [121][1600/3940] lr: 2.325e-03, eta: 14:32:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 2.2376, loss: 2.2376 +2025-06-12 13:06:30,171 - pyskl - INFO - Epoch [121][1700/3940] lr: 2.321e-03, eta: 14:31:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 2.0858, loss: 2.0858 +2025-06-12 13:07:14,573 - pyskl - INFO - Epoch [121][1800/3940] lr: 2.317e-03, eta: 14:30:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 2.1961, loss: 2.1961 +2025-06-12 13:07:58,970 - pyskl - INFO - Epoch [121][1900/3940] lr: 2.314e-03, eta: 14:29:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 2.1707, loss: 2.1707 +2025-06-12 13:08:43,417 - pyskl - INFO - Epoch [121][2000/3940] lr: 2.310e-03, eta: 14:29:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.1719, loss: 2.1719 +2025-06-12 13:09:27,983 - pyskl - INFO - Epoch [121][2100/3940] lr: 2.306e-03, eta: 14:28:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.1863, loss: 2.1863 +2025-06-12 13:10:12,432 - pyskl - INFO - Epoch [121][2200/3940] lr: 2.302e-03, eta: 14:27:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.2179, loss: 2.2179 +2025-06-12 13:10:56,977 - pyskl - INFO - Epoch [121][2300/3940] lr: 2.298e-03, eta: 14:26:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 2.2285, loss: 2.2285 +2025-06-12 13:11:41,581 - pyskl - INFO - Epoch [121][2400/3940] lr: 2.294e-03, eta: 14:26:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 2.1848, loss: 2.1848 +2025-06-12 13:12:26,182 - pyskl - INFO - Epoch [121][2500/3940] lr: 2.291e-03, eta: 14:25:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 2.2475, loss: 2.2475 +2025-06-12 13:13:10,537 - pyskl - INFO - Epoch [121][2600/3940] lr: 2.287e-03, eta: 14:24:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 2.1844, loss: 2.1844 +2025-06-12 13:13:54,850 - pyskl - INFO - Epoch [121][2700/3940] lr: 2.283e-03, eta: 14:23:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 2.1883, loss: 2.1883 +2025-06-12 13:14:39,329 - pyskl - INFO - Epoch [121][2800/3940] lr: 2.279e-03, eta: 14:23:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 2.2103, loss: 2.2103 +2025-06-12 13:15:23,755 - pyskl - INFO - Epoch [121][2900/3940] lr: 2.275e-03, eta: 14:22:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 2.2353, loss: 2.2353 +2025-06-12 13:16:08,247 - pyskl - INFO - Epoch [121][3000/3940] lr: 2.271e-03, eta: 14:21:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 2.1449, loss: 2.1449 +2025-06-12 13:16:52,625 - pyskl - INFO - Epoch [121][3100/3940] lr: 2.268e-03, eta: 14:20:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 2.2063, loss: 2.2063 +2025-06-12 13:17:37,178 - pyskl - INFO - Epoch [121][3200/3940] lr: 2.264e-03, eta: 14:20:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 2.1811, loss: 2.1811 +2025-06-12 13:18:21,561 - pyskl - INFO - Epoch [121][3300/3940] lr: 2.260e-03, eta: 14:19:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.1553, loss: 2.1553 +2025-06-12 13:19:05,889 - pyskl - INFO - Epoch [121][3400/3940] lr: 2.256e-03, eta: 14:18:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 2.1231, loss: 2.1231 +2025-06-12 13:19:50,534 - pyskl - INFO - Epoch [121][3500/3940] lr: 2.252e-03, eta: 14:17:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 2.2095, loss: 2.2095 +2025-06-12 13:20:35,085 - pyskl - INFO - Epoch [121][3600/3940] lr: 2.249e-03, eta: 14:17:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.2211, loss: 2.2211 +2025-06-12 13:21:19,445 - pyskl - INFO - Epoch [121][3700/3940] lr: 2.245e-03, eta: 14:16:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.1327, loss: 2.1327 +2025-06-12 13:22:03,828 - pyskl - INFO - Epoch [121][3800/3940] lr: 2.241e-03, eta: 14:15:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.1626, loss: 2.1626 +2025-06-12 13:22:48,175 - pyskl - INFO - Epoch [121][3900/3940] lr: 2.237e-03, eta: 14:14:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.1350, loss: 2.1350 +2025-06-12 13:23:06,355 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-06-12 13:26:33,075 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 13:26:33,546 - pyskl - INFO - +top1_acc 0.8347 +top5_acc 0.9715 +2025-06-12 13:26:33,564 - pyskl - INFO - Epoch(val) [121][3183] top1_acc: 0.8347, top5_acc: 0.9715 +2025-06-12 13:27:42,759 - pyskl - INFO - Epoch [122][100/3940] lr: 2.232e-03, eta: 14:13:53, time: 0.692, data_time: 0.247, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 2.1761, loss: 2.1761 +2025-06-12 13:28:27,614 - pyskl - INFO - Epoch [122][200/3940] lr: 2.228e-03, eta: 14:13:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.1964, loss: 2.1964 +2025-06-12 13:29:11,992 - pyskl - INFO - Epoch [122][300/3940] lr: 2.224e-03, eta: 14:12:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 2.0882, loss: 2.0882 +2025-06-12 13:29:56,720 - pyskl - INFO - Epoch [122][400/3940] lr: 2.221e-03, eta: 14:11:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 2.1813, loss: 2.1813 +2025-06-12 13:30:41,102 - pyskl - INFO - Epoch [122][500/3940] lr: 2.217e-03, eta: 14:10:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 2.1164, loss: 2.1164 +2025-06-12 13:31:25,640 - pyskl - INFO - Epoch [122][600/3940] lr: 2.213e-03, eta: 14:10:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 2.1368, loss: 2.1368 +2025-06-12 13:32:10,282 - pyskl - INFO - Epoch [122][700/3940] lr: 2.209e-03, eta: 14:09:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 2.1102, loss: 2.1102 +2025-06-12 13:32:54,755 - pyskl - INFO - Epoch [122][800/3940] lr: 2.205e-03, eta: 14:08:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 2.1712, loss: 2.1712 +2025-06-12 13:33:39,256 - pyskl - INFO - Epoch [122][900/3940] lr: 2.202e-03, eta: 14:07:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 2.1335, loss: 2.1335 +2025-06-12 13:34:23,769 - pyskl - INFO - Epoch [122][1000/3940] lr: 2.198e-03, eta: 14:07:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 2.0573, loss: 2.0573 +2025-06-12 13:35:08,413 - pyskl - INFO - Epoch [122][1100/3940] lr: 2.194e-03, eta: 14:06:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 2.2513, loss: 2.2513 +2025-06-12 13:35:52,920 - pyskl - INFO - Epoch [122][1200/3940] lr: 2.190e-03, eta: 14:05:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 2.1291, loss: 2.1291 +2025-06-12 13:36:37,409 - pyskl - INFO - Epoch [122][1300/3940] lr: 2.187e-03, eta: 14:04:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 2.1112, loss: 2.1112 +2025-06-12 13:37:21,985 - pyskl - INFO - Epoch [122][1400/3940] lr: 2.183e-03, eta: 14:04:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 2.1987, loss: 2.1987 +2025-06-12 13:38:06,707 - pyskl - INFO - Epoch [122][1500/3940] lr: 2.179e-03, eta: 14:03:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 2.2047, loss: 2.2047 +2025-06-12 13:38:51,337 - pyskl - INFO - Epoch [122][1600/3940] lr: 2.175e-03, eta: 14:02:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 2.0881, loss: 2.0881 +2025-06-12 13:39:35,938 - pyskl - INFO - Epoch [122][1700/3940] lr: 2.172e-03, eta: 14:01:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 2.2046, loss: 2.2046 +2025-06-12 13:40:20,565 - pyskl - INFO - Epoch [122][1800/3940] lr: 2.168e-03, eta: 14:01:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.1766, loss: 2.1766 +2025-06-12 13:41:05,088 - pyskl - INFO - Epoch [122][1900/3940] lr: 2.164e-03, eta: 14:00:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 2.1674, loss: 2.1674 +2025-06-12 13:41:49,686 - pyskl - INFO - Epoch [122][2000/3940] lr: 2.160e-03, eta: 13:59:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 2.2593, loss: 2.2593 +2025-06-12 13:42:34,293 - pyskl - INFO - Epoch [122][2100/3940] lr: 2.157e-03, eta: 13:58:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 2.2199, loss: 2.2199 +2025-06-12 13:43:18,788 - pyskl - INFO - Epoch [122][2200/3940] lr: 2.153e-03, eta: 13:58:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 2.1786, loss: 2.1786 +2025-06-12 13:44:03,357 - pyskl - INFO - Epoch [122][2300/3940] lr: 2.149e-03, eta: 13:57:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 2.0921, loss: 2.0921 +2025-06-12 13:44:48,089 - pyskl - INFO - Epoch [122][2400/3940] lr: 2.145e-03, eta: 13:56:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 2.2251, loss: 2.2251 +2025-06-12 13:45:33,023 - pyskl - INFO - Epoch [122][2500/3940] lr: 2.142e-03, eta: 13:55:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 2.1233, loss: 2.1233 +2025-06-12 13:46:17,637 - pyskl - INFO - Epoch [122][2600/3940] lr: 2.138e-03, eta: 13:55:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 2.1342, loss: 2.1342 +2025-06-12 13:47:02,275 - pyskl - INFO - Epoch [122][2700/3940] lr: 2.134e-03, eta: 13:54:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 2.1308, loss: 2.1308 +2025-06-12 13:47:46,917 - pyskl - INFO - Epoch [122][2800/3940] lr: 2.131e-03, eta: 13:53:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 2.1239, loss: 2.1239 +2025-06-12 13:48:31,491 - pyskl - INFO - Epoch [122][2900/3940] lr: 2.127e-03, eta: 13:52:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 2.1622, loss: 2.1622 +2025-06-12 13:49:16,033 - pyskl - INFO - Epoch [122][3000/3940] lr: 2.123e-03, eta: 13:52:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 2.1179, loss: 2.1179 +2025-06-12 13:50:00,517 - pyskl - INFO - Epoch [122][3100/3940] lr: 2.120e-03, eta: 13:51:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 2.1250, loss: 2.1250 +2025-06-12 13:50:44,970 - pyskl - INFO - Epoch [122][3200/3940] lr: 2.116e-03, eta: 13:50:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 2.1291, loss: 2.1291 +2025-06-12 13:51:29,640 - pyskl - INFO - Epoch [122][3300/3940] lr: 2.112e-03, eta: 13:49:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 2.1543, loss: 2.1543 +2025-06-12 13:52:14,561 - pyskl - INFO - Epoch [122][3400/3940] lr: 2.108e-03, eta: 13:49:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 2.2000, loss: 2.2000 +2025-06-12 13:52:59,464 - pyskl - INFO - Epoch [122][3500/3940] lr: 2.105e-03, eta: 13:48:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 2.1300, loss: 2.1300 +2025-06-12 13:53:44,188 - pyskl - INFO - Epoch [122][3600/3940] lr: 2.101e-03, eta: 13:47:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 2.2537, loss: 2.2537 +2025-06-12 13:54:28,832 - pyskl - INFO - Epoch [122][3700/3940] lr: 2.097e-03, eta: 13:46:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 2.1790, loss: 2.1790 +2025-06-12 13:55:13,355 - pyskl - INFO - Epoch [122][3800/3940] lr: 2.094e-03, eta: 13:46:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 2.1740, loss: 2.1740 +2025-06-12 13:55:57,847 - pyskl - INFO - Epoch [122][3900/3940] lr: 2.090e-03, eta: 13:45:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 2.1663, loss: 2.1663 +2025-06-12 13:56:16,032 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-06-12 13:59:41,086 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 13:59:41,561 - pyskl - INFO - +top1_acc 0.8443 +top5_acc 0.9727 +2025-06-12 13:59:41,613 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_119.pth was removed +2025-06-12 13:59:42,630 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_122.pth. +2025-06-12 13:59:42,632 - pyskl - INFO - Best top1_acc is 0.8443 at 122 epoch. +2025-06-12 13:59:42,648 - pyskl - INFO - Epoch(val) [122][3183] top1_acc: 0.8443, top5_acc: 0.9727 +2025-06-12 14:00:52,033 - pyskl - INFO - Epoch [123][100/3940] lr: 2.085e-03, eta: 13:44:24, time: 0.694, data_time: 0.249, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 2.0964, loss: 2.0964 +2025-06-12 14:01:36,643 - pyskl - INFO - Epoch [123][200/3940] lr: 2.081e-03, eta: 13:43:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 2.1480, loss: 2.1480 +2025-06-12 14:02:21,104 - pyskl - INFO - Epoch [123][300/3940] lr: 2.078e-03, eta: 13:42:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 2.1525, loss: 2.1525 +2025-06-12 14:03:05,573 - pyskl - INFO - Epoch [123][400/3940] lr: 2.074e-03, eta: 13:42:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 2.0728, loss: 2.0728 +2025-06-12 14:03:50,110 - pyskl - INFO - Epoch [123][500/3940] lr: 2.070e-03, eta: 13:41:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 2.0886, loss: 2.0886 +2025-06-12 14:04:34,604 - pyskl - INFO - Epoch [123][600/3940] lr: 2.067e-03, eta: 13:40:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 2.1295, loss: 2.1295 +2025-06-12 14:05:19,086 - pyskl - INFO - Epoch [123][700/3940] lr: 2.063e-03, eta: 13:39:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 2.1681, loss: 2.1681 +2025-06-12 14:06:03,574 - pyskl - INFO - Epoch [123][800/3940] lr: 2.059e-03, eta: 13:39:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 2.1704, loss: 2.1704 +2025-06-12 14:06:48,169 - pyskl - INFO - Epoch [123][900/3940] lr: 2.056e-03, eta: 13:38:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 2.1636, loss: 2.1636 +2025-06-12 14:07:32,650 - pyskl - INFO - Epoch [123][1000/3940] lr: 2.052e-03, eta: 13:37:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 2.2203, loss: 2.2203 +2025-06-12 14:08:17,096 - pyskl - INFO - Epoch [123][1100/3940] lr: 2.048e-03, eta: 13:36:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.0491, loss: 2.0491 +2025-06-12 14:09:01,583 - pyskl - INFO - Epoch [123][1200/3940] lr: 2.045e-03, eta: 13:36:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 2.1322, loss: 2.1322 +2025-06-12 14:09:46,001 - pyskl - INFO - Epoch [123][1300/3940] lr: 2.041e-03, eta: 13:35:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 2.1061, loss: 2.1061 +2025-06-12 14:10:30,512 - pyskl - INFO - Epoch [123][1400/3940] lr: 2.037e-03, eta: 13:34:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 2.1498, loss: 2.1498 +2025-06-12 14:11:14,957 - pyskl - INFO - Epoch [123][1500/3940] lr: 2.034e-03, eta: 13:33:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 2.0945, loss: 2.0945 +2025-06-12 14:11:59,426 - pyskl - INFO - Epoch [123][1600/3940] lr: 2.030e-03, eta: 13:33:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.9976, loss: 1.9976 +2025-06-12 14:12:43,942 - pyskl - INFO - Epoch [123][1700/3940] lr: 2.026e-03, eta: 13:32:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 2.0838, loss: 2.0838 +2025-06-12 14:13:28,517 - pyskl - INFO - Epoch [123][1800/3940] lr: 2.023e-03, eta: 13:31:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 2.0526, loss: 2.0526 +2025-06-12 14:14:12,887 - pyskl - INFO - Epoch [123][1900/3940] lr: 2.019e-03, eta: 13:30:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 2.1204, loss: 2.1204 +2025-06-12 14:14:57,376 - pyskl - INFO - Epoch [123][2000/3940] lr: 2.016e-03, eta: 13:30:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 2.1073, loss: 2.1073 +2025-06-12 14:15:41,872 - pyskl - INFO - Epoch [123][2100/3940] lr: 2.012e-03, eta: 13:29:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.1694, loss: 2.1694 +2025-06-12 14:16:26,446 - pyskl - INFO - Epoch [123][2200/3940] lr: 2.008e-03, eta: 13:28:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 2.0709, loss: 2.0709 +2025-06-12 14:17:11,149 - pyskl - INFO - Epoch [123][2300/3940] lr: 2.005e-03, eta: 13:27:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 2.1083, loss: 2.1083 +2025-06-12 14:17:56,060 - pyskl - INFO - Epoch [123][2400/3940] lr: 2.001e-03, eta: 13:27:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 2.1094, loss: 2.1094 +2025-06-12 14:18:40,777 - pyskl - INFO - Epoch [123][2500/3940] lr: 1.998e-03, eta: 13:26:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 2.1965, loss: 2.1965 +2025-06-12 14:19:25,537 - pyskl - INFO - Epoch [123][2600/3940] lr: 1.994e-03, eta: 13:25:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 2.1734, loss: 2.1734 +2025-06-12 14:20:10,284 - pyskl - INFO - Epoch [123][2700/3940] lr: 1.990e-03, eta: 13:24:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 1.0000, loss_cls: 2.1678, loss: 2.1678 +2025-06-12 14:20:55,066 - pyskl - INFO - Epoch [123][2800/3940] lr: 1.987e-03, eta: 13:24:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 2.1709, loss: 2.1709 +2025-06-12 14:21:39,798 - pyskl - INFO - Epoch [123][2900/3940] lr: 1.983e-03, eta: 13:23:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 2.1243, loss: 2.1243 +2025-06-12 14:22:24,448 - pyskl - INFO - Epoch [123][3000/3940] lr: 1.980e-03, eta: 13:22:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 2.1004, loss: 2.1004 +2025-06-12 14:23:09,032 - pyskl - INFO - Epoch [123][3100/3940] lr: 1.976e-03, eta: 13:21:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 2.1243, loss: 2.1243 +2025-06-12 14:23:53,584 - pyskl - INFO - Epoch [123][3200/3940] lr: 1.972e-03, eta: 13:21:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 2.0383, loss: 2.0383 +2025-06-12 14:24:38,299 - pyskl - INFO - Epoch [123][3300/3940] lr: 1.969e-03, eta: 13:20:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 2.0802, loss: 2.0802 +2025-06-12 14:25:23,051 - pyskl - INFO - Epoch [123][3400/3940] lr: 1.965e-03, eta: 13:19:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 2.1485, loss: 2.1485 +2025-06-12 14:26:07,800 - pyskl - INFO - Epoch [123][3500/3940] lr: 1.962e-03, eta: 13:18:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 2.1379, loss: 2.1379 +2025-06-12 14:26:52,322 - pyskl - INFO - Epoch [123][3600/3940] lr: 1.958e-03, eta: 13:18:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 2.1542, loss: 2.1542 +2025-06-12 14:27:37,055 - pyskl - INFO - Epoch [123][3700/3940] lr: 1.954e-03, eta: 13:17:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 2.0802, loss: 2.0802 +2025-06-12 14:28:21,617 - pyskl - INFO - Epoch [123][3800/3940] lr: 1.951e-03, eta: 13:16:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 2.1548, loss: 2.1548 +2025-06-12 14:29:06,147 - pyskl - INFO - Epoch [123][3900/3940] lr: 1.947e-03, eta: 13:15:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 2.1505, loss: 2.1505 +2025-06-12 14:29:24,296 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-06-12 14:32:49,377 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 14:32:49,840 - pyskl - INFO - +top1_acc 0.8428 +top5_acc 0.9716 +2025-06-12 14:32:49,858 - pyskl - INFO - Epoch(val) [123][3183] top1_acc: 0.8428, top5_acc: 0.9716 +2025-06-12 14:33:58,903 - pyskl - INFO - Epoch [124][100/3940] lr: 1.942e-03, eta: 13:14:54, time: 0.690, data_time: 0.243, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.1126, loss: 2.1126 +2025-06-12 14:34:43,518 - pyskl - INFO - Epoch [124][200/3940] lr: 1.939e-03, eta: 13:14:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 2.1393, loss: 2.1393 +2025-06-12 14:35:27,907 - pyskl - INFO - Epoch [124][300/3940] lr: 1.935e-03, eta: 13:13:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 2.0713, loss: 2.0713 +2025-06-12 14:36:12,344 - pyskl - INFO - Epoch [124][400/3940] lr: 1.932e-03, eta: 13:12:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9969, loss_cls: 1.9789, loss: 1.9789 +2025-06-12 14:36:56,827 - pyskl - INFO - Epoch [124][500/3940] lr: 1.928e-03, eta: 13:11:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.0523, loss: 2.0523 +2025-06-12 14:37:41,332 - pyskl - INFO - Epoch [124][600/3940] lr: 1.925e-03, eta: 13:11:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 2.0981, loss: 2.0981 +2025-06-12 14:38:25,807 - pyskl - INFO - Epoch [124][700/3940] lr: 1.921e-03, eta: 13:10:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 2.0530, loss: 2.0530 +2025-06-12 14:39:10,236 - pyskl - INFO - Epoch [124][800/3940] lr: 1.918e-03, eta: 13:09:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 2.0209, loss: 2.0209 +2025-06-12 14:39:54,691 - pyskl - INFO - Epoch [124][900/3940] lr: 1.914e-03, eta: 13:08:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 2.1130, loss: 2.1130 +2025-06-12 14:40:39,216 - pyskl - INFO - Epoch [124][1000/3940] lr: 1.910e-03, eta: 13:08:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 2.0922, loss: 2.0922 +2025-06-12 14:41:23,836 - pyskl - INFO - Epoch [124][1100/3940] lr: 1.907e-03, eta: 13:07:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 2.1073, loss: 2.1073 +2025-06-12 14:42:08,376 - pyskl - INFO - Epoch [124][1200/3940] lr: 1.903e-03, eta: 13:06:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 1.0000, loss_cls: 2.0823, loss: 2.0823 +2025-06-12 14:42:52,916 - pyskl - INFO - Epoch [124][1300/3940] lr: 1.900e-03, eta: 13:05:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.1202, loss: 2.1202 +2025-06-12 14:43:37,343 - pyskl - INFO - Epoch [124][1400/3940] lr: 1.896e-03, eta: 13:05:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 2.1293, loss: 2.1293 +2025-06-12 14:44:21,658 - pyskl - INFO - Epoch [124][1500/3940] lr: 1.893e-03, eta: 13:04:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9956, loss_cls: 2.0688, loss: 2.0688 +2025-06-12 14:45:05,934 - pyskl - INFO - Epoch [124][1600/3940] lr: 1.889e-03, eta: 13:03:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.0068, loss: 2.0068 +2025-06-12 14:45:50,295 - pyskl - INFO - Epoch [124][1700/3940] lr: 1.886e-03, eta: 13:02:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 2.0996, loss: 2.0996 +2025-06-12 14:46:34,589 - pyskl - INFO - Epoch [124][1800/3940] lr: 1.882e-03, eta: 13:02:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 2.1569, loss: 2.1569 +2025-06-12 14:47:19,294 - pyskl - INFO - Epoch [124][1900/3940] lr: 1.879e-03, eta: 13:01:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 2.1307, loss: 2.1307 +2025-06-12 14:48:03,686 - pyskl - INFO - Epoch [124][2000/3940] lr: 1.875e-03, eta: 13:00:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.9943, loss: 1.9943 +2025-06-12 14:48:47,982 - pyskl - INFO - Epoch [124][2100/3940] lr: 1.872e-03, eta: 12:59:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 2.0718, loss: 2.0718 +2025-06-12 14:49:32,331 - pyskl - INFO - Epoch [124][2200/3940] lr: 1.868e-03, eta: 12:59:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 2.1230, loss: 2.1230 +2025-06-12 14:50:16,642 - pyskl - INFO - Epoch [124][2300/3940] lr: 1.865e-03, eta: 12:58:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 2.0684, loss: 2.0684 +2025-06-12 14:51:01,516 - pyskl - INFO - Epoch [124][2400/3940] lr: 1.861e-03, eta: 12:57:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 2.0883, loss: 2.0883 +2025-06-12 14:51:45,894 - pyskl - INFO - Epoch [124][2500/3940] lr: 1.858e-03, eta: 12:56:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 2.1462, loss: 2.1462 +2025-06-12 14:52:30,384 - pyskl - INFO - Epoch [124][2600/3940] lr: 1.854e-03, eta: 12:56:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 2.0770, loss: 2.0770 +2025-06-12 14:53:14,926 - pyskl - INFO - Epoch [124][2700/3940] lr: 1.851e-03, eta: 12:55:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.1079, loss: 2.1079 +2025-06-12 14:53:59,399 - pyskl - INFO - Epoch [124][2800/3940] lr: 1.847e-03, eta: 12:54:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 2.0392, loss: 2.0392 +2025-06-12 14:54:43,888 - pyskl - INFO - Epoch [124][2900/3940] lr: 1.844e-03, eta: 12:53:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.1288, loss: 2.1288 +2025-06-12 14:55:28,365 - pyskl - INFO - Epoch [124][3000/3940] lr: 1.840e-03, eta: 12:53:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 2.1359, loss: 2.1359 +2025-06-12 14:56:12,803 - pyskl - INFO - Epoch [124][3100/3940] lr: 1.837e-03, eta: 12:52:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 2.2141, loss: 2.2141 +2025-06-12 14:56:57,197 - pyskl - INFO - Epoch [124][3200/3940] lr: 1.834e-03, eta: 12:51:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 2.0016, loss: 2.0016 +2025-06-12 14:57:41,662 - pyskl - INFO - Epoch [124][3300/3940] lr: 1.830e-03, eta: 12:50:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 2.1021, loss: 2.1021 +2025-06-12 14:58:26,143 - pyskl - INFO - Epoch [124][3400/3940] lr: 1.827e-03, eta: 12:50:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.0993, loss: 2.0993 +2025-06-12 14:59:10,650 - pyskl - INFO - Epoch [124][3500/3940] lr: 1.823e-03, eta: 12:49:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 2.1147, loss: 2.1147 +2025-06-12 14:59:55,143 - pyskl - INFO - Epoch [124][3600/3940] lr: 1.820e-03, eta: 12:48:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 2.1170, loss: 2.1170 +2025-06-12 15:00:39,591 - pyskl - INFO - Epoch [124][3700/3940] lr: 1.816e-03, eta: 12:47:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.9906, loss: 1.9906 +2025-06-12 15:01:24,029 - pyskl - INFO - Epoch [124][3800/3940] lr: 1.813e-03, eta: 12:47:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 2.1495, loss: 2.1495 +2025-06-12 15:02:08,505 - pyskl - INFO - Epoch [124][3900/3940] lr: 1.809e-03, eta: 12:46:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 2.0898, loss: 2.0898 +2025-06-12 15:02:26,646 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-06-12 15:05:51,170 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 15:05:51,702 - pyskl - INFO - +top1_acc 0.8352 +top5_acc 0.9675 +2025-06-12 15:05:51,719 - pyskl - INFO - Epoch(val) [124][3183] top1_acc: 0.8352, top5_acc: 0.9675 +2025-06-12 15:07:00,816 - pyskl - INFO - Epoch [125][100/3940] lr: 1.805e-03, eta: 12:45:24, time: 0.691, data_time: 0.248, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 2.3358, loss: 2.3358 +2025-06-12 15:07:45,081 - pyskl - INFO - Epoch [125][200/3940] lr: 1.801e-03, eta: 12:44:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 2.1572, loss: 2.1572 +2025-06-12 15:08:29,336 - pyskl - INFO - Epoch [125][300/3940] lr: 1.798e-03, eta: 12:43:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 2.1174, loss: 2.1174 +2025-06-12 15:09:13,607 - pyskl - INFO - Epoch [125][400/3940] lr: 1.794e-03, eta: 12:43:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 2.1282, loss: 2.1282 +2025-06-12 15:09:57,918 - pyskl - INFO - Epoch [125][500/3940] lr: 1.791e-03, eta: 12:42:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 2.0542, loss: 2.0542 +2025-06-12 15:10:42,466 - pyskl - INFO - Epoch [125][600/3940] lr: 1.787e-03, eta: 12:41:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 2.0384, loss: 2.0384 +2025-06-12 15:11:26,812 - pyskl - INFO - Epoch [125][700/3940] lr: 1.784e-03, eta: 12:40:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 2.0375, loss: 2.0375 +2025-06-12 15:12:11,228 - pyskl - INFO - Epoch [125][800/3940] lr: 1.781e-03, eta: 12:40:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 2.0612, loss: 2.0612 +2025-06-12 15:12:55,597 - pyskl - INFO - Epoch [125][900/3940] lr: 1.777e-03, eta: 12:39:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.0633, loss: 2.0633 +2025-06-12 15:13:40,066 - pyskl - INFO - Epoch [125][1000/3940] lr: 1.774e-03, eta: 12:38:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.9947, loss: 1.9947 +2025-06-12 15:14:24,438 - pyskl - INFO - Epoch [125][1100/3940] lr: 1.770e-03, eta: 12:37:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 2.0573, loss: 2.0573 +2025-06-12 15:15:08,818 - pyskl - INFO - Epoch [125][1200/3940] lr: 1.767e-03, eta: 12:37:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 2.0582, loss: 2.0582 +2025-06-12 15:15:53,207 - pyskl - INFO - Epoch [125][1300/3940] lr: 1.763e-03, eta: 12:36:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 2.0385, loss: 2.0385 +2025-06-12 15:16:37,557 - pyskl - INFO - Epoch [125][1400/3940] lr: 1.760e-03, eta: 12:35:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 2.0518, loss: 2.0518 +2025-06-12 15:17:22,098 - pyskl - INFO - Epoch [125][1500/3940] lr: 1.757e-03, eta: 12:34:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 2.0453, loss: 2.0453 +2025-06-12 15:18:06,604 - pyskl - INFO - Epoch [125][1600/3940] lr: 1.753e-03, eta: 12:34:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 2.0306, loss: 2.0306 +2025-06-12 15:18:51,200 - pyskl - INFO - Epoch [125][1700/3940] lr: 1.750e-03, eta: 12:33:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 2.0763, loss: 2.0763 +2025-06-12 15:19:35,731 - pyskl - INFO - Epoch [125][1800/3940] lr: 1.747e-03, eta: 12:32:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 2.0293, loss: 2.0293 +2025-06-12 15:20:20,274 - pyskl - INFO - Epoch [125][1900/3940] lr: 1.743e-03, eta: 12:31:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.0347, loss: 2.0347 +2025-06-12 15:21:04,914 - pyskl - INFO - Epoch [125][2000/3940] lr: 1.740e-03, eta: 12:31:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.0639, loss: 2.0639 +2025-06-12 15:21:49,490 - pyskl - INFO - Epoch [125][2100/3940] lr: 1.736e-03, eta: 12:30:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 2.0638, loss: 2.0638 +2025-06-12 15:22:34,105 - pyskl - INFO - Epoch [125][2200/3940] lr: 1.733e-03, eta: 12:29:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9962, loss_cls: 2.1264, loss: 2.1264 +2025-06-12 15:23:18,721 - pyskl - INFO - Epoch [125][2300/3940] lr: 1.730e-03, eta: 12:28:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.0267, loss: 2.0267 +2025-06-12 15:24:03,406 - pyskl - INFO - Epoch [125][2400/3940] lr: 1.726e-03, eta: 12:28:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 2.1200, loss: 2.1200 +2025-06-12 15:24:48,054 - pyskl - INFO - Epoch [125][2500/3940] lr: 1.723e-03, eta: 12:27:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 2.0505, loss: 2.0505 +2025-06-12 15:25:32,599 - pyskl - INFO - Epoch [125][2600/3940] lr: 1.720e-03, eta: 12:26:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.9929, loss: 1.9929 +2025-06-12 15:26:17,061 - pyskl - INFO - Epoch [125][2700/3940] lr: 1.716e-03, eta: 12:25:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 2.1786, loss: 2.1786 +2025-06-12 15:27:01,553 - pyskl - INFO - Epoch [125][2800/3940] lr: 1.713e-03, eta: 12:25:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.1411, loss: 2.1411 +2025-06-12 15:27:46,160 - pyskl - INFO - Epoch [125][2900/3940] lr: 1.709e-03, eta: 12:24:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 2.0578, loss: 2.0578 +2025-06-12 15:28:30,623 - pyskl - INFO - Epoch [125][3000/3940] lr: 1.706e-03, eta: 12:23:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 2.0433, loss: 2.0433 +2025-06-12 15:29:15,141 - pyskl - INFO - Epoch [125][3100/3940] lr: 1.703e-03, eta: 12:22:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 2.1121, loss: 2.1121 +2025-06-12 15:29:59,718 - pyskl - INFO - Epoch [125][3200/3940] lr: 1.699e-03, eta: 12:22:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 2.0287, loss: 2.0287 +2025-06-12 15:30:44,257 - pyskl - INFO - Epoch [125][3300/3940] lr: 1.696e-03, eta: 12:21:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 2.0363, loss: 2.0363 +2025-06-12 15:31:28,782 - pyskl - INFO - Epoch [125][3400/3940] lr: 1.693e-03, eta: 12:20:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.0551, loss: 2.0551 +2025-06-12 15:32:13,436 - pyskl - INFO - Epoch [125][3500/3940] lr: 1.689e-03, eta: 12:19:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 2.1248, loss: 2.1248 +2025-06-12 15:32:57,787 - pyskl - INFO - Epoch [125][3600/3940] lr: 1.686e-03, eta: 12:19:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.1283, loss: 2.1283 +2025-06-12 15:33:42,205 - pyskl - INFO - Epoch [125][3700/3940] lr: 1.683e-03, eta: 12:18:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 2.0497, loss: 2.0497 +2025-06-12 15:34:26,836 - pyskl - INFO - Epoch [125][3800/3940] lr: 1.679e-03, eta: 12:17:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 2.0815, loss: 2.0815 +2025-06-12 15:35:11,330 - pyskl - INFO - Epoch [125][3900/3940] lr: 1.676e-03, eta: 12:16:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 2.0039, loss: 2.0039 +2025-06-12 15:35:29,475 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-06-12 15:54:23,523 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 15:54:24,146 - pyskl - INFO - +top1_acc 0.8456 +top5_acc 0.9730 +2025-06-12 15:54:24,203 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_122.pth was removed +2025-06-12 15:54:25,213 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2025-06-12 15:54:25,215 - pyskl - INFO - Best top1_acc is 0.8456 at 125 epoch. +2025-06-12 15:54:25,233 - pyskl - INFO - Epoch(val) [125][3183] top1_acc: 0.8456, top5_acc: 0.9730 +2025-06-12 15:55:34,827 - pyskl - INFO - Epoch [126][100/3940] lr: 1.671e-03, eta: 12:15:54, time: 0.696, data_time: 0.250, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.9606, loss: 1.9606 +2025-06-12 15:56:19,421 - pyskl - INFO - Epoch [126][200/3940] lr: 1.668e-03, eta: 12:15:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.9631, loss: 1.9631 +2025-06-12 15:57:04,037 - pyskl - INFO - Epoch [126][300/3940] lr: 1.665e-03, eta: 12:14:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 2.1010, loss: 2.1010 +2025-06-12 15:57:48,622 - pyskl - INFO - Epoch [126][400/3940] lr: 1.661e-03, eta: 12:13:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.9344, loss: 1.9344 +2025-06-12 15:58:33,202 - pyskl - INFO - Epoch [126][500/3940] lr: 1.658e-03, eta: 12:12:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 2.0424, loss: 2.0424 +2025-06-12 15:59:17,799 - pyskl - INFO - Epoch [126][600/3940] lr: 1.655e-03, eta: 12:12:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.9617, loss: 1.9617 +2025-06-12 16:00:02,344 - pyskl - INFO - Epoch [126][700/3940] lr: 1.652e-03, eta: 12:11:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9312, loss: 1.9312 +2025-06-12 16:00:46,996 - pyskl - INFO - Epoch [126][800/3940] lr: 1.648e-03, eta: 12:10:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 2.0920, loss: 2.0920 +2025-06-12 16:01:31,546 - pyskl - INFO - Epoch [126][900/3940] lr: 1.645e-03, eta: 12:09:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 2.0377, loss: 2.0377 +2025-06-12 16:02:16,117 - pyskl - INFO - Epoch [126][1000/3940] lr: 1.642e-03, eta: 12:09:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.9972, loss: 1.9972 +2025-06-12 16:03:00,709 - pyskl - INFO - Epoch [126][1100/3940] lr: 1.638e-03, eta: 12:08:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.9891, loss: 1.9891 +2025-06-12 16:03:45,270 - pyskl - INFO - Epoch [126][1200/3940] lr: 1.635e-03, eta: 12:07:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 2.0673, loss: 2.0673 +2025-06-12 16:04:29,859 - pyskl - INFO - Epoch [126][1300/3940] lr: 1.632e-03, eta: 12:06:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 2.0256, loss: 2.0256 +2025-06-12 16:05:14,408 - pyskl - INFO - Epoch [126][1400/3940] lr: 1.629e-03, eta: 12:06:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 1.9829, loss: 1.9829 +2025-06-12 16:05:58,983 - pyskl - INFO - Epoch [126][1500/3940] lr: 1.625e-03, eta: 12:05:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 2.0251, loss: 2.0251 +2025-06-12 16:06:43,564 - pyskl - INFO - Epoch [126][1600/3940] lr: 1.622e-03, eta: 12:04:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.9942, loss: 1.9942 +2025-06-12 16:07:28,044 - pyskl - INFO - Epoch [126][1700/3940] lr: 1.619e-03, eta: 12:03:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 2.0180, loss: 2.0180 +2025-06-12 16:08:12,568 - pyskl - INFO - Epoch [126][1800/3940] lr: 1.615e-03, eta: 12:03:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 2.0355, loss: 2.0355 +2025-06-12 16:08:57,031 - pyskl - INFO - Epoch [126][1900/3940] lr: 1.612e-03, eta: 12:02:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 2.0327, loss: 2.0327 +2025-06-12 16:09:41,469 - pyskl - INFO - Epoch [126][2000/3940] lr: 1.609e-03, eta: 12:01:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.0446, loss: 2.0446 +2025-06-12 16:10:25,946 - pyskl - INFO - Epoch [126][2100/3940] lr: 1.606e-03, eta: 12:00:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 2.0840, loss: 2.0840 +2025-06-12 16:11:10,547 - pyskl - INFO - Epoch [126][2200/3940] lr: 1.602e-03, eta: 12:00:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.9321, loss: 1.9321 +2025-06-12 16:11:55,169 - pyskl - INFO - Epoch [126][2300/3940] lr: 1.599e-03, eta: 11:59:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 2.0989, loss: 2.0989 +2025-06-12 16:12:39,642 - pyskl - INFO - Epoch [126][2400/3940] lr: 1.596e-03, eta: 11:58:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 2.0701, loss: 2.0701 +2025-06-12 16:13:24,136 - pyskl - INFO - Epoch [126][2500/3940] lr: 1.593e-03, eta: 11:57:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.9882, loss: 1.9882 +2025-06-12 16:14:08,546 - pyskl - INFO - Epoch [126][2600/3940] lr: 1.589e-03, eta: 11:57:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.0188, loss: 2.0188 +2025-06-12 16:14:52,980 - pyskl - INFO - Epoch [126][2700/3940] lr: 1.586e-03, eta: 11:56:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.9834, loss: 1.9834 +2025-06-12 16:15:37,399 - pyskl - INFO - Epoch [126][2800/3940] lr: 1.583e-03, eta: 11:55:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.0132, loss: 2.0132 +2025-06-12 16:16:21,929 - pyskl - INFO - Epoch [126][2900/3940] lr: 1.580e-03, eta: 11:54:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 2.0290, loss: 2.0290 +2025-06-12 16:17:06,570 - pyskl - INFO - Epoch [126][3000/3940] lr: 1.576e-03, eta: 11:54:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.9259, loss: 1.9259 +2025-06-12 16:17:50,988 - pyskl - INFO - Epoch [126][3100/3940] lr: 1.573e-03, eta: 11:53:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.9962, loss: 1.9962 +2025-06-12 16:18:35,581 - pyskl - INFO - Epoch [126][3200/3940] lr: 1.570e-03, eta: 11:52:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.9626, loss: 1.9626 +2025-06-12 16:19:20,053 - pyskl - INFO - Epoch [126][3300/3940] lr: 1.567e-03, eta: 11:51:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 2.0356, loss: 2.0356 +2025-06-12 16:20:04,633 - pyskl - INFO - Epoch [126][3400/3940] lr: 1.564e-03, eta: 11:51:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 2.0687, loss: 2.0687 +2025-06-12 16:20:49,113 - pyskl - INFO - Epoch [126][3500/3940] lr: 1.560e-03, eta: 11:50:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 2.0019, loss: 2.0019 +2025-06-12 16:21:33,682 - pyskl - INFO - Epoch [126][3600/3940] lr: 1.557e-03, eta: 11:49:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 2.0482, loss: 2.0482 +2025-06-12 16:22:18,174 - pyskl - INFO - Epoch [126][3700/3940] lr: 1.554e-03, eta: 11:48:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 2.0819, loss: 2.0819 +2025-06-12 16:23:02,625 - pyskl - INFO - Epoch [126][3800/3940] lr: 1.551e-03, eta: 11:48:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 2.0651, loss: 2.0651 +2025-06-12 16:23:47,131 - pyskl - INFO - Epoch [126][3900/3940] lr: 1.547e-03, eta: 11:47:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 2.0258, loss: 2.0258 +2025-06-12 16:24:05,290 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-06-12 16:27:30,128 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 16:27:30,595 - pyskl - INFO - +top1_acc 0.8435 +top5_acc 0.9737 +2025-06-12 16:27:30,611 - pyskl - INFO - Epoch(val) [126][3183] top1_acc: 0.8435, top5_acc: 0.9737 +2025-06-12 16:28:39,502 - pyskl - INFO - Epoch [127][100/3940] lr: 1.543e-03, eta: 11:46:25, time: 0.689, data_time: 0.243, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 2.0198, loss: 2.0198 +2025-06-12 16:29:24,174 - pyskl - INFO - Epoch [127][200/3940] lr: 1.540e-03, eta: 11:45:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.9767, loss: 1.9767 +2025-06-12 16:30:08,667 - pyskl - INFO - Epoch [127][300/3940] lr: 1.537e-03, eta: 11:44:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9969, loss_cls: 1.9665, loss: 1.9665 +2025-06-12 16:30:53,056 - pyskl - INFO - Epoch [127][400/3940] lr: 1.533e-03, eta: 11:44:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.9572, loss: 1.9572 +2025-06-12 16:31:37,405 - pyskl - INFO - Epoch [127][500/3940] lr: 1.530e-03, eta: 11:43:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.9928, loss: 1.9928 +2025-06-12 16:32:21,805 - pyskl - INFO - Epoch [127][600/3940] lr: 1.527e-03, eta: 11:42:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 2.0552, loss: 2.0552 +2025-06-12 16:33:06,373 - pyskl - INFO - Epoch [127][700/3940] lr: 1.524e-03, eta: 11:41:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.9131, loss: 1.9131 +2025-06-12 16:33:50,927 - pyskl - INFO - Epoch [127][800/3940] lr: 1.521e-03, eta: 11:41:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9969, loss_cls: 1.9704, loss: 1.9704 +2025-06-12 16:34:35,543 - pyskl - INFO - Epoch [127][900/3940] lr: 1.518e-03, eta: 11:40:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 2.0613, loss: 2.0613 +2025-06-12 16:35:20,062 - pyskl - INFO - Epoch [127][1000/3940] lr: 1.514e-03, eta: 11:39:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 2.0325, loss: 2.0325 +2025-06-12 16:36:04,520 - pyskl - INFO - Epoch [127][1100/3940] lr: 1.511e-03, eta: 11:38:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 2.0414, loss: 2.0414 +2025-06-12 16:36:49,266 - pyskl - INFO - Epoch [127][1200/3940] lr: 1.508e-03, eta: 11:38:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.9716, loss: 1.9716 +2025-06-12 16:37:33,622 - pyskl - INFO - Epoch [127][1300/3940] lr: 1.505e-03, eta: 11:37:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.9718, loss: 1.9718 +2025-06-12 16:38:18,112 - pyskl - INFO - Epoch [127][1400/3940] lr: 1.502e-03, eta: 11:36:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.9865, loss: 1.9865 +2025-06-12 16:39:02,571 - pyskl - INFO - Epoch [127][1500/3940] lr: 1.499e-03, eta: 11:35:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.9637, loss: 1.9637 +2025-06-12 16:39:46,910 - pyskl - INFO - Epoch [127][1600/3940] lr: 1.495e-03, eta: 11:35:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.9536, loss: 1.9536 +2025-06-12 16:40:31,394 - pyskl - INFO - Epoch [127][1700/3940] lr: 1.492e-03, eta: 11:34:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.9805, loss: 1.9805 +2025-06-12 16:41:15,975 - pyskl - INFO - Epoch [127][1800/3940] lr: 1.489e-03, eta: 11:33:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.9653, loss: 1.9653 +2025-06-12 16:42:00,522 - pyskl - INFO - Epoch [127][1900/3940] lr: 1.486e-03, eta: 11:32:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.9554, loss: 1.9554 +2025-06-12 16:42:44,962 - pyskl - INFO - Epoch [127][2000/3940] lr: 1.483e-03, eta: 11:32:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 2.0329, loss: 2.0329 +2025-06-12 16:43:29,502 - pyskl - INFO - Epoch [127][2100/3940] lr: 1.480e-03, eta: 11:31:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.9034, loss: 1.9034 +2025-06-12 16:44:14,040 - pyskl - INFO - Epoch [127][2200/3940] lr: 1.477e-03, eta: 11:30:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.9695, loss: 1.9695 +2025-06-12 16:44:58,506 - pyskl - INFO - Epoch [127][2300/3940] lr: 1.473e-03, eta: 11:29:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 2.0413, loss: 2.0413 +2025-06-12 16:45:42,969 - pyskl - INFO - Epoch [127][2400/3940] lr: 1.470e-03, eta: 11:29:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.0206, loss: 2.0206 +2025-06-12 16:46:27,403 - pyskl - INFO - Epoch [127][2500/3940] lr: 1.467e-03, eta: 11:28:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 2.0195, loss: 2.0195 +2025-06-12 16:47:12,036 - pyskl - INFO - Epoch [127][2600/3940] lr: 1.464e-03, eta: 11:27:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.9772, loss: 1.9772 +2025-06-12 16:47:56,688 - pyskl - INFO - Epoch [127][2700/3940] lr: 1.461e-03, eta: 11:26:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 2.0184, loss: 2.0184 +2025-06-12 16:48:41,087 - pyskl - INFO - Epoch [127][2800/3940] lr: 1.458e-03, eta: 11:26:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.9733, loss: 1.9733 +2025-06-12 16:49:25,509 - pyskl - INFO - Epoch [127][2900/3940] lr: 1.455e-03, eta: 11:25:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.9724, loss: 1.9724 +2025-06-12 16:50:09,990 - pyskl - INFO - Epoch [127][3000/3940] lr: 1.452e-03, eta: 11:24:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.9552, loss: 1.9552 +2025-06-12 16:50:54,434 - pyskl - INFO - Epoch [127][3100/3940] lr: 1.448e-03, eta: 11:23:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.9576, loss: 1.9576 +2025-06-12 16:51:38,972 - pyskl - INFO - Epoch [127][3200/3940] lr: 1.445e-03, eta: 11:23:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.9378, loss: 1.9378 +2025-06-12 16:52:23,706 - pyskl - INFO - Epoch [127][3300/3940] lr: 1.442e-03, eta: 11:22:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 2.0306, loss: 2.0306 +2025-06-12 16:53:08,247 - pyskl - INFO - Epoch [127][3400/3940] lr: 1.439e-03, eta: 11:21:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 2.0497, loss: 2.0497 +2025-06-12 16:53:52,810 - pyskl - INFO - Epoch [127][3500/3940] lr: 1.436e-03, eta: 11:20:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.9305, loss: 1.9305 +2025-06-12 16:54:37,396 - pyskl - INFO - Epoch [127][3600/3940] lr: 1.433e-03, eta: 11:20:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.9774, loss: 1.9774 +2025-06-12 16:55:22,016 - pyskl - INFO - Epoch [127][3700/3940] lr: 1.430e-03, eta: 11:19:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.0917, loss: 2.0917 +2025-06-12 16:56:06,536 - pyskl - INFO - Epoch [127][3800/3940] lr: 1.427e-03, eta: 11:18:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 2.0568, loss: 2.0568 +2025-06-12 16:56:51,079 - pyskl - INFO - Epoch [127][3900/3940] lr: 1.424e-03, eta: 11:17:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 2.0293, loss: 2.0293 +2025-06-12 16:57:09,221 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-06-12 17:00:34,193 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 17:00:34,664 - pyskl - INFO - +top1_acc 0.8492 +top5_acc 0.9766 +2025-06-12 17:00:34,719 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_125.pth was removed +2025-06-12 17:00:35,778 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-06-12 17:00:35,780 - pyskl - INFO - Best top1_acc is 0.8492 at 127 epoch. +2025-06-12 17:00:35,798 - pyskl - INFO - Epoch(val) [127][3183] top1_acc: 0.8492, top5_acc: 0.9766 +2025-06-12 17:01:44,722 - pyskl - INFO - Epoch [128][100/3940] lr: 1.419e-03, eta: 11:16:56, time: 0.689, data_time: 0.245, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 2.0052, loss: 2.0052 +2025-06-12 17:02:29,358 - pyskl - INFO - Epoch [128][200/3940] lr: 1.416e-03, eta: 11:16:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9538, loss: 1.9538 +2025-06-12 17:03:14,046 - pyskl - INFO - Epoch [128][300/3940] lr: 1.413e-03, eta: 11:15:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.9613, loss: 1.9613 +2025-06-12 17:03:58,586 - pyskl - INFO - Epoch [128][400/3940] lr: 1.410e-03, eta: 11:14:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.8793, loss: 1.8793 +2025-06-12 17:04:43,150 - pyskl - INFO - Epoch [128][500/3940] lr: 1.407e-03, eta: 11:13:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.9286, loss: 1.9286 +2025-06-12 17:05:27,639 - pyskl - INFO - Epoch [128][600/3940] lr: 1.404e-03, eta: 11:13:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.9886, loss: 1.9886 +2025-06-12 17:06:12,096 - pyskl - INFO - Epoch [128][700/3940] lr: 1.401e-03, eta: 11:12:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 2.0259, loss: 2.0259 +2025-06-12 17:06:56,543 - pyskl - INFO - Epoch [128][800/3940] lr: 1.398e-03, eta: 11:11:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.9385, loss: 1.9385 +2025-06-12 17:07:41,059 - pyskl - INFO - Epoch [128][900/3940] lr: 1.395e-03, eta: 11:10:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8918, loss: 1.8918 +2025-06-12 17:08:25,666 - pyskl - INFO - Epoch [128][1000/3940] lr: 1.392e-03, eta: 11:10:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.9658, loss: 1.9658 +2025-06-12 17:09:10,222 - pyskl - INFO - Epoch [128][1100/3940] lr: 1.389e-03, eta: 11:09:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 2.0030, loss: 2.0030 +2025-06-12 17:09:54,747 - pyskl - INFO - Epoch [128][1200/3940] lr: 1.386e-03, eta: 11:08:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.9233, loss: 1.9233 +2025-06-12 17:10:39,274 - pyskl - INFO - Epoch [128][1300/3940] lr: 1.383e-03, eta: 11:07:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.9038, loss: 1.9038 +2025-06-12 17:11:23,901 - pyskl - INFO - Epoch [128][1400/3940] lr: 1.380e-03, eta: 11:07:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.9556, loss: 1.9556 +2025-06-12 17:12:08,455 - pyskl - INFO - Epoch [128][1500/3940] lr: 1.377e-03, eta: 11:06:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.9234, loss: 1.9234 +2025-06-12 17:12:53,040 - pyskl - INFO - Epoch [128][1600/3940] lr: 1.374e-03, eta: 11:05:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.9217, loss: 1.9217 +2025-06-12 17:13:37,831 - pyskl - INFO - Epoch [128][1700/3940] lr: 1.371e-03, eta: 11:04:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.9734, loss: 1.9734 +2025-06-12 17:14:22,707 - pyskl - INFO - Epoch [128][1800/3940] lr: 1.368e-03, eta: 11:04:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.8911, loss: 1.8911 +2025-06-12 17:15:07,273 - pyskl - INFO - Epoch [128][1900/3940] lr: 1.365e-03, eta: 11:03:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.8609, loss: 1.8609 +2025-06-12 17:15:51,689 - pyskl - INFO - Epoch [128][2000/3940] lr: 1.362e-03, eta: 11:02:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 2.0474, loss: 2.0474 +2025-06-12 17:16:36,216 - pyskl - INFO - Epoch [128][2100/3940] lr: 1.359e-03, eta: 11:01:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.9256, loss: 1.9256 +2025-06-12 17:17:20,806 - pyskl - INFO - Epoch [128][2200/3940] lr: 1.356e-03, eta: 11:01:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.8962, loss: 1.8962 +2025-06-12 17:18:05,408 - pyskl - INFO - Epoch [128][2300/3940] lr: 1.353e-03, eta: 11:00:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 1.9516, loss: 1.9516 +2025-06-12 17:18:50,018 - pyskl - INFO - Epoch [128][2400/3940] lr: 1.350e-03, eta: 10:59:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.9539, loss: 1.9539 +2025-06-12 17:19:34,589 - pyskl - INFO - Epoch [128][2500/3940] lr: 1.347e-03, eta: 10:58:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.9017, loss: 1.9017 +2025-06-12 17:20:19,175 - pyskl - INFO - Epoch [128][2600/3940] lr: 1.344e-03, eta: 10:58:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.8873, loss: 1.8873 +2025-06-12 17:21:03,734 - pyskl - INFO - Epoch [128][2700/3940] lr: 1.341e-03, eta: 10:57:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.9093, loss: 1.9093 +2025-06-12 17:21:48,369 - pyskl - INFO - Epoch [128][2800/3940] lr: 1.338e-03, eta: 10:56:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 2.0046, loss: 2.0046 +2025-06-12 17:22:32,945 - pyskl - INFO - Epoch [128][2900/3940] lr: 1.335e-03, eta: 10:55:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.9754, loss: 1.9754 +2025-06-12 17:23:17,550 - pyskl - INFO - Epoch [128][3000/3940] lr: 1.332e-03, eta: 10:55:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.9369, loss: 1.9369 +2025-06-12 17:24:02,155 - pyskl - INFO - Epoch [128][3100/3940] lr: 1.329e-03, eta: 10:54:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.9250, loss: 1.9250 +2025-06-12 17:24:46,789 - pyskl - INFO - Epoch [128][3200/3940] lr: 1.326e-03, eta: 10:53:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 2.0059, loss: 2.0059 +2025-06-12 17:25:31,350 - pyskl - INFO - Epoch [128][3300/3940] lr: 1.323e-03, eta: 10:52:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.9224, loss: 1.9224 +2025-06-12 17:26:15,950 - pyskl - INFO - Epoch [128][3400/3940] lr: 1.320e-03, eta: 10:52:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.9761, loss: 1.9761 +2025-06-12 17:27:00,554 - pyskl - INFO - Epoch [128][3500/3940] lr: 1.317e-03, eta: 10:51:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 2.0565, loss: 2.0565 +2025-06-12 17:27:45,185 - pyskl - INFO - Epoch [128][3600/3940] lr: 1.314e-03, eta: 10:50:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.9358, loss: 1.9358 +2025-06-12 17:28:29,793 - pyskl - INFO - Epoch [128][3700/3940] lr: 1.311e-03, eta: 10:49:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.9647, loss: 1.9647 +2025-06-12 17:29:14,393 - pyskl - INFO - Epoch [128][3800/3940] lr: 1.308e-03, eta: 10:49:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 2.0192, loss: 2.0192 +2025-06-12 17:29:58,915 - pyskl - INFO - Epoch [128][3900/3940] lr: 1.305e-03, eta: 10:48:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 2.0092, loss: 2.0092 +2025-06-12 17:30:17,129 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-06-12 17:33:42,288 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 17:33:42,755 - pyskl - INFO - +top1_acc 0.8068 +top5_acc 0.9611 +2025-06-12 17:33:42,774 - pyskl - INFO - Epoch(val) [128][3183] top1_acc: 0.8068, top5_acc: 0.9611 +2025-06-12 17:34:52,028 - pyskl - INFO - Epoch [129][100/3940] lr: 1.301e-03, eta: 10:47:27, time: 0.692, data_time: 0.247, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 2.1895, loss: 2.1895 +2025-06-12 17:35:36,765 - pyskl - INFO - Epoch [129][200/3940] lr: 1.298e-03, eta: 10:46:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 2.0680, loss: 2.0680 +2025-06-12 17:36:21,266 - pyskl - INFO - Epoch [129][300/3940] lr: 1.295e-03, eta: 10:45:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 2.0113, loss: 2.0113 +2025-06-12 17:37:05,705 - pyskl - INFO - Epoch [129][400/3940] lr: 1.292e-03, eta: 10:45:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 2.0406, loss: 2.0406 +2025-06-12 17:37:50,266 - pyskl - INFO - Epoch [129][500/3940] lr: 1.289e-03, eta: 10:44:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 2.0180, loss: 2.0180 +2025-06-12 17:38:34,693 - pyskl - INFO - Epoch [129][600/3940] lr: 1.286e-03, eta: 10:43:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 2.0403, loss: 2.0403 +2025-06-12 17:39:19,151 - pyskl - INFO - Epoch [129][700/3940] lr: 1.283e-03, eta: 10:42:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 2.0062, loss: 2.0062 +2025-06-12 17:40:03,635 - pyskl - INFO - Epoch [129][800/3940] lr: 1.280e-03, eta: 10:42:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.9507, loss: 1.9507 +2025-06-12 17:40:48,189 - pyskl - INFO - Epoch [129][900/3940] lr: 1.277e-03, eta: 10:41:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 2.0156, loss: 2.0156 +2025-06-12 17:41:32,801 - pyskl - INFO - Epoch [129][1000/3940] lr: 1.274e-03, eta: 10:40:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.9838, loss: 1.9838 +2025-06-12 17:42:17,416 - pyskl - INFO - Epoch [129][1100/3940] lr: 1.271e-03, eta: 10:39:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.9632, loss: 1.9632 +2025-06-12 17:43:01,954 - pyskl - INFO - Epoch [129][1200/3940] lr: 1.268e-03, eta: 10:39:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.8534, loss: 1.8534 +2025-06-12 17:43:46,491 - pyskl - INFO - Epoch [129][1300/3940] lr: 1.265e-03, eta: 10:38:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.9457, loss: 1.9457 +2025-06-12 17:44:31,024 - pyskl - INFO - Epoch [129][1400/3940] lr: 1.263e-03, eta: 10:37:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9121, loss: 1.9121 +2025-06-12 17:45:15,577 - pyskl - INFO - Epoch [129][1500/3940] lr: 1.260e-03, eta: 10:36:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 1.9135, loss: 1.9135 +2025-06-12 17:46:00,044 - pyskl - INFO - Epoch [129][1600/3940] lr: 1.257e-03, eta: 10:36:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.8756, loss: 1.8756 +2025-06-12 17:46:44,902 - pyskl - INFO - Epoch [129][1700/3940] lr: 1.254e-03, eta: 10:35:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.9752, loss: 1.9752 +2025-06-12 17:47:29,447 - pyskl - INFO - Epoch [129][1800/3940] lr: 1.251e-03, eta: 10:34:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.8518, loss: 1.8518 +2025-06-12 17:48:13,943 - pyskl - INFO - Epoch [129][1900/3940] lr: 1.248e-03, eta: 10:33:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9222, loss: 1.9222 +2025-06-12 17:48:58,368 - pyskl - INFO - Epoch [129][2000/3940] lr: 1.245e-03, eta: 10:33:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.9291, loss: 1.9291 +2025-06-12 17:49:42,765 - pyskl - INFO - Epoch [129][2100/3940] lr: 1.242e-03, eta: 10:32:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.9916, loss: 1.9916 +2025-06-12 17:50:27,162 - pyskl - INFO - Epoch [129][2200/3940] lr: 1.239e-03, eta: 10:31:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.9473, loss: 1.9473 +2025-06-12 17:51:11,579 - pyskl - INFO - Epoch [129][2300/3940] lr: 1.237e-03, eta: 10:30:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.8637, loss: 1.8637 +2025-06-12 17:51:56,026 - pyskl - INFO - Epoch [129][2400/3940] lr: 1.234e-03, eta: 10:30:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.9114, loss: 1.9114 +2025-06-12 17:52:40,496 - pyskl - INFO - Epoch [129][2500/3940] lr: 1.231e-03, eta: 10:29:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.9339, loss: 1.9339 +2025-06-12 17:53:24,995 - pyskl - INFO - Epoch [129][2600/3940] lr: 1.228e-03, eta: 10:28:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.9026, loss: 1.9026 +2025-06-12 17:54:09,483 - pyskl - INFO - Epoch [129][2700/3940] lr: 1.225e-03, eta: 10:27:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.9402, loss: 1.9402 +2025-06-12 17:54:54,023 - pyskl - INFO - Epoch [129][2800/3940] lr: 1.222e-03, eta: 10:27:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.9467, loss: 1.9467 +2025-06-12 17:55:38,462 - pyskl - INFO - Epoch [129][2900/3940] lr: 1.219e-03, eta: 10:26:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.0461, loss: 2.0461 +2025-06-12 17:56:22,920 - pyskl - INFO - Epoch [129][3000/3940] lr: 1.216e-03, eta: 10:25:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9717, loss: 1.9717 +2025-06-12 17:57:07,350 - pyskl - INFO - Epoch [129][3100/3940] lr: 1.214e-03, eta: 10:24:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 2.0037, loss: 2.0037 +2025-06-12 17:57:51,769 - pyskl - INFO - Epoch [129][3200/3940] lr: 1.211e-03, eta: 10:24:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.8907, loss: 1.8907 +2025-06-12 17:58:36,373 - pyskl - INFO - Epoch [129][3300/3940] lr: 1.208e-03, eta: 10:23:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 2.0269, loss: 2.0269 +2025-06-12 17:59:20,896 - pyskl - INFO - Epoch [129][3400/3940] lr: 1.205e-03, eta: 10:22:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.9164, loss: 1.9164 +2025-06-12 18:00:05,400 - pyskl - INFO - Epoch [129][3500/3940] lr: 1.202e-03, eta: 10:22:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.9526, loss: 1.9526 +2025-06-12 18:00:50,016 - pyskl - INFO - Epoch [129][3600/3940] lr: 1.199e-03, eta: 10:21:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.9470, loss: 1.9470 +2025-06-12 18:01:34,545 - pyskl - INFO - Epoch [129][3700/3940] lr: 1.196e-03, eta: 10:20:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.8994, loss: 1.8994 +2025-06-12 18:02:19,158 - pyskl - INFO - Epoch [129][3800/3940] lr: 1.194e-03, eta: 10:19:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.8913, loss: 1.8913 +2025-06-12 18:03:03,838 - pyskl - INFO - Epoch [129][3900/3940] lr: 1.191e-03, eta: 10:19:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.9748, loss: 1.9748 +2025-06-12 18:03:22,101 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-06-12 18:06:49,499 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 18:06:50,011 - pyskl - INFO - +top1_acc 0.8489 +top5_acc 0.9718 +2025-06-12 18:06:50,029 - pyskl - INFO - Epoch(val) [129][3183] top1_acc: 0.8489, top5_acc: 0.9718 +2025-06-12 18:07:58,681 - pyskl - INFO - Epoch [130][100/3940] lr: 1.187e-03, eta: 10:17:58, time: 0.686, data_time: 0.242, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.8631, loss: 1.8631 +2025-06-12 18:08:43,107 - pyskl - INFO - Epoch [130][200/3940] lr: 1.184e-03, eta: 10:17:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.8898, loss: 1.8898 +2025-06-12 18:09:27,491 - pyskl - INFO - Epoch [130][300/3940] lr: 1.181e-03, eta: 10:16:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.8589, loss: 1.8589 +2025-06-12 18:10:11,926 - pyskl - INFO - Epoch [130][400/3940] lr: 1.178e-03, eta: 10:15:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.8984, loss: 1.8984 +2025-06-12 18:10:56,415 - pyskl - INFO - Epoch [130][500/3940] lr: 1.176e-03, eta: 10:14:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9052, loss: 1.9052 +2025-06-12 18:11:40,891 - pyskl - INFO - Epoch [130][600/3940] lr: 1.173e-03, eta: 10:14:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8965, loss: 1.8965 +2025-06-12 18:12:25,301 - pyskl - INFO - Epoch [130][700/3940] lr: 1.170e-03, eta: 10:13:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 1.9207, loss: 1.9207 +2025-06-12 18:13:09,688 - pyskl - INFO - Epoch [130][800/3940] lr: 1.167e-03, eta: 10:12:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.9647, loss: 1.9647 +2025-06-12 18:13:54,038 - pyskl - INFO - Epoch [130][900/3940] lr: 1.164e-03, eta: 10:11:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.8630, loss: 1.8630 +2025-06-12 18:14:38,405 - pyskl - INFO - Epoch [130][1000/3940] lr: 1.162e-03, eta: 10:11:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 1.9227, loss: 1.9227 +2025-06-12 18:15:22,837 - pyskl - INFO - Epoch [130][1100/3940] lr: 1.159e-03, eta: 10:10:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9824, loss: 1.9824 +2025-06-12 18:16:07,271 - pyskl - INFO - Epoch [130][1200/3940] lr: 1.156e-03, eta: 10:09:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.9342, loss: 1.9342 +2025-06-12 18:16:51,658 - pyskl - INFO - Epoch [130][1300/3940] lr: 1.153e-03, eta: 10:08:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.8853, loss: 1.8853 +2025-06-12 18:17:36,094 - pyskl - INFO - Epoch [130][1400/3940] lr: 1.150e-03, eta: 10:08:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9000, loss: 1.9000 +2025-06-12 18:18:20,836 - pyskl - INFO - Epoch [130][1500/3940] lr: 1.148e-03, eta: 10:07:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.8316, loss: 1.8316 +2025-06-12 18:19:05,325 - pyskl - INFO - Epoch [130][1600/3940] lr: 1.145e-03, eta: 10:06:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.8885, loss: 1.8885 +2025-06-12 18:19:49,778 - pyskl - INFO - Epoch [130][1700/3940] lr: 1.142e-03, eta: 10:05:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9156, loss: 1.9156 +2025-06-12 18:20:34,189 - pyskl - INFO - Epoch [130][1800/3940] lr: 1.139e-03, eta: 10:05:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.9343, loss: 1.9343 +2025-06-12 18:21:18,719 - pyskl - INFO - Epoch [130][1900/3940] lr: 1.137e-03, eta: 10:04:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.7779, loss: 1.7779 +2025-06-12 18:22:03,241 - pyskl - INFO - Epoch [130][2000/3940] lr: 1.134e-03, eta: 10:03:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.8251, loss: 1.8251 +2025-06-12 18:22:47,695 - pyskl - INFO - Epoch [130][2100/3940] lr: 1.131e-03, eta: 10:03:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9436, loss: 1.9436 +2025-06-12 18:23:32,095 - pyskl - INFO - Epoch [130][2200/3940] lr: 1.128e-03, eta: 10:02:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8460, loss: 1.8460 +2025-06-12 18:24:16,526 - pyskl - INFO - Epoch [130][2300/3940] lr: 1.125e-03, eta: 10:01:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.9336, loss: 1.9336 +2025-06-12 18:25:01,016 - pyskl - INFO - Epoch [130][2400/3940] lr: 1.123e-03, eta: 10:00:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.9466, loss: 1.9466 +2025-06-12 18:25:45,504 - pyskl - INFO - Epoch [130][2500/3940] lr: 1.120e-03, eta: 10:00:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8468, loss: 1.8468 +2025-06-12 18:26:30,009 - pyskl - INFO - Epoch [130][2600/3940] lr: 1.117e-03, eta: 9:59:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.8706, loss: 1.8706 +2025-06-12 18:27:14,634 - pyskl - INFO - Epoch [130][2700/3940] lr: 1.114e-03, eta: 9:58:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.8769, loss: 1.8769 +2025-06-12 18:27:59,136 - pyskl - INFO - Epoch [130][2800/3940] lr: 1.112e-03, eta: 9:57:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.9160, loss: 1.9160 +2025-06-12 18:28:43,764 - pyskl - INFO - Epoch [130][2900/3940] lr: 1.109e-03, eta: 9:57:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8370, loss: 1.8370 +2025-06-12 18:29:28,141 - pyskl - INFO - Epoch [130][3000/3940] lr: 1.106e-03, eta: 9:56:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.9079, loss: 1.9079 +2025-06-12 18:30:12,439 - pyskl - INFO - Epoch [130][3100/3940] lr: 1.104e-03, eta: 9:55:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.8867, loss: 1.8867 +2025-06-12 18:30:56,703 - pyskl - INFO - Epoch [130][3200/3940] lr: 1.101e-03, eta: 9:54:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.8012, loss: 1.8012 +2025-06-12 18:31:41,193 - pyskl - INFO - Epoch [130][3300/3940] lr: 1.098e-03, eta: 9:54:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.8568, loss: 1.8568 +2025-06-12 18:32:25,526 - pyskl - INFO - Epoch [130][3400/3940] lr: 1.095e-03, eta: 9:53:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.9145, loss: 1.9145 +2025-06-12 18:33:09,838 - pyskl - INFO - Epoch [130][3500/3940] lr: 1.093e-03, eta: 9:52:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9632, loss: 1.9632 +2025-06-12 18:33:54,205 - pyskl - INFO - Epoch [130][3600/3940] lr: 1.090e-03, eta: 9:51:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.8769, loss: 1.8769 +2025-06-12 18:34:38,756 - pyskl - INFO - Epoch [130][3700/3940] lr: 1.087e-03, eta: 9:51:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.8850, loss: 1.8850 +2025-06-12 18:35:23,194 - pyskl - INFO - Epoch [130][3800/3940] lr: 1.084e-03, eta: 9:50:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8086, loss: 1.8086 +2025-06-12 18:36:07,622 - pyskl - INFO - Epoch [130][3900/3940] lr: 1.082e-03, eta: 9:49:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.9379, loss: 1.9379 +2025-06-12 18:36:25,749 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-06-12 18:54:13,994 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 18:54:14,472 - pyskl - INFO - +top1_acc 0.8463 +top5_acc 0.9727 +2025-06-12 18:54:14,491 - pyskl - INFO - Epoch(val) [130][3183] top1_acc: 0.8463, top5_acc: 0.9727 +2025-06-12 18:55:23,701 - pyskl - INFO - Epoch [131][100/3940] lr: 1.078e-03, eta: 9:48:29, time: 0.692, data_time: 0.246, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.9093, loss: 1.9093 +2025-06-12 18:56:08,372 - pyskl - INFO - Epoch [131][200/3940] lr: 1.075e-03, eta: 9:47:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.8905, loss: 1.8905 +2025-06-12 18:56:52,842 - pyskl - INFO - Epoch [131][300/3940] lr: 1.073e-03, eta: 9:46:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.7779, loss: 1.7779 +2025-06-12 18:57:37,464 - pyskl - INFO - Epoch [131][400/3940] lr: 1.070e-03, eta: 9:46:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8478, loss: 1.8478 +2025-06-12 18:58:22,026 - pyskl - INFO - Epoch [131][500/3940] lr: 1.067e-03, eta: 9:45:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9374, loss: 1.9374 +2025-06-12 18:59:06,558 - pyskl - INFO - Epoch [131][600/3940] lr: 1.065e-03, eta: 9:44:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.9232, loss: 1.9232 +2025-06-12 18:59:50,997 - pyskl - INFO - Epoch [131][700/3940] lr: 1.062e-03, eta: 9:43:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.8328, loss: 1.8328 +2025-06-12 19:00:35,462 - pyskl - INFO - Epoch [131][800/3940] lr: 1.059e-03, eta: 9:43:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8844, loss: 1.8844 +2025-06-12 19:01:19,858 - pyskl - INFO - Epoch [131][900/3940] lr: 1.057e-03, eta: 9:42:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.9042, loss: 1.9042 +2025-06-12 19:02:04,244 - pyskl - INFO - Epoch [131][1000/3940] lr: 1.054e-03, eta: 9:41:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8586, loss: 1.8586 +2025-06-12 19:02:48,627 - pyskl - INFO - Epoch [131][1100/3940] lr: 1.051e-03, eta: 9:41:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.8600, loss: 1.8600 +2025-06-12 19:03:33,140 - pyskl - INFO - Epoch [131][1200/3940] lr: 1.049e-03, eta: 9:40:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.8996, loss: 1.8996 +2025-06-12 19:04:17,657 - pyskl - INFO - Epoch [131][1300/3940] lr: 1.046e-03, eta: 9:39:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.8400, loss: 1.8400 +2025-06-12 19:05:02,242 - pyskl - INFO - Epoch [131][1400/3940] lr: 1.043e-03, eta: 9:38:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8391, loss: 1.8391 +2025-06-12 19:05:46,789 - pyskl - INFO - Epoch [131][1500/3940] lr: 1.041e-03, eta: 9:38:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.8997, loss: 1.8997 +2025-06-12 19:06:31,297 - pyskl - INFO - Epoch [131][1600/3940] lr: 1.038e-03, eta: 9:37:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.9144, loss: 1.9144 +2025-06-12 19:07:15,937 - pyskl - INFO - Epoch [131][1700/3940] lr: 1.035e-03, eta: 9:36:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.8303, loss: 1.8303 +2025-06-12 19:08:00,476 - pyskl - INFO - Epoch [131][1800/3940] lr: 1.033e-03, eta: 9:35:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9328, loss: 1.9328 +2025-06-12 19:08:45,041 - pyskl - INFO - Epoch [131][1900/3940] lr: 1.030e-03, eta: 9:35:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.9382, loss: 1.9382 +2025-06-12 19:09:29,563 - pyskl - INFO - Epoch [131][2000/3940] lr: 1.027e-03, eta: 9:34:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.8306, loss: 1.8306 +2025-06-12 19:10:14,105 - pyskl - INFO - Epoch [131][2100/3940] lr: 1.025e-03, eta: 9:33:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.9468, loss: 1.9468 +2025-06-12 19:10:58,562 - pyskl - INFO - Epoch [131][2200/3940] lr: 1.022e-03, eta: 9:32:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 1.9417, loss: 1.9417 +2025-06-12 19:11:43,014 - pyskl - INFO - Epoch [131][2300/3940] lr: 1.019e-03, eta: 9:32:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.9083, loss: 1.9083 +2025-06-12 19:12:27,434 - pyskl - INFO - Epoch [131][2400/3940] lr: 1.017e-03, eta: 9:31:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9203, loss: 1.9203 +2025-06-12 19:13:11,852 - pyskl - INFO - Epoch [131][2500/3940] lr: 1.014e-03, eta: 9:30:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.9487, loss: 1.9487 +2025-06-12 19:13:56,254 - pyskl - INFO - Epoch [131][2600/3940] lr: 1.012e-03, eta: 9:29:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.9406, loss: 1.9406 +2025-06-12 19:14:40,724 - pyskl - INFO - Epoch [131][2700/3940] lr: 1.009e-03, eta: 9:29:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8658, loss: 1.8658 +2025-06-12 19:15:25,165 - pyskl - INFO - Epoch [131][2800/3940] lr: 1.006e-03, eta: 9:28:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.8252, loss: 1.8252 +2025-06-12 19:16:09,654 - pyskl - INFO - Epoch [131][2900/3940] lr: 1.004e-03, eta: 9:27:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 1.9012, loss: 1.9012 +2025-06-12 19:16:54,061 - pyskl - INFO - Epoch [131][3000/3940] lr: 1.001e-03, eta: 9:26:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.8954, loss: 1.8954 +2025-06-12 19:17:38,407 - pyskl - INFO - Epoch [131][3100/3940] lr: 9.985e-04, eta: 9:26:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8073, loss: 1.8073 +2025-06-12 19:18:22,732 - pyskl - INFO - Epoch [131][3200/3940] lr: 9.959e-04, eta: 9:25:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.9039, loss: 1.9039 +2025-06-12 19:19:07,027 - pyskl - INFO - Epoch [131][3300/3940] lr: 9.933e-04, eta: 9:24:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8808, loss: 1.8808 +2025-06-12 19:19:51,430 - pyskl - INFO - Epoch [131][3400/3940] lr: 9.907e-04, eta: 9:23:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8517, loss: 1.8517 +2025-06-12 19:20:35,736 - pyskl - INFO - Epoch [131][3500/3940] lr: 9.881e-04, eta: 9:23:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.9002, loss: 1.9002 +2025-06-12 19:21:20,014 - pyskl - INFO - Epoch [131][3600/3940] lr: 9.855e-04, eta: 9:22:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.8460, loss: 1.8460 +2025-06-12 19:22:04,366 - pyskl - INFO - Epoch [131][3700/3940] lr: 9.829e-04, eta: 9:21:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.8326, loss: 1.8326 +2025-06-12 19:22:48,807 - pyskl - INFO - Epoch [131][3800/3940] lr: 9.803e-04, eta: 9:20:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7809, loss: 1.7809 +2025-06-12 19:23:33,260 - pyskl - INFO - Epoch [131][3900/3940] lr: 9.778e-04, eta: 9:20:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.9099, loss: 1.9099 +2025-06-12 19:23:51,376 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-06-12 19:27:17,317 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 19:27:17,885 - pyskl - INFO - +top1_acc 0.8549 +top5_acc 0.9759 +2025-06-12 19:27:17,938 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_127.pth was removed +2025-06-12 19:27:18,986 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2025-06-12 19:27:18,988 - pyskl - INFO - Best top1_acc is 0.8549 at 131 epoch. +2025-06-12 19:27:19,005 - pyskl - INFO - Epoch(val) [131][3183] top1_acc: 0.8549, top5_acc: 0.9759 +2025-06-12 19:28:27,712 - pyskl - INFO - Epoch [132][100/3940] lr: 9.742e-04, eta: 9:19:00, time: 0.687, data_time: 0.243, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8621, loss: 1.8621 +2025-06-12 19:29:12,131 - pyskl - INFO - Epoch [132][200/3940] lr: 9.716e-04, eta: 9:18:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8056, loss: 1.8056 +2025-06-12 19:29:56,706 - pyskl - INFO - Epoch [132][300/3940] lr: 9.690e-04, eta: 9:17:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8321, loss: 1.8321 +2025-06-12 19:30:41,433 - pyskl - INFO - Epoch [132][400/3940] lr: 9.665e-04, eta: 9:16:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7653, loss: 1.7653 +2025-06-12 19:31:25,934 - pyskl - INFO - Epoch [132][500/3940] lr: 9.639e-04, eta: 9:16:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.8625, loss: 1.8625 +2025-06-12 19:32:10,456 - pyskl - INFO - Epoch [132][600/3940] lr: 9.613e-04, eta: 9:15:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.8719, loss: 1.8719 +2025-06-12 19:32:54,940 - pyskl - INFO - Epoch [132][700/3940] lr: 9.588e-04, eta: 9:14:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8009, loss: 1.8009 +2025-06-12 19:33:39,475 - pyskl - INFO - Epoch [132][800/3940] lr: 9.562e-04, eta: 9:13:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.8443, loss: 1.8443 +2025-06-12 19:34:23,999 - pyskl - INFO - Epoch [132][900/3940] lr: 9.537e-04, eta: 9:13:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9664, loss: 1.9664 +2025-06-12 19:35:08,542 - pyskl - INFO - Epoch [132][1000/3940] lr: 9.511e-04, eta: 9:12:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7642, loss: 1.7642 +2025-06-12 19:35:53,092 - pyskl - INFO - Epoch [132][1100/3940] lr: 9.486e-04, eta: 9:11:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7990, loss: 1.7990 +2025-06-12 19:36:37,715 - pyskl - INFO - Epoch [132][1200/3940] lr: 9.461e-04, eta: 9:10:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7962, loss: 1.7962 +2025-06-12 19:37:22,253 - pyskl - INFO - Epoch [132][1300/3940] lr: 9.435e-04, eta: 9:10:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.9281, loss: 1.9281 +2025-06-12 19:38:06,850 - pyskl - INFO - Epoch [132][1400/3940] lr: 9.410e-04, eta: 9:09:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.8226, loss: 1.8226 +2025-06-12 19:38:51,805 - pyskl - INFO - Epoch [132][1500/3940] lr: 9.385e-04, eta: 9:08:31, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.7983, loss: 1.7983 +2025-06-12 19:39:36,418 - pyskl - INFO - Epoch [132][1600/3940] lr: 9.360e-04, eta: 9:07:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8616, loss: 1.8616 +2025-06-12 19:40:21,245 - pyskl - INFO - Epoch [132][1700/3940] lr: 9.334e-04, eta: 9:07:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.9266, loss: 1.9266 +2025-06-12 19:41:05,895 - pyskl - INFO - Epoch [132][1800/3940] lr: 9.309e-04, eta: 9:06:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8480, loss: 1.8480 +2025-06-12 19:41:50,447 - pyskl - INFO - Epoch [132][1900/3940] lr: 9.284e-04, eta: 9:05:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.7972, loss: 1.7972 +2025-06-12 19:42:35,079 - pyskl - INFO - Epoch [132][2000/3940] lr: 9.259e-04, eta: 9:04:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.8215, loss: 1.8215 +2025-06-12 19:43:19,732 - pyskl - INFO - Epoch [132][2100/3940] lr: 9.234e-04, eta: 9:04:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8454, loss: 1.8454 +2025-06-12 19:44:04,306 - pyskl - INFO - Epoch [132][2200/3940] lr: 9.209e-04, eta: 9:03:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8239, loss: 1.8239 +2025-06-12 19:44:48,776 - pyskl - INFO - Epoch [132][2300/3940] lr: 9.184e-04, eta: 9:02:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8544, loss: 1.8544 +2025-06-12 19:45:33,224 - pyskl - INFO - Epoch [132][2400/3940] lr: 9.159e-04, eta: 9:01:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9004, loss: 1.9004 +2025-06-12 19:46:17,682 - pyskl - INFO - Epoch [132][2500/3940] lr: 9.134e-04, eta: 9:01:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8307, loss: 1.8307 +2025-06-12 19:47:02,227 - pyskl - INFO - Epoch [132][2600/3940] lr: 9.109e-04, eta: 9:00:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8831, loss: 1.8831 +2025-06-12 19:47:46,767 - pyskl - INFO - Epoch [132][2700/3940] lr: 9.084e-04, eta: 8:59:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8064, loss: 1.8064 +2025-06-12 19:48:31,298 - pyskl - INFO - Epoch [132][2800/3940] lr: 9.059e-04, eta: 8:58:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8508, loss: 1.8508 +2025-06-12 19:49:15,820 - pyskl - INFO - Epoch [132][2900/3940] lr: 9.034e-04, eta: 8:58:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.9066, loss: 1.9066 +2025-06-12 19:50:00,358 - pyskl - INFO - Epoch [132][3000/3940] lr: 9.010e-04, eta: 8:57:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.8679, loss: 1.8679 +2025-06-12 19:50:44,815 - pyskl - INFO - Epoch [132][3100/3940] lr: 8.985e-04, eta: 8:56:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.8579, loss: 1.8579 +2025-06-12 19:51:29,467 - pyskl - INFO - Epoch [132][3200/3940] lr: 8.960e-04, eta: 8:55:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8661, loss: 1.8661 +2025-06-12 19:52:14,018 - pyskl - INFO - Epoch [132][3300/3940] lr: 8.935e-04, eta: 8:55:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8181, loss: 1.8181 +2025-06-12 19:52:58,597 - pyskl - INFO - Epoch [132][3400/3940] lr: 8.911e-04, eta: 8:54:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7934, loss: 1.7934 +2025-06-12 19:53:43,169 - pyskl - INFO - Epoch [132][3500/3940] lr: 8.886e-04, eta: 8:53:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8475, loss: 1.8475 +2025-06-12 19:54:27,675 - pyskl - INFO - Epoch [132][3600/3940] lr: 8.862e-04, eta: 8:52:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.8809, loss: 1.8809 +2025-06-12 19:55:12,156 - pyskl - INFO - Epoch [132][3700/3940] lr: 8.837e-04, eta: 8:52:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7890, loss: 1.7890 +2025-06-12 19:55:56,557 - pyskl - INFO - Epoch [132][3800/3940] lr: 8.812e-04, eta: 8:51:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.9326, loss: 1.9326 +2025-06-12 19:56:41,033 - pyskl - INFO - Epoch [132][3900/3940] lr: 8.788e-04, eta: 8:50:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8739, loss: 1.8739 +2025-06-12 19:56:59,137 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-06-12 20:00:24,485 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 20:00:24,958 - pyskl - INFO - +top1_acc 0.8578 +top5_acc 0.9758 +2025-06-12 20:00:25,015 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_131.pth was removed +2025-06-12 20:00:26,087 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2025-06-12 20:00:26,089 - pyskl - INFO - Best top1_acc is 0.8578 at 132 epoch. +2025-06-12 20:00:26,109 - pyskl - INFO - Epoch(val) [132][3183] top1_acc: 0.8578, top5_acc: 0.9758 +2025-06-12 20:01:35,035 - pyskl - INFO - Epoch [133][100/3940] lr: 8.754e-04, eta: 8:49:31, time: 0.689, data_time: 0.246, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8552, loss: 1.8552 +2025-06-12 20:02:19,458 - pyskl - INFO - Epoch [133][200/3940] lr: 8.729e-04, eta: 8:48:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.7612, loss: 1.7612 +2025-06-12 20:03:04,007 - pyskl - INFO - Epoch [133][300/3940] lr: 8.705e-04, eta: 8:48:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7531, loss: 1.7531 +2025-06-12 20:03:48,773 - pyskl - INFO - Epoch [133][400/3940] lr: 8.681e-04, eta: 8:47:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.8277, loss: 1.8277 +2025-06-12 20:04:33,281 - pyskl - INFO - Epoch [133][500/3940] lr: 8.656e-04, eta: 8:46:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8926, loss: 1.8926 +2025-06-12 20:05:17,817 - pyskl - INFO - Epoch [133][600/3940] lr: 8.632e-04, eta: 8:45:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8135, loss: 1.8135 +2025-06-12 20:06:02,312 - pyskl - INFO - Epoch [133][700/3940] lr: 8.608e-04, eta: 8:45:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.8499, loss: 1.8499 +2025-06-12 20:06:46,778 - pyskl - INFO - Epoch [133][800/3940] lr: 8.584e-04, eta: 8:44:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.8056, loss: 1.8056 +2025-06-12 20:07:31,226 - pyskl - INFO - Epoch [133][900/3940] lr: 8.559e-04, eta: 8:43:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.8032, loss: 1.8032 +2025-06-12 20:08:15,673 - pyskl - INFO - Epoch [133][1000/3940] lr: 8.535e-04, eta: 8:42:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8282, loss: 1.8282 +2025-06-12 20:09:00,173 - pyskl - INFO - Epoch [133][1100/3940] lr: 8.511e-04, eta: 8:42:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.8199, loss: 1.8199 +2025-06-12 20:09:44,689 - pyskl - INFO - Epoch [133][1200/3940] lr: 8.487e-04, eta: 8:41:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7472, loss: 1.7472 +2025-06-12 20:10:29,210 - pyskl - INFO - Epoch [133][1300/3940] lr: 8.463e-04, eta: 8:40:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7742, loss: 1.7742 +2025-06-12 20:11:13,716 - pyskl - INFO - Epoch [133][1400/3940] lr: 8.439e-04, eta: 8:39:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.8369, loss: 1.8369 +2025-06-12 20:11:58,285 - pyskl - INFO - Epoch [133][1500/3940] lr: 8.415e-04, eta: 8:39:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8626, loss: 1.8626 +2025-06-12 20:12:42,804 - pyskl - INFO - Epoch [133][1600/3940] lr: 8.391e-04, eta: 8:38:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8340, loss: 1.8340 +2025-06-12 20:13:27,560 - pyskl - INFO - Epoch [133][1700/3940] lr: 8.367e-04, eta: 8:37:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.8164, loss: 1.8164 +2025-06-12 20:14:12,055 - pyskl - INFO - Epoch [133][1800/3940] lr: 8.343e-04, eta: 8:36:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.8685, loss: 1.8685 +2025-06-12 20:14:56,552 - pyskl - INFO - Epoch [133][1900/3940] lr: 8.319e-04, eta: 8:36:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8086, loss: 1.8086 +2025-06-12 20:15:41,008 - pyskl - INFO - Epoch [133][2000/3940] lr: 8.296e-04, eta: 8:35:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7768, loss: 1.7768 +2025-06-12 20:16:25,441 - pyskl - INFO - Epoch [133][2100/3940] lr: 8.272e-04, eta: 8:34:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8573, loss: 1.8573 +2025-06-12 20:17:09,866 - pyskl - INFO - Epoch [133][2200/3940] lr: 8.248e-04, eta: 8:33:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.8034, loss: 1.8034 +2025-06-12 20:17:54,276 - pyskl - INFO - Epoch [133][2300/3940] lr: 8.224e-04, eta: 8:33:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.8142, loss: 1.8142 +2025-06-12 20:18:38,713 - pyskl - INFO - Epoch [133][2400/3940] lr: 8.201e-04, eta: 8:32:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.7931, loss: 1.7931 +2025-06-12 20:19:23,095 - pyskl - INFO - Epoch [133][2500/3940] lr: 8.177e-04, eta: 8:31:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7865, loss: 1.7865 +2025-06-12 20:20:07,590 - pyskl - INFO - Epoch [133][2600/3940] lr: 8.153e-04, eta: 8:30:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8260, loss: 1.8260 +2025-06-12 20:20:52,030 - pyskl - INFO - Epoch [133][2700/3940] lr: 8.130e-04, eta: 8:30:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7395, loss: 1.7395 +2025-06-12 20:21:36,479 - pyskl - INFO - Epoch [133][2800/3940] lr: 8.106e-04, eta: 8:29:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7201, loss: 1.7201 +2025-06-12 20:22:20,875 - pyskl - INFO - Epoch [133][2900/3940] lr: 8.083e-04, eta: 8:28:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.8411, loss: 1.8411 +2025-06-12 20:23:05,321 - pyskl - INFO - Epoch [133][3000/3940] lr: 8.059e-04, eta: 8:27:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.8397, loss: 1.8397 +2025-06-12 20:23:49,874 - pyskl - INFO - Epoch [133][3100/3940] lr: 8.036e-04, eta: 8:27:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8378, loss: 1.8378 +2025-06-12 20:24:34,284 - pyskl - INFO - Epoch [133][3200/3940] lr: 8.012e-04, eta: 8:26:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7672, loss: 1.7672 +2025-06-12 20:25:18,700 - pyskl - INFO - Epoch [133][3300/3940] lr: 7.989e-04, eta: 8:25:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7678, loss: 1.7678 +2025-06-12 20:26:03,118 - pyskl - INFO - Epoch [133][3400/3940] lr: 7.966e-04, eta: 8:24:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8420, loss: 1.8420 +2025-06-12 20:26:47,547 - pyskl - INFO - Epoch [133][3500/3940] lr: 7.942e-04, eta: 8:24:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.8750, loss: 1.8750 +2025-06-12 20:27:32,008 - pyskl - INFO - Epoch [133][3600/3940] lr: 7.919e-04, eta: 8:23:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.8641, loss: 1.8641 +2025-06-12 20:28:16,433 - pyskl - INFO - Epoch [133][3700/3940] lr: 7.896e-04, eta: 8:22:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.8524, loss: 1.8524 +2025-06-12 20:29:00,814 - pyskl - INFO - Epoch [133][3800/3940] lr: 7.872e-04, eta: 8:21:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7781, loss: 1.7781 +2025-06-12 20:29:45,229 - pyskl - INFO - Epoch [133][3900/3940] lr: 7.849e-04, eta: 8:21:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.8437, loss: 1.8437 +2025-06-12 20:30:03,364 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-06-12 20:33:28,371 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 20:33:28,841 - pyskl - INFO - +top1_acc 0.8541 +top5_acc 0.9738 +2025-06-12 20:33:28,859 - pyskl - INFO - Epoch(val) [133][3183] top1_acc: 0.8541, top5_acc: 0.9738 +2025-06-12 20:34:37,860 - pyskl - INFO - Epoch [134][100/3940] lr: 7.817e-04, eta: 8:20:03, time: 0.690, data_time: 0.246, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.8109, loss: 1.8109 +2025-06-12 20:35:22,493 - pyskl - INFO - Epoch [134][200/3940] lr: 7.794e-04, eta: 8:19:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8133, loss: 1.8133 +2025-06-12 20:36:07,106 - pyskl - INFO - Epoch [134][300/3940] lr: 7.771e-04, eta: 8:18:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8362, loss: 1.8362 +2025-06-12 20:36:51,935 - pyskl - INFO - Epoch [134][400/3940] lr: 7.748e-04, eta: 8:17:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.8729, loss: 1.8729 +2025-06-12 20:37:36,394 - pyskl - INFO - Epoch [134][500/3940] lr: 7.725e-04, eta: 8:17:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8087, loss: 1.8087 +2025-06-12 20:38:20,901 - pyskl - INFO - Epoch [134][600/3940] lr: 7.702e-04, eta: 8:16:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8565, loss: 1.8565 +2025-06-12 20:39:05,319 - pyskl - INFO - Epoch [134][700/3940] lr: 7.679e-04, eta: 8:15:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.8357, loss: 1.8357 +2025-06-12 20:39:49,755 - pyskl - INFO - Epoch [134][800/3940] lr: 7.656e-04, eta: 8:14:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7287, loss: 1.7287 +2025-06-12 20:40:34,255 - pyskl - INFO - Epoch [134][900/3940] lr: 7.633e-04, eta: 8:14:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7437, loss: 1.7437 +2025-06-12 20:41:18,714 - pyskl - INFO - Epoch [134][1000/3940] lr: 7.610e-04, eta: 8:13:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7520, loss: 1.7520 +2025-06-12 20:42:03,225 - pyskl - INFO - Epoch [134][1100/3940] lr: 7.587e-04, eta: 8:12:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7410, loss: 1.7410 +2025-06-12 20:42:47,745 - pyskl - INFO - Epoch [134][1200/3940] lr: 7.564e-04, eta: 8:11:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7589, loss: 1.7589 +2025-06-12 20:43:32,244 - pyskl - INFO - Epoch [134][1300/3940] lr: 7.542e-04, eta: 8:11:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7534, loss: 1.7534 +2025-06-12 20:44:16,708 - pyskl - INFO - Epoch [134][1400/3940] lr: 7.519e-04, eta: 8:10:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.8050, loss: 1.8050 +2025-06-12 20:45:01,254 - pyskl - INFO - Epoch [134][1500/3940] lr: 7.496e-04, eta: 8:09:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7692, loss: 1.7692 +2025-06-12 20:45:46,098 - pyskl - INFO - Epoch [134][1600/3940] lr: 7.474e-04, eta: 8:08:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7557, loss: 1.7557 +2025-06-12 20:46:30,640 - pyskl - INFO - Epoch [134][1700/3940] lr: 7.451e-04, eta: 8:08:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.7743, loss: 1.7743 +2025-06-12 20:47:15,194 - pyskl - INFO - Epoch [134][1800/3940] lr: 7.428e-04, eta: 8:07:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8688, loss: 1.8688 +2025-06-12 20:47:59,622 - pyskl - INFO - Epoch [134][1900/3940] lr: 7.406e-04, eta: 8:06:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.8240, loss: 1.8240 +2025-06-12 20:48:44,119 - pyskl - INFO - Epoch [134][2000/3940] lr: 7.383e-04, eta: 8:05:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7456, loss: 1.7456 +2025-06-12 20:49:28,543 - pyskl - INFO - Epoch [134][2100/3940] lr: 7.361e-04, eta: 8:05:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7520, loss: 1.7520 +2025-06-12 20:50:12,981 - pyskl - INFO - Epoch [134][2200/3940] lr: 7.338e-04, eta: 8:04:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7929, loss: 1.7929 +2025-06-12 20:50:57,442 - pyskl - INFO - Epoch [134][2300/3940] lr: 7.316e-04, eta: 8:03:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7471, loss: 1.7471 +2025-06-12 20:51:41,868 - pyskl - INFO - Epoch [134][2400/3940] lr: 7.294e-04, eta: 8:02:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8359, loss: 1.8359 +2025-06-12 20:52:26,348 - pyskl - INFO - Epoch [134][2500/3940] lr: 7.271e-04, eta: 8:02:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7599, loss: 1.7599 +2025-06-12 20:53:10,771 - pyskl - INFO - Epoch [134][2600/3940] lr: 7.249e-04, eta: 8:01:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.8244, loss: 1.8244 +2025-06-12 20:53:55,230 - pyskl - INFO - Epoch [134][2700/3940] lr: 7.227e-04, eta: 8:00:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7724, loss: 1.7724 +2025-06-12 20:54:39,769 - pyskl - INFO - Epoch [134][2800/3940] lr: 7.204e-04, eta: 7:59:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.8018, loss: 1.8018 +2025-06-12 20:55:24,317 - pyskl - INFO - Epoch [134][2900/3940] lr: 7.182e-04, eta: 7:59:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7927, loss: 1.7927 +2025-06-12 20:56:08,808 - pyskl - INFO - Epoch [134][3000/3940] lr: 7.160e-04, eta: 7:58:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8342, loss: 1.8342 +2025-06-12 20:56:53,187 - pyskl - INFO - Epoch [134][3100/3940] lr: 7.138e-04, eta: 7:57:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.7064, loss: 1.7064 +2025-06-12 20:57:37,548 - pyskl - INFO - Epoch [134][3200/3940] lr: 7.116e-04, eta: 7:56:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7337, loss: 1.7337 +2025-06-12 20:58:21,701 - pyskl - INFO - Epoch [134][3300/3940] lr: 7.094e-04, eta: 7:56:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.8087, loss: 1.8087 +2025-06-12 20:59:06,008 - pyskl - INFO - Epoch [134][3400/3940] lr: 7.072e-04, eta: 7:55:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.8022, loss: 1.8022 +2025-06-12 20:59:50,330 - pyskl - INFO - Epoch [134][3500/3940] lr: 7.050e-04, eta: 7:54:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7476, loss: 1.7476 +2025-06-12 21:00:34,631 - pyskl - INFO - Epoch [134][3600/3940] lr: 7.028e-04, eta: 7:53:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7670, loss: 1.7670 +2025-06-12 21:01:19,265 - pyskl - INFO - Epoch [134][3700/3940] lr: 7.006e-04, eta: 7:53:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7911, loss: 1.7911 +2025-06-12 21:02:03,965 - pyskl - INFO - Epoch [134][3800/3940] lr: 6.984e-04, eta: 7:52:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8286, loss: 1.8286 +2025-06-12 21:02:48,547 - pyskl - INFO - Epoch [134][3900/3940] lr: 6.962e-04, eta: 7:51:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7703, loss: 1.7703 +2025-06-12 21:03:06,634 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-06-12 21:06:31,835 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 21:06:32,295 - pyskl - INFO - +top1_acc 0.8630 +top5_acc 0.9775 +2025-06-12 21:06:32,349 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_132.pth was removed +2025-06-12 21:06:33,369 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2025-06-12 21:06:33,371 - pyskl - INFO - Best top1_acc is 0.8630 at 134 epoch. +2025-06-12 21:06:33,387 - pyskl - INFO - Epoch(val) [134][3183] top1_acc: 0.8630, top5_acc: 0.9775 +2025-06-12 21:07:42,258 - pyskl - INFO - Epoch [135][100/3940] lr: 6.931e-04, eta: 7:50:34, time: 0.689, data_time: 0.244, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.8064, loss: 1.8064 +2025-06-12 21:08:26,716 - pyskl - INFO - Epoch [135][200/3940] lr: 6.910e-04, eta: 7:49:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7536, loss: 1.7536 +2025-06-12 21:09:11,145 - pyskl - INFO - Epoch [135][300/3940] lr: 6.888e-04, eta: 7:49:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7244, loss: 1.7244 +2025-06-12 21:09:55,596 - pyskl - INFO - Epoch [135][400/3940] lr: 6.866e-04, eta: 7:48:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.8098, loss: 1.8098 +2025-06-12 21:10:40,055 - pyskl - INFO - Epoch [135][500/3940] lr: 6.844e-04, eta: 7:47:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.8070, loss: 1.8070 +2025-06-12 21:11:24,529 - pyskl - INFO - Epoch [135][600/3940] lr: 6.823e-04, eta: 7:46:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7556, loss: 1.7556 +2025-06-12 21:12:08,954 - pyskl - INFO - Epoch [135][700/3940] lr: 6.801e-04, eta: 7:46:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7486, loss: 1.7486 +2025-06-12 21:12:53,368 - pyskl - INFO - Epoch [135][800/3940] lr: 6.779e-04, eta: 7:45:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7839, loss: 1.7839 +2025-06-12 21:13:37,825 - pyskl - INFO - Epoch [135][900/3940] lr: 6.758e-04, eta: 7:44:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7048, loss: 1.7048 +2025-06-12 21:14:22,272 - pyskl - INFO - Epoch [135][1000/3940] lr: 6.736e-04, eta: 7:43:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7969, loss: 1.7969 +2025-06-12 21:15:06,838 - pyskl - INFO - Epoch [135][1100/3940] lr: 6.715e-04, eta: 7:43:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7327, loss: 1.7327 +2025-06-12 21:15:51,401 - pyskl - INFO - Epoch [135][1200/3940] lr: 6.693e-04, eta: 7:42:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7551, loss: 1.7551 +2025-06-12 21:16:35,933 - pyskl - INFO - Epoch [135][1300/3940] lr: 6.672e-04, eta: 7:41:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7736, loss: 1.7736 +2025-06-12 21:17:20,482 - pyskl - INFO - Epoch [135][1400/3940] lr: 6.651e-04, eta: 7:40:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.8476, loss: 1.8476 +2025-06-12 21:18:05,057 - pyskl - INFO - Epoch [135][1500/3940] lr: 6.629e-04, eta: 7:40:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7320, loss: 1.7320 +2025-06-12 21:18:49,626 - pyskl - INFO - Epoch [135][1600/3940] lr: 6.608e-04, eta: 7:39:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7443, loss: 1.7443 +2025-06-12 21:19:34,243 - pyskl - INFO - Epoch [135][1700/3940] lr: 6.587e-04, eta: 7:38:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7768, loss: 1.7768 +2025-06-12 21:20:18,818 - pyskl - INFO - Epoch [135][1800/3940] lr: 6.565e-04, eta: 7:37:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.8139, loss: 1.8139 +2025-06-12 21:21:03,418 - pyskl - INFO - Epoch [135][1900/3940] lr: 6.544e-04, eta: 7:37:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7599, loss: 1.7599 +2025-06-12 21:21:48,070 - pyskl - INFO - Epoch [135][2000/3940] lr: 6.523e-04, eta: 7:36:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6784, loss: 1.6784 +2025-06-12 21:22:32,705 - pyskl - INFO - Epoch [135][2100/3940] lr: 6.502e-04, eta: 7:35:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7244, loss: 1.7244 +2025-06-12 21:23:17,289 - pyskl - INFO - Epoch [135][2200/3940] lr: 6.481e-04, eta: 7:34:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.8355, loss: 1.8355 +2025-06-12 21:24:01,836 - pyskl - INFO - Epoch [135][2300/3940] lr: 6.459e-04, eta: 7:34:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.8123, loss: 1.8123 +2025-06-12 21:24:46,433 - pyskl - INFO - Epoch [135][2400/3940] lr: 6.438e-04, eta: 7:33:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.8321, loss: 1.8321 +2025-06-12 21:25:30,992 - pyskl - INFO - Epoch [135][2500/3940] lr: 6.417e-04, eta: 7:32:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7167, loss: 1.7167 +2025-06-12 21:26:15,490 - pyskl - INFO - Epoch [135][2600/3940] lr: 6.396e-04, eta: 7:31:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7259, loss: 1.7259 +2025-06-12 21:27:00,053 - pyskl - INFO - Epoch [135][2700/3940] lr: 6.375e-04, eta: 7:31:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7460, loss: 1.7460 +2025-06-12 21:27:44,569 - pyskl - INFO - Epoch [135][2800/3940] lr: 6.354e-04, eta: 7:30:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7301, loss: 1.7301 +2025-06-12 21:28:29,104 - pyskl - INFO - Epoch [135][2900/3940] lr: 6.334e-04, eta: 7:29:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.7763, loss: 1.7763 +2025-06-12 21:29:13,627 - pyskl - INFO - Epoch [135][3000/3940] lr: 6.313e-04, eta: 7:28:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7829, loss: 1.7829 +2025-06-12 21:29:58,130 - pyskl - INFO - Epoch [135][3100/3940] lr: 6.292e-04, eta: 7:28:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7343, loss: 1.7343 +2025-06-12 21:30:42,687 - pyskl - INFO - Epoch [135][3200/3940] lr: 6.271e-04, eta: 7:27:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.7094, loss: 1.7094 +2025-06-12 21:31:27,144 - pyskl - INFO - Epoch [135][3300/3940] lr: 6.250e-04, eta: 7:26:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.7812, loss: 1.7812 +2025-06-12 21:32:11,657 - pyskl - INFO - Epoch [135][3400/3940] lr: 6.230e-04, eta: 7:25:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8301, loss: 1.8301 +2025-06-12 21:32:56,220 - pyskl - INFO - Epoch [135][3500/3940] lr: 6.209e-04, eta: 7:25:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7604, loss: 1.7604 +2025-06-12 21:33:40,876 - pyskl - INFO - Epoch [135][3600/3940] lr: 6.188e-04, eta: 7:24:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7776, loss: 1.7776 +2025-06-12 21:34:25,438 - pyskl - INFO - Epoch [135][3700/3940] lr: 6.168e-04, eta: 7:23:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.8843, loss: 1.8843 +2025-06-12 21:35:09,962 - pyskl - INFO - Epoch [135][3800/3940] lr: 6.147e-04, eta: 7:22:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.8102, loss: 1.8102 +2025-06-12 21:35:54,461 - pyskl - INFO - Epoch [135][3900/3940] lr: 6.126e-04, eta: 7:22:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.7299, loss: 1.7299 +2025-06-12 21:36:12,575 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-06-12 21:54:14,877 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 21:54:15,349 - pyskl - INFO - +top1_acc 0.8628 +top5_acc 0.9779 +2025-06-12 21:54:15,367 - pyskl - INFO - Epoch(val) [135][3183] top1_acc: 0.8628, top5_acc: 0.9779 +2025-06-12 21:55:24,047 - pyskl - INFO - Epoch [136][100/3940] lr: 6.098e-04, eta: 7:21:06, time: 0.687, data_time: 0.243, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7626, loss: 1.7626 +2025-06-12 21:56:08,547 - pyskl - INFO - Epoch [136][200/3940] lr: 6.077e-04, eta: 7:20:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7581, loss: 1.7581 +2025-06-12 21:56:53,005 - pyskl - INFO - Epoch [136][300/3940] lr: 6.057e-04, eta: 7:19:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7285, loss: 1.7285 +2025-06-12 21:57:37,675 - pyskl - INFO - Epoch [136][400/3940] lr: 6.036e-04, eta: 7:18:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7896, loss: 1.7896 +2025-06-12 21:58:22,168 - pyskl - INFO - Epoch [136][500/3940] lr: 6.016e-04, eta: 7:18:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7552, loss: 1.7552 +2025-06-12 21:59:06,584 - pyskl - INFO - Epoch [136][600/3940] lr: 5.996e-04, eta: 7:17:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7863, loss: 1.7863 +2025-06-12 21:59:51,021 - pyskl - INFO - Epoch [136][700/3940] lr: 5.975e-04, eta: 7:16:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7237, loss: 1.7237 +2025-06-12 22:00:35,492 - pyskl - INFO - Epoch [136][800/3940] lr: 5.955e-04, eta: 7:15:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7641, loss: 1.7641 +2025-06-12 22:01:19,883 - pyskl - INFO - Epoch [136][900/3940] lr: 5.935e-04, eta: 7:15:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7133, loss: 1.7133 +2025-06-12 22:02:04,319 - pyskl - INFO - Epoch [136][1000/3940] lr: 5.914e-04, eta: 7:14:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7614, loss: 1.7614 +2025-06-12 22:02:48,850 - pyskl - INFO - Epoch [136][1100/3940] lr: 5.894e-04, eta: 7:13:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7558, loss: 1.7558 +2025-06-12 22:03:33,441 - pyskl - INFO - Epoch [136][1200/3940] lr: 5.874e-04, eta: 7:12:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7223, loss: 1.7223 +2025-06-12 22:04:18,029 - pyskl - INFO - Epoch [136][1300/3940] lr: 5.854e-04, eta: 7:12:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.7562, loss: 1.7562 +2025-06-12 22:05:02,589 - pyskl - INFO - Epoch [136][1400/3940] lr: 5.834e-04, eta: 7:11:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7197, loss: 1.7197 +2025-06-12 22:05:47,079 - pyskl - INFO - Epoch [136][1500/3940] lr: 5.814e-04, eta: 7:10:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7105, loss: 1.7105 +2025-06-12 22:06:31,566 - pyskl - INFO - Epoch [136][1600/3940] lr: 5.794e-04, eta: 7:09:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7300, loss: 1.7300 +2025-06-12 22:07:16,162 - pyskl - INFO - Epoch [136][1700/3940] lr: 5.774e-04, eta: 7:09:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7467, loss: 1.7467 +2025-06-12 22:08:00,602 - pyskl - INFO - Epoch [136][1800/3940] lr: 5.754e-04, eta: 7:08:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7590, loss: 1.7590 +2025-06-12 22:08:45,034 - pyskl - INFO - Epoch [136][1900/3940] lr: 5.734e-04, eta: 7:07:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7870, loss: 1.7870 +2025-06-12 22:09:29,476 - pyskl - INFO - Epoch [136][2000/3940] lr: 5.714e-04, eta: 7:06:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.7451, loss: 1.7451 +2025-06-12 22:10:13,864 - pyskl - INFO - Epoch [136][2100/3940] lr: 5.694e-04, eta: 7:06:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6837, loss: 1.6837 +2025-06-12 22:10:58,249 - pyskl - INFO - Epoch [136][2200/3940] lr: 5.675e-04, eta: 7:05:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7513, loss: 1.7513 +2025-06-12 22:11:42,639 - pyskl - INFO - Epoch [136][2300/3940] lr: 5.655e-04, eta: 7:04:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6720, loss: 1.6720 +2025-06-12 22:12:27,052 - pyskl - INFO - Epoch [136][2400/3940] lr: 5.635e-04, eta: 7:03:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.7808, loss: 1.7808 +2025-06-12 22:13:11,484 - pyskl - INFO - Epoch [136][2500/3940] lr: 5.615e-04, eta: 7:03:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7537, loss: 1.7537 +2025-06-12 22:13:55,866 - pyskl - INFO - Epoch [136][2600/3940] lr: 5.596e-04, eta: 7:02:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7292, loss: 1.7292 +2025-06-12 22:14:40,278 - pyskl - INFO - Epoch [136][2700/3940] lr: 5.576e-04, eta: 7:01:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7495, loss: 1.7495 +2025-06-12 22:15:24,736 - pyskl - INFO - Epoch [136][2800/3940] lr: 5.556e-04, eta: 7:00:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7561, loss: 1.7561 +2025-06-12 22:16:09,163 - pyskl - INFO - Epoch [136][2900/3940] lr: 5.537e-04, eta: 7:00:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7749, loss: 1.7749 +2025-06-12 22:16:53,626 - pyskl - INFO - Epoch [136][3000/3940] lr: 5.517e-04, eta: 6:59:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6566, loss: 1.6566 +2025-06-12 22:17:38,042 - pyskl - INFO - Epoch [136][3100/3940] lr: 5.498e-04, eta: 6:58:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7565, loss: 1.7565 +2025-06-12 22:18:22,431 - pyskl - INFO - Epoch [136][3200/3940] lr: 5.478e-04, eta: 6:57:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6908, loss: 1.6908 +2025-06-12 22:19:06,888 - pyskl - INFO - Epoch [136][3300/3940] lr: 5.459e-04, eta: 6:57:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7502, loss: 1.7502 +2025-06-12 22:19:51,359 - pyskl - INFO - Epoch [136][3400/3940] lr: 5.439e-04, eta: 6:56:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7513, loss: 1.7513 +2025-06-12 22:20:35,802 - pyskl - INFO - Epoch [136][3500/3940] lr: 5.420e-04, eta: 6:55:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7483, loss: 1.7483 +2025-06-12 22:21:20,180 - pyskl - INFO - Epoch [136][3600/3940] lr: 5.401e-04, eta: 6:54:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7403, loss: 1.7403 +2025-06-12 22:22:04,550 - pyskl - INFO - Epoch [136][3700/3940] lr: 5.381e-04, eta: 6:54:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7746, loss: 1.7746 +2025-06-12 22:22:48,941 - pyskl - INFO - Epoch [136][3800/3940] lr: 5.362e-04, eta: 6:53:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.8039, loss: 1.8039 +2025-06-12 22:23:33,326 - pyskl - INFO - Epoch [136][3900/3940] lr: 5.343e-04, eta: 6:52:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7069, loss: 1.7069 +2025-06-12 22:23:51,452 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-06-12 22:27:16,644 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 22:27:17,111 - pyskl - INFO - +top1_acc 0.8620 +top5_acc 0.9779 +2025-06-12 22:27:17,128 - pyskl - INFO - Epoch(val) [136][3183] top1_acc: 0.8620, top5_acc: 0.9779 +2025-06-12 22:28:26,022 - pyskl - INFO - Epoch [137][100/3940] lr: 5.316e-04, eta: 6:51:38, time: 0.689, data_time: 0.244, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6951, loss: 1.6951 +2025-06-12 22:29:10,604 - pyskl - INFO - Epoch [137][200/3940] lr: 5.297e-04, eta: 6:50:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7335, loss: 1.7335 +2025-06-12 22:29:55,187 - pyskl - INFO - Epoch [137][300/3940] lr: 5.278e-04, eta: 6:50:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7170, loss: 1.7170 +2025-06-12 22:30:39,642 - pyskl - INFO - Epoch [137][400/3940] lr: 5.259e-04, eta: 6:49:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6744, loss: 1.6744 +2025-06-12 22:31:24,092 - pyskl - INFO - Epoch [137][500/3940] lr: 5.240e-04, eta: 6:48:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7115, loss: 1.7115 +2025-06-12 22:32:08,486 - pyskl - INFO - Epoch [137][600/3940] lr: 5.221e-04, eta: 6:47:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7653, loss: 1.7653 +2025-06-12 22:32:52,873 - pyskl - INFO - Epoch [137][700/3940] lr: 5.202e-04, eta: 6:47:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7153, loss: 1.7153 +2025-06-12 22:33:37,376 - pyskl - INFO - Epoch [137][800/3940] lr: 5.183e-04, eta: 6:46:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6961, loss: 1.6961 +2025-06-12 22:34:21,847 - pyskl - INFO - Epoch [137][900/3940] lr: 5.164e-04, eta: 6:45:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6736, loss: 1.6736 +2025-06-12 22:35:06,321 - pyskl - INFO - Epoch [137][1000/3940] lr: 5.145e-04, eta: 6:44:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7044, loss: 1.7044 +2025-06-12 22:35:50,792 - pyskl - INFO - Epoch [137][1100/3940] lr: 5.126e-04, eta: 6:44:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.7347, loss: 1.7347 +2025-06-12 22:36:35,302 - pyskl - INFO - Epoch [137][1200/3940] lr: 5.107e-04, eta: 6:43:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6478, loss: 1.6478 +2025-06-12 22:37:19,878 - pyskl - INFO - Epoch [137][1300/3940] lr: 5.088e-04, eta: 6:42:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.7121, loss: 1.7121 +2025-06-12 22:38:04,503 - pyskl - INFO - Epoch [137][1400/3940] lr: 5.070e-04, eta: 6:41:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7291, loss: 1.7291 +2025-06-12 22:38:49,062 - pyskl - INFO - Epoch [137][1500/3940] lr: 5.051e-04, eta: 6:41:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7198, loss: 1.7198 +2025-06-12 22:39:33,737 - pyskl - INFO - Epoch [137][1600/3940] lr: 5.032e-04, eta: 6:40:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6880, loss: 1.6880 +2025-06-12 22:40:18,410 - pyskl - INFO - Epoch [137][1700/3940] lr: 5.014e-04, eta: 6:39:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7835, loss: 1.7835 +2025-06-12 22:41:02,998 - pyskl - INFO - Epoch [137][1800/3940] lr: 4.995e-04, eta: 6:38:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7462, loss: 1.7462 +2025-06-12 22:41:47,733 - pyskl - INFO - Epoch [137][1900/3940] lr: 4.976e-04, eta: 6:38:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7171, loss: 1.7171 +2025-06-12 22:42:32,371 - pyskl - INFO - Epoch [137][2000/3940] lr: 4.958e-04, eta: 6:37:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7797, loss: 1.7797 +2025-06-12 22:43:16,949 - pyskl - INFO - Epoch [137][2100/3940] lr: 4.939e-04, eta: 6:36:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7652, loss: 1.7652 +2025-06-12 22:44:01,419 - pyskl - INFO - Epoch [137][2200/3940] lr: 4.921e-04, eta: 6:35:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7151, loss: 1.7151 +2025-06-12 22:44:45,841 - pyskl - INFO - Epoch [137][2300/3940] lr: 4.902e-04, eta: 6:35:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7452, loss: 1.7452 +2025-06-12 22:45:30,280 - pyskl - INFO - Epoch [137][2400/3940] lr: 4.884e-04, eta: 6:34:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7142, loss: 1.7142 +2025-06-12 22:46:14,694 - pyskl - INFO - Epoch [137][2500/3940] lr: 4.866e-04, eta: 6:33:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7628, loss: 1.7628 +2025-06-12 22:46:59,065 - pyskl - INFO - Epoch [137][2600/3940] lr: 4.847e-04, eta: 6:32:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7363, loss: 1.7363 +2025-06-12 22:47:43,508 - pyskl - INFO - Epoch [137][2700/3940] lr: 4.829e-04, eta: 6:32:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6538, loss: 1.6538 +2025-06-12 22:48:28,118 - pyskl - INFO - Epoch [137][2800/3940] lr: 4.811e-04, eta: 6:31:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6681, loss: 1.6681 +2025-06-12 22:49:12,560 - pyskl - INFO - Epoch [137][2900/3940] lr: 4.793e-04, eta: 6:30:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7576, loss: 1.7576 +2025-06-12 22:49:56,921 - pyskl - INFO - Epoch [137][3000/3940] lr: 4.774e-04, eta: 6:29:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6617, loss: 1.6617 +2025-06-12 22:50:41,395 - pyskl - INFO - Epoch [137][3100/3940] lr: 4.756e-04, eta: 6:29:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6890, loss: 1.6890 +2025-06-12 22:51:25,802 - pyskl - INFO - Epoch [137][3200/3940] lr: 4.738e-04, eta: 6:28:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6729, loss: 1.6729 +2025-06-12 22:52:10,173 - pyskl - INFO - Epoch [137][3300/3940] lr: 4.720e-04, eta: 6:27:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6819, loss: 1.6819 +2025-06-12 22:52:54,480 - pyskl - INFO - Epoch [137][3400/3940] lr: 4.702e-04, eta: 6:26:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.7372, loss: 1.7372 +2025-06-12 22:53:38,837 - pyskl - INFO - Epoch [137][3500/3940] lr: 4.684e-04, eta: 6:26:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6782, loss: 1.6782 +2025-06-12 22:54:23,318 - pyskl - INFO - Epoch [137][3600/3940] lr: 4.666e-04, eta: 6:25:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6671, loss: 1.6671 +2025-06-12 22:55:07,698 - pyskl - INFO - Epoch [137][3700/3940] lr: 4.648e-04, eta: 6:24:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7192, loss: 1.7192 +2025-06-12 22:55:52,064 - pyskl - INFO - Epoch [137][3800/3940] lr: 4.630e-04, eta: 6:23:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7346, loss: 1.7346 +2025-06-12 22:56:36,549 - pyskl - INFO - Epoch [137][3900/3940] lr: 4.612e-04, eta: 6:23:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6173, loss: 1.6173 +2025-06-12 22:56:54,710 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-06-12 23:00:19,889 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 23:00:20,367 - pyskl - INFO - +top1_acc 0.8583 +top5_acc 0.9763 +2025-06-12 23:00:20,386 - pyskl - INFO - Epoch(val) [137][3183] top1_acc: 0.8583, top5_acc: 0.9763 +2025-06-12 23:01:29,587 - pyskl - INFO - Epoch [138][100/3940] lr: 4.587e-04, eta: 6:22:10, time: 0.692, data_time: 0.246, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.7076, loss: 1.7076 +2025-06-12 23:02:14,207 - pyskl - INFO - Epoch [138][200/3940] lr: 4.569e-04, eta: 6:21:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6386, loss: 1.6386 +2025-06-12 23:02:58,774 - pyskl - INFO - Epoch [138][300/3940] lr: 4.551e-04, eta: 6:20:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7164, loss: 1.7164 +2025-06-12 23:03:43,173 - pyskl - INFO - Epoch [138][400/3940] lr: 4.534e-04, eta: 6:19:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7159, loss: 1.7159 +2025-06-12 23:04:27,550 - pyskl - INFO - Epoch [138][500/3940] lr: 4.516e-04, eta: 6:19:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7034, loss: 1.7034 +2025-06-12 23:05:11,858 - pyskl - INFO - Epoch [138][600/3940] lr: 4.498e-04, eta: 6:18:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6801, loss: 1.6801 +2025-06-12 23:05:56,229 - pyskl - INFO - Epoch [138][700/3940] lr: 4.481e-04, eta: 6:17:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7001, loss: 1.7001 +2025-06-12 23:06:40,556 - pyskl - INFO - Epoch [138][800/3940] lr: 4.463e-04, eta: 6:16:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6623, loss: 1.6623 +2025-06-12 23:07:24,870 - pyskl - INFO - Epoch [138][900/3940] lr: 4.445e-04, eta: 6:16:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6728, loss: 1.6728 +2025-06-12 23:08:09,119 - pyskl - INFO - Epoch [138][1000/3940] lr: 4.428e-04, eta: 6:15:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6972, loss: 1.6972 +2025-06-12 23:08:53,467 - pyskl - INFO - Epoch [138][1100/3940] lr: 4.410e-04, eta: 6:14:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6406, loss: 1.6406 +2025-06-12 23:09:37,874 - pyskl - INFO - Epoch [138][1200/3940] lr: 4.393e-04, eta: 6:13:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6199, loss: 1.6199 +2025-06-12 23:10:22,346 - pyskl - INFO - Epoch [138][1300/3940] lr: 4.375e-04, eta: 6:13:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6831, loss: 1.6831 +2025-06-12 23:11:06,723 - pyskl - INFO - Epoch [138][1400/3940] lr: 4.358e-04, eta: 6:12:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6795, loss: 1.6795 +2025-06-12 23:11:51,358 - pyskl - INFO - Epoch [138][1500/3940] lr: 4.341e-04, eta: 6:11:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7214, loss: 1.7214 +2025-06-12 23:12:35,908 - pyskl - INFO - Epoch [138][1600/3940] lr: 4.323e-04, eta: 6:10:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6758, loss: 1.6758 +2025-06-12 23:13:20,378 - pyskl - INFO - Epoch [138][1700/3940] lr: 4.306e-04, eta: 6:10:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6546, loss: 1.6546 +2025-06-12 23:14:04,818 - pyskl - INFO - Epoch [138][1800/3940] lr: 4.289e-04, eta: 6:09:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7889, loss: 1.7889 +2025-06-12 23:14:49,270 - pyskl - INFO - Epoch [138][1900/3940] lr: 4.271e-04, eta: 6:08:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7229, loss: 1.7229 +2025-06-12 23:15:33,675 - pyskl - INFO - Epoch [138][2000/3940] lr: 4.254e-04, eta: 6:07:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7763, loss: 1.7763 +2025-06-12 23:16:18,108 - pyskl - INFO - Epoch [138][2100/3940] lr: 4.237e-04, eta: 6:07:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7642, loss: 1.7642 +2025-06-12 23:17:02,582 - pyskl - INFO - Epoch [138][2200/3940] lr: 4.220e-04, eta: 6:06:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7057, loss: 1.7057 +2025-06-12 23:17:47,016 - pyskl - INFO - Epoch [138][2300/3940] lr: 4.203e-04, eta: 6:05:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.6671, loss: 1.6671 +2025-06-12 23:18:31,333 - pyskl - INFO - Epoch [138][2400/3940] lr: 4.186e-04, eta: 6:04:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6870, loss: 1.6870 +2025-06-12 23:19:15,709 - pyskl - INFO - Epoch [138][2500/3940] lr: 4.169e-04, eta: 6:04:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6553, loss: 1.6553 +2025-06-12 23:20:00,161 - pyskl - INFO - Epoch [138][2600/3940] lr: 4.152e-04, eta: 6:03:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7422, loss: 1.7422 +2025-06-12 23:20:44,616 - pyskl - INFO - Epoch [138][2700/3940] lr: 4.135e-04, eta: 6:02:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7065, loss: 1.7065 +2025-06-12 23:21:29,035 - pyskl - INFO - Epoch [138][2800/3940] lr: 4.118e-04, eta: 6:01:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6864, loss: 1.6864 +2025-06-12 23:22:13,471 - pyskl - INFO - Epoch [138][2900/3940] lr: 4.101e-04, eta: 6:01:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7415, loss: 1.7415 +2025-06-12 23:22:57,912 - pyskl - INFO - Epoch [138][3000/3940] lr: 4.084e-04, eta: 6:00:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7105, loss: 1.7105 +2025-06-12 23:23:42,312 - pyskl - INFO - Epoch [138][3100/3940] lr: 4.067e-04, eta: 5:59:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6077, loss: 1.6077 +2025-06-12 23:24:26,677 - pyskl - INFO - Epoch [138][3200/3940] lr: 4.050e-04, eta: 5:58:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7186, loss: 1.7186 +2025-06-12 23:25:11,068 - pyskl - INFO - Epoch [138][3300/3940] lr: 4.034e-04, eta: 5:58:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6680, loss: 1.6680 +2025-06-12 23:25:55,484 - pyskl - INFO - Epoch [138][3400/3940] lr: 4.017e-04, eta: 5:57:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6826, loss: 1.6826 +2025-06-12 23:26:39,824 - pyskl - INFO - Epoch [138][3500/3940] lr: 4.000e-04, eta: 5:56:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7322, loss: 1.7322 +2025-06-12 23:27:24,173 - pyskl - INFO - Epoch [138][3600/3940] lr: 3.984e-04, eta: 5:55:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.6776, loss: 1.6776 +2025-06-12 23:28:08,512 - pyskl - INFO - Epoch [138][3700/3940] lr: 3.967e-04, eta: 5:55:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7143, loss: 1.7143 +2025-06-12 23:28:52,900 - pyskl - INFO - Epoch [138][3800/3940] lr: 3.950e-04, eta: 5:54:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7352, loss: 1.7352 +2025-06-12 23:29:37,276 - pyskl - INFO - Epoch [138][3900/3940] lr: 3.934e-04, eta: 5:53:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7243, loss: 1.7243 +2025-06-12 23:29:55,322 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-06-12 23:33:22,187 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-12 23:33:22,654 - pyskl - INFO - +top1_acc 0.8624 +top5_acc 0.9761 +2025-06-12 23:33:22,672 - pyskl - INFO - Epoch(val) [138][3183] top1_acc: 0.8624, top5_acc: 0.9761 +2025-06-12 23:34:31,433 - pyskl - INFO - Epoch [139][100/3940] lr: 3.911e-04, eta: 5:52:41, time: 0.688, data_time: 0.243, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.6815, loss: 1.6815 +2025-06-12 23:35:15,917 - pyskl - INFO - Epoch [139][200/3940] lr: 3.894e-04, eta: 5:51:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7165, loss: 1.7165 +2025-06-12 23:36:00,382 - pyskl - INFO - Epoch [139][300/3940] lr: 3.878e-04, eta: 5:51:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7024, loss: 1.7024 +2025-06-12 23:36:44,850 - pyskl - INFO - Epoch [139][400/3940] lr: 3.861e-04, eta: 5:50:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6551, loss: 1.6551 +2025-06-12 23:37:29,293 - pyskl - INFO - Epoch [139][500/3940] lr: 3.845e-04, eta: 5:49:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6107, loss: 1.6107 +2025-06-12 23:38:13,717 - pyskl - INFO - Epoch [139][600/3940] lr: 3.829e-04, eta: 5:48:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6983, loss: 1.6983 +2025-06-12 23:38:58,148 - pyskl - INFO - Epoch [139][700/3940] lr: 3.812e-04, eta: 5:48:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6887, loss: 1.6887 +2025-06-12 23:39:42,604 - pyskl - INFO - Epoch [139][800/3940] lr: 3.796e-04, eta: 5:47:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6070, loss: 1.6070 +2025-06-12 23:40:27,085 - pyskl - INFO - Epoch [139][900/3940] lr: 3.780e-04, eta: 5:46:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7242, loss: 1.7242 +2025-06-12 23:41:11,563 - pyskl - INFO - Epoch [139][1000/3940] lr: 3.764e-04, eta: 5:45:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6355, loss: 1.6355 +2025-06-12 23:41:56,082 - pyskl - INFO - Epoch [139][1100/3940] lr: 3.748e-04, eta: 5:45:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6908, loss: 1.6908 +2025-06-12 23:42:40,610 - pyskl - INFO - Epoch [139][1200/3940] lr: 3.731e-04, eta: 5:44:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6679, loss: 1.6679 +2025-06-12 23:43:25,188 - pyskl - INFO - Epoch [139][1300/3940] lr: 3.715e-04, eta: 5:43:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7003, loss: 1.7003 +2025-06-12 23:44:09,668 - pyskl - INFO - Epoch [139][1400/3940] lr: 3.699e-04, eta: 5:42:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7068, loss: 1.7068 +2025-06-12 23:44:54,251 - pyskl - INFO - Epoch [139][1500/3940] lr: 3.683e-04, eta: 5:42:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6662, loss: 1.6662 +2025-06-12 23:45:38,706 - pyskl - INFO - Epoch [139][1600/3940] lr: 3.667e-04, eta: 5:41:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6964, loss: 1.6964 +2025-06-12 23:46:23,104 - pyskl - INFO - Epoch [139][1700/3940] lr: 3.651e-04, eta: 5:40:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6416, loss: 1.6416 +2025-06-12 23:47:07,658 - pyskl - INFO - Epoch [139][1800/3940] lr: 3.635e-04, eta: 5:39:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6866, loss: 1.6866 +2025-06-12 23:47:52,133 - pyskl - INFO - Epoch [139][1900/3940] lr: 3.619e-04, eta: 5:39:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6572, loss: 1.6572 +2025-06-12 23:48:36,658 - pyskl - INFO - Epoch [139][2000/3940] lr: 3.604e-04, eta: 5:38:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.7370, loss: 1.7370 +2025-06-12 23:49:21,149 - pyskl - INFO - Epoch [139][2100/3940] lr: 3.588e-04, eta: 5:37:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6230, loss: 1.6230 +2025-06-12 23:50:05,719 - pyskl - INFO - Epoch [139][2200/3940] lr: 3.572e-04, eta: 5:36:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6746, loss: 1.6746 +2025-06-12 23:50:50,235 - pyskl - INFO - Epoch [139][2300/3940] lr: 3.556e-04, eta: 5:36:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6881, loss: 1.6881 +2025-06-12 23:51:34,597 - pyskl - INFO - Epoch [139][2400/3940] lr: 3.541e-04, eta: 5:35:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6568, loss: 1.6568 +2025-06-12 23:52:19,161 - pyskl - INFO - Epoch [139][2500/3940] lr: 3.525e-04, eta: 5:34:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6421, loss: 1.6421 +2025-06-12 23:53:03,510 - pyskl - INFO - Epoch [139][2600/3940] lr: 3.509e-04, eta: 5:33:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7131, loss: 1.7131 +2025-06-12 23:53:47,820 - pyskl - INFO - Epoch [139][2700/3940] lr: 3.494e-04, eta: 5:33:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7504, loss: 1.7504 +2025-06-12 23:54:32,151 - pyskl - INFO - Epoch [139][2800/3940] lr: 3.478e-04, eta: 5:32:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7201, loss: 1.7201 +2025-06-12 23:55:16,525 - pyskl - INFO - Epoch [139][2900/3940] lr: 3.462e-04, eta: 5:31:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6377, loss: 1.6377 +2025-06-12 23:56:00,895 - pyskl - INFO - Epoch [139][3000/3940] lr: 3.447e-04, eta: 5:31:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6883, loss: 1.6883 +2025-06-12 23:56:45,163 - pyskl - INFO - Epoch [139][3100/3940] lr: 3.431e-04, eta: 5:30:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7325, loss: 1.7325 +2025-06-12 23:57:29,534 - pyskl - INFO - Epoch [139][3200/3940] lr: 3.416e-04, eta: 5:29:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6878, loss: 1.6878 +2025-06-12 23:58:13,853 - pyskl - INFO - Epoch [139][3300/3940] lr: 3.401e-04, eta: 5:28:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7259, loss: 1.7259 +2025-06-12 23:58:58,174 - pyskl - INFO - Epoch [139][3400/3940] lr: 3.385e-04, eta: 5:28:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6947, loss: 1.6947 +2025-06-12 23:59:42,617 - pyskl - INFO - Epoch [139][3500/3940] lr: 3.370e-04, eta: 5:27:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.6670, loss: 1.6670 +2025-06-13 00:00:27,074 - pyskl - INFO - Epoch [139][3600/3940] lr: 3.355e-04, eta: 5:26:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7314, loss: 1.7314 +2025-06-13 00:01:11,551 - pyskl - INFO - Epoch [139][3700/3940] lr: 3.339e-04, eta: 5:25:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6489, loss: 1.6489 +2025-06-13 00:01:55,948 - pyskl - INFO - Epoch [139][3800/3940] lr: 3.324e-04, eta: 5:25:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6642, loss: 1.6642 +2025-06-13 00:02:40,530 - pyskl - INFO - Epoch [139][3900/3940] lr: 3.309e-04, eta: 5:24:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6785, loss: 1.6785 +2025-06-13 00:02:58,749 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-06-13 00:06:24,463 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 00:06:24,932 - pyskl - INFO - +top1_acc 0.8647 +top5_acc 0.9771 +2025-06-13 00:06:24,988 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_134.pth was removed +2025-06-13 00:06:26,074 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2025-06-13 00:06:26,076 - pyskl - INFO - Best top1_acc is 0.8647 at 139 epoch. +2025-06-13 00:06:26,095 - pyskl - INFO - Epoch(val) [139][3183] top1_acc: 0.8647, top5_acc: 0.9771 +2025-06-13 00:07:34,709 - pyskl - INFO - Epoch [140][100/3940] lr: 3.288e-04, eta: 5:23:13, time: 0.686, data_time: 0.243, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6553, loss: 1.6553 +2025-06-13 00:08:19,149 - pyskl - INFO - Epoch [140][200/3940] lr: 3.273e-04, eta: 5:22:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.7342, loss: 1.7342 +2025-06-13 00:09:03,569 - pyskl - INFO - Epoch [140][300/3940] lr: 3.257e-04, eta: 5:21:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5990, loss: 1.5990 +2025-06-13 00:09:47,934 - pyskl - INFO - Epoch [140][400/3940] lr: 3.242e-04, eta: 5:20:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6131, loss: 1.6131 +2025-06-13 00:10:32,381 - pyskl - INFO - Epoch [140][500/3940] lr: 3.227e-04, eta: 5:20:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6620, loss: 1.6620 +2025-06-13 00:11:16,781 - pyskl - INFO - Epoch [140][600/3940] lr: 3.212e-04, eta: 5:19:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 +2025-06-13 00:12:01,131 - pyskl - INFO - Epoch [140][700/3940] lr: 3.197e-04, eta: 5:18:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7252, loss: 1.7252 +2025-06-13 00:12:45,505 - pyskl - INFO - Epoch [140][800/3940] lr: 3.183e-04, eta: 5:17:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6438, loss: 1.6438 +2025-06-13 00:13:29,897 - pyskl - INFO - Epoch [140][900/3940] lr: 3.168e-04, eta: 5:17:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6771, loss: 1.6771 +2025-06-13 00:14:14,236 - pyskl - INFO - Epoch [140][1000/3940] lr: 3.153e-04, eta: 5:16:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6123, loss: 1.6123 +2025-06-13 00:14:58,670 - pyskl - INFO - Epoch [140][1100/3940] lr: 3.138e-04, eta: 5:15:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6839, loss: 1.6839 +2025-06-13 00:15:43,065 - pyskl - INFO - Epoch [140][1200/3940] lr: 3.123e-04, eta: 5:15:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6571, loss: 1.6571 +2025-06-13 00:16:27,506 - pyskl - INFO - Epoch [140][1300/3940] lr: 3.108e-04, eta: 5:14:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6171, loss: 1.6171 +2025-06-13 00:17:11,958 - pyskl - INFO - Epoch [140][1400/3940] lr: 3.094e-04, eta: 5:13:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6732, loss: 1.6732 +2025-06-13 00:17:56,383 - pyskl - INFO - Epoch [140][1500/3940] lr: 3.079e-04, eta: 5:12:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6589, loss: 1.6589 +2025-06-13 00:18:40,821 - pyskl - INFO - Epoch [140][1600/3940] lr: 3.064e-04, eta: 5:12:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6583, loss: 1.6583 +2025-06-13 00:19:25,221 - pyskl - INFO - Epoch [140][1700/3940] lr: 3.050e-04, eta: 5:11:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6869, loss: 1.6869 +2025-06-13 00:20:09,698 - pyskl - INFO - Epoch [140][1800/3940] lr: 3.035e-04, eta: 5:10:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7054, loss: 1.7054 +2025-06-13 00:20:54,132 - pyskl - INFO - Epoch [140][1900/3940] lr: 3.021e-04, eta: 5:09:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6653, loss: 1.6653 +2025-06-13 00:21:38,801 - pyskl - INFO - Epoch [140][2000/3940] lr: 3.006e-04, eta: 5:09:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6120, loss: 1.6120 +2025-06-13 00:22:23,500 - pyskl - INFO - Epoch [140][2100/3940] lr: 2.992e-04, eta: 5:08:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6136, loss: 1.6136 +2025-06-13 00:23:08,134 - pyskl - INFO - Epoch [140][2200/3940] lr: 2.977e-04, eta: 5:07:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6544, loss: 1.6544 +2025-06-13 00:23:52,937 - pyskl - INFO - Epoch [140][2300/3940] lr: 2.963e-04, eta: 5:06:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6237, loss: 1.6237 +2025-06-13 00:24:37,496 - pyskl - INFO - Epoch [140][2400/3940] lr: 2.949e-04, eta: 5:06:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6962, loss: 1.6962 +2025-06-13 00:25:22,010 - pyskl - INFO - Epoch [140][2500/3940] lr: 2.934e-04, eta: 5:05:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6314, loss: 1.6314 +2025-06-13 00:26:06,392 - pyskl - INFO - Epoch [140][2600/3940] lr: 2.920e-04, eta: 5:04:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6537, loss: 1.6537 +2025-06-13 00:26:50,945 - pyskl - INFO - Epoch [140][2700/3940] lr: 2.906e-04, eta: 5:03:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.7161, loss: 1.7161 +2025-06-13 00:27:35,320 - pyskl - INFO - Epoch [140][2800/3940] lr: 2.891e-04, eta: 5:03:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6593, loss: 1.6593 +2025-06-13 00:28:19,772 - pyskl - INFO - Epoch [140][2900/3940] lr: 2.877e-04, eta: 5:02:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6259, loss: 1.6259 +2025-06-13 00:29:04,227 - pyskl - INFO - Epoch [140][3000/3940] lr: 2.863e-04, eta: 5:01:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6621, loss: 1.6621 +2025-06-13 00:29:48,639 - pyskl - INFO - Epoch [140][3100/3940] lr: 2.849e-04, eta: 5:00:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6677, loss: 1.6677 +2025-06-13 00:30:33,068 - pyskl - INFO - Epoch [140][3200/3940] lr: 2.835e-04, eta: 5:00:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6945, loss: 1.6945 +2025-06-13 00:31:17,460 - pyskl - INFO - Epoch [140][3300/3940] lr: 2.821e-04, eta: 4:59:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7157, loss: 1.7157 +2025-06-13 00:32:02,209 - pyskl - INFO - Epoch [140][3400/3940] lr: 2.807e-04, eta: 4:58:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6479, loss: 1.6479 +2025-06-13 00:32:46,798 - pyskl - INFO - Epoch [140][3500/3940] lr: 2.793e-04, eta: 4:57:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6365, loss: 1.6365 +2025-06-13 00:33:31,327 - pyskl - INFO - Epoch [140][3600/3940] lr: 2.779e-04, eta: 4:57:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6712, loss: 1.6712 +2025-06-13 00:34:15,798 - pyskl - INFO - Epoch [140][3700/3940] lr: 2.765e-04, eta: 4:56:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6113, loss: 1.6113 +2025-06-13 00:35:00,162 - pyskl - INFO - Epoch [140][3800/3940] lr: 2.751e-04, eta: 4:55:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6059, loss: 1.6059 +2025-06-13 00:35:44,677 - pyskl - INFO - Epoch [140][3900/3940] lr: 2.737e-04, eta: 4:54:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6791, loss: 1.6791 +2025-06-13 00:36:02,801 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-06-13 00:54:15,777 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 00:54:16,365 - pyskl - INFO - +top1_acc 0.8683 +top5_acc 0.9781 +2025-06-13 00:54:16,434 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_139.pth was removed +2025-06-13 00:54:17,525 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2025-06-13 00:54:17,528 - pyskl - INFO - Best top1_acc is 0.8683 at 140 epoch. +2025-06-13 00:54:17,557 - pyskl - INFO - Epoch(val) [140][3183] top1_acc: 0.8683, top5_acc: 0.9781 +2025-06-13 00:55:27,974 - pyskl - INFO - Epoch [141][100/3940] lr: 2.718e-04, eta: 4:53:46, time: 0.704, data_time: 0.257, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6681, loss: 1.6681 +2025-06-13 00:56:12,546 - pyskl - INFO - Epoch [141][200/3940] lr: 2.704e-04, eta: 4:53:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6709, loss: 1.6709 +2025-06-13 00:56:57,439 - pyskl - INFO - Epoch [141][300/3940] lr: 2.690e-04, eta: 4:52:16, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6393, loss: 1.6393 +2025-06-13 00:57:42,289 - pyskl - INFO - Epoch [141][400/3940] lr: 2.677e-04, eta: 4:51:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6376, loss: 1.6376 +2025-06-13 00:58:26,716 - pyskl - INFO - Epoch [141][500/3940] lr: 2.663e-04, eta: 4:50:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6636, loss: 1.6636 +2025-06-13 00:59:11,103 - pyskl - INFO - Epoch [141][600/3940] lr: 2.649e-04, eta: 4:50:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6596, loss: 1.6596 +2025-06-13 00:59:55,485 - pyskl - INFO - Epoch [141][700/3940] lr: 2.636e-04, eta: 4:49:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6015, loss: 1.6015 +2025-06-13 01:00:39,877 - pyskl - INFO - Epoch [141][800/3940] lr: 2.622e-04, eta: 4:48:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7007, loss: 1.7007 +2025-06-13 01:01:24,325 - pyskl - INFO - Epoch [141][900/3940] lr: 2.609e-04, eta: 4:47:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6170, loss: 1.6170 +2025-06-13 01:02:08,741 - pyskl - INFO - Epoch [141][1000/3940] lr: 2.595e-04, eta: 4:47:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6833, loss: 1.6833 +2025-06-13 01:02:53,174 - pyskl - INFO - Epoch [141][1100/3940] lr: 2.582e-04, eta: 4:46:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6515, loss: 1.6515 +2025-06-13 01:03:37,636 - pyskl - INFO - Epoch [141][1200/3940] lr: 2.568e-04, eta: 4:45:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6614, loss: 1.6614 +2025-06-13 01:04:22,073 - pyskl - INFO - Epoch [141][1300/3940] lr: 2.555e-04, eta: 4:44:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6318, loss: 1.6318 +2025-06-13 01:05:06,677 - pyskl - INFO - Epoch [141][1400/3940] lr: 2.542e-04, eta: 4:44:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6316, loss: 1.6316 +2025-06-13 01:05:51,356 - pyskl - INFO - Epoch [141][1500/3940] lr: 2.528e-04, eta: 4:43:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6337, loss: 1.6337 +2025-06-13 01:06:35,931 - pyskl - INFO - Epoch [141][1600/3940] lr: 2.515e-04, eta: 4:42:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6167, loss: 1.6167 +2025-06-13 01:07:20,542 - pyskl - INFO - Epoch [141][1700/3940] lr: 2.502e-04, eta: 4:41:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6786, loss: 1.6786 +2025-06-13 01:08:05,249 - pyskl - INFO - Epoch [141][1800/3940] lr: 2.489e-04, eta: 4:41:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6392, loss: 1.6392 +2025-06-13 01:08:49,848 - pyskl - INFO - Epoch [141][1900/3940] lr: 2.475e-04, eta: 4:40:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5920, loss: 1.5920 +2025-06-13 01:09:34,385 - pyskl - INFO - Epoch [141][2000/3940] lr: 2.462e-04, eta: 4:39:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6192, loss: 1.6192 +2025-06-13 01:10:18,938 - pyskl - INFO - Epoch [141][2100/3940] lr: 2.449e-04, eta: 4:38:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6687, loss: 1.6687 +2025-06-13 01:11:03,476 - pyskl - INFO - Epoch [141][2200/3940] lr: 2.436e-04, eta: 4:38:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6602, loss: 1.6602 +2025-06-13 01:11:47,963 - pyskl - INFO - Epoch [141][2300/3940] lr: 2.423e-04, eta: 4:37:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6557, loss: 1.6557 +2025-06-13 01:12:32,408 - pyskl - INFO - Epoch [141][2400/3940] lr: 2.410e-04, eta: 4:36:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7041, loss: 1.7041 +2025-06-13 01:13:16,854 - pyskl - INFO - Epoch [141][2500/3940] lr: 2.397e-04, eta: 4:35:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6403, loss: 1.6403 +2025-06-13 01:14:01,292 - pyskl - INFO - Epoch [141][2600/3940] lr: 2.384e-04, eta: 4:35:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6464, loss: 1.6464 +2025-06-13 01:14:45,650 - pyskl - INFO - Epoch [141][2700/3940] lr: 2.371e-04, eta: 4:34:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6122, loss: 1.6122 +2025-06-13 01:15:30,022 - pyskl - INFO - Epoch [141][2800/3940] lr: 2.358e-04, eta: 4:33:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6772, loss: 1.6772 +2025-06-13 01:16:14,643 - pyskl - INFO - Epoch [141][2900/3940] lr: 2.346e-04, eta: 4:32:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6130, loss: 1.6130 +2025-06-13 01:16:58,995 - pyskl - INFO - Epoch [141][3000/3940] lr: 2.333e-04, eta: 4:32:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6315, loss: 1.6315 +2025-06-13 01:17:43,386 - pyskl - INFO - Epoch [141][3100/3940] lr: 2.320e-04, eta: 4:31:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6620, loss: 1.6620 +2025-06-13 01:18:27,722 - pyskl - INFO - Epoch [141][3200/3940] lr: 2.307e-04, eta: 4:30:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6256, loss: 1.6256 +2025-06-13 01:19:12,051 - pyskl - INFO - Epoch [141][3300/3940] lr: 2.295e-04, eta: 4:29:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6629, loss: 1.6629 +2025-06-13 01:19:56,385 - pyskl - INFO - Epoch [141][3400/3940] lr: 2.282e-04, eta: 4:29:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6641, loss: 1.6641 +2025-06-13 01:20:40,743 - pyskl - INFO - Epoch [141][3500/3940] lr: 2.269e-04, eta: 4:28:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5521, loss: 1.5521 +2025-06-13 01:21:25,089 - pyskl - INFO - Epoch [141][3600/3940] lr: 2.257e-04, eta: 4:27:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6428, loss: 1.6428 +2025-06-13 01:22:09,534 - pyskl - INFO - Epoch [141][3700/3940] lr: 2.244e-04, eta: 4:26:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6517, loss: 1.6517 +2025-06-13 01:22:53,919 - pyskl - INFO - Epoch [141][3800/3940] lr: 2.232e-04, eta: 4:26:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6508, loss: 1.6508 +2025-06-13 01:23:38,304 - pyskl - INFO - Epoch [141][3900/3940] lr: 2.219e-04, eta: 4:25:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.7160, loss: 1.7160 +2025-06-13 01:23:56,569 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-06-13 01:27:23,888 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 01:27:24,446 - pyskl - INFO - +top1_acc 0.8614 +top5_acc 0.9755 +2025-06-13 01:27:24,463 - pyskl - INFO - Epoch(val) [141][3183] top1_acc: 0.8614, top5_acc: 0.9755 +2025-06-13 01:28:33,441 - pyskl - INFO - Epoch [142][100/3940] lr: 2.202e-04, eta: 4:24:18, time: 0.690, data_time: 0.245, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6027, loss: 1.6027 +2025-06-13 01:29:17,916 - pyskl - INFO - Epoch [142][200/3940] lr: 2.189e-04, eta: 4:23:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6709, loss: 1.6709 +2025-06-13 01:30:02,404 - pyskl - INFO - Epoch [142][300/3940] lr: 2.177e-04, eta: 4:22:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6541, loss: 1.6541 +2025-06-13 01:30:47,165 - pyskl - INFO - Epoch [142][400/3940] lr: 2.165e-04, eta: 4:22:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6049, loss: 1.6049 +2025-06-13 01:31:31,721 - pyskl - INFO - Epoch [142][500/3940] lr: 2.152e-04, eta: 4:21:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6372, loss: 1.6372 +2025-06-13 01:32:16,311 - pyskl - INFO - Epoch [142][600/3940] lr: 2.140e-04, eta: 4:20:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5859, loss: 1.5859 +2025-06-13 01:33:00,824 - pyskl - INFO - Epoch [142][700/3940] lr: 2.128e-04, eta: 4:19:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6118, loss: 1.6118 +2025-06-13 01:33:45,314 - pyskl - INFO - Epoch [142][800/3940] lr: 2.116e-04, eta: 4:19:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5908, loss: 1.5908 +2025-06-13 01:34:29,844 - pyskl - INFO - Epoch [142][900/3940] lr: 2.104e-04, eta: 4:18:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6397, loss: 1.6397 +2025-06-13 01:35:14,385 - pyskl - INFO - Epoch [142][1000/3940] lr: 2.091e-04, eta: 4:17:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6696, loss: 1.6696 +2025-06-13 01:35:58,809 - pyskl - INFO - Epoch [142][1100/3940] lr: 2.079e-04, eta: 4:16:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6514, loss: 1.6514 +2025-06-13 01:36:43,263 - pyskl - INFO - Epoch [142][1200/3940] lr: 2.067e-04, eta: 4:16:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5885, loss: 1.5885 +2025-06-13 01:37:27,818 - pyskl - INFO - Epoch [142][1300/3940] lr: 2.055e-04, eta: 4:15:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.7040, loss: 1.7040 +2025-06-13 01:38:12,442 - pyskl - INFO - Epoch [142][1400/3940] lr: 2.043e-04, eta: 4:14:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6713, loss: 1.6713 +2025-06-13 01:38:57,002 - pyskl - INFO - Epoch [142][1500/3940] lr: 2.031e-04, eta: 4:13:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5825, loss: 1.5825 +2025-06-13 01:39:41,492 - pyskl - INFO - Epoch [142][1600/3940] lr: 2.019e-04, eta: 4:13:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6623, loss: 1.6623 +2025-06-13 01:40:25,981 - pyskl - INFO - Epoch [142][1700/3940] lr: 2.008e-04, eta: 4:12:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6394, loss: 1.6394 +2025-06-13 01:41:10,556 - pyskl - INFO - Epoch [142][1800/3940] lr: 1.996e-04, eta: 4:11:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6058, loss: 1.6058 +2025-06-13 01:41:55,278 - pyskl - INFO - Epoch [142][1900/3940] lr: 1.984e-04, eta: 4:10:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6935, loss: 1.6935 +2025-06-13 01:42:39,806 - pyskl - INFO - Epoch [142][2000/3940] lr: 1.972e-04, eta: 4:10:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6286, loss: 1.6286 +2025-06-13 01:43:24,298 - pyskl - INFO - Epoch [142][2100/3940] lr: 1.960e-04, eta: 4:09:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5739, loss: 1.5739 +2025-06-13 01:44:08,788 - pyskl - INFO - Epoch [142][2200/3940] lr: 1.949e-04, eta: 4:08:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6285, loss: 1.6285 +2025-06-13 01:44:53,318 - pyskl - INFO - Epoch [142][2300/3940] lr: 1.937e-04, eta: 4:07:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6240, loss: 1.6240 +2025-06-13 01:45:37,900 - pyskl - INFO - Epoch [142][2400/3940] lr: 1.925e-04, eta: 4:07:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6629, loss: 1.6629 +2025-06-13 01:46:22,400 - pyskl - INFO - Epoch [142][2500/3940] lr: 1.914e-04, eta: 4:06:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6243, loss: 1.6243 +2025-06-13 01:47:06,822 - pyskl - INFO - Epoch [142][2600/3940] lr: 1.902e-04, eta: 4:05:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6853, loss: 1.6853 +2025-06-13 01:47:51,283 - pyskl - INFO - Epoch [142][2700/3940] lr: 1.891e-04, eta: 4:04:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.7037, loss: 1.7037 +2025-06-13 01:48:35,698 - pyskl - INFO - Epoch [142][2800/3940] lr: 1.879e-04, eta: 4:04:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6567, loss: 1.6567 +2025-06-13 01:49:20,137 - pyskl - INFO - Epoch [142][2900/3940] lr: 1.868e-04, eta: 4:03:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6864, loss: 1.6864 +2025-06-13 01:50:04,586 - pyskl - INFO - Epoch [142][3000/3940] lr: 1.856e-04, eta: 4:02:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6157, loss: 1.6157 +2025-06-13 01:50:48,980 - pyskl - INFO - Epoch [142][3100/3940] lr: 1.845e-04, eta: 4:01:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6222, loss: 1.6222 +2025-06-13 01:51:33,356 - pyskl - INFO - Epoch [142][3200/3940] lr: 1.834e-04, eta: 4:01:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6404, loss: 1.6404 +2025-06-13 01:52:17,825 - pyskl - INFO - Epoch [142][3300/3940] lr: 1.822e-04, eta: 4:00:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5862, loss: 1.5862 +2025-06-13 01:53:02,290 - pyskl - INFO - Epoch [142][3400/3940] lr: 1.811e-04, eta: 3:59:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6606, loss: 1.6606 +2025-06-13 01:53:46,756 - pyskl - INFO - Epoch [142][3500/3940] lr: 1.800e-04, eta: 3:58:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5657, loss: 1.5657 +2025-06-13 01:54:31,208 - pyskl - INFO - Epoch [142][3600/3940] lr: 1.788e-04, eta: 3:58:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6059, loss: 1.6059 +2025-06-13 01:55:15,729 - pyskl - INFO - Epoch [142][3700/3940] lr: 1.777e-04, eta: 3:57:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6356, loss: 1.6356 +2025-06-13 01:56:00,170 - pyskl - INFO - Epoch [142][3800/3940] lr: 1.766e-04, eta: 3:56:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6120, loss: 1.6120 +2025-06-13 01:56:44,554 - pyskl - INFO - Epoch [142][3900/3940] lr: 1.755e-04, eta: 3:55:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6981, loss: 1.6981 +2025-06-13 01:57:02,624 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-06-13 02:00:28,268 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 02:00:28,739 - pyskl - INFO - +top1_acc 0.8667 +top5_acc 0.9779 +2025-06-13 02:00:28,758 - pyskl - INFO - Epoch(val) [142][3183] top1_acc: 0.8667, top5_acc: 0.9779 +2025-06-13 02:01:37,854 - pyskl - INFO - Epoch [143][100/3940] lr: 1.740e-04, eta: 3:54:51, time: 0.691, data_time: 0.245, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6074, loss: 1.6074 +2025-06-13 02:02:22,407 - pyskl - INFO - Epoch [143][200/3940] lr: 1.729e-04, eta: 3:54:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.7009, loss: 1.7009 +2025-06-13 02:03:06,923 - pyskl - INFO - Epoch [143][300/3940] lr: 1.718e-04, eta: 3:53:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6382, loss: 1.6382 +2025-06-13 02:03:51,823 - pyskl - INFO - Epoch [143][400/3940] lr: 1.707e-04, eta: 3:52:36, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6752, loss: 1.6752 +2025-06-13 02:04:36,627 - pyskl - INFO - Epoch [143][500/3940] lr: 1.696e-04, eta: 3:51:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5874, loss: 1.5874 +2025-06-13 02:05:21,193 - pyskl - INFO - Epoch [143][600/3940] lr: 1.685e-04, eta: 3:51:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5962, loss: 1.5962 +2025-06-13 02:06:05,677 - pyskl - INFO - Epoch [143][700/3940] lr: 1.674e-04, eta: 3:50:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5981, loss: 1.5981 +2025-06-13 02:06:50,111 - pyskl - INFO - Epoch [143][800/3940] lr: 1.663e-04, eta: 3:49:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5752, loss: 1.5752 +2025-06-13 02:07:34,614 - pyskl - INFO - Epoch [143][900/3940] lr: 1.652e-04, eta: 3:48:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6269, loss: 1.6269 +2025-06-13 02:08:19,077 - pyskl - INFO - Epoch [143][1000/3940] lr: 1.642e-04, eta: 3:48:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6196, loss: 1.6196 +2025-06-13 02:09:03,613 - pyskl - INFO - Epoch [143][1100/3940] lr: 1.631e-04, eta: 3:47:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5738, loss: 1.5738 +2025-06-13 02:09:48,113 - pyskl - INFO - Epoch [143][1200/3940] lr: 1.620e-04, eta: 3:46:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6470, loss: 1.6470 +2025-06-13 02:10:32,667 - pyskl - INFO - Epoch [143][1300/3940] lr: 1.609e-04, eta: 3:45:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6288, loss: 1.6288 +2025-06-13 02:11:17,314 - pyskl - INFO - Epoch [143][1400/3940] lr: 1.599e-04, eta: 3:45:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5392, loss: 1.5392 +2025-06-13 02:12:01,929 - pyskl - INFO - Epoch [143][1500/3940] lr: 1.588e-04, eta: 3:44:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5693, loss: 1.5693 +2025-06-13 02:12:46,535 - pyskl - INFO - Epoch [143][1600/3940] lr: 1.578e-04, eta: 3:43:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6540, loss: 1.6540 +2025-06-13 02:13:31,127 - pyskl - INFO - Epoch [143][1700/3940] lr: 1.567e-04, eta: 3:42:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6732, loss: 1.6732 +2025-06-13 02:14:15,678 - pyskl - INFO - Epoch [143][1800/3940] lr: 1.557e-04, eta: 3:42:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6624, loss: 1.6624 +2025-06-13 02:15:00,152 - pyskl - INFO - Epoch [143][1900/3940] lr: 1.546e-04, eta: 3:41:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5723, loss: 1.5723 +2025-06-13 02:15:44,607 - pyskl - INFO - Epoch [143][2000/3940] lr: 1.536e-04, eta: 3:40:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6144, loss: 1.6144 +2025-06-13 02:16:29,103 - pyskl - INFO - Epoch [143][2100/3940] lr: 1.526e-04, eta: 3:39:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6285, loss: 1.6285 +2025-06-13 02:17:13,683 - pyskl - INFO - Epoch [143][2200/3940] lr: 1.515e-04, eta: 3:39:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6199, loss: 1.6199 +2025-06-13 02:17:58,266 - pyskl - INFO - Epoch [143][2300/3940] lr: 1.505e-04, eta: 3:38:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6207, loss: 1.6207 +2025-06-13 02:18:42,838 - pyskl - INFO - Epoch [143][2400/3940] lr: 1.495e-04, eta: 3:37:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5914, loss: 1.5914 +2025-06-13 02:19:27,333 - pyskl - INFO - Epoch [143][2500/3940] lr: 1.484e-04, eta: 3:36:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5605, loss: 1.5605 +2025-06-13 02:20:11,886 - pyskl - INFO - Epoch [143][2600/3940] lr: 1.474e-04, eta: 3:36:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5954, loss: 1.5954 +2025-06-13 02:20:56,336 - pyskl - INFO - Epoch [143][2700/3940] lr: 1.464e-04, eta: 3:35:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6282, loss: 1.6282 +2025-06-13 02:21:40,747 - pyskl - INFO - Epoch [143][2800/3940] lr: 1.454e-04, eta: 3:34:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.6238, loss: 1.6238 +2025-06-13 02:22:25,193 - pyskl - INFO - Epoch [143][2900/3940] lr: 1.444e-04, eta: 3:33:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6046, loss: 1.6046 +2025-06-13 02:23:09,644 - pyskl - INFO - Epoch [143][3000/3940] lr: 1.434e-04, eta: 3:33:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6835, loss: 1.6835 +2025-06-13 02:23:54,097 - pyskl - INFO - Epoch [143][3100/3940] lr: 1.424e-04, eta: 3:32:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6919, loss: 1.6919 +2025-06-13 02:24:38,552 - pyskl - INFO - Epoch [143][3200/3940] lr: 1.414e-04, eta: 3:31:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5853, loss: 1.5853 +2025-06-13 02:25:22,954 - pyskl - INFO - Epoch [143][3300/3940] lr: 1.404e-04, eta: 3:30:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5997, loss: 1.5997 +2025-06-13 02:26:07,370 - pyskl - INFO - Epoch [143][3400/3940] lr: 1.394e-04, eta: 3:30:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5985, loss: 1.5985 +2025-06-13 02:26:51,797 - pyskl - INFO - Epoch [143][3500/3940] lr: 1.384e-04, eta: 3:29:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6353, loss: 1.6353 +2025-06-13 02:27:36,272 - pyskl - INFO - Epoch [143][3600/3940] lr: 1.374e-04, eta: 3:28:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6797, loss: 1.6797 +2025-06-13 02:28:20,826 - pyskl - INFO - Epoch [143][3700/3940] lr: 1.364e-04, eta: 3:27:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5735, loss: 1.5735 +2025-06-13 02:29:05,325 - pyskl - INFO - Epoch [143][3800/3940] lr: 1.355e-04, eta: 3:27:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5985, loss: 1.5985 +2025-06-13 02:29:49,851 - pyskl - INFO - Epoch [143][3900/3940] lr: 1.345e-04, eta: 3:26:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6123, loss: 1.6123 +2025-06-13 02:30:08,030 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-06-13 02:33:32,704 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 02:33:33,167 - pyskl - INFO - +top1_acc 0.8668 +top5_acc 0.9777 +2025-06-13 02:33:33,183 - pyskl - INFO - Epoch(val) [143][3183] top1_acc: 0.8668, top5_acc: 0.9777 +2025-06-13 02:34:42,107 - pyskl - INFO - Epoch [144][100/3940] lr: 1.331e-04, eta: 3:25:23, time: 0.689, data_time: 0.244, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6564, loss: 1.6564 +2025-06-13 02:35:26,580 - pyskl - INFO - Epoch [144][200/3940] lr: 1.322e-04, eta: 3:24:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5229, loss: 1.5229 +2025-06-13 02:36:11,186 - pyskl - INFO - Epoch [144][300/3940] lr: 1.312e-04, eta: 3:23:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5660, loss: 1.5660 +2025-06-13 02:36:55,846 - pyskl - INFO - Epoch [144][400/3940] lr: 1.303e-04, eta: 3:23:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6761, loss: 1.6761 +2025-06-13 02:37:40,442 - pyskl - INFO - Epoch [144][500/3940] lr: 1.293e-04, eta: 3:22:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6131, loss: 1.6131 +2025-06-13 02:38:24,993 - pyskl - INFO - Epoch [144][600/3940] lr: 1.283e-04, eta: 3:21:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6385, loss: 1.6385 +2025-06-13 02:39:09,508 - pyskl - INFO - Epoch [144][700/3940] lr: 1.274e-04, eta: 3:20:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6044, loss: 1.6044 +2025-06-13 02:39:54,007 - pyskl - INFO - Epoch [144][800/3940] lr: 1.265e-04, eta: 3:20:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5722, loss: 1.5722 +2025-06-13 02:40:38,552 - pyskl - INFO - Epoch [144][900/3940] lr: 1.255e-04, eta: 3:19:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5641, loss: 1.5641 +2025-06-13 02:41:23,069 - pyskl - INFO - Epoch [144][1000/3940] lr: 1.246e-04, eta: 3:18:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5914, loss: 1.5914 +2025-06-13 02:42:07,558 - pyskl - INFO - Epoch [144][1100/3940] lr: 1.236e-04, eta: 3:17:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6368, loss: 1.6368 +2025-06-13 02:42:52,077 - pyskl - INFO - Epoch [144][1200/3940] lr: 1.227e-04, eta: 3:17:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5546, loss: 1.5546 +2025-06-13 02:43:36,654 - pyskl - INFO - Epoch [144][1300/3940] lr: 1.218e-04, eta: 3:16:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6289, loss: 1.6289 +2025-06-13 02:44:21,161 - pyskl - INFO - Epoch [144][1400/3940] lr: 1.209e-04, eta: 3:15:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5873, loss: 1.5873 +2025-06-13 02:45:05,581 - pyskl - INFO - Epoch [144][1500/3940] lr: 1.199e-04, eta: 3:14:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5775, loss: 1.5775 +2025-06-13 02:45:50,009 - pyskl - INFO - Epoch [144][1600/3940] lr: 1.190e-04, eta: 3:14:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6241, loss: 1.6241 +2025-06-13 02:46:34,406 - pyskl - INFO - Epoch [144][1700/3940] lr: 1.181e-04, eta: 3:13:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5808, loss: 1.5808 +2025-06-13 02:47:18,852 - pyskl - INFO - Epoch [144][1800/3940] lr: 1.172e-04, eta: 3:12:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6533, loss: 1.6533 +2025-06-13 02:48:03,314 - pyskl - INFO - Epoch [144][1900/3940] lr: 1.163e-04, eta: 3:11:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6276, loss: 1.6276 +2025-06-13 02:48:47,712 - pyskl - INFO - Epoch [144][2000/3940] lr: 1.154e-04, eta: 3:11:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5725, loss: 1.5725 +2025-06-13 02:49:32,135 - pyskl - INFO - Epoch [144][2100/3940] lr: 1.145e-04, eta: 3:10:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5897, loss: 1.5897 +2025-06-13 02:50:16,540 - pyskl - INFO - Epoch [144][2200/3940] lr: 1.136e-04, eta: 3:09:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6160, loss: 1.6160 +2025-06-13 02:51:00,944 - pyskl - INFO - Epoch [144][2300/3940] lr: 1.127e-04, eta: 3:08:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5812, loss: 1.5812 +2025-06-13 02:51:45,390 - pyskl - INFO - Epoch [144][2400/3940] lr: 1.118e-04, eta: 3:08:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6503, loss: 1.6503 +2025-06-13 02:52:29,857 - pyskl - INFO - Epoch [144][2500/3940] lr: 1.109e-04, eta: 3:07:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5704, loss: 1.5704 +2025-06-13 02:53:14,253 - pyskl - INFO - Epoch [144][2600/3940] lr: 1.100e-04, eta: 3:06:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6096, loss: 1.6096 +2025-06-13 02:53:58,676 - pyskl - INFO - Epoch [144][2700/3940] lr: 1.092e-04, eta: 3:05:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6010, loss: 1.6010 +2025-06-13 02:54:42,926 - pyskl - INFO - Epoch [144][2800/3940] lr: 1.083e-04, eta: 3:05:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6321, loss: 1.6321 +2025-06-13 02:55:27,268 - pyskl - INFO - Epoch [144][2900/3940] lr: 1.074e-04, eta: 3:04:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6576, loss: 1.6576 +2025-06-13 02:56:11,598 - pyskl - INFO - Epoch [144][3000/3940] lr: 1.066e-04, eta: 3:03:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6337, loss: 1.6337 +2025-06-13 02:56:55,899 - pyskl - INFO - Epoch [144][3100/3940] lr: 1.057e-04, eta: 3:02:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6004, loss: 1.6004 +2025-06-13 02:57:40,220 - pyskl - INFO - Epoch [144][3200/3940] lr: 1.048e-04, eta: 3:02:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6389, loss: 1.6389 +2025-06-13 02:58:24,628 - pyskl - INFO - Epoch [144][3300/3940] lr: 1.040e-04, eta: 3:01:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6275, loss: 1.6275 +2025-06-13 02:59:09,167 - pyskl - INFO - Epoch [144][3400/3940] lr: 1.031e-04, eta: 3:00:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6512, loss: 1.6512 +2025-06-13 02:59:53,697 - pyskl - INFO - Epoch [144][3500/3940] lr: 1.023e-04, eta: 2:59:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5869, loss: 1.5869 +2025-06-13 03:00:38,303 - pyskl - INFO - Epoch [144][3600/3940] lr: 1.014e-04, eta: 2:59:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6085, loss: 1.6085 +2025-06-13 03:01:22,932 - pyskl - INFO - Epoch [144][3700/3940] lr: 1.006e-04, eta: 2:58:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6129, loss: 1.6129 +2025-06-13 03:02:07,334 - pyskl - INFO - Epoch [144][3800/3940] lr: 9.974e-05, eta: 2:57:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6305, loss: 1.6305 +2025-06-13 03:02:51,757 - pyskl - INFO - Epoch [144][3900/3940] lr: 9.891e-05, eta: 2:56:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6257, loss: 1.6257 +2025-06-13 03:03:09,894 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-06-13 03:06:36,733 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 03:06:37,192 - pyskl - INFO - +top1_acc 0.8677 +top5_acc 0.9780 +2025-06-13 03:06:37,210 - pyskl - INFO - Epoch(val) [144][3183] top1_acc: 0.8677, top5_acc: 0.9780 +2025-06-13 03:07:45,528 - pyskl - INFO - Epoch [145][100/3940] lr: 9.774e-05, eta: 2:55:56, time: 0.683, data_time: 0.240, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6198, loss: 1.6198 +2025-06-13 03:08:29,884 - pyskl - INFO - Epoch [145][200/3940] lr: 9.692e-05, eta: 2:55:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5733, loss: 1.5733 +2025-06-13 03:09:14,194 - pyskl - INFO - Epoch [145][300/3940] lr: 9.609e-05, eta: 2:54:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6236, loss: 1.6236 +2025-06-13 03:09:58,578 - pyskl - INFO - Epoch [145][400/3940] lr: 9.527e-05, eta: 2:53:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6112, loss: 1.6112 +2025-06-13 03:10:42,930 - pyskl - INFO - Epoch [145][500/3940] lr: 9.445e-05, eta: 2:52:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5992, loss: 1.5992 +2025-06-13 03:11:27,257 - pyskl - INFO - Epoch [145][600/3940] lr: 9.364e-05, eta: 2:52:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6114, loss: 1.6114 +2025-06-13 03:12:11,618 - pyskl - INFO - Epoch [145][700/3940] lr: 9.283e-05, eta: 2:51:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6216, loss: 1.6216 +2025-06-13 03:12:55,999 - pyskl - INFO - Epoch [145][800/3940] lr: 9.202e-05, eta: 2:50:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5492, loss: 1.5492 +2025-06-13 03:13:40,362 - pyskl - INFO - Epoch [145][900/3940] lr: 9.122e-05, eta: 2:49:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6203, loss: 1.6203 +2025-06-13 03:14:24,704 - pyskl - INFO - Epoch [145][1000/3940] lr: 9.042e-05, eta: 2:49:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6220, loss: 1.6220 +2025-06-13 03:15:08,974 - pyskl - INFO - Epoch [145][1100/3940] lr: 8.963e-05, eta: 2:48:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5827, loss: 1.5827 +2025-06-13 03:15:53,334 - pyskl - INFO - Epoch [145][1200/3940] lr: 8.883e-05, eta: 2:47:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6056, loss: 1.6056 +2025-06-13 03:16:37,685 - pyskl - INFO - Epoch [145][1300/3940] lr: 8.804e-05, eta: 2:46:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5669, loss: 1.5669 +2025-06-13 03:17:22,058 - pyskl - INFO - Epoch [145][1400/3940] lr: 8.726e-05, eta: 2:46:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5534, loss: 1.5534 +2025-06-13 03:18:06,417 - pyskl - INFO - Epoch [145][1500/3940] lr: 8.648e-05, eta: 2:45:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6023, loss: 1.6023 +2025-06-13 03:18:50,822 - pyskl - INFO - Epoch [145][1600/3940] lr: 8.570e-05, eta: 2:44:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.7062, loss: 1.7062 +2025-06-13 03:19:35,204 - pyskl - INFO - Epoch [145][1700/3940] lr: 8.492e-05, eta: 2:43:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6887, loss: 1.6887 +2025-06-13 03:20:19,566 - pyskl - INFO - Epoch [145][1800/3940] lr: 8.415e-05, eta: 2:43:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6017, loss: 1.6017 +2025-06-13 03:21:03,961 - pyskl - INFO - Epoch [145][1900/3940] lr: 8.338e-05, eta: 2:42:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6136, loss: 1.6136 +2025-06-13 03:21:48,416 - pyskl - INFO - Epoch [145][2000/3940] lr: 8.262e-05, eta: 2:41:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5804, loss: 1.5804 +2025-06-13 03:22:32,870 - pyskl - INFO - Epoch [145][2100/3940] lr: 8.186e-05, eta: 2:40:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5812, loss: 1.5812 +2025-06-13 03:23:17,294 - pyskl - INFO - Epoch [145][2200/3940] lr: 8.110e-05, eta: 2:40:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6322, loss: 1.6322 +2025-06-13 03:24:01,769 - pyskl - INFO - Epoch [145][2300/3940] lr: 8.035e-05, eta: 2:39:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5615, loss: 1.5615 +2025-06-13 03:24:46,234 - pyskl - INFO - Epoch [145][2400/3940] lr: 7.960e-05, eta: 2:38:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5546, loss: 1.5546 +2025-06-13 03:25:30,552 - pyskl - INFO - Epoch [145][2500/3940] lr: 7.885e-05, eta: 2:37:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.5702, loss: 1.5702 +2025-06-13 03:26:14,939 - pyskl - INFO - Epoch [145][2600/3940] lr: 7.811e-05, eta: 2:37:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6640, loss: 1.6640 +2025-06-13 03:26:59,355 - pyskl - INFO - Epoch [145][2700/3940] lr: 7.737e-05, eta: 2:36:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6339, loss: 1.6339 +2025-06-13 03:27:43,752 - pyskl - INFO - Epoch [145][2800/3940] lr: 7.663e-05, eta: 2:35:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5728, loss: 1.5728 +2025-06-13 03:28:28,266 - pyskl - INFO - Epoch [145][2900/3940] lr: 7.590e-05, eta: 2:35:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6292, loss: 1.6292 +2025-06-13 03:29:12,808 - pyskl - INFO - Epoch [145][3000/3940] lr: 7.517e-05, eta: 2:34:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5666, loss: 1.5666 +2025-06-13 03:29:57,349 - pyskl - INFO - Epoch [145][3100/3940] lr: 7.444e-05, eta: 2:33:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.5790, loss: 1.5790 +2025-06-13 03:30:41,899 - pyskl - INFO - Epoch [145][3200/3940] lr: 7.372e-05, eta: 2:32:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6245, loss: 1.6245 +2025-06-13 03:31:26,470 - pyskl - INFO - Epoch [145][3300/3940] lr: 7.300e-05, eta: 2:32:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6628, loss: 1.6628 +2025-06-13 03:32:11,025 - pyskl - INFO - Epoch [145][3400/3940] lr: 7.229e-05, eta: 2:31:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6341, loss: 1.6341 +2025-06-13 03:32:55,564 - pyskl - INFO - Epoch [145][3500/3940] lr: 7.157e-05, eta: 2:30:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5689, loss: 1.5689 +2025-06-13 03:33:40,188 - pyskl - INFO - Epoch [145][3600/3940] lr: 7.087e-05, eta: 2:29:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5705, loss: 1.5705 +2025-06-13 03:34:24,798 - pyskl - INFO - Epoch [145][3700/3940] lr: 7.016e-05, eta: 2:29:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6049, loss: 1.6049 +2025-06-13 03:35:09,351 - pyskl - INFO - Epoch [145][3800/3940] lr: 6.946e-05, eta: 2:28:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6276, loss: 1.6276 +2025-06-13 03:35:53,835 - pyskl - INFO - Epoch [145][3900/3940] lr: 6.876e-05, eta: 2:27:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6536, loss: 1.6536 +2025-06-13 03:36:11,955 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-06-13 03:54:19,255 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 03:54:19,717 - pyskl - INFO - +top1_acc 0.8676 +top5_acc 0.9777 +2025-06-13 03:54:19,734 - pyskl - INFO - Epoch(val) [145][3183] top1_acc: 0.8676, top5_acc: 0.9777 +2025-06-13 03:55:29,056 - pyskl - INFO - Epoch [146][100/3940] lr: 6.779e-05, eta: 2:26:29, time: 0.693, data_time: 0.247, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6148, loss: 1.6148 +2025-06-13 03:56:13,635 - pyskl - INFO - Epoch [146][200/3940] lr: 6.710e-05, eta: 2:25:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5863, loss: 1.5863 +2025-06-13 03:56:58,295 - pyskl - INFO - Epoch [146][300/3940] lr: 6.642e-05, eta: 2:24:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6227, loss: 1.6227 +2025-06-13 03:57:43,061 - pyskl - INFO - Epoch [146][400/3940] lr: 6.573e-05, eta: 2:24:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5684, loss: 1.5684 +2025-06-13 03:58:27,682 - pyskl - INFO - Epoch [146][500/3940] lr: 6.505e-05, eta: 2:23:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6651, loss: 1.6651 +2025-06-13 03:59:12,180 - pyskl - INFO - Epoch [146][600/3940] lr: 6.438e-05, eta: 2:22:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5969, loss: 1.5969 +2025-06-13 03:59:56,648 - pyskl - INFO - Epoch [146][700/3940] lr: 6.371e-05, eta: 2:22:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5166, loss: 1.5166 +2025-06-13 04:00:41,372 - pyskl - INFO - Epoch [146][800/3940] lr: 6.304e-05, eta: 2:21:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5954, loss: 1.5954 +2025-06-13 04:01:25,751 - pyskl - INFO - Epoch [146][900/3940] lr: 6.237e-05, eta: 2:20:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5893, loss: 1.5893 +2025-06-13 04:02:10,379 - pyskl - INFO - Epoch [146][1000/3940] lr: 6.171e-05, eta: 2:19:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6429, loss: 1.6429 +2025-06-13 04:02:54,845 - pyskl - INFO - Epoch [146][1100/3940] lr: 6.106e-05, eta: 2:19:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6185, loss: 1.6185 +2025-06-13 04:03:39,382 - pyskl - INFO - Epoch [146][1200/3940] lr: 6.040e-05, eta: 2:18:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6067, loss: 1.6067 +2025-06-13 04:04:23,929 - pyskl - INFO - Epoch [146][1300/3940] lr: 5.975e-05, eta: 2:17:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5447, loss: 1.5447 +2025-06-13 04:05:08,514 - pyskl - INFO - Epoch [146][1400/3940] lr: 5.910e-05, eta: 2:16:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5852, loss: 1.5852 +2025-06-13 04:05:53,455 - pyskl - INFO - Epoch [146][1500/3940] lr: 5.846e-05, eta: 2:16:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5887, loss: 1.5887 +2025-06-13 04:06:37,946 - pyskl - INFO - Epoch [146][1600/3940] lr: 5.782e-05, eta: 2:15:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5729, loss: 1.5729 +2025-06-13 04:07:22,519 - pyskl - INFO - Epoch [146][1700/3940] lr: 5.718e-05, eta: 2:14:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5769, loss: 1.5769 +2025-06-13 04:08:07,204 - pyskl - INFO - Epoch [146][1800/3940] lr: 5.655e-05, eta: 2:13:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5305, loss: 1.5305 +2025-06-13 04:08:51,685 - pyskl - INFO - Epoch [146][1900/3940] lr: 5.592e-05, eta: 2:13:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5929, loss: 1.5929 +2025-06-13 04:09:36,153 - pyskl - INFO - Epoch [146][2000/3940] lr: 5.529e-05, eta: 2:12:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5887, loss: 1.5887 +2025-06-13 04:10:20,716 - pyskl - INFO - Epoch [146][2100/3940] lr: 5.467e-05, eta: 2:11:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5712, loss: 1.5712 +2025-06-13 04:11:05,188 - pyskl - INFO - Epoch [146][2200/3940] lr: 5.405e-05, eta: 2:10:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5202, loss: 1.5202 +2025-06-13 04:11:49,636 - pyskl - INFO - Epoch [146][2300/3940] lr: 5.344e-05, eta: 2:10:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5812, loss: 1.5812 +2025-06-13 04:12:34,076 - pyskl - INFO - Epoch [146][2400/3940] lr: 5.283e-05, eta: 2:09:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6174, loss: 1.6174 +2025-06-13 04:13:18,561 - pyskl - INFO - Epoch [146][2500/3940] lr: 5.222e-05, eta: 2:08:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6186, loss: 1.6186 +2025-06-13 04:14:03,206 - pyskl - INFO - Epoch [146][2600/3940] lr: 5.161e-05, eta: 2:07:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5770, loss: 1.5770 +2025-06-13 04:14:47,767 - pyskl - INFO - Epoch [146][2700/3940] lr: 5.101e-05, eta: 2:07:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6076, loss: 1.6076 +2025-06-13 04:15:32,359 - pyskl - INFO - Epoch [146][2800/3940] lr: 5.041e-05, eta: 2:06:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6442, loss: 1.6442 +2025-06-13 04:16:16,992 - pyskl - INFO - Epoch [146][2900/3940] lr: 4.982e-05, eta: 2:05:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5863, loss: 1.5863 +2025-06-13 04:17:01,507 - pyskl - INFO - Epoch [146][3000/3940] lr: 4.923e-05, eta: 2:04:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6321, loss: 1.6321 +2025-06-13 04:17:46,021 - pyskl - INFO - Epoch [146][3100/3940] lr: 4.864e-05, eta: 2:04:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6193, loss: 1.6193 +2025-06-13 04:18:30,641 - pyskl - INFO - Epoch [146][3200/3940] lr: 4.806e-05, eta: 2:03:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6321, loss: 1.6321 +2025-06-13 04:19:15,252 - pyskl - INFO - Epoch [146][3300/3940] lr: 4.748e-05, eta: 2:02:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6301, loss: 1.6301 +2025-06-13 04:19:59,817 - pyskl - INFO - Epoch [146][3400/3940] lr: 4.690e-05, eta: 2:01:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6046, loss: 1.6046 +2025-06-13 04:20:44,412 - pyskl - INFO - Epoch [146][3500/3940] lr: 4.633e-05, eta: 2:01:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5881, loss: 1.5881 +2025-06-13 04:21:28,983 - pyskl - INFO - Epoch [146][3600/3940] lr: 4.576e-05, eta: 2:00:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6305, loss: 1.6305 +2025-06-13 04:22:13,542 - pyskl - INFO - Epoch [146][3700/3940] lr: 4.519e-05, eta: 1:59:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5877, loss: 1.5877 +2025-06-13 04:22:58,057 - pyskl - INFO - Epoch [146][3800/3940] lr: 4.463e-05, eta: 1:58:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5673, loss: 1.5673 +2025-06-13 04:23:42,660 - pyskl - INFO - Epoch [146][3900/3940] lr: 4.407e-05, eta: 1:58:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5912, loss: 1.5912 +2025-06-13 04:24:00,752 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-06-13 04:27:25,425 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 04:27:25,887 - pyskl - INFO - +top1_acc 0.8679 +top5_acc 0.9765 +2025-06-13 04:27:25,903 - pyskl - INFO - Epoch(val) [146][3183] top1_acc: 0.8679, top5_acc: 0.9765 +2025-06-13 04:28:35,065 - pyskl - INFO - Epoch [147][100/3940] lr: 4.329e-05, eta: 1:57:02, time: 0.692, data_time: 0.245, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5898, loss: 1.5898 +2025-06-13 04:29:19,591 - pyskl - INFO - Epoch [147][200/3940] lr: 4.274e-05, eta: 1:56:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5219, loss: 1.5219 +2025-06-13 04:30:04,144 - pyskl - INFO - Epoch [147][300/3940] lr: 4.219e-05, eta: 1:55:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5426, loss: 1.5426 +2025-06-13 04:30:48,737 - pyskl - INFO - Epoch [147][400/3940] lr: 4.165e-05, eta: 1:54:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6079, loss: 1.6079 +2025-06-13 04:31:33,137 - pyskl - INFO - Epoch [147][500/3940] lr: 4.111e-05, eta: 1:54:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6079, loss: 1.6079 +2025-06-13 04:32:17,561 - pyskl - INFO - Epoch [147][600/3940] lr: 4.057e-05, eta: 1:53:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5733, loss: 1.5733 +2025-06-13 04:33:01,985 - pyskl - INFO - Epoch [147][700/3940] lr: 4.004e-05, eta: 1:52:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5455, loss: 1.5455 +2025-06-13 04:33:46,335 - pyskl - INFO - Epoch [147][800/3940] lr: 3.951e-05, eta: 1:51:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6376, loss: 1.6376 +2025-06-13 04:34:30,733 - pyskl - INFO - Epoch [147][900/3940] lr: 3.898e-05, eta: 1:51:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6524, loss: 1.6524 +2025-06-13 04:35:15,157 - pyskl - INFO - Epoch [147][1000/3940] lr: 3.846e-05, eta: 1:50:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5884, loss: 1.5884 +2025-06-13 04:35:59,637 - pyskl - INFO - Epoch [147][1100/3940] lr: 3.794e-05, eta: 1:49:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6556, loss: 1.6556 +2025-06-13 04:36:44,157 - pyskl - INFO - Epoch [147][1200/3940] lr: 3.743e-05, eta: 1:48:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5985, loss: 1.5985 +2025-06-13 04:37:28,692 - pyskl - INFO - Epoch [147][1300/3940] lr: 3.691e-05, eta: 1:48:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5792, loss: 1.5792 +2025-06-13 04:38:13,270 - pyskl - INFO - Epoch [147][1400/3940] lr: 3.641e-05, eta: 1:47:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5293, loss: 1.5293 +2025-06-13 04:38:57,789 - pyskl - INFO - Epoch [147][1500/3940] lr: 3.590e-05, eta: 1:46:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6388, loss: 1.6388 +2025-06-13 04:39:42,373 - pyskl - INFO - Epoch [147][1600/3940] lr: 3.540e-05, eta: 1:45:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5562, loss: 1.5562 +2025-06-13 04:40:27,034 - pyskl - INFO - Epoch [147][1700/3940] lr: 3.490e-05, eta: 1:45:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6438, loss: 1.6438 +2025-06-13 04:41:11,887 - pyskl - INFO - Epoch [147][1800/3940] lr: 3.441e-05, eta: 1:44:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5666, loss: 1.5666 +2025-06-13 04:41:56,336 - pyskl - INFO - Epoch [147][1900/3940] lr: 3.392e-05, eta: 1:43:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5651, loss: 1.5651 +2025-06-13 04:42:40,773 - pyskl - INFO - Epoch [147][2000/3940] lr: 3.343e-05, eta: 1:42:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5435, loss: 1.5435 +2025-06-13 04:43:25,193 - pyskl - INFO - Epoch [147][2100/3940] lr: 3.294e-05, eta: 1:42:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6031, loss: 1.6031 +2025-06-13 04:44:09,679 - pyskl - INFO - Epoch [147][2200/3940] lr: 3.246e-05, eta: 1:41:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5260, loss: 1.5260 +2025-06-13 04:44:54,137 - pyskl - INFO - Epoch [147][2300/3940] lr: 3.199e-05, eta: 1:40:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5873, loss: 1.5873 +2025-06-13 04:45:38,674 - pyskl - INFO - Epoch [147][2400/3940] lr: 3.151e-05, eta: 1:39:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6677, loss: 1.6677 +2025-06-13 04:46:23,282 - pyskl - INFO - Epoch [147][2500/3940] lr: 3.104e-05, eta: 1:39:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6070, loss: 1.6070 +2025-06-13 04:47:07,975 - pyskl - INFO - Epoch [147][2600/3940] lr: 3.058e-05, eta: 1:38:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6176, loss: 1.6176 +2025-06-13 04:47:52,417 - pyskl - INFO - Epoch [147][2700/3940] lr: 3.012e-05, eta: 1:37:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5913, loss: 1.5913 +2025-06-13 04:48:36,817 - pyskl - INFO - Epoch [147][2800/3940] lr: 2.966e-05, eta: 1:36:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6510, loss: 1.6510 +2025-06-13 04:49:21,355 - pyskl - INFO - Epoch [147][2900/3940] lr: 2.920e-05, eta: 1:36:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6064, loss: 1.6064 +2025-06-13 04:50:05,823 - pyskl - INFO - Epoch [147][3000/3940] lr: 2.875e-05, eta: 1:35:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5913, loss: 1.5913 +2025-06-13 04:50:50,258 - pyskl - INFO - Epoch [147][3100/3940] lr: 2.830e-05, eta: 1:34:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6249, loss: 1.6249 +2025-06-13 04:51:35,022 - pyskl - INFO - Epoch [147][3200/3940] lr: 2.785e-05, eta: 1:33:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5997, loss: 1.5997 +2025-06-13 04:52:19,389 - pyskl - INFO - Epoch [147][3300/3940] lr: 2.741e-05, eta: 1:33:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5964, loss: 1.5964 +2025-06-13 04:53:03,811 - pyskl - INFO - Epoch [147][3400/3940] lr: 2.697e-05, eta: 1:32:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6114, loss: 1.6114 +2025-06-13 04:53:48,360 - pyskl - INFO - Epoch [147][3500/3940] lr: 2.654e-05, eta: 1:31:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5855, loss: 1.5855 +2025-06-13 04:54:32,802 - pyskl - INFO - Epoch [147][3600/3940] lr: 2.611e-05, eta: 1:30:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5843, loss: 1.5843 +2025-06-13 04:55:17,228 - pyskl - INFO - Epoch [147][3700/3940] lr: 2.568e-05, eta: 1:30:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5344, loss: 1.5344 +2025-06-13 04:56:01,639 - pyskl - INFO - Epoch [147][3800/3940] lr: 2.526e-05, eta: 1:29:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5501, loss: 1.5501 +2025-06-13 04:56:46,271 - pyskl - INFO - Epoch [147][3900/3940] lr: 2.484e-05, eta: 1:28:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5906, loss: 1.5906 +2025-06-13 04:57:04,381 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-06-13 05:00:31,446 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 05:00:31,910 - pyskl - INFO - +top1_acc 0.8676 +top5_acc 0.9763 +2025-06-13 05:00:31,927 - pyskl - INFO - Epoch(val) [147][3183] top1_acc: 0.8676, top5_acc: 0.9763 +2025-06-13 05:01:40,632 - pyskl - INFO - Epoch [148][100/3940] lr: 2.425e-05, eta: 1:27:35, time: 0.687, data_time: 0.242, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5983, loss: 1.5983 +2025-06-13 05:02:25,216 - pyskl - INFO - Epoch [148][200/3940] lr: 2.384e-05, eta: 1:26:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6731, loss: 1.6731 +2025-06-13 05:03:09,775 - pyskl - INFO - Epoch [148][300/3940] lr: 2.343e-05, eta: 1:26:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6106, loss: 1.6106 +2025-06-13 05:03:54,500 - pyskl - INFO - Epoch [148][400/3940] lr: 2.303e-05, eta: 1:25:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5851, loss: 1.5851 +2025-06-13 05:04:39,215 - pyskl - INFO - Epoch [148][500/3940] lr: 2.263e-05, eta: 1:24:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5852, loss: 1.5852 +2025-06-13 05:05:23,751 - pyskl - INFO - Epoch [148][600/3940] lr: 2.223e-05, eta: 1:23:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6037, loss: 1.6037 +2025-06-13 05:06:08,174 - pyskl - INFO - Epoch [148][700/3940] lr: 2.184e-05, eta: 1:23:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5899, loss: 1.5899 +2025-06-13 05:06:52,856 - pyskl - INFO - Epoch [148][800/3940] lr: 2.144e-05, eta: 1:22:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5666, loss: 1.5666 +2025-06-13 05:07:37,212 - pyskl - INFO - Epoch [148][900/3940] lr: 2.106e-05, eta: 1:21:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6193, loss: 1.6193 +2025-06-13 05:08:21,533 - pyskl - INFO - Epoch [148][1000/3940] lr: 2.067e-05, eta: 1:20:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5578, loss: 1.5578 +2025-06-13 05:09:05,982 - pyskl - INFO - Epoch [148][1100/3940] lr: 2.029e-05, eta: 1:20:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6154, loss: 1.6154 +2025-06-13 05:09:50,389 - pyskl - INFO - Epoch [148][1200/3940] lr: 1.992e-05, eta: 1:19:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6158, loss: 1.6158 +2025-06-13 05:10:34,558 - pyskl - INFO - Epoch [148][1300/3940] lr: 1.954e-05, eta: 1:18:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6054, loss: 1.6054 +2025-06-13 05:11:18,987 - pyskl - INFO - Epoch [148][1400/3940] lr: 1.917e-05, eta: 1:17:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5543, loss: 1.5543 +2025-06-13 05:12:03,370 - pyskl - INFO - Epoch [148][1500/3940] lr: 1.881e-05, eta: 1:17:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5847, loss: 1.5847 +2025-06-13 05:12:47,808 - pyskl - INFO - Epoch [148][1600/3940] lr: 1.845e-05, eta: 1:16:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5688, loss: 1.5688 +2025-06-13 05:13:32,114 - pyskl - INFO - Epoch [148][1700/3940] lr: 1.809e-05, eta: 1:15:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5769, loss: 1.5769 +2025-06-13 05:14:16,365 - pyskl - INFO - Epoch [148][1800/3940] lr: 1.773e-05, eta: 1:14:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6321, loss: 1.6321 +2025-06-13 05:15:00,716 - pyskl - INFO - Epoch [148][1900/3940] lr: 1.738e-05, eta: 1:14:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5777, loss: 1.5777 +2025-06-13 05:15:45,050 - pyskl - INFO - Epoch [148][2000/3940] lr: 1.703e-05, eta: 1:13:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5958, loss: 1.5958 +2025-06-13 05:16:29,326 - pyskl - INFO - Epoch [148][2100/3940] lr: 1.669e-05, eta: 1:12:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5884, loss: 1.5884 +2025-06-13 05:17:13,622 - pyskl - INFO - Epoch [148][2200/3940] lr: 1.634e-05, eta: 1:11:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5901, loss: 1.5901 +2025-06-13 05:17:57,916 - pyskl - INFO - Epoch [148][2300/3940] lr: 1.601e-05, eta: 1:11:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5857, loss: 1.5857 +2025-06-13 05:18:42,221 - pyskl - INFO - Epoch [148][2400/3940] lr: 1.567e-05, eta: 1:10:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6959, loss: 1.6959 +2025-06-13 05:19:26,668 - pyskl - INFO - Epoch [148][2500/3940] lr: 1.534e-05, eta: 1:09:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5670, loss: 1.5670 +2025-06-13 05:20:11,092 - pyskl - INFO - Epoch [148][2600/3940] lr: 1.501e-05, eta: 1:08:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5990, loss: 1.5990 +2025-06-13 05:20:55,387 - pyskl - INFO - Epoch [148][2700/3940] lr: 1.469e-05, eta: 1:08:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5815, loss: 1.5815 +2025-06-13 05:21:39,751 - pyskl - INFO - Epoch [148][2800/3940] lr: 1.437e-05, eta: 1:07:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6045, loss: 1.6045 +2025-06-13 05:22:24,132 - pyskl - INFO - Epoch [148][2900/3940] lr: 1.405e-05, eta: 1:06:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5861, loss: 1.5861 +2025-06-13 05:23:08,417 - pyskl - INFO - Epoch [148][3000/3940] lr: 1.374e-05, eta: 1:05:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5989, loss: 1.5989 +2025-06-13 05:23:52,712 - pyskl - INFO - Epoch [148][3100/3940] lr: 1.343e-05, eta: 1:05:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6048, loss: 1.6048 +2025-06-13 05:24:37,083 - pyskl - INFO - Epoch [148][3200/3940] lr: 1.312e-05, eta: 1:04:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6656, loss: 1.6656 +2025-06-13 05:25:21,552 - pyskl - INFO - Epoch [148][3300/3940] lr: 1.282e-05, eta: 1:03:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6090, loss: 1.6090 +2025-06-13 05:26:05,944 - pyskl - INFO - Epoch [148][3400/3940] lr: 1.252e-05, eta: 1:02:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6124, loss: 1.6124 +2025-06-13 05:26:50,301 - pyskl - INFO - Epoch [148][3500/3940] lr: 1.223e-05, eta: 1:02:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6116, loss: 1.6116 +2025-06-13 05:27:34,643 - pyskl - INFO - Epoch [148][3600/3940] lr: 1.193e-05, eta: 1:01:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6128, loss: 1.6128 +2025-06-13 05:28:18,963 - pyskl - INFO - Epoch [148][3700/3940] lr: 1.165e-05, eta: 1:00:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5494, loss: 1.5494 +2025-06-13 05:29:03,139 - pyskl - INFO - Epoch [148][3800/3940] lr: 1.136e-05, eta: 0:59:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6412, loss: 1.6412 +2025-06-13 05:29:47,399 - pyskl - INFO - Epoch [148][3900/3940] lr: 1.108e-05, eta: 0:59:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5786, loss: 1.5786 +2025-06-13 05:30:05,425 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-06-13 05:33:32,206 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 05:33:32,671 - pyskl - INFO - +top1_acc 0.8695 +top5_acc 0.9785 +2025-06-13 05:33:32,722 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_140.pth was removed +2025-06-13 05:33:33,734 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_148.pth. +2025-06-13 05:33:33,736 - pyskl - INFO - Best top1_acc is 0.8695 at 148 epoch. +2025-06-13 05:33:33,752 - pyskl - INFO - Epoch(val) [148][3183] top1_acc: 0.8695, top5_acc: 0.9785 +2025-06-13 05:34:42,434 - pyskl - INFO - Epoch [149][100/3940] lr: 1.069e-05, eta: 0:58:08, time: 0.687, data_time: 0.242, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5745, loss: 1.5745 +2025-06-13 05:35:26,981 - pyskl - INFO - Epoch [149][200/3940] lr: 1.042e-05, eta: 0:57:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5853, loss: 1.5853 +2025-06-13 05:36:11,462 - pyskl - INFO - Epoch [149][300/3940] lr: 1.015e-05, eta: 0:56:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6289, loss: 1.6289 +2025-06-13 05:36:55,983 - pyskl - INFO - Epoch [149][400/3940] lr: 9.883e-06, eta: 0:55:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5129, loss: 1.5129 +2025-06-13 05:37:40,364 - pyskl - INFO - Epoch [149][500/3940] lr: 9.620e-06, eta: 0:55:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5683, loss: 1.5683 +2025-06-13 05:38:24,730 - pyskl - INFO - Epoch [149][600/3940] lr: 9.361e-06, eta: 0:54:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6252, loss: 1.6252 +2025-06-13 05:39:09,117 - pyskl - INFO - Epoch [149][700/3940] lr: 9.106e-06, eta: 0:53:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5719, loss: 1.5719 +2025-06-13 05:39:53,518 - pyskl - INFO - Epoch [149][800/3940] lr: 8.854e-06, eta: 0:52:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5172, loss: 1.5172 +2025-06-13 05:40:37,904 - pyskl - INFO - Epoch [149][900/3940] lr: 8.606e-06, eta: 0:52:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5811, loss: 1.5811 +2025-06-13 05:41:22,371 - pyskl - INFO - Epoch [149][1000/3940] lr: 8.361e-06, eta: 0:51:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5883, loss: 1.5883 +2025-06-13 05:42:06,879 - pyskl - INFO - Epoch [149][1100/3940] lr: 8.120e-06, eta: 0:50:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5950, loss: 1.5950 +2025-06-13 05:42:51,220 - pyskl - INFO - Epoch [149][1200/3940] lr: 7.882e-06, eta: 0:49:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5545, loss: 1.5545 +2025-06-13 05:43:35,671 - pyskl - INFO - Epoch [149][1300/3940] lr: 7.648e-06, eta: 0:49:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5724, loss: 1.5724 +2025-06-13 05:44:20,202 - pyskl - INFO - Epoch [149][1400/3940] lr: 7.417e-06, eta: 0:48:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6186, loss: 1.6186 +2025-06-13 05:45:04,819 - pyskl - INFO - Epoch [149][1500/3940] lr: 7.190e-06, eta: 0:47:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5870, loss: 1.5870 +2025-06-13 05:45:49,452 - pyskl - INFO - Epoch [149][1600/3940] lr: 6.967e-06, eta: 0:46:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5950, loss: 1.5950 +2025-06-13 05:46:33,990 - pyskl - INFO - Epoch [149][1700/3940] lr: 6.747e-06, eta: 0:46:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5651, loss: 1.5651 +2025-06-13 05:47:18,589 - pyskl - INFO - Epoch [149][1800/3940] lr: 6.530e-06, eta: 0:45:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6229, loss: 1.6229 +2025-06-13 05:48:03,195 - pyskl - INFO - Epoch [149][1900/3940] lr: 6.317e-06, eta: 0:44:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6140, loss: 1.6140 +2025-06-13 05:48:47,728 - pyskl - INFO - Epoch [149][2000/3940] lr: 6.108e-06, eta: 0:43:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6703, loss: 1.6703 +2025-06-13 05:49:32,276 - pyskl - INFO - Epoch [149][2100/3940] lr: 5.902e-06, eta: 0:43:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5704, loss: 1.5704 +2025-06-13 05:50:16,729 - pyskl - INFO - Epoch [149][2200/3940] lr: 5.699e-06, eta: 0:42:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6028, loss: 1.6028 +2025-06-13 05:51:01,129 - pyskl - INFO - Epoch [149][2300/3940] lr: 5.500e-06, eta: 0:41:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5939, loss: 1.5939 +2025-06-13 05:51:45,551 - pyskl - INFO - Epoch [149][2400/3940] lr: 5.305e-06, eta: 0:40:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5854, loss: 1.5854 +2025-06-13 05:52:30,034 - pyskl - INFO - Epoch [149][2500/3940] lr: 5.113e-06, eta: 0:40:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6369, loss: 1.6369 +2025-06-13 05:53:14,424 - pyskl - INFO - Epoch [149][2600/3940] lr: 4.925e-06, eta: 0:39:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5638, loss: 1.5638 +2025-06-13 05:53:58,943 - pyskl - INFO - Epoch [149][2700/3940] lr: 4.740e-06, eta: 0:38:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5174, loss: 1.5174 +2025-06-13 05:54:43,669 - pyskl - INFO - Epoch [149][2800/3940] lr: 4.559e-06, eta: 0:37:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6244, loss: 1.6244 +2025-06-13 05:55:28,171 - pyskl - INFO - Epoch [149][2900/3940] lr: 4.381e-06, eta: 0:37:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5379, loss: 1.5379 +2025-06-13 05:56:12,741 - pyskl - INFO - Epoch [149][3000/3940] lr: 4.207e-06, eta: 0:36:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6544, loss: 1.6544 +2025-06-13 05:56:57,282 - pyskl - INFO - Epoch [149][3100/3940] lr: 4.037e-06, eta: 0:35:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5445, loss: 1.5445 +2025-06-13 05:57:41,687 - pyskl - INFO - Epoch [149][3200/3940] lr: 3.870e-06, eta: 0:34:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5909, loss: 1.5909 +2025-06-13 05:58:26,162 - pyskl - INFO - Epoch [149][3300/3940] lr: 3.706e-06, eta: 0:34:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6247, loss: 1.6247 +2025-06-13 05:59:10,622 - pyskl - INFO - Epoch [149][3400/3940] lr: 3.546e-06, eta: 0:33:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5537, loss: 1.5537 +2025-06-13 05:59:55,007 - pyskl - INFO - Epoch [149][3500/3940] lr: 3.389e-06, eta: 0:32:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5612, loss: 1.5612 +2025-06-13 06:00:39,440 - pyskl - INFO - Epoch [149][3600/3940] lr: 3.237e-06, eta: 0:31:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5858, loss: 1.5858 +2025-06-13 06:01:23,846 - pyskl - INFO - Epoch [149][3700/3940] lr: 3.087e-06, eta: 0:31:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6297, loss: 1.6297 +2025-06-13 06:02:08,317 - pyskl - INFO - Epoch [149][3800/3940] lr: 2.941e-06, eta: 0:30:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5281, loss: 1.5281 +2025-06-13 06:02:52,777 - pyskl - INFO - Epoch [149][3900/3940] lr: 2.799e-06, eta: 0:29:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6173, loss: 1.6173 +2025-06-13 06:03:10,866 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-06-13 06:06:36,316 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 06:06:36,781 - pyskl - INFO - +top1_acc 0.8701 +top5_acc 0.9782 +2025-06-13 06:06:36,845 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_148.pth was removed +2025-06-13 06:06:37,905 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_149.pth. +2025-06-13 06:06:37,907 - pyskl - INFO - Best top1_acc is 0.8701 at 149 epoch. +2025-06-13 06:06:37,927 - pyskl - INFO - Epoch(val) [149][3183] top1_acc: 0.8701, top5_acc: 0.9782 +2025-06-13 06:07:46,833 - pyskl - INFO - Epoch [150][100/3940] lr: 2.605e-06, eta: 0:28:41, time: 0.689, data_time: 0.244, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5699, loss: 1.5699 +2025-06-13 06:08:31,465 - pyskl - INFO - Epoch [150][200/3940] lr: 2.472e-06, eta: 0:27:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6034, loss: 1.6034 +2025-06-13 06:09:15,980 - pyskl - INFO - Epoch [150][300/3940] lr: 2.341e-06, eta: 0:27:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5674, loss: 1.5674 +2025-06-13 06:10:00,805 - pyskl - INFO - Epoch [150][400/3940] lr: 2.214e-06, eta: 0:26:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5620, loss: 1.5620 +2025-06-13 06:10:45,633 - pyskl - INFO - Epoch [150][500/3940] lr: 2.091e-06, eta: 0:25:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5934, loss: 1.5934 +2025-06-13 06:11:30,475 - pyskl - INFO - Epoch [150][600/3940] lr: 1.971e-06, eta: 0:24:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6020, loss: 1.6020 +2025-06-13 06:12:15,322 - pyskl - INFO - Epoch [150][700/3940] lr: 1.855e-06, eta: 0:24:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5620, loss: 1.5620 +2025-06-13 06:13:00,205 - pyskl - INFO - Epoch [150][800/3940] lr: 1.742e-06, eta: 0:23:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5551, loss: 1.5551 +2025-06-13 06:13:44,985 - pyskl - INFO - Epoch [150][900/3940] lr: 1.633e-06, eta: 0:22:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5905, loss: 1.5905 +2025-06-13 06:14:30,113 - pyskl - INFO - Epoch [150][1000/3940] lr: 1.528e-06, eta: 0:21:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5877, loss: 1.5877 +2025-06-13 06:15:15,178 - pyskl - INFO - Epoch [150][1100/3940] lr: 1.425e-06, eta: 0:21:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5722, loss: 1.5722 +2025-06-13 06:16:00,109 - pyskl - INFO - Epoch [150][1200/3940] lr: 1.327e-06, eta: 0:20:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5142, loss: 1.5142 +2025-06-13 06:16:45,008 - pyskl - INFO - Epoch [150][1300/3940] lr: 1.232e-06, eta: 0:19:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5829, loss: 1.5829 +2025-06-13 06:17:29,866 - pyskl - INFO - Epoch [150][1400/3940] lr: 1.140e-06, eta: 0:18:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5958, loss: 1.5958 +2025-06-13 06:18:14,856 - pyskl - INFO - Epoch [150][1500/3940] lr: 1.052e-06, eta: 0:18:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5722, loss: 1.5722 +2025-06-13 06:18:59,721 - pyskl - INFO - Epoch [150][1600/3940] lr: 9.678e-07, eta: 0:17:29, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5512, loss: 1.5512 +2025-06-13 06:19:44,408 - pyskl - INFO - Epoch [150][1700/3940] lr: 8.869e-07, eta: 0:16:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5739, loss: 1.5739 +2025-06-13 06:20:29,067 - pyskl - INFO - Epoch [150][1800/3940] lr: 8.095e-07, eta: 0:15:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6497, loss: 1.6497 +2025-06-13 06:21:13,747 - pyskl - INFO - Epoch [150][1900/3940] lr: 7.357e-07, eta: 0:15:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6321, loss: 1.6321 +2025-06-13 06:21:58,331 - pyskl - INFO - Epoch [150][2000/3940] lr: 6.654e-07, eta: 0:14:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5838, loss: 1.5838 +2025-06-13 06:22:43,046 - pyskl - INFO - Epoch [150][2100/3940] lr: 5.986e-07, eta: 0:13:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6187, loss: 1.6187 +2025-06-13 06:23:27,614 - pyskl - INFO - Epoch [150][2200/3940] lr: 5.353e-07, eta: 0:13:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6186, loss: 1.6186 +2025-06-13 06:24:12,270 - pyskl - INFO - Epoch [150][2300/3940] lr: 4.756e-07, eta: 0:12:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5942, loss: 1.5942 +2025-06-13 06:24:56,895 - pyskl - INFO - Epoch [150][2400/3940] lr: 4.194e-07, eta: 0:11:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6221, loss: 1.6221 +2025-06-13 06:25:41,547 - pyskl - INFO - Epoch [150][2500/3940] lr: 3.667e-07, eta: 0:10:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6197, loss: 1.6197 +2025-06-13 06:26:26,294 - pyskl - INFO - Epoch [150][2600/3940] lr: 3.176e-07, eta: 0:10:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5812, loss: 1.5812 +2025-06-13 06:27:10,945 - pyskl - INFO - Epoch [150][2700/3940] lr: 2.720e-07, eta: 0:09:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6237, loss: 1.6237 +2025-06-13 06:27:55,581 - pyskl - INFO - Epoch [150][2800/3940] lr: 2.299e-07, eta: 0:08:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5776, loss: 1.5776 +2025-06-13 06:28:40,323 - pyskl - INFO - Epoch [150][2900/3940] lr: 1.914e-07, eta: 0:07:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6095, loss: 1.6095 +2025-06-13 06:29:25,015 - pyskl - INFO - Epoch [150][3000/3940] lr: 1.564e-07, eta: 0:07:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5788, loss: 1.5788 +2025-06-13 06:30:09,691 - pyskl - INFO - Epoch [150][3100/3940] lr: 1.249e-07, eta: 0:06:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6207, loss: 1.6207 +2025-06-13 06:30:54,303 - pyskl - INFO - Epoch [150][3200/3940] lr: 9.697e-08, eta: 0:05:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6007, loss: 1.6007 +2025-06-13 06:31:38,994 - pyskl - INFO - Epoch [150][3300/3940] lr: 7.256e-08, eta: 0:04:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4988, loss: 1.4988 +2025-06-13 06:32:23,682 - pyskl - INFO - Epoch [150][3400/3940] lr: 5.169e-08, eta: 0:04:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5888, loss: 1.5888 +2025-06-13 06:33:08,465 - pyskl - INFO - Epoch [150][3500/3940] lr: 3.435e-08, eta: 0:03:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5594, loss: 1.5594 +2025-06-13 06:33:53,126 - pyskl - INFO - Epoch [150][3600/3940] lr: 2.054e-08, eta: 0:02:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6179, loss: 1.6179 +2025-06-13 06:34:37,895 - pyskl - INFO - Epoch [150][3700/3940] lr: 1.026e-08, eta: 0:01:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5837, loss: 1.5837 +2025-06-13 06:35:22,585 - pyskl - INFO - Epoch [150][3800/3940] lr: 3.511e-09, eta: 0:01:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5691, loss: 1.5691 +2025-06-13 06:36:07,388 - pyskl - INFO - Epoch [150][3900/3940] lr: 2.969e-10, eta: 0:00:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6421, loss: 1.6421 +2025-06-13 06:36:25,646 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-06-13 06:39:50,833 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-13 06:39:51,298 - pyskl - INFO - +top1_acc 0.8674 +top5_acc 0.9774 +2025-06-13 06:39:51,318 - pyskl - INFO - Epoch(val) [150][3183] top1_acc: 0.8674, top5_acc: 0.9774 +2025-06-13 06:40:03,671 - pyskl - INFO - 50919 videos remain after valid thresholding +2025-06-13 07:08:46,929 - pyskl - INFO - Testing results of the last checkpoint +2025-06-13 07:08:46,929 - pyskl - INFO - top1_acc: 0.8696 +2025-06-13 07:08:46,929 - pyskl - INFO - top5_acc: 0.9786 +2025-06-13 07:08:46,930 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu120_xsub/j_2/best_top1_acc_epoch_149.pth +2025-06-13 07:37:29,653 - pyskl - INFO - Testing results of the best checkpoint +2025-06-13 07:37:29,654 - pyskl - INFO - top1_acc: 0.8716 +2025-06-13 07:37:29,654 - pyskl - INFO - top5_acc: 0.9791 diff --git a/ntu120_xsub/j_2/best_pred.pkl b/ntu120_xsub/j_2/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..0afeb7faa820efa4221ccaa6b6d977b4c9b22046 --- /dev/null +++ b/ntu120_xsub/j_2/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a02e534f08a2cf3bfc373c58092f1d9e1a035d0565b5970ab7c7cdda0e128aae +size 37304195 diff --git a/ntu120_xsub/j_2/best_top1_acc_epoch_149.pth b/ntu120_xsub/j_2/best_top1_acc_epoch_149.pth new file mode 100644 index 0000000000000000000000000000000000000000..f1e53827ccdb5c39bde491c5825c3db2e95e29f6 --- /dev/null +++ b/ntu120_xsub/j_2/best_top1_acc_epoch_149.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:11acc94a2bc327f76883d4208b7f290f0f63bf50762a64b65bba22e99d6546d1 +size 16396379 diff --git a/ntu120_xsub/jm/20250503_153658.log b/ntu120_xsub/jm/20250503_153658.log new file mode 100644 index 0000000000000000000000000000000000000000..8ccf3e32c820e9e3de318144866b8144bbefc5b1 --- /dev/null +++ b/ntu120_xsub/jm/20250503_153658.log @@ -0,0 +1,7075 @@ +2025-05-03 15:36:58,496 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-05-03 15:36:58,854 - pyskl - INFO - Config: modality = 'jm' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu120_xsub/jm' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + num_classes=120, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=120, + in_channels=384, + work_dir='./work_dirs/ntu120_xsub/jm', + interval_epoch=10, + weight_1=0.2, + weight_2=0.5)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['jm']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['jm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['jm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['jm']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['jm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['jm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-05-03 15:36:58,855 - pyskl - INFO - Set random seed to 584229032, deterministic: False +2025-05-03 15:37:12,091 - pyskl - INFO - 63026 videos remain after valid thresholding +2025-05-03 15:37:21,408 - pyskl - INFO - 50919 videos remain after valid thresholding +2025-05-03 15:37:21,486 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm +2025-05-03 15:37:21,487 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-05-03 15:37:21,487 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-05-03 15:37:21,487 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm by HardDiskBackend. +2025-05-03 15:38:30,785 - pyskl - INFO - Epoch [1][100/3940] lr: 2.500e-02, eta: 4 days, 17:44:21, time: 0.693, data_time: 0.251, memory: 13267, top1_acc: 0.0175, top5_acc: 0.0794, loss_cls: 12.8516, loss: 12.8516 +2025-05-03 15:39:14,278 - pyskl - INFO - Epoch [1][200/3940] lr: 2.500e-02, eta: 3 days, 20:32:52, time: 0.435, data_time: 0.000, memory: 13267, top1_acc: 0.0262, top5_acc: 0.1100, loss_cls: 11.5004, loss: 11.5004 +2025-05-03 15:39:57,848 - pyskl - INFO - Epoch [1][300/3940] lr: 2.500e-02, eta: 3 days, 13:31:07, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.0394, top5_acc: 0.1481, loss_cls: 11.1372, loss: 11.1372 +2025-05-03 15:40:41,521 - pyskl - INFO - Epoch [1][400/3940] lr: 2.500e-02, eta: 3 days, 10:02:23, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.0519, top5_acc: 0.1981, loss_cls: 10.8219, loss: 10.8219 +2025-05-03 15:41:25,157 - pyskl - INFO - Epoch [1][500/3940] lr: 2.500e-02, eta: 3 days, 7:56:08, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.0369, top5_acc: 0.1925, loss_cls: 10.7298, loss: 10.7298 +2025-05-03 15:42:08,821 - pyskl - INFO - Epoch [1][600/3940] lr: 2.500e-02, eta: 3 days, 6:32:11, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.0694, top5_acc: 0.2200, loss_cls: 10.5130, loss: 10.5130 +2025-05-03 15:42:52,441 - pyskl - INFO - Epoch [1][700/3940] lr: 2.500e-02, eta: 3 days, 5:31:23, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.0650, top5_acc: 0.2456, loss_cls: 10.2886, loss: 10.2886 +2025-05-03 15:43:36,108 - pyskl - INFO - Epoch [1][800/3940] lr: 2.500e-02, eta: 3 days, 4:46:12, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.0669, top5_acc: 0.2294, loss_cls: 10.3028, loss: 10.3028 +2025-05-03 15:44:19,665 - pyskl - INFO - Epoch [1][900/3940] lr: 2.500e-02, eta: 3 days, 4:09:41, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.0694, top5_acc: 0.2694, loss_cls: 10.1048, loss: 10.1048 +2025-05-03 15:45:03,274 - pyskl - INFO - Epoch [1][1000/3940] lr: 2.500e-02, eta: 3 days, 3:40:50, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.0781, top5_acc: 0.2769, loss_cls: 10.0932, loss: 10.0932 +2025-05-03 15:45:46,913 - pyskl - INFO - Epoch [1][1100/3940] lr: 2.500e-02, eta: 3 days, 3:17:21, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.0862, top5_acc: 0.3013, loss_cls: 9.9594, loss: 9.9594 +2025-05-03 15:46:30,571 - pyskl - INFO - Epoch [1][1200/3940] lr: 2.500e-02, eta: 3 days, 2:57:50, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.0881, top5_acc: 0.3206, loss_cls: 9.8760, loss: 9.8760 +2025-05-03 15:47:14,185 - pyskl - INFO - Epoch [1][1300/3940] lr: 2.500e-02, eta: 3 days, 2:40:53, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.1144, top5_acc: 0.3494, loss_cls: 9.5794, loss: 9.5794 +2025-05-03 15:47:57,821 - pyskl - INFO - Epoch [1][1400/3940] lr: 2.500e-02, eta: 3 days, 2:26:23, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.1113, top5_acc: 0.3631, loss_cls: 9.5867, loss: 9.5867 +2025-05-03 15:48:41,508 - pyskl - INFO - Epoch [1][1500/3940] lr: 2.500e-02, eta: 3 days, 2:14:04, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.1144, top5_acc: 0.3719, loss_cls: 9.6025, loss: 9.6025 +2025-05-03 15:49:25,153 - pyskl - INFO - Epoch [1][1600/3940] lr: 2.500e-02, eta: 3 days, 2:02:56, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.1338, top5_acc: 0.3981, loss_cls: 9.3026, loss: 9.3026 +2025-05-03 15:50:08,814 - pyskl - INFO - Epoch [1][1700/3940] lr: 2.500e-02, eta: 3 days, 1:53:08, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.1456, top5_acc: 0.4150, loss_cls: 9.2315, loss: 9.2315 +2025-05-03 15:50:52,417 - pyskl - INFO - Epoch [1][1800/3940] lr: 2.500e-02, eta: 3 days, 1:44:01, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.1700, top5_acc: 0.4200, loss_cls: 9.2252, loss: 9.2252 +2025-05-03 15:51:36,140 - pyskl - INFO - Epoch [1][1900/3940] lr: 2.500e-02, eta: 3 days, 1:36:24, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.1581, top5_acc: 0.4581, loss_cls: 9.1031, loss: 9.1031 +2025-05-03 15:52:19,835 - pyskl - INFO - Epoch [1][2000/3940] lr: 2.500e-02, eta: 3 days, 1:29:20, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.1919, top5_acc: 0.4719, loss_cls: 8.9557, loss: 8.9557 +2025-05-03 15:53:03,492 - pyskl - INFO - Epoch [1][2100/3940] lr: 2.500e-02, eta: 3 days, 1:22:41, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.1888, top5_acc: 0.4950, loss_cls: 8.8465, loss: 8.8465 +2025-05-03 15:53:47,195 - pyskl - INFO - Epoch [1][2200/3940] lr: 2.500e-02, eta: 3 days, 1:16:48, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.2037, top5_acc: 0.5325, loss_cls: 8.6873, loss: 8.6873 +2025-05-03 15:54:30,791 - pyskl - INFO - Epoch [1][2300/3940] lr: 2.500e-02, eta: 3 days, 1:10:54, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.2306, top5_acc: 0.5363, loss_cls: 8.5816, loss: 8.5816 +2025-05-03 15:55:14,430 - pyskl - INFO - Epoch [1][2400/3940] lr: 2.500e-02, eta: 3 days, 1:05:36, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.2156, top5_acc: 0.5394, loss_cls: 8.5559, loss: 8.5559 +2025-05-03 15:55:58,067 - pyskl - INFO - Epoch [1][2500/3940] lr: 2.500e-02, eta: 3 days, 1:00:39, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.2362, top5_acc: 0.5737, loss_cls: 8.2739, loss: 8.2739 +2025-05-03 15:56:41,697 - pyskl - INFO - Epoch [1][2600/3940] lr: 2.500e-02, eta: 3 days, 0:56:01, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.2494, top5_acc: 0.5969, loss_cls: 8.2471, loss: 8.2471 +2025-05-03 15:57:25,368 - pyskl - INFO - Epoch [1][2700/3940] lr: 2.500e-02, eta: 3 days, 0:51:49, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.2619, top5_acc: 0.5956, loss_cls: 8.1354, loss: 8.1354 +2025-05-03 15:58:09,033 - pyskl - INFO - Epoch [1][2800/3940] lr: 2.500e-02, eta: 3 days, 0:47:50, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.2819, top5_acc: 0.6194, loss_cls: 8.0178, loss: 8.0178 +2025-05-03 15:58:52,692 - pyskl - INFO - Epoch [1][2900/3940] lr: 2.500e-02, eta: 3 days, 0:44:04, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.2675, top5_acc: 0.6106, loss_cls: 8.0780, loss: 8.0780 +2025-05-03 15:59:36,453 - pyskl - INFO - Epoch [1][3000/3940] lr: 2.500e-02, eta: 3 days, 0:40:50, time: 0.438, data_time: 0.000, memory: 13267, top1_acc: 0.2881, top5_acc: 0.6062, loss_cls: 8.0677, loss: 8.0677 +2025-05-03 16:00:20,093 - pyskl - INFO - Epoch [1][3100/3940] lr: 2.500e-02, eta: 3 days, 0:37:23, time: 0.436, data_time: 0.000, memory: 13267, top1_acc: 0.2737, top5_acc: 0.6212, loss_cls: 7.9512, loss: 7.9512 +2025-05-03 16:01:03,783 - pyskl - INFO - Epoch [1][3200/3940] lr: 2.500e-02, eta: 3 days, 0:34:15, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.2838, top5_acc: 0.6400, loss_cls: 7.8226, loss: 7.8226 +2025-05-03 16:01:47,477 - pyskl - INFO - Epoch [1][3300/3940] lr: 2.500e-02, eta: 3 days, 0:31:16, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.3019, top5_acc: 0.6538, loss_cls: 7.8082, loss: 7.8082 +2025-05-03 16:02:31,156 - pyskl - INFO - Epoch [1][3400/3940] lr: 2.500e-02, eta: 3 days, 0:28:23, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.3131, top5_acc: 0.6606, loss_cls: 7.7114, loss: 7.7114 +2025-05-03 16:03:14,937 - pyskl - INFO - Epoch [1][3500/3940] lr: 2.500e-02, eta: 3 days, 0:25:54, time: 0.438, data_time: 0.000, memory: 13267, top1_acc: 0.3175, top5_acc: 0.6800, loss_cls: 7.5172, loss: 7.5172 +2025-05-03 16:03:58,688 - pyskl - INFO - Epoch [1][3600/3940] lr: 2.500e-02, eta: 3 days, 0:23:27, time: 0.438, data_time: 0.000, memory: 13267, top1_acc: 0.3381, top5_acc: 0.6787, loss_cls: 7.5546, loss: 7.5546 +2025-05-03 16:04:42,432 - pyskl - INFO - Epoch [1][3700/3940] lr: 2.500e-02, eta: 3 days, 0:21:03, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.3544, top5_acc: 0.6850, loss_cls: 7.5308, loss: 7.5308 +2025-05-03 16:05:26,277 - pyskl - INFO - Epoch [1][3800/3940] lr: 2.500e-02, eta: 3 days, 0:19:01, time: 0.438, data_time: 0.000, memory: 13267, top1_acc: 0.3381, top5_acc: 0.6775, loss_cls: 7.5008, loss: 7.5008 +2025-05-03 16:06:09,950 - pyskl - INFO - Epoch [1][3900/3940] lr: 2.500e-02, eta: 3 days, 0:16:37, time: 0.437, data_time: 0.000, memory: 13267, top1_acc: 0.3550, top5_acc: 0.7006, loss_cls: 7.3622, loss: 7.3622 +2025-05-03 16:06:27,791 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-05-03 16:09:51,902 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 16:09:52,435 - pyskl - INFO - +top1_acc 0.2442 +top5_acc 0.5804 +2025-05-03 16:09:53,429 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-05-03 16:09:53,431 - pyskl - INFO - Best top1_acc is 0.2442 at 1 epoch. +2025-05-03 16:09:53,449 - pyskl - INFO - Epoch(val) [1][3183] top1_acc: 0.2442, top5_acc: 0.5804 +2025-05-03 16:11:01,549 - pyskl - INFO - Epoch [2][100/3940] lr: 2.500e-02, eta: 3 days, 0:30:13, time: 0.681, data_time: 0.244, memory: 13268, top1_acc: 0.3438, top5_acc: 0.7150, loss_cls: 7.4114, loss: 7.4114 +2025-05-03 16:11:45,209 - pyskl - INFO - Epoch [2][200/3940] lr: 2.500e-02, eta: 3 days, 0:27:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.3513, top5_acc: 0.7225, loss_cls: 7.2412, loss: 7.2412 +2025-05-03 16:12:28,831 - pyskl - INFO - Epoch [2][300/3940] lr: 2.500e-02, eta: 3 days, 0:24:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.3575, top5_acc: 0.7181, loss_cls: 7.3171, loss: 7.3171 +2025-05-03 16:13:12,384 - pyskl - INFO - Epoch [2][400/3940] lr: 2.500e-02, eta: 3 days, 0:22:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.3719, top5_acc: 0.7262, loss_cls: 7.2155, loss: 7.2155 +2025-05-03 16:13:56,069 - pyskl - INFO - Epoch [2][500/3940] lr: 2.500e-02, eta: 3 days, 0:19:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.3694, top5_acc: 0.7300, loss_cls: 7.1795, loss: 7.1795 +2025-05-03 16:14:39,680 - pyskl - INFO - Epoch [2][600/3940] lr: 2.500e-02, eta: 3 days, 0:17:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.3894, top5_acc: 0.7331, loss_cls: 7.0559, loss: 7.0559 +2025-05-03 16:15:23,256 - pyskl - INFO - Epoch [2][700/3940] lr: 2.500e-02, eta: 3 days, 0:15:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.3706, top5_acc: 0.7200, loss_cls: 7.1207, loss: 7.1207 +2025-05-03 16:16:06,808 - pyskl - INFO - Epoch [2][800/3940] lr: 2.500e-02, eta: 3 days, 0:12:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.4069, top5_acc: 0.7469, loss_cls: 7.0047, loss: 7.0047 +2025-05-03 16:16:50,430 - pyskl - INFO - Epoch [2][900/3940] lr: 2.500e-02, eta: 3 days, 0:10:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.4075, top5_acc: 0.7500, loss_cls: 7.0135, loss: 7.0135 +2025-05-03 16:17:34,034 - pyskl - INFO - Epoch [2][1000/3940] lr: 2.500e-02, eta: 3 days, 0:08:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.4300, top5_acc: 0.7438, loss_cls: 6.7616, loss: 6.7616 +2025-05-03 16:18:17,674 - pyskl - INFO - Epoch [2][1100/3940] lr: 2.500e-02, eta: 3 days, 0:06:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.4263, top5_acc: 0.7681, loss_cls: 6.8283, loss: 6.8283 +2025-05-03 16:19:01,248 - pyskl - INFO - Epoch [2][1200/3940] lr: 2.500e-02, eta: 3 days, 0:04:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.4006, top5_acc: 0.7506, loss_cls: 6.9911, loss: 6.9911 +2025-05-03 16:19:44,818 - pyskl - INFO - Epoch [2][1300/3940] lr: 2.500e-02, eta: 3 days, 0:02:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.4244, top5_acc: 0.7775, loss_cls: 6.7555, loss: 6.7555 +2025-05-03 16:20:28,537 - pyskl - INFO - Epoch [2][1400/3940] lr: 2.499e-02, eta: 3 days, 0:00:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.4344, top5_acc: 0.7538, loss_cls: 6.8750, loss: 6.8750 +2025-05-03 16:21:12,232 - pyskl - INFO - Epoch [2][1500/3940] lr: 2.499e-02, eta: 2 days, 23:58:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.4400, top5_acc: 0.7856, loss_cls: 6.6989, loss: 6.6989 +2025-05-03 16:21:55,932 - pyskl - INFO - Epoch [2][1600/3940] lr: 2.499e-02, eta: 2 days, 23:56:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.4431, top5_acc: 0.7869, loss_cls: 6.5076, loss: 6.5076 +2025-05-03 16:22:39,509 - pyskl - INFO - Epoch [2][1700/3940] lr: 2.499e-02, eta: 2 days, 23:54:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.4456, top5_acc: 0.7937, loss_cls: 6.6431, loss: 6.6431 +2025-05-03 16:23:23,174 - pyskl - INFO - Epoch [2][1800/3940] lr: 2.499e-02, eta: 2 days, 23:53:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.4450, top5_acc: 0.7812, loss_cls: 6.7457, loss: 6.7457 +2025-05-03 16:24:06,766 - pyskl - INFO - Epoch [2][1900/3940] lr: 2.499e-02, eta: 2 days, 23:51:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.4581, top5_acc: 0.7744, loss_cls: 6.6205, loss: 6.6205 +2025-05-03 16:24:50,339 - pyskl - INFO - Epoch [2][2000/3940] lr: 2.499e-02, eta: 2 days, 23:49:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.4506, top5_acc: 0.7806, loss_cls: 6.5783, loss: 6.5783 +2025-05-03 16:25:33,929 - pyskl - INFO - Epoch [2][2100/3940] lr: 2.499e-02, eta: 2 days, 23:47:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.4769, top5_acc: 0.8069, loss_cls: 6.4221, loss: 6.4221 +2025-05-03 16:26:17,512 - pyskl - INFO - Epoch [2][2200/3940] lr: 2.499e-02, eta: 2 days, 23:46:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.4750, top5_acc: 0.7875, loss_cls: 6.4608, loss: 6.4608 +2025-05-03 16:27:01,100 - pyskl - INFO - Epoch [2][2300/3940] lr: 2.499e-02, eta: 2 days, 23:44:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.4356, top5_acc: 0.7887, loss_cls: 6.6054, loss: 6.6054 +2025-05-03 16:27:44,755 - pyskl - INFO - Epoch [2][2400/3940] lr: 2.499e-02, eta: 2 days, 23:43:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.4625, top5_acc: 0.7956, loss_cls: 6.5327, loss: 6.5327 +2025-05-03 16:28:28,327 - pyskl - INFO - Epoch [2][2500/3940] lr: 2.499e-02, eta: 2 days, 23:41:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.4750, top5_acc: 0.8087, loss_cls: 6.3451, loss: 6.3451 +2025-05-03 16:29:11,849 - pyskl - INFO - Epoch [2][2600/3940] lr: 2.499e-02, eta: 2 days, 23:39:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.4994, top5_acc: 0.8069, loss_cls: 6.3453, loss: 6.3453 +2025-05-03 16:29:55,392 - pyskl - INFO - Epoch [2][2700/3940] lr: 2.499e-02, eta: 2 days, 23:38:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.4763, top5_acc: 0.8000, loss_cls: 6.4468, loss: 6.4468 +2025-05-03 16:30:39,010 - pyskl - INFO - Epoch [2][2800/3940] lr: 2.499e-02, eta: 2 days, 23:36:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5006, top5_acc: 0.8100, loss_cls: 6.2871, loss: 6.2871 +2025-05-03 16:31:22,757 - pyskl - INFO - Epoch [2][2900/3940] lr: 2.499e-02, eta: 2 days, 23:35:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.4800, top5_acc: 0.8163, loss_cls: 6.3591, loss: 6.3591 +2025-05-03 16:32:06,342 - pyskl - INFO - Epoch [2][3000/3940] lr: 2.499e-02, eta: 2 days, 23:33:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.4950, top5_acc: 0.8144, loss_cls: 6.2666, loss: 6.2666 +2025-05-03 16:32:50,094 - pyskl - INFO - Epoch [2][3100/3940] lr: 2.499e-02, eta: 2 days, 23:32:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.5081, top5_acc: 0.8350, loss_cls: 6.1930, loss: 6.1930 +2025-05-03 16:33:33,828 - pyskl - INFO - Epoch [2][3200/3940] lr: 2.499e-02, eta: 2 days, 23:31:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.5181, top5_acc: 0.8350, loss_cls: 6.0808, loss: 6.0808 +2025-05-03 16:34:17,468 - pyskl - INFO - Epoch [2][3300/3940] lr: 2.499e-02, eta: 2 days, 23:30:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.4994, top5_acc: 0.8206, loss_cls: 6.2150, loss: 6.2150 +2025-05-03 16:35:01,188 - pyskl - INFO - Epoch [2][3400/3940] lr: 2.499e-02, eta: 2 days, 23:28:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.5006, top5_acc: 0.8144, loss_cls: 6.2287, loss: 6.2287 +2025-05-03 16:35:44,969 - pyskl - INFO - Epoch [2][3500/3940] lr: 2.499e-02, eta: 2 days, 23:27:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.5088, top5_acc: 0.8100, loss_cls: 6.3189, loss: 6.3189 +2025-05-03 16:36:28,351 - pyskl - INFO - Epoch [2][3600/3940] lr: 2.499e-02, eta: 2 days, 23:26:05, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.5150, top5_acc: 0.8287, loss_cls: 6.1988, loss: 6.1988 +2025-05-03 16:37:11,881 - pyskl - INFO - Epoch [2][3700/3940] lr: 2.499e-02, eta: 2 days, 23:24:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.5294, top5_acc: 0.8356, loss_cls: 6.0821, loss: 6.0821 +2025-05-03 16:37:55,504 - pyskl - INFO - Epoch [2][3800/3940] lr: 2.499e-02, eta: 2 days, 23:23:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5312, top5_acc: 0.8400, loss_cls: 6.0116, loss: 6.0116 +2025-05-03 16:38:39,112 - pyskl - INFO - Epoch [2][3900/3940] lr: 2.499e-02, eta: 2 days, 23:22:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5300, top5_acc: 0.8469, loss_cls: 6.0588, loss: 6.0588 +2025-05-03 16:38:56,856 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-05-03 16:42:21,968 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 16:42:22,440 - pyskl - INFO - +top1_acc 0.3916 +top5_acc 0.7005 +2025-05-03 16:42:22,491 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_1.pth was removed +2025-05-03 16:42:23,489 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-05-03 16:42:23,491 - pyskl - INFO - Best top1_acc is 0.3916 at 2 epoch. +2025-05-03 16:42:23,509 - pyskl - INFO - Epoch(val) [2][3183] top1_acc: 0.3916, top5_acc: 0.7005 +2025-05-03 16:43:31,871 - pyskl - INFO - Epoch [3][100/3940] lr: 2.499e-02, eta: 2 days, 23:29:09, time: 0.684, data_time: 0.246, memory: 13268, top1_acc: 0.5288, top5_acc: 0.8419, loss_cls: 5.9856, loss: 5.9856 +2025-05-03 16:44:15,523 - pyskl - INFO - Epoch [3][200/3940] lr: 2.499e-02, eta: 2 days, 23:27:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.5369, top5_acc: 0.8369, loss_cls: 6.0648, loss: 6.0648 +2025-05-03 16:44:59,272 - pyskl - INFO - Epoch [3][300/3940] lr: 2.499e-02, eta: 2 days, 23:26:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.5312, top5_acc: 0.8488, loss_cls: 5.9757, loss: 5.9757 +2025-05-03 16:45:42,957 - pyskl - INFO - Epoch [3][400/3940] lr: 2.499e-02, eta: 2 days, 23:25:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.5238, top5_acc: 0.8331, loss_cls: 6.1162, loss: 6.1162 +2025-05-03 16:46:26,778 - pyskl - INFO - Epoch [3][500/3940] lr: 2.499e-02, eta: 2 days, 23:24:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.5719, top5_acc: 0.8588, loss_cls: 5.8791, loss: 5.8791 +2025-05-03 16:47:10,762 - pyskl - INFO - Epoch [3][600/3940] lr: 2.499e-02, eta: 2 days, 23:23:24, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.5375, top5_acc: 0.8469, loss_cls: 6.0622, loss: 6.0622 +2025-05-03 16:47:54,598 - pyskl - INFO - Epoch [3][700/3940] lr: 2.499e-02, eta: 2 days, 23:22:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.5169, top5_acc: 0.8525, loss_cls: 6.0610, loss: 6.0610 +2025-05-03 16:48:38,410 - pyskl - INFO - Epoch [3][800/3940] lr: 2.499e-02, eta: 2 days, 23:21:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.5312, top5_acc: 0.8306, loss_cls: 6.0544, loss: 6.0544 +2025-05-03 16:49:22,114 - pyskl - INFO - Epoch [3][900/3940] lr: 2.499e-02, eta: 2 days, 23:20:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.5556, top5_acc: 0.8375, loss_cls: 5.9585, loss: 5.9585 +2025-05-03 16:50:06,011 - pyskl - INFO - Epoch [3][1000/3940] lr: 2.499e-02, eta: 2 days, 23:19:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.5650, top5_acc: 0.8550, loss_cls: 5.8816, loss: 5.8816 +2025-05-03 16:50:49,639 - pyskl - INFO - Epoch [3][1100/3940] lr: 2.499e-02, eta: 2 days, 23:17:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5531, top5_acc: 0.8494, loss_cls: 5.7650, loss: 5.7650 +2025-05-03 16:51:33,224 - pyskl - INFO - Epoch [3][1200/3940] lr: 2.499e-02, eta: 2 days, 23:16:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5494, top5_acc: 0.8450, loss_cls: 5.9634, loss: 5.9634 +2025-05-03 16:52:16,766 - pyskl - INFO - Epoch [3][1300/3940] lr: 2.499e-02, eta: 2 days, 23:15:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.5525, top5_acc: 0.8406, loss_cls: 5.9476, loss: 5.9476 +2025-05-03 16:53:00,327 - pyskl - INFO - Epoch [3][1400/3940] lr: 2.498e-02, eta: 2 days, 23:13:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5619, top5_acc: 0.8675, loss_cls: 5.7485, loss: 5.7485 +2025-05-03 16:53:43,953 - pyskl - INFO - Epoch [3][1500/3940] lr: 2.498e-02, eta: 2 days, 23:12:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5619, top5_acc: 0.8425, loss_cls: 5.8572, loss: 5.8572 +2025-05-03 16:54:27,568 - pyskl - INFO - Epoch [3][1600/3940] lr: 2.498e-02, eta: 2 days, 23:11:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5687, top5_acc: 0.8712, loss_cls: 5.6105, loss: 5.6105 +2025-05-03 16:55:11,081 - pyskl - INFO - Epoch [3][1700/3940] lr: 2.498e-02, eta: 2 days, 23:10:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.5800, top5_acc: 0.8656, loss_cls: 5.7488, loss: 5.7488 +2025-05-03 16:55:54,669 - pyskl - INFO - Epoch [3][1800/3940] lr: 2.498e-02, eta: 2 days, 23:09:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5587, top5_acc: 0.8625, loss_cls: 5.7610, loss: 5.7610 +2025-05-03 16:56:38,263 - pyskl - INFO - Epoch [3][1900/3940] lr: 2.498e-02, eta: 2 days, 23:07:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5794, top5_acc: 0.8581, loss_cls: 5.8042, loss: 5.8042 +2025-05-03 16:57:21,986 - pyskl - INFO - Epoch [3][2000/3940] lr: 2.498e-02, eta: 2 days, 23:06:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.5687, top5_acc: 0.8706, loss_cls: 5.6255, loss: 5.6255 +2025-05-03 16:58:05,740 - pyskl - INFO - Epoch [3][2100/3940] lr: 2.498e-02, eta: 2 days, 23:05:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.5794, top5_acc: 0.8588, loss_cls: 5.6879, loss: 5.6879 +2025-05-03 16:58:49,324 - pyskl - INFO - Epoch [3][2200/3940] lr: 2.498e-02, eta: 2 days, 23:04:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5919, top5_acc: 0.8631, loss_cls: 5.7116, loss: 5.7116 +2025-05-03 16:59:32,906 - pyskl - INFO - Epoch [3][2300/3940] lr: 2.498e-02, eta: 2 days, 23:03:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5687, top5_acc: 0.8569, loss_cls: 5.6923, loss: 5.6923 +2025-05-03 17:00:16,472 - pyskl - INFO - Epoch [3][2400/3940] lr: 2.498e-02, eta: 2 days, 23:02:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5913, top5_acc: 0.8644, loss_cls: 5.5917, loss: 5.5917 +2025-05-03 17:01:00,096 - pyskl - INFO - Epoch [3][2500/3940] lr: 2.498e-02, eta: 2 days, 23:01:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5863, top5_acc: 0.8619, loss_cls: 5.5648, loss: 5.5648 +2025-05-03 17:01:43,682 - pyskl - INFO - Epoch [3][2600/3940] lr: 2.498e-02, eta: 2 days, 22:59:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5938, top5_acc: 0.8625, loss_cls: 5.6337, loss: 5.6337 +2025-05-03 17:02:27,338 - pyskl - INFO - Epoch [3][2700/3940] lr: 2.498e-02, eta: 2 days, 22:58:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.5913, top5_acc: 0.8769, loss_cls: 5.5743, loss: 5.5743 +2025-05-03 17:03:10,947 - pyskl - INFO - Epoch [3][2800/3940] lr: 2.498e-02, eta: 2 days, 22:57:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5900, top5_acc: 0.8712, loss_cls: 5.5232, loss: 5.5232 +2025-05-03 17:03:54,596 - pyskl - INFO - Epoch [3][2900/3940] lr: 2.498e-02, eta: 2 days, 22:56:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5763, top5_acc: 0.8675, loss_cls: 5.5731, loss: 5.5731 +2025-05-03 17:04:38,277 - pyskl - INFO - Epoch [3][3000/3940] lr: 2.498e-02, eta: 2 days, 22:55:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.5756, top5_acc: 0.8681, loss_cls: 5.5440, loss: 5.5440 +2025-05-03 17:05:22,070 - pyskl - INFO - Epoch [3][3100/3940] lr: 2.498e-02, eta: 2 days, 22:54:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.5962, top5_acc: 0.8906, loss_cls: 5.4819, loss: 5.4819 +2025-05-03 17:06:05,742 - pyskl - INFO - Epoch [3][3200/3940] lr: 2.498e-02, eta: 2 days, 22:53:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.5787, top5_acc: 0.8781, loss_cls: 5.4783, loss: 5.4783 +2025-05-03 17:06:49,310 - pyskl - INFO - Epoch [3][3300/3940] lr: 2.498e-02, eta: 2 days, 22:52:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6138, top5_acc: 0.8912, loss_cls: 5.5281, loss: 5.5281 +2025-05-03 17:07:32,957 - pyskl - INFO - Epoch [3][3400/3940] lr: 2.498e-02, eta: 2 days, 22:51:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6038, top5_acc: 0.8756, loss_cls: 5.4948, loss: 5.4948 +2025-05-03 17:08:16,660 - pyskl - INFO - Epoch [3][3500/3940] lr: 2.498e-02, eta: 2 days, 22:50:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6150, top5_acc: 0.8794, loss_cls: 5.4600, loss: 5.4600 +2025-05-03 17:09:00,348 - pyskl - INFO - Epoch [3][3600/3940] lr: 2.498e-02, eta: 2 days, 22:49:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6169, top5_acc: 0.8750, loss_cls: 5.5108, loss: 5.5108 +2025-05-03 17:09:43,926 - pyskl - INFO - Epoch [3][3700/3940] lr: 2.498e-02, eta: 2 days, 22:48:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6269, top5_acc: 0.8938, loss_cls: 5.3297, loss: 5.3297 +2025-05-03 17:10:27,516 - pyskl - INFO - Epoch [3][3800/3940] lr: 2.498e-02, eta: 2 days, 22:47:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6006, top5_acc: 0.8856, loss_cls: 5.4212, loss: 5.4212 +2025-05-03 17:11:11,118 - pyskl - INFO - Epoch [3][3900/3940] lr: 2.498e-02, eta: 2 days, 22:46:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6156, top5_acc: 0.8719, loss_cls: 5.4277, loss: 5.4277 +2025-05-03 17:11:28,838 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-05-03 17:14:50,965 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 17:14:51,425 - pyskl - INFO - +top1_acc 0.4876 +top5_acc 0.7731 +2025-05-03 17:14:51,475 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_2.pth was removed +2025-05-03 17:14:52,465 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-05-03 17:14:52,467 - pyskl - INFO - Best top1_acc is 0.4876 at 3 epoch. +2025-05-03 17:14:52,483 - pyskl - INFO - Epoch(val) [3][3183] top1_acc: 0.4876, top5_acc: 0.7731 +2025-05-03 17:16:00,605 - pyskl - INFO - Epoch [4][100/3940] lr: 2.497e-02, eta: 2 days, 22:50:37, time: 0.681, data_time: 0.245, memory: 13268, top1_acc: 0.6306, top5_acc: 0.8831, loss_cls: 5.4255, loss: 5.4255 +2025-05-03 17:16:44,378 - pyskl - INFO - Epoch [4][200/3940] lr: 2.497e-02, eta: 2 days, 22:49:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.5981, top5_acc: 0.8900, loss_cls: 5.5068, loss: 5.5068 +2025-05-03 17:17:28,110 - pyskl - INFO - Epoch [4][300/3940] lr: 2.497e-02, eta: 2 days, 22:48:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6375, top5_acc: 0.8956, loss_cls: 5.3083, loss: 5.3083 +2025-05-03 17:18:11,772 - pyskl - INFO - Epoch [4][400/3940] lr: 2.497e-02, eta: 2 days, 22:47:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.5938, top5_acc: 0.8669, loss_cls: 5.4803, loss: 5.4803 +2025-05-03 17:18:55,457 - pyskl - INFO - Epoch [4][500/3940] lr: 2.497e-02, eta: 2 days, 22:46:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6500, top5_acc: 0.8950, loss_cls: 5.1955, loss: 5.1955 +2025-05-03 17:19:39,025 - pyskl - INFO - Epoch [4][600/3940] lr: 2.497e-02, eta: 2 days, 22:45:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.5913, top5_acc: 0.8888, loss_cls: 5.4276, loss: 5.4276 +2025-05-03 17:20:22,726 - pyskl - INFO - Epoch [4][700/3940] lr: 2.497e-02, eta: 2 days, 22:44:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6025, top5_acc: 0.8706, loss_cls: 5.3863, loss: 5.3863 +2025-05-03 17:21:06,449 - pyskl - INFO - Epoch [4][800/3940] lr: 2.497e-02, eta: 2 days, 22:43:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6294, top5_acc: 0.8925, loss_cls: 5.3435, loss: 5.3435 +2025-05-03 17:21:50,332 - pyskl - INFO - Epoch [4][900/3940] lr: 2.497e-02, eta: 2 days, 22:42:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6150, top5_acc: 0.8931, loss_cls: 5.4236, loss: 5.4236 +2025-05-03 17:22:34,193 - pyskl - INFO - Epoch [4][1000/3940] lr: 2.497e-02, eta: 2 days, 22:41:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6012, top5_acc: 0.8794, loss_cls: 5.4404, loss: 5.4404 +2025-05-03 17:23:17,832 - pyskl - INFO - Epoch [4][1100/3940] lr: 2.497e-02, eta: 2 days, 22:40:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6088, top5_acc: 0.8888, loss_cls: 5.3370, loss: 5.3370 +2025-05-03 17:24:01,521 - pyskl - INFO - Epoch [4][1200/3940] lr: 2.497e-02, eta: 2 days, 22:39:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.5981, top5_acc: 0.8938, loss_cls: 5.3710, loss: 5.3710 +2025-05-03 17:24:45,213 - pyskl - INFO - Epoch [4][1300/3940] lr: 2.497e-02, eta: 2 days, 22:38:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6125, top5_acc: 0.8969, loss_cls: 5.3237, loss: 5.3237 +2025-05-03 17:25:28,880 - pyskl - INFO - Epoch [4][1400/3940] lr: 2.497e-02, eta: 2 days, 22:37:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6256, top5_acc: 0.8944, loss_cls: 5.2419, loss: 5.2419 +2025-05-03 17:26:12,678 - pyskl - INFO - Epoch [4][1500/3940] lr: 2.497e-02, eta: 2 days, 22:37:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6338, top5_acc: 0.8875, loss_cls: 5.2355, loss: 5.2355 +2025-05-03 17:26:56,465 - pyskl - INFO - Epoch [4][1600/3940] lr: 2.497e-02, eta: 2 days, 22:36:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6350, top5_acc: 0.8919, loss_cls: 5.1376, loss: 5.1376 +2025-05-03 17:27:40,155 - pyskl - INFO - Epoch [4][1700/3940] lr: 2.497e-02, eta: 2 days, 22:35:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6238, top5_acc: 0.8875, loss_cls: 5.3716, loss: 5.3716 +2025-05-03 17:28:23,839 - pyskl - INFO - Epoch [4][1800/3940] lr: 2.497e-02, eta: 2 days, 22:34:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6200, top5_acc: 0.8938, loss_cls: 5.3243, loss: 5.3243 +2025-05-03 17:29:07,471 - pyskl - INFO - Epoch [4][1900/3940] lr: 2.497e-02, eta: 2 days, 22:33:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6294, top5_acc: 0.8938, loss_cls: 5.2806, loss: 5.2806 +2025-05-03 17:29:51,198 - pyskl - INFO - Epoch [4][2000/3940] lr: 2.497e-02, eta: 2 days, 22:32:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6056, top5_acc: 0.8794, loss_cls: 5.4435, loss: 5.4435 +2025-05-03 17:30:34,851 - pyskl - INFO - Epoch [4][2100/3940] lr: 2.497e-02, eta: 2 days, 22:31:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.8969, loss_cls: 5.3139, loss: 5.3139 +2025-05-03 17:31:18,492 - pyskl - INFO - Epoch [4][2200/3940] lr: 2.497e-02, eta: 2 days, 22:30:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6150, top5_acc: 0.8906, loss_cls: 5.3577, loss: 5.3577 +2025-05-03 17:32:02,210 - pyskl - INFO - Epoch [4][2300/3940] lr: 2.496e-02, eta: 2 days, 22:29:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6550, top5_acc: 0.9119, loss_cls: 5.0748, loss: 5.0748 +2025-05-03 17:32:45,739 - pyskl - INFO - Epoch [4][2400/3940] lr: 2.496e-02, eta: 2 days, 22:28:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6250, top5_acc: 0.8875, loss_cls: 5.3159, loss: 5.3159 +2025-05-03 17:33:29,385 - pyskl - INFO - Epoch [4][2500/3940] lr: 2.496e-02, eta: 2 days, 22:27:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6450, top5_acc: 0.9025, loss_cls: 5.1186, loss: 5.1186 +2025-05-03 17:34:13,209 - pyskl - INFO - Epoch [4][2600/3940] lr: 2.496e-02, eta: 2 days, 22:26:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6388, top5_acc: 0.8912, loss_cls: 5.2398, loss: 5.2398 +2025-05-03 17:34:56,897 - pyskl - INFO - Epoch [4][2700/3940] lr: 2.496e-02, eta: 2 days, 22:25:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6550, top5_acc: 0.9025, loss_cls: 4.9943, loss: 4.9943 +2025-05-03 17:35:40,704 - pyskl - INFO - Epoch [4][2800/3940] lr: 2.496e-02, eta: 2 days, 22:24:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6438, top5_acc: 0.8862, loss_cls: 5.3230, loss: 5.3230 +2025-05-03 17:36:24,305 - pyskl - INFO - Epoch [4][2900/3940] lr: 2.496e-02, eta: 2 days, 22:23:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9131, loss_cls: 4.9924, loss: 4.9924 +2025-05-03 17:37:07,932 - pyskl - INFO - Epoch [4][3000/3940] lr: 2.496e-02, eta: 2 days, 22:22:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6344, top5_acc: 0.8988, loss_cls: 5.1913, loss: 5.1913 +2025-05-03 17:37:51,580 - pyskl - INFO - Epoch [4][3100/3940] lr: 2.496e-02, eta: 2 days, 22:21:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6562, top5_acc: 0.9025, loss_cls: 5.0593, loss: 5.0593 +2025-05-03 17:38:35,244 - pyskl - INFO - Epoch [4][3200/3940] lr: 2.496e-02, eta: 2 days, 22:21:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6562, top5_acc: 0.9113, loss_cls: 5.0832, loss: 5.0832 +2025-05-03 17:39:18,815 - pyskl - INFO - Epoch [4][3300/3940] lr: 2.496e-02, eta: 2 days, 22:20:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6188, top5_acc: 0.8856, loss_cls: 5.3201, loss: 5.3201 +2025-05-03 17:40:02,285 - pyskl - INFO - Epoch [4][3400/3940] lr: 2.496e-02, eta: 2 days, 22:19:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6306, top5_acc: 0.9012, loss_cls: 5.2173, loss: 5.2173 +2025-05-03 17:40:45,709 - pyskl - INFO - Epoch [4][3500/3940] lr: 2.496e-02, eta: 2 days, 22:17:56, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6194, top5_acc: 0.8831, loss_cls: 5.3281, loss: 5.3281 +2025-05-03 17:41:29,045 - pyskl - INFO - Epoch [4][3600/3940] lr: 2.496e-02, eta: 2 days, 22:16:49, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.9006, loss_cls: 5.1836, loss: 5.1836 +2025-05-03 17:42:12,768 - pyskl - INFO - Epoch [4][3700/3940] lr: 2.496e-02, eta: 2 days, 22:15:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6369, top5_acc: 0.9119, loss_cls: 5.0398, loss: 5.0398 +2025-05-03 17:42:56,427 - pyskl - INFO - Epoch [4][3800/3940] lr: 2.496e-02, eta: 2 days, 22:15:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6462, top5_acc: 0.9044, loss_cls: 5.0974, loss: 5.0974 +2025-05-03 17:43:40,014 - pyskl - INFO - Epoch [4][3900/3940] lr: 2.496e-02, eta: 2 days, 22:14:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.9075, loss_cls: 5.1974, loss: 5.1974 +2025-05-03 17:43:57,763 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-05-03 17:47:20,105 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 17:47:20,689 - pyskl - INFO - +top1_acc 0.4977 +top5_acc 0.8050 +2025-05-03 17:47:20,741 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_3.pth was removed +2025-05-03 17:47:21,749 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-05-03 17:47:21,751 - pyskl - INFO - Best top1_acc is 0.4977 at 4 epoch. +2025-05-03 17:47:21,767 - pyskl - INFO - Epoch(val) [4][3183] top1_acc: 0.4977, top5_acc: 0.8050 +2025-05-03 17:48:29,729 - pyskl - INFO - Epoch [5][100/3940] lr: 2.496e-02, eta: 2 days, 22:16:55, time: 0.680, data_time: 0.243, memory: 13268, top1_acc: 0.6531, top5_acc: 0.9044, loss_cls: 5.0950, loss: 5.0950 +2025-05-03 17:49:13,339 - pyskl - INFO - Epoch [5][200/3940] lr: 2.496e-02, eta: 2 days, 22:15:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6569, top5_acc: 0.9131, loss_cls: 4.9995, loss: 4.9995 +2025-05-03 17:49:56,943 - pyskl - INFO - Epoch [5][300/3940] lr: 2.495e-02, eta: 2 days, 22:14:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6500, top5_acc: 0.9025, loss_cls: 5.1684, loss: 5.1684 +2025-05-03 17:50:40,631 - pyskl - INFO - Epoch [5][400/3940] lr: 2.495e-02, eta: 2 days, 22:14:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6500, top5_acc: 0.9163, loss_cls: 5.1280, loss: 5.1280 +2025-05-03 17:51:24,232 - pyskl - INFO - Epoch [5][500/3940] lr: 2.495e-02, eta: 2 days, 22:13:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6587, top5_acc: 0.9137, loss_cls: 4.9581, loss: 4.9581 +2025-05-03 17:52:07,760 - pyskl - INFO - Epoch [5][600/3940] lr: 2.495e-02, eta: 2 days, 22:12:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6594, top5_acc: 0.9038, loss_cls: 4.9559, loss: 4.9559 +2025-05-03 17:52:51,424 - pyskl - INFO - Epoch [5][700/3940] lr: 2.495e-02, eta: 2 days, 22:11:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9144, loss_cls: 4.8939, loss: 4.8939 +2025-05-03 17:53:35,035 - pyskl - INFO - Epoch [5][800/3940] lr: 2.495e-02, eta: 2 days, 22:10:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6531, top5_acc: 0.9150, loss_cls: 5.0484, loss: 5.0484 +2025-05-03 17:54:18,615 - pyskl - INFO - Epoch [5][900/3940] lr: 2.495e-02, eta: 2 days, 22:09:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.9125, loss_cls: 4.9983, loss: 4.9983 +2025-05-03 17:55:02,162 - pyskl - INFO - Epoch [5][1000/3940] lr: 2.495e-02, eta: 2 days, 22:08:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9244, loss_cls: 4.9264, loss: 4.9264 +2025-05-03 17:55:45,893 - pyskl - INFO - Epoch [5][1100/3940] lr: 2.495e-02, eta: 2 days, 22:07:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6512, top5_acc: 0.8988, loss_cls: 5.1070, loss: 5.1070 +2025-05-03 17:56:29,495 - pyskl - INFO - Epoch [5][1200/3940] lr: 2.495e-02, eta: 2 days, 22:06:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6419, top5_acc: 0.9150, loss_cls: 5.0955, loss: 5.0955 +2025-05-03 17:57:13,005 - pyskl - INFO - Epoch [5][1300/3940] lr: 2.495e-02, eta: 2 days, 22:05:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6631, top5_acc: 0.9187, loss_cls: 5.0125, loss: 5.0125 +2025-05-03 17:57:56,535 - pyskl - INFO - Epoch [5][1400/3940] lr: 2.495e-02, eta: 2 days, 22:04:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6562, top5_acc: 0.9044, loss_cls: 5.0679, loss: 5.0679 +2025-05-03 17:58:40,007 - pyskl - INFO - Epoch [5][1500/3940] lr: 2.495e-02, eta: 2 days, 22:03:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6606, top5_acc: 0.9263, loss_cls: 4.9142, loss: 4.9142 +2025-05-03 17:59:23,553 - pyskl - INFO - Epoch [5][1600/3940] lr: 2.495e-02, eta: 2 days, 22:02:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.9081, loss_cls: 5.1759, loss: 5.1759 +2025-05-03 18:00:07,140 - pyskl - INFO - Epoch [5][1700/3940] lr: 2.495e-02, eta: 2 days, 22:01:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6587, top5_acc: 0.9069, loss_cls: 5.2009, loss: 5.2009 +2025-05-03 18:00:50,743 - pyskl - INFO - Epoch [5][1800/3940] lr: 2.495e-02, eta: 2 days, 22:00:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9006, loss_cls: 4.9108, loss: 4.9108 +2025-05-03 18:01:34,239 - pyskl - INFO - Epoch [5][1900/3940] lr: 2.494e-02, eta: 2 days, 21:59:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.8988, loss_cls: 4.9993, loss: 4.9993 +2025-05-03 18:02:17,775 - pyskl - INFO - Epoch [5][2000/3940] lr: 2.494e-02, eta: 2 days, 21:58:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9056, loss_cls: 5.0178, loss: 5.0178 +2025-05-03 18:03:01,441 - pyskl - INFO - Epoch [5][2100/3940] lr: 2.494e-02, eta: 2 days, 21:57:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9094, loss_cls: 4.9785, loss: 4.9785 +2025-05-03 18:03:45,192 - pyskl - INFO - Epoch [5][2200/3940] lr: 2.494e-02, eta: 2 days, 21:57:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9244, loss_cls: 4.9043, loss: 4.9043 +2025-05-03 18:04:28,873 - pyskl - INFO - Epoch [5][2300/3940] lr: 2.494e-02, eta: 2 days, 21:56:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6538, top5_acc: 0.9144, loss_cls: 4.9129, loss: 4.9129 +2025-05-03 18:05:12,424 - pyskl - INFO - Epoch [5][2400/3940] lr: 2.494e-02, eta: 2 days, 21:55:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6606, top5_acc: 0.9125, loss_cls: 4.9146, loss: 4.9146 +2025-05-03 18:05:55,997 - pyskl - INFO - Epoch [5][2500/3940] lr: 2.494e-02, eta: 2 days, 21:54:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9150, loss_cls: 4.8415, loss: 4.8415 +2025-05-03 18:06:39,676 - pyskl - INFO - Epoch [5][2600/3940] lr: 2.494e-02, eta: 2 days, 21:53:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9219, loss_cls: 4.9709, loss: 4.9709 +2025-05-03 18:07:23,491 - pyskl - INFO - Epoch [5][2700/3940] lr: 2.494e-02, eta: 2 days, 21:52:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9213, loss_cls: 4.9223, loss: 4.9223 +2025-05-03 18:08:07,285 - pyskl - INFO - Epoch [5][2800/3940] lr: 2.494e-02, eta: 2 days, 21:51:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9069, loss_cls: 5.0347, loss: 5.0347 +2025-05-03 18:08:50,873 - pyskl - INFO - Epoch [5][2900/3940] lr: 2.494e-02, eta: 2 days, 21:50:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9175, loss_cls: 4.9621, loss: 4.9621 +2025-05-03 18:09:34,545 - pyskl - INFO - Epoch [5][3000/3940] lr: 2.494e-02, eta: 2 days, 21:50:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9150, loss_cls: 4.8141, loss: 4.8141 +2025-05-03 18:10:18,212 - pyskl - INFO - Epoch [5][3100/3940] lr: 2.494e-02, eta: 2 days, 21:49:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9106, loss_cls: 4.9690, loss: 4.9690 +2025-05-03 18:11:01,871 - pyskl - INFO - Epoch [5][3200/3940] lr: 2.494e-02, eta: 2 days, 21:48:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6481, top5_acc: 0.8994, loss_cls: 5.0148, loss: 5.0148 +2025-05-03 18:11:45,584 - pyskl - INFO - Epoch [5][3300/3940] lr: 2.494e-02, eta: 2 days, 21:47:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9175, loss_cls: 4.9165, loss: 4.9165 +2025-05-03 18:12:29,195 - pyskl - INFO - Epoch [5][3400/3940] lr: 2.494e-02, eta: 2 days, 21:46:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6562, top5_acc: 0.9206, loss_cls: 5.0366, loss: 5.0366 +2025-05-03 18:13:12,834 - pyskl - INFO - Epoch [5][3500/3940] lr: 2.493e-02, eta: 2 days, 21:45:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6350, top5_acc: 0.9056, loss_cls: 5.0481, loss: 5.0481 +2025-05-03 18:13:56,375 - pyskl - INFO - Epoch [5][3600/3940] lr: 2.493e-02, eta: 2 days, 21:44:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6606, top5_acc: 0.9044, loss_cls: 4.9454, loss: 4.9454 +2025-05-03 18:14:39,925 - pyskl - INFO - Epoch [5][3700/3940] lr: 2.493e-02, eta: 2 days, 21:43:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9244, loss_cls: 4.7257, loss: 4.7257 +2025-05-03 18:15:23,423 - pyskl - INFO - Epoch [5][3800/3940] lr: 2.493e-02, eta: 2 days, 21:42:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9100, loss_cls: 4.9726, loss: 4.9726 +2025-05-03 18:16:06,902 - pyskl - INFO - Epoch [5][3900/3940] lr: 2.493e-02, eta: 2 days, 21:42:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.9181, loss_cls: 5.0116, loss: 5.0116 +2025-05-03 18:16:24,692 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-05-03 18:19:47,215 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 18:19:47,771 - pyskl - INFO - +top1_acc 0.5832 +top5_acc 0.8707 +2025-05-03 18:19:47,823 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_4.pth was removed +2025-05-03 18:19:48,847 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-05-03 18:19:48,848 - pyskl - INFO - Best top1_acc is 0.5832 at 5 epoch. +2025-05-03 18:19:48,864 - pyskl - INFO - Epoch(val) [5][3183] top1_acc: 0.5832, top5_acc: 0.8707 +2025-05-03 18:20:56,712 - pyskl - INFO - Epoch [6][100/3940] lr: 2.493e-02, eta: 2 days, 21:44:03, time: 0.678, data_time: 0.243, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9287, loss_cls: 4.8740, loss: 4.8740 +2025-05-03 18:21:40,340 - pyskl - INFO - Epoch [6][200/3940] lr: 2.493e-02, eta: 2 days, 21:43:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9175, loss_cls: 4.7603, loss: 4.7603 +2025-05-03 18:22:23,889 - pyskl - INFO - Epoch [6][300/3940] lr: 2.493e-02, eta: 2 days, 21:42:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9287, loss_cls: 4.8113, loss: 4.8113 +2025-05-03 18:23:07,567 - pyskl - INFO - Epoch [6][400/3940] lr: 2.493e-02, eta: 2 days, 21:41:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9231, loss_cls: 4.8059, loss: 4.8059 +2025-05-03 18:23:51,229 - pyskl - INFO - Epoch [6][500/3940] lr: 2.493e-02, eta: 2 days, 21:40:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9256, loss_cls: 4.8783, loss: 4.8783 +2025-05-03 18:24:34,882 - pyskl - INFO - Epoch [6][600/3940] lr: 2.493e-02, eta: 2 days, 21:39:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9213, loss_cls: 4.7912, loss: 4.7912 +2025-05-03 18:25:18,509 - pyskl - INFO - Epoch [6][700/3940] lr: 2.493e-02, eta: 2 days, 21:38:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9256, loss_cls: 4.7258, loss: 4.7258 +2025-05-03 18:26:02,075 - pyskl - INFO - Epoch [6][800/3940] lr: 2.493e-02, eta: 2 days, 21:37:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9250, loss_cls: 4.8227, loss: 4.8227 +2025-05-03 18:26:45,674 - pyskl - INFO - Epoch [6][900/3940] lr: 2.493e-02, eta: 2 days, 21:36:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9200, loss_cls: 4.7749, loss: 4.7749 +2025-05-03 18:27:29,132 - pyskl - INFO - Epoch [6][1000/3940] lr: 2.492e-02, eta: 2 days, 21:36:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6731, top5_acc: 0.9137, loss_cls: 4.8505, loss: 4.8505 +2025-05-03 18:28:12,596 - pyskl - INFO - Epoch [6][1100/3940] lr: 2.492e-02, eta: 2 days, 21:35:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9169, loss_cls: 4.8368, loss: 4.8368 +2025-05-03 18:28:56,173 - pyskl - INFO - Epoch [6][1200/3940] lr: 2.492e-02, eta: 2 days, 21:34:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9269, loss_cls: 4.6880, loss: 4.6880 +2025-05-03 18:29:39,827 - pyskl - INFO - Epoch [6][1300/3940] lr: 2.492e-02, eta: 2 days, 21:33:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9206, loss_cls: 4.6354, loss: 4.6354 +2025-05-03 18:30:23,336 - pyskl - INFO - Epoch [6][1400/3940] lr: 2.492e-02, eta: 2 days, 21:32:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9119, loss_cls: 4.9247, loss: 4.9247 +2025-05-03 18:31:06,865 - pyskl - INFO - Epoch [6][1500/3940] lr: 2.492e-02, eta: 2 days, 21:31:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9294, loss_cls: 4.7544, loss: 4.7544 +2025-05-03 18:31:50,360 - pyskl - INFO - Epoch [6][1600/3940] lr: 2.492e-02, eta: 2 days, 21:30:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9200, loss_cls: 4.9705, loss: 4.9705 +2025-05-03 18:32:33,980 - pyskl - INFO - Epoch [6][1700/3940] lr: 2.492e-02, eta: 2 days, 21:29:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9094, loss_cls: 4.8224, loss: 4.8224 +2025-05-03 18:33:17,631 - pyskl - INFO - Epoch [6][1800/3940] lr: 2.492e-02, eta: 2 days, 21:28:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9200, loss_cls: 4.7753, loss: 4.7753 +2025-05-03 18:34:01,219 - pyskl - INFO - Epoch [6][1900/3940] lr: 2.492e-02, eta: 2 days, 21:27:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9137, loss_cls: 4.7582, loss: 4.7582 +2025-05-03 18:34:44,862 - pyskl - INFO - Epoch [6][2000/3940] lr: 2.492e-02, eta: 2 days, 21:27:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9269, loss_cls: 4.7597, loss: 4.7597 +2025-05-03 18:35:28,543 - pyskl - INFO - Epoch [6][2100/3940] lr: 2.492e-02, eta: 2 days, 21:26:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9100, loss_cls: 4.8918, loss: 4.8918 +2025-05-03 18:36:12,184 - pyskl - INFO - Epoch [6][2200/3940] lr: 2.492e-02, eta: 2 days, 21:25:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6687, top5_acc: 0.9169, loss_cls: 4.9269, loss: 4.9269 +2025-05-03 18:36:55,857 - pyskl - INFO - Epoch [6][2300/3940] lr: 2.491e-02, eta: 2 days, 21:24:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9144, loss_cls: 4.8623, loss: 4.8623 +2025-05-03 18:37:39,314 - pyskl - INFO - Epoch [6][2400/3940] lr: 2.491e-02, eta: 2 days, 21:23:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9206, loss_cls: 4.7657, loss: 4.7657 +2025-05-03 18:38:22,792 - pyskl - INFO - Epoch [6][2500/3940] lr: 2.491e-02, eta: 2 days, 21:22:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9281, loss_cls: 4.6571, loss: 4.6571 +2025-05-03 18:39:06,372 - pyskl - INFO - Epoch [6][2600/3940] lr: 2.491e-02, eta: 2 days, 21:21:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9106, loss_cls: 4.7963, loss: 4.7963 +2025-05-03 18:39:50,055 - pyskl - INFO - Epoch [6][2700/3940] lr: 2.491e-02, eta: 2 days, 21:21:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9069, loss_cls: 4.8012, loss: 4.8012 +2025-05-03 18:40:33,702 - pyskl - INFO - Epoch [6][2800/3940] lr: 2.491e-02, eta: 2 days, 21:20:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9269, loss_cls: 4.8297, loss: 4.8297 +2025-05-03 18:41:17,481 - pyskl - INFO - Epoch [6][2900/3940] lr: 2.491e-02, eta: 2 days, 21:19:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9175, loss_cls: 4.8677, loss: 4.8677 +2025-05-03 18:42:01,053 - pyskl - INFO - Epoch [6][3000/3940] lr: 2.491e-02, eta: 2 days, 21:18:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9213, loss_cls: 4.7747, loss: 4.7747 +2025-05-03 18:42:44,708 - pyskl - INFO - Epoch [6][3100/3940] lr: 2.491e-02, eta: 2 days, 21:17:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9163, loss_cls: 4.8131, loss: 4.8131 +2025-05-03 18:43:28,301 - pyskl - INFO - Epoch [6][3200/3940] lr: 2.491e-02, eta: 2 days, 21:16:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9275, loss_cls: 4.6913, loss: 4.6913 +2025-05-03 18:44:11,816 - pyskl - INFO - Epoch [6][3300/3940] lr: 2.491e-02, eta: 2 days, 21:15:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9163, loss_cls: 4.8473, loss: 4.8473 +2025-05-03 18:44:55,288 - pyskl - INFO - Epoch [6][3400/3940] lr: 2.491e-02, eta: 2 days, 21:15:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6731, top5_acc: 0.9156, loss_cls: 4.7713, loss: 4.7713 +2025-05-03 18:45:38,803 - pyskl - INFO - Epoch [6][3500/3940] lr: 2.491e-02, eta: 2 days, 21:14:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9319, loss_cls: 4.7774, loss: 4.7774 +2025-05-03 18:46:22,576 - pyskl - INFO - Epoch [6][3600/3940] lr: 2.490e-02, eta: 2 days, 21:13:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9231, loss_cls: 4.8448, loss: 4.8448 +2025-05-03 18:47:06,127 - pyskl - INFO - Epoch [6][3700/3940] lr: 2.490e-02, eta: 2 days, 21:12:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9200, loss_cls: 4.7660, loss: 4.7660 +2025-05-03 18:47:49,649 - pyskl - INFO - Epoch [6][3800/3940] lr: 2.490e-02, eta: 2 days, 21:11:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9294, loss_cls: 4.7186, loss: 4.7186 +2025-05-03 18:48:33,236 - pyskl - INFO - Epoch [6][3900/3940] lr: 2.490e-02, eta: 2 days, 21:10:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9337, loss_cls: 4.7395, loss: 4.7395 +2025-05-03 18:48:50,994 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-05-03 18:52:13,437 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 18:52:13,948 - pyskl - INFO - +top1_acc 0.6039 +top5_acc 0.8837 +2025-05-03 18:52:14,002 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_5.pth was removed +2025-05-03 18:52:15,163 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-05-03 18:52:15,165 - pyskl - INFO - Best top1_acc is 0.6039 at 6 epoch. +2025-05-03 18:52:15,183 - pyskl - INFO - Epoch(val) [6][3183] top1_acc: 0.6039, top5_acc: 0.8837 +2025-05-03 18:53:23,358 - pyskl - INFO - Epoch [7][100/3940] lr: 2.490e-02, eta: 2 days, 21:12:25, time: 0.682, data_time: 0.246, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9337, loss_cls: 4.4831, loss: 4.4831 +2025-05-03 18:54:06,871 - pyskl - INFO - Epoch [7][200/3940] lr: 2.490e-02, eta: 2 days, 21:11:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9263, loss_cls: 4.6995, loss: 4.6995 +2025-05-03 18:54:50,402 - pyskl - INFO - Epoch [7][300/3940] lr: 2.490e-02, eta: 2 days, 21:10:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9237, loss_cls: 4.6636, loss: 4.6636 +2025-05-03 18:55:33,898 - pyskl - INFO - Epoch [7][400/3940] lr: 2.490e-02, eta: 2 days, 21:09:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9363, loss_cls: 4.5564, loss: 4.5564 +2025-05-03 18:56:17,371 - pyskl - INFO - Epoch [7][500/3940] lr: 2.490e-02, eta: 2 days, 21:08:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9125, loss_cls: 4.8124, loss: 4.8124 +2025-05-03 18:57:00,806 - pyskl - INFO - Epoch [7][600/3940] lr: 2.490e-02, eta: 2 days, 21:07:55, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9337, loss_cls: 4.5809, loss: 4.5809 +2025-05-03 18:57:44,221 - pyskl - INFO - Epoch [7][700/3940] lr: 2.490e-02, eta: 2 days, 21:06:59, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9087, loss_cls: 4.7186, loss: 4.7186 +2025-05-03 18:58:27,648 - pyskl - INFO - Epoch [7][800/3940] lr: 2.489e-02, eta: 2 days, 21:06:04, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9237, loss_cls: 4.6195, loss: 4.6195 +2025-05-03 18:59:11,121 - pyskl - INFO - Epoch [7][900/3940] lr: 2.489e-02, eta: 2 days, 21:05:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9263, loss_cls: 4.7753, loss: 4.7753 +2025-05-03 18:59:54,573 - pyskl - INFO - Epoch [7][1000/3940] lr: 2.489e-02, eta: 2 days, 21:04:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9350, loss_cls: 4.7169, loss: 4.7169 +2025-05-03 19:00:38,035 - pyskl - INFO - Epoch [7][1100/3940] lr: 2.489e-02, eta: 2 days, 21:03:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9331, loss_cls: 4.7802, loss: 4.7802 +2025-05-03 19:01:21,481 - pyskl - INFO - Epoch [7][1200/3940] lr: 2.489e-02, eta: 2 days, 21:02:27, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9175, loss_cls: 4.6972, loss: 4.6972 +2025-05-03 19:02:04,954 - pyskl - INFO - Epoch [7][1300/3940] lr: 2.489e-02, eta: 2 days, 21:01:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9200, loss_cls: 4.8002, loss: 4.8002 +2025-05-03 19:02:48,562 - pyskl - INFO - Epoch [7][1400/3940] lr: 2.489e-02, eta: 2 days, 21:00:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9313, loss_cls: 4.6721, loss: 4.6721 +2025-05-03 19:03:32,156 - pyskl - INFO - Epoch [7][1500/3940] lr: 2.489e-02, eta: 2 days, 20:59:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9275, loss_cls: 4.7597, loss: 4.7597 +2025-05-03 19:04:15,682 - pyskl - INFO - Epoch [7][1600/3940] lr: 2.489e-02, eta: 2 days, 20:59:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9325, loss_cls: 4.4998, loss: 4.4998 +2025-05-03 19:04:59,175 - pyskl - INFO - Epoch [7][1700/3940] lr: 2.489e-02, eta: 2 days, 20:58:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9169, loss_cls: 4.7396, loss: 4.7396 +2025-05-03 19:05:42,753 - pyskl - INFO - Epoch [7][1800/3940] lr: 2.489e-02, eta: 2 days, 20:57:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9381, loss_cls: 4.6314, loss: 4.6314 +2025-05-03 19:06:26,279 - pyskl - INFO - Epoch [7][1900/3940] lr: 2.488e-02, eta: 2 days, 20:56:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9319, loss_cls: 4.6120, loss: 4.6120 +2025-05-03 19:07:09,839 - pyskl - INFO - Epoch [7][2000/3940] lr: 2.488e-02, eta: 2 days, 20:55:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9287, loss_cls: 4.7093, loss: 4.7093 +2025-05-03 19:07:53,341 - pyskl - INFO - Epoch [7][2100/3940] lr: 2.488e-02, eta: 2 days, 20:54:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9263, loss_cls: 4.6615, loss: 4.6615 +2025-05-03 19:08:36,817 - pyskl - INFO - Epoch [7][2200/3940] lr: 2.488e-02, eta: 2 days, 20:53:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9294, loss_cls: 4.6629, loss: 4.6629 +2025-05-03 19:09:20,443 - pyskl - INFO - Epoch [7][2300/3940] lr: 2.488e-02, eta: 2 days, 20:52:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9250, loss_cls: 4.7458, loss: 4.7458 +2025-05-03 19:10:04,102 - pyskl - INFO - Epoch [7][2400/3940] lr: 2.488e-02, eta: 2 days, 20:52:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9225, loss_cls: 4.7128, loss: 4.7128 +2025-05-03 19:10:47,668 - pyskl - INFO - Epoch [7][2500/3940] lr: 2.488e-02, eta: 2 days, 20:51:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9194, loss_cls: 4.7850, loss: 4.7850 +2025-05-03 19:11:31,186 - pyskl - INFO - Epoch [7][2600/3940] lr: 2.488e-02, eta: 2 days, 20:50:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9256, loss_cls: 4.8253, loss: 4.8253 +2025-05-03 19:12:14,696 - pyskl - INFO - Epoch [7][2700/3940] lr: 2.488e-02, eta: 2 days, 20:49:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9413, loss_cls: 4.5709, loss: 4.5709 +2025-05-03 19:12:58,163 - pyskl - INFO - Epoch [7][2800/3940] lr: 2.488e-02, eta: 2 days, 20:48:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9313, loss_cls: 4.6842, loss: 4.6842 +2025-05-03 19:13:41,606 - pyskl - INFO - Epoch [7][2900/3940] lr: 2.488e-02, eta: 2 days, 20:47:49, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9244, loss_cls: 4.7450, loss: 4.7450 +2025-05-03 19:14:25,038 - pyskl - INFO - Epoch [7][3000/3940] lr: 2.487e-02, eta: 2 days, 20:46:56, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9181, loss_cls: 4.7083, loss: 4.7083 +2025-05-03 19:15:08,559 - pyskl - INFO - Epoch [7][3100/3940] lr: 2.487e-02, eta: 2 days, 20:46:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9313, loss_cls: 4.7172, loss: 4.7172 +2025-05-03 19:15:52,437 - pyskl - INFO - Epoch [7][3200/3940] lr: 2.487e-02, eta: 2 days, 20:45:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9256, loss_cls: 4.6800, loss: 4.6800 +2025-05-03 19:16:36,031 - pyskl - INFO - Epoch [7][3300/3940] lr: 2.487e-02, eta: 2 days, 20:44:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9213, loss_cls: 4.6528, loss: 4.6528 +2025-05-03 19:17:19,576 - pyskl - INFO - Epoch [7][3400/3940] lr: 2.487e-02, eta: 2 days, 20:43:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9306, loss_cls: 4.6603, loss: 4.6603 +2025-05-03 19:18:03,034 - pyskl - INFO - Epoch [7][3500/3940] lr: 2.487e-02, eta: 2 days, 20:42:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9137, loss_cls: 4.7190, loss: 4.7190 +2025-05-03 19:18:46,632 - pyskl - INFO - Epoch [7][3600/3940] lr: 2.487e-02, eta: 2 days, 20:41:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9337, loss_cls: 4.5321, loss: 4.5321 +2025-05-03 19:19:30,126 - pyskl - INFO - Epoch [7][3700/3940] lr: 2.487e-02, eta: 2 days, 20:41:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9244, loss_cls: 4.7446, loss: 4.7446 +2025-05-03 19:20:13,603 - pyskl - INFO - Epoch [7][3800/3940] lr: 2.487e-02, eta: 2 days, 20:40:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9169, loss_cls: 4.6707, loss: 4.6707 +2025-05-03 19:20:57,089 - pyskl - INFO - Epoch [7][3900/3940] lr: 2.487e-02, eta: 2 days, 20:39:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9287, loss_cls: 4.7734, loss: 4.7734 +2025-05-03 19:21:14,777 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-05-03 19:24:37,141 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 19:24:37,671 - pyskl - INFO - +top1_acc 0.6174 +top5_acc 0.8791 +2025-05-03 19:24:37,724 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_6.pth was removed +2025-05-03 19:24:38,773 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-05-03 19:24:38,774 - pyskl - INFO - Best top1_acc is 0.6174 at 7 epoch. +2025-05-03 19:24:38,792 - pyskl - INFO - Epoch(val) [7][3183] top1_acc: 0.6174, top5_acc: 0.8791 +2025-05-03 19:25:46,937 - pyskl - INFO - Epoch [8][100/3940] lr: 2.486e-02, eta: 2 days, 20:40:39, time: 0.681, data_time: 0.248, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9356, loss_cls: 4.6942, loss: 4.6942 +2025-05-03 19:26:30,416 - pyskl - INFO - Epoch [8][200/3940] lr: 2.486e-02, eta: 2 days, 20:39:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9263, loss_cls: 4.6938, loss: 4.6938 +2025-05-03 19:27:13,899 - pyskl - INFO - Epoch [8][300/3940] lr: 2.486e-02, eta: 2 days, 20:38:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9213, loss_cls: 4.5682, loss: 4.5682 +2025-05-03 19:27:57,354 - pyskl - INFO - Epoch [8][400/3940] lr: 2.486e-02, eta: 2 days, 20:38:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9325, loss_cls: 4.5548, loss: 4.5548 +2025-05-03 19:28:40,861 - pyskl - INFO - Epoch [8][500/3940] lr: 2.486e-02, eta: 2 days, 20:37:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9325, loss_cls: 4.5861, loss: 4.5861 +2025-05-03 19:29:24,346 - pyskl - INFO - Epoch [8][600/3940] lr: 2.486e-02, eta: 2 days, 20:36:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9263, loss_cls: 4.6472, loss: 4.6472 +2025-05-03 19:30:07,892 - pyskl - INFO - Epoch [8][700/3940] lr: 2.486e-02, eta: 2 days, 20:35:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9325, loss_cls: 4.4923, loss: 4.4923 +2025-05-03 19:30:51,383 - pyskl - INFO - Epoch [8][800/3940] lr: 2.486e-02, eta: 2 days, 20:34:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9306, loss_cls: 4.6866, loss: 4.6866 +2025-05-03 19:31:34,895 - pyskl - INFO - Epoch [8][900/3940] lr: 2.486e-02, eta: 2 days, 20:33:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9263, loss_cls: 4.6343, loss: 4.6343 +2025-05-03 19:32:18,523 - pyskl - INFO - Epoch [8][1000/3940] lr: 2.486e-02, eta: 2 days, 20:32:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9313, loss_cls: 4.5969, loss: 4.5969 +2025-05-03 19:33:02,118 - pyskl - INFO - Epoch [8][1100/3940] lr: 2.486e-02, eta: 2 days, 20:32:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9325, loss_cls: 4.5135, loss: 4.5135 +2025-05-03 19:33:45,716 - pyskl - INFO - Epoch [8][1200/3940] lr: 2.485e-02, eta: 2 days, 20:31:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9406, loss_cls: 4.5447, loss: 4.5447 +2025-05-03 19:34:29,291 - pyskl - INFO - Epoch [8][1300/3940] lr: 2.485e-02, eta: 2 days, 20:30:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9187, loss_cls: 4.6375, loss: 4.6375 +2025-05-03 19:35:12,812 - pyskl - INFO - Epoch [8][1400/3940] lr: 2.485e-02, eta: 2 days, 20:29:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9344, loss_cls: 4.5807, loss: 4.5807 +2025-05-03 19:35:56,494 - pyskl - INFO - Epoch [8][1500/3940] lr: 2.485e-02, eta: 2 days, 20:28:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9300, loss_cls: 4.6846, loss: 4.6846 +2025-05-03 19:36:40,206 - pyskl - INFO - Epoch [8][1600/3940] lr: 2.485e-02, eta: 2 days, 20:28:03, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9306, loss_cls: 4.5845, loss: 4.5845 +2025-05-03 19:37:23,820 - pyskl - INFO - Epoch [8][1700/3940] lr: 2.485e-02, eta: 2 days, 20:27:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9213, loss_cls: 4.6923, loss: 4.6923 +2025-05-03 19:38:07,457 - pyskl - INFO - Epoch [8][1800/3940] lr: 2.485e-02, eta: 2 days, 20:26:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9213, loss_cls: 4.5683, loss: 4.5683 +2025-05-03 19:38:51,036 - pyskl - INFO - Epoch [8][1900/3940] lr: 2.485e-02, eta: 2 days, 20:25:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9306, loss_cls: 4.4887, loss: 4.4887 +2025-05-03 19:39:34,617 - pyskl - INFO - Epoch [8][2000/3940] lr: 2.485e-02, eta: 2 days, 20:24:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9250, loss_cls: 4.4925, loss: 4.4925 +2025-05-03 19:40:18,227 - pyskl - INFO - Epoch [8][2100/3940] lr: 2.484e-02, eta: 2 days, 20:23:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9294, loss_cls: 4.5328, loss: 4.5328 +2025-05-03 19:41:01,730 - pyskl - INFO - Epoch [8][2200/3940] lr: 2.484e-02, eta: 2 days, 20:23:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9319, loss_cls: 4.4564, loss: 4.4564 +2025-05-03 19:41:45,319 - pyskl - INFO - Epoch [8][2300/3940] lr: 2.484e-02, eta: 2 days, 20:22:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9369, loss_cls: 4.5338, loss: 4.5338 +2025-05-03 19:42:28,858 - pyskl - INFO - Epoch [8][2400/3940] lr: 2.484e-02, eta: 2 days, 20:21:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9263, loss_cls: 4.6625, loss: 4.6625 +2025-05-03 19:43:12,308 - pyskl - INFO - Epoch [8][2500/3940] lr: 2.484e-02, eta: 2 days, 20:20:36, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9244, loss_cls: 4.6998, loss: 4.6998 +2025-05-03 19:43:55,953 - pyskl - INFO - Epoch [8][2600/3940] lr: 2.484e-02, eta: 2 days, 20:19:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9319, loss_cls: 4.5560, loss: 4.5560 +2025-05-03 19:44:39,552 - pyskl - INFO - Epoch [8][2700/3940] lr: 2.484e-02, eta: 2 days, 20:19:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9256, loss_cls: 4.6151, loss: 4.6151 +2025-05-03 19:45:23,096 - pyskl - INFO - Epoch [8][2800/3940] lr: 2.484e-02, eta: 2 days, 20:18:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9337, loss_cls: 4.5448, loss: 4.5448 +2025-05-03 19:46:06,591 - pyskl - INFO - Epoch [8][2900/3940] lr: 2.484e-02, eta: 2 days, 20:17:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9413, loss_cls: 4.4532, loss: 4.4532 +2025-05-03 19:46:50,074 - pyskl - INFO - Epoch [8][3000/3940] lr: 2.484e-02, eta: 2 days, 20:16:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9331, loss_cls: 4.6288, loss: 4.6288 +2025-05-03 19:47:33,641 - pyskl - INFO - Epoch [8][3100/3940] lr: 2.483e-02, eta: 2 days, 20:15:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9300, loss_cls: 4.4580, loss: 4.4580 +2025-05-03 19:48:17,295 - pyskl - INFO - Epoch [8][3200/3940] lr: 2.483e-02, eta: 2 days, 20:14:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9387, loss_cls: 4.4490, loss: 4.4490 +2025-05-03 19:49:00,946 - pyskl - INFO - Epoch [8][3300/3940] lr: 2.483e-02, eta: 2 days, 20:14:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9406, loss_cls: 4.5735, loss: 4.5735 +2025-05-03 19:49:44,752 - pyskl - INFO - Epoch [8][3400/3940] lr: 2.483e-02, eta: 2 days, 20:13:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9269, loss_cls: 4.6397, loss: 4.6397 +2025-05-03 19:50:28,356 - pyskl - INFO - Epoch [8][3500/3940] lr: 2.483e-02, eta: 2 days, 20:12:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9344, loss_cls: 4.4621, loss: 4.4621 +2025-05-03 19:51:12,077 - pyskl - INFO - Epoch [8][3600/3940] lr: 2.483e-02, eta: 2 days, 20:11:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9319, loss_cls: 4.5400, loss: 4.5400 +2025-05-03 19:51:55,679 - pyskl - INFO - Epoch [8][3700/3940] lr: 2.483e-02, eta: 2 days, 20:10:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9200, loss_cls: 4.6563, loss: 4.6563 +2025-05-03 19:52:39,333 - pyskl - INFO - Epoch [8][3800/3940] lr: 2.483e-02, eta: 2 days, 20:10:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9331, loss_cls: 4.4670, loss: 4.4670 +2025-05-03 19:53:22,976 - pyskl - INFO - Epoch [8][3900/3940] lr: 2.483e-02, eta: 2 days, 20:09:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9337, loss_cls: 4.4786, loss: 4.4786 +2025-05-03 19:53:40,794 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-05-03 19:57:04,226 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 19:57:04,699 - pyskl - INFO - +top1_acc 0.6084 +top5_acc 0.8730 +2025-05-03 19:57:04,720 - pyskl - INFO - Epoch(val) [8][3183] top1_acc: 0.6084, top5_acc: 0.8730 +2025-05-03 19:58:12,991 - pyskl - INFO - Epoch [9][100/3940] lr: 2.482e-02, eta: 2 days, 20:10:22, time: 0.683, data_time: 0.247, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9337, loss_cls: 4.4267, loss: 4.4267 +2025-05-03 19:58:56,723 - pyskl - INFO - Epoch [9][200/3940] lr: 2.482e-02, eta: 2 days, 20:09:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9394, loss_cls: 4.4825, loss: 4.4825 +2025-05-03 19:59:40,314 - pyskl - INFO - Epoch [9][300/3940] lr: 2.482e-02, eta: 2 days, 20:08:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9463, loss_cls: 4.3880, loss: 4.3880 +2025-05-03 20:00:23,949 - pyskl - INFO - Epoch [9][400/3940] lr: 2.482e-02, eta: 2 days, 20:07:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9256, loss_cls: 4.5375, loss: 4.5375 +2025-05-03 20:01:07,808 - pyskl - INFO - Epoch [9][500/3940] lr: 2.482e-02, eta: 2 days, 20:07:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9387, loss_cls: 4.4228, loss: 4.4228 +2025-05-03 20:01:51,825 - pyskl - INFO - Epoch [9][600/3940] lr: 2.482e-02, eta: 2 days, 20:06:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9369, loss_cls: 4.3599, loss: 4.3599 +2025-05-03 20:02:35,564 - pyskl - INFO - Epoch [9][700/3940] lr: 2.482e-02, eta: 2 days, 20:05:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9269, loss_cls: 4.6151, loss: 4.6151 +2025-05-03 20:03:19,275 - pyskl - INFO - Epoch [9][800/3940] lr: 2.482e-02, eta: 2 days, 20:05:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9300, loss_cls: 4.6608, loss: 4.6608 +2025-05-03 20:04:02,924 - pyskl - INFO - Epoch [9][900/3940] lr: 2.481e-02, eta: 2 days, 20:04:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9425, loss_cls: 4.2564, loss: 4.2564 +2025-05-03 20:04:46,560 - pyskl - INFO - Epoch [9][1000/3940] lr: 2.481e-02, eta: 2 days, 20:03:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9419, loss_cls: 4.4727, loss: 4.4727 +2025-05-03 20:05:30,250 - pyskl - INFO - Epoch [9][1100/3940] lr: 2.481e-02, eta: 2 days, 20:02:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9344, loss_cls: 4.4484, loss: 4.4484 +2025-05-03 20:06:13,785 - pyskl - INFO - Epoch [9][1200/3940] lr: 2.481e-02, eta: 2 days, 20:01:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9300, loss_cls: 4.5650, loss: 4.5650 +2025-05-03 20:06:57,392 - pyskl - INFO - Epoch [9][1300/3940] lr: 2.481e-02, eta: 2 days, 20:01:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9213, loss_cls: 4.5310, loss: 4.5310 +2025-05-03 20:07:41,116 - pyskl - INFO - Epoch [9][1400/3940] lr: 2.481e-02, eta: 2 days, 20:00:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9306, loss_cls: 4.4883, loss: 4.4883 +2025-05-03 20:08:24,785 - pyskl - INFO - Epoch [9][1500/3940] lr: 2.481e-02, eta: 2 days, 19:59:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9319, loss_cls: 4.4685, loss: 4.4685 +2025-05-03 20:09:08,473 - pyskl - INFO - Epoch [9][1600/3940] lr: 2.481e-02, eta: 2 days, 19:58:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9437, loss_cls: 4.3641, loss: 4.3641 +2025-05-03 20:09:52,204 - pyskl - INFO - Epoch [9][1700/3940] lr: 2.481e-02, eta: 2 days, 19:57:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9363, loss_cls: 4.5208, loss: 4.5208 +2025-05-03 20:10:35,829 - pyskl - INFO - Epoch [9][1800/3940] lr: 2.480e-02, eta: 2 days, 19:57:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9306, loss_cls: 4.6230, loss: 4.6230 +2025-05-03 20:11:19,478 - pyskl - INFO - Epoch [9][1900/3940] lr: 2.480e-02, eta: 2 days, 19:56:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9475, loss_cls: 4.3797, loss: 4.3797 +2025-05-03 20:12:03,150 - pyskl - INFO - Epoch [9][2000/3940] lr: 2.480e-02, eta: 2 days, 19:55:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9231, loss_cls: 4.6869, loss: 4.6869 +2025-05-03 20:12:46,762 - pyskl - INFO - Epoch [9][2100/3940] lr: 2.480e-02, eta: 2 days, 19:54:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9344, loss_cls: 4.4232, loss: 4.4232 +2025-05-03 20:13:30,521 - pyskl - INFO - Epoch [9][2200/3940] lr: 2.480e-02, eta: 2 days, 19:53:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9244, loss_cls: 4.5943, loss: 4.5943 +2025-05-03 20:14:14,137 - pyskl - INFO - Epoch [9][2300/3940] lr: 2.480e-02, eta: 2 days, 19:53:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9331, loss_cls: 4.5227, loss: 4.5227 +2025-05-03 20:14:57,771 - pyskl - INFO - Epoch [9][2400/3940] lr: 2.480e-02, eta: 2 days, 19:52:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9313, loss_cls: 4.4658, loss: 4.4658 +2025-05-03 20:15:41,613 - pyskl - INFO - Epoch [9][2500/3940] lr: 2.480e-02, eta: 2 days, 19:51:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9300, loss_cls: 4.4419, loss: 4.4419 +2025-05-03 20:16:25,173 - pyskl - INFO - Epoch [9][2600/3940] lr: 2.479e-02, eta: 2 days, 19:50:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9306, loss_cls: 4.6014, loss: 4.6014 +2025-05-03 20:17:08,783 - pyskl - INFO - Epoch [9][2700/3940] lr: 2.479e-02, eta: 2 days, 19:50:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9281, loss_cls: 4.5057, loss: 4.5057 +2025-05-03 20:17:52,362 - pyskl - INFO - Epoch [9][2800/3940] lr: 2.479e-02, eta: 2 days, 19:49:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9319, loss_cls: 4.4842, loss: 4.4842 +2025-05-03 20:18:35,900 - pyskl - INFO - Epoch [9][2900/3940] lr: 2.479e-02, eta: 2 days, 19:48:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9337, loss_cls: 4.5050, loss: 4.5050 +2025-05-03 20:19:19,433 - pyskl - INFO - Epoch [9][3000/3940] lr: 2.479e-02, eta: 2 days, 19:47:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9294, loss_cls: 4.5926, loss: 4.5926 +2025-05-03 20:20:03,000 - pyskl - INFO - Epoch [9][3100/3940] lr: 2.479e-02, eta: 2 days, 19:46:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9331, loss_cls: 4.4826, loss: 4.4826 +2025-05-03 20:20:46,614 - pyskl - INFO - Epoch [9][3200/3940] lr: 2.479e-02, eta: 2 days, 19:45:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9225, loss_cls: 4.5822, loss: 4.5822 +2025-05-03 20:21:30,233 - pyskl - INFO - Epoch [9][3300/3940] lr: 2.479e-02, eta: 2 days, 19:45:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9337, loss_cls: 4.5183, loss: 4.5183 +2025-05-03 20:22:13,813 - pyskl - INFO - Epoch [9][3400/3940] lr: 2.479e-02, eta: 2 days, 19:44:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9444, loss_cls: 4.3782, loss: 4.3782 +2025-05-03 20:22:57,565 - pyskl - INFO - Epoch [9][3500/3940] lr: 2.478e-02, eta: 2 days, 19:43:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9219, loss_cls: 4.6209, loss: 4.6209 +2025-05-03 20:23:41,347 - pyskl - INFO - Epoch [9][3600/3940] lr: 2.478e-02, eta: 2 days, 19:42:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9381, loss_cls: 4.4961, loss: 4.4961 +2025-05-03 20:24:24,930 - pyskl - INFO - Epoch [9][3700/3940] lr: 2.478e-02, eta: 2 days, 19:42:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9413, loss_cls: 4.4273, loss: 4.4273 +2025-05-03 20:25:08,514 - pyskl - INFO - Epoch [9][3800/3940] lr: 2.478e-02, eta: 2 days, 19:41:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9456, loss_cls: 4.4602, loss: 4.4602 +2025-05-03 20:25:52,230 - pyskl - INFO - Epoch [9][3900/3940] lr: 2.478e-02, eta: 2 days, 19:40:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9413, loss_cls: 4.3885, loss: 4.3885 +2025-05-03 20:26:09,959 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-05-03 20:29:32,611 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 20:29:33,134 - pyskl - INFO - +top1_acc 0.6479 +top5_acc 0.8996 +2025-05-03 20:29:33,187 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_7.pth was removed +2025-05-03 20:29:34,247 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-05-03 20:29:34,249 - pyskl - INFO - Best top1_acc is 0.6479 at 9 epoch. +2025-05-03 20:29:34,268 - pyskl - INFO - Epoch(val) [9][3183] top1_acc: 0.6479, top5_acc: 0.8996 +2025-05-03 20:30:42,849 - pyskl - INFO - Epoch [10][100/3940] lr: 2.478e-02, eta: 2 days, 19:41:20, time: 0.686, data_time: 0.248, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9381, loss_cls: 4.4087, loss: 4.4087 +2025-05-03 20:31:26,457 - pyskl - INFO - Epoch [10][200/3940] lr: 2.478e-02, eta: 2 days, 19:40:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9337, loss_cls: 4.4219, loss: 4.4219 +2025-05-03 20:32:10,078 - pyskl - INFO - Epoch [10][300/3940] lr: 2.477e-02, eta: 2 days, 19:39:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9400, loss_cls: 4.5526, loss: 4.5526 +2025-05-03 20:32:53,704 - pyskl - INFO - Epoch [10][400/3940] lr: 2.477e-02, eta: 2 days, 19:38:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9381, loss_cls: 4.3691, loss: 4.3691 +2025-05-03 20:33:37,280 - pyskl - INFO - Epoch [10][500/3940] lr: 2.477e-02, eta: 2 days, 19:38:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9325, loss_cls: 4.3970, loss: 4.3970 +2025-05-03 20:34:20,903 - pyskl - INFO - Epoch [10][600/3940] lr: 2.477e-02, eta: 2 days, 19:37:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9169, loss_cls: 4.6754, loss: 4.6754 +2025-05-03 20:35:04,527 - pyskl - INFO - Epoch [10][700/3940] lr: 2.477e-02, eta: 2 days, 19:36:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9475, loss_cls: 4.3906, loss: 4.3906 +2025-05-03 20:35:48,021 - pyskl - INFO - Epoch [10][800/3940] lr: 2.477e-02, eta: 2 days, 19:35:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9381, loss_cls: 4.4961, loss: 4.4961 +2025-05-03 20:36:31,522 - pyskl - INFO - Epoch [10][900/3940] lr: 2.477e-02, eta: 2 days, 19:34:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9231, loss_cls: 4.5476, loss: 4.5476 +2025-05-03 20:37:14,975 - pyskl - INFO - Epoch [10][1000/3940] lr: 2.477e-02, eta: 2 days, 19:34:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9394, loss_cls: 4.3636, loss: 4.3636 +2025-05-03 20:37:58,489 - pyskl - INFO - Epoch [10][1100/3940] lr: 2.476e-02, eta: 2 days, 19:33:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9506, loss_cls: 4.2953, loss: 4.2953 +2025-05-03 20:38:42,010 - pyskl - INFO - Epoch [10][1200/3940] lr: 2.476e-02, eta: 2 days, 19:32:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9394, loss_cls: 4.3688, loss: 4.3688 +2025-05-03 20:39:25,493 - pyskl - INFO - Epoch [10][1300/3940] lr: 2.476e-02, eta: 2 days, 19:31:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9369, loss_cls: 4.3453, loss: 4.3453 +2025-05-03 20:40:09,090 - pyskl - INFO - Epoch [10][1400/3940] lr: 2.476e-02, eta: 2 days, 19:30:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9369, loss_cls: 4.5362, loss: 4.5362 +2025-05-03 20:40:52,814 - pyskl - INFO - Epoch [10][1500/3940] lr: 2.476e-02, eta: 2 days, 19:30:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9387, loss_cls: 4.3375, loss: 4.3375 +2025-05-03 20:41:36,727 - pyskl - INFO - Epoch [10][1600/3940] lr: 2.476e-02, eta: 2 days, 19:29:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9444, loss_cls: 4.4134, loss: 4.4134 +2025-05-03 20:42:20,320 - pyskl - INFO - Epoch [10][1700/3940] lr: 2.476e-02, eta: 2 days, 19:28:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9325, loss_cls: 4.5715, loss: 4.5715 +2025-05-03 20:43:03,892 - pyskl - INFO - Epoch [10][1800/3940] lr: 2.476e-02, eta: 2 days, 19:27:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9187, loss_cls: 4.5689, loss: 4.5689 +2025-05-03 20:43:47,372 - pyskl - INFO - Epoch [10][1900/3940] lr: 2.475e-02, eta: 2 days, 19:26:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9350, loss_cls: 4.4931, loss: 4.4931 +2025-05-03 20:44:30,935 - pyskl - INFO - Epoch [10][2000/3940] lr: 2.475e-02, eta: 2 days, 19:26:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9375, loss_cls: 4.4804, loss: 4.4804 +2025-05-03 20:45:14,484 - pyskl - INFO - Epoch [10][2100/3940] lr: 2.475e-02, eta: 2 days, 19:25:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9381, loss_cls: 4.3674, loss: 4.3674 +2025-05-03 20:45:58,324 - pyskl - INFO - Epoch [10][2200/3940] lr: 2.475e-02, eta: 2 days, 19:24:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9375, loss_cls: 4.4737, loss: 4.4737 +2025-05-03 20:46:42,171 - pyskl - INFO - Epoch [10][2300/3940] lr: 2.475e-02, eta: 2 days, 19:23:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9387, loss_cls: 4.4029, loss: 4.4029 +2025-05-03 20:47:26,043 - pyskl - INFO - Epoch [10][2400/3940] lr: 2.475e-02, eta: 2 days, 19:23:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9300, loss_cls: 4.4920, loss: 4.4920 +2025-05-03 20:48:09,536 - pyskl - INFO - Epoch [10][2500/3940] lr: 2.475e-02, eta: 2 days, 19:22:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9375, loss_cls: 4.5620, loss: 4.5620 +2025-05-03 20:48:53,026 - pyskl - INFO - Epoch [10][2600/3940] lr: 2.475e-02, eta: 2 days, 19:21:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9356, loss_cls: 4.3702, loss: 4.3702 +2025-05-03 20:49:36,613 - pyskl - INFO - Epoch [10][2700/3940] lr: 2.474e-02, eta: 2 days, 19:20:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9281, loss_cls: 4.3428, loss: 4.3428 +2025-05-03 20:50:20,284 - pyskl - INFO - Epoch [10][2800/3940] lr: 2.474e-02, eta: 2 days, 19:19:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9413, loss_cls: 4.4615, loss: 4.4615 +2025-05-03 20:51:03,952 - pyskl - INFO - Epoch [10][2900/3940] lr: 2.474e-02, eta: 2 days, 19:19:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9269, loss_cls: 4.5007, loss: 4.5007 +2025-05-03 20:51:47,737 - pyskl - INFO - Epoch [10][3000/3940] lr: 2.474e-02, eta: 2 days, 19:18:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9394, loss_cls: 4.4522, loss: 4.4522 +2025-05-03 20:52:31,281 - pyskl - INFO - Epoch [10][3100/3940] lr: 2.474e-02, eta: 2 days, 19:17:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9331, loss_cls: 4.3170, loss: 4.3170 +2025-05-03 20:53:14,930 - pyskl - INFO - Epoch [10][3200/3940] lr: 2.474e-02, eta: 2 days, 19:16:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9463, loss_cls: 4.3535, loss: 4.3535 +2025-05-03 20:53:58,562 - pyskl - INFO - Epoch [10][3300/3940] lr: 2.474e-02, eta: 2 days, 19:15:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9356, loss_cls: 4.4112, loss: 4.4112 +2025-05-03 20:54:42,182 - pyskl - INFO - Epoch [10][3400/3940] lr: 2.473e-02, eta: 2 days, 19:15:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9369, loss_cls: 4.3608, loss: 4.3608 +2025-05-03 20:55:25,803 - pyskl - INFO - Epoch [10][3500/3940] lr: 2.473e-02, eta: 2 days, 19:14:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9400, loss_cls: 4.4269, loss: 4.4269 +2025-05-03 20:56:09,405 - pyskl - INFO - Epoch [10][3600/3940] lr: 2.473e-02, eta: 2 days, 19:13:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9269, loss_cls: 4.4965, loss: 4.4965 +2025-05-03 20:56:52,936 - pyskl - INFO - Epoch [10][3700/3940] lr: 2.473e-02, eta: 2 days, 19:12:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9406, loss_cls: 4.4033, loss: 4.4033 +2025-05-03 20:57:36,477 - pyskl - INFO - Epoch [10][3800/3940] lr: 2.473e-02, eta: 2 days, 19:12:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9337, loss_cls: 4.3570, loss: 4.3570 +2025-05-03 20:58:19,989 - pyskl - INFO - Epoch [10][3900/3940] lr: 2.473e-02, eta: 2 days, 19:11:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9287, loss_cls: 4.5956, loss: 4.5956 +2025-05-03 20:58:37,766 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-05-03 21:02:00,399 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 21:02:00,865 - pyskl - INFO - +top1_acc 0.5849 +top5_acc 0.8853 +2025-05-03 21:02:00,881 - pyskl - INFO - Epoch(val) [10][3183] top1_acc: 0.5849, top5_acc: 0.8853 +2025-05-03 21:03:09,643 - pyskl - INFO - Epoch [11][100/3940] lr: 2.473e-02, eta: 2 days, 19:11:54, time: 0.688, data_time: 0.251, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9337, loss_cls: 4.3402, loss: 4.3402 +2025-05-03 21:03:53,281 - pyskl - INFO - Epoch [11][200/3940] lr: 2.472e-02, eta: 2 days, 19:11:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9437, loss_cls: 4.4496, loss: 4.4496 +2025-05-03 21:04:36,937 - pyskl - INFO - Epoch [11][300/3940] lr: 2.472e-02, eta: 2 days, 19:10:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9350, loss_cls: 4.3585, loss: 4.3585 +2025-05-03 21:05:20,518 - pyskl - INFO - Epoch [11][400/3940] lr: 2.472e-02, eta: 2 days, 19:09:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9356, loss_cls: 4.4767, loss: 4.4767 +2025-05-03 21:06:04,151 - pyskl - INFO - Epoch [11][500/3940] lr: 2.472e-02, eta: 2 days, 19:08:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9394, loss_cls: 4.2491, loss: 4.2491 +2025-05-03 21:06:47,738 - pyskl - INFO - Epoch [11][600/3940] lr: 2.472e-02, eta: 2 days, 19:07:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9425, loss_cls: 4.2928, loss: 4.2928 +2025-05-03 21:07:31,342 - pyskl - INFO - Epoch [11][700/3940] lr: 2.472e-02, eta: 2 days, 19:07:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9394, loss_cls: 4.5069, loss: 4.5069 +2025-05-03 21:08:14,893 - pyskl - INFO - Epoch [11][800/3940] lr: 2.472e-02, eta: 2 days, 19:06:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9469, loss_cls: 4.3724, loss: 4.3724 +2025-05-03 21:08:58,448 - pyskl - INFO - Epoch [11][900/3940] lr: 2.471e-02, eta: 2 days, 19:05:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9487, loss_cls: 4.3646, loss: 4.3646 +2025-05-03 21:09:42,052 - pyskl - INFO - Epoch [11][1000/3940] lr: 2.471e-02, eta: 2 days, 19:04:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9369, loss_cls: 4.2832, loss: 4.2832 +2025-05-03 21:10:25,617 - pyskl - INFO - Epoch [11][1100/3940] lr: 2.471e-02, eta: 2 days, 19:03:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9337, loss_cls: 4.4258, loss: 4.4258 +2025-05-03 21:11:09,170 - pyskl - INFO - Epoch [11][1200/3940] lr: 2.471e-02, eta: 2 days, 19:03:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9387, loss_cls: 4.3514, loss: 4.3514 +2025-05-03 21:11:52,761 - pyskl - INFO - Epoch [11][1300/3940] lr: 2.471e-02, eta: 2 days, 19:02:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9456, loss_cls: 4.3536, loss: 4.3536 +2025-05-03 21:12:36,470 - pyskl - INFO - Epoch [11][1400/3940] lr: 2.471e-02, eta: 2 days, 19:01:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9469, loss_cls: 4.2486, loss: 4.2486 +2025-05-03 21:13:20,081 - pyskl - INFO - Epoch [11][1500/3940] lr: 2.471e-02, eta: 2 days, 19:00:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9381, loss_cls: 4.5534, loss: 4.5534 +2025-05-03 21:14:03,647 - pyskl - INFO - Epoch [11][1600/3940] lr: 2.470e-02, eta: 2 days, 19:00:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9425, loss_cls: 4.2718, loss: 4.2718 +2025-05-03 21:14:47,191 - pyskl - INFO - Epoch [11][1700/3940] lr: 2.470e-02, eta: 2 days, 18:59:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9206, loss_cls: 4.4478, loss: 4.4478 +2025-05-03 21:15:30,678 - pyskl - INFO - Epoch [11][1800/3940] lr: 2.470e-02, eta: 2 days, 18:58:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9356, loss_cls: 4.4960, loss: 4.4960 +2025-05-03 21:16:14,180 - pyskl - INFO - Epoch [11][1900/3940] lr: 2.470e-02, eta: 2 days, 18:57:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9400, loss_cls: 4.4128, loss: 4.4128 +2025-05-03 21:16:57,708 - pyskl - INFO - Epoch [11][2000/3940] lr: 2.470e-02, eta: 2 days, 18:56:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9419, loss_cls: 4.3671, loss: 4.3671 +2025-05-03 21:17:41,211 - pyskl - INFO - Epoch [11][2100/3940] lr: 2.470e-02, eta: 2 days, 18:56:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9325, loss_cls: 4.4115, loss: 4.4115 +2025-05-03 21:18:24,775 - pyskl - INFO - Epoch [11][2200/3940] lr: 2.470e-02, eta: 2 days, 18:55:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9269, loss_cls: 4.5643, loss: 4.5643 +2025-05-03 21:19:08,406 - pyskl - INFO - Epoch [11][2300/3940] lr: 2.469e-02, eta: 2 days, 18:54:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9319, loss_cls: 4.4694, loss: 4.4694 +2025-05-03 21:19:51,970 - pyskl - INFO - Epoch [11][2400/3940] lr: 2.469e-02, eta: 2 days, 18:53:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9275, loss_cls: 4.4176, loss: 4.4176 +2025-05-03 21:20:35,523 - pyskl - INFO - Epoch [11][2500/3940] lr: 2.469e-02, eta: 2 days, 18:52:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9463, loss_cls: 4.4264, loss: 4.4264 +2025-05-03 21:21:19,063 - pyskl - INFO - Epoch [11][2600/3940] lr: 2.469e-02, eta: 2 days, 18:52:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9344, loss_cls: 4.5534, loss: 4.5534 +2025-05-03 21:22:02,620 - pyskl - INFO - Epoch [11][2700/3940] lr: 2.469e-02, eta: 2 days, 18:51:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9325, loss_cls: 4.4206, loss: 4.4206 +2025-05-03 21:22:46,216 - pyskl - INFO - Epoch [11][2800/3940] lr: 2.469e-02, eta: 2 days, 18:50:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9313, loss_cls: 4.5153, loss: 4.5153 +2025-05-03 21:23:29,803 - pyskl - INFO - Epoch [11][2900/3940] lr: 2.469e-02, eta: 2 days, 18:49:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9287, loss_cls: 4.4987, loss: 4.4987 +2025-05-03 21:24:13,341 - pyskl - INFO - Epoch [11][3000/3940] lr: 2.468e-02, eta: 2 days, 18:48:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9437, loss_cls: 4.2518, loss: 4.2518 +2025-05-03 21:24:56,968 - pyskl - INFO - Epoch [11][3100/3940] lr: 2.468e-02, eta: 2 days, 18:48:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9519, loss_cls: 4.2284, loss: 4.2284 +2025-05-03 21:25:40,372 - pyskl - INFO - Epoch [11][3200/3940] lr: 2.468e-02, eta: 2 days, 18:47:17, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9413, loss_cls: 4.3779, loss: 4.3779 +2025-05-03 21:26:23,934 - pyskl - INFO - Epoch [11][3300/3940] lr: 2.468e-02, eta: 2 days, 18:46:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9363, loss_cls: 4.2867, loss: 4.2867 +2025-05-03 21:27:07,596 - pyskl - INFO - Epoch [11][3400/3940] lr: 2.468e-02, eta: 2 days, 18:45:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9456, loss_cls: 4.4075, loss: 4.4075 +2025-05-03 21:27:51,166 - pyskl - INFO - Epoch [11][3500/3940] lr: 2.468e-02, eta: 2 days, 18:44:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9213, loss_cls: 4.5706, loss: 4.5706 +2025-05-03 21:28:34,870 - pyskl - INFO - Epoch [11][3600/3940] lr: 2.467e-02, eta: 2 days, 18:44:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9319, loss_cls: 4.4502, loss: 4.4502 +2025-05-03 21:29:18,755 - pyskl - INFO - Epoch [11][3700/3940] lr: 2.467e-02, eta: 2 days, 18:43:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9469, loss_cls: 4.3352, loss: 4.3352 +2025-05-03 21:30:02,565 - pyskl - INFO - Epoch [11][3800/3940] lr: 2.467e-02, eta: 2 days, 18:42:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9456, loss_cls: 4.3898, loss: 4.3898 +2025-05-03 21:30:46,272 - pyskl - INFO - Epoch [11][3900/3940] lr: 2.467e-02, eta: 2 days, 18:41:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9313, loss_cls: 4.5167, loss: 4.5167 +2025-05-03 21:31:04,122 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-05-03 21:34:28,542 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 21:34:29,010 - pyskl - INFO - +top1_acc 0.6546 +top5_acc 0.9176 +2025-05-03 21:34:29,063 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_9.pth was removed +2025-05-03 21:34:30,134 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2025-05-03 21:34:30,136 - pyskl - INFO - Best top1_acc is 0.6546 at 11 epoch. +2025-05-03 21:34:30,155 - pyskl - INFO - Epoch(val) [11][3183] top1_acc: 0.6546, top5_acc: 0.9176 +2025-05-03 21:35:38,784 - pyskl - INFO - Epoch [12][100/3940] lr: 2.467e-02, eta: 2 days, 18:42:28, time: 0.686, data_time: 0.247, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9344, loss_cls: 4.3115, loss: 4.3115 +2025-05-03 21:36:22,460 - pyskl - INFO - Epoch [12][200/3940] lr: 2.467e-02, eta: 2 days, 18:41:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9400, loss_cls: 4.3813, loss: 4.3813 +2025-05-03 21:37:06,236 - pyskl - INFO - Epoch [12][300/3940] lr: 2.467e-02, eta: 2 days, 18:40:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9419, loss_cls: 4.3331, loss: 4.3331 +2025-05-03 21:37:49,829 - pyskl - INFO - Epoch [12][400/3940] lr: 2.466e-02, eta: 2 days, 18:40:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9394, loss_cls: 4.3887, loss: 4.3887 +2025-05-03 21:38:33,434 - pyskl - INFO - Epoch [12][500/3940] lr: 2.466e-02, eta: 2 days, 18:39:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9500, loss_cls: 4.3276, loss: 4.3276 +2025-05-03 21:39:17,291 - pyskl - INFO - Epoch [12][600/3940] lr: 2.466e-02, eta: 2 days, 18:38:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9494, loss_cls: 4.3002, loss: 4.3002 +2025-05-03 21:40:01,301 - pyskl - INFO - Epoch [12][700/3940] lr: 2.466e-02, eta: 2 days, 18:37:57, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9406, loss_cls: 4.4573, loss: 4.4573 +2025-05-03 21:40:45,066 - pyskl - INFO - Epoch [12][800/3940] lr: 2.466e-02, eta: 2 days, 18:37:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9325, loss_cls: 4.4036, loss: 4.4036 +2025-05-03 21:41:28,681 - pyskl - INFO - Epoch [12][900/3940] lr: 2.466e-02, eta: 2 days, 18:36:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9406, loss_cls: 4.3022, loss: 4.3022 +2025-05-03 21:42:12,234 - pyskl - INFO - Epoch [12][1000/3940] lr: 2.465e-02, eta: 2 days, 18:35:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9337, loss_cls: 4.4612, loss: 4.4612 +2025-05-03 21:42:55,764 - pyskl - INFO - Epoch [12][1100/3940] lr: 2.465e-02, eta: 2 days, 18:34:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9400, loss_cls: 4.3504, loss: 4.3504 +2025-05-03 21:43:39,321 - pyskl - INFO - Epoch [12][1200/3940] lr: 2.465e-02, eta: 2 days, 18:34:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9400, loss_cls: 4.3136, loss: 4.3136 +2025-05-03 21:44:22,813 - pyskl - INFO - Epoch [12][1300/3940] lr: 2.465e-02, eta: 2 days, 18:33:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9431, loss_cls: 4.3015, loss: 4.3015 +2025-05-03 21:45:06,298 - pyskl - INFO - Epoch [12][1400/3940] lr: 2.465e-02, eta: 2 days, 18:32:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9494, loss_cls: 4.1999, loss: 4.1999 +2025-05-03 21:45:49,918 - pyskl - INFO - Epoch [12][1500/3940] lr: 2.465e-02, eta: 2 days, 18:31:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9419, loss_cls: 4.3141, loss: 4.3141 +2025-05-03 21:46:33,389 - pyskl - INFO - Epoch [12][1600/3940] lr: 2.465e-02, eta: 2 days, 18:30:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9400, loss_cls: 4.2347, loss: 4.2347 +2025-05-03 21:47:16,942 - pyskl - INFO - Epoch [12][1700/3940] lr: 2.464e-02, eta: 2 days, 18:30:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9406, loss_cls: 4.2181, loss: 4.2181 +2025-05-03 21:48:00,495 - pyskl - INFO - Epoch [12][1800/3940] lr: 2.464e-02, eta: 2 days, 18:29:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9419, loss_cls: 4.2217, loss: 4.2217 +2025-05-03 21:48:44,010 - pyskl - INFO - Epoch [12][1900/3940] lr: 2.464e-02, eta: 2 days, 18:28:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9431, loss_cls: 4.2984, loss: 4.2984 +2025-05-03 21:49:27,504 - pyskl - INFO - Epoch [12][2000/3940] lr: 2.464e-02, eta: 2 days, 18:27:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9381, loss_cls: 4.3541, loss: 4.3541 +2025-05-03 21:50:11,020 - pyskl - INFO - Epoch [12][2100/3940] lr: 2.464e-02, eta: 2 days, 18:26:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9413, loss_cls: 4.3552, loss: 4.3552 +2025-05-03 21:50:54,518 - pyskl - INFO - Epoch [12][2200/3940] lr: 2.464e-02, eta: 2 days, 18:26:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9413, loss_cls: 4.3312, loss: 4.3312 +2025-05-03 21:51:38,080 - pyskl - INFO - Epoch [12][2300/3940] lr: 2.463e-02, eta: 2 days, 18:25:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9450, loss_cls: 4.2704, loss: 4.2704 +2025-05-03 21:52:21,594 - pyskl - INFO - Epoch [12][2400/3940] lr: 2.463e-02, eta: 2 days, 18:24:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9394, loss_cls: 4.4420, loss: 4.4420 +2025-05-03 21:53:05,091 - pyskl - INFO - Epoch [12][2500/3940] lr: 2.463e-02, eta: 2 days, 18:23:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9363, loss_cls: 4.4187, loss: 4.4187 +2025-05-03 21:53:48,589 - pyskl - INFO - Epoch [12][2600/3940] lr: 2.463e-02, eta: 2 days, 18:22:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9275, loss_cls: 4.4937, loss: 4.4937 +2025-05-03 21:54:32,130 - pyskl - INFO - Epoch [12][2700/3940] lr: 2.463e-02, eta: 2 days, 18:22:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9381, loss_cls: 4.2876, loss: 4.2876 +2025-05-03 21:55:15,978 - pyskl - INFO - Epoch [12][2800/3940] lr: 2.463e-02, eta: 2 days, 18:21:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9450, loss_cls: 4.3067, loss: 4.3067 +2025-05-03 21:55:59,717 - pyskl - INFO - Epoch [12][2900/3940] lr: 2.462e-02, eta: 2 days, 18:20:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9319, loss_cls: 4.3830, loss: 4.3830 +2025-05-03 21:56:43,391 - pyskl - INFO - Epoch [12][3000/3940] lr: 2.462e-02, eta: 2 days, 18:19:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9431, loss_cls: 4.3614, loss: 4.3614 +2025-05-03 21:57:27,138 - pyskl - INFO - Epoch [12][3100/3940] lr: 2.462e-02, eta: 2 days, 18:19:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9344, loss_cls: 4.3903, loss: 4.3903 +2025-05-03 21:58:10,959 - pyskl - INFO - Epoch [12][3200/3940] lr: 2.462e-02, eta: 2 days, 18:18:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9431, loss_cls: 4.3178, loss: 4.3178 +2025-05-03 21:58:54,611 - pyskl - INFO - Epoch [12][3300/3940] lr: 2.462e-02, eta: 2 days, 18:17:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9450, loss_cls: 4.3506, loss: 4.3506 +2025-05-03 21:59:38,298 - pyskl - INFO - Epoch [12][3400/3940] lr: 2.462e-02, eta: 2 days, 18:16:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9475, loss_cls: 4.1883, loss: 4.1883 +2025-05-03 22:00:21,926 - pyskl - INFO - Epoch [12][3500/3940] lr: 2.461e-02, eta: 2 days, 18:16:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9406, loss_cls: 4.2956, loss: 4.2956 +2025-05-03 22:01:05,511 - pyskl - INFO - Epoch [12][3600/3940] lr: 2.461e-02, eta: 2 days, 18:15:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9394, loss_cls: 4.2485, loss: 4.2485 +2025-05-03 22:01:49,233 - pyskl - INFO - Epoch [12][3700/3940] lr: 2.461e-02, eta: 2 days, 18:14:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9450, loss_cls: 4.2433, loss: 4.2433 +2025-05-03 22:02:33,120 - pyskl - INFO - Epoch [12][3800/3940] lr: 2.461e-02, eta: 2 days, 18:13:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9425, loss_cls: 4.3902, loss: 4.3902 +2025-05-03 22:03:16,879 - pyskl - INFO - Epoch [12][3900/3940] lr: 2.461e-02, eta: 2 days, 18:13:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9337, loss_cls: 4.5025, loss: 4.5025 +2025-05-03 22:03:34,688 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-05-03 22:06:58,966 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 22:06:59,466 - pyskl - INFO - +top1_acc 0.6661 +top5_acc 0.9103 +2025-05-03 22:06:59,518 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_11.pth was removed +2025-05-03 22:07:00,565 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2025-05-03 22:07:00,567 - pyskl - INFO - Best top1_acc is 0.6661 at 12 epoch. +2025-05-03 22:07:00,587 - pyskl - INFO - Epoch(val) [12][3183] top1_acc: 0.6661, top5_acc: 0.9103 +2025-05-03 22:08:08,916 - pyskl - INFO - Epoch [13][100/3940] lr: 2.461e-02, eta: 2 days, 18:13:21, time: 0.683, data_time: 0.250, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9537, loss_cls: 4.1940, loss: 4.1940 +2025-05-03 22:08:52,337 - pyskl - INFO - Epoch [13][200/3940] lr: 2.460e-02, eta: 2 days, 18:12:32, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9400, loss_cls: 4.2778, loss: 4.2778 +2025-05-03 22:09:35,884 - pyskl - INFO - Epoch [13][300/3940] lr: 2.460e-02, eta: 2 days, 18:11:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9450, loss_cls: 4.2608, loss: 4.2608 +2025-05-03 22:10:19,572 - pyskl - INFO - Epoch [13][400/3940] lr: 2.460e-02, eta: 2 days, 18:10:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9419, loss_cls: 4.3666, loss: 4.3666 +2025-05-03 22:11:03,225 - pyskl - INFO - Epoch [13][500/3940] lr: 2.460e-02, eta: 2 days, 18:10:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9456, loss_cls: 4.3450, loss: 4.3450 +2025-05-03 22:11:46,777 - pyskl - INFO - Epoch [13][600/3940] lr: 2.460e-02, eta: 2 days, 18:09:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9437, loss_cls: 4.2657, loss: 4.2657 +2025-05-03 22:12:30,416 - pyskl - INFO - Epoch [13][700/3940] lr: 2.460e-02, eta: 2 days, 18:08:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9419, loss_cls: 4.2859, loss: 4.2859 +2025-05-03 22:13:14,018 - pyskl - INFO - Epoch [13][800/3940] lr: 2.459e-02, eta: 2 days, 18:07:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9500, loss_cls: 4.1575, loss: 4.1575 +2025-05-03 22:13:57,518 - pyskl - INFO - Epoch [13][900/3940] lr: 2.459e-02, eta: 2 days, 18:07:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9431, loss_cls: 4.2741, loss: 4.2741 +2025-05-03 22:14:40,992 - pyskl - INFO - Epoch [13][1000/3940] lr: 2.459e-02, eta: 2 days, 18:06:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9381, loss_cls: 4.4198, loss: 4.4198 +2025-05-03 22:15:24,445 - pyskl - INFO - Epoch [13][1100/3940] lr: 2.459e-02, eta: 2 days, 18:05:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9431, loss_cls: 4.3040, loss: 4.3040 +2025-05-03 22:16:07,965 - pyskl - INFO - Epoch [13][1200/3940] lr: 2.459e-02, eta: 2 days, 18:04:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9425, loss_cls: 4.2831, loss: 4.2831 +2025-05-03 22:16:51,400 - pyskl - INFO - Epoch [13][1300/3940] lr: 2.459e-02, eta: 2 days, 18:03:53, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9369, loss_cls: 4.3796, loss: 4.3796 +2025-05-03 22:17:34,871 - pyskl - INFO - Epoch [13][1400/3940] lr: 2.458e-02, eta: 2 days, 18:03:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9481, loss_cls: 4.1865, loss: 4.1865 +2025-05-03 22:18:18,354 - pyskl - INFO - Epoch [13][1500/3940] lr: 2.458e-02, eta: 2 days, 18:02:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9413, loss_cls: 4.3072, loss: 4.3072 +2025-05-03 22:19:01,796 - pyskl - INFO - Epoch [13][1600/3940] lr: 2.458e-02, eta: 2 days, 18:01:29, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9406, loss_cls: 4.3571, loss: 4.3571 +2025-05-03 22:19:45,257 - pyskl - INFO - Epoch [13][1700/3940] lr: 2.458e-02, eta: 2 days, 18:00:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9387, loss_cls: 4.3627, loss: 4.3627 +2025-05-03 22:20:28,711 - pyskl - INFO - Epoch [13][1800/3940] lr: 2.458e-02, eta: 2 days, 17:59:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9375, loss_cls: 4.4128, loss: 4.4128 +2025-05-03 22:21:12,208 - pyskl - INFO - Epoch [13][1900/3940] lr: 2.458e-02, eta: 2 days, 17:59:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9375, loss_cls: 4.3001, loss: 4.3001 +2025-05-03 22:21:55,634 - pyskl - INFO - Epoch [13][2000/3940] lr: 2.457e-02, eta: 2 days, 17:58:16, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9475, loss_cls: 4.2549, loss: 4.2549 +2025-05-03 22:22:39,066 - pyskl - INFO - Epoch [13][2100/3940] lr: 2.457e-02, eta: 2 days, 17:57:28, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9469, loss_cls: 4.3261, loss: 4.3261 +2025-05-03 22:23:22,566 - pyskl - INFO - Epoch [13][2200/3940] lr: 2.457e-02, eta: 2 days, 17:56:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9437, loss_cls: 4.1949, loss: 4.1949 +2025-05-03 22:24:06,084 - pyskl - INFO - Epoch [13][2300/3940] lr: 2.457e-02, eta: 2 days, 17:55:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9344, loss_cls: 4.2828, loss: 4.2828 +2025-05-03 22:24:49,708 - pyskl - INFO - Epoch [13][2400/3940] lr: 2.457e-02, eta: 2 days, 17:55:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9363, loss_cls: 4.3498, loss: 4.3498 +2025-05-03 22:25:33,451 - pyskl - INFO - Epoch [13][2500/3940] lr: 2.456e-02, eta: 2 days, 17:54:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9244, loss_cls: 4.4866, loss: 4.4866 +2025-05-03 22:26:16,973 - pyskl - INFO - Epoch [13][2600/3940] lr: 2.456e-02, eta: 2 days, 17:53:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9413, loss_cls: 4.2048, loss: 4.2048 +2025-05-03 22:27:00,490 - pyskl - INFO - Epoch [13][2700/3940] lr: 2.456e-02, eta: 2 days, 17:52:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9381, loss_cls: 4.3989, loss: 4.3989 +2025-05-03 22:27:44,027 - pyskl - INFO - Epoch [13][2800/3940] lr: 2.456e-02, eta: 2 days, 17:52:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9387, loss_cls: 4.2338, loss: 4.2338 +2025-05-03 22:28:27,740 - pyskl - INFO - Epoch [13][2900/3940] lr: 2.456e-02, eta: 2 days, 17:51:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9475, loss_cls: 4.2540, loss: 4.2540 +2025-05-03 22:29:11,309 - pyskl - INFO - Epoch [13][3000/3940] lr: 2.456e-02, eta: 2 days, 17:50:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9469, loss_cls: 4.2713, loss: 4.2713 +2025-05-03 22:29:54,865 - pyskl - INFO - Epoch [13][3100/3940] lr: 2.455e-02, eta: 2 days, 17:49:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9475, loss_cls: 4.0643, loss: 4.0643 +2025-05-03 22:30:38,458 - pyskl - INFO - Epoch [13][3200/3940] lr: 2.455e-02, eta: 2 days, 17:48:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9431, loss_cls: 4.3846, loss: 4.3846 +2025-05-03 22:31:21,998 - pyskl - INFO - Epoch [13][3300/3940] lr: 2.455e-02, eta: 2 days, 17:48:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9250, loss_cls: 4.3574, loss: 4.3574 +2025-05-03 22:32:05,510 - pyskl - INFO - Epoch [13][3400/3940] lr: 2.455e-02, eta: 2 days, 17:47:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9369, loss_cls: 4.3489, loss: 4.3489 +2025-05-03 22:32:48,993 - pyskl - INFO - Epoch [13][3500/3940] lr: 2.455e-02, eta: 2 days, 17:46:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9413, loss_cls: 4.2485, loss: 4.2485 +2025-05-03 22:33:32,517 - pyskl - INFO - Epoch [13][3600/3940] lr: 2.455e-02, eta: 2 days, 17:45:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9425, loss_cls: 4.2797, loss: 4.2797 +2025-05-03 22:34:16,165 - pyskl - INFO - Epoch [13][3700/3940] lr: 2.454e-02, eta: 2 days, 17:45:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9469, loss_cls: 4.2824, loss: 4.2824 +2025-05-03 22:34:59,686 - pyskl - INFO - Epoch [13][3800/3940] lr: 2.454e-02, eta: 2 days, 17:44:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9387, loss_cls: 4.3236, loss: 4.3236 +2025-05-03 22:35:43,147 - pyskl - INFO - Epoch [13][3900/3940] lr: 2.454e-02, eta: 2 days, 17:43:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9487, loss_cls: 4.2215, loss: 4.2215 +2025-05-03 22:36:00,823 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-05-03 22:39:25,208 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 22:39:25,914 - pyskl - INFO - +top1_acc 0.6456 +top5_acc 0.9014 +2025-05-03 22:39:25,932 - pyskl - INFO - Epoch(val) [13][3183] top1_acc: 0.6456, top5_acc: 0.9014 +2025-05-03 22:40:34,256 - pyskl - INFO - Epoch [14][100/3940] lr: 2.454e-02, eta: 2 days, 17:43:37, time: 0.683, data_time: 0.247, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9500, loss_cls: 4.1702, loss: 4.1702 +2025-05-03 22:41:17,715 - pyskl - INFO - Epoch [14][200/3940] lr: 2.454e-02, eta: 2 days, 17:42:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9387, loss_cls: 4.3342, loss: 4.3342 +2025-05-03 22:42:01,301 - pyskl - INFO - Epoch [14][300/3940] lr: 2.453e-02, eta: 2 days, 17:42:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9525, loss_cls: 4.2936, loss: 4.2936 +2025-05-03 22:42:44,802 - pyskl - INFO - Epoch [14][400/3940] lr: 2.453e-02, eta: 2 days, 17:41:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9500, loss_cls: 4.1409, loss: 4.1409 +2025-05-03 22:43:28,550 - pyskl - INFO - Epoch [14][500/3940] lr: 2.453e-02, eta: 2 days, 17:40:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9363, loss_cls: 4.2158, loss: 4.2158 +2025-05-03 22:44:12,207 - pyskl - INFO - Epoch [14][600/3940] lr: 2.453e-02, eta: 2 days, 17:39:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9425, loss_cls: 4.1319, loss: 4.1319 +2025-05-03 22:44:55,858 - pyskl - INFO - Epoch [14][700/3940] lr: 2.453e-02, eta: 2 days, 17:38:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9419, loss_cls: 4.0763, loss: 4.0763 +2025-05-03 22:45:39,492 - pyskl - INFO - Epoch [14][800/3940] lr: 2.453e-02, eta: 2 days, 17:38:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9450, loss_cls: 4.4354, loss: 4.4354 +2025-05-03 22:46:23,225 - pyskl - INFO - Epoch [14][900/3940] lr: 2.452e-02, eta: 2 days, 17:37:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9444, loss_cls: 4.2385, loss: 4.2385 +2025-05-03 22:47:06,931 - pyskl - INFO - Epoch [14][1000/3940] lr: 2.452e-02, eta: 2 days, 17:36:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9387, loss_cls: 4.3661, loss: 4.3661 +2025-05-03 22:47:50,562 - pyskl - INFO - Epoch [14][1100/3940] lr: 2.452e-02, eta: 2 days, 17:35:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9450, loss_cls: 4.2885, loss: 4.2885 +2025-05-03 22:48:34,183 - pyskl - INFO - Epoch [14][1200/3940] lr: 2.452e-02, eta: 2 days, 17:35:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9425, loss_cls: 4.3488, loss: 4.3488 +2025-05-03 22:49:17,848 - pyskl - INFO - Epoch [14][1300/3940] lr: 2.452e-02, eta: 2 days, 17:34:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9431, loss_cls: 4.1973, loss: 4.1973 +2025-05-03 22:50:01,454 - pyskl - INFO - Epoch [14][1400/3940] lr: 2.451e-02, eta: 2 days, 17:33:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9450, loss_cls: 4.2781, loss: 4.2781 +2025-05-03 22:50:44,905 - pyskl - INFO - Epoch [14][1500/3940] lr: 2.451e-02, eta: 2 days, 17:32:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9375, loss_cls: 4.3154, loss: 4.3154 +2025-05-03 22:51:28,370 - pyskl - INFO - Epoch [14][1600/3940] lr: 2.451e-02, eta: 2 days, 17:32:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9394, loss_cls: 4.2810, loss: 4.2810 +2025-05-03 22:52:11,819 - pyskl - INFO - Epoch [14][1700/3940] lr: 2.451e-02, eta: 2 days, 17:31:16, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9337, loss_cls: 4.4366, loss: 4.4366 +2025-05-03 22:52:55,253 - pyskl - INFO - Epoch [14][1800/3940] lr: 2.451e-02, eta: 2 days, 17:30:28, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9575, loss_cls: 4.1812, loss: 4.1812 +2025-05-03 22:53:38,654 - pyskl - INFO - Epoch [14][1900/3940] lr: 2.450e-02, eta: 2 days, 17:29:39, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9406, loss_cls: 4.2892, loss: 4.2892 +2025-05-03 22:54:22,083 - pyskl - INFO - Epoch [14][2000/3940] lr: 2.450e-02, eta: 2 days, 17:28:51, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9494, loss_cls: 4.3202, loss: 4.3202 +2025-05-03 22:55:05,628 - pyskl - INFO - Epoch [14][2100/3940] lr: 2.450e-02, eta: 2 days, 17:28:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9344, loss_cls: 4.2012, loss: 4.2012 +2025-05-03 22:55:49,056 - pyskl - INFO - Epoch [14][2200/3940] lr: 2.450e-02, eta: 2 days, 17:27:17, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9419, loss_cls: 4.2172, loss: 4.2172 +2025-05-03 22:56:32,513 - pyskl - INFO - Epoch [14][2300/3940] lr: 2.450e-02, eta: 2 days, 17:26:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9475, loss_cls: 4.3255, loss: 4.3255 +2025-05-03 22:57:16,039 - pyskl - INFO - Epoch [14][2400/3940] lr: 2.450e-02, eta: 2 days, 17:25:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9375, loss_cls: 4.2389, loss: 4.2389 +2025-05-03 22:57:59,764 - pyskl - INFO - Epoch [14][2500/3940] lr: 2.449e-02, eta: 2 days, 17:24:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9375, loss_cls: 4.2571, loss: 4.2571 +2025-05-03 22:58:43,340 - pyskl - INFO - Epoch [14][2600/3940] lr: 2.449e-02, eta: 2 days, 17:24:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9487, loss_cls: 4.1477, loss: 4.1477 +2025-05-03 22:59:26,826 - pyskl - INFO - Epoch [14][2700/3940] lr: 2.449e-02, eta: 2 days, 17:23:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 4.2488, loss: 4.2488 +2025-05-03 23:00:10,273 - pyskl - INFO - Epoch [14][2800/3940] lr: 2.449e-02, eta: 2 days, 17:22:36, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9331, loss_cls: 4.4062, loss: 4.4062 +2025-05-03 23:00:53,870 - pyskl - INFO - Epoch [14][2900/3940] lr: 2.449e-02, eta: 2 days, 17:21:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9431, loss_cls: 4.2308, loss: 4.2308 +2025-05-03 23:01:37,510 - pyskl - INFO - Epoch [14][3000/3940] lr: 2.448e-02, eta: 2 days, 17:21:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9456, loss_cls: 4.3564, loss: 4.3564 +2025-05-03 23:02:20,982 - pyskl - INFO - Epoch [14][3100/3940] lr: 2.448e-02, eta: 2 days, 17:20:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9431, loss_cls: 4.2648, loss: 4.2648 +2025-05-03 23:03:04,588 - pyskl - INFO - Epoch [14][3200/3940] lr: 2.448e-02, eta: 2 days, 17:19:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9325, loss_cls: 4.4356, loss: 4.4356 +2025-05-03 23:03:48,175 - pyskl - INFO - Epoch [14][3300/3940] lr: 2.448e-02, eta: 2 days, 17:18:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9487, loss_cls: 4.1605, loss: 4.1605 +2025-05-03 23:04:31,705 - pyskl - INFO - Epoch [14][3400/3940] lr: 2.448e-02, eta: 2 days, 17:17:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9419, loss_cls: 4.1799, loss: 4.1799 +2025-05-03 23:05:15,284 - pyskl - INFO - Epoch [14][3500/3940] lr: 2.447e-02, eta: 2 days, 17:17:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9375, loss_cls: 4.2347, loss: 4.2347 +2025-05-03 23:05:58,597 - pyskl - INFO - Epoch [14][3600/3940] lr: 2.447e-02, eta: 2 days, 17:16:23, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9394, loss_cls: 4.1968, loss: 4.1968 +2025-05-03 23:06:42,230 - pyskl - INFO - Epoch [14][3700/3940] lr: 2.447e-02, eta: 2 days, 17:15:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9413, loss_cls: 4.2429, loss: 4.2429 +2025-05-03 23:07:25,843 - pyskl - INFO - Epoch [14][3800/3940] lr: 2.447e-02, eta: 2 days, 17:14:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9437, loss_cls: 4.3274, loss: 4.3274 +2025-05-03 23:08:09,364 - pyskl - INFO - Epoch [14][3900/3940] lr: 2.447e-02, eta: 2 days, 17:14:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9325, loss_cls: 4.5208, loss: 4.5208 +2025-05-03 23:08:27,099 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-05-03 23:11:51,550 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 23:11:52,175 - pyskl - INFO - +top1_acc 0.6470 +top5_acc 0.9089 +2025-05-03 23:11:52,193 - pyskl - INFO - Epoch(val) [14][3183] top1_acc: 0.6470, top5_acc: 0.9089 +2025-05-03 23:13:00,922 - pyskl - INFO - Epoch [15][100/3940] lr: 2.446e-02, eta: 2 days, 17:14:14, time: 0.687, data_time: 0.249, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9444, loss_cls: 4.2661, loss: 4.2661 +2025-05-03 23:13:44,871 - pyskl - INFO - Epoch [15][200/3940] lr: 2.446e-02, eta: 2 days, 17:13:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9400, loss_cls: 4.3091, loss: 4.3091 +2025-05-03 23:14:28,606 - pyskl - INFO - Epoch [15][300/3940] lr: 2.446e-02, eta: 2 days, 17:12:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9431, loss_cls: 4.2267, loss: 4.2267 +2025-05-03 23:15:12,089 - pyskl - INFO - Epoch [15][400/3940] lr: 2.446e-02, eta: 2 days, 17:12:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9425, loss_cls: 4.2268, loss: 4.2268 +2025-05-03 23:15:55,505 - pyskl - INFO - Epoch [15][500/3940] lr: 2.446e-02, eta: 2 days, 17:11:12, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9387, loss_cls: 4.4080, loss: 4.4080 +2025-05-03 23:16:38,955 - pyskl - INFO - Epoch [15][600/3940] lr: 2.445e-02, eta: 2 days, 17:10:24, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9594, loss_cls: 4.0512, loss: 4.0512 +2025-05-03 23:17:22,330 - pyskl - INFO - Epoch [15][700/3940] lr: 2.445e-02, eta: 2 days, 17:09:36, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9425, loss_cls: 4.3062, loss: 4.3062 +2025-05-03 23:18:05,811 - pyskl - INFO - Epoch [15][800/3940] lr: 2.445e-02, eta: 2 days, 17:08:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9475, loss_cls: 4.1438, loss: 4.1438 +2025-05-03 23:18:49,309 - pyskl - INFO - Epoch [15][900/3940] lr: 2.445e-02, eta: 2 days, 17:08:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9569, loss_cls: 4.1189, loss: 4.1189 +2025-05-03 23:19:32,794 - pyskl - INFO - Epoch [15][1000/3940] lr: 2.445e-02, eta: 2 days, 17:07:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 4.0719, loss: 4.0719 +2025-05-03 23:20:16,334 - pyskl - INFO - Epoch [15][1100/3940] lr: 2.445e-02, eta: 2 days, 17:06:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9437, loss_cls: 4.2832, loss: 4.2832 +2025-05-03 23:20:59,765 - pyskl - INFO - Epoch [15][1200/3940] lr: 2.444e-02, eta: 2 days, 17:05:40, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9444, loss_cls: 4.2825, loss: 4.2825 +2025-05-03 23:21:43,249 - pyskl - INFO - Epoch [15][1300/3940] lr: 2.444e-02, eta: 2 days, 17:04:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9375, loss_cls: 4.2628, loss: 4.2628 +2025-05-03 23:22:26,705 - pyskl - INFO - Epoch [15][1400/3940] lr: 2.444e-02, eta: 2 days, 17:04:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9425, loss_cls: 4.1598, loss: 4.1598 +2025-05-03 23:23:10,119 - pyskl - INFO - Epoch [15][1500/3940] lr: 2.444e-02, eta: 2 days, 17:03:18, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9463, loss_cls: 4.2848, loss: 4.2848 +2025-05-03 23:23:53,584 - pyskl - INFO - Epoch [15][1600/3940] lr: 2.444e-02, eta: 2 days, 17:02:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9419, loss_cls: 4.2422, loss: 4.2422 +2025-05-03 23:24:37,060 - pyskl - INFO - Epoch [15][1700/3940] lr: 2.443e-02, eta: 2 days, 17:01:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9444, loss_cls: 4.1275, loss: 4.1275 +2025-05-03 23:25:20,516 - pyskl - INFO - Epoch [15][1800/3940] lr: 2.443e-02, eta: 2 days, 17:00:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9375, loss_cls: 4.4225, loss: 4.4225 +2025-05-03 23:26:04,018 - pyskl - INFO - Epoch [15][1900/3940] lr: 2.443e-02, eta: 2 days, 17:00:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9437, loss_cls: 4.2683, loss: 4.2683 +2025-05-03 23:26:47,488 - pyskl - INFO - Epoch [15][2000/3940] lr: 2.443e-02, eta: 2 days, 16:59:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9513, loss_cls: 4.1350, loss: 4.1350 +2025-05-03 23:27:31,333 - pyskl - INFO - Epoch [15][2100/3940] lr: 2.443e-02, eta: 2 days, 16:58:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9481, loss_cls: 4.0431, loss: 4.0431 +2025-05-03 23:28:15,042 - pyskl - INFO - Epoch [15][2200/3940] lr: 2.442e-02, eta: 2 days, 16:57:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9431, loss_cls: 4.3586, loss: 4.3586 +2025-05-03 23:28:58,764 - pyskl - INFO - Epoch [15][2300/3940] lr: 2.442e-02, eta: 2 days, 16:57:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9431, loss_cls: 4.2291, loss: 4.2291 +2025-05-03 23:29:42,653 - pyskl - INFO - Epoch [15][2400/3940] lr: 2.442e-02, eta: 2 days, 16:56:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9506, loss_cls: 4.1684, loss: 4.1684 +2025-05-03 23:30:26,656 - pyskl - INFO - Epoch [15][2500/3940] lr: 2.442e-02, eta: 2 days, 16:55:43, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9450, loss_cls: 4.2249, loss: 4.2249 +2025-05-03 23:31:11,012 - pyskl - INFO - Epoch [15][2600/3940] lr: 2.442e-02, eta: 2 days, 16:55:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9481, loss_cls: 4.2451, loss: 4.2451 +2025-05-03 23:31:54,552 - pyskl - INFO - Epoch [15][2700/3940] lr: 2.441e-02, eta: 2 days, 16:54:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9444, loss_cls: 4.1470, loss: 4.1470 +2025-05-03 23:32:38,139 - pyskl - INFO - Epoch [15][2800/3940] lr: 2.441e-02, eta: 2 days, 16:53:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9363, loss_cls: 4.2905, loss: 4.2905 +2025-05-03 23:33:21,762 - pyskl - INFO - Epoch [15][2900/3940] lr: 2.441e-02, eta: 2 days, 16:52:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9406, loss_cls: 4.3009, loss: 4.3009 +2025-05-03 23:34:05,651 - pyskl - INFO - Epoch [15][3000/3940] lr: 2.441e-02, eta: 2 days, 16:52:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9456, loss_cls: 4.1145, loss: 4.1145 +2025-05-03 23:34:49,365 - pyskl - INFO - Epoch [15][3100/3940] lr: 2.441e-02, eta: 2 days, 16:51:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9437, loss_cls: 4.2534, loss: 4.2534 +2025-05-03 23:35:33,124 - pyskl - INFO - Epoch [15][3200/3940] lr: 2.440e-02, eta: 2 days, 16:50:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9356, loss_cls: 4.3043, loss: 4.3043 +2025-05-03 23:36:17,097 - pyskl - INFO - Epoch [15][3300/3940] lr: 2.440e-02, eta: 2 days, 16:49:51, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9394, loss_cls: 4.2873, loss: 4.2873 +2025-05-03 23:37:00,933 - pyskl - INFO - Epoch [15][3400/3940] lr: 2.440e-02, eta: 2 days, 16:49:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9419, loss_cls: 4.0378, loss: 4.0378 +2025-05-03 23:37:44,587 - pyskl - INFO - Epoch [15][3500/3940] lr: 2.440e-02, eta: 2 days, 16:48:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9437, loss_cls: 4.2320, loss: 4.2320 +2025-05-03 23:38:28,353 - pyskl - INFO - Epoch [15][3600/3940] lr: 2.440e-02, eta: 2 days, 16:47:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9450, loss_cls: 4.1591, loss: 4.1591 +2025-05-03 23:39:12,140 - pyskl - INFO - Epoch [15][3700/3940] lr: 2.439e-02, eta: 2 days, 16:46:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9425, loss_cls: 4.3425, loss: 4.3425 +2025-05-03 23:39:55,912 - pyskl - INFO - Epoch [15][3800/3940] lr: 2.439e-02, eta: 2 days, 16:46:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9450, loss_cls: 4.1725, loss: 4.1725 +2025-05-03 23:40:39,553 - pyskl - INFO - Epoch [15][3900/3940] lr: 2.439e-02, eta: 2 days, 16:45:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9519, loss_cls: 4.2064, loss: 4.2064 +2025-05-03 23:40:57,678 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-05-03 23:44:20,517 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 23:44:21,024 - pyskl - INFO - +top1_acc 0.6502 +top5_acc 0.9016 +2025-05-03 23:44:21,042 - pyskl - INFO - Epoch(val) [15][3183] top1_acc: 0.6502, top5_acc: 0.9016 +2025-05-03 23:45:29,615 - pyskl - INFO - Epoch [16][100/3940] lr: 2.439e-02, eta: 2 days, 16:45:27, time: 0.686, data_time: 0.251, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9456, loss_cls: 4.2194, loss: 4.2194 +2025-05-03 23:46:13,067 - pyskl - INFO - Epoch [16][200/3940] lr: 2.438e-02, eta: 2 days, 16:44:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9631, loss_cls: 4.0046, loss: 4.0046 +2025-05-03 23:46:56,506 - pyskl - INFO - Epoch [16][300/3940] lr: 2.438e-02, eta: 2 days, 16:43:52, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9419, loss_cls: 4.1891, loss: 4.1891 +2025-05-03 23:47:39,932 - pyskl - INFO - Epoch [16][400/3940] lr: 2.438e-02, eta: 2 days, 16:43:05, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9475, loss_cls: 3.9788, loss: 3.9788 +2025-05-03 23:48:23,562 - pyskl - INFO - Epoch [16][500/3940] lr: 2.438e-02, eta: 2 days, 16:42:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9425, loss_cls: 4.1329, loss: 4.1329 +2025-05-03 23:49:07,126 - pyskl - INFO - Epoch [16][600/3940] lr: 2.438e-02, eta: 2 days, 16:41:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9437, loss_cls: 4.1150, loss: 4.1150 +2025-05-03 23:49:50,697 - pyskl - INFO - Epoch [16][700/3940] lr: 2.437e-02, eta: 2 days, 16:40:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9456, loss_cls: 4.2504, loss: 4.2504 +2025-05-03 23:50:34,309 - pyskl - INFO - Epoch [16][800/3940] lr: 2.437e-02, eta: 2 days, 16:40:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9431, loss_cls: 4.2061, loss: 4.2061 +2025-05-03 23:51:17,831 - pyskl - INFO - Epoch [16][900/3940] lr: 2.437e-02, eta: 2 days, 16:39:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9456, loss_cls: 4.0353, loss: 4.0353 +2025-05-03 23:52:01,604 - pyskl - INFO - Epoch [16][1000/3940] lr: 2.437e-02, eta: 2 days, 16:38:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9500, loss_cls: 4.0899, loss: 4.0899 +2025-05-03 23:52:45,120 - pyskl - INFO - Epoch [16][1100/3940] lr: 2.437e-02, eta: 2 days, 16:37:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9481, loss_cls: 4.1457, loss: 4.1457 +2025-05-03 23:53:28,617 - pyskl - INFO - Epoch [16][1200/3940] lr: 2.436e-02, eta: 2 days, 16:36:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9525, loss_cls: 4.1182, loss: 4.1182 +2025-05-03 23:54:12,187 - pyskl - INFO - Epoch [16][1300/3940] lr: 2.436e-02, eta: 2 days, 16:36:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9463, loss_cls: 4.1773, loss: 4.1773 +2025-05-03 23:54:55,773 - pyskl - INFO - Epoch [16][1400/3940] lr: 2.436e-02, eta: 2 days, 16:35:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9425, loss_cls: 4.2259, loss: 4.2259 +2025-05-03 23:55:39,297 - pyskl - INFO - Epoch [16][1500/3940] lr: 2.436e-02, eta: 2 days, 16:34:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9437, loss_cls: 4.2531, loss: 4.2531 +2025-05-03 23:56:22,825 - pyskl - INFO - Epoch [16][1600/3940] lr: 2.435e-02, eta: 2 days, 16:33:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9419, loss_cls: 4.2216, loss: 4.2216 +2025-05-03 23:57:06,416 - pyskl - INFO - Epoch [16][1700/3940] lr: 2.435e-02, eta: 2 days, 16:33:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9400, loss_cls: 4.4017, loss: 4.4017 +2025-05-03 23:57:49,952 - pyskl - INFO - Epoch [16][1800/3940] lr: 2.435e-02, eta: 2 days, 16:32:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9463, loss_cls: 4.2022, loss: 4.2022 +2025-05-03 23:58:33,474 - pyskl - INFO - Epoch [16][1900/3940] lr: 2.435e-02, eta: 2 days, 16:31:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9456, loss_cls: 4.0918, loss: 4.0918 +2025-05-03 23:59:17,044 - pyskl - INFO - Epoch [16][2000/3940] lr: 2.435e-02, eta: 2 days, 16:30:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9531, loss_cls: 4.2226, loss: 4.2226 +2025-05-04 00:00:00,651 - pyskl - INFO - Epoch [16][2100/3940] lr: 2.434e-02, eta: 2 days, 16:30:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9444, loss_cls: 4.0287, loss: 4.0287 +2025-05-04 00:00:44,289 - pyskl - INFO - Epoch [16][2200/3940] lr: 2.434e-02, eta: 2 days, 16:29:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9444, loss_cls: 4.2153, loss: 4.2153 +2025-05-04 00:01:27,979 - pyskl - INFO - Epoch [16][2300/3940] lr: 2.434e-02, eta: 2 days, 16:28:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9425, loss_cls: 4.2163, loss: 4.2163 +2025-05-04 00:02:11,649 - pyskl - INFO - Epoch [16][2400/3940] lr: 2.434e-02, eta: 2 days, 16:27:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9494, loss_cls: 4.2003, loss: 4.2003 +2025-05-04 00:02:55,141 - pyskl - INFO - Epoch [16][2500/3940] lr: 2.434e-02, eta: 2 days, 16:26:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9431, loss_cls: 4.2561, loss: 4.2561 +2025-05-04 00:03:38,668 - pyskl - INFO - Epoch [16][2600/3940] lr: 2.433e-02, eta: 2 days, 16:26:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9456, loss_cls: 4.2277, loss: 4.2277 +2025-05-04 00:04:22,237 - pyskl - INFO - Epoch [16][2700/3940] lr: 2.433e-02, eta: 2 days, 16:25:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9469, loss_cls: 4.0712, loss: 4.0712 +2025-05-04 00:05:05,750 - pyskl - INFO - Epoch [16][2800/3940] lr: 2.433e-02, eta: 2 days, 16:24:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9369, loss_cls: 4.2825, loss: 4.2825 +2025-05-04 00:05:49,375 - pyskl - INFO - Epoch [16][2900/3940] lr: 2.433e-02, eta: 2 days, 16:23:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9363, loss_cls: 4.3613, loss: 4.3613 +2025-05-04 00:06:33,024 - pyskl - INFO - Epoch [16][3000/3940] lr: 2.433e-02, eta: 2 days, 16:23:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9313, loss_cls: 4.2319, loss: 4.2319 +2025-05-04 00:07:16,533 - pyskl - INFO - Epoch [16][3100/3940] lr: 2.432e-02, eta: 2 days, 16:22:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9375, loss_cls: 4.2526, loss: 4.2526 +2025-05-04 00:08:00,192 - pyskl - INFO - Epoch [16][3200/3940] lr: 2.432e-02, eta: 2 days, 16:21:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9506, loss_cls: 4.2959, loss: 4.2959 +2025-05-04 00:08:43,813 - pyskl - INFO - Epoch [16][3300/3940] lr: 2.432e-02, eta: 2 days, 16:20:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9506, loss_cls: 4.2210, loss: 4.2210 +2025-05-04 00:09:27,280 - pyskl - INFO - Epoch [16][3400/3940] lr: 2.432e-02, eta: 2 days, 16:20:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9456, loss_cls: 4.2701, loss: 4.2701 +2025-05-04 00:10:10,854 - pyskl - INFO - Epoch [16][3500/3940] lr: 2.431e-02, eta: 2 days, 16:19:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9400, loss_cls: 4.2089, loss: 4.2089 +2025-05-04 00:10:54,295 - pyskl - INFO - Epoch [16][3600/3940] lr: 2.431e-02, eta: 2 days, 16:18:31, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9387, loss_cls: 4.2190, loss: 4.2190 +2025-05-04 00:11:37,794 - pyskl - INFO - Epoch [16][3700/3940] lr: 2.431e-02, eta: 2 days, 16:17:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9350, loss_cls: 4.3222, loss: 4.3222 +2025-05-04 00:12:21,612 - pyskl - INFO - Epoch [16][3800/3940] lr: 2.431e-02, eta: 2 days, 16:17:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9463, loss_cls: 4.1443, loss: 4.1443 +2025-05-04 00:13:05,120 - pyskl - INFO - Epoch [16][3900/3940] lr: 2.431e-02, eta: 2 days, 16:16:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9481, loss_cls: 4.1482, loss: 4.1482 +2025-05-04 00:13:22,836 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-05-04 00:16:46,142 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 00:16:46,673 - pyskl - INFO - +top1_acc 0.6551 +top5_acc 0.9117 +2025-05-04 00:16:46,692 - pyskl - INFO - Epoch(val) [16][3183] top1_acc: 0.6551, top5_acc: 0.9117 +2025-05-04 00:17:55,100 - pyskl - INFO - Epoch [17][100/3940] lr: 2.430e-02, eta: 2 days, 16:16:12, time: 0.684, data_time: 0.250, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9425, loss_cls: 4.3075, loss: 4.3075 +2025-05-04 00:18:38,556 - pyskl - INFO - Epoch [17][200/3940] lr: 2.430e-02, eta: 2 days, 16:15:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9581, loss_cls: 4.0699, loss: 4.0699 +2025-05-04 00:19:22,113 - pyskl - INFO - Epoch [17][300/3940] lr: 2.430e-02, eta: 2 days, 16:14:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9406, loss_cls: 4.1503, loss: 4.1503 +2025-05-04 00:20:05,725 - pyskl - INFO - Epoch [17][400/3940] lr: 2.430e-02, eta: 2 days, 16:13:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9431, loss_cls: 4.0870, loss: 4.0870 +2025-05-04 00:20:49,266 - pyskl - INFO - Epoch [17][500/3940] lr: 2.429e-02, eta: 2 days, 16:13:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9537, loss_cls: 4.1082, loss: 4.1082 +2025-05-04 00:21:32,757 - pyskl - INFO - Epoch [17][600/3940] lr: 2.429e-02, eta: 2 days, 16:12:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9487, loss_cls: 4.1375, loss: 4.1375 +2025-05-04 00:22:16,336 - pyskl - INFO - Epoch [17][700/3940] lr: 2.429e-02, eta: 2 days, 16:11:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9494, loss_cls: 4.1587, loss: 4.1587 +2025-05-04 00:22:59,847 - pyskl - INFO - Epoch [17][800/3940] lr: 2.429e-02, eta: 2 days, 16:10:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9506, loss_cls: 4.0550, loss: 4.0550 +2025-05-04 00:23:43,544 - pyskl - INFO - Epoch [17][900/3940] lr: 2.428e-02, eta: 2 days, 16:10:03, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9475, loss_cls: 4.0300, loss: 4.0300 +2025-05-04 00:24:27,210 - pyskl - INFO - Epoch [17][1000/3940] lr: 2.428e-02, eta: 2 days, 16:09:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9481, loss_cls: 4.0286, loss: 4.0286 +2025-05-04 00:25:10,901 - pyskl - INFO - Epoch [17][1100/3940] lr: 2.428e-02, eta: 2 days, 16:08:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 4.1217, loss: 4.1217 +2025-05-04 00:25:54,570 - pyskl - INFO - Epoch [17][1200/3940] lr: 2.428e-02, eta: 2 days, 16:07:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9506, loss_cls: 4.1890, loss: 4.1890 +2025-05-04 00:26:38,140 - pyskl - INFO - Epoch [17][1300/3940] lr: 2.428e-02, eta: 2 days, 16:07:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9350, loss_cls: 4.2670, loss: 4.2670 +2025-05-04 00:27:21,622 - pyskl - INFO - Epoch [17][1400/3940] lr: 2.427e-02, eta: 2 days, 16:06:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9550, loss_cls: 4.0607, loss: 4.0607 +2025-05-04 00:28:05,084 - pyskl - INFO - Epoch [17][1500/3940] lr: 2.427e-02, eta: 2 days, 16:05:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9419, loss_cls: 4.2620, loss: 4.2620 +2025-05-04 00:28:48,524 - pyskl - INFO - Epoch [17][1600/3940] lr: 2.427e-02, eta: 2 days, 16:04:42, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9513, loss_cls: 4.1083, loss: 4.1083 +2025-05-04 00:29:31,981 - pyskl - INFO - Epoch [17][1700/3940] lr: 2.427e-02, eta: 2 days, 16:03:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9437, loss_cls: 4.2351, loss: 4.2351 +2025-05-04 00:30:15,458 - pyskl - INFO - Epoch [17][1800/3940] lr: 2.426e-02, eta: 2 days, 16:03:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9506, loss_cls: 4.1271, loss: 4.1271 +2025-05-04 00:30:58,974 - pyskl - INFO - Epoch [17][1900/3940] lr: 2.426e-02, eta: 2 days, 16:02:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9513, loss_cls: 4.1096, loss: 4.1096 +2025-05-04 00:31:42,539 - pyskl - INFO - Epoch [17][2000/3940] lr: 2.426e-02, eta: 2 days, 16:01:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9463, loss_cls: 4.2372, loss: 4.2372 +2025-05-04 00:32:26,116 - pyskl - INFO - Epoch [17][2100/3940] lr: 2.426e-02, eta: 2 days, 16:00:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9437, loss_cls: 4.2046, loss: 4.2046 +2025-05-04 00:33:09,672 - pyskl - INFO - Epoch [17][2200/3940] lr: 2.426e-02, eta: 2 days, 16:00:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9350, loss_cls: 4.2409, loss: 4.2409 +2025-05-04 00:33:53,237 - pyskl - INFO - Epoch [17][2300/3940] lr: 2.425e-02, eta: 2 days, 15:59:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9406, loss_cls: 4.2460, loss: 4.2460 +2025-05-04 00:34:36,819 - pyskl - INFO - Epoch [17][2400/3940] lr: 2.425e-02, eta: 2 days, 15:58:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9400, loss_cls: 4.2163, loss: 4.2163 +2025-05-04 00:35:20,367 - pyskl - INFO - Epoch [17][2500/3940] lr: 2.425e-02, eta: 2 days, 15:57:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9456, loss_cls: 4.2463, loss: 4.2463 +2025-05-04 00:36:03,994 - pyskl - INFO - Epoch [17][2600/3940] lr: 2.425e-02, eta: 2 days, 15:57:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9444, loss_cls: 4.2601, loss: 4.2601 +2025-05-04 00:36:47,453 - pyskl - INFO - Epoch [17][2700/3940] lr: 2.424e-02, eta: 2 days, 15:56:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9387, loss_cls: 4.2508, loss: 4.2508 +2025-05-04 00:37:30,906 - pyskl - INFO - Epoch [17][2800/3940] lr: 2.424e-02, eta: 2 days, 15:55:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9394, loss_cls: 4.2803, loss: 4.2803 +2025-05-04 00:38:14,373 - pyskl - INFO - Epoch [17][2900/3940] lr: 2.424e-02, eta: 2 days, 15:54:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9494, loss_cls: 4.2549, loss: 4.2549 +2025-05-04 00:38:57,889 - pyskl - INFO - Epoch [17][3000/3940] lr: 2.424e-02, eta: 2 days, 15:53:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9475, loss_cls: 4.0873, loss: 4.0873 +2025-05-04 00:39:41,551 - pyskl - INFO - Epoch [17][3100/3940] lr: 2.424e-02, eta: 2 days, 15:53:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9500, loss_cls: 4.1274, loss: 4.1274 +2025-05-04 00:40:25,264 - pyskl - INFO - Epoch [17][3200/3940] lr: 2.423e-02, eta: 2 days, 15:52:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9469, loss_cls: 4.1865, loss: 4.1865 +2025-05-04 00:41:09,016 - pyskl - INFO - Epoch [17][3300/3940] lr: 2.423e-02, eta: 2 days, 15:51:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9400, loss_cls: 4.2606, loss: 4.2606 +2025-05-04 00:41:52,638 - pyskl - INFO - Epoch [17][3400/3940] lr: 2.423e-02, eta: 2 days, 15:50:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9394, loss_cls: 4.1998, loss: 4.1998 +2025-05-04 00:42:36,370 - pyskl - INFO - Epoch [17][3500/3940] lr: 2.423e-02, eta: 2 days, 15:50:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9450, loss_cls: 4.2085, loss: 4.2085 +2025-05-04 00:43:19,918 - pyskl - INFO - Epoch [17][3600/3940] lr: 2.422e-02, eta: 2 days, 15:49:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9481, loss_cls: 4.2606, loss: 4.2606 +2025-05-04 00:44:03,459 - pyskl - INFO - Epoch [17][3700/3940] lr: 2.422e-02, eta: 2 days, 15:48:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9406, loss_cls: 4.2417, loss: 4.2417 +2025-05-04 00:44:47,193 - pyskl - INFO - Epoch [17][3800/3940] lr: 2.422e-02, eta: 2 days, 15:47:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9475, loss_cls: 4.2310, loss: 4.2310 +2025-05-04 00:45:30,731 - pyskl - INFO - Epoch [17][3900/3940] lr: 2.422e-02, eta: 2 days, 15:47:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9544, loss_cls: 4.1009, loss: 4.1009 +2025-05-04 00:45:48,540 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-05-04 00:49:10,896 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 00:49:11,392 - pyskl - INFO - +top1_acc 0.6691 +top5_acc 0.9122 +2025-05-04 00:49:11,445 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_12.pth was removed +2025-05-04 00:49:12,460 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. +2025-05-04 00:49:12,462 - pyskl - INFO - Best top1_acc is 0.6691 at 17 epoch. +2025-05-04 00:49:12,478 - pyskl - INFO - Epoch(val) [17][3183] top1_acc: 0.6691, top5_acc: 0.9122 +2025-05-04 00:50:20,895 - pyskl - INFO - Epoch [18][100/3940] lr: 2.421e-02, eta: 2 days, 15:47:02, time: 0.684, data_time: 0.250, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9537, loss_cls: 4.1319, loss: 4.1319 +2025-05-04 00:51:04,485 - pyskl - INFO - Epoch [18][200/3940] lr: 2.421e-02, eta: 2 days, 15:46:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9463, loss_cls: 4.1031, loss: 4.1031 +2025-05-04 00:51:47,984 - pyskl - INFO - Epoch [18][300/3940] lr: 2.421e-02, eta: 2 days, 15:45:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9525, loss_cls: 4.0636, loss: 4.0636 +2025-05-04 00:52:31,565 - pyskl - INFO - Epoch [18][400/3940] lr: 2.421e-02, eta: 2 days, 15:44:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9525, loss_cls: 4.0242, loss: 4.0242 +2025-05-04 00:53:15,382 - pyskl - INFO - Epoch [18][500/3940] lr: 2.420e-02, eta: 2 days, 15:44:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 3.9015, loss: 3.9015 +2025-05-04 00:53:59,161 - pyskl - INFO - Epoch [18][600/3940] lr: 2.420e-02, eta: 2 days, 15:43:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9494, loss_cls: 4.2348, loss: 4.2348 +2025-05-04 00:54:42,561 - pyskl - INFO - Epoch [18][700/3940] lr: 2.420e-02, eta: 2 days, 15:42:29, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 4.1068, loss: 4.1068 +2025-05-04 00:55:26,221 - pyskl - INFO - Epoch [18][800/3940] lr: 2.420e-02, eta: 2 days, 15:41:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9494, loss_cls: 4.2035, loss: 4.2035 +2025-05-04 00:56:09,755 - pyskl - INFO - Epoch [18][900/3940] lr: 2.420e-02, eta: 2 days, 15:40:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9550, loss_cls: 4.2475, loss: 4.2475 +2025-05-04 00:56:53,221 - pyskl - INFO - Epoch [18][1000/3940] lr: 2.419e-02, eta: 2 days, 15:40:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9487, loss_cls: 4.0141, loss: 4.0141 +2025-05-04 00:57:36,713 - pyskl - INFO - Epoch [18][1100/3940] lr: 2.419e-02, eta: 2 days, 15:39:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9425, loss_cls: 4.1068, loss: 4.1068 +2025-05-04 00:58:20,274 - pyskl - INFO - Epoch [18][1200/3940] lr: 2.419e-02, eta: 2 days, 15:38:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9456, loss_cls: 4.1835, loss: 4.1835 +2025-05-04 00:59:03,865 - pyskl - INFO - Epoch [18][1300/3940] lr: 2.419e-02, eta: 2 days, 15:37:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9463, loss_cls: 4.0788, loss: 4.0788 +2025-05-04 00:59:47,660 - pyskl - INFO - Epoch [18][1400/3940] lr: 2.418e-02, eta: 2 days, 15:37:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9563, loss_cls: 4.1059, loss: 4.1059 +2025-05-04 01:00:31,261 - pyskl - INFO - Epoch [18][1500/3940] lr: 2.418e-02, eta: 2 days, 15:36:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9425, loss_cls: 4.2121, loss: 4.2121 +2025-05-04 01:01:14,765 - pyskl - INFO - Epoch [18][1600/3940] lr: 2.418e-02, eta: 2 days, 15:35:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9537, loss_cls: 4.1722, loss: 4.1722 +2025-05-04 01:01:58,262 - pyskl - INFO - Epoch [18][1700/3940] lr: 2.418e-02, eta: 2 days, 15:34:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9506, loss_cls: 4.1233, loss: 4.1233 +2025-05-04 01:02:41,760 - pyskl - INFO - Epoch [18][1800/3940] lr: 2.417e-02, eta: 2 days, 15:34:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9400, loss_cls: 4.2100, loss: 4.2100 +2025-05-04 01:03:25,251 - pyskl - INFO - Epoch [18][1900/3940] lr: 2.417e-02, eta: 2 days, 15:33:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9469, loss_cls: 4.1813, loss: 4.1813 +2025-05-04 01:04:08,742 - pyskl - INFO - Epoch [18][2000/3940] lr: 2.417e-02, eta: 2 days, 15:32:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9487, loss_cls: 4.1230, loss: 4.1230 +2025-05-04 01:04:52,226 - pyskl - INFO - Epoch [18][2100/3940] lr: 2.417e-02, eta: 2 days, 15:31:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9469, loss_cls: 4.0265, loss: 4.0265 +2025-05-04 01:05:35,762 - pyskl - INFO - Epoch [18][2200/3940] lr: 2.416e-02, eta: 2 days, 15:31:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9444, loss_cls: 4.1255, loss: 4.1255 +2025-05-04 01:06:19,187 - pyskl - INFO - Epoch [18][2300/3940] lr: 2.416e-02, eta: 2 days, 15:30:13, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9437, loss_cls: 4.0783, loss: 4.0783 +2025-05-04 01:07:02,646 - pyskl - INFO - Epoch [18][2400/3940] lr: 2.416e-02, eta: 2 days, 15:29:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9494, loss_cls: 4.1146, loss: 4.1146 +2025-05-04 01:07:46,123 - pyskl - INFO - Epoch [18][2500/3940] lr: 2.416e-02, eta: 2 days, 15:28:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9494, loss_cls: 4.0839, loss: 4.0839 +2025-05-04 01:08:29,649 - pyskl - INFO - Epoch [18][2600/3940] lr: 2.415e-02, eta: 2 days, 15:27:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9469, loss_cls: 4.2484, loss: 4.2484 +2025-05-04 01:09:13,234 - pyskl - INFO - Epoch [18][2700/3940] lr: 2.415e-02, eta: 2 days, 15:27:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9431, loss_cls: 4.2154, loss: 4.2154 +2025-05-04 01:09:56,879 - pyskl - INFO - Epoch [18][2800/3940] lr: 2.415e-02, eta: 2 days, 15:26:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9494, loss_cls: 4.1830, loss: 4.1830 +2025-05-04 01:10:40,453 - pyskl - INFO - Epoch [18][2900/3940] lr: 2.415e-02, eta: 2 days, 15:25:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9413, loss_cls: 4.2573, loss: 4.2573 +2025-05-04 01:11:24,268 - pyskl - INFO - Epoch [18][3000/3940] lr: 2.415e-02, eta: 2 days, 15:24:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9437, loss_cls: 4.1094, loss: 4.1094 +2025-05-04 01:12:07,867 - pyskl - INFO - Epoch [18][3100/3940] lr: 2.414e-02, eta: 2 days, 15:24:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9350, loss_cls: 4.2343, loss: 4.2343 +2025-05-04 01:12:51,509 - pyskl - INFO - Epoch [18][3200/3940] lr: 2.414e-02, eta: 2 days, 15:23:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9525, loss_cls: 3.9977, loss: 3.9977 +2025-05-04 01:13:35,073 - pyskl - INFO - Epoch [18][3300/3940] lr: 2.414e-02, eta: 2 days, 15:22:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9387, loss_cls: 4.1726, loss: 4.1726 +2025-05-04 01:14:18,693 - pyskl - INFO - Epoch [18][3400/3940] lr: 2.414e-02, eta: 2 days, 15:21:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9344, loss_cls: 4.2158, loss: 4.2158 +2025-05-04 01:15:02,257 - pyskl - INFO - Epoch [18][3500/3940] lr: 2.413e-02, eta: 2 days, 15:21:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9437, loss_cls: 4.2167, loss: 4.2167 +2025-05-04 01:15:45,716 - pyskl - INFO - Epoch [18][3600/3940] lr: 2.413e-02, eta: 2 days, 15:20:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9387, loss_cls: 4.3204, loss: 4.3204 +2025-05-04 01:16:29,184 - pyskl - INFO - Epoch [18][3700/3940] lr: 2.413e-02, eta: 2 days, 15:19:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9487, loss_cls: 4.0556, loss: 4.0556 +2025-05-04 01:17:12,825 - pyskl - INFO - Epoch [18][3800/3940] lr: 2.413e-02, eta: 2 days, 15:18:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9313, loss_cls: 4.1951, loss: 4.1951 +2025-05-04 01:17:56,322 - pyskl - INFO - Epoch [18][3900/3940] lr: 2.412e-02, eta: 2 days, 15:18:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9463, loss_cls: 3.9949, loss: 3.9949 +2025-05-04 01:18:14,021 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-05-04 01:21:38,080 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 01:21:38,568 - pyskl - INFO - +top1_acc 0.6315 +top5_acc 0.8971 +2025-05-04 01:21:38,585 - pyskl - INFO - Epoch(val) [18][3183] top1_acc: 0.6315, top5_acc: 0.8971 +2025-05-04 01:22:47,241 - pyskl - INFO - Epoch [19][100/3940] lr: 2.412e-02, eta: 2 days, 15:17:55, time: 0.686, data_time: 0.251, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9444, loss_cls: 4.0590, loss: 4.0590 +2025-05-04 01:23:30,759 - pyskl - INFO - Epoch [19][200/3940] lr: 2.412e-02, eta: 2 days, 15:17:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9363, loss_cls: 4.2309, loss: 4.2309 +2025-05-04 01:24:14,317 - pyskl - INFO - Epoch [19][300/3940] lr: 2.411e-02, eta: 2 days, 15:16:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9487, loss_cls: 4.1152, loss: 4.1152 +2025-05-04 01:24:57,830 - pyskl - INFO - Epoch [19][400/3940] lr: 2.411e-02, eta: 2 days, 15:15:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9494, loss_cls: 4.1046, loss: 4.1046 +2025-05-04 01:25:41,371 - pyskl - INFO - Epoch [19][500/3940] lr: 2.411e-02, eta: 2 days, 15:14:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 4.0989, loss: 4.0989 +2025-05-04 01:26:24,905 - pyskl - INFO - Epoch [19][600/3940] lr: 2.411e-02, eta: 2 days, 15:14:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9537, loss_cls: 4.0830, loss: 4.0830 +2025-05-04 01:27:08,372 - pyskl - INFO - Epoch [19][700/3940] lr: 2.411e-02, eta: 2 days, 15:13:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9544, loss_cls: 3.9062, loss: 3.9062 +2025-05-04 01:27:51,858 - pyskl - INFO - Epoch [19][800/3940] lr: 2.410e-02, eta: 2 days, 15:12:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9475, loss_cls: 4.2258, loss: 4.2258 +2025-05-04 01:28:35,407 - pyskl - INFO - Epoch [19][900/3940] lr: 2.410e-02, eta: 2 days, 15:11:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9525, loss_cls: 4.1074, loss: 4.1074 +2025-05-04 01:29:18,940 - pyskl - INFO - Epoch [19][1000/3940] lr: 2.410e-02, eta: 2 days, 15:11:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9537, loss_cls: 4.0265, loss: 4.0265 +2025-05-04 01:30:02,675 - pyskl - INFO - Epoch [19][1100/3940] lr: 2.410e-02, eta: 2 days, 15:10:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9463, loss_cls: 4.0028, loss: 4.0028 +2025-05-04 01:30:46,296 - pyskl - INFO - Epoch [19][1200/3940] lr: 2.409e-02, eta: 2 days, 15:09:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9600, loss_cls: 4.1628, loss: 4.1628 +2025-05-04 01:31:29,961 - pyskl - INFO - Epoch [19][1300/3940] lr: 2.409e-02, eta: 2 days, 15:08:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9425, loss_cls: 4.0777, loss: 4.0777 +2025-05-04 01:32:13,545 - pyskl - INFO - Epoch [19][1400/3940] lr: 2.409e-02, eta: 2 days, 15:08:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9506, loss_cls: 4.1709, loss: 4.1709 +2025-05-04 01:32:57,203 - pyskl - INFO - Epoch [19][1500/3940] lr: 2.409e-02, eta: 2 days, 15:07:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9525, loss_cls: 3.9989, loss: 3.9989 +2025-05-04 01:33:40,674 - pyskl - INFO - Epoch [19][1600/3940] lr: 2.408e-02, eta: 2 days, 15:06:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9450, loss_cls: 4.2945, loss: 4.2945 +2025-05-04 01:34:24,168 - pyskl - INFO - Epoch [19][1700/3940] lr: 2.408e-02, eta: 2 days, 15:05:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9475, loss_cls: 4.1376, loss: 4.1376 +2025-05-04 01:35:08,018 - pyskl - INFO - Epoch [19][1800/3940] lr: 2.408e-02, eta: 2 days, 15:05:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9431, loss_cls: 4.2309, loss: 4.2309 +2025-05-04 01:35:51,558 - pyskl - INFO - Epoch [19][1900/3940] lr: 2.408e-02, eta: 2 days, 15:04:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9463, loss_cls: 4.0708, loss: 4.0708 +2025-05-04 01:36:34,765 - pyskl - INFO - Epoch [19][2000/3940] lr: 2.407e-02, eta: 2 days, 15:03:26, time: 0.432, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 4.0736, loss: 4.0736 +2025-05-04 01:37:18,292 - pyskl - INFO - Epoch [19][2100/3940] lr: 2.407e-02, eta: 2 days, 15:02:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9444, loss_cls: 4.1232, loss: 4.1232 +2025-05-04 01:38:01,870 - pyskl - INFO - Epoch [19][2200/3940] lr: 2.407e-02, eta: 2 days, 15:01:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9556, loss_cls: 4.0344, loss: 4.0344 +2025-05-04 01:38:45,443 - pyskl - INFO - Epoch [19][2300/3940] lr: 2.407e-02, eta: 2 days, 15:01:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9325, loss_cls: 4.1547, loss: 4.1547 +2025-05-04 01:39:28,921 - pyskl - INFO - Epoch [19][2400/3940] lr: 2.406e-02, eta: 2 days, 15:00:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9500, loss_cls: 4.1595, loss: 4.1595 +2025-05-04 01:40:12,405 - pyskl - INFO - Epoch [19][2500/3940] lr: 2.406e-02, eta: 2 days, 14:59:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9344, loss_cls: 4.1815, loss: 4.1815 +2025-05-04 01:40:55,855 - pyskl - INFO - Epoch [19][2600/3940] lr: 2.406e-02, eta: 2 days, 14:58:50, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9537, loss_cls: 4.1451, loss: 4.1451 +2025-05-04 01:41:39,465 - pyskl - INFO - Epoch [19][2700/3940] lr: 2.405e-02, eta: 2 days, 14:58:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9494, loss_cls: 4.0926, loss: 4.0926 +2025-05-04 01:42:23,228 - pyskl - INFO - Epoch [19][2800/3940] lr: 2.405e-02, eta: 2 days, 14:57:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9525, loss_cls: 4.1778, loss: 4.1778 +2025-05-04 01:43:07,038 - pyskl - INFO - Epoch [19][2900/3940] lr: 2.405e-02, eta: 2 days, 14:56:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9331, loss_cls: 4.1514, loss: 4.1514 +2025-05-04 01:43:50,652 - pyskl - INFO - Epoch [19][3000/3940] lr: 2.405e-02, eta: 2 days, 14:55:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9513, loss_cls: 3.9793, loss: 3.9793 +2025-05-04 01:44:34,215 - pyskl - INFO - Epoch [19][3100/3940] lr: 2.404e-02, eta: 2 days, 14:55:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9413, loss_cls: 4.2136, loss: 4.2136 +2025-05-04 01:45:17,833 - pyskl - INFO - Epoch [19][3200/3940] lr: 2.404e-02, eta: 2 days, 14:54:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9463, loss_cls: 4.1281, loss: 4.1281 +2025-05-04 01:46:01,456 - pyskl - INFO - Epoch [19][3300/3940] lr: 2.404e-02, eta: 2 days, 14:53:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9419, loss_cls: 4.0913, loss: 4.0913 +2025-05-04 01:46:45,196 - pyskl - INFO - Epoch [19][3400/3940] lr: 2.404e-02, eta: 2 days, 14:52:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9494, loss_cls: 4.0854, loss: 4.0854 +2025-05-04 01:47:28,705 - pyskl - INFO - Epoch [19][3500/3940] lr: 2.403e-02, eta: 2 days, 14:52:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9356, loss_cls: 4.1504, loss: 4.1504 +2025-05-04 01:48:12,180 - pyskl - INFO - Epoch [19][3600/3940] lr: 2.403e-02, eta: 2 days, 14:51:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9575, loss_cls: 4.0518, loss: 4.0518 +2025-05-04 01:48:55,701 - pyskl - INFO - Epoch [19][3700/3940] lr: 2.403e-02, eta: 2 days, 14:50:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9431, loss_cls: 4.1027, loss: 4.1027 +2025-05-04 01:49:39,252 - pyskl - INFO - Epoch [19][3800/3940] lr: 2.403e-02, eta: 2 days, 14:49:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9481, loss_cls: 4.1528, loss: 4.1528 +2025-05-04 01:50:22,791 - pyskl - INFO - Epoch [19][3900/3940] lr: 2.402e-02, eta: 2 days, 14:49:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9506, loss_cls: 4.1663, loss: 4.1663 +2025-05-04 01:50:40,622 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-05-04 01:54:05,168 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 01:54:05,631 - pyskl - INFO - +top1_acc 0.6479 +top5_acc 0.9105 +2025-05-04 01:54:05,647 - pyskl - INFO - Epoch(val) [19][3183] top1_acc: 0.6479, top5_acc: 0.9105 +2025-05-04 01:55:14,369 - pyskl - INFO - Epoch [20][100/3940] lr: 2.402e-02, eta: 2 days, 14:48:52, time: 0.687, data_time: 0.252, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9494, loss_cls: 3.9602, loss: 3.9602 +2025-05-04 01:55:58,160 - pyskl - INFO - Epoch [20][200/3940] lr: 2.402e-02, eta: 2 days, 14:48:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 4.0552, loss: 4.0552 +2025-05-04 01:56:41,848 - pyskl - INFO - Epoch [20][300/3940] lr: 2.402e-02, eta: 2 days, 14:47:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9569, loss_cls: 4.0447, loss: 4.0447 +2025-05-04 01:57:25,514 - pyskl - INFO - Epoch [20][400/3940] lr: 2.401e-02, eta: 2 days, 14:46:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9494, loss_cls: 4.0055, loss: 4.0055 +2025-05-04 01:58:09,057 - pyskl - INFO - Epoch [20][500/3940] lr: 2.401e-02, eta: 2 days, 14:45:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9569, loss_cls: 3.9976, loss: 3.9976 +2025-05-04 01:58:52,576 - pyskl - INFO - Epoch [20][600/3940] lr: 2.401e-02, eta: 2 days, 14:45:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9513, loss_cls: 4.0877, loss: 4.0877 +2025-05-04 01:59:36,012 - pyskl - INFO - Epoch [20][700/3940] lr: 2.401e-02, eta: 2 days, 14:44:20, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9494, loss_cls: 4.0627, loss: 4.0627 +2025-05-04 02:00:19,471 - pyskl - INFO - Epoch [20][800/3940] lr: 2.400e-02, eta: 2 days, 14:43:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9413, loss_cls: 4.1993, loss: 4.1993 +2025-05-04 02:01:02,922 - pyskl - INFO - Epoch [20][900/3940] lr: 2.400e-02, eta: 2 days, 14:42:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9481, loss_cls: 4.0241, loss: 4.0241 +2025-05-04 02:01:46,474 - pyskl - INFO - Epoch [20][1000/3940] lr: 2.400e-02, eta: 2 days, 14:42:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9556, loss_cls: 4.1437, loss: 4.1437 +2025-05-04 02:02:29,973 - pyskl - INFO - Epoch [20][1100/3940] lr: 2.399e-02, eta: 2 days, 14:41:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9494, loss_cls: 4.1768, loss: 4.1768 +2025-05-04 02:03:13,784 - pyskl - INFO - Epoch [20][1200/3940] lr: 2.399e-02, eta: 2 days, 14:40:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9537, loss_cls: 3.9659, loss: 3.9659 +2025-05-04 02:03:57,448 - pyskl - INFO - Epoch [20][1300/3940] lr: 2.399e-02, eta: 2 days, 14:39:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9456, loss_cls: 4.0891, loss: 4.0891 +2025-05-04 02:04:41,104 - pyskl - INFO - Epoch [20][1400/3940] lr: 2.399e-02, eta: 2 days, 14:39:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9481, loss_cls: 4.1486, loss: 4.1486 +2025-05-04 02:05:24,604 - pyskl - INFO - Epoch [20][1500/3940] lr: 2.398e-02, eta: 2 days, 14:38:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9463, loss_cls: 4.1355, loss: 4.1355 +2025-05-04 02:06:08,183 - pyskl - INFO - Epoch [20][1600/3940] lr: 2.398e-02, eta: 2 days, 14:37:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9406, loss_cls: 4.1284, loss: 4.1284 +2025-05-04 02:06:51,800 - pyskl - INFO - Epoch [20][1700/3940] lr: 2.398e-02, eta: 2 days, 14:36:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9556, loss_cls: 4.0136, loss: 4.0136 +2025-05-04 02:07:35,418 - pyskl - INFO - Epoch [20][1800/3940] lr: 2.398e-02, eta: 2 days, 14:36:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9581, loss_cls: 4.0511, loss: 4.0511 +2025-05-04 02:08:18,845 - pyskl - INFO - Epoch [20][1900/3940] lr: 2.397e-02, eta: 2 days, 14:35:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9613, loss_cls: 4.0460, loss: 4.0460 +2025-05-04 02:09:02,326 - pyskl - INFO - Epoch [20][2000/3940] lr: 2.397e-02, eta: 2 days, 14:34:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9519, loss_cls: 4.2353, loss: 4.2353 +2025-05-04 02:09:45,804 - pyskl - INFO - Epoch [20][2100/3940] lr: 2.397e-02, eta: 2 days, 14:33:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9444, loss_cls: 4.1622, loss: 4.1622 +2025-05-04 02:10:29,526 - pyskl - INFO - Epoch [20][2200/3940] lr: 2.397e-02, eta: 2 days, 14:32:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9469, loss_cls: 3.9659, loss: 3.9659 +2025-05-04 02:11:13,167 - pyskl - INFO - Epoch [20][2300/3940] lr: 2.396e-02, eta: 2 days, 14:32:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9569, loss_cls: 4.0842, loss: 4.0842 +2025-05-04 02:11:56,724 - pyskl - INFO - Epoch [20][2400/3940] lr: 2.396e-02, eta: 2 days, 14:31:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9456, loss_cls: 4.1495, loss: 4.1495 +2025-05-04 02:12:40,155 - pyskl - INFO - Epoch [20][2500/3940] lr: 2.396e-02, eta: 2 days, 14:30:41, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9519, loss_cls: 4.1232, loss: 4.1232 +2025-05-04 02:13:23,751 - pyskl - INFO - Epoch [20][2600/3940] lr: 2.396e-02, eta: 2 days, 14:29:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9513, loss_cls: 4.0474, loss: 4.0474 +2025-05-04 02:14:07,349 - pyskl - INFO - Epoch [20][2700/3940] lr: 2.395e-02, eta: 2 days, 14:29:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9475, loss_cls: 4.2332, loss: 4.2332 +2025-05-04 02:14:51,154 - pyskl - INFO - Epoch [20][2800/3940] lr: 2.395e-02, eta: 2 days, 14:28:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9481, loss_cls: 4.1548, loss: 4.1548 +2025-05-04 02:15:34,736 - pyskl - INFO - Epoch [20][2900/3940] lr: 2.395e-02, eta: 2 days, 14:27:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9537, loss_cls: 4.2621, loss: 4.2621 +2025-05-04 02:16:18,271 - pyskl - INFO - Epoch [20][3000/3940] lr: 2.394e-02, eta: 2 days, 14:26:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9494, loss_cls: 4.1088, loss: 4.1088 +2025-05-04 02:17:01,757 - pyskl - INFO - Epoch [20][3100/3940] lr: 2.394e-02, eta: 2 days, 14:26:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9506, loss_cls: 4.1061, loss: 4.1061 +2025-05-04 02:17:45,321 - pyskl - INFO - Epoch [20][3200/3940] lr: 2.394e-02, eta: 2 days, 14:25:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9475, loss_cls: 4.0505, loss: 4.0505 +2025-05-04 02:18:29,020 - pyskl - INFO - Epoch [20][3300/3940] lr: 2.394e-02, eta: 2 days, 14:24:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9350, loss_cls: 4.2104, loss: 4.2104 +2025-05-04 02:19:12,678 - pyskl - INFO - Epoch [20][3400/3940] lr: 2.393e-02, eta: 2 days, 14:23:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9519, loss_cls: 3.9714, loss: 3.9714 +2025-05-04 02:19:56,221 - pyskl - INFO - Epoch [20][3500/3940] lr: 2.393e-02, eta: 2 days, 14:23:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9519, loss_cls: 4.0801, loss: 4.0801 +2025-05-04 02:20:39,713 - pyskl - INFO - Epoch [20][3600/3940] lr: 2.393e-02, eta: 2 days, 14:22:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9525, loss_cls: 4.1322, loss: 4.1322 +2025-05-04 02:21:23,269 - pyskl - INFO - Epoch [20][3700/3940] lr: 2.393e-02, eta: 2 days, 14:21:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9513, loss_cls: 4.0346, loss: 4.0346 +2025-05-04 02:22:07,162 - pyskl - INFO - Epoch [20][3800/3940] lr: 2.392e-02, eta: 2 days, 14:20:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9519, loss_cls: 3.9935, loss: 3.9935 +2025-05-04 02:22:50,978 - pyskl - INFO - Epoch [20][3900/3940] lr: 2.392e-02, eta: 2 days, 14:20:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9481, loss_cls: 4.1762, loss: 4.1762 +2025-05-04 02:23:08,755 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-05-04 02:26:31,322 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 02:26:31,793 - pyskl - INFO - +top1_acc 0.6681 +top5_acc 0.9152 +2025-05-04 02:26:31,810 - pyskl - INFO - Epoch(val) [20][3183] top1_acc: 0.6681, top5_acc: 0.9152 +2025-05-04 02:27:40,764 - pyskl - INFO - Epoch [21][100/3940] lr: 2.392e-02, eta: 2 days, 14:19:59, time: 0.689, data_time: 0.249, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 3.9796, loss: 3.9796 +2025-05-04 02:28:24,681 - pyskl - INFO - Epoch [21][200/3940] lr: 2.391e-02, eta: 2 days, 14:19:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9575, loss_cls: 3.9558, loss: 3.9558 +2025-05-04 02:29:08,272 - pyskl - INFO - Epoch [21][300/3940] lr: 2.391e-02, eta: 2 days, 14:18:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9487, loss_cls: 4.1666, loss: 4.1666 +2025-05-04 02:29:51,845 - pyskl - INFO - Epoch [21][400/3940] lr: 2.391e-02, eta: 2 days, 14:17:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 3.9380, loss: 3.9380 +2025-05-04 02:30:35,389 - pyskl - INFO - Epoch [21][500/3940] lr: 2.391e-02, eta: 2 days, 14:16:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9487, loss_cls: 3.9592, loss: 3.9592 +2025-05-04 02:31:18,975 - pyskl - INFO - Epoch [21][600/3940] lr: 2.390e-02, eta: 2 days, 14:16:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9500, loss_cls: 4.0253, loss: 4.0253 +2025-05-04 02:32:02,575 - pyskl - INFO - Epoch [21][700/3940] lr: 2.390e-02, eta: 2 days, 14:15:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9413, loss_cls: 4.2196, loss: 4.2196 +2025-05-04 02:32:46,208 - pyskl - INFO - Epoch [21][800/3940] lr: 2.390e-02, eta: 2 days, 14:14:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9413, loss_cls: 4.0158, loss: 4.0158 +2025-05-04 02:33:29,865 - pyskl - INFO - Epoch [21][900/3940] lr: 2.389e-02, eta: 2 days, 14:13:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9487, loss_cls: 4.0293, loss: 4.0293 +2025-05-04 02:34:13,443 - pyskl - INFO - Epoch [21][1000/3940] lr: 2.389e-02, eta: 2 days, 14:13:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9575, loss_cls: 4.0637, loss: 4.0637 +2025-05-04 02:34:57,007 - pyskl - INFO - Epoch [21][1100/3940] lr: 2.389e-02, eta: 2 days, 14:12:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9506, loss_cls: 4.1032, loss: 4.1032 +2025-05-04 02:35:40,563 - pyskl - INFO - Epoch [21][1200/3940] lr: 2.389e-02, eta: 2 days, 14:11:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9556, loss_cls: 4.0304, loss: 4.0304 +2025-05-04 02:36:24,151 - pyskl - INFO - Epoch [21][1300/3940] lr: 2.388e-02, eta: 2 days, 14:10:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9494, loss_cls: 3.9699, loss: 3.9699 +2025-05-04 02:37:07,910 - pyskl - INFO - Epoch [21][1400/3940] lr: 2.388e-02, eta: 2 days, 14:10:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9525, loss_cls: 3.9543, loss: 3.9543 +2025-05-04 02:37:51,678 - pyskl - INFO - Epoch [21][1500/3940] lr: 2.388e-02, eta: 2 days, 14:09:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9487, loss_cls: 3.9577, loss: 3.9577 +2025-05-04 02:38:35,569 - pyskl - INFO - Epoch [21][1600/3940] lr: 2.388e-02, eta: 2 days, 14:08:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 4.1721, loss: 4.1721 +2025-05-04 02:39:19,329 - pyskl - INFO - Epoch [21][1700/3940] lr: 2.387e-02, eta: 2 days, 14:08:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9513, loss_cls: 4.0834, loss: 4.0834 +2025-05-04 02:40:03,063 - pyskl - INFO - Epoch [21][1800/3940] lr: 2.387e-02, eta: 2 days, 14:07:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9431, loss_cls: 4.0758, loss: 4.0758 +2025-05-04 02:40:46,785 - pyskl - INFO - Epoch [21][1900/3940] lr: 2.387e-02, eta: 2 days, 14:06:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9469, loss_cls: 4.1173, loss: 4.1173 +2025-05-04 02:41:30,386 - pyskl - INFO - Epoch [21][2000/3940] lr: 2.386e-02, eta: 2 days, 14:05:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9556, loss_cls: 4.0944, loss: 4.0944 +2025-05-04 02:42:13,985 - pyskl - INFO - Epoch [21][2100/3940] lr: 2.386e-02, eta: 2 days, 14:05:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9481, loss_cls: 3.9652, loss: 3.9652 +2025-05-04 02:42:57,614 - pyskl - INFO - Epoch [21][2200/3940] lr: 2.386e-02, eta: 2 days, 14:04:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9463, loss_cls: 4.1472, loss: 4.1472 +2025-05-04 02:43:41,268 - pyskl - INFO - Epoch [21][2300/3940] lr: 2.386e-02, eta: 2 days, 14:03:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9481, loss_cls: 4.2026, loss: 4.2026 +2025-05-04 02:44:24,922 - pyskl - INFO - Epoch [21][2400/3940] lr: 2.385e-02, eta: 2 days, 14:02:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9556, loss_cls: 4.0589, loss: 4.0589 +2025-05-04 02:45:08,585 - pyskl - INFO - Epoch [21][2500/3940] lr: 2.385e-02, eta: 2 days, 14:02:03, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9394, loss_cls: 4.1662, loss: 4.1662 +2025-05-04 02:45:52,250 - pyskl - INFO - Epoch [21][2600/3940] lr: 2.385e-02, eta: 2 days, 14:01:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9481, loss_cls: 4.2442, loss: 4.2442 +2025-05-04 02:46:35,849 - pyskl - INFO - Epoch [21][2700/3940] lr: 2.385e-02, eta: 2 days, 14:00:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9531, loss_cls: 4.1036, loss: 4.1036 +2025-05-04 02:47:19,429 - pyskl - INFO - Epoch [21][2800/3940] lr: 2.384e-02, eta: 2 days, 13:59:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9475, loss_cls: 4.0567, loss: 4.0567 +2025-05-04 02:48:03,143 - pyskl - INFO - Epoch [21][2900/3940] lr: 2.384e-02, eta: 2 days, 13:59:03, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9537, loss_cls: 4.1456, loss: 4.1456 +2025-05-04 02:48:46,748 - pyskl - INFO - Epoch [21][3000/3940] lr: 2.384e-02, eta: 2 days, 13:58:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9431, loss_cls: 4.1587, loss: 4.1587 +2025-05-04 02:49:30,387 - pyskl - INFO - Epoch [21][3100/3940] lr: 2.383e-02, eta: 2 days, 13:57:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9513, loss_cls: 4.1180, loss: 4.1180 +2025-05-04 02:50:14,030 - pyskl - INFO - Epoch [21][3200/3940] lr: 2.383e-02, eta: 2 days, 13:56:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9394, loss_cls: 4.2933, loss: 4.2933 +2025-05-04 02:50:57,954 - pyskl - INFO - Epoch [21][3300/3940] lr: 2.383e-02, eta: 2 days, 13:56:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9456, loss_cls: 4.0871, loss: 4.0871 +2025-05-04 02:51:41,826 - pyskl - INFO - Epoch [21][3400/3940] lr: 2.383e-02, eta: 2 days, 13:55:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9425, loss_cls: 4.0533, loss: 4.0533 +2025-05-04 02:52:25,620 - pyskl - INFO - Epoch [21][3500/3940] lr: 2.382e-02, eta: 2 days, 13:54:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9381, loss_cls: 4.1684, loss: 4.1684 +2025-05-04 02:53:09,283 - pyskl - INFO - Epoch [21][3600/3940] lr: 2.382e-02, eta: 2 days, 13:53:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9437, loss_cls: 4.1078, loss: 4.1078 +2025-05-04 02:53:52,900 - pyskl - INFO - Epoch [21][3700/3940] lr: 2.382e-02, eta: 2 days, 13:53:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9475, loss_cls: 4.0550, loss: 4.0550 +2025-05-04 02:54:36,437 - pyskl - INFO - Epoch [21][3800/3940] lr: 2.381e-02, eta: 2 days, 13:52:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9575, loss_cls: 4.0091, loss: 4.0091 +2025-05-04 02:55:19,985 - pyskl - INFO - Epoch [21][3900/3940] lr: 2.381e-02, eta: 2 days, 13:51:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9381, loss_cls: 4.1822, loss: 4.1822 +2025-05-04 02:55:37,819 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-05-04 02:59:00,207 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 02:59:00,713 - pyskl - INFO - +top1_acc 0.6672 +top5_acc 0.9074 +2025-05-04 02:59:00,736 - pyskl - INFO - Epoch(val) [21][3183] top1_acc: 0.6672, top5_acc: 0.9074 +2025-05-04 03:00:10,255 - pyskl - INFO - Epoch [22][100/3940] lr: 2.381e-02, eta: 2 days, 13:51:26, time: 0.695, data_time: 0.254, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 4.0116, loss: 4.0116 +2025-05-04 03:00:53,933 - pyskl - INFO - Epoch [22][200/3940] lr: 2.380e-02, eta: 2 days, 13:50:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9469, loss_cls: 4.0861, loss: 4.0861 +2025-05-04 03:01:37,558 - pyskl - INFO - Epoch [22][300/3940] lr: 2.380e-02, eta: 2 days, 13:49:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 3.9594, loss: 3.9594 +2025-05-04 03:02:21,127 - pyskl - INFO - Epoch [22][400/3940] lr: 2.380e-02, eta: 2 days, 13:49:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9525, loss_cls: 4.0492, loss: 4.0492 +2025-05-04 03:03:04,684 - pyskl - INFO - Epoch [22][500/3940] lr: 2.380e-02, eta: 2 days, 13:48:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9537, loss_cls: 4.0422, loss: 4.0422 +2025-05-04 03:03:48,243 - pyskl - INFO - Epoch [22][600/3940] lr: 2.379e-02, eta: 2 days, 13:47:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9519, loss_cls: 3.9705, loss: 3.9705 +2025-05-04 03:04:31,810 - pyskl - INFO - Epoch [22][700/3940] lr: 2.379e-02, eta: 2 days, 13:46:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9481, loss_cls: 4.0225, loss: 4.0225 +2025-05-04 03:05:15,372 - pyskl - INFO - Epoch [22][800/3940] lr: 2.379e-02, eta: 2 days, 13:46:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9481, loss_cls: 4.0543, loss: 4.0543 +2025-05-04 03:05:58,987 - pyskl - INFO - Epoch [22][900/3940] lr: 2.378e-02, eta: 2 days, 13:45:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9519, loss_cls: 4.1174, loss: 4.1174 +2025-05-04 03:06:42,577 - pyskl - INFO - Epoch [22][1000/3940] lr: 2.378e-02, eta: 2 days, 13:44:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9619, loss_cls: 3.9584, loss: 3.9584 +2025-05-04 03:07:26,111 - pyskl - INFO - Epoch [22][1100/3940] lr: 2.378e-02, eta: 2 days, 13:43:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9387, loss_cls: 4.1718, loss: 4.1718 +2025-05-04 03:08:09,633 - pyskl - INFO - Epoch [22][1200/3940] lr: 2.378e-02, eta: 2 days, 13:43:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9544, loss_cls: 3.8503, loss: 3.8503 +2025-05-04 03:08:53,119 - pyskl - INFO - Epoch [22][1300/3940] lr: 2.377e-02, eta: 2 days, 13:42:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9319, loss_cls: 4.0921, loss: 4.0921 +2025-05-04 03:09:36,664 - pyskl - INFO - Epoch [22][1400/3940] lr: 2.377e-02, eta: 2 days, 13:41:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9419, loss_cls: 4.2644, loss: 4.2644 +2025-05-04 03:10:20,304 - pyskl - INFO - Epoch [22][1500/3940] lr: 2.377e-02, eta: 2 days, 13:40:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9481, loss_cls: 4.1367, loss: 4.1367 +2025-05-04 03:11:04,218 - pyskl - INFO - Epoch [22][1600/3940] lr: 2.376e-02, eta: 2 days, 13:40:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9625, loss_cls: 3.8483, loss: 3.8483 +2025-05-04 03:11:47,794 - pyskl - INFO - Epoch [22][1700/3940] lr: 2.376e-02, eta: 2 days, 13:39:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9475, loss_cls: 4.1159, loss: 4.1159 +2025-05-04 03:12:31,407 - pyskl - INFO - Epoch [22][1800/3940] lr: 2.376e-02, eta: 2 days, 13:38:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9544, loss_cls: 4.0058, loss: 4.0058 +2025-05-04 03:13:14,995 - pyskl - INFO - Epoch [22][1900/3940] lr: 2.376e-02, eta: 2 days, 13:37:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9537, loss_cls: 3.9479, loss: 3.9479 +2025-05-04 03:13:58,591 - pyskl - INFO - Epoch [22][2000/3940] lr: 2.375e-02, eta: 2 days, 13:37:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9481, loss_cls: 4.0978, loss: 4.0978 +2025-05-04 03:14:42,200 - pyskl - INFO - Epoch [22][2100/3940] lr: 2.375e-02, eta: 2 days, 13:36:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9531, loss_cls: 4.0984, loss: 4.0984 +2025-05-04 03:15:25,751 - pyskl - INFO - Epoch [22][2200/3940] lr: 2.375e-02, eta: 2 days, 13:35:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9575, loss_cls: 4.0009, loss: 4.0009 +2025-05-04 03:16:09,390 - pyskl - INFO - Epoch [22][2300/3940] lr: 2.374e-02, eta: 2 days, 13:34:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9456, loss_cls: 4.1741, loss: 4.1741 +2025-05-04 03:16:53,079 - pyskl - INFO - Epoch [22][2400/3940] lr: 2.374e-02, eta: 2 days, 13:34:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9525, loss_cls: 4.1206, loss: 4.1206 +2025-05-04 03:17:36,749 - pyskl - INFO - Epoch [22][2500/3940] lr: 2.374e-02, eta: 2 days, 13:33:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9463, loss_cls: 4.0945, loss: 4.0945 +2025-05-04 03:18:20,247 - pyskl - INFO - Epoch [22][2600/3940] lr: 2.374e-02, eta: 2 days, 13:32:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9487, loss_cls: 3.9373, loss: 3.9373 +2025-05-04 03:19:03,695 - pyskl - INFO - Epoch [22][2700/3940] lr: 2.373e-02, eta: 2 days, 13:31:51, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9475, loss_cls: 4.0591, loss: 4.0591 +2025-05-04 03:19:47,102 - pyskl - INFO - Epoch [22][2800/3940] lr: 2.373e-02, eta: 2 days, 13:31:05, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9431, loss_cls: 4.1422, loss: 4.1422 +2025-05-04 03:20:30,642 - pyskl - INFO - Epoch [22][2900/3940] lr: 2.373e-02, eta: 2 days, 13:30:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 3.8283, loss: 3.8283 +2025-05-04 03:21:14,360 - pyskl - INFO - Epoch [22][3000/3940] lr: 2.372e-02, eta: 2 days, 13:29:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9487, loss_cls: 4.1838, loss: 4.1838 +2025-05-04 03:21:57,987 - pyskl - INFO - Epoch [22][3100/3940] lr: 2.372e-02, eta: 2 days, 13:28:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9513, loss_cls: 3.9008, loss: 3.9008 +2025-05-04 03:22:41,557 - pyskl - INFO - Epoch [22][3200/3940] lr: 2.372e-02, eta: 2 days, 13:28:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 4.0814, loss: 4.0814 +2025-05-04 03:23:25,192 - pyskl - INFO - Epoch [22][3300/3940] lr: 2.372e-02, eta: 2 days, 13:27:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9469, loss_cls: 4.0864, loss: 4.0864 +2025-05-04 03:24:08,873 - pyskl - INFO - Epoch [22][3400/3940] lr: 2.371e-02, eta: 2 days, 13:26:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9513, loss_cls: 3.9783, loss: 3.9783 +2025-05-04 03:24:52,397 - pyskl - INFO - Epoch [22][3500/3940] lr: 2.371e-02, eta: 2 days, 13:25:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9419, loss_cls: 4.0846, loss: 4.0846 +2025-05-04 03:25:35,942 - pyskl - INFO - Epoch [22][3600/3940] lr: 2.371e-02, eta: 2 days, 13:25:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9450, loss_cls: 4.2200, loss: 4.2200 +2025-05-04 03:26:19,446 - pyskl - INFO - Epoch [22][3700/3940] lr: 2.370e-02, eta: 2 days, 13:24:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9375, loss_cls: 4.1887, loss: 4.1887 +2025-05-04 03:27:03,018 - pyskl - INFO - Epoch [22][3800/3940] lr: 2.370e-02, eta: 2 days, 13:23:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9356, loss_cls: 4.3527, loss: 4.3527 +2025-05-04 03:27:46,581 - pyskl - INFO - Epoch [22][3900/3940] lr: 2.370e-02, eta: 2 days, 13:22:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9394, loss_cls: 4.1548, loss: 4.1548 +2025-05-04 03:28:04,302 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-05-04 03:31:28,007 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 03:31:28,470 - pyskl - INFO - +top1_acc 0.6889 +top5_acc 0.9268 +2025-05-04 03:31:28,522 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_17.pth was removed +2025-05-04 03:31:29,538 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. +2025-05-04 03:31:29,540 - pyskl - INFO - Best top1_acc is 0.6889 at 22 epoch. +2025-05-04 03:31:29,557 - pyskl - INFO - Epoch(val) [22][3183] top1_acc: 0.6889, top5_acc: 0.9268 +2025-05-04 03:32:38,096 - pyskl - INFO - Epoch [23][100/3940] lr: 2.369e-02, eta: 2 days, 13:22:29, time: 0.685, data_time: 0.250, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 4.0538, loss: 4.0538 +2025-05-04 03:33:21,638 - pyskl - INFO - Epoch [23][200/3940] lr: 2.369e-02, eta: 2 days, 13:21:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9475, loss_cls: 4.0107, loss: 4.0107 +2025-05-04 03:34:05,134 - pyskl - INFO - Epoch [23][300/3940] lr: 2.369e-02, eta: 2 days, 13:20:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9475, loss_cls: 4.1241, loss: 4.1241 +2025-05-04 03:34:48,664 - pyskl - INFO - Epoch [23][400/3940] lr: 2.368e-02, eta: 2 days, 13:20:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9569, loss_cls: 3.9928, loss: 3.9928 +2025-05-04 03:35:32,223 - pyskl - INFO - Epoch [23][500/3940] lr: 2.368e-02, eta: 2 days, 13:19:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9456, loss_cls: 4.0891, loss: 4.0891 +2025-05-04 03:36:15,835 - pyskl - INFO - Epoch [23][600/3940] lr: 2.368e-02, eta: 2 days, 13:18:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9556, loss_cls: 3.9555, loss: 3.9555 +2025-05-04 03:36:59,376 - pyskl - INFO - Epoch [23][700/3940] lr: 2.368e-02, eta: 2 days, 13:17:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9569, loss_cls: 3.9390, loss: 3.9390 +2025-05-04 03:37:43,038 - pyskl - INFO - Epoch [23][800/3940] lr: 2.367e-02, eta: 2 days, 13:17:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9431, loss_cls: 4.1550, loss: 4.1550 +2025-05-04 03:38:26,651 - pyskl - INFO - Epoch [23][900/3940] lr: 2.367e-02, eta: 2 days, 13:16:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9563, loss_cls: 4.0471, loss: 4.0471 +2025-05-04 03:39:10,230 - pyskl - INFO - Epoch [23][1000/3940] lr: 2.367e-02, eta: 2 days, 13:15:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9419, loss_cls: 4.1217, loss: 4.1217 +2025-05-04 03:39:53,802 - pyskl - INFO - Epoch [23][1100/3940] lr: 2.366e-02, eta: 2 days, 13:14:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 3.9633, loss: 3.9633 +2025-05-04 03:40:37,325 - pyskl - INFO - Epoch [23][1200/3940] lr: 2.366e-02, eta: 2 days, 13:14:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9587, loss_cls: 3.9045, loss: 3.9045 +2025-05-04 03:41:20,871 - pyskl - INFO - Epoch [23][1300/3940] lr: 2.366e-02, eta: 2 days, 13:13:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9444, loss_cls: 4.0309, loss: 4.0309 +2025-05-04 03:42:04,432 - pyskl - INFO - Epoch [23][1400/3940] lr: 2.365e-02, eta: 2 days, 13:12:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9569, loss_cls: 4.0419, loss: 4.0419 +2025-05-04 03:42:48,093 - pyskl - INFO - Epoch [23][1500/3940] lr: 2.365e-02, eta: 2 days, 13:11:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9475, loss_cls: 3.9884, loss: 3.9884 +2025-05-04 03:43:31,737 - pyskl - INFO - Epoch [23][1600/3940] lr: 2.365e-02, eta: 2 days, 13:11:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9531, loss_cls: 4.0367, loss: 4.0367 +2025-05-04 03:44:15,447 - pyskl - INFO - Epoch [23][1700/3940] lr: 2.365e-02, eta: 2 days, 13:10:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 3.8754, loss: 3.8754 +2025-05-04 03:44:58,939 - pyskl - INFO - Epoch [23][1800/3940] lr: 2.364e-02, eta: 2 days, 13:09:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 4.0711, loss: 4.0711 +2025-05-04 03:45:42,510 - pyskl - INFO - Epoch [23][1900/3940] lr: 2.364e-02, eta: 2 days, 13:08:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9419, loss_cls: 4.1264, loss: 4.1264 +2025-05-04 03:46:26,071 - pyskl - INFO - Epoch [23][2000/3940] lr: 2.364e-02, eta: 2 days, 13:08:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9487, loss_cls: 4.1477, loss: 4.1477 +2025-05-04 03:47:09,584 - pyskl - INFO - Epoch [23][2100/3940] lr: 2.363e-02, eta: 2 days, 13:07:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9556, loss_cls: 3.9709, loss: 3.9709 +2025-05-04 03:47:53,217 - pyskl - INFO - Epoch [23][2200/3940] lr: 2.363e-02, eta: 2 days, 13:06:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9513, loss_cls: 3.9443, loss: 3.9443 +2025-05-04 03:48:36,849 - pyskl - INFO - Epoch [23][2300/3940] lr: 2.363e-02, eta: 2 days, 13:05:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9444, loss_cls: 4.0723, loss: 4.0723 +2025-05-04 03:49:20,331 - pyskl - INFO - Epoch [23][2400/3940] lr: 2.362e-02, eta: 2 days, 13:05:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9487, loss_cls: 4.0971, loss: 4.0971 +2025-05-04 03:50:03,825 - pyskl - INFO - Epoch [23][2500/3940] lr: 2.362e-02, eta: 2 days, 13:04:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9425, loss_cls: 4.2219, loss: 4.2219 +2025-05-04 03:50:47,305 - pyskl - INFO - Epoch [23][2600/3940] lr: 2.362e-02, eta: 2 days, 13:03:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9519, loss_cls: 4.0928, loss: 4.0928 +2025-05-04 03:51:31,021 - pyskl - INFO - Epoch [23][2700/3940] lr: 2.362e-02, eta: 2 days, 13:02:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9444, loss_cls: 4.1333, loss: 4.1333 +2025-05-04 03:52:14,510 - pyskl - INFO - Epoch [23][2800/3940] lr: 2.361e-02, eta: 2 days, 13:02:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9525, loss_cls: 4.0743, loss: 4.0743 +2025-05-04 03:52:58,113 - pyskl - INFO - Epoch [23][2900/3940] lr: 2.361e-02, eta: 2 days, 13:01:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9425, loss_cls: 4.0485, loss: 4.0485 +2025-05-04 03:53:41,839 - pyskl - INFO - Epoch [23][3000/3940] lr: 2.361e-02, eta: 2 days, 13:00:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9487, loss_cls: 4.1034, loss: 4.1034 +2025-05-04 03:54:25,266 - pyskl - INFO - Epoch [23][3100/3940] lr: 2.360e-02, eta: 2 days, 12:59:53, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9525, loss_cls: 3.9833, loss: 3.9833 +2025-05-04 03:55:08,731 - pyskl - INFO - Epoch [23][3200/3940] lr: 2.360e-02, eta: 2 days, 12:59:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9569, loss_cls: 4.0697, loss: 4.0697 +2025-05-04 03:55:52,225 - pyskl - INFO - Epoch [23][3300/3940] lr: 2.360e-02, eta: 2 days, 12:58:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9500, loss_cls: 3.9823, loss: 3.9823 +2025-05-04 03:56:35,768 - pyskl - INFO - Epoch [23][3400/3940] lr: 2.359e-02, eta: 2 days, 12:57:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9500, loss_cls: 3.9591, loss: 3.9591 +2025-05-04 03:57:19,310 - pyskl - INFO - Epoch [23][3500/3940] lr: 2.359e-02, eta: 2 days, 12:56:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9487, loss_cls: 4.0985, loss: 4.0985 +2025-05-04 03:58:02,814 - pyskl - INFO - Epoch [23][3600/3940] lr: 2.359e-02, eta: 2 days, 12:56:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9494, loss_cls: 4.0869, loss: 4.0869 +2025-05-04 03:58:46,241 - pyskl - INFO - Epoch [23][3700/3940] lr: 2.358e-02, eta: 2 days, 12:55:20, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9537, loss_cls: 3.9238, loss: 3.9238 +2025-05-04 03:59:29,730 - pyskl - INFO - Epoch [23][3800/3940] lr: 2.358e-02, eta: 2 days, 12:54:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9481, loss_cls: 4.1416, loss: 4.1416 +2025-05-04 04:00:13,158 - pyskl - INFO - Epoch [23][3900/3940] lr: 2.358e-02, eta: 2 days, 12:53:48, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9419, loss_cls: 4.1752, loss: 4.1752 +2025-05-04 04:00:30,882 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-05-04 04:03:53,589 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 04:03:54,055 - pyskl - INFO - +top1_acc 0.6839 +top5_acc 0.9154 +2025-05-04 04:03:54,073 - pyskl - INFO - Epoch(val) [23][3183] top1_acc: 0.6839, top5_acc: 0.9154 +2025-05-04 04:05:02,925 - pyskl - INFO - Epoch [24][100/3940] lr: 2.357e-02, eta: 2 days, 12:53:28, time: 0.688, data_time: 0.247, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9487, loss_cls: 4.0938, loss: 4.0938 +2025-05-04 04:05:47,034 - pyskl - INFO - Epoch [24][200/3940] lr: 2.357e-02, eta: 2 days, 12:52:46, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9637, loss_cls: 3.9184, loss: 3.9184 +2025-05-04 04:06:31,136 - pyskl - INFO - Epoch [24][300/3940] lr: 2.357e-02, eta: 2 days, 12:52:04, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 3.9531, loss: 3.9531 +2025-05-04 04:07:15,225 - pyskl - INFO - Epoch [24][400/3940] lr: 2.357e-02, eta: 2 days, 12:51:21, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9525, loss_cls: 4.0426, loss: 4.0426 +2025-05-04 04:07:59,360 - pyskl - INFO - Epoch [24][500/3940] lr: 2.356e-02, eta: 2 days, 12:50:39, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9525, loss_cls: 3.9459, loss: 3.9459 +2025-05-04 04:08:43,499 - pyskl - INFO - Epoch [24][600/3940] lr: 2.356e-02, eta: 2 days, 12:49:57, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9544, loss_cls: 3.9425, loss: 3.9425 +2025-05-04 04:09:27,731 - pyskl - INFO - Epoch [24][700/3940] lr: 2.356e-02, eta: 2 days, 12:49:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9556, loss_cls: 3.9790, loss: 3.9790 +2025-05-04 04:10:11,847 - pyskl - INFO - Epoch [24][800/3940] lr: 2.355e-02, eta: 2 days, 12:48:34, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9500, loss_cls: 4.1422, loss: 4.1422 +2025-05-04 04:10:55,998 - pyskl - INFO - Epoch [24][900/3940] lr: 2.355e-02, eta: 2 days, 12:47:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9469, loss_cls: 3.9631, loss: 3.9631 +2025-05-04 04:11:40,114 - pyskl - INFO - Epoch [24][1000/3940] lr: 2.355e-02, eta: 2 days, 12:47:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9513, loss_cls: 4.0338, loss: 4.0338 +2025-05-04 04:12:24,277 - pyskl - INFO - Epoch [24][1100/3940] lr: 2.354e-02, eta: 2 days, 12:46:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 4.0258, loss: 4.0258 +2025-05-04 04:13:08,427 - pyskl - INFO - Epoch [24][1200/3940] lr: 2.354e-02, eta: 2 days, 12:45:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 4.0622, loss: 4.0622 +2025-05-04 04:13:52,570 - pyskl - INFO - Epoch [24][1300/3940] lr: 2.354e-02, eta: 2 days, 12:45:03, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9463, loss_cls: 4.0022, loss: 4.0022 +2025-05-04 04:14:36,773 - pyskl - INFO - Epoch [24][1400/3940] lr: 2.353e-02, eta: 2 days, 12:44:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9456, loss_cls: 3.9797, loss: 3.9797 +2025-05-04 04:15:20,896 - pyskl - INFO - Epoch [24][1500/3940] lr: 2.353e-02, eta: 2 days, 12:43:39, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9475, loss_cls: 3.9480, loss: 3.9480 +2025-05-04 04:16:05,041 - pyskl - INFO - Epoch [24][1600/3940] lr: 2.353e-02, eta: 2 days, 12:42:57, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9494, loss_cls: 4.1707, loss: 4.1707 +2025-05-04 04:16:49,211 - pyskl - INFO - Epoch [24][1700/3940] lr: 2.352e-02, eta: 2 days, 12:42:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9500, loss_cls: 4.1072, loss: 4.1072 +2025-05-04 04:17:33,348 - pyskl - INFO - Epoch [24][1800/3940] lr: 2.352e-02, eta: 2 days, 12:41:33, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9519, loss_cls: 3.8694, loss: 3.8694 +2025-05-04 04:18:17,537 - pyskl - INFO - Epoch [24][1900/3940] lr: 2.352e-02, eta: 2 days, 12:40:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9406, loss_cls: 4.1955, loss: 4.1955 +2025-05-04 04:19:01,843 - pyskl - INFO - Epoch [24][2000/3940] lr: 2.352e-02, eta: 2 days, 12:40:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9500, loss_cls: 4.0054, loss: 4.0054 +2025-05-04 04:19:46,050 - pyskl - INFO - Epoch [24][2100/3940] lr: 2.351e-02, eta: 2 days, 12:39:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 4.0439, loss: 4.0439 +2025-05-04 04:20:30,200 - pyskl - INFO - Epoch [24][2200/3940] lr: 2.351e-02, eta: 2 days, 12:38:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 3.9427, loss: 3.9427 +2025-05-04 04:21:14,396 - pyskl - INFO - Epoch [24][2300/3940] lr: 2.351e-02, eta: 2 days, 12:38:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9537, loss_cls: 3.9962, loss: 3.9962 +2025-05-04 04:21:58,450 - pyskl - INFO - Epoch [24][2400/3940] lr: 2.350e-02, eta: 2 days, 12:37:22, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 4.0625, loss: 4.0625 +2025-05-04 04:22:42,547 - pyskl - INFO - Epoch [24][2500/3940] lr: 2.350e-02, eta: 2 days, 12:36:39, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 4.0836, loss: 4.0836 +2025-05-04 04:23:26,468 - pyskl - INFO - Epoch [24][2600/3940] lr: 2.350e-02, eta: 2 days, 12:35:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9463, loss_cls: 4.0567, loss: 4.0567 +2025-05-04 04:24:10,443 - pyskl - INFO - Epoch [24][2700/3940] lr: 2.349e-02, eta: 2 days, 12:35:13, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9537, loss_cls: 3.9176, loss: 3.9176 +2025-05-04 04:24:54,825 - pyskl - INFO - Epoch [24][2800/3940] lr: 2.349e-02, eta: 2 days, 12:34:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9487, loss_cls: 4.0126, loss: 4.0126 +2025-05-04 04:25:38,847 - pyskl - INFO - Epoch [24][2900/3940] lr: 2.349e-02, eta: 2 days, 12:33:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9481, loss_cls: 3.9827, loss: 3.9827 +2025-05-04 04:26:23,007 - pyskl - INFO - Epoch [24][3000/3940] lr: 2.348e-02, eta: 2 days, 12:33:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9544, loss_cls: 4.1276, loss: 4.1276 +2025-05-04 04:27:07,254 - pyskl - INFO - Epoch [24][3100/3940] lr: 2.348e-02, eta: 2 days, 12:32:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9469, loss_cls: 3.9597, loss: 3.9597 +2025-05-04 04:27:51,706 - pyskl - INFO - Epoch [24][3200/3940] lr: 2.348e-02, eta: 2 days, 12:31:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 3.9541, loss: 3.9541 +2025-05-04 04:28:35,786 - pyskl - INFO - Epoch [24][3300/3940] lr: 2.347e-02, eta: 2 days, 12:31:03, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9469, loss_cls: 3.9909, loss: 3.9909 +2025-05-04 04:29:19,858 - pyskl - INFO - Epoch [24][3400/3940] lr: 2.347e-02, eta: 2 days, 12:30:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9500, loss_cls: 4.0397, loss: 4.0397 +2025-05-04 04:30:03,944 - pyskl - INFO - Epoch [24][3500/3940] lr: 2.347e-02, eta: 2 days, 12:29:38, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9425, loss_cls: 4.1081, loss: 4.1081 +2025-05-04 04:30:48,016 - pyskl - INFO - Epoch [24][3600/3940] lr: 2.346e-02, eta: 2 days, 12:28:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9456, loss_cls: 4.2055, loss: 4.2055 +2025-05-04 04:31:32,023 - pyskl - INFO - Epoch [24][3700/3940] lr: 2.346e-02, eta: 2 days, 12:28:12, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9450, loss_cls: 4.0801, loss: 4.0801 +2025-05-04 04:32:15,995 - pyskl - INFO - Epoch [24][3800/3940] lr: 2.346e-02, eta: 2 days, 12:27:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9569, loss_cls: 3.8665, loss: 3.8665 +2025-05-04 04:33:00,074 - pyskl - INFO - Epoch [24][3900/3940] lr: 2.346e-02, eta: 2 days, 12:26:47, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9450, loss_cls: 4.0200, loss: 4.0200 +2025-05-04 04:33:17,993 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-05-04 04:36:42,071 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 04:36:42,535 - pyskl - INFO - +top1_acc 0.7018 +top5_acc 0.9357 +2025-05-04 04:36:42,589 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_22.pth was removed +2025-05-04 04:36:43,778 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. +2025-05-04 04:36:43,780 - pyskl - INFO - Best top1_acc is 0.7018 at 24 epoch. +2025-05-04 04:36:43,798 - pyskl - INFO - Epoch(val) [24][3183] top1_acc: 0.7018, top5_acc: 0.9357 +2025-05-04 04:37:52,519 - pyskl - INFO - Epoch [25][100/3940] lr: 2.345e-02, eta: 2 days, 12:26:24, time: 0.687, data_time: 0.253, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9544, loss_cls: 4.0585, loss: 4.0585 +2025-05-04 04:38:36,052 - pyskl - INFO - Epoch [25][200/3940] lr: 2.345e-02, eta: 2 days, 12:25:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9519, loss_cls: 4.0466, loss: 4.0466 +2025-05-04 04:39:19,451 - pyskl - INFO - Epoch [25][300/3940] lr: 2.344e-02, eta: 2 days, 12:24:52, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9581, loss_cls: 3.9525, loss: 3.9525 +2025-05-04 04:40:02,970 - pyskl - INFO - Epoch [25][400/3940] lr: 2.344e-02, eta: 2 days, 12:24:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9556, loss_cls: 3.9128, loss: 3.9128 +2025-05-04 04:40:46,376 - pyskl - INFO - Epoch [25][500/3940] lr: 2.344e-02, eta: 2 days, 12:23:21, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9537, loss_cls: 3.9315, loss: 3.9315 +2025-05-04 04:41:29,767 - pyskl - INFO - Epoch [25][600/3940] lr: 2.343e-02, eta: 2 days, 12:22:34, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9587, loss_cls: 3.9244, loss: 3.9244 +2025-05-04 04:42:13,230 - pyskl - INFO - Epoch [25][700/3940] lr: 2.343e-02, eta: 2 days, 12:21:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 3.8335, loss: 3.8335 +2025-05-04 04:42:56,996 - pyskl - INFO - Epoch [25][800/3940] lr: 2.343e-02, eta: 2 days, 12:21:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9487, loss_cls: 4.0293, loss: 4.0293 +2025-05-04 04:43:40,360 - pyskl - INFO - Epoch [25][900/3940] lr: 2.342e-02, eta: 2 days, 12:20:18, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9463, loss_cls: 4.0717, loss: 4.0717 +2025-05-04 04:44:23,861 - pyskl - INFO - Epoch [25][1000/3940] lr: 2.342e-02, eta: 2 days, 12:19:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9481, loss_cls: 4.0672, loss: 4.0672 +2025-05-04 04:45:07,334 - pyskl - INFO - Epoch [25][1100/3940] lr: 2.342e-02, eta: 2 days, 12:18:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9463, loss_cls: 4.1404, loss: 4.1404 +2025-05-04 04:45:50,807 - pyskl - INFO - Epoch [25][1200/3940] lr: 2.342e-02, eta: 2 days, 12:18:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9494, loss_cls: 4.0418, loss: 4.0418 +2025-05-04 04:46:34,424 - pyskl - INFO - Epoch [25][1300/3940] lr: 2.341e-02, eta: 2 days, 12:17:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9581, loss_cls: 3.9532, loss: 3.9532 +2025-05-04 04:47:17,913 - pyskl - INFO - Epoch [25][1400/3940] lr: 2.341e-02, eta: 2 days, 12:16:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9519, loss_cls: 3.9788, loss: 3.9788 +2025-05-04 04:48:01,390 - pyskl - INFO - Epoch [25][1500/3940] lr: 2.341e-02, eta: 2 days, 12:15:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9469, loss_cls: 3.8231, loss: 3.8231 +2025-05-04 04:48:44,873 - pyskl - INFO - Epoch [25][1600/3940] lr: 2.340e-02, eta: 2 days, 12:14:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9469, loss_cls: 3.9431, loss: 3.9431 +2025-05-04 04:49:28,348 - pyskl - INFO - Epoch [25][1700/3940] lr: 2.340e-02, eta: 2 days, 12:14:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9506, loss_cls: 4.0832, loss: 4.0832 +2025-05-04 04:50:11,792 - pyskl - INFO - Epoch [25][1800/3940] lr: 2.340e-02, eta: 2 days, 12:13:28, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9613, loss_cls: 4.0740, loss: 4.0740 +2025-05-04 04:50:55,331 - pyskl - INFO - Epoch [25][1900/3940] lr: 2.339e-02, eta: 2 days, 12:12:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9500, loss_cls: 3.9302, loss: 3.9302 +2025-05-04 04:51:39,024 - pyskl - INFO - Epoch [25][2000/3940] lr: 2.339e-02, eta: 2 days, 12:11:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9594, loss_cls: 3.8805, loss: 3.8805 +2025-05-04 04:52:23,169 - pyskl - INFO - Epoch [25][2100/3940] lr: 2.339e-02, eta: 2 days, 12:11:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9513, loss_cls: 3.9646, loss: 3.9646 +2025-05-04 04:53:07,172 - pyskl - INFO - Epoch [25][2200/3940] lr: 2.338e-02, eta: 2 days, 12:10:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9487, loss_cls: 4.1304, loss: 4.1304 +2025-05-04 04:53:51,311 - pyskl - INFO - Epoch [25][2300/3940] lr: 2.338e-02, eta: 2 days, 12:09:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9519, loss_cls: 4.0563, loss: 4.0563 +2025-05-04 04:54:35,438 - pyskl - INFO - Epoch [25][2400/3940] lr: 2.338e-02, eta: 2 days, 12:09:08, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9487, loss_cls: 4.0624, loss: 4.0624 +2025-05-04 04:55:19,363 - pyskl - INFO - Epoch [25][2500/3940] lr: 2.337e-02, eta: 2 days, 12:08:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9450, loss_cls: 3.9255, loss: 3.9255 +2025-05-04 04:56:03,155 - pyskl - INFO - Epoch [25][2600/3940] lr: 2.337e-02, eta: 2 days, 12:07:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9500, loss_cls: 4.0393, loss: 4.0393 +2025-05-04 04:56:46,974 - pyskl - INFO - Epoch [25][2700/3940] lr: 2.337e-02, eta: 2 days, 12:06:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9481, loss_cls: 4.0004, loss: 4.0004 +2025-05-04 04:57:30,759 - pyskl - INFO - Epoch [25][2800/3940] lr: 2.336e-02, eta: 2 days, 12:06:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9506, loss_cls: 4.0426, loss: 4.0426 +2025-05-04 04:58:14,515 - pyskl - INFO - Epoch [25][2900/3940] lr: 2.336e-02, eta: 2 days, 12:05:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9513, loss_cls: 3.9862, loss: 3.9862 +2025-05-04 04:58:58,330 - pyskl - INFO - Epoch [25][3000/3940] lr: 2.336e-02, eta: 2 days, 12:04:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9413, loss_cls: 4.1616, loss: 4.1616 +2025-05-04 04:59:42,094 - pyskl - INFO - Epoch [25][3100/3940] lr: 2.335e-02, eta: 2 days, 12:04:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9419, loss_cls: 4.1092, loss: 4.1092 +2025-05-04 05:00:25,890 - pyskl - INFO - Epoch [25][3200/3940] lr: 2.335e-02, eta: 2 days, 12:03:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9425, loss_cls: 4.1310, loss: 4.1310 +2025-05-04 05:01:09,626 - pyskl - INFO - Epoch [25][3300/3940] lr: 2.335e-02, eta: 2 days, 12:02:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9375, loss_cls: 4.1802, loss: 4.1802 +2025-05-04 05:01:53,418 - pyskl - INFO - Epoch [25][3400/3940] lr: 2.334e-02, eta: 2 days, 12:01:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9481, loss_cls: 4.0221, loss: 4.0221 +2025-05-04 05:02:37,253 - pyskl - INFO - Epoch [25][3500/3940] lr: 2.334e-02, eta: 2 days, 12:01:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9544, loss_cls: 3.9932, loss: 3.9932 +2025-05-04 05:03:21,002 - pyskl - INFO - Epoch [25][3600/3940] lr: 2.334e-02, eta: 2 days, 12:00:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9519, loss_cls: 4.0061, loss: 4.0061 +2025-05-04 05:04:04,810 - pyskl - INFO - Epoch [25][3700/3940] lr: 2.333e-02, eta: 2 days, 11:59:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9419, loss_cls: 4.1067, loss: 4.1067 +2025-05-04 05:04:48,511 - pyskl - INFO - Epoch [25][3800/3940] lr: 2.333e-02, eta: 2 days, 11:58:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9481, loss_cls: 3.9761, loss: 3.9761 +2025-05-04 05:05:32,241 - pyskl - INFO - Epoch [25][3900/3940] lr: 2.333e-02, eta: 2 days, 11:58:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9437, loss_cls: 3.9170, loss: 3.9170 +2025-05-04 05:05:50,160 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-05-04 05:09:14,178 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 05:09:14,640 - pyskl - INFO - +top1_acc 0.6918 +top5_acc 0.9269 +2025-05-04 05:09:14,660 - pyskl - INFO - Epoch(val) [25][3183] top1_acc: 0.6918, top5_acc: 0.9269 +2025-05-04 05:10:24,518 - pyskl - INFO - Epoch [26][100/3940] lr: 2.332e-02, eta: 2 days, 11:57:48, time: 0.698, data_time: 0.261, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9594, loss_cls: 3.8332, loss: 3.8332 +2025-05-04 05:11:08,668 - pyskl - INFO - Epoch [26][200/3940] lr: 2.332e-02, eta: 2 days, 11:57:06, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 3.8419, loss: 3.8419 +2025-05-04 05:11:52,656 - pyskl - INFO - Epoch [26][300/3940] lr: 2.332e-02, eta: 2 days, 11:56:23, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9481, loss_cls: 3.9660, loss: 3.9660 +2025-05-04 05:12:36,561 - pyskl - INFO - Epoch [26][400/3940] lr: 2.331e-02, eta: 2 days, 11:55:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 3.8339, loss: 3.8339 +2025-05-04 05:13:20,445 - pyskl - INFO - Epoch [26][500/3940] lr: 2.331e-02, eta: 2 days, 11:54:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9506, loss_cls: 3.9961, loss: 3.9961 +2025-05-04 05:14:04,170 - pyskl - INFO - Epoch [26][600/3940] lr: 2.331e-02, eta: 2 days, 11:54:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 3.8162, loss: 3.8162 +2025-05-04 05:14:48,061 - pyskl - INFO - Epoch [26][700/3940] lr: 2.330e-02, eta: 2 days, 11:53:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9531, loss_cls: 3.9142, loss: 3.9142 +2025-05-04 05:15:32,322 - pyskl - INFO - Epoch [26][800/3940] lr: 2.330e-02, eta: 2 days, 11:52:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9437, loss_cls: 4.0955, loss: 4.0955 +2025-05-04 05:16:16,377 - pyskl - INFO - Epoch [26][900/3940] lr: 2.330e-02, eta: 2 days, 11:52:03, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 3.9284, loss: 3.9284 +2025-05-04 05:17:00,338 - pyskl - INFO - Epoch [26][1000/3940] lr: 2.329e-02, eta: 2 days, 11:51:20, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9544, loss_cls: 3.9385, loss: 3.9385 +2025-05-04 05:17:44,171 - pyskl - INFO - Epoch [26][1100/3940] lr: 2.329e-02, eta: 2 days, 11:50:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9463, loss_cls: 4.0496, loss: 4.0496 +2025-05-04 05:18:27,982 - pyskl - INFO - Epoch [26][1200/3940] lr: 2.329e-02, eta: 2 days, 11:49:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9544, loss_cls: 4.0382, loss: 4.0382 +2025-05-04 05:19:12,099 - pyskl - INFO - Epoch [26][1300/3940] lr: 2.328e-02, eta: 2 days, 11:49:10, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9469, loss_cls: 4.0345, loss: 4.0345 +2025-05-04 05:19:56,021 - pyskl - INFO - Epoch [26][1400/3940] lr: 2.328e-02, eta: 2 days, 11:48:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9463, loss_cls: 4.0290, loss: 4.0290 +2025-05-04 05:20:39,831 - pyskl - INFO - Epoch [26][1500/3940] lr: 2.328e-02, eta: 2 days, 11:47:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9600, loss_cls: 4.0301, loss: 4.0301 +2025-05-04 05:21:23,643 - pyskl - INFO - Epoch [26][1600/3940] lr: 2.327e-02, eta: 2 days, 11:46:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9481, loss_cls: 4.1816, loss: 4.1816 +2025-05-04 05:22:07,370 - pyskl - INFO - Epoch [26][1700/3940] lr: 2.327e-02, eta: 2 days, 11:46:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9513, loss_cls: 3.9156, loss: 3.9156 +2025-05-04 05:22:51,165 - pyskl - INFO - Epoch [26][1800/3940] lr: 2.327e-02, eta: 2 days, 11:45:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9563, loss_cls: 3.9267, loss: 3.9267 +2025-05-04 05:23:35,040 - pyskl - INFO - Epoch [26][1900/3940] lr: 2.326e-02, eta: 2 days, 11:44:46, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 3.8055, loss: 3.8055 +2025-05-04 05:24:18,867 - pyskl - INFO - Epoch [26][2000/3940] lr: 2.326e-02, eta: 2 days, 11:44:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9506, loss_cls: 4.0824, loss: 4.0824 +2025-05-04 05:25:02,715 - pyskl - INFO - Epoch [26][2100/3940] lr: 2.325e-02, eta: 2 days, 11:43:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9494, loss_cls: 3.9834, loss: 3.9834 +2025-05-04 05:25:46,516 - pyskl - INFO - Epoch [26][2200/3940] lr: 2.325e-02, eta: 2 days, 11:42:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9463, loss_cls: 3.9985, loss: 3.9985 +2025-05-04 05:26:30,360 - pyskl - INFO - Epoch [26][2300/3940] lr: 2.325e-02, eta: 2 days, 11:41:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9537, loss_cls: 4.0085, loss: 4.0085 +2025-05-04 05:27:14,178 - pyskl - INFO - Epoch [26][2400/3940] lr: 2.324e-02, eta: 2 days, 11:41:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9513, loss_cls: 3.9685, loss: 3.9685 +2025-05-04 05:27:57,996 - pyskl - INFO - Epoch [26][2500/3940] lr: 2.324e-02, eta: 2 days, 11:40:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9437, loss_cls: 4.0487, loss: 4.0487 +2025-05-04 05:28:41,786 - pyskl - INFO - Epoch [26][2600/3940] lr: 2.324e-02, eta: 2 days, 11:39:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9537, loss_cls: 3.9452, loss: 3.9452 +2025-05-04 05:29:25,574 - pyskl - INFO - Epoch [26][2700/3940] lr: 2.323e-02, eta: 2 days, 11:38:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9463, loss_cls: 4.0733, loss: 4.0733 +2025-05-04 05:30:09,394 - pyskl - INFO - Epoch [26][2800/3940] lr: 2.323e-02, eta: 2 days, 11:38:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9581, loss_cls: 3.9582, loss: 3.9582 +2025-05-04 05:30:53,192 - pyskl - INFO - Epoch [26][2900/3940] lr: 2.323e-02, eta: 2 days, 11:37:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9563, loss_cls: 3.9770, loss: 3.9770 +2025-05-04 05:31:37,014 - pyskl - INFO - Epoch [26][3000/3940] lr: 2.322e-02, eta: 2 days, 11:36:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9681, loss_cls: 3.8207, loss: 3.8207 +2025-05-04 05:32:20,847 - pyskl - INFO - Epoch [26][3100/3940] lr: 2.322e-02, eta: 2 days, 11:35:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9500, loss_cls: 3.9273, loss: 3.9273 +2025-05-04 05:33:04,675 - pyskl - INFO - Epoch [26][3200/3940] lr: 2.322e-02, eta: 2 days, 11:35:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 4.0824, loss: 4.0824 +2025-05-04 05:33:48,467 - pyskl - INFO - Epoch [26][3300/3940] lr: 2.321e-02, eta: 2 days, 11:34:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9444, loss_cls: 4.1475, loss: 4.1475 +2025-05-04 05:34:32,306 - pyskl - INFO - Epoch [26][3400/3940] lr: 2.321e-02, eta: 2 days, 11:33:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9500, loss_cls: 3.9885, loss: 3.9885 +2025-05-04 05:35:16,178 - pyskl - INFO - Epoch [26][3500/3940] lr: 2.321e-02, eta: 2 days, 11:33:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9487, loss_cls: 4.0648, loss: 4.0648 +2025-05-04 05:35:59,974 - pyskl - INFO - Epoch [26][3600/3940] lr: 2.320e-02, eta: 2 days, 11:32:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9444, loss_cls: 4.1375, loss: 4.1375 +2025-05-04 05:36:43,791 - pyskl - INFO - Epoch [26][3700/3940] lr: 2.320e-02, eta: 2 days, 11:31:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9531, loss_cls: 4.1516, loss: 4.1516 +2025-05-04 05:37:27,613 - pyskl - INFO - Epoch [26][3800/3940] lr: 2.320e-02, eta: 2 days, 11:30:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9544, loss_cls: 4.0097, loss: 4.0097 +2025-05-04 05:38:11,382 - pyskl - INFO - Epoch [26][3900/3940] lr: 2.319e-02, eta: 2 days, 11:30:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9506, loss_cls: 4.0351, loss: 4.0351 +2025-05-04 05:38:29,184 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-05-04 05:41:52,696 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 05:41:53,163 - pyskl - INFO - +top1_acc 0.7050 +top5_acc 0.9321 +2025-05-04 05:41:53,233 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_24.pth was removed +2025-05-04 05:41:54,306 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. +2025-05-04 05:41:54,308 - pyskl - INFO - Best top1_acc is 0.7050 at 26 epoch. +2025-05-04 05:41:54,326 - pyskl - INFO - Epoch(val) [26][3183] top1_acc: 0.7050, top5_acc: 0.9321 +2025-05-04 05:43:03,722 - pyskl - INFO - Epoch [27][100/3940] lr: 2.319e-02, eta: 2 days, 11:29:44, time: 0.694, data_time: 0.254, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 3.9039, loss: 3.9039 +2025-05-04 05:43:47,509 - pyskl - INFO - Epoch [27][200/3940] lr: 2.319e-02, eta: 2 days, 11:28:59, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9581, loss_cls: 3.9697, loss: 3.9697 +2025-05-04 05:44:31,246 - pyskl - INFO - Epoch [27][300/3940] lr: 2.318e-02, eta: 2 days, 11:28:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9475, loss_cls: 3.9796, loss: 3.9796 +2025-05-04 05:45:14,955 - pyskl - INFO - Epoch [27][400/3940] lr: 2.318e-02, eta: 2 days, 11:27:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9544, loss_cls: 3.9657, loss: 3.9657 +2025-05-04 05:45:58,673 - pyskl - INFO - Epoch [27][500/3940] lr: 2.317e-02, eta: 2 days, 11:26:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9619, loss_cls: 3.8644, loss: 3.8644 +2025-05-04 05:46:42,362 - pyskl - INFO - Epoch [27][600/3940] lr: 2.317e-02, eta: 2 days, 11:26:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9581, loss_cls: 3.9483, loss: 3.9483 +2025-05-04 05:47:26,146 - pyskl - INFO - Epoch [27][700/3940] lr: 2.317e-02, eta: 2 days, 11:25:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9587, loss_cls: 3.9089, loss: 3.9089 +2025-05-04 05:48:09,938 - pyskl - INFO - Epoch [27][800/3940] lr: 2.316e-02, eta: 2 days, 11:24:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9487, loss_cls: 3.9274, loss: 3.9274 +2025-05-04 05:48:53,789 - pyskl - INFO - Epoch [27][900/3940] lr: 2.316e-02, eta: 2 days, 11:23:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9563, loss_cls: 4.0183, loss: 4.0183 +2025-05-04 05:49:37,569 - pyskl - INFO - Epoch [27][1000/3940] lr: 2.316e-02, eta: 2 days, 11:23:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 3.9760, loss: 3.9760 +2025-05-04 05:50:21,533 - pyskl - INFO - Epoch [27][1100/3940] lr: 2.315e-02, eta: 2 days, 11:22:22, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9563, loss_cls: 4.0054, loss: 4.0054 +2025-05-04 05:51:05,257 - pyskl - INFO - Epoch [27][1200/3940] lr: 2.315e-02, eta: 2 days, 11:21:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9544, loss_cls: 3.8885, loss: 3.8885 +2025-05-04 05:51:48,964 - pyskl - INFO - Epoch [27][1300/3940] lr: 2.315e-02, eta: 2 days, 11:20:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9494, loss_cls: 4.0059, loss: 4.0059 +2025-05-04 05:52:32,886 - pyskl - INFO - Epoch [27][1400/3940] lr: 2.314e-02, eta: 2 days, 11:20:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9469, loss_cls: 3.9251, loss: 3.9251 +2025-05-04 05:53:16,732 - pyskl - INFO - Epoch [27][1500/3940] lr: 2.314e-02, eta: 2 days, 11:19:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9625, loss_cls: 3.9524, loss: 3.9524 +2025-05-04 05:54:00,570 - pyskl - INFO - Epoch [27][1600/3940] lr: 2.314e-02, eta: 2 days, 11:18:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9463, loss_cls: 4.1047, loss: 4.1047 +2025-05-04 05:54:44,415 - pyskl - INFO - Epoch [27][1700/3940] lr: 2.313e-02, eta: 2 days, 11:17:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9425, loss_cls: 3.9611, loss: 3.9611 +2025-05-04 05:55:28,347 - pyskl - INFO - Epoch [27][1800/3940] lr: 2.313e-02, eta: 2 days, 11:17:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9456, loss_cls: 4.0381, loss: 4.0381 +2025-05-04 05:56:12,176 - pyskl - INFO - Epoch [27][1900/3940] lr: 2.313e-02, eta: 2 days, 11:16:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9594, loss_cls: 3.9563, loss: 3.9563 +2025-05-04 05:56:55,894 - pyskl - INFO - Epoch [27][2000/3940] lr: 2.312e-02, eta: 2 days, 11:15:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9531, loss_cls: 4.0318, loss: 4.0318 +2025-05-04 05:57:39,718 - pyskl - INFO - Epoch [27][2100/3940] lr: 2.312e-02, eta: 2 days, 11:15:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9450, loss_cls: 4.0350, loss: 4.0350 +2025-05-04 05:58:23,501 - pyskl - INFO - Epoch [27][2200/3940] lr: 2.312e-02, eta: 2 days, 11:14:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9469, loss_cls: 4.0984, loss: 4.0984 +2025-05-04 05:59:07,424 - pyskl - INFO - Epoch [27][2300/3940] lr: 2.311e-02, eta: 2 days, 11:13:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9500, loss_cls: 4.0103, loss: 4.0103 +2025-05-04 05:59:51,179 - pyskl - INFO - Epoch [27][2400/3940] lr: 2.311e-02, eta: 2 days, 11:12:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9506, loss_cls: 4.1432, loss: 4.1432 +2025-05-04 06:00:34,866 - pyskl - INFO - Epoch [27][2500/3940] lr: 2.311e-02, eta: 2 days, 11:12:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9431, loss_cls: 3.9849, loss: 3.9849 +2025-05-04 06:01:18,663 - pyskl - INFO - Epoch [27][2600/3940] lr: 2.310e-02, eta: 2 days, 11:11:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9481, loss_cls: 3.9789, loss: 3.9789 +2025-05-04 06:02:02,508 - pyskl - INFO - Epoch [27][2700/3940] lr: 2.310e-02, eta: 2 days, 11:10:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9487, loss_cls: 4.1339, loss: 4.1339 +2025-05-04 06:02:46,288 - pyskl - INFO - Epoch [27][2800/3940] lr: 2.309e-02, eta: 2 days, 11:09:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9525, loss_cls: 4.1009, loss: 4.1009 +2025-05-04 06:03:30,082 - pyskl - INFO - Epoch [27][2900/3940] lr: 2.309e-02, eta: 2 days, 11:09:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9594, loss_cls: 3.8827, loss: 3.8827 +2025-05-04 06:04:13,873 - pyskl - INFO - Epoch [27][3000/3940] lr: 2.309e-02, eta: 2 days, 11:08:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9500, loss_cls: 3.9999, loss: 3.9999 +2025-05-04 06:04:57,736 - pyskl - INFO - Epoch [27][3100/3940] lr: 2.308e-02, eta: 2 days, 11:07:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9475, loss_cls: 4.0604, loss: 4.0604 +2025-05-04 06:05:41,490 - pyskl - INFO - Epoch [27][3200/3940] lr: 2.308e-02, eta: 2 days, 11:06:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9494, loss_cls: 3.9561, loss: 3.9561 +2025-05-04 06:06:25,248 - pyskl - INFO - Epoch [27][3300/3940] lr: 2.308e-02, eta: 2 days, 11:06:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9481, loss_cls: 3.9526, loss: 3.9526 +2025-05-04 06:07:09,130 - pyskl - INFO - Epoch [27][3400/3940] lr: 2.307e-02, eta: 2 days, 11:05:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 4.0000, loss: 4.0000 +2025-05-04 06:07:53,008 - pyskl - INFO - Epoch [27][3500/3940] lr: 2.307e-02, eta: 2 days, 11:04:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9494, loss_cls: 3.9448, loss: 3.9448 +2025-05-04 06:08:36,812 - pyskl - INFO - Epoch [27][3600/3940] lr: 2.307e-02, eta: 2 days, 11:04:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9437, loss_cls: 3.9421, loss: 3.9421 +2025-05-04 06:09:20,425 - pyskl - INFO - Epoch [27][3700/3940] lr: 2.306e-02, eta: 2 days, 11:03:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9513, loss_cls: 3.9890, loss: 3.9890 +2025-05-04 06:10:04,046 - pyskl - INFO - Epoch [27][3800/3940] lr: 2.306e-02, eta: 2 days, 11:02:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9525, loss_cls: 3.9800, loss: 3.9800 +2025-05-04 06:10:47,731 - pyskl - INFO - Epoch [27][3900/3940] lr: 2.306e-02, eta: 2 days, 11:01:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9519, loss_cls: 4.0208, loss: 4.0208 +2025-05-04 06:11:05,545 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-05-04 06:14:29,780 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 06:14:30,249 - pyskl - INFO - +top1_acc 0.6439 +top5_acc 0.9028 +2025-05-04 06:14:30,267 - pyskl - INFO - Epoch(val) [27][3183] top1_acc: 0.6439, top5_acc: 0.9028 +2025-05-04 06:15:39,236 - pyskl - INFO - Epoch [28][100/3940] lr: 2.305e-02, eta: 2 days, 11:01:20, time: 0.690, data_time: 0.250, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9606, loss_cls: 4.0200, loss: 4.0200 +2025-05-04 06:16:23,053 - pyskl - INFO - Epoch [28][200/3940] lr: 2.305e-02, eta: 2 days, 11:00:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 3.8654, loss: 3.8654 +2025-05-04 06:17:07,008 - pyskl - INFO - Epoch [28][300/3940] lr: 2.304e-02, eta: 2 days, 10:59:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9425, loss_cls: 4.0836, loss: 4.0836 +2025-05-04 06:17:51,102 - pyskl - INFO - Epoch [28][400/3940] lr: 2.304e-02, eta: 2 days, 10:59:10, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 3.8367, loss: 3.8367 +2025-05-04 06:18:35,043 - pyskl - INFO - Epoch [28][500/3940] lr: 2.304e-02, eta: 2 days, 10:58:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9544, loss_cls: 3.9725, loss: 3.9725 +2025-05-04 06:19:18,866 - pyskl - INFO - Epoch [28][600/3940] lr: 2.303e-02, eta: 2 days, 10:57:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 3.8722, loss: 3.8722 +2025-05-04 06:20:02,665 - pyskl - INFO - Epoch [28][700/3940] lr: 2.303e-02, eta: 2 days, 10:56:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9425, loss_cls: 4.0429, loss: 4.0429 +2025-05-04 06:20:46,446 - pyskl - INFO - Epoch [28][800/3940] lr: 2.303e-02, eta: 2 days, 10:56:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9500, loss_cls: 3.9991, loss: 3.9991 +2025-05-04 06:21:30,264 - pyskl - INFO - Epoch [28][900/3940] lr: 2.302e-02, eta: 2 days, 10:55:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9563, loss_cls: 3.8832, loss: 3.8832 +2025-05-04 06:22:14,182 - pyskl - INFO - Epoch [28][1000/3940] lr: 2.302e-02, eta: 2 days, 10:54:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 3.9405, loss: 3.9405 +2025-05-04 06:22:58,071 - pyskl - INFO - Epoch [28][1100/3940] lr: 2.301e-02, eta: 2 days, 10:54:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9569, loss_cls: 3.9430, loss: 3.9430 +2025-05-04 06:23:41,912 - pyskl - INFO - Epoch [28][1200/3940] lr: 2.301e-02, eta: 2 days, 10:53:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9500, loss_cls: 4.0156, loss: 4.0156 +2025-05-04 06:24:25,863 - pyskl - INFO - Epoch [28][1300/3940] lr: 2.301e-02, eta: 2 days, 10:52:36, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9525, loss_cls: 3.7685, loss: 3.7685 +2025-05-04 06:25:09,762 - pyskl - INFO - Epoch [28][1400/3940] lr: 2.300e-02, eta: 2 days, 10:51:52, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9506, loss_cls: 4.0313, loss: 4.0313 +2025-05-04 06:25:53,544 - pyskl - INFO - Epoch [28][1500/3940] lr: 2.300e-02, eta: 2 days, 10:51:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9556, loss_cls: 3.8694, loss: 3.8694 +2025-05-04 06:26:37,349 - pyskl - INFO - Epoch [28][1600/3940] lr: 2.300e-02, eta: 2 days, 10:50:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9506, loss_cls: 3.9945, loss: 3.9945 +2025-05-04 06:27:21,140 - pyskl - INFO - Epoch [28][1700/3940] lr: 2.299e-02, eta: 2 days, 10:49:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 3.9689, loss: 3.9689 +2025-05-04 06:28:04,898 - pyskl - INFO - Epoch [28][1800/3940] lr: 2.299e-02, eta: 2 days, 10:48:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9537, loss_cls: 3.8825, loss: 3.8825 +2025-05-04 06:28:48,753 - pyskl - INFO - Epoch [28][1900/3940] lr: 2.299e-02, eta: 2 days, 10:48:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9469, loss_cls: 3.8843, loss: 3.8843 +2025-05-04 06:29:32,524 - pyskl - INFO - Epoch [28][2000/3940] lr: 2.298e-02, eta: 2 days, 10:47:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 3.8982, loss: 3.8982 +2025-05-04 06:30:16,272 - pyskl - INFO - Epoch [28][2100/3940] lr: 2.298e-02, eta: 2 days, 10:46:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 4.0252, loss: 4.0252 +2025-05-04 06:31:00,017 - pyskl - INFO - Epoch [28][2200/3940] lr: 2.298e-02, eta: 2 days, 10:45:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9469, loss_cls: 4.0001, loss: 4.0001 +2025-05-04 06:31:43,781 - pyskl - INFO - Epoch [28][2300/3940] lr: 2.297e-02, eta: 2 days, 10:45:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9587, loss_cls: 4.0371, loss: 4.0371 +2025-05-04 06:32:27,550 - pyskl - INFO - Epoch [28][2400/3940] lr: 2.297e-02, eta: 2 days, 10:44:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9613, loss_cls: 3.9473, loss: 3.9473 +2025-05-04 06:33:11,271 - pyskl - INFO - Epoch [28][2500/3940] lr: 2.296e-02, eta: 2 days, 10:43:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9463, loss_cls: 4.0561, loss: 4.0561 +2025-05-04 06:33:55,012 - pyskl - INFO - Epoch [28][2600/3940] lr: 2.296e-02, eta: 2 days, 10:43:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9481, loss_cls: 3.9911, loss: 3.9911 +2025-05-04 06:34:38,797 - pyskl - INFO - Epoch [28][2700/3940] lr: 2.296e-02, eta: 2 days, 10:42:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9450, loss_cls: 4.0284, loss: 4.0284 +2025-05-04 06:35:22,629 - pyskl - INFO - Epoch [28][2800/3940] lr: 2.295e-02, eta: 2 days, 10:41:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9487, loss_cls: 4.0157, loss: 4.0157 +2025-05-04 06:36:06,437 - pyskl - INFO - Epoch [28][2900/3940] lr: 2.295e-02, eta: 2 days, 10:40:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9581, loss_cls: 3.9026, loss: 3.9026 +2025-05-04 06:36:50,194 - pyskl - INFO - Epoch [28][3000/3940] lr: 2.295e-02, eta: 2 days, 10:40:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9587, loss_cls: 3.8301, loss: 3.8301 +2025-05-04 06:37:33,940 - pyskl - INFO - Epoch [28][3100/3940] lr: 2.294e-02, eta: 2 days, 10:39:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9450, loss_cls: 3.8411, loss: 3.8411 +2025-05-04 06:38:17,718 - pyskl - INFO - Epoch [28][3200/3940] lr: 2.294e-02, eta: 2 days, 10:38:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9519, loss_cls: 4.0109, loss: 4.0109 +2025-05-04 06:39:01,421 - pyskl - INFO - Epoch [28][3300/3940] lr: 2.294e-02, eta: 2 days, 10:37:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9481, loss_cls: 4.0415, loss: 4.0415 +2025-05-04 06:39:45,244 - pyskl - INFO - Epoch [28][3400/3940] lr: 2.293e-02, eta: 2 days, 10:37:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9437, loss_cls: 4.1174, loss: 4.1174 +2025-05-04 06:40:29,090 - pyskl - INFO - Epoch [28][3500/3940] lr: 2.293e-02, eta: 2 days, 10:36:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9581, loss_cls: 3.9905, loss: 3.9905 +2025-05-04 06:41:12,940 - pyskl - INFO - Epoch [28][3600/3940] lr: 2.292e-02, eta: 2 days, 10:35:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9481, loss_cls: 3.9460, loss: 3.9460 +2025-05-04 06:41:56,821 - pyskl - INFO - Epoch [28][3700/3940] lr: 2.292e-02, eta: 2 days, 10:34:56, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9487, loss_cls: 3.9535, loss: 3.9535 +2025-05-04 06:42:40,610 - pyskl - INFO - Epoch [28][3800/3940] lr: 2.292e-02, eta: 2 days, 10:34:12, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9437, loss_cls: 4.1055, loss: 4.1055 +2025-05-04 06:43:24,441 - pyskl - INFO - Epoch [28][3900/3940] lr: 2.291e-02, eta: 2 days, 10:33:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.7960, loss: 3.7960 +2025-05-04 06:43:42,336 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-05-04 06:47:05,138 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 06:47:05,600 - pyskl - INFO - +top1_acc 0.5799 +top5_acc 0.8355 +2025-05-04 06:47:05,618 - pyskl - INFO - Epoch(val) [28][3183] top1_acc: 0.5799, top5_acc: 0.8355 +2025-05-04 06:48:14,179 - pyskl - INFO - Epoch [29][100/3940] lr: 2.291e-02, eta: 2 days, 10:32:58, time: 0.686, data_time: 0.249, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9575, loss_cls: 4.0895, loss: 4.0895 +2025-05-04 06:48:57,815 - pyskl - INFO - Epoch [29][200/3940] lr: 2.290e-02, eta: 2 days, 10:32:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9594, loss_cls: 3.8558, loss: 3.8558 +2025-05-04 06:49:41,458 - pyskl - INFO - Epoch [29][300/3940] lr: 2.290e-02, eta: 2 days, 10:31:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9537, loss_cls: 3.8965, loss: 3.8965 +2025-05-04 06:50:25,078 - pyskl - INFO - Epoch [29][400/3940] lr: 2.290e-02, eta: 2 days, 10:30:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 3.8345, loss: 3.8345 +2025-05-04 06:51:08,759 - pyskl - INFO - Epoch [29][500/3940] lr: 2.289e-02, eta: 2 days, 10:29:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9594, loss_cls: 3.9297, loss: 3.9297 +2025-05-04 06:51:52,387 - pyskl - INFO - Epoch [29][600/3940] lr: 2.289e-02, eta: 2 days, 10:29:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9500, loss_cls: 3.9967, loss: 3.9967 +2025-05-04 06:52:36,032 - pyskl - INFO - Epoch [29][700/3940] lr: 2.289e-02, eta: 2 days, 10:28:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 3.8107, loss: 3.8107 +2025-05-04 06:53:19,713 - pyskl - INFO - Epoch [29][800/3940] lr: 2.288e-02, eta: 2 days, 10:27:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9525, loss_cls: 4.0065, loss: 4.0065 +2025-05-04 06:54:03,438 - pyskl - INFO - Epoch [29][900/3940] lr: 2.288e-02, eta: 2 days, 10:27:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 3.8386, loss: 3.8386 +2025-05-04 06:54:47,083 - pyskl - INFO - Epoch [29][1000/3940] lr: 2.287e-02, eta: 2 days, 10:26:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9487, loss_cls: 4.0109, loss: 4.0109 +2025-05-04 06:55:30,779 - pyskl - INFO - Epoch [29][1100/3940] lr: 2.287e-02, eta: 2 days, 10:25:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9444, loss_cls: 4.0336, loss: 4.0336 +2025-05-04 06:56:14,518 - pyskl - INFO - Epoch [29][1200/3940] lr: 2.287e-02, eta: 2 days, 10:24:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9581, loss_cls: 3.9085, loss: 3.9085 +2025-05-04 06:56:58,234 - pyskl - INFO - Epoch [29][1300/3940] lr: 2.286e-02, eta: 2 days, 10:24:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9456, loss_cls: 4.0494, loss: 4.0494 +2025-05-04 06:57:41,966 - pyskl - INFO - Epoch [29][1400/3940] lr: 2.286e-02, eta: 2 days, 10:23:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 4.0725, loss: 4.0725 +2025-05-04 06:58:25,796 - pyskl - INFO - Epoch [29][1500/3940] lr: 2.286e-02, eta: 2 days, 10:22:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9519, loss_cls: 3.9616, loss: 3.9616 +2025-05-04 06:59:09,573 - pyskl - INFO - Epoch [29][1600/3940] lr: 2.285e-02, eta: 2 days, 10:21:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 3.9773, loss: 3.9773 +2025-05-04 06:59:53,221 - pyskl - INFO - Epoch [29][1700/3940] lr: 2.285e-02, eta: 2 days, 10:21:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9469, loss_cls: 4.0124, loss: 4.0124 +2025-05-04 07:00:36,808 - pyskl - INFO - Epoch [29][1800/3940] lr: 2.284e-02, eta: 2 days, 10:20:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9537, loss_cls: 4.0906, loss: 4.0906 +2025-05-04 07:01:20,473 - pyskl - INFO - Epoch [29][1900/3940] lr: 2.284e-02, eta: 2 days, 10:19:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9519, loss_cls: 4.0844, loss: 4.0844 +2025-05-04 07:02:04,193 - pyskl - INFO - Epoch [29][2000/3940] lr: 2.284e-02, eta: 2 days, 10:18:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9556, loss_cls: 4.0110, loss: 4.0110 +2025-05-04 07:02:47,826 - pyskl - INFO - Epoch [29][2100/3940] lr: 2.283e-02, eta: 2 days, 10:18:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 3.8166, loss: 3.8166 +2025-05-04 07:03:31,503 - pyskl - INFO - Epoch [29][2200/3940] lr: 2.283e-02, eta: 2 days, 10:17:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9475, loss_cls: 3.8668, loss: 3.8668 +2025-05-04 07:04:15,254 - pyskl - INFO - Epoch [29][2300/3940] lr: 2.283e-02, eta: 2 days, 10:16:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9581, loss_cls: 3.8776, loss: 3.8776 +2025-05-04 07:04:59,071 - pyskl - INFO - Epoch [29][2400/3940] lr: 2.282e-02, eta: 2 days, 10:15:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9531, loss_cls: 3.9974, loss: 3.9974 +2025-05-04 07:05:42,869 - pyskl - INFO - Epoch [29][2500/3940] lr: 2.282e-02, eta: 2 days, 10:15:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9581, loss_cls: 3.8662, loss: 3.8662 +2025-05-04 07:06:26,635 - pyskl - INFO - Epoch [29][2600/3940] lr: 2.281e-02, eta: 2 days, 10:14:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9487, loss_cls: 3.9046, loss: 3.9046 +2025-05-04 07:07:10,345 - pyskl - INFO - Epoch [29][2700/3940] lr: 2.281e-02, eta: 2 days, 10:13:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 3.8380, loss: 3.8380 +2025-05-04 07:07:54,018 - pyskl - INFO - Epoch [29][2800/3940] lr: 2.281e-02, eta: 2 days, 10:12:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9406, loss_cls: 3.9613, loss: 3.9613 +2025-05-04 07:08:37,666 - pyskl - INFO - Epoch [29][2900/3940] lr: 2.280e-02, eta: 2 days, 10:12:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9587, loss_cls: 3.8641, loss: 3.8641 +2025-05-04 07:09:21,265 - pyskl - INFO - Epoch [29][3000/3940] lr: 2.280e-02, eta: 2 days, 10:11:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9581, loss_cls: 3.9886, loss: 3.9886 +2025-05-04 07:10:04,947 - pyskl - INFO - Epoch [29][3100/3940] lr: 2.280e-02, eta: 2 days, 10:10:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9500, loss_cls: 4.0532, loss: 4.0532 +2025-05-04 07:10:48,586 - pyskl - INFO - Epoch [29][3200/3940] lr: 2.279e-02, eta: 2 days, 10:09:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9506, loss_cls: 4.1064, loss: 4.1064 +2025-05-04 07:11:32,271 - pyskl - INFO - Epoch [29][3300/3940] lr: 2.279e-02, eta: 2 days, 10:09:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9469, loss_cls: 4.0420, loss: 4.0420 +2025-05-04 07:12:15,980 - pyskl - INFO - Epoch [29][3400/3940] lr: 2.278e-02, eta: 2 days, 10:08:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9506, loss_cls: 4.0564, loss: 4.0564 +2025-05-04 07:13:00,034 - pyskl - INFO - Epoch [29][3500/3940] lr: 2.278e-02, eta: 2 days, 10:07:44, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 3.8748, loss: 3.8748 +2025-05-04 07:13:43,952 - pyskl - INFO - Epoch [29][3600/3940] lr: 2.278e-02, eta: 2 days, 10:07:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9519, loss_cls: 3.8683, loss: 3.8683 +2025-05-04 07:14:27,691 - pyskl - INFO - Epoch [29][3700/3940] lr: 2.277e-02, eta: 2 days, 10:06:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9525, loss_cls: 4.0414, loss: 4.0414 +2025-05-04 07:15:11,622 - pyskl - INFO - Epoch [29][3800/3940] lr: 2.277e-02, eta: 2 days, 10:05:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9513, loss_cls: 4.0086, loss: 4.0086 +2025-05-04 07:15:55,514 - pyskl - INFO - Epoch [29][3900/3940] lr: 2.277e-02, eta: 2 days, 10:04:49, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9494, loss_cls: 4.0333, loss: 4.0333 +2025-05-04 07:16:13,477 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-05-04 07:19:35,965 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 07:19:36,436 - pyskl - INFO - +top1_acc 0.6959 +top5_acc 0.9278 +2025-05-04 07:19:36,456 - pyskl - INFO - Epoch(val) [29][3183] top1_acc: 0.6959, top5_acc: 0.9278 +2025-05-04 07:20:45,150 - pyskl - INFO - Epoch [30][100/3940] lr: 2.276e-02, eta: 2 days, 10:04:18, time: 0.687, data_time: 0.249, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9544, loss_cls: 4.0768, loss: 4.0768 +2025-05-04 07:21:28,968 - pyskl - INFO - Epoch [30][200/3940] lr: 2.276e-02, eta: 2 days, 10:03:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 3.8723, loss: 3.8723 +2025-05-04 07:22:12,837 - pyskl - INFO - Epoch [30][300/3940] lr: 2.275e-02, eta: 2 days, 10:02:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 3.9958, loss: 3.9958 +2025-05-04 07:22:56,563 - pyskl - INFO - Epoch [30][400/3940] lr: 2.275e-02, eta: 2 days, 10:02:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9475, loss_cls: 3.9720, loss: 3.9720 +2025-05-04 07:23:40,470 - pyskl - INFO - Epoch [30][500/3940] lr: 2.275e-02, eta: 2 days, 10:01:22, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 3.8891, loss: 3.8891 +2025-05-04 07:24:24,390 - pyskl - INFO - Epoch [30][600/3940] lr: 2.274e-02, eta: 2 days, 10:00:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9625, loss_cls: 3.8556, loss: 3.8556 +2025-05-04 07:25:08,264 - pyskl - INFO - Epoch [30][700/3940] lr: 2.274e-02, eta: 2 days, 9:59:55, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9581, loss_cls: 3.9612, loss: 3.9612 +2025-05-04 07:25:52,142 - pyskl - INFO - Epoch [30][800/3940] lr: 2.273e-02, eta: 2 days, 9:59:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 3.8465, loss: 3.8465 +2025-05-04 07:26:36,030 - pyskl - INFO - Epoch [30][900/3940] lr: 2.273e-02, eta: 2 days, 9:58:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 3.7794, loss: 3.7794 +2025-05-04 07:27:19,950 - pyskl - INFO - Epoch [30][1000/3940] lr: 2.273e-02, eta: 2 days, 9:57:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 3.8869, loss: 3.8869 +2025-05-04 07:28:03,717 - pyskl - INFO - Epoch [30][1100/3940] lr: 2.272e-02, eta: 2 days, 9:56:59, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 3.8745, loss: 3.8745 +2025-05-04 07:28:47,415 - pyskl - INFO - Epoch [30][1200/3940] lr: 2.272e-02, eta: 2 days, 9:56:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9525, loss_cls: 4.0612, loss: 4.0612 +2025-05-04 07:29:31,279 - pyskl - INFO - Epoch [30][1300/3940] lr: 2.271e-02, eta: 2 days, 9:55:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9513, loss_cls: 3.8740, loss: 3.8740 +2025-05-04 07:30:15,065 - pyskl - INFO - Epoch [30][1400/3940] lr: 2.271e-02, eta: 2 days, 9:54:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9594, loss_cls: 3.8410, loss: 3.8410 +2025-05-04 07:30:58,788 - pyskl - INFO - Epoch [30][1500/3940] lr: 2.271e-02, eta: 2 days, 9:54:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9556, loss_cls: 3.8991, loss: 3.8991 +2025-05-04 07:31:42,459 - pyskl - INFO - Epoch [30][1600/3940] lr: 2.270e-02, eta: 2 days, 9:53:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9556, loss_cls: 3.9498, loss: 3.9498 +2025-05-04 07:32:26,224 - pyskl - INFO - Epoch [30][1700/3940] lr: 2.270e-02, eta: 2 days, 9:52:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9481, loss_cls: 3.9995, loss: 3.9995 +2025-05-04 07:33:09,969 - pyskl - INFO - Epoch [30][1800/3940] lr: 2.270e-02, eta: 2 days, 9:51:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9525, loss_cls: 3.9978, loss: 3.9978 +2025-05-04 07:33:53,685 - pyskl - INFO - Epoch [30][1900/3940] lr: 2.269e-02, eta: 2 days, 9:51:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 3.7304, loss: 3.7304 +2025-05-04 07:34:37,379 - pyskl - INFO - Epoch [30][2000/3940] lr: 2.269e-02, eta: 2 days, 9:50:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9587, loss_cls: 3.9395, loss: 3.9395 +2025-05-04 07:35:21,213 - pyskl - INFO - Epoch [30][2100/3940] lr: 2.268e-02, eta: 2 days, 9:49:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9506, loss_cls: 3.9114, loss: 3.9114 +2025-05-04 07:36:04,907 - pyskl - INFO - Epoch [30][2200/3940] lr: 2.268e-02, eta: 2 days, 9:48:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9544, loss_cls: 3.9211, loss: 3.9211 +2025-05-04 07:36:48,614 - pyskl - INFO - Epoch [30][2300/3940] lr: 2.268e-02, eta: 2 days, 9:48:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9394, loss_cls: 3.9948, loss: 3.9948 +2025-05-04 07:37:32,280 - pyskl - INFO - Epoch [30][2400/3940] lr: 2.267e-02, eta: 2 days, 9:47:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 3.9099, loss: 3.9099 +2025-05-04 07:38:15,994 - pyskl - INFO - Epoch [30][2500/3940] lr: 2.267e-02, eta: 2 days, 9:46:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9537, loss_cls: 3.8837, loss: 3.8837 +2025-05-04 07:38:59,789 - pyskl - INFO - Epoch [30][2600/3940] lr: 2.266e-02, eta: 2 days, 9:45:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9531, loss_cls: 3.9936, loss: 3.9936 +2025-05-04 07:39:43,572 - pyskl - INFO - Epoch [30][2700/3940] lr: 2.266e-02, eta: 2 days, 9:45:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9537, loss_cls: 3.9589, loss: 3.9589 +2025-05-04 07:40:27,289 - pyskl - INFO - Epoch [30][2800/3940] lr: 2.266e-02, eta: 2 days, 9:44:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9519, loss_cls: 3.8459, loss: 3.8459 +2025-05-04 07:41:11,019 - pyskl - INFO - Epoch [30][2900/3940] lr: 2.265e-02, eta: 2 days, 9:43:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9544, loss_cls: 3.8931, loss: 3.8931 +2025-05-04 07:41:54,764 - pyskl - INFO - Epoch [30][3000/3940] lr: 2.265e-02, eta: 2 days, 9:42:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9581, loss_cls: 4.1211, loss: 4.1211 +2025-05-04 07:42:38,603 - pyskl - INFO - Epoch [30][3100/3940] lr: 2.265e-02, eta: 2 days, 9:42:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 3.9915, loss: 3.9915 +2025-05-04 07:43:22,450 - pyskl - INFO - Epoch [30][3200/3940] lr: 2.264e-02, eta: 2 days, 9:41:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9550, loss_cls: 3.8974, loss: 3.8974 +2025-05-04 07:44:06,308 - pyskl - INFO - Epoch [30][3300/3940] lr: 2.264e-02, eta: 2 days, 9:40:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9525, loss_cls: 3.9071, loss: 3.9071 +2025-05-04 07:44:50,145 - pyskl - INFO - Epoch [30][3400/3940] lr: 2.263e-02, eta: 2 days, 9:40:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9556, loss_cls: 3.8734, loss: 3.8734 +2025-05-04 07:45:33,922 - pyskl - INFO - Epoch [30][3500/3940] lr: 2.263e-02, eta: 2 days, 9:39:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9487, loss_cls: 4.1358, loss: 4.1358 +2025-05-04 07:46:17,768 - pyskl - INFO - Epoch [30][3600/3940] lr: 2.263e-02, eta: 2 days, 9:38:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 3.7697, loss: 3.7697 +2025-05-04 07:47:01,570 - pyskl - INFO - Epoch [30][3700/3940] lr: 2.262e-02, eta: 2 days, 9:37:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9419, loss_cls: 4.0742, loss: 4.0742 +2025-05-04 07:47:45,520 - pyskl - INFO - Epoch [30][3800/3940] lr: 2.262e-02, eta: 2 days, 9:37:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9531, loss_cls: 4.0265, loss: 4.0265 +2025-05-04 07:48:29,252 - pyskl - INFO - Epoch [30][3900/3940] lr: 2.261e-02, eta: 2 days, 9:36:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 4.0224, loss: 4.0224 +2025-05-04 07:48:47,113 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-05-04 07:52:09,739 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 07:52:10,204 - pyskl - INFO - +top1_acc 0.6878 +top5_acc 0.9213 +2025-05-04 07:52:10,222 - pyskl - INFO - Epoch(val) [30][3183] top1_acc: 0.6878, top5_acc: 0.9213 +2025-05-04 07:53:18,869 - pyskl - INFO - Epoch [31][100/3940] lr: 2.261e-02, eta: 2 days, 9:35:48, time: 0.686, data_time: 0.251, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 3.7985, loss: 3.7985 +2025-05-04 07:54:02,522 - pyskl - INFO - Epoch [31][200/3940] lr: 2.260e-02, eta: 2 days, 9:35:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9494, loss_cls: 3.8454, loss: 3.8454 +2025-05-04 07:54:46,215 - pyskl - INFO - Epoch [31][300/3940] lr: 2.260e-02, eta: 2 days, 9:34:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9531, loss_cls: 3.7846, loss: 3.7846 +2025-05-04 07:55:29,905 - pyskl - INFO - Epoch [31][400/3940] lr: 2.260e-02, eta: 2 days, 9:33:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 3.9713, loss: 3.9713 +2025-05-04 07:56:13,610 - pyskl - INFO - Epoch [31][500/3940] lr: 2.259e-02, eta: 2 days, 9:32:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9563, loss_cls: 3.9366, loss: 3.9366 +2025-05-04 07:56:57,433 - pyskl - INFO - Epoch [31][600/3940] lr: 2.259e-02, eta: 2 days, 9:32:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9456, loss_cls: 4.0963, loss: 4.0963 +2025-05-04 07:57:41,060 - pyskl - INFO - Epoch [31][700/3940] lr: 2.259e-02, eta: 2 days, 9:31:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 3.6783, loss: 3.6783 +2025-05-04 07:58:24,768 - pyskl - INFO - Epoch [31][800/3940] lr: 2.258e-02, eta: 2 days, 9:30:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9544, loss_cls: 3.9161, loss: 3.9161 +2025-05-04 07:59:08,401 - pyskl - INFO - Epoch [31][900/3940] lr: 2.258e-02, eta: 2 days, 9:29:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9600, loss_cls: 3.7927, loss: 3.7927 +2025-05-04 07:59:52,021 - pyskl - INFO - Epoch [31][1000/3940] lr: 2.257e-02, eta: 2 days, 9:29:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 3.8024, loss: 3.8024 +2025-05-04 08:00:35,591 - pyskl - INFO - Epoch [31][1100/3940] lr: 2.257e-02, eta: 2 days, 9:28:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9525, loss_cls: 3.8242, loss: 3.8242 +2025-05-04 08:01:19,182 - pyskl - INFO - Epoch [31][1200/3940] lr: 2.257e-02, eta: 2 days, 9:27:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9519, loss_cls: 4.0241, loss: 4.0241 +2025-05-04 08:02:02,886 - pyskl - INFO - Epoch [31][1300/3940] lr: 2.256e-02, eta: 2 days, 9:26:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9581, loss_cls: 3.9123, loss: 3.9123 +2025-05-04 08:02:46,441 - pyskl - INFO - Epoch [31][1400/3940] lr: 2.256e-02, eta: 2 days, 9:26:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 3.9442, loss: 3.9442 +2025-05-04 08:03:30,064 - pyskl - INFO - Epoch [31][1500/3940] lr: 2.255e-02, eta: 2 days, 9:25:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9487, loss_cls: 3.9548, loss: 3.9548 +2025-05-04 08:04:13,765 - pyskl - INFO - Epoch [31][1600/3940] lr: 2.255e-02, eta: 2 days, 9:24:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9469, loss_cls: 3.9405, loss: 3.9405 +2025-05-04 08:04:57,373 - pyskl - INFO - Epoch [31][1700/3940] lr: 2.255e-02, eta: 2 days, 9:23:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9519, loss_cls: 3.9699, loss: 3.9699 +2025-05-04 08:05:41,065 - pyskl - INFO - Epoch [31][1800/3940] lr: 2.254e-02, eta: 2 days, 9:23:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9519, loss_cls: 3.9891, loss: 3.9891 +2025-05-04 08:06:24,687 - pyskl - INFO - Epoch [31][1900/3940] lr: 2.254e-02, eta: 2 days, 9:22:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9519, loss_cls: 4.0582, loss: 4.0582 +2025-05-04 08:07:08,332 - pyskl - INFO - Epoch [31][2000/3940] lr: 2.253e-02, eta: 2 days, 9:21:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 3.8375, loss: 3.8375 +2025-05-04 08:07:51,972 - pyskl - INFO - Epoch [31][2100/3940] lr: 2.253e-02, eta: 2 days, 9:20:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 3.9088, loss: 3.9088 +2025-05-04 08:08:35,706 - pyskl - INFO - Epoch [31][2200/3940] lr: 2.253e-02, eta: 2 days, 9:20:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 3.8894, loss: 3.8894 +2025-05-04 08:09:19,340 - pyskl - INFO - Epoch [31][2300/3940] lr: 2.252e-02, eta: 2 days, 9:19:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9463, loss_cls: 4.0086, loss: 4.0086 +2025-05-04 08:10:03,003 - pyskl - INFO - Epoch [31][2400/3940] lr: 2.252e-02, eta: 2 days, 9:18:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9537, loss_cls: 3.9037, loss: 3.9037 +2025-05-04 08:10:46,593 - pyskl - INFO - Epoch [31][2500/3940] lr: 2.251e-02, eta: 2 days, 9:17:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9569, loss_cls: 3.8373, loss: 3.8373 +2025-05-04 08:11:30,259 - pyskl - INFO - Epoch [31][2600/3940] lr: 2.251e-02, eta: 2 days, 9:17:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 3.8039, loss: 3.8039 +2025-05-04 08:12:13,785 - pyskl - INFO - Epoch [31][2700/3940] lr: 2.251e-02, eta: 2 days, 9:16:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 3.8006, loss: 3.8006 +2025-05-04 08:12:57,415 - pyskl - INFO - Epoch [31][2800/3940] lr: 2.250e-02, eta: 2 days, 9:15:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9606, loss_cls: 3.8884, loss: 3.8884 +2025-05-04 08:13:41,144 - pyskl - INFO - Epoch [31][2900/3940] lr: 2.250e-02, eta: 2 days, 9:14:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9475, loss_cls: 4.0198, loss: 4.0198 +2025-05-04 08:14:24,834 - pyskl - INFO - Epoch [31][3000/3940] lr: 2.249e-02, eta: 2 days, 9:14:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9437, loss_cls: 4.0546, loss: 4.0546 +2025-05-04 08:15:08,586 - pyskl - INFO - Epoch [31][3100/3940] lr: 2.249e-02, eta: 2 days, 9:13:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9487, loss_cls: 4.0532, loss: 4.0532 +2025-05-04 08:15:52,265 - pyskl - INFO - Epoch [31][3200/3940] lr: 2.249e-02, eta: 2 days, 9:12:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9594, loss_cls: 3.9098, loss: 3.9098 +2025-05-04 08:16:35,947 - pyskl - INFO - Epoch [31][3300/3940] lr: 2.248e-02, eta: 2 days, 9:11:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9513, loss_cls: 3.8510, loss: 3.8510 +2025-05-04 08:17:19,726 - pyskl - INFO - Epoch [31][3400/3940] lr: 2.248e-02, eta: 2 days, 9:11:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9563, loss_cls: 3.9174, loss: 3.9174 +2025-05-04 08:18:03,539 - pyskl - INFO - Epoch [31][3500/3940] lr: 2.247e-02, eta: 2 days, 9:10:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9581, loss_cls: 3.8734, loss: 3.8734 +2025-05-04 08:18:47,294 - pyskl - INFO - Epoch [31][3600/3940] lr: 2.247e-02, eta: 2 days, 9:09:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9500, loss_cls: 4.0431, loss: 4.0431 +2025-05-04 08:19:30,808 - pyskl - INFO - Epoch [31][3700/3940] lr: 2.247e-02, eta: 2 days, 9:09:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9544, loss_cls: 3.9511, loss: 3.9511 +2025-05-04 08:20:14,235 - pyskl - INFO - Epoch [31][3800/3940] lr: 2.246e-02, eta: 2 days, 9:08:16, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9537, loss_cls: 3.8964, loss: 3.8964 +2025-05-04 08:20:57,785 - pyskl - INFO - Epoch [31][3900/3940] lr: 2.246e-02, eta: 2 days, 9:07:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9469, loss_cls: 4.0642, loss: 4.0642 +2025-05-04 08:21:15,560 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-05-04 08:24:38,078 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 08:24:38,544 - pyskl - INFO - +top1_acc 0.6773 +top5_acc 0.9222 +2025-05-04 08:24:38,562 - pyskl - INFO - Epoch(val) [31][3183] top1_acc: 0.6773, top5_acc: 0.9222 +2025-05-04 08:25:47,146 - pyskl - INFO - Epoch [32][100/3940] lr: 2.245e-02, eta: 2 days, 9:06:57, time: 0.686, data_time: 0.249, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 3.8615, loss: 3.8615 +2025-05-04 08:26:30,865 - pyskl - INFO - Epoch [32][200/3940] lr: 2.245e-02, eta: 2 days, 9:06:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9544, loss_cls: 3.9514, loss: 3.9514 +2025-05-04 08:27:14,527 - pyskl - INFO - Epoch [32][300/3940] lr: 2.244e-02, eta: 2 days, 9:05:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9675, loss_cls: 3.7709, loss: 3.7709 +2025-05-04 08:27:58,287 - pyskl - INFO - Epoch [32][400/3940] lr: 2.244e-02, eta: 2 days, 9:04:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9606, loss_cls: 3.8051, loss: 3.8051 +2025-05-04 08:28:42,080 - pyskl - INFO - Epoch [32][500/3940] lr: 2.244e-02, eta: 2 days, 9:04:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 3.7081, loss: 3.7081 +2025-05-04 08:29:25,898 - pyskl - INFO - Epoch [32][600/3940] lr: 2.243e-02, eta: 2 days, 9:03:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 3.9026, loss: 3.9026 +2025-05-04 08:30:09,723 - pyskl - INFO - Epoch [32][700/3940] lr: 2.243e-02, eta: 2 days, 9:02:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9469, loss_cls: 3.8074, loss: 3.8074 +2025-05-04 08:30:53,462 - pyskl - INFO - Epoch [32][800/3940] lr: 2.242e-02, eta: 2 days, 9:01:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 3.9134, loss: 3.9134 +2025-05-04 08:31:37,272 - pyskl - INFO - Epoch [32][900/3940] lr: 2.242e-02, eta: 2 days, 9:01:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9563, loss_cls: 3.7871, loss: 3.7871 +2025-05-04 08:32:21,003 - pyskl - INFO - Epoch [32][1000/3940] lr: 2.242e-02, eta: 2 days, 9:00:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 3.7672, loss: 3.7672 +2025-05-04 08:33:04,712 - pyskl - INFO - Epoch [32][1100/3940] lr: 2.241e-02, eta: 2 days, 8:59:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9500, loss_cls: 3.8187, loss: 3.8187 +2025-05-04 08:33:48,378 - pyskl - INFO - Epoch [32][1200/3940] lr: 2.241e-02, eta: 2 days, 8:58:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9587, loss_cls: 3.8337, loss: 3.8337 +2025-05-04 08:34:32,113 - pyskl - INFO - Epoch [32][1300/3940] lr: 2.240e-02, eta: 2 days, 8:58:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9550, loss_cls: 3.9786, loss: 3.9786 +2025-05-04 08:35:15,779 - pyskl - INFO - Epoch [32][1400/3940] lr: 2.240e-02, eta: 2 days, 8:57:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9550, loss_cls: 3.9963, loss: 3.9963 +2025-05-04 08:35:59,527 - pyskl - INFO - Epoch [32][1500/3940] lr: 2.240e-02, eta: 2 days, 8:56:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 3.9274, loss: 3.9274 +2025-05-04 08:36:43,316 - pyskl - INFO - Epoch [32][1600/3940] lr: 2.239e-02, eta: 2 days, 8:55:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 3.9337, loss: 3.9337 +2025-05-04 08:37:27,086 - pyskl - INFO - Epoch [32][1700/3940] lr: 2.239e-02, eta: 2 days, 8:55:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9500, loss_cls: 3.9427, loss: 3.9427 +2025-05-04 08:38:10,928 - pyskl - INFO - Epoch [32][1800/3940] lr: 2.238e-02, eta: 2 days, 8:54:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9537, loss_cls: 4.0207, loss: 4.0207 +2025-05-04 08:38:54,720 - pyskl - INFO - Epoch [32][1900/3940] lr: 2.238e-02, eta: 2 days, 8:53:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 3.8758, loss: 3.8758 +2025-05-04 08:39:38,496 - pyskl - INFO - Epoch [32][2000/3940] lr: 2.238e-02, eta: 2 days, 8:52:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9550, loss_cls: 3.9079, loss: 3.9079 +2025-05-04 08:40:22,219 - pyskl - INFO - Epoch [32][2100/3940] lr: 2.237e-02, eta: 2 days, 8:52:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9506, loss_cls: 4.0456, loss: 4.0456 +2025-05-04 08:41:05,948 - pyskl - INFO - Epoch [32][2200/3940] lr: 2.237e-02, eta: 2 days, 8:51:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9525, loss_cls: 3.9201, loss: 3.9201 +2025-05-04 08:41:49,706 - pyskl - INFO - Epoch [32][2300/3940] lr: 2.236e-02, eta: 2 days, 8:50:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9444, loss_cls: 4.0134, loss: 4.0134 +2025-05-04 08:42:33,422 - pyskl - INFO - Epoch [32][2400/3940] lr: 2.236e-02, eta: 2 days, 8:49:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 3.8537, loss: 3.8537 +2025-05-04 08:43:17,300 - pyskl - INFO - Epoch [32][2500/3940] lr: 2.236e-02, eta: 2 days, 8:49:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9519, loss_cls: 4.0069, loss: 4.0069 +2025-05-04 08:44:01,114 - pyskl - INFO - Epoch [32][2600/3940] lr: 2.235e-02, eta: 2 days, 8:48:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9587, loss_cls: 3.8524, loss: 3.8524 +2025-05-04 08:44:45,117 - pyskl - INFO - Epoch [32][2700/3940] lr: 2.235e-02, eta: 2 days, 8:47:47, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9513, loss_cls: 4.0437, loss: 4.0437 +2025-05-04 08:45:28,967 - pyskl - INFO - Epoch [32][2800/3940] lr: 2.234e-02, eta: 2 days, 8:47:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9437, loss_cls: 4.0846, loss: 4.0846 +2025-05-04 08:46:12,787 - pyskl - INFO - Epoch [32][2900/3940] lr: 2.234e-02, eta: 2 days, 8:46:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9569, loss_cls: 3.8446, loss: 3.8446 +2025-05-04 08:46:56,526 - pyskl - INFO - Epoch [32][3000/3940] lr: 2.233e-02, eta: 2 days, 8:45:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 3.9968, loss: 3.9968 +2025-05-04 08:47:40,319 - pyskl - INFO - Epoch [32][3100/3940] lr: 2.233e-02, eta: 2 days, 8:44:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 3.9076, loss: 3.9076 +2025-05-04 08:48:24,124 - pyskl - INFO - Epoch [32][3200/3940] lr: 2.233e-02, eta: 2 days, 8:44:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9494, loss_cls: 3.8826, loss: 3.8826 +2025-05-04 08:49:07,902 - pyskl - INFO - Epoch [32][3300/3940] lr: 2.232e-02, eta: 2 days, 8:43:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9500, loss_cls: 3.9734, loss: 3.9734 +2025-05-04 08:49:51,664 - pyskl - INFO - Epoch [32][3400/3940] lr: 2.232e-02, eta: 2 days, 8:42:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9475, loss_cls: 4.0047, loss: 4.0047 +2025-05-04 08:50:35,378 - pyskl - INFO - Epoch [32][3500/3940] lr: 2.231e-02, eta: 2 days, 8:41:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9525, loss_cls: 3.8294, loss: 3.8294 +2025-05-04 08:51:19,018 - pyskl - INFO - Epoch [32][3600/3940] lr: 2.231e-02, eta: 2 days, 8:41:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 3.8167, loss: 3.8167 +2025-05-04 08:52:02,817 - pyskl - INFO - Epoch [32][3700/3940] lr: 2.231e-02, eta: 2 days, 8:40:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9544, loss_cls: 3.8498, loss: 3.8498 +2025-05-04 08:52:46,514 - pyskl - INFO - Epoch [32][3800/3940] lr: 2.230e-02, eta: 2 days, 8:39:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 3.9939, loss: 3.9939 +2025-05-04 08:53:30,362 - pyskl - INFO - Epoch [32][3900/3940] lr: 2.230e-02, eta: 2 days, 8:38:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9537, loss_cls: 4.0051, loss: 4.0051 +2025-05-04 08:53:48,219 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-05-04 08:57:10,502 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 08:57:10,966 - pyskl - INFO - +top1_acc 0.6765 +top5_acc 0.9227 +2025-05-04 08:57:10,984 - pyskl - INFO - Epoch(val) [32][3183] top1_acc: 0.6765, top5_acc: 0.9227 +2025-05-04 08:58:19,822 - pyskl - INFO - Epoch [33][100/3940] lr: 2.229e-02, eta: 2 days, 8:38:23, time: 0.688, data_time: 0.248, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9581, loss_cls: 3.9191, loss: 3.9191 +2025-05-04 08:59:03,665 - pyskl - INFO - Epoch [33][200/3940] lr: 2.229e-02, eta: 2 days, 8:37:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 3.8376, loss: 3.8376 +2025-05-04 08:59:47,435 - pyskl - INFO - Epoch [33][300/3940] lr: 2.228e-02, eta: 2 days, 8:36:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 3.7186, loss: 3.7186 +2025-05-04 09:00:31,151 - pyskl - INFO - Epoch [33][400/3940] lr: 2.228e-02, eta: 2 days, 8:36:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9563, loss_cls: 3.9319, loss: 3.9319 +2025-05-04 09:01:14,909 - pyskl - INFO - Epoch [33][500/3940] lr: 2.228e-02, eta: 2 days, 8:35:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9500, loss_cls: 3.9260, loss: 3.9260 +2025-05-04 09:01:58,655 - pyskl - INFO - Epoch [33][600/3940] lr: 2.227e-02, eta: 2 days, 8:34:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9550, loss_cls: 3.6979, loss: 3.6979 +2025-05-04 09:02:42,379 - pyskl - INFO - Epoch [33][700/3940] lr: 2.227e-02, eta: 2 days, 8:33:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 3.8272, loss: 3.8272 +2025-05-04 09:03:25,989 - pyskl - INFO - Epoch [33][800/3940] lr: 2.226e-02, eta: 2 days, 8:33:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 3.9190, loss: 3.9190 +2025-05-04 09:04:09,592 - pyskl - INFO - Epoch [33][900/3940] lr: 2.226e-02, eta: 2 days, 8:32:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 3.8673, loss: 3.8673 +2025-05-04 09:04:53,252 - pyskl - INFO - Epoch [33][1000/3940] lr: 2.225e-02, eta: 2 days, 8:31:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9481, loss_cls: 3.9815, loss: 3.9815 +2025-05-04 09:05:36,927 - pyskl - INFO - Epoch [33][1100/3940] lr: 2.225e-02, eta: 2 days, 8:30:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 3.8206, loss: 3.8206 +2025-05-04 09:06:20,566 - pyskl - INFO - Epoch [33][1200/3940] lr: 2.225e-02, eta: 2 days, 8:30:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9525, loss_cls: 3.9949, loss: 3.9949 +2025-05-04 09:07:04,249 - pyskl - INFO - Epoch [33][1300/3940] lr: 2.224e-02, eta: 2 days, 8:29:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 3.8296, loss: 3.8296 +2025-05-04 09:07:48,124 - pyskl - INFO - Epoch [33][1400/3940] lr: 2.224e-02, eta: 2 days, 8:28:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9525, loss_cls: 3.8861, loss: 3.8861 +2025-05-04 09:08:31,789 - pyskl - INFO - Epoch [33][1500/3940] lr: 2.223e-02, eta: 2 days, 8:28:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9469, loss_cls: 3.9108, loss: 3.9108 +2025-05-04 09:09:15,425 - pyskl - INFO - Epoch [33][1600/3940] lr: 2.223e-02, eta: 2 days, 8:27:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9531, loss_cls: 3.9159, loss: 3.9159 +2025-05-04 09:09:59,017 - pyskl - INFO - Epoch [33][1700/3940] lr: 2.223e-02, eta: 2 days, 8:26:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9550, loss_cls: 3.8657, loss: 3.8657 +2025-05-04 09:10:42,655 - pyskl - INFO - Epoch [33][1800/3940] lr: 2.222e-02, eta: 2 days, 8:25:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9487, loss_cls: 3.8844, loss: 3.8844 +2025-05-04 09:11:26,295 - pyskl - INFO - Epoch [33][1900/3940] lr: 2.222e-02, eta: 2 days, 8:25:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9487, loss_cls: 4.0003, loss: 4.0003 +2025-05-04 09:12:09,955 - pyskl - INFO - Epoch [33][2000/3940] lr: 2.221e-02, eta: 2 days, 8:24:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 3.8434, loss: 3.8434 +2025-05-04 09:12:53,669 - pyskl - INFO - Epoch [33][2100/3940] lr: 2.221e-02, eta: 2 days, 8:23:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9463, loss_cls: 3.9784, loss: 3.9784 +2025-05-04 09:13:37,463 - pyskl - INFO - Epoch [33][2200/3940] lr: 2.220e-02, eta: 2 days, 8:22:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 3.9691, loss: 3.9691 +2025-05-04 09:14:21,202 - pyskl - INFO - Epoch [33][2300/3940] lr: 2.220e-02, eta: 2 days, 8:22:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9581, loss_cls: 3.8945, loss: 3.8945 +2025-05-04 09:15:05,051 - pyskl - INFO - Epoch [33][2400/3940] lr: 2.220e-02, eta: 2 days, 8:21:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9575, loss_cls: 3.8021, loss: 3.8021 +2025-05-04 09:15:48,747 - pyskl - INFO - Epoch [33][2500/3940] lr: 2.219e-02, eta: 2 days, 8:20:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9531, loss_cls: 3.7435, loss: 3.7435 +2025-05-04 09:16:32,376 - pyskl - INFO - Epoch [33][2600/3940] lr: 2.219e-02, eta: 2 days, 8:19:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9575, loss_cls: 3.9231, loss: 3.9231 +2025-05-04 09:17:16,116 - pyskl - INFO - Epoch [33][2700/3940] lr: 2.218e-02, eta: 2 days, 8:19:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 3.9010, loss: 3.9010 +2025-05-04 09:18:00,043 - pyskl - INFO - Epoch [33][2800/3940] lr: 2.218e-02, eta: 2 days, 8:18:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9600, loss_cls: 3.9439, loss: 3.9439 +2025-05-04 09:18:43,712 - pyskl - INFO - Epoch [33][2900/3940] lr: 2.218e-02, eta: 2 days, 8:17:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9594, loss_cls: 3.9540, loss: 3.9540 +2025-05-04 09:19:27,484 - pyskl - INFO - Epoch [33][3000/3940] lr: 2.217e-02, eta: 2 days, 8:16:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9431, loss_cls: 3.9686, loss: 3.9686 +2025-05-04 09:20:11,179 - pyskl - INFO - Epoch [33][3100/3940] lr: 2.217e-02, eta: 2 days, 8:16:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9556, loss_cls: 3.7894, loss: 3.7894 +2025-05-04 09:20:54,832 - pyskl - INFO - Epoch [33][3200/3940] lr: 2.216e-02, eta: 2 days, 8:15:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 3.8887, loss: 3.8887 +2025-05-04 09:21:38,577 - pyskl - INFO - Epoch [33][3300/3940] lr: 2.216e-02, eta: 2 days, 8:14:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9481, loss_cls: 3.9143, loss: 3.9143 +2025-05-04 09:22:22,279 - pyskl - INFO - Epoch [33][3400/3940] lr: 2.215e-02, eta: 2 days, 8:13:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9481, loss_cls: 3.9587, loss: 3.9587 +2025-05-04 09:23:05,972 - pyskl - INFO - Epoch [33][3500/3940] lr: 2.215e-02, eta: 2 days, 8:13:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 3.8617, loss: 3.8617 +2025-05-04 09:23:49,629 - pyskl - INFO - Epoch [33][3600/3940] lr: 2.215e-02, eta: 2 days, 8:12:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9400, loss_cls: 3.9825, loss: 3.9825 +2025-05-04 09:24:33,270 - pyskl - INFO - Epoch [33][3700/3940] lr: 2.214e-02, eta: 2 days, 8:11:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9487, loss_cls: 3.9729, loss: 3.9729 +2025-05-04 09:25:16,915 - pyskl - INFO - Epoch [33][3800/3940] lr: 2.214e-02, eta: 2 days, 8:10:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9506, loss_cls: 4.0077, loss: 4.0077 +2025-05-04 09:26:00,541 - pyskl - INFO - Epoch [33][3900/3940] lr: 2.213e-02, eta: 2 days, 8:10:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9475, loss_cls: 3.9978, loss: 3.9978 +2025-05-04 09:26:18,385 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-05-04 09:29:43,001 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 09:29:43,466 - pyskl - INFO - +top1_acc 0.6921 +top5_acc 0.9277 +2025-05-04 09:29:43,485 - pyskl - INFO - Epoch(val) [33][3183] top1_acc: 0.6921, top5_acc: 0.9277 +2025-05-04 09:30:51,825 - pyskl - INFO - Epoch [34][100/3940] lr: 2.213e-02, eta: 2 days, 8:09:37, time: 0.683, data_time: 0.247, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 3.9888, loss: 3.9888 +2025-05-04 09:31:35,433 - pyskl - INFO - Epoch [34][200/3940] lr: 2.212e-02, eta: 2 days, 8:08:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9606, loss_cls: 3.7967, loss: 3.7967 +2025-05-04 09:32:19,121 - pyskl - INFO - Epoch [34][300/3940] lr: 2.212e-02, eta: 2 days, 8:08:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9587, loss_cls: 3.7888, loss: 3.7888 +2025-05-04 09:33:02,825 - pyskl - INFO - Epoch [34][400/3940] lr: 2.211e-02, eta: 2 days, 8:07:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9531, loss_cls: 3.8251, loss: 3.8251 +2025-05-04 09:33:46,524 - pyskl - INFO - Epoch [34][500/3940] lr: 2.211e-02, eta: 2 days, 8:06:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9556, loss_cls: 3.7482, loss: 3.7482 +2025-05-04 09:34:30,170 - pyskl - INFO - Epoch [34][600/3940] lr: 2.211e-02, eta: 2 days, 8:05:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 3.8516, loss: 3.8516 +2025-05-04 09:35:13,847 - pyskl - INFO - Epoch [34][700/3940] lr: 2.210e-02, eta: 2 days, 8:05:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 3.9638, loss: 3.9638 +2025-05-04 09:35:57,544 - pyskl - INFO - Epoch [34][800/3940] lr: 2.210e-02, eta: 2 days, 8:04:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9463, loss_cls: 3.9774, loss: 3.9774 +2025-05-04 09:36:41,173 - pyskl - INFO - Epoch [34][900/3940] lr: 2.209e-02, eta: 2 days, 8:03:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9519, loss_cls: 4.1234, loss: 4.1234 +2025-05-04 09:37:24,775 - pyskl - INFO - Epoch [34][1000/3940] lr: 2.209e-02, eta: 2 days, 8:02:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9375, loss_cls: 4.0314, loss: 4.0314 +2025-05-04 09:38:08,395 - pyskl - INFO - Epoch [34][1100/3940] lr: 2.208e-02, eta: 2 days, 8:02:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9550, loss_cls: 3.8763, loss: 3.8763 +2025-05-04 09:38:52,114 - pyskl - INFO - Epoch [34][1200/3940] lr: 2.208e-02, eta: 2 days, 8:01:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9500, loss_cls: 3.9598, loss: 3.9598 +2025-05-04 09:39:35,796 - pyskl - INFO - Epoch [34][1300/3940] lr: 2.208e-02, eta: 2 days, 8:00:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 3.9005, loss: 3.9005 +2025-05-04 09:40:19,492 - pyskl - INFO - Epoch [34][1400/3940] lr: 2.207e-02, eta: 2 days, 7:59:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9556, loss_cls: 3.7985, loss: 3.7985 +2025-05-04 09:41:03,157 - pyskl - INFO - Epoch [34][1500/3940] lr: 2.207e-02, eta: 2 days, 7:59:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9469, loss_cls: 3.9106, loss: 3.9106 +2025-05-04 09:41:46,806 - pyskl - INFO - Epoch [34][1600/3940] lr: 2.206e-02, eta: 2 days, 7:58:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9475, loss_cls: 3.9173, loss: 3.9173 +2025-05-04 09:42:30,501 - pyskl - INFO - Epoch [34][1700/3940] lr: 2.206e-02, eta: 2 days, 7:57:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9513, loss_cls: 3.9678, loss: 3.9678 +2025-05-04 09:43:14,148 - pyskl - INFO - Epoch [34][1800/3940] lr: 2.205e-02, eta: 2 days, 7:56:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9587, loss_cls: 3.8416, loss: 3.8416 +2025-05-04 09:43:57,847 - pyskl - INFO - Epoch [34][1900/3940] lr: 2.205e-02, eta: 2 days, 7:56:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9550, loss_cls: 3.7586, loss: 3.7586 +2025-05-04 09:44:41,611 - pyskl - INFO - Epoch [34][2000/3940] lr: 2.205e-02, eta: 2 days, 7:55:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9531, loss_cls: 3.8231, loss: 3.8231 +2025-05-04 09:45:25,382 - pyskl - INFO - Epoch [34][2100/3940] lr: 2.204e-02, eta: 2 days, 7:54:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9469, loss_cls: 3.8603, loss: 3.8603 +2025-05-04 09:46:09,124 - pyskl - INFO - Epoch [34][2200/3940] lr: 2.204e-02, eta: 2 days, 7:54:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9531, loss_cls: 3.9257, loss: 3.9257 +2025-05-04 09:46:52,895 - pyskl - INFO - Epoch [34][2300/3940] lr: 2.203e-02, eta: 2 days, 7:53:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9531, loss_cls: 4.0199, loss: 4.0199 +2025-05-04 09:47:36,790 - pyskl - INFO - Epoch [34][2400/3940] lr: 2.203e-02, eta: 2 days, 7:52:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9481, loss_cls: 3.8941, loss: 3.8941 +2025-05-04 09:48:20,491 - pyskl - INFO - Epoch [34][2500/3940] lr: 2.202e-02, eta: 2 days, 7:51:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9600, loss_cls: 3.8001, loss: 3.8001 +2025-05-04 09:49:04,152 - pyskl - INFO - Epoch [34][2600/3940] lr: 2.202e-02, eta: 2 days, 7:51:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9556, loss_cls: 3.8896, loss: 3.8896 +2025-05-04 09:49:47,893 - pyskl - INFO - Epoch [34][2700/3940] lr: 2.202e-02, eta: 2 days, 7:50:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9537, loss_cls: 3.9541, loss: 3.9541 +2025-05-04 09:50:31,686 - pyskl - INFO - Epoch [34][2800/3940] lr: 2.201e-02, eta: 2 days, 7:49:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9575, loss_cls: 3.9036, loss: 3.9036 +2025-05-04 09:51:15,399 - pyskl - INFO - Epoch [34][2900/3940] lr: 2.201e-02, eta: 2 days, 7:48:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9600, loss_cls: 3.7318, loss: 3.7318 +2025-05-04 09:51:59,184 - pyskl - INFO - Epoch [34][3000/3940] lr: 2.200e-02, eta: 2 days, 7:48:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 3.6982, loss: 3.6982 +2025-05-04 09:52:42,928 - pyskl - INFO - Epoch [34][3100/3940] lr: 2.200e-02, eta: 2 days, 7:47:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9494, loss_cls: 3.8535, loss: 3.8535 +2025-05-04 09:53:26,683 - pyskl - INFO - Epoch [34][3200/3940] lr: 2.199e-02, eta: 2 days, 7:46:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9619, loss_cls: 3.7972, loss: 3.7972 +2025-05-04 09:54:10,378 - pyskl - INFO - Epoch [34][3300/3940] lr: 2.199e-02, eta: 2 days, 7:45:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9506, loss_cls: 4.0380, loss: 4.0380 +2025-05-04 09:54:54,165 - pyskl - INFO - Epoch [34][3400/3940] lr: 2.199e-02, eta: 2 days, 7:45:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9475, loss_cls: 4.0242, loss: 4.0242 +2025-05-04 09:55:37,884 - pyskl - INFO - Epoch [34][3500/3940] lr: 2.198e-02, eta: 2 days, 7:44:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 3.9612, loss: 3.9612 +2025-05-04 09:56:21,690 - pyskl - INFO - Epoch [34][3600/3940] lr: 2.198e-02, eta: 2 days, 7:43:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9513, loss_cls: 3.9507, loss: 3.9507 +2025-05-04 09:57:05,452 - pyskl - INFO - Epoch [34][3700/3940] lr: 2.197e-02, eta: 2 days, 7:42:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9544, loss_cls: 3.8448, loss: 3.8448 +2025-05-04 09:57:49,257 - pyskl - INFO - Epoch [34][3800/3940] lr: 2.197e-02, eta: 2 days, 7:42:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9556, loss_cls: 3.8238, loss: 3.8238 +2025-05-04 09:58:33,073 - pyskl - INFO - Epoch [34][3900/3940] lr: 2.196e-02, eta: 2 days, 7:41:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9531, loss_cls: 3.8884, loss: 3.8884 +2025-05-04 09:58:50,888 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-05-04 10:02:14,296 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 10:02:14,763 - pyskl - INFO - +top1_acc 0.6717 +top5_acc 0.9158 +2025-05-04 10:02:14,783 - pyskl - INFO - Epoch(val) [34][3183] top1_acc: 0.6717, top5_acc: 0.9158 +2025-05-04 10:03:22,915 - pyskl - INFO - Epoch [35][100/3940] lr: 2.196e-02, eta: 2 days, 7:40:52, time: 0.681, data_time: 0.245, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9519, loss_cls: 3.7633, loss: 3.7633 +2025-05-04 10:04:06,573 - pyskl - INFO - Epoch [35][200/3940] lr: 2.195e-02, eta: 2 days, 7:40:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9569, loss_cls: 3.8651, loss: 3.8651 +2025-05-04 10:04:50,247 - pyskl - INFO - Epoch [35][300/3940] lr: 2.195e-02, eta: 2 days, 7:39:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9469, loss_cls: 4.0869, loss: 4.0869 +2025-05-04 10:05:33,918 - pyskl - INFO - Epoch [35][400/3940] lr: 2.195e-02, eta: 2 days, 7:38:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 3.8059, loss: 3.8059 +2025-05-04 10:06:17,582 - pyskl - INFO - Epoch [35][500/3940] lr: 2.194e-02, eta: 2 days, 7:37:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 3.8807, loss: 3.8807 +2025-05-04 10:07:01,285 - pyskl - INFO - Epoch [35][600/3940] lr: 2.194e-02, eta: 2 days, 7:37:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 3.8218, loss: 3.8218 +2025-05-04 10:07:44,939 - pyskl - INFO - Epoch [35][700/3940] lr: 2.193e-02, eta: 2 days, 7:36:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 3.8446, loss: 3.8446 +2025-05-04 10:08:28,598 - pyskl - INFO - Epoch [35][800/3940] lr: 2.193e-02, eta: 2 days, 7:35:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 3.8706, loss: 3.8706 +2025-05-04 10:09:12,284 - pyskl - INFO - Epoch [35][900/3940] lr: 2.192e-02, eta: 2 days, 7:34:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 3.7590, loss: 3.7590 +2025-05-04 10:09:56,013 - pyskl - INFO - Epoch [35][1000/3940] lr: 2.192e-02, eta: 2 days, 7:34:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9581, loss_cls: 3.8110, loss: 3.8110 +2025-05-04 10:10:39,713 - pyskl - INFO - Epoch [35][1100/3940] lr: 2.191e-02, eta: 2 days, 7:33:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 3.7907, loss: 3.7907 +2025-05-04 10:11:23,392 - pyskl - INFO - Epoch [35][1200/3940] lr: 2.191e-02, eta: 2 days, 7:32:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 3.7512, loss: 3.7512 +2025-05-04 10:12:07,114 - pyskl - INFO - Epoch [35][1300/3940] lr: 2.191e-02, eta: 2 days, 7:31:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9494, loss_cls: 4.0594, loss: 4.0594 +2025-05-04 10:12:50,797 - pyskl - INFO - Epoch [35][1400/3940] lr: 2.190e-02, eta: 2 days, 7:31:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9569, loss_cls: 3.8301, loss: 3.8301 +2025-05-04 10:13:34,520 - pyskl - INFO - Epoch [35][1500/3940] lr: 2.190e-02, eta: 2 days, 7:30:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 3.9688, loss: 3.9688 +2025-05-04 10:14:18,297 - pyskl - INFO - Epoch [35][1600/3940] lr: 2.189e-02, eta: 2 days, 7:29:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 3.7769, loss: 3.7769 +2025-05-04 10:15:02,079 - pyskl - INFO - Epoch [35][1700/3940] lr: 2.189e-02, eta: 2 days, 7:29:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9519, loss_cls: 3.8957, loss: 3.8957 +2025-05-04 10:15:45,896 - pyskl - INFO - Epoch [35][1800/3940] lr: 2.188e-02, eta: 2 days, 7:28:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9644, loss_cls: 3.7955, loss: 3.7955 +2025-05-04 10:16:29,664 - pyskl - INFO - Epoch [35][1900/3940] lr: 2.188e-02, eta: 2 days, 7:27:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9600, loss_cls: 3.8202, loss: 3.8202 +2025-05-04 10:17:13,449 - pyskl - INFO - Epoch [35][2000/3940] lr: 2.188e-02, eta: 2 days, 7:26:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9587, loss_cls: 3.8279, loss: 3.8279 +2025-05-04 10:17:57,264 - pyskl - INFO - Epoch [35][2100/3940] lr: 2.187e-02, eta: 2 days, 7:26:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9437, loss_cls: 3.9362, loss: 3.9362 +2025-05-04 10:18:41,039 - pyskl - INFO - Epoch [35][2200/3940] lr: 2.187e-02, eta: 2 days, 7:25:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9537, loss_cls: 3.8187, loss: 3.8187 +2025-05-04 10:19:24,774 - pyskl - INFO - Epoch [35][2300/3940] lr: 2.186e-02, eta: 2 days, 7:24:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 3.8957, loss: 3.8957 +2025-05-04 10:20:08,581 - pyskl - INFO - Epoch [35][2400/3940] lr: 2.186e-02, eta: 2 days, 7:23:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9563, loss_cls: 3.8241, loss: 3.8241 +2025-05-04 10:20:52,337 - pyskl - INFO - Epoch [35][2500/3940] lr: 2.185e-02, eta: 2 days, 7:23:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9594, loss_cls: 3.8062, loss: 3.8062 +2025-05-04 10:21:36,098 - pyskl - INFO - Epoch [35][2600/3940] lr: 2.185e-02, eta: 2 days, 7:22:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 3.8639, loss: 3.8639 +2025-05-04 10:22:20,027 - pyskl - INFO - Epoch [35][2700/3940] lr: 2.184e-02, eta: 2 days, 7:21:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9494, loss_cls: 3.9691, loss: 3.9691 +2025-05-04 10:23:03,805 - pyskl - INFO - Epoch [35][2800/3940] lr: 2.184e-02, eta: 2 days, 7:20:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9506, loss_cls: 3.9522, loss: 3.9522 +2025-05-04 10:23:47,564 - pyskl - INFO - Epoch [35][2900/3940] lr: 2.184e-02, eta: 2 days, 7:20:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9500, loss_cls: 4.0516, loss: 4.0516 +2025-05-04 10:24:31,302 - pyskl - INFO - Epoch [35][3000/3940] lr: 2.183e-02, eta: 2 days, 7:19:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9444, loss_cls: 3.8306, loss: 3.8306 +2025-05-04 10:25:15,111 - pyskl - INFO - Epoch [35][3100/3940] lr: 2.183e-02, eta: 2 days, 7:18:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9619, loss_cls: 3.9620, loss: 3.9620 +2025-05-04 10:25:58,914 - pyskl - INFO - Epoch [35][3200/3940] lr: 2.182e-02, eta: 2 days, 7:17:59, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9581, loss_cls: 3.9226, loss: 3.9226 +2025-05-04 10:26:42,768 - pyskl - INFO - Epoch [35][3300/3940] lr: 2.182e-02, eta: 2 days, 7:17:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9525, loss_cls: 3.8928, loss: 3.8928 +2025-05-04 10:27:26,549 - pyskl - INFO - Epoch [35][3400/3940] lr: 2.181e-02, eta: 2 days, 7:16:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9456, loss_cls: 3.9893, loss: 3.9893 +2025-05-04 10:28:10,322 - pyskl - INFO - Epoch [35][3500/3940] lr: 2.181e-02, eta: 2 days, 7:15:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9500, loss_cls: 3.8658, loss: 3.8658 +2025-05-04 10:28:54,072 - pyskl - INFO - Epoch [35][3600/3940] lr: 2.180e-02, eta: 2 days, 7:15:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9594, loss_cls: 3.9941, loss: 3.9941 +2025-05-04 10:29:37,823 - pyskl - INFO - Epoch [35][3700/3940] lr: 2.180e-02, eta: 2 days, 7:14:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9550, loss_cls: 3.8613, loss: 3.8613 +2025-05-04 10:30:21,679 - pyskl - INFO - Epoch [35][3800/3940] lr: 2.180e-02, eta: 2 days, 7:13:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9456, loss_cls: 3.9352, loss: 3.9352 +2025-05-04 10:31:05,409 - pyskl - INFO - Epoch [35][3900/3940] lr: 2.179e-02, eta: 2 days, 7:12:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9563, loss_cls: 3.8917, loss: 3.8917 +2025-05-04 10:31:23,291 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-05-04 10:34:47,453 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 10:34:47,927 - pyskl - INFO - +top1_acc 0.6861 +top5_acc 0.9275 +2025-05-04 10:34:47,945 - pyskl - INFO - Epoch(val) [35][3183] top1_acc: 0.6861, top5_acc: 0.9275 +2025-05-04 10:35:56,294 - pyskl - INFO - Epoch [36][100/3940] lr: 2.178e-02, eta: 2 days, 7:12:11, time: 0.683, data_time: 0.247, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9669, loss_cls: 3.7056, loss: 3.7056 +2025-05-04 10:36:40,070 - pyskl - INFO - Epoch [36][200/3940] lr: 2.178e-02, eta: 2 days, 7:11:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9606, loss_cls: 3.8339, loss: 3.8339 +2025-05-04 10:37:23,798 - pyskl - INFO - Epoch [36][300/3940] lr: 2.178e-02, eta: 2 days, 7:10:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9550, loss_cls: 3.8400, loss: 3.8400 +2025-05-04 10:38:07,533 - pyskl - INFO - Epoch [36][400/3940] lr: 2.177e-02, eta: 2 days, 7:09:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9625, loss_cls: 3.8287, loss: 3.8287 +2025-05-04 10:38:51,281 - pyskl - INFO - Epoch [36][500/3940] lr: 2.177e-02, eta: 2 days, 7:09:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9556, loss_cls: 3.9606, loss: 3.9606 +2025-05-04 10:39:35,059 - pyskl - INFO - Epoch [36][600/3940] lr: 2.176e-02, eta: 2 days, 7:08:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 3.7245, loss: 3.7245 +2025-05-04 10:40:18,772 - pyskl - INFO - Epoch [36][700/3940] lr: 2.176e-02, eta: 2 days, 7:07:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9600, loss_cls: 3.8159, loss: 3.8159 +2025-05-04 10:41:02,603 - pyskl - INFO - Epoch [36][800/3940] lr: 2.175e-02, eta: 2 days, 7:07:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9556, loss_cls: 3.8587, loss: 3.8587 +2025-05-04 10:41:46,354 - pyskl - INFO - Epoch [36][900/3940] lr: 2.175e-02, eta: 2 days, 7:06:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9581, loss_cls: 3.7660, loss: 3.7660 +2025-05-04 10:42:30,102 - pyskl - INFO - Epoch [36][1000/3940] lr: 2.174e-02, eta: 2 days, 7:05:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 3.6569, loss: 3.6569 +2025-05-04 10:43:13,812 - pyskl - INFO - Epoch [36][1100/3940] lr: 2.174e-02, eta: 2 days, 7:04:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9556, loss_cls: 3.8379, loss: 3.8379 +2025-05-04 10:43:57,606 - pyskl - INFO - Epoch [36][1200/3940] lr: 2.174e-02, eta: 2 days, 7:04:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 3.8282, loss: 3.8282 +2025-05-04 10:44:41,373 - pyskl - INFO - Epoch [36][1300/3940] lr: 2.173e-02, eta: 2 days, 7:03:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9600, loss_cls: 3.8283, loss: 3.8283 +2025-05-04 10:45:25,158 - pyskl - INFO - Epoch [36][1400/3940] lr: 2.173e-02, eta: 2 days, 7:02:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9556, loss_cls: 3.7715, loss: 3.7715 +2025-05-04 10:46:08,908 - pyskl - INFO - Epoch [36][1500/3940] lr: 2.172e-02, eta: 2 days, 7:01:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 3.8012, loss: 3.8012 +2025-05-04 10:46:52,683 - pyskl - INFO - Epoch [36][1600/3940] lr: 2.172e-02, eta: 2 days, 7:01:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 3.8744, loss: 3.8744 +2025-05-04 10:47:36,490 - pyskl - INFO - Epoch [36][1700/3940] lr: 2.171e-02, eta: 2 days, 7:00:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 3.8419, loss: 3.8419 +2025-05-04 10:48:20,231 - pyskl - INFO - Epoch [36][1800/3940] lr: 2.171e-02, eta: 2 days, 6:59:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9556, loss_cls: 3.9393, loss: 3.9393 +2025-05-04 10:49:03,974 - pyskl - INFO - Epoch [36][1900/3940] lr: 2.170e-02, eta: 2 days, 6:58:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9563, loss_cls: 3.7677, loss: 3.7677 +2025-05-04 10:49:47,694 - pyskl - INFO - Epoch [36][2000/3940] lr: 2.170e-02, eta: 2 days, 6:58:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9587, loss_cls: 3.8054, loss: 3.8054 +2025-05-04 10:50:31,585 - pyskl - INFO - Epoch [36][2100/3940] lr: 2.170e-02, eta: 2 days, 6:57:27, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9619, loss_cls: 3.9156, loss: 3.9156 +2025-05-04 10:51:15,409 - pyskl - INFO - Epoch [36][2200/3940] lr: 2.169e-02, eta: 2 days, 6:56:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9550, loss_cls: 3.9004, loss: 3.9004 +2025-05-04 10:51:59,266 - pyskl - INFO - Epoch [36][2300/3940] lr: 2.169e-02, eta: 2 days, 6:55:59, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9494, loss_cls: 3.9011, loss: 3.9011 +2025-05-04 10:52:43,111 - pyskl - INFO - Epoch [36][2400/3940] lr: 2.168e-02, eta: 2 days, 6:55:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9650, loss_cls: 3.8560, loss: 3.8560 +2025-05-04 10:53:27,009 - pyskl - INFO - Epoch [36][2500/3940] lr: 2.168e-02, eta: 2 days, 6:54:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 3.8762, loss: 3.8762 +2025-05-04 10:54:10,970 - pyskl - INFO - Epoch [36][2600/3940] lr: 2.167e-02, eta: 2 days, 6:53:48, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 3.7940, loss: 3.7940 +2025-05-04 10:54:54,865 - pyskl - INFO - Epoch [36][2700/3940] lr: 2.167e-02, eta: 2 days, 6:53:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9506, loss_cls: 3.8855, loss: 3.8855 +2025-05-04 10:55:38,700 - pyskl - INFO - Epoch [36][2800/3940] lr: 2.166e-02, eta: 2 days, 6:52:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9575, loss_cls: 3.9528, loss: 3.9528 +2025-05-04 10:56:22,477 - pyskl - INFO - Epoch [36][2900/3940] lr: 2.166e-02, eta: 2 days, 6:51:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 4.0573, loss: 4.0573 +2025-05-04 10:57:06,154 - pyskl - INFO - Epoch [36][3000/3940] lr: 2.165e-02, eta: 2 days, 6:50:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9513, loss_cls: 3.9789, loss: 3.9789 +2025-05-04 10:57:49,877 - pyskl - INFO - Epoch [36][3100/3940] lr: 2.165e-02, eta: 2 days, 6:50:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9494, loss_cls: 4.0192, loss: 4.0192 +2025-05-04 10:58:33,618 - pyskl - INFO - Epoch [36][3200/3940] lr: 2.165e-02, eta: 2 days, 6:49:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9487, loss_cls: 3.9501, loss: 3.9501 +2025-05-04 10:59:17,323 - pyskl - INFO - Epoch [36][3300/3940] lr: 2.164e-02, eta: 2 days, 6:48:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9469, loss_cls: 3.9641, loss: 3.9641 +2025-05-04 11:00:01,050 - pyskl - INFO - Epoch [36][3400/3940] lr: 2.164e-02, eta: 2 days, 6:47:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9456, loss_cls: 3.9468, loss: 3.9468 +2025-05-04 11:00:44,810 - pyskl - INFO - Epoch [36][3500/3940] lr: 2.163e-02, eta: 2 days, 6:47:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9606, loss_cls: 3.7559, loss: 3.7559 +2025-05-04 11:01:28,593 - pyskl - INFO - Epoch [36][3600/3940] lr: 2.163e-02, eta: 2 days, 6:46:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9531, loss_cls: 3.8823, loss: 3.8823 +2025-05-04 11:02:12,361 - pyskl - INFO - Epoch [36][3700/3940] lr: 2.162e-02, eta: 2 days, 6:45:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9513, loss_cls: 3.8075, loss: 3.8075 +2025-05-04 11:02:56,160 - pyskl - INFO - Epoch [36][3800/3940] lr: 2.162e-02, eta: 2 days, 6:44:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 3.9199, loss: 3.9199 +2025-05-04 11:03:39,918 - pyskl - INFO - Epoch [36][3900/3940] lr: 2.161e-02, eta: 2 days, 6:44:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9606, loss_cls: 3.7600, loss: 3.7600 +2025-05-04 11:03:57,780 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-05-04 11:07:21,566 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 11:07:22,038 - pyskl - INFO - +top1_acc 0.7170 +top5_acc 0.9351 +2025-05-04 11:07:22,092 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_26.pth was removed +2025-05-04 11:07:23,158 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_36.pth. +2025-05-04 11:07:23,161 - pyskl - INFO - Best top1_acc is 0.7170 at 36 epoch. +2025-05-04 11:07:23,178 - pyskl - INFO - Epoch(val) [36][3183] top1_acc: 0.7170, top5_acc: 0.9351 +2025-05-04 11:08:31,579 - pyskl - INFO - Epoch [37][100/3940] lr: 2.161e-02, eta: 2 days, 6:43:34, time: 0.684, data_time: 0.246, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9600, loss_cls: 3.8282, loss: 3.8282 +2025-05-04 11:09:15,381 - pyskl - INFO - Epoch [37][200/3940] lr: 2.160e-02, eta: 2 days, 6:42:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9631, loss_cls: 3.8059, loss: 3.8059 +2025-05-04 11:09:59,169 - pyskl - INFO - Epoch [37][300/3940] lr: 2.160e-02, eta: 2 days, 6:42:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 3.7403, loss: 3.7403 +2025-05-04 11:10:42,953 - pyskl - INFO - Epoch [37][400/3940] lr: 2.159e-02, eta: 2 days, 6:41:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 3.7937, loss: 3.7937 +2025-05-04 11:11:26,808 - pyskl - INFO - Epoch [37][500/3940] lr: 2.159e-02, eta: 2 days, 6:40:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9613, loss_cls: 3.7618, loss: 3.7618 +2025-05-04 11:12:10,613 - pyskl - INFO - Epoch [37][600/3940] lr: 2.158e-02, eta: 2 days, 6:39:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9544, loss_cls: 3.8439, loss: 3.8439 +2025-05-04 11:12:54,443 - pyskl - INFO - Epoch [37][700/3940] lr: 2.158e-02, eta: 2 days, 6:39:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9556, loss_cls: 3.8177, loss: 3.8177 +2025-05-04 11:13:38,306 - pyskl - INFO - Epoch [37][800/3940] lr: 2.158e-02, eta: 2 days, 6:38:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9519, loss_cls: 3.8931, loss: 3.8931 +2025-05-04 11:14:22,122 - pyskl - INFO - Epoch [37][900/3940] lr: 2.157e-02, eta: 2 days, 6:37:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 3.8151, loss: 3.8151 +2025-05-04 11:15:05,931 - pyskl - INFO - Epoch [37][1000/3940] lr: 2.157e-02, eta: 2 days, 6:36:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9506, loss_cls: 3.7686, loss: 3.7686 +2025-05-04 11:15:49,676 - pyskl - INFO - Epoch [37][1100/3940] lr: 2.156e-02, eta: 2 days, 6:36:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9506, loss_cls: 3.8479, loss: 3.8479 +2025-05-04 11:16:33,481 - pyskl - INFO - Epoch [37][1200/3940] lr: 2.156e-02, eta: 2 days, 6:35:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 3.8066, loss: 3.8066 +2025-05-04 11:17:17,365 - pyskl - INFO - Epoch [37][1300/3940] lr: 2.155e-02, eta: 2 days, 6:34:45, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 3.7578, loss: 3.7578 +2025-05-04 11:18:01,251 - pyskl - INFO - Epoch [37][1400/3940] lr: 2.155e-02, eta: 2 days, 6:34:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9681, loss_cls: 3.7346, loss: 3.7346 +2025-05-04 11:18:44,999 - pyskl - INFO - Epoch [37][1500/3940] lr: 2.154e-02, eta: 2 days, 6:33:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9569, loss_cls: 3.8340, loss: 3.8340 +2025-05-04 11:19:28,619 - pyskl - INFO - Epoch [37][1600/3940] lr: 2.154e-02, eta: 2 days, 6:32:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9613, loss_cls: 4.0340, loss: 4.0340 +2025-05-04 11:20:12,289 - pyskl - INFO - Epoch [37][1700/3940] lr: 2.153e-02, eta: 2 days, 6:31:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9444, loss_cls: 4.0237, loss: 4.0237 +2025-05-04 11:20:55,964 - pyskl - INFO - Epoch [37][1800/3940] lr: 2.153e-02, eta: 2 days, 6:31:03, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9463, loss_cls: 3.9568, loss: 3.9568 +2025-05-04 11:21:39,741 - pyskl - INFO - Epoch [37][1900/3940] lr: 2.153e-02, eta: 2 days, 6:30:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.8733, loss: 3.8733 +2025-05-04 11:22:23,507 - pyskl - INFO - Epoch [37][2000/3940] lr: 2.152e-02, eta: 2 days, 6:29:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 3.7910, loss: 3.7910 +2025-05-04 11:23:07,330 - pyskl - INFO - Epoch [37][2100/3940] lr: 2.152e-02, eta: 2 days, 6:28:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9550, loss_cls: 3.8432, loss: 3.8432 +2025-05-04 11:23:51,141 - pyskl - INFO - Epoch [37][2200/3940] lr: 2.151e-02, eta: 2 days, 6:28:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 3.8962, loss: 3.8962 +2025-05-04 11:24:35,009 - pyskl - INFO - Epoch [37][2300/3940] lr: 2.151e-02, eta: 2 days, 6:27:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9619, loss_cls: 3.8561, loss: 3.8561 +2025-05-04 11:25:18,850 - pyskl - INFO - Epoch [37][2400/3940] lr: 2.150e-02, eta: 2 days, 6:26:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 3.8433, loss: 3.8433 +2025-05-04 11:26:02,646 - pyskl - INFO - Epoch [37][2500/3940] lr: 2.150e-02, eta: 2 days, 6:25:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 3.7649, loss: 3.7649 +2025-05-04 11:26:46,467 - pyskl - INFO - Epoch [37][2600/3940] lr: 2.149e-02, eta: 2 days, 6:25:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9600, loss_cls: 3.7948, loss: 3.7948 +2025-05-04 11:27:30,237 - pyskl - INFO - Epoch [37][2700/3940] lr: 2.149e-02, eta: 2 days, 6:24:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 3.8765, loss: 3.8765 +2025-05-04 11:28:13,976 - pyskl - INFO - Epoch [37][2800/3940] lr: 2.148e-02, eta: 2 days, 6:23:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 3.8067, loss: 3.8067 +2025-05-04 11:28:57,790 - pyskl - INFO - Epoch [37][2900/3940] lr: 2.148e-02, eta: 2 days, 6:22:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 3.8706, loss: 3.8706 +2025-05-04 11:29:41,586 - pyskl - INFO - Epoch [37][3000/3940] lr: 2.147e-02, eta: 2 days, 6:22:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9550, loss_cls: 3.7264, loss: 3.7264 +2025-05-04 11:30:25,303 - pyskl - INFO - Epoch [37][3100/3940] lr: 2.147e-02, eta: 2 days, 6:21:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9537, loss_cls: 3.8770, loss: 3.8770 +2025-05-04 11:31:09,033 - pyskl - INFO - Epoch [37][3200/3940] lr: 2.147e-02, eta: 2 days, 6:20:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 3.9387, loss: 3.9387 +2025-05-04 11:31:52,723 - pyskl - INFO - Epoch [37][3300/3940] lr: 2.146e-02, eta: 2 days, 6:20:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9606, loss_cls: 3.7195, loss: 3.7195 +2025-05-04 11:32:36,565 - pyskl - INFO - Epoch [37][3400/3940] lr: 2.146e-02, eta: 2 days, 6:19:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9563, loss_cls: 3.9398, loss: 3.9398 +2025-05-04 11:33:20,304 - pyskl - INFO - Epoch [37][3500/3940] lr: 2.145e-02, eta: 2 days, 6:18:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9594, loss_cls: 3.9091, loss: 3.9091 +2025-05-04 11:34:04,048 - pyskl - INFO - Epoch [37][3600/3940] lr: 2.145e-02, eta: 2 days, 6:17:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 3.9367, loss: 3.9367 +2025-05-04 11:34:47,788 - pyskl - INFO - Epoch [37][3700/3940] lr: 2.144e-02, eta: 2 days, 6:17:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 3.8508, loss: 3.8508 +2025-05-04 11:35:31,485 - pyskl - INFO - Epoch [37][3800/3940] lr: 2.144e-02, eta: 2 days, 6:16:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9613, loss_cls: 3.8255, loss: 3.8255 +2025-05-04 11:36:15,238 - pyskl - INFO - Epoch [37][3900/3940] lr: 2.143e-02, eta: 2 days, 6:15:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9444, loss_cls: 4.0183, loss: 4.0183 +2025-05-04 11:36:33,151 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-05-04 11:39:57,228 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 11:39:57,697 - pyskl - INFO - +top1_acc 0.6412 +top5_acc 0.8855 +2025-05-04 11:39:57,715 - pyskl - INFO - Epoch(val) [37][3183] top1_acc: 0.6412, top5_acc: 0.8855 +2025-05-04 11:41:05,943 - pyskl - INFO - Epoch [38][100/3940] lr: 2.143e-02, eta: 2 days, 6:14:55, time: 0.682, data_time: 0.246, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9575, loss_cls: 3.8248, loss: 3.8248 +2025-05-04 11:41:49,511 - pyskl - INFO - Epoch [38][200/3940] lr: 2.142e-02, eta: 2 days, 6:14:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9550, loss_cls: 3.7521, loss: 3.7521 +2025-05-04 11:42:33,133 - pyskl - INFO - Epoch [38][300/3940] lr: 2.142e-02, eta: 2 days, 6:13:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9669, loss_cls: 3.6732, loss: 3.6732 +2025-05-04 11:43:16,748 - pyskl - INFO - Epoch [38][400/3940] lr: 2.141e-02, eta: 2 days, 6:12:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9606, loss_cls: 3.7533, loss: 3.7533 +2025-05-04 11:44:00,408 - pyskl - INFO - Epoch [38][500/3940] lr: 2.141e-02, eta: 2 days, 6:11:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9544, loss_cls: 3.8933, loss: 3.8933 +2025-05-04 11:44:44,122 - pyskl - INFO - Epoch [38][600/3940] lr: 2.140e-02, eta: 2 days, 6:11:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 3.8848, loss: 3.8848 +2025-05-04 11:45:27,818 - pyskl - INFO - Epoch [38][700/3940] lr: 2.140e-02, eta: 2 days, 6:10:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9594, loss_cls: 3.6436, loss: 3.6436 +2025-05-04 11:46:11,458 - pyskl - INFO - Epoch [38][800/3940] lr: 2.139e-02, eta: 2 days, 6:09:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9587, loss_cls: 3.6505, loss: 3.6505 +2025-05-04 11:46:55,067 - pyskl - INFO - Epoch [38][900/3940] lr: 2.139e-02, eta: 2 days, 6:08:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9481, loss_cls: 3.9306, loss: 3.9306 +2025-05-04 11:47:38,765 - pyskl - INFO - Epoch [38][1000/3940] lr: 2.138e-02, eta: 2 days, 6:08:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9494, loss_cls: 3.8838, loss: 3.8838 +2025-05-04 11:48:22,522 - pyskl - INFO - Epoch [38][1100/3940] lr: 2.138e-02, eta: 2 days, 6:07:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9619, loss_cls: 3.8498, loss: 3.8498 +2025-05-04 11:49:06,172 - pyskl - INFO - Epoch [38][1200/3940] lr: 2.137e-02, eta: 2 days, 6:06:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9575, loss_cls: 3.6066, loss: 3.6066 +2025-05-04 11:49:49,861 - pyskl - INFO - Epoch [38][1300/3940] lr: 2.137e-02, eta: 2 days, 6:06:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9688, loss_cls: 3.7257, loss: 3.7257 +2025-05-04 11:50:33,508 - pyskl - INFO - Epoch [38][1400/3940] lr: 2.137e-02, eta: 2 days, 6:05:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9550, loss_cls: 3.8292, loss: 3.8292 +2025-05-04 11:51:17,138 - pyskl - INFO - Epoch [38][1500/3940] lr: 2.136e-02, eta: 2 days, 6:04:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 3.8206, loss: 3.8206 +2025-05-04 11:52:00,818 - pyskl - INFO - Epoch [38][1600/3940] lr: 2.136e-02, eta: 2 days, 6:03:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 3.7128, loss: 3.7128 +2025-05-04 11:52:44,543 - pyskl - INFO - Epoch [38][1700/3940] lr: 2.135e-02, eta: 2 days, 6:03:03, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 3.8384, loss: 3.8384 +2025-05-04 11:53:28,354 - pyskl - INFO - Epoch [38][1800/3940] lr: 2.135e-02, eta: 2 days, 6:02:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9563, loss_cls: 3.8980, loss: 3.8980 +2025-05-04 11:54:11,976 - pyskl - INFO - Epoch [38][1900/3940] lr: 2.134e-02, eta: 2 days, 6:01:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 3.8774, loss: 3.8774 +2025-05-04 11:54:55,713 - pyskl - INFO - Epoch [38][2000/3940] lr: 2.134e-02, eta: 2 days, 6:00:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 3.8297, loss: 3.8297 +2025-05-04 11:55:39,444 - pyskl - INFO - Epoch [38][2100/3940] lr: 2.133e-02, eta: 2 days, 6:00:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9475, loss_cls: 3.9740, loss: 3.9740 +2025-05-04 11:56:23,179 - pyskl - INFO - Epoch [38][2200/3940] lr: 2.133e-02, eta: 2 days, 5:59:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9475, loss_cls: 3.9257, loss: 3.9257 +2025-05-04 11:57:06,964 - pyskl - INFO - Epoch [38][2300/3940] lr: 2.132e-02, eta: 2 days, 5:58:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 3.6566, loss: 3.6566 +2025-05-04 11:57:50,677 - pyskl - INFO - Epoch [38][2400/3940] lr: 2.132e-02, eta: 2 days, 5:57:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9650, loss_cls: 3.7704, loss: 3.7704 +2025-05-04 11:58:34,422 - pyskl - INFO - Epoch [38][2500/3940] lr: 2.131e-02, eta: 2 days, 5:57:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 3.8442, loss: 3.8442 +2025-05-04 11:59:18,153 - pyskl - INFO - Epoch [38][2600/3940] lr: 2.131e-02, eta: 2 days, 5:56:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9525, loss_cls: 3.8452, loss: 3.8452 +2025-05-04 12:00:01,865 - pyskl - INFO - Epoch [38][2700/3940] lr: 2.130e-02, eta: 2 days, 5:55:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9513, loss_cls: 3.8647, loss: 3.8647 +2025-05-04 12:00:45,552 - pyskl - INFO - Epoch [38][2800/3940] lr: 2.130e-02, eta: 2 days, 5:54:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 3.7562, loss: 3.7562 +2025-05-04 12:01:29,238 - pyskl - INFO - Epoch [38][2900/3940] lr: 2.130e-02, eta: 2 days, 5:54:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9494, loss_cls: 3.9429, loss: 3.9429 +2025-05-04 12:02:12,913 - pyskl - INFO - Epoch [38][3000/3940] lr: 2.129e-02, eta: 2 days, 5:53:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9594, loss_cls: 3.8766, loss: 3.8766 +2025-05-04 12:02:56,549 - pyskl - INFO - Epoch [38][3100/3940] lr: 2.129e-02, eta: 2 days, 5:52:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9506, loss_cls: 3.9002, loss: 3.9002 +2025-05-04 12:03:40,171 - pyskl - INFO - Epoch [38][3200/3940] lr: 2.128e-02, eta: 2 days, 5:51:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 3.8190, loss: 3.8190 +2025-05-04 12:04:23,902 - pyskl - INFO - Epoch [38][3300/3940] lr: 2.128e-02, eta: 2 days, 5:51:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 3.9419, loss: 3.9419 +2025-05-04 12:05:07,766 - pyskl - INFO - Epoch [38][3400/3940] lr: 2.127e-02, eta: 2 days, 5:50:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 3.8348, loss: 3.8348 +2025-05-04 12:05:51,454 - pyskl - INFO - Epoch [38][3500/3940] lr: 2.127e-02, eta: 2 days, 5:49:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9556, loss_cls: 3.7776, loss: 3.7776 +2025-05-04 12:06:35,211 - pyskl - INFO - Epoch [38][3600/3940] lr: 2.126e-02, eta: 2 days, 5:49:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 3.9048, loss: 3.9048 +2025-05-04 12:07:18,902 - pyskl - INFO - Epoch [38][3700/3940] lr: 2.126e-02, eta: 2 days, 5:48:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9450, loss_cls: 3.8924, loss: 3.8924 +2025-05-04 12:08:02,569 - pyskl - INFO - Epoch [38][3800/3940] lr: 2.125e-02, eta: 2 days, 5:47:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9669, loss_cls: 3.8327, loss: 3.8327 +2025-05-04 12:08:46,278 - pyskl - INFO - Epoch [38][3900/3940] lr: 2.125e-02, eta: 2 days, 5:46:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9481, loss_cls: 3.8843, loss: 3.8843 +2025-05-04 12:09:04,143 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-05-04 12:12:26,746 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 12:12:27,215 - pyskl - INFO - +top1_acc 0.7048 +top5_acc 0.9284 +2025-05-04 12:12:27,235 - pyskl - INFO - Epoch(val) [38][3183] top1_acc: 0.7048, top5_acc: 0.9284 +2025-05-04 12:13:35,574 - pyskl - INFO - Epoch [39][100/3940] lr: 2.124e-02, eta: 2 days, 5:46:06, time: 0.683, data_time: 0.246, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 3.9011, loss: 3.9011 +2025-05-04 12:14:19,447 - pyskl - INFO - Epoch [39][200/3940] lr: 2.124e-02, eta: 2 days, 5:45:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 3.6754, loss: 3.6754 +2025-05-04 12:15:03,302 - pyskl - INFO - Epoch [39][300/3940] lr: 2.123e-02, eta: 2 days, 5:44:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9556, loss_cls: 3.7779, loss: 3.7779 +2025-05-04 12:15:47,119 - pyskl - INFO - Epoch [39][400/3940] lr: 2.123e-02, eta: 2 days, 5:43:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 3.7249, loss: 3.7249 +2025-05-04 12:16:30,970 - pyskl - INFO - Epoch [39][500/3940] lr: 2.122e-02, eta: 2 days, 5:43:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9581, loss_cls: 3.7785, loss: 3.7785 +2025-05-04 12:17:14,965 - pyskl - INFO - Epoch [39][600/3940] lr: 2.122e-02, eta: 2 days, 5:42:27, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.5529, loss: 3.5529 +2025-05-04 12:17:58,823 - pyskl - INFO - Epoch [39][700/3940] lr: 2.121e-02, eta: 2 days, 5:41:43, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.8283, loss: 3.8283 +2025-05-04 12:18:42,623 - pyskl - INFO - Epoch [39][800/3940] lr: 2.121e-02, eta: 2 days, 5:40:59, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9656, loss_cls: 3.7776, loss: 3.7776 +2025-05-04 12:19:26,441 - pyskl - INFO - Epoch [39][900/3940] lr: 2.120e-02, eta: 2 days, 5:40:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 3.9098, loss: 3.9098 +2025-05-04 12:20:10,245 - pyskl - INFO - Epoch [39][1000/3940] lr: 2.120e-02, eta: 2 days, 5:39:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 3.7433, loss: 3.7433 +2025-05-04 12:20:54,001 - pyskl - INFO - Epoch [39][1100/3940] lr: 2.119e-02, eta: 2 days, 5:38:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9506, loss_cls: 3.8528, loss: 3.8528 +2025-05-04 12:21:37,761 - pyskl - INFO - Epoch [39][1200/3940] lr: 2.119e-02, eta: 2 days, 5:38:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9631, loss_cls: 3.8130, loss: 3.8130 +2025-05-04 12:22:21,564 - pyskl - INFO - Epoch [39][1300/3940] lr: 2.118e-02, eta: 2 days, 5:37:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 3.8121, loss: 3.8121 +2025-05-04 12:23:05,318 - pyskl - INFO - Epoch [39][1400/3940] lr: 2.118e-02, eta: 2 days, 5:36:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 3.9170, loss: 3.9170 +2025-05-04 12:23:49,168 - pyskl - INFO - Epoch [39][1500/3940] lr: 2.117e-02, eta: 2 days, 5:35:50, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 3.8578, loss: 3.8578 +2025-05-04 12:24:32,964 - pyskl - INFO - Epoch [39][1600/3940] lr: 2.117e-02, eta: 2 days, 5:35:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9594, loss_cls: 3.7441, loss: 3.7441 +2025-05-04 12:25:16,796 - pyskl - INFO - Epoch [39][1700/3940] lr: 2.116e-02, eta: 2 days, 5:34:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9494, loss_cls: 3.9236, loss: 3.9236 +2025-05-04 12:26:00,606 - pyskl - INFO - Epoch [39][1800/3940] lr: 2.116e-02, eta: 2 days, 5:33:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9556, loss_cls: 3.8313, loss: 3.8313 +2025-05-04 12:26:44,348 - pyskl - INFO - Epoch [39][1900/3940] lr: 2.116e-02, eta: 2 days, 5:32:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9469, loss_cls: 3.8704, loss: 3.8704 +2025-05-04 12:27:28,110 - pyskl - INFO - Epoch [39][2000/3940] lr: 2.115e-02, eta: 2 days, 5:32:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9487, loss_cls: 3.9772, loss: 3.9772 +2025-05-04 12:28:11,810 - pyskl - INFO - Epoch [39][2100/3940] lr: 2.115e-02, eta: 2 days, 5:31:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 3.8845, loss: 3.8845 +2025-05-04 12:28:55,512 - pyskl - INFO - Epoch [39][2200/3940] lr: 2.114e-02, eta: 2 days, 5:30:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9519, loss_cls: 3.7765, loss: 3.7765 +2025-05-04 12:29:39,270 - pyskl - INFO - Epoch [39][2300/3940] lr: 2.114e-02, eta: 2 days, 5:29:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9519, loss_cls: 3.8205, loss: 3.8205 +2025-05-04 12:30:23,049 - pyskl - INFO - Epoch [39][2400/3940] lr: 2.113e-02, eta: 2 days, 5:29:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 3.5305, loss: 3.5305 +2025-05-04 12:31:06,841 - pyskl - INFO - Epoch [39][2500/3940] lr: 2.113e-02, eta: 2 days, 5:28:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9537, loss_cls: 3.9696, loss: 3.9696 +2025-05-04 12:31:50,628 - pyskl - INFO - Epoch [39][2600/3940] lr: 2.112e-02, eta: 2 days, 5:27:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9587, loss_cls: 3.7896, loss: 3.7896 +2025-05-04 12:32:34,479 - pyskl - INFO - Epoch [39][2700/3940] lr: 2.112e-02, eta: 2 days, 5:27:00, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9525, loss_cls: 3.9807, loss: 3.9807 +2025-05-04 12:33:18,283 - pyskl - INFO - Epoch [39][2800/3940] lr: 2.111e-02, eta: 2 days, 5:26:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9613, loss_cls: 3.8856, loss: 3.8856 +2025-05-04 12:34:02,060 - pyskl - INFO - Epoch [39][2900/3940] lr: 2.111e-02, eta: 2 days, 5:25:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 3.7541, loss: 3.7541 +2025-05-04 12:34:45,861 - pyskl - INFO - Epoch [39][3000/3940] lr: 2.110e-02, eta: 2 days, 5:24:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9556, loss_cls: 3.7785, loss: 3.7785 +2025-05-04 12:35:29,638 - pyskl - INFO - Epoch [39][3100/3940] lr: 2.110e-02, eta: 2 days, 5:24:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9587, loss_cls: 3.8104, loss: 3.8104 +2025-05-04 12:36:13,387 - pyskl - INFO - Epoch [39][3200/3940] lr: 2.109e-02, eta: 2 days, 5:23:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 3.9967, loss: 3.9967 +2025-05-04 12:36:57,152 - pyskl - INFO - Epoch [39][3300/3940] lr: 2.109e-02, eta: 2 days, 5:22:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9487, loss_cls: 3.8787, loss: 3.8787 +2025-05-04 12:37:40,877 - pyskl - INFO - Epoch [39][3400/3940] lr: 2.108e-02, eta: 2 days, 5:21:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9563, loss_cls: 3.8177, loss: 3.8177 +2025-05-04 12:38:24,648 - pyskl - INFO - Epoch [39][3500/3940] lr: 2.108e-02, eta: 2 days, 5:21:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9513, loss_cls: 3.8836, loss: 3.8836 +2025-05-04 12:39:08,313 - pyskl - INFO - Epoch [39][3600/3940] lr: 2.107e-02, eta: 2 days, 5:20:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 3.7356, loss: 3.7356 +2025-05-04 12:39:51,934 - pyskl - INFO - Epoch [39][3700/3940] lr: 2.107e-02, eta: 2 days, 5:19:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 3.7648, loss: 3.7648 +2025-05-04 12:40:35,574 - pyskl - INFO - Epoch [39][3800/3940] lr: 2.106e-02, eta: 2 days, 5:18:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.7398, loss: 3.7398 +2025-05-04 12:41:19,390 - pyskl - INFO - Epoch [39][3900/3940] lr: 2.106e-02, eta: 2 days, 5:18:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 3.9197, loss: 3.9197 +2025-05-04 12:41:37,221 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-05-04 12:44:59,935 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 12:45:00,413 - pyskl - INFO - +top1_acc 0.7012 +top5_acc 0.9286 +2025-05-04 12:45:00,433 - pyskl - INFO - Epoch(val) [39][3183] top1_acc: 0.7012, top5_acc: 0.9286 +2025-05-04 12:46:09,241 - pyskl - INFO - Epoch [40][100/3940] lr: 2.105e-02, eta: 2 days, 5:17:29, time: 0.688, data_time: 0.251, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9688, loss_cls: 3.7719, loss: 3.7719 +2025-05-04 12:46:52,872 - pyskl - INFO - Epoch [40][200/3940] lr: 2.105e-02, eta: 2 days, 5:16:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9550, loss_cls: 3.9080, loss: 3.9080 +2025-05-04 12:47:36,560 - pyskl - INFO - Epoch [40][300/3940] lr: 2.104e-02, eta: 2 days, 5:16:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 3.8189, loss: 3.8189 +2025-05-04 12:48:20,371 - pyskl - INFO - Epoch [40][400/3940] lr: 2.104e-02, eta: 2 days, 5:15:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9544, loss_cls: 3.8180, loss: 3.8180 +2025-05-04 12:49:04,116 - pyskl - INFO - Epoch [40][500/3940] lr: 2.103e-02, eta: 2 days, 5:14:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9575, loss_cls: 3.8266, loss: 3.8266 +2025-05-04 12:49:47,851 - pyskl - INFO - Epoch [40][600/3940] lr: 2.103e-02, eta: 2 days, 5:13:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9594, loss_cls: 3.7802, loss: 3.7802 +2025-05-04 12:50:31,537 - pyskl - INFO - Epoch [40][700/3940] lr: 2.102e-02, eta: 2 days, 5:13:03, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 3.8420, loss: 3.8420 +2025-05-04 12:51:15,320 - pyskl - INFO - Epoch [40][800/3940] lr: 2.102e-02, eta: 2 days, 5:12:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 3.7818, loss: 3.7818 +2025-05-04 12:51:59,088 - pyskl - INFO - Epoch [40][900/3940] lr: 2.101e-02, eta: 2 days, 5:11:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 3.8287, loss: 3.8287 +2025-05-04 12:52:42,835 - pyskl - INFO - Epoch [40][1000/3940] lr: 2.101e-02, eta: 2 days, 5:10:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 3.7698, loss: 3.7698 +2025-05-04 12:53:26,534 - pyskl - INFO - Epoch [40][1100/3940] lr: 2.100e-02, eta: 2 days, 5:10:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9563, loss_cls: 3.7961, loss: 3.7961 +2025-05-04 12:54:10,291 - pyskl - INFO - Epoch [40][1200/3940] lr: 2.100e-02, eta: 2 days, 5:09:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9556, loss_cls: 3.8255, loss: 3.8255 +2025-05-04 12:54:53,959 - pyskl - INFO - Epoch [40][1300/3940] lr: 2.099e-02, eta: 2 days, 5:08:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 3.7742, loss: 3.7742 +2025-05-04 12:55:37,709 - pyskl - INFO - Epoch [40][1400/3940] lr: 2.099e-02, eta: 2 days, 5:07:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 3.8503, loss: 3.8503 +2025-05-04 12:56:21,457 - pyskl - INFO - Epoch [40][1500/3940] lr: 2.098e-02, eta: 2 days, 5:07:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.8499, loss: 3.8499 +2025-05-04 12:57:05,227 - pyskl - INFO - Epoch [40][1600/3940] lr: 2.098e-02, eta: 2 days, 5:06:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 4.0007, loss: 4.0007 +2025-05-04 12:57:48,922 - pyskl - INFO - Epoch [40][1700/3940] lr: 2.097e-02, eta: 2 days, 5:05:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9587, loss_cls: 3.6644, loss: 3.6644 +2025-05-04 12:58:32,661 - pyskl - INFO - Epoch [40][1800/3940] lr: 2.097e-02, eta: 2 days, 5:04:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 3.7316, loss: 3.7316 +2025-05-04 12:59:16,405 - pyskl - INFO - Epoch [40][1900/3940] lr: 2.096e-02, eta: 2 days, 5:04:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 3.6885, loss: 3.6885 +2025-05-04 13:00:00,146 - pyskl - INFO - Epoch [40][2000/3940] lr: 2.096e-02, eta: 2 days, 5:03:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 3.7150, loss: 3.7150 +2025-05-04 13:00:43,811 - pyskl - INFO - Epoch [40][2100/3940] lr: 2.095e-02, eta: 2 days, 5:02:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.6685, loss: 3.6685 +2025-05-04 13:01:27,519 - pyskl - INFO - Epoch [40][2200/3940] lr: 2.095e-02, eta: 2 days, 5:01:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 3.6924, loss: 3.6924 +2025-05-04 13:02:11,351 - pyskl - INFO - Epoch [40][2300/3940] lr: 2.094e-02, eta: 2 days, 5:01:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9500, loss_cls: 3.9234, loss: 3.9234 +2025-05-04 13:02:55,081 - pyskl - INFO - Epoch [40][2400/3940] lr: 2.094e-02, eta: 2 days, 5:00:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9519, loss_cls: 3.8637, loss: 3.8637 +2025-05-04 13:03:38,812 - pyskl - INFO - Epoch [40][2500/3940] lr: 2.094e-02, eta: 2 days, 4:59:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9569, loss_cls: 3.8902, loss: 3.8902 +2025-05-04 13:04:22,516 - pyskl - INFO - Epoch [40][2600/3940] lr: 2.093e-02, eta: 2 days, 4:59:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 3.7456, loss: 3.7456 +2025-05-04 13:05:06,278 - pyskl - INFO - Epoch [40][2700/3940] lr: 2.093e-02, eta: 2 days, 4:58:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 3.6600, loss: 3.6600 +2025-05-04 13:05:50,021 - pyskl - INFO - Epoch [40][2800/3940] lr: 2.092e-02, eta: 2 days, 4:57:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9675, loss_cls: 3.8184, loss: 3.8184 +2025-05-04 13:06:33,753 - pyskl - INFO - Epoch [40][2900/3940] lr: 2.092e-02, eta: 2 days, 4:56:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9575, loss_cls: 3.7694, loss: 3.7694 +2025-05-04 13:07:17,476 - pyskl - INFO - Epoch [40][3000/3940] lr: 2.091e-02, eta: 2 days, 4:56:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9537, loss_cls: 3.7671, loss: 3.7671 +2025-05-04 13:08:01,179 - pyskl - INFO - Epoch [40][3100/3940] lr: 2.091e-02, eta: 2 days, 4:55:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9563, loss_cls: 3.7752, loss: 3.7752 +2025-05-04 13:08:44,914 - pyskl - INFO - Epoch [40][3200/3940] lr: 2.090e-02, eta: 2 days, 4:54:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 3.8478, loss: 3.8478 +2025-05-04 13:09:28,601 - pyskl - INFO - Epoch [40][3300/3940] lr: 2.090e-02, eta: 2 days, 4:53:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9550, loss_cls: 3.8229, loss: 3.8229 +2025-05-04 13:10:12,323 - pyskl - INFO - Epoch [40][3400/3940] lr: 2.089e-02, eta: 2 days, 4:53:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9481, loss_cls: 3.9626, loss: 3.9626 +2025-05-04 13:10:56,194 - pyskl - INFO - Epoch [40][3500/3940] lr: 2.089e-02, eta: 2 days, 4:52:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9500, loss_cls: 3.9267, loss: 3.9267 +2025-05-04 13:11:39,907 - pyskl - INFO - Epoch [40][3600/3940] lr: 2.088e-02, eta: 2 days, 4:51:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 3.8768, loss: 3.8768 +2025-05-04 13:12:23,673 - pyskl - INFO - Epoch [40][3700/3940] lr: 2.088e-02, eta: 2 days, 4:50:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9550, loss_cls: 3.9260, loss: 3.9260 +2025-05-04 13:13:07,431 - pyskl - INFO - Epoch [40][3800/3940] lr: 2.087e-02, eta: 2 days, 4:50:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 3.8438, loss: 3.8438 +2025-05-04 13:13:51,157 - pyskl - INFO - Epoch [40][3900/3940] lr: 2.087e-02, eta: 2 days, 4:49:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 3.5764, loss: 3.5764 +2025-05-04 13:14:09,116 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-05-04 13:17:31,829 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 13:17:32,306 - pyskl - INFO - +top1_acc 0.6941 +top5_acc 0.9269 +2025-05-04 13:17:32,326 - pyskl - INFO - Epoch(val) [40][3183] top1_acc: 0.6941, top5_acc: 0.9269 +2025-05-04 13:18:41,072 - pyskl - INFO - Epoch [41][100/3940] lr: 2.086e-02, eta: 2 days, 4:48:45, time: 0.687, data_time: 0.249, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9644, loss_cls: 3.6274, loss: 3.6274 +2025-05-04 13:19:24,822 - pyskl - INFO - Epoch [41][200/3940] lr: 2.085e-02, eta: 2 days, 4:48:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.7125, loss: 3.7125 +2025-05-04 13:20:08,514 - pyskl - INFO - Epoch [41][300/3940] lr: 2.085e-02, eta: 2 days, 4:47:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9650, loss_cls: 3.7684, loss: 3.7684 +2025-05-04 13:20:52,219 - pyskl - INFO - Epoch [41][400/3940] lr: 2.084e-02, eta: 2 days, 4:46:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 3.7148, loss: 3.7148 +2025-05-04 13:21:35,821 - pyskl - INFO - Epoch [41][500/3940] lr: 2.084e-02, eta: 2 days, 4:45:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 3.7396, loss: 3.7396 +2025-05-04 13:22:19,351 - pyskl - INFO - Epoch [41][600/3940] lr: 2.083e-02, eta: 2 days, 4:45:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9637, loss_cls: 3.6173, loss: 3.6173 +2025-05-04 13:23:02,882 - pyskl - INFO - Epoch [41][700/3940] lr: 2.083e-02, eta: 2 days, 4:44:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9563, loss_cls: 3.7167, loss: 3.7167 +2025-05-04 13:23:46,428 - pyskl - INFO - Epoch [41][800/3940] lr: 2.082e-02, eta: 2 days, 4:43:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 3.7301, loss: 3.7301 +2025-05-04 13:24:30,004 - pyskl - INFO - Epoch [41][900/3940] lr: 2.082e-02, eta: 2 days, 4:42:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9625, loss_cls: 3.7649, loss: 3.7649 +2025-05-04 13:25:13,614 - pyskl - INFO - Epoch [41][1000/3940] lr: 2.081e-02, eta: 2 days, 4:42:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9625, loss_cls: 3.7740, loss: 3.7740 +2025-05-04 13:25:57,169 - pyskl - INFO - Epoch [41][1100/3940] lr: 2.081e-02, eta: 2 days, 4:41:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9581, loss_cls: 3.8118, loss: 3.8118 +2025-05-04 13:26:40,769 - pyskl - INFO - Epoch [41][1200/3940] lr: 2.080e-02, eta: 2 days, 4:40:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9669, loss_cls: 3.6972, loss: 3.6972 +2025-05-04 13:27:24,379 - pyskl - INFO - Epoch [41][1300/3940] lr: 2.080e-02, eta: 2 days, 4:39:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9556, loss_cls: 3.9158, loss: 3.9158 +2025-05-04 13:28:08,030 - pyskl - INFO - Epoch [41][1400/3940] lr: 2.079e-02, eta: 2 days, 4:39:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9600, loss_cls: 3.6884, loss: 3.6884 +2025-05-04 13:28:51,689 - pyskl - INFO - Epoch [41][1500/3940] lr: 2.079e-02, eta: 2 days, 4:38:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9594, loss_cls: 3.7991, loss: 3.7991 +2025-05-04 13:29:35,361 - pyskl - INFO - Epoch [41][1600/3940] lr: 2.078e-02, eta: 2 days, 4:37:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9600, loss_cls: 3.7485, loss: 3.7485 +2025-05-04 13:30:19,016 - pyskl - INFO - Epoch [41][1700/3940] lr: 2.078e-02, eta: 2 days, 4:36:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9537, loss_cls: 3.8379, loss: 3.8379 +2025-05-04 13:31:02,679 - pyskl - INFO - Epoch [41][1800/3940] lr: 2.077e-02, eta: 2 days, 4:36:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9575, loss_cls: 3.7365, loss: 3.7365 +2025-05-04 13:31:46,286 - pyskl - INFO - Epoch [41][1900/3940] lr: 2.077e-02, eta: 2 days, 4:35:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 3.7686, loss: 3.7686 +2025-05-04 13:32:29,913 - pyskl - INFO - Epoch [41][2000/3940] lr: 2.076e-02, eta: 2 days, 4:34:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9506, loss_cls: 3.8307, loss: 3.8307 +2025-05-04 13:33:13,636 - pyskl - INFO - Epoch [41][2100/3940] lr: 2.076e-02, eta: 2 days, 4:33:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9563, loss_cls: 3.7155, loss: 3.7155 +2025-05-04 13:33:57,330 - pyskl - INFO - Epoch [41][2200/3940] lr: 2.075e-02, eta: 2 days, 4:33:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9506, loss_cls: 3.7713, loss: 3.7713 +2025-05-04 13:34:40,997 - pyskl - INFO - Epoch [41][2300/3940] lr: 2.075e-02, eta: 2 days, 4:32:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 3.7664, loss: 3.7664 +2025-05-04 13:35:24,647 - pyskl - INFO - Epoch [41][2400/3940] lr: 2.074e-02, eta: 2 days, 4:31:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9506, loss_cls: 3.8837, loss: 3.8837 +2025-05-04 13:36:08,324 - pyskl - INFO - Epoch [41][2500/3940] lr: 2.074e-02, eta: 2 days, 4:30:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9606, loss_cls: 3.9007, loss: 3.9007 +2025-05-04 13:36:52,072 - pyskl - INFO - Epoch [41][2600/3940] lr: 2.074e-02, eta: 2 days, 4:30:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9494, loss_cls: 3.8720, loss: 3.8720 +2025-05-04 13:37:35,746 - pyskl - INFO - Epoch [41][2700/3940] lr: 2.073e-02, eta: 2 days, 4:29:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 3.6789, loss: 3.6789 +2025-05-04 13:38:19,389 - pyskl - INFO - Epoch [41][2800/3940] lr: 2.072e-02, eta: 2 days, 4:28:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9556, loss_cls: 3.7882, loss: 3.7882 +2025-05-04 13:39:03,012 - pyskl - INFO - Epoch [41][2900/3940] lr: 2.072e-02, eta: 2 days, 4:27:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 3.7852, loss: 3.7852 +2025-05-04 13:39:46,678 - pyskl - INFO - Epoch [41][3000/3940] lr: 2.071e-02, eta: 2 days, 4:27:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 3.7359, loss: 3.7359 +2025-05-04 13:40:30,350 - pyskl - INFO - Epoch [41][3100/3940] lr: 2.071e-02, eta: 2 days, 4:26:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 3.7468, loss: 3.7468 +2025-05-04 13:41:13,872 - pyskl - INFO - Epoch [41][3200/3940] lr: 2.070e-02, eta: 2 days, 4:25:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9525, loss_cls: 3.7884, loss: 3.7884 +2025-05-04 13:41:57,410 - pyskl - INFO - Epoch [41][3300/3940] lr: 2.070e-02, eta: 2 days, 4:25:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9525, loss_cls: 3.7772, loss: 3.7772 +2025-05-04 13:42:41,011 - pyskl - INFO - Epoch [41][3400/3940] lr: 2.069e-02, eta: 2 days, 4:24:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9456, loss_cls: 3.9006, loss: 3.9006 +2025-05-04 13:43:24,640 - pyskl - INFO - Epoch [41][3500/3940] lr: 2.069e-02, eta: 2 days, 4:23:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9537, loss_cls: 3.8455, loss: 3.8455 +2025-05-04 13:44:08,334 - pyskl - INFO - Epoch [41][3600/3940] lr: 2.068e-02, eta: 2 days, 4:22:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 3.7508, loss: 3.7508 +2025-05-04 13:44:52,343 - pyskl - INFO - Epoch [41][3700/3940] lr: 2.068e-02, eta: 2 days, 4:22:03, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9506, loss_cls: 3.9138, loss: 3.9138 +2025-05-04 13:45:36,122 - pyskl - INFO - Epoch [41][3800/3940] lr: 2.067e-02, eta: 2 days, 4:21:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9456, loss_cls: 3.9352, loss: 3.9352 +2025-05-04 13:46:19,750 - pyskl - INFO - Epoch [41][3900/3940] lr: 2.067e-02, eta: 2 days, 4:20:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 3.8062, loss: 3.8062 +2025-05-04 13:46:37,560 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-05-04 13:50:01,742 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 13:50:02,209 - pyskl - INFO - +top1_acc 0.6881 +top5_acc 0.9247 +2025-05-04 13:50:02,227 - pyskl - INFO - Epoch(val) [41][3183] top1_acc: 0.6881, top5_acc: 0.9247 +2025-05-04 13:51:10,666 - pyskl - INFO - Epoch [42][100/3940] lr: 2.066e-02, eta: 2 days, 4:19:52, time: 0.684, data_time: 0.248, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 3.7726, loss: 3.7726 +2025-05-04 13:51:54,332 - pyskl - INFO - Epoch [42][200/3940] lr: 2.066e-02, eta: 2 days, 4:19:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9625, loss_cls: 3.7020, loss: 3.7020 +2025-05-04 13:52:38,039 - pyskl - INFO - Epoch [42][300/3940] lr: 2.065e-02, eta: 2 days, 4:18:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 3.7239, loss: 3.7239 +2025-05-04 13:53:21,796 - pyskl - INFO - Epoch [42][400/3940] lr: 2.065e-02, eta: 2 days, 4:17:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9581, loss_cls: 3.7219, loss: 3.7219 +2025-05-04 13:54:05,560 - pyskl - INFO - Epoch [42][500/3940] lr: 2.064e-02, eta: 2 days, 4:16:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9613, loss_cls: 3.6486, loss: 3.6486 +2025-05-04 13:54:49,312 - pyskl - INFO - Epoch [42][600/3940] lr: 2.064e-02, eta: 2 days, 4:16:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9625, loss_cls: 3.4752, loss: 3.4752 +2025-05-04 13:55:33,059 - pyskl - INFO - Epoch [42][700/3940] lr: 2.063e-02, eta: 2 days, 4:15:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9669, loss_cls: 3.6646, loss: 3.6646 +2025-05-04 13:56:16,814 - pyskl - INFO - Epoch [42][800/3940] lr: 2.063e-02, eta: 2 days, 4:14:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 3.7655, loss: 3.7655 +2025-05-04 13:57:00,662 - pyskl - INFO - Epoch [42][900/3940] lr: 2.062e-02, eta: 2 days, 4:13:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9606, loss_cls: 3.7082, loss: 3.7082 +2025-05-04 13:57:44,449 - pyskl - INFO - Epoch [42][1000/3940] lr: 2.062e-02, eta: 2 days, 4:13:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 3.6930, loss: 3.6930 +2025-05-04 13:58:28,343 - pyskl - INFO - Epoch [42][1100/3940] lr: 2.061e-02, eta: 2 days, 4:12:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 3.7358, loss: 3.7358 +2025-05-04 13:59:12,182 - pyskl - INFO - Epoch [42][1200/3940] lr: 2.061e-02, eta: 2 days, 4:11:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 3.8616, loss: 3.8616 +2025-05-04 13:59:56,023 - pyskl - INFO - Epoch [42][1300/3940] lr: 2.060e-02, eta: 2 days, 4:11:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9587, loss_cls: 3.6893, loss: 3.6893 +2025-05-04 14:00:39,773 - pyskl - INFO - Epoch [42][1400/3940] lr: 2.060e-02, eta: 2 days, 4:10:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9575, loss_cls: 3.8713, loss: 3.8713 +2025-05-04 14:01:23,610 - pyskl - INFO - Epoch [42][1500/3940] lr: 2.059e-02, eta: 2 days, 4:09:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9669, loss_cls: 3.6523, loss: 3.6523 +2025-05-04 14:02:07,410 - pyskl - INFO - Epoch [42][1600/3940] lr: 2.059e-02, eta: 2 days, 4:08:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9469, loss_cls: 3.8121, loss: 3.8121 +2025-05-04 14:02:51,125 - pyskl - INFO - Epoch [42][1700/3940] lr: 2.058e-02, eta: 2 days, 4:08:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 3.8205, loss: 3.8205 +2025-05-04 14:03:34,947 - pyskl - INFO - Epoch [42][1800/3940] lr: 2.058e-02, eta: 2 days, 4:07:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 3.9545, loss: 3.9545 +2025-05-04 14:04:18,806 - pyskl - INFO - Epoch [42][1900/3940] lr: 2.057e-02, eta: 2 days, 4:06:38, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9513, loss_cls: 3.8891, loss: 3.8891 +2025-05-04 14:05:02,685 - pyskl - INFO - Epoch [42][2000/3940] lr: 2.057e-02, eta: 2 days, 4:05:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9550, loss_cls: 3.7339, loss: 3.7339 +2025-05-04 14:05:46,498 - pyskl - INFO - Epoch [42][2100/3940] lr: 2.056e-02, eta: 2 days, 4:05:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9506, loss_cls: 3.9051, loss: 3.9051 +2025-05-04 14:06:30,378 - pyskl - INFO - Epoch [42][2200/3940] lr: 2.056e-02, eta: 2 days, 4:04:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9613, loss_cls: 3.8395, loss: 3.8395 +2025-05-04 14:07:14,196 - pyskl - INFO - Epoch [42][2300/3940] lr: 2.055e-02, eta: 2 days, 4:03:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9506, loss_cls: 3.9124, loss: 3.9124 +2025-05-04 14:07:58,040 - pyskl - INFO - Epoch [42][2400/3940] lr: 2.055e-02, eta: 2 days, 4:02:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9563, loss_cls: 3.8160, loss: 3.8160 +2025-05-04 14:08:41,842 - pyskl - INFO - Epoch [42][2500/3940] lr: 2.054e-02, eta: 2 days, 4:02:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9531, loss_cls: 3.9040, loss: 3.9040 +2025-05-04 14:09:25,609 - pyskl - INFO - Epoch [42][2600/3940] lr: 2.054e-02, eta: 2 days, 4:01:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 3.6376, loss: 3.6376 +2025-05-04 14:10:09,441 - pyskl - INFO - Epoch [42][2700/3940] lr: 2.053e-02, eta: 2 days, 4:00:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9544, loss_cls: 3.8345, loss: 3.8345 +2025-05-04 14:10:53,227 - pyskl - INFO - Epoch [42][2800/3940] lr: 2.053e-02, eta: 2 days, 4:00:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9563, loss_cls: 3.7655, loss: 3.7655 +2025-05-04 14:11:36,960 - pyskl - INFO - Epoch [42][2900/3940] lr: 2.052e-02, eta: 2 days, 3:59:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 3.8291, loss: 3.8291 +2025-05-04 14:12:20,720 - pyskl - INFO - Epoch [42][3000/3940] lr: 2.052e-02, eta: 2 days, 3:58:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 3.8840, loss: 3.8840 +2025-05-04 14:13:04,465 - pyskl - INFO - Epoch [42][3100/3940] lr: 2.051e-02, eta: 2 days, 3:57:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9575, loss_cls: 3.8914, loss: 3.8914 +2025-05-04 14:13:48,146 - pyskl - INFO - Epoch [42][3200/3940] lr: 2.051e-02, eta: 2 days, 3:57:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9606, loss_cls: 3.8482, loss: 3.8482 +2025-05-04 14:14:32,015 - pyskl - INFO - Epoch [42][3300/3940] lr: 2.050e-02, eta: 2 days, 3:56:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9500, loss_cls: 3.9111, loss: 3.9111 +2025-05-04 14:15:15,910 - pyskl - INFO - Epoch [42][3400/3940] lr: 2.050e-02, eta: 2 days, 3:55:37, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 3.7099, loss: 3.7099 +2025-05-04 14:15:59,616 - pyskl - INFO - Epoch [42][3500/3940] lr: 2.049e-02, eta: 2 days, 3:54:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 3.8078, loss: 3.8078 +2025-05-04 14:16:43,365 - pyskl - INFO - Epoch [42][3600/3940] lr: 2.049e-02, eta: 2 days, 3:54:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9500, loss_cls: 3.8266, loss: 3.8266 +2025-05-04 14:17:27,107 - pyskl - INFO - Epoch [42][3700/3940] lr: 2.048e-02, eta: 2 days, 3:53:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 3.8917, loss: 3.8917 +2025-05-04 14:18:10,845 - pyskl - INFO - Epoch [42][3800/3940] lr: 2.048e-02, eta: 2 days, 3:52:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9581, loss_cls: 3.7391, loss: 3.7391 +2025-05-04 14:18:54,637 - pyskl - INFO - Epoch [42][3900/3940] lr: 2.047e-02, eta: 2 days, 3:51:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 3.7008, loss: 3.7008 +2025-05-04 14:19:12,480 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-05-04 14:22:35,229 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 14:22:35,693 - pyskl - INFO - +top1_acc 0.6760 +top5_acc 0.9192 +2025-05-04 14:22:35,712 - pyskl - INFO - Epoch(val) [42][3183] top1_acc: 0.6760, top5_acc: 0.9192 +2025-05-04 14:23:43,718 - pyskl - INFO - Epoch [43][100/3940] lr: 2.046e-02, eta: 2 days, 3:51:11, time: 0.680, data_time: 0.244, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.6921, loss: 3.6921 +2025-05-04 14:24:27,443 - pyskl - INFO - Epoch [43][200/3940] lr: 2.046e-02, eta: 2 days, 3:50:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 3.6589, loss: 3.6589 +2025-05-04 14:25:11,183 - pyskl - INFO - Epoch [43][300/3940] lr: 2.045e-02, eta: 2 days, 3:49:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 3.7903, loss: 3.7903 +2025-05-04 14:25:54,970 - pyskl - INFO - Epoch [43][400/3940] lr: 2.045e-02, eta: 2 days, 3:48:59, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.7016, loss: 3.7016 +2025-05-04 14:26:38,676 - pyskl - INFO - Epoch [43][500/3940] lr: 2.044e-02, eta: 2 days, 3:48:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9575, loss_cls: 3.6466, loss: 3.6466 +2025-05-04 14:27:22,365 - pyskl - INFO - Epoch [43][600/3940] lr: 2.044e-02, eta: 2 days, 3:47:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.7184, loss: 3.7184 +2025-05-04 14:28:06,041 - pyskl - INFO - Epoch [43][700/3940] lr: 2.043e-02, eta: 2 days, 3:46:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9606, loss_cls: 3.8030, loss: 3.8030 +2025-05-04 14:28:49,761 - pyskl - INFO - Epoch [43][800/3940] lr: 2.043e-02, eta: 2 days, 3:46:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 3.8308, loss: 3.8308 +2025-05-04 14:29:33,564 - pyskl - INFO - Epoch [43][900/3940] lr: 2.042e-02, eta: 2 days, 3:45:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9587, loss_cls: 3.7223, loss: 3.7223 +2025-05-04 14:30:17,278 - pyskl - INFO - Epoch [43][1000/3940] lr: 2.042e-02, eta: 2 days, 3:44:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9594, loss_cls: 3.6416, loss: 3.6416 +2025-05-04 14:31:01,060 - pyskl - INFO - Epoch [43][1100/3940] lr: 2.041e-02, eta: 2 days, 3:43:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 3.7632, loss: 3.7632 +2025-05-04 14:31:44,761 - pyskl - INFO - Epoch [43][1200/3940] lr: 2.041e-02, eta: 2 days, 3:43:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 3.7129, loss: 3.7129 +2025-05-04 14:32:28,593 - pyskl - INFO - Epoch [43][1300/3940] lr: 2.040e-02, eta: 2 days, 3:42:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9537, loss_cls: 3.8048, loss: 3.8048 +2025-05-04 14:33:12,293 - pyskl - INFO - Epoch [43][1400/3940] lr: 2.040e-02, eta: 2 days, 3:41:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9637, loss_cls: 3.7618, loss: 3.7618 +2025-05-04 14:33:55,981 - pyskl - INFO - Epoch [43][1500/3940] lr: 2.039e-02, eta: 2 days, 3:40:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 3.8737, loss: 3.8737 +2025-05-04 14:34:39,694 - pyskl - INFO - Epoch [43][1600/3940] lr: 2.039e-02, eta: 2 days, 3:40:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 3.9465, loss: 3.9465 +2025-05-04 14:35:23,550 - pyskl - INFO - Epoch [43][1700/3940] lr: 2.038e-02, eta: 2 days, 3:39:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9581, loss_cls: 3.7353, loss: 3.7353 +2025-05-04 14:36:07,306 - pyskl - INFO - Epoch [43][1800/3940] lr: 2.038e-02, eta: 2 days, 3:38:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9506, loss_cls: 3.9145, loss: 3.9145 +2025-05-04 14:36:51,108 - pyskl - INFO - Epoch [43][1900/3940] lr: 2.037e-02, eta: 2 days, 3:37:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9537, loss_cls: 3.8021, loss: 3.8021 +2025-05-04 14:37:34,824 - pyskl - INFO - Epoch [43][2000/3940] lr: 2.037e-02, eta: 2 days, 3:37:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 3.6444, loss: 3.6444 +2025-05-04 14:38:18,617 - pyskl - INFO - Epoch [43][2100/3940] lr: 2.036e-02, eta: 2 days, 3:36:27, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 3.7378, loss: 3.7378 +2025-05-04 14:39:02,351 - pyskl - INFO - Epoch [43][2200/3940] lr: 2.035e-02, eta: 2 days, 3:35:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9519, loss_cls: 3.9069, loss: 3.9069 +2025-05-04 14:39:46,039 - pyskl - INFO - Epoch [43][2300/3940] lr: 2.035e-02, eta: 2 days, 3:34:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 3.7481, loss: 3.7481 +2025-05-04 14:40:29,721 - pyskl - INFO - Epoch [43][2400/3940] lr: 2.034e-02, eta: 2 days, 3:34:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 3.8301, loss: 3.8301 +2025-05-04 14:41:13,429 - pyskl - INFO - Epoch [43][2500/3940] lr: 2.034e-02, eta: 2 days, 3:33:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9669, loss_cls: 3.7810, loss: 3.7810 +2025-05-04 14:41:57,202 - pyskl - INFO - Epoch [43][2600/3940] lr: 2.033e-02, eta: 2 days, 3:32:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9606, loss_cls: 3.6784, loss: 3.6784 +2025-05-04 14:42:40,905 - pyskl - INFO - Epoch [43][2700/3940] lr: 2.033e-02, eta: 2 days, 3:32:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 3.6404, loss: 3.6404 +2025-05-04 14:43:24,645 - pyskl - INFO - Epoch [43][2800/3940] lr: 2.032e-02, eta: 2 days, 3:31:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 3.7916, loss: 3.7916 +2025-05-04 14:44:08,443 - pyskl - INFO - Epoch [43][2900/3940] lr: 2.032e-02, eta: 2 days, 3:30:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 3.7155, loss: 3.7155 +2025-05-04 14:44:52,249 - pyskl - INFO - Epoch [43][3000/3940] lr: 2.031e-02, eta: 2 days, 3:29:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 3.7673, loss: 3.7673 +2025-05-04 14:45:36,010 - pyskl - INFO - Epoch [43][3100/3940] lr: 2.031e-02, eta: 2 days, 3:29:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 3.7406, loss: 3.7406 +2025-05-04 14:46:19,772 - pyskl - INFO - Epoch [43][3200/3940] lr: 2.030e-02, eta: 2 days, 3:28:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9625, loss_cls: 3.8546, loss: 3.8546 +2025-05-04 14:47:03,535 - pyskl - INFO - Epoch [43][3300/3940] lr: 2.030e-02, eta: 2 days, 3:27:36, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9506, loss_cls: 3.7772, loss: 3.7772 +2025-05-04 14:47:47,241 - pyskl - INFO - Epoch [43][3400/3940] lr: 2.029e-02, eta: 2 days, 3:26:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9531, loss_cls: 3.9210, loss: 3.9210 +2025-05-04 14:48:31,033 - pyskl - INFO - Epoch [43][3500/3940] lr: 2.029e-02, eta: 2 days, 3:26:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9556, loss_cls: 3.7184, loss: 3.7184 +2025-05-04 14:49:15,090 - pyskl - INFO - Epoch [43][3600/3940] lr: 2.028e-02, eta: 2 days, 3:25:25, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9544, loss_cls: 3.8479, loss: 3.8479 +2025-05-04 14:49:58,887 - pyskl - INFO - Epoch [43][3700/3940] lr: 2.028e-02, eta: 2 days, 3:24:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9525, loss_cls: 3.8320, loss: 3.8320 +2025-05-04 14:50:42,683 - pyskl - INFO - Epoch [43][3800/3940] lr: 2.027e-02, eta: 2 days, 3:23:56, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.6444, loss: 3.6444 +2025-05-04 14:51:26,425 - pyskl - INFO - Epoch [43][3900/3940] lr: 2.027e-02, eta: 2 days, 3:23:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 3.8411, loss: 3.8411 +2025-05-04 14:51:44,297 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-05-04 14:55:07,106 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 14:55:07,581 - pyskl - INFO - +top1_acc 0.6709 +top5_acc 0.9131 +2025-05-04 14:55:07,601 - pyskl - INFO - Epoch(val) [43][3183] top1_acc: 0.6709, top5_acc: 0.9131 +2025-05-04 14:56:15,765 - pyskl - INFO - Epoch [44][100/3940] lr: 2.026e-02, eta: 2 days, 3:22:27, time: 0.682, data_time: 0.245, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9563, loss_cls: 3.7455, loss: 3.7455 +2025-05-04 14:56:59,422 - pyskl - INFO - Epoch [44][200/3940] lr: 2.025e-02, eta: 2 days, 3:21:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9587, loss_cls: 3.6460, loss: 3.6460 +2025-05-04 14:57:43,131 - pyskl - INFO - Epoch [44][300/3940] lr: 2.025e-02, eta: 2 days, 3:20:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 3.7637, loss: 3.7637 +2025-05-04 14:58:26,904 - pyskl - INFO - Epoch [44][400/3940] lr: 2.024e-02, eta: 2 days, 3:20:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9663, loss_cls: 3.7353, loss: 3.7353 +2025-05-04 14:59:10,700 - pyskl - INFO - Epoch [44][500/3940] lr: 2.024e-02, eta: 2 days, 3:19:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9556, loss_cls: 3.8163, loss: 3.8163 +2025-05-04 14:59:54,474 - pyskl - INFO - Epoch [44][600/3940] lr: 2.023e-02, eta: 2 days, 3:18:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 3.7161, loss: 3.7161 +2025-05-04 15:00:38,132 - pyskl - INFO - Epoch [44][700/3940] lr: 2.023e-02, eta: 2 days, 3:18:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9719, loss_cls: 3.7223, loss: 3.7223 +2025-05-04 15:01:21,884 - pyskl - INFO - Epoch [44][800/3940] lr: 2.022e-02, eta: 2 days, 3:17:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 3.6332, loss: 3.6332 +2025-05-04 15:02:05,652 - pyskl - INFO - Epoch [44][900/3940] lr: 2.022e-02, eta: 2 days, 3:16:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9525, loss_cls: 3.7461, loss: 3.7461 +2025-05-04 15:02:49,294 - pyskl - INFO - Epoch [44][1000/3940] lr: 2.021e-02, eta: 2 days, 3:15:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 3.7120, loss: 3.7120 +2025-05-04 15:03:33,061 - pyskl - INFO - Epoch [44][1100/3940] lr: 2.021e-02, eta: 2 days, 3:15:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9650, loss_cls: 3.8362, loss: 3.8362 +2025-05-04 15:04:16,781 - pyskl - INFO - Epoch [44][1200/3940] lr: 2.020e-02, eta: 2 days, 3:14:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9587, loss_cls: 3.7884, loss: 3.7884 +2025-05-04 15:05:00,557 - pyskl - INFO - Epoch [44][1300/3940] lr: 2.020e-02, eta: 2 days, 3:13:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9712, loss_cls: 3.6081, loss: 3.6081 +2025-05-04 15:05:44,343 - pyskl - INFO - Epoch [44][1400/3940] lr: 2.019e-02, eta: 2 days, 3:12:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 3.6417, loss: 3.6417 +2025-05-04 15:06:28,215 - pyskl - INFO - Epoch [44][1500/3940] lr: 2.019e-02, eta: 2 days, 3:12:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 3.6770, loss: 3.6770 +2025-05-04 15:07:12,130 - pyskl - INFO - Epoch [44][1600/3940] lr: 2.018e-02, eta: 2 days, 3:11:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9587, loss_cls: 3.7457, loss: 3.7457 +2025-05-04 15:07:56,053 - pyskl - INFO - Epoch [44][1700/3940] lr: 2.018e-02, eta: 2 days, 3:10:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9494, loss_cls: 3.9522, loss: 3.9522 +2025-05-04 15:08:39,799 - pyskl - INFO - Epoch [44][1800/3940] lr: 2.017e-02, eta: 2 days, 3:09:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9550, loss_cls: 3.7661, loss: 3.7661 +2025-05-04 15:09:23,534 - pyskl - INFO - Epoch [44][1900/3940] lr: 2.017e-02, eta: 2 days, 3:09:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9681, loss_cls: 3.6914, loss: 3.6914 +2025-05-04 15:10:07,496 - pyskl - INFO - Epoch [44][2000/3940] lr: 2.016e-02, eta: 2 days, 3:08:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 3.8102, loss: 3.8102 +2025-05-04 15:10:51,276 - pyskl - INFO - Epoch [44][2100/3940] lr: 2.015e-02, eta: 2 days, 3:07:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9550, loss_cls: 3.7241, loss: 3.7241 +2025-05-04 15:11:35,179 - pyskl - INFO - Epoch [44][2200/3940] lr: 2.015e-02, eta: 2 days, 3:07:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9544, loss_cls: 3.7823, loss: 3.7823 +2025-05-04 15:12:19,056 - pyskl - INFO - Epoch [44][2300/3940] lr: 2.014e-02, eta: 2 days, 3:06:17, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9663, loss_cls: 3.7957, loss: 3.7957 +2025-05-04 15:13:02,968 - pyskl - INFO - Epoch [44][2400/3940] lr: 2.014e-02, eta: 2 days, 3:05:33, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9569, loss_cls: 3.7974, loss: 3.7974 +2025-05-04 15:13:47,076 - pyskl - INFO - Epoch [44][2500/3940] lr: 2.013e-02, eta: 2 days, 3:04:50, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 3.8080, loss: 3.8080 +2025-05-04 15:14:31,155 - pyskl - INFO - Epoch [44][2600/3940] lr: 2.013e-02, eta: 2 days, 3:04:06, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9594, loss_cls: 3.6553, loss: 3.6553 +2025-05-04 15:15:15,644 - pyskl - INFO - Epoch [44][2700/3940] lr: 2.012e-02, eta: 2 days, 3:03:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 3.6812, loss: 3.6812 +2025-05-04 15:15:59,758 - pyskl - INFO - Epoch [44][2800/3940] lr: 2.012e-02, eta: 2 days, 3:02:41, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9531, loss_cls: 3.7943, loss: 3.7943 +2025-05-04 15:16:43,836 - pyskl - INFO - Epoch [44][2900/3940] lr: 2.011e-02, eta: 2 days, 3:01:57, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9550, loss_cls: 3.7589, loss: 3.7589 +2025-05-04 15:17:27,911 - pyskl - INFO - Epoch [44][3000/3940] lr: 2.011e-02, eta: 2 days, 3:01:14, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9637, loss_cls: 3.6341, loss: 3.6341 +2025-05-04 15:18:11,919 - pyskl - INFO - Epoch [44][3100/3940] lr: 2.010e-02, eta: 2 days, 3:00:30, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9631, loss_cls: 3.6414, loss: 3.6414 +2025-05-04 15:18:55,934 - pyskl - INFO - Epoch [44][3200/3940] lr: 2.010e-02, eta: 2 days, 2:59:47, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9625, loss_cls: 3.7492, loss: 3.7492 +2025-05-04 15:19:39,755 - pyskl - INFO - Epoch [44][3300/3940] lr: 2.009e-02, eta: 2 days, 2:59:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9581, loss_cls: 3.6275, loss: 3.6275 +2025-05-04 15:20:23,583 - pyskl - INFO - Epoch [44][3400/3940] lr: 2.009e-02, eta: 2 days, 2:58:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9575, loss_cls: 3.8332, loss: 3.8332 +2025-05-04 15:21:07,422 - pyskl - INFO - Epoch [44][3500/3940] lr: 2.008e-02, eta: 2 days, 2:57:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9437, loss_cls: 3.8010, loss: 3.8010 +2025-05-04 15:21:51,309 - pyskl - INFO - Epoch [44][3600/3940] lr: 2.008e-02, eta: 2 days, 2:56:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9550, loss_cls: 3.7467, loss: 3.7467 +2025-05-04 15:22:35,140 - pyskl - INFO - Epoch [44][3700/3940] lr: 2.007e-02, eta: 2 days, 2:56:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9544, loss_cls: 3.8692, loss: 3.8692 +2025-05-04 15:23:19,047 - pyskl - INFO - Epoch [44][3800/3940] lr: 2.006e-02, eta: 2 days, 2:55:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.6473, loss: 3.6473 +2025-05-04 15:24:02,945 - pyskl - INFO - Epoch [44][3900/3940] lr: 2.006e-02, eta: 2 days, 2:54:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9500, loss_cls: 3.9253, loss: 3.9253 +2025-05-04 15:24:20,956 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-05-04 15:27:45,440 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 15:27:45,934 - pyskl - INFO - +top1_acc 0.6990 +top5_acc 0.9309 +2025-05-04 15:27:45,957 - pyskl - INFO - Epoch(val) [44][3183] top1_acc: 0.6990, top5_acc: 0.9309 +2025-05-04 15:28:55,854 - pyskl - INFO - Epoch [45][100/3940] lr: 2.005e-02, eta: 2 days, 2:53:58, time: 0.699, data_time: 0.260, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9550, loss_cls: 3.6980, loss: 3.6980 +2025-05-04 15:29:39,661 - pyskl - INFO - Epoch [45][200/3940] lr: 2.005e-02, eta: 2 days, 2:53:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 3.7392, loss: 3.7392 +2025-05-04 15:30:23,499 - pyskl - INFO - Epoch [45][300/3940] lr: 2.004e-02, eta: 2 days, 2:52:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 3.8511, loss: 3.8511 +2025-05-04 15:31:07,312 - pyskl - INFO - Epoch [45][400/3940] lr: 2.004e-02, eta: 2 days, 2:51:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 3.5867, loss: 3.5867 +2025-05-04 15:31:51,137 - pyskl - INFO - Epoch [45][500/3940] lr: 2.003e-02, eta: 2 days, 2:51:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 3.7099, loss: 3.7099 +2025-05-04 15:32:35,034 - pyskl - INFO - Epoch [45][600/3940] lr: 2.003e-02, eta: 2 days, 2:50:18, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 3.6962, loss: 3.6962 +2025-05-04 15:33:18,961 - pyskl - INFO - Epoch [45][700/3940] lr: 2.002e-02, eta: 2 days, 2:49:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 3.6736, loss: 3.6736 +2025-05-04 15:34:02,799 - pyskl - INFO - Epoch [45][800/3940] lr: 2.002e-02, eta: 2 days, 2:48:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 3.7470, loss: 3.7470 +2025-05-04 15:34:46,694 - pyskl - INFO - Epoch [45][900/3940] lr: 2.001e-02, eta: 2 days, 2:48:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9650, loss_cls: 3.7732, loss: 3.7732 +2025-05-04 15:35:30,598 - pyskl - INFO - Epoch [45][1000/3940] lr: 2.000e-02, eta: 2 days, 2:47:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 3.6596, loss: 3.6596 +2025-05-04 15:36:14,430 - pyskl - INFO - Epoch [45][1100/3940] lr: 2.000e-02, eta: 2 days, 2:46:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 3.7304, loss: 3.7304 +2025-05-04 15:36:58,211 - pyskl - INFO - Epoch [45][1200/3940] lr: 1.999e-02, eta: 2 days, 2:45:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 3.6754, loss: 3.6754 +2025-05-04 15:37:42,223 - pyskl - INFO - Epoch [45][1300/3940] lr: 1.999e-02, eta: 2 days, 2:45:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9581, loss_cls: 3.9140, loss: 3.9140 +2025-05-04 15:38:26,598 - pyskl - INFO - Epoch [45][1400/3940] lr: 1.998e-02, eta: 2 days, 2:44:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9631, loss_cls: 3.7027, loss: 3.7027 +2025-05-04 15:39:11,061 - pyskl - INFO - Epoch [45][1500/3940] lr: 1.998e-02, eta: 2 days, 2:43:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9556, loss_cls: 3.8564, loss: 3.8564 +2025-05-04 15:39:55,442 - pyskl - INFO - Epoch [45][1600/3940] lr: 1.997e-02, eta: 2 days, 2:43:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9631, loss_cls: 3.5224, loss: 3.5224 +2025-05-04 15:40:39,268 - pyskl - INFO - Epoch [45][1700/3940] lr: 1.997e-02, eta: 2 days, 2:42:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 3.8939, loss: 3.8939 +2025-05-04 15:41:22,960 - pyskl - INFO - Epoch [45][1800/3940] lr: 1.996e-02, eta: 2 days, 2:41:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9631, loss_cls: 3.6341, loss: 3.6341 +2025-05-04 15:42:06,907 - pyskl - INFO - Epoch [45][1900/3940] lr: 1.996e-02, eta: 2 days, 2:40:51, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9513, loss_cls: 3.8002, loss: 3.8002 +2025-05-04 15:42:50,642 - pyskl - INFO - Epoch [45][2000/3940] lr: 1.995e-02, eta: 2 days, 2:40:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 3.7519, loss: 3.7519 +2025-05-04 15:43:34,344 - pyskl - INFO - Epoch [45][2100/3940] lr: 1.995e-02, eta: 2 days, 2:39:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9531, loss_cls: 3.8060, loss: 3.8060 +2025-05-04 15:44:18,046 - pyskl - INFO - Epoch [45][2200/3940] lr: 1.994e-02, eta: 2 days, 2:38:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 3.5779, loss: 3.5779 +2025-05-04 15:45:01,967 - pyskl - INFO - Epoch [45][2300/3940] lr: 1.994e-02, eta: 2 days, 2:37:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.6895, loss: 3.6895 +2025-05-04 15:45:45,947 - pyskl - INFO - Epoch [45][2400/3940] lr: 1.993e-02, eta: 2 days, 2:37:11, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9581, loss_cls: 3.7165, loss: 3.7165 +2025-05-04 15:46:29,623 - pyskl - INFO - Epoch [45][2500/3940] lr: 1.992e-02, eta: 2 days, 2:36:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 3.7396, loss: 3.7396 +2025-05-04 15:47:13,460 - pyskl - INFO - Epoch [45][2600/3940] lr: 1.992e-02, eta: 2 days, 2:35:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9556, loss_cls: 3.6230, loss: 3.6230 +2025-05-04 15:47:57,158 - pyskl - INFO - Epoch [45][2700/3940] lr: 1.991e-02, eta: 2 days, 2:34:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 3.7555, loss: 3.7555 +2025-05-04 15:48:40,764 - pyskl - INFO - Epoch [45][2800/3940] lr: 1.991e-02, eta: 2 days, 2:34:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9606, loss_cls: 3.7426, loss: 3.7426 +2025-05-04 15:49:24,371 - pyskl - INFO - Epoch [45][2900/3940] lr: 1.990e-02, eta: 2 days, 2:33:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9531, loss_cls: 3.8096, loss: 3.8096 +2025-05-04 15:50:07,897 - pyskl - INFO - Epoch [45][3000/3940] lr: 1.990e-02, eta: 2 days, 2:32:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9544, loss_cls: 3.6716, loss: 3.6716 +2025-05-04 15:50:51,491 - pyskl - INFO - Epoch [45][3100/3940] lr: 1.989e-02, eta: 2 days, 2:31:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9600, loss_cls: 3.7648, loss: 3.7648 +2025-05-04 15:51:35,149 - pyskl - INFO - Epoch [45][3200/3940] lr: 1.989e-02, eta: 2 days, 2:31:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9606, loss_cls: 3.7804, loss: 3.7804 +2025-05-04 15:52:18,862 - pyskl - INFO - Epoch [45][3300/3940] lr: 1.988e-02, eta: 2 days, 2:30:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9494, loss_cls: 3.7590, loss: 3.7590 +2025-05-04 15:53:02,510 - pyskl - INFO - Epoch [45][3400/3940] lr: 1.988e-02, eta: 2 days, 2:29:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9594, loss_cls: 3.7877, loss: 3.7877 +2025-05-04 15:53:46,199 - pyskl - INFO - Epoch [45][3500/3940] lr: 1.987e-02, eta: 2 days, 2:29:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9600, loss_cls: 3.6618, loss: 3.6618 +2025-05-04 15:54:29,865 - pyskl - INFO - Epoch [45][3600/3940] lr: 1.987e-02, eta: 2 days, 2:28:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9544, loss_cls: 3.7806, loss: 3.7806 +2025-05-04 15:55:13,752 - pyskl - INFO - Epoch [45][3700/3940] lr: 1.986e-02, eta: 2 days, 2:27:34, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9531, loss_cls: 3.8298, loss: 3.8298 +2025-05-04 15:55:57,487 - pyskl - INFO - Epoch [45][3800/3940] lr: 1.985e-02, eta: 2 days, 2:26:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9600, loss_cls: 3.8320, loss: 3.8320 +2025-05-04 15:56:41,204 - pyskl - INFO - Epoch [45][3900/3940] lr: 1.985e-02, eta: 2 days, 2:26:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9575, loss_cls: 3.7508, loss: 3.7508 +2025-05-04 15:56:59,219 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-05-04 16:00:23,819 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 16:00:24,297 - pyskl - INFO - +top1_acc 0.7218 +top5_acc 0.9381 +2025-05-04 16:00:24,374 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_36.pth was removed +2025-05-04 16:00:25,414 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_45.pth. +2025-05-04 16:00:25,416 - pyskl - INFO - Best top1_acc is 0.7218 at 45 epoch. +2025-05-04 16:00:25,435 - pyskl - INFO - Epoch(val) [45][3183] top1_acc: 0.7218, top5_acc: 0.9381 +2025-05-04 16:01:34,105 - pyskl - INFO - Epoch [46][100/3940] lr: 1.984e-02, eta: 2 days, 2:25:21, time: 0.687, data_time: 0.250, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 3.5268, loss: 3.5268 +2025-05-04 16:02:17,647 - pyskl - INFO - Epoch [46][200/3940] lr: 1.984e-02, eta: 2 days, 2:24:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 3.7048, loss: 3.7048 +2025-05-04 16:03:01,292 - pyskl - INFO - Epoch [46][300/3940] lr: 1.983e-02, eta: 2 days, 2:23:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 3.5692, loss: 3.5692 +2025-05-04 16:03:44,882 - pyskl - INFO - Epoch [46][400/3940] lr: 1.983e-02, eta: 2 days, 2:23:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9600, loss_cls: 3.5960, loss: 3.5960 +2025-05-04 16:04:28,465 - pyskl - INFO - Epoch [46][500/3940] lr: 1.982e-02, eta: 2 days, 2:22:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9656, loss_cls: 3.5593, loss: 3.5593 +2025-05-04 16:05:12,028 - pyskl - INFO - Epoch [46][600/3940] lr: 1.982e-02, eta: 2 days, 2:21:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9613, loss_cls: 3.6320, loss: 3.6320 +2025-05-04 16:05:55,740 - pyskl - INFO - Epoch [46][700/3940] lr: 1.981e-02, eta: 2 days, 2:20:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 3.6187, loss: 3.6187 +2025-05-04 16:06:39,407 - pyskl - INFO - Epoch [46][800/3940] lr: 1.980e-02, eta: 2 days, 2:20:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9519, loss_cls: 3.7858, loss: 3.7858 +2025-05-04 16:07:22,992 - pyskl - INFO - Epoch [46][900/3940] lr: 1.980e-02, eta: 2 days, 2:19:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 3.7050, loss: 3.7050 +2025-05-04 16:08:06,781 - pyskl - INFO - Epoch [46][1000/3940] lr: 1.979e-02, eta: 2 days, 2:18:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9556, loss_cls: 3.7156, loss: 3.7156 +2025-05-04 16:08:50,500 - pyskl - INFO - Epoch [46][1100/3940] lr: 1.979e-02, eta: 2 days, 2:17:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 3.7478, loss: 3.7478 +2025-05-04 16:09:34,053 - pyskl - INFO - Epoch [46][1200/3940] lr: 1.978e-02, eta: 2 days, 2:17:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9594, loss_cls: 3.7206, loss: 3.7206 +2025-05-04 16:10:17,702 - pyskl - INFO - Epoch [46][1300/3940] lr: 1.978e-02, eta: 2 days, 2:16:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 3.8246, loss: 3.8246 +2025-05-04 16:11:01,299 - pyskl - INFO - Epoch [46][1400/3940] lr: 1.977e-02, eta: 2 days, 2:15:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9694, loss_cls: 3.7029, loss: 3.7029 +2025-05-04 16:11:44,969 - pyskl - INFO - Epoch [46][1500/3940] lr: 1.977e-02, eta: 2 days, 2:14:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 3.6603, loss: 3.6603 +2025-05-04 16:12:28,773 - pyskl - INFO - Epoch [46][1600/3940] lr: 1.976e-02, eta: 2 days, 2:14:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.6699, loss: 3.6699 +2025-05-04 16:13:12,406 - pyskl - INFO - Epoch [46][1700/3940] lr: 1.976e-02, eta: 2 days, 2:13:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 3.7496, loss: 3.7496 +2025-05-04 16:13:56,010 - pyskl - INFO - Epoch [46][1800/3940] lr: 1.975e-02, eta: 2 days, 2:12:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9556, loss_cls: 3.8889, loss: 3.8889 +2025-05-04 16:14:39,644 - pyskl - INFO - Epoch [46][1900/3940] lr: 1.974e-02, eta: 2 days, 2:12:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9625, loss_cls: 3.7306, loss: 3.7306 +2025-05-04 16:15:23,240 - pyskl - INFO - Epoch [46][2000/3940] lr: 1.974e-02, eta: 2 days, 2:11:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9587, loss_cls: 3.7247, loss: 3.7247 +2025-05-04 16:16:06,824 - pyskl - INFO - Epoch [46][2100/3940] lr: 1.973e-02, eta: 2 days, 2:10:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9569, loss_cls: 3.6849, loss: 3.6849 +2025-05-04 16:16:50,723 - pyskl - INFO - Epoch [46][2200/3940] lr: 1.973e-02, eta: 2 days, 2:09:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9537, loss_cls: 3.6951, loss: 3.6951 +2025-05-04 16:17:34,266 - pyskl - INFO - Epoch [46][2300/3940] lr: 1.972e-02, eta: 2 days, 2:09:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 3.7019, loss: 3.7019 +2025-05-04 16:18:17,774 - pyskl - INFO - Epoch [46][2400/3940] lr: 1.972e-02, eta: 2 days, 2:08:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 3.7097, loss: 3.7097 +2025-05-04 16:19:01,089 - pyskl - INFO - Epoch [46][2500/3940] lr: 1.971e-02, eta: 2 days, 2:07:33, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9569, loss_cls: 3.7225, loss: 3.7225 +2025-05-04 16:19:44,549 - pyskl - INFO - Epoch [46][2600/3940] lr: 1.971e-02, eta: 2 days, 2:06:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 3.7934, loss: 3.7934 +2025-05-04 16:20:28,002 - pyskl - INFO - Epoch [46][2700/3940] lr: 1.970e-02, eta: 2 days, 2:06:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9594, loss_cls: 3.8882, loss: 3.8882 +2025-05-04 16:21:11,458 - pyskl - INFO - Epoch [46][2800/3940] lr: 1.970e-02, eta: 2 days, 2:05:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 3.6751, loss: 3.6751 +2025-05-04 16:21:54,939 - pyskl - INFO - Epoch [46][2900/3940] lr: 1.969e-02, eta: 2 days, 2:04:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 3.6597, loss: 3.6597 +2025-05-04 16:22:38,346 - pyskl - INFO - Epoch [46][3000/3940] lr: 1.969e-02, eta: 2 days, 2:03:48, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9637, loss_cls: 3.5964, loss: 3.5964 +2025-05-04 16:23:21,818 - pyskl - INFO - Epoch [46][3100/3940] lr: 1.968e-02, eta: 2 days, 2:03:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9650, loss_cls: 3.5994, loss: 3.5994 +2025-05-04 16:24:05,414 - pyskl - INFO - Epoch [46][3200/3940] lr: 1.967e-02, eta: 2 days, 2:02:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9500, loss_cls: 3.9111, loss: 3.9111 +2025-05-04 16:24:48,992 - pyskl - INFO - Epoch [46][3300/3940] lr: 1.967e-02, eta: 2 days, 2:01:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9581, loss_cls: 3.6740, loss: 3.6740 +2025-05-04 16:25:32,372 - pyskl - INFO - Epoch [46][3400/3940] lr: 1.966e-02, eta: 2 days, 2:00:49, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.7056, loss: 3.7056 +2025-05-04 16:26:15,880 - pyskl - INFO - Epoch [46][3500/3940] lr: 1.966e-02, eta: 2 days, 2:00:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9556, loss_cls: 3.8700, loss: 3.8700 +2025-05-04 16:26:59,710 - pyskl - INFO - Epoch [46][3600/3940] lr: 1.965e-02, eta: 2 days, 1:59:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9631, loss_cls: 3.5960, loss: 3.5960 +2025-05-04 16:27:43,366 - pyskl - INFO - Epoch [46][3700/3940] lr: 1.965e-02, eta: 2 days, 1:58:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9563, loss_cls: 3.7158, loss: 3.7158 +2025-05-04 16:28:26,999 - pyskl - INFO - Epoch [46][3800/3940] lr: 1.964e-02, eta: 2 days, 1:57:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9656, loss_cls: 3.6469, loss: 3.6469 +2025-05-04 16:29:10,582 - pyskl - INFO - Epoch [46][3900/3940] lr: 1.964e-02, eta: 2 days, 1:57:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9600, loss_cls: 3.5829, loss: 3.5829 +2025-05-04 16:29:28,364 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-05-04 16:32:53,028 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 16:32:53,599 - pyskl - INFO - +top1_acc 0.6937 +top5_acc 0.9310 +2025-05-04 16:32:53,619 - pyskl - INFO - Epoch(val) [46][3183] top1_acc: 0.6937, top5_acc: 0.9310 +2025-05-04 16:34:02,315 - pyskl - INFO - Epoch [47][100/3940] lr: 1.963e-02, eta: 2 days, 1:56:22, time: 0.687, data_time: 0.251, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 3.7331, loss: 3.7331 +2025-05-04 16:34:45,748 - pyskl - INFO - Epoch [47][200/3940] lr: 1.962e-02, eta: 2 days, 1:55:37, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 3.6962, loss: 3.6962 +2025-05-04 16:35:29,237 - pyskl - INFO - Epoch [47][300/3940] lr: 1.962e-02, eta: 2 days, 1:54:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 3.5342, loss: 3.5342 +2025-05-04 16:36:12,788 - pyskl - INFO - Epoch [47][400/3940] lr: 1.961e-02, eta: 2 days, 1:54:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 3.5589, loss: 3.5589 +2025-05-04 16:36:56,372 - pyskl - INFO - Epoch [47][500/3940] lr: 1.961e-02, eta: 2 days, 1:53:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9569, loss_cls: 3.6884, loss: 3.6884 +2025-05-04 16:37:39,973 - pyskl - INFO - Epoch [47][600/3940] lr: 1.960e-02, eta: 2 days, 1:52:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9563, loss_cls: 3.8328, loss: 3.8328 +2025-05-04 16:38:23,662 - pyskl - INFO - Epoch [47][700/3940] lr: 1.960e-02, eta: 2 days, 1:51:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9656, loss_cls: 3.6218, loss: 3.6218 +2025-05-04 16:39:07,293 - pyskl - INFO - Epoch [47][800/3940] lr: 1.959e-02, eta: 2 days, 1:51:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9563, loss_cls: 3.7506, loss: 3.7506 +2025-05-04 16:39:50,929 - pyskl - INFO - Epoch [47][900/3940] lr: 1.958e-02, eta: 2 days, 1:50:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9575, loss_cls: 3.7147, loss: 3.7147 +2025-05-04 16:40:34,563 - pyskl - INFO - Epoch [47][1000/3940] lr: 1.958e-02, eta: 2 days, 1:49:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 3.5997, loss: 3.5997 +2025-05-04 16:41:18,065 - pyskl - INFO - Epoch [47][1100/3940] lr: 1.957e-02, eta: 2 days, 1:48:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9550, loss_cls: 3.7252, loss: 3.7252 +2025-05-04 16:42:01,794 - pyskl - INFO - Epoch [47][1200/3940] lr: 1.957e-02, eta: 2 days, 1:48:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9556, loss_cls: 3.8717, loss: 3.8717 +2025-05-04 16:42:45,530 - pyskl - INFO - Epoch [47][1300/3940] lr: 1.956e-02, eta: 2 days, 1:47:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 3.7558, loss: 3.7558 +2025-05-04 16:43:29,061 - pyskl - INFO - Epoch [47][1400/3940] lr: 1.956e-02, eta: 2 days, 1:46:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9637, loss_cls: 3.7546, loss: 3.7546 +2025-05-04 16:44:12,630 - pyskl - INFO - Epoch [47][1500/3940] lr: 1.955e-02, eta: 2 days, 1:45:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 3.6874, loss: 3.6874 +2025-05-04 16:44:56,168 - pyskl - INFO - Epoch [47][1600/3940] lr: 1.955e-02, eta: 2 days, 1:45:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9587, loss_cls: 3.7184, loss: 3.7184 +2025-05-04 16:45:39,790 - pyskl - INFO - Epoch [47][1700/3940] lr: 1.954e-02, eta: 2 days, 1:44:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 3.7666, loss: 3.7666 +2025-05-04 16:46:23,313 - pyskl - INFO - Epoch [47][1800/3940] lr: 1.954e-02, eta: 2 days, 1:43:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 3.7951, loss: 3.7951 +2025-05-04 16:47:06,860 - pyskl - INFO - Epoch [47][1900/3940] lr: 1.953e-02, eta: 2 days, 1:43:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 3.7088, loss: 3.7088 +2025-05-04 16:47:50,441 - pyskl - INFO - Epoch [47][2000/3940] lr: 1.952e-02, eta: 2 days, 1:42:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 3.6578, loss: 3.6578 +2025-05-04 16:48:34,013 - pyskl - INFO - Epoch [47][2100/3940] lr: 1.952e-02, eta: 2 days, 1:41:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9544, loss_cls: 3.5791, loss: 3.5791 +2025-05-04 16:49:17,611 - pyskl - INFO - Epoch [47][2200/3940] lr: 1.951e-02, eta: 2 days, 1:40:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9575, loss_cls: 3.6659, loss: 3.6659 +2025-05-04 16:50:01,224 - pyskl - INFO - Epoch [47][2300/3940] lr: 1.951e-02, eta: 2 days, 1:40:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 3.5783, loss: 3.5783 +2025-05-04 16:50:44,754 - pyskl - INFO - Epoch [47][2400/3940] lr: 1.950e-02, eta: 2 days, 1:39:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 3.7984, loss: 3.7984 +2025-05-04 16:51:28,294 - pyskl - INFO - Epoch [47][2500/3940] lr: 1.950e-02, eta: 2 days, 1:38:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 3.7163, loss: 3.7163 +2025-05-04 16:52:11,852 - pyskl - INFO - Epoch [47][2600/3940] lr: 1.949e-02, eta: 2 days, 1:37:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9550, loss_cls: 3.5931, loss: 3.5931 +2025-05-04 16:52:55,489 - pyskl - INFO - Epoch [47][2700/3940] lr: 1.949e-02, eta: 2 days, 1:37:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 3.6686, loss: 3.6686 +2025-05-04 16:53:39,008 - pyskl - INFO - Epoch [47][2800/3940] lr: 1.948e-02, eta: 2 days, 1:36:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 3.7718, loss: 3.7718 +2025-05-04 16:54:22,568 - pyskl - INFO - Epoch [47][2900/3940] lr: 1.947e-02, eta: 2 days, 1:35:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9506, loss_cls: 4.1160, loss: 4.1160 +2025-05-04 16:55:06,190 - pyskl - INFO - Epoch [47][3000/3940] lr: 1.947e-02, eta: 2 days, 1:34:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.7263, loss: 3.7263 +2025-05-04 16:55:49,728 - pyskl - INFO - Epoch [47][3100/3940] lr: 1.946e-02, eta: 2 days, 1:34:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9619, loss_cls: 3.7363, loss: 3.7363 +2025-05-04 16:56:33,281 - pyskl - INFO - Epoch [47][3200/3940] lr: 1.946e-02, eta: 2 days, 1:33:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.6415, loss: 3.6415 +2025-05-04 16:57:17,025 - pyskl - INFO - Epoch [47][3300/3940] lr: 1.945e-02, eta: 2 days, 1:32:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9531, loss_cls: 3.8794, loss: 3.8794 +2025-05-04 16:58:00,737 - pyskl - INFO - Epoch [47][3400/3940] lr: 1.945e-02, eta: 2 days, 1:31:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9556, loss_cls: 3.7970, loss: 3.7970 +2025-05-04 16:58:44,384 - pyskl - INFO - Epoch [47][3500/3940] lr: 1.944e-02, eta: 2 days, 1:31:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9569, loss_cls: 3.7441, loss: 3.7441 +2025-05-04 16:59:28,227 - pyskl - INFO - Epoch [47][3600/3940] lr: 1.944e-02, eta: 2 days, 1:30:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9613, loss_cls: 3.5918, loss: 3.5918 +2025-05-04 17:00:11,835 - pyskl - INFO - Epoch [47][3700/3940] lr: 1.943e-02, eta: 2 days, 1:29:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 3.7051, loss: 3.7051 +2025-05-04 17:00:55,418 - pyskl - INFO - Epoch [47][3800/3940] lr: 1.943e-02, eta: 2 days, 1:28:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.6937, loss: 3.6937 +2025-05-04 17:01:39,048 - pyskl - INFO - Epoch [47][3900/3940] lr: 1.942e-02, eta: 2 days, 1:28:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 3.7445, loss: 3.7445 +2025-05-04 17:01:56,762 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-05-04 17:05:20,739 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 17:05:21,208 - pyskl - INFO - +top1_acc 0.7429 +top5_acc 0.9416 +2025-05-04 17:05:21,256 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_45.pth was removed +2025-05-04 17:05:22,435 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_47.pth. +2025-05-04 17:05:22,437 - pyskl - INFO - Best top1_acc is 0.7429 at 47 epoch. +2025-05-04 17:05:22,454 - pyskl - INFO - Epoch(val) [47][3183] top1_acc: 0.7429, top5_acc: 0.9416 +2025-05-04 17:06:30,696 - pyskl - INFO - Epoch [48][100/3940] lr: 1.941e-02, eta: 2 days, 1:27:24, time: 0.682, data_time: 0.242, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 3.5595, loss: 3.5595 +2025-05-04 17:07:14,459 - pyskl - INFO - Epoch [48][200/3940] lr: 1.941e-02, eta: 2 days, 1:26:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 3.6467, loss: 3.6467 +2025-05-04 17:07:58,132 - pyskl - INFO - Epoch [48][300/3940] lr: 1.940e-02, eta: 2 days, 1:25:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9619, loss_cls: 3.6096, loss: 3.6096 +2025-05-04 17:08:41,796 - pyskl - INFO - Epoch [48][400/3940] lr: 1.940e-02, eta: 2 days, 1:25:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 3.5887, loss: 3.5887 +2025-05-04 17:09:25,462 - pyskl - INFO - Epoch [48][500/3940] lr: 1.939e-02, eta: 2 days, 1:24:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 3.6145, loss: 3.6145 +2025-05-04 17:10:09,143 - pyskl - INFO - Epoch [48][600/3940] lr: 1.938e-02, eta: 2 days, 1:23:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9644, loss_cls: 3.5782, loss: 3.5782 +2025-05-04 17:10:52,837 - pyskl - INFO - Epoch [48][700/3940] lr: 1.938e-02, eta: 2 days, 1:22:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 3.8463, loss: 3.8463 +2025-05-04 17:11:36,550 - pyskl - INFO - Epoch [48][800/3940] lr: 1.937e-02, eta: 2 days, 1:22:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 3.7668, loss: 3.7668 +2025-05-04 17:12:20,197 - pyskl - INFO - Epoch [48][900/3940] lr: 1.937e-02, eta: 2 days, 1:21:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9731, loss_cls: 3.6968, loss: 3.6968 +2025-05-04 17:13:03,785 - pyskl - INFO - Epoch [48][1000/3940] lr: 1.936e-02, eta: 2 days, 1:20:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 3.7547, loss: 3.7547 +2025-05-04 17:13:47,284 - pyskl - INFO - Epoch [48][1100/3940] lr: 1.936e-02, eta: 2 days, 1:20:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9619, loss_cls: 3.8168, loss: 3.8168 +2025-05-04 17:14:30,844 - pyskl - INFO - Epoch [48][1200/3940] lr: 1.935e-02, eta: 2 days, 1:19:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9550, loss_cls: 3.7995, loss: 3.7995 +2025-05-04 17:15:14,501 - pyskl - INFO - Epoch [48][1300/3940] lr: 1.935e-02, eta: 2 days, 1:18:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 3.7981, loss: 3.7981 +2025-05-04 17:15:58,103 - pyskl - INFO - Epoch [48][1400/3940] lr: 1.934e-02, eta: 2 days, 1:17:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 3.7732, loss: 3.7732 +2025-05-04 17:16:41,919 - pyskl - INFO - Epoch [48][1500/3940] lr: 1.933e-02, eta: 2 days, 1:17:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9644, loss_cls: 3.6583, loss: 3.6583 +2025-05-04 17:17:25,527 - pyskl - INFO - Epoch [48][1600/3940] lr: 1.933e-02, eta: 2 days, 1:16:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9556, loss_cls: 3.7467, loss: 3.7467 +2025-05-04 17:18:09,011 - pyskl - INFO - Epoch [48][1700/3940] lr: 1.932e-02, eta: 2 days, 1:15:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9656, loss_cls: 3.6814, loss: 3.6814 +2025-05-04 17:18:52,525 - pyskl - INFO - Epoch [48][1800/3940] lr: 1.932e-02, eta: 2 days, 1:14:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9587, loss_cls: 3.6995, loss: 3.6995 +2025-05-04 17:19:36,047 - pyskl - INFO - Epoch [48][1900/3940] lr: 1.931e-02, eta: 2 days, 1:14:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9569, loss_cls: 3.8145, loss: 3.8145 +2025-05-04 17:20:19,576 - pyskl - INFO - Epoch [48][2000/3940] lr: 1.931e-02, eta: 2 days, 1:13:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 3.6032, loss: 3.6032 +2025-05-04 17:21:03,017 - pyskl - INFO - Epoch [48][2100/3940] lr: 1.930e-02, eta: 2 days, 1:12:35, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9606, loss_cls: 3.5812, loss: 3.5812 +2025-05-04 17:21:46,548 - pyskl - INFO - Epoch [48][2200/3940] lr: 1.930e-02, eta: 2 days, 1:11:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 3.7342, loss: 3.7342 +2025-05-04 17:22:30,015 - pyskl - INFO - Epoch [48][2300/3940] lr: 1.929e-02, eta: 2 days, 1:11:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 3.7561, loss: 3.7561 +2025-05-04 17:23:13,458 - pyskl - INFO - Epoch [48][2400/3940] lr: 1.928e-02, eta: 2 days, 1:10:21, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 3.5948, loss: 3.5948 +2025-05-04 17:23:56,928 - pyskl - INFO - Epoch [48][2500/3940] lr: 1.928e-02, eta: 2 days, 1:09:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9631, loss_cls: 3.6412, loss: 3.6412 +2025-05-04 17:24:40,400 - pyskl - INFO - Epoch [48][2600/3940] lr: 1.927e-02, eta: 2 days, 1:08:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 3.6386, loss: 3.6386 +2025-05-04 17:25:23,896 - pyskl - INFO - Epoch [48][2700/3940] lr: 1.927e-02, eta: 2 days, 1:08:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 3.7320, loss: 3.7320 +2025-05-04 17:26:07,408 - pyskl - INFO - Epoch [48][2800/3940] lr: 1.926e-02, eta: 2 days, 1:07:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 3.7843, loss: 3.7843 +2025-05-04 17:26:50,942 - pyskl - INFO - Epoch [48][2900/3940] lr: 1.926e-02, eta: 2 days, 1:06:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9569, loss_cls: 3.7204, loss: 3.7204 +2025-05-04 17:27:34,626 - pyskl - INFO - Epoch [48][3000/3940] lr: 1.925e-02, eta: 2 days, 1:05:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9575, loss_cls: 3.7268, loss: 3.7268 +2025-05-04 17:28:18,232 - pyskl - INFO - Epoch [48][3100/3940] lr: 1.924e-02, eta: 2 days, 1:05:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.6924, loss: 3.6924 +2025-05-04 17:29:01,878 - pyskl - INFO - Epoch [48][3200/3940] lr: 1.924e-02, eta: 2 days, 1:04:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 3.6843, loss: 3.6843 +2025-05-04 17:29:45,472 - pyskl - INFO - Epoch [48][3300/3940] lr: 1.923e-02, eta: 2 days, 1:03:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 3.8048, loss: 3.8048 +2025-05-04 17:30:29,006 - pyskl - INFO - Epoch [48][3400/3940] lr: 1.923e-02, eta: 2 days, 1:02:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9581, loss_cls: 3.7687, loss: 3.7687 +2025-05-04 17:31:12,627 - pyskl - INFO - Epoch [48][3500/3940] lr: 1.922e-02, eta: 2 days, 1:02:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.6940, loss: 3.6940 +2025-05-04 17:31:56,264 - pyskl - INFO - Epoch [48][3600/3940] lr: 1.922e-02, eta: 2 days, 1:01:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9631, loss_cls: 3.6371, loss: 3.6371 +2025-05-04 17:32:39,933 - pyskl - INFO - Epoch [48][3700/3940] lr: 1.921e-02, eta: 2 days, 1:00:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9581, loss_cls: 3.7620, loss: 3.7620 +2025-05-04 17:33:23,794 - pyskl - INFO - Epoch [48][3800/3940] lr: 1.921e-02, eta: 2 days, 0:59:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 3.6278, loss: 3.6278 +2025-05-04 17:34:07,493 - pyskl - INFO - Epoch [48][3900/3940] lr: 1.920e-02, eta: 2 days, 0:59:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9575, loss_cls: 3.6335, loss: 3.6335 +2025-05-04 17:34:25,217 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-05-04 17:37:49,016 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 17:37:49,478 - pyskl - INFO - +top1_acc 0.6910 +top5_acc 0.9225 +2025-05-04 17:37:49,494 - pyskl - INFO - Epoch(val) [48][3183] top1_acc: 0.6910, top5_acc: 0.9225 +2025-05-04 17:38:57,935 - pyskl - INFO - Epoch [49][100/3940] lr: 1.919e-02, eta: 2 days, 0:58:27, time: 0.684, data_time: 0.248, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 3.6322, loss: 3.6322 +2025-05-04 17:39:41,553 - pyskl - INFO - Epoch [49][200/3940] lr: 1.919e-02, eta: 2 days, 0:57:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9644, loss_cls: 3.6090, loss: 3.6090 +2025-05-04 17:40:25,268 - pyskl - INFO - Epoch [49][300/3940] lr: 1.918e-02, eta: 2 days, 0:56:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9637, loss_cls: 3.5365, loss: 3.5365 +2025-05-04 17:41:09,006 - pyskl - INFO - Epoch [49][400/3940] lr: 1.918e-02, eta: 2 days, 0:56:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9613, loss_cls: 3.7180, loss: 3.7180 +2025-05-04 17:41:52,952 - pyskl - INFO - Epoch [49][500/3940] lr: 1.917e-02, eta: 2 days, 0:55:30, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 3.4934, loss: 3.4934 +2025-05-04 17:42:36,693 - pyskl - INFO - Epoch [49][600/3940] lr: 1.916e-02, eta: 2 days, 0:54:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9631, loss_cls: 3.6571, loss: 3.6571 +2025-05-04 17:43:20,456 - pyskl - INFO - Epoch [49][700/3940] lr: 1.916e-02, eta: 2 days, 0:54:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 3.8867, loss: 3.8867 +2025-05-04 17:44:04,286 - pyskl - INFO - Epoch [49][800/3940] lr: 1.915e-02, eta: 2 days, 0:53:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9563, loss_cls: 3.7414, loss: 3.7414 +2025-05-04 17:44:48,017 - pyskl - INFO - Epoch [49][900/3940] lr: 1.915e-02, eta: 2 days, 0:52:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 3.7178, loss: 3.7178 +2025-05-04 17:45:31,752 - pyskl - INFO - Epoch [49][1000/3940] lr: 1.914e-02, eta: 2 days, 0:51:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9519, loss_cls: 3.7755, loss: 3.7755 +2025-05-04 17:46:15,748 - pyskl - INFO - Epoch [49][1100/3940] lr: 1.914e-02, eta: 2 days, 0:51:06, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 3.8108, loss: 3.8108 +2025-05-04 17:46:59,504 - pyskl - INFO - Epoch [49][1200/3940] lr: 1.913e-02, eta: 2 days, 0:50:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9731, loss_cls: 3.5154, loss: 3.5154 +2025-05-04 17:47:43,204 - pyskl - INFO - Epoch [49][1300/3940] lr: 1.912e-02, eta: 2 days, 0:49:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9506, loss_cls: 3.8200, loss: 3.8200 +2025-05-04 17:48:26,856 - pyskl - INFO - Epoch [49][1400/3940] lr: 1.912e-02, eta: 2 days, 0:48:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 3.8248, loss: 3.8248 +2025-05-04 17:49:10,474 - pyskl - INFO - Epoch [49][1500/3940] lr: 1.911e-02, eta: 2 days, 0:48:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 3.7635, loss: 3.7635 +2025-05-04 17:49:54,179 - pyskl - INFO - Epoch [49][1600/3940] lr: 1.911e-02, eta: 2 days, 0:47:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 3.6540, loss: 3.6540 +2025-05-04 17:50:37,786 - pyskl - INFO - Epoch [49][1700/3940] lr: 1.910e-02, eta: 2 days, 0:46:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9656, loss_cls: 3.4877, loss: 3.4877 +2025-05-04 17:51:21,487 - pyskl - INFO - Epoch [49][1800/3940] lr: 1.910e-02, eta: 2 days, 0:45:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9650, loss_cls: 3.6013, loss: 3.6013 +2025-05-04 17:52:04,994 - pyskl - INFO - Epoch [49][1900/3940] lr: 1.909e-02, eta: 2 days, 0:45:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 3.5508, loss: 3.5508 +2025-05-04 17:52:48,565 - pyskl - INFO - Epoch [49][2000/3940] lr: 1.909e-02, eta: 2 days, 0:44:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9556, loss_cls: 3.6843, loss: 3.6843 +2025-05-04 17:53:32,080 - pyskl - INFO - Epoch [49][2100/3940] lr: 1.908e-02, eta: 2 days, 0:43:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9600, loss_cls: 3.7631, loss: 3.7631 +2025-05-04 17:54:15,554 - pyskl - INFO - Epoch [49][2200/3940] lr: 1.907e-02, eta: 2 days, 0:42:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9594, loss_cls: 3.7165, loss: 3.7165 +2025-05-04 17:54:58,836 - pyskl - INFO - Epoch [49][2300/3940] lr: 1.907e-02, eta: 2 days, 0:42:12, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9587, loss_cls: 3.7566, loss: 3.7566 +2025-05-04 17:55:42,247 - pyskl - INFO - Epoch [49][2400/3940] lr: 1.906e-02, eta: 2 days, 0:41:27, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 3.7128, loss: 3.7128 +2025-05-04 17:56:25,654 - pyskl - INFO - Epoch [49][2500/3940] lr: 1.906e-02, eta: 2 days, 0:40:42, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.6543, loss: 3.6543 +2025-05-04 17:57:08,933 - pyskl - INFO - Epoch [49][2600/3940] lr: 1.905e-02, eta: 2 days, 0:39:57, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 3.6913, loss: 3.6913 +2025-05-04 17:57:52,311 - pyskl - INFO - Epoch [49][2700/3940] lr: 1.905e-02, eta: 2 days, 0:39:12, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 3.7443, loss: 3.7443 +2025-05-04 17:58:35,816 - pyskl - INFO - Epoch [49][2800/3940] lr: 1.904e-02, eta: 2 days, 0:38:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9669, loss_cls: 3.7260, loss: 3.7260 +2025-05-04 17:59:19,312 - pyskl - INFO - Epoch [49][2900/3940] lr: 1.903e-02, eta: 2 days, 0:37:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9563, loss_cls: 3.6258, loss: 3.6258 +2025-05-04 18:00:02,808 - pyskl - INFO - Epoch [49][3000/3940] lr: 1.903e-02, eta: 2 days, 0:36:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9475, loss_cls: 3.7849, loss: 3.7849 +2025-05-04 18:00:46,310 - pyskl - INFO - Epoch [49][3100/3940] lr: 1.902e-02, eta: 2 days, 0:36:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9738, loss_cls: 3.6786, loss: 3.6786 +2025-05-04 18:01:29,853 - pyskl - INFO - Epoch [49][3200/3940] lr: 1.902e-02, eta: 2 days, 0:35:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9644, loss_cls: 3.7848, loss: 3.7848 +2025-05-04 18:02:13,479 - pyskl - INFO - Epoch [49][3300/3940] lr: 1.901e-02, eta: 2 days, 0:34:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 3.6141, loss: 3.6141 +2025-05-04 18:02:57,196 - pyskl - INFO - Epoch [49][3400/3940] lr: 1.901e-02, eta: 2 days, 0:34:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9613, loss_cls: 3.6519, loss: 3.6519 +2025-05-04 18:03:40,860 - pyskl - INFO - Epoch [49][3500/3940] lr: 1.900e-02, eta: 2 days, 0:33:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 3.7798, loss: 3.7798 +2025-05-04 18:04:24,486 - pyskl - INFO - Epoch [49][3600/3940] lr: 1.899e-02, eta: 2 days, 0:32:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9506, loss_cls: 3.8574, loss: 3.8574 +2025-05-04 18:05:08,095 - pyskl - INFO - Epoch [49][3700/3940] lr: 1.899e-02, eta: 2 days, 0:31:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9600, loss_cls: 3.5729, loss: 3.5729 +2025-05-04 18:05:51,734 - pyskl - INFO - Epoch [49][3800/3940] lr: 1.898e-02, eta: 2 days, 0:31:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 3.6856, loss: 3.6856 +2025-05-04 18:06:35,450 - pyskl - INFO - Epoch [49][3900/3940] lr: 1.898e-02, eta: 2 days, 0:30:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9575, loss_cls: 3.6924, loss: 3.6924 +2025-05-04 18:06:53,301 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-05-04 18:10:15,740 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 18:10:16,206 - pyskl - INFO - +top1_acc 0.6987 +top5_acc 0.9230 +2025-05-04 18:10:16,223 - pyskl - INFO - Epoch(val) [49][3183] top1_acc: 0.6987, top5_acc: 0.9230 +2025-05-04 18:11:24,029 - pyskl - INFO - Epoch [50][100/3940] lr: 1.897e-02, eta: 2 days, 0:29:31, time: 0.678, data_time: 0.243, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 3.9225, loss: 3.9225 +2025-05-04 18:12:07,587 - pyskl - INFO - Epoch [50][200/3940] lr: 1.896e-02, eta: 2 days, 0:28:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9637, loss_cls: 3.5207, loss: 3.5207 +2025-05-04 18:12:51,356 - pyskl - INFO - Epoch [50][300/3940] lr: 1.896e-02, eta: 2 days, 0:28:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9644, loss_cls: 3.5127, loss: 3.5127 +2025-05-04 18:13:35,092 - pyskl - INFO - Epoch [50][400/3940] lr: 1.895e-02, eta: 2 days, 0:27:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.6243, loss: 3.6243 +2025-05-04 18:14:18,778 - pyskl - INFO - Epoch [50][500/3940] lr: 1.895e-02, eta: 2 days, 0:26:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 3.6157, loss: 3.6157 +2025-05-04 18:15:02,337 - pyskl - INFO - Epoch [50][600/3940] lr: 1.894e-02, eta: 2 days, 0:25:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 3.5770, loss: 3.5770 +2025-05-04 18:15:45,947 - pyskl - INFO - Epoch [50][700/3940] lr: 1.894e-02, eta: 2 days, 0:25:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 3.7001, loss: 3.7001 +2025-05-04 18:16:29,439 - pyskl - INFO - Epoch [50][800/3940] lr: 1.893e-02, eta: 2 days, 0:24:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9606, loss_cls: 3.7427, loss: 3.7427 +2025-05-04 18:17:12,871 - pyskl - INFO - Epoch [50][900/3940] lr: 1.892e-02, eta: 2 days, 0:23:35, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9606, loss_cls: 3.6236, loss: 3.6236 +2025-05-04 18:17:56,389 - pyskl - INFO - Epoch [50][1000/3940] lr: 1.892e-02, eta: 2 days, 0:22:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9619, loss_cls: 3.5744, loss: 3.5744 +2025-05-04 18:18:39,920 - pyskl - INFO - Epoch [50][1100/3940] lr: 1.891e-02, eta: 2 days, 0:22:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9606, loss_cls: 3.6988, loss: 3.6988 +2025-05-04 18:19:23,454 - pyskl - INFO - Epoch [50][1200/3940] lr: 1.891e-02, eta: 2 days, 0:21:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 3.5870, loss: 3.5870 +2025-05-04 18:20:06,984 - pyskl - INFO - Epoch [50][1300/3940] lr: 1.890e-02, eta: 2 days, 0:20:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9600, loss_cls: 3.7030, loss: 3.7030 +2025-05-04 18:20:50,605 - pyskl - INFO - Epoch [50][1400/3940] lr: 1.890e-02, eta: 2 days, 0:19:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9619, loss_cls: 3.5477, loss: 3.5477 +2025-05-04 18:21:34,262 - pyskl - INFO - Epoch [50][1500/3940] lr: 1.889e-02, eta: 2 days, 0:19:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9594, loss_cls: 3.7594, loss: 3.7594 +2025-05-04 18:22:17,906 - pyskl - INFO - Epoch [50][1600/3940] lr: 1.888e-02, eta: 2 days, 0:18:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9681, loss_cls: 3.6197, loss: 3.6197 +2025-05-04 18:23:01,440 - pyskl - INFO - Epoch [50][1700/3940] lr: 1.888e-02, eta: 2 days, 0:17:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 3.6350, loss: 3.6350 +2025-05-04 18:23:44,949 - pyskl - INFO - Epoch [50][1800/3940] lr: 1.887e-02, eta: 2 days, 0:16:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 3.6205, loss: 3.6205 +2025-05-04 18:24:28,534 - pyskl - INFO - Epoch [50][1900/3940] lr: 1.887e-02, eta: 2 days, 0:16:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 3.7254, loss: 3.7254 +2025-05-04 18:25:12,334 - pyskl - INFO - Epoch [50][2000/3940] lr: 1.886e-02, eta: 2 days, 0:15:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9613, loss_cls: 3.5987, loss: 3.5987 +2025-05-04 18:25:56,044 - pyskl - INFO - Epoch [50][2100/3940] lr: 1.886e-02, eta: 2 days, 0:14:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 3.5104, loss: 3.5104 +2025-05-04 18:26:39,532 - pyskl - INFO - Epoch [50][2200/3940] lr: 1.885e-02, eta: 2 days, 0:13:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9581, loss_cls: 3.6687, loss: 3.6687 +2025-05-04 18:27:22,990 - pyskl - INFO - Epoch [50][2300/3940] lr: 1.884e-02, eta: 2 days, 0:13:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 3.6354, loss: 3.6354 +2025-05-04 18:28:06,536 - pyskl - INFO - Epoch [50][2400/3940] lr: 1.884e-02, eta: 2 days, 0:12:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9500, loss_cls: 3.7478, loss: 3.7478 +2025-05-04 18:28:50,250 - pyskl - INFO - Epoch [50][2500/3940] lr: 1.883e-02, eta: 2 days, 0:11:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 3.6663, loss: 3.6663 +2025-05-04 18:29:34,051 - pyskl - INFO - Epoch [50][2600/3940] lr: 1.883e-02, eta: 2 days, 0:10:59, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9537, loss_cls: 3.7624, loss: 3.7624 +2025-05-04 18:30:17,541 - pyskl - INFO - Epoch [50][2700/3940] lr: 1.882e-02, eta: 2 days, 0:10:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9600, loss_cls: 3.6282, loss: 3.6282 +2025-05-04 18:31:01,094 - pyskl - INFO - Epoch [50][2800/3940] lr: 1.882e-02, eta: 2 days, 0:09:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9631, loss_cls: 3.7193, loss: 3.7193 +2025-05-04 18:31:44,852 - pyskl - INFO - Epoch [50][2900/3940] lr: 1.881e-02, eta: 2 days, 0:08:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9613, loss_cls: 3.6073, loss: 3.6073 +2025-05-04 18:32:28,428 - pyskl - INFO - Epoch [50][3000/3940] lr: 1.880e-02, eta: 2 days, 0:08:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9563, loss_cls: 3.7450, loss: 3.7450 +2025-05-04 18:33:11,884 - pyskl - INFO - Epoch [50][3100/3940] lr: 1.880e-02, eta: 2 days, 0:07:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9525, loss_cls: 3.6292, loss: 3.6292 +2025-05-04 18:33:55,310 - pyskl - INFO - Epoch [50][3200/3940] lr: 1.879e-02, eta: 2 days, 0:06:32, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9575, loss_cls: 3.6084, loss: 3.6084 +2025-05-04 18:34:38,744 - pyskl - INFO - Epoch [50][3300/3940] lr: 1.879e-02, eta: 2 days, 0:05:47, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9531, loss_cls: 3.6992, loss: 3.6992 +2025-05-04 18:35:22,155 - pyskl - INFO - Epoch [50][3400/3940] lr: 1.878e-02, eta: 2 days, 0:05:03, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9519, loss_cls: 3.7968, loss: 3.7968 +2025-05-04 18:36:05,628 - pyskl - INFO - Epoch [50][3500/3940] lr: 1.878e-02, eta: 2 days, 0:04:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 3.5602, loss: 3.5602 +2025-05-04 18:36:49,105 - pyskl - INFO - Epoch [50][3600/3940] lr: 1.877e-02, eta: 2 days, 0:03:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 3.6757, loss: 3.6757 +2025-05-04 18:37:32,523 - pyskl - INFO - Epoch [50][3700/3940] lr: 1.876e-02, eta: 2 days, 0:02:48, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 3.7027, loss: 3.7027 +2025-05-04 18:38:16,045 - pyskl - INFO - Epoch [50][3800/3940] lr: 1.876e-02, eta: 2 days, 0:02:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9569, loss_cls: 3.7394, loss: 3.7394 +2025-05-04 18:38:59,621 - pyskl - INFO - Epoch [50][3900/3940] lr: 1.875e-02, eta: 2 days, 0:01:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9669, loss_cls: 3.6164, loss: 3.6164 +2025-05-04 18:39:17,472 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-05-04 18:42:41,651 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 18:42:42,121 - pyskl - INFO - +top1_acc 0.6970 +top5_acc 0.9313 +2025-05-04 18:42:42,139 - pyskl - INFO - Epoch(val) [50][3183] top1_acc: 0.6970, top5_acc: 0.9313 +2025-05-04 18:43:50,609 - pyskl - INFO - Epoch [51][100/3940] lr: 1.874e-02, eta: 2 days, 0:00:32, time: 0.685, data_time: 0.248, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9738, loss_cls: 3.5452, loss: 3.5452 +2025-05-04 18:44:34,006 - pyskl - INFO - Epoch [51][200/3940] lr: 1.874e-02, eta: 1 day, 23:59:47, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9619, loss_cls: 3.4810, loss: 3.4810 +2025-05-04 18:45:17,494 - pyskl - INFO - Epoch [51][300/3940] lr: 1.873e-02, eta: 1 day, 23:59:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 3.6115, loss: 3.6115 +2025-05-04 18:46:01,170 - pyskl - INFO - Epoch [51][400/3940] lr: 1.873e-02, eta: 1 day, 23:58:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9587, loss_cls: 3.7678, loss: 3.7678 +2025-05-04 18:46:44,911 - pyskl - INFO - Epoch [51][500/3940] lr: 1.872e-02, eta: 1 day, 23:57:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 3.5622, loss: 3.5622 +2025-05-04 18:47:28,505 - pyskl - INFO - Epoch [51][600/3940] lr: 1.872e-02, eta: 1 day, 23:56:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 3.6404, loss: 3.6404 +2025-05-04 18:48:12,036 - pyskl - INFO - Epoch [51][700/3940] lr: 1.871e-02, eta: 1 day, 23:56:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 3.5613, loss: 3.5613 +2025-05-04 18:48:55,592 - pyskl - INFO - Epoch [51][800/3940] lr: 1.870e-02, eta: 1 day, 23:55:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.5244, loss: 3.5244 +2025-05-04 18:49:39,211 - pyskl - INFO - Epoch [51][900/3940] lr: 1.870e-02, eta: 1 day, 23:54:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9613, loss_cls: 3.5771, loss: 3.5771 +2025-05-04 18:50:22,816 - pyskl - INFO - Epoch [51][1000/3940] lr: 1.869e-02, eta: 1 day, 23:53:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9525, loss_cls: 3.7458, loss: 3.7458 +2025-05-04 18:51:06,334 - pyskl - INFO - Epoch [51][1100/3940] lr: 1.869e-02, eta: 1 day, 23:53:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9537, loss_cls: 3.6637, loss: 3.6637 +2025-05-04 18:51:49,831 - pyskl - INFO - Epoch [51][1200/3940] lr: 1.868e-02, eta: 1 day, 23:52:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 3.6627, loss: 3.6627 +2025-05-04 18:52:33,460 - pyskl - INFO - Epoch [51][1300/3940] lr: 1.868e-02, eta: 1 day, 23:51:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9656, loss_cls: 3.6626, loss: 3.6626 +2025-05-04 18:53:17,211 - pyskl - INFO - Epoch [51][1400/3940] lr: 1.867e-02, eta: 1 day, 23:50:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 3.7386, loss: 3.7386 +2025-05-04 18:54:00,841 - pyskl - INFO - Epoch [51][1500/3940] lr: 1.866e-02, eta: 1 day, 23:50:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 3.6385, loss: 3.6385 +2025-05-04 18:54:44,485 - pyskl - INFO - Epoch [51][1600/3940] lr: 1.866e-02, eta: 1 day, 23:49:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 3.5813, loss: 3.5813 +2025-05-04 18:55:28,136 - pyskl - INFO - Epoch [51][1700/3940] lr: 1.865e-02, eta: 1 day, 23:48:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 3.6673, loss: 3.6673 +2025-05-04 18:56:11,756 - pyskl - INFO - Epoch [51][1800/3940] lr: 1.865e-02, eta: 1 day, 23:47:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9581, loss_cls: 3.7754, loss: 3.7754 +2025-05-04 18:56:55,421 - pyskl - INFO - Epoch [51][1900/3940] lr: 1.864e-02, eta: 1 day, 23:47:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9613, loss_cls: 3.5423, loss: 3.5423 +2025-05-04 18:57:39,099 - pyskl - INFO - Epoch [51][2000/3940] lr: 1.863e-02, eta: 1 day, 23:46:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 3.4352, loss: 3.4352 +2025-05-04 18:58:22,798 - pyskl - INFO - Epoch [51][2100/3940] lr: 1.863e-02, eta: 1 day, 23:45:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 3.6026, loss: 3.6026 +2025-05-04 18:59:06,401 - pyskl - INFO - Epoch [51][2200/3940] lr: 1.862e-02, eta: 1 day, 23:45:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 3.6584, loss: 3.6584 +2025-05-04 18:59:49,975 - pyskl - INFO - Epoch [51][2300/3940] lr: 1.862e-02, eta: 1 day, 23:44:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9537, loss_cls: 3.6182, loss: 3.6182 +2025-05-04 19:00:33,676 - pyskl - INFO - Epoch [51][2400/3940] lr: 1.861e-02, eta: 1 day, 23:43:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9613, loss_cls: 3.6257, loss: 3.6257 +2025-05-04 19:01:17,309 - pyskl - INFO - Epoch [51][2500/3940] lr: 1.861e-02, eta: 1 day, 23:42:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9594, loss_cls: 3.6357, loss: 3.6357 +2025-05-04 19:02:00,903 - pyskl - INFO - Epoch [51][2600/3940] lr: 1.860e-02, eta: 1 day, 23:42:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9656, loss_cls: 3.5476, loss: 3.5476 +2025-05-04 19:02:44,489 - pyskl - INFO - Epoch [51][2700/3940] lr: 1.859e-02, eta: 1 day, 23:41:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9537, loss_cls: 3.8003, loss: 3.8003 +2025-05-04 19:03:28,056 - pyskl - INFO - Epoch [51][2800/3940] lr: 1.859e-02, eta: 1 day, 23:40:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9531, loss_cls: 3.7826, loss: 3.7826 +2025-05-04 19:04:11,624 - pyskl - INFO - Epoch [51][2900/3940] lr: 1.858e-02, eta: 1 day, 23:39:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9619, loss_cls: 3.5956, loss: 3.5956 +2025-05-04 19:04:55,347 - pyskl - INFO - Epoch [51][3000/3940] lr: 1.858e-02, eta: 1 day, 23:39:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.7343, loss: 3.7343 +2025-05-04 19:05:38,972 - pyskl - INFO - Epoch [51][3100/3940] lr: 1.857e-02, eta: 1 day, 23:38:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9581, loss_cls: 3.6572, loss: 3.6572 +2025-05-04 19:06:22,485 - pyskl - INFO - Epoch [51][3200/3940] lr: 1.857e-02, eta: 1 day, 23:37:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9600, loss_cls: 3.6868, loss: 3.6868 +2025-05-04 19:07:05,922 - pyskl - INFO - Epoch [51][3300/3940] lr: 1.856e-02, eta: 1 day, 23:36:51, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 3.5430, loss: 3.5430 +2025-05-04 19:07:49,426 - pyskl - INFO - Epoch [51][3400/3940] lr: 1.855e-02, eta: 1 day, 23:36:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 3.6943, loss: 3.6943 +2025-05-04 19:08:33,352 - pyskl - INFO - Epoch [51][3500/3940] lr: 1.855e-02, eta: 1 day, 23:35:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9525, loss_cls: 3.8398, loss: 3.8398 +2025-05-04 19:09:17,048 - pyskl - INFO - Epoch [51][3600/3940] lr: 1.854e-02, eta: 1 day, 23:34:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9694, loss_cls: 3.5997, loss: 3.5997 +2025-05-04 19:10:00,723 - pyskl - INFO - Epoch [51][3700/3940] lr: 1.854e-02, eta: 1 day, 23:33:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 3.6902, loss: 3.6902 +2025-05-04 19:10:44,316 - pyskl - INFO - Epoch [51][3800/3940] lr: 1.853e-02, eta: 1 day, 23:33:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9625, loss_cls: 3.5995, loss: 3.5995 +2025-05-04 19:11:27,806 - pyskl - INFO - Epoch [51][3900/3940] lr: 1.852e-02, eta: 1 day, 23:32:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 3.6051, loss: 3.6051 +2025-05-04 19:11:45,552 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-05-04 19:15:08,358 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 19:15:08,872 - pyskl - INFO - +top1_acc 0.7176 +top5_acc 0.9317 +2025-05-04 19:15:08,888 - pyskl - INFO - Epoch(val) [51][3183] top1_acc: 0.7176, top5_acc: 0.9317 +2025-05-04 19:16:17,283 - pyskl - INFO - Epoch [52][100/3940] lr: 1.852e-02, eta: 1 day, 23:31:37, time: 0.684, data_time: 0.245, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9637, loss_cls: 3.5844, loss: 3.5844 +2025-05-04 19:17:00,935 - pyskl - INFO - Epoch [52][200/3940] lr: 1.851e-02, eta: 1 day, 23:30:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 3.5115, loss: 3.5115 +2025-05-04 19:17:44,468 - pyskl - INFO - Epoch [52][300/3940] lr: 1.850e-02, eta: 1 day, 23:30:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9631, loss_cls: 3.6334, loss: 3.6334 +2025-05-04 19:18:27,955 - pyskl - INFO - Epoch [52][400/3940] lr: 1.850e-02, eta: 1 day, 23:29:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.5861, loss: 3.5861 +2025-05-04 19:19:11,410 - pyskl - INFO - Epoch [52][500/3940] lr: 1.849e-02, eta: 1 day, 23:28:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9675, loss_cls: 3.7011, loss: 3.7011 +2025-05-04 19:19:54,853 - pyskl - INFO - Epoch [52][600/3940] lr: 1.849e-02, eta: 1 day, 23:27:54, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.6350, loss: 3.6350 +2025-05-04 19:20:38,484 - pyskl - INFO - Epoch [52][700/3940] lr: 1.848e-02, eta: 1 day, 23:27:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9694, loss_cls: 3.5868, loss: 3.5868 +2025-05-04 19:21:22,344 - pyskl - INFO - Epoch [52][800/3940] lr: 1.848e-02, eta: 1 day, 23:26:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.5913, loss: 3.5913 +2025-05-04 19:22:06,026 - pyskl - INFO - Epoch [52][900/3940] lr: 1.847e-02, eta: 1 day, 23:25:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9513, loss_cls: 3.7199, loss: 3.7199 +2025-05-04 19:22:49,676 - pyskl - INFO - Epoch [52][1000/3940] lr: 1.846e-02, eta: 1 day, 23:24:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 3.5904, loss: 3.5904 +2025-05-04 19:23:33,145 - pyskl - INFO - Epoch [52][1100/3940] lr: 1.846e-02, eta: 1 day, 23:24:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 3.6112, loss: 3.6112 +2025-05-04 19:24:16,587 - pyskl - INFO - Epoch [52][1200/3940] lr: 1.845e-02, eta: 1 day, 23:23:28, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9669, loss_cls: 3.6712, loss: 3.6712 +2025-05-04 19:25:00,022 - pyskl - INFO - Epoch [52][1300/3940] lr: 1.845e-02, eta: 1 day, 23:22:43, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9613, loss_cls: 3.6272, loss: 3.6272 +2025-05-04 19:25:43,476 - pyskl - INFO - Epoch [52][1400/3940] lr: 1.844e-02, eta: 1 day, 23:21:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9600, loss_cls: 3.5857, loss: 3.5857 +2025-05-04 19:26:27,349 - pyskl - INFO - Epoch [52][1500/3940] lr: 1.843e-02, eta: 1 day, 23:21:15, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9675, loss_cls: 3.5584, loss: 3.5584 +2025-05-04 19:27:10,849 - pyskl - INFO - Epoch [52][1600/3940] lr: 1.843e-02, eta: 1 day, 23:20:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 3.6229, loss: 3.6229 +2025-05-04 19:27:54,335 - pyskl - INFO - Epoch [52][1700/3940] lr: 1.842e-02, eta: 1 day, 23:19:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 3.6580, loss: 3.6580 +2025-05-04 19:28:37,863 - pyskl - INFO - Epoch [52][1800/3940] lr: 1.842e-02, eta: 1 day, 23:19:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 3.6001, loss: 3.6001 +2025-05-04 19:29:21,360 - pyskl - INFO - Epoch [52][1900/3940] lr: 1.841e-02, eta: 1 day, 23:18:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 3.6368, loss: 3.6368 +2025-05-04 19:30:04,948 - pyskl - INFO - Epoch [52][2000/3940] lr: 1.841e-02, eta: 1 day, 23:17:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 3.7262, loss: 3.7262 +2025-05-04 19:30:48,493 - pyskl - INFO - Epoch [52][2100/3940] lr: 1.840e-02, eta: 1 day, 23:16:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.7078, loss: 3.7078 +2025-05-04 19:31:32,025 - pyskl - INFO - Epoch [52][2200/3940] lr: 1.839e-02, eta: 1 day, 23:16:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 3.6928, loss: 3.6928 +2025-05-04 19:32:15,507 - pyskl - INFO - Epoch [52][2300/3940] lr: 1.839e-02, eta: 1 day, 23:15:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9587, loss_cls: 3.6148, loss: 3.6148 +2025-05-04 19:32:59,053 - pyskl - INFO - Epoch [52][2400/3940] lr: 1.838e-02, eta: 1 day, 23:14:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 3.5770, loss: 3.5770 +2025-05-04 19:33:42,695 - pyskl - INFO - Epoch [52][2500/3940] lr: 1.838e-02, eta: 1 day, 23:13:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9587, loss_cls: 3.6445, loss: 3.6445 +2025-05-04 19:34:26,329 - pyskl - INFO - Epoch [52][2600/3940] lr: 1.837e-02, eta: 1 day, 23:13:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 3.6022, loss: 3.6022 +2025-05-04 19:35:09,804 - pyskl - INFO - Epoch [52][2700/3940] lr: 1.836e-02, eta: 1 day, 23:12:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 3.6568, loss: 3.6568 +2025-05-04 19:35:53,323 - pyskl - INFO - Epoch [52][2800/3940] lr: 1.836e-02, eta: 1 day, 23:11:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 3.6618, loss: 3.6618 +2025-05-04 19:36:36,845 - pyskl - INFO - Epoch [52][2900/3940] lr: 1.835e-02, eta: 1 day, 23:10:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.7377, loss: 3.7377 +2025-05-04 19:37:20,384 - pyskl - INFO - Epoch [52][3000/3940] lr: 1.835e-02, eta: 1 day, 23:10:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9637, loss_cls: 3.6309, loss: 3.6309 +2025-05-04 19:38:04,186 - pyskl - INFO - Epoch [52][3100/3940] lr: 1.834e-02, eta: 1 day, 23:09:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.6065, loss: 3.6065 +2025-05-04 19:38:48,074 - pyskl - INFO - Epoch [52][3200/3940] lr: 1.833e-02, eta: 1 day, 23:08:39, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9619, loss_cls: 3.7755, loss: 3.7755 +2025-05-04 19:39:31,860 - pyskl - INFO - Epoch [52][3300/3940] lr: 1.833e-02, eta: 1 day, 23:07:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9544, loss_cls: 3.7847, loss: 3.7847 +2025-05-04 19:40:15,535 - pyskl - INFO - Epoch [52][3400/3940] lr: 1.832e-02, eta: 1 day, 23:07:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9581, loss_cls: 3.6968, loss: 3.6968 +2025-05-04 19:40:59,140 - pyskl - INFO - Epoch [52][3500/3940] lr: 1.832e-02, eta: 1 day, 23:06:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9575, loss_cls: 3.7033, loss: 3.7033 +2025-05-04 19:41:42,868 - pyskl - INFO - Epoch [52][3600/3940] lr: 1.831e-02, eta: 1 day, 23:05:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 3.6626, loss: 3.6626 +2025-05-04 19:42:26,476 - pyskl - INFO - Epoch [52][3700/3940] lr: 1.831e-02, eta: 1 day, 23:04:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 3.6212, loss: 3.6212 +2025-05-04 19:43:10,097 - pyskl - INFO - Epoch [52][3800/3940] lr: 1.830e-02, eta: 1 day, 23:04:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9613, loss_cls: 3.5914, loss: 3.5914 +2025-05-04 19:43:53,574 - pyskl - INFO - Epoch [52][3900/3940] lr: 1.829e-02, eta: 1 day, 23:03:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 3.5301, loss: 3.5301 +2025-05-04 19:44:11,289 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-05-04 19:47:35,325 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 19:47:35,789 - pyskl - INFO - +top1_acc 0.7253 +top5_acc 0.9351 +2025-05-04 19:47:35,805 - pyskl - INFO - Epoch(val) [52][3183] top1_acc: 0.7253, top5_acc: 0.9351 +2025-05-04 19:48:43,327 - pyskl - INFO - Epoch [53][100/3940] lr: 1.829e-02, eta: 1 day, 23:02:39, time: 0.675, data_time: 0.242, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 3.6261, loss: 3.6261 +2025-05-04 19:49:26,681 - pyskl - INFO - Epoch [53][200/3940] lr: 1.828e-02, eta: 1 day, 23:01:54, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 3.4886, loss: 3.4886 +2025-05-04 19:50:10,116 - pyskl - INFO - Epoch [53][300/3940] lr: 1.827e-02, eta: 1 day, 23:01:10, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9625, loss_cls: 3.6404, loss: 3.6404 +2025-05-04 19:50:53,527 - pyskl - INFO - Epoch [53][400/3940] lr: 1.827e-02, eta: 1 day, 23:00:25, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.5712, loss: 3.5712 +2025-05-04 19:51:36,917 - pyskl - INFO - Epoch [53][500/3940] lr: 1.826e-02, eta: 1 day, 22:59:40, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9631, loss_cls: 3.6213, loss: 3.6213 +2025-05-04 19:52:20,374 - pyskl - INFO - Epoch [53][600/3940] lr: 1.826e-02, eta: 1 day, 22:58:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9613, loss_cls: 3.6373, loss: 3.6373 +2025-05-04 19:53:03,823 - pyskl - INFO - Epoch [53][700/3940] lr: 1.825e-02, eta: 1 day, 22:58:11, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.5711, loss: 3.5711 +2025-05-04 19:53:47,258 - pyskl - INFO - Epoch [53][800/3940] lr: 1.824e-02, eta: 1 day, 22:57:26, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9644, loss_cls: 3.5604, loss: 3.5604 +2025-05-04 19:54:30,695 - pyskl - INFO - Epoch [53][900/3940] lr: 1.824e-02, eta: 1 day, 22:56:41, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 3.6869, loss: 3.6869 +2025-05-04 19:55:14,175 - pyskl - INFO - Epoch [53][1000/3940] lr: 1.823e-02, eta: 1 day, 22:55:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 3.6306, loss: 3.6306 +2025-05-04 19:55:57,591 - pyskl - INFO - Epoch [53][1100/3940] lr: 1.823e-02, eta: 1 day, 22:55:12, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 3.6246, loss: 3.6246 +2025-05-04 19:56:41,074 - pyskl - INFO - Epoch [53][1200/3940] lr: 1.822e-02, eta: 1 day, 22:54:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9556, loss_cls: 3.7062, loss: 3.7062 +2025-05-04 19:57:24,490 - pyskl - INFO - Epoch [53][1300/3940] lr: 1.821e-02, eta: 1 day, 22:53:43, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 3.5948, loss: 3.5948 +2025-05-04 19:58:07,905 - pyskl - INFO - Epoch [53][1400/3940] lr: 1.821e-02, eta: 1 day, 22:52:58, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9563, loss_cls: 3.6453, loss: 3.6453 +2025-05-04 19:58:51,360 - pyskl - INFO - Epoch [53][1500/3940] lr: 1.820e-02, eta: 1 day, 22:52:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9631, loss_cls: 3.6431, loss: 3.6431 +2025-05-04 19:59:34,844 - pyskl - INFO - Epoch [53][1600/3940] lr: 1.820e-02, eta: 1 day, 22:51:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 3.6523, loss: 3.6523 +2025-05-04 20:00:18,289 - pyskl - INFO - Epoch [53][1700/3940] lr: 1.819e-02, eta: 1 day, 22:50:44, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9663, loss_cls: 3.5437, loss: 3.5437 +2025-05-04 20:01:01,708 - pyskl - INFO - Epoch [53][1800/3940] lr: 1.819e-02, eta: 1 day, 22:49:59, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9613, loss_cls: 3.5598, loss: 3.5598 +2025-05-04 20:01:45,157 - pyskl - INFO - Epoch [53][1900/3940] lr: 1.818e-02, eta: 1 day, 22:49:15, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9719, loss_cls: 3.5809, loss: 3.5809 +2025-05-04 20:02:28,543 - pyskl - INFO - Epoch [53][2000/3940] lr: 1.817e-02, eta: 1 day, 22:48:30, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 3.6150, loss: 3.6150 +2025-05-04 20:03:12,028 - pyskl - INFO - Epoch [53][2100/3940] lr: 1.817e-02, eta: 1 day, 22:47:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 3.7944, loss: 3.7944 +2025-05-04 20:03:55,526 - pyskl - INFO - Epoch [53][2200/3940] lr: 1.816e-02, eta: 1 day, 22:47:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 3.6875, loss: 3.6875 +2025-05-04 20:04:38,988 - pyskl - INFO - Epoch [53][2300/3940] lr: 1.816e-02, eta: 1 day, 22:46:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9594, loss_cls: 3.8490, loss: 3.8490 +2025-05-04 20:05:22,460 - pyskl - INFO - Epoch [53][2400/3940] lr: 1.815e-02, eta: 1 day, 22:45:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9637, loss_cls: 3.5789, loss: 3.5789 +2025-05-04 20:06:05,926 - pyskl - INFO - Epoch [53][2500/3940] lr: 1.814e-02, eta: 1 day, 22:44:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9744, loss_cls: 3.5722, loss: 3.5722 +2025-05-04 20:06:49,444 - pyskl - INFO - Epoch [53][2600/3940] lr: 1.814e-02, eta: 1 day, 22:44:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 3.7023, loss: 3.7023 +2025-05-04 20:07:32,946 - pyskl - INFO - Epoch [53][2700/3940] lr: 1.813e-02, eta: 1 day, 22:43:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 3.6494, loss: 3.6494 +2025-05-04 20:08:16,383 - pyskl - INFO - Epoch [53][2800/3940] lr: 1.813e-02, eta: 1 day, 22:42:33, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9544, loss_cls: 3.6688, loss: 3.6688 +2025-05-04 20:09:00,167 - pyskl - INFO - Epoch [53][2900/3940] lr: 1.812e-02, eta: 1 day, 22:41:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 3.7257, loss: 3.7257 +2025-05-04 20:09:43,906 - pyskl - INFO - Epoch [53][3000/3940] lr: 1.811e-02, eta: 1 day, 22:41:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9606, loss_cls: 3.6441, loss: 3.6441 +2025-05-04 20:10:27,492 - pyskl - INFO - Epoch [53][3100/3940] lr: 1.811e-02, eta: 1 day, 22:40:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 3.5468, loss: 3.5468 +2025-05-04 20:11:11,143 - pyskl - INFO - Epoch [53][3200/3940] lr: 1.810e-02, eta: 1 day, 22:39:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9606, loss_cls: 3.6616, loss: 3.6616 +2025-05-04 20:11:54,764 - pyskl - INFO - Epoch [53][3300/3940] lr: 1.810e-02, eta: 1 day, 22:38:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9581, loss_cls: 3.6850, loss: 3.6850 +2025-05-04 20:12:38,394 - pyskl - INFO - Epoch [53][3400/3940] lr: 1.809e-02, eta: 1 day, 22:38:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.4602, loss: 3.4602 +2025-05-04 20:13:22,091 - pyskl - INFO - Epoch [53][3500/3940] lr: 1.808e-02, eta: 1 day, 22:37:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.5865, loss: 3.5865 +2025-05-04 20:14:05,689 - pyskl - INFO - Epoch [53][3600/3940] lr: 1.808e-02, eta: 1 day, 22:36:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 3.4792, loss: 3.4792 +2025-05-04 20:14:49,350 - pyskl - INFO - Epoch [53][3700/3940] lr: 1.807e-02, eta: 1 day, 22:35:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9637, loss_cls: 3.5862, loss: 3.5862 +2025-05-04 20:15:32,946 - pyskl - INFO - Epoch [53][3800/3940] lr: 1.807e-02, eta: 1 day, 22:35:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9487, loss_cls: 3.7858, loss: 3.7858 +2025-05-04 20:16:16,427 - pyskl - INFO - Epoch [53][3900/3940] lr: 1.806e-02, eta: 1 day, 22:34:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9581, loss_cls: 3.6854, loss: 3.6854 +2025-05-04 20:16:34,171 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-05-04 20:19:58,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 20:19:59,084 - pyskl - INFO - +top1_acc 0.7166 +top5_acc 0.9325 +2025-05-04 20:19:59,100 - pyskl - INFO - Epoch(val) [53][3183] top1_acc: 0.7166, top5_acc: 0.9325 +2025-05-04 20:21:07,763 - pyskl - INFO - Epoch [54][100/3940] lr: 1.805e-02, eta: 1 day, 22:33:38, time: 0.687, data_time: 0.249, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9644, loss_cls: 3.6752, loss: 3.6752 +2025-05-04 20:21:51,389 - pyskl - INFO - Epoch [54][200/3940] lr: 1.805e-02, eta: 1 day, 22:32:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 3.4480, loss: 3.4480 +2025-05-04 20:22:34,939 - pyskl - INFO - Epoch [54][300/3940] lr: 1.804e-02, eta: 1 day, 22:32:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9669, loss_cls: 3.4634, loss: 3.4634 +2025-05-04 20:23:18,537 - pyskl - INFO - Epoch [54][400/3940] lr: 1.803e-02, eta: 1 day, 22:31:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 3.4824, loss: 3.4824 +2025-05-04 20:24:02,085 - pyskl - INFO - Epoch [54][500/3940] lr: 1.803e-02, eta: 1 day, 22:30:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 3.6069, loss: 3.6069 +2025-05-04 20:24:45,633 - pyskl - INFO - Epoch [54][600/3940] lr: 1.802e-02, eta: 1 day, 22:29:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 3.4337, loss: 3.4337 +2025-05-04 20:25:29,211 - pyskl - INFO - Epoch [54][700/3940] lr: 1.802e-02, eta: 1 day, 22:29:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9587, loss_cls: 3.6095, loss: 3.6095 +2025-05-04 20:26:12,736 - pyskl - INFO - Epoch [54][800/3940] lr: 1.801e-02, eta: 1 day, 22:28:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9600, loss_cls: 3.6507, loss: 3.6507 +2025-05-04 20:26:56,272 - pyskl - INFO - Epoch [54][900/3940] lr: 1.800e-02, eta: 1 day, 22:27:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 3.4831, loss: 3.4831 +2025-05-04 20:27:39,796 - pyskl - INFO - Epoch [54][1000/3940] lr: 1.800e-02, eta: 1 day, 22:26:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 3.7546, loss: 3.7546 +2025-05-04 20:28:23,348 - pyskl - INFO - Epoch [54][1100/3940] lr: 1.799e-02, eta: 1 day, 22:26:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.5241, loss: 3.5241 +2025-05-04 20:29:06,880 - pyskl - INFO - Epoch [54][1200/3940] lr: 1.799e-02, eta: 1 day, 22:25:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 3.7084, loss: 3.7084 +2025-05-04 20:29:50,561 - pyskl - INFO - Epoch [54][1300/3940] lr: 1.798e-02, eta: 1 day, 22:24:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.6367, loss: 3.6367 +2025-05-04 20:30:34,118 - pyskl - INFO - Epoch [54][1400/3940] lr: 1.797e-02, eta: 1 day, 22:24:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9644, loss_cls: 3.5146, loss: 3.5146 +2025-05-04 20:31:17,656 - pyskl - INFO - Epoch [54][1500/3940] lr: 1.797e-02, eta: 1 day, 22:23:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9613, loss_cls: 3.6044, loss: 3.6044 +2025-05-04 20:32:01,204 - pyskl - INFO - Epoch [54][1600/3940] lr: 1.796e-02, eta: 1 day, 22:22:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 3.5799, loss: 3.5799 +2025-05-04 20:32:44,991 - pyskl - INFO - Epoch [54][1700/3940] lr: 1.796e-02, eta: 1 day, 22:21:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9688, loss_cls: 3.5879, loss: 3.5879 +2025-05-04 20:33:28,701 - pyskl - INFO - Epoch [54][1800/3940] lr: 1.795e-02, eta: 1 day, 22:21:03, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.6239, loss: 3.6239 +2025-05-04 20:34:12,341 - pyskl - INFO - Epoch [54][1900/3940] lr: 1.794e-02, eta: 1 day, 22:20:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 3.6107, loss: 3.6107 +2025-05-04 20:34:55,892 - pyskl - INFO - Epoch [54][2000/3940] lr: 1.794e-02, eta: 1 day, 22:19:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 3.5892, loss: 3.5892 +2025-05-04 20:35:39,481 - pyskl - INFO - Epoch [54][2100/3940] lr: 1.793e-02, eta: 1 day, 22:18:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 3.5472, loss: 3.5472 +2025-05-04 20:36:23,070 - pyskl - INFO - Epoch [54][2200/3940] lr: 1.793e-02, eta: 1 day, 22:18:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 3.6973, loss: 3.6973 +2025-05-04 20:37:06,688 - pyskl - INFO - Epoch [54][2300/3940] lr: 1.792e-02, eta: 1 day, 22:17:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 3.5961, loss: 3.5961 +2025-05-04 20:37:50,208 - pyskl - INFO - Epoch [54][2400/3940] lr: 1.791e-02, eta: 1 day, 22:16:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 3.6203, loss: 3.6203 +2025-05-04 20:38:33,810 - pyskl - INFO - Epoch [54][2500/3940] lr: 1.791e-02, eta: 1 day, 22:15:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9606, loss_cls: 3.6413, loss: 3.6413 +2025-05-04 20:39:17,683 - pyskl - INFO - Epoch [54][2600/3940] lr: 1.790e-02, eta: 1 day, 22:15:09, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9594, loss_cls: 3.6155, loss: 3.6155 +2025-05-04 20:40:01,252 - pyskl - INFO - Epoch [54][2700/3940] lr: 1.790e-02, eta: 1 day, 22:14:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 3.6209, loss: 3.6209 +2025-05-04 20:40:44,891 - pyskl - INFO - Epoch [54][2800/3940] lr: 1.789e-02, eta: 1 day, 22:13:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9550, loss_cls: 3.5785, loss: 3.5785 +2025-05-04 20:41:28,535 - pyskl - INFO - Epoch [54][2900/3940] lr: 1.788e-02, eta: 1 day, 22:12:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9569, loss_cls: 3.7409, loss: 3.7409 +2025-05-04 20:42:12,234 - pyskl - INFO - Epoch [54][3000/3940] lr: 1.788e-02, eta: 1 day, 22:12:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.4863, loss: 3.4863 +2025-05-04 20:42:56,029 - pyskl - INFO - Epoch [54][3100/3940] lr: 1.787e-02, eta: 1 day, 22:11:28, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9575, loss_cls: 3.6712, loss: 3.6712 +2025-05-04 20:43:39,786 - pyskl - INFO - Epoch [54][3200/3940] lr: 1.787e-02, eta: 1 day, 22:10:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9569, loss_cls: 3.6034, loss: 3.6034 +2025-05-04 20:44:23,424 - pyskl - INFO - Epoch [54][3300/3940] lr: 1.786e-02, eta: 1 day, 22:10:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.5089, loss: 3.5089 +2025-05-04 20:45:07,059 - pyskl - INFO - Epoch [54][3400/3940] lr: 1.785e-02, eta: 1 day, 22:09:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 3.6694, loss: 3.6694 +2025-05-04 20:45:50,676 - pyskl - INFO - Epoch [54][3500/3940] lr: 1.785e-02, eta: 1 day, 22:08:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 3.5610, loss: 3.5610 +2025-05-04 20:46:34,295 - pyskl - INFO - Epoch [54][3600/3940] lr: 1.784e-02, eta: 1 day, 22:07:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9575, loss_cls: 3.6553, loss: 3.6553 +2025-05-04 20:47:18,071 - pyskl - INFO - Epoch [54][3700/3940] lr: 1.784e-02, eta: 1 day, 22:07:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 3.6031, loss: 3.6031 +2025-05-04 20:48:01,635 - pyskl - INFO - Epoch [54][3800/3940] lr: 1.783e-02, eta: 1 day, 22:06:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 3.6412, loss: 3.6412 +2025-05-04 20:48:45,169 - pyskl - INFO - Epoch [54][3900/3940] lr: 1.782e-02, eta: 1 day, 22:05:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 3.6416, loss: 3.6416 +2025-05-04 20:49:03,122 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-05-04 20:52:27,232 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 20:52:27,734 - pyskl - INFO - +top1_acc 0.7150 +top5_acc 0.9361 +2025-05-04 20:52:27,750 - pyskl - INFO - Epoch(val) [54][3183] top1_acc: 0.7150, top5_acc: 0.9361 +2025-05-04 20:53:36,861 - pyskl - INFO - Epoch [55][100/3940] lr: 1.782e-02, eta: 1 day, 22:04:46, time: 0.691, data_time: 0.254, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 3.6644, loss: 3.6644 +2025-05-04 20:54:20,554 - pyskl - INFO - Epoch [55][200/3940] lr: 1.781e-02, eta: 1 day, 22:04:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 3.4324, loss: 3.4324 +2025-05-04 20:55:04,270 - pyskl - INFO - Epoch [55][300/3940] lr: 1.780e-02, eta: 1 day, 22:03:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 3.5391, loss: 3.5391 +2025-05-04 20:55:47,836 - pyskl - INFO - Epoch [55][400/3940] lr: 1.780e-02, eta: 1 day, 22:02:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9637, loss_cls: 3.4987, loss: 3.4987 +2025-05-04 20:56:31,977 - pyskl - INFO - Epoch [55][500/3940] lr: 1.779e-02, eta: 1 day, 22:01:50, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 3.4958, loss: 3.4958 +2025-05-04 20:57:15,646 - pyskl - INFO - Epoch [55][600/3940] lr: 1.779e-02, eta: 1 day, 22:01:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9631, loss_cls: 3.5046, loss: 3.5046 +2025-05-04 20:57:59,277 - pyskl - INFO - Epoch [55][700/3940] lr: 1.778e-02, eta: 1 day, 22:00:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 3.5655, loss: 3.5655 +2025-05-04 20:58:42,888 - pyskl - INFO - Epoch [55][800/3940] lr: 1.777e-02, eta: 1 day, 21:59:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.5214, loss: 3.5214 +2025-05-04 20:59:26,619 - pyskl - INFO - Epoch [55][900/3940] lr: 1.777e-02, eta: 1 day, 21:58:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 3.4243, loss: 3.4243 +2025-05-04 21:00:10,209 - pyskl - INFO - Epoch [55][1000/3940] lr: 1.776e-02, eta: 1 day, 21:58:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9594, loss_cls: 3.5299, loss: 3.5299 +2025-05-04 21:00:53,921 - pyskl - INFO - Epoch [55][1100/3940] lr: 1.776e-02, eta: 1 day, 21:57:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9531, loss_cls: 3.6878, loss: 3.6878 +2025-05-04 21:01:37,681 - pyskl - INFO - Epoch [55][1200/3940] lr: 1.775e-02, eta: 1 day, 21:56:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 3.5958, loss: 3.5958 +2025-05-04 21:02:21,226 - pyskl - INFO - Epoch [55][1300/3940] lr: 1.774e-02, eta: 1 day, 21:55:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 3.5544, loss: 3.5544 +2025-05-04 21:03:04,788 - pyskl - INFO - Epoch [55][1400/3940] lr: 1.774e-02, eta: 1 day, 21:55:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9725, loss_cls: 3.5466, loss: 3.5466 +2025-05-04 21:03:48,345 - pyskl - INFO - Epoch [55][1500/3940] lr: 1.773e-02, eta: 1 day, 21:54:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.4592, loss: 3.4592 +2025-05-04 21:04:31,942 - pyskl - INFO - Epoch [55][1600/3940] lr: 1.773e-02, eta: 1 day, 21:53:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 3.6909, loss: 3.6909 +2025-05-04 21:05:15,452 - pyskl - INFO - Epoch [55][1700/3940] lr: 1.772e-02, eta: 1 day, 21:52:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9688, loss_cls: 3.5647, loss: 3.5647 +2025-05-04 21:05:58,941 - pyskl - INFO - Epoch [55][1800/3940] lr: 1.771e-02, eta: 1 day, 21:52:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 3.6188, loss: 3.6188 +2025-05-04 21:06:42,553 - pyskl - INFO - Epoch [55][1900/3940] lr: 1.771e-02, eta: 1 day, 21:51:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9688, loss_cls: 3.4419, loss: 3.4419 +2025-05-04 21:07:26,074 - pyskl - INFO - Epoch [55][2000/3940] lr: 1.770e-02, eta: 1 day, 21:50:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9575, loss_cls: 3.7896, loss: 3.7896 +2025-05-04 21:08:09,810 - pyskl - INFO - Epoch [55][2100/3940] lr: 1.770e-02, eta: 1 day, 21:50:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.7052, loss: 3.7052 +2025-05-04 21:08:53,654 - pyskl - INFO - Epoch [55][2200/3940] lr: 1.769e-02, eta: 1 day, 21:49:17, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9613, loss_cls: 3.5265, loss: 3.5265 +2025-05-04 21:09:37,424 - pyskl - INFO - Epoch [55][2300/3940] lr: 1.768e-02, eta: 1 day, 21:48:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9525, loss_cls: 3.6376, loss: 3.6376 +2025-05-04 21:10:21,112 - pyskl - INFO - Epoch [55][2400/3940] lr: 1.768e-02, eta: 1 day, 21:47:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 3.6217, loss: 3.6217 +2025-05-04 21:11:04,889 - pyskl - INFO - Epoch [55][2500/3940] lr: 1.767e-02, eta: 1 day, 21:47:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 3.6343, loss: 3.6343 +2025-05-04 21:11:48,578 - pyskl - INFO - Epoch [55][2600/3940] lr: 1.767e-02, eta: 1 day, 21:46:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 3.6204, loss: 3.6204 +2025-05-04 21:12:32,240 - pyskl - INFO - Epoch [55][2700/3940] lr: 1.766e-02, eta: 1 day, 21:45:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9619, loss_cls: 3.6985, loss: 3.6985 +2025-05-04 21:13:15,866 - pyskl - INFO - Epoch [55][2800/3940] lr: 1.765e-02, eta: 1 day, 21:44:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 3.6288, loss: 3.6288 +2025-05-04 21:13:59,388 - pyskl - INFO - Epoch [55][2900/3940] lr: 1.765e-02, eta: 1 day, 21:44:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 3.5229, loss: 3.5229 +2025-05-04 21:14:43,010 - pyskl - INFO - Epoch [55][3000/3940] lr: 1.764e-02, eta: 1 day, 21:43:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 3.6878, loss: 3.6878 +2025-05-04 21:15:26,646 - pyskl - INFO - Epoch [55][3100/3940] lr: 1.764e-02, eta: 1 day, 21:42:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 3.5721, loss: 3.5721 +2025-05-04 21:16:10,313 - pyskl - INFO - Epoch [55][3200/3940] lr: 1.763e-02, eta: 1 day, 21:41:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.5302, loss: 3.5302 +2025-05-04 21:16:53,973 - pyskl - INFO - Epoch [55][3300/3940] lr: 1.762e-02, eta: 1 day, 21:41:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9600, loss_cls: 3.6696, loss: 3.6696 +2025-05-04 21:17:37,621 - pyskl - INFO - Epoch [55][3400/3940] lr: 1.762e-02, eta: 1 day, 21:40:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 3.5473, loss: 3.5473 +2025-05-04 21:18:21,188 - pyskl - INFO - Epoch [55][3500/3940] lr: 1.761e-02, eta: 1 day, 21:39:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 3.7244, loss: 3.7244 +2025-05-04 21:19:04,789 - pyskl - INFO - Epoch [55][3600/3940] lr: 1.760e-02, eta: 1 day, 21:38:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.5609, loss: 3.5609 +2025-05-04 21:19:48,350 - pyskl - INFO - Epoch [55][3700/3940] lr: 1.760e-02, eta: 1 day, 21:38:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9519, loss_cls: 3.7756, loss: 3.7756 +2025-05-04 21:20:31,906 - pyskl - INFO - Epoch [55][3800/3940] lr: 1.759e-02, eta: 1 day, 21:37:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 3.5807, loss: 3.5807 +2025-05-04 21:21:15,372 - pyskl - INFO - Epoch [55][3900/3940] lr: 1.759e-02, eta: 1 day, 21:36:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 3.6749, loss: 3.6749 +2025-05-04 21:21:33,252 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-05-04 21:24:57,403 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 21:24:57,866 - pyskl - INFO - +top1_acc 0.6840 +top5_acc 0.9233 +2025-05-04 21:24:57,882 - pyskl - INFO - Epoch(val) [55][3183] top1_acc: 0.6840, top5_acc: 0.9233 +2025-05-04 21:26:06,410 - pyskl - INFO - Epoch [56][100/3940] lr: 1.758e-02, eta: 1 day, 21:35:55, time: 0.685, data_time: 0.241, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 3.6443, loss: 3.6443 +2025-05-04 21:26:50,866 - pyskl - INFO - Epoch [56][200/3940] lr: 1.757e-02, eta: 1 day, 21:35:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.3815, loss: 3.3815 +2025-05-04 21:27:35,193 - pyskl - INFO - Epoch [56][300/3940] lr: 1.757e-02, eta: 1 day, 21:34:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 3.5570, loss: 3.5570 +2025-05-04 21:28:18,748 - pyskl - INFO - Epoch [56][400/3940] lr: 1.756e-02, eta: 1 day, 21:33:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9637, loss_cls: 3.4959, loss: 3.4959 +2025-05-04 21:29:02,270 - pyskl - INFO - Epoch [56][500/3940] lr: 1.755e-02, eta: 1 day, 21:33:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 3.5528, loss: 3.5528 +2025-05-04 21:29:45,668 - pyskl - INFO - Epoch [56][600/3940] lr: 1.755e-02, eta: 1 day, 21:32:16, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 3.4682, loss: 3.4682 +2025-05-04 21:30:29,170 - pyskl - INFO - Epoch [56][700/3940] lr: 1.754e-02, eta: 1 day, 21:31:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 3.3817, loss: 3.3817 +2025-05-04 21:31:12,637 - pyskl - INFO - Epoch [56][800/3940] lr: 1.754e-02, eta: 1 day, 21:30:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9625, loss_cls: 3.5788, loss: 3.5788 +2025-05-04 21:31:56,302 - pyskl - INFO - Epoch [56][900/3940] lr: 1.753e-02, eta: 1 day, 21:30:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.5438, loss: 3.5438 +2025-05-04 21:32:39,968 - pyskl - INFO - Epoch [56][1000/3940] lr: 1.752e-02, eta: 1 day, 21:29:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 3.5826, loss: 3.5826 +2025-05-04 21:33:23,798 - pyskl - INFO - Epoch [56][1100/3940] lr: 1.752e-02, eta: 1 day, 21:28:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9631, loss_cls: 3.5426, loss: 3.5426 +2025-05-04 21:34:07,337 - pyskl - INFO - Epoch [56][1200/3940] lr: 1.751e-02, eta: 1 day, 21:27:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 3.5508, loss: 3.5508 +2025-05-04 21:34:50,895 - pyskl - INFO - Epoch [56][1300/3940] lr: 1.751e-02, eta: 1 day, 21:27:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9537, loss_cls: 3.6845, loss: 3.6845 +2025-05-04 21:35:34,477 - pyskl - INFO - Epoch [56][1400/3940] lr: 1.750e-02, eta: 1 day, 21:26:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9531, loss_cls: 3.6540, loss: 3.6540 +2025-05-04 21:36:18,117 - pyskl - INFO - Epoch [56][1500/3940] lr: 1.749e-02, eta: 1 day, 21:25:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.6151, loss: 3.6151 +2025-05-04 21:37:01,783 - pyskl - INFO - Epoch [56][1600/3940] lr: 1.749e-02, eta: 1 day, 21:24:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 3.6124, loss: 3.6124 +2025-05-04 21:37:45,627 - pyskl - INFO - Epoch [56][1700/3940] lr: 1.748e-02, eta: 1 day, 21:24:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 3.5920, loss: 3.5920 +2025-05-04 21:38:29,313 - pyskl - INFO - Epoch [56][1800/3940] lr: 1.747e-02, eta: 1 day, 21:23:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 3.4506, loss: 3.4506 +2025-05-04 21:39:13,169 - pyskl - INFO - Epoch [56][1900/3940] lr: 1.747e-02, eta: 1 day, 21:22:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 3.6016, loss: 3.6016 +2025-05-04 21:39:57,241 - pyskl - INFO - Epoch [56][2000/3940] lr: 1.746e-02, eta: 1 day, 21:21:57, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 3.6296, loss: 3.6296 +2025-05-04 21:40:41,175 - pyskl - INFO - Epoch [56][2100/3940] lr: 1.746e-02, eta: 1 day, 21:21:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9594, loss_cls: 3.6539, loss: 3.6539 +2025-05-04 21:41:24,981 - pyskl - INFO - Epoch [56][2200/3940] lr: 1.745e-02, eta: 1 day, 21:20:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 3.6316, loss: 3.6316 +2025-05-04 21:42:08,490 - pyskl - INFO - Epoch [56][2300/3940] lr: 1.744e-02, eta: 1 day, 21:19:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 3.6577, loss: 3.6577 +2025-05-04 21:42:52,203 - pyskl - INFO - Epoch [56][2400/3940] lr: 1.744e-02, eta: 1 day, 21:19:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.6056, loss: 3.6056 +2025-05-04 21:43:35,930 - pyskl - INFO - Epoch [56][2500/3940] lr: 1.743e-02, eta: 1 day, 21:18:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9600, loss_cls: 3.6915, loss: 3.6915 +2025-05-04 21:44:19,550 - pyskl - INFO - Epoch [56][2600/3940] lr: 1.743e-02, eta: 1 day, 21:17:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9663, loss_cls: 3.5088, loss: 3.5088 +2025-05-04 21:45:03,141 - pyskl - INFO - Epoch [56][2700/3940] lr: 1.742e-02, eta: 1 day, 21:16:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 3.6150, loss: 3.6150 +2025-05-04 21:45:46,713 - pyskl - INFO - Epoch [56][2800/3940] lr: 1.741e-02, eta: 1 day, 21:16:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 3.6034, loss: 3.6034 +2025-05-04 21:46:30,227 - pyskl - INFO - Epoch [56][2900/3940] lr: 1.741e-02, eta: 1 day, 21:15:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 3.5258, loss: 3.5258 +2025-05-04 21:47:13,742 - pyskl - INFO - Epoch [56][3000/3940] lr: 1.740e-02, eta: 1 day, 21:14:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 3.5656, loss: 3.5656 +2025-05-04 21:47:57,319 - pyskl - INFO - Epoch [56][3100/3940] lr: 1.740e-02, eta: 1 day, 21:13:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9644, loss_cls: 3.5072, loss: 3.5072 +2025-05-04 21:48:40,738 - pyskl - INFO - Epoch [56][3200/3940] lr: 1.739e-02, eta: 1 day, 21:13:06, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9606, loss_cls: 3.7006, loss: 3.7006 +2025-05-04 21:49:24,318 - pyskl - INFO - Epoch [56][3300/3940] lr: 1.738e-02, eta: 1 day, 21:12:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 3.5870, loss: 3.5870 +2025-05-04 21:50:07,839 - pyskl - INFO - Epoch [56][3400/3940] lr: 1.738e-02, eta: 1 day, 21:11:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 3.5177, loss: 3.5177 +2025-05-04 21:50:51,300 - pyskl - INFO - Epoch [56][3500/3940] lr: 1.737e-02, eta: 1 day, 21:10:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9613, loss_cls: 3.6592, loss: 3.6592 +2025-05-04 21:51:34,753 - pyskl - INFO - Epoch [56][3600/3940] lr: 1.736e-02, eta: 1 day, 21:10:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.4629, loss: 3.4629 +2025-05-04 21:52:18,345 - pyskl - INFO - Epoch [56][3700/3940] lr: 1.736e-02, eta: 1 day, 21:09:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.6015, loss: 3.6015 +2025-05-04 21:53:01,807 - pyskl - INFO - Epoch [56][3800/3940] lr: 1.735e-02, eta: 1 day, 21:08:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9644, loss_cls: 3.5242, loss: 3.5242 +2025-05-04 21:53:45,323 - pyskl - INFO - Epoch [56][3900/3940] lr: 1.735e-02, eta: 1 day, 21:07:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 3.6989, loss: 3.6989 +2025-05-04 21:54:03,061 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-05-04 21:57:25,135 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 21:57:25,600 - pyskl - INFO - +top1_acc 0.7142 +top5_acc 0.9319 +2025-05-04 21:57:25,617 - pyskl - INFO - Epoch(val) [56][3183] top1_acc: 0.7142, top5_acc: 0.9319 +2025-05-04 21:58:33,284 - pyskl - INFO - Epoch [57][100/3940] lr: 1.734e-02, eta: 1 day, 21:07:04, time: 0.677, data_time: 0.241, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.5574, loss: 3.5574 +2025-05-04 21:59:16,997 - pyskl - INFO - Epoch [57][200/3940] lr: 1.733e-02, eta: 1 day, 21:06:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9669, loss_cls: 3.4655, loss: 3.4655 +2025-05-04 22:00:00,557 - pyskl - INFO - Epoch [57][300/3940] lr: 1.733e-02, eta: 1 day, 21:05:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9619, loss_cls: 3.5754, loss: 3.5754 +2025-05-04 22:00:44,078 - pyskl - INFO - Epoch [57][400/3940] lr: 1.732e-02, eta: 1 day, 21:04:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 3.4213, loss: 3.4213 +2025-05-04 22:01:27,701 - pyskl - INFO - Epoch [57][500/3940] lr: 1.731e-02, eta: 1 day, 21:04:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9637, loss_cls: 3.5402, loss: 3.5402 +2025-05-04 22:02:11,291 - pyskl - INFO - Epoch [57][600/3940] lr: 1.731e-02, eta: 1 day, 21:03:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 3.5924, loss: 3.5924 +2025-05-04 22:02:54,882 - pyskl - INFO - Epoch [57][700/3940] lr: 1.730e-02, eta: 1 day, 21:02:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 3.5980, loss: 3.5980 +2025-05-04 22:03:38,469 - pyskl - INFO - Epoch [57][800/3940] lr: 1.729e-02, eta: 1 day, 21:01:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 3.5147, loss: 3.5147 +2025-05-04 22:04:22,004 - pyskl - INFO - Epoch [57][900/3940] lr: 1.729e-02, eta: 1 day, 21:01:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 3.5407, loss: 3.5407 +2025-05-04 22:05:05,584 - pyskl - INFO - Epoch [57][1000/3940] lr: 1.728e-02, eta: 1 day, 21:00:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 3.4785, loss: 3.4785 +2025-05-04 22:05:49,176 - pyskl - INFO - Epoch [57][1100/3940] lr: 1.728e-02, eta: 1 day, 20:59:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.6561, loss: 3.6561 +2025-05-04 22:06:32,838 - pyskl - INFO - Epoch [57][1200/3940] lr: 1.727e-02, eta: 1 day, 20:58:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9650, loss_cls: 3.5519, loss: 3.5519 +2025-05-04 22:07:16,477 - pyskl - INFO - Epoch [57][1300/3940] lr: 1.726e-02, eta: 1 day, 20:58:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 3.6589, loss: 3.6589 +2025-05-04 22:08:00,440 - pyskl - INFO - Epoch [57][1400/3940] lr: 1.726e-02, eta: 1 day, 20:57:28, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9669, loss_cls: 3.4579, loss: 3.4579 +2025-05-04 22:08:44,340 - pyskl - INFO - Epoch [57][1500/3940] lr: 1.725e-02, eta: 1 day, 20:56:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9587, loss_cls: 3.5841, loss: 3.5841 +2025-05-04 22:09:28,030 - pyskl - INFO - Epoch [57][1600/3940] lr: 1.725e-02, eta: 1 day, 20:56:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9738, loss_cls: 3.5324, loss: 3.5324 +2025-05-04 22:10:11,612 - pyskl - INFO - Epoch [57][1700/3940] lr: 1.724e-02, eta: 1 day, 20:55:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 3.6066, loss: 3.6066 +2025-05-04 22:10:55,200 - pyskl - INFO - Epoch [57][1800/3940] lr: 1.723e-02, eta: 1 day, 20:54:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9594, loss_cls: 3.6036, loss: 3.6036 +2025-05-04 22:11:38,742 - pyskl - INFO - Epoch [57][1900/3940] lr: 1.723e-02, eta: 1 day, 20:53:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9744, loss_cls: 3.4858, loss: 3.4858 +2025-05-04 22:12:22,256 - pyskl - INFO - Epoch [57][2000/3940] lr: 1.722e-02, eta: 1 day, 20:53:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9650, loss_cls: 3.6510, loss: 3.6510 +2025-05-04 22:13:05,820 - pyskl - INFO - Epoch [57][2100/3940] lr: 1.722e-02, eta: 1 day, 20:52:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9625, loss_cls: 3.4912, loss: 3.4912 +2025-05-04 22:13:49,356 - pyskl - INFO - Epoch [57][2200/3940] lr: 1.721e-02, eta: 1 day, 20:51:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.5052, loss: 3.5052 +2025-05-04 22:14:32,872 - pyskl - INFO - Epoch [57][2300/3940] lr: 1.720e-02, eta: 1 day, 20:50:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 3.4882, loss: 3.4882 +2025-05-04 22:15:16,407 - pyskl - INFO - Epoch [57][2400/3940] lr: 1.720e-02, eta: 1 day, 20:50:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 3.5462, loss: 3.5462 +2025-05-04 22:16:00,010 - pyskl - INFO - Epoch [57][2500/3940] lr: 1.719e-02, eta: 1 day, 20:49:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9600, loss_cls: 3.5985, loss: 3.5985 +2025-05-04 22:16:43,569 - pyskl - INFO - Epoch [57][2600/3940] lr: 1.718e-02, eta: 1 day, 20:48:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9600, loss_cls: 3.6561, loss: 3.6561 +2025-05-04 22:17:27,106 - pyskl - INFO - Epoch [57][2700/3940] lr: 1.718e-02, eta: 1 day, 20:47:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9575, loss_cls: 3.7459, loss: 3.7459 +2025-05-04 22:18:10,648 - pyskl - INFO - Epoch [57][2800/3940] lr: 1.717e-02, eta: 1 day, 20:47:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9663, loss_cls: 3.5402, loss: 3.5402 +2025-05-04 22:18:54,218 - pyskl - INFO - Epoch [57][2900/3940] lr: 1.717e-02, eta: 1 day, 20:46:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.4714, loss: 3.4714 +2025-05-04 22:19:37,736 - pyskl - INFO - Epoch [57][3000/3940] lr: 1.716e-02, eta: 1 day, 20:45:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9569, loss_cls: 3.6723, loss: 3.6723 +2025-05-04 22:20:21,234 - pyskl - INFO - Epoch [57][3100/3940] lr: 1.715e-02, eta: 1 day, 20:44:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9625, loss_cls: 3.6823, loss: 3.6823 +2025-05-04 22:21:04,735 - pyskl - INFO - Epoch [57][3200/3940] lr: 1.715e-02, eta: 1 day, 20:44:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9644, loss_cls: 3.6769, loss: 3.6769 +2025-05-04 22:21:48,257 - pyskl - INFO - Epoch [57][3300/3940] lr: 1.714e-02, eta: 1 day, 20:43:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9606, loss_cls: 3.6319, loss: 3.6319 +2025-05-04 22:22:31,845 - pyskl - INFO - Epoch [57][3400/3940] lr: 1.713e-02, eta: 1 day, 20:42:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 3.3741, loss: 3.3741 +2025-05-04 22:23:15,443 - pyskl - INFO - Epoch [57][3500/3940] lr: 1.713e-02, eta: 1 day, 20:41:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9669, loss_cls: 3.5005, loss: 3.5005 +2025-05-04 22:23:58,983 - pyskl - INFO - Epoch [57][3600/3940] lr: 1.712e-02, eta: 1 day, 20:41:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9625, loss_cls: 3.4775, loss: 3.4775 +2025-05-04 22:24:42,481 - pyskl - INFO - Epoch [57][3700/3940] lr: 1.712e-02, eta: 1 day, 20:40:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9650, loss_cls: 3.7494, loss: 3.7494 +2025-05-04 22:25:26,015 - pyskl - INFO - Epoch [57][3800/3940] lr: 1.711e-02, eta: 1 day, 20:39:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 3.7911, loss: 3.7911 +2025-05-04 22:26:09,534 - pyskl - INFO - Epoch [57][3900/3940] lr: 1.710e-02, eta: 1 day, 20:38:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9525, loss_cls: 3.7529, loss: 3.7529 +2025-05-04 22:26:27,287 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-05-04 22:29:49,370 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 22:29:49,840 - pyskl - INFO - +top1_acc 0.7232 +top5_acc 0.9338 +2025-05-04 22:29:49,858 - pyskl - INFO - Epoch(val) [57][3183] top1_acc: 0.7232, top5_acc: 0.9338 +2025-05-04 22:30:57,857 - pyskl - INFO - Epoch [58][100/3940] lr: 1.710e-02, eta: 1 day, 20:38:08, time: 0.680, data_time: 0.246, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 3.4442, loss: 3.4442 +2025-05-04 22:31:41,318 - pyskl - INFO - Epoch [58][200/3940] lr: 1.709e-02, eta: 1 day, 20:37:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 3.4479, loss: 3.4479 +2025-05-04 22:32:24,982 - pyskl - INFO - Epoch [58][300/3940] lr: 1.708e-02, eta: 1 day, 20:36:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 3.4341, loss: 3.4341 +2025-05-04 22:33:08,526 - pyskl - INFO - Epoch [58][400/3940] lr: 1.708e-02, eta: 1 day, 20:35:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 3.3739, loss: 3.3739 +2025-05-04 22:33:52,049 - pyskl - INFO - Epoch [58][500/3940] lr: 1.707e-02, eta: 1 day, 20:35:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 3.5261, loss: 3.5261 +2025-05-04 22:34:35,588 - pyskl - INFO - Epoch [58][600/3940] lr: 1.706e-02, eta: 1 day, 20:34:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 3.5373, loss: 3.5373 +2025-05-04 22:35:19,074 - pyskl - INFO - Epoch [58][700/3940] lr: 1.706e-02, eta: 1 day, 20:33:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 3.5772, loss: 3.5772 +2025-05-04 22:36:02,813 - pyskl - INFO - Epoch [58][800/3940] lr: 1.705e-02, eta: 1 day, 20:32:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 3.6443, loss: 3.6443 +2025-05-04 22:36:46,359 - pyskl - INFO - Epoch [58][900/3940] lr: 1.705e-02, eta: 1 day, 20:32:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9637, loss_cls: 3.5125, loss: 3.5125 +2025-05-04 22:37:29,951 - pyskl - INFO - Epoch [58][1000/3940] lr: 1.704e-02, eta: 1 day, 20:31:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.4779, loss: 3.4779 +2025-05-04 22:38:13,537 - pyskl - INFO - Epoch [58][1100/3940] lr: 1.703e-02, eta: 1 day, 20:30:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9619, loss_cls: 3.5623, loss: 3.5623 +2025-05-04 22:38:57,304 - pyskl - INFO - Epoch [58][1200/3940] lr: 1.703e-02, eta: 1 day, 20:30:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 3.5115, loss: 3.5115 +2025-05-04 22:39:40,960 - pyskl - INFO - Epoch [58][1300/3940] lr: 1.702e-02, eta: 1 day, 20:29:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 3.6677, loss: 3.6677 +2025-05-04 22:40:24,461 - pyskl - INFO - Epoch [58][1400/3940] lr: 1.701e-02, eta: 1 day, 20:28:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 3.5117, loss: 3.5117 +2025-05-04 22:41:07,888 - pyskl - INFO - Epoch [58][1500/3940] lr: 1.701e-02, eta: 1 day, 20:27:48, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9613, loss_cls: 3.4706, loss: 3.4706 +2025-05-04 22:41:51,408 - pyskl - INFO - Epoch [58][1600/3940] lr: 1.700e-02, eta: 1 day, 20:27:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 3.4541, loss: 3.4541 +2025-05-04 22:42:34,928 - pyskl - INFO - Epoch [58][1700/3940] lr: 1.700e-02, eta: 1 day, 20:26:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.5566, loss: 3.5566 +2025-05-04 22:43:18,510 - pyskl - INFO - Epoch [58][1800/3940] lr: 1.699e-02, eta: 1 day, 20:25:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.4148, loss: 3.4148 +2025-05-04 22:44:02,009 - pyskl - INFO - Epoch [58][1900/3940] lr: 1.698e-02, eta: 1 day, 20:24:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 3.6171, loss: 3.6171 +2025-05-04 22:44:45,519 - pyskl - INFO - Epoch [58][2000/3940] lr: 1.698e-02, eta: 1 day, 20:24:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 3.5543, loss: 3.5543 +2025-05-04 22:45:29,051 - pyskl - INFO - Epoch [58][2100/3940] lr: 1.697e-02, eta: 1 day, 20:23:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.5246, loss: 3.5246 +2025-05-04 22:46:12,529 - pyskl - INFO - Epoch [58][2200/3940] lr: 1.697e-02, eta: 1 day, 20:22:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 3.5675, loss: 3.5675 +2025-05-04 22:46:55,889 - pyskl - INFO - Epoch [58][2300/3940] lr: 1.696e-02, eta: 1 day, 20:21:52, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9613, loss_cls: 3.5256, loss: 3.5256 +2025-05-04 22:47:39,373 - pyskl - INFO - Epoch [58][2400/3940] lr: 1.695e-02, eta: 1 day, 20:21:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9606, loss_cls: 3.6216, loss: 3.6216 +2025-05-04 22:48:22,902 - pyskl - INFO - Epoch [58][2500/3940] lr: 1.695e-02, eta: 1 day, 20:20:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9606, loss_cls: 3.6891, loss: 3.6891 +2025-05-04 22:49:06,383 - pyskl - INFO - Epoch [58][2600/3940] lr: 1.694e-02, eta: 1 day, 20:19:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9650, loss_cls: 3.5419, loss: 3.5419 +2025-05-04 22:49:49,883 - pyskl - INFO - Epoch [58][2700/3940] lr: 1.693e-02, eta: 1 day, 20:18:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9650, loss_cls: 3.3911, loss: 3.3911 +2025-05-04 22:50:33,380 - pyskl - INFO - Epoch [58][2800/3940] lr: 1.693e-02, eta: 1 day, 20:18:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 3.6783, loss: 3.6783 +2025-05-04 22:51:16,980 - pyskl - INFO - Epoch [58][2900/3940] lr: 1.692e-02, eta: 1 day, 20:17:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9650, loss_cls: 3.5844, loss: 3.5844 +2025-05-04 22:52:00,487 - pyskl - INFO - Epoch [58][3000/3940] lr: 1.692e-02, eta: 1 day, 20:16:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9594, loss_cls: 3.6215, loss: 3.6215 +2025-05-04 22:52:43,996 - pyskl - INFO - Epoch [58][3100/3940] lr: 1.691e-02, eta: 1 day, 20:15:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 3.4535, loss: 3.4535 +2025-05-04 22:53:27,422 - pyskl - INFO - Epoch [58][3200/3940] lr: 1.690e-02, eta: 1 day, 20:15:12, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 3.5319, loss: 3.5319 +2025-05-04 22:54:10,949 - pyskl - INFO - Epoch [58][3300/3940] lr: 1.690e-02, eta: 1 day, 20:14:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 3.6710, loss: 3.6710 +2025-05-04 22:54:54,489 - pyskl - INFO - Epoch [58][3400/3940] lr: 1.689e-02, eta: 1 day, 20:13:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 3.5002, loss: 3.5002 +2025-05-04 22:55:37,949 - pyskl - INFO - Epoch [58][3500/3940] lr: 1.688e-02, eta: 1 day, 20:12:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 3.5363, loss: 3.5363 +2025-05-04 22:56:21,417 - pyskl - INFO - Epoch [58][3600/3940] lr: 1.688e-02, eta: 1 day, 20:12:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.5964, loss: 3.5964 +2025-05-04 22:57:04,924 - pyskl - INFO - Epoch [58][3700/3940] lr: 1.687e-02, eta: 1 day, 20:11:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9556, loss_cls: 3.6303, loss: 3.6303 +2025-05-04 22:57:48,422 - pyskl - INFO - Epoch [58][3800/3940] lr: 1.687e-02, eta: 1 day, 20:10:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.5352, loss: 3.5352 +2025-05-04 22:58:31,845 - pyskl - INFO - Epoch [58][3900/3940] lr: 1.686e-02, eta: 1 day, 20:10:01, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9675, loss_cls: 3.5878, loss: 3.5878 +2025-05-04 22:58:49,549 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-05-04 23:02:11,862 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 23:02:12,333 - pyskl - INFO - +top1_acc 0.7197 +top5_acc 0.9228 +2025-05-04 23:02:12,351 - pyskl - INFO - Epoch(val) [58][3183] top1_acc: 0.7197, top5_acc: 0.9228 +2025-05-04 23:03:20,235 - pyskl - INFO - Epoch [59][100/3940] lr: 1.685e-02, eta: 1 day, 20:09:10, time: 0.679, data_time: 0.246, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.5011, loss: 3.5011 +2025-05-04 23:04:03,628 - pyskl - INFO - Epoch [59][200/3940] lr: 1.684e-02, eta: 1 day, 20:08:25, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9719, loss_cls: 3.4768, loss: 3.4768 +2025-05-04 23:04:47,072 - pyskl - INFO - Epoch [59][300/3940] lr: 1.684e-02, eta: 1 day, 20:07:41, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.5049, loss: 3.5049 +2025-05-04 23:05:30,595 - pyskl - INFO - Epoch [59][400/3940] lr: 1.683e-02, eta: 1 day, 20:06:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 3.5238, loss: 3.5238 +2025-05-04 23:06:14,223 - pyskl - INFO - Epoch [59][500/3940] lr: 1.683e-02, eta: 1 day, 20:06:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 3.4356, loss: 3.4356 +2025-05-04 23:06:57,773 - pyskl - INFO - Epoch [59][600/3940] lr: 1.682e-02, eta: 1 day, 20:05:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 3.6261, loss: 3.6261 +2025-05-04 23:07:41,361 - pyskl - INFO - Epoch [59][700/3940] lr: 1.681e-02, eta: 1 day, 20:04:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.4870, loss: 3.4870 +2025-05-04 23:08:24,870 - pyskl - INFO - Epoch [59][800/3940] lr: 1.681e-02, eta: 1 day, 20:03:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9675, loss_cls: 3.4022, loss: 3.4022 +2025-05-04 23:09:08,466 - pyskl - INFO - Epoch [59][900/3940] lr: 1.680e-02, eta: 1 day, 20:03:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 3.5419, loss: 3.5419 +2025-05-04 23:09:52,016 - pyskl - INFO - Epoch [59][1000/3940] lr: 1.679e-02, eta: 1 day, 20:02:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 3.5867, loss: 3.5867 +2025-05-04 23:10:35,477 - pyskl - INFO - Epoch [59][1100/3940] lr: 1.679e-02, eta: 1 day, 20:01:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 3.5732, loss: 3.5732 +2025-05-04 23:11:19,068 - pyskl - INFO - Epoch [59][1200/3940] lr: 1.678e-02, eta: 1 day, 20:01:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 3.6067, loss: 3.6067 +2025-05-04 23:12:02,615 - pyskl - INFO - Epoch [59][1300/3940] lr: 1.678e-02, eta: 1 day, 20:00:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 3.5720, loss: 3.5720 +2025-05-04 23:12:46,165 - pyskl - INFO - Epoch [59][1400/3940] lr: 1.677e-02, eta: 1 day, 19:59:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.5797, loss: 3.5797 +2025-05-04 23:13:29,932 - pyskl - INFO - Epoch [59][1500/3940] lr: 1.676e-02, eta: 1 day, 19:58:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9656, loss_cls: 3.5706, loss: 3.5706 +2025-05-04 23:14:13,626 - pyskl - INFO - Epoch [59][1600/3940] lr: 1.676e-02, eta: 1 day, 19:58:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9613, loss_cls: 3.4822, loss: 3.4822 +2025-05-04 23:14:57,223 - pyskl - INFO - Epoch [59][1700/3940] lr: 1.675e-02, eta: 1 day, 19:57:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 3.6072, loss: 3.6072 +2025-05-04 23:15:40,777 - pyskl - INFO - Epoch [59][1800/3940] lr: 1.674e-02, eta: 1 day, 19:56:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9550, loss_cls: 3.5072, loss: 3.5072 +2025-05-04 23:16:24,364 - pyskl - INFO - Epoch [59][1900/3940] lr: 1.674e-02, eta: 1 day, 19:55:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9744, loss_cls: 3.4609, loss: 3.4609 +2025-05-04 23:17:07,977 - pyskl - INFO - Epoch [59][2000/3940] lr: 1.673e-02, eta: 1 day, 19:55:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 3.6361, loss: 3.6361 +2025-05-04 23:17:51,524 - pyskl - INFO - Epoch [59][2100/3940] lr: 1.673e-02, eta: 1 day, 19:54:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.4463, loss: 3.4463 +2025-05-04 23:18:35,196 - pyskl - INFO - Epoch [59][2200/3940] lr: 1.672e-02, eta: 1 day, 19:53:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.3944, loss: 3.3944 +2025-05-04 23:19:18,749 - pyskl - INFO - Epoch [59][2300/3940] lr: 1.671e-02, eta: 1 day, 19:52:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 3.6728, loss: 3.6728 +2025-05-04 23:20:02,285 - pyskl - INFO - Epoch [59][2400/3940] lr: 1.671e-02, eta: 1 day, 19:52:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9587, loss_cls: 3.5888, loss: 3.5888 +2025-05-04 23:20:46,037 - pyskl - INFO - Epoch [59][2500/3940] lr: 1.670e-02, eta: 1 day, 19:51:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.4935, loss: 3.4935 +2025-05-04 23:21:29,612 - pyskl - INFO - Epoch [59][2600/3940] lr: 1.669e-02, eta: 1 day, 19:50:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 3.4636, loss: 3.4636 +2025-05-04 23:22:13,252 - pyskl - INFO - Epoch [59][2700/3940] lr: 1.669e-02, eta: 1 day, 19:49:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9594, loss_cls: 3.6050, loss: 3.6050 +2025-05-04 23:22:56,889 - pyskl - INFO - Epoch [59][2800/3940] lr: 1.668e-02, eta: 1 day, 19:49:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 3.5400, loss: 3.5400 +2025-05-04 23:23:40,466 - pyskl - INFO - Epoch [59][2900/3940] lr: 1.668e-02, eta: 1 day, 19:48:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9606, loss_cls: 3.5779, loss: 3.5779 +2025-05-04 23:24:24,039 - pyskl - INFO - Epoch [59][3000/3940] lr: 1.667e-02, eta: 1 day, 19:47:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9681, loss_cls: 3.6008, loss: 3.6008 +2025-05-04 23:25:07,749 - pyskl - INFO - Epoch [59][3100/3940] lr: 1.666e-02, eta: 1 day, 19:47:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9613, loss_cls: 3.4658, loss: 3.4658 +2025-05-04 23:25:51,332 - pyskl - INFO - Epoch [59][3200/3940] lr: 1.666e-02, eta: 1 day, 19:46:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 3.5339, loss: 3.5339 +2025-05-04 23:26:34,962 - pyskl - INFO - Epoch [59][3300/3940] lr: 1.665e-02, eta: 1 day, 19:45:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.5676, loss: 3.5676 +2025-05-04 23:27:18,530 - pyskl - INFO - Epoch [59][3400/3940] lr: 1.664e-02, eta: 1 day, 19:44:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 3.4521, loss: 3.4521 +2025-05-04 23:28:02,141 - pyskl - INFO - Epoch [59][3500/3940] lr: 1.664e-02, eta: 1 day, 19:44:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9600, loss_cls: 3.6259, loss: 3.6259 +2025-05-04 23:28:45,730 - pyskl - INFO - Epoch [59][3600/3940] lr: 1.663e-02, eta: 1 day, 19:43:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.3764, loss: 3.3764 +2025-05-04 23:29:29,272 - pyskl - INFO - Epoch [59][3700/3940] lr: 1.663e-02, eta: 1 day, 19:42:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9581, loss_cls: 3.5613, loss: 3.5613 +2025-05-04 23:30:12,920 - pyskl - INFO - Epoch [59][3800/3940] lr: 1.662e-02, eta: 1 day, 19:41:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 3.3993, loss: 3.3993 +2025-05-04 23:30:56,535 - pyskl - INFO - Epoch [59][3900/3940] lr: 1.661e-02, eta: 1 day, 19:41:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 3.5691, loss: 3.5691 +2025-05-04 23:31:14,363 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-05-04 23:34:36,474 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 23:34:36,938 - pyskl - INFO - +top1_acc 0.7226 +top5_acc 0.9334 +2025-05-04 23:34:36,956 - pyskl - INFO - Epoch(val) [59][3183] top1_acc: 0.7226, top5_acc: 0.9334 +2025-05-04 23:35:44,866 - pyskl - INFO - Epoch [60][100/3940] lr: 1.660e-02, eta: 1 day, 19:40:15, time: 0.679, data_time: 0.243, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9825, loss_cls: 3.3318, loss: 3.3318 +2025-05-04 23:36:28,230 - pyskl - INFO - Epoch [60][200/3940] lr: 1.660e-02, eta: 1 day, 19:39:31, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 3.5536, loss: 3.5536 +2025-05-04 23:37:11,621 - pyskl - INFO - Epoch [60][300/3940] lr: 1.659e-02, eta: 1 day, 19:38:46, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 3.4643, loss: 3.4643 +2025-05-04 23:37:55,119 - pyskl - INFO - Epoch [60][400/3940] lr: 1.659e-02, eta: 1 day, 19:38:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.4211, loss: 3.4211 +2025-05-04 23:38:38,732 - pyskl - INFO - Epoch [60][500/3940] lr: 1.658e-02, eta: 1 day, 19:37:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 3.4175, loss: 3.4175 +2025-05-04 23:39:22,434 - pyskl - INFO - Epoch [60][600/3940] lr: 1.657e-02, eta: 1 day, 19:36:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 3.4366, loss: 3.4366 +2025-05-04 23:40:06,213 - pyskl - INFO - Epoch [60][700/3940] lr: 1.657e-02, eta: 1 day, 19:35:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 3.4543, loss: 3.4543 +2025-05-04 23:40:50,079 - pyskl - INFO - Epoch [60][800/3940] lr: 1.656e-02, eta: 1 day, 19:35:06, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 3.5309, loss: 3.5309 +2025-05-04 23:41:33,725 - pyskl - INFO - Epoch [60][900/3940] lr: 1.655e-02, eta: 1 day, 19:34:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.4611, loss: 3.4611 +2025-05-04 23:42:17,290 - pyskl - INFO - Epoch [60][1000/3940] lr: 1.655e-02, eta: 1 day, 19:33:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 3.4919, loss: 3.4919 +2025-05-04 23:43:00,840 - pyskl - INFO - Epoch [60][1100/3940] lr: 1.654e-02, eta: 1 day, 19:32:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9575, loss_cls: 3.6504, loss: 3.6504 +2025-05-04 23:43:44,498 - pyskl - INFO - Epoch [60][1200/3940] lr: 1.654e-02, eta: 1 day, 19:32:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9644, loss_cls: 3.5673, loss: 3.5673 +2025-05-04 23:44:27,933 - pyskl - INFO - Epoch [60][1300/3940] lr: 1.653e-02, eta: 1 day, 19:31:24, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 3.4911, loss: 3.4911 +2025-05-04 23:45:11,388 - pyskl - INFO - Epoch [60][1400/3940] lr: 1.652e-02, eta: 1 day, 19:30:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 3.5607, loss: 3.5607 +2025-05-04 23:45:54,826 - pyskl - INFO - Epoch [60][1500/3940] lr: 1.652e-02, eta: 1 day, 19:29:55, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.6050, loss: 3.6050 +2025-05-04 23:46:38,241 - pyskl - INFO - Epoch [60][1600/3940] lr: 1.651e-02, eta: 1 day, 19:29:11, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9781, loss_cls: 3.4708, loss: 3.4708 +2025-05-04 23:47:21,672 - pyskl - INFO - Epoch [60][1700/3940] lr: 1.650e-02, eta: 1 day, 19:28:26, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 3.5229, loss: 3.5229 +2025-05-04 23:48:05,052 - pyskl - INFO - Epoch [60][1800/3940] lr: 1.650e-02, eta: 1 day, 19:27:41, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9606, loss_cls: 3.6574, loss: 3.6574 +2025-05-04 23:48:48,565 - pyskl - INFO - Epoch [60][1900/3940] lr: 1.649e-02, eta: 1 day, 19:26:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 3.5967, loss: 3.5967 +2025-05-04 23:49:32,066 - pyskl - INFO - Epoch [60][2000/3940] lr: 1.649e-02, eta: 1 day, 19:26:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 3.5947, loss: 3.5947 +2025-05-04 23:50:15,477 - pyskl - INFO - Epoch [60][2100/3940] lr: 1.648e-02, eta: 1 day, 19:25:28, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 3.6337, loss: 3.6337 +2025-05-04 23:50:58,878 - pyskl - INFO - Epoch [60][2200/3940] lr: 1.647e-02, eta: 1 day, 19:24:44, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9575, loss_cls: 3.5508, loss: 3.5508 +2025-05-04 23:51:42,399 - pyskl - INFO - Epoch [60][2300/3940] lr: 1.647e-02, eta: 1 day, 19:23:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 3.3816, loss: 3.3816 +2025-05-04 23:52:26,005 - pyskl - INFO - Epoch [60][2400/3940] lr: 1.646e-02, eta: 1 day, 19:23:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 3.4940, loss: 3.4940 +2025-05-04 23:53:09,576 - pyskl - INFO - Epoch [60][2500/3940] lr: 1.645e-02, eta: 1 day, 19:22:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.5697, loss: 3.5697 +2025-05-04 23:53:53,042 - pyskl - INFO - Epoch [60][2600/3940] lr: 1.645e-02, eta: 1 day, 19:21:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9712, loss_cls: 3.6475, loss: 3.6475 +2025-05-04 23:54:36,593 - pyskl - INFO - Epoch [60][2700/3940] lr: 1.644e-02, eta: 1 day, 19:21:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 3.5235, loss: 3.5235 +2025-05-04 23:55:20,028 - pyskl - INFO - Epoch [60][2800/3940] lr: 1.643e-02, eta: 1 day, 19:20:17, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 3.5570, loss: 3.5570 +2025-05-04 23:56:03,508 - pyskl - INFO - Epoch [60][2900/3940] lr: 1.643e-02, eta: 1 day, 19:19:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 3.4765, loss: 3.4765 +2025-05-04 23:56:46,969 - pyskl - INFO - Epoch [60][3000/3940] lr: 1.642e-02, eta: 1 day, 19:18:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9706, loss_cls: 3.3701, loss: 3.3701 +2025-05-04 23:57:30,362 - pyskl - INFO - Epoch [60][3100/3940] lr: 1.642e-02, eta: 1 day, 19:18:04, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 3.4814, loss: 3.4814 +2025-05-04 23:58:13,836 - pyskl - INFO - Epoch [60][3200/3940] lr: 1.641e-02, eta: 1 day, 19:17:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9650, loss_cls: 3.4609, loss: 3.4609 +2025-05-04 23:58:57,292 - pyskl - INFO - Epoch [60][3300/3940] lr: 1.640e-02, eta: 1 day, 19:16:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9637, loss_cls: 3.6268, loss: 3.6268 +2025-05-04 23:59:40,831 - pyskl - INFO - Epoch [60][3400/3940] lr: 1.640e-02, eta: 1 day, 19:15:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9613, loss_cls: 3.6009, loss: 3.6009 +2025-05-05 00:00:24,298 - pyskl - INFO - Epoch [60][3500/3940] lr: 1.639e-02, eta: 1 day, 19:15:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.5175, loss: 3.5175 +2025-05-05 00:01:07,866 - pyskl - INFO - Epoch [60][3600/3940] lr: 1.638e-02, eta: 1 day, 19:14:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9600, loss_cls: 3.5772, loss: 3.5772 +2025-05-05 00:01:51,395 - pyskl - INFO - Epoch [60][3700/3940] lr: 1.638e-02, eta: 1 day, 19:13:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.3953, loss: 3.3953 +2025-05-05 00:02:34,805 - pyskl - INFO - Epoch [60][3800/3940] lr: 1.637e-02, eta: 1 day, 19:12:53, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.3712, loss: 3.3712 +2025-05-05 00:03:18,308 - pyskl - INFO - Epoch [60][3900/3940] lr: 1.637e-02, eta: 1 day, 19:12:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9613, loss_cls: 3.5680, loss: 3.5680 +2025-05-05 00:03:36,062 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-05-05 00:07:00,018 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 00:07:00,494 - pyskl - INFO - +top1_acc 0.7265 +top5_acc 0.9419 +2025-05-05 00:07:00,513 - pyskl - INFO - Epoch(val) [60][3183] top1_acc: 0.7265, top5_acc: 0.9419 +2025-05-05 00:08:08,995 - pyskl - INFO - Epoch [61][100/3940] lr: 1.636e-02, eta: 1 day, 19:11:18, time: 0.685, data_time: 0.249, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9650, loss_cls: 3.4883, loss: 3.4883 +2025-05-05 00:08:52,556 - pyskl - INFO - Epoch [61][200/3940] lr: 1.635e-02, eta: 1 day, 19:10:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.4281, loss: 3.4281 +2025-05-05 00:09:36,097 - pyskl - INFO - Epoch [61][300/3940] lr: 1.634e-02, eta: 1 day, 19:09:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 3.4530, loss: 3.4530 +2025-05-05 00:10:19,736 - pyskl - INFO - Epoch [61][400/3940] lr: 1.634e-02, eta: 1 day, 19:09:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.3549, loss: 3.3549 +2025-05-05 00:11:03,210 - pyskl - INFO - Epoch [61][500/3940] lr: 1.633e-02, eta: 1 day, 19:08:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9656, loss_cls: 3.3867, loss: 3.3867 +2025-05-05 00:11:46,727 - pyskl - INFO - Epoch [61][600/3940] lr: 1.632e-02, eta: 1 day, 19:07:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9637, loss_cls: 3.4372, loss: 3.4372 +2025-05-05 00:12:30,179 - pyskl - INFO - Epoch [61][700/3940] lr: 1.632e-02, eta: 1 day, 19:06:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 3.5631, loss: 3.5631 +2025-05-05 00:13:13,704 - pyskl - INFO - Epoch [61][800/3940] lr: 1.631e-02, eta: 1 day, 19:06:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9650, loss_cls: 3.3773, loss: 3.3773 +2025-05-05 00:13:57,646 - pyskl - INFO - Epoch [61][900/3940] lr: 1.631e-02, eta: 1 day, 19:05:24, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9619, loss_cls: 3.5423, loss: 3.5423 +2025-05-05 00:14:41,446 - pyskl - INFO - Epoch [61][1000/3940] lr: 1.630e-02, eta: 1 day, 19:04:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 3.4880, loss: 3.4880 +2025-05-05 00:15:25,078 - pyskl - INFO - Epoch [61][1100/3940] lr: 1.629e-02, eta: 1 day, 19:03:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 3.5515, loss: 3.5515 +2025-05-05 00:16:08,691 - pyskl - INFO - Epoch [61][1200/3940] lr: 1.629e-02, eta: 1 day, 19:03:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.4891, loss: 3.4891 +2025-05-05 00:16:52,361 - pyskl - INFO - Epoch [61][1300/3940] lr: 1.628e-02, eta: 1 day, 19:02:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9619, loss_cls: 3.5314, loss: 3.5314 +2025-05-05 00:17:35,924 - pyskl - INFO - Epoch [61][1400/3940] lr: 1.627e-02, eta: 1 day, 19:01:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 3.5061, loss: 3.5061 +2025-05-05 00:18:19,490 - pyskl - INFO - Epoch [61][1500/3940] lr: 1.627e-02, eta: 1 day, 19:00:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 3.4546, loss: 3.4546 +2025-05-05 00:19:02,948 - pyskl - INFO - Epoch [61][1600/3940] lr: 1.626e-02, eta: 1 day, 19:00:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.4466, loss: 3.4466 +2025-05-05 00:19:46,445 - pyskl - INFO - Epoch [61][1700/3940] lr: 1.626e-02, eta: 1 day, 18:59:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9594, loss_cls: 3.5162, loss: 3.5162 +2025-05-05 00:20:29,998 - pyskl - INFO - Epoch [61][1800/3940] lr: 1.625e-02, eta: 1 day, 18:58:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9688, loss_cls: 3.3337, loss: 3.3337 +2025-05-05 00:21:13,647 - pyskl - INFO - Epoch [61][1900/3940] lr: 1.624e-02, eta: 1 day, 18:58:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9644, loss_cls: 3.4606, loss: 3.4606 +2025-05-05 00:21:57,099 - pyskl - INFO - Epoch [61][2000/3940] lr: 1.624e-02, eta: 1 day, 18:57:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.4317, loss: 3.4317 +2025-05-05 00:22:40,539 - pyskl - INFO - Epoch [61][2100/3940] lr: 1.623e-02, eta: 1 day, 18:56:32, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 3.5443, loss: 3.5443 +2025-05-05 00:23:24,143 - pyskl - INFO - Epoch [61][2200/3940] lr: 1.622e-02, eta: 1 day, 18:55:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 3.5867, loss: 3.5867 +2025-05-05 00:24:07,923 - pyskl - INFO - Epoch [61][2300/3940] lr: 1.622e-02, eta: 1 day, 18:55:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.4702, loss: 3.4702 +2025-05-05 00:24:51,277 - pyskl - INFO - Epoch [61][2400/3940] lr: 1.621e-02, eta: 1 day, 18:54:20, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9619, loss_cls: 3.4896, loss: 3.4896 +2025-05-05 00:25:34,638 - pyskl - INFO - Epoch [61][2500/3940] lr: 1.620e-02, eta: 1 day, 18:53:35, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 3.4561, loss: 3.4561 +2025-05-05 00:26:18,006 - pyskl - INFO - Epoch [61][2600/3940] lr: 1.620e-02, eta: 1 day, 18:52:51, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9681, loss_cls: 3.5292, loss: 3.5292 +2025-05-05 00:27:01,471 - pyskl - INFO - Epoch [61][2700/3940] lr: 1.619e-02, eta: 1 day, 18:52:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9575, loss_cls: 3.5228, loss: 3.5228 +2025-05-05 00:27:44,876 - pyskl - INFO - Epoch [61][2800/3940] lr: 1.619e-02, eta: 1 day, 18:51:22, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9644, loss_cls: 3.3904, loss: 3.3904 +2025-05-05 00:28:28,319 - pyskl - INFO - Epoch [61][2900/3940] lr: 1.618e-02, eta: 1 day, 18:50:37, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9625, loss_cls: 3.6462, loss: 3.6462 +2025-05-05 00:29:11,768 - pyskl - INFO - Epoch [61][3000/3940] lr: 1.617e-02, eta: 1 day, 18:49:53, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9575, loss_cls: 3.6104, loss: 3.6104 +2025-05-05 00:29:55,165 - pyskl - INFO - Epoch [61][3100/3940] lr: 1.617e-02, eta: 1 day, 18:49:08, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 3.5053, loss: 3.5053 +2025-05-05 00:30:38,586 - pyskl - INFO - Epoch [61][3200/3940] lr: 1.616e-02, eta: 1 day, 18:48:24, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 3.4422, loss: 3.4422 +2025-05-05 00:31:21,977 - pyskl - INFO - Epoch [61][3300/3940] lr: 1.615e-02, eta: 1 day, 18:47:39, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9650, loss_cls: 3.4360, loss: 3.4360 +2025-05-05 00:32:05,440 - pyskl - INFO - Epoch [61][3400/3940] lr: 1.615e-02, eta: 1 day, 18:46:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 3.5146, loss: 3.5146 +2025-05-05 00:32:48,697 - pyskl - INFO - Epoch [61][3500/3940] lr: 1.614e-02, eta: 1 day, 18:46:10, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.4750, loss: 3.4750 +2025-05-05 00:33:32,272 - pyskl - INFO - Epoch [61][3600/3940] lr: 1.613e-02, eta: 1 day, 18:45:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9625, loss_cls: 3.6168, loss: 3.6168 +2025-05-05 00:34:15,777 - pyskl - INFO - Epoch [61][3700/3940] lr: 1.613e-02, eta: 1 day, 18:44:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.5239, loss: 3.5239 +2025-05-05 00:34:59,314 - pyskl - INFO - Epoch [61][3800/3940] lr: 1.612e-02, eta: 1 day, 18:43:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9600, loss_cls: 3.5385, loss: 3.5385 +2025-05-05 00:35:42,734 - pyskl - INFO - Epoch [61][3900/3940] lr: 1.612e-02, eta: 1 day, 18:43:13, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 3.5531, loss: 3.5531 +2025-05-05 00:36:00,447 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-05-05 00:39:22,878 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 00:39:23,351 - pyskl - INFO - +top1_acc 0.7207 +top5_acc 0.9369 +2025-05-05 00:39:23,369 - pyskl - INFO - Epoch(val) [61][3183] top1_acc: 0.7207, top5_acc: 0.9369 +2025-05-05 00:40:31,340 - pyskl - INFO - Epoch [62][100/3940] lr: 1.611e-02, eta: 1 day, 18:42:21, time: 0.680, data_time: 0.246, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9681, loss_cls: 3.4471, loss: 3.4471 +2025-05-05 00:41:14,790 - pyskl - INFO - Epoch [62][200/3940] lr: 1.610e-02, eta: 1 day, 18:41:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.2888, loss: 3.2888 +2025-05-05 00:41:58,301 - pyskl - INFO - Epoch [62][300/3940] lr: 1.609e-02, eta: 1 day, 18:40:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9669, loss_cls: 3.3544, loss: 3.3544 +2025-05-05 00:42:41,772 - pyskl - INFO - Epoch [62][400/3940] lr: 1.609e-02, eta: 1 day, 18:40:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 3.4367, loss: 3.4367 +2025-05-05 00:43:25,387 - pyskl - INFO - Epoch [62][500/3940] lr: 1.608e-02, eta: 1 day, 18:39:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.5011, loss: 3.5011 +2025-05-05 00:44:09,011 - pyskl - INFO - Epoch [62][600/3940] lr: 1.607e-02, eta: 1 day, 18:38:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 3.3434, loss: 3.3434 +2025-05-05 00:44:52,468 - pyskl - INFO - Epoch [62][700/3940] lr: 1.607e-02, eta: 1 day, 18:37:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 3.4378, loss: 3.4378 +2025-05-05 00:45:35,956 - pyskl - INFO - Epoch [62][800/3940] lr: 1.606e-02, eta: 1 day, 18:37:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9669, loss_cls: 3.4126, loss: 3.4126 +2025-05-05 00:46:19,592 - pyskl - INFO - Epoch [62][900/3940] lr: 1.606e-02, eta: 1 day, 18:36:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9606, loss_cls: 3.5082, loss: 3.5082 +2025-05-05 00:47:03,187 - pyskl - INFO - Epoch [62][1000/3940] lr: 1.605e-02, eta: 1 day, 18:35:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 3.6639, loss: 3.6639 +2025-05-05 00:47:46,652 - pyskl - INFO - Epoch [62][1100/3940] lr: 1.604e-02, eta: 1 day, 18:34:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.4328, loss: 3.4328 +2025-05-05 00:48:30,080 - pyskl - INFO - Epoch [62][1200/3940] lr: 1.604e-02, eta: 1 day, 18:34:13, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9644, loss_cls: 3.4816, loss: 3.4816 +2025-05-05 00:49:13,587 - pyskl - INFO - Epoch [62][1300/3940] lr: 1.603e-02, eta: 1 day, 18:33:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.3895, loss: 3.3895 +2025-05-05 00:49:57,123 - pyskl - INFO - Epoch [62][1400/3940] lr: 1.602e-02, eta: 1 day, 18:32:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 3.4453, loss: 3.4453 +2025-05-05 00:50:40,505 - pyskl - INFO - Epoch [62][1500/3940] lr: 1.602e-02, eta: 1 day, 18:32:00, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 3.5121, loss: 3.5121 +2025-05-05 00:51:23,983 - pyskl - INFO - Epoch [62][1600/3940] lr: 1.601e-02, eta: 1 day, 18:31:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9681, loss_cls: 3.4720, loss: 3.4720 +2025-05-05 00:52:07,405 - pyskl - INFO - Epoch [62][1700/3940] lr: 1.600e-02, eta: 1 day, 18:30:31, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 3.5743, loss: 3.5743 +2025-05-05 00:52:50,907 - pyskl - INFO - Epoch [62][1800/3940] lr: 1.600e-02, eta: 1 day, 18:29:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9700, loss_cls: 3.5382, loss: 3.5382 +2025-05-05 00:53:34,417 - pyskl - INFO - Epoch [62][1900/3940] lr: 1.599e-02, eta: 1 day, 18:29:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9644, loss_cls: 3.5018, loss: 3.5018 +2025-05-05 00:54:17,916 - pyskl - INFO - Epoch [62][2000/3940] lr: 1.599e-02, eta: 1 day, 18:28:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9738, loss_cls: 3.5653, loss: 3.5653 +2025-05-05 00:55:01,354 - pyskl - INFO - Epoch [62][2100/3940] lr: 1.598e-02, eta: 1 day, 18:27:33, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 3.5270, loss: 3.5270 +2025-05-05 00:55:44,873 - pyskl - INFO - Epoch [62][2200/3940] lr: 1.597e-02, eta: 1 day, 18:26:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9587, loss_cls: 3.4992, loss: 3.4992 +2025-05-05 00:56:28,415 - pyskl - INFO - Epoch [62][2300/3940] lr: 1.597e-02, eta: 1 day, 18:26:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9663, loss_cls: 3.3472, loss: 3.3472 +2025-05-05 00:57:11,885 - pyskl - INFO - Epoch [62][2400/3940] lr: 1.596e-02, eta: 1 day, 18:25:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9613, loss_cls: 3.5967, loss: 3.5967 +2025-05-05 00:57:55,534 - pyskl - INFO - Epoch [62][2500/3940] lr: 1.595e-02, eta: 1 day, 18:24:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9606, loss_cls: 3.5859, loss: 3.5859 +2025-05-05 00:58:39,098 - pyskl - INFO - Epoch [62][2600/3940] lr: 1.595e-02, eta: 1 day, 18:23:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 3.4670, loss: 3.4670 +2025-05-05 00:59:22,627 - pyskl - INFO - Epoch [62][2700/3940] lr: 1.594e-02, eta: 1 day, 18:23:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 3.4575, loss: 3.4575 +2025-05-05 01:00:06,144 - pyskl - INFO - Epoch [62][2800/3940] lr: 1.593e-02, eta: 1 day, 18:22:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 3.3801, loss: 3.3801 +2025-05-05 01:00:49,643 - pyskl - INFO - Epoch [62][2900/3940] lr: 1.593e-02, eta: 1 day, 18:21:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 3.5752, loss: 3.5752 +2025-05-05 01:01:33,132 - pyskl - INFO - Epoch [62][3000/3940] lr: 1.592e-02, eta: 1 day, 18:20:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9606, loss_cls: 3.6071, loss: 3.6071 +2025-05-05 01:02:16,850 - pyskl - INFO - Epoch [62][3100/3940] lr: 1.592e-02, eta: 1 day, 18:20:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 3.3801, loss: 3.3801 +2025-05-05 01:03:00,368 - pyskl - INFO - Epoch [62][3200/3940] lr: 1.591e-02, eta: 1 day, 18:19:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9587, loss_cls: 3.5763, loss: 3.5763 +2025-05-05 01:03:43,886 - pyskl - INFO - Epoch [62][3300/3940] lr: 1.590e-02, eta: 1 day, 18:18:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.5294, loss: 3.5294 +2025-05-05 01:04:27,326 - pyskl - INFO - Epoch [62][3400/3940] lr: 1.590e-02, eta: 1 day, 18:17:57, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 3.5200, loss: 3.5200 +2025-05-05 01:05:10,850 - pyskl - INFO - Epoch [62][3500/3940] lr: 1.589e-02, eta: 1 day, 18:17:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 3.4622, loss: 3.4622 +2025-05-05 01:05:54,329 - pyskl - INFO - Epoch [62][3600/3940] lr: 1.588e-02, eta: 1 day, 18:16:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 3.4630, loss: 3.4630 +2025-05-05 01:06:38,123 - pyskl - INFO - Epoch [62][3700/3940] lr: 1.588e-02, eta: 1 day, 18:15:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 3.3805, loss: 3.3805 +2025-05-05 01:07:21,639 - pyskl - INFO - Epoch [62][3800/3940] lr: 1.587e-02, eta: 1 day, 18:15:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 3.5192, loss: 3.5192 +2025-05-05 01:08:05,180 - pyskl - INFO - Epoch [62][3900/3940] lr: 1.586e-02, eta: 1 day, 18:14:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9688, loss_cls: 3.5810, loss: 3.5810 +2025-05-05 01:08:22,912 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-05-05 01:11:45,597 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 01:11:46,169 - pyskl - INFO - +top1_acc 0.7168 +top5_acc 0.9315 +2025-05-05 01:11:46,187 - pyskl - INFO - Epoch(val) [62][3183] top1_acc: 0.7168, top5_acc: 0.9315 +2025-05-05 01:12:54,349 - pyskl - INFO - Epoch [63][100/3940] lr: 1.586e-02, eta: 1 day, 18:13:24, time: 0.682, data_time: 0.246, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9819, loss_cls: 3.3502, loss: 3.3502 +2025-05-05 01:13:37,905 - pyskl - INFO - Epoch [63][200/3940] lr: 1.585e-02, eta: 1 day, 18:12:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.4239, loss: 3.4239 +2025-05-05 01:14:21,497 - pyskl - INFO - Epoch [63][300/3940] lr: 1.584e-02, eta: 1 day, 18:11:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 3.4477, loss: 3.4477 +2025-05-05 01:15:04,998 - pyskl - INFO - Epoch [63][400/3940] lr: 1.584e-02, eta: 1 day, 18:11:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.4857, loss: 3.4857 +2025-05-05 01:15:48,641 - pyskl - INFO - Epoch [63][500/3940] lr: 1.583e-02, eta: 1 day, 18:10:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 3.5168, loss: 3.5168 +2025-05-05 01:16:32,572 - pyskl - INFO - Epoch [63][600/3940] lr: 1.582e-02, eta: 1 day, 18:09:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 3.3772, loss: 3.3772 +2025-05-05 01:17:16,160 - pyskl - INFO - Epoch [63][700/3940] lr: 1.582e-02, eta: 1 day, 18:08:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9681, loss_cls: 3.3134, loss: 3.3134 +2025-05-05 01:17:59,694 - pyskl - INFO - Epoch [63][800/3940] lr: 1.581e-02, eta: 1 day, 18:08:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 3.4409, loss: 3.4409 +2025-05-05 01:18:43,281 - pyskl - INFO - Epoch [63][900/3940] lr: 1.580e-02, eta: 1 day, 18:07:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9644, loss_cls: 3.4456, loss: 3.4456 +2025-05-05 01:19:26,916 - pyskl - INFO - Epoch [63][1000/3940] lr: 1.580e-02, eta: 1 day, 18:06:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 3.2883, loss: 3.2883 +2025-05-05 01:20:10,539 - pyskl - INFO - Epoch [63][1100/3940] lr: 1.579e-02, eta: 1 day, 18:06:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 3.4097, loss: 3.4097 +2025-05-05 01:20:54,041 - pyskl - INFO - Epoch [63][1200/3940] lr: 1.578e-02, eta: 1 day, 18:05:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 3.2849, loss: 3.2849 +2025-05-05 01:21:37,531 - pyskl - INFO - Epoch [63][1300/3940] lr: 1.578e-02, eta: 1 day, 18:04:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 3.6384, loss: 3.6384 +2025-05-05 01:22:20,992 - pyskl - INFO - Epoch [63][1400/3940] lr: 1.577e-02, eta: 1 day, 18:03:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9681, loss_cls: 3.3219, loss: 3.3219 +2025-05-05 01:23:04,484 - pyskl - INFO - Epoch [63][1500/3940] lr: 1.577e-02, eta: 1 day, 18:03:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9631, loss_cls: 3.4216, loss: 3.4216 +2025-05-05 01:23:47,900 - pyskl - INFO - Epoch [63][1600/3940] lr: 1.576e-02, eta: 1 day, 18:02:21, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9631, loss_cls: 3.4874, loss: 3.4874 +2025-05-05 01:24:31,338 - pyskl - INFO - Epoch [63][1700/3940] lr: 1.575e-02, eta: 1 day, 18:01:36, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 3.5304, loss: 3.5304 +2025-05-05 01:25:14,705 - pyskl - INFO - Epoch [63][1800/3940] lr: 1.575e-02, eta: 1 day, 18:00:52, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.4091, loss: 3.4091 +2025-05-05 01:25:58,154 - pyskl - INFO - Epoch [63][1900/3940] lr: 1.574e-02, eta: 1 day, 18:00:07, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 3.5612, loss: 3.5612 +2025-05-05 01:26:41,657 - pyskl - INFO - Epoch [63][2000/3940] lr: 1.573e-02, eta: 1 day, 17:59:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 3.4109, loss: 3.4109 +2025-05-05 01:27:25,098 - pyskl - INFO - Epoch [63][2100/3940] lr: 1.573e-02, eta: 1 day, 17:58:38, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9738, loss_cls: 3.3356, loss: 3.3356 +2025-05-05 01:28:08,517 - pyskl - INFO - Epoch [63][2200/3940] lr: 1.572e-02, eta: 1 day, 17:57:54, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.4524, loss: 3.4524 +2025-05-05 01:28:51,990 - pyskl - INFO - Epoch [63][2300/3940] lr: 1.571e-02, eta: 1 day, 17:57:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 3.3286, loss: 3.3286 +2025-05-05 01:29:35,438 - pyskl - INFO - Epoch [63][2400/3940] lr: 1.571e-02, eta: 1 day, 17:56:25, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 3.5901, loss: 3.5901 +2025-05-05 01:30:18,823 - pyskl - INFO - Epoch [63][2500/3940] lr: 1.570e-02, eta: 1 day, 17:55:41, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9650, loss_cls: 3.4753, loss: 3.4753 +2025-05-05 01:31:02,345 - pyskl - INFO - Epoch [63][2600/3940] lr: 1.569e-02, eta: 1 day, 17:54:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9606, loss_cls: 3.4367, loss: 3.4367 +2025-05-05 01:31:45,912 - pyskl - INFO - Epoch [63][2700/3940] lr: 1.569e-02, eta: 1 day, 17:54:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 3.4236, loss: 3.4236 +2025-05-05 01:32:29,505 - pyskl - INFO - Epoch [63][2800/3940] lr: 1.568e-02, eta: 1 day, 17:53:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 3.4412, loss: 3.4412 +2025-05-05 01:33:12,956 - pyskl - INFO - Epoch [63][2900/3940] lr: 1.568e-02, eta: 1 day, 17:52:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9644, loss_cls: 3.6540, loss: 3.6540 +2025-05-05 01:33:56,470 - pyskl - INFO - Epoch [63][3000/3940] lr: 1.567e-02, eta: 1 day, 17:51:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9594, loss_cls: 3.5478, loss: 3.5478 +2025-05-05 01:34:39,960 - pyskl - INFO - Epoch [63][3100/3940] lr: 1.566e-02, eta: 1 day, 17:51:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 3.4954, loss: 3.4954 +2025-05-05 01:35:23,501 - pyskl - INFO - Epoch [63][3200/3940] lr: 1.566e-02, eta: 1 day, 17:50:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.6146, loss: 3.6146 +2025-05-05 01:36:07,146 - pyskl - INFO - Epoch [63][3300/3940] lr: 1.565e-02, eta: 1 day, 17:49:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 3.4461, loss: 3.4461 +2025-05-05 01:36:50,714 - pyskl - INFO - Epoch [63][3400/3940] lr: 1.564e-02, eta: 1 day, 17:49:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9619, loss_cls: 3.4691, loss: 3.4691 +2025-05-05 01:37:34,300 - pyskl - INFO - Epoch [63][3500/3940] lr: 1.564e-02, eta: 1 day, 17:48:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9800, loss_cls: 3.3116, loss: 3.3116 +2025-05-05 01:38:17,864 - pyskl - INFO - Epoch [63][3600/3940] lr: 1.563e-02, eta: 1 day, 17:47:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 3.5238, loss: 3.5238 +2025-05-05 01:39:01,421 - pyskl - INFO - Epoch [63][3700/3940] lr: 1.562e-02, eta: 1 day, 17:46:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 3.4140, loss: 3.4140 +2025-05-05 01:39:45,019 - pyskl - INFO - Epoch [63][3800/3940] lr: 1.562e-02, eta: 1 day, 17:46:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9725, loss_cls: 3.5500, loss: 3.5500 +2025-05-05 01:40:28,770 - pyskl - INFO - Epoch [63][3900/3940] lr: 1.561e-02, eta: 1 day, 17:45:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 3.5270, loss: 3.5270 +2025-05-05 01:40:46,573 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-05-05 01:44:11,490 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 01:44:11,953 - pyskl - INFO - +top1_acc 0.7103 +top5_acc 0.9294 +2025-05-05 01:44:11,969 - pyskl - INFO - Epoch(val) [63][3183] top1_acc: 0.7103, top5_acc: 0.9294 +2025-05-05 01:45:19,802 - pyskl - INFO - Epoch [64][100/3940] lr: 1.560e-02, eta: 1 day, 17:44:29, time: 0.678, data_time: 0.243, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9694, loss_cls: 3.4246, loss: 3.4246 +2025-05-05 01:46:03,422 - pyskl - INFO - Epoch [64][200/3940] lr: 1.560e-02, eta: 1 day, 17:43:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 3.4384, loss: 3.4384 +2025-05-05 01:46:46,866 - pyskl - INFO - Epoch [64][300/3940] lr: 1.559e-02, eta: 1 day, 17:43:00, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.4181, loss: 3.4181 +2025-05-05 01:47:30,364 - pyskl - INFO - Epoch [64][400/3940] lr: 1.558e-02, eta: 1 day, 17:42:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.4121, loss: 3.4121 +2025-05-05 01:48:13,931 - pyskl - INFO - Epoch [64][500/3940] lr: 1.558e-02, eta: 1 day, 17:41:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 3.3404, loss: 3.3404 +2025-05-05 01:48:57,530 - pyskl - INFO - Epoch [64][600/3940] lr: 1.557e-02, eta: 1 day, 17:40:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 3.4356, loss: 3.4356 +2025-05-05 01:49:41,044 - pyskl - INFO - Epoch [64][700/3940] lr: 1.556e-02, eta: 1 day, 17:40:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9731, loss_cls: 3.4840, loss: 3.4840 +2025-05-05 01:50:24,557 - pyskl - INFO - Epoch [64][800/3940] lr: 1.556e-02, eta: 1 day, 17:39:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.3623, loss: 3.3623 +2025-05-05 01:51:08,058 - pyskl - INFO - Epoch [64][900/3940] lr: 1.555e-02, eta: 1 day, 17:38:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9650, loss_cls: 3.3691, loss: 3.3691 +2025-05-05 01:51:51,619 - pyskl - INFO - Epoch [64][1000/3940] lr: 1.554e-02, eta: 1 day, 17:37:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 3.4296, loss: 3.4296 +2025-05-05 01:52:35,187 - pyskl - INFO - Epoch [64][1100/3940] lr: 1.554e-02, eta: 1 day, 17:37:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.4152, loss: 3.4152 +2025-05-05 01:53:18,614 - pyskl - INFO - Epoch [64][1200/3940] lr: 1.553e-02, eta: 1 day, 17:36:22, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 3.3928, loss: 3.3928 +2025-05-05 01:54:02,148 - pyskl - INFO - Epoch [64][1300/3940] lr: 1.552e-02, eta: 1 day, 17:35:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9644, loss_cls: 3.4389, loss: 3.4389 +2025-05-05 01:54:45,700 - pyskl - INFO - Epoch [64][1400/3940] lr: 1.552e-02, eta: 1 day, 17:34:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.4083, loss: 3.4083 +2025-05-05 01:55:29,232 - pyskl - INFO - Epoch [64][1500/3940] lr: 1.551e-02, eta: 1 day, 17:34:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9669, loss_cls: 3.3332, loss: 3.3332 +2025-05-05 01:56:12,816 - pyskl - INFO - Epoch [64][1600/3940] lr: 1.551e-02, eta: 1 day, 17:33:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 3.4031, loss: 3.4031 +2025-05-05 01:56:56,396 - pyskl - INFO - Epoch [64][1700/3940] lr: 1.550e-02, eta: 1 day, 17:32:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9669, loss_cls: 3.4763, loss: 3.4763 +2025-05-05 01:57:39,998 - pyskl - INFO - Epoch [64][1800/3940] lr: 1.549e-02, eta: 1 day, 17:31:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9650, loss_cls: 3.3699, loss: 3.3699 +2025-05-05 01:58:23,552 - pyskl - INFO - Epoch [64][1900/3940] lr: 1.549e-02, eta: 1 day, 17:31:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9650, loss_cls: 3.4767, loss: 3.4767 +2025-05-05 01:59:07,141 - pyskl - INFO - Epoch [64][2000/3940] lr: 1.548e-02, eta: 1 day, 17:30:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.4521, loss: 3.4521 +2025-05-05 01:59:50,631 - pyskl - INFO - Epoch [64][2100/3940] lr: 1.547e-02, eta: 1 day, 17:29:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9694, loss_cls: 3.3879, loss: 3.3879 +2025-05-05 02:00:34,110 - pyskl - INFO - Epoch [64][2200/3940] lr: 1.547e-02, eta: 1 day, 17:28:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9663, loss_cls: 3.3554, loss: 3.3554 +2025-05-05 02:01:17,810 - pyskl - INFO - Epoch [64][2300/3940] lr: 1.546e-02, eta: 1 day, 17:28:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.4602, loss: 3.4602 +2025-05-05 02:02:01,388 - pyskl - INFO - Epoch [64][2400/3940] lr: 1.545e-02, eta: 1 day, 17:27:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 3.4347, loss: 3.4347 +2025-05-05 02:02:44,875 - pyskl - INFO - Epoch [64][2500/3940] lr: 1.545e-02, eta: 1 day, 17:26:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 3.6098, loss: 3.6098 +2025-05-05 02:03:28,344 - pyskl - INFO - Epoch [64][2600/3940] lr: 1.544e-02, eta: 1 day, 17:26:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9781, loss_cls: 3.4177, loss: 3.4177 +2025-05-05 02:04:11,867 - pyskl - INFO - Epoch [64][2700/3940] lr: 1.543e-02, eta: 1 day, 17:25:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9619, loss_cls: 3.5000, loss: 3.5000 +2025-05-05 02:04:55,367 - pyskl - INFO - Epoch [64][2800/3940] lr: 1.543e-02, eta: 1 day, 17:24:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 3.5408, loss: 3.5408 +2025-05-05 02:05:38,733 - pyskl - INFO - Epoch [64][2900/3940] lr: 1.542e-02, eta: 1 day, 17:23:49, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.4746, loss: 3.4746 +2025-05-05 02:06:22,143 - pyskl - INFO - Epoch [64][3000/3940] lr: 1.542e-02, eta: 1 day, 17:23:04, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 3.5229, loss: 3.5229 +2025-05-05 02:07:05,521 - pyskl - INFO - Epoch [64][3100/3940] lr: 1.541e-02, eta: 1 day, 17:22:20, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.6375, loss: 3.6375 +2025-05-05 02:07:49,060 - pyskl - INFO - Epoch [64][3200/3940] lr: 1.540e-02, eta: 1 day, 17:21:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9637, loss_cls: 3.4536, loss: 3.4536 +2025-05-05 02:08:32,548 - pyskl - INFO - Epoch [64][3300/3940] lr: 1.540e-02, eta: 1 day, 17:20:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 3.3284, loss: 3.3284 +2025-05-05 02:09:16,103 - pyskl - INFO - Epoch [64][3400/3940] lr: 1.539e-02, eta: 1 day, 17:20:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9556, loss_cls: 3.5723, loss: 3.5723 +2025-05-05 02:09:59,713 - pyskl - INFO - Epoch [64][3500/3940] lr: 1.538e-02, eta: 1 day, 17:19:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 3.4184, loss: 3.4184 +2025-05-05 02:10:43,293 - pyskl - INFO - Epoch [64][3600/3940] lr: 1.538e-02, eta: 1 day, 17:18:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 3.4601, loss: 3.4601 +2025-05-05 02:11:26,992 - pyskl - INFO - Epoch [64][3700/3940] lr: 1.537e-02, eta: 1 day, 17:17:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.3494, loss: 3.3494 +2025-05-05 02:12:10,630 - pyskl - INFO - Epoch [64][3800/3940] lr: 1.536e-02, eta: 1 day, 17:17:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 3.5505, loss: 3.5505 +2025-05-05 02:12:54,254 - pyskl - INFO - Epoch [64][3900/3940] lr: 1.536e-02, eta: 1 day, 17:16:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 3.4811, loss: 3.4811 +2025-05-05 02:13:12,128 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-05-05 02:16:34,613 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 02:16:35,077 - pyskl - INFO - +top1_acc 0.7316 +top5_acc 0.9300 +2025-05-05 02:16:35,097 - pyskl - INFO - Epoch(val) [64][3183] top1_acc: 0.7316, top5_acc: 0.9300 +2025-05-05 02:17:43,241 - pyskl - INFO - Epoch [65][100/3940] lr: 1.535e-02, eta: 1 day, 17:15:34, time: 0.681, data_time: 0.246, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9644, loss_cls: 3.5649, loss: 3.5649 +2025-05-05 02:18:26,965 - pyskl - INFO - Epoch [65][200/3940] lr: 1.534e-02, eta: 1 day, 17:14:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 3.4056, loss: 3.4056 +2025-05-05 02:19:10,709 - pyskl - INFO - Epoch [65][300/3940] lr: 1.534e-02, eta: 1 day, 17:14:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 3.3053, loss: 3.3053 +2025-05-05 02:19:54,472 - pyskl - INFO - Epoch [65][400/3940] lr: 1.533e-02, eta: 1 day, 17:13:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 3.5044, loss: 3.5044 +2025-05-05 02:20:38,131 - pyskl - INFO - Epoch [65][500/3940] lr: 1.532e-02, eta: 1 day, 17:12:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9725, loss_cls: 3.3438, loss: 3.3438 +2025-05-05 02:21:21,747 - pyskl - INFO - Epoch [65][600/3940] lr: 1.532e-02, eta: 1 day, 17:11:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9656, loss_cls: 3.4931, loss: 3.4931 +2025-05-05 02:22:05,439 - pyskl - INFO - Epoch [65][700/3940] lr: 1.531e-02, eta: 1 day, 17:11:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 3.3496, loss: 3.3496 +2025-05-05 02:22:49,184 - pyskl - INFO - Epoch [65][800/3940] lr: 1.530e-02, eta: 1 day, 17:10:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 3.4676, loss: 3.4676 +2025-05-05 02:23:33,145 - pyskl - INFO - Epoch [65][900/3940] lr: 1.530e-02, eta: 1 day, 17:09:42, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 3.4334, loss: 3.4334 +2025-05-05 02:24:16,903 - pyskl - INFO - Epoch [65][1000/3940] lr: 1.529e-02, eta: 1 day, 17:08:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9744, loss_cls: 3.2932, loss: 3.2932 +2025-05-05 02:25:00,506 - pyskl - INFO - Epoch [65][1100/3940] lr: 1.528e-02, eta: 1 day, 17:08:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.2569, loss: 3.2569 +2025-05-05 02:25:44,032 - pyskl - INFO - Epoch [65][1200/3940] lr: 1.528e-02, eta: 1 day, 17:07:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 3.4465, loss: 3.4465 +2025-05-05 02:26:27,780 - pyskl - INFO - Epoch [65][1300/3940] lr: 1.527e-02, eta: 1 day, 17:06:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.4883, loss: 3.4883 +2025-05-05 02:27:11,284 - pyskl - INFO - Epoch [65][1400/3940] lr: 1.526e-02, eta: 1 day, 17:06:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9681, loss_cls: 3.3977, loss: 3.3977 +2025-05-05 02:27:54,953 - pyskl - INFO - Epoch [65][1500/3940] lr: 1.526e-02, eta: 1 day, 17:05:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9519, loss_cls: 3.5616, loss: 3.5616 +2025-05-05 02:28:38,570 - pyskl - INFO - Epoch [65][1600/3940] lr: 1.525e-02, eta: 1 day, 17:04:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 3.3919, loss: 3.3919 +2025-05-05 02:29:22,174 - pyskl - INFO - Epoch [65][1700/3940] lr: 1.524e-02, eta: 1 day, 17:03:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 3.4451, loss: 3.4451 +2025-05-05 02:30:05,768 - pyskl - INFO - Epoch [65][1800/3940] lr: 1.524e-02, eta: 1 day, 17:03:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 3.3982, loss: 3.3982 +2025-05-05 02:30:49,413 - pyskl - INFO - Epoch [65][1900/3940] lr: 1.523e-02, eta: 1 day, 17:02:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 3.4669, loss: 3.4669 +2025-05-05 02:31:33,116 - pyskl - INFO - Epoch [65][2000/3940] lr: 1.522e-02, eta: 1 day, 17:01:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 3.3889, loss: 3.3889 +2025-05-05 02:32:16,839 - pyskl - INFO - Epoch [65][2100/3940] lr: 1.522e-02, eta: 1 day, 17:00:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 3.4121, loss: 3.4121 +2025-05-05 02:33:00,442 - pyskl - INFO - Epoch [65][2200/3940] lr: 1.521e-02, eta: 1 day, 17:00:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 3.3796, loss: 3.3796 +2025-05-05 02:33:44,029 - pyskl - INFO - Epoch [65][2300/3940] lr: 1.521e-02, eta: 1 day, 16:59:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 3.4612, loss: 3.4612 +2025-05-05 02:34:27,701 - pyskl - INFO - Epoch [65][2400/3940] lr: 1.520e-02, eta: 1 day, 16:58:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.4565, loss: 3.4565 +2025-05-05 02:35:11,225 - pyskl - INFO - Epoch [65][2500/3940] lr: 1.519e-02, eta: 1 day, 16:57:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9637, loss_cls: 3.4635, loss: 3.4635 +2025-05-05 02:35:54,754 - pyskl - INFO - Epoch [65][2600/3940] lr: 1.519e-02, eta: 1 day, 16:57:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.4879, loss: 3.4879 +2025-05-05 02:36:38,360 - pyskl - INFO - Epoch [65][2700/3940] lr: 1.518e-02, eta: 1 day, 16:56:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9550, loss_cls: 3.4849, loss: 3.4849 +2025-05-05 02:37:21,944 - pyskl - INFO - Epoch [65][2800/3940] lr: 1.517e-02, eta: 1 day, 16:55:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 3.4490, loss: 3.4490 +2025-05-05 02:38:05,599 - pyskl - INFO - Epoch [65][2900/3940] lr: 1.517e-02, eta: 1 day, 16:54:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.5004, loss: 3.5004 +2025-05-05 02:38:49,263 - pyskl - INFO - Epoch [65][3000/3940] lr: 1.516e-02, eta: 1 day, 16:54:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9625, loss_cls: 3.4212, loss: 3.4212 +2025-05-05 02:39:32,818 - pyskl - INFO - Epoch [65][3100/3940] lr: 1.515e-02, eta: 1 day, 16:53:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 3.4883, loss: 3.4883 +2025-05-05 02:40:16,443 - pyskl - INFO - Epoch [65][3200/3940] lr: 1.515e-02, eta: 1 day, 16:52:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9631, loss_cls: 3.4781, loss: 3.4781 +2025-05-05 02:40:59,753 - pyskl - INFO - Epoch [65][3300/3940] lr: 1.514e-02, eta: 1 day, 16:52:02, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9663, loss_cls: 3.5264, loss: 3.5264 +2025-05-05 02:41:43,270 - pyskl - INFO - Epoch [65][3400/3940] lr: 1.513e-02, eta: 1 day, 16:51:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 3.4485, loss: 3.4485 +2025-05-05 02:42:26,723 - pyskl - INFO - Epoch [65][3500/3940] lr: 1.513e-02, eta: 1 day, 16:50:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9675, loss_cls: 3.3718, loss: 3.3718 +2025-05-05 02:43:10,166 - pyskl - INFO - Epoch [65][3600/3940] lr: 1.512e-02, eta: 1 day, 16:49:49, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9688, loss_cls: 3.3046, loss: 3.3046 +2025-05-05 02:43:53,560 - pyskl - INFO - Epoch [65][3700/3940] lr: 1.511e-02, eta: 1 day, 16:49:05, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 3.5286, loss: 3.5286 +2025-05-05 02:44:37,152 - pyskl - INFO - Epoch [65][3800/3940] lr: 1.511e-02, eta: 1 day, 16:48:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9669, loss_cls: 3.4808, loss: 3.4808 +2025-05-05 02:45:20,754 - pyskl - INFO - Epoch [65][3900/3940] lr: 1.510e-02, eta: 1 day, 16:47:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9675, loss_cls: 3.4303, loss: 3.4303 +2025-05-05 02:45:38,435 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-05-05 02:49:02,755 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 02:49:03,229 - pyskl - INFO - +top1_acc 0.7287 +top5_acc 0.9412 +2025-05-05 02:49:03,248 - pyskl - INFO - Epoch(val) [65][3183] top1_acc: 0.7287, top5_acc: 0.9412 +2025-05-05 02:50:11,438 - pyskl - INFO - Epoch [66][100/3940] lr: 1.509e-02, eta: 1 day, 16:46:44, time: 0.682, data_time: 0.246, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9663, loss_cls: 3.3671, loss: 3.3671 +2025-05-05 02:50:54,977 - pyskl - INFO - Epoch [66][200/3940] lr: 1.509e-02, eta: 1 day, 16:46:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 3.3671, loss: 3.3671 +2025-05-05 02:51:38,701 - pyskl - INFO - Epoch [66][300/3940] lr: 1.508e-02, eta: 1 day, 16:45:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.2185, loss: 3.2185 +2025-05-05 02:52:22,299 - pyskl - INFO - Epoch [66][400/3940] lr: 1.507e-02, eta: 1 day, 16:44:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9712, loss_cls: 3.2744, loss: 3.2744 +2025-05-05 02:53:06,170 - pyskl - INFO - Epoch [66][500/3940] lr: 1.507e-02, eta: 1 day, 16:43:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 3.3417, loss: 3.3417 +2025-05-05 02:53:50,037 - pyskl - INFO - Epoch [66][600/3940] lr: 1.506e-02, eta: 1 day, 16:43:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 3.4819, loss: 3.4819 +2025-05-05 02:54:33,736 - pyskl - INFO - Epoch [66][700/3940] lr: 1.505e-02, eta: 1 day, 16:42:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 3.5154, loss: 3.5154 +2025-05-05 02:55:17,427 - pyskl - INFO - Epoch [66][800/3940] lr: 1.505e-02, eta: 1 day, 16:41:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.3098, loss: 3.3098 +2025-05-05 02:56:00,956 - pyskl - INFO - Epoch [66][900/3940] lr: 1.504e-02, eta: 1 day, 16:40:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9644, loss_cls: 3.4592, loss: 3.4592 +2025-05-05 02:56:44,474 - pyskl - INFO - Epoch [66][1000/3940] lr: 1.503e-02, eta: 1 day, 16:40:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 3.4236, loss: 3.4236 +2025-05-05 02:57:28,000 - pyskl - INFO - Epoch [66][1100/3940] lr: 1.503e-02, eta: 1 day, 16:39:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 3.4788, loss: 3.4788 +2025-05-05 02:58:11,477 - pyskl - INFO - Epoch [66][1200/3940] lr: 1.502e-02, eta: 1 day, 16:38:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9637, loss_cls: 3.4663, loss: 3.4663 +2025-05-05 02:58:54,977 - pyskl - INFO - Epoch [66][1300/3940] lr: 1.501e-02, eta: 1 day, 16:37:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 3.4060, loss: 3.4060 +2025-05-05 02:59:38,469 - pyskl - INFO - Epoch [66][1400/3940] lr: 1.501e-02, eta: 1 day, 16:37:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 3.5157, loss: 3.5157 +2025-05-05 03:00:21,903 - pyskl - INFO - Epoch [66][1500/3940] lr: 1.500e-02, eta: 1 day, 16:36:26, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9756, loss_cls: 3.4242, loss: 3.4242 +2025-05-05 03:01:05,636 - pyskl - INFO - Epoch [66][1600/3940] lr: 1.499e-02, eta: 1 day, 16:35:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9669, loss_cls: 3.3561, loss: 3.3561 +2025-05-05 03:01:49,379 - pyskl - INFO - Epoch [66][1700/3940] lr: 1.499e-02, eta: 1 day, 16:34:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9669, loss_cls: 3.4140, loss: 3.4140 +2025-05-05 03:02:33,023 - pyskl - INFO - Epoch [66][1800/3940] lr: 1.498e-02, eta: 1 day, 16:34:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 3.3824, loss: 3.3824 +2025-05-05 03:03:16,614 - pyskl - INFO - Epoch [66][1900/3940] lr: 1.498e-02, eta: 1 day, 16:33:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 3.5428, loss: 3.5428 +2025-05-05 03:04:00,274 - pyskl - INFO - Epoch [66][2000/3940] lr: 1.497e-02, eta: 1 day, 16:32:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9650, loss_cls: 3.4252, loss: 3.4252 +2025-05-05 03:04:43,869 - pyskl - INFO - Epoch [66][2100/3940] lr: 1.496e-02, eta: 1 day, 16:32:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9744, loss_cls: 3.4127, loss: 3.4127 +2025-05-05 03:05:27,389 - pyskl - INFO - Epoch [66][2200/3940] lr: 1.496e-02, eta: 1 day, 16:31:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.4530, loss: 3.4530 +2025-05-05 03:06:10,869 - pyskl - INFO - Epoch [66][2300/3940] lr: 1.495e-02, eta: 1 day, 16:30:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 3.5054, loss: 3.5054 +2025-05-05 03:06:54,340 - pyskl - INFO - Epoch [66][2400/3940] lr: 1.494e-02, eta: 1 day, 16:29:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9663, loss_cls: 3.3171, loss: 3.3171 +2025-05-05 03:07:37,940 - pyskl - INFO - Epoch [66][2500/3940] lr: 1.494e-02, eta: 1 day, 16:29:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9688, loss_cls: 3.3532, loss: 3.3532 +2025-05-05 03:08:21,566 - pyskl - INFO - Epoch [66][2600/3940] lr: 1.493e-02, eta: 1 day, 16:28:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.4950, loss: 3.4950 +2025-05-05 03:09:05,072 - pyskl - INFO - Epoch [66][2700/3940] lr: 1.492e-02, eta: 1 day, 16:27:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.4279, loss: 3.4279 +2025-05-05 03:09:48,619 - pyskl - INFO - Epoch [66][2800/3940] lr: 1.492e-02, eta: 1 day, 16:26:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9656, loss_cls: 3.4120, loss: 3.4120 +2025-05-05 03:10:32,201 - pyskl - INFO - Epoch [66][2900/3940] lr: 1.491e-02, eta: 1 day, 16:26:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.2269, loss: 3.2269 +2025-05-05 03:11:15,908 - pyskl - INFO - Epoch [66][3000/3940] lr: 1.490e-02, eta: 1 day, 16:25:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 3.5466, loss: 3.5466 +2025-05-05 03:11:59,757 - pyskl - INFO - Epoch [66][3100/3940] lr: 1.490e-02, eta: 1 day, 16:24:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 3.4017, loss: 3.4017 +2025-05-05 03:12:43,496 - pyskl - INFO - Epoch [66][3200/3940] lr: 1.489e-02, eta: 1 day, 16:23:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9788, loss_cls: 3.3350, loss: 3.3350 +2025-05-05 03:13:27,104 - pyskl - INFO - Epoch [66][3300/3940] lr: 1.488e-02, eta: 1 day, 16:23:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 3.5434, loss: 3.5434 +2025-05-05 03:14:10,785 - pyskl - INFO - Epoch [66][3400/3940] lr: 1.488e-02, eta: 1 day, 16:22:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9688, loss_cls: 3.4263, loss: 3.4263 +2025-05-05 03:14:54,574 - pyskl - INFO - Epoch [66][3500/3940] lr: 1.487e-02, eta: 1 day, 16:21:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 3.5209, loss: 3.5209 +2025-05-05 03:15:38,336 - pyskl - INFO - Epoch [66][3600/3940] lr: 1.486e-02, eta: 1 day, 16:20:59, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 3.3994, loss: 3.3994 +2025-05-05 03:16:21,926 - pyskl - INFO - Epoch [66][3700/3940] lr: 1.486e-02, eta: 1 day, 16:20:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 3.4626, loss: 3.4626 +2025-05-05 03:17:05,451 - pyskl - INFO - Epoch [66][3800/3940] lr: 1.485e-02, eta: 1 day, 16:19:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 3.4322, loss: 3.4322 +2025-05-05 03:17:49,106 - pyskl - INFO - Epoch [66][3900/3940] lr: 1.484e-02, eta: 1 day, 16:18:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9650, loss_cls: 3.4100, loss: 3.4100 +2025-05-05 03:18:07,039 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-05-05 03:21:31,097 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 03:21:31,570 - pyskl - INFO - +top1_acc 0.7561 +top5_acc 0.9487 +2025-05-05 03:21:31,625 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_47.pth was removed +2025-05-05 03:21:32,698 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_66.pth. +2025-05-05 03:21:32,700 - pyskl - INFO - Best top1_acc is 0.7561 at 66 epoch. +2025-05-05 03:21:32,719 - pyskl - INFO - Epoch(val) [66][3183] top1_acc: 0.7561, top5_acc: 0.9487 +2025-05-05 03:22:40,976 - pyskl - INFO - Epoch [67][100/3940] lr: 1.484e-02, eta: 1 day, 16:17:54, time: 0.682, data_time: 0.247, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 3.4040, loss: 3.4040 +2025-05-05 03:23:24,447 - pyskl - INFO - Epoch [67][200/3940] lr: 1.483e-02, eta: 1 day, 16:17:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.3707, loss: 3.3707 +2025-05-05 03:24:08,072 - pyskl - INFO - Epoch [67][300/3940] lr: 1.482e-02, eta: 1 day, 16:16:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 3.2630, loss: 3.2630 +2025-05-05 03:24:51,804 - pyskl - INFO - Epoch [67][400/3940] lr: 1.482e-02, eta: 1 day, 16:15:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 3.3732, loss: 3.3732 +2025-05-05 03:25:35,402 - pyskl - INFO - Epoch [67][500/3940] lr: 1.481e-02, eta: 1 day, 16:14:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.2793, loss: 3.2793 +2025-05-05 03:26:19,214 - pyskl - INFO - Epoch [67][600/3940] lr: 1.480e-02, eta: 1 day, 16:14:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 3.3890, loss: 3.3890 +2025-05-05 03:27:02,899 - pyskl - INFO - Epoch [67][700/3940] lr: 1.480e-02, eta: 1 day, 16:13:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 3.3318, loss: 3.3318 +2025-05-05 03:27:46,559 - pyskl - INFO - Epoch [67][800/3940] lr: 1.479e-02, eta: 1 day, 16:12:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.3238, loss: 3.3238 +2025-05-05 03:28:30,050 - pyskl - INFO - Epoch [67][900/3940] lr: 1.478e-02, eta: 1 day, 16:12:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9644, loss_cls: 3.4482, loss: 3.4482 +2025-05-05 03:29:13,632 - pyskl - INFO - Epoch [67][1000/3940] lr: 1.478e-02, eta: 1 day, 16:11:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9850, loss_cls: 3.3378, loss: 3.3378 +2025-05-05 03:29:57,223 - pyskl - INFO - Epoch [67][1100/3940] lr: 1.477e-02, eta: 1 day, 16:10:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 3.2864, loss: 3.2864 +2025-05-05 03:30:40,819 - pyskl - INFO - Epoch [67][1200/3940] lr: 1.476e-02, eta: 1 day, 16:09:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 3.3583, loss: 3.3583 +2025-05-05 03:31:24,388 - pyskl - INFO - Epoch [67][1300/3940] lr: 1.476e-02, eta: 1 day, 16:09:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 3.3061, loss: 3.3061 +2025-05-05 03:32:07,949 - pyskl - INFO - Epoch [67][1400/3940] lr: 1.475e-02, eta: 1 day, 16:08:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.3270, loss: 3.3270 +2025-05-05 03:32:51,469 - pyskl - INFO - Epoch [67][1500/3940] lr: 1.474e-02, eta: 1 day, 16:07:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.4188, loss: 3.4188 +2025-05-05 03:33:34,931 - pyskl - INFO - Epoch [67][1600/3940] lr: 1.474e-02, eta: 1 day, 16:06:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9644, loss_cls: 3.4765, loss: 3.4765 +2025-05-05 03:34:18,456 - pyskl - INFO - Epoch [67][1700/3940] lr: 1.473e-02, eta: 1 day, 16:06:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.3867, loss: 3.3867 +2025-05-05 03:35:02,018 - pyskl - INFO - Epoch [67][1800/3940] lr: 1.472e-02, eta: 1 day, 16:05:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 3.4122, loss: 3.4122 +2025-05-05 03:35:45,507 - pyskl - INFO - Epoch [67][1900/3940] lr: 1.472e-02, eta: 1 day, 16:04:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 3.4211, loss: 3.4211 +2025-05-05 03:36:29,029 - pyskl - INFO - Epoch [67][2000/3940] lr: 1.471e-02, eta: 1 day, 16:03:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 3.4193, loss: 3.4193 +2025-05-05 03:37:12,544 - pyskl - INFO - Epoch [67][2100/3940] lr: 1.471e-02, eta: 1 day, 16:03:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9663, loss_cls: 3.3533, loss: 3.3533 +2025-05-05 03:37:56,030 - pyskl - INFO - Epoch [67][2200/3940] lr: 1.470e-02, eta: 1 day, 16:02:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.4836, loss: 3.4836 +2025-05-05 03:38:39,564 - pyskl - INFO - Epoch [67][2300/3940] lr: 1.469e-02, eta: 1 day, 16:01:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 3.4683, loss: 3.4683 +2025-05-05 03:39:23,067 - pyskl - INFO - Epoch [67][2400/3940] lr: 1.469e-02, eta: 1 day, 16:00:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 3.4064, loss: 3.4064 +2025-05-05 03:40:06,633 - pyskl - INFO - Epoch [67][2500/3940] lr: 1.468e-02, eta: 1 day, 16:00:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9669, loss_cls: 3.4808, loss: 3.4808 +2025-05-05 03:40:50,350 - pyskl - INFO - Epoch [67][2600/3940] lr: 1.467e-02, eta: 1 day, 15:59:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.3237, loss: 3.3237 +2025-05-05 03:41:33,961 - pyskl - INFO - Epoch [67][2700/3940] lr: 1.467e-02, eta: 1 day, 15:58:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 3.3157, loss: 3.3157 +2025-05-05 03:42:17,618 - pyskl - INFO - Epoch [67][2800/3940] lr: 1.466e-02, eta: 1 day, 15:58:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 3.4448, loss: 3.4448 +2025-05-05 03:43:01,256 - pyskl - INFO - Epoch [67][2900/3940] lr: 1.465e-02, eta: 1 day, 15:57:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 3.3855, loss: 3.3855 +2025-05-05 03:43:44,604 - pyskl - INFO - Epoch [67][3000/3940] lr: 1.465e-02, eta: 1 day, 15:56:33, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 3.3814, loss: 3.3814 +2025-05-05 03:44:28,269 - pyskl - INFO - Epoch [67][3100/3940] lr: 1.464e-02, eta: 1 day, 15:55:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 3.3791, loss: 3.3791 +2025-05-05 03:45:11,857 - pyskl - INFO - Epoch [67][3200/3940] lr: 1.463e-02, eta: 1 day, 15:55:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 3.4834, loss: 3.4834 +2025-05-05 03:45:55,448 - pyskl - INFO - Epoch [67][3300/3940] lr: 1.463e-02, eta: 1 day, 15:54:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9656, loss_cls: 3.4730, loss: 3.4730 +2025-05-05 03:46:39,016 - pyskl - INFO - Epoch [67][3400/3940] lr: 1.462e-02, eta: 1 day, 15:53:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9656, loss_cls: 3.4811, loss: 3.4811 +2025-05-05 03:47:22,589 - pyskl - INFO - Epoch [67][3500/3940] lr: 1.461e-02, eta: 1 day, 15:52:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9600, loss_cls: 3.4096, loss: 3.4096 +2025-05-05 03:48:06,187 - pyskl - INFO - Epoch [67][3600/3940] lr: 1.461e-02, eta: 1 day, 15:52:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9650, loss_cls: 3.3525, loss: 3.3525 +2025-05-05 03:48:49,707 - pyskl - INFO - Epoch [67][3700/3940] lr: 1.460e-02, eta: 1 day, 15:51:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 3.4882, loss: 3.4882 +2025-05-05 03:49:33,326 - pyskl - INFO - Epoch [67][3800/3940] lr: 1.459e-02, eta: 1 day, 15:50:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9669, loss_cls: 3.3367, loss: 3.3367 +2025-05-05 03:50:16,961 - pyskl - INFO - Epoch [67][3900/3940] lr: 1.459e-02, eta: 1 day, 15:49:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 3.5457, loss: 3.5457 +2025-05-05 03:50:34,741 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-05-05 03:53:58,762 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 03:53:59,228 - pyskl - INFO - +top1_acc 0.7521 +top5_acc 0.9438 +2025-05-05 03:53:59,244 - pyskl - INFO - Epoch(val) [67][3183] top1_acc: 0.7521, top5_acc: 0.9438 +2025-05-05 03:55:07,152 - pyskl - INFO - Epoch [68][100/3940] lr: 1.458e-02, eta: 1 day, 15:49:02, time: 0.679, data_time: 0.243, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 3.1903, loss: 3.1903 +2025-05-05 03:55:50,713 - pyskl - INFO - Epoch [68][200/3940] lr: 1.457e-02, eta: 1 day, 15:48:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9656, loss_cls: 3.3582, loss: 3.3582 +2025-05-05 03:56:34,226 - pyskl - INFO - Epoch [68][300/3940] lr: 1.457e-02, eta: 1 day, 15:47:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 3.3810, loss: 3.3810 +2025-05-05 03:57:17,984 - pyskl - INFO - Epoch [68][400/3940] lr: 1.456e-02, eta: 1 day, 15:46:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.4049, loss: 3.4049 +2025-05-05 03:58:01,586 - pyskl - INFO - Epoch [68][500/3940] lr: 1.455e-02, eta: 1 day, 15:46:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9788, loss_cls: 3.4243, loss: 3.4243 +2025-05-05 03:58:45,268 - pyskl - INFO - Epoch [68][600/3940] lr: 1.455e-02, eta: 1 day, 15:45:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9712, loss_cls: 3.3048, loss: 3.3048 +2025-05-05 03:59:28,885 - pyskl - INFO - Epoch [68][700/3940] lr: 1.454e-02, eta: 1 day, 15:44:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 3.3692, loss: 3.3692 +2025-05-05 04:00:12,552 - pyskl - INFO - Epoch [68][800/3940] lr: 1.453e-02, eta: 1 day, 15:43:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 3.5009, loss: 3.5009 +2025-05-05 04:00:56,180 - pyskl - INFO - Epoch [68][900/3940] lr: 1.453e-02, eta: 1 day, 15:43:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9669, loss_cls: 3.3927, loss: 3.3927 +2025-05-05 04:01:39,777 - pyskl - INFO - Epoch [68][1000/3940] lr: 1.452e-02, eta: 1 day, 15:42:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9644, loss_cls: 3.4924, loss: 3.4924 +2025-05-05 04:02:23,569 - pyskl - INFO - Epoch [68][1100/3940] lr: 1.451e-02, eta: 1 day, 15:41:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9712, loss_cls: 3.2307, loss: 3.2307 +2025-05-05 04:03:07,202 - pyskl - INFO - Epoch [68][1200/3940] lr: 1.451e-02, eta: 1 day, 15:40:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9731, loss_cls: 3.2945, loss: 3.2945 +2025-05-05 04:03:50,859 - pyskl - INFO - Epoch [68][1300/3940] lr: 1.450e-02, eta: 1 day, 15:40:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.4618, loss: 3.4618 +2025-05-05 04:04:34,460 - pyskl - INFO - Epoch [68][1400/3940] lr: 1.449e-02, eta: 1 day, 15:39:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9719, loss_cls: 3.3230, loss: 3.3230 +2025-05-05 04:05:18,091 - pyskl - INFO - Epoch [68][1500/3940] lr: 1.449e-02, eta: 1 day, 15:38:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 3.3547, loss: 3.3547 +2025-05-05 04:06:01,602 - pyskl - INFO - Epoch [68][1600/3940] lr: 1.448e-02, eta: 1 day, 15:38:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 3.3955, loss: 3.3955 +2025-05-05 04:06:45,099 - pyskl - INFO - Epoch [68][1700/3940] lr: 1.447e-02, eta: 1 day, 15:37:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9725, loss_cls: 3.3949, loss: 3.3949 +2025-05-05 04:07:28,694 - pyskl - INFO - Epoch [68][1800/3940] lr: 1.447e-02, eta: 1 day, 15:36:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9694, loss_cls: 3.4060, loss: 3.4060 +2025-05-05 04:08:12,406 - pyskl - INFO - Epoch [68][1900/3940] lr: 1.446e-02, eta: 1 day, 15:35:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 3.3165, loss: 3.3165 +2025-05-05 04:08:55,882 - pyskl - INFO - Epoch [68][2000/3940] lr: 1.445e-02, eta: 1 day, 15:35:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9644, loss_cls: 3.4032, loss: 3.4032 +2025-05-05 04:09:39,497 - pyskl - INFO - Epoch [68][2100/3940] lr: 1.445e-02, eta: 1 day, 15:34:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9744, loss_cls: 3.5167, loss: 3.5167 +2025-05-05 04:10:23,175 - pyskl - INFO - Epoch [68][2200/3940] lr: 1.444e-02, eta: 1 day, 15:33:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9681, loss_cls: 3.3815, loss: 3.3815 +2025-05-05 04:11:06,750 - pyskl - INFO - Epoch [68][2300/3940] lr: 1.443e-02, eta: 1 day, 15:32:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.4582, loss: 3.4582 +2025-05-05 04:11:50,323 - pyskl - INFO - Epoch [68][2400/3940] lr: 1.443e-02, eta: 1 day, 15:32:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.3638, loss: 3.3638 +2025-05-05 04:12:33,872 - pyskl - INFO - Epoch [68][2500/3940] lr: 1.442e-02, eta: 1 day, 15:31:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 3.5124, loss: 3.5124 +2025-05-05 04:13:17,464 - pyskl - INFO - Epoch [68][2600/3940] lr: 1.441e-02, eta: 1 day, 15:30:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9675, loss_cls: 3.4200, loss: 3.4200 +2025-05-05 04:14:01,092 - pyskl - INFO - Epoch [68][2700/3940] lr: 1.441e-02, eta: 1 day, 15:29:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 3.3320, loss: 3.3320 +2025-05-05 04:14:44,841 - pyskl - INFO - Epoch [68][2800/3940] lr: 1.440e-02, eta: 1 day, 15:29:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9675, loss_cls: 3.3354, loss: 3.3354 +2025-05-05 04:15:28,402 - pyskl - INFO - Epoch [68][2900/3940] lr: 1.439e-02, eta: 1 day, 15:28:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.4886, loss: 3.4886 +2025-05-05 04:16:12,006 - pyskl - INFO - Epoch [68][3000/3940] lr: 1.439e-02, eta: 1 day, 15:27:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.2579, loss: 3.2579 +2025-05-05 04:16:55,568 - pyskl - INFO - Epoch [68][3100/3940] lr: 1.438e-02, eta: 1 day, 15:26:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 3.3368, loss: 3.3368 +2025-05-05 04:17:39,178 - pyskl - INFO - Epoch [68][3200/3940] lr: 1.437e-02, eta: 1 day, 15:26:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 3.3353, loss: 3.3353 +2025-05-05 04:18:22,713 - pyskl - INFO - Epoch [68][3300/3940] lr: 1.437e-02, eta: 1 day, 15:25:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 3.2703, loss: 3.2703 +2025-05-05 04:19:06,277 - pyskl - INFO - Epoch [68][3400/3940] lr: 1.436e-02, eta: 1 day, 15:24:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 3.3262, loss: 3.3262 +2025-05-05 04:19:49,787 - pyskl - INFO - Epoch [68][3500/3940] lr: 1.436e-02, eta: 1 day, 15:24:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9637, loss_cls: 3.3685, loss: 3.3685 +2025-05-05 04:20:33,275 - pyskl - INFO - Epoch [68][3600/3940] lr: 1.435e-02, eta: 1 day, 15:23:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.3240, loss: 3.3240 +2025-05-05 04:21:16,814 - pyskl - INFO - Epoch [68][3700/3940] lr: 1.434e-02, eta: 1 day, 15:22:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.2973, loss: 3.2973 +2025-05-05 04:22:00,356 - pyskl - INFO - Epoch [68][3800/3940] lr: 1.434e-02, eta: 1 day, 15:21:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 3.3561, loss: 3.3561 +2025-05-05 04:22:43,934 - pyskl - INFO - Epoch [68][3900/3940] lr: 1.433e-02, eta: 1 day, 15:21:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9694, loss_cls: 3.3864, loss: 3.3864 +2025-05-05 04:23:01,746 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-05-05 04:26:24,395 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 04:26:24,871 - pyskl - INFO - +top1_acc 0.7510 +top5_acc 0.9466 +2025-05-05 04:26:24,887 - pyskl - INFO - Epoch(val) [68][3183] top1_acc: 0.7510, top5_acc: 0.9466 +2025-05-05 04:27:33,237 - pyskl - INFO - Epoch [69][100/3940] lr: 1.432e-02, eta: 1 day, 15:20:11, time: 0.683, data_time: 0.247, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9738, loss_cls: 3.2435, loss: 3.2435 +2025-05-05 04:28:16,852 - pyskl - INFO - Epoch [69][200/3940] lr: 1.431e-02, eta: 1 day, 15:19:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 3.2974, loss: 3.2974 +2025-05-05 04:29:00,532 - pyskl - INFO - Epoch [69][300/3940] lr: 1.431e-02, eta: 1 day, 15:18:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 3.3414, loss: 3.3414 +2025-05-05 04:29:44,257 - pyskl - INFO - Epoch [69][400/3940] lr: 1.430e-02, eta: 1 day, 15:17:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 3.3155, loss: 3.3155 +2025-05-05 04:30:27,852 - pyskl - INFO - Epoch [69][500/3940] lr: 1.429e-02, eta: 1 day, 15:17:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 3.2785, loss: 3.2785 +2025-05-05 04:31:11,428 - pyskl - INFO - Epoch [69][600/3940] lr: 1.429e-02, eta: 1 day, 15:16:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 3.2942, loss: 3.2942 +2025-05-05 04:31:54,870 - pyskl - INFO - Epoch [69][700/3940] lr: 1.428e-02, eta: 1 day, 15:15:47, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.3943, loss: 3.3943 +2025-05-05 04:32:38,397 - pyskl - INFO - Epoch [69][800/3940] lr: 1.427e-02, eta: 1 day, 15:15:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.1672, loss: 3.1672 +2025-05-05 04:33:22,194 - pyskl - INFO - Epoch [69][900/3940] lr: 1.427e-02, eta: 1 day, 15:14:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 3.3824, loss: 3.3824 +2025-05-05 04:34:05,934 - pyskl - INFO - Epoch [69][1000/3940] lr: 1.426e-02, eta: 1 day, 15:13:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 3.4003, loss: 3.4003 +2025-05-05 04:34:49,658 - pyskl - INFO - Epoch [69][1100/3940] lr: 1.425e-02, eta: 1 day, 15:12:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9650, loss_cls: 3.4305, loss: 3.4305 +2025-05-05 04:35:33,338 - pyskl - INFO - Epoch [69][1200/3940] lr: 1.425e-02, eta: 1 day, 15:12:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.3941, loss: 3.3941 +2025-05-05 04:36:17,007 - pyskl - INFO - Epoch [69][1300/3940] lr: 1.424e-02, eta: 1 day, 15:11:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.3325, loss: 3.3325 +2025-05-05 04:37:00,584 - pyskl - INFO - Epoch [69][1400/3940] lr: 1.423e-02, eta: 1 day, 15:10:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.4203, loss: 3.4203 +2025-05-05 04:37:44,179 - pyskl - INFO - Epoch [69][1500/3940] lr: 1.423e-02, eta: 1 day, 15:09:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 3.3042, loss: 3.3042 +2025-05-05 04:38:27,757 - pyskl - INFO - Epoch [69][1600/3940] lr: 1.422e-02, eta: 1 day, 15:09:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 3.3461, loss: 3.3461 +2025-05-05 04:39:11,477 - pyskl - INFO - Epoch [69][1700/3940] lr: 1.421e-02, eta: 1 day, 15:08:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9650, loss_cls: 3.3874, loss: 3.3874 +2025-05-05 04:39:55,057 - pyskl - INFO - Epoch [69][1800/3940] lr: 1.421e-02, eta: 1 day, 15:07:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 3.4274, loss: 3.4274 +2025-05-05 04:40:38,749 - pyskl - INFO - Epoch [69][1900/3940] lr: 1.420e-02, eta: 1 day, 15:06:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 3.4527, loss: 3.4527 +2025-05-05 04:41:22,496 - pyskl - INFO - Epoch [69][2000/3940] lr: 1.419e-02, eta: 1 day, 15:06:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9669, loss_cls: 3.2334, loss: 3.2334 +2025-05-05 04:42:06,016 - pyskl - INFO - Epoch [69][2100/3940] lr: 1.419e-02, eta: 1 day, 15:05:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 3.3204, loss: 3.3204 +2025-05-05 04:42:49,588 - pyskl - INFO - Epoch [69][2200/3940] lr: 1.418e-02, eta: 1 day, 15:04:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 3.3577, loss: 3.3577 +2025-05-05 04:43:33,224 - pyskl - INFO - Epoch [69][2300/3940] lr: 1.417e-02, eta: 1 day, 15:04:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 3.3411, loss: 3.3411 +2025-05-05 04:44:16,732 - pyskl - INFO - Epoch [69][2400/3940] lr: 1.417e-02, eta: 1 day, 15:03:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9669, loss_cls: 3.3814, loss: 3.3814 +2025-05-05 04:45:00,283 - pyskl - INFO - Epoch [69][2500/3940] lr: 1.416e-02, eta: 1 day, 15:02:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.2381, loss: 3.2381 +2025-05-05 04:45:43,776 - pyskl - INFO - Epoch [69][2600/3940] lr: 1.416e-02, eta: 1 day, 15:01:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 3.4741, loss: 3.4741 +2025-05-05 04:46:27,320 - pyskl - INFO - Epoch [69][2700/3940] lr: 1.415e-02, eta: 1 day, 15:01:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.3924, loss: 3.3924 +2025-05-05 04:47:10,986 - pyskl - INFO - Epoch [69][2800/3940] lr: 1.414e-02, eta: 1 day, 15:00:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9800, loss_cls: 3.2615, loss: 3.2615 +2025-05-05 04:47:54,581 - pyskl - INFO - Epoch [69][2900/3940] lr: 1.414e-02, eta: 1 day, 14:59:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 3.3753, loss: 3.3753 +2025-05-05 04:48:38,131 - pyskl - INFO - Epoch [69][3000/3940] lr: 1.413e-02, eta: 1 day, 14:58:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9663, loss_cls: 3.4723, loss: 3.4723 +2025-05-05 04:49:21,720 - pyskl - INFO - Epoch [69][3100/3940] lr: 1.412e-02, eta: 1 day, 14:58:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.3833, loss: 3.3833 +2025-05-05 04:50:05,333 - pyskl - INFO - Epoch [69][3200/3940] lr: 1.412e-02, eta: 1 day, 14:57:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 3.3430, loss: 3.3430 +2025-05-05 04:50:48,908 - pyskl - INFO - Epoch [69][3300/3940] lr: 1.411e-02, eta: 1 day, 14:56:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9775, loss_cls: 3.4323, loss: 3.4323 +2025-05-05 04:51:32,475 - pyskl - INFO - Epoch [69][3400/3940] lr: 1.410e-02, eta: 1 day, 14:55:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9644, loss_cls: 3.3147, loss: 3.3147 +2025-05-05 04:52:16,103 - pyskl - INFO - Epoch [69][3500/3940] lr: 1.410e-02, eta: 1 day, 14:55:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 3.3624, loss: 3.3624 +2025-05-05 04:52:59,681 - pyskl - INFO - Epoch [69][3600/3940] lr: 1.409e-02, eta: 1 day, 14:54:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9681, loss_cls: 3.3552, loss: 3.3552 +2025-05-05 04:53:43,288 - pyskl - INFO - Epoch [69][3700/3940] lr: 1.408e-02, eta: 1 day, 14:53:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9675, loss_cls: 3.2667, loss: 3.2667 +2025-05-05 04:54:26,912 - pyskl - INFO - Epoch [69][3800/3940] lr: 1.408e-02, eta: 1 day, 14:52:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9669, loss_cls: 3.3374, loss: 3.3374 +2025-05-05 04:55:10,529 - pyskl - INFO - Epoch [69][3900/3940] lr: 1.407e-02, eta: 1 day, 14:52:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9669, loss_cls: 3.4177, loss: 3.4177 +2025-05-05 04:55:28,303 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-05-05 04:58:50,359 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 04:58:50,827 - pyskl - INFO - +top1_acc 0.7546 +top5_acc 0.9497 +2025-05-05 04:58:50,844 - pyskl - INFO - Epoch(val) [69][3183] top1_acc: 0.7546, top5_acc: 0.9497 +2025-05-05 04:59:58,613 - pyskl - INFO - Epoch [70][100/3940] lr: 1.406e-02, eta: 1 day, 14:51:21, time: 0.678, data_time: 0.244, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.3542, loss: 3.3542 +2025-05-05 05:00:42,033 - pyskl - INFO - Epoch [70][200/3940] lr: 1.405e-02, eta: 1 day, 14:50:37, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 3.2897, loss: 3.2897 +2025-05-05 05:01:25,483 - pyskl - INFO - Epoch [70][300/3940] lr: 1.405e-02, eta: 1 day, 14:49:52, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 3.4307, loss: 3.4307 +2025-05-05 05:02:08,948 - pyskl - INFO - Epoch [70][400/3940] lr: 1.404e-02, eta: 1 day, 14:49:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 3.3993, loss: 3.3993 +2025-05-05 05:02:52,420 - pyskl - INFO - Epoch [70][500/3940] lr: 1.403e-02, eta: 1 day, 14:48:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 3.3377, loss: 3.3377 +2025-05-05 05:03:35,946 - pyskl - INFO - Epoch [70][600/3940] lr: 1.403e-02, eta: 1 day, 14:47:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 3.3750, loss: 3.3750 +2025-05-05 05:04:19,506 - pyskl - INFO - Epoch [70][700/3940] lr: 1.402e-02, eta: 1 day, 14:46:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 3.2985, loss: 3.2985 +2025-05-05 05:05:03,069 - pyskl - INFO - Epoch [70][800/3940] lr: 1.401e-02, eta: 1 day, 14:46:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 3.2720, loss: 3.2720 +2025-05-05 05:05:46,679 - pyskl - INFO - Epoch [70][900/3940] lr: 1.401e-02, eta: 1 day, 14:45:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 3.2049, loss: 3.2049 +2025-05-05 05:06:30,518 - pyskl - INFO - Epoch [70][1000/3940] lr: 1.400e-02, eta: 1 day, 14:44:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9619, loss_cls: 3.3702, loss: 3.3702 +2025-05-05 05:07:13,985 - pyskl - INFO - Epoch [70][1100/3940] lr: 1.399e-02, eta: 1 day, 14:43:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.3828, loss: 3.3828 +2025-05-05 05:07:57,513 - pyskl - INFO - Epoch [70][1200/3940] lr: 1.399e-02, eta: 1 day, 14:43:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 3.2496, loss: 3.2496 +2025-05-05 05:08:41,241 - pyskl - INFO - Epoch [70][1300/3940] lr: 1.398e-02, eta: 1 day, 14:42:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.2943, loss: 3.2943 +2025-05-05 05:09:24,704 - pyskl - INFO - Epoch [70][1400/3940] lr: 1.397e-02, eta: 1 day, 14:41:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9719, loss_cls: 3.3266, loss: 3.3266 +2025-05-05 05:10:08,184 - pyskl - INFO - Epoch [70][1500/3940] lr: 1.397e-02, eta: 1 day, 14:41:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9794, loss_cls: 3.3343, loss: 3.3343 +2025-05-05 05:10:51,741 - pyskl - INFO - Epoch [70][1600/3940] lr: 1.396e-02, eta: 1 day, 14:40:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.2540, loss: 3.2540 +2025-05-05 05:11:35,272 - pyskl - INFO - Epoch [70][1700/3940] lr: 1.395e-02, eta: 1 day, 14:39:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.3153, loss: 3.3153 +2025-05-05 05:12:18,742 - pyskl - INFO - Epoch [70][1800/3940] lr: 1.395e-02, eta: 1 day, 14:38:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9681, loss_cls: 3.3798, loss: 3.3798 +2025-05-05 05:13:02,153 - pyskl - INFO - Epoch [70][1900/3940] lr: 1.394e-02, eta: 1 day, 14:38:05, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 3.4178, loss: 3.4178 +2025-05-05 05:13:45,563 - pyskl - INFO - Epoch [70][2000/3940] lr: 1.393e-02, eta: 1 day, 14:37:21, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9688, loss_cls: 3.3050, loss: 3.3050 +2025-05-05 05:14:29,013 - pyskl - INFO - Epoch [70][2100/3940] lr: 1.393e-02, eta: 1 day, 14:36:37, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9663, loss_cls: 3.5448, loss: 3.5448 +2025-05-05 05:15:12,474 - pyskl - INFO - Epoch [70][2200/3940] lr: 1.392e-02, eta: 1 day, 14:35:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.3536, loss: 3.3536 +2025-05-05 05:15:56,009 - pyskl - INFO - Epoch [70][2300/3940] lr: 1.391e-02, eta: 1 day, 14:35:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 3.3661, loss: 3.3661 +2025-05-05 05:16:39,501 - pyskl - INFO - Epoch [70][2400/3940] lr: 1.391e-02, eta: 1 day, 14:34:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9719, loss_cls: 3.2230, loss: 3.2230 +2025-05-05 05:17:22,994 - pyskl - INFO - Epoch [70][2500/3940] lr: 1.390e-02, eta: 1 day, 14:33:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 3.2109, loss: 3.2109 +2025-05-05 05:18:06,478 - pyskl - INFO - Epoch [70][2600/3940] lr: 1.390e-02, eta: 1 day, 14:32:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 3.2648, loss: 3.2648 +2025-05-05 05:18:49,966 - pyskl - INFO - Epoch [70][2700/3940] lr: 1.389e-02, eta: 1 day, 14:32:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 3.3275, loss: 3.3275 +2025-05-05 05:19:33,441 - pyskl - INFO - Epoch [70][2800/3940] lr: 1.388e-02, eta: 1 day, 14:31:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 3.4444, loss: 3.4444 +2025-05-05 05:20:17,000 - pyskl - INFO - Epoch [70][2900/3940] lr: 1.388e-02, eta: 1 day, 14:30:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9675, loss_cls: 3.2130, loss: 3.2130 +2025-05-05 05:21:00,495 - pyskl - INFO - Epoch [70][3000/3940] lr: 1.387e-02, eta: 1 day, 14:29:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 3.3924, loss: 3.3924 +2025-05-05 05:21:44,016 - pyskl - INFO - Epoch [70][3100/3940] lr: 1.386e-02, eta: 1 day, 14:29:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 3.2663, loss: 3.2663 +2025-05-05 05:22:27,476 - pyskl - INFO - Epoch [70][3200/3940] lr: 1.386e-02, eta: 1 day, 14:28:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 3.4165, loss: 3.4165 +2025-05-05 05:23:10,823 - pyskl - INFO - Epoch [70][3300/3940] lr: 1.385e-02, eta: 1 day, 14:27:46, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 3.3060, loss: 3.3060 +2025-05-05 05:23:54,239 - pyskl - INFO - Epoch [70][3400/3940] lr: 1.384e-02, eta: 1 day, 14:27:01, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 3.3983, loss: 3.3983 +2025-05-05 05:24:37,560 - pyskl - INFO - Epoch [70][3500/3940] lr: 1.384e-02, eta: 1 day, 14:26:17, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9663, loss_cls: 3.3657, loss: 3.3657 +2025-05-05 05:25:21,105 - pyskl - INFO - Epoch [70][3600/3940] lr: 1.383e-02, eta: 1 day, 14:25:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9706, loss_cls: 3.3708, loss: 3.3708 +2025-05-05 05:26:04,598 - pyskl - INFO - Epoch [70][3700/3940] lr: 1.382e-02, eta: 1 day, 14:24:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.4103, loss: 3.4103 +2025-05-05 05:26:48,083 - pyskl - INFO - Epoch [70][3800/3940] lr: 1.382e-02, eta: 1 day, 14:24:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9825, loss_cls: 3.3165, loss: 3.3165 +2025-05-05 05:27:31,538 - pyskl - INFO - Epoch [70][3900/3940] lr: 1.381e-02, eta: 1 day, 14:23:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9694, loss_cls: 3.3581, loss: 3.3581 +2025-05-05 05:27:49,275 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-05-05 05:31:11,794 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 05:31:12,307 - pyskl - INFO - +top1_acc 0.7401 +top5_acc 0.9395 +2025-05-05 05:31:12,326 - pyskl - INFO - Epoch(val) [70][3183] top1_acc: 0.7401, top5_acc: 0.9395 +2025-05-05 05:32:20,844 - pyskl - INFO - Epoch [71][100/3940] lr: 1.380e-02, eta: 1 day, 14:22:27, time: 0.685, data_time: 0.249, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9712, loss_cls: 3.3088, loss: 3.3088 +2025-05-05 05:33:04,312 - pyskl - INFO - Epoch [71][200/3940] lr: 1.379e-02, eta: 1 day, 14:21:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9738, loss_cls: 3.2365, loss: 3.2365 +2025-05-05 05:33:47,727 - pyskl - INFO - Epoch [71][300/3940] lr: 1.379e-02, eta: 1 day, 14:20:58, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 3.3333, loss: 3.3333 +2025-05-05 05:34:31,142 - pyskl - INFO - Epoch [71][400/3940] lr: 1.378e-02, eta: 1 day, 14:20:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 3.2705, loss: 3.2705 +2025-05-05 05:35:14,408 - pyskl - INFO - Epoch [71][500/3940] lr: 1.377e-02, eta: 1 day, 14:19:29, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.4364, loss: 3.4364 +2025-05-05 05:35:58,043 - pyskl - INFO - Epoch [71][600/3940] lr: 1.377e-02, eta: 1 day, 14:18:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 3.3068, loss: 3.3068 +2025-05-05 05:36:41,563 - pyskl - INFO - Epoch [71][700/3940] lr: 1.376e-02, eta: 1 day, 14:18:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 3.3263, loss: 3.3263 +2025-05-05 05:37:25,098 - pyskl - INFO - Epoch [71][800/3940] lr: 1.375e-02, eta: 1 day, 14:17:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9788, loss_cls: 3.3083, loss: 3.3083 +2025-05-05 05:38:08,834 - pyskl - INFO - Epoch [71][900/3940] lr: 1.375e-02, eta: 1 day, 14:16:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 3.2560, loss: 3.2560 +2025-05-05 05:38:52,647 - pyskl - INFO - Epoch [71][1000/3940] lr: 1.374e-02, eta: 1 day, 14:15:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9712, loss_cls: 3.2849, loss: 3.2849 +2025-05-05 05:39:36,398 - pyskl - INFO - Epoch [71][1100/3940] lr: 1.373e-02, eta: 1 day, 14:15:05, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 3.2434, loss: 3.2434 +2025-05-05 05:40:20,004 - pyskl - INFO - Epoch [71][1200/3940] lr: 1.373e-02, eta: 1 day, 14:14:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9681, loss_cls: 3.4097, loss: 3.4097 +2025-05-05 05:41:03,606 - pyskl - INFO - Epoch [71][1300/3940] lr: 1.372e-02, eta: 1 day, 14:13:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 3.1713, loss: 3.1713 +2025-05-05 05:41:47,178 - pyskl - INFO - Epoch [71][1400/3940] lr: 1.371e-02, eta: 1 day, 14:12:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 3.2713, loss: 3.2713 +2025-05-05 05:42:30,628 - pyskl - INFO - Epoch [71][1500/3940] lr: 1.371e-02, eta: 1 day, 14:12:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9644, loss_cls: 3.4318, loss: 3.4318 +2025-05-05 05:43:14,140 - pyskl - INFO - Epoch [71][1600/3940] lr: 1.370e-02, eta: 1 day, 14:11:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 3.2385, loss: 3.2385 +2025-05-05 05:43:57,566 - pyskl - INFO - Epoch [71][1700/3940] lr: 1.369e-02, eta: 1 day, 14:10:40, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9831, loss_cls: 3.2535, loss: 3.2535 +2025-05-05 05:44:41,222 - pyskl - INFO - Epoch [71][1800/3940] lr: 1.369e-02, eta: 1 day, 14:09:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9669, loss_cls: 3.2549, loss: 3.2549 +2025-05-05 05:45:24,754 - pyskl - INFO - Epoch [71][1900/3940] lr: 1.368e-02, eta: 1 day, 14:09:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.2528, loss: 3.2528 +2025-05-05 05:46:08,260 - pyskl - INFO - Epoch [71][2000/3940] lr: 1.367e-02, eta: 1 day, 14:08:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.4138, loss: 3.4138 +2025-05-05 05:46:51,752 - pyskl - INFO - Epoch [71][2100/3940] lr: 1.367e-02, eta: 1 day, 14:07:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 3.2063, loss: 3.2063 +2025-05-05 05:47:35,259 - pyskl - INFO - Epoch [71][2200/3940] lr: 1.366e-02, eta: 1 day, 14:06:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 3.3364, loss: 3.3364 +2025-05-05 05:48:18,867 - pyskl - INFO - Epoch [71][2300/3940] lr: 1.365e-02, eta: 1 day, 14:06:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 3.3981, loss: 3.3981 +2025-05-05 05:49:02,404 - pyskl - INFO - Epoch [71][2400/3940] lr: 1.365e-02, eta: 1 day, 14:05:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9656, loss_cls: 3.3174, loss: 3.3174 +2025-05-05 05:49:45,883 - pyskl - INFO - Epoch [71][2500/3940] lr: 1.364e-02, eta: 1 day, 14:04:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 3.4303, loss: 3.4303 +2025-05-05 05:50:29,476 - pyskl - INFO - Epoch [71][2600/3940] lr: 1.363e-02, eta: 1 day, 14:04:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 3.2841, loss: 3.2841 +2025-05-05 05:51:12,971 - pyskl - INFO - Epoch [71][2700/3940] lr: 1.363e-02, eta: 1 day, 14:03:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 3.3032, loss: 3.3032 +2025-05-05 05:51:56,612 - pyskl - INFO - Epoch [71][2800/3940] lr: 1.362e-02, eta: 1 day, 14:02:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9694, loss_cls: 3.3178, loss: 3.3178 +2025-05-05 05:52:40,140 - pyskl - INFO - Epoch [71][2900/3940] lr: 1.361e-02, eta: 1 day, 14:01:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 3.3625, loss: 3.3625 +2025-05-05 05:53:23,683 - pyskl - INFO - Epoch [71][3000/3940] lr: 1.361e-02, eta: 1 day, 14:01:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 3.3110, loss: 3.3110 +2025-05-05 05:54:07,270 - pyskl - INFO - Epoch [71][3100/3940] lr: 1.360e-02, eta: 1 day, 14:00:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 3.2481, loss: 3.2481 +2025-05-05 05:54:50,824 - pyskl - INFO - Epoch [71][3200/3940] lr: 1.360e-02, eta: 1 day, 13:59:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.3114, loss: 3.3114 +2025-05-05 05:55:34,421 - pyskl - INFO - Epoch [71][3300/3940] lr: 1.359e-02, eta: 1 day, 13:58:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.2963, loss: 3.2963 +2025-05-05 05:56:18,067 - pyskl - INFO - Epoch [71][3400/3940] lr: 1.358e-02, eta: 1 day, 13:58:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 3.2583, loss: 3.2583 +2025-05-05 05:57:01,601 - pyskl - INFO - Epoch [71][3500/3940] lr: 1.358e-02, eta: 1 day, 13:57:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 3.3429, loss: 3.3429 +2025-05-05 05:57:45,242 - pyskl - INFO - Epoch [71][3600/3940] lr: 1.357e-02, eta: 1 day, 13:56:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.3017, loss: 3.3017 +2025-05-05 05:58:28,785 - pyskl - INFO - Epoch [71][3700/3940] lr: 1.356e-02, eta: 1 day, 13:55:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 3.1786, loss: 3.1786 +2025-05-05 05:59:12,344 - pyskl - INFO - Epoch [71][3800/3940] lr: 1.356e-02, eta: 1 day, 13:55:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9681, loss_cls: 3.3610, loss: 3.3610 +2025-05-05 05:59:55,813 - pyskl - INFO - Epoch [71][3900/3940] lr: 1.355e-02, eta: 1 day, 13:54:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9656, loss_cls: 3.4095, loss: 3.4095 +2025-05-05 06:00:13,555 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-05-05 06:03:37,902 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 06:03:38,449 - pyskl - INFO - +top1_acc 0.7503 +top5_acc 0.9447 +2025-05-05 06:03:38,469 - pyskl - INFO - Epoch(val) [71][3183] top1_acc: 0.7503, top5_acc: 0.9447 +2025-05-05 06:04:46,892 - pyskl - INFO - Epoch [72][100/3940] lr: 1.354e-02, eta: 1 day, 13:53:35, time: 0.684, data_time: 0.248, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9700, loss_cls: 3.2618, loss: 3.2618 +2025-05-05 06:05:30,481 - pyskl - INFO - Epoch [72][200/3940] lr: 1.353e-02, eta: 1 day, 13:52:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 3.3021, loss: 3.3021 +2025-05-05 06:06:14,105 - pyskl - INFO - Epoch [72][300/3940] lr: 1.353e-02, eta: 1 day, 13:52:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 3.1664, loss: 3.1664 +2025-05-05 06:06:57,777 - pyskl - INFO - Epoch [72][400/3940] lr: 1.352e-02, eta: 1 day, 13:51:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 3.2456, loss: 3.2456 +2025-05-05 06:07:41,437 - pyskl - INFO - Epoch [72][500/3940] lr: 1.351e-02, eta: 1 day, 13:50:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 3.2685, loss: 3.2685 +2025-05-05 06:08:25,198 - pyskl - INFO - Epoch [72][600/3940] lr: 1.351e-02, eta: 1 day, 13:49:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 3.2181, loss: 3.2181 +2025-05-05 06:09:08,992 - pyskl - INFO - Epoch [72][700/3940] lr: 1.350e-02, eta: 1 day, 13:49:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 3.2779, loss: 3.2779 +2025-05-05 06:09:52,599 - pyskl - INFO - Epoch [72][800/3940] lr: 1.349e-02, eta: 1 day, 13:48:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 3.2610, loss: 3.2610 +2025-05-05 06:10:36,147 - pyskl - INFO - Epoch [72][900/3940] lr: 1.349e-02, eta: 1 day, 13:47:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 3.2735, loss: 3.2735 +2025-05-05 06:11:20,172 - pyskl - INFO - Epoch [72][1000/3940] lr: 1.348e-02, eta: 1 day, 13:46:59, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.2837, loss: 3.2837 +2025-05-05 06:12:03,989 - pyskl - INFO - Epoch [72][1100/3940] lr: 1.347e-02, eta: 1 day, 13:46:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 3.2529, loss: 3.2529 +2025-05-05 06:12:47,632 - pyskl - INFO - Epoch [72][1200/3940] lr: 1.347e-02, eta: 1 day, 13:45:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 3.2300, loss: 3.2300 +2025-05-05 06:13:31,238 - pyskl - INFO - Epoch [72][1300/3940] lr: 1.346e-02, eta: 1 day, 13:44:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 3.3539, loss: 3.3539 +2025-05-05 06:14:14,846 - pyskl - INFO - Epoch [72][1400/3940] lr: 1.345e-02, eta: 1 day, 13:44:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9706, loss_cls: 3.2558, loss: 3.2558 +2025-05-05 06:14:58,589 - pyskl - INFO - Epoch [72][1500/3940] lr: 1.345e-02, eta: 1 day, 13:43:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9700, loss_cls: 3.2633, loss: 3.2633 +2025-05-05 06:15:42,572 - pyskl - INFO - Epoch [72][1600/3940] lr: 1.344e-02, eta: 1 day, 13:42:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.2499, loss: 3.2499 +2025-05-05 06:16:26,158 - pyskl - INFO - Epoch [72][1700/3940] lr: 1.343e-02, eta: 1 day, 13:41:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 3.3209, loss: 3.3209 +2025-05-05 06:17:09,731 - pyskl - INFO - Epoch [72][1800/3940] lr: 1.343e-02, eta: 1 day, 13:41:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 3.2616, loss: 3.2616 +2025-05-05 06:17:53,263 - pyskl - INFO - Epoch [72][1900/3940] lr: 1.342e-02, eta: 1 day, 13:40:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9700, loss_cls: 3.2460, loss: 3.2460 +2025-05-05 06:18:36,768 - pyskl - INFO - Epoch [72][2000/3940] lr: 1.341e-02, eta: 1 day, 13:39:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9669, loss_cls: 3.3421, loss: 3.3421 +2025-05-05 06:19:20,286 - pyskl - INFO - Epoch [72][2100/3940] lr: 1.341e-02, eta: 1 day, 13:38:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.3374, loss: 3.3374 +2025-05-05 06:20:03,813 - pyskl - INFO - Epoch [72][2200/3940] lr: 1.340e-02, eta: 1 day, 13:38:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 3.3757, loss: 3.3757 +2025-05-05 06:20:47,361 - pyskl - INFO - Epoch [72][2300/3940] lr: 1.339e-02, eta: 1 day, 13:37:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9706, loss_cls: 3.3102, loss: 3.3102 +2025-05-05 06:21:30,917 - pyskl - INFO - Epoch [72][2400/3940] lr: 1.339e-02, eta: 1 day, 13:36:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.2181, loss: 3.2181 +2025-05-05 06:22:14,475 - pyskl - INFO - Epoch [72][2500/3940] lr: 1.338e-02, eta: 1 day, 13:35:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 3.2708, loss: 3.2708 +2025-05-05 06:22:57,922 - pyskl - INFO - Epoch [72][2600/3940] lr: 1.337e-02, eta: 1 day, 13:35:13, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 3.4354, loss: 3.4354 +2025-05-05 06:23:41,504 - pyskl - INFO - Epoch [72][2700/3940] lr: 1.337e-02, eta: 1 day, 13:34:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 3.3957, loss: 3.3957 +2025-05-05 06:24:24,973 - pyskl - INFO - Epoch [72][2800/3940] lr: 1.336e-02, eta: 1 day, 13:33:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 3.3336, loss: 3.3336 +2025-05-05 06:25:08,451 - pyskl - INFO - Epoch [72][2900/3940] lr: 1.335e-02, eta: 1 day, 13:33:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 3.3535, loss: 3.3535 +2025-05-05 06:25:52,032 - pyskl - INFO - Epoch [72][3000/3940] lr: 1.335e-02, eta: 1 day, 13:32:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 3.3026, loss: 3.3026 +2025-05-05 06:26:35,792 - pyskl - INFO - Epoch [72][3100/3940] lr: 1.334e-02, eta: 1 day, 13:31:33, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9738, loss_cls: 3.2219, loss: 3.2219 +2025-05-05 06:27:19,389 - pyskl - INFO - Epoch [72][3200/3940] lr: 1.333e-02, eta: 1 day, 13:30:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 3.3275, loss: 3.3275 +2025-05-05 06:28:03,004 - pyskl - INFO - Epoch [72][3300/3940] lr: 1.333e-02, eta: 1 day, 13:30:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 3.2228, loss: 3.2228 +2025-05-05 06:28:46,573 - pyskl - INFO - Epoch [72][3400/3940] lr: 1.332e-02, eta: 1 day, 13:29:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 3.1732, loss: 3.1732 +2025-05-05 06:29:30,189 - pyskl - INFO - Epoch [72][3500/3940] lr: 1.331e-02, eta: 1 day, 13:28:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 3.4210, loss: 3.4210 +2025-05-05 06:30:13,788 - pyskl - INFO - Epoch [72][3600/3940] lr: 1.331e-02, eta: 1 day, 13:27:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 3.4009, loss: 3.4009 +2025-05-05 06:30:57,445 - pyskl - INFO - Epoch [72][3700/3940] lr: 1.330e-02, eta: 1 day, 13:27:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9669, loss_cls: 3.3645, loss: 3.3645 +2025-05-05 06:31:40,996 - pyskl - INFO - Epoch [72][3800/3940] lr: 1.329e-02, eta: 1 day, 13:26:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 3.3307, loss: 3.3307 +2025-05-05 06:32:24,530 - pyskl - INFO - Epoch [72][3900/3940] lr: 1.329e-02, eta: 1 day, 13:25:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 3.3866, loss: 3.3866 +2025-05-05 06:32:42,386 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-05-05 06:36:05,916 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 06:36:06,384 - pyskl - INFO - +top1_acc 0.7477 +top5_acc 0.9433 +2025-05-05 06:36:06,406 - pyskl - INFO - Epoch(val) [72][3183] top1_acc: 0.7477, top5_acc: 0.9433 +2025-05-05 06:37:14,455 - pyskl - INFO - Epoch [73][100/3940] lr: 1.328e-02, eta: 1 day, 13:24:46, time: 0.680, data_time: 0.247, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9694, loss_cls: 3.3045, loss: 3.3045 +2025-05-05 06:37:57,901 - pyskl - INFO - Epoch [73][200/3940] lr: 1.327e-02, eta: 1 day, 13:24:01, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.2938, loss: 3.2938 +2025-05-05 06:38:41,467 - pyskl - INFO - Epoch [73][300/3940] lr: 1.327e-02, eta: 1 day, 13:23:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 3.1827, loss: 3.1827 +2025-05-05 06:39:24,951 - pyskl - INFO - Epoch [73][400/3940] lr: 1.326e-02, eta: 1 day, 13:22:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 3.1982, loss: 3.1982 +2025-05-05 06:40:08,460 - pyskl - INFO - Epoch [73][500/3940] lr: 1.325e-02, eta: 1 day, 13:21:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 3.1400, loss: 3.1400 +2025-05-05 06:40:52,131 - pyskl - INFO - Epoch [73][600/3940] lr: 1.325e-02, eta: 1 day, 13:21:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 3.1788, loss: 3.1788 +2025-05-05 06:41:35,938 - pyskl - INFO - Epoch [73][700/3940] lr: 1.324e-02, eta: 1 day, 13:20:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 3.3435, loss: 3.3435 +2025-05-05 06:42:19,533 - pyskl - INFO - Epoch [73][800/3940] lr: 1.323e-02, eta: 1 day, 13:19:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 3.2376, loss: 3.2376 +2025-05-05 06:43:03,232 - pyskl - INFO - Epoch [73][900/3940] lr: 1.323e-02, eta: 1 day, 13:18:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.2449, loss: 3.2449 +2025-05-05 06:43:47,256 - pyskl - INFO - Epoch [73][1000/3940] lr: 1.322e-02, eta: 1 day, 13:18:09, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 3.3134, loss: 3.3134 +2025-05-05 06:44:31,114 - pyskl - INFO - Epoch [73][1100/3940] lr: 1.321e-02, eta: 1 day, 13:17:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9681, loss_cls: 3.2893, loss: 3.2893 +2025-05-05 06:45:14,813 - pyskl - INFO - Epoch [73][1200/3940] lr: 1.321e-02, eta: 1 day, 13:16:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.2475, loss: 3.2475 +2025-05-05 06:45:58,378 - pyskl - INFO - Epoch [73][1300/3940] lr: 1.320e-02, eta: 1 day, 13:15:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 3.2507, loss: 3.2507 +2025-05-05 06:46:42,018 - pyskl - INFO - Epoch [73][1400/3940] lr: 1.319e-02, eta: 1 day, 13:15:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 3.2945, loss: 3.2945 +2025-05-05 06:47:25,690 - pyskl - INFO - Epoch [73][1500/3940] lr: 1.319e-02, eta: 1 day, 13:14:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 3.3177, loss: 3.3177 +2025-05-05 06:48:09,391 - pyskl - INFO - Epoch [73][1600/3940] lr: 1.318e-02, eta: 1 day, 13:13:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9681, loss_cls: 3.3031, loss: 3.3031 +2025-05-05 06:48:52,834 - pyskl - INFO - Epoch [73][1700/3940] lr: 1.317e-02, eta: 1 day, 13:13:01, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9688, loss_cls: 3.2618, loss: 3.2618 +2025-05-05 06:49:36,259 - pyskl - INFO - Epoch [73][1800/3940] lr: 1.317e-02, eta: 1 day, 13:12:17, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9700, loss_cls: 3.2964, loss: 3.2964 +2025-05-05 06:50:19,668 - pyskl - INFO - Epoch [73][1900/3940] lr: 1.316e-02, eta: 1 day, 13:11:32, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.3182, loss: 3.3182 +2025-05-05 06:51:03,117 - pyskl - INFO - Epoch [73][2000/3940] lr: 1.315e-02, eta: 1 day, 13:10:48, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 3.2505, loss: 3.2505 +2025-05-05 06:51:46,524 - pyskl - INFO - Epoch [73][2100/3940] lr: 1.315e-02, eta: 1 day, 13:10:04, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 3.1785, loss: 3.1785 +2025-05-05 06:52:29,999 - pyskl - INFO - Epoch [73][2200/3940] lr: 1.314e-02, eta: 1 day, 13:09:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.4190, loss: 3.4190 +2025-05-05 06:53:13,700 - pyskl - INFO - Epoch [73][2300/3940] lr: 1.313e-02, eta: 1 day, 13:08:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.3005, loss: 3.3005 +2025-05-05 06:53:57,154 - pyskl - INFO - Epoch [73][2400/3940] lr: 1.313e-02, eta: 1 day, 13:07:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 3.3948, loss: 3.3948 +2025-05-05 06:54:40,725 - pyskl - INFO - Epoch [73][2500/3940] lr: 1.312e-02, eta: 1 day, 13:07:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9688, loss_cls: 3.3197, loss: 3.3197 +2025-05-05 06:55:24,196 - pyskl - INFO - Epoch [73][2600/3940] lr: 1.311e-02, eta: 1 day, 13:06:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.2689, loss: 3.2689 +2025-05-05 06:56:07,752 - pyskl - INFO - Epoch [73][2700/3940] lr: 1.311e-02, eta: 1 day, 13:05:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.2790, loss: 3.2790 +2025-05-05 06:56:51,352 - pyskl - INFO - Epoch [73][2800/3940] lr: 1.310e-02, eta: 1 day, 13:04:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.2620, loss: 3.2620 +2025-05-05 06:57:34,936 - pyskl - INFO - Epoch [73][2900/3940] lr: 1.309e-02, eta: 1 day, 13:04:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 3.1675, loss: 3.1675 +2025-05-05 06:58:18,571 - pyskl - INFO - Epoch [73][3000/3940] lr: 1.309e-02, eta: 1 day, 13:03:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 3.2928, loss: 3.2928 +2025-05-05 06:59:02,020 - pyskl - INFO - Epoch [73][3100/3940] lr: 1.308e-02, eta: 1 day, 13:02:42, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.2116, loss: 3.2116 +2025-05-05 06:59:45,514 - pyskl - INFO - Epoch [73][3200/3940] lr: 1.307e-02, eta: 1 day, 13:01:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9706, loss_cls: 3.1825, loss: 3.1825 +2025-05-05 07:00:29,009 - pyskl - INFO - Epoch [73][3300/3940] lr: 1.307e-02, eta: 1 day, 13:01:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 3.2561, loss: 3.2561 +2025-05-05 07:01:12,440 - pyskl - INFO - Epoch [73][3400/3940] lr: 1.306e-02, eta: 1 day, 13:00:30, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.4237, loss: 3.4237 +2025-05-05 07:01:55,903 - pyskl - INFO - Epoch [73][3500/3940] lr: 1.305e-02, eta: 1 day, 12:59:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 3.3792, loss: 3.3792 +2025-05-05 07:02:39,349 - pyskl - INFO - Epoch [73][3600/3940] lr: 1.305e-02, eta: 1 day, 12:59:01, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 3.3282, loss: 3.3282 +2025-05-05 07:03:22,806 - pyskl - INFO - Epoch [73][3700/3940] lr: 1.304e-02, eta: 1 day, 12:58:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.3314, loss: 3.3314 +2025-05-05 07:04:06,210 - pyskl - INFO - Epoch [73][3800/3940] lr: 1.303e-02, eta: 1 day, 12:57:33, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 3.2989, loss: 3.2989 +2025-05-05 07:04:49,701 - pyskl - INFO - Epoch [73][3900/3940] lr: 1.303e-02, eta: 1 day, 12:56:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 3.2543, loss: 3.2543 +2025-05-05 07:05:07,407 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-05-05 07:08:32,016 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 07:08:32,513 - pyskl - INFO - +top1_acc 0.7349 +top5_acc 0.9242 +2025-05-05 07:08:32,531 - pyskl - INFO - Epoch(val) [73][3183] top1_acc: 0.7349, top5_acc: 0.9242 +2025-05-05 07:09:41,143 - pyskl - INFO - Epoch [74][100/3940] lr: 1.302e-02, eta: 1 day, 12:55:55, time: 0.686, data_time: 0.250, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 3.2704, loss: 3.2704 +2025-05-05 07:10:24,729 - pyskl - INFO - Epoch [74][200/3940] lr: 1.301e-02, eta: 1 day, 12:55:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.2428, loss: 3.2428 +2025-05-05 07:11:08,392 - pyskl - INFO - Epoch [74][300/3940] lr: 1.300e-02, eta: 1 day, 12:54:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9731, loss_cls: 3.1875, loss: 3.1875 +2025-05-05 07:11:51,957 - pyskl - INFO - Epoch [74][400/3940] lr: 1.300e-02, eta: 1 day, 12:53:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 3.0640, loss: 3.0640 +2025-05-05 07:12:35,465 - pyskl - INFO - Epoch [74][500/3940] lr: 1.299e-02, eta: 1 day, 12:52:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 3.1037, loss: 3.1037 +2025-05-05 07:13:19,018 - pyskl - INFO - Epoch [74][600/3940] lr: 1.298e-02, eta: 1 day, 12:52:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 3.1491, loss: 3.1491 +2025-05-05 07:14:02,681 - pyskl - INFO - Epoch [74][700/3940] lr: 1.298e-02, eta: 1 day, 12:51:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.2941, loss: 3.2941 +2025-05-05 07:14:46,287 - pyskl - INFO - Epoch [74][800/3940] lr: 1.297e-02, eta: 1 day, 12:50:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 3.2957, loss: 3.2957 +2025-05-05 07:15:30,043 - pyskl - INFO - Epoch [74][900/3940] lr: 1.296e-02, eta: 1 day, 12:50:02, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.2813, loss: 3.2813 +2025-05-05 07:16:13,657 - pyskl - INFO - Epoch [74][1000/3940] lr: 1.296e-02, eta: 1 day, 12:49:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9862, loss_cls: 3.1894, loss: 3.1894 +2025-05-05 07:16:57,343 - pyskl - INFO - Epoch [74][1100/3940] lr: 1.295e-02, eta: 1 day, 12:48:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 3.2339, loss: 3.2339 +2025-05-05 07:17:41,108 - pyskl - INFO - Epoch [74][1200/3940] lr: 1.294e-02, eta: 1 day, 12:47:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 3.3933, loss: 3.3933 +2025-05-05 07:18:24,671 - pyskl - INFO - Epoch [74][1300/3940] lr: 1.294e-02, eta: 1 day, 12:47:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9750, loss_cls: 3.2154, loss: 3.2154 +2025-05-05 07:19:08,267 - pyskl - INFO - Epoch [74][1400/3940] lr: 1.293e-02, eta: 1 day, 12:46:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9688, loss_cls: 3.3206, loss: 3.3206 +2025-05-05 07:19:52,019 - pyskl - INFO - Epoch [74][1500/3940] lr: 1.292e-02, eta: 1 day, 12:45:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9762, loss_cls: 3.3513, loss: 3.3513 +2025-05-05 07:20:35,758 - pyskl - INFO - Epoch [74][1600/3940] lr: 1.292e-02, eta: 1 day, 12:44:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 3.3627, loss: 3.3627 +2025-05-05 07:21:19,454 - pyskl - INFO - Epoch [74][1700/3940] lr: 1.291e-02, eta: 1 day, 12:44:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 3.2386, loss: 3.2386 +2025-05-05 07:22:03,127 - pyskl - INFO - Epoch [74][1800/3940] lr: 1.290e-02, eta: 1 day, 12:43:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 3.1643, loss: 3.1643 +2025-05-05 07:22:46,968 - pyskl - INFO - Epoch [74][1900/3940] lr: 1.290e-02, eta: 1 day, 12:42:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 3.3247, loss: 3.3247 +2025-05-05 07:23:30,930 - pyskl - INFO - Epoch [74][2000/3940] lr: 1.289e-02, eta: 1 day, 12:41:58, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 3.1486, loss: 3.1486 +2025-05-05 07:24:14,549 - pyskl - INFO - Epoch [74][2100/3940] lr: 1.288e-02, eta: 1 day, 12:41:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9688, loss_cls: 3.2194, loss: 3.2194 +2025-05-05 07:24:58,066 - pyskl - INFO - Epoch [74][2200/3940] lr: 1.288e-02, eta: 1 day, 12:40:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 3.2681, loss: 3.2681 +2025-05-05 07:25:41,629 - pyskl - INFO - Epoch [74][2300/3940] lr: 1.287e-02, eta: 1 day, 12:39:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9712, loss_cls: 3.2476, loss: 3.2476 +2025-05-05 07:26:25,251 - pyskl - INFO - Epoch [74][2400/3940] lr: 1.286e-02, eta: 1 day, 12:39:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.3584, loss: 3.3584 +2025-05-05 07:27:08,832 - pyskl - INFO - Epoch [74][2500/3940] lr: 1.286e-02, eta: 1 day, 12:38:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.2345, loss: 3.2345 +2025-05-05 07:27:52,478 - pyskl - INFO - Epoch [74][2600/3940] lr: 1.285e-02, eta: 1 day, 12:37:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9712, loss_cls: 3.3136, loss: 3.3136 +2025-05-05 07:28:36,137 - pyskl - INFO - Epoch [74][2700/3940] lr: 1.284e-02, eta: 1 day, 12:36:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 3.2027, loss: 3.2027 +2025-05-05 07:29:19,812 - pyskl - INFO - Epoch [74][2800/3940] lr: 1.284e-02, eta: 1 day, 12:36:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 3.3231, loss: 3.3231 +2025-05-05 07:30:03,344 - pyskl - INFO - Epoch [74][2900/3940] lr: 1.283e-02, eta: 1 day, 12:35:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 3.2645, loss: 3.2645 +2025-05-05 07:30:46,869 - pyskl - INFO - Epoch [74][3000/3940] lr: 1.282e-02, eta: 1 day, 12:34:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9806, loss_cls: 3.2284, loss: 3.2284 +2025-05-05 07:31:30,397 - pyskl - INFO - Epoch [74][3100/3940] lr: 1.282e-02, eta: 1 day, 12:33:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.3903, loss: 3.3903 +2025-05-05 07:32:13,972 - pyskl - INFO - Epoch [74][3200/3940] lr: 1.281e-02, eta: 1 day, 12:33:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 3.2294, loss: 3.2294 +2025-05-05 07:32:57,812 - pyskl - INFO - Epoch [74][3300/3940] lr: 1.280e-02, eta: 1 day, 12:32:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9644, loss_cls: 3.3792, loss: 3.3792 +2025-05-05 07:33:41,323 - pyskl - INFO - Epoch [74][3400/3940] lr: 1.280e-02, eta: 1 day, 12:31:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9675, loss_cls: 3.3500, loss: 3.3500 +2025-05-05 07:34:24,910 - pyskl - INFO - Epoch [74][3500/3940] lr: 1.279e-02, eta: 1 day, 12:30:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9669, loss_cls: 3.3367, loss: 3.3367 +2025-05-05 07:35:08,607 - pyskl - INFO - Epoch [74][3600/3940] lr: 1.278e-02, eta: 1 day, 12:30:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 3.2626, loss: 3.2626 +2025-05-05 07:35:52,202 - pyskl - INFO - Epoch [74][3700/3940] lr: 1.278e-02, eta: 1 day, 12:29:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.3208, loss: 3.3208 +2025-05-05 07:36:35,847 - pyskl - INFO - Epoch [74][3800/3940] lr: 1.277e-02, eta: 1 day, 12:28:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 3.2903, loss: 3.2903 +2025-05-05 07:37:19,589 - pyskl - INFO - Epoch [74][3900/3940] lr: 1.276e-02, eta: 1 day, 12:28:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9719, loss_cls: 3.2060, loss: 3.2060 +2025-05-05 07:37:37,421 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-05-05 07:41:00,026 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 07:41:00,498 - pyskl - INFO - +top1_acc 0.7609 +top5_acc 0.9434 +2025-05-05 07:41:00,557 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_66.pth was removed +2025-05-05 07:41:01,606 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_74.pth. +2025-05-05 07:41:01,608 - pyskl - INFO - Best top1_acc is 0.7609 at 74 epoch. +2025-05-05 07:41:01,625 - pyskl - INFO - Epoch(val) [74][3183] top1_acc: 0.7609, top5_acc: 0.9434 +2025-05-05 07:42:09,977 - pyskl - INFO - Epoch [75][100/3940] lr: 1.276e-02, eta: 1 day, 12:27:07, time: 0.683, data_time: 0.246, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 3.1357, loss: 3.1357 +2025-05-05 07:42:53,636 - pyskl - INFO - Epoch [75][200/3940] lr: 1.275e-02, eta: 1 day, 12:26:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.9925, loss: 2.9925 +2025-05-05 07:43:37,203 - pyskl - INFO - Epoch [75][300/3940] lr: 1.274e-02, eta: 1 day, 12:25:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 3.1846, loss: 3.1846 +2025-05-05 07:44:20,709 - pyskl - INFO - Epoch [75][400/3940] lr: 1.274e-02, eta: 1 day, 12:24:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 3.0821, loss: 3.0821 +2025-05-05 07:45:04,297 - pyskl - INFO - Epoch [75][500/3940] lr: 1.273e-02, eta: 1 day, 12:24:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 3.1162, loss: 3.1162 +2025-05-05 07:45:48,028 - pyskl - INFO - Epoch [75][600/3940] lr: 1.272e-02, eta: 1 day, 12:23:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.2150, loss: 3.2150 +2025-05-05 07:46:31,792 - pyskl - INFO - Epoch [75][700/3940] lr: 1.272e-02, eta: 1 day, 12:22:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 3.1298, loss: 3.1298 +2025-05-05 07:47:15,518 - pyskl - INFO - Epoch [75][800/3940] lr: 1.271e-02, eta: 1 day, 12:21:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 3.3211, loss: 3.3211 +2025-05-05 07:47:59,204 - pyskl - INFO - Epoch [75][900/3940] lr: 1.270e-02, eta: 1 day, 12:21:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9731, loss_cls: 3.3070, loss: 3.3070 +2025-05-05 07:48:42,816 - pyskl - INFO - Epoch [75][1000/3940] lr: 1.270e-02, eta: 1 day, 12:20:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 3.2228, loss: 3.2228 +2025-05-05 07:49:26,499 - pyskl - INFO - Epoch [75][1100/3940] lr: 1.269e-02, eta: 1 day, 12:19:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 3.2027, loss: 3.2027 +2025-05-05 07:50:10,220 - pyskl - INFO - Epoch [75][1200/3940] lr: 1.268e-02, eta: 1 day, 12:19:03, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 3.3215, loss: 3.3215 +2025-05-05 07:50:53,772 - pyskl - INFO - Epoch [75][1300/3940] lr: 1.268e-02, eta: 1 day, 12:18:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9694, loss_cls: 3.3126, loss: 3.3126 +2025-05-05 07:51:37,390 - pyskl - INFO - Epoch [75][1400/3940] lr: 1.267e-02, eta: 1 day, 12:17:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 3.2680, loss: 3.2680 +2025-05-05 07:52:21,141 - pyskl - INFO - Epoch [75][1500/3940] lr: 1.266e-02, eta: 1 day, 12:16:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9719, loss_cls: 3.2699, loss: 3.2699 +2025-05-05 07:53:04,768 - pyskl - INFO - Epoch [75][1600/3940] lr: 1.266e-02, eta: 1 day, 12:16:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 3.2418, loss: 3.2418 +2025-05-05 07:53:48,428 - pyskl - INFO - Epoch [75][1700/3940] lr: 1.265e-02, eta: 1 day, 12:15:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 3.3250, loss: 3.3250 +2025-05-05 07:54:32,027 - pyskl - INFO - Epoch [75][1800/3940] lr: 1.264e-02, eta: 1 day, 12:14:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 3.2657, loss: 3.2657 +2025-05-05 07:55:15,713 - pyskl - INFO - Epoch [75][1900/3940] lr: 1.264e-02, eta: 1 day, 12:13:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 3.1007, loss: 3.1007 +2025-05-05 07:55:59,360 - pyskl - INFO - Epoch [75][2000/3940] lr: 1.263e-02, eta: 1 day, 12:13:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 3.2402, loss: 3.2402 +2025-05-05 07:56:43,160 - pyskl - INFO - Epoch [75][2100/3940] lr: 1.262e-02, eta: 1 day, 12:12:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9656, loss_cls: 3.3414, loss: 3.3414 +2025-05-05 07:57:26,805 - pyskl - INFO - Epoch [75][2200/3940] lr: 1.262e-02, eta: 1 day, 12:11:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9644, loss_cls: 3.3407, loss: 3.3407 +2025-05-05 07:58:10,411 - pyskl - INFO - Epoch [75][2300/3940] lr: 1.261e-02, eta: 1 day, 12:10:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 3.3563, loss: 3.3563 +2025-05-05 07:58:54,022 - pyskl - INFO - Epoch [75][2400/3940] lr: 1.260e-02, eta: 1 day, 12:10:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9819, loss_cls: 3.2651, loss: 3.2651 +2025-05-05 07:59:37,653 - pyskl - INFO - Epoch [75][2500/3940] lr: 1.260e-02, eta: 1 day, 12:09:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.3297, loss: 3.3297 +2025-05-05 08:00:21,264 - pyskl - INFO - Epoch [75][2600/3940] lr: 1.259e-02, eta: 1 day, 12:08:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 3.2122, loss: 3.2122 +2025-05-05 08:01:05,152 - pyskl - INFO - Epoch [75][2700/3940] lr: 1.258e-02, eta: 1 day, 12:08:02, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 3.1018, loss: 3.1018 +2025-05-05 08:01:48,774 - pyskl - INFO - Epoch [75][2800/3940] lr: 1.258e-02, eta: 1 day, 12:07:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 3.3368, loss: 3.3368 +2025-05-05 08:02:32,351 - pyskl - INFO - Epoch [75][2900/3940] lr: 1.257e-02, eta: 1 day, 12:06:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.2451, loss: 3.2451 +2025-05-05 08:03:15,980 - pyskl - INFO - Epoch [75][3000/3940] lr: 1.256e-02, eta: 1 day, 12:05:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.3496, loss: 3.3496 +2025-05-05 08:03:59,694 - pyskl - INFO - Epoch [75][3100/3940] lr: 1.256e-02, eta: 1 day, 12:05:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 3.2615, loss: 3.2615 +2025-05-05 08:04:43,273 - pyskl - INFO - Epoch [75][3200/3940] lr: 1.255e-02, eta: 1 day, 12:04:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.2855, loss: 3.2855 +2025-05-05 08:05:26,861 - pyskl - INFO - Epoch [75][3300/3940] lr: 1.254e-02, eta: 1 day, 12:03:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.3513, loss: 3.3513 +2025-05-05 08:06:10,608 - pyskl - INFO - Epoch [75][3400/3940] lr: 1.254e-02, eta: 1 day, 12:02:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.1853, loss: 3.1853 +2025-05-05 08:06:54,261 - pyskl - INFO - Epoch [75][3500/3940] lr: 1.253e-02, eta: 1 day, 12:02:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 3.1696, loss: 3.1696 +2025-05-05 08:07:37,949 - pyskl - INFO - Epoch [75][3600/3940] lr: 1.252e-02, eta: 1 day, 12:01:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.2715, loss: 3.2715 +2025-05-05 08:08:21,562 - pyskl - INFO - Epoch [75][3700/3940] lr: 1.252e-02, eta: 1 day, 12:00:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 3.2895, loss: 3.2895 +2025-05-05 08:09:05,121 - pyskl - INFO - Epoch [75][3800/3940] lr: 1.251e-02, eta: 1 day, 11:59:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 3.2583, loss: 3.2583 +2025-05-05 08:09:48,732 - pyskl - INFO - Epoch [75][3900/3940] lr: 1.250e-02, eta: 1 day, 11:59:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 3.2773, loss: 3.2773 +2025-05-05 08:10:06,569 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-05-05 08:13:28,594 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 08:13:29,059 - pyskl - INFO - +top1_acc 0.7585 +top5_acc 0.9495 +2025-05-05 08:13:29,075 - pyskl - INFO - Epoch(val) [75][3183] top1_acc: 0.7585, top5_acc: 0.9495 +2025-05-05 08:14:37,568 - pyskl - INFO - Epoch [76][100/3940] lr: 1.249e-02, eta: 1 day, 11:58:20, time: 0.685, data_time: 0.249, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 3.0002, loss: 3.0002 +2025-05-05 08:15:21,189 - pyskl - INFO - Epoch [76][200/3940] lr: 1.249e-02, eta: 1 day, 11:57:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9719, loss_cls: 3.0965, loss: 3.0965 +2025-05-05 08:16:04,909 - pyskl - INFO - Epoch [76][300/3940] lr: 1.248e-02, eta: 1 day, 11:56:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 3.2284, loss: 3.2284 +2025-05-05 08:16:48,521 - pyskl - INFO - Epoch [76][400/3940] lr: 1.247e-02, eta: 1 day, 11:56:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9800, loss_cls: 2.9912, loss: 2.9912 +2025-05-05 08:17:32,280 - pyskl - INFO - Epoch [76][500/3940] lr: 1.247e-02, eta: 1 day, 11:55:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 3.1724, loss: 3.1724 +2025-05-05 08:18:16,116 - pyskl - INFO - Epoch [76][600/3940] lr: 1.246e-02, eta: 1 day, 11:54:40, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 3.0672, loss: 3.0672 +2025-05-05 08:18:59,797 - pyskl - INFO - Epoch [76][700/3940] lr: 1.245e-02, eta: 1 day, 11:53:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 3.2503, loss: 3.2503 +2025-05-05 08:19:43,535 - pyskl - INFO - Epoch [76][800/3940] lr: 1.245e-02, eta: 1 day, 11:53:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9719, loss_cls: 3.2330, loss: 3.2330 +2025-05-05 08:20:27,110 - pyskl - INFO - Epoch [76][900/3940] lr: 1.244e-02, eta: 1 day, 11:52:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 3.1366, loss: 3.1366 +2025-05-05 08:21:10,812 - pyskl - INFO - Epoch [76][1000/3940] lr: 1.243e-02, eta: 1 day, 11:51:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9700, loss_cls: 3.2020, loss: 3.2020 +2025-05-05 08:21:54,381 - pyskl - INFO - Epoch [76][1100/3940] lr: 1.243e-02, eta: 1 day, 11:51:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 3.2739, loss: 3.2739 +2025-05-05 08:22:38,168 - pyskl - INFO - Epoch [76][1200/3940] lr: 1.242e-02, eta: 1 day, 11:50:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9712, loss_cls: 3.3059, loss: 3.3059 +2025-05-05 08:23:21,769 - pyskl - INFO - Epoch [76][1300/3940] lr: 1.241e-02, eta: 1 day, 11:49:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 3.2158, loss: 3.2158 +2025-05-05 08:24:05,331 - pyskl - INFO - Epoch [76][1400/3940] lr: 1.241e-02, eta: 1 day, 11:48:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9750, loss_cls: 3.1134, loss: 3.1134 +2025-05-05 08:24:48,862 - pyskl - INFO - Epoch [76][1500/3940] lr: 1.240e-02, eta: 1 day, 11:48:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 3.0509, loss: 3.0509 +2025-05-05 08:25:32,387 - pyskl - INFO - Epoch [76][1600/3940] lr: 1.239e-02, eta: 1 day, 11:47:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9700, loss_cls: 3.2282, loss: 3.2282 +2025-05-05 08:26:15,944 - pyskl - INFO - Epoch [76][1700/3940] lr: 1.239e-02, eta: 1 day, 11:46:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9669, loss_cls: 3.3712, loss: 3.3712 +2025-05-05 08:26:59,467 - pyskl - INFO - Epoch [76][1800/3940] lr: 1.238e-02, eta: 1 day, 11:45:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.2255, loss: 3.2255 +2025-05-05 08:27:43,110 - pyskl - INFO - Epoch [76][1900/3940] lr: 1.237e-02, eta: 1 day, 11:45:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.2612, loss: 3.2612 +2025-05-05 08:28:26,670 - pyskl - INFO - Epoch [76][2000/3940] lr: 1.237e-02, eta: 1 day, 11:44:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 3.2212, loss: 3.2212 +2025-05-05 08:29:10,187 - pyskl - INFO - Epoch [76][2100/3940] lr: 1.236e-02, eta: 1 day, 11:43:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 3.3229, loss: 3.3229 +2025-05-05 08:29:53,798 - pyskl - INFO - Epoch [76][2200/3940] lr: 1.235e-02, eta: 1 day, 11:42:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9725, loss_cls: 3.2712, loss: 3.2712 +2025-05-05 08:30:37,413 - pyskl - INFO - Epoch [76][2300/3940] lr: 1.235e-02, eta: 1 day, 11:42:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.3653, loss: 3.3653 +2025-05-05 08:31:20,956 - pyskl - INFO - Epoch [76][2400/3940] lr: 1.234e-02, eta: 1 day, 11:41:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9688, loss_cls: 3.2561, loss: 3.2561 +2025-05-05 08:32:04,470 - pyskl - INFO - Epoch [76][2500/3940] lr: 1.233e-02, eta: 1 day, 11:40:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.1093, loss: 3.1093 +2025-05-05 08:32:48,088 - pyskl - INFO - Epoch [76][2600/3940] lr: 1.233e-02, eta: 1 day, 11:39:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9750, loss_cls: 3.0748, loss: 3.0748 +2025-05-05 08:33:31,681 - pyskl - INFO - Epoch [76][2700/3940] lr: 1.232e-02, eta: 1 day, 11:39:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.2100, loss: 3.2100 +2025-05-05 08:34:15,218 - pyskl - INFO - Epoch [76][2800/3940] lr: 1.231e-02, eta: 1 day, 11:38:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 3.2131, loss: 3.2131 +2025-05-05 08:34:58,750 - pyskl - INFO - Epoch [76][2900/3940] lr: 1.231e-02, eta: 1 day, 11:37:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9656, loss_cls: 3.3194, loss: 3.3194 +2025-05-05 08:35:42,338 - pyskl - INFO - Epoch [76][3000/3940] lr: 1.230e-02, eta: 1 day, 11:37:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9712, loss_cls: 3.2008, loss: 3.2008 +2025-05-05 08:36:26,020 - pyskl - INFO - Epoch [76][3100/3940] lr: 1.229e-02, eta: 1 day, 11:36:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 3.3310, loss: 3.3310 +2025-05-05 08:37:09,680 - pyskl - INFO - Epoch [76][3200/3940] lr: 1.229e-02, eta: 1 day, 11:35:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.2317, loss: 3.2317 +2025-05-05 08:37:53,272 - pyskl - INFO - Epoch [76][3300/3940] lr: 1.228e-02, eta: 1 day, 11:34:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 3.2645, loss: 3.2645 +2025-05-05 08:38:36,881 - pyskl - INFO - Epoch [76][3400/3940] lr: 1.227e-02, eta: 1 day, 11:34:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 3.2020, loss: 3.2020 +2025-05-05 08:39:20,620 - pyskl - INFO - Epoch [76][3500/3940] lr: 1.227e-02, eta: 1 day, 11:33:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 3.1887, loss: 3.1887 +2025-05-05 08:40:04,163 - pyskl - INFO - Epoch [76][3600/3940] lr: 1.226e-02, eta: 1 day, 11:32:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9775, loss_cls: 3.3276, loss: 3.3276 +2025-05-05 08:40:47,709 - pyskl - INFO - Epoch [76][3700/3940] lr: 1.225e-02, eta: 1 day, 11:31:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.2358, loss: 3.2358 +2025-05-05 08:41:31,284 - pyskl - INFO - Epoch [76][3800/3940] lr: 1.225e-02, eta: 1 day, 11:31:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9688, loss_cls: 3.2981, loss: 3.2981 +2025-05-05 08:42:14,923 - pyskl - INFO - Epoch [76][3900/3940] lr: 1.224e-02, eta: 1 day, 11:30:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 3.1875, loss: 3.1875 +2025-05-05 08:42:32,625 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-05-05 08:45:56,686 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 08:45:57,160 - pyskl - INFO - +top1_acc 0.7417 +top5_acc 0.9417 +2025-05-05 08:45:57,178 - pyskl - INFO - Epoch(val) [76][3183] top1_acc: 0.7417, top5_acc: 0.9417 +2025-05-05 08:47:05,707 - pyskl - INFO - Epoch [77][100/3940] lr: 1.223e-02, eta: 1 day, 11:29:31, time: 0.685, data_time: 0.249, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 3.2278, loss: 3.2278 +2025-05-05 08:47:49,263 - pyskl - INFO - Epoch [77][200/3940] lr: 1.222e-02, eta: 1 day, 11:28:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 3.1011, loss: 3.1011 +2025-05-05 08:48:32,681 - pyskl - INFO - Epoch [77][300/3940] lr: 1.222e-02, eta: 1 day, 11:28:03, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 3.2324, loss: 3.2324 +2025-05-05 08:49:16,233 - pyskl - INFO - Epoch [77][400/3940] lr: 1.221e-02, eta: 1 day, 11:27:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 3.2290, loss: 3.2290 +2025-05-05 08:49:59,733 - pyskl - INFO - Epoch [77][500/3940] lr: 1.221e-02, eta: 1 day, 11:26:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 3.0817, loss: 3.0817 +2025-05-05 08:50:43,276 - pyskl - INFO - Epoch [77][600/3940] lr: 1.220e-02, eta: 1 day, 11:25:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 3.2156, loss: 3.2156 +2025-05-05 08:51:26,787 - pyskl - INFO - Epoch [77][700/3940] lr: 1.219e-02, eta: 1 day, 11:25:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.1161, loss: 3.1161 +2025-05-05 08:52:10,288 - pyskl - INFO - Epoch [77][800/3940] lr: 1.219e-02, eta: 1 day, 11:24:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 3.2346, loss: 3.2346 +2025-05-05 08:52:53,896 - pyskl - INFO - Epoch [77][900/3940] lr: 1.218e-02, eta: 1 day, 11:23:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 3.1052, loss: 3.1052 +2025-05-05 08:53:37,548 - pyskl - INFO - Epoch [77][1000/3940] lr: 1.217e-02, eta: 1 day, 11:22:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9756, loss_cls: 3.1556, loss: 3.1556 +2025-05-05 08:54:21,055 - pyskl - INFO - Epoch [77][1100/3940] lr: 1.217e-02, eta: 1 day, 11:22:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 3.1918, loss: 3.1918 +2025-05-05 08:55:04,481 - pyskl - INFO - Epoch [77][1200/3940] lr: 1.216e-02, eta: 1 day, 11:21:25, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9725, loss_cls: 3.1472, loss: 3.1472 +2025-05-05 08:55:48,397 - pyskl - INFO - Epoch [77][1300/3940] lr: 1.215e-02, eta: 1 day, 11:20:42, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 3.0664, loss: 3.0664 +2025-05-05 08:56:32,171 - pyskl - INFO - Epoch [77][1400/3940] lr: 1.215e-02, eta: 1 day, 11:19:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 3.0981, loss: 3.0981 +2025-05-05 08:57:15,843 - pyskl - INFO - Epoch [77][1500/3940] lr: 1.214e-02, eta: 1 day, 11:19:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9762, loss_cls: 3.0077, loss: 3.0077 +2025-05-05 08:57:59,380 - pyskl - INFO - Epoch [77][1600/3940] lr: 1.213e-02, eta: 1 day, 11:18:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 3.2014, loss: 3.2014 +2025-05-05 08:58:42,893 - pyskl - INFO - Epoch [77][1700/3940] lr: 1.213e-02, eta: 1 day, 11:17:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.1991, loss: 3.1991 +2025-05-05 08:59:26,381 - pyskl - INFO - Epoch [77][1800/3940] lr: 1.212e-02, eta: 1 day, 11:17:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 3.2286, loss: 3.2286 +2025-05-05 09:00:09,933 - pyskl - INFO - Epoch [77][1900/3940] lr: 1.211e-02, eta: 1 day, 11:16:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9694, loss_cls: 3.1912, loss: 3.1912 +2025-05-05 09:00:53,447 - pyskl - INFO - Epoch [77][2000/3940] lr: 1.211e-02, eta: 1 day, 11:15:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 3.1290, loss: 3.1290 +2025-05-05 09:01:36,919 - pyskl - INFO - Epoch [77][2100/3940] lr: 1.210e-02, eta: 1 day, 11:14:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 3.2156, loss: 3.2156 +2025-05-05 09:02:20,441 - pyskl - INFO - Epoch [77][2200/3940] lr: 1.209e-02, eta: 1 day, 11:14:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 3.2109, loss: 3.2109 +2025-05-05 09:03:03,989 - pyskl - INFO - Epoch [77][2300/3940] lr: 1.209e-02, eta: 1 day, 11:13:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 3.2149, loss: 3.2149 +2025-05-05 09:03:47,327 - pyskl - INFO - Epoch [77][2400/3940] lr: 1.208e-02, eta: 1 day, 11:12:36, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9712, loss_cls: 3.3350, loss: 3.3350 +2025-05-05 09:04:30,720 - pyskl - INFO - Epoch [77][2500/3940] lr: 1.207e-02, eta: 1 day, 11:11:52, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.3748, loss: 3.3748 +2025-05-05 09:05:14,207 - pyskl - INFO - Epoch [77][2600/3940] lr: 1.207e-02, eta: 1 day, 11:11:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9769, loss_cls: 3.2674, loss: 3.2674 +2025-05-05 09:05:57,702 - pyskl - INFO - Epoch [77][2700/3940] lr: 1.206e-02, eta: 1 day, 11:10:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9681, loss_cls: 3.2699, loss: 3.2699 +2025-05-05 09:06:41,127 - pyskl - INFO - Epoch [77][2800/3940] lr: 1.205e-02, eta: 1 day, 11:09:39, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 3.0876, loss: 3.0876 +2025-05-05 09:07:24,568 - pyskl - INFO - Epoch [77][2900/3940] lr: 1.205e-02, eta: 1 day, 11:08:55, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.3602, loss: 3.3602 +2025-05-05 09:08:07,995 - pyskl - INFO - Epoch [77][3000/3940] lr: 1.204e-02, eta: 1 day, 11:08:11, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.2782, loss: 3.2782 +2025-05-05 09:08:51,428 - pyskl - INFO - Epoch [77][3100/3940] lr: 1.203e-02, eta: 1 day, 11:07:27, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 3.1937, loss: 3.1937 +2025-05-05 09:09:34,862 - pyskl - INFO - Epoch [77][3200/3940] lr: 1.203e-02, eta: 1 day, 11:06:43, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 3.3569, loss: 3.3569 +2025-05-05 09:10:18,306 - pyskl - INFO - Epoch [77][3300/3940] lr: 1.202e-02, eta: 1 day, 11:05:58, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 3.1115, loss: 3.1115 +2025-05-05 09:11:01,753 - pyskl - INFO - Epoch [77][3400/3940] lr: 1.201e-02, eta: 1 day, 11:05:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.1795, loss: 3.1795 +2025-05-05 09:11:45,332 - pyskl - INFO - Epoch [77][3500/3940] lr: 1.201e-02, eta: 1 day, 11:04:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 3.2700, loss: 3.2700 +2025-05-05 09:12:28,852 - pyskl - INFO - Epoch [77][3600/3940] lr: 1.200e-02, eta: 1 day, 11:03:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 3.1868, loss: 3.1868 +2025-05-05 09:13:12,362 - pyskl - INFO - Epoch [77][3700/3940] lr: 1.199e-02, eta: 1 day, 11:03:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 3.2731, loss: 3.2731 +2025-05-05 09:13:55,886 - pyskl - INFO - Epoch [77][3800/3940] lr: 1.199e-02, eta: 1 day, 11:02:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9669, loss_cls: 3.2211, loss: 3.2211 +2025-05-05 09:14:39,656 - pyskl - INFO - Epoch [77][3900/3940] lr: 1.198e-02, eta: 1 day, 11:01:34, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 3.1919, loss: 3.1919 +2025-05-05 09:14:57,432 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-05-05 09:18:22,602 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 09:18:23,221 - pyskl - INFO - +top1_acc 0.7571 +top5_acc 0.9432 +2025-05-05 09:18:23,239 - pyskl - INFO - Epoch(val) [77][3183] top1_acc: 0.7571, top5_acc: 0.9432 +2025-05-05 09:19:31,587 - pyskl - INFO - Epoch [78][100/3940] lr: 1.197e-02, eta: 1 day, 11:00:39, time: 0.683, data_time: 0.248, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 3.1617, loss: 3.1617 +2025-05-05 09:20:15,087 - pyskl - INFO - Epoch [78][200/3940] lr: 1.196e-02, eta: 1 day, 10:59:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 3.0995, loss: 3.0995 +2025-05-05 09:20:58,716 - pyskl - INFO - Epoch [78][300/3940] lr: 1.196e-02, eta: 1 day, 10:59:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 3.1179, loss: 3.1179 +2025-05-05 09:21:42,257 - pyskl - INFO - Epoch [78][400/3940] lr: 1.195e-02, eta: 1 day, 10:58:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 3.0321, loss: 3.0321 +2025-05-05 09:22:25,843 - pyskl - INFO - Epoch [78][500/3940] lr: 1.194e-02, eta: 1 day, 10:57:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 3.0136, loss: 3.0136 +2025-05-05 09:23:09,536 - pyskl - INFO - Epoch [78][600/3940] lr: 1.194e-02, eta: 1 day, 10:56:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 3.0395, loss: 3.0395 +2025-05-05 09:23:53,110 - pyskl - INFO - Epoch [78][700/3940] lr: 1.193e-02, eta: 1 day, 10:56:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9731, loss_cls: 3.1891, loss: 3.1891 +2025-05-05 09:24:36,758 - pyskl - INFO - Epoch [78][800/3940] lr: 1.192e-02, eta: 1 day, 10:55:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 3.1264, loss: 3.1264 +2025-05-05 09:25:20,369 - pyskl - INFO - Epoch [78][900/3940] lr: 1.192e-02, eta: 1 day, 10:54:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 3.2014, loss: 3.2014 +2025-05-05 09:26:03,893 - pyskl - INFO - Epoch [78][1000/3940] lr: 1.191e-02, eta: 1 day, 10:54:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 3.0916, loss: 3.0916 +2025-05-05 09:26:47,360 - pyskl - INFO - Epoch [78][1100/3940] lr: 1.190e-02, eta: 1 day, 10:53:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 3.1031, loss: 3.1031 +2025-05-05 09:27:30,859 - pyskl - INFO - Epoch [78][1200/3940] lr: 1.190e-02, eta: 1 day, 10:52:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 3.0806, loss: 3.0806 +2025-05-05 09:28:14,503 - pyskl - INFO - Epoch [78][1300/3940] lr: 1.189e-02, eta: 1 day, 10:51:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 3.0383, loss: 3.0383 +2025-05-05 09:28:57,972 - pyskl - INFO - Epoch [78][1400/3940] lr: 1.188e-02, eta: 1 day, 10:51:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9706, loss_cls: 3.2141, loss: 3.2141 +2025-05-05 09:29:41,448 - pyskl - INFO - Epoch [78][1500/3940] lr: 1.188e-02, eta: 1 day, 10:50:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 3.1939, loss: 3.1939 +2025-05-05 09:30:24,972 - pyskl - INFO - Epoch [78][1600/3940] lr: 1.187e-02, eta: 1 day, 10:49:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 3.1297, loss: 3.1297 +2025-05-05 09:31:08,451 - pyskl - INFO - Epoch [78][1700/3940] lr: 1.186e-02, eta: 1 day, 10:48:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 3.2195, loss: 3.2195 +2025-05-05 09:31:51,927 - pyskl - INFO - Epoch [78][1800/3940] lr: 1.186e-02, eta: 1 day, 10:48:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 3.1991, loss: 3.1991 +2025-05-05 09:32:35,438 - pyskl - INFO - Epoch [78][1900/3940] lr: 1.185e-02, eta: 1 day, 10:47:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9719, loss_cls: 3.2027, loss: 3.2027 +2025-05-05 09:33:18,969 - pyskl - INFO - Epoch [78][2000/3940] lr: 1.184e-02, eta: 1 day, 10:46:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 3.1308, loss: 3.1308 +2025-05-05 09:34:02,454 - pyskl - INFO - Epoch [78][2100/3940] lr: 1.184e-02, eta: 1 day, 10:45:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 3.2466, loss: 3.2466 +2025-05-05 09:34:45,927 - pyskl - INFO - Epoch [78][2200/3940] lr: 1.183e-02, eta: 1 day, 10:45:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 3.0778, loss: 3.0778 +2025-05-05 09:35:29,376 - pyskl - INFO - Epoch [78][2300/3940] lr: 1.182e-02, eta: 1 day, 10:44:28, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9606, loss_cls: 3.3532, loss: 3.3532 +2025-05-05 09:36:12,869 - pyskl - INFO - Epoch [78][2400/3940] lr: 1.182e-02, eta: 1 day, 10:43:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9731, loss_cls: 3.0631, loss: 3.0631 +2025-05-05 09:36:56,293 - pyskl - INFO - Epoch [78][2500/3940] lr: 1.181e-02, eta: 1 day, 10:43:00, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9706, loss_cls: 3.2211, loss: 3.2211 +2025-05-05 09:37:39,725 - pyskl - INFO - Epoch [78][2600/3940] lr: 1.180e-02, eta: 1 day, 10:42:16, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9719, loss_cls: 3.1729, loss: 3.1729 +2025-05-05 09:38:23,152 - pyskl - INFO - Epoch [78][2700/3940] lr: 1.180e-02, eta: 1 day, 10:41:32, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.2401, loss: 3.2401 +2025-05-05 09:39:06,611 - pyskl - INFO - Epoch [78][2800/3940] lr: 1.179e-02, eta: 1 day, 10:40:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 3.2568, loss: 3.2568 +2025-05-05 09:39:50,087 - pyskl - INFO - Epoch [78][2900/3940] lr: 1.178e-02, eta: 1 day, 10:40:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 3.2139, loss: 3.2139 +2025-05-05 09:40:33,530 - pyskl - INFO - Epoch [78][3000/3940] lr: 1.178e-02, eta: 1 day, 10:39:19, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 3.2027, loss: 3.2027 +2025-05-05 09:41:16,958 - pyskl - INFO - Epoch [78][3100/3940] lr: 1.177e-02, eta: 1 day, 10:38:35, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 3.2137, loss: 3.2137 +2025-05-05 09:42:00,407 - pyskl - INFO - Epoch [78][3200/3940] lr: 1.176e-02, eta: 1 day, 10:37:51, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.2755, loss: 3.2755 +2025-05-05 09:42:43,960 - pyskl - INFO - Epoch [78][3300/3940] lr: 1.176e-02, eta: 1 day, 10:37:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 3.2306, loss: 3.2306 +2025-05-05 09:43:27,689 - pyskl - INFO - Epoch [78][3400/3940] lr: 1.175e-02, eta: 1 day, 10:36:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 3.1861, loss: 3.1861 +2025-05-05 09:44:11,351 - pyskl - INFO - Epoch [78][3500/3940] lr: 1.174e-02, eta: 1 day, 10:35:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9750, loss_cls: 3.1222, loss: 3.1222 +2025-05-05 09:44:54,787 - pyskl - INFO - Epoch [78][3600/3940] lr: 1.174e-02, eta: 1 day, 10:34:54, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.2228, loss: 3.2228 +2025-05-05 09:45:38,288 - pyskl - INFO - Epoch [78][3700/3940] lr: 1.173e-02, eta: 1 day, 10:34:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 3.2389, loss: 3.2389 +2025-05-05 09:46:21,889 - pyskl - INFO - Epoch [78][3800/3940] lr: 1.172e-02, eta: 1 day, 10:33:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9706, loss_cls: 3.1907, loss: 3.1907 +2025-05-05 09:47:05,464 - pyskl - INFO - Epoch [78][3900/3940] lr: 1.172e-02, eta: 1 day, 10:32:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9694, loss_cls: 3.2900, loss: 3.2900 +2025-05-05 09:47:23,217 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-05-05 09:50:46,916 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 09:50:47,378 - pyskl - INFO - +top1_acc 0.7468 +top5_acc 0.9480 +2025-05-05 09:50:47,395 - pyskl - INFO - Epoch(val) [78][3183] top1_acc: 0.7468, top5_acc: 0.9480 +2025-05-05 09:51:55,968 - pyskl - INFO - Epoch [79][100/3940] lr: 1.171e-02, eta: 1 day, 10:31:47, time: 0.686, data_time: 0.250, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 3.1668, loss: 3.1668 +2025-05-05 09:52:39,507 - pyskl - INFO - Epoch [79][200/3940] lr: 1.170e-02, eta: 1 day, 10:31:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 3.1214, loss: 3.1214 +2025-05-05 09:53:23,128 - pyskl - INFO - Epoch [79][300/3940] lr: 1.170e-02, eta: 1 day, 10:30:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 3.2007, loss: 3.2007 +2025-05-05 09:54:06,663 - pyskl - INFO - Epoch [79][400/3940] lr: 1.169e-02, eta: 1 day, 10:29:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 3.0737, loss: 3.0737 +2025-05-05 09:54:50,178 - pyskl - INFO - Epoch [79][500/3940] lr: 1.168e-02, eta: 1 day, 10:28:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 2.9809, loss: 2.9809 +2025-05-05 09:55:33,708 - pyskl - INFO - Epoch [79][600/3940] lr: 1.168e-02, eta: 1 day, 10:28:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 3.1706, loss: 3.1706 +2025-05-05 09:56:17,243 - pyskl - INFO - Epoch [79][700/3940] lr: 1.167e-02, eta: 1 day, 10:27:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 3.1461, loss: 3.1461 +2025-05-05 09:57:00,817 - pyskl - INFO - Epoch [79][800/3940] lr: 1.166e-02, eta: 1 day, 10:26:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 3.0694, loss: 3.0694 +2025-05-05 09:57:44,501 - pyskl - INFO - Epoch [79][900/3940] lr: 1.166e-02, eta: 1 day, 10:25:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 3.0173, loss: 3.0173 +2025-05-05 09:58:28,126 - pyskl - INFO - Epoch [79][1000/3940] lr: 1.165e-02, eta: 1 day, 10:25:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 3.1162, loss: 3.1162 +2025-05-05 09:59:11,764 - pyskl - INFO - Epoch [79][1100/3940] lr: 1.164e-02, eta: 1 day, 10:24:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9744, loss_cls: 3.2024, loss: 3.2024 +2025-05-05 09:59:55,405 - pyskl - INFO - Epoch [79][1200/3940] lr: 1.164e-02, eta: 1 day, 10:23:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 3.1345, loss: 3.1345 +2025-05-05 10:00:38,991 - pyskl - INFO - Epoch [79][1300/3940] lr: 1.163e-02, eta: 1 day, 10:22:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 3.2360, loss: 3.2360 +2025-05-05 10:01:22,637 - pyskl - INFO - Epoch [79][1400/3940] lr: 1.162e-02, eta: 1 day, 10:22:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 3.1118, loss: 3.1118 +2025-05-05 10:02:06,309 - pyskl - INFO - Epoch [79][1500/3940] lr: 1.162e-02, eta: 1 day, 10:21:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.2153, loss: 3.2153 +2025-05-05 10:02:49,856 - pyskl - INFO - Epoch [79][1600/3940] lr: 1.161e-02, eta: 1 day, 10:20:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 3.3229, loss: 3.3229 +2025-05-05 10:03:33,394 - pyskl - INFO - Epoch [79][1700/3940] lr: 1.160e-02, eta: 1 day, 10:20:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 3.1046, loss: 3.1046 +2025-05-05 10:04:16,901 - pyskl - INFO - Epoch [79][1800/3940] lr: 1.160e-02, eta: 1 day, 10:19:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.3230, loss: 3.3230 +2025-05-05 10:05:00,538 - pyskl - INFO - Epoch [79][1900/3940] lr: 1.159e-02, eta: 1 day, 10:18:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 3.1628, loss: 3.1628 +2025-05-05 10:05:44,040 - pyskl - INFO - Epoch [79][2000/3940] lr: 1.158e-02, eta: 1 day, 10:17:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9762, loss_cls: 3.1325, loss: 3.1325 +2025-05-05 10:06:27,608 - pyskl - INFO - Epoch [79][2100/3940] lr: 1.158e-02, eta: 1 day, 10:17:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.1870, loss: 3.1870 +2025-05-05 10:07:11,126 - pyskl - INFO - Epoch [79][2200/3940] lr: 1.157e-02, eta: 1 day, 10:16:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 3.0952, loss: 3.0952 +2025-05-05 10:07:54,748 - pyskl - INFO - Epoch [79][2300/3940] lr: 1.156e-02, eta: 1 day, 10:15:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9712, loss_cls: 3.3201, loss: 3.3201 +2025-05-05 10:08:38,321 - pyskl - INFO - Epoch [79][2400/3940] lr: 1.156e-02, eta: 1 day, 10:14:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 3.1562, loss: 3.1562 +2025-05-05 10:09:21,883 - pyskl - INFO - Epoch [79][2500/3940] lr: 1.155e-02, eta: 1 day, 10:14:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 3.1027, loss: 3.1027 +2025-05-05 10:10:05,367 - pyskl - INFO - Epoch [79][2600/3940] lr: 1.154e-02, eta: 1 day, 10:13:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 3.1567, loss: 3.1567 +2025-05-05 10:10:48,959 - pyskl - INFO - Epoch [79][2700/3940] lr: 1.154e-02, eta: 1 day, 10:12:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 3.1249, loss: 3.1249 +2025-05-05 10:11:32,546 - pyskl - INFO - Epoch [79][2800/3940] lr: 1.153e-02, eta: 1 day, 10:11:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 3.0926, loss: 3.0926 +2025-05-05 10:12:16,263 - pyskl - INFO - Epoch [79][2900/3940] lr: 1.152e-02, eta: 1 day, 10:11:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 3.1476, loss: 3.1476 +2025-05-05 10:12:59,964 - pyskl - INFO - Epoch [79][3000/3940] lr: 1.152e-02, eta: 1 day, 10:10:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9719, loss_cls: 3.2121, loss: 3.2121 +2025-05-05 10:13:43,556 - pyskl - INFO - Epoch [79][3100/3940] lr: 1.151e-02, eta: 1 day, 10:09:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 3.2696, loss: 3.2696 +2025-05-05 10:14:27,124 - pyskl - INFO - Epoch [79][3200/3940] lr: 1.150e-02, eta: 1 day, 10:09:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 3.2813, loss: 3.2813 +2025-05-05 10:15:10,648 - pyskl - INFO - Epoch [79][3300/3940] lr: 1.150e-02, eta: 1 day, 10:08:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9725, loss_cls: 3.1895, loss: 3.1895 +2025-05-05 10:15:54,196 - pyskl - INFO - Epoch [79][3400/3940] lr: 1.149e-02, eta: 1 day, 10:07:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 3.1954, loss: 3.1954 +2025-05-05 10:16:37,842 - pyskl - INFO - Epoch [79][3500/3940] lr: 1.148e-02, eta: 1 day, 10:06:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 3.2332, loss: 3.2332 +2025-05-05 10:17:21,460 - pyskl - INFO - Epoch [79][3600/3940] lr: 1.148e-02, eta: 1 day, 10:06:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 3.0322, loss: 3.0322 +2025-05-05 10:18:04,982 - pyskl - INFO - Epoch [79][3700/3940] lr: 1.147e-02, eta: 1 day, 10:05:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 3.2006, loss: 3.2006 +2025-05-05 10:18:48,527 - pyskl - INFO - Epoch [79][3800/3940] lr: 1.146e-02, eta: 1 day, 10:04:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9725, loss_cls: 3.1612, loss: 3.1612 +2025-05-05 10:19:32,103 - pyskl - INFO - Epoch [79][3900/3940] lr: 1.146e-02, eta: 1 day, 10:03:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 3.2588, loss: 3.2588 +2025-05-05 10:19:49,901 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-05-05 10:23:14,162 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 10:23:14,634 - pyskl - INFO - +top1_acc 0.7358 +top5_acc 0.9323 +2025-05-05 10:23:14,652 - pyskl - INFO - Epoch(val) [79][3183] top1_acc: 0.7358, top5_acc: 0.9323 +2025-05-05 10:24:23,063 - pyskl - INFO - Epoch [80][100/3940] lr: 1.145e-02, eta: 1 day, 10:02:58, time: 0.684, data_time: 0.249, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9712, loss_cls: 3.1736, loss: 3.1736 +2025-05-05 10:25:06,545 - pyskl - INFO - Epoch [80][200/3940] lr: 1.144e-02, eta: 1 day, 10:02:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.9798, loss: 2.9798 +2025-05-05 10:25:50,049 - pyskl - INFO - Epoch [80][300/3940] lr: 1.143e-02, eta: 1 day, 10:01:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9825, loss_cls: 2.9355, loss: 2.9355 +2025-05-05 10:26:33,493 - pyskl - INFO - Epoch [80][400/3940] lr: 1.143e-02, eta: 1 day, 10:00:46, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 3.0950, loss: 3.0950 +2025-05-05 10:27:16,970 - pyskl - INFO - Epoch [80][500/3940] lr: 1.142e-02, eta: 1 day, 10:00:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 3.0147, loss: 3.0147 +2025-05-05 10:28:00,489 - pyskl - INFO - Epoch [80][600/3940] lr: 1.141e-02, eta: 1 day, 9:59:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 3.0409, loss: 3.0409 +2025-05-05 10:28:44,033 - pyskl - INFO - Epoch [80][700/3940] lr: 1.141e-02, eta: 1 day, 9:58:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 3.1146, loss: 3.1146 +2025-05-05 10:29:27,537 - pyskl - INFO - Epoch [80][800/3940] lr: 1.140e-02, eta: 1 day, 9:57:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9756, loss_cls: 3.1938, loss: 3.1938 +2025-05-05 10:30:11,066 - pyskl - INFO - Epoch [80][900/3940] lr: 1.139e-02, eta: 1 day, 9:57:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 3.1591, loss: 3.1591 +2025-05-05 10:30:54,764 - pyskl - INFO - Epoch [80][1000/3940] lr: 1.139e-02, eta: 1 day, 9:56:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 3.0869, loss: 3.0869 +2025-05-05 10:31:38,315 - pyskl - INFO - Epoch [80][1100/3940] lr: 1.138e-02, eta: 1 day, 9:55:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 3.1780, loss: 3.1780 +2025-05-05 10:32:21,846 - pyskl - INFO - Epoch [80][1200/3940] lr: 1.137e-02, eta: 1 day, 9:54:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 3.1447, loss: 3.1447 +2025-05-05 10:33:05,369 - pyskl - INFO - Epoch [80][1300/3940] lr: 1.137e-02, eta: 1 day, 9:54:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 3.0378, loss: 3.0378 +2025-05-05 10:33:48,876 - pyskl - INFO - Epoch [80][1400/3940] lr: 1.136e-02, eta: 1 day, 9:53:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 3.1217, loss: 3.1217 +2025-05-05 10:34:32,428 - pyskl - INFO - Epoch [80][1500/3940] lr: 1.135e-02, eta: 1 day, 9:52:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 3.1611, loss: 3.1611 +2025-05-05 10:35:16,017 - pyskl - INFO - Epoch [80][1600/3940] lr: 1.135e-02, eta: 1 day, 9:51:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 3.1319, loss: 3.1319 +2025-05-05 10:35:59,573 - pyskl - INFO - Epoch [80][1700/3940] lr: 1.134e-02, eta: 1 day, 9:51:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 3.2044, loss: 3.2044 +2025-05-05 10:36:43,058 - pyskl - INFO - Epoch [80][1800/3940] lr: 1.133e-02, eta: 1 day, 9:50:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 3.1421, loss: 3.1421 +2025-05-05 10:37:26,554 - pyskl - INFO - Epoch [80][1900/3940] lr: 1.133e-02, eta: 1 day, 9:49:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 3.2271, loss: 3.2271 +2025-05-05 10:38:10,063 - pyskl - INFO - Epoch [80][2000/3940] lr: 1.132e-02, eta: 1 day, 9:49:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 3.2163, loss: 3.2163 +2025-05-05 10:38:53,544 - pyskl - INFO - Epoch [80][2100/3940] lr: 1.132e-02, eta: 1 day, 9:48:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 3.0671, loss: 3.0671 +2025-05-05 10:39:37,017 - pyskl - INFO - Epoch [80][2200/3940] lr: 1.131e-02, eta: 1 day, 9:47:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9844, loss_cls: 3.1701, loss: 3.1701 +2025-05-05 10:40:20,492 - pyskl - INFO - Epoch [80][2300/3940] lr: 1.130e-02, eta: 1 day, 9:46:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.2292, loss: 3.2292 +2025-05-05 10:41:03,953 - pyskl - INFO - Epoch [80][2400/3940] lr: 1.130e-02, eta: 1 day, 9:46:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9719, loss_cls: 3.2370, loss: 3.2370 +2025-05-05 10:41:47,479 - pyskl - INFO - Epoch [80][2500/3940] lr: 1.129e-02, eta: 1 day, 9:45:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 3.1184, loss: 3.1184 +2025-05-05 10:42:31,258 - pyskl - INFO - Epoch [80][2600/3940] lr: 1.128e-02, eta: 1 day, 9:44:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 3.1637, loss: 3.1637 +2025-05-05 10:43:14,785 - pyskl - INFO - Epoch [80][2700/3940] lr: 1.128e-02, eta: 1 day, 9:43:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 3.1147, loss: 3.1147 +2025-05-05 10:43:58,261 - pyskl - INFO - Epoch [80][2800/3940] lr: 1.127e-02, eta: 1 day, 9:43:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9694, loss_cls: 3.2485, loss: 3.2485 +2025-05-05 10:44:41,821 - pyskl - INFO - Epoch [80][2900/3940] lr: 1.126e-02, eta: 1 day, 9:42:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 3.1591, loss: 3.1591 +2025-05-05 10:45:25,326 - pyskl - INFO - Epoch [80][3000/3940] lr: 1.126e-02, eta: 1 day, 9:41:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 3.2098, loss: 3.2098 +2025-05-05 10:46:08,957 - pyskl - INFO - Epoch [80][3100/3940] lr: 1.125e-02, eta: 1 day, 9:40:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9706, loss_cls: 3.2148, loss: 3.2148 +2025-05-05 10:46:52,546 - pyskl - INFO - Epoch [80][3200/3940] lr: 1.124e-02, eta: 1 day, 9:40:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 3.0673, loss: 3.0673 +2025-05-05 10:47:36,067 - pyskl - INFO - Epoch [80][3300/3940] lr: 1.124e-02, eta: 1 day, 9:39:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 3.2263, loss: 3.2263 +2025-05-05 10:48:19,643 - pyskl - INFO - Epoch [80][3400/3940] lr: 1.123e-02, eta: 1 day, 9:38:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9725, loss_cls: 3.1181, loss: 3.1181 +2025-05-05 10:49:03,091 - pyskl - INFO - Epoch [80][3500/3940] lr: 1.122e-02, eta: 1 day, 9:37:59, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 3.2185, loss: 3.2185 +2025-05-05 10:49:46,516 - pyskl - INFO - Epoch [80][3600/3940] lr: 1.122e-02, eta: 1 day, 9:37:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 3.1778, loss: 3.1778 +2025-05-05 10:50:30,138 - pyskl - INFO - Epoch [80][3700/3940] lr: 1.121e-02, eta: 1 day, 9:36:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 3.1714, loss: 3.1714 +2025-05-05 10:51:13,549 - pyskl - INFO - Epoch [80][3800/3940] lr: 1.120e-02, eta: 1 day, 9:35:46, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 3.0558, loss: 3.0558 +2025-05-05 10:51:56,919 - pyskl - INFO - Epoch [80][3900/3940] lr: 1.120e-02, eta: 1 day, 9:35:02, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 3.0924, loss: 3.0924 +2025-05-05 10:52:14,617 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-05-05 10:55:38,553 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 10:55:39,018 - pyskl - INFO - +top1_acc 0.7552 +top5_acc 0.9404 +2025-05-05 10:55:39,035 - pyskl - INFO - Epoch(val) [80][3183] top1_acc: 0.7552, top5_acc: 0.9404 +2025-05-05 10:56:47,458 - pyskl - INFO - Epoch [81][100/3940] lr: 1.119e-02, eta: 1 day, 9:34:07, time: 0.684, data_time: 0.248, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9775, loss_cls: 3.0241, loss: 3.0241 +2025-05-05 10:57:30,955 - pyskl - INFO - Epoch [81][200/3940] lr: 1.118e-02, eta: 1 day, 9:33:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 3.0285, loss: 3.0285 +2025-05-05 10:58:14,664 - pyskl - INFO - Epoch [81][300/3940] lr: 1.117e-02, eta: 1 day, 9:32:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 3.0255, loss: 3.0255 +2025-05-05 10:58:58,250 - pyskl - INFO - Epoch [81][400/3940] lr: 1.117e-02, eta: 1 day, 9:31:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9806, loss_cls: 2.9726, loss: 2.9726 +2025-05-05 10:59:41,848 - pyskl - INFO - Epoch [81][500/3940] lr: 1.116e-02, eta: 1 day, 9:31:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.1170, loss: 3.1170 +2025-05-05 11:00:25,453 - pyskl - INFO - Epoch [81][600/3940] lr: 1.115e-02, eta: 1 day, 9:30:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 3.1814, loss: 3.1814 +2025-05-05 11:01:09,055 - pyskl - INFO - Epoch [81][700/3940] lr: 1.115e-02, eta: 1 day, 9:29:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 3.1796, loss: 3.1796 +2025-05-05 11:01:52,554 - pyskl - INFO - Epoch [81][800/3940] lr: 1.114e-02, eta: 1 day, 9:28:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 3.0938, loss: 3.0938 +2025-05-05 11:02:36,102 - pyskl - INFO - Epoch [81][900/3940] lr: 1.113e-02, eta: 1 day, 9:28:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9750, loss_cls: 3.1176, loss: 3.1176 +2025-05-05 11:03:19,693 - pyskl - INFO - Epoch [81][1000/3940] lr: 1.113e-02, eta: 1 day, 9:27:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 3.0732, loss: 3.0732 +2025-05-05 11:04:03,203 - pyskl - INFO - Epoch [81][1100/3940] lr: 1.112e-02, eta: 1 day, 9:26:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 3.0460, loss: 3.0460 +2025-05-05 11:04:46,708 - pyskl - INFO - Epoch [81][1200/3940] lr: 1.111e-02, eta: 1 day, 9:26:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.9542, loss: 2.9542 +2025-05-05 11:05:30,288 - pyskl - INFO - Epoch [81][1300/3940] lr: 1.111e-02, eta: 1 day, 9:25:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 3.0263, loss: 3.0263 +2025-05-05 11:06:13,741 - pyskl - INFO - Epoch [81][1400/3940] lr: 1.110e-02, eta: 1 day, 9:24:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.1038, loss: 3.1038 +2025-05-05 11:06:57,258 - pyskl - INFO - Epoch [81][1500/3940] lr: 1.109e-02, eta: 1 day, 9:23:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 3.1904, loss: 3.1904 +2025-05-05 11:07:40,851 - pyskl - INFO - Epoch [81][1600/3940] lr: 1.109e-02, eta: 1 day, 9:23:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.2123, loss: 3.2123 +2025-05-05 11:08:24,549 - pyskl - INFO - Epoch [81][1700/3940] lr: 1.108e-02, eta: 1 day, 9:22:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9738, loss_cls: 3.1981, loss: 3.1981 +2025-05-05 11:09:08,225 - pyskl - INFO - Epoch [81][1800/3940] lr: 1.107e-02, eta: 1 day, 9:21:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 3.1897, loss: 3.1897 +2025-05-05 11:09:51,767 - pyskl - INFO - Epoch [81][1900/3940] lr: 1.107e-02, eta: 1 day, 9:20:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 3.0644, loss: 3.0644 +2025-05-05 11:10:35,353 - pyskl - INFO - Epoch [81][2000/3940] lr: 1.106e-02, eta: 1 day, 9:20:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 3.1537, loss: 3.1537 +2025-05-05 11:11:18,945 - pyskl - INFO - Epoch [81][2100/3940] lr: 1.105e-02, eta: 1 day, 9:19:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 3.0830, loss: 3.0830 +2025-05-05 11:12:02,534 - pyskl - INFO - Epoch [81][2200/3940] lr: 1.105e-02, eta: 1 day, 9:18:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 2.9007, loss: 2.9007 +2025-05-05 11:12:46,303 - pyskl - INFO - Epoch [81][2300/3940] lr: 1.104e-02, eta: 1 day, 9:17:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 3.0536, loss: 3.0536 +2025-05-05 11:13:30,173 - pyskl - INFO - Epoch [81][2400/3940] lr: 1.103e-02, eta: 1 day, 9:17:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9775, loss_cls: 3.0132, loss: 3.0132 +2025-05-05 11:14:13,990 - pyskl - INFO - Epoch [81][2500/3940] lr: 1.103e-02, eta: 1 day, 9:16:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 3.1519, loss: 3.1519 +2025-05-05 11:14:57,775 - pyskl - INFO - Epoch [81][2600/3940] lr: 1.102e-02, eta: 1 day, 9:15:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 3.0375, loss: 3.0375 +2025-05-05 11:15:41,492 - pyskl - INFO - Epoch [81][2700/3940] lr: 1.102e-02, eta: 1 day, 9:15:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 3.2047, loss: 3.2047 +2025-05-05 11:16:25,150 - pyskl - INFO - Epoch [81][2800/3940] lr: 1.101e-02, eta: 1 day, 9:14:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 3.1830, loss: 3.1830 +2025-05-05 11:17:08,740 - pyskl - INFO - Epoch [81][2900/3940] lr: 1.100e-02, eta: 1 day, 9:13:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 3.0808, loss: 3.0808 +2025-05-05 11:17:52,396 - pyskl - INFO - Epoch [81][3000/3940] lr: 1.100e-02, eta: 1 day, 9:12:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.1417, loss: 3.1417 +2025-05-05 11:18:35,993 - pyskl - INFO - Epoch [81][3100/3940] lr: 1.099e-02, eta: 1 day, 9:12:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 3.0244, loss: 3.0244 +2025-05-05 11:19:19,633 - pyskl - INFO - Epoch [81][3200/3940] lr: 1.098e-02, eta: 1 day, 9:11:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 3.0458, loss: 3.0458 +2025-05-05 11:20:03,378 - pyskl - INFO - Epoch [81][3300/3940] lr: 1.098e-02, eta: 1 day, 9:10:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 3.2751, loss: 3.2751 +2025-05-05 11:20:46,923 - pyskl - INFO - Epoch [81][3400/3940] lr: 1.097e-02, eta: 1 day, 9:09:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.2750, loss: 3.2750 +2025-05-05 11:21:30,463 - pyskl - INFO - Epoch [81][3500/3940] lr: 1.096e-02, eta: 1 day, 9:09:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 3.2024, loss: 3.2024 +2025-05-05 11:22:13,964 - pyskl - INFO - Epoch [81][3600/3940] lr: 1.096e-02, eta: 1 day, 9:08:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9700, loss_cls: 3.2662, loss: 3.2662 +2025-05-05 11:22:57,483 - pyskl - INFO - Epoch [81][3700/3940] lr: 1.095e-02, eta: 1 day, 9:07:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 3.1953, loss: 3.1953 +2025-05-05 11:23:41,096 - pyskl - INFO - Epoch [81][3800/3940] lr: 1.094e-02, eta: 1 day, 9:06:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9719, loss_cls: 3.1296, loss: 3.1296 +2025-05-05 11:24:24,667 - pyskl - INFO - Epoch [81][3900/3940] lr: 1.094e-02, eta: 1 day, 9:06:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.1212, loss: 3.1212 +2025-05-05 11:24:42,483 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-05-05 11:28:06,435 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 11:28:06,900 - pyskl - INFO - +top1_acc 0.7580 +top5_acc 0.9478 +2025-05-05 11:28:06,916 - pyskl - INFO - Epoch(val) [81][3183] top1_acc: 0.7580, top5_acc: 0.9478 +2025-05-05 11:29:15,387 - pyskl - INFO - Epoch [82][100/3940] lr: 1.093e-02, eta: 1 day, 9:05:19, time: 0.685, data_time: 0.248, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.7975, loss: 2.7975 +2025-05-05 11:29:59,114 - pyskl - INFO - Epoch [82][200/3940] lr: 1.092e-02, eta: 1 day, 9:04:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 2.9005, loss: 2.9005 +2025-05-05 11:30:42,926 - pyskl - INFO - Epoch [82][300/3940] lr: 1.091e-02, eta: 1 day, 9:03:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.9034, loss: 2.9034 +2025-05-05 11:31:26,619 - pyskl - INFO - Epoch [82][400/3940] lr: 1.091e-02, eta: 1 day, 9:03:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 3.0934, loss: 3.0934 +2025-05-05 11:32:10,219 - pyskl - INFO - Epoch [82][500/3940] lr: 1.090e-02, eta: 1 day, 9:02:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 3.0827, loss: 3.0827 +2025-05-05 11:32:53,858 - pyskl - INFO - Epoch [82][600/3940] lr: 1.089e-02, eta: 1 day, 9:01:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9775, loss_cls: 3.0421, loss: 3.0421 +2025-05-05 11:33:37,372 - pyskl - INFO - Epoch [82][700/3940] lr: 1.089e-02, eta: 1 day, 9:00:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 3.1272, loss: 3.1272 +2025-05-05 11:34:20,881 - pyskl - INFO - Epoch [82][800/3940] lr: 1.088e-02, eta: 1 day, 9:00:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9700, loss_cls: 3.0855, loss: 3.0855 +2025-05-05 11:35:04,515 - pyskl - INFO - Epoch [82][900/3940] lr: 1.087e-02, eta: 1 day, 8:59:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 3.0495, loss: 3.0495 +2025-05-05 11:35:48,040 - pyskl - INFO - Epoch [82][1000/3940] lr: 1.087e-02, eta: 1 day, 8:58:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 3.0797, loss: 3.0797 +2025-05-05 11:36:31,740 - pyskl - INFO - Epoch [82][1100/3940] lr: 1.086e-02, eta: 1 day, 8:57:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9875, loss_cls: 3.0875, loss: 3.0875 +2025-05-05 11:37:15,360 - pyskl - INFO - Epoch [82][1200/3940] lr: 1.085e-02, eta: 1 day, 8:57:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 3.1573, loss: 3.1573 +2025-05-05 11:37:58,976 - pyskl - INFO - Epoch [82][1300/3940] lr: 1.085e-02, eta: 1 day, 8:56:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 2.9925, loss: 2.9925 +2025-05-05 11:38:42,906 - pyskl - INFO - Epoch [82][1400/3940] lr: 1.084e-02, eta: 1 day, 8:55:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9831, loss_cls: 3.1497, loss: 3.1497 +2025-05-05 11:39:26,744 - pyskl - INFO - Epoch [82][1500/3940] lr: 1.083e-02, eta: 1 day, 8:55:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 3.1376, loss: 3.1376 +2025-05-05 11:40:10,436 - pyskl - INFO - Epoch [82][1600/3940] lr: 1.083e-02, eta: 1 day, 8:54:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.1386, loss: 3.1386 +2025-05-05 11:40:54,098 - pyskl - INFO - Epoch [82][1700/3940] lr: 1.082e-02, eta: 1 day, 8:53:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 3.0786, loss: 3.0786 +2025-05-05 11:41:37,574 - pyskl - INFO - Epoch [82][1800/3940] lr: 1.081e-02, eta: 1 day, 8:52:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 3.1867, loss: 3.1867 +2025-05-05 11:42:21,335 - pyskl - INFO - Epoch [82][1900/3940] lr: 1.081e-02, eta: 1 day, 8:52:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 3.0966, loss: 3.0966 +2025-05-05 11:43:05,069 - pyskl - INFO - Epoch [82][2000/3940] lr: 1.080e-02, eta: 1 day, 8:51:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 3.0494, loss: 3.0494 +2025-05-05 11:43:48,760 - pyskl - INFO - Epoch [82][2100/3940] lr: 1.080e-02, eta: 1 day, 8:50:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 3.1377, loss: 3.1377 +2025-05-05 11:44:32,567 - pyskl - INFO - Epoch [82][2200/3940] lr: 1.079e-02, eta: 1 day, 8:49:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 3.1417, loss: 3.1417 +2025-05-05 11:45:16,110 - pyskl - INFO - Epoch [82][2300/3940] lr: 1.078e-02, eta: 1 day, 8:49:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9712, loss_cls: 3.0876, loss: 3.0876 +2025-05-05 11:45:59,607 - pyskl - INFO - Epoch [82][2400/3940] lr: 1.078e-02, eta: 1 day, 8:48:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.2236, loss: 3.2236 +2025-05-05 11:46:43,217 - pyskl - INFO - Epoch [82][2500/3940] lr: 1.077e-02, eta: 1 day, 8:47:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 3.1377, loss: 3.1377 +2025-05-05 11:47:26,766 - pyskl - INFO - Epoch [82][2600/3940] lr: 1.076e-02, eta: 1 day, 8:46:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9681, loss_cls: 3.2709, loss: 3.2709 +2025-05-05 11:48:10,235 - pyskl - INFO - Epoch [82][2700/3940] lr: 1.076e-02, eta: 1 day, 8:46:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9819, loss_cls: 3.2102, loss: 3.2102 +2025-05-05 11:48:53,734 - pyskl - INFO - Epoch [82][2800/3940] lr: 1.075e-02, eta: 1 day, 8:45:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9688, loss_cls: 3.1183, loss: 3.1183 +2025-05-05 11:49:37,424 - pyskl - INFO - Epoch [82][2900/3940] lr: 1.074e-02, eta: 1 day, 8:44:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9750, loss_cls: 3.0805, loss: 3.0805 +2025-05-05 11:50:21,062 - pyskl - INFO - Epoch [82][3000/3940] lr: 1.074e-02, eta: 1 day, 8:44:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 3.1693, loss: 3.1693 +2025-05-05 11:51:04,610 - pyskl - INFO - Epoch [82][3100/3940] lr: 1.073e-02, eta: 1 day, 8:43:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 3.0833, loss: 3.0833 +2025-05-05 11:51:48,041 - pyskl - INFO - Epoch [82][3200/3940] lr: 1.072e-02, eta: 1 day, 8:42:35, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 3.0957, loss: 3.0957 +2025-05-05 11:52:31,472 - pyskl - INFO - Epoch [82][3300/3940] lr: 1.072e-02, eta: 1 day, 8:41:50, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 3.1946, loss: 3.1946 +2025-05-05 11:53:15,009 - pyskl - INFO - Epoch [82][3400/3940] lr: 1.071e-02, eta: 1 day, 8:41:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 3.0341, loss: 3.0341 +2025-05-05 11:53:58,539 - pyskl - INFO - Epoch [82][3500/3940] lr: 1.070e-02, eta: 1 day, 8:40:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 3.1211, loss: 3.1211 +2025-05-05 11:54:41,994 - pyskl - INFO - Epoch [82][3600/3940] lr: 1.070e-02, eta: 1 day, 8:39:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 3.0424, loss: 3.0424 +2025-05-05 11:55:25,937 - pyskl - INFO - Epoch [82][3700/3940] lr: 1.069e-02, eta: 1 day, 8:38:54, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 3.3020, loss: 3.3020 +2025-05-05 11:56:09,770 - pyskl - INFO - Epoch [82][3800/3940] lr: 1.068e-02, eta: 1 day, 8:38:11, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 3.1903, loss: 3.1903 +2025-05-05 11:56:53,266 - pyskl - INFO - Epoch [82][3900/3940] lr: 1.068e-02, eta: 1 day, 8:37:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9769, loss_cls: 3.0553, loss: 3.0553 +2025-05-05 11:57:11,008 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-05-05 12:00:33,203 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 12:00:33,682 - pyskl - INFO - +top1_acc 0.7780 +top5_acc 0.9551 +2025-05-05 12:00:33,737 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_74.pth was removed +2025-05-05 12:00:34,790 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_82.pth. +2025-05-05 12:00:34,792 - pyskl - INFO - Best top1_acc is 0.7780 at 82 epoch. +2025-05-05 12:00:34,809 - pyskl - INFO - Epoch(val) [82][3183] top1_acc: 0.7780, top5_acc: 0.9551 +2025-05-05 12:01:43,336 - pyskl - INFO - Epoch [83][100/3940] lr: 1.067e-02, eta: 1 day, 8:36:31, time: 0.685, data_time: 0.249, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9812, loss_cls: 2.8668, loss: 2.8668 +2025-05-05 12:02:26,837 - pyskl - INFO - Epoch [83][200/3940] lr: 1.066e-02, eta: 1 day, 8:35:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 3.0294, loss: 3.0294 +2025-05-05 12:03:10,343 - pyskl - INFO - Epoch [83][300/3940] lr: 1.065e-02, eta: 1 day, 8:35:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 3.0097, loss: 3.0097 +2025-05-05 12:03:53,835 - pyskl - INFO - Epoch [83][400/3940] lr: 1.065e-02, eta: 1 day, 8:34:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.9001, loss: 2.9001 +2025-05-05 12:04:37,348 - pyskl - INFO - Epoch [83][500/3940] lr: 1.064e-02, eta: 1 day, 8:33:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 3.1088, loss: 3.1088 +2025-05-05 12:05:20,840 - pyskl - INFO - Epoch [83][600/3940] lr: 1.063e-02, eta: 1 day, 8:32:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 2.9579, loss: 2.9579 +2025-05-05 12:06:04,354 - pyskl - INFO - Epoch [83][700/3940] lr: 1.063e-02, eta: 1 day, 8:32:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 3.1826, loss: 3.1826 +2025-05-05 12:06:47,777 - pyskl - INFO - Epoch [83][800/3940] lr: 1.062e-02, eta: 1 day, 8:31:22, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 3.0950, loss: 3.0950 +2025-05-05 12:07:31,222 - pyskl - INFO - Epoch [83][900/3940] lr: 1.061e-02, eta: 1 day, 8:30:38, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.9157, loss: 2.9157 +2025-05-05 12:08:14,663 - pyskl - INFO - Epoch [83][1000/3940] lr: 1.061e-02, eta: 1 day, 8:29:54, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 3.0101, loss: 3.0101 +2025-05-05 12:08:58,394 - pyskl - INFO - Epoch [83][1100/3940] lr: 1.060e-02, eta: 1 day, 8:29:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 3.0571, loss: 3.0571 +2025-05-05 12:09:42,053 - pyskl - INFO - Epoch [83][1200/3940] lr: 1.060e-02, eta: 1 day, 8:28:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.9356, loss: 2.9356 +2025-05-05 12:10:25,808 - pyskl - INFO - Epoch [83][1300/3940] lr: 1.059e-02, eta: 1 day, 8:27:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 3.0550, loss: 3.0550 +2025-05-05 12:11:09,436 - pyskl - INFO - Epoch [83][1400/3940] lr: 1.058e-02, eta: 1 day, 8:26:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 3.1381, loss: 3.1381 +2025-05-05 12:11:53,017 - pyskl - INFO - Epoch [83][1500/3940] lr: 1.058e-02, eta: 1 day, 8:26:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 3.2035, loss: 3.2035 +2025-05-05 12:12:36,607 - pyskl - INFO - Epoch [83][1600/3940] lr: 1.057e-02, eta: 1 day, 8:25:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.9887, loss: 2.9887 +2025-05-05 12:13:20,111 - pyskl - INFO - Epoch [83][1700/3940] lr: 1.056e-02, eta: 1 day, 8:24:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.9918, loss: 2.9918 +2025-05-05 12:14:03,685 - pyskl - INFO - Epoch [83][1800/3940] lr: 1.056e-02, eta: 1 day, 8:24:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 3.1370, loss: 3.1370 +2025-05-05 12:14:47,316 - pyskl - INFO - Epoch [83][1900/3940] lr: 1.055e-02, eta: 1 day, 8:23:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.1722, loss: 3.1722 +2025-05-05 12:15:30,886 - pyskl - INFO - Epoch [83][2000/3940] lr: 1.054e-02, eta: 1 day, 8:22:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 3.0845, loss: 3.0845 +2025-05-05 12:16:14,584 - pyskl - INFO - Epoch [83][2100/3940] lr: 1.054e-02, eta: 1 day, 8:21:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 3.0842, loss: 3.0842 +2025-05-05 12:16:58,276 - pyskl - INFO - Epoch [83][2200/3940] lr: 1.053e-02, eta: 1 day, 8:21:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 3.0097, loss: 3.0097 +2025-05-05 12:17:41,754 - pyskl - INFO - Epoch [83][2300/3940] lr: 1.052e-02, eta: 1 day, 8:20:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 3.0021, loss: 3.0021 +2025-05-05 12:18:25,524 - pyskl - INFO - Epoch [83][2400/3940] lr: 1.052e-02, eta: 1 day, 8:19:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 3.1114, loss: 3.1114 +2025-05-05 12:19:09,089 - pyskl - INFO - Epoch [83][2500/3940] lr: 1.051e-02, eta: 1 day, 8:18:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 3.0860, loss: 3.0860 +2025-05-05 12:19:52,545 - pyskl - INFO - Epoch [83][2600/3940] lr: 1.050e-02, eta: 1 day, 8:18:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9731, loss_cls: 3.0870, loss: 3.0870 +2025-05-05 12:20:36,036 - pyskl - INFO - Epoch [83][2700/3940] lr: 1.050e-02, eta: 1 day, 8:17:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 3.0475, loss: 3.0475 +2025-05-05 12:21:19,511 - pyskl - INFO - Epoch [83][2800/3940] lr: 1.049e-02, eta: 1 day, 8:16:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.9817, loss: 2.9817 +2025-05-05 12:22:03,004 - pyskl - INFO - Epoch [83][2900/3940] lr: 1.048e-02, eta: 1 day, 8:15:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 3.0932, loss: 3.0932 +2025-05-05 12:22:46,494 - pyskl - INFO - Epoch [83][3000/3940] lr: 1.048e-02, eta: 1 day, 8:15:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 3.1911, loss: 3.1911 +2025-05-05 12:23:29,965 - pyskl - INFO - Epoch [83][3100/3940] lr: 1.047e-02, eta: 1 day, 8:14:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9750, loss_cls: 3.1473, loss: 3.1473 +2025-05-05 12:24:13,536 - pyskl - INFO - Epoch [83][3200/3940] lr: 1.046e-02, eta: 1 day, 8:13:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 3.1164, loss: 3.1164 +2025-05-05 12:24:57,109 - pyskl - INFO - Epoch [83][3300/3940] lr: 1.046e-02, eta: 1 day, 8:13:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9700, loss_cls: 3.1956, loss: 3.1956 +2025-05-05 12:25:40,601 - pyskl - INFO - Epoch [83][3400/3940] lr: 1.045e-02, eta: 1 day, 8:12:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9744, loss_cls: 3.1041, loss: 3.1041 +2025-05-05 12:26:24,349 - pyskl - INFO - Epoch [83][3500/3940] lr: 1.044e-02, eta: 1 day, 8:11:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9831, loss_cls: 3.1780, loss: 3.1780 +2025-05-05 12:27:07,884 - pyskl - INFO - Epoch [83][3600/3940] lr: 1.044e-02, eta: 1 day, 8:10:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9844, loss_cls: 3.0994, loss: 3.0994 +2025-05-05 12:27:51,370 - pyskl - INFO - Epoch [83][3700/3940] lr: 1.043e-02, eta: 1 day, 8:10:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.2646, loss: 3.2646 +2025-05-05 12:28:34,870 - pyskl - INFO - Epoch [83][3800/3940] lr: 1.042e-02, eta: 1 day, 8:09:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 3.1231, loss: 3.1231 +2025-05-05 12:29:18,336 - pyskl - INFO - Epoch [83][3900/3940] lr: 1.042e-02, eta: 1 day, 8:08:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 3.0860, loss: 3.0860 +2025-05-05 12:29:36,106 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-05-05 12:32:58,500 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 12:32:58,970 - pyskl - INFO - +top1_acc 0.7549 +top5_acc 0.9477 +2025-05-05 12:32:58,988 - pyskl - INFO - Epoch(val) [83][3183] top1_acc: 0.7549, top5_acc: 0.9477 +2025-05-05 12:34:07,192 - pyskl - INFO - Epoch [84][100/3940] lr: 1.041e-02, eta: 1 day, 8:07:41, time: 0.682, data_time: 0.248, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.8820, loss: 2.8820 +2025-05-05 12:34:50,673 - pyskl - INFO - Epoch [84][200/3940] lr: 1.040e-02, eta: 1 day, 8:06:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 3.0424, loss: 3.0424 +2025-05-05 12:35:34,093 - pyskl - INFO - Epoch [84][300/3940] lr: 1.040e-02, eta: 1 day, 8:06:13, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.9586, loss: 2.9586 +2025-05-05 12:36:17,587 - pyskl - INFO - Epoch [84][400/3940] lr: 1.039e-02, eta: 1 day, 8:05:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.9908, loss: 2.9908 +2025-05-05 12:37:01,048 - pyskl - INFO - Epoch [84][500/3940] lr: 1.038e-02, eta: 1 day, 8:04:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.9726, loss: 2.9726 +2025-05-05 12:37:44,471 - pyskl - INFO - Epoch [84][600/3940] lr: 1.038e-02, eta: 1 day, 8:04:00, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 3.1453, loss: 3.1453 +2025-05-05 12:38:28,102 - pyskl - INFO - Epoch [84][700/3940] lr: 1.037e-02, eta: 1 day, 8:03:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.9712, loss: 2.9712 +2025-05-05 12:39:11,762 - pyskl - INFO - Epoch [84][800/3940] lr: 1.036e-02, eta: 1 day, 8:02:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.9823, loss: 2.9823 +2025-05-05 12:39:55,320 - pyskl - INFO - Epoch [84][900/3940] lr: 1.036e-02, eta: 1 day, 8:01:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 2.9804, loss: 2.9804 +2025-05-05 12:40:38,798 - pyskl - INFO - Epoch [84][1000/3940] lr: 1.035e-02, eta: 1 day, 8:01:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 3.1401, loss: 3.1401 +2025-05-05 12:41:22,354 - pyskl - INFO - Epoch [84][1100/3940] lr: 1.034e-02, eta: 1 day, 8:00:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 3.0230, loss: 3.0230 +2025-05-05 12:42:05,984 - pyskl - INFO - Epoch [84][1200/3940] lr: 1.034e-02, eta: 1 day, 7:59:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 2.9727, loss: 2.9727 +2025-05-05 12:42:49,810 - pyskl - INFO - Epoch [84][1300/3940] lr: 1.033e-02, eta: 1 day, 7:58:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 3.2100, loss: 3.2100 +2025-05-05 12:43:33,472 - pyskl - INFO - Epoch [84][1400/3940] lr: 1.032e-02, eta: 1 day, 7:58:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.9368, loss: 2.9368 +2025-05-05 12:44:16,979 - pyskl - INFO - Epoch [84][1500/3940] lr: 1.032e-02, eta: 1 day, 7:57:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9762, loss_cls: 3.0895, loss: 3.0895 +2025-05-05 12:45:00,478 - pyskl - INFO - Epoch [84][1600/3940] lr: 1.031e-02, eta: 1 day, 7:56:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9706, loss_cls: 3.1582, loss: 3.1582 +2025-05-05 12:45:44,026 - pyskl - INFO - Epoch [84][1700/3940] lr: 1.030e-02, eta: 1 day, 7:55:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 3.0199, loss: 3.0199 +2025-05-05 12:46:27,534 - pyskl - INFO - Epoch [84][1800/3940] lr: 1.030e-02, eta: 1 day, 7:55:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 3.1615, loss: 3.1615 +2025-05-05 12:47:11,102 - pyskl - INFO - Epoch [84][1900/3940] lr: 1.029e-02, eta: 1 day, 7:54:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 3.0962, loss: 3.0962 +2025-05-05 12:47:54,588 - pyskl - INFO - Epoch [84][2000/3940] lr: 1.028e-02, eta: 1 day, 7:53:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9831, loss_cls: 2.9948, loss: 2.9948 +2025-05-05 12:48:38,073 - pyskl - INFO - Epoch [84][2100/3940] lr: 1.028e-02, eta: 1 day, 7:53:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 2.9302, loss: 2.9302 +2025-05-05 12:49:21,560 - pyskl - INFO - Epoch [84][2200/3940] lr: 1.027e-02, eta: 1 day, 7:52:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9775, loss_cls: 3.0894, loss: 3.0894 +2025-05-05 12:50:05,023 - pyskl - INFO - Epoch [84][2300/3940] lr: 1.026e-02, eta: 1 day, 7:51:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 2.9277, loss: 2.9277 +2025-05-05 12:50:48,542 - pyskl - INFO - Epoch [84][2400/3940] lr: 1.026e-02, eta: 1 day, 7:50:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 3.1215, loss: 3.1215 +2025-05-05 12:51:32,032 - pyskl - INFO - Epoch [84][2500/3940] lr: 1.025e-02, eta: 1 day, 7:50:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9712, loss_cls: 3.1715, loss: 3.1715 +2025-05-05 12:52:15,536 - pyskl - INFO - Epoch [84][2600/3940] lr: 1.025e-02, eta: 1 day, 7:49:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 3.1751, loss: 3.1751 +2025-05-05 12:52:59,003 - pyskl - INFO - Epoch [84][2700/3940] lr: 1.024e-02, eta: 1 day, 7:48:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 2.9686, loss: 2.9686 +2025-05-05 12:53:42,449 - pyskl - INFO - Epoch [84][2800/3940] lr: 1.023e-02, eta: 1 day, 7:47:51, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 3.0445, loss: 3.0445 +2025-05-05 12:54:26,014 - pyskl - INFO - Epoch [84][2900/3940] lr: 1.023e-02, eta: 1 day, 7:47:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 3.1155, loss: 3.1155 +2025-05-05 12:55:09,523 - pyskl - INFO - Epoch [84][3000/3940] lr: 1.022e-02, eta: 1 day, 7:46:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 3.0374, loss: 3.0374 +2025-05-05 12:55:53,003 - pyskl - INFO - Epoch [84][3100/3940] lr: 1.021e-02, eta: 1 day, 7:45:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.0741, loss: 3.0741 +2025-05-05 12:56:36,473 - pyskl - INFO - Epoch [84][3200/3940] lr: 1.021e-02, eta: 1 day, 7:44:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 3.0891, loss: 3.0891 +2025-05-05 12:57:20,040 - pyskl - INFO - Epoch [84][3300/3940] lr: 1.020e-02, eta: 1 day, 7:44:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9762, loss_cls: 3.0204, loss: 3.0204 +2025-05-05 12:58:03,676 - pyskl - INFO - Epoch [84][3400/3940] lr: 1.019e-02, eta: 1 day, 7:43:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9725, loss_cls: 3.0647, loss: 3.0647 +2025-05-05 12:58:47,220 - pyskl - INFO - Epoch [84][3500/3940] lr: 1.019e-02, eta: 1 day, 7:42:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 3.1733, loss: 3.1733 +2025-05-05 12:59:30,903 - pyskl - INFO - Epoch [84][3600/3940] lr: 1.018e-02, eta: 1 day, 7:41:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 3.1156, loss: 3.1156 +2025-05-05 13:00:14,329 - pyskl - INFO - Epoch [84][3700/3940] lr: 1.017e-02, eta: 1 day, 7:41:15, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.9823, loss: 2.9823 +2025-05-05 13:00:57,782 - pyskl - INFO - Epoch [84][3800/3940] lr: 1.017e-02, eta: 1 day, 7:40:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9744, loss_cls: 3.0303, loss: 3.0303 +2025-05-05 13:01:41,258 - pyskl - INFO - Epoch [84][3900/3940] lr: 1.016e-02, eta: 1 day, 7:39:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.9504, loss: 2.9504 +2025-05-05 13:01:59,051 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-05-05 13:05:22,439 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 13:05:22,912 - pyskl - INFO - +top1_acc 0.7627 +top5_acc 0.9481 +2025-05-05 13:05:22,931 - pyskl - INFO - Epoch(val) [84][3183] top1_acc: 0.7627, top5_acc: 0.9481 +2025-05-05 13:06:30,929 - pyskl - INFO - Epoch [85][100/3940] lr: 1.015e-02, eta: 1 day, 7:38:50, time: 0.680, data_time: 0.246, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.9347, loss: 2.9347 +2025-05-05 13:07:14,432 - pyskl - INFO - Epoch [85][200/3940] lr: 1.014e-02, eta: 1 day, 7:38:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 3.0737, loss: 3.0737 +2025-05-05 13:07:58,011 - pyskl - INFO - Epoch [85][300/3940] lr: 1.014e-02, eta: 1 day, 7:37:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9781, loss_cls: 3.0385, loss: 3.0385 +2025-05-05 13:08:41,688 - pyskl - INFO - Epoch [85][400/3940] lr: 1.013e-02, eta: 1 day, 7:36:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9794, loss_cls: 3.0391, loss: 3.0391 +2025-05-05 13:09:25,262 - pyskl - INFO - Epoch [85][500/3940] lr: 1.013e-02, eta: 1 day, 7:35:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 2.9958, loss: 2.9958 +2025-05-05 13:10:08,814 - pyskl - INFO - Epoch [85][600/3940] lr: 1.012e-02, eta: 1 day, 7:35:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.9635, loss: 2.9635 +2025-05-05 13:10:52,304 - pyskl - INFO - Epoch [85][700/3940] lr: 1.011e-02, eta: 1 day, 7:34:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.9937, loss: 2.9937 +2025-05-05 13:11:35,828 - pyskl - INFO - Epoch [85][800/3940] lr: 1.011e-02, eta: 1 day, 7:33:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9788, loss_cls: 3.0062, loss: 3.0062 +2025-05-05 13:12:19,598 - pyskl - INFO - Epoch [85][900/3940] lr: 1.010e-02, eta: 1 day, 7:32:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 3.0218, loss: 3.0218 +2025-05-05 13:13:03,657 - pyskl - INFO - Epoch [85][1000/3940] lr: 1.009e-02, eta: 1 day, 7:32:14, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 3.0703, loss: 3.0703 +2025-05-05 13:13:47,452 - pyskl - INFO - Epoch [85][1100/3940] lr: 1.009e-02, eta: 1 day, 7:31:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.9879, loss: 2.9879 +2025-05-05 13:14:31,306 - pyskl - INFO - Epoch [85][1200/3940] lr: 1.008e-02, eta: 1 day, 7:30:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 2.9804, loss: 2.9804 +2025-05-05 13:15:15,236 - pyskl - INFO - Epoch [85][1300/3940] lr: 1.007e-02, eta: 1 day, 7:30:03, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 2.9961, loss: 2.9961 +2025-05-05 13:15:58,880 - pyskl - INFO - Epoch [85][1400/3940] lr: 1.007e-02, eta: 1 day, 7:29:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.9179, loss: 2.9179 +2025-05-05 13:16:42,512 - pyskl - INFO - Epoch [85][1500/3940] lr: 1.006e-02, eta: 1 day, 7:28:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.9915, loss: 2.9915 +2025-05-05 13:17:26,114 - pyskl - INFO - Epoch [85][1600/3940] lr: 1.005e-02, eta: 1 day, 7:27:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 2.9426, loss: 2.9426 +2025-05-05 13:18:09,779 - pyskl - INFO - Epoch [85][1700/3940] lr: 1.005e-02, eta: 1 day, 7:27:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9762, loss_cls: 3.0819, loss: 3.0819 +2025-05-05 13:18:53,330 - pyskl - INFO - Epoch [85][1800/3940] lr: 1.004e-02, eta: 1 day, 7:26:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.9807, loss: 2.9807 +2025-05-05 13:19:36,868 - pyskl - INFO - Epoch [85][1900/3940] lr: 1.003e-02, eta: 1 day, 7:25:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9781, loss_cls: 2.9585, loss: 2.9585 +2025-05-05 13:20:20,476 - pyskl - INFO - Epoch [85][2000/3940] lr: 1.003e-02, eta: 1 day, 7:24:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 3.0949, loss: 3.0949 +2025-05-05 13:21:04,127 - pyskl - INFO - Epoch [85][2100/3940] lr: 1.002e-02, eta: 1 day, 7:24:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 2.9564, loss: 2.9564 +2025-05-05 13:21:47,826 - pyskl - INFO - Epoch [85][2200/3940] lr: 1.001e-02, eta: 1 day, 7:23:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.1697, loss: 3.1697 +2025-05-05 13:22:31,517 - pyskl - INFO - Epoch [85][2300/3940] lr: 1.001e-02, eta: 1 day, 7:22:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9738, loss_cls: 3.0485, loss: 3.0485 +2025-05-05 13:23:15,196 - pyskl - INFO - Epoch [85][2400/3940] lr: 1.000e-02, eta: 1 day, 7:21:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 3.0531, loss: 3.0531 +2025-05-05 13:23:58,735 - pyskl - INFO - Epoch [85][2500/3940] lr: 9.995e-03, eta: 1 day, 7:21:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.9984, loss: 2.9984 +2025-05-05 13:24:42,225 - pyskl - INFO - Epoch [85][2600/3940] lr: 9.988e-03, eta: 1 day, 7:20:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 2.9585, loss: 2.9585 +2025-05-05 13:25:25,779 - pyskl - INFO - Epoch [85][2700/3940] lr: 9.982e-03, eta: 1 day, 7:19:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.1220, loss: 3.1220 +2025-05-05 13:26:09,370 - pyskl - INFO - Epoch [85][2800/3940] lr: 9.975e-03, eta: 1 day, 7:19:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9738, loss_cls: 3.1155, loss: 3.1155 +2025-05-05 13:26:52,880 - pyskl - INFO - Epoch [85][2900/3940] lr: 9.969e-03, eta: 1 day, 7:18:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9775, loss_cls: 2.9149, loss: 2.9149 +2025-05-05 13:27:36,337 - pyskl - INFO - Epoch [85][3000/3940] lr: 9.962e-03, eta: 1 day, 7:17:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 3.1110, loss: 3.1110 +2025-05-05 13:28:19,955 - pyskl - INFO - Epoch [85][3100/3940] lr: 9.956e-03, eta: 1 day, 7:16:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 3.0914, loss: 3.0914 +2025-05-05 13:29:03,511 - pyskl - INFO - Epoch [85][3200/3940] lr: 9.949e-03, eta: 1 day, 7:16:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9731, loss_cls: 3.1446, loss: 3.1446 +2025-05-05 13:29:47,039 - pyskl - INFO - Epoch [85][3300/3940] lr: 9.943e-03, eta: 1 day, 7:15:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 3.0801, loss: 3.0801 +2025-05-05 13:30:30,573 - pyskl - INFO - Epoch [85][3400/3940] lr: 9.936e-03, eta: 1 day, 7:14:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.9506, loss: 2.9506 +2025-05-05 13:31:14,146 - pyskl - INFO - Epoch [85][3500/3940] lr: 9.930e-03, eta: 1 day, 7:13:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 3.0087, loss: 3.0087 +2025-05-05 13:31:57,580 - pyskl - INFO - Epoch [85][3600/3940] lr: 9.923e-03, eta: 1 day, 7:13:11, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.2155, loss: 3.2155 +2025-05-05 13:32:41,135 - pyskl - INFO - Epoch [85][3700/3940] lr: 9.917e-03, eta: 1 day, 7:12:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.9883, loss: 2.9883 +2025-05-05 13:33:24,583 - pyskl - INFO - Epoch [85][3800/3940] lr: 9.910e-03, eta: 1 day, 7:11:42, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 3.1224, loss: 3.1224 +2025-05-05 13:34:07,998 - pyskl - INFO - Epoch [85][3900/3940] lr: 9.904e-03, eta: 1 day, 7:10:58, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9756, loss_cls: 3.0206, loss: 3.0206 +2025-05-05 13:34:25,695 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-05-05 13:37:49,711 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 13:37:50,194 - pyskl - INFO - +top1_acc 0.7687 +top5_acc 0.9520 +2025-05-05 13:37:50,212 - pyskl - INFO - Epoch(val) [85][3183] top1_acc: 0.7687, top5_acc: 0.9520 +2025-05-05 13:38:59,080 - pyskl - INFO - Epoch [86][100/3940] lr: 9.895e-03, eta: 1 day, 7:10:03, time: 0.689, data_time: 0.254, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9781, loss_cls: 2.9709, loss: 2.9709 +2025-05-05 13:39:42,607 - pyskl - INFO - Epoch [86][200/3940] lr: 9.888e-03, eta: 1 day, 7:09:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.8604, loss: 2.8604 +2025-05-05 13:40:26,118 - pyskl - INFO - Epoch [86][300/3940] lr: 9.882e-03, eta: 1 day, 7:08:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 3.0161, loss: 3.0161 +2025-05-05 13:41:09,633 - pyskl - INFO - Epoch [86][400/3940] lr: 9.875e-03, eta: 1 day, 7:07:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 3.0027, loss: 3.0027 +2025-05-05 13:41:53,154 - pyskl - INFO - Epoch [86][500/3940] lr: 9.869e-03, eta: 1 day, 7:07:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 3.0039, loss: 3.0039 +2025-05-05 13:42:37,103 - pyskl - INFO - Epoch [86][600/3940] lr: 9.862e-03, eta: 1 day, 7:06:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 2.9406, loss: 2.9406 +2025-05-05 13:43:20,910 - pyskl - INFO - Epoch [86][700/3940] lr: 9.856e-03, eta: 1 day, 7:05:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9762, loss_cls: 2.9965, loss: 2.9965 +2025-05-05 13:44:04,536 - pyskl - INFO - Epoch [86][800/3940] lr: 9.849e-03, eta: 1 day, 7:04:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 3.1153, loss: 3.1153 +2025-05-05 13:44:48,200 - pyskl - INFO - Epoch [86][900/3940] lr: 9.843e-03, eta: 1 day, 7:04:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 2.9952, loss: 2.9952 +2025-05-05 13:45:31,821 - pyskl - INFO - Epoch [86][1000/3940] lr: 9.836e-03, eta: 1 day, 7:03:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9906, loss_cls: 2.8279, loss: 2.8279 +2025-05-05 13:46:15,441 - pyskl - INFO - Epoch [86][1100/3940] lr: 9.830e-03, eta: 1 day, 7:02:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9850, loss_cls: 2.9472, loss: 2.9472 +2025-05-05 13:46:59,196 - pyskl - INFO - Epoch [86][1200/3940] lr: 9.823e-03, eta: 1 day, 7:01:59, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 3.1138, loss: 3.1138 +2025-05-05 13:47:42,949 - pyskl - INFO - Epoch [86][1300/3940] lr: 9.817e-03, eta: 1 day, 7:01:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9775, loss_cls: 2.9854, loss: 2.9854 +2025-05-05 13:48:26,660 - pyskl - INFO - Epoch [86][1400/3940] lr: 9.810e-03, eta: 1 day, 7:00:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 3.0794, loss: 3.0794 +2025-05-05 13:49:10,332 - pyskl - INFO - Epoch [86][1500/3940] lr: 9.804e-03, eta: 1 day, 6:59:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9762, loss_cls: 3.0105, loss: 3.0105 +2025-05-05 13:49:53,934 - pyskl - INFO - Epoch [86][1600/3940] lr: 9.797e-03, eta: 1 day, 6:59:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.8778, loss: 2.8778 +2025-05-05 13:50:37,564 - pyskl - INFO - Epoch [86][1700/3940] lr: 9.791e-03, eta: 1 day, 6:58:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 3.0947, loss: 3.0947 +2025-05-05 13:51:21,073 - pyskl - INFO - Epoch [86][1800/3940] lr: 9.784e-03, eta: 1 day, 6:57:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9769, loss_cls: 2.9574, loss: 2.9574 +2025-05-05 13:52:04,579 - pyskl - INFO - Epoch [86][1900/3940] lr: 9.778e-03, eta: 1 day, 6:56:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 3.0540, loss: 3.0540 +2025-05-05 13:52:48,061 - pyskl - INFO - Epoch [86][2000/3940] lr: 9.771e-03, eta: 1 day, 6:56:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 2.8904, loss: 2.8904 +2025-05-05 13:53:31,592 - pyskl - INFO - Epoch [86][2100/3940] lr: 9.765e-03, eta: 1 day, 6:55:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9781, loss_cls: 3.0041, loss: 3.0041 +2025-05-05 13:54:15,134 - pyskl - INFO - Epoch [86][2200/3940] lr: 9.758e-03, eta: 1 day, 6:54:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 2.9741, loss: 2.9741 +2025-05-05 13:54:58,674 - pyskl - INFO - Epoch [86][2300/3940] lr: 9.752e-03, eta: 1 day, 6:53:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.9217, loss: 2.9217 +2025-05-05 13:55:42,264 - pyskl - INFO - Epoch [86][2400/3940] lr: 9.745e-03, eta: 1 day, 6:53:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 3.0985, loss: 3.0985 +2025-05-05 13:56:25,853 - pyskl - INFO - Epoch [86][2500/3940] lr: 9.739e-03, eta: 1 day, 6:52:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 3.1315, loss: 3.1315 +2025-05-05 13:57:09,462 - pyskl - INFO - Epoch [86][2600/3940] lr: 9.732e-03, eta: 1 day, 6:51:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 2.9981, loss: 2.9981 +2025-05-05 13:57:53,053 - pyskl - INFO - Epoch [86][2700/3940] lr: 9.726e-03, eta: 1 day, 6:50:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.9214, loss: 2.9214 +2025-05-05 13:58:36,634 - pyskl - INFO - Epoch [86][2800/3940] lr: 9.719e-03, eta: 1 day, 6:50:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 3.0070, loss: 3.0070 +2025-05-05 13:59:20,174 - pyskl - INFO - Epoch [86][2900/3940] lr: 9.713e-03, eta: 1 day, 6:49:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 2.9723, loss: 2.9723 +2025-05-05 14:00:03,720 - pyskl - INFO - Epoch [86][3000/3940] lr: 9.707e-03, eta: 1 day, 6:48:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 3.0280, loss: 3.0280 +2025-05-05 14:00:47,212 - pyskl - INFO - Epoch [86][3100/3940] lr: 9.700e-03, eta: 1 day, 6:48:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 3.0400, loss: 3.0400 +2025-05-05 14:01:30,681 - pyskl - INFO - Epoch [86][3200/3940] lr: 9.694e-03, eta: 1 day, 6:47:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9800, loss_cls: 2.9812, loss: 2.9812 +2025-05-05 14:02:14,136 - pyskl - INFO - Epoch [86][3300/3940] lr: 9.687e-03, eta: 1 day, 6:46:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.9886, loss: 2.9886 +2025-05-05 14:02:57,591 - pyskl - INFO - Epoch [86][3400/3940] lr: 9.681e-03, eta: 1 day, 6:45:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.9964, loss: 2.9964 +2025-05-05 14:03:40,987 - pyskl - INFO - Epoch [86][3500/3940] lr: 9.674e-03, eta: 1 day, 6:45:06, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 3.0632, loss: 3.0632 +2025-05-05 14:04:24,409 - pyskl - INFO - Epoch [86][3600/3940] lr: 9.668e-03, eta: 1 day, 6:44:22, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 2.9382, loss: 2.9382 +2025-05-05 14:05:07,882 - pyskl - INFO - Epoch [86][3700/3940] lr: 9.661e-03, eta: 1 day, 6:43:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 3.0094, loss: 3.0094 +2025-05-05 14:05:51,450 - pyskl - INFO - Epoch [86][3800/3940] lr: 9.655e-03, eta: 1 day, 6:42:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 3.0204, loss: 3.0204 +2025-05-05 14:06:34,987 - pyskl - INFO - Epoch [86][3900/3940] lr: 9.648e-03, eta: 1 day, 6:42:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 3.0229, loss: 3.0229 +2025-05-05 14:06:52,726 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-05-05 14:10:15,445 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 14:10:16,077 - pyskl - INFO - +top1_acc 0.7613 +top5_acc 0.9455 +2025-05-05 14:10:16,095 - pyskl - INFO - Epoch(val) [86][3183] top1_acc: 0.7613, top5_acc: 0.9455 +2025-05-05 14:11:24,949 - pyskl - INFO - Epoch [87][100/3940] lr: 9.639e-03, eta: 1 day, 6:41:14, time: 0.688, data_time: 0.252, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 3.0750, loss: 3.0750 +2025-05-05 14:12:08,572 - pyskl - INFO - Epoch [87][200/3940] lr: 9.633e-03, eta: 1 day, 6:40:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.8835, loss: 2.8835 +2025-05-05 14:12:52,095 - pyskl - INFO - Epoch [87][300/3940] lr: 9.626e-03, eta: 1 day, 6:39:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 2.9176, loss: 2.9176 +2025-05-05 14:13:35,697 - pyskl - INFO - Epoch [87][400/3940] lr: 9.620e-03, eta: 1 day, 6:39:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9812, loss_cls: 2.9519, loss: 2.9519 +2025-05-05 14:14:19,460 - pyskl - INFO - Epoch [87][500/3940] lr: 9.613e-03, eta: 1 day, 6:38:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9788, loss_cls: 2.9707, loss: 2.9707 +2025-05-05 14:15:03,092 - pyskl - INFO - Epoch [87][600/3940] lr: 9.607e-03, eta: 1 day, 6:37:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.8525, loss: 2.8525 +2025-05-05 14:15:46,792 - pyskl - INFO - Epoch [87][700/3940] lr: 9.600e-03, eta: 1 day, 6:36:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9838, loss_cls: 2.8793, loss: 2.8793 +2025-05-05 14:16:30,318 - pyskl - INFO - Epoch [87][800/3940] lr: 9.594e-03, eta: 1 day, 6:36:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.8478, loss: 2.8478 +2025-05-05 14:17:13,906 - pyskl - INFO - Epoch [87][900/3940] lr: 9.587e-03, eta: 1 day, 6:35:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9775, loss_cls: 3.0184, loss: 3.0184 +2025-05-05 14:17:57,687 - pyskl - INFO - Epoch [87][1000/3940] lr: 9.581e-03, eta: 1 day, 6:34:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 2.9834, loss: 2.9834 +2025-05-05 14:18:41,317 - pyskl - INFO - Epoch [87][1100/3940] lr: 9.575e-03, eta: 1 day, 6:33:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.9409, loss: 2.9409 +2025-05-05 14:19:24,910 - pyskl - INFO - Epoch [87][1200/3940] lr: 9.568e-03, eta: 1 day, 6:33:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9788, loss_cls: 2.9250, loss: 2.9250 +2025-05-05 14:20:08,554 - pyskl - INFO - Epoch [87][1300/3940] lr: 9.562e-03, eta: 1 day, 6:32:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.9323, loss: 2.9323 +2025-05-05 14:20:52,145 - pyskl - INFO - Epoch [87][1400/3940] lr: 9.555e-03, eta: 1 day, 6:31:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 3.0170, loss: 3.0170 +2025-05-05 14:21:35,662 - pyskl - INFO - Epoch [87][1500/3940] lr: 9.549e-03, eta: 1 day, 6:30:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 2.9443, loss: 2.9443 +2025-05-05 14:22:19,205 - pyskl - INFO - Epoch [87][1600/3940] lr: 9.542e-03, eta: 1 day, 6:30:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 2.8790, loss: 2.8790 +2025-05-05 14:23:02,645 - pyskl - INFO - Epoch [87][1700/3940] lr: 9.536e-03, eta: 1 day, 6:29:30, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 3.0506, loss: 3.0506 +2025-05-05 14:23:46,121 - pyskl - INFO - Epoch [87][1800/3940] lr: 9.529e-03, eta: 1 day, 6:28:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 3.0125, loss: 3.0125 +2025-05-05 14:24:29,525 - pyskl - INFO - Epoch [87][1900/3940] lr: 9.523e-03, eta: 1 day, 6:28:02, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 3.0202, loss: 3.0202 +2025-05-05 14:25:13,024 - pyskl - INFO - Epoch [87][2000/3940] lr: 9.516e-03, eta: 1 day, 6:27:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 2.8987, loss: 2.8987 +2025-05-05 14:25:56,568 - pyskl - INFO - Epoch [87][2100/3940] lr: 9.510e-03, eta: 1 day, 6:26:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 3.0795, loss: 3.0795 +2025-05-05 14:26:40,097 - pyskl - INFO - Epoch [87][2200/3940] lr: 9.504e-03, eta: 1 day, 6:25:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.9904, loss: 2.9904 +2025-05-05 14:27:23,656 - pyskl - INFO - Epoch [87][2300/3940] lr: 9.497e-03, eta: 1 day, 6:25:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9756, loss_cls: 3.1116, loss: 3.1116 +2025-05-05 14:28:07,127 - pyskl - INFO - Epoch [87][2400/3940] lr: 9.491e-03, eta: 1 day, 6:24:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 3.0467, loss: 3.0467 +2025-05-05 14:28:50,572 - pyskl - INFO - Epoch [87][2500/3940] lr: 9.484e-03, eta: 1 day, 6:23:38, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.9866, loss: 2.9866 +2025-05-05 14:29:34,057 - pyskl - INFO - Epoch [87][2600/3940] lr: 9.478e-03, eta: 1 day, 6:22:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 3.0117, loss: 3.0117 +2025-05-05 14:30:17,527 - pyskl - INFO - Epoch [87][2700/3940] lr: 9.471e-03, eta: 1 day, 6:22:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 3.0548, loss: 3.0548 +2025-05-05 14:31:00,988 - pyskl - INFO - Epoch [87][2800/3940] lr: 9.465e-03, eta: 1 day, 6:21:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.9200, loss: 2.9200 +2025-05-05 14:31:44,457 - pyskl - INFO - Epoch [87][2900/3940] lr: 9.458e-03, eta: 1 day, 6:20:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.8959, loss: 2.8959 +2025-05-05 14:32:27,908 - pyskl - INFO - Epoch [87][3000/3940] lr: 9.452e-03, eta: 1 day, 6:19:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 3.0238, loss: 3.0238 +2025-05-05 14:33:11,401 - pyskl - INFO - Epoch [87][3100/3940] lr: 9.446e-03, eta: 1 day, 6:19:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 3.0587, loss: 3.0587 +2025-05-05 14:33:55,010 - pyskl - INFO - Epoch [87][3200/3940] lr: 9.439e-03, eta: 1 day, 6:18:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.9295, loss: 2.9295 +2025-05-05 14:34:38,577 - pyskl - INFO - Epoch [87][3300/3940] lr: 9.433e-03, eta: 1 day, 6:17:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 3.0687, loss: 3.0687 +2025-05-05 14:35:22,225 - pyskl - INFO - Epoch [87][3400/3940] lr: 9.426e-03, eta: 1 day, 6:17:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9888, loss_cls: 3.0285, loss: 3.0285 +2025-05-05 14:36:05,798 - pyskl - INFO - Epoch [87][3500/3940] lr: 9.420e-03, eta: 1 day, 6:16:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 3.0298, loss: 3.0298 +2025-05-05 14:36:49,419 - pyskl - INFO - Epoch [87][3600/3940] lr: 9.413e-03, eta: 1 day, 6:15:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.8924, loss: 2.8924 +2025-05-05 14:37:33,022 - pyskl - INFO - Epoch [87][3700/3940] lr: 9.407e-03, eta: 1 day, 6:14:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 3.0347, loss: 3.0347 +2025-05-05 14:38:16,542 - pyskl - INFO - Epoch [87][3800/3940] lr: 9.400e-03, eta: 1 day, 6:14:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9762, loss_cls: 3.0151, loss: 3.0151 +2025-05-05 14:39:00,012 - pyskl - INFO - Epoch [87][3900/3940] lr: 9.394e-03, eta: 1 day, 6:13:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 3.0575, loss: 3.0575 +2025-05-05 14:39:17,804 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-05-05 14:42:42,868 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 14:42:43,375 - pyskl - INFO - +top1_acc 0.7705 +top5_acc 0.9470 +2025-05-05 14:42:43,397 - pyskl - INFO - Epoch(val) [87][3183] top1_acc: 0.7705, top5_acc: 0.9470 +2025-05-05 14:43:51,944 - pyskl - INFO - Epoch [88][100/3940] lr: 9.385e-03, eta: 1 day, 6:12:25, time: 0.685, data_time: 0.250, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 2.9725, loss: 2.9725 +2025-05-05 14:44:35,372 - pyskl - INFO - Epoch [88][200/3940] lr: 9.379e-03, eta: 1 day, 6:11:41, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.8956, loss: 2.8956 +2025-05-05 14:45:18,905 - pyskl - INFO - Epoch [88][300/3940] lr: 9.372e-03, eta: 1 day, 6:10:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.9144, loss: 2.9144 +2025-05-05 14:46:02,368 - pyskl - INFO - Epoch [88][400/3940] lr: 9.366e-03, eta: 1 day, 6:10:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 3.0132, loss: 3.0132 +2025-05-05 14:46:45,817 - pyskl - INFO - Epoch [88][500/3940] lr: 9.359e-03, eta: 1 day, 6:09:29, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9800, loss_cls: 2.8648, loss: 2.8648 +2025-05-05 14:47:29,394 - pyskl - INFO - Epoch [88][600/3940] lr: 9.353e-03, eta: 1 day, 6:08:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.9250, loss: 2.9250 +2025-05-05 14:48:12,895 - pyskl - INFO - Epoch [88][700/3940] lr: 9.346e-03, eta: 1 day, 6:08:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.8769, loss: 2.8769 +2025-05-05 14:48:56,386 - pyskl - INFO - Epoch [88][800/3940] lr: 9.340e-03, eta: 1 day, 6:07:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.9702, loss: 2.9702 +2025-05-05 14:49:39,890 - pyskl - INFO - Epoch [88][900/3940] lr: 9.334e-03, eta: 1 day, 6:06:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9788, loss_cls: 2.9433, loss: 2.9433 +2025-05-05 14:50:23,487 - pyskl - INFO - Epoch [88][1000/3940] lr: 9.327e-03, eta: 1 day, 6:05:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 3.0075, loss: 3.0075 +2025-05-05 14:51:07,024 - pyskl - INFO - Epoch [88][1100/3940] lr: 9.321e-03, eta: 1 day, 6:05:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.9561, loss: 2.9561 +2025-05-05 14:51:50,546 - pyskl - INFO - Epoch [88][1200/3940] lr: 9.314e-03, eta: 1 day, 6:04:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.8866, loss: 2.8866 +2025-05-05 14:52:34,201 - pyskl - INFO - Epoch [88][1300/3940] lr: 9.308e-03, eta: 1 day, 6:03:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.9867, loss: 2.9867 +2025-05-05 14:53:17,658 - pyskl - INFO - Epoch [88][1400/3940] lr: 9.301e-03, eta: 1 day, 6:02:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 2.8658, loss: 2.8658 +2025-05-05 14:54:01,253 - pyskl - INFO - Epoch [88][1500/3940] lr: 9.295e-03, eta: 1 day, 6:02:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 2.8978, loss: 2.8978 +2025-05-05 14:54:44,907 - pyskl - INFO - Epoch [88][1600/3940] lr: 9.289e-03, eta: 1 day, 6:01:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 2.9159, loss: 2.9159 +2025-05-05 14:55:28,361 - pyskl - INFO - Epoch [88][1700/3940] lr: 9.282e-03, eta: 1 day, 6:00:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9819, loss_cls: 2.9134, loss: 2.9134 +2025-05-05 14:56:11,870 - pyskl - INFO - Epoch [88][1800/3940] lr: 9.276e-03, eta: 1 day, 5:59:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 2.9665, loss: 2.9665 +2025-05-05 14:56:55,259 - pyskl - INFO - Epoch [88][1900/3940] lr: 9.269e-03, eta: 1 day, 5:59:12, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 2.9972, loss: 2.9972 +2025-05-05 14:57:38,696 - pyskl - INFO - Epoch [88][2000/3940] lr: 9.263e-03, eta: 1 day, 5:58:28, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9725, loss_cls: 2.9997, loss: 2.9997 +2025-05-05 14:58:22,124 - pyskl - INFO - Epoch [88][2100/3940] lr: 9.256e-03, eta: 1 day, 5:57:44, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9781, loss_cls: 3.0223, loss: 3.0223 +2025-05-05 14:59:05,573 - pyskl - INFO - Epoch [88][2200/3940] lr: 9.250e-03, eta: 1 day, 5:57:00, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 3.1098, loss: 3.1098 +2025-05-05 14:59:49,054 - pyskl - INFO - Epoch [88][2300/3940] lr: 9.244e-03, eta: 1 day, 5:56:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 2.9928, loss: 2.9928 +2025-05-05 15:00:32,578 - pyskl - INFO - Epoch [88][2400/3940] lr: 9.237e-03, eta: 1 day, 5:55:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9744, loss_cls: 2.9120, loss: 2.9120 +2025-05-05 15:01:16,045 - pyskl - INFO - Epoch [88][2500/3940] lr: 9.231e-03, eta: 1 day, 5:54:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9750, loss_cls: 3.0608, loss: 3.0608 +2025-05-05 15:01:59,477 - pyskl - INFO - Epoch [88][2600/3940] lr: 9.224e-03, eta: 1 day, 5:54:03, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 2.9895, loss: 2.9895 +2025-05-05 15:02:42,920 - pyskl - INFO - Epoch [88][2700/3940] lr: 9.218e-03, eta: 1 day, 5:53:19, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 2.9946, loss: 2.9946 +2025-05-05 15:03:26,386 - pyskl - INFO - Epoch [88][2800/3940] lr: 9.212e-03, eta: 1 day, 5:52:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 3.0662, loss: 3.0662 +2025-05-05 15:04:09,862 - pyskl - INFO - Epoch [88][2900/3940] lr: 9.205e-03, eta: 1 day, 5:51:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.8981, loss: 2.8981 +2025-05-05 15:04:53,306 - pyskl - INFO - Epoch [88][3000/3940] lr: 9.199e-03, eta: 1 day, 5:51:07, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.9415, loss: 2.9415 +2025-05-05 15:05:36,799 - pyskl - INFO - Epoch [88][3100/3940] lr: 9.192e-03, eta: 1 day, 5:50:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 3.0290, loss: 3.0290 +2025-05-05 15:06:20,324 - pyskl - INFO - Epoch [88][3200/3940] lr: 9.186e-03, eta: 1 day, 5:49:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.9311, loss: 2.9311 +2025-05-05 15:07:03,823 - pyskl - INFO - Epoch [88][3300/3940] lr: 9.180e-03, eta: 1 day, 5:48:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 3.0368, loss: 3.0368 +2025-05-05 15:07:47,292 - pyskl - INFO - Epoch [88][3400/3940] lr: 9.173e-03, eta: 1 day, 5:48:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.9791, loss: 2.9791 +2025-05-05 15:08:30,723 - pyskl - INFO - Epoch [88][3500/3940] lr: 9.167e-03, eta: 1 day, 5:47:27, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.0930, loss: 3.0930 +2025-05-05 15:09:14,173 - pyskl - INFO - Epoch [88][3600/3940] lr: 9.160e-03, eta: 1 day, 5:46:43, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 3.0961, loss: 3.0961 +2025-05-05 15:09:57,709 - pyskl - INFO - Epoch [88][3700/3940] lr: 9.154e-03, eta: 1 day, 5:45:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 3.0801, loss: 3.0801 +2025-05-05 15:10:41,283 - pyskl - INFO - Epoch [88][3800/3940] lr: 9.148e-03, eta: 1 day, 5:45:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 2.9945, loss: 2.9945 +2025-05-05 15:11:24,741 - pyskl - INFO - Epoch [88][3900/3940] lr: 9.141e-03, eta: 1 day, 5:44:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 2.8746, loss: 2.8746 +2025-05-05 15:11:42,534 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-05-05 15:15:07,229 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 15:15:07,772 - pyskl - INFO - +top1_acc 0.7607 +top5_acc 0.9470 +2025-05-05 15:15:07,789 - pyskl - INFO - Epoch(val) [88][3183] top1_acc: 0.7607, top5_acc: 0.9470 +2025-05-05 15:16:16,297 - pyskl - INFO - Epoch [89][100/3940] lr: 9.132e-03, eta: 1 day, 5:43:34, time: 0.685, data_time: 0.252, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.8397, loss: 2.8397 +2025-05-05 15:16:59,745 - pyskl - INFO - Epoch [89][200/3940] lr: 9.126e-03, eta: 1 day, 5:42:50, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.8716, loss: 2.8716 +2025-05-05 15:17:43,217 - pyskl - INFO - Epoch [89][300/3940] lr: 9.119e-03, eta: 1 day, 5:42:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.8281, loss: 2.8281 +2025-05-05 15:18:26,723 - pyskl - INFO - Epoch [89][400/3940] lr: 9.113e-03, eta: 1 day, 5:41:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.8932, loss: 2.8932 +2025-05-05 15:19:10,117 - pyskl - INFO - Epoch [89][500/3940] lr: 9.107e-03, eta: 1 day, 5:40:38, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.8948, loss: 2.8948 +2025-05-05 15:19:53,542 - pyskl - INFO - Epoch [89][600/3940] lr: 9.100e-03, eta: 1 day, 5:39:54, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.7844, loss: 2.7844 +2025-05-05 15:20:37,107 - pyskl - INFO - Epoch [89][700/3940] lr: 9.094e-03, eta: 1 day, 5:39:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.8085, loss: 2.8085 +2025-05-05 15:21:20,896 - pyskl - INFO - Epoch [89][800/3940] lr: 9.087e-03, eta: 1 day, 5:38:26, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.9568, loss: 2.9568 +2025-05-05 15:22:04,418 - pyskl - INFO - Epoch [89][900/3940] lr: 9.081e-03, eta: 1 day, 5:37:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9900, loss_cls: 2.8497, loss: 2.8497 +2025-05-05 15:22:47,896 - pyskl - INFO - Epoch [89][1000/3940] lr: 9.075e-03, eta: 1 day, 5:36:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9794, loss_cls: 2.8958, loss: 2.8958 +2025-05-05 15:23:31,313 - pyskl - INFO - Epoch [89][1100/3940] lr: 9.068e-03, eta: 1 day, 5:36:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.7372, loss: 2.7372 +2025-05-05 15:24:14,757 - pyskl - INFO - Epoch [89][1200/3940] lr: 9.062e-03, eta: 1 day, 5:35:30, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9819, loss_cls: 2.9169, loss: 2.9169 +2025-05-05 15:24:58,196 - pyskl - INFO - Epoch [89][1300/3940] lr: 9.055e-03, eta: 1 day, 5:34:45, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 2.8678, loss: 2.8678 +2025-05-05 15:25:41,784 - pyskl - INFO - Epoch [89][1400/3940] lr: 9.049e-03, eta: 1 day, 5:34:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 2.9207, loss: 2.9207 +2025-05-05 15:26:25,328 - pyskl - INFO - Epoch [89][1500/3940] lr: 9.043e-03, eta: 1 day, 5:33:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 3.0306, loss: 3.0306 +2025-05-05 15:27:08,849 - pyskl - INFO - Epoch [89][1600/3940] lr: 9.036e-03, eta: 1 day, 5:32:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.9519, loss: 2.9519 +2025-05-05 15:27:52,359 - pyskl - INFO - Epoch [89][1700/3940] lr: 9.030e-03, eta: 1 day, 5:31:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9775, loss_cls: 2.9237, loss: 2.9237 +2025-05-05 15:28:35,880 - pyskl - INFO - Epoch [89][1800/3940] lr: 9.024e-03, eta: 1 day, 5:31:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9812, loss_cls: 2.9284, loss: 2.9284 +2025-05-05 15:29:19,677 - pyskl - INFO - Epoch [89][1900/3940] lr: 9.017e-03, eta: 1 day, 5:30:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 3.0443, loss: 3.0443 +2025-05-05 15:30:03,285 - pyskl - INFO - Epoch [89][2000/3940] lr: 9.011e-03, eta: 1 day, 5:29:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 2.9326, loss: 2.9326 +2025-05-05 15:30:46,881 - pyskl - INFO - Epoch [89][2100/3940] lr: 9.004e-03, eta: 1 day, 5:28:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 2.9781, loss: 2.9781 +2025-05-05 15:31:30,386 - pyskl - INFO - Epoch [89][2200/3940] lr: 8.998e-03, eta: 1 day, 5:28:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.9673, loss: 2.9673 +2025-05-05 15:32:13,844 - pyskl - INFO - Epoch [89][2300/3940] lr: 8.992e-03, eta: 1 day, 5:27:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9756, loss_cls: 3.0328, loss: 3.0328 +2025-05-05 15:32:57,313 - pyskl - INFO - Epoch [89][2400/3940] lr: 8.985e-03, eta: 1 day, 5:26:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.8740, loss: 2.8740 +2025-05-05 15:33:40,751 - pyskl - INFO - Epoch [89][2500/3940] lr: 8.979e-03, eta: 1 day, 5:25:57, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.8859, loss: 2.8859 +2025-05-05 15:34:24,253 - pyskl - INFO - Epoch [89][2600/3940] lr: 8.972e-03, eta: 1 day, 5:25:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9812, loss_cls: 2.8393, loss: 2.8393 +2025-05-05 15:35:07,780 - pyskl - INFO - Epoch [89][2700/3940] lr: 8.966e-03, eta: 1 day, 5:24:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9725, loss_cls: 3.1097, loss: 3.1097 +2025-05-05 15:35:51,309 - pyskl - INFO - Epoch [89][2800/3940] lr: 8.960e-03, eta: 1 day, 5:23:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9775, loss_cls: 3.0067, loss: 3.0067 +2025-05-05 15:36:34,593 - pyskl - INFO - Epoch [89][2900/3940] lr: 8.953e-03, eta: 1 day, 5:23:01, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.8437, loss: 2.8437 +2025-05-05 15:37:17,800 - pyskl - INFO - Epoch [89][3000/3940] lr: 8.947e-03, eta: 1 day, 5:22:17, time: 0.432, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.9743, loss: 2.9743 +2025-05-05 15:38:01,351 - pyskl - INFO - Epoch [89][3100/3940] lr: 8.941e-03, eta: 1 day, 5:21:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9719, loss_cls: 2.9826, loss: 2.9826 +2025-05-05 15:38:44,775 - pyskl - INFO - Epoch [89][3200/3940] lr: 8.934e-03, eta: 1 day, 5:20:49, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9750, loss_cls: 3.1006, loss: 3.1006 +2025-05-05 15:39:28,379 - pyskl - INFO - Epoch [89][3300/3940] lr: 8.928e-03, eta: 1 day, 5:20:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.9467, loss: 2.9467 +2025-05-05 15:40:11,953 - pyskl - INFO - Epoch [89][3400/3940] lr: 8.922e-03, eta: 1 day, 5:19:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 3.1223, loss: 3.1223 +2025-05-05 15:40:55,475 - pyskl - INFO - Epoch [89][3500/3940] lr: 8.915e-03, eta: 1 day, 5:18:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 3.0958, loss: 3.0958 +2025-05-05 15:41:38,937 - pyskl - INFO - Epoch [89][3600/3940] lr: 8.909e-03, eta: 1 day, 5:17:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 3.1497, loss: 3.1497 +2025-05-05 15:42:22,401 - pyskl - INFO - Epoch [89][3700/3940] lr: 8.902e-03, eta: 1 day, 5:17:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.9430, loss: 2.9430 +2025-05-05 15:43:05,966 - pyskl - INFO - Epoch [89][3800/3940] lr: 8.896e-03, eta: 1 day, 5:16:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 2.9177, loss: 2.9177 +2025-05-05 15:43:49,856 - pyskl - INFO - Epoch [89][3900/3940] lr: 8.890e-03, eta: 1 day, 5:15:41, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 2.9796, loss: 2.9796 +2025-05-05 15:44:07,662 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-05-05 15:47:31,960 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 15:47:32,440 - pyskl - INFO - +top1_acc 0.7703 +top5_acc 0.9525 +2025-05-05 15:47:32,459 - pyskl - INFO - Epoch(val) [89][3183] top1_acc: 0.7703, top5_acc: 0.9525 +2025-05-05 15:48:40,944 - pyskl - INFO - Epoch [90][100/3940] lr: 8.881e-03, eta: 1 day, 5:14:44, time: 0.685, data_time: 0.251, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9831, loss_cls: 2.8511, loss: 2.8511 +2025-05-05 15:49:24,369 - pyskl - INFO - Epoch [90][200/3940] lr: 8.874e-03, eta: 1 day, 5:14:00, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 2.8059, loss: 2.8059 +2025-05-05 15:50:07,858 - pyskl - INFO - Epoch [90][300/3940] lr: 8.868e-03, eta: 1 day, 5:13:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.8957, loss: 2.8957 +2025-05-05 15:50:51,407 - pyskl - INFO - Epoch [90][400/3940] lr: 8.862e-03, eta: 1 day, 5:12:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.8233, loss: 2.8233 +2025-05-05 15:51:34,855 - pyskl - INFO - Epoch [90][500/3940] lr: 8.855e-03, eta: 1 day, 5:11:48, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.8552, loss: 2.8552 +2025-05-05 15:52:18,386 - pyskl - INFO - Epoch [90][600/3940] lr: 8.849e-03, eta: 1 day, 5:11:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.7014, loss: 2.7014 +2025-05-05 15:53:01,938 - pyskl - INFO - Epoch [90][700/3940] lr: 8.843e-03, eta: 1 day, 5:10:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.8098, loss: 2.8098 +2025-05-05 15:53:45,359 - pyskl - INFO - Epoch [90][800/3940] lr: 8.836e-03, eta: 1 day, 5:09:36, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.8146, loss: 2.8146 +2025-05-05 15:54:28,876 - pyskl - INFO - Epoch [90][900/3940] lr: 8.830e-03, eta: 1 day, 5:08:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.8334, loss: 2.8334 +2025-05-05 15:55:12,332 - pyskl - INFO - Epoch [90][1000/3940] lr: 8.824e-03, eta: 1 day, 5:08:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.8453, loss: 2.8453 +2025-05-05 15:55:55,757 - pyskl - INFO - Epoch [90][1100/3940] lr: 8.817e-03, eta: 1 day, 5:07:24, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 2.7567, loss: 2.7567 +2025-05-05 15:56:39,336 - pyskl - INFO - Epoch [90][1200/3940] lr: 8.811e-03, eta: 1 day, 5:06:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9800, loss_cls: 2.8794, loss: 2.8794 +2025-05-05 15:57:22,896 - pyskl - INFO - Epoch [90][1300/3940] lr: 8.805e-03, eta: 1 day, 5:05:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.9787, loss: 2.9787 +2025-05-05 15:58:06,534 - pyskl - INFO - Epoch [90][1400/3940] lr: 8.798e-03, eta: 1 day, 5:05:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9788, loss_cls: 2.9001, loss: 2.9001 +2025-05-05 15:58:50,281 - pyskl - INFO - Epoch [90][1500/3940] lr: 8.792e-03, eta: 1 day, 5:04:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.8811, loss: 2.8811 +2025-05-05 15:59:33,966 - pyskl - INFO - Epoch [90][1600/3940] lr: 8.786e-03, eta: 1 day, 5:03:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.8315, loss: 2.8315 +2025-05-05 16:00:17,560 - pyskl - INFO - Epoch [90][1700/3940] lr: 8.779e-03, eta: 1 day, 5:03:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9812, loss_cls: 2.8769, loss: 2.8769 +2025-05-05 16:01:01,112 - pyskl - INFO - Epoch [90][1800/3940] lr: 8.773e-03, eta: 1 day, 5:02:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.8461, loss: 2.8461 +2025-05-05 16:01:44,612 - pyskl - INFO - Epoch [90][1900/3940] lr: 8.766e-03, eta: 1 day, 5:01:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9812, loss_cls: 2.9629, loss: 2.9629 +2025-05-05 16:02:28,080 - pyskl - INFO - Epoch [90][2000/3940] lr: 8.760e-03, eta: 1 day, 5:00:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 2.9783, loss: 2.9783 +2025-05-05 16:03:11,582 - pyskl - INFO - Epoch [90][2100/3940] lr: 8.754e-03, eta: 1 day, 5:00:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.9892, loss: 2.9892 +2025-05-05 16:03:55,081 - pyskl - INFO - Epoch [90][2200/3940] lr: 8.747e-03, eta: 1 day, 4:59:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 2.8614, loss: 2.8614 +2025-05-05 16:04:38,666 - pyskl - INFO - Epoch [90][2300/3940] lr: 8.741e-03, eta: 1 day, 4:58:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.8609, loss: 2.8609 +2025-05-05 16:05:22,306 - pyskl - INFO - Epoch [90][2400/3940] lr: 8.735e-03, eta: 1 day, 4:57:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.8935, loss: 2.8935 +2025-05-05 16:06:05,870 - pyskl - INFO - Epoch [90][2500/3940] lr: 8.728e-03, eta: 1 day, 4:57:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 2.9905, loss: 2.9905 +2025-05-05 16:06:49,390 - pyskl - INFO - Epoch [90][2600/3940] lr: 8.722e-03, eta: 1 day, 4:56:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.7672, loss: 2.7672 +2025-05-05 16:07:32,857 - pyskl - INFO - Epoch [90][2700/3940] lr: 8.716e-03, eta: 1 day, 4:55:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 2.9973, loss: 2.9973 +2025-05-05 16:08:16,580 - pyskl - INFO - Epoch [90][2800/3940] lr: 8.709e-03, eta: 1 day, 4:54:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 2.9528, loss: 2.9528 +2025-05-05 16:09:00,197 - pyskl - INFO - Epoch [90][2900/3940] lr: 8.703e-03, eta: 1 day, 4:54:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.9109, loss: 2.9109 +2025-05-05 16:09:43,782 - pyskl - INFO - Epoch [90][3000/3940] lr: 8.697e-03, eta: 1 day, 4:53:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.9720, loss: 2.9720 +2025-05-05 16:10:27,340 - pyskl - INFO - Epoch [90][3100/3940] lr: 8.690e-03, eta: 1 day, 4:52:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 2.9905, loss: 2.9905 +2025-05-05 16:11:10,758 - pyskl - INFO - Epoch [90][3200/3940] lr: 8.684e-03, eta: 1 day, 4:52:00, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 3.0048, loss: 3.0048 +2025-05-05 16:11:54,328 - pyskl - INFO - Epoch [90][3300/3940] lr: 8.678e-03, eta: 1 day, 4:51:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 2.9429, loss: 2.9429 +2025-05-05 16:12:38,083 - pyskl - INFO - Epoch [90][3400/3940] lr: 8.671e-03, eta: 1 day, 4:50:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 2.9177, loss: 2.9177 +2025-05-05 16:13:21,670 - pyskl - INFO - Epoch [90][3500/3940] lr: 8.665e-03, eta: 1 day, 4:49:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 3.0275, loss: 3.0275 +2025-05-05 16:14:05,172 - pyskl - INFO - Epoch [90][3600/3940] lr: 8.659e-03, eta: 1 day, 4:49:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 2.9195, loss: 2.9195 +2025-05-05 16:14:48,611 - pyskl - INFO - Epoch [90][3700/3940] lr: 8.653e-03, eta: 1 day, 4:48:20, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 3.0311, loss: 3.0311 +2025-05-05 16:15:32,106 - pyskl - INFO - Epoch [90][3800/3940] lr: 8.646e-03, eta: 1 day, 4:47:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.8659, loss: 2.8659 +2025-05-05 16:16:15,609 - pyskl - INFO - Epoch [90][3900/3940] lr: 8.640e-03, eta: 1 day, 4:46:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 3.0130, loss: 3.0130 +2025-05-05 16:16:33,472 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-05-05 16:19:55,983 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 16:19:56,451 - pyskl - INFO - +top1_acc 0.7713 +top5_acc 0.9434 +2025-05-05 16:19:56,469 - pyskl - INFO - Epoch(val) [90][3183] top1_acc: 0.7713, top5_acc: 0.9434 +2025-05-05 16:21:04,512 - pyskl - INFO - Epoch [91][100/3940] lr: 8.631e-03, eta: 1 day, 4:45:55, time: 0.680, data_time: 0.244, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.9265, loss: 2.9265 +2025-05-05 16:21:48,192 - pyskl - INFO - Epoch [91][200/3940] lr: 8.625e-03, eta: 1 day, 4:45:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9838, loss_cls: 2.7297, loss: 2.7297 +2025-05-05 16:22:31,780 - pyskl - INFO - Epoch [91][300/3940] lr: 8.618e-03, eta: 1 day, 4:44:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.8027, loss: 2.8027 +2025-05-05 16:23:15,361 - pyskl - INFO - Epoch [91][400/3940] lr: 8.612e-03, eta: 1 day, 4:43:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.8414, loss: 2.8414 +2025-05-05 16:23:58,969 - pyskl - INFO - Epoch [91][500/3940] lr: 8.606e-03, eta: 1 day, 4:42:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 2.9228, loss: 2.9228 +2025-05-05 16:24:42,523 - pyskl - INFO - Epoch [91][600/3940] lr: 8.599e-03, eta: 1 day, 4:42:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.7602, loss: 2.7602 +2025-05-05 16:25:26,162 - pyskl - INFO - Epoch [91][700/3940] lr: 8.593e-03, eta: 1 day, 4:41:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.8094, loss: 2.8094 +2025-05-05 16:26:09,673 - pyskl - INFO - Epoch [91][800/3940] lr: 8.587e-03, eta: 1 day, 4:40:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 2.8297, loss: 2.8297 +2025-05-05 16:26:53,266 - pyskl - INFO - Epoch [91][900/3940] lr: 8.581e-03, eta: 1 day, 4:40:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.8352, loss: 2.8352 +2025-05-05 16:27:36,841 - pyskl - INFO - Epoch [91][1000/3940] lr: 8.574e-03, eta: 1 day, 4:39:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.9120, loss: 2.9120 +2025-05-05 16:28:20,403 - pyskl - INFO - Epoch [91][1100/3940] lr: 8.568e-03, eta: 1 day, 4:38:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.9029, loss: 2.9029 +2025-05-05 16:29:03,984 - pyskl - INFO - Epoch [91][1200/3940] lr: 8.562e-03, eta: 1 day, 4:37:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 2.8575, loss: 2.8575 +2025-05-05 16:29:47,559 - pyskl - INFO - Epoch [91][1300/3940] lr: 8.555e-03, eta: 1 day, 4:37:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9819, loss_cls: 2.8469, loss: 2.8469 +2025-05-05 16:30:31,392 - pyskl - INFO - Epoch [91][1400/3940] lr: 8.549e-03, eta: 1 day, 4:36:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.7404, loss: 2.7404 +2025-05-05 16:31:15,204 - pyskl - INFO - Epoch [91][1500/3940] lr: 8.543e-03, eta: 1 day, 4:35:39, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 2.9790, loss: 2.9790 +2025-05-05 16:31:58,773 - pyskl - INFO - Epoch [91][1600/3940] lr: 8.536e-03, eta: 1 day, 4:34:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 2.9441, loss: 2.9441 +2025-05-05 16:32:42,327 - pyskl - INFO - Epoch [91][1700/3940] lr: 8.530e-03, eta: 1 day, 4:34:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.8747, loss: 2.8747 +2025-05-05 16:33:25,980 - pyskl - INFO - Epoch [91][1800/3940] lr: 8.524e-03, eta: 1 day, 4:33:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9806, loss_cls: 2.9318, loss: 2.9318 +2025-05-05 16:34:09,753 - pyskl - INFO - Epoch [91][1900/3940] lr: 8.517e-03, eta: 1 day, 4:32:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 2.8456, loss: 2.8456 +2025-05-05 16:34:53,501 - pyskl - INFO - Epoch [91][2000/3940] lr: 8.511e-03, eta: 1 day, 4:32:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 2.9084, loss: 2.9084 +2025-05-05 16:35:37,085 - pyskl - INFO - Epoch [91][2100/3940] lr: 8.505e-03, eta: 1 day, 4:31:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.9108, loss: 2.9108 +2025-05-05 16:36:20,877 - pyskl - INFO - Epoch [91][2200/3940] lr: 8.499e-03, eta: 1 day, 4:30:32, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 2.9500, loss: 2.9500 +2025-05-05 16:37:04,671 - pyskl - INFO - Epoch [91][2300/3940] lr: 8.492e-03, eta: 1 day, 4:29:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.9170, loss: 2.9170 +2025-05-05 16:37:48,381 - pyskl - INFO - Epoch [91][2400/3940] lr: 8.486e-03, eta: 1 day, 4:29:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 2.9317, loss: 2.9317 +2025-05-05 16:38:32,137 - pyskl - INFO - Epoch [91][2500/3940] lr: 8.480e-03, eta: 1 day, 4:28:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9800, loss_cls: 2.9072, loss: 2.9072 +2025-05-05 16:39:15,764 - pyskl - INFO - Epoch [91][2600/3940] lr: 8.473e-03, eta: 1 day, 4:27:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 2.9086, loss: 2.9086 +2025-05-05 16:39:59,421 - pyskl - INFO - Epoch [91][2700/3940] lr: 8.467e-03, eta: 1 day, 4:26:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 3.0066, loss: 3.0066 +2025-05-05 16:40:43,088 - pyskl - INFO - Epoch [91][2800/3940] lr: 8.461e-03, eta: 1 day, 4:26:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.8685, loss: 2.8685 +2025-05-05 16:41:26,703 - pyskl - INFO - Epoch [91][2900/3940] lr: 8.455e-03, eta: 1 day, 4:25:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 2.8832, loss: 2.8832 +2025-05-05 16:42:10,261 - pyskl - INFO - Epoch [91][3000/3940] lr: 8.448e-03, eta: 1 day, 4:24:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9794, loss_cls: 2.8002, loss: 2.8002 +2025-05-05 16:42:53,848 - pyskl - INFO - Epoch [91][3100/3940] lr: 8.442e-03, eta: 1 day, 4:23:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 2.9120, loss: 2.9120 +2025-05-05 16:43:37,550 - pyskl - INFO - Epoch [91][3200/3940] lr: 8.436e-03, eta: 1 day, 4:23:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 2.9084, loss: 2.9084 +2025-05-05 16:44:21,233 - pyskl - INFO - Epoch [91][3300/3940] lr: 8.429e-03, eta: 1 day, 4:22:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 3.0253, loss: 3.0253 +2025-05-05 16:45:04,960 - pyskl - INFO - Epoch [91][3400/3940] lr: 8.423e-03, eta: 1 day, 4:21:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.9493, loss: 2.9493 +2025-05-05 16:45:48,956 - pyskl - INFO - Epoch [91][3500/3940] lr: 8.417e-03, eta: 1 day, 4:21:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.8953, loss: 2.8953 +2025-05-05 16:46:32,997 - pyskl - INFO - Epoch [91][3600/3940] lr: 8.411e-03, eta: 1 day, 4:20:18, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 2.8625, loss: 2.8625 +2025-05-05 16:47:16,583 - pyskl - INFO - Epoch [91][3700/3940] lr: 8.404e-03, eta: 1 day, 4:19:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9762, loss_cls: 2.9975, loss: 2.9975 +2025-05-05 16:48:00,161 - pyskl - INFO - Epoch [91][3800/3940] lr: 8.398e-03, eta: 1 day, 4:18:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9881, loss_cls: 2.9772, loss: 2.9772 +2025-05-05 16:48:43,793 - pyskl - INFO - Epoch [91][3900/3940] lr: 8.392e-03, eta: 1 day, 4:18:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.9625, loss: 2.9625 +2025-05-05 16:49:01,554 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-05-05 16:52:23,902 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 16:52:24,373 - pyskl - INFO - +top1_acc 0.7763 +top5_acc 0.9568 +2025-05-05 16:52:24,391 - pyskl - INFO - Epoch(val) [91][3183] top1_acc: 0.7763, top5_acc: 0.9568 +2025-05-05 16:53:32,888 - pyskl - INFO - Epoch [92][100/3940] lr: 8.383e-03, eta: 1 day, 4:17:09, time: 0.685, data_time: 0.251, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.7276, loss: 2.7276 +2025-05-05 16:54:16,334 - pyskl - INFO - Epoch [92][200/3940] lr: 8.377e-03, eta: 1 day, 4:16:25, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.7825, loss: 2.7825 +2025-05-05 16:54:59,761 - pyskl - INFO - Epoch [92][300/3940] lr: 8.370e-03, eta: 1 day, 4:15:41, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.7756, loss: 2.7756 +2025-05-05 16:55:43,278 - pyskl - INFO - Epoch [92][400/3940] lr: 8.364e-03, eta: 1 day, 4:14:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 2.8889, loss: 2.8889 +2025-05-05 16:56:26,860 - pyskl - INFO - Epoch [92][500/3940] lr: 8.358e-03, eta: 1 day, 4:14:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.7613, loss: 2.7613 +2025-05-05 16:57:10,562 - pyskl - INFO - Epoch [92][600/3940] lr: 8.352e-03, eta: 1 day, 4:13:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 2.8352, loss: 2.8352 +2025-05-05 16:57:54,208 - pyskl - INFO - Epoch [92][700/3940] lr: 8.345e-03, eta: 1 day, 4:12:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9850, loss_cls: 2.8293, loss: 2.8293 +2025-05-05 16:58:37,760 - pyskl - INFO - Epoch [92][800/3940] lr: 8.339e-03, eta: 1 day, 4:12:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 2.7902, loss: 2.7902 +2025-05-05 16:59:21,279 - pyskl - INFO - Epoch [92][900/3940] lr: 8.333e-03, eta: 1 day, 4:11:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 2.9335, loss: 2.9335 +2025-05-05 17:00:04,894 - pyskl - INFO - Epoch [92][1000/3940] lr: 8.327e-03, eta: 1 day, 4:10:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.7536, loss: 2.7536 +2025-05-05 17:00:48,462 - pyskl - INFO - Epoch [92][1100/3940] lr: 8.320e-03, eta: 1 day, 4:09:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 2.8633, loss: 2.8633 +2025-05-05 17:01:31,880 - pyskl - INFO - Epoch [92][1200/3940] lr: 8.314e-03, eta: 1 day, 4:09:05, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.7823, loss: 2.7823 +2025-05-05 17:02:15,345 - pyskl - INFO - Epoch [92][1300/3940] lr: 8.308e-03, eta: 1 day, 4:08:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.9726, loss: 2.9726 +2025-05-05 17:02:58,880 - pyskl - INFO - Epoch [92][1400/3940] lr: 8.301e-03, eta: 1 day, 4:07:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 2.8627, loss: 2.8627 +2025-05-05 17:03:42,539 - pyskl - INFO - Epoch [92][1500/3940] lr: 8.295e-03, eta: 1 day, 4:06:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9838, loss_cls: 2.7256, loss: 2.7256 +2025-05-05 17:04:26,388 - pyskl - INFO - Epoch [92][1600/3940] lr: 8.289e-03, eta: 1 day, 4:06:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 2.9550, loss: 2.9550 +2025-05-05 17:05:10,184 - pyskl - INFO - Epoch [92][1700/3940] lr: 8.283e-03, eta: 1 day, 4:05:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9800, loss_cls: 2.8444, loss: 2.8444 +2025-05-05 17:05:53,932 - pyskl - INFO - Epoch [92][1800/3940] lr: 8.276e-03, eta: 1 day, 4:04:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9775, loss_cls: 2.9414, loss: 2.9414 +2025-05-05 17:06:37,637 - pyskl - INFO - Epoch [92][1900/3940] lr: 8.270e-03, eta: 1 day, 4:03:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 2.9074, loss: 2.9074 +2025-05-05 17:07:21,320 - pyskl - INFO - Epoch [92][2000/3940] lr: 8.264e-03, eta: 1 day, 4:03:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.9007, loss: 2.9007 +2025-05-05 17:08:04,973 - pyskl - INFO - Epoch [92][2100/3940] lr: 8.258e-03, eta: 1 day, 4:02:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 2.8318, loss: 2.8318 +2025-05-05 17:08:48,501 - pyskl - INFO - Epoch [92][2200/3940] lr: 8.251e-03, eta: 1 day, 4:01:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.6716, loss: 2.6716 +2025-05-05 17:09:32,034 - pyskl - INFO - Epoch [92][2300/3940] lr: 8.245e-03, eta: 1 day, 4:01:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9825, loss_cls: 2.8348, loss: 2.8348 +2025-05-05 17:10:15,542 - pyskl - INFO - Epoch [92][2400/3940] lr: 8.239e-03, eta: 1 day, 4:00:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 2.9049, loss: 2.9049 +2025-05-05 17:10:58,981 - pyskl - INFO - Epoch [92][2500/3940] lr: 8.233e-03, eta: 1 day, 3:59:34, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 3.0213, loss: 3.0213 +2025-05-05 17:11:42,508 - pyskl - INFO - Epoch [92][2600/3940] lr: 8.226e-03, eta: 1 day, 3:58:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 2.8810, loss: 2.8810 +2025-05-05 17:12:26,076 - pyskl - INFO - Epoch [92][2700/3940] lr: 8.220e-03, eta: 1 day, 3:58:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.8125, loss: 2.8125 +2025-05-05 17:13:09,673 - pyskl - INFO - Epoch [92][2800/3940] lr: 8.214e-03, eta: 1 day, 3:57:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.9135, loss: 2.9135 +2025-05-05 17:13:53,420 - pyskl - INFO - Epoch [92][2900/3940] lr: 8.208e-03, eta: 1 day, 3:56:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 2.9752, loss: 2.9752 +2025-05-05 17:14:37,052 - pyskl - INFO - Epoch [92][3000/3940] lr: 8.202e-03, eta: 1 day, 3:55:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.9517, loss: 2.9517 +2025-05-05 17:15:20,845 - pyskl - INFO - Epoch [92][3100/3940] lr: 8.195e-03, eta: 1 day, 3:55:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.8838, loss: 2.8838 +2025-05-05 17:16:04,465 - pyskl - INFO - Epoch [92][3200/3940] lr: 8.189e-03, eta: 1 day, 3:54:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.8323, loss: 2.8323 +2025-05-05 17:16:48,004 - pyskl - INFO - Epoch [92][3300/3940] lr: 8.183e-03, eta: 1 day, 3:53:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 2.9303, loss: 2.9303 +2025-05-05 17:17:31,674 - pyskl - INFO - Epoch [92][3400/3940] lr: 8.177e-03, eta: 1 day, 3:52:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 2.9131, loss: 2.9131 +2025-05-05 17:18:15,488 - pyskl - INFO - Epoch [92][3500/3940] lr: 8.170e-03, eta: 1 day, 3:52:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.9467, loss: 2.9467 +2025-05-05 17:18:59,175 - pyskl - INFO - Epoch [92][3600/3940] lr: 8.164e-03, eta: 1 day, 3:51:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9794, loss_cls: 2.8725, loss: 2.8725 +2025-05-05 17:19:42,612 - pyskl - INFO - Epoch [92][3700/3940] lr: 8.158e-03, eta: 1 day, 3:50:46, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9794, loss_cls: 2.8535, loss: 2.8535 +2025-05-05 17:20:26,142 - pyskl - INFO - Epoch [92][3800/3940] lr: 8.152e-03, eta: 1 day, 3:50:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.8369, loss: 2.8369 +2025-05-05 17:21:09,671 - pyskl - INFO - Epoch [92][3900/3940] lr: 8.145e-03, eta: 1 day, 3:49:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 2.9304, loss: 2.9304 +2025-05-05 17:21:27,377 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-05-05 17:24:49,742 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 17:24:50,216 - pyskl - INFO - +top1_acc 0.7688 +top5_acc 0.9538 +2025-05-05 17:24:50,235 - pyskl - INFO - Epoch(val) [92][3183] top1_acc: 0.7688, top5_acc: 0.9538 +2025-05-05 17:25:58,848 - pyskl - INFO - Epoch [93][100/3940] lr: 8.137e-03, eta: 1 day, 3:48:21, time: 0.686, data_time: 0.253, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.9230, loss: 2.9230 +2025-05-05 17:26:42,268 - pyskl - INFO - Epoch [93][200/3940] lr: 8.130e-03, eta: 1 day, 3:47:37, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9931, loss_cls: 2.7798, loss: 2.7798 +2025-05-05 17:27:25,701 - pyskl - INFO - Epoch [93][300/3940] lr: 8.124e-03, eta: 1 day, 3:46:53, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.6438, loss: 2.6438 +2025-05-05 17:28:09,006 - pyskl - INFO - Epoch [93][400/3940] lr: 8.118e-03, eta: 1 day, 3:46:09, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.7850, loss: 2.7850 +2025-05-05 17:28:52,437 - pyskl - INFO - Epoch [93][500/3940] lr: 8.112e-03, eta: 1 day, 3:45:25, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.7005, loss: 2.7005 +2025-05-05 17:29:35,892 - pyskl - INFO - Epoch [93][600/3940] lr: 8.106e-03, eta: 1 day, 3:44:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9844, loss_cls: 2.7418, loss: 2.7418 +2025-05-05 17:30:19,243 - pyskl - INFO - Epoch [93][700/3940] lr: 8.099e-03, eta: 1 day, 3:43:57, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 2.8719, loss: 2.8719 +2025-05-05 17:31:02,740 - pyskl - INFO - Epoch [93][800/3940] lr: 8.093e-03, eta: 1 day, 3:43:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.7448, loss: 2.7448 +2025-05-05 17:31:46,221 - pyskl - INFO - Epoch [93][900/3940] lr: 8.087e-03, eta: 1 day, 3:42:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.8294, loss: 2.8294 +2025-05-05 17:32:29,682 - pyskl - INFO - Epoch [93][1000/3940] lr: 8.081e-03, eta: 1 day, 3:41:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.8247, loss: 2.8247 +2025-05-05 17:33:13,293 - pyskl - INFO - Epoch [93][1100/3940] lr: 8.074e-03, eta: 1 day, 3:41:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.7318, loss: 2.7318 +2025-05-05 17:33:56,787 - pyskl - INFO - Epoch [93][1200/3940] lr: 8.068e-03, eta: 1 day, 3:40:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.8440, loss: 2.8440 +2025-05-05 17:34:40,212 - pyskl - INFO - Epoch [93][1300/3940] lr: 8.062e-03, eta: 1 day, 3:39:33, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9819, loss_cls: 2.7737, loss: 2.7737 +2025-05-05 17:35:23,870 - pyskl - INFO - Epoch [93][1400/3940] lr: 8.056e-03, eta: 1 day, 3:38:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.8813, loss: 2.8813 +2025-05-05 17:36:07,528 - pyskl - INFO - Epoch [93][1500/3940] lr: 8.050e-03, eta: 1 day, 3:38:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.8434, loss: 2.8434 +2025-05-05 17:36:51,162 - pyskl - INFO - Epoch [93][1600/3940] lr: 8.043e-03, eta: 1 day, 3:37:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 2.8353, loss: 2.8353 +2025-05-05 17:37:34,744 - pyskl - INFO - Epoch [93][1700/3940] lr: 8.037e-03, eta: 1 day, 3:36:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.7509, loss: 2.7509 +2025-05-05 17:38:18,179 - pyskl - INFO - Epoch [93][1800/3940] lr: 8.031e-03, eta: 1 day, 3:35:53, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.7842, loss: 2.7842 +2025-05-05 17:39:01,612 - pyskl - INFO - Epoch [93][1900/3940] lr: 8.025e-03, eta: 1 day, 3:35:09, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.7604, loss: 2.7604 +2025-05-05 17:39:45,069 - pyskl - INFO - Epoch [93][2000/3940] lr: 8.019e-03, eta: 1 day, 3:34:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 2.9277, loss: 2.9277 +2025-05-05 17:40:28,594 - pyskl - INFO - Epoch [93][2100/3940] lr: 8.012e-03, eta: 1 day, 3:33:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.8782, loss: 2.8782 +2025-05-05 17:41:12,111 - pyskl - INFO - Epoch [93][2200/3940] lr: 8.006e-03, eta: 1 day, 3:32:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.7966, loss: 2.7966 +2025-05-05 17:41:55,619 - pyskl - INFO - Epoch [93][2300/3940] lr: 8.000e-03, eta: 1 day, 3:32:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9794, loss_cls: 2.9237, loss: 2.9237 +2025-05-05 17:42:39,051 - pyskl - INFO - Epoch [93][2400/3940] lr: 7.994e-03, eta: 1 day, 3:31:29, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9819, loss_cls: 2.9342, loss: 2.9342 +2025-05-05 17:43:22,600 - pyskl - INFO - Epoch [93][2500/3940] lr: 7.988e-03, eta: 1 day, 3:30:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.8494, loss: 2.8494 +2025-05-05 17:44:06,072 - pyskl - INFO - Epoch [93][2600/3940] lr: 7.981e-03, eta: 1 day, 3:30:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 2.8613, loss: 2.8613 +2025-05-05 17:44:49,508 - pyskl - INFO - Epoch [93][2700/3940] lr: 7.975e-03, eta: 1 day, 3:29:17, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.9008, loss: 2.9008 +2025-05-05 17:45:33,003 - pyskl - INFO - Epoch [93][2800/3940] lr: 7.969e-03, eta: 1 day, 3:28:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.8434, loss: 2.8434 +2025-05-05 17:46:16,477 - pyskl - INFO - Epoch [93][2900/3940] lr: 7.963e-03, eta: 1 day, 3:27:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.9529, loss: 2.9529 +2025-05-05 17:47:00,083 - pyskl - INFO - Epoch [93][3000/3940] lr: 7.957e-03, eta: 1 day, 3:27:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 2.8232, loss: 2.8232 +2025-05-05 17:47:43,616 - pyskl - INFO - Epoch [93][3100/3940] lr: 7.950e-03, eta: 1 day, 3:26:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.8218, loss: 2.8218 +2025-05-05 17:48:27,043 - pyskl - INFO - Epoch [93][3200/3940] lr: 7.944e-03, eta: 1 day, 3:25:37, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.7422, loss: 2.7422 +2025-05-05 17:49:10,485 - pyskl - INFO - Epoch [93][3300/3940] lr: 7.938e-03, eta: 1 day, 3:24:52, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.7862, loss: 2.7862 +2025-05-05 17:49:54,122 - pyskl - INFO - Epoch [93][3400/3940] lr: 7.932e-03, eta: 1 day, 3:24:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.8368, loss: 2.8368 +2025-05-05 17:50:37,682 - pyskl - INFO - Epoch [93][3500/3940] lr: 7.926e-03, eta: 1 day, 3:23:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.9178, loss: 2.9178 +2025-05-05 17:51:21,056 - pyskl - INFO - Epoch [93][3600/3940] lr: 7.920e-03, eta: 1 day, 3:22:40, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9769, loss_cls: 2.9455, loss: 2.9455 +2025-05-05 17:52:04,722 - pyskl - INFO - Epoch [93][3700/3940] lr: 7.913e-03, eta: 1 day, 3:21:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.8378, loss: 2.8378 +2025-05-05 17:52:48,258 - pyskl - INFO - Epoch [93][3800/3940] lr: 7.907e-03, eta: 1 day, 3:21:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.8234, loss: 2.8234 +2025-05-05 17:53:32,195 - pyskl - INFO - Epoch [93][3900/3940] lr: 7.901e-03, eta: 1 day, 3:20:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 2.8804, loss: 2.8804 +2025-05-05 17:53:50,075 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-05-05 17:57:12,996 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 17:57:13,468 - pyskl - INFO - +top1_acc 0.7870 +top5_acc 0.9598 +2025-05-05 17:57:13,523 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_82.pth was removed +2025-05-05 17:57:14,579 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_93.pth. +2025-05-05 17:57:14,581 - pyskl - INFO - Best top1_acc is 0.7870 at 93 epoch. +2025-05-05 17:57:14,599 - pyskl - INFO - Epoch(val) [93][3183] top1_acc: 0.7870, top5_acc: 0.9598 +2025-05-05 17:58:23,079 - pyskl - INFO - Epoch [94][100/3940] lr: 7.892e-03, eta: 1 day, 3:19:32, time: 0.685, data_time: 0.250, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.8254, loss: 2.8254 +2025-05-05 17:59:06,518 - pyskl - INFO - Epoch [94][200/3940] lr: 7.886e-03, eta: 1 day, 3:18:48, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.6454, loss: 2.6454 +2025-05-05 17:59:49,939 - pyskl - INFO - Epoch [94][300/3940] lr: 7.880e-03, eta: 1 day, 3:18:04, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.8378, loss: 2.8378 +2025-05-05 18:00:33,429 - pyskl - INFO - Epoch [94][400/3940] lr: 7.874e-03, eta: 1 day, 3:17:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.7287, loss: 2.7287 +2025-05-05 18:01:16,879 - pyskl - INFO - Epoch [94][500/3940] lr: 7.868e-03, eta: 1 day, 3:16:36, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.6472, loss: 2.6472 +2025-05-05 18:02:00,466 - pyskl - INFO - Epoch [94][600/3940] lr: 7.861e-03, eta: 1 day, 3:15:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 2.7109, loss: 2.7109 +2025-05-05 18:02:43,994 - pyskl - INFO - Epoch [94][700/3940] lr: 7.855e-03, eta: 1 day, 3:15:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.7605, loss: 2.7605 +2025-05-05 18:03:27,495 - pyskl - INFO - Epoch [94][800/3940] lr: 7.849e-03, eta: 1 day, 3:14:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.7806, loss: 2.7806 +2025-05-05 18:04:11,036 - pyskl - INFO - Epoch [94][900/3940] lr: 7.843e-03, eta: 1 day, 3:13:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.7598, loss: 2.7598 +2025-05-05 18:04:54,736 - pyskl - INFO - Epoch [94][1000/3940] lr: 7.837e-03, eta: 1 day, 3:12:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.8588, loss: 2.8588 +2025-05-05 18:05:38,414 - pyskl - INFO - Epoch [94][1100/3940] lr: 7.831e-03, eta: 1 day, 3:12:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 2.9333, loss: 2.9333 +2025-05-05 18:06:21,912 - pyskl - INFO - Epoch [94][1200/3940] lr: 7.824e-03, eta: 1 day, 3:11:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 2.8444, loss: 2.8444 +2025-05-05 18:07:05,382 - pyskl - INFO - Epoch [94][1300/3940] lr: 7.818e-03, eta: 1 day, 3:10:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.7673, loss: 2.7673 +2025-05-05 18:07:48,756 - pyskl - INFO - Epoch [94][1400/3940] lr: 7.812e-03, eta: 1 day, 3:10:00, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9825, loss_cls: 2.7819, loss: 2.7819 +2025-05-05 18:08:32,224 - pyskl - INFO - Epoch [94][1500/3940] lr: 7.806e-03, eta: 1 day, 3:09:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.7374, loss: 2.7374 +2025-05-05 18:09:15,722 - pyskl - INFO - Epoch [94][1600/3940] lr: 7.800e-03, eta: 1 day, 3:08:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 2.7313, loss: 2.7313 +2025-05-05 18:09:59,337 - pyskl - INFO - Epoch [94][1700/3940] lr: 7.794e-03, eta: 1 day, 3:07:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.8654, loss: 2.8654 +2025-05-05 18:10:42,855 - pyskl - INFO - Epoch [94][1800/3940] lr: 7.788e-03, eta: 1 day, 3:07:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.6958, loss: 2.6958 +2025-05-05 18:11:26,342 - pyskl - INFO - Epoch [94][1900/3940] lr: 7.781e-03, eta: 1 day, 3:06:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.8473, loss: 2.8473 +2025-05-05 18:12:09,732 - pyskl - INFO - Epoch [94][2000/3940] lr: 7.775e-03, eta: 1 day, 3:05:36, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.8999, loss: 2.8999 +2025-05-05 18:12:53,288 - pyskl - INFO - Epoch [94][2100/3940] lr: 7.769e-03, eta: 1 day, 3:04:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.8515, loss: 2.8515 +2025-05-05 18:13:37,010 - pyskl - INFO - Epoch [94][2200/3940] lr: 7.763e-03, eta: 1 day, 3:04:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 2.7732, loss: 2.7732 +2025-05-05 18:14:20,480 - pyskl - INFO - Epoch [94][2300/3940] lr: 7.757e-03, eta: 1 day, 3:03:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.8631, loss: 2.8631 +2025-05-05 18:15:04,213 - pyskl - INFO - Epoch [94][2400/3940] lr: 7.751e-03, eta: 1 day, 3:02:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9769, loss_cls: 2.8893, loss: 2.8893 +2025-05-05 18:15:47,847 - pyskl - INFO - Epoch [94][2500/3940] lr: 7.744e-03, eta: 1 day, 3:01:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.8589, loss: 2.8589 +2025-05-05 18:16:31,408 - pyskl - INFO - Epoch [94][2600/3940] lr: 7.738e-03, eta: 1 day, 3:01:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.8779, loss: 2.8779 +2025-05-05 18:17:15,031 - pyskl - INFO - Epoch [94][2700/3940] lr: 7.732e-03, eta: 1 day, 3:00:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.7413, loss: 2.7413 +2025-05-05 18:17:58,572 - pyskl - INFO - Epoch [94][2800/3940] lr: 7.726e-03, eta: 1 day, 2:59:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 2.8709, loss: 2.8709 +2025-05-05 18:18:42,139 - pyskl - INFO - Epoch [94][2900/3940] lr: 7.720e-03, eta: 1 day, 2:59:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.7569, loss: 2.7569 +2025-05-05 18:19:25,732 - pyskl - INFO - Epoch [94][3000/3940] lr: 7.714e-03, eta: 1 day, 2:58:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.8298, loss: 2.8298 +2025-05-05 18:20:09,189 - pyskl - INFO - Epoch [94][3100/3940] lr: 7.708e-03, eta: 1 day, 2:57:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.8364, loss: 2.8364 +2025-05-05 18:20:52,686 - pyskl - INFO - Epoch [94][3200/3940] lr: 7.701e-03, eta: 1 day, 2:56:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.7601, loss: 2.7601 +2025-05-05 18:21:36,296 - pyskl - INFO - Epoch [94][3300/3940] lr: 7.695e-03, eta: 1 day, 2:56:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 2.7681, loss: 2.7681 +2025-05-05 18:22:19,756 - pyskl - INFO - Epoch [94][3400/3940] lr: 7.689e-03, eta: 1 day, 2:55:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.8488, loss: 2.8488 +2025-05-05 18:23:03,181 - pyskl - INFO - Epoch [94][3500/3940] lr: 7.683e-03, eta: 1 day, 2:54:36, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.7792, loss: 2.7792 +2025-05-05 18:23:46,632 - pyskl - INFO - Epoch [94][3600/3940] lr: 7.677e-03, eta: 1 day, 2:53:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.8599, loss: 2.8599 +2025-05-05 18:24:30,185 - pyskl - INFO - Epoch [94][3700/3940] lr: 7.671e-03, eta: 1 day, 2:53:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9800, loss_cls: 2.7985, loss: 2.7985 +2025-05-05 18:25:13,623 - pyskl - INFO - Epoch [94][3800/3940] lr: 7.665e-03, eta: 1 day, 2:52:24, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9769, loss_cls: 2.9155, loss: 2.9155 +2025-05-05 18:25:57,086 - pyskl - INFO - Epoch [94][3900/3940] lr: 7.659e-03, eta: 1 day, 2:51:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 2.9016, loss: 2.9016 +2025-05-05 18:26:14,812 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-05-05 18:29:37,929 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 18:29:38,395 - pyskl - INFO - +top1_acc 0.7803 +top5_acc 0.9541 +2025-05-05 18:29:38,412 - pyskl - INFO - Epoch(val) [94][3183] top1_acc: 0.7803, top5_acc: 0.9541 +2025-05-05 18:30:46,705 - pyskl - INFO - Epoch [95][100/3940] lr: 7.650e-03, eta: 1 day, 2:50:43, time: 0.683, data_time: 0.249, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.7549, loss: 2.7549 +2025-05-05 18:31:30,204 - pyskl - INFO - Epoch [95][200/3940] lr: 7.644e-03, eta: 1 day, 2:49:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.7201, loss: 2.7201 +2025-05-05 18:32:13,568 - pyskl - INFO - Epoch [95][300/3940] lr: 7.638e-03, eta: 1 day, 2:49:15, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.7703, loss: 2.7703 +2025-05-05 18:32:57,151 - pyskl - INFO - Epoch [95][400/3940] lr: 7.632e-03, eta: 1 day, 2:48:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9938, loss_cls: 2.7036, loss: 2.7036 +2025-05-05 18:33:40,592 - pyskl - INFO - Epoch [95][500/3940] lr: 7.626e-03, eta: 1 day, 2:47:47, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 2.6947, loss: 2.6947 +2025-05-05 18:34:24,040 - pyskl - INFO - Epoch [95][600/3940] lr: 7.619e-03, eta: 1 day, 2:47:02, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9956, loss_cls: 2.7402, loss: 2.7402 +2025-05-05 18:35:07,660 - pyskl - INFO - Epoch [95][700/3940] lr: 7.613e-03, eta: 1 day, 2:46:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.7566, loss: 2.7566 +2025-05-05 18:35:51,297 - pyskl - INFO - Epoch [95][800/3940] lr: 7.607e-03, eta: 1 day, 2:45:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 2.6965, loss: 2.6965 +2025-05-05 18:36:34,797 - pyskl - INFO - Epoch [95][900/3940] lr: 7.601e-03, eta: 1 day, 2:44:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9906, loss_cls: 2.7774, loss: 2.7774 +2025-05-05 18:37:18,257 - pyskl - INFO - Epoch [95][1000/3940] lr: 7.595e-03, eta: 1 day, 2:44:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.7742, loss: 2.7742 +2025-05-05 18:38:01,683 - pyskl - INFO - Epoch [95][1100/3940] lr: 7.589e-03, eta: 1 day, 2:43:23, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9831, loss_cls: 2.8372, loss: 2.8372 +2025-05-05 18:38:45,089 - pyskl - INFO - Epoch [95][1200/3940] lr: 7.583e-03, eta: 1 day, 2:42:38, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 2.7389, loss: 2.7389 +2025-05-05 18:39:28,490 - pyskl - INFO - Epoch [95][1300/3940] lr: 7.577e-03, eta: 1 day, 2:41:54, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.7842, loss: 2.7842 +2025-05-05 18:40:11,961 - pyskl - INFO - Epoch [95][1400/3940] lr: 7.570e-03, eta: 1 day, 2:41:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.7530, loss: 2.7530 +2025-05-05 18:40:55,504 - pyskl - INFO - Epoch [95][1500/3940] lr: 7.564e-03, eta: 1 day, 2:40:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.6700, loss: 2.6700 +2025-05-05 18:41:39,006 - pyskl - INFO - Epoch [95][1600/3940] lr: 7.558e-03, eta: 1 day, 2:39:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.8307, loss: 2.8307 +2025-05-05 18:42:22,600 - pyskl - INFO - Epoch [95][1700/3940] lr: 7.552e-03, eta: 1 day, 2:38:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.7102, loss: 2.7102 +2025-05-05 18:43:06,177 - pyskl - INFO - Epoch [95][1800/3940] lr: 7.546e-03, eta: 1 day, 2:38:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 2.7981, loss: 2.7981 +2025-05-05 18:43:49,754 - pyskl - INFO - Epoch [95][1900/3940] lr: 7.540e-03, eta: 1 day, 2:37:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.8119, loss: 2.8119 +2025-05-05 18:44:33,487 - pyskl - INFO - Epoch [95][2000/3940] lr: 7.534e-03, eta: 1 day, 2:36:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 2.8174, loss: 2.8174 +2025-05-05 18:45:16,967 - pyskl - INFO - Epoch [95][2100/3940] lr: 7.528e-03, eta: 1 day, 2:36:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 2.7992, loss: 2.7992 +2025-05-05 18:46:00,533 - pyskl - INFO - Epoch [95][2200/3940] lr: 7.522e-03, eta: 1 day, 2:35:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.7949, loss: 2.7949 +2025-05-05 18:46:43,981 - pyskl - INFO - Epoch [95][2300/3940] lr: 7.516e-03, eta: 1 day, 2:34:35, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 2.7581, loss: 2.7581 +2025-05-05 18:47:27,448 - pyskl - INFO - Epoch [95][2400/3940] lr: 7.510e-03, eta: 1 day, 2:33:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.7905, loss: 2.7905 +2025-05-05 18:48:10,998 - pyskl - INFO - Epoch [95][2500/3940] lr: 7.503e-03, eta: 1 day, 2:33:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 2.7282, loss: 2.7282 +2025-05-05 18:48:54,664 - pyskl - INFO - Epoch [95][2600/3940] lr: 7.497e-03, eta: 1 day, 2:32:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9812, loss_cls: 2.7734, loss: 2.7734 +2025-05-05 18:49:38,161 - pyskl - INFO - Epoch [95][2700/3940] lr: 7.491e-03, eta: 1 day, 2:31:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.7707, loss: 2.7707 +2025-05-05 18:50:21,614 - pyskl - INFO - Epoch [95][2800/3940] lr: 7.485e-03, eta: 1 day, 2:30:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.9130, loss: 2.9130 +2025-05-05 18:51:05,109 - pyskl - INFO - Epoch [95][2900/3940] lr: 7.479e-03, eta: 1 day, 2:30:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.8594, loss: 2.8594 +2025-05-05 18:51:48,558 - pyskl - INFO - Epoch [95][3000/3940] lr: 7.473e-03, eta: 1 day, 2:29:27, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 2.8768, loss: 2.8768 +2025-05-05 18:52:32,020 - pyskl - INFO - Epoch [95][3100/3940] lr: 7.467e-03, eta: 1 day, 2:28:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9838, loss_cls: 2.7244, loss: 2.7244 +2025-05-05 18:53:15,461 - pyskl - INFO - Epoch [95][3200/3940] lr: 7.461e-03, eta: 1 day, 2:27:59, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9800, loss_cls: 2.8039, loss: 2.8039 +2025-05-05 18:53:58,893 - pyskl - INFO - Epoch [95][3300/3940] lr: 7.455e-03, eta: 1 day, 2:27:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9806, loss_cls: 2.7843, loss: 2.7843 +2025-05-05 18:54:42,328 - pyskl - INFO - Epoch [95][3400/3940] lr: 7.449e-03, eta: 1 day, 2:26:30, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9806, loss_cls: 2.6991, loss: 2.6991 +2025-05-05 18:55:25,784 - pyskl - INFO - Epoch [95][3500/3940] lr: 7.443e-03, eta: 1 day, 2:25:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.8687, loss: 2.8687 +2025-05-05 18:56:09,181 - pyskl - INFO - Epoch [95][3600/3940] lr: 7.436e-03, eta: 1 day, 2:25:02, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.7815, loss: 2.7815 +2025-05-05 18:56:52,558 - pyskl - INFO - Epoch [95][3700/3940] lr: 7.430e-03, eta: 1 day, 2:24:18, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 2.8498, loss: 2.8498 +2025-05-05 18:57:36,042 - pyskl - INFO - Epoch [95][3800/3940] lr: 7.424e-03, eta: 1 day, 2:23:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.7486, loss: 2.7486 +2025-05-05 18:58:19,428 - pyskl - INFO - Epoch [95][3900/3940] lr: 7.418e-03, eta: 1 day, 2:22:50, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.7565, loss: 2.7565 +2025-05-05 18:58:37,234 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-05-05 19:02:01,699 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 19:02:02,167 - pyskl - INFO - +top1_acc 0.7846 +top5_acc 0.9547 +2025-05-05 19:02:02,185 - pyskl - INFO - Epoch(val) [95][3183] top1_acc: 0.7846, top5_acc: 0.9547 +2025-05-05 19:03:11,034 - pyskl - INFO - Epoch [96][100/3940] lr: 7.410e-03, eta: 1 day, 2:21:53, time: 0.688, data_time: 0.253, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9944, loss_cls: 2.5787, loss: 2.5787 +2025-05-05 19:03:54,799 - pyskl - INFO - Epoch [96][200/3940] lr: 7.404e-03, eta: 1 day, 2:21:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.6971, loss: 2.6971 +2025-05-05 19:04:38,346 - pyskl - INFO - Epoch [96][300/3940] lr: 7.398e-03, eta: 1 day, 2:20:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9850, loss_cls: 2.6539, loss: 2.6539 +2025-05-05 19:05:21,837 - pyskl - INFO - Epoch [96][400/3940] lr: 7.392e-03, eta: 1 day, 2:19:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.6662, loss: 2.6662 +2025-05-05 19:06:05,326 - pyskl - INFO - Epoch [96][500/3940] lr: 7.386e-03, eta: 1 day, 2:18:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 2.6560, loss: 2.6560 +2025-05-05 19:06:48,767 - pyskl - INFO - Epoch [96][600/3940] lr: 7.379e-03, eta: 1 day, 2:18:13, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.7481, loss: 2.7481 +2025-05-05 19:07:32,203 - pyskl - INFO - Epoch [96][700/3940] lr: 7.373e-03, eta: 1 day, 2:17:29, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 2.8371, loss: 2.8371 +2025-05-05 19:08:15,625 - pyskl - INFO - Epoch [96][800/3940] lr: 7.367e-03, eta: 1 day, 2:16:45, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.7664, loss: 2.7664 +2025-05-05 19:08:59,071 - pyskl - INFO - Epoch [96][900/3940] lr: 7.361e-03, eta: 1 day, 2:16:01, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.7144, loss: 2.7144 +2025-05-05 19:09:42,544 - pyskl - INFO - Epoch [96][1000/3940] lr: 7.355e-03, eta: 1 day, 2:15:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.7394, loss: 2.7394 +2025-05-05 19:10:26,060 - pyskl - INFO - Epoch [96][1100/3940] lr: 7.349e-03, eta: 1 day, 2:14:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.7515, loss: 2.7515 +2025-05-05 19:11:09,608 - pyskl - INFO - Epoch [96][1200/3940] lr: 7.343e-03, eta: 1 day, 2:13:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 2.8021, loss: 2.8021 +2025-05-05 19:11:53,119 - pyskl - INFO - Epoch [96][1300/3940] lr: 7.337e-03, eta: 1 day, 2:13:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 2.8226, loss: 2.8226 +2025-05-05 19:12:36,623 - pyskl - INFO - Epoch [96][1400/3940] lr: 7.331e-03, eta: 1 day, 2:12:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.6736, loss: 2.6736 +2025-05-05 19:13:20,061 - pyskl - INFO - Epoch [96][1500/3940] lr: 7.325e-03, eta: 1 day, 2:11:37, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.8069, loss: 2.8069 +2025-05-05 19:14:03,574 - pyskl - INFO - Epoch [96][1600/3940] lr: 7.319e-03, eta: 1 day, 2:10:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.7959, loss: 2.7959 +2025-05-05 19:14:47,040 - pyskl - INFO - Epoch [96][1700/3940] lr: 7.313e-03, eta: 1 day, 2:10:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.8616, loss: 2.8616 +2025-05-05 19:15:30,622 - pyskl - INFO - Epoch [96][1800/3940] lr: 7.307e-03, eta: 1 day, 2:09:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.7177, loss: 2.7177 +2025-05-05 19:16:14,068 - pyskl - INFO - Epoch [96][1900/3940] lr: 7.301e-03, eta: 1 day, 2:08:41, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9831, loss_cls: 2.7342, loss: 2.7342 +2025-05-05 19:16:57,496 - pyskl - INFO - Epoch [96][2000/3940] lr: 7.295e-03, eta: 1 day, 2:07:57, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.8125, loss: 2.8125 +2025-05-05 19:17:41,233 - pyskl - INFO - Epoch [96][2100/3940] lr: 7.289e-03, eta: 1 day, 2:07:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.6835, loss: 2.6835 +2025-05-05 19:18:24,990 - pyskl - INFO - Epoch [96][2200/3940] lr: 7.283e-03, eta: 1 day, 2:06:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.7682, loss: 2.7682 +2025-05-05 19:19:08,459 - pyskl - INFO - Epoch [96][2300/3940] lr: 7.277e-03, eta: 1 day, 2:05:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9938, loss_cls: 2.7564, loss: 2.7564 +2025-05-05 19:19:51,900 - pyskl - INFO - Epoch [96][2400/3940] lr: 7.271e-03, eta: 1 day, 2:05:01, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.7710, loss: 2.7710 +2025-05-05 19:20:35,285 - pyskl - INFO - Epoch [96][2500/3940] lr: 7.265e-03, eta: 1 day, 2:04:17, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.7136, loss: 2.7136 +2025-05-05 19:21:18,720 - pyskl - INFO - Epoch [96][2600/3940] lr: 7.259e-03, eta: 1 day, 2:03:33, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.8147, loss: 2.8147 +2025-05-05 19:22:02,088 - pyskl - INFO - Epoch [96][2700/3940] lr: 7.252e-03, eta: 1 day, 2:02:49, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.6752, loss: 2.6752 +2025-05-05 19:22:45,394 - pyskl - INFO - Epoch [96][2800/3940] lr: 7.246e-03, eta: 1 day, 2:02:05, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.7700, loss: 2.7700 +2025-05-05 19:23:28,754 - pyskl - INFO - Epoch [96][2900/3940] lr: 7.240e-03, eta: 1 day, 2:01:21, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 2.7571, loss: 2.7571 +2025-05-05 19:24:11,958 - pyskl - INFO - Epoch [96][3000/3940] lr: 7.234e-03, eta: 1 day, 2:00:37, time: 0.432, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.7544, loss: 2.7544 +2025-05-05 19:24:55,270 - pyskl - INFO - Epoch [96][3100/3940] lr: 7.228e-03, eta: 1 day, 1:59:53, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.7844, loss: 2.7844 +2025-05-05 19:25:38,614 - pyskl - INFO - Epoch [96][3200/3940] lr: 7.222e-03, eta: 1 day, 1:59:09, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.8331, loss: 2.8331 +2025-05-05 19:26:22,002 - pyskl - INFO - Epoch [96][3300/3940] lr: 7.216e-03, eta: 1 day, 1:58:25, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.7655, loss: 2.7655 +2025-05-05 19:27:05,401 - pyskl - INFO - Epoch [96][3400/3940] lr: 7.210e-03, eta: 1 day, 1:57:41, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.8239, loss: 2.8239 +2025-05-05 19:27:48,861 - pyskl - INFO - Epoch [96][3500/3940] lr: 7.204e-03, eta: 1 day, 1:56:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.8079, loss: 2.8079 +2025-05-05 19:28:32,093 - pyskl - INFO - Epoch [96][3600/3940] lr: 7.198e-03, eta: 1 day, 1:56:12, time: 0.432, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.8360, loss: 2.8360 +2025-05-05 19:29:15,433 - pyskl - INFO - Epoch [96][3700/3940] lr: 7.192e-03, eta: 1 day, 1:55:28, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9762, loss_cls: 2.8496, loss: 2.8496 +2025-05-05 19:29:58,740 - pyskl - INFO - Epoch [96][3800/3940] lr: 7.186e-03, eta: 1 day, 1:54:44, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.7670, loss: 2.7670 +2025-05-05 19:30:42,037 - pyskl - INFO - Epoch [96][3900/3940] lr: 7.180e-03, eta: 1 day, 1:54:00, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 2.8468, loss: 2.8468 +2025-05-05 19:30:59,640 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-05-05 19:34:21,982 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 19:34:22,451 - pyskl - INFO - +top1_acc 0.7605 +top5_acc 0.9508 +2025-05-05 19:34:22,469 - pyskl - INFO - Epoch(val) [96][3183] top1_acc: 0.7605, top5_acc: 0.9508 +2025-05-05 19:35:30,843 - pyskl - INFO - Epoch [97][100/3940] lr: 7.172e-03, eta: 1 day, 1:53:03, time: 0.684, data_time: 0.249, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.8183, loss: 2.8183 +2025-05-05 19:36:14,318 - pyskl - INFO - Epoch [97][200/3940] lr: 7.166e-03, eta: 1 day, 1:52:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.5539, loss: 2.5539 +2025-05-05 19:36:57,889 - pyskl - INFO - Epoch [97][300/3940] lr: 7.160e-03, eta: 1 day, 1:51:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.6386, loss: 2.6386 +2025-05-05 19:37:41,622 - pyskl - INFO - Epoch [97][400/3940] lr: 7.154e-03, eta: 1 day, 1:50:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.7748, loss: 2.7748 +2025-05-05 19:38:25,509 - pyskl - INFO - Epoch [97][500/3940] lr: 7.148e-03, eta: 1 day, 1:50:07, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.6543, loss: 2.6543 +2025-05-05 19:39:09,153 - pyskl - INFO - Epoch [97][600/3940] lr: 7.142e-03, eta: 1 day, 1:49:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.7743, loss: 2.7743 +2025-05-05 19:39:52,809 - pyskl - INFO - Epoch [97][700/3940] lr: 7.136e-03, eta: 1 day, 1:48:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 2.6889, loss: 2.6889 +2025-05-05 19:40:36,393 - pyskl - INFO - Epoch [97][800/3940] lr: 7.130e-03, eta: 1 day, 1:47:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.6779, loss: 2.6779 +2025-05-05 19:41:19,935 - pyskl - INFO - Epoch [97][900/3940] lr: 7.124e-03, eta: 1 day, 1:47:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 2.7039, loss: 2.7039 +2025-05-05 19:42:03,478 - pyskl - INFO - Epoch [97][1000/3940] lr: 7.118e-03, eta: 1 day, 1:46:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.6716, loss: 2.6716 +2025-05-05 19:42:47,013 - pyskl - INFO - Epoch [97][1100/3940] lr: 7.112e-03, eta: 1 day, 1:45:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9850, loss_cls: 2.7279, loss: 2.7279 +2025-05-05 19:43:30,573 - pyskl - INFO - Epoch [97][1200/3940] lr: 7.106e-03, eta: 1 day, 1:44:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.8563, loss: 2.8563 +2025-05-05 19:44:14,238 - pyskl - INFO - Epoch [97][1300/3940] lr: 7.100e-03, eta: 1 day, 1:44:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.8062, loss: 2.8062 +2025-05-05 19:44:58,155 - pyskl - INFO - Epoch [97][1400/3940] lr: 7.094e-03, eta: 1 day, 1:43:32, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.6866, loss: 2.6866 +2025-05-05 19:45:41,856 - pyskl - INFO - Epoch [97][1500/3940] lr: 7.088e-03, eta: 1 day, 1:42:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.7187, loss: 2.7187 +2025-05-05 19:46:25,479 - pyskl - INFO - Epoch [97][1600/3940] lr: 7.082e-03, eta: 1 day, 1:42:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.6706, loss: 2.6706 +2025-05-05 19:47:09,129 - pyskl - INFO - Epoch [97][1700/3940] lr: 7.076e-03, eta: 1 day, 1:41:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9844, loss_cls: 2.7501, loss: 2.7501 +2025-05-05 19:47:52,988 - pyskl - INFO - Epoch [97][1800/3940] lr: 7.070e-03, eta: 1 day, 1:40:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.8390, loss: 2.8390 +2025-05-05 19:48:36,679 - pyskl - INFO - Epoch [97][1900/3940] lr: 7.064e-03, eta: 1 day, 1:39:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 2.8106, loss: 2.8106 +2025-05-05 19:49:20,227 - pyskl - INFO - Epoch [97][2000/3940] lr: 7.058e-03, eta: 1 day, 1:39:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.6745, loss: 2.6745 +2025-05-05 19:50:03,846 - pyskl - INFO - Epoch [97][2100/3940] lr: 7.052e-03, eta: 1 day, 1:38:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.7916, loss: 2.7916 +2025-05-05 19:50:47,337 - pyskl - INFO - Epoch [97][2200/3940] lr: 7.046e-03, eta: 1 day, 1:37:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9831, loss_cls: 2.7272, loss: 2.7272 +2025-05-05 19:51:31,018 - pyskl - INFO - Epoch [97][2300/3940] lr: 7.040e-03, eta: 1 day, 1:36:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.7441, loss: 2.7441 +2025-05-05 19:52:14,781 - pyskl - INFO - Epoch [97][2400/3940] lr: 7.034e-03, eta: 1 day, 1:36:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.7638, loss: 2.7638 +2025-05-05 19:52:58,542 - pyskl - INFO - Epoch [97][2500/3940] lr: 7.028e-03, eta: 1 day, 1:35:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9831, loss_cls: 2.8041, loss: 2.8041 +2025-05-05 19:53:42,370 - pyskl - INFO - Epoch [97][2600/3940] lr: 7.022e-03, eta: 1 day, 1:34:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.6837, loss: 2.6837 +2025-05-05 19:54:26,132 - pyskl - INFO - Epoch [97][2700/3940] lr: 7.016e-03, eta: 1 day, 1:34:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.6674, loss: 2.6674 +2025-05-05 19:55:09,825 - pyskl - INFO - Epoch [97][2800/3940] lr: 7.010e-03, eta: 1 day, 1:33:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.7393, loss: 2.7393 +2025-05-05 19:55:53,488 - pyskl - INFO - Epoch [97][2900/3940] lr: 7.004e-03, eta: 1 day, 1:32:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.6236, loss: 2.6236 +2025-05-05 19:56:37,050 - pyskl - INFO - Epoch [97][3000/3940] lr: 6.998e-03, eta: 1 day, 1:31:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.7995, loss: 2.7995 +2025-05-05 19:57:20,672 - pyskl - INFO - Epoch [97][3100/3940] lr: 6.992e-03, eta: 1 day, 1:31:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.7489, loss: 2.7489 +2025-05-05 19:58:04,243 - pyskl - INFO - Epoch [97][3200/3940] lr: 6.986e-03, eta: 1 day, 1:30:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.7178, loss: 2.7178 +2025-05-05 19:58:47,856 - pyskl - INFO - Epoch [97][3300/3940] lr: 6.980e-03, eta: 1 day, 1:29:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 2.8519, loss: 2.8519 +2025-05-05 19:59:31,446 - pyskl - INFO - Epoch [97][3400/3940] lr: 6.974e-03, eta: 1 day, 1:28:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.8092, loss: 2.8092 +2025-05-05 20:00:15,317 - pyskl - INFO - Epoch [97][3500/3940] lr: 6.968e-03, eta: 1 day, 1:28:10, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9819, loss_cls: 2.8407, loss: 2.8407 +2025-05-05 20:00:59,236 - pyskl - INFO - Epoch [97][3600/3940] lr: 6.962e-03, eta: 1 day, 1:27:26, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.7520, loss: 2.7520 +2025-05-05 20:01:43,004 - pyskl - INFO - Epoch [97][3700/3940] lr: 6.956e-03, eta: 1 day, 1:26:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.7492, loss: 2.7492 +2025-05-05 20:02:26,772 - pyskl - INFO - Epoch [97][3800/3940] lr: 6.950e-03, eta: 1 day, 1:25:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.8204, loss: 2.8204 +2025-05-05 20:03:10,413 - pyskl - INFO - Epoch [97][3900/3940] lr: 6.945e-03, eta: 1 day, 1:25:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.7902, loss: 2.7902 +2025-05-05 20:03:28,366 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-05-05 20:06:51,204 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 20:06:51,672 - pyskl - INFO - +top1_acc 0.7916 +top5_acc 0.9612 +2025-05-05 20:06:51,724 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_93.pth was removed +2025-05-05 20:06:52,743 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. +2025-05-05 20:06:52,745 - pyskl - INFO - Best top1_acc is 0.7916 at 97 epoch. +2025-05-05 20:06:52,762 - pyskl - INFO - Epoch(val) [97][3183] top1_acc: 0.7916, top5_acc: 0.9612 +2025-05-05 20:08:01,360 - pyskl - INFO - Epoch [98][100/3940] lr: 6.936e-03, eta: 1 day, 1:24:17, time: 0.686, data_time: 0.251, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.7863, loss: 2.7863 +2025-05-05 20:08:44,893 - pyskl - INFO - Epoch [98][200/3940] lr: 6.930e-03, eta: 1 day, 1:23:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 2.7285, loss: 2.7285 +2025-05-05 20:09:28,412 - pyskl - INFO - Epoch [98][300/3940] lr: 6.924e-03, eta: 1 day, 1:22:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.5936, loss: 2.5936 +2025-05-05 20:10:11,898 - pyskl - INFO - Epoch [98][400/3940] lr: 6.918e-03, eta: 1 day, 1:22:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.7202, loss: 2.7202 +2025-05-05 20:10:55,597 - pyskl - INFO - Epoch [98][500/3940] lr: 6.912e-03, eta: 1 day, 1:21:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.6845, loss: 2.6845 +2025-05-05 20:11:39,336 - pyskl - INFO - Epoch [98][600/3940] lr: 6.906e-03, eta: 1 day, 1:20:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.6101, loss: 2.6101 +2025-05-05 20:12:23,006 - pyskl - INFO - Epoch [98][700/3940] lr: 6.900e-03, eta: 1 day, 1:19:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.6131, loss: 2.6131 +2025-05-05 20:13:06,532 - pyskl - INFO - Epoch [98][800/3940] lr: 6.895e-03, eta: 1 day, 1:19:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.7022, loss: 2.7022 +2025-05-05 20:13:50,028 - pyskl - INFO - Epoch [98][900/3940] lr: 6.889e-03, eta: 1 day, 1:18:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9869, loss_cls: 2.5334, loss: 2.5334 +2025-05-05 20:14:33,582 - pyskl - INFO - Epoch [98][1000/3940] lr: 6.883e-03, eta: 1 day, 1:17:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.6533, loss: 2.6533 +2025-05-05 20:15:17,157 - pyskl - INFO - Epoch [98][1100/3940] lr: 6.877e-03, eta: 1 day, 1:16:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9925, loss_cls: 2.6120, loss: 2.6120 +2025-05-05 20:16:00,606 - pyskl - INFO - Epoch [98][1200/3940] lr: 6.871e-03, eta: 1 day, 1:16:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.6308, loss: 2.6308 +2025-05-05 20:16:44,104 - pyskl - INFO - Epoch [98][1300/3940] lr: 6.865e-03, eta: 1 day, 1:15:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.6825, loss: 2.6825 +2025-05-05 20:17:27,640 - pyskl - INFO - Epoch [98][1400/3940] lr: 6.859e-03, eta: 1 day, 1:14:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.8520, loss: 2.8520 +2025-05-05 20:18:11,137 - pyskl - INFO - Epoch [98][1500/3940] lr: 6.853e-03, eta: 1 day, 1:14:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.6963, loss: 2.6963 +2025-05-05 20:18:54,875 - pyskl - INFO - Epoch [98][1600/3940] lr: 6.847e-03, eta: 1 day, 1:13:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.7695, loss: 2.7695 +2025-05-05 20:19:38,408 - pyskl - INFO - Epoch [98][1700/3940] lr: 6.841e-03, eta: 1 day, 1:12:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 2.6477, loss: 2.6477 +2025-05-05 20:20:21,967 - pyskl - INFO - Epoch [98][1800/3940] lr: 6.835e-03, eta: 1 day, 1:11:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.7036, loss: 2.7036 +2025-05-05 20:21:05,667 - pyskl - INFO - Epoch [98][1900/3940] lr: 6.829e-03, eta: 1 day, 1:11:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 2.7334, loss: 2.7334 +2025-05-05 20:21:49,408 - pyskl - INFO - Epoch [98][2000/3940] lr: 6.823e-03, eta: 1 day, 1:10:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.6955, loss: 2.6955 +2025-05-05 20:22:32,873 - pyskl - INFO - Epoch [98][2100/3940] lr: 6.817e-03, eta: 1 day, 1:09:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 2.7504, loss: 2.7504 +2025-05-05 20:23:16,399 - pyskl - INFO - Epoch [98][2200/3940] lr: 6.812e-03, eta: 1 day, 1:08:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.7879, loss: 2.7879 +2025-05-05 20:23:59,978 - pyskl - INFO - Epoch [98][2300/3940] lr: 6.806e-03, eta: 1 day, 1:08:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 2.7731, loss: 2.7731 +2025-05-05 20:24:43,490 - pyskl - INFO - Epoch [98][2400/3940] lr: 6.800e-03, eta: 1 day, 1:07:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.6555, loss: 2.6555 +2025-05-05 20:25:27,028 - pyskl - INFO - Epoch [98][2500/3940] lr: 6.794e-03, eta: 1 day, 1:06:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 2.8088, loss: 2.8088 +2025-05-05 20:26:10,543 - pyskl - INFO - Epoch [98][2600/3940] lr: 6.788e-03, eta: 1 day, 1:05:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.6922, loss: 2.6922 +2025-05-05 20:26:54,121 - pyskl - INFO - Epoch [98][2700/3940] lr: 6.782e-03, eta: 1 day, 1:05:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.7608, loss: 2.7608 +2025-05-05 20:27:37,663 - pyskl - INFO - Epoch [98][2800/3940] lr: 6.776e-03, eta: 1 day, 1:04:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.7319, loss: 2.7319 +2025-05-05 20:28:21,257 - pyskl - INFO - Epoch [98][2900/3940] lr: 6.770e-03, eta: 1 day, 1:03:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.7572, loss: 2.7572 +2025-05-05 20:29:04,903 - pyskl - INFO - Epoch [98][3000/3940] lr: 6.764e-03, eta: 1 day, 1:03:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9906, loss_cls: 2.7585, loss: 2.7585 +2025-05-05 20:29:48,574 - pyskl - INFO - Epoch [98][3100/3940] lr: 6.758e-03, eta: 1 day, 1:02:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.5363, loss: 2.5363 +2025-05-05 20:30:32,073 - pyskl - INFO - Epoch [98][3200/3940] lr: 6.752e-03, eta: 1 day, 1:01:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.6863, loss: 2.6863 +2025-05-05 20:31:15,660 - pyskl - INFO - Epoch [98][3300/3940] lr: 6.747e-03, eta: 1 day, 1:00:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.7151, loss: 2.7151 +2025-05-05 20:31:59,128 - pyskl - INFO - Epoch [98][3400/3940] lr: 6.741e-03, eta: 1 day, 1:00:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.8485, loss: 2.8485 +2025-05-05 20:32:42,596 - pyskl - INFO - Epoch [98][3500/3940] lr: 6.735e-03, eta: 1 day, 0:59:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.7598, loss: 2.7598 +2025-05-05 20:33:26,259 - pyskl - INFO - Epoch [98][3600/3940] lr: 6.729e-03, eta: 1 day, 0:58:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.7067, loss: 2.7067 +2025-05-05 20:34:09,819 - pyskl - INFO - Epoch [98][3700/3940] lr: 6.723e-03, eta: 1 day, 0:57:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9850, loss_cls: 2.7328, loss: 2.7328 +2025-05-05 20:34:53,303 - pyskl - INFO - Epoch [98][3800/3940] lr: 6.717e-03, eta: 1 day, 0:57:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.7981, loss: 2.7981 +2025-05-05 20:35:36,764 - pyskl - INFO - Epoch [98][3900/3940] lr: 6.711e-03, eta: 1 day, 0:56:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.8066, loss: 2.8066 +2025-05-05 20:35:54,513 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-05-05 20:39:16,820 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 20:39:17,293 - pyskl - INFO - +top1_acc 0.7995 +top5_acc 0.9632 +2025-05-05 20:39:17,348 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_97.pth was removed +2025-05-05 20:39:18,414 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_98.pth. +2025-05-05 20:39:18,417 - pyskl - INFO - Best top1_acc is 0.7995 at 98 epoch. +2025-05-05 20:39:18,435 - pyskl - INFO - Epoch(val) [98][3183] top1_acc: 0.7995, top5_acc: 0.9632 +2025-05-05 20:40:26,388 - pyskl - INFO - Epoch [99][100/3940] lr: 6.703e-03, eta: 1 day, 0:55:29, time: 0.679, data_time: 0.246, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.7078, loss: 2.7078 +2025-05-05 20:41:09,792 - pyskl - INFO - Epoch [99][200/3940] lr: 6.697e-03, eta: 1 day, 0:54:45, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.6075, loss: 2.6075 +2025-05-05 20:41:53,292 - pyskl - INFO - Epoch [99][300/3940] lr: 6.691e-03, eta: 1 day, 0:54:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.5906, loss: 2.5906 +2025-05-05 20:42:36,745 - pyskl - INFO - Epoch [99][400/3940] lr: 6.685e-03, eta: 1 day, 0:53:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 2.5750, loss: 2.5750 +2025-05-05 20:43:20,219 - pyskl - INFO - Epoch [99][500/3940] lr: 6.679e-03, eta: 1 day, 0:52:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.5891, loss: 2.5891 +2025-05-05 20:44:03,666 - pyskl - INFO - Epoch [99][600/3940] lr: 6.674e-03, eta: 1 day, 0:51:49, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.6302, loss: 2.6302 +2025-05-05 20:44:47,551 - pyskl - INFO - Epoch [99][700/3940] lr: 6.668e-03, eta: 1 day, 0:51:05, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.5482, loss: 2.5482 +2025-05-05 20:45:31,315 - pyskl - INFO - Epoch [99][800/3940] lr: 6.662e-03, eta: 1 day, 0:50:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.6256, loss: 2.6256 +2025-05-05 20:46:15,086 - pyskl - INFO - Epoch [99][900/3940] lr: 6.656e-03, eta: 1 day, 0:49:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.6689, loss: 2.6689 +2025-05-05 20:46:58,548 - pyskl - INFO - Epoch [99][1000/3940] lr: 6.650e-03, eta: 1 day, 0:48:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9869, loss_cls: 2.4686, loss: 2.4686 +2025-05-05 20:47:42,008 - pyskl - INFO - Epoch [99][1100/3940] lr: 6.644e-03, eta: 1 day, 0:48:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.6337, loss: 2.6337 +2025-05-05 20:48:25,479 - pyskl - INFO - Epoch [99][1200/3940] lr: 6.638e-03, eta: 1 day, 0:47:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.7108, loss: 2.7108 +2025-05-05 20:49:08,972 - pyskl - INFO - Epoch [99][1300/3940] lr: 6.632e-03, eta: 1 day, 0:46:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9869, loss_cls: 2.4569, loss: 2.4569 +2025-05-05 20:49:52,453 - pyskl - INFO - Epoch [99][1400/3940] lr: 6.627e-03, eta: 1 day, 0:45:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9900, loss_cls: 2.7572, loss: 2.7572 +2025-05-05 20:50:35,962 - pyskl - INFO - Epoch [99][1500/3940] lr: 6.621e-03, eta: 1 day, 0:45:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.7014, loss: 2.7014 +2025-05-05 20:51:19,488 - pyskl - INFO - Epoch [99][1600/3940] lr: 6.615e-03, eta: 1 day, 0:44:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.6789, loss: 2.6789 +2025-05-05 20:52:02,992 - pyskl - INFO - Epoch [99][1700/3940] lr: 6.609e-03, eta: 1 day, 0:43:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.6506, loss: 2.6506 +2025-05-05 20:52:46,473 - pyskl - INFO - Epoch [99][1800/3940] lr: 6.603e-03, eta: 1 day, 0:43:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.6009, loss: 2.6009 +2025-05-05 20:53:30,016 - pyskl - INFO - Epoch [99][1900/3940] lr: 6.597e-03, eta: 1 day, 0:42:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.7238, loss: 2.7238 +2025-05-05 20:54:13,444 - pyskl - INFO - Epoch [99][2000/3940] lr: 6.591e-03, eta: 1 day, 0:41:34, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.5686, loss: 2.5686 +2025-05-05 20:54:56,844 - pyskl - INFO - Epoch [99][2100/3940] lr: 6.586e-03, eta: 1 day, 0:40:50, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.7360, loss: 2.7360 +2025-05-05 20:55:40,292 - pyskl - INFO - Epoch [99][2200/3940] lr: 6.580e-03, eta: 1 day, 0:40:06, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.5995, loss: 2.5995 +2025-05-05 20:56:23,685 - pyskl - INFO - Epoch [99][2300/3940] lr: 6.574e-03, eta: 1 day, 0:39:22, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9831, loss_cls: 2.7008, loss: 2.7008 +2025-05-05 20:57:07,189 - pyskl - INFO - Epoch [99][2400/3940] lr: 6.568e-03, eta: 1 day, 0:38:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.6711, loss: 2.6711 +2025-05-05 20:57:50,661 - pyskl - INFO - Epoch [99][2500/3940] lr: 6.562e-03, eta: 1 day, 0:37:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.7419, loss: 2.7419 +2025-05-05 20:58:34,198 - pyskl - INFO - Epoch [99][2600/3940] lr: 6.556e-03, eta: 1 day, 0:37:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9844, loss_cls: 2.6355, loss: 2.6355 +2025-05-05 20:59:17,532 - pyskl - INFO - Epoch [99][2700/3940] lr: 6.550e-03, eta: 1 day, 0:36:26, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.8252, loss: 2.8252 +2025-05-05 21:00:00,939 - pyskl - INFO - Epoch [99][2800/3940] lr: 6.545e-03, eta: 1 day, 0:35:42, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.7373, loss: 2.7373 +2025-05-05 21:00:44,437 - pyskl - INFO - Epoch [99][2900/3940] lr: 6.539e-03, eta: 1 day, 0:34:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 2.6500, loss: 2.6500 +2025-05-05 21:01:28,014 - pyskl - INFO - Epoch [99][3000/3940] lr: 6.533e-03, eta: 1 day, 0:34:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.7242, loss: 2.7242 +2025-05-05 21:02:11,696 - pyskl - INFO - Epoch [99][3100/3940] lr: 6.527e-03, eta: 1 day, 0:33:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.7611, loss: 2.7611 +2025-05-05 21:02:55,149 - pyskl - INFO - Epoch [99][3200/3940] lr: 6.521e-03, eta: 1 day, 0:32:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.5826, loss: 2.5826 +2025-05-05 21:03:38,612 - pyskl - INFO - Epoch [99][3300/3940] lr: 6.515e-03, eta: 1 day, 0:32:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.6116, loss: 2.6116 +2025-05-05 21:04:22,053 - pyskl - INFO - Epoch [99][3400/3940] lr: 6.510e-03, eta: 1 day, 0:31:18, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.8225, loss: 2.8225 +2025-05-05 21:05:05,489 - pyskl - INFO - Epoch [99][3500/3940] lr: 6.504e-03, eta: 1 day, 0:30:34, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 2.7899, loss: 2.7899 +2025-05-05 21:05:48,928 - pyskl - INFO - Epoch [99][3600/3940] lr: 6.498e-03, eta: 1 day, 0:29:50, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.7313, loss: 2.7313 +2025-05-05 21:06:32,387 - pyskl - INFO - Epoch [99][3700/3940] lr: 6.492e-03, eta: 1 day, 0:29:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.6294, loss: 2.6294 +2025-05-05 21:07:15,921 - pyskl - INFO - Epoch [99][3800/3940] lr: 6.486e-03, eta: 1 day, 0:28:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9844, loss_cls: 2.7207, loss: 2.7207 +2025-05-05 21:07:59,384 - pyskl - INFO - Epoch [99][3900/3940] lr: 6.480e-03, eta: 1 day, 0:27:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.8743, loss: 2.8743 +2025-05-05 21:08:17,121 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-05-05 21:11:39,006 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 21:11:39,474 - pyskl - INFO - +top1_acc 0.7890 +top5_acc 0.9601 +2025-05-05 21:11:39,490 - pyskl - INFO - Epoch(val) [99][3183] top1_acc: 0.7890, top5_acc: 0.9601 +2025-05-05 21:12:47,700 - pyskl - INFO - Epoch [100][100/3940] lr: 6.472e-03, eta: 1 day, 0:26:40, time: 0.682, data_time: 0.249, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9888, loss_cls: 2.5882, loss: 2.5882 +2025-05-05 21:13:31,080 - pyskl - INFO - Epoch [100][200/3940] lr: 6.466e-03, eta: 1 day, 0:25:56, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.5393, loss: 2.5393 +2025-05-05 21:14:14,508 - pyskl - INFO - Epoch [100][300/3940] lr: 6.461e-03, eta: 1 day, 0:25:12, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.4873, loss: 2.4873 +2025-05-05 21:14:58,139 - pyskl - INFO - Epoch [100][400/3940] lr: 6.455e-03, eta: 1 day, 0:24:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.5498, loss: 2.5498 +2025-05-05 21:15:41,635 - pyskl - INFO - Epoch [100][500/3940] lr: 6.449e-03, eta: 1 day, 0:23:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.6531, loss: 2.6531 +2025-05-05 21:16:25,100 - pyskl - INFO - Epoch [100][600/3940] lr: 6.443e-03, eta: 1 day, 0:23:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.5896, loss: 2.5896 +2025-05-05 21:17:08,584 - pyskl - INFO - Epoch [100][700/3940] lr: 6.437e-03, eta: 1 day, 0:22:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.5800, loss: 2.5800 +2025-05-05 21:17:52,033 - pyskl - INFO - Epoch [100][800/3940] lr: 6.432e-03, eta: 1 day, 0:21:32, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.5617, loss: 2.5617 +2025-05-05 21:18:35,639 - pyskl - INFO - Epoch [100][900/3940] lr: 6.426e-03, eta: 1 day, 0:20:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.5658, loss: 2.5658 +2025-05-05 21:19:19,430 - pyskl - INFO - Epoch [100][1000/3940] lr: 6.420e-03, eta: 1 day, 0:20:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.6352, loss: 2.6352 +2025-05-05 21:20:02,937 - pyskl - INFO - Epoch [100][1100/3940] lr: 6.414e-03, eta: 1 day, 0:19:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.6889, loss: 2.6889 +2025-05-05 21:20:46,404 - pyskl - INFO - Epoch [100][1200/3940] lr: 6.408e-03, eta: 1 day, 0:18:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.6639, loss: 2.6639 +2025-05-05 21:21:29,913 - pyskl - INFO - Epoch [100][1300/3940] lr: 6.403e-03, eta: 1 day, 0:17:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.6327, loss: 2.6327 +2025-05-05 21:22:13,404 - pyskl - INFO - Epoch [100][1400/3940] lr: 6.397e-03, eta: 1 day, 0:17:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.7030, loss: 2.7030 +2025-05-05 21:22:56,908 - pyskl - INFO - Epoch [100][1500/3940] lr: 6.391e-03, eta: 1 day, 0:16:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.7037, loss: 2.7037 +2025-05-05 21:23:40,344 - pyskl - INFO - Epoch [100][1600/3940] lr: 6.385e-03, eta: 1 day, 0:15:40, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9844, loss_cls: 2.7117, loss: 2.7117 +2025-05-05 21:24:23,837 - pyskl - INFO - Epoch [100][1700/3940] lr: 6.379e-03, eta: 1 day, 0:14:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9862, loss_cls: 2.6106, loss: 2.6106 +2025-05-05 21:25:07,344 - pyskl - INFO - Epoch [100][1800/3940] lr: 6.374e-03, eta: 1 day, 0:14:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.6378, loss: 2.6378 +2025-05-05 21:25:50,842 - pyskl - INFO - Epoch [100][1900/3940] lr: 6.368e-03, eta: 1 day, 0:13:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.6615, loss: 2.6615 +2025-05-05 21:26:34,434 - pyskl - INFO - Epoch [100][2000/3940] lr: 6.362e-03, eta: 1 day, 0:12:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.7069, loss: 2.7069 +2025-05-05 21:27:17,973 - pyskl - INFO - Epoch [100][2100/3940] lr: 6.356e-03, eta: 1 day, 0:12:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.6682, loss: 2.6682 +2025-05-05 21:28:01,617 - pyskl - INFO - Epoch [100][2200/3940] lr: 6.350e-03, eta: 1 day, 0:11:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.6002, loss: 2.6002 +2025-05-05 21:28:45,197 - pyskl - INFO - Epoch [100][2300/3940] lr: 6.345e-03, eta: 1 day, 0:10:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.6003, loss: 2.6003 +2025-05-05 21:29:28,719 - pyskl - INFO - Epoch [100][2400/3940] lr: 6.339e-03, eta: 1 day, 0:09:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.8022, loss: 2.8022 +2025-05-05 21:30:12,238 - pyskl - INFO - Epoch [100][2500/3940] lr: 6.333e-03, eta: 1 day, 0:09:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9862, loss_cls: 2.7227, loss: 2.7227 +2025-05-05 21:30:55,713 - pyskl - INFO - Epoch [100][2600/3940] lr: 6.327e-03, eta: 1 day, 0:08:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 2.7419, loss: 2.7419 +2025-05-05 21:31:39,239 - pyskl - INFO - Epoch [100][2700/3940] lr: 6.322e-03, eta: 1 day, 0:07:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 2.6194, loss: 2.6194 +2025-05-05 21:32:22,803 - pyskl - INFO - Epoch [100][2800/3940] lr: 6.316e-03, eta: 1 day, 0:06:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.7219, loss: 2.7219 +2025-05-05 21:33:06,340 - pyskl - INFO - Epoch [100][2900/3940] lr: 6.310e-03, eta: 1 day, 0:06:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9925, loss_cls: 2.6723, loss: 2.6723 +2025-05-05 21:33:49,837 - pyskl - INFO - Epoch [100][3000/3940] lr: 6.304e-03, eta: 1 day, 0:05:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.6365, loss: 2.6365 +2025-05-05 21:34:33,253 - pyskl - INFO - Epoch [100][3100/3940] lr: 6.298e-03, eta: 1 day, 0:04:41, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.7157, loss: 2.7157 +2025-05-05 21:35:16,761 - pyskl - INFO - Epoch [100][3200/3940] lr: 6.293e-03, eta: 1 day, 0:03:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.6485, loss: 2.6485 +2025-05-05 21:36:00,224 - pyskl - INFO - Epoch [100][3300/3940] lr: 6.287e-03, eta: 1 day, 0:03:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 2.6948, loss: 2.6948 +2025-05-05 21:36:43,772 - pyskl - INFO - Epoch [100][3400/3940] lr: 6.281e-03, eta: 1 day, 0:02:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.7090, loss: 2.7090 +2025-05-05 21:37:27,259 - pyskl - INFO - Epoch [100][3500/3940] lr: 6.275e-03, eta: 1 day, 0:01:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.7503, loss: 2.7503 +2025-05-05 21:38:10,752 - pyskl - INFO - Epoch [100][3600/3940] lr: 6.270e-03, eta: 1 day, 0:01:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.7067, loss: 2.7067 +2025-05-05 21:38:54,178 - pyskl - INFO - Epoch [100][3700/3940] lr: 6.264e-03, eta: 1 day, 0:00:17, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.7798, loss: 2.7798 +2025-05-05 21:39:37,756 - pyskl - INFO - Epoch [100][3800/3940] lr: 6.258e-03, eta: 23:59:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.6204, loss: 2.6204 +2025-05-05 21:40:21,296 - pyskl - INFO - Epoch [100][3900/3940] lr: 6.252e-03, eta: 23:58:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9831, loss_cls: 2.7724, loss: 2.7724 +2025-05-05 21:40:39,034 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-05-05 21:44:01,457 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 21:44:01,926 - pyskl - INFO - +top1_acc 0.7791 +top5_acc 0.9547 +2025-05-05 21:44:01,944 - pyskl - INFO - Epoch(val) [100][3183] top1_acc: 0.7791, top5_acc: 0.9547 +2025-05-05 21:45:10,018 - pyskl - INFO - Epoch [101][100/3940] lr: 6.244e-03, eta: 23:57:51, time: 0.681, data_time: 0.245, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 2.6124, loss: 2.6124 +2025-05-05 21:45:53,735 - pyskl - INFO - Epoch [101][200/3940] lr: 6.239e-03, eta: 23:57:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 2.6163, loss: 2.6163 +2025-05-05 21:46:37,437 - pyskl - INFO - Epoch [101][300/3940] lr: 6.233e-03, eta: 23:56:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.5114, loss: 2.5114 +2025-05-05 21:47:21,093 - pyskl - INFO - Epoch [101][400/3940] lr: 6.227e-03, eta: 23:55:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.5609, loss: 2.5609 +2025-05-05 21:48:04,833 - pyskl - INFO - Epoch [101][500/3940] lr: 6.221e-03, eta: 23:54:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.4801, loss: 2.4801 +2025-05-05 21:48:48,465 - pyskl - INFO - Epoch [101][600/3940] lr: 6.216e-03, eta: 23:54:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9938, loss_cls: 2.6807, loss: 2.6807 +2025-05-05 21:49:32,148 - pyskl - INFO - Epoch [101][700/3940] lr: 6.210e-03, eta: 23:53:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.7071, loss: 2.7071 +2025-05-05 21:50:15,770 - pyskl - INFO - Epoch [101][800/3940] lr: 6.204e-03, eta: 23:52:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.5691, loss: 2.5691 +2025-05-05 21:50:59,404 - pyskl - INFO - Epoch [101][900/3940] lr: 6.198e-03, eta: 23:52:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 2.5746, loss: 2.5746 +2025-05-05 21:51:42,966 - pyskl - INFO - Epoch [101][1000/3940] lr: 6.193e-03, eta: 23:51:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 2.4428, loss: 2.4428 +2025-05-05 21:52:26,532 - pyskl - INFO - Epoch [101][1100/3940] lr: 6.187e-03, eta: 23:50:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.5970, loss: 2.5970 +2025-05-05 21:53:10,073 - pyskl - INFO - Epoch [101][1200/3940] lr: 6.181e-03, eta: 23:49:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.5359, loss: 2.5359 +2025-05-05 21:53:53,663 - pyskl - INFO - Epoch [101][1300/3940] lr: 6.175e-03, eta: 23:49:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.4967, loss: 2.4967 +2025-05-05 21:54:37,145 - pyskl - INFO - Epoch [101][1400/3940] lr: 6.170e-03, eta: 23:48:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 2.5897, loss: 2.5897 +2025-05-05 21:55:20,694 - pyskl - INFO - Epoch [101][1500/3940] lr: 6.164e-03, eta: 23:47:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.7589, loss: 2.7589 +2025-05-05 21:56:04,216 - pyskl - INFO - Epoch [101][1600/3940] lr: 6.158e-03, eta: 23:46:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.5357, loss: 2.5357 +2025-05-05 21:56:47,823 - pyskl - INFO - Epoch [101][1700/3940] lr: 6.152e-03, eta: 23:46:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.5714, loss: 2.5714 +2025-05-05 21:57:31,442 - pyskl - INFO - Epoch [101][1800/3940] lr: 6.147e-03, eta: 23:45:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.6631, loss: 2.6631 +2025-05-05 21:58:15,092 - pyskl - INFO - Epoch [101][1900/3940] lr: 6.141e-03, eta: 23:44:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.6273, loss: 2.6273 +2025-05-05 21:58:58,713 - pyskl - INFO - Epoch [101][2000/3940] lr: 6.135e-03, eta: 23:43:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.6434, loss: 2.6434 +2025-05-05 21:59:42,334 - pyskl - INFO - Epoch [101][2100/3940] lr: 6.130e-03, eta: 23:43:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 2.5841, loss: 2.5841 +2025-05-05 22:00:25,878 - pyskl - INFO - Epoch [101][2200/3940] lr: 6.124e-03, eta: 23:42:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.7388, loss: 2.7388 +2025-05-05 22:01:09,681 - pyskl - INFO - Epoch [101][2300/3940] lr: 6.118e-03, eta: 23:41:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.5310, loss: 2.5310 +2025-05-05 22:01:53,486 - pyskl - INFO - Epoch [101][2400/3940] lr: 6.112e-03, eta: 23:41:01, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9831, loss_cls: 2.7891, loss: 2.7891 +2025-05-05 22:02:37,246 - pyskl - INFO - Epoch [101][2500/3940] lr: 6.107e-03, eta: 23:40:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.6674, loss: 2.6674 +2025-05-05 22:03:20,873 - pyskl - INFO - Epoch [101][2600/3940] lr: 6.101e-03, eta: 23:39:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.7219, loss: 2.7219 +2025-05-05 22:04:04,478 - pyskl - INFO - Epoch [101][2700/3940] lr: 6.095e-03, eta: 23:38:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.7350, loss: 2.7350 +2025-05-05 22:04:48,117 - pyskl - INFO - Epoch [101][2800/3940] lr: 6.090e-03, eta: 23:38:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.6870, loss: 2.6870 +2025-05-05 22:05:31,725 - pyskl - INFO - Epoch [101][2900/3940] lr: 6.084e-03, eta: 23:37:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.6709, loss: 2.6709 +2025-05-05 22:06:15,300 - pyskl - INFO - Epoch [101][3000/3940] lr: 6.078e-03, eta: 23:36:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 2.6391, loss: 2.6391 +2025-05-05 22:06:58,871 - pyskl - INFO - Epoch [101][3100/3940] lr: 6.073e-03, eta: 23:35:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.5748, loss: 2.5748 +2025-05-05 22:07:42,430 - pyskl - INFO - Epoch [101][3200/3940] lr: 6.067e-03, eta: 23:35:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.6931, loss: 2.6931 +2025-05-05 22:08:26,019 - pyskl - INFO - Epoch [101][3300/3940] lr: 6.061e-03, eta: 23:34:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 2.5109, loss: 2.5109 +2025-05-05 22:09:09,625 - pyskl - INFO - Epoch [101][3400/3940] lr: 6.055e-03, eta: 23:33:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.7285, loss: 2.7285 +2025-05-05 22:09:53,236 - pyskl - INFO - Epoch [101][3500/3940] lr: 6.050e-03, eta: 23:32:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9894, loss_cls: 2.5465, loss: 2.5465 +2025-05-05 22:10:36,860 - pyskl - INFO - Epoch [101][3600/3940] lr: 6.044e-03, eta: 23:32:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9925, loss_cls: 2.6567, loss: 2.6567 +2025-05-05 22:11:20,490 - pyskl - INFO - Epoch [101][3700/3940] lr: 6.038e-03, eta: 23:31:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.6877, loss: 2.6877 +2025-05-05 22:12:03,993 - pyskl - INFO - Epoch [101][3800/3940] lr: 6.033e-03, eta: 23:30:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.5727, loss: 2.5727 +2025-05-05 22:12:47,478 - pyskl - INFO - Epoch [101][3900/3940] lr: 6.027e-03, eta: 23:30:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.6566, loss: 2.6566 +2025-05-05 22:13:05,285 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-05-05 22:16:29,614 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 22:16:30,078 - pyskl - INFO - +top1_acc 0.7916 +top5_acc 0.9605 +2025-05-05 22:16:30,099 - pyskl - INFO - Epoch(val) [101][3183] top1_acc: 0.7916, top5_acc: 0.9605 +2025-05-05 22:17:37,994 - pyskl - INFO - Epoch [102][100/3940] lr: 6.019e-03, eta: 23:29:04, time: 0.679, data_time: 0.244, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9881, loss_cls: 2.6631, loss: 2.6631 +2025-05-05 22:18:21,521 - pyskl - INFO - Epoch [102][200/3940] lr: 6.013e-03, eta: 23:28:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.5293, loss: 2.5293 +2025-05-05 22:19:05,105 - pyskl - INFO - Epoch [102][300/3940] lr: 6.008e-03, eta: 23:27:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.4576, loss: 2.4576 +2025-05-05 22:19:48,748 - pyskl - INFO - Epoch [102][400/3940] lr: 6.002e-03, eta: 23:26:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.4631, loss: 2.4631 +2025-05-05 22:20:32,305 - pyskl - INFO - Epoch [102][500/3940] lr: 5.996e-03, eta: 23:26:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.5802, loss: 2.5802 +2025-05-05 22:21:15,857 - pyskl - INFO - Epoch [102][600/3940] lr: 5.991e-03, eta: 23:25:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.6041, loss: 2.6041 +2025-05-05 22:21:59,396 - pyskl - INFO - Epoch [102][700/3940] lr: 5.985e-03, eta: 23:24:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 2.5536, loss: 2.5536 +2025-05-05 22:22:42,904 - pyskl - INFO - Epoch [102][800/3940] lr: 5.979e-03, eta: 23:23:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 2.4413, loss: 2.4413 +2025-05-05 22:23:26,417 - pyskl - INFO - Epoch [102][900/3940] lr: 5.974e-03, eta: 23:23:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.5459, loss: 2.5459 +2025-05-05 22:24:10,013 - pyskl - INFO - Epoch [102][1000/3940] lr: 5.968e-03, eta: 23:22:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.5650, loss: 2.5650 +2025-05-05 22:24:53,783 - pyskl - INFO - Epoch [102][1100/3940] lr: 5.962e-03, eta: 23:21:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.5620, loss: 2.5620 +2025-05-05 22:25:37,458 - pyskl - INFO - Epoch [102][1200/3940] lr: 5.957e-03, eta: 23:21:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9875, loss_cls: 2.4665, loss: 2.4665 +2025-05-05 22:26:21,010 - pyskl - INFO - Epoch [102][1300/3940] lr: 5.951e-03, eta: 23:20:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.5715, loss: 2.5715 +2025-05-05 22:27:04,522 - pyskl - INFO - Epoch [102][1400/3940] lr: 5.945e-03, eta: 23:19:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.5671, loss: 2.5671 +2025-05-05 22:27:48,051 - pyskl - INFO - Epoch [102][1500/3940] lr: 5.940e-03, eta: 23:18:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.4963, loss: 2.4963 +2025-05-05 22:28:31,610 - pyskl - INFO - Epoch [102][1600/3940] lr: 5.934e-03, eta: 23:18:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.5994, loss: 2.5994 +2025-05-05 22:29:15,193 - pyskl - INFO - Epoch [102][1700/3940] lr: 5.928e-03, eta: 23:17:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 2.6356, loss: 2.6356 +2025-05-05 22:29:58,748 - pyskl - INFO - Epoch [102][1800/3940] lr: 5.923e-03, eta: 23:16:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.4960, loss: 2.4960 +2025-05-05 22:30:42,584 - pyskl - INFO - Epoch [102][1900/3940] lr: 5.917e-03, eta: 23:15:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 2.6901, loss: 2.6901 +2025-05-05 22:31:26,337 - pyskl - INFO - Epoch [102][2000/3940] lr: 5.911e-03, eta: 23:15:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9850, loss_cls: 2.7419, loss: 2.7419 +2025-05-05 22:32:09,938 - pyskl - INFO - Epoch [102][2100/3940] lr: 5.906e-03, eta: 23:14:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9844, loss_cls: 2.6437, loss: 2.6437 +2025-05-05 22:32:53,546 - pyskl - INFO - Epoch [102][2200/3940] lr: 5.900e-03, eta: 23:13:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.5779, loss: 2.5779 +2025-05-05 22:33:37,208 - pyskl - INFO - Epoch [102][2300/3940] lr: 5.894e-03, eta: 23:12:58, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.6594, loss: 2.6594 +2025-05-05 22:34:20,885 - pyskl - INFO - Epoch [102][2400/3940] lr: 5.889e-03, eta: 23:12:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 2.5066, loss: 2.5066 +2025-05-05 22:35:04,469 - pyskl - INFO - Epoch [102][2500/3940] lr: 5.883e-03, eta: 23:11:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 2.6344, loss: 2.6344 +2025-05-05 22:35:48,438 - pyskl - INFO - Epoch [102][2600/3940] lr: 5.878e-03, eta: 23:10:47, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.5702, loss: 2.5702 +2025-05-05 22:36:31,984 - pyskl - INFO - Epoch [102][2700/3940] lr: 5.872e-03, eta: 23:10:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 2.6631, loss: 2.6631 +2025-05-05 22:37:15,443 - pyskl - INFO - Epoch [102][2800/3940] lr: 5.866e-03, eta: 23:09:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9806, loss_cls: 2.7717, loss: 2.7717 +2025-05-05 22:37:58,915 - pyskl - INFO - Epoch [102][2900/3940] lr: 5.861e-03, eta: 23:08:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 2.6249, loss: 2.6249 +2025-05-05 22:38:42,478 - pyskl - INFO - Epoch [102][3000/3940] lr: 5.855e-03, eta: 23:07:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 2.5776, loss: 2.5776 +2025-05-05 22:39:26,028 - pyskl - INFO - Epoch [102][3100/3940] lr: 5.849e-03, eta: 23:07:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 2.7516, loss: 2.7516 +2025-05-05 22:40:09,549 - pyskl - INFO - Epoch [102][3200/3940] lr: 5.844e-03, eta: 23:06:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 2.6480, loss: 2.6480 +2025-05-05 22:40:53,103 - pyskl - INFO - Epoch [102][3300/3940] lr: 5.838e-03, eta: 23:05:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.5969, loss: 2.5969 +2025-05-05 22:41:36,689 - pyskl - INFO - Epoch [102][3400/3940] lr: 5.833e-03, eta: 23:04:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.5950, loss: 2.5950 +2025-05-05 22:42:20,193 - pyskl - INFO - Epoch [102][3500/3940] lr: 5.827e-03, eta: 23:04:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.6358, loss: 2.6358 +2025-05-05 22:43:03,648 - pyskl - INFO - Epoch [102][3600/3940] lr: 5.821e-03, eta: 23:03:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.5871, loss: 2.5871 +2025-05-05 22:43:47,115 - pyskl - INFO - Epoch [102][3700/3940] lr: 5.816e-03, eta: 23:02:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 2.6843, loss: 2.6843 +2025-05-05 22:44:30,696 - pyskl - INFO - Epoch [102][3800/3940] lr: 5.810e-03, eta: 23:01:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.6150, loss: 2.6150 +2025-05-05 22:45:14,355 - pyskl - INFO - Epoch [102][3900/3940] lr: 5.804e-03, eta: 23:01:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9925, loss_cls: 2.6355, loss: 2.6355 +2025-05-05 22:45:32,269 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-05-05 22:48:56,258 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 22:48:56,798 - pyskl - INFO - +top1_acc 0.8095 +top5_acc 0.9648 +2025-05-05 22:48:56,856 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_98.pth was removed +2025-05-05 22:48:57,939 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_102.pth. +2025-05-05 22:48:57,941 - pyskl - INFO - Best top1_acc is 0.8095 at 102 epoch. +2025-05-05 22:48:57,959 - pyskl - INFO - Epoch(val) [102][3183] top1_acc: 0.8095, top5_acc: 0.9648 +2025-05-05 22:50:06,160 - pyskl - INFO - Epoch [103][100/3940] lr: 5.797e-03, eta: 23:00:17, time: 0.682, data_time: 0.247, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.5252, loss: 2.5252 +2025-05-05 22:50:49,718 - pyskl - INFO - Epoch [103][200/3940] lr: 5.791e-03, eta: 22:59:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.5471, loss: 2.5471 +2025-05-05 22:51:33,303 - pyskl - INFO - Epoch [103][300/3940] lr: 5.785e-03, eta: 22:58:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 2.4653, loss: 2.4653 +2025-05-05 22:52:16,943 - pyskl - INFO - Epoch [103][400/3940] lr: 5.780e-03, eta: 22:58:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.5046, loss: 2.5046 +2025-05-05 22:53:00,643 - pyskl - INFO - Epoch [103][500/3940] lr: 5.774e-03, eta: 22:57:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.5085, loss: 2.5085 +2025-05-05 22:53:44,266 - pyskl - INFO - Epoch [103][600/3940] lr: 5.769e-03, eta: 22:56:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.5375, loss: 2.5375 +2025-05-05 22:54:27,856 - pyskl - INFO - Epoch [103][700/3940] lr: 5.763e-03, eta: 22:55:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 2.5440, loss: 2.5440 +2025-05-05 22:55:11,448 - pyskl - INFO - Epoch [103][800/3940] lr: 5.757e-03, eta: 22:55:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.4362, loss: 2.4362 +2025-05-05 22:55:55,133 - pyskl - INFO - Epoch [103][900/3940] lr: 5.752e-03, eta: 22:54:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.6325, loss: 2.6325 +2025-05-05 22:56:38,668 - pyskl - INFO - Epoch [103][1000/3940] lr: 5.746e-03, eta: 22:53:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.5947, loss: 2.5947 +2025-05-05 22:57:22,251 - pyskl - INFO - Epoch [103][1100/3940] lr: 5.741e-03, eta: 22:52:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.4345, loss: 2.4345 +2025-05-05 22:58:05,856 - pyskl - INFO - Epoch [103][1200/3940] lr: 5.735e-03, eta: 22:52:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.6146, loss: 2.6146 +2025-05-05 22:58:49,622 - pyskl - INFO - Epoch [103][1300/3940] lr: 5.729e-03, eta: 22:51:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.5678, loss: 2.5678 +2025-05-05 22:59:33,410 - pyskl - INFO - Epoch [103][1400/3940] lr: 5.724e-03, eta: 22:50:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 2.5386, loss: 2.5386 +2025-05-05 23:00:17,016 - pyskl - INFO - Epoch [103][1500/3940] lr: 5.718e-03, eta: 22:50:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 2.4895, loss: 2.4895 +2025-05-05 23:01:00,623 - pyskl - INFO - Epoch [103][1600/3940] lr: 5.713e-03, eta: 22:49:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.5846, loss: 2.5846 +2025-05-05 23:01:44,205 - pyskl - INFO - Epoch [103][1700/3940] lr: 5.707e-03, eta: 22:48:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.6279, loss: 2.6279 +2025-05-05 23:02:27,794 - pyskl - INFO - Epoch [103][1800/3940] lr: 5.702e-03, eta: 22:47:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.5917, loss: 2.5917 +2025-05-05 23:03:11,413 - pyskl - INFO - Epoch [103][1900/3940] lr: 5.696e-03, eta: 22:47:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.5891, loss: 2.5891 +2025-05-05 23:03:55,220 - pyskl - INFO - Epoch [103][2000/3940] lr: 5.690e-03, eta: 22:46:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.5740, loss: 2.5740 +2025-05-05 23:04:39,085 - pyskl - INFO - Epoch [103][2100/3940] lr: 5.685e-03, eta: 22:45:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 2.6572, loss: 2.6572 +2025-05-05 23:05:22,771 - pyskl - INFO - Epoch [103][2200/3940] lr: 5.679e-03, eta: 22:44:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9962, loss_cls: 2.5670, loss: 2.5670 +2025-05-05 23:06:06,258 - pyskl - INFO - Epoch [103][2300/3940] lr: 5.674e-03, eta: 22:44:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 2.5920, loss: 2.5920 +2025-05-05 23:06:49,790 - pyskl - INFO - Epoch [103][2400/3940] lr: 5.668e-03, eta: 22:43:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.5563, loss: 2.5563 +2025-05-05 23:07:33,220 - pyskl - INFO - Epoch [103][2500/3940] lr: 5.663e-03, eta: 22:42:44, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.5358, loss: 2.5358 +2025-05-05 23:08:16,885 - pyskl - INFO - Epoch [103][2600/3940] lr: 5.657e-03, eta: 22:42:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.5481, loss: 2.5481 +2025-05-05 23:09:00,559 - pyskl - INFO - Epoch [103][2700/3940] lr: 5.651e-03, eta: 22:41:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.5492, loss: 2.5492 +2025-05-05 23:09:44,053 - pyskl - INFO - Epoch [103][2800/3940] lr: 5.646e-03, eta: 22:40:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 2.6352, loss: 2.6352 +2025-05-05 23:10:27,670 - pyskl - INFO - Epoch [103][2900/3940] lr: 5.640e-03, eta: 22:39:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.5762, loss: 2.5762 +2025-05-05 23:11:11,205 - pyskl - INFO - Epoch [103][3000/3940] lr: 5.635e-03, eta: 22:39:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.6369, loss: 2.6369 +2025-05-05 23:11:54,709 - pyskl - INFO - Epoch [103][3100/3940] lr: 5.629e-03, eta: 22:38:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 2.5174, loss: 2.5174 +2025-05-05 23:12:38,232 - pyskl - INFO - Epoch [103][3200/3940] lr: 5.624e-03, eta: 22:37:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 2.6157, loss: 2.6157 +2025-05-05 23:13:21,754 - pyskl - INFO - Epoch [103][3300/3940] lr: 5.618e-03, eta: 22:36:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 2.6630, loss: 2.6630 +2025-05-05 23:14:05,400 - pyskl - INFO - Epoch [103][3400/3940] lr: 5.613e-03, eta: 22:36:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.4050, loss: 2.4050 +2025-05-05 23:14:48,977 - pyskl - INFO - Epoch [103][3500/3940] lr: 5.607e-03, eta: 22:35:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.5542, loss: 2.5542 +2025-05-05 23:15:32,602 - pyskl - INFO - Epoch [103][3600/3940] lr: 5.601e-03, eta: 22:34:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.7069, loss: 2.7069 +2025-05-05 23:16:16,263 - pyskl - INFO - Epoch [103][3700/3940] lr: 5.596e-03, eta: 22:33:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.5562, loss: 2.5562 +2025-05-05 23:16:59,812 - pyskl - INFO - Epoch [103][3800/3940] lr: 5.590e-03, eta: 22:33:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.6836, loss: 2.6836 +2025-05-05 23:17:43,296 - pyskl - INFO - Epoch [103][3900/3940] lr: 5.585e-03, eta: 22:32:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.6444, loss: 2.6444 +2025-05-05 23:18:01,002 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-05-05 23:21:25,260 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 23:21:25,829 - pyskl - INFO - +top1_acc 0.7951 +top5_acc 0.9604 +2025-05-05 23:21:25,853 - pyskl - INFO - Epoch(val) [103][3183] top1_acc: 0.7951, top5_acc: 0.9604 +2025-05-05 23:22:33,856 - pyskl - INFO - Epoch [104][100/3940] lr: 5.577e-03, eta: 22:31:31, time: 0.680, data_time: 0.246, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.4994, loss: 2.4994 +2025-05-05 23:23:17,299 - pyskl - INFO - Epoch [104][200/3940] lr: 5.572e-03, eta: 22:30:47, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 2.4185, loss: 2.4185 +2025-05-05 23:24:00,840 - pyskl - INFO - Epoch [104][300/3940] lr: 5.566e-03, eta: 22:30:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9894, loss_cls: 2.4625, loss: 2.4625 +2025-05-05 23:24:44,284 - pyskl - INFO - Epoch [104][400/3940] lr: 5.561e-03, eta: 22:29:19, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9888, loss_cls: 2.4994, loss: 2.4994 +2025-05-05 23:25:27,795 - pyskl - INFO - Epoch [104][500/3940] lr: 5.555e-03, eta: 22:28:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 2.5145, loss: 2.5145 +2025-05-05 23:26:11,244 - pyskl - INFO - Epoch [104][600/3940] lr: 5.549e-03, eta: 22:27:51, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.4938, loss: 2.4938 +2025-05-05 23:26:54,765 - pyskl - INFO - Epoch [104][700/3940] lr: 5.544e-03, eta: 22:27:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 2.5057, loss: 2.5057 +2025-05-05 23:27:38,283 - pyskl - INFO - Epoch [104][800/3940] lr: 5.538e-03, eta: 22:26:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.5552, loss: 2.5552 +2025-05-05 23:28:21,869 - pyskl - INFO - Epoch [104][900/3940] lr: 5.533e-03, eta: 22:25:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.5436, loss: 2.5436 +2025-05-05 23:29:05,507 - pyskl - INFO - Epoch [104][1000/3940] lr: 5.527e-03, eta: 22:24:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.4636, loss: 2.4636 +2025-05-05 23:29:48,981 - pyskl - INFO - Epoch [104][1100/3940] lr: 5.522e-03, eta: 22:24:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.5512, loss: 2.5512 +2025-05-05 23:30:32,443 - pyskl - INFO - Epoch [104][1200/3940] lr: 5.516e-03, eta: 22:23:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.5278, loss: 2.5278 +2025-05-05 23:31:15,897 - pyskl - INFO - Epoch [104][1300/3940] lr: 5.511e-03, eta: 22:22:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.3684, loss: 2.3684 +2025-05-05 23:31:59,329 - pyskl - INFO - Epoch [104][1400/3940] lr: 5.505e-03, eta: 22:21:59, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 2.5458, loss: 2.5458 +2025-05-05 23:32:42,795 - pyskl - INFO - Epoch [104][1500/3940] lr: 5.500e-03, eta: 22:21:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.5939, loss: 2.5939 +2025-05-05 23:33:26,350 - pyskl - INFO - Epoch [104][1600/3940] lr: 5.494e-03, eta: 22:20:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.4968, loss: 2.4968 +2025-05-05 23:34:09,843 - pyskl - INFO - Epoch [104][1700/3940] lr: 5.489e-03, eta: 22:19:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.6772, loss: 2.6772 +2025-05-05 23:34:53,238 - pyskl - INFO - Epoch [104][1800/3940] lr: 5.483e-03, eta: 22:19:03, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.5192, loss: 2.5192 +2025-05-05 23:35:36,699 - pyskl - INFO - Epoch [104][1900/3940] lr: 5.478e-03, eta: 22:18:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.4978, loss: 2.4978 +2025-05-05 23:36:20,125 - pyskl - INFO - Epoch [104][2000/3940] lr: 5.472e-03, eta: 22:17:35, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.5233, loss: 2.5233 +2025-05-05 23:37:03,595 - pyskl - INFO - Epoch [104][2100/3940] lr: 5.467e-03, eta: 22:16:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.4721, loss: 2.4721 +2025-05-05 23:37:47,342 - pyskl - INFO - Epoch [104][2200/3940] lr: 5.461e-03, eta: 22:16:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.4663, loss: 2.4663 +2025-05-05 23:38:30,835 - pyskl - INFO - Epoch [104][2300/3940] lr: 5.456e-03, eta: 22:15:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9875, loss_cls: 2.5739, loss: 2.5739 +2025-05-05 23:39:14,364 - pyskl - INFO - Epoch [104][2400/3940] lr: 5.450e-03, eta: 22:14:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.4574, loss: 2.4574 +2025-05-05 23:39:57,850 - pyskl - INFO - Epoch [104][2500/3940] lr: 5.445e-03, eta: 22:13:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.5064, loss: 2.5064 +2025-05-05 23:40:41,421 - pyskl - INFO - Epoch [104][2600/3940] lr: 5.439e-03, eta: 22:13:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 2.5523, loss: 2.5523 +2025-05-05 23:41:25,316 - pyskl - INFO - Epoch [104][2700/3940] lr: 5.434e-03, eta: 22:12:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.6298, loss: 2.6298 +2025-05-05 23:42:09,232 - pyskl - INFO - Epoch [104][2800/3940] lr: 5.428e-03, eta: 22:11:44, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 2.5516, loss: 2.5516 +2025-05-05 23:42:52,882 - pyskl - INFO - Epoch [104][2900/3940] lr: 5.423e-03, eta: 22:11:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.6434, loss: 2.6434 +2025-05-05 23:43:36,628 - pyskl - INFO - Epoch [104][3000/3940] lr: 5.418e-03, eta: 22:10:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.4905, loss: 2.4905 +2025-05-05 23:44:20,602 - pyskl - INFO - Epoch [104][3100/3940] lr: 5.412e-03, eta: 22:09:33, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.6220, loss: 2.6220 +2025-05-05 23:45:04,174 - pyskl - INFO - Epoch [104][3200/3940] lr: 5.407e-03, eta: 22:08:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.5598, loss: 2.5598 +2025-05-05 23:45:47,847 - pyskl - INFO - Epoch [104][3300/3940] lr: 5.401e-03, eta: 22:08:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.5355, loss: 2.5355 +2025-05-05 23:46:31,542 - pyskl - INFO - Epoch [104][3400/3940] lr: 5.396e-03, eta: 22:07:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.6141, loss: 2.6141 +2025-05-05 23:47:15,170 - pyskl - INFO - Epoch [104][3500/3940] lr: 5.390e-03, eta: 22:06:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.5849, loss: 2.5849 +2025-05-05 23:47:58,810 - pyskl - INFO - Epoch [104][3600/3940] lr: 5.385e-03, eta: 22:05:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.6149, loss: 2.6149 +2025-05-05 23:48:42,463 - pyskl - INFO - Epoch [104][3700/3940] lr: 5.379e-03, eta: 22:05:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.6373, loss: 2.6373 +2025-05-05 23:49:26,093 - pyskl - INFO - Epoch [104][3800/3940] lr: 5.374e-03, eta: 22:04:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.4791, loss: 2.4791 +2025-05-05 23:50:09,718 - pyskl - INFO - Epoch [104][3900/3940] lr: 5.368e-03, eta: 22:03:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.5056, loss: 2.5056 +2025-05-05 23:50:27,519 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-05-05 23:53:51,824 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 23:53:52,351 - pyskl - INFO - +top1_acc 0.7966 +top5_acc 0.9640 +2025-05-05 23:53:52,367 - pyskl - INFO - Epoch(val) [104][3183] top1_acc: 0.7966, top5_acc: 0.9640 +2025-05-05 23:55:00,701 - pyskl - INFO - Epoch [105][100/3940] lr: 5.361e-03, eta: 22:02:43, time: 0.683, data_time: 0.247, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9981, loss_cls: 2.4722, loss: 2.4722 +2025-05-05 23:55:44,281 - pyskl - INFO - Epoch [105][200/3940] lr: 5.355e-03, eta: 22:01:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.4241, loss: 2.4241 +2025-05-05 23:56:27,761 - pyskl - INFO - Epoch [105][300/3940] lr: 5.350e-03, eta: 22:01:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.4078, loss: 2.4078 +2025-05-05 23:57:11,326 - pyskl - INFO - Epoch [105][400/3940] lr: 5.344e-03, eta: 22:00:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.3707, loss: 2.3707 +2025-05-05 23:57:54,807 - pyskl - INFO - Epoch [105][500/3940] lr: 5.339e-03, eta: 21:59:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.4845, loss: 2.4845 +2025-05-05 23:58:38,651 - pyskl - INFO - Epoch [105][600/3940] lr: 5.333e-03, eta: 21:59:04, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.5061, loss: 2.5061 +2025-05-05 23:59:22,275 - pyskl - INFO - Epoch [105][700/3940] lr: 5.328e-03, eta: 21:58:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 2.5163, loss: 2.5163 +2025-05-06 00:00:05,979 - pyskl - INFO - Epoch [105][800/3940] lr: 5.323e-03, eta: 21:57:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.4252, loss: 2.4252 +2025-05-06 00:00:49,726 - pyskl - INFO - Epoch [105][900/3940] lr: 5.317e-03, eta: 21:56:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.4592, loss: 2.4592 +2025-05-06 00:01:33,256 - pyskl - INFO - Epoch [105][1000/3940] lr: 5.312e-03, eta: 21:56:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9956, loss_cls: 2.5196, loss: 2.5196 +2025-05-06 00:02:16,824 - pyskl - INFO - Epoch [105][1100/3940] lr: 5.306e-03, eta: 21:55:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.4944, loss: 2.4944 +2025-05-06 00:03:00,438 - pyskl - INFO - Epoch [105][1200/3940] lr: 5.301e-03, eta: 21:54:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9900, loss_cls: 2.4443, loss: 2.4443 +2025-05-06 00:03:44,102 - pyskl - INFO - Epoch [105][1300/3940] lr: 5.295e-03, eta: 21:53:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.4044, loss: 2.4044 +2025-05-06 00:04:27,782 - pyskl - INFO - Epoch [105][1400/3940] lr: 5.290e-03, eta: 21:53:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 2.4607, loss: 2.4607 +2025-05-06 00:05:11,438 - pyskl - INFO - Epoch [105][1500/3940] lr: 5.285e-03, eta: 21:52:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.4105, loss: 2.4105 +2025-05-06 00:05:54,993 - pyskl - INFO - Epoch [105][1600/3940] lr: 5.279e-03, eta: 21:51:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9869, loss_cls: 2.5334, loss: 2.5334 +2025-05-06 00:06:38,545 - pyskl - INFO - Epoch [105][1700/3940] lr: 5.274e-03, eta: 21:51:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.4814, loss: 2.4814 +2025-05-06 00:07:22,127 - pyskl - INFO - Epoch [105][1800/3940] lr: 5.268e-03, eta: 21:50:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.5468, loss: 2.5468 +2025-05-06 00:08:05,669 - pyskl - INFO - Epoch [105][1900/3940] lr: 5.263e-03, eta: 21:49:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.3891, loss: 2.3891 +2025-05-06 00:08:49,145 - pyskl - INFO - Epoch [105][2000/3940] lr: 5.257e-03, eta: 21:48:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.5140, loss: 2.5140 +2025-05-06 00:09:32,873 - pyskl - INFO - Epoch [105][2100/3940] lr: 5.252e-03, eta: 21:48:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.4939, loss: 2.4939 +2025-05-06 00:10:16,671 - pyskl - INFO - Epoch [105][2200/3940] lr: 5.247e-03, eta: 21:47:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9856, loss_cls: 2.5964, loss: 2.5964 +2025-05-06 00:11:00,233 - pyskl - INFO - Epoch [105][2300/3940] lr: 5.241e-03, eta: 21:46:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.4186, loss: 2.4186 +2025-05-06 00:11:43,736 - pyskl - INFO - Epoch [105][2400/3940] lr: 5.236e-03, eta: 21:45:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.5402, loss: 2.5402 +2025-05-06 00:12:27,287 - pyskl - INFO - Epoch [105][2500/3940] lr: 5.230e-03, eta: 21:45:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 2.5118, loss: 2.5118 +2025-05-06 00:13:10,824 - pyskl - INFO - Epoch [105][2600/3940] lr: 5.225e-03, eta: 21:44:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.5203, loss: 2.5203 +2025-05-06 00:13:54,375 - pyskl - INFO - Epoch [105][2700/3940] lr: 5.220e-03, eta: 21:43:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.5649, loss: 2.5649 +2025-05-06 00:14:37,899 - pyskl - INFO - Epoch [105][2800/3940] lr: 5.214e-03, eta: 21:42:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.5081, loss: 2.5081 +2025-05-06 00:15:21,440 - pyskl - INFO - Epoch [105][2900/3940] lr: 5.209e-03, eta: 21:42:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.5904, loss: 2.5904 +2025-05-06 00:16:04,940 - pyskl - INFO - Epoch [105][3000/3940] lr: 5.203e-03, eta: 21:41:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.5489, loss: 2.5489 +2025-05-06 00:16:48,746 - pyskl - INFO - Epoch [105][3100/3940] lr: 5.198e-03, eta: 21:40:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.5012, loss: 2.5012 +2025-05-06 00:17:32,292 - pyskl - INFO - Epoch [105][3200/3940] lr: 5.193e-03, eta: 21:40:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 2.5750, loss: 2.5750 +2025-05-06 00:18:15,770 - pyskl - INFO - Epoch [105][3300/3940] lr: 5.187e-03, eta: 21:39:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.4828, loss: 2.4828 +2025-05-06 00:18:59,221 - pyskl - INFO - Epoch [105][3400/3940] lr: 5.182e-03, eta: 21:38:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.5211, loss: 2.5211 +2025-05-06 00:19:42,864 - pyskl - INFO - Epoch [105][3500/3940] lr: 5.176e-03, eta: 21:37:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9888, loss_cls: 2.4518, loss: 2.4518 +2025-05-06 00:20:26,396 - pyskl - INFO - Epoch [105][3600/3940] lr: 5.171e-03, eta: 21:37:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9894, loss_cls: 2.4742, loss: 2.4742 +2025-05-06 00:21:09,861 - pyskl - INFO - Epoch [105][3700/3940] lr: 5.166e-03, eta: 21:36:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.5743, loss: 2.5743 +2025-05-06 00:21:53,289 - pyskl - INFO - Epoch [105][3800/3940] lr: 5.160e-03, eta: 21:35:39, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.5367, loss: 2.5367 +2025-05-06 00:22:36,757 - pyskl - INFO - Epoch [105][3900/3940] lr: 5.155e-03, eta: 21:34:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.4908, loss: 2.4908 +2025-05-06 00:22:54,464 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-05-06 00:26:17,106 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 00:26:18,040 - pyskl - INFO - +top1_acc 0.7899 +top5_acc 0.9554 +2025-05-06 00:26:18,056 - pyskl - INFO - Epoch(val) [105][3183] top1_acc: 0.7899, top5_acc: 0.9554 +2025-05-06 00:27:27,006 - pyskl - INFO - Epoch [106][100/3940] lr: 5.147e-03, eta: 21:33:57, time: 0.689, data_time: 0.251, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.4661, loss: 2.4661 +2025-05-06 00:28:10,607 - pyskl - INFO - Epoch [106][200/3940] lr: 5.142e-03, eta: 21:33:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 2.3874, loss: 2.3874 +2025-05-06 00:28:54,263 - pyskl - INFO - Epoch [106][300/3940] lr: 5.137e-03, eta: 21:32:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.3925, loss: 2.3925 +2025-05-06 00:29:37,936 - pyskl - INFO - Epoch [106][400/3940] lr: 5.131e-03, eta: 21:31:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 2.3701, loss: 2.3701 +2025-05-06 00:30:21,534 - pyskl - INFO - Epoch [106][500/3940] lr: 5.126e-03, eta: 21:31:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.3221, loss: 2.3221 +2025-05-06 00:31:05,124 - pyskl - INFO - Epoch [106][600/3940] lr: 5.121e-03, eta: 21:30:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.4182, loss: 2.4182 +2025-05-06 00:31:48,734 - pyskl - INFO - Epoch [106][700/3940] lr: 5.115e-03, eta: 21:29:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9962, loss_cls: 2.4889, loss: 2.4889 +2025-05-06 00:32:32,334 - pyskl - INFO - Epoch [106][800/3940] lr: 5.110e-03, eta: 21:28:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.3428, loss: 2.3428 +2025-05-06 00:33:16,080 - pyskl - INFO - Epoch [106][900/3940] lr: 5.104e-03, eta: 21:28:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.5062, loss: 2.5062 +2025-05-06 00:33:59,865 - pyskl - INFO - Epoch [106][1000/3940] lr: 5.099e-03, eta: 21:27:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.5034, loss: 2.5034 +2025-05-06 00:34:43,681 - pyskl - INFO - Epoch [106][1100/3940] lr: 5.094e-03, eta: 21:26:38, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.5032, loss: 2.5032 +2025-05-06 00:35:27,187 - pyskl - INFO - Epoch [106][1200/3940] lr: 5.088e-03, eta: 21:25:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 2.5078, loss: 2.5078 +2025-05-06 00:36:10,732 - pyskl - INFO - Epoch [106][1300/3940] lr: 5.083e-03, eta: 21:25:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.4666, loss: 2.4666 +2025-05-06 00:36:54,362 - pyskl - INFO - Epoch [106][1400/3940] lr: 5.078e-03, eta: 21:24:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9969, loss_cls: 2.4209, loss: 2.4209 +2025-05-06 00:37:37,835 - pyskl - INFO - Epoch [106][1500/3940] lr: 5.072e-03, eta: 21:23:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.4692, loss: 2.4692 +2025-05-06 00:38:21,346 - pyskl - INFO - Epoch [106][1600/3940] lr: 5.067e-03, eta: 21:22:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 2.4520, loss: 2.4520 +2025-05-06 00:39:04,758 - pyskl - INFO - Epoch [106][1700/3940] lr: 5.062e-03, eta: 21:22:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.5484, loss: 2.5484 +2025-05-06 00:39:48,268 - pyskl - INFO - Epoch [106][1800/3940] lr: 5.056e-03, eta: 21:21:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.5450, loss: 2.5450 +2025-05-06 00:40:31,754 - pyskl - INFO - Epoch [106][1900/3940] lr: 5.051e-03, eta: 21:20:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.3909, loss: 2.3909 +2025-05-06 00:41:15,039 - pyskl - INFO - Epoch [106][2000/3940] lr: 5.046e-03, eta: 21:20:02, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 2.6614, loss: 2.6614 +2025-05-06 00:41:58,608 - pyskl - INFO - Epoch [106][2100/3940] lr: 5.040e-03, eta: 21:19:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.5938, loss: 2.5938 +2025-05-06 00:42:42,173 - pyskl - INFO - Epoch [106][2200/3940] lr: 5.035e-03, eta: 21:18:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.5027, loss: 2.5027 +2025-05-06 00:43:25,855 - pyskl - INFO - Epoch [106][2300/3940] lr: 5.030e-03, eta: 21:17:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 2.4298, loss: 2.4298 +2025-05-06 00:44:09,478 - pyskl - INFO - Epoch [106][2400/3940] lr: 5.024e-03, eta: 21:17:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.4788, loss: 2.4788 +2025-05-06 00:44:53,127 - pyskl - INFO - Epoch [106][2500/3940] lr: 5.019e-03, eta: 21:16:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.3819, loss: 2.3819 +2025-05-06 00:45:36,685 - pyskl - INFO - Epoch [106][2600/3940] lr: 5.014e-03, eta: 21:15:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.5112, loss: 2.5112 +2025-05-06 00:46:20,295 - pyskl - INFO - Epoch [106][2700/3940] lr: 5.008e-03, eta: 21:14:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.4477, loss: 2.4477 +2025-05-06 00:47:03,878 - pyskl - INFO - Epoch [106][2800/3940] lr: 5.003e-03, eta: 21:14:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.4700, loss: 2.4700 +2025-05-06 00:47:47,407 - pyskl - INFO - Epoch [106][2900/3940] lr: 4.998e-03, eta: 21:13:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.4264, loss: 2.4264 +2025-05-06 00:48:30,987 - pyskl - INFO - Epoch [106][3000/3940] lr: 4.992e-03, eta: 21:12:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.4618, loss: 2.4618 +2025-05-06 00:49:14,513 - pyskl - INFO - Epoch [106][3100/3940] lr: 4.987e-03, eta: 21:11:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.5332, loss: 2.5332 +2025-05-06 00:49:58,180 - pyskl - INFO - Epoch [106][3200/3940] lr: 4.982e-03, eta: 21:11:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 2.4519, loss: 2.4519 +2025-05-06 00:50:41,834 - pyskl - INFO - Epoch [106][3300/3940] lr: 4.976e-03, eta: 21:10:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 2.5805, loss: 2.5805 +2025-05-06 00:51:25,435 - pyskl - INFO - Epoch [106][3400/3940] lr: 4.971e-03, eta: 21:09:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.5579, loss: 2.5579 +2025-05-06 00:52:09,101 - pyskl - INFO - Epoch [106][3500/3940] lr: 4.966e-03, eta: 21:09:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.5847, loss: 2.5847 +2025-05-06 00:52:52,814 - pyskl - INFO - Epoch [106][3600/3940] lr: 4.961e-03, eta: 21:08:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9894, loss_cls: 2.4587, loss: 2.4587 +2025-05-06 00:53:36,563 - pyskl - INFO - Epoch [106][3700/3940] lr: 4.955e-03, eta: 21:07:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.4744, loss: 2.4744 +2025-05-06 00:54:20,290 - pyskl - INFO - Epoch [106][3800/3940] lr: 4.950e-03, eta: 21:06:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.5208, loss: 2.5208 +2025-05-06 00:55:04,237 - pyskl - INFO - Epoch [106][3900/3940] lr: 4.945e-03, eta: 21:06:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.5014, loss: 2.5014 +2025-05-06 00:55:22,289 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-05-06 00:58:45,273 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 00:58:45,742 - pyskl - INFO - +top1_acc 0.8036 +top5_acc 0.9648 +2025-05-06 00:58:45,759 - pyskl - INFO - Epoch(val) [106][3183] top1_acc: 0.8036, top5_acc: 0.9648 +2025-05-06 00:59:54,187 - pyskl - INFO - Epoch [107][100/3940] lr: 4.937e-03, eta: 21:05:10, time: 0.684, data_time: 0.247, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9900, loss_cls: 2.4211, loss: 2.4211 +2025-05-06 01:00:37,821 - pyskl - INFO - Epoch [107][200/3940] lr: 4.932e-03, eta: 21:04:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9988, loss_cls: 2.4578, loss: 2.4578 +2025-05-06 01:01:21,396 - pyskl - INFO - Epoch [107][300/3940] lr: 4.927e-03, eta: 21:03:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.3127, loss: 2.3127 +2025-05-06 01:02:04,898 - pyskl - INFO - Epoch [107][400/3940] lr: 4.921e-03, eta: 21:02:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.3443, loss: 2.3443 +2025-05-06 01:02:48,518 - pyskl - INFO - Epoch [107][500/3940] lr: 4.916e-03, eta: 21:02:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.4389, loss: 2.4389 +2025-05-06 01:03:32,133 - pyskl - INFO - Epoch [107][600/3940] lr: 4.911e-03, eta: 21:01:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.4289, loss: 2.4289 +2025-05-06 01:04:15,698 - pyskl - INFO - Epoch [107][700/3940] lr: 4.906e-03, eta: 21:00:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 2.3925, loss: 2.3925 +2025-05-06 01:04:59,229 - pyskl - INFO - Epoch [107][800/3940] lr: 4.900e-03, eta: 21:00:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 2.4489, loss: 2.4489 +2025-05-06 01:05:42,676 - pyskl - INFO - Epoch [107][900/3940] lr: 4.895e-03, eta: 20:59:19, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9975, loss_cls: 2.4416, loss: 2.4416 +2025-05-06 01:06:26,227 - pyskl - INFO - Epoch [107][1000/3940] lr: 4.890e-03, eta: 20:58:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9875, loss_cls: 2.5430, loss: 2.5430 +2025-05-06 01:07:09,792 - pyskl - INFO - Epoch [107][1100/3940] lr: 4.884e-03, eta: 20:57:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9975, loss_cls: 2.4015, loss: 2.4015 +2025-05-06 01:07:53,308 - pyskl - INFO - Epoch [107][1200/3940] lr: 4.879e-03, eta: 20:57:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.4520, loss: 2.4520 +2025-05-06 01:08:36,876 - pyskl - INFO - Epoch [107][1300/3940] lr: 4.874e-03, eta: 20:56:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.5128, loss: 2.5128 +2025-05-06 01:09:20,495 - pyskl - INFO - Epoch [107][1400/3940] lr: 4.869e-03, eta: 20:55:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.5113, loss: 2.5113 +2025-05-06 01:10:04,111 - pyskl - INFO - Epoch [107][1500/3940] lr: 4.863e-03, eta: 20:54:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.4045, loss: 2.4045 +2025-05-06 01:10:47,606 - pyskl - INFO - Epoch [107][1600/3940] lr: 4.858e-03, eta: 20:54:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.4037, loss: 2.4037 +2025-05-06 01:11:31,137 - pyskl - INFO - Epoch [107][1700/3940] lr: 4.853e-03, eta: 20:53:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.4281, loss: 2.4281 +2025-05-06 01:12:14,708 - pyskl - INFO - Epoch [107][1800/3940] lr: 4.848e-03, eta: 20:52:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.4282, loss: 2.4282 +2025-05-06 01:12:58,301 - pyskl - INFO - Epoch [107][1900/3940] lr: 4.842e-03, eta: 20:52:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 2.4860, loss: 2.4860 +2025-05-06 01:13:41,875 - pyskl - INFO - Epoch [107][2000/3940] lr: 4.837e-03, eta: 20:51:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 2.4402, loss: 2.4402 +2025-05-06 01:14:25,469 - pyskl - INFO - Epoch [107][2100/3940] lr: 4.832e-03, eta: 20:50:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 2.3796, loss: 2.3796 +2025-05-06 01:15:09,046 - pyskl - INFO - Epoch [107][2200/3940] lr: 4.827e-03, eta: 20:49:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.4331, loss: 2.4331 +2025-05-06 01:15:52,628 - pyskl - INFO - Epoch [107][2300/3940] lr: 4.821e-03, eta: 20:49:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9919, loss_cls: 2.3249, loss: 2.3249 +2025-05-06 01:16:36,153 - pyskl - INFO - Epoch [107][2400/3940] lr: 4.816e-03, eta: 20:48:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.3094, loss: 2.3094 +2025-05-06 01:17:19,718 - pyskl - INFO - Epoch [107][2500/3940] lr: 4.811e-03, eta: 20:47:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 2.5131, loss: 2.5131 +2025-05-06 01:18:03,216 - pyskl - INFO - Epoch [107][2600/3940] lr: 4.806e-03, eta: 20:46:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.4585, loss: 2.4585 +2025-05-06 01:18:46,766 - pyskl - INFO - Epoch [107][2700/3940] lr: 4.800e-03, eta: 20:46:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9881, loss_cls: 2.4777, loss: 2.4777 +2025-05-06 01:19:30,328 - pyskl - INFO - Epoch [107][2800/3940] lr: 4.795e-03, eta: 20:45:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9969, loss_cls: 2.3476, loss: 2.3476 +2025-05-06 01:20:13,888 - pyskl - INFO - Epoch [107][2900/3940] lr: 4.790e-03, eta: 20:44:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 2.5485, loss: 2.5485 +2025-05-06 01:20:57,447 - pyskl - INFO - Epoch [107][3000/3940] lr: 4.785e-03, eta: 20:43:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 2.4653, loss: 2.4653 +2025-05-06 01:21:40,956 - pyskl - INFO - Epoch [107][3100/3940] lr: 4.780e-03, eta: 20:43:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.4482, loss: 2.4482 +2025-05-06 01:22:24,555 - pyskl - INFO - Epoch [107][3200/3940] lr: 4.774e-03, eta: 20:42:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.4678, loss: 2.4678 +2025-05-06 01:23:08,181 - pyskl - INFO - Epoch [107][3300/3940] lr: 4.769e-03, eta: 20:41:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.3982, loss: 2.3982 +2025-05-06 01:23:51,743 - pyskl - INFO - Epoch [107][3400/3940] lr: 4.764e-03, eta: 20:41:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.5391, loss: 2.5391 +2025-05-06 01:24:35,433 - pyskl - INFO - Epoch [107][3500/3940] lr: 4.759e-03, eta: 20:40:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.4662, loss: 2.4662 +2025-05-06 01:25:18,907 - pyskl - INFO - Epoch [107][3600/3940] lr: 4.753e-03, eta: 20:39:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 2.5983, loss: 2.5983 +2025-05-06 01:26:02,375 - pyskl - INFO - Epoch [107][3700/3940] lr: 4.748e-03, eta: 20:38:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.4375, loss: 2.4375 +2025-05-06 01:26:45,846 - pyskl - INFO - Epoch [107][3800/3940] lr: 4.743e-03, eta: 20:38:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.5009, loss: 2.5009 +2025-05-06 01:27:29,387 - pyskl - INFO - Epoch [107][3900/3940] lr: 4.738e-03, eta: 20:37:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.4608, loss: 2.4608 +2025-05-06 01:27:47,220 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-05-06 01:31:10,357 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 01:31:10,827 - pyskl - INFO - +top1_acc 0.7988 +top5_acc 0.9584 +2025-05-06 01:31:10,845 - pyskl - INFO - Epoch(val) [107][3183] top1_acc: 0.7988, top5_acc: 0.9584 +2025-05-06 01:32:19,637 - pyskl - INFO - Epoch [108][100/3940] lr: 4.730e-03, eta: 20:36:23, time: 0.688, data_time: 0.251, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.4089, loss: 2.4089 +2025-05-06 01:33:03,315 - pyskl - INFO - Epoch [108][200/3940] lr: 4.725e-03, eta: 20:35:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.3664, loss: 2.3664 +2025-05-06 01:33:46,926 - pyskl - INFO - Epoch [108][300/3940] lr: 4.720e-03, eta: 20:34:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 2.3982, loss: 2.3982 +2025-05-06 01:34:30,504 - pyskl - INFO - Epoch [108][400/3940] lr: 4.715e-03, eta: 20:34:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.3347, loss: 2.3347 +2025-05-06 01:35:14,066 - pyskl - INFO - Epoch [108][500/3940] lr: 4.710e-03, eta: 20:33:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 2.3404, loss: 2.3404 +2025-05-06 01:35:57,645 - pyskl - INFO - Epoch [108][600/3940] lr: 4.704e-03, eta: 20:32:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.3946, loss: 2.3946 +2025-05-06 01:36:41,239 - pyskl - INFO - Epoch [108][700/3940] lr: 4.699e-03, eta: 20:32:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.3457, loss: 2.3457 +2025-05-06 01:37:24,840 - pyskl - INFO - Epoch [108][800/3940] lr: 4.694e-03, eta: 20:31:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 2.4536, loss: 2.4536 +2025-05-06 01:38:08,402 - pyskl - INFO - Epoch [108][900/3940] lr: 4.689e-03, eta: 20:30:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.4767, loss: 2.4767 +2025-05-06 01:38:51,799 - pyskl - INFO - Epoch [108][1000/3940] lr: 4.684e-03, eta: 20:29:48, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 2.4530, loss: 2.4530 +2025-05-06 01:39:35,278 - pyskl - INFO - Epoch [108][1100/3940] lr: 4.679e-03, eta: 20:29:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.4596, loss: 2.4596 +2025-05-06 01:40:18,964 - pyskl - INFO - Epoch [108][1200/3940] lr: 4.673e-03, eta: 20:28:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.3302, loss: 2.3302 +2025-05-06 01:41:02,668 - pyskl - INFO - Epoch [108][1300/3940] lr: 4.668e-03, eta: 20:27:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.4119, loss: 2.4119 +2025-05-06 01:41:46,422 - pyskl - INFO - Epoch [108][1400/3940] lr: 4.663e-03, eta: 20:26:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 2.2815, loss: 2.2815 +2025-05-06 01:42:30,076 - pyskl - INFO - Epoch [108][1500/3940] lr: 4.658e-03, eta: 20:26:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.3034, loss: 2.3034 +2025-05-06 01:43:13,839 - pyskl - INFO - Epoch [108][1600/3940] lr: 4.653e-03, eta: 20:25:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.3501, loss: 2.3501 +2025-05-06 01:43:57,447 - pyskl - INFO - Epoch [108][1700/3940] lr: 4.647e-03, eta: 20:24:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 2.4440, loss: 2.4440 +2025-05-06 01:44:41,333 - pyskl - INFO - Epoch [108][1800/3940] lr: 4.642e-03, eta: 20:23:57, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 2.3843, loss: 2.3843 +2025-05-06 01:45:25,189 - pyskl - INFO - Epoch [108][1900/3940] lr: 4.637e-03, eta: 20:23:13, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 2.5218, loss: 2.5218 +2025-05-06 01:46:09,043 - pyskl - INFO - Epoch [108][2000/3940] lr: 4.632e-03, eta: 20:22:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 2.3655, loss: 2.3655 +2025-05-06 01:46:52,797 - pyskl - INFO - Epoch [108][2100/3940] lr: 4.627e-03, eta: 20:21:45, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.3581, loss: 2.3581 +2025-05-06 01:47:36,520 - pyskl - INFO - Epoch [108][2200/3940] lr: 4.622e-03, eta: 20:21:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.4443, loss: 2.4443 +2025-05-06 01:48:20,306 - pyskl - INFO - Epoch [108][2300/3940] lr: 4.617e-03, eta: 20:20:18, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.4914, loss: 2.4914 +2025-05-06 01:49:03,952 - pyskl - INFO - Epoch [108][2400/3940] lr: 4.611e-03, eta: 20:19:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9888, loss_cls: 2.4699, loss: 2.4699 +2025-05-06 01:49:47,474 - pyskl - INFO - Epoch [108][2500/3940] lr: 4.606e-03, eta: 20:18:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.4078, loss: 2.4078 +2025-05-06 01:50:31,002 - pyskl - INFO - Epoch [108][2600/3940] lr: 4.601e-03, eta: 20:18:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9888, loss_cls: 2.4611, loss: 2.4611 +2025-05-06 01:51:14,533 - pyskl - INFO - Epoch [108][2700/3940] lr: 4.596e-03, eta: 20:17:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.4022, loss: 2.4022 +2025-05-06 01:51:58,237 - pyskl - INFO - Epoch [108][2800/3940] lr: 4.591e-03, eta: 20:16:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 2.4483, loss: 2.4483 +2025-05-06 01:52:41,791 - pyskl - INFO - Epoch [108][2900/3940] lr: 4.586e-03, eta: 20:15:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.4443, loss: 2.4443 +2025-05-06 01:53:25,309 - pyskl - INFO - Epoch [108][3000/3940] lr: 4.580e-03, eta: 20:15:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9981, loss_cls: 2.3632, loss: 2.3632 +2025-05-06 01:54:08,837 - pyskl - INFO - Epoch [108][3100/3940] lr: 4.575e-03, eta: 20:14:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.3891, loss: 2.3891 +2025-05-06 01:54:52,375 - pyskl - INFO - Epoch [108][3200/3940] lr: 4.570e-03, eta: 20:13:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.4546, loss: 2.4546 +2025-05-06 01:55:36,114 - pyskl - INFO - Epoch [108][3300/3940] lr: 4.565e-03, eta: 20:12:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.5767, loss: 2.5767 +2025-05-06 01:56:19,937 - pyskl - INFO - Epoch [108][3400/3940] lr: 4.560e-03, eta: 20:12:15, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.5161, loss: 2.5161 +2025-05-06 01:57:03,798 - pyskl - INFO - Epoch [108][3500/3940] lr: 4.555e-03, eta: 20:11:31, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 2.4187, loss: 2.4187 +2025-05-06 01:57:47,465 - pyskl - INFO - Epoch [108][3600/3940] lr: 4.550e-03, eta: 20:10:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9944, loss_cls: 2.5181, loss: 2.5181 +2025-05-06 01:58:31,012 - pyskl - INFO - Epoch [108][3700/3940] lr: 4.545e-03, eta: 20:10:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.4722, loss: 2.4722 +2025-05-06 01:59:14,625 - pyskl - INFO - Epoch [108][3800/3940] lr: 4.539e-03, eta: 20:09:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.4216, loss: 2.4216 +2025-05-06 01:59:58,153 - pyskl - INFO - Epoch [108][3900/3940] lr: 4.534e-03, eta: 20:08:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.3725, loss: 2.3725 +2025-05-06 02:00:15,889 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-05-06 02:03:38,450 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 02:03:38,928 - pyskl - INFO - +top1_acc 0.8024 +top5_acc 0.9607 +2025-05-06 02:03:38,947 - pyskl - INFO - Epoch(val) [108][3183] top1_acc: 0.8024, top5_acc: 0.9607 +2025-05-06 02:04:47,418 - pyskl - INFO - Epoch [109][100/3940] lr: 4.527e-03, eta: 20:07:37, time: 0.685, data_time: 0.249, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 2.2760, loss: 2.2760 +2025-05-06 02:05:30,923 - pyskl - INFO - Epoch [109][200/3940] lr: 4.522e-03, eta: 20:06:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.2350, loss: 2.2350 +2025-05-06 02:06:14,423 - pyskl - INFO - Epoch [109][300/3940] lr: 4.517e-03, eta: 20:06:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.4201, loss: 2.4201 +2025-05-06 02:06:57,945 - pyskl - INFO - Epoch [109][400/3940] lr: 4.512e-03, eta: 20:05:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.4187, loss: 2.4187 +2025-05-06 02:07:41,493 - pyskl - INFO - Epoch [109][500/3940] lr: 4.507e-03, eta: 20:04:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.4773, loss: 2.4773 +2025-05-06 02:08:25,034 - pyskl - INFO - Epoch [109][600/3940] lr: 4.502e-03, eta: 20:03:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 2.3365, loss: 2.3365 +2025-05-06 02:09:08,517 - pyskl - INFO - Epoch [109][700/3940] lr: 4.496e-03, eta: 20:03:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.2155, loss: 2.2155 +2025-05-06 02:09:51,991 - pyskl - INFO - Epoch [109][800/3940] lr: 4.491e-03, eta: 20:02:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 2.3585, loss: 2.3585 +2025-05-06 02:10:35,444 - pyskl - INFO - Epoch [109][900/3940] lr: 4.486e-03, eta: 20:01:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.3536, loss: 2.3536 +2025-05-06 02:11:18,918 - pyskl - INFO - Epoch [109][1000/3940] lr: 4.481e-03, eta: 20:01:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.3631, loss: 2.3631 +2025-05-06 02:12:02,404 - pyskl - INFO - Epoch [109][1100/3940] lr: 4.476e-03, eta: 20:00:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.3870, loss: 2.3870 +2025-05-06 02:12:45,965 - pyskl - INFO - Epoch [109][1200/3940] lr: 4.471e-03, eta: 19:59:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.4216, loss: 2.4216 +2025-05-06 02:13:29,434 - pyskl - INFO - Epoch [109][1300/3940] lr: 4.466e-03, eta: 19:58:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 2.3599, loss: 2.3599 +2025-05-06 02:14:12,895 - pyskl - INFO - Epoch [109][1400/3940] lr: 4.461e-03, eta: 19:58:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.2389, loss: 2.2389 +2025-05-06 02:14:56,520 - pyskl - INFO - Epoch [109][1500/3940] lr: 4.456e-03, eta: 19:57:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.3911, loss: 2.3911 +2025-05-06 02:15:39,993 - pyskl - INFO - Epoch [109][1600/3940] lr: 4.451e-03, eta: 19:56:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.2908, loss: 2.2908 +2025-05-06 02:16:23,476 - pyskl - INFO - Epoch [109][1700/3940] lr: 4.446e-03, eta: 19:55:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 2.4099, loss: 2.4099 +2025-05-06 02:17:06,989 - pyskl - INFO - Epoch [109][1800/3940] lr: 4.440e-03, eta: 19:55:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 2.2733, loss: 2.2733 +2025-05-06 02:17:50,475 - pyskl - INFO - Epoch [109][1900/3940] lr: 4.435e-03, eta: 19:54:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.3292, loss: 2.3292 +2025-05-06 02:18:33,974 - pyskl - INFO - Epoch [109][2000/3940] lr: 4.430e-03, eta: 19:53:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.2919, loss: 2.2919 +2025-05-06 02:19:17,421 - pyskl - INFO - Epoch [109][2100/3940] lr: 4.425e-03, eta: 19:52:58, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.3057, loss: 2.3057 +2025-05-06 02:20:00,888 - pyskl - INFO - Epoch [109][2200/3940] lr: 4.420e-03, eta: 19:52:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.4432, loss: 2.4432 +2025-05-06 02:20:44,441 - pyskl - INFO - Epoch [109][2300/3940] lr: 4.415e-03, eta: 19:51:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 2.3264, loss: 2.3264 +2025-05-06 02:21:28,309 - pyskl - INFO - Epoch [109][2400/3940] lr: 4.410e-03, eta: 19:50:47, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.4163, loss: 2.4163 +2025-05-06 02:22:12,105 - pyskl - INFO - Epoch [109][2500/3940] lr: 4.405e-03, eta: 19:50:03, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.3853, loss: 2.3853 +2025-05-06 02:22:55,805 - pyskl - INFO - Epoch [109][2600/3940] lr: 4.400e-03, eta: 19:49:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.2980, loss: 2.2980 +2025-05-06 02:23:39,474 - pyskl - INFO - Epoch [109][2700/3940] lr: 4.395e-03, eta: 19:48:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 2.3479, loss: 2.3479 +2025-05-06 02:24:23,128 - pyskl - INFO - Epoch [109][2800/3940] lr: 4.390e-03, eta: 19:47:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.5224, loss: 2.5224 +2025-05-06 02:25:06,683 - pyskl - INFO - Epoch [109][2900/3940] lr: 4.385e-03, eta: 19:47:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 2.4143, loss: 2.4143 +2025-05-06 02:25:50,099 - pyskl - INFO - Epoch [109][3000/3940] lr: 4.380e-03, eta: 19:46:23, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.4434, loss: 2.4434 +2025-05-06 02:26:33,777 - pyskl - INFO - Epoch [109][3100/3940] lr: 4.375e-03, eta: 19:45:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.4901, loss: 2.4901 +2025-05-06 02:27:17,445 - pyskl - INFO - Epoch [109][3200/3940] lr: 4.370e-03, eta: 19:44:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.4811, loss: 2.4811 +2025-05-06 02:28:01,006 - pyskl - INFO - Epoch [109][3300/3940] lr: 4.365e-03, eta: 19:44:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 2.4824, loss: 2.4824 +2025-05-06 02:28:44,582 - pyskl - INFO - Epoch [109][3400/3940] lr: 4.359e-03, eta: 19:43:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.3666, loss: 2.3666 +2025-05-06 02:29:28,101 - pyskl - INFO - Epoch [109][3500/3940] lr: 4.354e-03, eta: 19:42:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 2.3307, loss: 2.3307 +2025-05-06 02:30:11,772 - pyskl - INFO - Epoch [109][3600/3940] lr: 4.349e-03, eta: 19:42:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9906, loss_cls: 2.4751, loss: 2.4751 +2025-05-06 02:30:55,508 - pyskl - INFO - Epoch [109][3700/3940] lr: 4.344e-03, eta: 19:41:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.3958, loss: 2.3958 +2025-05-06 02:31:39,038 - pyskl - INFO - Epoch [109][3800/3940] lr: 4.339e-03, eta: 19:40:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.3552, loss: 2.3552 +2025-05-06 02:32:22,552 - pyskl - INFO - Epoch [109][3900/3940] lr: 4.334e-03, eta: 19:39:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.4558, loss: 2.4558 +2025-05-06 02:32:40,270 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-05-06 02:36:04,732 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 02:36:05,282 - pyskl - INFO - +top1_acc 0.8113 +top5_acc 0.9651 +2025-05-06 02:36:05,334 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_102.pth was removed +2025-05-06 02:36:06,362 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. +2025-05-06 02:36:06,364 - pyskl - INFO - Best top1_acc is 0.8113 at 109 epoch. +2025-05-06 02:36:06,382 - pyskl - INFO - Epoch(val) [109][3183] top1_acc: 0.8113, top5_acc: 0.9651 +2025-05-06 02:37:14,659 - pyskl - INFO - Epoch [110][100/3940] lr: 4.327e-03, eta: 19:38:50, time: 0.683, data_time: 0.247, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9900, loss_cls: 2.2707, loss: 2.2707 +2025-05-06 02:37:58,256 - pyskl - INFO - Epoch [110][200/3940] lr: 4.322e-03, eta: 19:38:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.3583, loss: 2.3583 +2025-05-06 02:38:41,691 - pyskl - INFO - Epoch [110][300/3940] lr: 4.317e-03, eta: 19:37:22, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9969, loss_cls: 2.4164, loss: 2.4164 +2025-05-06 02:39:25,302 - pyskl - INFO - Epoch [110][400/3940] lr: 4.312e-03, eta: 19:36:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 2.3663, loss: 2.3663 +2025-05-06 02:40:08,921 - pyskl - INFO - Epoch [110][500/3940] lr: 4.307e-03, eta: 19:35:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 2.2697, loss: 2.2697 +2025-05-06 02:40:52,498 - pyskl - INFO - Epoch [110][600/3940] lr: 4.302e-03, eta: 19:35:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9969, loss_cls: 2.3630, loss: 2.3630 +2025-05-06 02:41:36,058 - pyskl - INFO - Epoch [110][700/3940] lr: 4.297e-03, eta: 19:34:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 2.2912, loss: 2.2912 +2025-05-06 02:42:19,621 - pyskl - INFO - Epoch [110][800/3940] lr: 4.292e-03, eta: 19:33:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.3408, loss: 2.3408 +2025-05-06 02:43:03,168 - pyskl - INFO - Epoch [110][900/3940] lr: 4.287e-03, eta: 19:32:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 2.2798, loss: 2.2798 +2025-05-06 02:43:46,693 - pyskl - INFO - Epoch [110][1000/3940] lr: 4.282e-03, eta: 19:32:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 2.3347, loss: 2.3347 +2025-05-06 02:44:30,261 - pyskl - INFO - Epoch [110][1100/3940] lr: 4.277e-03, eta: 19:31:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.2838, loss: 2.2838 +2025-05-06 02:45:13,751 - pyskl - INFO - Epoch [110][1200/3940] lr: 4.272e-03, eta: 19:30:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.2221, loss: 2.2221 +2025-05-06 02:45:57,240 - pyskl - INFO - Epoch [110][1300/3940] lr: 4.267e-03, eta: 19:30:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.2620, loss: 2.2620 +2025-05-06 02:46:40,776 - pyskl - INFO - Epoch [110][1400/3940] lr: 4.262e-03, eta: 19:29:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.3381, loss: 2.3381 +2025-05-06 02:47:24,442 - pyskl - INFO - Epoch [110][1500/3940] lr: 4.257e-03, eta: 19:28:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.3317, loss: 2.3317 +2025-05-06 02:48:08,278 - pyskl - INFO - Epoch [110][1600/3940] lr: 4.252e-03, eta: 19:27:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 2.4659, loss: 2.4659 +2025-05-06 02:48:51,992 - pyskl - INFO - Epoch [110][1700/3940] lr: 4.247e-03, eta: 19:27:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.3183, loss: 2.3183 +2025-05-06 02:49:35,775 - pyskl - INFO - Epoch [110][1800/3940] lr: 4.242e-03, eta: 19:26:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.3435, loss: 2.3435 +2025-05-06 02:50:19,400 - pyskl - INFO - Epoch [110][1900/3940] lr: 4.237e-03, eta: 19:25:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.3426, loss: 2.3426 +2025-05-06 02:51:03,082 - pyskl - INFO - Epoch [110][2000/3940] lr: 4.232e-03, eta: 19:24:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.3193, loss: 2.3193 +2025-05-06 02:51:46,723 - pyskl - INFO - Epoch [110][2100/3940] lr: 4.227e-03, eta: 19:24:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 2.3689, loss: 2.3689 +2025-05-06 02:52:30,370 - pyskl - INFO - Epoch [110][2200/3940] lr: 4.222e-03, eta: 19:23:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 2.2903, loss: 2.2903 +2025-05-06 02:53:13,845 - pyskl - INFO - Epoch [110][2300/3940] lr: 4.217e-03, eta: 19:22:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 2.4030, loss: 2.4030 +2025-05-06 02:53:57,413 - pyskl - INFO - Epoch [110][2400/3940] lr: 4.212e-03, eta: 19:22:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 2.3529, loss: 2.3529 +2025-05-06 02:54:41,317 - pyskl - INFO - Epoch [110][2500/3940] lr: 4.207e-03, eta: 19:21:16, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.3528, loss: 2.3528 +2025-05-06 02:55:24,996 - pyskl - INFO - Epoch [110][2600/3940] lr: 4.202e-03, eta: 19:20:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.3363, loss: 2.3363 +2025-05-06 02:56:08,674 - pyskl - INFO - Epoch [110][2700/3940] lr: 4.197e-03, eta: 19:19:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.3861, loss: 2.3861 +2025-05-06 02:56:52,302 - pyskl - INFO - Epoch [110][2800/3940] lr: 4.192e-03, eta: 19:19:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.3304, loss: 2.3304 +2025-05-06 02:57:36,172 - pyskl - INFO - Epoch [110][2900/3940] lr: 4.187e-03, eta: 19:18:21, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.4134, loss: 2.4134 +2025-05-06 02:58:19,767 - pyskl - INFO - Epoch [110][3000/3940] lr: 4.182e-03, eta: 19:17:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.3897, loss: 2.3897 +2025-05-06 02:59:03,408 - pyskl - INFO - Epoch [110][3100/3940] lr: 4.177e-03, eta: 19:16:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.4414, loss: 2.4414 +2025-05-06 02:59:47,079 - pyskl - INFO - Epoch [110][3200/3940] lr: 4.173e-03, eta: 19:16:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 2.3264, loss: 2.3264 +2025-05-06 03:00:30,681 - pyskl - INFO - Epoch [110][3300/3940] lr: 4.168e-03, eta: 19:15:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 2.2941, loss: 2.2941 +2025-05-06 03:01:14,217 - pyskl - INFO - Epoch [110][3400/3940] lr: 4.163e-03, eta: 19:14:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.3489, loss: 2.3489 +2025-05-06 03:01:57,701 - pyskl - INFO - Epoch [110][3500/3940] lr: 4.158e-03, eta: 19:13:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9881, loss_cls: 2.4253, loss: 2.4253 +2025-05-06 03:02:41,149 - pyskl - INFO - Epoch [110][3600/3940] lr: 4.153e-03, eta: 19:13:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.4055, loss: 2.4055 +2025-05-06 03:03:24,650 - pyskl - INFO - Epoch [110][3700/3940] lr: 4.148e-03, eta: 19:12:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 2.3000, loss: 2.3000 +2025-05-06 03:04:08,215 - pyskl - INFO - Epoch [110][3800/3940] lr: 4.143e-03, eta: 19:11:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.3487, loss: 2.3487 +2025-05-06 03:04:51,784 - pyskl - INFO - Epoch [110][3900/3940] lr: 4.138e-03, eta: 19:11:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.3111, loss: 2.3111 +2025-05-06 03:05:09,681 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-05-06 03:08:32,568 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 03:08:33,037 - pyskl - INFO - +top1_acc 0.8049 +top5_acc 0.9639 +2025-05-06 03:08:33,053 - pyskl - INFO - Epoch(val) [110][3183] top1_acc: 0.8049, top5_acc: 0.9639 +2025-05-06 03:09:41,270 - pyskl - INFO - Epoch [111][100/3940] lr: 4.131e-03, eta: 19:10:03, time: 0.682, data_time: 0.248, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 2.3913, loss: 2.3913 +2025-05-06 03:10:24,697 - pyskl - INFO - Epoch [111][200/3940] lr: 4.126e-03, eta: 19:09:19, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 2.3508, loss: 2.3508 +2025-05-06 03:11:08,217 - pyskl - INFO - Epoch [111][300/3940] lr: 4.121e-03, eta: 19:08:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 2.1736, loss: 2.1736 +2025-05-06 03:11:51,828 - pyskl - INFO - Epoch [111][400/3940] lr: 4.116e-03, eta: 19:07:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.2471, loss: 2.2471 +2025-05-06 03:12:35,473 - pyskl - INFO - Epoch [111][500/3940] lr: 4.111e-03, eta: 19:07:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.3105, loss: 2.3105 +2025-05-06 03:13:19,038 - pyskl - INFO - Epoch [111][600/3940] lr: 4.106e-03, eta: 19:06:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 2.2725, loss: 2.2725 +2025-05-06 03:14:02,527 - pyskl - INFO - Epoch [111][700/3940] lr: 4.101e-03, eta: 19:05:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9981, loss_cls: 2.3013, loss: 2.3013 +2025-05-06 03:14:45,964 - pyskl - INFO - Epoch [111][800/3940] lr: 4.096e-03, eta: 19:04:56, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 2.2912, loss: 2.2912 +2025-05-06 03:15:29,347 - pyskl - INFO - Epoch [111][900/3940] lr: 4.092e-03, eta: 19:04:12, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 2.3153, loss: 2.3153 +2025-05-06 03:16:12,751 - pyskl - INFO - Epoch [111][1000/3940] lr: 4.087e-03, eta: 19:03:28, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.3260, loss: 2.3260 +2025-05-06 03:16:56,118 - pyskl - INFO - Epoch [111][1100/3940] lr: 4.082e-03, eta: 19:02:44, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 2.3107, loss: 2.3107 +2025-05-06 03:17:39,624 - pyskl - INFO - Epoch [111][1200/3940] lr: 4.077e-03, eta: 19:02:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 2.2802, loss: 2.2802 +2025-05-06 03:18:23,005 - pyskl - INFO - Epoch [111][1300/3940] lr: 4.072e-03, eta: 19:01:16, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 2.2838, loss: 2.2838 +2025-05-06 03:19:06,515 - pyskl - INFO - Epoch [111][1400/3940] lr: 4.067e-03, eta: 19:00:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 2.3608, loss: 2.3608 +2025-05-06 03:19:49,963 - pyskl - INFO - Epoch [111][1500/3940] lr: 4.062e-03, eta: 18:59:48, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.3507, loss: 2.3507 +2025-05-06 03:20:33,586 - pyskl - INFO - Epoch [111][1600/3940] lr: 4.057e-03, eta: 18:59:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 2.3667, loss: 2.3667 +2025-05-06 03:21:17,018 - pyskl - INFO - Epoch [111][1700/3940] lr: 4.052e-03, eta: 18:58:20, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.3507, loss: 2.3507 +2025-05-06 03:22:00,483 - pyskl - INFO - Epoch [111][1800/3940] lr: 4.047e-03, eta: 18:57:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.3315, loss: 2.3315 +2025-05-06 03:22:43,916 - pyskl - INFO - Epoch [111][1900/3940] lr: 4.043e-03, eta: 18:56:52, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.2443, loss: 2.2443 +2025-05-06 03:23:27,393 - pyskl - INFO - Epoch [111][2000/3940] lr: 4.038e-03, eta: 18:56:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.3513, loss: 2.3513 +2025-05-06 03:24:10,948 - pyskl - INFO - Epoch [111][2100/3940] lr: 4.033e-03, eta: 18:55:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.3741, loss: 2.3741 +2025-05-06 03:24:54,628 - pyskl - INFO - Epoch [111][2200/3940] lr: 4.028e-03, eta: 18:54:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.2194, loss: 2.2194 +2025-05-06 03:25:38,245 - pyskl - INFO - Epoch [111][2300/3940] lr: 4.023e-03, eta: 18:53:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.3529, loss: 2.3529 +2025-05-06 03:26:21,673 - pyskl - INFO - Epoch [111][2400/3940] lr: 4.018e-03, eta: 18:53:13, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.3536, loss: 2.3536 +2025-05-06 03:27:05,315 - pyskl - INFO - Epoch [111][2500/3940] lr: 4.013e-03, eta: 18:52:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 2.3353, loss: 2.3353 +2025-05-06 03:27:48,799 - pyskl - INFO - Epoch [111][2600/3940] lr: 4.008e-03, eta: 18:51:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 2.3815, loss: 2.3815 +2025-05-06 03:28:32,384 - pyskl - INFO - Epoch [111][2700/3940] lr: 4.003e-03, eta: 18:51:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 2.3867, loss: 2.3867 +2025-05-06 03:29:15,933 - pyskl - INFO - Epoch [111][2800/3940] lr: 3.999e-03, eta: 18:50:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9981, loss_cls: 2.3754, loss: 2.3754 +2025-05-06 03:29:59,447 - pyskl - INFO - Epoch [111][2900/3940] lr: 3.994e-03, eta: 18:49:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 2.3772, loss: 2.3772 +2025-05-06 03:30:43,249 - pyskl - INFO - Epoch [111][3000/3940] lr: 3.989e-03, eta: 18:48:50, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 2.3314, loss: 2.3314 +2025-05-06 03:31:26,759 - pyskl - INFO - Epoch [111][3100/3940] lr: 3.984e-03, eta: 18:48:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9981, loss_cls: 2.4066, loss: 2.4066 +2025-05-06 03:32:10,362 - pyskl - INFO - Epoch [111][3200/3940] lr: 3.979e-03, eta: 18:47:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.2970, loss: 2.2970 +2025-05-06 03:32:53,891 - pyskl - INFO - Epoch [111][3300/3940] lr: 3.974e-03, eta: 18:46:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.4550, loss: 2.4550 +2025-05-06 03:33:37,412 - pyskl - INFO - Epoch [111][3400/3940] lr: 3.969e-03, eta: 18:45:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.3696, loss: 2.3696 +2025-05-06 03:34:20,981 - pyskl - INFO - Epoch [111][3500/3940] lr: 3.965e-03, eta: 18:45:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.3837, loss: 2.3837 +2025-05-06 03:35:04,448 - pyskl - INFO - Epoch [111][3600/3940] lr: 3.960e-03, eta: 18:44:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.3420, loss: 2.3420 +2025-05-06 03:35:47,935 - pyskl - INFO - Epoch [111][3700/3940] lr: 3.955e-03, eta: 18:43:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 2.3140, loss: 2.3140 +2025-05-06 03:36:31,404 - pyskl - INFO - Epoch [111][3800/3940] lr: 3.950e-03, eta: 18:42:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.3708, loss: 2.3708 +2025-05-06 03:37:14,924 - pyskl - INFO - Epoch [111][3900/3940] lr: 3.945e-03, eta: 18:42:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9906, loss_cls: 2.2964, loss: 2.2964 +2025-05-06 03:37:32,850 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-05-06 03:40:57,399 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 03:40:57,867 - pyskl - INFO - +top1_acc 0.8010 +top5_acc 0.9629 +2025-05-06 03:40:57,883 - pyskl - INFO - Epoch(val) [111][3183] top1_acc: 0.8010, top5_acc: 0.9629 +2025-05-06 03:42:06,359 - pyskl - INFO - Epoch [112][100/3940] lr: 3.938e-03, eta: 18:41:16, time: 0.685, data_time: 0.249, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.3707, loss: 2.3707 +2025-05-06 03:42:49,960 - pyskl - INFO - Epoch [112][200/3940] lr: 3.934e-03, eta: 18:40:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.2660, loss: 2.2660 +2025-05-06 03:43:33,596 - pyskl - INFO - Epoch [112][300/3940] lr: 3.929e-03, eta: 18:39:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 2.2224, loss: 2.2224 +2025-05-06 03:44:17,253 - pyskl - INFO - Epoch [112][400/3940] lr: 3.924e-03, eta: 18:39:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 2.2144, loss: 2.2144 +2025-05-06 03:45:00,873 - pyskl - INFO - Epoch [112][500/3940] lr: 3.919e-03, eta: 18:38:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 2.2281, loss: 2.2281 +2025-05-06 03:45:44,576 - pyskl - INFO - Epoch [112][600/3940] lr: 3.914e-03, eta: 18:37:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 2.3516, loss: 2.3516 +2025-05-06 03:46:28,277 - pyskl - INFO - Epoch [112][700/3940] lr: 3.909e-03, eta: 18:36:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 2.2382, loss: 2.2382 +2025-05-06 03:47:11,898 - pyskl - INFO - Epoch [112][800/3940] lr: 3.905e-03, eta: 18:36:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.3624, loss: 2.3624 +2025-05-06 03:47:55,481 - pyskl - INFO - Epoch [112][900/3940] lr: 3.900e-03, eta: 18:35:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 2.2899, loss: 2.2899 +2025-05-06 03:48:39,049 - pyskl - INFO - Epoch [112][1000/3940] lr: 3.895e-03, eta: 18:34:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 2.3002, loss: 2.3002 +2025-05-06 03:49:22,725 - pyskl - INFO - Epoch [112][1100/3940] lr: 3.890e-03, eta: 18:33:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 2.1822, loss: 2.1822 +2025-05-06 03:50:06,318 - pyskl - INFO - Epoch [112][1200/3940] lr: 3.885e-03, eta: 18:33:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.2487, loss: 2.2487 +2025-05-06 03:50:49,913 - pyskl - INFO - Epoch [112][1300/3940] lr: 3.880e-03, eta: 18:32:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.2824, loss: 2.2824 +2025-05-06 03:51:33,533 - pyskl - INFO - Epoch [112][1400/3940] lr: 3.876e-03, eta: 18:31:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.3471, loss: 2.3471 +2025-05-06 03:52:17,493 - pyskl - INFO - Epoch [112][1500/3940] lr: 3.871e-03, eta: 18:31:01, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 2.2201, loss: 2.2201 +2025-05-06 03:53:01,158 - pyskl - INFO - Epoch [112][1600/3940] lr: 3.866e-03, eta: 18:30:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.2312, loss: 2.2312 +2025-05-06 03:53:44,796 - pyskl - INFO - Epoch [112][1700/3940] lr: 3.861e-03, eta: 18:29:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 2.2694, loss: 2.2694 +2025-05-06 03:54:28,383 - pyskl - INFO - Epoch [112][1800/3940] lr: 3.856e-03, eta: 18:28:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.3529, loss: 2.3529 +2025-05-06 03:55:11,999 - pyskl - INFO - Epoch [112][1900/3940] lr: 3.852e-03, eta: 18:28:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9994, loss_cls: 2.1971, loss: 2.1971 +2025-05-06 03:55:55,644 - pyskl - INFO - Epoch [112][2000/3940] lr: 3.847e-03, eta: 18:27:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 2.3368, loss: 2.3368 +2025-05-06 03:56:39,274 - pyskl - INFO - Epoch [112][2100/3940] lr: 3.842e-03, eta: 18:26:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.2385, loss: 2.2385 +2025-05-06 03:57:22,978 - pyskl - INFO - Epoch [112][2200/3940] lr: 3.837e-03, eta: 18:25:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.2828, loss: 2.2828 +2025-05-06 03:58:06,661 - pyskl - INFO - Epoch [112][2300/3940] lr: 3.832e-03, eta: 18:25:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.3075, loss: 2.3075 +2025-05-06 03:58:50,356 - pyskl - INFO - Epoch [112][2400/3940] lr: 3.828e-03, eta: 18:24:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 2.2310, loss: 2.2310 +2025-05-06 03:59:34,108 - pyskl - INFO - Epoch [112][2500/3940] lr: 3.823e-03, eta: 18:23:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.3675, loss: 2.3675 +2025-05-06 04:00:17,793 - pyskl - INFO - Epoch [112][2600/3940] lr: 3.818e-03, eta: 18:22:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 2.2530, loss: 2.2530 +2025-05-06 04:01:01,524 - pyskl - INFO - Epoch [112][2700/3940] lr: 3.813e-03, eta: 18:22:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.3460, loss: 2.3460 +2025-05-06 04:01:45,278 - pyskl - INFO - Epoch [112][2800/3940] lr: 3.809e-03, eta: 18:21:31, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.3377, loss: 2.3377 +2025-05-06 04:02:28,752 - pyskl - INFO - Epoch [112][2900/3940] lr: 3.804e-03, eta: 18:20:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.3259, loss: 2.3259 +2025-05-06 04:03:12,632 - pyskl - INFO - Epoch [112][3000/3940] lr: 3.799e-03, eta: 18:20:04, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.2333, loss: 2.2333 +2025-05-06 04:03:56,291 - pyskl - INFO - Epoch [112][3100/3940] lr: 3.794e-03, eta: 18:19:20, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.3244, loss: 2.3244 +2025-05-06 04:04:39,908 - pyskl - INFO - Epoch [112][3200/3940] lr: 3.789e-03, eta: 18:18:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 2.3077, loss: 2.3077 +2025-05-06 04:05:23,524 - pyskl - INFO - Epoch [112][3300/3940] lr: 3.785e-03, eta: 18:17:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.3026, loss: 2.3026 +2025-05-06 04:06:07,239 - pyskl - INFO - Epoch [112][3400/3940] lr: 3.780e-03, eta: 18:17:08, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.4169, loss: 2.4169 +2025-05-06 04:06:50,881 - pyskl - INFO - Epoch [112][3500/3940] lr: 3.775e-03, eta: 18:16:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 2.3636, loss: 2.3636 +2025-05-06 04:07:34,484 - pyskl - INFO - Epoch [112][3600/3940] lr: 3.770e-03, eta: 18:15:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.3603, loss: 2.3603 +2025-05-06 04:08:18,179 - pyskl - INFO - Epoch [112][3700/3940] lr: 3.766e-03, eta: 18:14:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.3277, loss: 2.3277 +2025-05-06 04:09:01,934 - pyskl - INFO - Epoch [112][3800/3940] lr: 3.761e-03, eta: 18:14:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.3676, loss: 2.3676 +2025-05-06 04:09:45,621 - pyskl - INFO - Epoch [112][3900/3940] lr: 3.756e-03, eta: 18:13:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 2.3601, loss: 2.3601 +2025-05-06 04:10:03,482 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-05-06 04:13:27,158 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 04:13:27,631 - pyskl - INFO - +top1_acc 0.8115 +top5_acc 0.9643 +2025-05-06 04:13:27,683 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_109.pth was removed +2025-05-06 04:13:28,715 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. +2025-05-06 04:13:28,717 - pyskl - INFO - Best top1_acc is 0.8115 at 112 epoch. +2025-05-06 04:13:28,733 - pyskl - INFO - Epoch(val) [112][3183] top1_acc: 0.8115, top5_acc: 0.9643 +2025-05-06 04:14:37,253 - pyskl - INFO - Epoch [113][100/3940] lr: 3.750e-03, eta: 18:12:30, time: 0.685, data_time: 0.249, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9925, loss_cls: 2.2632, loss: 2.2632 +2025-05-06 04:15:20,921 - pyskl - INFO - Epoch [113][200/3940] lr: 3.745e-03, eta: 18:11:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.2854, loss: 2.2854 +2025-05-06 04:16:04,531 - pyskl - INFO - Epoch [113][300/3940] lr: 3.740e-03, eta: 18:11:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 2.2399, loss: 2.2399 +2025-05-06 04:16:48,165 - pyskl - INFO - Epoch [113][400/3940] lr: 3.735e-03, eta: 18:10:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 2.1604, loss: 2.1604 +2025-05-06 04:17:31,745 - pyskl - INFO - Epoch [113][500/3940] lr: 3.731e-03, eta: 18:09:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 2.3178, loss: 2.3178 +2025-05-06 04:18:15,364 - pyskl - INFO - Epoch [113][600/3940] lr: 3.726e-03, eta: 18:08:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 2.2334, loss: 2.2334 +2025-05-06 04:18:58,958 - pyskl - INFO - Epoch [113][700/3940] lr: 3.721e-03, eta: 18:08:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 2.2494, loss: 2.2494 +2025-05-06 04:19:42,518 - pyskl - INFO - Epoch [113][800/3940] lr: 3.716e-03, eta: 18:07:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9988, loss_cls: 2.2308, loss: 2.2308 +2025-05-06 04:20:26,080 - pyskl - INFO - Epoch [113][900/3940] lr: 3.712e-03, eta: 18:06:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 2.2151, loss: 2.2151 +2025-05-06 04:21:09,625 - pyskl - INFO - Epoch [113][1000/3940] lr: 3.707e-03, eta: 18:05:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 2.2206, loss: 2.2206 +2025-05-06 04:21:53,210 - pyskl - INFO - Epoch [113][1100/3940] lr: 3.702e-03, eta: 18:05:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 1.0000, loss_cls: 2.1567, loss: 2.1567 +2025-05-06 04:22:36,935 - pyskl - INFO - Epoch [113][1200/3940] lr: 3.697e-03, eta: 18:04:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.2031, loss: 2.2031 +2025-05-06 04:23:20,746 - pyskl - INFO - Epoch [113][1300/3940] lr: 3.693e-03, eta: 18:03:43, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.2288, loss: 2.2288 +2025-05-06 04:24:04,354 - pyskl - INFO - Epoch [113][1400/3940] lr: 3.688e-03, eta: 18:03:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.1998, loss: 2.1998 +2025-05-06 04:24:47,953 - pyskl - INFO - Epoch [113][1500/3940] lr: 3.683e-03, eta: 18:02:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.2707, loss: 2.2707 +2025-05-06 04:25:31,609 - pyskl - INFO - Epoch [113][1600/3940] lr: 3.679e-03, eta: 18:01:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 2.2049, loss: 2.2049 +2025-05-06 04:26:15,103 - pyskl - INFO - Epoch [113][1700/3940] lr: 3.674e-03, eta: 18:00:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.2452, loss: 2.2452 +2025-05-06 04:26:58,643 - pyskl - INFO - Epoch [113][1800/3940] lr: 3.669e-03, eta: 18:00:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 2.2069, loss: 2.2069 +2025-05-06 04:27:42,238 - pyskl - INFO - Epoch [113][1900/3940] lr: 3.665e-03, eta: 17:59:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 2.2030, loss: 2.2030 +2025-05-06 04:28:25,839 - pyskl - INFO - Epoch [113][2000/3940] lr: 3.660e-03, eta: 17:58:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.2906, loss: 2.2906 +2025-05-06 04:29:09,519 - pyskl - INFO - Epoch [113][2100/3940] lr: 3.655e-03, eta: 17:57:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.3788, loss: 2.3788 +2025-05-06 04:29:53,198 - pyskl - INFO - Epoch [113][2200/3940] lr: 3.650e-03, eta: 17:57:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.3536, loss: 2.3536 +2025-05-06 04:30:36,971 - pyskl - INFO - Epoch [113][2300/3940] lr: 3.646e-03, eta: 17:56:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 2.2437, loss: 2.2437 +2025-05-06 04:31:20,656 - pyskl - INFO - Epoch [113][2400/3940] lr: 3.641e-03, eta: 17:55:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9969, loss_cls: 2.3848, loss: 2.3848 +2025-05-06 04:32:04,284 - pyskl - INFO - Epoch [113][2500/3940] lr: 3.636e-03, eta: 17:54:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.3167, loss: 2.3167 +2025-05-06 04:32:48,365 - pyskl - INFO - Epoch [113][2600/3940] lr: 3.632e-03, eta: 17:54:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.2381, loss: 2.2381 +2025-05-06 04:33:32,156 - pyskl - INFO - Epoch [113][2700/3940] lr: 3.627e-03, eta: 17:53:29, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 2.2453, loss: 2.2453 +2025-05-06 04:34:15,852 - pyskl - INFO - Epoch [113][2800/3940] lr: 3.622e-03, eta: 17:52:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 2.2665, loss: 2.2665 +2025-05-06 04:34:59,396 - pyskl - INFO - Epoch [113][2900/3940] lr: 3.618e-03, eta: 17:52:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 2.2908, loss: 2.2908 +2025-05-06 04:35:43,081 - pyskl - INFO - Epoch [113][3000/3940] lr: 3.613e-03, eta: 17:51:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.2875, loss: 2.2875 +2025-05-06 04:36:26,703 - pyskl - INFO - Epoch [113][3100/3940] lr: 3.608e-03, eta: 17:50:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 2.3012, loss: 2.3012 +2025-05-06 04:37:10,205 - pyskl - INFO - Epoch [113][3200/3940] lr: 3.604e-03, eta: 17:49:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 2.1989, loss: 2.1989 +2025-05-06 04:37:53,763 - pyskl - INFO - Epoch [113][3300/3940] lr: 3.599e-03, eta: 17:49:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 2.2483, loss: 2.2483 +2025-05-06 04:38:37,273 - pyskl - INFO - Epoch [113][3400/3940] lr: 3.594e-03, eta: 17:48:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.2413, loss: 2.2413 +2025-05-06 04:39:20,792 - pyskl - INFO - Epoch [113][3500/3940] lr: 3.590e-03, eta: 17:47:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 2.2071, loss: 2.2071 +2025-05-06 04:40:04,317 - pyskl - INFO - Epoch [113][3600/3940] lr: 3.585e-03, eta: 17:46:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 2.3612, loss: 2.3612 +2025-05-06 04:40:48,022 - pyskl - INFO - Epoch [113][3700/3940] lr: 3.580e-03, eta: 17:46:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 2.3229, loss: 2.3229 +2025-05-06 04:41:31,608 - pyskl - INFO - Epoch [113][3800/3940] lr: 3.576e-03, eta: 17:45:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 2.3599, loss: 2.3599 +2025-05-06 04:42:15,001 - pyskl - INFO - Epoch [113][3900/3940] lr: 3.571e-03, eta: 17:44:43, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.2590, loss: 2.2590 +2025-05-06 04:42:32,812 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-05-06 04:45:55,781 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 04:45:56,252 - pyskl - INFO - +top1_acc 0.8204 +top5_acc 0.9667 +2025-05-06 04:45:56,308 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_112.pth was removed +2025-05-06 04:45:57,379 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2025-05-06 04:45:57,382 - pyskl - INFO - Best top1_acc is 0.8204 at 113 epoch. +2025-05-06 04:45:57,402 - pyskl - INFO - Epoch(val) [113][3183] top1_acc: 0.8204, top5_acc: 0.9667 +2025-05-06 04:47:06,108 - pyskl - INFO - Epoch [114][100/3940] lr: 3.564e-03, eta: 17:43:44, time: 0.687, data_time: 0.252, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 2.1136, loss: 2.1136 +2025-05-06 04:47:49,768 - pyskl - INFO - Epoch [114][200/3940] lr: 3.560e-03, eta: 17:43:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 2.2981, loss: 2.2981 +2025-05-06 04:48:33,315 - pyskl - INFO - Epoch [114][300/3940] lr: 3.555e-03, eta: 17:42:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.1701, loss: 2.1701 +2025-05-06 04:49:16,795 - pyskl - INFO - Epoch [114][400/3940] lr: 3.551e-03, eta: 17:41:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 2.1753, loss: 2.1753 +2025-05-06 04:50:00,295 - pyskl - INFO - Epoch [114][500/3940] lr: 3.546e-03, eta: 17:40:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 2.1947, loss: 2.1947 +2025-05-06 04:50:43,700 - pyskl - INFO - Epoch [114][600/3940] lr: 3.541e-03, eta: 17:40:04, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 2.1962, loss: 2.1962 +2025-05-06 04:51:27,193 - pyskl - INFO - Epoch [114][700/3940] lr: 3.537e-03, eta: 17:39:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 2.1307, loss: 2.1307 +2025-05-06 04:52:10,998 - pyskl - INFO - Epoch [114][800/3940] lr: 3.532e-03, eta: 17:38:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 2.2245, loss: 2.2245 +2025-05-06 04:52:54,585 - pyskl - INFO - Epoch [114][900/3940] lr: 3.527e-03, eta: 17:37:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 2.2015, loss: 2.2015 +2025-05-06 04:53:38,166 - pyskl - INFO - Epoch [114][1000/3940] lr: 3.523e-03, eta: 17:37:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 2.1820, loss: 2.1820 +2025-05-06 04:54:21,709 - pyskl - INFO - Epoch [114][1100/3940] lr: 3.518e-03, eta: 17:36:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9950, loss_cls: 2.2105, loss: 2.2105 +2025-05-06 04:55:05,222 - pyskl - INFO - Epoch [114][1200/3940] lr: 3.514e-03, eta: 17:35:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 2.1719, loss: 2.1719 +2025-05-06 04:55:49,054 - pyskl - INFO - Epoch [114][1300/3940] lr: 3.509e-03, eta: 17:34:57, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9950, loss_cls: 2.1597, loss: 2.1597 +2025-05-06 04:56:32,684 - pyskl - INFO - Epoch [114][1400/3940] lr: 3.504e-03, eta: 17:34:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 2.1311, loss: 2.1311 +2025-05-06 04:57:16,390 - pyskl - INFO - Epoch [114][1500/3940] lr: 3.500e-03, eta: 17:33:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 2.1368, loss: 2.1368 +2025-05-06 04:57:59,937 - pyskl - INFO - Epoch [114][1600/3940] lr: 3.495e-03, eta: 17:32:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.2197, loss: 2.2197 +2025-05-06 04:58:43,340 - pyskl - INFO - Epoch [114][1700/3940] lr: 3.490e-03, eta: 17:32:02, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.1408, loss: 2.1408 +2025-05-06 04:59:26,744 - pyskl - INFO - Epoch [114][1800/3940] lr: 3.486e-03, eta: 17:31:18, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 2.3391, loss: 2.3391 +2025-05-06 05:00:10,151 - pyskl - INFO - Epoch [114][1900/3940] lr: 3.481e-03, eta: 17:30:34, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 2.1818, loss: 2.1818 +2025-05-06 05:00:53,595 - pyskl - INFO - Epoch [114][2000/3940] lr: 3.477e-03, eta: 17:29:50, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 2.1790, loss: 2.1790 +2025-05-06 05:01:37,085 - pyskl - INFO - Epoch [114][2100/3940] lr: 3.472e-03, eta: 17:29:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.2310, loss: 2.2310 +2025-05-06 05:02:20,616 - pyskl - INFO - Epoch [114][2200/3940] lr: 3.467e-03, eta: 17:28:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.2456, loss: 2.2456 +2025-05-06 05:03:04,082 - pyskl - INFO - Epoch [114][2300/3940] lr: 3.463e-03, eta: 17:27:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 2.2422, loss: 2.2422 +2025-05-06 05:03:47,505 - pyskl - INFO - Epoch [114][2400/3940] lr: 3.458e-03, eta: 17:26:54, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.2163, loss: 2.2163 +2025-05-06 05:04:30,982 - pyskl - INFO - Epoch [114][2500/3940] lr: 3.454e-03, eta: 17:26:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.1913, loss: 2.1913 +2025-05-06 05:05:14,472 - pyskl - INFO - Epoch [114][2600/3940] lr: 3.449e-03, eta: 17:25:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9938, loss_cls: 2.2095, loss: 2.2095 +2025-05-06 05:05:58,079 - pyskl - INFO - Epoch [114][2700/3940] lr: 3.445e-03, eta: 17:24:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 2.2026, loss: 2.2026 +2025-05-06 05:06:41,660 - pyskl - INFO - Epoch [114][2800/3940] lr: 3.440e-03, eta: 17:23:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.1902, loss: 2.1902 +2025-05-06 05:07:25,261 - pyskl - INFO - Epoch [114][2900/3940] lr: 3.435e-03, eta: 17:23:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9962, loss_cls: 2.2979, loss: 2.2979 +2025-05-06 05:08:08,874 - pyskl - INFO - Epoch [114][3000/3940] lr: 3.431e-03, eta: 17:22:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 2.2715, loss: 2.2715 +2025-05-06 05:08:52,434 - pyskl - INFO - Epoch [114][3100/3940] lr: 3.426e-03, eta: 17:21:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.2867, loss: 2.2867 +2025-05-06 05:09:35,902 - pyskl - INFO - Epoch [114][3200/3940] lr: 3.422e-03, eta: 17:21:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.2085, loss: 2.2085 +2025-05-06 05:10:19,361 - pyskl - INFO - Epoch [114][3300/3940] lr: 3.417e-03, eta: 17:20:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 2.1528, loss: 2.1528 +2025-05-06 05:11:02,873 - pyskl - INFO - Epoch [114][3400/3940] lr: 3.413e-03, eta: 17:19:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 2.2136, loss: 2.2136 +2025-05-06 05:11:46,358 - pyskl - INFO - Epoch [114][3500/3940] lr: 3.408e-03, eta: 17:18:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 2.2738, loss: 2.2738 +2025-05-06 05:12:29,853 - pyskl - INFO - Epoch [114][3600/3940] lr: 3.403e-03, eta: 17:18:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.2881, loss: 2.2881 +2025-05-06 05:13:13,306 - pyskl - INFO - Epoch [114][3700/3940] lr: 3.399e-03, eta: 17:17:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 2.1455, loss: 2.1455 +2025-05-06 05:13:56,743 - pyskl - INFO - Epoch [114][3800/3940] lr: 3.394e-03, eta: 17:16:40, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.2747, loss: 2.2747 +2025-05-06 05:14:40,249 - pyskl - INFO - Epoch [114][3900/3940] lr: 3.390e-03, eta: 17:15:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9938, loss_cls: 2.2897, loss: 2.2897 +2025-05-06 05:14:57,993 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-05-06 05:18:22,553 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 05:18:23,044 - pyskl - INFO - +top1_acc 0.8197 +top5_acc 0.9645 +2025-05-06 05:18:23,063 - pyskl - INFO - Epoch(val) [114][3183] top1_acc: 0.8197, top5_acc: 0.9645 +2025-05-06 05:19:31,289 - pyskl - INFO - Epoch [115][100/3940] lr: 3.383e-03, eta: 17:14:56, time: 0.682, data_time: 0.248, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.2412, loss: 2.2412 +2025-05-06 05:20:14,771 - pyskl - INFO - Epoch [115][200/3940] lr: 3.379e-03, eta: 17:14:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 2.2556, loss: 2.2556 +2025-05-06 05:20:58,458 - pyskl - INFO - Epoch [115][300/3940] lr: 3.374e-03, eta: 17:13:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 2.1077, loss: 2.1077 +2025-05-06 05:21:42,057 - pyskl - INFO - Epoch [115][400/3940] lr: 3.370e-03, eta: 17:12:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 2.2023, loss: 2.2023 +2025-05-06 05:22:25,709 - pyskl - INFO - Epoch [115][500/3940] lr: 3.365e-03, eta: 17:12:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 2.2235, loss: 2.2235 +2025-05-06 05:23:09,380 - pyskl - INFO - Epoch [115][600/3940] lr: 3.361e-03, eta: 17:11:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.1079, loss: 2.1079 +2025-05-06 05:23:52,909 - pyskl - INFO - Epoch [115][700/3940] lr: 3.356e-03, eta: 17:10:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 2.1441, loss: 2.1441 +2025-05-06 05:24:36,498 - pyskl - INFO - Epoch [115][800/3940] lr: 3.352e-03, eta: 17:09:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 2.1335, loss: 2.1335 +2025-05-06 05:25:20,189 - pyskl - INFO - Epoch [115][900/3940] lr: 3.347e-03, eta: 17:09:06, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.1714, loss: 2.1714 +2025-05-06 05:26:03,714 - pyskl - INFO - Epoch [115][1000/3940] lr: 3.343e-03, eta: 17:08:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 2.2432, loss: 2.2432 +2025-05-06 05:26:47,252 - pyskl - INFO - Epoch [115][1100/3940] lr: 3.338e-03, eta: 17:07:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 1.0000, loss_cls: 2.1031, loss: 2.1031 +2025-05-06 05:27:30,799 - pyskl - INFO - Epoch [115][1200/3940] lr: 3.334e-03, eta: 17:06:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 2.2030, loss: 2.2030 +2025-05-06 05:28:14,313 - pyskl - INFO - Epoch [115][1300/3940] lr: 3.329e-03, eta: 17:06:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 2.1734, loss: 2.1734 +2025-05-06 05:28:57,788 - pyskl - INFO - Epoch [115][1400/3940] lr: 3.325e-03, eta: 17:05:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.1467, loss: 2.1467 +2025-05-06 05:29:41,352 - pyskl - INFO - Epoch [115][1500/3940] lr: 3.320e-03, eta: 17:04:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 2.1495, loss: 2.1495 +2025-05-06 05:30:24,997 - pyskl - INFO - Epoch [115][1600/3940] lr: 3.315e-03, eta: 17:03:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 2.1565, loss: 2.1565 +2025-05-06 05:31:08,511 - pyskl - INFO - Epoch [115][1700/3940] lr: 3.311e-03, eta: 17:03:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 2.0842, loss: 2.0842 +2025-05-06 05:31:52,056 - pyskl - INFO - Epoch [115][1800/3940] lr: 3.306e-03, eta: 17:02:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.2699, loss: 2.2699 +2025-05-06 05:32:35,580 - pyskl - INFO - Epoch [115][1900/3940] lr: 3.302e-03, eta: 17:01:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 2.2057, loss: 2.2057 +2025-05-06 05:33:19,074 - pyskl - INFO - Epoch [115][2000/3940] lr: 3.297e-03, eta: 17:01:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.2418, loss: 2.2418 +2025-05-06 05:34:02,620 - pyskl - INFO - Epoch [115][2100/3940] lr: 3.293e-03, eta: 17:00:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 2.2282, loss: 2.2282 +2025-05-06 05:34:46,086 - pyskl - INFO - Epoch [115][2200/3940] lr: 3.288e-03, eta: 16:59:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.1908, loss: 2.1908 +2025-05-06 05:35:29,585 - pyskl - INFO - Epoch [115][2300/3940] lr: 3.284e-03, eta: 16:58:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9988, loss_cls: 2.2275, loss: 2.2275 +2025-05-06 05:36:13,381 - pyskl - INFO - Epoch [115][2400/3940] lr: 3.280e-03, eta: 16:58:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 2.1685, loss: 2.1685 +2025-05-06 05:36:56,919 - pyskl - INFO - Epoch [115][2500/3940] lr: 3.275e-03, eta: 16:57:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.2326, loss: 2.2326 +2025-05-06 05:37:40,455 - pyskl - INFO - Epoch [115][2600/3940] lr: 3.271e-03, eta: 16:56:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 2.2457, loss: 2.2457 +2025-05-06 05:38:24,139 - pyskl - INFO - Epoch [115][2700/3940] lr: 3.266e-03, eta: 16:55:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.2306, loss: 2.2306 +2025-05-06 05:39:07,744 - pyskl - INFO - Epoch [115][2800/3940] lr: 3.262e-03, eta: 16:55:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 2.3240, loss: 2.3240 +2025-05-06 05:39:51,337 - pyskl - INFO - Epoch [115][2900/3940] lr: 3.257e-03, eta: 16:54:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.2579, loss: 2.2579 +2025-05-06 05:40:34,826 - pyskl - INFO - Epoch [115][3000/3940] lr: 3.253e-03, eta: 16:53:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.2210, loss: 2.2210 +2025-05-06 05:41:18,390 - pyskl - INFO - Epoch [115][3100/3940] lr: 3.248e-03, eta: 16:53:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 2.2394, loss: 2.2394 +2025-05-06 05:42:01,935 - pyskl - INFO - Epoch [115][3200/3940] lr: 3.244e-03, eta: 16:52:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.2142, loss: 2.2142 +2025-05-06 05:42:45,358 - pyskl - INFO - Epoch [115][3300/3940] lr: 3.239e-03, eta: 16:51:32, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.2628, loss: 2.2628 +2025-05-06 05:43:28,820 - pyskl - INFO - Epoch [115][3400/3940] lr: 3.235e-03, eta: 16:50:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 2.2221, loss: 2.2221 +2025-05-06 05:44:12,312 - pyskl - INFO - Epoch [115][3500/3940] lr: 3.230e-03, eta: 16:50:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.2386, loss: 2.2386 +2025-05-06 05:44:55,811 - pyskl - INFO - Epoch [115][3600/3940] lr: 3.226e-03, eta: 16:49:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 2.1278, loss: 2.1278 +2025-05-06 05:45:39,253 - pyskl - INFO - Epoch [115][3700/3940] lr: 3.221e-03, eta: 16:48:37, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.2757, loss: 2.2757 +2025-05-06 05:46:22,847 - pyskl - INFO - Epoch [115][3800/3940] lr: 3.217e-03, eta: 16:47:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9950, loss_cls: 2.2122, loss: 2.2122 +2025-05-06 05:47:06,630 - pyskl - INFO - Epoch [115][3900/3940] lr: 3.213e-03, eta: 16:47:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.2193, loss: 2.2193 +2025-05-06 05:47:24,462 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-05-06 05:50:47,516 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 05:50:47,983 - pyskl - INFO - +top1_acc 0.8219 +top5_acc 0.9667 +2025-05-06 05:50:48,036 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_113.pth was removed +2025-05-06 05:50:49,045 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2025-05-06 05:50:49,047 - pyskl - INFO - Best top1_acc is 0.8219 at 115 epoch. +2025-05-06 05:50:49,063 - pyskl - INFO - Epoch(val) [115][3183] top1_acc: 0.8219, top5_acc: 0.9667 +2025-05-06 05:51:57,122 - pyskl - INFO - Epoch [116][100/3940] lr: 3.206e-03, eta: 16:46:10, time: 0.681, data_time: 0.246, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.1528, loss: 2.1528 +2025-05-06 05:52:40,547 - pyskl - INFO - Epoch [116][200/3940] lr: 3.202e-03, eta: 16:45:26, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 2.0454, loss: 2.0454 +2025-05-06 05:53:23,985 - pyskl - INFO - Epoch [116][300/3940] lr: 3.197e-03, eta: 16:44:42, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 2.0401, loss: 2.0401 +2025-05-06 05:54:07,449 - pyskl - INFO - Epoch [116][400/3940] lr: 3.193e-03, eta: 16:43:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.1024, loss: 2.1024 +2025-05-06 05:54:51,149 - pyskl - INFO - Epoch [116][500/3940] lr: 3.189e-03, eta: 16:43:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 2.1250, loss: 2.1250 +2025-05-06 05:55:34,641 - pyskl - INFO - Epoch [116][600/3940] lr: 3.184e-03, eta: 16:42:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 2.1782, loss: 2.1782 +2025-05-06 05:56:18,084 - pyskl - INFO - Epoch [116][700/3940] lr: 3.180e-03, eta: 16:41:46, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 2.0659, loss: 2.0659 +2025-05-06 05:57:01,573 - pyskl - INFO - Epoch [116][800/3940] lr: 3.175e-03, eta: 16:41:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 2.1885, loss: 2.1885 +2025-05-06 05:57:45,035 - pyskl - INFO - Epoch [116][900/3940] lr: 3.171e-03, eta: 16:40:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 2.1439, loss: 2.1439 +2025-05-06 05:58:28,509 - pyskl - INFO - Epoch [116][1000/3940] lr: 3.166e-03, eta: 16:39:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 2.1415, loss: 2.1415 +2025-05-06 05:59:12,005 - pyskl - INFO - Epoch [116][1100/3940] lr: 3.162e-03, eta: 16:38:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 2.1574, loss: 2.1574 +2025-05-06 05:59:55,417 - pyskl - INFO - Epoch [116][1200/3940] lr: 3.158e-03, eta: 16:38:07, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 2.1039, loss: 2.1039 +2025-05-06 06:00:38,808 - pyskl - INFO - Epoch [116][1300/3940] lr: 3.153e-03, eta: 16:37:23, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 2.1019, loss: 2.1019 +2025-05-06 06:01:22,153 - pyskl - INFO - Epoch [116][1400/3940] lr: 3.149e-03, eta: 16:36:39, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.0994, loss: 2.0994 +2025-05-06 06:02:05,579 - pyskl - INFO - Epoch [116][1500/3940] lr: 3.144e-03, eta: 16:35:55, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 2.1538, loss: 2.1538 +2025-05-06 06:02:49,086 - pyskl - INFO - Epoch [116][1600/3940] lr: 3.140e-03, eta: 16:35:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 2.0365, loss: 2.0365 +2025-05-06 06:03:32,435 - pyskl - INFO - Epoch [116][1700/3940] lr: 3.136e-03, eta: 16:34:27, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 2.2195, loss: 2.2195 +2025-05-06 06:04:15,786 - pyskl - INFO - Epoch [116][1800/3940] lr: 3.131e-03, eta: 16:33:43, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 2.1287, loss: 2.1287 +2025-05-06 06:04:59,189 - pyskl - INFO - Epoch [116][1900/3940] lr: 3.127e-03, eta: 16:32:59, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 2.2011, loss: 2.2011 +2025-05-06 06:05:42,591 - pyskl - INFO - Epoch [116][2000/3940] lr: 3.122e-03, eta: 16:32:15, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 2.2254, loss: 2.2254 +2025-05-06 06:06:26,054 - pyskl - INFO - Epoch [116][2100/3940] lr: 3.118e-03, eta: 16:31:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 2.1627, loss: 2.1627 +2025-05-06 06:07:09,553 - pyskl - INFO - Epoch [116][2200/3940] lr: 3.114e-03, eta: 16:30:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 2.1356, loss: 2.1356 +2025-05-06 06:07:53,100 - pyskl - INFO - Epoch [116][2300/3940] lr: 3.109e-03, eta: 16:30:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 2.1852, loss: 2.1852 +2025-05-06 06:08:36,544 - pyskl - INFO - Epoch [116][2400/3940] lr: 3.105e-03, eta: 16:29:19, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 2.0856, loss: 2.0856 +2025-05-06 06:09:19,969 - pyskl - INFO - Epoch [116][2500/3940] lr: 3.100e-03, eta: 16:28:36, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 2.1726, loss: 2.1726 +2025-05-06 06:10:03,420 - pyskl - INFO - Epoch [116][2600/3940] lr: 3.096e-03, eta: 16:27:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 2.1357, loss: 2.1357 +2025-05-06 06:10:47,035 - pyskl - INFO - Epoch [116][2700/3940] lr: 3.092e-03, eta: 16:27:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 2.2484, loss: 2.2484 +2025-05-06 06:11:30,643 - pyskl - INFO - Epoch [116][2800/3940] lr: 3.087e-03, eta: 16:26:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 2.0933, loss: 2.0933 +2025-05-06 06:12:14,137 - pyskl - INFO - Epoch [116][2900/3940] lr: 3.083e-03, eta: 16:25:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.1724, loss: 2.1724 +2025-05-06 06:12:57,693 - pyskl - INFO - Epoch [116][3000/3940] lr: 3.079e-03, eta: 16:24:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.2041, loss: 2.2041 +2025-05-06 06:13:41,317 - pyskl - INFO - Epoch [116][3100/3940] lr: 3.074e-03, eta: 16:24:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 2.2020, loss: 2.2020 +2025-05-06 06:14:24,936 - pyskl - INFO - Epoch [116][3200/3940] lr: 3.070e-03, eta: 16:23:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9931, loss_cls: 2.2088, loss: 2.2088 +2025-05-06 06:15:08,475 - pyskl - INFO - Epoch [116][3300/3940] lr: 3.065e-03, eta: 16:22:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.1132, loss: 2.1132 +2025-05-06 06:15:52,167 - pyskl - INFO - Epoch [116][3400/3940] lr: 3.061e-03, eta: 16:22:01, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 2.2255, loss: 2.2255 +2025-05-06 06:16:35,836 - pyskl - INFO - Epoch [116][3500/3940] lr: 3.057e-03, eta: 16:21:17, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 2.2181, loss: 2.2181 +2025-05-06 06:17:19,333 - pyskl - INFO - Epoch [116][3600/3940] lr: 3.052e-03, eta: 16:20:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 2.1590, loss: 2.1590 +2025-05-06 06:18:02,838 - pyskl - INFO - Epoch [116][3700/3940] lr: 3.048e-03, eta: 16:19:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 2.2729, loss: 2.2729 +2025-05-06 06:18:46,340 - pyskl - INFO - Epoch [116][3800/3940] lr: 3.044e-03, eta: 16:19:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 2.2853, loss: 2.2853 +2025-05-06 06:19:29,983 - pyskl - INFO - Epoch [116][3900/3940] lr: 3.039e-03, eta: 16:18:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 2.2159, loss: 2.2159 +2025-05-06 06:19:47,758 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-05-06 06:23:10,517 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 06:23:10,988 - pyskl - INFO - +top1_acc 0.8214 +top5_acc 0.9680 +2025-05-06 06:23:11,007 - pyskl - INFO - Epoch(val) [116][3183] top1_acc: 0.8214, top5_acc: 0.9680 +2025-05-06 06:24:20,005 - pyskl - INFO - Epoch [117][100/3940] lr: 3.033e-03, eta: 16:17:22, time: 0.690, data_time: 0.255, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 2.1550, loss: 2.1550 +2025-05-06 06:25:03,511 - pyskl - INFO - Epoch [117][200/3940] lr: 3.029e-03, eta: 16:16:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 2.1399, loss: 2.1399 +2025-05-06 06:25:47,021 - pyskl - INFO - Epoch [117][300/3940] lr: 3.025e-03, eta: 16:15:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 2.2014, loss: 2.2014 +2025-05-06 06:26:30,701 - pyskl - INFO - Epoch [117][400/3940] lr: 3.020e-03, eta: 16:15:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 2.0624, loss: 2.0624 +2025-05-06 06:27:14,229 - pyskl - INFO - Epoch [117][500/3940] lr: 3.016e-03, eta: 16:14:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 2.1274, loss: 2.1274 +2025-05-06 06:27:57,754 - pyskl - INFO - Epoch [117][600/3940] lr: 3.012e-03, eta: 16:13:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 2.1381, loss: 2.1381 +2025-05-06 06:28:41,231 - pyskl - INFO - Epoch [117][700/3940] lr: 3.007e-03, eta: 16:12:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 2.0850, loss: 2.0850 +2025-05-06 06:29:24,750 - pyskl - INFO - Epoch [117][800/3940] lr: 3.003e-03, eta: 16:12:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 2.1036, loss: 2.1036 +2025-05-06 06:30:08,244 - pyskl - INFO - Epoch [117][900/3940] lr: 2.999e-03, eta: 16:11:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 2.0626, loss: 2.0626 +2025-05-06 06:30:51,732 - pyskl - INFO - Epoch [117][1000/3940] lr: 2.994e-03, eta: 16:10:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 2.0634, loss: 2.0634 +2025-05-06 06:31:35,301 - pyskl - INFO - Epoch [117][1100/3940] lr: 2.990e-03, eta: 16:10:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.1853, loss: 2.1853 +2025-05-06 06:32:18,726 - pyskl - INFO - Epoch [117][1200/3940] lr: 2.986e-03, eta: 16:09:19, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 2.1355, loss: 2.1355 +2025-05-06 06:33:02,347 - pyskl - INFO - Epoch [117][1300/3940] lr: 2.981e-03, eta: 16:08:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 2.1421, loss: 2.1421 +2025-05-06 06:33:45,870 - pyskl - INFO - Epoch [117][1400/3940] lr: 2.977e-03, eta: 16:07:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 2.0132, loss: 2.0132 +2025-05-06 06:34:29,417 - pyskl - INFO - Epoch [117][1500/3940] lr: 2.973e-03, eta: 16:07:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 2.1824, loss: 2.1824 +2025-05-06 06:35:12,954 - pyskl - INFO - Epoch [117][1600/3940] lr: 2.968e-03, eta: 16:06:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 2.1150, loss: 2.1150 +2025-05-06 06:35:56,493 - pyskl - INFO - Epoch [117][1700/3940] lr: 2.964e-03, eta: 16:05:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 2.0874, loss: 2.0874 +2025-05-06 06:36:40,009 - pyskl - INFO - Epoch [117][1800/3940] lr: 2.960e-03, eta: 16:04:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 1.0000, loss_cls: 2.1014, loss: 2.1014 +2025-05-06 06:37:23,606 - pyskl - INFO - Epoch [117][1900/3940] lr: 2.956e-03, eta: 16:04:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 2.1064, loss: 2.1064 +2025-05-06 06:38:07,139 - pyskl - INFO - Epoch [117][2000/3940] lr: 2.951e-03, eta: 16:03:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 2.1987, loss: 2.1987 +2025-05-06 06:38:50,668 - pyskl - INFO - Epoch [117][2100/3940] lr: 2.947e-03, eta: 16:02:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 2.1761, loss: 2.1761 +2025-05-06 06:39:34,224 - pyskl - INFO - Epoch [117][2200/3940] lr: 2.943e-03, eta: 16:02:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 2.0219, loss: 2.0219 +2025-05-06 06:40:17,734 - pyskl - INFO - Epoch [117][2300/3940] lr: 2.938e-03, eta: 16:01:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 2.1675, loss: 2.1675 +2025-05-06 06:41:01,304 - pyskl - INFO - Epoch [117][2400/3940] lr: 2.934e-03, eta: 16:00:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 2.1916, loss: 2.1916 +2025-05-06 06:41:44,944 - pyskl - INFO - Epoch [117][2500/3940] lr: 2.930e-03, eta: 15:59:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 2.1971, loss: 2.1971 +2025-05-06 06:42:28,560 - pyskl - INFO - Epoch [117][2600/3940] lr: 2.926e-03, eta: 15:59:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 2.2313, loss: 2.2313 +2025-05-06 06:43:12,125 - pyskl - INFO - Epoch [117][2700/3940] lr: 2.921e-03, eta: 15:58:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.0933, loss: 2.0933 +2025-05-06 06:43:55,897 - pyskl - INFO - Epoch [117][2800/3940] lr: 2.917e-03, eta: 15:57:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 2.0655, loss: 2.0655 +2025-05-06 06:44:39,288 - pyskl - INFO - Epoch [117][2900/3940] lr: 2.913e-03, eta: 15:56:53, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.1177, loss: 2.1177 +2025-05-06 06:45:22,819 - pyskl - INFO - Epoch [117][3000/3940] lr: 2.909e-03, eta: 15:56:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 2.1278, loss: 2.1278 +2025-05-06 06:46:06,537 - pyskl - INFO - Epoch [117][3100/3940] lr: 2.904e-03, eta: 15:55:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 2.1667, loss: 2.1667 +2025-05-06 06:46:50,341 - pyskl - INFO - Epoch [117][3200/3940] lr: 2.900e-03, eta: 15:54:42, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 2.0293, loss: 2.0293 +2025-05-06 06:47:34,204 - pyskl - INFO - Epoch [117][3300/3940] lr: 2.896e-03, eta: 15:53:58, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 2.1141, loss: 2.1141 +2025-05-06 06:48:17,771 - pyskl - INFO - Epoch [117][3400/3940] lr: 2.892e-03, eta: 15:53:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 2.0481, loss: 2.0481 +2025-05-06 06:49:01,435 - pyskl - INFO - Epoch [117][3500/3940] lr: 2.887e-03, eta: 15:52:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 2.1217, loss: 2.1217 +2025-05-06 06:49:45,194 - pyskl - INFO - Epoch [117][3600/3940] lr: 2.883e-03, eta: 15:51:47, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 2.0738, loss: 2.0738 +2025-05-06 06:50:28,812 - pyskl - INFO - Epoch [117][3700/3940] lr: 2.879e-03, eta: 15:51:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 2.0927, loss: 2.0927 +2025-05-06 06:51:12,484 - pyskl - INFO - Epoch [117][3800/3940] lr: 2.875e-03, eta: 15:50:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 2.1504, loss: 2.1504 +2025-05-06 06:51:56,147 - pyskl - INFO - Epoch [117][3900/3940] lr: 2.870e-03, eta: 15:49:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 2.1014, loss: 2.1014 +2025-05-06 06:52:14,067 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-05-06 06:55:37,545 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 06:55:38,047 - pyskl - INFO - +top1_acc 0.8200 +top5_acc 0.9666 +2025-05-06 06:55:38,065 - pyskl - INFO - Epoch(val) [117][3183] top1_acc: 0.8200, top5_acc: 0.9666 +2025-05-06 06:56:46,936 - pyskl - INFO - Epoch [118][100/3940] lr: 2.864e-03, eta: 15:48:36, time: 0.689, data_time: 0.255, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 2.1344, loss: 2.1344 +2025-05-06 06:57:30,588 - pyskl - INFO - Epoch [118][200/3940] lr: 2.860e-03, eta: 15:47:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 2.0606, loss: 2.0606 +2025-05-06 06:58:14,354 - pyskl - INFO - Epoch [118][300/3940] lr: 2.856e-03, eta: 15:47:08, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 2.1025, loss: 2.1025 +2025-05-06 06:58:57,859 - pyskl - INFO - Epoch [118][400/3940] lr: 2.852e-03, eta: 15:46:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 2.0988, loss: 2.0988 +2025-05-06 06:59:41,266 - pyskl - INFO - Epoch [118][500/3940] lr: 2.847e-03, eta: 15:45:40, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 2.1332, loss: 2.1332 +2025-05-06 07:00:24,796 - pyskl - INFO - Epoch [118][600/3940] lr: 2.843e-03, eta: 15:44:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 2.1122, loss: 2.1122 +2025-05-06 07:01:08,399 - pyskl - INFO - Epoch [118][700/3940] lr: 2.839e-03, eta: 15:44:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 2.0848, loss: 2.0848 +2025-05-06 07:01:51,965 - pyskl - INFO - Epoch [118][800/3940] lr: 2.835e-03, eta: 15:43:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.9380, loss: 1.9380 +2025-05-06 07:02:35,451 - pyskl - INFO - Epoch [118][900/3940] lr: 2.831e-03, eta: 15:42:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 2.0633, loss: 2.0633 +2025-05-06 07:03:18,914 - pyskl - INFO - Epoch [118][1000/3940] lr: 2.826e-03, eta: 15:42:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 2.0395, loss: 2.0395 +2025-05-06 07:04:02,393 - pyskl - INFO - Epoch [118][1100/3940] lr: 2.822e-03, eta: 15:41:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.9635, loss: 1.9635 +2025-05-06 07:04:45,903 - pyskl - INFO - Epoch [118][1200/3940] lr: 2.818e-03, eta: 15:40:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 2.0409, loss: 2.0409 +2025-05-06 07:05:29,379 - pyskl - INFO - Epoch [118][1300/3940] lr: 2.814e-03, eta: 15:39:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 2.0911, loss: 2.0911 +2025-05-06 07:06:12,967 - pyskl - INFO - Epoch [118][1400/3940] lr: 2.810e-03, eta: 15:39:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.0574, loss: 2.0574 +2025-05-06 07:06:56,543 - pyskl - INFO - Epoch [118][1500/3940] lr: 2.805e-03, eta: 15:38:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 2.0538, loss: 2.0538 +2025-05-06 07:07:40,063 - pyskl - INFO - Epoch [118][1600/3940] lr: 2.801e-03, eta: 15:37:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 2.1076, loss: 2.1076 +2025-05-06 07:08:23,542 - pyskl - INFO - Epoch [118][1700/3940] lr: 2.797e-03, eta: 15:36:54, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 2.0757, loss: 2.0757 +2025-05-06 07:09:07,037 - pyskl - INFO - Epoch [118][1800/3940] lr: 2.793e-03, eta: 15:36:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 2.0925, loss: 2.0925 +2025-05-06 07:09:50,543 - pyskl - INFO - Epoch [118][1900/3940] lr: 2.789e-03, eta: 15:35:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.1163, loss: 2.1163 +2025-05-06 07:10:34,067 - pyskl - INFO - Epoch [118][2000/3940] lr: 2.784e-03, eta: 15:34:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9962, loss_cls: 2.0693, loss: 2.0693 +2025-05-06 07:11:17,570 - pyskl - INFO - Epoch [118][2100/3940] lr: 2.780e-03, eta: 15:33:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 2.0407, loss: 2.0407 +2025-05-06 07:12:00,999 - pyskl - INFO - Epoch [118][2200/3940] lr: 2.776e-03, eta: 15:33:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 2.1166, loss: 2.1166 +2025-05-06 07:12:44,469 - pyskl - INFO - Epoch [118][2300/3940] lr: 2.772e-03, eta: 15:32:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.9859, loss: 1.9859 +2025-05-06 07:13:27,985 - pyskl - INFO - Epoch [118][2400/3940] lr: 2.768e-03, eta: 15:31:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 2.0813, loss: 2.0813 +2025-05-06 07:14:11,583 - pyskl - INFO - Epoch [118][2500/3940] lr: 2.764e-03, eta: 15:31:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 2.0605, loss: 2.0605 +2025-05-06 07:14:55,105 - pyskl - INFO - Epoch [118][2600/3940] lr: 2.759e-03, eta: 15:30:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 2.1058, loss: 2.1058 +2025-05-06 07:15:38,572 - pyskl - INFO - Epoch [118][2700/3940] lr: 2.755e-03, eta: 15:29:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 2.1051, loss: 2.1051 +2025-05-06 07:16:22,005 - pyskl - INFO - Epoch [118][2800/3940] lr: 2.751e-03, eta: 15:28:51, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 2.0877, loss: 2.0877 +2025-05-06 07:17:05,574 - pyskl - INFO - Epoch [118][2900/3940] lr: 2.747e-03, eta: 15:28:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 2.1280, loss: 2.1280 +2025-05-06 07:17:49,050 - pyskl - INFO - Epoch [118][3000/3940] lr: 2.743e-03, eta: 15:27:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 2.1116, loss: 2.1116 +2025-05-06 07:18:32,544 - pyskl - INFO - Epoch [118][3100/3940] lr: 2.739e-03, eta: 15:26:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 2.1138, loss: 2.1138 +2025-05-06 07:19:16,078 - pyskl - INFO - Epoch [118][3200/3940] lr: 2.734e-03, eta: 15:25:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 2.0697, loss: 2.0697 +2025-05-06 07:19:59,739 - pyskl - INFO - Epoch [118][3300/3940] lr: 2.730e-03, eta: 15:25:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 2.0913, loss: 2.0913 +2025-05-06 07:20:43,652 - pyskl - INFO - Epoch [118][3400/3940] lr: 2.726e-03, eta: 15:24:28, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 2.0273, loss: 2.0273 +2025-05-06 07:21:27,386 - pyskl - INFO - Epoch [118][3500/3940] lr: 2.722e-03, eta: 15:23:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 2.1007, loss: 2.1007 +2025-05-06 07:22:10,915 - pyskl - INFO - Epoch [118][3600/3940] lr: 2.718e-03, eta: 15:23:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 2.0910, loss: 2.0910 +2025-05-06 07:22:54,445 - pyskl - INFO - Epoch [118][3700/3940] lr: 2.714e-03, eta: 15:22:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 2.1716, loss: 2.1716 +2025-05-06 07:23:37,981 - pyskl - INFO - Epoch [118][3800/3940] lr: 2.710e-03, eta: 15:21:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 2.1359, loss: 2.1359 +2025-05-06 07:24:21,541 - pyskl - INFO - Epoch [118][3900/3940] lr: 2.706e-03, eta: 15:20:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.2175, loss: 2.2175 +2025-05-06 07:24:39,369 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-05-06 07:28:03,526 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 07:28:04,000 - pyskl - INFO - +top1_acc 0.8310 +top5_acc 0.9697 +2025-05-06 07:28:04,055 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_115.pth was removed +2025-05-06 07:28:05,119 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2025-05-06 07:28:05,121 - pyskl - INFO - Best top1_acc is 0.8310 at 118 epoch. +2025-05-06 07:28:05,139 - pyskl - INFO - Epoch(val) [118][3183] top1_acc: 0.8310, top5_acc: 0.9697 +2025-05-06 07:29:14,017 - pyskl - INFO - Epoch [119][100/3940] lr: 2.700e-03, eta: 15:19:49, time: 0.689, data_time: 0.252, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.9947, loss: 1.9947 +2025-05-06 07:29:57,446 - pyskl - INFO - Epoch [119][200/3940] lr: 2.696e-03, eta: 15:19:05, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 2.0006, loss: 2.0006 +2025-05-06 07:30:40,915 - pyskl - INFO - Epoch [119][300/3940] lr: 2.692e-03, eta: 15:18:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 2.0548, loss: 2.0548 +2025-05-06 07:31:24,314 - pyskl - INFO - Epoch [119][400/3940] lr: 2.687e-03, eta: 15:17:37, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.9574, loss: 1.9574 +2025-05-06 07:32:07,772 - pyskl - INFO - Epoch [119][500/3940] lr: 2.683e-03, eta: 15:16:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 2.0152, loss: 2.0152 +2025-05-06 07:32:51,196 - pyskl - INFO - Epoch [119][600/3940] lr: 2.679e-03, eta: 15:16:09, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 2.0383, loss: 2.0383 +2025-05-06 07:33:34,749 - pyskl - INFO - Epoch [119][700/3940] lr: 2.675e-03, eta: 15:15:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.9242, loss: 1.9242 +2025-05-06 07:34:18,416 - pyskl - INFO - Epoch [119][800/3940] lr: 2.671e-03, eta: 15:14:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.9797, loss: 1.9797 +2025-05-06 07:35:02,033 - pyskl - INFO - Epoch [119][900/3940] lr: 2.667e-03, eta: 15:13:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 2.0022, loss: 2.0022 +2025-05-06 07:35:45,499 - pyskl - INFO - Epoch [119][1000/3940] lr: 2.663e-03, eta: 15:13:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.9552, loss: 1.9552 +2025-05-06 07:36:29,126 - pyskl - INFO - Epoch [119][1100/3940] lr: 2.659e-03, eta: 15:12:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 2.0756, loss: 2.0756 +2025-05-06 07:37:12,691 - pyskl - INFO - Epoch [119][1200/3940] lr: 2.655e-03, eta: 15:11:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 2.0202, loss: 2.0202 +2025-05-06 07:37:56,256 - pyskl - INFO - Epoch [119][1300/3940] lr: 2.650e-03, eta: 15:11:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 2.1185, loss: 2.1185 +2025-05-06 07:38:39,708 - pyskl - INFO - Epoch [119][1400/3940] lr: 2.646e-03, eta: 15:10:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.9989, loss: 1.9989 +2025-05-06 07:39:23,121 - pyskl - INFO - Epoch [119][1500/3940] lr: 2.642e-03, eta: 15:09:35, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 2.0063, loss: 2.0063 +2025-05-06 07:40:06,545 - pyskl - INFO - Epoch [119][1600/3940] lr: 2.638e-03, eta: 15:08:51, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 2.0109, loss: 2.0109 +2025-05-06 07:40:49,910 - pyskl - INFO - Epoch [119][1700/3940] lr: 2.634e-03, eta: 15:08:07, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.0977, loss: 2.0977 +2025-05-06 07:41:33,306 - pyskl - INFO - Epoch [119][1800/3940] lr: 2.630e-03, eta: 15:07:23, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.1125, loss: 2.1125 +2025-05-06 07:42:16,794 - pyskl - INFO - Epoch [119][1900/3940] lr: 2.626e-03, eta: 15:06:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 2.0989, loss: 2.0989 +2025-05-06 07:43:00,368 - pyskl - INFO - Epoch [119][2000/3940] lr: 2.622e-03, eta: 15:05:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 2.0361, loss: 2.0361 +2025-05-06 07:43:43,853 - pyskl - INFO - Epoch [119][2100/3940] lr: 2.618e-03, eta: 15:05:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 2.1115, loss: 2.1115 +2025-05-06 07:44:27,494 - pyskl - INFO - Epoch [119][2200/3940] lr: 2.614e-03, eta: 15:04:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 2.0784, loss: 2.0784 +2025-05-06 07:45:11,065 - pyskl - INFO - Epoch [119][2300/3940] lr: 2.610e-03, eta: 15:03:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 2.0422, loss: 2.0422 +2025-05-06 07:45:54,624 - pyskl - INFO - Epoch [119][2400/3940] lr: 2.606e-03, eta: 15:03:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 2.0730, loss: 2.0730 +2025-05-06 07:46:38,155 - pyskl - INFO - Epoch [119][2500/3940] lr: 2.602e-03, eta: 15:02:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 2.0581, loss: 2.0581 +2025-05-06 07:47:21,622 - pyskl - INFO - Epoch [119][2600/3940] lr: 2.598e-03, eta: 15:01:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 2.0566, loss: 2.0566 +2025-05-06 07:48:05,124 - pyskl - INFO - Epoch [119][2700/3940] lr: 2.593e-03, eta: 15:00:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.0517, loss: 2.0517 +2025-05-06 07:48:48,590 - pyskl - INFO - Epoch [119][2800/3940] lr: 2.589e-03, eta: 15:00:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 2.1345, loss: 2.1345 +2025-05-06 07:49:32,097 - pyskl - INFO - Epoch [119][2900/3940] lr: 2.585e-03, eta: 14:59:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.0482, loss: 2.0482 +2025-05-06 07:50:15,651 - pyskl - INFO - Epoch [119][3000/3940] lr: 2.581e-03, eta: 14:58:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 2.0572, loss: 2.0572 +2025-05-06 07:50:59,273 - pyskl - INFO - Epoch [119][3100/3940] lr: 2.577e-03, eta: 14:57:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 2.0433, loss: 2.0433 +2025-05-06 07:51:42,843 - pyskl - INFO - Epoch [119][3200/3940] lr: 2.573e-03, eta: 14:57:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 2.1480, loss: 2.1480 +2025-05-06 07:52:26,328 - pyskl - INFO - Epoch [119][3300/3940] lr: 2.569e-03, eta: 14:56:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.1041, loss: 2.1041 +2025-05-06 07:53:09,986 - pyskl - INFO - Epoch [119][3400/3940] lr: 2.565e-03, eta: 14:55:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 2.0612, loss: 2.0612 +2025-05-06 07:53:53,580 - pyskl - INFO - Epoch [119][3500/3940] lr: 2.561e-03, eta: 14:54:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.9719, loss: 1.9719 +2025-05-06 07:54:37,337 - pyskl - INFO - Epoch [119][3600/3940] lr: 2.557e-03, eta: 14:54:13, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 2.1064, loss: 2.1064 +2025-05-06 07:55:20,950 - pyskl - INFO - Epoch [119][3700/3940] lr: 2.553e-03, eta: 14:53:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9956, loss_cls: 2.1025, loss: 2.1025 +2025-05-06 07:56:04,385 - pyskl - INFO - Epoch [119][3800/3940] lr: 2.549e-03, eta: 14:52:45, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 2.0129, loss: 2.0129 +2025-05-06 07:56:47,907 - pyskl - INFO - Epoch [119][3900/3940] lr: 2.545e-03, eta: 14:52:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 2.0138, loss: 2.0138 +2025-05-06 07:57:05,696 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-05-06 08:00:29,795 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 08:00:30,289 - pyskl - INFO - +top1_acc 0.8371 +top5_acc 0.9684 +2025-05-06 08:00:30,341 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_118.pth was removed +2025-05-06 08:00:31,382 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2025-05-06 08:00:31,384 - pyskl - INFO - Best top1_acc is 0.8371 at 119 epoch. +2025-05-06 08:00:31,401 - pyskl - INFO - Epoch(val) [119][3183] top1_acc: 0.8371, top5_acc: 0.9684 +2025-05-06 08:01:39,761 - pyskl - INFO - Epoch [120][100/3940] lr: 2.539e-03, eta: 14:51:02, time: 0.684, data_time: 0.250, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.9955, loss: 1.9955 +2025-05-06 08:02:23,150 - pyskl - INFO - Epoch [120][200/3940] lr: 2.535e-03, eta: 14:50:18, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.9561, loss: 1.9561 +2025-05-06 08:03:06,538 - pyskl - INFO - Epoch [120][300/3940] lr: 2.531e-03, eta: 14:49:34, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.9980, loss: 1.9980 +2025-05-06 08:03:50,001 - pyskl - INFO - Epoch [120][400/3940] lr: 2.527e-03, eta: 14:48:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.9605, loss: 1.9605 +2025-05-06 08:04:33,442 - pyskl - INFO - Epoch [120][500/3940] lr: 2.523e-03, eta: 14:48:06, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.9836, loss: 1.9836 +2025-05-06 08:05:16,856 - pyskl - INFO - Epoch [120][600/3940] lr: 2.519e-03, eta: 14:47:22, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.9576, loss: 1.9576 +2025-05-06 08:06:00,237 - pyskl - INFO - Epoch [120][700/3940] lr: 2.515e-03, eta: 14:46:39, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.9890, loss: 1.9890 +2025-05-06 08:06:43,665 - pyskl - INFO - Epoch [120][800/3940] lr: 2.511e-03, eta: 14:45:55, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 1.9606, loss: 1.9606 +2025-05-06 08:07:27,042 - pyskl - INFO - Epoch [120][900/3940] lr: 2.507e-03, eta: 14:45:11, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.9867, loss: 1.9867 +2025-05-06 08:08:10,437 - pyskl - INFO - Epoch [120][1000/3940] lr: 2.503e-03, eta: 14:44:27, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.9178, loss: 1.9178 +2025-05-06 08:08:53,862 - pyskl - INFO - Epoch [120][1100/3940] lr: 2.499e-03, eta: 14:43:43, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 2.0529, loss: 2.0529 +2025-05-06 08:09:37,225 - pyskl - INFO - Epoch [120][1200/3940] lr: 2.495e-03, eta: 14:42:59, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 2.0698, loss: 2.0698 +2025-05-06 08:10:20,752 - pyskl - INFO - Epoch [120][1300/3940] lr: 2.491e-03, eta: 14:42:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.0546, loss: 2.0546 +2025-05-06 08:11:04,199 - pyskl - INFO - Epoch [120][1400/3940] lr: 2.487e-03, eta: 14:41:31, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.9823, loss: 1.9823 +2025-05-06 08:11:47,664 - pyskl - INFO - Epoch [120][1500/3940] lr: 2.483e-03, eta: 14:40:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 2.0744, loss: 2.0744 +2025-05-06 08:12:31,093 - pyskl - INFO - Epoch [120][1600/3940] lr: 2.479e-03, eta: 14:40:03, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.9605, loss: 1.9605 +2025-05-06 08:13:14,593 - pyskl - INFO - Epoch [120][1700/3940] lr: 2.476e-03, eta: 14:39:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.0244, loss: 2.0244 +2025-05-06 08:13:58,025 - pyskl - INFO - Epoch [120][1800/3940] lr: 2.472e-03, eta: 14:38:36, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 2.0140, loss: 2.0140 +2025-05-06 08:14:41,395 - pyskl - INFO - Epoch [120][1900/3940] lr: 2.468e-03, eta: 14:37:52, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.9901, loss: 1.9901 +2025-05-06 08:15:24,758 - pyskl - INFO - Epoch [120][2000/3940] lr: 2.464e-03, eta: 14:37:08, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.0224, loss: 2.0224 +2025-05-06 08:16:08,446 - pyskl - INFO - Epoch [120][2100/3940] lr: 2.460e-03, eta: 14:36:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.9766, loss: 1.9766 +2025-05-06 08:16:52,025 - pyskl - INFO - Epoch [120][2200/3940] lr: 2.456e-03, eta: 14:35:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.0695, loss: 2.0695 +2025-05-06 08:17:35,539 - pyskl - INFO - Epoch [120][2300/3940] lr: 2.452e-03, eta: 14:34:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 2.1191, loss: 2.1191 +2025-05-06 08:18:19,041 - pyskl - INFO - Epoch [120][2400/3940] lr: 2.448e-03, eta: 14:34:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 2.0199, loss: 2.0199 +2025-05-06 08:19:02,585 - pyskl - INFO - Epoch [120][2500/3940] lr: 2.444e-03, eta: 14:33:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 2.0581, loss: 2.0581 +2025-05-06 08:19:46,225 - pyskl - INFO - Epoch [120][2600/3940] lr: 2.440e-03, eta: 14:32:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 2.0647, loss: 2.0647 +2025-05-06 08:20:29,773 - pyskl - INFO - Epoch [120][2700/3940] lr: 2.436e-03, eta: 14:32:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 2.0619, loss: 2.0619 +2025-05-06 08:21:13,209 - pyskl - INFO - Epoch [120][2800/3940] lr: 2.432e-03, eta: 14:31:17, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 2.0116, loss: 2.0116 +2025-05-06 08:21:56,670 - pyskl - INFO - Epoch [120][2900/3940] lr: 2.428e-03, eta: 14:30:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 2.0998, loss: 2.0998 +2025-05-06 08:22:40,187 - pyskl - INFO - Epoch [120][3000/3940] lr: 2.424e-03, eta: 14:29:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.9509, loss: 1.9509 +2025-05-06 08:23:23,612 - pyskl - INFO - Epoch [120][3100/3940] lr: 2.420e-03, eta: 14:29:05, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 2.0474, loss: 2.0474 +2025-05-06 08:24:06,995 - pyskl - INFO - Epoch [120][3200/3940] lr: 2.416e-03, eta: 14:28:21, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.9401, loss: 1.9401 +2025-05-06 08:24:50,376 - pyskl - INFO - Epoch [120][3300/3940] lr: 2.412e-03, eta: 14:27:37, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 2.0359, loss: 2.0359 +2025-05-06 08:25:33,880 - pyskl - INFO - Epoch [120][3400/3940] lr: 2.408e-03, eta: 14:26:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 2.0219, loss: 2.0219 +2025-05-06 08:26:17,673 - pyskl - INFO - Epoch [120][3500/3940] lr: 2.405e-03, eta: 14:26:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.9819, loss: 1.9819 +2025-05-06 08:27:01,173 - pyskl - INFO - Epoch [120][3600/3940] lr: 2.401e-03, eta: 14:25:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 2.0482, loss: 2.0482 +2025-05-06 08:27:44,628 - pyskl - INFO - Epoch [120][3700/3940] lr: 2.397e-03, eta: 14:24:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.0151, loss: 2.0151 +2025-05-06 08:28:28,053 - pyskl - INFO - Epoch [120][3800/3940] lr: 2.393e-03, eta: 14:23:58, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 2.0442, loss: 2.0442 +2025-05-06 08:29:11,569 - pyskl - INFO - Epoch [120][3900/3940] lr: 2.389e-03, eta: 14:23:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.0160, loss: 2.0160 +2025-05-06 08:29:29,351 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-05-06 08:32:52,384 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 08:32:52,867 - pyskl - INFO - +top1_acc 0.8300 +top5_acc 0.9714 +2025-05-06 08:32:52,884 - pyskl - INFO - Epoch(val) [120][3183] top1_acc: 0.8300, top5_acc: 0.9714 +2025-05-06 08:34:01,404 - pyskl - INFO - Epoch [121][100/3940] lr: 2.383e-03, eta: 14:22:15, time: 0.685, data_time: 0.250, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9969, loss_cls: 2.0510, loss: 2.0510 +2025-05-06 08:34:44,965 - pyskl - INFO - Epoch [121][200/3940] lr: 2.380e-03, eta: 14:21:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.9977, loss: 1.9977 +2025-05-06 08:35:28,455 - pyskl - INFO - Epoch [121][300/3940] lr: 2.376e-03, eta: 14:20:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.9387, loss: 1.9387 +2025-05-06 08:36:12,044 - pyskl - INFO - Epoch [121][400/3940] lr: 2.372e-03, eta: 14:20:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 2.0037, loss: 2.0037 +2025-05-06 08:36:55,653 - pyskl - INFO - Epoch [121][500/3940] lr: 2.368e-03, eta: 14:19:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.9503, loss: 1.9503 +2025-05-06 08:37:39,212 - pyskl - INFO - Epoch [121][600/3940] lr: 2.364e-03, eta: 14:18:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 2.0104, loss: 2.0104 +2025-05-06 08:38:22,853 - pyskl - INFO - Epoch [121][700/3940] lr: 2.360e-03, eta: 14:17:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.9320, loss: 1.9320 +2025-05-06 08:39:06,310 - pyskl - INFO - Epoch [121][800/3940] lr: 2.356e-03, eta: 14:17:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 2.0075, loss: 2.0075 +2025-05-06 08:39:49,680 - pyskl - INFO - Epoch [121][900/3940] lr: 2.352e-03, eta: 14:16:24, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.9531, loss: 1.9531 +2025-05-06 08:40:33,129 - pyskl - INFO - Epoch [121][1000/3940] lr: 2.348e-03, eta: 14:15:40, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.9844, loss: 1.9844 +2025-05-06 08:41:16,586 - pyskl - INFO - Epoch [121][1100/3940] lr: 2.345e-03, eta: 14:14:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.9506, loss: 1.9506 +2025-05-06 08:41:59,916 - pyskl - INFO - Epoch [121][1200/3940] lr: 2.341e-03, eta: 14:14:12, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 2.0477, loss: 2.0477 +2025-05-06 08:42:43,413 - pyskl - INFO - Epoch [121][1300/3940] lr: 2.337e-03, eta: 14:13:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 2.0856, loss: 2.0856 +2025-05-06 08:43:26,823 - pyskl - INFO - Epoch [121][1400/3940] lr: 2.333e-03, eta: 14:12:44, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.9780, loss: 1.9780 +2025-05-06 08:44:10,291 - pyskl - INFO - Epoch [121][1500/3940] lr: 2.329e-03, eta: 14:12:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 2.0140, loss: 2.0140 +2025-05-06 08:44:53,858 - pyskl - INFO - Epoch [121][1600/3940] lr: 2.325e-03, eta: 14:11:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 2.0311, loss: 2.0311 +2025-05-06 08:45:37,313 - pyskl - INFO - Epoch [121][1700/3940] lr: 2.321e-03, eta: 14:10:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.9379, loss: 1.9379 +2025-05-06 08:46:20,830 - pyskl - INFO - Epoch [121][1800/3940] lr: 2.317e-03, eta: 14:09:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 2.0580, loss: 2.0580 +2025-05-06 08:47:04,319 - pyskl - INFO - Epoch [121][1900/3940] lr: 2.314e-03, eta: 14:09:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.0258, loss: 2.0258 +2025-05-06 08:47:47,944 - pyskl - INFO - Epoch [121][2000/3940] lr: 2.310e-03, eta: 14:08:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.9384, loss: 1.9384 +2025-05-06 08:48:31,576 - pyskl - INFO - Epoch [121][2100/3940] lr: 2.306e-03, eta: 14:07:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.9482, loss: 1.9482 +2025-05-06 08:49:15,123 - pyskl - INFO - Epoch [121][2200/3940] lr: 2.302e-03, eta: 14:06:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.9655, loss: 1.9655 +2025-05-06 08:49:58,653 - pyskl - INFO - Epoch [121][2300/3940] lr: 2.298e-03, eta: 14:06:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9171, loss: 1.9171 +2025-05-06 08:50:42,128 - pyskl - INFO - Epoch [121][2400/3940] lr: 2.294e-03, eta: 14:05:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.8954, loss: 1.8954 +2025-05-06 08:51:25,626 - pyskl - INFO - Epoch [121][2500/3940] lr: 2.291e-03, eta: 14:04:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.9719, loss: 1.9719 +2025-05-06 08:52:09,144 - pyskl - INFO - Epoch [121][2600/3940] lr: 2.287e-03, eta: 14:03:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 2.0326, loss: 2.0326 +2025-05-06 08:52:52,595 - pyskl - INFO - Epoch [121][2700/3940] lr: 2.283e-03, eta: 14:03:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.9747, loss: 1.9747 +2025-05-06 08:53:36,057 - pyskl - INFO - Epoch [121][2800/3940] lr: 2.279e-03, eta: 14:02:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 2.0095, loss: 2.0095 +2025-05-06 08:54:19,571 - pyskl - INFO - Epoch [121][2900/3940] lr: 2.275e-03, eta: 14:01:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 2.0189, loss: 2.0189 +2025-05-06 08:55:03,048 - pyskl - INFO - Epoch [121][3000/3940] lr: 2.271e-03, eta: 14:01:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9962, loss_cls: 1.9244, loss: 1.9244 +2025-05-06 08:55:46,585 - pyskl - INFO - Epoch [121][3100/3940] lr: 2.268e-03, eta: 14:00:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.9552, loss: 1.9552 +2025-05-06 08:56:30,032 - pyskl - INFO - Epoch [121][3200/3940] lr: 2.264e-03, eta: 13:59:34, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.9564, loss: 1.9564 +2025-05-06 08:57:13,315 - pyskl - INFO - Epoch [121][3300/3940] lr: 2.260e-03, eta: 13:58:50, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 2.0247, loss: 2.0247 +2025-05-06 08:57:56,531 - pyskl - INFO - Epoch [121][3400/3940] lr: 2.256e-03, eta: 13:58:06, time: 0.432, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 2.0476, loss: 2.0476 +2025-05-06 08:58:39,952 - pyskl - INFO - Epoch [121][3500/3940] lr: 2.252e-03, eta: 13:57:23, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 2.0209, loss: 2.0209 +2025-05-06 08:59:23,382 - pyskl - INFO - Epoch [121][3600/3940] lr: 2.249e-03, eta: 13:56:39, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 2.0601, loss: 2.0601 +2025-05-06 09:00:06,775 - pyskl - INFO - Epoch [121][3700/3940] lr: 2.245e-03, eta: 13:55:55, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 2.0545, loss: 2.0545 +2025-05-06 09:00:50,155 - pyskl - INFO - Epoch [121][3800/3940] lr: 2.241e-03, eta: 13:55:11, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.9430, loss: 1.9430 +2025-05-06 09:01:33,544 - pyskl - INFO - Epoch [121][3900/3940] lr: 2.237e-03, eta: 13:54:27, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 2.0382, loss: 2.0382 +2025-05-06 09:01:51,321 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-05-06 09:05:15,408 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 09:05:15,879 - pyskl - INFO - +top1_acc 0.8284 +top5_acc 0.9686 +2025-05-06 09:05:15,897 - pyskl - INFO - Epoch(val) [121][3183] top1_acc: 0.8284, top5_acc: 0.9686 +2025-05-06 09:06:24,428 - pyskl - INFO - Epoch [122][100/3940] lr: 2.232e-03, eta: 13:53:27, time: 0.685, data_time: 0.243, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.9380, loss: 1.9380 +2025-05-06 09:07:08,071 - pyskl - INFO - Epoch [122][200/3940] lr: 2.228e-03, eta: 13:52:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.9434, loss: 1.9434 +2025-05-06 09:07:51,526 - pyskl - INFO - Epoch [122][300/3940] lr: 2.224e-03, eta: 13:52:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.8879, loss: 1.8879 +2025-05-06 09:08:34,959 - pyskl - INFO - Epoch [122][400/3940] lr: 2.221e-03, eta: 13:51:16, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 2.0033, loss: 2.0033 +2025-05-06 09:09:18,433 - pyskl - INFO - Epoch [122][500/3940] lr: 2.217e-03, eta: 13:50:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.9259, loss: 1.9259 +2025-05-06 09:10:01,886 - pyskl - INFO - Epoch [122][600/3940] lr: 2.213e-03, eta: 13:49:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.9772, loss: 1.9772 +2025-05-06 09:10:45,412 - pyskl - INFO - Epoch [122][700/3940] lr: 2.209e-03, eta: 13:49:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.8761, loss: 1.8761 +2025-05-06 09:11:28,899 - pyskl - INFO - Epoch [122][800/3940] lr: 2.205e-03, eta: 13:48:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.8496, loss: 1.8496 +2025-05-06 09:12:12,450 - pyskl - INFO - Epoch [122][900/3940] lr: 2.202e-03, eta: 13:47:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.9556, loss: 1.9556 +2025-05-06 09:12:55,957 - pyskl - INFO - Epoch [122][1000/3940] lr: 2.198e-03, eta: 13:46:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.9394, loss: 1.9394 +2025-05-06 09:13:39,448 - pyskl - INFO - Epoch [122][1100/3940] lr: 2.194e-03, eta: 13:46:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.9559, loss: 1.9559 +2025-05-06 09:14:23,199 - pyskl - INFO - Epoch [122][1200/3940] lr: 2.190e-03, eta: 13:45:25, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.8603, loss: 1.8603 +2025-05-06 09:15:06,909 - pyskl - INFO - Epoch [122][1300/3940] lr: 2.187e-03, eta: 13:44:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.9915, loss: 1.9915 +2025-05-06 09:15:50,596 - pyskl - INFO - Epoch [122][1400/3940] lr: 2.183e-03, eta: 13:43:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.9486, loss: 1.9486 +2025-05-06 09:16:34,296 - pyskl - INFO - Epoch [122][1500/3940] lr: 2.179e-03, eta: 13:43:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.9165, loss: 1.9165 +2025-05-06 09:17:17,867 - pyskl - INFO - Epoch [122][1600/3940] lr: 2.175e-03, eta: 13:42:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.9310, loss: 1.9310 +2025-05-06 09:18:01,460 - pyskl - INFO - Epoch [122][1700/3940] lr: 2.172e-03, eta: 13:41:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.8749, loss: 1.8749 +2025-05-06 09:18:45,041 - pyskl - INFO - Epoch [122][1800/3940] lr: 2.168e-03, eta: 13:41:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.9505, loss: 1.9505 +2025-05-06 09:19:28,664 - pyskl - INFO - Epoch [122][1900/3940] lr: 2.164e-03, eta: 13:40:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.9649, loss: 1.9649 +2025-05-06 09:20:12,093 - pyskl - INFO - Epoch [122][2000/3940] lr: 2.160e-03, eta: 13:39:34, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 2.0250, loss: 2.0250 +2025-05-06 09:20:55,597 - pyskl - INFO - Epoch [122][2100/3940] lr: 2.157e-03, eta: 13:38:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.9883, loss: 1.9883 +2025-05-06 09:21:39,109 - pyskl - INFO - Epoch [122][2200/3940] lr: 2.153e-03, eta: 13:38:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.9856, loss: 1.9856 +2025-05-06 09:22:22,672 - pyskl - INFO - Epoch [122][2300/3940] lr: 2.149e-03, eta: 13:37:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.9620, loss: 1.9620 +2025-05-06 09:23:06,237 - pyskl - INFO - Epoch [122][2400/3940] lr: 2.145e-03, eta: 13:36:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.9713, loss: 1.9713 +2025-05-06 09:23:49,808 - pyskl - INFO - Epoch [122][2500/3940] lr: 2.142e-03, eta: 13:35:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.9628, loss: 1.9628 +2025-05-06 09:24:33,371 - pyskl - INFO - Epoch [122][2600/3940] lr: 2.138e-03, eta: 13:35:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.9867, loss: 1.9867 +2025-05-06 09:25:16,904 - pyskl - INFO - Epoch [122][2700/3940] lr: 2.134e-03, eta: 13:34:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.9989, loss: 1.9989 +2025-05-06 09:26:00,461 - pyskl - INFO - Epoch [122][2800/3940] lr: 2.131e-03, eta: 13:33:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.9283, loss: 1.9283 +2025-05-06 09:26:43,991 - pyskl - INFO - Epoch [122][2900/3940] lr: 2.127e-03, eta: 13:32:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.9542, loss: 1.9542 +2025-05-06 09:27:27,490 - pyskl - INFO - Epoch [122][3000/3940] lr: 2.123e-03, eta: 13:32:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.8820, loss: 1.8820 +2025-05-06 09:28:11,077 - pyskl - INFO - Epoch [122][3100/3940] lr: 2.120e-03, eta: 13:31:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.9356, loss: 1.9356 +2025-05-06 09:28:54,680 - pyskl - INFO - Epoch [122][3200/3940] lr: 2.116e-03, eta: 13:30:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.8978, loss: 1.8978 +2025-05-06 09:29:38,327 - pyskl - INFO - Epoch [122][3300/3940] lr: 2.112e-03, eta: 13:30:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.9198, loss: 1.9198 +2025-05-06 09:30:21,910 - pyskl - INFO - Epoch [122][3400/3940] lr: 2.108e-03, eta: 13:29:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 2.0495, loss: 2.0495 +2025-05-06 09:31:05,566 - pyskl - INFO - Epoch [122][3500/3940] lr: 2.105e-03, eta: 13:28:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 2.0297, loss: 2.0297 +2025-05-06 09:31:49,104 - pyskl - INFO - Epoch [122][3600/3940] lr: 2.101e-03, eta: 13:27:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.0196, loss: 2.0196 +2025-05-06 09:32:32,634 - pyskl - INFO - Epoch [122][3700/3940] lr: 2.097e-03, eta: 13:27:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 1.8885, loss: 1.8885 +2025-05-06 09:33:16,243 - pyskl - INFO - Epoch [122][3800/3940] lr: 2.094e-03, eta: 13:26:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 2.0652, loss: 2.0652 +2025-05-06 09:33:59,853 - pyskl - INFO - Epoch [122][3900/3940] lr: 2.090e-03, eta: 13:25:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.9976, loss: 1.9976 +2025-05-06 09:34:17,644 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-05-06 09:37:42,336 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 09:37:42,804 - pyskl - INFO - +top1_acc 0.8230 +top5_acc 0.9673 +2025-05-06 09:37:42,821 - pyskl - INFO - Epoch(val) [122][3183] top1_acc: 0.8230, top5_acc: 0.9673 +2025-05-06 09:38:50,501 - pyskl - INFO - Epoch [123][100/3940] lr: 2.085e-03, eta: 13:24:41, time: 0.677, data_time: 0.243, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 2.0218, loss: 2.0218 +2025-05-06 09:39:33,899 - pyskl - INFO - Epoch [123][200/3940] lr: 2.081e-03, eta: 13:23:57, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.8593, loss: 1.8593 +2025-05-06 09:40:17,425 - pyskl - INFO - Epoch [123][300/3940] lr: 2.078e-03, eta: 13:23:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.9637, loss: 1.9637 +2025-05-06 09:41:00,891 - pyskl - INFO - Epoch [123][400/3940] lr: 2.074e-03, eta: 13:22:29, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.9535, loss: 1.9535 +2025-05-06 09:41:44,512 - pyskl - INFO - Epoch [123][500/3940] lr: 2.070e-03, eta: 13:21:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.9341, loss: 1.9341 +2025-05-06 09:42:27,919 - pyskl - INFO - Epoch [123][600/3940] lr: 2.067e-03, eta: 13:21:01, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.9160, loss: 1.9160 +2025-05-06 09:43:11,369 - pyskl - INFO - Epoch [123][700/3940] lr: 2.063e-03, eta: 13:20:17, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.9149, loss: 1.9149 +2025-05-06 09:43:55,109 - pyskl - INFO - Epoch [123][800/3940] lr: 2.059e-03, eta: 13:19:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.9367, loss: 1.9367 +2025-05-06 09:44:38,647 - pyskl - INFO - Epoch [123][900/3940] lr: 2.056e-03, eta: 13:18:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.9632, loss: 1.9632 +2025-05-06 09:45:22,265 - pyskl - INFO - Epoch [123][1000/3940] lr: 2.052e-03, eta: 13:18:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.9699, loss: 1.9699 +2025-05-06 09:46:05,774 - pyskl - INFO - Epoch [123][1100/3940] lr: 2.048e-03, eta: 13:17:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.8721, loss: 1.8721 +2025-05-06 09:46:49,204 - pyskl - INFO - Epoch [123][1200/3940] lr: 2.045e-03, eta: 13:16:38, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.8701, loss: 1.8701 +2025-05-06 09:47:32,828 - pyskl - INFO - Epoch [123][1300/3940] lr: 2.041e-03, eta: 13:15:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.8985, loss: 1.8985 +2025-05-06 09:48:16,339 - pyskl - INFO - Epoch [123][1400/3940] lr: 2.037e-03, eta: 13:15:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 2.0308, loss: 2.0308 +2025-05-06 09:48:59,772 - pyskl - INFO - Epoch [123][1500/3940] lr: 2.034e-03, eta: 13:14:27, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.9268, loss: 1.9268 +2025-05-06 09:49:43,340 - pyskl - INFO - Epoch [123][1600/3940] lr: 2.030e-03, eta: 13:13:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.9444, loss: 1.9444 +2025-05-06 09:50:26,867 - pyskl - INFO - Epoch [123][1700/3940] lr: 2.026e-03, eta: 13:12:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.9273, loss: 1.9273 +2025-05-06 09:51:10,533 - pyskl - INFO - Epoch [123][1800/3940] lr: 2.023e-03, eta: 13:12:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.9135, loss: 1.9135 +2025-05-06 09:51:54,018 - pyskl - INFO - Epoch [123][1900/3940] lr: 2.019e-03, eta: 13:11:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.8639, loss: 1.8639 +2025-05-06 09:52:37,503 - pyskl - INFO - Epoch [123][2000/3940] lr: 2.016e-03, eta: 13:10:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 1.9556, loss: 1.9556 +2025-05-06 09:53:20,907 - pyskl - INFO - Epoch [123][2100/3940] lr: 2.012e-03, eta: 13:10:03, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.8920, loss: 1.8920 +2025-05-06 09:54:04,337 - pyskl - INFO - Epoch [123][2200/3940] lr: 2.008e-03, eta: 13:09:19, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9962, loss_cls: 1.9817, loss: 1.9817 +2025-05-06 09:54:47,765 - pyskl - INFO - Epoch [123][2300/3940] lr: 2.005e-03, eta: 13:08:36, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.8818, loss: 1.8818 +2025-05-06 09:55:31,345 - pyskl - INFO - Epoch [123][2400/3940] lr: 2.001e-03, eta: 13:07:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.9121, loss: 1.9121 +2025-05-06 09:56:14,758 - pyskl - INFO - Epoch [123][2500/3940] lr: 1.998e-03, eta: 13:07:08, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 2.0129, loss: 2.0129 +2025-05-06 09:56:58,169 - pyskl - INFO - Epoch [123][2600/3940] lr: 1.994e-03, eta: 13:06:24, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.9591, loss: 1.9591 +2025-05-06 09:57:41,618 - pyskl - INFO - Epoch [123][2700/3940] lr: 1.990e-03, eta: 13:05:40, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.9147, loss: 1.9147 +2025-05-06 09:58:25,047 - pyskl - INFO - Epoch [123][2800/3940] lr: 1.987e-03, eta: 13:04:56, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.9195, loss: 1.9195 +2025-05-06 09:59:08,496 - pyskl - INFO - Epoch [123][2900/3940] lr: 1.983e-03, eta: 13:04:12, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.9617, loss: 1.9617 +2025-05-06 09:59:52,021 - pyskl - INFO - Epoch [123][3000/3940] lr: 1.980e-03, eta: 13:03:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.8918, loss: 1.8918 +2025-05-06 10:00:35,543 - pyskl - INFO - Epoch [123][3100/3940] lr: 1.976e-03, eta: 13:02:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.9426, loss: 1.9426 +2025-05-06 10:01:19,096 - pyskl - INFO - Epoch [123][3200/3940] lr: 1.972e-03, eta: 13:02:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.9626, loss: 1.9626 +2025-05-06 10:02:02,660 - pyskl - INFO - Epoch [123][3300/3940] lr: 1.969e-03, eta: 13:01:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.9856, loss: 1.9856 +2025-05-06 10:02:46,170 - pyskl - INFO - Epoch [123][3400/3940] lr: 1.965e-03, eta: 13:00:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.8810, loss: 1.8810 +2025-05-06 10:03:29,655 - pyskl - INFO - Epoch [123][3500/3940] lr: 1.962e-03, eta: 12:59:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.9572, loss: 1.9572 +2025-05-06 10:04:13,143 - pyskl - INFO - Epoch [123][3600/3940] lr: 1.958e-03, eta: 12:59:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.0188, loss: 2.0188 +2025-05-06 10:04:56,616 - pyskl - INFO - Epoch [123][3700/3940] lr: 1.954e-03, eta: 12:58:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9969, loss_cls: 1.8763, loss: 1.8763 +2025-05-06 10:05:40,035 - pyskl - INFO - Epoch [123][3800/3940] lr: 1.951e-03, eta: 12:57:38, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.9181, loss: 1.9181 +2025-05-06 10:06:23,455 - pyskl - INFO - Epoch [123][3900/3940] lr: 1.947e-03, eta: 12:56:54, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.9186, loss: 1.9186 +2025-05-06 10:06:41,131 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-05-06 10:10:05,562 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 10:10:06,027 - pyskl - INFO - +top1_acc 0.8387 +top5_acc 0.9702 +2025-05-06 10:10:06,079 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_119.pth was removed +2025-05-06 10:10:07,078 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2025-05-06 10:10:07,080 - pyskl - INFO - Best top1_acc is 0.8387 at 123 epoch. +2025-05-06 10:10:07,098 - pyskl - INFO - Epoch(val) [123][3183] top1_acc: 0.8387, top5_acc: 0.9702 +2025-05-06 10:11:14,889 - pyskl - INFO - Epoch [124][100/3940] lr: 1.942e-03, eta: 12:55:54, time: 0.678, data_time: 0.240, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.8636, loss: 1.8636 +2025-05-06 10:11:58,529 - pyskl - INFO - Epoch [124][200/3940] lr: 1.939e-03, eta: 12:55:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8492, loss: 1.8492 +2025-05-06 10:12:42,202 - pyskl - INFO - Epoch [124][300/3940] lr: 1.935e-03, eta: 12:54:26, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8915, loss: 1.8915 +2025-05-06 10:13:25,709 - pyskl - INFO - Epoch [124][400/3940] lr: 1.932e-03, eta: 12:53:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.8909, loss: 1.8909 +2025-05-06 10:14:09,258 - pyskl - INFO - Epoch [124][500/3940] lr: 1.928e-03, eta: 12:52:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.8778, loss: 1.8778 +2025-05-06 10:14:52,919 - pyskl - INFO - Epoch [124][600/3940] lr: 1.925e-03, eta: 12:52:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.8577, loss: 1.8577 +2025-05-06 10:15:36,451 - pyskl - INFO - Epoch [124][700/3940] lr: 1.921e-03, eta: 12:51:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.8618, loss: 1.8618 +2025-05-06 10:16:19,893 - pyskl - INFO - Epoch [124][800/3940] lr: 1.918e-03, eta: 12:50:47, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.9117, loss: 1.9117 +2025-05-06 10:17:03,389 - pyskl - INFO - Epoch [124][900/3940] lr: 1.914e-03, eta: 12:50:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9375, loss: 1.9375 +2025-05-06 10:17:46,783 - pyskl - INFO - Epoch [124][1000/3940] lr: 1.910e-03, eta: 12:49:19, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.8435, loss: 1.8435 +2025-05-06 10:18:30,197 - pyskl - INFO - Epoch [124][1100/3940] lr: 1.907e-03, eta: 12:48:35, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.9462, loss: 1.9462 +2025-05-06 10:19:13,673 - pyskl - INFO - Epoch [124][1200/3940] lr: 1.903e-03, eta: 12:47:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.8569, loss: 1.8569 +2025-05-06 10:19:57,154 - pyskl - INFO - Epoch [124][1300/3940] lr: 1.900e-03, eta: 12:47:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.8430, loss: 1.8430 +2025-05-06 10:20:40,637 - pyskl - INFO - Epoch [124][1400/3940] lr: 1.896e-03, eta: 12:46:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.9010, loss: 1.9010 +2025-05-06 10:21:24,116 - pyskl - INFO - Epoch [124][1500/3940] lr: 1.893e-03, eta: 12:45:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.8830, loss: 1.8830 +2025-05-06 10:22:07,702 - pyskl - INFO - Epoch [124][1600/3940] lr: 1.889e-03, eta: 12:44:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.8707, loss: 1.8707 +2025-05-06 10:22:51,189 - pyskl - INFO - Epoch [124][1700/3940] lr: 1.886e-03, eta: 12:44:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.8572, loss: 1.8572 +2025-05-06 10:23:34,722 - pyskl - INFO - Epoch [124][1800/3940] lr: 1.882e-03, eta: 12:43:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.8521, loss: 1.8521 +2025-05-06 10:24:18,275 - pyskl - INFO - Epoch [124][1900/3940] lr: 1.879e-03, eta: 12:42:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.8582, loss: 1.8582 +2025-05-06 10:25:01,804 - pyskl - INFO - Epoch [124][2000/3940] lr: 1.875e-03, eta: 12:42:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.8491, loss: 1.8491 +2025-05-06 10:25:45,246 - pyskl - INFO - Epoch [124][2100/3940] lr: 1.872e-03, eta: 12:41:16, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.9291, loss: 1.9291 +2025-05-06 10:26:28,853 - pyskl - INFO - Epoch [124][2200/3940] lr: 1.868e-03, eta: 12:40:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.9273, loss: 1.9273 +2025-05-06 10:27:12,543 - pyskl - INFO - Epoch [124][2300/3940] lr: 1.865e-03, eta: 12:39:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.8832, loss: 1.8832 +2025-05-06 10:27:56,059 - pyskl - INFO - Epoch [124][2400/3940] lr: 1.861e-03, eta: 12:39:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.8659, loss: 1.8659 +2025-05-06 10:28:39,593 - pyskl - INFO - Epoch [124][2500/3940] lr: 1.858e-03, eta: 12:38:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.9834, loss: 1.9834 +2025-05-06 10:29:23,015 - pyskl - INFO - Epoch [124][2600/3940] lr: 1.854e-03, eta: 12:37:37, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.8593, loss: 1.8593 +2025-05-06 10:30:06,778 - pyskl - INFO - Epoch [124][2700/3940] lr: 1.851e-03, eta: 12:36:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.8601, loss: 1.8601 +2025-05-06 10:30:50,478 - pyskl - INFO - Epoch [124][2800/3940] lr: 1.847e-03, eta: 12:36:10, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.8727, loss: 1.8727 +2025-05-06 10:31:33,958 - pyskl - INFO - Epoch [124][2900/3940] lr: 1.844e-03, eta: 12:35:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.8713, loss: 1.8713 +2025-05-06 10:32:17,383 - pyskl - INFO - Epoch [124][3000/3940] lr: 1.840e-03, eta: 12:34:42, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.9270, loss: 1.9270 +2025-05-06 10:33:00,765 - pyskl - INFO - Epoch [124][3100/3940] lr: 1.837e-03, eta: 12:33:58, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.9524, loss: 1.9524 +2025-05-06 10:33:44,239 - pyskl - INFO - Epoch [124][3200/3940] lr: 1.834e-03, eta: 12:33:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.9456, loss: 1.9456 +2025-05-06 10:34:27,753 - pyskl - INFO - Epoch [124][3300/3940] lr: 1.830e-03, eta: 12:32:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.9401, loss: 1.9401 +2025-05-06 10:35:11,408 - pyskl - INFO - Epoch [124][3400/3940] lr: 1.827e-03, eta: 12:31:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.9124, loss: 1.9124 +2025-05-06 10:35:54,907 - pyskl - INFO - Epoch [124][3500/3940] lr: 1.823e-03, eta: 12:31:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.9001, loss: 1.9001 +2025-05-06 10:36:38,045 - pyskl - INFO - Epoch [124][3600/3940] lr: 1.820e-03, eta: 12:30:18, time: 0.431, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 2.0058, loss: 2.0058 +2025-05-06 10:37:21,403 - pyskl - INFO - Epoch [124][3700/3940] lr: 1.816e-03, eta: 12:29:35, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.9500, loss: 1.9500 +2025-05-06 10:38:04,867 - pyskl - INFO - Epoch [124][3800/3940] lr: 1.813e-03, eta: 12:28:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.8525, loss: 1.8525 +2025-05-06 10:38:48,390 - pyskl - INFO - Epoch [124][3900/3940] lr: 1.809e-03, eta: 12:28:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.8883, loss: 1.8883 +2025-05-06 10:39:06,144 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-05-06 10:42:28,585 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 10:42:29,061 - pyskl - INFO - +top1_acc 0.8352 +top5_acc 0.9703 +2025-05-06 10:42:29,079 - pyskl - INFO - Epoch(val) [124][3183] top1_acc: 0.8352, top5_acc: 0.9703 +2025-05-06 10:43:37,911 - pyskl - INFO - Epoch [125][100/3940] lr: 1.805e-03, eta: 12:27:07, time: 0.688, data_time: 0.253, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.8572, loss: 1.8572 +2025-05-06 10:44:21,496 - pyskl - INFO - Epoch [125][200/3940] lr: 1.801e-03, eta: 12:26:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.9060, loss: 1.9060 +2025-05-06 10:45:04,943 - pyskl - INFO - Epoch [125][300/3940] lr: 1.798e-03, eta: 12:25:39, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.8962, loss: 1.8962 +2025-05-06 10:45:48,380 - pyskl - INFO - Epoch [125][400/3940] lr: 1.794e-03, eta: 12:24:56, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.8639, loss: 1.8639 +2025-05-06 10:46:31,874 - pyskl - INFO - Epoch [125][500/3940] lr: 1.791e-03, eta: 12:24:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8477, loss: 1.8477 +2025-05-06 10:47:15,073 - pyskl - INFO - Epoch [125][600/3940] lr: 1.787e-03, eta: 12:23:28, time: 0.432, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8521, loss: 1.8521 +2025-05-06 10:47:58,536 - pyskl - INFO - Epoch [125][700/3940] lr: 1.784e-03, eta: 12:22:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.8658, loss: 1.8658 +2025-05-06 10:48:42,042 - pyskl - INFO - Epoch [125][800/3940] lr: 1.781e-03, eta: 12:22:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7232, loss: 1.7232 +2025-05-06 10:49:25,625 - pyskl - INFO - Epoch [125][900/3940] lr: 1.777e-03, eta: 12:21:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8328, loss: 1.8328 +2025-05-06 10:50:09,212 - pyskl - INFO - Epoch [125][1000/3940] lr: 1.774e-03, eta: 12:20:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.8320, loss: 1.8320 +2025-05-06 10:50:52,745 - pyskl - INFO - Epoch [125][1100/3940] lr: 1.770e-03, eta: 12:19:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.8396, loss: 1.8396 +2025-05-06 10:51:36,308 - pyskl - INFO - Epoch [125][1200/3940] lr: 1.767e-03, eta: 12:19:05, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.8399, loss: 1.8399 +2025-05-06 10:52:19,895 - pyskl - INFO - Epoch [125][1300/3940] lr: 1.763e-03, eta: 12:18:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7761, loss: 1.7761 +2025-05-06 10:53:03,366 - pyskl - INFO - Epoch [125][1400/3940] lr: 1.760e-03, eta: 12:17:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.8503, loss: 1.8503 +2025-05-06 10:53:46,918 - pyskl - INFO - Epoch [125][1500/3940] lr: 1.757e-03, eta: 12:16:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7969, loss: 1.7969 +2025-05-06 10:54:30,453 - pyskl - INFO - Epoch [125][1600/3940] lr: 1.753e-03, eta: 12:16:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.7932, loss: 1.7932 +2025-05-06 10:55:13,937 - pyskl - INFO - Epoch [125][1700/3940] lr: 1.750e-03, eta: 12:15:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.8676, loss: 1.8676 +2025-05-06 10:55:57,391 - pyskl - INFO - Epoch [125][1800/3940] lr: 1.747e-03, eta: 12:14:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.8816, loss: 1.8816 +2025-05-06 10:56:40,903 - pyskl - INFO - Epoch [125][1900/3940] lr: 1.743e-03, eta: 12:13:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.8220, loss: 1.8220 +2025-05-06 10:57:24,384 - pyskl - INFO - Epoch [125][2000/3940] lr: 1.740e-03, eta: 12:13:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.8813, loss: 1.8813 +2025-05-06 10:58:07,916 - pyskl - INFO - Epoch [125][2100/3940] lr: 1.736e-03, eta: 12:12:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8302, loss: 1.8302 +2025-05-06 10:58:51,395 - pyskl - INFO - Epoch [125][2200/3940] lr: 1.733e-03, eta: 12:11:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.8890, loss: 1.8890 +2025-05-06 10:59:34,930 - pyskl - INFO - Epoch [125][2300/3940] lr: 1.730e-03, eta: 12:11:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.8591, loss: 1.8591 +2025-05-06 11:00:18,408 - pyskl - INFO - Epoch [125][2400/3940] lr: 1.726e-03, eta: 12:10:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.8196, loss: 1.8196 +2025-05-06 11:01:01,930 - pyskl - INFO - Epoch [125][2500/3940] lr: 1.723e-03, eta: 12:09:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.8637, loss: 1.8637 +2025-05-06 11:01:45,388 - pyskl - INFO - Epoch [125][2600/3940] lr: 1.720e-03, eta: 12:08:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.8541, loss: 1.8541 +2025-05-06 11:02:28,857 - pyskl - INFO - Epoch [125][2700/3940] lr: 1.716e-03, eta: 12:08:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8439, loss: 1.8439 +2025-05-06 11:03:12,360 - pyskl - INFO - Epoch [125][2800/3940] lr: 1.713e-03, eta: 12:07:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.7950, loss: 1.7950 +2025-05-06 11:03:56,048 - pyskl - INFO - Epoch [125][2900/3940] lr: 1.709e-03, eta: 12:06:39, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.8639, loss: 1.8639 +2025-05-06 11:04:39,603 - pyskl - INFO - Epoch [125][3000/3940] lr: 1.706e-03, eta: 12:05:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.9062, loss: 1.9062 +2025-05-06 11:05:23,336 - pyskl - INFO - Epoch [125][3100/3940] lr: 1.703e-03, eta: 12:05:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.8108, loss: 1.8108 +2025-05-06 11:06:06,942 - pyskl - INFO - Epoch [125][3200/3940] lr: 1.699e-03, eta: 12:04:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.8720, loss: 1.8720 +2025-05-06 11:06:50,461 - pyskl - INFO - Epoch [125][3300/3940] lr: 1.696e-03, eta: 12:03:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.8127, loss: 1.8127 +2025-05-06 11:07:33,950 - pyskl - INFO - Epoch [125][3400/3940] lr: 1.693e-03, eta: 12:03:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8288, loss: 1.8288 +2025-05-06 11:08:17,512 - pyskl - INFO - Epoch [125][3500/3940] lr: 1.689e-03, eta: 12:02:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8151, loss: 1.8151 +2025-05-06 11:09:01,086 - pyskl - INFO - Epoch [125][3600/3940] lr: 1.686e-03, eta: 12:01:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.8963, loss: 1.8963 +2025-05-06 11:09:44,933 - pyskl - INFO - Epoch [125][3700/3940] lr: 1.683e-03, eta: 12:00:48, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.8918, loss: 1.8918 +2025-05-06 11:10:28,496 - pyskl - INFO - Epoch [125][3800/3940] lr: 1.679e-03, eta: 12:00:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.8596, loss: 1.8596 +2025-05-06 11:11:12,197 - pyskl - INFO - Epoch [125][3900/3940] lr: 1.676e-03, eta: 11:59:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.8752, loss: 1.8752 +2025-05-06 11:11:30,029 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-05-06 11:14:53,859 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 11:14:54,325 - pyskl - INFO - +top1_acc 0.8420 +top5_acc 0.9724 +2025-05-06 11:14:54,375 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_123.pth was removed +2025-05-06 11:14:55,386 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2025-05-06 11:14:55,388 - pyskl - INFO - Best top1_acc is 0.8420 at 125 epoch. +2025-05-06 11:14:55,403 - pyskl - INFO - Epoch(val) [125][3183] top1_acc: 0.8420, top5_acc: 0.9724 +2025-05-06 11:16:04,078 - pyskl - INFO - Epoch [126][100/3940] lr: 1.671e-03, eta: 11:58:21, time: 0.687, data_time: 0.251, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.8094, loss: 1.8094 +2025-05-06 11:16:47,627 - pyskl - INFO - Epoch [126][200/3940] lr: 1.668e-03, eta: 11:57:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7922, loss: 1.7922 +2025-05-06 11:17:31,299 - pyskl - INFO - Epoch [126][300/3940] lr: 1.665e-03, eta: 11:56:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.8550, loss: 1.8550 +2025-05-06 11:18:14,779 - pyskl - INFO - Epoch [126][400/3940] lr: 1.661e-03, eta: 11:56:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7368, loss: 1.7368 +2025-05-06 11:18:58,299 - pyskl - INFO - Epoch [126][500/3940] lr: 1.658e-03, eta: 11:55:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.8061, loss: 1.8061 +2025-05-06 11:19:41,926 - pyskl - INFO - Epoch [126][600/3940] lr: 1.655e-03, eta: 11:54:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.8373, loss: 1.8373 +2025-05-06 11:20:25,566 - pyskl - INFO - Epoch [126][700/3940] lr: 1.652e-03, eta: 11:53:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.8304, loss: 1.8304 +2025-05-06 11:21:09,103 - pyskl - INFO - Epoch [126][800/3940] lr: 1.648e-03, eta: 11:53:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.8392, loss: 1.8392 +2025-05-06 11:21:52,606 - pyskl - INFO - Epoch [126][900/3940] lr: 1.645e-03, eta: 11:52:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7871, loss: 1.7871 +2025-05-06 11:22:36,323 - pyskl - INFO - Epoch [126][1000/3940] lr: 1.642e-03, eta: 11:51:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7995, loss: 1.7995 +2025-05-06 11:23:19,797 - pyskl - INFO - Epoch [126][1100/3940] lr: 1.638e-03, eta: 11:51:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7781, loss: 1.7781 +2025-05-06 11:24:03,260 - pyskl - INFO - Epoch [126][1200/3940] lr: 1.635e-03, eta: 11:50:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.8260, loss: 1.8260 +2025-05-06 11:24:46,697 - pyskl - INFO - Epoch [126][1300/3940] lr: 1.632e-03, eta: 11:49:35, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.8220, loss: 1.8220 +2025-05-06 11:25:30,204 - pyskl - INFO - Epoch [126][1400/3940] lr: 1.629e-03, eta: 11:48:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7931, loss: 1.7931 +2025-05-06 11:26:13,692 - pyskl - INFO - Epoch [126][1500/3940] lr: 1.625e-03, eta: 11:48:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8244, loss: 1.8244 +2025-05-06 11:26:57,258 - pyskl - INFO - Epoch [126][1600/3940] lr: 1.622e-03, eta: 11:47:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.8154, loss: 1.8154 +2025-05-06 11:27:40,792 - pyskl - INFO - Epoch [126][1700/3940] lr: 1.619e-03, eta: 11:46:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8102, loss: 1.8102 +2025-05-06 11:28:24,281 - pyskl - INFO - Epoch [126][1800/3940] lr: 1.615e-03, eta: 11:45:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.7179, loss: 1.7179 +2025-05-06 11:29:07,933 - pyskl - INFO - Epoch [126][1900/3940] lr: 1.612e-03, eta: 11:45:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.8352, loss: 1.8352 +2025-05-06 11:29:51,416 - pyskl - INFO - Epoch [126][2000/3940] lr: 1.609e-03, eta: 11:44:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.8130, loss: 1.8130 +2025-05-06 11:30:34,899 - pyskl - INFO - Epoch [126][2100/3940] lr: 1.606e-03, eta: 11:43:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.8159, loss: 1.8159 +2025-05-06 11:31:18,386 - pyskl - INFO - Epoch [126][2200/3940] lr: 1.602e-03, eta: 11:43:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.7698, loss: 1.7698 +2025-05-06 11:32:01,874 - pyskl - INFO - Epoch [126][2300/3940] lr: 1.599e-03, eta: 11:42:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.8311, loss: 1.8311 +2025-05-06 11:32:45,410 - pyskl - INFO - Epoch [126][2400/3940] lr: 1.596e-03, eta: 11:41:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.8468, loss: 1.8468 +2025-05-06 11:33:29,327 - pyskl - INFO - Epoch [126][2500/3940] lr: 1.593e-03, eta: 11:40:48, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.8534, loss: 1.8534 +2025-05-06 11:34:12,965 - pyskl - INFO - Epoch [126][2600/3940] lr: 1.589e-03, eta: 11:40:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.8328, loss: 1.8328 +2025-05-06 11:34:56,568 - pyskl - INFO - Epoch [126][2700/3940] lr: 1.586e-03, eta: 11:39:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.8342, loss: 1.8342 +2025-05-06 11:35:40,136 - pyskl - INFO - Epoch [126][2800/3940] lr: 1.583e-03, eta: 11:38:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.8423, loss: 1.8423 +2025-05-06 11:36:23,728 - pyskl - INFO - Epoch [126][2900/3940] lr: 1.580e-03, eta: 11:37:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8297, loss: 1.8297 +2025-05-06 11:37:07,252 - pyskl - INFO - Epoch [126][3000/3940] lr: 1.576e-03, eta: 11:37:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.7993, loss: 1.7993 +2025-05-06 11:37:50,787 - pyskl - INFO - Epoch [126][3100/3940] lr: 1.573e-03, eta: 11:36:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.8749, loss: 1.8749 +2025-05-06 11:38:34,575 - pyskl - INFO - Epoch [126][3200/3940] lr: 1.570e-03, eta: 11:35:41, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.8997, loss: 1.8997 +2025-05-06 11:39:18,393 - pyskl - INFO - Epoch [126][3300/3940] lr: 1.567e-03, eta: 11:34:58, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.8316, loss: 1.8316 +2025-05-06 11:40:01,983 - pyskl - INFO - Epoch [126][3400/3940] lr: 1.564e-03, eta: 11:34:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.8155, loss: 1.8155 +2025-05-06 11:40:45,615 - pyskl - INFO - Epoch [126][3500/3940] lr: 1.560e-03, eta: 11:33:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.9003, loss: 1.9003 +2025-05-06 11:41:29,328 - pyskl - INFO - Epoch [126][3600/3940] lr: 1.557e-03, eta: 11:32:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.8209, loss: 1.8209 +2025-05-06 11:42:12,953 - pyskl - INFO - Epoch [126][3700/3940] lr: 1.554e-03, eta: 11:32:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.7926, loss: 1.7926 +2025-05-06 11:42:56,733 - pyskl - INFO - Epoch [126][3800/3940] lr: 1.551e-03, eta: 11:31:19, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.7993, loss: 1.7993 +2025-05-06 11:43:40,397 - pyskl - INFO - Epoch [126][3900/3940] lr: 1.547e-03, eta: 11:30:35, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.8497, loss: 1.8497 +2025-05-06 11:43:58,110 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-05-06 11:47:21,937 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 11:47:22,434 - pyskl - INFO - +top1_acc 0.8413 +top5_acc 0.9701 +2025-05-06 11:47:22,452 - pyskl - INFO - Epoch(val) [126][3183] top1_acc: 0.8413, top5_acc: 0.9701 +2025-05-06 11:48:31,029 - pyskl - INFO - Epoch [127][100/3940] lr: 1.543e-03, eta: 11:29:35, time: 0.686, data_time: 0.243, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7724, loss: 1.7724 +2025-05-06 11:49:14,871 - pyskl - INFO - Epoch [127][200/3940] lr: 1.540e-03, eta: 11:28:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8193, loss: 1.8193 +2025-05-06 11:49:58,377 - pyskl - INFO - Epoch [127][300/3940] lr: 1.537e-03, eta: 11:28:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.8229, loss: 1.8229 +2025-05-06 11:50:41,954 - pyskl - INFO - Epoch [127][400/3940] lr: 1.533e-03, eta: 11:27:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7716, loss: 1.7716 +2025-05-06 11:51:25,515 - pyskl - INFO - Epoch [127][500/3940] lr: 1.530e-03, eta: 11:26:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.8102, loss: 1.8102 +2025-05-06 11:52:09,142 - pyskl - INFO - Epoch [127][600/3940] lr: 1.527e-03, eta: 11:25:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.7460, loss: 1.7460 +2025-05-06 11:52:52,687 - pyskl - INFO - Epoch [127][700/3940] lr: 1.524e-03, eta: 11:25:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.8343, loss: 1.8343 +2025-05-06 11:53:36,195 - pyskl - INFO - Epoch [127][800/3940] lr: 1.521e-03, eta: 11:24:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.7655, loss: 1.7655 +2025-05-06 11:54:19,748 - pyskl - INFO - Epoch [127][900/3940] lr: 1.518e-03, eta: 11:23:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.7763, loss: 1.7763 +2025-05-06 11:55:03,308 - pyskl - INFO - Epoch [127][1000/3940] lr: 1.514e-03, eta: 11:23:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7902, loss: 1.7902 +2025-05-06 11:55:47,008 - pyskl - INFO - Epoch [127][1100/3940] lr: 1.511e-03, eta: 11:22:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.7689, loss: 1.7689 +2025-05-06 11:56:30,716 - pyskl - INFO - Epoch [127][1200/3940] lr: 1.508e-03, eta: 11:21:33, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8193, loss: 1.8193 +2025-05-06 11:57:14,365 - pyskl - INFO - Epoch [127][1300/3940] lr: 1.505e-03, eta: 11:20:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7645, loss: 1.7645 +2025-05-06 11:57:58,018 - pyskl - INFO - Epoch [127][1400/3940] lr: 1.502e-03, eta: 11:20:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7268, loss: 1.7268 +2025-05-06 11:58:41,787 - pyskl - INFO - Epoch [127][1500/3940] lr: 1.499e-03, eta: 11:19:21, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.7959, loss: 1.7959 +2025-05-06 11:59:25,298 - pyskl - INFO - Epoch [127][1600/3940] lr: 1.495e-03, eta: 11:18:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7290, loss: 1.7290 +2025-05-06 12:00:08,745 - pyskl - INFO - Epoch [127][1700/3940] lr: 1.492e-03, eta: 11:17:53, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7536, loss: 1.7536 +2025-05-06 12:00:52,240 - pyskl - INFO - Epoch [127][1800/3940] lr: 1.489e-03, eta: 11:17:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7258, loss: 1.7258 +2025-05-06 12:01:35,708 - pyskl - INFO - Epoch [127][1900/3940] lr: 1.486e-03, eta: 11:16:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8482, loss: 1.8482 +2025-05-06 12:02:19,172 - pyskl - INFO - Epoch [127][2000/3940] lr: 1.483e-03, eta: 11:15:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7522, loss: 1.7522 +2025-05-06 12:03:02,703 - pyskl - INFO - Epoch [127][2100/3940] lr: 1.480e-03, eta: 11:14:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7896, loss: 1.7896 +2025-05-06 12:03:46,165 - pyskl - INFO - Epoch [127][2200/3940] lr: 1.477e-03, eta: 11:14:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7857, loss: 1.7857 +2025-05-06 12:04:29,596 - pyskl - INFO - Epoch [127][2300/3940] lr: 1.473e-03, eta: 11:13:30, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.8517, loss: 1.8517 +2025-05-06 12:05:13,108 - pyskl - INFO - Epoch [127][2400/3940] lr: 1.470e-03, eta: 11:12:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.8543, loss: 1.8543 +2025-05-06 12:05:56,603 - pyskl - INFO - Epoch [127][2500/3940] lr: 1.467e-03, eta: 11:12:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.8747, loss: 1.8747 +2025-05-06 12:06:40,118 - pyskl - INFO - Epoch [127][2600/3940] lr: 1.464e-03, eta: 11:11:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7695, loss: 1.7695 +2025-05-06 12:07:23,641 - pyskl - INFO - Epoch [127][2700/3940] lr: 1.461e-03, eta: 11:10:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7568, loss: 1.7568 +2025-05-06 12:08:07,316 - pyskl - INFO - Epoch [127][2800/3940] lr: 1.458e-03, eta: 11:09:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.8091, loss: 1.8091 +2025-05-06 12:08:51,074 - pyskl - INFO - Epoch [127][2900/3940] lr: 1.455e-03, eta: 11:09:07, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7887, loss: 1.7887 +2025-05-06 12:09:34,890 - pyskl - INFO - Epoch [127][3000/3940] lr: 1.452e-03, eta: 11:08:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.8293, loss: 1.8293 +2025-05-06 12:10:18,459 - pyskl - INFO - Epoch [127][3100/3940] lr: 1.448e-03, eta: 11:07:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.8004, loss: 1.8004 +2025-05-06 12:11:02,011 - pyskl - INFO - Epoch [127][3200/3940] lr: 1.445e-03, eta: 11:06:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.7729, loss: 1.7729 +2025-05-06 12:11:45,599 - pyskl - INFO - Epoch [127][3300/3940] lr: 1.442e-03, eta: 11:06:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7233, loss: 1.7233 +2025-05-06 12:12:29,322 - pyskl - INFO - Epoch [127][3400/3940] lr: 1.439e-03, eta: 11:05:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.8224, loss: 1.8224 +2025-05-06 12:13:13,072 - pyskl - INFO - Epoch [127][3500/3940] lr: 1.436e-03, eta: 11:04:44, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.8634, loss: 1.8634 +2025-05-06 12:13:56,676 - pyskl - INFO - Epoch [127][3600/3940] lr: 1.433e-03, eta: 11:04:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7836, loss: 1.7836 +2025-05-06 12:14:40,254 - pyskl - INFO - Epoch [127][3700/3940] lr: 1.430e-03, eta: 11:03:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7382, loss: 1.7382 +2025-05-06 12:15:23,792 - pyskl - INFO - Epoch [127][3800/3940] lr: 1.427e-03, eta: 11:02:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7352, loss: 1.7352 +2025-05-06 12:16:07,319 - pyskl - INFO - Epoch [127][3900/3940] lr: 1.424e-03, eta: 11:01:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7880, loss: 1.7880 +2025-05-06 12:16:25,043 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-05-06 12:19:49,087 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 12:19:49,553 - pyskl - INFO - +top1_acc 0.8371 +top5_acc 0.9690 +2025-05-06 12:19:49,569 - pyskl - INFO - Epoch(val) [127][3183] top1_acc: 0.8371, top5_acc: 0.9690 +2025-05-06 12:20:57,896 - pyskl - INFO - Epoch [128][100/3940] lr: 1.419e-03, eta: 11:00:49, time: 0.683, data_time: 0.248, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.7722, loss: 1.7722 +2025-05-06 12:21:41,304 - pyskl - INFO - Epoch [128][200/3940] lr: 1.416e-03, eta: 11:00:05, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7426, loss: 1.7426 +2025-05-06 12:22:24,764 - pyskl - INFO - Epoch [128][300/3940] lr: 1.413e-03, eta: 10:59:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7704, loss: 1.7704 +2025-05-06 12:23:08,249 - pyskl - INFO - Epoch [128][400/3940] lr: 1.410e-03, eta: 10:58:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7235, loss: 1.7235 +2025-05-06 12:23:51,733 - pyskl - INFO - Epoch [128][500/3940] lr: 1.407e-03, eta: 10:57:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.7462, loss: 1.7462 +2025-05-06 12:24:35,208 - pyskl - INFO - Epoch [128][600/3940] lr: 1.404e-03, eta: 10:57:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6834, loss: 1.6834 +2025-05-06 12:25:18,767 - pyskl - INFO - Epoch [128][700/3940] lr: 1.401e-03, eta: 10:56:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.7171, loss: 1.7171 +2025-05-06 12:26:02,302 - pyskl - INFO - Epoch [128][800/3940] lr: 1.398e-03, eta: 10:55:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6708, loss: 1.6708 +2025-05-06 12:26:45,837 - pyskl - INFO - Epoch [128][900/3940] lr: 1.395e-03, eta: 10:54:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7460, loss: 1.7460 +2025-05-06 12:27:29,400 - pyskl - INFO - Epoch [128][1000/3940] lr: 1.392e-03, eta: 10:54:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.7605, loss: 1.7605 +2025-05-06 12:28:13,084 - pyskl - INFO - Epoch [128][1100/3940] lr: 1.389e-03, eta: 10:53:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7700, loss: 1.7700 +2025-05-06 12:28:56,615 - pyskl - INFO - Epoch [128][1200/3940] lr: 1.386e-03, eta: 10:52:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.8147, loss: 1.8147 +2025-05-06 12:29:40,024 - pyskl - INFO - Epoch [128][1300/3940] lr: 1.383e-03, eta: 10:52:02, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6873, loss: 1.6873 +2025-05-06 12:30:23,524 - pyskl - INFO - Epoch [128][1400/3940] lr: 1.380e-03, eta: 10:51:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6280, loss: 1.6280 +2025-05-06 12:31:06,951 - pyskl - INFO - Epoch [128][1500/3940] lr: 1.377e-03, eta: 10:50:35, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7361, loss: 1.7361 +2025-05-06 12:31:50,432 - pyskl - INFO - Epoch [128][1600/3940] lr: 1.374e-03, eta: 10:49:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7079, loss: 1.7079 +2025-05-06 12:32:33,897 - pyskl - INFO - Epoch [128][1700/3940] lr: 1.371e-03, eta: 10:49:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7978, loss: 1.7978 +2025-05-06 12:33:17,194 - pyskl - INFO - Epoch [128][1800/3940] lr: 1.368e-03, eta: 10:48:23, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6890, loss: 1.6890 +2025-05-06 12:34:00,734 - pyskl - INFO - Epoch [128][1900/3940] lr: 1.365e-03, eta: 10:47:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.6895, loss: 1.6895 +2025-05-06 12:34:44,198 - pyskl - INFO - Epoch [128][2000/3940] lr: 1.362e-03, eta: 10:46:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7401, loss: 1.7401 +2025-05-06 12:35:27,612 - pyskl - INFO - Epoch [128][2100/3940] lr: 1.359e-03, eta: 10:46:12, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7529, loss: 1.7529 +2025-05-06 12:36:11,121 - pyskl - INFO - Epoch [128][2200/3940] lr: 1.356e-03, eta: 10:45:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8177, loss: 1.8177 +2025-05-06 12:36:54,587 - pyskl - INFO - Epoch [128][2300/3940] lr: 1.353e-03, eta: 10:44:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7831, loss: 1.7831 +2025-05-06 12:37:38,204 - pyskl - INFO - Epoch [128][2400/3940] lr: 1.350e-03, eta: 10:44:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7487, loss: 1.7487 +2025-05-06 12:38:21,915 - pyskl - INFO - Epoch [128][2500/3940] lr: 1.347e-03, eta: 10:43:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.6945, loss: 1.6945 +2025-05-06 12:39:05,521 - pyskl - INFO - Epoch [128][2600/3940] lr: 1.344e-03, eta: 10:42:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.7368, loss: 1.7368 +2025-05-06 12:39:49,191 - pyskl - INFO - Epoch [128][2700/3940] lr: 1.341e-03, eta: 10:41:49, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8253, loss: 1.8253 +2025-05-06 12:40:32,863 - pyskl - INFO - Epoch [128][2800/3940] lr: 1.338e-03, eta: 10:41:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7407, loss: 1.7407 +2025-05-06 12:41:16,433 - pyskl - INFO - Epoch [128][2900/3940] lr: 1.335e-03, eta: 10:40:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.7680, loss: 1.7680 +2025-05-06 12:42:00,196 - pyskl - INFO - Epoch [128][3000/3940] lr: 1.332e-03, eta: 10:39:37, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7811, loss: 1.7811 +2025-05-06 12:42:43,975 - pyskl - INFO - Epoch [128][3100/3940] lr: 1.329e-03, eta: 10:38:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.7461, loss: 1.7461 +2025-05-06 12:43:27,566 - pyskl - INFO - Epoch [128][3200/3940] lr: 1.326e-03, eta: 10:38:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7257, loss: 1.7257 +2025-05-06 12:44:11,148 - pyskl - INFO - Epoch [128][3300/3940] lr: 1.323e-03, eta: 10:37:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7692, loss: 1.7692 +2025-05-06 12:44:54,663 - pyskl - INFO - Epoch [128][3400/3940] lr: 1.320e-03, eta: 10:36:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7492, loss: 1.7492 +2025-05-06 12:45:38,141 - pyskl - INFO - Epoch [128][3500/3940] lr: 1.317e-03, eta: 10:35:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7453, loss: 1.7453 +2025-05-06 12:46:21,570 - pyskl - INFO - Epoch [128][3600/3940] lr: 1.314e-03, eta: 10:35:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7209, loss: 1.7209 +2025-05-06 12:47:05,039 - pyskl - INFO - Epoch [128][3700/3940] lr: 1.311e-03, eta: 10:34:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.7022, loss: 1.7022 +2025-05-06 12:47:48,469 - pyskl - INFO - Epoch [128][3800/3940] lr: 1.308e-03, eta: 10:33:46, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7200, loss: 1.7200 +2025-05-06 12:48:31,966 - pyskl - INFO - Epoch [128][3900/3940] lr: 1.305e-03, eta: 10:33:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7483, loss: 1.7483 +2025-05-06 12:48:49,813 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-05-06 12:52:11,950 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 12:52:12,461 - pyskl - INFO - +top1_acc 0.8226 +top5_acc 0.9661 +2025-05-06 12:52:12,478 - pyskl - INFO - Epoch(val) [128][3183] top1_acc: 0.8226, top5_acc: 0.9661 +2025-05-06 12:53:21,095 - pyskl - INFO - Epoch [129][100/3940] lr: 1.301e-03, eta: 10:32:02, time: 0.686, data_time: 0.249, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7454, loss: 1.7454 +2025-05-06 12:54:04,507 - pyskl - INFO - Epoch [129][200/3940] lr: 1.298e-03, eta: 10:31:19, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6630, loss: 1.6630 +2025-05-06 12:54:47,975 - pyskl - INFO - Epoch [129][300/3940] lr: 1.295e-03, eta: 10:30:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6606, loss: 1.6606 +2025-05-06 12:55:31,573 - pyskl - INFO - Epoch [129][400/3940] lr: 1.292e-03, eta: 10:29:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7282, loss: 1.7282 +2025-05-06 12:56:15,224 - pyskl - INFO - Epoch [129][500/3940] lr: 1.289e-03, eta: 10:29:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7024, loss: 1.7024 +2025-05-06 12:56:58,703 - pyskl - INFO - Epoch [129][600/3940] lr: 1.286e-03, eta: 10:28:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7327, loss: 1.7327 +2025-05-06 12:57:42,204 - pyskl - INFO - Epoch [129][700/3940] lr: 1.283e-03, eta: 10:27:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.7461, loss: 1.7461 +2025-05-06 12:58:25,679 - pyskl - INFO - Epoch [129][800/3940] lr: 1.280e-03, eta: 10:26:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7137, loss: 1.7137 +2025-05-06 12:59:09,094 - pyskl - INFO - Epoch [129][900/3940] lr: 1.277e-03, eta: 10:26:12, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6059, loss: 1.6059 +2025-05-06 12:59:52,502 - pyskl - INFO - Epoch [129][1000/3940] lr: 1.274e-03, eta: 10:25:28, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.7529, loss: 1.7529 +2025-05-06 13:00:35,919 - pyskl - INFO - Epoch [129][1100/3940] lr: 1.271e-03, eta: 10:24:44, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7154, loss: 1.7154 +2025-05-06 13:01:19,296 - pyskl - INFO - Epoch [129][1200/3940] lr: 1.268e-03, eta: 10:24:00, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7277, loss: 1.7277 +2025-05-06 13:02:02,687 - pyskl - INFO - Epoch [129][1300/3940] lr: 1.265e-03, eta: 10:23:16, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7555, loss: 1.7555 +2025-05-06 13:02:46,150 - pyskl - INFO - Epoch [129][1400/3940] lr: 1.263e-03, eta: 10:22:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7372, loss: 1.7372 +2025-05-06 13:03:29,616 - pyskl - INFO - Epoch [129][1500/3940] lr: 1.260e-03, eta: 10:21:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7200, loss: 1.7200 +2025-05-06 13:04:13,091 - pyskl - INFO - Epoch [129][1600/3940] lr: 1.257e-03, eta: 10:21:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.6842, loss: 1.6842 +2025-05-06 13:04:56,564 - pyskl - INFO - Epoch [129][1700/3940] lr: 1.254e-03, eta: 10:20:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7684, loss: 1.7684 +2025-05-06 13:05:40,134 - pyskl - INFO - Epoch [129][1800/3940] lr: 1.251e-03, eta: 10:19:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7145, loss: 1.7145 +2025-05-06 13:06:23,624 - pyskl - INFO - Epoch [129][1900/3940] lr: 1.248e-03, eta: 10:18:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7112, loss: 1.7112 +2025-05-06 13:07:07,200 - pyskl - INFO - Epoch [129][2000/3940] lr: 1.245e-03, eta: 10:18:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7010, loss: 1.7010 +2025-05-06 13:07:50,882 - pyskl - INFO - Epoch [129][2100/3940] lr: 1.242e-03, eta: 10:17:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6686, loss: 1.6686 +2025-05-06 13:08:34,619 - pyskl - INFO - Epoch [129][2200/3940] lr: 1.239e-03, eta: 10:16:42, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6989, loss: 1.6989 +2025-05-06 13:09:18,112 - pyskl - INFO - Epoch [129][2300/3940] lr: 1.237e-03, eta: 10:15:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6897, loss: 1.6897 +2025-05-06 13:10:01,521 - pyskl - INFO - Epoch [129][2400/3940] lr: 1.234e-03, eta: 10:15:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7500, loss: 1.7500 +2025-05-06 13:10:45,021 - pyskl - INFO - Epoch [129][2500/3940] lr: 1.231e-03, eta: 10:14:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7533, loss: 1.7533 +2025-05-06 13:11:28,832 - pyskl - INFO - Epoch [129][2600/3940] lr: 1.228e-03, eta: 10:13:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.7459, loss: 1.7459 +2025-05-06 13:12:12,285 - pyskl - INFO - Epoch [129][2700/3940] lr: 1.225e-03, eta: 10:13:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.8009, loss: 1.8009 +2025-05-06 13:12:55,716 - pyskl - INFO - Epoch [129][2800/3940] lr: 1.222e-03, eta: 10:12:18, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7459, loss: 1.7459 +2025-05-06 13:13:39,139 - pyskl - INFO - Epoch [129][2900/3940] lr: 1.219e-03, eta: 10:11:35, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6823, loss: 1.6823 +2025-05-06 13:14:22,527 - pyskl - INFO - Epoch [129][3000/3940] lr: 1.216e-03, eta: 10:10:51, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7634, loss: 1.7634 +2025-05-06 13:15:05,968 - pyskl - INFO - Epoch [129][3100/3940] lr: 1.214e-03, eta: 10:10:07, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6787, loss: 1.6787 +2025-05-06 13:15:49,433 - pyskl - INFO - Epoch [129][3200/3940] lr: 1.211e-03, eta: 10:09:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7074, loss: 1.7074 +2025-05-06 13:16:32,884 - pyskl - INFO - Epoch [129][3300/3940] lr: 1.208e-03, eta: 10:08:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6611, loss: 1.6611 +2025-05-06 13:17:16,294 - pyskl - INFO - Epoch [129][3400/3940] lr: 1.205e-03, eta: 10:07:55, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6764, loss: 1.6764 +2025-05-06 13:17:59,730 - pyskl - INFO - Epoch [129][3500/3940] lr: 1.202e-03, eta: 10:07:11, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6785, loss: 1.6785 +2025-05-06 13:18:43,160 - pyskl - INFO - Epoch [129][3600/3940] lr: 1.199e-03, eta: 10:06:28, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6559, loss: 1.6559 +2025-05-06 13:19:26,531 - pyskl - INFO - Epoch [129][3700/3940] lr: 1.196e-03, eta: 10:05:44, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6922, loss: 1.6922 +2025-05-06 13:20:09,892 - pyskl - INFO - Epoch [129][3800/3940] lr: 1.194e-03, eta: 10:05:00, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6963, loss: 1.6963 +2025-05-06 13:20:53,340 - pyskl - INFO - Epoch [129][3900/3940] lr: 1.191e-03, eta: 10:04:16, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6917, loss: 1.6917 +2025-05-06 13:21:11,090 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-05-06 13:24:33,908 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 13:24:34,375 - pyskl - INFO - +top1_acc 0.8462 +top5_acc 0.9712 +2025-05-06 13:24:34,426 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_125.pth was removed +2025-05-06 13:24:35,448 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2025-05-06 13:24:35,451 - pyskl - INFO - Best top1_acc is 0.8462 at 129 epoch. +2025-05-06 13:24:35,468 - pyskl - INFO - Epoch(val) [129][3183] top1_acc: 0.8462, top5_acc: 0.9712 +2025-05-06 13:25:43,588 - pyskl - INFO - Epoch [130][100/3940] lr: 1.187e-03, eta: 10:03:16, time: 0.681, data_time: 0.246, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6997, loss: 1.6997 +2025-05-06 13:26:27,052 - pyskl - INFO - Epoch [130][200/3940] lr: 1.184e-03, eta: 10:02:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6012, loss: 1.6012 +2025-05-06 13:27:10,559 - pyskl - INFO - Epoch [130][300/3940] lr: 1.181e-03, eta: 10:01:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6580, loss: 1.6580 +2025-05-06 13:27:54,072 - pyskl - INFO - Epoch [130][400/3940] lr: 1.178e-03, eta: 10:01:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6742, loss: 1.6742 +2025-05-06 13:28:37,471 - pyskl - INFO - Epoch [130][500/3940] lr: 1.176e-03, eta: 10:00:20, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6849, loss: 1.6849 +2025-05-06 13:29:20,863 - pyskl - INFO - Epoch [130][600/3940] lr: 1.173e-03, eta: 9:59:36, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6672, loss: 1.6672 +2025-05-06 13:30:04,288 - pyskl - INFO - Epoch [130][700/3940] lr: 1.170e-03, eta: 9:58:53, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6499, loss: 1.6499 +2025-05-06 13:30:47,703 - pyskl - INFO - Epoch [130][800/3940] lr: 1.167e-03, eta: 9:58:09, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6960, loss: 1.6960 +2025-05-06 13:31:31,395 - pyskl - INFO - Epoch [130][900/3940] lr: 1.164e-03, eta: 9:57:25, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7481, loss: 1.7481 +2025-05-06 13:32:14,894 - pyskl - INFO - Epoch [130][1000/3940] lr: 1.162e-03, eta: 9:56:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6803, loss: 1.6803 +2025-05-06 13:32:58,364 - pyskl - INFO - Epoch [130][1100/3940] lr: 1.159e-03, eta: 9:55:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6843, loss: 1.6843 +2025-05-06 13:33:41,932 - pyskl - INFO - Epoch [130][1200/3940] lr: 1.156e-03, eta: 9:55:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7020, loss: 1.7020 +2025-05-06 13:34:25,537 - pyskl - INFO - Epoch [130][1300/3940] lr: 1.153e-03, eta: 9:54:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7227, loss: 1.7227 +2025-05-06 13:35:09,116 - pyskl - INFO - Epoch [130][1400/3940] lr: 1.150e-03, eta: 9:53:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7255, loss: 1.7255 +2025-05-06 13:35:52,804 - pyskl - INFO - Epoch [130][1500/3940] lr: 1.148e-03, eta: 9:53:02, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.7347, loss: 1.7347 +2025-05-06 13:36:36,398 - pyskl - INFO - Epoch [130][1600/3940] lr: 1.145e-03, eta: 9:52:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7562, loss: 1.7562 +2025-05-06 13:37:20,017 - pyskl - INFO - Epoch [130][1700/3940] lr: 1.142e-03, eta: 9:51:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6692, loss: 1.6692 +2025-05-06 13:38:03,545 - pyskl - INFO - Epoch [130][1800/3940] lr: 1.139e-03, eta: 9:50:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7030, loss: 1.7030 +2025-05-06 13:38:47,073 - pyskl - INFO - Epoch [130][1900/3940] lr: 1.137e-03, eta: 9:50:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.6009, loss: 1.6009 +2025-05-06 13:39:30,527 - pyskl - INFO - Epoch [130][2000/3940] lr: 1.134e-03, eta: 9:49:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6660, loss: 1.6660 +2025-05-06 13:40:14,142 - pyskl - INFO - Epoch [130][2100/3940] lr: 1.131e-03, eta: 9:48:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7187, loss: 1.7187 +2025-05-06 13:40:57,553 - pyskl - INFO - Epoch [130][2200/3940] lr: 1.128e-03, eta: 9:47:55, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7360, loss: 1.7360 +2025-05-06 13:41:40,951 - pyskl - INFO - Epoch [130][2300/3940] lr: 1.125e-03, eta: 9:47:11, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6718, loss: 1.6718 +2025-05-06 13:42:24,447 - pyskl - INFO - Epoch [130][2400/3940] lr: 1.123e-03, eta: 9:46:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6440, loss: 1.6440 +2025-05-06 13:43:07,858 - pyskl - INFO - Epoch [130][2500/3940] lr: 1.120e-03, eta: 9:45:43, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6789, loss: 1.6789 +2025-05-06 13:43:51,373 - pyskl - INFO - Epoch [130][2600/3940] lr: 1.117e-03, eta: 9:45:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6534, loss: 1.6534 +2025-05-06 13:44:34,760 - pyskl - INFO - Epoch [130][2700/3940] lr: 1.114e-03, eta: 9:44:16, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6878, loss: 1.6878 +2025-05-06 13:45:18,169 - pyskl - INFO - Epoch [130][2800/3940] lr: 1.112e-03, eta: 9:43:32, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6612, loss: 1.6612 +2025-05-06 13:46:01,631 - pyskl - INFO - Epoch [130][2900/3940] lr: 1.109e-03, eta: 9:42:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7025, loss: 1.7025 +2025-05-06 13:46:45,101 - pyskl - INFO - Epoch [130][3000/3940] lr: 1.106e-03, eta: 9:42:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6336, loss: 1.6336 +2025-05-06 13:47:28,679 - pyskl - INFO - Epoch [130][3100/3940] lr: 1.104e-03, eta: 9:41:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7339, loss: 1.7339 +2025-05-06 13:48:12,155 - pyskl - INFO - Epoch [130][3200/3940] lr: 1.101e-03, eta: 9:40:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6938, loss: 1.6938 +2025-05-06 13:48:55,669 - pyskl - INFO - Epoch [130][3300/3940] lr: 1.098e-03, eta: 9:39:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7534, loss: 1.7534 +2025-05-06 13:49:39,129 - pyskl - INFO - Epoch [130][3400/3940] lr: 1.095e-03, eta: 9:39:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6716, loss: 1.6716 +2025-05-06 13:50:22,586 - pyskl - INFO - Epoch [130][3500/3940] lr: 1.093e-03, eta: 9:38:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7182, loss: 1.7182 +2025-05-06 13:51:06,027 - pyskl - INFO - Epoch [130][3600/3940] lr: 1.090e-03, eta: 9:37:41, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7375, loss: 1.7375 +2025-05-06 13:51:49,404 - pyskl - INFO - Epoch [130][3700/3940] lr: 1.087e-03, eta: 9:36:57, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6215, loss: 1.6215 +2025-05-06 13:52:32,808 - pyskl - INFO - Epoch [130][3800/3940] lr: 1.084e-03, eta: 9:36:13, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.6974, loss: 1.6974 +2025-05-06 13:53:16,261 - pyskl - INFO - Epoch [130][3900/3940] lr: 1.082e-03, eta: 9:35:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.7373, loss: 1.7373 +2025-05-06 13:53:33,979 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-05-06 13:56:56,779 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 13:56:57,249 - pyskl - INFO - +top1_acc 0.8488 +top5_acc 0.9716 +2025-05-06 13:56:57,302 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_129.pth was removed +2025-05-06 13:56:58,330 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2025-05-06 13:56:58,332 - pyskl - INFO - Best top1_acc is 0.8488 at 130 epoch. +2025-05-06 13:56:58,349 - pyskl - INFO - Epoch(val) [130][3183] top1_acc: 0.8488, top5_acc: 0.9716 +2025-05-06 13:58:05,970 - pyskl - INFO - Epoch [131][100/3940] lr: 1.078e-03, eta: 9:34:29, time: 0.676, data_time: 0.243, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.6483, loss: 1.6483 +2025-05-06 13:58:49,413 - pyskl - INFO - Epoch [131][200/3940] lr: 1.075e-03, eta: 9:33:45, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6416, loss: 1.6416 +2025-05-06 13:59:32,934 - pyskl - INFO - Epoch [131][300/3940] lr: 1.073e-03, eta: 9:33:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6704, loss: 1.6704 +2025-05-06 14:00:16,425 - pyskl - INFO - Epoch [131][400/3940] lr: 1.070e-03, eta: 9:32:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6650, loss: 1.6650 +2025-05-06 14:00:59,908 - pyskl - INFO - Epoch [131][500/3940] lr: 1.067e-03, eta: 9:31:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6358, loss: 1.6358 +2025-05-06 14:01:43,445 - pyskl - INFO - Epoch [131][600/3940] lr: 1.065e-03, eta: 9:30:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6852, loss: 1.6852 +2025-05-06 14:02:27,033 - pyskl - INFO - Epoch [131][700/3940] lr: 1.062e-03, eta: 9:30:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6996, loss: 1.6996 +2025-05-06 14:03:10,534 - pyskl - INFO - Epoch [131][800/3940] lr: 1.059e-03, eta: 9:29:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6577, loss: 1.6577 +2025-05-06 14:03:54,072 - pyskl - INFO - Epoch [131][900/3940] lr: 1.057e-03, eta: 9:28:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.7121, loss: 1.7121 +2025-05-06 14:04:37,582 - pyskl - INFO - Epoch [131][1000/3940] lr: 1.054e-03, eta: 9:27:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.7028, loss: 1.7028 +2025-05-06 14:05:21,175 - pyskl - INFO - Epoch [131][1100/3940] lr: 1.051e-03, eta: 9:27:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5683, loss: 1.5683 +2025-05-06 14:06:04,809 - pyskl - INFO - Epoch [131][1200/3940] lr: 1.049e-03, eta: 9:26:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6581, loss: 1.6581 +2025-05-06 14:06:48,414 - pyskl - INFO - Epoch [131][1300/3940] lr: 1.046e-03, eta: 9:25:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6121, loss: 1.6121 +2025-05-06 14:07:32,132 - pyskl - INFO - Epoch [131][1400/3940] lr: 1.043e-03, eta: 9:24:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6624, loss: 1.6624 +2025-05-06 14:08:15,842 - pyskl - INFO - Epoch [131][1500/3940] lr: 1.041e-03, eta: 9:24:16, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6497, loss: 1.6497 +2025-05-06 14:08:59,520 - pyskl - INFO - Epoch [131][1600/3940] lr: 1.038e-03, eta: 9:23:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6450, loss: 1.6450 +2025-05-06 14:09:43,238 - pyskl - INFO - Epoch [131][1700/3940] lr: 1.035e-03, eta: 9:22:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6711, loss: 1.6711 +2025-05-06 14:10:26,847 - pyskl - INFO - Epoch [131][1800/3940] lr: 1.033e-03, eta: 9:22:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6449, loss: 1.6449 +2025-05-06 14:11:10,433 - pyskl - INFO - Epoch [131][1900/3940] lr: 1.030e-03, eta: 9:21:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6571, loss: 1.6571 +2025-05-06 14:11:54,050 - pyskl - INFO - Epoch [131][2000/3940] lr: 1.027e-03, eta: 9:20:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6124, loss: 1.6124 +2025-05-06 14:12:37,589 - pyskl - INFO - Epoch [131][2100/3940] lr: 1.025e-03, eta: 9:19:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6979, loss: 1.6979 +2025-05-06 14:13:21,247 - pyskl - INFO - Epoch [131][2200/3940] lr: 1.022e-03, eta: 9:19:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6042, loss: 1.6042 +2025-05-06 14:14:04,794 - pyskl - INFO - Epoch [131][2300/3940] lr: 1.019e-03, eta: 9:18:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6189, loss: 1.6189 +2025-05-06 14:14:48,286 - pyskl - INFO - Epoch [131][2400/3940] lr: 1.017e-03, eta: 9:17:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6518, loss: 1.6518 +2025-05-06 14:15:31,870 - pyskl - INFO - Epoch [131][2500/3940] lr: 1.014e-03, eta: 9:16:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6193, loss: 1.6193 +2025-05-06 14:16:15,321 - pyskl - INFO - Epoch [131][2600/3940] lr: 1.012e-03, eta: 9:16:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6566, loss: 1.6566 +2025-05-06 14:16:58,897 - pyskl - INFO - Epoch [131][2700/3940] lr: 1.009e-03, eta: 9:15:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6199, loss: 1.6199 +2025-05-06 14:17:42,609 - pyskl - INFO - Epoch [131][2800/3940] lr: 1.006e-03, eta: 9:14:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6567, loss: 1.6567 +2025-05-06 14:18:26,141 - pyskl - INFO - Epoch [131][2900/3940] lr: 1.004e-03, eta: 9:14:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6737, loss: 1.6737 +2025-05-06 14:19:09,678 - pyskl - INFO - Epoch [131][3000/3940] lr: 1.001e-03, eta: 9:13:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6702, loss: 1.6702 +2025-05-06 14:19:53,169 - pyskl - INFO - Epoch [131][3100/3940] lr: 9.985e-04, eta: 9:12:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6969, loss: 1.6969 +2025-05-06 14:20:36,837 - pyskl - INFO - Epoch [131][3200/3940] lr: 9.959e-04, eta: 9:11:50, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6116, loss: 1.6116 +2025-05-06 14:21:20,582 - pyskl - INFO - Epoch [131][3300/3940] lr: 9.933e-04, eta: 9:11:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7337, loss: 1.7337 +2025-05-06 14:22:04,214 - pyskl - INFO - Epoch [131][3400/3940] lr: 9.907e-04, eta: 9:10:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.6650, loss: 1.6650 +2025-05-06 14:22:47,771 - pyskl - INFO - Epoch [131][3500/3940] lr: 9.881e-04, eta: 9:09:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.7052, loss: 1.7052 +2025-05-06 14:23:31,568 - pyskl - INFO - Epoch [131][3600/3940] lr: 9.855e-04, eta: 9:08:55, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6765, loss: 1.6765 +2025-05-06 14:24:15,140 - pyskl - INFO - Epoch [131][3700/3940] lr: 9.829e-04, eta: 9:08:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7090, loss: 1.7090 +2025-05-06 14:24:58,718 - pyskl - INFO - Epoch [131][3800/3940] lr: 9.803e-04, eta: 9:07:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.6804, loss: 1.6804 +2025-05-06 14:25:42,275 - pyskl - INFO - Epoch [131][3900/3940] lr: 9.778e-04, eta: 9:06:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6375, loss: 1.6375 +2025-05-06 14:26:00,183 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-05-06 14:29:24,872 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 14:29:25,405 - pyskl - INFO - +top1_acc 0.8465 +top5_acc 0.9707 +2025-05-06 14:29:25,424 - pyskl - INFO - Epoch(val) [131][3183] top1_acc: 0.8465, top5_acc: 0.9707 +2025-05-06 14:30:33,005 - pyskl - INFO - Epoch [132][100/3940] lr: 9.742e-04, eta: 9:05:43, time: 0.676, data_time: 0.241, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6727, loss: 1.6727 +2025-05-06 14:31:16,638 - pyskl - INFO - Epoch [132][200/3940] lr: 9.716e-04, eta: 9:04:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5914, loss: 1.5914 +2025-05-06 14:32:00,392 - pyskl - INFO - Epoch [132][300/3940] lr: 9.690e-04, eta: 9:04:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5927, loss: 1.5927 +2025-05-06 14:32:43,942 - pyskl - INFO - Epoch [132][400/3940] lr: 9.665e-04, eta: 9:03:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6055, loss: 1.6055 +2025-05-06 14:33:27,564 - pyskl - INFO - Epoch [132][500/3940] lr: 9.639e-04, eta: 9:02:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.6182, loss: 1.6182 +2025-05-06 14:34:11,167 - pyskl - INFO - Epoch [132][600/3940] lr: 9.613e-04, eta: 9:02:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6121, loss: 1.6121 +2025-05-06 14:34:54,779 - pyskl - INFO - Epoch [132][700/3940] lr: 9.588e-04, eta: 9:01:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5601, loss: 1.5601 +2025-05-06 14:35:38,266 - pyskl - INFO - Epoch [132][800/3940] lr: 9.562e-04, eta: 9:00:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5969, loss: 1.5969 +2025-05-06 14:36:21,901 - pyskl - INFO - Epoch [132][900/3940] lr: 9.537e-04, eta: 8:59:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6131, loss: 1.6131 +2025-05-06 14:37:05,465 - pyskl - INFO - Epoch [132][1000/3940] lr: 9.511e-04, eta: 8:59:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5791, loss: 1.5791 +2025-05-06 14:37:48,943 - pyskl - INFO - Epoch [132][1100/3940] lr: 9.486e-04, eta: 8:58:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6033, loss: 1.6033 +2025-05-06 14:38:32,507 - pyskl - INFO - Epoch [132][1200/3940] lr: 9.461e-04, eta: 8:57:41, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5450, loss: 1.5450 +2025-05-06 14:39:16,106 - pyskl - INFO - Epoch [132][1300/3940] lr: 9.435e-04, eta: 8:56:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6228, loss: 1.6228 +2025-05-06 14:39:59,913 - pyskl - INFO - Epoch [132][1400/3940] lr: 9.410e-04, eta: 8:56:14, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6328, loss: 1.6328 +2025-05-06 14:40:43,588 - pyskl - INFO - Epoch [132][1500/3940] lr: 9.385e-04, eta: 8:55:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6164, loss: 1.6164 +2025-05-06 14:41:27,193 - pyskl - INFO - Epoch [132][1600/3940] lr: 9.360e-04, eta: 8:54:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6314, loss: 1.6314 +2025-05-06 14:42:10,672 - pyskl - INFO - Epoch [132][1700/3940] lr: 9.334e-04, eta: 8:54:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6366, loss: 1.6366 +2025-05-06 14:42:54,152 - pyskl - INFO - Epoch [132][1800/3940] lr: 9.309e-04, eta: 8:53:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5985, loss: 1.5985 +2025-05-06 14:43:37,635 - pyskl - INFO - Epoch [132][1900/3940] lr: 9.284e-04, eta: 8:52:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6425, loss: 1.6425 +2025-05-06 14:44:20,999 - pyskl - INFO - Epoch [132][2000/3940] lr: 9.259e-04, eta: 8:51:51, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6217, loss: 1.6217 +2025-05-06 14:45:04,401 - pyskl - INFO - Epoch [132][2100/3940] lr: 9.234e-04, eta: 8:51:07, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.6014, loss: 1.6014 +2025-05-06 14:45:47,822 - pyskl - INFO - Epoch [132][2200/3940] lr: 9.209e-04, eta: 8:50:23, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6391, loss: 1.6391 +2025-05-06 14:46:31,315 - pyskl - INFO - Epoch [132][2300/3940] lr: 9.184e-04, eta: 8:49:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6964, loss: 1.6964 +2025-05-06 14:47:14,844 - pyskl - INFO - Epoch [132][2400/3940] lr: 9.159e-04, eta: 8:48:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6757, loss: 1.6757 +2025-05-06 14:47:58,319 - pyskl - INFO - Epoch [132][2500/3940] lr: 9.134e-04, eta: 8:48:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6190, loss: 1.6190 +2025-05-06 14:48:41,904 - pyskl - INFO - Epoch [132][2600/3940] lr: 9.109e-04, eta: 8:47:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6890, loss: 1.6890 +2025-05-06 14:49:25,340 - pyskl - INFO - Epoch [132][2700/3940] lr: 9.084e-04, eta: 8:46:44, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6535, loss: 1.6535 +2025-05-06 14:50:08,781 - pyskl - INFO - Epoch [132][2800/3940] lr: 9.059e-04, eta: 8:46:00, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6794, loss: 1.6794 +2025-05-06 14:50:52,273 - pyskl - INFO - Epoch [132][2900/3940] lr: 9.034e-04, eta: 8:45:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6201, loss: 1.6201 +2025-05-06 14:51:35,716 - pyskl - INFO - Epoch [132][3000/3940] lr: 9.010e-04, eta: 8:44:32, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6241, loss: 1.6241 +2025-05-06 14:52:19,065 - pyskl - INFO - Epoch [132][3100/3940] lr: 8.985e-04, eta: 8:43:48, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6394, loss: 1.6394 +2025-05-06 14:53:02,454 - pyskl - INFO - Epoch [132][3200/3940] lr: 8.960e-04, eta: 8:43:04, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6048, loss: 1.6048 +2025-05-06 14:53:45,875 - pyskl - INFO - Epoch [132][3300/3940] lr: 8.935e-04, eta: 8:42:21, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6395, loss: 1.6395 +2025-05-06 14:54:29,336 - pyskl - INFO - Epoch [132][3400/3940] lr: 8.911e-04, eta: 8:41:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7002, loss: 1.7002 +2025-05-06 14:55:12,798 - pyskl - INFO - Epoch [132][3500/3940] lr: 8.886e-04, eta: 8:40:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6894, loss: 1.6894 +2025-05-06 14:55:56,314 - pyskl - INFO - Epoch [132][3600/3940] lr: 8.862e-04, eta: 8:40:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6322, loss: 1.6322 +2025-05-06 14:56:39,757 - pyskl - INFO - Epoch [132][3700/3940] lr: 8.837e-04, eta: 8:39:25, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5803, loss: 1.5803 +2025-05-06 14:57:23,160 - pyskl - INFO - Epoch [132][3800/3940] lr: 8.812e-04, eta: 8:38:41, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6244, loss: 1.6244 +2025-05-06 14:58:06,598 - pyskl - INFO - Epoch [132][3900/3940] lr: 8.788e-04, eta: 8:37:57, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6254, loss: 1.6254 +2025-05-06 14:58:24,308 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-05-06 15:01:46,511 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 15:01:47,073 - pyskl - INFO - +top1_acc 0.8510 +top5_acc 0.9724 +2025-05-06 15:01:47,124 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_130.pth was removed +2025-05-06 15:01:48,132 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2025-05-06 15:01:48,134 - pyskl - INFO - Best top1_acc is 0.8510 at 132 epoch. +2025-05-06 15:01:48,150 - pyskl - INFO - Epoch(val) [132][3183] top1_acc: 0.8510, top5_acc: 0.9724 +2025-05-06 15:02:56,388 - pyskl - INFO - Epoch [133][100/3940] lr: 8.754e-04, eta: 8:36:57, time: 0.682, data_time: 0.247, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6175, loss: 1.6175 +2025-05-06 15:03:39,985 - pyskl - INFO - Epoch [133][200/3940] lr: 8.729e-04, eta: 8:36:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5820, loss: 1.5820 +2025-05-06 15:04:23,909 - pyskl - INFO - Epoch [133][300/3940] lr: 8.705e-04, eta: 8:35:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6185, loss: 1.6185 +2025-05-06 15:05:07,721 - pyskl - INFO - Epoch [133][400/3940] lr: 8.681e-04, eta: 8:34:46, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5710, loss: 1.5710 +2025-05-06 15:05:51,841 - pyskl - INFO - Epoch [133][500/3940] lr: 8.656e-04, eta: 8:34:02, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5511, loss: 1.5511 +2025-05-06 15:06:35,557 - pyskl - INFO - Epoch [133][600/3940] lr: 8.632e-04, eta: 8:33:18, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5375, loss: 1.5375 +2025-05-06 15:07:19,261 - pyskl - INFO - Epoch [133][700/3940] lr: 8.608e-04, eta: 8:32:34, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5822, loss: 1.5822 +2025-05-06 15:08:03,067 - pyskl - INFO - Epoch [133][800/3940] lr: 8.584e-04, eta: 8:31:51, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6257, loss: 1.6257 +2025-05-06 15:08:46,621 - pyskl - INFO - Epoch [133][900/3940] lr: 8.559e-04, eta: 8:31:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6644, loss: 1.6644 +2025-05-06 15:09:30,173 - pyskl - INFO - Epoch [133][1000/3940] lr: 8.535e-04, eta: 8:30:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6062, loss: 1.6062 +2025-05-06 15:10:13,775 - pyskl - INFO - Epoch [133][1100/3940] lr: 8.511e-04, eta: 8:29:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6468, loss: 1.6468 +2025-05-06 15:10:57,368 - pyskl - INFO - Epoch [133][1200/3940] lr: 8.487e-04, eta: 8:28:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7208, loss: 1.7208 +2025-05-06 15:11:40,959 - pyskl - INFO - Epoch [133][1300/3940] lr: 8.463e-04, eta: 8:28:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5495, loss: 1.5495 +2025-05-06 15:12:24,560 - pyskl - INFO - Epoch [133][1400/3940] lr: 8.439e-04, eta: 8:27:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6269, loss: 1.6269 +2025-05-06 15:13:08,142 - pyskl - INFO - Epoch [133][1500/3940] lr: 8.415e-04, eta: 8:26:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5911, loss: 1.5911 +2025-05-06 15:13:51,661 - pyskl - INFO - Epoch [133][1600/3940] lr: 8.391e-04, eta: 8:26:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6169, loss: 1.6169 +2025-05-06 15:14:35,131 - pyskl - INFO - Epoch [133][1700/3940] lr: 8.367e-04, eta: 8:25:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5995, loss: 1.5995 +2025-05-06 15:15:18,625 - pyskl - INFO - Epoch [133][1800/3940] lr: 8.343e-04, eta: 8:24:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5773, loss: 1.5773 +2025-05-06 15:16:02,106 - pyskl - INFO - Epoch [133][1900/3940] lr: 8.319e-04, eta: 8:23:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5573, loss: 1.5573 +2025-05-06 15:16:45,615 - pyskl - INFO - Epoch [133][2000/3940] lr: 8.296e-04, eta: 8:23:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5426, loss: 1.5426 +2025-05-06 15:17:29,094 - pyskl - INFO - Epoch [133][2100/3940] lr: 8.272e-04, eta: 8:22:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.6445, loss: 1.6445 +2025-05-06 15:18:12,569 - pyskl - INFO - Epoch [133][2200/3940] lr: 8.248e-04, eta: 8:21:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5710, loss: 1.5710 +2025-05-06 15:18:56,160 - pyskl - INFO - Epoch [133][2300/3940] lr: 8.224e-04, eta: 8:20:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5430, loss: 1.5430 +2025-05-06 15:19:39,741 - pyskl - INFO - Epoch [133][2400/3940] lr: 8.201e-04, eta: 8:20:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6232, loss: 1.6232 +2025-05-06 15:20:23,288 - pyskl - INFO - Epoch [133][2500/3940] lr: 8.177e-04, eta: 8:19:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5857, loss: 1.5857 +2025-05-06 15:21:06,909 - pyskl - INFO - Epoch [133][2600/3940] lr: 8.153e-04, eta: 8:18:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6396, loss: 1.6396 +2025-05-06 15:21:50,532 - pyskl - INFO - Epoch [133][2700/3940] lr: 8.130e-04, eta: 8:17:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5995, loss: 1.5995 +2025-05-06 15:22:34,254 - pyskl - INFO - Epoch [133][2800/3940] lr: 8.106e-04, eta: 8:17:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5566, loss: 1.5566 +2025-05-06 15:23:17,913 - pyskl - INFO - Epoch [133][2900/3940] lr: 8.083e-04, eta: 8:16:30, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5857, loss: 1.5857 +2025-05-06 15:24:01,563 - pyskl - INFO - Epoch [133][3000/3940] lr: 8.059e-04, eta: 8:15:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6100, loss: 1.6100 +2025-05-06 15:24:45,204 - pyskl - INFO - Epoch [133][3100/3940] lr: 8.036e-04, eta: 8:15:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5998, loss: 1.5998 +2025-05-06 15:25:29,113 - pyskl - INFO - Epoch [133][3200/3940] lr: 8.012e-04, eta: 8:14:19, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5622, loss: 1.5622 +2025-05-06 15:26:12,669 - pyskl - INFO - Epoch [133][3300/3940] lr: 7.989e-04, eta: 8:13:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5992, loss: 1.5992 +2025-05-06 15:26:56,158 - pyskl - INFO - Epoch [133][3400/3940] lr: 7.966e-04, eta: 8:12:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6681, loss: 1.6681 +2025-05-06 15:27:39,633 - pyskl - INFO - Epoch [133][3500/3940] lr: 7.942e-04, eta: 8:12:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5947, loss: 1.5947 +2025-05-06 15:28:23,194 - pyskl - INFO - Epoch [133][3600/3940] lr: 7.919e-04, eta: 8:11:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6103, loss: 1.6103 +2025-05-06 15:29:06,800 - pyskl - INFO - Epoch [133][3700/3940] lr: 7.896e-04, eta: 8:10:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5153, loss: 1.5153 +2025-05-06 15:29:50,417 - pyskl - INFO - Epoch [133][3800/3940] lr: 7.872e-04, eta: 8:09:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5748, loss: 1.5748 +2025-05-06 15:30:34,032 - pyskl - INFO - Epoch [133][3900/3940] lr: 7.849e-04, eta: 8:09:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5814, loss: 1.5814 +2025-05-06 15:30:51,855 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-05-06 15:34:14,166 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 15:34:14,659 - pyskl - INFO - +top1_acc 0.8509 +top5_acc 0.9723 +2025-05-06 15:34:14,676 - pyskl - INFO - Epoch(val) [133][3183] top1_acc: 0.8509, top5_acc: 0.9723 +2025-05-06 15:35:23,160 - pyskl - INFO - Epoch [134][100/3940] lr: 7.817e-04, eta: 8:08:12, time: 0.685, data_time: 0.248, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5338, loss: 1.5338 +2025-05-06 15:36:06,833 - pyskl - INFO - Epoch [134][200/3940] lr: 7.794e-04, eta: 8:07:28, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5538, loss: 1.5538 +2025-05-06 15:36:50,641 - pyskl - INFO - Epoch [134][300/3940] lr: 7.771e-04, eta: 8:06:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6103, loss: 1.6103 +2025-05-06 15:37:34,448 - pyskl - INFO - Epoch [134][400/3940] lr: 7.748e-04, eta: 8:06:00, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5854, loss: 1.5854 +2025-05-06 15:38:18,296 - pyskl - INFO - Epoch [134][500/3940] lr: 7.725e-04, eta: 8:05:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5470, loss: 1.5470 +2025-05-06 15:39:01,946 - pyskl - INFO - Epoch [134][600/3940] lr: 7.702e-04, eta: 8:04:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5630, loss: 1.5630 +2025-05-06 15:39:45,524 - pyskl - INFO - Epoch [134][700/3940] lr: 7.679e-04, eta: 8:03:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6147, loss: 1.6147 +2025-05-06 15:40:29,232 - pyskl - INFO - Epoch [134][800/3940] lr: 7.656e-04, eta: 8:03:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6098, loss: 1.6098 +2025-05-06 15:41:12,896 - pyskl - INFO - Epoch [134][900/3940] lr: 7.633e-04, eta: 8:02:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6376, loss: 1.6376 +2025-05-06 15:41:56,595 - pyskl - INFO - Epoch [134][1000/3940] lr: 7.610e-04, eta: 8:01:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5672, loss: 1.5672 +2025-05-06 15:42:40,300 - pyskl - INFO - Epoch [134][1100/3940] lr: 7.587e-04, eta: 8:00:53, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6050, loss: 1.6050 +2025-05-06 15:43:24,112 - pyskl - INFO - Epoch [134][1200/3940] lr: 7.564e-04, eta: 8:00:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.6140, loss: 1.6140 +2025-05-06 15:44:07,561 - pyskl - INFO - Epoch [134][1300/3940] lr: 7.542e-04, eta: 7:59:26, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5709, loss: 1.5709 +2025-05-06 15:44:51,131 - pyskl - INFO - Epoch [134][1400/3940] lr: 7.519e-04, eta: 7:58:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5856, loss: 1.5856 +2025-05-06 15:45:34,575 - pyskl - INFO - Epoch [134][1500/3940] lr: 7.496e-04, eta: 7:57:58, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5844, loss: 1.5844 +2025-05-06 15:46:18,103 - pyskl - INFO - Epoch [134][1600/3940] lr: 7.474e-04, eta: 7:57:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5902, loss: 1.5902 +2025-05-06 15:47:01,868 - pyskl - INFO - Epoch [134][1700/3940] lr: 7.451e-04, eta: 7:56:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5902, loss: 1.5902 +2025-05-06 15:47:45,472 - pyskl - INFO - Epoch [134][1800/3940] lr: 7.428e-04, eta: 7:55:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6221, loss: 1.6221 +2025-05-06 15:48:28,977 - pyskl - INFO - Epoch [134][1900/3940] lr: 7.406e-04, eta: 7:55:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5408, loss: 1.5408 +2025-05-06 15:49:13,152 - pyskl - INFO - Epoch [134][2000/3940] lr: 7.383e-04, eta: 7:54:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6039, loss: 1.6039 +2025-05-06 15:49:56,938 - pyskl - INFO - Epoch [134][2100/3940] lr: 7.361e-04, eta: 7:53:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5807, loss: 1.5807 +2025-05-06 15:50:40,993 - pyskl - INFO - Epoch [134][2200/3940] lr: 7.338e-04, eta: 7:52:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5371, loss: 1.5371 +2025-05-06 15:51:24,883 - pyskl - INFO - Epoch [134][2300/3940] lr: 7.316e-04, eta: 7:52:08, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5706, loss: 1.5706 +2025-05-06 15:52:08,643 - pyskl - INFO - Epoch [134][2400/3940] lr: 7.294e-04, eta: 7:51:24, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5637, loss: 1.5637 +2025-05-06 15:52:52,548 - pyskl - INFO - Epoch [134][2500/3940] lr: 7.271e-04, eta: 7:50:40, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4905, loss: 1.4905 +2025-05-06 15:53:36,044 - pyskl - INFO - Epoch [134][2600/3940] lr: 7.249e-04, eta: 7:49:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5419, loss: 1.5419 +2025-05-06 15:54:19,564 - pyskl - INFO - Epoch [134][2700/3940] lr: 7.227e-04, eta: 7:49:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6458, loss: 1.6458 +2025-05-06 15:55:03,304 - pyskl - INFO - Epoch [134][2800/3940] lr: 7.204e-04, eta: 7:48:29, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5957, loss: 1.5957 +2025-05-06 15:55:47,020 - pyskl - INFO - Epoch [134][2900/3940] lr: 7.182e-04, eta: 7:47:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6208, loss: 1.6208 +2025-05-06 15:56:30,633 - pyskl - INFO - Epoch [134][3000/3940] lr: 7.160e-04, eta: 7:47:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5542, loss: 1.5542 +2025-05-06 15:57:14,222 - pyskl - INFO - Epoch [134][3100/3940] lr: 7.138e-04, eta: 7:46:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5750, loss: 1.5750 +2025-05-06 15:57:57,862 - pyskl - INFO - Epoch [134][3200/3940] lr: 7.116e-04, eta: 7:45:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6631, loss: 1.6631 +2025-05-06 15:58:41,486 - pyskl - INFO - Epoch [134][3300/3940] lr: 7.094e-04, eta: 7:44:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5604, loss: 1.5604 +2025-05-06 15:59:25,012 - pyskl - INFO - Epoch [134][3400/3940] lr: 7.072e-04, eta: 7:44:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5138, loss: 1.5138 +2025-05-06 16:00:08,582 - pyskl - INFO - Epoch [134][3500/3940] lr: 7.050e-04, eta: 7:43:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6399, loss: 1.6399 +2025-05-06 16:00:52,122 - pyskl - INFO - Epoch [134][3600/3940] lr: 7.028e-04, eta: 7:42:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5690, loss: 1.5690 +2025-05-06 16:01:35,697 - pyskl - INFO - Epoch [134][3700/3940] lr: 7.006e-04, eta: 7:41:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5224, loss: 1.5224 +2025-05-06 16:02:19,565 - pyskl - INFO - Epoch [134][3800/3940] lr: 6.984e-04, eta: 7:41:11, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5499, loss: 1.5499 +2025-05-06 16:03:03,528 - pyskl - INFO - Epoch [134][3900/3940] lr: 6.962e-04, eta: 7:40:27, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5760, loss: 1.5760 +2025-05-06 16:03:21,513 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-05-06 16:06:46,419 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 16:06:46,948 - pyskl - INFO - +top1_acc 0.8538 +top5_acc 0.9717 +2025-05-06 16:06:47,001 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_132.pth was removed +2025-05-06 16:06:48,009 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2025-05-06 16:06:48,011 - pyskl - INFO - Best top1_acc is 0.8538 at 134 epoch. +2025-05-06 16:06:48,028 - pyskl - INFO - Epoch(val) [134][3183] top1_acc: 0.8538, top5_acc: 0.9717 +2025-05-06 16:07:56,874 - pyskl - INFO - Epoch [135][100/3940] lr: 6.931e-04, eta: 7:39:26, time: 0.688, data_time: 0.252, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6147, loss: 1.6147 +2025-05-06 16:08:40,460 - pyskl - INFO - Epoch [135][200/3940] lr: 6.910e-04, eta: 7:38:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5536, loss: 1.5536 +2025-05-06 16:09:24,025 - pyskl - INFO - Epoch [135][300/3940] lr: 6.888e-04, eta: 7:37:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6178, loss: 1.6178 +2025-05-06 16:10:07,610 - pyskl - INFO - Epoch [135][400/3940] lr: 6.866e-04, eta: 7:37:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5470, loss: 1.5470 +2025-05-06 16:10:51,272 - pyskl - INFO - Epoch [135][500/3940] lr: 6.844e-04, eta: 7:36:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5532, loss: 1.5532 +2025-05-06 16:11:34,862 - pyskl - INFO - Epoch [135][600/3940] lr: 6.823e-04, eta: 7:35:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.5932, loss: 1.5932 +2025-05-06 16:12:18,409 - pyskl - INFO - Epoch [135][700/3940] lr: 6.801e-04, eta: 7:35:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5991, loss: 1.5991 +2025-05-06 16:13:02,017 - pyskl - INFO - Epoch [135][800/3940] lr: 6.779e-04, eta: 7:34:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5472, loss: 1.5472 +2025-05-06 16:13:45,661 - pyskl - INFO - Epoch [135][900/3940] lr: 6.758e-04, eta: 7:33:36, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6177, loss: 1.6177 +2025-05-06 16:14:29,230 - pyskl - INFO - Epoch [135][1000/3940] lr: 6.736e-04, eta: 7:32:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5399, loss: 1.5399 +2025-05-06 16:15:12,819 - pyskl - INFO - Epoch [135][1100/3940] lr: 6.715e-04, eta: 7:32:08, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5701, loss: 1.5701 +2025-05-06 16:15:56,485 - pyskl - INFO - Epoch [135][1200/3940] lr: 6.693e-04, eta: 7:31:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5794, loss: 1.5794 +2025-05-06 16:16:40,136 - pyskl - INFO - Epoch [135][1300/3940] lr: 6.672e-04, eta: 7:30:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5996, loss: 1.5996 +2025-05-06 16:17:23,757 - pyskl - INFO - Epoch [135][1400/3940] lr: 6.651e-04, eta: 7:29:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5882, loss: 1.5882 +2025-05-06 16:18:07,345 - pyskl - INFO - Epoch [135][1500/3940] lr: 6.629e-04, eta: 7:29:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5200, loss: 1.5200 +2025-05-06 16:18:50,978 - pyskl - INFO - Epoch [135][1600/3940] lr: 6.608e-04, eta: 7:28:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5771, loss: 1.5771 +2025-05-06 16:19:34,505 - pyskl - INFO - Epoch [135][1700/3940] lr: 6.587e-04, eta: 7:27:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.5893, loss: 1.5893 +2025-05-06 16:20:18,027 - pyskl - INFO - Epoch [135][1800/3940] lr: 6.565e-04, eta: 7:27:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5542, loss: 1.5542 +2025-05-06 16:21:01,549 - pyskl - INFO - Epoch [135][1900/3940] lr: 6.544e-04, eta: 7:26:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4948, loss: 1.4948 +2025-05-06 16:21:45,139 - pyskl - INFO - Epoch [135][2000/3940] lr: 6.523e-04, eta: 7:25:34, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4839, loss: 1.4839 +2025-05-06 16:22:28,714 - pyskl - INFO - Epoch [135][2100/3940] lr: 6.502e-04, eta: 7:24:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5609, loss: 1.5609 +2025-05-06 16:23:12,243 - pyskl - INFO - Epoch [135][2200/3940] lr: 6.481e-04, eta: 7:24:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4934, loss: 1.4934 +2025-05-06 16:23:55,868 - pyskl - INFO - Epoch [135][2300/3940] lr: 6.459e-04, eta: 7:23:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5919, loss: 1.5919 +2025-05-06 16:24:39,500 - pyskl - INFO - Epoch [135][2400/3940] lr: 6.438e-04, eta: 7:22:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4977, loss: 1.4977 +2025-05-06 16:25:23,042 - pyskl - INFO - Epoch [135][2500/3940] lr: 6.417e-04, eta: 7:21:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5638, loss: 1.5638 +2025-05-06 16:26:06,593 - pyskl - INFO - Epoch [135][2600/3940] lr: 6.396e-04, eta: 7:21:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5494, loss: 1.5494 +2025-05-06 16:26:50,118 - pyskl - INFO - Epoch [135][2700/3940] lr: 6.375e-04, eta: 7:20:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5320, loss: 1.5320 +2025-05-06 16:27:33,724 - pyskl - INFO - Epoch [135][2800/3940] lr: 6.354e-04, eta: 7:19:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5702, loss: 1.5702 +2025-05-06 16:28:17,309 - pyskl - INFO - Epoch [135][2900/3940] lr: 6.334e-04, eta: 7:18:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4888, loss: 1.4888 +2025-05-06 16:29:00,942 - pyskl - INFO - Epoch [135][3000/3940] lr: 6.313e-04, eta: 7:18:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5463, loss: 1.5463 +2025-05-06 16:29:44,602 - pyskl - INFO - Epoch [135][3100/3940] lr: 6.292e-04, eta: 7:17:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6009, loss: 1.6009 +2025-05-06 16:30:28,229 - pyskl - INFO - Epoch [135][3200/3940] lr: 6.271e-04, eta: 7:16:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6144, loss: 1.6144 +2025-05-06 16:31:11,857 - pyskl - INFO - Epoch [135][3300/3940] lr: 6.250e-04, eta: 7:16:04, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5061, loss: 1.5061 +2025-05-06 16:31:55,472 - pyskl - INFO - Epoch [135][3400/3940] lr: 6.230e-04, eta: 7:15:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5493, loss: 1.5493 +2025-05-06 16:32:39,437 - pyskl - INFO - Epoch [135][3500/3940] lr: 6.209e-04, eta: 7:14:36, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5216, loss: 1.5216 +2025-05-06 16:33:23,225 - pyskl - INFO - Epoch [135][3600/3940] lr: 6.188e-04, eta: 7:13:53, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6010, loss: 1.6010 +2025-05-06 16:34:07,047 - pyskl - INFO - Epoch [135][3700/3940] lr: 6.168e-04, eta: 7:13:09, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5410, loss: 1.5410 +2025-05-06 16:34:50,924 - pyskl - INFO - Epoch [135][3800/3940] lr: 6.147e-04, eta: 7:12:25, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5671, loss: 1.5671 +2025-05-06 16:35:34,905 - pyskl - INFO - Epoch [135][3900/3940] lr: 6.126e-04, eta: 7:11:41, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5160, loss: 1.5160 +2025-05-06 16:35:52,800 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-05-06 16:39:15,321 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 16:39:15,864 - pyskl - INFO - +top1_acc 0.8559 +top5_acc 0.9740 +2025-05-06 16:39:15,916 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_134.pth was removed +2025-05-06 16:39:16,924 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-05-06 16:39:16,926 - pyskl - INFO - Best top1_acc is 0.8559 at 135 epoch. +2025-05-06 16:39:16,941 - pyskl - INFO - Epoch(val) [135][3183] top1_acc: 0.8559, top5_acc: 0.9740 +2025-05-06 16:40:25,437 - pyskl - INFO - Epoch [136][100/3940] lr: 6.098e-04, eta: 7:10:41, time: 0.685, data_time: 0.250, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5753, loss: 1.5753 +2025-05-06 16:41:09,049 - pyskl - INFO - Epoch [136][200/3940] lr: 6.077e-04, eta: 7:09:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4770, loss: 1.4770 +2025-05-06 16:41:52,727 - pyskl - INFO - Epoch [136][300/3940] lr: 6.057e-04, eta: 7:09:13, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4526, loss: 1.4526 +2025-05-06 16:42:36,359 - pyskl - INFO - Epoch [136][400/3940] lr: 6.036e-04, eta: 7:08:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5339, loss: 1.5339 +2025-05-06 16:43:19,849 - pyskl - INFO - Epoch [136][500/3940] lr: 6.016e-04, eta: 7:07:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5349, loss: 1.5349 +2025-05-06 16:44:03,360 - pyskl - INFO - Epoch [136][600/3940] lr: 5.996e-04, eta: 7:07:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5221, loss: 1.5221 +2025-05-06 16:44:46,823 - pyskl - INFO - Epoch [136][700/3940] lr: 5.975e-04, eta: 7:06:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5112, loss: 1.5112 +2025-05-06 16:45:30,285 - pyskl - INFO - Epoch [136][800/3940] lr: 5.955e-04, eta: 7:05:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5621, loss: 1.5621 +2025-05-06 16:46:13,868 - pyskl - INFO - Epoch [136][900/3940] lr: 5.935e-04, eta: 7:04:50, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5639, loss: 1.5639 +2025-05-06 16:46:57,305 - pyskl - INFO - Epoch [136][1000/3940] lr: 5.914e-04, eta: 7:04:06, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.4991, loss: 1.4991 +2025-05-06 16:47:41,029 - pyskl - INFO - Epoch [136][1100/3940] lr: 5.894e-04, eta: 7:03:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5288, loss: 1.5288 +2025-05-06 16:48:24,569 - pyskl - INFO - Epoch [136][1200/3940] lr: 5.874e-04, eta: 7:02:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5551, loss: 1.5551 +2025-05-06 16:49:08,043 - pyskl - INFO - Epoch [136][1300/3940] lr: 5.854e-04, eta: 7:01:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4921, loss: 1.4921 +2025-05-06 16:49:51,562 - pyskl - INFO - Epoch [136][1400/3940] lr: 5.834e-04, eta: 7:01:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5930, loss: 1.5930 +2025-05-06 16:50:35,225 - pyskl - INFO - Epoch [136][1500/3940] lr: 5.814e-04, eta: 7:00:27, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5762, loss: 1.5762 +2025-05-06 16:51:18,774 - pyskl - INFO - Epoch [136][1600/3940] lr: 5.794e-04, eta: 6:59:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5725, loss: 1.5725 +2025-05-06 16:52:02,253 - pyskl - INFO - Epoch [136][1700/3940] lr: 5.774e-04, eta: 6:59:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5243, loss: 1.5243 +2025-05-06 16:52:45,817 - pyskl - INFO - Epoch [136][1800/3940] lr: 5.754e-04, eta: 6:58:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5152, loss: 1.5152 +2025-05-06 16:53:29,498 - pyskl - INFO - Epoch [136][1900/3940] lr: 5.734e-04, eta: 6:57:32, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5372, loss: 1.5372 +2025-05-06 16:54:13,056 - pyskl - INFO - Epoch [136][2000/3940] lr: 5.714e-04, eta: 6:56:48, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5071, loss: 1.5071 +2025-05-06 16:54:56,547 - pyskl - INFO - Epoch [136][2100/3940] lr: 5.694e-04, eta: 6:56:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5346, loss: 1.5346 +2025-05-06 16:55:40,194 - pyskl - INFO - Epoch [136][2200/3940] lr: 5.675e-04, eta: 6:55:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5309, loss: 1.5309 +2025-05-06 16:56:23,747 - pyskl - INFO - Epoch [136][2300/3940] lr: 5.655e-04, eta: 6:54:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5465, loss: 1.5465 +2025-05-06 16:57:07,308 - pyskl - INFO - Epoch [136][2400/3940] lr: 5.635e-04, eta: 6:53:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4836, loss: 1.4836 +2025-05-06 16:57:50,770 - pyskl - INFO - Epoch [136][2500/3940] lr: 5.615e-04, eta: 6:53:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.5521, loss: 1.5521 +2025-05-06 16:58:34,229 - pyskl - INFO - Epoch [136][2600/3940] lr: 5.596e-04, eta: 6:52:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4928, loss: 1.4928 +2025-05-06 16:59:17,692 - pyskl - INFO - Epoch [136][2700/3940] lr: 5.576e-04, eta: 6:51:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5079, loss: 1.5079 +2025-05-06 17:00:01,158 - pyskl - INFO - Epoch [136][2800/3940] lr: 5.556e-04, eta: 6:50:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5287, loss: 1.5287 +2025-05-06 17:00:45,032 - pyskl - INFO - Epoch [136][2900/3940] lr: 5.537e-04, eta: 6:50:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5159, loss: 1.5159 +2025-05-06 17:01:28,828 - pyskl - INFO - Epoch [136][3000/3940] lr: 5.517e-04, eta: 6:49:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5294, loss: 1.5294 +2025-05-06 17:02:12,398 - pyskl - INFO - Epoch [136][3100/3940] lr: 5.498e-04, eta: 6:48:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5581, loss: 1.5581 +2025-05-06 17:02:55,905 - pyskl - INFO - Epoch [136][3200/3940] lr: 5.478e-04, eta: 6:48:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5423, loss: 1.5423 +2025-05-06 17:03:39,374 - pyskl - INFO - Epoch [136][3300/3940] lr: 5.459e-04, eta: 6:47:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5046, loss: 1.5046 +2025-05-06 17:04:23,126 - pyskl - INFO - Epoch [136][3400/3940] lr: 5.439e-04, eta: 6:46:35, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4983, loss: 1.4983 +2025-05-06 17:05:06,641 - pyskl - INFO - Epoch [136][3500/3940] lr: 5.420e-04, eta: 6:45:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5389, loss: 1.5389 +2025-05-06 17:05:50,349 - pyskl - INFO - Epoch [136][3600/3940] lr: 5.401e-04, eta: 6:45:07, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5539, loss: 1.5539 +2025-05-06 17:06:33,958 - pyskl - INFO - Epoch [136][3700/3940] lr: 5.381e-04, eta: 6:44:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5704, loss: 1.5704 +2025-05-06 17:07:17,527 - pyskl - INFO - Epoch [136][3800/3940] lr: 5.362e-04, eta: 6:43:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5338, loss: 1.5338 +2025-05-06 17:08:01,126 - pyskl - INFO - Epoch [136][3900/3940] lr: 5.343e-04, eta: 6:42:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4876, loss: 1.4876 +2025-05-06 17:08:18,859 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-05-06 17:11:41,133 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 17:11:41,714 - pyskl - INFO - +top1_acc 0.8559 +top5_acc 0.9734 +2025-05-06 17:11:41,732 - pyskl - INFO - Epoch(val) [136][3183] top1_acc: 0.8559, top5_acc: 0.9734 +2025-05-06 17:12:49,719 - pyskl - INFO - Epoch [137][100/3940] lr: 5.316e-04, eta: 6:41:55, time: 0.680, data_time: 0.246, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5131, loss: 1.5131 +2025-05-06 17:13:33,089 - pyskl - INFO - Epoch [137][200/3940] lr: 5.297e-04, eta: 6:41:11, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4595, loss: 1.4595 +2025-05-06 17:14:16,493 - pyskl - INFO - Epoch [137][300/3940] lr: 5.278e-04, eta: 6:40:27, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4666, loss: 1.4666 +2025-05-06 17:14:59,895 - pyskl - INFO - Epoch [137][400/3940] lr: 5.259e-04, eta: 6:39:43, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5176, loss: 1.5176 +2025-05-06 17:15:43,305 - pyskl - INFO - Epoch [137][500/3940] lr: 5.240e-04, eta: 6:39:00, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4896, loss: 1.4896 +2025-05-06 17:16:26,735 - pyskl - INFO - Epoch [137][600/3940] lr: 5.221e-04, eta: 6:38:16, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5424, loss: 1.5424 +2025-05-06 17:17:10,192 - pyskl - INFO - Epoch [137][700/3940] lr: 5.202e-04, eta: 6:37:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5536, loss: 1.5536 +2025-05-06 17:17:53,649 - pyskl - INFO - Epoch [137][800/3940] lr: 5.183e-04, eta: 6:36:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4835, loss: 1.4835 +2025-05-06 17:18:37,100 - pyskl - INFO - Epoch [137][900/3940] lr: 5.164e-04, eta: 6:36:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5562, loss: 1.5562 +2025-05-06 17:19:20,532 - pyskl - INFO - Epoch [137][1000/3940] lr: 5.145e-04, eta: 6:35:20, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5245, loss: 1.5245 +2025-05-06 17:20:03,965 - pyskl - INFO - Epoch [137][1100/3940] lr: 5.126e-04, eta: 6:34:37, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5002, loss: 1.5002 +2025-05-06 17:20:47,342 - pyskl - INFO - Epoch [137][1200/3940] lr: 5.107e-04, eta: 6:33:53, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5141, loss: 1.5141 +2025-05-06 17:21:30,782 - pyskl - INFO - Epoch [137][1300/3940] lr: 5.088e-04, eta: 6:33:09, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5797, loss: 1.5797 +2025-05-06 17:22:14,203 - pyskl - INFO - Epoch [137][1400/3940] lr: 5.070e-04, eta: 6:32:25, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4867, loss: 1.4867 +2025-05-06 17:22:57,609 - pyskl - INFO - Epoch [137][1500/3940] lr: 5.051e-04, eta: 6:31:41, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4894, loss: 1.4894 +2025-05-06 17:23:41,010 - pyskl - INFO - Epoch [137][1600/3940] lr: 5.032e-04, eta: 6:30:57, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4769, loss: 1.4769 +2025-05-06 17:24:24,448 - pyskl - INFO - Epoch [137][1700/3940] lr: 5.014e-04, eta: 6:30:13, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4891, loss: 1.4891 +2025-05-06 17:25:07,819 - pyskl - INFO - Epoch [137][1800/3940] lr: 4.995e-04, eta: 6:29:30, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.4997, loss: 1.4997 +2025-05-06 17:25:51,236 - pyskl - INFO - Epoch [137][1900/3940] lr: 4.976e-04, eta: 6:28:46, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4847, loss: 1.4847 +2025-05-06 17:26:34,609 - pyskl - INFO - Epoch [137][2000/3940] lr: 4.958e-04, eta: 6:28:02, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5032, loss: 1.5032 +2025-05-06 17:27:17,993 - pyskl - INFO - Epoch [137][2100/3940] lr: 4.939e-04, eta: 6:27:18, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4877, loss: 1.4877 +2025-05-06 17:28:01,398 - pyskl - INFO - Epoch [137][2200/3940] lr: 4.921e-04, eta: 6:26:34, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5533, loss: 1.5533 +2025-05-06 17:28:44,879 - pyskl - INFO - Epoch [137][2300/3940] lr: 4.902e-04, eta: 6:25:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5945, loss: 1.5945 +2025-05-06 17:29:28,488 - pyskl - INFO - Epoch [137][2400/3940] lr: 4.884e-04, eta: 6:25:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4802, loss: 1.4802 +2025-05-06 17:30:12,336 - pyskl - INFO - Epoch [137][2500/3940] lr: 4.866e-04, eta: 6:24:23, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5340, loss: 1.5340 +2025-05-06 17:30:56,331 - pyskl - INFO - Epoch [137][2600/3940] lr: 4.847e-04, eta: 6:23:39, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4758, loss: 1.4758 +2025-05-06 17:31:40,036 - pyskl - INFO - Epoch [137][2700/3940] lr: 4.829e-04, eta: 6:22:55, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5035, loss: 1.5035 +2025-05-06 17:32:23,568 - pyskl - INFO - Epoch [137][2800/3940] lr: 4.811e-04, eta: 6:22:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5086, loss: 1.5086 +2025-05-06 17:33:07,040 - pyskl - INFO - Epoch [137][2900/3940] lr: 4.793e-04, eta: 6:21:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4804, loss: 1.4804 +2025-05-06 17:33:50,528 - pyskl - INFO - Epoch [137][3000/3940] lr: 4.774e-04, eta: 6:20:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5507, loss: 1.5507 +2025-05-06 17:34:34,095 - pyskl - INFO - Epoch [137][3100/3940] lr: 4.756e-04, eta: 6:20:00, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5584, loss: 1.5584 +2025-05-06 17:35:17,661 - pyskl - INFO - Epoch [137][3200/3940] lr: 4.738e-04, eta: 6:19:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5652, loss: 1.5652 +2025-05-06 17:36:01,270 - pyskl - INFO - Epoch [137][3300/3940] lr: 4.720e-04, eta: 6:18:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5052, loss: 1.5052 +2025-05-06 17:36:44,715 - pyskl - INFO - Epoch [137][3400/3940] lr: 4.702e-04, eta: 6:17:49, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5053, loss: 1.5053 +2025-05-06 17:37:28,146 - pyskl - INFO - Epoch [137][3500/3940] lr: 4.684e-04, eta: 6:17:05, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5051, loss: 1.5051 +2025-05-06 17:38:11,613 - pyskl - INFO - Epoch [137][3600/3940] lr: 4.666e-04, eta: 6:16:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4805, loss: 1.4805 +2025-05-06 17:38:55,013 - pyskl - INFO - Epoch [137][3700/3940] lr: 4.648e-04, eta: 6:15:37, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5030, loss: 1.5030 +2025-05-06 17:39:38,595 - pyskl - INFO - Epoch [137][3800/3940] lr: 4.630e-04, eta: 6:14:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4336, loss: 1.4336 +2025-05-06 17:40:22,081 - pyskl - INFO - Epoch [137][3900/3940] lr: 4.612e-04, eta: 6:14:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5531, loss: 1.5531 +2025-05-06 17:40:39,904 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-05-06 17:44:02,504 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 17:44:03,001 - pyskl - INFO - +top1_acc 0.8558 +top5_acc 0.9730 +2025-05-06 17:44:03,019 - pyskl - INFO - Epoch(val) [137][3183] top1_acc: 0.8558, top5_acc: 0.9730 +2025-05-06 17:45:11,139 - pyskl - INFO - Epoch [138][100/3940] lr: 4.587e-04, eta: 6:13:09, time: 0.681, data_time: 0.247, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5108, loss: 1.5108 +2025-05-06 17:45:54,578 - pyskl - INFO - Epoch [138][200/3940] lr: 4.569e-04, eta: 6:12:25, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4742, loss: 1.4742 +2025-05-06 17:46:38,043 - pyskl - INFO - Epoch [138][300/3940] lr: 4.551e-04, eta: 6:11:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5233, loss: 1.5233 +2025-05-06 17:47:21,452 - pyskl - INFO - Epoch [138][400/3940] lr: 4.534e-04, eta: 6:10:57, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5298, loss: 1.5298 +2025-05-06 17:48:04,989 - pyskl - INFO - Epoch [138][500/3940] lr: 4.516e-04, eta: 6:10:13, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5022, loss: 1.5022 +2025-05-06 17:48:48,524 - pyskl - INFO - Epoch [138][600/3940] lr: 4.498e-04, eta: 6:09:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5505, loss: 1.5505 +2025-05-06 17:49:32,005 - pyskl - INFO - Epoch [138][700/3940] lr: 4.481e-04, eta: 6:08:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4733, loss: 1.4733 +2025-05-06 17:50:15,598 - pyskl - INFO - Epoch [138][800/3940] lr: 4.463e-04, eta: 6:08:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4878, loss: 1.4878 +2025-05-06 17:50:59,182 - pyskl - INFO - Epoch [138][900/3940] lr: 4.445e-04, eta: 6:07:18, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5036, loss: 1.5036 +2025-05-06 17:51:42,679 - pyskl - INFO - Epoch [138][1000/3940] lr: 4.428e-04, eta: 6:06:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4994, loss: 1.4994 +2025-05-06 17:52:26,124 - pyskl - INFO - Epoch [138][1100/3940] lr: 4.410e-04, eta: 6:05:50, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4549, loss: 1.4549 +2025-05-06 17:53:09,675 - pyskl - INFO - Epoch [138][1200/3940] lr: 4.393e-04, eta: 6:05:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4153, loss: 1.4153 +2025-05-06 17:53:53,246 - pyskl - INFO - Epoch [138][1300/3940] lr: 4.375e-04, eta: 6:04:23, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4957, loss: 1.4957 +2025-05-06 17:54:36,800 - pyskl - INFO - Epoch [138][1400/3940] lr: 4.358e-04, eta: 6:03:39, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5134, loss: 1.5134 +2025-05-06 17:55:20,329 - pyskl - INFO - Epoch [138][1500/3940] lr: 4.341e-04, eta: 6:02:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4715, loss: 1.4715 +2025-05-06 17:56:03,780 - pyskl - INFO - Epoch [138][1600/3940] lr: 4.323e-04, eta: 6:02:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4630, loss: 1.4630 +2025-05-06 17:56:47,273 - pyskl - INFO - Epoch [138][1700/3940] lr: 4.306e-04, eta: 6:01:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4889, loss: 1.4889 +2025-05-06 17:57:30,734 - pyskl - INFO - Epoch [138][1800/3940] lr: 4.289e-04, eta: 6:00:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4450, loss: 1.4450 +2025-05-06 17:58:14,232 - pyskl - INFO - Epoch [138][1900/3940] lr: 4.271e-04, eta: 6:00:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4562, loss: 1.4562 +2025-05-06 17:58:57,994 - pyskl - INFO - Epoch [138][2000/3940] lr: 4.254e-04, eta: 5:59:16, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5299, loss: 1.5299 +2025-05-06 17:59:41,601 - pyskl - INFO - Epoch [138][2100/3940] lr: 4.237e-04, eta: 5:58:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5363, loss: 1.5363 +2025-05-06 18:00:25,290 - pyskl - INFO - Epoch [138][2200/3940] lr: 4.220e-04, eta: 5:57:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4728, loss: 1.4728 +2025-05-06 18:01:08,945 - pyskl - INFO - Epoch [138][2300/3940] lr: 4.203e-04, eta: 5:57:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3951, loss: 1.3951 +2025-05-06 18:01:52,591 - pyskl - INFO - Epoch [138][2400/3940] lr: 4.186e-04, eta: 5:56:21, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4647, loss: 1.4647 +2025-05-06 18:02:36,293 - pyskl - INFO - Epoch [138][2500/3940] lr: 4.169e-04, eta: 5:55:37, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5119, loss: 1.5119 +2025-05-06 18:03:19,779 - pyskl - INFO - Epoch [138][2600/3940] lr: 4.152e-04, eta: 5:54:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4780, loss: 1.4780 +2025-05-06 18:04:03,263 - pyskl - INFO - Epoch [138][2700/3940] lr: 4.135e-04, eta: 5:54:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4739, loss: 1.4739 +2025-05-06 18:04:46,677 - pyskl - INFO - Epoch [138][2800/3940] lr: 4.118e-04, eta: 5:53:26, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5627, loss: 1.5627 +2025-05-06 18:05:30,248 - pyskl - INFO - Epoch [138][2900/3940] lr: 4.101e-04, eta: 5:52:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3951, loss: 1.3951 +2025-05-06 18:06:13,888 - pyskl - INFO - Epoch [138][3000/3940] lr: 4.084e-04, eta: 5:51:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5229, loss: 1.5229 +2025-05-06 18:06:57,608 - pyskl - INFO - Epoch [138][3100/3940] lr: 4.067e-04, eta: 5:51:14, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5034, loss: 1.5034 +2025-05-06 18:07:41,164 - pyskl - INFO - Epoch [138][3200/3940] lr: 4.050e-04, eta: 5:50:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.4826, loss: 1.4826 +2025-05-06 18:08:24,805 - pyskl - INFO - Epoch [138][3300/3940] lr: 4.034e-04, eta: 5:49:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4562, loss: 1.4562 +2025-05-06 18:09:08,416 - pyskl - INFO - Epoch [138][3400/3940] lr: 4.017e-04, eta: 5:49:03, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4582, loss: 1.4582 +2025-05-06 18:09:52,064 - pyskl - INFO - Epoch [138][3500/3940] lr: 4.000e-04, eta: 5:48:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4919, loss: 1.4919 +2025-05-06 18:10:35,596 - pyskl - INFO - Epoch [138][3600/3940] lr: 3.984e-04, eta: 5:47:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.4398, loss: 1.4398 +2025-05-06 18:11:19,133 - pyskl - INFO - Epoch [138][3700/3940] lr: 3.967e-04, eta: 5:46:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5407, loss: 1.5407 +2025-05-06 18:12:02,679 - pyskl - INFO - Epoch [138][3800/3940] lr: 3.950e-04, eta: 5:46:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4839, loss: 1.4839 +2025-05-06 18:12:46,366 - pyskl - INFO - Epoch [138][3900/3940] lr: 3.934e-04, eta: 5:45:24, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5293, loss: 1.5293 +2025-05-06 18:13:04,155 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-05-06 18:16:26,381 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 18:16:26,877 - pyskl - INFO - +top1_acc 0.8565 +top5_acc 0.9744 +2025-05-06 18:16:26,933 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_135.pth was removed +2025-05-06 18:16:28,004 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2025-05-06 18:16:28,006 - pyskl - INFO - Best top1_acc is 0.8565 at 138 epoch. +2025-05-06 18:16:28,024 - pyskl - INFO - Epoch(val) [138][3183] top1_acc: 0.8565, top5_acc: 0.9744 +2025-05-06 18:17:36,302 - pyskl - INFO - Epoch [139][100/3940] lr: 3.911e-04, eta: 5:44:23, time: 0.683, data_time: 0.248, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4942, loss: 1.4942 +2025-05-06 18:18:19,742 - pyskl - INFO - Epoch [139][200/3940] lr: 3.894e-04, eta: 5:43:39, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4905, loss: 1.4905 +2025-05-06 18:19:03,131 - pyskl - INFO - Epoch [139][300/3940] lr: 3.878e-04, eta: 5:42:55, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5049, loss: 1.5049 +2025-05-06 18:19:46,507 - pyskl - INFO - Epoch [139][400/3940] lr: 3.861e-04, eta: 5:42:11, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4838, loss: 1.4838 +2025-05-06 18:20:29,914 - pyskl - INFO - Epoch [139][500/3940] lr: 3.845e-04, eta: 5:41:28, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5111, loss: 1.5111 +2025-05-06 18:21:13,255 - pyskl - INFO - Epoch [139][600/3940] lr: 3.829e-04, eta: 5:40:44, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4546, loss: 1.4546 +2025-05-06 18:21:56,694 - pyskl - INFO - Epoch [139][700/3940] lr: 3.812e-04, eta: 5:40:00, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4565, loss: 1.4565 +2025-05-06 18:22:40,206 - pyskl - INFO - Epoch [139][800/3940] lr: 3.796e-04, eta: 5:39:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4245, loss: 1.4245 +2025-05-06 18:23:23,672 - pyskl - INFO - Epoch [139][900/3940] lr: 3.780e-04, eta: 5:38:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5774, loss: 1.5774 +2025-05-06 18:24:07,200 - pyskl - INFO - Epoch [139][1000/3940] lr: 3.764e-04, eta: 5:37:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5064, loss: 1.5064 +2025-05-06 18:24:50,680 - pyskl - INFO - Epoch [139][1100/3940] lr: 3.748e-04, eta: 5:37:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4768, loss: 1.4768 +2025-05-06 18:25:34,194 - pyskl - INFO - Epoch [139][1200/3940] lr: 3.731e-04, eta: 5:36:21, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4627, loss: 1.4627 +2025-05-06 18:26:17,702 - pyskl - INFO - Epoch [139][1300/3940] lr: 3.715e-04, eta: 5:35:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5338, loss: 1.5338 +2025-05-06 18:27:01,311 - pyskl - INFO - Epoch [139][1400/3940] lr: 3.699e-04, eta: 5:34:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5022, loss: 1.5022 +2025-05-06 18:27:44,894 - pyskl - INFO - Epoch [139][1500/3940] lr: 3.683e-04, eta: 5:34:09, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4409, loss: 1.4409 +2025-05-06 18:28:28,416 - pyskl - INFO - Epoch [139][1600/3940] lr: 3.667e-04, eta: 5:33:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4972, loss: 1.4972 +2025-05-06 18:29:12,032 - pyskl - INFO - Epoch [139][1700/3940] lr: 3.651e-04, eta: 5:32:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4995, loss: 1.4995 +2025-05-06 18:29:55,592 - pyskl - INFO - Epoch [139][1800/3940] lr: 3.635e-04, eta: 5:31:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5131, loss: 1.5131 +2025-05-06 18:30:39,181 - pyskl - INFO - Epoch [139][1900/3940] lr: 3.619e-04, eta: 5:31:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4159, loss: 1.4159 +2025-05-06 18:31:22,711 - pyskl - INFO - Epoch [139][2000/3940] lr: 3.604e-04, eta: 5:30:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4860, loss: 1.4860 +2025-05-06 18:32:06,390 - pyskl - INFO - Epoch [139][2100/3940] lr: 3.588e-04, eta: 5:29:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4198, loss: 1.4198 +2025-05-06 18:32:50,110 - pyskl - INFO - Epoch [139][2200/3940] lr: 3.572e-04, eta: 5:29:03, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4679, loss: 1.4679 +2025-05-06 18:33:33,664 - pyskl - INFO - Epoch [139][2300/3940] lr: 3.556e-04, eta: 5:28:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4664, loss: 1.4664 +2025-05-06 18:34:17,172 - pyskl - INFO - Epoch [139][2400/3940] lr: 3.541e-04, eta: 5:27:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4704, loss: 1.4704 +2025-05-06 18:35:00,780 - pyskl - INFO - Epoch [139][2500/3940] lr: 3.525e-04, eta: 5:26:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5390, loss: 1.5390 +2025-05-06 18:35:44,327 - pyskl - INFO - Epoch [139][2600/3940] lr: 3.509e-04, eta: 5:26:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4776, loss: 1.4776 +2025-05-06 18:36:27,881 - pyskl - INFO - Epoch [139][2700/3940] lr: 3.494e-04, eta: 5:25:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.4689, loss: 1.4689 +2025-05-06 18:37:11,354 - pyskl - INFO - Epoch [139][2800/3940] lr: 3.478e-04, eta: 5:24:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4419, loss: 1.4419 +2025-05-06 18:37:55,073 - pyskl - INFO - Epoch [139][2900/3940] lr: 3.462e-04, eta: 5:23:56, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5020, loss: 1.5020 +2025-05-06 18:38:38,801 - pyskl - INFO - Epoch [139][3000/3940] lr: 3.447e-04, eta: 5:23:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4913, loss: 1.4913 +2025-05-06 18:39:22,261 - pyskl - INFO - Epoch [139][3100/3940] lr: 3.431e-04, eta: 5:22:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4710, loss: 1.4710 +2025-05-06 18:40:05,729 - pyskl - INFO - Epoch [139][3200/3940] lr: 3.416e-04, eta: 5:21:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4194, loss: 1.4194 +2025-05-06 18:40:49,186 - pyskl - INFO - Epoch [139][3300/3940] lr: 3.401e-04, eta: 5:21:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5473, loss: 1.5473 +2025-05-06 18:41:32,677 - pyskl - INFO - Epoch [139][3400/3940] lr: 3.385e-04, eta: 5:20:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4833, loss: 1.4833 +2025-05-06 18:42:16,163 - pyskl - INFO - Epoch [139][3500/3940] lr: 3.370e-04, eta: 5:19:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4976, loss: 1.4976 +2025-05-06 18:42:59,749 - pyskl - INFO - Epoch [139][3600/3940] lr: 3.355e-04, eta: 5:18:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4427, loss: 1.4427 +2025-05-06 18:43:43,265 - pyskl - INFO - Epoch [139][3700/3940] lr: 3.339e-04, eta: 5:18:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4718, loss: 1.4718 +2025-05-06 18:44:26,753 - pyskl - INFO - Epoch [139][3800/3940] lr: 3.324e-04, eta: 5:17:22, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5034, loss: 1.5034 +2025-05-06 18:45:10,312 - pyskl - INFO - Epoch [139][3900/3940] lr: 3.309e-04, eta: 5:16:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4771, loss: 1.4771 +2025-05-06 18:45:28,101 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-05-06 18:48:50,671 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 18:48:51,190 - pyskl - INFO - +top1_acc 0.8591 +top5_acc 0.9739 +2025-05-06 18:48:51,246 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_138.pth was removed +2025-05-06 18:48:52,311 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2025-05-06 18:48:52,313 - pyskl - INFO - Best top1_acc is 0.8591 at 139 epoch. +2025-05-06 18:48:52,333 - pyskl - INFO - Epoch(val) [139][3183] top1_acc: 0.8591, top5_acc: 0.9739 +2025-05-06 18:50:00,369 - pyskl - INFO - Epoch [140][100/3940] lr: 3.288e-04, eta: 5:15:37, time: 0.680, data_time: 0.244, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4436, loss: 1.4436 +2025-05-06 18:50:44,016 - pyskl - INFO - Epoch [140][200/3940] lr: 3.273e-04, eta: 5:14:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4609, loss: 1.4609 +2025-05-06 18:51:27,553 - pyskl - INFO - Epoch [140][300/3940] lr: 3.257e-04, eta: 5:14:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4546, loss: 1.4546 +2025-05-06 18:52:11,083 - pyskl - INFO - Epoch [140][400/3940] lr: 3.242e-04, eta: 5:13:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4581, loss: 1.4581 +2025-05-06 18:52:54,680 - pyskl - INFO - Epoch [140][500/3940] lr: 3.227e-04, eta: 5:12:42, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4137, loss: 1.4137 +2025-05-06 18:53:38,320 - pyskl - INFO - Epoch [140][600/3940] lr: 3.212e-04, eta: 5:11:58, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4781, loss: 1.4781 +2025-05-06 18:54:21,886 - pyskl - INFO - Epoch [140][700/3940] lr: 3.197e-04, eta: 5:11:14, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4598, loss: 1.4598 +2025-05-06 18:55:05,639 - pyskl - INFO - Epoch [140][800/3940] lr: 3.183e-04, eta: 5:10:30, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5269, loss: 1.5269 +2025-05-06 18:55:49,283 - pyskl - INFO - Epoch [140][900/3940] lr: 3.168e-04, eta: 5:09:47, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4324, loss: 1.4324 +2025-05-06 18:56:32,941 - pyskl - INFO - Epoch [140][1000/3940] lr: 3.153e-04, eta: 5:09:03, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4133, loss: 1.4133 +2025-05-06 18:57:16,531 - pyskl - INFO - Epoch [140][1100/3940] lr: 3.138e-04, eta: 5:08:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4334, loss: 1.4334 +2025-05-06 18:58:00,112 - pyskl - INFO - Epoch [140][1200/3940] lr: 3.123e-04, eta: 5:07:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4593, loss: 1.4593 +2025-05-06 18:58:43,789 - pyskl - INFO - Epoch [140][1300/3940] lr: 3.108e-04, eta: 5:06:51, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4524, loss: 1.4524 +2025-05-06 18:59:27,261 - pyskl - INFO - Epoch [140][1400/3940] lr: 3.094e-04, eta: 5:06:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4459, loss: 1.4459 +2025-05-06 19:00:10,711 - pyskl - INFO - Epoch [140][1500/3940] lr: 3.079e-04, eta: 5:05:24, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4179, loss: 1.4179 +2025-05-06 19:00:54,195 - pyskl - INFO - Epoch [140][1600/3940] lr: 3.064e-04, eta: 5:04:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4700, loss: 1.4700 +2025-05-06 19:01:37,742 - pyskl - INFO - Epoch [140][1700/3940] lr: 3.050e-04, eta: 5:03:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4488, loss: 1.4488 +2025-05-06 19:02:21,237 - pyskl - INFO - Epoch [140][1800/3940] lr: 3.035e-04, eta: 5:03:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4472, loss: 1.4472 +2025-05-06 19:03:04,786 - pyskl - INFO - Epoch [140][1900/3940] lr: 3.021e-04, eta: 5:02:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4853, loss: 1.4853 +2025-05-06 19:03:48,308 - pyskl - INFO - Epoch [140][2000/3940] lr: 3.006e-04, eta: 5:01:45, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4141, loss: 1.4141 +2025-05-06 19:04:31,795 - pyskl - INFO - Epoch [140][2100/3940] lr: 2.992e-04, eta: 5:01:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4930, loss: 1.4930 +2025-05-06 19:05:15,236 - pyskl - INFO - Epoch [140][2200/3940] lr: 2.977e-04, eta: 5:00:17, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4738, loss: 1.4738 +2025-05-06 19:05:58,688 - pyskl - INFO - Epoch [140][2300/3940] lr: 2.963e-04, eta: 4:59:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4052, loss: 1.4052 +2025-05-06 19:06:42,143 - pyskl - INFO - Epoch [140][2400/3940] lr: 2.949e-04, eta: 4:58:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4558, loss: 1.4558 +2025-05-06 19:07:25,609 - pyskl - INFO - Epoch [140][2500/3940] lr: 2.934e-04, eta: 4:58:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4707, loss: 1.4707 +2025-05-06 19:08:09,241 - pyskl - INFO - Epoch [140][2600/3940] lr: 2.920e-04, eta: 4:57:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4656, loss: 1.4656 +2025-05-06 19:08:52,912 - pyskl - INFO - Epoch [140][2700/3940] lr: 2.906e-04, eta: 4:56:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3979, loss: 1.3979 +2025-05-06 19:09:36,328 - pyskl - INFO - Epoch [140][2800/3940] lr: 2.891e-04, eta: 4:55:54, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4528, loss: 1.4528 +2025-05-06 19:10:19,958 - pyskl - INFO - Epoch [140][2900/3940] lr: 2.877e-04, eta: 4:55:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4632, loss: 1.4632 +2025-05-06 19:11:03,512 - pyskl - INFO - Epoch [140][3000/3940] lr: 2.863e-04, eta: 4:54:26, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4733, loss: 1.4733 +2025-05-06 19:11:47,007 - pyskl - INFO - Epoch [140][3100/3940] lr: 2.849e-04, eta: 4:53:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4438, loss: 1.4438 +2025-05-06 19:12:30,438 - pyskl - INFO - Epoch [140][3200/3940] lr: 2.835e-04, eta: 4:52:59, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4655, loss: 1.4655 +2025-05-06 19:13:14,091 - pyskl - INFO - Epoch [140][3300/3940] lr: 2.821e-04, eta: 4:52:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4332, loss: 1.4332 +2025-05-06 19:13:57,833 - pyskl - INFO - Epoch [140][3400/3940] lr: 2.807e-04, eta: 4:51:31, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4853, loss: 1.4853 +2025-05-06 19:14:41,510 - pyskl - INFO - Epoch [140][3500/3940] lr: 2.793e-04, eta: 4:50:47, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5076, loss: 1.5076 +2025-05-06 19:15:25,054 - pyskl - INFO - Epoch [140][3600/3940] lr: 2.779e-04, eta: 4:50:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4651, loss: 1.4651 +2025-05-06 19:16:08,634 - pyskl - INFO - Epoch [140][3700/3940] lr: 2.765e-04, eta: 4:49:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4656, loss: 1.4656 +2025-05-06 19:16:52,090 - pyskl - INFO - Epoch [140][3800/3940] lr: 2.751e-04, eta: 4:48:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4372, loss: 1.4372 +2025-05-06 19:17:35,776 - pyskl - INFO - Epoch [140][3900/3940] lr: 2.737e-04, eta: 4:47:52, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4464, loss: 1.4464 +2025-05-06 19:17:53,490 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-05-06 19:21:15,860 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 19:21:16,337 - pyskl - INFO - +top1_acc 0.8597 +top5_acc 0.9744 +2025-05-06 19:21:16,395 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_139.pth was removed +2025-05-06 19:21:17,455 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2025-05-06 19:21:17,457 - pyskl - INFO - Best top1_acc is 0.8597 at 140 epoch. +2025-05-06 19:21:17,476 - pyskl - INFO - Epoch(val) [140][3183] top1_acc: 0.8597, top5_acc: 0.9744 +2025-05-06 19:22:25,237 - pyskl - INFO - Epoch [141][100/3940] lr: 2.718e-04, eta: 4:46:51, time: 0.678, data_time: 0.242, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4396, loss: 1.4396 +2025-05-06 19:23:08,849 - pyskl - INFO - Epoch [141][200/3940] lr: 2.704e-04, eta: 4:46:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4700, loss: 1.4700 +2025-05-06 19:23:52,414 - pyskl - INFO - Epoch [141][300/3940] lr: 2.690e-04, eta: 4:45:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3758, loss: 1.3758 +2025-05-06 19:24:35,996 - pyskl - INFO - Epoch [141][400/3940] lr: 2.677e-04, eta: 4:44:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4185, loss: 1.4185 +2025-05-06 19:25:19,637 - pyskl - INFO - Epoch [141][500/3940] lr: 2.663e-04, eta: 4:43:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4572, loss: 1.4572 +2025-05-06 19:26:03,185 - pyskl - INFO - Epoch [141][600/3940] lr: 2.649e-04, eta: 4:43:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3848, loss: 1.3848 +2025-05-06 19:26:46,769 - pyskl - INFO - Epoch [141][700/3940] lr: 2.636e-04, eta: 4:42:28, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4208, loss: 1.4208 +2025-05-06 19:27:30,426 - pyskl - INFO - Epoch [141][800/3940] lr: 2.622e-04, eta: 4:41:45, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4977, loss: 1.4977 +2025-05-06 19:28:14,280 - pyskl - INFO - Epoch [141][900/3940] lr: 2.609e-04, eta: 4:41:01, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4248, loss: 1.4248 +2025-05-06 19:28:57,846 - pyskl - INFO - Epoch [141][1000/3940] lr: 2.595e-04, eta: 4:40:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4283, loss: 1.4283 +2025-05-06 19:29:41,375 - pyskl - INFO - Epoch [141][1100/3940] lr: 2.582e-04, eta: 4:39:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3955, loss: 1.3955 +2025-05-06 19:30:25,130 - pyskl - INFO - Epoch [141][1200/3940] lr: 2.568e-04, eta: 4:38:49, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4746, loss: 1.4746 +2025-05-06 19:31:08,962 - pyskl - INFO - Epoch [141][1300/3940] lr: 2.555e-04, eta: 4:38:06, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4570, loss: 1.4570 +2025-05-06 19:31:52,763 - pyskl - INFO - Epoch [141][1400/3940] lr: 2.542e-04, eta: 4:37:22, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4110, loss: 1.4110 +2025-05-06 19:32:36,421 - pyskl - INFO - Epoch [141][1500/3940] lr: 2.528e-04, eta: 4:36:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4355, loss: 1.4355 +2025-05-06 19:33:20,175 - pyskl - INFO - Epoch [141][1600/3940] lr: 2.515e-04, eta: 4:35:54, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4602, loss: 1.4602 +2025-05-06 19:34:04,013 - pyskl - INFO - Epoch [141][1700/3940] lr: 2.502e-04, eta: 4:35:10, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4328, loss: 1.4328 +2025-05-06 19:34:47,629 - pyskl - INFO - Epoch [141][1800/3940] lr: 2.489e-04, eta: 4:34:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4519, loss: 1.4519 +2025-05-06 19:35:31,186 - pyskl - INFO - Epoch [141][1900/3940] lr: 2.475e-04, eta: 4:33:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4029, loss: 1.4029 +2025-05-06 19:36:14,713 - pyskl - INFO - Epoch [141][2000/3940] lr: 2.462e-04, eta: 4:32:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4671, loss: 1.4671 +2025-05-06 19:36:58,461 - pyskl - INFO - Epoch [141][2100/3940] lr: 2.449e-04, eta: 4:32:15, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4730, loss: 1.4730 +2025-05-06 19:37:42,016 - pyskl - INFO - Epoch [141][2200/3940] lr: 2.436e-04, eta: 4:31:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4502, loss: 1.4502 +2025-05-06 19:38:25,756 - pyskl - INFO - Epoch [141][2300/3940] lr: 2.423e-04, eta: 4:30:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4321, loss: 1.4321 +2025-05-06 19:39:09,411 - pyskl - INFO - Epoch [141][2400/3940] lr: 2.410e-04, eta: 4:30:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5172, loss: 1.5172 +2025-05-06 19:39:53,176 - pyskl - INFO - Epoch [141][2500/3940] lr: 2.397e-04, eta: 4:29:20, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3857, loss: 1.3857 +2025-05-06 19:40:37,064 - pyskl - INFO - Epoch [141][2600/3940] lr: 2.384e-04, eta: 4:28:36, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3773, loss: 1.3773 +2025-05-06 19:41:20,832 - pyskl - INFO - Epoch [141][2700/3940] lr: 2.371e-04, eta: 4:27:52, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4476, loss: 1.4476 +2025-05-06 19:42:04,377 - pyskl - INFO - Epoch [141][2800/3940] lr: 2.358e-04, eta: 4:27:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4434, loss: 1.4434 +2025-05-06 19:42:47,899 - pyskl - INFO - Epoch [141][2900/3940] lr: 2.346e-04, eta: 4:26:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4010, loss: 1.4010 +2025-05-06 19:43:31,610 - pyskl - INFO - Epoch [141][3000/3940] lr: 2.333e-04, eta: 4:25:41, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4175, loss: 1.4175 +2025-05-06 19:44:15,116 - pyskl - INFO - Epoch [141][3100/3940] lr: 2.320e-04, eta: 4:24:57, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5263, loss: 1.5263 +2025-05-06 19:44:58,726 - pyskl - INFO - Epoch [141][3200/3940] lr: 2.307e-04, eta: 4:24:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4031, loss: 1.4031 +2025-05-06 19:45:42,260 - pyskl - INFO - Epoch [141][3300/3940] lr: 2.295e-04, eta: 4:23:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4286, loss: 1.4286 +2025-05-06 19:46:25,775 - pyskl - INFO - Epoch [141][3400/3940] lr: 2.282e-04, eta: 4:22:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4729, loss: 1.4729 +2025-05-06 19:47:09,339 - pyskl - INFO - Epoch [141][3500/3940] lr: 2.269e-04, eta: 4:22:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4316, loss: 1.4316 +2025-05-06 19:47:52,813 - pyskl - INFO - Epoch [141][3600/3940] lr: 2.257e-04, eta: 4:21:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4716, loss: 1.4716 +2025-05-06 19:48:36,322 - pyskl - INFO - Epoch [141][3700/3940] lr: 2.244e-04, eta: 4:20:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4288, loss: 1.4288 +2025-05-06 19:49:19,813 - pyskl - INFO - Epoch [141][3800/3940] lr: 2.232e-04, eta: 4:19:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4238, loss: 1.4238 +2025-05-06 19:50:03,285 - pyskl - INFO - Epoch [141][3900/3940] lr: 2.219e-04, eta: 4:19:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5127, loss: 1.5127 +2025-05-06 19:50:21,020 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-05-06 19:53:43,899 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 19:53:44,374 - pyskl - INFO - +top1_acc 0.8587 +top5_acc 0.9735 +2025-05-06 19:53:44,394 - pyskl - INFO - Epoch(val) [141][3183] top1_acc: 0.8587, top5_acc: 0.9735 +2025-05-06 19:54:52,609 - pyskl - INFO - Epoch [142][100/3940] lr: 2.202e-04, eta: 4:18:06, time: 0.682, data_time: 0.247, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4161, loss: 1.4161 +2025-05-06 19:55:36,253 - pyskl - INFO - Epoch [142][200/3940] lr: 2.189e-04, eta: 4:17:22, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4376, loss: 1.4376 +2025-05-06 19:56:19,895 - pyskl - INFO - Epoch [142][300/3940] lr: 2.177e-04, eta: 4:16:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3984, loss: 1.3984 +2025-05-06 19:57:03,490 - pyskl - INFO - Epoch [142][400/3940] lr: 2.165e-04, eta: 4:15:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3978, loss: 1.3978 +2025-05-06 19:57:47,076 - pyskl - INFO - Epoch [142][500/3940] lr: 2.152e-04, eta: 4:15:11, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4610, loss: 1.4610 +2025-05-06 19:58:30,611 - pyskl - INFO - Epoch [142][600/3940] lr: 2.140e-04, eta: 4:14:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4195, loss: 1.4195 +2025-05-06 19:59:14,325 - pyskl - INFO - Epoch [142][700/3940] lr: 2.128e-04, eta: 4:13:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4066, loss: 1.4066 +2025-05-06 19:59:58,021 - pyskl - INFO - Epoch [142][800/3940] lr: 2.116e-04, eta: 4:12:59, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4119, loss: 1.4119 +2025-05-06 20:00:41,483 - pyskl - INFO - Epoch [142][900/3940] lr: 2.104e-04, eta: 4:12:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4329, loss: 1.4329 +2025-05-06 20:01:24,968 - pyskl - INFO - Epoch [142][1000/3940] lr: 2.091e-04, eta: 4:11:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4059, loss: 1.4059 +2025-05-06 20:02:08,480 - pyskl - INFO - Epoch [142][1100/3940] lr: 2.079e-04, eta: 4:10:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4167, loss: 1.4167 +2025-05-06 20:02:51,946 - pyskl - INFO - Epoch [142][1200/3940] lr: 2.067e-04, eta: 4:10:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4275, loss: 1.4275 +2025-05-06 20:03:35,400 - pyskl - INFO - Epoch [142][1300/3940] lr: 2.055e-04, eta: 4:09:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4653, loss: 1.4653 +2025-05-06 20:04:18,947 - pyskl - INFO - Epoch [142][1400/3940] lr: 2.043e-04, eta: 4:08:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4279, loss: 1.4279 +2025-05-06 20:05:02,460 - pyskl - INFO - Epoch [142][1500/3940] lr: 2.031e-04, eta: 4:07:52, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4385, loss: 1.4385 +2025-05-06 20:05:46,129 - pyskl - INFO - Epoch [142][1600/3940] lr: 2.019e-04, eta: 4:07:09, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4588, loss: 1.4588 +2025-05-06 20:06:29,704 - pyskl - INFO - Epoch [142][1700/3940] lr: 2.008e-04, eta: 4:06:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4235, loss: 1.4235 +2025-05-06 20:07:13,074 - pyskl - INFO - Epoch [142][1800/3940] lr: 1.996e-04, eta: 4:05:41, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3965, loss: 1.3965 +2025-05-06 20:07:56,780 - pyskl - INFO - Epoch [142][1900/3940] lr: 1.984e-04, eta: 4:04:57, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4291, loss: 1.4291 +2025-05-06 20:08:40,375 - pyskl - INFO - Epoch [142][2000/3940] lr: 1.972e-04, eta: 4:04:13, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4052, loss: 1.4052 +2025-05-06 20:09:23,995 - pyskl - INFO - Epoch [142][2100/3940] lr: 1.960e-04, eta: 4:03:30, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4434, loss: 1.4434 +2025-05-06 20:10:07,744 - pyskl - INFO - Epoch [142][2200/3940] lr: 1.949e-04, eta: 4:02:46, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4036, loss: 1.4036 +2025-05-06 20:10:51,245 - pyskl - INFO - Epoch [142][2300/3940] lr: 1.937e-04, eta: 4:02:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4573, loss: 1.4573 +2025-05-06 20:11:34,733 - pyskl - INFO - Epoch [142][2400/3940] lr: 1.925e-04, eta: 4:01:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4208, loss: 1.4208 +2025-05-06 20:12:18,281 - pyskl - INFO - Epoch [142][2500/3940] lr: 1.914e-04, eta: 4:00:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4340, loss: 1.4340 +2025-05-06 20:13:01,795 - pyskl - INFO - Epoch [142][2600/3940] lr: 1.902e-04, eta: 3:59:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4420, loss: 1.4420 +2025-05-06 20:13:45,270 - pyskl - INFO - Epoch [142][2700/3940] lr: 1.891e-04, eta: 3:59:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3833, loss: 1.3833 +2025-05-06 20:14:28,808 - pyskl - INFO - Epoch [142][2800/3940] lr: 1.879e-04, eta: 3:58:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3824, loss: 1.3824 +2025-05-06 20:15:12,350 - pyskl - INFO - Epoch [142][2900/3940] lr: 1.868e-04, eta: 3:57:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4736, loss: 1.4736 +2025-05-06 20:15:55,888 - pyskl - INFO - Epoch [142][3000/3940] lr: 1.856e-04, eta: 3:56:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4052, loss: 1.4052 +2025-05-06 20:16:39,390 - pyskl - INFO - Epoch [142][3100/3940] lr: 1.845e-04, eta: 3:56:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4718, loss: 1.4718 +2025-05-06 20:17:22,866 - pyskl - INFO - Epoch [142][3200/3940] lr: 1.834e-04, eta: 3:55:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3831, loss: 1.3831 +2025-05-06 20:18:06,418 - pyskl - INFO - Epoch [142][3300/3940] lr: 1.822e-04, eta: 3:54:44, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4306, loss: 1.4306 +2025-05-06 20:18:49,935 - pyskl - INFO - Epoch [142][3400/3940] lr: 1.811e-04, eta: 3:54:00, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4359, loss: 1.4359 +2025-05-06 20:19:33,461 - pyskl - INFO - Epoch [142][3500/3940] lr: 1.800e-04, eta: 3:53:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4220, loss: 1.4220 +2025-05-06 20:20:16,985 - pyskl - INFO - Epoch [142][3600/3940] lr: 1.788e-04, eta: 3:52:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4617, loss: 1.4617 +2025-05-06 20:21:00,466 - pyskl - INFO - Epoch [142][3700/3940] lr: 1.777e-04, eta: 3:51:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3736, loss: 1.3736 +2025-05-06 20:21:44,005 - pyskl - INFO - Epoch [142][3800/3940] lr: 1.766e-04, eta: 3:51:05, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4857, loss: 1.4857 +2025-05-06 20:22:27,422 - pyskl - INFO - Epoch [142][3900/3940] lr: 1.755e-04, eta: 3:50:21, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4519, loss: 1.4519 +2025-05-06 20:22:45,158 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-05-06 20:26:09,544 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 20:26:10,016 - pyskl - INFO - +top1_acc 0.8591 +top5_acc 0.9738 +2025-05-06 20:26:10,036 - pyskl - INFO - Epoch(val) [142][3183] top1_acc: 0.8591, top5_acc: 0.9738 +2025-05-06 20:27:18,325 - pyskl - INFO - Epoch [143][100/3940] lr: 1.740e-04, eta: 3:49:20, time: 0.683, data_time: 0.247, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4632, loss: 1.4632 +2025-05-06 20:28:01,809 - pyskl - INFO - Epoch [143][200/3940] lr: 1.729e-04, eta: 3:48:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4122, loss: 1.4122 +2025-05-06 20:28:45,373 - pyskl - INFO - Epoch [143][300/3940] lr: 1.718e-04, eta: 3:47:52, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4135, loss: 1.4135 +2025-05-06 20:29:28,768 - pyskl - INFO - Epoch [143][400/3940] lr: 1.707e-04, eta: 3:47:09, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3919, loss: 1.3919 +2025-05-06 20:30:12,168 - pyskl - INFO - Epoch [143][500/3940] lr: 1.696e-04, eta: 3:46:25, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4636, loss: 1.4636 +2025-05-06 20:30:55,605 - pyskl - INFO - Epoch [143][600/3940] lr: 1.685e-04, eta: 3:45:41, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3705, loss: 1.3705 +2025-05-06 20:31:39,004 - pyskl - INFO - Epoch [143][700/3940] lr: 1.674e-04, eta: 3:44:57, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4422, loss: 1.4422 +2025-05-06 20:32:22,427 - pyskl - INFO - Epoch [143][800/3940] lr: 1.663e-04, eta: 3:44:13, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4291, loss: 1.4291 +2025-05-06 20:33:05,857 - pyskl - INFO - Epoch [143][900/3940] lr: 1.652e-04, eta: 3:43:30, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4107, loss: 1.4107 +2025-05-06 20:33:49,274 - pyskl - INFO - Epoch [143][1000/3940] lr: 1.642e-04, eta: 3:42:46, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4005, loss: 1.4005 +2025-05-06 20:34:32,744 - pyskl - INFO - Epoch [143][1100/3940] lr: 1.631e-04, eta: 3:42:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4168, loss: 1.4168 +2025-05-06 20:35:16,225 - pyskl - INFO - Epoch [143][1200/3940] lr: 1.620e-04, eta: 3:41:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3995, loss: 1.3995 +2025-05-06 20:35:59,684 - pyskl - INFO - Epoch [143][1300/3940] lr: 1.609e-04, eta: 3:40:34, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3717, loss: 1.3717 +2025-05-06 20:36:43,145 - pyskl - INFO - Epoch [143][1400/3940] lr: 1.599e-04, eta: 3:39:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4760, loss: 1.4760 +2025-05-06 20:37:26,601 - pyskl - INFO - Epoch [143][1500/3940] lr: 1.588e-04, eta: 3:39:07, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4144, loss: 1.4144 +2025-05-06 20:38:10,060 - pyskl - INFO - Epoch [143][1600/3940] lr: 1.578e-04, eta: 3:38:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3967, loss: 1.3967 +2025-05-06 20:38:53,577 - pyskl - INFO - Epoch [143][1700/3940] lr: 1.567e-04, eta: 3:37:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4283, loss: 1.4283 +2025-05-06 20:39:37,145 - pyskl - INFO - Epoch [143][1800/3940] lr: 1.557e-04, eta: 3:36:55, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4201, loss: 1.4201 +2025-05-06 20:40:20,602 - pyskl - INFO - Epoch [143][1900/3940] lr: 1.546e-04, eta: 3:36:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4106, loss: 1.4106 +2025-05-06 20:41:04,013 - pyskl - INFO - Epoch [143][2000/3940] lr: 1.536e-04, eta: 3:35:28, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4432, loss: 1.4432 +2025-05-06 20:41:47,453 - pyskl - INFO - Epoch [143][2100/3940] lr: 1.526e-04, eta: 3:34:44, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4430, loss: 1.4430 +2025-05-06 20:42:30,891 - pyskl - INFO - Epoch [143][2200/3940] lr: 1.515e-04, eta: 3:34:00, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4264, loss: 1.4264 +2025-05-06 20:43:14,404 - pyskl - INFO - Epoch [143][2300/3940] lr: 1.505e-04, eta: 3:33:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4098, loss: 1.4098 +2025-05-06 20:43:57,859 - pyskl - INFO - Epoch [143][2400/3940] lr: 1.495e-04, eta: 3:32:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3648, loss: 1.3648 +2025-05-06 20:44:41,276 - pyskl - INFO - Epoch [143][2500/3940] lr: 1.484e-04, eta: 3:31:49, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4608, loss: 1.4608 +2025-05-06 20:45:24,657 - pyskl - INFO - Epoch [143][2600/3940] lr: 1.474e-04, eta: 3:31:05, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4231, loss: 1.4231 +2025-05-06 20:46:08,091 - pyskl - INFO - Epoch [143][2700/3940] lr: 1.464e-04, eta: 3:30:21, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3565, loss: 1.3565 +2025-05-06 20:46:51,517 - pyskl - INFO - Epoch [143][2800/3940] lr: 1.454e-04, eta: 3:29:37, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4477, loss: 1.4477 +2025-05-06 20:47:34,894 - pyskl - INFO - Epoch [143][2900/3940] lr: 1.444e-04, eta: 3:28:53, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3367, loss: 1.3367 +2025-05-06 20:48:18,335 - pyskl - INFO - Epoch [143][3000/3940] lr: 1.434e-04, eta: 3:28:09, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4446, loss: 1.4446 +2025-05-06 20:49:01,689 - pyskl - INFO - Epoch [143][3100/3940] lr: 1.424e-04, eta: 3:27:26, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4009, loss: 1.4009 +2025-05-06 20:49:45,120 - pyskl - INFO - Epoch [143][3200/3940] lr: 1.414e-04, eta: 3:26:42, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3831, loss: 1.3831 +2025-05-06 20:50:28,513 - pyskl - INFO - Epoch [143][3300/3940] lr: 1.404e-04, eta: 3:25:58, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4468, loss: 1.4468 +2025-05-06 20:51:11,936 - pyskl - INFO - Epoch [143][3400/3940] lr: 1.394e-04, eta: 3:25:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4119, loss: 1.4119 +2025-05-06 20:51:55,418 - pyskl - INFO - Epoch [143][3500/3940] lr: 1.384e-04, eta: 3:24:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4508, loss: 1.4508 +2025-05-06 20:52:38,884 - pyskl - INFO - Epoch [143][3600/3940] lr: 1.374e-04, eta: 3:23:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3889, loss: 1.3889 +2025-05-06 20:53:22,426 - pyskl - INFO - Epoch [143][3700/3940] lr: 1.364e-04, eta: 3:23:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4206, loss: 1.4206 +2025-05-06 20:54:06,088 - pyskl - INFO - Epoch [143][3800/3940] lr: 1.355e-04, eta: 3:22:19, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3968, loss: 1.3968 +2025-05-06 20:54:49,644 - pyskl - INFO - Epoch [143][3900/3940] lr: 1.345e-04, eta: 3:21:35, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3994, loss: 1.3994 +2025-05-06 20:55:07,403 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-05-06 20:58:29,976 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 20:58:30,440 - pyskl - INFO - +top1_acc 0.8619 +top5_acc 0.9732 +2025-05-06 20:58:30,494 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_140.pth was removed +2025-05-06 20:58:31,527 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. +2025-05-06 20:58:31,529 - pyskl - INFO - Best top1_acc is 0.8619 at 143 epoch. +2025-05-06 20:58:31,546 - pyskl - INFO - Epoch(val) [143][3183] top1_acc: 0.8619, top5_acc: 0.9732 +2025-05-06 20:59:39,829 - pyskl - INFO - Epoch [144][100/3940] lr: 1.331e-04, eta: 3:20:34, time: 0.683, data_time: 0.249, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3443, loss: 1.3443 +2025-05-06 21:00:23,356 - pyskl - INFO - Epoch [144][200/3940] lr: 1.322e-04, eta: 3:19:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4331, loss: 1.4331 +2025-05-06 21:01:06,956 - pyskl - INFO - Epoch [144][300/3940] lr: 1.312e-04, eta: 3:19:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3957, loss: 1.3957 +2025-05-06 21:01:50,639 - pyskl - INFO - Epoch [144][400/3940] lr: 1.303e-04, eta: 3:18:23, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3881, loss: 1.3881 +2025-05-06 21:02:34,135 - pyskl - INFO - Epoch [144][500/3940] lr: 1.293e-04, eta: 3:17:39, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3534, loss: 1.3534 +2025-05-06 21:03:17,668 - pyskl - INFO - Epoch [144][600/3940] lr: 1.283e-04, eta: 3:16:55, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4117, loss: 1.4117 +2025-05-06 21:04:01,154 - pyskl - INFO - Epoch [144][700/3940] lr: 1.274e-04, eta: 3:16:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3947, loss: 1.3947 +2025-05-06 21:04:44,574 - pyskl - INFO - Epoch [144][800/3940] lr: 1.265e-04, eta: 3:15:28, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3838, loss: 1.3838 +2025-05-06 21:05:28,369 - pyskl - INFO - Epoch [144][900/3940] lr: 1.255e-04, eta: 3:14:44, time: 0.438, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4134, loss: 1.4134 +2025-05-06 21:06:12,061 - pyskl - INFO - Epoch [144][1000/3940] lr: 1.246e-04, eta: 3:14:00, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4168, loss: 1.4168 +2025-05-06 21:06:55,645 - pyskl - INFO - Epoch [144][1100/3940] lr: 1.236e-04, eta: 3:13:16, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4178, loss: 1.4178 +2025-05-06 21:07:39,203 - pyskl - INFO - Epoch [144][1200/3940] lr: 1.227e-04, eta: 3:12:32, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3960, loss: 1.3960 +2025-05-06 21:08:22,719 - pyskl - INFO - Epoch [144][1300/3940] lr: 1.218e-04, eta: 3:11:49, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3703, loss: 1.3703 +2025-05-06 21:09:06,454 - pyskl - INFO - Epoch [144][1400/3940] lr: 1.209e-04, eta: 3:11:05, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4095, loss: 1.4095 +2025-05-06 21:09:50,117 - pyskl - INFO - Epoch [144][1500/3940] lr: 1.199e-04, eta: 3:10:21, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4357, loss: 1.4357 +2025-05-06 21:10:33,693 - pyskl - INFO - Epoch [144][1600/3940] lr: 1.190e-04, eta: 3:09:37, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4315, loss: 1.4315 +2025-05-06 21:11:17,278 - pyskl - INFO - Epoch [144][1700/3940] lr: 1.181e-04, eta: 3:08:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4058, loss: 1.4058 +2025-05-06 21:12:00,852 - pyskl - INFO - Epoch [144][1800/3940] lr: 1.172e-04, eta: 3:08:10, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4082, loss: 1.4082 +2025-05-06 21:12:44,392 - pyskl - INFO - Epoch [144][1900/3940] lr: 1.163e-04, eta: 3:07:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4035, loss: 1.4035 +2025-05-06 21:13:27,928 - pyskl - INFO - Epoch [144][2000/3940] lr: 1.154e-04, eta: 3:06:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3803, loss: 1.3803 +2025-05-06 21:14:11,383 - pyskl - INFO - Epoch [144][2100/3940] lr: 1.145e-04, eta: 3:05:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3669, loss: 1.3669 +2025-05-06 21:14:54,819 - pyskl - INFO - Epoch [144][2200/3940] lr: 1.136e-04, eta: 3:05:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4347, loss: 1.4347 +2025-05-06 21:15:38,322 - pyskl - INFO - Epoch [144][2300/3940] lr: 1.127e-04, eta: 3:04:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4578, loss: 1.4578 +2025-05-06 21:16:21,849 - pyskl - INFO - Epoch [144][2400/3940] lr: 1.118e-04, eta: 3:03:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3703, loss: 1.3703 +2025-05-06 21:17:05,386 - pyskl - INFO - Epoch [144][2500/3940] lr: 1.109e-04, eta: 3:03:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3359, loss: 1.3359 +2025-05-06 21:17:48,899 - pyskl - INFO - Epoch [144][2600/3940] lr: 1.100e-04, eta: 3:02:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4304, loss: 1.4304 +2025-05-06 21:18:32,405 - pyskl - INFO - Epoch [144][2700/3940] lr: 1.092e-04, eta: 3:01:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3793, loss: 1.3793 +2025-05-06 21:19:15,949 - pyskl - INFO - Epoch [144][2800/3940] lr: 1.083e-04, eta: 3:00:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4368, loss: 1.4368 +2025-05-06 21:19:59,409 - pyskl - INFO - Epoch [144][2900/3940] lr: 1.074e-04, eta: 3:00:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4291, loss: 1.4291 +2025-05-06 21:20:42,899 - pyskl - INFO - Epoch [144][3000/3940] lr: 1.066e-04, eta: 2:59:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3914, loss: 1.3914 +2025-05-06 21:21:26,378 - pyskl - INFO - Epoch [144][3100/3940] lr: 1.057e-04, eta: 2:58:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4400, loss: 1.4400 +2025-05-06 21:22:09,861 - pyskl - INFO - Epoch [144][3200/3940] lr: 1.048e-04, eta: 2:57:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4262, loss: 1.4262 +2025-05-06 21:22:53,340 - pyskl - INFO - Epoch [144][3300/3940] lr: 1.040e-04, eta: 2:57:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4613, loss: 1.4613 +2025-05-06 21:23:36,917 - pyskl - INFO - Epoch [144][3400/3940] lr: 1.031e-04, eta: 2:56:29, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3957, loss: 1.3957 +2025-05-06 21:24:20,501 - pyskl - INFO - Epoch [144][3500/3940] lr: 1.023e-04, eta: 2:55:45, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4064, loss: 1.4064 +2025-05-06 21:25:04,111 - pyskl - INFO - Epoch [144][3600/3940] lr: 1.014e-04, eta: 2:55:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4500, loss: 1.4500 +2025-05-06 21:25:47,712 - pyskl - INFO - Epoch [144][3700/3940] lr: 1.006e-04, eta: 2:54:17, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3809, loss: 1.3809 +2025-05-06 21:26:31,327 - pyskl - INFO - Epoch [144][3800/3940] lr: 9.974e-05, eta: 2:53:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3658, loss: 1.3658 +2025-05-06 21:27:14,830 - pyskl - INFO - Epoch [144][3900/3940] lr: 9.891e-05, eta: 2:52:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4013, loss: 1.4013 +2025-05-06 21:27:32,506 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-05-06 21:30:56,857 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 21:30:57,320 - pyskl - INFO - +top1_acc 0.8584 +top5_acc 0.9738 +2025-05-06 21:30:57,337 - pyskl - INFO - Epoch(val) [144][3183] top1_acc: 0.8584, top5_acc: 0.9738 +2025-05-06 21:32:05,061 - pyskl - INFO - Epoch [145][100/3940] lr: 9.774e-05, eta: 2:51:49, time: 0.677, data_time: 0.244, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3450, loss: 1.3450 +2025-05-06 21:32:48,453 - pyskl - INFO - Epoch [145][200/3940] lr: 9.692e-05, eta: 2:51:05, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4392, loss: 1.4392 +2025-05-06 21:33:31,889 - pyskl - INFO - Epoch [145][300/3940] lr: 9.609e-05, eta: 2:50:21, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4496, loss: 1.4496 +2025-05-06 21:34:15,320 - pyskl - INFO - Epoch [145][400/3940] lr: 9.527e-05, eta: 2:49:37, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4026, loss: 1.4026 +2025-05-06 21:34:58,805 - pyskl - INFO - Epoch [145][500/3940] lr: 9.445e-05, eta: 2:48:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3398, loss: 1.3398 +2025-05-06 21:35:42,310 - pyskl - INFO - Epoch [145][600/3940] lr: 9.364e-05, eta: 2:48:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3344, loss: 1.3344 +2025-05-06 21:36:25,776 - pyskl - INFO - Epoch [145][700/3940] lr: 9.283e-05, eta: 2:47:26, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3927, loss: 1.3927 +2025-05-06 21:37:09,232 - pyskl - INFO - Epoch [145][800/3940] lr: 9.202e-05, eta: 2:46:42, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4112, loss: 1.4112 +2025-05-06 21:37:52,769 - pyskl - INFO - Epoch [145][900/3940] lr: 9.122e-05, eta: 2:45:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4131, loss: 1.4131 +2025-05-06 21:38:36,311 - pyskl - INFO - Epoch [145][1000/3940] lr: 9.042e-05, eta: 2:45:14, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4279, loss: 1.4279 +2025-05-06 21:39:19,824 - pyskl - INFO - Epoch [145][1100/3940] lr: 8.963e-05, eta: 2:44:31, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3897, loss: 1.3897 +2025-05-06 21:40:03,364 - pyskl - INFO - Epoch [145][1200/3940] lr: 8.883e-05, eta: 2:43:47, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4078, loss: 1.4078 +2025-05-06 21:40:46,857 - pyskl - INFO - Epoch [145][1300/3940] lr: 8.804e-05, eta: 2:43:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4166, loss: 1.4166 +2025-05-06 21:41:30,351 - pyskl - INFO - Epoch [145][1400/3940] lr: 8.726e-05, eta: 2:42:19, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3757, loss: 1.3757 +2025-05-06 21:42:13,757 - pyskl - INFO - Epoch [145][1500/3940] lr: 8.648e-05, eta: 2:41:35, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3872, loss: 1.3872 +2025-05-06 21:42:57,200 - pyskl - INFO - Epoch [145][1600/3940] lr: 8.570e-05, eta: 2:40:52, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4163, loss: 1.4163 +2025-05-06 21:43:40,706 - pyskl - INFO - Epoch [145][1700/3940] lr: 8.492e-05, eta: 2:40:08, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4194, loss: 1.4194 +2025-05-06 21:44:24,171 - pyskl - INFO - Epoch [145][1800/3940] lr: 8.415e-05, eta: 2:39:24, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3803, loss: 1.3803 +2025-05-06 21:45:07,661 - pyskl - INFO - Epoch [145][1900/3940] lr: 8.338e-05, eta: 2:38:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4116, loss: 1.4116 +2025-05-06 21:45:51,137 - pyskl - INFO - Epoch [145][2000/3940] lr: 8.262e-05, eta: 2:37:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4070, loss: 1.4070 +2025-05-06 21:46:34,556 - pyskl - INFO - Epoch [145][2100/3940] lr: 8.186e-05, eta: 2:37:12, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3738, loss: 1.3738 +2025-05-06 21:47:17,948 - pyskl - INFO - Epoch [145][2200/3940] lr: 8.110e-05, eta: 2:36:29, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3975, loss: 1.3975 +2025-05-06 21:48:01,335 - pyskl - INFO - Epoch [145][2300/3940] lr: 8.035e-05, eta: 2:35:45, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3867, loss: 1.3867 +2025-05-06 21:48:44,732 - pyskl - INFO - Epoch [145][2400/3940] lr: 7.960e-05, eta: 2:35:01, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3500, loss: 1.3500 +2025-05-06 21:49:28,176 - pyskl - INFO - Epoch [145][2500/3940] lr: 7.885e-05, eta: 2:34:17, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3924, loss: 1.3924 +2025-05-06 21:50:11,591 - pyskl - INFO - Epoch [145][2600/3940] lr: 7.811e-05, eta: 2:33:33, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3709, loss: 1.3709 +2025-05-06 21:50:54,997 - pyskl - INFO - Epoch [145][2700/3940] lr: 7.737e-05, eta: 2:32:50, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4301, loss: 1.4301 +2025-05-06 21:51:38,625 - pyskl - INFO - Epoch [145][2800/3940] lr: 7.663e-05, eta: 2:32:06, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3583, loss: 1.3583 +2025-05-06 21:52:22,354 - pyskl - INFO - Epoch [145][2900/3940] lr: 7.590e-05, eta: 2:31:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3895, loss: 1.3895 +2025-05-06 21:53:06,067 - pyskl - INFO - Epoch [145][3000/3940] lr: 7.517e-05, eta: 2:30:38, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3632, loss: 1.3632 +2025-05-06 21:53:49,755 - pyskl - INFO - Epoch [145][3100/3940] lr: 7.444e-05, eta: 2:29:54, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3660, loss: 1.3660 +2025-05-06 21:54:33,497 - pyskl - INFO - Epoch [145][3200/3940] lr: 7.372e-05, eta: 2:29:11, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4367, loss: 1.4367 +2025-05-06 21:55:17,048 - pyskl - INFO - Epoch [145][3300/3940] lr: 7.300e-05, eta: 2:28:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3919, loss: 1.3919 +2025-05-06 21:56:00,737 - pyskl - INFO - Epoch [145][3400/3940] lr: 7.229e-05, eta: 2:27:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3729, loss: 1.3729 +2025-05-06 21:56:44,321 - pyskl - INFO - Epoch [145][3500/3940] lr: 7.157e-05, eta: 2:26:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3582, loss: 1.3582 +2025-05-06 21:57:27,922 - pyskl - INFO - Epoch [145][3600/3940] lr: 7.087e-05, eta: 2:26:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3639, loss: 1.3639 +2025-05-06 21:58:11,448 - pyskl - INFO - Epoch [145][3700/3940] lr: 7.016e-05, eta: 2:25:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3957, loss: 1.3957 +2025-05-06 21:58:54,928 - pyskl - INFO - Epoch [145][3800/3940] lr: 6.946e-05, eta: 2:24:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3462, loss: 1.3462 +2025-05-06 21:59:38,429 - pyskl - INFO - Epoch [145][3900/3940] lr: 6.876e-05, eta: 2:24:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3904, loss: 1.3904 +2025-05-06 21:59:56,359 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-05-06 22:03:18,481 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 22:03:18,944 - pyskl - INFO - +top1_acc 0.8595 +top5_acc 0.9741 +2025-05-06 22:03:18,960 - pyskl - INFO - Epoch(val) [145][3183] top1_acc: 0.8595, top5_acc: 0.9741 +2025-05-06 22:04:26,405 - pyskl - INFO - Epoch [146][100/3940] lr: 6.779e-05, eta: 2:23:03, time: 0.674, data_time: 0.240, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4084, loss: 1.4084 +2025-05-06 22:05:09,768 - pyskl - INFO - Epoch [146][200/3940] lr: 6.710e-05, eta: 2:22:19, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3525, loss: 1.3525 +2025-05-06 22:05:53,212 - pyskl - INFO - Epoch [146][300/3940] lr: 6.642e-05, eta: 2:21:35, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3619, loss: 1.3619 +2025-05-06 22:06:36,591 - pyskl - INFO - Epoch [146][400/3940] lr: 6.573e-05, eta: 2:20:52, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4350, loss: 1.4350 +2025-05-06 22:07:19,993 - pyskl - INFO - Epoch [146][500/3940] lr: 6.505e-05, eta: 2:20:08, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4289, loss: 1.4289 +2025-05-06 22:08:03,404 - pyskl - INFO - Epoch [146][600/3940] lr: 6.438e-05, eta: 2:19:24, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3787, loss: 1.3787 +2025-05-06 22:08:46,961 - pyskl - INFO - Epoch [146][700/3940] lr: 6.371e-05, eta: 2:18:40, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4035, loss: 1.4035 +2025-05-06 22:09:30,393 - pyskl - INFO - Epoch [146][800/3940] lr: 6.304e-05, eta: 2:17:56, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4201, loss: 1.4201 +2025-05-06 22:10:13,810 - pyskl - INFO - Epoch [146][900/3940] lr: 6.237e-05, eta: 2:17:13, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4085, loss: 1.4085 +2025-05-06 22:10:57,175 - pyskl - INFO - Epoch [146][1000/3940] lr: 6.171e-05, eta: 2:16:29, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3696, loss: 1.3696 +2025-05-06 22:11:40,576 - pyskl - INFO - Epoch [146][1100/3940] lr: 6.106e-05, eta: 2:15:45, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3356, loss: 1.3356 +2025-05-06 22:12:23,926 - pyskl - INFO - Epoch [146][1200/3940] lr: 6.040e-05, eta: 2:15:01, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4061, loss: 1.4061 +2025-05-06 22:13:07,300 - pyskl - INFO - Epoch [146][1300/3940] lr: 5.975e-05, eta: 2:14:17, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3321, loss: 1.3321 +2025-05-06 22:13:50,704 - pyskl - INFO - Epoch [146][1400/3940] lr: 5.910e-05, eta: 2:13:33, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3364, loss: 1.3364 +2025-05-06 22:14:34,094 - pyskl - INFO - Epoch [146][1500/3940] lr: 5.846e-05, eta: 2:12:50, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4312, loss: 1.4312 +2025-05-06 22:15:17,557 - pyskl - INFO - Epoch [146][1600/3940] lr: 5.782e-05, eta: 2:12:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3601, loss: 1.3601 +2025-05-06 22:16:00,935 - pyskl - INFO - Epoch [146][1700/3940] lr: 5.718e-05, eta: 2:11:22, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4151, loss: 1.4151 +2025-05-06 22:16:44,369 - pyskl - INFO - Epoch [146][1800/3940] lr: 5.655e-05, eta: 2:10:38, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4458, loss: 1.4458 +2025-05-06 22:17:27,784 - pyskl - INFO - Epoch [146][1900/3940] lr: 5.592e-05, eta: 2:09:54, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3947, loss: 1.3947 +2025-05-06 22:18:11,196 - pyskl - INFO - Epoch [146][2000/3940] lr: 5.529e-05, eta: 2:09:11, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4071, loss: 1.4071 +2025-05-06 22:18:54,561 - pyskl - INFO - Epoch [146][2100/3940] lr: 5.467e-05, eta: 2:08:27, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3821, loss: 1.3821 +2025-05-06 22:19:37,960 - pyskl - INFO - Epoch [146][2200/3940] lr: 5.405e-05, eta: 2:07:43, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2945, loss: 1.2945 +2025-05-06 22:20:21,343 - pyskl - INFO - Epoch [146][2300/3940] lr: 5.344e-05, eta: 2:06:59, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3572, loss: 1.3572 +2025-05-06 22:21:04,776 - pyskl - INFO - Epoch [146][2400/3940] lr: 5.283e-05, eta: 2:06:15, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3909, loss: 1.3909 +2025-05-06 22:21:48,300 - pyskl - INFO - Epoch [146][2500/3940] lr: 5.222e-05, eta: 2:05:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3902, loss: 1.3902 +2025-05-06 22:22:31,729 - pyskl - INFO - Epoch [146][2600/3940] lr: 5.161e-05, eta: 2:04:48, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3318, loss: 1.3318 +2025-05-06 22:23:15,175 - pyskl - INFO - Epoch [146][2700/3940] lr: 5.101e-05, eta: 2:04:04, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3965, loss: 1.3965 +2025-05-06 22:23:58,595 - pyskl - INFO - Epoch [146][2800/3940] lr: 5.041e-05, eta: 2:03:20, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3932, loss: 1.3932 +2025-05-06 22:24:42,081 - pyskl - INFO - Epoch [146][2900/3940] lr: 4.982e-05, eta: 2:02:36, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3681, loss: 1.3681 +2025-05-06 22:25:25,460 - pyskl - INFO - Epoch [146][3000/3940] lr: 4.923e-05, eta: 2:01:53, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3699, loss: 1.3699 +2025-05-06 22:26:08,878 - pyskl - INFO - Epoch [146][3100/3940] lr: 4.864e-05, eta: 2:01:09, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3800, loss: 1.3800 +2025-05-06 22:26:52,290 - pyskl - INFO - Epoch [146][3200/3940] lr: 4.806e-05, eta: 2:00:25, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3627, loss: 1.3627 +2025-05-06 22:27:35,719 - pyskl - INFO - Epoch [146][3300/3940] lr: 4.748e-05, eta: 1:59:41, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3731, loss: 1.3731 +2025-05-06 22:28:19,104 - pyskl - INFO - Epoch [146][3400/3940] lr: 4.690e-05, eta: 1:58:57, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3949, loss: 1.3949 +2025-05-06 22:29:02,487 - pyskl - INFO - Epoch [146][3500/3940] lr: 4.633e-05, eta: 1:58:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3522, loss: 1.3522 +2025-05-06 22:29:45,923 - pyskl - INFO - Epoch [146][3600/3940] lr: 4.576e-05, eta: 1:57:30, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3588, loss: 1.3588 +2025-05-06 22:30:29,409 - pyskl - INFO - Epoch [146][3700/3940] lr: 4.519e-05, eta: 1:56:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3790, loss: 1.3790 +2025-05-06 22:31:12,942 - pyskl - INFO - Epoch [146][3800/3940] lr: 4.463e-05, eta: 1:56:02, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3746, loss: 1.3746 +2025-05-06 22:31:56,276 - pyskl - INFO - Epoch [146][3900/3940] lr: 4.407e-05, eta: 1:55:18, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3482, loss: 1.3482 +2025-05-06 22:32:13,878 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-05-06 22:35:38,716 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 22:35:39,180 - pyskl - INFO - +top1_acc 0.8609 +top5_acc 0.9744 +2025-05-06 22:35:39,197 - pyskl - INFO - Epoch(val) [146][3183] top1_acc: 0.8609, top5_acc: 0.9744 +2025-05-06 22:36:46,974 - pyskl - INFO - Epoch [147][100/3940] lr: 4.329e-05, eta: 1:54:17, time: 0.678, data_time: 0.244, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3759, loss: 1.3759 +2025-05-06 22:37:30,368 - pyskl - INFO - Epoch [147][200/3940] lr: 4.274e-05, eta: 1:53:33, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4250, loss: 1.4250 +2025-05-06 22:38:13,732 - pyskl - INFO - Epoch [147][300/3940] lr: 4.219e-05, eta: 1:52:50, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3823, loss: 1.3823 +2025-05-06 22:38:57,120 - pyskl - INFO - Epoch [147][400/3940] lr: 4.165e-05, eta: 1:52:06, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3731, loss: 1.3731 +2025-05-06 22:39:40,535 - pyskl - INFO - Epoch [147][500/3940] lr: 4.111e-05, eta: 1:51:22, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4235, loss: 1.4235 +2025-05-06 22:40:23,869 - pyskl - INFO - Epoch [147][600/3940] lr: 4.057e-05, eta: 1:50:38, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3706, loss: 1.3706 +2025-05-06 22:41:07,161 - pyskl - INFO - Epoch [147][700/3940] lr: 4.004e-05, eta: 1:49:54, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3629, loss: 1.3629 +2025-05-06 22:41:50,496 - pyskl - INFO - Epoch [147][800/3940] lr: 3.951e-05, eta: 1:49:11, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3663, loss: 1.3663 +2025-05-06 22:42:33,890 - pyskl - INFO - Epoch [147][900/3940] lr: 3.898e-05, eta: 1:48:27, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4672, loss: 1.4672 +2025-05-06 22:43:17,388 - pyskl - INFO - Epoch [147][1000/3940] lr: 3.846e-05, eta: 1:47:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4303, loss: 1.4303 +2025-05-06 22:44:00,823 - pyskl - INFO - Epoch [147][1100/3940] lr: 3.794e-05, eta: 1:46:59, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3703, loss: 1.3703 +2025-05-06 22:44:44,432 - pyskl - INFO - Epoch [147][1200/3940] lr: 3.743e-05, eta: 1:46:15, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3527, loss: 1.3527 +2025-05-06 22:45:27,828 - pyskl - INFO - Epoch [147][1300/3940] lr: 3.691e-05, eta: 1:45:32, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3688, loss: 1.3688 +2025-05-06 22:46:11,297 - pyskl - INFO - Epoch [147][1400/3940] lr: 3.641e-05, eta: 1:44:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4176, loss: 1.4176 +2025-05-06 22:46:54,696 - pyskl - INFO - Epoch [147][1500/3940] lr: 3.590e-05, eta: 1:44:04, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3461, loss: 1.3461 +2025-05-06 22:47:38,062 - pyskl - INFO - Epoch [147][1600/3940] lr: 3.540e-05, eta: 1:43:20, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3881, loss: 1.3881 +2025-05-06 22:48:21,509 - pyskl - INFO - Epoch [147][1700/3940] lr: 3.490e-05, eta: 1:42:36, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4378, loss: 1.4378 +2025-05-06 22:49:04,928 - pyskl - INFO - Epoch [147][1800/3940] lr: 3.441e-05, eta: 1:41:53, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4738, loss: 1.4738 +2025-05-06 22:49:48,348 - pyskl - INFO - Epoch [147][1900/3940] lr: 3.392e-05, eta: 1:41:09, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3681, loss: 1.3681 +2025-05-06 22:50:31,744 - pyskl - INFO - Epoch [147][2000/3940] lr: 3.343e-05, eta: 1:40:25, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4096, loss: 1.4096 +2025-05-06 22:51:15,191 - pyskl - INFO - Epoch [147][2100/3940] lr: 3.294e-05, eta: 1:39:41, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3920, loss: 1.3920 +2025-05-06 22:51:58,633 - pyskl - INFO - Epoch [147][2200/3940] lr: 3.246e-05, eta: 1:38:57, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4028, loss: 1.4028 +2025-05-06 22:52:42,027 - pyskl - INFO - Epoch [147][2300/3940] lr: 3.199e-05, eta: 1:38:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3890, loss: 1.3890 +2025-05-06 22:53:25,448 - pyskl - INFO - Epoch [147][2400/3940] lr: 3.151e-05, eta: 1:37:30, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4115, loss: 1.4115 +2025-05-06 22:54:08,989 - pyskl - INFO - Epoch [147][2500/3940] lr: 3.104e-05, eta: 1:36:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3652, loss: 1.3652 +2025-05-06 22:54:52,577 - pyskl - INFO - Epoch [147][2600/3940] lr: 3.058e-05, eta: 1:36:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3703, loss: 1.3703 +2025-05-06 22:55:36,095 - pyskl - INFO - Epoch [147][2700/3940] lr: 3.012e-05, eta: 1:35:18, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3559, loss: 1.3559 +2025-05-06 22:56:19,582 - pyskl - INFO - Epoch [147][2800/3940] lr: 2.966e-05, eta: 1:34:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3495, loss: 1.3495 +2025-05-06 22:57:03,137 - pyskl - INFO - Epoch [147][2900/3940] lr: 2.920e-05, eta: 1:33:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4051, loss: 1.4051 +2025-05-06 22:57:46,585 - pyskl - INFO - Epoch [147][3000/3940] lr: 2.875e-05, eta: 1:33:07, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3750, loss: 1.3750 +2025-05-06 22:58:30,099 - pyskl - INFO - Epoch [147][3100/3940] lr: 2.830e-05, eta: 1:32:23, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3882, loss: 1.3882 +2025-05-06 22:59:13,500 - pyskl - INFO - Epoch [147][3200/3940] lr: 2.785e-05, eta: 1:31:40, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3292, loss: 1.3292 +2025-05-06 22:59:56,955 - pyskl - INFO - Epoch [147][3300/3940] lr: 2.741e-05, eta: 1:30:56, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4371, loss: 1.4371 +2025-05-06 23:00:40,423 - pyskl - INFO - Epoch [147][3400/3940] lr: 2.697e-05, eta: 1:30:12, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3439, loss: 1.3439 +2025-05-06 23:01:23,920 - pyskl - INFO - Epoch [147][3500/3940] lr: 2.654e-05, eta: 1:29:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3980, loss: 1.3980 +2025-05-06 23:02:07,421 - pyskl - INFO - Epoch [147][3600/3940] lr: 2.611e-05, eta: 1:28:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4005, loss: 1.4005 +2025-05-06 23:02:50,847 - pyskl - INFO - Epoch [147][3700/3940] lr: 2.568e-05, eta: 1:28:01, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3925, loss: 1.3925 +2025-05-06 23:03:34,360 - pyskl - INFO - Epoch [147][3800/3940] lr: 2.526e-05, eta: 1:27:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3947, loss: 1.3947 +2025-05-06 23:04:17,883 - pyskl - INFO - Epoch [147][3900/3940] lr: 2.484e-05, eta: 1:26:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3391, loss: 1.3391 +2025-05-06 23:04:35,564 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-05-06 23:07:58,000 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 23:07:58,464 - pyskl - INFO - +top1_acc 0.8590 +top5_acc 0.9728 +2025-05-06 23:07:58,481 - pyskl - INFO - Epoch(val) [147][3183] top1_acc: 0.8590, top5_acc: 0.9728 +2025-05-06 23:09:06,613 - pyskl - INFO - Epoch [148][100/3940] lr: 2.425e-05, eta: 1:25:32, time: 0.681, data_time: 0.247, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3936, loss: 1.3936 +2025-05-06 23:09:50,128 - pyskl - INFO - Epoch [148][200/3940] lr: 2.384e-05, eta: 1:24:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3961, loss: 1.3961 +2025-05-06 23:10:33,657 - pyskl - INFO - Epoch [148][300/3940] lr: 2.343e-05, eta: 1:24:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3517, loss: 1.3517 +2025-05-06 23:11:17,189 - pyskl - INFO - Epoch [148][400/3940] lr: 2.303e-05, eta: 1:23:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3454, loss: 1.3454 +2025-05-06 23:12:00,668 - pyskl - INFO - Epoch [148][500/3940] lr: 2.263e-05, eta: 1:22:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3537, loss: 1.3537 +2025-05-06 23:12:44,249 - pyskl - INFO - Epoch [148][600/3940] lr: 2.223e-05, eta: 1:21:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3989, loss: 1.3989 +2025-05-06 23:13:27,749 - pyskl - INFO - Epoch [148][700/3940] lr: 2.184e-05, eta: 1:21:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4045, loss: 1.4045 +2025-05-06 23:14:11,322 - pyskl - INFO - Epoch [148][800/3940] lr: 2.144e-05, eta: 1:20:25, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4291, loss: 1.4291 +2025-05-06 23:14:54,782 - pyskl - INFO - Epoch [148][900/3940] lr: 2.106e-05, eta: 1:19:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3737, loss: 1.3737 +2025-05-06 23:15:38,221 - pyskl - INFO - Epoch [148][1000/3940] lr: 2.067e-05, eta: 1:18:58, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3749, loss: 1.3749 +2025-05-06 23:16:21,639 - pyskl - INFO - Epoch [148][1100/3940] lr: 2.029e-05, eta: 1:18:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3418, loss: 1.3418 +2025-05-06 23:17:05,118 - pyskl - INFO - Epoch [148][1200/3940] lr: 1.992e-05, eta: 1:17:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4064, loss: 1.4064 +2025-05-06 23:17:48,657 - pyskl - INFO - Epoch [148][1300/3940] lr: 1.954e-05, eta: 1:16:46, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3802, loss: 1.3802 +2025-05-06 23:18:32,049 - pyskl - INFO - Epoch [148][1400/3940] lr: 1.917e-05, eta: 1:16:02, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3914, loss: 1.3914 +2025-05-06 23:19:15,644 - pyskl - INFO - Epoch [148][1500/3940] lr: 1.881e-05, eta: 1:15:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3535, loss: 1.3535 +2025-05-06 23:19:59,094 - pyskl - INFO - Epoch [148][1600/3940] lr: 1.845e-05, eta: 1:14:35, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3901, loss: 1.3901 +2025-05-06 23:20:42,453 - pyskl - INFO - Epoch [148][1700/3940] lr: 1.809e-05, eta: 1:13:51, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4399, loss: 1.4399 +2025-05-06 23:21:25,855 - pyskl - INFO - Epoch [148][1800/3940] lr: 1.773e-05, eta: 1:13:07, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3334, loss: 1.3334 +2025-05-06 23:22:09,266 - pyskl - INFO - Epoch [148][1900/3940] lr: 1.738e-05, eta: 1:12:23, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4092, loss: 1.4092 +2025-05-06 23:22:52,920 - pyskl - INFO - Epoch [148][2000/3940] lr: 1.703e-05, eta: 1:11:40, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3772, loss: 1.3772 +2025-05-06 23:23:36,563 - pyskl - INFO - Epoch [148][2100/3940] lr: 1.669e-05, eta: 1:10:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3795, loss: 1.3795 +2025-05-06 23:24:20,128 - pyskl - INFO - Epoch [148][2200/3940] lr: 1.634e-05, eta: 1:10:12, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3877, loss: 1.3877 +2025-05-06 23:25:03,647 - pyskl - INFO - Epoch [148][2300/3940] lr: 1.601e-05, eta: 1:09:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3589, loss: 1.3589 +2025-05-06 23:25:47,197 - pyskl - INFO - Epoch [148][2400/3940] lr: 1.567e-05, eta: 1:08:44, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3726, loss: 1.3726 +2025-05-06 23:26:30,821 - pyskl - INFO - Epoch [148][2500/3940] lr: 1.534e-05, eta: 1:08:01, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3987, loss: 1.3987 +2025-05-06 23:27:14,293 - pyskl - INFO - Epoch [148][2600/3940] lr: 1.501e-05, eta: 1:07:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3921, loss: 1.3921 +2025-05-06 23:27:57,928 - pyskl - INFO - Epoch [148][2700/3940] lr: 1.469e-05, eta: 1:06:33, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4224, loss: 1.4224 +2025-05-06 23:28:41,488 - pyskl - INFO - Epoch [148][2800/3940] lr: 1.437e-05, eta: 1:05:49, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3491, loss: 1.3491 +2025-05-06 23:29:25,014 - pyskl - INFO - Epoch [148][2900/3940] lr: 1.405e-05, eta: 1:05:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3846, loss: 1.3846 +2025-05-06 23:30:08,454 - pyskl - INFO - Epoch [148][3000/3940] lr: 1.374e-05, eta: 1:04:22, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4106, loss: 1.4106 +2025-05-06 23:30:51,989 - pyskl - INFO - Epoch [148][3100/3940] lr: 1.343e-05, eta: 1:03:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3561, loss: 1.3561 +2025-05-06 23:31:35,401 - pyskl - INFO - Epoch [148][3200/3940] lr: 1.312e-05, eta: 1:02:54, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4178, loss: 1.4178 +2025-05-06 23:32:18,855 - pyskl - INFO - Epoch [148][3300/3940] lr: 1.282e-05, eta: 1:02:10, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3823, loss: 1.3823 +2025-05-06 23:33:02,425 - pyskl - INFO - Epoch [148][3400/3940] lr: 1.252e-05, eta: 1:01:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3629, loss: 1.3629 +2025-05-06 23:33:46,012 - pyskl - INFO - Epoch [148][3500/3940] lr: 1.223e-05, eta: 1:00:43, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3642, loss: 1.3642 +2025-05-06 23:34:29,520 - pyskl - INFO - Epoch [148][3600/3940] lr: 1.193e-05, eta: 0:59:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3445, loss: 1.3445 +2025-05-06 23:35:13,032 - pyskl - INFO - Epoch [148][3700/3940] lr: 1.165e-05, eta: 0:59:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3950, loss: 1.3950 +2025-05-06 23:35:56,632 - pyskl - INFO - Epoch [148][3800/3940] lr: 1.136e-05, eta: 0:58:31, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3486, loss: 1.3486 +2025-05-06 23:36:40,339 - pyskl - INFO - Epoch [148][3900/3940] lr: 1.108e-05, eta: 0:57:48, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3850, loss: 1.3850 +2025-05-06 23:36:58,139 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-05-06 23:40:20,336 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 23:40:20,797 - pyskl - INFO - +top1_acc 0.8597 +top5_acc 0.9737 +2025-05-06 23:40:20,813 - pyskl - INFO - Epoch(val) [148][3183] top1_acc: 0.8597, top5_acc: 0.9737 +2025-05-06 23:41:29,167 - pyskl - INFO - Epoch [149][100/3940] lr: 1.069e-05, eta: 0:56:46, time: 0.683, data_time: 0.247, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3540, loss: 1.3540 +2025-05-06 23:42:12,657 - pyskl - INFO - Epoch [149][200/3940] lr: 1.042e-05, eta: 0:56:03, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3786, loss: 1.3786 +2025-05-06 23:42:56,079 - pyskl - INFO - Epoch [149][300/3940] lr: 1.015e-05, eta: 0:55:19, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3396, loss: 1.3396 +2025-05-06 23:43:39,553 - pyskl - INFO - Epoch [149][400/3940] lr: 9.883e-06, eta: 0:54:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4085, loss: 1.4085 +2025-05-06 23:44:23,136 - pyskl - INFO - Epoch [149][500/3940] lr: 9.620e-06, eta: 0:53:51, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4052, loss: 1.4052 +2025-05-06 23:45:06,578 - pyskl - INFO - Epoch [149][600/3940] lr: 9.361e-06, eta: 0:53:07, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3861, loss: 1.3861 +2025-05-06 23:45:50,129 - pyskl - INFO - Epoch [149][700/3940] lr: 9.106e-06, eta: 0:52:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3864, loss: 1.3864 +2025-05-06 23:46:33,612 - pyskl - INFO - Epoch [149][800/3940] lr: 8.854e-06, eta: 0:51:40, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3224, loss: 1.3224 +2025-05-06 23:47:17,185 - pyskl - INFO - Epoch [149][900/3940] lr: 8.606e-06, eta: 0:50:56, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4419, loss: 1.4419 +2025-05-06 23:48:00,852 - pyskl - INFO - Epoch [149][1000/3940] lr: 8.361e-06, eta: 0:50:12, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3534, loss: 1.3534 +2025-05-06 23:48:44,395 - pyskl - INFO - Epoch [149][1100/3940] lr: 8.120e-06, eta: 0:49:28, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3789, loss: 1.3789 +2025-05-06 23:49:27,843 - pyskl - INFO - Epoch [149][1200/3940] lr: 7.882e-06, eta: 0:48:45, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4022, loss: 1.4022 +2025-05-06 23:50:11,311 - pyskl - INFO - Epoch [149][1300/3940] lr: 7.648e-06, eta: 0:48:01, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3467, loss: 1.3467 +2025-05-06 23:50:54,856 - pyskl - INFO - Epoch [149][1400/3940] lr: 7.417e-06, eta: 0:47:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3223, loss: 1.3223 +2025-05-06 23:51:38,396 - pyskl - INFO - Epoch [149][1500/3940] lr: 7.190e-06, eta: 0:46:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4384, loss: 1.4384 +2025-05-06 23:52:21,840 - pyskl - INFO - Epoch [149][1600/3940] lr: 6.967e-06, eta: 0:45:49, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3782, loss: 1.3782 +2025-05-06 23:53:05,134 - pyskl - INFO - Epoch [149][1700/3940] lr: 6.747e-06, eta: 0:45:06, time: 0.433, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3947, loss: 1.3947 +2025-05-06 23:53:48,502 - pyskl - INFO - Epoch [149][1800/3940] lr: 6.530e-06, eta: 0:44:22, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3489, loss: 1.3489 +2025-05-06 23:54:32,082 - pyskl - INFO - Epoch [149][1900/3940] lr: 6.317e-06, eta: 0:43:38, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3421, loss: 1.3421 +2025-05-06 23:55:15,662 - pyskl - INFO - Epoch [149][2000/3940] lr: 6.108e-06, eta: 0:42:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4168, loss: 1.4168 +2025-05-06 23:55:59,199 - pyskl - INFO - Epoch [149][2100/3940] lr: 5.902e-06, eta: 0:42:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3773, loss: 1.3773 +2025-05-06 23:56:42,704 - pyskl - INFO - Epoch [149][2200/3940] lr: 5.699e-06, eta: 0:41:27, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3781, loss: 1.3781 +2025-05-06 23:57:26,192 - pyskl - INFO - Epoch [149][2300/3940] lr: 5.500e-06, eta: 0:40:43, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4022, loss: 1.4022 +2025-05-06 23:58:09,813 - pyskl - INFO - Epoch [149][2400/3940] lr: 5.305e-06, eta: 0:39:59, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3305, loss: 1.3305 +2025-05-06 23:58:53,281 - pyskl - INFO - Epoch [149][2500/3940] lr: 5.113e-06, eta: 0:39:15, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3341, loss: 1.3341 +2025-05-06 23:59:36,719 - pyskl - INFO - Epoch [149][2600/3940] lr: 4.925e-06, eta: 0:38:32, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3780, loss: 1.3780 +2025-05-07 00:00:20,209 - pyskl - INFO - Epoch [149][2700/3940] lr: 4.740e-06, eta: 0:37:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3731, loss: 1.3731 +2025-05-07 00:01:03,684 - pyskl - INFO - Epoch [149][2800/3940] lr: 4.559e-06, eta: 0:37:04, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3746, loss: 1.3746 +2025-05-07 00:01:47,277 - pyskl - INFO - Epoch [149][2900/3940] lr: 4.381e-06, eta: 0:36:20, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3758, loss: 1.3758 +2025-05-07 00:02:30,934 - pyskl - INFO - Epoch [149][3000/3940] lr: 4.207e-06, eta: 0:35:36, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3589, loss: 1.3589 +2025-05-07 00:03:14,550 - pyskl - INFO - Epoch [149][3100/3940] lr: 4.037e-06, eta: 0:34:53, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3678, loss: 1.3678 +2025-05-07 00:03:58,061 - pyskl - INFO - Epoch [149][3200/3940] lr: 3.870e-06, eta: 0:34:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3908, loss: 1.3908 +2025-05-07 00:04:41,580 - pyskl - INFO - Epoch [149][3300/3940] lr: 3.706e-06, eta: 0:33:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3973, loss: 1.3973 +2025-05-07 00:05:25,119 - pyskl - INFO - Epoch [149][3400/3940] lr: 3.546e-06, eta: 0:32:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3660, loss: 1.3660 +2025-05-07 00:06:08,676 - pyskl - INFO - Epoch [149][3500/3940] lr: 3.389e-06, eta: 0:31:57, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3678, loss: 1.3678 +2025-05-07 00:06:52,534 - pyskl - INFO - Epoch [149][3600/3940] lr: 3.237e-06, eta: 0:31:14, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3804, loss: 1.3804 +2025-05-07 00:07:36,035 - pyskl - INFO - Epoch [149][3700/3940] lr: 3.087e-06, eta: 0:30:30, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3306, loss: 1.3306 +2025-05-07 00:08:19,624 - pyskl - INFO - Epoch [149][3800/3940] lr: 2.941e-06, eta: 0:29:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2910, loss: 1.2910 +2025-05-07 00:09:03,685 - pyskl - INFO - Epoch [149][3900/3940] lr: 2.799e-06, eta: 0:29:02, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3400, loss: 1.3400 +2025-05-07 00:09:21,546 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-05-07 00:12:45,401 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 00:12:45,874 - pyskl - INFO - +top1_acc 0.8626 +top5_acc 0.9750 +2025-05-07 00:12:45,932 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_143.pth was removed +2025-05-07 00:12:46,990 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_149.pth. +2025-05-07 00:12:46,992 - pyskl - INFO - Best top1_acc is 0.8626 at 149 epoch. +2025-05-07 00:12:47,012 - pyskl - INFO - Epoch(val) [149][3183] top1_acc: 0.8626, top5_acc: 0.9750 +2025-05-07 00:13:55,216 - pyskl - INFO - Epoch [150][100/3940] lr: 2.605e-06, eta: 0:28:01, time: 0.682, data_time: 0.247, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3627, loss: 1.3627 +2025-05-07 00:14:38,732 - pyskl - INFO - Epoch [150][200/3940] lr: 2.472e-06, eta: 0:27:17, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3426, loss: 1.3426 +2025-05-07 00:15:22,257 - pyskl - INFO - Epoch [150][300/3940] lr: 2.341e-06, eta: 0:26:33, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3503, loss: 1.3503 +2025-05-07 00:16:05,769 - pyskl - INFO - Epoch [150][400/3940] lr: 2.214e-06, eta: 0:25:50, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4016, loss: 1.4016 +2025-05-07 00:16:49,314 - pyskl - INFO - Epoch [150][500/3940] lr: 2.091e-06, eta: 0:25:06, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3932, loss: 1.3932 +2025-05-07 00:17:33,024 - pyskl - INFO - Epoch [150][600/3940] lr: 1.971e-06, eta: 0:24:22, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3466, loss: 1.3466 +2025-05-07 00:18:16,574 - pyskl - INFO - Epoch [150][700/3940] lr: 1.855e-06, eta: 0:23:38, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4006, loss: 1.4006 +2025-05-07 00:19:00,149 - pyskl - INFO - Epoch [150][800/3940] lr: 1.742e-06, eta: 0:22:54, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3210, loss: 1.3210 +2025-05-07 00:19:43,671 - pyskl - INFO - Epoch [150][900/3940] lr: 1.633e-06, eta: 0:22:11, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3598, loss: 1.3598 +2025-05-07 00:20:27,232 - pyskl - INFO - Epoch [150][1000/3940] lr: 1.528e-06, eta: 0:21:27, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3841, loss: 1.3841 +2025-05-07 00:21:10,906 - pyskl - INFO - Epoch [150][1100/3940] lr: 1.425e-06, eta: 0:20:43, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3901, loss: 1.3901 +2025-05-07 00:21:54,440 - pyskl - INFO - Epoch [150][1200/3940] lr: 1.327e-06, eta: 0:19:59, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3833, loss: 1.3833 +2025-05-07 00:22:37,907 - pyskl - INFO - Epoch [150][1300/3940] lr: 1.232e-06, eta: 0:19:16, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4221, loss: 1.4221 +2025-05-07 00:23:21,375 - pyskl - INFO - Epoch [150][1400/3940] lr: 1.140e-06, eta: 0:18:32, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3977, loss: 1.3977 +2025-05-07 00:24:04,881 - pyskl - INFO - Epoch [150][1500/3940] lr: 1.052e-06, eta: 0:17:48, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3823, loss: 1.3823 +2025-05-07 00:24:48,565 - pyskl - INFO - Epoch [150][1600/3940] lr: 9.678e-07, eta: 0:17:04, time: 0.437, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3854, loss: 1.3854 +2025-05-07 00:25:32,093 - pyskl - INFO - Epoch [150][1700/3940] lr: 8.869e-07, eta: 0:16:20, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4077, loss: 1.4077 +2025-05-07 00:26:15,617 - pyskl - INFO - Epoch [150][1800/3940] lr: 8.095e-07, eta: 0:15:37, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3301, loss: 1.3301 +2025-05-07 00:26:59,129 - pyskl - INFO - Epoch [150][1900/3940] lr: 7.357e-07, eta: 0:14:53, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3763, loss: 1.3763 +2025-05-07 00:27:42,661 - pyskl - INFO - Epoch [150][2000/3940] lr: 6.654e-07, eta: 0:14:09, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3698, loss: 1.3698 +2025-05-07 00:28:26,203 - pyskl - INFO - Epoch [150][2100/3940] lr: 5.986e-07, eta: 0:13:25, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3949, loss: 1.3949 +2025-05-07 00:29:09,704 - pyskl - INFO - Epoch [150][2200/3940] lr: 5.353e-07, eta: 0:12:41, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3997, loss: 1.3997 +2025-05-07 00:29:53,178 - pyskl - INFO - Epoch [150][2300/3940] lr: 4.756e-07, eta: 0:11:58, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3653, loss: 1.3653 +2025-05-07 00:30:36,594 - pyskl - INFO - Epoch [150][2400/3940] lr: 4.194e-07, eta: 0:11:14, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3203, loss: 1.3203 +2025-05-07 00:31:20,005 - pyskl - INFO - Epoch [150][2500/3940] lr: 3.667e-07, eta: 0:10:30, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4218, loss: 1.4218 +2025-05-07 00:32:03,637 - pyskl - INFO - Epoch [150][2600/3940] lr: 3.176e-07, eta: 0:09:46, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3864, loss: 1.3864 +2025-05-07 00:32:47,207 - pyskl - INFO - Epoch [150][2700/3940] lr: 2.720e-07, eta: 0:09:02, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3929, loss: 1.3929 +2025-05-07 00:33:30,847 - pyskl - INFO - Epoch [150][2800/3940] lr: 2.299e-07, eta: 0:08:19, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3860, loss: 1.3860 +2025-05-07 00:34:14,390 - pyskl - INFO - Epoch [150][2900/3940] lr: 1.914e-07, eta: 0:07:35, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3786, loss: 1.3786 +2025-05-07 00:34:57,921 - pyskl - INFO - Epoch [150][3000/3940] lr: 1.564e-07, eta: 0:06:51, time: 0.435, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3514, loss: 1.3514 +2025-05-07 00:35:41,554 - pyskl - INFO - Epoch [150][3100/3940] lr: 1.249e-07, eta: 0:06:07, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3522, loss: 1.3522 +2025-05-07 00:36:25,116 - pyskl - INFO - Epoch [150][3200/3940] lr: 9.697e-08, eta: 0:05:24, time: 0.436, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3620, loss: 1.3620 +2025-05-07 00:37:08,480 - pyskl - INFO - Epoch [150][3300/3940] lr: 7.256e-08, eta: 0:04:40, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3683, loss: 1.3683 +2025-05-07 00:37:51,860 - pyskl - INFO - Epoch [150][3400/3940] lr: 5.169e-08, eta: 0:03:56, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3681, loss: 1.3681 +2025-05-07 00:38:35,219 - pyskl - INFO - Epoch [150][3500/3940] lr: 3.435e-08, eta: 0:03:12, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3577, loss: 1.3577 +2025-05-07 00:39:18,624 - pyskl - INFO - Epoch [150][3600/3940] lr: 2.054e-08, eta: 0:02:28, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4005, loss: 1.4005 +2025-05-07 00:40:02,019 - pyskl - INFO - Epoch [150][3700/3940] lr: 1.026e-08, eta: 0:01:45, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4041, loss: 1.4041 +2025-05-07 00:40:45,394 - pyskl - INFO - Epoch [150][3800/3940] lr: 3.511e-09, eta: 0:01:01, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3886, loss: 1.3886 +2025-05-07 00:41:28,797 - pyskl - INFO - Epoch [150][3900/3940] lr: 2.969e-10, eta: 0:00:17, time: 0.434, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3347, loss: 1.3347 +2025-05-07 00:41:46,458 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-05-07 00:45:08,856 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-07 00:45:09,324 - pyskl - INFO - +top1_acc 0.8595 +top5_acc 0.9734 +2025-05-07 00:45:09,340 - pyskl - INFO - Epoch(val) [150][3183] top1_acc: 0.8595, top5_acc: 0.9734 +2025-05-07 00:45:21,174 - pyskl - INFO - 50919 videos remain after valid thresholding +2025-05-07 01:13:44,338 - pyskl - INFO - Testing results of the last checkpoint +2025-05-07 01:13:44,339 - pyskl - INFO - top1_acc: 0.8641 +2025-05-07 01:13:44,339 - pyskl - INFO - top5_acc: 0.9756 +2025-05-07 01:13:44,339 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu120_xsub/jm/best_top1_acc_epoch_149.pth +2025-05-07 01:42:17,925 - pyskl - INFO - Testing results of the best checkpoint +2025-05-07 01:42:17,926 - pyskl - INFO - top1_acc: 0.8674 +2025-05-07 01:42:17,926 - pyskl - INFO - top5_acc: 0.9769 diff --git a/ntu120_xsub/jm/best_pred.pkl b/ntu120_xsub/jm/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..9299e12ea3c41843c6f8d4856a49f99a49165fae --- /dev/null +++ b/ntu120_xsub/jm/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:20a4354edc7e192114cc6804b67aed1f609e75b5ebe72f41bb2e17a9a46c41e3 +size 37305077 diff --git a/ntu120_xsub/jm/best_top1_acc_epoch_149.pth b/ntu120_xsub/jm/best_top1_acc_epoch_149.pth new file mode 100644 index 0000000000000000000000000000000000000000..9ae7fe2510e1caa346686c45beb865373166f456 --- /dev/null +++ b/ntu120_xsub/jm/best_top1_acc_epoch_149.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:68c9e10e5d5e85a81f8e6f1c88e4e6fe0bf1bd57eee3c30b8fc621dc9e6858c0 +size 16396379 diff --git a/ntu120_xsub/k_1/20250623_101900.log b/ntu120_xsub/k_1/20250623_101900.log new file mode 100644 index 0000000000000000000000000000000000000000..77fceac1153519d4b9cb32265e7434f10647965a --- /dev/null +++ b/ntu120_xsub/k_1/20250623_101900.log @@ -0,0 +1,7103 @@ +2025-06-23 10:19:00,163 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-06-23 10:19:00,478 - pyskl - INFO - Config: modality = 'k' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu120_xsub/k_1' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='k', + num_classes=120, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=120, + in_channels=384, + work_dir='./work_dirs/ntu120_xsub/k_1', + interval_epoch=5, + weight_1=0.2, + weight_2=0.3)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Part_Drop'), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Part_Drop'), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-06-23 10:19:00,478 - pyskl - INFO - Set random seed to 1817243256, deterministic: False +2025-06-23 10:19:14,451 - pyskl - INFO - 63026 videos remain after valid thresholding +2025-06-23 10:19:24,701 - pyskl - INFO - 50919 videos remain after valid thresholding +2025-06-23 10:19:24,781 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1 +2025-06-23 10:19:24,781 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-06-23 10:19:24,781 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-06-23 10:19:24,782 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1 by HardDiskBackend. +2025-06-23 10:20:35,725 - pyskl - INFO - Epoch [1][100/3940] lr: 2.500e-02, eta: 4 days, 20:26:13, time: 0.709, data_time: 0.247, memory: 13267, top1_acc: 0.0206, top5_acc: 0.0731, loss_cls: 12.1587, loss: 12.1587 +2025-06-23 10:21:21,187 - pyskl - INFO - Epoch [1][200/3940] lr: 2.500e-02, eta: 3 days, 23:30:44, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.0356, top5_acc: 0.1156, loss_cls: 10.7232, loss: 10.7232 +2025-06-23 10:22:06,867 - pyskl - INFO - Epoch [1][300/3940] lr: 2.500e-02, eta: 3 days, 16:38:54, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.0181, top5_acc: 0.1037, loss_cls: 10.6846, loss: 10.6846 +2025-06-23 10:22:52,788 - pyskl - INFO - Epoch [1][400/3940] lr: 2.500e-02, eta: 3 days, 13:18:32, time: 0.459, data_time: 0.000, memory: 13267, top1_acc: 0.0194, top5_acc: 0.1294, loss_cls: 10.5424, loss: 10.5424 +2025-06-23 10:23:38,837 - pyskl - INFO - Epoch [1][500/3940] lr: 2.500e-02, eta: 3 days, 11:20:30, time: 0.460, data_time: 0.000, memory: 13267, top1_acc: 0.0338, top5_acc: 0.1494, loss_cls: 10.5125, loss: 10.5125 +2025-06-23 10:24:24,537 - pyskl - INFO - Epoch [1][600/3940] lr: 2.500e-02, eta: 3 days, 9:55:51, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.0275, top5_acc: 0.1550, loss_cls: 10.4332, loss: 10.4332 +2025-06-23 10:25:10,351 - pyskl - INFO - Epoch [1][700/3940] lr: 2.500e-02, eta: 3 days, 8:56:46, time: 0.458, data_time: 0.000, memory: 13267, top1_acc: 0.0506, top5_acc: 0.2000, loss_cls: 10.2288, loss: 10.2288 +2025-06-23 10:25:56,103 - pyskl - INFO - Epoch [1][800/3940] lr: 2.500e-02, eta: 3 days, 8:11:30, time: 0.458, data_time: 0.000, memory: 13267, top1_acc: 0.0531, top5_acc: 0.2156, loss_cls: 10.0733, loss: 10.0733 +2025-06-23 10:26:41,731 - pyskl - INFO - Epoch [1][900/3940] lr: 2.500e-02, eta: 3 days, 7:34:46, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0531, top5_acc: 0.2200, loss_cls: 9.9886, loss: 9.9886 +2025-06-23 10:27:27,302 - pyskl - INFO - Epoch [1][1000/3940] lr: 2.500e-02, eta: 3 days, 7:04:41, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0544, top5_acc: 0.2119, loss_cls: 9.9401, loss: 9.9401 +2025-06-23 10:28:12,922 - pyskl - INFO - Epoch [1][1100/3940] lr: 2.500e-02, eta: 3 days, 6:40:21, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0606, top5_acc: 0.2325, loss_cls: 9.8550, loss: 9.8550 +2025-06-23 10:28:58,495 - pyskl - INFO - Epoch [1][1200/3940] lr: 2.500e-02, eta: 3 days, 6:19:35, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0688, top5_acc: 0.2263, loss_cls: 9.8589, loss: 9.8589 +2025-06-23 10:29:44,077 - pyskl - INFO - Epoch [1][1300/3940] lr: 2.500e-02, eta: 3 days, 6:01:57, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0619, top5_acc: 0.2525, loss_cls: 9.7106, loss: 9.7106 +2025-06-23 10:30:29,763 - pyskl - INFO - Epoch [1][1400/3940] lr: 2.500e-02, eta: 3 days, 5:47:27, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.0681, top5_acc: 0.2662, loss_cls: 9.6652, loss: 9.6652 +2025-06-23 10:31:15,404 - pyskl - INFO - Epoch [1][1500/3940] lr: 2.500e-02, eta: 3 days, 5:34:29, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0819, top5_acc: 0.2737, loss_cls: 9.6273, loss: 9.6273 +2025-06-23 10:32:01,041 - pyskl - INFO - Epoch [1][1600/3940] lr: 2.500e-02, eta: 3 days, 5:23:02, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0844, top5_acc: 0.2794, loss_cls: 9.5704, loss: 9.5704 +2025-06-23 10:32:46,752 - pyskl - INFO - Epoch [1][1700/3940] lr: 2.500e-02, eta: 3 days, 5:13:16, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.0975, top5_acc: 0.3300, loss_cls: 9.3538, loss: 9.3538 +2025-06-23 10:33:32,371 - pyskl - INFO - Epoch [1][1800/3940] lr: 2.500e-02, eta: 3 days, 5:03:59, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0862, top5_acc: 0.3206, loss_cls: 9.3271, loss: 9.3271 +2025-06-23 10:34:18,069 - pyskl - INFO - Epoch [1][1900/3940] lr: 2.500e-02, eta: 3 days, 4:56:01, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.1013, top5_acc: 0.3494, loss_cls: 9.2382, loss: 9.2382 +2025-06-23 10:35:03,774 - pyskl - INFO - Epoch [1][2000/3940] lr: 2.500e-02, eta: 3 days, 4:48:49, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.0981, top5_acc: 0.3638, loss_cls: 9.2069, loss: 9.2069 +2025-06-23 10:35:49,435 - pyskl - INFO - Epoch [1][2100/3940] lr: 2.500e-02, eta: 3 days, 4:42:00, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.1087, top5_acc: 0.3619, loss_cls: 9.1285, loss: 9.1285 +2025-06-23 10:36:35,069 - pyskl - INFO - Epoch [1][2200/3940] lr: 2.500e-02, eta: 3 days, 4:35:38, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.1031, top5_acc: 0.3650, loss_cls: 9.1481, loss: 9.1481 +2025-06-23 10:37:20,639 - pyskl - INFO - Epoch [1][2300/3940] lr: 2.500e-02, eta: 3 days, 4:29:28, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.1113, top5_acc: 0.3875, loss_cls: 9.1055, loss: 9.1055 +2025-06-23 10:38:06,155 - pyskl - INFO - Epoch [1][2400/3940] lr: 2.500e-02, eta: 3 days, 4:23:33, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.1388, top5_acc: 0.4150, loss_cls: 8.9053, loss: 8.9053 +2025-06-23 10:38:51,755 - pyskl - INFO - Epoch [1][2500/3940] lr: 2.500e-02, eta: 3 days, 4:18:21, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.1200, top5_acc: 0.3894, loss_cls: 8.9789, loss: 8.9789 +2025-06-23 10:39:37,335 - pyskl - INFO - Epoch [1][2600/3940] lr: 2.500e-02, eta: 3 days, 4:13:26, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.1331, top5_acc: 0.4300, loss_cls: 8.8110, loss: 8.8110 +2025-06-23 10:40:22,915 - pyskl - INFO - Epoch [1][2700/3940] lr: 2.500e-02, eta: 3 days, 4:08:49, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.1519, top5_acc: 0.4437, loss_cls: 8.7770, loss: 8.7770 +2025-06-23 10:41:08,540 - pyskl - INFO - Epoch [1][2800/3940] lr: 2.500e-02, eta: 3 days, 4:04:38, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.1469, top5_acc: 0.4556, loss_cls: 8.6859, loss: 8.6859 +2025-06-23 10:41:54,162 - pyskl - INFO - Epoch [1][2900/3940] lr: 2.500e-02, eta: 3 days, 4:00:41, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.1619, top5_acc: 0.4819, loss_cls: 8.5608, loss: 8.5608 +2025-06-23 10:42:39,759 - pyskl - INFO - Epoch [1][3000/3940] lr: 2.500e-02, eta: 3 days, 3:56:52, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.1544, top5_acc: 0.4844, loss_cls: 8.6254, loss: 8.6254 +2025-06-23 10:43:25,343 - pyskl - INFO - Epoch [1][3100/3940] lr: 2.500e-02, eta: 3 days, 3:53:12, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.1737, top5_acc: 0.4906, loss_cls: 8.5028, loss: 8.5028 +2025-06-23 10:44:10,872 - pyskl - INFO - Epoch [1][3200/3940] lr: 2.500e-02, eta: 3 days, 3:49:32, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.1706, top5_acc: 0.5012, loss_cls: 8.4881, loss: 8.4881 +2025-06-23 10:44:56,499 - pyskl - INFO - Epoch [1][3300/3940] lr: 2.500e-02, eta: 3 days, 3:46:21, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.1769, top5_acc: 0.5281, loss_cls: 8.4015, loss: 8.4015 +2025-06-23 10:45:42,034 - pyskl - INFO - Epoch [1][3400/3940] lr: 2.500e-02, eta: 3 days, 3:43:02, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.1869, top5_acc: 0.5463, loss_cls: 8.2448, loss: 8.2448 +2025-06-23 10:46:27,618 - pyskl - INFO - Epoch [1][3500/3940] lr: 2.500e-02, eta: 3 days, 3:40:01, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.2044, top5_acc: 0.5481, loss_cls: 8.2698, loss: 8.2698 +2025-06-23 10:47:13,225 - pyskl - INFO - Epoch [1][3600/3940] lr: 2.500e-02, eta: 3 days, 3:37:11, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.1931, top5_acc: 0.5725, loss_cls: 8.2656, loss: 8.2656 +2025-06-23 10:47:59,082 - pyskl - INFO - Epoch [1][3700/3940] lr: 2.500e-02, eta: 3 days, 3:35:07, time: 0.459, data_time: 0.000, memory: 13267, top1_acc: 0.2137, top5_acc: 0.5744, loss_cls: 8.1237, loss: 8.1237 +2025-06-23 10:48:44,941 - pyskl - INFO - Epoch [1][3800/3940] lr: 2.500e-02, eta: 3 days, 3:33:07, time: 0.459, data_time: 0.000, memory: 13267, top1_acc: 0.2325, top5_acc: 0.5844, loss_cls: 8.0934, loss: 8.0934 +2025-06-23 10:49:30,817 - pyskl - INFO - Epoch [1][3900/3940] lr: 2.500e-02, eta: 3 days, 3:31:14, time: 0.459, data_time: 0.000, memory: 13267, top1_acc: 0.2313, top5_acc: 0.5837, loss_cls: 8.0708, loss: 8.0708 +2025-06-23 10:49:49,539 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-06-23 10:53:27,766 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 10:53:28,289 - pyskl - INFO - +top1_acc 0.1911 +top5_acc 0.5322 +2025-06-23 10:53:29,636 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-06-23 10:53:29,638 - pyskl - INFO - Best top1_acc is 0.1911 at 1 epoch. +2025-06-23 10:53:29,658 - pyskl - INFO - Epoch(val) [1][3183] top1_acc: 0.1911, top5_acc: 0.5322 +2025-06-23 10:54:39,892 - pyskl - INFO - Epoch [2][100/3940] lr: 2.500e-02, eta: 3 days, 3:43:13, time: 0.702, data_time: 0.245, memory: 13268, top1_acc: 0.2350, top5_acc: 0.6062, loss_cls: 8.0103, loss: 8.0103 +2025-06-23 10:55:25,479 - pyskl - INFO - Epoch [2][200/3940] lr: 2.500e-02, eta: 3 days, 3:40:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.2487, top5_acc: 0.6175, loss_cls: 7.9658, loss: 7.9658 +2025-06-23 10:56:11,092 - pyskl - INFO - Epoch [2][300/3940] lr: 2.500e-02, eta: 3 days, 3:37:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.2525, top5_acc: 0.6294, loss_cls: 7.7992, loss: 7.7992 +2025-06-23 10:56:56,668 - pyskl - INFO - Epoch [2][400/3940] lr: 2.500e-02, eta: 3 days, 3:35:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.2775, top5_acc: 0.6412, loss_cls: 7.7906, loss: 7.7906 +2025-06-23 10:57:42,270 - pyskl - INFO - Epoch [2][500/3940] lr: 2.500e-02, eta: 3 days, 3:32:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.2581, top5_acc: 0.6200, loss_cls: 7.8831, loss: 7.8831 +2025-06-23 10:58:27,891 - pyskl - INFO - Epoch [2][600/3940] lr: 2.500e-02, eta: 3 days, 3:30:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.2687, top5_acc: 0.6269, loss_cls: 7.7586, loss: 7.7586 +2025-06-23 10:59:13,460 - pyskl - INFO - Epoch [2][700/3940] lr: 2.500e-02, eta: 3 days, 3:27:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.2762, top5_acc: 0.6675, loss_cls: 7.6916, loss: 7.6916 +2025-06-23 10:59:59,002 - pyskl - INFO - Epoch [2][800/3940] lr: 2.500e-02, eta: 3 days, 3:25:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.2856, top5_acc: 0.6575, loss_cls: 7.6741, loss: 7.6741 +2025-06-23 11:00:44,553 - pyskl - INFO - Epoch [2][900/3940] lr: 2.500e-02, eta: 3 days, 3:23:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.2806, top5_acc: 0.6650, loss_cls: 7.6578, loss: 7.6578 +2025-06-23 11:01:30,077 - pyskl - INFO - Epoch [2][1000/3940] lr: 2.500e-02, eta: 3 days, 3:20:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.2856, top5_acc: 0.6500, loss_cls: 7.7249, loss: 7.7249 +2025-06-23 11:02:15,670 - pyskl - INFO - Epoch [2][1100/3940] lr: 2.500e-02, eta: 3 days, 3:18:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.2750, top5_acc: 0.6594, loss_cls: 7.6893, loss: 7.6893 +2025-06-23 11:03:01,193 - pyskl - INFO - Epoch [2][1200/3940] lr: 2.500e-02, eta: 3 days, 3:16:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.2831, top5_acc: 0.6675, loss_cls: 7.6844, loss: 7.6844 +2025-06-23 11:03:46,751 - pyskl - INFO - Epoch [2][1300/3940] lr: 2.500e-02, eta: 3 days, 3:14:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3106, top5_acc: 0.7056, loss_cls: 7.5157, loss: 7.5157 +2025-06-23 11:04:32,363 - pyskl - INFO - Epoch [2][1400/3940] lr: 2.499e-02, eta: 3 days, 3:12:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3019, top5_acc: 0.6987, loss_cls: 7.3981, loss: 7.3981 +2025-06-23 11:05:17,857 - pyskl - INFO - Epoch [2][1500/3940] lr: 2.499e-02, eta: 3 days, 3:10:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.3250, top5_acc: 0.7050, loss_cls: 7.3953, loss: 7.3953 +2025-06-23 11:06:03,465 - pyskl - INFO - Epoch [2][1600/3940] lr: 2.499e-02, eta: 3 days, 3:08:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3406, top5_acc: 0.6963, loss_cls: 7.4054, loss: 7.4054 +2025-06-23 11:06:49,042 - pyskl - INFO - Epoch [2][1700/3940] lr: 2.499e-02, eta: 3 days, 3:06:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3294, top5_acc: 0.7137, loss_cls: 7.3144, loss: 7.3144 +2025-06-23 11:07:34,550 - pyskl - INFO - Epoch [2][1800/3940] lr: 2.499e-02, eta: 3 days, 3:04:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.3506, top5_acc: 0.7181, loss_cls: 7.1817, loss: 7.1817 +2025-06-23 11:08:20,118 - pyskl - INFO - Epoch [2][1900/3940] lr: 2.499e-02, eta: 3 days, 3:03:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3456, top5_acc: 0.7075, loss_cls: 7.2795, loss: 7.2795 +2025-06-23 11:09:05,711 - pyskl - INFO - Epoch [2][2000/3940] lr: 2.499e-02, eta: 3 days, 3:01:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3481, top5_acc: 0.7194, loss_cls: 7.2661, loss: 7.2661 +2025-06-23 11:09:51,387 - pyskl - INFO - Epoch [2][2100/3940] lr: 2.499e-02, eta: 3 days, 2:59:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.3575, top5_acc: 0.7306, loss_cls: 7.1453, loss: 7.1453 +2025-06-23 11:10:37,040 - pyskl - INFO - Epoch [2][2200/3940] lr: 2.499e-02, eta: 3 days, 2:58:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.3594, top5_acc: 0.7350, loss_cls: 7.1713, loss: 7.1713 +2025-06-23 11:11:22,691 - pyskl - INFO - Epoch [2][2300/3940] lr: 2.499e-02, eta: 3 days, 2:56:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3875, top5_acc: 0.7450, loss_cls: 6.9177, loss: 6.9177 +2025-06-23 11:12:08,227 - pyskl - INFO - Epoch [2][2400/3940] lr: 2.499e-02, eta: 3 days, 2:54:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.3781, top5_acc: 0.7425, loss_cls: 7.0218, loss: 7.0218 +2025-06-23 11:12:53,765 - pyskl - INFO - Epoch [2][2500/3940] lr: 2.499e-02, eta: 3 days, 2:53:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.3563, top5_acc: 0.7375, loss_cls: 7.1959, loss: 7.1959 +2025-06-23 11:13:39,291 - pyskl - INFO - Epoch [2][2600/3940] lr: 2.499e-02, eta: 3 days, 2:51:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.3831, top5_acc: 0.7544, loss_cls: 7.0183, loss: 7.0183 +2025-06-23 11:14:24,847 - pyskl - INFO - Epoch [2][2700/3940] lr: 2.499e-02, eta: 3 days, 2:50:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3725, top5_acc: 0.7681, loss_cls: 6.9782, loss: 6.9782 +2025-06-23 11:15:10,374 - pyskl - INFO - Epoch [2][2800/3940] lr: 2.499e-02, eta: 3 days, 2:48:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.4206, top5_acc: 0.7744, loss_cls: 6.8932, loss: 6.8932 +2025-06-23 11:15:55,917 - pyskl - INFO - Epoch [2][2900/3940] lr: 2.499e-02, eta: 3 days, 2:46:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.3994, top5_acc: 0.7694, loss_cls: 6.8516, loss: 6.8516 +2025-06-23 11:16:41,478 - pyskl - INFO - Epoch [2][3000/3940] lr: 2.499e-02, eta: 3 days, 2:45:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.3919, top5_acc: 0.7519, loss_cls: 6.8484, loss: 6.8484 +2025-06-23 11:17:27,225 - pyskl - INFO - Epoch [2][3100/3940] lr: 2.499e-02, eta: 3 days, 2:44:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4031, top5_acc: 0.7569, loss_cls: 6.8411, loss: 6.8411 +2025-06-23 11:18:13,017 - pyskl - INFO - Epoch [2][3200/3940] lr: 2.499e-02, eta: 3 days, 2:43:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.4037, top5_acc: 0.7725, loss_cls: 6.7385, loss: 6.7385 +2025-06-23 11:18:58,691 - pyskl - INFO - Epoch [2][3300/3940] lr: 2.499e-02, eta: 3 days, 2:41:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4069, top5_acc: 0.7594, loss_cls: 6.9271, loss: 6.9271 +2025-06-23 11:19:44,353 - pyskl - INFO - Epoch [2][3400/3940] lr: 2.499e-02, eta: 3 days, 2:40:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4169, top5_acc: 0.7856, loss_cls: 6.7548, loss: 6.7548 +2025-06-23 11:20:29,900 - pyskl - INFO - Epoch [2][3500/3940] lr: 2.499e-02, eta: 3 days, 2:38:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.4181, top5_acc: 0.7856, loss_cls: 6.6888, loss: 6.6888 +2025-06-23 11:21:15,447 - pyskl - INFO - Epoch [2][3600/3940] lr: 2.499e-02, eta: 3 days, 2:37:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.4300, top5_acc: 0.7925, loss_cls: 6.6919, loss: 6.6919 +2025-06-23 11:22:01,151 - pyskl - INFO - Epoch [2][3700/3940] lr: 2.499e-02, eta: 3 days, 2:36:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4125, top5_acc: 0.7762, loss_cls: 6.7119, loss: 6.7119 +2025-06-23 11:22:47,233 - pyskl - INFO - Epoch [2][3800/3940] lr: 2.499e-02, eta: 3 days, 2:35:37, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4150, top5_acc: 0.7712, loss_cls: 6.7688, loss: 6.7688 +2025-06-23 11:23:33,131 - pyskl - INFO - Epoch [2][3900/3940] lr: 2.499e-02, eta: 3 days, 2:34:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.4313, top5_acc: 0.7825, loss_cls: 6.6906, loss: 6.6906 +2025-06-23 11:23:51,806 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-06-23 11:27:25,549 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 11:27:26,018 - pyskl - INFO - +top1_acc 0.3708 +top5_acc 0.7341 +2025-06-23 11:27:26,076 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_1.pth was removed +2025-06-23 11:27:27,189 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-06-23 11:27:27,192 - pyskl - INFO - Best top1_acc is 0.3708 at 2 epoch. +2025-06-23 11:27:27,213 - pyskl - INFO - Epoch(val) [2][3183] top1_acc: 0.3708, top5_acc: 0.7341 +2025-06-23 11:28:37,397 - pyskl - INFO - Epoch [3][100/3940] lr: 2.499e-02, eta: 3 days, 2:40:34, time: 0.702, data_time: 0.245, memory: 13268, top1_acc: 0.4625, top5_acc: 0.8025, loss_cls: 6.4868, loss: 6.4868 +2025-06-23 11:29:23,042 - pyskl - INFO - Epoch [3][200/3940] lr: 2.499e-02, eta: 3 days, 2:39:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.4250, top5_acc: 0.7994, loss_cls: 6.6971, loss: 6.6971 +2025-06-23 11:30:08,725 - pyskl - INFO - Epoch [3][300/3940] lr: 2.499e-02, eta: 3 days, 2:37:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4594, top5_acc: 0.7975, loss_cls: 6.4880, loss: 6.4880 +2025-06-23 11:30:54,341 - pyskl - INFO - Epoch [3][400/3940] lr: 2.499e-02, eta: 3 days, 2:36:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.4631, top5_acc: 0.8044, loss_cls: 6.5025, loss: 6.5025 +2025-06-23 11:31:40,209 - pyskl - INFO - Epoch [3][500/3940] lr: 2.499e-02, eta: 3 days, 2:35:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.4881, top5_acc: 0.8231, loss_cls: 6.3438, loss: 6.3438 +2025-06-23 11:32:25,890 - pyskl - INFO - Epoch [3][600/3940] lr: 2.499e-02, eta: 3 days, 2:34:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4781, top5_acc: 0.8087, loss_cls: 6.3511, loss: 6.3511 +2025-06-23 11:33:11,488 - pyskl - INFO - Epoch [3][700/3940] lr: 2.499e-02, eta: 3 days, 2:33:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.4562, top5_acc: 0.8081, loss_cls: 6.4563, loss: 6.4563 +2025-06-23 11:33:57,071 - pyskl - INFO - Epoch [3][800/3940] lr: 2.499e-02, eta: 3 days, 2:31:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.4625, top5_acc: 0.7975, loss_cls: 6.5790, loss: 6.5790 +2025-06-23 11:34:42,639 - pyskl - INFO - Epoch [3][900/3940] lr: 2.499e-02, eta: 3 days, 2:30:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.4788, top5_acc: 0.8156, loss_cls: 6.2692, loss: 6.2692 +2025-06-23 11:35:28,205 - pyskl - INFO - Epoch [3][1000/3940] lr: 2.499e-02, eta: 3 days, 2:29:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.4650, top5_acc: 0.7881, loss_cls: 6.4916, loss: 6.4916 +2025-06-23 11:36:13,817 - pyskl - INFO - Epoch [3][1100/3940] lr: 2.499e-02, eta: 3 days, 2:27:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.4756, top5_acc: 0.8244, loss_cls: 6.2001, loss: 6.2001 +2025-06-23 11:36:59,405 - pyskl - INFO - Epoch [3][1200/3940] lr: 2.499e-02, eta: 3 days, 2:26:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.4775, top5_acc: 0.8169, loss_cls: 6.2860, loss: 6.2860 +2025-06-23 11:37:45,049 - pyskl - INFO - Epoch [3][1300/3940] lr: 2.499e-02, eta: 3 days, 2:25:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.4863, top5_acc: 0.8137, loss_cls: 6.2270, loss: 6.2270 +2025-06-23 11:38:30,619 - pyskl - INFO - Epoch [3][1400/3940] lr: 2.498e-02, eta: 3 days, 2:24:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.4788, top5_acc: 0.8313, loss_cls: 6.1923, loss: 6.1923 +2025-06-23 11:39:16,187 - pyskl - INFO - Epoch [3][1500/3940] lr: 2.498e-02, eta: 3 days, 2:22:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5100, top5_acc: 0.8337, loss_cls: 6.1344, loss: 6.1344 +2025-06-23 11:40:01,786 - pyskl - INFO - Epoch [3][1600/3940] lr: 2.498e-02, eta: 3 days, 2:21:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.4831, top5_acc: 0.8219, loss_cls: 6.2957, loss: 6.2957 +2025-06-23 11:40:47,368 - pyskl - INFO - Epoch [3][1700/3940] lr: 2.498e-02, eta: 3 days, 2:20:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.4850, top5_acc: 0.8237, loss_cls: 6.2660, loss: 6.2660 +2025-06-23 11:41:32,897 - pyskl - INFO - Epoch [3][1800/3940] lr: 2.498e-02, eta: 3 days, 2:19:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.4913, top5_acc: 0.8125, loss_cls: 6.2583, loss: 6.2583 +2025-06-23 11:42:18,485 - pyskl - INFO - Epoch [3][1900/3940] lr: 2.498e-02, eta: 3 days, 2:17:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5000, top5_acc: 0.8213, loss_cls: 6.1829, loss: 6.1829 +2025-06-23 11:43:04,083 - pyskl - INFO - Epoch [3][2000/3940] lr: 2.498e-02, eta: 3 days, 2:16:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.4856, top5_acc: 0.8213, loss_cls: 6.2730, loss: 6.2730 +2025-06-23 11:43:49,627 - pyskl - INFO - Epoch [3][2100/3940] lr: 2.498e-02, eta: 3 days, 2:15:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.4931, top5_acc: 0.8231, loss_cls: 6.1328, loss: 6.1328 +2025-06-23 11:44:35,230 - pyskl - INFO - Epoch [3][2200/3940] lr: 2.498e-02, eta: 3 days, 2:14:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5081, top5_acc: 0.8325, loss_cls: 6.1782, loss: 6.1782 +2025-06-23 11:45:20,798 - pyskl - INFO - Epoch [3][2300/3940] lr: 2.498e-02, eta: 3 days, 2:13:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5162, top5_acc: 0.8381, loss_cls: 6.1193, loss: 6.1193 +2025-06-23 11:46:06,405 - pyskl - INFO - Epoch [3][2400/3940] lr: 2.498e-02, eta: 3 days, 2:12:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5275, top5_acc: 0.8419, loss_cls: 6.0804, loss: 6.0804 +2025-06-23 11:46:52,098 - pyskl - INFO - Epoch [3][2500/3940] lr: 2.498e-02, eta: 3 days, 2:10:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5244, top5_acc: 0.8625, loss_cls: 6.0743, loss: 6.0743 +2025-06-23 11:47:37,684 - pyskl - INFO - Epoch [3][2600/3940] lr: 2.498e-02, eta: 3 days, 2:09:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5175, top5_acc: 0.8375, loss_cls: 6.0176, loss: 6.0176 +2025-06-23 11:48:23,544 - pyskl - INFO - Epoch [3][2700/3940] lr: 2.498e-02, eta: 3 days, 2:08:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5038, top5_acc: 0.8469, loss_cls: 6.1520, loss: 6.1520 +2025-06-23 11:49:09,157 - pyskl - INFO - Epoch [3][2800/3940] lr: 2.498e-02, eta: 3 days, 2:07:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5400, top5_acc: 0.8456, loss_cls: 5.9640, loss: 5.9640 +2025-06-23 11:49:54,828 - pyskl - INFO - Epoch [3][2900/3940] lr: 2.498e-02, eta: 3 days, 2:06:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5038, top5_acc: 0.8200, loss_cls: 6.2036, loss: 6.2036 +2025-06-23 11:50:40,977 - pyskl - INFO - Epoch [3][3000/3940] lr: 2.498e-02, eta: 3 days, 2:06:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5312, top5_acc: 0.8419, loss_cls: 5.8989, loss: 5.8989 +2025-06-23 11:51:26,691 - pyskl - INFO - Epoch [3][3100/3940] lr: 2.498e-02, eta: 3 days, 2:05:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5075, top5_acc: 0.8306, loss_cls: 6.1104, loss: 6.1104 +2025-06-23 11:52:12,514 - pyskl - INFO - Epoch [3][3200/3940] lr: 2.498e-02, eta: 3 days, 2:04:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5194, top5_acc: 0.8387, loss_cls: 6.0381, loss: 6.0381 +2025-06-23 11:52:58,286 - pyskl - INFO - Epoch [3][3300/3940] lr: 2.498e-02, eta: 3 days, 2:03:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5138, top5_acc: 0.8375, loss_cls: 6.0198, loss: 6.0198 +2025-06-23 11:53:44,019 - pyskl - INFO - Epoch [3][3400/3940] lr: 2.498e-02, eta: 3 days, 2:02:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5306, top5_acc: 0.8638, loss_cls: 5.8514, loss: 5.8514 +2025-06-23 11:54:29,835 - pyskl - INFO - Epoch [3][3500/3940] lr: 2.498e-02, eta: 3 days, 2:01:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5419, top5_acc: 0.8438, loss_cls: 5.8615, loss: 5.8615 +2025-06-23 11:55:15,570 - pyskl - INFO - Epoch [3][3600/3940] lr: 2.498e-02, eta: 3 days, 2:00:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5331, top5_acc: 0.8606, loss_cls: 5.8750, loss: 5.8750 +2025-06-23 11:56:01,273 - pyskl - INFO - Epoch [3][3700/3940] lr: 2.498e-02, eta: 3 days, 1:59:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5206, top5_acc: 0.8425, loss_cls: 5.9317, loss: 5.9317 +2025-06-23 11:56:47,022 - pyskl - INFO - Epoch [3][3800/3940] lr: 2.498e-02, eta: 3 days, 1:58:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5394, top5_acc: 0.8500, loss_cls: 5.8751, loss: 5.8751 +2025-06-23 11:57:32,862 - pyskl - INFO - Epoch [3][3900/3940] lr: 2.498e-02, eta: 3 days, 1:57:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5463, top5_acc: 0.8469, loss_cls: 5.7961, loss: 5.7961 +2025-06-23 11:57:51,480 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-06-23 12:01:26,073 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 12:01:26,537 - pyskl - INFO - +top1_acc 0.5167 +top5_acc 0.8429 +2025-06-23 12:01:26,592 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_2.pth was removed +2025-06-23 12:01:27,658 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-06-23 12:01:27,660 - pyskl - INFO - Best top1_acc is 0.5167 at 3 epoch. +2025-06-23 12:01:27,678 - pyskl - INFO - Epoch(val) [3][3183] top1_acc: 0.5167, top5_acc: 0.8429 +2025-06-23 12:02:37,302 - pyskl - INFO - Epoch [4][100/3940] lr: 2.497e-02, eta: 3 days, 2:00:49, time: 0.696, data_time: 0.240, memory: 13268, top1_acc: 0.5406, top5_acc: 0.8456, loss_cls: 5.9229, loss: 5.9229 +2025-06-23 12:03:22,884 - pyskl - INFO - Epoch [4][200/3940] lr: 2.497e-02, eta: 3 days, 1:59:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5613, top5_acc: 0.8544, loss_cls: 5.7505, loss: 5.7505 +2025-06-23 12:04:08,422 - pyskl - INFO - Epoch [4][300/3940] lr: 2.497e-02, eta: 3 days, 1:58:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.5475, top5_acc: 0.8625, loss_cls: 5.7016, loss: 5.7016 +2025-06-23 12:04:54,000 - pyskl - INFO - Epoch [4][400/3940] lr: 2.497e-02, eta: 3 days, 1:57:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5437, top5_acc: 0.8475, loss_cls: 5.8514, loss: 5.8514 +2025-06-23 12:05:39,679 - pyskl - INFO - Epoch [4][500/3940] lr: 2.497e-02, eta: 3 days, 1:56:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5337, top5_acc: 0.8488, loss_cls: 5.8570, loss: 5.8570 +2025-06-23 12:06:25,286 - pyskl - INFO - Epoch [4][600/3940] lr: 2.497e-02, eta: 3 days, 1:55:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5456, top5_acc: 0.8588, loss_cls: 5.7376, loss: 5.7376 +2025-06-23 12:07:10,874 - pyskl - INFO - Epoch [4][700/3940] lr: 2.497e-02, eta: 3 days, 1:54:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5813, top5_acc: 0.8688, loss_cls: 5.6338, loss: 5.6338 +2025-06-23 12:07:56,496 - pyskl - INFO - Epoch [4][800/3940] lr: 2.497e-02, eta: 3 days, 1:53:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5563, top5_acc: 0.8675, loss_cls: 5.7175, loss: 5.7175 +2025-06-23 12:08:42,049 - pyskl - INFO - Epoch [4][900/3940] lr: 2.497e-02, eta: 3 days, 1:52:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5675, top5_acc: 0.8644, loss_cls: 5.7393, loss: 5.7393 +2025-06-23 12:09:27,633 - pyskl - INFO - Epoch [4][1000/3940] lr: 2.497e-02, eta: 3 days, 1:51:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5731, top5_acc: 0.8575, loss_cls: 5.7061, loss: 5.7061 +2025-06-23 12:10:13,200 - pyskl - INFO - Epoch [4][1100/3940] lr: 2.497e-02, eta: 3 days, 1:50:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5650, top5_acc: 0.8694, loss_cls: 5.7257, loss: 5.7257 +2025-06-23 12:10:58,766 - pyskl - INFO - Epoch [4][1200/3940] lr: 2.497e-02, eta: 3 days, 1:48:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5369, top5_acc: 0.8562, loss_cls: 5.8576, loss: 5.8576 +2025-06-23 12:11:44,363 - pyskl - INFO - Epoch [4][1300/3940] lr: 2.497e-02, eta: 3 days, 1:47:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5681, top5_acc: 0.8806, loss_cls: 5.6421, loss: 5.6421 +2025-06-23 12:12:29,955 - pyskl - INFO - Epoch [4][1400/3940] lr: 2.497e-02, eta: 3 days, 1:46:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5581, top5_acc: 0.8562, loss_cls: 5.7412, loss: 5.7412 +2025-06-23 12:13:15,581 - pyskl - INFO - Epoch [4][1500/3940] lr: 2.497e-02, eta: 3 days, 1:45:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5487, top5_acc: 0.8569, loss_cls: 5.7814, loss: 5.7814 +2025-06-23 12:14:01,142 - pyskl - INFO - Epoch [4][1600/3940] lr: 2.497e-02, eta: 3 days, 1:44:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5569, top5_acc: 0.8619, loss_cls: 5.7308, loss: 5.7308 +2025-06-23 12:14:46,711 - pyskl - INFO - Epoch [4][1700/3940] lr: 2.497e-02, eta: 3 days, 1:43:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5500, top5_acc: 0.8694, loss_cls: 5.7450, loss: 5.7450 +2025-06-23 12:15:32,400 - pyskl - INFO - Epoch [4][1800/3940] lr: 2.497e-02, eta: 3 days, 1:42:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5863, top5_acc: 0.8594, loss_cls: 5.6546, loss: 5.6546 +2025-06-23 12:16:18,058 - pyskl - INFO - Epoch [4][1900/3940] lr: 2.497e-02, eta: 3 days, 1:41:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5819, top5_acc: 0.8625, loss_cls: 5.5593, loss: 5.5593 +2025-06-23 12:17:03,630 - pyskl - INFO - Epoch [4][2000/3940] lr: 2.497e-02, eta: 3 days, 1:40:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5931, top5_acc: 0.8675, loss_cls: 5.5983, loss: 5.5983 +2025-06-23 12:17:49,616 - pyskl - INFO - Epoch [4][2100/3940] lr: 2.497e-02, eta: 3 days, 1:40:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5894, top5_acc: 0.8631, loss_cls: 5.5981, loss: 5.5981 +2025-06-23 12:18:35,492 - pyskl - INFO - Epoch [4][2200/3940] lr: 2.497e-02, eta: 3 days, 1:39:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5663, top5_acc: 0.8681, loss_cls: 5.5454, loss: 5.5454 +2025-06-23 12:19:21,378 - pyskl - INFO - Epoch [4][2300/3940] lr: 2.496e-02, eta: 3 days, 1:38:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5494, top5_acc: 0.8681, loss_cls: 5.6587, loss: 5.6587 +2025-06-23 12:20:07,513 - pyskl - INFO - Epoch [4][2400/3940] lr: 2.496e-02, eta: 3 days, 1:37:43, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5919, top5_acc: 0.8756, loss_cls: 5.5818, loss: 5.5818 +2025-06-23 12:20:53,416 - pyskl - INFO - Epoch [4][2500/3940] lr: 2.496e-02, eta: 3 days, 1:36:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5819, top5_acc: 0.8806, loss_cls: 5.5580, loss: 5.5580 +2025-06-23 12:21:39,361 - pyskl - INFO - Epoch [4][2600/3940] lr: 2.496e-02, eta: 3 days, 1:36:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5775, top5_acc: 0.8662, loss_cls: 5.6420, loss: 5.6420 +2025-06-23 12:22:25,006 - pyskl - INFO - Epoch [4][2700/3940] lr: 2.496e-02, eta: 3 days, 1:35:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5819, top5_acc: 0.8775, loss_cls: 5.6605, loss: 5.6605 +2025-06-23 12:23:10,657 - pyskl - INFO - Epoch [4][2800/3940] lr: 2.496e-02, eta: 3 days, 1:34:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5506, top5_acc: 0.8581, loss_cls: 5.6798, loss: 5.6798 +2025-06-23 12:23:56,283 - pyskl - INFO - Epoch [4][2900/3940] lr: 2.496e-02, eta: 3 days, 1:33:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5744, top5_acc: 0.8775, loss_cls: 5.5340, loss: 5.5340 +2025-06-23 12:24:41,909 - pyskl - INFO - Epoch [4][3000/3940] lr: 2.496e-02, eta: 3 days, 1:32:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5625, top5_acc: 0.8619, loss_cls: 5.6636, loss: 5.6636 +2025-06-23 12:25:27,594 - pyskl - INFO - Epoch [4][3100/3940] lr: 2.496e-02, eta: 3 days, 1:31:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5906, top5_acc: 0.8888, loss_cls: 5.5279, loss: 5.5279 +2025-06-23 12:26:13,287 - pyskl - INFO - Epoch [4][3200/3940] lr: 2.496e-02, eta: 3 days, 1:30:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5550, top5_acc: 0.8812, loss_cls: 5.7093, loss: 5.7093 +2025-06-23 12:26:58,844 - pyskl - INFO - Epoch [4][3300/3940] lr: 2.496e-02, eta: 3 days, 1:29:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5831, top5_acc: 0.8844, loss_cls: 5.4269, loss: 5.4269 +2025-06-23 12:27:44,483 - pyskl - INFO - Epoch [4][3400/3940] lr: 2.496e-02, eta: 3 days, 1:28:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5850, top5_acc: 0.8881, loss_cls: 5.4820, loss: 5.4820 +2025-06-23 12:28:30,105 - pyskl - INFO - Epoch [4][3500/3940] lr: 2.496e-02, eta: 3 days, 1:27:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5681, top5_acc: 0.8506, loss_cls: 5.6188, loss: 5.6188 +2025-06-23 12:29:15,787 - pyskl - INFO - Epoch [4][3600/3940] lr: 2.496e-02, eta: 3 days, 1:26:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5925, top5_acc: 0.8688, loss_cls: 5.5667, loss: 5.5667 +2025-06-23 12:30:01,434 - pyskl - INFO - Epoch [4][3700/3940] lr: 2.496e-02, eta: 3 days, 1:25:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5806, top5_acc: 0.8806, loss_cls: 5.5207, loss: 5.5207 +2025-06-23 12:30:47,079 - pyskl - INFO - Epoch [4][3800/3940] lr: 2.496e-02, eta: 3 days, 1:24:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5794, top5_acc: 0.8700, loss_cls: 5.5820, loss: 5.5820 +2025-06-23 12:31:32,672 - pyskl - INFO - Epoch [4][3900/3940] lr: 2.496e-02, eta: 3 days, 1:23:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5863, top5_acc: 0.8669, loss_cls: 5.4814, loss: 5.4814 +2025-06-23 12:31:51,258 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-06-23 12:35:25,024 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 12:35:25,490 - pyskl - INFO - +top1_acc 0.5321 +top5_acc 0.8373 +2025-06-23 12:35:25,549 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_3.pth was removed +2025-06-23 12:35:26,641 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-06-23 12:35:26,647 - pyskl - INFO - Best top1_acc is 0.5321 at 4 epoch. +2025-06-23 12:35:26,666 - pyskl - INFO - Epoch(val) [4][3183] top1_acc: 0.5321, top5_acc: 0.8373 +2025-06-23 12:36:36,522 - pyskl - INFO - Epoch [5][100/3940] lr: 2.496e-02, eta: 3 days, 1:25:57, time: 0.698, data_time: 0.242, memory: 13268, top1_acc: 0.5869, top5_acc: 0.8694, loss_cls: 5.5372, loss: 5.5372 +2025-06-23 12:37:22,074 - pyskl - INFO - Epoch [5][200/3940] lr: 2.496e-02, eta: 3 days, 1:24:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6200, top5_acc: 0.8950, loss_cls: 5.3137, loss: 5.3137 +2025-06-23 12:38:07,682 - pyskl - INFO - Epoch [5][300/3940] lr: 2.495e-02, eta: 3 days, 1:23:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6069, top5_acc: 0.8862, loss_cls: 5.3367, loss: 5.3367 +2025-06-23 12:38:53,282 - pyskl - INFO - Epoch [5][400/3940] lr: 2.495e-02, eta: 3 days, 1:22:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6156, top5_acc: 0.8938, loss_cls: 5.3690, loss: 5.3690 +2025-06-23 12:39:38,883 - pyskl - INFO - Epoch [5][500/3940] lr: 2.495e-02, eta: 3 days, 1:22:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5962, top5_acc: 0.8675, loss_cls: 5.5038, loss: 5.5038 +2025-06-23 12:40:24,507 - pyskl - INFO - Epoch [5][600/3940] lr: 2.495e-02, eta: 3 days, 1:21:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5775, top5_acc: 0.8819, loss_cls: 5.4969, loss: 5.4969 +2025-06-23 12:41:10,118 - pyskl - INFO - Epoch [5][700/3940] lr: 2.495e-02, eta: 3 days, 1:20:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6125, top5_acc: 0.8988, loss_cls: 5.3832, loss: 5.3832 +2025-06-23 12:41:55,710 - pyskl - INFO - Epoch [5][800/3940] lr: 2.495e-02, eta: 3 days, 1:19:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6025, top5_acc: 0.8769, loss_cls: 5.3942, loss: 5.3942 +2025-06-23 12:42:41,322 - pyskl - INFO - Epoch [5][900/3940] lr: 2.495e-02, eta: 3 days, 1:18:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6112, top5_acc: 0.8900, loss_cls: 5.3428, loss: 5.3428 +2025-06-23 12:43:26,939 - pyskl - INFO - Epoch [5][1000/3940] lr: 2.495e-02, eta: 3 days, 1:17:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6012, top5_acc: 0.8794, loss_cls: 5.4856, loss: 5.4856 +2025-06-23 12:44:12,533 - pyskl - INFO - Epoch [5][1100/3940] lr: 2.495e-02, eta: 3 days, 1:16:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5931, top5_acc: 0.8831, loss_cls: 5.4017, loss: 5.4017 +2025-06-23 12:44:58,174 - pyskl - INFO - Epoch [5][1200/3940] lr: 2.495e-02, eta: 3 days, 1:15:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5950, top5_acc: 0.8962, loss_cls: 5.3502, loss: 5.3502 +2025-06-23 12:45:43,840 - pyskl - INFO - Epoch [5][1300/3940] lr: 2.495e-02, eta: 3 days, 1:14:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5837, top5_acc: 0.8800, loss_cls: 5.4397, loss: 5.4397 +2025-06-23 12:46:29,453 - pyskl - INFO - Epoch [5][1400/3940] lr: 2.495e-02, eta: 3 days, 1:13:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6319, top5_acc: 0.9000, loss_cls: 5.2173, loss: 5.2173 +2025-06-23 12:47:15,071 - pyskl - INFO - Epoch [5][1500/3940] lr: 2.495e-02, eta: 3 days, 1:12:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6194, top5_acc: 0.8888, loss_cls: 5.3334, loss: 5.3334 +2025-06-23 12:48:00,681 - pyskl - INFO - Epoch [5][1600/3940] lr: 2.495e-02, eta: 3 days, 1:11:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5844, top5_acc: 0.8750, loss_cls: 5.4774, loss: 5.4774 +2025-06-23 12:48:46,150 - pyskl - INFO - Epoch [5][1700/3940] lr: 2.495e-02, eta: 3 days, 1:10:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.5900, top5_acc: 0.8738, loss_cls: 5.5673, loss: 5.5673 +2025-06-23 12:49:31,821 - pyskl - INFO - Epoch [5][1800/3940] lr: 2.495e-02, eta: 3 days, 1:09:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5944, top5_acc: 0.8819, loss_cls: 5.3953, loss: 5.3953 +2025-06-23 12:50:17,373 - pyskl - INFO - Epoch [5][1900/3940] lr: 2.494e-02, eta: 3 days, 1:08:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6119, top5_acc: 0.8869, loss_cls: 5.1333, loss: 5.1333 +2025-06-23 12:51:02,968 - pyskl - INFO - Epoch [5][2000/3940] lr: 2.494e-02, eta: 3 days, 1:07:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5900, top5_acc: 0.8706, loss_cls: 5.4863, loss: 5.4863 +2025-06-23 12:51:48,729 - pyskl - INFO - Epoch [5][2100/3940] lr: 2.494e-02, eta: 3 days, 1:06:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6081, top5_acc: 0.8806, loss_cls: 5.3414, loss: 5.3414 +2025-06-23 12:52:34,217 - pyskl - INFO - Epoch [5][2200/3940] lr: 2.494e-02, eta: 3 days, 1:05:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6169, top5_acc: 0.8912, loss_cls: 5.2467, loss: 5.2467 +2025-06-23 12:53:19,725 - pyskl - INFO - Epoch [5][2300/3940] lr: 2.494e-02, eta: 3 days, 1:04:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6094, top5_acc: 0.9044, loss_cls: 5.2174, loss: 5.2174 +2025-06-23 12:54:05,211 - pyskl - INFO - Epoch [5][2400/3940] lr: 2.494e-02, eta: 3 days, 1:03:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6112, top5_acc: 0.8869, loss_cls: 5.2463, loss: 5.2463 +2025-06-23 12:54:50,672 - pyskl - INFO - Epoch [5][2500/3940] lr: 2.494e-02, eta: 3 days, 1:02:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6144, top5_acc: 0.8925, loss_cls: 5.3190, loss: 5.3190 +2025-06-23 12:55:36,228 - pyskl - INFO - Epoch [5][2600/3940] lr: 2.494e-02, eta: 3 days, 1:01:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6106, top5_acc: 0.8812, loss_cls: 5.4004, loss: 5.4004 +2025-06-23 12:56:21,792 - pyskl - INFO - Epoch [5][2700/3940] lr: 2.494e-02, eta: 3 days, 1:00:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6250, top5_acc: 0.8962, loss_cls: 5.2884, loss: 5.2884 +2025-06-23 12:57:07,286 - pyskl - INFO - Epoch [5][2800/3940] lr: 2.494e-02, eta: 3 days, 0:59:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6262, top5_acc: 0.8894, loss_cls: 5.3029, loss: 5.3029 +2025-06-23 12:57:52,821 - pyskl - INFO - Epoch [5][2900/3940] lr: 2.494e-02, eta: 3 days, 0:59:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6231, top5_acc: 0.8919, loss_cls: 5.2764, loss: 5.2764 +2025-06-23 12:58:38,347 - pyskl - INFO - Epoch [5][3000/3940] lr: 2.494e-02, eta: 3 days, 0:58:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6162, top5_acc: 0.8819, loss_cls: 5.2117, loss: 5.2117 +2025-06-23 12:59:24,121 - pyskl - INFO - Epoch [5][3100/3940] lr: 2.494e-02, eta: 3 days, 0:57:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6419, top5_acc: 0.8912, loss_cls: 5.1654, loss: 5.1654 +2025-06-23 13:00:09,693 - pyskl - INFO - Epoch [5][3200/3940] lr: 2.494e-02, eta: 3 days, 0:56:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6319, top5_acc: 0.8888, loss_cls: 5.2102, loss: 5.2102 +2025-06-23 13:00:55,504 - pyskl - INFO - Epoch [5][3300/3940] lr: 2.494e-02, eta: 3 days, 0:55:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6538, top5_acc: 0.8888, loss_cls: 5.1437, loss: 5.1437 +2025-06-23 13:01:41,410 - pyskl - INFO - Epoch [5][3400/3940] lr: 2.494e-02, eta: 3 days, 0:54:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6100, top5_acc: 0.8812, loss_cls: 5.3485, loss: 5.3485 +2025-06-23 13:02:27,401 - pyskl - INFO - Epoch [5][3500/3940] lr: 2.493e-02, eta: 3 days, 0:54:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6419, top5_acc: 0.8862, loss_cls: 5.2587, loss: 5.2587 +2025-06-23 13:03:13,192 - pyskl - INFO - Epoch [5][3600/3940] lr: 2.493e-02, eta: 3 days, 0:53:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6300, top5_acc: 0.8981, loss_cls: 5.1834, loss: 5.1834 +2025-06-23 13:03:58,951 - pyskl - INFO - Epoch [5][3700/3940] lr: 2.493e-02, eta: 3 days, 0:52:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6138, top5_acc: 0.9006, loss_cls: 5.2647, loss: 5.2647 +2025-06-23 13:04:44,970 - pyskl - INFO - Epoch [5][3800/3940] lr: 2.493e-02, eta: 3 days, 0:51:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6194, top5_acc: 0.8975, loss_cls: 5.2423, loss: 5.2423 +2025-06-23 13:05:30,873 - pyskl - INFO - Epoch [5][3900/3940] lr: 2.493e-02, eta: 3 days, 0:50:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6369, top5_acc: 0.8931, loss_cls: 5.1324, loss: 5.1324 +2025-06-23 13:05:49,716 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-06-23 13:23:44,565 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 13:23:45,026 - pyskl - INFO - +top1_acc 0.5977 +top5_acc 0.8915 +2025-06-23 13:23:45,082 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_4.pth was removed +2025-06-23 13:23:46,148 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-06-23 13:23:46,150 - pyskl - INFO - Best top1_acc is 0.5977 at 5 epoch. +2025-06-23 13:23:46,169 - pyskl - INFO - Epoch(val) [5][3183] top1_acc: 0.5977, top5_acc: 0.8915 +2025-06-23 13:24:56,111 - pyskl - INFO - Epoch [6][100/3940] lr: 2.493e-02, eta: 3 days, 0:52:33, time: 0.699, data_time: 0.240, memory: 13268, top1_acc: 0.6306, top5_acc: 0.9050, loss_cls: 5.0309, loss: 5.0309 +2025-06-23 13:25:41,795 - pyskl - INFO - Epoch [6][200/3940] lr: 2.493e-02, eta: 3 days, 0:51:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9194, loss_cls: 4.9813, loss: 4.9813 +2025-06-23 13:26:27,422 - pyskl - INFO - Epoch [6][300/3940] lr: 2.493e-02, eta: 3 days, 0:50:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6288, top5_acc: 0.8962, loss_cls: 5.2053, loss: 5.2053 +2025-06-23 13:27:13,214 - pyskl - INFO - Epoch [6][400/3940] lr: 2.493e-02, eta: 3 days, 0:49:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6206, top5_acc: 0.9019, loss_cls: 5.1843, loss: 5.1843 +2025-06-23 13:27:58,798 - pyskl - INFO - Epoch [6][500/3940] lr: 2.493e-02, eta: 3 days, 0:49:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6456, top5_acc: 0.9137, loss_cls: 5.0852, loss: 5.0852 +2025-06-23 13:28:44,345 - pyskl - INFO - Epoch [6][600/3940] lr: 2.493e-02, eta: 3 days, 0:48:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6262, top5_acc: 0.8931, loss_cls: 5.1968, loss: 5.1968 +2025-06-23 13:29:29,969 - pyskl - INFO - Epoch [6][700/3940] lr: 2.493e-02, eta: 3 days, 0:47:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6362, top5_acc: 0.8888, loss_cls: 5.1666, loss: 5.1666 +2025-06-23 13:30:15,585 - pyskl - INFO - Epoch [6][800/3940] lr: 2.493e-02, eta: 3 days, 0:46:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6212, top5_acc: 0.8988, loss_cls: 5.2480, loss: 5.2480 +2025-06-23 13:31:01,171 - pyskl - INFO - Epoch [6][900/3940] lr: 2.493e-02, eta: 3 days, 0:45:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6375, top5_acc: 0.8950, loss_cls: 5.1606, loss: 5.1606 +2025-06-23 13:31:46,842 - pyskl - INFO - Epoch [6][1000/3940] lr: 2.492e-02, eta: 3 days, 0:44:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6419, top5_acc: 0.8956, loss_cls: 5.0706, loss: 5.0706 +2025-06-23 13:32:32,451 - pyskl - INFO - Epoch [6][1100/3940] lr: 2.492e-02, eta: 3 days, 0:43:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.8862, loss_cls: 5.1596, loss: 5.1596 +2025-06-23 13:33:18,071 - pyskl - INFO - Epoch [6][1200/3940] lr: 2.492e-02, eta: 3 days, 0:42:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6469, top5_acc: 0.9069, loss_cls: 5.1444, loss: 5.1444 +2025-06-23 13:34:03,787 - pyskl - INFO - Epoch [6][1300/3940] lr: 2.492e-02, eta: 3 days, 0:41:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6412, top5_acc: 0.9050, loss_cls: 5.1861, loss: 5.1861 +2025-06-23 13:34:49,471 - pyskl - INFO - Epoch [6][1400/3940] lr: 2.492e-02, eta: 3 days, 0:40:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6356, top5_acc: 0.9062, loss_cls: 5.0914, loss: 5.0914 +2025-06-23 13:35:35,175 - pyskl - INFO - Epoch [6][1500/3940] lr: 2.492e-02, eta: 3 days, 0:40:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6581, top5_acc: 0.9156, loss_cls: 5.0201, loss: 5.0201 +2025-06-23 13:36:20,810 - pyskl - INFO - Epoch [6][1600/3940] lr: 2.492e-02, eta: 3 days, 0:39:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6575, top5_acc: 0.9156, loss_cls: 5.0575, loss: 5.0575 +2025-06-23 13:37:06,595 - pyskl - INFO - Epoch [6][1700/3940] lr: 2.492e-02, eta: 3 days, 0:38:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6456, top5_acc: 0.8962, loss_cls: 5.1099, loss: 5.1099 +2025-06-23 13:37:52,438 - pyskl - INFO - Epoch [6][1800/3940] lr: 2.492e-02, eta: 3 days, 0:37:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6550, top5_acc: 0.9050, loss_cls: 5.0084, loss: 5.0084 +2025-06-23 13:38:38,158 - pyskl - INFO - Epoch [6][1900/3940] lr: 2.492e-02, eta: 3 days, 0:36:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6138, top5_acc: 0.8994, loss_cls: 5.1831, loss: 5.1831 +2025-06-23 13:39:23,792 - pyskl - INFO - Epoch [6][2000/3940] lr: 2.492e-02, eta: 3 days, 0:35:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6350, top5_acc: 0.9012, loss_cls: 5.0104, loss: 5.0104 +2025-06-23 13:40:09,391 - pyskl - INFO - Epoch [6][2100/3940] lr: 2.492e-02, eta: 3 days, 0:34:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6169, top5_acc: 0.8994, loss_cls: 5.1652, loss: 5.1652 +2025-06-23 13:40:55,061 - pyskl - INFO - Epoch [6][2200/3940] lr: 2.492e-02, eta: 3 days, 0:34:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6550, top5_acc: 0.9081, loss_cls: 4.9975, loss: 4.9975 +2025-06-23 13:41:40,612 - pyskl - INFO - Epoch [6][2300/3940] lr: 2.491e-02, eta: 3 days, 0:33:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.8975, loss_cls: 5.1657, loss: 5.1657 +2025-06-23 13:42:26,185 - pyskl - INFO - Epoch [6][2400/3940] lr: 2.491e-02, eta: 3 days, 0:32:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9219, loss_cls: 4.9416, loss: 4.9416 +2025-06-23 13:43:11,774 - pyskl - INFO - Epoch [6][2500/3940] lr: 2.491e-02, eta: 3 days, 0:31:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6419, top5_acc: 0.8962, loss_cls: 5.1506, loss: 5.1506 +2025-06-23 13:43:57,295 - pyskl - INFO - Epoch [6][2600/3940] lr: 2.491e-02, eta: 3 days, 0:30:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6394, top5_acc: 0.9062, loss_cls: 5.1084, loss: 5.1084 +2025-06-23 13:44:42,820 - pyskl - INFO - Epoch [6][2700/3940] lr: 2.491e-02, eta: 3 days, 0:29:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6312, top5_acc: 0.8925, loss_cls: 5.1472, loss: 5.1472 +2025-06-23 13:45:28,341 - pyskl - INFO - Epoch [6][2800/3940] lr: 2.491e-02, eta: 3 days, 0:28:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6425, top5_acc: 0.9019, loss_cls: 4.9798, loss: 4.9798 +2025-06-23 13:46:13,849 - pyskl - INFO - Epoch [6][2900/3940] lr: 2.491e-02, eta: 3 days, 0:27:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.9081, loss_cls: 5.0182, loss: 5.0182 +2025-06-23 13:46:59,446 - pyskl - INFO - Epoch [6][3000/3940] lr: 2.491e-02, eta: 3 days, 0:26:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6475, top5_acc: 0.9025, loss_cls: 5.0906, loss: 5.0906 +2025-06-23 13:47:45,050 - pyskl - INFO - Epoch [6][3100/3940] lr: 2.491e-02, eta: 3 days, 0:25:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6400, top5_acc: 0.9050, loss_cls: 5.1355, loss: 5.1355 +2025-06-23 13:48:30,569 - pyskl - INFO - Epoch [6][3200/3940] lr: 2.491e-02, eta: 3 days, 0:24:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6406, top5_acc: 0.8938, loss_cls: 5.0542, loss: 5.0542 +2025-06-23 13:49:16,091 - pyskl - INFO - Epoch [6][3300/3940] lr: 2.491e-02, eta: 3 days, 0:24:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6569, top5_acc: 0.9137, loss_cls: 5.0230, loss: 5.0230 +2025-06-23 13:50:01,635 - pyskl - INFO - Epoch [6][3400/3940] lr: 2.491e-02, eta: 3 days, 0:23:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6613, top5_acc: 0.9250, loss_cls: 4.9887, loss: 4.9887 +2025-06-23 13:50:47,206 - pyskl - INFO - Epoch [6][3500/3940] lr: 2.491e-02, eta: 3 days, 0:22:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6456, top5_acc: 0.9094, loss_cls: 4.9672, loss: 4.9672 +2025-06-23 13:51:32,819 - pyskl - INFO - Epoch [6][3600/3940] lr: 2.490e-02, eta: 3 days, 0:21:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6562, top5_acc: 0.9144, loss_cls: 4.8491, loss: 4.8491 +2025-06-23 13:52:18,360 - pyskl - INFO - Epoch [6][3700/3940] lr: 2.490e-02, eta: 3 days, 0:20:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9081, loss_cls: 4.9510, loss: 4.9510 +2025-06-23 13:53:03,924 - pyskl - INFO - Epoch [6][3800/3940] lr: 2.490e-02, eta: 3 days, 0:19:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6538, top5_acc: 0.9025, loss_cls: 5.0924, loss: 5.0924 +2025-06-23 13:53:49,458 - pyskl - INFO - Epoch [6][3900/3940] lr: 2.490e-02, eta: 3 days, 0:18:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6431, top5_acc: 0.9056, loss_cls: 5.0578, loss: 5.0578 +2025-06-23 13:54:07,940 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-06-23 13:57:41,545 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 13:57:42,156 - pyskl - INFO - +top1_acc 0.6151 +top5_acc 0.8929 +2025-06-23 13:57:42,228 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_5.pth was removed +2025-06-23 13:57:43,376 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-06-23 13:57:43,379 - pyskl - INFO - Best top1_acc is 0.6151 at 6 epoch. +2025-06-23 13:57:43,403 - pyskl - INFO - Epoch(val) [6][3183] top1_acc: 0.6151, top5_acc: 0.8929 +2025-06-23 13:58:53,923 - pyskl - INFO - Epoch [7][100/3940] lr: 2.490e-02, eta: 3 days, 0:20:04, time: 0.705, data_time: 0.247, memory: 13268, top1_acc: 0.6475, top5_acc: 0.9044, loss_cls: 5.0660, loss: 5.0660 +2025-06-23 13:59:40,102 - pyskl - INFO - Epoch [7][200/3940] lr: 2.490e-02, eta: 3 days, 0:19:25, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9131, loss_cls: 4.9049, loss: 4.9049 +2025-06-23 14:00:26,273 - pyskl - INFO - Epoch [7][300/3940] lr: 2.490e-02, eta: 3 days, 0:18:45, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6631, top5_acc: 0.9106, loss_cls: 4.9324, loss: 4.9324 +2025-06-23 14:01:12,570 - pyskl - INFO - Epoch [7][400/3940] lr: 2.490e-02, eta: 3 days, 0:18:08, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.6637, top5_acc: 0.9175, loss_cls: 4.9197, loss: 4.9197 +2025-06-23 14:01:58,616 - pyskl - INFO - Epoch [7][500/3940] lr: 2.490e-02, eta: 3 days, 0:17:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9169, loss_cls: 4.8700, loss: 4.8700 +2025-06-23 14:02:44,670 - pyskl - INFO - Epoch [7][600/3940] lr: 2.490e-02, eta: 3 days, 0:16:43, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6475, top5_acc: 0.9094, loss_cls: 4.9963, loss: 4.9963 +2025-06-23 14:03:30,793 - pyskl - INFO - Epoch [7][700/3940] lr: 2.490e-02, eta: 3 days, 0:16:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6656, top5_acc: 0.9106, loss_cls: 4.9404, loss: 4.9404 +2025-06-23 14:04:16,925 - pyskl - INFO - Epoch [7][800/3940] lr: 2.489e-02, eta: 3 days, 0:15:21, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6713, top5_acc: 0.9106, loss_cls: 4.9108, loss: 4.9108 +2025-06-23 14:05:02,604 - pyskl - INFO - Epoch [7][900/3940] lr: 2.489e-02, eta: 3 days, 0:14:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6606, top5_acc: 0.9119, loss_cls: 4.9926, loss: 4.9926 +2025-06-23 14:05:48,318 - pyskl - INFO - Epoch [7][1000/3940] lr: 2.489e-02, eta: 3 days, 0:13:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9137, loss_cls: 4.8722, loss: 4.8722 +2025-06-23 14:06:33,965 - pyskl - INFO - Epoch [7][1100/3940] lr: 2.489e-02, eta: 3 days, 0:12:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6556, top5_acc: 0.9256, loss_cls: 4.8374, loss: 4.8374 +2025-06-23 14:07:19,805 - pyskl - INFO - Epoch [7][1200/3940] lr: 2.489e-02, eta: 3 days, 0:12:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9150, loss_cls: 4.8655, loss: 4.8655 +2025-06-23 14:08:05,559 - pyskl - INFO - Epoch [7][1300/3940] lr: 2.489e-02, eta: 3 days, 0:11:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6681, top5_acc: 0.9081, loss_cls: 4.9259, loss: 4.9259 +2025-06-23 14:08:51,335 - pyskl - INFO - Epoch [7][1400/3940] lr: 2.489e-02, eta: 3 days, 0:10:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6606, top5_acc: 0.9137, loss_cls: 4.9406, loss: 4.9406 +2025-06-23 14:09:37,352 - pyskl - INFO - Epoch [7][1500/3940] lr: 2.489e-02, eta: 3 days, 0:09:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9137, loss_cls: 4.8678, loss: 4.8678 +2025-06-23 14:10:23,145 - pyskl - INFO - Epoch [7][1600/3940] lr: 2.489e-02, eta: 3 days, 0:08:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6462, top5_acc: 0.9094, loss_cls: 4.9692, loss: 4.9692 +2025-06-23 14:11:09,042 - pyskl - INFO - Epoch [7][1700/3940] lr: 2.489e-02, eta: 3 days, 0:08:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9194, loss_cls: 4.8553, loss: 4.8553 +2025-06-23 14:11:54,741 - pyskl - INFO - Epoch [7][1800/3940] lr: 2.489e-02, eta: 3 days, 0:07:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9163, loss_cls: 4.8240, loss: 4.8240 +2025-06-23 14:12:40,421 - pyskl - INFO - Epoch [7][1900/3940] lr: 2.488e-02, eta: 3 days, 0:06:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9144, loss_cls: 4.9652, loss: 4.9652 +2025-06-23 14:13:26,117 - pyskl - INFO - Epoch [7][2000/3940] lr: 2.488e-02, eta: 3 days, 0:05:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9069, loss_cls: 4.9375, loss: 4.9375 +2025-06-23 14:14:11,798 - pyskl - INFO - Epoch [7][2100/3940] lr: 2.488e-02, eta: 3 days, 0:04:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9163, loss_cls: 4.8565, loss: 4.8565 +2025-06-23 14:14:57,460 - pyskl - INFO - Epoch [7][2200/3940] lr: 2.488e-02, eta: 3 days, 0:03:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6481, top5_acc: 0.9175, loss_cls: 5.0262, loss: 5.0262 +2025-06-23 14:15:43,138 - pyskl - INFO - Epoch [7][2300/3940] lr: 2.488e-02, eta: 3 days, 0:02:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9081, loss_cls: 4.8730, loss: 4.8730 +2025-06-23 14:16:28,797 - pyskl - INFO - Epoch [7][2400/3940] lr: 2.488e-02, eta: 3 days, 0:02:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6550, top5_acc: 0.9119, loss_cls: 5.0660, loss: 5.0660 +2025-06-23 14:17:14,439 - pyskl - INFO - Epoch [7][2500/3940] lr: 2.488e-02, eta: 3 days, 0:01:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9100, loss_cls: 4.9022, loss: 4.9022 +2025-06-23 14:18:00,113 - pyskl - INFO - Epoch [7][2600/3940] lr: 2.488e-02, eta: 3 days, 0:00:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9131, loss_cls: 4.8739, loss: 4.8739 +2025-06-23 14:18:45,819 - pyskl - INFO - Epoch [7][2700/3940] lr: 2.488e-02, eta: 2 days, 23:59:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6731, top5_acc: 0.9125, loss_cls: 4.8742, loss: 4.8742 +2025-06-23 14:19:31,517 - pyskl - INFO - Epoch [7][2800/3940] lr: 2.488e-02, eta: 2 days, 23:58:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6556, top5_acc: 0.9062, loss_cls: 4.9810, loss: 4.9810 +2025-06-23 14:20:17,213 - pyskl - INFO - Epoch [7][2900/3940] lr: 2.488e-02, eta: 2 days, 23:57:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6594, top5_acc: 0.9125, loss_cls: 4.9484, loss: 4.9484 +2025-06-23 14:21:02,915 - pyskl - INFO - Epoch [7][3000/3940] lr: 2.487e-02, eta: 2 days, 23:57:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9156, loss_cls: 4.9256, loss: 4.9256 +2025-06-23 14:21:48,620 - pyskl - INFO - Epoch [7][3100/3940] lr: 2.487e-02, eta: 2 days, 23:56:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6631, top5_acc: 0.9062, loss_cls: 4.8781, loss: 4.8781 +2025-06-23 14:22:34,412 - pyskl - INFO - Epoch [7][3200/3940] lr: 2.487e-02, eta: 2 days, 23:55:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6556, top5_acc: 0.9056, loss_cls: 5.0447, loss: 5.0447 +2025-06-23 14:23:20,184 - pyskl - INFO - Epoch [7][3300/3940] lr: 2.487e-02, eta: 2 days, 23:54:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6731, top5_acc: 0.9256, loss_cls: 4.8208, loss: 4.8208 +2025-06-23 14:24:05,912 - pyskl - INFO - Epoch [7][3400/3940] lr: 2.487e-02, eta: 2 days, 23:53:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9225, loss_cls: 4.7292, loss: 4.7292 +2025-06-23 14:24:51,519 - pyskl - INFO - Epoch [7][3500/3940] lr: 2.487e-02, eta: 2 days, 23:52:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6538, top5_acc: 0.9075, loss_cls: 4.8659, loss: 4.8659 +2025-06-23 14:25:37,235 - pyskl - INFO - Epoch [7][3600/3940] lr: 2.487e-02, eta: 2 days, 23:52:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9250, loss_cls: 4.8115, loss: 4.8115 +2025-06-23 14:26:23,196 - pyskl - INFO - Epoch [7][3700/3940] lr: 2.487e-02, eta: 2 days, 23:51:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6587, top5_acc: 0.9137, loss_cls: 4.8906, loss: 4.8906 +2025-06-23 14:27:08,973 - pyskl - INFO - Epoch [7][3800/3940] lr: 2.487e-02, eta: 2 days, 23:50:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9225, loss_cls: 4.7184, loss: 4.7184 +2025-06-23 14:27:54,982 - pyskl - INFO - Epoch [7][3900/3940] lr: 2.487e-02, eta: 2 days, 23:49:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6656, top5_acc: 0.9187, loss_cls: 4.8143, loss: 4.8143 +2025-06-23 14:28:13,663 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-06-23 14:31:50,974 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 14:31:51,541 - pyskl - INFO - +top1_acc 0.6496 +top5_acc 0.9020 +2025-06-23 14:31:51,610 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_6.pth was removed +2025-06-23 14:31:52,761 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-06-23 14:31:52,764 - pyskl - INFO - Best top1_acc is 0.6496 at 7 epoch. +2025-06-23 14:31:52,791 - pyskl - INFO - Epoch(val) [7][3183] top1_acc: 0.6496, top5_acc: 0.9020 +2025-06-23 14:33:04,165 - pyskl - INFO - Epoch [8][100/3940] lr: 2.486e-02, eta: 2 days, 23:51:11, time: 0.714, data_time: 0.254, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9231, loss_cls: 4.7197, loss: 4.7197 +2025-06-23 14:33:50,105 - pyskl - INFO - Epoch [8][200/3940] lr: 2.486e-02, eta: 2 days, 23:50:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9094, loss_cls: 4.8751, loss: 4.8751 +2025-06-23 14:34:35,736 - pyskl - INFO - Epoch [8][300/3940] lr: 2.486e-02, eta: 2 days, 23:49:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9263, loss_cls: 4.6829, loss: 4.6829 +2025-06-23 14:35:21,415 - pyskl - INFO - Epoch [8][400/3940] lr: 2.486e-02, eta: 2 days, 23:48:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9231, loss_cls: 4.6865, loss: 4.6865 +2025-06-23 14:36:07,159 - pyskl - INFO - Epoch [8][500/3940] lr: 2.486e-02, eta: 2 days, 23:47:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9163, loss_cls: 4.6977, loss: 4.6977 +2025-06-23 14:36:52,663 - pyskl - INFO - Epoch [8][600/3940] lr: 2.486e-02, eta: 2 days, 23:47:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9131, loss_cls: 4.8355, loss: 4.8355 +2025-06-23 14:37:38,215 - pyskl - INFO - Epoch [8][700/3940] lr: 2.486e-02, eta: 2 days, 23:46:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9181, loss_cls: 4.8538, loss: 4.8538 +2025-06-23 14:38:23,936 - pyskl - INFO - Epoch [8][800/3940] lr: 2.486e-02, eta: 2 days, 23:45:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9137, loss_cls: 4.9105, loss: 4.9105 +2025-06-23 14:39:09,524 - pyskl - INFO - Epoch [8][900/3940] lr: 2.486e-02, eta: 2 days, 23:44:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9137, loss_cls: 4.9449, loss: 4.9449 +2025-06-23 14:39:55,035 - pyskl - INFO - Epoch [8][1000/3940] lr: 2.486e-02, eta: 2 days, 23:43:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9256, loss_cls: 4.7343, loss: 4.7343 +2025-06-23 14:40:40,503 - pyskl - INFO - Epoch [8][1100/3940] lr: 2.486e-02, eta: 2 days, 23:42:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9313, loss_cls: 4.6591, loss: 4.6591 +2025-06-23 14:41:25,946 - pyskl - INFO - Epoch [8][1200/3940] lr: 2.485e-02, eta: 2 days, 23:41:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9263, loss_cls: 4.6635, loss: 4.6635 +2025-06-23 14:42:11,465 - pyskl - INFO - Epoch [8][1300/3940] lr: 2.485e-02, eta: 2 days, 23:40:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9275, loss_cls: 4.7269, loss: 4.7269 +2025-06-23 14:42:56,989 - pyskl - INFO - Epoch [8][1400/3940] lr: 2.485e-02, eta: 2 days, 23:39:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9163, loss_cls: 4.7131, loss: 4.7131 +2025-06-23 14:43:42,561 - pyskl - INFO - Epoch [8][1500/3940] lr: 2.485e-02, eta: 2 days, 23:39:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9244, loss_cls: 4.7455, loss: 4.7455 +2025-06-23 14:44:28,091 - pyskl - INFO - Epoch [8][1600/3940] lr: 2.485e-02, eta: 2 days, 23:38:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9225, loss_cls: 4.6977, loss: 4.6977 +2025-06-23 14:45:13,583 - pyskl - INFO - Epoch [8][1700/3940] lr: 2.485e-02, eta: 2 days, 23:37:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9319, loss_cls: 4.6513, loss: 4.6513 +2025-06-23 14:45:59,084 - pyskl - INFO - Epoch [8][1800/3940] lr: 2.485e-02, eta: 2 days, 23:36:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6700, top5_acc: 0.9075, loss_cls: 4.7748, loss: 4.7748 +2025-06-23 14:46:44,747 - pyskl - INFO - Epoch [8][1900/3940] lr: 2.485e-02, eta: 2 days, 23:35:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9319, loss_cls: 4.7040, loss: 4.7040 +2025-06-23 14:47:30,265 - pyskl - INFO - Epoch [8][2000/3940] lr: 2.485e-02, eta: 2 days, 23:34:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9175, loss_cls: 4.7568, loss: 4.7568 +2025-06-23 14:48:15,822 - pyskl - INFO - Epoch [8][2100/3940] lr: 2.484e-02, eta: 2 days, 23:33:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9206, loss_cls: 4.8183, loss: 4.8183 +2025-06-23 14:49:01,390 - pyskl - INFO - Epoch [8][2200/3940] lr: 2.484e-02, eta: 2 days, 23:32:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9187, loss_cls: 4.8236, loss: 4.8236 +2025-06-23 14:49:46,961 - pyskl - INFO - Epoch [8][2300/3940] lr: 2.484e-02, eta: 2 days, 23:32:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9244, loss_cls: 4.6711, loss: 4.6711 +2025-06-23 14:50:32,460 - pyskl - INFO - Epoch [8][2400/3940] lr: 2.484e-02, eta: 2 days, 23:31:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6700, top5_acc: 0.9056, loss_cls: 4.8629, loss: 4.8629 +2025-06-23 14:51:18,074 - pyskl - INFO - Epoch [8][2500/3940] lr: 2.484e-02, eta: 2 days, 23:30:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9300, loss_cls: 4.7160, loss: 4.7160 +2025-06-23 14:52:03,745 - pyskl - INFO - Epoch [8][2600/3940] lr: 2.484e-02, eta: 2 days, 23:29:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9231, loss_cls: 4.6698, loss: 4.6698 +2025-06-23 14:52:49,336 - pyskl - INFO - Epoch [8][2700/3940] lr: 2.484e-02, eta: 2 days, 23:28:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9100, loss_cls: 4.7785, loss: 4.7785 +2025-06-23 14:53:34,878 - pyskl - INFO - Epoch [8][2800/3940] lr: 2.484e-02, eta: 2 days, 23:27:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9263, loss_cls: 4.7857, loss: 4.7857 +2025-06-23 14:54:20,591 - pyskl - INFO - Epoch [8][2900/3940] lr: 2.484e-02, eta: 2 days, 23:26:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9119, loss_cls: 4.8065, loss: 4.8065 +2025-06-23 14:55:06,348 - pyskl - INFO - Epoch [8][3000/3940] lr: 2.484e-02, eta: 2 days, 23:26:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9344, loss_cls: 4.7351, loss: 4.7351 +2025-06-23 14:55:51,977 - pyskl - INFO - Epoch [8][3100/3940] lr: 2.483e-02, eta: 2 days, 23:25:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9175, loss_cls: 4.7227, loss: 4.7227 +2025-06-23 14:56:37,796 - pyskl - INFO - Epoch [8][3200/3940] lr: 2.483e-02, eta: 2 days, 23:24:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9163, loss_cls: 4.7999, loss: 4.7999 +2025-06-23 14:57:23,653 - pyskl - INFO - Epoch [8][3300/3940] lr: 2.483e-02, eta: 2 days, 23:23:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9187, loss_cls: 4.7638, loss: 4.7638 +2025-06-23 14:58:09,410 - pyskl - INFO - Epoch [8][3400/3940] lr: 2.483e-02, eta: 2 days, 23:22:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9225, loss_cls: 4.7781, loss: 4.7781 +2025-06-23 14:58:55,266 - pyskl - INFO - Epoch [8][3500/3940] lr: 2.483e-02, eta: 2 days, 23:22:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9163, loss_cls: 4.6845, loss: 4.6845 +2025-06-23 14:59:40,943 - pyskl - INFO - Epoch [8][3600/3940] lr: 2.483e-02, eta: 2 days, 23:21:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9231, loss_cls: 4.7535, loss: 4.7535 +2025-06-23 15:00:26,475 - pyskl - INFO - Epoch [8][3700/3940] lr: 2.483e-02, eta: 2 days, 23:20:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9175, loss_cls: 4.6776, loss: 4.6776 +2025-06-23 15:01:12,017 - pyskl - INFO - Epoch [8][3800/3940] lr: 2.483e-02, eta: 2 days, 23:19:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9206, loss_cls: 4.7801, loss: 4.7801 +2025-06-23 15:01:57,543 - pyskl - INFO - Epoch [8][3900/3940] lr: 2.483e-02, eta: 2 days, 23:18:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9263, loss_cls: 4.6857, loss: 4.6857 +2025-06-23 15:02:16,160 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-06-23 15:05:50,025 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 15:05:50,489 - pyskl - INFO - +top1_acc 0.6282 +top5_acc 0.8990 +2025-06-23 15:05:50,507 - pyskl - INFO - Epoch(val) [8][3183] top1_acc: 0.6282, top5_acc: 0.8990 +2025-06-23 15:07:00,221 - pyskl - INFO - Epoch [9][100/3940] lr: 2.482e-02, eta: 2 days, 23:19:13, time: 0.697, data_time: 0.243, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9263, loss_cls: 4.6542, loss: 4.6542 +2025-06-23 15:07:45,631 - pyskl - INFO - Epoch [9][200/3940] lr: 2.482e-02, eta: 2 days, 23:18:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9244, loss_cls: 4.6378, loss: 4.6378 +2025-06-23 15:08:31,150 - pyskl - INFO - Epoch [9][300/3940] lr: 2.482e-02, eta: 2 days, 23:17:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9106, loss_cls: 4.7755, loss: 4.7755 +2025-06-23 15:09:16,776 - pyskl - INFO - Epoch [9][400/3940] lr: 2.482e-02, eta: 2 days, 23:16:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9275, loss_cls: 4.7562, loss: 4.7562 +2025-06-23 15:10:02,339 - pyskl - INFO - Epoch [9][500/3940] lr: 2.482e-02, eta: 2 days, 23:15:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9219, loss_cls: 4.6873, loss: 4.6873 +2025-06-23 15:10:47,957 - pyskl - INFO - Epoch [9][600/3940] lr: 2.482e-02, eta: 2 days, 23:14:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9175, loss_cls: 4.7143, loss: 4.7143 +2025-06-23 15:11:33,610 - pyskl - INFO - Epoch [9][700/3940] lr: 2.482e-02, eta: 2 days, 23:14:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9213, loss_cls: 4.6937, loss: 4.6937 +2025-06-23 15:12:19,361 - pyskl - INFO - Epoch [9][800/3940] lr: 2.482e-02, eta: 2 days, 23:13:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9219, loss_cls: 4.7784, loss: 4.7784 +2025-06-23 15:13:04,977 - pyskl - INFO - Epoch [9][900/3940] lr: 2.481e-02, eta: 2 days, 23:12:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9294, loss_cls: 4.7065, loss: 4.7065 +2025-06-23 15:13:50,565 - pyskl - INFO - Epoch [9][1000/3940] lr: 2.481e-02, eta: 2 days, 23:11:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9300, loss_cls: 4.7373, loss: 4.7373 +2025-06-23 15:14:36,179 - pyskl - INFO - Epoch [9][1100/3940] lr: 2.481e-02, eta: 2 days, 23:10:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9263, loss_cls: 4.7747, loss: 4.7747 +2025-06-23 15:15:21,809 - pyskl - INFO - Epoch [9][1200/3940] lr: 2.481e-02, eta: 2 days, 23:09:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9294, loss_cls: 4.6374, loss: 4.6374 +2025-06-23 15:16:07,341 - pyskl - INFO - Epoch [9][1300/3940] lr: 2.481e-02, eta: 2 days, 23:09:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9237, loss_cls: 4.6290, loss: 4.6290 +2025-06-23 15:16:52,871 - pyskl - INFO - Epoch [9][1400/3940] lr: 2.481e-02, eta: 2 days, 23:08:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9294, loss_cls: 4.6599, loss: 4.6599 +2025-06-23 15:17:38,391 - pyskl - INFO - Epoch [9][1500/3940] lr: 2.481e-02, eta: 2 days, 23:07:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9300, loss_cls: 4.5556, loss: 4.5556 +2025-06-23 15:18:23,956 - pyskl - INFO - Epoch [9][1600/3940] lr: 2.481e-02, eta: 2 days, 23:06:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9231, loss_cls: 4.6683, loss: 4.6683 +2025-06-23 15:19:09,551 - pyskl - INFO - Epoch [9][1700/3940] lr: 2.481e-02, eta: 2 days, 23:05:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9306, loss_cls: 4.6076, loss: 4.6076 +2025-06-23 15:19:55,198 - pyskl - INFO - Epoch [9][1800/3940] lr: 2.480e-02, eta: 2 days, 23:04:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9263, loss_cls: 4.6319, loss: 4.6319 +2025-06-23 15:20:40,814 - pyskl - INFO - Epoch [9][1900/3940] lr: 2.480e-02, eta: 2 days, 23:03:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9200, loss_cls: 4.6947, loss: 4.6947 +2025-06-23 15:21:26,429 - pyskl - INFO - Epoch [9][2000/3940] lr: 2.480e-02, eta: 2 days, 23:03:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9187, loss_cls: 4.6179, loss: 4.6179 +2025-06-23 15:22:12,041 - pyskl - INFO - Epoch [9][2100/3940] lr: 2.480e-02, eta: 2 days, 23:02:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9313, loss_cls: 4.6074, loss: 4.6074 +2025-06-23 15:22:57,645 - pyskl - INFO - Epoch [9][2200/3940] lr: 2.480e-02, eta: 2 days, 23:01:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9269, loss_cls: 4.5106, loss: 4.5106 +2025-06-23 15:23:43,245 - pyskl - INFO - Epoch [9][2300/3940] lr: 2.480e-02, eta: 2 days, 23:00:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9213, loss_cls: 4.6592, loss: 4.6592 +2025-06-23 15:24:28,835 - pyskl - INFO - Epoch [9][2400/3940] lr: 2.480e-02, eta: 2 days, 22:59:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9263, loss_cls: 4.5404, loss: 4.5404 +2025-06-23 15:25:14,496 - pyskl - INFO - Epoch [9][2500/3940] lr: 2.480e-02, eta: 2 days, 22:58:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9269, loss_cls: 4.5799, loss: 4.5799 +2025-06-23 15:26:00,111 - pyskl - INFO - Epoch [9][2600/3940] lr: 2.479e-02, eta: 2 days, 22:58:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9269, loss_cls: 4.5379, loss: 4.5379 +2025-06-23 15:26:45,857 - pyskl - INFO - Epoch [9][2700/3940] lr: 2.479e-02, eta: 2 days, 22:57:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9387, loss_cls: 4.5971, loss: 4.5971 +2025-06-23 15:27:31,520 - pyskl - INFO - Epoch [9][2800/3940] lr: 2.479e-02, eta: 2 days, 22:56:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9237, loss_cls: 4.7085, loss: 4.7085 +2025-06-23 15:28:17,015 - pyskl - INFO - Epoch [9][2900/3940] lr: 2.479e-02, eta: 2 days, 22:55:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9350, loss_cls: 4.6445, loss: 4.6445 +2025-06-23 15:29:02,527 - pyskl - INFO - Epoch [9][3000/3940] lr: 2.479e-02, eta: 2 days, 22:54:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9250, loss_cls: 4.6980, loss: 4.6980 +2025-06-23 15:29:48,135 - pyskl - INFO - Epoch [9][3100/3940] lr: 2.479e-02, eta: 2 days, 22:53:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9275, loss_cls: 4.5685, loss: 4.5685 +2025-06-23 15:30:33,765 - pyskl - INFO - Epoch [9][3200/3940] lr: 2.479e-02, eta: 2 days, 22:53:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9331, loss_cls: 4.5569, loss: 4.5569 +2025-06-23 15:31:19,310 - pyskl - INFO - Epoch [9][3300/3940] lr: 2.479e-02, eta: 2 days, 22:52:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9325, loss_cls: 4.6801, loss: 4.6801 +2025-06-23 15:32:04,882 - pyskl - INFO - Epoch [9][3400/3940] lr: 2.479e-02, eta: 2 days, 22:51:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9269, loss_cls: 4.6239, loss: 4.6239 +2025-06-23 15:32:50,476 - pyskl - INFO - Epoch [9][3500/3940] lr: 2.478e-02, eta: 2 days, 22:50:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9281, loss_cls: 4.6357, loss: 4.6357 +2025-06-23 15:33:36,092 - pyskl - INFO - Epoch [9][3600/3940] lr: 2.478e-02, eta: 2 days, 22:49:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9325, loss_cls: 4.5988, loss: 4.5988 +2025-06-23 15:34:21,661 - pyskl - INFO - Epoch [9][3700/3940] lr: 2.478e-02, eta: 2 days, 22:48:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9294, loss_cls: 4.5225, loss: 4.5225 +2025-06-23 15:35:07,214 - pyskl - INFO - Epoch [9][3800/3940] lr: 2.478e-02, eta: 2 days, 22:47:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9100, loss_cls: 4.7445, loss: 4.7445 +2025-06-23 15:35:52,693 - pyskl - INFO - Epoch [9][3900/3940] lr: 2.478e-02, eta: 2 days, 22:47:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9331, loss_cls: 4.4423, loss: 4.4423 +2025-06-23 15:36:11,189 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-06-23 15:39:44,728 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 15:39:45,184 - pyskl - INFO - +top1_acc 0.6750 +top5_acc 0.9246 +2025-06-23 15:39:45,240 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_7.pth was removed +2025-06-23 15:39:46,284 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-06-23 15:39:46,286 - pyskl - INFO - Best top1_acc is 0.6750 at 9 epoch. +2025-06-23 15:39:46,302 - pyskl - INFO - Epoch(val) [9][3183] top1_acc: 0.6750, top5_acc: 0.9246 +2025-06-23 15:40:56,201 - pyskl - INFO - Epoch [10][100/3940] lr: 2.478e-02, eta: 2 days, 22:47:30, time: 0.699, data_time: 0.244, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9213, loss_cls: 4.7137, loss: 4.7137 +2025-06-23 15:41:41,685 - pyskl - INFO - Epoch [10][200/3940] lr: 2.478e-02, eta: 2 days, 22:46:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9375, loss_cls: 4.5446, loss: 4.5446 +2025-06-23 15:42:27,131 - pyskl - INFO - Epoch [10][300/3940] lr: 2.477e-02, eta: 2 days, 22:45:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9256, loss_cls: 4.6241, loss: 4.6241 +2025-06-23 15:43:12,665 - pyskl - INFO - Epoch [10][400/3940] lr: 2.477e-02, eta: 2 days, 22:44:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9256, loss_cls: 4.5941, loss: 4.5941 +2025-06-23 15:43:58,192 - pyskl - INFO - Epoch [10][500/3940] lr: 2.477e-02, eta: 2 days, 22:44:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9437, loss_cls: 4.3636, loss: 4.3636 +2025-06-23 15:44:43,709 - pyskl - INFO - Epoch [10][600/3940] lr: 2.477e-02, eta: 2 days, 22:43:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9294, loss_cls: 4.5687, loss: 4.5687 +2025-06-23 15:45:29,271 - pyskl - INFO - Epoch [10][700/3940] lr: 2.477e-02, eta: 2 days, 22:42:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9387, loss_cls: 4.4420, loss: 4.4420 +2025-06-23 15:46:14,977 - pyskl - INFO - Epoch [10][800/3940] lr: 2.477e-02, eta: 2 days, 22:41:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9237, loss_cls: 4.6918, loss: 4.6918 +2025-06-23 15:47:00,791 - pyskl - INFO - Epoch [10][900/3940] lr: 2.477e-02, eta: 2 days, 22:40:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9169, loss_cls: 4.7201, loss: 4.7201 +2025-06-23 15:47:46,311 - pyskl - INFO - Epoch [10][1000/3940] lr: 2.477e-02, eta: 2 days, 22:39:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9331, loss_cls: 4.5924, loss: 4.5924 +2025-06-23 15:48:32,003 - pyskl - INFO - Epoch [10][1100/3940] lr: 2.476e-02, eta: 2 days, 22:39:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9319, loss_cls: 4.5840, loss: 4.5840 +2025-06-23 15:49:17,551 - pyskl - INFO - Epoch [10][1200/3940] lr: 2.476e-02, eta: 2 days, 22:38:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9406, loss_cls: 4.3936, loss: 4.3936 +2025-06-23 15:50:03,082 - pyskl - INFO - Epoch [10][1300/3940] lr: 2.476e-02, eta: 2 days, 22:37:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9244, loss_cls: 4.5291, loss: 4.5291 +2025-06-23 15:50:48,633 - pyskl - INFO - Epoch [10][1400/3940] lr: 2.476e-02, eta: 2 days, 22:36:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9294, loss_cls: 4.4797, loss: 4.4797 +2025-06-23 15:51:34,024 - pyskl - INFO - Epoch [10][1500/3940] lr: 2.476e-02, eta: 2 days, 22:35:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9369, loss_cls: 4.5723, loss: 4.5723 +2025-06-23 15:52:19,432 - pyskl - INFO - Epoch [10][1600/3940] lr: 2.476e-02, eta: 2 days, 22:34:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9406, loss_cls: 4.4193, loss: 4.4193 +2025-06-23 15:53:04,853 - pyskl - INFO - Epoch [10][1700/3940] lr: 2.476e-02, eta: 2 days, 22:33:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9375, loss_cls: 4.5035, loss: 4.5035 +2025-06-23 15:53:50,221 - pyskl - INFO - Epoch [10][1800/3940] lr: 2.476e-02, eta: 2 days, 22:33:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9344, loss_cls: 4.5346, loss: 4.5346 +2025-06-23 15:54:35,653 - pyskl - INFO - Epoch [10][1900/3940] lr: 2.475e-02, eta: 2 days, 22:32:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9181, loss_cls: 4.5912, loss: 4.5912 +2025-06-23 15:55:21,099 - pyskl - INFO - Epoch [10][2000/3940] lr: 2.475e-02, eta: 2 days, 22:31:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9200, loss_cls: 4.6643, loss: 4.6643 +2025-06-23 15:56:06,564 - pyskl - INFO - Epoch [10][2100/3940] lr: 2.475e-02, eta: 2 days, 22:30:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9331, loss_cls: 4.4432, loss: 4.4432 +2025-06-23 15:56:51,979 - pyskl - INFO - Epoch [10][2200/3940] lr: 2.475e-02, eta: 2 days, 22:29:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9281, loss_cls: 4.5044, loss: 4.5044 +2025-06-23 15:57:37,386 - pyskl - INFO - Epoch [10][2300/3940] lr: 2.475e-02, eta: 2 days, 22:28:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9287, loss_cls: 4.4649, loss: 4.4649 +2025-06-23 15:58:22,785 - pyskl - INFO - Epoch [10][2400/3940] lr: 2.475e-02, eta: 2 days, 22:27:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9244, loss_cls: 4.6032, loss: 4.6032 +2025-06-23 15:59:08,246 - pyskl - INFO - Epoch [10][2500/3940] lr: 2.475e-02, eta: 2 days, 22:26:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9294, loss_cls: 4.5354, loss: 4.5354 +2025-06-23 15:59:53,784 - pyskl - INFO - Epoch [10][2600/3940] lr: 2.475e-02, eta: 2 days, 22:26:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9356, loss_cls: 4.4841, loss: 4.4841 +2025-06-23 16:00:39,338 - pyskl - INFO - Epoch [10][2700/3940] lr: 2.474e-02, eta: 2 days, 22:25:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9150, loss_cls: 4.6245, loss: 4.6245 +2025-06-23 16:01:25,048 - pyskl - INFO - Epoch [10][2800/3940] lr: 2.474e-02, eta: 2 days, 22:24:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9256, loss_cls: 4.4376, loss: 4.4376 +2025-06-23 16:02:10,754 - pyskl - INFO - Epoch [10][2900/3940] lr: 2.474e-02, eta: 2 days, 22:23:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9356, loss_cls: 4.5369, loss: 4.5369 +2025-06-23 16:02:56,375 - pyskl - INFO - Epoch [10][3000/3940] lr: 2.474e-02, eta: 2 days, 22:22:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9275, loss_cls: 4.5935, loss: 4.5935 +2025-06-23 16:03:42,042 - pyskl - INFO - Epoch [10][3100/3940] lr: 2.474e-02, eta: 2 days, 22:22:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9275, loss_cls: 4.6243, loss: 4.6243 +2025-06-23 16:04:27,736 - pyskl - INFO - Epoch [10][3200/3940] lr: 2.474e-02, eta: 2 days, 22:21:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9256, loss_cls: 4.5472, loss: 4.5472 +2025-06-23 16:05:13,494 - pyskl - INFO - Epoch [10][3300/3940] lr: 2.474e-02, eta: 2 days, 22:20:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9263, loss_cls: 4.5796, loss: 4.5796 +2025-06-23 16:05:59,296 - pyskl - INFO - Epoch [10][3400/3940] lr: 2.473e-02, eta: 2 days, 22:19:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9300, loss_cls: 4.5640, loss: 4.5640 +2025-06-23 16:06:45,055 - pyskl - INFO - Epoch [10][3500/3940] lr: 2.473e-02, eta: 2 days, 22:18:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9300, loss_cls: 4.4975, loss: 4.4975 +2025-06-23 16:07:30,850 - pyskl - INFO - Epoch [10][3600/3940] lr: 2.473e-02, eta: 2 days, 22:18:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9137, loss_cls: 4.5168, loss: 4.5168 +2025-06-23 16:08:16,662 - pyskl - INFO - Epoch [10][3700/3940] lr: 2.473e-02, eta: 2 days, 22:17:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9244, loss_cls: 4.5771, loss: 4.5771 +2025-06-23 16:09:02,422 - pyskl - INFO - Epoch [10][3800/3940] lr: 2.473e-02, eta: 2 days, 22:16:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9219, loss_cls: 4.5963, loss: 4.5963 +2025-06-23 16:09:48,044 - pyskl - INFO - Epoch [10][3900/3940] lr: 2.473e-02, eta: 2 days, 22:15:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9263, loss_cls: 4.5529, loss: 4.5529 +2025-06-23 16:10:06,685 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-06-23 16:28:26,046 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 16:28:26,621 - pyskl - INFO - +top1_acc 0.5914 +top5_acc 0.8883 +2025-06-23 16:28:26,643 - pyskl - INFO - Epoch(val) [10][3183] top1_acc: 0.5914, top5_acc: 0.8883 +2025-06-23 16:29:38,294 - pyskl - INFO - Epoch [11][100/3940] lr: 2.473e-02, eta: 2 days, 22:16:22, time: 0.716, data_time: 0.259, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9350, loss_cls: 4.5893, loss: 4.5893 +2025-06-23 16:30:24,019 - pyskl - INFO - Epoch [11][200/3940] lr: 2.472e-02, eta: 2 days, 22:15:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9425, loss_cls: 4.4134, loss: 4.4134 +2025-06-23 16:31:09,731 - pyskl - INFO - Epoch [11][300/3940] lr: 2.472e-02, eta: 2 days, 22:14:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9444, loss_cls: 4.4498, loss: 4.4498 +2025-06-23 16:31:56,091 - pyskl - INFO - Epoch [11][400/3940] lr: 2.472e-02, eta: 2 days, 22:14:07, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9337, loss_cls: 4.5060, loss: 4.5060 +2025-06-23 16:32:41,861 - pyskl - INFO - Epoch [11][500/3940] lr: 2.472e-02, eta: 2 days, 22:13:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9325, loss_cls: 4.4699, loss: 4.4699 +2025-06-23 16:33:27,521 - pyskl - INFO - Epoch [11][600/3940] lr: 2.472e-02, eta: 2 days, 22:12:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9313, loss_cls: 4.6012, loss: 4.6012 +2025-06-23 16:34:13,534 - pyskl - INFO - Epoch [11][700/3940] lr: 2.472e-02, eta: 2 days, 22:11:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9344, loss_cls: 4.4542, loss: 4.4542 +2025-06-23 16:34:59,413 - pyskl - INFO - Epoch [11][800/3940] lr: 2.472e-02, eta: 2 days, 22:11:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9256, loss_cls: 4.4440, loss: 4.4440 +2025-06-23 16:35:45,067 - pyskl - INFO - Epoch [11][900/3940] lr: 2.471e-02, eta: 2 days, 22:10:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9300, loss_cls: 4.3926, loss: 4.3926 +2025-06-23 16:36:30,778 - pyskl - INFO - Epoch [11][1000/3940] lr: 2.471e-02, eta: 2 days, 22:09:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9369, loss_cls: 4.3242, loss: 4.3242 +2025-06-23 16:37:16,674 - pyskl - INFO - Epoch [11][1100/3940] lr: 2.471e-02, eta: 2 days, 22:08:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9375, loss_cls: 4.5545, loss: 4.5545 +2025-06-23 16:38:02,401 - pyskl - INFO - Epoch [11][1200/3940] lr: 2.471e-02, eta: 2 days, 22:07:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9319, loss_cls: 4.5820, loss: 4.5820 +2025-06-23 16:38:48,180 - pyskl - INFO - Epoch [11][1300/3940] lr: 2.471e-02, eta: 2 days, 22:07:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9325, loss_cls: 4.4352, loss: 4.4352 +2025-06-23 16:39:33,935 - pyskl - INFO - Epoch [11][1400/3940] lr: 2.471e-02, eta: 2 days, 22:06:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9325, loss_cls: 4.4575, loss: 4.4575 +2025-06-23 16:40:19,754 - pyskl - INFO - Epoch [11][1500/3940] lr: 2.471e-02, eta: 2 days, 22:05:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9394, loss_cls: 4.5069, loss: 4.5069 +2025-06-23 16:41:05,623 - pyskl - INFO - Epoch [11][1600/3940] lr: 2.470e-02, eta: 2 days, 22:04:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9369, loss_cls: 4.4114, loss: 4.4114 +2025-06-23 16:41:51,265 - pyskl - INFO - Epoch [11][1700/3940] lr: 2.470e-02, eta: 2 days, 22:03:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9275, loss_cls: 4.3161, loss: 4.3161 +2025-06-23 16:42:36,908 - pyskl - INFO - Epoch [11][1800/3940] lr: 2.470e-02, eta: 2 days, 22:03:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9300, loss_cls: 4.6598, loss: 4.6598 +2025-06-23 16:43:22,605 - pyskl - INFO - Epoch [11][1900/3940] lr: 2.470e-02, eta: 2 days, 22:02:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9337, loss_cls: 4.3925, loss: 4.3925 +2025-06-23 16:44:08,330 - pyskl - INFO - Epoch [11][2000/3940] lr: 2.470e-02, eta: 2 days, 22:01:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9437, loss_cls: 4.2763, loss: 4.2763 +2025-06-23 16:44:54,048 - pyskl - INFO - Epoch [11][2100/3940] lr: 2.470e-02, eta: 2 days, 22:00:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9356, loss_cls: 4.3337, loss: 4.3337 +2025-06-23 16:45:39,739 - pyskl - INFO - Epoch [11][2200/3940] lr: 2.470e-02, eta: 2 days, 21:59:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9294, loss_cls: 4.6220, loss: 4.6220 +2025-06-23 16:46:25,373 - pyskl - INFO - Epoch [11][2300/3940] lr: 2.469e-02, eta: 2 days, 21:59:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9331, loss_cls: 4.4616, loss: 4.4616 +2025-06-23 16:47:11,188 - pyskl - INFO - Epoch [11][2400/3940] lr: 2.469e-02, eta: 2 days, 21:58:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9400, loss_cls: 4.4648, loss: 4.4648 +2025-06-23 16:47:57,304 - pyskl - INFO - Epoch [11][2500/3940] lr: 2.469e-02, eta: 2 days, 21:57:35, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9244, loss_cls: 4.5504, loss: 4.5504 +2025-06-23 16:48:43,391 - pyskl - INFO - Epoch [11][2600/3940] lr: 2.469e-02, eta: 2 days, 21:56:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9400, loss_cls: 4.4395, loss: 4.4395 +2025-06-23 16:49:29,188 - pyskl - INFO - Epoch [11][2700/3940] lr: 2.469e-02, eta: 2 days, 21:56:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9294, loss_cls: 4.4455, loss: 4.4455 +2025-06-23 16:50:14,722 - pyskl - INFO - Epoch [11][2800/3940] lr: 2.469e-02, eta: 2 days, 21:55:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9350, loss_cls: 4.4916, loss: 4.4916 +2025-06-23 16:51:00,647 - pyskl - INFO - Epoch [11][2900/3940] lr: 2.469e-02, eta: 2 days, 21:54:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9344, loss_cls: 4.5810, loss: 4.5810 +2025-06-23 16:51:46,497 - pyskl - INFO - Epoch [11][3000/3940] lr: 2.468e-02, eta: 2 days, 21:53:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9287, loss_cls: 4.4613, loss: 4.4613 +2025-06-23 16:52:32,132 - pyskl - INFO - Epoch [11][3100/3940] lr: 2.468e-02, eta: 2 days, 21:52:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9231, loss_cls: 4.4596, loss: 4.4596 +2025-06-23 16:53:17,700 - pyskl - INFO - Epoch [11][3200/3940] lr: 2.468e-02, eta: 2 days, 21:52:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9406, loss_cls: 4.5017, loss: 4.5017 +2025-06-23 16:54:03,426 - pyskl - INFO - Epoch [11][3300/3940] lr: 2.468e-02, eta: 2 days, 21:51:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9256, loss_cls: 4.5754, loss: 4.5754 +2025-06-23 16:54:49,139 - pyskl - INFO - Epoch [11][3400/3940] lr: 2.468e-02, eta: 2 days, 21:50:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9281, loss_cls: 4.3945, loss: 4.3945 +2025-06-23 16:55:34,844 - pyskl - INFO - Epoch [11][3500/3940] lr: 2.468e-02, eta: 2 days, 21:49:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9213, loss_cls: 4.5300, loss: 4.5300 +2025-06-23 16:56:20,557 - pyskl - INFO - Epoch [11][3600/3940] lr: 2.467e-02, eta: 2 days, 21:48:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9313, loss_cls: 4.5290, loss: 4.5290 +2025-06-23 16:57:06,322 - pyskl - INFO - Epoch [11][3700/3940] lr: 2.467e-02, eta: 2 days, 21:48:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9337, loss_cls: 4.5064, loss: 4.5064 +2025-06-23 16:57:52,038 - pyskl - INFO - Epoch [11][3800/3940] lr: 2.467e-02, eta: 2 days, 21:47:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9350, loss_cls: 4.5167, loss: 4.5167 +2025-06-23 16:58:37,923 - pyskl - INFO - Epoch [11][3900/3940] lr: 2.467e-02, eta: 2 days, 21:46:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9356, loss_cls: 4.4298, loss: 4.4298 +2025-06-23 16:58:56,597 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-06-23 17:02:36,833 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 17:02:37,525 - pyskl - INFO - +top1_acc 0.6689 +top5_acc 0.9248 +2025-06-23 17:02:37,547 - pyskl - INFO - Epoch(val) [11][3183] top1_acc: 0.6689, top5_acc: 0.9248 +2025-06-23 17:03:49,432 - pyskl - INFO - Epoch [12][100/3940] lr: 2.467e-02, eta: 2 days, 21:47:06, time: 0.719, data_time: 0.259, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9287, loss_cls: 4.5353, loss: 4.5353 +2025-06-23 17:04:35,170 - pyskl - INFO - Epoch [12][200/3940] lr: 2.467e-02, eta: 2 days, 21:46:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9406, loss_cls: 4.5404, loss: 4.5404 +2025-06-23 17:05:20,885 - pyskl - INFO - Epoch [12][300/3940] lr: 2.467e-02, eta: 2 days, 21:45:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9425, loss_cls: 4.3975, loss: 4.3975 +2025-06-23 17:06:06,748 - pyskl - INFO - Epoch [12][400/3940] lr: 2.466e-02, eta: 2 days, 21:44:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9356, loss_cls: 4.4914, loss: 4.4914 +2025-06-23 17:06:52,563 - pyskl - INFO - Epoch [12][500/3940] lr: 2.466e-02, eta: 2 days, 21:43:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9444, loss_cls: 4.4575, loss: 4.4575 +2025-06-23 17:07:38,155 - pyskl - INFO - Epoch [12][600/3940] lr: 2.466e-02, eta: 2 days, 21:43:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9344, loss_cls: 4.4283, loss: 4.4283 +2025-06-23 17:08:23,968 - pyskl - INFO - Epoch [12][700/3940] lr: 2.466e-02, eta: 2 days, 21:42:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9356, loss_cls: 4.4351, loss: 4.4351 +2025-06-23 17:09:09,663 - pyskl - INFO - Epoch [12][800/3940] lr: 2.466e-02, eta: 2 days, 21:41:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9281, loss_cls: 4.4363, loss: 4.4363 +2025-06-23 17:09:55,338 - pyskl - INFO - Epoch [12][900/3940] lr: 2.466e-02, eta: 2 days, 21:40:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9269, loss_cls: 4.5283, loss: 4.5283 +2025-06-23 17:10:41,399 - pyskl - INFO - Epoch [12][1000/3940] lr: 2.465e-02, eta: 2 days, 21:40:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9269, loss_cls: 4.4359, loss: 4.4359 +2025-06-23 17:11:27,004 - pyskl - INFO - Epoch [12][1100/3940] lr: 2.465e-02, eta: 2 days, 21:39:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9237, loss_cls: 4.3537, loss: 4.3537 +2025-06-23 17:12:12,541 - pyskl - INFO - Epoch [12][1200/3940] lr: 2.465e-02, eta: 2 days, 21:38:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9387, loss_cls: 4.2945, loss: 4.2945 +2025-06-23 17:12:58,102 - pyskl - INFO - Epoch [12][1300/3940] lr: 2.465e-02, eta: 2 days, 21:37:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9363, loss_cls: 4.5175, loss: 4.5175 +2025-06-23 17:13:43,669 - pyskl - INFO - Epoch [12][1400/3940] lr: 2.465e-02, eta: 2 days, 21:36:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9381, loss_cls: 4.3801, loss: 4.3801 +2025-06-23 17:14:29,240 - pyskl - INFO - Epoch [12][1500/3940] lr: 2.465e-02, eta: 2 days, 21:35:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9381, loss_cls: 4.3358, loss: 4.3358 +2025-06-23 17:15:14,875 - pyskl - INFO - Epoch [12][1600/3940] lr: 2.465e-02, eta: 2 days, 21:35:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9375, loss_cls: 4.4027, loss: 4.4027 +2025-06-23 17:16:00,374 - pyskl - INFO - Epoch [12][1700/3940] lr: 2.464e-02, eta: 2 days, 21:34:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9306, loss_cls: 4.5452, loss: 4.5452 +2025-06-23 17:16:45,977 - pyskl - INFO - Epoch [12][1800/3940] lr: 2.464e-02, eta: 2 days, 21:33:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9381, loss_cls: 4.4016, loss: 4.4016 +2025-06-23 17:17:31,546 - pyskl - INFO - Epoch [12][1900/3940] lr: 2.464e-02, eta: 2 days, 21:32:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9300, loss_cls: 4.5163, loss: 4.5163 +2025-06-23 17:18:17,090 - pyskl - INFO - Epoch [12][2000/3940] lr: 2.464e-02, eta: 2 days, 21:31:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9431, loss_cls: 4.3752, loss: 4.3752 +2025-06-23 17:19:02,632 - pyskl - INFO - Epoch [12][2100/3940] lr: 2.464e-02, eta: 2 days, 21:30:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9344, loss_cls: 4.4534, loss: 4.4534 +2025-06-23 17:19:48,169 - pyskl - INFO - Epoch [12][2200/3940] lr: 2.464e-02, eta: 2 days, 21:30:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9356, loss_cls: 4.4317, loss: 4.4317 +2025-06-23 17:20:33,702 - pyskl - INFO - Epoch [12][2300/3940] lr: 2.463e-02, eta: 2 days, 21:29:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9325, loss_cls: 4.2652, loss: 4.2652 +2025-06-23 17:21:19,329 - pyskl - INFO - Epoch [12][2400/3940] lr: 2.463e-02, eta: 2 days, 21:28:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9263, loss_cls: 4.5598, loss: 4.5598 +2025-06-23 17:22:05,169 - pyskl - INFO - Epoch [12][2500/3940] lr: 2.463e-02, eta: 2 days, 21:27:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9325, loss_cls: 4.5422, loss: 4.5422 +2025-06-23 17:22:51,018 - pyskl - INFO - Epoch [12][2600/3940] lr: 2.463e-02, eta: 2 days, 21:26:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9244, loss_cls: 4.5310, loss: 4.5310 +2025-06-23 17:23:36,715 - pyskl - INFO - Epoch [12][2700/3940] lr: 2.463e-02, eta: 2 days, 21:26:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9331, loss_cls: 4.4486, loss: 4.4486 +2025-06-23 17:24:22,230 - pyskl - INFO - Epoch [12][2800/3940] lr: 2.463e-02, eta: 2 days, 21:25:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9356, loss_cls: 4.4774, loss: 4.4774 +2025-06-23 17:25:07,862 - pyskl - INFO - Epoch [12][2900/3940] lr: 2.462e-02, eta: 2 days, 21:24:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9375, loss_cls: 4.3285, loss: 4.3285 +2025-06-23 17:25:53,369 - pyskl - INFO - Epoch [12][3000/3940] lr: 2.462e-02, eta: 2 days, 21:23:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9331, loss_cls: 4.4305, loss: 4.4305 +2025-06-23 17:26:38,846 - pyskl - INFO - Epoch [12][3100/3940] lr: 2.462e-02, eta: 2 days, 21:22:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9387, loss_cls: 4.3618, loss: 4.3618 +2025-06-23 17:27:24,541 - pyskl - INFO - Epoch [12][3200/3940] lr: 2.462e-02, eta: 2 days, 21:22:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9287, loss_cls: 4.5215, loss: 4.5215 +2025-06-23 17:28:10,186 - pyskl - INFO - Epoch [12][3300/3940] lr: 2.462e-02, eta: 2 days, 21:21:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9350, loss_cls: 4.4008, loss: 4.4008 +2025-06-23 17:28:55,814 - pyskl - INFO - Epoch [12][3400/3940] lr: 2.462e-02, eta: 2 days, 21:20:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9363, loss_cls: 4.4285, loss: 4.4285 +2025-06-23 17:29:41,393 - pyskl - INFO - Epoch [12][3500/3940] lr: 2.461e-02, eta: 2 days, 21:19:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9213, loss_cls: 4.4379, loss: 4.4379 +2025-06-23 17:30:26,970 - pyskl - INFO - Epoch [12][3600/3940] lr: 2.461e-02, eta: 2 days, 21:18:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9419, loss_cls: 4.3620, loss: 4.3620 +2025-06-23 17:31:12,579 - pyskl - INFO - Epoch [12][3700/3940] lr: 2.461e-02, eta: 2 days, 21:17:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9331, loss_cls: 4.4302, loss: 4.4302 +2025-06-23 17:31:58,121 - pyskl - INFO - Epoch [12][3800/3940] lr: 2.461e-02, eta: 2 days, 21:17:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9350, loss_cls: 4.4005, loss: 4.4005 +2025-06-23 17:32:43,641 - pyskl - INFO - Epoch [12][3900/3940] lr: 2.461e-02, eta: 2 days, 21:16:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9281, loss_cls: 4.5301, loss: 4.5301 +2025-06-23 17:33:02,279 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-06-23 17:36:41,526 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 17:36:42,176 - pyskl - INFO - +top1_acc 0.6688 +top5_acc 0.9149 +2025-06-23 17:36:42,197 - pyskl - INFO - Epoch(val) [12][3183] top1_acc: 0.6688, top5_acc: 0.9149 +2025-06-23 17:37:54,200 - pyskl - INFO - Epoch [13][100/3940] lr: 2.461e-02, eta: 2 days, 21:16:41, time: 0.720, data_time: 0.265, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9337, loss_cls: 4.4596, loss: 4.4596 +2025-06-23 17:38:39,789 - pyskl - INFO - Epoch [13][200/3940] lr: 2.460e-02, eta: 2 days, 21:15:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9263, loss_cls: 4.4808, loss: 4.4808 +2025-06-23 17:39:25,357 - pyskl - INFO - Epoch [13][300/3940] lr: 2.460e-02, eta: 2 days, 21:15:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9344, loss_cls: 4.3744, loss: 4.3744 +2025-06-23 17:40:10,994 - pyskl - INFO - Epoch [13][400/3940] lr: 2.460e-02, eta: 2 days, 21:14:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9400, loss_cls: 4.3227, loss: 4.3227 +2025-06-23 17:40:56,610 - pyskl - INFO - Epoch [13][500/3940] lr: 2.460e-02, eta: 2 days, 21:13:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9400, loss_cls: 4.3225, loss: 4.3225 +2025-06-23 17:41:42,260 - pyskl - INFO - Epoch [13][600/3940] lr: 2.460e-02, eta: 2 days, 21:12:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9425, loss_cls: 4.3005, loss: 4.3005 +2025-06-23 17:42:27,944 - pyskl - INFO - Epoch [13][700/3940] lr: 2.460e-02, eta: 2 days, 21:11:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9375, loss_cls: 4.3011, loss: 4.3011 +2025-06-23 17:43:13,582 - pyskl - INFO - Epoch [13][800/3940] lr: 2.459e-02, eta: 2 days, 21:11:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9381, loss_cls: 4.2733, loss: 4.2733 +2025-06-23 17:43:59,273 - pyskl - INFO - Epoch [13][900/3940] lr: 2.459e-02, eta: 2 days, 21:10:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9306, loss_cls: 4.4597, loss: 4.4597 +2025-06-23 17:44:44,890 - pyskl - INFO - Epoch [13][1000/3940] lr: 2.459e-02, eta: 2 days, 21:09:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9263, loss_cls: 4.4083, loss: 4.4083 +2025-06-23 17:45:30,411 - pyskl - INFO - Epoch [13][1100/3940] lr: 2.459e-02, eta: 2 days, 21:08:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9363, loss_cls: 4.1697, loss: 4.1697 +2025-06-23 17:46:16,014 - pyskl - INFO - Epoch [13][1200/3940] lr: 2.459e-02, eta: 2 days, 21:07:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9369, loss_cls: 4.4688, loss: 4.4688 +2025-06-23 17:47:01,571 - pyskl - INFO - Epoch [13][1300/3940] lr: 2.459e-02, eta: 2 days, 21:06:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9469, loss_cls: 4.3464, loss: 4.3464 +2025-06-23 17:47:47,255 - pyskl - INFO - Epoch [13][1400/3940] lr: 2.458e-02, eta: 2 days, 21:06:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9400, loss_cls: 4.3419, loss: 4.3419 +2025-06-23 17:48:32,955 - pyskl - INFO - Epoch [13][1500/3940] lr: 2.458e-02, eta: 2 days, 21:05:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9400, loss_cls: 4.2636, loss: 4.2636 +2025-06-23 17:49:18,576 - pyskl - INFO - Epoch [13][1600/3940] lr: 2.458e-02, eta: 2 days, 21:04:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9350, loss_cls: 4.4060, loss: 4.4060 +2025-06-23 17:50:04,100 - pyskl - INFO - Epoch [13][1700/3940] lr: 2.458e-02, eta: 2 days, 21:03:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9363, loss_cls: 4.3755, loss: 4.3755 +2025-06-23 17:50:49,684 - pyskl - INFO - Epoch [13][1800/3940] lr: 2.458e-02, eta: 2 days, 21:02:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9300, loss_cls: 4.4399, loss: 4.4399 +2025-06-23 17:51:35,161 - pyskl - INFO - Epoch [13][1900/3940] lr: 2.458e-02, eta: 2 days, 21:02:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9419, loss_cls: 4.3036, loss: 4.3036 +2025-06-23 17:52:20,729 - pyskl - INFO - Epoch [13][2000/3940] lr: 2.457e-02, eta: 2 days, 21:01:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9256, loss_cls: 4.4658, loss: 4.4658 +2025-06-23 17:53:06,282 - pyskl - INFO - Epoch [13][2100/3940] lr: 2.457e-02, eta: 2 days, 21:00:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9500, loss_cls: 4.3657, loss: 4.3657 +2025-06-23 17:53:51,845 - pyskl - INFO - Epoch [13][2200/3940] lr: 2.457e-02, eta: 2 days, 20:59:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9425, loss_cls: 4.2938, loss: 4.2938 +2025-06-23 17:54:37,442 - pyskl - INFO - Epoch [13][2300/3940] lr: 2.457e-02, eta: 2 days, 20:58:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9369, loss_cls: 4.4042, loss: 4.4042 +2025-06-23 17:55:23,007 - pyskl - INFO - Epoch [13][2400/3940] lr: 2.457e-02, eta: 2 days, 20:57:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9494, loss_cls: 4.2000, loss: 4.2000 +2025-06-23 17:56:08,639 - pyskl - INFO - Epoch [13][2500/3940] lr: 2.456e-02, eta: 2 days, 20:57:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9250, loss_cls: 4.3672, loss: 4.3672 +2025-06-23 17:56:54,342 - pyskl - INFO - Epoch [13][2600/3940] lr: 2.456e-02, eta: 2 days, 20:56:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9413, loss_cls: 4.3766, loss: 4.3766 +2025-06-23 17:57:39,961 - pyskl - INFO - Epoch [13][2700/3940] lr: 2.456e-02, eta: 2 days, 20:55:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9406, loss_cls: 4.3490, loss: 4.3490 +2025-06-23 17:58:25,671 - pyskl - INFO - Epoch [13][2800/3940] lr: 2.456e-02, eta: 2 days, 20:54:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9337, loss_cls: 4.4165, loss: 4.4165 +2025-06-23 17:59:11,285 - pyskl - INFO - Epoch [13][2900/3940] lr: 2.456e-02, eta: 2 days, 20:53:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9294, loss_cls: 4.3940, loss: 4.3940 +2025-06-23 17:59:56,887 - pyskl - INFO - Epoch [13][3000/3940] lr: 2.456e-02, eta: 2 days, 20:53:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9375, loss_cls: 4.3640, loss: 4.3640 +2025-06-23 18:00:42,468 - pyskl - INFO - Epoch [13][3100/3940] lr: 2.455e-02, eta: 2 days, 20:52:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9325, loss_cls: 4.3472, loss: 4.3472 +2025-06-23 18:01:28,067 - pyskl - INFO - Epoch [13][3200/3940] lr: 2.455e-02, eta: 2 days, 20:51:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9394, loss_cls: 4.3566, loss: 4.3566 +2025-06-23 18:02:13,778 - pyskl - INFO - Epoch [13][3300/3940] lr: 2.455e-02, eta: 2 days, 20:50:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9444, loss_cls: 4.2878, loss: 4.2878 +2025-06-23 18:02:59,410 - pyskl - INFO - Epoch [13][3400/3940] lr: 2.455e-02, eta: 2 days, 20:49:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9344, loss_cls: 4.3885, loss: 4.3885 +2025-06-23 18:03:45,179 - pyskl - INFO - Epoch [13][3500/3940] lr: 2.455e-02, eta: 2 days, 20:49:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9463, loss_cls: 4.2356, loss: 4.2356 +2025-06-23 18:04:30,876 - pyskl - INFO - Epoch [13][3600/3940] lr: 2.455e-02, eta: 2 days, 20:48:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9331, loss_cls: 4.4716, loss: 4.4716 +2025-06-23 18:05:16,399 - pyskl - INFO - Epoch [13][3700/3940] lr: 2.454e-02, eta: 2 days, 20:47:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9375, loss_cls: 4.3308, loss: 4.3308 +2025-06-23 18:06:01,877 - pyskl - INFO - Epoch [13][3800/3940] lr: 2.454e-02, eta: 2 days, 20:46:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9300, loss_cls: 4.4248, loss: 4.4248 +2025-06-23 18:06:47,428 - pyskl - INFO - Epoch [13][3900/3940] lr: 2.454e-02, eta: 2 days, 20:45:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9281, loss_cls: 4.4546, loss: 4.4546 +2025-06-23 18:07:06,273 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-06-23 18:10:44,878 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 18:10:45,480 - pyskl - INFO - +top1_acc 0.6388 +top5_acc 0.8901 +2025-06-23 18:10:45,503 - pyskl - INFO - Epoch(val) [13][3183] top1_acc: 0.6388, top5_acc: 0.8901 +2025-06-23 18:11:57,584 - pyskl - INFO - Epoch [14][100/3940] lr: 2.454e-02, eta: 2 days, 20:46:09, time: 0.721, data_time: 0.261, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9400, loss_cls: 4.4221, loss: 4.4221 +2025-06-23 18:12:43,607 - pyskl - INFO - Epoch [14][200/3940] lr: 2.454e-02, eta: 2 days, 20:45:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9356, loss_cls: 4.3268, loss: 4.3268 +2025-06-23 18:13:29,736 - pyskl - INFO - Epoch [14][300/3940] lr: 2.453e-02, eta: 2 days, 20:44:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9381, loss_cls: 4.2958, loss: 4.2958 +2025-06-23 18:14:15,850 - pyskl - INFO - Epoch [14][400/3940] lr: 2.453e-02, eta: 2 days, 20:43:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9413, loss_cls: 4.2822, loss: 4.2822 +2025-06-23 18:15:02,067 - pyskl - INFO - Epoch [14][500/3940] lr: 2.453e-02, eta: 2 days, 20:43:16, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9419, loss_cls: 4.3638, loss: 4.3638 +2025-06-23 18:15:48,210 - pyskl - INFO - Epoch [14][600/3940] lr: 2.453e-02, eta: 2 days, 20:42:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9381, loss_cls: 4.4071, loss: 4.4071 +2025-06-23 18:16:34,273 - pyskl - INFO - Epoch [14][700/3940] lr: 2.453e-02, eta: 2 days, 20:41:49, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9475, loss_cls: 4.2483, loss: 4.2483 +2025-06-23 18:17:20,332 - pyskl - INFO - Epoch [14][800/3940] lr: 2.453e-02, eta: 2 days, 20:41:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9331, loss_cls: 4.4142, loss: 4.4142 +2025-06-23 18:18:06,271 - pyskl - INFO - Epoch [14][900/3940] lr: 2.452e-02, eta: 2 days, 20:40:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9337, loss_cls: 4.2825, loss: 4.2825 +2025-06-23 18:18:52,085 - pyskl - INFO - Epoch [14][1000/3940] lr: 2.452e-02, eta: 2 days, 20:39:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9406, loss_cls: 4.2905, loss: 4.2905 +2025-06-23 18:19:37,929 - pyskl - INFO - Epoch [14][1100/3940] lr: 2.452e-02, eta: 2 days, 20:38:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9406, loss_cls: 4.1856, loss: 4.1856 +2025-06-23 18:20:23,740 - pyskl - INFO - Epoch [14][1200/3940] lr: 2.452e-02, eta: 2 days, 20:38:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9394, loss_cls: 4.3595, loss: 4.3595 +2025-06-23 18:21:09,633 - pyskl - INFO - Epoch [14][1300/3940] lr: 2.452e-02, eta: 2 days, 20:37:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9437, loss_cls: 4.2035, loss: 4.2035 +2025-06-23 18:21:55,553 - pyskl - INFO - Epoch [14][1400/3940] lr: 2.451e-02, eta: 2 days, 20:36:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9406, loss_cls: 4.3764, loss: 4.3764 +2025-06-23 18:22:41,385 - pyskl - INFO - Epoch [14][1500/3940] lr: 2.451e-02, eta: 2 days, 20:35:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9394, loss_cls: 4.3131, loss: 4.3131 +2025-06-23 18:23:27,210 - pyskl - INFO - Epoch [14][1600/3940] lr: 2.451e-02, eta: 2 days, 20:34:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9406, loss_cls: 4.2037, loss: 4.2037 +2025-06-23 18:24:12,810 - pyskl - INFO - Epoch [14][1700/3940] lr: 2.451e-02, eta: 2 days, 20:34:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9444, loss_cls: 4.3952, loss: 4.3952 +2025-06-23 18:24:58,443 - pyskl - INFO - Epoch [14][1800/3940] lr: 2.451e-02, eta: 2 days, 20:33:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9381, loss_cls: 4.2068, loss: 4.2068 +2025-06-23 18:25:44,087 - pyskl - INFO - Epoch [14][1900/3940] lr: 2.450e-02, eta: 2 days, 20:32:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9487, loss_cls: 4.2130, loss: 4.2130 +2025-06-23 18:26:29,695 - pyskl - INFO - Epoch [14][2000/3940] lr: 2.450e-02, eta: 2 days, 20:31:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9487, loss_cls: 4.1751, loss: 4.1751 +2025-06-23 18:27:15,447 - pyskl - INFO - Epoch [14][2100/3940] lr: 2.450e-02, eta: 2 days, 20:30:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9300, loss_cls: 4.3945, loss: 4.3945 +2025-06-23 18:28:01,112 - pyskl - INFO - Epoch [14][2200/3940] lr: 2.450e-02, eta: 2 days, 20:30:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9463, loss_cls: 4.3624, loss: 4.3624 +2025-06-23 18:28:46,579 - pyskl - INFO - Epoch [14][2300/3940] lr: 2.450e-02, eta: 2 days, 20:29:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9463, loss_cls: 4.2049, loss: 4.2049 +2025-06-23 18:29:31,989 - pyskl - INFO - Epoch [14][2400/3940] lr: 2.450e-02, eta: 2 days, 20:28:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9375, loss_cls: 4.2453, loss: 4.2453 +2025-06-23 18:30:17,701 - pyskl - INFO - Epoch [14][2500/3940] lr: 2.449e-02, eta: 2 days, 20:27:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9394, loss_cls: 4.3343, loss: 4.3343 +2025-06-23 18:31:03,543 - pyskl - INFO - Epoch [14][2600/3940] lr: 2.449e-02, eta: 2 days, 20:26:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9400, loss_cls: 4.3551, loss: 4.3551 +2025-06-23 18:31:49,009 - pyskl - INFO - Epoch [14][2700/3940] lr: 2.449e-02, eta: 2 days, 20:26:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9313, loss_cls: 4.3419, loss: 4.3419 +2025-06-23 18:32:34,544 - pyskl - INFO - Epoch [14][2800/3940] lr: 2.449e-02, eta: 2 days, 20:25:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9363, loss_cls: 4.2376, loss: 4.2376 +2025-06-23 18:33:20,119 - pyskl - INFO - Epoch [14][2900/3940] lr: 2.449e-02, eta: 2 days, 20:24:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9350, loss_cls: 4.3196, loss: 4.3196 +2025-06-23 18:34:05,694 - pyskl - INFO - Epoch [14][3000/3940] lr: 2.448e-02, eta: 2 days, 20:23:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9356, loss_cls: 4.2555, loss: 4.2555 +2025-06-23 18:34:51,227 - pyskl - INFO - Epoch [14][3100/3940] lr: 2.448e-02, eta: 2 days, 20:22:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9319, loss_cls: 4.2713, loss: 4.2713 +2025-06-23 18:35:36,831 - pyskl - INFO - Epoch [14][3200/3940] lr: 2.448e-02, eta: 2 days, 20:21:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9331, loss_cls: 4.3715, loss: 4.3715 +2025-06-23 18:36:22,504 - pyskl - INFO - Epoch [14][3300/3940] lr: 2.448e-02, eta: 2 days, 20:21:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9394, loss_cls: 4.3149, loss: 4.3149 +2025-06-23 18:37:08,118 - pyskl - INFO - Epoch [14][3400/3940] lr: 2.448e-02, eta: 2 days, 20:20:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9431, loss_cls: 4.3183, loss: 4.3183 +2025-06-23 18:37:53,695 - pyskl - INFO - Epoch [14][3500/3940] lr: 2.447e-02, eta: 2 days, 20:19:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9363, loss_cls: 4.2689, loss: 4.2689 +2025-06-23 18:38:39,231 - pyskl - INFO - Epoch [14][3600/3940] lr: 2.447e-02, eta: 2 days, 20:18:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9400, loss_cls: 4.4138, loss: 4.4138 +2025-06-23 18:39:24,826 - pyskl - INFO - Epoch [14][3700/3940] lr: 2.447e-02, eta: 2 days, 20:17:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9381, loss_cls: 4.2508, loss: 4.2508 +2025-06-23 18:40:10,336 - pyskl - INFO - Epoch [14][3800/3940] lr: 2.447e-02, eta: 2 days, 20:17:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9375, loss_cls: 4.3420, loss: 4.3420 +2025-06-23 18:40:55,830 - pyskl - INFO - Epoch [14][3900/3940] lr: 2.447e-02, eta: 2 days, 20:16:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9306, loss_cls: 4.4457, loss: 4.4457 +2025-06-23 18:41:14,391 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-06-23 18:44:50,145 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 18:44:50,745 - pyskl - INFO - +top1_acc 0.7002 +top5_acc 0.9280 +2025-06-23 18:44:50,822 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_9.pth was removed +2025-06-23 18:44:51,994 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. +2025-06-23 18:44:51,996 - pyskl - INFO - Best top1_acc is 0.7002 at 14 epoch. +2025-06-23 18:44:52,016 - pyskl - INFO - Epoch(val) [14][3183] top1_acc: 0.7002, top5_acc: 0.9280 +2025-06-23 18:46:03,830 - pyskl - INFO - Epoch [15][100/3940] lr: 2.446e-02, eta: 2 days, 20:16:27, time: 0.718, data_time: 0.260, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9387, loss_cls: 4.3804, loss: 4.3804 +2025-06-23 18:46:49,496 - pyskl - INFO - Epoch [15][200/3940] lr: 2.446e-02, eta: 2 days, 20:15:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9487, loss_cls: 4.2058, loss: 4.2058 +2025-06-23 18:47:35,163 - pyskl - INFO - Epoch [15][300/3940] lr: 2.446e-02, eta: 2 days, 20:14:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9556, loss_cls: 4.2184, loss: 4.2184 +2025-06-23 18:48:20,727 - pyskl - INFO - Epoch [15][400/3940] lr: 2.446e-02, eta: 2 days, 20:14:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9437, loss_cls: 4.1894, loss: 4.1894 +2025-06-23 18:49:06,302 - pyskl - INFO - Epoch [15][500/3940] lr: 2.446e-02, eta: 2 days, 20:13:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9394, loss_cls: 4.2432, loss: 4.2432 +2025-06-23 18:49:51,839 - pyskl - INFO - Epoch [15][600/3940] lr: 2.445e-02, eta: 2 days, 20:12:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9356, loss_cls: 4.2380, loss: 4.2380 +2025-06-23 18:50:37,503 - pyskl - INFO - Epoch [15][700/3940] lr: 2.445e-02, eta: 2 days, 20:11:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9425, loss_cls: 4.2381, loss: 4.2381 +2025-06-23 18:51:23,476 - pyskl - INFO - Epoch [15][800/3940] lr: 2.445e-02, eta: 2 days, 20:10:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9437, loss_cls: 4.2990, loss: 4.2990 +2025-06-23 18:52:09,066 - pyskl - INFO - Epoch [15][900/3940] lr: 2.445e-02, eta: 2 days, 20:10:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9406, loss_cls: 4.1672, loss: 4.1672 +2025-06-23 18:52:55,001 - pyskl - INFO - Epoch [15][1000/3940] lr: 2.445e-02, eta: 2 days, 20:09:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9469, loss_cls: 4.2431, loss: 4.2431 +2025-06-23 18:53:40,712 - pyskl - INFO - Epoch [15][1100/3940] lr: 2.445e-02, eta: 2 days, 20:08:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9425, loss_cls: 4.1730, loss: 4.1730 +2025-06-23 18:54:26,241 - pyskl - INFO - Epoch [15][1200/3940] lr: 2.444e-02, eta: 2 days, 20:07:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9337, loss_cls: 4.2290, loss: 4.2290 +2025-06-23 18:55:11,833 - pyskl - INFO - Epoch [15][1300/3940] lr: 2.444e-02, eta: 2 days, 20:06:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9425, loss_cls: 4.3381, loss: 4.3381 +2025-06-23 18:55:57,353 - pyskl - INFO - Epoch [15][1400/3940] lr: 2.444e-02, eta: 2 days, 20:06:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 4.0862, loss: 4.0862 +2025-06-23 18:56:42,923 - pyskl - INFO - Epoch [15][1500/3940] lr: 2.444e-02, eta: 2 days, 20:05:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9425, loss_cls: 4.2782, loss: 4.2782 +2025-06-23 18:57:28,483 - pyskl - INFO - Epoch [15][1600/3940] lr: 2.444e-02, eta: 2 days, 20:04:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9431, loss_cls: 4.1791, loss: 4.1791 +2025-06-23 18:58:14,020 - pyskl - INFO - Epoch [15][1700/3940] lr: 2.443e-02, eta: 2 days, 20:03:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9413, loss_cls: 4.1776, loss: 4.1776 +2025-06-23 18:58:59,571 - pyskl - INFO - Epoch [15][1800/3940] lr: 2.443e-02, eta: 2 days, 20:02:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9375, loss_cls: 4.3653, loss: 4.3653 +2025-06-23 18:59:45,029 - pyskl - INFO - Epoch [15][1900/3940] lr: 2.443e-02, eta: 2 days, 20:01:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9431, loss_cls: 4.2314, loss: 4.2314 +2025-06-23 19:00:30,634 - pyskl - INFO - Epoch [15][2000/3940] lr: 2.443e-02, eta: 2 days, 20:01:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9431, loss_cls: 4.2428, loss: 4.2428 +2025-06-23 19:01:16,206 - pyskl - INFO - Epoch [15][2100/3940] lr: 2.443e-02, eta: 2 days, 20:00:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9319, loss_cls: 4.4182, loss: 4.4182 +2025-06-23 19:02:01,861 - pyskl - INFO - Epoch [15][2200/3940] lr: 2.442e-02, eta: 2 days, 19:59:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9444, loss_cls: 4.2204, loss: 4.2204 +2025-06-23 19:02:47,358 - pyskl - INFO - Epoch [15][2300/3940] lr: 2.442e-02, eta: 2 days, 19:58:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9413, loss_cls: 4.3277, loss: 4.3277 +2025-06-23 19:03:33,033 - pyskl - INFO - Epoch [15][2400/3940] lr: 2.442e-02, eta: 2 days, 19:57:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9406, loss_cls: 4.2024, loss: 4.2024 +2025-06-23 19:04:18,612 - pyskl - INFO - Epoch [15][2500/3940] lr: 2.442e-02, eta: 2 days, 19:57:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9237, loss_cls: 4.3905, loss: 4.3905 +2025-06-23 19:05:04,159 - pyskl - INFO - Epoch [15][2600/3940] lr: 2.442e-02, eta: 2 days, 19:56:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9337, loss_cls: 4.4309, loss: 4.4309 +2025-06-23 19:05:49,693 - pyskl - INFO - Epoch [15][2700/3940] lr: 2.441e-02, eta: 2 days, 19:55:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9319, loss_cls: 4.3987, loss: 4.3987 +2025-06-23 19:06:35,223 - pyskl - INFO - Epoch [15][2800/3940] lr: 2.441e-02, eta: 2 days, 19:54:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9437, loss_cls: 4.3296, loss: 4.3296 +2025-06-23 19:07:20,784 - pyskl - INFO - Epoch [15][2900/3940] lr: 2.441e-02, eta: 2 days, 19:53:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9400, loss_cls: 4.2822, loss: 4.2822 +2025-06-23 19:08:06,176 - pyskl - INFO - Epoch [15][3000/3940] lr: 2.441e-02, eta: 2 days, 19:53:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9475, loss_cls: 4.1282, loss: 4.1282 +2025-06-23 19:08:51,563 - pyskl - INFO - Epoch [15][3100/3940] lr: 2.441e-02, eta: 2 days, 19:52:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9475, loss_cls: 4.2291, loss: 4.2291 +2025-06-23 19:09:36,953 - pyskl - INFO - Epoch [15][3200/3940] lr: 2.440e-02, eta: 2 days, 19:51:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9575, loss_cls: 4.1916, loss: 4.1916 +2025-06-23 19:10:22,341 - pyskl - INFO - Epoch [15][3300/3940] lr: 2.440e-02, eta: 2 days, 19:50:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 4.2623, loss: 4.2623 +2025-06-23 19:11:07,801 - pyskl - INFO - Epoch [15][3400/3940] lr: 2.440e-02, eta: 2 days, 19:49:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9406, loss_cls: 4.2378, loss: 4.2378 +2025-06-23 19:11:53,179 - pyskl - INFO - Epoch [15][3500/3940] lr: 2.440e-02, eta: 2 days, 19:48:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9419, loss_cls: 4.2244, loss: 4.2244 +2025-06-23 19:12:38,589 - pyskl - INFO - Epoch [15][3600/3940] lr: 2.440e-02, eta: 2 days, 19:48:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9444, loss_cls: 4.2747, loss: 4.2747 +2025-06-23 19:13:23,936 - pyskl - INFO - Epoch [15][3700/3940] lr: 2.439e-02, eta: 2 days, 19:47:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9425, loss_cls: 4.2988, loss: 4.2988 +2025-06-23 19:14:09,416 - pyskl - INFO - Epoch [15][3800/3940] lr: 2.439e-02, eta: 2 days, 19:46:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9381, loss_cls: 4.4111, loss: 4.4111 +2025-06-23 19:14:54,848 - pyskl - INFO - Epoch [15][3900/3940] lr: 2.439e-02, eta: 2 days, 19:45:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9306, loss_cls: 4.4190, loss: 4.4190 +2025-06-23 19:15:13,539 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-06-23 19:33:33,547 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 19:33:34,203 - pyskl - INFO - +top1_acc 0.6780 +top5_acc 0.9214 +2025-06-23 19:33:34,225 - pyskl - INFO - Epoch(val) [15][3183] top1_acc: 0.6780, top5_acc: 0.9214 +2025-06-23 19:34:46,765 - pyskl - INFO - Epoch [16][100/3940] lr: 2.439e-02, eta: 2 days, 19:45:43, time: 0.725, data_time: 0.265, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9456, loss_cls: 4.3454, loss: 4.3454 +2025-06-23 19:35:32,459 - pyskl - INFO - Epoch [16][200/3940] lr: 2.438e-02, eta: 2 days, 19:44:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9431, loss_cls: 4.1850, loss: 4.1850 +2025-06-23 19:36:17,964 - pyskl - INFO - Epoch [16][300/3940] lr: 2.438e-02, eta: 2 days, 19:44:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9437, loss_cls: 4.1646, loss: 4.1646 +2025-06-23 19:37:03,646 - pyskl - INFO - Epoch [16][400/3940] lr: 2.438e-02, eta: 2 days, 19:43:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9519, loss_cls: 4.1812, loss: 4.1812 +2025-06-23 19:37:49,252 - pyskl - INFO - Epoch [16][500/3940] lr: 2.438e-02, eta: 2 days, 19:42:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9456, loss_cls: 4.1940, loss: 4.1940 +2025-06-23 19:38:34,797 - pyskl - INFO - Epoch [16][600/3940] lr: 2.438e-02, eta: 2 days, 19:41:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9400, loss_cls: 4.2997, loss: 4.2997 +2025-06-23 19:39:20,390 - pyskl - INFO - Epoch [16][700/3940] lr: 2.437e-02, eta: 2 days, 19:40:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9475, loss_cls: 4.2550, loss: 4.2550 +2025-06-23 19:40:05,971 - pyskl - INFO - Epoch [16][800/3940] lr: 2.437e-02, eta: 2 days, 19:40:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9494, loss_cls: 4.1757, loss: 4.1757 +2025-06-23 19:40:51,598 - pyskl - INFO - Epoch [16][900/3940] lr: 2.437e-02, eta: 2 days, 19:39:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9381, loss_cls: 4.2738, loss: 4.2738 +2025-06-23 19:41:37,148 - pyskl - INFO - Epoch [16][1000/3940] lr: 2.437e-02, eta: 2 days, 19:38:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9431, loss_cls: 4.2172, loss: 4.2172 +2025-06-23 19:42:22,732 - pyskl - INFO - Epoch [16][1100/3940] lr: 2.437e-02, eta: 2 days, 19:37:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9281, loss_cls: 4.3989, loss: 4.3989 +2025-06-23 19:43:08,280 - pyskl - INFO - Epoch [16][1200/3940] lr: 2.436e-02, eta: 2 days, 19:36:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9475, loss_cls: 4.2251, loss: 4.2251 +2025-06-23 19:43:53,837 - pyskl - INFO - Epoch [16][1300/3940] lr: 2.436e-02, eta: 2 days, 19:36:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9456, loss_cls: 4.2843, loss: 4.2843 +2025-06-23 19:44:39,386 - pyskl - INFO - Epoch [16][1400/3940] lr: 2.436e-02, eta: 2 days, 19:35:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9419, loss_cls: 4.2594, loss: 4.2594 +2025-06-23 19:45:24,915 - pyskl - INFO - Epoch [16][1500/3940] lr: 2.436e-02, eta: 2 days, 19:34:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9456, loss_cls: 4.1160, loss: 4.1160 +2025-06-23 19:46:10,470 - pyskl - INFO - Epoch [16][1600/3940] lr: 2.435e-02, eta: 2 days, 19:33:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9419, loss_cls: 4.2003, loss: 4.2003 +2025-06-23 19:46:56,027 - pyskl - INFO - Epoch [16][1700/3940] lr: 2.435e-02, eta: 2 days, 19:32:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9325, loss_cls: 4.3302, loss: 4.3302 +2025-06-23 19:47:41,539 - pyskl - INFO - Epoch [16][1800/3940] lr: 2.435e-02, eta: 2 days, 19:31:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9394, loss_cls: 4.1405, loss: 4.1405 +2025-06-23 19:48:27,094 - pyskl - INFO - Epoch [16][1900/3940] lr: 2.435e-02, eta: 2 days, 19:31:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9387, loss_cls: 4.2727, loss: 4.2727 +2025-06-23 19:49:12,679 - pyskl - INFO - Epoch [16][2000/3940] lr: 2.435e-02, eta: 2 days, 19:30:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9344, loss_cls: 4.2822, loss: 4.2822 +2025-06-23 19:49:58,207 - pyskl - INFO - Epoch [16][2100/3940] lr: 2.434e-02, eta: 2 days, 19:29:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9513, loss_cls: 4.2038, loss: 4.2038 +2025-06-23 19:50:43,757 - pyskl - INFO - Epoch [16][2200/3940] lr: 2.434e-02, eta: 2 days, 19:28:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9437, loss_cls: 4.2786, loss: 4.2786 +2025-06-23 19:51:29,288 - pyskl - INFO - Epoch [16][2300/3940] lr: 2.434e-02, eta: 2 days, 19:27:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 4.1687, loss: 4.1687 +2025-06-23 19:52:14,915 - pyskl - INFO - Epoch [16][2400/3940] lr: 2.434e-02, eta: 2 days, 19:27:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9375, loss_cls: 4.3699, loss: 4.3699 +2025-06-23 19:53:00,471 - pyskl - INFO - Epoch [16][2500/3940] lr: 2.434e-02, eta: 2 days, 19:26:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9406, loss_cls: 4.3044, loss: 4.3044 +2025-06-23 19:53:46,068 - pyskl - INFO - Epoch [16][2600/3940] lr: 2.433e-02, eta: 2 days, 19:25:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9463, loss_cls: 4.2325, loss: 4.2325 +2025-06-23 19:54:31,585 - pyskl - INFO - Epoch [16][2700/3940] lr: 2.433e-02, eta: 2 days, 19:24:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9425, loss_cls: 4.2984, loss: 4.2984 +2025-06-23 19:55:17,192 - pyskl - INFO - Epoch [16][2800/3940] lr: 2.433e-02, eta: 2 days, 19:23:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9356, loss_cls: 4.3647, loss: 4.3647 +2025-06-23 19:56:02,769 - pyskl - INFO - Epoch [16][2900/3940] lr: 2.433e-02, eta: 2 days, 19:23:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9325, loss_cls: 4.2629, loss: 4.2629 +2025-06-23 19:56:48,366 - pyskl - INFO - Epoch [16][3000/3940] lr: 2.433e-02, eta: 2 days, 19:22:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9394, loss_cls: 4.2984, loss: 4.2984 +2025-06-23 19:57:33,956 - pyskl - INFO - Epoch [16][3100/3940] lr: 2.432e-02, eta: 2 days, 19:21:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9387, loss_cls: 4.2059, loss: 4.2059 +2025-06-23 19:58:19,534 - pyskl - INFO - Epoch [16][3200/3940] lr: 2.432e-02, eta: 2 days, 19:20:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9394, loss_cls: 4.3661, loss: 4.3661 +2025-06-23 19:59:05,082 - pyskl - INFO - Epoch [16][3300/3940] lr: 2.432e-02, eta: 2 days, 19:19:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9431, loss_cls: 4.3095, loss: 4.3095 +2025-06-23 19:59:50,607 - pyskl - INFO - Epoch [16][3400/3940] lr: 2.432e-02, eta: 2 days, 19:19:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9469, loss_cls: 4.2285, loss: 4.2285 +2025-06-23 20:00:36,161 - pyskl - INFO - Epoch [16][3500/3940] lr: 2.431e-02, eta: 2 days, 19:18:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9387, loss_cls: 4.2443, loss: 4.2443 +2025-06-23 20:01:21,800 - pyskl - INFO - Epoch [16][3600/3940] lr: 2.431e-02, eta: 2 days, 19:17:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9363, loss_cls: 4.3050, loss: 4.3050 +2025-06-23 20:02:07,287 - pyskl - INFO - Epoch [16][3700/3940] lr: 2.431e-02, eta: 2 days, 19:16:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9400, loss_cls: 4.2695, loss: 4.2695 +2025-06-23 20:02:52,775 - pyskl - INFO - Epoch [16][3800/3940] lr: 2.431e-02, eta: 2 days, 19:15:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9400, loss_cls: 4.2242, loss: 4.2242 +2025-06-23 20:03:38,393 - pyskl - INFO - Epoch [16][3900/3940] lr: 2.431e-02, eta: 2 days, 19:15:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9394, loss_cls: 4.3321, loss: 4.3321 +2025-06-23 20:03:57,115 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-06-23 20:07:35,810 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 20:07:36,372 - pyskl - INFO - +top1_acc 0.7045 +top5_acc 0.9345 +2025-06-23 20:07:36,438 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_14.pth was removed +2025-06-23 20:07:37,537 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2025-06-23 20:07:37,540 - pyskl - INFO - Best top1_acc is 0.7045 at 16 epoch. +2025-06-23 20:07:37,562 - pyskl - INFO - Epoch(val) [16][3183] top1_acc: 0.7045, top5_acc: 0.9345 +2025-06-23 20:08:48,977 - pyskl - INFO - Epoch [17][100/3940] lr: 2.430e-02, eta: 2 days, 19:15:00, time: 0.714, data_time: 0.256, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 4.0974, loss: 4.0974 +2025-06-23 20:09:34,702 - pyskl - INFO - Epoch [17][200/3940] lr: 2.430e-02, eta: 2 days, 19:14:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9425, loss_cls: 4.1410, loss: 4.1410 +2025-06-23 20:10:20,361 - pyskl - INFO - Epoch [17][300/3940] lr: 2.430e-02, eta: 2 days, 19:13:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9513, loss_cls: 4.1708, loss: 4.1708 +2025-06-23 20:11:06,008 - pyskl - INFO - Epoch [17][400/3940] lr: 2.430e-02, eta: 2 days, 19:12:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 4.1140, loss: 4.1140 +2025-06-23 20:11:51,594 - pyskl - INFO - Epoch [17][500/3940] lr: 2.429e-02, eta: 2 days, 19:11:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9469, loss_cls: 4.1998, loss: 4.1998 +2025-06-23 20:12:37,182 - pyskl - INFO - Epoch [17][600/3940] lr: 2.429e-02, eta: 2 days, 19:11:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9431, loss_cls: 4.1329, loss: 4.1329 +2025-06-23 20:13:22,823 - pyskl - INFO - Epoch [17][700/3940] lr: 2.429e-02, eta: 2 days, 19:10:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 4.1492, loss: 4.1492 +2025-06-23 20:14:08,437 - pyskl - INFO - Epoch [17][800/3940] lr: 2.429e-02, eta: 2 days, 19:09:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9437, loss_cls: 4.2170, loss: 4.2170 +2025-06-23 20:14:54,046 - pyskl - INFO - Epoch [17][900/3940] lr: 2.428e-02, eta: 2 days, 19:08:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9463, loss_cls: 4.1680, loss: 4.1680 +2025-06-23 20:15:39,769 - pyskl - INFO - Epoch [17][1000/3940] lr: 2.428e-02, eta: 2 days, 19:07:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9400, loss_cls: 4.1600, loss: 4.1600 +2025-06-23 20:16:25,460 - pyskl - INFO - Epoch [17][1100/3940] lr: 2.428e-02, eta: 2 days, 19:07:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9344, loss_cls: 4.1918, loss: 4.1918 +2025-06-23 20:17:11,172 - pyskl - INFO - Epoch [17][1200/3940] lr: 2.428e-02, eta: 2 days, 19:06:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9513, loss_cls: 4.1854, loss: 4.1854 +2025-06-23 20:17:56,909 - pyskl - INFO - Epoch [17][1300/3940] lr: 2.428e-02, eta: 2 days, 19:05:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9356, loss_cls: 4.2006, loss: 4.2006 +2025-06-23 20:18:42,635 - pyskl - INFO - Epoch [17][1400/3940] lr: 2.427e-02, eta: 2 days, 19:04:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9444, loss_cls: 4.1368, loss: 4.1368 +2025-06-23 20:19:28,498 - pyskl - INFO - Epoch [17][1500/3940] lr: 2.427e-02, eta: 2 days, 19:03:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9437, loss_cls: 4.2188, loss: 4.2188 +2025-06-23 20:20:14,279 - pyskl - INFO - Epoch [17][1600/3940] lr: 2.427e-02, eta: 2 days, 19:03:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9494, loss_cls: 4.1372, loss: 4.1372 +2025-06-23 20:20:59,999 - pyskl - INFO - Epoch [17][1700/3940] lr: 2.427e-02, eta: 2 days, 19:02:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9375, loss_cls: 4.3095, loss: 4.3095 +2025-06-23 20:21:45,764 - pyskl - INFO - Epoch [17][1800/3940] lr: 2.426e-02, eta: 2 days, 19:01:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9463, loss_cls: 4.1720, loss: 4.1720 +2025-06-23 20:22:31,413 - pyskl - INFO - Epoch [17][1900/3940] lr: 2.426e-02, eta: 2 days, 19:00:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9519, loss_cls: 4.1352, loss: 4.1352 +2025-06-23 20:23:17,066 - pyskl - INFO - Epoch [17][2000/3940] lr: 2.426e-02, eta: 2 days, 19:00:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9437, loss_cls: 4.2035, loss: 4.2035 +2025-06-23 20:24:02,664 - pyskl - INFO - Epoch [17][2100/3940] lr: 2.426e-02, eta: 2 days, 18:59:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9356, loss_cls: 4.2692, loss: 4.2692 +2025-06-23 20:24:48,243 - pyskl - INFO - Epoch [17][2200/3940] lr: 2.426e-02, eta: 2 days, 18:58:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9425, loss_cls: 4.3499, loss: 4.3499 +2025-06-23 20:25:33,872 - pyskl - INFO - Epoch [17][2300/3940] lr: 2.425e-02, eta: 2 days, 18:57:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9469, loss_cls: 4.1974, loss: 4.1974 +2025-06-23 20:26:19,427 - pyskl - INFO - Epoch [17][2400/3940] lr: 2.425e-02, eta: 2 days, 18:56:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9475, loss_cls: 4.2656, loss: 4.2656 +2025-06-23 20:27:04,840 - pyskl - INFO - Epoch [17][2500/3940] lr: 2.425e-02, eta: 2 days, 18:56:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9369, loss_cls: 4.2756, loss: 4.2756 +2025-06-23 20:27:50,335 - pyskl - INFO - Epoch [17][2600/3940] lr: 2.425e-02, eta: 2 days, 18:55:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9463, loss_cls: 4.1886, loss: 4.1886 +2025-06-23 20:28:35,945 - pyskl - INFO - Epoch [17][2700/3940] lr: 2.424e-02, eta: 2 days, 18:54:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9363, loss_cls: 4.1526, loss: 4.1526 +2025-06-23 20:29:21,474 - pyskl - INFO - Epoch [17][2800/3940] lr: 2.424e-02, eta: 2 days, 18:53:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9387, loss_cls: 4.1834, loss: 4.1834 +2025-06-23 20:30:06,979 - pyskl - INFO - Epoch [17][2900/3940] lr: 2.424e-02, eta: 2 days, 18:52:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9469, loss_cls: 4.1262, loss: 4.1262 +2025-06-23 20:30:52,603 - pyskl - INFO - Epoch [17][3000/3940] lr: 2.424e-02, eta: 2 days, 18:51:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9400, loss_cls: 4.2498, loss: 4.2498 +2025-06-23 20:31:38,296 - pyskl - INFO - Epoch [17][3100/3940] lr: 2.424e-02, eta: 2 days, 18:51:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9406, loss_cls: 4.2376, loss: 4.2376 +2025-06-23 20:32:23,820 - pyskl - INFO - Epoch [17][3200/3940] lr: 2.423e-02, eta: 2 days, 18:50:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9444, loss_cls: 4.2250, loss: 4.2250 +2025-06-23 20:33:09,381 - pyskl - INFO - Epoch [17][3300/3940] lr: 2.423e-02, eta: 2 days, 18:49:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9394, loss_cls: 4.3076, loss: 4.3076 +2025-06-23 20:33:55,106 - pyskl - INFO - Epoch [17][3400/3940] lr: 2.423e-02, eta: 2 days, 18:48:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9456, loss_cls: 4.1999, loss: 4.1999 +2025-06-23 20:34:41,002 - pyskl - INFO - Epoch [17][3500/3940] lr: 2.423e-02, eta: 2 days, 18:48:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9337, loss_cls: 4.2653, loss: 4.2653 +2025-06-23 20:35:26,759 - pyskl - INFO - Epoch [17][3600/3940] lr: 2.422e-02, eta: 2 days, 18:47:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9369, loss_cls: 4.3819, loss: 4.3819 +2025-06-23 20:36:12,574 - pyskl - INFO - Epoch [17][3700/3940] lr: 2.422e-02, eta: 2 days, 18:46:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9275, loss_cls: 4.4242, loss: 4.4242 +2025-06-23 20:36:58,228 - pyskl - INFO - Epoch [17][3800/3940] lr: 2.422e-02, eta: 2 days, 18:45:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9506, loss_cls: 4.0981, loss: 4.0981 +2025-06-23 20:37:44,007 - pyskl - INFO - Epoch [17][3900/3940] lr: 2.422e-02, eta: 2 days, 18:44:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9487, loss_cls: 4.1341, loss: 4.1341 +2025-06-23 20:38:02,753 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-06-23 20:41:38,193 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 20:41:38,676 - pyskl - INFO - +top1_acc 0.7044 +top5_acc 0.9330 +2025-06-23 20:41:38,698 - pyskl - INFO - Epoch(val) [17][3183] top1_acc: 0.7044, top5_acc: 0.9330 +2025-06-23 20:42:50,433 - pyskl - INFO - Epoch [18][100/3940] lr: 2.421e-02, eta: 2 days, 18:44:50, time: 0.717, data_time: 0.262, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9419, loss_cls: 4.1804, loss: 4.1804 +2025-06-23 20:43:36,108 - pyskl - INFO - Epoch [18][200/3940] lr: 2.421e-02, eta: 2 days, 18:44:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9513, loss_cls: 4.1458, loss: 4.1458 +2025-06-23 20:44:22,019 - pyskl - INFO - Epoch [18][300/3940] lr: 2.421e-02, eta: 2 days, 18:43:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9400, loss_cls: 4.1102, loss: 4.1102 +2025-06-23 20:45:07,670 - pyskl - INFO - Epoch [18][400/3940] lr: 2.421e-02, eta: 2 days, 18:42:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9413, loss_cls: 4.2833, loss: 4.2833 +2025-06-23 20:45:53,343 - pyskl - INFO - Epoch [18][500/3940] lr: 2.420e-02, eta: 2 days, 18:41:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9387, loss_cls: 4.2420, loss: 4.2420 +2025-06-23 20:46:38,842 - pyskl - INFO - Epoch [18][600/3940] lr: 2.420e-02, eta: 2 days, 18:40:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9394, loss_cls: 4.2771, loss: 4.2771 +2025-06-23 20:47:24,247 - pyskl - INFO - Epoch [18][700/3940] lr: 2.420e-02, eta: 2 days, 18:40:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9550, loss_cls: 4.0937, loss: 4.0937 +2025-06-23 20:48:09,805 - pyskl - INFO - Epoch [18][800/3940] lr: 2.420e-02, eta: 2 days, 18:39:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 4.2073, loss: 4.2073 +2025-06-23 20:48:55,447 - pyskl - INFO - Epoch [18][900/3940] lr: 2.420e-02, eta: 2 days, 18:38:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9450, loss_cls: 4.1174, loss: 4.1174 +2025-06-23 20:49:40,778 - pyskl - INFO - Epoch [18][1000/3940] lr: 2.419e-02, eta: 2 days, 18:37:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9450, loss_cls: 4.1490, loss: 4.1490 +2025-06-23 20:50:26,158 - pyskl - INFO - Epoch [18][1100/3940] lr: 2.419e-02, eta: 2 days, 18:36:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9463, loss_cls: 4.1929, loss: 4.1929 +2025-06-23 20:51:11,721 - pyskl - INFO - Epoch [18][1200/3940] lr: 2.419e-02, eta: 2 days, 18:36:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9375, loss_cls: 4.2622, loss: 4.2622 +2025-06-23 20:51:57,342 - pyskl - INFO - Epoch [18][1300/3940] lr: 2.419e-02, eta: 2 days, 18:35:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9437, loss_cls: 4.0958, loss: 4.0958 +2025-06-23 20:52:42,844 - pyskl - INFO - Epoch [18][1400/3940] lr: 2.418e-02, eta: 2 days, 18:34:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9394, loss_cls: 4.2933, loss: 4.2933 +2025-06-23 20:53:28,513 - pyskl - INFO - Epoch [18][1500/3940] lr: 2.418e-02, eta: 2 days, 18:33:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9444, loss_cls: 4.2590, loss: 4.2590 +2025-06-23 20:54:14,081 - pyskl - INFO - Epoch [18][1600/3940] lr: 2.418e-02, eta: 2 days, 18:32:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9481, loss_cls: 4.1011, loss: 4.1011 +2025-06-23 20:54:59,720 - pyskl - INFO - Epoch [18][1700/3940] lr: 2.418e-02, eta: 2 days, 18:32:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9556, loss_cls: 4.0404, loss: 4.0404 +2025-06-23 20:55:45,193 - pyskl - INFO - Epoch [18][1800/3940] lr: 2.417e-02, eta: 2 days, 18:31:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9556, loss_cls: 4.0937, loss: 4.0937 +2025-06-23 20:56:30,824 - pyskl - INFO - Epoch [18][1900/3940] lr: 2.417e-02, eta: 2 days, 18:30:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9437, loss_cls: 4.2337, loss: 4.2337 +2025-06-23 20:57:16,466 - pyskl - INFO - Epoch [18][2000/3940] lr: 2.417e-02, eta: 2 days, 18:29:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9456, loss_cls: 4.1775, loss: 4.1775 +2025-06-23 20:58:02,005 - pyskl - INFO - Epoch [18][2100/3940] lr: 2.417e-02, eta: 2 days, 18:28:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9431, loss_cls: 4.0776, loss: 4.0776 +2025-06-23 20:58:47,637 - pyskl - INFO - Epoch [18][2200/3940] lr: 2.416e-02, eta: 2 days, 18:28:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9494, loss_cls: 4.1343, loss: 4.1343 +2025-06-23 20:59:33,157 - pyskl - INFO - Epoch [18][2300/3940] lr: 2.416e-02, eta: 2 days, 18:27:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9363, loss_cls: 4.1900, loss: 4.1900 +2025-06-23 21:00:18,596 - pyskl - INFO - Epoch [18][2400/3940] lr: 2.416e-02, eta: 2 days, 18:26:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9450, loss_cls: 3.9734, loss: 3.9734 +2025-06-23 21:01:04,066 - pyskl - INFO - Epoch [18][2500/3940] lr: 2.416e-02, eta: 2 days, 18:25:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9425, loss_cls: 4.2019, loss: 4.2019 +2025-06-23 21:01:49,415 - pyskl - INFO - Epoch [18][2600/3940] lr: 2.415e-02, eta: 2 days, 18:24:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9450, loss_cls: 4.1222, loss: 4.1222 +2025-06-23 21:02:34,754 - pyskl - INFO - Epoch [18][2700/3940] lr: 2.415e-02, eta: 2 days, 18:23:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9356, loss_cls: 4.2842, loss: 4.2842 +2025-06-23 21:03:20,080 - pyskl - INFO - Epoch [18][2800/3940] lr: 2.415e-02, eta: 2 days, 18:23:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9450, loss_cls: 4.1096, loss: 4.1096 +2025-06-23 21:04:05,445 - pyskl - INFO - Epoch [18][2900/3940] lr: 2.415e-02, eta: 2 days, 18:22:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9350, loss_cls: 4.2802, loss: 4.2802 +2025-06-23 21:04:50,806 - pyskl - INFO - Epoch [18][3000/3940] lr: 2.415e-02, eta: 2 days, 18:21:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9556, loss_cls: 4.1026, loss: 4.1026 +2025-06-23 21:05:36,167 - pyskl - INFO - Epoch [18][3100/3940] lr: 2.414e-02, eta: 2 days, 18:20:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9494, loss_cls: 4.1914, loss: 4.1914 +2025-06-23 21:06:21,611 - pyskl - INFO - Epoch [18][3200/3940] lr: 2.414e-02, eta: 2 days, 18:19:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9344, loss_cls: 4.2121, loss: 4.2121 +2025-06-23 21:07:07,043 - pyskl - INFO - Epoch [18][3300/3940] lr: 2.414e-02, eta: 2 days, 18:19:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9531, loss_cls: 4.0938, loss: 4.0938 +2025-06-23 21:07:52,534 - pyskl - INFO - Epoch [18][3400/3940] lr: 2.414e-02, eta: 2 days, 18:18:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9363, loss_cls: 4.2828, loss: 4.2828 +2025-06-23 21:08:37,982 - pyskl - INFO - Epoch [18][3500/3940] lr: 2.413e-02, eta: 2 days, 18:17:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9456, loss_cls: 4.1739, loss: 4.1739 +2025-06-23 21:09:23,350 - pyskl - INFO - Epoch [18][3600/3940] lr: 2.413e-02, eta: 2 days, 18:16:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9375, loss_cls: 4.3098, loss: 4.3098 +2025-06-23 21:10:08,751 - pyskl - INFO - Epoch [18][3700/3940] lr: 2.413e-02, eta: 2 days, 18:15:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9513, loss_cls: 4.1501, loss: 4.1501 +2025-06-23 21:10:54,282 - pyskl - INFO - Epoch [18][3800/3940] lr: 2.413e-02, eta: 2 days, 18:14:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9469, loss_cls: 4.1868, loss: 4.1868 +2025-06-23 21:11:39,730 - pyskl - INFO - Epoch [18][3900/3940] lr: 2.412e-02, eta: 2 days, 18:14:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9475, loss_cls: 4.1417, loss: 4.1417 +2025-06-23 21:11:58,474 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-06-23 21:15:33,191 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 21:15:33,723 - pyskl - INFO - +top1_acc 0.6574 +top5_acc 0.9078 +2025-06-23 21:15:33,741 - pyskl - INFO - Epoch(val) [18][3183] top1_acc: 0.6574, top5_acc: 0.9078 +2025-06-23 21:16:45,001 - pyskl - INFO - Epoch [19][100/3940] lr: 2.412e-02, eta: 2 days, 18:13:55, time: 0.713, data_time: 0.254, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9481, loss_cls: 4.1508, loss: 4.1508 +2025-06-23 21:17:30,847 - pyskl - INFO - Epoch [19][200/3940] lr: 2.412e-02, eta: 2 days, 18:13:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9387, loss_cls: 4.1380, loss: 4.1380 +2025-06-23 21:18:16,615 - pyskl - INFO - Epoch [19][300/3940] lr: 2.411e-02, eta: 2 days, 18:12:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9525, loss_cls: 4.0100, loss: 4.0100 +2025-06-23 21:19:02,286 - pyskl - INFO - Epoch [19][400/3940] lr: 2.411e-02, eta: 2 days, 18:11:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9494, loss_cls: 3.9857, loss: 3.9857 +2025-06-23 21:19:47,881 - pyskl - INFO - Epoch [19][500/3940] lr: 2.411e-02, eta: 2 days, 18:10:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9506, loss_cls: 4.1651, loss: 4.1651 +2025-06-23 21:20:33,511 - pyskl - INFO - Epoch [19][600/3940] lr: 2.411e-02, eta: 2 days, 18:10:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 3.9794, loss: 3.9794 +2025-06-23 21:21:19,089 - pyskl - INFO - Epoch [19][700/3940] lr: 2.411e-02, eta: 2 days, 18:09:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9481, loss_cls: 4.1720, loss: 4.1720 +2025-06-23 21:22:04,755 - pyskl - INFO - Epoch [19][800/3940] lr: 2.410e-02, eta: 2 days, 18:08:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9444, loss_cls: 4.0814, loss: 4.0814 +2025-06-23 21:22:50,346 - pyskl - INFO - Epoch [19][900/3940] lr: 2.410e-02, eta: 2 days, 18:07:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9506, loss_cls: 4.1013, loss: 4.1013 +2025-06-23 21:23:35,938 - pyskl - INFO - Epoch [19][1000/3940] lr: 2.410e-02, eta: 2 days, 18:06:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9419, loss_cls: 4.3973, loss: 4.3973 +2025-06-23 21:24:21,541 - pyskl - INFO - Epoch [19][1100/3940] lr: 2.410e-02, eta: 2 days, 18:06:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9419, loss_cls: 4.1752, loss: 4.1752 +2025-06-23 21:25:07,166 - pyskl - INFO - Epoch [19][1200/3940] lr: 2.409e-02, eta: 2 days, 18:05:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9425, loss_cls: 4.2110, loss: 4.2110 +2025-06-23 21:25:52,785 - pyskl - INFO - Epoch [19][1300/3940] lr: 2.409e-02, eta: 2 days, 18:04:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9469, loss_cls: 4.0811, loss: 4.0811 +2025-06-23 21:26:38,405 - pyskl - INFO - Epoch [19][1400/3940] lr: 2.409e-02, eta: 2 days, 18:03:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9469, loss_cls: 4.1037, loss: 4.1037 +2025-06-23 21:27:24,040 - pyskl - INFO - Epoch [19][1500/3940] lr: 2.409e-02, eta: 2 days, 18:02:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9444, loss_cls: 4.2226, loss: 4.2226 +2025-06-23 21:28:09,666 - pyskl - INFO - Epoch [19][1600/3940] lr: 2.408e-02, eta: 2 days, 18:02:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9456, loss_cls: 4.1153, loss: 4.1153 +2025-06-23 21:28:55,246 - pyskl - INFO - Epoch [19][1700/3940] lr: 2.408e-02, eta: 2 days, 18:01:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9494, loss_cls: 4.1277, loss: 4.1277 +2025-06-23 21:29:40,829 - pyskl - INFO - Epoch [19][1800/3940] lr: 2.408e-02, eta: 2 days, 18:00:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 4.1862, loss: 4.1862 +2025-06-23 21:30:26,468 - pyskl - INFO - Epoch [19][1900/3940] lr: 2.408e-02, eta: 2 days, 17:59:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9419, loss_cls: 4.1331, loss: 4.1331 +2025-06-23 21:31:12,086 - pyskl - INFO - Epoch [19][2000/3940] lr: 2.407e-02, eta: 2 days, 17:58:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9450, loss_cls: 4.1761, loss: 4.1761 +2025-06-23 21:31:57,930 - pyskl - INFO - Epoch [19][2100/3940] lr: 2.407e-02, eta: 2 days, 17:58:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9463, loss_cls: 4.2291, loss: 4.2291 +2025-06-23 21:32:43,783 - pyskl - INFO - Epoch [19][2200/3940] lr: 2.407e-02, eta: 2 days, 17:57:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 4.0645, loss: 4.0645 +2025-06-23 21:33:29,614 - pyskl - INFO - Epoch [19][2300/3940] lr: 2.407e-02, eta: 2 days, 17:56:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9406, loss_cls: 4.1155, loss: 4.1155 +2025-06-23 21:34:15,300 - pyskl - INFO - Epoch [19][2400/3940] lr: 2.406e-02, eta: 2 days, 17:55:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9537, loss_cls: 4.1063, loss: 4.1063 +2025-06-23 21:35:01,101 - pyskl - INFO - Epoch [19][2500/3940] lr: 2.406e-02, eta: 2 days, 17:55:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9475, loss_cls: 4.0051, loss: 4.0051 +2025-06-23 21:35:46,824 - pyskl - INFO - Epoch [19][2600/3940] lr: 2.406e-02, eta: 2 days, 17:54:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9494, loss_cls: 4.1407, loss: 4.1407 +2025-06-23 21:36:32,566 - pyskl - INFO - Epoch [19][2700/3940] lr: 2.405e-02, eta: 2 days, 17:53:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9413, loss_cls: 4.0421, loss: 4.0421 +2025-06-23 21:37:18,330 - pyskl - INFO - Epoch [19][2800/3940] lr: 2.405e-02, eta: 2 days, 17:52:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9487, loss_cls: 4.1969, loss: 4.1969 +2025-06-23 21:38:04,162 - pyskl - INFO - Epoch [19][2900/3940] lr: 2.405e-02, eta: 2 days, 17:51:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9513, loss_cls: 4.1496, loss: 4.1496 +2025-06-23 21:38:49,983 - pyskl - INFO - Epoch [19][3000/3940] lr: 2.405e-02, eta: 2 days, 17:51:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 4.0507, loss: 4.0507 +2025-06-23 21:39:35,714 - pyskl - INFO - Epoch [19][3100/3940] lr: 2.404e-02, eta: 2 days, 17:50:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9381, loss_cls: 4.2329, loss: 4.2329 +2025-06-23 21:40:21,411 - pyskl - INFO - Epoch [19][3200/3940] lr: 2.404e-02, eta: 2 days, 17:49:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9425, loss_cls: 4.2899, loss: 4.2899 +2025-06-23 21:41:07,016 - pyskl - INFO - Epoch [19][3300/3940] lr: 2.404e-02, eta: 2 days, 17:48:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 4.0936, loss: 4.0936 +2025-06-23 21:41:52,535 - pyskl - INFO - Epoch [19][3400/3940] lr: 2.404e-02, eta: 2 days, 17:48:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9387, loss_cls: 4.1156, loss: 4.1156 +2025-06-23 21:42:38,274 - pyskl - INFO - Epoch [19][3500/3940] lr: 2.403e-02, eta: 2 days, 17:47:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9513, loss_cls: 4.1830, loss: 4.1830 +2025-06-23 21:43:23,974 - pyskl - INFO - Epoch [19][3600/3940] lr: 2.403e-02, eta: 2 days, 17:46:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9437, loss_cls: 4.1469, loss: 4.1469 +2025-06-23 21:44:09,746 - pyskl - INFO - Epoch [19][3700/3940] lr: 2.403e-02, eta: 2 days, 17:45:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9375, loss_cls: 4.2242, loss: 4.2242 +2025-06-23 21:44:55,633 - pyskl - INFO - Epoch [19][3800/3940] lr: 2.403e-02, eta: 2 days, 17:44:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9475, loss_cls: 4.1154, loss: 4.1154 +2025-06-23 21:45:41,278 - pyskl - INFO - Epoch [19][3900/3940] lr: 2.402e-02, eta: 2 days, 17:44:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9444, loss_cls: 4.1013, loss: 4.1013 +2025-06-23 21:45:59,861 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-06-23 21:49:37,778 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 21:49:38,298 - pyskl - INFO - +top1_acc 0.7092 +top5_acc 0.9376 +2025-06-23 21:49:38,354 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_16.pth was removed +2025-06-23 21:49:39,420 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. +2025-06-23 21:49:39,422 - pyskl - INFO - Best top1_acc is 0.7092 at 19 epoch. +2025-06-23 21:49:39,441 - pyskl - INFO - Epoch(val) [19][3183] top1_acc: 0.7092, top5_acc: 0.9376 +2025-06-23 21:50:50,913 - pyskl - INFO - Epoch [20][100/3940] lr: 2.402e-02, eta: 2 days, 17:43:56, time: 0.715, data_time: 0.255, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9519, loss_cls: 4.2224, loss: 4.2224 +2025-06-23 21:51:36,562 - pyskl - INFO - Epoch [20][200/3940] lr: 2.402e-02, eta: 2 days, 17:43:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9606, loss_cls: 3.9252, loss: 3.9252 +2025-06-23 21:52:22,321 - pyskl - INFO - Epoch [20][300/3940] lr: 2.402e-02, eta: 2 days, 17:42:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9475, loss_cls: 4.0461, loss: 4.0461 +2025-06-23 21:53:08,171 - pyskl - INFO - Epoch [20][400/3940] lr: 2.401e-02, eta: 2 days, 17:41:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9456, loss_cls: 4.1270, loss: 4.1270 +2025-06-23 21:53:54,005 - pyskl - INFO - Epoch [20][500/3940] lr: 2.401e-02, eta: 2 days, 17:40:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9487, loss_cls: 3.9683, loss: 3.9683 +2025-06-23 21:54:39,727 - pyskl - INFO - Epoch [20][600/3940] lr: 2.401e-02, eta: 2 days, 17:40:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9481, loss_cls: 4.0580, loss: 4.0580 +2025-06-23 21:55:25,547 - pyskl - INFO - Epoch [20][700/3940] lr: 2.401e-02, eta: 2 days, 17:39:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9519, loss_cls: 4.0949, loss: 4.0949 +2025-06-23 21:56:11,051 - pyskl - INFO - Epoch [20][800/3940] lr: 2.400e-02, eta: 2 days, 17:38:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 4.0040, loss: 4.0040 +2025-06-23 21:56:56,625 - pyskl - INFO - Epoch [20][900/3940] lr: 2.400e-02, eta: 2 days, 17:37:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9481, loss_cls: 4.0039, loss: 4.0039 +2025-06-23 21:57:42,186 - pyskl - INFO - Epoch [20][1000/3940] lr: 2.400e-02, eta: 2 days, 17:36:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9356, loss_cls: 4.1626, loss: 4.1626 +2025-06-23 21:58:27,700 - pyskl - INFO - Epoch [20][1100/3940] lr: 2.399e-02, eta: 2 days, 17:36:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9475, loss_cls: 4.0784, loss: 4.0784 +2025-06-23 21:59:13,216 - pyskl - INFO - Epoch [20][1200/3940] lr: 2.399e-02, eta: 2 days, 17:35:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9550, loss_cls: 3.9809, loss: 3.9809 +2025-06-23 21:59:58,798 - pyskl - INFO - Epoch [20][1300/3940] lr: 2.399e-02, eta: 2 days, 17:34:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9375, loss_cls: 4.1701, loss: 4.1701 +2025-06-23 22:00:44,418 - pyskl - INFO - Epoch [20][1400/3940] lr: 2.399e-02, eta: 2 days, 17:33:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9519, loss_cls: 4.0134, loss: 4.0134 +2025-06-23 22:01:30,043 - pyskl - INFO - Epoch [20][1500/3940] lr: 2.398e-02, eta: 2 days, 17:32:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9506, loss_cls: 4.0651, loss: 4.0651 +2025-06-23 22:02:15,764 - pyskl - INFO - Epoch [20][1600/3940] lr: 2.398e-02, eta: 2 days, 17:32:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9631, loss_cls: 4.1509, loss: 4.1509 +2025-06-23 22:03:01,454 - pyskl - INFO - Epoch [20][1700/3940] lr: 2.398e-02, eta: 2 days, 17:31:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9475, loss_cls: 4.0785, loss: 4.0785 +2025-06-23 22:03:47,084 - pyskl - INFO - Epoch [20][1800/3940] lr: 2.398e-02, eta: 2 days, 17:30:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9400, loss_cls: 4.2056, loss: 4.2056 +2025-06-23 22:04:32,757 - pyskl - INFO - Epoch [20][1900/3940] lr: 2.397e-02, eta: 2 days, 17:29:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9450, loss_cls: 4.2008, loss: 4.2008 +2025-06-23 22:05:18,511 - pyskl - INFO - Epoch [20][2000/3940] lr: 2.397e-02, eta: 2 days, 17:29:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 4.1011, loss: 4.1011 +2025-06-23 22:06:04,292 - pyskl - INFO - Epoch [20][2100/3940] lr: 2.397e-02, eta: 2 days, 17:28:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9387, loss_cls: 4.2244, loss: 4.2244 +2025-06-23 22:06:49,878 - pyskl - INFO - Epoch [20][2200/3940] lr: 2.397e-02, eta: 2 days, 17:27:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9525, loss_cls: 3.9446, loss: 3.9446 +2025-06-23 22:07:35,479 - pyskl - INFO - Epoch [20][2300/3940] lr: 2.396e-02, eta: 2 days, 17:26:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9487, loss_cls: 4.0699, loss: 4.0699 +2025-06-23 22:08:21,166 - pyskl - INFO - Epoch [20][2400/3940] lr: 2.396e-02, eta: 2 days, 17:25:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9450, loss_cls: 4.0562, loss: 4.0562 +2025-06-23 22:09:06,679 - pyskl - INFO - Epoch [20][2500/3940] lr: 2.396e-02, eta: 2 days, 17:25:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9450, loss_cls: 4.0126, loss: 4.0126 +2025-06-23 22:09:52,455 - pyskl - INFO - Epoch [20][2600/3940] lr: 2.396e-02, eta: 2 days, 17:24:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9506, loss_cls: 4.0817, loss: 4.0817 +2025-06-23 22:10:38,297 - pyskl - INFO - Epoch [20][2700/3940] lr: 2.395e-02, eta: 2 days, 17:23:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9494, loss_cls: 4.1924, loss: 4.1924 +2025-06-23 22:11:23,894 - pyskl - INFO - Epoch [20][2800/3940] lr: 2.395e-02, eta: 2 days, 17:22:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9450, loss_cls: 4.1875, loss: 4.1875 +2025-06-23 22:12:09,562 - pyskl - INFO - Epoch [20][2900/3940] lr: 2.395e-02, eta: 2 days, 17:21:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9450, loss_cls: 4.1809, loss: 4.1809 +2025-06-23 22:12:55,146 - pyskl - INFO - Epoch [20][3000/3940] lr: 2.394e-02, eta: 2 days, 17:21:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9394, loss_cls: 4.1798, loss: 4.1798 +2025-06-23 22:13:40,841 - pyskl - INFO - Epoch [20][3100/3940] lr: 2.394e-02, eta: 2 days, 17:20:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9400, loss_cls: 4.0648, loss: 4.0648 +2025-06-23 22:14:26,444 - pyskl - INFO - Epoch [20][3200/3940] lr: 2.394e-02, eta: 2 days, 17:19:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9444, loss_cls: 4.2133, loss: 4.2133 +2025-06-23 22:15:12,050 - pyskl - INFO - Epoch [20][3300/3940] lr: 2.394e-02, eta: 2 days, 17:18:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9419, loss_cls: 4.1360, loss: 4.1360 +2025-06-23 22:15:57,852 - pyskl - INFO - Epoch [20][3400/3940] lr: 2.393e-02, eta: 2 days, 17:18:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 4.0153, loss: 4.0153 +2025-06-23 22:16:43,497 - pyskl - INFO - Epoch [20][3500/3940] lr: 2.393e-02, eta: 2 days, 17:17:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9450, loss_cls: 4.2439, loss: 4.2439 +2025-06-23 22:17:29,065 - pyskl - INFO - Epoch [20][3600/3940] lr: 2.393e-02, eta: 2 days, 17:16:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9487, loss_cls: 4.1764, loss: 4.1764 +2025-06-23 22:18:14,712 - pyskl - INFO - Epoch [20][3700/3940] lr: 2.393e-02, eta: 2 days, 17:15:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9400, loss_cls: 4.1245, loss: 4.1245 +2025-06-23 22:19:00,500 - pyskl - INFO - Epoch [20][3800/3940] lr: 2.392e-02, eta: 2 days, 17:14:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9525, loss_cls: 3.9566, loss: 3.9566 +2025-06-23 22:19:46,177 - pyskl - INFO - Epoch [20][3900/3940] lr: 2.392e-02, eta: 2 days, 17:14:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9413, loss_cls: 4.2319, loss: 4.2319 +2025-06-23 22:20:04,818 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-06-23 22:38:52,864 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 22:38:53,442 - pyskl - INFO - +top1_acc 0.7155 +top5_acc 0.9313 +2025-06-23 22:38:53,509 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_19.pth was removed +2025-06-23 22:38:54,661 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. +2025-06-23 22:38:54,664 - pyskl - INFO - Best top1_acc is 0.7155 at 20 epoch. +2025-06-23 22:38:54,689 - pyskl - INFO - Epoch(val) [20][3183] top1_acc: 0.7155, top5_acc: 0.9313 +2025-06-23 22:40:05,533 - pyskl - INFO - Epoch [21][100/3940] lr: 2.392e-02, eta: 2 days, 17:13:45, time: 0.708, data_time: 0.251, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9469, loss_cls: 4.0917, loss: 4.0917 +2025-06-23 22:40:51,148 - pyskl - INFO - Epoch [21][200/3940] lr: 2.391e-02, eta: 2 days, 17:12:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9525, loss_cls: 4.1263, loss: 4.1263 +2025-06-23 22:41:36,878 - pyskl - INFO - Epoch [21][300/3940] lr: 2.391e-02, eta: 2 days, 17:12:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9494, loss_cls: 4.1461, loss: 4.1461 +2025-06-23 22:42:22,628 - pyskl - INFO - Epoch [21][400/3940] lr: 2.391e-02, eta: 2 days, 17:11:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9525, loss_cls: 3.9229, loss: 3.9229 +2025-06-23 22:43:08,306 - pyskl - INFO - Epoch [21][500/3940] lr: 2.391e-02, eta: 2 days, 17:10:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9437, loss_cls: 4.0385, loss: 4.0385 +2025-06-23 22:43:54,005 - pyskl - INFO - Epoch [21][600/3940] lr: 2.390e-02, eta: 2 days, 17:09:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9506, loss_cls: 4.0725, loss: 4.0725 +2025-06-23 22:44:39,696 - pyskl - INFO - Epoch [21][700/3940] lr: 2.390e-02, eta: 2 days, 17:09:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9450, loss_cls: 4.1393, loss: 4.1393 +2025-06-23 22:45:25,331 - pyskl - INFO - Epoch [21][800/3940] lr: 2.390e-02, eta: 2 days, 17:08:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9537, loss_cls: 4.1524, loss: 4.1524 +2025-06-23 22:46:11,186 - pyskl - INFO - Epoch [21][900/3940] lr: 2.389e-02, eta: 2 days, 17:07:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9519, loss_cls: 4.1184, loss: 4.1184 +2025-06-23 22:46:56,819 - pyskl - INFO - Epoch [21][1000/3940] lr: 2.389e-02, eta: 2 days, 17:06:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9487, loss_cls: 4.0285, loss: 4.0285 +2025-06-23 22:47:42,450 - pyskl - INFO - Epoch [21][1100/3940] lr: 2.389e-02, eta: 2 days, 17:05:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9431, loss_cls: 4.0854, loss: 4.0854 +2025-06-23 22:48:28,023 - pyskl - INFO - Epoch [21][1200/3940] lr: 2.389e-02, eta: 2 days, 17:05:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 4.0038, loss: 4.0038 +2025-06-23 22:49:13,574 - pyskl - INFO - Epoch [21][1300/3940] lr: 2.388e-02, eta: 2 days, 17:04:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9456, loss_cls: 4.0699, loss: 4.0699 +2025-06-23 22:49:59,115 - pyskl - INFO - Epoch [21][1400/3940] lr: 2.388e-02, eta: 2 days, 17:03:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9450, loss_cls: 4.1336, loss: 4.1336 +2025-06-23 22:50:44,743 - pyskl - INFO - Epoch [21][1500/3940] lr: 2.388e-02, eta: 2 days, 17:02:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9475, loss_cls: 4.2172, loss: 4.2172 +2025-06-23 22:51:30,611 - pyskl - INFO - Epoch [21][1600/3940] lr: 2.388e-02, eta: 2 days, 17:02:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9463, loss_cls: 4.1328, loss: 4.1328 +2025-06-23 22:52:16,306 - pyskl - INFO - Epoch [21][1700/3940] lr: 2.387e-02, eta: 2 days, 17:01:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9431, loss_cls: 4.1226, loss: 4.1226 +2025-06-23 22:53:01,851 - pyskl - INFO - Epoch [21][1800/3940] lr: 2.387e-02, eta: 2 days, 17:00:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9437, loss_cls: 4.1407, loss: 4.1407 +2025-06-23 22:53:47,386 - pyskl - INFO - Epoch [21][1900/3940] lr: 2.387e-02, eta: 2 days, 16:59:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9431, loss_cls: 3.9384, loss: 3.9384 +2025-06-23 22:54:32,951 - pyskl - INFO - Epoch [21][2000/3940] lr: 2.386e-02, eta: 2 days, 16:58:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9525, loss_cls: 3.9641, loss: 3.9641 +2025-06-23 22:55:18,522 - pyskl - INFO - Epoch [21][2100/3940] lr: 2.386e-02, eta: 2 days, 16:58:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9537, loss_cls: 4.1258, loss: 4.1258 +2025-06-23 22:56:04,176 - pyskl - INFO - Epoch [21][2200/3940] lr: 2.386e-02, eta: 2 days, 16:57:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9369, loss_cls: 4.2302, loss: 4.2302 +2025-06-23 22:56:49,765 - pyskl - INFO - Epoch [21][2300/3940] lr: 2.386e-02, eta: 2 days, 16:56:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9513, loss_cls: 4.0248, loss: 4.0248 +2025-06-23 22:57:35,346 - pyskl - INFO - Epoch [21][2400/3940] lr: 2.385e-02, eta: 2 days, 16:55:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9387, loss_cls: 4.1224, loss: 4.1224 +2025-06-23 22:58:20,816 - pyskl - INFO - Epoch [21][2500/3940] lr: 2.385e-02, eta: 2 days, 16:54:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9494, loss_cls: 4.0155, loss: 4.0155 +2025-06-23 22:59:06,371 - pyskl - INFO - Epoch [21][2600/3940] lr: 2.385e-02, eta: 2 days, 16:54:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9456, loss_cls: 3.9707, loss: 3.9707 +2025-06-23 22:59:51,990 - pyskl - INFO - Epoch [21][2700/3940] lr: 2.385e-02, eta: 2 days, 16:53:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9487, loss_cls: 4.0437, loss: 4.0437 +2025-06-23 23:00:37,574 - pyskl - INFO - Epoch [21][2800/3940] lr: 2.384e-02, eta: 2 days, 16:52:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9494, loss_cls: 3.8993, loss: 3.8993 +2025-06-23 23:01:23,200 - pyskl - INFO - Epoch [21][2900/3940] lr: 2.384e-02, eta: 2 days, 16:51:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9419, loss_cls: 4.0846, loss: 4.0846 +2025-06-23 23:02:08,764 - pyskl - INFO - Epoch [21][3000/3940] lr: 2.384e-02, eta: 2 days, 16:50:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9419, loss_cls: 4.1185, loss: 4.1185 +2025-06-23 23:02:54,326 - pyskl - INFO - Epoch [21][3100/3940] lr: 2.383e-02, eta: 2 days, 16:50:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9356, loss_cls: 4.1083, loss: 4.1083 +2025-06-23 23:03:39,894 - pyskl - INFO - Epoch [21][3200/3940] lr: 2.383e-02, eta: 2 days, 16:49:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9481, loss_cls: 4.0352, loss: 4.0352 +2025-06-23 23:04:25,451 - pyskl - INFO - Epoch [21][3300/3940] lr: 2.383e-02, eta: 2 days, 16:48:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9469, loss_cls: 4.0493, loss: 4.0493 +2025-06-23 23:05:11,029 - pyskl - INFO - Epoch [21][3400/3940] lr: 2.383e-02, eta: 2 days, 16:47:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9469, loss_cls: 4.1428, loss: 4.1428 +2025-06-23 23:05:56,758 - pyskl - INFO - Epoch [21][3500/3940] lr: 2.382e-02, eta: 2 days, 16:46:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9450, loss_cls: 4.1269, loss: 4.1269 +2025-06-23 23:06:42,610 - pyskl - INFO - Epoch [21][3600/3940] lr: 2.382e-02, eta: 2 days, 16:46:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9431, loss_cls: 4.0366, loss: 4.0366 +2025-06-23 23:07:28,296 - pyskl - INFO - Epoch [21][3700/3940] lr: 2.382e-02, eta: 2 days, 16:45:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9413, loss_cls: 4.0858, loss: 4.0858 +2025-06-23 23:08:13,958 - pyskl - INFO - Epoch [21][3800/3940] lr: 2.381e-02, eta: 2 days, 16:44:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9356, loss_cls: 4.1686, loss: 4.1686 +2025-06-23 23:08:59,597 - pyskl - INFO - Epoch [21][3900/3940] lr: 2.381e-02, eta: 2 days, 16:43:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9475, loss_cls: 4.0807, loss: 4.0807 +2025-06-23 23:09:18,207 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-06-23 23:12:53,282 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 23:12:53,778 - pyskl - INFO - +top1_acc 0.7269 +top5_acc 0.9444 +2025-06-23 23:12:53,833 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_20.pth was removed +2025-06-23 23:12:54,873 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_21.pth. +2025-06-23 23:12:54,875 - pyskl - INFO - Best top1_acc is 0.7269 at 21 epoch. +2025-06-23 23:12:54,893 - pyskl - INFO - Epoch(val) [21][3183] top1_acc: 0.7269, top5_acc: 0.9444 +2025-06-23 23:14:06,252 - pyskl - INFO - Epoch [22][100/3940] lr: 2.381e-02, eta: 2 days, 16:43:30, time: 0.714, data_time: 0.256, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9581, loss_cls: 3.9600, loss: 3.9600 +2025-06-23 23:14:51,802 - pyskl - INFO - Epoch [22][200/3940] lr: 2.380e-02, eta: 2 days, 16:42:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9513, loss_cls: 3.9671, loss: 3.9671 +2025-06-23 23:15:37,440 - pyskl - INFO - Epoch [22][300/3940] lr: 2.380e-02, eta: 2 days, 16:41:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 4.0118, loss: 4.0118 +2025-06-23 23:16:23,098 - pyskl - INFO - Epoch [22][400/3940] lr: 2.380e-02, eta: 2 days, 16:41:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9494, loss_cls: 3.9768, loss: 3.9768 +2025-06-23 23:17:09,051 - pyskl - INFO - Epoch [22][500/3940] lr: 2.380e-02, eta: 2 days, 16:40:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9581, loss_cls: 3.9863, loss: 3.9863 +2025-06-23 23:17:54,873 - pyskl - INFO - Epoch [22][600/3940] lr: 2.379e-02, eta: 2 days, 16:39:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9569, loss_cls: 4.0390, loss: 4.0390 +2025-06-23 23:18:40,512 - pyskl - INFO - Epoch [22][700/3940] lr: 2.379e-02, eta: 2 days, 16:38:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 4.0260, loss: 4.0260 +2025-06-23 23:19:26,109 - pyskl - INFO - Epoch [22][800/3940] lr: 2.379e-02, eta: 2 days, 16:38:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9487, loss_cls: 4.1009, loss: 4.1009 +2025-06-23 23:20:11,690 - pyskl - INFO - Epoch [22][900/3940] lr: 2.378e-02, eta: 2 days, 16:37:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 3.9792, loss: 3.9792 +2025-06-23 23:20:57,192 - pyskl - INFO - Epoch [22][1000/3940] lr: 2.378e-02, eta: 2 days, 16:36:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9481, loss_cls: 4.0517, loss: 4.0517 +2025-06-23 23:21:42,648 - pyskl - INFO - Epoch [22][1100/3940] lr: 2.378e-02, eta: 2 days, 16:35:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9406, loss_cls: 4.1512, loss: 4.1512 +2025-06-23 23:22:28,169 - pyskl - INFO - Epoch [22][1200/3940] lr: 2.378e-02, eta: 2 days, 16:34:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9437, loss_cls: 4.0605, loss: 4.0605 +2025-06-23 23:23:13,673 - pyskl - INFO - Epoch [22][1300/3940] lr: 2.377e-02, eta: 2 days, 16:34:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9475, loss_cls: 4.0850, loss: 4.0850 +2025-06-23 23:23:59,166 - pyskl - INFO - Epoch [22][1400/3940] lr: 2.377e-02, eta: 2 days, 16:33:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9450, loss_cls: 4.1332, loss: 4.1332 +2025-06-23 23:24:44,693 - pyskl - INFO - Epoch [22][1500/3940] lr: 2.377e-02, eta: 2 days, 16:32:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9500, loss_cls: 4.1222, loss: 4.1222 +2025-06-23 23:25:30,484 - pyskl - INFO - Epoch [22][1600/3940] lr: 2.376e-02, eta: 2 days, 16:31:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9519, loss_cls: 4.0407, loss: 4.0407 +2025-06-23 23:26:16,209 - pyskl - INFO - Epoch [22][1700/3940] lr: 2.376e-02, eta: 2 days, 16:30:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9456, loss_cls: 4.1265, loss: 4.1265 +2025-06-23 23:27:01,978 - pyskl - INFO - Epoch [22][1800/3940] lr: 2.376e-02, eta: 2 days, 16:30:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9469, loss_cls: 4.0983, loss: 4.0983 +2025-06-23 23:27:47,684 - pyskl - INFO - Epoch [22][1900/3940] lr: 2.376e-02, eta: 2 days, 16:29:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9425, loss_cls: 4.1987, loss: 4.1987 +2025-06-23 23:28:33,544 - pyskl - INFO - Epoch [22][2000/3940] lr: 2.375e-02, eta: 2 days, 16:28:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9356, loss_cls: 4.2382, loss: 4.2382 +2025-06-23 23:29:19,329 - pyskl - INFO - Epoch [22][2100/3940] lr: 2.375e-02, eta: 2 days, 16:27:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9531, loss_cls: 4.0928, loss: 4.0928 +2025-06-23 23:30:05,076 - pyskl - INFO - Epoch [22][2200/3940] lr: 2.375e-02, eta: 2 days, 16:27:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9481, loss_cls: 4.0650, loss: 4.0650 +2025-06-23 23:30:50,772 - pyskl - INFO - Epoch [22][2300/3940] lr: 2.374e-02, eta: 2 days, 16:26:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9387, loss_cls: 4.0921, loss: 4.0921 +2025-06-23 23:31:36,388 - pyskl - INFO - Epoch [22][2400/3940] lr: 2.374e-02, eta: 2 days, 16:25:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9513, loss_cls: 4.0292, loss: 4.0292 +2025-06-23 23:32:22,041 - pyskl - INFO - Epoch [22][2500/3940] lr: 2.374e-02, eta: 2 days, 16:24:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9419, loss_cls: 4.0926, loss: 4.0926 +2025-06-23 23:33:07,811 - pyskl - INFO - Epoch [22][2600/3940] lr: 2.374e-02, eta: 2 days, 16:23:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9400, loss_cls: 4.1214, loss: 4.1214 +2025-06-23 23:33:53,481 - pyskl - INFO - Epoch [22][2700/3940] lr: 2.373e-02, eta: 2 days, 16:23:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9313, loss_cls: 4.1512, loss: 4.1512 +2025-06-23 23:34:39,049 - pyskl - INFO - Epoch [22][2800/3940] lr: 2.373e-02, eta: 2 days, 16:22:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 4.0097, loss: 4.0097 +2025-06-23 23:35:24,800 - pyskl - INFO - Epoch [22][2900/3940] lr: 2.373e-02, eta: 2 days, 16:21:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9444, loss_cls: 4.0098, loss: 4.0098 +2025-06-23 23:36:10,500 - pyskl - INFO - Epoch [22][3000/3940] lr: 2.372e-02, eta: 2 days, 16:20:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9450, loss_cls: 3.9697, loss: 3.9697 +2025-06-23 23:36:56,107 - pyskl - INFO - Epoch [22][3100/3940] lr: 2.372e-02, eta: 2 days, 16:20:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9400, loss_cls: 4.1333, loss: 4.1333 +2025-06-23 23:37:41,854 - pyskl - INFO - Epoch [22][3200/3940] lr: 2.372e-02, eta: 2 days, 16:19:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9363, loss_cls: 4.2325, loss: 4.2325 +2025-06-23 23:38:27,961 - pyskl - INFO - Epoch [22][3300/3940] lr: 2.372e-02, eta: 2 days, 16:18:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9519, loss_cls: 4.0453, loss: 4.0453 +2025-06-23 23:39:13,962 - pyskl - INFO - Epoch [22][3400/3940] lr: 2.371e-02, eta: 2 days, 16:17:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9437, loss_cls: 4.1307, loss: 4.1307 +2025-06-23 23:39:59,726 - pyskl - INFO - Epoch [22][3500/3940] lr: 2.371e-02, eta: 2 days, 16:16:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9469, loss_cls: 4.1459, loss: 4.1459 +2025-06-23 23:40:45,311 - pyskl - INFO - Epoch [22][3600/3940] lr: 2.371e-02, eta: 2 days, 16:16:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 4.0223, loss: 4.0223 +2025-06-23 23:41:30,962 - pyskl - INFO - Epoch [22][3700/3940] lr: 2.370e-02, eta: 2 days, 16:15:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9563, loss_cls: 4.0253, loss: 4.0253 +2025-06-23 23:42:16,691 - pyskl - INFO - Epoch [22][3800/3940] lr: 2.370e-02, eta: 2 days, 16:14:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9469, loss_cls: 4.0193, loss: 4.0193 +2025-06-23 23:43:02,340 - pyskl - INFO - Epoch [22][3900/3940] lr: 2.370e-02, eta: 2 days, 16:13:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9487, loss_cls: 4.0104, loss: 4.0104 +2025-06-23 23:43:20,976 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-06-23 23:46:54,221 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 23:46:54,719 - pyskl - INFO - +top1_acc 0.6895 +top5_acc 0.9191 +2025-06-23 23:46:54,740 - pyskl - INFO - Epoch(val) [22][3183] top1_acc: 0.6895, top5_acc: 0.9191 +2025-06-23 23:48:04,674 - pyskl - INFO - Epoch [23][100/3940] lr: 2.369e-02, eta: 2 days, 16:13:20, time: 0.699, data_time: 0.244, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9425, loss_cls: 4.0662, loss: 4.0662 +2025-06-23 23:48:50,152 - pyskl - INFO - Epoch [23][200/3940] lr: 2.369e-02, eta: 2 days, 16:12:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9563, loss_cls: 4.0396, loss: 4.0396 +2025-06-23 23:49:35,653 - pyskl - INFO - Epoch [23][300/3940] lr: 2.369e-02, eta: 2 days, 16:11:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 3.9336, loss: 3.9336 +2025-06-23 23:50:21,217 - pyskl - INFO - Epoch [23][400/3940] lr: 2.368e-02, eta: 2 days, 16:10:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 4.0511, loss: 4.0511 +2025-06-23 23:51:06,747 - pyskl - INFO - Epoch [23][500/3940] lr: 2.368e-02, eta: 2 days, 16:10:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9544, loss_cls: 4.0350, loss: 4.0350 +2025-06-23 23:51:52,381 - pyskl - INFO - Epoch [23][600/3940] lr: 2.368e-02, eta: 2 days, 16:09:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9506, loss_cls: 4.0310, loss: 4.0310 +2025-06-23 23:52:37,949 - pyskl - INFO - Epoch [23][700/3940] lr: 2.368e-02, eta: 2 days, 16:08:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9487, loss_cls: 4.1534, loss: 4.1534 +2025-06-23 23:53:23,542 - pyskl - INFO - Epoch [23][800/3940] lr: 2.367e-02, eta: 2 days, 16:07:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9487, loss_cls: 3.9847, loss: 3.9847 +2025-06-23 23:54:09,171 - pyskl - INFO - Epoch [23][900/3940] lr: 2.367e-02, eta: 2 days, 16:07:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9563, loss_cls: 4.0384, loss: 4.0384 +2025-06-23 23:54:54,705 - pyskl - INFO - Epoch [23][1000/3940] lr: 2.367e-02, eta: 2 days, 16:06:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9475, loss_cls: 4.1734, loss: 4.1734 +2025-06-23 23:55:40,168 - pyskl - INFO - Epoch [23][1100/3940] lr: 2.366e-02, eta: 2 days, 16:05:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9481, loss_cls: 3.9243, loss: 3.9243 +2025-06-23 23:56:25,730 - pyskl - INFO - Epoch [23][1200/3940] lr: 2.366e-02, eta: 2 days, 16:04:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9587, loss_cls: 4.0191, loss: 4.0191 +2025-06-23 23:57:11,302 - pyskl - INFO - Epoch [23][1300/3940] lr: 2.366e-02, eta: 2 days, 16:03:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9606, loss_cls: 3.8301, loss: 3.8301 +2025-06-23 23:57:56,854 - pyskl - INFO - Epoch [23][1400/3940] lr: 2.365e-02, eta: 2 days, 16:03:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9575, loss_cls: 4.0568, loss: 4.0568 +2025-06-23 23:58:42,573 - pyskl - INFO - Epoch [23][1500/3940] lr: 2.365e-02, eta: 2 days, 16:02:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9494, loss_cls: 3.9609, loss: 3.9609 +2025-06-23 23:59:28,178 - pyskl - INFO - Epoch [23][1600/3940] lr: 2.365e-02, eta: 2 days, 16:01:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9444, loss_cls: 3.9961, loss: 3.9961 +2025-06-24 00:00:13,790 - pyskl - INFO - Epoch [23][1700/3940] lr: 2.365e-02, eta: 2 days, 16:00:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9463, loss_cls: 4.1585, loss: 4.1585 +2025-06-24 00:00:59,550 - pyskl - INFO - Epoch [23][1800/3940] lr: 2.364e-02, eta: 2 days, 15:59:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9537, loss_cls: 4.0141, loss: 4.0141 +2025-06-24 00:01:45,338 - pyskl - INFO - Epoch [23][1900/3940] lr: 2.364e-02, eta: 2 days, 15:59:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9463, loss_cls: 4.0731, loss: 4.0731 +2025-06-24 00:02:30,995 - pyskl - INFO - Epoch [23][2000/3940] lr: 2.364e-02, eta: 2 days, 15:58:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9406, loss_cls: 4.1162, loss: 4.1162 +2025-06-24 00:03:16,648 - pyskl - INFO - Epoch [23][2100/3940] lr: 2.363e-02, eta: 2 days, 15:57:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9481, loss_cls: 4.0471, loss: 4.0471 +2025-06-24 00:04:02,362 - pyskl - INFO - Epoch [23][2200/3940] lr: 2.363e-02, eta: 2 days, 15:56:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9469, loss_cls: 4.0688, loss: 4.0688 +2025-06-24 00:04:47,998 - pyskl - INFO - Epoch [23][2300/3940] lr: 2.363e-02, eta: 2 days, 15:56:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9475, loss_cls: 4.0133, loss: 4.0133 +2025-06-24 00:05:33,651 - pyskl - INFO - Epoch [23][2400/3940] lr: 2.362e-02, eta: 2 days, 15:55:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9469, loss_cls: 3.9861, loss: 3.9861 +2025-06-24 00:06:19,258 - pyskl - INFO - Epoch [23][2500/3940] lr: 2.362e-02, eta: 2 days, 15:54:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9481, loss_cls: 4.0964, loss: 4.0964 +2025-06-24 00:07:04,831 - pyskl - INFO - Epoch [23][2600/3940] lr: 2.362e-02, eta: 2 days, 15:53:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9563, loss_cls: 4.0708, loss: 4.0708 +2025-06-24 00:07:50,324 - pyskl - INFO - Epoch [23][2700/3940] lr: 2.362e-02, eta: 2 days, 15:52:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9494, loss_cls: 4.0548, loss: 4.0548 +2025-06-24 00:08:35,921 - pyskl - INFO - Epoch [23][2800/3940] lr: 2.361e-02, eta: 2 days, 15:52:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9487, loss_cls: 3.9881, loss: 3.9881 +2025-06-24 00:09:21,489 - pyskl - INFO - Epoch [23][2900/3940] lr: 2.361e-02, eta: 2 days, 15:51:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9475, loss_cls: 4.0484, loss: 4.0484 +2025-06-24 00:10:07,073 - pyskl - INFO - Epoch [23][3000/3940] lr: 2.361e-02, eta: 2 days, 15:50:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9381, loss_cls: 4.1689, loss: 4.1689 +2025-06-24 00:10:52,630 - pyskl - INFO - Epoch [23][3100/3940] lr: 2.360e-02, eta: 2 days, 15:49:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9494, loss_cls: 4.0094, loss: 4.0094 +2025-06-24 00:11:38,181 - pyskl - INFO - Epoch [23][3200/3940] lr: 2.360e-02, eta: 2 days, 15:48:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9413, loss_cls: 4.1429, loss: 4.1429 +2025-06-24 00:12:23,729 - pyskl - INFO - Epoch [23][3300/3940] lr: 2.360e-02, eta: 2 days, 15:48:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9444, loss_cls: 4.0816, loss: 4.0816 +2025-06-24 00:13:09,263 - pyskl - INFO - Epoch [23][3400/3940] lr: 2.359e-02, eta: 2 days, 15:47:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9519, loss_cls: 4.0102, loss: 4.0102 +2025-06-24 00:13:54,841 - pyskl - INFO - Epoch [23][3500/3940] lr: 2.359e-02, eta: 2 days, 15:46:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9487, loss_cls: 4.0637, loss: 4.0637 +2025-06-24 00:14:40,419 - pyskl - INFO - Epoch [23][3600/3940] lr: 2.359e-02, eta: 2 days, 15:45:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9469, loss_cls: 4.1969, loss: 4.1969 +2025-06-24 00:15:26,009 - pyskl - INFO - Epoch [23][3700/3940] lr: 2.358e-02, eta: 2 days, 15:44:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 4.1083, loss: 4.1083 +2025-06-24 00:16:11,745 - pyskl - INFO - Epoch [23][3800/3940] lr: 2.358e-02, eta: 2 days, 15:44:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9400, loss_cls: 4.0394, loss: 4.0394 +2025-06-24 00:16:57,422 - pyskl - INFO - Epoch [23][3900/3940] lr: 2.358e-02, eta: 2 days, 15:43:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9550, loss_cls: 4.0610, loss: 4.0610 +2025-06-24 00:17:16,135 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-06-24 00:20:49,361 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 00:20:49,836 - pyskl - INFO - +top1_acc 0.7070 +top5_acc 0.9366 +2025-06-24 00:20:49,855 - pyskl - INFO - Epoch(val) [23][3183] top1_acc: 0.7070, top5_acc: 0.9366 +2025-06-24 00:22:00,170 - pyskl - INFO - Epoch [24][100/3940] lr: 2.357e-02, eta: 2 days, 15:42:53, time: 0.703, data_time: 0.245, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9525, loss_cls: 4.0178, loss: 4.0178 +2025-06-24 00:22:46,038 - pyskl - INFO - Epoch [24][200/3940] lr: 2.357e-02, eta: 2 days, 15:42:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9550, loss_cls: 3.9476, loss: 3.9476 +2025-06-24 00:23:31,750 - pyskl - INFO - Epoch [24][300/3940] lr: 2.357e-02, eta: 2 days, 15:41:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9456, loss_cls: 4.0127, loss: 4.0127 +2025-06-24 00:24:17,397 - pyskl - INFO - Epoch [24][400/3940] lr: 2.357e-02, eta: 2 days, 15:40:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 3.9028, loss: 3.9028 +2025-06-24 00:25:03,131 - pyskl - INFO - Epoch [24][500/3940] lr: 2.356e-02, eta: 2 days, 15:39:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9537, loss_cls: 3.9987, loss: 3.9987 +2025-06-24 00:25:48,847 - pyskl - INFO - Epoch [24][600/3940] lr: 2.356e-02, eta: 2 days, 15:39:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9506, loss_cls: 3.9786, loss: 3.9786 +2025-06-24 00:26:34,412 - pyskl - INFO - Epoch [24][700/3940] lr: 2.356e-02, eta: 2 days, 15:38:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9463, loss_cls: 4.0472, loss: 4.0472 +2025-06-24 00:27:19,953 - pyskl - INFO - Epoch [24][800/3940] lr: 2.355e-02, eta: 2 days, 15:37:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9544, loss_cls: 4.0608, loss: 4.0608 +2025-06-24 00:28:05,596 - pyskl - INFO - Epoch [24][900/3940] lr: 2.355e-02, eta: 2 days, 15:36:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9431, loss_cls: 4.0408, loss: 4.0408 +2025-06-24 00:28:51,155 - pyskl - INFO - Epoch [24][1000/3940] lr: 2.355e-02, eta: 2 days, 15:35:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9431, loss_cls: 4.1313, loss: 4.1313 +2025-06-24 00:29:36,777 - pyskl - INFO - Epoch [24][1100/3940] lr: 2.354e-02, eta: 2 days, 15:35:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9519, loss_cls: 4.0114, loss: 4.0114 +2025-06-24 00:30:22,303 - pyskl - INFO - Epoch [24][1200/3940] lr: 2.354e-02, eta: 2 days, 15:34:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9500, loss_cls: 3.9813, loss: 3.9813 +2025-06-24 00:31:07,860 - pyskl - INFO - Epoch [24][1300/3940] lr: 2.354e-02, eta: 2 days, 15:33:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9581, loss_cls: 3.9203, loss: 3.9203 +2025-06-24 00:31:53,556 - pyskl - INFO - Epoch [24][1400/3940] lr: 2.353e-02, eta: 2 days, 15:32:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 3.8655, loss: 3.8655 +2025-06-24 00:32:39,091 - pyskl - INFO - Epoch [24][1500/3940] lr: 2.353e-02, eta: 2 days, 15:31:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9437, loss_cls: 4.1627, loss: 4.1627 +2025-06-24 00:33:24,784 - pyskl - INFO - Epoch [24][1600/3940] lr: 2.353e-02, eta: 2 days, 15:31:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9531, loss_cls: 3.9952, loss: 3.9952 +2025-06-24 00:34:10,378 - pyskl - INFO - Epoch [24][1700/3940] lr: 2.352e-02, eta: 2 days, 15:30:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9569, loss_cls: 4.0371, loss: 4.0371 +2025-06-24 00:34:56,242 - pyskl - INFO - Epoch [24][1800/3940] lr: 2.352e-02, eta: 2 days, 15:29:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9481, loss_cls: 3.9744, loss: 3.9744 +2025-06-24 00:35:41,921 - pyskl - INFO - Epoch [24][1900/3940] lr: 2.352e-02, eta: 2 days, 15:28:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9525, loss_cls: 4.0390, loss: 4.0390 +2025-06-24 00:36:27,704 - pyskl - INFO - Epoch [24][2000/3940] lr: 2.352e-02, eta: 2 days, 15:28:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9437, loss_cls: 4.0755, loss: 4.0755 +2025-06-24 00:37:13,345 - pyskl - INFO - Epoch [24][2100/3940] lr: 2.351e-02, eta: 2 days, 15:27:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9525, loss_cls: 4.1193, loss: 4.1193 +2025-06-24 00:37:59,030 - pyskl - INFO - Epoch [24][2200/3940] lr: 2.351e-02, eta: 2 days, 15:26:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9456, loss_cls: 4.0821, loss: 4.0821 +2025-06-24 00:38:44,568 - pyskl - INFO - Epoch [24][2300/3940] lr: 2.351e-02, eta: 2 days, 15:25:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9444, loss_cls: 4.0265, loss: 4.0265 +2025-06-24 00:39:30,200 - pyskl - INFO - Epoch [24][2400/3940] lr: 2.350e-02, eta: 2 days, 15:24:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9481, loss_cls: 3.9558, loss: 3.9558 +2025-06-24 00:40:15,806 - pyskl - INFO - Epoch [24][2500/3940] lr: 2.350e-02, eta: 2 days, 15:24:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 3.9512, loss: 3.9512 +2025-06-24 00:41:01,533 - pyskl - INFO - Epoch [24][2600/3940] lr: 2.350e-02, eta: 2 days, 15:23:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9525, loss_cls: 4.0254, loss: 4.0254 +2025-06-24 00:41:47,160 - pyskl - INFO - Epoch [24][2700/3940] lr: 2.349e-02, eta: 2 days, 15:22:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9456, loss_cls: 4.0830, loss: 4.0830 +2025-06-24 00:42:32,856 - pyskl - INFO - Epoch [24][2800/3940] lr: 2.349e-02, eta: 2 days, 15:21:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9475, loss_cls: 4.0100, loss: 4.0100 +2025-06-24 00:43:18,527 - pyskl - INFO - Epoch [24][2900/3940] lr: 2.349e-02, eta: 2 days, 15:21:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9450, loss_cls: 4.0222, loss: 4.0222 +2025-06-24 00:44:04,123 - pyskl - INFO - Epoch [24][3000/3940] lr: 2.348e-02, eta: 2 days, 15:20:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9519, loss_cls: 3.9578, loss: 3.9578 +2025-06-24 00:44:49,736 - pyskl - INFO - Epoch [24][3100/3940] lr: 2.348e-02, eta: 2 days, 15:19:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9500, loss_cls: 3.9761, loss: 3.9761 +2025-06-24 00:45:35,417 - pyskl - INFO - Epoch [24][3200/3940] lr: 2.348e-02, eta: 2 days, 15:18:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9437, loss_cls: 4.0454, loss: 4.0454 +2025-06-24 00:46:21,091 - pyskl - INFO - Epoch [24][3300/3940] lr: 2.347e-02, eta: 2 days, 15:17:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9600, loss_cls: 3.9006, loss: 3.9006 +2025-06-24 00:47:06,758 - pyskl - INFO - Epoch [24][3400/3940] lr: 2.347e-02, eta: 2 days, 15:17:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9406, loss_cls: 4.1927, loss: 4.1927 +2025-06-24 00:47:52,404 - pyskl - INFO - Epoch [24][3500/3940] lr: 2.347e-02, eta: 2 days, 15:16:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9456, loss_cls: 4.0459, loss: 4.0459 +2025-06-24 00:48:38,078 - pyskl - INFO - Epoch [24][3600/3940] lr: 2.346e-02, eta: 2 days, 15:15:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9487, loss_cls: 4.1269, loss: 4.1269 +2025-06-24 00:49:23,749 - pyskl - INFO - Epoch [24][3700/3940] lr: 2.346e-02, eta: 2 days, 15:14:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9419, loss_cls: 4.1103, loss: 4.1103 +2025-06-24 00:50:09,473 - pyskl - INFO - Epoch [24][3800/3940] lr: 2.346e-02, eta: 2 days, 15:13:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9400, loss_cls: 4.1574, loss: 4.1574 +2025-06-24 00:50:55,214 - pyskl - INFO - Epoch [24][3900/3940] lr: 2.346e-02, eta: 2 days, 15:13:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9475, loss_cls: 4.0288, loss: 4.0288 +2025-06-24 00:51:13,821 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-06-24 00:54:46,824 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 00:54:47,303 - pyskl - INFO - +top1_acc 0.6969 +top5_acc 0.9285 +2025-06-24 00:54:47,323 - pyskl - INFO - Epoch(val) [24][3183] top1_acc: 0.6969, top5_acc: 0.9285 +2025-06-24 00:55:56,992 - pyskl - INFO - Epoch [25][100/3940] lr: 2.345e-02, eta: 2 days, 15:12:38, time: 0.697, data_time: 0.241, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9550, loss_cls: 3.8895, loss: 3.8895 +2025-06-24 00:56:42,443 - pyskl - INFO - Epoch [25][200/3940] lr: 2.345e-02, eta: 2 days, 15:11:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9450, loss_cls: 3.9942, loss: 3.9942 +2025-06-24 00:57:27,987 - pyskl - INFO - Epoch [25][300/3940] lr: 2.344e-02, eta: 2 days, 15:11:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 3.9338, loss: 3.9338 +2025-06-24 00:58:13,643 - pyskl - INFO - Epoch [25][400/3940] lr: 2.344e-02, eta: 2 days, 15:10:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9475, loss_cls: 4.0763, loss: 4.0763 +2025-06-24 00:58:59,300 - pyskl - INFO - Epoch [25][500/3940] lr: 2.344e-02, eta: 2 days, 15:09:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9475, loss_cls: 4.0785, loss: 4.0785 +2025-06-24 00:59:44,862 - pyskl - INFO - Epoch [25][600/3940] lr: 2.343e-02, eta: 2 days, 15:08:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9563, loss_cls: 3.8810, loss: 3.8810 +2025-06-24 01:00:30,443 - pyskl - INFO - Epoch [25][700/3940] lr: 2.343e-02, eta: 2 days, 15:07:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9456, loss_cls: 4.0169, loss: 4.0169 +2025-06-24 01:01:16,193 - pyskl - INFO - Epoch [25][800/3940] lr: 2.343e-02, eta: 2 days, 15:07:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 3.9900, loss: 3.9900 +2025-06-24 01:02:01,866 - pyskl - INFO - Epoch [25][900/3940] lr: 2.342e-02, eta: 2 days, 15:06:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9550, loss_cls: 3.9874, loss: 3.9874 +2025-06-24 01:02:47,375 - pyskl - INFO - Epoch [25][1000/3940] lr: 2.342e-02, eta: 2 days, 15:05:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9450, loss_cls: 3.9802, loss: 3.9802 +2025-06-24 01:03:32,950 - pyskl - INFO - Epoch [25][1100/3940] lr: 2.342e-02, eta: 2 days, 15:04:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 3.8886, loss: 3.8886 +2025-06-24 01:04:18,748 - pyskl - INFO - Epoch [25][1200/3940] lr: 2.342e-02, eta: 2 days, 15:04:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9506, loss_cls: 3.8979, loss: 3.8979 +2025-06-24 01:05:04,576 - pyskl - INFO - Epoch [25][1300/3940] lr: 2.341e-02, eta: 2 days, 15:03:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9494, loss_cls: 4.0098, loss: 4.0098 +2025-06-24 01:05:50,396 - pyskl - INFO - Epoch [25][1400/3940] lr: 2.341e-02, eta: 2 days, 15:02:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9513, loss_cls: 3.9339, loss: 3.9339 +2025-06-24 01:06:36,185 - pyskl - INFO - Epoch [25][1500/3940] lr: 2.341e-02, eta: 2 days, 15:01:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9456, loss_cls: 4.1087, loss: 4.1087 +2025-06-24 01:07:21,817 - pyskl - INFO - Epoch [25][1600/3940] lr: 2.340e-02, eta: 2 days, 15:00:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 3.9190, loss: 3.9190 +2025-06-24 01:08:07,369 - pyskl - INFO - Epoch [25][1700/3940] lr: 2.340e-02, eta: 2 days, 15:00:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9544, loss_cls: 3.9522, loss: 3.9522 +2025-06-24 01:08:52,960 - pyskl - INFO - Epoch [25][1800/3940] lr: 2.340e-02, eta: 2 days, 14:59:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9494, loss_cls: 4.0515, loss: 4.0515 +2025-06-24 01:09:38,590 - pyskl - INFO - Epoch [25][1900/3940] lr: 2.339e-02, eta: 2 days, 14:58:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9406, loss_cls: 3.9422, loss: 3.9422 +2025-06-24 01:10:24,121 - pyskl - INFO - Epoch [25][2000/3940] lr: 2.339e-02, eta: 2 days, 14:57:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9506, loss_cls: 3.8550, loss: 3.8550 +2025-06-24 01:11:09,523 - pyskl - INFO - Epoch [25][2100/3940] lr: 2.339e-02, eta: 2 days, 14:56:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9563, loss_cls: 3.9529, loss: 3.9529 +2025-06-24 01:11:54,980 - pyskl - INFO - Epoch [25][2200/3940] lr: 2.338e-02, eta: 2 days, 14:56:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9375, loss_cls: 4.1358, loss: 4.1358 +2025-06-24 01:12:40,277 - pyskl - INFO - Epoch [25][2300/3940] lr: 2.338e-02, eta: 2 days, 14:55:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9500, loss_cls: 3.9924, loss: 3.9924 +2025-06-24 01:13:25,880 - pyskl - INFO - Epoch [25][2400/3940] lr: 2.338e-02, eta: 2 days, 14:54:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9506, loss_cls: 3.9361, loss: 3.9361 +2025-06-24 01:14:11,496 - pyskl - INFO - Epoch [25][2500/3940] lr: 2.337e-02, eta: 2 days, 14:53:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9537, loss_cls: 4.0134, loss: 4.0134 +2025-06-24 01:14:57,035 - pyskl - INFO - Epoch [25][2600/3940] lr: 2.337e-02, eta: 2 days, 14:53:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9494, loss_cls: 3.9943, loss: 3.9943 +2025-06-24 01:15:42,462 - pyskl - INFO - Epoch [25][2700/3940] lr: 2.337e-02, eta: 2 days, 14:52:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9513, loss_cls: 3.9465, loss: 3.9465 +2025-06-24 01:16:27,934 - pyskl - INFO - Epoch [25][2800/3940] lr: 2.336e-02, eta: 2 days, 14:51:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9456, loss_cls: 4.0547, loss: 4.0547 +2025-06-24 01:17:13,372 - pyskl - INFO - Epoch [25][2900/3940] lr: 2.336e-02, eta: 2 days, 14:50:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9463, loss_cls: 3.9990, loss: 3.9990 +2025-06-24 01:17:58,945 - pyskl - INFO - Epoch [25][3000/3940] lr: 2.336e-02, eta: 2 days, 14:49:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9494, loss_cls: 3.9557, loss: 3.9557 +2025-06-24 01:18:44,461 - pyskl - INFO - Epoch [25][3100/3940] lr: 2.335e-02, eta: 2 days, 14:49:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 3.9456, loss: 3.9456 +2025-06-24 01:19:29,898 - pyskl - INFO - Epoch [25][3200/3940] lr: 2.335e-02, eta: 2 days, 14:48:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9450, loss_cls: 4.0567, loss: 4.0567 +2025-06-24 01:20:15,527 - pyskl - INFO - Epoch [25][3300/3940] lr: 2.335e-02, eta: 2 days, 14:47:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9425, loss_cls: 4.1215, loss: 4.1215 +2025-06-24 01:21:01,103 - pyskl - INFO - Epoch [25][3400/3940] lr: 2.334e-02, eta: 2 days, 14:46:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9475, loss_cls: 4.0439, loss: 4.0439 +2025-06-24 01:21:46,898 - pyskl - INFO - Epoch [25][3500/3940] lr: 2.334e-02, eta: 2 days, 14:45:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9456, loss_cls: 4.0996, loss: 4.0996 +2025-06-24 01:22:32,423 - pyskl - INFO - Epoch [25][3600/3940] lr: 2.334e-02, eta: 2 days, 14:45:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9369, loss_cls: 4.0897, loss: 4.0897 +2025-06-24 01:23:18,231 - pyskl - INFO - Epoch [25][3700/3940] lr: 2.333e-02, eta: 2 days, 14:44:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9487, loss_cls: 3.9894, loss: 3.9894 +2025-06-24 01:24:03,950 - pyskl - INFO - Epoch [25][3800/3940] lr: 2.333e-02, eta: 2 days, 14:43:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9550, loss_cls: 3.9142, loss: 3.9142 +2025-06-24 01:24:49,528 - pyskl - INFO - Epoch [25][3900/3940] lr: 2.333e-02, eta: 2 days, 14:42:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 4.0446, loss: 4.0446 +2025-06-24 01:25:08,152 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-06-24 01:43:49,205 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 01:43:49,682 - pyskl - INFO - +top1_acc 0.6691 +top5_acc 0.9052 +2025-06-24 01:43:49,703 - pyskl - INFO - Epoch(val) [25][3183] top1_acc: 0.6691, top5_acc: 0.9052 +2025-06-24 01:44:59,674 - pyskl - INFO - Epoch [26][100/3940] lr: 2.332e-02, eta: 2 days, 14:42:12, time: 0.700, data_time: 0.241, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 3.9632, loss: 3.9632 +2025-06-24 01:45:45,390 - pyskl - INFO - Epoch [26][200/3940] lr: 2.332e-02, eta: 2 days, 14:41:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9600, loss_cls: 3.8488, loss: 3.8488 +2025-06-24 01:46:31,061 - pyskl - INFO - Epoch [26][300/3940] lr: 2.332e-02, eta: 2 days, 14:40:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9500, loss_cls: 4.0576, loss: 4.0576 +2025-06-24 01:47:16,799 - pyskl - INFO - Epoch [26][400/3940] lr: 2.331e-02, eta: 2 days, 14:39:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9450, loss_cls: 3.9551, loss: 3.9551 +2025-06-24 01:48:02,501 - pyskl - INFO - Epoch [26][500/3940] lr: 2.331e-02, eta: 2 days, 14:39:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9556, loss_cls: 3.8617, loss: 3.8617 +2025-06-24 01:48:48,249 - pyskl - INFO - Epoch [26][600/3940] lr: 2.331e-02, eta: 2 days, 14:38:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9525, loss_cls: 3.8681, loss: 3.8681 +2025-06-24 01:49:33,922 - pyskl - INFO - Epoch [26][700/3940] lr: 2.330e-02, eta: 2 days, 14:37:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9437, loss_cls: 3.9982, loss: 3.9982 +2025-06-24 01:50:19,583 - pyskl - INFO - Epoch [26][800/3940] lr: 2.330e-02, eta: 2 days, 14:36:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9506, loss_cls: 3.8764, loss: 3.8764 +2025-06-24 01:51:05,407 - pyskl - INFO - Epoch [26][900/3940] lr: 2.330e-02, eta: 2 days, 14:36:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9519, loss_cls: 3.9004, loss: 3.9004 +2025-06-24 01:51:51,025 - pyskl - INFO - Epoch [26][1000/3940] lr: 2.329e-02, eta: 2 days, 14:35:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9394, loss_cls: 4.1122, loss: 4.1122 +2025-06-24 01:52:36,555 - pyskl - INFO - Epoch [26][1100/3940] lr: 2.329e-02, eta: 2 days, 14:34:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9487, loss_cls: 4.1076, loss: 4.1076 +2025-06-24 01:53:22,165 - pyskl - INFO - Epoch [26][1200/3940] lr: 2.329e-02, eta: 2 days, 14:33:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9563, loss_cls: 3.9230, loss: 3.9230 +2025-06-24 01:54:07,755 - pyskl - INFO - Epoch [26][1300/3940] lr: 2.328e-02, eta: 2 days, 14:32:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9463, loss_cls: 3.9642, loss: 3.9642 +2025-06-24 01:54:53,453 - pyskl - INFO - Epoch [26][1400/3940] lr: 2.328e-02, eta: 2 days, 14:32:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 3.8973, loss: 3.8973 +2025-06-24 01:55:39,075 - pyskl - INFO - Epoch [26][1500/3940] lr: 2.328e-02, eta: 2 days, 14:31:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9513, loss_cls: 3.9175, loss: 3.9175 +2025-06-24 01:56:24,795 - pyskl - INFO - Epoch [26][1600/3940] lr: 2.327e-02, eta: 2 days, 14:30:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9519, loss_cls: 3.9542, loss: 3.9542 +2025-06-24 01:57:10,550 - pyskl - INFO - Epoch [26][1700/3940] lr: 2.327e-02, eta: 2 days, 14:29:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9581, loss_cls: 3.9888, loss: 3.9888 +2025-06-24 01:57:56,217 - pyskl - INFO - Epoch [26][1800/3940] lr: 2.327e-02, eta: 2 days, 14:28:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 3.9302, loss: 3.9302 +2025-06-24 01:58:41,910 - pyskl - INFO - Epoch [26][1900/3940] lr: 2.326e-02, eta: 2 days, 14:28:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9463, loss_cls: 3.9654, loss: 3.9654 +2025-06-24 01:59:27,471 - pyskl - INFO - Epoch [26][2000/3940] lr: 2.326e-02, eta: 2 days, 14:27:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9487, loss_cls: 4.0150, loss: 4.0150 +2025-06-24 02:00:13,058 - pyskl - INFO - Epoch [26][2100/3940] lr: 2.325e-02, eta: 2 days, 14:26:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9444, loss_cls: 4.0410, loss: 4.0410 +2025-06-24 02:00:58,625 - pyskl - INFO - Epoch [26][2200/3940] lr: 2.325e-02, eta: 2 days, 14:25:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9456, loss_cls: 4.1212, loss: 4.1212 +2025-06-24 02:01:44,152 - pyskl - INFO - Epoch [26][2300/3940] lr: 2.325e-02, eta: 2 days, 14:25:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9444, loss_cls: 4.0741, loss: 4.0741 +2025-06-24 02:02:29,687 - pyskl - INFO - Epoch [26][2400/3940] lr: 2.324e-02, eta: 2 days, 14:24:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9519, loss_cls: 3.9947, loss: 3.9947 +2025-06-24 02:03:15,251 - pyskl - INFO - Epoch [26][2500/3940] lr: 2.324e-02, eta: 2 days, 14:23:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9531, loss_cls: 3.9578, loss: 3.9578 +2025-06-24 02:04:00,775 - pyskl - INFO - Epoch [26][2600/3940] lr: 2.324e-02, eta: 2 days, 14:22:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9437, loss_cls: 4.0589, loss: 4.0589 +2025-06-24 02:04:46,342 - pyskl - INFO - Epoch [26][2700/3940] lr: 2.323e-02, eta: 2 days, 14:21:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 4.0178, loss: 4.0178 +2025-06-24 02:05:31,873 - pyskl - INFO - Epoch [26][2800/3940] lr: 2.323e-02, eta: 2 days, 14:21:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9406, loss_cls: 4.1165, loss: 4.1165 +2025-06-24 02:06:17,426 - pyskl - INFO - Epoch [26][2900/3940] lr: 2.323e-02, eta: 2 days, 14:20:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9550, loss_cls: 3.9148, loss: 3.9148 +2025-06-24 02:07:03,034 - pyskl - INFO - Epoch [26][3000/3940] lr: 2.322e-02, eta: 2 days, 14:19:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9513, loss_cls: 4.0666, loss: 4.0666 +2025-06-24 02:07:48,597 - pyskl - INFO - Epoch [26][3100/3940] lr: 2.322e-02, eta: 2 days, 14:18:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9494, loss_cls: 3.9623, loss: 3.9623 +2025-06-24 02:08:34,130 - pyskl - INFO - Epoch [26][3200/3940] lr: 2.322e-02, eta: 2 days, 14:17:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9506, loss_cls: 3.9508, loss: 3.9508 +2025-06-24 02:09:19,833 - pyskl - INFO - Epoch [26][3300/3940] lr: 2.321e-02, eta: 2 days, 14:17:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9519, loss_cls: 3.8798, loss: 3.8798 +2025-06-24 02:10:05,444 - pyskl - INFO - Epoch [26][3400/3940] lr: 2.321e-02, eta: 2 days, 14:16:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9463, loss_cls: 3.9754, loss: 3.9754 +2025-06-24 02:10:50,968 - pyskl - INFO - Epoch [26][3500/3940] lr: 2.321e-02, eta: 2 days, 14:15:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9431, loss_cls: 4.0279, loss: 4.0279 +2025-06-24 02:11:36,543 - pyskl - INFO - Epoch [26][3600/3940] lr: 2.320e-02, eta: 2 days, 14:14:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9437, loss_cls: 4.1552, loss: 4.1552 +2025-06-24 02:12:22,099 - pyskl - INFO - Epoch [26][3700/3940] lr: 2.320e-02, eta: 2 days, 14:14:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9519, loss_cls: 3.8957, loss: 3.8957 +2025-06-24 02:13:07,633 - pyskl - INFO - Epoch [26][3800/3940] lr: 2.320e-02, eta: 2 days, 14:13:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9487, loss_cls: 3.9587, loss: 3.9587 +2025-06-24 02:13:53,213 - pyskl - INFO - Epoch [26][3900/3940] lr: 2.319e-02, eta: 2 days, 14:12:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9463, loss_cls: 3.9506, loss: 3.9506 +2025-06-24 02:14:11,725 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-06-24 02:17:45,286 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 02:17:45,764 - pyskl - INFO - +top1_acc 0.6631 +top5_acc 0.9133 +2025-06-24 02:17:45,786 - pyskl - INFO - Epoch(val) [26][3183] top1_acc: 0.6631, top5_acc: 0.9133 +2025-06-24 02:18:55,801 - pyskl - INFO - Epoch [27][100/3940] lr: 2.319e-02, eta: 2 days, 14:11:53, time: 0.700, data_time: 0.243, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9481, loss_cls: 4.0397, loss: 4.0397 +2025-06-24 02:19:41,454 - pyskl - INFO - Epoch [27][200/3940] lr: 2.319e-02, eta: 2 days, 14:11:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9556, loss_cls: 4.0044, loss: 4.0044 +2025-06-24 02:20:26,997 - pyskl - INFO - Epoch [27][300/3940] lr: 2.318e-02, eta: 2 days, 14:10:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9525, loss_cls: 4.0179, loss: 4.0179 +2025-06-24 02:21:12,570 - pyskl - INFO - Epoch [27][400/3940] lr: 2.318e-02, eta: 2 days, 14:09:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 3.9544, loss: 3.9544 +2025-06-24 02:21:58,160 - pyskl - INFO - Epoch [27][500/3940] lr: 2.317e-02, eta: 2 days, 14:08:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9500, loss_cls: 3.8803, loss: 3.8803 +2025-06-24 02:22:43,745 - pyskl - INFO - Epoch [27][600/3940] lr: 2.317e-02, eta: 2 days, 14:07:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 3.9168, loss: 3.9168 +2025-06-24 02:23:29,277 - pyskl - INFO - Epoch [27][700/3940] lr: 2.317e-02, eta: 2 days, 14:07:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9537, loss_cls: 3.7535, loss: 3.7535 +2025-06-24 02:24:14,879 - pyskl - INFO - Epoch [27][800/3940] lr: 2.316e-02, eta: 2 days, 14:06:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9563, loss_cls: 3.9452, loss: 3.9452 +2025-06-24 02:25:00,400 - pyskl - INFO - Epoch [27][900/3940] lr: 2.316e-02, eta: 2 days, 14:05:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9519, loss_cls: 3.9988, loss: 3.9988 +2025-06-24 02:25:45,955 - pyskl - INFO - Epoch [27][1000/3940] lr: 2.316e-02, eta: 2 days, 14:04:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9531, loss_cls: 3.9954, loss: 3.9954 +2025-06-24 02:26:31,715 - pyskl - INFO - Epoch [27][1100/3940] lr: 2.315e-02, eta: 2 days, 14:04:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9581, loss_cls: 3.9602, loss: 3.9602 +2025-06-24 02:27:17,451 - pyskl - INFO - Epoch [27][1200/3940] lr: 2.315e-02, eta: 2 days, 14:03:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 3.8799, loss: 3.8799 +2025-06-24 02:28:03,167 - pyskl - INFO - Epoch [27][1300/3940] lr: 2.315e-02, eta: 2 days, 14:02:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9494, loss_cls: 3.9481, loss: 3.9481 +2025-06-24 02:28:48,855 - pyskl - INFO - Epoch [27][1400/3940] lr: 2.314e-02, eta: 2 days, 14:01:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9594, loss_cls: 3.8716, loss: 3.8716 +2025-06-24 02:29:34,491 - pyskl - INFO - Epoch [27][1500/3940] lr: 2.314e-02, eta: 2 days, 14:00:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9531, loss_cls: 3.9773, loss: 3.9773 +2025-06-24 02:30:20,038 - pyskl - INFO - Epoch [27][1600/3940] lr: 2.314e-02, eta: 2 days, 14:00:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 3.9445, loss: 3.9445 +2025-06-24 02:31:05,593 - pyskl - INFO - Epoch [27][1700/3940] lr: 2.313e-02, eta: 2 days, 13:59:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9531, loss_cls: 3.9289, loss: 3.9289 +2025-06-24 02:31:51,218 - pyskl - INFO - Epoch [27][1800/3940] lr: 2.313e-02, eta: 2 days, 13:58:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9513, loss_cls: 3.8828, loss: 3.8828 +2025-06-24 02:32:36,753 - pyskl - INFO - Epoch [27][1900/3940] lr: 2.313e-02, eta: 2 days, 13:57:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 4.0483, loss: 4.0483 +2025-06-24 02:33:22,333 - pyskl - INFO - Epoch [27][2000/3940] lr: 2.312e-02, eta: 2 days, 13:57:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9537, loss_cls: 4.1001, loss: 4.1001 +2025-06-24 02:34:07,998 - pyskl - INFO - Epoch [27][2100/3940] lr: 2.312e-02, eta: 2 days, 13:56:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9531, loss_cls: 4.0433, loss: 4.0433 +2025-06-24 02:34:53,608 - pyskl - INFO - Epoch [27][2200/3940] lr: 2.312e-02, eta: 2 days, 13:55:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9513, loss_cls: 3.8853, loss: 3.8853 +2025-06-24 02:35:39,265 - pyskl - INFO - Epoch [27][2300/3940] lr: 2.311e-02, eta: 2 days, 13:54:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9469, loss_cls: 4.0034, loss: 4.0034 +2025-06-24 02:36:24,769 - pyskl - INFO - Epoch [27][2400/3940] lr: 2.311e-02, eta: 2 days, 13:53:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9537, loss_cls: 3.8342, loss: 3.8342 +2025-06-24 02:37:10,178 - pyskl - INFO - Epoch [27][2500/3940] lr: 2.311e-02, eta: 2 days, 13:53:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9513, loss_cls: 4.0551, loss: 4.0551 +2025-06-24 02:37:55,611 - pyskl - INFO - Epoch [27][2600/3940] lr: 2.310e-02, eta: 2 days, 13:52:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9506, loss_cls: 3.8927, loss: 3.8927 +2025-06-24 02:38:41,335 - pyskl - INFO - Epoch [27][2700/3940] lr: 2.310e-02, eta: 2 days, 13:51:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9506, loss_cls: 3.9578, loss: 3.9578 +2025-06-24 02:39:26,715 - pyskl - INFO - Epoch [27][2800/3940] lr: 2.309e-02, eta: 2 days, 13:50:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9525, loss_cls: 3.8449, loss: 3.8449 +2025-06-24 02:40:12,411 - pyskl - INFO - Epoch [27][2900/3940] lr: 2.309e-02, eta: 2 days, 13:49:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9425, loss_cls: 3.9174, loss: 3.9174 +2025-06-24 02:40:58,203 - pyskl - INFO - Epoch [27][3000/3940] lr: 2.309e-02, eta: 2 days, 13:49:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9475, loss_cls: 3.9342, loss: 3.9342 +2025-06-24 02:41:43,856 - pyskl - INFO - Epoch [27][3100/3940] lr: 2.308e-02, eta: 2 days, 13:48:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9525, loss_cls: 3.8941, loss: 3.8941 +2025-06-24 02:42:29,186 - pyskl - INFO - Epoch [27][3200/3940] lr: 2.308e-02, eta: 2 days, 13:47:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9556, loss_cls: 3.9190, loss: 3.9190 +2025-06-24 02:43:14,739 - pyskl - INFO - Epoch [27][3300/3940] lr: 2.308e-02, eta: 2 days, 13:46:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9487, loss_cls: 4.0857, loss: 4.0857 +2025-06-24 02:44:00,389 - pyskl - INFO - Epoch [27][3400/3940] lr: 2.307e-02, eta: 2 days, 13:46:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9494, loss_cls: 4.0720, loss: 4.0720 +2025-06-24 02:44:46,065 - pyskl - INFO - Epoch [27][3500/3940] lr: 2.307e-02, eta: 2 days, 13:45:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9469, loss_cls: 4.0716, loss: 4.0716 +2025-06-24 02:45:31,575 - pyskl - INFO - Epoch [27][3600/3940] lr: 2.307e-02, eta: 2 days, 13:44:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9381, loss_cls: 4.0113, loss: 4.0113 +2025-06-24 02:46:17,186 - pyskl - INFO - Epoch [27][3700/3940] lr: 2.306e-02, eta: 2 days, 13:43:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9450, loss_cls: 4.0144, loss: 4.0144 +2025-06-24 02:47:02,730 - pyskl - INFO - Epoch [27][3800/3940] lr: 2.306e-02, eta: 2 days, 13:42:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9419, loss_cls: 4.0786, loss: 4.0786 +2025-06-24 02:47:48,284 - pyskl - INFO - Epoch [27][3900/3940] lr: 2.306e-02, eta: 2 days, 13:42:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9519, loss_cls: 3.8796, loss: 3.8796 +2025-06-24 02:48:07,033 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-06-24 02:51:42,990 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 02:51:43,462 - pyskl - INFO - +top1_acc 0.7119 +top5_acc 0.9342 +2025-06-24 02:51:43,481 - pyskl - INFO - Epoch(val) [27][3183] top1_acc: 0.7119, top5_acc: 0.9342 +2025-06-24 02:52:53,201 - pyskl - INFO - Epoch [28][100/3940] lr: 2.305e-02, eta: 2 days, 13:41:29, time: 0.697, data_time: 0.241, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9544, loss_cls: 3.9151, loss: 3.9151 +2025-06-24 02:53:38,899 - pyskl - INFO - Epoch [28][200/3940] lr: 2.305e-02, eta: 2 days, 13:40:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9587, loss_cls: 3.8962, loss: 3.8962 +2025-06-24 02:54:24,518 - pyskl - INFO - Epoch [28][300/3940] lr: 2.304e-02, eta: 2 days, 13:39:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 3.9382, loss: 3.9382 +2025-06-24 02:55:10,047 - pyskl - INFO - Epoch [28][400/3940] lr: 2.304e-02, eta: 2 days, 13:39:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9575, loss_cls: 3.9347, loss: 3.9347 +2025-06-24 02:55:55,558 - pyskl - INFO - Epoch [28][500/3940] lr: 2.304e-02, eta: 2 days, 13:38:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9513, loss_cls: 4.0549, loss: 4.0549 +2025-06-24 02:56:41,041 - pyskl - INFO - Epoch [28][600/3940] lr: 2.303e-02, eta: 2 days, 13:37:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 3.8826, loss: 3.8826 +2025-06-24 02:57:26,555 - pyskl - INFO - Epoch [28][700/3940] lr: 2.303e-02, eta: 2 days, 13:36:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9550, loss_cls: 4.0352, loss: 4.0352 +2025-06-24 02:58:12,103 - pyskl - INFO - Epoch [28][800/3940] lr: 2.303e-02, eta: 2 days, 13:35:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9550, loss_cls: 3.7735, loss: 3.7735 +2025-06-24 02:58:57,665 - pyskl - INFO - Epoch [28][900/3940] lr: 2.302e-02, eta: 2 days, 13:35:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9500, loss_cls: 4.0882, loss: 4.0882 +2025-06-24 02:59:43,214 - pyskl - INFO - Epoch [28][1000/3940] lr: 2.302e-02, eta: 2 days, 13:34:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9575, loss_cls: 3.8455, loss: 3.8455 +2025-06-24 03:00:28,760 - pyskl - INFO - Epoch [28][1100/3940] lr: 2.301e-02, eta: 2 days, 13:33:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9500, loss_cls: 3.9310, loss: 3.9310 +2025-06-24 03:01:14,245 - pyskl - INFO - Epoch [28][1200/3940] lr: 2.301e-02, eta: 2 days, 13:32:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9513, loss_cls: 3.8849, loss: 3.8849 +2025-06-24 03:01:59,702 - pyskl - INFO - Epoch [28][1300/3940] lr: 2.301e-02, eta: 2 days, 13:32:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9475, loss_cls: 4.0902, loss: 4.0902 +2025-06-24 03:02:45,309 - pyskl - INFO - Epoch [28][1400/3940] lr: 2.300e-02, eta: 2 days, 13:31:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9475, loss_cls: 3.8621, loss: 3.8621 +2025-06-24 03:03:30,843 - pyskl - INFO - Epoch [28][1500/3940] lr: 2.300e-02, eta: 2 days, 13:30:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9575, loss_cls: 3.8911, loss: 3.8911 +2025-06-24 03:04:16,370 - pyskl - INFO - Epoch [28][1600/3940] lr: 2.300e-02, eta: 2 days, 13:29:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 3.8866, loss: 3.8866 +2025-06-24 03:05:01,918 - pyskl - INFO - Epoch [28][1700/3940] lr: 2.299e-02, eta: 2 days, 13:28:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9575, loss_cls: 3.9386, loss: 3.9386 +2025-06-24 03:05:47,502 - pyskl - INFO - Epoch [28][1800/3940] lr: 2.299e-02, eta: 2 days, 13:28:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9581, loss_cls: 3.9830, loss: 3.9830 +2025-06-24 03:06:33,011 - pyskl - INFO - Epoch [28][1900/3940] lr: 2.299e-02, eta: 2 days, 13:27:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9500, loss_cls: 3.8728, loss: 3.8728 +2025-06-24 03:07:18,513 - pyskl - INFO - Epoch [28][2000/3940] lr: 2.298e-02, eta: 2 days, 13:26:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9581, loss_cls: 3.9110, loss: 3.9110 +2025-06-24 03:08:03,926 - pyskl - INFO - Epoch [28][2100/3940] lr: 2.298e-02, eta: 2 days, 13:25:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 3.8956, loss: 3.8956 +2025-06-24 03:08:49,438 - pyskl - INFO - Epoch [28][2200/3940] lr: 2.298e-02, eta: 2 days, 13:24:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9444, loss_cls: 4.0338, loss: 4.0338 +2025-06-24 03:09:34,994 - pyskl - INFO - Epoch [28][2300/3940] lr: 2.297e-02, eta: 2 days, 13:24:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9537, loss_cls: 3.8860, loss: 3.8860 +2025-06-24 03:10:20,795 - pyskl - INFO - Epoch [28][2400/3940] lr: 2.297e-02, eta: 2 days, 13:23:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9487, loss_cls: 4.0209, loss: 4.0209 +2025-06-24 03:11:06,537 - pyskl - INFO - Epoch [28][2500/3940] lr: 2.296e-02, eta: 2 days, 13:22:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9669, loss_cls: 3.8294, loss: 3.8294 +2025-06-24 03:11:52,178 - pyskl - INFO - Epoch [28][2600/3940] lr: 2.296e-02, eta: 2 days, 13:21:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9513, loss_cls: 3.8390, loss: 3.8390 +2025-06-24 03:12:37,913 - pyskl - INFO - Epoch [28][2700/3940] lr: 2.296e-02, eta: 2 days, 13:21:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9456, loss_cls: 4.0597, loss: 4.0597 +2025-06-24 03:13:23,490 - pyskl - INFO - Epoch [28][2800/3940] lr: 2.295e-02, eta: 2 days, 13:20:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9563, loss_cls: 3.8841, loss: 3.8841 +2025-06-24 03:14:09,100 - pyskl - INFO - Epoch [28][2900/3940] lr: 2.295e-02, eta: 2 days, 13:19:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9531, loss_cls: 3.8646, loss: 3.8646 +2025-06-24 03:14:54,681 - pyskl - INFO - Epoch [28][3000/3940] lr: 2.295e-02, eta: 2 days, 13:18:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 3.8172, loss: 3.8172 +2025-06-24 03:15:40,261 - pyskl - INFO - Epoch [28][3100/3940] lr: 2.294e-02, eta: 2 days, 13:17:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9487, loss_cls: 3.9913, loss: 3.9913 +2025-06-24 03:16:25,857 - pyskl - INFO - Epoch [28][3200/3940] lr: 2.294e-02, eta: 2 days, 13:17:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9431, loss_cls: 4.0447, loss: 4.0447 +2025-06-24 03:17:11,382 - pyskl - INFO - Epoch [28][3300/3940] lr: 2.294e-02, eta: 2 days, 13:16:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9481, loss_cls: 3.9650, loss: 3.9650 +2025-06-24 03:17:56,901 - pyskl - INFO - Epoch [28][3400/3940] lr: 2.293e-02, eta: 2 days, 13:15:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9425, loss_cls: 4.0272, loss: 4.0272 +2025-06-24 03:18:42,438 - pyskl - INFO - Epoch [28][3500/3940] lr: 2.293e-02, eta: 2 days, 13:14:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9444, loss_cls: 4.0036, loss: 4.0036 +2025-06-24 03:19:28,011 - pyskl - INFO - Epoch [28][3600/3940] lr: 2.292e-02, eta: 2 days, 13:14:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9537, loss_cls: 4.0760, loss: 4.0760 +2025-06-24 03:20:13,546 - pyskl - INFO - Epoch [28][3700/3940] lr: 2.292e-02, eta: 2 days, 13:13:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9537, loss_cls: 3.8979, loss: 3.8979 +2025-06-24 03:20:59,399 - pyskl - INFO - Epoch [28][3800/3940] lr: 2.292e-02, eta: 2 days, 13:12:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 3.8933, loss: 3.8933 +2025-06-24 03:21:44,896 - pyskl - INFO - Epoch [28][3900/3940] lr: 2.291e-02, eta: 2 days, 13:11:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9463, loss_cls: 4.0717, loss: 4.0717 +2025-06-24 03:22:03,656 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-06-24 03:25:37,296 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 03:25:37,794 - pyskl - INFO - +top1_acc 0.7332 +top5_acc 0.9467 +2025-06-24 03:25:37,848 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_21.pth was removed +2025-06-24 03:25:38,913 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_28.pth. +2025-06-24 03:25:38,915 - pyskl - INFO - Best top1_acc is 0.7332 at 28 epoch. +2025-06-24 03:25:38,933 - pyskl - INFO - Epoch(val) [28][3183] top1_acc: 0.7332, top5_acc: 0.9467 +2025-06-24 03:26:48,894 - pyskl - INFO - Epoch [29][100/3940] lr: 2.291e-02, eta: 2 days, 13:11:04, time: 0.700, data_time: 0.241, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 3.8535, loss: 3.8535 +2025-06-24 03:27:34,776 - pyskl - INFO - Epoch [29][200/3940] lr: 2.290e-02, eta: 2 days, 13:10:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9594, loss_cls: 3.7152, loss: 3.7152 +2025-06-24 03:28:20,561 - pyskl - INFO - Epoch [29][300/3940] lr: 2.290e-02, eta: 2 days, 13:09:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9637, loss_cls: 3.7626, loss: 3.7626 +2025-06-24 03:29:06,282 - pyskl - INFO - Epoch [29][400/3940] lr: 2.290e-02, eta: 2 days, 13:08:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9644, loss_cls: 3.9299, loss: 3.9299 +2025-06-24 03:29:52,024 - pyskl - INFO - Epoch [29][500/3940] lr: 2.289e-02, eta: 2 days, 13:08:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9606, loss_cls: 3.8549, loss: 3.8549 +2025-06-24 03:30:37,805 - pyskl - INFO - Epoch [29][600/3940] lr: 2.289e-02, eta: 2 days, 13:07:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 3.8223, loss: 3.8223 +2025-06-24 03:31:23,561 - pyskl - INFO - Epoch [29][700/3940] lr: 2.289e-02, eta: 2 days, 13:06:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9500, loss_cls: 3.9005, loss: 3.9005 +2025-06-24 03:32:09,348 - pyskl - INFO - Epoch [29][800/3940] lr: 2.288e-02, eta: 2 days, 13:05:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9581, loss_cls: 3.8469, loss: 3.8469 +2025-06-24 03:32:55,035 - pyskl - INFO - Epoch [29][900/3940] lr: 2.288e-02, eta: 2 days, 13:04:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9537, loss_cls: 3.9790, loss: 3.9790 +2025-06-24 03:33:40,647 - pyskl - INFO - Epoch [29][1000/3940] lr: 2.287e-02, eta: 2 days, 13:04:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 3.9706, loss: 3.9706 +2025-06-24 03:34:26,229 - pyskl - INFO - Epoch [29][1100/3940] lr: 2.287e-02, eta: 2 days, 13:03:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9506, loss_cls: 3.8475, loss: 3.8475 +2025-06-24 03:35:11,945 - pyskl - INFO - Epoch [29][1200/3940] lr: 2.287e-02, eta: 2 days, 13:02:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9556, loss_cls: 3.9464, loss: 3.9464 +2025-06-24 03:35:57,745 - pyskl - INFO - Epoch [29][1300/3940] lr: 2.286e-02, eta: 2 days, 13:01:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9587, loss_cls: 3.7931, loss: 3.7931 +2025-06-24 03:36:43,334 - pyskl - INFO - Epoch [29][1400/3940] lr: 2.286e-02, eta: 2 days, 13:01:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9550, loss_cls: 3.8808, loss: 3.8808 +2025-06-24 03:37:28,890 - pyskl - INFO - Epoch [29][1500/3940] lr: 2.286e-02, eta: 2 days, 13:00:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9456, loss_cls: 3.9783, loss: 3.9783 +2025-06-24 03:38:14,404 - pyskl - INFO - Epoch [29][1600/3940] lr: 2.285e-02, eta: 2 days, 12:59:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9600, loss_cls: 4.0053, loss: 4.0053 +2025-06-24 03:38:59,939 - pyskl - INFO - Epoch [29][1700/3940] lr: 2.285e-02, eta: 2 days, 12:58:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9600, loss_cls: 4.0038, loss: 4.0038 +2025-06-24 03:39:45,404 - pyskl - INFO - Epoch [29][1800/3940] lr: 2.284e-02, eta: 2 days, 12:57:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9506, loss_cls: 3.9687, loss: 3.9687 +2025-06-24 03:40:31,130 - pyskl - INFO - Epoch [29][1900/3940] lr: 2.284e-02, eta: 2 days, 12:57:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9500, loss_cls: 3.9647, loss: 3.9647 +2025-06-24 03:41:16,660 - pyskl - INFO - Epoch [29][2000/3940] lr: 2.284e-02, eta: 2 days, 12:56:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 3.7613, loss: 3.7613 +2025-06-24 03:42:02,177 - pyskl - INFO - Epoch [29][2100/3940] lr: 2.283e-02, eta: 2 days, 12:55:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9544, loss_cls: 3.9251, loss: 3.9251 +2025-06-24 03:42:47,753 - pyskl - INFO - Epoch [29][2200/3940] lr: 2.283e-02, eta: 2 days, 12:54:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9556, loss_cls: 3.9779, loss: 3.9779 +2025-06-24 03:43:33,273 - pyskl - INFO - Epoch [29][2300/3940] lr: 2.283e-02, eta: 2 days, 12:53:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9569, loss_cls: 3.8719, loss: 3.8719 +2025-06-24 03:44:18,901 - pyskl - INFO - Epoch [29][2400/3940] lr: 2.282e-02, eta: 2 days, 12:53:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9463, loss_cls: 4.0141, loss: 4.0141 +2025-06-24 03:45:04,498 - pyskl - INFO - Epoch [29][2500/3940] lr: 2.282e-02, eta: 2 days, 12:52:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9506, loss_cls: 3.8784, loss: 3.8784 +2025-06-24 03:45:50,092 - pyskl - INFO - Epoch [29][2600/3940] lr: 2.281e-02, eta: 2 days, 12:51:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9456, loss_cls: 4.0091, loss: 4.0091 +2025-06-24 03:46:35,638 - pyskl - INFO - Epoch [29][2700/3940] lr: 2.281e-02, eta: 2 days, 12:50:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9581, loss_cls: 3.9095, loss: 3.9095 +2025-06-24 03:47:21,223 - pyskl - INFO - Epoch [29][2800/3940] lr: 2.281e-02, eta: 2 days, 12:50:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9475, loss_cls: 3.9140, loss: 3.9140 +2025-06-24 03:48:06,822 - pyskl - INFO - Epoch [29][2900/3940] lr: 2.280e-02, eta: 2 days, 12:49:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9431, loss_cls: 4.0094, loss: 4.0094 +2025-06-24 03:48:52,434 - pyskl - INFO - Epoch [29][3000/3940] lr: 2.280e-02, eta: 2 days, 12:48:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 3.8237, loss: 3.8237 +2025-06-24 03:49:38,034 - pyskl - INFO - Epoch [29][3100/3940] lr: 2.280e-02, eta: 2 days, 12:47:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9550, loss_cls: 3.8527, loss: 3.8527 +2025-06-24 03:50:23,690 - pyskl - INFO - Epoch [29][3200/3940] lr: 2.279e-02, eta: 2 days, 12:46:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9494, loss_cls: 3.9552, loss: 3.9552 +2025-06-24 03:51:09,283 - pyskl - INFO - Epoch [29][3300/3940] lr: 2.279e-02, eta: 2 days, 12:46:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9537, loss_cls: 3.9041, loss: 3.9041 +2025-06-24 03:51:54,866 - pyskl - INFO - Epoch [29][3400/3940] lr: 2.278e-02, eta: 2 days, 12:45:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9544, loss_cls: 4.0635, loss: 4.0635 +2025-06-24 03:52:40,421 - pyskl - INFO - Epoch [29][3500/3940] lr: 2.278e-02, eta: 2 days, 12:44:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9456, loss_cls: 3.9058, loss: 3.9058 +2025-06-24 03:53:25,974 - pyskl - INFO - Epoch [29][3600/3940] lr: 2.278e-02, eta: 2 days, 12:43:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 3.9585, loss: 3.9585 +2025-06-24 03:54:11,598 - pyskl - INFO - Epoch [29][3700/3940] lr: 2.277e-02, eta: 2 days, 12:43:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9481, loss_cls: 3.9143, loss: 3.9143 +2025-06-24 03:54:57,169 - pyskl - INFO - Epoch [29][3800/3940] lr: 2.277e-02, eta: 2 days, 12:42:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9519, loss_cls: 3.9546, loss: 3.9546 +2025-06-24 03:55:42,745 - pyskl - INFO - Epoch [29][3900/3940] lr: 2.277e-02, eta: 2 days, 12:41:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9494, loss_cls: 3.9950, loss: 3.9950 +2025-06-24 03:56:01,244 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-06-24 03:59:35,183 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 03:59:35,662 - pyskl - INFO - +top1_acc 0.7441 +top5_acc 0.9483 +2025-06-24 03:59:35,716 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_28.pth was removed +2025-06-24 03:59:36,735 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_29.pth. +2025-06-24 03:59:36,738 - pyskl - INFO - Best top1_acc is 0.7441 at 29 epoch. +2025-06-24 03:59:36,757 - pyskl - INFO - Epoch(val) [29][3183] top1_acc: 0.7441, top5_acc: 0.9483 +2025-06-24 04:00:47,086 - pyskl - INFO - Epoch [30][100/3940] lr: 2.276e-02, eta: 2 days, 12:40:51, time: 0.703, data_time: 0.245, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 3.8683, loss: 3.8683 +2025-06-24 04:01:32,857 - pyskl - INFO - Epoch [30][200/3940] lr: 2.276e-02, eta: 2 days, 12:40:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9513, loss_cls: 3.8323, loss: 3.8323 +2025-06-24 04:02:18,448 - pyskl - INFO - Epoch [30][300/3940] lr: 2.275e-02, eta: 2 days, 12:39:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 3.7701, loss: 3.7701 +2025-06-24 04:03:04,048 - pyskl - INFO - Epoch [30][400/3940] lr: 2.275e-02, eta: 2 days, 12:38:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9594, loss_cls: 3.7937, loss: 3.7937 +2025-06-24 04:03:49,632 - pyskl - INFO - Epoch [30][500/3940] lr: 2.275e-02, eta: 2 days, 12:37:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9519, loss_cls: 3.8659, loss: 3.8659 +2025-06-24 04:04:35,268 - pyskl - INFO - Epoch [30][600/3940] lr: 2.274e-02, eta: 2 days, 12:36:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 3.9039, loss: 3.9039 +2025-06-24 04:05:20,889 - pyskl - INFO - Epoch [30][700/3940] lr: 2.274e-02, eta: 2 days, 12:36:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9475, loss_cls: 4.0610, loss: 4.0610 +2025-06-24 04:06:06,494 - pyskl - INFO - Epoch [30][800/3940] lr: 2.273e-02, eta: 2 days, 12:35:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 3.8618, loss: 3.8618 +2025-06-24 04:06:51,989 - pyskl - INFO - Epoch [30][900/3940] lr: 2.273e-02, eta: 2 days, 12:34:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9544, loss_cls: 3.9720, loss: 3.9720 +2025-06-24 04:07:37,513 - pyskl - INFO - Epoch [30][1000/3940] lr: 2.273e-02, eta: 2 days, 12:33:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9537, loss_cls: 3.9326, loss: 3.9326 +2025-06-24 04:08:23,059 - pyskl - INFO - Epoch [30][1100/3940] lr: 2.272e-02, eta: 2 days, 12:33:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9463, loss_cls: 4.0060, loss: 4.0060 +2025-06-24 04:09:08,594 - pyskl - INFO - Epoch [30][1200/3940] lr: 2.272e-02, eta: 2 days, 12:32:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 3.9287, loss: 3.9287 +2025-06-24 04:09:54,225 - pyskl - INFO - Epoch [30][1300/3940] lr: 2.271e-02, eta: 2 days, 12:31:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9519, loss_cls: 3.9921, loss: 3.9921 +2025-06-24 04:10:39,817 - pyskl - INFO - Epoch [30][1400/3940] lr: 2.271e-02, eta: 2 days, 12:30:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9556, loss_cls: 3.8424, loss: 3.8424 +2025-06-24 04:11:25,336 - pyskl - INFO - Epoch [30][1500/3940] lr: 2.271e-02, eta: 2 days, 12:29:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9494, loss_cls: 3.9605, loss: 3.9605 +2025-06-24 04:12:10,818 - pyskl - INFO - Epoch [30][1600/3940] lr: 2.270e-02, eta: 2 days, 12:29:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9519, loss_cls: 3.8211, loss: 3.8211 +2025-06-24 04:12:56,325 - pyskl - INFO - Epoch [30][1700/3940] lr: 2.270e-02, eta: 2 days, 12:28:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9575, loss_cls: 3.9592, loss: 3.9592 +2025-06-24 04:13:41,921 - pyskl - INFO - Epoch [30][1800/3940] lr: 2.270e-02, eta: 2 days, 12:27:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9513, loss_cls: 3.7995, loss: 3.7995 +2025-06-24 04:14:27,604 - pyskl - INFO - Epoch [30][1900/3940] lr: 2.269e-02, eta: 2 days, 12:26:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9450, loss_cls: 4.0134, loss: 4.0134 +2025-06-24 04:15:13,279 - pyskl - INFO - Epoch [30][2000/3940] lr: 2.269e-02, eta: 2 days, 12:26:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9431, loss_cls: 3.9798, loss: 3.9798 +2025-06-24 04:15:58,889 - pyskl - INFO - Epoch [30][2100/3940] lr: 2.268e-02, eta: 2 days, 12:25:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9556, loss_cls: 3.9656, loss: 3.9656 +2025-06-24 04:16:44,492 - pyskl - INFO - Epoch [30][2200/3940] lr: 2.268e-02, eta: 2 days, 12:24:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9550, loss_cls: 3.9545, loss: 3.9545 +2025-06-24 04:17:30,028 - pyskl - INFO - Epoch [30][2300/3940] lr: 2.268e-02, eta: 2 days, 12:23:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9469, loss_cls: 3.9785, loss: 3.9785 +2025-06-24 04:18:15,521 - pyskl - INFO - Epoch [30][2400/3940] lr: 2.267e-02, eta: 2 days, 12:22:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9375, loss_cls: 4.0230, loss: 4.0230 +2025-06-24 04:19:01,051 - pyskl - INFO - Epoch [30][2500/3940] lr: 2.267e-02, eta: 2 days, 12:22:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9525, loss_cls: 3.9992, loss: 3.9992 +2025-06-24 04:19:46,485 - pyskl - INFO - Epoch [30][2600/3940] lr: 2.266e-02, eta: 2 days, 12:21:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9600, loss_cls: 3.8713, loss: 3.8713 +2025-06-24 04:20:31,964 - pyskl - INFO - Epoch [30][2700/3940] lr: 2.266e-02, eta: 2 days, 12:20:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9594, loss_cls: 3.9652, loss: 3.9652 +2025-06-24 04:21:17,456 - pyskl - INFO - Epoch [30][2800/3940] lr: 2.266e-02, eta: 2 days, 12:19:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9637, loss_cls: 3.9124, loss: 3.9124 +2025-06-24 04:22:02,999 - pyskl - INFO - Epoch [30][2900/3940] lr: 2.265e-02, eta: 2 days, 12:18:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9563, loss_cls: 3.8379, loss: 3.8379 +2025-06-24 04:22:48,565 - pyskl - INFO - Epoch [30][3000/3940] lr: 2.265e-02, eta: 2 days, 12:18:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9506, loss_cls: 3.9004, loss: 3.9004 +2025-06-24 04:23:34,117 - pyskl - INFO - Epoch [30][3100/3940] lr: 2.265e-02, eta: 2 days, 12:17:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 3.8205, loss: 3.8205 +2025-06-24 04:24:19,582 - pyskl - INFO - Epoch [30][3200/3940] lr: 2.264e-02, eta: 2 days, 12:16:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9394, loss_cls: 3.9725, loss: 3.9725 +2025-06-24 04:25:05,107 - pyskl - INFO - Epoch [30][3300/3940] lr: 2.264e-02, eta: 2 days, 12:15:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9575, loss_cls: 3.8155, loss: 3.8155 +2025-06-24 04:25:50,607 - pyskl - INFO - Epoch [30][3400/3940] lr: 2.263e-02, eta: 2 days, 12:15:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9463, loss_cls: 3.9958, loss: 3.9958 +2025-06-24 04:26:36,273 - pyskl - INFO - Epoch [30][3500/3940] lr: 2.263e-02, eta: 2 days, 12:14:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9475, loss_cls: 4.0201, loss: 4.0201 +2025-06-24 04:27:21,778 - pyskl - INFO - Epoch [30][3600/3940] lr: 2.263e-02, eta: 2 days, 12:13:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 3.7664, loss: 3.7664 +2025-06-24 04:28:07,269 - pyskl - INFO - Epoch [30][3700/3940] lr: 2.262e-02, eta: 2 days, 12:12:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9631, loss_cls: 3.8144, loss: 3.8144 +2025-06-24 04:28:52,947 - pyskl - INFO - Epoch [30][3800/3940] lr: 2.262e-02, eta: 2 days, 12:11:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9506, loss_cls: 3.8939, loss: 3.8939 +2025-06-24 04:29:38,557 - pyskl - INFO - Epoch [30][3900/3940] lr: 2.261e-02, eta: 2 days, 12:11:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9487, loss_cls: 3.8755, loss: 3.8755 +2025-06-24 04:29:57,108 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-06-24 04:48:27,872 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 04:48:28,437 - pyskl - INFO - +top1_acc 0.6185 +top5_acc 0.8849 +2025-06-24 04:48:28,458 - pyskl - INFO - Epoch(val) [30][3183] top1_acc: 0.6185, top5_acc: 0.8849 +2025-06-24 04:49:38,393 - pyskl - INFO - Epoch [31][100/3940] lr: 2.261e-02, eta: 2 days, 12:10:28, time: 0.699, data_time: 0.243, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9600, loss_cls: 3.8352, loss: 3.8352 +2025-06-24 04:50:24,013 - pyskl - INFO - Epoch [31][200/3940] lr: 2.260e-02, eta: 2 days, 12:09:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 3.9234, loss: 3.9234 +2025-06-24 04:51:09,615 - pyskl - INFO - Epoch [31][300/3940] lr: 2.260e-02, eta: 2 days, 12:08:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9544, loss_cls: 3.9276, loss: 3.9276 +2025-06-24 04:51:55,256 - pyskl - INFO - Epoch [31][400/3940] lr: 2.260e-02, eta: 2 days, 12:08:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 3.7361, loss: 3.7361 +2025-06-24 04:52:40,960 - pyskl - INFO - Epoch [31][500/3940] lr: 2.259e-02, eta: 2 days, 12:07:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9450, loss_cls: 3.9014, loss: 3.9014 +2025-06-24 04:53:26,520 - pyskl - INFO - Epoch [31][600/3940] lr: 2.259e-02, eta: 2 days, 12:06:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9481, loss_cls: 3.8447, loss: 3.8447 +2025-06-24 04:54:12,110 - pyskl - INFO - Epoch [31][700/3940] lr: 2.259e-02, eta: 2 days, 12:05:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9481, loss_cls: 3.9948, loss: 3.9948 +2025-06-24 04:54:57,678 - pyskl - INFO - Epoch [31][800/3940] lr: 2.258e-02, eta: 2 days, 12:05:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9531, loss_cls: 3.8730, loss: 3.8730 +2025-06-24 04:55:43,275 - pyskl - INFO - Epoch [31][900/3940] lr: 2.258e-02, eta: 2 days, 12:04:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9575, loss_cls: 3.9082, loss: 3.9082 +2025-06-24 04:56:28,864 - pyskl - INFO - Epoch [31][1000/3940] lr: 2.257e-02, eta: 2 days, 12:03:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9594, loss_cls: 3.7351, loss: 3.7351 +2025-06-24 04:57:14,612 - pyskl - INFO - Epoch [31][1100/3940] lr: 2.257e-02, eta: 2 days, 12:02:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 3.8449, loss: 3.8449 +2025-06-24 04:58:00,266 - pyskl - INFO - Epoch [31][1200/3940] lr: 2.257e-02, eta: 2 days, 12:01:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9513, loss_cls: 3.9183, loss: 3.9183 +2025-06-24 04:58:45,858 - pyskl - INFO - Epoch [31][1300/3940] lr: 2.256e-02, eta: 2 days, 12:01:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9494, loss_cls: 3.9811, loss: 3.9811 +2025-06-24 04:59:31,537 - pyskl - INFO - Epoch [31][1400/3940] lr: 2.256e-02, eta: 2 days, 12:00:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 3.9782, loss: 3.9782 +2025-06-24 05:00:17,241 - pyskl - INFO - Epoch [31][1500/3940] lr: 2.255e-02, eta: 2 days, 11:59:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 3.8121, loss: 3.8121 +2025-06-24 05:01:02,874 - pyskl - INFO - Epoch [31][1600/3940] lr: 2.255e-02, eta: 2 days, 11:58:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 3.8487, loss: 3.8487 +2025-06-24 05:01:48,515 - pyskl - INFO - Epoch [31][1700/3940] lr: 2.255e-02, eta: 2 days, 11:58:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9600, loss_cls: 3.9387, loss: 3.9387 +2025-06-24 05:02:34,140 - pyskl - INFO - Epoch [31][1800/3940] lr: 2.254e-02, eta: 2 days, 11:57:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9444, loss_cls: 4.0099, loss: 4.0099 +2025-06-24 05:03:19,717 - pyskl - INFO - Epoch [31][1900/3940] lr: 2.254e-02, eta: 2 days, 11:56:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 3.7092, loss: 3.7092 +2025-06-24 05:04:05,314 - pyskl - INFO - Epoch [31][2000/3940] lr: 2.253e-02, eta: 2 days, 11:55:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9513, loss_cls: 3.9110, loss: 3.9110 +2025-06-24 05:04:50,964 - pyskl - INFO - Epoch [31][2100/3940] lr: 2.253e-02, eta: 2 days, 11:54:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9469, loss_cls: 3.9834, loss: 3.9834 +2025-06-24 05:05:36,579 - pyskl - INFO - Epoch [31][2200/3940] lr: 2.253e-02, eta: 2 days, 11:54:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9506, loss_cls: 3.9752, loss: 3.9752 +2025-06-24 05:06:22,177 - pyskl - INFO - Epoch [31][2300/3940] lr: 2.252e-02, eta: 2 days, 11:53:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9556, loss_cls: 3.9061, loss: 3.9061 +2025-06-24 05:07:07,850 - pyskl - INFO - Epoch [31][2400/3940] lr: 2.252e-02, eta: 2 days, 11:52:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9581, loss_cls: 3.8133, loss: 3.8133 +2025-06-24 05:07:53,494 - pyskl - INFO - Epoch [31][2500/3940] lr: 2.251e-02, eta: 2 days, 11:51:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9506, loss_cls: 3.9418, loss: 3.9418 +2025-06-24 05:08:39,104 - pyskl - INFO - Epoch [31][2600/3940] lr: 2.251e-02, eta: 2 days, 11:51:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9531, loss_cls: 3.8732, loss: 3.8732 +2025-06-24 05:09:24,799 - pyskl - INFO - Epoch [31][2700/3940] lr: 2.251e-02, eta: 2 days, 11:50:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 3.9244, loss: 3.9244 +2025-06-24 05:10:10,403 - pyskl - INFO - Epoch [31][2800/3940] lr: 2.250e-02, eta: 2 days, 11:49:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9537, loss_cls: 3.8585, loss: 3.8585 +2025-06-24 05:10:56,057 - pyskl - INFO - Epoch [31][2900/3940] lr: 2.250e-02, eta: 2 days, 11:48:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9487, loss_cls: 3.8844, loss: 3.8844 +2025-06-24 05:11:41,754 - pyskl - INFO - Epoch [31][3000/3940] lr: 2.249e-02, eta: 2 days, 11:47:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 3.8128, loss: 3.8128 +2025-06-24 05:12:27,498 - pyskl - INFO - Epoch [31][3100/3940] lr: 2.249e-02, eta: 2 days, 11:47:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9525, loss_cls: 3.9748, loss: 3.9748 +2025-06-24 05:13:13,198 - pyskl - INFO - Epoch [31][3200/3940] lr: 2.249e-02, eta: 2 days, 11:46:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9500, loss_cls: 3.9167, loss: 3.9167 +2025-06-24 05:13:58,846 - pyskl - INFO - Epoch [31][3300/3940] lr: 2.248e-02, eta: 2 days, 11:45:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 3.8465, loss: 3.8465 +2025-06-24 05:14:44,507 - pyskl - INFO - Epoch [31][3400/3940] lr: 2.248e-02, eta: 2 days, 11:44:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9494, loss_cls: 3.9079, loss: 3.9079 +2025-06-24 05:15:30,148 - pyskl - INFO - Epoch [31][3500/3940] lr: 2.247e-02, eta: 2 days, 11:44:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 3.9169, loss: 3.9169 +2025-06-24 05:16:15,847 - pyskl - INFO - Epoch [31][3600/3940] lr: 2.247e-02, eta: 2 days, 11:43:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9469, loss_cls: 3.9128, loss: 3.9128 +2025-06-24 05:17:01,445 - pyskl - INFO - Epoch [31][3700/3940] lr: 2.247e-02, eta: 2 days, 11:42:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9575, loss_cls: 3.8326, loss: 3.8326 +2025-06-24 05:17:47,086 - pyskl - INFO - Epoch [31][3800/3940] lr: 2.246e-02, eta: 2 days, 11:41:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9519, loss_cls: 3.7561, loss: 3.7561 +2025-06-24 05:18:32,759 - pyskl - INFO - Epoch [31][3900/3940] lr: 2.246e-02, eta: 2 days, 11:40:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9450, loss_cls: 3.9531, loss: 3.9531 +2025-06-24 05:18:51,325 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-06-24 05:22:27,767 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 05:22:28,241 - pyskl - INFO - +top1_acc 0.7058 +top5_acc 0.9287 +2025-06-24 05:22:28,260 - pyskl - INFO - Epoch(val) [31][3183] top1_acc: 0.7058, top5_acc: 0.9287 +2025-06-24 05:23:37,685 - pyskl - INFO - Epoch [32][100/3940] lr: 2.245e-02, eta: 2 days, 11:40:15, time: 0.694, data_time: 0.239, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9487, loss_cls: 4.1200, loss: 4.1200 +2025-06-24 05:24:23,234 - pyskl - INFO - Epoch [32][200/3940] lr: 2.245e-02, eta: 2 days, 11:39:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9544, loss_cls: 3.7788, loss: 3.7788 +2025-06-24 05:25:08,718 - pyskl - INFO - Epoch [32][300/3940] lr: 2.244e-02, eta: 2 days, 11:38:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 3.7844, loss: 3.7844 +2025-06-24 05:25:54,252 - pyskl - INFO - Epoch [32][400/3940] lr: 2.244e-02, eta: 2 days, 11:37:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9637, loss_cls: 3.7526, loss: 3.7526 +2025-06-24 05:26:39,921 - pyskl - INFO - Epoch [32][500/3940] lr: 2.244e-02, eta: 2 days, 11:37:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 3.8057, loss: 3.8057 +2025-06-24 05:27:25,529 - pyskl - INFO - Epoch [32][600/3940] lr: 2.243e-02, eta: 2 days, 11:36:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9519, loss_cls: 3.9065, loss: 3.9065 +2025-06-24 05:28:11,190 - pyskl - INFO - Epoch [32][700/3940] lr: 2.243e-02, eta: 2 days, 11:35:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 3.8427, loss: 3.8427 +2025-06-24 05:28:56,698 - pyskl - INFO - Epoch [32][800/3940] lr: 2.242e-02, eta: 2 days, 11:34:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9500, loss_cls: 3.8062, loss: 3.8062 +2025-06-24 05:29:42,180 - pyskl - INFO - Epoch [32][900/3940] lr: 2.242e-02, eta: 2 days, 11:34:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9500, loss_cls: 3.8942, loss: 3.8942 +2025-06-24 05:30:27,705 - pyskl - INFO - Epoch [32][1000/3940] lr: 2.242e-02, eta: 2 days, 11:33:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 3.7372, loss: 3.7372 +2025-06-24 05:31:13,332 - pyskl - INFO - Epoch [32][1100/3940] lr: 2.241e-02, eta: 2 days, 11:32:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9469, loss_cls: 3.9554, loss: 3.9554 +2025-06-24 05:31:59,027 - pyskl - INFO - Epoch [32][1200/3940] lr: 2.241e-02, eta: 2 days, 11:31:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9425, loss_cls: 4.0110, loss: 4.0110 +2025-06-24 05:32:44,558 - pyskl - INFO - Epoch [32][1300/3940] lr: 2.240e-02, eta: 2 days, 11:30:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9544, loss_cls: 3.8821, loss: 3.8821 +2025-06-24 05:33:30,050 - pyskl - INFO - Epoch [32][1400/3940] lr: 2.240e-02, eta: 2 days, 11:30:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9444, loss_cls: 3.9148, loss: 3.9148 +2025-06-24 05:34:15,562 - pyskl - INFO - Epoch [32][1500/3940] lr: 2.240e-02, eta: 2 days, 11:29:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9513, loss_cls: 3.9803, loss: 3.9803 +2025-06-24 05:35:01,132 - pyskl - INFO - Epoch [32][1600/3940] lr: 2.239e-02, eta: 2 days, 11:28:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9537, loss_cls: 3.8613, loss: 3.8613 +2025-06-24 05:35:46,700 - pyskl - INFO - Epoch [32][1700/3940] lr: 2.239e-02, eta: 2 days, 11:27:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 3.8406, loss: 3.8406 +2025-06-24 05:36:32,228 - pyskl - INFO - Epoch [32][1800/3940] lr: 2.238e-02, eta: 2 days, 11:26:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9556, loss_cls: 3.8990, loss: 3.8990 +2025-06-24 05:37:17,700 - pyskl - INFO - Epoch [32][1900/3940] lr: 2.238e-02, eta: 2 days, 11:26:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9569, loss_cls: 3.8593, loss: 3.8593 +2025-06-24 05:38:03,166 - pyskl - INFO - Epoch [32][2000/3940] lr: 2.238e-02, eta: 2 days, 11:25:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9556, loss_cls: 3.7401, loss: 3.7401 +2025-06-24 05:38:48,707 - pyskl - INFO - Epoch [32][2100/3940] lr: 2.237e-02, eta: 2 days, 11:24:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9513, loss_cls: 3.9582, loss: 3.9582 +2025-06-24 05:39:34,318 - pyskl - INFO - Epoch [32][2200/3940] lr: 2.237e-02, eta: 2 days, 11:23:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9481, loss_cls: 3.8629, loss: 3.8629 +2025-06-24 05:40:19,894 - pyskl - INFO - Epoch [32][2300/3940] lr: 2.236e-02, eta: 2 days, 11:23:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9569, loss_cls: 3.8406, loss: 3.8406 +2025-06-24 05:41:05,485 - pyskl - INFO - Epoch [32][2400/3940] lr: 2.236e-02, eta: 2 days, 11:22:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9431, loss_cls: 3.9464, loss: 3.9464 +2025-06-24 05:41:50,981 - pyskl - INFO - Epoch [32][2500/3940] lr: 2.236e-02, eta: 2 days, 11:21:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9456, loss_cls: 3.9348, loss: 3.9348 +2025-06-24 05:42:36,405 - pyskl - INFO - Epoch [32][2600/3940] lr: 2.235e-02, eta: 2 days, 11:20:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 3.8149, loss: 3.8149 +2025-06-24 05:43:21,753 - pyskl - INFO - Epoch [32][2700/3940] lr: 2.235e-02, eta: 2 days, 11:19:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 3.8847, loss: 3.8847 +2025-06-24 05:44:07,461 - pyskl - INFO - Epoch [32][2800/3940] lr: 2.234e-02, eta: 2 days, 11:19:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 3.8453, loss: 3.8453 +2025-06-24 05:44:52,962 - pyskl - INFO - Epoch [32][2900/3940] lr: 2.234e-02, eta: 2 days, 11:18:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9537, loss_cls: 3.8602, loss: 3.8602 +2025-06-24 05:45:38,372 - pyskl - INFO - Epoch [32][3000/3940] lr: 2.233e-02, eta: 2 days, 11:17:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9513, loss_cls: 3.8519, loss: 3.8519 +2025-06-24 05:46:23,775 - pyskl - INFO - Epoch [32][3100/3940] lr: 2.233e-02, eta: 2 days, 11:16:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9487, loss_cls: 3.8417, loss: 3.8417 +2025-06-24 05:47:09,154 - pyskl - INFO - Epoch [32][3200/3940] lr: 2.233e-02, eta: 2 days, 11:16:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 3.8395, loss: 3.8395 +2025-06-24 05:47:54,551 - pyskl - INFO - Epoch [32][3300/3940] lr: 2.232e-02, eta: 2 days, 11:15:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9556, loss_cls: 3.7696, loss: 3.7696 +2025-06-24 05:48:40,211 - pyskl - INFO - Epoch [32][3400/3940] lr: 2.232e-02, eta: 2 days, 11:14:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9431, loss_cls: 3.9797, loss: 3.9797 +2025-06-24 05:49:25,538 - pyskl - INFO - Epoch [32][3500/3940] lr: 2.231e-02, eta: 2 days, 11:13:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9487, loss_cls: 3.9999, loss: 3.9999 +2025-06-24 05:50:10,959 - pyskl - INFO - Epoch [32][3600/3940] lr: 2.231e-02, eta: 2 days, 11:12:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9537, loss_cls: 3.8153, loss: 3.8153 +2025-06-24 05:50:56,647 - pyskl - INFO - Epoch [32][3700/3940] lr: 2.231e-02, eta: 2 days, 11:12:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9525, loss_cls: 3.8412, loss: 3.8412 +2025-06-24 05:51:42,065 - pyskl - INFO - Epoch [32][3800/3940] lr: 2.230e-02, eta: 2 days, 11:11:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9569, loss_cls: 3.9025, loss: 3.9025 +2025-06-24 05:52:27,350 - pyskl - INFO - Epoch [32][3900/3940] lr: 2.230e-02, eta: 2 days, 11:10:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9444, loss_cls: 4.0166, loss: 4.0166 +2025-06-24 05:52:45,787 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-06-24 05:56:19,387 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 05:56:19,959 - pyskl - INFO - +top1_acc 0.7380 +top5_acc 0.9440 +2025-06-24 05:56:19,980 - pyskl - INFO - Epoch(val) [32][3183] top1_acc: 0.7380, top5_acc: 0.9440 +2025-06-24 05:57:30,107 - pyskl - INFO - Epoch [33][100/3940] lr: 2.229e-02, eta: 2 days, 11:09:48, time: 0.701, data_time: 0.244, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9537, loss_cls: 3.8878, loss: 3.8878 +2025-06-24 05:58:15,594 - pyskl - INFO - Epoch [33][200/3940] lr: 2.229e-02, eta: 2 days, 11:09:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9537, loss_cls: 3.8351, loss: 3.8351 +2025-06-24 05:59:01,064 - pyskl - INFO - Epoch [33][300/3940] lr: 2.228e-02, eta: 2 days, 11:08:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 3.8541, loss: 3.8541 +2025-06-24 05:59:46,507 - pyskl - INFO - Epoch [33][400/3940] lr: 2.228e-02, eta: 2 days, 11:07:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 3.8442, loss: 3.8442 +2025-06-24 06:00:32,135 - pyskl - INFO - Epoch [33][500/3940] lr: 2.228e-02, eta: 2 days, 11:06:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9563, loss_cls: 3.7123, loss: 3.7123 +2025-06-24 06:01:17,878 - pyskl - INFO - Epoch [33][600/3940] lr: 2.227e-02, eta: 2 days, 11:05:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9656, loss_cls: 3.7292, loss: 3.7292 +2025-06-24 06:02:03,539 - pyskl - INFO - Epoch [33][700/3940] lr: 2.227e-02, eta: 2 days, 11:05:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9519, loss_cls: 3.9820, loss: 3.9820 +2025-06-24 06:02:49,120 - pyskl - INFO - Epoch [33][800/3940] lr: 2.226e-02, eta: 2 days, 11:04:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9550, loss_cls: 3.7306, loss: 3.7306 +2025-06-24 06:03:34,789 - pyskl - INFO - Epoch [33][900/3940] lr: 2.226e-02, eta: 2 days, 11:03:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 3.9206, loss: 3.9206 +2025-06-24 06:04:20,511 - pyskl - INFO - Epoch [33][1000/3940] lr: 2.225e-02, eta: 2 days, 11:02:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9550, loss_cls: 3.9666, loss: 3.9666 +2025-06-24 06:05:06,138 - pyskl - INFO - Epoch [33][1100/3940] lr: 2.225e-02, eta: 2 days, 11:02:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9531, loss_cls: 3.8905, loss: 3.8905 +2025-06-24 06:05:51,759 - pyskl - INFO - Epoch [33][1200/3940] lr: 2.225e-02, eta: 2 days, 11:01:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 3.7059, loss: 3.7059 +2025-06-24 06:06:37,483 - pyskl - INFO - Epoch [33][1300/3940] lr: 2.224e-02, eta: 2 days, 11:00:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9563, loss_cls: 3.8556, loss: 3.8556 +2025-06-24 06:07:23,429 - pyskl - INFO - Epoch [33][1400/3940] lr: 2.224e-02, eta: 2 days, 10:59:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9663, loss_cls: 3.7489, loss: 3.7489 +2025-06-24 06:08:08,954 - pyskl - INFO - Epoch [33][1500/3940] lr: 2.223e-02, eta: 2 days, 10:58:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 3.8023, loss: 3.8023 +2025-06-24 06:08:54,539 - pyskl - INFO - Epoch [33][1600/3940] lr: 2.223e-02, eta: 2 days, 10:58:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9569, loss_cls: 3.7607, loss: 3.7607 +2025-06-24 06:09:40,034 - pyskl - INFO - Epoch [33][1700/3940] lr: 2.223e-02, eta: 2 days, 10:57:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9406, loss_cls: 4.0506, loss: 4.0506 +2025-06-24 06:10:25,583 - pyskl - INFO - Epoch [33][1800/3940] lr: 2.222e-02, eta: 2 days, 10:56:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9544, loss_cls: 3.7576, loss: 3.7576 +2025-06-24 06:11:11,156 - pyskl - INFO - Epoch [33][1900/3940] lr: 2.222e-02, eta: 2 days, 10:55:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9581, loss_cls: 3.7295, loss: 3.7295 +2025-06-24 06:11:56,743 - pyskl - INFO - Epoch [33][2000/3940] lr: 2.221e-02, eta: 2 days, 10:55:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9487, loss_cls: 3.9699, loss: 3.9699 +2025-06-24 06:12:42,219 - pyskl - INFO - Epoch [33][2100/3940] lr: 2.221e-02, eta: 2 days, 10:54:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9525, loss_cls: 3.8998, loss: 3.8998 +2025-06-24 06:13:27,964 - pyskl - INFO - Epoch [33][2200/3940] lr: 2.220e-02, eta: 2 days, 10:53:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 3.7732, loss: 3.7732 +2025-06-24 06:14:13,659 - pyskl - INFO - Epoch [33][2300/3940] lr: 2.220e-02, eta: 2 days, 10:52:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 3.8397, loss: 3.8397 +2025-06-24 06:14:59,015 - pyskl - INFO - Epoch [33][2400/3940] lr: 2.220e-02, eta: 2 days, 10:51:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9531, loss_cls: 3.8783, loss: 3.8783 +2025-06-24 06:15:44,502 - pyskl - INFO - Epoch [33][2500/3940] lr: 2.219e-02, eta: 2 days, 10:51:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9575, loss_cls: 3.7969, loss: 3.7969 +2025-06-24 06:16:30,072 - pyskl - INFO - Epoch [33][2600/3940] lr: 2.219e-02, eta: 2 days, 10:50:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9550, loss_cls: 3.9560, loss: 3.9560 +2025-06-24 06:17:15,690 - pyskl - INFO - Epoch [33][2700/3940] lr: 2.218e-02, eta: 2 days, 10:49:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9350, loss_cls: 4.0020, loss: 4.0020 +2025-06-24 06:18:01,311 - pyskl - INFO - Epoch [33][2800/3940] lr: 2.218e-02, eta: 2 days, 10:48:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9613, loss_cls: 3.7856, loss: 3.7856 +2025-06-24 06:18:46,859 - pyskl - INFO - Epoch [33][2900/3940] lr: 2.218e-02, eta: 2 days, 10:48:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9569, loss_cls: 3.7334, loss: 3.7334 +2025-06-24 06:19:32,581 - pyskl - INFO - Epoch [33][3000/3940] lr: 2.217e-02, eta: 2 days, 10:47:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9581, loss_cls: 3.8977, loss: 3.8977 +2025-06-24 06:20:18,230 - pyskl - INFO - Epoch [33][3100/3940] lr: 2.217e-02, eta: 2 days, 10:46:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9413, loss_cls: 3.9150, loss: 3.9150 +2025-06-24 06:21:03,746 - pyskl - INFO - Epoch [33][3200/3940] lr: 2.216e-02, eta: 2 days, 10:45:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9450, loss_cls: 3.9833, loss: 3.9833 +2025-06-24 06:21:49,453 - pyskl - INFO - Epoch [33][3300/3940] lr: 2.216e-02, eta: 2 days, 10:44:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9556, loss_cls: 3.8505, loss: 3.8505 +2025-06-24 06:22:35,109 - pyskl - INFO - Epoch [33][3400/3940] lr: 2.215e-02, eta: 2 days, 10:44:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 3.7988, loss: 3.7988 +2025-06-24 06:23:20,707 - pyskl - INFO - Epoch [33][3500/3940] lr: 2.215e-02, eta: 2 days, 10:43:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9556, loss_cls: 3.9687, loss: 3.9687 +2025-06-24 06:24:06,249 - pyskl - INFO - Epoch [33][3600/3940] lr: 2.215e-02, eta: 2 days, 10:42:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9481, loss_cls: 3.9580, loss: 3.9580 +2025-06-24 06:24:51,877 - pyskl - INFO - Epoch [33][3700/3940] lr: 2.214e-02, eta: 2 days, 10:41:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 3.9264, loss: 3.9264 +2025-06-24 06:25:37,461 - pyskl - INFO - Epoch [33][3800/3940] lr: 2.214e-02, eta: 2 days, 10:41:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9506, loss_cls: 3.9337, loss: 3.9337 +2025-06-24 06:26:23,018 - pyskl - INFO - Epoch [33][3900/3940] lr: 2.213e-02, eta: 2 days, 10:40:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 3.8996, loss: 3.8996 +2025-06-24 06:26:41,576 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-06-24 06:30:17,997 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 06:30:18,533 - pyskl - INFO - +top1_acc 0.7320 +top5_acc 0.9421 +2025-06-24 06:30:18,552 - pyskl - INFO - Epoch(val) [33][3183] top1_acc: 0.7320, top5_acc: 0.9421 +2025-06-24 06:31:28,511 - pyskl - INFO - Epoch [34][100/3940] lr: 2.213e-02, eta: 2 days, 10:39:34, time: 0.700, data_time: 0.244, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9625, loss_cls: 3.7983, loss: 3.7983 +2025-06-24 06:32:14,042 - pyskl - INFO - Epoch [34][200/3940] lr: 2.212e-02, eta: 2 days, 10:38:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 3.8582, loss: 3.8582 +2025-06-24 06:32:59,567 - pyskl - INFO - Epoch [34][300/3940] lr: 2.212e-02, eta: 2 days, 10:38:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9513, loss_cls: 3.8780, loss: 3.8780 +2025-06-24 06:33:45,138 - pyskl - INFO - Epoch [34][400/3940] lr: 2.211e-02, eta: 2 days, 10:37:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9581, loss_cls: 3.8216, loss: 3.8216 +2025-06-24 06:34:31,135 - pyskl - INFO - Epoch [34][500/3940] lr: 2.211e-02, eta: 2 days, 10:36:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9469, loss_cls: 4.0801, loss: 4.0801 +2025-06-24 06:35:16,862 - pyskl - INFO - Epoch [34][600/3940] lr: 2.211e-02, eta: 2 days, 10:35:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9631, loss_cls: 3.7703, loss: 3.7703 +2025-06-24 06:36:02,440 - pyskl - INFO - Epoch [34][700/3940] lr: 2.210e-02, eta: 2 days, 10:34:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9525, loss_cls: 3.8759, loss: 3.8759 +2025-06-24 06:36:48,063 - pyskl - INFO - Epoch [34][800/3940] lr: 2.210e-02, eta: 2 days, 10:34:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9494, loss_cls: 3.9418, loss: 3.9418 +2025-06-24 06:37:33,716 - pyskl - INFO - Epoch [34][900/3940] lr: 2.209e-02, eta: 2 days, 10:33:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 3.7660, loss: 3.7660 +2025-06-24 06:38:19,462 - pyskl - INFO - Epoch [34][1000/3940] lr: 2.209e-02, eta: 2 days, 10:32:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9600, loss_cls: 3.8187, loss: 3.8187 +2025-06-24 06:39:05,125 - pyskl - INFO - Epoch [34][1100/3940] lr: 2.208e-02, eta: 2 days, 10:31:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 3.9192, loss: 3.9192 +2025-06-24 06:39:50,729 - pyskl - INFO - Epoch [34][1200/3940] lr: 2.208e-02, eta: 2 days, 10:31:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 3.8499, loss: 3.8499 +2025-06-24 06:40:36,454 - pyskl - INFO - Epoch [34][1300/3940] lr: 2.208e-02, eta: 2 days, 10:30:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9550, loss_cls: 3.8413, loss: 3.8413 +2025-06-24 06:41:21,971 - pyskl - INFO - Epoch [34][1400/3940] lr: 2.207e-02, eta: 2 days, 10:29:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.7545, loss: 3.7545 +2025-06-24 06:42:07,457 - pyskl - INFO - Epoch [34][1500/3940] lr: 2.207e-02, eta: 2 days, 10:28:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.8101, loss: 3.8101 +2025-06-24 06:42:53,006 - pyskl - INFO - Epoch [34][1600/3940] lr: 2.206e-02, eta: 2 days, 10:27:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 3.7070, loss: 3.7070 +2025-06-24 06:43:38,571 - pyskl - INFO - Epoch [34][1700/3940] lr: 2.206e-02, eta: 2 days, 10:27:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 3.8424, loss: 3.8424 +2025-06-24 06:44:24,081 - pyskl - INFO - Epoch [34][1800/3940] lr: 2.205e-02, eta: 2 days, 10:26:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9475, loss_cls: 3.9261, loss: 3.9261 +2025-06-24 06:45:09,580 - pyskl - INFO - Epoch [34][1900/3940] lr: 2.205e-02, eta: 2 days, 10:25:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9463, loss_cls: 3.8890, loss: 3.8890 +2025-06-24 06:45:55,157 - pyskl - INFO - Epoch [34][2000/3940] lr: 2.205e-02, eta: 2 days, 10:24:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 3.8197, loss: 3.8197 +2025-06-24 06:46:40,807 - pyskl - INFO - Epoch [34][2100/3940] lr: 2.204e-02, eta: 2 days, 10:24:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9456, loss_cls: 3.7971, loss: 3.7971 +2025-06-24 06:47:26,340 - pyskl - INFO - Epoch [34][2200/3940] lr: 2.204e-02, eta: 2 days, 10:23:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9500, loss_cls: 3.8729, loss: 3.8729 +2025-06-24 06:48:11,789 - pyskl - INFO - Epoch [34][2300/3940] lr: 2.203e-02, eta: 2 days, 10:22:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9450, loss_cls: 4.0407, loss: 4.0407 +2025-06-24 06:48:57,231 - pyskl - INFO - Epoch [34][2400/3940] lr: 2.203e-02, eta: 2 days, 10:21:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9531, loss_cls: 3.8548, loss: 3.8548 +2025-06-24 06:49:42,732 - pyskl - INFO - Epoch [34][2500/3940] lr: 2.202e-02, eta: 2 days, 10:20:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 3.8022, loss: 3.8022 +2025-06-24 06:50:28,229 - pyskl - INFO - Epoch [34][2600/3940] lr: 2.202e-02, eta: 2 days, 10:20:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 3.9439, loss: 3.9439 +2025-06-24 06:51:13,703 - pyskl - INFO - Epoch [34][2700/3940] lr: 2.202e-02, eta: 2 days, 10:19:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 3.8418, loss: 3.8418 +2025-06-24 06:51:59,234 - pyskl - INFO - Epoch [34][2800/3940] lr: 2.201e-02, eta: 2 days, 10:18:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9487, loss_cls: 3.9552, loss: 3.9552 +2025-06-24 06:52:44,777 - pyskl - INFO - Epoch [34][2900/3940] lr: 2.201e-02, eta: 2 days, 10:17:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9450, loss_cls: 3.9965, loss: 3.9965 +2025-06-24 06:53:30,172 - pyskl - INFO - Epoch [34][3000/3940] lr: 2.200e-02, eta: 2 days, 10:17:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9644, loss_cls: 3.7060, loss: 3.7060 +2025-06-24 06:54:15,632 - pyskl - INFO - Epoch [34][3100/3940] lr: 2.200e-02, eta: 2 days, 10:16:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9575, loss_cls: 3.6946, loss: 3.6946 +2025-06-24 06:55:01,088 - pyskl - INFO - Epoch [34][3200/3940] lr: 2.199e-02, eta: 2 days, 10:15:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9519, loss_cls: 3.8361, loss: 3.8361 +2025-06-24 06:55:46,537 - pyskl - INFO - Epoch [34][3300/3940] lr: 2.199e-02, eta: 2 days, 10:14:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9569, loss_cls: 3.7509, loss: 3.7509 +2025-06-24 06:56:32,069 - pyskl - INFO - Epoch [34][3400/3940] lr: 2.199e-02, eta: 2 days, 10:13:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9550, loss_cls: 3.7893, loss: 3.7893 +2025-06-24 06:57:17,777 - pyskl - INFO - Epoch [34][3500/3940] lr: 2.198e-02, eta: 2 days, 10:13:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9494, loss_cls: 3.8805, loss: 3.8805 +2025-06-24 06:58:03,351 - pyskl - INFO - Epoch [34][3600/3940] lr: 2.198e-02, eta: 2 days, 10:12:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9531, loss_cls: 3.8573, loss: 3.8573 +2025-06-24 06:58:49,160 - pyskl - INFO - Epoch [34][3700/3940] lr: 2.197e-02, eta: 2 days, 10:11:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9525, loss_cls: 3.9444, loss: 3.9444 +2025-06-24 06:59:34,726 - pyskl - INFO - Epoch [34][3800/3940] lr: 2.197e-02, eta: 2 days, 10:10:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9525, loss_cls: 3.8008, loss: 3.8008 +2025-06-24 07:00:20,328 - pyskl - INFO - Epoch [34][3900/3940] lr: 2.196e-02, eta: 2 days, 10:10:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9500, loss_cls: 3.8586, loss: 3.8586 +2025-06-24 07:00:38,850 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-06-24 07:04:12,564 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 07:04:13,034 - pyskl - INFO - +top1_acc 0.7528 +top5_acc 0.9469 +2025-06-24 07:04:13,088 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_29.pth was removed +2025-06-24 07:04:14,156 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_34.pth. +2025-06-24 07:04:14,158 - pyskl - INFO - Best top1_acc is 0.7528 at 34 epoch. +2025-06-24 07:04:14,177 - pyskl - INFO - Epoch(val) [34][3183] top1_acc: 0.7528, top5_acc: 0.9469 +2025-06-24 07:05:24,450 - pyskl - INFO - Epoch [35][100/3940] lr: 2.196e-02, eta: 2 days, 10:09:17, time: 0.703, data_time: 0.245, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9600, loss_cls: 3.7775, loss: 3.7775 +2025-06-24 07:06:10,088 - pyskl - INFO - Epoch [35][200/3940] lr: 2.195e-02, eta: 2 days, 10:08:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9544, loss_cls: 3.8236, loss: 3.8236 +2025-06-24 07:06:55,790 - pyskl - INFO - Epoch [35][300/3940] lr: 2.195e-02, eta: 2 days, 10:07:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9531, loss_cls: 3.8140, loss: 3.8140 +2025-06-24 07:07:41,394 - pyskl - INFO - Epoch [35][400/3940] lr: 2.195e-02, eta: 2 days, 10:06:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9619, loss_cls: 3.7974, loss: 3.7974 +2025-06-24 07:08:27,155 - pyskl - INFO - Epoch [35][500/3940] lr: 2.194e-02, eta: 2 days, 10:06:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9563, loss_cls: 3.7905, loss: 3.7905 +2025-06-24 07:09:12,863 - pyskl - INFO - Epoch [35][600/3940] lr: 2.194e-02, eta: 2 days, 10:05:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9550, loss_cls: 3.7440, loss: 3.7440 +2025-06-24 07:09:58,418 - pyskl - INFO - Epoch [35][700/3940] lr: 2.193e-02, eta: 2 days, 10:04:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9506, loss_cls: 3.9404, loss: 3.9404 +2025-06-24 07:10:44,014 - pyskl - INFO - Epoch [35][800/3940] lr: 2.193e-02, eta: 2 days, 10:03:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9594, loss_cls: 3.8658, loss: 3.8658 +2025-06-24 07:11:29,649 - pyskl - INFO - Epoch [35][900/3940] lr: 2.192e-02, eta: 2 days, 10:03:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9506, loss_cls: 3.8712, loss: 3.8712 +2025-06-24 07:12:15,359 - pyskl - INFO - Epoch [35][1000/3940] lr: 2.192e-02, eta: 2 days, 10:02:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9569, loss_cls: 3.6213, loss: 3.6213 +2025-06-24 07:13:00,874 - pyskl - INFO - Epoch [35][1100/3940] lr: 2.191e-02, eta: 2 days, 10:01:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 3.8811, loss: 3.8811 +2025-06-24 07:13:46,450 - pyskl - INFO - Epoch [35][1200/3940] lr: 2.191e-02, eta: 2 days, 10:00:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9456, loss_cls: 3.9176, loss: 3.9176 +2025-06-24 07:14:32,196 - pyskl - INFO - Epoch [35][1300/3940] lr: 2.191e-02, eta: 2 days, 10:00:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9619, loss_cls: 3.7854, loss: 3.7854 +2025-06-24 07:15:17,948 - pyskl - INFO - Epoch [35][1400/3940] lr: 2.190e-02, eta: 2 days, 9:59:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9487, loss_cls: 3.8690, loss: 3.8690 +2025-06-24 07:16:03,633 - pyskl - INFO - Epoch [35][1500/3940] lr: 2.190e-02, eta: 2 days, 9:58:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9419, loss_cls: 3.8727, loss: 3.8727 +2025-06-24 07:16:49,381 - pyskl - INFO - Epoch [35][1600/3940] lr: 2.189e-02, eta: 2 days, 9:57:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.6704, loss: 3.6704 +2025-06-24 07:17:35,210 - pyskl - INFO - Epoch [35][1700/3940] lr: 2.189e-02, eta: 2 days, 9:56:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9531, loss_cls: 3.9317, loss: 3.9317 +2025-06-24 07:18:20,933 - pyskl - INFO - Epoch [35][1800/3940] lr: 2.188e-02, eta: 2 days, 9:56:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 3.7537, loss: 3.7537 +2025-06-24 07:19:06,574 - pyskl - INFO - Epoch [35][1900/3940] lr: 2.188e-02, eta: 2 days, 9:55:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9500, loss_cls: 3.8059, loss: 3.8059 +2025-06-24 07:19:52,109 - pyskl - INFO - Epoch [35][2000/3940] lr: 2.188e-02, eta: 2 days, 9:54:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9700, loss_cls: 3.7239, loss: 3.7239 +2025-06-24 07:20:37,711 - pyskl - INFO - Epoch [35][2100/3940] lr: 2.187e-02, eta: 2 days, 9:53:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9475, loss_cls: 3.8620, loss: 3.8620 +2025-06-24 07:21:23,171 - pyskl - INFO - Epoch [35][2200/3940] lr: 2.187e-02, eta: 2 days, 9:53:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9494, loss_cls: 3.8914, loss: 3.8914 +2025-06-24 07:22:08,712 - pyskl - INFO - Epoch [35][2300/3940] lr: 2.186e-02, eta: 2 days, 9:52:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 3.8479, loss: 3.8479 +2025-06-24 07:22:54,231 - pyskl - INFO - Epoch [35][2400/3940] lr: 2.186e-02, eta: 2 days, 9:51:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9525, loss_cls: 3.7448, loss: 3.7448 +2025-06-24 07:23:39,626 - pyskl - INFO - Epoch [35][2500/3940] lr: 2.185e-02, eta: 2 days, 9:50:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9575, loss_cls: 3.8239, loss: 3.8239 +2025-06-24 07:24:25,109 - pyskl - INFO - Epoch [35][2600/3940] lr: 2.185e-02, eta: 2 days, 9:49:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 3.7524, loss: 3.7524 +2025-06-24 07:25:10,602 - pyskl - INFO - Epoch [35][2700/3940] lr: 2.184e-02, eta: 2 days, 9:49:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9519, loss_cls: 3.9116, loss: 3.9116 +2025-06-24 07:25:56,041 - pyskl - INFO - Epoch [35][2800/3940] lr: 2.184e-02, eta: 2 days, 9:48:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9494, loss_cls: 3.7893, loss: 3.7893 +2025-06-24 07:26:41,631 - pyskl - INFO - Epoch [35][2900/3940] lr: 2.184e-02, eta: 2 days, 9:47:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9475, loss_cls: 3.9423, loss: 3.9423 +2025-06-24 07:27:27,106 - pyskl - INFO - Epoch [35][3000/3940] lr: 2.183e-02, eta: 2 days, 9:46:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9581, loss_cls: 3.8919, loss: 3.8919 +2025-06-24 07:28:12,582 - pyskl - INFO - Epoch [35][3100/3940] lr: 2.183e-02, eta: 2 days, 9:46:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9413, loss_cls: 3.9872, loss: 3.9872 +2025-06-24 07:28:58,140 - pyskl - INFO - Epoch [35][3200/3940] lr: 2.182e-02, eta: 2 days, 9:45:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 3.8416, loss: 3.8416 +2025-06-24 07:29:43,823 - pyskl - INFO - Epoch [35][3300/3940] lr: 2.182e-02, eta: 2 days, 9:44:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9594, loss_cls: 3.7841, loss: 3.7841 +2025-06-24 07:30:29,622 - pyskl - INFO - Epoch [35][3400/3940] lr: 2.181e-02, eta: 2 days, 9:43:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9494, loss_cls: 3.8530, loss: 3.8530 +2025-06-24 07:31:15,118 - pyskl - INFO - Epoch [35][3500/3940] lr: 2.181e-02, eta: 2 days, 9:42:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9494, loss_cls: 3.8341, loss: 3.8341 +2025-06-24 07:32:00,779 - pyskl - INFO - Epoch [35][3600/3940] lr: 2.180e-02, eta: 2 days, 9:42:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9519, loss_cls: 3.7684, loss: 3.7684 +2025-06-24 07:32:46,314 - pyskl - INFO - Epoch [35][3700/3940] lr: 2.180e-02, eta: 2 days, 9:41:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9619, loss_cls: 3.8663, loss: 3.8663 +2025-06-24 07:33:31,872 - pyskl - INFO - Epoch [35][3800/3940] lr: 2.180e-02, eta: 2 days, 9:40:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 3.8421, loss: 3.8421 +2025-06-24 07:34:17,414 - pyskl - INFO - Epoch [35][3900/3940] lr: 2.179e-02, eta: 2 days, 9:39:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9600, loss_cls: 3.8932, loss: 3.8932 +2025-06-24 07:34:35,813 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-06-24 07:53:04,589 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 07:53:05,053 - pyskl - INFO - +top1_acc 0.7251 +top5_acc 0.9405 +2025-06-24 07:53:05,071 - pyskl - INFO - Epoch(val) [35][3183] top1_acc: 0.7251, top5_acc: 0.9405 +2025-06-24 07:54:15,101 - pyskl - INFO - Epoch [36][100/3940] lr: 2.178e-02, eta: 2 days, 9:39:05, time: 0.700, data_time: 0.242, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 3.8178, loss: 3.8178 +2025-06-24 07:55:00,871 - pyskl - INFO - Epoch [36][200/3940] lr: 2.178e-02, eta: 2 days, 9:38:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 3.7448, loss: 3.7448 +2025-06-24 07:55:46,604 - pyskl - INFO - Epoch [36][300/3940] lr: 2.178e-02, eta: 2 days, 9:37:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9613, loss_cls: 3.8390, loss: 3.8390 +2025-06-24 07:56:32,267 - pyskl - INFO - Epoch [36][400/3940] lr: 2.177e-02, eta: 2 days, 9:36:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 3.6982, loss: 3.6982 +2025-06-24 07:57:17,868 - pyskl - INFO - Epoch [36][500/3940] lr: 2.177e-02, eta: 2 days, 9:36:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 3.6479, loss: 3.6479 +2025-06-24 07:58:03,562 - pyskl - INFO - Epoch [36][600/3940] lr: 2.176e-02, eta: 2 days, 9:35:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 3.8025, loss: 3.8025 +2025-06-24 07:58:49,176 - pyskl - INFO - Epoch [36][700/3940] lr: 2.176e-02, eta: 2 days, 9:34:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9525, loss_cls: 3.8948, loss: 3.8948 +2025-06-24 07:59:34,900 - pyskl - INFO - Epoch [36][800/3940] lr: 2.175e-02, eta: 2 days, 9:33:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9575, loss_cls: 3.8313, loss: 3.8313 +2025-06-24 08:00:20,601 - pyskl - INFO - Epoch [36][900/3940] lr: 2.175e-02, eta: 2 days, 9:32:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 3.7013, loss: 3.7013 +2025-06-24 08:01:06,314 - pyskl - INFO - Epoch [36][1000/3940] lr: 2.174e-02, eta: 2 days, 9:32:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 3.9237, loss: 3.9237 +2025-06-24 08:01:51,989 - pyskl - INFO - Epoch [36][1100/3940] lr: 2.174e-02, eta: 2 days, 9:31:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9575, loss_cls: 3.7394, loss: 3.7394 +2025-06-24 08:02:37,592 - pyskl - INFO - Epoch [36][1200/3940] lr: 2.174e-02, eta: 2 days, 9:30:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 3.8624, loss: 3.8624 +2025-06-24 08:03:23,329 - pyskl - INFO - Epoch [36][1300/3940] lr: 2.173e-02, eta: 2 days, 9:29:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9550, loss_cls: 3.8872, loss: 3.8872 +2025-06-24 08:04:08,990 - pyskl - INFO - Epoch [36][1400/3940] lr: 2.173e-02, eta: 2 days, 9:29:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9613, loss_cls: 3.6830, loss: 3.6830 +2025-06-24 08:04:54,628 - pyskl - INFO - Epoch [36][1500/3940] lr: 2.172e-02, eta: 2 days, 9:28:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9519, loss_cls: 3.7959, loss: 3.7959 +2025-06-24 08:05:40,275 - pyskl - INFO - Epoch [36][1600/3940] lr: 2.172e-02, eta: 2 days, 9:27:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9525, loss_cls: 3.8602, loss: 3.8602 +2025-06-24 08:06:26,034 - pyskl - INFO - Epoch [36][1700/3940] lr: 2.171e-02, eta: 2 days, 9:26:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9525, loss_cls: 3.8660, loss: 3.8660 +2025-06-24 08:07:11,868 - pyskl - INFO - Epoch [36][1800/3940] lr: 2.171e-02, eta: 2 days, 9:25:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9569, loss_cls: 3.7760, loss: 3.7760 +2025-06-24 08:07:57,532 - pyskl - INFO - Epoch [36][1900/3940] lr: 2.170e-02, eta: 2 days, 9:25:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9544, loss_cls: 3.7491, loss: 3.7491 +2025-06-24 08:08:43,313 - pyskl - INFO - Epoch [36][2000/3940] lr: 2.170e-02, eta: 2 days, 9:24:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9569, loss_cls: 3.8502, loss: 3.8502 +2025-06-24 08:09:29,201 - pyskl - INFO - Epoch [36][2100/3940] lr: 2.170e-02, eta: 2 days, 9:23:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 3.8224, loss: 3.8224 +2025-06-24 08:10:15,013 - pyskl - INFO - Epoch [36][2200/3940] lr: 2.169e-02, eta: 2 days, 9:22:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9513, loss_cls: 3.8914, loss: 3.8914 +2025-06-24 08:11:00,774 - pyskl - INFO - Epoch [36][2300/3940] lr: 2.169e-02, eta: 2 days, 9:22:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 3.8754, loss: 3.8754 +2025-06-24 08:11:46,645 - pyskl - INFO - Epoch [36][2400/3940] lr: 2.168e-02, eta: 2 days, 9:21:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9550, loss_cls: 3.8186, loss: 3.8186 +2025-06-24 08:12:32,456 - pyskl - INFO - Epoch [36][2500/3940] lr: 2.168e-02, eta: 2 days, 9:20:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9525, loss_cls: 3.9381, loss: 3.9381 +2025-06-24 08:13:18,143 - pyskl - INFO - Epoch [36][2600/3940] lr: 2.167e-02, eta: 2 days, 9:19:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9469, loss_cls: 3.9142, loss: 3.9142 +2025-06-24 08:14:03,890 - pyskl - INFO - Epoch [36][2700/3940] lr: 2.167e-02, eta: 2 days, 9:19:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 3.6924, loss: 3.6924 +2025-06-24 08:14:49,645 - pyskl - INFO - Epoch [36][2800/3940] lr: 2.166e-02, eta: 2 days, 9:18:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9669, loss_cls: 3.8506, loss: 3.8506 +2025-06-24 08:15:35,321 - pyskl - INFO - Epoch [36][2900/3940] lr: 2.166e-02, eta: 2 days, 9:17:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9600, loss_cls: 3.7424, loss: 3.7424 +2025-06-24 08:16:21,048 - pyskl - INFO - Epoch [36][3000/3940] lr: 2.165e-02, eta: 2 days, 9:16:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 3.8205, loss: 3.8205 +2025-06-24 08:17:06,764 - pyskl - INFO - Epoch [36][3100/3940] lr: 2.165e-02, eta: 2 days, 9:16:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9563, loss_cls: 3.7488, loss: 3.7488 +2025-06-24 08:17:52,449 - pyskl - INFO - Epoch [36][3200/3940] lr: 2.165e-02, eta: 2 days, 9:15:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9575, loss_cls: 3.7749, loss: 3.7749 +2025-06-24 08:18:38,038 - pyskl - INFO - Epoch [36][3300/3940] lr: 2.164e-02, eta: 2 days, 9:14:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9619, loss_cls: 3.7968, loss: 3.7968 +2025-06-24 08:19:23,624 - pyskl - INFO - Epoch [36][3400/3940] lr: 2.164e-02, eta: 2 days, 9:13:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9450, loss_cls: 3.7749, loss: 3.7749 +2025-06-24 08:20:09,271 - pyskl - INFO - Epoch [36][3500/3940] lr: 2.163e-02, eta: 2 days, 9:12:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9563, loss_cls: 3.7668, loss: 3.7668 +2025-06-24 08:20:54,918 - pyskl - INFO - Epoch [36][3600/3940] lr: 2.163e-02, eta: 2 days, 9:12:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 3.9231, loss: 3.9231 +2025-06-24 08:21:40,522 - pyskl - INFO - Epoch [36][3700/3940] lr: 2.162e-02, eta: 2 days, 9:11:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9587, loss_cls: 3.7971, loss: 3.7971 +2025-06-24 08:22:26,138 - pyskl - INFO - Epoch [36][3800/3940] lr: 2.162e-02, eta: 2 days, 9:10:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9581, loss_cls: 3.7508, loss: 3.7508 +2025-06-24 08:23:11,830 - pyskl - INFO - Epoch [36][3900/3940] lr: 2.161e-02, eta: 2 days, 9:09:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 3.8791, loss: 3.8791 +2025-06-24 08:23:30,561 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-06-24 08:27:03,671 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 08:27:04,146 - pyskl - INFO - +top1_acc 0.7409 +top5_acc 0.9445 +2025-06-24 08:27:04,164 - pyskl - INFO - Epoch(val) [36][3183] top1_acc: 0.7409, top5_acc: 0.9445 +2025-06-24 08:28:14,403 - pyskl - INFO - Epoch [37][100/3940] lr: 2.161e-02, eta: 2 days, 9:09:05, time: 0.702, data_time: 0.247, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9631, loss_cls: 3.7553, loss: 3.7553 +2025-06-24 08:29:00,038 - pyskl - INFO - Epoch [37][200/3940] lr: 2.160e-02, eta: 2 days, 9:08:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 3.7196, loss: 3.7196 +2025-06-24 08:29:45,687 - pyskl - INFO - Epoch [37][300/3940] lr: 2.160e-02, eta: 2 days, 9:07:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 3.6466, loss: 3.6466 +2025-06-24 08:30:31,297 - pyskl - INFO - Epoch [37][400/3940] lr: 2.159e-02, eta: 2 days, 9:06:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9625, loss_cls: 3.6591, loss: 3.6591 +2025-06-24 08:31:16,903 - pyskl - INFO - Epoch [37][500/3940] lr: 2.159e-02, eta: 2 days, 9:06:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9537, loss_cls: 3.7157, loss: 3.7157 +2025-06-24 08:32:02,491 - pyskl - INFO - Epoch [37][600/3940] lr: 2.158e-02, eta: 2 days, 9:05:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 3.8189, loss: 3.8189 +2025-06-24 08:32:48,278 - pyskl - INFO - Epoch [37][700/3940] lr: 2.158e-02, eta: 2 days, 9:04:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9519, loss_cls: 3.9309, loss: 3.9309 +2025-06-24 08:33:33,900 - pyskl - INFO - Epoch [37][800/3940] lr: 2.158e-02, eta: 2 days, 9:03:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 3.7541, loss: 3.7541 +2025-06-24 08:34:19,321 - pyskl - INFO - Epoch [37][900/3940] lr: 2.157e-02, eta: 2 days, 9:02:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9463, loss_cls: 3.9108, loss: 3.9108 +2025-06-24 08:35:04,873 - pyskl - INFO - Epoch [37][1000/3940] lr: 2.157e-02, eta: 2 days, 9:02:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9525, loss_cls: 3.8200, loss: 3.8200 +2025-06-24 08:35:50,438 - pyskl - INFO - Epoch [37][1100/3940] lr: 2.156e-02, eta: 2 days, 9:01:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 3.8054, loss: 3.8054 +2025-06-24 08:36:35,930 - pyskl - INFO - Epoch [37][1200/3940] lr: 2.156e-02, eta: 2 days, 9:00:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9537, loss_cls: 3.7899, loss: 3.7899 +2025-06-24 08:37:21,468 - pyskl - INFO - Epoch [37][1300/3940] lr: 2.155e-02, eta: 2 days, 8:59:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 3.8263, loss: 3.8263 +2025-06-24 08:38:07,046 - pyskl - INFO - Epoch [37][1400/3940] lr: 2.155e-02, eta: 2 days, 8:59:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9506, loss_cls: 3.8953, loss: 3.8953 +2025-06-24 08:38:52,522 - pyskl - INFO - Epoch [37][1500/3940] lr: 2.154e-02, eta: 2 days, 8:58:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9550, loss_cls: 3.7496, loss: 3.7496 +2025-06-24 08:39:38,059 - pyskl - INFO - Epoch [37][1600/3940] lr: 2.154e-02, eta: 2 days, 8:57:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9613, loss_cls: 3.7703, loss: 3.7703 +2025-06-24 08:40:23,554 - pyskl - INFO - Epoch [37][1700/3940] lr: 2.153e-02, eta: 2 days, 8:56:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9563, loss_cls: 3.8460, loss: 3.8460 +2025-06-24 08:41:09,183 - pyskl - INFO - Epoch [37][1800/3940] lr: 2.153e-02, eta: 2 days, 8:55:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 3.8132, loss: 3.8132 +2025-06-24 08:41:54,789 - pyskl - INFO - Epoch [37][1900/3940] lr: 2.153e-02, eta: 2 days, 8:55:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9531, loss_cls: 3.7462, loss: 3.7462 +2025-06-24 08:42:40,168 - pyskl - INFO - Epoch [37][2000/3940] lr: 2.152e-02, eta: 2 days, 8:54:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 3.7214, loss: 3.7214 +2025-06-24 08:43:25,589 - pyskl - INFO - Epoch [37][2100/3940] lr: 2.152e-02, eta: 2 days, 8:53:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9450, loss_cls: 3.9525, loss: 3.9525 +2025-06-24 08:44:10,986 - pyskl - INFO - Epoch [37][2200/3940] lr: 2.151e-02, eta: 2 days, 8:52:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9531, loss_cls: 3.7614, loss: 3.7614 +2025-06-24 08:44:56,407 - pyskl - INFO - Epoch [37][2300/3940] lr: 2.151e-02, eta: 2 days, 8:51:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9625, loss_cls: 3.8904, loss: 3.8904 +2025-06-24 08:45:41,901 - pyskl - INFO - Epoch [37][2400/3940] lr: 2.150e-02, eta: 2 days, 8:51:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 3.7264, loss: 3.7264 +2025-06-24 08:46:27,364 - pyskl - INFO - Epoch [37][2500/3940] lr: 2.150e-02, eta: 2 days, 8:50:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.6260, loss: 3.6260 +2025-06-24 08:47:12,835 - pyskl - INFO - Epoch [37][2600/3940] lr: 2.149e-02, eta: 2 days, 8:49:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9544, loss_cls: 3.8051, loss: 3.8051 +2025-06-24 08:47:58,325 - pyskl - INFO - Epoch [37][2700/3940] lr: 2.149e-02, eta: 2 days, 8:48:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9513, loss_cls: 3.8421, loss: 3.8421 +2025-06-24 08:48:43,814 - pyskl - INFO - Epoch [37][2800/3940] lr: 2.148e-02, eta: 2 days, 8:48:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 3.7457, loss: 3.7457 +2025-06-24 08:49:29,314 - pyskl - INFO - Epoch [37][2900/3940] lr: 2.148e-02, eta: 2 days, 8:47:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9544, loss_cls: 3.6938, loss: 3.6938 +2025-06-24 08:50:14,773 - pyskl - INFO - Epoch [37][3000/3940] lr: 2.147e-02, eta: 2 days, 8:46:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 3.8049, loss: 3.8049 +2025-06-24 08:51:00,219 - pyskl - INFO - Epoch [37][3100/3940] lr: 2.147e-02, eta: 2 days, 8:45:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9500, loss_cls: 3.9559, loss: 3.9559 +2025-06-24 08:51:45,677 - pyskl - INFO - Epoch [37][3200/3940] lr: 2.147e-02, eta: 2 days, 8:44:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9537, loss_cls: 3.7122, loss: 3.7122 +2025-06-24 08:52:31,205 - pyskl - INFO - Epoch [37][3300/3940] lr: 2.146e-02, eta: 2 days, 8:44:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 3.7946, loss: 3.7946 +2025-06-24 08:53:16,685 - pyskl - INFO - Epoch [37][3400/3940] lr: 2.146e-02, eta: 2 days, 8:43:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 3.8767, loss: 3.8767 +2025-06-24 08:54:02,189 - pyskl - INFO - Epoch [37][3500/3940] lr: 2.145e-02, eta: 2 days, 8:42:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 3.8013, loss: 3.8013 +2025-06-24 08:54:47,747 - pyskl - INFO - Epoch [37][3600/3940] lr: 2.145e-02, eta: 2 days, 8:41:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.7835, loss: 3.7835 +2025-06-24 08:55:33,376 - pyskl - INFO - Epoch [37][3700/3940] lr: 2.144e-02, eta: 2 days, 8:41:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 3.7657, loss: 3.7657 +2025-06-24 08:56:19,010 - pyskl - INFO - Epoch [37][3800/3940] lr: 2.144e-02, eta: 2 days, 8:40:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9506, loss_cls: 3.9546, loss: 3.9546 +2025-06-24 08:57:04,575 - pyskl - INFO - Epoch [37][3900/3940] lr: 2.143e-02, eta: 2 days, 8:39:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9513, loss_cls: 3.8076, loss: 3.8076 +2025-06-24 08:57:23,193 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-06-24 09:00:59,873 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 09:01:00,356 - pyskl - INFO - +top1_acc 0.7535 +top5_acc 0.9488 +2025-06-24 09:01:00,415 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_34.pth was removed +2025-06-24 09:01:01,522 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_37.pth. +2025-06-24 09:01:01,524 - pyskl - INFO - Best top1_acc is 0.7535 at 37 epoch. +2025-06-24 09:01:01,543 - pyskl - INFO - Epoch(val) [37][3183] top1_acc: 0.7535, top5_acc: 0.9488 +2025-06-24 09:02:11,476 - pyskl - INFO - Epoch [38][100/3940] lr: 2.143e-02, eta: 2 days, 8:38:45, time: 0.699, data_time: 0.244, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 3.7848, loss: 3.7848 +2025-06-24 09:02:57,006 - pyskl - INFO - Epoch [38][200/3940] lr: 2.142e-02, eta: 2 days, 8:37:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9550, loss_cls: 3.8700, loss: 3.8700 +2025-06-24 09:03:42,487 - pyskl - INFO - Epoch [38][300/3940] lr: 2.142e-02, eta: 2 days, 8:37:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9406, loss_cls: 3.9347, loss: 3.9347 +2025-06-24 09:04:27,995 - pyskl - INFO - Epoch [38][400/3940] lr: 2.141e-02, eta: 2 days, 8:36:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 3.6297, loss: 3.6297 +2025-06-24 09:05:13,589 - pyskl - INFO - Epoch [38][500/3940] lr: 2.141e-02, eta: 2 days, 8:35:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9506, loss_cls: 3.8401, loss: 3.8401 +2025-06-24 09:05:59,213 - pyskl - INFO - Epoch [38][600/3940] lr: 2.140e-02, eta: 2 days, 8:34:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 3.7710, loss: 3.7710 +2025-06-24 09:06:44,797 - pyskl - INFO - Epoch [38][700/3940] lr: 2.140e-02, eta: 2 days, 8:34:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9525, loss_cls: 3.7085, loss: 3.7085 +2025-06-24 09:07:30,304 - pyskl - INFO - Epoch [38][800/3940] lr: 2.139e-02, eta: 2 days, 8:33:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9563, loss_cls: 3.7829, loss: 3.7829 +2025-06-24 09:08:15,778 - pyskl - INFO - Epoch [38][900/3940] lr: 2.139e-02, eta: 2 days, 8:32:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9463, loss_cls: 3.9639, loss: 3.9639 +2025-06-24 09:09:01,352 - pyskl - INFO - Epoch [38][1000/3940] lr: 2.138e-02, eta: 2 days, 8:31:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9569, loss_cls: 3.8527, loss: 3.8527 +2025-06-24 09:09:46,852 - pyskl - INFO - Epoch [38][1100/3940] lr: 2.138e-02, eta: 2 days, 8:30:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 3.6259, loss: 3.6259 +2025-06-24 09:10:32,297 - pyskl - INFO - Epoch [38][1200/3940] lr: 2.137e-02, eta: 2 days, 8:30:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9594, loss_cls: 3.7549, loss: 3.7549 +2025-06-24 09:11:17,933 - pyskl - INFO - Epoch [38][1300/3940] lr: 2.137e-02, eta: 2 days, 8:29:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 3.8004, loss: 3.8004 +2025-06-24 09:12:03,465 - pyskl - INFO - Epoch [38][1400/3940] lr: 2.137e-02, eta: 2 days, 8:28:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 3.8234, loss: 3.8234 +2025-06-24 09:12:48,952 - pyskl - INFO - Epoch [38][1500/3940] lr: 2.136e-02, eta: 2 days, 8:27:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9537, loss_cls: 3.6973, loss: 3.6973 +2025-06-24 09:13:34,467 - pyskl - INFO - Epoch [38][1600/3940] lr: 2.136e-02, eta: 2 days, 8:27:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9556, loss_cls: 3.7370, loss: 3.7370 +2025-06-24 09:14:19,938 - pyskl - INFO - Epoch [38][1700/3940] lr: 2.135e-02, eta: 2 days, 8:26:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9581, loss_cls: 3.9208, loss: 3.9208 +2025-06-24 09:15:05,407 - pyskl - INFO - Epoch [38][1800/3940] lr: 2.135e-02, eta: 2 days, 8:25:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9594, loss_cls: 3.7273, loss: 3.7273 +2025-06-24 09:15:50,893 - pyskl - INFO - Epoch [38][1900/3940] lr: 2.134e-02, eta: 2 days, 8:24:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9500, loss_cls: 3.8929, loss: 3.8929 +2025-06-24 09:16:36,391 - pyskl - INFO - Epoch [38][2000/3940] lr: 2.134e-02, eta: 2 days, 8:23:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9669, loss_cls: 3.5932, loss: 3.5932 +2025-06-24 09:17:21,847 - pyskl - INFO - Epoch [38][2100/3940] lr: 2.133e-02, eta: 2 days, 8:23:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 3.8526, loss: 3.8526 +2025-06-24 09:18:07,294 - pyskl - INFO - Epoch [38][2200/3940] lr: 2.133e-02, eta: 2 days, 8:22:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9406, loss_cls: 3.8792, loss: 3.8792 +2025-06-24 09:18:52,741 - pyskl - INFO - Epoch [38][2300/3940] lr: 2.132e-02, eta: 2 days, 8:21:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9587, loss_cls: 3.7406, loss: 3.7406 +2025-06-24 09:19:38,199 - pyskl - INFO - Epoch [38][2400/3940] lr: 2.132e-02, eta: 2 days, 8:20:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9556, loss_cls: 3.8030, loss: 3.8030 +2025-06-24 09:20:23,768 - pyskl - INFO - Epoch [38][2500/3940] lr: 2.131e-02, eta: 2 days, 8:20:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 3.8017, loss: 3.8017 +2025-06-24 09:21:09,362 - pyskl - INFO - Epoch [38][2600/3940] lr: 2.131e-02, eta: 2 days, 8:19:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9487, loss_cls: 3.8904, loss: 3.8904 +2025-06-24 09:21:54,818 - pyskl - INFO - Epoch [38][2700/3940] lr: 2.130e-02, eta: 2 days, 8:18:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9525, loss_cls: 3.7445, loss: 3.7445 +2025-06-24 09:22:40,236 - pyskl - INFO - Epoch [38][2800/3940] lr: 2.130e-02, eta: 2 days, 8:17:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9556, loss_cls: 3.8830, loss: 3.8830 +2025-06-24 09:23:25,664 - pyskl - INFO - Epoch [38][2900/3940] lr: 2.130e-02, eta: 2 days, 8:16:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9506, loss_cls: 3.9468, loss: 3.9468 +2025-06-24 09:24:11,222 - pyskl - INFO - Epoch [38][3000/3940] lr: 2.129e-02, eta: 2 days, 8:16:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 3.6210, loss: 3.6210 +2025-06-24 09:24:56,692 - pyskl - INFO - Epoch [38][3100/3940] lr: 2.129e-02, eta: 2 days, 8:15:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 3.7922, loss: 3.7922 +2025-06-24 09:25:42,218 - pyskl - INFO - Epoch [38][3200/3940] lr: 2.128e-02, eta: 2 days, 8:14:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 3.6381, loss: 3.6381 +2025-06-24 09:26:27,732 - pyskl - INFO - Epoch [38][3300/3940] lr: 2.128e-02, eta: 2 days, 8:13:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 3.6992, loss: 3.6992 +2025-06-24 09:27:13,285 - pyskl - INFO - Epoch [38][3400/3940] lr: 2.127e-02, eta: 2 days, 8:13:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 3.6972, loss: 3.6972 +2025-06-24 09:27:58,823 - pyskl - INFO - Epoch [38][3500/3940] lr: 2.127e-02, eta: 2 days, 8:12:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9544, loss_cls: 3.7934, loss: 3.7934 +2025-06-24 09:28:44,317 - pyskl - INFO - Epoch [38][3600/3940] lr: 2.126e-02, eta: 2 days, 8:11:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9506, loss_cls: 3.8203, loss: 3.8203 +2025-06-24 09:29:29,799 - pyskl - INFO - Epoch [38][3700/3940] lr: 2.126e-02, eta: 2 days, 8:10:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9556, loss_cls: 3.7607, loss: 3.7607 +2025-06-24 09:30:15,470 - pyskl - INFO - Epoch [38][3800/3940] lr: 2.125e-02, eta: 2 days, 8:09:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9581, loss_cls: 3.7627, loss: 3.7627 +2025-06-24 09:31:01,043 - pyskl - INFO - Epoch [38][3900/3940] lr: 2.125e-02, eta: 2 days, 8:09:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9563, loss_cls: 3.8750, loss: 3.8750 +2025-06-24 09:31:19,830 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-06-24 09:34:56,987 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 09:34:57,460 - pyskl - INFO - +top1_acc 0.6815 +top5_acc 0.9192 +2025-06-24 09:34:57,483 - pyskl - INFO - Epoch(val) [38][3183] top1_acc: 0.6815, top5_acc: 0.9192 +2025-06-24 09:36:07,296 - pyskl - INFO - Epoch [39][100/3940] lr: 2.124e-02, eta: 2 days, 8:08:23, time: 0.698, data_time: 0.243, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9675, loss_cls: 3.7355, loss: 3.7355 +2025-06-24 09:36:52,734 - pyskl - INFO - Epoch [39][200/3940] lr: 2.124e-02, eta: 2 days, 8:07:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 3.7400, loss: 3.7400 +2025-06-24 09:37:38,342 - pyskl - INFO - Epoch [39][300/3940] lr: 2.123e-02, eta: 2 days, 8:06:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9537, loss_cls: 3.7951, loss: 3.7951 +2025-06-24 09:38:23,918 - pyskl - INFO - Epoch [39][400/3940] lr: 2.123e-02, eta: 2 days, 8:06:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 3.7789, loss: 3.7789 +2025-06-24 09:39:09,612 - pyskl - INFO - Epoch [39][500/3940] lr: 2.122e-02, eta: 2 days, 8:05:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9569, loss_cls: 3.8353, loss: 3.8353 +2025-06-24 09:39:55,130 - pyskl - INFO - Epoch [39][600/3940] lr: 2.122e-02, eta: 2 days, 8:04:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 3.5855, loss: 3.5855 +2025-06-24 09:40:40,695 - pyskl - INFO - Epoch [39][700/3940] lr: 2.121e-02, eta: 2 days, 8:03:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9631, loss_cls: 3.7358, loss: 3.7358 +2025-06-24 09:41:26,236 - pyskl - INFO - Epoch [39][800/3940] lr: 2.121e-02, eta: 2 days, 8:02:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9556, loss_cls: 3.7955, loss: 3.7955 +2025-06-24 09:42:11,798 - pyskl - INFO - Epoch [39][900/3940] lr: 2.120e-02, eta: 2 days, 8:02:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9619, loss_cls: 3.7477, loss: 3.7477 +2025-06-24 09:42:57,457 - pyskl - INFO - Epoch [39][1000/3940] lr: 2.120e-02, eta: 2 days, 8:01:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9525, loss_cls: 3.8193, loss: 3.8193 +2025-06-24 09:43:43,049 - pyskl - INFO - Epoch [39][1100/3940] lr: 2.119e-02, eta: 2 days, 8:00:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9644, loss_cls: 3.7777, loss: 3.7777 +2025-06-24 09:44:28,634 - pyskl - INFO - Epoch [39][1200/3940] lr: 2.119e-02, eta: 2 days, 7:59:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9475, loss_cls: 3.9693, loss: 3.9693 +2025-06-24 09:45:14,226 - pyskl - INFO - Epoch [39][1300/3940] lr: 2.118e-02, eta: 2 days, 7:59:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 3.6421, loss: 3.6421 +2025-06-24 09:45:59,754 - pyskl - INFO - Epoch [39][1400/3940] lr: 2.118e-02, eta: 2 days, 7:58:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9563, loss_cls: 3.7535, loss: 3.7535 +2025-06-24 09:46:45,328 - pyskl - INFO - Epoch [39][1500/3940] lr: 2.117e-02, eta: 2 days, 7:57:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 3.6548, loss: 3.6548 +2025-06-24 09:47:30,878 - pyskl - INFO - Epoch [39][1600/3940] lr: 2.117e-02, eta: 2 days, 7:56:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9575, loss_cls: 3.6639, loss: 3.6639 +2025-06-24 09:48:16,504 - pyskl - INFO - Epoch [39][1700/3940] lr: 2.116e-02, eta: 2 days, 7:55:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9544, loss_cls: 3.8006, loss: 3.8006 +2025-06-24 09:49:01,981 - pyskl - INFO - Epoch [39][1800/3940] lr: 2.116e-02, eta: 2 days, 7:55:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 3.6277, loss: 3.6277 +2025-06-24 09:49:47,743 - pyskl - INFO - Epoch [39][1900/3940] lr: 2.116e-02, eta: 2 days, 7:54:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9513, loss_cls: 3.7958, loss: 3.7958 +2025-06-24 09:50:33,245 - pyskl - INFO - Epoch [39][2000/3940] lr: 2.115e-02, eta: 2 days, 7:53:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 3.7360, loss: 3.7360 +2025-06-24 09:51:18,971 - pyskl - INFO - Epoch [39][2100/3940] lr: 2.115e-02, eta: 2 days, 7:52:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9650, loss_cls: 3.5886, loss: 3.5886 +2025-06-24 09:52:04,462 - pyskl - INFO - Epoch [39][2200/3940] lr: 2.114e-02, eta: 2 days, 7:52:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9606, loss_cls: 3.8578, loss: 3.8578 +2025-06-24 09:52:50,081 - pyskl - INFO - Epoch [39][2300/3940] lr: 2.114e-02, eta: 2 days, 7:51:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 3.7120, loss: 3.7120 +2025-06-24 09:53:35,714 - pyskl - INFO - Epoch [39][2400/3940] lr: 2.113e-02, eta: 2 days, 7:50:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9463, loss_cls: 3.8339, loss: 3.8339 +2025-06-24 09:54:21,354 - pyskl - INFO - Epoch [39][2500/3940] lr: 2.113e-02, eta: 2 days, 7:49:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9444, loss_cls: 3.8373, loss: 3.8373 +2025-06-24 09:55:06,921 - pyskl - INFO - Epoch [39][2600/3940] lr: 2.112e-02, eta: 2 days, 7:49:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9531, loss_cls: 3.8412, loss: 3.8412 +2025-06-24 09:55:52,530 - pyskl - INFO - Epoch [39][2700/3940] lr: 2.112e-02, eta: 2 days, 7:48:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9494, loss_cls: 3.8137, loss: 3.8137 +2025-06-24 09:56:38,221 - pyskl - INFO - Epoch [39][2800/3940] lr: 2.111e-02, eta: 2 days, 7:47:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9525, loss_cls: 3.9522, loss: 3.9522 +2025-06-24 09:57:23,881 - pyskl - INFO - Epoch [39][2900/3940] lr: 2.111e-02, eta: 2 days, 7:46:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9500, loss_cls: 3.8888, loss: 3.8888 +2025-06-24 09:58:09,681 - pyskl - INFO - Epoch [39][3000/3940] lr: 2.110e-02, eta: 2 days, 7:45:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9475, loss_cls: 3.7587, loss: 3.7587 +2025-06-24 09:58:55,407 - pyskl - INFO - Epoch [39][3100/3940] lr: 2.110e-02, eta: 2 days, 7:45:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9531, loss_cls: 3.7835, loss: 3.7835 +2025-06-24 09:59:40,948 - pyskl - INFO - Epoch [39][3200/3940] lr: 2.109e-02, eta: 2 days, 7:44:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9613, loss_cls: 3.5880, loss: 3.5880 +2025-06-24 10:00:26,506 - pyskl - INFO - Epoch [39][3300/3940] lr: 2.109e-02, eta: 2 days, 7:43:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9544, loss_cls: 3.8246, loss: 3.8246 +2025-06-24 10:01:12,082 - pyskl - INFO - Epoch [39][3400/3940] lr: 2.108e-02, eta: 2 days, 7:42:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9525, loss_cls: 3.8310, loss: 3.8310 +2025-06-24 10:01:57,644 - pyskl - INFO - Epoch [39][3500/3940] lr: 2.108e-02, eta: 2 days, 7:42:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9625, loss_cls: 3.7745, loss: 3.7745 +2025-06-24 10:02:43,224 - pyskl - INFO - Epoch [39][3600/3940] lr: 2.107e-02, eta: 2 days, 7:41:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9506, loss_cls: 3.7758, loss: 3.7758 +2025-06-24 10:03:28,908 - pyskl - INFO - Epoch [39][3700/3940] lr: 2.107e-02, eta: 2 days, 7:40:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9556, loss_cls: 3.7761, loss: 3.7761 +2025-06-24 10:04:14,568 - pyskl - INFO - Epoch [39][3800/3940] lr: 2.106e-02, eta: 2 days, 7:39:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 3.9234, loss: 3.9234 +2025-06-24 10:05:00,137 - pyskl - INFO - Epoch [39][3900/3940] lr: 2.106e-02, eta: 2 days, 7:38:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9525, loss_cls: 3.8451, loss: 3.8451 +2025-06-24 10:05:18,742 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-06-24 10:08:51,902 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 10:08:52,415 - pyskl - INFO - +top1_acc 0.7499 +top5_acc 0.9431 +2025-06-24 10:08:52,435 - pyskl - INFO - Epoch(val) [39][3183] top1_acc: 0.7499, top5_acc: 0.9431 +2025-06-24 10:10:02,670 - pyskl - INFO - Epoch [40][100/3940] lr: 2.105e-02, eta: 2 days, 7:38:13, time: 0.702, data_time: 0.246, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 3.7828, loss: 3.7828 +2025-06-24 10:10:48,350 - pyskl - INFO - Epoch [40][200/3940] lr: 2.105e-02, eta: 2 days, 7:37:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 3.7329, loss: 3.7329 +2025-06-24 10:11:34,308 - pyskl - INFO - Epoch [40][300/3940] lr: 2.104e-02, eta: 2 days, 7:36:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9575, loss_cls: 3.5908, loss: 3.5908 +2025-06-24 10:12:19,998 - pyskl - INFO - Epoch [40][400/3940] lr: 2.104e-02, eta: 2 days, 7:35:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9644, loss_cls: 3.5830, loss: 3.5830 +2025-06-24 10:13:05,599 - pyskl - INFO - Epoch [40][500/3940] lr: 2.103e-02, eta: 2 days, 7:35:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 3.6403, loss: 3.6403 +2025-06-24 10:13:51,303 - pyskl - INFO - Epoch [40][600/3940] lr: 2.103e-02, eta: 2 days, 7:34:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 3.7388, loss: 3.7388 +2025-06-24 10:14:36,914 - pyskl - INFO - Epoch [40][700/3940] lr: 2.102e-02, eta: 2 days, 7:33:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9587, loss_cls: 3.7034, loss: 3.7034 +2025-06-24 10:15:22,565 - pyskl - INFO - Epoch [40][800/3940] lr: 2.102e-02, eta: 2 days, 7:32:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9594, loss_cls: 3.6126, loss: 3.6126 +2025-06-24 10:16:08,267 - pyskl - INFO - Epoch [40][900/3940] lr: 2.101e-02, eta: 2 days, 7:32:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9487, loss_cls: 3.8891, loss: 3.8891 +2025-06-24 10:16:53,891 - pyskl - INFO - Epoch [40][1000/3940] lr: 2.101e-02, eta: 2 days, 7:31:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9613, loss_cls: 3.5933, loss: 3.5933 +2025-06-24 10:17:39,518 - pyskl - INFO - Epoch [40][1100/3940] lr: 2.100e-02, eta: 2 days, 7:30:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9594, loss_cls: 3.7224, loss: 3.7224 +2025-06-24 10:18:25,099 - pyskl - INFO - Epoch [40][1200/3940] lr: 2.100e-02, eta: 2 days, 7:29:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9556, loss_cls: 3.7105, loss: 3.7105 +2025-06-24 10:19:10,707 - pyskl - INFO - Epoch [40][1300/3940] lr: 2.099e-02, eta: 2 days, 7:28:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9563, loss_cls: 3.7800, loss: 3.7800 +2025-06-24 10:19:56,325 - pyskl - INFO - Epoch [40][1400/3940] lr: 2.099e-02, eta: 2 days, 7:28:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9575, loss_cls: 3.7217, loss: 3.7217 +2025-06-24 10:20:41,956 - pyskl - INFO - Epoch [40][1500/3940] lr: 2.098e-02, eta: 2 days, 7:27:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9613, loss_cls: 3.7622, loss: 3.7622 +2025-06-24 10:21:27,571 - pyskl - INFO - Epoch [40][1600/3940] lr: 2.098e-02, eta: 2 days, 7:26:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9575, loss_cls: 3.6002, loss: 3.6002 +2025-06-24 10:22:13,140 - pyskl - INFO - Epoch [40][1700/3940] lr: 2.097e-02, eta: 2 days, 7:25:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 3.7837, loss: 3.7837 +2025-06-24 10:22:58,771 - pyskl - INFO - Epoch [40][1800/3940] lr: 2.097e-02, eta: 2 days, 7:25:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9444, loss_cls: 3.8171, loss: 3.8171 +2025-06-24 10:23:44,411 - pyskl - INFO - Epoch [40][1900/3940] lr: 2.096e-02, eta: 2 days, 7:24:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9537, loss_cls: 3.8544, loss: 3.8544 +2025-06-24 10:24:30,119 - pyskl - INFO - Epoch [40][2000/3940] lr: 2.096e-02, eta: 2 days, 7:23:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9581, loss_cls: 3.8242, loss: 3.8242 +2025-06-24 10:25:15,806 - pyskl - INFO - Epoch [40][2100/3940] lr: 2.095e-02, eta: 2 days, 7:22:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9513, loss_cls: 3.8852, loss: 3.8852 +2025-06-24 10:26:01,400 - pyskl - INFO - Epoch [40][2200/3940] lr: 2.095e-02, eta: 2 days, 7:22:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 3.8578, loss: 3.8578 +2025-06-24 10:26:47,021 - pyskl - INFO - Epoch [40][2300/3940] lr: 2.094e-02, eta: 2 days, 7:21:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 3.6565, loss: 3.6565 +2025-06-24 10:27:32,643 - pyskl - INFO - Epoch [40][2400/3940] lr: 2.094e-02, eta: 2 days, 7:20:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9544, loss_cls: 3.9174, loss: 3.9174 +2025-06-24 10:28:18,261 - pyskl - INFO - Epoch [40][2500/3940] lr: 2.094e-02, eta: 2 days, 7:19:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9450, loss_cls: 3.8009, loss: 3.8009 +2025-06-24 10:29:04,046 - pyskl - INFO - Epoch [40][2600/3940] lr: 2.093e-02, eta: 2 days, 7:18:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9500, loss_cls: 3.8339, loss: 3.8339 +2025-06-24 10:29:49,706 - pyskl - INFO - Epoch [40][2700/3940] lr: 2.093e-02, eta: 2 days, 7:18:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.6863, loss: 3.6863 +2025-06-24 10:30:35,308 - pyskl - INFO - Epoch [40][2800/3940] lr: 2.092e-02, eta: 2 days, 7:17:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9487, loss_cls: 3.9081, loss: 3.9081 +2025-06-24 10:31:20,950 - pyskl - INFO - Epoch [40][2900/3940] lr: 2.092e-02, eta: 2 days, 7:16:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9506, loss_cls: 3.7814, loss: 3.7814 +2025-06-24 10:32:06,488 - pyskl - INFO - Epoch [40][3000/3940] lr: 2.091e-02, eta: 2 days, 7:15:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9613, loss_cls: 3.7129, loss: 3.7129 +2025-06-24 10:32:52,073 - pyskl - INFO - Epoch [40][3100/3940] lr: 2.091e-02, eta: 2 days, 7:15:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9406, loss_cls: 3.8507, loss: 3.8507 +2025-06-24 10:33:37,678 - pyskl - INFO - Epoch [40][3200/3940] lr: 2.090e-02, eta: 2 days, 7:14:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9581, loss_cls: 3.7852, loss: 3.7852 +2025-06-24 10:34:23,223 - pyskl - INFO - Epoch [40][3300/3940] lr: 2.090e-02, eta: 2 days, 7:13:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9531, loss_cls: 3.7716, loss: 3.7716 +2025-06-24 10:35:08,856 - pyskl - INFO - Epoch [40][3400/3940] lr: 2.089e-02, eta: 2 days, 7:12:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9587, loss_cls: 3.7355, loss: 3.7355 +2025-06-24 10:35:54,481 - pyskl - INFO - Epoch [40][3500/3940] lr: 2.089e-02, eta: 2 days, 7:11:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 3.7216, loss: 3.7216 +2025-06-24 10:36:40,126 - pyskl - INFO - Epoch [40][3600/3940] lr: 2.088e-02, eta: 2 days, 7:11:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9463, loss_cls: 3.8230, loss: 3.8230 +2025-06-24 10:37:25,657 - pyskl - INFO - Epoch [40][3700/3940] lr: 2.088e-02, eta: 2 days, 7:10:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9525, loss_cls: 3.8841, loss: 3.8841 +2025-06-24 10:38:11,227 - pyskl - INFO - Epoch [40][3800/3940] lr: 2.087e-02, eta: 2 days, 7:09:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 3.7379, loss: 3.7379 +2025-06-24 10:38:56,764 - pyskl - INFO - Epoch [40][3900/3940] lr: 2.087e-02, eta: 2 days, 7:08:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9613, loss_cls: 3.6307, loss: 3.6307 +2025-06-24 10:39:15,371 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-06-24 10:58:43,078 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 10:58:43,551 - pyskl - INFO - +top1_acc 0.7523 +top5_acc 0.9485 +2025-06-24 10:58:43,571 - pyskl - INFO - Epoch(val) [40][3183] top1_acc: 0.7523, top5_acc: 0.9485 +2025-06-24 10:59:53,838 - pyskl - INFO - Epoch [41][100/3940] lr: 2.086e-02, eta: 2 days, 7:08:06, time: 0.703, data_time: 0.245, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9600, loss_cls: 3.8286, loss: 3.8286 +2025-06-24 11:00:39,451 - pyskl - INFO - Epoch [41][200/3940] lr: 2.085e-02, eta: 2 days, 7:07:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9550, loss_cls: 3.7794, loss: 3.7794 +2025-06-24 11:01:25,054 - pyskl - INFO - Epoch [41][300/3940] lr: 2.085e-02, eta: 2 days, 7:06:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 3.6830, loss: 3.6830 +2025-06-24 11:02:10,609 - pyskl - INFO - Epoch [41][400/3940] lr: 2.084e-02, eta: 2 days, 7:05:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9600, loss_cls: 3.6136, loss: 3.6136 +2025-06-24 11:02:56,161 - pyskl - INFO - Epoch [41][500/3940] lr: 2.084e-02, eta: 2 days, 7:05:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 3.6696, loss: 3.6696 +2025-06-24 11:03:41,738 - pyskl - INFO - Epoch [41][600/3940] lr: 2.083e-02, eta: 2 days, 7:04:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9600, loss_cls: 3.6628, loss: 3.6628 +2025-06-24 11:04:27,349 - pyskl - INFO - Epoch [41][700/3940] lr: 2.083e-02, eta: 2 days, 7:03:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9587, loss_cls: 3.7446, loss: 3.7446 +2025-06-24 11:05:12,946 - pyskl - INFO - Epoch [41][800/3940] lr: 2.082e-02, eta: 2 days, 7:02:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 3.5373, loss: 3.5373 +2025-06-24 11:05:58,493 - pyskl - INFO - Epoch [41][900/3940] lr: 2.082e-02, eta: 2 days, 7:01:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9513, loss_cls: 3.8957, loss: 3.8957 +2025-06-24 11:06:44,214 - pyskl - INFO - Epoch [41][1000/3940] lr: 2.081e-02, eta: 2 days, 7:01:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9600, loss_cls: 3.7553, loss: 3.7553 +2025-06-24 11:07:29,752 - pyskl - INFO - Epoch [41][1100/3940] lr: 2.081e-02, eta: 2 days, 7:00:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 3.7254, loss: 3.7254 +2025-06-24 11:08:15,317 - pyskl - INFO - Epoch [41][1200/3940] lr: 2.080e-02, eta: 2 days, 6:59:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 3.6218, loss: 3.6218 +2025-06-24 11:09:00,957 - pyskl - INFO - Epoch [41][1300/3940] lr: 2.080e-02, eta: 2 days, 6:58:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9563, loss_cls: 3.7158, loss: 3.7158 +2025-06-24 11:09:46,494 - pyskl - INFO - Epoch [41][1400/3940] lr: 2.079e-02, eta: 2 days, 6:58:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 3.7558, loss: 3.7558 +2025-06-24 11:10:32,102 - pyskl - INFO - Epoch [41][1500/3940] lr: 2.079e-02, eta: 2 days, 6:57:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9606, loss_cls: 3.6944, loss: 3.6944 +2025-06-24 11:11:17,628 - pyskl - INFO - Epoch [41][1600/3940] lr: 2.078e-02, eta: 2 days, 6:56:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 3.7135, loss: 3.7135 +2025-06-24 11:12:03,359 - pyskl - INFO - Epoch [41][1700/3940] lr: 2.078e-02, eta: 2 days, 6:55:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9594, loss_cls: 3.8026, loss: 3.8026 +2025-06-24 11:12:48,957 - pyskl - INFO - Epoch [41][1800/3940] lr: 2.077e-02, eta: 2 days, 6:54:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9581, loss_cls: 3.7607, loss: 3.7607 +2025-06-24 11:13:34,523 - pyskl - INFO - Epoch [41][1900/3940] lr: 2.077e-02, eta: 2 days, 6:54:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 3.7914, loss: 3.7914 +2025-06-24 11:14:20,020 - pyskl - INFO - Epoch [41][2000/3940] lr: 2.076e-02, eta: 2 days, 6:53:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9550, loss_cls: 3.7304, loss: 3.7304 +2025-06-24 11:15:05,518 - pyskl - INFO - Epoch [41][2100/3940] lr: 2.076e-02, eta: 2 days, 6:52:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9531, loss_cls: 3.7627, loss: 3.7627 +2025-06-24 11:15:51,011 - pyskl - INFO - Epoch [41][2200/3940] lr: 2.075e-02, eta: 2 days, 6:51:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9544, loss_cls: 3.7425, loss: 3.7425 +2025-06-24 11:16:36,549 - pyskl - INFO - Epoch [41][2300/3940] lr: 2.075e-02, eta: 2 days, 6:51:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9556, loss_cls: 3.8829, loss: 3.8829 +2025-06-24 11:17:22,046 - pyskl - INFO - Epoch [41][2400/3940] lr: 2.074e-02, eta: 2 days, 6:50:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9550, loss_cls: 3.8823, loss: 3.8823 +2025-06-24 11:18:07,502 - pyskl - INFO - Epoch [41][2500/3940] lr: 2.074e-02, eta: 2 days, 6:49:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9569, loss_cls: 3.7884, loss: 3.7884 +2025-06-24 11:18:53,120 - pyskl - INFO - Epoch [41][2600/3940] lr: 2.074e-02, eta: 2 days, 6:48:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9525, loss_cls: 3.8690, loss: 3.8690 +2025-06-24 11:19:38,540 - pyskl - INFO - Epoch [41][2700/3940] lr: 2.073e-02, eta: 2 days, 6:47:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9525, loss_cls: 3.7539, loss: 3.7539 +2025-06-24 11:20:24,072 - pyskl - INFO - Epoch [41][2800/3940] lr: 2.072e-02, eta: 2 days, 6:47:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 3.6433, loss: 3.6433 +2025-06-24 11:21:09,823 - pyskl - INFO - Epoch [41][2900/3940] lr: 2.072e-02, eta: 2 days, 6:46:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9594, loss_cls: 3.6263, loss: 3.6263 +2025-06-24 11:21:55,263 - pyskl - INFO - Epoch [41][3000/3940] lr: 2.071e-02, eta: 2 days, 6:45:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9537, loss_cls: 3.8069, loss: 3.8069 +2025-06-24 11:22:40,742 - pyskl - INFO - Epoch [41][3100/3940] lr: 2.071e-02, eta: 2 days, 6:44:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9481, loss_cls: 3.8881, loss: 3.8881 +2025-06-24 11:23:26,149 - pyskl - INFO - Epoch [41][3200/3940] lr: 2.070e-02, eta: 2 days, 6:44:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 3.6606, loss: 3.6606 +2025-06-24 11:24:11,585 - pyskl - INFO - Epoch [41][3300/3940] lr: 2.070e-02, eta: 2 days, 6:43:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9581, loss_cls: 3.6520, loss: 3.6520 +2025-06-24 11:24:57,048 - pyskl - INFO - Epoch [41][3400/3940] lr: 2.069e-02, eta: 2 days, 6:42:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 3.8387, loss: 3.8387 +2025-06-24 11:25:42,518 - pyskl - INFO - Epoch [41][3500/3940] lr: 2.069e-02, eta: 2 days, 6:41:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9444, loss_cls: 3.8651, loss: 3.8651 +2025-06-24 11:26:27,952 - pyskl - INFO - Epoch [41][3600/3940] lr: 2.068e-02, eta: 2 days, 6:40:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 3.7269, loss: 3.7269 +2025-06-24 11:27:13,422 - pyskl - INFO - Epoch [41][3700/3940] lr: 2.068e-02, eta: 2 days, 6:40:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9619, loss_cls: 3.8575, loss: 3.8575 +2025-06-24 11:27:58,940 - pyskl - INFO - Epoch [41][3800/3940] lr: 2.067e-02, eta: 2 days, 6:39:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9550, loss_cls: 3.6910, loss: 3.6910 +2025-06-24 11:28:44,405 - pyskl - INFO - Epoch [41][3900/3940] lr: 2.067e-02, eta: 2 days, 6:38:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9500, loss_cls: 3.7108, loss: 3.7108 +2025-06-24 11:29:02,818 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-06-24 11:32:36,414 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 11:32:36,909 - pyskl - INFO - +top1_acc 0.7231 +top5_acc 0.9419 +2025-06-24 11:32:36,929 - pyskl - INFO - Epoch(val) [41][3183] top1_acc: 0.7231, top5_acc: 0.9419 +2025-06-24 11:33:47,355 - pyskl - INFO - Epoch [42][100/3940] lr: 2.066e-02, eta: 2 days, 6:37:51, time: 0.704, data_time: 0.248, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 3.6356, loss: 3.6356 +2025-06-24 11:34:32,996 - pyskl - INFO - Epoch [42][200/3940] lr: 2.066e-02, eta: 2 days, 6:37:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 3.6638, loss: 3.6638 +2025-06-24 11:35:18,616 - pyskl - INFO - Epoch [42][300/3940] lr: 2.065e-02, eta: 2 days, 6:36:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 3.6019, loss: 3.6019 +2025-06-24 11:36:04,232 - pyskl - INFO - Epoch [42][400/3940] lr: 2.065e-02, eta: 2 days, 6:35:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9563, loss_cls: 3.8132, loss: 3.8132 +2025-06-24 11:36:49,863 - pyskl - INFO - Epoch [42][500/3940] lr: 2.064e-02, eta: 2 days, 6:34:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9569, loss_cls: 3.7655, loss: 3.7655 +2025-06-24 11:37:35,592 - pyskl - INFO - Epoch [42][600/3940] lr: 2.064e-02, eta: 2 days, 6:34:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9575, loss_cls: 3.7524, loss: 3.7524 +2025-06-24 11:38:21,293 - pyskl - INFO - Epoch [42][700/3940] lr: 2.063e-02, eta: 2 days, 6:33:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.7193, loss: 3.7193 +2025-06-24 11:39:06,934 - pyskl - INFO - Epoch [42][800/3940] lr: 2.063e-02, eta: 2 days, 6:32:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9581, loss_cls: 3.8089, loss: 3.8089 +2025-06-24 11:39:52,638 - pyskl - INFO - Epoch [42][900/3940] lr: 2.062e-02, eta: 2 days, 6:31:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9637, loss_cls: 3.6838, loss: 3.6838 +2025-06-24 11:40:38,231 - pyskl - INFO - Epoch [42][1000/3940] lr: 2.062e-02, eta: 2 days, 6:30:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9581, loss_cls: 3.7759, loss: 3.7759 +2025-06-24 11:41:24,071 - pyskl - INFO - Epoch [42][1100/3940] lr: 2.061e-02, eta: 2 days, 6:30:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9537, loss_cls: 3.7715, loss: 3.7715 +2025-06-24 11:42:09,927 - pyskl - INFO - Epoch [42][1200/3940] lr: 2.061e-02, eta: 2 days, 6:29:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9544, loss_cls: 3.7380, loss: 3.7380 +2025-06-24 11:42:55,545 - pyskl - INFO - Epoch [42][1300/3940] lr: 2.060e-02, eta: 2 days, 6:28:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9550, loss_cls: 3.7282, loss: 3.7282 +2025-06-24 11:43:41,114 - pyskl - INFO - Epoch [42][1400/3940] lr: 2.060e-02, eta: 2 days, 6:27:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9569, loss_cls: 3.7782, loss: 3.7782 +2025-06-24 11:44:26,623 - pyskl - INFO - Epoch [42][1500/3940] lr: 2.059e-02, eta: 2 days, 6:27:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 3.6541, loss: 3.6541 +2025-06-24 11:45:12,224 - pyskl - INFO - Epoch [42][1600/3940] lr: 2.059e-02, eta: 2 days, 6:26:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 3.7717, loss: 3.7717 +2025-06-24 11:45:57,870 - pyskl - INFO - Epoch [42][1700/3940] lr: 2.058e-02, eta: 2 days, 6:25:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 3.7118, loss: 3.7118 +2025-06-24 11:46:43,373 - pyskl - INFO - Epoch [42][1800/3940] lr: 2.058e-02, eta: 2 days, 6:24:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9587, loss_cls: 3.6754, loss: 3.6754 +2025-06-24 11:47:28,974 - pyskl - INFO - Epoch [42][1900/3940] lr: 2.057e-02, eta: 2 days, 6:23:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9544, loss_cls: 3.6600, loss: 3.6600 +2025-06-24 11:48:14,889 - pyskl - INFO - Epoch [42][2000/3940] lr: 2.057e-02, eta: 2 days, 6:23:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9519, loss_cls: 3.7787, loss: 3.7787 +2025-06-24 11:49:00,343 - pyskl - INFO - Epoch [42][2100/3940] lr: 2.056e-02, eta: 2 days, 6:22:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9569, loss_cls: 3.8948, loss: 3.8948 +2025-06-24 11:49:45,916 - pyskl - INFO - Epoch [42][2200/3940] lr: 2.056e-02, eta: 2 days, 6:21:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 3.7612, loss: 3.7612 +2025-06-24 11:50:31,515 - pyskl - INFO - Epoch [42][2300/3940] lr: 2.055e-02, eta: 2 days, 6:20:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9569, loss_cls: 3.7197, loss: 3.7197 +2025-06-24 11:51:17,003 - pyskl - INFO - Epoch [42][2400/3940] lr: 2.055e-02, eta: 2 days, 6:20:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9581, loss_cls: 3.6620, loss: 3.6620 +2025-06-24 11:52:02,634 - pyskl - INFO - Epoch [42][2500/3940] lr: 2.054e-02, eta: 2 days, 6:19:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9525, loss_cls: 3.8445, loss: 3.8445 +2025-06-24 11:52:48,119 - pyskl - INFO - Epoch [42][2600/3940] lr: 2.054e-02, eta: 2 days, 6:18:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9563, loss_cls: 3.7619, loss: 3.7619 +2025-06-24 11:53:33,566 - pyskl - INFO - Epoch [42][2700/3940] lr: 2.053e-02, eta: 2 days, 6:17:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9556, loss_cls: 3.8206, loss: 3.8206 +2025-06-24 11:54:19,191 - pyskl - INFO - Epoch [42][2800/3940] lr: 2.053e-02, eta: 2 days, 6:17:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9594, loss_cls: 3.7095, loss: 3.7095 +2025-06-24 11:55:04,858 - pyskl - INFO - Epoch [42][2900/3940] lr: 2.052e-02, eta: 2 days, 6:16:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9681, loss_cls: 3.6914, loss: 3.6914 +2025-06-24 11:55:50,562 - pyskl - INFO - Epoch [42][3000/3940] lr: 2.052e-02, eta: 2 days, 6:15:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9500, loss_cls: 3.7431, loss: 3.7431 +2025-06-24 11:56:36,121 - pyskl - INFO - Epoch [42][3100/3940] lr: 2.051e-02, eta: 2 days, 6:14:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 3.5802, loss: 3.5802 +2025-06-24 11:57:21,650 - pyskl - INFO - Epoch [42][3200/3940] lr: 2.051e-02, eta: 2 days, 6:13:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9575, loss_cls: 3.6794, loss: 3.6794 +2025-06-24 11:58:07,194 - pyskl - INFO - Epoch [42][3300/3940] lr: 2.050e-02, eta: 2 days, 6:13:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 3.7531, loss: 3.7531 +2025-06-24 11:58:52,763 - pyskl - INFO - Epoch [42][3400/3940] lr: 2.050e-02, eta: 2 days, 6:12:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 3.8052, loss: 3.8052 +2025-06-24 11:59:38,246 - pyskl - INFO - Epoch [42][3500/3940] lr: 2.049e-02, eta: 2 days, 6:11:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9463, loss_cls: 3.8027, loss: 3.8027 +2025-06-24 12:00:23,781 - pyskl - INFO - Epoch [42][3600/3940] lr: 2.049e-02, eta: 2 days, 6:10:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9544, loss_cls: 3.7973, loss: 3.7973 +2025-06-24 12:01:09,349 - pyskl - INFO - Epoch [42][3700/3940] lr: 2.048e-02, eta: 2 days, 6:10:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9631, loss_cls: 3.7820, loss: 3.7820 +2025-06-24 12:01:54,934 - pyskl - INFO - Epoch [42][3800/3940] lr: 2.048e-02, eta: 2 days, 6:09:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 3.7383, loss: 3.7383 +2025-06-24 12:02:40,519 - pyskl - INFO - Epoch [42][3900/3940] lr: 2.047e-02, eta: 2 days, 6:08:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9537, loss_cls: 3.7823, loss: 3.7823 +2025-06-24 12:02:59,169 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-06-24 12:06:32,817 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 12:06:33,388 - pyskl - INFO - +top1_acc 0.6741 +top5_acc 0.9278 +2025-06-24 12:06:33,407 - pyskl - INFO - Epoch(val) [42][3183] top1_acc: 0.6741, top5_acc: 0.9278 +2025-06-24 12:07:44,220 - pyskl - INFO - Epoch [43][100/3940] lr: 2.046e-02, eta: 2 days, 6:07:44, time: 0.708, data_time: 0.252, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9681, loss_cls: 3.6974, loss: 3.6974 +2025-06-24 12:08:29,679 - pyskl - INFO - Epoch [43][200/3940] lr: 2.046e-02, eta: 2 days, 6:06:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9587, loss_cls: 3.6424, loss: 3.6424 +2025-06-24 12:09:15,205 - pyskl - INFO - Epoch [43][300/3940] lr: 2.045e-02, eta: 2 days, 6:06:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9613, loss_cls: 3.6668, loss: 3.6668 +2025-06-24 12:10:00,820 - pyskl - INFO - Epoch [43][400/3940] lr: 2.045e-02, eta: 2 days, 6:05:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9644, loss_cls: 3.5643, loss: 3.5643 +2025-06-24 12:10:46,332 - pyskl - INFO - Epoch [43][500/3940] lr: 2.044e-02, eta: 2 days, 6:04:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9619, loss_cls: 3.6067, loss: 3.6067 +2025-06-24 12:11:31,939 - pyskl - INFO - Epoch [43][600/3940] lr: 2.044e-02, eta: 2 days, 6:03:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 3.7748, loss: 3.7748 +2025-06-24 12:12:17,488 - pyskl - INFO - Epoch [43][700/3940] lr: 2.043e-02, eta: 2 days, 6:03:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9556, loss_cls: 3.7027, loss: 3.7027 +2025-06-24 12:13:03,039 - pyskl - INFO - Epoch [43][800/3940] lr: 2.043e-02, eta: 2 days, 6:02:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9506, loss_cls: 3.8184, loss: 3.8184 +2025-06-24 12:13:48,610 - pyskl - INFO - Epoch [43][900/3940] lr: 2.042e-02, eta: 2 days, 6:01:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9581, loss_cls: 3.7044, loss: 3.7044 +2025-06-24 12:14:34,154 - pyskl - INFO - Epoch [43][1000/3940] lr: 2.042e-02, eta: 2 days, 6:00:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9669, loss_cls: 3.8035, loss: 3.8035 +2025-06-24 12:15:19,798 - pyskl - INFO - Epoch [43][1100/3940] lr: 2.041e-02, eta: 2 days, 6:00:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 3.6640, loss: 3.6640 +2025-06-24 12:16:05,447 - pyskl - INFO - Epoch [43][1200/3940] lr: 2.041e-02, eta: 2 days, 5:59:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9575, loss_cls: 3.6340, loss: 3.6340 +2025-06-24 12:16:51,011 - pyskl - INFO - Epoch [43][1300/3940] lr: 2.040e-02, eta: 2 days, 5:58:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9569, loss_cls: 3.7439, loss: 3.7439 +2025-06-24 12:17:36,501 - pyskl - INFO - Epoch [43][1400/3940] lr: 2.040e-02, eta: 2 days, 5:57:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 3.4368, loss: 3.4368 +2025-06-24 12:18:21,966 - pyskl - INFO - Epoch [43][1500/3940] lr: 2.039e-02, eta: 2 days, 5:56:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9544, loss_cls: 3.7626, loss: 3.7626 +2025-06-24 12:19:07,506 - pyskl - INFO - Epoch [43][1600/3940] lr: 2.039e-02, eta: 2 days, 5:56:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9563, loss_cls: 3.8043, loss: 3.8043 +2025-06-24 12:19:52,973 - pyskl - INFO - Epoch [43][1700/3940] lr: 2.038e-02, eta: 2 days, 5:55:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9619, loss_cls: 3.7037, loss: 3.7037 +2025-06-24 12:20:38,508 - pyskl - INFO - Epoch [43][1800/3940] lr: 2.038e-02, eta: 2 days, 5:54:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9581, loss_cls: 3.6343, loss: 3.6343 +2025-06-24 12:21:24,045 - pyskl - INFO - Epoch [43][1900/3940] lr: 2.037e-02, eta: 2 days, 5:53:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9575, loss_cls: 3.7523, loss: 3.7523 +2025-06-24 12:22:09,470 - pyskl - INFO - Epoch [43][2000/3940] lr: 2.037e-02, eta: 2 days, 5:53:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 3.6232, loss: 3.6232 +2025-06-24 12:22:55,018 - pyskl - INFO - Epoch [43][2100/3940] lr: 2.036e-02, eta: 2 days, 5:52:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9444, loss_cls: 3.9036, loss: 3.9036 +2025-06-24 12:23:40,484 - pyskl - INFO - Epoch [43][2200/3940] lr: 2.035e-02, eta: 2 days, 5:51:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9513, loss_cls: 3.6975, loss: 3.6975 +2025-06-24 12:24:26,103 - pyskl - INFO - Epoch [43][2300/3940] lr: 2.035e-02, eta: 2 days, 5:50:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9563, loss_cls: 3.7866, loss: 3.7866 +2025-06-24 12:25:11,602 - pyskl - INFO - Epoch [43][2400/3940] lr: 2.034e-02, eta: 2 days, 5:49:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9450, loss_cls: 3.7481, loss: 3.7481 +2025-06-24 12:25:57,078 - pyskl - INFO - Epoch [43][2500/3940] lr: 2.034e-02, eta: 2 days, 5:49:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 3.8037, loss: 3.8037 +2025-06-24 12:26:42,539 - pyskl - INFO - Epoch [43][2600/3940] lr: 2.033e-02, eta: 2 days, 5:48:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9513, loss_cls: 3.7940, loss: 3.7940 +2025-06-24 12:27:28,043 - pyskl - INFO - Epoch [43][2700/3940] lr: 2.033e-02, eta: 2 days, 5:47:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 3.8488, loss: 3.8488 +2025-06-24 12:28:13,513 - pyskl - INFO - Epoch [43][2800/3940] lr: 2.032e-02, eta: 2 days, 5:46:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9644, loss_cls: 3.6593, loss: 3.6593 +2025-06-24 12:28:59,079 - pyskl - INFO - Epoch [43][2900/3940] lr: 2.032e-02, eta: 2 days, 5:46:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9519, loss_cls: 3.7887, loss: 3.7887 +2025-06-24 12:29:44,615 - pyskl - INFO - Epoch [43][3000/3940] lr: 2.031e-02, eta: 2 days, 5:45:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9556, loss_cls: 3.7403, loss: 3.7403 +2025-06-24 12:30:30,139 - pyskl - INFO - Epoch [43][3100/3940] lr: 2.031e-02, eta: 2 days, 5:44:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9556, loss_cls: 3.8332, loss: 3.8332 +2025-06-24 12:31:15,682 - pyskl - INFO - Epoch [43][3200/3940] lr: 2.030e-02, eta: 2 days, 5:43:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9594, loss_cls: 3.6972, loss: 3.6972 +2025-06-24 12:32:01,344 - pyskl - INFO - Epoch [43][3300/3940] lr: 2.030e-02, eta: 2 days, 5:42:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9563, loss_cls: 3.6750, loss: 3.6750 +2025-06-24 12:32:46,901 - pyskl - INFO - Epoch [43][3400/3940] lr: 2.029e-02, eta: 2 days, 5:42:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9531, loss_cls: 3.8826, loss: 3.8826 +2025-06-24 12:33:32,421 - pyskl - INFO - Epoch [43][3500/3940] lr: 2.029e-02, eta: 2 days, 5:41:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9581, loss_cls: 3.7873, loss: 3.7873 +2025-06-24 12:34:17,950 - pyskl - INFO - Epoch [43][3600/3940] lr: 2.028e-02, eta: 2 days, 5:40:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9594, loss_cls: 3.7662, loss: 3.7662 +2025-06-24 12:35:03,450 - pyskl - INFO - Epoch [43][3700/3940] lr: 2.028e-02, eta: 2 days, 5:39:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9631, loss_cls: 3.7229, loss: 3.7229 +2025-06-24 12:35:49,127 - pyskl - INFO - Epoch [43][3800/3940] lr: 2.027e-02, eta: 2 days, 5:39:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 3.7915, loss: 3.7915 +2025-06-24 12:36:34,850 - pyskl - INFO - Epoch [43][3900/3940] lr: 2.027e-02, eta: 2 days, 5:38:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.5923, loss: 3.5923 +2025-06-24 12:36:53,468 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-06-24 12:40:30,934 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 12:40:31,497 - pyskl - INFO - +top1_acc 0.7581 +top5_acc 0.9545 +2025-06-24 12:40:31,554 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_37.pth was removed +2025-06-24 12:40:32,617 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. +2025-06-24 12:40:32,619 - pyskl - INFO - Best top1_acc is 0.7581 at 43 epoch. +2025-06-24 12:40:32,637 - pyskl - INFO - Epoch(val) [43][3183] top1_acc: 0.7581, top5_acc: 0.9545 +2025-06-24 12:41:42,866 - pyskl - INFO - Epoch [44][100/3940] lr: 2.026e-02, eta: 2 days, 5:37:30, time: 0.702, data_time: 0.247, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9619, loss_cls: 3.6544, loss: 3.6544 +2025-06-24 12:42:28,321 - pyskl - INFO - Epoch [44][200/3940] lr: 2.025e-02, eta: 2 days, 5:36:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9581, loss_cls: 3.7460, loss: 3.7460 +2025-06-24 12:43:13,837 - pyskl - INFO - Epoch [44][300/3940] lr: 2.025e-02, eta: 2 days, 5:35:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9525, loss_cls: 3.5998, loss: 3.5998 +2025-06-24 12:43:59,309 - pyskl - INFO - Epoch [44][400/3940] lr: 2.024e-02, eta: 2 days, 5:35:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.7145, loss: 3.7145 +2025-06-24 12:44:44,788 - pyskl - INFO - Epoch [44][500/3940] lr: 2.024e-02, eta: 2 days, 5:34:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9600, loss_cls: 3.5880, loss: 3.5880 +2025-06-24 12:45:30,306 - pyskl - INFO - Epoch [44][600/3940] lr: 2.023e-02, eta: 2 days, 5:33:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9594, loss_cls: 3.6718, loss: 3.6718 +2025-06-24 12:46:15,746 - pyskl - INFO - Epoch [44][700/3940] lr: 2.023e-02, eta: 2 days, 5:32:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9644, loss_cls: 3.6748, loss: 3.6748 +2025-06-24 12:47:01,297 - pyskl - INFO - Epoch [44][800/3940] lr: 2.022e-02, eta: 2 days, 5:32:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 3.5939, loss: 3.5939 +2025-06-24 12:47:46,865 - pyskl - INFO - Epoch [44][900/3940] lr: 2.022e-02, eta: 2 days, 5:31:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9606, loss_cls: 3.5934, loss: 3.5934 +2025-06-24 12:48:32,341 - pyskl - INFO - Epoch [44][1000/3940] lr: 2.021e-02, eta: 2 days, 5:30:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 3.6129, loss: 3.6129 +2025-06-24 12:49:17,813 - pyskl - INFO - Epoch [44][1100/3940] lr: 2.021e-02, eta: 2 days, 5:29:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9513, loss_cls: 3.8990, loss: 3.8990 +2025-06-24 12:50:03,268 - pyskl - INFO - Epoch [44][1200/3940] lr: 2.020e-02, eta: 2 days, 5:28:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9600, loss_cls: 3.6909, loss: 3.6909 +2025-06-24 12:50:48,805 - pyskl - INFO - Epoch [44][1300/3940] lr: 2.020e-02, eta: 2 days, 5:28:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.5694, loss: 3.5694 +2025-06-24 12:51:34,280 - pyskl - INFO - Epoch [44][1400/3940] lr: 2.019e-02, eta: 2 days, 5:27:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9613, loss_cls: 3.6328, loss: 3.6328 +2025-06-24 12:52:19,787 - pyskl - INFO - Epoch [44][1500/3940] lr: 2.019e-02, eta: 2 days, 5:26:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 3.6279, loss: 3.6279 +2025-06-24 12:53:05,256 - pyskl - INFO - Epoch [44][1600/3940] lr: 2.018e-02, eta: 2 days, 5:25:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9606, loss_cls: 3.7559, loss: 3.7559 +2025-06-24 12:53:50,730 - pyskl - INFO - Epoch [44][1700/3940] lr: 2.018e-02, eta: 2 days, 5:25:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9581, loss_cls: 3.6303, loss: 3.6303 +2025-06-24 12:54:36,460 - pyskl - INFO - Epoch [44][1800/3940] lr: 2.017e-02, eta: 2 days, 5:24:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9631, loss_cls: 3.7244, loss: 3.7244 +2025-06-24 12:55:22,063 - pyskl - INFO - Epoch [44][1900/3940] lr: 2.017e-02, eta: 2 days, 5:23:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9619, loss_cls: 3.6308, loss: 3.6308 +2025-06-24 12:56:07,750 - pyskl - INFO - Epoch [44][2000/3940] lr: 2.016e-02, eta: 2 days, 5:22:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9537, loss_cls: 3.6999, loss: 3.6999 +2025-06-24 12:56:53,437 - pyskl - INFO - Epoch [44][2100/3940] lr: 2.015e-02, eta: 2 days, 5:22:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9556, loss_cls: 3.8573, loss: 3.8573 +2025-06-24 12:57:39,084 - pyskl - INFO - Epoch [44][2200/3940] lr: 2.015e-02, eta: 2 days, 5:21:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9544, loss_cls: 3.7831, loss: 3.7831 +2025-06-24 12:58:25,137 - pyskl - INFO - Epoch [44][2300/3940] lr: 2.014e-02, eta: 2 days, 5:20:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9563, loss_cls: 3.5660, loss: 3.5660 +2025-06-24 12:59:10,987 - pyskl - INFO - Epoch [44][2400/3940] lr: 2.014e-02, eta: 2 days, 5:19:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9537, loss_cls: 3.7307, loss: 3.7307 +2025-06-24 12:59:56,650 - pyskl - INFO - Epoch [44][2500/3940] lr: 2.013e-02, eta: 2 days, 5:18:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9537, loss_cls: 3.7167, loss: 3.7167 +2025-06-24 13:00:42,291 - pyskl - INFO - Epoch [44][2600/3940] lr: 2.013e-02, eta: 2 days, 5:18:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9544, loss_cls: 3.7212, loss: 3.7212 +2025-06-24 13:01:28,082 - pyskl - INFO - Epoch [44][2700/3940] lr: 2.012e-02, eta: 2 days, 5:17:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 3.7464, loss: 3.7464 +2025-06-24 13:02:13,792 - pyskl - INFO - Epoch [44][2800/3940] lr: 2.012e-02, eta: 2 days, 5:16:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9700, loss_cls: 3.6793, loss: 3.6793 +2025-06-24 13:02:59,381 - pyskl - INFO - Epoch [44][2900/3940] lr: 2.011e-02, eta: 2 days, 5:15:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 3.7592, loss: 3.7592 +2025-06-24 13:03:45,147 - pyskl - INFO - Epoch [44][3000/3940] lr: 2.011e-02, eta: 2 days, 5:15:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 3.7079, loss: 3.7079 +2025-06-24 13:04:31,037 - pyskl - INFO - Epoch [44][3100/3940] lr: 2.010e-02, eta: 2 days, 5:14:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9631, loss_cls: 3.6456, loss: 3.6456 +2025-06-24 13:05:16,874 - pyskl - INFO - Epoch [44][3200/3940] lr: 2.010e-02, eta: 2 days, 5:13:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9525, loss_cls: 3.7587, loss: 3.7587 +2025-06-24 13:06:02,745 - pyskl - INFO - Epoch [44][3300/3940] lr: 2.009e-02, eta: 2 days, 5:12:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9513, loss_cls: 3.8250, loss: 3.8250 +2025-06-24 13:06:48,543 - pyskl - INFO - Epoch [44][3400/3940] lr: 2.009e-02, eta: 2 days, 5:12:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9531, loss_cls: 3.7988, loss: 3.7988 +2025-06-24 13:07:34,326 - pyskl - INFO - Epoch [44][3500/3940] lr: 2.008e-02, eta: 2 days, 5:11:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9600, loss_cls: 3.7543, loss: 3.7543 +2025-06-24 13:08:20,356 - pyskl - INFO - Epoch [44][3600/3940] lr: 2.008e-02, eta: 2 days, 5:10:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 3.8588, loss: 3.8588 +2025-06-24 13:09:06,140 - pyskl - INFO - Epoch [44][3700/3940] lr: 2.007e-02, eta: 2 days, 5:09:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9600, loss_cls: 3.7454, loss: 3.7454 +2025-06-24 13:09:52,065 - pyskl - INFO - Epoch [44][3800/3940] lr: 2.006e-02, eta: 2 days, 5:09:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9563, loss_cls: 3.6518, loss: 3.6518 +2025-06-24 13:10:37,836 - pyskl - INFO - Epoch [44][3900/3940] lr: 2.006e-02, eta: 2 days, 5:08:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9563, loss_cls: 3.7403, loss: 3.7403 +2025-06-24 13:10:56,391 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-06-24 13:14:30,357 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 13:14:30,829 - pyskl - INFO - +top1_acc 0.7213 +top5_acc 0.9293 +2025-06-24 13:14:30,851 - pyskl - INFO - Epoch(val) [44][3183] top1_acc: 0.7213, top5_acc: 0.9293 +2025-06-24 13:15:41,151 - pyskl - INFO - Epoch [45][100/3940] lr: 2.005e-02, eta: 2 days, 5:07:27, time: 0.703, data_time: 0.247, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9587, loss_cls: 3.7386, loss: 3.7386 +2025-06-24 13:16:26,730 - pyskl - INFO - Epoch [45][200/3940] lr: 2.005e-02, eta: 2 days, 5:06:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 3.6242, loss: 3.6242 +2025-06-24 13:17:12,145 - pyskl - INFO - Epoch [45][300/3940] lr: 2.004e-02, eta: 2 days, 5:05:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 3.7238, loss: 3.7238 +2025-06-24 13:17:57,522 - pyskl - INFO - Epoch [45][400/3940] lr: 2.004e-02, eta: 2 days, 5:05:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9594, loss_cls: 3.7016, loss: 3.7016 +2025-06-24 13:18:42,904 - pyskl - INFO - Epoch [45][500/3940] lr: 2.003e-02, eta: 2 days, 5:04:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 3.6578, loss: 3.6578 +2025-06-24 13:19:28,311 - pyskl - INFO - Epoch [45][600/3940] lr: 2.003e-02, eta: 2 days, 5:03:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9600, loss_cls: 3.6144, loss: 3.6144 +2025-06-24 13:20:13,676 - pyskl - INFO - Epoch [45][700/3940] lr: 2.002e-02, eta: 2 days, 5:02:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9544, loss_cls: 3.7128, loss: 3.7128 +2025-06-24 13:20:59,074 - pyskl - INFO - Epoch [45][800/3940] lr: 2.002e-02, eta: 2 days, 5:02:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9631, loss_cls: 3.4412, loss: 3.4412 +2025-06-24 13:21:44,548 - pyskl - INFO - Epoch [45][900/3940] lr: 2.001e-02, eta: 2 days, 5:01:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9569, loss_cls: 3.7209, loss: 3.7209 +2025-06-24 13:22:30,130 - pyskl - INFO - Epoch [45][1000/3940] lr: 2.000e-02, eta: 2 days, 5:00:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9544, loss_cls: 3.7501, loss: 3.7501 +2025-06-24 13:23:15,761 - pyskl - INFO - Epoch [45][1100/3940] lr: 2.000e-02, eta: 2 days, 4:59:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9587, loss_cls: 3.5512, loss: 3.5512 +2025-06-24 13:24:01,271 - pyskl - INFO - Epoch [45][1200/3940] lr: 1.999e-02, eta: 2 days, 4:58:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 3.7921, loss: 3.7921 +2025-06-24 13:24:46,729 - pyskl - INFO - Epoch [45][1300/3940] lr: 1.999e-02, eta: 2 days, 4:58:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 3.6225, loss: 3.6225 +2025-06-24 13:25:32,053 - pyskl - INFO - Epoch [45][1400/3940] lr: 1.998e-02, eta: 2 days, 4:57:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9569, loss_cls: 3.6682, loss: 3.6682 +2025-06-24 13:26:17,426 - pyskl - INFO - Epoch [45][1500/3940] lr: 1.998e-02, eta: 2 days, 4:56:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 3.6444, loss: 3.6444 +2025-06-24 13:27:02,914 - pyskl - INFO - Epoch [45][1600/3940] lr: 1.997e-02, eta: 2 days, 4:55:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 3.6949, loss: 3.6949 +2025-06-24 13:27:48,471 - pyskl - INFO - Epoch [45][1700/3940] lr: 1.997e-02, eta: 2 days, 4:55:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9569, loss_cls: 3.8000, loss: 3.8000 +2025-06-24 13:28:33,906 - pyskl - INFO - Epoch [45][1800/3940] lr: 1.996e-02, eta: 2 days, 4:54:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9475, loss_cls: 3.7932, loss: 3.7932 +2025-06-24 13:29:19,594 - pyskl - INFO - Epoch [45][1900/3940] lr: 1.996e-02, eta: 2 days, 4:53:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9519, loss_cls: 3.6922, loss: 3.6922 +2025-06-24 13:30:05,070 - pyskl - INFO - Epoch [45][2000/3940] lr: 1.995e-02, eta: 2 days, 4:52:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9694, loss_cls: 3.6044, loss: 3.6044 +2025-06-24 13:30:50,570 - pyskl - INFO - Epoch [45][2100/3940] lr: 1.995e-02, eta: 2 days, 4:51:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9563, loss_cls: 3.6725, loss: 3.6725 +2025-06-24 13:31:36,024 - pyskl - INFO - Epoch [45][2200/3940] lr: 1.994e-02, eta: 2 days, 4:51:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9631, loss_cls: 3.5993, loss: 3.5993 +2025-06-24 13:32:21,508 - pyskl - INFO - Epoch [45][2300/3940] lr: 1.994e-02, eta: 2 days, 4:50:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 3.8123, loss: 3.8123 +2025-06-24 13:33:07,008 - pyskl - INFO - Epoch [45][2400/3940] lr: 1.993e-02, eta: 2 days, 4:49:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9519, loss_cls: 3.7126, loss: 3.7126 +2025-06-24 13:33:52,481 - pyskl - INFO - Epoch [45][2500/3940] lr: 1.992e-02, eta: 2 days, 4:48:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.6983, loss: 3.6983 +2025-06-24 13:34:38,003 - pyskl - INFO - Epoch [45][2600/3940] lr: 1.992e-02, eta: 2 days, 4:48:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9494, loss_cls: 3.9010, loss: 3.9010 +2025-06-24 13:35:23,633 - pyskl - INFO - Epoch [45][2700/3940] lr: 1.991e-02, eta: 2 days, 4:47:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 3.7035, loss: 3.7035 +2025-06-24 13:36:09,370 - pyskl - INFO - Epoch [45][2800/3940] lr: 1.991e-02, eta: 2 days, 4:46:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9556, loss_cls: 3.6938, loss: 3.6938 +2025-06-24 13:36:55,142 - pyskl - INFO - Epoch [45][2900/3940] lr: 1.990e-02, eta: 2 days, 4:45:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9613, loss_cls: 3.6766, loss: 3.6766 +2025-06-24 13:37:40,736 - pyskl - INFO - Epoch [45][3000/3940] lr: 1.990e-02, eta: 2 days, 4:44:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9594, loss_cls: 3.7411, loss: 3.7411 +2025-06-24 13:38:26,439 - pyskl - INFO - Epoch [45][3100/3940] lr: 1.989e-02, eta: 2 days, 4:44:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9556, loss_cls: 3.6526, loss: 3.6526 +2025-06-24 13:39:12,234 - pyskl - INFO - Epoch [45][3200/3940] lr: 1.989e-02, eta: 2 days, 4:43:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9506, loss_cls: 3.7480, loss: 3.7480 +2025-06-24 13:39:57,991 - pyskl - INFO - Epoch [45][3300/3940] lr: 1.988e-02, eta: 2 days, 4:42:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9456, loss_cls: 3.8414, loss: 3.8414 +2025-06-24 13:40:43,615 - pyskl - INFO - Epoch [45][3400/3940] lr: 1.988e-02, eta: 2 days, 4:41:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9537, loss_cls: 3.8118, loss: 3.8118 +2025-06-24 13:41:29,177 - pyskl - INFO - Epoch [45][3500/3940] lr: 1.987e-02, eta: 2 days, 4:41:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 3.6108, loss: 3.6108 +2025-06-24 13:42:14,732 - pyskl - INFO - Epoch [45][3600/3940] lr: 1.987e-02, eta: 2 days, 4:40:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9563, loss_cls: 3.6771, loss: 3.6771 +2025-06-24 13:43:00,337 - pyskl - INFO - Epoch [45][3700/3940] lr: 1.986e-02, eta: 2 days, 4:39:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 3.6466, loss: 3.6466 +2025-06-24 13:43:45,880 - pyskl - INFO - Epoch [45][3800/3940] lr: 1.985e-02, eta: 2 days, 4:38:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9606, loss_cls: 3.7252, loss: 3.7252 +2025-06-24 13:44:31,426 - pyskl - INFO - Epoch [45][3900/3940] lr: 1.985e-02, eta: 2 days, 4:38:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.7046, loss: 3.7046 +2025-06-24 13:44:50,029 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-06-24 14:03:36,741 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 14:03:37,245 - pyskl - INFO - +top1_acc 0.7444 +top5_acc 0.9494 +2025-06-24 14:03:37,266 - pyskl - INFO - Epoch(val) [45][3183] top1_acc: 0.7444, top5_acc: 0.9494 +2025-06-24 14:04:47,880 - pyskl - INFO - Epoch [46][100/3940] lr: 1.984e-02, eta: 2 days, 4:37:13, time: 0.706, data_time: 0.249, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 3.8083, loss: 3.8083 +2025-06-24 14:05:33,501 - pyskl - INFO - Epoch [46][200/3940] lr: 1.984e-02, eta: 2 days, 4:36:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 3.6131, loss: 3.6131 +2025-06-24 14:06:19,027 - pyskl - INFO - Epoch [46][300/3940] lr: 1.983e-02, eta: 2 days, 4:35:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 3.5937, loss: 3.5937 +2025-06-24 14:07:04,553 - pyskl - INFO - Epoch [46][400/3940] lr: 1.983e-02, eta: 2 days, 4:34:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9606, loss_cls: 3.7147, loss: 3.7147 +2025-06-24 14:07:50,103 - pyskl - INFO - Epoch [46][500/3940] lr: 1.982e-02, eta: 2 days, 4:34:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 3.5388, loss: 3.5388 +2025-06-24 14:08:35,692 - pyskl - INFO - Epoch [46][600/3940] lr: 1.982e-02, eta: 2 days, 4:33:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 3.5868, loss: 3.5868 +2025-06-24 14:09:21,246 - pyskl - INFO - Epoch [46][700/3940] lr: 1.981e-02, eta: 2 days, 4:32:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9631, loss_cls: 3.6947, loss: 3.6947 +2025-06-24 14:10:06,972 - pyskl - INFO - Epoch [46][800/3940] lr: 1.980e-02, eta: 2 days, 4:31:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9600, loss_cls: 3.6855, loss: 3.6855 +2025-06-24 14:10:52,648 - pyskl - INFO - Epoch [46][900/3940] lr: 1.980e-02, eta: 2 days, 4:31:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9631, loss_cls: 3.6969, loss: 3.6969 +2025-06-24 14:11:38,142 - pyskl - INFO - Epoch [46][1000/3940] lr: 1.979e-02, eta: 2 days, 4:30:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 3.6227, loss: 3.6227 +2025-06-24 14:12:23,663 - pyskl - INFO - Epoch [46][1100/3940] lr: 1.979e-02, eta: 2 days, 4:29:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9587, loss_cls: 3.6802, loss: 3.6802 +2025-06-24 14:13:09,103 - pyskl - INFO - Epoch [46][1200/3940] lr: 1.978e-02, eta: 2 days, 4:28:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9600, loss_cls: 3.6574, loss: 3.6574 +2025-06-24 14:13:54,567 - pyskl - INFO - Epoch [46][1300/3940] lr: 1.978e-02, eta: 2 days, 4:27:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9600, loss_cls: 3.5644, loss: 3.5644 +2025-06-24 14:14:39,999 - pyskl - INFO - Epoch [46][1400/3940] lr: 1.977e-02, eta: 2 days, 4:27:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.7094, loss: 3.7094 +2025-06-24 14:15:25,489 - pyskl - INFO - Epoch [46][1500/3940] lr: 1.977e-02, eta: 2 days, 4:26:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 3.6682, loss: 3.6682 +2025-06-24 14:16:10,893 - pyskl - INFO - Epoch [46][1600/3940] lr: 1.976e-02, eta: 2 days, 4:25:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9575, loss_cls: 3.7615, loss: 3.7615 +2025-06-24 14:16:56,315 - pyskl - INFO - Epoch [46][1700/3940] lr: 1.976e-02, eta: 2 days, 4:24:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.6656, loss: 3.6656 +2025-06-24 14:17:41,734 - pyskl - INFO - Epoch [46][1800/3940] lr: 1.975e-02, eta: 2 days, 4:24:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9550, loss_cls: 3.6830, loss: 3.6830 +2025-06-24 14:18:27,126 - pyskl - INFO - Epoch [46][1900/3940] lr: 1.974e-02, eta: 2 days, 4:23:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 3.6585, loss: 3.6585 +2025-06-24 14:19:12,566 - pyskl - INFO - Epoch [46][2000/3940] lr: 1.974e-02, eta: 2 days, 4:22:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 3.6453, loss: 3.6453 +2025-06-24 14:19:58,022 - pyskl - INFO - Epoch [46][2100/3940] lr: 1.973e-02, eta: 2 days, 4:21:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9569, loss_cls: 3.7466, loss: 3.7466 +2025-06-24 14:20:43,372 - pyskl - INFO - Epoch [46][2200/3940] lr: 1.973e-02, eta: 2 days, 4:20:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9575, loss_cls: 3.6265, loss: 3.6265 +2025-06-24 14:21:28,596 - pyskl - INFO - Epoch [46][2300/3940] lr: 1.972e-02, eta: 2 days, 4:20:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9537, loss_cls: 3.7976, loss: 3.7976 +2025-06-24 14:22:14,111 - pyskl - INFO - Epoch [46][2400/3940] lr: 1.972e-02, eta: 2 days, 4:19:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9631, loss_cls: 3.6875, loss: 3.6875 +2025-06-24 14:22:59,807 - pyskl - INFO - Epoch [46][2500/3940] lr: 1.971e-02, eta: 2 days, 4:18:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 3.6782, loss: 3.6782 +2025-06-24 14:23:45,470 - pyskl - INFO - Epoch [46][2600/3940] lr: 1.971e-02, eta: 2 days, 4:17:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 3.7401, loss: 3.7401 +2025-06-24 14:24:31,114 - pyskl - INFO - Epoch [46][2700/3940] lr: 1.970e-02, eta: 2 days, 4:17:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9481, loss_cls: 3.6796, loss: 3.6796 +2025-06-24 14:25:16,651 - pyskl - INFO - Epoch [46][2800/3940] lr: 1.970e-02, eta: 2 days, 4:16:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 3.7682, loss: 3.7682 +2025-06-24 14:26:02,092 - pyskl - INFO - Epoch [46][2900/3940] lr: 1.969e-02, eta: 2 days, 4:15:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 3.7036, loss: 3.7036 +2025-06-24 14:26:47,597 - pyskl - INFO - Epoch [46][3000/3940] lr: 1.969e-02, eta: 2 days, 4:14:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9600, loss_cls: 3.7806, loss: 3.7806 +2025-06-24 14:27:33,099 - pyskl - INFO - Epoch [46][3100/3940] lr: 1.968e-02, eta: 2 days, 4:13:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 3.6442, loss: 3.6442 +2025-06-24 14:28:18,625 - pyskl - INFO - Epoch [46][3200/3940] lr: 1.967e-02, eta: 2 days, 4:13:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9506, loss_cls: 3.8182, loss: 3.8182 +2025-06-24 14:29:04,088 - pyskl - INFO - Epoch [46][3300/3940] lr: 1.967e-02, eta: 2 days, 4:12:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9594, loss_cls: 3.6968, loss: 3.6968 +2025-06-24 14:29:49,545 - pyskl - INFO - Epoch [46][3400/3940] lr: 1.966e-02, eta: 2 days, 4:11:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9600, loss_cls: 3.6598, loss: 3.6598 +2025-06-24 14:30:35,063 - pyskl - INFO - Epoch [46][3500/3940] lr: 1.966e-02, eta: 2 days, 4:10:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9531, loss_cls: 3.7802, loss: 3.7802 +2025-06-24 14:31:20,525 - pyskl - INFO - Epoch [46][3600/3940] lr: 1.965e-02, eta: 2 days, 4:10:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 3.7405, loss: 3.7405 +2025-06-24 14:32:06,071 - pyskl - INFO - Epoch [46][3700/3940] lr: 1.965e-02, eta: 2 days, 4:09:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9613, loss_cls: 3.6303, loss: 3.6303 +2025-06-24 14:32:51,615 - pyskl - INFO - Epoch [46][3800/3940] lr: 1.964e-02, eta: 2 days, 4:08:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 3.6712, loss: 3.6712 +2025-06-24 14:33:37,201 - pyskl - INFO - Epoch [46][3900/3940] lr: 1.964e-02, eta: 2 days, 4:07:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9544, loss_cls: 3.8011, loss: 3.8011 +2025-06-24 14:33:55,848 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-06-24 14:37:30,525 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 14:37:31,094 - pyskl - INFO - +top1_acc 0.7204 +top5_acc 0.9400 +2025-06-24 14:37:31,115 - pyskl - INFO - Epoch(val) [46][3183] top1_acc: 0.7204, top5_acc: 0.9400 +2025-06-24 14:38:41,709 - pyskl - INFO - Epoch [47][100/3940] lr: 1.963e-02, eta: 2 days, 4:06:58, time: 0.706, data_time: 0.249, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 3.5980, loss: 3.5980 +2025-06-24 14:39:27,215 - pyskl - INFO - Epoch [47][200/3940] lr: 1.962e-02, eta: 2 days, 4:06:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9600, loss_cls: 3.5454, loss: 3.5454 +2025-06-24 14:40:12,806 - pyskl - INFO - Epoch [47][300/3940] lr: 1.962e-02, eta: 2 days, 4:05:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9581, loss_cls: 3.6336, loss: 3.6336 +2025-06-24 14:40:58,480 - pyskl - INFO - Epoch [47][400/3940] lr: 1.961e-02, eta: 2 days, 4:04:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 3.5734, loss: 3.5734 +2025-06-24 14:41:44,086 - pyskl - INFO - Epoch [47][500/3940] lr: 1.961e-02, eta: 2 days, 4:03:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9594, loss_cls: 3.5540, loss: 3.5540 +2025-06-24 14:42:29,633 - pyskl - INFO - Epoch [47][600/3940] lr: 1.960e-02, eta: 2 days, 4:03:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9606, loss_cls: 3.5936, loss: 3.5936 +2025-06-24 14:43:15,307 - pyskl - INFO - Epoch [47][700/3940] lr: 1.960e-02, eta: 2 days, 4:02:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 3.7578, loss: 3.7578 +2025-06-24 14:44:00,961 - pyskl - INFO - Epoch [47][800/3940] lr: 1.959e-02, eta: 2 days, 4:01:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9650, loss_cls: 3.6303, loss: 3.6303 +2025-06-24 14:44:46,610 - pyskl - INFO - Epoch [47][900/3940] lr: 1.958e-02, eta: 2 days, 4:00:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9600, loss_cls: 3.5798, loss: 3.5798 +2025-06-24 14:45:32,237 - pyskl - INFO - Epoch [47][1000/3940] lr: 1.958e-02, eta: 2 days, 4:00:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9600, loss_cls: 3.7280, loss: 3.7280 +2025-06-24 14:46:17,785 - pyskl - INFO - Epoch [47][1100/3940] lr: 1.957e-02, eta: 2 days, 3:59:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9581, loss_cls: 3.5789, loss: 3.5789 +2025-06-24 14:47:03,358 - pyskl - INFO - Epoch [47][1200/3940] lr: 1.957e-02, eta: 2 days, 3:58:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 3.6170, loss: 3.6170 +2025-06-24 14:47:48,982 - pyskl - INFO - Epoch [47][1300/3940] lr: 1.956e-02, eta: 2 days, 3:57:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9556, loss_cls: 3.7461, loss: 3.7461 +2025-06-24 14:48:34,590 - pyskl - INFO - Epoch [47][1400/3940] lr: 1.956e-02, eta: 2 days, 3:56:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9550, loss_cls: 3.7287, loss: 3.7287 +2025-06-24 14:49:20,193 - pyskl - INFO - Epoch [47][1500/3940] lr: 1.955e-02, eta: 2 days, 3:56:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9587, loss_cls: 3.7212, loss: 3.7212 +2025-06-24 14:50:05,899 - pyskl - INFO - Epoch [47][1600/3940] lr: 1.955e-02, eta: 2 days, 3:55:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9594, loss_cls: 3.6656, loss: 3.6656 +2025-06-24 14:50:51,643 - pyskl - INFO - Epoch [47][1700/3940] lr: 1.954e-02, eta: 2 days, 3:54:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 3.7012, loss: 3.7012 +2025-06-24 14:51:37,214 - pyskl - INFO - Epoch [47][1800/3940] lr: 1.954e-02, eta: 2 days, 3:53:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 3.7869, loss: 3.7869 +2025-06-24 14:52:22,881 - pyskl - INFO - Epoch [47][1900/3940] lr: 1.953e-02, eta: 2 days, 3:53:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.6862, loss: 3.6862 +2025-06-24 14:53:08,423 - pyskl - INFO - Epoch [47][2000/3940] lr: 1.952e-02, eta: 2 days, 3:52:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9619, loss_cls: 3.6753, loss: 3.6753 +2025-06-24 14:53:54,022 - pyskl - INFO - Epoch [47][2100/3940] lr: 1.952e-02, eta: 2 days, 3:51:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9525, loss_cls: 3.7602, loss: 3.7602 +2025-06-24 14:54:39,750 - pyskl - INFO - Epoch [47][2200/3940] lr: 1.951e-02, eta: 2 days, 3:50:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9487, loss_cls: 3.7081, loss: 3.7081 +2025-06-24 14:55:25,455 - pyskl - INFO - Epoch [47][2300/3940] lr: 1.951e-02, eta: 2 days, 3:50:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9656, loss_cls: 3.7041, loss: 3.7041 +2025-06-24 14:56:11,052 - pyskl - INFO - Epoch [47][2400/3940] lr: 1.950e-02, eta: 2 days, 3:49:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 3.6758, loss: 3.6758 +2025-06-24 14:56:56,698 - pyskl - INFO - Epoch [47][2500/3940] lr: 1.950e-02, eta: 2 days, 3:48:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9619, loss_cls: 3.6809, loss: 3.6809 +2025-06-24 14:57:42,262 - pyskl - INFO - Epoch [47][2600/3940] lr: 1.949e-02, eta: 2 days, 3:47:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 3.7596, loss: 3.7596 +2025-06-24 14:58:27,833 - pyskl - INFO - Epoch [47][2700/3940] lr: 1.949e-02, eta: 2 days, 3:46:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9544, loss_cls: 3.7288, loss: 3.7288 +2025-06-24 14:59:13,334 - pyskl - INFO - Epoch [47][2800/3940] lr: 1.948e-02, eta: 2 days, 3:46:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9531, loss_cls: 3.6822, loss: 3.6822 +2025-06-24 14:59:58,842 - pyskl - INFO - Epoch [47][2900/3940] lr: 1.947e-02, eta: 2 days, 3:45:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 3.4752, loss: 3.4752 +2025-06-24 15:00:44,261 - pyskl - INFO - Epoch [47][3000/3940] lr: 1.947e-02, eta: 2 days, 3:44:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9556, loss_cls: 3.6390, loss: 3.6390 +2025-06-24 15:01:29,730 - pyskl - INFO - Epoch [47][3100/3940] lr: 1.946e-02, eta: 2 days, 3:43:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 3.7285, loss: 3.7285 +2025-06-24 15:02:15,344 - pyskl - INFO - Epoch [47][3200/3940] lr: 1.946e-02, eta: 2 days, 3:43:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9594, loss_cls: 3.7741, loss: 3.7741 +2025-06-24 15:03:00,895 - pyskl - INFO - Epoch [47][3300/3940] lr: 1.945e-02, eta: 2 days, 3:42:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9581, loss_cls: 3.7088, loss: 3.7088 +2025-06-24 15:03:46,566 - pyskl - INFO - Epoch [47][3400/3940] lr: 1.945e-02, eta: 2 days, 3:41:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 3.7438, loss: 3.7438 +2025-06-24 15:04:32,090 - pyskl - INFO - Epoch [47][3500/3940] lr: 1.944e-02, eta: 2 days, 3:40:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 3.5898, loss: 3.5898 +2025-06-24 15:05:17,509 - pyskl - INFO - Epoch [47][3600/3940] lr: 1.944e-02, eta: 2 days, 3:39:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 3.6340, loss: 3.6340 +2025-06-24 15:06:03,062 - pyskl - INFO - Epoch [47][3700/3940] lr: 1.943e-02, eta: 2 days, 3:39:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 3.5883, loss: 3.5883 +2025-06-24 15:06:48,475 - pyskl - INFO - Epoch [47][3800/3940] lr: 1.943e-02, eta: 2 days, 3:38:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9487, loss_cls: 3.5536, loss: 3.5536 +2025-06-24 15:07:34,091 - pyskl - INFO - Epoch [47][3900/3940] lr: 1.942e-02, eta: 2 days, 3:37:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 3.6936, loss: 3.6936 +2025-06-24 15:07:52,687 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-06-24 15:11:29,693 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 15:11:30,288 - pyskl - INFO - +top1_acc 0.7473 +top5_acc 0.9468 +2025-06-24 15:11:30,307 - pyskl - INFO - Epoch(val) [47][3183] top1_acc: 0.7473, top5_acc: 0.9468 +2025-06-24 15:12:40,637 - pyskl - INFO - Epoch [48][100/3940] lr: 1.941e-02, eta: 2 days, 3:36:50, time: 0.703, data_time: 0.247, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 3.5590, loss: 3.5590 +2025-06-24 15:13:26,158 - pyskl - INFO - Epoch [48][200/3940] lr: 1.941e-02, eta: 2 days, 3:36:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9656, loss_cls: 3.5167, loss: 3.5167 +2025-06-24 15:14:11,871 - pyskl - INFO - Epoch [48][300/3940] lr: 1.940e-02, eta: 2 days, 3:35:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9575, loss_cls: 3.6311, loss: 3.6311 +2025-06-24 15:14:57,489 - pyskl - INFO - Epoch [48][400/3940] lr: 1.940e-02, eta: 2 days, 3:34:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9550, loss_cls: 3.7097, loss: 3.7097 +2025-06-24 15:15:43,087 - pyskl - INFO - Epoch [48][500/3940] lr: 1.939e-02, eta: 2 days, 3:33:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 3.6151, loss: 3.6151 +2025-06-24 15:16:28,714 - pyskl - INFO - Epoch [48][600/3940] lr: 1.938e-02, eta: 2 days, 3:32:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9613, loss_cls: 3.6387, loss: 3.6387 +2025-06-24 15:17:14,256 - pyskl - INFO - Epoch [48][700/3940] lr: 1.938e-02, eta: 2 days, 3:32:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.6645, loss: 3.6645 +2025-06-24 15:17:59,816 - pyskl - INFO - Epoch [48][800/3940] lr: 1.937e-02, eta: 2 days, 3:31:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 3.5880, loss: 3.5880 +2025-06-24 15:18:45,457 - pyskl - INFO - Epoch [48][900/3940] lr: 1.937e-02, eta: 2 days, 3:30:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 3.6883, loss: 3.6883 +2025-06-24 15:19:31,109 - pyskl - INFO - Epoch [48][1000/3940] lr: 1.936e-02, eta: 2 days, 3:29:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9619, loss_cls: 3.6459, loss: 3.6459 +2025-06-24 15:20:16,744 - pyskl - INFO - Epoch [48][1100/3940] lr: 1.936e-02, eta: 2 days, 3:29:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 3.7129, loss: 3.7129 +2025-06-24 15:21:02,400 - pyskl - INFO - Epoch [48][1200/3940] lr: 1.935e-02, eta: 2 days, 3:28:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.5282, loss: 3.5282 +2025-06-24 15:21:48,061 - pyskl - INFO - Epoch [48][1300/3940] lr: 1.935e-02, eta: 2 days, 3:27:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9587, loss_cls: 3.6956, loss: 3.6956 +2025-06-24 15:22:33,699 - pyskl - INFO - Epoch [48][1400/3940] lr: 1.934e-02, eta: 2 days, 3:26:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 3.6897, loss: 3.6897 +2025-06-24 15:23:19,303 - pyskl - INFO - Epoch [48][1500/3940] lr: 1.933e-02, eta: 2 days, 3:26:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9525, loss_cls: 3.7983, loss: 3.7983 +2025-06-24 15:24:04,946 - pyskl - INFO - Epoch [48][1600/3940] lr: 1.933e-02, eta: 2 days, 3:25:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9581, loss_cls: 3.6002, loss: 3.6002 +2025-06-24 15:24:50,535 - pyskl - INFO - Epoch [48][1700/3940] lr: 1.932e-02, eta: 2 days, 3:24:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 3.7612, loss: 3.7612 +2025-06-24 15:25:36,183 - pyskl - INFO - Epoch [48][1800/3940] lr: 1.932e-02, eta: 2 days, 3:23:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9619, loss_cls: 3.6329, loss: 3.6329 +2025-06-24 15:26:21,855 - pyskl - INFO - Epoch [48][1900/3940] lr: 1.931e-02, eta: 2 days, 3:22:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9594, loss_cls: 3.6642, loss: 3.6642 +2025-06-24 15:27:07,445 - pyskl - INFO - Epoch [48][2000/3940] lr: 1.931e-02, eta: 2 days, 3:22:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9644, loss_cls: 3.5361, loss: 3.5361 +2025-06-24 15:27:53,017 - pyskl - INFO - Epoch [48][2100/3940] lr: 1.930e-02, eta: 2 days, 3:21:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 3.7909, loss: 3.7909 +2025-06-24 15:28:38,594 - pyskl - INFO - Epoch [48][2200/3940] lr: 1.930e-02, eta: 2 days, 3:20:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9550, loss_cls: 3.7165, loss: 3.7165 +2025-06-24 15:29:24,194 - pyskl - INFO - Epoch [48][2300/3940] lr: 1.929e-02, eta: 2 days, 3:19:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 3.7601, loss: 3.7601 +2025-06-24 15:30:09,757 - pyskl - INFO - Epoch [48][2400/3940] lr: 1.928e-02, eta: 2 days, 3:19:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 3.6396, loss: 3.6396 +2025-06-24 15:30:55,422 - pyskl - INFO - Epoch [48][2500/3940] lr: 1.928e-02, eta: 2 days, 3:18:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9581, loss_cls: 3.6764, loss: 3.6764 +2025-06-24 15:31:41,037 - pyskl - INFO - Epoch [48][2600/3940] lr: 1.927e-02, eta: 2 days, 3:17:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9556, loss_cls: 3.7678, loss: 3.7678 +2025-06-24 15:32:26,622 - pyskl - INFO - Epoch [48][2700/3940] lr: 1.927e-02, eta: 2 days, 3:16:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9606, loss_cls: 3.5833, loss: 3.5833 +2025-06-24 15:33:12,256 - pyskl - INFO - Epoch [48][2800/3940] lr: 1.926e-02, eta: 2 days, 3:16:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 3.7302, loss: 3.7302 +2025-06-24 15:33:57,901 - pyskl - INFO - Epoch [48][2900/3940] lr: 1.926e-02, eta: 2 days, 3:15:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9537, loss_cls: 3.6643, loss: 3.6643 +2025-06-24 15:34:43,677 - pyskl - INFO - Epoch [48][3000/3940] lr: 1.925e-02, eta: 2 days, 3:14:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9531, loss_cls: 3.7167, loss: 3.7167 +2025-06-24 15:35:29,372 - pyskl - INFO - Epoch [48][3100/3940] lr: 1.924e-02, eta: 2 days, 3:13:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 3.6424, loss: 3.6424 +2025-06-24 15:36:15,107 - pyskl - INFO - Epoch [48][3200/3940] lr: 1.924e-02, eta: 2 days, 3:12:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9569, loss_cls: 3.7104, loss: 3.7104 +2025-06-24 15:37:00,707 - pyskl - INFO - Epoch [48][3300/3940] lr: 1.923e-02, eta: 2 days, 3:12:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9569, loss_cls: 3.8092, loss: 3.8092 +2025-06-24 15:37:46,415 - pyskl - INFO - Epoch [48][3400/3940] lr: 1.923e-02, eta: 2 days, 3:11:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9575, loss_cls: 3.6704, loss: 3.6704 +2025-06-24 15:38:32,150 - pyskl - INFO - Epoch [48][3500/3940] lr: 1.922e-02, eta: 2 days, 3:10:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 3.6441, loss: 3.6441 +2025-06-24 15:39:17,855 - pyskl - INFO - Epoch [48][3600/3940] lr: 1.922e-02, eta: 2 days, 3:09:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.6577, loss: 3.6577 +2025-06-24 15:40:03,633 - pyskl - INFO - Epoch [48][3700/3940] lr: 1.921e-02, eta: 2 days, 3:09:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9556, loss_cls: 3.6484, loss: 3.6484 +2025-06-24 15:40:49,249 - pyskl - INFO - Epoch [48][3800/3940] lr: 1.921e-02, eta: 2 days, 3:08:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9563, loss_cls: 3.6040, loss: 3.6040 +2025-06-24 15:41:34,967 - pyskl - INFO - Epoch [48][3900/3940] lr: 1.920e-02, eta: 2 days, 3:07:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9688, loss_cls: 3.5987, loss: 3.5987 +2025-06-24 15:41:53,582 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-06-24 15:45:30,912 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 15:45:31,422 - pyskl - INFO - +top1_acc 0.7334 +top5_acc 0.9454 +2025-06-24 15:45:31,441 - pyskl - INFO - Epoch(val) [48][3183] top1_acc: 0.7334, top5_acc: 0.9454 +2025-06-24 15:46:41,553 - pyskl - INFO - Epoch [49][100/3940] lr: 1.919e-02, eta: 2 days, 3:06:45, time: 0.701, data_time: 0.245, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9606, loss_cls: 3.7383, loss: 3.7383 +2025-06-24 15:47:27,087 - pyskl - INFO - Epoch [49][200/3940] lr: 1.919e-02, eta: 2 days, 3:05:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 3.5992, loss: 3.5992 +2025-06-24 15:48:12,536 - pyskl - INFO - Epoch [49][300/3940] lr: 1.918e-02, eta: 2 days, 3:05:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 3.5670, loss: 3.5670 +2025-06-24 15:48:58,000 - pyskl - INFO - Epoch [49][400/3940] lr: 1.918e-02, eta: 2 days, 3:04:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 3.5551, loss: 3.5551 +2025-06-24 15:49:43,532 - pyskl - INFO - Epoch [49][500/3940] lr: 1.917e-02, eta: 2 days, 3:03:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 3.5674, loss: 3.5674 +2025-06-24 15:50:28,940 - pyskl - INFO - Epoch [49][600/3940] lr: 1.916e-02, eta: 2 days, 3:02:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9581, loss_cls: 3.7041, loss: 3.7041 +2025-06-24 15:51:14,496 - pyskl - INFO - Epoch [49][700/3940] lr: 1.916e-02, eta: 2 days, 3:02:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9575, loss_cls: 3.7155, loss: 3.7155 +2025-06-24 15:52:00,042 - pyskl - INFO - Epoch [49][800/3940] lr: 1.915e-02, eta: 2 days, 3:01:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9550, loss_cls: 3.5486, loss: 3.5486 +2025-06-24 15:52:45,541 - pyskl - INFO - Epoch [49][900/3940] lr: 1.915e-02, eta: 2 days, 3:00:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 3.6846, loss: 3.6846 +2025-06-24 15:53:31,005 - pyskl - INFO - Epoch [49][1000/3940] lr: 1.914e-02, eta: 2 days, 2:59:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9594, loss_cls: 3.5803, loss: 3.5803 +2025-06-24 15:54:16,613 - pyskl - INFO - Epoch [49][1100/3940] lr: 1.914e-02, eta: 2 days, 2:59:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9613, loss_cls: 3.6319, loss: 3.6319 +2025-06-24 15:55:02,230 - pyskl - INFO - Epoch [49][1200/3940] lr: 1.913e-02, eta: 2 days, 2:58:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9587, loss_cls: 3.6927, loss: 3.6927 +2025-06-24 15:55:47,731 - pyskl - INFO - Epoch [49][1300/3940] lr: 1.912e-02, eta: 2 days, 2:57:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9587, loss_cls: 3.6726, loss: 3.6726 +2025-06-24 15:56:33,243 - pyskl - INFO - Epoch [49][1400/3940] lr: 1.912e-02, eta: 2 days, 2:56:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 3.5844, loss: 3.5844 +2025-06-24 15:57:18,757 - pyskl - INFO - Epoch [49][1500/3940] lr: 1.911e-02, eta: 2 days, 2:55:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9619, loss_cls: 3.6931, loss: 3.6931 +2025-06-24 15:58:04,392 - pyskl - INFO - Epoch [49][1600/3940] lr: 1.911e-02, eta: 2 days, 2:55:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9669, loss_cls: 3.5415, loss: 3.5415 +2025-06-24 15:58:49,968 - pyskl - INFO - Epoch [49][1700/3940] lr: 1.910e-02, eta: 2 days, 2:54:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 3.5622, loss: 3.5622 +2025-06-24 15:59:35,515 - pyskl - INFO - Epoch [49][1800/3940] lr: 1.910e-02, eta: 2 days, 2:53:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9625, loss_cls: 3.4821, loss: 3.4821 +2025-06-24 16:00:21,027 - pyskl - INFO - Epoch [49][1900/3940] lr: 1.909e-02, eta: 2 days, 2:52:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9525, loss_cls: 3.6837, loss: 3.6837 +2025-06-24 16:01:06,425 - pyskl - INFO - Epoch [49][2000/3940] lr: 1.909e-02, eta: 2 days, 2:52:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9581, loss_cls: 3.6719, loss: 3.6719 +2025-06-24 16:01:51,877 - pyskl - INFO - Epoch [49][2100/3940] lr: 1.908e-02, eta: 2 days, 2:51:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9663, loss_cls: 3.5371, loss: 3.5371 +2025-06-24 16:02:37,426 - pyskl - INFO - Epoch [49][2200/3940] lr: 1.907e-02, eta: 2 days, 2:50:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9663, loss_cls: 3.5943, loss: 3.5943 +2025-06-24 16:03:22,822 - pyskl - INFO - Epoch [49][2300/3940] lr: 1.907e-02, eta: 2 days, 2:49:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9594, loss_cls: 3.6292, loss: 3.6292 +2025-06-24 16:04:08,224 - pyskl - INFO - Epoch [49][2400/3940] lr: 1.906e-02, eta: 2 days, 2:48:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9619, loss_cls: 3.6472, loss: 3.6472 +2025-06-24 16:04:53,733 - pyskl - INFO - Epoch [49][2500/3940] lr: 1.906e-02, eta: 2 days, 2:48:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 3.6148, loss: 3.6148 +2025-06-24 16:05:39,168 - pyskl - INFO - Epoch [49][2600/3940] lr: 1.905e-02, eta: 2 days, 2:47:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9631, loss_cls: 3.5119, loss: 3.5119 +2025-06-24 16:06:24,667 - pyskl - INFO - Epoch [49][2700/3940] lr: 1.905e-02, eta: 2 days, 2:46:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9569, loss_cls: 3.5901, loss: 3.5901 +2025-06-24 16:07:10,206 - pyskl - INFO - Epoch [49][2800/3940] lr: 1.904e-02, eta: 2 days, 2:45:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9594, loss_cls: 3.5843, loss: 3.5843 +2025-06-24 16:07:55,708 - pyskl - INFO - Epoch [49][2900/3940] lr: 1.903e-02, eta: 2 days, 2:45:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9613, loss_cls: 3.6199, loss: 3.6199 +2025-06-24 16:08:41,229 - pyskl - INFO - Epoch [49][3000/3940] lr: 1.903e-02, eta: 2 days, 2:44:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9644, loss_cls: 3.5442, loss: 3.5442 +2025-06-24 16:09:26,677 - pyskl - INFO - Epoch [49][3100/3940] lr: 1.902e-02, eta: 2 days, 2:43:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9587, loss_cls: 3.6865, loss: 3.6865 +2025-06-24 16:10:12,181 - pyskl - INFO - Epoch [49][3200/3940] lr: 1.902e-02, eta: 2 days, 2:42:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9594, loss_cls: 3.7757, loss: 3.7757 +2025-06-24 16:10:57,707 - pyskl - INFO - Epoch [49][3300/3940] lr: 1.901e-02, eta: 2 days, 2:42:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9575, loss_cls: 3.7045, loss: 3.7045 +2025-06-24 16:11:43,317 - pyskl - INFO - Epoch [49][3400/3940] lr: 1.901e-02, eta: 2 days, 2:41:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9600, loss_cls: 3.5873, loss: 3.5873 +2025-06-24 16:12:28,775 - pyskl - INFO - Epoch [49][3500/3940] lr: 1.900e-02, eta: 2 days, 2:40:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9525, loss_cls: 3.6682, loss: 3.6682 +2025-06-24 16:13:14,210 - pyskl - INFO - Epoch [49][3600/3940] lr: 1.899e-02, eta: 2 days, 2:39:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9550, loss_cls: 3.7546, loss: 3.7546 +2025-06-24 16:13:59,765 - pyskl - INFO - Epoch [49][3700/3940] lr: 1.899e-02, eta: 2 days, 2:38:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 3.8244, loss: 3.8244 +2025-06-24 16:14:45,220 - pyskl - INFO - Epoch [49][3800/3940] lr: 1.898e-02, eta: 2 days, 2:38:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9569, loss_cls: 3.7129, loss: 3.7129 +2025-06-24 16:15:30,704 - pyskl - INFO - Epoch [49][3900/3940] lr: 1.898e-02, eta: 2 days, 2:37:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9644, loss_cls: 3.5832, loss: 3.5832 +2025-06-24 16:15:49,174 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-06-24 16:19:22,107 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 16:19:22,583 - pyskl - INFO - +top1_acc 0.7444 +top5_acc 0.9483 +2025-06-24 16:19:22,602 - pyskl - INFO - Epoch(val) [49][3183] top1_acc: 0.7444, top5_acc: 0.9483 +2025-06-24 16:20:33,540 - pyskl - INFO - Epoch [50][100/3940] lr: 1.897e-02, eta: 2 days, 2:36:32, time: 0.709, data_time: 0.251, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9606, loss_cls: 3.5296, loss: 3.5296 +2025-06-24 16:21:19,318 - pyskl - INFO - Epoch [50][200/3940] lr: 1.896e-02, eta: 2 days, 2:35:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 3.6585, loss: 3.6585 +2025-06-24 16:22:04,993 - pyskl - INFO - Epoch [50][300/3940] lr: 1.896e-02, eta: 2 days, 2:35:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9563, loss_cls: 3.6724, loss: 3.6724 +2025-06-24 16:22:50,526 - pyskl - INFO - Epoch [50][400/3940] lr: 1.895e-02, eta: 2 days, 2:34:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 3.4148, loss: 3.4148 +2025-06-24 16:23:36,002 - pyskl - INFO - Epoch [50][500/3940] lr: 1.895e-02, eta: 2 days, 2:33:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.3960, loss: 3.3960 +2025-06-24 16:24:21,540 - pyskl - INFO - Epoch [50][600/3940] lr: 1.894e-02, eta: 2 days, 2:32:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9544, loss_cls: 3.6921, loss: 3.6921 +2025-06-24 16:25:07,082 - pyskl - INFO - Epoch [50][700/3940] lr: 1.894e-02, eta: 2 days, 2:31:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 3.6152, loss: 3.6152 +2025-06-24 16:25:52,548 - pyskl - INFO - Epoch [50][800/3940] lr: 1.893e-02, eta: 2 days, 2:31:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9563, loss_cls: 3.6776, loss: 3.6776 +2025-06-24 16:26:38,001 - pyskl - INFO - Epoch [50][900/3940] lr: 1.892e-02, eta: 2 days, 2:30:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.5178, loss: 3.5178 +2025-06-24 16:27:23,458 - pyskl - INFO - Epoch [50][1000/3940] lr: 1.892e-02, eta: 2 days, 2:29:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9569, loss_cls: 3.6713, loss: 3.6713 +2025-06-24 16:28:08,982 - pyskl - INFO - Epoch [50][1100/3940] lr: 1.891e-02, eta: 2 days, 2:28:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 3.7491, loss: 3.7491 +2025-06-24 16:28:54,407 - pyskl - INFO - Epoch [50][1200/3940] lr: 1.891e-02, eta: 2 days, 2:28:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 3.5624, loss: 3.5624 +2025-06-24 16:29:39,945 - pyskl - INFO - Epoch [50][1300/3940] lr: 1.890e-02, eta: 2 days, 2:27:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 3.6818, loss: 3.6818 +2025-06-24 16:30:25,535 - pyskl - INFO - Epoch [50][1400/3940] lr: 1.890e-02, eta: 2 days, 2:26:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9644, loss_cls: 3.5698, loss: 3.5698 +2025-06-24 16:31:11,004 - pyskl - INFO - Epoch [50][1500/3940] lr: 1.889e-02, eta: 2 days, 2:25:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9563, loss_cls: 3.6829, loss: 3.6829 +2025-06-24 16:31:56,611 - pyskl - INFO - Epoch [50][1600/3940] lr: 1.888e-02, eta: 2 days, 2:24:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9531, loss_cls: 3.6117, loss: 3.6117 +2025-06-24 16:32:42,032 - pyskl - INFO - Epoch [50][1700/3940] lr: 1.888e-02, eta: 2 days, 2:24:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9563, loss_cls: 3.6930, loss: 3.6930 +2025-06-24 16:33:27,458 - pyskl - INFO - Epoch [50][1800/3940] lr: 1.887e-02, eta: 2 days, 2:23:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9600, loss_cls: 3.6677, loss: 3.6677 +2025-06-24 16:34:12,885 - pyskl - INFO - Epoch [50][1900/3940] lr: 1.887e-02, eta: 2 days, 2:22:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 3.6389, loss: 3.6389 +2025-06-24 16:34:58,378 - pyskl - INFO - Epoch [50][2000/3940] lr: 1.886e-02, eta: 2 days, 2:21:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9594, loss_cls: 3.6429, loss: 3.6429 +2025-06-24 16:35:43,913 - pyskl - INFO - Epoch [50][2100/3940] lr: 1.886e-02, eta: 2 days, 2:21:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 3.7583, loss: 3.7583 +2025-06-24 16:36:29,434 - pyskl - INFO - Epoch [50][2200/3940] lr: 1.885e-02, eta: 2 days, 2:20:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.6244, loss: 3.6244 +2025-06-24 16:37:14,937 - pyskl - INFO - Epoch [50][2300/3940] lr: 1.884e-02, eta: 2 days, 2:19:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9544, loss_cls: 3.6326, loss: 3.6326 +2025-06-24 16:38:00,444 - pyskl - INFO - Epoch [50][2400/3940] lr: 1.884e-02, eta: 2 days, 2:18:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9619, loss_cls: 3.4917, loss: 3.4917 +2025-06-24 16:38:46,126 - pyskl - INFO - Epoch [50][2500/3940] lr: 1.883e-02, eta: 2 days, 2:18:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9569, loss_cls: 3.6021, loss: 3.6021 +2025-06-24 16:39:31,622 - pyskl - INFO - Epoch [50][2600/3940] lr: 1.883e-02, eta: 2 days, 2:17:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9637, loss_cls: 3.5967, loss: 3.5967 +2025-06-24 16:40:17,062 - pyskl - INFO - Epoch [50][2700/3940] lr: 1.882e-02, eta: 2 days, 2:16:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.5291, loss: 3.5291 +2025-06-24 16:41:02,565 - pyskl - INFO - Epoch [50][2800/3940] lr: 1.882e-02, eta: 2 days, 2:15:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9594, loss_cls: 3.5432, loss: 3.5432 +2025-06-24 16:41:48,122 - pyskl - INFO - Epoch [50][2900/3940] lr: 1.881e-02, eta: 2 days, 2:14:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9637, loss_cls: 3.5733, loss: 3.5733 +2025-06-24 16:42:33,650 - pyskl - INFO - Epoch [50][3000/3940] lr: 1.880e-02, eta: 2 days, 2:14:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 3.7240, loss: 3.7240 +2025-06-24 16:43:19,103 - pyskl - INFO - Epoch [50][3100/3940] lr: 1.880e-02, eta: 2 days, 2:13:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9550, loss_cls: 3.7610, loss: 3.7610 +2025-06-24 16:44:04,655 - pyskl - INFO - Epoch [50][3200/3940] lr: 1.879e-02, eta: 2 days, 2:12:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 3.7393, loss: 3.7393 +2025-06-24 16:44:50,251 - pyskl - INFO - Epoch [50][3300/3940] lr: 1.879e-02, eta: 2 days, 2:11:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 3.6687, loss: 3.6687 +2025-06-24 16:45:35,742 - pyskl - INFO - Epoch [50][3400/3940] lr: 1.878e-02, eta: 2 days, 2:11:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9537, loss_cls: 3.7017, loss: 3.7017 +2025-06-24 16:46:21,322 - pyskl - INFO - Epoch [50][3500/3940] lr: 1.878e-02, eta: 2 days, 2:10:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9550, loss_cls: 3.8232, loss: 3.8232 +2025-06-24 16:47:07,007 - pyskl - INFO - Epoch [50][3600/3940] lr: 1.877e-02, eta: 2 days, 2:09:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9625, loss_cls: 3.5769, loss: 3.5769 +2025-06-24 16:47:52,583 - pyskl - INFO - Epoch [50][3700/3940] lr: 1.876e-02, eta: 2 days, 2:08:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 3.6649, loss: 3.6649 +2025-06-24 16:48:38,112 - pyskl - INFO - Epoch [50][3800/3940] lr: 1.876e-02, eta: 2 days, 2:07:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9637, loss_cls: 3.5480, loss: 3.5480 +2025-06-24 16:49:23,519 - pyskl - INFO - Epoch [50][3900/3940] lr: 1.875e-02, eta: 2 days, 2:07:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9569, loss_cls: 3.6001, loss: 3.6001 +2025-06-24 16:49:42,012 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-06-24 17:08:43,917 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 17:08:44,463 - pyskl - INFO - +top1_acc 0.7596 +top5_acc 0.9516 +2025-06-24 17:08:44,523 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_43.pth was removed +2025-06-24 17:08:45,638 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. +2025-06-24 17:08:45,641 - pyskl - INFO - Best top1_acc is 0.7596 at 50 epoch. +2025-06-24 17:08:45,662 - pyskl - INFO - Epoch(val) [50][3183] top1_acc: 0.7596, top5_acc: 0.9516 +2025-06-24 17:09:55,608 - pyskl - INFO - Epoch [51][100/3940] lr: 1.874e-02, eta: 2 days, 2:06:19, time: 0.699, data_time: 0.242, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9656, loss_cls: 3.4585, loss: 3.4585 +2025-06-24 17:10:41,267 - pyskl - INFO - Epoch [51][200/3940] lr: 1.874e-02, eta: 2 days, 2:05:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9594, loss_cls: 3.7167, loss: 3.7167 +2025-06-24 17:11:27,038 - pyskl - INFO - Epoch [51][300/3940] lr: 1.873e-02, eta: 2 days, 2:04:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9625, loss_cls: 3.4666, loss: 3.4666 +2025-06-24 17:12:12,733 - pyskl - INFO - Epoch [51][400/3940] lr: 1.873e-02, eta: 2 days, 2:04:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 3.6896, loss: 3.6896 +2025-06-24 17:12:58,412 - pyskl - INFO - Epoch [51][500/3940] lr: 1.872e-02, eta: 2 days, 2:03:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9637, loss_cls: 3.5100, loss: 3.5100 +2025-06-24 17:13:44,138 - pyskl - INFO - Epoch [51][600/3940] lr: 1.872e-02, eta: 2 days, 2:02:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 3.4901, loss: 3.4901 +2025-06-24 17:14:29,816 - pyskl - INFO - Epoch [51][700/3940] lr: 1.871e-02, eta: 2 days, 2:01:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 3.6529, loss: 3.6529 +2025-06-24 17:15:15,522 - pyskl - INFO - Epoch [51][800/3940] lr: 1.870e-02, eta: 2 days, 2:00:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9613, loss_cls: 3.5960, loss: 3.5960 +2025-06-24 17:16:01,186 - pyskl - INFO - Epoch [51][900/3940] lr: 1.870e-02, eta: 2 days, 2:00:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9606, loss_cls: 3.6266, loss: 3.6266 +2025-06-24 17:16:46,832 - pyskl - INFO - Epoch [51][1000/3940] lr: 1.869e-02, eta: 2 days, 1:59:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9644, loss_cls: 3.6515, loss: 3.6515 +2025-06-24 17:17:32,603 - pyskl - INFO - Epoch [51][1100/3940] lr: 1.869e-02, eta: 2 days, 1:58:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9650, loss_cls: 3.6447, loss: 3.6447 +2025-06-24 17:18:18,267 - pyskl - INFO - Epoch [51][1200/3940] lr: 1.868e-02, eta: 2 days, 1:57:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9606, loss_cls: 3.6929, loss: 3.6929 +2025-06-24 17:19:03,922 - pyskl - INFO - Epoch [51][1300/3940] lr: 1.868e-02, eta: 2 days, 1:57:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9625, loss_cls: 3.5577, loss: 3.5577 +2025-06-24 17:19:49,656 - pyskl - INFO - Epoch [51][1400/3940] lr: 1.867e-02, eta: 2 days, 1:56:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9631, loss_cls: 3.4667, loss: 3.4667 +2025-06-24 17:20:35,061 - pyskl - INFO - Epoch [51][1500/3940] lr: 1.866e-02, eta: 2 days, 1:55:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 3.5488, loss: 3.5488 +2025-06-24 17:21:20,547 - pyskl - INFO - Epoch [51][1600/3940] lr: 1.866e-02, eta: 2 days, 1:54:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 3.6064, loss: 3.6064 +2025-06-24 17:22:06,017 - pyskl - INFO - Epoch [51][1700/3940] lr: 1.865e-02, eta: 2 days, 1:54:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 3.5182, loss: 3.5182 +2025-06-24 17:22:51,672 - pyskl - INFO - Epoch [51][1800/3940] lr: 1.865e-02, eta: 2 days, 1:53:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 3.5255, loss: 3.5255 +2025-06-24 17:23:37,162 - pyskl - INFO - Epoch [51][1900/3940] lr: 1.864e-02, eta: 2 days, 1:52:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 3.4644, loss: 3.4644 +2025-06-24 17:24:22,727 - pyskl - INFO - Epoch [51][2000/3940] lr: 1.863e-02, eta: 2 days, 1:51:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9556, loss_cls: 3.6469, loss: 3.6469 +2025-06-24 17:25:08,467 - pyskl - INFO - Epoch [51][2100/3940] lr: 1.863e-02, eta: 2 days, 1:50:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9637, loss_cls: 3.5630, loss: 3.5630 +2025-06-24 17:25:54,184 - pyskl - INFO - Epoch [51][2200/3940] lr: 1.862e-02, eta: 2 days, 1:50:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 3.7689, loss: 3.7689 +2025-06-24 17:26:39,869 - pyskl - INFO - Epoch [51][2300/3940] lr: 1.862e-02, eta: 2 days, 1:49:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9663, loss_cls: 3.5616, loss: 3.5616 +2025-06-24 17:27:25,467 - pyskl - INFO - Epoch [51][2400/3940] lr: 1.861e-02, eta: 2 days, 1:48:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9475, loss_cls: 3.6561, loss: 3.6561 +2025-06-24 17:28:11,059 - pyskl - INFO - Epoch [51][2500/3940] lr: 1.861e-02, eta: 2 days, 1:47:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 3.5152, loss: 3.5152 +2025-06-24 17:28:56,631 - pyskl - INFO - Epoch [51][2600/3940] lr: 1.860e-02, eta: 2 days, 1:47:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9537, loss_cls: 3.5871, loss: 3.5871 +2025-06-24 17:29:42,234 - pyskl - INFO - Epoch [51][2700/3940] lr: 1.859e-02, eta: 2 days, 1:46:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 3.5914, loss: 3.5914 +2025-06-24 17:30:27,838 - pyskl - INFO - Epoch [51][2800/3940] lr: 1.859e-02, eta: 2 days, 1:45:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9581, loss_cls: 3.5219, loss: 3.5219 +2025-06-24 17:31:13,503 - pyskl - INFO - Epoch [51][2900/3940] lr: 1.858e-02, eta: 2 days, 1:44:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.5338, loss: 3.5338 +2025-06-24 17:31:59,062 - pyskl - INFO - Epoch [51][3000/3940] lr: 1.858e-02, eta: 2 days, 1:44:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 3.5380, loss: 3.5380 +2025-06-24 17:32:44,724 - pyskl - INFO - Epoch [51][3100/3940] lr: 1.857e-02, eta: 2 days, 1:43:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 3.6066, loss: 3.6066 +2025-06-24 17:33:30,269 - pyskl - INFO - Epoch [51][3200/3940] lr: 1.857e-02, eta: 2 days, 1:42:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9606, loss_cls: 3.6063, loss: 3.6063 +2025-06-24 17:34:15,862 - pyskl - INFO - Epoch [51][3300/3940] lr: 1.856e-02, eta: 2 days, 1:41:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 3.6747, loss: 3.6747 +2025-06-24 17:35:01,397 - pyskl - INFO - Epoch [51][3400/3940] lr: 1.855e-02, eta: 2 days, 1:40:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9581, loss_cls: 3.6496, loss: 3.6496 +2025-06-24 17:35:47,080 - pyskl - INFO - Epoch [51][3500/3940] lr: 1.855e-02, eta: 2 days, 1:40:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9575, loss_cls: 3.7445, loss: 3.7445 +2025-06-24 17:36:32,770 - pyskl - INFO - Epoch [51][3600/3940] lr: 1.854e-02, eta: 2 days, 1:39:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 3.7771, loss: 3.7771 +2025-06-24 17:37:18,466 - pyskl - INFO - Epoch [51][3700/3940] lr: 1.854e-02, eta: 2 days, 1:38:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9563, loss_cls: 3.6075, loss: 3.6075 +2025-06-24 17:38:04,143 - pyskl - INFO - Epoch [51][3800/3940] lr: 1.853e-02, eta: 2 days, 1:37:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9506, loss_cls: 3.7731, loss: 3.7731 +2025-06-24 17:38:49,733 - pyskl - INFO - Epoch [51][3900/3940] lr: 1.852e-02, eta: 2 days, 1:37:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9525, loss_cls: 3.5956, loss: 3.5956 +2025-06-24 17:39:08,360 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-06-24 17:42:43,069 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 17:42:43,624 - pyskl - INFO - +top1_acc 0.7409 +top5_acc 0.9494 +2025-06-24 17:42:43,646 - pyskl - INFO - Epoch(val) [51][3183] top1_acc: 0.7409, top5_acc: 0.9494 +2025-06-24 17:43:54,214 - pyskl - INFO - Epoch [52][100/3940] lr: 1.852e-02, eta: 2 days, 1:36:15, time: 0.706, data_time: 0.251, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 3.6685, loss: 3.6685 +2025-06-24 17:44:39,782 - pyskl - INFO - Epoch [52][200/3940] lr: 1.851e-02, eta: 2 days, 1:35:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 3.4010, loss: 3.4010 +2025-06-24 17:45:25,323 - pyskl - INFO - Epoch [52][300/3940] lr: 1.850e-02, eta: 2 days, 1:34:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9681, loss_cls: 3.3893, loss: 3.3893 +2025-06-24 17:46:10,771 - pyskl - INFO - Epoch [52][400/3940] lr: 1.850e-02, eta: 2 days, 1:33:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 3.6011, loss: 3.6011 +2025-06-24 17:46:56,112 - pyskl - INFO - Epoch [52][500/3940] lr: 1.849e-02, eta: 2 days, 1:33:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9650, loss_cls: 3.5636, loss: 3.5636 +2025-06-24 17:47:41,671 - pyskl - INFO - Epoch [52][600/3940] lr: 1.849e-02, eta: 2 days, 1:32:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9587, loss_cls: 3.5847, loss: 3.5847 +2025-06-24 17:48:27,079 - pyskl - INFO - Epoch [52][700/3940] lr: 1.848e-02, eta: 2 days, 1:31:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9644, loss_cls: 3.6312, loss: 3.6312 +2025-06-24 17:49:12,594 - pyskl - INFO - Epoch [52][800/3940] lr: 1.848e-02, eta: 2 days, 1:30:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 3.6227, loss: 3.6227 +2025-06-24 17:49:58,025 - pyskl - INFO - Epoch [52][900/3940] lr: 1.847e-02, eta: 2 days, 1:30:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 3.5563, loss: 3.5563 +2025-06-24 17:50:43,390 - pyskl - INFO - Epoch [52][1000/3940] lr: 1.846e-02, eta: 2 days, 1:29:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 3.5720, loss: 3.5720 +2025-06-24 17:51:28,837 - pyskl - INFO - Epoch [52][1100/3940] lr: 1.846e-02, eta: 2 days, 1:28:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9706, loss_cls: 3.6022, loss: 3.6022 +2025-06-24 17:52:14,240 - pyskl - INFO - Epoch [52][1200/3940] lr: 1.845e-02, eta: 2 days, 1:27:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9537, loss_cls: 3.6246, loss: 3.6246 +2025-06-24 17:52:59,735 - pyskl - INFO - Epoch [52][1300/3940] lr: 1.845e-02, eta: 2 days, 1:26:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9619, loss_cls: 3.5515, loss: 3.5515 +2025-06-24 17:53:45,176 - pyskl - INFO - Epoch [52][1400/3940] lr: 1.844e-02, eta: 2 days, 1:26:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9644, loss_cls: 3.6992, loss: 3.6992 +2025-06-24 17:54:30,525 - pyskl - INFO - Epoch [52][1500/3940] lr: 1.843e-02, eta: 2 days, 1:25:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9644, loss_cls: 3.4724, loss: 3.4724 +2025-06-24 17:55:15,878 - pyskl - INFO - Epoch [52][1600/3940] lr: 1.843e-02, eta: 2 days, 1:24:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9600, loss_cls: 3.5378, loss: 3.5378 +2025-06-24 17:56:01,318 - pyskl - INFO - Epoch [52][1700/3940] lr: 1.842e-02, eta: 2 days, 1:23:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.6314, loss: 3.6314 +2025-06-24 17:56:46,774 - pyskl - INFO - Epoch [52][1800/3940] lr: 1.842e-02, eta: 2 days, 1:23:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 3.6172, loss: 3.6172 +2025-06-24 17:57:32,152 - pyskl - INFO - Epoch [52][1900/3940] lr: 1.841e-02, eta: 2 days, 1:22:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9581, loss_cls: 3.6362, loss: 3.6362 +2025-06-24 17:58:17,584 - pyskl - INFO - Epoch [52][2000/3940] lr: 1.841e-02, eta: 2 days, 1:21:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9663, loss_cls: 3.5795, loss: 3.5795 +2025-06-24 17:59:02,782 - pyskl - INFO - Epoch [52][2100/3940] lr: 1.840e-02, eta: 2 days, 1:20:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9613, loss_cls: 3.5927, loss: 3.5927 +2025-06-24 17:59:48,174 - pyskl - INFO - Epoch [52][2200/3940] lr: 1.839e-02, eta: 2 days, 1:19:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9587, loss_cls: 3.6558, loss: 3.6558 +2025-06-24 18:00:33,580 - pyskl - INFO - Epoch [52][2300/3940] lr: 1.839e-02, eta: 2 days, 1:19:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 3.5977, loss: 3.5977 +2025-06-24 18:01:18,915 - pyskl - INFO - Epoch [52][2400/3940] lr: 1.838e-02, eta: 2 days, 1:18:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9581, loss_cls: 3.6151, loss: 3.6151 +2025-06-24 18:02:04,486 - pyskl - INFO - Epoch [52][2500/3940] lr: 1.838e-02, eta: 2 days, 1:17:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 3.5842, loss: 3.5842 +2025-06-24 18:02:50,017 - pyskl - INFO - Epoch [52][2600/3940] lr: 1.837e-02, eta: 2 days, 1:16:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9606, loss_cls: 3.6138, loss: 3.6138 +2025-06-24 18:03:35,384 - pyskl - INFO - Epoch [52][2700/3940] lr: 1.836e-02, eta: 2 days, 1:16:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9537, loss_cls: 3.7397, loss: 3.7397 +2025-06-24 18:04:20,764 - pyskl - INFO - Epoch [52][2800/3940] lr: 1.836e-02, eta: 2 days, 1:15:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9525, loss_cls: 3.7060, loss: 3.7060 +2025-06-24 18:05:05,988 - pyskl - INFO - Epoch [52][2900/3940] lr: 1.835e-02, eta: 2 days, 1:14:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9631, loss_cls: 3.5044, loss: 3.5044 +2025-06-24 18:05:51,266 - pyskl - INFO - Epoch [52][3000/3940] lr: 1.835e-02, eta: 2 days, 1:13:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9525, loss_cls: 3.8112, loss: 3.8112 +2025-06-24 18:06:36,686 - pyskl - INFO - Epoch [52][3100/3940] lr: 1.834e-02, eta: 2 days, 1:13:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9550, loss_cls: 3.6284, loss: 3.6284 +2025-06-24 18:07:22,322 - pyskl - INFO - Epoch [52][3200/3940] lr: 1.833e-02, eta: 2 days, 1:12:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 3.6838, loss: 3.6838 +2025-06-24 18:08:07,774 - pyskl - INFO - Epoch [52][3300/3940] lr: 1.833e-02, eta: 2 days, 1:11:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9575, loss_cls: 3.6249, loss: 3.6249 +2025-06-24 18:08:53,392 - pyskl - INFO - Epoch [52][3400/3940] lr: 1.832e-02, eta: 2 days, 1:10:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.6280, loss: 3.6280 +2025-06-24 18:09:38,989 - pyskl - INFO - Epoch [52][3500/3940] lr: 1.832e-02, eta: 2 days, 1:09:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9619, loss_cls: 3.5992, loss: 3.5992 +2025-06-24 18:10:24,591 - pyskl - INFO - Epoch [52][3600/3940] lr: 1.831e-02, eta: 2 days, 1:09:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 3.7804, loss: 3.7804 +2025-06-24 18:11:10,114 - pyskl - INFO - Epoch [52][3700/3940] lr: 1.831e-02, eta: 2 days, 1:08:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 3.5532, loss: 3.5532 +2025-06-24 18:11:55,778 - pyskl - INFO - Epoch [52][3800/3940] lr: 1.830e-02, eta: 2 days, 1:07:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 3.5866, loss: 3.5866 +2025-06-24 18:12:41,348 - pyskl - INFO - Epoch [52][3900/3940] lr: 1.829e-02, eta: 2 days, 1:06:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9625, loss_cls: 3.4248, loss: 3.4248 +2025-06-24 18:12:59,988 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-06-24 18:16:34,051 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 18:16:34,554 - pyskl - INFO - +top1_acc 0.7664 +top5_acc 0.9558 +2025-06-24 18:16:34,611 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_50.pth was removed +2025-06-24 18:16:35,668 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_52.pth. +2025-06-24 18:16:35,670 - pyskl - INFO - Best top1_acc is 0.7664 at 52 epoch. +2025-06-24 18:16:35,690 - pyskl - INFO - Epoch(val) [52][3183] top1_acc: 0.7664, top5_acc: 0.9558 +2025-06-24 18:17:47,201 - pyskl - INFO - Epoch [53][100/3940] lr: 1.829e-02, eta: 2 days, 1:06:00, time: 0.715, data_time: 0.257, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9619, loss_cls: 3.5412, loss: 3.5412 +2025-06-24 18:18:33,349 - pyskl - INFO - Epoch [53][200/3940] lr: 1.828e-02, eta: 2 days, 1:05:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 3.5487, loss: 3.5487 +2025-06-24 18:19:19,554 - pyskl - INFO - Epoch [53][300/3940] lr: 1.827e-02, eta: 2 days, 1:04:30, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 3.6178, loss: 3.6178 +2025-06-24 18:20:05,233 - pyskl - INFO - Epoch [53][400/3940] lr: 1.827e-02, eta: 2 days, 1:03:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 3.5409, loss: 3.5409 +2025-06-24 18:20:50,994 - pyskl - INFO - Epoch [53][500/3940] lr: 1.826e-02, eta: 2 days, 1:02:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9619, loss_cls: 3.5397, loss: 3.5397 +2025-06-24 18:21:36,595 - pyskl - INFO - Epoch [53][600/3940] lr: 1.826e-02, eta: 2 days, 1:02:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 3.5020, loss: 3.5020 +2025-06-24 18:22:22,208 - pyskl - INFO - Epoch [53][700/3940] lr: 1.825e-02, eta: 2 days, 1:01:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9606, loss_cls: 3.6917, loss: 3.6917 +2025-06-24 18:23:07,815 - pyskl - INFO - Epoch [53][800/3940] lr: 1.824e-02, eta: 2 days, 1:00:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 3.4343, loss: 3.4343 +2025-06-24 18:23:53,394 - pyskl - INFO - Epoch [53][900/3940] lr: 1.824e-02, eta: 2 days, 0:59:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9637, loss_cls: 3.4537, loss: 3.4537 +2025-06-24 18:24:39,005 - pyskl - INFO - Epoch [53][1000/3940] lr: 1.823e-02, eta: 2 days, 0:59:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.5031, loss: 3.5031 +2025-06-24 18:25:24,564 - pyskl - INFO - Epoch [53][1100/3940] lr: 1.823e-02, eta: 2 days, 0:58:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 3.6329, loss: 3.6329 +2025-06-24 18:26:10,128 - pyskl - INFO - Epoch [53][1200/3940] lr: 1.822e-02, eta: 2 days, 0:57:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 3.5688, loss: 3.5688 +2025-06-24 18:26:55,723 - pyskl - INFO - Epoch [53][1300/3940] lr: 1.821e-02, eta: 2 days, 0:56:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9669, loss_cls: 3.3824, loss: 3.3824 +2025-06-24 18:27:41,239 - pyskl - INFO - Epoch [53][1400/3940] lr: 1.821e-02, eta: 2 days, 0:56:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.5996, loss: 3.5996 +2025-06-24 18:28:26,737 - pyskl - INFO - Epoch [53][1500/3940] lr: 1.820e-02, eta: 2 days, 0:55:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 3.6080, loss: 3.6080 +2025-06-24 18:29:12,259 - pyskl - INFO - Epoch [53][1600/3940] lr: 1.820e-02, eta: 2 days, 0:54:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9619, loss_cls: 3.5565, loss: 3.5565 +2025-06-24 18:29:57,821 - pyskl - INFO - Epoch [53][1700/3940] lr: 1.819e-02, eta: 2 days, 0:53:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9625, loss_cls: 3.5845, loss: 3.5845 +2025-06-24 18:30:43,310 - pyskl - INFO - Epoch [53][1800/3940] lr: 1.819e-02, eta: 2 days, 0:52:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.6172, loss: 3.6172 +2025-06-24 18:31:28,929 - pyskl - INFO - Epoch [53][1900/3940] lr: 1.818e-02, eta: 2 days, 0:52:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 3.5902, loss: 3.5902 +2025-06-24 18:32:14,556 - pyskl - INFO - Epoch [53][2000/3940] lr: 1.817e-02, eta: 2 days, 0:51:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9637, loss_cls: 3.6019, loss: 3.6019 +2025-06-24 18:33:00,140 - pyskl - INFO - Epoch [53][2100/3940] lr: 1.817e-02, eta: 2 days, 0:50:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9613, loss_cls: 3.6269, loss: 3.6269 +2025-06-24 18:33:46,002 - pyskl - INFO - Epoch [53][2200/3940] lr: 1.816e-02, eta: 2 days, 0:49:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 3.6267, loss: 3.6267 +2025-06-24 18:34:31,526 - pyskl - INFO - Epoch [53][2300/3940] lr: 1.816e-02, eta: 2 days, 0:49:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 3.6796, loss: 3.6796 +2025-06-24 18:35:17,016 - pyskl - INFO - Epoch [53][2400/3940] lr: 1.815e-02, eta: 2 days, 0:48:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9619, loss_cls: 3.6434, loss: 3.6434 +2025-06-24 18:36:02,602 - pyskl - INFO - Epoch [53][2500/3940] lr: 1.814e-02, eta: 2 days, 0:47:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.5624, loss: 3.5624 +2025-06-24 18:36:48,054 - pyskl - INFO - Epoch [53][2600/3940] lr: 1.814e-02, eta: 2 days, 0:46:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9681, loss_cls: 3.6908, loss: 3.6908 +2025-06-24 18:37:33,499 - pyskl - INFO - Epoch [53][2700/3940] lr: 1.813e-02, eta: 2 days, 0:46:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.6658, loss: 3.6658 +2025-06-24 18:38:19,014 - pyskl - INFO - Epoch [53][2800/3940] lr: 1.813e-02, eta: 2 days, 0:45:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9650, loss_cls: 3.5578, loss: 3.5578 +2025-06-24 18:39:04,423 - pyskl - INFO - Epoch [53][2900/3940] lr: 1.812e-02, eta: 2 days, 0:44:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 3.6342, loss: 3.6342 +2025-06-24 18:39:49,890 - pyskl - INFO - Epoch [53][3000/3940] lr: 1.811e-02, eta: 2 days, 0:43:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 3.6027, loss: 3.6027 +2025-06-24 18:40:35,407 - pyskl - INFO - Epoch [53][3100/3940] lr: 1.811e-02, eta: 2 days, 0:42:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 3.5958, loss: 3.5958 +2025-06-24 18:41:20,951 - pyskl - INFO - Epoch [53][3200/3940] lr: 1.810e-02, eta: 2 days, 0:42:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9575, loss_cls: 3.6747, loss: 3.6747 +2025-06-24 18:42:06,487 - pyskl - INFO - Epoch [53][3300/3940] lr: 1.810e-02, eta: 2 days, 0:41:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 3.5777, loss: 3.5777 +2025-06-24 18:42:52,040 - pyskl - INFO - Epoch [53][3400/3940] lr: 1.809e-02, eta: 2 days, 0:40:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9600, loss_cls: 3.7087, loss: 3.7087 +2025-06-24 18:43:37,582 - pyskl - INFO - Epoch [53][3500/3940] lr: 1.808e-02, eta: 2 days, 0:39:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 3.6458, loss: 3.6458 +2025-06-24 18:44:23,085 - pyskl - INFO - Epoch [53][3600/3940] lr: 1.808e-02, eta: 2 days, 0:39:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9575, loss_cls: 3.5401, loss: 3.5401 +2025-06-24 18:45:08,635 - pyskl - INFO - Epoch [53][3700/3940] lr: 1.807e-02, eta: 2 days, 0:38:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9675, loss_cls: 3.6323, loss: 3.6323 +2025-06-24 18:45:54,209 - pyskl - INFO - Epoch [53][3800/3940] lr: 1.807e-02, eta: 2 days, 0:37:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9569, loss_cls: 3.6881, loss: 3.6881 +2025-06-24 18:46:39,850 - pyskl - INFO - Epoch [53][3900/3940] lr: 1.806e-02, eta: 2 days, 0:36:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9494, loss_cls: 3.6580, loss: 3.6580 +2025-06-24 18:46:58,456 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-06-24 18:50:36,603 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 18:50:37,092 - pyskl - INFO - +top1_acc 0.7376 +top5_acc 0.9443 +2025-06-24 18:50:37,112 - pyskl - INFO - Epoch(val) [53][3183] top1_acc: 0.7376, top5_acc: 0.9443 +2025-06-24 18:51:47,753 - pyskl - INFO - Epoch [54][100/3940] lr: 1.805e-02, eta: 2 days, 0:35:55, time: 0.706, data_time: 0.249, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.6184, loss: 3.6184 +2025-06-24 18:52:33,398 - pyskl - INFO - Epoch [54][200/3940] lr: 1.805e-02, eta: 2 days, 0:35:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9631, loss_cls: 3.5740, loss: 3.5740 +2025-06-24 18:53:19,002 - pyskl - INFO - Epoch [54][300/3940] lr: 1.804e-02, eta: 2 days, 0:34:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 3.6102, loss: 3.6102 +2025-06-24 18:54:04,602 - pyskl - INFO - Epoch [54][400/3940] lr: 1.803e-02, eta: 2 days, 0:33:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.4986, loss: 3.4986 +2025-06-24 18:54:50,167 - pyskl - INFO - Epoch [54][500/3940] lr: 1.803e-02, eta: 2 days, 0:32:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9663, loss_cls: 3.4978, loss: 3.4978 +2025-06-24 18:55:35,794 - pyskl - INFO - Epoch [54][600/3940] lr: 1.802e-02, eta: 2 days, 0:32:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9663, loss_cls: 3.4827, loss: 3.4827 +2025-06-24 18:56:21,409 - pyskl - INFO - Epoch [54][700/3940] lr: 1.802e-02, eta: 2 days, 0:31:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9569, loss_cls: 3.5835, loss: 3.5835 +2025-06-24 18:57:07,133 - pyskl - INFO - Epoch [54][800/3940] lr: 1.801e-02, eta: 2 days, 0:30:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9594, loss_cls: 3.5384, loss: 3.5384 +2025-06-24 18:57:52,710 - pyskl - INFO - Epoch [54][900/3940] lr: 1.800e-02, eta: 2 days, 0:29:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9575, loss_cls: 3.5606, loss: 3.5606 +2025-06-24 18:58:38,335 - pyskl - INFO - Epoch [54][1000/3940] lr: 1.800e-02, eta: 2 days, 0:29:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9631, loss_cls: 3.6208, loss: 3.6208 +2025-06-24 18:59:23,852 - pyskl - INFO - Epoch [54][1100/3940] lr: 1.799e-02, eta: 2 days, 0:28:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 3.6162, loss: 3.6162 +2025-06-24 19:00:09,397 - pyskl - INFO - Epoch [54][1200/3940] lr: 1.799e-02, eta: 2 days, 0:27:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9637, loss_cls: 3.6418, loss: 3.6418 +2025-06-24 19:00:54,985 - pyskl - INFO - Epoch [54][1300/3940] lr: 1.798e-02, eta: 2 days, 0:26:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 3.6436, loss: 3.6436 +2025-06-24 19:01:40,775 - pyskl - INFO - Epoch [54][1400/3940] lr: 1.797e-02, eta: 2 days, 0:25:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9656, loss_cls: 3.4694, loss: 3.4694 +2025-06-24 19:02:26,501 - pyskl - INFO - Epoch [54][1500/3940] lr: 1.797e-02, eta: 2 days, 0:25:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9631, loss_cls: 3.4103, loss: 3.4103 +2025-06-24 19:03:12,095 - pyskl - INFO - Epoch [54][1600/3940] lr: 1.796e-02, eta: 2 days, 0:24:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9637, loss_cls: 3.5984, loss: 3.5984 +2025-06-24 19:03:57,730 - pyskl - INFO - Epoch [54][1700/3940] lr: 1.796e-02, eta: 2 days, 0:23:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 3.6021, loss: 3.6021 +2025-06-24 19:04:43,312 - pyskl - INFO - Epoch [54][1800/3940] lr: 1.795e-02, eta: 2 days, 0:22:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9631, loss_cls: 3.4963, loss: 3.4963 +2025-06-24 19:05:29,030 - pyskl - INFO - Epoch [54][1900/3940] lr: 1.794e-02, eta: 2 days, 0:22:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9550, loss_cls: 3.6523, loss: 3.6523 +2025-06-24 19:06:14,830 - pyskl - INFO - Epoch [54][2000/3940] lr: 1.794e-02, eta: 2 days, 0:21:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9631, loss_cls: 3.4809, loss: 3.4809 +2025-06-24 19:07:00,522 - pyskl - INFO - Epoch [54][2100/3940] lr: 1.793e-02, eta: 2 days, 0:20:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.5841, loss: 3.5841 +2025-06-24 19:07:46,239 - pyskl - INFO - Epoch [54][2200/3940] lr: 1.793e-02, eta: 2 days, 0:19:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9513, loss_cls: 3.6731, loss: 3.6731 +2025-06-24 19:08:31,954 - pyskl - INFO - Epoch [54][2300/3940] lr: 1.792e-02, eta: 2 days, 0:19:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9569, loss_cls: 3.6464, loss: 3.6464 +2025-06-24 19:09:17,625 - pyskl - INFO - Epoch [54][2400/3940] lr: 1.791e-02, eta: 2 days, 0:18:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 3.6163, loss: 3.6163 +2025-06-24 19:10:03,364 - pyskl - INFO - Epoch [54][2500/3940] lr: 1.791e-02, eta: 2 days, 0:17:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9650, loss_cls: 3.5872, loss: 3.5872 +2025-06-24 19:10:49,074 - pyskl - INFO - Epoch [54][2600/3940] lr: 1.790e-02, eta: 2 days, 0:16:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9669, loss_cls: 3.4842, loss: 3.4842 +2025-06-24 19:11:34,655 - pyskl - INFO - Epoch [54][2700/3940] lr: 1.790e-02, eta: 2 days, 0:15:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9594, loss_cls: 3.6567, loss: 3.6567 +2025-06-24 19:12:20,164 - pyskl - INFO - Epoch [54][2800/3940] lr: 1.789e-02, eta: 2 days, 0:15:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 3.5348, loss: 3.5348 +2025-06-24 19:13:05,694 - pyskl - INFO - Epoch [54][2900/3940] lr: 1.788e-02, eta: 2 days, 0:14:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9606, loss_cls: 3.5539, loss: 3.5539 +2025-06-24 19:13:51,254 - pyskl - INFO - Epoch [54][3000/3940] lr: 1.788e-02, eta: 2 days, 0:13:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.5287, loss: 3.5287 +2025-06-24 19:14:36,826 - pyskl - INFO - Epoch [54][3100/3940] lr: 1.787e-02, eta: 2 days, 0:12:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 3.6706, loss: 3.6706 +2025-06-24 19:15:22,339 - pyskl - INFO - Epoch [54][3200/3940] lr: 1.787e-02, eta: 2 days, 0:12:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 3.5637, loss: 3.5637 +2025-06-24 19:16:07,858 - pyskl - INFO - Epoch [54][3300/3940] lr: 1.786e-02, eta: 2 days, 0:11:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9587, loss_cls: 3.5605, loss: 3.5605 +2025-06-24 19:16:53,353 - pyskl - INFO - Epoch [54][3400/3940] lr: 1.785e-02, eta: 2 days, 0:10:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.5270, loss: 3.5270 +2025-06-24 19:17:38,792 - pyskl - INFO - Epoch [54][3500/3940] lr: 1.785e-02, eta: 2 days, 0:09:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9625, loss_cls: 3.5468, loss: 3.5468 +2025-06-24 19:18:24,255 - pyskl - INFO - Epoch [54][3600/3940] lr: 1.784e-02, eta: 2 days, 0:09:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 3.4724, loss: 3.4724 +2025-06-24 19:19:09,740 - pyskl - INFO - Epoch [54][3700/3940] lr: 1.784e-02, eta: 2 days, 0:08:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9569, loss_cls: 3.5978, loss: 3.5978 +2025-06-24 19:19:55,273 - pyskl - INFO - Epoch [54][3800/3940] lr: 1.783e-02, eta: 2 days, 0:07:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9525, loss_cls: 3.6303, loss: 3.6303 +2025-06-24 19:20:40,859 - pyskl - INFO - Epoch [54][3900/3940] lr: 1.782e-02, eta: 2 days, 0:06:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 3.5556, loss: 3.5556 +2025-06-24 19:20:59,399 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-06-24 19:24:33,120 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 19:24:33,625 - pyskl - INFO - +top1_acc 0.7478 +top5_acc 0.9453 +2025-06-24 19:24:33,645 - pyskl - INFO - Epoch(val) [54][3183] top1_acc: 0.7478, top5_acc: 0.9453 +2025-06-24 19:25:44,433 - pyskl - INFO - Epoch [55][100/3940] lr: 1.782e-02, eta: 2 days, 0:05:50, time: 0.708, data_time: 0.250, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 3.6071, loss: 3.6071 +2025-06-24 19:26:29,968 - pyskl - INFO - Epoch [55][200/3940] lr: 1.781e-02, eta: 2 days, 0:05:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9594, loss_cls: 3.6245, loss: 3.6245 +2025-06-24 19:27:15,514 - pyskl - INFO - Epoch [55][300/3940] lr: 1.780e-02, eta: 2 days, 0:04:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9656, loss_cls: 3.5504, loss: 3.5504 +2025-06-24 19:28:01,110 - pyskl - INFO - Epoch [55][400/3940] lr: 1.780e-02, eta: 2 days, 0:03:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 3.5864, loss: 3.5864 +2025-06-24 19:28:46,756 - pyskl - INFO - Epoch [55][500/3940] lr: 1.779e-02, eta: 2 days, 0:02:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 3.5880, loss: 3.5880 +2025-06-24 19:29:32,396 - pyskl - INFO - Epoch [55][600/3940] lr: 1.779e-02, eta: 2 days, 0:01:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 3.5139, loss: 3.5139 +2025-06-24 19:30:18,022 - pyskl - INFO - Epoch [55][700/3940] lr: 1.778e-02, eta: 2 days, 0:01:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9600, loss_cls: 3.5204, loss: 3.5204 +2025-06-24 19:31:03,621 - pyskl - INFO - Epoch [55][800/3940] lr: 1.777e-02, eta: 2 days, 0:00:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9606, loss_cls: 3.5719, loss: 3.5719 +2025-06-24 19:31:49,392 - pyskl - INFO - Epoch [55][900/3940] lr: 1.777e-02, eta: 1 day, 23:59:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9637, loss_cls: 3.4744, loss: 3.4744 +2025-06-24 19:32:34,893 - pyskl - INFO - Epoch [55][1000/3940] lr: 1.776e-02, eta: 1 day, 23:58:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 3.7557, loss: 3.7557 +2025-06-24 19:33:20,359 - pyskl - INFO - Epoch [55][1100/3940] lr: 1.776e-02, eta: 1 day, 23:58:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9637, loss_cls: 3.4480, loss: 3.4480 +2025-06-24 19:34:05,912 - pyskl - INFO - Epoch [55][1200/3940] lr: 1.775e-02, eta: 1 day, 23:57:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9663, loss_cls: 3.4768, loss: 3.4768 +2025-06-24 19:34:51,610 - pyskl - INFO - Epoch [55][1300/3940] lr: 1.774e-02, eta: 1 day, 23:56:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 3.4966, loss: 3.4966 +2025-06-24 19:35:37,216 - pyskl - INFO - Epoch [55][1400/3940] lr: 1.774e-02, eta: 1 day, 23:55:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 3.5607, loss: 3.5607 +2025-06-24 19:36:22,913 - pyskl - INFO - Epoch [55][1500/3940] lr: 1.773e-02, eta: 1 day, 23:55:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 3.4783, loss: 3.4783 +2025-06-24 19:37:08,590 - pyskl - INFO - Epoch [55][1600/3940] lr: 1.773e-02, eta: 1 day, 23:54:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.5514, loss: 3.5514 +2025-06-24 19:37:54,221 - pyskl - INFO - Epoch [55][1700/3940] lr: 1.772e-02, eta: 1 day, 23:53:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 3.5451, loss: 3.5451 +2025-06-24 19:38:39,839 - pyskl - INFO - Epoch [55][1800/3940] lr: 1.771e-02, eta: 1 day, 23:52:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9556, loss_cls: 3.6110, loss: 3.6110 +2025-06-24 19:39:25,413 - pyskl - INFO - Epoch [55][1900/3940] lr: 1.771e-02, eta: 1 day, 23:52:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 3.6831, loss: 3.6831 +2025-06-24 19:40:11,107 - pyskl - INFO - Epoch [55][2000/3940] lr: 1.770e-02, eta: 1 day, 23:51:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 3.6037, loss: 3.6037 +2025-06-24 19:40:56,695 - pyskl - INFO - Epoch [55][2100/3940] lr: 1.770e-02, eta: 1 day, 23:50:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9587, loss_cls: 3.6222, loss: 3.6222 +2025-06-24 19:41:42,086 - pyskl - INFO - Epoch [55][2200/3940] lr: 1.769e-02, eta: 1 day, 23:49:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9587, loss_cls: 3.6841, loss: 3.6841 +2025-06-24 19:42:27,823 - pyskl - INFO - Epoch [55][2300/3940] lr: 1.768e-02, eta: 1 day, 23:48:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 3.5665, loss: 3.5665 +2025-06-24 19:43:13,400 - pyskl - INFO - Epoch [55][2400/3940] lr: 1.768e-02, eta: 1 day, 23:48:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 3.5805, loss: 3.5805 +2025-06-24 19:43:58,948 - pyskl - INFO - Epoch [55][2500/3940] lr: 1.767e-02, eta: 1 day, 23:47:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 3.5482, loss: 3.5482 +2025-06-24 19:44:44,494 - pyskl - INFO - Epoch [55][2600/3940] lr: 1.767e-02, eta: 1 day, 23:46:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.5338, loss: 3.5338 +2025-06-24 19:45:30,026 - pyskl - INFO - Epoch [55][2700/3940] lr: 1.766e-02, eta: 1 day, 23:45:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 3.4612, loss: 3.4612 +2025-06-24 19:46:15,566 - pyskl - INFO - Epoch [55][2800/3940] lr: 1.765e-02, eta: 1 day, 23:45:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9544, loss_cls: 3.5388, loss: 3.5388 +2025-06-24 19:47:01,109 - pyskl - INFO - Epoch [55][2900/3940] lr: 1.765e-02, eta: 1 day, 23:44:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 3.5085, loss: 3.5085 +2025-06-24 19:47:46,685 - pyskl - INFO - Epoch [55][3000/3940] lr: 1.764e-02, eta: 1 day, 23:43:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9600, loss_cls: 3.6179, loss: 3.6179 +2025-06-24 19:48:32,310 - pyskl - INFO - Epoch [55][3100/3940] lr: 1.764e-02, eta: 1 day, 23:42:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9706, loss_cls: 3.6422, loss: 3.6422 +2025-06-24 19:49:17,934 - pyskl - INFO - Epoch [55][3200/3940] lr: 1.763e-02, eta: 1 day, 23:42:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9663, loss_cls: 3.4826, loss: 3.4826 +2025-06-24 19:50:03,457 - pyskl - INFO - Epoch [55][3300/3940] lr: 1.762e-02, eta: 1 day, 23:41:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 3.4002, loss: 3.4002 +2025-06-24 19:50:48,952 - pyskl - INFO - Epoch [55][3400/3940] lr: 1.762e-02, eta: 1 day, 23:40:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9513, loss_cls: 3.7566, loss: 3.7566 +2025-06-24 19:51:34,497 - pyskl - INFO - Epoch [55][3500/3940] lr: 1.761e-02, eta: 1 day, 23:39:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9569, loss_cls: 3.6124, loss: 3.6124 +2025-06-24 19:52:19,981 - pyskl - INFO - Epoch [55][3600/3940] lr: 1.760e-02, eta: 1 day, 23:38:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 3.6282, loss: 3.6282 +2025-06-24 19:53:05,467 - pyskl - INFO - Epoch [55][3700/3940] lr: 1.760e-02, eta: 1 day, 23:38:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9550, loss_cls: 3.6409, loss: 3.6409 +2025-06-24 19:53:51,004 - pyskl - INFO - Epoch [55][3800/3940] lr: 1.759e-02, eta: 1 day, 23:37:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 3.5611, loss: 3.5611 +2025-06-24 19:54:36,522 - pyskl - INFO - Epoch [55][3900/3940] lr: 1.759e-02, eta: 1 day, 23:36:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9625, loss_cls: 3.5762, loss: 3.5762 +2025-06-24 19:54:55,144 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-06-24 20:13:11,596 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 20:13:12,090 - pyskl - INFO - +top1_acc 0.7599 +top5_acc 0.9561 +2025-06-24 20:13:12,112 - pyskl - INFO - Epoch(val) [55][3183] top1_acc: 0.7599, top5_acc: 0.9561 +2025-06-24 20:14:23,633 - pyskl - INFO - Epoch [56][100/3940] lr: 1.758e-02, eta: 1 day, 23:35:45, time: 0.715, data_time: 0.259, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9606, loss_cls: 3.6086, loss: 3.6086 +2025-06-24 20:15:09,333 - pyskl - INFO - Epoch [56][200/3940] lr: 1.757e-02, eta: 1 day, 23:34:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9656, loss_cls: 3.4579, loss: 3.4579 +2025-06-24 20:15:54,917 - pyskl - INFO - Epoch [56][300/3940] lr: 1.757e-02, eta: 1 day, 23:34:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 3.4654, loss: 3.4654 +2025-06-24 20:16:40,660 - pyskl - INFO - Epoch [56][400/3940] lr: 1.756e-02, eta: 1 day, 23:33:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 3.6486, loss: 3.6486 +2025-06-24 20:17:26,339 - pyskl - INFO - Epoch [56][500/3940] lr: 1.755e-02, eta: 1 day, 23:32:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 3.6774, loss: 3.6774 +2025-06-24 20:18:11,911 - pyskl - INFO - Epoch [56][600/3940] lr: 1.755e-02, eta: 1 day, 23:31:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9788, loss_cls: 3.5487, loss: 3.5487 +2025-06-24 20:18:57,383 - pyskl - INFO - Epoch [56][700/3940] lr: 1.754e-02, eta: 1 day, 23:31:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9725, loss_cls: 3.5950, loss: 3.5950 +2025-06-24 20:19:42,799 - pyskl - INFO - Epoch [56][800/3940] lr: 1.754e-02, eta: 1 day, 23:30:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9644, loss_cls: 3.5537, loss: 3.5537 +2025-06-24 20:20:28,312 - pyskl - INFO - Epoch [56][900/3940] lr: 1.753e-02, eta: 1 day, 23:29:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 3.4259, loss: 3.4259 +2025-06-24 20:21:13,882 - pyskl - INFO - Epoch [56][1000/3940] lr: 1.752e-02, eta: 1 day, 23:28:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9656, loss_cls: 3.5267, loss: 3.5267 +2025-06-24 20:21:59,382 - pyskl - INFO - Epoch [56][1100/3940] lr: 1.752e-02, eta: 1 day, 23:28:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 3.4908, loss: 3.4908 +2025-06-24 20:22:44,869 - pyskl - INFO - Epoch [56][1200/3940] lr: 1.751e-02, eta: 1 day, 23:27:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 3.3687, loss: 3.3687 +2025-06-24 20:23:30,334 - pyskl - INFO - Epoch [56][1300/3940] lr: 1.751e-02, eta: 1 day, 23:26:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9594, loss_cls: 3.5453, loss: 3.5453 +2025-06-24 20:24:15,767 - pyskl - INFO - Epoch [56][1400/3940] lr: 1.750e-02, eta: 1 day, 23:25:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 3.5727, loss: 3.5727 +2025-06-24 20:25:01,202 - pyskl - INFO - Epoch [56][1500/3940] lr: 1.749e-02, eta: 1 day, 23:24:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9650, loss_cls: 3.5313, loss: 3.5313 +2025-06-24 20:25:46,616 - pyskl - INFO - Epoch [56][1600/3940] lr: 1.749e-02, eta: 1 day, 23:24:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9613, loss_cls: 3.4230, loss: 3.4230 +2025-06-24 20:26:32,080 - pyskl - INFO - Epoch [56][1700/3940] lr: 1.748e-02, eta: 1 day, 23:23:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.4060, loss: 3.4060 +2025-06-24 20:27:17,552 - pyskl - INFO - Epoch [56][1800/3940] lr: 1.747e-02, eta: 1 day, 23:22:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 3.5886, loss: 3.5886 +2025-06-24 20:28:03,109 - pyskl - INFO - Epoch [56][1900/3940] lr: 1.747e-02, eta: 1 day, 23:21:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9556, loss_cls: 3.6606, loss: 3.6606 +2025-06-24 20:28:48,645 - pyskl - INFO - Epoch [56][2000/3940] lr: 1.746e-02, eta: 1 day, 23:21:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.4813, loss: 3.4813 +2025-06-24 20:29:34,158 - pyskl - INFO - Epoch [56][2100/3940] lr: 1.746e-02, eta: 1 day, 23:20:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 3.6720, loss: 3.6720 +2025-06-24 20:30:19,701 - pyskl - INFO - Epoch [56][2200/3940] lr: 1.745e-02, eta: 1 day, 23:19:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9644, loss_cls: 3.5915, loss: 3.5915 +2025-06-24 20:31:05,234 - pyskl - INFO - Epoch [56][2300/3940] lr: 1.744e-02, eta: 1 day, 23:18:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9587, loss_cls: 3.6525, loss: 3.6525 +2025-06-24 20:31:50,928 - pyskl - INFO - Epoch [56][2400/3940] lr: 1.744e-02, eta: 1 day, 23:18:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9587, loss_cls: 3.6258, loss: 3.6258 +2025-06-24 20:32:36,352 - pyskl - INFO - Epoch [56][2500/3940] lr: 1.743e-02, eta: 1 day, 23:17:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9587, loss_cls: 3.5530, loss: 3.5530 +2025-06-24 20:33:21,879 - pyskl - INFO - Epoch [56][2600/3940] lr: 1.743e-02, eta: 1 day, 23:16:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 3.5585, loss: 3.5585 +2025-06-24 20:34:07,491 - pyskl - INFO - Epoch [56][2700/3940] lr: 1.742e-02, eta: 1 day, 23:15:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 3.4798, loss: 3.4798 +2025-06-24 20:34:53,045 - pyskl - INFO - Epoch [56][2800/3940] lr: 1.741e-02, eta: 1 day, 23:14:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 3.6244, loss: 3.6244 +2025-06-24 20:35:38,610 - pyskl - INFO - Epoch [56][2900/3940] lr: 1.741e-02, eta: 1 day, 23:14:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9762, loss_cls: 3.4907, loss: 3.4907 +2025-06-24 20:36:24,113 - pyskl - INFO - Epoch [56][3000/3940] lr: 1.740e-02, eta: 1 day, 23:13:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 3.5966, loss: 3.5966 +2025-06-24 20:37:09,589 - pyskl - INFO - Epoch [56][3100/3940] lr: 1.740e-02, eta: 1 day, 23:12:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.4715, loss: 3.4715 +2025-06-24 20:37:55,034 - pyskl - INFO - Epoch [56][3200/3940] lr: 1.739e-02, eta: 1 day, 23:11:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9531, loss_cls: 3.7153, loss: 3.7153 +2025-06-24 20:38:40,649 - pyskl - INFO - Epoch [56][3300/3940] lr: 1.738e-02, eta: 1 day, 23:11:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.5409, loss: 3.5409 +2025-06-24 20:39:26,379 - pyskl - INFO - Epoch [56][3400/3940] lr: 1.738e-02, eta: 1 day, 23:10:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 3.6253, loss: 3.6253 +2025-06-24 20:40:12,091 - pyskl - INFO - Epoch [56][3500/3940] lr: 1.737e-02, eta: 1 day, 23:09:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9606, loss_cls: 3.5316, loss: 3.5316 +2025-06-24 20:40:57,567 - pyskl - INFO - Epoch [56][3600/3940] lr: 1.736e-02, eta: 1 day, 23:08:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 3.6177, loss: 3.6177 +2025-06-24 20:41:43,084 - pyskl - INFO - Epoch [56][3700/3940] lr: 1.736e-02, eta: 1 day, 23:08:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 3.6109, loss: 3.6109 +2025-06-24 20:42:28,553 - pyskl - INFO - Epoch [56][3800/3940] lr: 1.735e-02, eta: 1 day, 23:07:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9625, loss_cls: 3.5647, loss: 3.5647 +2025-06-24 20:43:13,920 - pyskl - INFO - Epoch [56][3900/3940] lr: 1.735e-02, eta: 1 day, 23:06:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9600, loss_cls: 3.6478, loss: 3.6478 +2025-06-24 20:43:32,504 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-06-24 20:47:07,280 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 20:47:07,764 - pyskl - INFO - +top1_acc 0.7548 +top5_acc 0.9493 +2025-06-24 20:47:07,785 - pyskl - INFO - Epoch(val) [56][3183] top1_acc: 0.7548, top5_acc: 0.9493 +2025-06-24 20:48:19,218 - pyskl - INFO - Epoch [57][100/3940] lr: 1.734e-02, eta: 1 day, 23:05:37, time: 0.714, data_time: 0.259, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9631, loss_cls: 3.5320, loss: 3.5320 +2025-06-24 20:49:04,689 - pyskl - INFO - Epoch [57][200/3940] lr: 1.733e-02, eta: 1 day, 23:04:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 3.4704, loss: 3.4704 +2025-06-24 20:49:50,163 - pyskl - INFO - Epoch [57][300/3940] lr: 1.733e-02, eta: 1 day, 23:04:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9656, loss_cls: 3.4514, loss: 3.4514 +2025-06-24 20:50:35,698 - pyskl - INFO - Epoch [57][400/3940] lr: 1.732e-02, eta: 1 day, 23:03:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9556, loss_cls: 3.5977, loss: 3.5977 +2025-06-24 20:51:21,220 - pyskl - INFO - Epoch [57][500/3940] lr: 1.731e-02, eta: 1 day, 23:02:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9613, loss_cls: 3.6009, loss: 3.6009 +2025-06-24 20:52:06,778 - pyskl - INFO - Epoch [57][600/3940] lr: 1.731e-02, eta: 1 day, 23:01:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9556, loss_cls: 3.5940, loss: 3.5940 +2025-06-24 20:52:52,300 - pyskl - INFO - Epoch [57][700/3940] lr: 1.730e-02, eta: 1 day, 23:00:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9669, loss_cls: 3.4976, loss: 3.4976 +2025-06-24 20:53:37,777 - pyskl - INFO - Epoch [57][800/3940] lr: 1.729e-02, eta: 1 day, 23:00:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9600, loss_cls: 3.5537, loss: 3.5537 +2025-06-24 20:54:23,489 - pyskl - INFO - Epoch [57][900/3940] lr: 1.729e-02, eta: 1 day, 22:59:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 3.4917, loss: 3.4917 +2025-06-24 20:55:09,007 - pyskl - INFO - Epoch [57][1000/3940] lr: 1.728e-02, eta: 1 day, 22:58:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 3.5717, loss: 3.5717 +2025-06-24 20:55:54,431 - pyskl - INFO - Epoch [57][1100/3940] lr: 1.728e-02, eta: 1 day, 22:57:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 3.6356, loss: 3.6356 +2025-06-24 20:56:39,919 - pyskl - INFO - Epoch [57][1200/3940] lr: 1.727e-02, eta: 1 day, 22:57:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9594, loss_cls: 3.5257, loss: 3.5257 +2025-06-24 20:57:25,416 - pyskl - INFO - Epoch [57][1300/3940] lr: 1.726e-02, eta: 1 day, 22:56:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 3.4740, loss: 3.4740 +2025-06-24 20:58:10,860 - pyskl - INFO - Epoch [57][1400/3940] lr: 1.726e-02, eta: 1 day, 22:55:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 3.4472, loss: 3.4472 +2025-06-24 20:58:56,412 - pyskl - INFO - Epoch [57][1500/3940] lr: 1.725e-02, eta: 1 day, 22:54:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.5763, loss: 3.5763 +2025-06-24 20:59:41,990 - pyskl - INFO - Epoch [57][1600/3940] lr: 1.725e-02, eta: 1 day, 22:54:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9650, loss_cls: 3.4581, loss: 3.4581 +2025-06-24 21:00:27,593 - pyskl - INFO - Epoch [57][1700/3940] lr: 1.724e-02, eta: 1 day, 22:53:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9681, loss_cls: 3.3330, loss: 3.3330 +2025-06-24 21:01:13,247 - pyskl - INFO - Epoch [57][1800/3940] lr: 1.723e-02, eta: 1 day, 22:52:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 3.5679, loss: 3.5679 +2025-06-24 21:01:58,844 - pyskl - INFO - Epoch [57][1900/3940] lr: 1.723e-02, eta: 1 day, 22:51:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 3.4802, loss: 3.4802 +2025-06-24 21:02:44,459 - pyskl - INFO - Epoch [57][2000/3940] lr: 1.722e-02, eta: 1 day, 22:50:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9625, loss_cls: 3.6133, loss: 3.6133 +2025-06-24 21:03:30,012 - pyskl - INFO - Epoch [57][2100/3940] lr: 1.722e-02, eta: 1 day, 22:50:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9719, loss_cls: 3.5272, loss: 3.5272 +2025-06-24 21:04:15,434 - pyskl - INFO - Epoch [57][2200/3940] lr: 1.721e-02, eta: 1 day, 22:49:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9650, loss_cls: 3.5419, loss: 3.5419 +2025-06-24 21:05:01,001 - pyskl - INFO - Epoch [57][2300/3940] lr: 1.720e-02, eta: 1 day, 22:48:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9613, loss_cls: 3.5665, loss: 3.5665 +2025-06-24 21:05:46,593 - pyskl - INFO - Epoch [57][2400/3940] lr: 1.720e-02, eta: 1 day, 22:47:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9600, loss_cls: 3.5164, loss: 3.5164 +2025-06-24 21:06:32,174 - pyskl - INFO - Epoch [57][2500/3940] lr: 1.719e-02, eta: 1 day, 22:47:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9663, loss_cls: 3.3500, loss: 3.3500 +2025-06-24 21:07:17,771 - pyskl - INFO - Epoch [57][2600/3940] lr: 1.718e-02, eta: 1 day, 22:46:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9606, loss_cls: 3.5125, loss: 3.5125 +2025-06-24 21:08:03,357 - pyskl - INFO - Epoch [57][2700/3940] lr: 1.718e-02, eta: 1 day, 22:45:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9569, loss_cls: 3.5924, loss: 3.5924 +2025-06-24 21:08:49,070 - pyskl - INFO - Epoch [57][2800/3940] lr: 1.717e-02, eta: 1 day, 22:44:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 3.4310, loss: 3.4310 +2025-06-24 21:09:34,690 - pyskl - INFO - Epoch [57][2900/3940] lr: 1.717e-02, eta: 1 day, 22:44:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 3.5886, loss: 3.5886 +2025-06-24 21:10:20,245 - pyskl - INFO - Epoch [57][3000/3940] lr: 1.716e-02, eta: 1 day, 22:43:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9537, loss_cls: 3.6291, loss: 3.6291 +2025-06-24 21:11:05,758 - pyskl - INFO - Epoch [57][3100/3940] lr: 1.715e-02, eta: 1 day, 22:42:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 3.6191, loss: 3.6191 +2025-06-24 21:11:51,478 - pyskl - INFO - Epoch [57][3200/3940] lr: 1.715e-02, eta: 1 day, 22:41:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9625, loss_cls: 3.6054, loss: 3.6054 +2025-06-24 21:12:37,030 - pyskl - INFO - Epoch [57][3300/3940] lr: 1.714e-02, eta: 1 day, 22:40:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 3.6966, loss: 3.6966 +2025-06-24 21:13:22,588 - pyskl - INFO - Epoch [57][3400/3940] lr: 1.713e-02, eta: 1 day, 22:40:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 3.5227, loss: 3.5227 +2025-06-24 21:14:08,116 - pyskl - INFO - Epoch [57][3500/3940] lr: 1.713e-02, eta: 1 day, 22:39:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9625, loss_cls: 3.6391, loss: 3.6391 +2025-06-24 21:14:53,646 - pyskl - INFO - Epoch [57][3600/3940] lr: 1.712e-02, eta: 1 day, 22:38:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9637, loss_cls: 3.4948, loss: 3.4948 +2025-06-24 21:15:39,024 - pyskl - INFO - Epoch [57][3700/3940] lr: 1.712e-02, eta: 1 day, 22:37:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 3.5042, loss: 3.5042 +2025-06-24 21:16:24,456 - pyskl - INFO - Epoch [57][3800/3940] lr: 1.711e-02, eta: 1 day, 22:37:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.4954, loss: 3.4954 +2025-06-24 21:17:09,804 - pyskl - INFO - Epoch [57][3900/3940] lr: 1.710e-02, eta: 1 day, 22:36:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 3.5410, loss: 3.5410 +2025-06-24 21:17:28,358 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-06-24 21:21:02,323 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 21:21:02,859 - pyskl - INFO - +top1_acc 0.7373 +top5_acc 0.9457 +2025-06-24 21:21:02,879 - pyskl - INFO - Epoch(val) [57][3183] top1_acc: 0.7373, top5_acc: 0.9457 +2025-06-24 21:22:13,593 - pyskl - INFO - Epoch [58][100/3940] lr: 1.710e-02, eta: 1 day, 22:35:28, time: 0.707, data_time: 0.250, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 3.4924, loss: 3.4924 +2025-06-24 21:22:59,172 - pyskl - INFO - Epoch [58][200/3940] lr: 1.709e-02, eta: 1 day, 22:34:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9637, loss_cls: 3.4363, loss: 3.4363 +2025-06-24 21:23:44,805 - pyskl - INFO - Epoch [58][300/3940] lr: 1.708e-02, eta: 1 day, 22:33:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9675, loss_cls: 3.4162, loss: 3.4162 +2025-06-24 21:24:30,438 - pyskl - INFO - Epoch [58][400/3940] lr: 1.708e-02, eta: 1 day, 22:33:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9675, loss_cls: 3.4232, loss: 3.4232 +2025-06-24 21:25:16,043 - pyskl - INFO - Epoch [58][500/3940] lr: 1.707e-02, eta: 1 day, 22:32:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9694, loss_cls: 3.5312, loss: 3.5312 +2025-06-24 21:26:01,613 - pyskl - INFO - Epoch [58][600/3940] lr: 1.706e-02, eta: 1 day, 22:31:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 3.5147, loss: 3.5147 +2025-06-24 21:26:47,301 - pyskl - INFO - Epoch [58][700/3940] lr: 1.706e-02, eta: 1 day, 22:30:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 3.5082, loss: 3.5082 +2025-06-24 21:27:32,866 - pyskl - INFO - Epoch [58][800/3940] lr: 1.705e-02, eta: 1 day, 22:30:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 3.4907, loss: 3.4907 +2025-06-24 21:28:18,431 - pyskl - INFO - Epoch [58][900/3940] lr: 1.705e-02, eta: 1 day, 22:29:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 3.4807, loss: 3.4807 +2025-06-24 21:29:04,025 - pyskl - INFO - Epoch [58][1000/3940] lr: 1.704e-02, eta: 1 day, 22:28:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.5213, loss: 3.5213 +2025-06-24 21:29:49,711 - pyskl - INFO - Epoch [58][1100/3940] lr: 1.703e-02, eta: 1 day, 22:27:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 3.4867, loss: 3.4867 +2025-06-24 21:30:35,394 - pyskl - INFO - Epoch [58][1200/3940] lr: 1.703e-02, eta: 1 day, 22:27:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9613, loss_cls: 3.6086, loss: 3.6086 +2025-06-24 21:31:20,906 - pyskl - INFO - Epoch [58][1300/3940] lr: 1.702e-02, eta: 1 day, 22:26:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.4179, loss: 3.4179 +2025-06-24 21:32:06,424 - pyskl - INFO - Epoch [58][1400/3940] lr: 1.701e-02, eta: 1 day, 22:25:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 3.4288, loss: 3.4288 +2025-06-24 21:32:52,034 - pyskl - INFO - Epoch [58][1500/3940] lr: 1.701e-02, eta: 1 day, 22:24:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9575, loss_cls: 3.5046, loss: 3.5046 +2025-06-24 21:33:37,470 - pyskl - INFO - Epoch [58][1600/3940] lr: 1.700e-02, eta: 1 day, 22:23:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9594, loss_cls: 3.4592, loss: 3.4592 +2025-06-24 21:34:22,927 - pyskl - INFO - Epoch [58][1700/3940] lr: 1.700e-02, eta: 1 day, 22:23:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9631, loss_cls: 3.5228, loss: 3.5228 +2025-06-24 21:35:08,562 - pyskl - INFO - Epoch [58][1800/3940] lr: 1.699e-02, eta: 1 day, 22:22:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9663, loss_cls: 3.3644, loss: 3.3644 +2025-06-24 21:35:54,194 - pyskl - INFO - Epoch [58][1900/3940] lr: 1.698e-02, eta: 1 day, 22:21:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 3.5046, loss: 3.5046 +2025-06-24 21:36:39,777 - pyskl - INFO - Epoch [58][2000/3940] lr: 1.698e-02, eta: 1 day, 22:20:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 3.6609, loss: 3.6609 +2025-06-24 21:37:25,317 - pyskl - INFO - Epoch [58][2100/3940] lr: 1.697e-02, eta: 1 day, 22:20:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9606, loss_cls: 3.6213, loss: 3.6213 +2025-06-24 21:38:10,888 - pyskl - INFO - Epoch [58][2200/3940] lr: 1.697e-02, eta: 1 day, 22:19:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 3.5884, loss: 3.5884 +2025-06-24 21:38:56,399 - pyskl - INFO - Epoch [58][2300/3940] lr: 1.696e-02, eta: 1 day, 22:18:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9706, loss_cls: 3.4171, loss: 3.4171 +2025-06-24 21:39:41,951 - pyskl - INFO - Epoch [58][2400/3940] lr: 1.695e-02, eta: 1 day, 22:17:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9600, loss_cls: 3.5231, loss: 3.5231 +2025-06-24 21:40:27,434 - pyskl - INFO - Epoch [58][2500/3940] lr: 1.695e-02, eta: 1 day, 22:17:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 3.4866, loss: 3.4866 +2025-06-24 21:41:12,901 - pyskl - INFO - Epoch [58][2600/3940] lr: 1.694e-02, eta: 1 day, 22:16:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 3.5593, loss: 3.5593 +2025-06-24 21:41:58,614 - pyskl - INFO - Epoch [58][2700/3940] lr: 1.693e-02, eta: 1 day, 22:15:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 3.4673, loss: 3.4673 +2025-06-24 21:42:44,250 - pyskl - INFO - Epoch [58][2800/3940] lr: 1.693e-02, eta: 1 day, 22:14:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 3.6370, loss: 3.6370 +2025-06-24 21:43:29,841 - pyskl - INFO - Epoch [58][2900/3940] lr: 1.692e-02, eta: 1 day, 22:13:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9475, loss_cls: 3.6201, loss: 3.6201 +2025-06-24 21:44:15,412 - pyskl - INFO - Epoch [58][3000/3940] lr: 1.692e-02, eta: 1 day, 22:13:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.3496, loss: 3.3496 +2025-06-24 21:45:01,026 - pyskl - INFO - Epoch [58][3100/3940] lr: 1.691e-02, eta: 1 day, 22:12:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 3.4848, loss: 3.4848 +2025-06-24 21:45:46,497 - pyskl - INFO - Epoch [58][3200/3940] lr: 1.690e-02, eta: 1 day, 22:11:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9650, loss_cls: 3.4894, loss: 3.4894 +2025-06-24 21:46:32,070 - pyskl - INFO - Epoch [58][3300/3940] lr: 1.690e-02, eta: 1 day, 22:10:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 3.4659, loss: 3.4659 +2025-06-24 21:47:17,614 - pyskl - INFO - Epoch [58][3400/3940] lr: 1.689e-02, eta: 1 day, 22:10:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9619, loss_cls: 3.6326, loss: 3.6326 +2025-06-24 21:48:03,146 - pyskl - INFO - Epoch [58][3500/3940] lr: 1.688e-02, eta: 1 day, 22:09:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 3.4857, loss: 3.4857 +2025-06-24 21:48:48,602 - pyskl - INFO - Epoch [58][3600/3940] lr: 1.688e-02, eta: 1 day, 22:08:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.5983, loss: 3.5983 +2025-06-24 21:49:34,193 - pyskl - INFO - Epoch [58][3700/3940] lr: 1.687e-02, eta: 1 day, 22:07:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9569, loss_cls: 3.4279, loss: 3.4279 +2025-06-24 21:50:19,642 - pyskl - INFO - Epoch [58][3800/3940] lr: 1.687e-02, eta: 1 day, 22:07:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9569, loss_cls: 3.5396, loss: 3.5396 +2025-06-24 21:51:05,152 - pyskl - INFO - Epoch [58][3900/3940] lr: 1.686e-02, eta: 1 day, 22:06:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 3.6098, loss: 3.6098 +2025-06-24 21:51:23,678 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-06-24 21:54:58,146 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 21:54:58,630 - pyskl - INFO - +top1_acc 0.7669 +top5_acc 0.9521 +2025-06-24 21:54:58,692 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_52.pth was removed +2025-06-24 21:54:59,805 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_58.pth. +2025-06-24 21:54:59,807 - pyskl - INFO - Best top1_acc is 0.7669 at 58 epoch. +2025-06-24 21:54:59,829 - pyskl - INFO - Epoch(val) [58][3183] top1_acc: 0.7669, top5_acc: 0.9521 +2025-06-24 21:56:10,657 - pyskl - INFO - Epoch [59][100/3940] lr: 1.685e-02, eta: 1 day, 22:05:21, time: 0.708, data_time: 0.253, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9613, loss_cls: 3.5506, loss: 3.5506 +2025-06-24 21:56:56,250 - pyskl - INFO - Epoch [59][200/3940] lr: 1.684e-02, eta: 1 day, 22:04:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9637, loss_cls: 3.5209, loss: 3.5209 +2025-06-24 21:57:41,803 - pyskl - INFO - Epoch [59][300/3940] lr: 1.684e-02, eta: 1 day, 22:03:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 3.3871, loss: 3.3871 +2025-06-24 21:58:27,668 - pyskl - INFO - Epoch [59][400/3940] lr: 1.683e-02, eta: 1 day, 22:03:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 3.5236, loss: 3.5236 +2025-06-24 21:59:13,426 - pyskl - INFO - Epoch [59][500/3940] lr: 1.683e-02, eta: 1 day, 22:02:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9656, loss_cls: 3.4842, loss: 3.4842 +2025-06-24 21:59:59,141 - pyskl - INFO - Epoch [59][600/3940] lr: 1.682e-02, eta: 1 day, 22:01:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.4220, loss: 3.4220 +2025-06-24 22:00:44,737 - pyskl - INFO - Epoch [59][700/3940] lr: 1.681e-02, eta: 1 day, 22:00:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 3.4769, loss: 3.4769 +2025-06-24 22:01:30,370 - pyskl - INFO - Epoch [59][800/3940] lr: 1.681e-02, eta: 1 day, 22:00:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 3.4944, loss: 3.4944 +2025-06-24 22:02:16,032 - pyskl - INFO - Epoch [59][900/3940] lr: 1.680e-02, eta: 1 day, 21:59:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9669, loss_cls: 3.4554, loss: 3.4554 +2025-06-24 22:03:01,455 - pyskl - INFO - Epoch [59][1000/3940] lr: 1.679e-02, eta: 1 day, 21:58:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 3.3995, loss: 3.3995 +2025-06-24 22:03:46,920 - pyskl - INFO - Epoch [59][1100/3940] lr: 1.679e-02, eta: 1 day, 21:57:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9600, loss_cls: 3.5337, loss: 3.5337 +2025-06-24 22:04:32,423 - pyskl - INFO - Epoch [59][1200/3940] lr: 1.678e-02, eta: 1 day, 21:56:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 3.5902, loss: 3.5902 +2025-06-24 22:05:17,662 - pyskl - INFO - Epoch [59][1300/3940] lr: 1.678e-02, eta: 1 day, 21:56:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.5068, loss: 3.5068 +2025-06-24 22:06:03,127 - pyskl - INFO - Epoch [59][1400/3940] lr: 1.677e-02, eta: 1 day, 21:55:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9625, loss_cls: 3.4566, loss: 3.4566 +2025-06-24 22:06:48,496 - pyskl - INFO - Epoch [59][1500/3940] lr: 1.676e-02, eta: 1 day, 21:54:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9550, loss_cls: 3.4531, loss: 3.4531 +2025-06-24 22:07:33,982 - pyskl - INFO - Epoch [59][1600/3940] lr: 1.676e-02, eta: 1 day, 21:53:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.5045, loss: 3.5045 +2025-06-24 22:08:19,346 - pyskl - INFO - Epoch [59][1700/3940] lr: 1.675e-02, eta: 1 day, 21:53:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 3.6388, loss: 3.6388 +2025-06-24 22:09:04,724 - pyskl - INFO - Epoch [59][1800/3940] lr: 1.674e-02, eta: 1 day, 21:52:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9650, loss_cls: 3.5447, loss: 3.5447 +2025-06-24 22:09:50,114 - pyskl - INFO - Epoch [59][1900/3940] lr: 1.674e-02, eta: 1 day, 21:51:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9594, loss_cls: 3.4236, loss: 3.4236 +2025-06-24 22:10:35,542 - pyskl - INFO - Epoch [59][2000/3940] lr: 1.673e-02, eta: 1 day, 21:50:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 3.4731, loss: 3.4731 +2025-06-24 22:11:20,985 - pyskl - INFO - Epoch [59][2100/3940] lr: 1.673e-02, eta: 1 day, 21:49:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.5125, loss: 3.5125 +2025-06-24 22:12:06,568 - pyskl - INFO - Epoch [59][2200/3940] lr: 1.672e-02, eta: 1 day, 21:49:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 3.4311, loss: 3.4311 +2025-06-24 22:12:52,203 - pyskl - INFO - Epoch [59][2300/3940] lr: 1.671e-02, eta: 1 day, 21:48:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9644, loss_cls: 3.4924, loss: 3.4924 +2025-06-24 22:13:37,837 - pyskl - INFO - Epoch [59][2400/3940] lr: 1.671e-02, eta: 1 day, 21:47:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 3.4983, loss: 3.4983 +2025-06-24 22:14:23,465 - pyskl - INFO - Epoch [59][2500/3940] lr: 1.670e-02, eta: 1 day, 21:46:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9644, loss_cls: 3.5283, loss: 3.5283 +2025-06-24 22:15:09,063 - pyskl - INFO - Epoch [59][2600/3940] lr: 1.669e-02, eta: 1 day, 21:46:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9537, loss_cls: 3.6241, loss: 3.6241 +2025-06-24 22:15:54,573 - pyskl - INFO - Epoch [59][2700/3940] lr: 1.669e-02, eta: 1 day, 21:45:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 3.6517, loss: 3.6517 +2025-06-24 22:16:40,123 - pyskl - INFO - Epoch [59][2800/3940] lr: 1.668e-02, eta: 1 day, 21:44:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9594, loss_cls: 3.5539, loss: 3.5539 +2025-06-24 22:17:25,543 - pyskl - INFO - Epoch [59][2900/3940] lr: 1.668e-02, eta: 1 day, 21:43:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 3.4664, loss: 3.4664 +2025-06-24 22:18:11,084 - pyskl - INFO - Epoch [59][3000/3940] lr: 1.667e-02, eta: 1 day, 21:43:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.4158, loss: 3.4158 +2025-06-24 22:18:56,480 - pyskl - INFO - Epoch [59][3100/3940] lr: 1.666e-02, eta: 1 day, 21:42:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 3.4702, loss: 3.4702 +2025-06-24 22:19:41,993 - pyskl - INFO - Epoch [59][3200/3940] lr: 1.666e-02, eta: 1 day, 21:41:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9625, loss_cls: 3.5719, loss: 3.5719 +2025-06-24 22:20:27,638 - pyskl - INFO - Epoch [59][3300/3940] lr: 1.665e-02, eta: 1 day, 21:40:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9619, loss_cls: 3.4825, loss: 3.4825 +2025-06-24 22:21:13,213 - pyskl - INFO - Epoch [59][3400/3940] lr: 1.664e-02, eta: 1 day, 21:39:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 3.5315, loss: 3.5315 +2025-06-24 22:21:58,831 - pyskl - INFO - Epoch [59][3500/3940] lr: 1.664e-02, eta: 1 day, 21:39:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9631, loss_cls: 3.4546, loss: 3.4546 +2025-06-24 22:22:44,257 - pyskl - INFO - Epoch [59][3600/3940] lr: 1.663e-02, eta: 1 day, 21:38:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 3.4937, loss: 3.4937 +2025-06-24 22:23:29,670 - pyskl - INFO - Epoch [59][3700/3940] lr: 1.663e-02, eta: 1 day, 21:37:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 3.4582, loss: 3.4582 +2025-06-24 22:24:15,166 - pyskl - INFO - Epoch [59][3800/3940] lr: 1.662e-02, eta: 1 day, 21:36:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9594, loss_cls: 3.5051, loss: 3.5051 +2025-06-24 22:25:00,606 - pyskl - INFO - Epoch [59][3900/3940] lr: 1.661e-02, eta: 1 day, 21:36:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9675, loss_cls: 3.4287, loss: 3.4287 +2025-06-24 22:25:19,236 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-06-24 22:28:56,476 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 22:28:56,954 - pyskl - INFO - +top1_acc 0.7242 +top5_acc 0.9460 +2025-06-24 22:28:56,974 - pyskl - INFO - Epoch(val) [59][3183] top1_acc: 0.7242, top5_acc: 0.9460 +2025-06-24 22:30:07,555 - pyskl - INFO - Epoch [60][100/3940] lr: 1.660e-02, eta: 1 day, 21:35:12, time: 0.706, data_time: 0.250, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 3.6295, loss: 3.6295 +2025-06-24 22:30:53,060 - pyskl - INFO - Epoch [60][200/3940] lr: 1.660e-02, eta: 1 day, 21:34:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9625, loss_cls: 3.5460, loss: 3.5460 +2025-06-24 22:31:38,582 - pyskl - INFO - Epoch [60][300/3940] lr: 1.659e-02, eta: 1 day, 21:33:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 3.4092, loss: 3.4092 +2025-06-24 22:32:23,970 - pyskl - INFO - Epoch [60][400/3940] lr: 1.659e-02, eta: 1 day, 21:32:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 3.4294, loss: 3.4294 +2025-06-24 22:33:09,369 - pyskl - INFO - Epoch [60][500/3940] lr: 1.658e-02, eta: 1 day, 21:32:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9619, loss_cls: 3.5574, loss: 3.5574 +2025-06-24 22:33:54,757 - pyskl - INFO - Epoch [60][600/3940] lr: 1.657e-02, eta: 1 day, 21:31:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9656, loss_cls: 3.4341, loss: 3.4341 +2025-06-24 22:34:40,200 - pyskl - INFO - Epoch [60][700/3940] lr: 1.657e-02, eta: 1 day, 21:30:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 3.5040, loss: 3.5040 +2025-06-24 22:35:25,719 - pyskl - INFO - Epoch [60][800/3940] lr: 1.656e-02, eta: 1 day, 21:29:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 3.4723, loss: 3.4723 +2025-06-24 22:36:11,222 - pyskl - INFO - Epoch [60][900/3940] lr: 1.655e-02, eta: 1 day, 21:29:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 3.5461, loss: 3.5461 +2025-06-24 22:36:56,697 - pyskl - INFO - Epoch [60][1000/3940] lr: 1.655e-02, eta: 1 day, 21:28:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 3.4337, loss: 3.4337 +2025-06-24 22:37:42,118 - pyskl - INFO - Epoch [60][1100/3940] lr: 1.654e-02, eta: 1 day, 21:27:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 3.5351, loss: 3.5351 +2025-06-24 22:38:27,336 - pyskl - INFO - Epoch [60][1200/3940] lr: 1.654e-02, eta: 1 day, 21:26:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 3.5464, loss: 3.5464 +2025-06-24 22:39:12,728 - pyskl - INFO - Epoch [60][1300/3940] lr: 1.653e-02, eta: 1 day, 21:25:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9650, loss_cls: 3.4970, loss: 3.4970 +2025-06-24 22:39:58,210 - pyskl - INFO - Epoch [60][1400/3940] lr: 1.652e-02, eta: 1 day, 21:25:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 3.5002, loss: 3.5002 +2025-06-24 22:40:43,332 - pyskl - INFO - Epoch [60][1500/3940] lr: 1.652e-02, eta: 1 day, 21:24:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9775, loss_cls: 3.3179, loss: 3.3179 +2025-06-24 22:41:28,718 - pyskl - INFO - Epoch [60][1600/3940] lr: 1.651e-02, eta: 1 day, 21:23:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 3.4044, loss: 3.4044 +2025-06-24 22:42:14,183 - pyskl - INFO - Epoch [60][1700/3940] lr: 1.650e-02, eta: 1 day, 21:22:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9619, loss_cls: 3.4421, loss: 3.4421 +2025-06-24 22:42:59,650 - pyskl - INFO - Epoch [60][1800/3940] lr: 1.650e-02, eta: 1 day, 21:22:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9688, loss_cls: 3.3958, loss: 3.3958 +2025-06-24 22:43:45,066 - pyskl - INFO - Epoch [60][1900/3940] lr: 1.649e-02, eta: 1 day, 21:21:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 3.5367, loss: 3.5367 +2025-06-24 22:44:30,556 - pyskl - INFO - Epoch [60][2000/3940] lr: 1.649e-02, eta: 1 day, 21:20:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9688, loss_cls: 3.3502, loss: 3.3502 +2025-06-24 22:45:16,254 - pyskl - INFO - Epoch [60][2100/3940] lr: 1.648e-02, eta: 1 day, 21:19:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 3.5381, loss: 3.5381 +2025-06-24 22:46:01,816 - pyskl - INFO - Epoch [60][2200/3940] lr: 1.647e-02, eta: 1 day, 21:19:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9619, loss_cls: 3.5708, loss: 3.5708 +2025-06-24 22:46:47,288 - pyskl - INFO - Epoch [60][2300/3940] lr: 1.647e-02, eta: 1 day, 21:18:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9613, loss_cls: 3.5509, loss: 3.5509 +2025-06-24 22:47:32,753 - pyskl - INFO - Epoch [60][2400/3940] lr: 1.646e-02, eta: 1 day, 21:17:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 3.5791, loss: 3.5791 +2025-06-24 22:48:18,267 - pyskl - INFO - Epoch [60][2500/3940] lr: 1.645e-02, eta: 1 day, 21:16:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 3.6407, loss: 3.6407 +2025-06-24 22:49:03,798 - pyskl - INFO - Epoch [60][2600/3940] lr: 1.645e-02, eta: 1 day, 21:15:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9594, loss_cls: 3.6597, loss: 3.6597 +2025-06-24 22:49:49,327 - pyskl - INFO - Epoch [60][2700/3940] lr: 1.644e-02, eta: 1 day, 21:15:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.5126, loss: 3.5126 +2025-06-24 22:50:34,765 - pyskl - INFO - Epoch [60][2800/3940] lr: 1.643e-02, eta: 1 day, 21:14:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9663, loss_cls: 3.4923, loss: 3.4923 +2025-06-24 22:51:20,214 - pyskl - INFO - Epoch [60][2900/3940] lr: 1.643e-02, eta: 1 day, 21:13:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9625, loss_cls: 3.4076, loss: 3.4076 +2025-06-24 22:52:05,621 - pyskl - INFO - Epoch [60][3000/3940] lr: 1.642e-02, eta: 1 day, 21:12:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9644, loss_cls: 3.5211, loss: 3.5211 +2025-06-24 22:52:51,137 - pyskl - INFO - Epoch [60][3100/3940] lr: 1.642e-02, eta: 1 day, 21:12:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 3.3390, loss: 3.3390 +2025-06-24 22:53:36,644 - pyskl - INFO - Epoch [60][3200/3940] lr: 1.641e-02, eta: 1 day, 21:11:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 3.4638, loss: 3.4638 +2025-06-24 22:54:22,211 - pyskl - INFO - Epoch [60][3300/3940] lr: 1.640e-02, eta: 1 day, 21:10:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9631, loss_cls: 3.3647, loss: 3.3647 +2025-06-24 22:55:07,706 - pyskl - INFO - Epoch [60][3400/3940] lr: 1.640e-02, eta: 1 day, 21:09:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 3.4693, loss: 3.4693 +2025-06-24 22:55:53,239 - pyskl - INFO - Epoch [60][3500/3940] lr: 1.639e-02, eta: 1 day, 21:08:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 3.6632, loss: 3.6632 +2025-06-24 22:56:38,760 - pyskl - INFO - Epoch [60][3600/3940] lr: 1.638e-02, eta: 1 day, 21:08:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.4254, loss: 3.4254 +2025-06-24 22:57:24,329 - pyskl - INFO - Epoch [60][3700/3940] lr: 1.638e-02, eta: 1 day, 21:07:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 3.5202, loss: 3.5202 +2025-06-24 22:58:09,875 - pyskl - INFO - Epoch [60][3800/3940] lr: 1.637e-02, eta: 1 day, 21:06:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.6819, loss: 3.6819 +2025-06-24 22:58:55,466 - pyskl - INFO - Epoch [60][3900/3940] lr: 1.637e-02, eta: 1 day, 21:05:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9725, loss_cls: 3.5056, loss: 3.5056 +2025-06-24 22:59:14,057 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-06-24 23:17:23,844 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 23:17:24,373 - pyskl - INFO - +top1_acc 0.7475 +top5_acc 0.9515 +2025-06-24 23:17:24,394 - pyskl - INFO - Epoch(val) [60][3183] top1_acc: 0.7475, top5_acc: 0.9515 +2025-06-24 23:18:35,098 - pyskl - INFO - Epoch [61][100/3940] lr: 1.636e-02, eta: 1 day, 21:05:00, time: 0.707, data_time: 0.252, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 3.6339, loss: 3.6339 +2025-06-24 23:19:20,525 - pyskl - INFO - Epoch [61][200/3940] lr: 1.635e-02, eta: 1 day, 21:04:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9656, loss_cls: 3.3659, loss: 3.3659 +2025-06-24 23:20:05,853 - pyskl - INFO - Epoch [61][300/3940] lr: 1.634e-02, eta: 1 day, 21:03:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9663, loss_cls: 3.4055, loss: 3.4055 +2025-06-24 23:20:51,229 - pyskl - INFO - Epoch [61][400/3940] lr: 1.634e-02, eta: 1 day, 21:02:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 3.2956, loss: 3.2956 +2025-06-24 23:21:36,670 - pyskl - INFO - Epoch [61][500/3940] lr: 1.633e-02, eta: 1 day, 21:01:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9675, loss_cls: 3.3641, loss: 3.3641 +2025-06-24 23:22:22,061 - pyskl - INFO - Epoch [61][600/3940] lr: 1.632e-02, eta: 1 day, 21:01:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.4237, loss: 3.4237 +2025-06-24 23:23:07,486 - pyskl - INFO - Epoch [61][700/3940] lr: 1.632e-02, eta: 1 day, 21:00:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9631, loss_cls: 3.5536, loss: 3.5536 +2025-06-24 23:23:52,883 - pyskl - INFO - Epoch [61][800/3940] lr: 1.631e-02, eta: 1 day, 20:59:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9631, loss_cls: 3.4550, loss: 3.4550 +2025-06-24 23:24:38,329 - pyskl - INFO - Epoch [61][900/3940] lr: 1.631e-02, eta: 1 day, 20:58:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9644, loss_cls: 3.5386, loss: 3.5386 +2025-06-24 23:25:23,846 - pyskl - INFO - Epoch [61][1000/3940] lr: 1.630e-02, eta: 1 day, 20:58:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.4648, loss: 3.4648 +2025-06-24 23:26:09,257 - pyskl - INFO - Epoch [61][1100/3940] lr: 1.629e-02, eta: 1 day, 20:57:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9644, loss_cls: 3.4682, loss: 3.4682 +2025-06-24 23:26:54,657 - pyskl - INFO - Epoch [61][1200/3940] lr: 1.629e-02, eta: 1 day, 20:56:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.4819, loss: 3.4819 +2025-06-24 23:27:40,129 - pyskl - INFO - Epoch [61][1300/3940] lr: 1.628e-02, eta: 1 day, 20:55:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 3.4851, loss: 3.4851 +2025-06-24 23:28:25,561 - pyskl - INFO - Epoch [61][1400/3940] lr: 1.627e-02, eta: 1 day, 20:54:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.4974, loss: 3.4974 +2025-06-24 23:29:10,996 - pyskl - INFO - Epoch [61][1500/3940] lr: 1.627e-02, eta: 1 day, 20:54:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 3.3612, loss: 3.3612 +2025-06-24 23:29:56,415 - pyskl - INFO - Epoch [61][1600/3940] lr: 1.626e-02, eta: 1 day, 20:53:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9594, loss_cls: 3.5519, loss: 3.5519 +2025-06-24 23:30:41,825 - pyskl - INFO - Epoch [61][1700/3940] lr: 1.626e-02, eta: 1 day, 20:52:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9663, loss_cls: 3.4525, loss: 3.4525 +2025-06-24 23:31:27,350 - pyskl - INFO - Epoch [61][1800/3940] lr: 1.625e-02, eta: 1 day, 20:51:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9681, loss_cls: 3.5476, loss: 3.5476 +2025-06-24 23:32:12,693 - pyskl - INFO - Epoch [61][1900/3940] lr: 1.624e-02, eta: 1 day, 20:51:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9650, loss_cls: 3.4363, loss: 3.4363 +2025-06-24 23:32:58,092 - pyskl - INFO - Epoch [61][2000/3940] lr: 1.624e-02, eta: 1 day, 20:50:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9619, loss_cls: 3.5285, loss: 3.5285 +2025-06-24 23:33:43,512 - pyskl - INFO - Epoch [61][2100/3940] lr: 1.623e-02, eta: 1 day, 20:49:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 3.3955, loss: 3.3955 +2025-06-24 23:34:28,872 - pyskl - INFO - Epoch [61][2200/3940] lr: 1.622e-02, eta: 1 day, 20:48:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9644, loss_cls: 3.4901, loss: 3.4901 +2025-06-24 23:35:14,321 - pyskl - INFO - Epoch [61][2300/3940] lr: 1.622e-02, eta: 1 day, 20:48:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.4063, loss: 3.4063 +2025-06-24 23:35:59,976 - pyskl - INFO - Epoch [61][2400/3940] lr: 1.621e-02, eta: 1 day, 20:47:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9594, loss_cls: 3.4684, loss: 3.4684 +2025-06-24 23:36:45,448 - pyskl - INFO - Epoch [61][2500/3940] lr: 1.620e-02, eta: 1 day, 20:46:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 3.5707, loss: 3.5707 +2025-06-24 23:37:30,953 - pyskl - INFO - Epoch [61][2600/3940] lr: 1.620e-02, eta: 1 day, 20:45:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 3.4667, loss: 3.4667 +2025-06-24 23:38:16,506 - pyskl - INFO - Epoch [61][2700/3940] lr: 1.619e-02, eta: 1 day, 20:44:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 3.3495, loss: 3.3495 +2025-06-24 23:39:01,919 - pyskl - INFO - Epoch [61][2800/3940] lr: 1.619e-02, eta: 1 day, 20:44:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9706, loss_cls: 3.4749, loss: 3.4749 +2025-06-24 23:39:47,323 - pyskl - INFO - Epoch [61][2900/3940] lr: 1.618e-02, eta: 1 day, 20:43:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 3.4728, loss: 3.4728 +2025-06-24 23:40:32,710 - pyskl - INFO - Epoch [61][3000/3940] lr: 1.617e-02, eta: 1 day, 20:42:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 3.5166, loss: 3.5166 +2025-06-24 23:41:18,113 - pyskl - INFO - Epoch [61][3100/3940] lr: 1.617e-02, eta: 1 day, 20:41:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9600, loss_cls: 3.5037, loss: 3.5037 +2025-06-24 23:42:03,521 - pyskl - INFO - Epoch [61][3200/3940] lr: 1.616e-02, eta: 1 day, 20:41:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.5624, loss: 3.5624 +2025-06-24 23:42:48,968 - pyskl - INFO - Epoch [61][3300/3940] lr: 1.615e-02, eta: 1 day, 20:40:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9637, loss_cls: 3.4451, loss: 3.4451 +2025-06-24 23:43:34,443 - pyskl - INFO - Epoch [61][3400/3940] lr: 1.615e-02, eta: 1 day, 20:39:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 3.4877, loss: 3.4877 +2025-06-24 23:44:19,837 - pyskl - INFO - Epoch [61][3500/3940] lr: 1.614e-02, eta: 1 day, 20:38:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9631, loss_cls: 3.4936, loss: 3.4936 +2025-06-24 23:45:05,228 - pyskl - INFO - Epoch [61][3600/3940] lr: 1.613e-02, eta: 1 day, 20:38:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 3.4193, loss: 3.4193 +2025-06-24 23:45:50,716 - pyskl - INFO - Epoch [61][3700/3940] lr: 1.613e-02, eta: 1 day, 20:37:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 3.5544, loss: 3.5544 +2025-06-24 23:46:36,150 - pyskl - INFO - Epoch [61][3800/3940] lr: 1.612e-02, eta: 1 day, 20:36:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9656, loss_cls: 3.4778, loss: 3.4778 +2025-06-24 23:47:21,555 - pyskl - INFO - Epoch [61][3900/3940] lr: 1.612e-02, eta: 1 day, 20:35:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.4488, loss: 3.4488 +2025-06-24 23:47:40,103 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-06-24 23:51:13,878 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 23:51:14,365 - pyskl - INFO - +top1_acc 0.7732 +top5_acc 0.9580 +2025-06-24 23:51:14,425 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_58.pth was removed +2025-06-24 23:51:15,500 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_61.pth. +2025-06-24 23:51:15,502 - pyskl - INFO - Best top1_acc is 0.7732 at 61 epoch. +2025-06-24 23:51:15,520 - pyskl - INFO - Epoch(val) [61][3183] top1_acc: 0.7732, top5_acc: 0.9580 +2025-06-24 23:52:25,509 - pyskl - INFO - Epoch [62][100/3940] lr: 1.611e-02, eta: 1 day, 20:34:45, time: 0.700, data_time: 0.243, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 3.3262, loss: 3.3262 +2025-06-24 23:53:11,298 - pyskl - INFO - Epoch [62][200/3940] lr: 1.610e-02, eta: 1 day, 20:34:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9669, loss_cls: 3.4304, loss: 3.4304 +2025-06-24 23:53:56,909 - pyskl - INFO - Epoch [62][300/3940] lr: 1.609e-02, eta: 1 day, 20:33:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9688, loss_cls: 3.3328, loss: 3.3328 +2025-06-24 23:54:42,614 - pyskl - INFO - Epoch [62][400/3940] lr: 1.609e-02, eta: 1 day, 20:32:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.3882, loss: 3.3882 +2025-06-24 23:55:28,235 - pyskl - INFO - Epoch [62][500/3940] lr: 1.608e-02, eta: 1 day, 20:31:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9650, loss_cls: 3.4932, loss: 3.4932 +2025-06-24 23:56:13,773 - pyskl - INFO - Epoch [62][600/3940] lr: 1.607e-02, eta: 1 day, 20:30:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9656, loss_cls: 3.5219, loss: 3.5219 +2025-06-24 23:56:59,262 - pyskl - INFO - Epoch [62][700/3940] lr: 1.607e-02, eta: 1 day, 20:30:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 3.5430, loss: 3.5430 +2025-06-24 23:57:44,855 - pyskl - INFO - Epoch [62][800/3940] lr: 1.606e-02, eta: 1 day, 20:29:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 3.3582, loss: 3.3582 +2025-06-24 23:58:30,387 - pyskl - INFO - Epoch [62][900/3940] lr: 1.606e-02, eta: 1 day, 20:28:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 3.4461, loss: 3.4461 +2025-06-24 23:59:15,884 - pyskl - INFO - Epoch [62][1000/3940] lr: 1.605e-02, eta: 1 day, 20:27:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9663, loss_cls: 3.4075, loss: 3.4075 +2025-06-25 00:00:01,361 - pyskl - INFO - Epoch [62][1100/3940] lr: 1.604e-02, eta: 1 day, 20:27:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 3.5207, loss: 3.5207 +2025-06-25 00:00:47,087 - pyskl - INFO - Epoch [62][1200/3940] lr: 1.604e-02, eta: 1 day, 20:26:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 3.4840, loss: 3.4840 +2025-06-25 00:01:32,829 - pyskl - INFO - Epoch [62][1300/3940] lr: 1.603e-02, eta: 1 day, 20:25:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9675, loss_cls: 3.3614, loss: 3.3614 +2025-06-25 00:02:18,449 - pyskl - INFO - Epoch [62][1400/3940] lr: 1.602e-02, eta: 1 day, 20:24:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9663, loss_cls: 3.4090, loss: 3.4090 +2025-06-25 00:03:04,127 - pyskl - INFO - Epoch [62][1500/3940] lr: 1.602e-02, eta: 1 day, 20:24:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9650, loss_cls: 3.4366, loss: 3.4366 +2025-06-25 00:03:49,736 - pyskl - INFO - Epoch [62][1600/3940] lr: 1.601e-02, eta: 1 day, 20:23:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 3.3800, loss: 3.3800 +2025-06-25 00:04:35,397 - pyskl - INFO - Epoch [62][1700/3940] lr: 1.600e-02, eta: 1 day, 20:22:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9631, loss_cls: 3.4409, loss: 3.4409 +2025-06-25 00:05:21,013 - pyskl - INFO - Epoch [62][1800/3940] lr: 1.600e-02, eta: 1 day, 20:21:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9675, loss_cls: 3.5329, loss: 3.5329 +2025-06-25 00:06:06,634 - pyskl - INFO - Epoch [62][1900/3940] lr: 1.599e-02, eta: 1 day, 20:20:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 3.4381, loss: 3.4381 +2025-06-25 00:06:52,321 - pyskl - INFO - Epoch [62][2000/3940] lr: 1.599e-02, eta: 1 day, 20:20:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.4530, loss: 3.4530 +2025-06-25 00:07:38,220 - pyskl - INFO - Epoch [62][2100/3940] lr: 1.598e-02, eta: 1 day, 20:19:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 3.4577, loss: 3.4577 +2025-06-25 00:08:23,905 - pyskl - INFO - Epoch [62][2200/3940] lr: 1.597e-02, eta: 1 day, 20:18:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 3.5253, loss: 3.5253 +2025-06-25 00:09:09,479 - pyskl - INFO - Epoch [62][2300/3940] lr: 1.597e-02, eta: 1 day, 20:17:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 3.4433, loss: 3.4433 +2025-06-25 00:09:55,119 - pyskl - INFO - Epoch [62][2400/3940] lr: 1.596e-02, eta: 1 day, 20:17:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 3.4211, loss: 3.4211 +2025-06-25 00:10:40,832 - pyskl - INFO - Epoch [62][2500/3940] lr: 1.595e-02, eta: 1 day, 20:16:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 3.4817, loss: 3.4817 +2025-06-25 00:11:26,544 - pyskl - INFO - Epoch [62][2600/3940] lr: 1.595e-02, eta: 1 day, 20:15:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9625, loss_cls: 3.4723, loss: 3.4723 +2025-06-25 00:12:12,172 - pyskl - INFO - Epoch [62][2700/3940] lr: 1.594e-02, eta: 1 day, 20:14:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9650, loss_cls: 3.3881, loss: 3.3881 +2025-06-25 00:12:57,817 - pyskl - INFO - Epoch [62][2800/3940] lr: 1.593e-02, eta: 1 day, 20:14:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9663, loss_cls: 3.4080, loss: 3.4080 +2025-06-25 00:13:43,352 - pyskl - INFO - Epoch [62][2900/3940] lr: 1.593e-02, eta: 1 day, 20:13:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 3.6337, loss: 3.6337 +2025-06-25 00:14:28,795 - pyskl - INFO - Epoch [62][3000/3940] lr: 1.592e-02, eta: 1 day, 20:12:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 3.3476, loss: 3.3476 +2025-06-25 00:15:14,299 - pyskl - INFO - Epoch [62][3100/3940] lr: 1.592e-02, eta: 1 day, 20:11:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.3846, loss: 3.3846 +2025-06-25 00:15:59,735 - pyskl - INFO - Epoch [62][3200/3940] lr: 1.591e-02, eta: 1 day, 20:10:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 3.5152, loss: 3.5152 +2025-06-25 00:16:45,147 - pyskl - INFO - Epoch [62][3300/3940] lr: 1.590e-02, eta: 1 day, 20:10:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 3.4778, loss: 3.4778 +2025-06-25 00:17:30,566 - pyskl - INFO - Epoch [62][3400/3940] lr: 1.590e-02, eta: 1 day, 20:09:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 3.5293, loss: 3.5293 +2025-06-25 00:18:16,070 - pyskl - INFO - Epoch [62][3500/3940] lr: 1.589e-02, eta: 1 day, 20:08:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9663, loss_cls: 3.4967, loss: 3.4967 +2025-06-25 00:19:01,444 - pyskl - INFO - Epoch [62][3600/3940] lr: 1.588e-02, eta: 1 day, 20:07:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9600, loss_cls: 3.5495, loss: 3.5495 +2025-06-25 00:19:46,769 - pyskl - INFO - Epoch [62][3700/3940] lr: 1.588e-02, eta: 1 day, 20:07:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 3.4244, loss: 3.4244 +2025-06-25 00:20:32,205 - pyskl - INFO - Epoch [62][3800/3940] lr: 1.587e-02, eta: 1 day, 20:06:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.4343, loss: 3.4343 +2025-06-25 00:21:17,721 - pyskl - INFO - Epoch [62][3900/3940] lr: 1.586e-02, eta: 1 day, 20:05:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 3.4365, loss: 3.4365 +2025-06-25 00:21:36,291 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-06-25 00:25:12,883 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 00:25:13,358 - pyskl - INFO - +top1_acc 0.7357 +top5_acc 0.9480 +2025-06-25 00:25:13,378 - pyskl - INFO - Epoch(val) [62][3183] top1_acc: 0.7357, top5_acc: 0.9480 +2025-06-25 00:26:23,237 - pyskl - INFO - Epoch [63][100/3940] lr: 1.586e-02, eta: 1 day, 20:04:39, time: 0.699, data_time: 0.244, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9675, loss_cls: 3.4109, loss: 3.4109 +2025-06-25 00:27:08,791 - pyskl - INFO - Epoch [63][200/3940] lr: 1.585e-02, eta: 1 day, 20:03:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 3.2496, loss: 3.2496 +2025-06-25 00:27:54,215 - pyskl - INFO - Epoch [63][300/3940] lr: 1.584e-02, eta: 1 day, 20:03:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9669, loss_cls: 3.4072, loss: 3.4072 +2025-06-25 00:28:39,566 - pyskl - INFO - Epoch [63][400/3940] lr: 1.584e-02, eta: 1 day, 20:02:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 3.4586, loss: 3.4586 +2025-06-25 00:29:24,949 - pyskl - INFO - Epoch [63][500/3940] lr: 1.583e-02, eta: 1 day, 20:01:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 3.2944, loss: 3.2944 +2025-06-25 00:30:10,472 - pyskl - INFO - Epoch [63][600/3940] lr: 1.582e-02, eta: 1 day, 20:00:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 3.4504, loss: 3.4504 +2025-06-25 00:30:56,026 - pyskl - INFO - Epoch [63][700/3940] lr: 1.582e-02, eta: 1 day, 20:00:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9656, loss_cls: 3.4541, loss: 3.4541 +2025-06-25 00:31:41,427 - pyskl - INFO - Epoch [63][800/3940] lr: 1.581e-02, eta: 1 day, 19:59:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.4246, loss: 3.4246 +2025-06-25 00:32:26,781 - pyskl - INFO - Epoch [63][900/3940] lr: 1.580e-02, eta: 1 day, 19:58:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 3.5262, loss: 3.5262 +2025-06-25 00:33:12,198 - pyskl - INFO - Epoch [63][1000/3940] lr: 1.580e-02, eta: 1 day, 19:57:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9788, loss_cls: 3.3041, loss: 3.3041 +2025-06-25 00:33:57,810 - pyskl - INFO - Epoch [63][1100/3940] lr: 1.579e-02, eta: 1 day, 19:56:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9637, loss_cls: 3.4990, loss: 3.4990 +2025-06-25 00:34:43,311 - pyskl - INFO - Epoch [63][1200/3940] lr: 1.578e-02, eta: 1 day, 19:56:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9631, loss_cls: 3.3531, loss: 3.3531 +2025-06-25 00:35:28,702 - pyskl - INFO - Epoch [63][1300/3940] lr: 1.578e-02, eta: 1 day, 19:55:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 3.4148, loss: 3.4148 +2025-06-25 00:36:14,259 - pyskl - INFO - Epoch [63][1400/3940] lr: 1.577e-02, eta: 1 day, 19:54:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9563, loss_cls: 3.5825, loss: 3.5825 +2025-06-25 00:36:59,827 - pyskl - INFO - Epoch [63][1500/3940] lr: 1.577e-02, eta: 1 day, 19:53:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9575, loss_cls: 3.5346, loss: 3.5346 +2025-06-25 00:37:45,525 - pyskl - INFO - Epoch [63][1600/3940] lr: 1.576e-02, eta: 1 day, 19:53:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 3.5709, loss: 3.5709 +2025-06-25 00:38:30,885 - pyskl - INFO - Epoch [63][1700/3940] lr: 1.575e-02, eta: 1 day, 19:52:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 3.4292, loss: 3.4292 +2025-06-25 00:39:16,428 - pyskl - INFO - Epoch [63][1800/3940] lr: 1.575e-02, eta: 1 day, 19:51:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9700, loss_cls: 3.3105, loss: 3.3105 +2025-06-25 00:40:01,904 - pyskl - INFO - Epoch [63][1900/3940] lr: 1.574e-02, eta: 1 day, 19:50:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 3.3237, loss: 3.3237 +2025-06-25 00:40:47,533 - pyskl - INFO - Epoch [63][2000/3940] lr: 1.573e-02, eta: 1 day, 19:50:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9650, loss_cls: 3.5079, loss: 3.5079 +2025-06-25 00:41:33,221 - pyskl - INFO - Epoch [63][2100/3940] lr: 1.573e-02, eta: 1 day, 19:49:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 3.5574, loss: 3.5574 +2025-06-25 00:42:18,769 - pyskl - INFO - Epoch [63][2200/3940] lr: 1.572e-02, eta: 1 day, 19:48:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 3.3471, loss: 3.3471 +2025-06-25 00:43:04,324 - pyskl - INFO - Epoch [63][2300/3940] lr: 1.571e-02, eta: 1 day, 19:47:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9669, loss_cls: 3.4650, loss: 3.4650 +2025-06-25 00:43:49,908 - pyskl - INFO - Epoch [63][2400/3940] lr: 1.571e-02, eta: 1 day, 19:46:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9675, loss_cls: 3.4748, loss: 3.4748 +2025-06-25 00:44:35,671 - pyskl - INFO - Epoch [63][2500/3940] lr: 1.570e-02, eta: 1 day, 19:46:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.4087, loss: 3.4087 +2025-06-25 00:45:21,278 - pyskl - INFO - Epoch [63][2600/3940] lr: 1.569e-02, eta: 1 day, 19:45:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9631, loss_cls: 3.4358, loss: 3.4358 +2025-06-25 00:46:06,897 - pyskl - INFO - Epoch [63][2700/3940] lr: 1.569e-02, eta: 1 day, 19:44:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 3.4877, loss: 3.4877 +2025-06-25 00:46:52,489 - pyskl - INFO - Epoch [63][2800/3940] lr: 1.568e-02, eta: 1 day, 19:43:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9525, loss_cls: 3.6147, loss: 3.6147 +2025-06-25 00:47:38,061 - pyskl - INFO - Epoch [63][2900/3940] lr: 1.568e-02, eta: 1 day, 19:43:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9625, loss_cls: 3.3922, loss: 3.3922 +2025-06-25 00:48:23,678 - pyskl - INFO - Epoch [63][3000/3940] lr: 1.567e-02, eta: 1 day, 19:42:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.4546, loss: 3.4546 +2025-06-25 00:49:09,209 - pyskl - INFO - Epoch [63][3100/3940] lr: 1.566e-02, eta: 1 day, 19:41:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.4963, loss: 3.4963 +2025-06-25 00:49:54,836 - pyskl - INFO - Epoch [63][3200/3940] lr: 1.566e-02, eta: 1 day, 19:40:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9675, loss_cls: 3.4399, loss: 3.4399 +2025-06-25 00:50:40,391 - pyskl - INFO - Epoch [63][3300/3940] lr: 1.565e-02, eta: 1 day, 19:40:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.5298, loss: 3.5298 +2025-06-25 00:51:25,982 - pyskl - INFO - Epoch [63][3400/3940] lr: 1.564e-02, eta: 1 day, 19:39:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9744, loss_cls: 3.5395, loss: 3.5395 +2025-06-25 00:52:11,601 - pyskl - INFO - Epoch [63][3500/3940] lr: 1.564e-02, eta: 1 day, 19:38:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9637, loss_cls: 3.4578, loss: 3.4578 +2025-06-25 00:52:57,141 - pyskl - INFO - Epoch [63][3600/3940] lr: 1.563e-02, eta: 1 day, 19:37:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9650, loss_cls: 3.3908, loss: 3.3908 +2025-06-25 00:53:42,606 - pyskl - INFO - Epoch [63][3700/3940] lr: 1.562e-02, eta: 1 day, 19:36:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9631, loss_cls: 3.4396, loss: 3.4396 +2025-06-25 00:54:28,053 - pyskl - INFO - Epoch [63][3800/3940] lr: 1.562e-02, eta: 1 day, 19:36:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9606, loss_cls: 3.3776, loss: 3.3776 +2025-06-25 00:55:13,471 - pyskl - INFO - Epoch [63][3900/3940] lr: 1.561e-02, eta: 1 day, 19:35:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 3.4797, loss: 3.4797 +2025-06-25 00:55:32,004 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-06-25 00:59:09,799 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 00:59:10,274 - pyskl - INFO - +top1_acc 0.7503 +top5_acc 0.9471 +2025-06-25 00:59:10,293 - pyskl - INFO - Epoch(val) [63][3183] top1_acc: 0.7503, top5_acc: 0.9471 +2025-06-25 01:00:21,574 - pyskl - INFO - Epoch [64][100/3940] lr: 1.560e-02, eta: 1 day, 19:34:32, time: 0.713, data_time: 0.256, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 3.3875, loss: 3.3875 +2025-06-25 01:01:07,161 - pyskl - INFO - Epoch [64][200/3940] lr: 1.560e-02, eta: 1 day, 19:33:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9663, loss_cls: 3.4230, loss: 3.4230 +2025-06-25 01:01:52,690 - pyskl - INFO - Epoch [64][300/3940] lr: 1.559e-02, eta: 1 day, 19:33:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9644, loss_cls: 3.3771, loss: 3.3771 +2025-06-25 01:02:38,361 - pyskl - INFO - Epoch [64][400/3940] lr: 1.558e-02, eta: 1 day, 19:32:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9631, loss_cls: 3.4032, loss: 3.4032 +2025-06-25 01:03:24,119 - pyskl - INFO - Epoch [64][500/3940] lr: 1.558e-02, eta: 1 day, 19:31:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 3.2797, loss: 3.2797 +2025-06-25 01:04:09,641 - pyskl - INFO - Epoch [64][600/3940] lr: 1.557e-02, eta: 1 day, 19:30:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9650, loss_cls: 3.4068, loss: 3.4068 +2025-06-25 01:04:55,230 - pyskl - INFO - Epoch [64][700/3940] lr: 1.556e-02, eta: 1 day, 19:29:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.2660, loss: 3.2660 +2025-06-25 01:05:40,855 - pyskl - INFO - Epoch [64][800/3940] lr: 1.556e-02, eta: 1 day, 19:29:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 3.3976, loss: 3.3976 +2025-06-25 01:06:26,661 - pyskl - INFO - Epoch [64][900/3940] lr: 1.555e-02, eta: 1 day, 19:28:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9631, loss_cls: 3.4664, loss: 3.4664 +2025-06-25 01:07:12,398 - pyskl - INFO - Epoch [64][1000/3940] lr: 1.554e-02, eta: 1 day, 19:27:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 3.4789, loss: 3.4789 +2025-06-25 01:07:58,113 - pyskl - INFO - Epoch [64][1100/3940] lr: 1.554e-02, eta: 1 day, 19:26:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 3.4446, loss: 3.4446 +2025-06-25 01:08:43,780 - pyskl - INFO - Epoch [64][1200/3940] lr: 1.553e-02, eta: 1 day, 19:26:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9669, loss_cls: 3.3849, loss: 3.3849 +2025-06-25 01:09:29,398 - pyskl - INFO - Epoch [64][1300/3940] lr: 1.552e-02, eta: 1 day, 19:25:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.4374, loss: 3.4374 +2025-06-25 01:10:15,011 - pyskl - INFO - Epoch [64][1400/3940] lr: 1.552e-02, eta: 1 day, 19:24:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9819, loss_cls: 3.2978, loss: 3.2978 +2025-06-25 01:11:00,698 - pyskl - INFO - Epoch [64][1500/3940] lr: 1.551e-02, eta: 1 day, 19:23:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 3.5236, loss: 3.5236 +2025-06-25 01:11:46,204 - pyskl - INFO - Epoch [64][1600/3940] lr: 1.551e-02, eta: 1 day, 19:23:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9550, loss_cls: 3.5553, loss: 3.5553 +2025-06-25 01:12:31,840 - pyskl - INFO - Epoch [64][1700/3940] lr: 1.550e-02, eta: 1 day, 19:22:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9631, loss_cls: 3.4647, loss: 3.4647 +2025-06-25 01:13:17,617 - pyskl - INFO - Epoch [64][1800/3940] lr: 1.549e-02, eta: 1 day, 19:21:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 3.4679, loss: 3.4679 +2025-06-25 01:14:03,285 - pyskl - INFO - Epoch [64][1900/3940] lr: 1.549e-02, eta: 1 day, 19:20:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 3.4230, loss: 3.4230 +2025-06-25 01:14:48,829 - pyskl - INFO - Epoch [64][2000/3940] lr: 1.548e-02, eta: 1 day, 19:19:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 3.4926, loss: 3.4926 +2025-06-25 01:15:34,366 - pyskl - INFO - Epoch [64][2100/3940] lr: 1.547e-02, eta: 1 day, 19:19:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.4933, loss: 3.4933 +2025-06-25 01:16:19,894 - pyskl - INFO - Epoch [64][2200/3940] lr: 1.547e-02, eta: 1 day, 19:18:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9625, loss_cls: 3.4633, loss: 3.4633 +2025-06-25 01:17:05,327 - pyskl - INFO - Epoch [64][2300/3940] lr: 1.546e-02, eta: 1 day, 19:17:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.3069, loss: 3.3069 +2025-06-25 01:17:50,797 - pyskl - INFO - Epoch [64][2400/3940] lr: 1.545e-02, eta: 1 day, 19:16:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 3.3925, loss: 3.3925 +2025-06-25 01:18:36,230 - pyskl - INFO - Epoch [64][2500/3940] lr: 1.545e-02, eta: 1 day, 19:16:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9663, loss_cls: 3.4623, loss: 3.4623 +2025-06-25 01:19:21,731 - pyskl - INFO - Epoch [64][2600/3940] lr: 1.544e-02, eta: 1 day, 19:15:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9663, loss_cls: 3.3626, loss: 3.3626 +2025-06-25 01:20:07,176 - pyskl - INFO - Epoch [64][2700/3940] lr: 1.543e-02, eta: 1 day, 19:14:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.3706, loss: 3.3706 +2025-06-25 01:20:52,662 - pyskl - INFO - Epoch [64][2800/3940] lr: 1.543e-02, eta: 1 day, 19:13:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.3114, loss: 3.3114 +2025-06-25 01:21:38,485 - pyskl - INFO - Epoch [64][2900/3940] lr: 1.542e-02, eta: 1 day, 19:13:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9644, loss_cls: 3.5249, loss: 3.5249 +2025-06-25 01:22:24,073 - pyskl - INFO - Epoch [64][3000/3940] lr: 1.542e-02, eta: 1 day, 19:12:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 3.5765, loss: 3.5765 +2025-06-25 01:23:09,610 - pyskl - INFO - Epoch [64][3100/3940] lr: 1.541e-02, eta: 1 day, 19:11:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9637, loss_cls: 3.4871, loss: 3.4871 +2025-06-25 01:23:55,154 - pyskl - INFO - Epoch [64][3200/3940] lr: 1.540e-02, eta: 1 day, 19:10:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.3801, loss: 3.3801 +2025-06-25 01:24:40,713 - pyskl - INFO - Epoch [64][3300/3940] lr: 1.540e-02, eta: 1 day, 19:10:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9625, loss_cls: 3.4857, loss: 3.4857 +2025-06-25 01:25:26,214 - pyskl - INFO - Epoch [64][3400/3940] lr: 1.539e-02, eta: 1 day, 19:09:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 3.4837, loss: 3.4837 +2025-06-25 01:26:11,664 - pyskl - INFO - Epoch [64][3500/3940] lr: 1.538e-02, eta: 1 day, 19:08:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9675, loss_cls: 3.4099, loss: 3.4099 +2025-06-25 01:26:57,292 - pyskl - INFO - Epoch [64][3600/3940] lr: 1.538e-02, eta: 1 day, 19:07:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9600, loss_cls: 3.5009, loss: 3.5009 +2025-06-25 01:27:42,833 - pyskl - INFO - Epoch [64][3700/3940] lr: 1.537e-02, eta: 1 day, 19:06:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 3.5051, loss: 3.5051 +2025-06-25 01:28:28,354 - pyskl - INFO - Epoch [64][3800/3940] lr: 1.536e-02, eta: 1 day, 19:06:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 3.4049, loss: 3.4049 +2025-06-25 01:29:14,005 - pyskl - INFO - Epoch [64][3900/3940] lr: 1.536e-02, eta: 1 day, 19:05:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9600, loss_cls: 3.5068, loss: 3.5068 +2025-06-25 01:29:32,508 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-06-25 01:33:07,032 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 01:33:07,654 - pyskl - INFO - +top1_acc 0.7774 +top5_acc 0.9575 +2025-06-25 01:33:07,712 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_61.pth was removed +2025-06-25 01:33:08,892 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_64.pth. +2025-06-25 01:33:08,895 - pyskl - INFO - Best top1_acc is 0.7774 at 64 epoch. +2025-06-25 01:33:08,930 - pyskl - INFO - Epoch(val) [64][3183] top1_acc: 0.7774, top5_acc: 0.9575 +2025-06-25 01:34:20,703 - pyskl - INFO - Epoch [65][100/3940] lr: 1.535e-02, eta: 1 day, 19:04:30, time: 0.718, data_time: 0.256, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 3.3733, loss: 3.3733 +2025-06-25 01:35:06,473 - pyskl - INFO - Epoch [65][200/3940] lr: 1.534e-02, eta: 1 day, 19:03:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 3.2772, loss: 3.2772 +2025-06-25 01:35:52,414 - pyskl - INFO - Epoch [65][300/3940] lr: 1.534e-02, eta: 1 day, 19:02:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 3.3916, loss: 3.3916 +2025-06-25 01:36:37,999 - pyskl - INFO - Epoch [65][400/3940] lr: 1.533e-02, eta: 1 day, 19:02:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 3.1326, loss: 3.1326 +2025-06-25 01:37:23,626 - pyskl - INFO - Epoch [65][500/3940] lr: 1.532e-02, eta: 1 day, 19:01:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 3.4936, loss: 3.4936 +2025-06-25 01:38:09,216 - pyskl - INFO - Epoch [65][600/3940] lr: 1.532e-02, eta: 1 day, 19:00:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.4324, loss: 3.4324 +2025-06-25 01:38:54,804 - pyskl - INFO - Epoch [65][700/3940] lr: 1.531e-02, eta: 1 day, 18:59:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9663, loss_cls: 3.4138, loss: 3.4138 +2025-06-25 01:39:40,399 - pyskl - INFO - Epoch [65][800/3940] lr: 1.530e-02, eta: 1 day, 18:59:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9812, loss_cls: 3.3307, loss: 3.3307 +2025-06-25 01:40:25,969 - pyskl - INFO - Epoch [65][900/3940] lr: 1.530e-02, eta: 1 day, 18:58:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9650, loss_cls: 3.4131, loss: 3.4131 +2025-06-25 01:41:11,648 - pyskl - INFO - Epoch [65][1000/3940] lr: 1.529e-02, eta: 1 day, 18:57:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 3.2726, loss: 3.2726 +2025-06-25 01:41:57,237 - pyskl - INFO - Epoch [65][1100/3940] lr: 1.528e-02, eta: 1 day, 18:56:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9675, loss_cls: 3.3836, loss: 3.3836 +2025-06-25 01:42:42,846 - pyskl - INFO - Epoch [65][1200/3940] lr: 1.528e-02, eta: 1 day, 18:56:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 3.2468, loss: 3.2468 +2025-06-25 01:43:28,457 - pyskl - INFO - Epoch [65][1300/3940] lr: 1.527e-02, eta: 1 day, 18:55:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9663, loss_cls: 3.3895, loss: 3.3895 +2025-06-25 01:44:14,054 - pyskl - INFO - Epoch [65][1400/3940] lr: 1.526e-02, eta: 1 day, 18:54:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9656, loss_cls: 3.4386, loss: 3.4386 +2025-06-25 01:44:59,589 - pyskl - INFO - Epoch [65][1500/3940] lr: 1.526e-02, eta: 1 day, 18:53:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.4351, loss: 3.4351 +2025-06-25 01:45:45,199 - pyskl - INFO - Epoch [65][1600/3940] lr: 1.525e-02, eta: 1 day, 18:53:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9681, loss_cls: 3.3767, loss: 3.3767 +2025-06-25 01:46:30,770 - pyskl - INFO - Epoch [65][1700/3940] lr: 1.524e-02, eta: 1 day, 18:52:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9594, loss_cls: 3.4774, loss: 3.4774 +2025-06-25 01:47:16,337 - pyskl - INFO - Epoch [65][1800/3940] lr: 1.524e-02, eta: 1 day, 18:51:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9619, loss_cls: 3.5626, loss: 3.5626 +2025-06-25 01:48:01,896 - pyskl - INFO - Epoch [65][1900/3940] lr: 1.523e-02, eta: 1 day, 18:50:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 3.3812, loss: 3.3812 +2025-06-25 01:48:47,426 - pyskl - INFO - Epoch [65][2000/3940] lr: 1.522e-02, eta: 1 day, 18:49:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 3.4818, loss: 3.4818 +2025-06-25 01:49:32,840 - pyskl - INFO - Epoch [65][2100/3940] lr: 1.522e-02, eta: 1 day, 18:49:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 3.4566, loss: 3.4566 +2025-06-25 01:50:18,216 - pyskl - INFO - Epoch [65][2200/3940] lr: 1.521e-02, eta: 1 day, 18:48:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9625, loss_cls: 3.3821, loss: 3.3821 +2025-06-25 01:51:03,695 - pyskl - INFO - Epoch [65][2300/3940] lr: 1.521e-02, eta: 1 day, 18:47:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 3.4605, loss: 3.4605 +2025-06-25 01:51:49,302 - pyskl - INFO - Epoch [65][2400/3940] lr: 1.520e-02, eta: 1 day, 18:46:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 3.4293, loss: 3.4293 +2025-06-25 01:52:35,072 - pyskl - INFO - Epoch [65][2500/3940] lr: 1.519e-02, eta: 1 day, 18:46:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9800, loss_cls: 3.3589, loss: 3.3589 +2025-06-25 01:53:20,592 - pyskl - INFO - Epoch [65][2600/3940] lr: 1.519e-02, eta: 1 day, 18:45:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 3.4504, loss: 3.4504 +2025-06-25 01:54:06,084 - pyskl - INFO - Epoch [65][2700/3940] lr: 1.518e-02, eta: 1 day, 18:44:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9644, loss_cls: 3.2992, loss: 3.2992 +2025-06-25 01:54:51,611 - pyskl - INFO - Epoch [65][2800/3940] lr: 1.517e-02, eta: 1 day, 18:43:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9663, loss_cls: 3.3547, loss: 3.3547 +2025-06-25 01:55:36,911 - pyskl - INFO - Epoch [65][2900/3940] lr: 1.517e-02, eta: 1 day, 18:43:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9669, loss_cls: 3.3779, loss: 3.3779 +2025-06-25 01:56:22,348 - pyskl - INFO - Epoch [65][3000/3940] lr: 1.516e-02, eta: 1 day, 18:42:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9656, loss_cls: 3.3247, loss: 3.3247 +2025-06-25 01:57:07,795 - pyskl - INFO - Epoch [65][3100/3940] lr: 1.515e-02, eta: 1 day, 18:41:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9594, loss_cls: 3.4810, loss: 3.4810 +2025-06-25 01:57:53,166 - pyskl - INFO - Epoch [65][3200/3940] lr: 1.515e-02, eta: 1 day, 18:40:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9644, loss_cls: 3.4855, loss: 3.4855 +2025-06-25 01:58:38,612 - pyskl - INFO - Epoch [65][3300/3940] lr: 1.514e-02, eta: 1 day, 18:39:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.4892, loss: 3.4892 +2025-06-25 01:59:24,193 - pyskl - INFO - Epoch [65][3400/3940] lr: 1.513e-02, eta: 1 day, 18:39:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9587, loss_cls: 3.5073, loss: 3.5073 +2025-06-25 02:00:09,774 - pyskl - INFO - Epoch [65][3500/3940] lr: 1.513e-02, eta: 1 day, 18:38:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.4299, loss: 3.4299 +2025-06-25 02:00:55,342 - pyskl - INFO - Epoch [65][3600/3940] lr: 1.512e-02, eta: 1 day, 18:37:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9631, loss_cls: 3.3525, loss: 3.3525 +2025-06-25 02:01:40,948 - pyskl - INFO - Epoch [65][3700/3940] lr: 1.511e-02, eta: 1 day, 18:36:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9619, loss_cls: 3.5571, loss: 3.5571 +2025-06-25 02:02:26,550 - pyskl - INFO - Epoch [65][3800/3940] lr: 1.511e-02, eta: 1 day, 18:36:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9675, loss_cls: 3.5001, loss: 3.5001 +2025-06-25 02:03:12,345 - pyskl - INFO - Epoch [65][3900/3940] lr: 1.510e-02, eta: 1 day, 18:35:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9663, loss_cls: 3.3899, loss: 3.3899 +2025-06-25 02:03:30,942 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-06-25 02:22:17,618 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 02:22:18,112 - pyskl - INFO - +top1_acc 0.7561 +top5_acc 0.9481 +2025-06-25 02:22:18,133 - pyskl - INFO - Epoch(val) [65][3183] top1_acc: 0.7561, top5_acc: 0.9481 +2025-06-25 02:23:29,200 - pyskl - INFO - Epoch [66][100/3940] lr: 1.509e-02, eta: 1 day, 18:34:25, time: 0.711, data_time: 0.254, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.2496, loss: 3.2496 +2025-06-25 02:24:14,866 - pyskl - INFO - Epoch [66][200/3940] lr: 1.509e-02, eta: 1 day, 18:33:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9675, loss_cls: 3.3854, loss: 3.3854 +2025-06-25 02:25:00,260 - pyskl - INFO - Epoch [66][300/3940] lr: 1.508e-02, eta: 1 day, 18:32:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.2965, loss: 3.2965 +2025-06-25 02:25:46,158 - pyskl - INFO - Epoch [66][400/3940] lr: 1.507e-02, eta: 1 day, 18:32:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.3398, loss: 3.3398 +2025-06-25 02:26:31,900 - pyskl - INFO - Epoch [66][500/3940] lr: 1.507e-02, eta: 1 day, 18:31:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9625, loss_cls: 3.4144, loss: 3.4144 +2025-06-25 02:27:17,507 - pyskl - INFO - Epoch [66][600/3940] lr: 1.506e-02, eta: 1 day, 18:30:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9700, loss_cls: 3.3242, loss: 3.3242 +2025-06-25 02:28:03,042 - pyskl - INFO - Epoch [66][700/3940] lr: 1.505e-02, eta: 1 day, 18:29:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9625, loss_cls: 3.3912, loss: 3.3912 +2025-06-25 02:28:48,616 - pyskl - INFO - Epoch [66][800/3940] lr: 1.505e-02, eta: 1 day, 18:29:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9719, loss_cls: 3.2621, loss: 3.2621 +2025-06-25 02:29:34,079 - pyskl - INFO - Epoch [66][900/3940] lr: 1.504e-02, eta: 1 day, 18:28:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 3.2106, loss: 3.2106 +2025-06-25 02:30:19,564 - pyskl - INFO - Epoch [66][1000/3940] lr: 1.503e-02, eta: 1 day, 18:27:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9644, loss_cls: 3.4115, loss: 3.4115 +2025-06-25 02:31:05,036 - pyskl - INFO - Epoch [66][1100/3940] lr: 1.503e-02, eta: 1 day, 18:26:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9663, loss_cls: 3.4612, loss: 3.4612 +2025-06-25 02:31:50,484 - pyskl - INFO - Epoch [66][1200/3940] lr: 1.502e-02, eta: 1 day, 18:25:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9644, loss_cls: 3.4515, loss: 3.4515 +2025-06-25 02:32:36,081 - pyskl - INFO - Epoch [66][1300/3940] lr: 1.501e-02, eta: 1 day, 18:25:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 3.3707, loss: 3.3707 +2025-06-25 02:33:21,767 - pyskl - INFO - Epoch [66][1400/3940] lr: 1.501e-02, eta: 1 day, 18:24:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9613, loss_cls: 3.4543, loss: 3.4543 +2025-06-25 02:34:07,249 - pyskl - INFO - Epoch [66][1500/3940] lr: 1.500e-02, eta: 1 day, 18:23:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.3733, loss: 3.3733 +2025-06-25 02:34:52,875 - pyskl - INFO - Epoch [66][1600/3940] lr: 1.499e-02, eta: 1 day, 18:22:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 3.4816, loss: 3.4816 +2025-06-25 02:35:38,262 - pyskl - INFO - Epoch [66][1700/3940] lr: 1.499e-02, eta: 1 day, 18:22:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.3694, loss: 3.3694 +2025-06-25 02:36:23,648 - pyskl - INFO - Epoch [66][1800/3940] lr: 1.498e-02, eta: 1 day, 18:21:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9712, loss_cls: 3.3018, loss: 3.3018 +2025-06-25 02:37:09,141 - pyskl - INFO - Epoch [66][1900/3940] lr: 1.498e-02, eta: 1 day, 18:20:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 3.3617, loss: 3.3617 +2025-06-25 02:37:54,671 - pyskl - INFO - Epoch [66][2000/3940] lr: 1.497e-02, eta: 1 day, 18:19:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 3.4262, loss: 3.4262 +2025-06-25 02:38:40,126 - pyskl - INFO - Epoch [66][2100/3940] lr: 1.496e-02, eta: 1 day, 18:19:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9669, loss_cls: 3.4513, loss: 3.4513 +2025-06-25 02:39:25,471 - pyskl - INFO - Epoch [66][2200/3940] lr: 1.496e-02, eta: 1 day, 18:18:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 3.3639, loss: 3.3639 +2025-06-25 02:40:10,797 - pyskl - INFO - Epoch [66][2300/3940] lr: 1.495e-02, eta: 1 day, 18:17:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 3.3928, loss: 3.3928 +2025-06-25 02:40:56,301 - pyskl - INFO - Epoch [66][2400/3940] lr: 1.494e-02, eta: 1 day, 18:16:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9694, loss_cls: 3.3564, loss: 3.3564 +2025-06-25 02:41:41,803 - pyskl - INFO - Epoch [66][2500/3940] lr: 1.494e-02, eta: 1 day, 18:15:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9650, loss_cls: 3.3920, loss: 3.3920 +2025-06-25 02:42:27,248 - pyskl - INFO - Epoch [66][2600/3940] lr: 1.493e-02, eta: 1 day, 18:15:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9700, loss_cls: 3.3866, loss: 3.3866 +2025-06-25 02:43:12,852 - pyskl - INFO - Epoch [66][2700/3940] lr: 1.492e-02, eta: 1 day, 18:14:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9613, loss_cls: 3.5100, loss: 3.5100 +2025-06-25 02:43:58,467 - pyskl - INFO - Epoch [66][2800/3940] lr: 1.492e-02, eta: 1 day, 18:13:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9669, loss_cls: 3.2730, loss: 3.2730 +2025-06-25 02:44:43,982 - pyskl - INFO - Epoch [66][2900/3940] lr: 1.491e-02, eta: 1 day, 18:12:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 3.4607, loss: 3.4607 +2025-06-25 02:45:29,442 - pyskl - INFO - Epoch [66][3000/3940] lr: 1.490e-02, eta: 1 day, 18:12:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 3.4730, loss: 3.4730 +2025-06-25 02:46:14,894 - pyskl - INFO - Epoch [66][3100/3940] lr: 1.490e-02, eta: 1 day, 18:11:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 3.4111, loss: 3.4111 +2025-06-25 02:47:00,338 - pyskl - INFO - Epoch [66][3200/3940] lr: 1.489e-02, eta: 1 day, 18:10:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 3.4091, loss: 3.4091 +2025-06-25 02:47:45,980 - pyskl - INFO - Epoch [66][3300/3940] lr: 1.488e-02, eta: 1 day, 18:09:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9694, loss_cls: 3.3332, loss: 3.3332 +2025-06-25 02:48:31,542 - pyskl - INFO - Epoch [66][3400/3940] lr: 1.488e-02, eta: 1 day, 18:09:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9613, loss_cls: 3.3855, loss: 3.3855 +2025-06-25 02:49:16,986 - pyskl - INFO - Epoch [66][3500/3940] lr: 1.487e-02, eta: 1 day, 18:08:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9637, loss_cls: 3.3614, loss: 3.3614 +2025-06-25 02:50:02,509 - pyskl - INFO - Epoch [66][3600/3940] lr: 1.486e-02, eta: 1 day, 18:07:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 3.5236, loss: 3.5236 +2025-06-25 02:50:48,141 - pyskl - INFO - Epoch [66][3700/3940] lr: 1.486e-02, eta: 1 day, 18:06:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 3.3921, loss: 3.3921 +2025-06-25 02:51:33,769 - pyskl - INFO - Epoch [66][3800/3940] lr: 1.485e-02, eta: 1 day, 18:05:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9631, loss_cls: 3.4246, loss: 3.4246 +2025-06-25 02:52:19,369 - pyskl - INFO - Epoch [66][3900/3940] lr: 1.484e-02, eta: 1 day, 18:05:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 3.3827, loss: 3.3827 +2025-06-25 02:52:37,884 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-06-25 02:56:15,459 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 02:56:15,945 - pyskl - INFO - +top1_acc 0.7306 +top5_acc 0.9379 +2025-06-25 02:56:15,967 - pyskl - INFO - Epoch(val) [66][3183] top1_acc: 0.7306, top5_acc: 0.9379 +2025-06-25 02:57:27,048 - pyskl - INFO - Epoch [67][100/3940] lr: 1.484e-02, eta: 1 day, 18:04:18, time: 0.711, data_time: 0.254, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 3.4447, loss: 3.4447 +2025-06-25 02:58:12,839 - pyskl - INFO - Epoch [67][200/3940] lr: 1.483e-02, eta: 1 day, 18:03:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9650, loss_cls: 3.4966, loss: 3.4966 +2025-06-25 02:58:58,469 - pyskl - INFO - Epoch [67][300/3940] lr: 1.482e-02, eta: 1 day, 18:02:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 3.3473, loss: 3.3473 +2025-06-25 02:59:44,086 - pyskl - INFO - Epoch [67][400/3940] lr: 1.482e-02, eta: 1 day, 18:02:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 3.2512, loss: 3.2512 +2025-06-25 03:00:29,854 - pyskl - INFO - Epoch [67][500/3940] lr: 1.481e-02, eta: 1 day, 18:01:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.1904, loss: 3.1904 +2025-06-25 03:01:15,533 - pyskl - INFO - Epoch [67][600/3940] lr: 1.480e-02, eta: 1 day, 18:00:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 3.4492, loss: 3.4492 +2025-06-25 03:02:01,153 - pyskl - INFO - Epoch [67][700/3940] lr: 1.480e-02, eta: 1 day, 17:59:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 3.3318, loss: 3.3318 +2025-06-25 03:02:46,782 - pyskl - INFO - Epoch [67][800/3940] lr: 1.479e-02, eta: 1 day, 17:58:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9694, loss_cls: 3.2832, loss: 3.2832 +2025-06-25 03:03:32,315 - pyskl - INFO - Epoch [67][900/3940] lr: 1.478e-02, eta: 1 day, 17:58:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9700, loss_cls: 3.2936, loss: 3.2936 +2025-06-25 03:04:17,874 - pyskl - INFO - Epoch [67][1000/3940] lr: 1.478e-02, eta: 1 day, 17:57:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9669, loss_cls: 3.2733, loss: 3.2733 +2025-06-25 03:05:03,503 - pyskl - INFO - Epoch [67][1100/3940] lr: 1.477e-02, eta: 1 day, 17:56:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 3.4637, loss: 3.4637 +2025-06-25 03:05:49,103 - pyskl - INFO - Epoch [67][1200/3940] lr: 1.476e-02, eta: 1 day, 17:55:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 3.3305, loss: 3.3305 +2025-06-25 03:06:34,941 - pyskl - INFO - Epoch [67][1300/3940] lr: 1.476e-02, eta: 1 day, 17:55:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 3.3083, loss: 3.3083 +2025-06-25 03:07:20,826 - pyskl - INFO - Epoch [67][1400/3940] lr: 1.475e-02, eta: 1 day, 17:54:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.3386, loss: 3.3386 +2025-06-25 03:08:06,456 - pyskl - INFO - Epoch [67][1500/3940] lr: 1.474e-02, eta: 1 day, 17:53:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 3.3169, loss: 3.3169 +2025-06-25 03:08:52,035 - pyskl - INFO - Epoch [67][1600/3940] lr: 1.474e-02, eta: 1 day, 17:52:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 3.3197, loss: 3.3197 +2025-06-25 03:09:37,727 - pyskl - INFO - Epoch [67][1700/3940] lr: 1.473e-02, eta: 1 day, 17:52:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9656, loss_cls: 3.3826, loss: 3.3826 +2025-06-25 03:10:23,383 - pyskl - INFO - Epoch [67][1800/3940] lr: 1.472e-02, eta: 1 day, 17:51:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9694, loss_cls: 3.3519, loss: 3.3519 +2025-06-25 03:11:09,088 - pyskl - INFO - Epoch [67][1900/3940] lr: 1.472e-02, eta: 1 day, 17:50:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.4657, loss: 3.4657 +2025-06-25 03:11:54,686 - pyskl - INFO - Epoch [67][2000/3940] lr: 1.471e-02, eta: 1 day, 17:49:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 3.3151, loss: 3.3151 +2025-06-25 03:12:40,273 - pyskl - INFO - Epoch [67][2100/3940] lr: 1.471e-02, eta: 1 day, 17:48:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 3.4086, loss: 3.4086 +2025-06-25 03:13:26,005 - pyskl - INFO - Epoch [67][2200/3940] lr: 1.470e-02, eta: 1 day, 17:48:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 3.4304, loss: 3.4304 +2025-06-25 03:14:11,685 - pyskl - INFO - Epoch [67][2300/3940] lr: 1.469e-02, eta: 1 day, 17:47:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 3.3757, loss: 3.3757 +2025-06-25 03:14:57,371 - pyskl - INFO - Epoch [67][2400/3940] lr: 1.469e-02, eta: 1 day, 17:46:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9669, loss_cls: 3.4678, loss: 3.4678 +2025-06-25 03:15:43,160 - pyskl - INFO - Epoch [67][2500/3940] lr: 1.468e-02, eta: 1 day, 17:45:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9663, loss_cls: 3.3535, loss: 3.3535 +2025-06-25 03:16:28,943 - pyskl - INFO - Epoch [67][2600/3940] lr: 1.467e-02, eta: 1 day, 17:45:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9650, loss_cls: 3.3567, loss: 3.3567 +2025-06-25 03:17:14,571 - pyskl - INFO - Epoch [67][2700/3940] lr: 1.467e-02, eta: 1 day, 17:44:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 3.3839, loss: 3.3839 +2025-06-25 03:18:00,042 - pyskl - INFO - Epoch [67][2800/3940] lr: 1.466e-02, eta: 1 day, 17:43:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9631, loss_cls: 3.4889, loss: 3.4889 +2025-06-25 03:18:45,759 - pyskl - INFO - Epoch [67][2900/3940] lr: 1.465e-02, eta: 1 day, 17:42:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 3.4421, loss: 3.4421 +2025-06-25 03:19:31,279 - pyskl - INFO - Epoch [67][3000/3940] lr: 1.465e-02, eta: 1 day, 17:42:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9681, loss_cls: 3.4031, loss: 3.4031 +2025-06-25 03:20:16,886 - pyskl - INFO - Epoch [67][3100/3940] lr: 1.464e-02, eta: 1 day, 17:41:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.4129, loss: 3.4129 +2025-06-25 03:21:02,729 - pyskl - INFO - Epoch [67][3200/3940] lr: 1.463e-02, eta: 1 day, 17:40:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.3051, loss: 3.3051 +2025-06-25 03:21:48,350 - pyskl - INFO - Epoch [67][3300/3940] lr: 1.463e-02, eta: 1 day, 17:39:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.3232, loss: 3.3232 +2025-06-25 03:22:33,859 - pyskl - INFO - Epoch [67][3400/3940] lr: 1.462e-02, eta: 1 day, 17:39:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 3.4465, loss: 3.4465 +2025-06-25 03:23:19,995 - pyskl - INFO - Epoch [67][3500/3940] lr: 1.461e-02, eta: 1 day, 17:38:17, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.3388, loss: 3.3388 +2025-06-25 03:24:05,932 - pyskl - INFO - Epoch [67][3600/3940] lr: 1.461e-02, eta: 1 day, 17:37:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.4359, loss: 3.4359 +2025-06-25 03:24:51,661 - pyskl - INFO - Epoch [67][3700/3940] lr: 1.460e-02, eta: 1 day, 17:36:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.4850, loss: 3.4850 +2025-06-25 03:25:37,414 - pyskl - INFO - Epoch [67][3800/3940] lr: 1.459e-02, eta: 1 day, 17:36:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9656, loss_cls: 3.3988, loss: 3.3988 +2025-06-25 03:26:23,166 - pyskl - INFO - Epoch [67][3900/3940] lr: 1.459e-02, eta: 1 day, 17:35:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9681, loss_cls: 3.3812, loss: 3.3812 +2025-06-25 03:26:41,820 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-06-25 03:30:16,341 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 03:30:17,030 - pyskl - INFO - +top1_acc 0.7724 +top5_acc 0.9551 +2025-06-25 03:30:17,048 - pyskl - INFO - Epoch(val) [67][3183] top1_acc: 0.7724, top5_acc: 0.9551 +2025-06-25 03:31:27,612 - pyskl - INFO - Epoch [68][100/3940] lr: 1.458e-02, eta: 1 day, 17:34:18, time: 0.706, data_time: 0.250, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9744, loss_cls: 3.2258, loss: 3.2258 +2025-06-25 03:32:13,119 - pyskl - INFO - Epoch [68][200/3940] lr: 1.457e-02, eta: 1 day, 17:33:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 3.3550, loss: 3.3550 +2025-06-25 03:32:58,582 - pyskl - INFO - Epoch [68][300/3940] lr: 1.457e-02, eta: 1 day, 17:32:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9569, loss_cls: 3.3699, loss: 3.3699 +2025-06-25 03:33:44,060 - pyskl - INFO - Epoch [68][400/3940] lr: 1.456e-02, eta: 1 day, 17:31:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.3814, loss: 3.3814 +2025-06-25 03:34:29,608 - pyskl - INFO - Epoch [68][500/3940] lr: 1.455e-02, eta: 1 day, 17:31:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9675, loss_cls: 3.4290, loss: 3.4290 +2025-06-25 03:35:15,156 - pyskl - INFO - Epoch [68][600/3940] lr: 1.455e-02, eta: 1 day, 17:30:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.3293, loss: 3.3293 +2025-06-25 03:36:00,740 - pyskl - INFO - Epoch [68][700/3940] lr: 1.454e-02, eta: 1 day, 17:29:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9681, loss_cls: 3.3056, loss: 3.3056 +2025-06-25 03:36:46,253 - pyskl - INFO - Epoch [68][800/3940] lr: 1.453e-02, eta: 1 day, 17:28:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9706, loss_cls: 3.2367, loss: 3.2367 +2025-06-25 03:37:31,859 - pyskl - INFO - Epoch [68][900/3940] lr: 1.453e-02, eta: 1 day, 17:28:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9675, loss_cls: 3.3115, loss: 3.3115 +2025-06-25 03:38:17,422 - pyskl - INFO - Epoch [68][1000/3940] lr: 1.452e-02, eta: 1 day, 17:27:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9688, loss_cls: 3.3856, loss: 3.3856 +2025-06-25 03:39:02,940 - pyskl - INFO - Epoch [68][1100/3940] lr: 1.451e-02, eta: 1 day, 17:26:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9800, loss_cls: 3.3482, loss: 3.3482 +2025-06-25 03:39:48,413 - pyskl - INFO - Epoch [68][1200/3940] lr: 1.451e-02, eta: 1 day, 17:25:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 3.4391, loss: 3.4391 +2025-06-25 03:40:33,963 - pyskl - INFO - Epoch [68][1300/3940] lr: 1.450e-02, eta: 1 day, 17:25:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9800, loss_cls: 3.2149, loss: 3.2149 +2025-06-25 03:41:19,526 - pyskl - INFO - Epoch [68][1400/3940] lr: 1.449e-02, eta: 1 day, 17:24:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9594, loss_cls: 3.5444, loss: 3.5444 +2025-06-25 03:42:05,080 - pyskl - INFO - Epoch [68][1500/3940] lr: 1.449e-02, eta: 1 day, 17:23:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 3.5111, loss: 3.5111 +2025-06-25 03:42:50,627 - pyskl - INFO - Epoch [68][1600/3940] lr: 1.448e-02, eta: 1 day, 17:22:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 3.3770, loss: 3.3770 +2025-06-25 03:43:36,157 - pyskl - INFO - Epoch [68][1700/3940] lr: 1.447e-02, eta: 1 day, 17:22:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 3.3408, loss: 3.3408 +2025-06-25 03:44:21,811 - pyskl - INFO - Epoch [68][1800/3940] lr: 1.447e-02, eta: 1 day, 17:21:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 3.3662, loss: 3.3662 +2025-06-25 03:45:07,301 - pyskl - INFO - Epoch [68][1900/3940] lr: 1.446e-02, eta: 1 day, 17:20:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9644, loss_cls: 3.3249, loss: 3.3249 +2025-06-25 03:45:52,850 - pyskl - INFO - Epoch [68][2000/3940] lr: 1.445e-02, eta: 1 day, 17:19:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 3.3080, loss: 3.3080 +2025-06-25 03:46:38,363 - pyskl - INFO - Epoch [68][2100/3940] lr: 1.445e-02, eta: 1 day, 17:18:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 3.3163, loss: 3.3163 +2025-06-25 03:47:23,894 - pyskl - INFO - Epoch [68][2200/3940] lr: 1.444e-02, eta: 1 day, 17:18:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 3.3456, loss: 3.3456 +2025-06-25 03:48:09,642 - pyskl - INFO - Epoch [68][2300/3940] lr: 1.443e-02, eta: 1 day, 17:17:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9619, loss_cls: 3.4646, loss: 3.4646 +2025-06-25 03:48:55,247 - pyskl - INFO - Epoch [68][2400/3940] lr: 1.443e-02, eta: 1 day, 17:16:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 3.3982, loss: 3.3982 +2025-06-25 03:49:40,811 - pyskl - INFO - Epoch [68][2500/3940] lr: 1.442e-02, eta: 1 day, 17:15:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 3.4135, loss: 3.4135 +2025-06-25 03:50:26,400 - pyskl - INFO - Epoch [68][2600/3940] lr: 1.441e-02, eta: 1 day, 17:15:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9700, loss_cls: 3.2724, loss: 3.2724 +2025-06-25 03:51:11,965 - pyskl - INFO - Epoch [68][2700/3940] lr: 1.441e-02, eta: 1 day, 17:14:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.2568, loss: 3.2568 +2025-06-25 03:51:57,444 - pyskl - INFO - Epoch [68][2800/3940] lr: 1.440e-02, eta: 1 day, 17:13:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9644, loss_cls: 3.3116, loss: 3.3116 +2025-06-25 03:52:42,997 - pyskl - INFO - Epoch [68][2900/3940] lr: 1.439e-02, eta: 1 day, 17:12:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.3496, loss: 3.3496 +2025-06-25 03:53:28,501 - pyskl - INFO - Epoch [68][3000/3940] lr: 1.439e-02, eta: 1 day, 17:12:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9688, loss_cls: 3.3373, loss: 3.3373 +2025-06-25 03:54:14,024 - pyskl - INFO - Epoch [68][3100/3940] lr: 1.438e-02, eta: 1 day, 17:11:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 3.3147, loss: 3.3147 +2025-06-25 03:54:59,498 - pyskl - INFO - Epoch [68][3200/3940] lr: 1.437e-02, eta: 1 day, 17:10:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9644, loss_cls: 3.3659, loss: 3.3659 +2025-06-25 03:55:44,998 - pyskl - INFO - Epoch [68][3300/3940] lr: 1.437e-02, eta: 1 day, 17:09:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 3.2994, loss: 3.2994 +2025-06-25 03:56:30,571 - pyskl - INFO - Epoch [68][3400/3940] lr: 1.436e-02, eta: 1 day, 17:08:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.2780, loss: 3.2780 +2025-06-25 03:57:16,157 - pyskl - INFO - Epoch [68][3500/3940] lr: 1.436e-02, eta: 1 day, 17:08:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 3.3436, loss: 3.3436 +2025-06-25 03:58:01,685 - pyskl - INFO - Epoch [68][3600/3940] lr: 1.435e-02, eta: 1 day, 17:07:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9706, loss_cls: 3.3582, loss: 3.3582 +2025-06-25 03:58:47,307 - pyskl - INFO - Epoch [68][3700/3940] lr: 1.434e-02, eta: 1 day, 17:06:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9663, loss_cls: 3.3417, loss: 3.3417 +2025-06-25 03:59:32,775 - pyskl - INFO - Epoch [68][3800/3940] lr: 1.434e-02, eta: 1 day, 17:05:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9637, loss_cls: 3.4053, loss: 3.4053 +2025-06-25 04:00:18,287 - pyskl - INFO - Epoch [68][3900/3940] lr: 1.433e-02, eta: 1 day, 17:05:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9631, loss_cls: 3.4061, loss: 3.4061 +2025-06-25 04:00:36,903 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-06-25 04:04:11,897 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 04:04:12,388 - pyskl - INFO - +top1_acc 0.7776 +top5_acc 0.9576 +2025-06-25 04:04:12,460 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_64.pth was removed +2025-06-25 04:04:13,503 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. +2025-06-25 04:04:13,505 - pyskl - INFO - Best top1_acc is 0.7776 at 68 epoch. +2025-06-25 04:04:13,524 - pyskl - INFO - Epoch(val) [68][3183] top1_acc: 0.7776, top5_acc: 0.9576 +2025-06-25 04:05:24,881 - pyskl - INFO - Epoch [69][100/3940] lr: 1.432e-02, eta: 1 day, 17:04:12, time: 0.713, data_time: 0.257, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9656, loss_cls: 3.3800, loss: 3.3800 +2025-06-25 04:06:10,478 - pyskl - INFO - Epoch [69][200/3940] lr: 1.431e-02, eta: 1 day, 17:03:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.2633, loss: 3.2633 +2025-06-25 04:06:56,130 - pyskl - INFO - Epoch [69][300/3940] lr: 1.431e-02, eta: 1 day, 17:02:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 3.2465, loss: 3.2465 +2025-06-25 04:07:41,657 - pyskl - INFO - Epoch [69][400/3940] lr: 1.430e-02, eta: 1 day, 17:01:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9738, loss_cls: 3.2542, loss: 3.2542 +2025-06-25 04:08:27,161 - pyskl - INFO - Epoch [69][500/3940] lr: 1.429e-02, eta: 1 day, 17:01:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 3.2614, loss: 3.2614 +2025-06-25 04:09:12,734 - pyskl - INFO - Epoch [69][600/3940] lr: 1.429e-02, eta: 1 day, 17:00:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 3.3826, loss: 3.3826 +2025-06-25 04:09:58,521 - pyskl - INFO - Epoch [69][700/3940] lr: 1.428e-02, eta: 1 day, 16:59:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 3.4153, loss: 3.4153 +2025-06-25 04:10:44,163 - pyskl - INFO - Epoch [69][800/3940] lr: 1.427e-02, eta: 1 day, 16:58:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9663, loss_cls: 3.3003, loss: 3.3003 +2025-06-25 04:11:29,720 - pyskl - INFO - Epoch [69][900/3940] lr: 1.427e-02, eta: 1 day, 16:58:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 3.3790, loss: 3.3790 +2025-06-25 04:12:15,116 - pyskl - INFO - Epoch [69][1000/3940] lr: 1.426e-02, eta: 1 day, 16:57:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9625, loss_cls: 3.4056, loss: 3.4056 +2025-06-25 04:13:00,496 - pyskl - INFO - Epoch [69][1100/3940] lr: 1.425e-02, eta: 1 day, 16:56:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 3.3016, loss: 3.3016 +2025-06-25 04:13:45,820 - pyskl - INFO - Epoch [69][1200/3940] lr: 1.425e-02, eta: 1 day, 16:55:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.3829, loss: 3.3829 +2025-06-25 04:14:31,353 - pyskl - INFO - Epoch [69][1300/3940] lr: 1.424e-02, eta: 1 day, 16:55:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.4014, loss: 3.4014 +2025-06-25 04:15:16,863 - pyskl - INFO - Epoch [69][1400/3940] lr: 1.423e-02, eta: 1 day, 16:54:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 3.2492, loss: 3.2492 +2025-06-25 04:16:02,071 - pyskl - INFO - Epoch [69][1500/3940] lr: 1.423e-02, eta: 1 day, 16:53:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 3.2249, loss: 3.2249 +2025-06-25 04:16:47,484 - pyskl - INFO - Epoch [69][1600/3940] lr: 1.422e-02, eta: 1 day, 16:52:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 3.3756, loss: 3.3756 +2025-06-25 04:17:33,012 - pyskl - INFO - Epoch [69][1700/3940] lr: 1.421e-02, eta: 1 day, 16:51:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 3.4079, loss: 3.4079 +2025-06-25 04:18:18,271 - pyskl - INFO - Epoch [69][1800/3940] lr: 1.421e-02, eta: 1 day, 16:51:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 3.4066, loss: 3.4066 +2025-06-25 04:19:03,549 - pyskl - INFO - Epoch [69][1900/3940] lr: 1.420e-02, eta: 1 day, 16:50:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9663, loss_cls: 3.4092, loss: 3.4092 +2025-06-25 04:19:48,840 - pyskl - INFO - Epoch [69][2000/3940] lr: 1.419e-02, eta: 1 day, 16:49:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 3.3746, loss: 3.3746 +2025-06-25 04:20:34,107 - pyskl - INFO - Epoch [69][2100/3940] lr: 1.419e-02, eta: 1 day, 16:48:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9637, loss_cls: 3.3632, loss: 3.3632 +2025-06-25 04:21:19,390 - pyskl - INFO - Epoch [69][2200/3940] lr: 1.418e-02, eta: 1 day, 16:48:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 3.1947, loss: 3.1947 +2025-06-25 04:22:04,848 - pyskl - INFO - Epoch [69][2300/3940] lr: 1.417e-02, eta: 1 day, 16:47:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9719, loss_cls: 3.3221, loss: 3.3221 +2025-06-25 04:22:50,315 - pyskl - INFO - Epoch [69][2400/3940] lr: 1.417e-02, eta: 1 day, 16:46:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 3.3625, loss: 3.3625 +2025-06-25 04:23:35,781 - pyskl - INFO - Epoch [69][2500/3940] lr: 1.416e-02, eta: 1 day, 16:45:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9681, loss_cls: 3.3593, loss: 3.3593 +2025-06-25 04:24:21,205 - pyskl - INFO - Epoch [69][2600/3940] lr: 1.416e-02, eta: 1 day, 16:44:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9688, loss_cls: 3.2774, loss: 3.2774 +2025-06-25 04:25:06,722 - pyskl - INFO - Epoch [69][2700/3940] lr: 1.415e-02, eta: 1 day, 16:44:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 3.3659, loss: 3.3659 +2025-06-25 04:25:52,232 - pyskl - INFO - Epoch [69][2800/3940] lr: 1.414e-02, eta: 1 day, 16:43:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 3.3617, loss: 3.3617 +2025-06-25 04:26:37,631 - pyskl - INFO - Epoch [69][2900/3940] lr: 1.414e-02, eta: 1 day, 16:42:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.3894, loss: 3.3894 +2025-06-25 04:27:22,942 - pyskl - INFO - Epoch [69][3000/3940] lr: 1.413e-02, eta: 1 day, 16:41:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9712, loss_cls: 3.2332, loss: 3.2332 +2025-06-25 04:28:08,221 - pyskl - INFO - Epoch [69][3100/3940] lr: 1.412e-02, eta: 1 day, 16:41:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9681, loss_cls: 3.4113, loss: 3.4113 +2025-06-25 04:28:53,597 - pyskl - INFO - Epoch [69][3200/3940] lr: 1.412e-02, eta: 1 day, 16:40:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9631, loss_cls: 3.4109, loss: 3.4109 +2025-06-25 04:29:38,988 - pyskl - INFO - Epoch [69][3300/3940] lr: 1.411e-02, eta: 1 day, 16:39:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 3.3269, loss: 3.3269 +2025-06-25 04:30:24,456 - pyskl - INFO - Epoch [69][3400/3940] lr: 1.410e-02, eta: 1 day, 16:38:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9656, loss_cls: 3.3892, loss: 3.3892 +2025-06-25 04:31:09,846 - pyskl - INFO - Epoch [69][3500/3940] lr: 1.410e-02, eta: 1 day, 16:38:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 3.2830, loss: 3.2830 +2025-06-25 04:31:55,387 - pyskl - INFO - Epoch [69][3600/3940] lr: 1.409e-02, eta: 1 day, 16:37:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 3.3573, loss: 3.3573 +2025-06-25 04:32:40,809 - pyskl - INFO - Epoch [69][3700/3940] lr: 1.408e-02, eta: 1 day, 16:36:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9700, loss_cls: 3.2542, loss: 3.2542 +2025-06-25 04:33:26,230 - pyskl - INFO - Epoch [69][3800/3940] lr: 1.408e-02, eta: 1 day, 16:35:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 3.3112, loss: 3.3112 +2025-06-25 04:34:11,639 - pyskl - INFO - Epoch [69][3900/3940] lr: 1.407e-02, eta: 1 day, 16:34:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9681, loss_cls: 3.5027, loss: 3.5027 +2025-06-25 04:34:30,291 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-06-25 04:38:08,584 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 04:38:09,157 - pyskl - INFO - +top1_acc 0.7695 +top5_acc 0.9557 +2025-06-25 04:38:09,178 - pyskl - INFO - Epoch(val) [69][3183] top1_acc: 0.7695, top5_acc: 0.9557 +2025-06-25 04:39:19,799 - pyskl - INFO - Epoch [70][100/3940] lr: 1.406e-02, eta: 1 day, 16:34:01, time: 0.706, data_time: 0.249, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9725, loss_cls: 3.2327, loss: 3.2327 +2025-06-25 04:40:05,522 - pyskl - INFO - Epoch [70][200/3940] lr: 1.405e-02, eta: 1 day, 16:33:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9719, loss_cls: 3.2105, loss: 3.2105 +2025-06-25 04:40:51,438 - pyskl - INFO - Epoch [70][300/3940] lr: 1.405e-02, eta: 1 day, 16:32:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9669, loss_cls: 3.3731, loss: 3.3731 +2025-06-25 04:41:37,193 - pyskl - INFO - Epoch [70][400/3940] lr: 1.404e-02, eta: 1 day, 16:31:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9688, loss_cls: 3.3768, loss: 3.3768 +2025-06-25 04:42:22,619 - pyskl - INFO - Epoch [70][500/3940] lr: 1.403e-02, eta: 1 day, 16:30:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9731, loss_cls: 3.1673, loss: 3.1673 +2025-06-25 04:43:08,231 - pyskl - INFO - Epoch [70][600/3940] lr: 1.403e-02, eta: 1 day, 16:30:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 3.3608, loss: 3.3608 +2025-06-25 04:43:53,846 - pyskl - INFO - Epoch [70][700/3940] lr: 1.402e-02, eta: 1 day, 16:29:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 3.2577, loss: 3.2577 +2025-06-25 04:44:39,431 - pyskl - INFO - Epoch [70][800/3940] lr: 1.401e-02, eta: 1 day, 16:28:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 3.4064, loss: 3.4064 +2025-06-25 04:45:24,963 - pyskl - INFO - Epoch [70][900/3940] lr: 1.401e-02, eta: 1 day, 16:27:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 3.3446, loss: 3.3446 +2025-06-25 04:46:10,489 - pyskl - INFO - Epoch [70][1000/3940] lr: 1.400e-02, eta: 1 day, 16:27:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9700, loss_cls: 3.2512, loss: 3.2512 +2025-06-25 04:46:56,041 - pyskl - INFO - Epoch [70][1100/3940] lr: 1.399e-02, eta: 1 day, 16:26:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 3.4171, loss: 3.4171 +2025-06-25 04:47:41,557 - pyskl - INFO - Epoch [70][1200/3940] lr: 1.399e-02, eta: 1 day, 16:25:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 3.2992, loss: 3.2992 +2025-06-25 04:48:27,328 - pyskl - INFO - Epoch [70][1300/3940] lr: 1.398e-02, eta: 1 day, 16:24:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 3.2110, loss: 3.2110 +2025-06-25 04:49:12,928 - pyskl - INFO - Epoch [70][1400/3940] lr: 1.397e-02, eta: 1 day, 16:24:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 3.2891, loss: 3.2891 +2025-06-25 04:49:58,550 - pyskl - INFO - Epoch [70][1500/3940] lr: 1.397e-02, eta: 1 day, 16:23:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9681, loss_cls: 3.3906, loss: 3.3906 +2025-06-25 04:50:44,167 - pyskl - INFO - Epoch [70][1600/3940] lr: 1.396e-02, eta: 1 day, 16:22:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.2248, loss: 3.2248 +2025-06-25 04:51:29,874 - pyskl - INFO - Epoch [70][1700/3940] lr: 1.395e-02, eta: 1 day, 16:21:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.3304, loss: 3.3304 +2025-06-25 04:52:15,542 - pyskl - INFO - Epoch [70][1800/3940] lr: 1.395e-02, eta: 1 day, 16:21:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 3.2472, loss: 3.2472 +2025-06-25 04:53:01,160 - pyskl - INFO - Epoch [70][1900/3940] lr: 1.394e-02, eta: 1 day, 16:20:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9656, loss_cls: 3.2851, loss: 3.2851 +2025-06-25 04:53:46,730 - pyskl - INFO - Epoch [70][2000/3940] lr: 1.393e-02, eta: 1 day, 16:19:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.3225, loss: 3.3225 +2025-06-25 04:54:32,279 - pyskl - INFO - Epoch [70][2100/3940] lr: 1.393e-02, eta: 1 day, 16:18:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 3.3963, loss: 3.3963 +2025-06-25 04:55:17,935 - pyskl - INFO - Epoch [70][2200/3940] lr: 1.392e-02, eta: 1 day, 16:17:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 3.3506, loss: 3.3506 +2025-06-25 04:56:03,682 - pyskl - INFO - Epoch [70][2300/3940] lr: 1.391e-02, eta: 1 day, 16:17:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.3887, loss: 3.3887 +2025-06-25 04:56:49,266 - pyskl - INFO - Epoch [70][2400/3940] lr: 1.391e-02, eta: 1 day, 16:16:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.3489, loss: 3.3489 +2025-06-25 04:57:34,848 - pyskl - INFO - Epoch [70][2500/3940] lr: 1.390e-02, eta: 1 day, 16:15:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9619, loss_cls: 3.4127, loss: 3.4127 +2025-06-25 04:58:20,439 - pyskl - INFO - Epoch [70][2600/3940] lr: 1.390e-02, eta: 1 day, 16:14:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 3.3236, loss: 3.3236 +2025-06-25 04:59:06,046 - pyskl - INFO - Epoch [70][2700/3940] lr: 1.389e-02, eta: 1 day, 16:14:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.4111, loss: 3.4111 +2025-06-25 04:59:51,598 - pyskl - INFO - Epoch [70][2800/3940] lr: 1.388e-02, eta: 1 day, 16:13:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9681, loss_cls: 3.4310, loss: 3.4310 +2025-06-25 05:00:37,196 - pyskl - INFO - Epoch [70][2900/3940] lr: 1.388e-02, eta: 1 day, 16:12:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 3.2624, loss: 3.2624 +2025-06-25 05:01:22,870 - pyskl - INFO - Epoch [70][3000/3940] lr: 1.387e-02, eta: 1 day, 16:11:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.3254, loss: 3.3254 +2025-06-25 05:02:08,426 - pyskl - INFO - Epoch [70][3100/3940] lr: 1.386e-02, eta: 1 day, 16:11:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 3.2017, loss: 3.2017 +2025-06-25 05:02:54,027 - pyskl - INFO - Epoch [70][3200/3940] lr: 1.386e-02, eta: 1 day, 16:10:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 3.3615, loss: 3.3615 +2025-06-25 05:03:39,541 - pyskl - INFO - Epoch [70][3300/3940] lr: 1.385e-02, eta: 1 day, 16:09:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 3.2856, loss: 3.2856 +2025-06-25 05:04:25,338 - pyskl - INFO - Epoch [70][3400/3940] lr: 1.384e-02, eta: 1 day, 16:08:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.3920, loss: 3.3920 +2025-06-25 05:05:10,952 - pyskl - INFO - Epoch [70][3500/3940] lr: 1.384e-02, eta: 1 day, 16:07:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 3.3520, loss: 3.3520 +2025-06-25 05:05:56,630 - pyskl - INFO - Epoch [70][3600/3940] lr: 1.383e-02, eta: 1 day, 16:07:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 3.2978, loss: 3.2978 +2025-06-25 05:06:42,431 - pyskl - INFO - Epoch [70][3700/3940] lr: 1.382e-02, eta: 1 day, 16:06:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9637, loss_cls: 3.3710, loss: 3.3710 +2025-06-25 05:07:28,411 - pyskl - INFO - Epoch [70][3800/3940] lr: 1.382e-02, eta: 1 day, 16:05:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 3.3624, loss: 3.3624 +2025-06-25 05:08:14,257 - pyskl - INFO - Epoch [70][3900/3940] lr: 1.381e-02, eta: 1 day, 16:04:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9669, loss_cls: 3.4068, loss: 3.4068 +2025-06-25 05:08:32,897 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-06-25 05:27:30,414 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 05:27:31,026 - pyskl - INFO - +top1_acc 0.7970 +top5_acc 0.9646 +2025-06-25 05:27:31,079 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_68.pth was removed +2025-06-25 05:27:32,150 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. +2025-06-25 05:27:32,153 - pyskl - INFO - Best top1_acc is 0.7970 at 70 epoch. +2025-06-25 05:27:32,173 - pyskl - INFO - Epoch(val) [70][3183] top1_acc: 0.7970, top5_acc: 0.9646 +2025-06-25 05:28:43,045 - pyskl - INFO - Epoch [71][100/3940] lr: 1.380e-02, eta: 1 day, 16:04:00, time: 0.709, data_time: 0.251, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.2552, loss: 3.2552 +2025-06-25 05:29:28,747 - pyskl - INFO - Epoch [71][200/3940] lr: 1.379e-02, eta: 1 day, 16:03:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9644, loss_cls: 3.2511, loss: 3.2511 +2025-06-25 05:30:14,337 - pyskl - INFO - Epoch [71][300/3940] lr: 1.379e-02, eta: 1 day, 16:02:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 3.3128, loss: 3.3128 +2025-06-25 05:30:59,776 - pyskl - INFO - Epoch [71][400/3940] lr: 1.378e-02, eta: 1 day, 16:01:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9700, loss_cls: 3.2753, loss: 3.2753 +2025-06-25 05:31:45,343 - pyskl - INFO - Epoch [71][500/3940] lr: 1.377e-02, eta: 1 day, 16:00:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 3.2138, loss: 3.2138 +2025-06-25 05:32:30,990 - pyskl - INFO - Epoch [71][600/3940] lr: 1.377e-02, eta: 1 day, 16:00:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 3.2224, loss: 3.2224 +2025-06-25 05:33:16,605 - pyskl - INFO - Epoch [71][700/3940] lr: 1.376e-02, eta: 1 day, 15:59:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 3.2372, loss: 3.2372 +2025-06-25 05:34:02,133 - pyskl - INFO - Epoch [71][800/3940] lr: 1.375e-02, eta: 1 day, 15:58:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.1829, loss: 3.1829 +2025-06-25 05:34:47,738 - pyskl - INFO - Epoch [71][900/3940] lr: 1.375e-02, eta: 1 day, 15:57:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9669, loss_cls: 3.3215, loss: 3.3215 +2025-06-25 05:35:33,352 - pyskl - INFO - Epoch [71][1000/3940] lr: 1.374e-02, eta: 1 day, 15:57:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.3159, loss: 3.3159 +2025-06-25 05:36:19,004 - pyskl - INFO - Epoch [71][1100/3940] lr: 1.373e-02, eta: 1 day, 15:56:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9656, loss_cls: 3.4576, loss: 3.4576 +2025-06-25 05:37:04,688 - pyskl - INFO - Epoch [71][1200/3940] lr: 1.373e-02, eta: 1 day, 15:55:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 3.2413, loss: 3.2413 +2025-06-25 05:37:50,278 - pyskl - INFO - Epoch [71][1300/3940] lr: 1.372e-02, eta: 1 day, 15:54:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9650, loss_cls: 3.3263, loss: 3.3263 +2025-06-25 05:38:35,894 - pyskl - INFO - Epoch [71][1400/3940] lr: 1.371e-02, eta: 1 day, 15:54:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.3446, loss: 3.3446 +2025-06-25 05:39:21,475 - pyskl - INFO - Epoch [71][1500/3940] lr: 1.371e-02, eta: 1 day, 15:53:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 3.1131, loss: 3.1131 +2025-06-25 05:40:07,026 - pyskl - INFO - Epoch [71][1600/3940] lr: 1.370e-02, eta: 1 day, 15:52:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 3.2256, loss: 3.2256 +2025-06-25 05:40:52,844 - pyskl - INFO - Epoch [71][1700/3940] lr: 1.369e-02, eta: 1 day, 15:51:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9663, loss_cls: 3.3892, loss: 3.3892 +2025-06-25 05:41:38,655 - pyskl - INFO - Epoch [71][1800/3940] lr: 1.369e-02, eta: 1 day, 15:50:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 3.3086, loss: 3.3086 +2025-06-25 05:42:24,358 - pyskl - INFO - Epoch [71][1900/3940] lr: 1.368e-02, eta: 1 day, 15:50:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.3174, loss: 3.3174 +2025-06-25 05:43:10,017 - pyskl - INFO - Epoch [71][2000/3940] lr: 1.367e-02, eta: 1 day, 15:49:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9700, loss_cls: 3.2545, loss: 3.2545 +2025-06-25 05:43:55,477 - pyskl - INFO - Epoch [71][2100/3940] lr: 1.367e-02, eta: 1 day, 15:48:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.3707, loss: 3.3707 +2025-06-25 05:44:40,943 - pyskl - INFO - Epoch [71][2200/3940] lr: 1.366e-02, eta: 1 day, 15:47:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9725, loss_cls: 3.2387, loss: 3.2387 +2025-06-25 05:45:26,439 - pyskl - INFO - Epoch [71][2300/3940] lr: 1.365e-02, eta: 1 day, 15:47:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9575, loss_cls: 3.3753, loss: 3.3753 +2025-06-25 05:46:11,925 - pyskl - INFO - Epoch [71][2400/3940] lr: 1.365e-02, eta: 1 day, 15:46:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9663, loss_cls: 3.3281, loss: 3.3281 +2025-06-25 05:46:57,315 - pyskl - INFO - Epoch [71][2500/3940] lr: 1.364e-02, eta: 1 day, 15:45:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 3.3145, loss: 3.3145 +2025-06-25 05:47:42,799 - pyskl - INFO - Epoch [71][2600/3940] lr: 1.363e-02, eta: 1 day, 15:44:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9656, loss_cls: 3.3305, loss: 3.3305 +2025-06-25 05:48:28,223 - pyskl - INFO - Epoch [71][2700/3940] lr: 1.363e-02, eta: 1 day, 15:44:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.2828, loss: 3.2828 +2025-06-25 05:49:13,647 - pyskl - INFO - Epoch [71][2800/3940] lr: 1.362e-02, eta: 1 day, 15:43:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.3628, loss: 3.3628 +2025-06-25 05:49:59,127 - pyskl - INFO - Epoch [71][2900/3940] lr: 1.361e-02, eta: 1 day, 15:42:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 3.3298, loss: 3.3298 +2025-06-25 05:50:44,555 - pyskl - INFO - Epoch [71][3000/3940] lr: 1.361e-02, eta: 1 day, 15:41:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 3.2767, loss: 3.2767 +2025-06-25 05:51:29,978 - pyskl - INFO - Epoch [71][3100/3940] lr: 1.360e-02, eta: 1 day, 15:40:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9706, loss_cls: 3.3132, loss: 3.3132 +2025-06-25 05:52:15,430 - pyskl - INFO - Epoch [71][3200/3940] lr: 1.360e-02, eta: 1 day, 15:40:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9637, loss_cls: 3.5254, loss: 3.5254 +2025-06-25 05:53:00,866 - pyskl - INFO - Epoch [71][3300/3940] lr: 1.359e-02, eta: 1 day, 15:39:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 3.3136, loss: 3.3136 +2025-06-25 05:53:46,300 - pyskl - INFO - Epoch [71][3400/3940] lr: 1.358e-02, eta: 1 day, 15:38:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9656, loss_cls: 3.4249, loss: 3.4249 +2025-06-25 05:54:31,745 - pyskl - INFO - Epoch [71][3500/3940] lr: 1.358e-02, eta: 1 day, 15:37:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 3.2283, loss: 3.2283 +2025-06-25 05:55:17,209 - pyskl - INFO - Epoch [71][3600/3940] lr: 1.357e-02, eta: 1 day, 15:37:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9631, loss_cls: 3.3761, loss: 3.3761 +2025-06-25 05:56:02,712 - pyskl - INFO - Epoch [71][3700/3940] lr: 1.356e-02, eta: 1 day, 15:36:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9556, loss_cls: 3.4113, loss: 3.4113 +2025-06-25 05:56:48,240 - pyskl - INFO - Epoch [71][3800/3940] lr: 1.356e-02, eta: 1 day, 15:35:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9656, loss_cls: 3.2897, loss: 3.2897 +2025-06-25 05:57:33,683 - pyskl - INFO - Epoch [71][3900/3940] lr: 1.355e-02, eta: 1 day, 15:34:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 3.3745, loss: 3.3745 +2025-06-25 05:57:52,301 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-06-25 06:01:26,230 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 06:01:26,760 - pyskl - INFO - +top1_acc 0.7585 +top5_acc 0.9475 +2025-06-25 06:01:26,779 - pyskl - INFO - Epoch(val) [71][3183] top1_acc: 0.7585, top5_acc: 0.9475 +2025-06-25 06:02:37,860 - pyskl - INFO - Epoch [72][100/3940] lr: 1.354e-02, eta: 1 day, 15:33:54, time: 0.711, data_time: 0.255, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9675, loss_cls: 3.3389, loss: 3.3389 +2025-06-25 06:03:23,380 - pyskl - INFO - Epoch [72][200/3940] lr: 1.353e-02, eta: 1 day, 15:33:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9681, loss_cls: 3.2224, loss: 3.2224 +2025-06-25 06:04:08,916 - pyskl - INFO - Epoch [72][300/3940] lr: 1.353e-02, eta: 1 day, 15:32:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 3.1794, loss: 3.1794 +2025-06-25 06:04:54,366 - pyskl - INFO - Epoch [72][400/3940] lr: 1.352e-02, eta: 1 day, 15:31:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9731, loss_cls: 3.1434, loss: 3.1434 +2025-06-25 06:05:39,874 - pyskl - INFO - Epoch [72][500/3940] lr: 1.351e-02, eta: 1 day, 15:30:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9669, loss_cls: 3.3623, loss: 3.3623 +2025-06-25 06:06:25,376 - pyskl - INFO - Epoch [72][600/3940] lr: 1.351e-02, eta: 1 day, 15:30:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 3.2762, loss: 3.2762 +2025-06-25 06:07:11,066 - pyskl - INFO - Epoch [72][700/3940] lr: 1.350e-02, eta: 1 day, 15:29:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9706, loss_cls: 3.2723, loss: 3.2723 +2025-06-25 06:07:56,771 - pyskl - INFO - Epoch [72][800/3940] lr: 1.349e-02, eta: 1 day, 15:28:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 3.1874, loss: 3.1874 +2025-06-25 06:08:42,416 - pyskl - INFO - Epoch [72][900/3940] lr: 1.349e-02, eta: 1 day, 15:27:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 3.1078, loss: 3.1078 +2025-06-25 06:09:27,876 - pyskl - INFO - Epoch [72][1000/3940] lr: 1.348e-02, eta: 1 day, 15:27:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 3.2835, loss: 3.2835 +2025-06-25 06:10:13,214 - pyskl - INFO - Epoch [72][1100/3940] lr: 1.347e-02, eta: 1 day, 15:26:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 3.2448, loss: 3.2448 +2025-06-25 06:10:58,558 - pyskl - INFO - Epoch [72][1200/3940] lr: 1.347e-02, eta: 1 day, 15:25:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9700, loss_cls: 3.2874, loss: 3.2874 +2025-06-25 06:11:43,926 - pyskl - INFO - Epoch [72][1300/3940] lr: 1.346e-02, eta: 1 day, 15:24:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9750, loss_cls: 3.1400, loss: 3.1400 +2025-06-25 06:12:29,192 - pyskl - INFO - Epoch [72][1400/3940] lr: 1.345e-02, eta: 1 day, 15:23:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9681, loss_cls: 3.2028, loss: 3.2028 +2025-06-25 06:13:14,449 - pyskl - INFO - Epoch [72][1500/3940] lr: 1.345e-02, eta: 1 day, 15:23:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9700, loss_cls: 3.2958, loss: 3.2958 +2025-06-25 06:13:59,831 - pyskl - INFO - Epoch [72][1600/3940] lr: 1.344e-02, eta: 1 day, 15:22:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.3600, loss: 3.3600 +2025-06-25 06:14:45,207 - pyskl - INFO - Epoch [72][1700/3940] lr: 1.343e-02, eta: 1 day, 15:21:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9719, loss_cls: 3.2043, loss: 3.2043 +2025-06-25 06:15:30,580 - pyskl - INFO - Epoch [72][1800/3940] lr: 1.343e-02, eta: 1 day, 15:20:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9719, loss_cls: 3.2111, loss: 3.2111 +2025-06-25 06:16:15,936 - pyskl - INFO - Epoch [72][1900/3940] lr: 1.342e-02, eta: 1 day, 15:20:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 3.2955, loss: 3.2955 +2025-06-25 06:17:01,249 - pyskl - INFO - Epoch [72][2000/3940] lr: 1.341e-02, eta: 1 day, 15:19:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9688, loss_cls: 3.3166, loss: 3.3166 +2025-06-25 06:17:46,642 - pyskl - INFO - Epoch [72][2100/3940] lr: 1.341e-02, eta: 1 day, 15:18:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9719, loss_cls: 3.2538, loss: 3.2538 +2025-06-25 06:18:32,142 - pyskl - INFO - Epoch [72][2200/3940] lr: 1.340e-02, eta: 1 day, 15:17:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 3.3389, loss: 3.3389 +2025-06-25 06:19:17,834 - pyskl - INFO - Epoch [72][2300/3940] lr: 1.339e-02, eta: 1 day, 15:16:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9681, loss_cls: 3.3248, loss: 3.3248 +2025-06-25 06:20:03,344 - pyskl - INFO - Epoch [72][2400/3940] lr: 1.339e-02, eta: 1 day, 15:16:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 3.2748, loss: 3.2748 +2025-06-25 06:20:48,873 - pyskl - INFO - Epoch [72][2500/3940] lr: 1.338e-02, eta: 1 day, 15:15:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9712, loss_cls: 3.2966, loss: 3.2966 +2025-06-25 06:21:34,448 - pyskl - INFO - Epoch [72][2600/3940] lr: 1.337e-02, eta: 1 day, 15:14:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9663, loss_cls: 3.3274, loss: 3.3274 +2025-06-25 06:22:20,006 - pyskl - INFO - Epoch [72][2700/3940] lr: 1.337e-02, eta: 1 day, 15:13:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9838, loss_cls: 3.2632, loss: 3.2632 +2025-06-25 06:23:05,480 - pyskl - INFO - Epoch [72][2800/3940] lr: 1.336e-02, eta: 1 day, 15:13:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9750, loss_cls: 3.2344, loss: 3.2344 +2025-06-25 06:23:51,010 - pyskl - INFO - Epoch [72][2900/3940] lr: 1.335e-02, eta: 1 day, 15:12:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 3.3542, loss: 3.3542 +2025-06-25 06:24:36,382 - pyskl - INFO - Epoch [72][3000/3940] lr: 1.335e-02, eta: 1 day, 15:11:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 3.2706, loss: 3.2706 +2025-06-25 06:25:21,859 - pyskl - INFO - Epoch [72][3100/3940] lr: 1.334e-02, eta: 1 day, 15:10:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9644, loss_cls: 3.4338, loss: 3.4338 +2025-06-25 06:26:07,292 - pyskl - INFO - Epoch [72][3200/3940] lr: 1.333e-02, eta: 1 day, 15:10:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9656, loss_cls: 3.3746, loss: 3.3746 +2025-06-25 06:26:52,683 - pyskl - INFO - Epoch [72][3300/3940] lr: 1.333e-02, eta: 1 day, 15:09:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.4331, loss: 3.4331 +2025-06-25 06:27:38,189 - pyskl - INFO - Epoch [72][3400/3940] lr: 1.332e-02, eta: 1 day, 15:08:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9681, loss_cls: 3.2793, loss: 3.2793 +2025-06-25 06:28:23,902 - pyskl - INFO - Epoch [72][3500/3940] lr: 1.331e-02, eta: 1 day, 15:07:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 3.3840, loss: 3.3840 +2025-06-25 06:29:09,424 - pyskl - INFO - Epoch [72][3600/3940] lr: 1.331e-02, eta: 1 day, 15:07:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9681, loss_cls: 3.3285, loss: 3.3285 +2025-06-25 06:29:54,850 - pyskl - INFO - Epoch [72][3700/3940] lr: 1.330e-02, eta: 1 day, 15:06:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9694, loss_cls: 3.2605, loss: 3.2605 +2025-06-25 06:30:40,362 - pyskl - INFO - Epoch [72][3800/3940] lr: 1.329e-02, eta: 1 day, 15:05:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.2431, loss: 3.2431 +2025-06-25 06:31:25,772 - pyskl - INFO - Epoch [72][3900/3940] lr: 1.329e-02, eta: 1 day, 15:04:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9700, loss_cls: 3.3450, loss: 3.3450 +2025-06-25 06:31:44,365 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-06-25 06:35:18,961 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 06:35:19,517 - pyskl - INFO - +top1_acc 0.7759 +top5_acc 0.9597 +2025-06-25 06:35:19,538 - pyskl - INFO - Epoch(val) [72][3183] top1_acc: 0.7759, top5_acc: 0.9597 +2025-06-25 06:36:30,950 - pyskl - INFO - Epoch [73][100/3940] lr: 1.328e-02, eta: 1 day, 15:03:46, time: 0.714, data_time: 0.249, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.2573, loss: 3.2573 +2025-06-25 06:37:17,102 - pyskl - INFO - Epoch [73][200/3940] lr: 1.327e-02, eta: 1 day, 15:03:01, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9706, loss_cls: 3.2509, loss: 3.2509 +2025-06-25 06:38:03,268 - pyskl - INFO - Epoch [73][300/3940] lr: 1.327e-02, eta: 1 day, 15:02:15, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 3.2016, loss: 3.2016 +2025-06-25 06:38:49,345 - pyskl - INFO - Epoch [73][400/3940] lr: 1.326e-02, eta: 1 day, 15:01:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9681, loss_cls: 3.2370, loss: 3.2370 +2025-06-25 06:39:35,666 - pyskl - INFO - Epoch [73][500/3940] lr: 1.325e-02, eta: 1 day, 15:00:45, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9675, loss_cls: 3.2542, loss: 3.2542 +2025-06-25 06:40:21,922 - pyskl - INFO - Epoch [73][600/3940] lr: 1.325e-02, eta: 1 day, 14:59:59, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.2203, loss: 3.2203 +2025-06-25 06:41:08,032 - pyskl - INFO - Epoch [73][700/3940] lr: 1.324e-02, eta: 1 day, 14:59:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9663, loss_cls: 3.2962, loss: 3.2962 +2025-06-25 06:41:54,175 - pyskl - INFO - Epoch [73][800/3940] lr: 1.323e-02, eta: 1 day, 14:58:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 3.2104, loss: 3.2104 +2025-06-25 06:42:40,313 - pyskl - INFO - Epoch [73][900/3940] lr: 1.323e-02, eta: 1 day, 14:57:43, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 3.3036, loss: 3.3036 +2025-06-25 06:43:26,431 - pyskl - INFO - Epoch [73][1000/3940] lr: 1.322e-02, eta: 1 day, 14:56:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9694, loss_cls: 3.2326, loss: 3.2326 +2025-06-25 06:44:12,609 - pyskl - INFO - Epoch [73][1100/3940] lr: 1.321e-02, eta: 1 day, 14:56:12, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 3.3567, loss: 3.3567 +2025-06-25 06:44:59,205 - pyskl - INFO - Epoch [73][1200/3940] lr: 1.321e-02, eta: 1 day, 14:55:27, time: 0.466, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 3.3510, loss: 3.3510 +2025-06-25 06:45:45,607 - pyskl - INFO - Epoch [73][1300/3940] lr: 1.320e-02, eta: 1 day, 14:54:42, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.1883, loss: 3.1883 +2025-06-25 06:46:31,657 - pyskl - INFO - Epoch [73][1400/3940] lr: 1.319e-02, eta: 1 day, 14:53:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 3.2407, loss: 3.2407 +2025-06-25 06:47:17,728 - pyskl - INFO - Epoch [73][1500/3940] lr: 1.319e-02, eta: 1 day, 14:53:11, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 3.3129, loss: 3.3129 +2025-06-25 06:48:03,934 - pyskl - INFO - Epoch [73][1600/3940] lr: 1.318e-02, eta: 1 day, 14:52:26, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9725, loss_cls: 3.2671, loss: 3.2671 +2025-06-25 06:48:50,109 - pyskl - INFO - Epoch [73][1700/3940] lr: 1.317e-02, eta: 1 day, 14:51:41, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 3.2469, loss: 3.2469 +2025-06-25 06:49:36,143 - pyskl - INFO - Epoch [73][1800/3940] lr: 1.317e-02, eta: 1 day, 14:50:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 3.3790, loss: 3.3790 +2025-06-25 06:50:21,653 - pyskl - INFO - Epoch [73][1900/3940] lr: 1.316e-02, eta: 1 day, 14:50:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9644, loss_cls: 3.3809, loss: 3.3809 +2025-06-25 06:51:07,283 - pyskl - INFO - Epoch [73][2000/3940] lr: 1.315e-02, eta: 1 day, 14:49:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9644, loss_cls: 3.3858, loss: 3.3858 +2025-06-25 06:51:53,017 - pyskl - INFO - Epoch [73][2100/3940] lr: 1.315e-02, eta: 1 day, 14:48:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9644, loss_cls: 3.3664, loss: 3.3664 +2025-06-25 06:52:38,964 - pyskl - INFO - Epoch [73][2200/3940] lr: 1.314e-02, eta: 1 day, 14:47:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9688, loss_cls: 3.2970, loss: 3.2970 +2025-06-25 06:53:24,777 - pyskl - INFO - Epoch [73][2300/3940] lr: 1.313e-02, eta: 1 day, 14:47:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 3.2064, loss: 3.2064 +2025-06-25 06:54:10,470 - pyskl - INFO - Epoch [73][2400/3940] lr: 1.313e-02, eta: 1 day, 14:46:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9669, loss_cls: 3.3119, loss: 3.3119 +2025-06-25 06:54:56,120 - pyskl - INFO - Epoch [73][2500/3940] lr: 1.312e-02, eta: 1 day, 14:45:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9700, loss_cls: 3.2927, loss: 3.2927 +2025-06-25 06:55:41,614 - pyskl - INFO - Epoch [73][2600/3940] lr: 1.311e-02, eta: 1 day, 14:44:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9669, loss_cls: 3.2611, loss: 3.2611 +2025-06-25 06:56:27,186 - pyskl - INFO - Epoch [73][2700/3940] lr: 1.311e-02, eta: 1 day, 14:44:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9750, loss_cls: 3.2920, loss: 3.2920 +2025-06-25 06:57:12,928 - pyskl - INFO - Epoch [73][2800/3940] lr: 1.310e-02, eta: 1 day, 14:43:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 3.3486, loss: 3.3486 +2025-06-25 06:57:58,615 - pyskl - INFO - Epoch [73][2900/3940] lr: 1.309e-02, eta: 1 day, 14:42:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9706, loss_cls: 3.2269, loss: 3.2269 +2025-06-25 06:58:44,149 - pyskl - INFO - Epoch [73][3000/3940] lr: 1.309e-02, eta: 1 day, 14:41:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 3.2775, loss: 3.2775 +2025-06-25 06:59:29,704 - pyskl - INFO - Epoch [73][3100/3940] lr: 1.308e-02, eta: 1 day, 14:40:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 3.5238, loss: 3.5238 +2025-06-25 07:00:15,178 - pyskl - INFO - Epoch [73][3200/3940] lr: 1.307e-02, eta: 1 day, 14:40:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.2607, loss: 3.2607 +2025-06-25 07:01:00,709 - pyskl - INFO - Epoch [73][3300/3940] lr: 1.307e-02, eta: 1 day, 14:39:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 3.2235, loss: 3.2235 +2025-06-25 07:01:46,085 - pyskl - INFO - Epoch [73][3400/3940] lr: 1.306e-02, eta: 1 day, 14:38:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9706, loss_cls: 3.1803, loss: 3.1803 +2025-06-25 07:02:31,510 - pyskl - INFO - Epoch [73][3500/3940] lr: 1.305e-02, eta: 1 day, 14:37:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.3354, loss: 3.3354 +2025-06-25 07:03:16,952 - pyskl - INFO - Epoch [73][3600/3940] lr: 1.305e-02, eta: 1 day, 14:37:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 3.1015, loss: 3.1015 +2025-06-25 07:04:02,416 - pyskl - INFO - Epoch [73][3700/3940] lr: 1.304e-02, eta: 1 day, 14:36:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9650, loss_cls: 3.2735, loss: 3.2735 +2025-06-25 07:04:47,928 - pyskl - INFO - Epoch [73][3800/3940] lr: 1.303e-02, eta: 1 day, 14:35:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9719, loss_cls: 3.3073, loss: 3.3073 +2025-06-25 07:05:33,641 - pyskl - INFO - Epoch [73][3900/3940] lr: 1.303e-02, eta: 1 day, 14:34:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9694, loss_cls: 3.2349, loss: 3.2349 +2025-06-25 07:05:52,183 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-06-25 07:09:27,947 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 07:09:28,539 - pyskl - INFO - +top1_acc 0.7777 +top5_acc 0.9581 +2025-06-25 07:09:28,559 - pyskl - INFO - Epoch(val) [73][3183] top1_acc: 0.7777, top5_acc: 0.9581 +2025-06-25 07:10:39,664 - pyskl - INFO - Epoch [74][100/3940] lr: 1.302e-02, eta: 1 day, 14:33:53, time: 0.711, data_time: 0.254, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9663, loss_cls: 3.3461, loss: 3.3461 +2025-06-25 07:11:25,740 - pyskl - INFO - Epoch [74][200/3940] lr: 1.301e-02, eta: 1 day, 14:33:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.3745, loss: 3.3745 +2025-06-25 07:12:11,462 - pyskl - INFO - Epoch [74][300/3940] lr: 1.300e-02, eta: 1 day, 14:32:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 3.1749, loss: 3.1749 +2025-06-25 07:12:57,191 - pyskl - INFO - Epoch [74][400/3940] lr: 1.300e-02, eta: 1 day, 14:31:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9744, loss_cls: 3.2644, loss: 3.2644 +2025-06-25 07:13:42,782 - pyskl - INFO - Epoch [74][500/3940] lr: 1.299e-02, eta: 1 day, 14:30:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 3.2193, loss: 3.2193 +2025-06-25 07:14:28,507 - pyskl - INFO - Epoch [74][600/3940] lr: 1.298e-02, eta: 1 day, 14:30:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 3.1907, loss: 3.1907 +2025-06-25 07:15:14,335 - pyskl - INFO - Epoch [74][700/3940] lr: 1.298e-02, eta: 1 day, 14:29:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9719, loss_cls: 3.1711, loss: 3.1711 +2025-06-25 07:15:59,906 - pyskl - INFO - Epoch [74][800/3940] lr: 1.297e-02, eta: 1 day, 14:28:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.1579, loss: 3.1579 +2025-06-25 07:16:45,464 - pyskl - INFO - Epoch [74][900/3940] lr: 1.296e-02, eta: 1 day, 14:27:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 3.1878, loss: 3.1878 +2025-06-25 07:17:31,020 - pyskl - INFO - Epoch [74][1000/3940] lr: 1.296e-02, eta: 1 day, 14:27:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 3.2646, loss: 3.2646 +2025-06-25 07:18:16,512 - pyskl - INFO - Epoch [74][1100/3940] lr: 1.295e-02, eta: 1 day, 14:26:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9700, loss_cls: 3.3413, loss: 3.3413 +2025-06-25 07:19:01,957 - pyskl - INFO - Epoch [74][1200/3940] lr: 1.294e-02, eta: 1 day, 14:25:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9688, loss_cls: 3.3388, loss: 3.3388 +2025-06-25 07:19:47,457 - pyskl - INFO - Epoch [74][1300/3940] lr: 1.294e-02, eta: 1 day, 14:24:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 3.2681, loss: 3.2681 +2025-06-25 07:20:32,985 - pyskl - INFO - Epoch [74][1400/3940] lr: 1.293e-02, eta: 1 day, 14:23:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 3.1977, loss: 3.1977 +2025-06-25 07:21:18,467 - pyskl - INFO - Epoch [74][1500/3940] lr: 1.292e-02, eta: 1 day, 14:23:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9669, loss_cls: 3.3160, loss: 3.3160 +2025-06-25 07:22:04,017 - pyskl - INFO - Epoch [74][1600/3940] lr: 1.292e-02, eta: 1 day, 14:22:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.3262, loss: 3.3262 +2025-06-25 07:22:49,479 - pyskl - INFO - Epoch [74][1700/3940] lr: 1.291e-02, eta: 1 day, 14:21:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 3.2793, loss: 3.2793 +2025-06-25 07:23:34,984 - pyskl - INFO - Epoch [74][1800/3940] lr: 1.290e-02, eta: 1 day, 14:20:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9700, loss_cls: 3.2220, loss: 3.2220 +2025-06-25 07:24:20,452 - pyskl - INFO - Epoch [74][1900/3940] lr: 1.290e-02, eta: 1 day, 14:20:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 3.1575, loss: 3.1575 +2025-06-25 07:25:05,932 - pyskl - INFO - Epoch [74][2000/3940] lr: 1.289e-02, eta: 1 day, 14:19:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9625, loss_cls: 3.3453, loss: 3.3453 +2025-06-25 07:25:51,312 - pyskl - INFO - Epoch [74][2100/3940] lr: 1.288e-02, eta: 1 day, 14:18:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.3402, loss: 3.3402 +2025-06-25 07:26:36,847 - pyskl - INFO - Epoch [74][2200/3940] lr: 1.288e-02, eta: 1 day, 14:17:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9688, loss_cls: 3.2758, loss: 3.2758 +2025-06-25 07:27:22,549 - pyskl - INFO - Epoch [74][2300/3940] lr: 1.287e-02, eta: 1 day, 14:17:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 3.2881, loss: 3.2881 +2025-06-25 07:28:08,250 - pyskl - INFO - Epoch [74][2400/3940] lr: 1.286e-02, eta: 1 day, 14:16:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9681, loss_cls: 3.3197, loss: 3.3197 +2025-06-25 07:28:53,816 - pyskl - INFO - Epoch [74][2500/3940] lr: 1.286e-02, eta: 1 day, 14:15:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 3.2886, loss: 3.2886 +2025-06-25 07:29:39,228 - pyskl - INFO - Epoch [74][2600/3940] lr: 1.285e-02, eta: 1 day, 14:14:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 3.2081, loss: 3.2081 +2025-06-25 07:30:24,828 - pyskl - INFO - Epoch [74][2700/3940] lr: 1.284e-02, eta: 1 day, 14:13:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9681, loss_cls: 3.3508, loss: 3.3508 +2025-06-25 07:31:10,497 - pyskl - INFO - Epoch [74][2800/3940] lr: 1.284e-02, eta: 1 day, 14:13:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 3.1909, loss: 3.1909 +2025-06-25 07:31:56,060 - pyskl - INFO - Epoch [74][2900/3940] lr: 1.283e-02, eta: 1 day, 14:12:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 3.1988, loss: 3.1988 +2025-06-25 07:32:41,621 - pyskl - INFO - Epoch [74][3000/3940] lr: 1.282e-02, eta: 1 day, 14:11:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 3.3361, loss: 3.3361 +2025-06-25 07:33:27,254 - pyskl - INFO - Epoch [74][3100/3940] lr: 1.282e-02, eta: 1 day, 14:10:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9675, loss_cls: 3.3146, loss: 3.3146 +2025-06-25 07:34:12,946 - pyskl - INFO - Epoch [74][3200/3940] lr: 1.281e-02, eta: 1 day, 14:10:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 3.2894, loss: 3.2894 +2025-06-25 07:34:58,567 - pyskl - INFO - Epoch [74][3300/3940] lr: 1.280e-02, eta: 1 day, 14:09:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9681, loss_cls: 3.2506, loss: 3.2506 +2025-06-25 07:35:44,268 - pyskl - INFO - Epoch [74][3400/3940] lr: 1.280e-02, eta: 1 day, 14:08:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9656, loss_cls: 3.2959, loss: 3.2959 +2025-06-25 07:36:29,853 - pyskl - INFO - Epoch [74][3500/3940] lr: 1.279e-02, eta: 1 day, 14:07:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9719, loss_cls: 3.1744, loss: 3.1744 +2025-06-25 07:37:15,465 - pyskl - INFO - Epoch [74][3600/3940] lr: 1.278e-02, eta: 1 day, 14:07:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.1977, loss: 3.1977 +2025-06-25 07:38:01,081 - pyskl - INFO - Epoch [74][3700/3940] lr: 1.278e-02, eta: 1 day, 14:06:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 3.2313, loss: 3.2313 +2025-06-25 07:38:46,633 - pyskl - INFO - Epoch [74][3800/3940] lr: 1.277e-02, eta: 1 day, 14:05:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 3.1980, loss: 3.1980 +2025-06-25 07:39:32,344 - pyskl - INFO - Epoch [74][3900/3940] lr: 1.276e-02, eta: 1 day, 14:04:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 3.2861, loss: 3.2861 +2025-06-25 07:39:50,911 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-06-25 07:43:25,608 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 07:43:26,114 - pyskl - INFO - +top1_acc 0.7161 +top5_acc 0.9231 +2025-06-25 07:43:26,133 - pyskl - INFO - Epoch(val) [74][3183] top1_acc: 0.7161, top5_acc: 0.9231 +2025-06-25 07:44:37,208 - pyskl - INFO - Epoch [75][100/3940] lr: 1.276e-02, eta: 1 day, 14:03:50, time: 0.711, data_time: 0.254, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.2489, loss: 3.2489 +2025-06-25 07:45:22,856 - pyskl - INFO - Epoch [75][200/3940] lr: 1.275e-02, eta: 1 day, 14:03:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 3.1921, loss: 3.1921 +2025-06-25 07:46:08,523 - pyskl - INFO - Epoch [75][300/3940] lr: 1.274e-02, eta: 1 day, 14:02:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.2012, loss: 3.2012 +2025-06-25 07:46:54,227 - pyskl - INFO - Epoch [75][400/3940] lr: 1.274e-02, eta: 1 day, 14:01:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 3.1620, loss: 3.1620 +2025-06-25 07:47:39,933 - pyskl - INFO - Epoch [75][500/3940] lr: 1.273e-02, eta: 1 day, 14:00:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9706, loss_cls: 3.1898, loss: 3.1898 +2025-06-25 07:48:25,717 - pyskl - INFO - Epoch [75][600/3940] lr: 1.272e-02, eta: 1 day, 14:00:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.1590, loss: 3.1590 +2025-06-25 07:49:11,519 - pyskl - INFO - Epoch [75][700/3940] lr: 1.272e-02, eta: 1 day, 13:59:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 3.2887, loss: 3.2887 +2025-06-25 07:49:57,082 - pyskl - INFO - Epoch [75][800/3940] lr: 1.271e-02, eta: 1 day, 13:58:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 3.2905, loss: 3.2905 +2025-06-25 07:50:42,504 - pyskl - INFO - Epoch [75][900/3940] lr: 1.270e-02, eta: 1 day, 13:57:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9719, loss_cls: 3.2305, loss: 3.2305 +2025-06-25 07:51:27,888 - pyskl - INFO - Epoch [75][1000/3940] lr: 1.270e-02, eta: 1 day, 13:56:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9762, loss_cls: 3.3087, loss: 3.3087 +2025-06-25 07:52:13,302 - pyskl - INFO - Epoch [75][1100/3940] lr: 1.269e-02, eta: 1 day, 13:56:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9769, loss_cls: 3.0760, loss: 3.0760 +2025-06-25 07:52:58,941 - pyskl - INFO - Epoch [75][1200/3940] lr: 1.268e-02, eta: 1 day, 13:55:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9706, loss_cls: 3.1404, loss: 3.1404 +2025-06-25 07:53:44,477 - pyskl - INFO - Epoch [75][1300/3940] lr: 1.268e-02, eta: 1 day, 13:54:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9731, loss_cls: 3.1625, loss: 3.1625 +2025-06-25 07:54:30,097 - pyskl - INFO - Epoch [75][1400/3940] lr: 1.267e-02, eta: 1 day, 13:53:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 3.1744, loss: 3.1744 +2025-06-25 07:55:15,657 - pyskl - INFO - Epoch [75][1500/3940] lr: 1.266e-02, eta: 1 day, 13:53:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9637, loss_cls: 3.2800, loss: 3.2800 +2025-06-25 07:56:01,335 - pyskl - INFO - Epoch [75][1600/3940] lr: 1.266e-02, eta: 1 day, 13:52:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 3.1315, loss: 3.1315 +2025-06-25 07:56:47,042 - pyskl - INFO - Epoch [75][1700/3940] lr: 1.265e-02, eta: 1 day, 13:51:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9669, loss_cls: 3.1836, loss: 3.1836 +2025-06-25 07:57:32,556 - pyskl - INFO - Epoch [75][1800/3940] lr: 1.264e-02, eta: 1 day, 13:50:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9744, loss_cls: 3.2324, loss: 3.2324 +2025-06-25 07:58:18,126 - pyskl - INFO - Epoch [75][1900/3940] lr: 1.264e-02, eta: 1 day, 13:50:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9750, loss_cls: 3.2120, loss: 3.2120 +2025-06-25 07:59:03,898 - pyskl - INFO - Epoch [75][2000/3940] lr: 1.263e-02, eta: 1 day, 13:49:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9725, loss_cls: 3.3032, loss: 3.3032 +2025-06-25 07:59:49,567 - pyskl - INFO - Epoch [75][2100/3940] lr: 1.262e-02, eta: 1 day, 13:48:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9700, loss_cls: 3.2302, loss: 3.2302 +2025-06-25 08:00:35,176 - pyskl - INFO - Epoch [75][2200/3940] lr: 1.262e-02, eta: 1 day, 13:47:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9688, loss_cls: 3.2524, loss: 3.2524 +2025-06-25 08:01:20,730 - pyskl - INFO - Epoch [75][2300/3940] lr: 1.261e-02, eta: 1 day, 13:46:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 3.2259, loss: 3.2259 +2025-06-25 08:02:06,307 - pyskl - INFO - Epoch [75][2400/3940] lr: 1.260e-02, eta: 1 day, 13:46:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 3.3094, loss: 3.3094 +2025-06-25 08:02:51,721 - pyskl - INFO - Epoch [75][2500/3940] lr: 1.260e-02, eta: 1 day, 13:45:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9688, loss_cls: 3.2812, loss: 3.2812 +2025-06-25 08:03:37,407 - pyskl - INFO - Epoch [75][2600/3940] lr: 1.259e-02, eta: 1 day, 13:44:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 3.3689, loss: 3.3689 +2025-06-25 08:04:23,281 - pyskl - INFO - Epoch [75][2700/3940] lr: 1.258e-02, eta: 1 day, 13:43:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9656, loss_cls: 3.2074, loss: 3.2074 +2025-06-25 08:05:08,904 - pyskl - INFO - Epoch [75][2800/3940] lr: 1.258e-02, eta: 1 day, 13:43:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 3.1931, loss: 3.1931 +2025-06-25 08:05:54,432 - pyskl - INFO - Epoch [75][2900/3940] lr: 1.257e-02, eta: 1 day, 13:42:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9700, loss_cls: 3.1848, loss: 3.1848 +2025-06-25 08:06:39,920 - pyskl - INFO - Epoch [75][3000/3940] lr: 1.256e-02, eta: 1 day, 13:41:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.2115, loss: 3.2115 +2025-06-25 08:07:25,348 - pyskl - INFO - Epoch [75][3100/3940] lr: 1.256e-02, eta: 1 day, 13:40:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9656, loss_cls: 3.3549, loss: 3.3549 +2025-06-25 08:08:10,770 - pyskl - INFO - Epoch [75][3200/3940] lr: 1.255e-02, eta: 1 day, 13:40:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 3.1627, loss: 3.1627 +2025-06-25 08:08:56,239 - pyskl - INFO - Epoch [75][3300/3940] lr: 1.254e-02, eta: 1 day, 13:39:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9663, loss_cls: 3.2335, loss: 3.2335 +2025-06-25 08:09:41,772 - pyskl - INFO - Epoch [75][3400/3940] lr: 1.254e-02, eta: 1 day, 13:38:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9688, loss_cls: 3.2443, loss: 3.2443 +2025-06-25 08:10:27,498 - pyskl - INFO - Epoch [75][3500/3940] lr: 1.253e-02, eta: 1 day, 13:37:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 3.1717, loss: 3.1717 +2025-06-25 08:11:13,200 - pyskl - INFO - Epoch [75][3600/3940] lr: 1.252e-02, eta: 1 day, 13:37:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9644, loss_cls: 3.1995, loss: 3.1995 +2025-06-25 08:11:58,727 - pyskl - INFO - Epoch [75][3700/3940] lr: 1.252e-02, eta: 1 day, 13:36:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9744, loss_cls: 3.2132, loss: 3.2132 +2025-06-25 08:12:44,442 - pyskl - INFO - Epoch [75][3800/3940] lr: 1.251e-02, eta: 1 day, 13:35:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 3.1677, loss: 3.1677 +2025-06-25 08:13:30,008 - pyskl - INFO - Epoch [75][3900/3940] lr: 1.250e-02, eta: 1 day, 13:34:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9675, loss_cls: 3.2380, loss: 3.2380 +2025-06-25 08:13:48,519 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-06-25 08:32:46,701 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 08:32:47,178 - pyskl - INFO - +top1_acc 0.7359 +top5_acc 0.9339 +2025-06-25 08:32:47,196 - pyskl - INFO - Epoch(val) [75][3183] top1_acc: 0.7359, top5_acc: 0.9339 +2025-06-25 08:33:57,690 - pyskl - INFO - Epoch [76][100/3940] lr: 1.249e-02, eta: 1 day, 13:33:46, time: 0.705, data_time: 0.249, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 3.2746, loss: 3.2746 +2025-06-25 08:34:43,046 - pyskl - INFO - Epoch [76][200/3940] lr: 1.249e-02, eta: 1 day, 13:32:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9712, loss_cls: 3.2753, loss: 3.2753 +2025-06-25 08:35:28,495 - pyskl - INFO - Epoch [76][300/3940] lr: 1.248e-02, eta: 1 day, 13:32:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9738, loss_cls: 3.2654, loss: 3.2654 +2025-06-25 08:36:13,786 - pyskl - INFO - Epoch [76][400/3940] lr: 1.247e-02, eta: 1 day, 13:31:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 3.1466, loss: 3.1466 +2025-06-25 08:36:59,185 - pyskl - INFO - Epoch [76][500/3940] lr: 1.247e-02, eta: 1 day, 13:30:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 3.1340, loss: 3.1340 +2025-06-25 08:37:44,823 - pyskl - INFO - Epoch [76][600/3940] lr: 1.246e-02, eta: 1 day, 13:29:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9756, loss_cls: 3.1525, loss: 3.1525 +2025-06-25 08:38:30,582 - pyskl - INFO - Epoch [76][700/3940] lr: 1.245e-02, eta: 1 day, 13:29:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9688, loss_cls: 3.2151, loss: 3.2151 +2025-06-25 08:39:16,018 - pyskl - INFO - Epoch [76][800/3940] lr: 1.245e-02, eta: 1 day, 13:28:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 3.1874, loss: 3.1874 +2025-06-25 08:40:01,358 - pyskl - INFO - Epoch [76][900/3940] lr: 1.244e-02, eta: 1 day, 13:27:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9712, loss_cls: 3.1125, loss: 3.1125 +2025-06-25 08:40:46,702 - pyskl - INFO - Epoch [76][1000/3940] lr: 1.243e-02, eta: 1 day, 13:26:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9694, loss_cls: 3.2722, loss: 3.2722 +2025-06-25 08:41:32,028 - pyskl - INFO - Epoch [76][1100/3940] lr: 1.243e-02, eta: 1 day, 13:26:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 3.3134, loss: 3.3134 +2025-06-25 08:42:17,389 - pyskl - INFO - Epoch [76][1200/3940] lr: 1.242e-02, eta: 1 day, 13:25:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9644, loss_cls: 3.2720, loss: 3.2720 +2025-06-25 08:43:02,714 - pyskl - INFO - Epoch [76][1300/3940] lr: 1.241e-02, eta: 1 day, 13:24:32, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 3.1532, loss: 3.1532 +2025-06-25 08:43:48,047 - pyskl - INFO - Epoch [76][1400/3940] lr: 1.241e-02, eta: 1 day, 13:23:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.2150, loss: 3.2150 +2025-06-25 08:44:33,389 - pyskl - INFO - Epoch [76][1500/3940] lr: 1.240e-02, eta: 1 day, 13:23:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 3.1195, loss: 3.1195 +2025-06-25 08:45:18,846 - pyskl - INFO - Epoch [76][1600/3940] lr: 1.239e-02, eta: 1 day, 13:22:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9681, loss_cls: 3.2651, loss: 3.2651 +2025-06-25 08:46:04,205 - pyskl - INFO - Epoch [76][1700/3940] lr: 1.239e-02, eta: 1 day, 13:21:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9650, loss_cls: 3.2698, loss: 3.2698 +2025-06-25 08:46:49,498 - pyskl - INFO - Epoch [76][1800/3940] lr: 1.238e-02, eta: 1 day, 13:20:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 3.2367, loss: 3.2367 +2025-06-25 08:47:34,911 - pyskl - INFO - Epoch [76][1900/3940] lr: 1.237e-02, eta: 1 day, 13:19:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 3.2387, loss: 3.2387 +2025-06-25 08:48:20,309 - pyskl - INFO - Epoch [76][2000/3940] lr: 1.237e-02, eta: 1 day, 13:19:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 3.2711, loss: 3.2711 +2025-06-25 08:49:05,604 - pyskl - INFO - Epoch [76][2100/3940] lr: 1.236e-02, eta: 1 day, 13:18:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 3.3382, loss: 3.3382 +2025-06-25 08:49:50,944 - pyskl - INFO - Epoch [76][2200/3940] lr: 1.235e-02, eta: 1 day, 13:17:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.2268, loss: 3.2268 +2025-06-25 08:50:36,393 - pyskl - INFO - Epoch [76][2300/3940] lr: 1.235e-02, eta: 1 day, 13:16:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 3.3674, loss: 3.3674 +2025-06-25 08:51:21,785 - pyskl - INFO - Epoch [76][2400/3940] lr: 1.234e-02, eta: 1 day, 13:16:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 3.2865, loss: 3.2865 +2025-06-25 08:52:07,183 - pyskl - INFO - Epoch [76][2500/3940] lr: 1.233e-02, eta: 1 day, 13:15:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 3.2416, loss: 3.2416 +2025-06-25 08:52:52,697 - pyskl - INFO - Epoch [76][2600/3940] lr: 1.233e-02, eta: 1 day, 13:14:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 3.3156, loss: 3.3156 +2025-06-25 08:53:38,137 - pyskl - INFO - Epoch [76][2700/3940] lr: 1.232e-02, eta: 1 day, 13:13:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9694, loss_cls: 3.1945, loss: 3.1945 +2025-06-25 08:54:23,492 - pyskl - INFO - Epoch [76][2800/3940] lr: 1.231e-02, eta: 1 day, 13:13:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 3.1832, loss: 3.1832 +2025-06-25 08:55:08,792 - pyskl - INFO - Epoch [76][2900/3940] lr: 1.231e-02, eta: 1 day, 13:12:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 3.1534, loss: 3.1534 +2025-06-25 08:55:54,200 - pyskl - INFO - Epoch [76][3000/3940] lr: 1.230e-02, eta: 1 day, 13:11:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 3.1820, loss: 3.1820 +2025-06-25 08:56:39,513 - pyskl - INFO - Epoch [76][3100/3940] lr: 1.229e-02, eta: 1 day, 13:10:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9656, loss_cls: 3.3128, loss: 3.3128 +2025-06-25 08:57:24,766 - pyskl - INFO - Epoch [76][3200/3940] lr: 1.229e-02, eta: 1 day, 13:09:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9681, loss_cls: 3.2902, loss: 3.2902 +2025-06-25 08:58:10,135 - pyskl - INFO - Epoch [76][3300/3940] lr: 1.228e-02, eta: 1 day, 13:09:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 3.2112, loss: 3.2112 +2025-06-25 08:58:55,395 - pyskl - INFO - Epoch [76][3400/3940] lr: 1.227e-02, eta: 1 day, 13:08:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9637, loss_cls: 3.3405, loss: 3.3405 +2025-06-25 08:59:40,959 - pyskl - INFO - Epoch [76][3500/3940] lr: 1.227e-02, eta: 1 day, 13:07:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9712, loss_cls: 3.2555, loss: 3.2555 +2025-06-25 09:00:26,282 - pyskl - INFO - Epoch [76][3600/3940] lr: 1.226e-02, eta: 1 day, 13:06:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9712, loss_cls: 3.2968, loss: 3.2968 +2025-06-25 09:01:11,710 - pyskl - INFO - Epoch [76][3700/3940] lr: 1.225e-02, eta: 1 day, 13:06:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9706, loss_cls: 3.3345, loss: 3.3345 +2025-06-25 09:01:57,126 - pyskl - INFO - Epoch [76][3800/3940] lr: 1.225e-02, eta: 1 day, 13:05:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 3.3555, loss: 3.3555 +2025-06-25 09:02:42,707 - pyskl - INFO - Epoch [76][3900/3940] lr: 1.224e-02, eta: 1 day, 13:04:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9650, loss_cls: 3.2308, loss: 3.2308 +2025-06-25 09:03:01,227 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-06-25 09:06:35,798 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 09:06:36,296 - pyskl - INFO - +top1_acc 0.7848 +top5_acc 0.9600 +2025-06-25 09:06:36,314 - pyskl - INFO - Epoch(val) [76][3183] top1_acc: 0.7848, top5_acc: 0.9600 +2025-06-25 09:07:47,150 - pyskl - INFO - Epoch [77][100/3940] lr: 1.223e-02, eta: 1 day, 13:03:34, time: 0.708, data_time: 0.253, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9769, loss_cls: 3.1090, loss: 3.1090 +2025-06-25 09:08:32,735 - pyskl - INFO - Epoch [77][200/3940] lr: 1.222e-02, eta: 1 day, 13:02:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9719, loss_cls: 3.1397, loss: 3.1397 +2025-06-25 09:09:18,208 - pyskl - INFO - Epoch [77][300/3940] lr: 1.222e-02, eta: 1 day, 13:02:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 3.1664, loss: 3.1664 +2025-06-25 09:10:03,705 - pyskl - INFO - Epoch [77][400/3940] lr: 1.221e-02, eta: 1 day, 13:01:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9762, loss_cls: 3.1546, loss: 3.1546 +2025-06-25 09:10:49,183 - pyskl - INFO - Epoch [77][500/3940] lr: 1.221e-02, eta: 1 day, 13:00:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9719, loss_cls: 3.1947, loss: 3.1947 +2025-06-25 09:11:34,770 - pyskl - INFO - Epoch [77][600/3940] lr: 1.220e-02, eta: 1 day, 12:59:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 3.1262, loss: 3.1262 +2025-06-25 09:12:20,298 - pyskl - INFO - Epoch [77][700/3940] lr: 1.219e-02, eta: 1 day, 12:58:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9700, loss_cls: 3.1878, loss: 3.1878 +2025-06-25 09:13:05,742 - pyskl - INFO - Epoch [77][800/3940] lr: 1.219e-02, eta: 1 day, 12:58:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 3.2778, loss: 3.2778 +2025-06-25 09:13:51,194 - pyskl - INFO - Epoch [77][900/3940] lr: 1.218e-02, eta: 1 day, 12:57:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9719, loss_cls: 3.1771, loss: 3.1771 +2025-06-25 09:14:36,693 - pyskl - INFO - Epoch [77][1000/3940] lr: 1.217e-02, eta: 1 day, 12:56:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 3.3333, loss: 3.3333 +2025-06-25 09:15:22,191 - pyskl - INFO - Epoch [77][1100/3940] lr: 1.217e-02, eta: 1 day, 12:55:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9669, loss_cls: 3.2208, loss: 3.2208 +2025-06-25 09:16:07,554 - pyskl - INFO - Epoch [77][1200/3940] lr: 1.216e-02, eta: 1 day, 12:55:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 3.0891, loss: 3.0891 +2025-06-25 09:16:53,056 - pyskl - INFO - Epoch [77][1300/3940] lr: 1.215e-02, eta: 1 day, 12:54:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 3.2407, loss: 3.2407 +2025-06-25 09:17:38,655 - pyskl - INFO - Epoch [77][1400/3940] lr: 1.215e-02, eta: 1 day, 12:53:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9712, loss_cls: 3.2417, loss: 3.2417 +2025-06-25 09:18:24,172 - pyskl - INFO - Epoch [77][1500/3940] lr: 1.214e-02, eta: 1 day, 12:52:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.2661, loss: 3.2661 +2025-06-25 09:19:09,437 - pyskl - INFO - Epoch [77][1600/3940] lr: 1.213e-02, eta: 1 day, 12:52:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 3.2649, loss: 3.2649 +2025-06-25 09:19:54,857 - pyskl - INFO - Epoch [77][1700/3940] lr: 1.213e-02, eta: 1 day, 12:51:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9750, loss_cls: 3.1549, loss: 3.1549 +2025-06-25 09:20:40,371 - pyskl - INFO - Epoch [77][1800/3940] lr: 1.212e-02, eta: 1 day, 12:50:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9712, loss_cls: 3.2080, loss: 3.2080 +2025-06-25 09:21:25,715 - pyskl - INFO - Epoch [77][1900/3940] lr: 1.211e-02, eta: 1 day, 12:49:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.1999, loss: 3.1999 +2025-06-25 09:22:11,084 - pyskl - INFO - Epoch [77][2000/3940] lr: 1.211e-02, eta: 1 day, 12:48:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 3.2539, loss: 3.2539 +2025-06-25 09:22:56,420 - pyskl - INFO - Epoch [77][2100/3940] lr: 1.210e-02, eta: 1 day, 12:48:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 3.1606, loss: 3.1606 +2025-06-25 09:23:41,772 - pyskl - INFO - Epoch [77][2200/3940] lr: 1.209e-02, eta: 1 day, 12:47:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 3.2900, loss: 3.2900 +2025-06-25 09:24:27,225 - pyskl - INFO - Epoch [77][2300/3940] lr: 1.209e-02, eta: 1 day, 12:46:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 3.2135, loss: 3.2135 +2025-06-25 09:25:12,648 - pyskl - INFO - Epoch [77][2400/3940] lr: 1.208e-02, eta: 1 day, 12:45:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9712, loss_cls: 3.1430, loss: 3.1430 +2025-06-25 09:25:58,023 - pyskl - INFO - Epoch [77][2500/3940] lr: 1.207e-02, eta: 1 day, 12:45:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 3.1527, loss: 3.1527 +2025-06-25 09:26:43,437 - pyskl - INFO - Epoch [77][2600/3940] lr: 1.207e-02, eta: 1 day, 12:44:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 3.1715, loss: 3.1715 +2025-06-25 09:27:28,793 - pyskl - INFO - Epoch [77][2700/3940] lr: 1.206e-02, eta: 1 day, 12:43:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9681, loss_cls: 3.2459, loss: 3.2459 +2025-06-25 09:28:14,146 - pyskl - INFO - Epoch [77][2800/3940] lr: 1.205e-02, eta: 1 day, 12:42:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 3.2580, loss: 3.2580 +2025-06-25 09:28:59,610 - pyskl - INFO - Epoch [77][2900/3940] lr: 1.205e-02, eta: 1 day, 12:42:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9675, loss_cls: 3.2864, loss: 3.2864 +2025-06-25 09:29:45,010 - pyskl - INFO - Epoch [77][3000/3940] lr: 1.204e-02, eta: 1 day, 12:41:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 3.1124, loss: 3.1124 +2025-06-25 09:30:30,344 - pyskl - INFO - Epoch [77][3100/3940] lr: 1.203e-02, eta: 1 day, 12:40:32, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9719, loss_cls: 3.2576, loss: 3.2576 +2025-06-25 09:31:15,742 - pyskl - INFO - Epoch [77][3200/3940] lr: 1.203e-02, eta: 1 day, 12:39:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9731, loss_cls: 3.1469, loss: 3.1469 +2025-06-25 09:32:01,164 - pyskl - INFO - Epoch [77][3300/3940] lr: 1.202e-02, eta: 1 day, 12:38:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9694, loss_cls: 3.3462, loss: 3.3462 +2025-06-25 09:32:46,567 - pyskl - INFO - Epoch [77][3400/3940] lr: 1.201e-02, eta: 1 day, 12:38:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 3.2874, loss: 3.2874 +2025-06-25 09:33:31,900 - pyskl - INFO - Epoch [77][3500/3940] lr: 1.201e-02, eta: 1 day, 12:37:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 3.2027, loss: 3.2027 +2025-06-25 09:34:17,293 - pyskl - INFO - Epoch [77][3600/3940] lr: 1.200e-02, eta: 1 day, 12:36:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 3.1969, loss: 3.1969 +2025-06-25 09:35:02,698 - pyskl - INFO - Epoch [77][3700/3940] lr: 1.199e-02, eta: 1 day, 12:35:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 3.2434, loss: 3.2434 +2025-06-25 09:35:48,156 - pyskl - INFO - Epoch [77][3800/3940] lr: 1.199e-02, eta: 1 day, 12:35:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9688, loss_cls: 3.2531, loss: 3.2531 +2025-06-25 09:36:33,533 - pyskl - INFO - Epoch [77][3900/3940] lr: 1.198e-02, eta: 1 day, 12:34:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.2804, loss: 3.2804 +2025-06-25 09:36:52,051 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-06-25 09:40:26,797 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 09:40:27,284 - pyskl - INFO - +top1_acc 0.8054 +top5_acc 0.9624 +2025-06-25 09:40:27,348 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_70.pth was removed +2025-06-25 09:40:28,492 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_77.pth. +2025-06-25 09:40:28,494 - pyskl - INFO - Best top1_acc is 0.8054 at 77 epoch. +2025-06-25 09:40:28,515 - pyskl - INFO - Epoch(val) [77][3183] top1_acc: 0.8054, top5_acc: 0.9624 +2025-06-25 09:41:39,673 - pyskl - INFO - Epoch [78][100/3940] lr: 1.197e-02, eta: 1 day, 12:33:25, time: 0.712, data_time: 0.254, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9650, loss_cls: 3.2948, loss: 3.2948 +2025-06-25 09:42:25,542 - pyskl - INFO - Epoch [78][200/3940] lr: 1.196e-02, eta: 1 day, 12:32:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9725, loss_cls: 3.0878, loss: 3.0878 +2025-06-25 09:43:11,065 - pyskl - INFO - Epoch [78][300/3940] lr: 1.196e-02, eta: 1 day, 12:31:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9725, loss_cls: 3.1532, loss: 3.1532 +2025-06-25 09:43:56,743 - pyskl - INFO - Epoch [78][400/3940] lr: 1.195e-02, eta: 1 day, 12:31:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9794, loss_cls: 3.0559, loss: 3.0559 +2025-06-25 09:44:42,635 - pyskl - INFO - Epoch [78][500/3940] lr: 1.194e-02, eta: 1 day, 12:30:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.9141, loss: 2.9141 +2025-06-25 09:45:28,317 - pyskl - INFO - Epoch [78][600/3940] lr: 1.194e-02, eta: 1 day, 12:29:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 3.0886, loss: 3.0886 +2025-06-25 09:46:13,927 - pyskl - INFO - Epoch [78][700/3940] lr: 1.193e-02, eta: 1 day, 12:28:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9700, loss_cls: 3.1335, loss: 3.1335 +2025-06-25 09:46:59,417 - pyskl - INFO - Epoch [78][800/3940] lr: 1.192e-02, eta: 1 day, 12:28:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9731, loss_cls: 3.1660, loss: 3.1660 +2025-06-25 09:47:44,853 - pyskl - INFO - Epoch [78][900/3940] lr: 1.192e-02, eta: 1 day, 12:27:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 3.2587, loss: 3.2587 +2025-06-25 09:48:30,421 - pyskl - INFO - Epoch [78][1000/3940] lr: 1.191e-02, eta: 1 day, 12:26:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 3.0403, loss: 3.0403 +2025-06-25 09:49:15,921 - pyskl - INFO - Epoch [78][1100/3940] lr: 1.190e-02, eta: 1 day, 12:25:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9712, loss_cls: 3.1978, loss: 3.1978 +2025-06-25 09:50:01,572 - pyskl - INFO - Epoch [78][1200/3940] lr: 1.190e-02, eta: 1 day, 12:25:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 3.2644, loss: 3.2644 +2025-06-25 09:50:47,490 - pyskl - INFO - Epoch [78][1300/3940] lr: 1.189e-02, eta: 1 day, 12:24:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 3.1362, loss: 3.1362 +2025-06-25 09:51:33,152 - pyskl - INFO - Epoch [78][1400/3940] lr: 1.188e-02, eta: 1 day, 12:23:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9669, loss_cls: 3.2612, loss: 3.2612 +2025-06-25 09:52:18,763 - pyskl - INFO - Epoch [78][1500/3940] lr: 1.188e-02, eta: 1 day, 12:22:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9750, loss_cls: 3.1265, loss: 3.1265 +2025-06-25 09:53:04,306 - pyskl - INFO - Epoch [78][1600/3940] lr: 1.187e-02, eta: 1 day, 12:21:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 3.0513, loss: 3.0513 +2025-06-25 09:53:49,858 - pyskl - INFO - Epoch [78][1700/3940] lr: 1.186e-02, eta: 1 day, 12:21:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 3.2305, loss: 3.2305 +2025-06-25 09:54:35,392 - pyskl - INFO - Epoch [78][1800/3940] lr: 1.186e-02, eta: 1 day, 12:20:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9744, loss_cls: 3.1413, loss: 3.1413 +2025-06-25 09:55:20,929 - pyskl - INFO - Epoch [78][1900/3940] lr: 1.185e-02, eta: 1 day, 12:19:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9631, loss_cls: 3.2563, loss: 3.2563 +2025-06-25 09:56:06,539 - pyskl - INFO - Epoch [78][2000/3940] lr: 1.184e-02, eta: 1 day, 12:18:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 3.1722, loss: 3.1722 +2025-06-25 09:56:52,136 - pyskl - INFO - Epoch [78][2100/3940] lr: 1.184e-02, eta: 1 day, 12:18:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9631, loss_cls: 3.2589, loss: 3.2589 +2025-06-25 09:57:37,490 - pyskl - INFO - Epoch [78][2200/3940] lr: 1.183e-02, eta: 1 day, 12:17:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 3.2310, loss: 3.2310 +2025-06-25 09:58:22,967 - pyskl - INFO - Epoch [78][2300/3940] lr: 1.182e-02, eta: 1 day, 12:16:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 3.1173, loss: 3.1173 +2025-06-25 09:59:08,553 - pyskl - INFO - Epoch [78][2400/3940] lr: 1.182e-02, eta: 1 day, 12:15:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 3.1985, loss: 3.1985 +2025-06-25 09:59:54,023 - pyskl - INFO - Epoch [78][2500/3940] lr: 1.181e-02, eta: 1 day, 12:15:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9644, loss_cls: 3.2726, loss: 3.2726 +2025-06-25 10:00:39,535 - pyskl - INFO - Epoch [78][2600/3940] lr: 1.180e-02, eta: 1 day, 12:14:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9712, loss_cls: 3.2851, loss: 3.2851 +2025-06-25 10:01:25,039 - pyskl - INFO - Epoch [78][2700/3940] lr: 1.180e-02, eta: 1 day, 12:13:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 3.1992, loss: 3.1992 +2025-06-25 10:02:10,769 - pyskl - INFO - Epoch [78][2800/3940] lr: 1.179e-02, eta: 1 day, 12:12:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.9899, loss: 2.9899 +2025-06-25 10:02:56,220 - pyskl - INFO - Epoch [78][2900/3940] lr: 1.178e-02, eta: 1 day, 12:11:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9694, loss_cls: 3.1887, loss: 3.1887 +2025-06-25 10:03:41,867 - pyskl - INFO - Epoch [78][3000/3940] lr: 1.178e-02, eta: 1 day, 12:11:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 3.0535, loss: 3.0535 +2025-06-25 10:04:27,599 - pyskl - INFO - Epoch [78][3100/3940] lr: 1.177e-02, eta: 1 day, 12:10:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 3.3201, loss: 3.3201 +2025-06-25 10:05:13,323 - pyskl - INFO - Epoch [78][3200/3940] lr: 1.176e-02, eta: 1 day, 12:09:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9744, loss_cls: 3.1583, loss: 3.1583 +2025-06-25 10:05:58,912 - pyskl - INFO - Epoch [78][3300/3940] lr: 1.176e-02, eta: 1 day, 12:08:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 3.1523, loss: 3.1523 +2025-06-25 10:06:44,390 - pyskl - INFO - Epoch [78][3400/3940] lr: 1.175e-02, eta: 1 day, 12:08:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 3.1877, loss: 3.1877 +2025-06-25 10:07:29,958 - pyskl - INFO - Epoch [78][3500/3940] lr: 1.174e-02, eta: 1 day, 12:07:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9738, loss_cls: 3.1900, loss: 3.1900 +2025-06-25 10:08:15,380 - pyskl - INFO - Epoch [78][3600/3940] lr: 1.174e-02, eta: 1 day, 12:06:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 3.1508, loss: 3.1508 +2025-06-25 10:09:00,925 - pyskl - INFO - Epoch [78][3700/3940] lr: 1.173e-02, eta: 1 day, 12:05:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 3.2614, loss: 3.2614 +2025-06-25 10:09:46,255 - pyskl - INFO - Epoch [78][3800/3940] lr: 1.172e-02, eta: 1 day, 12:05:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 3.2381, loss: 3.2381 +2025-06-25 10:10:31,941 - pyskl - INFO - Epoch [78][3900/3940] lr: 1.172e-02, eta: 1 day, 12:04:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 3.2458, loss: 3.2458 +2025-06-25 10:10:50,660 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-06-25 10:14:24,892 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 10:14:25,417 - pyskl - INFO - +top1_acc 0.7822 +top5_acc 0.9577 +2025-06-25 10:14:25,437 - pyskl - INFO - Epoch(val) [78][3183] top1_acc: 0.7822, top5_acc: 0.9577 +2025-06-25 10:15:36,195 - pyskl - INFO - Epoch [79][100/3940] lr: 1.171e-02, eta: 1 day, 12:03:21, time: 0.707, data_time: 0.251, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 3.2172, loss: 3.2172 +2025-06-25 10:16:21,686 - pyskl - INFO - Epoch [79][200/3940] lr: 1.170e-02, eta: 1 day, 12:02:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 3.1807, loss: 3.1807 +2025-06-25 10:17:07,219 - pyskl - INFO - Epoch [79][300/3940] lr: 1.170e-02, eta: 1 day, 12:01:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9706, loss_cls: 3.2105, loss: 3.2105 +2025-06-25 10:17:52,645 - pyskl - INFO - Epoch [79][400/3940] lr: 1.169e-02, eta: 1 day, 12:01:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9756, loss_cls: 2.9816, loss: 2.9816 +2025-06-25 10:18:38,609 - pyskl - INFO - Epoch [79][500/3940] lr: 1.168e-02, eta: 1 day, 12:00:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 3.0179, loss: 3.0179 +2025-06-25 10:19:24,330 - pyskl - INFO - Epoch [79][600/3940] lr: 1.168e-02, eta: 1 day, 11:59:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.2048, loss: 3.2048 +2025-06-25 10:20:09,994 - pyskl - INFO - Epoch [79][700/3940] lr: 1.167e-02, eta: 1 day, 11:58:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 3.1452, loss: 3.1452 +2025-06-25 10:20:55,604 - pyskl - INFO - Epoch [79][800/3940] lr: 1.166e-02, eta: 1 day, 11:58:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9750, loss_cls: 3.0678, loss: 3.0678 +2025-06-25 10:21:41,044 - pyskl - INFO - Epoch [79][900/3940] lr: 1.166e-02, eta: 1 day, 11:57:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 3.2506, loss: 3.2506 +2025-06-25 10:22:26,569 - pyskl - INFO - Epoch [79][1000/3940] lr: 1.165e-02, eta: 1 day, 11:56:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9750, loss_cls: 3.1795, loss: 3.1795 +2025-06-25 10:23:12,047 - pyskl - INFO - Epoch [79][1100/3940] lr: 1.164e-02, eta: 1 day, 11:55:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9819, loss_cls: 2.9630, loss: 2.9630 +2025-06-25 10:23:57,592 - pyskl - INFO - Epoch [79][1200/3940] lr: 1.164e-02, eta: 1 day, 11:54:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.1947, loss: 3.1947 +2025-06-25 10:24:43,127 - pyskl - INFO - Epoch [79][1300/3940] lr: 1.163e-02, eta: 1 day, 11:54:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 3.2345, loss: 3.2345 +2025-06-25 10:25:28,665 - pyskl - INFO - Epoch [79][1400/3940] lr: 1.162e-02, eta: 1 day, 11:53:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 3.0959, loss: 3.0959 +2025-06-25 10:26:14,185 - pyskl - INFO - Epoch [79][1500/3940] lr: 1.162e-02, eta: 1 day, 11:52:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9712, loss_cls: 3.1260, loss: 3.1260 +2025-06-25 10:26:59,696 - pyskl - INFO - Epoch [79][1600/3940] lr: 1.161e-02, eta: 1 day, 11:51:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9694, loss_cls: 3.1330, loss: 3.1330 +2025-06-25 10:27:45,164 - pyskl - INFO - Epoch [79][1700/3940] lr: 1.160e-02, eta: 1 day, 11:51:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9719, loss_cls: 3.1133, loss: 3.1133 +2025-06-25 10:28:30,675 - pyskl - INFO - Epoch [79][1800/3940] lr: 1.160e-02, eta: 1 day, 11:50:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9731, loss_cls: 3.1322, loss: 3.1322 +2025-06-25 10:29:16,171 - pyskl - INFO - Epoch [79][1900/3940] lr: 1.159e-02, eta: 1 day, 11:49:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 3.2237, loss: 3.2237 +2025-06-25 10:30:01,673 - pyskl - INFO - Epoch [79][2000/3940] lr: 1.158e-02, eta: 1 day, 11:48:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 3.1811, loss: 3.1811 +2025-06-25 10:30:47,273 - pyskl - INFO - Epoch [79][2100/3940] lr: 1.158e-02, eta: 1 day, 11:48:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 3.1052, loss: 3.1052 +2025-06-25 10:31:32,932 - pyskl - INFO - Epoch [79][2200/3940] lr: 1.157e-02, eta: 1 day, 11:47:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.1989, loss: 3.1989 +2025-06-25 10:32:18,607 - pyskl - INFO - Epoch [79][2300/3940] lr: 1.156e-02, eta: 1 day, 11:46:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 3.2135, loss: 3.2135 +2025-06-25 10:33:04,223 - pyskl - INFO - Epoch [79][2400/3940] lr: 1.156e-02, eta: 1 day, 11:45:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9738, loss_cls: 3.2331, loss: 3.2331 +2025-06-25 10:33:50,112 - pyskl - INFO - Epoch [79][2500/3940] lr: 1.155e-02, eta: 1 day, 11:44:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9681, loss_cls: 3.2319, loss: 3.2319 +2025-06-25 10:34:35,823 - pyskl - INFO - Epoch [79][2600/3940] lr: 1.154e-02, eta: 1 day, 11:44:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 3.1892, loss: 3.1892 +2025-06-25 10:35:21,149 - pyskl - INFO - Epoch [79][2700/3940] lr: 1.154e-02, eta: 1 day, 11:43:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 3.1073, loss: 3.1073 +2025-06-25 10:36:06,560 - pyskl - INFO - Epoch [79][2800/3940] lr: 1.153e-02, eta: 1 day, 11:42:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 3.2342, loss: 3.2342 +2025-06-25 10:36:52,039 - pyskl - INFO - Epoch [79][2900/3940] lr: 1.152e-02, eta: 1 day, 11:41:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 3.1929, loss: 3.1929 +2025-06-25 10:37:37,404 - pyskl - INFO - Epoch [79][3000/3940] lr: 1.152e-02, eta: 1 day, 11:41:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9750, loss_cls: 3.1891, loss: 3.1891 +2025-06-25 10:38:22,754 - pyskl - INFO - Epoch [79][3100/3940] lr: 1.151e-02, eta: 1 day, 11:40:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.2058, loss: 3.2058 +2025-06-25 10:39:08,303 - pyskl - INFO - Epoch [79][3200/3940] lr: 1.150e-02, eta: 1 day, 11:39:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.2007, loss: 3.2007 +2025-06-25 10:39:53,770 - pyskl - INFO - Epoch [79][3300/3940] lr: 1.150e-02, eta: 1 day, 11:38:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.1728, loss: 3.1728 +2025-06-25 10:40:39,329 - pyskl - INFO - Epoch [79][3400/3940] lr: 1.149e-02, eta: 1 day, 11:38:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 3.1954, loss: 3.1954 +2025-06-25 10:41:24,832 - pyskl - INFO - Epoch [79][3500/3940] lr: 1.148e-02, eta: 1 day, 11:37:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9719, loss_cls: 3.2590, loss: 3.2590 +2025-06-25 10:42:10,345 - pyskl - INFO - Epoch [79][3600/3940] lr: 1.148e-02, eta: 1 day, 11:36:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9756, loss_cls: 3.1129, loss: 3.1129 +2025-06-25 10:42:56,044 - pyskl - INFO - Epoch [79][3700/3940] lr: 1.147e-02, eta: 1 day, 11:35:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 3.2953, loss: 3.2953 +2025-06-25 10:43:41,625 - pyskl - INFO - Epoch [79][3800/3940] lr: 1.146e-02, eta: 1 day, 11:35:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9669, loss_cls: 3.2142, loss: 3.2142 +2025-06-25 10:44:27,200 - pyskl - INFO - Epoch [79][3900/3940] lr: 1.146e-02, eta: 1 day, 11:34:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 3.1924, loss: 3.1924 +2025-06-25 10:44:45,747 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-06-25 10:48:22,713 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 10:48:23,191 - pyskl - INFO - +top1_acc 0.7877 +top5_acc 0.9550 +2025-06-25 10:48:23,210 - pyskl - INFO - Epoch(val) [79][3183] top1_acc: 0.7877, top5_acc: 0.9550 +2025-06-25 10:49:33,684 - pyskl - INFO - Epoch [80][100/3940] lr: 1.145e-02, eta: 1 day, 11:33:16, time: 0.705, data_time: 0.246, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 3.1174, loss: 3.1174 +2025-06-25 10:50:19,366 - pyskl - INFO - Epoch [80][200/3940] lr: 1.144e-02, eta: 1 day, 11:32:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 3.0705, loss: 3.0705 +2025-06-25 10:51:04,964 - pyskl - INFO - Epoch [80][300/3940] lr: 1.143e-02, eta: 1 day, 11:31:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 3.0740, loss: 3.0740 +2025-06-25 10:51:50,462 - pyskl - INFO - Epoch [80][400/3940] lr: 1.143e-02, eta: 1 day, 11:30:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 3.1025, loss: 3.1025 +2025-06-25 10:52:36,000 - pyskl - INFO - Epoch [80][500/3940] lr: 1.142e-02, eta: 1 day, 11:30:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 3.0315, loss: 3.0315 +2025-06-25 10:53:21,550 - pyskl - INFO - Epoch [80][600/3940] lr: 1.141e-02, eta: 1 day, 11:29:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 3.1974, loss: 3.1974 +2025-06-25 10:54:07,141 - pyskl - INFO - Epoch [80][700/3940] lr: 1.141e-02, eta: 1 day, 11:28:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 3.1295, loss: 3.1295 +2025-06-25 10:54:52,713 - pyskl - INFO - Epoch [80][800/3940] lr: 1.140e-02, eta: 1 day, 11:27:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9769, loss_cls: 3.0696, loss: 3.0696 +2025-06-25 10:55:38,355 - pyskl - INFO - Epoch [80][900/3940] lr: 1.139e-02, eta: 1 day, 11:27:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 3.1587, loss: 3.1587 +2025-06-25 10:56:23,950 - pyskl - INFO - Epoch [80][1000/3940] lr: 1.139e-02, eta: 1 day, 11:26:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.1881, loss: 3.1881 +2025-06-25 10:57:09,568 - pyskl - INFO - Epoch [80][1100/3940] lr: 1.138e-02, eta: 1 day, 11:25:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 3.0679, loss: 3.0679 +2025-06-25 10:57:55,165 - pyskl - INFO - Epoch [80][1200/3940] lr: 1.137e-02, eta: 1 day, 11:24:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9756, loss_cls: 3.0934, loss: 3.0934 +2025-06-25 10:58:40,718 - pyskl - INFO - Epoch [80][1300/3940] lr: 1.137e-02, eta: 1 day, 11:24:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 3.0918, loss: 3.0918 +2025-06-25 10:59:26,221 - pyskl - INFO - Epoch [80][1400/3940] lr: 1.136e-02, eta: 1 day, 11:23:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9725, loss_cls: 3.1149, loss: 3.1149 +2025-06-25 11:00:11,778 - pyskl - INFO - Epoch [80][1500/3940] lr: 1.135e-02, eta: 1 day, 11:22:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9719, loss_cls: 3.2546, loss: 3.2546 +2025-06-25 11:00:57,391 - pyskl - INFO - Epoch [80][1600/3940] lr: 1.135e-02, eta: 1 day, 11:21:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 3.2475, loss: 3.2475 +2025-06-25 11:01:43,055 - pyskl - INFO - Epoch [80][1700/3940] lr: 1.134e-02, eta: 1 day, 11:21:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 3.0020, loss: 3.0020 +2025-06-25 11:02:29,011 - pyskl - INFO - Epoch [80][1800/3940] lr: 1.133e-02, eta: 1 day, 11:20:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 3.1161, loss: 3.1161 +2025-06-25 11:03:14,701 - pyskl - INFO - Epoch [80][1900/3940] lr: 1.133e-02, eta: 1 day, 11:19:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 3.2590, loss: 3.2590 +2025-06-25 11:04:00,446 - pyskl - INFO - Epoch [80][2000/3940] lr: 1.132e-02, eta: 1 day, 11:18:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9700, loss_cls: 3.1332, loss: 3.1332 +2025-06-25 11:04:46,160 - pyskl - INFO - Epoch [80][2100/3940] lr: 1.132e-02, eta: 1 day, 11:17:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9725, loss_cls: 3.1361, loss: 3.1361 +2025-06-25 11:05:31,809 - pyskl - INFO - Epoch [80][2200/3940] lr: 1.131e-02, eta: 1 day, 11:17:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9619, loss_cls: 3.2249, loss: 3.2249 +2025-06-25 11:06:17,372 - pyskl - INFO - Epoch [80][2300/3940] lr: 1.130e-02, eta: 1 day, 11:16:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9712, loss_cls: 3.1037, loss: 3.1037 +2025-06-25 11:07:02,944 - pyskl - INFO - Epoch [80][2400/3940] lr: 1.130e-02, eta: 1 day, 11:15:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9725, loss_cls: 3.1313, loss: 3.1313 +2025-06-25 11:07:48,590 - pyskl - INFO - Epoch [80][2500/3940] lr: 1.129e-02, eta: 1 day, 11:14:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9731, loss_cls: 3.1643, loss: 3.1643 +2025-06-25 11:08:34,292 - pyskl - INFO - Epoch [80][2600/3940] lr: 1.128e-02, eta: 1 day, 11:14:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9712, loss_cls: 3.3017, loss: 3.3017 +2025-06-25 11:09:20,079 - pyskl - INFO - Epoch [80][2700/3940] lr: 1.128e-02, eta: 1 day, 11:13:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9719, loss_cls: 3.0607, loss: 3.0607 +2025-06-25 11:10:05,686 - pyskl - INFO - Epoch [80][2800/3940] lr: 1.127e-02, eta: 1 day, 11:12:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 3.1313, loss: 3.1313 +2025-06-25 11:10:51,148 - pyskl - INFO - Epoch [80][2900/3940] lr: 1.126e-02, eta: 1 day, 11:11:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 3.1784, loss: 3.1784 +2025-06-25 11:11:36,872 - pyskl - INFO - Epoch [80][3000/3940] lr: 1.126e-02, eta: 1 day, 11:11:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9762, loss_cls: 3.0493, loss: 3.0493 +2025-06-25 11:12:22,478 - pyskl - INFO - Epoch [80][3100/3940] lr: 1.125e-02, eta: 1 day, 11:10:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.2311, loss: 3.2311 +2025-06-25 11:13:07,990 - pyskl - INFO - Epoch [80][3200/3940] lr: 1.124e-02, eta: 1 day, 11:09:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9706, loss_cls: 3.2545, loss: 3.2545 +2025-06-25 11:13:53,544 - pyskl - INFO - Epoch [80][3300/3940] lr: 1.124e-02, eta: 1 day, 11:08:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 3.0644, loss: 3.0644 +2025-06-25 11:14:39,159 - pyskl - INFO - Epoch [80][3400/3940] lr: 1.123e-02, eta: 1 day, 11:08:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 3.1534, loss: 3.1534 +2025-06-25 11:15:24,649 - pyskl - INFO - Epoch [80][3500/3940] lr: 1.122e-02, eta: 1 day, 11:07:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9700, loss_cls: 3.2867, loss: 3.2867 +2025-06-25 11:16:10,184 - pyskl - INFO - Epoch [80][3600/3940] lr: 1.122e-02, eta: 1 day, 11:06:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 3.1139, loss: 3.1139 +2025-06-25 11:16:55,981 - pyskl - INFO - Epoch [80][3700/3940] lr: 1.121e-02, eta: 1 day, 11:05:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 3.1225, loss: 3.1225 +2025-06-25 11:17:41,533 - pyskl - INFO - Epoch [80][3800/3940] lr: 1.120e-02, eta: 1 day, 11:04:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9738, loss_cls: 3.0488, loss: 3.0488 +2025-06-25 11:18:27,077 - pyskl - INFO - Epoch [80][3900/3940] lr: 1.120e-02, eta: 1 day, 11:04:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9688, loss_cls: 3.2222, loss: 3.2222 +2025-06-25 11:18:45,651 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-06-25 11:36:42,070 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 11:36:42,552 - pyskl - INFO - +top1_acc 0.7676 +top5_acc 0.9505 +2025-06-25 11:36:42,572 - pyskl - INFO - Epoch(val) [80][3183] top1_acc: 0.7676, top5_acc: 0.9505 +2025-06-25 11:37:53,267 - pyskl - INFO - Epoch [81][100/3940] lr: 1.119e-02, eta: 1 day, 11:03:13, time: 0.707, data_time: 0.251, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.1917, loss: 3.1917 +2025-06-25 11:38:38,912 - pyskl - INFO - Epoch [81][200/3940] lr: 1.118e-02, eta: 1 day, 11:02:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 3.0724, loss: 3.0724 +2025-06-25 11:39:24,581 - pyskl - INFO - Epoch [81][300/3940] lr: 1.117e-02, eta: 1 day, 11:01:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 3.1056, loss: 3.1056 +2025-06-25 11:40:10,129 - pyskl - INFO - Epoch [81][400/3940] lr: 1.117e-02, eta: 1 day, 11:00:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9744, loss_cls: 3.0702, loss: 3.0702 +2025-06-25 11:40:55,674 - pyskl - INFO - Epoch [81][500/3940] lr: 1.116e-02, eta: 1 day, 11:00:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 3.2340, loss: 3.2340 +2025-06-25 11:41:41,235 - pyskl - INFO - Epoch [81][600/3940] lr: 1.115e-02, eta: 1 day, 10:59:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9725, loss_cls: 3.1305, loss: 3.1305 +2025-06-25 11:42:26,801 - pyskl - INFO - Epoch [81][700/3940] lr: 1.115e-02, eta: 1 day, 10:58:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 3.0577, loss: 3.0577 +2025-06-25 11:43:12,348 - pyskl - INFO - Epoch [81][800/3940] lr: 1.114e-02, eta: 1 day, 10:57:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9769, loss_cls: 3.0381, loss: 3.0381 +2025-06-25 11:43:57,903 - pyskl - INFO - Epoch [81][900/3940] lr: 1.113e-02, eta: 1 day, 10:57:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.1335, loss: 3.1335 +2025-06-25 11:44:43,361 - pyskl - INFO - Epoch [81][1000/3940] lr: 1.113e-02, eta: 1 day, 10:56:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 3.0436, loss: 3.0436 +2025-06-25 11:45:29,062 - pyskl - INFO - Epoch [81][1100/3940] lr: 1.112e-02, eta: 1 day, 10:55:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9769, loss_cls: 3.0760, loss: 3.0760 +2025-06-25 11:46:14,577 - pyskl - INFO - Epoch [81][1200/3940] lr: 1.111e-02, eta: 1 day, 10:54:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9675, loss_cls: 3.2284, loss: 3.2284 +2025-06-25 11:47:00,151 - pyskl - INFO - Epoch [81][1300/3940] lr: 1.111e-02, eta: 1 day, 10:54:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9725, loss_cls: 3.0483, loss: 3.0483 +2025-06-25 11:47:45,735 - pyskl - INFO - Epoch [81][1400/3940] lr: 1.110e-02, eta: 1 day, 10:53:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 3.1627, loss: 3.1627 +2025-06-25 11:48:31,334 - pyskl - INFO - Epoch [81][1500/3940] lr: 1.109e-02, eta: 1 day, 10:52:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9719, loss_cls: 3.1787, loss: 3.1787 +2025-06-25 11:49:16,798 - pyskl - INFO - Epoch [81][1600/3940] lr: 1.109e-02, eta: 1 day, 10:51:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 3.0818, loss: 3.0818 +2025-06-25 11:50:02,346 - pyskl - INFO - Epoch [81][1700/3940] lr: 1.108e-02, eta: 1 day, 10:50:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 3.0692, loss: 3.0692 +2025-06-25 11:50:47,864 - pyskl - INFO - Epoch [81][1800/3940] lr: 1.107e-02, eta: 1 day, 10:50:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 3.2020, loss: 3.2020 +2025-06-25 11:51:33,349 - pyskl - INFO - Epoch [81][1900/3940] lr: 1.107e-02, eta: 1 day, 10:49:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 3.1583, loss: 3.1583 +2025-06-25 11:52:18,857 - pyskl - INFO - Epoch [81][2000/3940] lr: 1.106e-02, eta: 1 day, 10:48:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9756, loss_cls: 2.9196, loss: 2.9196 +2025-06-25 11:53:04,374 - pyskl - INFO - Epoch [81][2100/3940] lr: 1.105e-02, eta: 1 day, 10:47:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 3.1639, loss: 3.1639 +2025-06-25 11:53:49,921 - pyskl - INFO - Epoch [81][2200/3940] lr: 1.105e-02, eta: 1 day, 10:47:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.2370, loss: 3.2370 +2025-06-25 11:54:35,437 - pyskl - INFO - Epoch [81][2300/3940] lr: 1.104e-02, eta: 1 day, 10:46:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9725, loss_cls: 3.2165, loss: 3.2165 +2025-06-25 11:55:20,873 - pyskl - INFO - Epoch [81][2400/3940] lr: 1.103e-02, eta: 1 day, 10:45:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.2112, loss: 3.2112 +2025-06-25 11:56:06,369 - pyskl - INFO - Epoch [81][2500/3940] lr: 1.103e-02, eta: 1 day, 10:44:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 3.0930, loss: 3.0930 +2025-06-25 11:56:51,846 - pyskl - INFO - Epoch [81][2600/3940] lr: 1.102e-02, eta: 1 day, 10:44:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9688, loss_cls: 3.1692, loss: 3.1692 +2025-06-25 11:57:37,351 - pyskl - INFO - Epoch [81][2700/3940] lr: 1.102e-02, eta: 1 day, 10:43:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 3.0124, loss: 3.0124 +2025-06-25 11:58:22,865 - pyskl - INFO - Epoch [81][2800/3940] lr: 1.101e-02, eta: 1 day, 10:42:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9750, loss_cls: 3.0944, loss: 3.0944 +2025-06-25 11:59:08,349 - pyskl - INFO - Epoch [81][2900/3940] lr: 1.100e-02, eta: 1 day, 10:41:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.1617, loss: 3.1617 +2025-06-25 11:59:53,804 - pyskl - INFO - Epoch [81][3000/3940] lr: 1.100e-02, eta: 1 day, 10:41:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 3.0843, loss: 3.0843 +2025-06-25 12:00:39,141 - pyskl - INFO - Epoch [81][3100/3940] lr: 1.099e-02, eta: 1 day, 10:40:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9750, loss_cls: 3.1922, loss: 3.1922 +2025-06-25 12:01:24,588 - pyskl - INFO - Epoch [81][3200/3940] lr: 1.098e-02, eta: 1 day, 10:39:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9688, loss_cls: 3.1878, loss: 3.1878 +2025-06-25 12:02:09,938 - pyskl - INFO - Epoch [81][3300/3940] lr: 1.098e-02, eta: 1 day, 10:38:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 3.0777, loss: 3.0777 +2025-06-25 12:02:55,374 - pyskl - INFO - Epoch [81][3400/3940] lr: 1.097e-02, eta: 1 day, 10:37:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9712, loss_cls: 3.1691, loss: 3.1691 +2025-06-25 12:03:40,759 - pyskl - INFO - Epoch [81][3500/3940] lr: 1.096e-02, eta: 1 day, 10:37:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9719, loss_cls: 3.1466, loss: 3.1466 +2025-06-25 12:04:26,307 - pyskl - INFO - Epoch [81][3600/3940] lr: 1.096e-02, eta: 1 day, 10:36:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9700, loss_cls: 3.1629, loss: 3.1629 +2025-06-25 12:05:11,671 - pyskl - INFO - Epoch [81][3700/3940] lr: 1.095e-02, eta: 1 day, 10:35:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9681, loss_cls: 3.1517, loss: 3.1517 +2025-06-25 12:05:57,000 - pyskl - INFO - Epoch [81][3800/3940] lr: 1.094e-02, eta: 1 day, 10:34:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 3.1879, loss: 3.1879 +2025-06-25 12:06:42,339 - pyskl - INFO - Epoch [81][3900/3940] lr: 1.094e-02, eta: 1 day, 10:34:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.2211, loss: 3.2211 +2025-06-25 12:07:00,836 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-06-25 12:10:34,855 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 12:10:35,332 - pyskl - INFO - +top1_acc 0.7597 +top5_acc 0.9464 +2025-06-25 12:10:35,354 - pyskl - INFO - Epoch(val) [81][3183] top1_acc: 0.7597, top5_acc: 0.9464 +2025-06-25 12:11:45,628 - pyskl - INFO - Epoch [82][100/3940] lr: 1.093e-02, eta: 1 day, 10:33:06, time: 0.703, data_time: 0.248, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 3.1016, loss: 3.1016 +2025-06-25 12:12:31,020 - pyskl - INFO - Epoch [82][200/3940] lr: 1.092e-02, eta: 1 day, 10:32:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 2.9400, loss: 2.9400 +2025-06-25 12:13:16,397 - pyskl - INFO - Epoch [82][300/3940] lr: 1.091e-02, eta: 1 day, 10:31:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 3.0583, loss: 3.0583 +2025-06-25 12:14:01,788 - pyskl - INFO - Epoch [82][400/3940] lr: 1.091e-02, eta: 1 day, 10:30:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 3.0123, loss: 3.0123 +2025-06-25 12:14:47,220 - pyskl - INFO - Epoch [82][500/3940] lr: 1.090e-02, eta: 1 day, 10:30:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 3.1521, loss: 3.1521 +2025-06-25 12:15:32,635 - pyskl - INFO - Epoch [82][600/3940] lr: 1.089e-02, eta: 1 day, 10:29:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9769, loss_cls: 2.9844, loss: 2.9844 +2025-06-25 12:16:18,084 - pyskl - INFO - Epoch [82][700/3940] lr: 1.089e-02, eta: 1 day, 10:28:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9725, loss_cls: 3.1917, loss: 3.1917 +2025-06-25 12:17:03,697 - pyskl - INFO - Epoch [82][800/3940] lr: 1.088e-02, eta: 1 day, 10:27:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9725, loss_cls: 3.0554, loss: 3.0554 +2025-06-25 12:17:49,013 - pyskl - INFO - Epoch [82][900/3940] lr: 1.087e-02, eta: 1 day, 10:26:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9700, loss_cls: 3.1688, loss: 3.1688 +2025-06-25 12:18:34,490 - pyskl - INFO - Epoch [82][1000/3940] lr: 1.087e-02, eta: 1 day, 10:26:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9762, loss_cls: 3.1298, loss: 3.1298 +2025-06-25 12:19:19,938 - pyskl - INFO - Epoch [82][1100/3940] lr: 1.086e-02, eta: 1 day, 10:25:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9762, loss_cls: 3.0952, loss: 3.0952 +2025-06-25 12:20:05,448 - pyskl - INFO - Epoch [82][1200/3940] lr: 1.085e-02, eta: 1 day, 10:24:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9769, loss_cls: 3.0491, loss: 3.0491 +2025-06-25 12:20:50,843 - pyskl - INFO - Epoch [82][1300/3940] lr: 1.085e-02, eta: 1 day, 10:23:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 3.0252, loss: 3.0252 +2025-06-25 12:21:36,286 - pyskl - INFO - Epoch [82][1400/3940] lr: 1.084e-02, eta: 1 day, 10:23:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9762, loss_cls: 3.0512, loss: 3.0512 +2025-06-25 12:22:21,594 - pyskl - INFO - Epoch [82][1500/3940] lr: 1.083e-02, eta: 1 day, 10:22:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9781, loss_cls: 2.9862, loss: 2.9862 +2025-06-25 12:23:07,104 - pyskl - INFO - Epoch [82][1600/3940] lr: 1.083e-02, eta: 1 day, 10:21:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 3.0819, loss: 3.0819 +2025-06-25 12:23:52,558 - pyskl - INFO - Epoch [82][1700/3940] lr: 1.082e-02, eta: 1 day, 10:20:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 3.0691, loss: 3.0691 +2025-06-25 12:24:38,186 - pyskl - INFO - Epoch [82][1800/3940] lr: 1.081e-02, eta: 1 day, 10:20:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9775, loss_cls: 3.0385, loss: 3.0385 +2025-06-25 12:25:23,821 - pyskl - INFO - Epoch [82][1900/3940] lr: 1.081e-02, eta: 1 day, 10:19:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 3.0372, loss: 3.0372 +2025-06-25 12:26:09,376 - pyskl - INFO - Epoch [82][2000/3940] lr: 1.080e-02, eta: 1 day, 10:18:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9750, loss_cls: 3.0189, loss: 3.0189 +2025-06-25 12:26:54,882 - pyskl - INFO - Epoch [82][2100/3940] lr: 1.080e-02, eta: 1 day, 10:17:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9744, loss_cls: 3.1635, loss: 3.1635 +2025-06-25 12:27:40,368 - pyskl - INFO - Epoch [82][2200/3940] lr: 1.079e-02, eta: 1 day, 10:17:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9738, loss_cls: 3.1039, loss: 3.1039 +2025-06-25 12:28:25,925 - pyskl - INFO - Epoch [82][2300/3940] lr: 1.078e-02, eta: 1 day, 10:16:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9762, loss_cls: 3.1167, loss: 3.1167 +2025-06-25 12:29:11,334 - pyskl - INFO - Epoch [82][2400/3940] lr: 1.078e-02, eta: 1 day, 10:15:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9706, loss_cls: 3.0618, loss: 3.0618 +2025-06-25 12:29:56,661 - pyskl - INFO - Epoch [82][2500/3940] lr: 1.077e-02, eta: 1 day, 10:14:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 3.1925, loss: 3.1925 +2025-06-25 12:30:41,978 - pyskl - INFO - Epoch [82][2600/3940] lr: 1.076e-02, eta: 1 day, 10:13:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9656, loss_cls: 3.2468, loss: 3.2468 +2025-06-25 12:31:27,341 - pyskl - INFO - Epoch [82][2700/3940] lr: 1.076e-02, eta: 1 day, 10:13:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 3.1935, loss: 3.1935 +2025-06-25 12:32:12,751 - pyskl - INFO - Epoch [82][2800/3940] lr: 1.075e-02, eta: 1 day, 10:12:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.1783, loss: 3.1783 +2025-06-25 12:32:58,140 - pyskl - INFO - Epoch [82][2900/3940] lr: 1.074e-02, eta: 1 day, 10:11:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9700, loss_cls: 3.1484, loss: 3.1484 +2025-06-25 12:33:43,537 - pyskl - INFO - Epoch [82][3000/3940] lr: 1.074e-02, eta: 1 day, 10:10:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 3.2004, loss: 3.2004 +2025-06-25 12:34:28,870 - pyskl - INFO - Epoch [82][3100/3940] lr: 1.073e-02, eta: 1 day, 10:10:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 3.0625, loss: 3.0625 +2025-06-25 12:35:14,241 - pyskl - INFO - Epoch [82][3200/3940] lr: 1.072e-02, eta: 1 day, 10:09:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 3.0467, loss: 3.0467 +2025-06-25 12:35:59,594 - pyskl - INFO - Epoch [82][3300/3940] lr: 1.072e-02, eta: 1 day, 10:08:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9744, loss_cls: 3.1865, loss: 3.1865 +2025-06-25 12:36:44,919 - pyskl - INFO - Epoch [82][3400/3940] lr: 1.071e-02, eta: 1 day, 10:07:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 3.1365, loss: 3.1365 +2025-06-25 12:37:30,209 - pyskl - INFO - Epoch [82][3500/3940] lr: 1.070e-02, eta: 1 day, 10:07:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9700, loss_cls: 3.2835, loss: 3.2835 +2025-06-25 12:38:15,514 - pyskl - INFO - Epoch [82][3600/3940] lr: 1.070e-02, eta: 1 day, 10:06:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 3.1208, loss: 3.1208 +2025-06-25 12:39:00,852 - pyskl - INFO - Epoch [82][3700/3940] lr: 1.069e-02, eta: 1 day, 10:05:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9756, loss_cls: 3.0897, loss: 3.0897 +2025-06-25 12:39:46,259 - pyskl - INFO - Epoch [82][3800/3940] lr: 1.068e-02, eta: 1 day, 10:04:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9725, loss_cls: 3.0937, loss: 3.0937 +2025-06-25 12:40:31,678 - pyskl - INFO - Epoch [82][3900/3940] lr: 1.068e-02, eta: 1 day, 10:03:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 3.2061, loss: 3.2061 +2025-06-25 12:40:50,186 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-06-25 12:44:28,048 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 12:44:28,524 - pyskl - INFO - +top1_acc 0.7937 +top5_acc 0.9610 +2025-06-25 12:44:28,545 - pyskl - INFO - Epoch(val) [82][3183] top1_acc: 0.7937, top5_acc: 0.9610 +2025-06-25 12:45:38,919 - pyskl - INFO - Epoch [83][100/3940] lr: 1.067e-02, eta: 1 day, 10:02:57, time: 0.704, data_time: 0.248, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9725, loss_cls: 3.0246, loss: 3.0246 +2025-06-25 12:46:24,625 - pyskl - INFO - Epoch [83][200/3940] lr: 1.066e-02, eta: 1 day, 10:02:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9744, loss_cls: 2.9973, loss: 2.9973 +2025-06-25 12:47:10,302 - pyskl - INFO - Epoch [83][300/3940] lr: 1.065e-02, eta: 1 day, 10:01:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.9764, loss: 2.9764 +2025-06-25 12:47:55,897 - pyskl - INFO - Epoch [83][400/3940] lr: 1.065e-02, eta: 1 day, 10:00:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.9835, loss: 2.9835 +2025-06-25 12:48:41,657 - pyskl - INFO - Epoch [83][500/3940] lr: 1.064e-02, eta: 1 day, 9:59:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9781, loss_cls: 2.9363, loss: 2.9363 +2025-06-25 12:49:27,391 - pyskl - INFO - Epoch [83][600/3940] lr: 1.063e-02, eta: 1 day, 9:59:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 3.1936, loss: 3.1936 +2025-06-25 12:50:13,045 - pyskl - INFO - Epoch [83][700/3940] lr: 1.063e-02, eta: 1 day, 9:58:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9756, loss_cls: 3.1388, loss: 3.1388 +2025-06-25 12:50:58,777 - pyskl - INFO - Epoch [83][800/3940] lr: 1.062e-02, eta: 1 day, 9:57:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 3.0044, loss: 3.0044 +2025-06-25 12:51:44,448 - pyskl - INFO - Epoch [83][900/3940] lr: 1.061e-02, eta: 1 day, 9:56:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 3.0399, loss: 3.0399 +2025-06-25 12:52:30,082 - pyskl - INFO - Epoch [83][1000/3940] lr: 1.061e-02, eta: 1 day, 9:56:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 3.0103, loss: 3.0103 +2025-06-25 12:53:15,758 - pyskl - INFO - Epoch [83][1100/3940] lr: 1.060e-02, eta: 1 day, 9:55:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9762, loss_cls: 3.0759, loss: 3.0759 +2025-06-25 12:54:01,524 - pyskl - INFO - Epoch [83][1200/3940] lr: 1.060e-02, eta: 1 day, 9:54:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 3.1412, loss: 3.1412 +2025-06-25 12:54:47,194 - pyskl - INFO - Epoch [83][1300/3940] lr: 1.059e-02, eta: 1 day, 9:53:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9762, loss_cls: 2.9909, loss: 2.9909 +2025-06-25 12:55:32,890 - pyskl - INFO - Epoch [83][1400/3940] lr: 1.058e-02, eta: 1 day, 9:53:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9781, loss_cls: 3.1192, loss: 3.1192 +2025-06-25 12:56:18,582 - pyskl - INFO - Epoch [83][1500/3940] lr: 1.058e-02, eta: 1 day, 9:52:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 3.2011, loss: 3.2011 +2025-06-25 12:57:04,315 - pyskl - INFO - Epoch [83][1600/3940] lr: 1.057e-02, eta: 1 day, 9:51:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 3.0990, loss: 3.0990 +2025-06-25 12:57:50,012 - pyskl - INFO - Epoch [83][1700/3940] lr: 1.056e-02, eta: 1 day, 9:50:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 3.0160, loss: 3.0160 +2025-06-25 12:58:35,695 - pyskl - INFO - Epoch [83][1800/3940] lr: 1.056e-02, eta: 1 day, 9:49:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 2.9638, loss: 2.9638 +2025-06-25 12:59:21,239 - pyskl - INFO - Epoch [83][1900/3940] lr: 1.055e-02, eta: 1 day, 9:49:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 3.0031, loss: 3.0031 +2025-06-25 13:00:06,711 - pyskl - INFO - Epoch [83][2000/3940] lr: 1.054e-02, eta: 1 day, 9:48:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9756, loss_cls: 3.0346, loss: 3.0346 +2025-06-25 13:00:52,337 - pyskl - INFO - Epoch [83][2100/3940] lr: 1.054e-02, eta: 1 day, 9:47:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 3.0031, loss: 3.0031 +2025-06-25 13:01:37,795 - pyskl - INFO - Epoch [83][2200/3940] lr: 1.053e-02, eta: 1 day, 9:46:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 3.0961, loss: 3.0961 +2025-06-25 13:02:23,091 - pyskl - INFO - Epoch [83][2300/3940] lr: 1.052e-02, eta: 1 day, 9:46:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.1795, loss: 3.1795 +2025-06-25 13:03:08,698 - pyskl - INFO - Epoch [83][2400/3940] lr: 1.052e-02, eta: 1 day, 9:45:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9762, loss_cls: 3.1129, loss: 3.1129 +2025-06-25 13:03:54,382 - pyskl - INFO - Epoch [83][2500/3940] lr: 1.051e-02, eta: 1 day, 9:44:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 3.0856, loss: 3.0856 +2025-06-25 13:04:39,938 - pyskl - INFO - Epoch [83][2600/3940] lr: 1.050e-02, eta: 1 day, 9:43:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9712, loss_cls: 3.1837, loss: 3.1837 +2025-06-25 13:05:25,454 - pyskl - INFO - Epoch [83][2700/3940] lr: 1.050e-02, eta: 1 day, 9:43:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 3.0756, loss: 3.0756 +2025-06-25 13:06:10,997 - pyskl - INFO - Epoch [83][2800/3940] lr: 1.049e-02, eta: 1 day, 9:42:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 3.0914, loss: 3.0914 +2025-06-25 13:06:56,576 - pyskl - INFO - Epoch [83][2900/3940] lr: 1.048e-02, eta: 1 day, 9:41:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9744, loss_cls: 3.0370, loss: 3.0370 +2025-06-25 13:07:42,148 - pyskl - INFO - Epoch [83][3000/3940] lr: 1.048e-02, eta: 1 day, 9:40:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9669, loss_cls: 3.2193, loss: 3.2193 +2025-06-25 13:08:27,843 - pyskl - INFO - Epoch [83][3100/3940] lr: 1.047e-02, eta: 1 day, 9:40:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9700, loss_cls: 3.1599, loss: 3.1599 +2025-06-25 13:09:13,512 - pyskl - INFO - Epoch [83][3200/3940] lr: 1.046e-02, eta: 1 day, 9:39:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9663, loss_cls: 3.1874, loss: 3.1874 +2025-06-25 13:09:59,125 - pyskl - INFO - Epoch [83][3300/3940] lr: 1.046e-02, eta: 1 day, 9:38:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9744, loss_cls: 3.0654, loss: 3.0654 +2025-06-25 13:10:44,825 - pyskl - INFO - Epoch [83][3400/3940] lr: 1.045e-02, eta: 1 day, 9:37:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9688, loss_cls: 3.2460, loss: 3.2460 +2025-06-25 13:11:30,578 - pyskl - INFO - Epoch [83][3500/3940] lr: 1.044e-02, eta: 1 day, 9:36:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 3.1289, loss: 3.1289 +2025-06-25 13:12:16,286 - pyskl - INFO - Epoch [83][3600/3940] lr: 1.044e-02, eta: 1 day, 9:36:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 3.1704, loss: 3.1704 +2025-06-25 13:13:01,981 - pyskl - INFO - Epoch [83][3700/3940] lr: 1.043e-02, eta: 1 day, 9:35:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9681, loss_cls: 3.3344, loss: 3.3344 +2025-06-25 13:13:47,510 - pyskl - INFO - Epoch [83][3800/3940] lr: 1.042e-02, eta: 1 day, 9:34:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9706, loss_cls: 3.1448, loss: 3.1448 +2025-06-25 13:14:33,089 - pyskl - INFO - Epoch [83][3900/3940] lr: 1.042e-02, eta: 1 day, 9:33:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 3.1267, loss: 3.1267 +2025-06-25 13:14:51,608 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-06-25 13:18:25,027 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 13:18:25,513 - pyskl - INFO - +top1_acc 0.7850 +top5_acc 0.9551 +2025-06-25 13:18:25,531 - pyskl - INFO - Epoch(val) [83][3183] top1_acc: 0.7850, top5_acc: 0.9551 +2025-06-25 13:19:35,812 - pyskl - INFO - Epoch [84][100/3940] lr: 1.041e-02, eta: 1 day, 9:32:55, time: 0.703, data_time: 0.245, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 3.1123, loss: 3.1123 +2025-06-25 13:20:21,365 - pyskl - INFO - Epoch [84][200/3940] lr: 1.040e-02, eta: 1 day, 9:32:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 2.9245, loss: 2.9245 +2025-06-25 13:21:06,770 - pyskl - INFO - Epoch [84][300/3940] lr: 1.040e-02, eta: 1 day, 9:31:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9781, loss_cls: 3.0393, loss: 3.0393 +2025-06-25 13:21:52,452 - pyskl - INFO - Epoch [84][400/3940] lr: 1.039e-02, eta: 1 day, 9:30:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9731, loss_cls: 3.0606, loss: 3.0606 +2025-06-25 13:22:38,251 - pyskl - INFO - Epoch [84][500/3940] lr: 1.038e-02, eta: 1 day, 9:29:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9762, loss_cls: 2.9788, loss: 2.9788 +2025-06-25 13:23:24,010 - pyskl - INFO - Epoch [84][600/3940] lr: 1.038e-02, eta: 1 day, 9:29:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 3.0658, loss: 3.0658 +2025-06-25 13:24:09,838 - pyskl - INFO - Epoch [84][700/3940] lr: 1.037e-02, eta: 1 day, 9:28:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9744, loss_cls: 3.0801, loss: 3.0801 +2025-06-25 13:24:55,419 - pyskl - INFO - Epoch [84][800/3940] lr: 1.036e-02, eta: 1 day, 9:27:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9794, loss_cls: 2.9942, loss: 2.9942 +2025-06-25 13:25:41,085 - pyskl - INFO - Epoch [84][900/3940] lr: 1.036e-02, eta: 1 day, 9:26:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9731, loss_cls: 3.1005, loss: 3.1005 +2025-06-25 13:26:26,712 - pyskl - INFO - Epoch [84][1000/3940] lr: 1.035e-02, eta: 1 day, 9:26:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9731, loss_cls: 3.0981, loss: 3.0981 +2025-06-25 13:27:12,397 - pyskl - INFO - Epoch [84][1100/3940] lr: 1.034e-02, eta: 1 day, 9:25:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 3.0385, loss: 3.0385 +2025-06-25 13:27:58,161 - pyskl - INFO - Epoch [84][1200/3940] lr: 1.034e-02, eta: 1 day, 9:24:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9794, loss_cls: 2.9820, loss: 2.9820 +2025-06-25 13:28:43,838 - pyskl - INFO - Epoch [84][1300/3940] lr: 1.033e-02, eta: 1 day, 9:23:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 3.0001, loss: 3.0001 +2025-06-25 13:29:29,637 - pyskl - INFO - Epoch [84][1400/3940] lr: 1.032e-02, eta: 1 day, 9:22:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.0777, loss: 3.0777 +2025-06-25 13:30:15,195 - pyskl - INFO - Epoch [84][1500/3940] lr: 1.032e-02, eta: 1 day, 9:22:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.9504, loss: 2.9504 +2025-06-25 13:31:00,891 - pyskl - INFO - Epoch [84][1600/3940] lr: 1.031e-02, eta: 1 day, 9:21:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 2.9968, loss: 2.9968 +2025-06-25 13:31:46,537 - pyskl - INFO - Epoch [84][1700/3940] lr: 1.030e-02, eta: 1 day, 9:20:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 3.0776, loss: 3.0776 +2025-06-25 13:32:32,105 - pyskl - INFO - Epoch [84][1800/3940] lr: 1.030e-02, eta: 1 day, 9:19:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 3.0922, loss: 3.0922 +2025-06-25 13:33:17,646 - pyskl - INFO - Epoch [84][1900/3940] lr: 1.029e-02, eta: 1 day, 9:19:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9750, loss_cls: 3.0420, loss: 3.0420 +2025-06-25 13:34:03,148 - pyskl - INFO - Epoch [84][2000/3940] lr: 1.028e-02, eta: 1 day, 9:18:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 3.0579, loss: 3.0579 +2025-06-25 13:34:48,684 - pyskl - INFO - Epoch [84][2100/3940] lr: 1.028e-02, eta: 1 day, 9:17:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9719, loss_cls: 3.1858, loss: 3.1858 +2025-06-25 13:35:34,028 - pyskl - INFO - Epoch [84][2200/3940] lr: 1.027e-02, eta: 1 day, 9:16:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.9931, loss: 2.9931 +2025-06-25 13:36:19,675 - pyskl - INFO - Epoch [84][2300/3940] lr: 1.026e-02, eta: 1 day, 9:16:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9719, loss_cls: 3.0619, loss: 3.0619 +2025-06-25 13:37:05,320 - pyskl - INFO - Epoch [84][2400/3940] lr: 1.026e-02, eta: 1 day, 9:15:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.1994, loss: 3.1994 +2025-06-25 13:37:50,799 - pyskl - INFO - Epoch [84][2500/3940] lr: 1.025e-02, eta: 1 day, 9:14:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.1819, loss: 3.1819 +2025-06-25 13:38:36,243 - pyskl - INFO - Epoch [84][2600/3940] lr: 1.025e-02, eta: 1 day, 9:13:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 3.0693, loss: 3.0693 +2025-06-25 13:39:21,664 - pyskl - INFO - Epoch [84][2700/3940] lr: 1.024e-02, eta: 1 day, 9:13:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9725, loss_cls: 3.2213, loss: 3.2213 +2025-06-25 13:40:07,172 - pyskl - INFO - Epoch [84][2800/3940] lr: 1.023e-02, eta: 1 day, 9:12:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9675, loss_cls: 3.2030, loss: 3.2030 +2025-06-25 13:40:52,624 - pyskl - INFO - Epoch [84][2900/3940] lr: 1.023e-02, eta: 1 day, 9:11:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 3.1170, loss: 3.1170 +2025-06-25 13:41:38,136 - pyskl - INFO - Epoch [84][3000/3940] lr: 1.022e-02, eta: 1 day, 9:10:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9744, loss_cls: 3.0191, loss: 3.0191 +2025-06-25 13:42:23,799 - pyskl - INFO - Epoch [84][3100/3940] lr: 1.021e-02, eta: 1 day, 9:09:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 3.0715, loss: 3.0715 +2025-06-25 13:43:09,406 - pyskl - INFO - Epoch [84][3200/3940] lr: 1.021e-02, eta: 1 day, 9:09:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 3.1489, loss: 3.1489 +2025-06-25 13:43:54,986 - pyskl - INFO - Epoch [84][3300/3940] lr: 1.020e-02, eta: 1 day, 9:08:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 3.0596, loss: 3.0596 +2025-06-25 13:44:40,498 - pyskl - INFO - Epoch [84][3400/3940] lr: 1.019e-02, eta: 1 day, 9:07:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 2.9944, loss: 2.9944 +2025-06-25 13:45:25,926 - pyskl - INFO - Epoch [84][3500/3940] lr: 1.019e-02, eta: 1 day, 9:06:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.9829, loss: 2.9829 +2025-06-25 13:46:11,446 - pyskl - INFO - Epoch [84][3600/3940] lr: 1.018e-02, eta: 1 day, 9:06:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.1473, loss: 3.1473 +2025-06-25 13:46:57,001 - pyskl - INFO - Epoch [84][3700/3940] lr: 1.017e-02, eta: 1 day, 9:05:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 3.0287, loss: 3.0287 +2025-06-25 13:47:42,536 - pyskl - INFO - Epoch [84][3800/3940] lr: 1.017e-02, eta: 1 day, 9:04:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 3.0942, loss: 3.0942 +2025-06-25 13:48:28,062 - pyskl - INFO - Epoch [84][3900/3940] lr: 1.016e-02, eta: 1 day, 9:03:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 2.9895, loss: 2.9895 +2025-06-25 13:48:46,603 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-06-25 13:52:21,389 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 13:52:21,880 - pyskl - INFO - +top1_acc 0.8049 +top5_acc 0.9646 +2025-06-25 13:52:21,900 - pyskl - INFO - Epoch(val) [84][3183] top1_acc: 0.8049, top5_acc: 0.9646 +2025-06-25 13:53:32,590 - pyskl - INFO - Epoch [85][100/3940] lr: 1.015e-02, eta: 1 day, 9:02:51, time: 0.707, data_time: 0.249, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9750, loss_cls: 3.0890, loss: 3.0890 +2025-06-25 13:54:18,281 - pyskl - INFO - Epoch [85][200/3940] lr: 1.014e-02, eta: 1 day, 9:02:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9769, loss_cls: 2.9989, loss: 2.9989 +2025-06-25 13:55:03,894 - pyskl - INFO - Epoch [85][300/3940] lr: 1.014e-02, eta: 1 day, 9:01:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9788, loss_cls: 3.0772, loss: 3.0772 +2025-06-25 13:55:49,480 - pyskl - INFO - Epoch [85][400/3940] lr: 1.013e-02, eta: 1 day, 9:00:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9775, loss_cls: 3.0152, loss: 3.0152 +2025-06-25 13:56:35,018 - pyskl - INFO - Epoch [85][500/3940] lr: 1.013e-02, eta: 1 day, 8:59:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 2.9828, loss: 2.9828 +2025-06-25 13:57:20,570 - pyskl - INFO - Epoch [85][600/3940] lr: 1.012e-02, eta: 1 day, 8:59:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 3.0783, loss: 3.0783 +2025-06-25 13:58:06,209 - pyskl - INFO - Epoch [85][700/3940] lr: 1.011e-02, eta: 1 day, 8:58:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9694, loss_cls: 3.0927, loss: 3.0927 +2025-06-25 13:58:51,758 - pyskl - INFO - Epoch [85][800/3940] lr: 1.011e-02, eta: 1 day, 8:57:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.9552, loss: 2.9552 +2025-06-25 13:59:37,341 - pyskl - INFO - Epoch [85][900/3940] lr: 1.010e-02, eta: 1 day, 8:56:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9756, loss_cls: 3.0806, loss: 3.0806 +2025-06-25 14:00:22,865 - pyskl - INFO - Epoch [85][1000/3940] lr: 1.009e-02, eta: 1 day, 8:55:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 3.0336, loss: 3.0336 +2025-06-25 14:01:08,457 - pyskl - INFO - Epoch [85][1100/3940] lr: 1.009e-02, eta: 1 day, 8:55:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9788, loss_cls: 3.0341, loss: 3.0341 +2025-06-25 14:01:54,125 - pyskl - INFO - Epoch [85][1200/3940] lr: 1.008e-02, eta: 1 day, 8:54:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 3.1438, loss: 3.1438 +2025-06-25 14:02:39,769 - pyskl - INFO - Epoch [85][1300/3940] lr: 1.007e-02, eta: 1 day, 8:53:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9744, loss_cls: 3.0969, loss: 3.0969 +2025-06-25 14:03:25,482 - pyskl - INFO - Epoch [85][1400/3940] lr: 1.007e-02, eta: 1 day, 8:52:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9794, loss_cls: 3.0577, loss: 3.0577 +2025-06-25 14:04:11,187 - pyskl - INFO - Epoch [85][1500/3940] lr: 1.006e-02, eta: 1 day, 8:52:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9788, loss_cls: 2.9239, loss: 2.9239 +2025-06-25 14:04:56,738 - pyskl - INFO - Epoch [85][1600/3940] lr: 1.005e-02, eta: 1 day, 8:51:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 3.0044, loss: 3.0044 +2025-06-25 14:05:42,411 - pyskl - INFO - Epoch [85][1700/3940] lr: 1.005e-02, eta: 1 day, 8:50:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9781, loss_cls: 2.9239, loss: 2.9239 +2025-06-25 14:06:28,025 - pyskl - INFO - Epoch [85][1800/3940] lr: 1.004e-02, eta: 1 day, 8:49:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 3.0594, loss: 3.0594 +2025-06-25 14:07:13,607 - pyskl - INFO - Epoch [85][1900/3940] lr: 1.003e-02, eta: 1 day, 8:49:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9706, loss_cls: 3.1261, loss: 3.1261 +2025-06-25 14:07:59,204 - pyskl - INFO - Epoch [85][2000/3940] lr: 1.003e-02, eta: 1 day, 8:48:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 2.9860, loss: 2.9860 +2025-06-25 14:08:44,883 - pyskl - INFO - Epoch [85][2100/3940] lr: 1.002e-02, eta: 1 day, 8:47:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 3.0544, loss: 3.0544 +2025-06-25 14:09:30,582 - pyskl - INFO - Epoch [85][2200/3940] lr: 1.001e-02, eta: 1 day, 8:46:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9719, loss_cls: 3.0504, loss: 3.0504 +2025-06-25 14:10:16,234 - pyskl - INFO - Epoch [85][2300/3940] lr: 1.001e-02, eta: 1 day, 8:46:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9775, loss_cls: 3.0861, loss: 3.0861 +2025-06-25 14:11:01,927 - pyskl - INFO - Epoch [85][2400/3940] lr: 1.000e-02, eta: 1 day, 8:45:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 3.0082, loss: 3.0082 +2025-06-25 14:11:47,573 - pyskl - INFO - Epoch [85][2500/3940] lr: 9.995e-03, eta: 1 day, 8:44:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 3.0813, loss: 3.0813 +2025-06-25 14:12:33,283 - pyskl - INFO - Epoch [85][2600/3940] lr: 9.988e-03, eta: 1 day, 8:43:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9756, loss_cls: 3.0007, loss: 3.0007 +2025-06-25 14:13:18,910 - pyskl - INFO - Epoch [85][2700/3940] lr: 9.982e-03, eta: 1 day, 8:42:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 3.0091, loss: 3.0091 +2025-06-25 14:14:04,489 - pyskl - INFO - Epoch [85][2800/3940] lr: 9.975e-03, eta: 1 day, 8:42:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9738, loss_cls: 3.1053, loss: 3.1053 +2025-06-25 14:14:50,129 - pyskl - INFO - Epoch [85][2900/3940] lr: 9.969e-03, eta: 1 day, 8:41:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.9176, loss: 2.9176 +2025-06-25 14:15:35,724 - pyskl - INFO - Epoch [85][3000/3940] lr: 9.962e-03, eta: 1 day, 8:40:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9756, loss_cls: 3.0109, loss: 3.0109 +2025-06-25 14:16:21,198 - pyskl - INFO - Epoch [85][3100/3940] lr: 9.956e-03, eta: 1 day, 8:39:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 2.9302, loss: 2.9302 +2025-06-25 14:17:06,779 - pyskl - INFO - Epoch [85][3200/3940] lr: 9.949e-03, eta: 1 day, 8:39:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 3.0427, loss: 3.0427 +2025-06-25 14:17:52,213 - pyskl - INFO - Epoch [85][3300/3940] lr: 9.943e-03, eta: 1 day, 8:38:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 3.0570, loss: 3.0570 +2025-06-25 14:18:37,701 - pyskl - INFO - Epoch [85][3400/3940] lr: 9.936e-03, eta: 1 day, 8:37:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9669, loss_cls: 3.2333, loss: 3.2333 +2025-06-25 14:19:23,196 - pyskl - INFO - Epoch [85][3500/3940] lr: 9.930e-03, eta: 1 day, 8:36:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9712, loss_cls: 3.1315, loss: 3.1315 +2025-06-25 14:20:08,714 - pyskl - INFO - Epoch [85][3600/3940] lr: 9.923e-03, eta: 1 day, 8:36:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 3.1246, loss: 3.1246 +2025-06-25 14:20:54,230 - pyskl - INFO - Epoch [85][3700/3940] lr: 9.917e-03, eta: 1 day, 8:35:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 3.1536, loss: 3.1536 +2025-06-25 14:21:39,730 - pyskl - INFO - Epoch [85][3800/3940] lr: 9.910e-03, eta: 1 day, 8:34:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 2.9598, loss: 2.9598 +2025-06-25 14:22:25,233 - pyskl - INFO - Epoch [85][3900/3940] lr: 9.904e-03, eta: 1 day, 8:33:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9769, loss_cls: 3.0877, loss: 3.0877 +2025-06-25 14:22:43,848 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-06-25 14:41:04,020 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 14:41:04,718 - pyskl - INFO - +top1_acc 0.8103 +top5_acc 0.9697 +2025-06-25 14:41:04,774 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_77.pth was removed +2025-06-25 14:41:05,851 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_85.pth. +2025-06-25 14:41:05,853 - pyskl - INFO - Best top1_acc is 0.8103 at 85 epoch. +2025-06-25 14:41:05,873 - pyskl - INFO - Epoch(val) [85][3183] top1_acc: 0.8103, top5_acc: 0.9697 +2025-06-25 14:42:15,949 - pyskl - INFO - Epoch [86][100/3940] lr: 9.895e-03, eta: 1 day, 8:32:48, time: 0.701, data_time: 0.244, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 3.0252, loss: 3.0252 +2025-06-25 14:43:01,778 - pyskl - INFO - Epoch [86][200/3940] lr: 9.888e-03, eta: 1 day, 8:32:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9744, loss_cls: 3.0028, loss: 3.0028 +2025-06-25 14:43:47,192 - pyskl - INFO - Epoch [86][300/3940] lr: 9.882e-03, eta: 1 day, 8:31:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.9575, loss: 2.9575 +2025-06-25 14:44:32,692 - pyskl - INFO - Epoch [86][400/3940] lr: 9.875e-03, eta: 1 day, 8:30:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9831, loss_cls: 2.8434, loss: 2.8434 +2025-06-25 14:45:18,175 - pyskl - INFO - Epoch [86][500/3940] lr: 9.869e-03, eta: 1 day, 8:29:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9769, loss_cls: 3.1186, loss: 3.1186 +2025-06-25 14:46:03,777 - pyskl - INFO - Epoch [86][600/3940] lr: 9.862e-03, eta: 1 day, 8:28:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.9462, loss: 2.9462 +2025-06-25 14:46:49,323 - pyskl - INFO - Epoch [86][700/3940] lr: 9.856e-03, eta: 1 day, 8:28:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9762, loss_cls: 3.0677, loss: 3.0677 +2025-06-25 14:47:34,812 - pyskl - INFO - Epoch [86][800/3940] lr: 9.849e-03, eta: 1 day, 8:27:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 2.9752, loss: 2.9752 +2025-06-25 14:48:20,308 - pyskl - INFO - Epoch [86][900/3940] lr: 9.843e-03, eta: 1 day, 8:26:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9812, loss_cls: 2.9339, loss: 2.9339 +2025-06-25 14:49:05,790 - pyskl - INFO - Epoch [86][1000/3940] lr: 9.836e-03, eta: 1 day, 8:25:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9706, loss_cls: 2.9730, loss: 2.9730 +2025-06-25 14:49:51,378 - pyskl - INFO - Epoch [86][1100/3940] lr: 9.830e-03, eta: 1 day, 8:25:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9738, loss_cls: 3.0294, loss: 3.0294 +2025-06-25 14:50:36,915 - pyskl - INFO - Epoch [86][1200/3940] lr: 9.823e-03, eta: 1 day, 8:24:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 2.9833, loss: 2.9833 +2025-06-25 14:51:22,384 - pyskl - INFO - Epoch [86][1300/3940] lr: 9.817e-03, eta: 1 day, 8:23:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 2.9922, loss: 2.9922 +2025-06-25 14:52:07,949 - pyskl - INFO - Epoch [86][1400/3940] lr: 9.810e-03, eta: 1 day, 8:22:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 3.0490, loss: 3.0490 +2025-06-25 14:52:53,558 - pyskl - INFO - Epoch [86][1500/3940] lr: 9.804e-03, eta: 1 day, 8:22:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 3.0108, loss: 3.0108 +2025-06-25 14:53:39,213 - pyskl - INFO - Epoch [86][1600/3940] lr: 9.797e-03, eta: 1 day, 8:21:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 2.9605, loss: 2.9605 +2025-06-25 14:54:24,861 - pyskl - INFO - Epoch [86][1700/3940] lr: 9.791e-03, eta: 1 day, 8:20:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.9452, loss: 2.9452 +2025-06-25 14:55:10,470 - pyskl - INFO - Epoch [86][1800/3940] lr: 9.784e-03, eta: 1 day, 8:19:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 3.0908, loss: 3.0908 +2025-06-25 14:55:56,117 - pyskl - INFO - Epoch [86][1900/3940] lr: 9.778e-03, eta: 1 day, 8:19:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 3.1495, loss: 3.1495 +2025-06-25 14:56:41,688 - pyskl - INFO - Epoch [86][2000/3940] lr: 9.771e-03, eta: 1 day, 8:18:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 3.0289, loss: 3.0289 +2025-06-25 14:57:27,272 - pyskl - INFO - Epoch [86][2100/3940] lr: 9.765e-03, eta: 1 day, 8:17:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9744, loss_cls: 3.0638, loss: 3.0638 +2025-06-25 14:58:12,863 - pyskl - INFO - Epoch [86][2200/3940] lr: 9.758e-03, eta: 1 day, 8:16:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9794, loss_cls: 2.9932, loss: 2.9932 +2025-06-25 14:58:58,371 - pyskl - INFO - Epoch [86][2300/3940] lr: 9.752e-03, eta: 1 day, 8:15:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 2.9792, loss: 2.9792 +2025-06-25 14:59:43,918 - pyskl - INFO - Epoch [86][2400/3940] lr: 9.745e-03, eta: 1 day, 8:15:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9725, loss_cls: 2.9917, loss: 2.9917 +2025-06-25 15:00:29,471 - pyskl - INFO - Epoch [86][2500/3940] lr: 9.739e-03, eta: 1 day, 8:14:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 3.0586, loss: 3.0586 +2025-06-25 15:01:15,053 - pyskl - INFO - Epoch [86][2600/3940] lr: 9.732e-03, eta: 1 day, 8:13:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9738, loss_cls: 2.9195, loss: 2.9195 +2025-06-25 15:02:00,602 - pyskl - INFO - Epoch [86][2700/3940] lr: 9.726e-03, eta: 1 day, 8:12:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 3.0143, loss: 3.0143 +2025-06-25 15:02:46,161 - pyskl - INFO - Epoch [86][2800/3940] lr: 9.719e-03, eta: 1 day, 8:12:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9719, loss_cls: 3.1049, loss: 3.1049 +2025-06-25 15:03:31,765 - pyskl - INFO - Epoch [86][2900/3940] lr: 9.713e-03, eta: 1 day, 8:11:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 3.1270, loss: 3.1270 +2025-06-25 15:04:17,279 - pyskl - INFO - Epoch [86][3000/3940] lr: 9.707e-03, eta: 1 day, 8:10:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9762, loss_cls: 2.9947, loss: 2.9947 +2025-06-25 15:05:02,822 - pyskl - INFO - Epoch [86][3100/3940] lr: 9.700e-03, eta: 1 day, 8:09:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9750, loss_cls: 3.0971, loss: 3.0971 +2025-06-25 15:05:48,401 - pyskl - INFO - Epoch [86][3200/3940] lr: 9.694e-03, eta: 1 day, 8:09:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 3.0078, loss: 3.0078 +2025-06-25 15:06:33,994 - pyskl - INFO - Epoch [86][3300/3940] lr: 9.687e-03, eta: 1 day, 8:08:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 3.1241, loss: 3.1241 +2025-06-25 15:07:19,663 - pyskl - INFO - Epoch [86][3400/3940] lr: 9.681e-03, eta: 1 day, 8:07:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.1477, loss: 3.1477 +2025-06-25 15:08:05,416 - pyskl - INFO - Epoch [86][3500/3940] lr: 9.674e-03, eta: 1 day, 8:06:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9706, loss_cls: 3.0186, loss: 3.0186 +2025-06-25 15:08:50,974 - pyskl - INFO - Epoch [86][3600/3940] lr: 9.668e-03, eta: 1 day, 8:06:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9731, loss_cls: 3.0594, loss: 3.0594 +2025-06-25 15:09:36,529 - pyskl - INFO - Epoch [86][3700/3940] lr: 9.661e-03, eta: 1 day, 8:05:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 3.0465, loss: 3.0465 +2025-06-25 15:10:22,104 - pyskl - INFO - Epoch [86][3800/3940] lr: 9.655e-03, eta: 1 day, 8:04:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9750, loss_cls: 2.9675, loss: 2.9675 +2025-06-25 15:11:07,705 - pyskl - INFO - Epoch [86][3900/3940] lr: 9.648e-03, eta: 1 day, 8:03:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9762, loss_cls: 3.1266, loss: 3.1266 +2025-06-25 15:11:26,431 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-06-25 15:15:04,166 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 15:15:04,649 - pyskl - INFO - +top1_acc 0.8101 +top5_acc 0.9667 +2025-06-25 15:15:04,671 - pyskl - INFO - Epoch(val) [86][3183] top1_acc: 0.8101, top5_acc: 0.9667 +2025-06-25 15:16:14,979 - pyskl - INFO - Epoch [87][100/3940] lr: 9.639e-03, eta: 1 day, 8:02:43, time: 0.703, data_time: 0.247, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9756, loss_cls: 2.9053, loss: 2.9053 +2025-06-25 15:17:00,557 - pyskl - INFO - Epoch [87][200/3940] lr: 9.633e-03, eta: 1 day, 8:01:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.9934, loss: 2.9934 +2025-06-25 15:17:46,215 - pyskl - INFO - Epoch [87][300/3940] lr: 9.626e-03, eta: 1 day, 8:01:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9781, loss_cls: 2.8919, loss: 2.8919 +2025-06-25 15:18:31,845 - pyskl - INFO - Epoch [87][400/3940] lr: 9.620e-03, eta: 1 day, 8:00:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9819, loss_cls: 2.9486, loss: 2.9486 +2025-06-25 15:19:17,365 - pyskl - INFO - Epoch [87][500/3940] lr: 9.613e-03, eta: 1 day, 7:59:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 3.0445, loss: 3.0445 +2025-06-25 15:20:02,914 - pyskl - INFO - Epoch [87][600/3940] lr: 9.607e-03, eta: 1 day, 7:58:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9762, loss_cls: 2.9801, loss: 2.9801 +2025-06-25 15:20:48,500 - pyskl - INFO - Epoch [87][700/3940] lr: 9.600e-03, eta: 1 day, 7:58:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 3.0219, loss: 3.0219 +2025-06-25 15:21:33,990 - pyskl - INFO - Epoch [87][800/3940] lr: 9.594e-03, eta: 1 day, 7:57:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9762, loss_cls: 3.0847, loss: 3.0847 +2025-06-25 15:22:19,270 - pyskl - INFO - Epoch [87][900/3940] lr: 9.587e-03, eta: 1 day, 7:56:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.9859, loss: 2.9859 +2025-06-25 15:23:04,596 - pyskl - INFO - Epoch [87][1000/3940] lr: 9.581e-03, eta: 1 day, 7:55:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 3.0111, loss: 3.0111 +2025-06-25 15:23:50,002 - pyskl - INFO - Epoch [87][1100/3940] lr: 9.575e-03, eta: 1 day, 7:55:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9769, loss_cls: 3.0448, loss: 3.0448 +2025-06-25 15:24:35,443 - pyskl - INFO - Epoch [87][1200/3940] lr: 9.568e-03, eta: 1 day, 7:54:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9788, loss_cls: 2.8841, loss: 2.8841 +2025-06-25 15:25:21,029 - pyskl - INFO - Epoch [87][1300/3940] lr: 9.562e-03, eta: 1 day, 7:53:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.9094, loss: 2.9094 +2025-06-25 15:26:06,473 - pyskl - INFO - Epoch [87][1400/3940] lr: 9.555e-03, eta: 1 day, 7:52:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9781, loss_cls: 3.0073, loss: 3.0073 +2025-06-25 15:26:51,969 - pyskl - INFO - Epoch [87][1500/3940] lr: 9.549e-03, eta: 1 day, 7:52:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9769, loss_cls: 2.9567, loss: 2.9567 +2025-06-25 15:27:37,535 - pyskl - INFO - Epoch [87][1600/3940] lr: 9.542e-03, eta: 1 day, 7:51:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.9602, loss: 2.9602 +2025-06-25 15:28:23,026 - pyskl - INFO - Epoch [87][1700/3940] lr: 9.536e-03, eta: 1 day, 7:50:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 3.0595, loss: 3.0595 +2025-06-25 15:29:08,555 - pyskl - INFO - Epoch [87][1800/3940] lr: 9.529e-03, eta: 1 day, 7:49:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 3.1043, loss: 3.1043 +2025-06-25 15:29:54,081 - pyskl - INFO - Epoch [87][1900/3940] lr: 9.523e-03, eta: 1 day, 7:48:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9762, loss_cls: 3.0469, loss: 3.0469 +2025-06-25 15:30:39,641 - pyskl - INFO - Epoch [87][2000/3940] lr: 9.516e-03, eta: 1 day, 7:48:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9731, loss_cls: 3.0342, loss: 3.0342 +2025-06-25 15:31:25,170 - pyskl - INFO - Epoch [87][2100/3940] lr: 9.510e-03, eta: 1 day, 7:47:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9769, loss_cls: 2.9694, loss: 2.9694 +2025-06-25 15:32:10,705 - pyskl - INFO - Epoch [87][2200/3940] lr: 9.504e-03, eta: 1 day, 7:46:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9762, loss_cls: 3.0709, loss: 3.0709 +2025-06-25 15:32:56,365 - pyskl - INFO - Epoch [87][2300/3940] lr: 9.497e-03, eta: 1 day, 7:45:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 2.9618, loss: 2.9618 +2025-06-25 15:33:41,999 - pyskl - INFO - Epoch [87][2400/3940] lr: 9.491e-03, eta: 1 day, 7:45:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 3.0052, loss: 3.0052 +2025-06-25 15:34:27,557 - pyskl - INFO - Epoch [87][2500/3940] lr: 9.484e-03, eta: 1 day, 7:44:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9800, loss_cls: 2.8870, loss: 2.8870 +2025-06-25 15:35:13,083 - pyskl - INFO - Epoch [87][2600/3940] lr: 9.478e-03, eta: 1 day, 7:43:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9738, loss_cls: 3.0259, loss: 3.0259 +2025-06-25 15:35:58,629 - pyskl - INFO - Epoch [87][2700/3940] lr: 9.471e-03, eta: 1 day, 7:42:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 3.1034, loss: 3.1034 +2025-06-25 15:36:44,230 - pyskl - INFO - Epoch [87][2800/3940] lr: 9.465e-03, eta: 1 day, 7:42:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 3.0819, loss: 3.0819 +2025-06-25 15:37:30,033 - pyskl - INFO - Epoch [87][2900/3940] lr: 9.458e-03, eta: 1 day, 7:41:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 3.1087, loss: 3.1087 +2025-06-25 15:38:15,622 - pyskl - INFO - Epoch [87][3000/3940] lr: 9.452e-03, eta: 1 day, 7:40:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9769, loss_cls: 2.9372, loss: 2.9372 +2025-06-25 15:39:01,285 - pyskl - INFO - Epoch [87][3100/3940] lr: 9.446e-03, eta: 1 day, 7:39:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9725, loss_cls: 2.9951, loss: 2.9951 +2025-06-25 15:39:46,898 - pyskl - INFO - Epoch [87][3200/3940] lr: 9.439e-03, eta: 1 day, 7:38:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.9067, loss: 2.9067 +2025-06-25 15:40:32,677 - pyskl - INFO - Epoch [87][3300/3940] lr: 9.433e-03, eta: 1 day, 7:38:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9750, loss_cls: 3.0530, loss: 3.0530 +2025-06-25 15:41:18,287 - pyskl - INFO - Epoch [87][3400/3940] lr: 9.426e-03, eta: 1 day, 7:37:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9794, loss_cls: 2.8776, loss: 2.8776 +2025-06-25 15:42:03,780 - pyskl - INFO - Epoch [87][3500/3940] lr: 9.420e-03, eta: 1 day, 7:36:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 2.9550, loss: 2.9550 +2025-06-25 15:42:49,357 - pyskl - INFO - Epoch [87][3600/3940] lr: 9.413e-03, eta: 1 day, 7:35:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9744, loss_cls: 2.9825, loss: 2.9825 +2025-06-25 15:43:34,951 - pyskl - INFO - Epoch [87][3700/3940] lr: 9.407e-03, eta: 1 day, 7:35:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 3.0138, loss: 3.0138 +2025-06-25 15:44:20,573 - pyskl - INFO - Epoch [87][3800/3940] lr: 9.400e-03, eta: 1 day, 7:34:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9762, loss_cls: 3.1194, loss: 3.1194 +2025-06-25 15:45:06,231 - pyskl - INFO - Epoch [87][3900/3940] lr: 9.394e-03, eta: 1 day, 7:33:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 3.0285, loss: 3.0285 +2025-06-25 15:45:25,018 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-06-25 15:48:59,413 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 15:48:59,941 - pyskl - INFO - +top1_acc 0.8067 +top5_acc 0.9649 +2025-06-25 15:48:59,960 - pyskl - INFO - Epoch(val) [87][3183] top1_acc: 0.8067, top5_acc: 0.9649 +2025-06-25 15:50:10,743 - pyskl - INFO - Epoch [88][100/3940] lr: 9.385e-03, eta: 1 day, 7:32:39, time: 0.708, data_time: 0.252, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9762, loss_cls: 2.9687, loss: 2.9687 +2025-06-25 15:50:56,433 - pyskl - INFO - Epoch [88][200/3940] lr: 9.379e-03, eta: 1 day, 7:31:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9769, loss_cls: 3.0233, loss: 3.0233 +2025-06-25 15:51:41,907 - pyskl - INFO - Epoch [88][300/3940] lr: 9.372e-03, eta: 1 day, 7:31:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.8317, loss: 2.8317 +2025-06-25 15:52:27,224 - pyskl - INFO - Epoch [88][400/3940] lr: 9.366e-03, eta: 1 day, 7:30:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9775, loss_cls: 2.9737, loss: 2.9737 +2025-06-25 15:53:12,646 - pyskl - INFO - Epoch [88][500/3940] lr: 9.359e-03, eta: 1 day, 7:29:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9831, loss_cls: 2.8208, loss: 2.8208 +2025-06-25 15:53:58,067 - pyskl - INFO - Epoch [88][600/3940] lr: 9.353e-03, eta: 1 day, 7:28:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9788, loss_cls: 2.8583, loss: 2.8583 +2025-06-25 15:54:43,483 - pyskl - INFO - Epoch [88][700/3940] lr: 9.346e-03, eta: 1 day, 7:28:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.9838, loss: 2.9838 +2025-06-25 15:55:28,752 - pyskl - INFO - Epoch [88][800/3940] lr: 9.340e-03, eta: 1 day, 7:27:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 3.0236, loss: 3.0236 +2025-06-25 15:56:13,990 - pyskl - INFO - Epoch [88][900/3940] lr: 9.334e-03, eta: 1 day, 7:26:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 3.0074, loss: 3.0074 +2025-06-25 15:56:59,271 - pyskl - INFO - Epoch [88][1000/3940] lr: 9.327e-03, eta: 1 day, 7:25:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9731, loss_cls: 3.0148, loss: 3.0148 +2025-06-25 15:57:44,692 - pyskl - INFO - Epoch [88][1100/3940] lr: 9.321e-03, eta: 1 day, 7:24:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 3.0371, loss: 3.0371 +2025-06-25 15:58:30,084 - pyskl - INFO - Epoch [88][1200/3940] lr: 9.314e-03, eta: 1 day, 7:24:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9756, loss_cls: 2.9263, loss: 2.9263 +2025-06-25 15:59:15,471 - pyskl - INFO - Epoch [88][1300/3940] lr: 9.308e-03, eta: 1 day, 7:23:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 3.0091, loss: 3.0091 +2025-06-25 16:00:00,864 - pyskl - INFO - Epoch [88][1400/3940] lr: 9.301e-03, eta: 1 day, 7:22:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9794, loss_cls: 2.9976, loss: 2.9976 +2025-06-25 16:00:46,191 - pyskl - INFO - Epoch [88][1500/3940] lr: 9.295e-03, eta: 1 day, 7:21:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 3.0093, loss: 3.0093 +2025-06-25 16:01:31,576 - pyskl - INFO - Epoch [88][1600/3940] lr: 9.289e-03, eta: 1 day, 7:21:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.8504, loss: 2.8504 +2025-06-25 16:02:16,956 - pyskl - INFO - Epoch [88][1700/3940] lr: 9.282e-03, eta: 1 day, 7:20:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9738, loss_cls: 2.9413, loss: 2.9413 +2025-06-25 16:03:02,335 - pyskl - INFO - Epoch [88][1800/3940] lr: 9.276e-03, eta: 1 day, 7:19:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 2.9884, loss: 2.9884 +2025-06-25 16:03:47,751 - pyskl - INFO - Epoch [88][1900/3940] lr: 9.269e-03, eta: 1 day, 7:18:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 3.0154, loss: 3.0154 +2025-06-25 16:04:33,161 - pyskl - INFO - Epoch [88][2000/3940] lr: 9.263e-03, eta: 1 day, 7:18:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9750, loss_cls: 3.0252, loss: 3.0252 +2025-06-25 16:05:18,552 - pyskl - INFO - Epoch [88][2100/3940] lr: 9.256e-03, eta: 1 day, 7:17:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9794, loss_cls: 2.9083, loss: 2.9083 +2025-06-25 16:06:04,017 - pyskl - INFO - Epoch [88][2200/3940] lr: 9.250e-03, eta: 1 day, 7:16:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 2.9788, loss: 2.9788 +2025-06-25 16:06:49,382 - pyskl - INFO - Epoch [88][2300/3940] lr: 9.244e-03, eta: 1 day, 7:15:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.9916, loss: 2.9916 +2025-06-25 16:07:35,034 - pyskl - INFO - Epoch [88][2400/3940] lr: 9.237e-03, eta: 1 day, 7:15:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 2.9734, loss: 2.9734 +2025-06-25 16:08:20,515 - pyskl - INFO - Epoch [88][2500/3940] lr: 9.231e-03, eta: 1 day, 7:14:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 3.0237, loss: 3.0237 +2025-06-25 16:09:05,989 - pyskl - INFO - Epoch [88][2600/3940] lr: 9.224e-03, eta: 1 day, 7:13:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 3.0273, loss: 3.0273 +2025-06-25 16:09:51,526 - pyskl - INFO - Epoch [88][2700/3940] lr: 9.218e-03, eta: 1 day, 7:12:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 3.0341, loss: 3.0341 +2025-06-25 16:10:37,046 - pyskl - INFO - Epoch [88][2800/3940] lr: 9.212e-03, eta: 1 day, 7:11:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 3.0167, loss: 3.0167 +2025-06-25 16:11:22,504 - pyskl - INFO - Epoch [88][2900/3940] lr: 9.205e-03, eta: 1 day, 7:11:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9725, loss_cls: 2.9430, loss: 2.9430 +2025-06-25 16:12:08,019 - pyskl - INFO - Epoch [88][3000/3940] lr: 9.199e-03, eta: 1 day, 7:10:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9806, loss_cls: 2.9382, loss: 2.9382 +2025-06-25 16:12:53,566 - pyskl - INFO - Epoch [88][3100/3940] lr: 9.192e-03, eta: 1 day, 7:09:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 2.9802, loss: 2.9802 +2025-06-25 16:13:39,074 - pyskl - INFO - Epoch [88][3200/3940] lr: 9.186e-03, eta: 1 day, 7:08:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9775, loss_cls: 2.9648, loss: 2.9648 +2025-06-25 16:14:24,542 - pyskl - INFO - Epoch [88][3300/3940] lr: 9.180e-03, eta: 1 day, 7:08:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 2.9606, loss: 2.9606 +2025-06-25 16:15:09,962 - pyskl - INFO - Epoch [88][3400/3940] lr: 9.173e-03, eta: 1 day, 7:07:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9781, loss_cls: 2.9964, loss: 2.9964 +2025-06-25 16:15:55,414 - pyskl - INFO - Epoch [88][3500/3940] lr: 9.167e-03, eta: 1 day, 7:06:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9700, loss_cls: 3.0337, loss: 3.0337 +2025-06-25 16:16:40,823 - pyskl - INFO - Epoch [88][3600/3940] lr: 9.160e-03, eta: 1 day, 7:05:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 2.9194, loss: 2.9194 +2025-06-25 16:17:26,305 - pyskl - INFO - Epoch [88][3700/3940] lr: 9.154e-03, eta: 1 day, 7:05:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 3.1185, loss: 3.1185 +2025-06-25 16:18:11,707 - pyskl - INFO - Epoch [88][3800/3940] lr: 9.148e-03, eta: 1 day, 7:04:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9738, loss_cls: 3.0776, loss: 3.0776 +2025-06-25 16:18:57,179 - pyskl - INFO - Epoch [88][3900/3940] lr: 9.141e-03, eta: 1 day, 7:03:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 3.0288, loss: 3.0288 +2025-06-25 16:19:15,718 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-06-25 16:22:48,785 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 16:22:49,260 - pyskl - INFO - +top1_acc 0.8219 +top5_acc 0.9699 +2025-06-25 16:22:49,315 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_85.pth was removed +2025-06-25 16:22:50,334 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_88.pth. +2025-06-25 16:22:50,336 - pyskl - INFO - Best top1_acc is 0.8219 at 88 epoch. +2025-06-25 16:22:50,353 - pyskl - INFO - Epoch(val) [88][3183] top1_acc: 0.8219, top5_acc: 0.9699 +2025-06-25 16:24:00,384 - pyskl - INFO - Epoch [89][100/3940] lr: 9.132e-03, eta: 1 day, 7:02:31, time: 0.700, data_time: 0.245, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.9344, loss: 2.9344 +2025-06-25 16:24:45,888 - pyskl - INFO - Epoch [89][200/3940] lr: 9.126e-03, eta: 1 day, 7:01:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.9675, loss: 2.9675 +2025-06-25 16:25:31,461 - pyskl - INFO - Epoch [89][300/3940] lr: 9.119e-03, eta: 1 day, 7:00:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.8469, loss: 2.8469 +2025-06-25 16:26:17,043 - pyskl - INFO - Epoch [89][400/3940] lr: 9.113e-03, eta: 1 day, 7:00:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 3.0034, loss: 3.0034 +2025-06-25 16:27:02,621 - pyskl - INFO - Epoch [89][500/3940] lr: 9.107e-03, eta: 1 day, 6:59:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 2.9343, loss: 2.9343 +2025-06-25 16:27:48,208 - pyskl - INFO - Epoch [89][600/3940] lr: 9.100e-03, eta: 1 day, 6:58:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9781, loss_cls: 2.9054, loss: 2.9054 +2025-06-25 16:28:33,837 - pyskl - INFO - Epoch [89][700/3940] lr: 9.094e-03, eta: 1 day, 6:57:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9762, loss_cls: 3.0282, loss: 3.0282 +2025-06-25 16:29:19,440 - pyskl - INFO - Epoch [89][800/3940] lr: 9.087e-03, eta: 1 day, 6:57:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 2.8690, loss: 2.8690 +2025-06-25 16:30:04,986 - pyskl - INFO - Epoch [89][900/3940] lr: 9.081e-03, eta: 1 day, 6:56:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.9737, loss: 2.9737 +2025-06-25 16:30:50,545 - pyskl - INFO - Epoch [89][1000/3940] lr: 9.075e-03, eta: 1 day, 6:55:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 2.9134, loss: 2.9134 +2025-06-25 16:31:36,143 - pyskl - INFO - Epoch [89][1100/3940] lr: 9.068e-03, eta: 1 day, 6:54:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9750, loss_cls: 3.0124, loss: 3.0124 +2025-06-25 16:32:21,711 - pyskl - INFO - Epoch [89][1200/3940] lr: 9.062e-03, eta: 1 day, 6:54:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9794, loss_cls: 2.9787, loss: 2.9787 +2025-06-25 16:33:07,201 - pyskl - INFO - Epoch [89][1300/3940] lr: 9.055e-03, eta: 1 day, 6:53:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 2.8232, loss: 2.8232 +2025-06-25 16:33:52,718 - pyskl - INFO - Epoch [89][1400/3940] lr: 9.049e-03, eta: 1 day, 6:52:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 2.9107, loss: 2.9107 +2025-06-25 16:34:38,312 - pyskl - INFO - Epoch [89][1500/3940] lr: 9.043e-03, eta: 1 day, 6:51:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9781, loss_cls: 2.9749, loss: 2.9749 +2025-06-25 16:35:23,811 - pyskl - INFO - Epoch [89][1600/3940] lr: 9.036e-03, eta: 1 day, 6:51:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9812, loss_cls: 2.8774, loss: 2.8774 +2025-06-25 16:36:09,366 - pyskl - INFO - Epoch [89][1700/3940] lr: 9.030e-03, eta: 1 day, 6:50:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 3.0036, loss: 3.0036 +2025-06-25 16:36:54,851 - pyskl - INFO - Epoch [89][1800/3940] lr: 9.024e-03, eta: 1 day, 6:49:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 2.9843, loss: 2.9843 +2025-06-25 16:37:40,367 - pyskl - INFO - Epoch [89][1900/3940] lr: 9.017e-03, eta: 1 day, 6:48:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 2.9387, loss: 2.9387 +2025-06-25 16:38:25,912 - pyskl - INFO - Epoch [89][2000/3940] lr: 9.011e-03, eta: 1 day, 6:47:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 2.9434, loss: 2.9434 +2025-06-25 16:39:11,425 - pyskl - INFO - Epoch [89][2100/3940] lr: 9.004e-03, eta: 1 day, 6:47:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9750, loss_cls: 2.9829, loss: 2.9829 +2025-06-25 16:39:56,888 - pyskl - INFO - Epoch [89][2200/3940] lr: 8.998e-03, eta: 1 day, 6:46:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 2.9853, loss: 2.9853 +2025-06-25 16:40:42,220 - pyskl - INFO - Epoch [89][2300/3940] lr: 8.992e-03, eta: 1 day, 6:45:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 2.9907, loss: 2.9907 +2025-06-25 16:41:27,690 - pyskl - INFO - Epoch [89][2400/3940] lr: 8.985e-03, eta: 1 day, 6:44:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 2.9236, loss: 2.9236 +2025-06-25 16:42:13,183 - pyskl - INFO - Epoch [89][2500/3940] lr: 8.979e-03, eta: 1 day, 6:44:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9700, loss_cls: 3.0880, loss: 3.0880 +2025-06-25 16:42:58,553 - pyskl - INFO - Epoch [89][2600/3940] lr: 8.972e-03, eta: 1 day, 6:43:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 3.0649, loss: 3.0649 +2025-06-25 16:43:43,976 - pyskl - INFO - Epoch [89][2700/3940] lr: 8.966e-03, eta: 1 day, 6:42:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 2.9946, loss: 2.9946 +2025-06-25 16:44:29,434 - pyskl - INFO - Epoch [89][2800/3940] lr: 8.960e-03, eta: 1 day, 6:41:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 2.9803, loss: 2.9803 +2025-06-25 16:45:14,764 - pyskl - INFO - Epoch [89][2900/3940] lr: 8.953e-03, eta: 1 day, 6:41:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9725, loss_cls: 2.9908, loss: 2.9908 +2025-06-25 16:46:00,126 - pyskl - INFO - Epoch [89][3000/3940] lr: 8.947e-03, eta: 1 day, 6:40:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 3.0385, loss: 3.0385 +2025-06-25 16:46:45,624 - pyskl - INFO - Epoch [89][3100/3940] lr: 8.941e-03, eta: 1 day, 6:39:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 2.9804, loss: 2.9804 +2025-06-25 16:47:31,187 - pyskl - INFO - Epoch [89][3200/3940] lr: 8.934e-03, eta: 1 day, 6:38:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 2.9646, loss: 2.9646 +2025-06-25 16:48:16,678 - pyskl - INFO - Epoch [89][3300/3940] lr: 8.928e-03, eta: 1 day, 6:38:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 3.0126, loss: 3.0126 +2025-06-25 16:49:02,104 - pyskl - INFO - Epoch [89][3400/3940] lr: 8.922e-03, eta: 1 day, 6:37:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 3.0414, loss: 3.0414 +2025-06-25 16:49:47,553 - pyskl - INFO - Epoch [89][3500/3940] lr: 8.915e-03, eta: 1 day, 6:36:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 3.0062, loss: 3.0062 +2025-06-25 16:50:33,019 - pyskl - INFO - Epoch [89][3600/3940] lr: 8.909e-03, eta: 1 day, 6:35:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9744, loss_cls: 3.0486, loss: 3.0486 +2025-06-25 16:51:18,438 - pyskl - INFO - Epoch [89][3700/3940] lr: 8.902e-03, eta: 1 day, 6:34:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9669, loss_cls: 3.0916, loss: 3.0916 +2025-06-25 16:52:03,959 - pyskl - INFO - Epoch [89][3800/3940] lr: 8.896e-03, eta: 1 day, 6:34:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9781, loss_cls: 2.9374, loss: 2.9374 +2025-06-25 16:52:49,463 - pyskl - INFO - Epoch [89][3900/3940] lr: 8.890e-03, eta: 1 day, 6:33:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 3.0357, loss: 3.0357 +2025-06-25 16:53:08,168 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-06-25 16:56:46,188 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 16:56:46,697 - pyskl - INFO - +top1_acc 0.8161 +top5_acc 0.9683 +2025-06-25 16:56:46,718 - pyskl - INFO - Epoch(val) [89][3183] top1_acc: 0.8161, top5_acc: 0.9683 +2025-06-25 16:57:58,307 - pyskl - INFO - Epoch [90][100/3940] lr: 8.881e-03, eta: 1 day, 6:32:26, time: 0.716, data_time: 0.258, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9831, loss_cls: 2.8377, loss: 2.8377 +2025-06-25 16:58:44,216 - pyskl - INFO - Epoch [90][200/3940] lr: 8.874e-03, eta: 1 day, 6:31:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.8584, loss: 2.8584 +2025-06-25 16:59:29,940 - pyskl - INFO - Epoch [90][300/3940] lr: 8.868e-03, eta: 1 day, 6:30:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9819, loss_cls: 2.8237, loss: 2.8237 +2025-06-25 17:00:15,720 - pyskl - INFO - Epoch [90][400/3940] lr: 8.862e-03, eta: 1 day, 6:30:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9819, loss_cls: 2.8765, loss: 2.8765 +2025-06-25 17:01:01,429 - pyskl - INFO - Epoch [90][500/3940] lr: 8.855e-03, eta: 1 day, 6:29:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9794, loss_cls: 2.9636, loss: 2.9636 +2025-06-25 17:01:47,079 - pyskl - INFO - Epoch [90][600/3940] lr: 8.849e-03, eta: 1 day, 6:28:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.7750, loss: 2.7750 +2025-06-25 17:02:32,673 - pyskl - INFO - Epoch [90][700/3940] lr: 8.843e-03, eta: 1 day, 6:27:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 3.0636, loss: 3.0636 +2025-06-25 17:03:18,264 - pyskl - INFO - Epoch [90][800/3940] lr: 8.836e-03, eta: 1 day, 6:27:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9769, loss_cls: 2.9669, loss: 2.9669 +2025-06-25 17:04:03,860 - pyskl - INFO - Epoch [90][900/3940] lr: 8.830e-03, eta: 1 day, 6:26:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.9976, loss: 2.9976 +2025-06-25 17:04:49,506 - pyskl - INFO - Epoch [90][1000/3940] lr: 8.824e-03, eta: 1 day, 6:25:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9800, loss_cls: 2.9095, loss: 2.9095 +2025-06-25 17:05:35,196 - pyskl - INFO - Epoch [90][1100/3940] lr: 8.817e-03, eta: 1 day, 6:24:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9788, loss_cls: 2.9027, loss: 2.9027 +2025-06-25 17:06:20,851 - pyskl - INFO - Epoch [90][1200/3940] lr: 8.811e-03, eta: 1 day, 6:24:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9781, loss_cls: 2.9348, loss: 2.9348 +2025-06-25 17:07:06,589 - pyskl - INFO - Epoch [90][1300/3940] lr: 8.805e-03, eta: 1 day, 6:23:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9738, loss_cls: 2.9850, loss: 2.9850 +2025-06-25 17:07:52,474 - pyskl - INFO - Epoch [90][1400/3940] lr: 8.798e-03, eta: 1 day, 6:22:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 2.8793, loss: 2.8793 +2025-06-25 17:08:38,158 - pyskl - INFO - Epoch [90][1500/3940] lr: 8.792e-03, eta: 1 day, 6:21:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 2.8137, loss: 2.8137 +2025-06-25 17:09:23,911 - pyskl - INFO - Epoch [90][1600/3940] lr: 8.786e-03, eta: 1 day, 6:20:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 2.7978, loss: 2.7978 +2025-06-25 17:10:09,566 - pyskl - INFO - Epoch [90][1700/3940] lr: 8.779e-03, eta: 1 day, 6:20:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 3.0182, loss: 3.0182 +2025-06-25 17:10:55,181 - pyskl - INFO - Epoch [90][1800/3940] lr: 8.773e-03, eta: 1 day, 6:19:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.9202, loss: 2.9202 +2025-06-25 17:11:40,715 - pyskl - INFO - Epoch [90][1900/3940] lr: 8.766e-03, eta: 1 day, 6:18:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9750, loss_cls: 3.0578, loss: 3.0578 +2025-06-25 17:12:26,219 - pyskl - INFO - Epoch [90][2000/3940] lr: 8.760e-03, eta: 1 day, 6:17:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9788, loss_cls: 2.8789, loss: 2.8789 +2025-06-25 17:13:11,854 - pyskl - INFO - Epoch [90][2100/3940] lr: 8.754e-03, eta: 1 day, 6:17:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9788, loss_cls: 2.8706, loss: 2.8706 +2025-06-25 17:13:57,316 - pyskl - INFO - Epoch [90][2200/3940] lr: 8.747e-03, eta: 1 day, 6:16:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 2.9479, loss: 2.9479 +2025-06-25 17:14:42,863 - pyskl - INFO - Epoch [90][2300/3940] lr: 8.741e-03, eta: 1 day, 6:15:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 2.9919, loss: 2.9919 +2025-06-25 17:15:28,380 - pyskl - INFO - Epoch [90][2400/3940] lr: 8.735e-03, eta: 1 day, 6:14:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 2.9678, loss: 2.9678 +2025-06-25 17:16:14,131 - pyskl - INFO - Epoch [90][2500/3940] lr: 8.728e-03, eta: 1 day, 6:14:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.8655, loss: 2.8655 +2025-06-25 17:16:59,773 - pyskl - INFO - Epoch [90][2600/3940] lr: 8.722e-03, eta: 1 day, 6:13:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9756, loss_cls: 3.0606, loss: 3.0606 +2025-06-25 17:17:45,334 - pyskl - INFO - Epoch [90][2700/3940] lr: 8.716e-03, eta: 1 day, 6:12:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 2.9161, loss: 2.9161 +2025-06-25 17:18:30,837 - pyskl - INFO - Epoch [90][2800/3940] lr: 8.709e-03, eta: 1 day, 6:11:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.8985, loss: 2.8985 +2025-06-25 17:19:16,364 - pyskl - INFO - Epoch [90][2900/3940] lr: 8.703e-03, eta: 1 day, 6:11:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9750, loss_cls: 2.9397, loss: 2.9397 +2025-06-25 17:20:01,912 - pyskl - INFO - Epoch [90][3000/3940] lr: 8.697e-03, eta: 1 day, 6:10:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9800, loss_cls: 2.8189, loss: 2.8189 +2025-06-25 17:20:47,547 - pyskl - INFO - Epoch [90][3100/3940] lr: 8.690e-03, eta: 1 day, 6:09:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9769, loss_cls: 2.9362, loss: 2.9362 +2025-06-25 17:21:33,261 - pyskl - INFO - Epoch [90][3200/3940] lr: 8.684e-03, eta: 1 day, 6:08:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 2.9286, loss: 2.9286 +2025-06-25 17:22:18,902 - pyskl - INFO - Epoch [90][3300/3940] lr: 8.678e-03, eta: 1 day, 6:07:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9788, loss_cls: 2.9144, loss: 2.9144 +2025-06-25 17:23:04,525 - pyskl - INFO - Epoch [90][3400/3940] lr: 8.671e-03, eta: 1 day, 6:07:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9719, loss_cls: 3.0077, loss: 3.0077 +2025-06-25 17:23:50,172 - pyskl - INFO - Epoch [90][3500/3940] lr: 8.665e-03, eta: 1 day, 6:06:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.9534, loss: 2.9534 +2025-06-25 17:24:35,887 - pyskl - INFO - Epoch [90][3600/3940] lr: 8.659e-03, eta: 1 day, 6:05:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9775, loss_cls: 2.9979, loss: 2.9979 +2025-06-25 17:25:21,539 - pyskl - INFO - Epoch [90][3700/3940] lr: 8.653e-03, eta: 1 day, 6:04:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9781, loss_cls: 2.9192, loss: 2.9192 +2025-06-25 17:26:07,044 - pyskl - INFO - Epoch [90][3800/3940] lr: 8.646e-03, eta: 1 day, 6:04:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.9356, loss: 2.9356 +2025-06-25 17:26:52,586 - pyskl - INFO - Epoch [90][3900/3940] lr: 8.640e-03, eta: 1 day, 6:03:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 3.1247, loss: 3.1247 +2025-06-25 17:27:11,237 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-06-25 17:44:50,526 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 17:44:51,040 - pyskl - INFO - +top1_acc 0.8049 +top5_acc 0.9646 +2025-06-25 17:44:51,059 - pyskl - INFO - Epoch(val) [90][3183] top1_acc: 0.8049, top5_acc: 0.9646 +2025-06-25 17:46:01,849 - pyskl - INFO - Epoch [91][100/3940] lr: 8.631e-03, eta: 1 day, 6:02:24, time: 0.708, data_time: 0.251, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9794, loss_cls: 2.9563, loss: 2.9563 +2025-06-25 17:46:47,455 - pyskl - INFO - Epoch [91][200/3940] lr: 8.625e-03, eta: 1 day, 6:01:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9750, loss_cls: 3.0132, loss: 3.0132 +2025-06-25 17:47:32,936 - pyskl - INFO - Epoch [91][300/3940] lr: 8.618e-03, eta: 1 day, 6:00:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.9149, loss: 2.9149 +2025-06-25 17:48:18,401 - pyskl - INFO - Epoch [91][400/3940] lr: 8.612e-03, eta: 1 day, 6:00:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 2.8504, loss: 2.8504 +2025-06-25 17:49:03,865 - pyskl - INFO - Epoch [91][500/3940] lr: 8.606e-03, eta: 1 day, 5:59:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.8368, loss: 2.8368 +2025-06-25 17:49:49,312 - pyskl - INFO - Epoch [91][600/3940] lr: 8.599e-03, eta: 1 day, 5:58:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9788, loss_cls: 2.8232, loss: 2.8232 +2025-06-25 17:50:34,833 - pyskl - INFO - Epoch [91][700/3940] lr: 8.593e-03, eta: 1 day, 5:57:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 2.8525, loss: 2.8525 +2025-06-25 17:51:20,311 - pyskl - INFO - Epoch [91][800/3940] lr: 8.587e-03, eta: 1 day, 5:57:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.8557, loss: 2.8557 +2025-06-25 17:52:05,738 - pyskl - INFO - Epoch [91][900/3940] lr: 8.581e-03, eta: 1 day, 5:56:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.9766, loss: 2.9766 +2025-06-25 17:52:51,111 - pyskl - INFO - Epoch [91][1000/3940] lr: 8.574e-03, eta: 1 day, 5:55:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9806, loss_cls: 2.9548, loss: 2.9548 +2025-06-25 17:53:36,531 - pyskl - INFO - Epoch [91][1100/3940] lr: 8.568e-03, eta: 1 day, 5:54:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9794, loss_cls: 2.9169, loss: 2.9169 +2025-06-25 17:54:22,203 - pyskl - INFO - Epoch [91][1200/3940] lr: 8.562e-03, eta: 1 day, 5:53:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 2.8144, loss: 2.8144 +2025-06-25 17:55:07,807 - pyskl - INFO - Epoch [91][1300/3940] lr: 8.555e-03, eta: 1 day, 5:53:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9794, loss_cls: 2.9400, loss: 2.9400 +2025-06-25 17:55:53,320 - pyskl - INFO - Epoch [91][1400/3940] lr: 8.549e-03, eta: 1 day, 5:52:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9769, loss_cls: 2.9524, loss: 2.9524 +2025-06-25 17:56:38,737 - pyskl - INFO - Epoch [91][1500/3940] lr: 8.543e-03, eta: 1 day, 5:51:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.9908, loss: 2.9908 +2025-06-25 17:57:24,198 - pyskl - INFO - Epoch [91][1600/3940] lr: 8.536e-03, eta: 1 day, 5:50:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.9107, loss: 2.9107 +2025-06-25 17:58:09,751 - pyskl - INFO - Epoch [91][1700/3940] lr: 8.530e-03, eta: 1 day, 5:50:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.9358, loss: 2.9358 +2025-06-25 17:58:55,201 - pyskl - INFO - Epoch [91][1800/3940] lr: 8.524e-03, eta: 1 day, 5:49:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 3.0142, loss: 3.0142 +2025-06-25 17:59:40,743 - pyskl - INFO - Epoch [91][1900/3940] lr: 8.517e-03, eta: 1 day, 5:48:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 3.0393, loss: 3.0393 +2025-06-25 18:00:26,204 - pyskl - INFO - Epoch [91][2000/3940] lr: 8.511e-03, eta: 1 day, 5:47:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.8760, loss: 2.8760 +2025-06-25 18:01:11,735 - pyskl - INFO - Epoch [91][2100/3940] lr: 8.505e-03, eta: 1 day, 5:47:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9762, loss_cls: 3.0338, loss: 3.0338 +2025-06-25 18:01:57,201 - pyskl - INFO - Epoch [91][2200/3940] lr: 8.499e-03, eta: 1 day, 5:46:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.8889, loss: 2.8889 +2025-06-25 18:02:42,668 - pyskl - INFO - Epoch [91][2300/3940] lr: 8.492e-03, eta: 1 day, 5:45:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 3.0578, loss: 3.0578 +2025-06-25 18:03:28,156 - pyskl - INFO - Epoch [91][2400/3940] lr: 8.486e-03, eta: 1 day, 5:44:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 2.9126, loss: 2.9126 +2025-06-25 18:04:13,590 - pyskl - INFO - Epoch [91][2500/3940] lr: 8.480e-03, eta: 1 day, 5:44:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 2.9121, loss: 2.9121 +2025-06-25 18:04:59,012 - pyskl - INFO - Epoch [91][2600/3940] lr: 8.473e-03, eta: 1 day, 5:43:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9762, loss_cls: 2.9924, loss: 2.9924 +2025-06-25 18:05:44,483 - pyskl - INFO - Epoch [91][2700/3940] lr: 8.467e-03, eta: 1 day, 5:42:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 2.9199, loss: 2.9199 +2025-06-25 18:06:29,988 - pyskl - INFO - Epoch [91][2800/3940] lr: 8.461e-03, eta: 1 day, 5:41:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 2.8825, loss: 2.8825 +2025-06-25 18:07:15,569 - pyskl - INFO - Epoch [91][2900/3940] lr: 8.455e-03, eta: 1 day, 5:40:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9731, loss_cls: 2.9300, loss: 2.9300 +2025-06-25 18:08:01,050 - pyskl - INFO - Epoch [91][3000/3940] lr: 8.448e-03, eta: 1 day, 5:40:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.8657, loss: 2.8657 +2025-06-25 18:08:46,595 - pyskl - INFO - Epoch [91][3100/3940] lr: 8.442e-03, eta: 1 day, 5:39:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.8142, loss: 2.8142 +2025-06-25 18:09:32,193 - pyskl - INFO - Epoch [91][3200/3940] lr: 8.436e-03, eta: 1 day, 5:38:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.8590, loss: 2.8590 +2025-06-25 18:10:17,758 - pyskl - INFO - Epoch [91][3300/3940] lr: 8.429e-03, eta: 1 day, 5:37:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9756, loss_cls: 2.9137, loss: 2.9137 +2025-06-25 18:11:03,220 - pyskl - INFO - Epoch [91][3400/3940] lr: 8.423e-03, eta: 1 day, 5:37:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9800, loss_cls: 2.8741, loss: 2.8741 +2025-06-25 18:11:48,700 - pyskl - INFO - Epoch [91][3500/3940] lr: 8.417e-03, eta: 1 day, 5:36:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.9374, loss: 2.9374 +2025-06-25 18:12:34,148 - pyskl - INFO - Epoch [91][3600/3940] lr: 8.411e-03, eta: 1 day, 5:35:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.9486, loss: 2.9486 +2025-06-25 18:13:19,686 - pyskl - INFO - Epoch [91][3700/3940] lr: 8.404e-03, eta: 1 day, 5:34:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9738, loss_cls: 3.0075, loss: 3.0075 +2025-06-25 18:14:05,369 - pyskl - INFO - Epoch [91][3800/3940] lr: 8.398e-03, eta: 1 day, 5:34:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9781, loss_cls: 3.0273, loss: 3.0273 +2025-06-25 18:14:51,030 - pyskl - INFO - Epoch [91][3900/3940] lr: 8.392e-03, eta: 1 day, 5:33:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9788, loss_cls: 2.8562, loss: 2.8562 +2025-06-25 18:15:09,617 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-06-25 18:18:44,032 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 18:18:44,515 - pyskl - INFO - +top1_acc 0.8156 +top5_acc 0.9686 +2025-06-25 18:18:44,536 - pyskl - INFO - Epoch(val) [91][3183] top1_acc: 0.8156, top5_acc: 0.9686 +2025-06-25 18:19:55,123 - pyskl - INFO - Epoch [92][100/3940] lr: 8.383e-03, eta: 1 day, 5:32:19, time: 0.706, data_time: 0.250, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9794, loss_cls: 2.9299, loss: 2.9299 +2025-06-25 18:20:41,109 - pyskl - INFO - Epoch [92][200/3940] lr: 8.377e-03, eta: 1 day, 5:31:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.8313, loss: 2.8313 +2025-06-25 18:21:26,931 - pyskl - INFO - Epoch [92][300/3940] lr: 8.370e-03, eta: 1 day, 5:30:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9812, loss_cls: 2.7662, loss: 2.7662 +2025-06-25 18:22:12,318 - pyskl - INFO - Epoch [92][400/3940] lr: 8.364e-03, eta: 1 day, 5:30:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.8341, loss: 2.8341 +2025-06-25 18:22:57,451 - pyskl - INFO - Epoch [92][500/3940] lr: 8.358e-03, eta: 1 day, 5:29:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.8237, loss: 2.8237 +2025-06-25 18:23:42,721 - pyskl - INFO - Epoch [92][600/3940] lr: 8.352e-03, eta: 1 day, 5:28:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9812, loss_cls: 2.9205, loss: 2.9205 +2025-06-25 18:24:28,474 - pyskl - INFO - Epoch [92][700/3940] lr: 8.345e-03, eta: 1 day, 5:27:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.9087, loss: 2.9087 +2025-06-25 18:25:13,958 - pyskl - INFO - Epoch [92][800/3940] lr: 8.339e-03, eta: 1 day, 5:26:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9788, loss_cls: 2.8713, loss: 2.8713 +2025-06-25 18:25:59,634 - pyskl - INFO - Epoch [92][900/3940] lr: 8.333e-03, eta: 1 day, 5:26:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.8835, loss: 2.8835 +2025-06-25 18:26:45,352 - pyskl - INFO - Epoch [92][1000/3940] lr: 8.327e-03, eta: 1 day, 5:25:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 2.8752, loss: 2.8752 +2025-06-25 18:27:31,009 - pyskl - INFO - Epoch [92][1100/3940] lr: 8.320e-03, eta: 1 day, 5:24:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9800, loss_cls: 2.8612, loss: 2.8612 +2025-06-25 18:28:16,429 - pyskl - INFO - Epoch [92][1200/3940] lr: 8.314e-03, eta: 1 day, 5:23:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 2.8520, loss: 2.8520 +2025-06-25 18:29:01,855 - pyskl - INFO - Epoch [92][1300/3940] lr: 8.308e-03, eta: 1 day, 5:23:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9812, loss_cls: 2.8771, loss: 2.8771 +2025-06-25 18:29:47,291 - pyskl - INFO - Epoch [92][1400/3940] lr: 8.301e-03, eta: 1 day, 5:22:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 2.8791, loss: 2.8791 +2025-06-25 18:30:32,747 - pyskl - INFO - Epoch [92][1500/3940] lr: 8.295e-03, eta: 1 day, 5:21:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 2.8879, loss: 2.8879 +2025-06-25 18:31:18,198 - pyskl - INFO - Epoch [92][1600/3940] lr: 8.289e-03, eta: 1 day, 5:20:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.9099, loss: 2.9099 +2025-06-25 18:32:03,715 - pyskl - INFO - Epoch [92][1700/3940] lr: 8.283e-03, eta: 1 day, 5:20:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9806, loss_cls: 2.8689, loss: 2.8689 +2025-06-25 18:32:49,187 - pyskl - INFO - Epoch [92][1800/3940] lr: 8.276e-03, eta: 1 day, 5:19:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 2.8443, loss: 2.8443 +2025-06-25 18:33:34,707 - pyskl - INFO - Epoch [92][1900/3940] lr: 8.270e-03, eta: 1 day, 5:18:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9806, loss_cls: 2.9003, loss: 2.9003 +2025-06-25 18:34:20,443 - pyskl - INFO - Epoch [92][2000/3940] lr: 8.264e-03, eta: 1 day, 5:17:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.8227, loss: 2.8227 +2025-06-25 18:35:05,999 - pyskl - INFO - Epoch [92][2100/3940] lr: 8.258e-03, eta: 1 day, 5:17:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9719, loss_cls: 2.9131, loss: 2.9131 +2025-06-25 18:35:51,587 - pyskl - INFO - Epoch [92][2200/3940] lr: 8.251e-03, eta: 1 day, 5:16:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.8814, loss: 2.8814 +2025-06-25 18:36:37,292 - pyskl - INFO - Epoch [92][2300/3940] lr: 8.245e-03, eta: 1 day, 5:15:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9800, loss_cls: 2.8161, loss: 2.8161 +2025-06-25 18:37:22,903 - pyskl - INFO - Epoch [92][2400/3940] lr: 8.239e-03, eta: 1 day, 5:14:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9794, loss_cls: 2.9304, loss: 2.9304 +2025-06-25 18:38:08,544 - pyskl - INFO - Epoch [92][2500/3940] lr: 8.233e-03, eta: 1 day, 5:13:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.9019, loss: 2.9019 +2025-06-25 18:38:54,217 - pyskl - INFO - Epoch [92][2600/3940] lr: 8.226e-03, eta: 1 day, 5:13:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 2.9227, loss: 2.9227 +2025-06-25 18:39:39,861 - pyskl - INFO - Epoch [92][2700/3940] lr: 8.220e-03, eta: 1 day, 5:12:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 2.9828, loss: 2.9828 +2025-06-25 18:40:25,521 - pyskl - INFO - Epoch [92][2800/3940] lr: 8.214e-03, eta: 1 day, 5:11:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9781, loss_cls: 2.9931, loss: 2.9931 +2025-06-25 18:41:11,138 - pyskl - INFO - Epoch [92][2900/3940] lr: 8.208e-03, eta: 1 day, 5:10:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9806, loss_cls: 2.7973, loss: 2.7973 +2025-06-25 18:41:56,784 - pyskl - INFO - Epoch [92][3000/3940] lr: 8.202e-03, eta: 1 day, 5:10:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 3.0151, loss: 3.0151 +2025-06-25 18:42:42,397 - pyskl - INFO - Epoch [92][3100/3940] lr: 8.195e-03, eta: 1 day, 5:09:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 2.9487, loss: 2.9487 +2025-06-25 18:43:28,006 - pyskl - INFO - Epoch [92][3200/3940] lr: 8.189e-03, eta: 1 day, 5:08:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 2.9584, loss: 2.9584 +2025-06-25 18:44:13,570 - pyskl - INFO - Epoch [92][3300/3940] lr: 8.183e-03, eta: 1 day, 5:07:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.9859, loss: 2.9859 +2025-06-25 18:44:59,261 - pyskl - INFO - Epoch [92][3400/3940] lr: 8.177e-03, eta: 1 day, 5:07:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9775, loss_cls: 3.0068, loss: 3.0068 +2025-06-25 18:45:45,063 - pyskl - INFO - Epoch [92][3500/3940] lr: 8.170e-03, eta: 1 day, 5:06:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 2.9624, loss: 2.9624 +2025-06-25 18:46:30,763 - pyskl - INFO - Epoch [92][3600/3940] lr: 8.164e-03, eta: 1 day, 5:05:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 2.8862, loss: 2.8862 +2025-06-25 18:47:16,297 - pyskl - INFO - Epoch [92][3700/3940] lr: 8.158e-03, eta: 1 day, 5:04:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 3.0580, loss: 3.0580 +2025-06-25 18:48:01,795 - pyskl - INFO - Epoch [92][3800/3940] lr: 8.152e-03, eta: 1 day, 5:04:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 2.9510, loss: 2.9510 +2025-06-25 18:48:47,209 - pyskl - INFO - Epoch [92][3900/3940] lr: 8.145e-03, eta: 1 day, 5:03:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9781, loss_cls: 2.9055, loss: 2.9055 +2025-06-25 18:49:05,797 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-06-25 18:52:44,243 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 18:52:44,764 - pyskl - INFO - +top1_acc 0.8195 +top5_acc 0.9674 +2025-06-25 18:52:44,784 - pyskl - INFO - Epoch(val) [92][3183] top1_acc: 0.8195, top5_acc: 0.9674 +2025-06-25 18:53:55,348 - pyskl - INFO - Epoch [93][100/3940] lr: 8.137e-03, eta: 1 day, 5:02:15, time: 0.706, data_time: 0.249, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.8068, loss: 2.8068 +2025-06-25 18:54:40,763 - pyskl - INFO - Epoch [93][200/3940] lr: 8.130e-03, eta: 1 day, 5:01:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9831, loss_cls: 2.7171, loss: 2.7171 +2025-06-25 18:55:26,321 - pyskl - INFO - Epoch [93][300/3940] lr: 8.124e-03, eta: 1 day, 5:00:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.8542, loss: 2.8542 +2025-06-25 18:56:11,667 - pyskl - INFO - Epoch [93][400/3940] lr: 8.118e-03, eta: 1 day, 4:59:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 2.8630, loss: 2.8630 +2025-06-25 18:56:57,053 - pyskl - INFO - Epoch [93][500/3940] lr: 8.112e-03, eta: 1 day, 4:59:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.7371, loss: 2.7371 +2025-06-25 18:57:42,458 - pyskl - INFO - Epoch [93][600/3940] lr: 8.106e-03, eta: 1 day, 4:58:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9850, loss_cls: 2.7463, loss: 2.7463 +2025-06-25 18:58:27,962 - pyskl - INFO - Epoch [93][700/3940] lr: 8.099e-03, eta: 1 day, 4:57:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.8656, loss: 2.8656 +2025-06-25 18:59:13,471 - pyskl - INFO - Epoch [93][800/3940] lr: 8.093e-03, eta: 1 day, 4:56:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.8176, loss: 2.8176 +2025-06-25 18:59:58,881 - pyskl - INFO - Epoch [93][900/3940] lr: 8.087e-03, eta: 1 day, 4:56:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 2.8534, loss: 2.8534 +2025-06-25 19:00:44,435 - pyskl - INFO - Epoch [93][1000/3940] lr: 8.081e-03, eta: 1 day, 4:55:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.8856, loss: 2.8856 +2025-06-25 19:01:30,001 - pyskl - INFO - Epoch [93][1100/3940] lr: 8.074e-03, eta: 1 day, 4:54:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.8799, loss: 2.8799 +2025-06-25 19:02:15,549 - pyskl - INFO - Epoch [93][1200/3940] lr: 8.068e-03, eta: 1 day, 4:53:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9781, loss_cls: 2.8528, loss: 2.8528 +2025-06-25 19:03:01,105 - pyskl - INFO - Epoch [93][1300/3940] lr: 8.062e-03, eta: 1 day, 4:53:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 2.7832, loss: 2.7832 +2025-06-25 19:03:46,653 - pyskl - INFO - Epoch [93][1400/3940] lr: 8.056e-03, eta: 1 day, 4:52:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9775, loss_cls: 2.8911, loss: 2.8911 +2025-06-25 19:04:32,170 - pyskl - INFO - Epoch [93][1500/3940] lr: 8.050e-03, eta: 1 day, 4:51:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 2.7965, loss: 2.7965 +2025-06-25 19:05:17,760 - pyskl - INFO - Epoch [93][1600/3940] lr: 8.043e-03, eta: 1 day, 4:50:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 2.8973, loss: 2.8973 +2025-06-25 19:06:03,378 - pyskl - INFO - Epoch [93][1700/3940] lr: 8.037e-03, eta: 1 day, 4:50:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 2.8949, loss: 2.8949 +2025-06-25 19:06:48,987 - pyskl - INFO - Epoch [93][1800/3940] lr: 8.031e-03, eta: 1 day, 4:49:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9781, loss_cls: 2.8969, loss: 2.8969 +2025-06-25 19:07:34,499 - pyskl - INFO - Epoch [93][1900/3940] lr: 8.025e-03, eta: 1 day, 4:48:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9794, loss_cls: 2.9025, loss: 2.9025 +2025-06-25 19:08:20,135 - pyskl - INFO - Epoch [93][2000/3940] lr: 8.019e-03, eta: 1 day, 4:47:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 2.9618, loss: 2.9618 +2025-06-25 19:09:05,762 - pyskl - INFO - Epoch [93][2100/3940] lr: 8.012e-03, eta: 1 day, 4:46:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9794, loss_cls: 3.0132, loss: 3.0132 +2025-06-25 19:09:51,342 - pyskl - INFO - Epoch [93][2200/3940] lr: 8.006e-03, eta: 1 day, 4:46:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9775, loss_cls: 3.0218, loss: 3.0218 +2025-06-25 19:10:36,957 - pyskl - INFO - Epoch [93][2300/3940] lr: 8.000e-03, eta: 1 day, 4:45:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.8281, loss: 2.8281 +2025-06-25 19:11:22,520 - pyskl - INFO - Epoch [93][2400/3940] lr: 7.994e-03, eta: 1 day, 4:44:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 3.0193, loss: 3.0193 +2025-06-25 19:12:08,288 - pyskl - INFO - Epoch [93][2500/3940] lr: 7.988e-03, eta: 1 day, 4:43:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9775, loss_cls: 2.9787, loss: 2.9787 +2025-06-25 19:12:53,931 - pyskl - INFO - Epoch [93][2600/3940] lr: 7.981e-03, eta: 1 day, 4:43:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9775, loss_cls: 2.9126, loss: 2.9126 +2025-06-25 19:13:39,557 - pyskl - INFO - Epoch [93][2700/3940] lr: 7.975e-03, eta: 1 day, 4:42:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.8291, loss: 2.8291 +2025-06-25 19:14:25,180 - pyskl - INFO - Epoch [93][2800/3940] lr: 7.969e-03, eta: 1 day, 4:41:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.8385, loss: 2.8385 +2025-06-25 19:15:10,718 - pyskl - INFO - Epoch [93][2900/3940] lr: 7.963e-03, eta: 1 day, 4:40:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9906, loss_cls: 2.7518, loss: 2.7518 +2025-06-25 19:15:56,307 - pyskl - INFO - Epoch [93][3000/3940] lr: 7.957e-03, eta: 1 day, 4:40:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 2.8550, loss: 2.8550 +2025-06-25 19:16:41,839 - pyskl - INFO - Epoch [93][3100/3940] lr: 7.950e-03, eta: 1 day, 4:39:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 3.0061, loss: 3.0061 +2025-06-25 19:17:27,304 - pyskl - INFO - Epoch [93][3200/3940] lr: 7.944e-03, eta: 1 day, 4:38:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 3.0319, loss: 3.0319 +2025-06-25 19:18:12,767 - pyskl - INFO - Epoch [93][3300/3940] lr: 7.938e-03, eta: 1 day, 4:37:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9750, loss_cls: 2.9941, loss: 2.9941 +2025-06-25 19:18:58,322 - pyskl - INFO - Epoch [93][3400/3940] lr: 7.932e-03, eta: 1 day, 4:37:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.8489, loss: 2.8489 +2025-06-25 19:19:43,910 - pyskl - INFO - Epoch [93][3500/3940] lr: 7.926e-03, eta: 1 day, 4:36:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 2.8646, loss: 2.8646 +2025-06-25 19:20:29,413 - pyskl - INFO - Epoch [93][3600/3940] lr: 7.920e-03, eta: 1 day, 4:35:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.9304, loss: 2.9304 +2025-06-25 19:21:14,800 - pyskl - INFO - Epoch [93][3700/3940] lr: 7.913e-03, eta: 1 day, 4:34:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.8882, loss: 2.8882 +2025-06-25 19:22:00,162 - pyskl - INFO - Epoch [93][3800/3940] lr: 7.907e-03, eta: 1 day, 4:33:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 2.7829, loss: 2.7829 +2025-06-25 19:22:45,588 - pyskl - INFO - Epoch [93][3900/3940] lr: 7.901e-03, eta: 1 day, 4:33:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9794, loss_cls: 2.8726, loss: 2.8726 +2025-06-25 19:23:04,086 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-06-25 19:26:40,283 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 19:26:40,765 - pyskl - INFO - +top1_acc 0.8290 +top5_acc 0.9720 +2025-06-25 19:26:40,825 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_88.pth was removed +2025-06-25 19:26:41,917 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_93.pth. +2025-06-25 19:26:41,919 - pyskl - INFO - Best top1_acc is 0.8290 at 93 epoch. +2025-06-25 19:26:41,941 - pyskl - INFO - Epoch(val) [93][3183] top1_acc: 0.8290, top5_acc: 0.9720 +2025-06-25 19:27:51,628 - pyskl - INFO - Epoch [94][100/3940] lr: 7.892e-03, eta: 1 day, 4:32:10, time: 0.697, data_time: 0.241, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9825, loss_cls: 2.8015, loss: 2.8015 +2025-06-25 19:28:37,085 - pyskl - INFO - Epoch [94][200/3940] lr: 7.886e-03, eta: 1 day, 4:31:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 2.7778, loss: 2.7778 +2025-06-25 19:29:22,455 - pyskl - INFO - Epoch [94][300/3940] lr: 7.880e-03, eta: 1 day, 4:30:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9806, loss_cls: 2.8102, loss: 2.8102 +2025-06-25 19:30:07,911 - pyskl - INFO - Epoch [94][400/3940] lr: 7.874e-03, eta: 1 day, 4:29:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9844, loss_cls: 2.7058, loss: 2.7058 +2025-06-25 19:30:53,466 - pyskl - INFO - Epoch [94][500/3940] lr: 7.868e-03, eta: 1 day, 4:29:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.7963, loss: 2.7963 +2025-06-25 19:31:38,975 - pyskl - INFO - Epoch [94][600/3940] lr: 7.861e-03, eta: 1 day, 4:28:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9862, loss_cls: 2.7149, loss: 2.7149 +2025-06-25 19:32:24,507 - pyskl - INFO - Epoch [94][700/3940] lr: 7.855e-03, eta: 1 day, 4:27:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.8654, loss: 2.8654 +2025-06-25 19:33:09,888 - pyskl - INFO - Epoch [94][800/3940] lr: 7.849e-03, eta: 1 day, 4:26:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.8616, loss: 2.8616 +2025-06-25 19:33:55,444 - pyskl - INFO - Epoch [94][900/3940] lr: 7.843e-03, eta: 1 day, 4:26:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.8592, loss: 2.8592 +2025-06-25 19:34:41,104 - pyskl - INFO - Epoch [94][1000/3940] lr: 7.837e-03, eta: 1 day, 4:25:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.8169, loss: 2.8169 +2025-06-25 19:35:26,606 - pyskl - INFO - Epoch [94][1100/3940] lr: 7.831e-03, eta: 1 day, 4:24:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9781, loss_cls: 2.8468, loss: 2.8468 +2025-06-25 19:36:12,218 - pyskl - INFO - Epoch [94][1200/3940] lr: 7.824e-03, eta: 1 day, 4:23:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.8515, loss: 2.8515 +2025-06-25 19:36:57,846 - pyskl - INFO - Epoch [94][1300/3940] lr: 7.818e-03, eta: 1 day, 4:22:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9794, loss_cls: 2.7858, loss: 2.7858 +2025-06-25 19:37:43,505 - pyskl - INFO - Epoch [94][1400/3940] lr: 7.812e-03, eta: 1 day, 4:22:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9819, loss_cls: 2.8409, loss: 2.8409 +2025-06-25 19:38:29,081 - pyskl - INFO - Epoch [94][1500/3940] lr: 7.806e-03, eta: 1 day, 4:21:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 2.9675, loss: 2.9675 +2025-06-25 19:39:14,675 - pyskl - INFO - Epoch [94][1600/3940] lr: 7.800e-03, eta: 1 day, 4:20:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9794, loss_cls: 2.7813, loss: 2.7813 +2025-06-25 19:40:00,271 - pyskl - INFO - Epoch [94][1700/3940] lr: 7.794e-03, eta: 1 day, 4:19:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9781, loss_cls: 2.8778, loss: 2.8778 +2025-06-25 19:40:45,822 - pyskl - INFO - Epoch [94][1800/3940] lr: 7.788e-03, eta: 1 day, 4:19:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9775, loss_cls: 2.8175, loss: 2.8175 +2025-06-25 19:41:31,578 - pyskl - INFO - Epoch [94][1900/3940] lr: 7.781e-03, eta: 1 day, 4:18:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 2.9165, loss: 2.9165 +2025-06-25 19:42:17,153 - pyskl - INFO - Epoch [94][2000/3940] lr: 7.775e-03, eta: 1 day, 4:17:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 2.9645, loss: 2.9645 +2025-06-25 19:43:02,599 - pyskl - INFO - Epoch [94][2100/3940] lr: 7.769e-03, eta: 1 day, 4:16:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.8605, loss: 2.8605 +2025-06-25 19:43:48,086 - pyskl - INFO - Epoch [94][2200/3940] lr: 7.763e-03, eta: 1 day, 4:16:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9806, loss_cls: 2.8045, loss: 2.8045 +2025-06-25 19:44:33,517 - pyskl - INFO - Epoch [94][2300/3940] lr: 7.757e-03, eta: 1 day, 4:15:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.9058, loss: 2.9058 +2025-06-25 19:45:18,922 - pyskl - INFO - Epoch [94][2400/3940] lr: 7.751e-03, eta: 1 day, 4:14:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.8687, loss: 2.8687 +2025-06-25 19:46:04,399 - pyskl - INFO - Epoch [94][2500/3940] lr: 7.744e-03, eta: 1 day, 4:13:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9794, loss_cls: 2.9220, loss: 2.9220 +2025-06-25 19:46:49,832 - pyskl - INFO - Epoch [94][2600/3940] lr: 7.738e-03, eta: 1 day, 4:13:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9788, loss_cls: 2.8773, loss: 2.8773 +2025-06-25 19:47:35,307 - pyskl - INFO - Epoch [94][2700/3940] lr: 7.732e-03, eta: 1 day, 4:12:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9775, loss_cls: 2.8516, loss: 2.8516 +2025-06-25 19:48:20,765 - pyskl - INFO - Epoch [94][2800/3940] lr: 7.726e-03, eta: 1 day, 4:11:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 2.8809, loss: 2.8809 +2025-06-25 19:49:06,190 - pyskl - INFO - Epoch [94][2900/3940] lr: 7.720e-03, eta: 1 day, 4:10:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.8517, loss: 2.8517 +2025-06-25 19:49:51,599 - pyskl - INFO - Epoch [94][3000/3940] lr: 7.714e-03, eta: 1 day, 4:09:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9775, loss_cls: 2.9159, loss: 2.9159 +2025-06-25 19:50:37,070 - pyskl - INFO - Epoch [94][3100/3940] lr: 7.708e-03, eta: 1 day, 4:09:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 2.8385, loss: 2.8385 +2025-06-25 19:51:22,502 - pyskl - INFO - Epoch [94][3200/3940] lr: 7.701e-03, eta: 1 day, 4:08:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.9084, loss: 2.9084 +2025-06-25 19:52:07,990 - pyskl - INFO - Epoch [94][3300/3940] lr: 7.695e-03, eta: 1 day, 4:07:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 2.8374, loss: 2.8374 +2025-06-25 19:52:53,416 - pyskl - INFO - Epoch [94][3400/3940] lr: 7.689e-03, eta: 1 day, 4:06:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.9237, loss: 2.9237 +2025-06-25 19:53:38,934 - pyskl - INFO - Epoch [94][3500/3940] lr: 7.683e-03, eta: 1 day, 4:06:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.9014, loss: 2.9014 +2025-06-25 19:54:24,477 - pyskl - INFO - Epoch [94][3600/3940] lr: 7.677e-03, eta: 1 day, 4:05:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9794, loss_cls: 2.8687, loss: 2.8687 +2025-06-25 19:55:10,060 - pyskl - INFO - Epoch [94][3700/3940] lr: 7.671e-03, eta: 1 day, 4:04:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9794, loss_cls: 2.8072, loss: 2.8072 +2025-06-25 19:55:55,797 - pyskl - INFO - Epoch [94][3800/3940] lr: 7.665e-03, eta: 1 day, 4:03:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 2.8376, loss: 2.8376 +2025-06-25 19:56:41,442 - pyskl - INFO - Epoch [94][3900/3940] lr: 7.659e-03, eta: 1 day, 4:03:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9788, loss_cls: 2.9110, loss: 2.9110 +2025-06-25 19:56:59,988 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-06-25 20:00:36,970 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 20:00:37,465 - pyskl - INFO - +top1_acc 0.8178 +top5_acc 0.9680 +2025-06-25 20:00:37,484 - pyskl - INFO - Epoch(val) [94][3183] top1_acc: 0.8178, top5_acc: 0.9680 +2025-06-25 20:01:48,122 - pyskl - INFO - Epoch [95][100/3940] lr: 7.650e-03, eta: 1 day, 4:02:06, time: 0.706, data_time: 0.249, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.7982, loss: 2.7982 +2025-06-25 20:02:33,687 - pyskl - INFO - Epoch [95][200/3940] lr: 7.644e-03, eta: 1 day, 4:01:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9819, loss_cls: 2.7480, loss: 2.7480 +2025-06-25 20:03:19,185 - pyskl - INFO - Epoch [95][300/3940] lr: 7.638e-03, eta: 1 day, 4:00:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.8340, loss: 2.8340 +2025-06-25 20:04:04,769 - pyskl - INFO - Epoch [95][400/3940] lr: 7.632e-03, eta: 1 day, 3:59:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9806, loss_cls: 2.8084, loss: 2.8084 +2025-06-25 20:04:50,568 - pyskl - INFO - Epoch [95][500/3940] lr: 7.626e-03, eta: 1 day, 3:59:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.8503, loss: 2.8503 +2025-06-25 20:05:36,238 - pyskl - INFO - Epoch [95][600/3940] lr: 7.619e-03, eta: 1 day, 3:58:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9825, loss_cls: 2.7048, loss: 2.7048 +2025-06-25 20:06:22,015 - pyskl - INFO - Epoch [95][700/3940] lr: 7.613e-03, eta: 1 day, 3:57:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9819, loss_cls: 2.9165, loss: 2.9165 +2025-06-25 20:07:07,850 - pyskl - INFO - Epoch [95][800/3940] lr: 7.607e-03, eta: 1 day, 3:56:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.7628, loss: 2.7628 +2025-06-25 20:07:53,337 - pyskl - INFO - Epoch [95][900/3940] lr: 7.601e-03, eta: 1 day, 3:55:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.7730, loss: 2.7730 +2025-06-25 20:08:39,094 - pyskl - INFO - Epoch [95][1000/3940] lr: 7.595e-03, eta: 1 day, 3:55:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.8418, loss: 2.8418 +2025-06-25 20:09:24,605 - pyskl - INFO - Epoch [95][1100/3940] lr: 7.589e-03, eta: 1 day, 3:54:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.7831, loss: 2.7831 +2025-06-25 20:10:10,099 - pyskl - INFO - Epoch [95][1200/3940] lr: 7.583e-03, eta: 1 day, 3:53:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.8496, loss: 2.8496 +2025-06-25 20:10:55,637 - pyskl - INFO - Epoch [95][1300/3940] lr: 7.577e-03, eta: 1 day, 3:52:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9819, loss_cls: 2.8096, loss: 2.8096 +2025-06-25 20:11:41,016 - pyskl - INFO - Epoch [95][1400/3940] lr: 7.570e-03, eta: 1 day, 3:52:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 2.7622, loss: 2.7622 +2025-06-25 20:12:26,444 - pyskl - INFO - Epoch [95][1500/3940] lr: 7.564e-03, eta: 1 day, 3:51:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.8457, loss: 2.8457 +2025-06-25 20:13:11,950 - pyskl - INFO - Epoch [95][1600/3940] lr: 7.558e-03, eta: 1 day, 3:50:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.8151, loss: 2.8151 +2025-06-25 20:13:57,458 - pyskl - INFO - Epoch [95][1700/3940] lr: 7.552e-03, eta: 1 day, 3:49:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9762, loss_cls: 2.7990, loss: 2.7990 +2025-06-25 20:14:42,941 - pyskl - INFO - Epoch [95][1800/3940] lr: 7.546e-03, eta: 1 day, 3:49:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.7920, loss: 2.7920 +2025-06-25 20:15:28,417 - pyskl - INFO - Epoch [95][1900/3940] lr: 7.540e-03, eta: 1 day, 3:48:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9812, loss_cls: 2.7849, loss: 2.7849 +2025-06-25 20:16:13,924 - pyskl - INFO - Epoch [95][2000/3940] lr: 7.534e-03, eta: 1 day, 3:47:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9831, loss_cls: 2.7870, loss: 2.7870 +2025-06-25 20:16:59,452 - pyskl - INFO - Epoch [95][2100/3940] lr: 7.528e-03, eta: 1 day, 3:46:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9819, loss_cls: 2.7622, loss: 2.7622 +2025-06-25 20:17:45,001 - pyskl - INFO - Epoch [95][2200/3940] lr: 7.522e-03, eta: 1 day, 3:46:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 2.8836, loss: 2.8836 +2025-06-25 20:18:30,565 - pyskl - INFO - Epoch [95][2300/3940] lr: 7.516e-03, eta: 1 day, 3:45:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9819, loss_cls: 2.8581, loss: 2.8581 +2025-06-25 20:19:16,119 - pyskl - INFO - Epoch [95][2400/3940] lr: 7.510e-03, eta: 1 day, 3:44:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.8254, loss: 2.8254 +2025-06-25 20:20:01,680 - pyskl - INFO - Epoch [95][2500/3940] lr: 7.503e-03, eta: 1 day, 3:43:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9788, loss_cls: 2.7525, loss: 2.7525 +2025-06-25 20:20:47,202 - pyskl - INFO - Epoch [95][2600/3940] lr: 7.497e-03, eta: 1 day, 3:42:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 2.8617, loss: 2.8617 +2025-06-25 20:21:32,678 - pyskl - INFO - Epoch [95][2700/3940] lr: 7.491e-03, eta: 1 day, 3:42:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 2.8015, loss: 2.8015 +2025-06-25 20:22:18,161 - pyskl - INFO - Epoch [95][2800/3940] lr: 7.485e-03, eta: 1 day, 3:41:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.8356, loss: 2.8356 +2025-06-25 20:23:03,610 - pyskl - INFO - Epoch [95][2900/3940] lr: 7.479e-03, eta: 1 day, 3:40:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.8043, loss: 2.8043 +2025-06-25 20:23:49,129 - pyskl - INFO - Epoch [95][3000/3940] lr: 7.473e-03, eta: 1 day, 3:39:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9788, loss_cls: 2.8510, loss: 2.8510 +2025-06-25 20:24:34,630 - pyskl - INFO - Epoch [95][3100/3940] lr: 7.467e-03, eta: 1 day, 3:39:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 2.8368, loss: 2.8368 +2025-06-25 20:25:20,148 - pyskl - INFO - Epoch [95][3200/3940] lr: 7.461e-03, eta: 1 day, 3:38:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 2.8554, loss: 2.8554 +2025-06-25 20:26:05,610 - pyskl - INFO - Epoch [95][3300/3940] lr: 7.455e-03, eta: 1 day, 3:37:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.8041, loss: 2.8041 +2025-06-25 20:26:51,055 - pyskl - INFO - Epoch [95][3400/3940] lr: 7.449e-03, eta: 1 day, 3:36:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9806, loss_cls: 2.7820, loss: 2.7820 +2025-06-25 20:27:36,603 - pyskl - INFO - Epoch [95][3500/3940] lr: 7.443e-03, eta: 1 day, 3:36:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9850, loss_cls: 2.6276, loss: 2.6276 +2025-06-25 20:28:22,029 - pyskl - INFO - Epoch [95][3600/3940] lr: 7.436e-03, eta: 1 day, 3:35:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 2.7809, loss: 2.7809 +2025-06-25 20:29:07,480 - pyskl - INFO - Epoch [95][3700/3940] lr: 7.430e-03, eta: 1 day, 3:34:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9812, loss_cls: 2.9599, loss: 2.9599 +2025-06-25 20:29:52,999 - pyskl - INFO - Epoch [95][3800/3940] lr: 7.424e-03, eta: 1 day, 3:33:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 2.8287, loss: 2.8287 +2025-06-25 20:30:38,445 - pyskl - INFO - Epoch [95][3900/3940] lr: 7.418e-03, eta: 1 day, 3:33:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.9785, loss: 2.9785 +2025-06-25 20:30:57,244 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-06-25 20:50:04,065 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 20:50:04,571 - pyskl - INFO - +top1_acc 0.8109 +top5_acc 0.9697 +2025-06-25 20:50:04,590 - pyskl - INFO - Epoch(val) [95][3183] top1_acc: 0.8109, top5_acc: 0.9697 +2025-06-25 20:51:15,187 - pyskl - INFO - Epoch [96][100/3940] lr: 7.410e-03, eta: 1 day, 3:32:01, time: 0.706, data_time: 0.249, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.7138, loss: 2.7138 +2025-06-25 20:52:00,712 - pyskl - INFO - Epoch [96][200/3940] lr: 7.404e-03, eta: 1 day, 3:31:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.7215, loss: 2.7215 +2025-06-25 20:52:46,140 - pyskl - INFO - Epoch [96][300/3940] lr: 7.398e-03, eta: 1 day, 3:30:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 2.8513, loss: 2.8513 +2025-06-25 20:53:31,480 - pyskl - INFO - Epoch [96][400/3940] lr: 7.392e-03, eta: 1 day, 3:29:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.6784, loss: 2.6784 +2025-06-25 20:54:16,961 - pyskl - INFO - Epoch [96][500/3940] lr: 7.386e-03, eta: 1 day, 3:28:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.7132, loss: 2.7132 +2025-06-25 20:55:02,287 - pyskl - INFO - Epoch [96][600/3940] lr: 7.379e-03, eta: 1 day, 3:28:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.7727, loss: 2.7727 +2025-06-25 20:55:47,777 - pyskl - INFO - Epoch [96][700/3940] lr: 7.373e-03, eta: 1 day, 3:27:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 2.8615, loss: 2.8615 +2025-06-25 20:56:33,217 - pyskl - INFO - Epoch [96][800/3940] lr: 7.367e-03, eta: 1 day, 3:26:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.7045, loss: 2.7045 +2025-06-25 20:57:18,748 - pyskl - INFO - Epoch [96][900/3940] lr: 7.361e-03, eta: 1 day, 3:25:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9800, loss_cls: 2.7428, loss: 2.7428 +2025-06-25 20:58:04,197 - pyskl - INFO - Epoch [96][1000/3940] lr: 7.355e-03, eta: 1 day, 3:25:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9788, loss_cls: 2.7363, loss: 2.7363 +2025-06-25 20:58:49,669 - pyskl - INFO - Epoch [96][1100/3940] lr: 7.349e-03, eta: 1 day, 3:24:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.7649, loss: 2.7649 +2025-06-25 20:59:35,156 - pyskl - INFO - Epoch [96][1200/3940] lr: 7.343e-03, eta: 1 day, 3:23:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.6757, loss: 2.6757 +2025-06-25 21:00:20,727 - pyskl - INFO - Epoch [96][1300/3940] lr: 7.337e-03, eta: 1 day, 3:22:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.7636, loss: 2.7636 +2025-06-25 21:01:06,306 - pyskl - INFO - Epoch [96][1400/3940] lr: 7.331e-03, eta: 1 day, 3:22:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.7703, loss: 2.7703 +2025-06-25 21:01:51,763 - pyskl - INFO - Epoch [96][1500/3940] lr: 7.325e-03, eta: 1 day, 3:21:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.8226, loss: 2.8226 +2025-06-25 21:02:37,254 - pyskl - INFO - Epoch [96][1600/3940] lr: 7.319e-03, eta: 1 day, 3:20:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9812, loss_cls: 2.8764, loss: 2.8764 +2025-06-25 21:03:22,669 - pyskl - INFO - Epoch [96][1700/3940] lr: 7.313e-03, eta: 1 day, 3:19:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.7030, loss: 2.7030 +2025-06-25 21:04:08,342 - pyskl - INFO - Epoch [96][1800/3940] lr: 7.307e-03, eta: 1 day, 3:19:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.7852, loss: 2.7852 +2025-06-25 21:04:53,734 - pyskl - INFO - Epoch [96][1900/3940] lr: 7.301e-03, eta: 1 day, 3:18:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.7112, loss: 2.7112 +2025-06-25 21:05:39,039 - pyskl - INFO - Epoch [96][2000/3940] lr: 7.295e-03, eta: 1 day, 3:17:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9819, loss_cls: 2.7051, loss: 2.7051 +2025-06-25 21:06:24,430 - pyskl - INFO - Epoch [96][2100/3940] lr: 7.289e-03, eta: 1 day, 3:16:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.7763, loss: 2.7763 +2025-06-25 21:07:10,075 - pyskl - INFO - Epoch [96][2200/3940] lr: 7.283e-03, eta: 1 day, 3:15:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9831, loss_cls: 2.7112, loss: 2.7112 +2025-06-25 21:07:55,805 - pyskl - INFO - Epoch [96][2300/3940] lr: 7.277e-03, eta: 1 day, 3:15:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.8582, loss: 2.8582 +2025-06-25 21:08:41,423 - pyskl - INFO - Epoch [96][2400/3940] lr: 7.271e-03, eta: 1 day, 3:14:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9819, loss_cls: 2.7746, loss: 2.7746 +2025-06-25 21:09:27,131 - pyskl - INFO - Epoch [96][2500/3940] lr: 7.265e-03, eta: 1 day, 3:13:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9794, loss_cls: 2.9007, loss: 2.9007 +2025-06-25 21:10:12,838 - pyskl - INFO - Epoch [96][2600/3940] lr: 7.259e-03, eta: 1 day, 3:12:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9756, loss_cls: 2.9390, loss: 2.9390 +2025-06-25 21:10:58,521 - pyskl - INFO - Epoch [96][2700/3940] lr: 7.252e-03, eta: 1 day, 3:12:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9788, loss_cls: 2.7462, loss: 2.7462 +2025-06-25 21:11:44,062 - pyskl - INFO - Epoch [96][2800/3940] lr: 7.246e-03, eta: 1 day, 3:11:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.7397, loss: 2.7397 +2025-06-25 21:12:29,655 - pyskl - INFO - Epoch [96][2900/3940] lr: 7.240e-03, eta: 1 day, 3:10:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 2.9095, loss: 2.9095 +2025-06-25 21:13:15,139 - pyskl - INFO - Epoch [96][3000/3940] lr: 7.234e-03, eta: 1 day, 3:09:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9806, loss_cls: 2.8575, loss: 2.8575 +2025-06-25 21:14:00,661 - pyskl - INFO - Epoch [96][3100/3940] lr: 7.228e-03, eta: 1 day, 3:09:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9788, loss_cls: 2.8403, loss: 2.8403 +2025-06-25 21:14:46,219 - pyskl - INFO - Epoch [96][3200/3940] lr: 7.222e-03, eta: 1 day, 3:08:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9800, loss_cls: 2.8681, loss: 2.8681 +2025-06-25 21:15:31,779 - pyskl - INFO - Epoch [96][3300/3940] lr: 7.216e-03, eta: 1 day, 3:07:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9794, loss_cls: 2.7838, loss: 2.7838 +2025-06-25 21:16:17,473 - pyskl - INFO - Epoch [96][3400/3940] lr: 7.210e-03, eta: 1 day, 3:06:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9819, loss_cls: 2.7793, loss: 2.7793 +2025-06-25 21:17:03,119 - pyskl - INFO - Epoch [96][3500/3940] lr: 7.204e-03, eta: 1 day, 3:06:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9788, loss_cls: 2.9697, loss: 2.9697 +2025-06-25 21:17:48,752 - pyskl - INFO - Epoch [96][3600/3940] lr: 7.198e-03, eta: 1 day, 3:05:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.8847, loss: 2.8847 +2025-06-25 21:18:34,418 - pyskl - INFO - Epoch [96][3700/3940] lr: 7.192e-03, eta: 1 day, 3:04:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 2.8112, loss: 2.8112 +2025-06-25 21:19:20,108 - pyskl - INFO - Epoch [96][3800/3940] lr: 7.186e-03, eta: 1 day, 3:03:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.7704, loss: 2.7704 +2025-06-25 21:20:05,785 - pyskl - INFO - Epoch [96][3900/3940] lr: 7.180e-03, eta: 1 day, 3:02:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 2.8741, loss: 2.8741 +2025-06-25 21:20:24,392 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-06-25 21:24:01,664 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 21:24:02,221 - pyskl - INFO - +top1_acc 0.8069 +top5_acc 0.9677 +2025-06-25 21:24:02,243 - pyskl - INFO - Epoch(val) [96][3183] top1_acc: 0.8069, top5_acc: 0.9677 +2025-06-25 21:25:12,934 - pyskl - INFO - Epoch [97][100/3940] lr: 7.172e-03, eta: 1 day, 3:01:57, time: 0.707, data_time: 0.249, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.7511, loss: 2.7511 +2025-06-25 21:25:58,549 - pyskl - INFO - Epoch [97][200/3940] lr: 7.166e-03, eta: 1 day, 3:01:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.8351, loss: 2.8351 +2025-06-25 21:26:44,092 - pyskl - INFO - Epoch [97][300/3940] lr: 7.160e-03, eta: 1 day, 3:00:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.6527, loss: 2.6527 +2025-06-25 21:27:29,583 - pyskl - INFO - Epoch [97][400/3940] lr: 7.154e-03, eta: 1 day, 2:59:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9831, loss_cls: 2.7930, loss: 2.7930 +2025-06-25 21:28:15,034 - pyskl - INFO - Epoch [97][500/3940] lr: 7.148e-03, eta: 1 day, 2:58:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.6519, loss: 2.6519 +2025-06-25 21:29:00,435 - pyskl - INFO - Epoch [97][600/3940] lr: 7.142e-03, eta: 1 day, 2:58:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9844, loss_cls: 2.8539, loss: 2.8539 +2025-06-25 21:29:46,107 - pyskl - INFO - Epoch [97][700/3940] lr: 7.136e-03, eta: 1 day, 2:57:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 2.6544, loss: 2.6544 +2025-06-25 21:30:31,740 - pyskl - INFO - Epoch [97][800/3940] lr: 7.130e-03, eta: 1 day, 2:56:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9869, loss_cls: 2.6121, loss: 2.6121 +2025-06-25 21:31:17,289 - pyskl - INFO - Epoch [97][900/3940] lr: 7.124e-03, eta: 1 day, 2:55:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.7549, loss: 2.7549 +2025-06-25 21:32:02,854 - pyskl - INFO - Epoch [97][1000/3940] lr: 7.118e-03, eta: 1 day, 2:55:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 2.7988, loss: 2.7988 +2025-06-25 21:32:48,326 - pyskl - INFO - Epoch [97][1100/3940] lr: 7.112e-03, eta: 1 day, 2:54:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 2.8424, loss: 2.8424 +2025-06-25 21:33:33,775 - pyskl - INFO - Epoch [97][1200/3940] lr: 7.106e-03, eta: 1 day, 2:53:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9838, loss_cls: 2.7826, loss: 2.7826 +2025-06-25 21:34:19,250 - pyskl - INFO - Epoch [97][1300/3940] lr: 7.100e-03, eta: 1 day, 2:52:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.8098, loss: 2.8098 +2025-06-25 21:35:04,791 - pyskl - INFO - Epoch [97][1400/3940] lr: 7.094e-03, eta: 1 day, 2:52:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9775, loss_cls: 2.7742, loss: 2.7742 +2025-06-25 21:35:50,349 - pyskl - INFO - Epoch [97][1500/3940] lr: 7.088e-03, eta: 1 day, 2:51:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 2.7964, loss: 2.7964 +2025-06-25 21:36:35,798 - pyskl - INFO - Epoch [97][1600/3940] lr: 7.082e-03, eta: 1 day, 2:50:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.7531, loss: 2.7531 +2025-06-25 21:37:21,379 - pyskl - INFO - Epoch [97][1700/3940] lr: 7.076e-03, eta: 1 day, 2:49:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.7318, loss: 2.7318 +2025-06-25 21:38:06,913 - pyskl - INFO - Epoch [97][1800/3940] lr: 7.070e-03, eta: 1 day, 2:48:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 2.7877, loss: 2.7877 +2025-06-25 21:38:52,371 - pyskl - INFO - Epoch [97][1900/3940] lr: 7.064e-03, eta: 1 day, 2:48:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.7455, loss: 2.7455 +2025-06-25 21:39:37,843 - pyskl - INFO - Epoch [97][2000/3940] lr: 7.058e-03, eta: 1 day, 2:47:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.7056, loss: 2.7056 +2025-06-25 21:40:23,274 - pyskl - INFO - Epoch [97][2100/3940] lr: 7.052e-03, eta: 1 day, 2:46:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9775, loss_cls: 2.8953, loss: 2.8953 +2025-06-25 21:41:08,937 - pyskl - INFO - Epoch [97][2200/3940] lr: 7.046e-03, eta: 1 day, 2:45:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9806, loss_cls: 2.8084, loss: 2.8084 +2025-06-25 21:41:54,533 - pyskl - INFO - Epoch [97][2300/3940] lr: 7.040e-03, eta: 1 day, 2:45:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.8344, loss: 2.8344 +2025-06-25 21:42:40,149 - pyskl - INFO - Epoch [97][2400/3940] lr: 7.034e-03, eta: 1 day, 2:44:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9781, loss_cls: 2.9715, loss: 2.9715 +2025-06-25 21:43:25,711 - pyskl - INFO - Epoch [97][2500/3940] lr: 7.028e-03, eta: 1 day, 2:43:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 2.7919, loss: 2.7919 +2025-06-25 21:44:11,302 - pyskl - INFO - Epoch [97][2600/3940] lr: 7.022e-03, eta: 1 day, 2:42:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9762, loss_cls: 2.7794, loss: 2.7794 +2025-06-25 21:44:56,758 - pyskl - INFO - Epoch [97][2700/3940] lr: 7.016e-03, eta: 1 day, 2:42:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9788, loss_cls: 2.8236, loss: 2.8236 +2025-06-25 21:45:42,260 - pyskl - INFO - Epoch [97][2800/3940] lr: 7.010e-03, eta: 1 day, 2:41:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9844, loss_cls: 2.7004, loss: 2.7004 +2025-06-25 21:46:27,777 - pyskl - INFO - Epoch [97][2900/3940] lr: 7.004e-03, eta: 1 day, 2:40:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9806, loss_cls: 2.7541, loss: 2.7541 +2025-06-25 21:47:13,282 - pyskl - INFO - Epoch [97][3000/3940] lr: 6.998e-03, eta: 1 day, 2:39:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.8260, loss: 2.8260 +2025-06-25 21:47:58,731 - pyskl - INFO - Epoch [97][3100/3940] lr: 6.992e-03, eta: 1 day, 2:39:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9831, loss_cls: 2.7288, loss: 2.7288 +2025-06-25 21:48:44,311 - pyskl - INFO - Epoch [97][3200/3940] lr: 6.986e-03, eta: 1 day, 2:38:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.8786, loss: 2.8786 +2025-06-25 21:49:29,864 - pyskl - INFO - Epoch [97][3300/3940] lr: 6.980e-03, eta: 1 day, 2:37:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 2.8354, loss: 2.8354 +2025-06-25 21:50:15,434 - pyskl - INFO - Epoch [97][3400/3940] lr: 6.974e-03, eta: 1 day, 2:36:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.8242, loss: 2.8242 +2025-06-25 21:51:01,156 - pyskl - INFO - Epoch [97][3500/3940] lr: 6.968e-03, eta: 1 day, 2:35:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.7895, loss: 2.7895 +2025-06-25 21:51:46,718 - pyskl - INFO - Epoch [97][3600/3940] lr: 6.962e-03, eta: 1 day, 2:35:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9806, loss_cls: 2.8356, loss: 2.8356 +2025-06-25 21:52:32,355 - pyskl - INFO - Epoch [97][3700/3940] lr: 6.956e-03, eta: 1 day, 2:34:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.7817, loss: 2.7817 +2025-06-25 21:53:17,959 - pyskl - INFO - Epoch [97][3800/3940] lr: 6.950e-03, eta: 1 day, 2:33:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.8050, loss: 2.8050 +2025-06-25 21:54:03,437 - pyskl - INFO - Epoch [97][3900/3940] lr: 6.945e-03, eta: 1 day, 2:32:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9788, loss_cls: 2.8280, loss: 2.8280 +2025-06-25 21:54:22,002 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-06-25 21:57:59,377 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 21:57:59,855 - pyskl - INFO - +top1_acc 0.8324 +top5_acc 0.9721 +2025-06-25 21:57:59,920 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_93.pth was removed +2025-06-25 21:58:01,002 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. +2025-06-25 21:58:01,004 - pyskl - INFO - Best top1_acc is 0.8324 at 97 epoch. +2025-06-25 21:58:01,024 - pyskl - INFO - Epoch(val) [97][3183] top1_acc: 0.8324, top5_acc: 0.9721 +2025-06-25 21:59:11,867 - pyskl - INFO - Epoch [98][100/3940] lr: 6.936e-03, eta: 1 day, 2:31:53, time: 0.708, data_time: 0.252, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 2.7570, loss: 2.7570 +2025-06-25 21:59:57,734 - pyskl - INFO - Epoch [98][200/3940] lr: 6.930e-03, eta: 1 day, 2:31:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9844, loss_cls: 2.7009, loss: 2.7009 +2025-06-25 22:00:43,486 - pyskl - INFO - Epoch [98][300/3940] lr: 6.924e-03, eta: 1 day, 2:30:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.6434, loss: 2.6434 +2025-06-25 22:01:29,261 - pyskl - INFO - Epoch [98][400/3940] lr: 6.918e-03, eta: 1 day, 2:29:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9831, loss_cls: 2.7633, loss: 2.7633 +2025-06-25 22:02:15,035 - pyskl - INFO - Epoch [98][500/3940] lr: 6.912e-03, eta: 1 day, 2:28:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.6653, loss: 2.6653 +2025-06-25 22:03:00,790 - pyskl - INFO - Epoch [98][600/3940] lr: 6.906e-03, eta: 1 day, 2:28:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 2.6365, loss: 2.6365 +2025-06-25 22:03:46,330 - pyskl - INFO - Epoch [98][700/3940] lr: 6.900e-03, eta: 1 day, 2:27:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9844, loss_cls: 2.6255, loss: 2.6255 +2025-06-25 22:04:31,753 - pyskl - INFO - Epoch [98][800/3940] lr: 6.895e-03, eta: 1 day, 2:26:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.6904, loss: 2.6904 +2025-06-25 22:05:17,217 - pyskl - INFO - Epoch [98][900/3940] lr: 6.889e-03, eta: 1 day, 2:25:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.8100, loss: 2.8100 +2025-06-25 22:06:02,656 - pyskl - INFO - Epoch [98][1000/3940] lr: 6.883e-03, eta: 1 day, 2:25:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9850, loss_cls: 2.7194, loss: 2.7194 +2025-06-25 22:06:48,098 - pyskl - INFO - Epoch [98][1100/3940] lr: 6.877e-03, eta: 1 day, 2:24:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9819, loss_cls: 2.8134, loss: 2.8134 +2025-06-25 22:07:33,537 - pyskl - INFO - Epoch [98][1200/3940] lr: 6.871e-03, eta: 1 day, 2:23:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9812, loss_cls: 2.7895, loss: 2.7895 +2025-06-25 22:08:19,296 - pyskl - INFO - Epoch [98][1300/3940] lr: 6.865e-03, eta: 1 day, 2:22:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.7355, loss: 2.7355 +2025-06-25 22:09:05,112 - pyskl - INFO - Epoch [98][1400/3940] lr: 6.859e-03, eta: 1 day, 2:21:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9838, loss_cls: 2.6809, loss: 2.6809 +2025-06-25 22:09:51,045 - pyskl - INFO - Epoch [98][1500/3940] lr: 6.853e-03, eta: 1 day, 2:21:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9825, loss_cls: 2.7408, loss: 2.7408 +2025-06-25 22:10:36,968 - pyskl - INFO - Epoch [98][1600/3940] lr: 6.847e-03, eta: 1 day, 2:20:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.7530, loss: 2.7530 +2025-06-25 22:11:22,512 - pyskl - INFO - Epoch [98][1700/3940] lr: 6.841e-03, eta: 1 day, 2:19:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 2.7689, loss: 2.7689 +2025-06-25 22:12:08,097 - pyskl - INFO - Epoch [98][1800/3940] lr: 6.835e-03, eta: 1 day, 2:18:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.7989, loss: 2.7989 +2025-06-25 22:12:53,701 - pyskl - INFO - Epoch [98][1900/3940] lr: 6.829e-03, eta: 1 day, 2:18:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.7913, loss: 2.7913 +2025-06-25 22:13:39,338 - pyskl - INFO - Epoch [98][2000/3940] lr: 6.823e-03, eta: 1 day, 2:17:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 2.7790, loss: 2.7790 +2025-06-25 22:14:24,870 - pyskl - INFO - Epoch [98][2100/3940] lr: 6.817e-03, eta: 1 day, 2:16:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.7541, loss: 2.7541 +2025-06-25 22:15:10,366 - pyskl - INFO - Epoch [98][2200/3940] lr: 6.812e-03, eta: 1 day, 2:15:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9819, loss_cls: 2.8225, loss: 2.8225 +2025-06-25 22:15:55,935 - pyskl - INFO - Epoch [98][2300/3940] lr: 6.806e-03, eta: 1 day, 2:15:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 2.6740, loss: 2.6740 +2025-06-25 22:16:41,467 - pyskl - INFO - Epoch [98][2400/3940] lr: 6.800e-03, eta: 1 day, 2:14:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.8486, loss: 2.8486 +2025-06-25 22:17:26,993 - pyskl - INFO - Epoch [98][2500/3940] lr: 6.794e-03, eta: 1 day, 2:13:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.8271, loss: 2.8271 +2025-06-25 22:18:12,616 - pyskl - INFO - Epoch [98][2600/3940] lr: 6.788e-03, eta: 1 day, 2:12:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9831, loss_cls: 2.7368, loss: 2.7368 +2025-06-25 22:18:58,209 - pyskl - INFO - Epoch [98][2700/3940] lr: 6.782e-03, eta: 1 day, 2:12:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.6885, loss: 2.6885 +2025-06-25 22:19:43,835 - pyskl - INFO - Epoch [98][2800/3940] lr: 6.776e-03, eta: 1 day, 2:11:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.7998, loss: 2.7998 +2025-06-25 22:20:29,561 - pyskl - INFO - Epoch [98][2900/3940] lr: 6.770e-03, eta: 1 day, 2:10:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9819, loss_cls: 2.7341, loss: 2.7341 +2025-06-25 22:21:15,349 - pyskl - INFO - Epoch [98][3000/3940] lr: 6.764e-03, eta: 1 day, 2:09:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.8725, loss: 2.8725 +2025-06-25 22:22:00,993 - pyskl - INFO - Epoch [98][3100/3940] lr: 6.758e-03, eta: 1 day, 2:08:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9825, loss_cls: 2.8149, loss: 2.8149 +2025-06-25 22:22:46,437 - pyskl - INFO - Epoch [98][3200/3940] lr: 6.752e-03, eta: 1 day, 2:08:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9812, loss_cls: 2.8254, loss: 2.8254 +2025-06-25 22:23:31,898 - pyskl - INFO - Epoch [98][3300/3940] lr: 6.747e-03, eta: 1 day, 2:07:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 2.8038, loss: 2.8038 +2025-06-25 22:24:17,382 - pyskl - INFO - Epoch [98][3400/3940] lr: 6.741e-03, eta: 1 day, 2:06:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9819, loss_cls: 2.7662, loss: 2.7662 +2025-06-25 22:25:02,623 - pyskl - INFO - Epoch [98][3500/3940] lr: 6.735e-03, eta: 1 day, 2:05:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9838, loss_cls: 2.6781, loss: 2.6781 +2025-06-25 22:25:47,963 - pyskl - INFO - Epoch [98][3600/3940] lr: 6.729e-03, eta: 1 day, 2:05:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9819, loss_cls: 2.7109, loss: 2.7109 +2025-06-25 22:26:33,200 - pyskl - INFO - Epoch [98][3700/3940] lr: 6.723e-03, eta: 1 day, 2:04:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.7109, loss: 2.7109 +2025-06-25 22:27:18,814 - pyskl - INFO - Epoch [98][3800/3940] lr: 6.717e-03, eta: 1 day, 2:03:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9750, loss_cls: 2.9463, loss: 2.9463 +2025-06-25 22:28:04,301 - pyskl - INFO - Epoch [98][3900/3940] lr: 6.711e-03, eta: 1 day, 2:02:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 2.8140, loss: 2.8140 +2025-06-25 22:28:22,852 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-06-25 22:31:56,210 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 22:31:56,675 - pyskl - INFO - +top1_acc 0.8257 +top5_acc 0.9687 +2025-06-25 22:31:56,693 - pyskl - INFO - Epoch(val) [98][3183] top1_acc: 0.8257, top5_acc: 0.9687 +2025-06-25 22:33:07,223 - pyskl - INFO - Epoch [99][100/3940] lr: 6.703e-03, eta: 1 day, 2:01:50, time: 0.705, data_time: 0.249, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.6852, loss: 2.6852 +2025-06-25 22:33:52,825 - pyskl - INFO - Epoch [99][200/3940] lr: 6.697e-03, eta: 1 day, 2:01:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9812, loss_cls: 2.6673, loss: 2.6673 +2025-06-25 22:34:38,362 - pyskl - INFO - Epoch [99][300/3940] lr: 6.691e-03, eta: 1 day, 2:00:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.7933, loss: 2.7933 +2025-06-25 22:35:23,951 - pyskl - INFO - Epoch [99][400/3940] lr: 6.685e-03, eta: 1 day, 1:59:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9831, loss_cls: 2.7694, loss: 2.7694 +2025-06-25 22:36:09,443 - pyskl - INFO - Epoch [99][500/3940] lr: 6.679e-03, eta: 1 day, 1:58:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 2.7267, loss: 2.7267 +2025-06-25 22:36:55,054 - pyskl - INFO - Epoch [99][600/3940] lr: 6.674e-03, eta: 1 day, 1:58:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.6509, loss: 2.6509 +2025-06-25 22:37:40,641 - pyskl - INFO - Epoch [99][700/3940] lr: 6.668e-03, eta: 1 day, 1:57:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9788, loss_cls: 2.6830, loss: 2.6830 +2025-06-25 22:38:26,205 - pyskl - INFO - Epoch [99][800/3940] lr: 6.662e-03, eta: 1 day, 1:56:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.5961, loss: 2.5961 +2025-06-25 22:39:11,805 - pyskl - INFO - Epoch [99][900/3940] lr: 6.656e-03, eta: 1 day, 1:55:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.7277, loss: 2.7277 +2025-06-25 22:39:57,373 - pyskl - INFO - Epoch [99][1000/3940] lr: 6.650e-03, eta: 1 day, 1:54:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.6385, loss: 2.6385 +2025-06-25 22:40:42,946 - pyskl - INFO - Epoch [99][1100/3940] lr: 6.644e-03, eta: 1 day, 1:54:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.7244, loss: 2.7244 +2025-06-25 22:41:28,584 - pyskl - INFO - Epoch [99][1200/3940] lr: 6.638e-03, eta: 1 day, 1:53:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.7230, loss: 2.7230 +2025-06-25 22:42:14,229 - pyskl - INFO - Epoch [99][1300/3940] lr: 6.632e-03, eta: 1 day, 1:52:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.7241, loss: 2.7241 +2025-06-25 22:42:59,857 - pyskl - INFO - Epoch [99][1400/3940] lr: 6.627e-03, eta: 1 day, 1:51:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.8069, loss: 2.8069 +2025-06-25 22:43:45,442 - pyskl - INFO - Epoch [99][1500/3940] lr: 6.621e-03, eta: 1 day, 1:51:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 2.7134, loss: 2.7134 +2025-06-25 22:44:31,094 - pyskl - INFO - Epoch [99][1600/3940] lr: 6.615e-03, eta: 1 day, 1:50:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9806, loss_cls: 2.7756, loss: 2.7756 +2025-06-25 22:45:16,581 - pyskl - INFO - Epoch [99][1700/3940] lr: 6.609e-03, eta: 1 day, 1:49:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.7589, loss: 2.7589 +2025-06-25 22:46:02,085 - pyskl - INFO - Epoch [99][1800/3940] lr: 6.603e-03, eta: 1 day, 1:48:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9788, loss_cls: 2.8065, loss: 2.8065 +2025-06-25 22:46:47,575 - pyskl - INFO - Epoch [99][1900/3940] lr: 6.597e-03, eta: 1 day, 1:48:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9800, loss_cls: 2.7416, loss: 2.7416 +2025-06-25 22:47:33,161 - pyskl - INFO - Epoch [99][2000/3940] lr: 6.591e-03, eta: 1 day, 1:47:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.6985, loss: 2.6985 +2025-06-25 22:48:18,727 - pyskl - INFO - Epoch [99][2100/3940] lr: 6.586e-03, eta: 1 day, 1:46:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9844, loss_cls: 2.7476, loss: 2.7476 +2025-06-25 22:49:04,301 - pyskl - INFO - Epoch [99][2200/3940] lr: 6.580e-03, eta: 1 day, 1:45:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9856, loss_cls: 2.6240, loss: 2.6240 +2025-06-25 22:49:49,852 - pyskl - INFO - Epoch [99][2300/3940] lr: 6.574e-03, eta: 1 day, 1:45:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.7265, loss: 2.7265 +2025-06-25 22:50:35,470 - pyskl - INFO - Epoch [99][2400/3940] lr: 6.568e-03, eta: 1 day, 1:44:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 2.7204, loss: 2.7204 +2025-06-25 22:51:21,311 - pyskl - INFO - Epoch [99][2500/3940] lr: 6.562e-03, eta: 1 day, 1:43:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.7515, loss: 2.7515 +2025-06-25 22:52:07,051 - pyskl - INFO - Epoch [99][2600/3940] lr: 6.556e-03, eta: 1 day, 1:42:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.7430, loss: 2.7430 +2025-06-25 22:52:52,515 - pyskl - INFO - Epoch [99][2700/3940] lr: 6.550e-03, eta: 1 day, 1:41:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.8170, loss: 2.8170 +2025-06-25 22:53:38,117 - pyskl - INFO - Epoch [99][2800/3940] lr: 6.545e-03, eta: 1 day, 1:41:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9856, loss_cls: 2.7150, loss: 2.7150 +2025-06-25 22:54:23,627 - pyskl - INFO - Epoch [99][2900/3940] lr: 6.539e-03, eta: 1 day, 1:40:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.6675, loss: 2.6675 +2025-06-25 22:55:09,230 - pyskl - INFO - Epoch [99][3000/3940] lr: 6.533e-03, eta: 1 day, 1:39:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.7293, loss: 2.7293 +2025-06-25 22:55:54,881 - pyskl - INFO - Epoch [99][3100/3940] lr: 6.527e-03, eta: 1 day, 1:38:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 2.6635, loss: 2.6635 +2025-06-25 22:56:40,553 - pyskl - INFO - Epoch [99][3200/3940] lr: 6.521e-03, eta: 1 day, 1:38:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9825, loss_cls: 2.7262, loss: 2.7262 +2025-06-25 22:57:26,164 - pyskl - INFO - Epoch [99][3300/3940] lr: 6.515e-03, eta: 1 day, 1:37:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9800, loss_cls: 2.7888, loss: 2.7888 +2025-06-25 22:58:11,814 - pyskl - INFO - Epoch [99][3400/3940] lr: 6.510e-03, eta: 1 day, 1:36:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 2.7978, loss: 2.7978 +2025-06-25 22:58:57,488 - pyskl - INFO - Epoch [99][3500/3940] lr: 6.504e-03, eta: 1 day, 1:35:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.7650, loss: 2.7650 +2025-06-25 22:59:43,111 - pyskl - INFO - Epoch [99][3600/3940] lr: 6.498e-03, eta: 1 day, 1:35:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 2.8515, loss: 2.8515 +2025-06-25 23:00:28,761 - pyskl - INFO - Epoch [99][3700/3940] lr: 6.492e-03, eta: 1 day, 1:34:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.8014, loss: 2.8014 +2025-06-25 23:01:14,353 - pyskl - INFO - Epoch [99][3800/3940] lr: 6.486e-03, eta: 1 day, 1:33:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9769, loss_cls: 2.9109, loss: 2.9109 +2025-06-25 23:01:59,984 - pyskl - INFO - Epoch [99][3900/3940] lr: 6.480e-03, eta: 1 day, 1:32:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 2.8342, loss: 2.8342 +2025-06-25 23:02:18,494 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-06-25 23:05:56,194 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 23:05:56,698 - pyskl - INFO - +top1_acc 0.8074 +top5_acc 0.9683 +2025-06-25 23:05:56,717 - pyskl - INFO - Epoch(val) [99][3183] top1_acc: 0.8074, top5_acc: 0.9683 +2025-06-25 23:07:06,947 - pyskl - INFO - Epoch [100][100/3940] lr: 6.472e-03, eta: 1 day, 1:31:47, time: 0.702, data_time: 0.248, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9819, loss_cls: 2.8108, loss: 2.8108 +2025-06-25 23:07:52,320 - pyskl - INFO - Epoch [100][200/3940] lr: 6.466e-03, eta: 1 day, 1:31:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.7542, loss: 2.7542 +2025-06-25 23:08:37,781 - pyskl - INFO - Epoch [100][300/3940] lr: 6.461e-03, eta: 1 day, 1:30:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.5678, loss: 2.5678 +2025-06-25 23:09:23,385 - pyskl - INFO - Epoch [100][400/3940] lr: 6.455e-03, eta: 1 day, 1:29:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.6925, loss: 2.6925 +2025-06-25 23:10:08,957 - pyskl - INFO - Epoch [100][500/3940] lr: 6.449e-03, eta: 1 day, 1:28:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.6782, loss: 2.6782 +2025-06-25 23:10:54,525 - pyskl - INFO - Epoch [100][600/3940] lr: 6.443e-03, eta: 1 day, 1:27:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.6787, loss: 2.6787 +2025-06-25 23:11:40,103 - pyskl - INFO - Epoch [100][700/3940] lr: 6.437e-03, eta: 1 day, 1:27:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9838, loss_cls: 2.7035, loss: 2.7035 +2025-06-25 23:12:25,668 - pyskl - INFO - Epoch [100][800/3940] lr: 6.432e-03, eta: 1 day, 1:26:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.6055, loss: 2.6055 +2025-06-25 23:13:11,137 - pyskl - INFO - Epoch [100][900/3940] lr: 6.426e-03, eta: 1 day, 1:25:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9831, loss_cls: 2.8356, loss: 2.8356 +2025-06-25 23:13:56,566 - pyskl - INFO - Epoch [100][1000/3940] lr: 6.420e-03, eta: 1 day, 1:24:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.6870, loss: 2.6870 +2025-06-25 23:14:41,900 - pyskl - INFO - Epoch [100][1100/3940] lr: 6.414e-03, eta: 1 day, 1:24:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9812, loss_cls: 2.7096, loss: 2.7096 +2025-06-25 23:15:27,299 - pyskl - INFO - Epoch [100][1200/3940] lr: 6.408e-03, eta: 1 day, 1:23:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9819, loss_cls: 2.7629, loss: 2.7629 +2025-06-25 23:16:12,656 - pyskl - INFO - Epoch [100][1300/3940] lr: 6.403e-03, eta: 1 day, 1:22:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.6867, loss: 2.6867 +2025-06-25 23:16:57,901 - pyskl - INFO - Epoch [100][1400/3940] lr: 6.397e-03, eta: 1 day, 1:21:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.7193, loss: 2.7193 +2025-06-25 23:17:43,365 - pyskl - INFO - Epoch [100][1500/3940] lr: 6.391e-03, eta: 1 day, 1:21:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.8438, loss: 2.8438 +2025-06-25 23:18:28,765 - pyskl - INFO - Epoch [100][1600/3940] lr: 6.385e-03, eta: 1 day, 1:20:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 2.7305, loss: 2.7305 +2025-06-25 23:19:14,327 - pyskl - INFO - Epoch [100][1700/3940] lr: 6.379e-03, eta: 1 day, 1:19:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.6577, loss: 2.6577 +2025-06-25 23:19:59,781 - pyskl - INFO - Epoch [100][1800/3940] lr: 6.374e-03, eta: 1 day, 1:18:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9838, loss_cls: 2.6858, loss: 2.6858 +2025-06-25 23:20:45,220 - pyskl - INFO - Epoch [100][1900/3940] lr: 6.368e-03, eta: 1 day, 1:18:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9831, loss_cls: 2.7718, loss: 2.7718 +2025-06-25 23:21:30,706 - pyskl - INFO - Epoch [100][2000/3940] lr: 6.362e-03, eta: 1 day, 1:17:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.6988, loss: 2.6988 +2025-06-25 23:22:16,180 - pyskl - INFO - Epoch [100][2100/3940] lr: 6.356e-03, eta: 1 day, 1:16:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9812, loss_cls: 2.9069, loss: 2.9069 +2025-06-25 23:23:01,588 - pyskl - INFO - Epoch [100][2200/3940] lr: 6.350e-03, eta: 1 day, 1:15:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 2.7579, loss: 2.7579 +2025-06-25 23:23:47,005 - pyskl - INFO - Epoch [100][2300/3940] lr: 6.345e-03, eta: 1 day, 1:14:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9844, loss_cls: 2.7331, loss: 2.7331 +2025-06-25 23:24:32,454 - pyskl - INFO - Epoch [100][2400/3940] lr: 6.339e-03, eta: 1 day, 1:14:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.7200, loss: 2.7200 +2025-06-25 23:25:17,932 - pyskl - INFO - Epoch [100][2500/3940] lr: 6.333e-03, eta: 1 day, 1:13:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 2.6989, loss: 2.6989 +2025-06-25 23:26:03,409 - pyskl - INFO - Epoch [100][2600/3940] lr: 6.327e-03, eta: 1 day, 1:12:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.7011, loss: 2.7011 +2025-06-25 23:26:48,857 - pyskl - INFO - Epoch [100][2700/3940] lr: 6.322e-03, eta: 1 day, 1:11:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9850, loss_cls: 2.6399, loss: 2.6399 +2025-06-25 23:27:34,319 - pyskl - INFO - Epoch [100][2800/3940] lr: 6.316e-03, eta: 1 day, 1:11:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9831, loss_cls: 2.7329, loss: 2.7329 +2025-06-25 23:28:19,769 - pyskl - INFO - Epoch [100][2900/3940] lr: 6.310e-03, eta: 1 day, 1:10:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9850, loss_cls: 2.7147, loss: 2.7147 +2025-06-25 23:29:05,218 - pyskl - INFO - Epoch [100][3000/3940] lr: 6.304e-03, eta: 1 day, 1:09:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.6115, loss: 2.6115 +2025-06-25 23:29:50,648 - pyskl - INFO - Epoch [100][3100/3940] lr: 6.298e-03, eta: 1 day, 1:08:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.7891, loss: 2.7891 +2025-06-25 23:30:36,092 - pyskl - INFO - Epoch [100][3200/3940] lr: 6.293e-03, eta: 1 day, 1:08:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.6369, loss: 2.6369 +2025-06-25 23:31:21,516 - pyskl - INFO - Epoch [100][3300/3940] lr: 6.287e-03, eta: 1 day, 1:07:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.7399, loss: 2.7399 +2025-06-25 23:32:06,930 - pyskl - INFO - Epoch [100][3400/3940] lr: 6.281e-03, eta: 1 day, 1:06:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.7891, loss: 2.7891 +2025-06-25 23:32:52,407 - pyskl - INFO - Epoch [100][3500/3940] lr: 6.275e-03, eta: 1 day, 1:05:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.8224, loss: 2.8224 +2025-06-25 23:33:37,892 - pyskl - INFO - Epoch [100][3600/3940] lr: 6.270e-03, eta: 1 day, 1:05:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9806, loss_cls: 2.7690, loss: 2.7690 +2025-06-25 23:34:23,389 - pyskl - INFO - Epoch [100][3700/3940] lr: 6.264e-03, eta: 1 day, 1:04:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 2.8379, loss: 2.8379 +2025-06-25 23:35:08,828 - pyskl - INFO - Epoch [100][3800/3940] lr: 6.258e-03, eta: 1 day, 1:03:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9812, loss_cls: 2.7228, loss: 2.7228 +2025-06-25 23:35:54,239 - pyskl - INFO - Epoch [100][3900/3940] lr: 6.252e-03, eta: 1 day, 1:02:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 2.7087, loss: 2.7087 +2025-06-25 23:36:12,742 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-06-25 23:55:27,991 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 23:55:28,492 - pyskl - INFO - +top1_acc 0.8120 +top5_acc 0.9671 +2025-06-25 23:55:28,512 - pyskl - INFO - Epoch(val) [100][3183] top1_acc: 0.8120, top5_acc: 0.9671 +2025-06-25 23:56:38,927 - pyskl - INFO - Epoch [101][100/3940] lr: 6.244e-03, eta: 1 day, 1:01:41, time: 0.704, data_time: 0.246, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.7018, loss: 2.7018 +2025-06-25 23:57:24,586 - pyskl - INFO - Epoch [101][200/3940] lr: 6.239e-03, eta: 1 day, 1:00:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9856, loss_cls: 2.7154, loss: 2.7154 +2025-06-25 23:58:10,302 - pyskl - INFO - Epoch [101][300/3940] lr: 6.233e-03, eta: 1 day, 1:00:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.7195, loss: 2.7195 +2025-06-25 23:58:55,965 - pyskl - INFO - Epoch [101][400/3940] lr: 6.227e-03, eta: 1 day, 0:59:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.5588, loss: 2.5588 +2025-06-25 23:59:41,455 - pyskl - INFO - Epoch [101][500/3940] lr: 6.221e-03, eta: 1 day, 0:58:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.5985, loss: 2.5985 +2025-06-26 00:00:26,955 - pyskl - INFO - Epoch [101][600/3940] lr: 6.216e-03, eta: 1 day, 0:57:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 2.6326, loss: 2.6326 +2025-06-26 00:01:12,504 - pyskl - INFO - Epoch [101][700/3940] lr: 6.210e-03, eta: 1 day, 0:57:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.6100, loss: 2.6100 +2025-06-26 00:01:58,323 - pyskl - INFO - Epoch [101][800/3940] lr: 6.204e-03, eta: 1 day, 0:56:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9812, loss_cls: 2.6244, loss: 2.6244 +2025-06-26 00:02:44,090 - pyskl - INFO - Epoch [101][900/3940] lr: 6.198e-03, eta: 1 day, 0:55:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.8063, loss: 2.8063 +2025-06-26 00:03:29,822 - pyskl - INFO - Epoch [101][1000/3940] lr: 6.193e-03, eta: 1 day, 0:54:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9812, loss_cls: 2.7350, loss: 2.7350 +2025-06-26 00:04:15,578 - pyskl - INFO - Epoch [101][1100/3940] lr: 6.187e-03, eta: 1 day, 0:54:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.7046, loss: 2.7046 +2025-06-26 00:05:01,201 - pyskl - INFO - Epoch [101][1200/3940] lr: 6.181e-03, eta: 1 day, 0:53:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.7196, loss: 2.7196 +2025-06-26 00:05:46,880 - pyskl - INFO - Epoch [101][1300/3940] lr: 6.175e-03, eta: 1 day, 0:52:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9825, loss_cls: 2.7028, loss: 2.7028 +2025-06-26 00:06:32,514 - pyskl - INFO - Epoch [101][1400/3940] lr: 6.170e-03, eta: 1 day, 0:51:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9838, loss_cls: 2.7144, loss: 2.7144 +2025-06-26 00:07:18,206 - pyskl - INFO - Epoch [101][1500/3940] lr: 6.164e-03, eta: 1 day, 0:51:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 2.6294, loss: 2.6294 +2025-06-26 00:08:03,749 - pyskl - INFO - Epoch [101][1600/3940] lr: 6.158e-03, eta: 1 day, 0:50:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.5962, loss: 2.5962 +2025-06-26 00:08:49,417 - pyskl - INFO - Epoch [101][1700/3940] lr: 6.152e-03, eta: 1 day, 0:49:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.6080, loss: 2.6080 +2025-06-26 00:09:35,094 - pyskl - INFO - Epoch [101][1800/3940] lr: 6.147e-03, eta: 1 day, 0:48:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9850, loss_cls: 2.6073, loss: 2.6073 +2025-06-26 00:10:20,701 - pyskl - INFO - Epoch [101][1900/3940] lr: 6.141e-03, eta: 1 day, 0:47:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9856, loss_cls: 2.6679, loss: 2.6679 +2025-06-26 00:11:06,261 - pyskl - INFO - Epoch [101][2000/3940] lr: 6.135e-03, eta: 1 day, 0:47:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 2.5504, loss: 2.5504 +2025-06-26 00:11:51,882 - pyskl - INFO - Epoch [101][2100/3940] lr: 6.130e-03, eta: 1 day, 0:46:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 2.7388, loss: 2.7388 +2025-06-26 00:12:37,540 - pyskl - INFO - Epoch [101][2200/3940] lr: 6.124e-03, eta: 1 day, 0:45:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 2.7857, loss: 2.7857 +2025-06-26 00:13:23,144 - pyskl - INFO - Epoch [101][2300/3940] lr: 6.118e-03, eta: 1 day, 0:44:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.6503, loss: 2.6503 +2025-06-26 00:14:08,749 - pyskl - INFO - Epoch [101][2400/3940] lr: 6.112e-03, eta: 1 day, 0:44:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 2.8279, loss: 2.8279 +2025-06-26 00:14:54,333 - pyskl - INFO - Epoch [101][2500/3940] lr: 6.107e-03, eta: 1 day, 0:43:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9756, loss_cls: 2.7881, loss: 2.7881 +2025-06-26 00:15:40,062 - pyskl - INFO - Epoch [101][2600/3940] lr: 6.101e-03, eta: 1 day, 0:42:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9838, loss_cls: 2.6449, loss: 2.6449 +2025-06-26 00:16:25,665 - pyskl - INFO - Epoch [101][2700/3940] lr: 6.095e-03, eta: 1 day, 0:41:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.6581, loss: 2.6581 +2025-06-26 00:17:11,230 - pyskl - INFO - Epoch [101][2800/3940] lr: 6.090e-03, eta: 1 day, 0:41:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.7162, loss: 2.7162 +2025-06-26 00:17:56,805 - pyskl - INFO - Epoch [101][2900/3940] lr: 6.084e-03, eta: 1 day, 0:40:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9800, loss_cls: 2.7797, loss: 2.7797 +2025-06-26 00:18:42,427 - pyskl - INFO - Epoch [101][3000/3940] lr: 6.078e-03, eta: 1 day, 0:39:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9812, loss_cls: 2.7156, loss: 2.7156 +2025-06-26 00:19:28,229 - pyskl - INFO - Epoch [101][3100/3940] lr: 6.073e-03, eta: 1 day, 0:38:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.6872, loss: 2.6872 +2025-06-26 00:20:13,832 - pyskl - INFO - Epoch [101][3200/3940] lr: 6.067e-03, eta: 1 day, 0:38:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.6941, loss: 2.6941 +2025-06-26 00:20:59,354 - pyskl - INFO - Epoch [101][3300/3940] lr: 6.061e-03, eta: 1 day, 0:37:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9869, loss_cls: 2.5787, loss: 2.5787 +2025-06-26 00:21:44,889 - pyskl - INFO - Epoch [101][3400/3940] lr: 6.055e-03, eta: 1 day, 0:36:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.7871, loss: 2.7871 +2025-06-26 00:22:30,373 - pyskl - INFO - Epoch [101][3500/3940] lr: 6.050e-03, eta: 1 day, 0:35:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9931, loss_cls: 2.6791, loss: 2.6791 +2025-06-26 00:23:15,818 - pyskl - INFO - Epoch [101][3600/3940] lr: 6.044e-03, eta: 1 day, 0:34:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.7380, loss: 2.7380 +2025-06-26 00:24:01,214 - pyskl - INFO - Epoch [101][3700/3940] lr: 6.038e-03, eta: 1 day, 0:34:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.6595, loss: 2.6595 +2025-06-26 00:24:46,671 - pyskl - INFO - Epoch [101][3800/3940] lr: 6.033e-03, eta: 1 day, 0:33:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.7129, loss: 2.7129 +2025-06-26 00:25:32,143 - pyskl - INFO - Epoch [101][3900/3940] lr: 6.027e-03, eta: 1 day, 0:32:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.6933, loss: 2.6933 +2025-06-26 00:25:50,669 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-06-26 00:29:24,620 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 00:29:25,093 - pyskl - INFO - +top1_acc 0.8272 +top5_acc 0.9717 +2025-06-26 00:29:25,113 - pyskl - INFO - Epoch(val) [101][3183] top1_acc: 0.8272, top5_acc: 0.9717 +2025-06-26 00:30:35,467 - pyskl - INFO - Epoch [102][100/3940] lr: 6.019e-03, eta: 1 day, 0:31:39, time: 0.703, data_time: 0.250, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.7488, loss: 2.7488 +2025-06-26 00:31:20,814 - pyskl - INFO - Epoch [102][200/3940] lr: 6.013e-03, eta: 1 day, 0:30:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.5908, loss: 2.5908 +2025-06-26 00:32:06,237 - pyskl - INFO - Epoch [102][300/3940] lr: 6.008e-03, eta: 1 day, 0:30:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.7467, loss: 2.7467 +2025-06-26 00:32:51,717 - pyskl - INFO - Epoch [102][400/3940] lr: 6.002e-03, eta: 1 day, 0:29:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.6724, loss: 2.6724 +2025-06-26 00:33:37,287 - pyskl - INFO - Epoch [102][500/3940] lr: 5.996e-03, eta: 1 day, 0:28:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.5896, loss: 2.5896 +2025-06-26 00:34:22,702 - pyskl - INFO - Epoch [102][600/3940] lr: 5.991e-03, eta: 1 day, 0:27:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9819, loss_cls: 2.6848, loss: 2.6848 +2025-06-26 00:35:08,150 - pyskl - INFO - Epoch [102][700/3940] lr: 5.985e-03, eta: 1 day, 0:27:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9869, loss_cls: 2.5980, loss: 2.5980 +2025-06-26 00:35:53,742 - pyskl - INFO - Epoch [102][800/3940] lr: 5.979e-03, eta: 1 day, 0:26:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.6544, loss: 2.6544 +2025-06-26 00:36:39,326 - pyskl - INFO - Epoch [102][900/3940] lr: 5.974e-03, eta: 1 day, 0:25:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9850, loss_cls: 2.6102, loss: 2.6102 +2025-06-26 00:37:24,875 - pyskl - INFO - Epoch [102][1000/3940] lr: 5.968e-03, eta: 1 day, 0:24:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9819, loss_cls: 2.6637, loss: 2.6637 +2025-06-26 00:38:10,313 - pyskl - INFO - Epoch [102][1100/3940] lr: 5.962e-03, eta: 1 day, 0:24:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.6458, loss: 2.6458 +2025-06-26 00:38:55,814 - pyskl - INFO - Epoch [102][1200/3940] lr: 5.957e-03, eta: 1 day, 0:23:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9794, loss_cls: 2.7679, loss: 2.7679 +2025-06-26 00:39:41,322 - pyskl - INFO - Epoch [102][1300/3940] lr: 5.951e-03, eta: 1 day, 0:22:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9862, loss_cls: 2.7281, loss: 2.7281 +2025-06-26 00:40:26,843 - pyskl - INFO - Epoch [102][1400/3940] lr: 5.945e-03, eta: 1 day, 0:21:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.7296, loss: 2.7296 +2025-06-26 00:41:12,287 - pyskl - INFO - Epoch [102][1500/3940] lr: 5.940e-03, eta: 1 day, 0:20:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 2.6054, loss: 2.6054 +2025-06-26 00:41:57,742 - pyskl - INFO - Epoch [102][1600/3940] lr: 5.934e-03, eta: 1 day, 0:20:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9812, loss_cls: 2.6446, loss: 2.6446 +2025-06-26 00:42:43,222 - pyskl - INFO - Epoch [102][1700/3940] lr: 5.928e-03, eta: 1 day, 0:19:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9862, loss_cls: 2.6041, loss: 2.6041 +2025-06-26 00:43:28,766 - pyskl - INFO - Epoch [102][1800/3940] lr: 5.923e-03, eta: 1 day, 0:18:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.6467, loss: 2.6467 +2025-06-26 00:44:14,260 - pyskl - INFO - Epoch [102][1900/3940] lr: 5.917e-03, eta: 1 day, 0:17:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.6523, loss: 2.6523 +2025-06-26 00:44:59,714 - pyskl - INFO - Epoch [102][2000/3940] lr: 5.911e-03, eta: 1 day, 0:17:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.5615, loss: 2.5615 +2025-06-26 00:45:45,228 - pyskl - INFO - Epoch [102][2100/3940] lr: 5.906e-03, eta: 1 day, 0:16:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 2.7495, loss: 2.7495 +2025-06-26 00:46:30,862 - pyskl - INFO - Epoch [102][2200/3940] lr: 5.900e-03, eta: 1 day, 0:15:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9856, loss_cls: 2.6176, loss: 2.6176 +2025-06-26 00:47:16,363 - pyskl - INFO - Epoch [102][2300/3940] lr: 5.894e-03, eta: 1 day, 0:14:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9856, loss_cls: 2.6460, loss: 2.6460 +2025-06-26 00:48:01,843 - pyskl - INFO - Epoch [102][2400/3940] lr: 5.889e-03, eta: 1 day, 0:14:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 2.7083, loss: 2.7083 +2025-06-26 00:48:47,323 - pyskl - INFO - Epoch [102][2500/3940] lr: 5.883e-03, eta: 1 day, 0:13:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 2.7631, loss: 2.7631 +2025-06-26 00:49:32,789 - pyskl - INFO - Epoch [102][2600/3940] lr: 5.878e-03, eta: 1 day, 0:12:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.7287, loss: 2.7287 +2025-06-26 00:50:18,259 - pyskl - INFO - Epoch [102][2700/3940] lr: 5.872e-03, eta: 1 day, 0:11:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9812, loss_cls: 2.7295, loss: 2.7295 +2025-06-26 00:51:03,759 - pyskl - INFO - Epoch [102][2800/3940] lr: 5.866e-03, eta: 1 day, 0:11:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.7237, loss: 2.7237 +2025-06-26 00:51:49,158 - pyskl - INFO - Epoch [102][2900/3940] lr: 5.861e-03, eta: 1 day, 0:10:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.6913, loss: 2.6913 +2025-06-26 00:52:34,625 - pyskl - INFO - Epoch [102][3000/3940] lr: 5.855e-03, eta: 1 day, 0:09:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 2.6303, loss: 2.6303 +2025-06-26 00:53:20,140 - pyskl - INFO - Epoch [102][3100/3940] lr: 5.849e-03, eta: 1 day, 0:08:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9825, loss_cls: 2.6794, loss: 2.6794 +2025-06-26 00:54:05,505 - pyskl - INFO - Epoch [102][3200/3940] lr: 5.844e-03, eta: 1 day, 0:07:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9856, loss_cls: 2.6308, loss: 2.6308 +2025-06-26 00:54:50,928 - pyskl - INFO - Epoch [102][3300/3940] lr: 5.838e-03, eta: 1 day, 0:07:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9862, loss_cls: 2.6876, loss: 2.6876 +2025-06-26 00:55:36,398 - pyskl - INFO - Epoch [102][3400/3940] lr: 5.833e-03, eta: 1 day, 0:06:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.7379, loss: 2.7379 +2025-06-26 00:56:21,820 - pyskl - INFO - Epoch [102][3500/3940] lr: 5.827e-03, eta: 1 day, 0:05:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9838, loss_cls: 2.6633, loss: 2.6633 +2025-06-26 00:57:07,261 - pyskl - INFO - Epoch [102][3600/3940] lr: 5.821e-03, eta: 1 day, 0:04:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 2.6160, loss: 2.6160 +2025-06-26 00:57:52,724 - pyskl - INFO - Epoch [102][3700/3940] lr: 5.816e-03, eta: 1 day, 0:04:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9825, loss_cls: 2.7360, loss: 2.7360 +2025-06-26 00:58:38,088 - pyskl - INFO - Epoch [102][3800/3940] lr: 5.810e-03, eta: 1 day, 0:03:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9812, loss_cls: 2.5255, loss: 2.5255 +2025-06-26 00:59:23,518 - pyskl - INFO - Epoch [102][3900/3940] lr: 5.804e-03, eta: 1 day, 0:02:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9788, loss_cls: 2.7300, loss: 2.7300 +2025-06-26 00:59:42,045 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-06-26 01:03:15,832 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 01:03:16,313 - pyskl - INFO - +top1_acc 0.8250 +top5_acc 0.9698 +2025-06-26 01:03:16,336 - pyskl - INFO - Epoch(val) [102][3183] top1_acc: 0.8250, top5_acc: 0.9698 +2025-06-26 01:04:27,259 - pyskl - INFO - Epoch [103][100/3940] lr: 5.797e-03, eta: 1 day, 0:01:34, time: 0.709, data_time: 0.253, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 2.4680, loss: 2.4680 +2025-06-26 01:05:12,943 - pyskl - INFO - Epoch [103][200/3940] lr: 5.791e-03, eta: 1 day, 0:00:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.5383, loss: 2.5383 +2025-06-26 01:05:58,572 - pyskl - INFO - Epoch [103][300/3940] lr: 5.785e-03, eta: 1 day, 0:00:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.5862, loss: 2.5862 +2025-06-26 01:06:44,078 - pyskl - INFO - Epoch [103][400/3940] lr: 5.780e-03, eta: 23:59:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.5677, loss: 2.5677 +2025-06-26 01:07:29,653 - pyskl - INFO - Epoch [103][500/3940] lr: 5.774e-03, eta: 23:58:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9856, loss_cls: 2.6036, loss: 2.6036 +2025-06-26 01:08:15,203 - pyskl - INFO - Epoch [103][600/3940] lr: 5.769e-03, eta: 23:57:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.6446, loss: 2.6446 +2025-06-26 01:09:00,704 - pyskl - INFO - Epoch [103][700/3940] lr: 5.763e-03, eta: 23:56:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.6323, loss: 2.6323 +2025-06-26 01:09:46,314 - pyskl - INFO - Epoch [103][800/3940] lr: 5.757e-03, eta: 23:56:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9856, loss_cls: 2.6122, loss: 2.6122 +2025-06-26 01:10:31,857 - pyskl - INFO - Epoch [103][900/3940] lr: 5.752e-03, eta: 23:55:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.5334, loss: 2.5334 +2025-06-26 01:11:17,382 - pyskl - INFO - Epoch [103][1000/3940] lr: 5.746e-03, eta: 23:54:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 2.6590, loss: 2.6590 +2025-06-26 01:12:02,909 - pyskl - INFO - Epoch [103][1100/3940] lr: 5.741e-03, eta: 23:53:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9881, loss_cls: 2.5661, loss: 2.5661 +2025-06-26 01:12:48,454 - pyskl - INFO - Epoch [103][1200/3940] lr: 5.735e-03, eta: 23:53:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.7150, loss: 2.7150 +2025-06-26 01:13:33,954 - pyskl - INFO - Epoch [103][1300/3940] lr: 5.729e-03, eta: 23:52:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.6623, loss: 2.6623 +2025-06-26 01:14:19,454 - pyskl - INFO - Epoch [103][1400/3940] lr: 5.724e-03, eta: 23:51:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9938, loss_cls: 2.5621, loss: 2.5621 +2025-06-26 01:15:05,009 - pyskl - INFO - Epoch [103][1500/3940] lr: 5.718e-03, eta: 23:50:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.6024, loss: 2.6024 +2025-06-26 01:15:50,449 - pyskl - INFO - Epoch [103][1600/3940] lr: 5.713e-03, eta: 23:50:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 2.7376, loss: 2.7376 +2025-06-26 01:16:35,942 - pyskl - INFO - Epoch [103][1700/3940] lr: 5.707e-03, eta: 23:49:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9819, loss_cls: 2.5943, loss: 2.5943 +2025-06-26 01:17:21,380 - pyskl - INFO - Epoch [103][1800/3940] lr: 5.702e-03, eta: 23:48:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9831, loss_cls: 2.6656, loss: 2.6656 +2025-06-26 01:18:06,777 - pyskl - INFO - Epoch [103][1900/3940] lr: 5.696e-03, eta: 23:47:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9856, loss_cls: 2.5942, loss: 2.5942 +2025-06-26 01:18:52,133 - pyskl - INFO - Epoch [103][2000/3940] lr: 5.690e-03, eta: 23:47:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.6227, loss: 2.6227 +2025-06-26 01:19:37,563 - pyskl - INFO - Epoch [103][2100/3940] lr: 5.685e-03, eta: 23:46:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9825, loss_cls: 2.6715, loss: 2.6715 +2025-06-26 01:20:22,964 - pyskl - INFO - Epoch [103][2200/3940] lr: 5.679e-03, eta: 23:45:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9869, loss_cls: 2.6550, loss: 2.6550 +2025-06-26 01:21:08,541 - pyskl - INFO - Epoch [103][2300/3940] lr: 5.674e-03, eta: 23:44:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9831, loss_cls: 2.7793, loss: 2.7793 +2025-06-26 01:21:54,012 - pyskl - INFO - Epoch [103][2400/3940] lr: 5.668e-03, eta: 23:43:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.6055, loss: 2.6055 +2025-06-26 01:22:39,342 - pyskl - INFO - Epoch [103][2500/3940] lr: 5.663e-03, eta: 23:43:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.6663, loss: 2.6663 +2025-06-26 01:23:24,795 - pyskl - INFO - Epoch [103][2600/3940] lr: 5.657e-03, eta: 23:42:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 2.6474, loss: 2.6474 +2025-06-26 01:24:10,282 - pyskl - INFO - Epoch [103][2700/3940] lr: 5.651e-03, eta: 23:41:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 2.6045, loss: 2.6045 +2025-06-26 01:24:55,884 - pyskl - INFO - Epoch [103][2800/3940] lr: 5.646e-03, eta: 23:40:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 2.6453, loss: 2.6453 +2025-06-26 01:25:41,319 - pyskl - INFO - Epoch [103][2900/3940] lr: 5.640e-03, eta: 23:40:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.6585, loss: 2.6585 +2025-06-26 01:26:26,645 - pyskl - INFO - Epoch [103][3000/3940] lr: 5.635e-03, eta: 23:39:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9862, loss_cls: 2.6975, loss: 2.6975 +2025-06-26 01:27:12,029 - pyskl - INFO - Epoch [103][3100/3940] lr: 5.629e-03, eta: 23:38:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.6236, loss: 2.6236 +2025-06-26 01:27:57,417 - pyskl - INFO - Epoch [103][3200/3940] lr: 5.624e-03, eta: 23:37:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.6864, loss: 2.6864 +2025-06-26 01:28:42,854 - pyskl - INFO - Epoch [103][3300/3940] lr: 5.618e-03, eta: 23:37:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.6330, loss: 2.6330 +2025-06-26 01:29:28,334 - pyskl - INFO - Epoch [103][3400/3940] lr: 5.613e-03, eta: 23:36:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9856, loss_cls: 2.6445, loss: 2.6445 +2025-06-26 01:30:13,814 - pyskl - INFO - Epoch [103][3500/3940] lr: 5.607e-03, eta: 23:35:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 2.7100, loss: 2.7100 +2025-06-26 01:30:59,414 - pyskl - INFO - Epoch [103][3600/3940] lr: 5.601e-03, eta: 23:34:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.6357, loss: 2.6357 +2025-06-26 01:31:44,941 - pyskl - INFO - Epoch [103][3700/3940] lr: 5.596e-03, eta: 23:34:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 2.6583, loss: 2.6583 +2025-06-26 01:32:30,416 - pyskl - INFO - Epoch [103][3800/3940] lr: 5.590e-03, eta: 23:33:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.6901, loss: 2.6901 +2025-06-26 01:33:15,874 - pyskl - INFO - Epoch [103][3900/3940] lr: 5.585e-03, eta: 23:32:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.6749, loss: 2.6749 +2025-06-26 01:33:34,388 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-06-26 01:37:11,487 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 01:37:12,040 - pyskl - INFO - +top1_acc 0.8085 +top5_acc 0.9674 +2025-06-26 01:37:12,062 - pyskl - INFO - Epoch(val) [103][3183] top1_acc: 0.8085, top5_acc: 0.9674 +2025-06-26 01:38:22,877 - pyskl - INFO - Epoch [104][100/3940] lr: 5.577e-03, eta: 23:31:29, time: 0.708, data_time: 0.254, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.7008, loss: 2.7008 +2025-06-26 01:39:08,312 - pyskl - INFO - Epoch [104][200/3940] lr: 5.572e-03, eta: 23:30:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 2.6886, loss: 2.6886 +2025-06-26 01:39:53,745 - pyskl - INFO - Epoch [104][300/3940] lr: 5.566e-03, eta: 23:29:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.5863, loss: 2.5863 +2025-06-26 01:40:39,194 - pyskl - INFO - Epoch [104][400/3940] lr: 5.561e-03, eta: 23:29:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.4357, loss: 2.4357 +2025-06-26 01:41:24,679 - pyskl - INFO - Epoch [104][500/3940] lr: 5.555e-03, eta: 23:28:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9831, loss_cls: 2.7292, loss: 2.7292 +2025-06-26 01:42:10,324 - pyskl - INFO - Epoch [104][600/3940] lr: 5.549e-03, eta: 23:27:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.5788, loss: 2.5788 +2025-06-26 01:42:55,734 - pyskl - INFO - Epoch [104][700/3940] lr: 5.544e-03, eta: 23:26:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.5895, loss: 2.5895 +2025-06-26 01:43:41,154 - pyskl - INFO - Epoch [104][800/3940] lr: 5.538e-03, eta: 23:26:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.5977, loss: 2.5977 +2025-06-26 01:44:26,661 - pyskl - INFO - Epoch [104][900/3940] lr: 5.533e-03, eta: 23:25:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 2.5776, loss: 2.5776 +2025-06-26 01:45:12,126 - pyskl - INFO - Epoch [104][1000/3940] lr: 5.527e-03, eta: 23:24:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.6506, loss: 2.6506 +2025-06-26 01:45:57,386 - pyskl - INFO - Epoch [104][1100/3940] lr: 5.522e-03, eta: 23:23:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9881, loss_cls: 2.5872, loss: 2.5872 +2025-06-26 01:46:42,708 - pyskl - INFO - Epoch [104][1200/3940] lr: 5.516e-03, eta: 23:23:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.6361, loss: 2.6361 +2025-06-26 01:47:28,090 - pyskl - INFO - Epoch [104][1300/3940] lr: 5.511e-03, eta: 23:22:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.7002, loss: 2.7002 +2025-06-26 01:48:13,395 - pyskl - INFO - Epoch [104][1400/3940] lr: 5.505e-03, eta: 23:21:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 2.6217, loss: 2.6217 +2025-06-26 01:48:58,719 - pyskl - INFO - Epoch [104][1500/3940] lr: 5.500e-03, eta: 23:20:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9856, loss_cls: 2.6808, loss: 2.6808 +2025-06-26 01:49:44,048 - pyskl - INFO - Epoch [104][1600/3940] lr: 5.494e-03, eta: 23:20:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.6244, loss: 2.6244 +2025-06-26 01:50:29,475 - pyskl - INFO - Epoch [104][1700/3940] lr: 5.489e-03, eta: 23:19:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.5411, loss: 2.5411 +2025-06-26 01:51:15,102 - pyskl - INFO - Epoch [104][1800/3940] lr: 5.483e-03, eta: 23:18:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.5979, loss: 2.5979 +2025-06-26 01:52:00,676 - pyskl - INFO - Epoch [104][1900/3940] lr: 5.478e-03, eta: 23:17:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9862, loss_cls: 2.6593, loss: 2.6593 +2025-06-26 01:52:46,172 - pyskl - INFO - Epoch [104][2000/3940] lr: 5.472e-03, eta: 23:16:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9875, loss_cls: 2.4974, loss: 2.4974 +2025-06-26 01:53:31,753 - pyskl - INFO - Epoch [104][2100/3940] lr: 5.467e-03, eta: 23:16:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 2.7208, loss: 2.7208 +2025-06-26 01:54:17,270 - pyskl - INFO - Epoch [104][2200/3940] lr: 5.461e-03, eta: 23:15:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9850, loss_cls: 2.6531, loss: 2.6531 +2025-06-26 01:55:02,712 - pyskl - INFO - Epoch [104][2300/3940] lr: 5.456e-03, eta: 23:14:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.6406, loss: 2.6406 +2025-06-26 01:55:48,139 - pyskl - INFO - Epoch [104][2400/3940] lr: 5.450e-03, eta: 23:13:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9881, loss_cls: 2.4664, loss: 2.4664 +2025-06-26 01:56:33,549 - pyskl - INFO - Epoch [104][2500/3940] lr: 5.445e-03, eta: 23:13:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.5780, loss: 2.5780 +2025-06-26 01:57:18,969 - pyskl - INFO - Epoch [104][2600/3940] lr: 5.439e-03, eta: 23:12:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.6092, loss: 2.6092 +2025-06-26 01:58:04,422 - pyskl - INFO - Epoch [104][2700/3940] lr: 5.434e-03, eta: 23:11:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.6572, loss: 2.6572 +2025-06-26 01:58:49,892 - pyskl - INFO - Epoch [104][2800/3940] lr: 5.428e-03, eta: 23:10:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9806, loss_cls: 2.6974, loss: 2.6974 +2025-06-26 01:59:35,355 - pyskl - INFO - Epoch [104][2900/3940] lr: 5.423e-03, eta: 23:10:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.6724, loss: 2.6724 +2025-06-26 02:00:20,893 - pyskl - INFO - Epoch [104][3000/3940] lr: 5.418e-03, eta: 23:09:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9862, loss_cls: 2.5942, loss: 2.5942 +2025-06-26 02:01:06,438 - pyskl - INFO - Epoch [104][3100/3940] lr: 5.412e-03, eta: 23:08:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 2.6495, loss: 2.6495 +2025-06-26 02:01:51,906 - pyskl - INFO - Epoch [104][3200/3940] lr: 5.407e-03, eta: 23:07:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.5864, loss: 2.5864 +2025-06-26 02:02:37,310 - pyskl - INFO - Epoch [104][3300/3940] lr: 5.401e-03, eta: 23:07:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 2.6181, loss: 2.6181 +2025-06-26 02:03:22,696 - pyskl - INFO - Epoch [104][3400/3940] lr: 5.396e-03, eta: 23:06:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.5295, loss: 2.5295 +2025-06-26 02:04:08,098 - pyskl - INFO - Epoch [104][3500/3940] lr: 5.390e-03, eta: 23:05:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.5976, loss: 2.5976 +2025-06-26 02:04:53,625 - pyskl - INFO - Epoch [104][3600/3940] lr: 5.385e-03, eta: 23:04:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9875, loss_cls: 2.5854, loss: 2.5854 +2025-06-26 02:05:39,034 - pyskl - INFO - Epoch [104][3700/3940] lr: 5.379e-03, eta: 23:03:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.5343, loss: 2.5343 +2025-06-26 02:06:24,672 - pyskl - INFO - Epoch [104][3800/3940] lr: 5.374e-03, eta: 23:03:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9856, loss_cls: 2.6234, loss: 2.6234 +2025-06-26 02:07:10,021 - pyskl - INFO - Epoch [104][3900/3940] lr: 5.368e-03, eta: 23:02:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.6130, loss: 2.6130 +2025-06-26 02:07:28,520 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-06-26 02:11:06,659 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 02:11:07,234 - pyskl - INFO - +top1_acc 0.8362 +top5_acc 0.9713 +2025-06-26 02:11:07,291 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_97.pth was removed +2025-06-26 02:11:08,343 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. +2025-06-26 02:11:08,346 - pyskl - INFO - Best top1_acc is 0.8362 at 104 epoch. +2025-06-26 02:11:08,364 - pyskl - INFO - Epoch(val) [104][3183] top1_acc: 0.8362, top5_acc: 0.9713 +2025-06-26 02:12:18,933 - pyskl - INFO - Epoch [105][100/3940] lr: 5.361e-03, eta: 23:01:24, time: 0.706, data_time: 0.250, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.5318, loss: 2.5318 +2025-06-26 02:13:04,461 - pyskl - INFO - Epoch [105][200/3940] lr: 5.355e-03, eta: 23:00:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.5150, loss: 2.5150 +2025-06-26 02:13:49,993 - pyskl - INFO - Epoch [105][300/3940] lr: 5.350e-03, eta: 22:59:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.5689, loss: 2.5689 +2025-06-26 02:14:35,558 - pyskl - INFO - Epoch [105][400/3940] lr: 5.344e-03, eta: 22:59:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9888, loss_cls: 2.5698, loss: 2.5698 +2025-06-26 02:15:21,097 - pyskl - INFO - Epoch [105][500/3940] lr: 5.339e-03, eta: 22:58:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9906, loss_cls: 2.5505, loss: 2.5505 +2025-06-26 02:16:06,659 - pyskl - INFO - Epoch [105][600/3940] lr: 5.333e-03, eta: 22:57:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 2.4949, loss: 2.4949 +2025-06-26 02:16:52,151 - pyskl - INFO - Epoch [105][700/3940] lr: 5.328e-03, eta: 22:56:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9875, loss_cls: 2.5082, loss: 2.5082 +2025-06-26 02:17:37,608 - pyskl - INFO - Epoch [105][800/3940] lr: 5.323e-03, eta: 22:56:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.4617, loss: 2.4617 +2025-06-26 02:18:23,075 - pyskl - INFO - Epoch [105][900/3940] lr: 5.317e-03, eta: 22:55:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9869, loss_cls: 2.5936, loss: 2.5936 +2025-06-26 02:19:08,629 - pyskl - INFO - Epoch [105][1000/3940] lr: 5.312e-03, eta: 22:54:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9862, loss_cls: 2.5908, loss: 2.5908 +2025-06-26 02:19:54,211 - pyskl - INFO - Epoch [105][1100/3940] lr: 5.306e-03, eta: 22:53:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.5920, loss: 2.5920 +2025-06-26 02:20:39,759 - pyskl - INFO - Epoch [105][1200/3940] lr: 5.301e-03, eta: 22:53:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9831, loss_cls: 2.6810, loss: 2.6810 +2025-06-26 02:21:25,229 - pyskl - INFO - Epoch [105][1300/3940] lr: 5.295e-03, eta: 22:52:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9938, loss_cls: 2.6351, loss: 2.6351 +2025-06-26 02:22:10,848 - pyskl - INFO - Epoch [105][1400/3940] lr: 5.290e-03, eta: 22:51:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.5175, loss: 2.5175 +2025-06-26 02:22:56,491 - pyskl - INFO - Epoch [105][1500/3940] lr: 5.285e-03, eta: 22:50:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9831, loss_cls: 2.5768, loss: 2.5768 +2025-06-26 02:23:42,026 - pyskl - INFO - Epoch [105][1600/3940] lr: 5.279e-03, eta: 22:49:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9862, loss_cls: 2.5988, loss: 2.5988 +2025-06-26 02:24:27,550 - pyskl - INFO - Epoch [105][1700/3940] lr: 5.274e-03, eta: 22:49:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 2.5009, loss: 2.5009 +2025-06-26 02:25:13,082 - pyskl - INFO - Epoch [105][1800/3940] lr: 5.268e-03, eta: 22:48:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 2.5915, loss: 2.5915 +2025-06-26 02:25:58,604 - pyskl - INFO - Epoch [105][1900/3940] lr: 5.263e-03, eta: 22:47:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9819, loss_cls: 2.6996, loss: 2.6996 +2025-06-26 02:26:44,163 - pyskl - INFO - Epoch [105][2000/3940] lr: 5.257e-03, eta: 22:46:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 2.6710, loss: 2.6710 +2025-06-26 02:27:29,696 - pyskl - INFO - Epoch [105][2100/3940] lr: 5.252e-03, eta: 22:46:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.5853, loss: 2.5853 +2025-06-26 02:28:15,262 - pyskl - INFO - Epoch [105][2200/3940] lr: 5.247e-03, eta: 22:45:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.5732, loss: 2.5732 +2025-06-26 02:29:00,896 - pyskl - INFO - Epoch [105][2300/3940] lr: 5.241e-03, eta: 22:44:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.6369, loss: 2.6369 +2025-06-26 02:29:46,389 - pyskl - INFO - Epoch [105][2400/3940] lr: 5.236e-03, eta: 22:43:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9850, loss_cls: 2.6317, loss: 2.6317 +2025-06-26 02:30:31,974 - pyskl - INFO - Epoch [105][2500/3940] lr: 5.230e-03, eta: 22:43:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.6595, loss: 2.6595 +2025-06-26 02:31:17,466 - pyskl - INFO - Epoch [105][2600/3940] lr: 5.225e-03, eta: 22:42:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.6282, loss: 2.6282 +2025-06-26 02:32:03,028 - pyskl - INFO - Epoch [105][2700/3940] lr: 5.220e-03, eta: 22:41:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.5828, loss: 2.5828 +2025-06-26 02:32:48,592 - pyskl - INFO - Epoch [105][2800/3940] lr: 5.214e-03, eta: 22:40:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9850, loss_cls: 2.6282, loss: 2.6282 +2025-06-26 02:33:34,104 - pyskl - INFO - Epoch [105][2900/3940] lr: 5.209e-03, eta: 22:40:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9875, loss_cls: 2.6312, loss: 2.6312 +2025-06-26 02:34:19,812 - pyskl - INFO - Epoch [105][3000/3940] lr: 5.203e-03, eta: 22:39:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.5671, loss: 2.5671 +2025-06-26 02:35:05,221 - pyskl - INFO - Epoch [105][3100/3940] lr: 5.198e-03, eta: 22:38:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 2.5701, loss: 2.5701 +2025-06-26 02:35:50,682 - pyskl - INFO - Epoch [105][3200/3940] lr: 5.193e-03, eta: 22:37:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.4996, loss: 2.4996 +2025-06-26 02:36:36,133 - pyskl - INFO - Epoch [105][3300/3940] lr: 5.187e-03, eta: 22:36:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9794, loss_cls: 2.6172, loss: 2.6172 +2025-06-26 02:37:21,583 - pyskl - INFO - Epoch [105][3400/3940] lr: 5.182e-03, eta: 22:36:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.5085, loss: 2.5085 +2025-06-26 02:38:07,075 - pyskl - INFO - Epoch [105][3500/3940] lr: 5.176e-03, eta: 22:35:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9831, loss_cls: 2.6376, loss: 2.6376 +2025-06-26 02:38:52,508 - pyskl - INFO - Epoch [105][3600/3940] lr: 5.171e-03, eta: 22:34:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9869, loss_cls: 2.5675, loss: 2.5675 +2025-06-26 02:39:38,095 - pyskl - INFO - Epoch [105][3700/3940] lr: 5.166e-03, eta: 22:33:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.6303, loss: 2.6303 +2025-06-26 02:40:23,638 - pyskl - INFO - Epoch [105][3800/3940] lr: 5.160e-03, eta: 22:33:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9856, loss_cls: 2.5847, loss: 2.5847 +2025-06-26 02:41:09,137 - pyskl - INFO - Epoch [105][3900/3940] lr: 5.155e-03, eta: 22:32:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.6014, loss: 2.6014 +2025-06-26 02:41:27,673 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-06-26 03:00:58,923 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 03:00:59,401 - pyskl - INFO - +top1_acc 0.8354 +top5_acc 0.9741 +2025-06-26 03:00:59,422 - pyskl - INFO - Epoch(val) [105][3183] top1_acc: 0.8354, top5_acc: 0.9741 +2025-06-26 03:02:10,353 - pyskl - INFO - Epoch [106][100/3940] lr: 5.147e-03, eta: 22:31:21, time: 0.709, data_time: 0.255, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.5157, loss: 2.5157 +2025-06-26 03:02:55,854 - pyskl - INFO - Epoch [106][200/3940] lr: 5.142e-03, eta: 22:30:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9869, loss_cls: 2.5251, loss: 2.5251 +2025-06-26 03:03:41,335 - pyskl - INFO - Epoch [106][300/3940] lr: 5.137e-03, eta: 22:29:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 2.6049, loss: 2.6049 +2025-06-26 03:04:26,741 - pyskl - INFO - Epoch [106][400/3940] lr: 5.131e-03, eta: 22:29:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.4971, loss: 2.4971 +2025-06-26 03:05:12,077 - pyskl - INFO - Epoch [106][500/3940] lr: 5.126e-03, eta: 22:28:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 2.4893, loss: 2.4893 +2025-06-26 03:05:57,403 - pyskl - INFO - Epoch [106][600/3940] lr: 5.121e-03, eta: 22:27:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 2.5183, loss: 2.5183 +2025-06-26 03:06:42,700 - pyskl - INFO - Epoch [106][700/3940] lr: 5.115e-03, eta: 22:26:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9844, loss_cls: 2.6291, loss: 2.6291 +2025-06-26 03:07:28,027 - pyskl - INFO - Epoch [106][800/3940] lr: 5.110e-03, eta: 22:25:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9869, loss_cls: 2.5688, loss: 2.5688 +2025-06-26 03:08:13,394 - pyskl - INFO - Epoch [106][900/3940] lr: 5.104e-03, eta: 22:25:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.4966, loss: 2.4966 +2025-06-26 03:08:58,701 - pyskl - INFO - Epoch [106][1000/3940] lr: 5.099e-03, eta: 22:24:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.4938, loss: 2.4938 +2025-06-26 03:09:44,008 - pyskl - INFO - Epoch [106][1100/3940] lr: 5.094e-03, eta: 22:23:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 2.5807, loss: 2.5807 +2025-06-26 03:10:29,319 - pyskl - INFO - Epoch [106][1200/3940] lr: 5.088e-03, eta: 22:22:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 2.4733, loss: 2.4733 +2025-06-26 03:11:14,627 - pyskl - INFO - Epoch [106][1300/3940] lr: 5.083e-03, eta: 22:22:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.5523, loss: 2.5523 +2025-06-26 03:11:59,907 - pyskl - INFO - Epoch [106][1400/3940] lr: 5.078e-03, eta: 22:21:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 2.5092, loss: 2.5092 +2025-06-26 03:12:45,153 - pyskl - INFO - Epoch [106][1500/3940] lr: 5.072e-03, eta: 22:20:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.5462, loss: 2.5462 +2025-06-26 03:13:30,393 - pyskl - INFO - Epoch [106][1600/3940] lr: 5.067e-03, eta: 22:19:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9869, loss_cls: 2.5182, loss: 2.5182 +2025-06-26 03:14:15,637 - pyskl - INFO - Epoch [106][1700/3940] lr: 5.062e-03, eta: 22:19:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.5813, loss: 2.5813 +2025-06-26 03:15:01,019 - pyskl - INFO - Epoch [106][1800/3940] lr: 5.056e-03, eta: 22:18:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.5717, loss: 2.5717 +2025-06-26 03:15:46,464 - pyskl - INFO - Epoch [106][1900/3940] lr: 5.051e-03, eta: 22:17:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.5787, loss: 2.5787 +2025-06-26 03:16:31,803 - pyskl - INFO - Epoch [106][2000/3940] lr: 5.046e-03, eta: 22:16:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9850, loss_cls: 2.6226, loss: 2.6226 +2025-06-26 03:17:17,391 - pyskl - INFO - Epoch [106][2100/3940] lr: 5.040e-03, eta: 22:16:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9869, loss_cls: 2.6142, loss: 2.6142 +2025-06-26 03:18:02,790 - pyskl - INFO - Epoch [106][2200/3940] lr: 5.035e-03, eta: 22:15:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.4949, loss: 2.4949 +2025-06-26 03:18:48,362 - pyskl - INFO - Epoch [106][2300/3940] lr: 5.030e-03, eta: 22:14:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 2.5615, loss: 2.5615 +2025-06-26 03:19:34,072 - pyskl - INFO - Epoch [106][2400/3940] lr: 5.024e-03, eta: 22:13:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.6787, loss: 2.6787 +2025-06-26 03:20:19,582 - pyskl - INFO - Epoch [106][2500/3940] lr: 5.019e-03, eta: 22:12:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.5586, loss: 2.5586 +2025-06-26 03:21:05,065 - pyskl - INFO - Epoch [106][2600/3940] lr: 5.014e-03, eta: 22:12:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.5457, loss: 2.5457 +2025-06-26 03:21:50,641 - pyskl - INFO - Epoch [106][2700/3940] lr: 5.008e-03, eta: 22:11:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.6143, loss: 2.6143 +2025-06-26 03:22:36,135 - pyskl - INFO - Epoch [106][2800/3940] lr: 5.003e-03, eta: 22:10:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.6636, loss: 2.6636 +2025-06-26 03:23:21,485 - pyskl - INFO - Epoch [106][2900/3940] lr: 4.998e-03, eta: 22:09:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 2.5168, loss: 2.5168 +2025-06-26 03:24:06,901 - pyskl - INFO - Epoch [106][3000/3940] lr: 4.992e-03, eta: 22:09:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9856, loss_cls: 2.5754, loss: 2.5754 +2025-06-26 03:24:52,271 - pyskl - INFO - Epoch [106][3100/3940] lr: 4.987e-03, eta: 22:08:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.5314, loss: 2.5314 +2025-06-26 03:25:37,657 - pyskl - INFO - Epoch [106][3200/3940] lr: 4.982e-03, eta: 22:07:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.5594, loss: 2.5594 +2025-06-26 03:26:23,144 - pyskl - INFO - Epoch [106][3300/3940] lr: 4.976e-03, eta: 22:06:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.6212, loss: 2.6212 +2025-06-26 03:27:08,641 - pyskl - INFO - Epoch [106][3400/3940] lr: 4.971e-03, eta: 22:06:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.5850, loss: 2.5850 +2025-06-26 03:27:54,007 - pyskl - INFO - Epoch [106][3500/3940] lr: 4.966e-03, eta: 22:05:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9862, loss_cls: 2.6078, loss: 2.6078 +2025-06-26 03:28:39,542 - pyskl - INFO - Epoch [106][3600/3940] lr: 4.961e-03, eta: 22:04:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 2.4071, loss: 2.4071 +2025-06-26 03:29:24,939 - pyskl - INFO - Epoch [106][3700/3940] lr: 4.955e-03, eta: 22:03:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.6522, loss: 2.6522 +2025-06-26 03:30:10,398 - pyskl - INFO - Epoch [106][3800/3940] lr: 4.950e-03, eta: 22:03:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 2.5637, loss: 2.5637 +2025-06-26 03:30:55,743 - pyskl - INFO - Epoch [106][3900/3940] lr: 4.945e-03, eta: 22:02:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9850, loss_cls: 2.5764, loss: 2.5764 +2025-06-26 03:31:14,244 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-06-26 03:34:48,389 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 03:34:48,963 - pyskl - INFO - +top1_acc 0.8361 +top5_acc 0.9691 +2025-06-26 03:34:48,984 - pyskl - INFO - Epoch(val) [106][3183] top1_acc: 0.8361, top5_acc: 0.9691 +2025-06-26 03:35:59,207 - pyskl - INFO - Epoch [107][100/3940] lr: 4.937e-03, eta: 22:01:15, time: 0.702, data_time: 0.246, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.4017, loss: 2.4017 +2025-06-26 03:36:44,833 - pyskl - INFO - Epoch [107][200/3940] lr: 4.932e-03, eta: 22:00:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9869, loss_cls: 2.5102, loss: 2.5102 +2025-06-26 03:37:30,316 - pyskl - INFO - Epoch [107][300/3940] lr: 4.927e-03, eta: 21:59:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9856, loss_cls: 2.4314, loss: 2.4314 +2025-06-26 03:38:15,665 - pyskl - INFO - Epoch [107][400/3940] lr: 4.921e-03, eta: 21:58:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 2.3935, loss: 2.3935 +2025-06-26 03:39:01,145 - pyskl - INFO - Epoch [107][500/3940] lr: 4.916e-03, eta: 21:58:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.5184, loss: 2.5184 +2025-06-26 03:39:46,524 - pyskl - INFO - Epoch [107][600/3940] lr: 4.911e-03, eta: 21:57:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9881, loss_cls: 2.4674, loss: 2.4674 +2025-06-26 03:40:31,971 - pyskl - INFO - Epoch [107][700/3940] lr: 4.906e-03, eta: 21:56:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 2.5386, loss: 2.5386 +2025-06-26 03:41:17,343 - pyskl - INFO - Epoch [107][800/3940] lr: 4.900e-03, eta: 21:55:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.4795, loss: 2.4795 +2025-06-26 03:42:02,693 - pyskl - INFO - Epoch [107][900/3940] lr: 4.895e-03, eta: 21:55:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.4701, loss: 2.4701 +2025-06-26 03:42:48,089 - pyskl - INFO - Epoch [107][1000/3940] lr: 4.890e-03, eta: 21:54:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 2.4380, loss: 2.4380 +2025-06-26 03:43:33,538 - pyskl - INFO - Epoch [107][1100/3940] lr: 4.884e-03, eta: 21:53:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.4496, loss: 2.4496 +2025-06-26 03:44:18,990 - pyskl - INFO - Epoch [107][1200/3940] lr: 4.879e-03, eta: 21:52:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.4415, loss: 2.4415 +2025-06-26 03:45:04,525 - pyskl - INFO - Epoch [107][1300/3940] lr: 4.874e-03, eta: 21:52:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9875, loss_cls: 2.6064, loss: 2.6064 +2025-06-26 03:45:50,112 - pyskl - INFO - Epoch [107][1400/3940] lr: 4.869e-03, eta: 21:51:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 2.6042, loss: 2.6042 +2025-06-26 03:46:35,605 - pyskl - INFO - Epoch [107][1500/3940] lr: 4.863e-03, eta: 21:50:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.5927, loss: 2.5927 +2025-06-26 03:47:21,126 - pyskl - INFO - Epoch [107][1600/3940] lr: 4.858e-03, eta: 21:49:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.4443, loss: 2.4443 +2025-06-26 03:48:06,766 - pyskl - INFO - Epoch [107][1700/3940] lr: 4.853e-03, eta: 21:49:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 2.6596, loss: 2.6596 +2025-06-26 03:48:52,290 - pyskl - INFO - Epoch [107][1800/3940] lr: 4.848e-03, eta: 21:48:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9900, loss_cls: 2.4984, loss: 2.4984 +2025-06-26 03:49:37,797 - pyskl - INFO - Epoch [107][1900/3940] lr: 4.842e-03, eta: 21:47:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.5748, loss: 2.5748 +2025-06-26 03:50:23,222 - pyskl - INFO - Epoch [107][2000/3940] lr: 4.837e-03, eta: 21:46:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9869, loss_cls: 2.5378, loss: 2.5378 +2025-06-26 03:51:08,689 - pyskl - INFO - Epoch [107][2100/3940] lr: 4.832e-03, eta: 21:45:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.4859, loss: 2.4859 +2025-06-26 03:51:54,096 - pyskl - INFO - Epoch [107][2200/3940] lr: 4.827e-03, eta: 21:45:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.5679, loss: 2.5679 +2025-06-26 03:52:39,645 - pyskl - INFO - Epoch [107][2300/3940] lr: 4.821e-03, eta: 21:44:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9869, loss_cls: 2.6113, loss: 2.6113 +2025-06-26 03:53:25,178 - pyskl - INFO - Epoch [107][2400/3940] lr: 4.816e-03, eta: 21:43:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.5090, loss: 2.5090 +2025-06-26 03:54:10,651 - pyskl - INFO - Epoch [107][2500/3940] lr: 4.811e-03, eta: 21:42:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.5448, loss: 2.5448 +2025-06-26 03:54:56,154 - pyskl - INFO - Epoch [107][2600/3940] lr: 4.806e-03, eta: 21:42:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.6459, loss: 2.6459 +2025-06-26 03:55:41,605 - pyskl - INFO - Epoch [107][2700/3940] lr: 4.800e-03, eta: 21:41:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.4910, loss: 2.4910 +2025-06-26 03:56:26,981 - pyskl - INFO - Epoch [107][2800/3940] lr: 4.795e-03, eta: 21:40:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.5776, loss: 2.5776 +2025-06-26 03:57:12,470 - pyskl - INFO - Epoch [107][2900/3940] lr: 4.790e-03, eta: 21:39:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.4602, loss: 2.4602 +2025-06-26 03:57:57,850 - pyskl - INFO - Epoch [107][3000/3940] lr: 4.785e-03, eta: 21:39:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.5561, loss: 2.5561 +2025-06-26 03:58:43,250 - pyskl - INFO - Epoch [107][3100/3940] lr: 4.780e-03, eta: 21:38:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9850, loss_cls: 2.6129, loss: 2.6129 +2025-06-26 03:59:28,688 - pyskl - INFO - Epoch [107][3200/3940] lr: 4.774e-03, eta: 21:37:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 2.5709, loss: 2.5709 +2025-06-26 04:00:14,083 - pyskl - INFO - Epoch [107][3300/3940] lr: 4.769e-03, eta: 21:36:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.5042, loss: 2.5042 +2025-06-26 04:00:59,534 - pyskl - INFO - Epoch [107][3400/3940] lr: 4.764e-03, eta: 21:36:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9844, loss_cls: 2.7361, loss: 2.7361 +2025-06-26 04:01:45,035 - pyskl - INFO - Epoch [107][3500/3940] lr: 4.759e-03, eta: 21:35:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.5312, loss: 2.5312 +2025-06-26 04:02:30,586 - pyskl - INFO - Epoch [107][3600/3940] lr: 4.753e-03, eta: 21:34:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 2.4335, loss: 2.4335 +2025-06-26 04:03:16,114 - pyskl - INFO - Epoch [107][3700/3940] lr: 4.748e-03, eta: 21:33:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 2.5297, loss: 2.5297 +2025-06-26 04:04:01,576 - pyskl - INFO - Epoch [107][3800/3940] lr: 4.743e-03, eta: 21:32:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 2.5522, loss: 2.5522 +2025-06-26 04:04:47,042 - pyskl - INFO - Epoch [107][3900/3940] lr: 4.738e-03, eta: 21:32:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.6171, loss: 2.6171 +2025-06-26 04:05:05,807 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-06-26 04:08:43,833 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 04:08:44,321 - pyskl - INFO - +top1_acc 0.8468 +top5_acc 0.9753 +2025-06-26 04:08:44,376 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_104.pth was removed +2025-06-26 04:08:45,439 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. +2025-06-26 04:08:45,441 - pyskl - INFO - Best top1_acc is 0.8468 at 107 epoch. +2025-06-26 04:08:45,460 - pyskl - INFO - Epoch(val) [107][3183] top1_acc: 0.8468, top5_acc: 0.9753 +2025-06-26 04:09:55,829 - pyskl - INFO - Epoch [108][100/3940] lr: 4.730e-03, eta: 21:31:10, time: 0.704, data_time: 0.248, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.4782, loss: 2.4782 +2025-06-26 04:10:41,328 - pyskl - INFO - Epoch [108][200/3940] lr: 4.725e-03, eta: 21:30:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 2.4116, loss: 2.4116 +2025-06-26 04:11:26,829 - pyskl - INFO - Epoch [108][300/3940] lr: 4.720e-03, eta: 21:29:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.4981, loss: 2.4981 +2025-06-26 04:12:12,323 - pyskl - INFO - Epoch [108][400/3940] lr: 4.715e-03, eta: 21:28:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9894, loss_cls: 2.4416, loss: 2.4416 +2025-06-26 04:12:57,809 - pyskl - INFO - Epoch [108][500/3940] lr: 4.710e-03, eta: 21:28:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.6351, loss: 2.6351 +2025-06-26 04:13:43,397 - pyskl - INFO - Epoch [108][600/3940] lr: 4.704e-03, eta: 21:27:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 2.4233, loss: 2.4233 +2025-06-26 04:14:28,922 - pyskl - INFO - Epoch [108][700/3940] lr: 4.699e-03, eta: 21:26:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9875, loss_cls: 2.5182, loss: 2.5182 +2025-06-26 04:15:14,318 - pyskl - INFO - Epoch [108][800/3940] lr: 4.694e-03, eta: 21:25:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9875, loss_cls: 2.4753, loss: 2.4753 +2025-06-26 04:15:59,802 - pyskl - INFO - Epoch [108][900/3940] lr: 4.689e-03, eta: 21:25:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 2.5015, loss: 2.5015 +2025-06-26 04:16:45,207 - pyskl - INFO - Epoch [108][1000/3940] lr: 4.684e-03, eta: 21:24:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9862, loss_cls: 2.6179, loss: 2.6179 +2025-06-26 04:17:30,764 - pyskl - INFO - Epoch [108][1100/3940] lr: 4.679e-03, eta: 21:23:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9838, loss_cls: 2.5988, loss: 2.5988 +2025-06-26 04:18:16,160 - pyskl - INFO - Epoch [108][1200/3940] lr: 4.673e-03, eta: 21:22:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.5908, loss: 2.5908 +2025-06-26 04:19:01,409 - pyskl - INFO - Epoch [108][1300/3940] lr: 4.668e-03, eta: 21:22:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.5388, loss: 2.5388 +2025-06-26 04:19:46,746 - pyskl - INFO - Epoch [108][1400/3940] lr: 4.663e-03, eta: 21:21:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.4583, loss: 2.4583 +2025-06-26 04:20:32,179 - pyskl - INFO - Epoch [108][1500/3940] lr: 4.658e-03, eta: 21:20:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 2.4754, loss: 2.4754 +2025-06-26 04:21:17,473 - pyskl - INFO - Epoch [108][1600/3940] lr: 4.653e-03, eta: 21:19:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9888, loss_cls: 2.3750, loss: 2.3750 +2025-06-26 04:22:02,906 - pyskl - INFO - Epoch [108][1700/3940] lr: 4.647e-03, eta: 21:18:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.5978, loss: 2.5978 +2025-06-26 04:22:48,279 - pyskl - INFO - Epoch [108][1800/3940] lr: 4.642e-03, eta: 21:18:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.4556, loss: 2.4556 +2025-06-26 04:23:33,670 - pyskl - INFO - Epoch [108][1900/3940] lr: 4.637e-03, eta: 21:17:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9862, loss_cls: 2.4947, loss: 2.4947 +2025-06-26 04:24:19,101 - pyskl - INFO - Epoch [108][2000/3940] lr: 4.632e-03, eta: 21:16:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.4550, loss: 2.4550 +2025-06-26 04:25:04,519 - pyskl - INFO - Epoch [108][2100/3940] lr: 4.627e-03, eta: 21:15:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 2.5861, loss: 2.5861 +2025-06-26 04:25:49,889 - pyskl - INFO - Epoch [108][2200/3940] lr: 4.622e-03, eta: 21:15:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.5453, loss: 2.5453 +2025-06-26 04:26:35,321 - pyskl - INFO - Epoch [108][2300/3940] lr: 4.617e-03, eta: 21:14:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9856, loss_cls: 2.4926, loss: 2.4926 +2025-06-26 04:27:20,699 - pyskl - INFO - Epoch [108][2400/3940] lr: 4.611e-03, eta: 21:13:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9838, loss_cls: 2.6101, loss: 2.6101 +2025-06-26 04:28:06,059 - pyskl - INFO - Epoch [108][2500/3940] lr: 4.606e-03, eta: 21:12:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.4826, loss: 2.4826 +2025-06-26 04:28:51,406 - pyskl - INFO - Epoch [108][2600/3940] lr: 4.601e-03, eta: 21:12:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9875, loss_cls: 2.5568, loss: 2.5568 +2025-06-26 04:29:37,080 - pyskl - INFO - Epoch [108][2700/3940] lr: 4.596e-03, eta: 21:11:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9888, loss_cls: 2.4020, loss: 2.4020 +2025-06-26 04:30:22,465 - pyskl - INFO - Epoch [108][2800/3940] lr: 4.591e-03, eta: 21:10:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 2.5944, loss: 2.5944 +2025-06-26 04:31:07,878 - pyskl - INFO - Epoch [108][2900/3940] lr: 4.586e-03, eta: 21:09:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.4135, loss: 2.4135 +2025-06-26 04:31:53,364 - pyskl - INFO - Epoch [108][3000/3940] lr: 4.580e-03, eta: 21:09:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 2.5881, loss: 2.5881 +2025-06-26 04:32:38,804 - pyskl - INFO - Epoch [108][3100/3940] lr: 4.575e-03, eta: 21:08:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.5495, loss: 2.5495 +2025-06-26 04:33:24,273 - pyskl - INFO - Epoch [108][3200/3940] lr: 4.570e-03, eta: 21:07:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.4700, loss: 2.4700 +2025-06-26 04:34:09,688 - pyskl - INFO - Epoch [108][3300/3940] lr: 4.565e-03, eta: 21:06:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 2.4422, loss: 2.4422 +2025-06-26 04:34:55,103 - pyskl - INFO - Epoch [108][3400/3940] lr: 4.560e-03, eta: 21:05:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9862, loss_cls: 2.5671, loss: 2.5671 +2025-06-26 04:35:40,420 - pyskl - INFO - Epoch [108][3500/3940] lr: 4.555e-03, eta: 21:05:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.5152, loss: 2.5152 +2025-06-26 04:36:25,761 - pyskl - INFO - Epoch [108][3600/3940] lr: 4.550e-03, eta: 21:04:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9844, loss_cls: 2.6708, loss: 2.6708 +2025-06-26 04:37:11,338 - pyskl - INFO - Epoch [108][3700/3940] lr: 4.545e-03, eta: 21:03:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.5644, loss: 2.5644 +2025-06-26 04:37:56,758 - pyskl - INFO - Epoch [108][3800/3940] lr: 4.539e-03, eta: 21:02:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 2.4546, loss: 2.4546 +2025-06-26 04:38:42,212 - pyskl - INFO - Epoch [108][3900/3940] lr: 4.534e-03, eta: 21:02:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.4371, loss: 2.4371 +2025-06-26 04:39:00,922 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-06-26 04:42:38,775 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 04:42:39,259 - pyskl - INFO - +top1_acc 0.8406 +top5_acc 0.9740 +2025-06-26 04:42:39,278 - pyskl - INFO - Epoch(val) [108][3183] top1_acc: 0.8406, top5_acc: 0.9740 +2025-06-26 04:43:50,195 - pyskl - INFO - Epoch [109][100/3940] lr: 4.527e-03, eta: 21:01:05, time: 0.709, data_time: 0.251, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9894, loss_cls: 2.4171, loss: 2.4171 +2025-06-26 04:44:35,893 - pyskl - INFO - Epoch [109][200/3940] lr: 4.522e-03, eta: 21:00:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.4330, loss: 2.4330 +2025-06-26 04:45:21,776 - pyskl - INFO - Epoch [109][300/3940] lr: 4.517e-03, eta: 20:59:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9875, loss_cls: 2.5133, loss: 2.5133 +2025-06-26 04:46:07,525 - pyskl - INFO - Epoch [109][400/3940] lr: 4.512e-03, eta: 20:58:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9881, loss_cls: 2.4071, loss: 2.4071 +2025-06-26 04:46:53,386 - pyskl - INFO - Epoch [109][500/3940] lr: 4.507e-03, eta: 20:58:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 2.4842, loss: 2.4842 +2025-06-26 04:47:39,287 - pyskl - INFO - Epoch [109][600/3940] lr: 4.502e-03, eta: 20:57:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9894, loss_cls: 2.3844, loss: 2.3844 +2025-06-26 04:48:24,945 - pyskl - INFO - Epoch [109][700/3940] lr: 4.496e-03, eta: 20:56:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 2.4348, loss: 2.4348 +2025-06-26 04:49:10,691 - pyskl - INFO - Epoch [109][800/3940] lr: 4.491e-03, eta: 20:55:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.5126, loss: 2.5126 +2025-06-26 04:49:56,279 - pyskl - INFO - Epoch [109][900/3940] lr: 4.486e-03, eta: 20:54:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9869, loss_cls: 2.5353, loss: 2.5353 +2025-06-26 04:50:41,848 - pyskl - INFO - Epoch [109][1000/3940] lr: 4.481e-03, eta: 20:54:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9900, loss_cls: 2.4254, loss: 2.4254 +2025-06-26 04:51:27,372 - pyskl - INFO - Epoch [109][1100/3940] lr: 4.476e-03, eta: 20:53:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 2.4294, loss: 2.4294 +2025-06-26 04:52:13,006 - pyskl - INFO - Epoch [109][1200/3940] lr: 4.471e-03, eta: 20:52:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.4923, loss: 2.4923 +2025-06-26 04:52:58,621 - pyskl - INFO - Epoch [109][1300/3940] lr: 4.466e-03, eta: 20:51:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 2.4869, loss: 2.4869 +2025-06-26 04:53:44,161 - pyskl - INFO - Epoch [109][1400/3940] lr: 4.461e-03, eta: 20:51:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 2.4699, loss: 2.4699 +2025-06-26 04:54:29,792 - pyskl - INFO - Epoch [109][1500/3940] lr: 4.456e-03, eta: 20:50:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.5393, loss: 2.5393 +2025-06-26 04:55:15,484 - pyskl - INFO - Epoch [109][1600/3940] lr: 4.451e-03, eta: 20:49:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9881, loss_cls: 2.4629, loss: 2.4629 +2025-06-26 04:56:01,147 - pyskl - INFO - Epoch [109][1700/3940] lr: 4.446e-03, eta: 20:48:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.5625, loss: 2.5625 +2025-06-26 04:56:46,851 - pyskl - INFO - Epoch [109][1800/3940] lr: 4.440e-03, eta: 20:48:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.5026, loss: 2.5026 +2025-06-26 04:57:32,375 - pyskl - INFO - Epoch [109][1900/3940] lr: 4.435e-03, eta: 20:47:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9869, loss_cls: 2.4807, loss: 2.4807 +2025-06-26 04:58:17,958 - pyskl - INFO - Epoch [109][2000/3940] lr: 4.430e-03, eta: 20:46:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.4786, loss: 2.4786 +2025-06-26 04:59:03,513 - pyskl - INFO - Epoch [109][2100/3940] lr: 4.425e-03, eta: 20:45:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.6115, loss: 2.6115 +2025-06-26 04:59:49,041 - pyskl - INFO - Epoch [109][2200/3940] lr: 4.420e-03, eta: 20:45:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.5720, loss: 2.5720 +2025-06-26 05:00:34,565 - pyskl - INFO - Epoch [109][2300/3940] lr: 4.415e-03, eta: 20:44:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.4550, loss: 2.4550 +2025-06-26 05:01:20,136 - pyskl - INFO - Epoch [109][2400/3940] lr: 4.410e-03, eta: 20:43:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9869, loss_cls: 2.4365, loss: 2.4365 +2025-06-26 05:02:05,771 - pyskl - INFO - Epoch [109][2500/3940] lr: 4.405e-03, eta: 20:42:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 2.5288, loss: 2.5288 +2025-06-26 05:02:51,340 - pyskl - INFO - Epoch [109][2600/3940] lr: 4.400e-03, eta: 20:42:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9894, loss_cls: 2.4694, loss: 2.4694 +2025-06-26 05:03:36,922 - pyskl - INFO - Epoch [109][2700/3940] lr: 4.395e-03, eta: 20:41:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.4461, loss: 2.4461 +2025-06-26 05:04:22,500 - pyskl - INFO - Epoch [109][2800/3940] lr: 4.390e-03, eta: 20:40:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.4215, loss: 2.4215 +2025-06-26 05:05:08,226 - pyskl - INFO - Epoch [109][2900/3940] lr: 4.385e-03, eta: 20:39:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.4172, loss: 2.4172 +2025-06-26 05:05:53,700 - pyskl - INFO - Epoch [109][3000/3940] lr: 4.380e-03, eta: 20:38:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.4803, loss: 2.4803 +2025-06-26 05:06:39,276 - pyskl - INFO - Epoch [109][3100/3940] lr: 4.375e-03, eta: 20:38:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9856, loss_cls: 2.5035, loss: 2.5035 +2025-06-26 05:07:24,847 - pyskl - INFO - Epoch [109][3200/3940] lr: 4.370e-03, eta: 20:37:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.5057, loss: 2.5057 +2025-06-26 05:08:10,370 - pyskl - INFO - Epoch [109][3300/3940] lr: 4.365e-03, eta: 20:36:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9881, loss_cls: 2.4532, loss: 2.4532 +2025-06-26 05:08:56,071 - pyskl - INFO - Epoch [109][3400/3940] lr: 4.359e-03, eta: 20:35:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.4670, loss: 2.4670 +2025-06-26 05:09:41,727 - pyskl - INFO - Epoch [109][3500/3940] lr: 4.354e-03, eta: 20:35:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9856, loss_cls: 2.6353, loss: 2.6353 +2025-06-26 05:10:27,297 - pyskl - INFO - Epoch [109][3600/3940] lr: 4.349e-03, eta: 20:34:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9881, loss_cls: 2.5529, loss: 2.5529 +2025-06-26 05:11:12,847 - pyskl - INFO - Epoch [109][3700/3940] lr: 4.344e-03, eta: 20:33:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.4830, loss: 2.4830 +2025-06-26 05:11:58,345 - pyskl - INFO - Epoch [109][3800/3940] lr: 4.339e-03, eta: 20:32:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 2.4721, loss: 2.4721 +2025-06-26 05:12:44,164 - pyskl - INFO - Epoch [109][3900/3940] lr: 4.334e-03, eta: 20:32:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.5144, loss: 2.5144 +2025-06-26 05:13:02,725 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-06-26 05:16:39,998 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 05:16:40,548 - pyskl - INFO - +top1_acc 0.8525 +top5_acc 0.9753 +2025-06-26 05:16:40,607 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_107.pth was removed +2025-06-26 05:16:41,697 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. +2025-06-26 05:16:41,699 - pyskl - INFO - Best top1_acc is 0.8525 at 109 epoch. +2025-06-26 05:16:41,720 - pyskl - INFO - Epoch(val) [109][3183] top1_acc: 0.8525, top5_acc: 0.9753 +2025-06-26 05:17:52,835 - pyskl - INFO - Epoch [110][100/3940] lr: 4.327e-03, eta: 20:31:04, time: 0.711, data_time: 0.254, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 2.5317, loss: 2.5317 +2025-06-26 05:18:38,392 - pyskl - INFO - Epoch [110][200/3940] lr: 4.322e-03, eta: 20:30:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.4880, loss: 2.4880 +2025-06-26 05:19:23,804 - pyskl - INFO - Epoch [110][300/3940] lr: 4.317e-03, eta: 20:29:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.2975, loss: 2.2975 +2025-06-26 05:20:09,288 - pyskl - INFO - Epoch [110][400/3940] lr: 4.312e-03, eta: 20:28:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 2.3152, loss: 2.3152 +2025-06-26 05:20:54,816 - pyskl - INFO - Epoch [110][500/3940] lr: 4.307e-03, eta: 20:28:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9900, loss_cls: 2.4608, loss: 2.4608 +2025-06-26 05:21:40,423 - pyskl - INFO - Epoch [110][600/3940] lr: 4.302e-03, eta: 20:27:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.5042, loss: 2.5042 +2025-06-26 05:22:26,192 - pyskl - INFO - Epoch [110][700/3940] lr: 4.297e-03, eta: 20:26:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 2.4334, loss: 2.4334 +2025-06-26 05:23:11,884 - pyskl - INFO - Epoch [110][800/3940] lr: 4.292e-03, eta: 20:25:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.3256, loss: 2.3256 +2025-06-26 05:23:57,614 - pyskl - INFO - Epoch [110][900/3940] lr: 4.287e-03, eta: 20:24:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9931, loss_cls: 2.3665, loss: 2.3665 +2025-06-26 05:24:43,337 - pyskl - INFO - Epoch [110][1000/3940] lr: 4.282e-03, eta: 20:24:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.3927, loss: 2.3927 +2025-06-26 05:25:28,970 - pyskl - INFO - Epoch [110][1100/3940] lr: 4.277e-03, eta: 20:23:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.4976, loss: 2.4976 +2025-06-26 05:26:14,597 - pyskl - INFO - Epoch [110][1200/3940] lr: 4.272e-03, eta: 20:22:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 2.4030, loss: 2.4030 +2025-06-26 05:27:00,523 - pyskl - INFO - Epoch [110][1300/3940] lr: 4.267e-03, eta: 20:21:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9888, loss_cls: 2.5159, loss: 2.5159 +2025-06-26 05:27:46,351 - pyskl - INFO - Epoch [110][1400/3940] lr: 4.262e-03, eta: 20:21:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.3890, loss: 2.3890 +2025-06-26 05:28:31,905 - pyskl - INFO - Epoch [110][1500/3940] lr: 4.257e-03, eta: 20:20:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9881, loss_cls: 2.4304, loss: 2.4304 +2025-06-26 05:29:17,315 - pyskl - INFO - Epoch [110][1600/3940] lr: 4.252e-03, eta: 20:19:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9900, loss_cls: 2.4420, loss: 2.4420 +2025-06-26 05:30:02,855 - pyskl - INFO - Epoch [110][1700/3940] lr: 4.247e-03, eta: 20:18:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9950, loss_cls: 2.5630, loss: 2.5630 +2025-06-26 05:30:48,600 - pyskl - INFO - Epoch [110][1800/3940] lr: 4.242e-03, eta: 20:18:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9894, loss_cls: 2.4296, loss: 2.4296 +2025-06-26 05:31:34,476 - pyskl - INFO - Epoch [110][1900/3940] lr: 4.237e-03, eta: 20:17:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.4679, loss: 2.4679 +2025-06-26 05:32:20,503 - pyskl - INFO - Epoch [110][2000/3940] lr: 4.232e-03, eta: 20:16:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 2.4797, loss: 2.4797 +2025-06-26 05:33:06,608 - pyskl - INFO - Epoch [110][2100/3940] lr: 4.227e-03, eta: 20:15:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.6248, loss: 2.6248 +2025-06-26 05:33:52,777 - pyskl - INFO - Epoch [110][2200/3940] lr: 4.222e-03, eta: 20:15:03, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 2.4946, loss: 2.4946 +2025-06-26 05:34:39,087 - pyskl - INFO - Epoch [110][2300/3940] lr: 4.217e-03, eta: 20:14:17, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9906, loss_cls: 2.4337, loss: 2.4337 +2025-06-26 05:35:25,170 - pyskl - INFO - Epoch [110][2400/3940] lr: 4.212e-03, eta: 20:13:31, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.4242, loss: 2.4242 +2025-06-26 05:36:11,178 - pyskl - INFO - Epoch [110][2500/3940] lr: 4.207e-03, eta: 20:12:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9862, loss_cls: 2.4025, loss: 2.4025 +2025-06-26 05:36:57,097 - pyskl - INFO - Epoch [110][2600/3940] lr: 4.202e-03, eta: 20:12:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.4161, loss: 2.4161 +2025-06-26 05:37:42,981 - pyskl - INFO - Epoch [110][2700/3940] lr: 4.197e-03, eta: 20:11:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9869, loss_cls: 2.4866, loss: 2.4866 +2025-06-26 05:38:28,832 - pyskl - INFO - Epoch [110][2800/3940] lr: 4.192e-03, eta: 20:10:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.4655, loss: 2.4655 +2025-06-26 05:39:14,373 - pyskl - INFO - Epoch [110][2900/3940] lr: 4.187e-03, eta: 20:09:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.4402, loss: 2.4402 +2025-06-26 05:39:59,911 - pyskl - INFO - Epoch [110][3000/3940] lr: 4.182e-03, eta: 20:08:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 2.4615, loss: 2.4615 +2025-06-26 05:40:45,515 - pyskl - INFO - Epoch [110][3100/3940] lr: 4.177e-03, eta: 20:08:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 2.4654, loss: 2.4654 +2025-06-26 05:41:31,100 - pyskl - INFO - Epoch [110][3200/3940] lr: 4.173e-03, eta: 20:07:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.4718, loss: 2.4718 +2025-06-26 05:42:17,108 - pyskl - INFO - Epoch [110][3300/3940] lr: 4.168e-03, eta: 20:06:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9875, loss_cls: 2.5425, loss: 2.5425 +2025-06-26 05:43:02,990 - pyskl - INFO - Epoch [110][3400/3940] lr: 4.163e-03, eta: 20:05:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 2.5920, loss: 2.5920 +2025-06-26 05:43:48,795 - pyskl - INFO - Epoch [110][3500/3940] lr: 4.158e-03, eta: 20:05:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.4448, loss: 2.4448 +2025-06-26 05:44:34,437 - pyskl - INFO - Epoch [110][3600/3940] lr: 4.153e-03, eta: 20:04:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9900, loss_cls: 2.4676, loss: 2.4676 +2025-06-26 05:45:20,333 - pyskl - INFO - Epoch [110][3700/3940] lr: 4.148e-03, eta: 20:03:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.4296, loss: 2.4296 +2025-06-26 05:46:06,308 - pyskl - INFO - Epoch [110][3800/3940] lr: 4.143e-03, eta: 20:02:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 2.4102, loss: 2.4102 +2025-06-26 05:46:52,256 - pyskl - INFO - Epoch [110][3900/3940] lr: 4.138e-03, eta: 20:02:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.4295, loss: 2.4295 +2025-06-26 05:47:10,957 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-06-26 06:05:03,995 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 06:05:04,540 - pyskl - INFO - +top1_acc 0.8458 +top5_acc 0.9762 +2025-06-26 06:05:04,562 - pyskl - INFO - Epoch(val) [110][3183] top1_acc: 0.8458, top5_acc: 0.9762 +2025-06-26 06:06:15,507 - pyskl - INFO - Epoch [111][100/3940] lr: 4.131e-03, eta: 20:01:04, time: 0.709, data_time: 0.251, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 2.3298, loss: 2.3298 +2025-06-26 06:07:01,315 - pyskl - INFO - Epoch [111][200/3940] lr: 4.126e-03, eta: 20:00:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9869, loss_cls: 2.4349, loss: 2.4349 +2025-06-26 06:07:47,261 - pyskl - INFO - Epoch [111][300/3940] lr: 4.121e-03, eta: 19:59:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9894, loss_cls: 2.4436, loss: 2.4436 +2025-06-26 06:08:33,014 - pyskl - INFO - Epoch [111][400/3940] lr: 4.116e-03, eta: 19:58:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 2.4033, loss: 2.4033 +2025-06-26 06:09:18,676 - pyskl - INFO - Epoch [111][500/3940] lr: 4.111e-03, eta: 19:58:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9888, loss_cls: 2.4282, loss: 2.4282 +2025-06-26 06:10:04,083 - pyskl - INFO - Epoch [111][600/3940] lr: 4.106e-03, eta: 19:57:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 2.4047, loss: 2.4047 +2025-06-26 06:10:49,612 - pyskl - INFO - Epoch [111][700/3940] lr: 4.101e-03, eta: 19:56:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.4599, loss: 2.4599 +2025-06-26 06:11:35,373 - pyskl - INFO - Epoch [111][800/3940] lr: 4.096e-03, eta: 19:55:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.3268, loss: 2.3268 +2025-06-26 06:12:21,129 - pyskl - INFO - Epoch [111][900/3940] lr: 4.092e-03, eta: 19:54:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.3198, loss: 2.3198 +2025-06-26 06:13:06,819 - pyskl - INFO - Epoch [111][1000/3940] lr: 4.087e-03, eta: 19:54:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9912, loss_cls: 2.3148, loss: 2.3148 +2025-06-26 06:13:52,305 - pyskl - INFO - Epoch [111][1100/3940] lr: 4.082e-03, eta: 19:53:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 2.3584, loss: 2.3584 +2025-06-26 06:14:37,863 - pyskl - INFO - Epoch [111][1200/3940] lr: 4.077e-03, eta: 19:52:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 2.3903, loss: 2.3903 +2025-06-26 06:15:23,502 - pyskl - INFO - Epoch [111][1300/3940] lr: 4.072e-03, eta: 19:51:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.3803, loss: 2.3803 +2025-06-26 06:16:09,107 - pyskl - INFO - Epoch [111][1400/3940] lr: 4.067e-03, eta: 19:51:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.3304, loss: 2.3304 +2025-06-26 06:16:54,671 - pyskl - INFO - Epoch [111][1500/3940] lr: 4.062e-03, eta: 19:50:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 2.3757, loss: 2.3757 +2025-06-26 06:17:40,177 - pyskl - INFO - Epoch [111][1600/3940] lr: 4.057e-03, eta: 19:49:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 2.4321, loss: 2.4321 +2025-06-26 06:18:25,725 - pyskl - INFO - Epoch [111][1700/3940] lr: 4.052e-03, eta: 19:48:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.2735, loss: 2.2735 +2025-06-26 06:19:11,329 - pyskl - INFO - Epoch [111][1800/3940] lr: 4.047e-03, eta: 19:48:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9888, loss_cls: 2.3808, loss: 2.3808 +2025-06-26 06:19:56,880 - pyskl - INFO - Epoch [111][1900/3940] lr: 4.043e-03, eta: 19:47:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.4623, loss: 2.4623 +2025-06-26 06:20:42,330 - pyskl - INFO - Epoch [111][2000/3940] lr: 4.038e-03, eta: 19:46:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.4277, loss: 2.4277 +2025-06-26 06:21:27,796 - pyskl - INFO - Epoch [111][2100/3940] lr: 4.033e-03, eta: 19:45:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 2.5133, loss: 2.5133 +2025-06-26 06:22:13,276 - pyskl - INFO - Epoch [111][2200/3940] lr: 4.028e-03, eta: 19:45:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9875, loss_cls: 2.4359, loss: 2.4359 +2025-06-26 06:22:58,734 - pyskl - INFO - Epoch [111][2300/3940] lr: 4.023e-03, eta: 19:44:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 2.3711, loss: 2.3711 +2025-06-26 06:23:44,101 - pyskl - INFO - Epoch [111][2400/3940] lr: 4.018e-03, eta: 19:43:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 2.4101, loss: 2.4101 +2025-06-26 06:24:29,596 - pyskl - INFO - Epoch [111][2500/3940] lr: 4.013e-03, eta: 19:42:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.4274, loss: 2.4274 +2025-06-26 06:25:15,041 - pyskl - INFO - Epoch [111][2600/3940] lr: 4.008e-03, eta: 19:41:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9894, loss_cls: 2.4191, loss: 2.4191 +2025-06-26 06:26:00,483 - pyskl - INFO - Epoch [111][2700/3940] lr: 4.003e-03, eta: 19:41:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.4334, loss: 2.4334 +2025-06-26 06:26:45,982 - pyskl - INFO - Epoch [111][2800/3940] lr: 3.999e-03, eta: 19:40:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.4667, loss: 2.4667 +2025-06-26 06:27:31,439 - pyskl - INFO - Epoch [111][2900/3940] lr: 3.994e-03, eta: 19:39:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9900, loss_cls: 2.4381, loss: 2.4381 +2025-06-26 06:28:16,973 - pyskl - INFO - Epoch [111][3000/3940] lr: 3.989e-03, eta: 19:38:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.3217, loss: 2.3217 +2025-06-26 06:29:02,557 - pyskl - INFO - Epoch [111][3100/3940] lr: 3.984e-03, eta: 19:38:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 2.5164, loss: 2.5164 +2025-06-26 06:29:48,203 - pyskl - INFO - Epoch [111][3200/3940] lr: 3.979e-03, eta: 19:37:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.4222, loss: 2.4222 +2025-06-26 06:30:34,019 - pyskl - INFO - Epoch [111][3300/3940] lr: 3.974e-03, eta: 19:36:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9900, loss_cls: 2.4496, loss: 2.4496 +2025-06-26 06:31:19,651 - pyskl - INFO - Epoch [111][3400/3940] lr: 3.969e-03, eta: 19:35:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.4782, loss: 2.4782 +2025-06-26 06:32:05,259 - pyskl - INFO - Epoch [111][3500/3940] lr: 3.965e-03, eta: 19:35:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9875, loss_cls: 2.5123, loss: 2.5123 +2025-06-26 06:32:50,759 - pyskl - INFO - Epoch [111][3600/3940] lr: 3.960e-03, eta: 19:34:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.5065, loss: 2.5065 +2025-06-26 06:33:36,291 - pyskl - INFO - Epoch [111][3700/3940] lr: 3.955e-03, eta: 19:33:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.4791, loss: 2.4791 +2025-06-26 06:34:21,831 - pyskl - INFO - Epoch [111][3800/3940] lr: 3.950e-03, eta: 19:32:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 2.4586, loss: 2.4586 +2025-06-26 06:35:07,417 - pyskl - INFO - Epoch [111][3900/3940] lr: 3.945e-03, eta: 19:32:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9862, loss_cls: 2.5141, loss: 2.5141 +2025-06-26 06:35:25,946 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-06-26 06:39:00,582 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 06:39:01,151 - pyskl - INFO - +top1_acc 0.8469 +top5_acc 0.9746 +2025-06-26 06:39:01,171 - pyskl - INFO - Epoch(val) [111][3183] top1_acc: 0.8469, top5_acc: 0.9746 +2025-06-26 06:40:11,701 - pyskl - INFO - Epoch [112][100/3940] lr: 3.938e-03, eta: 19:31:01, time: 0.705, data_time: 0.249, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.3732, loss: 2.3732 +2025-06-26 06:40:57,253 - pyskl - INFO - Epoch [112][200/3940] lr: 3.934e-03, eta: 19:30:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 2.3666, loss: 2.3666 +2025-06-26 06:41:42,868 - pyskl - INFO - Epoch [112][300/3940] lr: 3.929e-03, eta: 19:29:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 2.3042, loss: 2.3042 +2025-06-26 06:42:28,528 - pyskl - INFO - Epoch [112][400/3940] lr: 3.924e-03, eta: 19:28:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 2.3287, loss: 2.3287 +2025-06-26 06:43:14,153 - pyskl - INFO - Epoch [112][500/3940] lr: 3.919e-03, eta: 19:27:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.3169, loss: 2.3169 +2025-06-26 06:43:59,850 - pyskl - INFO - Epoch [112][600/3940] lr: 3.914e-03, eta: 19:27:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 2.3292, loss: 2.3292 +2025-06-26 06:44:45,595 - pyskl - INFO - Epoch [112][700/3940] lr: 3.909e-03, eta: 19:26:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.4542, loss: 2.4542 +2025-06-26 06:45:31,313 - pyskl - INFO - Epoch [112][800/3940] lr: 3.905e-03, eta: 19:25:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 2.4113, loss: 2.4113 +2025-06-26 06:46:16,979 - pyskl - INFO - Epoch [112][900/3940] lr: 3.900e-03, eta: 19:24:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 2.3407, loss: 2.3407 +2025-06-26 06:47:02,661 - pyskl - INFO - Epoch [112][1000/3940] lr: 3.895e-03, eta: 19:24:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9906, loss_cls: 2.3333, loss: 2.3333 +2025-06-26 06:47:48,417 - pyskl - INFO - Epoch [112][1100/3940] lr: 3.890e-03, eta: 19:23:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9894, loss_cls: 2.4063, loss: 2.4063 +2025-06-26 06:48:34,126 - pyskl - INFO - Epoch [112][1200/3940] lr: 3.885e-03, eta: 19:22:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9869, loss_cls: 2.4437, loss: 2.4437 +2025-06-26 06:49:19,956 - pyskl - INFO - Epoch [112][1300/3940] lr: 3.880e-03, eta: 19:21:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 2.2769, loss: 2.2769 +2025-06-26 06:50:05,728 - pyskl - INFO - Epoch [112][1400/3940] lr: 3.876e-03, eta: 19:21:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9881, loss_cls: 2.4139, loss: 2.4139 +2025-06-26 06:50:51,396 - pyskl - INFO - Epoch [112][1500/3940] lr: 3.871e-03, eta: 19:20:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9900, loss_cls: 2.5012, loss: 2.5012 +2025-06-26 06:51:37,097 - pyskl - INFO - Epoch [112][1600/3940] lr: 3.866e-03, eta: 19:19:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 2.4287, loss: 2.4287 +2025-06-26 06:52:22,776 - pyskl - INFO - Epoch [112][1700/3940] lr: 3.861e-03, eta: 19:18:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.4263, loss: 2.4263 +2025-06-26 06:53:08,443 - pyskl - INFO - Epoch [112][1800/3940] lr: 3.856e-03, eta: 19:18:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9894, loss_cls: 2.3948, loss: 2.3948 +2025-06-26 06:53:54,038 - pyskl - INFO - Epoch [112][1900/3940] lr: 3.852e-03, eta: 19:17:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 2.4370, loss: 2.4370 +2025-06-26 06:54:39,643 - pyskl - INFO - Epoch [112][2000/3940] lr: 3.847e-03, eta: 19:16:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 2.3817, loss: 2.3817 +2025-06-26 06:55:25,283 - pyskl - INFO - Epoch [112][2100/3940] lr: 3.842e-03, eta: 19:15:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.4132, loss: 2.4132 +2025-06-26 06:56:10,934 - pyskl - INFO - Epoch [112][2200/3940] lr: 3.837e-03, eta: 19:14:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 2.2530, loss: 2.2530 +2025-06-26 06:56:56,503 - pyskl - INFO - Epoch [112][2300/3940] lr: 3.832e-03, eta: 19:14:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9900, loss_cls: 2.4057, loss: 2.4057 +2025-06-26 06:57:42,132 - pyskl - INFO - Epoch [112][2400/3940] lr: 3.828e-03, eta: 19:13:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.3850, loss: 2.3850 +2025-06-26 06:58:27,575 - pyskl - INFO - Epoch [112][2500/3940] lr: 3.823e-03, eta: 19:12:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9925, loss_cls: 2.3553, loss: 2.3553 +2025-06-26 06:59:13,105 - pyskl - INFO - Epoch [112][2600/3940] lr: 3.818e-03, eta: 19:11:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 2.3453, loss: 2.3453 +2025-06-26 06:59:58,798 - pyskl - INFO - Epoch [112][2700/3940] lr: 3.813e-03, eta: 19:11:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9888, loss_cls: 2.3902, loss: 2.3902 +2025-06-26 07:00:44,441 - pyskl - INFO - Epoch [112][2800/3940] lr: 3.809e-03, eta: 19:10:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 2.4175, loss: 2.4175 +2025-06-26 07:01:30,173 - pyskl - INFO - Epoch [112][2900/3940] lr: 3.804e-03, eta: 19:09:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.3315, loss: 2.3315 +2025-06-26 07:02:15,857 - pyskl - INFO - Epoch [112][3000/3940] lr: 3.799e-03, eta: 19:08:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9875, loss_cls: 2.4074, loss: 2.4074 +2025-06-26 07:03:01,577 - pyskl - INFO - Epoch [112][3100/3940] lr: 3.794e-03, eta: 19:08:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 2.3963, loss: 2.3963 +2025-06-26 07:03:47,231 - pyskl - INFO - Epoch [112][3200/3940] lr: 3.789e-03, eta: 19:07:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.3677, loss: 2.3677 +2025-06-26 07:04:32,842 - pyskl - INFO - Epoch [112][3300/3940] lr: 3.785e-03, eta: 19:06:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.3671, loss: 2.3671 +2025-06-26 07:05:18,429 - pyskl - INFO - Epoch [112][3400/3940] lr: 3.780e-03, eta: 19:05:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.4188, loss: 2.4188 +2025-06-26 07:06:04,064 - pyskl - INFO - Epoch [112][3500/3940] lr: 3.775e-03, eta: 19:05:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.4630, loss: 2.4630 +2025-06-26 07:06:49,783 - pyskl - INFO - Epoch [112][3600/3940] lr: 3.770e-03, eta: 19:04:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.5076, loss: 2.5076 +2025-06-26 07:07:35,463 - pyskl - INFO - Epoch [112][3700/3940] lr: 3.766e-03, eta: 19:03:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.4344, loss: 2.4344 +2025-06-26 07:08:21,174 - pyskl - INFO - Epoch [112][3800/3940] lr: 3.761e-03, eta: 19:02:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9888, loss_cls: 2.5087, loss: 2.5087 +2025-06-26 07:09:06,797 - pyskl - INFO - Epoch [112][3900/3940] lr: 3.756e-03, eta: 19:02:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 2.4252, loss: 2.4252 +2025-06-26 07:09:25,366 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-06-26 07:12:59,430 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 07:12:59,903 - pyskl - INFO - +top1_acc 0.8558 +top5_acc 0.9771 +2025-06-26 07:12:59,959 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_109.pth was removed +2025-06-26 07:13:01,018 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. +2025-06-26 07:13:01,020 - pyskl - INFO - Best top1_acc is 0.8558 at 112 epoch. +2025-06-26 07:13:01,043 - pyskl - INFO - Epoch(val) [112][3183] top1_acc: 0.8558, top5_acc: 0.9771 +2025-06-26 07:14:11,910 - pyskl - INFO - Epoch [113][100/3940] lr: 3.750e-03, eta: 19:00:59, time: 0.709, data_time: 0.252, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.3939, loss: 2.3939 +2025-06-26 07:14:57,597 - pyskl - INFO - Epoch [113][200/3940] lr: 3.745e-03, eta: 19:00:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.3272, loss: 2.3272 +2025-06-26 07:15:43,185 - pyskl - INFO - Epoch [113][300/3940] lr: 3.740e-03, eta: 18:59:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 2.2684, loss: 2.2684 +2025-06-26 07:16:28,733 - pyskl - INFO - Epoch [113][400/3940] lr: 3.735e-03, eta: 18:58:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.3894, loss: 2.3894 +2025-06-26 07:17:14,326 - pyskl - INFO - Epoch [113][500/3940] lr: 3.731e-03, eta: 18:57:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9931, loss_cls: 2.3180, loss: 2.3180 +2025-06-26 07:17:59,961 - pyskl - INFO - Epoch [113][600/3940] lr: 3.726e-03, eta: 18:57:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.3239, loss: 2.3239 +2025-06-26 07:18:45,582 - pyskl - INFO - Epoch [113][700/3940] lr: 3.721e-03, eta: 18:56:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 2.2508, loss: 2.2508 +2025-06-26 07:19:31,096 - pyskl - INFO - Epoch [113][800/3940] lr: 3.716e-03, eta: 18:55:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9931, loss_cls: 2.3168, loss: 2.3168 +2025-06-26 07:20:16,656 - pyskl - INFO - Epoch [113][900/3940] lr: 3.712e-03, eta: 18:54:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.4031, loss: 2.4031 +2025-06-26 07:21:02,263 - pyskl - INFO - Epoch [113][1000/3940] lr: 3.707e-03, eta: 18:54:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 2.3469, loss: 2.3469 +2025-06-26 07:21:47,904 - pyskl - INFO - Epoch [113][1100/3940] lr: 3.702e-03, eta: 18:53:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9925, loss_cls: 2.2029, loss: 2.2029 +2025-06-26 07:22:33,534 - pyskl - INFO - Epoch [113][1200/3940] lr: 3.697e-03, eta: 18:52:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 2.3592, loss: 2.3592 +2025-06-26 07:23:18,981 - pyskl - INFO - Epoch [113][1300/3940] lr: 3.693e-03, eta: 18:51:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9869, loss_cls: 2.3906, loss: 2.3906 +2025-06-26 07:24:04,411 - pyskl - INFO - Epoch [113][1400/3940] lr: 3.688e-03, eta: 18:51:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9881, loss_cls: 2.3871, loss: 2.3871 +2025-06-26 07:24:49,870 - pyskl - INFO - Epoch [113][1500/3940] lr: 3.683e-03, eta: 18:50:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9906, loss_cls: 2.3561, loss: 2.3561 +2025-06-26 07:25:35,441 - pyskl - INFO - Epoch [113][1600/3940] lr: 3.679e-03, eta: 18:49:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9844, loss_cls: 2.5089, loss: 2.5089 +2025-06-26 07:26:20,973 - pyskl - INFO - Epoch [113][1700/3940] lr: 3.674e-03, eta: 18:48:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 2.5086, loss: 2.5086 +2025-06-26 07:27:06,400 - pyskl - INFO - Epoch [113][1800/3940] lr: 3.669e-03, eta: 18:48:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.3389, loss: 2.3389 +2025-06-26 07:27:51,895 - pyskl - INFO - Epoch [113][1900/3940] lr: 3.665e-03, eta: 18:47:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.3633, loss: 2.3633 +2025-06-26 07:28:37,392 - pyskl - INFO - Epoch [113][2000/3940] lr: 3.660e-03, eta: 18:46:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 2.3393, loss: 2.3393 +2025-06-26 07:29:22,840 - pyskl - INFO - Epoch [113][2100/3940] lr: 3.655e-03, eta: 18:45:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9900, loss_cls: 2.3720, loss: 2.3720 +2025-06-26 07:30:08,295 - pyskl - INFO - Epoch [113][2200/3940] lr: 3.650e-03, eta: 18:44:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 2.2628, loss: 2.2628 +2025-06-26 07:30:53,744 - pyskl - INFO - Epoch [113][2300/3940] lr: 3.646e-03, eta: 18:44:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9900, loss_cls: 2.2831, loss: 2.2831 +2025-06-26 07:31:39,294 - pyskl - INFO - Epoch [113][2400/3940] lr: 3.641e-03, eta: 18:43:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9894, loss_cls: 2.4073, loss: 2.4073 +2025-06-26 07:32:24,866 - pyskl - INFO - Epoch [113][2500/3940] lr: 3.636e-03, eta: 18:42:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 2.3977, loss: 2.3977 +2025-06-26 07:33:10,434 - pyskl - INFO - Epoch [113][2600/3940] lr: 3.632e-03, eta: 18:41:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.3914, loss: 2.3914 +2025-06-26 07:33:55,983 - pyskl - INFO - Epoch [113][2700/3940] lr: 3.627e-03, eta: 18:41:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.4261, loss: 2.4261 +2025-06-26 07:34:41,821 - pyskl - INFO - Epoch [113][2800/3940] lr: 3.622e-03, eta: 18:40:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 2.3536, loss: 2.3536 +2025-06-26 07:35:27,261 - pyskl - INFO - Epoch [113][2900/3940] lr: 3.618e-03, eta: 18:39:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9912, loss_cls: 2.3902, loss: 2.3902 +2025-06-26 07:36:12,703 - pyskl - INFO - Epoch [113][3000/3940] lr: 3.613e-03, eta: 18:38:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 2.4080, loss: 2.4080 +2025-06-26 07:36:58,136 - pyskl - INFO - Epoch [113][3100/3940] lr: 3.608e-03, eta: 18:38:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9875, loss_cls: 2.3888, loss: 2.3888 +2025-06-26 07:37:43,726 - pyskl - INFO - Epoch [113][3200/3940] lr: 3.604e-03, eta: 18:37:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.4717, loss: 2.4717 +2025-06-26 07:38:29,331 - pyskl - INFO - Epoch [113][3300/3940] lr: 3.599e-03, eta: 18:36:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 2.3606, loss: 2.3606 +2025-06-26 07:39:14,876 - pyskl - INFO - Epoch [113][3400/3940] lr: 3.594e-03, eta: 18:35:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9894, loss_cls: 2.2623, loss: 2.2623 +2025-06-26 07:40:00,518 - pyskl - INFO - Epoch [113][3500/3940] lr: 3.590e-03, eta: 18:35:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.4818, loss: 2.4818 +2025-06-26 07:40:46,198 - pyskl - INFO - Epoch [113][3600/3940] lr: 3.585e-03, eta: 18:34:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9881, loss_cls: 2.4130, loss: 2.4130 +2025-06-26 07:41:31,754 - pyskl - INFO - Epoch [113][3700/3940] lr: 3.580e-03, eta: 18:33:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9831, loss_cls: 2.4513, loss: 2.4513 +2025-06-26 07:42:17,296 - pyskl - INFO - Epoch [113][3800/3940] lr: 3.576e-03, eta: 18:32:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 2.4407, loss: 2.4407 +2025-06-26 07:43:02,934 - pyskl - INFO - Epoch [113][3900/3940] lr: 3.571e-03, eta: 18:31:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.3678, loss: 2.3678 +2025-06-26 07:43:21,537 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-06-26 07:46:58,784 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 07:46:59,298 - pyskl - INFO - +top1_acc 0.8435 +top5_acc 0.9723 +2025-06-26 07:46:59,317 - pyskl - INFO - Epoch(val) [113][3183] top1_acc: 0.8435, top5_acc: 0.9723 +2025-06-26 07:48:09,634 - pyskl - INFO - Epoch [114][100/3940] lr: 3.564e-03, eta: 18:30:56, time: 0.703, data_time: 0.247, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 2.3253, loss: 2.3253 +2025-06-26 07:48:55,172 - pyskl - INFO - Epoch [114][200/3940] lr: 3.560e-03, eta: 18:30:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 2.2835, loss: 2.2835 +2025-06-26 07:49:40,649 - pyskl - INFO - Epoch [114][300/3940] lr: 3.555e-03, eta: 18:29:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9906, loss_cls: 2.3382, loss: 2.3382 +2025-06-26 07:50:26,136 - pyskl - INFO - Epoch [114][400/3940] lr: 3.551e-03, eta: 18:28:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9919, loss_cls: 2.4184, loss: 2.4184 +2025-06-26 07:51:11,673 - pyskl - INFO - Epoch [114][500/3940] lr: 3.546e-03, eta: 18:27:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 2.2869, loss: 2.2869 +2025-06-26 07:51:57,228 - pyskl - INFO - Epoch [114][600/3940] lr: 3.541e-03, eta: 18:27:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.3439, loss: 2.3439 +2025-06-26 07:52:42,725 - pyskl - INFO - Epoch [114][700/3940] lr: 3.537e-03, eta: 18:26:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 2.2586, loss: 2.2586 +2025-06-26 07:53:28,244 - pyskl - INFO - Epoch [114][800/3940] lr: 3.532e-03, eta: 18:25:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 2.3508, loss: 2.3508 +2025-06-26 07:54:13,746 - pyskl - INFO - Epoch [114][900/3940] lr: 3.527e-03, eta: 18:24:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.2976, loss: 2.2976 +2025-06-26 07:54:59,314 - pyskl - INFO - Epoch [114][1000/3940] lr: 3.523e-03, eta: 18:24:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 2.2218, loss: 2.2218 +2025-06-26 07:55:44,826 - pyskl - INFO - Epoch [114][1100/3940] lr: 3.518e-03, eta: 18:23:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 2.3927, loss: 2.3927 +2025-06-26 07:56:30,347 - pyskl - INFO - Epoch [114][1200/3940] lr: 3.514e-03, eta: 18:22:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.3771, loss: 2.3771 +2025-06-26 07:57:16,158 - pyskl - INFO - Epoch [114][1300/3940] lr: 3.509e-03, eta: 18:21:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9931, loss_cls: 2.2661, loss: 2.2661 +2025-06-26 07:58:01,746 - pyskl - INFO - Epoch [114][1400/3940] lr: 3.504e-03, eta: 18:21:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 2.3634, loss: 2.3634 +2025-06-26 07:58:47,246 - pyskl - INFO - Epoch [114][1500/3940] lr: 3.500e-03, eta: 18:20:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9881, loss_cls: 2.3395, loss: 2.3395 +2025-06-26 07:59:32,756 - pyskl - INFO - Epoch [114][1600/3940] lr: 3.495e-03, eta: 18:19:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 2.3275, loss: 2.3275 +2025-06-26 08:00:18,163 - pyskl - INFO - Epoch [114][1700/3940] lr: 3.490e-03, eta: 18:18:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.2686, loss: 2.2686 +2025-06-26 08:01:03,621 - pyskl - INFO - Epoch [114][1800/3940] lr: 3.486e-03, eta: 18:17:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 2.3292, loss: 2.3292 +2025-06-26 08:01:49,174 - pyskl - INFO - Epoch [114][1900/3940] lr: 3.481e-03, eta: 18:17:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9925, loss_cls: 2.3656, loss: 2.3656 +2025-06-26 08:02:34,618 - pyskl - INFO - Epoch [114][2000/3940] lr: 3.477e-03, eta: 18:16:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 2.2904, loss: 2.2904 +2025-06-26 08:03:20,142 - pyskl - INFO - Epoch [114][2100/3940] lr: 3.472e-03, eta: 18:15:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 2.3382, loss: 2.3382 +2025-06-26 08:04:05,642 - pyskl - INFO - Epoch [114][2200/3940] lr: 3.467e-03, eta: 18:14:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 2.3367, loss: 2.3367 +2025-06-26 08:04:51,211 - pyskl - INFO - Epoch [114][2300/3940] lr: 3.463e-03, eta: 18:14:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9906, loss_cls: 2.4588, loss: 2.4588 +2025-06-26 08:05:36,638 - pyskl - INFO - Epoch [114][2400/3940] lr: 3.458e-03, eta: 18:13:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 2.4085, loss: 2.4085 +2025-06-26 08:06:22,083 - pyskl - INFO - Epoch [114][2500/3940] lr: 3.454e-03, eta: 18:12:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 2.4585, loss: 2.4585 +2025-06-26 08:07:07,462 - pyskl - INFO - Epoch [114][2600/3940] lr: 3.449e-03, eta: 18:11:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.4276, loss: 2.4276 +2025-06-26 08:07:52,885 - pyskl - INFO - Epoch [114][2700/3940] lr: 3.445e-03, eta: 18:11:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9888, loss_cls: 2.4670, loss: 2.4670 +2025-06-26 08:08:38,258 - pyskl - INFO - Epoch [114][2800/3940] lr: 3.440e-03, eta: 18:10:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.3671, loss: 2.3671 +2025-06-26 08:09:23,652 - pyskl - INFO - Epoch [114][2900/3940] lr: 3.435e-03, eta: 18:09:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9900, loss_cls: 2.3499, loss: 2.3499 +2025-06-26 08:10:09,211 - pyskl - INFO - Epoch [114][3000/3940] lr: 3.431e-03, eta: 18:08:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 2.3073, loss: 2.3073 +2025-06-26 08:10:54,705 - pyskl - INFO - Epoch [114][3100/3940] lr: 3.426e-03, eta: 18:08:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.3859, loss: 2.3859 +2025-06-26 08:11:40,146 - pyskl - INFO - Epoch [114][3200/3940] lr: 3.422e-03, eta: 18:07:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 2.4069, loss: 2.4069 +2025-06-26 08:12:25,641 - pyskl - INFO - Epoch [114][3300/3940] lr: 3.417e-03, eta: 18:06:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 2.3305, loss: 2.3305 +2025-06-26 08:13:11,091 - pyskl - INFO - Epoch [114][3400/3940] lr: 3.413e-03, eta: 18:05:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 2.3420, loss: 2.3420 +2025-06-26 08:13:56,647 - pyskl - INFO - Epoch [114][3500/3940] lr: 3.408e-03, eta: 18:04:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 2.3773, loss: 2.3773 +2025-06-26 08:14:42,090 - pyskl - INFO - Epoch [114][3600/3940] lr: 3.403e-03, eta: 18:04:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 2.3339, loss: 2.3339 +2025-06-26 08:15:27,442 - pyskl - INFO - Epoch [114][3700/3940] lr: 3.399e-03, eta: 18:03:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9912, loss_cls: 2.2942, loss: 2.2942 +2025-06-26 08:16:12,853 - pyskl - INFO - Epoch [114][3800/3940] lr: 3.394e-03, eta: 18:02:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9869, loss_cls: 2.3847, loss: 2.3847 +2025-06-26 08:16:58,230 - pyskl - INFO - Epoch [114][3900/3940] lr: 3.390e-03, eta: 18:01:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9875, loss_cls: 2.4291, loss: 2.4291 +2025-06-26 08:17:16,687 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-06-26 08:20:50,290 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 08:20:50,799 - pyskl - INFO - +top1_acc 0.8545 +top5_acc 0.9765 +2025-06-26 08:20:50,818 - pyskl - INFO - Epoch(val) [114][3183] top1_acc: 0.8545, top5_acc: 0.9765 +2025-06-26 08:22:00,895 - pyskl - INFO - Epoch [115][100/3940] lr: 3.383e-03, eta: 18:00:52, time: 0.701, data_time: 0.246, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 2.3333, loss: 2.3333 +2025-06-26 08:22:46,506 - pyskl - INFO - Epoch [115][200/3940] lr: 3.379e-03, eta: 18:00:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 2.1842, loss: 2.1842 +2025-06-26 08:23:32,248 - pyskl - INFO - Epoch [115][300/3940] lr: 3.374e-03, eta: 17:59:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9919, loss_cls: 2.3654, loss: 2.3654 +2025-06-26 08:24:17,926 - pyskl - INFO - Epoch [115][400/3940] lr: 3.370e-03, eta: 17:58:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9925, loss_cls: 2.2029, loss: 2.2029 +2025-06-26 08:25:03,505 - pyskl - INFO - Epoch [115][500/3940] lr: 3.365e-03, eta: 17:57:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9925, loss_cls: 2.3170, loss: 2.3170 +2025-06-26 08:25:48,999 - pyskl - INFO - Epoch [115][600/3940] lr: 3.361e-03, eta: 17:57:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.3109, loss: 2.3109 +2025-06-26 08:26:34,581 - pyskl - INFO - Epoch [115][700/3940] lr: 3.356e-03, eta: 17:56:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 2.2853, loss: 2.2853 +2025-06-26 08:27:20,188 - pyskl - INFO - Epoch [115][800/3940] lr: 3.352e-03, eta: 17:55:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 2.2927, loss: 2.2927 +2025-06-26 08:28:05,671 - pyskl - INFO - Epoch [115][900/3940] lr: 3.347e-03, eta: 17:54:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.3050, loss: 2.3050 +2025-06-26 08:28:51,203 - pyskl - INFO - Epoch [115][1000/3940] lr: 3.343e-03, eta: 17:54:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 2.3762, loss: 2.3762 +2025-06-26 08:29:36,738 - pyskl - INFO - Epoch [115][1100/3940] lr: 3.338e-03, eta: 17:53:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 2.2012, loss: 2.2012 +2025-06-26 08:30:22,284 - pyskl - INFO - Epoch [115][1200/3940] lr: 3.334e-03, eta: 17:52:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9919, loss_cls: 2.2995, loss: 2.2995 +2025-06-26 08:31:07,910 - pyskl - INFO - Epoch [115][1300/3940] lr: 3.329e-03, eta: 17:51:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9919, loss_cls: 2.2244, loss: 2.2244 +2025-06-26 08:31:53,435 - pyskl - INFO - Epoch [115][1400/3940] lr: 3.325e-03, eta: 17:50:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 2.2575, loss: 2.2575 +2025-06-26 08:32:38,976 - pyskl - INFO - Epoch [115][1500/3940] lr: 3.320e-03, eta: 17:50:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9900, loss_cls: 2.3734, loss: 2.3734 +2025-06-26 08:33:24,582 - pyskl - INFO - Epoch [115][1600/3940] lr: 3.315e-03, eta: 17:49:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 2.2912, loss: 2.2912 +2025-06-26 08:34:10,151 - pyskl - INFO - Epoch [115][1700/3940] lr: 3.311e-03, eta: 17:48:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 2.2280, loss: 2.2280 +2025-06-26 08:34:55,721 - pyskl - INFO - Epoch [115][1800/3940] lr: 3.306e-03, eta: 17:47:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 2.2555, loss: 2.2555 +2025-06-26 08:35:41,375 - pyskl - INFO - Epoch [115][1900/3940] lr: 3.302e-03, eta: 17:47:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9881, loss_cls: 2.3754, loss: 2.3754 +2025-06-26 08:36:26,982 - pyskl - INFO - Epoch [115][2000/3940] lr: 3.297e-03, eta: 17:46:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9906, loss_cls: 2.3638, loss: 2.3638 +2025-06-26 08:37:12,573 - pyskl - INFO - Epoch [115][2100/3940] lr: 3.293e-03, eta: 17:45:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.3473, loss: 2.3473 +2025-06-26 08:37:58,373 - pyskl - INFO - Epoch [115][2200/3940] lr: 3.288e-03, eta: 17:44:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9912, loss_cls: 2.2904, loss: 2.2904 +2025-06-26 08:38:43,949 - pyskl - INFO - Epoch [115][2300/3940] lr: 3.284e-03, eta: 17:44:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9906, loss_cls: 2.3828, loss: 2.3828 +2025-06-26 08:39:29,342 - pyskl - INFO - Epoch [115][2400/3940] lr: 3.280e-03, eta: 17:43:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 2.2980, loss: 2.2980 +2025-06-26 08:40:14,811 - pyskl - INFO - Epoch [115][2500/3940] lr: 3.275e-03, eta: 17:42:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 2.2728, loss: 2.2728 +2025-06-26 08:41:00,296 - pyskl - INFO - Epoch [115][2600/3940] lr: 3.271e-03, eta: 17:41:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.2975, loss: 2.2975 +2025-06-26 08:41:45,723 - pyskl - INFO - Epoch [115][2700/3940] lr: 3.266e-03, eta: 17:41:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.2982, loss: 2.2982 +2025-06-26 08:42:31,143 - pyskl - INFO - Epoch [115][2800/3940] lr: 3.262e-03, eta: 17:40:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 2.3342, loss: 2.3342 +2025-06-26 08:43:16,655 - pyskl - INFO - Epoch [115][2900/3940] lr: 3.257e-03, eta: 17:39:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9894, loss_cls: 2.4250, loss: 2.4250 +2025-06-26 08:44:02,290 - pyskl - INFO - Epoch [115][3000/3940] lr: 3.253e-03, eta: 17:38:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9919, loss_cls: 2.2954, loss: 2.2954 +2025-06-26 08:44:47,920 - pyskl - INFO - Epoch [115][3100/3940] lr: 3.248e-03, eta: 17:37:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 2.3678, loss: 2.3678 +2025-06-26 08:45:33,521 - pyskl - INFO - Epoch [115][3200/3940] lr: 3.244e-03, eta: 17:37:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 2.2864, loss: 2.2864 +2025-06-26 08:46:19,123 - pyskl - INFO - Epoch [115][3300/3940] lr: 3.239e-03, eta: 17:36:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.2568, loss: 2.2568 +2025-06-26 08:47:04,821 - pyskl - INFO - Epoch [115][3400/3940] lr: 3.235e-03, eta: 17:35:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 2.2384, loss: 2.2384 +2025-06-26 08:47:50,433 - pyskl - INFO - Epoch [115][3500/3940] lr: 3.230e-03, eta: 17:34:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.3617, loss: 2.3617 +2025-06-26 08:48:36,024 - pyskl - INFO - Epoch [115][3600/3940] lr: 3.226e-03, eta: 17:34:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.3827, loss: 2.3827 +2025-06-26 08:49:21,625 - pyskl - INFO - Epoch [115][3700/3940] lr: 3.221e-03, eta: 17:33:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9881, loss_cls: 2.3566, loss: 2.3566 +2025-06-26 08:50:07,281 - pyskl - INFO - Epoch [115][3800/3940] lr: 3.217e-03, eta: 17:32:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.3689, loss: 2.3689 +2025-06-26 08:50:52,891 - pyskl - INFO - Epoch [115][3900/3940] lr: 3.213e-03, eta: 17:31:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9900, loss_cls: 2.3340, loss: 2.3340 +2025-06-26 08:51:11,507 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-06-26 09:09:07,824 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 09:09:08,356 - pyskl - INFO - +top1_acc 0.8514 +top5_acc 0.9773 +2025-06-26 09:09:08,379 - pyskl - INFO - Epoch(val) [115][3183] top1_acc: 0.8514, top5_acc: 0.9773 +2025-06-26 09:10:19,275 - pyskl - INFO - Epoch [116][100/3940] lr: 3.206e-03, eta: 17:30:49, time: 0.709, data_time: 0.251, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 2.2868, loss: 2.2868 +2025-06-26 09:11:04,949 - pyskl - INFO - Epoch [116][200/3940] lr: 3.202e-03, eta: 17:30:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9938, loss_cls: 2.2960, loss: 2.2960 +2025-06-26 09:11:50,477 - pyskl - INFO - Epoch [116][300/3940] lr: 3.197e-03, eta: 17:29:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 2.2168, loss: 2.2168 +2025-06-26 09:12:36,020 - pyskl - INFO - Epoch [116][400/3940] lr: 3.193e-03, eta: 17:28:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 2.1644, loss: 2.1644 +2025-06-26 09:13:21,548 - pyskl - INFO - Epoch [116][500/3940] lr: 3.189e-03, eta: 17:27:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9931, loss_cls: 2.2329, loss: 2.2329 +2025-06-26 09:14:07,018 - pyskl - INFO - Epoch [116][600/3940] lr: 3.184e-03, eta: 17:27:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 2.2699, loss: 2.2699 +2025-06-26 09:14:52,525 - pyskl - INFO - Epoch [116][700/3940] lr: 3.180e-03, eta: 17:26:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.2470, loss: 2.2470 +2025-06-26 09:15:38,062 - pyskl - INFO - Epoch [116][800/3940] lr: 3.175e-03, eta: 17:25:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 2.3124, loss: 2.3124 +2025-06-26 09:16:23,674 - pyskl - INFO - Epoch [116][900/3940] lr: 3.171e-03, eta: 17:24:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9919, loss_cls: 2.3211, loss: 2.3211 +2025-06-26 09:17:09,191 - pyskl - INFO - Epoch [116][1000/3940] lr: 3.166e-03, eta: 17:23:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 2.3413, loss: 2.3413 +2025-06-26 09:17:54,745 - pyskl - INFO - Epoch [116][1100/3940] lr: 3.162e-03, eta: 17:23:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.3128, loss: 2.3128 +2025-06-26 09:18:40,313 - pyskl - INFO - Epoch [116][1200/3940] lr: 3.158e-03, eta: 17:22:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 2.3488, loss: 2.3488 +2025-06-26 09:19:25,806 - pyskl - INFO - Epoch [116][1300/3940] lr: 3.153e-03, eta: 17:21:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9912, loss_cls: 2.2511, loss: 2.2511 +2025-06-26 09:20:11,341 - pyskl - INFO - Epoch [116][1400/3940] lr: 3.149e-03, eta: 17:20:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 2.1914, loss: 2.1914 +2025-06-26 09:20:56,839 - pyskl - INFO - Epoch [116][1500/3940] lr: 3.144e-03, eta: 17:20:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 2.2686, loss: 2.2686 +2025-06-26 09:21:42,303 - pyskl - INFO - Epoch [116][1600/3940] lr: 3.140e-03, eta: 17:19:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9912, loss_cls: 2.2423, loss: 2.2423 +2025-06-26 09:22:27,866 - pyskl - INFO - Epoch [116][1700/3940] lr: 3.136e-03, eta: 17:18:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 2.2868, loss: 2.2868 +2025-06-26 09:23:13,413 - pyskl - INFO - Epoch [116][1800/3940] lr: 3.131e-03, eta: 17:17:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9900, loss_cls: 2.2934, loss: 2.2934 +2025-06-26 09:23:58,799 - pyskl - INFO - Epoch [116][1900/3940] lr: 3.127e-03, eta: 17:17:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 2.2764, loss: 2.2764 +2025-06-26 09:24:44,329 - pyskl - INFO - Epoch [116][2000/3940] lr: 3.122e-03, eta: 17:16:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.2710, loss: 2.2710 +2025-06-26 09:25:29,893 - pyskl - INFO - Epoch [116][2100/3940] lr: 3.118e-03, eta: 17:15:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 2.3134, loss: 2.3134 +2025-06-26 09:26:15,345 - pyskl - INFO - Epoch [116][2200/3940] lr: 3.114e-03, eta: 17:14:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 2.2785, loss: 2.2785 +2025-06-26 09:27:00,752 - pyskl - INFO - Epoch [116][2300/3940] lr: 3.109e-03, eta: 17:14:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9900, loss_cls: 2.3838, loss: 2.3838 +2025-06-26 09:27:46,330 - pyskl - INFO - Epoch [116][2400/3940] lr: 3.105e-03, eta: 17:13:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.3699, loss: 2.3699 +2025-06-26 09:28:31,826 - pyskl - INFO - Epoch [116][2500/3940] lr: 3.100e-03, eta: 17:12:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.3048, loss: 2.3048 +2025-06-26 09:29:17,312 - pyskl - INFO - Epoch [116][2600/3940] lr: 3.096e-03, eta: 17:11:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.3486, loss: 2.3486 +2025-06-26 09:30:02,798 - pyskl - INFO - Epoch [116][2700/3940] lr: 3.092e-03, eta: 17:10:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.3291, loss: 2.3291 +2025-06-26 09:30:48,357 - pyskl - INFO - Epoch [116][2800/3940] lr: 3.087e-03, eta: 17:10:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 2.3468, loss: 2.3468 +2025-06-26 09:31:33,842 - pyskl - INFO - Epoch [116][2900/3940] lr: 3.083e-03, eta: 17:09:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.3514, loss: 2.3514 +2025-06-26 09:32:19,365 - pyskl - INFO - Epoch [116][3000/3940] lr: 3.079e-03, eta: 17:08:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 2.2267, loss: 2.2267 +2025-06-26 09:33:04,837 - pyskl - INFO - Epoch [116][3100/3940] lr: 3.074e-03, eta: 17:07:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 2.3935, loss: 2.3935 +2025-06-26 09:33:50,348 - pyskl - INFO - Epoch [116][3200/3940] lr: 3.070e-03, eta: 17:07:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.3304, loss: 2.3304 +2025-06-26 09:34:35,886 - pyskl - INFO - Epoch [116][3300/3940] lr: 3.065e-03, eta: 17:06:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 2.2829, loss: 2.2829 +2025-06-26 09:35:21,428 - pyskl - INFO - Epoch [116][3400/3940] lr: 3.061e-03, eta: 17:05:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 2.2556, loss: 2.2556 +2025-06-26 09:36:07,027 - pyskl - INFO - Epoch [116][3500/3940] lr: 3.057e-03, eta: 17:04:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 2.2789, loss: 2.2789 +2025-06-26 09:36:52,567 - pyskl - INFO - Epoch [116][3600/3940] lr: 3.052e-03, eta: 17:04:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.3225, loss: 2.3225 +2025-06-26 09:37:38,024 - pyskl - INFO - Epoch [116][3700/3940] lr: 3.048e-03, eta: 17:03:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9925, loss_cls: 2.2905, loss: 2.2905 +2025-06-26 09:38:23,511 - pyskl - INFO - Epoch [116][3800/3940] lr: 3.044e-03, eta: 17:02:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9894, loss_cls: 2.3741, loss: 2.3741 +2025-06-26 09:39:09,090 - pyskl - INFO - Epoch [116][3900/3940] lr: 3.039e-03, eta: 17:01:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 2.3624, loss: 2.3624 +2025-06-26 09:39:27,627 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-06-26 09:43:05,448 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 09:43:05,933 - pyskl - INFO - +top1_acc 0.8595 +top5_acc 0.9796 +2025-06-26 09:43:05,997 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_112.pth was removed +2025-06-26 09:43:07,135 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2025-06-26 09:43:07,138 - pyskl - INFO - Best top1_acc is 0.8595 at 116 epoch. +2025-06-26 09:43:07,158 - pyskl - INFO - Epoch(val) [116][3183] top1_acc: 0.8595, top5_acc: 0.9796 +2025-06-26 09:44:18,101 - pyskl - INFO - Epoch [117][100/3940] lr: 3.033e-03, eta: 17:00:46, time: 0.709, data_time: 0.254, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9931, loss_cls: 2.3649, loss: 2.3649 +2025-06-26 09:45:03,660 - pyskl - INFO - Epoch [117][200/3940] lr: 3.029e-03, eta: 17:00:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 2.1597, loss: 2.1597 +2025-06-26 09:45:49,137 - pyskl - INFO - Epoch [117][300/3940] lr: 3.025e-03, eta: 16:59:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 2.2990, loss: 2.2990 +2025-06-26 09:46:34,634 - pyskl - INFO - Epoch [117][400/3940] lr: 3.020e-03, eta: 16:58:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 2.2860, loss: 2.2860 +2025-06-26 09:47:20,077 - pyskl - INFO - Epoch [117][500/3940] lr: 3.016e-03, eta: 16:57:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 2.1484, loss: 2.1484 +2025-06-26 09:48:05,510 - pyskl - INFO - Epoch [117][600/3940] lr: 3.012e-03, eta: 16:56:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 2.3584, loss: 2.3584 +2025-06-26 09:48:51,050 - pyskl - INFO - Epoch [117][700/3940] lr: 3.007e-03, eta: 16:56:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 2.3664, loss: 2.3664 +2025-06-26 09:49:36,654 - pyskl - INFO - Epoch [117][800/3940] lr: 3.003e-03, eta: 16:55:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 2.2461, loss: 2.2461 +2025-06-26 09:50:22,075 - pyskl - INFO - Epoch [117][900/3940] lr: 2.999e-03, eta: 16:54:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.2443, loss: 2.2443 +2025-06-26 09:51:07,559 - pyskl - INFO - Epoch [117][1000/3940] lr: 2.994e-03, eta: 16:53:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 2.2118, loss: 2.2118 +2025-06-26 09:51:52,883 - pyskl - INFO - Epoch [117][1100/3940] lr: 2.990e-03, eta: 16:53:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 2.2205, loss: 2.2205 +2025-06-26 09:52:38,225 - pyskl - INFO - Epoch [117][1200/3940] lr: 2.986e-03, eta: 16:52:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 2.2241, loss: 2.2241 +2025-06-26 09:53:23,731 - pyskl - INFO - Epoch [117][1300/3940] lr: 2.981e-03, eta: 16:51:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 2.2266, loss: 2.2266 +2025-06-26 09:54:09,075 - pyskl - INFO - Epoch [117][1400/3940] lr: 2.977e-03, eta: 16:50:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.2654, loss: 2.2654 +2025-06-26 09:54:54,374 - pyskl - INFO - Epoch [117][1500/3940] lr: 2.973e-03, eta: 16:50:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9938, loss_cls: 2.2169, loss: 2.2169 +2025-06-26 09:55:39,737 - pyskl - INFO - Epoch [117][1600/3940] lr: 2.968e-03, eta: 16:49:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 2.1875, loss: 2.1875 +2025-06-26 09:56:25,443 - pyskl - INFO - Epoch [117][1700/3940] lr: 2.964e-03, eta: 16:48:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 2.3426, loss: 2.3426 +2025-06-26 09:57:10,803 - pyskl - INFO - Epoch [117][1800/3940] lr: 2.960e-03, eta: 16:47:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 2.3278, loss: 2.3278 +2025-06-26 09:57:56,117 - pyskl - INFO - Epoch [117][1900/3940] lr: 2.956e-03, eta: 16:47:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9931, loss_cls: 2.2460, loss: 2.2460 +2025-06-26 09:58:41,559 - pyskl - INFO - Epoch [117][2000/3940] lr: 2.951e-03, eta: 16:46:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 2.2176, loss: 2.2176 +2025-06-26 09:59:26,905 - pyskl - INFO - Epoch [117][2100/3940] lr: 2.947e-03, eta: 16:45:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.3152, loss: 2.3152 +2025-06-26 10:00:12,275 - pyskl - INFO - Epoch [117][2200/3940] lr: 2.943e-03, eta: 16:44:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 2.2410, loss: 2.2410 +2025-06-26 10:00:57,706 - pyskl - INFO - Epoch [117][2300/3940] lr: 2.938e-03, eta: 16:43:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9925, loss_cls: 2.1982, loss: 2.1982 +2025-06-26 10:01:43,257 - pyskl - INFO - Epoch [117][2400/3940] lr: 2.934e-03, eta: 16:43:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 2.2521, loss: 2.2521 +2025-06-26 10:02:28,568 - pyskl - INFO - Epoch [117][2500/3940] lr: 2.930e-03, eta: 16:42:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.2516, loss: 2.2516 +2025-06-26 10:03:14,056 - pyskl - INFO - Epoch [117][2600/3940] lr: 2.926e-03, eta: 16:41:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.2383, loss: 2.2383 +2025-06-26 10:03:59,520 - pyskl - INFO - Epoch [117][2700/3940] lr: 2.921e-03, eta: 16:40:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 2.2546, loss: 2.2546 +2025-06-26 10:04:44,997 - pyskl - INFO - Epoch [117][2800/3940] lr: 2.917e-03, eta: 16:40:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.2743, loss: 2.2743 +2025-06-26 10:05:30,463 - pyskl - INFO - Epoch [117][2900/3940] lr: 2.913e-03, eta: 16:39:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.2472, loss: 2.2472 +2025-06-26 10:06:15,774 - pyskl - INFO - Epoch [117][3000/3940] lr: 2.909e-03, eta: 16:38:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 2.3078, loss: 2.3078 +2025-06-26 10:07:01,134 - pyskl - INFO - Epoch [117][3100/3940] lr: 2.904e-03, eta: 16:37:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.2777, loss: 2.2777 +2025-06-26 10:07:46,632 - pyskl - INFO - Epoch [117][3200/3940] lr: 2.900e-03, eta: 16:37:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 2.1652, loss: 2.1652 +2025-06-26 10:08:32,086 - pyskl - INFO - Epoch [117][3300/3940] lr: 2.896e-03, eta: 16:36:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9944, loss_cls: 2.1966, loss: 2.1966 +2025-06-26 10:09:17,515 - pyskl - INFO - Epoch [117][3400/3940] lr: 2.892e-03, eta: 16:35:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 2.2654, loss: 2.2654 +2025-06-26 10:10:02,896 - pyskl - INFO - Epoch [117][3500/3940] lr: 2.887e-03, eta: 16:34:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 2.2546, loss: 2.2546 +2025-06-26 10:10:48,272 - pyskl - INFO - Epoch [117][3600/3940] lr: 2.883e-03, eta: 16:34:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9925, loss_cls: 2.2760, loss: 2.2760 +2025-06-26 10:11:33,711 - pyskl - INFO - Epoch [117][3700/3940] lr: 2.879e-03, eta: 16:33:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 2.3219, loss: 2.3219 +2025-06-26 10:12:19,282 - pyskl - INFO - Epoch [117][3800/3940] lr: 2.875e-03, eta: 16:32:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 2.2535, loss: 2.2535 +2025-06-26 10:13:04,752 - pyskl - INFO - Epoch [117][3900/3940] lr: 2.870e-03, eta: 16:31:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9906, loss_cls: 2.2853, loss: 2.2853 +2025-06-26 10:13:23,331 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-06-26 10:17:01,621 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 10:17:02,152 - pyskl - INFO - +top1_acc 0.8492 +top5_acc 0.9744 +2025-06-26 10:17:02,169 - pyskl - INFO - Epoch(val) [117][3183] top1_acc: 0.8492, top5_acc: 0.9744 +2025-06-26 10:18:12,710 - pyskl - INFO - Epoch [118][100/3940] lr: 2.864e-03, eta: 16:30:42, time: 0.705, data_time: 0.247, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9888, loss_cls: 2.2476, loss: 2.2476 +2025-06-26 10:18:58,423 - pyskl - INFO - Epoch [118][200/3940] lr: 2.860e-03, eta: 16:29:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 2.1245, loss: 2.1245 +2025-06-26 10:19:44,297 - pyskl - INFO - Epoch [118][300/3940] lr: 2.856e-03, eta: 16:29:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9931, loss_cls: 2.2661, loss: 2.2661 +2025-06-26 10:20:29,971 - pyskl - INFO - Epoch [118][400/3940] lr: 2.852e-03, eta: 16:28:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 2.1462, loss: 2.1462 +2025-06-26 10:21:15,663 - pyskl - INFO - Epoch [118][500/3940] lr: 2.847e-03, eta: 16:27:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9944, loss_cls: 2.1133, loss: 2.1133 +2025-06-26 10:22:01,396 - pyskl - INFO - Epoch [118][600/3940] lr: 2.843e-03, eta: 16:26:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 2.2687, loss: 2.2687 +2025-06-26 10:22:47,179 - pyskl - INFO - Epoch [118][700/3940] lr: 2.839e-03, eta: 16:26:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 2.1772, loss: 2.1772 +2025-06-26 10:23:33,184 - pyskl - INFO - Epoch [118][800/3940] lr: 2.835e-03, eta: 16:25:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.1712, loss: 2.1712 +2025-06-26 10:24:19,129 - pyskl - INFO - Epoch [118][900/3940] lr: 2.831e-03, eta: 16:24:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 2.2530, loss: 2.2530 +2025-06-26 10:25:04,678 - pyskl - INFO - Epoch [118][1000/3940] lr: 2.826e-03, eta: 16:23:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.1762, loss: 2.1762 +2025-06-26 10:25:50,244 - pyskl - INFO - Epoch [118][1100/3940] lr: 2.822e-03, eta: 16:23:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.1556, loss: 2.1556 +2025-06-26 10:26:35,811 - pyskl - INFO - Epoch [118][1200/3940] lr: 2.818e-03, eta: 16:22:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 2.2892, loss: 2.2892 +2025-06-26 10:27:21,248 - pyskl - INFO - Epoch [118][1300/3940] lr: 2.814e-03, eta: 16:21:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 2.1235, loss: 2.1235 +2025-06-26 10:28:06,847 - pyskl - INFO - Epoch [118][1400/3940] lr: 2.810e-03, eta: 16:20:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 2.1013, loss: 2.1013 +2025-06-26 10:28:52,427 - pyskl - INFO - Epoch [118][1500/3940] lr: 2.805e-03, eta: 16:20:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9919, loss_cls: 2.2088, loss: 2.2088 +2025-06-26 10:29:37,744 - pyskl - INFO - Epoch [118][1600/3940] lr: 2.801e-03, eta: 16:19:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 2.1610, loss: 2.1610 +2025-06-26 10:30:23,457 - pyskl - INFO - Epoch [118][1700/3940] lr: 2.797e-03, eta: 16:18:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 2.2298, loss: 2.2298 +2025-06-26 10:31:09,243 - pyskl - INFO - Epoch [118][1800/3940] lr: 2.793e-03, eta: 16:17:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 2.2102, loss: 2.2102 +2025-06-26 10:31:54,793 - pyskl - INFO - Epoch [118][1900/3940] lr: 2.789e-03, eta: 16:16:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 2.3292, loss: 2.3292 +2025-06-26 10:32:40,319 - pyskl - INFO - Epoch [118][2000/3940] lr: 2.784e-03, eta: 16:16:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 2.2131, loss: 2.2131 +2025-06-26 10:33:25,958 - pyskl - INFO - Epoch [118][2100/3940] lr: 2.780e-03, eta: 16:15:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.2619, loss: 2.2619 +2025-06-26 10:34:11,535 - pyskl - INFO - Epoch [118][2200/3940] lr: 2.776e-03, eta: 16:14:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 2.1983, loss: 2.1983 +2025-06-26 10:34:57,026 - pyskl - INFO - Epoch [118][2300/3940] lr: 2.772e-03, eta: 16:13:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 2.2491, loss: 2.2491 +2025-06-26 10:35:42,677 - pyskl - INFO - Epoch [118][2400/3940] lr: 2.768e-03, eta: 16:13:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 2.2050, loss: 2.2050 +2025-06-26 10:36:28,169 - pyskl - INFO - Epoch [118][2500/3940] lr: 2.764e-03, eta: 16:12:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9931, loss_cls: 2.2326, loss: 2.2326 +2025-06-26 10:37:13,853 - pyskl - INFO - Epoch [118][2600/3940] lr: 2.759e-03, eta: 16:11:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 2.2482, loss: 2.2482 +2025-06-26 10:37:59,318 - pyskl - INFO - Epoch [118][2700/3940] lr: 2.755e-03, eta: 16:10:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9919, loss_cls: 2.2518, loss: 2.2518 +2025-06-26 10:38:44,781 - pyskl - INFO - Epoch [118][2800/3940] lr: 2.751e-03, eta: 16:10:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9931, loss_cls: 2.2558, loss: 2.2558 +2025-06-26 10:39:30,320 - pyskl - INFO - Epoch [118][2900/3940] lr: 2.747e-03, eta: 16:09:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 2.2507, loss: 2.2507 +2025-06-26 10:40:15,878 - pyskl - INFO - Epoch [118][3000/3940] lr: 2.743e-03, eta: 16:08:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 2.2667, loss: 2.2667 +2025-06-26 10:41:01,424 - pyskl - INFO - Epoch [118][3100/3940] lr: 2.739e-03, eta: 16:07:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 2.2222, loss: 2.2222 +2025-06-26 10:41:46,973 - pyskl - INFO - Epoch [118][3200/3940] lr: 2.734e-03, eta: 16:07:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 2.2820, loss: 2.2820 +2025-06-26 10:42:32,510 - pyskl - INFO - Epoch [118][3300/3940] lr: 2.730e-03, eta: 16:06:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.1681, loss: 2.1681 +2025-06-26 10:43:18,062 - pyskl - INFO - Epoch [118][3400/3940] lr: 2.726e-03, eta: 16:05:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 2.3186, loss: 2.3186 +2025-06-26 10:44:03,645 - pyskl - INFO - Epoch [118][3500/3940] lr: 2.722e-03, eta: 16:04:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9919, loss_cls: 2.2426, loss: 2.2426 +2025-06-26 10:44:49,146 - pyskl - INFO - Epoch [118][3600/3940] lr: 2.718e-03, eta: 16:03:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9925, loss_cls: 2.2917, loss: 2.2917 +2025-06-26 10:45:34,793 - pyskl - INFO - Epoch [118][3700/3940] lr: 2.714e-03, eta: 16:03:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9925, loss_cls: 2.2908, loss: 2.2908 +2025-06-26 10:46:20,397 - pyskl - INFO - Epoch [118][3800/3940] lr: 2.710e-03, eta: 16:02:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 2.2286, loss: 2.2286 +2025-06-26 10:47:05,933 - pyskl - INFO - Epoch [118][3900/3940] lr: 2.706e-03, eta: 16:01:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.2632, loss: 2.2632 +2025-06-26 10:47:24,487 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-06-26 10:51:02,345 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 10:51:02,921 - pyskl - INFO - +top1_acc 0.8412 +top5_acc 0.9741 +2025-06-26 10:51:02,943 - pyskl - INFO - Epoch(val) [118][3183] top1_acc: 0.8412, top5_acc: 0.9741 +2025-06-26 10:52:14,026 - pyskl - INFO - Epoch [119][100/3940] lr: 2.700e-03, eta: 16:00:39, time: 0.711, data_time: 0.253, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 2.1826, loss: 2.1826 +2025-06-26 10:52:59,756 - pyskl - INFO - Epoch [119][200/3940] lr: 2.696e-03, eta: 15:59:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 2.1984, loss: 2.1984 +2025-06-26 10:53:45,560 - pyskl - INFO - Epoch [119][300/3940] lr: 2.692e-03, eta: 15:59:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 2.1719, loss: 2.1719 +2025-06-26 10:54:31,088 - pyskl - INFO - Epoch [119][400/3940] lr: 2.687e-03, eta: 15:58:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.2756, loss: 2.2756 +2025-06-26 10:55:16,625 - pyskl - INFO - Epoch [119][500/3940] lr: 2.683e-03, eta: 15:57:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 2.1616, loss: 2.1616 +2025-06-26 10:56:02,085 - pyskl - INFO - Epoch [119][600/3940] lr: 2.679e-03, eta: 15:56:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9944, loss_cls: 2.1596, loss: 2.1596 +2025-06-26 10:56:47,532 - pyskl - INFO - Epoch [119][700/3940] lr: 2.675e-03, eta: 15:56:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9919, loss_cls: 2.2375, loss: 2.2375 +2025-06-26 10:57:32,976 - pyskl - INFO - Epoch [119][800/3940] lr: 2.671e-03, eta: 15:55:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 2.1306, loss: 2.1306 +2025-06-26 10:58:18,638 - pyskl - INFO - Epoch [119][900/3940] lr: 2.667e-03, eta: 15:54:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9931, loss_cls: 2.1659, loss: 2.1659 +2025-06-26 10:59:04,117 - pyskl - INFO - Epoch [119][1000/3940] lr: 2.663e-03, eta: 15:53:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.2072, loss: 2.2072 +2025-06-26 10:59:49,583 - pyskl - INFO - Epoch [119][1100/3940] lr: 2.659e-03, eta: 15:53:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.2508, loss: 2.2508 +2025-06-26 11:00:35,045 - pyskl - INFO - Epoch [119][1200/3940] lr: 2.655e-03, eta: 15:52:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 2.1836, loss: 2.1836 +2025-06-26 11:01:20,465 - pyskl - INFO - Epoch [119][1300/3940] lr: 2.650e-03, eta: 15:51:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9931, loss_cls: 2.1885, loss: 2.1885 +2025-06-26 11:02:06,059 - pyskl - INFO - Epoch [119][1400/3940] lr: 2.646e-03, eta: 15:50:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 2.1951, loss: 2.1951 +2025-06-26 11:02:51,602 - pyskl - INFO - Epoch [119][1500/3940] lr: 2.642e-03, eta: 15:49:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 2.1609, loss: 2.1609 +2025-06-26 11:03:37,091 - pyskl - INFO - Epoch [119][1600/3940] lr: 2.638e-03, eta: 15:49:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.1902, loss: 2.1902 +2025-06-26 11:04:22,650 - pyskl - INFO - Epoch [119][1700/3940] lr: 2.634e-03, eta: 15:48:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 2.1413, loss: 2.1413 +2025-06-26 11:05:08,172 - pyskl - INFO - Epoch [119][1800/3940] lr: 2.630e-03, eta: 15:47:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.1458, loss: 2.1458 +2025-06-26 11:05:53,900 - pyskl - INFO - Epoch [119][1900/3940] lr: 2.626e-03, eta: 15:46:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 2.1110, loss: 2.1110 +2025-06-26 11:06:39,310 - pyskl - INFO - Epoch [119][2000/3940] lr: 2.622e-03, eta: 15:46:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 2.2255, loss: 2.2255 +2025-06-26 11:07:24,838 - pyskl - INFO - Epoch [119][2100/3940] lr: 2.618e-03, eta: 15:45:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9950, loss_cls: 2.1256, loss: 2.1256 +2025-06-26 11:08:10,519 - pyskl - INFO - Epoch [119][2200/3940] lr: 2.614e-03, eta: 15:44:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 2.1790, loss: 2.1790 +2025-06-26 11:08:56,026 - pyskl - INFO - Epoch [119][2300/3940] lr: 2.610e-03, eta: 15:43:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 2.1674, loss: 2.1674 +2025-06-26 11:09:41,510 - pyskl - INFO - Epoch [119][2400/3940] lr: 2.606e-03, eta: 15:43:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9931, loss_cls: 2.1763, loss: 2.1763 +2025-06-26 11:10:26,988 - pyskl - INFO - Epoch [119][2500/3940] lr: 2.602e-03, eta: 15:42:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9919, loss_cls: 2.2066, loss: 2.2066 +2025-06-26 11:11:12,513 - pyskl - INFO - Epoch [119][2600/3940] lr: 2.598e-03, eta: 15:41:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9912, loss_cls: 2.2901, loss: 2.2901 +2025-06-26 11:11:58,050 - pyskl - INFO - Epoch [119][2700/3940] lr: 2.593e-03, eta: 15:40:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9931, loss_cls: 2.1939, loss: 2.1939 +2025-06-26 11:12:43,649 - pyskl - INFO - Epoch [119][2800/3940] lr: 2.589e-03, eta: 15:40:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 2.1160, loss: 2.1160 +2025-06-26 11:13:29,176 - pyskl - INFO - Epoch [119][2900/3940] lr: 2.585e-03, eta: 15:39:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 2.1792, loss: 2.1792 +2025-06-26 11:14:14,796 - pyskl - INFO - Epoch [119][3000/3940] lr: 2.581e-03, eta: 15:38:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.3080, loss: 2.3080 +2025-06-26 11:15:00,397 - pyskl - INFO - Epoch [119][3100/3940] lr: 2.577e-03, eta: 15:37:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.2785, loss: 2.2785 +2025-06-26 11:15:45,949 - pyskl - INFO - Epoch [119][3200/3940] lr: 2.573e-03, eta: 15:36:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9938, loss_cls: 2.2383, loss: 2.2383 +2025-06-26 11:16:31,455 - pyskl - INFO - Epoch [119][3300/3940] lr: 2.569e-03, eta: 15:36:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 2.2493, loss: 2.2493 +2025-06-26 11:17:16,715 - pyskl - INFO - Epoch [119][3400/3940] lr: 2.565e-03, eta: 15:35:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 2.1515, loss: 2.1515 +2025-06-26 11:18:02,083 - pyskl - INFO - Epoch [119][3500/3940] lr: 2.561e-03, eta: 15:34:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 2.2114, loss: 2.2114 +2025-06-26 11:18:47,489 - pyskl - INFO - Epoch [119][3600/3940] lr: 2.557e-03, eta: 15:33:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 2.2411, loss: 2.2411 +2025-06-26 11:19:33,072 - pyskl - INFO - Epoch [119][3700/3940] lr: 2.553e-03, eta: 15:33:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9912, loss_cls: 2.2152, loss: 2.2152 +2025-06-26 11:20:18,632 - pyskl - INFO - Epoch [119][3800/3940] lr: 2.549e-03, eta: 15:32:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 2.1530, loss: 2.1530 +2025-06-26 11:21:04,247 - pyskl - INFO - Epoch [119][3900/3940] lr: 2.545e-03, eta: 15:31:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9938, loss_cls: 2.1412, loss: 2.1412 +2025-06-26 11:21:22,753 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-06-26 11:25:00,463 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 11:25:00,982 - pyskl - INFO - +top1_acc 0.8644 +top5_acc 0.9796 +2025-06-26 11:25:01,049 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_116.pth was removed +2025-06-26 11:25:02,143 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2025-06-26 11:25:02,145 - pyskl - INFO - Best top1_acc is 0.8644 at 119 epoch. +2025-06-26 11:25:02,166 - pyskl - INFO - Epoch(val) [119][3183] top1_acc: 0.8644, top5_acc: 0.9796 +2025-06-26 11:26:13,787 - pyskl - INFO - Epoch [120][100/3940] lr: 2.539e-03, eta: 15:30:37, time: 0.716, data_time: 0.260, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 2.1956, loss: 2.1956 +2025-06-26 11:26:59,563 - pyskl - INFO - Epoch [120][200/3940] lr: 2.535e-03, eta: 15:29:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9950, loss_cls: 2.1381, loss: 2.1381 +2025-06-26 11:27:45,231 - pyskl - INFO - Epoch [120][300/3940] lr: 2.531e-03, eta: 15:29:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 2.2350, loss: 2.2350 +2025-06-26 11:28:30,943 - pyskl - INFO - Epoch [120][400/3940] lr: 2.527e-03, eta: 15:28:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9950, loss_cls: 2.1859, loss: 2.1859 +2025-06-26 11:29:16,629 - pyskl - INFO - Epoch [120][500/3940] lr: 2.523e-03, eta: 15:27:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 2.1342, loss: 2.1342 +2025-06-26 11:30:02,386 - pyskl - INFO - Epoch [120][600/3940] lr: 2.519e-03, eta: 15:26:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 2.1324, loss: 2.1324 +2025-06-26 11:30:48,093 - pyskl - INFO - Epoch [120][700/3940] lr: 2.515e-03, eta: 15:26:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 2.1818, loss: 2.1818 +2025-06-26 11:31:33,781 - pyskl - INFO - Epoch [120][800/3940] lr: 2.511e-03, eta: 15:25:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 2.2045, loss: 2.2045 +2025-06-26 11:32:19,417 - pyskl - INFO - Epoch [120][900/3940] lr: 2.507e-03, eta: 15:24:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.2022, loss: 2.2022 +2025-06-26 11:33:05,042 - pyskl - INFO - Epoch [120][1000/3940] lr: 2.503e-03, eta: 15:23:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 2.0805, loss: 2.0805 +2025-06-26 11:33:50,660 - pyskl - INFO - Epoch [120][1100/3940] lr: 2.499e-03, eta: 15:22:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9944, loss_cls: 2.1538, loss: 2.1538 +2025-06-26 11:34:36,302 - pyskl - INFO - Epoch [120][1200/3940] lr: 2.495e-03, eta: 15:22:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9925, loss_cls: 2.1439, loss: 2.1439 +2025-06-26 11:35:21,941 - pyskl - INFO - Epoch [120][1300/3940] lr: 2.491e-03, eta: 15:21:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9944, loss_cls: 2.2063, loss: 2.2063 +2025-06-26 11:36:07,578 - pyskl - INFO - Epoch [120][1400/3940] lr: 2.487e-03, eta: 15:20:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 2.1909, loss: 2.1909 +2025-06-26 11:36:53,144 - pyskl - INFO - Epoch [120][1500/3940] lr: 2.483e-03, eta: 15:19:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.2049, loss: 2.2049 +2025-06-26 11:37:38,763 - pyskl - INFO - Epoch [120][1600/3940] lr: 2.479e-03, eta: 15:19:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 2.1378, loss: 2.1378 +2025-06-26 11:38:24,418 - pyskl - INFO - Epoch [120][1700/3940] lr: 2.476e-03, eta: 15:18:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 2.1764, loss: 2.1764 +2025-06-26 11:39:09,930 - pyskl - INFO - Epoch [120][1800/3940] lr: 2.472e-03, eta: 15:17:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 2.0996, loss: 2.0996 +2025-06-26 11:39:55,329 - pyskl - INFO - Epoch [120][1900/3940] lr: 2.468e-03, eta: 15:16:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 2.2699, loss: 2.2699 +2025-06-26 11:40:40,911 - pyskl - INFO - Epoch [120][2000/3940] lr: 2.464e-03, eta: 15:16:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 2.0850, loss: 2.0850 +2025-06-26 11:41:26,475 - pyskl - INFO - Epoch [120][2100/3940] lr: 2.460e-03, eta: 15:15:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 2.1914, loss: 2.1914 +2025-06-26 11:42:11,987 - pyskl - INFO - Epoch [120][2200/3940] lr: 2.456e-03, eta: 15:14:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9931, loss_cls: 2.2006, loss: 2.2006 +2025-06-26 11:42:57,481 - pyskl - INFO - Epoch [120][2300/3940] lr: 2.452e-03, eta: 15:13:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 2.1721, loss: 2.1721 +2025-06-26 11:43:42,900 - pyskl - INFO - Epoch [120][2400/3940] lr: 2.448e-03, eta: 15:13:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9950, loss_cls: 2.1769, loss: 2.1769 +2025-06-26 11:44:28,364 - pyskl - INFO - Epoch [120][2500/3940] lr: 2.444e-03, eta: 15:12:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9944, loss_cls: 2.1310, loss: 2.1310 +2025-06-26 11:45:13,876 - pyskl - INFO - Epoch [120][2600/3940] lr: 2.440e-03, eta: 15:11:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9938, loss_cls: 2.2003, loss: 2.2003 +2025-06-26 11:45:59,668 - pyskl - INFO - Epoch [120][2700/3940] lr: 2.436e-03, eta: 15:10:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9956, loss_cls: 2.0764, loss: 2.0764 +2025-06-26 11:46:45,236 - pyskl - INFO - Epoch [120][2800/3940] lr: 2.432e-03, eta: 15:10:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9938, loss_cls: 2.1775, loss: 2.1775 +2025-06-26 11:47:30,813 - pyskl - INFO - Epoch [120][2900/3940] lr: 2.428e-03, eta: 15:09:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 2.2795, loss: 2.2795 +2025-06-26 11:48:16,362 - pyskl - INFO - Epoch [120][3000/3940] lr: 2.424e-03, eta: 15:08:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.1831, loss: 2.1831 +2025-06-26 11:49:01,800 - pyskl - INFO - Epoch [120][3100/3940] lr: 2.420e-03, eta: 15:07:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.2024, loss: 2.2024 +2025-06-26 11:49:47,280 - pyskl - INFO - Epoch [120][3200/3940] lr: 2.416e-03, eta: 15:06:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 2.1732, loss: 2.1732 +2025-06-26 11:50:32,770 - pyskl - INFO - Epoch [120][3300/3940] lr: 2.412e-03, eta: 15:06:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.1258, loss: 2.1258 +2025-06-26 11:51:18,288 - pyskl - INFO - Epoch [120][3400/3940] lr: 2.408e-03, eta: 15:05:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 2.1071, loss: 2.1071 +2025-06-26 11:52:04,055 - pyskl - INFO - Epoch [120][3500/3940] lr: 2.405e-03, eta: 15:04:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 2.1618, loss: 2.1618 +2025-06-26 11:52:49,796 - pyskl - INFO - Epoch [120][3600/3940] lr: 2.401e-03, eta: 15:03:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9950, loss_cls: 2.1164, loss: 2.1164 +2025-06-26 11:53:35,405 - pyskl - INFO - Epoch [120][3700/3940] lr: 2.397e-03, eta: 15:03:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9925, loss_cls: 2.1561, loss: 2.1561 +2025-06-26 11:54:21,045 - pyskl - INFO - Epoch [120][3800/3940] lr: 2.393e-03, eta: 15:02:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 2.2717, loss: 2.2717 +2025-06-26 11:55:06,624 - pyskl - INFO - Epoch [120][3900/3940] lr: 2.389e-03, eta: 15:01:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 2.1182, loss: 2.1182 +2025-06-26 11:55:25,412 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-06-26 12:13:05,480 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 12:13:05,954 - pyskl - INFO - +top1_acc 0.8597 +top5_acc 0.9767 +2025-06-26 12:13:05,975 - pyskl - INFO - Epoch(val) [120][3183] top1_acc: 0.8597, top5_acc: 0.9767 +2025-06-26 12:14:17,180 - pyskl - INFO - Epoch [121][100/3940] lr: 2.383e-03, eta: 15:00:34, time: 0.712, data_time: 0.256, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 2.1391, loss: 2.1391 +2025-06-26 12:15:02,746 - pyskl - INFO - Epoch [121][200/3940] lr: 2.380e-03, eta: 14:59:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9944, loss_cls: 2.1507, loss: 2.1507 +2025-06-26 12:15:48,448 - pyskl - INFO - Epoch [121][300/3940] lr: 2.376e-03, eta: 14:59:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 2.0577, loss: 2.0577 +2025-06-26 12:16:34,041 - pyskl - INFO - Epoch [121][400/3940] lr: 2.372e-03, eta: 14:58:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9944, loss_cls: 2.2372, loss: 2.2372 +2025-06-26 12:17:19,573 - pyskl - INFO - Epoch [121][500/3940] lr: 2.368e-03, eta: 14:57:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 2.0838, loss: 2.0838 +2025-06-26 12:18:05,248 - pyskl - INFO - Epoch [121][600/3940] lr: 2.364e-03, eta: 14:56:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9944, loss_cls: 2.1303, loss: 2.1303 +2025-06-26 12:18:50,831 - pyskl - INFO - Epoch [121][700/3940] lr: 2.360e-03, eta: 14:55:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 2.1063, loss: 2.1063 +2025-06-26 12:19:36,490 - pyskl - INFO - Epoch [121][800/3940] lr: 2.356e-03, eta: 14:55:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 2.0875, loss: 2.0875 +2025-06-26 12:20:22,039 - pyskl - INFO - Epoch [121][900/3940] lr: 2.352e-03, eta: 14:54:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 2.1506, loss: 2.1506 +2025-06-26 12:21:07,670 - pyskl - INFO - Epoch [121][1000/3940] lr: 2.348e-03, eta: 14:53:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 2.1391, loss: 2.1391 +2025-06-26 12:21:53,378 - pyskl - INFO - Epoch [121][1100/3940] lr: 2.345e-03, eta: 14:52:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 2.1072, loss: 2.1072 +2025-06-26 12:22:38,805 - pyskl - INFO - Epoch [121][1200/3940] lr: 2.341e-03, eta: 14:52:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 2.1257, loss: 2.1257 +2025-06-26 12:23:24,177 - pyskl - INFO - Epoch [121][1300/3940] lr: 2.337e-03, eta: 14:51:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 2.1390, loss: 2.1390 +2025-06-26 12:24:09,696 - pyskl - INFO - Epoch [121][1400/3940] lr: 2.333e-03, eta: 14:50:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 2.0619, loss: 2.0619 +2025-06-26 12:24:55,203 - pyskl - INFO - Epoch [121][1500/3940] lr: 2.329e-03, eta: 14:49:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9950, loss_cls: 2.0596, loss: 2.0596 +2025-06-26 12:25:40,777 - pyskl - INFO - Epoch [121][1600/3940] lr: 2.325e-03, eta: 14:49:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 2.1138, loss: 2.1138 +2025-06-26 12:26:26,361 - pyskl - INFO - Epoch [121][1700/3940] lr: 2.321e-03, eta: 14:48:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 2.0823, loss: 2.0823 +2025-06-26 12:27:12,018 - pyskl - INFO - Epoch [121][1800/3940] lr: 2.317e-03, eta: 14:47:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 2.0913, loss: 2.0913 +2025-06-26 12:27:57,794 - pyskl - INFO - Epoch [121][1900/3940] lr: 2.314e-03, eta: 14:46:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9925, loss_cls: 2.1169, loss: 2.1169 +2025-06-26 12:28:43,689 - pyskl - INFO - Epoch [121][2000/3940] lr: 2.310e-03, eta: 14:46:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9925, loss_cls: 2.1618, loss: 2.1618 +2025-06-26 12:29:29,358 - pyskl - INFO - Epoch [121][2100/3940] lr: 2.306e-03, eta: 14:45:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9938, loss_cls: 2.0306, loss: 2.0306 +2025-06-26 12:30:15,025 - pyskl - INFO - Epoch [121][2200/3940] lr: 2.302e-03, eta: 14:44:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 2.1497, loss: 2.1497 +2025-06-26 12:31:00,612 - pyskl - INFO - Epoch [121][2300/3940] lr: 2.298e-03, eta: 14:43:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 2.1677, loss: 2.1677 +2025-06-26 12:31:46,268 - pyskl - INFO - Epoch [121][2400/3940] lr: 2.294e-03, eta: 14:43:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9950, loss_cls: 2.0671, loss: 2.0671 +2025-06-26 12:32:31,935 - pyskl - INFO - Epoch [121][2500/3940] lr: 2.291e-03, eta: 14:42:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.1049, loss: 2.1049 +2025-06-26 12:33:17,623 - pyskl - INFO - Epoch [121][2600/3940] lr: 2.287e-03, eta: 14:41:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 2.1975, loss: 2.1975 +2025-06-26 12:34:03,276 - pyskl - INFO - Epoch [121][2700/3940] lr: 2.283e-03, eta: 14:40:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 2.1077, loss: 2.1077 +2025-06-26 12:34:48,811 - pyskl - INFO - Epoch [121][2800/3940] lr: 2.279e-03, eta: 14:39:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 2.2522, loss: 2.2522 +2025-06-26 12:35:34,396 - pyskl - INFO - Epoch [121][2900/3940] lr: 2.275e-03, eta: 14:39:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 2.1311, loss: 2.1311 +2025-06-26 12:36:20,041 - pyskl - INFO - Epoch [121][3000/3940] lr: 2.271e-03, eta: 14:38:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 2.0873, loss: 2.0873 +2025-06-26 12:37:05,700 - pyskl - INFO - Epoch [121][3100/3940] lr: 2.268e-03, eta: 14:37:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9950, loss_cls: 2.0656, loss: 2.0656 +2025-06-26 12:37:51,331 - pyskl - INFO - Epoch [121][3200/3940] lr: 2.264e-03, eta: 14:36:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9919, loss_cls: 2.1540, loss: 2.1540 +2025-06-26 12:38:36,983 - pyskl - INFO - Epoch [121][3300/3940] lr: 2.260e-03, eta: 14:36:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 2.1143, loss: 2.1143 +2025-06-26 12:39:22,754 - pyskl - INFO - Epoch [121][3400/3940] lr: 2.256e-03, eta: 14:35:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9931, loss_cls: 2.1315, loss: 2.1315 +2025-06-26 12:40:08,398 - pyskl - INFO - Epoch [121][3500/3940] lr: 2.252e-03, eta: 14:34:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 2.1706, loss: 2.1706 +2025-06-26 12:40:54,033 - pyskl - INFO - Epoch [121][3600/3940] lr: 2.249e-03, eta: 14:33:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9950, loss_cls: 2.1320, loss: 2.1320 +2025-06-26 12:41:39,672 - pyskl - INFO - Epoch [121][3700/3940] lr: 2.245e-03, eta: 14:33:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 2.1423, loss: 2.1423 +2025-06-26 12:42:25,288 - pyskl - INFO - Epoch [121][3800/3940] lr: 2.241e-03, eta: 14:32:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 2.0707, loss: 2.0707 +2025-06-26 12:43:10,890 - pyskl - INFO - Epoch [121][3900/3940] lr: 2.237e-03, eta: 14:31:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 2.2237, loss: 2.2237 +2025-06-26 12:43:29,502 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-06-26 12:47:06,714 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 12:47:07,245 - pyskl - INFO - +top1_acc 0.8679 +top5_acc 0.9774 +2025-06-26 12:47:07,307 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_119.pth was removed +2025-06-26 12:47:08,439 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2025-06-26 12:47:08,440 - pyskl - INFO - Best top1_acc is 0.8679 at 121 epoch. +2025-06-26 12:47:08,462 - pyskl - INFO - Epoch(val) [121][3183] top1_acc: 0.8679, top5_acc: 0.9774 +2025-06-26 12:48:19,522 - pyskl - INFO - Epoch [122][100/3940] lr: 2.232e-03, eta: 14:30:32, time: 0.711, data_time: 0.254, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 2.1246, loss: 2.1246 +2025-06-26 12:49:05,121 - pyskl - INFO - Epoch [122][200/3940] lr: 2.228e-03, eta: 14:29:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 2.0532, loss: 2.0532 +2025-06-26 12:49:50,646 - pyskl - INFO - Epoch [122][300/3940] lr: 2.224e-03, eta: 14:29:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 2.0256, loss: 2.0256 +2025-06-26 12:50:36,085 - pyskl - INFO - Epoch [122][400/3940] lr: 2.221e-03, eta: 14:28:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 2.1040, loss: 2.1040 +2025-06-26 12:51:21,589 - pyskl - INFO - Epoch [122][500/3940] lr: 2.217e-03, eta: 14:27:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 2.0549, loss: 2.0549 +2025-06-26 12:52:06,996 - pyskl - INFO - Epoch [122][600/3940] lr: 2.213e-03, eta: 14:26:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 2.0591, loss: 2.0591 +2025-06-26 12:52:52,263 - pyskl - INFO - Epoch [122][700/3940] lr: 2.209e-03, eta: 14:25:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9944, loss_cls: 2.0645, loss: 2.0645 +2025-06-26 12:53:37,512 - pyskl - INFO - Epoch [122][800/3940] lr: 2.205e-03, eta: 14:25:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 2.0471, loss: 2.0471 +2025-06-26 12:54:22,933 - pyskl - INFO - Epoch [122][900/3940] lr: 2.202e-03, eta: 14:24:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 2.0890, loss: 2.0890 +2025-06-26 12:55:08,390 - pyskl - INFO - Epoch [122][1000/3940] lr: 2.198e-03, eta: 14:23:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 2.0630, loss: 2.0630 +2025-06-26 12:55:53,864 - pyskl - INFO - Epoch [122][1100/3940] lr: 2.194e-03, eta: 14:22:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9931, loss_cls: 2.1137, loss: 2.1137 +2025-06-26 12:56:39,389 - pyskl - INFO - Epoch [122][1200/3940] lr: 2.190e-03, eta: 14:22:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9962, loss_cls: 2.0801, loss: 2.0801 +2025-06-26 12:57:25,164 - pyskl - INFO - Epoch [122][1300/3940] lr: 2.187e-03, eta: 14:21:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 2.0790, loss: 2.0790 +2025-06-26 12:58:10,675 - pyskl - INFO - Epoch [122][1400/3940] lr: 2.183e-03, eta: 14:20:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 2.0472, loss: 2.0472 +2025-06-26 12:58:56,148 - pyskl - INFO - Epoch [122][1500/3940] lr: 2.179e-03, eta: 14:19:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 2.1061, loss: 2.1061 +2025-06-26 12:59:41,692 - pyskl - INFO - Epoch [122][1600/3940] lr: 2.175e-03, eta: 14:19:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 2.0995, loss: 2.0995 +2025-06-26 13:00:27,155 - pyskl - INFO - Epoch [122][1700/3940] lr: 2.172e-03, eta: 14:18:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9950, loss_cls: 2.0743, loss: 2.0743 +2025-06-26 13:01:12,653 - pyskl - INFO - Epoch [122][1800/3940] lr: 2.168e-03, eta: 14:17:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9944, loss_cls: 2.1484, loss: 2.1484 +2025-06-26 13:01:58,071 - pyskl - INFO - Epoch [122][1900/3940] lr: 2.164e-03, eta: 14:16:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 2.0461, loss: 2.0461 +2025-06-26 13:02:43,500 - pyskl - INFO - Epoch [122][2000/3940] lr: 2.160e-03, eta: 14:16:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 2.1304, loss: 2.1304 +2025-06-26 13:03:28,935 - pyskl - INFO - Epoch [122][2100/3940] lr: 2.157e-03, eta: 14:15:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 2.1680, loss: 2.1680 +2025-06-26 13:04:14,358 - pyskl - INFO - Epoch [122][2200/3940] lr: 2.153e-03, eta: 14:14:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 2.1637, loss: 2.1637 +2025-06-26 13:04:59,959 - pyskl - INFO - Epoch [122][2300/3940] lr: 2.149e-03, eta: 14:13:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 2.1037, loss: 2.1037 +2025-06-26 13:05:45,479 - pyskl - INFO - Epoch [122][2400/3940] lr: 2.145e-03, eta: 14:12:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9938, loss_cls: 2.1427, loss: 2.1427 +2025-06-26 13:06:31,006 - pyskl - INFO - Epoch [122][2500/3940] lr: 2.142e-03, eta: 14:12:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9931, loss_cls: 2.1750, loss: 2.1750 +2025-06-26 13:07:16,522 - pyskl - INFO - Epoch [122][2600/3940] lr: 2.138e-03, eta: 14:11:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 2.1052, loss: 2.1052 +2025-06-26 13:08:01,996 - pyskl - INFO - Epoch [122][2700/3940] lr: 2.134e-03, eta: 14:10:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 2.1038, loss: 2.1038 +2025-06-26 13:08:47,687 - pyskl - INFO - Epoch [122][2800/3940] lr: 2.131e-03, eta: 14:09:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9956, loss_cls: 2.0411, loss: 2.0411 +2025-06-26 13:09:33,127 - pyskl - INFO - Epoch [122][2900/3940] lr: 2.127e-03, eta: 14:09:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 2.1579, loss: 2.1579 +2025-06-26 13:10:18,624 - pyskl - INFO - Epoch [122][3000/3940] lr: 2.123e-03, eta: 14:08:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 2.1280, loss: 2.1280 +2025-06-26 13:11:04,060 - pyskl - INFO - Epoch [122][3100/3940] lr: 2.120e-03, eta: 14:07:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9938, loss_cls: 2.1524, loss: 2.1524 +2025-06-26 13:11:49,575 - pyskl - INFO - Epoch [122][3200/3940] lr: 2.116e-03, eta: 14:06:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.1221, loss: 2.1221 +2025-06-26 13:12:35,085 - pyskl - INFO - Epoch [122][3300/3940] lr: 2.112e-03, eta: 14:06:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9931, loss_cls: 2.2224, loss: 2.2224 +2025-06-26 13:13:20,649 - pyskl - INFO - Epoch [122][3400/3940] lr: 2.108e-03, eta: 14:05:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 2.0938, loss: 2.0938 +2025-06-26 13:14:06,171 - pyskl - INFO - Epoch [122][3500/3940] lr: 2.105e-03, eta: 14:04:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9912, loss_cls: 2.1456, loss: 2.1456 +2025-06-26 13:14:51,667 - pyskl - INFO - Epoch [122][3600/3940] lr: 2.101e-03, eta: 14:03:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 2.1236, loss: 2.1236 +2025-06-26 13:15:37,073 - pyskl - INFO - Epoch [122][3700/3940] lr: 2.097e-03, eta: 14:03:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9925, loss_cls: 2.2303, loss: 2.2303 +2025-06-26 13:16:22,530 - pyskl - INFO - Epoch [122][3800/3940] lr: 2.094e-03, eta: 14:02:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9944, loss_cls: 2.1310, loss: 2.1310 +2025-06-26 13:17:07,964 - pyskl - INFO - Epoch [122][3900/3940] lr: 2.090e-03, eta: 14:01:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 2.1563, loss: 2.1563 +2025-06-26 13:17:26,447 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-06-26 13:21:00,847 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 13:21:01,331 - pyskl - INFO - +top1_acc 0.8663 +top5_acc 0.9799 +2025-06-26 13:21:01,350 - pyskl - INFO - Epoch(val) [122][3183] top1_acc: 0.8663, top5_acc: 0.9799 +2025-06-26 13:22:12,292 - pyskl - INFO - Epoch [123][100/3940] lr: 2.085e-03, eta: 14:00:29, time: 0.709, data_time: 0.252, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 2.0403, loss: 2.0403 +2025-06-26 13:22:57,914 - pyskl - INFO - Epoch [123][200/3940] lr: 2.081e-03, eta: 13:59:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 2.0304, loss: 2.0304 +2025-06-26 13:23:43,474 - pyskl - INFO - Epoch [123][300/3940] lr: 2.078e-03, eta: 13:58:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9938, loss_cls: 2.1075, loss: 2.1075 +2025-06-26 13:24:28,999 - pyskl - INFO - Epoch [123][400/3940] lr: 2.074e-03, eta: 13:58:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 2.0556, loss: 2.0556 +2025-06-26 13:25:14,537 - pyskl - INFO - Epoch [123][500/3940] lr: 2.070e-03, eta: 13:57:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 2.0325, loss: 2.0325 +2025-06-26 13:26:00,118 - pyskl - INFO - Epoch [123][600/3940] lr: 2.067e-03, eta: 13:56:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 2.0427, loss: 2.0427 +2025-06-26 13:26:45,563 - pyskl - INFO - Epoch [123][700/3940] lr: 2.063e-03, eta: 13:55:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9944, loss_cls: 2.0685, loss: 2.0685 +2025-06-26 13:27:31,049 - pyskl - INFO - Epoch [123][800/3940] lr: 2.059e-03, eta: 13:55:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 2.0126, loss: 2.0126 +2025-06-26 13:28:16,614 - pyskl - INFO - Epoch [123][900/3940] lr: 2.056e-03, eta: 13:54:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 2.0524, loss: 2.0524 +2025-06-26 13:29:02,070 - pyskl - INFO - Epoch [123][1000/3940] lr: 2.052e-03, eta: 13:53:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9950, loss_cls: 2.0780, loss: 2.0780 +2025-06-26 13:29:47,745 - pyskl - INFO - Epoch [123][1100/3940] lr: 2.048e-03, eta: 13:52:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9950, loss_cls: 2.0977, loss: 2.0977 +2025-06-26 13:30:33,363 - pyskl - INFO - Epoch [123][1200/3940] lr: 2.045e-03, eta: 13:52:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9925, loss_cls: 2.0997, loss: 2.0997 +2025-06-26 13:31:18,914 - pyskl - INFO - Epoch [123][1300/3940] lr: 2.041e-03, eta: 13:51:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 2.0887, loss: 2.0887 +2025-06-26 13:32:04,530 - pyskl - INFO - Epoch [123][1400/3940] lr: 2.037e-03, eta: 13:50:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 2.1533, loss: 2.1533 +2025-06-26 13:32:50,190 - pyskl - INFO - Epoch [123][1500/3940] lr: 2.034e-03, eta: 13:49:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.9778, loss: 1.9778 +2025-06-26 13:33:35,775 - pyskl - INFO - Epoch [123][1600/3940] lr: 2.030e-03, eta: 13:49:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9950, loss_cls: 2.0446, loss: 2.0446 +2025-06-26 13:34:21,348 - pyskl - INFO - Epoch [123][1700/3940] lr: 2.026e-03, eta: 13:48:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9956, loss_cls: 2.0840, loss: 2.0840 +2025-06-26 13:35:06,883 - pyskl - INFO - Epoch [123][1800/3940] lr: 2.023e-03, eta: 13:47:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 2.0069, loss: 2.0069 +2025-06-26 13:35:52,439 - pyskl - INFO - Epoch [123][1900/3940] lr: 2.019e-03, eta: 13:46:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 2.0325, loss: 2.0325 +2025-06-26 13:36:37,938 - pyskl - INFO - Epoch [123][2000/3940] lr: 2.016e-03, eta: 13:45:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9956, loss_cls: 2.0298, loss: 2.0298 +2025-06-26 13:37:23,417 - pyskl - INFO - Epoch [123][2100/3940] lr: 2.012e-03, eta: 13:45:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 2.0520, loss: 2.0520 +2025-06-26 13:38:08,933 - pyskl - INFO - Epoch [123][2200/3940] lr: 2.008e-03, eta: 13:44:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 2.0764, loss: 2.0764 +2025-06-26 13:38:54,511 - pyskl - INFO - Epoch [123][2300/3940] lr: 2.005e-03, eta: 13:43:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 2.0268, loss: 2.0268 +2025-06-26 13:39:40,170 - pyskl - INFO - Epoch [123][2400/3940] lr: 2.001e-03, eta: 13:42:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 2.1101, loss: 2.1101 +2025-06-26 13:40:25,797 - pyskl - INFO - Epoch [123][2500/3940] lr: 1.998e-03, eta: 13:42:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 2.0233, loss: 2.0233 +2025-06-26 13:41:11,334 - pyskl - INFO - Epoch [123][2600/3940] lr: 1.994e-03, eta: 13:41:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9956, loss_cls: 2.0608, loss: 2.0608 +2025-06-26 13:41:57,075 - pyskl - INFO - Epoch [123][2700/3940] lr: 1.990e-03, eta: 13:40:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9938, loss_cls: 2.0850, loss: 2.0850 +2025-06-26 13:42:42,679 - pyskl - INFO - Epoch [123][2800/3940] lr: 1.987e-03, eta: 13:39:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9925, loss_cls: 2.2521, loss: 2.2521 +2025-06-26 13:43:28,255 - pyskl - INFO - Epoch [123][2900/3940] lr: 1.983e-03, eta: 13:39:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 2.0498, loss: 2.0498 +2025-06-26 13:44:13,791 - pyskl - INFO - Epoch [123][3000/3940] lr: 1.980e-03, eta: 13:38:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 2.0570, loss: 2.0570 +2025-06-26 13:44:59,328 - pyskl - INFO - Epoch [123][3100/3940] lr: 1.976e-03, eta: 13:37:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9944, loss_cls: 2.0312, loss: 2.0312 +2025-06-26 13:45:44,838 - pyskl - INFO - Epoch [123][3200/3940] lr: 1.972e-03, eta: 13:36:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 2.0294, loss: 2.0294 +2025-06-26 13:46:30,336 - pyskl - INFO - Epoch [123][3300/3940] lr: 1.969e-03, eta: 13:36:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 2.0582, loss: 2.0582 +2025-06-26 13:47:16,081 - pyskl - INFO - Epoch [123][3400/3940] lr: 1.965e-03, eta: 13:35:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9950, loss_cls: 2.0377, loss: 2.0377 +2025-06-26 13:48:01,830 - pyskl - INFO - Epoch [123][3500/3940] lr: 1.962e-03, eta: 13:34:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 2.0166, loss: 2.0166 +2025-06-26 13:48:47,364 - pyskl - INFO - Epoch [123][3600/3940] lr: 1.958e-03, eta: 13:33:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 2.0405, loss: 2.0405 +2025-06-26 13:49:32,925 - pyskl - INFO - Epoch [123][3700/3940] lr: 1.954e-03, eta: 13:33:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9944, loss_cls: 2.0784, loss: 2.0784 +2025-06-26 13:50:18,593 - pyskl - INFO - Epoch [123][3800/3940] lr: 1.951e-03, eta: 13:32:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9938, loss_cls: 2.1266, loss: 2.1266 +2025-06-26 13:51:04,387 - pyskl - INFO - Epoch [123][3900/3940] lr: 1.947e-03, eta: 13:31:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9938, loss_cls: 2.1591, loss: 2.1591 +2025-06-26 13:51:23,025 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-06-26 13:54:56,732 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 13:54:57,221 - pyskl - INFO - +top1_acc 0.8646 +top5_acc 0.9796 +2025-06-26 13:54:57,241 - pyskl - INFO - Epoch(val) [123][3183] top1_acc: 0.8646, top5_acc: 0.9796 +2025-06-26 13:56:08,134 - pyskl - INFO - Epoch [124][100/3940] lr: 1.942e-03, eta: 13:30:26, time: 0.709, data_time: 0.251, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.9717, loss: 1.9717 +2025-06-26 13:56:54,198 - pyskl - INFO - Epoch [124][200/3940] lr: 1.939e-03, eta: 13:29:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 2.0309, loss: 2.0309 +2025-06-26 13:57:40,301 - pyskl - INFO - Epoch [124][300/3940] lr: 1.935e-03, eta: 13:28:55, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 2.0384, loss: 2.0384 +2025-06-26 13:58:26,176 - pyskl - INFO - Epoch [124][400/3940] lr: 1.932e-03, eta: 13:28:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 2.0117, loss: 2.0117 +2025-06-26 13:59:12,044 - pyskl - INFO - Epoch [124][500/3940] lr: 1.928e-03, eta: 13:27:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.9275, loss: 1.9275 +2025-06-26 13:59:57,665 - pyskl - INFO - Epoch [124][600/3940] lr: 1.925e-03, eta: 13:26:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9969, loss_cls: 2.0012, loss: 2.0012 +2025-06-26 14:00:43,258 - pyskl - INFO - Epoch [124][700/3940] lr: 1.921e-03, eta: 13:25:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.9828, loss: 1.9828 +2025-06-26 14:01:28,806 - pyskl - INFO - Epoch [124][800/3940] lr: 1.918e-03, eta: 13:25:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 1.9507, loss: 1.9507 +2025-06-26 14:02:14,431 - pyskl - INFO - Epoch [124][900/3940] lr: 1.914e-03, eta: 13:24:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9956, loss_cls: 1.9974, loss: 1.9974 +2025-06-26 14:03:00,046 - pyskl - INFO - Epoch [124][1000/3940] lr: 1.910e-03, eta: 13:23:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9950, loss_cls: 2.0804, loss: 2.0804 +2025-06-26 14:03:45,726 - pyskl - INFO - Epoch [124][1100/3940] lr: 1.907e-03, eta: 13:22:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 2.0746, loss: 2.0746 +2025-06-26 14:04:31,378 - pyskl - INFO - Epoch [124][1200/3940] lr: 1.903e-03, eta: 13:22:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9950, loss_cls: 2.0918, loss: 2.0918 +2025-06-26 14:05:17,000 - pyskl - INFO - Epoch [124][1300/3940] lr: 1.900e-03, eta: 13:21:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.9777, loss: 1.9777 +2025-06-26 14:06:02,557 - pyskl - INFO - Epoch [124][1400/3940] lr: 1.896e-03, eta: 13:20:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.9619, loss: 1.9619 +2025-06-26 14:06:48,206 - pyskl - INFO - Epoch [124][1500/3940] lr: 1.893e-03, eta: 13:19:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 2.0653, loss: 2.0653 +2025-06-26 14:07:33,914 - pyskl - INFO - Epoch [124][1600/3940] lr: 1.889e-03, eta: 13:19:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.9769, loss: 1.9769 +2025-06-26 14:08:19,613 - pyskl - INFO - Epoch [124][1700/3940] lr: 1.886e-03, eta: 13:18:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.9265, loss: 1.9265 +2025-06-26 14:09:05,390 - pyskl - INFO - Epoch [124][1800/3940] lr: 1.882e-03, eta: 13:17:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 2.0350, loss: 2.0350 +2025-06-26 14:09:51,042 - pyskl - INFO - Epoch [124][1900/3940] lr: 1.879e-03, eta: 13:16:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.9986, loss: 1.9986 +2025-06-26 14:10:36,704 - pyskl - INFO - Epoch [124][2000/3940] lr: 1.875e-03, eta: 13:15:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9938, loss_cls: 2.1412, loss: 2.1412 +2025-06-26 14:11:22,372 - pyskl - INFO - Epoch [124][2100/3940] lr: 1.872e-03, eta: 13:15:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 2.0044, loss: 2.0044 +2025-06-26 14:12:08,117 - pyskl - INFO - Epoch [124][2200/3940] lr: 1.868e-03, eta: 13:14:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.9715, loss: 1.9715 +2025-06-26 14:12:53,771 - pyskl - INFO - Epoch [124][2300/3940] lr: 1.865e-03, eta: 13:13:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 2.1121, loss: 2.1121 +2025-06-26 14:13:39,446 - pyskl - INFO - Epoch [124][2400/3940] lr: 1.861e-03, eta: 13:12:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9944, loss_cls: 2.0298, loss: 2.0298 +2025-06-26 14:14:25,008 - pyskl - INFO - Epoch [124][2500/3940] lr: 1.858e-03, eta: 13:12:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 2.0724, loss: 2.0724 +2025-06-26 14:15:10,638 - pyskl - INFO - Epoch [124][2600/3940] lr: 1.854e-03, eta: 13:11:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 2.0535, loss: 2.0535 +2025-06-26 14:15:56,303 - pyskl - INFO - Epoch [124][2700/3940] lr: 1.851e-03, eta: 13:10:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 2.0165, loss: 2.0165 +2025-06-26 14:16:41,969 - pyskl - INFO - Epoch [124][2800/3940] lr: 1.847e-03, eta: 13:09:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 2.0323, loss: 2.0323 +2025-06-26 14:17:27,630 - pyskl - INFO - Epoch [124][2900/3940] lr: 1.844e-03, eta: 13:09:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.9878, loss: 1.9878 +2025-06-26 14:18:13,279 - pyskl - INFO - Epoch [124][3000/3940] lr: 1.840e-03, eta: 13:08:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 2.0508, loss: 2.0508 +2025-06-26 14:18:58,938 - pyskl - INFO - Epoch [124][3100/3940] lr: 1.837e-03, eta: 13:07:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9950, loss_cls: 2.0557, loss: 2.0557 +2025-06-26 14:19:44,743 - pyskl - INFO - Epoch [124][3200/3940] lr: 1.834e-03, eta: 13:06:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9950, loss_cls: 2.0347, loss: 2.0347 +2025-06-26 14:20:30,453 - pyskl - INFO - Epoch [124][3300/3940] lr: 1.830e-03, eta: 13:06:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.1411, loss: 2.1411 +2025-06-26 14:21:16,146 - pyskl - INFO - Epoch [124][3400/3940] lr: 1.827e-03, eta: 13:05:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 2.2131, loss: 2.2131 +2025-06-26 14:22:01,869 - pyskl - INFO - Epoch [124][3500/3940] lr: 1.823e-03, eta: 13:04:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9956, loss_cls: 2.0315, loss: 2.0315 +2025-06-26 14:22:47,569 - pyskl - INFO - Epoch [124][3600/3940] lr: 1.820e-03, eta: 13:03:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 2.1076, loss: 2.1076 +2025-06-26 14:23:33,283 - pyskl - INFO - Epoch [124][3700/3940] lr: 1.816e-03, eta: 13:02:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 2.0157, loss: 2.0157 +2025-06-26 14:24:18,986 - pyskl - INFO - Epoch [124][3800/3940] lr: 1.813e-03, eta: 13:02:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9938, loss_cls: 1.9841, loss: 1.9841 +2025-06-26 14:25:04,705 - pyskl - INFO - Epoch [124][3900/3940] lr: 1.809e-03, eta: 13:01:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 2.0441, loss: 2.0441 +2025-06-26 14:25:23,380 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-06-26 14:28:57,805 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 14:28:58,332 - pyskl - INFO - +top1_acc 0.8681 +top5_acc 0.9791 +2025-06-26 14:28:58,386 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_121.pth was removed +2025-06-26 14:28:59,418 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2025-06-26 14:28:59,421 - pyskl - INFO - Best top1_acc is 0.8681 at 124 epoch. +2025-06-26 14:28:59,438 - pyskl - INFO - Epoch(val) [124][3183] top1_acc: 0.8681, top5_acc: 0.9791 +2025-06-26 14:30:10,103 - pyskl - INFO - Epoch [125][100/3940] lr: 1.805e-03, eta: 13:00:24, time: 0.707, data_time: 0.252, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 2.0233, loss: 2.0233 +2025-06-26 14:30:55,672 - pyskl - INFO - Epoch [125][200/3940] lr: 1.801e-03, eta: 12:59:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 2.0292, loss: 2.0292 +2025-06-26 14:31:41,572 - pyskl - INFO - Epoch [125][300/3940] lr: 1.798e-03, eta: 12:58:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9962, loss_cls: 2.0313, loss: 2.0313 +2025-06-26 14:32:27,537 - pyskl - INFO - Epoch [125][400/3940] lr: 1.794e-03, eta: 12:58:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.9020, loss: 1.9020 +2025-06-26 14:33:13,356 - pyskl - INFO - Epoch [125][500/3940] lr: 1.791e-03, eta: 12:57:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9956, loss_cls: 2.0146, loss: 2.0146 +2025-06-26 14:33:58,941 - pyskl - INFO - Epoch [125][600/3940] lr: 1.787e-03, eta: 12:56:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 2.0203, loss: 2.0203 +2025-06-26 14:34:44,690 - pyskl - INFO - Epoch [125][700/3940] lr: 1.784e-03, eta: 12:55:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 2.0245, loss: 2.0245 +2025-06-26 14:35:30,259 - pyskl - INFO - Epoch [125][800/3940] lr: 1.781e-03, eta: 12:55:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.9809, loss: 1.9809 +2025-06-26 14:36:15,726 - pyskl - INFO - Epoch [125][900/3940] lr: 1.777e-03, eta: 12:54:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.9683, loss: 1.9683 +2025-06-26 14:37:01,210 - pyskl - INFO - Epoch [125][1000/3940] lr: 1.774e-03, eta: 12:53:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.9970, loss: 1.9970 +2025-06-26 14:37:46,631 - pyskl - INFO - Epoch [125][1100/3940] lr: 1.770e-03, eta: 12:52:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.9562, loss: 1.9562 +2025-06-26 14:38:32,032 - pyskl - INFO - Epoch [125][1200/3940] lr: 1.767e-03, eta: 12:52:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.9838, loss: 1.9838 +2025-06-26 14:39:17,477 - pyskl - INFO - Epoch [125][1300/3940] lr: 1.763e-03, eta: 12:51:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 2.0596, loss: 2.0596 +2025-06-26 14:40:02,896 - pyskl - INFO - Epoch [125][1400/3940] lr: 1.760e-03, eta: 12:50:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 2.0682, loss: 2.0682 +2025-06-26 14:40:48,390 - pyskl - INFO - Epoch [125][1500/3940] lr: 1.757e-03, eta: 12:49:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.9595, loss: 1.9595 +2025-06-26 14:41:33,886 - pyskl - INFO - Epoch [125][1600/3940] lr: 1.753e-03, eta: 12:48:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.9741, loss: 1.9741 +2025-06-26 14:42:19,537 - pyskl - INFO - Epoch [125][1700/3940] lr: 1.750e-03, eta: 12:48:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 1.9974, loss: 1.9974 +2025-06-26 14:43:04,969 - pyskl - INFO - Epoch [125][1800/3940] lr: 1.747e-03, eta: 12:47:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.9852, loss: 1.9852 +2025-06-26 14:43:50,393 - pyskl - INFO - Epoch [125][1900/3940] lr: 1.743e-03, eta: 12:46:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.9757, loss: 1.9757 +2025-06-26 14:44:35,757 - pyskl - INFO - Epoch [125][2000/3940] lr: 1.740e-03, eta: 12:45:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 2.0588, loss: 2.0588 +2025-06-26 14:45:21,304 - pyskl - INFO - Epoch [125][2100/3940] lr: 1.736e-03, eta: 12:45:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9944, loss_cls: 2.1236, loss: 2.1236 +2025-06-26 14:46:06,827 - pyskl - INFO - Epoch [125][2200/3940] lr: 1.733e-03, eta: 12:44:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9944, loss_cls: 2.0313, loss: 2.0313 +2025-06-26 14:46:52,328 - pyskl - INFO - Epoch [125][2300/3940] lr: 1.730e-03, eta: 12:43:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9962, loss_cls: 1.9719, loss: 1.9719 +2025-06-26 14:47:37,894 - pyskl - INFO - Epoch [125][2400/3940] lr: 1.726e-03, eta: 12:42:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9944, loss_cls: 2.0146, loss: 2.0146 +2025-06-26 14:48:23,535 - pyskl - INFO - Epoch [125][2500/3940] lr: 1.723e-03, eta: 12:42:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 2.0099, loss: 2.0099 +2025-06-26 14:49:09,142 - pyskl - INFO - Epoch [125][2600/3940] lr: 1.720e-03, eta: 12:41:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 2.0176, loss: 2.0176 +2025-06-26 14:49:54,657 - pyskl - INFO - Epoch [125][2700/3940] lr: 1.716e-03, eta: 12:40:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.9787, loss: 1.9787 +2025-06-26 14:50:40,202 - pyskl - INFO - Epoch [125][2800/3940] lr: 1.713e-03, eta: 12:39:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.9460, loss: 1.9460 +2025-06-26 14:51:25,789 - pyskl - INFO - Epoch [125][2900/3940] lr: 1.709e-03, eta: 12:39:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 2.0146, loss: 2.0146 +2025-06-26 14:52:11,351 - pyskl - INFO - Epoch [125][3000/3940] lr: 1.706e-03, eta: 12:38:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 2.0563, loss: 2.0563 +2025-06-26 14:52:56,919 - pyskl - INFO - Epoch [125][3100/3940] lr: 1.703e-03, eta: 12:37:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 2.0005, loss: 2.0005 +2025-06-26 14:53:42,467 - pyskl - INFO - Epoch [125][3200/3940] lr: 1.699e-03, eta: 12:36:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.9911, loss: 1.9911 +2025-06-26 14:54:27,916 - pyskl - INFO - Epoch [125][3300/3940] lr: 1.696e-03, eta: 12:35:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 2.0273, loss: 2.0273 +2025-06-26 14:55:13,267 - pyskl - INFO - Epoch [125][3400/3940] lr: 1.693e-03, eta: 12:35:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 2.0193, loss: 2.0193 +2025-06-26 14:55:58,739 - pyskl - INFO - Epoch [125][3500/3940] lr: 1.689e-03, eta: 12:34:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 2.0048, loss: 2.0048 +2025-06-26 14:56:44,244 - pyskl - INFO - Epoch [125][3600/3940] lr: 1.686e-03, eta: 12:33:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.9916, loss: 1.9916 +2025-06-26 14:57:29,750 - pyskl - INFO - Epoch [125][3700/3940] lr: 1.683e-03, eta: 12:32:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9950, loss_cls: 2.0342, loss: 2.0342 +2025-06-26 14:58:15,171 - pyskl - INFO - Epoch [125][3800/3940] lr: 1.679e-03, eta: 12:32:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 2.0565, loss: 2.0565 +2025-06-26 14:59:00,585 - pyskl - INFO - Epoch [125][3900/3940] lr: 1.676e-03, eta: 12:31:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 1.9712, loss: 1.9712 +2025-06-26 14:59:19,122 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-06-26 15:18:04,253 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 15:18:04,755 - pyskl - INFO - +top1_acc 0.8701 +top5_acc 0.9787 +2025-06-26 15:18:04,818 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_124.pth was removed +2025-06-26 15:18:05,950 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2025-06-26 15:18:05,952 - pyskl - INFO - Best top1_acc is 0.8701 at 125 epoch. +2025-06-26 15:18:05,976 - pyskl - INFO - Epoch(val) [125][3183] top1_acc: 0.8701, top5_acc: 0.9787 +2025-06-26 15:19:17,022 - pyskl - INFO - Epoch [126][100/3940] lr: 1.671e-03, eta: 12:30:21, time: 0.710, data_time: 0.253, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 2.0159, loss: 2.0159 +2025-06-26 15:20:02,629 - pyskl - INFO - Epoch [126][200/3940] lr: 1.668e-03, eta: 12:29:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.9493, loss: 1.9493 +2025-06-26 15:20:48,272 - pyskl - INFO - Epoch [126][300/3940] lr: 1.665e-03, eta: 12:28:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9956, loss_cls: 2.0016, loss: 2.0016 +2025-06-26 15:21:34,173 - pyskl - INFO - Epoch [126][400/3940] lr: 1.661e-03, eta: 12:28:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 1.9158, loss: 1.9158 +2025-06-26 15:22:19,789 - pyskl - INFO - Epoch [126][500/3940] lr: 1.658e-03, eta: 12:27:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 1.9870, loss: 1.9870 +2025-06-26 15:23:05,493 - pyskl - INFO - Epoch [126][600/3940] lr: 1.655e-03, eta: 12:26:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 1.9811, loss: 1.9811 +2025-06-26 15:23:51,135 - pyskl - INFO - Epoch [126][700/3940] lr: 1.652e-03, eta: 12:25:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9962, loss_cls: 1.9846, loss: 1.9846 +2025-06-26 15:24:36,785 - pyskl - INFO - Epoch [126][800/3940] lr: 1.648e-03, eta: 12:25:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.9512, loss: 1.9512 +2025-06-26 15:25:22,418 - pyskl - INFO - Epoch [126][900/3940] lr: 1.645e-03, eta: 12:24:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 1.9995, loss: 1.9995 +2025-06-26 15:26:08,021 - pyskl - INFO - Epoch [126][1000/3940] lr: 1.642e-03, eta: 12:23:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9969, loss_cls: 1.9508, loss: 1.9508 +2025-06-26 15:26:53,543 - pyskl - INFO - Epoch [126][1100/3940] lr: 1.638e-03, eta: 12:22:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.9427, loss: 1.9427 +2025-06-26 15:27:39,130 - pyskl - INFO - Epoch [126][1200/3940] lr: 1.635e-03, eta: 12:21:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.9859, loss: 1.9859 +2025-06-26 15:28:24,715 - pyskl - INFO - Epoch [126][1300/3940] lr: 1.632e-03, eta: 12:21:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.9896, loss: 1.9896 +2025-06-26 15:29:10,253 - pyskl - INFO - Epoch [126][1400/3940] lr: 1.629e-03, eta: 12:20:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 2.0338, loss: 2.0338 +2025-06-26 15:29:55,834 - pyskl - INFO - Epoch [126][1500/3940] lr: 1.625e-03, eta: 12:19:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9925, loss_cls: 1.9990, loss: 1.9990 +2025-06-26 15:30:41,424 - pyskl - INFO - Epoch [126][1600/3940] lr: 1.622e-03, eta: 12:18:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.9522, loss: 1.9522 +2025-06-26 15:31:26,957 - pyskl - INFO - Epoch [126][1700/3940] lr: 1.619e-03, eta: 12:18:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9962, loss_cls: 1.9427, loss: 1.9427 +2025-06-26 15:32:12,543 - pyskl - INFO - Epoch [126][1800/3940] lr: 1.615e-03, eta: 12:17:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9956, loss_cls: 1.9974, loss: 1.9974 +2025-06-26 15:32:58,125 - pyskl - INFO - Epoch [126][1900/3940] lr: 1.612e-03, eta: 12:16:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 1.9837, loss: 1.9837 +2025-06-26 15:33:43,746 - pyskl - INFO - Epoch [126][2000/3940] lr: 1.609e-03, eta: 12:15:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9969, loss_cls: 2.0005, loss: 2.0005 +2025-06-26 15:34:29,461 - pyskl - INFO - Epoch [126][2100/3940] lr: 1.606e-03, eta: 12:15:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 2.0705, loss: 2.0705 +2025-06-26 15:35:15,063 - pyskl - INFO - Epoch [126][2200/3940] lr: 1.602e-03, eta: 12:14:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9962, loss_cls: 2.0216, loss: 2.0216 +2025-06-26 15:36:00,653 - pyskl - INFO - Epoch [126][2300/3940] lr: 1.599e-03, eta: 12:13:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.9179, loss: 1.9179 +2025-06-26 15:36:46,241 - pyskl - INFO - Epoch [126][2400/3940] lr: 1.596e-03, eta: 12:12:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.9827, loss: 1.9827 +2025-06-26 15:37:31,927 - pyskl - INFO - Epoch [126][2500/3940] lr: 1.593e-03, eta: 12:12:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.9520, loss: 1.9520 +2025-06-26 15:38:17,423 - pyskl - INFO - Epoch [126][2600/3940] lr: 1.589e-03, eta: 12:11:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9962, loss_cls: 2.0029, loss: 2.0029 +2025-06-26 15:39:02,956 - pyskl - INFO - Epoch [126][2700/3940] lr: 1.586e-03, eta: 12:10:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.9946, loss: 1.9946 +2025-06-26 15:39:48,529 - pyskl - INFO - Epoch [126][2800/3940] lr: 1.583e-03, eta: 12:09:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 2.0921, loss: 2.0921 +2025-06-26 15:40:34,211 - pyskl - INFO - Epoch [126][2900/3940] lr: 1.580e-03, eta: 12:08:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 1.9208, loss: 1.9208 +2025-06-26 15:41:19,841 - pyskl - INFO - Epoch [126][3000/3940] lr: 1.576e-03, eta: 12:08:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 1.9982, loss: 1.9982 +2025-06-26 15:42:05,360 - pyskl - INFO - Epoch [126][3100/3940] lr: 1.573e-03, eta: 12:07:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.9531, loss: 1.9531 +2025-06-26 15:42:50,965 - pyskl - INFO - Epoch [126][3200/3940] lr: 1.570e-03, eta: 12:06:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 1.9696, loss: 1.9696 +2025-06-26 15:43:36,554 - pyskl - INFO - Epoch [126][3300/3940] lr: 1.567e-03, eta: 12:05:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 2.0086, loss: 2.0086 +2025-06-26 15:44:22,130 - pyskl - INFO - Epoch [126][3400/3940] lr: 1.564e-03, eta: 12:05:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.9247, loss: 1.9247 +2025-06-26 15:45:07,667 - pyskl - INFO - Epoch [126][3500/3940] lr: 1.560e-03, eta: 12:04:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.9494, loss: 1.9494 +2025-06-26 15:45:52,949 - pyskl - INFO - Epoch [126][3600/3940] lr: 1.557e-03, eta: 12:03:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 2.0046, loss: 2.0046 +2025-06-26 15:46:38,538 - pyskl - INFO - Epoch [126][3700/3940] lr: 1.554e-03, eta: 12:02:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9956, loss_cls: 1.9686, loss: 1.9686 +2025-06-26 15:47:24,084 - pyskl - INFO - Epoch [126][3800/3940] lr: 1.551e-03, eta: 12:02:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 2.0533, loss: 2.0533 +2025-06-26 15:48:09,755 - pyskl - INFO - Epoch [126][3900/3940] lr: 1.547e-03, eta: 12:01:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 2.0980, loss: 2.0980 +2025-06-26 15:48:28,375 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-06-26 15:52:02,961 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 15:52:03,499 - pyskl - INFO - +top1_acc 0.8670 +top5_acc 0.9788 +2025-06-26 15:52:03,520 - pyskl - INFO - Epoch(val) [126][3183] top1_acc: 0.8670, top5_acc: 0.9788 +2025-06-26 15:53:14,550 - pyskl - INFO - Epoch [127][100/3940] lr: 1.543e-03, eta: 12:00:19, time: 0.710, data_time: 0.254, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.9348, loss: 1.9348 +2025-06-26 15:54:00,082 - pyskl - INFO - Epoch [127][200/3940] lr: 1.540e-03, eta: 11:59:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.9948, loss: 1.9948 +2025-06-26 15:54:45,819 - pyskl - INFO - Epoch [127][300/3940] lr: 1.537e-03, eta: 11:58:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9962, loss_cls: 1.9392, loss: 1.9392 +2025-06-26 15:55:31,450 - pyskl - INFO - Epoch [127][400/3940] lr: 1.533e-03, eta: 11:58:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.9353, loss: 1.9353 +2025-06-26 15:56:17,130 - pyskl - INFO - Epoch [127][500/3940] lr: 1.530e-03, eta: 11:57:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.9395, loss: 1.9395 +2025-06-26 15:57:02,778 - pyskl - INFO - Epoch [127][600/3940] lr: 1.527e-03, eta: 11:56:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9962, loss_cls: 1.8930, loss: 1.8930 +2025-06-26 15:57:48,404 - pyskl - INFO - Epoch [127][700/3940] lr: 1.524e-03, eta: 11:55:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 1.9686, loss: 1.9686 +2025-06-26 15:58:33,988 - pyskl - INFO - Epoch [127][800/3940] lr: 1.521e-03, eta: 11:54:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.9447, loss: 1.9447 +2025-06-26 15:59:19,555 - pyskl - INFO - Epoch [127][900/3940] lr: 1.518e-03, eta: 11:54:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9962, loss_cls: 1.9676, loss: 1.9676 +2025-06-26 16:00:05,156 - pyskl - INFO - Epoch [127][1000/3940] lr: 1.514e-03, eta: 11:53:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 1.8808, loss: 1.8808 +2025-06-26 16:00:50,831 - pyskl - INFO - Epoch [127][1100/3940] lr: 1.511e-03, eta: 11:52:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.9371, loss: 1.9371 +2025-06-26 16:01:36,486 - pyskl - INFO - Epoch [127][1200/3940] lr: 1.508e-03, eta: 11:51:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.9744, loss: 1.9744 +2025-06-26 16:02:22,102 - pyskl - INFO - Epoch [127][1300/3940] lr: 1.505e-03, eta: 11:51:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 2.0015, loss: 2.0015 +2025-06-26 16:03:07,682 - pyskl - INFO - Epoch [127][1400/3940] lr: 1.502e-03, eta: 11:50:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.9315, loss: 1.9315 +2025-06-26 16:03:53,304 - pyskl - INFO - Epoch [127][1500/3940] lr: 1.499e-03, eta: 11:49:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 2.0112, loss: 2.0112 +2025-06-26 16:04:38,887 - pyskl - INFO - Epoch [127][1600/3940] lr: 1.495e-03, eta: 11:48:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.9161, loss: 1.9161 +2025-06-26 16:05:24,456 - pyskl - INFO - Epoch [127][1700/3940] lr: 1.492e-03, eta: 11:48:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 1.9572, loss: 1.9572 +2025-06-26 16:06:10,009 - pyskl - INFO - Epoch [127][1800/3940] lr: 1.489e-03, eta: 11:47:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.9261, loss: 1.9261 +2025-06-26 16:06:55,590 - pyskl - INFO - Epoch [127][1900/3940] lr: 1.486e-03, eta: 11:46:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.9258, loss: 1.9258 +2025-06-26 16:07:41,217 - pyskl - INFO - Epoch [127][2000/3940] lr: 1.483e-03, eta: 11:45:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 2.0248, loss: 2.0248 +2025-06-26 16:08:26,905 - pyskl - INFO - Epoch [127][2100/3940] lr: 1.480e-03, eta: 11:45:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9950, loss_cls: 1.9674, loss: 1.9674 +2025-06-26 16:09:12,437 - pyskl - INFO - Epoch [127][2200/3940] lr: 1.477e-03, eta: 11:44:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9962, loss_cls: 1.9832, loss: 1.9832 +2025-06-26 16:09:58,074 - pyskl - INFO - Epoch [127][2300/3940] lr: 1.473e-03, eta: 11:43:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 1.9098, loss: 1.9098 +2025-06-26 16:10:43,700 - pyskl - INFO - Epoch [127][2400/3940] lr: 1.470e-03, eta: 11:42:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9962, loss_cls: 2.0488, loss: 2.0488 +2025-06-26 16:11:29,373 - pyskl - INFO - Epoch [127][2500/3940] lr: 1.467e-03, eta: 11:42:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 1.9617, loss: 1.9617 +2025-06-26 16:12:14,903 - pyskl - INFO - Epoch [127][2600/3940] lr: 1.464e-03, eta: 11:41:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9956, loss_cls: 2.0192, loss: 2.0192 +2025-06-26 16:13:00,445 - pyskl - INFO - Epoch [127][2700/3940] lr: 1.461e-03, eta: 11:40:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.8892, loss: 1.8892 +2025-06-26 16:13:46,009 - pyskl - INFO - Epoch [127][2800/3940] lr: 1.458e-03, eta: 11:39:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.9377, loss: 1.9377 +2025-06-26 16:14:31,654 - pyskl - INFO - Epoch [127][2900/3940] lr: 1.455e-03, eta: 11:38:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.9685, loss: 1.9685 +2025-06-26 16:15:17,254 - pyskl - INFO - Epoch [127][3000/3940] lr: 1.452e-03, eta: 11:38:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9956, loss_cls: 1.9307, loss: 1.9307 +2025-06-26 16:16:02,765 - pyskl - INFO - Epoch [127][3100/3940] lr: 1.448e-03, eta: 11:37:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9969, loss_cls: 1.9133, loss: 1.9133 +2025-06-26 16:16:48,315 - pyskl - INFO - Epoch [127][3200/3940] lr: 1.445e-03, eta: 11:36:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.8761, loss: 1.8761 +2025-06-26 16:17:33,851 - pyskl - INFO - Epoch [127][3300/3940] lr: 1.442e-03, eta: 11:35:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.9440, loss: 1.9440 +2025-06-26 16:18:19,473 - pyskl - INFO - Epoch [127][3400/3940] lr: 1.439e-03, eta: 11:35:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9962, loss_cls: 1.9324, loss: 1.9324 +2025-06-26 16:19:05,059 - pyskl - INFO - Epoch [127][3500/3940] lr: 1.436e-03, eta: 11:34:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.9348, loss: 1.9348 +2025-06-26 16:19:50,574 - pyskl - INFO - Epoch [127][3600/3940] lr: 1.433e-03, eta: 11:33:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 2.0564, loss: 2.0564 +2025-06-26 16:20:36,105 - pyskl - INFO - Epoch [127][3700/3940] lr: 1.430e-03, eta: 11:32:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.9143, loss: 1.9143 +2025-06-26 16:21:21,604 - pyskl - INFO - Epoch [127][3800/3940] lr: 1.427e-03, eta: 11:32:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.9635, loss: 1.9635 +2025-06-26 16:22:07,130 - pyskl - INFO - Epoch [127][3900/3940] lr: 1.424e-03, eta: 11:31:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9962, loss_cls: 1.8954, loss: 1.8954 +2025-06-26 16:22:25,669 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-06-26 16:26:00,312 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 16:26:00,792 - pyskl - INFO - +top1_acc 0.8686 +top5_acc 0.9785 +2025-06-26 16:26:00,822 - pyskl - INFO - Epoch(val) [127][3183] top1_acc: 0.8686, top5_acc: 0.9785 +2025-06-26 16:27:11,714 - pyskl - INFO - Epoch [128][100/3940] lr: 1.419e-03, eta: 11:30:16, time: 0.709, data_time: 0.250, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9969, loss_cls: 1.9460, loss: 1.9460 +2025-06-26 16:27:57,616 - pyskl - INFO - Epoch [128][200/3940] lr: 1.416e-03, eta: 11:29:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9962, loss_cls: 1.8775, loss: 1.8775 +2025-06-26 16:28:43,507 - pyskl - INFO - Epoch [128][300/3940] lr: 1.413e-03, eta: 11:28:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.8774, loss: 1.8774 +2025-06-26 16:29:29,215 - pyskl - INFO - Epoch [128][400/3940] lr: 1.410e-03, eta: 11:27:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9969, loss_cls: 1.8916, loss: 1.8916 +2025-06-26 16:30:14,870 - pyskl - INFO - Epoch [128][500/3940] lr: 1.407e-03, eta: 11:27:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.8989, loss: 1.8989 +2025-06-26 16:31:00,418 - pyskl - INFO - Epoch [128][600/3940] lr: 1.404e-03, eta: 11:26:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.9608, loss: 1.9608 +2025-06-26 16:31:46,034 - pyskl - INFO - Epoch [128][700/3940] lr: 1.401e-03, eta: 11:25:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 1.9110, loss: 1.9110 +2025-06-26 16:32:31,687 - pyskl - INFO - Epoch [128][800/3940] lr: 1.398e-03, eta: 11:24:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.8876, loss: 1.8876 +2025-06-26 16:33:17,362 - pyskl - INFO - Epoch [128][900/3940] lr: 1.395e-03, eta: 11:24:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 1.8920, loss: 1.8920 +2025-06-26 16:34:02,922 - pyskl - INFO - Epoch [128][1000/3940] lr: 1.392e-03, eta: 11:23:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.8768, loss: 1.8768 +2025-06-26 16:34:48,534 - pyskl - INFO - Epoch [128][1100/3940] lr: 1.389e-03, eta: 11:22:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.9146, loss: 1.9146 +2025-06-26 16:35:34,087 - pyskl - INFO - Epoch [128][1200/3940] lr: 1.386e-03, eta: 11:21:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.8744, loss: 1.8744 +2025-06-26 16:36:19,589 - pyskl - INFO - Epoch [128][1300/3940] lr: 1.383e-03, eta: 11:21:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.8777, loss: 1.8777 +2025-06-26 16:37:05,103 - pyskl - INFO - Epoch [128][1400/3940] lr: 1.380e-03, eta: 11:20:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.8552, loss: 1.8552 +2025-06-26 16:37:50,585 - pyskl - INFO - Epoch [128][1500/3940] lr: 1.377e-03, eta: 11:19:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.8792, loss: 1.8792 +2025-06-26 16:38:36,205 - pyskl - INFO - Epoch [128][1600/3940] lr: 1.374e-03, eta: 11:18:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.8628, loss: 1.8628 +2025-06-26 16:39:21,915 - pyskl - INFO - Epoch [128][1700/3940] lr: 1.371e-03, eta: 11:18:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9969, loss_cls: 1.9022, loss: 1.9022 +2025-06-26 16:40:07,585 - pyskl - INFO - Epoch [128][1800/3940] lr: 1.368e-03, eta: 11:17:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.9503, loss: 1.9503 +2025-06-26 16:40:53,220 - pyskl - INFO - Epoch [128][1900/3940] lr: 1.365e-03, eta: 11:16:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.8772, loss: 1.8772 +2025-06-26 16:41:38,845 - pyskl - INFO - Epoch [128][2000/3940] lr: 1.362e-03, eta: 11:15:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.8954, loss: 1.8954 +2025-06-26 16:42:24,460 - pyskl - INFO - Epoch [128][2100/3940] lr: 1.359e-03, eta: 11:15:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9969, loss_cls: 1.9111, loss: 1.9111 +2025-06-26 16:43:10,053 - pyskl - INFO - Epoch [128][2200/3940] lr: 1.356e-03, eta: 11:14:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9956, loss_cls: 1.8643, loss: 1.8643 +2025-06-26 16:43:55,636 - pyskl - INFO - Epoch [128][2300/3940] lr: 1.353e-03, eta: 11:13:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.9398, loss: 1.9398 +2025-06-26 16:44:41,188 - pyskl - INFO - Epoch [128][2400/3940] lr: 1.350e-03, eta: 11:12:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.9433, loss: 1.9433 +2025-06-26 16:45:26,667 - pyskl - INFO - Epoch [128][2500/3940] lr: 1.347e-03, eta: 11:11:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 1.9046, loss: 1.9046 +2025-06-26 16:46:12,058 - pyskl - INFO - Epoch [128][2600/3940] lr: 1.344e-03, eta: 11:11:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9969, loss_cls: 1.9692, loss: 1.9692 +2025-06-26 16:46:57,462 - pyskl - INFO - Epoch [128][2700/3940] lr: 1.341e-03, eta: 11:10:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.9541, loss: 1.9541 +2025-06-26 16:47:42,966 - pyskl - INFO - Epoch [128][2800/3940] lr: 1.338e-03, eta: 11:09:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.8737, loss: 1.8737 +2025-06-26 16:48:28,864 - pyskl - INFO - Epoch [128][2900/3940] lr: 1.335e-03, eta: 11:08:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9956, loss_cls: 1.8991, loss: 1.8991 +2025-06-26 16:49:14,495 - pyskl - INFO - Epoch [128][3000/3940] lr: 1.332e-03, eta: 11:08:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.8928, loss: 1.8928 +2025-06-26 16:50:00,294 - pyskl - INFO - Epoch [128][3100/3940] lr: 1.329e-03, eta: 11:07:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9962, loss_cls: 1.9971, loss: 1.9971 +2025-06-26 16:50:46,051 - pyskl - INFO - Epoch [128][3200/3940] lr: 1.326e-03, eta: 11:06:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.9281, loss: 1.9281 +2025-06-26 16:51:31,604 - pyskl - INFO - Epoch [128][3300/3940] lr: 1.323e-03, eta: 11:05:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.9038, loss: 1.9038 +2025-06-26 16:52:17,113 - pyskl - INFO - Epoch [128][3400/3940] lr: 1.320e-03, eta: 11:05:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.9476, loss: 1.9476 +2025-06-26 16:53:02,627 - pyskl - INFO - Epoch [128][3500/3940] lr: 1.317e-03, eta: 11:04:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9956, loss_cls: 1.9863, loss: 1.9863 +2025-06-26 16:53:48,044 - pyskl - INFO - Epoch [128][3600/3940] lr: 1.314e-03, eta: 11:03:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9944, loss_cls: 1.9218, loss: 1.9218 +2025-06-26 16:54:33,507 - pyskl - INFO - Epoch [128][3700/3940] lr: 1.311e-03, eta: 11:02:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 1.9513, loss: 1.9513 +2025-06-26 16:55:19,094 - pyskl - INFO - Epoch [128][3800/3940] lr: 1.308e-03, eta: 11:02:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9950, loss_cls: 1.9439, loss: 1.9439 +2025-06-26 16:56:04,767 - pyskl - INFO - Epoch [128][3900/3940] lr: 1.305e-03, eta: 11:01:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9950, loss_cls: 2.0051, loss: 2.0051 +2025-06-26 16:56:23,445 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-06-26 16:59:57,845 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 16:59:58,337 - pyskl - INFO - +top1_acc 0.8739 +top5_acc 0.9803 +2025-06-26 16:59:58,406 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_125.pth was removed +2025-06-26 16:59:59,534 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2025-06-26 16:59:59,536 - pyskl - INFO - Best top1_acc is 0.8739 at 128 epoch. +2025-06-26 16:59:59,558 - pyskl - INFO - Epoch(val) [128][3183] top1_acc: 0.8739, top5_acc: 0.9803 +2025-06-26 17:01:10,062 - pyskl - INFO - Epoch [129][100/3940] lr: 1.301e-03, eta: 11:00:14, time: 0.705, data_time: 0.249, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.8979, loss: 1.8979 +2025-06-26 17:01:55,606 - pyskl - INFO - Epoch [129][200/3940] lr: 1.298e-03, eta: 10:59:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.9411, loss: 1.9411 +2025-06-26 17:02:41,124 - pyskl - INFO - Epoch [129][300/3940] lr: 1.295e-03, eta: 10:58:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.8678, loss: 1.8678 +2025-06-26 17:03:26,634 - pyskl - INFO - Epoch [129][400/3940] lr: 1.292e-03, eta: 10:57:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9956, loss_cls: 1.8972, loss: 1.8972 +2025-06-26 17:04:12,103 - pyskl - INFO - Epoch [129][500/3940] lr: 1.289e-03, eta: 10:57:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.9243, loss: 1.9243 +2025-06-26 17:04:57,647 - pyskl - INFO - Epoch [129][600/3940] lr: 1.286e-03, eta: 10:56:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.8487, loss: 1.8487 +2025-06-26 17:05:43,140 - pyskl - INFO - Epoch [129][700/3940] lr: 1.283e-03, eta: 10:55:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.8421, loss: 1.8421 +2025-06-26 17:06:28,634 - pyskl - INFO - Epoch [129][800/3940] lr: 1.280e-03, eta: 10:54:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.8320, loss: 1.8320 +2025-06-26 17:07:14,033 - pyskl - INFO - Epoch [129][900/3940] lr: 1.277e-03, eta: 10:54:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.8203, loss: 1.8203 +2025-06-26 17:07:59,583 - pyskl - INFO - Epoch [129][1000/3940] lr: 1.274e-03, eta: 10:53:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.9910, loss: 1.9910 +2025-06-26 17:08:45,078 - pyskl - INFO - Epoch [129][1100/3940] lr: 1.271e-03, eta: 10:52:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.8991, loss: 1.8991 +2025-06-26 17:09:30,395 - pyskl - INFO - Epoch [129][1200/3940] lr: 1.268e-03, eta: 10:51:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.8588, loss: 1.8588 +2025-06-26 17:10:15,764 - pyskl - INFO - Epoch [129][1300/3940] lr: 1.265e-03, eta: 10:51:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 1.9550, loss: 1.9550 +2025-06-26 17:11:01,116 - pyskl - INFO - Epoch [129][1400/3940] lr: 1.263e-03, eta: 10:50:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 1.8312, loss: 1.8312 +2025-06-26 17:11:46,485 - pyskl - INFO - Epoch [129][1500/3940] lr: 1.260e-03, eta: 10:49:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 1.8877, loss: 1.8877 +2025-06-26 17:12:31,890 - pyskl - INFO - Epoch [129][1600/3940] lr: 1.257e-03, eta: 10:48:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.8502, loss: 1.8502 +2025-06-26 17:13:17,384 - pyskl - INFO - Epoch [129][1700/3940] lr: 1.254e-03, eta: 10:48:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.8801, loss: 1.8801 +2025-06-26 17:14:02,821 - pyskl - INFO - Epoch [129][1800/3940] lr: 1.251e-03, eta: 10:47:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.9216, loss: 1.9216 +2025-06-26 17:14:48,190 - pyskl - INFO - Epoch [129][1900/3940] lr: 1.248e-03, eta: 10:46:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 1.8840, loss: 1.8840 +2025-06-26 17:15:33,614 - pyskl - INFO - Epoch [129][2000/3940] lr: 1.245e-03, eta: 10:45:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.9594, loss: 1.9594 +2025-06-26 17:16:18,981 - pyskl - INFO - Epoch [129][2100/3940] lr: 1.242e-03, eta: 10:44:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.8598, loss: 1.8598 +2025-06-26 17:17:04,495 - pyskl - INFO - Epoch [129][2200/3940] lr: 1.239e-03, eta: 10:44:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.8557, loss: 1.8557 +2025-06-26 17:17:49,891 - pyskl - INFO - Epoch [129][2300/3940] lr: 1.237e-03, eta: 10:43:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.8611, loss: 1.8611 +2025-06-26 17:18:35,322 - pyskl - INFO - Epoch [129][2400/3940] lr: 1.234e-03, eta: 10:42:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.8780, loss: 1.8780 +2025-06-26 17:19:20,691 - pyskl - INFO - Epoch [129][2500/3940] lr: 1.231e-03, eta: 10:41:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9962, loss_cls: 1.9247, loss: 1.9247 +2025-06-26 17:20:06,143 - pyskl - INFO - Epoch [129][2600/3940] lr: 1.228e-03, eta: 10:41:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9956, loss_cls: 1.8902, loss: 1.8902 +2025-06-26 17:20:51,810 - pyskl - INFO - Epoch [129][2700/3940] lr: 1.225e-03, eta: 10:40:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 1.8112, loss: 1.8112 +2025-06-26 17:21:37,428 - pyskl - INFO - Epoch [129][2800/3940] lr: 1.222e-03, eta: 10:39:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.9249, loss: 1.9249 +2025-06-26 17:22:23,010 - pyskl - INFO - Epoch [129][2900/3940] lr: 1.219e-03, eta: 10:38:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.8980, loss: 1.8980 +2025-06-26 17:23:08,535 - pyskl - INFO - Epoch [129][3000/3940] lr: 1.216e-03, eta: 10:38:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.8369, loss: 1.8369 +2025-06-26 17:23:53,967 - pyskl - INFO - Epoch [129][3100/3940] lr: 1.214e-03, eta: 10:37:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9956, loss_cls: 1.9584, loss: 1.9584 +2025-06-26 17:24:39,366 - pyskl - INFO - Epoch [129][3200/3940] lr: 1.211e-03, eta: 10:36:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 1.9418, loss: 1.9418 +2025-06-26 17:25:24,877 - pyskl - INFO - Epoch [129][3300/3940] lr: 1.208e-03, eta: 10:35:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 1.8775, loss: 1.8775 +2025-06-26 17:26:10,349 - pyskl - INFO - Epoch [129][3400/3940] lr: 1.205e-03, eta: 10:35:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9962, loss_cls: 1.9229, loss: 1.9229 +2025-06-26 17:26:55,789 - pyskl - INFO - Epoch [129][3500/3940] lr: 1.202e-03, eta: 10:34:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9969, loss_cls: 1.8791, loss: 1.8791 +2025-06-26 17:27:41,235 - pyskl - INFO - Epoch [129][3600/3940] lr: 1.199e-03, eta: 10:33:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 1.8225, loss: 1.8225 +2025-06-26 17:28:26,683 - pyskl - INFO - Epoch [129][3700/3940] lr: 1.196e-03, eta: 10:32:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.9355, loss: 1.9355 +2025-06-26 17:29:12,177 - pyskl - INFO - Epoch [129][3800/3940] lr: 1.194e-03, eta: 10:31:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 1.8269, loss: 1.8269 +2025-06-26 17:29:57,695 - pyskl - INFO - Epoch [129][3900/3940] lr: 1.191e-03, eta: 10:31:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9962, loss_cls: 1.9457, loss: 1.9457 +2025-06-26 17:30:16,210 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-06-26 17:33:50,489 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 17:33:51,049 - pyskl - INFO - +top1_acc 0.8796 +top5_acc 0.9811 +2025-06-26 17:33:51,106 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_128.pth was removed +2025-06-26 17:33:52,195 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2025-06-26 17:33:52,198 - pyskl - INFO - Best top1_acc is 0.8796 at 129 epoch. +2025-06-26 17:33:52,218 - pyskl - INFO - Epoch(val) [129][3183] top1_acc: 0.8796, top5_acc: 0.9811 +2025-06-26 17:35:02,944 - pyskl - INFO - Epoch [130][100/3940] lr: 1.187e-03, eta: 10:30:10, time: 0.707, data_time: 0.250, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.8332, loss: 1.8332 +2025-06-26 17:35:48,670 - pyskl - INFO - Epoch [130][200/3940] lr: 1.184e-03, eta: 10:29:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9969, loss_cls: 1.8534, loss: 1.8534 +2025-06-26 17:36:34,399 - pyskl - INFO - Epoch [130][300/3940] lr: 1.181e-03, eta: 10:28:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 1.7758, loss: 1.7758 +2025-06-26 17:37:20,180 - pyskl - INFO - Epoch [130][400/3940] lr: 1.178e-03, eta: 10:27:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 1.8305, loss: 1.8305 +2025-06-26 17:38:05,800 - pyskl - INFO - Epoch [130][500/3940] lr: 1.176e-03, eta: 10:27:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.8987, loss: 1.8987 +2025-06-26 17:38:51,290 - pyskl - INFO - Epoch [130][600/3940] lr: 1.173e-03, eta: 10:26:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.8996, loss: 1.8996 +2025-06-26 17:39:36,819 - pyskl - INFO - Epoch [130][700/3940] lr: 1.170e-03, eta: 10:25:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9969, loss_cls: 1.8189, loss: 1.8189 +2025-06-26 17:40:22,418 - pyskl - INFO - Epoch [130][800/3940] lr: 1.167e-03, eta: 10:24:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9975, loss_cls: 1.8436, loss: 1.8436 +2025-06-26 17:41:07,998 - pyskl - INFO - Epoch [130][900/3940] lr: 1.164e-03, eta: 10:24:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.8485, loss: 1.8485 +2025-06-26 17:41:53,495 - pyskl - INFO - Epoch [130][1000/3940] lr: 1.162e-03, eta: 10:23:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.8841, loss: 1.8841 +2025-06-26 17:42:39,296 - pyskl - INFO - Epoch [130][1100/3940] lr: 1.159e-03, eta: 10:22:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 1.8432, loss: 1.8432 +2025-06-26 17:43:25,067 - pyskl - INFO - Epoch [130][1200/3940] lr: 1.156e-03, eta: 10:21:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.8409, loss: 1.8409 +2025-06-26 17:44:10,690 - pyskl - INFO - Epoch [130][1300/3940] lr: 1.153e-03, eta: 10:21:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.8484, loss: 1.8484 +2025-06-26 17:44:56,245 - pyskl - INFO - Epoch [130][1400/3940] lr: 1.150e-03, eta: 10:20:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9956, loss_cls: 1.8423, loss: 1.8423 +2025-06-26 17:45:41,796 - pyskl - INFO - Epoch [130][1500/3940] lr: 1.148e-03, eta: 10:19:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.8291, loss: 1.8291 +2025-06-26 17:46:27,576 - pyskl - INFO - Epoch [130][1600/3940] lr: 1.145e-03, eta: 10:18:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9969, loss_cls: 1.8401, loss: 1.8401 +2025-06-26 17:47:13,371 - pyskl - INFO - Epoch [130][1700/3940] lr: 1.142e-03, eta: 10:17:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 1.8619, loss: 1.8619 +2025-06-26 17:47:59,206 - pyskl - INFO - Epoch [130][1800/3940] lr: 1.139e-03, eta: 10:17:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 1.9038, loss: 1.9038 +2025-06-26 17:48:44,910 - pyskl - INFO - Epoch [130][1900/3940] lr: 1.137e-03, eta: 10:16:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.8828, loss: 1.8828 +2025-06-26 17:49:30,448 - pyskl - INFO - Epoch [130][2000/3940] lr: 1.134e-03, eta: 10:15:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9969, loss_cls: 1.8418, loss: 1.8418 +2025-06-26 17:50:16,201 - pyskl - INFO - Epoch [130][2100/3940] lr: 1.131e-03, eta: 10:14:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9956, loss_cls: 1.8839, loss: 1.8839 +2025-06-26 17:51:01,712 - pyskl - INFO - Epoch [130][2200/3940] lr: 1.128e-03, eta: 10:14:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9969, loss_cls: 1.8370, loss: 1.8370 +2025-06-26 17:51:47,291 - pyskl - INFO - Epoch [130][2300/3940] lr: 1.125e-03, eta: 10:13:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.8302, loss: 1.8302 +2025-06-26 17:52:32,866 - pyskl - INFO - Epoch [130][2400/3940] lr: 1.123e-03, eta: 10:12:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 1.9436, loss: 1.9436 +2025-06-26 17:53:18,467 - pyskl - INFO - Epoch [130][2500/3940] lr: 1.120e-03, eta: 10:11:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.8398, loss: 1.8398 +2025-06-26 17:54:04,174 - pyskl - INFO - Epoch [130][2600/3940] lr: 1.117e-03, eta: 10:11:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.9037, loss: 1.9037 +2025-06-26 17:54:49,927 - pyskl - INFO - Epoch [130][2700/3940] lr: 1.114e-03, eta: 10:10:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 1.8433, loss: 1.8433 +2025-06-26 17:55:35,594 - pyskl - INFO - Epoch [130][2800/3940] lr: 1.112e-03, eta: 10:09:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 1.8592, loss: 1.8592 +2025-06-26 17:56:21,254 - pyskl - INFO - Epoch [130][2900/3940] lr: 1.109e-03, eta: 10:08:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.8797, loss: 1.8797 +2025-06-26 17:57:06,900 - pyskl - INFO - Epoch [130][3000/3940] lr: 1.106e-03, eta: 10:08:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9969, loss_cls: 1.8999, loss: 1.8999 +2025-06-26 17:57:52,532 - pyskl - INFO - Epoch [130][3100/3940] lr: 1.104e-03, eta: 10:07:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.8704, loss: 1.8704 +2025-06-26 17:58:38,146 - pyskl - INFO - Epoch [130][3200/3940] lr: 1.101e-03, eta: 10:06:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.9309, loss: 1.9309 +2025-06-26 17:59:23,721 - pyskl - INFO - Epoch [130][3300/3940] lr: 1.098e-03, eta: 10:05:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9969, loss_cls: 1.7909, loss: 1.7909 +2025-06-26 18:00:09,299 - pyskl - INFO - Epoch [130][3400/3940] lr: 1.095e-03, eta: 10:05:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.8733, loss: 1.8733 +2025-06-26 18:00:54,806 - pyskl - INFO - Epoch [130][3500/3940] lr: 1.093e-03, eta: 10:04:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 1.8522, loss: 1.8522 +2025-06-26 18:01:40,408 - pyskl - INFO - Epoch [130][3600/3940] lr: 1.090e-03, eta: 10:03:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.8810, loss: 1.8810 +2025-06-26 18:02:26,004 - pyskl - INFO - Epoch [130][3700/3940] lr: 1.087e-03, eta: 10:02:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.8303, loss: 1.8303 +2025-06-26 18:03:11,562 - pyskl - INFO - Epoch [130][3800/3940] lr: 1.084e-03, eta: 10:01:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 1.8644, loss: 1.8644 +2025-06-26 18:03:57,084 - pyskl - INFO - Epoch [130][3900/3940] lr: 1.082e-03, eta: 10:01:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.8291, loss: 1.8291 +2025-06-26 18:04:15,711 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-06-26 18:21:57,065 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 18:21:57,552 - pyskl - INFO - +top1_acc 0.8669 +top5_acc 0.9788 +2025-06-26 18:21:57,572 - pyskl - INFO - Epoch(val) [130][3183] top1_acc: 0.8669, top5_acc: 0.9788 +2025-06-26 18:23:08,560 - pyskl - INFO - Epoch [131][100/3940] lr: 1.078e-03, eta: 10:00:08, time: 0.710, data_time: 0.252, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.8694, loss: 1.8694 +2025-06-26 18:23:53,943 - pyskl - INFO - Epoch [131][200/3940] lr: 1.075e-03, eta: 9:59:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.8502, loss: 1.8502 +2025-06-26 18:24:39,476 - pyskl - INFO - Epoch [131][300/3940] lr: 1.073e-03, eta: 9:58:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 1.8423, loss: 1.8423 +2025-06-26 18:25:24,969 - pyskl - INFO - Epoch [131][400/3940] lr: 1.070e-03, eta: 9:57:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.7831, loss: 1.7831 +2025-06-26 18:26:10,569 - pyskl - INFO - Epoch [131][500/3940] lr: 1.067e-03, eta: 9:57:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.8862, loss: 1.8862 +2025-06-26 18:26:56,591 - pyskl - INFO - Epoch [131][600/3940] lr: 1.065e-03, eta: 9:56:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 1.7862, loss: 1.7862 +2025-06-26 18:27:42,241 - pyskl - INFO - Epoch [131][700/3940] lr: 1.062e-03, eta: 9:55:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.7432, loss: 1.7432 +2025-06-26 18:28:27,983 - pyskl - INFO - Epoch [131][800/3940] lr: 1.059e-03, eta: 9:54:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.7400, loss: 1.7400 +2025-06-26 18:29:13,627 - pyskl - INFO - Epoch [131][900/3940] lr: 1.057e-03, eta: 9:54:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.8871, loss: 1.8871 +2025-06-26 18:29:59,246 - pyskl - INFO - Epoch [131][1000/3940] lr: 1.054e-03, eta: 9:53:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 1.7893, loss: 1.7893 +2025-06-26 18:30:44,848 - pyskl - INFO - Epoch [131][1100/3940] lr: 1.051e-03, eta: 9:52:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 1.8067, loss: 1.8067 +2025-06-26 18:31:30,469 - pyskl - INFO - Epoch [131][1200/3940] lr: 1.049e-03, eta: 9:51:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.8006, loss: 1.8006 +2025-06-26 18:32:16,170 - pyskl - INFO - Epoch [131][1300/3940] lr: 1.046e-03, eta: 9:50:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.8390, loss: 1.8390 +2025-06-26 18:33:01,728 - pyskl - INFO - Epoch [131][1400/3940] lr: 1.043e-03, eta: 9:50:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.7891, loss: 1.7891 +2025-06-26 18:33:47,543 - pyskl - INFO - Epoch [131][1500/3940] lr: 1.041e-03, eta: 9:49:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9969, loss_cls: 1.9023, loss: 1.9023 +2025-06-26 18:34:33,196 - pyskl - INFO - Epoch [131][1600/3940] lr: 1.038e-03, eta: 9:48:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9962, loss_cls: 1.7773, loss: 1.7773 +2025-06-26 18:35:18,745 - pyskl - INFO - Epoch [131][1700/3940] lr: 1.035e-03, eta: 9:47:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.8128, loss: 1.8128 +2025-06-26 18:36:04,262 - pyskl - INFO - Epoch [131][1800/3940] lr: 1.033e-03, eta: 9:47:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9969, loss_cls: 1.8125, loss: 1.8125 +2025-06-26 18:36:49,883 - pyskl - INFO - Epoch [131][1900/3940] lr: 1.030e-03, eta: 9:46:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.7962, loss: 1.7962 +2025-06-26 18:37:35,470 - pyskl - INFO - Epoch [131][2000/3940] lr: 1.027e-03, eta: 9:45:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.8256, loss: 1.8256 +2025-06-26 18:38:21,055 - pyskl - INFO - Epoch [131][2100/3940] lr: 1.025e-03, eta: 9:44:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 1.8768, loss: 1.8768 +2025-06-26 18:39:06,695 - pyskl - INFO - Epoch [131][2200/3940] lr: 1.022e-03, eta: 9:44:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.8966, loss: 1.8966 +2025-06-26 18:39:52,160 - pyskl - INFO - Epoch [131][2300/3940] lr: 1.019e-03, eta: 9:43:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.7712, loss: 1.7712 +2025-06-26 18:40:37,737 - pyskl - INFO - Epoch [131][2400/3940] lr: 1.017e-03, eta: 9:42:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.8695, loss: 1.8695 +2025-06-26 18:41:23,250 - pyskl - INFO - Epoch [131][2500/3940] lr: 1.014e-03, eta: 9:41:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.7995, loss: 1.7995 +2025-06-26 18:42:08,759 - pyskl - INFO - Epoch [131][2600/3940] lr: 1.012e-03, eta: 9:41:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.8862, loss: 1.8862 +2025-06-26 18:42:54,233 - pyskl - INFO - Epoch [131][2700/3940] lr: 1.009e-03, eta: 9:40:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9950, loss_cls: 1.9200, loss: 1.9200 +2025-06-26 18:43:39,756 - pyskl - INFO - Epoch [131][2800/3940] lr: 1.006e-03, eta: 9:39:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 1.7689, loss: 1.7689 +2025-06-26 18:44:25,256 - pyskl - INFO - Epoch [131][2900/3940] lr: 1.004e-03, eta: 9:38:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.7962, loss: 1.7962 +2025-06-26 18:45:10,839 - pyskl - INFO - Epoch [131][3000/3940] lr: 1.001e-03, eta: 9:38:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8131, loss: 1.8131 +2025-06-26 18:45:56,366 - pyskl - INFO - Epoch [131][3100/3940] lr: 9.985e-04, eta: 9:37:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 1.8331, loss: 1.8331 +2025-06-26 18:46:41,911 - pyskl - INFO - Epoch [131][3200/3940] lr: 9.959e-04, eta: 9:36:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9962, loss_cls: 1.9005, loss: 1.9005 +2025-06-26 18:47:27,373 - pyskl - INFO - Epoch [131][3300/3940] lr: 9.933e-04, eta: 9:35:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.7867, loss: 1.7867 +2025-06-26 18:48:13,238 - pyskl - INFO - Epoch [131][3400/3940] lr: 9.907e-04, eta: 9:34:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9962, loss_cls: 1.9093, loss: 1.9093 +2025-06-26 18:48:58,941 - pyskl - INFO - Epoch [131][3500/3940] lr: 9.881e-04, eta: 9:34:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9969, loss_cls: 1.8500, loss: 1.8500 +2025-06-26 18:49:44,462 - pyskl - INFO - Epoch [131][3600/3940] lr: 9.855e-04, eta: 9:33:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.8028, loss: 1.8028 +2025-06-26 18:50:29,977 - pyskl - INFO - Epoch [131][3700/3940] lr: 9.829e-04, eta: 9:32:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9969, loss_cls: 1.8099, loss: 1.8099 +2025-06-26 18:51:15,468 - pyskl - INFO - Epoch [131][3800/3940] lr: 9.803e-04, eta: 9:31:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.8061, loss: 1.8061 +2025-06-26 18:52:00,973 - pyskl - INFO - Epoch [131][3900/3940] lr: 9.778e-04, eta: 9:31:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 1.8834, loss: 1.8834 +2025-06-26 18:52:19,558 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-06-26 18:55:57,319 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 18:55:58,025 - pyskl - INFO - +top1_acc 0.8801 +top5_acc 0.9814 +2025-06-26 18:55:58,089 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_129.pth was removed +2025-06-26 18:55:59,180 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2025-06-26 18:55:59,183 - pyskl - INFO - Best top1_acc is 0.8801 at 131 epoch. +2025-06-26 18:55:59,204 - pyskl - INFO - Epoch(val) [131][3183] top1_acc: 0.8801, top5_acc: 0.9814 +2025-06-26 18:57:10,687 - pyskl - INFO - Epoch [132][100/3940] lr: 9.742e-04, eta: 9:30:05, time: 0.715, data_time: 0.257, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 1.8494, loss: 1.8494 +2025-06-26 18:57:56,252 - pyskl - INFO - Epoch [132][200/3940] lr: 9.716e-04, eta: 9:29:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.8472, loss: 1.8472 +2025-06-26 18:58:41,914 - pyskl - INFO - Epoch [132][300/3940] lr: 9.690e-04, eta: 9:28:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9969, loss_cls: 1.7924, loss: 1.7924 +2025-06-26 18:59:27,678 - pyskl - INFO - Epoch [132][400/3940] lr: 9.665e-04, eta: 9:27:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 1.7521, loss: 1.7521 +2025-06-26 19:00:13,358 - pyskl - INFO - Epoch [132][500/3940] lr: 9.639e-04, eta: 9:27:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.6931, loss: 1.6931 +2025-06-26 19:00:58,988 - pyskl - INFO - Epoch [132][600/3940] lr: 9.613e-04, eta: 9:26:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.8050, loss: 1.8050 +2025-06-26 19:01:44,611 - pyskl - INFO - Epoch [132][700/3940] lr: 9.588e-04, eta: 9:25:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.8353, loss: 1.8353 +2025-06-26 19:02:30,229 - pyskl - INFO - Epoch [132][800/3940] lr: 9.562e-04, eta: 9:24:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 1.7792, loss: 1.7792 +2025-06-26 19:03:15,919 - pyskl - INFO - Epoch [132][900/3940] lr: 9.537e-04, eta: 9:23:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9975, loss_cls: 1.8702, loss: 1.8702 +2025-06-26 19:04:01,524 - pyskl - INFO - Epoch [132][1000/3940] lr: 9.511e-04, eta: 9:23:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.8096, loss: 1.8096 +2025-06-26 19:04:47,127 - pyskl - INFO - Epoch [132][1100/3940] lr: 9.486e-04, eta: 9:22:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 1.7457, loss: 1.7457 +2025-06-26 19:05:32,727 - pyskl - INFO - Epoch [132][1200/3940] lr: 9.461e-04, eta: 9:21:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 1.7803, loss: 1.7803 +2025-06-26 19:06:18,284 - pyskl - INFO - Epoch [132][1300/3940] lr: 9.435e-04, eta: 9:20:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.7859, loss: 1.7859 +2025-06-26 19:07:03,868 - pyskl - INFO - Epoch [132][1400/3940] lr: 9.410e-04, eta: 9:20:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.7775, loss: 1.7775 +2025-06-26 19:07:49,407 - pyskl - INFO - Epoch [132][1500/3940] lr: 9.385e-04, eta: 9:19:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 1.7602, loss: 1.7602 +2025-06-26 19:08:34,885 - pyskl - INFO - Epoch [132][1600/3940] lr: 9.360e-04, eta: 9:18:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.7975, loss: 1.7975 +2025-06-26 19:09:20,449 - pyskl - INFO - Epoch [132][1700/3940] lr: 9.334e-04, eta: 9:17:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7552, loss: 1.7552 +2025-06-26 19:10:05,962 - pyskl - INFO - Epoch [132][1800/3940] lr: 9.309e-04, eta: 9:17:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.7684, loss: 1.7684 +2025-06-26 19:10:51,505 - pyskl - INFO - Epoch [132][1900/3940] lr: 9.284e-04, eta: 9:16:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9975, loss_cls: 1.7910, loss: 1.7910 +2025-06-26 19:11:37,019 - pyskl - INFO - Epoch [132][2000/3940] lr: 9.259e-04, eta: 9:15:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.7844, loss: 1.7844 +2025-06-26 19:12:22,605 - pyskl - INFO - Epoch [132][2100/3940] lr: 9.234e-04, eta: 9:14:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9969, loss_cls: 1.8549, loss: 1.8549 +2025-06-26 19:13:08,119 - pyskl - INFO - Epoch [132][2200/3940] lr: 9.209e-04, eta: 9:14:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7145, loss: 1.7145 +2025-06-26 19:13:53,657 - pyskl - INFO - Epoch [132][2300/3940] lr: 9.184e-04, eta: 9:13:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.8619, loss: 1.8619 +2025-06-26 19:14:39,216 - pyskl - INFO - Epoch [132][2400/3940] lr: 9.159e-04, eta: 9:12:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.8565, loss: 1.8565 +2025-06-26 19:15:24,691 - pyskl - INFO - Epoch [132][2500/3940] lr: 9.134e-04, eta: 9:11:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7965, loss: 1.7965 +2025-06-26 19:16:10,196 - pyskl - INFO - Epoch [132][2600/3940] lr: 9.109e-04, eta: 9:11:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.8481, loss: 1.8481 +2025-06-26 19:16:55,785 - pyskl - INFO - Epoch [132][2700/3940] lr: 9.084e-04, eta: 9:10:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.8133, loss: 1.8133 +2025-06-26 19:17:41,342 - pyskl - INFO - Epoch [132][2800/3940] lr: 9.059e-04, eta: 9:09:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.7504, loss: 1.7504 +2025-06-26 19:18:26,946 - pyskl - INFO - Epoch [132][2900/3940] lr: 9.034e-04, eta: 9:08:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 1.7682, loss: 1.7682 +2025-06-26 19:19:12,589 - pyskl - INFO - Epoch [132][3000/3940] lr: 9.010e-04, eta: 9:07:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.7937, loss: 1.7937 +2025-06-26 19:19:58,170 - pyskl - INFO - Epoch [132][3100/3940] lr: 8.985e-04, eta: 9:07:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.8538, loss: 1.8538 +2025-06-26 19:20:43,730 - pyskl - INFO - Epoch [132][3200/3940] lr: 8.960e-04, eta: 9:06:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.8317, loss: 1.8317 +2025-06-26 19:21:29,261 - pyskl - INFO - Epoch [132][3300/3940] lr: 8.935e-04, eta: 9:05:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9956, loss_cls: 1.8156, loss: 1.8156 +2025-06-26 19:22:14,863 - pyskl - INFO - Epoch [132][3400/3940] lr: 8.911e-04, eta: 9:04:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 1.8706, loss: 1.8706 +2025-06-26 19:23:00,478 - pyskl - INFO - Epoch [132][3500/3940] lr: 8.886e-04, eta: 9:04:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.7780, loss: 1.7780 +2025-06-26 19:23:46,216 - pyskl - INFO - Epoch [132][3600/3940] lr: 8.862e-04, eta: 9:03:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.8257, loss: 1.8257 +2025-06-26 19:24:32,200 - pyskl - INFO - Epoch [132][3700/3940] lr: 8.837e-04, eta: 9:02:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9962, loss_cls: 1.8648, loss: 1.8648 +2025-06-26 19:25:18,059 - pyskl - INFO - Epoch [132][3800/3940] lr: 8.812e-04, eta: 9:01:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.7998, loss: 1.7998 +2025-06-26 19:26:03,748 - pyskl - INFO - Epoch [132][3900/3940] lr: 8.788e-04, eta: 9:01:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 1.8405, loss: 1.8405 +2025-06-26 19:26:22,317 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-06-26 19:30:00,434 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 19:30:00,986 - pyskl - INFO - +top1_acc 0.8773 +top5_acc 0.9813 +2025-06-26 19:30:01,005 - pyskl - INFO - Epoch(val) [132][3183] top1_acc: 0.8773, top5_acc: 0.9813 +2025-06-26 19:31:12,042 - pyskl - INFO - Epoch [133][100/3940] lr: 8.754e-04, eta: 9:00:03, time: 0.710, data_time: 0.252, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.8368, loss: 1.8368 +2025-06-26 19:31:57,696 - pyskl - INFO - Epoch [133][200/3940] lr: 8.729e-04, eta: 8:59:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.8037, loss: 1.8037 +2025-06-26 19:32:43,304 - pyskl - INFO - Epoch [133][300/3940] lr: 8.705e-04, eta: 8:58:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.7729, loss: 1.7729 +2025-06-26 19:33:28,824 - pyskl - INFO - Epoch [133][400/3940] lr: 8.681e-04, eta: 8:57:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.7702, loss: 1.7702 +2025-06-26 19:34:14,387 - pyskl - INFO - Epoch [133][500/3940] lr: 8.656e-04, eta: 8:57:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.7706, loss: 1.7706 +2025-06-26 19:34:59,961 - pyskl - INFO - Epoch [133][600/3940] lr: 8.632e-04, eta: 8:56:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 1.8165, loss: 1.8165 +2025-06-26 19:35:45,507 - pyskl - INFO - Epoch [133][700/3940] lr: 8.608e-04, eta: 8:55:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.7555, loss: 1.7555 +2025-06-26 19:36:31,120 - pyskl - INFO - Epoch [133][800/3940] lr: 8.584e-04, eta: 8:54:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7960, loss: 1.7960 +2025-06-26 19:37:16,731 - pyskl - INFO - Epoch [133][900/3940] lr: 8.559e-04, eta: 8:53:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.7798, loss: 1.7798 +2025-06-26 19:38:02,341 - pyskl - INFO - Epoch [133][1000/3940] lr: 8.535e-04, eta: 8:53:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.7447, loss: 1.7447 +2025-06-26 19:38:47,973 - pyskl - INFO - Epoch [133][1100/3940] lr: 8.511e-04, eta: 8:52:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9969, loss_cls: 1.8060, loss: 1.8060 +2025-06-26 19:39:33,544 - pyskl - INFO - Epoch [133][1200/3940] lr: 8.487e-04, eta: 8:51:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.7880, loss: 1.7880 +2025-06-26 19:40:19,128 - pyskl - INFO - Epoch [133][1300/3940] lr: 8.463e-04, eta: 8:50:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.7381, loss: 1.7381 +2025-06-26 19:41:04,814 - pyskl - INFO - Epoch [133][1400/3940] lr: 8.439e-04, eta: 8:50:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.7111, loss: 1.7111 +2025-06-26 19:41:50,586 - pyskl - INFO - Epoch [133][1500/3940] lr: 8.415e-04, eta: 8:49:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.8334, loss: 1.8334 +2025-06-26 19:42:36,222 - pyskl - INFO - Epoch [133][1600/3940] lr: 8.391e-04, eta: 8:48:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.7598, loss: 1.7598 +2025-06-26 19:43:21,897 - pyskl - INFO - Epoch [133][1700/3940] lr: 8.367e-04, eta: 8:47:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9969, loss_cls: 1.7457, loss: 1.7457 +2025-06-26 19:44:07,578 - pyskl - INFO - Epoch [133][1800/3940] lr: 8.343e-04, eta: 8:47:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7518, loss: 1.7518 +2025-06-26 19:44:53,217 - pyskl - INFO - Epoch [133][1900/3940] lr: 8.319e-04, eta: 8:46:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.7621, loss: 1.7621 +2025-06-26 19:45:38,886 - pyskl - INFO - Epoch [133][2000/3940] lr: 8.296e-04, eta: 8:45:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.7723, loss: 1.7723 +2025-06-26 19:46:24,564 - pyskl - INFO - Epoch [133][2100/3940] lr: 8.272e-04, eta: 8:44:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9969, loss_cls: 1.8048, loss: 1.8048 +2025-06-26 19:47:10,167 - pyskl - INFO - Epoch [133][2200/3940] lr: 8.248e-04, eta: 8:44:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.7834, loss: 1.7834 +2025-06-26 19:47:55,781 - pyskl - INFO - Epoch [133][2300/3940] lr: 8.224e-04, eta: 8:43:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 1.7586, loss: 1.7586 +2025-06-26 19:48:41,439 - pyskl - INFO - Epoch [133][2400/3940] lr: 8.201e-04, eta: 8:42:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 1.8171, loss: 1.8171 +2025-06-26 19:49:27,114 - pyskl - INFO - Epoch [133][2500/3940] lr: 8.177e-04, eta: 8:41:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.7752, loss: 1.7752 +2025-06-26 19:50:12,697 - pyskl - INFO - Epoch [133][2600/3940] lr: 8.153e-04, eta: 8:40:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.8085, loss: 1.8085 +2025-06-26 19:50:58,293 - pyskl - INFO - Epoch [133][2700/3940] lr: 8.130e-04, eta: 8:40:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.7405, loss: 1.7405 +2025-06-26 19:51:44,080 - pyskl - INFO - Epoch [133][2800/3940] lr: 8.106e-04, eta: 8:39:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6916, loss: 1.6916 +2025-06-26 19:52:29,834 - pyskl - INFO - Epoch [133][2900/3940] lr: 8.083e-04, eta: 8:38:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 1.7662, loss: 1.7662 +2025-06-26 19:53:15,446 - pyskl - INFO - Epoch [133][3000/3940] lr: 8.059e-04, eta: 8:37:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.7351, loss: 1.7351 +2025-06-26 19:54:01,018 - pyskl - INFO - Epoch [133][3100/3940] lr: 8.036e-04, eta: 8:37:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.7257, loss: 1.7257 +2025-06-26 19:54:46,524 - pyskl - INFO - Epoch [133][3200/3940] lr: 8.012e-04, eta: 8:36:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.7731, loss: 1.7731 +2025-06-26 19:55:32,138 - pyskl - INFO - Epoch [133][3300/3940] lr: 7.989e-04, eta: 8:35:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.7994, loss: 1.7994 +2025-06-26 19:56:17,765 - pyskl - INFO - Epoch [133][3400/3940] lr: 7.966e-04, eta: 8:34:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9975, loss_cls: 1.7875, loss: 1.7875 +2025-06-26 19:57:03,522 - pyskl - INFO - Epoch [133][3500/3940] lr: 7.942e-04, eta: 8:34:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 1.8101, loss: 1.8101 +2025-06-26 19:57:49,058 - pyskl - INFO - Epoch [133][3600/3940] lr: 7.919e-04, eta: 8:33:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.7946, loss: 1.7946 +2025-06-26 19:58:34,693 - pyskl - INFO - Epoch [133][3700/3940] lr: 7.896e-04, eta: 8:32:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.8254, loss: 1.8254 +2025-06-26 19:59:20,333 - pyskl - INFO - Epoch [133][3800/3940] lr: 7.872e-04, eta: 8:31:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.7341, loss: 1.7341 +2025-06-26 20:00:05,952 - pyskl - INFO - Epoch [133][3900/3940] lr: 7.849e-04, eta: 8:31:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.8318, loss: 1.8318 +2025-06-26 20:00:24,549 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-06-26 20:04:02,349 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 20:04:02,916 - pyskl - INFO - +top1_acc 0.8740 +top5_acc 0.9795 +2025-06-26 20:04:02,935 - pyskl - INFO - Epoch(val) [133][3183] top1_acc: 0.8740, top5_acc: 0.9795 +2025-06-26 20:05:13,526 - pyskl - INFO - Epoch [134][100/3940] lr: 7.817e-04, eta: 8:30:00, time: 0.706, data_time: 0.249, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.7977, loss: 1.7977 +2025-06-26 20:05:59,089 - pyskl - INFO - Epoch [134][200/3940] lr: 7.794e-04, eta: 8:29:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.7049, loss: 1.7049 +2025-06-26 20:06:44,968 - pyskl - INFO - Epoch [134][300/3940] lr: 7.771e-04, eta: 8:28:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.7625, loss: 1.7625 +2025-06-26 20:07:30,536 - pyskl - INFO - Epoch [134][400/3940] lr: 7.748e-04, eta: 8:27:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.6970, loss: 1.6970 +2025-06-26 20:08:16,284 - pyskl - INFO - Epoch [134][500/3940] lr: 7.725e-04, eta: 8:26:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6755, loss: 1.6755 +2025-06-26 20:09:01,922 - pyskl - INFO - Epoch [134][600/3940] lr: 7.702e-04, eta: 8:26:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.7591, loss: 1.7591 +2025-06-26 20:09:47,511 - pyskl - INFO - Epoch [134][700/3940] lr: 7.679e-04, eta: 8:25:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.7820, loss: 1.7820 +2025-06-26 20:10:33,068 - pyskl - INFO - Epoch [134][800/3940] lr: 7.656e-04, eta: 8:24:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.7222, loss: 1.7222 +2025-06-26 20:11:18,604 - pyskl - INFO - Epoch [134][900/3940] lr: 7.633e-04, eta: 8:23:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.7530, loss: 1.7530 +2025-06-26 20:12:04,183 - pyskl - INFO - Epoch [134][1000/3940] lr: 7.610e-04, eta: 8:23:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.6475, loss: 1.6475 +2025-06-26 20:12:49,859 - pyskl - INFO - Epoch [134][1100/3940] lr: 7.587e-04, eta: 8:22:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9975, loss_cls: 1.7795, loss: 1.7795 +2025-06-26 20:13:35,539 - pyskl - INFO - Epoch [134][1200/3940] lr: 7.564e-04, eta: 8:21:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.7166, loss: 1.7166 +2025-06-26 20:14:21,166 - pyskl - INFO - Epoch [134][1300/3940] lr: 7.542e-04, eta: 8:20:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7372, loss: 1.7372 +2025-06-26 20:15:06,598 - pyskl - INFO - Epoch [134][1400/3940] lr: 7.519e-04, eta: 8:20:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.7817, loss: 1.7817 +2025-06-26 20:15:52,030 - pyskl - INFO - Epoch [134][1500/3940] lr: 7.496e-04, eta: 8:19:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.6867, loss: 1.6867 +2025-06-26 20:16:37,448 - pyskl - INFO - Epoch [134][1600/3940] lr: 7.474e-04, eta: 8:18:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9956, loss_cls: 1.7839, loss: 1.7839 +2025-06-26 20:17:22,883 - pyskl - INFO - Epoch [134][1700/3940] lr: 7.451e-04, eta: 8:17:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9969, loss_cls: 1.7521, loss: 1.7521 +2025-06-26 20:18:08,366 - pyskl - INFO - Epoch [134][1800/3940] lr: 7.428e-04, eta: 8:17:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 1.7224, loss: 1.7224 +2025-06-26 20:18:53,766 - pyskl - INFO - Epoch [134][1900/3940] lr: 7.406e-04, eta: 8:16:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 1.7628, loss: 1.7628 +2025-06-26 20:19:39,143 - pyskl - INFO - Epoch [134][2000/3940] lr: 7.383e-04, eta: 8:15:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 1.8294, loss: 1.8294 +2025-06-26 20:20:24,335 - pyskl - INFO - Epoch [134][2100/3940] lr: 7.361e-04, eta: 8:14:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 1.7288, loss: 1.7288 +2025-06-26 20:21:09,846 - pyskl - INFO - Epoch [134][2200/3940] lr: 7.338e-04, eta: 8:13:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 1.7814, loss: 1.7814 +2025-06-26 20:21:55,165 - pyskl - INFO - Epoch [134][2300/3940] lr: 7.316e-04, eta: 8:13:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 1.7450, loss: 1.7450 +2025-06-26 20:22:40,543 - pyskl - INFO - Epoch [134][2400/3940] lr: 7.294e-04, eta: 8:12:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9969, loss_cls: 1.7379, loss: 1.7379 +2025-06-26 20:23:25,879 - pyskl - INFO - Epoch [134][2500/3940] lr: 7.271e-04, eta: 8:11:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7900, loss: 1.7900 +2025-06-26 20:24:11,383 - pyskl - INFO - Epoch [134][2600/3940] lr: 7.249e-04, eta: 8:10:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 1.6901, loss: 1.6901 +2025-06-26 20:24:56,761 - pyskl - INFO - Epoch [134][2700/3940] lr: 7.227e-04, eta: 8:10:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.7497, loss: 1.7497 +2025-06-26 20:25:42,190 - pyskl - INFO - Epoch [134][2800/3940] lr: 7.204e-04, eta: 8:09:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7800, loss: 1.7800 +2025-06-26 20:26:27,628 - pyskl - INFO - Epoch [134][2900/3940] lr: 7.182e-04, eta: 8:08:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.7038, loss: 1.7038 +2025-06-26 20:27:12,887 - pyskl - INFO - Epoch [134][3000/3940] lr: 7.160e-04, eta: 8:07:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.7352, loss: 1.7352 +2025-06-26 20:27:58,281 - pyskl - INFO - Epoch [134][3100/3940] lr: 7.138e-04, eta: 8:07:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.7324, loss: 1.7324 +2025-06-26 20:28:43,678 - pyskl - INFO - Epoch [134][3200/3940] lr: 7.116e-04, eta: 8:06:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.7177, loss: 1.7177 +2025-06-26 20:29:29,158 - pyskl - INFO - Epoch [134][3300/3940] lr: 7.094e-04, eta: 8:05:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.7437, loss: 1.7437 +2025-06-26 20:30:14,608 - pyskl - INFO - Epoch [134][3400/3940] lr: 7.072e-04, eta: 8:04:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.7773, loss: 1.7773 +2025-06-26 20:31:00,012 - pyskl - INFO - Epoch [134][3500/3940] lr: 7.050e-04, eta: 8:04:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.6862, loss: 1.6862 +2025-06-26 20:31:45,427 - pyskl - INFO - Epoch [134][3600/3940] lr: 7.028e-04, eta: 8:03:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.7919, loss: 1.7919 +2025-06-26 20:32:30,933 - pyskl - INFO - Epoch [134][3700/3940] lr: 7.006e-04, eta: 8:02:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.7225, loss: 1.7225 +2025-06-26 20:33:16,436 - pyskl - INFO - Epoch [134][3800/3940] lr: 6.984e-04, eta: 8:01:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 1.7580, loss: 1.7580 +2025-06-26 20:34:01,798 - pyskl - INFO - Epoch [134][3900/3940] lr: 6.962e-04, eta: 8:01:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.7628, loss: 1.7628 +2025-06-26 20:34:20,254 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-06-26 20:37:53,314 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 20:37:53,791 - pyskl - INFO - +top1_acc 0.8786 +top5_acc 0.9802 +2025-06-26 20:37:53,811 - pyskl - INFO - Epoch(val) [134][3183] top1_acc: 0.8786, top5_acc: 0.9802 +2025-06-26 20:39:03,522 - pyskl - INFO - Epoch [135][100/3940] lr: 6.931e-04, eta: 7:59:57, time: 0.697, data_time: 0.242, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 1.8658, loss: 1.8658 +2025-06-26 20:39:49,085 - pyskl - INFO - Epoch [135][200/3940] lr: 6.910e-04, eta: 7:59:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.6965, loss: 1.6965 +2025-06-26 20:40:34,623 - pyskl - INFO - Epoch [135][300/3940] lr: 6.888e-04, eta: 7:58:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.7213, loss: 1.7213 +2025-06-26 20:41:20,163 - pyskl - INFO - Epoch [135][400/3940] lr: 6.866e-04, eta: 7:57:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.6525, loss: 1.6525 +2025-06-26 20:42:05,751 - pyskl - INFO - Epoch [135][500/3940] lr: 6.844e-04, eta: 7:56:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7069, loss: 1.7069 +2025-06-26 20:42:51,252 - pyskl - INFO - Epoch [135][600/3940] lr: 6.823e-04, eta: 7:56:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6939, loss: 1.6939 +2025-06-26 20:43:36,862 - pyskl - INFO - Epoch [135][700/3940] lr: 6.801e-04, eta: 7:55:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.7753, loss: 1.7753 +2025-06-26 20:44:22,545 - pyskl - INFO - Epoch [135][800/3940] lr: 6.779e-04, eta: 7:54:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9962, loss_cls: 1.7257, loss: 1.7257 +2025-06-26 20:45:08,233 - pyskl - INFO - Epoch [135][900/3940] lr: 6.758e-04, eta: 7:53:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.6777, loss: 1.6777 +2025-06-26 20:45:53,724 - pyskl - INFO - Epoch [135][1000/3940] lr: 6.736e-04, eta: 7:53:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.6932, loss: 1.6932 +2025-06-26 20:46:39,225 - pyskl - INFO - Epoch [135][1100/3940] lr: 6.715e-04, eta: 7:52:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.6741, loss: 1.6741 +2025-06-26 20:47:24,837 - pyskl - INFO - Epoch [135][1200/3940] lr: 6.693e-04, eta: 7:51:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.7323, loss: 1.7323 +2025-06-26 20:48:10,493 - pyskl - INFO - Epoch [135][1300/3940] lr: 6.672e-04, eta: 7:50:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.7601, loss: 1.7601 +2025-06-26 20:48:55,989 - pyskl - INFO - Epoch [135][1400/3940] lr: 6.651e-04, eta: 7:50:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9969, loss_cls: 1.6992, loss: 1.6992 +2025-06-26 20:49:41,778 - pyskl - INFO - Epoch [135][1500/3940] lr: 6.629e-04, eta: 7:49:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.7415, loss: 1.7415 +2025-06-26 20:50:27,301 - pyskl - INFO - Epoch [135][1600/3940] lr: 6.608e-04, eta: 7:48:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 1.7569, loss: 1.7569 +2025-06-26 20:51:12,957 - pyskl - INFO - Epoch [135][1700/3940] lr: 6.587e-04, eta: 7:47:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9969, loss_cls: 1.6810, loss: 1.6810 +2025-06-26 20:51:58,458 - pyskl - INFO - Epoch [135][1800/3940] lr: 6.565e-04, eta: 7:46:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.7475, loss: 1.7475 +2025-06-26 20:52:43,878 - pyskl - INFO - Epoch [135][1900/3940] lr: 6.544e-04, eta: 7:46:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.7106, loss: 1.7106 +2025-06-26 20:53:29,335 - pyskl - INFO - Epoch [135][2000/3940] lr: 6.523e-04, eta: 7:45:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.7065, loss: 1.7065 +2025-06-26 20:54:14,771 - pyskl - INFO - Epoch [135][2100/3940] lr: 6.502e-04, eta: 7:44:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9975, loss_cls: 1.7462, loss: 1.7462 +2025-06-26 20:55:00,228 - pyskl - INFO - Epoch [135][2200/3940] lr: 6.481e-04, eta: 7:43:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.7388, loss: 1.7388 +2025-06-26 20:55:45,653 - pyskl - INFO - Epoch [135][2300/3940] lr: 6.459e-04, eta: 7:43:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6127, loss: 1.6127 +2025-06-26 20:56:31,145 - pyskl - INFO - Epoch [135][2400/3940] lr: 6.438e-04, eta: 7:42:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 1.7444, loss: 1.7444 +2025-06-26 20:57:16,636 - pyskl - INFO - Epoch [135][2500/3940] lr: 6.417e-04, eta: 7:41:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 1.7514, loss: 1.7514 +2025-06-26 20:58:02,039 - pyskl - INFO - Epoch [135][2600/3940] lr: 6.396e-04, eta: 7:40:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 1.7893, loss: 1.7893 +2025-06-26 20:58:47,507 - pyskl - INFO - Epoch [135][2700/3940] lr: 6.375e-04, eta: 7:40:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7449, loss: 1.7449 +2025-06-26 20:59:32,971 - pyskl - INFO - Epoch [135][2800/3940] lr: 6.354e-04, eta: 7:39:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.7346, loss: 1.7346 +2025-06-26 21:00:18,379 - pyskl - INFO - Epoch [135][2900/3940] lr: 6.334e-04, eta: 7:38:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.6998, loss: 1.6998 +2025-06-26 21:01:03,783 - pyskl - INFO - Epoch [135][3000/3940] lr: 6.313e-04, eta: 7:37:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8170, loss: 1.8170 +2025-06-26 21:01:49,359 - pyskl - INFO - Epoch [135][3100/3940] lr: 6.292e-04, eta: 7:37:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.7131, loss: 1.7131 +2025-06-26 21:02:34,980 - pyskl - INFO - Epoch [135][3200/3940] lr: 6.271e-04, eta: 7:36:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.6788, loss: 1.6788 +2025-06-26 21:03:20,520 - pyskl - INFO - Epoch [135][3300/3940] lr: 6.250e-04, eta: 7:35:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.7311, loss: 1.7311 +2025-06-26 21:04:06,017 - pyskl - INFO - Epoch [135][3400/3940] lr: 6.230e-04, eta: 7:34:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.7267, loss: 1.7267 +2025-06-26 21:04:51,567 - pyskl - INFO - Epoch [135][3500/3940] lr: 6.209e-04, eta: 7:34:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.7340, loss: 1.7340 +2025-06-26 21:05:37,008 - pyskl - INFO - Epoch [135][3600/3940] lr: 6.188e-04, eta: 7:33:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.7112, loss: 1.7112 +2025-06-26 21:06:22,389 - pyskl - INFO - Epoch [135][3700/3940] lr: 6.168e-04, eta: 7:32:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6820, loss: 1.6820 +2025-06-26 21:07:07,901 - pyskl - INFO - Epoch [135][3800/3940] lr: 6.147e-04, eta: 7:31:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 1.7624, loss: 1.7624 +2025-06-26 21:07:53,351 - pyskl - INFO - Epoch [135][3900/3940] lr: 6.126e-04, eta: 7:30:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.7004, loss: 1.7004 +2025-06-26 21:08:11,768 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-06-26 21:26:42,027 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 21:26:42,499 - pyskl - INFO - +top1_acc 0.8833 +top5_acc 0.9808 +2025-06-26 21:26:42,557 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_131.pth was removed +2025-06-26 21:26:43,633 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-06-26 21:26:43,635 - pyskl - INFO - Best top1_acc is 0.8833 at 135 epoch. +2025-06-26 21:26:43,654 - pyskl - INFO - Epoch(val) [135][3183] top1_acc: 0.8833, top5_acc: 0.9808 +2025-06-26 21:27:53,037 - pyskl - INFO - Epoch [136][100/3940] lr: 6.098e-04, eta: 7:29:54, time: 0.694, data_time: 0.237, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.7143, loss: 1.7143 +2025-06-26 21:28:38,576 - pyskl - INFO - Epoch [136][200/3940] lr: 6.077e-04, eta: 7:29:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.7283, loss: 1.7283 +2025-06-26 21:29:24,193 - pyskl - INFO - Epoch [136][300/3940] lr: 6.057e-04, eta: 7:28:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.6663, loss: 1.6663 +2025-06-26 21:30:09,696 - pyskl - INFO - Epoch [136][400/3940] lr: 6.036e-04, eta: 7:27:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.7043, loss: 1.7043 +2025-06-26 21:30:55,206 - pyskl - INFO - Epoch [136][500/3940] lr: 6.016e-04, eta: 7:26:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.6220, loss: 1.6220 +2025-06-26 21:31:40,792 - pyskl - INFO - Epoch [136][600/3940] lr: 5.996e-04, eta: 7:26:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.7503, loss: 1.7503 +2025-06-26 21:32:26,365 - pyskl - INFO - Epoch [136][700/3940] lr: 5.975e-04, eta: 7:25:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7483, loss: 1.7483 +2025-06-26 21:33:11,993 - pyskl - INFO - Epoch [136][800/3940] lr: 5.955e-04, eta: 7:24:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.6929, loss: 1.6929 +2025-06-26 21:33:57,661 - pyskl - INFO - Epoch [136][900/3940] lr: 5.935e-04, eta: 7:23:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.6702, loss: 1.6702 +2025-06-26 21:34:43,171 - pyskl - INFO - Epoch [136][1000/3940] lr: 5.914e-04, eta: 7:23:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5807, loss: 1.5807 +2025-06-26 21:35:28,742 - pyskl - INFO - Epoch [136][1100/3940] lr: 5.894e-04, eta: 7:22:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.6972, loss: 1.6972 +2025-06-26 21:36:14,442 - pyskl - INFO - Epoch [136][1200/3940] lr: 5.874e-04, eta: 7:21:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 1.6820, loss: 1.6820 +2025-06-26 21:36:59,639 - pyskl - INFO - Epoch [136][1300/3940] lr: 5.854e-04, eta: 7:20:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.6621, loss: 1.6621 +2025-06-26 21:37:45,071 - pyskl - INFO - Epoch [136][1400/3940] lr: 5.834e-04, eta: 7:19:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.7227, loss: 1.7227 +2025-06-26 21:38:30,436 - pyskl - INFO - Epoch [136][1500/3940] lr: 5.814e-04, eta: 7:19:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 1.6622, loss: 1.6622 +2025-06-26 21:39:15,674 - pyskl - INFO - Epoch [136][1600/3940] lr: 5.794e-04, eta: 7:18:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 1.6871, loss: 1.6871 +2025-06-26 21:40:01,159 - pyskl - INFO - Epoch [136][1700/3940] lr: 5.774e-04, eta: 7:17:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 1.7329, loss: 1.7329 +2025-06-26 21:40:46,681 - pyskl - INFO - Epoch [136][1800/3940] lr: 5.754e-04, eta: 7:16:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.7072, loss: 1.7072 +2025-06-26 21:41:32,105 - pyskl - INFO - Epoch [136][1900/3940] lr: 5.734e-04, eta: 7:16:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6817, loss: 1.6817 +2025-06-26 21:42:17,502 - pyskl - INFO - Epoch [136][2000/3940] lr: 5.714e-04, eta: 7:15:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9975, loss_cls: 1.7228, loss: 1.7228 +2025-06-26 21:43:03,004 - pyskl - INFO - Epoch [136][2100/3940] lr: 5.694e-04, eta: 7:14:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.7186, loss: 1.7186 +2025-06-26 21:43:48,456 - pyskl - INFO - Epoch [136][2200/3940] lr: 5.675e-04, eta: 7:13:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9969, loss_cls: 1.6869, loss: 1.6869 +2025-06-26 21:44:33,856 - pyskl - INFO - Epoch [136][2300/3940] lr: 5.655e-04, eta: 7:13:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 1.6564, loss: 1.6564 +2025-06-26 21:45:19,227 - pyskl - INFO - Epoch [136][2400/3940] lr: 5.635e-04, eta: 7:12:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.7676, loss: 1.7676 +2025-06-26 21:46:04,693 - pyskl - INFO - Epoch [136][2500/3940] lr: 5.615e-04, eta: 7:11:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.7169, loss: 1.7169 +2025-06-26 21:46:50,278 - pyskl - INFO - Epoch [136][2600/3940] lr: 5.596e-04, eta: 7:10:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 1.7168, loss: 1.7168 +2025-06-26 21:47:35,649 - pyskl - INFO - Epoch [136][2700/3940] lr: 5.576e-04, eta: 7:10:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9969, loss_cls: 1.6782, loss: 1.6782 +2025-06-26 21:48:21,100 - pyskl - INFO - Epoch [136][2800/3940] lr: 5.556e-04, eta: 7:09:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.6828, loss: 1.6828 +2025-06-26 21:49:06,534 - pyskl - INFO - Epoch [136][2900/3940] lr: 5.537e-04, eta: 7:08:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6532, loss: 1.6532 +2025-06-26 21:49:51,996 - pyskl - INFO - Epoch [136][3000/3940] lr: 5.517e-04, eta: 7:07:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.7067, loss: 1.7067 +2025-06-26 21:50:37,404 - pyskl - INFO - Epoch [136][3100/3940] lr: 5.498e-04, eta: 7:07:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6543, loss: 1.6543 +2025-06-26 21:51:22,795 - pyskl - INFO - Epoch [136][3200/3940] lr: 5.478e-04, eta: 7:06:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9975, loss_cls: 1.7813, loss: 1.7813 +2025-06-26 21:52:08,186 - pyskl - INFO - Epoch [136][3300/3940] lr: 5.459e-04, eta: 7:05:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.7135, loss: 1.7135 +2025-06-26 21:52:53,756 - pyskl - INFO - Epoch [136][3400/3940] lr: 5.439e-04, eta: 7:04:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.6458, loss: 1.6458 +2025-06-26 21:53:39,326 - pyskl - INFO - Epoch [136][3500/3940] lr: 5.420e-04, eta: 7:03:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.6742, loss: 1.6742 +2025-06-26 21:54:24,974 - pyskl - INFO - Epoch [136][3600/3940] lr: 5.401e-04, eta: 7:03:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.6519, loss: 1.6519 +2025-06-26 21:55:10,353 - pyskl - INFO - Epoch [136][3700/3940] lr: 5.381e-04, eta: 7:02:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.7307, loss: 1.7307 +2025-06-26 21:55:55,789 - pyskl - INFO - Epoch [136][3800/3940] lr: 5.362e-04, eta: 7:01:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6934, loss: 1.6934 +2025-06-26 21:56:41,283 - pyskl - INFO - Epoch [136][3900/3940] lr: 5.343e-04, eta: 7:00:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9969, loss_cls: 1.7124, loss: 1.7124 +2025-06-26 21:56:59,800 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-06-26 22:00:32,843 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 22:00:33,305 - pyskl - INFO - +top1_acc 0.8843 +top5_acc 0.9832 +2025-06-26 22:00:33,359 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_135.pth was removed +2025-06-26 22:00:34,397 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2025-06-26 22:00:34,399 - pyskl - INFO - Best top1_acc is 0.8843 at 136 epoch. +2025-06-26 22:00:34,417 - pyskl - INFO - Epoch(val) [136][3183] top1_acc: 0.8843, top5_acc: 0.9832 +2025-06-26 22:01:43,946 - pyskl - INFO - Epoch [137][100/3940] lr: 5.316e-04, eta: 6:59:51, time: 0.695, data_time: 0.241, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.7168, loss: 1.7168 +2025-06-26 22:02:29,553 - pyskl - INFO - Epoch [137][200/3940] lr: 5.297e-04, eta: 6:59:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.7089, loss: 1.7089 +2025-06-26 22:03:14,995 - pyskl - INFO - Epoch [137][300/3940] lr: 5.278e-04, eta: 6:58:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.7213, loss: 1.7213 +2025-06-26 22:04:00,481 - pyskl - INFO - Epoch [137][400/3940] lr: 5.259e-04, eta: 6:57:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6758, loss: 1.6758 +2025-06-26 22:04:45,936 - pyskl - INFO - Epoch [137][500/3940] lr: 5.240e-04, eta: 6:56:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5884, loss: 1.5884 +2025-06-26 22:05:31,419 - pyskl - INFO - Epoch [137][600/3940] lr: 5.221e-04, eta: 6:56:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.7132, loss: 1.7132 +2025-06-26 22:06:16,786 - pyskl - INFO - Epoch [137][700/3940] lr: 5.202e-04, eta: 6:55:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6199, loss: 1.6199 +2025-06-26 22:07:02,165 - pyskl - INFO - Epoch [137][800/3940] lr: 5.183e-04, eta: 6:54:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.6371, loss: 1.6371 +2025-06-26 22:07:47,574 - pyskl - INFO - Epoch [137][900/3940] lr: 5.164e-04, eta: 6:53:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.7299, loss: 1.7299 +2025-06-26 22:08:32,969 - pyskl - INFO - Epoch [137][1000/3940] lr: 5.145e-04, eta: 6:52:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6525, loss: 1.6525 +2025-06-26 22:09:18,478 - pyskl - INFO - Epoch [137][1100/3940] lr: 5.126e-04, eta: 6:52:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 1.6376, loss: 1.6376 +2025-06-26 22:10:03,982 - pyskl - INFO - Epoch [137][1200/3940] lr: 5.107e-04, eta: 6:51:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.6048, loss: 1.6048 +2025-06-26 22:10:49,418 - pyskl - INFO - Epoch [137][1300/3940] lr: 5.088e-04, eta: 6:50:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.6893, loss: 1.6893 +2025-06-26 22:11:34,826 - pyskl - INFO - Epoch [137][1400/3940] lr: 5.070e-04, eta: 6:49:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.6691, loss: 1.6691 +2025-06-26 22:12:20,274 - pyskl - INFO - Epoch [137][1500/3940] lr: 5.051e-04, eta: 6:49:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.6883, loss: 1.6883 +2025-06-26 22:13:05,703 - pyskl - INFO - Epoch [137][1600/3940] lr: 5.032e-04, eta: 6:48:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 1.7068, loss: 1.7068 +2025-06-26 22:13:51,184 - pyskl - INFO - Epoch [137][1700/3940] lr: 5.014e-04, eta: 6:47:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.6318, loss: 1.6318 +2025-06-26 22:14:36,662 - pyskl - INFO - Epoch [137][1800/3940] lr: 4.995e-04, eta: 6:46:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.6743, loss: 1.6743 +2025-06-26 22:15:22,073 - pyskl - INFO - Epoch [137][1900/3940] lr: 4.976e-04, eta: 6:46:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.6807, loss: 1.6807 +2025-06-26 22:16:07,426 - pyskl - INFO - Epoch [137][2000/3940] lr: 4.958e-04, eta: 6:45:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.6928, loss: 1.6928 +2025-06-26 22:16:52,986 - pyskl - INFO - Epoch [137][2100/3940] lr: 4.939e-04, eta: 6:44:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6821, loss: 1.6821 +2025-06-26 22:17:38,502 - pyskl - INFO - Epoch [137][2200/3940] lr: 4.921e-04, eta: 6:43:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9956, loss_cls: 1.6758, loss: 1.6758 +2025-06-26 22:18:23,943 - pyskl - INFO - Epoch [137][2300/3940] lr: 4.902e-04, eta: 6:43:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.6171, loss: 1.6171 +2025-06-26 22:19:09,302 - pyskl - INFO - Epoch [137][2400/3940] lr: 4.884e-04, eta: 6:42:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.6378, loss: 1.6378 +2025-06-26 22:19:54,846 - pyskl - INFO - Epoch [137][2500/3940] lr: 4.866e-04, eta: 6:41:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.6187, loss: 1.6187 +2025-06-26 22:20:40,349 - pyskl - INFO - Epoch [137][2600/3940] lr: 4.847e-04, eta: 6:40:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.6207, loss: 1.6207 +2025-06-26 22:21:25,769 - pyskl - INFO - Epoch [137][2700/3940] lr: 4.829e-04, eta: 6:40:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6984, loss: 1.6984 +2025-06-26 22:22:11,155 - pyskl - INFO - Epoch [137][2800/3940] lr: 4.811e-04, eta: 6:39:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.6245, loss: 1.6245 +2025-06-26 22:22:56,484 - pyskl - INFO - Epoch [137][2900/3940] lr: 4.793e-04, eta: 6:38:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.6659, loss: 1.6659 +2025-06-26 22:23:41,942 - pyskl - INFO - Epoch [137][3000/3940] lr: 4.774e-04, eta: 6:37:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.6932, loss: 1.6932 +2025-06-26 22:24:27,454 - pyskl - INFO - Epoch [137][3100/3940] lr: 4.756e-04, eta: 6:36:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 1.6346, loss: 1.6346 +2025-06-26 22:25:12,954 - pyskl - INFO - Epoch [137][3200/3940] lr: 4.738e-04, eta: 6:36:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.7080, loss: 1.7080 +2025-06-26 22:25:58,406 - pyskl - INFO - Epoch [137][3300/3940] lr: 4.720e-04, eta: 6:35:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.6123, loss: 1.6123 +2025-06-26 22:26:43,890 - pyskl - INFO - Epoch [137][3400/3940] lr: 4.702e-04, eta: 6:34:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6730, loss: 1.6730 +2025-06-26 22:27:29,295 - pyskl - INFO - Epoch [137][3500/3940] lr: 4.684e-04, eta: 6:33:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.6834, loss: 1.6834 +2025-06-26 22:28:14,825 - pyskl - INFO - Epoch [137][3600/3940] lr: 4.666e-04, eta: 6:33:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.6813, loss: 1.6813 +2025-06-26 22:29:00,395 - pyskl - INFO - Epoch [137][3700/3940] lr: 4.648e-04, eta: 6:32:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.6383, loss: 1.6383 +2025-06-26 22:29:45,998 - pyskl - INFO - Epoch [137][3800/3940] lr: 4.630e-04, eta: 6:31:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.6702, loss: 1.6702 +2025-06-26 22:30:31,530 - pyskl - INFO - Epoch [137][3900/3940] lr: 4.612e-04, eta: 6:30:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.7365, loss: 1.7365 +2025-06-26 22:30:50,064 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-06-26 22:34:26,461 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 22:34:26,928 - pyskl - INFO - +top1_acc 0.8852 +top5_acc 0.9817 +2025-06-26 22:34:26,987 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_136.pth was removed +2025-06-26 22:34:28,049 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2025-06-26 22:34:28,052 - pyskl - INFO - Best top1_acc is 0.8852 at 137 epoch. +2025-06-26 22:34:28,071 - pyskl - INFO - Epoch(val) [137][3183] top1_acc: 0.8852, top5_acc: 0.9817 +2025-06-26 22:35:37,480 - pyskl - INFO - Epoch [138][100/3940] lr: 4.587e-04, eta: 6:29:48, time: 0.694, data_time: 0.237, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.6584, loss: 1.6584 +2025-06-26 22:36:23,014 - pyskl - INFO - Epoch [138][200/3940] lr: 4.569e-04, eta: 6:29:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.6060, loss: 1.6060 +2025-06-26 22:37:08,526 - pyskl - INFO - Epoch [138][300/3940] lr: 4.551e-04, eta: 6:28:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6499, loss: 1.6499 +2025-06-26 22:37:53,998 - pyskl - INFO - Epoch [138][400/3940] lr: 4.534e-04, eta: 6:27:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.6891, loss: 1.6891 +2025-06-26 22:38:39,529 - pyskl - INFO - Epoch [138][500/3940] lr: 4.516e-04, eta: 6:26:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.6716, loss: 1.6716 +2025-06-26 22:39:25,009 - pyskl - INFO - Epoch [138][600/3940] lr: 4.498e-04, eta: 6:25:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.6211, loss: 1.6211 +2025-06-26 22:40:10,476 - pyskl - INFO - Epoch [138][700/3940] lr: 4.481e-04, eta: 6:25:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6503, loss: 1.6503 +2025-06-26 22:40:56,231 - pyskl - INFO - Epoch [138][800/3940] lr: 4.463e-04, eta: 6:24:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6700, loss: 1.6700 +2025-06-26 22:41:41,859 - pyskl - INFO - Epoch [138][900/3940] lr: 4.445e-04, eta: 6:23:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9969, loss_cls: 1.6986, loss: 1.6986 +2025-06-26 22:42:27,460 - pyskl - INFO - Epoch [138][1000/3940] lr: 4.428e-04, eta: 6:22:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.6440, loss: 1.6440 +2025-06-26 22:43:13,140 - pyskl - INFO - Epoch [138][1100/3940] lr: 4.410e-04, eta: 6:22:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.6857, loss: 1.6857 +2025-06-26 22:43:58,866 - pyskl - INFO - Epoch [138][1200/3940] lr: 4.393e-04, eta: 6:21:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.6130, loss: 1.6130 +2025-06-26 22:44:44,662 - pyskl - INFO - Epoch [138][1300/3940] lr: 4.375e-04, eta: 6:20:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9975, loss_cls: 1.6784, loss: 1.6784 +2025-06-26 22:45:30,256 - pyskl - INFO - Epoch [138][1400/3940] lr: 4.358e-04, eta: 6:19:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.6581, loss: 1.6581 +2025-06-26 22:46:15,853 - pyskl - INFO - Epoch [138][1500/3940] lr: 4.341e-04, eta: 6:19:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.6653, loss: 1.6653 +2025-06-26 22:47:01,439 - pyskl - INFO - Epoch [138][1600/3940] lr: 4.323e-04, eta: 6:18:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.6945, loss: 1.6945 +2025-06-26 22:47:47,092 - pyskl - INFO - Epoch [138][1700/3940] lr: 4.306e-04, eta: 6:17:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.6250, loss: 1.6250 +2025-06-26 22:48:32,680 - pyskl - INFO - Epoch [138][1800/3940] lr: 4.289e-04, eta: 6:16:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.6093, loss: 1.6093 +2025-06-26 22:49:18,312 - pyskl - INFO - Epoch [138][1900/3940] lr: 4.271e-04, eta: 6:16:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6489, loss: 1.6489 +2025-06-26 22:50:03,941 - pyskl - INFO - Epoch [138][2000/3940] lr: 4.254e-04, eta: 6:15:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6449, loss: 1.6449 +2025-06-26 22:50:49,567 - pyskl - INFO - Epoch [138][2100/3940] lr: 4.237e-04, eta: 6:14:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.6626, loss: 1.6626 +2025-06-26 22:51:35,208 - pyskl - INFO - Epoch [138][2200/3940] lr: 4.220e-04, eta: 6:13:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.6943, loss: 1.6943 +2025-06-26 22:52:20,843 - pyskl - INFO - Epoch [138][2300/3940] lr: 4.203e-04, eta: 6:13:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.6514, loss: 1.6514 +2025-06-26 22:53:06,532 - pyskl - INFO - Epoch [138][2400/3940] lr: 4.186e-04, eta: 6:12:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6702, loss: 1.6702 +2025-06-26 22:53:52,113 - pyskl - INFO - Epoch [138][2500/3940] lr: 4.169e-04, eta: 6:11:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.6209, loss: 1.6209 +2025-06-26 22:54:37,661 - pyskl - INFO - Epoch [138][2600/3940] lr: 4.152e-04, eta: 6:10:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6782, loss: 1.6782 +2025-06-26 22:55:23,321 - pyskl - INFO - Epoch [138][2700/3940] lr: 4.135e-04, eta: 6:09:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.6695, loss: 1.6695 +2025-06-26 22:56:08,936 - pyskl - INFO - Epoch [138][2800/3940] lr: 4.118e-04, eta: 6:09:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6034, loss: 1.6034 +2025-06-26 22:56:54,601 - pyskl - INFO - Epoch [138][2900/3940] lr: 4.101e-04, eta: 6:08:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 1.6260, loss: 1.6260 +2025-06-26 22:57:40,235 - pyskl - INFO - Epoch [138][3000/3940] lr: 4.084e-04, eta: 6:07:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.6286, loss: 1.6286 +2025-06-26 22:58:25,831 - pyskl - INFO - Epoch [138][3100/3940] lr: 4.067e-04, eta: 6:06:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 1.6257, loss: 1.6257 +2025-06-26 22:59:11,446 - pyskl - INFO - Epoch [138][3200/3940] lr: 4.050e-04, eta: 6:06:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.6477, loss: 1.6477 +2025-06-26 22:59:57,105 - pyskl - INFO - Epoch [138][3300/3940] lr: 4.034e-04, eta: 6:05:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6368, loss: 1.6368 +2025-06-26 23:00:42,772 - pyskl - INFO - Epoch [138][3400/3940] lr: 4.017e-04, eta: 6:04:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.6508, loss: 1.6508 +2025-06-26 23:01:28,487 - pyskl - INFO - Epoch [138][3500/3940] lr: 4.000e-04, eta: 6:03:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.6449, loss: 1.6449 +2025-06-26 23:02:14,175 - pyskl - INFO - Epoch [138][3600/3940] lr: 3.984e-04, eta: 6:03:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5747, loss: 1.5747 +2025-06-26 23:02:59,833 - pyskl - INFO - Epoch [138][3700/3940] lr: 3.967e-04, eta: 6:02:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.6455, loss: 1.6455 +2025-06-26 23:03:45,459 - pyskl - INFO - Epoch [138][3800/3940] lr: 3.950e-04, eta: 6:01:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.6474, loss: 1.6474 +2025-06-26 23:04:31,108 - pyskl - INFO - Epoch [138][3900/3940] lr: 3.934e-04, eta: 6:00:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.6344, loss: 1.6344 +2025-06-26 23:04:49,704 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-06-26 23:08:25,575 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 23:08:26,096 - pyskl - INFO - +top1_acc 0.8872 +top5_acc 0.9827 +2025-06-26 23:08:26,150 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_137.pth was removed +2025-06-26 23:08:27,194 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2025-06-26 23:08:27,196 - pyskl - INFO - Best top1_acc is 0.8872 at 138 epoch. +2025-06-26 23:08:27,215 - pyskl - INFO - Epoch(val) [138][3183] top1_acc: 0.8872, top5_acc: 0.9827 +2025-06-26 23:09:36,713 - pyskl - INFO - Epoch [139][100/3940] lr: 3.911e-04, eta: 5:59:45, time: 0.695, data_time: 0.236, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6432, loss: 1.6432 +2025-06-26 23:10:22,464 - pyskl - INFO - Epoch [139][200/3940] lr: 3.894e-04, eta: 5:58:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 1.6434, loss: 1.6434 +2025-06-26 23:11:08,019 - pyskl - INFO - Epoch [139][300/3940] lr: 3.878e-04, eta: 5:58:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.6311, loss: 1.6311 +2025-06-26 23:11:53,594 - pyskl - INFO - Epoch [139][400/3940] lr: 3.861e-04, eta: 5:57:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.6602, loss: 1.6602 +2025-06-26 23:12:39,093 - pyskl - INFO - Epoch [139][500/3940] lr: 3.845e-04, eta: 5:56:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.6710, loss: 1.6710 +2025-06-26 23:13:24,455 - pyskl - INFO - Epoch [139][600/3940] lr: 3.829e-04, eta: 5:55:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.5525, loss: 1.5525 +2025-06-26 23:14:09,935 - pyskl - INFO - Epoch [139][700/3940] lr: 3.812e-04, eta: 5:55:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.6416, loss: 1.6416 +2025-06-26 23:14:55,325 - pyskl - INFO - Epoch [139][800/3940] lr: 3.796e-04, eta: 5:54:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.6863, loss: 1.6863 +2025-06-26 23:15:40,736 - pyskl - INFO - Epoch [139][900/3940] lr: 3.780e-04, eta: 5:53:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6308, loss: 1.6308 +2025-06-26 23:16:26,123 - pyskl - INFO - Epoch [139][1000/3940] lr: 3.764e-04, eta: 5:52:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.6274, loss: 1.6274 +2025-06-26 23:17:11,474 - pyskl - INFO - Epoch [139][1100/3940] lr: 3.748e-04, eta: 5:52:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.6814, loss: 1.6814 +2025-06-26 23:17:56,935 - pyskl - INFO - Epoch [139][1200/3940] lr: 3.731e-04, eta: 5:51:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.7034, loss: 1.7034 +2025-06-26 23:18:42,226 - pyskl - INFO - Epoch [139][1300/3940] lr: 3.715e-04, eta: 5:50:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.6594, loss: 1.6594 +2025-06-26 23:19:27,551 - pyskl - INFO - Epoch [139][1400/3940] lr: 3.699e-04, eta: 5:49:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.6275, loss: 1.6275 +2025-06-26 23:20:12,920 - pyskl - INFO - Epoch [139][1500/3940] lr: 3.683e-04, eta: 5:49:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6689, loss: 1.6689 +2025-06-26 23:20:58,334 - pyskl - INFO - Epoch [139][1600/3940] lr: 3.667e-04, eta: 5:48:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.6122, loss: 1.6122 +2025-06-26 23:21:43,687 - pyskl - INFO - Epoch [139][1700/3940] lr: 3.651e-04, eta: 5:47:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.6106, loss: 1.6106 +2025-06-26 23:22:28,935 - pyskl - INFO - Epoch [139][1800/3940] lr: 3.635e-04, eta: 5:46:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6201, loss: 1.6201 +2025-06-26 23:23:14,189 - pyskl - INFO - Epoch [139][1900/3940] lr: 3.619e-04, eta: 5:46:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6223, loss: 1.6223 +2025-06-26 23:23:59,476 - pyskl - INFO - Epoch [139][2000/3940] lr: 3.604e-04, eta: 5:45:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.6230, loss: 1.6230 +2025-06-26 23:24:44,753 - pyskl - INFO - Epoch [139][2100/3940] lr: 3.588e-04, eta: 5:44:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.6664, loss: 1.6664 +2025-06-26 23:25:30,052 - pyskl - INFO - Epoch [139][2200/3940] lr: 3.572e-04, eta: 5:43:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.6854, loss: 1.6854 +2025-06-26 23:26:15,406 - pyskl - INFO - Epoch [139][2300/3940] lr: 3.556e-04, eta: 5:42:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6388, loss: 1.6388 +2025-06-26 23:27:00,676 - pyskl - INFO - Epoch [139][2400/3940] lr: 3.541e-04, eta: 5:42:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.6302, loss: 1.6302 +2025-06-26 23:27:45,963 - pyskl - INFO - Epoch [139][2500/3940] lr: 3.525e-04, eta: 5:41:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.5812, loss: 1.5812 +2025-06-26 23:28:31,305 - pyskl - INFO - Epoch [139][2600/3940] lr: 3.509e-04, eta: 5:40:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.6632, loss: 1.6632 +2025-06-26 23:29:16,663 - pyskl - INFO - Epoch [139][2700/3940] lr: 3.494e-04, eta: 5:39:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.6551, loss: 1.6551 +2025-06-26 23:30:01,989 - pyskl - INFO - Epoch [139][2800/3940] lr: 3.478e-04, eta: 5:39:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.6072, loss: 1.6072 +2025-06-26 23:30:47,315 - pyskl - INFO - Epoch [139][2900/3940] lr: 3.462e-04, eta: 5:38:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.6121, loss: 1.6121 +2025-06-26 23:31:32,547 - pyskl - INFO - Epoch [139][3000/3940] lr: 3.447e-04, eta: 5:37:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6158, loss: 1.6158 +2025-06-26 23:32:17,850 - pyskl - INFO - Epoch [139][3100/3940] lr: 3.431e-04, eta: 5:36:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.6753, loss: 1.6753 +2025-06-26 23:33:03,010 - pyskl - INFO - Epoch [139][3200/3940] lr: 3.416e-04, eta: 5:36:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5879, loss: 1.5879 +2025-06-26 23:33:48,197 - pyskl - INFO - Epoch [139][3300/3940] lr: 3.401e-04, eta: 5:35:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.5690, loss: 1.5690 +2025-06-26 23:34:33,399 - pyskl - INFO - Epoch [139][3400/3940] lr: 3.385e-04, eta: 5:34:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6117, loss: 1.6117 +2025-06-26 23:35:18,566 - pyskl - INFO - Epoch [139][3500/3940] lr: 3.370e-04, eta: 5:33:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9975, loss_cls: 1.6448, loss: 1.6448 +2025-06-26 23:36:03,742 - pyskl - INFO - Epoch [139][3600/3940] lr: 3.355e-04, eta: 5:33:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.6045, loss: 1.6045 +2025-06-26 23:36:48,980 - pyskl - INFO - Epoch [139][3700/3940] lr: 3.339e-04, eta: 5:32:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 1.6217, loss: 1.6217 +2025-06-26 23:37:34,256 - pyskl - INFO - Epoch [139][3800/3940] lr: 3.324e-04, eta: 5:31:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.6750, loss: 1.6750 +2025-06-26 23:38:19,485 - pyskl - INFO - Epoch [139][3900/3940] lr: 3.309e-04, eta: 5:30:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.6330, loss: 1.6330 +2025-06-26 23:38:37,828 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-06-26 23:42:14,502 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 23:42:14,971 - pyskl - INFO - +top1_acc 0.8871 +top5_acc 0.9828 +2025-06-26 23:42:14,992 - pyskl - INFO - Epoch(val) [139][3183] top1_acc: 0.8871, top5_acc: 0.9828 +2025-06-26 23:43:24,840 - pyskl - INFO - Epoch [140][100/3940] lr: 3.288e-04, eta: 5:29:42, time: 0.698, data_time: 0.240, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5827, loss: 1.5827 +2025-06-26 23:44:10,373 - pyskl - INFO - Epoch [140][200/3940] lr: 3.273e-04, eta: 5:28:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.5805, loss: 1.5805 +2025-06-26 23:44:55,844 - pyskl - INFO - Epoch [140][300/3940] lr: 3.257e-04, eta: 5:28:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.6234, loss: 1.6234 +2025-06-26 23:45:41,217 - pyskl - INFO - Epoch [140][400/3940] lr: 3.242e-04, eta: 5:27:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.6211, loss: 1.6211 +2025-06-26 23:46:26,663 - pyskl - INFO - Epoch [140][500/3940] lr: 3.227e-04, eta: 5:26:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6423, loss: 1.6423 +2025-06-26 23:47:12,098 - pyskl - INFO - Epoch [140][600/3940] lr: 3.212e-04, eta: 5:25:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6639, loss: 1.6639 +2025-06-26 23:47:57,647 - pyskl - INFO - Epoch [140][700/3940] lr: 3.197e-04, eta: 5:25:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.6234, loss: 1.6234 +2025-06-26 23:48:43,249 - pyskl - INFO - Epoch [140][800/3940] lr: 3.183e-04, eta: 5:24:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.6529, loss: 1.6529 +2025-06-26 23:49:28,888 - pyskl - INFO - Epoch [140][900/3940] lr: 3.168e-04, eta: 5:23:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.6687, loss: 1.6687 +2025-06-26 23:50:14,590 - pyskl - INFO - Epoch [140][1000/3940] lr: 3.153e-04, eta: 5:22:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.7078, loss: 1.7078 +2025-06-26 23:51:00,131 - pyskl - INFO - Epoch [140][1100/3940] lr: 3.138e-04, eta: 5:22:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.6280, loss: 1.6280 +2025-06-26 23:51:45,514 - pyskl - INFO - Epoch [140][1200/3940] lr: 3.123e-04, eta: 5:21:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5836, loss: 1.5836 +2025-06-26 23:52:30,826 - pyskl - INFO - Epoch [140][1300/3940] lr: 3.108e-04, eta: 5:20:32, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5699, loss: 1.5699 +2025-06-26 23:53:16,254 - pyskl - INFO - Epoch [140][1400/3940] lr: 3.094e-04, eta: 5:19:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.6619, loss: 1.6619 +2025-06-26 23:54:01,604 - pyskl - INFO - Epoch [140][1500/3940] lr: 3.079e-04, eta: 5:19:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.5885, loss: 1.5885 +2025-06-26 23:54:46,972 - pyskl - INFO - Epoch [140][1600/3940] lr: 3.064e-04, eta: 5:18:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9975, loss_cls: 1.6442, loss: 1.6442 +2025-06-26 23:55:32,332 - pyskl - INFO - Epoch [140][1700/3940] lr: 3.050e-04, eta: 5:17:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.6365, loss: 1.6365 +2025-06-26 23:56:17,668 - pyskl - INFO - Epoch [140][1800/3940] lr: 3.035e-04, eta: 5:16:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.6067, loss: 1.6067 +2025-06-26 23:57:03,132 - pyskl - INFO - Epoch [140][1900/3940] lr: 3.021e-04, eta: 5:15:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.6365, loss: 1.6365 +2025-06-26 23:57:48,609 - pyskl - INFO - Epoch [140][2000/3940] lr: 3.006e-04, eta: 5:15:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.6254, loss: 1.6254 +2025-06-26 23:58:33,934 - pyskl - INFO - Epoch [140][2100/3940] lr: 2.992e-04, eta: 5:14:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9962, loss_cls: 1.6943, loss: 1.6943 +2025-06-26 23:59:19,260 - pyskl - INFO - Epoch [140][2200/3940] lr: 2.977e-04, eta: 5:13:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9975, loss_cls: 1.6023, loss: 1.6023 +2025-06-27 00:00:04,619 - pyskl - INFO - Epoch [140][2300/3940] lr: 2.963e-04, eta: 5:12:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.6223, loss: 1.6223 +2025-06-27 00:00:50,001 - pyskl - INFO - Epoch [140][2400/3940] lr: 2.949e-04, eta: 5:12:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.5859, loss: 1.5859 +2025-06-27 00:01:35,454 - pyskl - INFO - Epoch [140][2500/3940] lr: 2.934e-04, eta: 5:11:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 1.6552, loss: 1.6552 +2025-06-27 00:02:20,916 - pyskl - INFO - Epoch [140][2600/3940] lr: 2.920e-04, eta: 5:10:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.6245, loss: 1.6245 +2025-06-27 00:03:06,389 - pyskl - INFO - Epoch [140][2700/3940] lr: 2.906e-04, eta: 5:09:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6583, loss: 1.6583 +2025-06-27 00:03:51,819 - pyskl - INFO - Epoch [140][2800/3940] lr: 2.891e-04, eta: 5:09:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.6323, loss: 1.6323 +2025-06-27 00:04:37,320 - pyskl - INFO - Epoch [140][2900/3940] lr: 2.877e-04, eta: 5:08:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6570, loss: 1.6570 +2025-06-27 00:05:22,772 - pyskl - INFO - Epoch [140][3000/3940] lr: 2.863e-04, eta: 5:07:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.5677, loss: 1.5677 +2025-06-27 00:06:08,234 - pyskl - INFO - Epoch [140][3100/3940] lr: 2.849e-04, eta: 5:06:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6469, loss: 1.6469 +2025-06-27 00:06:53,710 - pyskl - INFO - Epoch [140][3200/3940] lr: 2.835e-04, eta: 5:06:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.6067, loss: 1.6067 +2025-06-27 00:07:39,191 - pyskl - INFO - Epoch [140][3300/3940] lr: 2.821e-04, eta: 5:05:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.6040, loss: 1.6040 +2025-06-27 00:08:24,625 - pyskl - INFO - Epoch [140][3400/3940] lr: 2.807e-04, eta: 5:04:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5614, loss: 1.5614 +2025-06-27 00:09:09,986 - pyskl - INFO - Epoch [140][3500/3940] lr: 2.793e-04, eta: 5:03:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.6171, loss: 1.6171 +2025-06-27 00:09:55,415 - pyskl - INFO - Epoch [140][3600/3940] lr: 2.779e-04, eta: 5:03:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.6481, loss: 1.6481 +2025-06-27 00:10:40,832 - pyskl - INFO - Epoch [140][3700/3940] lr: 2.765e-04, eta: 5:02:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.6236, loss: 1.6236 +2025-06-27 00:11:26,191 - pyskl - INFO - Epoch [140][3800/3940] lr: 2.751e-04, eta: 5:01:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.5581, loss: 1.5581 +2025-06-27 00:12:11,601 - pyskl - INFO - Epoch [140][3900/3940] lr: 2.737e-04, eta: 5:00:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.6182, loss: 1.6182 +2025-06-27 00:12:30,050 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-06-27 00:31:17,946 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 00:31:18,411 - pyskl - INFO - +top1_acc 0.8885 +top5_acc 0.9823 +2025-06-27 00:31:18,467 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_138.pth was removed +2025-06-27 00:31:19,520 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2025-06-27 00:31:19,522 - pyskl - INFO - Best top1_acc is 0.8885 at 140 epoch. +2025-06-27 00:31:19,542 - pyskl - INFO - Epoch(val) [140][3183] top1_acc: 0.8885, top5_acc: 0.9823 +2025-06-27 00:32:28,441 - pyskl - INFO - Epoch [141][100/3940] lr: 2.718e-04, eta: 4:59:39, time: 0.689, data_time: 0.236, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9962, loss_cls: 1.6494, loss: 1.6494 +2025-06-27 00:33:13,759 - pyskl - INFO - Epoch [141][200/3940] lr: 2.704e-04, eta: 4:58:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.6069, loss: 1.6069 +2025-06-27 00:33:59,110 - pyskl - INFO - Epoch [141][300/3940] lr: 2.690e-04, eta: 4:58:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 1.6019, loss: 1.6019 +2025-06-27 00:34:44,520 - pyskl - INFO - Epoch [141][400/3940] lr: 2.677e-04, eta: 4:57:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.6311, loss: 1.6311 +2025-06-27 00:35:29,977 - pyskl - INFO - Epoch [141][500/3940] lr: 2.663e-04, eta: 4:56:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5798, loss: 1.5798 +2025-06-27 00:36:15,423 - pyskl - INFO - Epoch [141][600/3940] lr: 2.649e-04, eta: 4:55:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.6415, loss: 1.6415 +2025-06-27 00:37:00,963 - pyskl - INFO - Epoch [141][700/3940] lr: 2.636e-04, eta: 4:55:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.6091, loss: 1.6091 +2025-06-27 00:37:46,438 - pyskl - INFO - Epoch [141][800/3940] lr: 2.622e-04, eta: 4:54:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.5717, loss: 1.5717 +2025-06-27 00:38:31,803 - pyskl - INFO - Epoch [141][900/3940] lr: 2.609e-04, eta: 4:53:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.5707, loss: 1.5707 +2025-06-27 00:39:17,137 - pyskl - INFO - Epoch [141][1000/3940] lr: 2.595e-04, eta: 4:52:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.6256, loss: 1.6256 +2025-06-27 00:40:02,531 - pyskl - INFO - Epoch [141][1100/3940] lr: 2.582e-04, eta: 4:52:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9975, loss_cls: 1.6149, loss: 1.6149 +2025-06-27 00:40:47,925 - pyskl - INFO - Epoch [141][1200/3940] lr: 2.568e-04, eta: 4:51:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5343, loss: 1.5343 +2025-06-27 00:41:33,314 - pyskl - INFO - Epoch [141][1300/3940] lr: 2.555e-04, eta: 4:50:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.6466, loss: 1.6466 +2025-06-27 00:42:18,631 - pyskl - INFO - Epoch [141][1400/3940] lr: 2.542e-04, eta: 4:49:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9969, loss_cls: 1.5828, loss: 1.5828 +2025-06-27 00:43:04,009 - pyskl - INFO - Epoch [141][1500/3940] lr: 2.528e-04, eta: 4:48:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6482, loss: 1.6482 +2025-06-27 00:43:49,381 - pyskl - INFO - Epoch [141][1600/3940] lr: 2.515e-04, eta: 4:48:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.6484, loss: 1.6484 +2025-06-27 00:44:34,824 - pyskl - INFO - Epoch [141][1700/3940] lr: 2.502e-04, eta: 4:47:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.5582, loss: 1.5582 +2025-06-27 00:45:20,199 - pyskl - INFO - Epoch [141][1800/3940] lr: 2.489e-04, eta: 4:46:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.6014, loss: 1.6014 +2025-06-27 00:46:05,592 - pyskl - INFO - Epoch [141][1900/3940] lr: 2.475e-04, eta: 4:45:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.5638, loss: 1.5638 +2025-06-27 00:46:50,998 - pyskl - INFO - Epoch [141][2000/3940] lr: 2.462e-04, eta: 4:45:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.6642, loss: 1.6642 +2025-06-27 00:47:36,338 - pyskl - INFO - Epoch [141][2100/3940] lr: 2.449e-04, eta: 4:44:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.5977, loss: 1.5977 +2025-06-27 00:48:21,863 - pyskl - INFO - Epoch [141][2200/3940] lr: 2.436e-04, eta: 4:43:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.5598, loss: 1.5598 +2025-06-27 00:49:07,334 - pyskl - INFO - Epoch [141][2300/3940] lr: 2.423e-04, eta: 4:42:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.5506, loss: 1.5506 +2025-06-27 00:49:52,777 - pyskl - INFO - Epoch [141][2400/3940] lr: 2.410e-04, eta: 4:42:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.6377, loss: 1.6377 +2025-06-27 00:50:38,207 - pyskl - INFO - Epoch [141][2500/3940] lr: 2.397e-04, eta: 4:41:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5484, loss: 1.5484 +2025-06-27 00:51:23,742 - pyskl - INFO - Epoch [141][2600/3940] lr: 2.384e-04, eta: 4:40:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.7072, loss: 1.7072 +2025-06-27 00:52:09,211 - pyskl - INFO - Epoch [141][2700/3940] lr: 2.371e-04, eta: 4:39:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.6455, loss: 1.6455 +2025-06-27 00:52:54,623 - pyskl - INFO - Epoch [141][2800/3940] lr: 2.358e-04, eta: 4:39:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.5689, loss: 1.5689 +2025-06-27 00:53:40,071 - pyskl - INFO - Epoch [141][2900/3940] lr: 2.346e-04, eta: 4:38:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.6269, loss: 1.6269 +2025-06-27 00:54:25,482 - pyskl - INFO - Epoch [141][3000/3940] lr: 2.333e-04, eta: 4:37:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.5855, loss: 1.5855 +2025-06-27 00:55:11,157 - pyskl - INFO - Epoch [141][3100/3940] lr: 2.320e-04, eta: 4:36:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.5726, loss: 1.5726 +2025-06-27 00:55:56,802 - pyskl - INFO - Epoch [141][3200/3940] lr: 2.307e-04, eta: 4:36:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.5403, loss: 1.5403 +2025-06-27 00:56:42,514 - pyskl - INFO - Epoch [141][3300/3940] lr: 2.295e-04, eta: 4:35:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5053, loss: 1.5053 +2025-06-27 00:57:28,220 - pyskl - INFO - Epoch [141][3400/3940] lr: 2.282e-04, eta: 4:34:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5854, loss: 1.5854 +2025-06-27 00:58:13,740 - pyskl - INFO - Epoch [141][3500/3940] lr: 2.269e-04, eta: 4:33:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.6396, loss: 1.6396 +2025-06-27 00:58:59,134 - pyskl - INFO - Epoch [141][3600/3940] lr: 2.257e-04, eta: 4:32:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5505, loss: 1.5505 +2025-06-27 00:59:44,510 - pyskl - INFO - Epoch [141][3700/3940] lr: 2.244e-04, eta: 4:32:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.5928, loss: 1.5928 +2025-06-27 01:00:29,859 - pyskl - INFO - Epoch [141][3800/3940] lr: 2.232e-04, eta: 4:31:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.5879, loss: 1.5879 +2025-06-27 01:01:15,227 - pyskl - INFO - Epoch [141][3900/3940] lr: 2.219e-04, eta: 4:30:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.5516, loss: 1.5516 +2025-06-27 01:01:33,735 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-06-27 01:05:08,208 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 01:05:08,678 - pyskl - INFO - +top1_acc 0.8891 +top5_acc 0.9839 +2025-06-27 01:05:08,742 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_140.pth was removed +2025-06-27 01:05:09,847 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2025-06-27 01:05:09,849 - pyskl - INFO - Best top1_acc is 0.8891 at 141 epoch. +2025-06-27 01:05:09,869 - pyskl - INFO - Epoch(val) [141][3183] top1_acc: 0.8891, top5_acc: 0.9839 +2025-06-27 01:06:19,478 - pyskl - INFO - Epoch [142][100/3940] lr: 2.202e-04, eta: 4:29:36, time: 0.696, data_time: 0.240, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.6154, loss: 1.6154 +2025-06-27 01:07:05,062 - pyskl - INFO - Epoch [142][200/3940] lr: 2.189e-04, eta: 4:28:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6255, loss: 1.6255 +2025-06-27 01:07:50,641 - pyskl - INFO - Epoch [142][300/3940] lr: 2.177e-04, eta: 4:28:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5887, loss: 1.5887 +2025-06-27 01:08:36,156 - pyskl - INFO - Epoch [142][400/3940] lr: 2.165e-04, eta: 4:27:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5527, loss: 1.5527 +2025-06-27 01:09:21,707 - pyskl - INFO - Epoch [142][500/3940] lr: 2.152e-04, eta: 4:26:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.5634, loss: 1.5634 +2025-06-27 01:10:07,243 - pyskl - INFO - Epoch [142][600/3940] lr: 2.140e-04, eta: 4:25:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.6028, loss: 1.6028 +2025-06-27 01:10:52,731 - pyskl - INFO - Epoch [142][700/3940] lr: 2.128e-04, eta: 4:25:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.6052, loss: 1.6052 +2025-06-27 01:11:38,249 - pyskl - INFO - Epoch [142][800/3940] lr: 2.116e-04, eta: 4:24:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6148, loss: 1.6148 +2025-06-27 01:12:23,813 - pyskl - INFO - Epoch [142][900/3940] lr: 2.104e-04, eta: 4:23:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5980, loss: 1.5980 +2025-06-27 01:13:09,297 - pyskl - INFO - Epoch [142][1000/3940] lr: 2.091e-04, eta: 4:22:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.6226, loss: 1.6226 +2025-06-27 01:13:55,317 - pyskl - INFO - Epoch [142][1100/3940] lr: 2.079e-04, eta: 4:21:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5857, loss: 1.5857 +2025-06-27 01:14:41,069 - pyskl - INFO - Epoch [142][1200/3940] lr: 2.067e-04, eta: 4:21:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5757, loss: 1.5757 +2025-06-27 01:15:26,823 - pyskl - INFO - Epoch [142][1300/3940] lr: 2.055e-04, eta: 4:20:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5824, loss: 1.5824 +2025-06-27 01:16:12,461 - pyskl - INFO - Epoch [142][1400/3940] lr: 2.043e-04, eta: 4:19:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5900, loss: 1.5900 +2025-06-27 01:16:58,108 - pyskl - INFO - Epoch [142][1500/3940] lr: 2.031e-04, eta: 4:18:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5760, loss: 1.5760 +2025-06-27 01:17:43,680 - pyskl - INFO - Epoch [142][1600/3940] lr: 2.019e-04, eta: 4:18:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.5442, loss: 1.5442 +2025-06-27 01:18:29,350 - pyskl - INFO - Epoch [142][1700/3940] lr: 2.008e-04, eta: 4:17:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5913, loss: 1.5913 +2025-06-27 01:19:14,937 - pyskl - INFO - Epoch [142][1800/3940] lr: 1.996e-04, eta: 4:16:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5392, loss: 1.5392 +2025-06-27 01:20:00,538 - pyskl - INFO - Epoch [142][1900/3940] lr: 1.984e-04, eta: 4:15:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.6106, loss: 1.6106 +2025-06-27 01:20:46,322 - pyskl - INFO - Epoch [142][2000/3940] lr: 1.972e-04, eta: 4:15:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5471, loss: 1.5471 +2025-06-27 01:21:31,844 - pyskl - INFO - Epoch [142][2100/3940] lr: 1.960e-04, eta: 4:14:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.5674, loss: 1.5674 +2025-06-27 01:22:17,319 - pyskl - INFO - Epoch [142][2200/3940] lr: 1.949e-04, eta: 4:13:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.5708, loss: 1.5708 +2025-06-27 01:23:02,766 - pyskl - INFO - Epoch [142][2300/3940] lr: 1.937e-04, eta: 4:12:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9975, loss_cls: 1.5763, loss: 1.5763 +2025-06-27 01:23:48,163 - pyskl - INFO - Epoch [142][2400/3940] lr: 1.925e-04, eta: 4:12:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.6746, loss: 1.6746 +2025-06-27 01:24:33,522 - pyskl - INFO - Epoch [142][2500/3940] lr: 1.914e-04, eta: 4:11:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.6255, loss: 1.6255 +2025-06-27 01:25:18,903 - pyskl - INFO - Epoch [142][2600/3940] lr: 1.902e-04, eta: 4:10:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.5870, loss: 1.5870 +2025-06-27 01:26:04,317 - pyskl - INFO - Epoch [142][2700/3940] lr: 1.891e-04, eta: 4:09:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.5086, loss: 1.5086 +2025-06-27 01:26:49,817 - pyskl - INFO - Epoch [142][2800/3940] lr: 1.879e-04, eta: 4:09:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5062, loss: 1.5062 +2025-06-27 01:27:35,315 - pyskl - INFO - Epoch [142][2900/3940] lr: 1.868e-04, eta: 4:08:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5936, loss: 1.5936 +2025-06-27 01:28:20,936 - pyskl - INFO - Epoch [142][3000/3940] lr: 1.856e-04, eta: 4:07:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5583, loss: 1.5583 +2025-06-27 01:29:06,756 - pyskl - INFO - Epoch [142][3100/3940] lr: 1.845e-04, eta: 4:06:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5771, loss: 1.5771 +2025-06-27 01:29:52,231 - pyskl - INFO - Epoch [142][3200/3940] lr: 1.834e-04, eta: 4:05:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.6257, loss: 1.6257 +2025-06-27 01:30:37,725 - pyskl - INFO - Epoch [142][3300/3940] lr: 1.822e-04, eta: 4:05:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5856, loss: 1.5856 +2025-06-27 01:31:23,255 - pyskl - INFO - Epoch [142][3400/3940] lr: 1.811e-04, eta: 4:04:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5947, loss: 1.5947 +2025-06-27 01:32:08,749 - pyskl - INFO - Epoch [142][3500/3940] lr: 1.800e-04, eta: 4:03:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.5939, loss: 1.5939 +2025-06-27 01:32:54,154 - pyskl - INFO - Epoch [142][3600/3940] lr: 1.788e-04, eta: 4:02:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.5893, loss: 1.5893 +2025-06-27 01:33:39,534 - pyskl - INFO - Epoch [142][3700/3940] lr: 1.777e-04, eta: 4:02:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5655, loss: 1.5655 +2025-06-27 01:34:24,987 - pyskl - INFO - Epoch [142][3800/3940] lr: 1.766e-04, eta: 4:01:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.5686, loss: 1.5686 +2025-06-27 01:35:10,698 - pyskl - INFO - Epoch [142][3900/3940] lr: 1.755e-04, eta: 4:00:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.6131, loss: 1.6131 +2025-06-27 01:35:29,382 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-06-27 01:39:04,774 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 01:39:05,237 - pyskl - INFO - +top1_acc 0.8918 +top5_acc 0.9842 +2025-06-27 01:39:05,292 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_141.pth was removed +2025-06-27 01:39:06,325 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2025-06-27 01:39:06,327 - pyskl - INFO - Best top1_acc is 0.8918 at 142 epoch. +2025-06-27 01:39:06,346 - pyskl - INFO - Epoch(val) [142][3183] top1_acc: 0.8918, top5_acc: 0.9842 +2025-06-27 01:40:15,642 - pyskl - INFO - Epoch [143][100/3940] lr: 1.740e-04, eta: 3:59:33, time: 0.693, data_time: 0.236, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5529, loss: 1.5529 +2025-06-27 01:41:01,270 - pyskl - INFO - Epoch [143][200/3940] lr: 1.729e-04, eta: 3:58:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.5772, loss: 1.5772 +2025-06-27 01:41:46,990 - pyskl - INFO - Epoch [143][300/3940] lr: 1.718e-04, eta: 3:58:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5683, loss: 1.5683 +2025-06-27 01:42:33,262 - pyskl - INFO - Epoch [143][400/3940] lr: 1.707e-04, eta: 3:57:16, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.4804, loss: 1.4804 +2025-06-27 01:43:19,373 - pyskl - INFO - Epoch [143][500/3940] lr: 1.696e-04, eta: 3:56:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5649, loss: 1.5649 +2025-06-27 01:44:05,353 - pyskl - INFO - Epoch [143][600/3940] lr: 1.685e-04, eta: 3:55:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.5630, loss: 1.5630 +2025-06-27 01:44:51,341 - pyskl - INFO - Epoch [143][700/3940] lr: 1.674e-04, eta: 3:54:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5394, loss: 1.5394 +2025-06-27 01:45:36,942 - pyskl - INFO - Epoch [143][800/3940] lr: 1.663e-04, eta: 3:54:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.5637, loss: 1.5637 +2025-06-27 01:46:22,342 - pyskl - INFO - Epoch [143][900/3940] lr: 1.652e-04, eta: 3:53:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6352, loss: 1.6352 +2025-06-27 01:47:07,982 - pyskl - INFO - Epoch [143][1000/3940] lr: 1.642e-04, eta: 3:52:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5489, loss: 1.5489 +2025-06-27 01:47:53,587 - pyskl - INFO - Epoch [143][1100/3940] lr: 1.631e-04, eta: 3:51:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.5082, loss: 1.5082 +2025-06-27 01:48:39,184 - pyskl - INFO - Epoch [143][1200/3940] lr: 1.620e-04, eta: 3:51:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.5891, loss: 1.5891 +2025-06-27 01:49:24,751 - pyskl - INFO - Epoch [143][1300/3940] lr: 1.609e-04, eta: 3:50:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5667, loss: 1.5667 +2025-06-27 01:50:10,310 - pyskl - INFO - Epoch [143][1400/3940] lr: 1.599e-04, eta: 3:49:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.5653, loss: 1.5653 +2025-06-27 01:50:55,786 - pyskl - INFO - Epoch [143][1500/3940] lr: 1.588e-04, eta: 3:48:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.6022, loss: 1.6022 +2025-06-27 01:51:41,272 - pyskl - INFO - Epoch [143][1600/3940] lr: 1.578e-04, eta: 3:48:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.5276, loss: 1.5276 +2025-06-27 01:52:26,847 - pyskl - INFO - Epoch [143][1700/3940] lr: 1.567e-04, eta: 3:47:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.6033, loss: 1.6033 +2025-06-27 01:53:12,280 - pyskl - INFO - Epoch [143][1800/3940] lr: 1.557e-04, eta: 3:46:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.5493, loss: 1.5493 +2025-06-27 01:53:57,808 - pyskl - INFO - Epoch [143][1900/3940] lr: 1.546e-04, eta: 3:45:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.5485, loss: 1.5485 +2025-06-27 01:54:43,274 - pyskl - INFO - Epoch [143][2000/3940] lr: 1.536e-04, eta: 3:45:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5679, loss: 1.5679 +2025-06-27 01:55:28,731 - pyskl - INFO - Epoch [143][2100/3940] lr: 1.526e-04, eta: 3:44:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6219, loss: 1.6219 +2025-06-27 01:56:14,322 - pyskl - INFO - Epoch [143][2200/3940] lr: 1.515e-04, eta: 3:43:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.6315, loss: 1.6315 +2025-06-27 01:56:59,900 - pyskl - INFO - Epoch [143][2300/3940] lr: 1.505e-04, eta: 3:42:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.4764, loss: 1.4764 +2025-06-27 01:57:45,412 - pyskl - INFO - Epoch [143][2400/3940] lr: 1.495e-04, eta: 3:42:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5307, loss: 1.5307 +2025-06-27 01:58:30,862 - pyskl - INFO - Epoch [143][2500/3940] lr: 1.484e-04, eta: 3:41:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 1.6285, loss: 1.6285 +2025-06-27 01:59:16,289 - pyskl - INFO - Epoch [143][2600/3940] lr: 1.474e-04, eta: 3:40:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.5742, loss: 1.5742 +2025-06-27 02:00:01,820 - pyskl - INFO - Epoch [143][2700/3940] lr: 1.464e-04, eta: 3:39:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.5862, loss: 1.5862 +2025-06-27 02:00:47,366 - pyskl - INFO - Epoch [143][2800/3940] lr: 1.454e-04, eta: 3:38:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.6092, loss: 1.6092 +2025-06-27 02:01:32,920 - pyskl - INFO - Epoch [143][2900/3940] lr: 1.444e-04, eta: 3:38:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5568, loss: 1.5568 +2025-06-27 02:02:18,430 - pyskl - INFO - Epoch [143][3000/3940] lr: 1.434e-04, eta: 3:37:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.5932, loss: 1.5932 +2025-06-27 02:03:03,953 - pyskl - INFO - Epoch [143][3100/3940] lr: 1.424e-04, eta: 3:36:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.5382, loss: 1.5382 +2025-06-27 02:03:49,450 - pyskl - INFO - Epoch [143][3200/3940] lr: 1.414e-04, eta: 3:35:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5846, loss: 1.5846 +2025-06-27 02:04:35,030 - pyskl - INFO - Epoch [143][3300/3940] lr: 1.404e-04, eta: 3:35:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.5648, loss: 1.5648 +2025-06-27 02:05:20,575 - pyskl - INFO - Epoch [143][3400/3940] lr: 1.394e-04, eta: 3:34:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5447, loss: 1.5447 +2025-06-27 02:06:06,009 - pyskl - INFO - Epoch [143][3500/3940] lr: 1.384e-04, eta: 3:33:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 1.5610, loss: 1.5610 +2025-06-27 02:06:51,482 - pyskl - INFO - Epoch [143][3600/3940] lr: 1.374e-04, eta: 3:32:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5500, loss: 1.5500 +2025-06-27 02:07:36,971 - pyskl - INFO - Epoch [143][3700/3940] lr: 1.364e-04, eta: 3:32:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5700, loss: 1.5700 +2025-06-27 02:08:22,368 - pyskl - INFO - Epoch [143][3800/3940] lr: 1.355e-04, eta: 3:31:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5440, loss: 1.5440 +2025-06-27 02:09:07,805 - pyskl - INFO - Epoch [143][3900/3940] lr: 1.345e-04, eta: 3:30:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5978, loss: 1.5978 +2025-06-27 02:09:26,340 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-06-27 02:13:03,079 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 02:13:03,549 - pyskl - INFO - +top1_acc 0.8896 +top5_acc 0.9828 +2025-06-27 02:13:03,567 - pyskl - INFO - Epoch(val) [143][3183] top1_acc: 0.8896, top5_acc: 0.9828 +2025-06-27 02:14:14,669 - pyskl - INFO - Epoch [144][100/3940] lr: 1.331e-04, eta: 3:29:31, time: 0.711, data_time: 0.255, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.6029, loss: 1.6029 +2025-06-27 02:15:00,482 - pyskl - INFO - Epoch [144][200/3940] lr: 1.322e-04, eta: 3:28:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5416, loss: 1.5416 +2025-06-27 02:15:46,405 - pyskl - INFO - Epoch [144][300/3940] lr: 1.312e-04, eta: 3:27:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.5430, loss: 1.5430 +2025-06-27 02:16:32,357 - pyskl - INFO - Epoch [144][400/3940] lr: 1.303e-04, eta: 3:27:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.5644, loss: 1.5644 +2025-06-27 02:17:18,300 - pyskl - INFO - Epoch [144][500/3940] lr: 1.293e-04, eta: 3:26:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5687, loss: 1.5687 +2025-06-27 02:18:04,103 - pyskl - INFO - Epoch [144][600/3940] lr: 1.283e-04, eta: 3:25:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5769, loss: 1.5769 +2025-06-27 02:18:49,798 - pyskl - INFO - Epoch [144][700/3940] lr: 1.274e-04, eta: 3:24:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5258, loss: 1.5258 +2025-06-27 02:19:35,401 - pyskl - INFO - Epoch [144][800/3940] lr: 1.265e-04, eta: 3:24:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.5836, loss: 1.5836 +2025-06-27 02:20:21,004 - pyskl - INFO - Epoch [144][900/3940] lr: 1.255e-04, eta: 3:23:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.6331, loss: 1.6331 +2025-06-27 02:21:06,494 - pyskl - INFO - Epoch [144][1000/3940] lr: 1.246e-04, eta: 3:22:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4774, loss: 1.4774 +2025-06-27 02:21:51,958 - pyskl - INFO - Epoch [144][1100/3940] lr: 1.236e-04, eta: 3:21:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.5471, loss: 1.5471 +2025-06-27 02:22:37,420 - pyskl - INFO - Epoch [144][1200/3940] lr: 1.227e-04, eta: 3:21:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6060, loss: 1.6060 +2025-06-27 02:23:22,821 - pyskl - INFO - Epoch [144][1300/3940] lr: 1.218e-04, eta: 3:20:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4843, loss: 1.4843 +2025-06-27 02:24:08,300 - pyskl - INFO - Epoch [144][1400/3940] lr: 1.209e-04, eta: 3:19:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.6148, loss: 1.6148 +2025-06-27 02:24:53,685 - pyskl - INFO - Epoch [144][1500/3940] lr: 1.199e-04, eta: 3:18:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5730, loss: 1.5730 +2025-06-27 02:25:39,116 - pyskl - INFO - Epoch [144][1600/3940] lr: 1.190e-04, eta: 3:18:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.6206, loss: 1.6206 +2025-06-27 02:26:24,507 - pyskl - INFO - Epoch [144][1700/3940] lr: 1.181e-04, eta: 3:17:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.4945, loss: 1.4945 +2025-06-27 02:27:09,971 - pyskl - INFO - Epoch [144][1800/3940] lr: 1.172e-04, eta: 3:16:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.4944, loss: 1.4944 +2025-06-27 02:27:55,452 - pyskl - INFO - Epoch [144][1900/3940] lr: 1.163e-04, eta: 3:15:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5490, loss: 1.5490 +2025-06-27 02:28:40,937 - pyskl - INFO - Epoch [144][2000/3940] lr: 1.154e-04, eta: 3:15:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6056, loss: 1.6056 +2025-06-27 02:29:26,392 - pyskl - INFO - Epoch [144][2100/3940] lr: 1.145e-04, eta: 3:14:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.6272, loss: 1.6272 +2025-06-27 02:30:11,841 - pyskl - INFO - Epoch [144][2200/3940] lr: 1.136e-04, eta: 3:13:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5345, loss: 1.5345 +2025-06-27 02:30:57,125 - pyskl - INFO - Epoch [144][2300/3940] lr: 1.127e-04, eta: 3:12:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.5341, loss: 1.5341 +2025-06-27 02:31:42,403 - pyskl - INFO - Epoch [144][2400/3940] lr: 1.118e-04, eta: 3:11:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.6235, loss: 1.6235 +2025-06-27 02:32:27,695 - pyskl - INFO - Epoch [144][2500/3940] lr: 1.109e-04, eta: 3:11:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5238, loss: 1.5238 +2025-06-27 02:33:13,025 - pyskl - INFO - Epoch [144][2600/3940] lr: 1.100e-04, eta: 3:10:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6105, loss: 1.6105 +2025-06-27 02:33:58,419 - pyskl - INFO - Epoch [144][2700/3940] lr: 1.092e-04, eta: 3:09:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.6042, loss: 1.6042 +2025-06-27 02:34:43,959 - pyskl - INFO - Epoch [144][2800/3940] lr: 1.083e-04, eta: 3:08:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5654, loss: 1.5654 +2025-06-27 02:35:29,461 - pyskl - INFO - Epoch [144][2900/3940] lr: 1.074e-04, eta: 3:08:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5890, loss: 1.5890 +2025-06-27 02:36:14,985 - pyskl - INFO - Epoch [144][3000/3940] lr: 1.066e-04, eta: 3:07:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5410, loss: 1.5410 +2025-06-27 02:37:00,552 - pyskl - INFO - Epoch [144][3100/3940] lr: 1.057e-04, eta: 3:06:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.5860, loss: 1.5860 +2025-06-27 02:37:46,001 - pyskl - INFO - Epoch [144][3200/3940] lr: 1.048e-04, eta: 3:05:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5206, loss: 1.5206 +2025-06-27 02:38:31,362 - pyskl - INFO - Epoch [144][3300/3940] lr: 1.040e-04, eta: 3:05:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.4963, loss: 1.4963 +2025-06-27 02:39:16,719 - pyskl - INFO - Epoch [144][3400/3940] lr: 1.031e-04, eta: 3:04:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.5393, loss: 1.5393 +2025-06-27 02:40:02,175 - pyskl - INFO - Epoch [144][3500/3940] lr: 1.023e-04, eta: 3:03:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5222, loss: 1.5222 +2025-06-27 02:40:47,890 - pyskl - INFO - Epoch [144][3600/3940] lr: 1.014e-04, eta: 3:02:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.5784, loss: 1.5784 +2025-06-27 02:41:33,272 - pyskl - INFO - Epoch [144][3700/3940] lr: 1.006e-04, eta: 3:02:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6048, loss: 1.6048 +2025-06-27 02:42:18,537 - pyskl - INFO - Epoch [144][3800/3940] lr: 9.974e-05, eta: 3:01:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5635, loss: 1.5635 +2025-06-27 02:43:03,799 - pyskl - INFO - Epoch [144][3900/3940] lr: 9.891e-05, eta: 3:00:32, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.5773, loss: 1.5773 +2025-06-27 02:43:22,325 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-06-27 02:46:56,730 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 02:46:57,225 - pyskl - INFO - +top1_acc 0.8882 +top5_acc 0.9824 +2025-06-27 02:46:57,257 - pyskl - INFO - Epoch(val) [144][3183] top1_acc: 0.8882, top5_acc: 0.9824 +2025-06-27 02:48:07,341 - pyskl - INFO - Epoch [145][100/3940] lr: 9.774e-05, eta: 2:59:28, time: 0.701, data_time: 0.243, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5749, loss: 1.5749 +2025-06-27 02:48:52,821 - pyskl - INFO - Epoch [145][200/3940] lr: 9.692e-05, eta: 2:58:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.5716, loss: 1.5716 +2025-06-27 02:49:38,343 - pyskl - INFO - Epoch [145][300/3940] lr: 9.609e-05, eta: 2:57:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5851, loss: 1.5851 +2025-06-27 02:50:23,878 - pyskl - INFO - Epoch [145][400/3940] lr: 9.527e-05, eta: 2:57:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.6139, loss: 1.6139 +2025-06-27 02:51:09,533 - pyskl - INFO - Epoch [145][500/3940] lr: 9.445e-05, eta: 2:56:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.5845, loss: 1.5845 +2025-06-27 02:51:55,155 - pyskl - INFO - Epoch [145][600/3940] lr: 9.364e-05, eta: 2:55:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5015, loss: 1.5015 +2025-06-27 02:52:40,715 - pyskl - INFO - Epoch [145][700/3940] lr: 9.283e-05, eta: 2:54:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.5668, loss: 1.5668 +2025-06-27 02:53:26,258 - pyskl - INFO - Epoch [145][800/3940] lr: 9.202e-05, eta: 2:54:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5731, loss: 1.5731 +2025-06-27 02:54:11,806 - pyskl - INFO - Epoch [145][900/3940] lr: 9.122e-05, eta: 2:53:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9975, loss_cls: 1.5993, loss: 1.5993 +2025-06-27 02:54:57,365 - pyskl - INFO - Epoch [145][1000/3940] lr: 9.042e-05, eta: 2:52:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.5465, loss: 1.5465 +2025-06-27 02:55:42,868 - pyskl - INFO - Epoch [145][1100/3940] lr: 8.963e-05, eta: 2:51:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.5271, loss: 1.5271 +2025-06-27 02:56:28,370 - pyskl - INFO - Epoch [145][1200/3940] lr: 8.883e-05, eta: 2:51:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.5340, loss: 1.5340 +2025-06-27 02:57:13,874 - pyskl - INFO - Epoch [145][1300/3940] lr: 8.804e-05, eta: 2:50:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5370, loss: 1.5370 +2025-06-27 02:57:59,211 - pyskl - INFO - Epoch [145][1400/3940] lr: 8.726e-05, eta: 2:49:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5494, loss: 1.5494 +2025-06-27 02:58:44,527 - pyskl - INFO - Epoch [145][1500/3940] lr: 8.648e-05, eta: 2:48:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.6016, loss: 1.6016 +2025-06-27 02:59:29,904 - pyskl - INFO - Epoch [145][1600/3940] lr: 8.570e-05, eta: 2:48:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5046, loss: 1.5046 +2025-06-27 03:00:15,226 - pyskl - INFO - Epoch [145][1700/3940] lr: 8.492e-05, eta: 2:47:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9981, loss_cls: 1.5206, loss: 1.5206 +2025-06-27 03:01:00,519 - pyskl - INFO - Epoch [145][1800/3940] lr: 8.415e-05, eta: 2:46:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4869, loss: 1.4869 +2025-06-27 03:01:45,833 - pyskl - INFO - Epoch [145][1900/3940] lr: 8.338e-05, eta: 2:45:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5578, loss: 1.5578 +2025-06-27 03:02:31,099 - pyskl - INFO - Epoch [145][2000/3940] lr: 8.262e-05, eta: 2:44:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6456, loss: 1.6456 +2025-06-27 03:03:16,408 - pyskl - INFO - Epoch [145][2100/3940] lr: 8.186e-05, eta: 2:44:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.5818, loss: 1.5818 +2025-06-27 03:04:01,699 - pyskl - INFO - Epoch [145][2200/3940] lr: 8.110e-05, eta: 2:43:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.5758, loss: 1.5758 +2025-06-27 03:04:46,948 - pyskl - INFO - Epoch [145][2300/3940] lr: 8.035e-05, eta: 2:42:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9981, loss_cls: 1.5949, loss: 1.5949 +2025-06-27 03:05:32,271 - pyskl - INFO - Epoch [145][2400/3940] lr: 7.960e-05, eta: 2:41:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.5901, loss: 1.5901 +2025-06-27 03:06:17,639 - pyskl - INFO - Epoch [145][2500/3940] lr: 7.885e-05, eta: 2:41:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.5670, loss: 1.5670 +2025-06-27 03:07:03,285 - pyskl - INFO - Epoch [145][2600/3940] lr: 7.811e-05, eta: 2:40:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.5673, loss: 1.5673 +2025-06-27 03:07:48,733 - pyskl - INFO - Epoch [145][2700/3940] lr: 7.737e-05, eta: 2:39:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5192, loss: 1.5192 +2025-06-27 03:08:34,189 - pyskl - INFO - Epoch [145][2800/3940] lr: 7.663e-05, eta: 2:38:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.5298, loss: 1.5298 +2025-06-27 03:09:19,640 - pyskl - INFO - Epoch [145][2900/3940] lr: 7.590e-05, eta: 2:38:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5185, loss: 1.5185 +2025-06-27 03:10:05,188 - pyskl - INFO - Epoch [145][3000/3940] lr: 7.517e-05, eta: 2:37:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.5230, loss: 1.5230 +2025-06-27 03:10:50,673 - pyskl - INFO - Epoch [145][3100/3940] lr: 7.444e-05, eta: 2:36:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.4609, loss: 1.4609 +2025-06-27 03:11:36,096 - pyskl - INFO - Epoch [145][3200/3940] lr: 7.372e-05, eta: 2:35:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5267, loss: 1.5267 +2025-06-27 03:12:21,515 - pyskl - INFO - Epoch [145][3300/3940] lr: 7.300e-05, eta: 2:35:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4918, loss: 1.4918 +2025-06-27 03:13:07,069 - pyskl - INFO - Epoch [145][3400/3940] lr: 7.229e-05, eta: 2:34:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9975, loss_cls: 1.5567, loss: 1.5567 +2025-06-27 03:13:52,605 - pyskl - INFO - Epoch [145][3500/3940] lr: 7.157e-05, eta: 2:33:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.5516, loss: 1.5516 +2025-06-27 03:14:38,162 - pyskl - INFO - Epoch [145][3600/3940] lr: 7.087e-05, eta: 2:32:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5674, loss: 1.5674 +2025-06-27 03:15:23,831 - pyskl - INFO - Epoch [145][3700/3940] lr: 7.016e-05, eta: 2:32:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5396, loss: 1.5396 +2025-06-27 03:16:09,411 - pyskl - INFO - Epoch [145][3800/3940] lr: 6.946e-05, eta: 2:31:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5183, loss: 1.5183 +2025-06-27 03:16:54,876 - pyskl - INFO - Epoch [145][3900/3940] lr: 6.876e-05, eta: 2:30:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.5243, loss: 1.5243 +2025-06-27 03:17:13,443 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-06-27 03:35:01,083 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 03:35:01,560 - pyskl - INFO - +top1_acc 0.8894 +top5_acc 0.9828 +2025-06-27 03:35:01,584 - pyskl - INFO - Epoch(val) [145][3183] top1_acc: 0.8894, top5_acc: 0.9828 +2025-06-27 03:36:12,726 - pyskl - INFO - Epoch [146][100/3940] lr: 6.779e-05, eta: 2:29:26, time: 0.711, data_time: 0.252, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5085, loss: 1.5085 +2025-06-27 03:36:58,438 - pyskl - INFO - Epoch [146][200/3940] lr: 6.710e-05, eta: 2:28:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5462, loss: 1.5462 +2025-06-27 03:37:44,158 - pyskl - INFO - Epoch [146][300/3940] lr: 6.642e-05, eta: 2:27:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5610, loss: 1.5610 +2025-06-27 03:38:29,850 - pyskl - INFO - Epoch [146][400/3940] lr: 6.573e-05, eta: 2:27:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4975, loss: 1.4975 +2025-06-27 03:39:15,681 - pyskl - INFO - Epoch [146][500/3940] lr: 6.505e-05, eta: 2:26:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 1.5591, loss: 1.5591 +2025-06-27 03:40:01,352 - pyskl - INFO - Epoch [146][600/3940] lr: 6.438e-05, eta: 2:25:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.5907, loss: 1.5907 +2025-06-27 03:40:47,004 - pyskl - INFO - Epoch [146][700/3940] lr: 6.371e-05, eta: 2:24:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4878, loss: 1.4878 +2025-06-27 03:41:32,435 - pyskl - INFO - Epoch [146][800/3940] lr: 6.304e-05, eta: 2:24:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5780, loss: 1.5780 +2025-06-27 03:42:18,307 - pyskl - INFO - Epoch [146][900/3940] lr: 6.237e-05, eta: 2:23:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.5279, loss: 1.5279 +2025-06-27 03:43:03,944 - pyskl - INFO - Epoch [146][1000/3940] lr: 6.171e-05, eta: 2:22:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.5615, loss: 1.5615 +2025-06-27 03:43:49,502 - pyskl - INFO - Epoch [146][1100/3940] lr: 6.106e-05, eta: 2:21:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.4875, loss: 1.4875 +2025-06-27 03:44:35,269 - pyskl - INFO - Epoch [146][1200/3940] lr: 6.040e-05, eta: 2:21:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5838, loss: 1.5838 +2025-06-27 03:45:20,856 - pyskl - INFO - Epoch [146][1300/3940] lr: 5.975e-05, eta: 2:20:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4880, loss: 1.4880 +2025-06-27 03:46:06,406 - pyskl - INFO - Epoch [146][1400/3940] lr: 5.910e-05, eta: 2:19:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5383, loss: 1.5383 +2025-06-27 03:46:51,934 - pyskl - INFO - Epoch [146][1500/3940] lr: 5.846e-05, eta: 2:18:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4957, loss: 1.4957 +2025-06-27 03:47:37,611 - pyskl - INFO - Epoch [146][1600/3940] lr: 5.782e-05, eta: 2:17:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5566, loss: 1.5566 +2025-06-27 03:48:23,154 - pyskl - INFO - Epoch [146][1700/3940] lr: 5.718e-05, eta: 2:17:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5338, loss: 1.5338 +2025-06-27 03:49:08,733 - pyskl - INFO - Epoch [146][1800/3940] lr: 5.655e-05, eta: 2:16:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9988, loss_cls: 1.5498, loss: 1.5498 +2025-06-27 03:49:54,303 - pyskl - INFO - Epoch [146][1900/3940] lr: 5.592e-05, eta: 2:15:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.4610, loss: 1.4610 +2025-06-27 03:50:39,913 - pyskl - INFO - Epoch [146][2000/3940] lr: 5.529e-05, eta: 2:14:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5412, loss: 1.5412 +2025-06-27 03:51:25,541 - pyskl - INFO - Epoch [146][2100/3940] lr: 5.467e-05, eta: 2:14:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5724, loss: 1.5724 +2025-06-27 03:52:11,218 - pyskl - INFO - Epoch [146][2200/3940] lr: 5.405e-05, eta: 2:13:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.5688, loss: 1.5688 +2025-06-27 03:52:56,849 - pyskl - INFO - Epoch [146][2300/3940] lr: 5.344e-05, eta: 2:12:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5659, loss: 1.5659 +2025-06-27 03:53:42,431 - pyskl - INFO - Epoch [146][2400/3940] lr: 5.283e-05, eta: 2:11:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.5253, loss: 1.5253 +2025-06-27 03:54:27,947 - pyskl - INFO - Epoch [146][2500/3940] lr: 5.222e-05, eta: 2:11:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.4986, loss: 1.4986 +2025-06-27 03:55:13,467 - pyskl - INFO - Epoch [146][2600/3940] lr: 5.161e-05, eta: 2:10:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.5523, loss: 1.5523 +2025-06-27 03:55:59,059 - pyskl - INFO - Epoch [146][2700/3940] lr: 5.101e-05, eta: 2:09:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5749, loss: 1.5749 +2025-06-27 03:56:44,634 - pyskl - INFO - Epoch [146][2800/3940] lr: 5.041e-05, eta: 2:08:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5729, loss: 1.5729 +2025-06-27 03:57:30,149 - pyskl - INFO - Epoch [146][2900/3940] lr: 4.982e-05, eta: 2:08:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5120, loss: 1.5120 +2025-06-27 03:58:15,629 - pyskl - INFO - Epoch [146][3000/3940] lr: 4.923e-05, eta: 2:07:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.5724, loss: 1.5724 +2025-06-27 03:59:01,179 - pyskl - INFO - Epoch [146][3100/3940] lr: 4.864e-05, eta: 2:06:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5312, loss: 1.5312 +2025-06-27 03:59:46,573 - pyskl - INFO - Epoch [146][3200/3940] lr: 4.806e-05, eta: 2:05:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5187, loss: 1.5187 +2025-06-27 04:00:32,028 - pyskl - INFO - Epoch [146][3300/3940] lr: 4.748e-05, eta: 2:05:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.5130, loss: 1.5130 +2025-06-27 04:01:17,471 - pyskl - INFO - Epoch [146][3400/3940] lr: 4.690e-05, eta: 2:04:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.5956, loss: 1.5956 +2025-06-27 04:02:02,878 - pyskl - INFO - Epoch [146][3500/3940] lr: 4.633e-05, eta: 2:03:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5401, loss: 1.5401 +2025-06-27 04:02:48,346 - pyskl - INFO - Epoch [146][3600/3940] lr: 4.576e-05, eta: 2:02:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 1.5217, loss: 1.5217 +2025-06-27 04:03:33,697 - pyskl - INFO - Epoch [146][3700/3940] lr: 4.519e-05, eta: 2:01:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.5119, loss: 1.5119 +2025-06-27 04:04:19,256 - pyskl - INFO - Epoch [146][3800/3940] lr: 4.463e-05, eta: 2:01:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5342, loss: 1.5342 +2025-06-27 04:05:04,744 - pyskl - INFO - Epoch [146][3900/3940] lr: 4.407e-05, eta: 2:00:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.5118, loss: 1.5118 +2025-06-27 04:05:23,264 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-06-27 04:08:57,197 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 04:08:57,660 - pyskl - INFO - +top1_acc 0.8922 +top5_acc 0.9828 +2025-06-27 04:08:57,715 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_142.pth was removed +2025-06-27 04:08:58,754 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_146.pth. +2025-06-27 04:08:58,756 - pyskl - INFO - Best top1_acc is 0.8922 at 146 epoch. +2025-06-27 04:08:58,774 - pyskl - INFO - Epoch(val) [146][3183] top1_acc: 0.8922, top5_acc: 0.9828 +2025-06-27 04:10:08,021 - pyskl - INFO - Epoch [147][100/3940] lr: 4.329e-05, eta: 1:59:23, time: 0.692, data_time: 0.237, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5463, loss: 1.5463 +2025-06-27 04:10:53,544 - pyskl - INFO - Epoch [147][200/3940] lr: 4.274e-05, eta: 1:58:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.5160, loss: 1.5160 +2025-06-27 04:11:38,973 - pyskl - INFO - Epoch [147][300/3940] lr: 4.219e-05, eta: 1:57:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5238, loss: 1.5238 +2025-06-27 04:12:24,452 - pyskl - INFO - Epoch [147][400/3940] lr: 4.165e-05, eta: 1:57:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5118, loss: 1.5118 +2025-06-27 04:13:09,867 - pyskl - INFO - Epoch [147][500/3940] lr: 4.111e-05, eta: 1:56:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.5321, loss: 1.5321 +2025-06-27 04:13:55,585 - pyskl - INFO - Epoch [147][600/3940] lr: 4.057e-05, eta: 1:55:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.5283, loss: 1.5283 +2025-06-27 04:14:41,059 - pyskl - INFO - Epoch [147][700/3940] lr: 4.004e-05, eta: 1:54:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5425, loss: 1.5425 +2025-06-27 04:15:26,527 - pyskl - INFO - Epoch [147][800/3940] lr: 3.951e-05, eta: 1:54:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4701, loss: 1.4701 +2025-06-27 04:16:12,314 - pyskl - INFO - Epoch [147][900/3940] lr: 3.898e-05, eta: 1:53:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5451, loss: 1.5451 +2025-06-27 04:16:57,862 - pyskl - INFO - Epoch [147][1000/3940] lr: 3.846e-05, eta: 1:52:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9975, loss_cls: 1.5098, loss: 1.5098 +2025-06-27 04:17:43,381 - pyskl - INFO - Epoch [147][1100/3940] lr: 3.794e-05, eta: 1:51:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.4953, loss: 1.4953 +2025-06-27 04:18:28,884 - pyskl - INFO - Epoch [147][1200/3940] lr: 3.743e-05, eta: 1:51:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5048, loss: 1.5048 +2025-06-27 04:19:14,321 - pyskl - INFO - Epoch [147][1300/3940] lr: 3.691e-05, eta: 1:50:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5648, loss: 1.5648 +2025-06-27 04:19:59,752 - pyskl - INFO - Epoch [147][1400/3940] lr: 3.641e-05, eta: 1:49:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.5374, loss: 1.5374 +2025-06-27 04:20:45,266 - pyskl - INFO - Epoch [147][1500/3940] lr: 3.590e-05, eta: 1:48:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5070, loss: 1.5070 +2025-06-27 04:21:30,792 - pyskl - INFO - Epoch [147][1600/3940] lr: 3.540e-05, eta: 1:47:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5315, loss: 1.5315 +2025-06-27 04:22:16,345 - pyskl - INFO - Epoch [147][1700/3940] lr: 3.490e-05, eta: 1:47:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.5292, loss: 1.5292 +2025-06-27 04:23:01,907 - pyskl - INFO - Epoch [147][1800/3940] lr: 3.441e-05, eta: 1:46:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5196, loss: 1.5196 +2025-06-27 04:23:47,424 - pyskl - INFO - Epoch [147][1900/3940] lr: 3.392e-05, eta: 1:45:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.5503, loss: 1.5503 +2025-06-27 04:24:32,976 - pyskl - INFO - Epoch [147][2000/3940] lr: 3.343e-05, eta: 1:44:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.5363, loss: 1.5363 +2025-06-27 04:25:18,517 - pyskl - INFO - Epoch [147][2100/3940] lr: 3.294e-05, eta: 1:44:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.4880, loss: 1.4880 +2025-06-27 04:26:04,012 - pyskl - INFO - Epoch [147][2200/3940] lr: 3.246e-05, eta: 1:43:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9988, loss_cls: 1.4712, loss: 1.4712 +2025-06-27 04:26:49,615 - pyskl - INFO - Epoch [147][2300/3940] lr: 3.199e-05, eta: 1:42:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.5418, loss: 1.5418 +2025-06-27 04:27:35,283 - pyskl - INFO - Epoch [147][2400/3940] lr: 3.151e-05, eta: 1:41:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.5787, loss: 1.5787 +2025-06-27 04:28:20,902 - pyskl - INFO - Epoch [147][2500/3940] lr: 3.104e-05, eta: 1:41:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.6063, loss: 1.6063 +2025-06-27 04:29:06,523 - pyskl - INFO - Epoch [147][2600/3940] lr: 3.058e-05, eta: 1:40:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.4745, loss: 1.4745 +2025-06-27 04:29:52,176 - pyskl - INFO - Epoch [147][2700/3940] lr: 3.012e-05, eta: 1:39:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5628, loss: 1.5628 +2025-06-27 04:30:37,898 - pyskl - INFO - Epoch [147][2800/3940] lr: 2.966e-05, eta: 1:38:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.4629, loss: 1.4629 +2025-06-27 04:31:23,675 - pyskl - INFO - Epoch [147][2900/3940] lr: 2.920e-05, eta: 1:38:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.5532, loss: 1.5532 +2025-06-27 04:32:09,518 - pyskl - INFO - Epoch [147][3000/3940] lr: 2.875e-05, eta: 1:37:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5139, loss: 1.5139 +2025-06-27 04:32:55,261 - pyskl - INFO - Epoch [147][3100/3940] lr: 2.830e-05, eta: 1:36:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5164, loss: 1.5164 +2025-06-27 04:33:40,764 - pyskl - INFO - Epoch [147][3200/3940] lr: 2.785e-05, eta: 1:35:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5572, loss: 1.5572 +2025-06-27 04:34:26,274 - pyskl - INFO - Epoch [147][3300/3940] lr: 2.741e-05, eta: 1:34:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6077, loss: 1.6077 +2025-06-27 04:35:11,743 - pyskl - INFO - Epoch [147][3400/3940] lr: 2.697e-05, eta: 1:34:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5190, loss: 1.5190 +2025-06-27 04:35:57,183 - pyskl - INFO - Epoch [147][3500/3940] lr: 2.654e-05, eta: 1:33:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9975, loss_cls: 1.6105, loss: 1.6105 +2025-06-27 04:36:42,630 - pyskl - INFO - Epoch [147][3600/3940] lr: 2.611e-05, eta: 1:32:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5538, loss: 1.5538 +2025-06-27 04:37:28,070 - pyskl - INFO - Epoch [147][3700/3940] lr: 2.568e-05, eta: 1:31:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.4949, loss: 1.4949 +2025-06-27 04:38:13,489 - pyskl - INFO - Epoch [147][3800/3940] lr: 2.526e-05, eta: 1:31:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5299, loss: 1.5299 +2025-06-27 04:38:58,898 - pyskl - INFO - Epoch [147][3900/3940] lr: 2.484e-05, eta: 1:30:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.5476, loss: 1.5476 +2025-06-27 04:39:17,296 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-06-27 04:42:53,946 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 04:42:54,417 - pyskl - INFO - +top1_acc 0.8905 +top5_acc 0.9821 +2025-06-27 04:42:54,437 - pyskl - INFO - Epoch(val) [147][3183] top1_acc: 0.8905, top5_acc: 0.9821 +2025-06-27 04:44:04,235 - pyskl - INFO - Epoch [148][100/3940] lr: 2.425e-05, eta: 1:29:21, time: 0.698, data_time: 0.242, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5393, loss: 1.5393 +2025-06-27 04:44:49,824 - pyskl - INFO - Epoch [148][200/3940] lr: 2.384e-05, eta: 1:28:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6004, loss: 1.6004 +2025-06-27 04:45:35,236 - pyskl - INFO - Epoch [148][300/3940] lr: 2.343e-05, eta: 1:27:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5043, loss: 1.5043 +2025-06-27 04:46:20,622 - pyskl - INFO - Epoch [148][400/3940] lr: 2.303e-05, eta: 1:27:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.4867, loss: 1.4867 +2025-06-27 04:47:06,001 - pyskl - INFO - Epoch [148][500/3940] lr: 2.263e-05, eta: 1:26:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4991, loss: 1.4991 +2025-06-27 04:47:51,457 - pyskl - INFO - Epoch [148][600/3940] lr: 2.223e-05, eta: 1:25:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5510, loss: 1.5510 +2025-06-27 04:48:36,912 - pyskl - INFO - Epoch [148][700/3940] lr: 2.184e-05, eta: 1:24:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5318, loss: 1.5318 +2025-06-27 04:49:22,303 - pyskl - INFO - Epoch [148][800/3940] lr: 2.144e-05, eta: 1:24:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5339, loss: 1.5339 +2025-06-27 04:50:07,773 - pyskl - INFO - Epoch [148][900/3940] lr: 2.106e-05, eta: 1:23:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5432, loss: 1.5432 +2025-06-27 04:50:53,198 - pyskl - INFO - Epoch [148][1000/3940] lr: 2.067e-05, eta: 1:22:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5192, loss: 1.5192 +2025-06-27 04:51:38,672 - pyskl - INFO - Epoch [148][1100/3940] lr: 2.029e-05, eta: 1:21:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4825, loss: 1.4825 +2025-06-27 04:52:24,041 - pyskl - INFO - Epoch [148][1200/3940] lr: 1.992e-05, eta: 1:20:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.5245, loss: 1.5245 +2025-06-27 04:53:09,476 - pyskl - INFO - Epoch [148][1300/3940] lr: 1.954e-05, eta: 1:20:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5448, loss: 1.5448 +2025-06-27 04:53:54,961 - pyskl - INFO - Epoch [148][1400/3940] lr: 1.917e-05, eta: 1:19:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5051, loss: 1.5051 +2025-06-27 04:54:40,483 - pyskl - INFO - Epoch [148][1500/3940] lr: 1.881e-05, eta: 1:18:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.4980, loss: 1.4980 +2025-06-27 04:55:25,942 - pyskl - INFO - Epoch [148][1600/3940] lr: 1.845e-05, eta: 1:17:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.5425, loss: 1.5425 +2025-06-27 04:56:11,441 - pyskl - INFO - Epoch [148][1700/3940] lr: 1.809e-05, eta: 1:17:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5315, loss: 1.5315 +2025-06-27 04:56:56,807 - pyskl - INFO - Epoch [148][1800/3940] lr: 1.773e-05, eta: 1:16:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5344, loss: 1.5344 +2025-06-27 04:57:42,159 - pyskl - INFO - Epoch [148][1900/3940] lr: 1.738e-05, eta: 1:15:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6021, loss: 1.6021 +2025-06-27 04:58:27,523 - pyskl - INFO - Epoch [148][2000/3940] lr: 1.703e-05, eta: 1:14:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.5241, loss: 1.5241 +2025-06-27 04:59:12,970 - pyskl - INFO - Epoch [148][2100/3940] lr: 1.669e-05, eta: 1:14:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5655, loss: 1.5655 +2025-06-27 04:59:58,449 - pyskl - INFO - Epoch [148][2200/3940] lr: 1.634e-05, eta: 1:13:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5153, loss: 1.5153 +2025-06-27 05:00:43,817 - pyskl - INFO - Epoch [148][2300/3940] lr: 1.601e-05, eta: 1:12:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9981, loss_cls: 1.4753, loss: 1.4753 +2025-06-27 05:01:29,175 - pyskl - INFO - Epoch [148][2400/3940] lr: 1.567e-05, eta: 1:11:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.5841, loss: 1.5841 +2025-06-27 05:02:14,468 - pyskl - INFO - Epoch [148][2500/3940] lr: 1.534e-05, eta: 1:11:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.5140, loss: 1.5140 +2025-06-27 05:02:59,849 - pyskl - INFO - Epoch [148][2600/3940] lr: 1.501e-05, eta: 1:10:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4939, loss: 1.4939 +2025-06-27 05:03:45,233 - pyskl - INFO - Epoch [148][2700/3940] lr: 1.469e-05, eta: 1:09:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.5400, loss: 1.5400 +2025-06-27 05:04:30,534 - pyskl - INFO - Epoch [148][2800/3940] lr: 1.437e-05, eta: 1:08:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.4996, loss: 1.4996 +2025-06-27 05:05:15,720 - pyskl - INFO - Epoch [148][2900/3940] lr: 1.405e-05, eta: 1:08:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5011, loss: 1.5011 +2025-06-27 05:06:00,983 - pyskl - INFO - Epoch [148][3000/3940] lr: 1.374e-05, eta: 1:07:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.5626, loss: 1.5626 +2025-06-27 05:06:46,316 - pyskl - INFO - Epoch [148][3100/3940] lr: 1.343e-05, eta: 1:06:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.6225, loss: 1.6225 +2025-06-27 05:07:31,541 - pyskl - INFO - Epoch [148][3200/3940] lr: 1.312e-05, eta: 1:05:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.4752, loss: 1.4752 +2025-06-27 05:08:16,715 - pyskl - INFO - Epoch [148][3300/3940] lr: 1.282e-05, eta: 1:04:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5394, loss: 1.5394 +2025-06-27 05:09:01,953 - pyskl - INFO - Epoch [148][3400/3940] lr: 1.252e-05, eta: 1:04:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.5177, loss: 1.5177 +2025-06-27 05:09:47,202 - pyskl - INFO - Epoch [148][3500/3940] lr: 1.223e-05, eta: 1:03:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5129, loss: 1.5129 +2025-06-27 05:10:32,421 - pyskl - INFO - Epoch [148][3600/3940] lr: 1.193e-05, eta: 1:02:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.5466, loss: 1.5466 +2025-06-27 05:11:17,657 - pyskl - INFO - Epoch [148][3700/3940] lr: 1.165e-05, eta: 1:01:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5264, loss: 1.5264 +2025-06-27 05:12:02,920 - pyskl - INFO - Epoch [148][3800/3940] lr: 1.136e-05, eta: 1:01:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.5250, loss: 1.5250 +2025-06-27 05:12:48,213 - pyskl - INFO - Epoch [148][3900/3940] lr: 1.108e-05, eta: 1:00:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.4859, loss: 1.4859 +2025-06-27 05:13:06,642 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-06-27 05:16:42,155 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 05:16:42,629 - pyskl - INFO - +top1_acc 0.8935 +top5_acc 0.9835 +2025-06-27 05:16:42,708 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_146.pth was removed +2025-06-27 05:16:43,809 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_148.pth. +2025-06-27 05:16:43,812 - pyskl - INFO - Best top1_acc is 0.8935 at 148 epoch. +2025-06-27 05:16:43,832 - pyskl - INFO - Epoch(val) [148][3183] top1_acc: 0.8935, top5_acc: 0.9835 +2025-06-27 05:17:55,096 - pyskl - INFO - Epoch [149][100/3940] lr: 1.069e-05, eta: 0:59:18, time: 0.713, data_time: 0.254, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5140, loss: 1.5140 +2025-06-27 05:18:40,956 - pyskl - INFO - Epoch [149][200/3940] lr: 1.042e-05, eta: 0:58:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.5515, loss: 1.5515 +2025-06-27 05:19:26,655 - pyskl - INFO - Epoch [149][300/3940] lr: 1.015e-05, eta: 0:57:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.5439, loss: 1.5439 +2025-06-27 05:20:12,266 - pyskl - INFO - Epoch [149][400/3940] lr: 9.883e-06, eta: 0:57:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.4876, loss: 1.4876 +2025-06-27 05:20:57,866 - pyskl - INFO - Epoch [149][500/3940] lr: 9.620e-06, eta: 0:56:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5498, loss: 1.5498 +2025-06-27 05:21:43,456 - pyskl - INFO - Epoch [149][600/3940] lr: 9.361e-06, eta: 0:55:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.5001, loss: 1.5001 +2025-06-27 05:22:29,029 - pyskl - INFO - Epoch [149][700/3940] lr: 9.106e-06, eta: 0:54:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5002, loss: 1.5002 +2025-06-27 05:23:14,581 - pyskl - INFO - Epoch [149][800/3940] lr: 8.854e-06, eta: 0:53:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.4665, loss: 1.4665 +2025-06-27 05:24:00,122 - pyskl - INFO - Epoch [149][900/3940] lr: 8.606e-06, eta: 0:53:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5610, loss: 1.5610 +2025-06-27 05:24:45,677 - pyskl - INFO - Epoch [149][1000/3940] lr: 8.361e-06, eta: 0:52:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5361, loss: 1.5361 +2025-06-27 05:25:31,190 - pyskl - INFO - Epoch [149][1100/3940] lr: 8.120e-06, eta: 0:51:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5075, loss: 1.5075 +2025-06-27 05:26:16,735 - pyskl - INFO - Epoch [149][1200/3940] lr: 7.882e-06, eta: 0:50:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.5765, loss: 1.5765 +2025-06-27 05:27:02,286 - pyskl - INFO - Epoch [149][1300/3940] lr: 7.648e-06, eta: 0:50:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5633, loss: 1.5633 +2025-06-27 05:27:47,794 - pyskl - INFO - Epoch [149][1400/3940] lr: 7.417e-06, eta: 0:49:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5445, loss: 1.5445 +2025-06-27 05:28:33,463 - pyskl - INFO - Epoch [149][1500/3940] lr: 7.190e-06, eta: 0:48:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5100, loss: 1.5100 +2025-06-27 05:29:19,004 - pyskl - INFO - Epoch [149][1600/3940] lr: 6.967e-06, eta: 0:47:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5017, loss: 1.5017 +2025-06-27 05:30:04,416 - pyskl - INFO - Epoch [149][1700/3940] lr: 6.747e-06, eta: 0:47:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.5598, loss: 1.5598 +2025-06-27 05:30:49,824 - pyskl - INFO - Epoch [149][1800/3940] lr: 6.530e-06, eta: 0:46:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.4829, loss: 1.4829 +2025-06-27 05:31:35,247 - pyskl - INFO - Epoch [149][1900/3940] lr: 6.317e-06, eta: 0:45:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5031, loss: 1.5031 +2025-06-27 05:32:20,633 - pyskl - INFO - Epoch [149][2000/3940] lr: 6.108e-06, eta: 0:44:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5717, loss: 1.5717 +2025-06-27 05:33:06,088 - pyskl - INFO - Epoch [149][2100/3940] lr: 5.902e-06, eta: 0:44:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.4961, loss: 1.4961 +2025-06-27 05:33:51,442 - pyskl - INFO - Epoch [149][2200/3940] lr: 5.699e-06, eta: 0:43:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.4637, loss: 1.4637 +2025-06-27 05:34:36,859 - pyskl - INFO - Epoch [149][2300/3940] lr: 5.500e-06, eta: 0:42:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9981, loss_cls: 1.5761, loss: 1.5761 +2025-06-27 05:35:22,289 - pyskl - INFO - Epoch [149][2400/3940] lr: 5.305e-06, eta: 0:41:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5431, loss: 1.5431 +2025-06-27 05:36:07,744 - pyskl - INFO - Epoch [149][2500/3940] lr: 5.113e-06, eta: 0:41:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.5780, loss: 1.5780 +2025-06-27 05:36:53,122 - pyskl - INFO - Epoch [149][2600/3940] lr: 4.925e-06, eta: 0:40:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.5593, loss: 1.5593 +2025-06-27 05:37:38,572 - pyskl - INFO - Epoch [149][2700/3940] lr: 4.740e-06, eta: 0:39:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5407, loss: 1.5407 +2025-06-27 05:38:23,997 - pyskl - INFO - Epoch [149][2800/3940] lr: 4.559e-06, eta: 0:38:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.4985, loss: 1.4985 +2025-06-27 05:39:09,452 - pyskl - INFO - Epoch [149][2900/3940] lr: 4.381e-06, eta: 0:37:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5638, loss: 1.5638 +2025-06-27 05:39:54,836 - pyskl - INFO - Epoch [149][3000/3940] lr: 4.207e-06, eta: 0:37:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.4973, loss: 1.4973 +2025-06-27 05:40:40,294 - pyskl - INFO - Epoch [149][3100/3940] lr: 4.037e-06, eta: 0:36:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9981, loss_cls: 1.5311, loss: 1.5311 +2025-06-27 05:41:25,706 - pyskl - INFO - Epoch [149][3200/3940] lr: 3.870e-06, eta: 0:35:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.5845, loss: 1.5845 +2025-06-27 05:42:11,139 - pyskl - INFO - Epoch [149][3300/3940] lr: 3.706e-06, eta: 0:34:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 1.5096, loss: 1.5096 +2025-06-27 05:42:56,550 - pyskl - INFO - Epoch [149][3400/3940] lr: 3.546e-06, eta: 0:34:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.5153, loss: 1.5153 +2025-06-27 05:43:41,960 - pyskl - INFO - Epoch [149][3500/3940] lr: 3.389e-06, eta: 0:33:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.5225, loss: 1.5225 +2025-06-27 05:44:27,399 - pyskl - INFO - Epoch [149][3600/3940] lr: 3.237e-06, eta: 0:32:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5286, loss: 1.5286 +2025-06-27 05:45:12,879 - pyskl - INFO - Epoch [149][3700/3940] lr: 3.087e-06, eta: 0:31:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9975, loss_cls: 1.5312, loss: 1.5312 +2025-06-27 05:45:58,300 - pyskl - INFO - Epoch [149][3800/3940] lr: 2.941e-06, eta: 0:31:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5415, loss: 1.5415 +2025-06-27 05:46:43,720 - pyskl - INFO - Epoch [149][3900/3940] lr: 2.799e-06, eta: 0:30:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.5596, loss: 1.5596 +2025-06-27 05:47:02,161 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-06-27 05:50:37,146 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 05:50:37,634 - pyskl - INFO - +top1_acc 0.8902 +top5_acc 0.9831 +2025-06-27 05:50:37,671 - pyskl - INFO - Epoch(val) [149][3183] top1_acc: 0.8902, top5_acc: 0.9831 +2025-06-27 05:51:48,124 - pyskl - INFO - Epoch [150][100/3940] lr: 2.605e-06, eta: 0:29:16, time: 0.704, data_time: 0.246, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5318, loss: 1.5318 +2025-06-27 05:52:33,819 - pyskl - INFO - Epoch [150][200/3940] lr: 2.472e-06, eta: 0:28:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5630, loss: 1.5630 +2025-06-27 05:53:19,582 - pyskl - INFO - Epoch [150][300/3940] lr: 2.341e-06, eta: 0:27:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4694, loss: 1.4694 +2025-06-27 05:54:05,168 - pyskl - INFO - Epoch [150][400/3940] lr: 2.214e-06, eta: 0:26:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.5450, loss: 1.5450 +2025-06-27 05:54:50,721 - pyskl - INFO - Epoch [150][500/3940] lr: 2.091e-06, eta: 0:26:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9988, loss_cls: 1.4512, loss: 1.4512 +2025-06-27 05:55:36,356 - pyskl - INFO - Epoch [150][600/3940] lr: 1.971e-06, eta: 0:25:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.5859, loss: 1.5859 +2025-06-27 05:56:21,983 - pyskl - INFO - Epoch [150][700/3940] lr: 1.855e-06, eta: 0:24:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5321, loss: 1.5321 +2025-06-27 05:57:07,583 - pyskl - INFO - Epoch [150][800/3940] lr: 1.742e-06, eta: 0:23:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5030, loss: 1.5030 +2025-06-27 05:57:53,243 - pyskl - INFO - Epoch [150][900/3940] lr: 1.633e-06, eta: 0:23:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.5069, loss: 1.5069 +2025-06-27 05:58:38,842 - pyskl - INFO - Epoch [150][1000/3940] lr: 1.528e-06, eta: 0:22:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5220, loss: 1.5220 +2025-06-27 05:59:24,363 - pyskl - INFO - Epoch [150][1100/3940] lr: 1.425e-06, eta: 0:21:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.5592, loss: 1.5592 +2025-06-27 06:00:09,804 - pyskl - INFO - Epoch [150][1200/3940] lr: 1.327e-06, eta: 0:20:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5099, loss: 1.5099 +2025-06-27 06:00:55,323 - pyskl - INFO - Epoch [150][1300/3940] lr: 1.232e-06, eta: 0:20:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.5426, loss: 1.5426 +2025-06-27 06:01:40,948 - pyskl - INFO - Epoch [150][1400/3940] lr: 1.140e-06, eta: 0:19:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5723, loss: 1.5723 +2025-06-27 06:02:26,604 - pyskl - INFO - Epoch [150][1500/3940] lr: 1.052e-06, eta: 0:18:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5634, loss: 1.5634 +2025-06-27 06:03:12,269 - pyskl - INFO - Epoch [150][1600/3940] lr: 9.678e-07, eta: 0:17:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.4598, loss: 1.4598 +2025-06-27 06:03:57,842 - pyskl - INFO - Epoch [150][1700/3940] lr: 8.869e-07, eta: 0:17:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.5826, loss: 1.5826 +2025-06-27 06:04:43,461 - pyskl - INFO - Epoch [150][1800/3940] lr: 8.095e-07, eta: 0:16:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5472, loss: 1.5472 +2025-06-27 06:05:29,067 - pyskl - INFO - Epoch [150][1900/3940] lr: 7.357e-07, eta: 0:15:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4608, loss: 1.4608 +2025-06-27 06:06:14,655 - pyskl - INFO - Epoch [150][2000/3940] lr: 6.654e-07, eta: 0:14:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5850, loss: 1.5850 +2025-06-27 06:07:00,276 - pyskl - INFO - Epoch [150][2100/3940] lr: 5.986e-07, eta: 0:14:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 1.5715, loss: 1.5715 +2025-06-27 06:07:45,866 - pyskl - INFO - Epoch [150][2200/3940] lr: 5.353e-07, eta: 0:13:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.5740, loss: 1.5740 +2025-06-27 06:08:31,398 - pyskl - INFO - Epoch [150][2300/3940] lr: 4.756e-07, eta: 0:12:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5228, loss: 1.5228 +2025-06-27 06:09:16,837 - pyskl - INFO - Epoch [150][2400/3940] lr: 4.194e-07, eta: 0:11:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.4916, loss: 1.4916 +2025-06-27 06:10:02,398 - pyskl - INFO - Epoch [150][2500/3940] lr: 3.667e-07, eta: 0:10:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5050, loss: 1.5050 +2025-06-27 06:10:47,968 - pyskl - INFO - Epoch [150][2600/3940] lr: 3.176e-07, eta: 0:10:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.4866, loss: 1.4866 +2025-06-27 06:11:33,653 - pyskl - INFO - Epoch [150][2700/3940] lr: 2.720e-07, eta: 0:09:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5449, loss: 1.5449 +2025-06-27 06:12:19,149 - pyskl - INFO - Epoch [150][2800/3940] lr: 2.299e-07, eta: 0:08:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5212, loss: 1.5212 +2025-06-27 06:13:04,619 - pyskl - INFO - Epoch [150][2900/3940] lr: 1.914e-07, eta: 0:07:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5029, loss: 1.5029 +2025-06-27 06:13:50,041 - pyskl - INFO - Epoch [150][3000/3940] lr: 1.564e-07, eta: 0:07:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.5499, loss: 1.5499 +2025-06-27 06:14:35,554 - pyskl - INFO - Epoch [150][3100/3940] lr: 1.249e-07, eta: 0:06:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4980, loss: 1.4980 +2025-06-27 06:15:21,005 - pyskl - INFO - Epoch [150][3200/3940] lr: 9.697e-08, eta: 0:05:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5402, loss: 1.5402 +2025-06-27 06:16:06,437 - pyskl - INFO - Epoch [150][3300/3940] lr: 7.256e-08, eta: 0:04:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.4799, loss: 1.4799 +2025-06-27 06:16:51,947 - pyskl - INFO - Epoch [150][3400/3940] lr: 5.169e-08, eta: 0:04:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5321, loss: 1.5321 +2025-06-27 06:17:37,207 - pyskl - INFO - Epoch [150][3500/3940] lr: 3.435e-08, eta: 0:03:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.6314, loss: 1.6314 +2025-06-27 06:18:22,484 - pyskl - INFO - Epoch [150][3600/3940] lr: 2.054e-08, eta: 0:02:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4743, loss: 1.4743 +2025-06-27 06:19:07,752 - pyskl - INFO - Epoch [150][3700/3940] lr: 1.026e-08, eta: 0:01:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.5583, loss: 1.5583 +2025-06-27 06:19:53,269 - pyskl - INFO - Epoch [150][3800/3940] lr: 3.511e-09, eta: 0:01:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.4898, loss: 1.4898 +2025-06-27 06:20:38,768 - pyskl - INFO - Epoch [150][3900/3940] lr: 2.969e-10, eta: 0:00:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.5218, loss: 1.5218 +2025-06-27 06:20:57,241 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-06-27 06:24:31,079 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 06:24:31,542 - pyskl - INFO - +top1_acc 0.8894 +top5_acc 0.9830 +2025-06-27 06:24:31,561 - pyskl - INFO - Epoch(val) [150][3183] top1_acc: 0.8894, top5_acc: 0.9830 +2025-06-27 06:24:44,197 - pyskl - INFO - 50919 videos remain after valid thresholding +2025-06-27 06:54:04,217 - pyskl - INFO - Testing results of the last checkpoint +2025-06-27 06:54:04,217 - pyskl - INFO - top1_acc: 0.8914 +2025-06-27 06:54:04,217 - pyskl - INFO - top5_acc: 0.9839 +2025-06-27 06:54:04,218 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu120_xsub/k_1/best_top1_acc_epoch_148.pth +2025-06-27 07:23:46,665 - pyskl - INFO - Testing results of the best checkpoint +2025-06-27 07:23:46,666 - pyskl - INFO - top1_acc: 0.8949 +2025-06-27 07:23:46,666 - pyskl - INFO - top5_acc: 0.9840 diff --git a/ntu120_xsub/k_1/best_pred.pkl b/ntu120_xsub/k_1/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..5de20ff74579c2143782b68190ca8bbe1c117f32 --- /dev/null +++ b/ntu120_xsub/k_1/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f1aac5d4e7c514e137eb0345575cec41901704613f8d2eae4b40b610f7daf406 +size 37306316 diff --git a/ntu120_xsub/k_1/best_top1_acc_epoch_148.pth b/ntu120_xsub/k_1/best_top1_acc_epoch_148.pth new file mode 100644 index 0000000000000000000000000000000000000000..75dca25948c501a4bcebd780bddf955009386a00 --- /dev/null +++ b/ntu120_xsub/k_1/best_top1_acc_epoch_148.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:73a52c341961cf94cc1a442a519e16017c61908536c0e3b8e99eecc8cb6d0c28 +size 16396379 diff --git a/ntu120_xsub/k_2/20250623_101718.log b/ntu120_xsub/k_2/20250623_101718.log new file mode 100644 index 0000000000000000000000000000000000000000..17306de0993b544d7b9513bf8663d958d67fb617 --- /dev/null +++ b/ntu120_xsub/k_2/20250623_101718.log @@ -0,0 +1,7079 @@ +2025-06-23 10:17:19,107 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-06-23 10:17:19,461 - pyskl - INFO - Config: modality = 'k' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu120_xsub/k_2' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='k', + num_classes=120, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=120, + in_channels=384, + work_dir='./work_dirs/ntu120_xsub/k_2', + interval_epoch=5, + weight_1=0.2, + weight_2=0.3)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Part_Drop'), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Part_Drop'), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-06-23 10:17:19,461 - pyskl - INFO - Set random seed to 494777849, deterministic: False +2025-06-23 10:17:44,041 - pyskl - INFO - 63026 videos remain after valid thresholding +2025-06-23 10:17:58,920 - pyskl - INFO - 50919 videos remain after valid thresholding +2025-06-23 10:17:58,995 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2 +2025-06-23 10:17:58,995 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-06-23 10:17:58,995 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-06-23 10:17:58,995 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2 by HardDiskBackend. +2025-06-23 10:19:09,466 - pyskl - INFO - Epoch [1][100/3940] lr: 2.500e-02, eta: 4 days, 19:39:43, time: 0.705, data_time: 0.254, memory: 13267, top1_acc: 0.0194, top5_acc: 0.0856, loss_cls: 12.1744, loss: 12.1744 +2025-06-23 10:19:53,987 - pyskl - INFO - Epoch [1][200/3940] lr: 2.500e-02, eta: 3 days, 22:21:10, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0256, top5_acc: 0.1100, loss_cls: 10.8282, loss: 10.8282 +2025-06-23 10:20:38,390 - pyskl - INFO - Epoch [1][300/3940] lr: 2.500e-02, eta: 3 days, 15:10:38, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.0281, top5_acc: 0.1269, loss_cls: 10.6010, loss: 10.6010 +2025-06-23 10:21:22,803 - pyskl - INFO - Epoch [1][400/3940] lr: 2.500e-02, eta: 3 days, 11:35:12, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.0312, top5_acc: 0.1325, loss_cls: 10.5187, loss: 10.5187 +2025-06-23 10:22:07,258 - pyskl - INFO - Epoch [1][500/3940] lr: 2.500e-02, eta: 3 days, 9:26:30, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0319, top5_acc: 0.1569, loss_cls: 10.3724, loss: 10.3724 +2025-06-23 10:22:51,700 - pyskl - INFO - Epoch [1][600/3940] lr: 2.500e-02, eta: 3 days, 8:00:14, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.0344, top5_acc: 0.1569, loss_cls: 10.2791, loss: 10.2791 +2025-06-23 10:23:36,106 - pyskl - INFO - Epoch [1][700/3940] lr: 2.500e-02, eta: 3 days, 6:57:53, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.0419, top5_acc: 0.1681, loss_cls: 10.1427, loss: 10.1427 +2025-06-23 10:24:20,867 - pyskl - INFO - Epoch [1][800/3940] lr: 2.500e-02, eta: 3 days, 6:15:19, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.0437, top5_acc: 0.1706, loss_cls: 10.1058, loss: 10.1058 +2025-06-23 10:25:05,382 - pyskl - INFO - Epoch [1][900/3940] lr: 2.500e-02, eta: 3 days, 5:39:22, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0537, top5_acc: 0.2031, loss_cls: 10.0959, loss: 10.0959 +2025-06-23 10:25:50,006 - pyskl - INFO - Epoch [1][1000/3940] lr: 2.500e-02, eta: 3 days, 5:11:30, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0587, top5_acc: 0.2256, loss_cls: 9.9024, loss: 9.9024 +2025-06-23 10:26:34,700 - pyskl - INFO - Epoch [1][1100/3940] lr: 2.500e-02, eta: 3 days, 4:49:13, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.0719, top5_acc: 0.2556, loss_cls: 9.7763, loss: 9.7763 +2025-06-23 10:27:19,359 - pyskl - INFO - Epoch [1][1200/3940] lr: 2.500e-02, eta: 3 days, 4:30:13, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.0762, top5_acc: 0.2750, loss_cls: 9.6003, loss: 9.6003 +2025-06-23 10:28:03,966 - pyskl - INFO - Epoch [1][1300/3940] lr: 2.500e-02, eta: 3 days, 4:13:39, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0712, top5_acc: 0.2875, loss_cls: 9.5872, loss: 9.5872 +2025-06-23 10:28:48,664 - pyskl - INFO - Epoch [1][1400/3940] lr: 2.500e-02, eta: 3 days, 3:59:58, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.0806, top5_acc: 0.2944, loss_cls: 9.4978, loss: 9.4978 +2025-06-23 10:29:33,221 - pyskl - INFO - Epoch [1][1500/3940] lr: 2.500e-02, eta: 3 days, 3:47:06, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0869, top5_acc: 0.3156, loss_cls: 9.3838, loss: 9.3838 +2025-06-23 10:30:17,897 - pyskl - INFO - Epoch [1][1600/3940] lr: 2.500e-02, eta: 3 days, 3:36:28, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.0969, top5_acc: 0.3406, loss_cls: 9.2139, loss: 9.2139 +2025-06-23 10:31:02,672 - pyskl - INFO - Epoch [1][1700/3940] lr: 2.500e-02, eta: 3 days, 3:27:34, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.1163, top5_acc: 0.3606, loss_cls: 9.1610, loss: 9.1610 +2025-06-23 10:31:47,301 - pyskl - INFO - Epoch [1][1800/3940] lr: 2.500e-02, eta: 3 days, 3:18:47, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1037, top5_acc: 0.3506, loss_cls: 9.2251, loss: 9.2251 +2025-06-23 10:32:31,943 - pyskl - INFO - Epoch [1][1900/3940] lr: 2.500e-02, eta: 3 days, 3:10:55, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1313, top5_acc: 0.3944, loss_cls: 8.9315, loss: 8.9315 +2025-06-23 10:33:16,655 - pyskl - INFO - Epoch [1][2000/3940] lr: 2.500e-02, eta: 3 days, 3:04:06, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.1275, top5_acc: 0.3894, loss_cls: 8.9642, loss: 8.9642 +2025-06-23 10:34:01,289 - pyskl - INFO - Epoch [1][2100/3940] lr: 2.500e-02, eta: 3 days, 2:57:30, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1313, top5_acc: 0.4281, loss_cls: 8.8825, loss: 8.8825 +2025-06-23 10:34:45,938 - pyskl - INFO - Epoch [1][2200/3940] lr: 2.500e-02, eta: 3 days, 2:51:30, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1319, top5_acc: 0.4094, loss_cls: 8.8143, loss: 8.8143 +2025-06-23 10:35:30,437 - pyskl - INFO - Epoch [1][2300/3940] lr: 2.500e-02, eta: 3 days, 2:45:19, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1375, top5_acc: 0.4288, loss_cls: 8.7778, loss: 8.7778 +2025-06-23 10:36:14,927 - pyskl - INFO - Epoch [1][2400/3940] lr: 2.500e-02, eta: 3 days, 2:39:33, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1400, top5_acc: 0.4581, loss_cls: 8.7705, loss: 8.7705 +2025-06-23 10:36:59,698 - pyskl - INFO - Epoch [1][2500/3940] lr: 2.500e-02, eta: 3 days, 2:35:17, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.1544, top5_acc: 0.4744, loss_cls: 8.5400, loss: 8.5400 +2025-06-23 10:37:44,486 - pyskl - INFO - Epoch [1][2600/3940] lr: 2.500e-02, eta: 3 days, 2:31:21, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.1656, top5_acc: 0.4875, loss_cls: 8.5353, loss: 8.5353 +2025-06-23 10:38:29,215 - pyskl - INFO - Epoch [1][2700/3940] lr: 2.500e-02, eta: 3 days, 2:27:27, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.1638, top5_acc: 0.4856, loss_cls: 8.5548, loss: 8.5548 +2025-06-23 10:39:13,913 - pyskl - INFO - Epoch [1][2800/3940] lr: 2.500e-02, eta: 3 days, 2:23:40, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.1856, top5_acc: 0.4894, loss_cls: 8.4904, loss: 8.4904 +2025-06-23 10:39:58,774 - pyskl - INFO - Epoch [1][2900/3940] lr: 2.500e-02, eta: 3 days, 2:20:38, time: 0.449, data_time: 0.000, memory: 13267, top1_acc: 0.1569, top5_acc: 0.4931, loss_cls: 8.5525, loss: 8.5525 +2025-06-23 10:40:43,379 - pyskl - INFO - Epoch [1][3000/3940] lr: 2.500e-02, eta: 3 days, 2:16:55, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1825, top5_acc: 0.5156, loss_cls: 8.4154, loss: 8.4154 +2025-06-23 10:41:27,892 - pyskl - INFO - Epoch [1][3100/3940] lr: 2.500e-02, eta: 3 days, 2:13:07, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1894, top5_acc: 0.5262, loss_cls: 8.3476, loss: 8.3476 +2025-06-23 10:42:12,727 - pyskl - INFO - Epoch [1][3200/3940] lr: 2.500e-02, eta: 3 days, 2:10:28, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.1994, top5_acc: 0.5581, loss_cls: 8.1771, loss: 8.1771 +2025-06-23 10:42:57,442 - pyskl - INFO - Epoch [1][3300/3940] lr: 2.500e-02, eta: 3 days, 2:07:36, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.2162, top5_acc: 0.5706, loss_cls: 8.0902, loss: 8.0902 +2025-06-23 10:43:42,074 - pyskl - INFO - Epoch [1][3400/3940] lr: 2.500e-02, eta: 3 days, 2:04:36, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.2131, top5_acc: 0.5644, loss_cls: 8.0505, loss: 8.0505 +2025-06-23 10:44:26,720 - pyskl - INFO - Epoch [1][3500/3940] lr: 2.500e-02, eta: 3 days, 2:01:47, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.2062, top5_acc: 0.5750, loss_cls: 8.1726, loss: 8.1726 +2025-06-23 10:45:11,442 - pyskl - INFO - Epoch [1][3600/3940] lr: 2.500e-02, eta: 3 days, 1:59:17, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.2188, top5_acc: 0.5819, loss_cls: 8.1320, loss: 8.1320 +2025-06-23 10:45:56,218 - pyskl - INFO - Epoch [1][3700/3940] lr: 2.500e-02, eta: 3 days, 1:57:01, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.2300, top5_acc: 0.5875, loss_cls: 8.0313, loss: 8.0313 +2025-06-23 10:46:41,018 - pyskl - INFO - Epoch [1][3800/3940] lr: 2.500e-02, eta: 3 days, 1:54:54, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.2444, top5_acc: 0.6262, loss_cls: 7.8663, loss: 7.8663 +2025-06-23 10:47:25,697 - pyskl - INFO - Epoch [1][3900/3940] lr: 2.500e-02, eta: 3 days, 1:52:33, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.2562, top5_acc: 0.6262, loss_cls: 7.8840, loss: 7.8840 +2025-06-23 10:47:44,036 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-06-23 10:51:07,376 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 10:51:07,956 - pyskl - INFO - +top1_acc 0.2178 +top5_acc 0.5796 +2025-06-23 10:51:09,042 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-06-23 10:51:09,044 - pyskl - INFO - Best top1_acc is 0.2178 at 1 epoch. +2025-06-23 10:51:09,062 - pyskl - INFO - Epoch(val) [1][3183] top1_acc: 0.2178, top5_acc: 0.5796 +2025-06-23 10:52:19,767 - pyskl - INFO - Epoch [2][100/3940] lr: 2.500e-02, eta: 3 days, 2:09:01, time: 0.707, data_time: 0.260, memory: 13268, top1_acc: 0.2656, top5_acc: 0.6250, loss_cls: 7.7862, loss: 7.7862 +2025-06-23 10:53:04,260 - pyskl - INFO - Epoch [2][200/3940] lr: 2.500e-02, eta: 3 days, 2:06:01, time: 0.445, data_time: 0.001, memory: 13268, top1_acc: 0.2750, top5_acc: 0.6506, loss_cls: 7.7819, loss: 7.7819 +2025-06-23 10:53:48,634 - pyskl - INFO - Epoch [2][300/3940] lr: 2.500e-02, eta: 3 days, 2:02:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3050, top5_acc: 0.6656, loss_cls: 7.5741, loss: 7.5741 +2025-06-23 10:54:33,175 - pyskl - INFO - Epoch [2][400/3940] lr: 2.500e-02, eta: 3 days, 2:00:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.3075, top5_acc: 0.6831, loss_cls: 7.4229, loss: 7.4229 +2025-06-23 10:55:17,609 - pyskl - INFO - Epoch [2][500/3940] lr: 2.500e-02, eta: 3 days, 1:57:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.2944, top5_acc: 0.6725, loss_cls: 7.5798, loss: 7.5798 +2025-06-23 10:56:02,019 - pyskl - INFO - Epoch [2][600/3940] lr: 2.500e-02, eta: 3 days, 1:54:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3069, top5_acc: 0.6837, loss_cls: 7.4290, loss: 7.4290 +2025-06-23 10:56:46,357 - pyskl - INFO - Epoch [2][700/3940] lr: 2.500e-02, eta: 3 days, 1:51:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.3187, top5_acc: 0.6969, loss_cls: 7.3646, loss: 7.3646 +2025-06-23 10:57:30,744 - pyskl - INFO - Epoch [2][800/3940] lr: 2.500e-02, eta: 3 days, 1:48:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3350, top5_acc: 0.6887, loss_cls: 7.4255, loss: 7.4255 +2025-06-23 10:58:15,145 - pyskl - INFO - Epoch [2][900/3940] lr: 2.500e-02, eta: 3 days, 1:45:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3450, top5_acc: 0.7113, loss_cls: 7.2988, loss: 7.2988 +2025-06-23 10:58:59,555 - pyskl - INFO - Epoch [2][1000/3940] lr: 2.500e-02, eta: 3 days, 1:43:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3325, top5_acc: 0.6931, loss_cls: 7.3786, loss: 7.3786 +2025-06-23 10:59:43,947 - pyskl - INFO - Epoch [2][1100/3940] lr: 2.500e-02, eta: 3 days, 1:40:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3644, top5_acc: 0.7256, loss_cls: 7.1381, loss: 7.1381 +2025-06-23 11:00:28,290 - pyskl - INFO - Epoch [2][1200/3940] lr: 2.500e-02, eta: 3 days, 1:38:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.3600, top5_acc: 0.7400, loss_cls: 7.1139, loss: 7.1139 +2025-06-23 11:01:12,646 - pyskl - INFO - Epoch [2][1300/3940] lr: 2.500e-02, eta: 3 days, 1:36:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3581, top5_acc: 0.7312, loss_cls: 7.1060, loss: 7.1060 +2025-06-23 11:01:57,014 - pyskl - INFO - Epoch [2][1400/3940] lr: 2.499e-02, eta: 3 days, 1:33:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3744, top5_acc: 0.7312, loss_cls: 7.0820, loss: 7.0820 +2025-06-23 11:02:41,338 - pyskl - INFO - Epoch [2][1500/3940] lr: 2.499e-02, eta: 3 days, 1:31:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.3781, top5_acc: 0.7531, loss_cls: 6.9287, loss: 6.9287 +2025-06-23 11:03:25,657 - pyskl - INFO - Epoch [2][1600/3940] lr: 2.499e-02, eta: 3 days, 1:29:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.3919, top5_acc: 0.7444, loss_cls: 6.9219, loss: 6.9219 +2025-06-23 11:04:10,076 - pyskl - INFO - Epoch [2][1700/3940] lr: 2.499e-02, eta: 3 days, 1:26:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4062, top5_acc: 0.7650, loss_cls: 6.8342, loss: 6.8342 +2025-06-23 11:04:54,654 - pyskl - INFO - Epoch [2][1800/3940] lr: 2.499e-02, eta: 3 days, 1:25:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4113, top5_acc: 0.7619, loss_cls: 6.7488, loss: 6.7488 +2025-06-23 11:05:39,316 - pyskl - INFO - Epoch [2][1900/3940] lr: 2.499e-02, eta: 3 days, 1:23:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4037, top5_acc: 0.7625, loss_cls: 6.9396, loss: 6.9396 +2025-06-23 11:06:23,734 - pyskl - INFO - Epoch [2][2000/3940] lr: 2.499e-02, eta: 3 days, 1:21:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4131, top5_acc: 0.7675, loss_cls: 6.9366, loss: 6.9366 +2025-06-23 11:07:08,041 - pyskl - INFO - Epoch [2][2100/3940] lr: 2.499e-02, eta: 3 days, 1:19:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4081, top5_acc: 0.7769, loss_cls: 6.7676, loss: 6.7676 +2025-06-23 11:07:52,332 - pyskl - INFO - Epoch [2][2200/3940] lr: 2.499e-02, eta: 3 days, 1:17:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4019, top5_acc: 0.7775, loss_cls: 6.7761, loss: 6.7761 +2025-06-23 11:08:36,627 - pyskl - INFO - Epoch [2][2300/3940] lr: 2.499e-02, eta: 3 days, 1:15:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4169, top5_acc: 0.7631, loss_cls: 6.7904, loss: 6.7904 +2025-06-23 11:09:20,996 - pyskl - INFO - Epoch [2][2400/3940] lr: 2.499e-02, eta: 3 days, 1:13:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4369, top5_acc: 0.7931, loss_cls: 6.6200, loss: 6.6200 +2025-06-23 11:10:05,337 - pyskl - INFO - Epoch [2][2500/3940] lr: 2.499e-02, eta: 3 days, 1:11:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4238, top5_acc: 0.7975, loss_cls: 6.5310, loss: 6.5310 +2025-06-23 11:10:49,677 - pyskl - INFO - Epoch [2][2600/3940] lr: 2.499e-02, eta: 3 days, 1:09:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4250, top5_acc: 0.7831, loss_cls: 6.7183, loss: 6.7183 +2025-06-23 11:11:34,038 - pyskl - INFO - Epoch [2][2700/3940] lr: 2.499e-02, eta: 3 days, 1:08:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4300, top5_acc: 0.7844, loss_cls: 6.6535, loss: 6.6535 +2025-06-23 11:12:18,347 - pyskl - INFO - Epoch [2][2800/3940] lr: 2.499e-02, eta: 3 days, 1:06:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4350, top5_acc: 0.7775, loss_cls: 6.6664, loss: 6.6664 +2025-06-23 11:13:02,760 - pyskl - INFO - Epoch [2][2900/3940] lr: 2.499e-02, eta: 3 days, 1:04:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4356, top5_acc: 0.7931, loss_cls: 6.5356, loss: 6.5356 +2025-06-23 11:13:47,229 - pyskl - INFO - Epoch [2][3000/3940] lr: 2.499e-02, eta: 3 days, 1:03:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4419, top5_acc: 0.7750, loss_cls: 6.5681, loss: 6.5681 +2025-06-23 11:14:31,748 - pyskl - INFO - Epoch [2][3100/3940] lr: 2.499e-02, eta: 3 days, 1:01:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4450, top5_acc: 0.7931, loss_cls: 6.5155, loss: 6.5155 +2025-06-23 11:15:16,083 - pyskl - INFO - Epoch [2][3200/3940] lr: 2.499e-02, eta: 3 days, 0:59:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4494, top5_acc: 0.8194, loss_cls: 6.3570, loss: 6.3570 +2025-06-23 11:16:00,488 - pyskl - INFO - Epoch [2][3300/3940] lr: 2.499e-02, eta: 3 days, 0:58:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4763, top5_acc: 0.8081, loss_cls: 6.3057, loss: 6.3057 +2025-06-23 11:16:44,800 - pyskl - INFO - Epoch [2][3400/3940] lr: 2.499e-02, eta: 3 days, 0:56:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4688, top5_acc: 0.8144, loss_cls: 6.4642, loss: 6.4642 +2025-06-23 11:17:29,219 - pyskl - INFO - Epoch [2][3500/3940] lr: 2.499e-02, eta: 3 days, 0:55:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4806, top5_acc: 0.8031, loss_cls: 6.4375, loss: 6.4375 +2025-06-23 11:18:13,639 - pyskl - INFO - Epoch [2][3600/3940] lr: 2.499e-02, eta: 3 days, 0:53:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4794, top5_acc: 0.7969, loss_cls: 6.3909, loss: 6.3909 +2025-06-23 11:18:58,095 - pyskl - INFO - Epoch [2][3700/3940] lr: 2.499e-02, eta: 3 days, 0:52:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4744, top5_acc: 0.8163, loss_cls: 6.3617, loss: 6.3617 +2025-06-23 11:19:42,527 - pyskl - INFO - Epoch [2][3800/3940] lr: 2.499e-02, eta: 3 days, 0:50:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5006, top5_acc: 0.8194, loss_cls: 6.3006, loss: 6.3006 +2025-06-23 11:20:26,945 - pyskl - INFO - Epoch [2][3900/3940] lr: 2.499e-02, eta: 3 days, 0:49:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4975, top5_acc: 0.8075, loss_cls: 6.3629, loss: 6.3629 +2025-06-23 11:20:45,097 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-06-23 11:24:09,992 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 11:24:10,543 - pyskl - INFO - +top1_acc 0.3902 +top5_acc 0.7542 +2025-06-23 11:24:10,599 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_1.pth was removed +2025-06-23 11:24:11,671 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-06-23 11:24:11,673 - pyskl - INFO - Best top1_acc is 0.3902 at 2 epoch. +2025-06-23 11:24:11,692 - pyskl - INFO - Epoch(val) [2][3183] top1_acc: 0.3902, top5_acc: 0.7542 +2025-06-23 11:25:21,725 - pyskl - INFO - Epoch [3][100/3940] lr: 2.499e-02, eta: 3 days, 0:56:59, time: 0.700, data_time: 0.255, memory: 13268, top1_acc: 0.4981, top5_acc: 0.8363, loss_cls: 6.1190, loss: 6.1190 +2025-06-23 11:26:06,484 - pyskl - INFO - Epoch [3][200/3940] lr: 2.499e-02, eta: 3 days, 0:55:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5256, top5_acc: 0.8444, loss_cls: 6.0007, loss: 6.0007 +2025-06-23 11:26:51,127 - pyskl - INFO - Epoch [3][300/3940] lr: 2.499e-02, eta: 3 days, 0:54:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5194, top5_acc: 0.8306, loss_cls: 6.2054, loss: 6.2054 +2025-06-23 11:27:35,743 - pyskl - INFO - Epoch [3][400/3940] lr: 2.499e-02, eta: 3 days, 0:53:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4956, top5_acc: 0.8400, loss_cls: 6.1290, loss: 6.1290 +2025-06-23 11:28:20,129 - pyskl - INFO - Epoch [3][500/3940] lr: 2.499e-02, eta: 3 days, 0:51:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5019, top5_acc: 0.8269, loss_cls: 6.1178, loss: 6.1178 +2025-06-23 11:29:04,480 - pyskl - INFO - Epoch [3][600/3940] lr: 2.499e-02, eta: 3 days, 0:50:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5144, top5_acc: 0.8462, loss_cls: 6.1190, loss: 6.1190 +2025-06-23 11:29:48,832 - pyskl - INFO - Epoch [3][700/3940] lr: 2.499e-02, eta: 3 days, 0:48:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5044, top5_acc: 0.8350, loss_cls: 6.1565, loss: 6.1565 +2025-06-23 11:30:33,113 - pyskl - INFO - Epoch [3][800/3940] lr: 2.499e-02, eta: 3 days, 0:47:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5038, top5_acc: 0.8294, loss_cls: 6.1042, loss: 6.1042 +2025-06-23 11:31:17,370 - pyskl - INFO - Epoch [3][900/3940] lr: 2.499e-02, eta: 3 days, 0:45:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4938, top5_acc: 0.8187, loss_cls: 6.2308, loss: 6.2308 +2025-06-23 11:32:01,764 - pyskl - INFO - Epoch [3][1000/3940] lr: 2.499e-02, eta: 3 days, 0:44:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5344, top5_acc: 0.8369, loss_cls: 5.9982, loss: 5.9982 +2025-06-23 11:32:46,183 - pyskl - INFO - Epoch [3][1100/3940] lr: 2.499e-02, eta: 3 days, 0:43:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5162, top5_acc: 0.8225, loss_cls: 6.1761, loss: 6.1761 +2025-06-23 11:33:30,569 - pyskl - INFO - Epoch [3][1200/3940] lr: 2.499e-02, eta: 3 days, 0:41:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5000, top5_acc: 0.8225, loss_cls: 6.0574, loss: 6.0574 +2025-06-23 11:34:14,932 - pyskl - INFO - Epoch [3][1300/3940] lr: 2.499e-02, eta: 3 days, 0:40:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5150, top5_acc: 0.8394, loss_cls: 5.9948, loss: 5.9948 +2025-06-23 11:34:59,399 - pyskl - INFO - Epoch [3][1400/3940] lr: 2.498e-02, eta: 3 days, 0:38:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4963, top5_acc: 0.8438, loss_cls: 5.9796, loss: 5.9796 +2025-06-23 11:35:43,855 - pyskl - INFO - Epoch [3][1500/3940] lr: 2.498e-02, eta: 3 days, 0:37:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5056, top5_acc: 0.8344, loss_cls: 6.0017, loss: 6.0017 +2025-06-23 11:36:28,307 - pyskl - INFO - Epoch [3][1600/3940] lr: 2.498e-02, eta: 3 days, 0:36:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5288, top5_acc: 0.8600, loss_cls: 5.8974, loss: 5.8974 +2025-06-23 11:37:12,670 - pyskl - INFO - Epoch [3][1700/3940] lr: 2.498e-02, eta: 3 days, 0:35:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5125, top5_acc: 0.8462, loss_cls: 5.9629, loss: 5.9629 +2025-06-23 11:37:56,940 - pyskl - INFO - Epoch [3][1800/3940] lr: 2.498e-02, eta: 3 days, 0:33:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5131, top5_acc: 0.8319, loss_cls: 6.1091, loss: 6.1091 +2025-06-23 11:38:41,268 - pyskl - INFO - Epoch [3][1900/3940] lr: 2.498e-02, eta: 3 days, 0:32:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5294, top5_acc: 0.8375, loss_cls: 6.0391, loss: 6.0391 +2025-06-23 11:39:25,838 - pyskl - INFO - Epoch [3][2000/3940] lr: 2.498e-02, eta: 3 days, 0:31:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5019, top5_acc: 0.8175, loss_cls: 6.1514, loss: 6.1514 +2025-06-23 11:40:10,330 - pyskl - INFO - Epoch [3][2100/3940] lr: 2.498e-02, eta: 3 days, 0:30:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5337, top5_acc: 0.8438, loss_cls: 6.0932, loss: 6.0932 +2025-06-23 11:40:54,765 - pyskl - INFO - Epoch [3][2200/3940] lr: 2.498e-02, eta: 3 days, 0:28:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5262, top5_acc: 0.8419, loss_cls: 5.9690, loss: 5.9690 +2025-06-23 11:41:39,250 - pyskl - INFO - Epoch [3][2300/3940] lr: 2.498e-02, eta: 3 days, 0:27:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5225, top5_acc: 0.8294, loss_cls: 5.9955, loss: 5.9955 +2025-06-23 11:42:23,786 - pyskl - INFO - Epoch [3][2400/3940] lr: 2.498e-02, eta: 3 days, 0:26:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5631, top5_acc: 0.8481, loss_cls: 5.8250, loss: 5.8250 +2025-06-23 11:43:08,176 - pyskl - INFO - Epoch [3][2500/3940] lr: 2.498e-02, eta: 3 days, 0:25:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5363, top5_acc: 0.8506, loss_cls: 5.8497, loss: 5.8497 +2025-06-23 11:43:52,646 - pyskl - INFO - Epoch [3][2600/3940] lr: 2.498e-02, eta: 3 days, 0:24:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5519, top5_acc: 0.8469, loss_cls: 5.8679, loss: 5.8679 +2025-06-23 11:44:37,073 - pyskl - INFO - Epoch [3][2700/3940] lr: 2.498e-02, eta: 3 days, 0:22:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5306, top5_acc: 0.8575, loss_cls: 5.9144, loss: 5.9144 +2025-06-23 11:45:21,601 - pyskl - INFO - Epoch [3][2800/3940] lr: 2.498e-02, eta: 3 days, 0:21:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5306, top5_acc: 0.8494, loss_cls: 5.9094, loss: 5.9094 +2025-06-23 11:46:06,014 - pyskl - INFO - Epoch [3][2900/3940] lr: 2.498e-02, eta: 3 days, 0:20:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5288, top5_acc: 0.8287, loss_cls: 5.9790, loss: 5.9790 +2025-06-23 11:46:50,600 - pyskl - INFO - Epoch [3][3000/3940] lr: 2.498e-02, eta: 3 days, 0:19:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5463, top5_acc: 0.8350, loss_cls: 5.8042, loss: 5.8042 +2025-06-23 11:47:35,091 - pyskl - INFO - Epoch [3][3100/3940] lr: 2.498e-02, eta: 3 days, 0:18:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5419, top5_acc: 0.8431, loss_cls: 5.8566, loss: 5.8566 +2025-06-23 11:48:19,636 - pyskl - INFO - Epoch [3][3200/3940] lr: 2.498e-02, eta: 3 days, 0:17:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5419, top5_acc: 0.8462, loss_cls: 5.9343, loss: 5.9343 +2025-06-23 11:49:04,175 - pyskl - INFO - Epoch [3][3300/3940] lr: 2.498e-02, eta: 3 days, 0:16:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5713, top5_acc: 0.8700, loss_cls: 5.6900, loss: 5.6900 +2025-06-23 11:49:48,707 - pyskl - INFO - Epoch [3][3400/3940] lr: 2.498e-02, eta: 3 days, 0:15:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5350, top5_acc: 0.8462, loss_cls: 5.9381, loss: 5.9381 +2025-06-23 11:50:33,621 - pyskl - INFO - Epoch [3][3500/3940] lr: 2.498e-02, eta: 3 days, 0:14:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5650, top5_acc: 0.8688, loss_cls: 5.6395, loss: 5.6395 +2025-06-23 11:51:18,068 - pyskl - INFO - Epoch [3][3600/3940] lr: 2.498e-02, eta: 3 days, 0:13:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5537, top5_acc: 0.8506, loss_cls: 5.8313, loss: 5.8313 +2025-06-23 11:52:02,515 - pyskl - INFO - Epoch [3][3700/3940] lr: 2.498e-02, eta: 3 days, 0:12:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5450, top5_acc: 0.8612, loss_cls: 5.8108, loss: 5.8108 +2025-06-23 11:52:46,921 - pyskl - INFO - Epoch [3][3800/3940] lr: 2.498e-02, eta: 3 days, 0:11:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5700, top5_acc: 0.8669, loss_cls: 5.6504, loss: 5.6504 +2025-06-23 11:53:31,346 - pyskl - INFO - Epoch [3][3900/3940] lr: 2.498e-02, eta: 3 days, 0:10:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5537, top5_acc: 0.8644, loss_cls: 5.7287, loss: 5.7287 +2025-06-23 11:53:49,493 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-06-23 11:57:13,917 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 11:57:14,392 - pyskl - INFO - +top1_acc 0.4536 +top5_acc 0.7782 +2025-06-23 11:57:14,449 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_2.pth was removed +2025-06-23 11:57:15,561 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-06-23 11:57:15,563 - pyskl - INFO - Best top1_acc is 0.4536 at 3 epoch. +2025-06-23 11:57:15,583 - pyskl - INFO - Epoch(val) [3][3183] top1_acc: 0.4536, top5_acc: 0.7782 +2025-06-23 11:58:25,736 - pyskl - INFO - Epoch [4][100/3940] lr: 2.497e-02, eta: 3 days, 0:15:15, time: 0.701, data_time: 0.257, memory: 13268, top1_acc: 0.5875, top5_acc: 0.8588, loss_cls: 5.6070, loss: 5.6070 +2025-06-23 11:59:10,246 - pyskl - INFO - Epoch [4][200/3940] lr: 2.497e-02, eta: 3 days, 0:14:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5713, top5_acc: 0.8694, loss_cls: 5.6453, loss: 5.6453 +2025-06-23 11:59:54,854 - pyskl - INFO - Epoch [4][300/3940] lr: 2.497e-02, eta: 3 days, 0:13:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5625, top5_acc: 0.8556, loss_cls: 5.7494, loss: 5.7494 +2025-06-23 12:00:39,369 - pyskl - INFO - Epoch [4][400/3940] lr: 2.497e-02, eta: 3 days, 0:12:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5787, top5_acc: 0.8669, loss_cls: 5.6759, loss: 5.6759 +2025-06-23 12:01:23,936 - pyskl - INFO - Epoch [4][500/3940] lr: 2.497e-02, eta: 3 days, 0:11:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6038, top5_acc: 0.8756, loss_cls: 5.5695, loss: 5.5695 +2025-06-23 12:02:08,418 - pyskl - INFO - Epoch [4][600/3940] lr: 2.497e-02, eta: 3 days, 0:10:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5894, top5_acc: 0.8812, loss_cls: 5.5694, loss: 5.5694 +2025-06-23 12:02:53,018 - pyskl - INFO - Epoch [4][700/3940] lr: 2.497e-02, eta: 3 days, 0:09:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5713, top5_acc: 0.8769, loss_cls: 5.6248, loss: 5.6248 +2025-06-23 12:03:37,427 - pyskl - INFO - Epoch [4][800/3940] lr: 2.497e-02, eta: 3 days, 0:07:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5725, top5_acc: 0.8712, loss_cls: 5.6269, loss: 5.6269 +2025-06-23 12:04:21,838 - pyskl - INFO - Epoch [4][900/3940] lr: 2.497e-02, eta: 3 days, 0:06:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5956, top5_acc: 0.8762, loss_cls: 5.4985, loss: 5.4985 +2025-06-23 12:05:06,352 - pyskl - INFO - Epoch [4][1000/3940] lr: 2.497e-02, eta: 3 days, 0:05:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5831, top5_acc: 0.8731, loss_cls: 5.6076, loss: 5.6076 +2025-06-23 12:05:50,711 - pyskl - INFO - Epoch [4][1100/3940] lr: 2.497e-02, eta: 3 days, 0:04:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5325, top5_acc: 0.8625, loss_cls: 5.7363, loss: 5.7363 +2025-06-23 12:06:35,083 - pyskl - INFO - Epoch [4][1200/3940] lr: 2.497e-02, eta: 3 days, 0:03:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5925, top5_acc: 0.8638, loss_cls: 5.5901, loss: 5.5901 +2025-06-23 12:07:19,749 - pyskl - INFO - Epoch [4][1300/3940] lr: 2.497e-02, eta: 3 days, 0:02:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5781, top5_acc: 0.8719, loss_cls: 5.5975, loss: 5.5975 +2025-06-23 12:08:04,329 - pyskl - INFO - Epoch [4][1400/3940] lr: 2.497e-02, eta: 3 days, 0:01:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5713, top5_acc: 0.8712, loss_cls: 5.6171, loss: 5.6171 +2025-06-23 12:08:48,758 - pyskl - INFO - Epoch [4][1500/3940] lr: 2.497e-02, eta: 3 days, 0:00:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5863, top5_acc: 0.8888, loss_cls: 5.4761, loss: 5.4761 +2025-06-23 12:09:33,213 - pyskl - INFO - Epoch [4][1600/3940] lr: 2.497e-02, eta: 2 days, 23:59:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5531, top5_acc: 0.8625, loss_cls: 5.6987, loss: 5.6987 +2025-06-23 12:10:17,634 - pyskl - INFO - Epoch [4][1700/3940] lr: 2.497e-02, eta: 2 days, 23:58:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5794, top5_acc: 0.8856, loss_cls: 5.5700, loss: 5.5700 +2025-06-23 12:11:02,062 - pyskl - INFO - Epoch [4][1800/3940] lr: 2.497e-02, eta: 2 days, 23:57:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5837, top5_acc: 0.8669, loss_cls: 5.6608, loss: 5.6608 +2025-06-23 12:11:46,548 - pyskl - INFO - Epoch [4][1900/3940] lr: 2.497e-02, eta: 2 days, 23:56:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5763, top5_acc: 0.8775, loss_cls: 5.4083, loss: 5.4083 +2025-06-23 12:12:30,940 - pyskl - INFO - Epoch [4][2000/3940] lr: 2.497e-02, eta: 2 days, 23:55:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5856, top5_acc: 0.8725, loss_cls: 5.4839, loss: 5.4839 +2025-06-23 12:13:15,323 - pyskl - INFO - Epoch [4][2100/3940] lr: 2.497e-02, eta: 2 days, 23:54:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5706, top5_acc: 0.8588, loss_cls: 5.5740, loss: 5.5740 +2025-06-23 12:13:59,717 - pyskl - INFO - Epoch [4][2200/3940] lr: 2.497e-02, eta: 2 days, 23:53:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5925, top5_acc: 0.8775, loss_cls: 5.5284, loss: 5.5284 +2025-06-23 12:14:44,042 - pyskl - INFO - Epoch [4][2300/3940] lr: 2.496e-02, eta: 2 days, 23:52:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6050, top5_acc: 0.8750, loss_cls: 5.4339, loss: 5.4339 +2025-06-23 12:15:28,499 - pyskl - INFO - Epoch [4][2400/3940] lr: 2.496e-02, eta: 2 days, 23:51:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5994, top5_acc: 0.8725, loss_cls: 5.3940, loss: 5.3940 +2025-06-23 12:16:12,893 - pyskl - INFO - Epoch [4][2500/3940] lr: 2.496e-02, eta: 2 days, 23:49:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5831, top5_acc: 0.8700, loss_cls: 5.5034, loss: 5.5034 +2025-06-23 12:16:57,289 - pyskl - INFO - Epoch [4][2600/3940] lr: 2.496e-02, eta: 2 days, 23:48:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.8925, loss_cls: 5.3082, loss: 5.3082 +2025-06-23 12:17:41,817 - pyskl - INFO - Epoch [4][2700/3940] lr: 2.496e-02, eta: 2 days, 23:47:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5881, top5_acc: 0.8781, loss_cls: 5.4587, loss: 5.4587 +2025-06-23 12:18:26,336 - pyskl - INFO - Epoch [4][2800/3940] lr: 2.496e-02, eta: 2 days, 23:47:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5988, top5_acc: 0.8969, loss_cls: 5.4328, loss: 5.4328 +2025-06-23 12:19:10,886 - pyskl - INFO - Epoch [4][2900/3940] lr: 2.496e-02, eta: 2 days, 23:46:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5775, top5_acc: 0.8725, loss_cls: 5.5914, loss: 5.5914 +2025-06-23 12:19:55,534 - pyskl - INFO - Epoch [4][3000/3940] lr: 2.496e-02, eta: 2 days, 23:45:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5956, top5_acc: 0.8938, loss_cls: 5.4101, loss: 5.4101 +2025-06-23 12:20:39,853 - pyskl - INFO - Epoch [4][3100/3940] lr: 2.496e-02, eta: 2 days, 23:44:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6006, top5_acc: 0.8856, loss_cls: 5.3817, loss: 5.3817 +2025-06-23 12:21:24,255 - pyskl - INFO - Epoch [4][3200/3940] lr: 2.496e-02, eta: 2 days, 23:43:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6162, top5_acc: 0.8919, loss_cls: 5.3024, loss: 5.3024 +2025-06-23 12:22:08,582 - pyskl - INFO - Epoch [4][3300/3940] lr: 2.496e-02, eta: 2 days, 23:42:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6088, top5_acc: 0.8900, loss_cls: 5.4272, loss: 5.4272 +2025-06-23 12:22:53,019 - pyskl - INFO - Epoch [4][3400/3940] lr: 2.496e-02, eta: 2 days, 23:41:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5887, top5_acc: 0.8869, loss_cls: 5.4375, loss: 5.4375 +2025-06-23 12:23:37,582 - pyskl - INFO - Epoch [4][3500/3940] lr: 2.496e-02, eta: 2 days, 23:40:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6056, top5_acc: 0.8788, loss_cls: 5.5351, loss: 5.5351 +2025-06-23 12:24:22,371 - pyskl - INFO - Epoch [4][3600/3940] lr: 2.496e-02, eta: 2 days, 23:39:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5944, top5_acc: 0.8950, loss_cls: 5.4376, loss: 5.4376 +2025-06-23 12:25:07,012 - pyskl - INFO - Epoch [4][3700/3940] lr: 2.496e-02, eta: 2 days, 23:38:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6175, top5_acc: 0.8994, loss_cls: 5.2610, loss: 5.2610 +2025-06-23 12:25:51,495 - pyskl - INFO - Epoch [4][3800/3940] lr: 2.496e-02, eta: 2 days, 23:37:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5938, top5_acc: 0.8900, loss_cls: 5.4801, loss: 5.4801 +2025-06-23 12:26:35,992 - pyskl - INFO - Epoch [4][3900/3940] lr: 2.496e-02, eta: 2 days, 23:36:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6112, top5_acc: 0.8744, loss_cls: 5.3672, loss: 5.3672 +2025-06-23 12:26:54,066 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-06-23 12:30:18,654 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 12:30:19,175 - pyskl - INFO - +top1_acc 0.5923 +top5_acc 0.8827 +2025-06-23 12:30:19,230 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_3.pth was removed +2025-06-23 12:30:20,304 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-06-23 12:30:20,306 - pyskl - INFO - Best top1_acc is 0.5923 at 4 epoch. +2025-06-23 12:30:20,324 - pyskl - INFO - Epoch(val) [4][3183] top1_acc: 0.5923, top5_acc: 0.8827 +2025-06-23 12:31:30,309 - pyskl - INFO - Epoch [5][100/3940] lr: 2.496e-02, eta: 2 days, 23:39:58, time: 0.700, data_time: 0.253, memory: 13268, top1_acc: 0.6338, top5_acc: 0.9094, loss_cls: 5.1871, loss: 5.1871 +2025-06-23 12:32:14,821 - pyskl - INFO - Epoch [5][200/3940] lr: 2.496e-02, eta: 2 days, 23:39:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6019, top5_acc: 0.9069, loss_cls: 5.2355, loss: 5.2355 +2025-06-23 12:32:59,281 - pyskl - INFO - Epoch [5][300/3940] lr: 2.495e-02, eta: 2 days, 23:38:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5869, top5_acc: 0.8869, loss_cls: 5.3688, loss: 5.3688 +2025-06-23 12:33:43,758 - pyskl - INFO - Epoch [5][400/3940] lr: 2.495e-02, eta: 2 days, 23:37:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6162, top5_acc: 0.8875, loss_cls: 5.3307, loss: 5.3307 +2025-06-23 12:34:28,186 - pyskl - INFO - Epoch [5][500/3940] lr: 2.495e-02, eta: 2 days, 23:36:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6162, top5_acc: 0.8919, loss_cls: 5.2853, loss: 5.2853 +2025-06-23 12:35:12,614 - pyskl - INFO - Epoch [5][600/3940] lr: 2.495e-02, eta: 2 days, 23:35:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6094, top5_acc: 0.8875, loss_cls: 5.1731, loss: 5.1731 +2025-06-23 12:35:57,116 - pyskl - INFO - Epoch [5][700/3940] lr: 2.495e-02, eta: 2 days, 23:34:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6175, top5_acc: 0.8769, loss_cls: 5.2868, loss: 5.2868 +2025-06-23 12:36:41,478 - pyskl - INFO - Epoch [5][800/3940] lr: 2.495e-02, eta: 2 days, 23:33:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6100, top5_acc: 0.8875, loss_cls: 5.3438, loss: 5.3438 +2025-06-23 12:37:25,960 - pyskl - INFO - Epoch [5][900/3940] lr: 2.495e-02, eta: 2 days, 23:32:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6344, top5_acc: 0.8962, loss_cls: 5.2018, loss: 5.2018 +2025-06-23 12:38:10,460 - pyskl - INFO - Epoch [5][1000/3940] lr: 2.495e-02, eta: 2 days, 23:31:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6075, top5_acc: 0.8900, loss_cls: 5.2259, loss: 5.2259 +2025-06-23 12:38:54,775 - pyskl - INFO - Epoch [5][1100/3940] lr: 2.495e-02, eta: 2 days, 23:30:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6238, top5_acc: 0.8881, loss_cls: 5.2866, loss: 5.2866 +2025-06-23 12:39:39,270 - pyskl - INFO - Epoch [5][1200/3940] lr: 2.495e-02, eta: 2 days, 23:29:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6131, top5_acc: 0.8838, loss_cls: 5.3738, loss: 5.3738 +2025-06-23 12:40:23,707 - pyskl - INFO - Epoch [5][1300/3940] lr: 2.495e-02, eta: 2 days, 23:28:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6238, top5_acc: 0.8831, loss_cls: 5.2821, loss: 5.2821 +2025-06-23 12:41:08,048 - pyskl - INFO - Epoch [5][1400/3940] lr: 2.495e-02, eta: 2 days, 23:27:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6344, top5_acc: 0.8869, loss_cls: 5.3257, loss: 5.3257 +2025-06-23 12:41:52,299 - pyskl - INFO - Epoch [5][1500/3940] lr: 2.495e-02, eta: 2 days, 23:26:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6238, top5_acc: 0.8844, loss_cls: 5.3174, loss: 5.3174 +2025-06-23 12:42:36,753 - pyskl - INFO - Epoch [5][1600/3940] lr: 2.495e-02, eta: 2 days, 23:25:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6125, top5_acc: 0.8888, loss_cls: 5.3907, loss: 5.3907 +2025-06-23 12:43:21,168 - pyskl - INFO - Epoch [5][1700/3940] lr: 2.495e-02, eta: 2 days, 23:24:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6338, top5_acc: 0.8850, loss_cls: 5.2443, loss: 5.2443 +2025-06-23 12:44:05,726 - pyskl - INFO - Epoch [5][1800/3940] lr: 2.495e-02, eta: 2 days, 23:23:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6231, top5_acc: 0.8931, loss_cls: 5.0992, loss: 5.0992 +2025-06-23 12:44:50,107 - pyskl - INFO - Epoch [5][1900/3940] lr: 2.494e-02, eta: 2 days, 23:22:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6194, top5_acc: 0.8975, loss_cls: 5.1489, loss: 5.1489 +2025-06-23 12:45:34,525 - pyskl - INFO - Epoch [5][2000/3940] lr: 2.494e-02, eta: 2 days, 23:21:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6231, top5_acc: 0.8806, loss_cls: 5.3085, loss: 5.3085 +2025-06-23 12:46:18,892 - pyskl - INFO - Epoch [5][2100/3940] lr: 2.494e-02, eta: 2 days, 23:20:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6200, top5_acc: 0.8912, loss_cls: 5.1623, loss: 5.1623 +2025-06-23 12:47:03,431 - pyskl - INFO - Epoch [5][2200/3940] lr: 2.494e-02, eta: 2 days, 23:19:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6131, top5_acc: 0.8831, loss_cls: 5.3058, loss: 5.3058 +2025-06-23 12:47:48,108 - pyskl - INFO - Epoch [5][2300/3940] lr: 2.494e-02, eta: 2 days, 23:18:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.8888, loss_cls: 5.2277, loss: 5.2277 +2025-06-23 12:48:32,412 - pyskl - INFO - Epoch [5][2400/3940] lr: 2.494e-02, eta: 2 days, 23:17:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6350, top5_acc: 0.9106, loss_cls: 5.1426, loss: 5.1426 +2025-06-23 12:49:16,781 - pyskl - INFO - Epoch [5][2500/3940] lr: 2.494e-02, eta: 2 days, 23:16:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.9012, loss_cls: 5.1402, loss: 5.1402 +2025-06-23 12:50:01,403 - pyskl - INFO - Epoch [5][2600/3940] lr: 2.494e-02, eta: 2 days, 23:15:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6188, top5_acc: 0.8938, loss_cls: 5.2844, loss: 5.2844 +2025-06-23 12:50:45,810 - pyskl - INFO - Epoch [5][2700/3940] lr: 2.494e-02, eta: 2 days, 23:14:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6138, top5_acc: 0.8962, loss_cls: 5.2101, loss: 5.2101 +2025-06-23 12:51:30,028 - pyskl - INFO - Epoch [5][2800/3940] lr: 2.494e-02, eta: 2 days, 23:13:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6312, top5_acc: 0.8988, loss_cls: 5.1954, loss: 5.1954 +2025-06-23 12:52:14,667 - pyskl - INFO - Epoch [5][2900/3940] lr: 2.494e-02, eta: 2 days, 23:13:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6175, top5_acc: 0.8881, loss_cls: 5.2070, loss: 5.2070 +2025-06-23 12:52:59,271 - pyskl - INFO - Epoch [5][3000/3940] lr: 2.494e-02, eta: 2 days, 23:12:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.8912, loss_cls: 5.1452, loss: 5.1452 +2025-06-23 12:53:43,813 - pyskl - INFO - Epoch [5][3100/3940] lr: 2.494e-02, eta: 2 days, 23:11:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6312, top5_acc: 0.9081, loss_cls: 4.9881, loss: 4.9881 +2025-06-23 12:54:28,329 - pyskl - INFO - Epoch [5][3200/3940] lr: 2.494e-02, eta: 2 days, 23:10:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6306, top5_acc: 0.9075, loss_cls: 5.1405, loss: 5.1405 +2025-06-23 12:55:12,849 - pyskl - INFO - Epoch [5][3300/3940] lr: 2.494e-02, eta: 2 days, 23:09:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6406, top5_acc: 0.8931, loss_cls: 5.0820, loss: 5.0820 +2025-06-23 12:55:57,369 - pyskl - INFO - Epoch [5][3400/3940] lr: 2.494e-02, eta: 2 days, 23:08:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6700, top5_acc: 0.9087, loss_cls: 5.0161, loss: 5.0161 +2025-06-23 12:56:41,920 - pyskl - INFO - Epoch [5][3500/3940] lr: 2.493e-02, eta: 2 days, 23:07:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6388, top5_acc: 0.9075, loss_cls: 5.1259, loss: 5.1259 +2025-06-23 12:57:26,442 - pyskl - INFO - Epoch [5][3600/3940] lr: 2.493e-02, eta: 2 days, 23:06:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6394, top5_acc: 0.9056, loss_cls: 5.1693, loss: 5.1693 +2025-06-23 12:58:10,893 - pyskl - INFO - Epoch [5][3700/3940] lr: 2.493e-02, eta: 2 days, 23:06:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6356, top5_acc: 0.9113, loss_cls: 5.0680, loss: 5.0680 +2025-06-23 12:58:55,302 - pyskl - INFO - Epoch [5][3800/3940] lr: 2.493e-02, eta: 2 days, 23:05:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6506, top5_acc: 0.8931, loss_cls: 5.0662, loss: 5.0662 +2025-06-23 12:59:39,737 - pyskl - INFO - Epoch [5][3900/3940] lr: 2.493e-02, eta: 2 days, 23:04:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6319, top5_acc: 0.9000, loss_cls: 5.1122, loss: 5.1122 +2025-06-23 12:59:57,849 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-06-23 13:17:23,341 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 13:17:23,834 - pyskl - INFO - +top1_acc 0.5885 +top5_acc 0.8836 +2025-06-23 13:17:23,854 - pyskl - INFO - Epoch(val) [5][3183] top1_acc: 0.5885, top5_acc: 0.8836 +2025-06-23 13:18:33,721 - pyskl - INFO - Epoch [6][100/3940] lr: 2.493e-02, eta: 2 days, 23:06:35, time: 0.699, data_time: 0.253, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9056, loss_cls: 4.9905, loss: 4.9905 +2025-06-23 13:19:18,227 - pyskl - INFO - Epoch [6][200/3940] lr: 2.493e-02, eta: 2 days, 23:05:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6344, top5_acc: 0.8975, loss_cls: 5.1109, loss: 5.1109 +2025-06-23 13:20:02,757 - pyskl - INFO - Epoch [6][300/3940] lr: 2.493e-02, eta: 2 days, 23:04:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6331, top5_acc: 0.8969, loss_cls: 5.1210, loss: 5.1210 +2025-06-23 13:20:47,264 - pyskl - INFO - Epoch [6][400/3940] lr: 2.493e-02, eta: 2 days, 23:03:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6550, top5_acc: 0.9050, loss_cls: 4.9984, loss: 4.9984 +2025-06-23 13:21:31,577 - pyskl - INFO - Epoch [6][500/3940] lr: 2.493e-02, eta: 2 days, 23:02:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6369, top5_acc: 0.8988, loss_cls: 5.0418, loss: 5.0418 +2025-06-23 13:22:15,894 - pyskl - INFO - Epoch [6][600/3940] lr: 2.493e-02, eta: 2 days, 23:01:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6456, top5_acc: 0.8956, loss_cls: 5.0805, loss: 5.0805 +2025-06-23 13:23:00,185 - pyskl - INFO - Epoch [6][700/3940] lr: 2.493e-02, eta: 2 days, 23:00:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6356, top5_acc: 0.9144, loss_cls: 5.0614, loss: 5.0614 +2025-06-23 13:23:44,522 - pyskl - INFO - Epoch [6][800/3940] lr: 2.493e-02, eta: 2 days, 23:00:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6456, top5_acc: 0.8988, loss_cls: 4.9609, loss: 4.9609 +2025-06-23 13:24:28,931 - pyskl - INFO - Epoch [6][900/3940] lr: 2.493e-02, eta: 2 days, 22:59:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6419, top5_acc: 0.9106, loss_cls: 5.0946, loss: 5.0946 +2025-06-23 13:25:13,329 - pyskl - INFO - Epoch [6][1000/3940] lr: 2.492e-02, eta: 2 days, 22:58:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.9006, loss_cls: 5.0499, loss: 5.0499 +2025-06-23 13:25:57,739 - pyskl - INFO - Epoch [6][1100/3940] lr: 2.492e-02, eta: 2 days, 22:57:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6587, top5_acc: 0.9025, loss_cls: 5.0116, loss: 5.0116 +2025-06-23 13:26:42,178 - pyskl - INFO - Epoch [6][1200/3940] lr: 2.492e-02, eta: 2 days, 22:56:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6531, top5_acc: 0.9019, loss_cls: 5.0124, loss: 5.0124 +2025-06-23 13:27:26,587 - pyskl - INFO - Epoch [6][1300/3940] lr: 2.492e-02, eta: 2 days, 22:55:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6388, top5_acc: 0.9087, loss_cls: 5.1737, loss: 5.1737 +2025-06-23 13:28:10,976 - pyskl - INFO - Epoch [6][1400/3940] lr: 2.492e-02, eta: 2 days, 22:54:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6388, top5_acc: 0.8925, loss_cls: 5.0132, loss: 5.0132 +2025-06-23 13:28:55,422 - pyskl - INFO - Epoch [6][1500/3940] lr: 2.492e-02, eta: 2 days, 22:53:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6525, top5_acc: 0.9056, loss_cls: 4.9913, loss: 4.9913 +2025-06-23 13:29:39,915 - pyskl - INFO - Epoch [6][1600/3940] lr: 2.492e-02, eta: 2 days, 22:52:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6631, top5_acc: 0.9150, loss_cls: 4.9192, loss: 4.9192 +2025-06-23 13:30:24,319 - pyskl - INFO - Epoch [6][1700/3940] lr: 2.492e-02, eta: 2 days, 22:51:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6362, top5_acc: 0.9031, loss_cls: 5.0543, loss: 5.0543 +2025-06-23 13:31:08,764 - pyskl - INFO - Epoch [6][1800/3940] lr: 2.492e-02, eta: 2 days, 22:50:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6425, top5_acc: 0.9094, loss_cls: 4.9505, loss: 4.9505 +2025-06-23 13:31:53,159 - pyskl - INFO - Epoch [6][1900/3940] lr: 2.492e-02, eta: 2 days, 22:49:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6394, top5_acc: 0.9056, loss_cls: 5.0514, loss: 5.0514 +2025-06-23 13:32:37,678 - pyskl - INFO - Epoch [6][2000/3940] lr: 2.492e-02, eta: 2 days, 22:49:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6506, top5_acc: 0.9075, loss_cls: 4.7986, loss: 4.7986 +2025-06-23 13:33:22,213 - pyskl - INFO - Epoch [6][2100/3940] lr: 2.492e-02, eta: 2 days, 22:48:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6412, top5_acc: 0.9175, loss_cls: 5.0428, loss: 5.0428 +2025-06-23 13:34:06,702 - pyskl - INFO - Epoch [6][2200/3940] lr: 2.492e-02, eta: 2 days, 22:47:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6344, top5_acc: 0.9031, loss_cls: 5.0862, loss: 5.0862 +2025-06-23 13:34:51,231 - pyskl - INFO - Epoch [6][2300/3940] lr: 2.491e-02, eta: 2 days, 22:46:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6519, top5_acc: 0.9062, loss_cls: 4.9873, loss: 4.9873 +2025-06-23 13:35:35,818 - pyskl - INFO - Epoch [6][2400/3940] lr: 2.491e-02, eta: 2 days, 22:45:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6412, top5_acc: 0.9069, loss_cls: 4.9152, loss: 4.9152 +2025-06-23 13:36:20,317 - pyskl - INFO - Epoch [6][2500/3940] lr: 2.491e-02, eta: 2 days, 22:44:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6544, top5_acc: 0.9125, loss_cls: 4.9318, loss: 4.9318 +2025-06-23 13:37:04,767 - pyskl - INFO - Epoch [6][2600/3940] lr: 2.491e-02, eta: 2 days, 22:43:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9144, loss_cls: 4.8195, loss: 4.8195 +2025-06-23 13:37:49,127 - pyskl - INFO - Epoch [6][2700/3940] lr: 2.491e-02, eta: 2 days, 22:43:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9075, loss_cls: 4.9464, loss: 4.9464 +2025-06-23 13:38:33,633 - pyskl - INFO - Epoch [6][2800/3940] lr: 2.491e-02, eta: 2 days, 22:42:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6438, top5_acc: 0.9081, loss_cls: 5.0801, loss: 5.0801 +2025-06-23 13:39:18,178 - pyskl - INFO - Epoch [6][2900/3940] lr: 2.491e-02, eta: 2 days, 22:41:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6444, top5_acc: 0.9087, loss_cls: 4.9300, loss: 4.9300 +2025-06-23 13:40:02,650 - pyskl - INFO - Epoch [6][3000/3940] lr: 2.491e-02, eta: 2 days, 22:40:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6356, top5_acc: 0.9119, loss_cls: 5.0430, loss: 5.0430 +2025-06-23 13:40:47,189 - pyskl - INFO - Epoch [6][3100/3940] lr: 2.491e-02, eta: 2 days, 22:39:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9100, loss_cls: 4.9049, loss: 4.9049 +2025-06-23 13:41:31,531 - pyskl - INFO - Epoch [6][3200/3940] lr: 2.491e-02, eta: 2 days, 22:38:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9175, loss_cls: 4.8617, loss: 4.8617 +2025-06-23 13:42:15,899 - pyskl - INFO - Epoch [6][3300/3940] lr: 2.491e-02, eta: 2 days, 22:37:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6562, top5_acc: 0.9087, loss_cls: 4.9769, loss: 4.9769 +2025-06-23 13:43:00,259 - pyskl - INFO - Epoch [6][3400/3940] lr: 2.491e-02, eta: 2 days, 22:36:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9062, loss_cls: 4.9208, loss: 4.9208 +2025-06-23 13:43:44,581 - pyskl - INFO - Epoch [6][3500/3940] lr: 2.491e-02, eta: 2 days, 22:35:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6512, top5_acc: 0.9169, loss_cls: 4.9789, loss: 4.9789 +2025-06-23 13:44:28,935 - pyskl - INFO - Epoch [6][3600/3940] lr: 2.490e-02, eta: 2 days, 22:35:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6594, top5_acc: 0.8956, loss_cls: 4.9556, loss: 4.9556 +2025-06-23 13:45:13,242 - pyskl - INFO - Epoch [6][3700/3940] lr: 2.490e-02, eta: 2 days, 22:34:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9131, loss_cls: 4.9918, loss: 4.9918 +2025-06-23 13:45:57,574 - pyskl - INFO - Epoch [6][3800/3940] lr: 2.490e-02, eta: 2 days, 22:33:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9213, loss_cls: 4.8188, loss: 4.8188 +2025-06-23 13:46:41,941 - pyskl - INFO - Epoch [6][3900/3940] lr: 2.490e-02, eta: 2 days, 22:32:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6431, top5_acc: 0.9050, loss_cls: 5.0638, loss: 5.0638 +2025-06-23 13:47:00,060 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-06-23 13:50:22,938 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 13:50:23,413 - pyskl - INFO - +top1_acc 0.5992 +top5_acc 0.8844 +2025-06-23 13:50:23,469 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_4.pth was removed +2025-06-23 13:50:24,588 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-06-23 13:50:24,590 - pyskl - INFO - Best top1_acc is 0.5992 at 6 epoch. +2025-06-23 13:50:24,609 - pyskl - INFO - Epoch(val) [6][3183] top1_acc: 0.5992, top5_acc: 0.8844 +2025-06-23 13:51:34,903 - pyskl - INFO - Epoch [7][100/3940] lr: 2.490e-02, eta: 2 days, 22:34:15, time: 0.703, data_time: 0.255, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9119, loss_cls: 4.8271, loss: 4.8271 +2025-06-23 13:52:19,755 - pyskl - INFO - Epoch [7][200/3940] lr: 2.490e-02, eta: 2 days, 22:33:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9081, loss_cls: 4.7994, loss: 4.7994 +2025-06-23 13:53:04,326 - pyskl - INFO - Epoch [7][300/3940] lr: 2.490e-02, eta: 2 days, 22:32:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9144, loss_cls: 4.9451, loss: 4.9451 +2025-06-23 13:53:48,815 - pyskl - INFO - Epoch [7][400/3940] lr: 2.490e-02, eta: 2 days, 22:31:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9200, loss_cls: 4.7068, loss: 4.7068 +2025-06-23 13:54:33,221 - pyskl - INFO - Epoch [7][500/3940] lr: 2.490e-02, eta: 2 days, 22:30:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.9087, loss_cls: 5.0094, loss: 5.0094 +2025-06-23 13:55:17,593 - pyskl - INFO - Epoch [7][600/3940] lr: 2.490e-02, eta: 2 days, 22:30:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9087, loss_cls: 4.9860, loss: 4.9860 +2025-06-23 13:56:02,110 - pyskl - INFO - Epoch [7][700/3940] lr: 2.490e-02, eta: 2 days, 22:29:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9106, loss_cls: 4.8303, loss: 4.8303 +2025-06-23 13:56:46,562 - pyskl - INFO - Epoch [7][800/3940] lr: 2.489e-02, eta: 2 days, 22:28:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6700, top5_acc: 0.9194, loss_cls: 4.8214, loss: 4.8214 +2025-06-23 13:57:30,990 - pyskl - INFO - Epoch [7][900/3940] lr: 2.489e-02, eta: 2 days, 22:27:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9131, loss_cls: 4.9400, loss: 4.9400 +2025-06-23 13:58:15,457 - pyskl - INFO - Epoch [7][1000/3940] lr: 2.489e-02, eta: 2 days, 22:26:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6613, top5_acc: 0.9219, loss_cls: 4.7318, loss: 4.7318 +2025-06-23 13:58:59,862 - pyskl - INFO - Epoch [7][1100/3940] lr: 2.489e-02, eta: 2 days, 22:25:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6681, top5_acc: 0.9038, loss_cls: 4.9008, loss: 4.9008 +2025-06-23 13:59:44,323 - pyskl - INFO - Epoch [7][1200/3940] lr: 2.489e-02, eta: 2 days, 22:24:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.9200, loss_cls: 4.8414, loss: 4.8414 +2025-06-23 14:00:28,751 - pyskl - INFO - Epoch [7][1300/3940] lr: 2.489e-02, eta: 2 days, 22:23:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6613, top5_acc: 0.9113, loss_cls: 4.8823, loss: 4.8823 +2025-06-23 14:01:13,041 - pyskl - INFO - Epoch [7][1400/3940] lr: 2.489e-02, eta: 2 days, 22:23:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6369, top5_acc: 0.9156, loss_cls: 4.9681, loss: 4.9681 +2025-06-23 14:01:57,389 - pyskl - INFO - Epoch [7][1500/3940] lr: 2.489e-02, eta: 2 days, 22:22:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9156, loss_cls: 4.9519, loss: 4.9519 +2025-06-23 14:02:41,907 - pyskl - INFO - Epoch [7][1600/3940] lr: 2.489e-02, eta: 2 days, 22:21:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6531, top5_acc: 0.9275, loss_cls: 4.9133, loss: 4.9133 +2025-06-23 14:03:26,494 - pyskl - INFO - Epoch [7][1700/3940] lr: 2.489e-02, eta: 2 days, 22:20:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6806, top5_acc: 0.9113, loss_cls: 4.8793, loss: 4.8793 +2025-06-23 14:04:11,158 - pyskl - INFO - Epoch [7][1800/3940] lr: 2.489e-02, eta: 2 days, 22:19:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9150, loss_cls: 4.6561, loss: 4.6561 +2025-06-23 14:04:55,746 - pyskl - INFO - Epoch [7][1900/3940] lr: 2.488e-02, eta: 2 days, 22:18:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6531, top5_acc: 0.9012, loss_cls: 4.8667, loss: 4.8667 +2025-06-23 14:05:40,260 - pyskl - INFO - Epoch [7][2000/3940] lr: 2.488e-02, eta: 2 days, 22:18:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9200, loss_cls: 4.7286, loss: 4.7286 +2025-06-23 14:06:24,658 - pyskl - INFO - Epoch [7][2100/3940] lr: 2.488e-02, eta: 2 days, 22:17:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9294, loss_cls: 4.8082, loss: 4.8082 +2025-06-23 14:07:09,059 - pyskl - INFO - Epoch [7][2200/3940] lr: 2.488e-02, eta: 2 days, 22:16:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9156, loss_cls: 4.8184, loss: 4.8184 +2025-06-23 14:07:53,598 - pyskl - INFO - Epoch [7][2300/3940] lr: 2.488e-02, eta: 2 days, 22:15:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9119, loss_cls: 4.8685, loss: 4.8685 +2025-06-23 14:08:37,992 - pyskl - INFO - Epoch [7][2400/3940] lr: 2.488e-02, eta: 2 days, 22:14:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9200, loss_cls: 4.7802, loss: 4.7802 +2025-06-23 14:09:22,405 - pyskl - INFO - Epoch [7][2500/3940] lr: 2.488e-02, eta: 2 days, 22:13:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9113, loss_cls: 4.8906, loss: 4.8906 +2025-06-23 14:10:06,750 - pyskl - INFO - Epoch [7][2600/3940] lr: 2.488e-02, eta: 2 days, 22:12:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9175, loss_cls: 4.7844, loss: 4.7844 +2025-06-23 14:10:51,280 - pyskl - INFO - Epoch [7][2700/3940] lr: 2.488e-02, eta: 2 days, 22:11:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9125, loss_cls: 4.8883, loss: 4.8883 +2025-06-23 14:11:35,578 - pyskl - INFO - Epoch [7][2800/3940] lr: 2.488e-02, eta: 2 days, 22:11:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9094, loss_cls: 4.9245, loss: 4.9245 +2025-06-23 14:12:19,978 - pyskl - INFO - Epoch [7][2900/3940] lr: 2.488e-02, eta: 2 days, 22:10:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9206, loss_cls: 4.7608, loss: 4.7608 +2025-06-23 14:13:04,456 - pyskl - INFO - Epoch [7][3000/3940] lr: 2.487e-02, eta: 2 days, 22:09:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6562, top5_acc: 0.9056, loss_cls: 5.0249, loss: 5.0249 +2025-06-23 14:13:48,905 - pyskl - INFO - Epoch [7][3100/3940] lr: 2.487e-02, eta: 2 days, 22:08:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9194, loss_cls: 4.7333, loss: 4.7333 +2025-06-23 14:14:33,242 - pyskl - INFO - Epoch [7][3200/3940] lr: 2.487e-02, eta: 2 days, 22:07:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9256, loss_cls: 4.6186, loss: 4.6186 +2025-06-23 14:15:17,681 - pyskl - INFO - Epoch [7][3300/3940] lr: 2.487e-02, eta: 2 days, 22:06:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.9069, loss_cls: 4.7843, loss: 4.7843 +2025-06-23 14:16:02,175 - pyskl - INFO - Epoch [7][3400/3940] lr: 2.487e-02, eta: 2 days, 22:05:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9169, loss_cls: 4.6720, loss: 4.6720 +2025-06-23 14:16:46,501 - pyskl - INFO - Epoch [7][3500/3940] lr: 2.487e-02, eta: 2 days, 22:05:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6637, top5_acc: 0.9087, loss_cls: 4.7748, loss: 4.7748 +2025-06-23 14:17:31,051 - pyskl - INFO - Epoch [7][3600/3940] lr: 2.487e-02, eta: 2 days, 22:04:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9244, loss_cls: 4.6798, loss: 4.6798 +2025-06-23 14:18:15,432 - pyskl - INFO - Epoch [7][3700/3940] lr: 2.487e-02, eta: 2 days, 22:03:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9119, loss_cls: 4.8259, loss: 4.8259 +2025-06-23 14:18:59,795 - pyskl - INFO - Epoch [7][3800/3940] lr: 2.487e-02, eta: 2 days, 22:02:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6525, top5_acc: 0.9119, loss_cls: 4.8425, loss: 4.8425 +2025-06-23 14:19:44,163 - pyskl - INFO - Epoch [7][3900/3940] lr: 2.487e-02, eta: 2 days, 22:01:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9231, loss_cls: 4.7317, loss: 4.7317 +2025-06-23 14:20:02,328 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-06-23 14:23:25,224 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 14:23:25,695 - pyskl - INFO - +top1_acc 0.6186 +top5_acc 0.8951 +2025-06-23 14:23:25,752 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_6.pth was removed +2025-06-23 14:23:26,829 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-06-23 14:23:26,831 - pyskl - INFO - Best top1_acc is 0.6186 at 7 epoch. +2025-06-23 14:23:26,849 - pyskl - INFO - Epoch(val) [7][3183] top1_acc: 0.6186, top5_acc: 0.8951 +2025-06-23 14:24:36,500 - pyskl - INFO - Epoch [8][100/3940] lr: 2.486e-02, eta: 2 days, 22:02:54, time: 0.696, data_time: 0.252, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9169, loss_cls: 4.7665, loss: 4.7665 +2025-06-23 14:25:20,987 - pyskl - INFO - Epoch [8][200/3940] lr: 2.486e-02, eta: 2 days, 22:02:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9269, loss_cls: 4.7304, loss: 4.7304 +2025-06-23 14:26:05,326 - pyskl - INFO - Epoch [8][300/3940] lr: 2.486e-02, eta: 2 days, 22:01:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9181, loss_cls: 4.7177, loss: 4.7177 +2025-06-23 14:26:49,779 - pyskl - INFO - Epoch [8][400/3940] lr: 2.486e-02, eta: 2 days, 22:00:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9181, loss_cls: 4.6450, loss: 4.6450 +2025-06-23 14:27:34,214 - pyskl - INFO - Epoch [8][500/3940] lr: 2.486e-02, eta: 2 days, 21:59:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9281, loss_cls: 4.5913, loss: 4.5913 +2025-06-23 14:28:18,718 - pyskl - INFO - Epoch [8][600/3940] lr: 2.486e-02, eta: 2 days, 21:58:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9194, loss_cls: 4.6859, loss: 4.6859 +2025-06-23 14:29:03,184 - pyskl - INFO - Epoch [8][700/3940] lr: 2.486e-02, eta: 2 days, 21:57:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9275, loss_cls: 4.7535, loss: 4.7535 +2025-06-23 14:29:47,725 - pyskl - INFO - Epoch [8][800/3940] lr: 2.486e-02, eta: 2 days, 21:56:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9106, loss_cls: 4.7469, loss: 4.7469 +2025-06-23 14:30:32,168 - pyskl - INFO - Epoch [8][900/3940] lr: 2.486e-02, eta: 2 days, 21:56:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9213, loss_cls: 4.7737, loss: 4.7737 +2025-06-23 14:31:16,560 - pyskl - INFO - Epoch [8][1000/3940] lr: 2.486e-02, eta: 2 days, 21:55:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9181, loss_cls: 4.7702, loss: 4.7702 +2025-06-23 14:32:01,046 - pyskl - INFO - Epoch [8][1100/3940] lr: 2.486e-02, eta: 2 days, 21:54:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9287, loss_cls: 4.7652, loss: 4.7652 +2025-06-23 14:32:45,581 - pyskl - INFO - Epoch [8][1200/3940] lr: 2.485e-02, eta: 2 days, 21:53:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9150, loss_cls: 4.6645, loss: 4.6645 +2025-06-23 14:33:30,050 - pyskl - INFO - Epoch [8][1300/3940] lr: 2.485e-02, eta: 2 days, 21:52:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9206, loss_cls: 4.6987, loss: 4.6987 +2025-06-23 14:34:14,727 - pyskl - INFO - Epoch [8][1400/3940] lr: 2.485e-02, eta: 2 days, 21:52:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6700, top5_acc: 0.9213, loss_cls: 4.7325, loss: 4.7325 +2025-06-23 14:34:59,238 - pyskl - INFO - Epoch [8][1500/3940] lr: 2.485e-02, eta: 2 days, 21:51:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9175, loss_cls: 4.7157, loss: 4.7157 +2025-06-23 14:35:43,825 - pyskl - INFO - Epoch [8][1600/3940] lr: 2.485e-02, eta: 2 days, 21:50:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9106, loss_cls: 4.7788, loss: 4.7788 +2025-06-23 14:36:28,302 - pyskl - INFO - Epoch [8][1700/3940] lr: 2.485e-02, eta: 2 days, 21:49:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9206, loss_cls: 4.7798, loss: 4.7798 +2025-06-23 14:37:12,675 - pyskl - INFO - Epoch [8][1800/3940] lr: 2.485e-02, eta: 2 days, 21:48:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9231, loss_cls: 4.6170, loss: 4.6170 +2025-06-23 14:37:57,222 - pyskl - INFO - Epoch [8][1900/3940] lr: 2.485e-02, eta: 2 days, 21:47:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9275, loss_cls: 4.6633, loss: 4.6633 +2025-06-23 14:38:41,725 - pyskl - INFO - Epoch [8][2000/3940] lr: 2.485e-02, eta: 2 days, 21:47:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9225, loss_cls: 4.6183, loss: 4.6183 +2025-06-23 14:39:26,201 - pyskl - INFO - Epoch [8][2100/3940] lr: 2.484e-02, eta: 2 days, 21:46:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9156, loss_cls: 4.6577, loss: 4.6577 +2025-06-23 14:40:10,699 - pyskl - INFO - Epoch [8][2200/3940] lr: 2.484e-02, eta: 2 days, 21:45:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9219, loss_cls: 4.7051, loss: 4.7051 +2025-06-23 14:40:55,177 - pyskl - INFO - Epoch [8][2300/3940] lr: 2.484e-02, eta: 2 days, 21:44:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9237, loss_cls: 4.6638, loss: 4.6638 +2025-06-23 14:41:39,508 - pyskl - INFO - Epoch [8][2400/3940] lr: 2.484e-02, eta: 2 days, 21:43:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9144, loss_cls: 4.7157, loss: 4.7157 +2025-06-23 14:42:23,927 - pyskl - INFO - Epoch [8][2500/3940] lr: 2.484e-02, eta: 2 days, 21:42:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9200, loss_cls: 4.7460, loss: 4.7460 +2025-06-23 14:43:08,227 - pyskl - INFO - Epoch [8][2600/3940] lr: 2.484e-02, eta: 2 days, 21:41:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9131, loss_cls: 4.7387, loss: 4.7387 +2025-06-23 14:43:52,669 - pyskl - INFO - Epoch [8][2700/3940] lr: 2.484e-02, eta: 2 days, 21:41:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9319, loss_cls: 4.7284, loss: 4.7284 +2025-06-23 14:44:37,034 - pyskl - INFO - Epoch [8][2800/3940] lr: 2.484e-02, eta: 2 days, 21:40:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9156, loss_cls: 4.7241, loss: 4.7241 +2025-06-23 14:45:21,356 - pyskl - INFO - Epoch [8][2900/3940] lr: 2.484e-02, eta: 2 days, 21:39:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6750, top5_acc: 0.9256, loss_cls: 4.6927, loss: 4.6927 +2025-06-23 14:46:05,727 - pyskl - INFO - Epoch [8][3000/3940] lr: 2.484e-02, eta: 2 days, 21:38:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9156, loss_cls: 4.7175, loss: 4.7175 +2025-06-23 14:46:49,997 - pyskl - INFO - Epoch [8][3100/3940] lr: 2.483e-02, eta: 2 days, 21:37:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9263, loss_cls: 4.6434, loss: 4.6434 +2025-06-23 14:47:34,262 - pyskl - INFO - Epoch [8][3200/3940] lr: 2.483e-02, eta: 2 days, 21:36:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9156, loss_cls: 4.8098, loss: 4.8098 +2025-06-23 14:48:18,506 - pyskl - INFO - Epoch [8][3300/3940] lr: 2.483e-02, eta: 2 days, 21:35:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9237, loss_cls: 4.5967, loss: 4.5967 +2025-06-23 14:49:02,918 - pyskl - INFO - Epoch [8][3400/3940] lr: 2.483e-02, eta: 2 days, 21:35:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9213, loss_cls: 4.5753, loss: 4.5753 +2025-06-23 14:49:47,382 - pyskl - INFO - Epoch [8][3500/3940] lr: 2.483e-02, eta: 2 days, 21:34:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9269, loss_cls: 4.4899, loss: 4.4899 +2025-06-23 14:50:31,721 - pyskl - INFO - Epoch [8][3600/3940] lr: 2.483e-02, eta: 2 days, 21:33:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9169, loss_cls: 4.7365, loss: 4.7365 +2025-06-23 14:51:16,072 - pyskl - INFO - Epoch [8][3700/3940] lr: 2.483e-02, eta: 2 days, 21:32:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9313, loss_cls: 4.6309, loss: 4.6309 +2025-06-23 14:52:00,423 - pyskl - INFO - Epoch [8][3800/3940] lr: 2.483e-02, eta: 2 days, 21:31:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9213, loss_cls: 4.6049, loss: 4.6049 +2025-06-23 14:52:44,843 - pyskl - INFO - Epoch [8][3900/3940] lr: 2.483e-02, eta: 2 days, 21:30:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9187, loss_cls: 4.5475, loss: 4.5475 +2025-06-23 14:53:02,977 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-06-23 14:56:25,893 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 14:56:26,363 - pyskl - INFO - +top1_acc 0.6228 +top5_acc 0.9009 +2025-06-23 14:56:26,419 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_7.pth was removed +2025-06-23 14:56:27,501 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2025-06-23 14:56:27,503 - pyskl - INFO - Best top1_acc is 0.6228 at 8 epoch. +2025-06-23 14:56:27,522 - pyskl - INFO - Epoch(val) [8][3183] top1_acc: 0.6228, top5_acc: 0.9009 +2025-06-23 14:57:37,880 - pyskl - INFO - Epoch [9][100/3940] lr: 2.482e-02, eta: 2 days, 21:32:00, time: 0.704, data_time: 0.258, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9175, loss_cls: 4.6574, loss: 4.6574 +2025-06-23 14:58:22,440 - pyskl - INFO - Epoch [9][200/3940] lr: 2.482e-02, eta: 2 days, 21:31:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9287, loss_cls: 4.6006, loss: 4.6006 +2025-06-23 14:59:06,859 - pyskl - INFO - Epoch [9][300/3940] lr: 2.482e-02, eta: 2 days, 21:30:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9244, loss_cls: 4.4282, loss: 4.4282 +2025-06-23 14:59:51,351 - pyskl - INFO - Epoch [9][400/3940] lr: 2.482e-02, eta: 2 days, 21:29:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9294, loss_cls: 4.6082, loss: 4.6082 +2025-06-23 15:00:35,763 - pyskl - INFO - Epoch [9][500/3940] lr: 2.482e-02, eta: 2 days, 21:28:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9187, loss_cls: 4.5820, loss: 4.5820 +2025-06-23 15:01:20,362 - pyskl - INFO - Epoch [9][600/3940] lr: 2.482e-02, eta: 2 days, 21:27:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9113, loss_cls: 4.6420, loss: 4.6420 +2025-06-23 15:02:04,799 - pyskl - INFO - Epoch [9][700/3940] lr: 2.482e-02, eta: 2 days, 21:27:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9200, loss_cls: 4.7496, loss: 4.7496 +2025-06-23 15:02:49,234 - pyskl - INFO - Epoch [9][800/3940] lr: 2.482e-02, eta: 2 days, 21:26:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9094, loss_cls: 4.6387, loss: 4.6387 +2025-06-23 15:03:33,676 - pyskl - INFO - Epoch [9][900/3940] lr: 2.481e-02, eta: 2 days, 21:25:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9369, loss_cls: 4.5641, loss: 4.5641 +2025-06-23 15:04:18,142 - pyskl - INFO - Epoch [9][1000/3940] lr: 2.481e-02, eta: 2 days, 21:24:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9213, loss_cls: 4.7351, loss: 4.7351 +2025-06-23 15:05:02,722 - pyskl - INFO - Epoch [9][1100/3940] lr: 2.481e-02, eta: 2 days, 21:23:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9325, loss_cls: 4.6372, loss: 4.6372 +2025-06-23 15:05:47,317 - pyskl - INFO - Epoch [9][1200/3940] lr: 2.481e-02, eta: 2 days, 21:23:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9281, loss_cls: 4.6917, loss: 4.6917 +2025-06-23 15:06:31,757 - pyskl - INFO - Epoch [9][1300/3940] lr: 2.481e-02, eta: 2 days, 21:22:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9437, loss_cls: 4.5530, loss: 4.5530 +2025-06-23 15:07:16,310 - pyskl - INFO - Epoch [9][1400/3940] lr: 2.481e-02, eta: 2 days, 21:21:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9181, loss_cls: 4.7015, loss: 4.7015 +2025-06-23 15:08:00,722 - pyskl - INFO - Epoch [9][1500/3940] lr: 2.481e-02, eta: 2 days, 21:20:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9319, loss_cls: 4.5435, loss: 4.5435 +2025-06-23 15:08:45,122 - pyskl - INFO - Epoch [9][1600/3940] lr: 2.481e-02, eta: 2 days, 21:19:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9113, loss_cls: 4.8128, loss: 4.8128 +2025-06-23 15:09:29,644 - pyskl - INFO - Epoch [9][1700/3940] lr: 2.481e-02, eta: 2 days, 21:18:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9219, loss_cls: 4.6330, loss: 4.6330 +2025-06-23 15:10:14,188 - pyskl - INFO - Epoch [9][1800/3940] lr: 2.480e-02, eta: 2 days, 21:18:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9331, loss_cls: 4.6343, loss: 4.6343 +2025-06-23 15:10:58,620 - pyskl - INFO - Epoch [9][1900/3940] lr: 2.480e-02, eta: 2 days, 21:17:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9294, loss_cls: 4.6037, loss: 4.6037 +2025-06-23 15:11:42,980 - pyskl - INFO - Epoch [9][2000/3940] lr: 2.480e-02, eta: 2 days, 21:16:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9356, loss_cls: 4.5629, loss: 4.5629 +2025-06-23 15:12:27,315 - pyskl - INFO - Epoch [9][2100/3940] lr: 2.480e-02, eta: 2 days, 21:15:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9200, loss_cls: 4.6478, loss: 4.6478 +2025-06-23 15:13:11,805 - pyskl - INFO - Epoch [9][2200/3940] lr: 2.480e-02, eta: 2 days, 21:14:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9200, loss_cls: 4.5705, loss: 4.5705 +2025-06-23 15:13:56,231 - pyskl - INFO - Epoch [9][2300/3940] lr: 2.480e-02, eta: 2 days, 21:13:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9213, loss_cls: 4.6515, loss: 4.6515 +2025-06-23 15:14:40,591 - pyskl - INFO - Epoch [9][2400/3940] lr: 2.480e-02, eta: 2 days, 21:13:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9319, loss_cls: 4.5556, loss: 4.5556 +2025-06-23 15:15:24,981 - pyskl - INFO - Epoch [9][2500/3940] lr: 2.480e-02, eta: 2 days, 21:12:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9244, loss_cls: 4.5363, loss: 4.5363 +2025-06-23 15:16:09,694 - pyskl - INFO - Epoch [9][2600/3940] lr: 2.479e-02, eta: 2 days, 21:11:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9225, loss_cls: 4.5116, loss: 4.5116 +2025-06-23 15:16:54,109 - pyskl - INFO - Epoch [9][2700/3940] lr: 2.479e-02, eta: 2 days, 21:10:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9113, loss_cls: 4.6802, loss: 4.6802 +2025-06-23 15:17:38,513 - pyskl - INFO - Epoch [9][2800/3940] lr: 2.479e-02, eta: 2 days, 21:09:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9319, loss_cls: 4.5035, loss: 4.5035 +2025-06-23 15:18:23,022 - pyskl - INFO - Epoch [9][2900/3940] lr: 2.479e-02, eta: 2 days, 21:09:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9319, loss_cls: 4.4811, loss: 4.4811 +2025-06-23 15:19:07,598 - pyskl - INFO - Epoch [9][3000/3940] lr: 2.479e-02, eta: 2 days, 21:08:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9244, loss_cls: 4.6170, loss: 4.6170 +2025-06-23 15:19:52,047 - pyskl - INFO - Epoch [9][3100/3940] lr: 2.479e-02, eta: 2 days, 21:07:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9394, loss_cls: 4.4675, loss: 4.4675 +2025-06-23 15:20:36,519 - pyskl - INFO - Epoch [9][3200/3940] lr: 2.479e-02, eta: 2 days, 21:06:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9250, loss_cls: 4.6106, loss: 4.6106 +2025-06-23 15:21:20,877 - pyskl - INFO - Epoch [9][3300/3940] lr: 2.479e-02, eta: 2 days, 21:05:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9350, loss_cls: 4.5432, loss: 4.5432 +2025-06-23 15:22:05,396 - pyskl - INFO - Epoch [9][3400/3940] lr: 2.479e-02, eta: 2 days, 21:04:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9225, loss_cls: 4.5839, loss: 4.5839 +2025-06-23 15:22:49,833 - pyskl - INFO - Epoch [9][3500/3940] lr: 2.478e-02, eta: 2 days, 21:04:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9125, loss_cls: 4.5785, loss: 4.5785 +2025-06-23 15:23:34,302 - pyskl - INFO - Epoch [9][3600/3940] lr: 2.478e-02, eta: 2 days, 21:03:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9287, loss_cls: 4.4152, loss: 4.4152 +2025-06-23 15:24:18,988 - pyskl - INFO - Epoch [9][3700/3940] lr: 2.478e-02, eta: 2 days, 21:02:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9337, loss_cls: 4.5991, loss: 4.5991 +2025-06-23 15:25:03,421 - pyskl - INFO - Epoch [9][3800/3940] lr: 2.478e-02, eta: 2 days, 21:01:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9313, loss_cls: 4.5749, loss: 4.5749 +2025-06-23 15:25:47,931 - pyskl - INFO - Epoch [9][3900/3940] lr: 2.478e-02, eta: 2 days, 21:00:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9181, loss_cls: 4.6413, loss: 4.6413 +2025-06-23 15:26:06,171 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-06-23 15:29:30,565 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 15:29:31,052 - pyskl - INFO - +top1_acc 0.6097 +top5_acc 0.8803 +2025-06-23 15:29:31,071 - pyskl - INFO - Epoch(val) [9][3183] top1_acc: 0.6097, top5_acc: 0.8803 +2025-06-23 15:30:41,523 - pyskl - INFO - Epoch [10][100/3940] lr: 2.478e-02, eta: 2 days, 21:01:55, time: 0.704, data_time: 0.259, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9381, loss_cls: 4.4868, loss: 4.4868 +2025-06-23 15:31:26,069 - pyskl - INFO - Epoch [10][200/3940] lr: 2.478e-02, eta: 2 days, 21:01:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9325, loss_cls: 4.4343, loss: 4.4343 +2025-06-23 15:32:10,579 - pyskl - INFO - Epoch [10][300/3940] lr: 2.477e-02, eta: 2 days, 21:00:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9394, loss_cls: 4.4422, loss: 4.4422 +2025-06-23 15:32:55,156 - pyskl - INFO - Epoch [10][400/3940] lr: 2.477e-02, eta: 2 days, 20:59:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9337, loss_cls: 4.5891, loss: 4.5891 +2025-06-23 15:33:39,652 - pyskl - INFO - Epoch [10][500/3940] lr: 2.477e-02, eta: 2 days, 20:58:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9337, loss_cls: 4.4917, loss: 4.4917 +2025-06-23 15:34:24,113 - pyskl - INFO - Epoch [10][600/3940] lr: 2.477e-02, eta: 2 days, 20:57:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9163, loss_cls: 4.5524, loss: 4.5524 +2025-06-23 15:35:08,547 - pyskl - INFO - Epoch [10][700/3940] lr: 2.477e-02, eta: 2 days, 20:57:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9287, loss_cls: 4.4760, loss: 4.4760 +2025-06-23 15:35:53,042 - pyskl - INFO - Epoch [10][800/3940] lr: 2.477e-02, eta: 2 days, 20:56:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9406, loss_cls: 4.4668, loss: 4.4668 +2025-06-23 15:36:37,534 - pyskl - INFO - Epoch [10][900/3940] lr: 2.477e-02, eta: 2 days, 20:55:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9219, loss_cls: 4.5388, loss: 4.5388 +2025-06-23 15:37:21,928 - pyskl - INFO - Epoch [10][1000/3940] lr: 2.477e-02, eta: 2 days, 20:54:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9331, loss_cls: 4.4942, loss: 4.4942 +2025-06-23 15:38:06,319 - pyskl - INFO - Epoch [10][1100/3940] lr: 2.476e-02, eta: 2 days, 20:53:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9375, loss_cls: 4.4822, loss: 4.4822 +2025-06-23 15:38:50,737 - pyskl - INFO - Epoch [10][1200/3940] lr: 2.476e-02, eta: 2 days, 20:52:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9300, loss_cls: 4.4575, loss: 4.4575 +2025-06-23 15:39:35,284 - pyskl - INFO - Epoch [10][1300/3940] lr: 2.476e-02, eta: 2 days, 20:52:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9313, loss_cls: 4.5489, loss: 4.5489 +2025-06-23 15:40:19,834 - pyskl - INFO - Epoch [10][1400/3940] lr: 2.476e-02, eta: 2 days, 20:51:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9163, loss_cls: 4.6207, loss: 4.6207 +2025-06-23 15:41:04,306 - pyskl - INFO - Epoch [10][1500/3940] lr: 2.476e-02, eta: 2 days, 20:50:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9363, loss_cls: 4.3316, loss: 4.3316 +2025-06-23 15:41:48,778 - pyskl - INFO - Epoch [10][1600/3940] lr: 2.476e-02, eta: 2 days, 20:49:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9319, loss_cls: 4.4860, loss: 4.4860 +2025-06-23 15:42:33,261 - pyskl - INFO - Epoch [10][1700/3940] lr: 2.476e-02, eta: 2 days, 20:48:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9244, loss_cls: 4.5879, loss: 4.5879 +2025-06-23 15:43:17,913 - pyskl - INFO - Epoch [10][1800/3940] lr: 2.476e-02, eta: 2 days, 20:48:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9237, loss_cls: 4.6378, loss: 4.6378 +2025-06-23 15:44:02,374 - pyskl - INFO - Epoch [10][1900/3940] lr: 2.475e-02, eta: 2 days, 20:47:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9187, loss_cls: 4.6236, loss: 4.6236 +2025-06-23 15:44:46,847 - pyskl - INFO - Epoch [10][2000/3940] lr: 2.475e-02, eta: 2 days, 20:46:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9413, loss_cls: 4.4193, loss: 4.4193 +2025-06-23 15:45:31,288 - pyskl - INFO - Epoch [10][2100/3940] lr: 2.475e-02, eta: 2 days, 20:45:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9244, loss_cls: 4.3529, loss: 4.3529 +2025-06-23 15:46:15,745 - pyskl - INFO - Epoch [10][2200/3940] lr: 2.475e-02, eta: 2 days, 20:44:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9263, loss_cls: 4.5781, loss: 4.5781 +2025-06-23 15:47:00,216 - pyskl - INFO - Epoch [10][2300/3940] lr: 2.475e-02, eta: 2 days, 20:44:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9313, loss_cls: 4.4856, loss: 4.4856 +2025-06-23 15:47:44,562 - pyskl - INFO - Epoch [10][2400/3940] lr: 2.475e-02, eta: 2 days, 20:43:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9363, loss_cls: 4.4019, loss: 4.4019 +2025-06-23 15:48:29,037 - pyskl - INFO - Epoch [10][2500/3940] lr: 2.475e-02, eta: 2 days, 20:42:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9281, loss_cls: 4.5214, loss: 4.5214 +2025-06-23 15:49:13,460 - pyskl - INFO - Epoch [10][2600/3940] lr: 2.475e-02, eta: 2 days, 20:41:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9294, loss_cls: 4.5373, loss: 4.5373 +2025-06-23 15:49:57,846 - pyskl - INFO - Epoch [10][2700/3940] lr: 2.474e-02, eta: 2 days, 20:40:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9237, loss_cls: 4.5115, loss: 4.5115 +2025-06-23 15:50:42,213 - pyskl - INFO - Epoch [10][2800/3940] lr: 2.474e-02, eta: 2 days, 20:40:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9181, loss_cls: 4.6418, loss: 4.6418 +2025-06-23 15:51:26,557 - pyskl - INFO - Epoch [10][2900/3940] lr: 2.474e-02, eta: 2 days, 20:39:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9375, loss_cls: 4.5896, loss: 4.5896 +2025-06-23 15:52:10,963 - pyskl - INFO - Epoch [10][3000/3940] lr: 2.474e-02, eta: 2 days, 20:38:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9225, loss_cls: 4.6192, loss: 4.6192 +2025-06-23 15:52:55,259 - pyskl - INFO - Epoch [10][3100/3940] lr: 2.474e-02, eta: 2 days, 20:37:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9319, loss_cls: 4.4684, loss: 4.4684 +2025-06-23 15:53:39,500 - pyskl - INFO - Epoch [10][3200/3940] lr: 2.474e-02, eta: 2 days, 20:36:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9225, loss_cls: 4.4259, loss: 4.4259 +2025-06-23 15:54:23,944 - pyskl - INFO - Epoch [10][3300/3940] lr: 2.474e-02, eta: 2 days, 20:35:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9281, loss_cls: 4.5654, loss: 4.5654 +2025-06-23 15:55:08,441 - pyskl - INFO - Epoch [10][3400/3940] lr: 2.473e-02, eta: 2 days, 20:35:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9300, loss_cls: 4.5203, loss: 4.5203 +2025-06-23 15:55:52,907 - pyskl - INFO - Epoch [10][3500/3940] lr: 2.473e-02, eta: 2 days, 20:34:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9256, loss_cls: 4.6163, loss: 4.6163 +2025-06-23 15:56:37,362 - pyskl - INFO - Epoch [10][3600/3940] lr: 2.473e-02, eta: 2 days, 20:33:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9287, loss_cls: 4.3906, loss: 4.3906 +2025-06-23 15:57:21,632 - pyskl - INFO - Epoch [10][3700/3940] lr: 2.473e-02, eta: 2 days, 20:32:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9287, loss_cls: 4.5025, loss: 4.5025 +2025-06-23 15:58:06,071 - pyskl - INFO - Epoch [10][3800/3940] lr: 2.473e-02, eta: 2 days, 20:31:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9300, loss_cls: 4.6123, loss: 4.6123 +2025-06-23 15:58:50,446 - pyskl - INFO - Epoch [10][3900/3940] lr: 2.473e-02, eta: 2 days, 20:30:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9256, loss_cls: 4.6302, loss: 4.6302 +2025-06-23 15:59:08,582 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-06-23 16:18:29,831 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 16:18:30,342 - pyskl - INFO - +top1_acc 0.6974 +top5_acc 0.9340 +2025-06-23 16:18:30,394 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_8.pth was removed +2025-06-23 16:18:31,436 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2025-06-23 16:18:31,438 - pyskl - INFO - Best top1_acc is 0.6974 at 10 epoch. +2025-06-23 16:18:31,455 - pyskl - INFO - Epoch(val) [10][3183] top1_acc: 0.6974, top5_acc: 0.9340 +2025-06-23 16:19:41,478 - pyskl - INFO - Epoch [11][100/3940] lr: 2.473e-02, eta: 2 days, 20:31:38, time: 0.700, data_time: 0.256, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9300, loss_cls: 4.4579, loss: 4.4579 +2025-06-23 16:20:25,884 - pyskl - INFO - Epoch [11][200/3940] lr: 2.472e-02, eta: 2 days, 20:30:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9325, loss_cls: 4.4718, loss: 4.4718 +2025-06-23 16:21:10,434 - pyskl - INFO - Epoch [11][300/3940] lr: 2.472e-02, eta: 2 days, 20:30:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9269, loss_cls: 4.4821, loss: 4.4821 +2025-06-23 16:21:54,795 - pyskl - INFO - Epoch [11][400/3940] lr: 2.472e-02, eta: 2 days, 20:29:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9394, loss_cls: 4.3959, loss: 4.3959 +2025-06-23 16:22:39,218 - pyskl - INFO - Epoch [11][500/3940] lr: 2.472e-02, eta: 2 days, 20:28:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9331, loss_cls: 4.3356, loss: 4.3356 +2025-06-23 16:23:23,674 - pyskl - INFO - Epoch [11][600/3940] lr: 2.472e-02, eta: 2 days, 20:27:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9394, loss_cls: 4.2832, loss: 4.2832 +2025-06-23 16:24:08,082 - pyskl - INFO - Epoch [11][700/3940] lr: 2.472e-02, eta: 2 days, 20:26:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9294, loss_cls: 4.4318, loss: 4.4318 +2025-06-23 16:24:52,596 - pyskl - INFO - Epoch [11][800/3940] lr: 2.472e-02, eta: 2 days, 20:25:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9406, loss_cls: 4.2943, loss: 4.2943 +2025-06-23 16:25:37,175 - pyskl - INFO - Epoch [11][900/3940] lr: 2.471e-02, eta: 2 days, 20:25:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9331, loss_cls: 4.3831, loss: 4.3831 +2025-06-23 16:26:21,722 - pyskl - INFO - Epoch [11][1000/3940] lr: 2.471e-02, eta: 2 days, 20:24:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9287, loss_cls: 4.5187, loss: 4.5187 +2025-06-23 16:27:06,224 - pyskl - INFO - Epoch [11][1100/3940] lr: 2.471e-02, eta: 2 days, 20:23:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9381, loss_cls: 4.4031, loss: 4.4031 +2025-06-23 16:27:50,802 - pyskl - INFO - Epoch [11][1200/3940] lr: 2.471e-02, eta: 2 days, 20:22:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9337, loss_cls: 4.4849, loss: 4.4849 +2025-06-23 16:28:35,407 - pyskl - INFO - Epoch [11][1300/3940] lr: 2.471e-02, eta: 2 days, 20:22:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9369, loss_cls: 4.3427, loss: 4.3427 +2025-06-23 16:29:19,990 - pyskl - INFO - Epoch [11][1400/3940] lr: 2.471e-02, eta: 2 days, 20:21:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9306, loss_cls: 4.4078, loss: 4.4078 +2025-06-23 16:30:04,597 - pyskl - INFO - Epoch [11][1500/3940] lr: 2.471e-02, eta: 2 days, 20:20:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9237, loss_cls: 4.5562, loss: 4.5562 +2025-06-23 16:30:49,136 - pyskl - INFO - Epoch [11][1600/3940] lr: 2.470e-02, eta: 2 days, 20:19:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9281, loss_cls: 4.5138, loss: 4.5138 +2025-06-23 16:31:33,579 - pyskl - INFO - Epoch [11][1700/3940] lr: 2.470e-02, eta: 2 days, 20:18:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9381, loss_cls: 4.5030, loss: 4.5030 +2025-06-23 16:32:18,034 - pyskl - INFO - Epoch [11][1800/3940] lr: 2.470e-02, eta: 2 days, 20:18:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9375, loss_cls: 4.4203, loss: 4.4203 +2025-06-23 16:33:02,613 - pyskl - INFO - Epoch [11][1900/3940] lr: 2.470e-02, eta: 2 days, 20:17:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9387, loss_cls: 4.4635, loss: 4.4635 +2025-06-23 16:33:47,131 - pyskl - INFO - Epoch [11][2000/3940] lr: 2.470e-02, eta: 2 days, 20:16:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9294, loss_cls: 4.5083, loss: 4.5083 +2025-06-23 16:34:31,698 - pyskl - INFO - Epoch [11][2100/3940] lr: 2.470e-02, eta: 2 days, 20:15:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9306, loss_cls: 4.4253, loss: 4.4253 +2025-06-23 16:35:16,321 - pyskl - INFO - Epoch [11][2200/3940] lr: 2.470e-02, eta: 2 days, 20:14:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9275, loss_cls: 4.5747, loss: 4.5747 +2025-06-23 16:36:00,829 - pyskl - INFO - Epoch [11][2300/3940] lr: 2.469e-02, eta: 2 days, 20:14:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9294, loss_cls: 4.4403, loss: 4.4403 +2025-06-23 16:36:45,397 - pyskl - INFO - Epoch [11][2400/3940] lr: 2.469e-02, eta: 2 days, 20:13:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9300, loss_cls: 4.5180, loss: 4.5180 +2025-06-23 16:37:29,951 - pyskl - INFO - Epoch [11][2500/3940] lr: 2.469e-02, eta: 2 days, 20:12:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9313, loss_cls: 4.4616, loss: 4.4616 +2025-06-23 16:38:14,441 - pyskl - INFO - Epoch [11][2600/3940] lr: 2.469e-02, eta: 2 days, 20:11:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9437, loss_cls: 4.3870, loss: 4.3870 +2025-06-23 16:38:58,926 - pyskl - INFO - Epoch [11][2700/3940] lr: 2.469e-02, eta: 2 days, 20:11:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9325, loss_cls: 4.4220, loss: 4.4220 +2025-06-23 16:39:43,478 - pyskl - INFO - Epoch [11][2800/3940] lr: 2.469e-02, eta: 2 days, 20:10:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9475, loss_cls: 4.3254, loss: 4.3254 +2025-06-23 16:40:28,097 - pyskl - INFO - Epoch [11][2900/3940] lr: 2.469e-02, eta: 2 days, 20:09:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9313, loss_cls: 4.4349, loss: 4.4349 +2025-06-23 16:41:12,613 - pyskl - INFO - Epoch [11][3000/3940] lr: 2.468e-02, eta: 2 days, 20:08:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9313, loss_cls: 4.3829, loss: 4.3829 +2025-06-23 16:41:57,078 - pyskl - INFO - Epoch [11][3100/3940] lr: 2.468e-02, eta: 2 days, 20:07:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9406, loss_cls: 4.3411, loss: 4.3411 +2025-06-23 16:42:41,438 - pyskl - INFO - Epoch [11][3200/3940] lr: 2.468e-02, eta: 2 days, 20:07:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9487, loss_cls: 4.1592, loss: 4.1592 +2025-06-23 16:43:25,807 - pyskl - INFO - Epoch [11][3300/3940] lr: 2.468e-02, eta: 2 days, 20:06:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9263, loss_cls: 4.5579, loss: 4.5579 +2025-06-23 16:44:10,217 - pyskl - INFO - Epoch [11][3400/3940] lr: 2.468e-02, eta: 2 days, 20:05:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9375, loss_cls: 4.3781, loss: 4.3781 +2025-06-23 16:44:54,549 - pyskl - INFO - Epoch [11][3500/3940] lr: 2.468e-02, eta: 2 days, 20:04:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9206, loss_cls: 4.5320, loss: 4.5320 +2025-06-23 16:45:38,904 - pyskl - INFO - Epoch [11][3600/3940] lr: 2.467e-02, eta: 2 days, 20:03:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9369, loss_cls: 4.4260, loss: 4.4260 +2025-06-23 16:46:23,329 - pyskl - INFO - Epoch [11][3700/3940] lr: 2.467e-02, eta: 2 days, 20:02:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9275, loss_cls: 4.4792, loss: 4.4792 +2025-06-23 16:47:07,749 - pyskl - INFO - Epoch [11][3800/3940] lr: 2.467e-02, eta: 2 days, 20:02:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9300, loss_cls: 4.5464, loss: 4.5464 +2025-06-23 16:47:52,060 - pyskl - INFO - Epoch [11][3900/3940] lr: 2.467e-02, eta: 2 days, 20:01:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9375, loss_cls: 4.3617, loss: 4.3617 +2025-06-23 16:48:10,200 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-06-23 16:51:34,602 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 16:51:35,068 - pyskl - INFO - +top1_acc 0.6500 +top5_acc 0.9144 +2025-06-23 16:51:35,087 - pyskl - INFO - Epoch(val) [11][3183] top1_acc: 0.6500, top5_acc: 0.9144 +2025-06-23 16:52:44,547 - pyskl - INFO - Epoch [12][100/3940] lr: 2.467e-02, eta: 2 days, 20:01:45, time: 0.695, data_time: 0.251, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9406, loss_cls: 4.3851, loss: 4.3851 +2025-06-23 16:53:28,891 - pyskl - INFO - Epoch [12][200/3940] lr: 2.467e-02, eta: 2 days, 20:00:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9425, loss_cls: 4.2710, loss: 4.2710 +2025-06-23 16:54:13,432 - pyskl - INFO - Epoch [12][300/3940] lr: 2.467e-02, eta: 2 days, 20:00:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9269, loss_cls: 4.5079, loss: 4.5079 +2025-06-23 16:54:57,903 - pyskl - INFO - Epoch [12][400/3940] lr: 2.466e-02, eta: 2 days, 19:59:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9363, loss_cls: 4.3417, loss: 4.3417 +2025-06-23 16:55:42,284 - pyskl - INFO - Epoch [12][500/3940] lr: 2.466e-02, eta: 2 days, 19:58:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9363, loss_cls: 4.3811, loss: 4.3811 +2025-06-23 16:56:26,697 - pyskl - INFO - Epoch [12][600/3940] lr: 2.466e-02, eta: 2 days, 19:57:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9425, loss_cls: 4.3522, loss: 4.3522 +2025-06-23 16:57:11,154 - pyskl - INFO - Epoch [12][700/3940] lr: 2.466e-02, eta: 2 days, 19:56:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9406, loss_cls: 4.1878, loss: 4.1878 +2025-06-23 16:57:55,609 - pyskl - INFO - Epoch [12][800/3940] lr: 2.466e-02, eta: 2 days, 19:56:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9275, loss_cls: 4.4462, loss: 4.4462 +2025-06-23 16:58:40,141 - pyskl - INFO - Epoch [12][900/3940] lr: 2.466e-02, eta: 2 days, 19:55:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9281, loss_cls: 4.4029, loss: 4.4029 +2025-06-23 16:59:24,649 - pyskl - INFO - Epoch [12][1000/3940] lr: 2.465e-02, eta: 2 days, 19:54:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9437, loss_cls: 4.2723, loss: 4.2723 +2025-06-23 17:00:09,173 - pyskl - INFO - Epoch [12][1100/3940] lr: 2.465e-02, eta: 2 days, 19:53:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9400, loss_cls: 4.3492, loss: 4.3492 +2025-06-23 17:00:53,685 - pyskl - INFO - Epoch [12][1200/3940] lr: 2.465e-02, eta: 2 days, 19:52:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9275, loss_cls: 4.3793, loss: 4.3793 +2025-06-23 17:01:38,150 - pyskl - INFO - Epoch [12][1300/3940] lr: 2.465e-02, eta: 2 days, 19:52:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9381, loss_cls: 4.3464, loss: 4.3464 +2025-06-23 17:02:22,622 - pyskl - INFO - Epoch [12][1400/3940] lr: 2.465e-02, eta: 2 days, 19:51:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9400, loss_cls: 4.3662, loss: 4.3662 +2025-06-23 17:03:07,253 - pyskl - INFO - Epoch [12][1500/3940] lr: 2.465e-02, eta: 2 days, 19:50:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9444, loss_cls: 4.3354, loss: 4.3354 +2025-06-23 17:03:51,694 - pyskl - INFO - Epoch [12][1600/3940] lr: 2.465e-02, eta: 2 days, 19:49:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9331, loss_cls: 4.4000, loss: 4.4000 +2025-06-23 17:04:36,065 - pyskl - INFO - Epoch [12][1700/3940] lr: 2.464e-02, eta: 2 days, 19:48:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9375, loss_cls: 4.4207, loss: 4.4207 +2025-06-23 17:05:20,537 - pyskl - INFO - Epoch [12][1800/3940] lr: 2.464e-02, eta: 2 days, 19:48:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9356, loss_cls: 4.2527, loss: 4.2527 +2025-06-23 17:06:05,279 - pyskl - INFO - Epoch [12][1900/3940] lr: 2.464e-02, eta: 2 days, 19:47:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9263, loss_cls: 4.4584, loss: 4.4584 +2025-06-23 17:06:50,035 - pyskl - INFO - Epoch [12][2000/3940] lr: 2.464e-02, eta: 2 days, 19:46:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9487, loss_cls: 4.3068, loss: 4.3068 +2025-06-23 17:07:34,537 - pyskl - INFO - Epoch [12][2100/3940] lr: 2.464e-02, eta: 2 days, 19:45:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9381, loss_cls: 4.4121, loss: 4.4121 +2025-06-23 17:08:18,953 - pyskl - INFO - Epoch [12][2200/3940] lr: 2.464e-02, eta: 2 days, 19:45:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9256, loss_cls: 4.3542, loss: 4.3542 +2025-06-23 17:09:03,407 - pyskl - INFO - Epoch [12][2300/3940] lr: 2.463e-02, eta: 2 days, 19:44:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9375, loss_cls: 4.3171, loss: 4.3171 +2025-06-23 17:09:47,890 - pyskl - INFO - Epoch [12][2400/3940] lr: 2.463e-02, eta: 2 days, 19:43:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9369, loss_cls: 4.3777, loss: 4.3777 +2025-06-23 17:10:32,323 - pyskl - INFO - Epoch [12][2500/3940] lr: 2.463e-02, eta: 2 days, 19:42:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9487, loss_cls: 4.2269, loss: 4.2269 +2025-06-23 17:11:16,727 - pyskl - INFO - Epoch [12][2600/3940] lr: 2.463e-02, eta: 2 days, 19:41:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9369, loss_cls: 4.3055, loss: 4.3055 +2025-06-23 17:12:01,140 - pyskl - INFO - Epoch [12][2700/3940] lr: 2.463e-02, eta: 2 days, 19:41:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9356, loss_cls: 4.2805, loss: 4.2805 +2025-06-23 17:12:45,689 - pyskl - INFO - Epoch [12][2800/3940] lr: 2.463e-02, eta: 2 days, 19:40:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9325, loss_cls: 4.3770, loss: 4.3770 +2025-06-23 17:13:30,239 - pyskl - INFO - Epoch [12][2900/3940] lr: 2.462e-02, eta: 2 days, 19:39:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9344, loss_cls: 4.3785, loss: 4.3785 +2025-06-23 17:14:14,653 - pyskl - INFO - Epoch [12][3000/3940] lr: 2.462e-02, eta: 2 days, 19:38:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9275, loss_cls: 4.4529, loss: 4.4529 +2025-06-23 17:14:59,078 - pyskl - INFO - Epoch [12][3100/3940] lr: 2.462e-02, eta: 2 days, 19:37:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9287, loss_cls: 4.3370, loss: 4.3370 +2025-06-23 17:15:43,598 - pyskl - INFO - Epoch [12][3200/3940] lr: 2.462e-02, eta: 2 days, 19:37:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9331, loss_cls: 4.3915, loss: 4.3915 +2025-06-23 17:16:28,118 - pyskl - INFO - Epoch [12][3300/3940] lr: 2.462e-02, eta: 2 days, 19:36:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9400, loss_cls: 4.4347, loss: 4.4347 +2025-06-23 17:17:12,609 - pyskl - INFO - Epoch [12][3400/3940] lr: 2.462e-02, eta: 2 days, 19:35:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9281, loss_cls: 4.5572, loss: 4.5572 +2025-06-23 17:17:56,983 - pyskl - INFO - Epoch [12][3500/3940] lr: 2.461e-02, eta: 2 days, 19:34:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9406, loss_cls: 4.2456, loss: 4.2456 +2025-06-23 17:18:41,508 - pyskl - INFO - Epoch [12][3600/3940] lr: 2.461e-02, eta: 2 days, 19:34:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9363, loss_cls: 4.3247, loss: 4.3247 +2025-06-23 17:19:26,065 - pyskl - INFO - Epoch [12][3700/3940] lr: 2.461e-02, eta: 2 days, 19:33:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9344, loss_cls: 4.3240, loss: 4.3240 +2025-06-23 17:20:10,559 - pyskl - INFO - Epoch [12][3800/3940] lr: 2.461e-02, eta: 2 days, 19:32:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9431, loss_cls: 4.2778, loss: 4.2778 +2025-06-23 17:20:55,084 - pyskl - INFO - Epoch [12][3900/3940] lr: 2.461e-02, eta: 2 days, 19:31:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9319, loss_cls: 4.4523, loss: 4.4523 +2025-06-23 17:21:13,326 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-06-23 17:24:35,998 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 17:24:36,545 - pyskl - INFO - +top1_acc 0.7086 +top5_acc 0.9364 +2025-06-23 17:24:36,598 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_10.pth was removed +2025-06-23 17:24:37,655 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2025-06-23 17:24:37,657 - pyskl - INFO - Best top1_acc is 0.7086 at 12 epoch. +2025-06-23 17:24:37,675 - pyskl - INFO - Epoch(val) [12][3183] top1_acc: 0.7086, top5_acc: 0.9364 +2025-06-23 17:25:47,227 - pyskl - INFO - Epoch [13][100/3940] lr: 2.461e-02, eta: 2 days, 19:31:58, time: 0.695, data_time: 0.251, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9481, loss_cls: 4.3322, loss: 4.3322 +2025-06-23 17:26:31,458 - pyskl - INFO - Epoch [13][200/3940] lr: 2.460e-02, eta: 2 days, 19:31:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9456, loss_cls: 4.2342, loss: 4.2342 +2025-06-23 17:27:15,822 - pyskl - INFO - Epoch [13][300/3940] lr: 2.460e-02, eta: 2 days, 19:30:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9381, loss_cls: 4.2456, loss: 4.2456 +2025-06-23 17:28:00,249 - pyskl - INFO - Epoch [13][400/3940] lr: 2.460e-02, eta: 2 days, 19:29:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9450, loss_cls: 4.2203, loss: 4.2203 +2025-06-23 17:28:44,745 - pyskl - INFO - Epoch [13][500/3940] lr: 2.460e-02, eta: 2 days, 19:28:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9306, loss_cls: 4.3629, loss: 4.3629 +2025-06-23 17:29:29,280 - pyskl - INFO - Epoch [13][600/3940] lr: 2.460e-02, eta: 2 days, 19:27:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9431, loss_cls: 4.2640, loss: 4.2640 +2025-06-23 17:30:13,601 - pyskl - INFO - Epoch [13][700/3940] lr: 2.460e-02, eta: 2 days, 19:27:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9425, loss_cls: 4.3111, loss: 4.3111 +2025-06-23 17:30:57,842 - pyskl - INFO - Epoch [13][800/3940] lr: 2.459e-02, eta: 2 days, 19:26:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9425, loss_cls: 4.3703, loss: 4.3703 +2025-06-23 17:31:42,210 - pyskl - INFO - Epoch [13][900/3940] lr: 2.459e-02, eta: 2 days, 19:25:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9275, loss_cls: 4.4013, loss: 4.4013 +2025-06-23 17:32:26,704 - pyskl - INFO - Epoch [13][1000/3940] lr: 2.459e-02, eta: 2 days, 19:24:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9287, loss_cls: 4.2375, loss: 4.2375 +2025-06-23 17:33:10,975 - pyskl - INFO - Epoch [13][1100/3940] lr: 2.459e-02, eta: 2 days, 19:23:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9363, loss_cls: 4.2975, loss: 4.2975 +2025-06-23 17:33:55,467 - pyskl - INFO - Epoch [13][1200/3940] lr: 2.459e-02, eta: 2 days, 19:23:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9306, loss_cls: 4.2779, loss: 4.2779 +2025-06-23 17:34:39,881 - pyskl - INFO - Epoch [13][1300/3940] lr: 2.459e-02, eta: 2 days, 19:22:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9469, loss_cls: 4.2750, loss: 4.2750 +2025-06-23 17:35:24,188 - pyskl - INFO - Epoch [13][1400/3940] lr: 2.458e-02, eta: 2 days, 19:21:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9394, loss_cls: 4.3481, loss: 4.3481 +2025-06-23 17:36:08,645 - pyskl - INFO - Epoch [13][1500/3940] lr: 2.458e-02, eta: 2 days, 19:20:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9475, loss_cls: 4.2505, loss: 4.2505 +2025-06-23 17:36:53,039 - pyskl - INFO - Epoch [13][1600/3940] lr: 2.458e-02, eta: 2 days, 19:19:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9369, loss_cls: 4.2784, loss: 4.2784 +2025-06-23 17:37:37,399 - pyskl - INFO - Epoch [13][1700/3940] lr: 2.458e-02, eta: 2 days, 19:19:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9337, loss_cls: 4.4063, loss: 4.4063 +2025-06-23 17:38:21,843 - pyskl - INFO - Epoch [13][1800/3940] lr: 2.458e-02, eta: 2 days, 19:18:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9350, loss_cls: 4.3735, loss: 4.3735 +2025-06-23 17:39:06,266 - pyskl - INFO - Epoch [13][1900/3940] lr: 2.458e-02, eta: 2 days, 19:17:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9363, loss_cls: 4.2772, loss: 4.2772 +2025-06-23 17:39:50,630 - pyskl - INFO - Epoch [13][2000/3940] lr: 2.457e-02, eta: 2 days, 19:16:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9419, loss_cls: 4.3030, loss: 4.3030 +2025-06-23 17:40:35,207 - pyskl - INFO - Epoch [13][2100/3940] lr: 2.457e-02, eta: 2 days, 19:15:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9463, loss_cls: 4.1262, loss: 4.1262 +2025-06-23 17:41:19,714 - pyskl - INFO - Epoch [13][2200/3940] lr: 2.457e-02, eta: 2 days, 19:15:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9387, loss_cls: 4.5516, loss: 4.5516 +2025-06-23 17:42:04,276 - pyskl - INFO - Epoch [13][2300/3940] lr: 2.457e-02, eta: 2 days, 19:14:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9350, loss_cls: 4.3194, loss: 4.3194 +2025-06-23 17:42:48,822 - pyskl - INFO - Epoch [13][2400/3940] lr: 2.457e-02, eta: 2 days, 19:13:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9406, loss_cls: 4.1724, loss: 4.1724 +2025-06-23 17:43:33,361 - pyskl - INFO - Epoch [13][2500/3940] lr: 2.456e-02, eta: 2 days, 19:12:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9513, loss_cls: 4.2454, loss: 4.2454 +2025-06-23 17:44:17,823 - pyskl - INFO - Epoch [13][2600/3940] lr: 2.456e-02, eta: 2 days, 19:11:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9406, loss_cls: 4.2010, loss: 4.2010 +2025-06-23 17:45:02,398 - pyskl - INFO - Epoch [13][2700/3940] lr: 2.456e-02, eta: 2 days, 19:11:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9406, loss_cls: 4.2103, loss: 4.2103 +2025-06-23 17:45:46,665 - pyskl - INFO - Epoch [13][2800/3940] lr: 2.456e-02, eta: 2 days, 19:10:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9413, loss_cls: 4.3098, loss: 4.3098 +2025-06-23 17:46:31,008 - pyskl - INFO - Epoch [13][2900/3940] lr: 2.456e-02, eta: 2 days, 19:09:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9437, loss_cls: 4.2939, loss: 4.2939 +2025-06-23 17:47:15,478 - pyskl - INFO - Epoch [13][3000/3940] lr: 2.456e-02, eta: 2 days, 19:08:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9394, loss_cls: 4.4744, loss: 4.4744 +2025-06-23 17:47:59,960 - pyskl - INFO - Epoch [13][3100/3940] lr: 2.455e-02, eta: 2 days, 19:08:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9300, loss_cls: 4.3808, loss: 4.3808 +2025-06-23 17:48:44,428 - pyskl - INFO - Epoch [13][3200/3940] lr: 2.455e-02, eta: 2 days, 19:07:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9356, loss_cls: 4.2477, loss: 4.2477 +2025-06-23 17:49:28,975 - pyskl - INFO - Epoch [13][3300/3940] lr: 2.455e-02, eta: 2 days, 19:06:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9425, loss_cls: 4.3038, loss: 4.3038 +2025-06-23 17:50:13,360 - pyskl - INFO - Epoch [13][3400/3940] lr: 2.455e-02, eta: 2 days, 19:05:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9437, loss_cls: 4.2059, loss: 4.2059 +2025-06-23 17:50:57,830 - pyskl - INFO - Epoch [13][3500/3940] lr: 2.455e-02, eta: 2 days, 19:04:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9419, loss_cls: 4.2858, loss: 4.2858 +2025-06-23 17:51:42,204 - pyskl - INFO - Epoch [13][3600/3940] lr: 2.455e-02, eta: 2 days, 19:04:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9419, loss_cls: 4.3397, loss: 4.3397 +2025-06-23 17:52:26,629 - pyskl - INFO - Epoch [13][3700/3940] lr: 2.454e-02, eta: 2 days, 19:03:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9369, loss_cls: 4.2994, loss: 4.2994 +2025-06-23 17:53:11,095 - pyskl - INFO - Epoch [13][3800/3940] lr: 2.454e-02, eta: 2 days, 19:02:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9287, loss_cls: 4.4498, loss: 4.4498 +2025-06-23 17:53:55,522 - pyskl - INFO - Epoch [13][3900/3940] lr: 2.454e-02, eta: 2 days, 19:01:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9369, loss_cls: 4.4206, loss: 4.4206 +2025-06-23 17:54:13,691 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-06-23 17:57:36,708 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 17:57:37,178 - pyskl - INFO - +top1_acc 0.6970 +top5_acc 0.9331 +2025-06-23 17:57:37,197 - pyskl - INFO - Epoch(val) [13][3183] top1_acc: 0.6970, top5_acc: 0.9331 +2025-06-23 17:58:47,044 - pyskl - INFO - Epoch [14][100/3940] lr: 2.454e-02, eta: 2 days, 19:01:54, time: 0.698, data_time: 0.256, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9406, loss_cls: 4.1804, loss: 4.1804 +2025-06-23 17:59:31,394 - pyskl - INFO - Epoch [14][200/3940] lr: 2.454e-02, eta: 2 days, 19:01:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9425, loss_cls: 4.2909, loss: 4.2909 +2025-06-23 18:00:15,889 - pyskl - INFO - Epoch [14][300/3940] lr: 2.453e-02, eta: 2 days, 19:00:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9350, loss_cls: 4.3172, loss: 4.3172 +2025-06-23 18:01:00,319 - pyskl - INFO - Epoch [14][400/3940] lr: 2.453e-02, eta: 2 days, 18:59:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9413, loss_cls: 4.2206, loss: 4.2206 +2025-06-23 18:01:44,704 - pyskl - INFO - Epoch [14][500/3940] lr: 2.453e-02, eta: 2 days, 18:58:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9475, loss_cls: 4.2014, loss: 4.2014 +2025-06-23 18:02:29,129 - pyskl - INFO - Epoch [14][600/3940] lr: 2.453e-02, eta: 2 days, 18:57:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9506, loss_cls: 4.0798, loss: 4.0798 +2025-06-23 18:03:13,436 - pyskl - INFO - Epoch [14][700/3940] lr: 2.453e-02, eta: 2 days, 18:57:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 4.2371, loss: 4.2371 +2025-06-23 18:03:57,830 - pyskl - INFO - Epoch [14][800/3940] lr: 2.453e-02, eta: 2 days, 18:56:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9450, loss_cls: 4.1703, loss: 4.1703 +2025-06-23 18:04:42,114 - pyskl - INFO - Epoch [14][900/3940] lr: 2.452e-02, eta: 2 days, 18:55:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9400, loss_cls: 4.2245, loss: 4.2245 +2025-06-23 18:05:26,428 - pyskl - INFO - Epoch [14][1000/3940] lr: 2.452e-02, eta: 2 days, 18:54:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9381, loss_cls: 4.4359, loss: 4.4359 +2025-06-23 18:06:10,792 - pyskl - INFO - Epoch [14][1100/3940] lr: 2.452e-02, eta: 2 days, 18:53:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9381, loss_cls: 4.2461, loss: 4.2461 +2025-06-23 18:06:55,188 - pyskl - INFO - Epoch [14][1200/3940] lr: 2.452e-02, eta: 2 days, 18:53:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9463, loss_cls: 4.1051, loss: 4.1051 +2025-06-23 18:07:39,640 - pyskl - INFO - Epoch [14][1300/3940] lr: 2.452e-02, eta: 2 days, 18:52:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9387, loss_cls: 4.2524, loss: 4.2524 +2025-06-23 18:08:23,952 - pyskl - INFO - Epoch [14][1400/3940] lr: 2.451e-02, eta: 2 days, 18:51:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9306, loss_cls: 4.4339, loss: 4.4339 +2025-06-23 18:09:08,287 - pyskl - INFO - Epoch [14][1500/3940] lr: 2.451e-02, eta: 2 days, 18:50:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9375, loss_cls: 4.3311, loss: 4.3311 +2025-06-23 18:09:52,610 - pyskl - INFO - Epoch [14][1600/3940] lr: 2.451e-02, eta: 2 days, 18:49:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9387, loss_cls: 4.3258, loss: 4.3258 +2025-06-23 18:10:36,920 - pyskl - INFO - Epoch [14][1700/3940] lr: 2.451e-02, eta: 2 days, 18:49:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9444, loss_cls: 4.1758, loss: 4.1758 +2025-06-23 18:11:21,390 - pyskl - INFO - Epoch [14][1800/3940] lr: 2.451e-02, eta: 2 days, 18:48:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9356, loss_cls: 4.1532, loss: 4.1532 +2025-06-23 18:12:05,763 - pyskl - INFO - Epoch [14][1900/3940] lr: 2.450e-02, eta: 2 days, 18:47:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9419, loss_cls: 4.2567, loss: 4.2567 +2025-06-23 18:12:50,310 - pyskl - INFO - Epoch [14][2000/3940] lr: 2.450e-02, eta: 2 days, 18:46:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9331, loss_cls: 4.2765, loss: 4.2765 +2025-06-23 18:13:34,762 - pyskl - INFO - Epoch [14][2100/3940] lr: 2.450e-02, eta: 2 days, 18:45:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9413, loss_cls: 4.2658, loss: 4.2658 +2025-06-23 18:14:19,147 - pyskl - INFO - Epoch [14][2200/3940] lr: 2.450e-02, eta: 2 days, 18:45:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9437, loss_cls: 4.3527, loss: 4.3527 +2025-06-23 18:15:03,587 - pyskl - INFO - Epoch [14][2300/3940] lr: 2.450e-02, eta: 2 days, 18:44:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9425, loss_cls: 4.1622, loss: 4.1622 +2025-06-23 18:15:48,043 - pyskl - INFO - Epoch [14][2400/3940] lr: 2.450e-02, eta: 2 days, 18:43:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9313, loss_cls: 4.3225, loss: 4.3225 +2025-06-23 18:16:32,537 - pyskl - INFO - Epoch [14][2500/3940] lr: 2.449e-02, eta: 2 days, 18:42:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9325, loss_cls: 4.3785, loss: 4.3785 +2025-06-23 18:17:16,913 - pyskl - INFO - Epoch [14][2600/3940] lr: 2.449e-02, eta: 2 days, 18:41:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9406, loss_cls: 4.2304, loss: 4.2304 +2025-06-23 18:18:01,511 - pyskl - INFO - Epoch [14][2700/3940] lr: 2.449e-02, eta: 2 days, 18:41:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9369, loss_cls: 4.3024, loss: 4.3024 +2025-06-23 18:18:45,901 - pyskl - INFO - Epoch [14][2800/3940] lr: 2.449e-02, eta: 2 days, 18:40:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9294, loss_cls: 4.2947, loss: 4.2947 +2025-06-23 18:19:30,152 - pyskl - INFO - Epoch [14][2900/3940] lr: 2.449e-02, eta: 2 days, 18:39:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9425, loss_cls: 4.1668, loss: 4.1668 +2025-06-23 18:20:14,541 - pyskl - INFO - Epoch [14][3000/3940] lr: 2.448e-02, eta: 2 days, 18:38:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9450, loss_cls: 4.2241, loss: 4.2241 +2025-06-23 18:20:58,868 - pyskl - INFO - Epoch [14][3100/3940] lr: 2.448e-02, eta: 2 days, 18:37:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9313, loss_cls: 4.2436, loss: 4.2436 +2025-06-23 18:21:43,132 - pyskl - INFO - Epoch [14][3200/3940] lr: 2.448e-02, eta: 2 days, 18:37:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9450, loss_cls: 4.1196, loss: 4.1196 +2025-06-23 18:22:27,379 - pyskl - INFO - Epoch [14][3300/3940] lr: 2.448e-02, eta: 2 days, 18:36:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9250, loss_cls: 4.4758, loss: 4.4758 +2025-06-23 18:23:11,716 - pyskl - INFO - Epoch [14][3400/3940] lr: 2.448e-02, eta: 2 days, 18:35:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9419, loss_cls: 4.1892, loss: 4.1892 +2025-06-23 18:23:56,029 - pyskl - INFO - Epoch [14][3500/3940] lr: 2.447e-02, eta: 2 days, 18:34:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9381, loss_cls: 4.1960, loss: 4.1960 +2025-06-23 18:24:40,350 - pyskl - INFO - Epoch [14][3600/3940] lr: 2.447e-02, eta: 2 days, 18:33:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9425, loss_cls: 4.2597, loss: 4.2597 +2025-06-23 18:25:24,682 - pyskl - INFO - Epoch [14][3700/3940] lr: 2.447e-02, eta: 2 days, 18:33:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9406, loss_cls: 4.2893, loss: 4.2893 +2025-06-23 18:26:09,015 - pyskl - INFO - Epoch [14][3800/3940] lr: 2.447e-02, eta: 2 days, 18:32:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9300, loss_cls: 4.2918, loss: 4.2918 +2025-06-23 18:26:53,294 - pyskl - INFO - Epoch [14][3900/3940] lr: 2.447e-02, eta: 2 days, 18:31:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9369, loss_cls: 4.2496, loss: 4.2496 +2025-06-23 18:27:11,315 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-06-23 18:30:33,373 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 18:30:33,835 - pyskl - INFO - +top1_acc 0.6917 +top5_acc 0.9215 +2025-06-23 18:30:33,852 - pyskl - INFO - Epoch(val) [14][3183] top1_acc: 0.6917, top5_acc: 0.9215 +2025-06-23 18:31:42,806 - pyskl - INFO - Epoch [15][100/3940] lr: 2.446e-02, eta: 2 days, 18:31:29, time: 0.689, data_time: 0.247, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9437, loss_cls: 4.1628, loss: 4.1628 +2025-06-23 18:32:27,118 - pyskl - INFO - Epoch [15][200/3940] lr: 2.446e-02, eta: 2 days, 18:30:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9325, loss_cls: 4.2945, loss: 4.2945 +2025-06-23 18:33:11,714 - pyskl - INFO - Epoch [15][300/3940] lr: 2.446e-02, eta: 2 days, 18:29:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9463, loss_cls: 4.1511, loss: 4.1511 +2025-06-23 18:33:56,270 - pyskl - INFO - Epoch [15][400/3940] lr: 2.446e-02, eta: 2 days, 18:29:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9450, loss_cls: 4.2062, loss: 4.2062 +2025-06-23 18:34:40,546 - pyskl - INFO - Epoch [15][500/3940] lr: 2.446e-02, eta: 2 days, 18:28:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9506, loss_cls: 4.1460, loss: 4.1460 +2025-06-23 18:35:24,850 - pyskl - INFO - Epoch [15][600/3940] lr: 2.445e-02, eta: 2 days, 18:27:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9400, loss_cls: 4.1750, loss: 4.1750 +2025-06-23 18:36:09,212 - pyskl - INFO - Epoch [15][700/3940] lr: 2.445e-02, eta: 2 days, 18:26:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9413, loss_cls: 4.3118, loss: 4.3118 +2025-06-23 18:36:53,431 - pyskl - INFO - Epoch [15][800/3940] lr: 2.445e-02, eta: 2 days, 18:25:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9419, loss_cls: 4.2196, loss: 4.2196 +2025-06-23 18:37:37,746 - pyskl - INFO - Epoch [15][900/3940] lr: 2.445e-02, eta: 2 days, 18:25:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9413, loss_cls: 4.1761, loss: 4.1761 +2025-06-23 18:38:21,966 - pyskl - INFO - Epoch [15][1000/3940] lr: 2.445e-02, eta: 2 days, 18:24:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9456, loss_cls: 4.0979, loss: 4.0979 +2025-06-23 18:39:06,222 - pyskl - INFO - Epoch [15][1100/3940] lr: 2.445e-02, eta: 2 days, 18:23:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9531, loss_cls: 4.1031, loss: 4.1031 +2025-06-23 18:39:50,461 - pyskl - INFO - Epoch [15][1200/3940] lr: 2.444e-02, eta: 2 days, 18:22:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9369, loss_cls: 4.2694, loss: 4.2694 +2025-06-23 18:40:34,748 - pyskl - INFO - Epoch [15][1300/3940] lr: 2.444e-02, eta: 2 days, 18:21:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9481, loss_cls: 4.1751, loss: 4.1751 +2025-06-23 18:41:19,040 - pyskl - INFO - Epoch [15][1400/3940] lr: 2.444e-02, eta: 2 days, 18:21:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9513, loss_cls: 4.2110, loss: 4.2110 +2025-06-23 18:42:03,355 - pyskl - INFO - Epoch [15][1500/3940] lr: 2.444e-02, eta: 2 days, 18:20:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9406, loss_cls: 4.2189, loss: 4.2189 +2025-06-23 18:42:47,624 - pyskl - INFO - Epoch [15][1600/3940] lr: 2.444e-02, eta: 2 days, 18:19:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9375, loss_cls: 4.1903, loss: 4.1903 +2025-06-23 18:43:31,933 - pyskl - INFO - Epoch [15][1700/3940] lr: 2.443e-02, eta: 2 days, 18:18:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9337, loss_cls: 4.2437, loss: 4.2437 +2025-06-23 18:44:16,170 - pyskl - INFO - Epoch [15][1800/3940] lr: 2.443e-02, eta: 2 days, 18:17:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9375, loss_cls: 4.2256, loss: 4.2256 +2025-06-23 18:45:00,448 - pyskl - INFO - Epoch [15][1900/3940] lr: 2.443e-02, eta: 2 days, 18:16:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9381, loss_cls: 4.0972, loss: 4.0972 +2025-06-23 18:45:44,793 - pyskl - INFO - Epoch [15][2000/3940] lr: 2.443e-02, eta: 2 days, 18:16:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9406, loss_cls: 4.2544, loss: 4.2544 +2025-06-23 18:46:29,044 - pyskl - INFO - Epoch [15][2100/3940] lr: 2.443e-02, eta: 2 days, 18:15:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9394, loss_cls: 4.1094, loss: 4.1094 +2025-06-23 18:47:13,303 - pyskl - INFO - Epoch [15][2200/3940] lr: 2.442e-02, eta: 2 days, 18:14:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9375, loss_cls: 4.1351, loss: 4.1351 +2025-06-23 18:47:57,498 - pyskl - INFO - Epoch [15][2300/3940] lr: 2.442e-02, eta: 2 days, 18:13:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9494, loss_cls: 4.1353, loss: 4.1353 +2025-06-23 18:48:41,823 - pyskl - INFO - Epoch [15][2400/3940] lr: 2.442e-02, eta: 2 days, 18:12:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9456, loss_cls: 4.1833, loss: 4.1833 +2025-06-23 18:49:26,206 - pyskl - INFO - Epoch [15][2500/3940] lr: 2.442e-02, eta: 2 days, 18:12:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9469, loss_cls: 4.2128, loss: 4.2128 +2025-06-23 18:50:10,669 - pyskl - INFO - Epoch [15][2600/3940] lr: 2.442e-02, eta: 2 days, 18:11:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9475, loss_cls: 4.1802, loss: 4.1802 +2025-06-23 18:50:54,981 - pyskl - INFO - Epoch [15][2700/3940] lr: 2.441e-02, eta: 2 days, 18:10:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9337, loss_cls: 4.2640, loss: 4.2640 +2025-06-23 18:51:39,322 - pyskl - INFO - Epoch [15][2800/3940] lr: 2.441e-02, eta: 2 days, 18:09:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9387, loss_cls: 4.1928, loss: 4.1928 +2025-06-23 18:52:23,811 - pyskl - INFO - Epoch [15][2900/3940] lr: 2.441e-02, eta: 2 days, 18:08:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9425, loss_cls: 4.1613, loss: 4.1613 +2025-06-23 18:53:08,466 - pyskl - INFO - Epoch [15][3000/3940] lr: 2.441e-02, eta: 2 days, 18:08:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9350, loss_cls: 4.2259, loss: 4.2259 +2025-06-23 18:53:52,974 - pyskl - INFO - Epoch [15][3100/3940] lr: 2.441e-02, eta: 2 days, 18:07:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9381, loss_cls: 4.1926, loss: 4.1926 +2025-06-23 18:54:37,305 - pyskl - INFO - Epoch [15][3200/3940] lr: 2.440e-02, eta: 2 days, 18:06:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 4.1019, loss: 4.1019 +2025-06-23 18:55:21,612 - pyskl - INFO - Epoch [15][3300/3940] lr: 2.440e-02, eta: 2 days, 18:05:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9450, loss_cls: 4.1422, loss: 4.1422 +2025-06-23 18:56:06,275 - pyskl - INFO - Epoch [15][3400/3940] lr: 2.440e-02, eta: 2 days, 18:05:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9381, loss_cls: 4.3137, loss: 4.3137 +2025-06-23 18:56:50,878 - pyskl - INFO - Epoch [15][3500/3940] lr: 2.440e-02, eta: 2 days, 18:04:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 4.0900, loss: 4.0900 +2025-06-23 18:57:35,503 - pyskl - INFO - Epoch [15][3600/3940] lr: 2.440e-02, eta: 2 days, 18:03:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9487, loss_cls: 4.0984, loss: 4.0984 +2025-06-23 18:58:19,826 - pyskl - INFO - Epoch [15][3700/3940] lr: 2.439e-02, eta: 2 days, 18:02:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9444, loss_cls: 4.2644, loss: 4.2644 +2025-06-23 18:59:04,082 - pyskl - INFO - Epoch [15][3800/3940] lr: 2.439e-02, eta: 2 days, 18:02:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9325, loss_cls: 4.3074, loss: 4.3074 +2025-06-23 18:59:48,283 - pyskl - INFO - Epoch [15][3900/3940] lr: 2.439e-02, eta: 2 days, 18:01:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9381, loss_cls: 4.3212, loss: 4.3212 +2025-06-23 19:00:06,327 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-06-23 19:18:07,580 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 19:18:08,040 - pyskl - INFO - +top1_acc 0.7025 +top5_acc 0.9263 +2025-06-23 19:18:08,056 - pyskl - INFO - Epoch(val) [15][3183] top1_acc: 0.7025, top5_acc: 0.9263 +2025-06-23 19:19:37,141 - pyskl - INFO - Epoch [16][100/3940] lr: 2.439e-02, eta: 2 days, 18:04:07, time: 0.891, data_time: 0.247, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9369, loss_cls: 4.2162, loss: 4.2162 +2025-06-23 19:20:41,414 - pyskl - INFO - Epoch [16][200/3940] lr: 2.438e-02, eta: 2 days, 18:06:17, time: 0.643, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9531, loss_cls: 4.1214, loss: 4.1214 +2025-06-23 19:21:45,844 - pyskl - INFO - Epoch [16][300/3940] lr: 2.438e-02, eta: 2 days, 18:08:28, time: 0.644, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9544, loss_cls: 3.9999, loss: 3.9999 +2025-06-23 19:22:50,116 - pyskl - INFO - Epoch [16][400/3940] lr: 2.438e-02, eta: 2 days, 18:10:38, time: 0.643, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9400, loss_cls: 4.1971, loss: 4.1971 +2025-06-23 19:23:54,399 - pyskl - INFO - Epoch [16][500/3940] lr: 2.438e-02, eta: 2 days, 18:12:46, time: 0.643, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9513, loss_cls: 4.0143, loss: 4.0143 +2025-06-23 19:24:58,705 - pyskl - INFO - Epoch [16][600/3940] lr: 2.438e-02, eta: 2 days, 18:14:55, time: 0.643, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9419, loss_cls: 4.0655, loss: 4.0655 +2025-06-23 19:26:02,940 - pyskl - INFO - Epoch [16][700/3940] lr: 2.437e-02, eta: 2 days, 18:17:02, time: 0.642, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9450, loss_cls: 4.3161, loss: 4.3161 +2025-06-23 19:27:07,224 - pyskl - INFO - Epoch [16][800/3940] lr: 2.437e-02, eta: 2 days, 18:19:08, time: 0.643, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9425, loss_cls: 4.1214, loss: 4.1214 +2025-06-23 19:28:11,619 - pyskl - INFO - Epoch [16][900/3940] lr: 2.437e-02, eta: 2 days, 18:21:15, time: 0.644, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9425, loss_cls: 4.2337, loss: 4.2337 +2025-06-23 19:29:15,773 - pyskl - INFO - Epoch [16][1000/3940] lr: 2.437e-02, eta: 2 days, 18:23:20, time: 0.642, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9425, loss_cls: 4.2588, loss: 4.2588 +2025-06-23 19:30:20,005 - pyskl - INFO - Epoch [16][1100/3940] lr: 2.437e-02, eta: 2 days, 18:25:24, time: 0.642, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9437, loss_cls: 4.0962, loss: 4.0962 +2025-06-23 19:31:24,449 - pyskl - INFO - Epoch [16][1200/3940] lr: 2.436e-02, eta: 2 days, 18:27:30, time: 0.644, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9463, loss_cls: 4.1935, loss: 4.1935 +2025-06-23 19:32:28,927 - pyskl - INFO - Epoch [16][1300/3940] lr: 2.436e-02, eta: 2 days, 18:29:35, time: 0.645, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9537, loss_cls: 3.9776, loss: 3.9776 +2025-06-23 19:33:33,370 - pyskl - INFO - Epoch [16][1400/3940] lr: 2.436e-02, eta: 2 days, 18:31:39, time: 0.644, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9375, loss_cls: 4.2437, loss: 4.2437 +2025-06-23 19:34:37,911 - pyskl - INFO - Epoch [16][1500/3940] lr: 2.436e-02, eta: 2 days, 18:33:44, time: 0.645, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9369, loss_cls: 4.2570, loss: 4.2570 +2025-06-23 19:35:42,486 - pyskl - INFO - Epoch [16][1600/3940] lr: 2.435e-02, eta: 2 days, 18:35:48, time: 0.646, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9437, loss_cls: 4.1602, loss: 4.1602 +2025-06-23 19:36:47,027 - pyskl - INFO - Epoch [16][1700/3940] lr: 2.435e-02, eta: 2 days, 18:37:52, time: 0.645, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9356, loss_cls: 4.2255, loss: 4.2255 +2025-06-23 19:37:51,654 - pyskl - INFO - Epoch [16][1800/3940] lr: 2.435e-02, eta: 2 days, 18:39:55, time: 0.646, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9394, loss_cls: 4.1808, loss: 4.1808 +2025-06-23 19:38:56,232 - pyskl - INFO - Epoch [16][1900/3940] lr: 2.435e-02, eta: 2 days, 18:41:58, time: 0.646, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9494, loss_cls: 4.1221, loss: 4.1221 +2025-06-23 19:40:00,839 - pyskl - INFO - Epoch [16][2000/3940] lr: 2.435e-02, eta: 2 days, 18:44:00, time: 0.646, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9394, loss_cls: 4.2691, loss: 4.2691 +2025-06-23 19:41:05,529 - pyskl - INFO - Epoch [16][2100/3940] lr: 2.434e-02, eta: 2 days, 18:46:02, time: 0.647, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9400, loss_cls: 4.1351, loss: 4.1351 +2025-06-23 19:42:10,179 - pyskl - INFO - Epoch [16][2200/3940] lr: 2.434e-02, eta: 2 days, 18:48:03, time: 0.646, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9469, loss_cls: 4.0103, loss: 4.0103 +2025-06-23 19:43:14,829 - pyskl - INFO - Epoch [16][2300/3940] lr: 2.434e-02, eta: 2 days, 18:50:04, time: 0.647, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9363, loss_cls: 4.1517, loss: 4.1517 +2025-06-23 19:44:19,558 - pyskl - INFO - Epoch [16][2400/3940] lr: 2.434e-02, eta: 2 days, 18:52:04, time: 0.647, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9469, loss_cls: 4.0552, loss: 4.0552 +2025-06-23 19:45:24,202 - pyskl - INFO - Epoch [16][2500/3940] lr: 2.434e-02, eta: 2 days, 18:54:04, time: 0.646, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9431, loss_cls: 4.2807, loss: 4.2807 +2025-06-23 19:46:28,848 - pyskl - INFO - Epoch [16][2600/3940] lr: 2.433e-02, eta: 2 days, 18:56:03, time: 0.646, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9463, loss_cls: 4.2050, loss: 4.2050 +2025-06-23 19:47:33,532 - pyskl - INFO - Epoch [16][2700/3940] lr: 2.433e-02, eta: 2 days, 18:58:01, time: 0.647, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9450, loss_cls: 4.1571, loss: 4.1571 +2025-06-23 19:48:38,198 - pyskl - INFO - Epoch [16][2800/3940] lr: 2.433e-02, eta: 2 days, 18:59:59, time: 0.647, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9437, loss_cls: 4.1214, loss: 4.1214 +2025-06-23 19:49:42,742 - pyskl - INFO - Epoch [16][2900/3940] lr: 2.433e-02, eta: 2 days, 19:01:55, time: 0.645, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9431, loss_cls: 4.0967, loss: 4.0967 +2025-06-23 19:50:47,320 - pyskl - INFO - Epoch [16][3000/3940] lr: 2.433e-02, eta: 2 days, 19:03:51, time: 0.646, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9350, loss_cls: 4.2630, loss: 4.2630 +2025-06-23 19:51:51,908 - pyskl - INFO - Epoch [16][3100/3940] lr: 2.432e-02, eta: 2 days, 19:05:46, time: 0.646, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9369, loss_cls: 4.1443, loss: 4.1443 +2025-06-23 19:52:56,708 - pyskl - INFO - Epoch [16][3200/3940] lr: 2.432e-02, eta: 2 days, 19:07:43, time: 0.648, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9350, loss_cls: 4.3112, loss: 4.3112 +2025-06-23 19:54:01,279 - pyskl - INFO - Epoch [16][3300/3940] lr: 2.432e-02, eta: 2 days, 19:09:37, time: 0.646, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9325, loss_cls: 4.2234, loss: 4.2234 +2025-06-23 19:55:05,866 - pyskl - INFO - Epoch [16][3400/3940] lr: 2.432e-02, eta: 2 days, 19:11:31, time: 0.646, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9313, loss_cls: 4.3293, loss: 4.3293 +2025-06-23 19:56:10,448 - pyskl - INFO - Epoch [16][3500/3940] lr: 2.431e-02, eta: 2 days, 19:13:24, time: 0.646, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9369, loss_cls: 4.3714, loss: 4.3714 +2025-06-23 19:57:14,965 - pyskl - INFO - Epoch [16][3600/3940] lr: 2.431e-02, eta: 2 days, 19:15:16, time: 0.645, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9356, loss_cls: 4.1699, loss: 4.1699 +2025-06-23 19:58:19,466 - pyskl - INFO - Epoch [16][3700/3940] lr: 2.431e-02, eta: 2 days, 19:17:07, time: 0.645, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9387, loss_cls: 4.1180, loss: 4.1180 +2025-06-23 19:59:23,974 - pyskl - INFO - Epoch [16][3800/3940] lr: 2.431e-02, eta: 2 days, 19:18:57, time: 0.645, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 4.0659, loss: 4.0659 +2025-06-23 20:00:28,489 - pyskl - INFO - Epoch [16][3900/3940] lr: 2.431e-02, eta: 2 days, 19:20:48, time: 0.645, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9413, loss_cls: 4.0720, loss: 4.0720 +2025-06-23 20:00:54,457 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-06-23 20:04:17,840 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 20:04:18,343 - pyskl - INFO - +top1_acc 0.6502 +top5_acc 0.9148 +2025-06-23 20:04:18,361 - pyskl - INFO - Epoch(val) [16][3183] top1_acc: 0.6502, top5_acc: 0.9148 +2025-06-23 20:05:29,293 - pyskl - INFO - Epoch [17][100/3940] lr: 2.430e-02, eta: 2 days, 19:20:39, time: 0.709, data_time: 0.264, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9481, loss_cls: 4.1597, loss: 4.1597 +2025-06-23 20:06:13,807 - pyskl - INFO - Epoch [17][200/3940] lr: 2.430e-02, eta: 2 days, 19:19:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9400, loss_cls: 4.2240, loss: 4.2240 +2025-06-23 20:06:58,798 - pyskl - INFO - Epoch [17][300/3940] lr: 2.430e-02, eta: 2 days, 19:18:47, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9531, loss_cls: 4.1352, loss: 4.1352 +2025-06-23 20:07:43,353 - pyskl - INFO - Epoch [17][400/3940] lr: 2.430e-02, eta: 2 days, 19:17:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9531, loss_cls: 4.1330, loss: 4.1330 +2025-06-23 20:08:28,058 - pyskl - INFO - Epoch [17][500/3940] lr: 2.429e-02, eta: 2 days, 19:16:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9487, loss_cls: 4.0300, loss: 4.0300 +2025-06-23 20:09:12,693 - pyskl - INFO - Epoch [17][600/3940] lr: 2.429e-02, eta: 2 days, 19:15:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9394, loss_cls: 4.2792, loss: 4.2792 +2025-06-23 20:09:57,233 - pyskl - INFO - Epoch [17][700/3940] lr: 2.429e-02, eta: 2 days, 19:15:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9494, loss_cls: 4.2160, loss: 4.2160 +2025-06-23 20:10:41,738 - pyskl - INFO - Epoch [17][800/3940] lr: 2.429e-02, eta: 2 days, 19:14:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9437, loss_cls: 4.1676, loss: 4.1676 +2025-06-23 20:11:26,120 - pyskl - INFO - Epoch [17][900/3940] lr: 2.428e-02, eta: 2 days, 19:13:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9463, loss_cls: 4.1376, loss: 4.1376 +2025-06-23 20:12:10,510 - pyskl - INFO - Epoch [17][1000/3940] lr: 2.428e-02, eta: 2 days, 19:12:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9450, loss_cls: 4.1098, loss: 4.1098 +2025-06-23 20:12:54,936 - pyskl - INFO - Epoch [17][1100/3940] lr: 2.428e-02, eta: 2 days, 19:11:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9400, loss_cls: 4.1767, loss: 4.1767 +2025-06-23 20:13:39,359 - pyskl - INFO - Epoch [17][1200/3940] lr: 2.428e-02, eta: 2 days, 19:10:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9400, loss_cls: 4.0539, loss: 4.0539 +2025-06-23 20:14:23,858 - pyskl - INFO - Epoch [17][1300/3940] lr: 2.428e-02, eta: 2 days, 19:09:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 4.0619, loss: 4.0619 +2025-06-23 20:15:08,276 - pyskl - INFO - Epoch [17][1400/3940] lr: 2.427e-02, eta: 2 days, 19:08:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9387, loss_cls: 4.2597, loss: 4.2597 +2025-06-23 20:15:52,729 - pyskl - INFO - Epoch [17][1500/3940] lr: 2.427e-02, eta: 2 days, 19:07:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9337, loss_cls: 4.2168, loss: 4.2168 +2025-06-23 20:16:37,143 - pyskl - INFO - Epoch [17][1600/3940] lr: 2.427e-02, eta: 2 days, 19:06:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9431, loss_cls: 4.1041, loss: 4.1041 +2025-06-23 20:17:21,558 - pyskl - INFO - Epoch [17][1700/3940] lr: 2.427e-02, eta: 2 days, 19:05:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9456, loss_cls: 4.0560, loss: 4.0560 +2025-06-23 20:18:05,882 - pyskl - INFO - Epoch [17][1800/3940] lr: 2.426e-02, eta: 2 days, 19:04:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9419, loss_cls: 4.1555, loss: 4.1555 +2025-06-23 20:18:50,342 - pyskl - INFO - Epoch [17][1900/3940] lr: 2.426e-02, eta: 2 days, 19:03:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9387, loss_cls: 4.1806, loss: 4.1806 +2025-06-23 20:19:34,781 - pyskl - INFO - Epoch [17][2000/3940] lr: 2.426e-02, eta: 2 days, 19:02:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9337, loss_cls: 4.1399, loss: 4.1399 +2025-06-23 20:20:19,098 - pyskl - INFO - Epoch [17][2100/3940] lr: 2.426e-02, eta: 2 days, 19:01:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9437, loss_cls: 4.0582, loss: 4.0582 +2025-06-23 20:21:03,535 - pyskl - INFO - Epoch [17][2200/3940] lr: 2.426e-02, eta: 2 days, 19:00:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9456, loss_cls: 4.2477, loss: 4.2477 +2025-06-23 20:21:48,019 - pyskl - INFO - Epoch [17][2300/3940] lr: 2.425e-02, eta: 2 days, 18:59:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9563, loss_cls: 4.1434, loss: 4.1434 +2025-06-23 20:22:32,502 - pyskl - INFO - Epoch [17][2400/3940] lr: 2.425e-02, eta: 2 days, 18:58:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9450, loss_cls: 4.1371, loss: 4.1371 +2025-06-23 20:23:16,961 - pyskl - INFO - Epoch [17][2500/3940] lr: 2.425e-02, eta: 2 days, 18:57:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9506, loss_cls: 4.0990, loss: 4.0990 +2025-06-23 20:24:01,439 - pyskl - INFO - Epoch [17][2600/3940] lr: 2.425e-02, eta: 2 days, 18:56:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9469, loss_cls: 3.9739, loss: 3.9739 +2025-06-23 20:24:45,997 - pyskl - INFO - Epoch [17][2700/3940] lr: 2.424e-02, eta: 2 days, 18:55:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9469, loss_cls: 4.1726, loss: 4.1726 +2025-06-23 20:25:30,697 - pyskl - INFO - Epoch [17][2800/3940] lr: 2.424e-02, eta: 2 days, 18:54:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9413, loss_cls: 4.1350, loss: 4.1350 +2025-06-23 20:26:15,138 - pyskl - INFO - Epoch [17][2900/3940] lr: 2.424e-02, eta: 2 days, 18:53:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9494, loss_cls: 4.1562, loss: 4.1562 +2025-06-23 20:26:59,659 - pyskl - INFO - Epoch [17][3000/3940] lr: 2.424e-02, eta: 2 days, 18:52:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9350, loss_cls: 4.1345, loss: 4.1345 +2025-06-23 20:27:44,021 - pyskl - INFO - Epoch [17][3100/3940] lr: 2.424e-02, eta: 2 days, 18:51:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9413, loss_cls: 4.1136, loss: 4.1136 +2025-06-23 20:28:28,446 - pyskl - INFO - Epoch [17][3200/3940] lr: 2.423e-02, eta: 2 days, 18:51:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9431, loss_cls: 4.0513, loss: 4.0513 +2025-06-23 20:29:12,765 - pyskl - INFO - Epoch [17][3300/3940] lr: 2.423e-02, eta: 2 days, 18:50:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9463, loss_cls: 4.1664, loss: 4.1664 +2025-06-23 20:29:57,081 - pyskl - INFO - Epoch [17][3400/3940] lr: 2.423e-02, eta: 2 days, 18:49:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9475, loss_cls: 4.0912, loss: 4.0912 +2025-06-23 20:30:41,391 - pyskl - INFO - Epoch [17][3500/3940] lr: 2.423e-02, eta: 2 days, 18:48:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9487, loss_cls: 4.0219, loss: 4.0219 +2025-06-23 20:31:25,827 - pyskl - INFO - Epoch [17][3600/3940] lr: 2.422e-02, eta: 2 days, 18:47:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9444, loss_cls: 4.1286, loss: 4.1286 +2025-06-23 20:32:10,187 - pyskl - INFO - Epoch [17][3700/3940] lr: 2.422e-02, eta: 2 days, 18:46:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9400, loss_cls: 4.1225, loss: 4.1225 +2025-06-23 20:32:54,594 - pyskl - INFO - Epoch [17][3800/3940] lr: 2.422e-02, eta: 2 days, 18:45:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9506, loss_cls: 4.0397, loss: 4.0397 +2025-06-23 20:33:39,023 - pyskl - INFO - Epoch [17][3900/3940] lr: 2.422e-02, eta: 2 days, 18:44:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9381, loss_cls: 4.2667, loss: 4.2667 +2025-06-23 20:33:57,204 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-06-23 20:37:21,348 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 20:37:21,945 - pyskl - INFO - +top1_acc 0.6800 +top5_acc 0.9172 +2025-06-23 20:37:21,965 - pyskl - INFO - Epoch(val) [17][3183] top1_acc: 0.6800, top5_acc: 0.9172 +2025-06-23 20:38:32,885 - pyskl - INFO - Epoch [18][100/3940] lr: 2.421e-02, eta: 2 days, 18:44:07, time: 0.709, data_time: 0.262, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9437, loss_cls: 4.1307, loss: 4.1307 +2025-06-23 20:39:17,247 - pyskl - INFO - Epoch [18][200/3940] lr: 2.421e-02, eta: 2 days, 18:43:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 4.1572, loss: 4.1572 +2025-06-23 20:40:01,807 - pyskl - INFO - Epoch [18][300/3940] lr: 2.421e-02, eta: 2 days, 18:42:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9506, loss_cls: 3.9441, loss: 3.9441 +2025-06-23 20:40:46,284 - pyskl - INFO - Epoch [18][400/3940] lr: 2.421e-02, eta: 2 days, 18:41:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9425, loss_cls: 4.1706, loss: 4.1706 +2025-06-23 20:41:30,791 - pyskl - INFO - Epoch [18][500/3940] lr: 2.420e-02, eta: 2 days, 18:40:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9456, loss_cls: 3.9812, loss: 3.9812 +2025-06-23 20:42:15,362 - pyskl - INFO - Epoch [18][600/3940] lr: 2.420e-02, eta: 2 days, 18:39:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9463, loss_cls: 4.0411, loss: 4.0411 +2025-06-23 20:42:59,854 - pyskl - INFO - Epoch [18][700/3940] lr: 2.420e-02, eta: 2 days, 18:38:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9394, loss_cls: 4.2038, loss: 4.2038 +2025-06-23 20:43:44,394 - pyskl - INFO - Epoch [18][800/3940] lr: 2.420e-02, eta: 2 days, 18:37:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 4.1097, loss: 4.1097 +2025-06-23 20:44:28,945 - pyskl - INFO - Epoch [18][900/3940] lr: 2.420e-02, eta: 2 days, 18:36:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9337, loss_cls: 4.1872, loss: 4.1872 +2025-06-23 20:45:13,423 - pyskl - INFO - Epoch [18][1000/3940] lr: 2.419e-02, eta: 2 days, 18:35:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9469, loss_cls: 4.0987, loss: 4.0987 +2025-06-23 20:45:57,867 - pyskl - INFO - Epoch [18][1100/3940] lr: 2.419e-02, eta: 2 days, 18:34:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9400, loss_cls: 4.1435, loss: 4.1435 +2025-06-23 20:46:42,434 - pyskl - INFO - Epoch [18][1200/3940] lr: 2.419e-02, eta: 2 days, 18:33:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9581, loss_cls: 4.0085, loss: 4.0085 +2025-06-23 20:47:26,860 - pyskl - INFO - Epoch [18][1300/3940] lr: 2.419e-02, eta: 2 days, 18:32:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9444, loss_cls: 4.1717, loss: 4.1717 +2025-06-23 20:48:11,211 - pyskl - INFO - Epoch [18][1400/3940] lr: 2.418e-02, eta: 2 days, 18:31:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9444, loss_cls: 4.0152, loss: 4.0152 +2025-06-23 20:48:55,712 - pyskl - INFO - Epoch [18][1500/3940] lr: 2.418e-02, eta: 2 days, 18:30:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9431, loss_cls: 4.0849, loss: 4.0849 +2025-06-23 20:49:40,165 - pyskl - INFO - Epoch [18][1600/3940] lr: 2.418e-02, eta: 2 days, 18:30:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 3.9827, loss: 3.9827 +2025-06-23 20:50:24,574 - pyskl - INFO - Epoch [18][1700/3940] lr: 2.418e-02, eta: 2 days, 18:29:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9569, loss_cls: 3.8905, loss: 3.8905 +2025-06-23 20:51:09,010 - pyskl - INFO - Epoch [18][1800/3940] lr: 2.417e-02, eta: 2 days, 18:28:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9431, loss_cls: 4.2456, loss: 4.2456 +2025-06-23 20:51:53,371 - pyskl - INFO - Epoch [18][1900/3940] lr: 2.417e-02, eta: 2 days, 18:27:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9481, loss_cls: 3.9647, loss: 3.9647 +2025-06-23 20:52:37,860 - pyskl - INFO - Epoch [18][2000/3940] lr: 2.417e-02, eta: 2 days, 18:26:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9331, loss_cls: 4.2999, loss: 4.2999 +2025-06-23 20:53:22,301 - pyskl - INFO - Epoch [18][2100/3940] lr: 2.417e-02, eta: 2 days, 18:25:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9487, loss_cls: 4.0734, loss: 4.0734 +2025-06-23 20:54:06,797 - pyskl - INFO - Epoch [18][2200/3940] lr: 2.416e-02, eta: 2 days, 18:24:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9475, loss_cls: 4.1193, loss: 4.1193 +2025-06-23 20:54:51,279 - pyskl - INFO - Epoch [18][2300/3940] lr: 2.416e-02, eta: 2 days, 18:23:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9375, loss_cls: 4.0640, loss: 4.0640 +2025-06-23 20:55:35,844 - pyskl - INFO - Epoch [18][2400/3940] lr: 2.416e-02, eta: 2 days, 18:22:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9513, loss_cls: 4.0100, loss: 4.0100 +2025-06-23 20:56:20,235 - pyskl - INFO - Epoch [18][2500/3940] lr: 2.416e-02, eta: 2 days, 18:21:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9369, loss_cls: 4.1222, loss: 4.1222 +2025-06-23 20:57:04,675 - pyskl - INFO - Epoch [18][2600/3940] lr: 2.415e-02, eta: 2 days, 18:20:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9413, loss_cls: 4.3028, loss: 4.3028 +2025-06-23 20:57:49,486 - pyskl - INFO - Epoch [18][2700/3940] lr: 2.415e-02, eta: 2 days, 18:19:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 4.1517, loss: 4.1517 +2025-06-23 20:58:34,242 - pyskl - INFO - Epoch [18][2800/3940] lr: 2.415e-02, eta: 2 days, 18:18:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9419, loss_cls: 4.1819, loss: 4.1819 +2025-06-23 20:59:18,720 - pyskl - INFO - Epoch [18][2900/3940] lr: 2.415e-02, eta: 2 days, 18:17:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9437, loss_cls: 4.2131, loss: 4.2131 +2025-06-23 21:00:03,105 - pyskl - INFO - Epoch [18][3000/3940] lr: 2.415e-02, eta: 2 days, 18:17:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9356, loss_cls: 4.2214, loss: 4.2214 +2025-06-23 21:00:47,521 - pyskl - INFO - Epoch [18][3100/3940] lr: 2.414e-02, eta: 2 days, 18:16:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 4.0742, loss: 4.0742 +2025-06-23 21:01:31,876 - pyskl - INFO - Epoch [18][3200/3940] lr: 2.414e-02, eta: 2 days, 18:15:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9444, loss_cls: 4.1423, loss: 4.1423 +2025-06-23 21:02:16,413 - pyskl - INFO - Epoch [18][3300/3940] lr: 2.414e-02, eta: 2 days, 18:14:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9463, loss_cls: 3.9623, loss: 3.9623 +2025-06-23 21:03:00,698 - pyskl - INFO - Epoch [18][3400/3940] lr: 2.414e-02, eta: 2 days, 18:13:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9494, loss_cls: 4.1401, loss: 4.1401 +2025-06-23 21:03:45,088 - pyskl - INFO - Epoch [18][3500/3940] lr: 2.413e-02, eta: 2 days, 18:12:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9419, loss_cls: 4.0947, loss: 4.0947 +2025-06-23 21:04:29,591 - pyskl - INFO - Epoch [18][3600/3940] lr: 2.413e-02, eta: 2 days, 18:11:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9500, loss_cls: 4.0925, loss: 4.0925 +2025-06-23 21:05:13,896 - pyskl - INFO - Epoch [18][3700/3940] lr: 2.413e-02, eta: 2 days, 18:10:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9444, loss_cls: 4.1564, loss: 4.1564 +2025-06-23 21:05:58,252 - pyskl - INFO - Epoch [18][3800/3940] lr: 2.413e-02, eta: 2 days, 18:09:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9487, loss_cls: 4.1125, loss: 4.1125 +2025-06-23 21:06:42,683 - pyskl - INFO - Epoch [18][3900/3940] lr: 2.412e-02, eta: 2 days, 18:08:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9481, loss_cls: 4.1288, loss: 4.1288 +2025-06-23 21:07:00,746 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-06-23 21:10:26,420 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 21:10:26,930 - pyskl - INFO - +top1_acc 0.6595 +top5_acc 0.9215 +2025-06-23 21:10:26,948 - pyskl - INFO - Epoch(val) [18][3183] top1_acc: 0.6595, top5_acc: 0.9215 +2025-06-23 21:11:37,633 - pyskl - INFO - Epoch [19][100/3940] lr: 2.412e-02, eta: 2 days, 18:08:21, time: 0.707, data_time: 0.263, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9487, loss_cls: 4.0873, loss: 4.0873 +2025-06-23 21:12:22,068 - pyskl - INFO - Epoch [19][200/3940] lr: 2.412e-02, eta: 2 days, 18:07:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 3.8998, loss: 3.8998 +2025-06-23 21:13:06,459 - pyskl - INFO - Epoch [19][300/3940] lr: 2.411e-02, eta: 2 days, 18:06:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9469, loss_cls: 4.0277, loss: 4.0277 +2025-06-23 21:13:51,025 - pyskl - INFO - Epoch [19][400/3940] lr: 2.411e-02, eta: 2 days, 18:05:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9456, loss_cls: 3.9709, loss: 3.9709 +2025-06-23 21:14:35,511 - pyskl - INFO - Epoch [19][500/3940] lr: 2.411e-02, eta: 2 days, 18:04:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9437, loss_cls: 4.1093, loss: 4.1093 +2025-06-23 21:15:19,881 - pyskl - INFO - Epoch [19][600/3940] lr: 2.411e-02, eta: 2 days, 18:03:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9419, loss_cls: 4.2207, loss: 4.2207 +2025-06-23 21:16:04,291 - pyskl - INFO - Epoch [19][700/3940] lr: 2.411e-02, eta: 2 days, 18:02:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9487, loss_cls: 4.0774, loss: 4.0774 +2025-06-23 21:16:48,826 - pyskl - INFO - Epoch [19][800/3940] lr: 2.410e-02, eta: 2 days, 18:01:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9506, loss_cls: 3.9847, loss: 3.9847 +2025-06-23 21:17:33,400 - pyskl - INFO - Epoch [19][900/3940] lr: 2.410e-02, eta: 2 days, 18:00:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9544, loss_cls: 4.0983, loss: 4.0983 +2025-06-23 21:18:17,748 - pyskl - INFO - Epoch [19][1000/3940] lr: 2.410e-02, eta: 2 days, 18:00:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9444, loss_cls: 4.1299, loss: 4.1299 +2025-06-23 21:19:02,135 - pyskl - INFO - Epoch [19][1100/3940] lr: 2.410e-02, eta: 2 days, 17:59:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9513, loss_cls: 3.9454, loss: 3.9454 +2025-06-23 21:19:46,576 - pyskl - INFO - Epoch [19][1200/3940] lr: 2.409e-02, eta: 2 days, 17:58:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 3.9607, loss: 3.9607 +2025-06-23 21:20:31,015 - pyskl - INFO - Epoch [19][1300/3940] lr: 2.409e-02, eta: 2 days, 17:57:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9481, loss_cls: 4.0472, loss: 4.0472 +2025-06-23 21:21:15,379 - pyskl - INFO - Epoch [19][1400/3940] lr: 2.409e-02, eta: 2 days, 17:56:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9537, loss_cls: 4.0140, loss: 4.0140 +2025-06-23 21:21:59,768 - pyskl - INFO - Epoch [19][1500/3940] lr: 2.409e-02, eta: 2 days, 17:55:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9406, loss_cls: 4.1692, loss: 4.1692 +2025-06-23 21:22:44,079 - pyskl - INFO - Epoch [19][1600/3940] lr: 2.408e-02, eta: 2 days, 17:54:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9544, loss_cls: 4.0890, loss: 4.0890 +2025-06-23 21:23:28,443 - pyskl - INFO - Epoch [19][1700/3940] lr: 2.408e-02, eta: 2 days, 17:53:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9456, loss_cls: 4.1460, loss: 4.1460 +2025-06-23 21:24:12,758 - pyskl - INFO - Epoch [19][1800/3940] lr: 2.408e-02, eta: 2 days, 17:52:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9419, loss_cls: 4.0616, loss: 4.0616 +2025-06-23 21:24:57,131 - pyskl - INFO - Epoch [19][1900/3940] lr: 2.408e-02, eta: 2 days, 17:51:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9469, loss_cls: 4.0066, loss: 4.0066 +2025-06-23 21:25:41,424 - pyskl - INFO - Epoch [19][2000/3940] lr: 2.407e-02, eta: 2 days, 17:50:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9469, loss_cls: 4.0633, loss: 4.0633 +2025-06-23 21:26:25,803 - pyskl - INFO - Epoch [19][2100/3940] lr: 2.407e-02, eta: 2 days, 17:49:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9419, loss_cls: 4.1588, loss: 4.1588 +2025-06-23 21:27:10,226 - pyskl - INFO - Epoch [19][2200/3940] lr: 2.407e-02, eta: 2 days, 17:48:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9450, loss_cls: 4.2297, loss: 4.2297 +2025-06-23 21:27:54,459 - pyskl - INFO - Epoch [19][2300/3940] lr: 2.407e-02, eta: 2 days, 17:47:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 4.0600, loss: 4.0600 +2025-06-23 21:28:38,641 - pyskl - INFO - Epoch [19][2400/3940] lr: 2.406e-02, eta: 2 days, 17:47:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9450, loss_cls: 4.0421, loss: 4.0421 +2025-06-23 21:29:22,710 - pyskl - INFO - Epoch [19][2500/3940] lr: 2.406e-02, eta: 2 days, 17:46:03, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9531, loss_cls: 4.0122, loss: 4.0122 +2025-06-23 21:30:06,998 - pyskl - INFO - Epoch [19][2600/3940] lr: 2.406e-02, eta: 2 days, 17:45:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 4.0876, loss: 4.0876 +2025-06-23 21:30:51,308 - pyskl - INFO - Epoch [19][2700/3940] lr: 2.405e-02, eta: 2 days, 17:44:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9437, loss_cls: 4.0377, loss: 4.0377 +2025-06-23 21:31:35,745 - pyskl - INFO - Epoch [19][2800/3940] lr: 2.405e-02, eta: 2 days, 17:43:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9437, loss_cls: 4.0354, loss: 4.0354 +2025-06-23 21:32:20,207 - pyskl - INFO - Epoch [19][2900/3940] lr: 2.405e-02, eta: 2 days, 17:42:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9331, loss_cls: 4.0839, loss: 4.0839 +2025-06-23 21:33:04,619 - pyskl - INFO - Epoch [19][3000/3940] lr: 2.405e-02, eta: 2 days, 17:41:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9469, loss_cls: 3.9907, loss: 3.9907 +2025-06-23 21:33:49,228 - pyskl - INFO - Epoch [19][3100/3940] lr: 2.404e-02, eta: 2 days, 17:40:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9400, loss_cls: 4.1284, loss: 4.1284 +2025-06-23 21:34:33,809 - pyskl - INFO - Epoch [19][3200/3940] lr: 2.404e-02, eta: 2 days, 17:39:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9481, loss_cls: 4.1503, loss: 4.1503 +2025-06-23 21:35:18,357 - pyskl - INFO - Epoch [19][3300/3940] lr: 2.404e-02, eta: 2 days, 17:38:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9450, loss_cls: 4.0282, loss: 4.0282 +2025-06-23 21:36:02,782 - pyskl - INFO - Epoch [19][3400/3940] lr: 2.404e-02, eta: 2 days, 17:37:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9456, loss_cls: 4.1620, loss: 4.1620 +2025-06-23 21:36:47,116 - pyskl - INFO - Epoch [19][3500/3940] lr: 2.403e-02, eta: 2 days, 17:36:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 3.9473, loss: 3.9473 +2025-06-23 21:37:31,426 - pyskl - INFO - Epoch [19][3600/3940] lr: 2.403e-02, eta: 2 days, 17:36:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9519, loss_cls: 4.1248, loss: 4.1248 +2025-06-23 21:38:15,935 - pyskl - INFO - Epoch [19][3700/3940] lr: 2.403e-02, eta: 2 days, 17:35:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9519, loss_cls: 3.8678, loss: 3.8678 +2025-06-23 21:39:00,405 - pyskl - INFO - Epoch [19][3800/3940] lr: 2.403e-02, eta: 2 days, 17:34:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9463, loss_cls: 4.1115, loss: 4.1115 +2025-06-23 21:39:44,977 - pyskl - INFO - Epoch [19][3900/3940] lr: 2.402e-02, eta: 2 days, 17:33:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9400, loss_cls: 4.2036, loss: 4.2036 +2025-06-23 21:40:03,104 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-06-23 21:43:27,617 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 21:43:28,149 - pyskl - INFO - +top1_acc 0.6261 +top5_acc 0.9045 +2025-06-23 21:43:28,168 - pyskl - INFO - Epoch(val) [19][3183] top1_acc: 0.6261, top5_acc: 0.9045 +2025-06-23 21:44:39,545 - pyskl - INFO - Epoch [20][100/3940] lr: 2.402e-02, eta: 2 days, 17:33:04, time: 0.714, data_time: 0.269, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9506, loss_cls: 4.0696, loss: 4.0696 +2025-06-23 21:45:24,199 - pyskl - INFO - Epoch [20][200/3940] lr: 2.402e-02, eta: 2 days, 17:32:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9456, loss_cls: 4.1521, loss: 4.1521 +2025-06-23 21:46:08,956 - pyskl - INFO - Epoch [20][300/3940] lr: 2.402e-02, eta: 2 days, 17:31:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9469, loss_cls: 4.0433, loss: 4.0433 +2025-06-23 21:46:53,735 - pyskl - INFO - Epoch [20][400/3940] lr: 2.401e-02, eta: 2 days, 17:30:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9519, loss_cls: 3.9168, loss: 3.9168 +2025-06-23 21:47:38,351 - pyskl - INFO - Epoch [20][500/3940] lr: 2.401e-02, eta: 2 days, 17:29:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9519, loss_cls: 3.9889, loss: 3.9889 +2025-06-23 21:48:22,926 - pyskl - INFO - Epoch [20][600/3940] lr: 2.401e-02, eta: 2 days, 17:28:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9513, loss_cls: 4.0409, loss: 4.0409 +2025-06-23 21:49:07,416 - pyskl - INFO - Epoch [20][700/3940] lr: 2.401e-02, eta: 2 days, 17:27:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9556, loss_cls: 4.0072, loss: 4.0072 +2025-06-23 21:49:51,846 - pyskl - INFO - Epoch [20][800/3940] lr: 2.400e-02, eta: 2 days, 17:26:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9563, loss_cls: 3.9823, loss: 3.9823 +2025-06-23 21:50:36,166 - pyskl - INFO - Epoch [20][900/3940] lr: 2.400e-02, eta: 2 days, 17:25:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9413, loss_cls: 4.0884, loss: 4.0884 +2025-06-23 21:51:20,489 - pyskl - INFO - Epoch [20][1000/3940] lr: 2.400e-02, eta: 2 days, 17:25:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9519, loss_cls: 4.0774, loss: 4.0774 +2025-06-23 21:52:04,739 - pyskl - INFO - Epoch [20][1100/3940] lr: 2.399e-02, eta: 2 days, 17:24:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9444, loss_cls: 4.0468, loss: 4.0468 +2025-06-23 21:52:49,234 - pyskl - INFO - Epoch [20][1200/3940] lr: 2.399e-02, eta: 2 days, 17:23:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9437, loss_cls: 4.1413, loss: 4.1413 +2025-06-23 21:53:33,536 - pyskl - INFO - Epoch [20][1300/3940] lr: 2.399e-02, eta: 2 days, 17:22:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9494, loss_cls: 3.8995, loss: 3.8995 +2025-06-23 21:54:17,912 - pyskl - INFO - Epoch [20][1400/3940] lr: 2.399e-02, eta: 2 days, 17:21:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9494, loss_cls: 3.9618, loss: 3.9618 +2025-06-23 21:55:02,245 - pyskl - INFO - Epoch [20][1500/3940] lr: 2.398e-02, eta: 2 days, 17:20:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9537, loss_cls: 3.9821, loss: 3.9821 +2025-06-23 21:55:46,691 - pyskl - INFO - Epoch [20][1600/3940] lr: 2.398e-02, eta: 2 days, 17:19:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9431, loss_cls: 4.0167, loss: 4.0167 +2025-06-23 21:56:31,155 - pyskl - INFO - Epoch [20][1700/3940] lr: 2.398e-02, eta: 2 days, 17:18:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9500, loss_cls: 3.9986, loss: 3.9986 +2025-06-23 21:57:15,589 - pyskl - INFO - Epoch [20][1800/3940] lr: 2.398e-02, eta: 2 days, 17:17:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9413, loss_cls: 4.1854, loss: 4.1854 +2025-06-23 21:58:00,046 - pyskl - INFO - Epoch [20][1900/3940] lr: 2.397e-02, eta: 2 days, 17:16:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9487, loss_cls: 4.1140, loss: 4.1140 +2025-06-23 21:58:44,439 - pyskl - INFO - Epoch [20][2000/3940] lr: 2.397e-02, eta: 2 days, 17:15:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9450, loss_cls: 4.0731, loss: 4.0731 +2025-06-23 21:59:28,798 - pyskl - INFO - Epoch [20][2100/3940] lr: 2.397e-02, eta: 2 days, 17:15:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9500, loss_cls: 3.9768, loss: 3.9768 +2025-06-23 22:00:13,208 - pyskl - INFO - Epoch [20][2200/3940] lr: 2.397e-02, eta: 2 days, 17:14:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9500, loss_cls: 4.0107, loss: 4.0107 +2025-06-23 22:00:57,651 - pyskl - INFO - Epoch [20][2300/3940] lr: 2.396e-02, eta: 2 days, 17:13:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9500, loss_cls: 4.0717, loss: 4.0717 +2025-06-23 22:01:42,095 - pyskl - INFO - Epoch [20][2400/3940] lr: 2.396e-02, eta: 2 days, 17:12:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 4.0194, loss: 4.0194 +2025-06-23 22:02:26,647 - pyskl - INFO - Epoch [20][2500/3940] lr: 2.396e-02, eta: 2 days, 17:11:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9469, loss_cls: 4.1460, loss: 4.1460 +2025-06-23 22:03:11,319 - pyskl - INFO - Epoch [20][2600/3940] lr: 2.396e-02, eta: 2 days, 17:10:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9506, loss_cls: 4.0757, loss: 4.0757 +2025-06-23 22:03:55,950 - pyskl - INFO - Epoch [20][2700/3940] lr: 2.395e-02, eta: 2 days, 17:09:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9475, loss_cls: 4.0771, loss: 4.0771 +2025-06-23 22:04:40,490 - pyskl - INFO - Epoch [20][2800/3940] lr: 2.395e-02, eta: 2 days, 17:08:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9487, loss_cls: 4.0604, loss: 4.0604 +2025-06-23 22:05:24,827 - pyskl - INFO - Epoch [20][2900/3940] lr: 2.395e-02, eta: 2 days, 17:07:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9475, loss_cls: 4.0842, loss: 4.0842 +2025-06-23 22:06:09,261 - pyskl - INFO - Epoch [20][3000/3940] lr: 2.394e-02, eta: 2 days, 17:06:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9463, loss_cls: 4.0317, loss: 4.0317 +2025-06-23 22:06:53,561 - pyskl - INFO - Epoch [20][3100/3940] lr: 2.394e-02, eta: 2 days, 17:06:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9387, loss_cls: 4.0618, loss: 4.0618 +2025-06-23 22:07:38,272 - pyskl - INFO - Epoch [20][3200/3940] lr: 2.394e-02, eta: 2 days, 17:05:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9344, loss_cls: 4.1127, loss: 4.1127 +2025-06-23 22:08:22,465 - pyskl - INFO - Epoch [20][3300/3940] lr: 2.394e-02, eta: 2 days, 17:04:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9469, loss_cls: 4.0545, loss: 4.0545 +2025-06-23 22:09:06,811 - pyskl - INFO - Epoch [20][3400/3940] lr: 2.393e-02, eta: 2 days, 17:03:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9487, loss_cls: 4.0472, loss: 4.0472 +2025-06-23 22:09:51,123 - pyskl - INFO - Epoch [20][3500/3940] lr: 2.393e-02, eta: 2 days, 17:02:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9475, loss_cls: 4.0673, loss: 4.0673 +2025-06-23 22:10:35,410 - pyskl - INFO - Epoch [20][3600/3940] lr: 2.393e-02, eta: 2 days, 17:01:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9400, loss_cls: 4.2118, loss: 4.2118 +2025-06-23 22:11:19,654 - pyskl - INFO - Epoch [20][3700/3940] lr: 2.393e-02, eta: 2 days, 17:00:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9475, loss_cls: 4.0436, loss: 4.0436 +2025-06-23 22:12:04,019 - pyskl - INFO - Epoch [20][3800/3940] lr: 2.392e-02, eta: 2 days, 16:59:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9481, loss_cls: 4.0784, loss: 4.0784 +2025-06-23 22:12:48,384 - pyskl - INFO - Epoch [20][3900/3940] lr: 2.392e-02, eta: 2 days, 16:58:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9487, loss_cls: 4.1718, loss: 4.1718 +2025-06-23 22:13:06,511 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-06-23 22:32:01,131 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 22:32:01,621 - pyskl - INFO - +top1_acc 0.6987 +top5_acc 0.9318 +2025-06-23 22:32:01,642 - pyskl - INFO - Epoch(val) [20][3183] top1_acc: 0.6987, top5_acc: 0.9318 +2025-06-23 22:33:11,712 - pyskl - INFO - Epoch [21][100/3940] lr: 2.392e-02, eta: 2 days, 16:58:24, time: 0.701, data_time: 0.256, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9519, loss_cls: 4.1213, loss: 4.1213 +2025-06-23 22:33:55,992 - pyskl - INFO - Epoch [21][200/3940] lr: 2.391e-02, eta: 2 days, 16:57:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9581, loss_cls: 3.8341, loss: 3.8341 +2025-06-23 22:34:40,383 - pyskl - INFO - Epoch [21][300/3940] lr: 2.391e-02, eta: 2 days, 16:56:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9494, loss_cls: 4.0548, loss: 4.0548 +2025-06-23 22:35:24,650 - pyskl - INFO - Epoch [21][400/3940] lr: 2.391e-02, eta: 2 days, 16:55:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9525, loss_cls: 3.9439, loss: 3.9439 +2025-06-23 22:36:08,940 - pyskl - INFO - Epoch [21][500/3940] lr: 2.391e-02, eta: 2 days, 16:54:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9525, loss_cls: 4.1218, loss: 4.1218 +2025-06-23 22:36:53,202 - pyskl - INFO - Epoch [21][600/3940] lr: 2.390e-02, eta: 2 days, 16:53:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9450, loss_cls: 4.0011, loss: 4.0011 +2025-06-23 22:37:37,603 - pyskl - INFO - Epoch [21][700/3940] lr: 2.390e-02, eta: 2 days, 16:52:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9469, loss_cls: 4.0674, loss: 4.0674 +2025-06-23 22:38:22,370 - pyskl - INFO - Epoch [21][800/3940] lr: 2.390e-02, eta: 2 days, 16:52:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9525, loss_cls: 4.0683, loss: 4.0683 +2025-06-23 22:39:07,060 - pyskl - INFO - Epoch [21][900/3940] lr: 2.389e-02, eta: 2 days, 16:51:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9406, loss_cls: 4.1731, loss: 4.1731 +2025-06-23 22:39:51,515 - pyskl - INFO - Epoch [21][1000/3940] lr: 2.389e-02, eta: 2 days, 16:50:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 3.9218, loss: 3.9218 +2025-06-23 22:40:36,005 - pyskl - INFO - Epoch [21][1100/3940] lr: 2.389e-02, eta: 2 days, 16:49:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9456, loss_cls: 4.0154, loss: 4.0154 +2025-06-23 22:41:20,398 - pyskl - INFO - Epoch [21][1200/3940] lr: 2.389e-02, eta: 2 days, 16:48:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9394, loss_cls: 4.0016, loss: 4.0016 +2025-06-23 22:42:04,861 - pyskl - INFO - Epoch [21][1300/3940] lr: 2.388e-02, eta: 2 days, 16:47:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9444, loss_cls: 3.9666, loss: 3.9666 +2025-06-23 22:42:49,330 - pyskl - INFO - Epoch [21][1400/3940] lr: 2.388e-02, eta: 2 days, 16:46:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9563, loss_cls: 4.0790, loss: 4.0790 +2025-06-23 22:43:33,789 - pyskl - INFO - Epoch [21][1500/3940] lr: 2.388e-02, eta: 2 days, 16:45:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9444, loss_cls: 3.9409, loss: 3.9409 +2025-06-23 22:44:18,288 - pyskl - INFO - Epoch [21][1600/3940] lr: 2.388e-02, eta: 2 days, 16:45:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 3.9550, loss: 3.9550 +2025-06-23 22:45:02,787 - pyskl - INFO - Epoch [21][1700/3940] lr: 2.387e-02, eta: 2 days, 16:44:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9513, loss_cls: 3.9800, loss: 3.9800 +2025-06-23 22:45:47,312 - pyskl - INFO - Epoch [21][1800/3940] lr: 2.387e-02, eta: 2 days, 16:43:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9469, loss_cls: 4.0521, loss: 4.0521 +2025-06-23 22:46:31,790 - pyskl - INFO - Epoch [21][1900/3940] lr: 2.387e-02, eta: 2 days, 16:42:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9550, loss_cls: 4.1902, loss: 4.1902 +2025-06-23 22:47:16,350 - pyskl - INFO - Epoch [21][2000/3940] lr: 2.386e-02, eta: 2 days, 16:41:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9469, loss_cls: 4.0794, loss: 4.0794 +2025-06-23 22:48:00,927 - pyskl - INFO - Epoch [21][2100/3940] lr: 2.386e-02, eta: 2 days, 16:40:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9494, loss_cls: 4.0806, loss: 4.0806 +2025-06-23 22:48:45,502 - pyskl - INFO - Epoch [21][2200/3940] lr: 2.386e-02, eta: 2 days, 16:39:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 4.0332, loss: 4.0332 +2025-06-23 22:49:29,951 - pyskl - INFO - Epoch [21][2300/3940] lr: 2.386e-02, eta: 2 days, 16:38:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9506, loss_cls: 3.9443, loss: 3.9443 +2025-06-23 22:50:14,465 - pyskl - INFO - Epoch [21][2400/3940] lr: 2.385e-02, eta: 2 days, 16:37:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9450, loss_cls: 3.9792, loss: 3.9792 +2025-06-23 22:50:59,060 - pyskl - INFO - Epoch [21][2500/3940] lr: 2.385e-02, eta: 2 days, 16:37:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9544, loss_cls: 4.0159, loss: 4.0159 +2025-06-23 22:51:43,669 - pyskl - INFO - Epoch [21][2600/3940] lr: 2.385e-02, eta: 2 days, 16:36:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9450, loss_cls: 3.9834, loss: 3.9834 +2025-06-23 22:52:28,190 - pyskl - INFO - Epoch [21][2700/3940] lr: 2.385e-02, eta: 2 days, 16:35:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9469, loss_cls: 4.0353, loss: 4.0353 +2025-06-23 22:53:12,771 - pyskl - INFO - Epoch [21][2800/3940] lr: 2.384e-02, eta: 2 days, 16:34:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9525, loss_cls: 4.0477, loss: 4.0477 +2025-06-23 22:53:57,258 - pyskl - INFO - Epoch [21][2900/3940] lr: 2.384e-02, eta: 2 days, 16:33:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9413, loss_cls: 4.0017, loss: 4.0017 +2025-06-23 22:54:41,823 - pyskl - INFO - Epoch [21][3000/3940] lr: 2.384e-02, eta: 2 days, 16:32:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9519, loss_cls: 4.0832, loss: 4.0832 +2025-06-23 22:55:26,455 - pyskl - INFO - Epoch [21][3100/3940] lr: 2.383e-02, eta: 2 days, 16:31:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9487, loss_cls: 4.0910, loss: 4.0910 +2025-06-23 22:56:11,004 - pyskl - INFO - Epoch [21][3200/3940] lr: 2.383e-02, eta: 2 days, 16:31:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9413, loss_cls: 3.9846, loss: 3.9846 +2025-06-23 22:56:55,650 - pyskl - INFO - Epoch [21][3300/3940] lr: 2.383e-02, eta: 2 days, 16:30:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9469, loss_cls: 4.0462, loss: 4.0462 +2025-06-23 22:57:40,253 - pyskl - INFO - Epoch [21][3400/3940] lr: 2.383e-02, eta: 2 days, 16:29:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 3.8953, loss: 3.8953 +2025-06-23 22:58:24,942 - pyskl - INFO - Epoch [21][3500/3940] lr: 2.382e-02, eta: 2 days, 16:28:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9531, loss_cls: 4.0339, loss: 4.0339 +2025-06-23 22:59:09,426 - pyskl - INFO - Epoch [21][3600/3940] lr: 2.382e-02, eta: 2 days, 16:27:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 3.8520, loss: 3.8520 +2025-06-23 22:59:53,970 - pyskl - INFO - Epoch [21][3700/3940] lr: 2.382e-02, eta: 2 days, 16:26:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9425, loss_cls: 4.1607, loss: 4.1607 +2025-06-23 23:00:38,457 - pyskl - INFO - Epoch [21][3800/3940] lr: 2.381e-02, eta: 2 days, 16:25:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9456, loss_cls: 4.0691, loss: 4.0691 +2025-06-23 23:01:23,021 - pyskl - INFO - Epoch [21][3900/3940] lr: 2.381e-02, eta: 2 days, 16:24:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9469, loss_cls: 4.0532, loss: 4.0532 +2025-06-23 23:01:41,400 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-06-23 23:05:07,325 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 23:05:07,839 - pyskl - INFO - +top1_acc 0.7223 +top5_acc 0.9411 +2025-06-23 23:05:07,892 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_12.pth was removed +2025-06-23 23:05:08,945 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_21.pth. +2025-06-23 23:05:08,947 - pyskl - INFO - Best top1_acc is 0.7223 at 21 epoch. +2025-06-23 23:05:08,967 - pyskl - INFO - Epoch(val) [21][3183] top1_acc: 0.7223, top5_acc: 0.9411 +2025-06-23 23:06:19,469 - pyskl - INFO - Epoch [22][100/3940] lr: 2.381e-02, eta: 2 days, 16:24:33, time: 0.705, data_time: 0.259, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9319, loss_cls: 4.0694, loss: 4.0694 +2025-06-23 23:07:03,944 - pyskl - INFO - Epoch [22][200/3940] lr: 2.380e-02, eta: 2 days, 16:23:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 3.9132, loss: 3.9132 +2025-06-23 23:07:48,293 - pyskl - INFO - Epoch [22][300/3940] lr: 2.380e-02, eta: 2 days, 16:22:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9437, loss_cls: 4.0969, loss: 4.0969 +2025-06-23 23:08:32,675 - pyskl - INFO - Epoch [22][400/3940] lr: 2.380e-02, eta: 2 days, 16:21:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9513, loss_cls: 3.9163, loss: 3.9163 +2025-06-23 23:09:17,040 - pyskl - INFO - Epoch [22][500/3940] lr: 2.380e-02, eta: 2 days, 16:21:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9500, loss_cls: 4.0583, loss: 4.0583 +2025-06-23 23:10:01,410 - pyskl - INFO - Epoch [22][600/3940] lr: 2.379e-02, eta: 2 days, 16:20:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 3.9714, loss: 3.9714 +2025-06-23 23:10:45,828 - pyskl - INFO - Epoch [22][700/3940] lr: 2.379e-02, eta: 2 days, 16:19:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9463, loss_cls: 3.9744, loss: 3.9744 +2025-06-23 23:11:30,238 - pyskl - INFO - Epoch [22][800/3940] lr: 2.379e-02, eta: 2 days, 16:18:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9637, loss_cls: 3.9501, loss: 3.9501 +2025-06-23 23:12:14,677 - pyskl - INFO - Epoch [22][900/3940] lr: 2.378e-02, eta: 2 days, 16:17:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9450, loss_cls: 3.9788, loss: 3.9788 +2025-06-23 23:12:59,097 - pyskl - INFO - Epoch [22][1000/3940] lr: 2.378e-02, eta: 2 days, 16:16:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 3.9999, loss: 3.9999 +2025-06-23 23:13:43,553 - pyskl - INFO - Epoch [22][1100/3940] lr: 2.378e-02, eta: 2 days, 16:15:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 3.9470, loss: 3.9470 +2025-06-23 23:14:27,961 - pyskl - INFO - Epoch [22][1200/3940] lr: 2.378e-02, eta: 2 days, 16:14:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9406, loss_cls: 4.0940, loss: 4.0940 +2025-06-23 23:15:12,352 - pyskl - INFO - Epoch [22][1300/3940] lr: 2.377e-02, eta: 2 days, 16:13:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9537, loss_cls: 3.9392, loss: 3.9392 +2025-06-23 23:15:56,760 - pyskl - INFO - Epoch [22][1400/3940] lr: 2.377e-02, eta: 2 days, 16:13:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9550, loss_cls: 4.0408, loss: 4.0408 +2025-06-23 23:16:41,447 - pyskl - INFO - Epoch [22][1500/3940] lr: 2.377e-02, eta: 2 days, 16:12:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9519, loss_cls: 3.9186, loss: 3.9186 +2025-06-23 23:17:25,826 - pyskl - INFO - Epoch [22][1600/3940] lr: 2.376e-02, eta: 2 days, 16:11:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9425, loss_cls: 4.1723, loss: 4.1723 +2025-06-23 23:18:10,369 - pyskl - INFO - Epoch [22][1700/3940] lr: 2.376e-02, eta: 2 days, 16:10:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9456, loss_cls: 4.1042, loss: 4.1042 +2025-06-23 23:18:55,006 - pyskl - INFO - Epoch [22][1800/3940] lr: 2.376e-02, eta: 2 days, 16:09:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9469, loss_cls: 4.0877, loss: 4.0877 +2025-06-23 23:19:39,684 - pyskl - INFO - Epoch [22][1900/3940] lr: 2.376e-02, eta: 2 days, 16:08:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9494, loss_cls: 3.9833, loss: 3.9833 +2025-06-23 23:20:24,290 - pyskl - INFO - Epoch [22][2000/3940] lr: 2.375e-02, eta: 2 days, 16:07:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9369, loss_cls: 4.1031, loss: 4.1031 +2025-06-23 23:21:08,926 - pyskl - INFO - Epoch [22][2100/3940] lr: 2.375e-02, eta: 2 days, 16:07:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9469, loss_cls: 4.0321, loss: 4.0321 +2025-06-23 23:21:53,629 - pyskl - INFO - Epoch [22][2200/3940] lr: 2.375e-02, eta: 2 days, 16:06:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9319, loss_cls: 4.0283, loss: 4.0283 +2025-06-23 23:22:38,264 - pyskl - INFO - Epoch [22][2300/3940] lr: 2.374e-02, eta: 2 days, 16:05:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9531, loss_cls: 3.9115, loss: 3.9115 +2025-06-23 23:23:22,830 - pyskl - INFO - Epoch [22][2400/3940] lr: 2.374e-02, eta: 2 days, 16:04:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9475, loss_cls: 4.0484, loss: 4.0484 +2025-06-23 23:24:07,481 - pyskl - INFO - Epoch [22][2500/3940] lr: 2.374e-02, eta: 2 days, 16:03:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9487, loss_cls: 4.0682, loss: 4.0682 +2025-06-23 23:24:52,030 - pyskl - INFO - Epoch [22][2600/3940] lr: 2.374e-02, eta: 2 days, 16:02:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9425, loss_cls: 3.9954, loss: 3.9954 +2025-06-23 23:25:36,722 - pyskl - INFO - Epoch [22][2700/3940] lr: 2.373e-02, eta: 2 days, 16:01:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9494, loss_cls: 4.0577, loss: 4.0577 +2025-06-23 23:26:21,276 - pyskl - INFO - Epoch [22][2800/3940] lr: 2.373e-02, eta: 2 days, 16:01:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9394, loss_cls: 4.0949, loss: 4.0949 +2025-06-23 23:27:05,793 - pyskl - INFO - Epoch [22][2900/3940] lr: 2.373e-02, eta: 2 days, 16:00:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9456, loss_cls: 4.0437, loss: 4.0437 +2025-06-23 23:27:50,519 - pyskl - INFO - Epoch [22][3000/3940] lr: 2.372e-02, eta: 2 days, 15:59:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9556, loss_cls: 3.8414, loss: 3.8414 +2025-06-23 23:28:35,098 - pyskl - INFO - Epoch [22][3100/3940] lr: 2.372e-02, eta: 2 days, 15:58:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9444, loss_cls: 4.0649, loss: 4.0649 +2025-06-23 23:29:19,554 - pyskl - INFO - Epoch [22][3200/3940] lr: 2.372e-02, eta: 2 days, 15:57:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9513, loss_cls: 3.8662, loss: 3.8662 +2025-06-23 23:30:04,054 - pyskl - INFO - Epoch [22][3300/3940] lr: 2.372e-02, eta: 2 days, 15:56:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9469, loss_cls: 4.0010, loss: 4.0010 +2025-06-23 23:30:48,472 - pyskl - INFO - Epoch [22][3400/3940] lr: 2.371e-02, eta: 2 days, 15:55:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9531, loss_cls: 3.9615, loss: 3.9615 +2025-06-23 23:31:32,906 - pyskl - INFO - Epoch [22][3500/3940] lr: 2.371e-02, eta: 2 days, 15:54:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9475, loss_cls: 4.0418, loss: 4.0418 +2025-06-23 23:32:17,322 - pyskl - INFO - Epoch [22][3600/3940] lr: 2.371e-02, eta: 2 days, 15:54:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9356, loss_cls: 4.1166, loss: 4.1166 +2025-06-23 23:33:01,874 - pyskl - INFO - Epoch [22][3700/3940] lr: 2.370e-02, eta: 2 days, 15:53:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9469, loss_cls: 4.0925, loss: 4.0925 +2025-06-23 23:33:46,342 - pyskl - INFO - Epoch [22][3800/3940] lr: 2.370e-02, eta: 2 days, 15:52:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9494, loss_cls: 4.0426, loss: 4.0426 +2025-06-23 23:34:30,744 - pyskl - INFO - Epoch [22][3900/3940] lr: 2.370e-02, eta: 2 days, 15:51:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9506, loss_cls: 3.9282, loss: 3.9282 +2025-06-23 23:34:48,894 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-06-23 23:38:14,358 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 23:38:14,820 - pyskl - INFO - +top1_acc 0.7221 +top5_acc 0.9388 +2025-06-23 23:38:14,837 - pyskl - INFO - Epoch(val) [22][3183] top1_acc: 0.7221, top5_acc: 0.9388 +2025-06-23 23:39:25,608 - pyskl - INFO - Epoch [23][100/3940] lr: 2.369e-02, eta: 2 days, 15:51:07, time: 0.708, data_time: 0.261, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9563, loss_cls: 3.9257, loss: 3.9257 +2025-06-23 23:40:10,326 - pyskl - INFO - Epoch [23][200/3940] lr: 2.369e-02, eta: 2 days, 15:50:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9575, loss_cls: 3.9516, loss: 3.9516 +2025-06-23 23:40:54,762 - pyskl - INFO - Epoch [23][300/3940] lr: 2.369e-02, eta: 2 days, 15:49:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9519, loss_cls: 3.9483, loss: 3.9483 +2025-06-23 23:41:39,290 - pyskl - INFO - Epoch [23][400/3940] lr: 2.368e-02, eta: 2 days, 15:48:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9544, loss_cls: 3.8983, loss: 3.8983 +2025-06-23 23:42:23,576 - pyskl - INFO - Epoch [23][500/3940] lr: 2.368e-02, eta: 2 days, 15:47:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 4.0017, loss: 4.0017 +2025-06-23 23:43:07,919 - pyskl - INFO - Epoch [23][600/3940] lr: 2.368e-02, eta: 2 days, 15:46:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9475, loss_cls: 3.9687, loss: 3.9687 +2025-06-23 23:43:52,402 - pyskl - INFO - Epoch [23][700/3940] lr: 2.368e-02, eta: 2 days, 15:45:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9481, loss_cls: 3.9668, loss: 3.9668 +2025-06-23 23:44:36,888 - pyskl - INFO - Epoch [23][800/3940] lr: 2.367e-02, eta: 2 days, 15:45:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9481, loss_cls: 3.9166, loss: 3.9166 +2025-06-23 23:45:21,374 - pyskl - INFO - Epoch [23][900/3940] lr: 2.367e-02, eta: 2 days, 15:44:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9456, loss_cls: 4.0144, loss: 4.0144 +2025-06-23 23:46:06,319 - pyskl - INFO - Epoch [23][1000/3940] lr: 2.367e-02, eta: 2 days, 15:43:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9425, loss_cls: 3.9525, loss: 3.9525 +2025-06-23 23:46:50,986 - pyskl - INFO - Epoch [23][1100/3940] lr: 2.366e-02, eta: 2 days, 15:42:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 4.0135, loss: 4.0135 +2025-06-23 23:47:35,878 - pyskl - INFO - Epoch [23][1200/3940] lr: 2.366e-02, eta: 2 days, 15:41:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9525, loss_cls: 3.8174, loss: 3.8174 +2025-06-23 23:48:20,331 - pyskl - INFO - Epoch [23][1300/3940] lr: 2.366e-02, eta: 2 days, 15:40:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9506, loss_cls: 3.9649, loss: 3.9649 +2025-06-23 23:49:04,979 - pyskl - INFO - Epoch [23][1400/3940] lr: 2.365e-02, eta: 2 days, 15:39:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9450, loss_cls: 4.0048, loss: 4.0048 +2025-06-23 23:49:49,602 - pyskl - INFO - Epoch [23][1500/3940] lr: 2.365e-02, eta: 2 days, 15:39:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9500, loss_cls: 4.0935, loss: 4.0935 +2025-06-23 23:50:34,137 - pyskl - INFO - Epoch [23][1600/3940] lr: 2.365e-02, eta: 2 days, 15:38:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 3.9819, loss: 3.9819 +2025-06-23 23:51:18,493 - pyskl - INFO - Epoch [23][1700/3940] lr: 2.365e-02, eta: 2 days, 15:37:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9569, loss_cls: 3.9660, loss: 3.9660 +2025-06-23 23:52:03,124 - pyskl - INFO - Epoch [23][1800/3940] lr: 2.364e-02, eta: 2 days, 15:36:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9569, loss_cls: 4.0280, loss: 4.0280 +2025-06-23 23:52:47,819 - pyskl - INFO - Epoch [23][1900/3940] lr: 2.364e-02, eta: 2 days, 15:35:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9456, loss_cls: 4.0215, loss: 4.0215 +2025-06-23 23:53:32,323 - pyskl - INFO - Epoch [23][2000/3940] lr: 2.364e-02, eta: 2 days, 15:34:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9525, loss_cls: 4.0318, loss: 4.0318 +2025-06-23 23:54:16,761 - pyskl - INFO - Epoch [23][2100/3940] lr: 2.363e-02, eta: 2 days, 15:33:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9513, loss_cls: 4.0080, loss: 4.0080 +2025-06-23 23:55:01,109 - pyskl - INFO - Epoch [23][2200/3940] lr: 2.363e-02, eta: 2 days, 15:33:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9506, loss_cls: 3.9593, loss: 3.9593 +2025-06-23 23:55:45,535 - pyskl - INFO - Epoch [23][2300/3940] lr: 2.363e-02, eta: 2 days, 15:32:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9494, loss_cls: 3.9950, loss: 3.9950 +2025-06-23 23:56:30,041 - pyskl - INFO - Epoch [23][2400/3940] lr: 2.362e-02, eta: 2 days, 15:31:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9500, loss_cls: 4.0270, loss: 4.0270 +2025-06-23 23:57:14,534 - pyskl - INFO - Epoch [23][2500/3940] lr: 2.362e-02, eta: 2 days, 15:30:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9506, loss_cls: 4.0191, loss: 4.0191 +2025-06-23 23:57:59,072 - pyskl - INFO - Epoch [23][2600/3940] lr: 2.362e-02, eta: 2 days, 15:29:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9500, loss_cls: 3.8860, loss: 3.8860 +2025-06-23 23:58:43,365 - pyskl - INFO - Epoch [23][2700/3940] lr: 2.362e-02, eta: 2 days, 15:28:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9456, loss_cls: 4.0151, loss: 4.0151 +2025-06-23 23:59:27,795 - pyskl - INFO - Epoch [23][2800/3940] lr: 2.361e-02, eta: 2 days, 15:27:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9387, loss_cls: 4.0092, loss: 4.0092 +2025-06-24 00:00:12,168 - pyskl - INFO - Epoch [23][2900/3940] lr: 2.361e-02, eta: 2 days, 15:27:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9613, loss_cls: 3.9940, loss: 3.9940 +2025-06-24 00:00:56,563 - pyskl - INFO - Epoch [23][3000/3940] lr: 2.361e-02, eta: 2 days, 15:26:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9525, loss_cls: 4.0182, loss: 4.0182 +2025-06-24 00:01:40,936 - pyskl - INFO - Epoch [23][3100/3940] lr: 2.360e-02, eta: 2 days, 15:25:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 3.9722, loss: 3.9722 +2025-06-24 00:02:25,591 - pyskl - INFO - Epoch [23][3200/3940] lr: 2.360e-02, eta: 2 days, 15:24:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9406, loss_cls: 4.0759, loss: 4.0759 +2025-06-24 00:03:10,134 - pyskl - INFO - Epoch [23][3300/3940] lr: 2.360e-02, eta: 2 days, 15:23:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9537, loss_cls: 3.9458, loss: 3.9458 +2025-06-24 00:03:54,580 - pyskl - INFO - Epoch [23][3400/3940] lr: 2.359e-02, eta: 2 days, 15:22:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9456, loss_cls: 4.0306, loss: 4.0306 +2025-06-24 00:04:38,983 - pyskl - INFO - Epoch [23][3500/3940] lr: 2.359e-02, eta: 2 days, 15:21:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9531, loss_cls: 3.9717, loss: 3.9717 +2025-06-24 00:05:23,446 - pyskl - INFO - Epoch [23][3600/3940] lr: 2.359e-02, eta: 2 days, 15:21:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9500, loss_cls: 3.9291, loss: 3.9291 +2025-06-24 00:06:07,934 - pyskl - INFO - Epoch [23][3700/3940] lr: 2.358e-02, eta: 2 days, 15:20:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9413, loss_cls: 4.0274, loss: 4.0274 +2025-06-24 00:06:52,534 - pyskl - INFO - Epoch [23][3800/3940] lr: 2.358e-02, eta: 2 days, 15:19:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9506, loss_cls: 3.9673, loss: 3.9673 +2025-06-24 00:07:36,982 - pyskl - INFO - Epoch [23][3900/3940] lr: 2.358e-02, eta: 2 days, 15:18:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9525, loss_cls: 3.9334, loss: 3.9334 +2025-06-24 00:07:55,136 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-06-24 00:11:20,164 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 00:11:20,743 - pyskl - INFO - +top1_acc 0.7363 +top5_acc 0.9486 +2025-06-24 00:11:20,811 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_21.pth was removed +2025-06-24 00:11:21,911 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_23.pth. +2025-06-24 00:11:21,913 - pyskl - INFO - Best top1_acc is 0.7363 at 23 epoch. +2025-06-24 00:11:21,933 - pyskl - INFO - Epoch(val) [23][3183] top1_acc: 0.7363, top5_acc: 0.9486 +2025-06-24 00:12:33,519 - pyskl - INFO - Epoch [24][100/3940] lr: 2.357e-02, eta: 2 days, 15:18:07, time: 0.716, data_time: 0.272, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9644, loss_cls: 3.9839, loss: 3.9839 +2025-06-24 00:13:17,863 - pyskl - INFO - Epoch [24][200/3940] lr: 2.357e-02, eta: 2 days, 15:17:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9506, loss_cls: 3.9323, loss: 3.9323 +2025-06-24 00:14:02,331 - pyskl - INFO - Epoch [24][300/3940] lr: 2.357e-02, eta: 2 days, 15:16:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 3.7903, loss: 3.7903 +2025-06-24 00:14:46,737 - pyskl - INFO - Epoch [24][400/3940] lr: 2.357e-02, eta: 2 days, 15:15:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9475, loss_cls: 3.9852, loss: 3.9852 +2025-06-24 00:15:31,070 - pyskl - INFO - Epoch [24][500/3940] lr: 2.356e-02, eta: 2 days, 15:14:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 3.9109, loss: 3.9109 +2025-06-24 00:16:15,402 - pyskl - INFO - Epoch [24][600/3940] lr: 2.356e-02, eta: 2 days, 15:13:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9531, loss_cls: 4.0130, loss: 4.0130 +2025-06-24 00:16:59,855 - pyskl - INFO - Epoch [24][700/3940] lr: 2.356e-02, eta: 2 days, 15:12:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 3.9063, loss: 3.9063 +2025-06-24 00:17:44,470 - pyskl - INFO - Epoch [24][800/3940] lr: 2.355e-02, eta: 2 days, 15:12:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 3.9915, loss: 3.9915 +2025-06-24 00:18:28,847 - pyskl - INFO - Epoch [24][900/3940] lr: 2.355e-02, eta: 2 days, 15:11:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9444, loss_cls: 4.1271, loss: 4.1271 +2025-06-24 00:19:13,188 - pyskl - INFO - Epoch [24][1000/3940] lr: 2.355e-02, eta: 2 days, 15:10:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9500, loss_cls: 4.0614, loss: 4.0614 +2025-06-24 00:19:57,541 - pyskl - INFO - Epoch [24][1100/3940] lr: 2.354e-02, eta: 2 days, 15:09:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9463, loss_cls: 3.9124, loss: 3.9124 +2025-06-24 00:20:41,896 - pyskl - INFO - Epoch [24][1200/3940] lr: 2.354e-02, eta: 2 days, 15:08:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9506, loss_cls: 3.9777, loss: 3.9777 +2025-06-24 00:21:26,438 - pyskl - INFO - Epoch [24][1300/3940] lr: 2.354e-02, eta: 2 days, 15:07:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9469, loss_cls: 4.1002, loss: 4.1002 +2025-06-24 00:22:11,056 - pyskl - INFO - Epoch [24][1400/3940] lr: 2.353e-02, eta: 2 days, 15:06:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9506, loss_cls: 3.9728, loss: 3.9728 +2025-06-24 00:22:55,681 - pyskl - INFO - Epoch [24][1500/3940] lr: 2.353e-02, eta: 2 days, 15:06:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9481, loss_cls: 3.9506, loss: 3.9506 +2025-06-24 00:23:40,357 - pyskl - INFO - Epoch [24][1600/3940] lr: 2.353e-02, eta: 2 days, 15:05:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9481, loss_cls: 4.1030, loss: 4.1030 +2025-06-24 00:24:25,195 - pyskl - INFO - Epoch [24][1700/3940] lr: 2.352e-02, eta: 2 days, 15:04:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9525, loss_cls: 3.9496, loss: 3.9496 +2025-06-24 00:25:09,701 - pyskl - INFO - Epoch [24][1800/3940] lr: 2.352e-02, eta: 2 days, 15:03:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9469, loss_cls: 3.9016, loss: 3.9016 +2025-06-24 00:25:54,072 - pyskl - INFO - Epoch [24][1900/3940] lr: 2.352e-02, eta: 2 days, 15:02:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9594, loss_cls: 3.8795, loss: 3.8795 +2025-06-24 00:26:38,451 - pyskl - INFO - Epoch [24][2000/3940] lr: 2.352e-02, eta: 2 days, 15:01:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9500, loss_cls: 3.9463, loss: 3.9463 +2025-06-24 00:27:22,735 - pyskl - INFO - Epoch [24][2100/3940] lr: 2.351e-02, eta: 2 days, 15:00:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9487, loss_cls: 3.9764, loss: 3.9764 +2025-06-24 00:28:07,224 - pyskl - INFO - Epoch [24][2200/3940] lr: 2.351e-02, eta: 2 days, 15:00:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9444, loss_cls: 3.9486, loss: 3.9486 +2025-06-24 00:28:51,587 - pyskl - INFO - Epoch [24][2300/3940] lr: 2.351e-02, eta: 2 days, 14:59:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9394, loss_cls: 4.0971, loss: 4.0971 +2025-06-24 00:29:35,961 - pyskl - INFO - Epoch [24][2400/3940] lr: 2.350e-02, eta: 2 days, 14:58:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9481, loss_cls: 3.9724, loss: 3.9724 +2025-06-24 00:30:20,320 - pyskl - INFO - Epoch [24][2500/3940] lr: 2.350e-02, eta: 2 days, 14:57:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9406, loss_cls: 4.0436, loss: 4.0436 +2025-06-24 00:31:04,685 - pyskl - INFO - Epoch [24][2600/3940] lr: 2.350e-02, eta: 2 days, 14:56:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9481, loss_cls: 3.9744, loss: 3.9744 +2025-06-24 00:31:49,107 - pyskl - INFO - Epoch [24][2700/3940] lr: 2.349e-02, eta: 2 days, 14:55:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9456, loss_cls: 3.9718, loss: 3.9718 +2025-06-24 00:32:33,440 - pyskl - INFO - Epoch [24][2800/3940] lr: 2.349e-02, eta: 2 days, 14:54:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9500, loss_cls: 3.9617, loss: 3.9617 +2025-06-24 00:33:17,803 - pyskl - INFO - Epoch [24][2900/3940] lr: 2.349e-02, eta: 2 days, 14:54:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9375, loss_cls: 3.9753, loss: 3.9753 +2025-06-24 00:34:02,184 - pyskl - INFO - Epoch [24][3000/3940] lr: 2.348e-02, eta: 2 days, 14:53:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9400, loss_cls: 3.9056, loss: 3.9056 +2025-06-24 00:34:46,592 - pyskl - INFO - Epoch [24][3100/3940] lr: 2.348e-02, eta: 2 days, 14:52:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9481, loss_cls: 3.9210, loss: 3.9210 +2025-06-24 00:35:31,030 - pyskl - INFO - Epoch [24][3200/3940] lr: 2.348e-02, eta: 2 days, 14:51:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 3.9029, loss: 3.9029 +2025-06-24 00:36:15,472 - pyskl - INFO - Epoch [24][3300/3940] lr: 2.347e-02, eta: 2 days, 14:50:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9394, loss_cls: 4.0280, loss: 4.0280 +2025-06-24 00:36:59,916 - pyskl - INFO - Epoch [24][3400/3940] lr: 2.347e-02, eta: 2 days, 14:49:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 3.7551, loss: 3.7551 +2025-06-24 00:37:44,291 - pyskl - INFO - Epoch [24][3500/3940] lr: 2.347e-02, eta: 2 days, 14:48:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9325, loss_cls: 4.0630, loss: 4.0630 +2025-06-24 00:38:28,686 - pyskl - INFO - Epoch [24][3600/3940] lr: 2.346e-02, eta: 2 days, 14:48:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9481, loss_cls: 3.9765, loss: 3.9765 +2025-06-24 00:39:13,004 - pyskl - INFO - Epoch [24][3700/3940] lr: 2.346e-02, eta: 2 days, 14:47:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9500, loss_cls: 3.9779, loss: 3.9779 +2025-06-24 00:39:57,369 - pyskl - INFO - Epoch [24][3800/3940] lr: 2.346e-02, eta: 2 days, 14:46:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 3.8393, loss: 3.8393 +2025-06-24 00:40:41,800 - pyskl - INFO - Epoch [24][3900/3940] lr: 2.346e-02, eta: 2 days, 14:45:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9531, loss_cls: 3.9201, loss: 3.9201 +2025-06-24 00:41:00,024 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-06-24 00:44:26,228 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 00:44:26,699 - pyskl - INFO - +top1_acc 0.6999 +top5_acc 0.9306 +2025-06-24 00:44:26,718 - pyskl - INFO - Epoch(val) [24][3183] top1_acc: 0.6999, top5_acc: 0.9306 +2025-06-24 00:45:37,806 - pyskl - INFO - Epoch [25][100/3940] lr: 2.345e-02, eta: 2 days, 14:45:07, time: 0.711, data_time: 0.268, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 3.8097, loss: 3.8097 +2025-06-24 00:46:22,315 - pyskl - INFO - Epoch [25][200/3940] lr: 2.345e-02, eta: 2 days, 14:44:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9519, loss_cls: 3.9868, loss: 3.9868 +2025-06-24 00:47:07,023 - pyskl - INFO - Epoch [25][300/3940] lr: 2.344e-02, eta: 2 days, 14:43:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 3.8695, loss: 3.8695 +2025-06-24 00:47:51,396 - pyskl - INFO - Epoch [25][400/3940] lr: 2.344e-02, eta: 2 days, 14:42:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9406, loss_cls: 4.0354, loss: 4.0354 +2025-06-24 00:48:35,686 - pyskl - INFO - Epoch [25][500/3940] lr: 2.344e-02, eta: 2 days, 14:41:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9556, loss_cls: 3.9832, loss: 3.9832 +2025-06-24 00:49:20,656 - pyskl - INFO - Epoch [25][600/3940] lr: 2.343e-02, eta: 2 days, 14:40:55, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9387, loss_cls: 4.1093, loss: 4.1093 +2025-06-24 00:50:05,120 - pyskl - INFO - Epoch [25][700/3940] lr: 2.343e-02, eta: 2 days, 14:40:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 3.9332, loss: 3.9332 +2025-06-24 00:50:49,497 - pyskl - INFO - Epoch [25][800/3940] lr: 2.343e-02, eta: 2 days, 14:39:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9494, loss_cls: 3.9898, loss: 3.9898 +2025-06-24 00:51:33,848 - pyskl - INFO - Epoch [25][900/3940] lr: 2.342e-02, eta: 2 days, 14:38:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 3.8456, loss: 3.8456 +2025-06-24 00:52:18,482 - pyskl - INFO - Epoch [25][1000/3940] lr: 2.342e-02, eta: 2 days, 14:37:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9531, loss_cls: 3.9296, loss: 3.9296 +2025-06-24 00:53:03,090 - pyskl - INFO - Epoch [25][1100/3940] lr: 2.342e-02, eta: 2 days, 14:36:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9475, loss_cls: 3.9470, loss: 3.9470 +2025-06-24 00:53:47,452 - pyskl - INFO - Epoch [25][1200/3940] lr: 2.342e-02, eta: 2 days, 14:35:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9537, loss_cls: 3.8565, loss: 3.8565 +2025-06-24 00:54:31,829 - pyskl - INFO - Epoch [25][1300/3940] lr: 2.341e-02, eta: 2 days, 14:34:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9556, loss_cls: 3.9526, loss: 3.9526 +2025-06-24 00:55:16,358 - pyskl - INFO - Epoch [25][1400/3940] lr: 2.341e-02, eta: 2 days, 14:34:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9419, loss_cls: 4.0544, loss: 4.0544 +2025-06-24 00:56:00,842 - pyskl - INFO - Epoch [25][1500/3940] lr: 2.341e-02, eta: 2 days, 14:33:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9469, loss_cls: 4.0340, loss: 4.0340 +2025-06-24 00:56:45,273 - pyskl - INFO - Epoch [25][1600/3940] lr: 2.340e-02, eta: 2 days, 14:32:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9525, loss_cls: 3.9155, loss: 3.9155 +2025-06-24 00:57:29,690 - pyskl - INFO - Epoch [25][1700/3940] lr: 2.340e-02, eta: 2 days, 14:31:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9575, loss_cls: 3.9456, loss: 3.9456 +2025-06-24 00:58:14,120 - pyskl - INFO - Epoch [25][1800/3940] lr: 2.340e-02, eta: 2 days, 14:30:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9469, loss_cls: 3.8350, loss: 3.8350 +2025-06-24 00:58:58,347 - pyskl - INFO - Epoch [25][1900/3940] lr: 2.339e-02, eta: 2 days, 14:29:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9419, loss_cls: 4.0919, loss: 4.0919 +2025-06-24 00:59:42,595 - pyskl - INFO - Epoch [25][2000/3940] lr: 2.339e-02, eta: 2 days, 14:29:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9513, loss_cls: 3.9442, loss: 3.9442 +2025-06-24 01:00:26,933 - pyskl - INFO - Epoch [25][2100/3940] lr: 2.339e-02, eta: 2 days, 14:28:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9487, loss_cls: 4.0476, loss: 4.0476 +2025-06-24 01:01:11,282 - pyskl - INFO - Epoch [25][2200/3940] lr: 2.338e-02, eta: 2 days, 14:27:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 3.8714, loss: 3.8714 +2025-06-24 01:01:55,666 - pyskl - INFO - Epoch [25][2300/3940] lr: 2.338e-02, eta: 2 days, 14:26:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9475, loss_cls: 4.0596, loss: 4.0596 +2025-06-24 01:02:40,017 - pyskl - INFO - Epoch [25][2400/3940] lr: 2.338e-02, eta: 2 days, 14:25:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9569, loss_cls: 3.9105, loss: 3.9105 +2025-06-24 01:03:24,311 - pyskl - INFO - Epoch [25][2500/3940] lr: 2.337e-02, eta: 2 days, 14:24:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9400, loss_cls: 4.0928, loss: 4.0928 +2025-06-24 01:04:08,635 - pyskl - INFO - Epoch [25][2600/3940] lr: 2.337e-02, eta: 2 days, 14:23:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9563, loss_cls: 3.9386, loss: 3.9386 +2025-06-24 01:04:52,945 - pyskl - INFO - Epoch [25][2700/3940] lr: 2.337e-02, eta: 2 days, 14:23:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9387, loss_cls: 4.0279, loss: 4.0279 +2025-06-24 01:05:37,334 - pyskl - INFO - Epoch [25][2800/3940] lr: 2.336e-02, eta: 2 days, 14:22:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9544, loss_cls: 3.9387, loss: 3.9387 +2025-06-24 01:06:21,788 - pyskl - INFO - Epoch [25][2900/3940] lr: 2.336e-02, eta: 2 days, 14:21:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 4.0289, loss: 4.0289 +2025-06-24 01:07:06,363 - pyskl - INFO - Epoch [25][3000/3940] lr: 2.336e-02, eta: 2 days, 14:20:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9544, loss_cls: 3.9936, loss: 3.9936 +2025-06-24 01:07:50,713 - pyskl - INFO - Epoch [25][3100/3940] lr: 2.335e-02, eta: 2 days, 14:19:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9531, loss_cls: 3.9391, loss: 3.9391 +2025-06-24 01:08:35,035 - pyskl - INFO - Epoch [25][3200/3940] lr: 2.335e-02, eta: 2 days, 14:18:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9475, loss_cls: 3.8340, loss: 3.8340 +2025-06-24 01:09:19,423 - pyskl - INFO - Epoch [25][3300/3940] lr: 2.335e-02, eta: 2 days, 14:17:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9494, loss_cls: 3.9212, loss: 3.9212 +2025-06-24 01:10:03,751 - pyskl - INFO - Epoch [25][3400/3940] lr: 2.334e-02, eta: 2 days, 14:17:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9494, loss_cls: 3.8836, loss: 3.8836 +2025-06-24 01:10:48,005 - pyskl - INFO - Epoch [25][3500/3940] lr: 2.334e-02, eta: 2 days, 14:16:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9475, loss_cls: 3.9815, loss: 3.9815 +2025-06-24 01:11:32,521 - pyskl - INFO - Epoch [25][3600/3940] lr: 2.334e-02, eta: 2 days, 14:15:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9469, loss_cls: 3.8853, loss: 3.8853 +2025-06-24 01:12:17,060 - pyskl - INFO - Epoch [25][3700/3940] lr: 2.333e-02, eta: 2 days, 14:14:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9475, loss_cls: 3.9203, loss: 3.9203 +2025-06-24 01:13:01,436 - pyskl - INFO - Epoch [25][3800/3940] lr: 2.333e-02, eta: 2 days, 14:13:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9431, loss_cls: 4.0243, loss: 4.0243 +2025-06-24 01:13:45,629 - pyskl - INFO - Epoch [25][3900/3940] lr: 2.333e-02, eta: 2 days, 14:12:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9463, loss_cls: 3.9302, loss: 3.9302 +2025-06-24 01:14:03,739 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-06-24 01:33:10,752 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 01:33:11,436 - pyskl - INFO - +top1_acc 0.6917 +top5_acc 0.9287 +2025-06-24 01:33:11,460 - pyskl - INFO - Epoch(val) [25][3183] top1_acc: 0.6917, top5_acc: 0.9287 +2025-06-24 01:34:22,665 - pyskl - INFO - Epoch [26][100/3940] lr: 2.332e-02, eta: 2 days, 14:12:22, time: 0.712, data_time: 0.267, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 3.9572, loss: 3.9572 +2025-06-24 01:35:07,246 - pyskl - INFO - Epoch [26][200/3940] lr: 2.332e-02, eta: 2 days, 14:11:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9444, loss_cls: 3.9526, loss: 3.9526 +2025-06-24 01:35:51,890 - pyskl - INFO - Epoch [26][300/3940] lr: 2.332e-02, eta: 2 days, 14:10:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9569, loss_cls: 3.7650, loss: 3.7650 +2025-06-24 01:36:36,458 - pyskl - INFO - Epoch [26][400/3940] lr: 2.331e-02, eta: 2 days, 14:09:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9494, loss_cls: 3.9883, loss: 3.9883 +2025-06-24 01:37:21,131 - pyskl - INFO - Epoch [26][500/3940] lr: 2.331e-02, eta: 2 days, 14:09:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9625, loss_cls: 3.8837, loss: 3.8837 +2025-06-24 01:38:06,003 - pyskl - INFO - Epoch [26][600/3940] lr: 2.331e-02, eta: 2 days, 14:08:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 3.6923, loss: 3.6923 +2025-06-24 01:38:50,679 - pyskl - INFO - Epoch [26][700/3940] lr: 2.330e-02, eta: 2 days, 14:07:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9463, loss_cls: 4.0330, loss: 4.0330 +2025-06-24 01:39:35,267 - pyskl - INFO - Epoch [26][800/3940] lr: 2.330e-02, eta: 2 days, 14:06:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9431, loss_cls: 3.9374, loss: 3.9374 +2025-06-24 01:40:20,063 - pyskl - INFO - Epoch [26][900/3940] lr: 2.330e-02, eta: 2 days, 14:05:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 3.9187, loss: 3.9187 +2025-06-24 01:41:04,765 - pyskl - INFO - Epoch [26][1000/3940] lr: 2.329e-02, eta: 2 days, 14:04:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9519, loss_cls: 3.9154, loss: 3.9154 +2025-06-24 01:41:49,365 - pyskl - INFO - Epoch [26][1100/3940] lr: 2.329e-02, eta: 2 days, 14:04:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9537, loss_cls: 3.8867, loss: 3.8867 +2025-06-24 01:42:34,046 - pyskl - INFO - Epoch [26][1200/3940] lr: 2.329e-02, eta: 2 days, 14:03:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9531, loss_cls: 3.9025, loss: 3.9025 +2025-06-24 01:43:18,626 - pyskl - INFO - Epoch [26][1300/3940] lr: 2.328e-02, eta: 2 days, 14:02:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9487, loss_cls: 4.1094, loss: 4.1094 +2025-06-24 01:44:03,218 - pyskl - INFO - Epoch [26][1400/3940] lr: 2.328e-02, eta: 2 days, 14:01:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9519, loss_cls: 3.9637, loss: 3.9637 +2025-06-24 01:44:47,674 - pyskl - INFO - Epoch [26][1500/3940] lr: 2.328e-02, eta: 2 days, 14:00:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9556, loss_cls: 3.8960, loss: 3.8960 +2025-06-24 01:45:32,275 - pyskl - INFO - Epoch [26][1600/3940] lr: 2.327e-02, eta: 2 days, 13:59:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9450, loss_cls: 3.9534, loss: 3.9534 +2025-06-24 01:46:16,838 - pyskl - INFO - Epoch [26][1700/3940] lr: 2.327e-02, eta: 2 days, 13:59:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9500, loss_cls: 3.9741, loss: 3.9741 +2025-06-24 01:47:01,435 - pyskl - INFO - Epoch [26][1800/3940] lr: 2.327e-02, eta: 2 days, 13:58:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9494, loss_cls: 4.0337, loss: 4.0337 +2025-06-24 01:47:45,804 - pyskl - INFO - Epoch [26][1900/3940] lr: 2.326e-02, eta: 2 days, 13:57:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9525, loss_cls: 3.9735, loss: 3.9735 +2025-06-24 01:48:30,259 - pyskl - INFO - Epoch [26][2000/3940] lr: 2.326e-02, eta: 2 days, 13:56:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9456, loss_cls: 3.8647, loss: 3.8647 +2025-06-24 01:49:14,701 - pyskl - INFO - Epoch [26][2100/3940] lr: 2.325e-02, eta: 2 days, 13:55:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9444, loss_cls: 4.0080, loss: 4.0080 +2025-06-24 01:49:58,856 - pyskl - INFO - Epoch [26][2200/3940] lr: 2.325e-02, eta: 2 days, 13:54:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9500, loss_cls: 3.8698, loss: 3.8698 +2025-06-24 01:50:43,087 - pyskl - INFO - Epoch [26][2300/3940] lr: 2.325e-02, eta: 2 days, 13:54:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9456, loss_cls: 3.9610, loss: 3.9610 +2025-06-24 01:51:27,457 - pyskl - INFO - Epoch [26][2400/3940] lr: 2.324e-02, eta: 2 days, 13:53:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9475, loss_cls: 3.8990, loss: 3.8990 +2025-06-24 01:52:11,814 - pyskl - INFO - Epoch [26][2500/3940] lr: 2.324e-02, eta: 2 days, 13:52:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9450, loss_cls: 3.9910, loss: 3.9910 +2025-06-24 01:52:56,169 - pyskl - INFO - Epoch [26][2600/3940] lr: 2.324e-02, eta: 2 days, 13:51:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 3.8332, loss: 3.8332 +2025-06-24 01:53:40,552 - pyskl - INFO - Epoch [26][2700/3940] lr: 2.323e-02, eta: 2 days, 13:50:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 3.9401, loss: 3.9401 +2025-06-24 01:54:24,980 - pyskl - INFO - Epoch [26][2800/3940] lr: 2.323e-02, eta: 2 days, 13:49:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9481, loss_cls: 3.9143, loss: 3.9143 +2025-06-24 01:55:09,407 - pyskl - INFO - Epoch [26][2900/3940] lr: 2.323e-02, eta: 2 days, 13:49:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9544, loss_cls: 3.9038, loss: 3.9038 +2025-06-24 01:55:53,807 - pyskl - INFO - Epoch [26][3000/3940] lr: 2.322e-02, eta: 2 days, 13:48:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 3.8854, loss: 3.8854 +2025-06-24 01:56:38,253 - pyskl - INFO - Epoch [26][3100/3940] lr: 2.322e-02, eta: 2 days, 13:47:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 3.9325, loss: 3.9325 +2025-06-24 01:57:22,795 - pyskl - INFO - Epoch [26][3200/3940] lr: 2.322e-02, eta: 2 days, 13:46:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9475, loss_cls: 3.9943, loss: 3.9943 +2025-06-24 01:58:07,280 - pyskl - INFO - Epoch [26][3300/3940] lr: 2.321e-02, eta: 2 days, 13:45:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 3.9278, loss: 3.9278 +2025-06-24 01:58:51,594 - pyskl - INFO - Epoch [26][3400/3940] lr: 2.321e-02, eta: 2 days, 13:44:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9444, loss_cls: 4.1434, loss: 4.1434 +2025-06-24 01:59:35,973 - pyskl - INFO - Epoch [26][3500/3940] lr: 2.321e-02, eta: 2 days, 13:43:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9494, loss_cls: 3.9831, loss: 3.9831 +2025-06-24 02:00:20,518 - pyskl - INFO - Epoch [26][3600/3940] lr: 2.320e-02, eta: 2 days, 13:43:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9487, loss_cls: 4.0151, loss: 4.0151 +2025-06-24 02:01:04,886 - pyskl - INFO - Epoch [26][3700/3940] lr: 2.320e-02, eta: 2 days, 13:42:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 3.8328, loss: 3.8328 +2025-06-24 02:01:49,056 - pyskl - INFO - Epoch [26][3800/3940] lr: 2.320e-02, eta: 2 days, 13:41:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9469, loss_cls: 3.9319, loss: 3.9319 +2025-06-24 02:02:33,382 - pyskl - INFO - Epoch [26][3900/3940] lr: 2.319e-02, eta: 2 days, 13:40:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9475, loss_cls: 3.9806, loss: 3.9806 +2025-06-24 02:02:51,491 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-06-24 02:06:16,164 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 02:06:16,719 - pyskl - INFO - +top1_acc 0.7376 +top5_acc 0.9460 +2025-06-24 02:06:16,778 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_23.pth was removed +2025-06-24 02:06:17,873 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. +2025-06-24 02:06:17,875 - pyskl - INFO - Best top1_acc is 0.7376 at 26 epoch. +2025-06-24 02:06:17,895 - pyskl - INFO - Epoch(val) [26][3183] top1_acc: 0.7376, top5_acc: 0.9460 +2025-06-24 02:07:28,217 - pyskl - INFO - Epoch [27][100/3940] lr: 2.319e-02, eta: 2 days, 13:40:03, time: 0.703, data_time: 0.258, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9575, loss_cls: 3.9628, loss: 3.9628 +2025-06-24 02:08:12,715 - pyskl - INFO - Epoch [27][200/3940] lr: 2.319e-02, eta: 2 days, 13:39:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9594, loss_cls: 3.6877, loss: 3.6877 +2025-06-24 02:08:57,190 - pyskl - INFO - Epoch [27][300/3940] lr: 2.318e-02, eta: 2 days, 13:38:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 3.9225, loss: 3.9225 +2025-06-24 02:09:41,666 - pyskl - INFO - Epoch [27][400/3940] lr: 2.318e-02, eta: 2 days, 13:37:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9537, loss_cls: 3.8432, loss: 3.8432 +2025-06-24 02:10:26,158 - pyskl - INFO - Epoch [27][500/3940] lr: 2.317e-02, eta: 2 days, 13:36:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9456, loss_cls: 3.8532, loss: 3.8532 +2025-06-24 02:11:10,544 - pyskl - INFO - Epoch [27][600/3940] lr: 2.317e-02, eta: 2 days, 13:35:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 3.8664, loss: 3.8664 +2025-06-24 02:11:54,849 - pyskl - INFO - Epoch [27][700/3940] lr: 2.317e-02, eta: 2 days, 13:35:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9487, loss_cls: 3.9834, loss: 3.9834 +2025-06-24 02:12:39,238 - pyskl - INFO - Epoch [27][800/3940] lr: 2.316e-02, eta: 2 days, 13:34:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 3.7830, loss: 3.7830 +2025-06-24 02:13:23,516 - pyskl - INFO - Epoch [27][900/3940] lr: 2.316e-02, eta: 2 days, 13:33:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9631, loss_cls: 3.7614, loss: 3.7614 +2025-06-24 02:14:07,861 - pyskl - INFO - Epoch [27][1000/3940] lr: 2.316e-02, eta: 2 days, 13:32:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9487, loss_cls: 3.9045, loss: 3.9045 +2025-06-24 02:14:52,378 - pyskl - INFO - Epoch [27][1100/3940] lr: 2.315e-02, eta: 2 days, 13:31:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9494, loss_cls: 3.8777, loss: 3.8777 +2025-06-24 02:15:36,718 - pyskl - INFO - Epoch [27][1200/3940] lr: 2.315e-02, eta: 2 days, 13:30:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9550, loss_cls: 3.8970, loss: 3.8970 +2025-06-24 02:16:21,105 - pyskl - INFO - Epoch [27][1300/3940] lr: 2.315e-02, eta: 2 days, 13:29:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9513, loss_cls: 3.9401, loss: 3.9401 +2025-06-24 02:17:05,609 - pyskl - INFO - Epoch [27][1400/3940] lr: 2.314e-02, eta: 2 days, 13:29:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 3.7102, loss: 3.7102 +2025-06-24 02:17:49,955 - pyskl - INFO - Epoch [27][1500/3940] lr: 2.314e-02, eta: 2 days, 13:28:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9556, loss_cls: 3.9101, loss: 3.9101 +2025-06-24 02:18:34,295 - pyskl - INFO - Epoch [27][1600/3940] lr: 2.314e-02, eta: 2 days, 13:27:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9469, loss_cls: 4.0035, loss: 4.0035 +2025-06-24 02:19:18,642 - pyskl - INFO - Epoch [27][1700/3940] lr: 2.313e-02, eta: 2 days, 13:26:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9637, loss_cls: 3.9312, loss: 3.9312 +2025-06-24 02:20:02,942 - pyskl - INFO - Epoch [27][1800/3940] lr: 2.313e-02, eta: 2 days, 13:25:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9537, loss_cls: 3.8170, loss: 3.8170 +2025-06-24 02:20:47,243 - pyskl - INFO - Epoch [27][1900/3940] lr: 2.313e-02, eta: 2 days, 13:24:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 3.8621, loss: 3.8621 +2025-06-24 02:21:31,555 - pyskl - INFO - Epoch [27][2000/3940] lr: 2.312e-02, eta: 2 days, 13:24:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9531, loss_cls: 3.9189, loss: 3.9189 +2025-06-24 02:22:15,908 - pyskl - INFO - Epoch [27][2100/3940] lr: 2.312e-02, eta: 2 days, 13:23:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9469, loss_cls: 4.0228, loss: 4.0228 +2025-06-24 02:23:00,218 - pyskl - INFO - Epoch [27][2200/3940] lr: 2.312e-02, eta: 2 days, 13:22:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9406, loss_cls: 4.0274, loss: 4.0274 +2025-06-24 02:23:44,568 - pyskl - INFO - Epoch [27][2300/3940] lr: 2.311e-02, eta: 2 days, 13:21:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9587, loss_cls: 3.9369, loss: 3.9369 +2025-06-24 02:24:28,996 - pyskl - INFO - Epoch [27][2400/3940] lr: 2.311e-02, eta: 2 days, 13:20:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9481, loss_cls: 4.0002, loss: 4.0002 +2025-06-24 02:25:13,273 - pyskl - INFO - Epoch [27][2500/3940] lr: 2.311e-02, eta: 2 days, 13:19:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9550, loss_cls: 3.9199, loss: 3.9199 +2025-06-24 02:25:57,479 - pyskl - INFO - Epoch [27][2600/3940] lr: 2.310e-02, eta: 2 days, 13:19:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9513, loss_cls: 3.9178, loss: 3.9178 +2025-06-24 02:26:41,770 - pyskl - INFO - Epoch [27][2700/3940] lr: 2.310e-02, eta: 2 days, 13:18:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9437, loss_cls: 4.0506, loss: 4.0506 +2025-06-24 02:27:26,140 - pyskl - INFO - Epoch [27][2800/3940] lr: 2.309e-02, eta: 2 days, 13:17:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9500, loss_cls: 3.9882, loss: 3.9882 +2025-06-24 02:28:10,641 - pyskl - INFO - Epoch [27][2900/3940] lr: 2.309e-02, eta: 2 days, 13:16:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9456, loss_cls: 3.9406, loss: 3.9406 +2025-06-24 02:28:55,080 - pyskl - INFO - Epoch [27][3000/3940] lr: 2.309e-02, eta: 2 days, 13:15:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9525, loss_cls: 3.9679, loss: 3.9679 +2025-06-24 02:29:39,535 - pyskl - INFO - Epoch [27][3100/3940] lr: 2.308e-02, eta: 2 days, 13:14:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9444, loss_cls: 3.9607, loss: 3.9607 +2025-06-24 02:30:24,065 - pyskl - INFO - Epoch [27][3200/3940] lr: 2.308e-02, eta: 2 days, 13:14:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9525, loss_cls: 3.8149, loss: 3.8149 +2025-06-24 02:31:08,375 - pyskl - INFO - Epoch [27][3300/3940] lr: 2.308e-02, eta: 2 days, 13:13:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 3.8909, loss: 3.8909 +2025-06-24 02:31:52,711 - pyskl - INFO - Epoch [27][3400/3940] lr: 2.307e-02, eta: 2 days, 13:12:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9525, loss_cls: 3.9805, loss: 3.9805 +2025-06-24 02:32:37,238 - pyskl - INFO - Epoch [27][3500/3940] lr: 2.307e-02, eta: 2 days, 13:11:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9569, loss_cls: 3.8944, loss: 3.8944 +2025-06-24 02:33:21,899 - pyskl - INFO - Epoch [27][3600/3940] lr: 2.307e-02, eta: 2 days, 13:10:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 3.8961, loss: 3.8961 +2025-06-24 02:34:06,390 - pyskl - INFO - Epoch [27][3700/3940] lr: 2.306e-02, eta: 2 days, 13:09:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9506, loss_cls: 3.9416, loss: 3.9416 +2025-06-24 02:34:50,902 - pyskl - INFO - Epoch [27][3800/3940] lr: 2.306e-02, eta: 2 days, 13:09:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9506, loss_cls: 3.9018, loss: 3.9018 +2025-06-24 02:35:35,354 - pyskl - INFO - Epoch [27][3900/3940] lr: 2.306e-02, eta: 2 days, 13:08:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9500, loss_cls: 3.8789, loss: 3.8789 +2025-06-24 02:35:53,475 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-06-24 02:39:16,705 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 02:39:17,198 - pyskl - INFO - +top1_acc 0.7406 +top5_acc 0.9491 +2025-06-24 02:39:17,262 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_26.pth was removed +2025-06-24 02:39:18,307 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_27.pth. +2025-06-24 02:39:18,309 - pyskl - INFO - Best top1_acc is 0.7406 at 27 epoch. +2025-06-24 02:39:18,326 - pyskl - INFO - Epoch(val) [27][3183] top1_acc: 0.7406, top5_acc: 0.9491 +2025-06-24 02:40:29,614 - pyskl - INFO - Epoch [28][100/3940] lr: 2.305e-02, eta: 2 days, 13:07:45, time: 0.713, data_time: 0.262, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 3.9365, loss: 3.9365 +2025-06-24 02:41:14,655 - pyskl - INFO - Epoch [28][200/3940] lr: 2.305e-02, eta: 2 days, 13:06:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9581, loss_cls: 3.9120, loss: 3.9120 +2025-06-24 02:41:59,244 - pyskl - INFO - Epoch [28][300/3940] lr: 2.304e-02, eta: 2 days, 13:06:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9463, loss_cls: 3.8482, loss: 3.8482 +2025-06-24 02:42:43,649 - pyskl - INFO - Epoch [28][400/3940] lr: 2.304e-02, eta: 2 days, 13:05:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9550, loss_cls: 3.8335, loss: 3.8335 +2025-06-24 02:43:28,170 - pyskl - INFO - Epoch [28][500/3940] lr: 2.304e-02, eta: 2 days, 13:04:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9613, loss_cls: 3.7787, loss: 3.7787 +2025-06-24 02:44:12,561 - pyskl - INFO - Epoch [28][600/3940] lr: 2.303e-02, eta: 2 days, 13:03:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9487, loss_cls: 3.8485, loss: 3.8485 +2025-06-24 02:44:57,023 - pyskl - INFO - Epoch [28][700/3940] lr: 2.303e-02, eta: 2 days, 13:02:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9619, loss_cls: 3.7854, loss: 3.7854 +2025-06-24 02:45:41,419 - pyskl - INFO - Epoch [28][800/3940] lr: 2.303e-02, eta: 2 days, 13:02:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9537, loss_cls: 3.8361, loss: 3.8361 +2025-06-24 02:46:25,997 - pyskl - INFO - Epoch [28][900/3940] lr: 2.302e-02, eta: 2 days, 13:01:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9481, loss_cls: 3.9548, loss: 3.9548 +2025-06-24 02:47:10,518 - pyskl - INFO - Epoch [28][1000/3940] lr: 2.302e-02, eta: 2 days, 13:00:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9494, loss_cls: 3.9551, loss: 3.9551 +2025-06-24 02:47:55,074 - pyskl - INFO - Epoch [28][1100/3940] lr: 2.301e-02, eta: 2 days, 12:59:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9531, loss_cls: 3.8436, loss: 3.8436 +2025-06-24 02:48:39,591 - pyskl - INFO - Epoch [28][1200/3940] lr: 2.301e-02, eta: 2 days, 12:58:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9506, loss_cls: 4.0374, loss: 4.0374 +2025-06-24 02:49:24,094 - pyskl - INFO - Epoch [28][1300/3940] lr: 2.301e-02, eta: 2 days, 12:57:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9519, loss_cls: 3.9270, loss: 3.9270 +2025-06-24 02:50:08,626 - pyskl - INFO - Epoch [28][1400/3940] lr: 2.300e-02, eta: 2 days, 12:57:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 4.0201, loss: 4.0201 +2025-06-24 02:50:53,191 - pyskl - INFO - Epoch [28][1500/3940] lr: 2.300e-02, eta: 2 days, 12:56:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 3.7526, loss: 3.7526 +2025-06-24 02:51:37,734 - pyskl - INFO - Epoch [28][1600/3940] lr: 2.300e-02, eta: 2 days, 12:55:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 3.8925, loss: 3.8925 +2025-06-24 02:52:22,254 - pyskl - INFO - Epoch [28][1700/3940] lr: 2.299e-02, eta: 2 days, 12:54:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9494, loss_cls: 3.9551, loss: 3.9551 +2025-06-24 02:53:06,659 - pyskl - INFO - Epoch [28][1800/3940] lr: 2.299e-02, eta: 2 days, 12:53:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9494, loss_cls: 3.8483, loss: 3.8483 +2025-06-24 02:53:51,226 - pyskl - INFO - Epoch [28][1900/3940] lr: 2.299e-02, eta: 2 days, 12:52:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9519, loss_cls: 3.9072, loss: 3.9072 +2025-06-24 02:54:35,729 - pyskl - INFO - Epoch [28][2000/3940] lr: 2.298e-02, eta: 2 days, 12:52:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9513, loss_cls: 3.8840, loss: 3.8840 +2025-06-24 02:55:20,128 - pyskl - INFO - Epoch [28][2100/3940] lr: 2.298e-02, eta: 2 days, 12:51:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9550, loss_cls: 3.8929, loss: 3.8929 +2025-06-24 02:56:04,534 - pyskl - INFO - Epoch [28][2200/3940] lr: 2.298e-02, eta: 2 days, 12:50:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9456, loss_cls: 3.9470, loss: 3.9470 +2025-06-24 02:56:48,796 - pyskl - INFO - Epoch [28][2300/3940] lr: 2.297e-02, eta: 2 days, 12:49:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 3.7788, loss: 3.7788 +2025-06-24 02:57:33,096 - pyskl - INFO - Epoch [28][2400/3940] lr: 2.297e-02, eta: 2 days, 12:48:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9519, loss_cls: 3.8805, loss: 3.8805 +2025-06-24 02:58:17,377 - pyskl - INFO - Epoch [28][2500/3940] lr: 2.296e-02, eta: 2 days, 12:47:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 3.6818, loss: 3.6818 +2025-06-24 02:59:01,781 - pyskl - INFO - Epoch [28][2600/3940] lr: 2.296e-02, eta: 2 days, 12:47:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 3.9580, loss: 3.9580 +2025-06-24 02:59:46,153 - pyskl - INFO - Epoch [28][2700/3940] lr: 2.296e-02, eta: 2 days, 12:46:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9525, loss_cls: 3.7888, loss: 3.7888 +2025-06-24 03:00:30,482 - pyskl - INFO - Epoch [28][2800/3940] lr: 2.295e-02, eta: 2 days, 12:45:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9513, loss_cls: 3.9299, loss: 3.9299 +2025-06-24 03:01:14,764 - pyskl - INFO - Epoch [28][2900/3940] lr: 2.295e-02, eta: 2 days, 12:44:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9500, loss_cls: 3.8748, loss: 3.8748 +2025-06-24 03:01:59,270 - pyskl - INFO - Epoch [28][3000/3940] lr: 2.295e-02, eta: 2 days, 12:43:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9500, loss_cls: 3.9713, loss: 3.9713 +2025-06-24 03:02:43,854 - pyskl - INFO - Epoch [28][3100/3940] lr: 2.294e-02, eta: 2 days, 12:42:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 3.8628, loss: 3.8628 +2025-06-24 03:03:28,337 - pyskl - INFO - Epoch [28][3200/3940] lr: 2.294e-02, eta: 2 days, 12:42:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9406, loss_cls: 3.8839, loss: 3.8839 +2025-06-24 03:04:12,785 - pyskl - INFO - Epoch [28][3300/3940] lr: 2.294e-02, eta: 2 days, 12:41:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 3.9306, loss: 3.9306 +2025-06-24 03:04:57,194 - pyskl - INFO - Epoch [28][3400/3940] lr: 2.293e-02, eta: 2 days, 12:40:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 3.7942, loss: 3.7942 +2025-06-24 03:05:41,638 - pyskl - INFO - Epoch [28][3500/3940] lr: 2.293e-02, eta: 2 days, 12:39:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9450, loss_cls: 4.0636, loss: 4.0636 +2025-06-24 03:06:25,965 - pyskl - INFO - Epoch [28][3600/3940] lr: 2.292e-02, eta: 2 days, 12:38:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9587, loss_cls: 3.7811, loss: 3.7811 +2025-06-24 03:07:10,274 - pyskl - INFO - Epoch [28][3700/3940] lr: 2.292e-02, eta: 2 days, 12:38:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9469, loss_cls: 3.9196, loss: 3.9196 +2025-06-24 03:07:54,633 - pyskl - INFO - Epoch [28][3800/3940] lr: 2.292e-02, eta: 2 days, 12:37:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9519, loss_cls: 4.0112, loss: 4.0112 +2025-06-24 03:08:39,009 - pyskl - INFO - Epoch [28][3900/3940] lr: 2.291e-02, eta: 2 days, 12:36:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9475, loss_cls: 3.9075, loss: 3.9075 +2025-06-24 03:08:57,060 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-06-24 03:12:20,760 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 03:12:21,230 - pyskl - INFO - +top1_acc 0.7194 +top5_acc 0.9449 +2025-06-24 03:12:21,251 - pyskl - INFO - Epoch(val) [28][3183] top1_acc: 0.7194, top5_acc: 0.9449 +2025-06-24 03:13:31,770 - pyskl - INFO - Epoch [29][100/3940] lr: 2.291e-02, eta: 2 days, 12:35:47, time: 0.705, data_time: 0.260, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 3.7699, loss: 3.7699 +2025-06-24 03:14:16,536 - pyskl - INFO - Epoch [29][200/3940] lr: 2.290e-02, eta: 2 days, 12:34:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 3.7071, loss: 3.7071 +2025-06-24 03:15:01,002 - pyskl - INFO - Epoch [29][300/3940] lr: 2.290e-02, eta: 2 days, 12:34:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9419, loss_cls: 4.0451, loss: 4.0451 +2025-06-24 03:15:45,495 - pyskl - INFO - Epoch [29][400/3940] lr: 2.290e-02, eta: 2 days, 12:33:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9556, loss_cls: 3.8321, loss: 3.8321 +2025-06-24 03:16:29,985 - pyskl - INFO - Epoch [29][500/3940] lr: 2.289e-02, eta: 2 days, 12:32:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9550, loss_cls: 3.8634, loss: 3.8634 +2025-06-24 03:17:14,587 - pyskl - INFO - Epoch [29][600/3940] lr: 2.289e-02, eta: 2 days, 12:31:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9594, loss_cls: 3.9034, loss: 3.9034 +2025-06-24 03:17:59,166 - pyskl - INFO - Epoch [29][700/3940] lr: 2.289e-02, eta: 2 days, 12:30:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9606, loss_cls: 3.7939, loss: 3.7939 +2025-06-24 03:18:43,593 - pyskl - INFO - Epoch [29][800/3940] lr: 2.288e-02, eta: 2 days, 12:30:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9450, loss_cls: 3.9397, loss: 3.9397 +2025-06-24 03:19:28,031 - pyskl - INFO - Epoch [29][900/3940] lr: 2.288e-02, eta: 2 days, 12:29:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9463, loss_cls: 4.1184, loss: 4.1184 +2025-06-24 03:20:12,345 - pyskl - INFO - Epoch [29][1000/3940] lr: 2.287e-02, eta: 2 days, 12:28:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9575, loss_cls: 3.9484, loss: 3.9484 +2025-06-24 03:20:56,632 - pyskl - INFO - Epoch [29][1100/3940] lr: 2.287e-02, eta: 2 days, 12:27:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9469, loss_cls: 4.0220, loss: 4.0220 +2025-06-24 03:21:40,969 - pyskl - INFO - Epoch [29][1200/3940] lr: 2.287e-02, eta: 2 days, 12:26:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 3.7850, loss: 3.7850 +2025-06-24 03:22:25,313 - pyskl - INFO - Epoch [29][1300/3940] lr: 2.286e-02, eta: 2 days, 12:25:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9463, loss_cls: 4.0296, loss: 4.0296 +2025-06-24 03:23:09,645 - pyskl - INFO - Epoch [29][1400/3940] lr: 2.286e-02, eta: 2 days, 12:25:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9600, loss_cls: 3.8260, loss: 3.8260 +2025-06-24 03:23:54,040 - pyskl - INFO - Epoch [29][1500/3940] lr: 2.286e-02, eta: 2 days, 12:24:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 3.9788, loss: 3.9788 +2025-06-24 03:24:38,383 - pyskl - INFO - Epoch [29][1600/3940] lr: 2.285e-02, eta: 2 days, 12:23:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9531, loss_cls: 3.8902, loss: 3.8902 +2025-06-24 03:25:22,645 - pyskl - INFO - Epoch [29][1700/3940] lr: 2.285e-02, eta: 2 days, 12:22:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9450, loss_cls: 3.9184, loss: 3.9184 +2025-06-24 03:26:07,021 - pyskl - INFO - Epoch [29][1800/3940] lr: 2.284e-02, eta: 2 days, 12:21:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9569, loss_cls: 3.8990, loss: 3.8990 +2025-06-24 03:26:51,421 - pyskl - INFO - Epoch [29][1900/3940] lr: 2.284e-02, eta: 2 days, 12:20:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9550, loss_cls: 3.8649, loss: 3.8649 +2025-06-24 03:27:35,834 - pyskl - INFO - Epoch [29][2000/3940] lr: 2.284e-02, eta: 2 days, 12:20:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9550, loss_cls: 3.8140, loss: 3.8140 +2025-06-24 03:28:20,439 - pyskl - INFO - Epoch [29][2100/3940] lr: 2.283e-02, eta: 2 days, 12:19:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9469, loss_cls: 3.9154, loss: 3.9154 +2025-06-24 03:29:04,861 - pyskl - INFO - Epoch [29][2200/3940] lr: 2.283e-02, eta: 2 days, 12:18:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9431, loss_cls: 3.9881, loss: 3.9881 +2025-06-24 03:29:49,185 - pyskl - INFO - Epoch [29][2300/3940] lr: 2.283e-02, eta: 2 days, 12:17:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 3.8601, loss: 3.8601 +2025-06-24 03:30:33,533 - pyskl - INFO - Epoch [29][2400/3940] lr: 2.282e-02, eta: 2 days, 12:16:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9581, loss_cls: 3.7457, loss: 3.7457 +2025-06-24 03:31:17,858 - pyskl - INFO - Epoch [29][2500/3940] lr: 2.282e-02, eta: 2 days, 12:15:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9513, loss_cls: 3.8851, loss: 3.8851 +2025-06-24 03:32:02,233 - pyskl - INFO - Epoch [29][2600/3940] lr: 2.281e-02, eta: 2 days, 12:15:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9550, loss_cls: 3.8300, loss: 3.8300 +2025-06-24 03:32:46,630 - pyskl - INFO - Epoch [29][2700/3940] lr: 2.281e-02, eta: 2 days, 12:14:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9469, loss_cls: 3.8478, loss: 3.8478 +2025-06-24 03:33:30,874 - pyskl - INFO - Epoch [29][2800/3940] lr: 2.281e-02, eta: 2 days, 12:13:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9425, loss_cls: 3.9377, loss: 3.9377 +2025-06-24 03:34:15,117 - pyskl - INFO - Epoch [29][2900/3940] lr: 2.280e-02, eta: 2 days, 12:12:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9550, loss_cls: 3.7987, loss: 3.7987 +2025-06-24 03:34:59,615 - pyskl - INFO - Epoch [29][3000/3940] lr: 2.280e-02, eta: 2 days, 12:11:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9419, loss_cls: 3.9671, loss: 3.9671 +2025-06-24 03:35:43,946 - pyskl - INFO - Epoch [29][3100/3940] lr: 2.280e-02, eta: 2 days, 12:11:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9481, loss_cls: 3.9573, loss: 3.9573 +2025-06-24 03:36:28,295 - pyskl - INFO - Epoch [29][3200/3940] lr: 2.279e-02, eta: 2 days, 12:10:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 3.8454, loss: 3.8454 +2025-06-24 03:37:12,612 - pyskl - INFO - Epoch [29][3300/3940] lr: 2.279e-02, eta: 2 days, 12:09:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9544, loss_cls: 3.7884, loss: 3.7884 +2025-06-24 03:37:56,946 - pyskl - INFO - Epoch [29][3400/3940] lr: 2.278e-02, eta: 2 days, 12:08:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 3.9206, loss: 3.9206 +2025-06-24 03:38:41,182 - pyskl - INFO - Epoch [29][3500/3940] lr: 2.278e-02, eta: 2 days, 12:07:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9550, loss_cls: 3.8333, loss: 3.8333 +2025-06-24 03:39:25,405 - pyskl - INFO - Epoch [29][3600/3940] lr: 2.278e-02, eta: 2 days, 12:06:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9537, loss_cls: 3.9282, loss: 3.9282 +2025-06-24 03:40:09,786 - pyskl - INFO - Epoch [29][3700/3940] lr: 2.277e-02, eta: 2 days, 12:06:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9494, loss_cls: 3.7867, loss: 3.7867 +2025-06-24 03:40:54,322 - pyskl - INFO - Epoch [29][3800/3940] lr: 2.277e-02, eta: 2 days, 12:05:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9581, loss_cls: 3.9486, loss: 3.9486 +2025-06-24 03:41:38,655 - pyskl - INFO - Epoch [29][3900/3940] lr: 2.277e-02, eta: 2 days, 12:04:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9450, loss_cls: 4.0831, loss: 4.0831 +2025-06-24 03:41:56,744 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-06-24 03:45:20,386 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 03:45:20,853 - pyskl - INFO - +top1_acc 0.6921 +top5_acc 0.9249 +2025-06-24 03:45:20,871 - pyskl - INFO - Epoch(val) [29][3183] top1_acc: 0.6921, top5_acc: 0.9249 +2025-06-24 03:46:30,902 - pyskl - INFO - Epoch [30][100/3940] lr: 2.276e-02, eta: 2 days, 12:03:47, time: 0.700, data_time: 0.257, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 3.8081, loss: 3.8081 +2025-06-24 03:47:15,205 - pyskl - INFO - Epoch [30][200/3940] lr: 2.276e-02, eta: 2 days, 12:02:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9525, loss_cls: 3.7844, loss: 3.7844 +2025-06-24 03:47:59,414 - pyskl - INFO - Epoch [30][300/3940] lr: 2.275e-02, eta: 2 days, 12:02:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9475, loss_cls: 3.8458, loss: 3.8458 +2025-06-24 03:48:43,689 - pyskl - INFO - Epoch [30][400/3940] lr: 2.275e-02, eta: 2 days, 12:01:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9475, loss_cls: 3.8881, loss: 3.8881 +2025-06-24 03:49:27,958 - pyskl - INFO - Epoch [30][500/3940] lr: 2.275e-02, eta: 2 days, 12:00:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 4.0293, loss: 4.0293 +2025-06-24 03:50:12,270 - pyskl - INFO - Epoch [30][600/3940] lr: 2.274e-02, eta: 2 days, 11:59:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9506, loss_cls: 3.9187, loss: 3.9187 +2025-06-24 03:50:56,649 - pyskl - INFO - Epoch [30][700/3940] lr: 2.274e-02, eta: 2 days, 11:58:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9537, loss_cls: 3.8606, loss: 3.8606 +2025-06-24 03:51:40,916 - pyskl - INFO - Epoch [30][800/3940] lr: 2.273e-02, eta: 2 days, 11:57:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9531, loss_cls: 3.9148, loss: 3.9148 +2025-06-24 03:52:25,111 - pyskl - INFO - Epoch [30][900/3940] lr: 2.273e-02, eta: 2 days, 11:57:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9381, loss_cls: 3.9565, loss: 3.9565 +2025-06-24 03:53:09,377 - pyskl - INFO - Epoch [30][1000/3940] lr: 2.273e-02, eta: 2 days, 11:56:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9525, loss_cls: 3.9169, loss: 3.9169 +2025-06-24 03:53:53,615 - pyskl - INFO - Epoch [30][1100/3940] lr: 2.272e-02, eta: 2 days, 11:55:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9531, loss_cls: 3.8828, loss: 3.8828 +2025-06-24 03:54:37,841 - pyskl - INFO - Epoch [30][1200/3940] lr: 2.272e-02, eta: 2 days, 11:54:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9531, loss_cls: 3.8566, loss: 3.8566 +2025-06-24 03:55:22,145 - pyskl - INFO - Epoch [30][1300/3940] lr: 2.271e-02, eta: 2 days, 11:53:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 3.8261, loss: 3.8261 +2025-06-24 03:56:06,395 - pyskl - INFO - Epoch [30][1400/3940] lr: 2.271e-02, eta: 2 days, 11:52:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9587, loss_cls: 3.7194, loss: 3.7194 +2025-06-24 03:56:50,804 - pyskl - INFO - Epoch [30][1500/3940] lr: 2.271e-02, eta: 2 days, 11:52:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 3.8845, loss: 3.8845 +2025-06-24 03:57:35,462 - pyskl - INFO - Epoch [30][1600/3940] lr: 2.270e-02, eta: 2 days, 11:51:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9544, loss_cls: 3.9362, loss: 3.9362 +2025-06-24 03:58:19,933 - pyskl - INFO - Epoch [30][1700/3940] lr: 2.270e-02, eta: 2 days, 11:50:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 3.7600, loss: 3.7600 +2025-06-24 03:59:04,398 - pyskl - INFO - Epoch [30][1800/3940] lr: 2.270e-02, eta: 2 days, 11:49:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9500, loss_cls: 3.8885, loss: 3.8885 +2025-06-24 03:59:48,894 - pyskl - INFO - Epoch [30][1900/3940] lr: 2.269e-02, eta: 2 days, 11:48:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 3.8931, loss: 3.8931 +2025-06-24 04:00:33,507 - pyskl - INFO - Epoch [30][2000/3940] lr: 2.269e-02, eta: 2 days, 11:48:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9437, loss_cls: 3.8814, loss: 3.8814 +2025-06-24 04:01:18,277 - pyskl - INFO - Epoch [30][2100/3940] lr: 2.268e-02, eta: 2 days, 11:47:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9481, loss_cls: 3.9617, loss: 3.9617 +2025-06-24 04:02:02,740 - pyskl - INFO - Epoch [30][2200/3940] lr: 2.268e-02, eta: 2 days, 11:46:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9581, loss_cls: 3.7738, loss: 3.7738 +2025-06-24 04:02:47,097 - pyskl - INFO - Epoch [30][2300/3940] lr: 2.268e-02, eta: 2 days, 11:45:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9531, loss_cls: 3.8229, loss: 3.8229 +2025-06-24 04:03:31,381 - pyskl - INFO - Epoch [30][2400/3940] lr: 2.267e-02, eta: 2 days, 11:44:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 3.7285, loss: 3.7285 +2025-06-24 04:04:15,932 - pyskl - INFO - Epoch [30][2500/3940] lr: 2.267e-02, eta: 2 days, 11:44:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 3.8210, loss: 3.8210 +2025-06-24 04:05:00,432 - pyskl - INFO - Epoch [30][2600/3940] lr: 2.266e-02, eta: 2 days, 11:43:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9450, loss_cls: 3.8392, loss: 3.8392 +2025-06-24 04:05:44,878 - pyskl - INFO - Epoch [30][2700/3940] lr: 2.266e-02, eta: 2 days, 11:42:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9631, loss_cls: 3.7494, loss: 3.7494 +2025-06-24 04:06:29,283 - pyskl - INFO - Epoch [30][2800/3940] lr: 2.266e-02, eta: 2 days, 11:41:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9437, loss_cls: 3.8650, loss: 3.8650 +2025-06-24 04:07:13,662 - pyskl - INFO - Epoch [30][2900/3940] lr: 2.265e-02, eta: 2 days, 11:40:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 3.8847, loss: 3.8847 +2025-06-24 04:07:58,087 - pyskl - INFO - Epoch [30][3000/3940] lr: 2.265e-02, eta: 2 days, 11:39:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9506, loss_cls: 3.9132, loss: 3.9132 +2025-06-24 04:08:42,448 - pyskl - INFO - Epoch [30][3100/3940] lr: 2.265e-02, eta: 2 days, 11:39:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 3.8778, loss: 3.8778 +2025-06-24 04:09:26,830 - pyskl - INFO - Epoch [30][3200/3940] lr: 2.264e-02, eta: 2 days, 11:38:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9444, loss_cls: 4.0178, loss: 4.0178 +2025-06-24 04:10:11,241 - pyskl - INFO - Epoch [30][3300/3940] lr: 2.264e-02, eta: 2 days, 11:37:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9431, loss_cls: 3.8181, loss: 3.8181 +2025-06-24 04:10:56,002 - pyskl - INFO - Epoch [30][3400/3940] lr: 2.263e-02, eta: 2 days, 11:36:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9556, loss_cls: 3.8681, loss: 3.8681 +2025-06-24 04:11:40,681 - pyskl - INFO - Epoch [30][3500/3940] lr: 2.263e-02, eta: 2 days, 11:35:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9600, loss_cls: 3.7797, loss: 3.7797 +2025-06-24 04:12:25,240 - pyskl - INFO - Epoch [30][3600/3940] lr: 2.263e-02, eta: 2 days, 11:35:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9531, loss_cls: 3.8423, loss: 3.8423 +2025-06-24 04:13:09,591 - pyskl - INFO - Epoch [30][3700/3940] lr: 2.262e-02, eta: 2 days, 11:34:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9531, loss_cls: 3.8228, loss: 3.8228 +2025-06-24 04:13:54,049 - pyskl - INFO - Epoch [30][3800/3940] lr: 2.262e-02, eta: 2 days, 11:33:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9537, loss_cls: 3.9244, loss: 3.9244 +2025-06-24 04:14:38,702 - pyskl - INFO - Epoch [30][3900/3940] lr: 2.261e-02, eta: 2 days, 11:32:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9431, loss_cls: 4.0583, loss: 4.0583 +2025-06-24 04:14:56,854 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-06-24 04:34:00,806 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 04:34:01,278 - pyskl - INFO - +top1_acc 0.7441 +top5_acc 0.9488 +2025-06-24 04:34:01,354 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_27.pth was removed +2025-06-24 04:34:02,423 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_30.pth. +2025-06-24 04:34:02,425 - pyskl - INFO - Best top1_acc is 0.7441 at 30 epoch. +2025-06-24 04:34:02,445 - pyskl - INFO - Epoch(val) [30][3183] top1_acc: 0.7441, top5_acc: 0.9488 +2025-06-24 04:35:13,150 - pyskl - INFO - Epoch [31][100/3940] lr: 2.261e-02, eta: 2 days, 11:32:04, time: 0.707, data_time: 0.259, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9506, loss_cls: 3.7779, loss: 3.7779 +2025-06-24 04:35:57,891 - pyskl - INFO - Epoch [31][200/3940] lr: 2.260e-02, eta: 2 days, 11:31:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 3.8177, loss: 3.8177 +2025-06-24 04:36:42,500 - pyskl - INFO - Epoch [31][300/3940] lr: 2.260e-02, eta: 2 days, 11:30:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 3.8874, loss: 3.8874 +2025-06-24 04:37:27,075 - pyskl - INFO - Epoch [31][400/3940] lr: 2.260e-02, eta: 2 days, 11:29:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9544, loss_cls: 3.8518, loss: 3.8518 +2025-06-24 04:38:11,851 - pyskl - INFO - Epoch [31][500/3940] lr: 2.259e-02, eta: 2 days, 11:28:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 3.6196, loss: 3.6196 +2025-06-24 04:38:56,401 - pyskl - INFO - Epoch [31][600/3940] lr: 2.259e-02, eta: 2 days, 11:28:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9519, loss_cls: 3.8651, loss: 3.8651 +2025-06-24 04:39:40,999 - pyskl - INFO - Epoch [31][700/3940] lr: 2.259e-02, eta: 2 days, 11:27:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9544, loss_cls: 3.9370, loss: 3.9370 +2025-06-24 04:40:25,510 - pyskl - INFO - Epoch [31][800/3940] lr: 2.258e-02, eta: 2 days, 11:26:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9513, loss_cls: 3.8089, loss: 3.8089 +2025-06-24 04:41:09,875 - pyskl - INFO - Epoch [31][900/3940] lr: 2.258e-02, eta: 2 days, 11:25:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9506, loss_cls: 3.8296, loss: 3.8296 +2025-06-24 04:41:54,372 - pyskl - INFO - Epoch [31][1000/3940] lr: 2.257e-02, eta: 2 days, 11:24:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.7635, loss: 3.7635 +2025-06-24 04:42:38,637 - pyskl - INFO - Epoch [31][1100/3940] lr: 2.257e-02, eta: 2 days, 11:23:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9531, loss_cls: 3.8421, loss: 3.8421 +2025-06-24 04:43:23,067 - pyskl - INFO - Epoch [31][1200/3940] lr: 2.257e-02, eta: 2 days, 11:23:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9494, loss_cls: 3.9559, loss: 3.9559 +2025-06-24 04:44:07,890 - pyskl - INFO - Epoch [31][1300/3940] lr: 2.256e-02, eta: 2 days, 11:22:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9537, loss_cls: 3.8725, loss: 3.8725 +2025-06-24 04:44:52,332 - pyskl - INFO - Epoch [31][1400/3940] lr: 2.256e-02, eta: 2 days, 11:21:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9519, loss_cls: 3.8732, loss: 3.8732 +2025-06-24 04:45:36,917 - pyskl - INFO - Epoch [31][1500/3940] lr: 2.255e-02, eta: 2 days, 11:20:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 3.6882, loss: 3.6882 +2025-06-24 04:46:21,319 - pyskl - INFO - Epoch [31][1600/3940] lr: 2.255e-02, eta: 2 days, 11:19:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9431, loss_cls: 3.9903, loss: 3.9903 +2025-06-24 04:47:05,737 - pyskl - INFO - Epoch [31][1700/3940] lr: 2.255e-02, eta: 2 days, 11:19:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 3.7927, loss: 3.7927 +2025-06-24 04:47:50,136 - pyskl - INFO - Epoch [31][1800/3940] lr: 2.254e-02, eta: 2 days, 11:18:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9425, loss_cls: 3.8070, loss: 3.8070 +2025-06-24 04:48:34,574 - pyskl - INFO - Epoch [31][1900/3940] lr: 2.254e-02, eta: 2 days, 11:17:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9575, loss_cls: 3.8036, loss: 3.8036 +2025-06-24 04:49:19,013 - pyskl - INFO - Epoch [31][2000/3940] lr: 2.253e-02, eta: 2 days, 11:16:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9494, loss_cls: 3.9582, loss: 3.9582 +2025-06-24 04:50:03,347 - pyskl - INFO - Epoch [31][2100/3940] lr: 2.253e-02, eta: 2 days, 11:15:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9525, loss_cls: 3.6727, loss: 3.6727 +2025-06-24 04:50:47,665 - pyskl - INFO - Epoch [31][2200/3940] lr: 2.253e-02, eta: 2 days, 11:15:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 3.8147, loss: 3.8147 +2025-06-24 04:51:32,055 - pyskl - INFO - Epoch [31][2300/3940] lr: 2.252e-02, eta: 2 days, 11:14:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 3.7607, loss: 3.7607 +2025-06-24 04:52:16,336 - pyskl - INFO - Epoch [31][2400/3940] lr: 2.252e-02, eta: 2 days, 11:13:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9581, loss_cls: 3.7772, loss: 3.7772 +2025-06-24 04:53:00,673 - pyskl - INFO - Epoch [31][2500/3940] lr: 2.251e-02, eta: 2 days, 11:12:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9519, loss_cls: 3.8121, loss: 3.8121 +2025-06-24 04:53:45,032 - pyskl - INFO - Epoch [31][2600/3940] lr: 2.251e-02, eta: 2 days, 11:11:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 3.9333, loss: 3.9333 +2025-06-24 04:54:29,414 - pyskl - INFO - Epoch [31][2700/3940] lr: 2.251e-02, eta: 2 days, 11:10:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9544, loss_cls: 3.8417, loss: 3.8417 +2025-06-24 04:55:13,818 - pyskl - INFO - Epoch [31][2800/3940] lr: 2.250e-02, eta: 2 days, 11:10:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9500, loss_cls: 3.8546, loss: 3.8546 +2025-06-24 04:55:58,215 - pyskl - INFO - Epoch [31][2900/3940] lr: 2.250e-02, eta: 2 days, 11:09:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9494, loss_cls: 3.8619, loss: 3.8619 +2025-06-24 04:56:42,850 - pyskl - INFO - Epoch [31][3000/3940] lr: 2.249e-02, eta: 2 days, 11:08:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 3.7997, loss: 3.7997 +2025-06-24 04:57:27,365 - pyskl - INFO - Epoch [31][3100/3940] lr: 2.249e-02, eta: 2 days, 11:07:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9437, loss_cls: 3.8662, loss: 3.8662 +2025-06-24 04:58:12,058 - pyskl - INFO - Epoch [31][3200/3940] lr: 2.249e-02, eta: 2 days, 11:06:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 3.6947, loss: 3.6947 +2025-06-24 04:58:56,574 - pyskl - INFO - Epoch [31][3300/3940] lr: 2.248e-02, eta: 2 days, 11:06:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9537, loss_cls: 3.8604, loss: 3.8604 +2025-06-24 04:59:41,645 - pyskl - INFO - Epoch [31][3400/3940] lr: 2.248e-02, eta: 2 days, 11:05:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9494, loss_cls: 3.9603, loss: 3.9603 +2025-06-24 05:00:26,177 - pyskl - INFO - Epoch [31][3500/3940] lr: 2.247e-02, eta: 2 days, 11:04:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9606, loss_cls: 3.5808, loss: 3.5808 +2025-06-24 05:01:10,478 - pyskl - INFO - Epoch [31][3600/3940] lr: 2.247e-02, eta: 2 days, 11:03:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9531, loss_cls: 3.8425, loss: 3.8425 +2025-06-24 05:01:55,094 - pyskl - INFO - Epoch [31][3700/3940] lr: 2.247e-02, eta: 2 days, 11:02:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 3.8750, loss: 3.8750 +2025-06-24 05:02:39,509 - pyskl - INFO - Epoch [31][3800/3940] lr: 2.246e-02, eta: 2 days, 11:02:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9575, loss_cls: 3.9097, loss: 3.9097 +2025-06-24 05:03:23,965 - pyskl - INFO - Epoch [31][3900/3940] lr: 2.246e-02, eta: 2 days, 11:01:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9437, loss_cls: 3.8759, loss: 3.8759 +2025-06-24 05:03:42,097 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-06-24 05:07:05,674 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 05:07:06,257 - pyskl - INFO - +top1_acc 0.7220 +top5_acc 0.9378 +2025-06-24 05:07:06,275 - pyskl - INFO - Epoch(val) [31][3183] top1_acc: 0.7220, top5_acc: 0.9378 +2025-06-24 05:08:16,055 - pyskl - INFO - Epoch [32][100/3940] lr: 2.245e-02, eta: 2 days, 11:00:38, time: 0.698, data_time: 0.256, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 3.8408, loss: 3.8408 +2025-06-24 05:09:00,332 - pyskl - INFO - Epoch [32][200/3940] lr: 2.245e-02, eta: 2 days, 10:59:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9581, loss_cls: 3.6899, loss: 3.6899 +2025-06-24 05:09:44,571 - pyskl - INFO - Epoch [32][300/3940] lr: 2.244e-02, eta: 2 days, 10:59:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9531, loss_cls: 3.7692, loss: 3.7692 +2025-06-24 05:10:28,738 - pyskl - INFO - Epoch [32][400/3940] lr: 2.244e-02, eta: 2 days, 10:58:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9506, loss_cls: 3.9099, loss: 3.9099 +2025-06-24 05:11:12,962 - pyskl - INFO - Epoch [32][500/3940] lr: 2.244e-02, eta: 2 days, 10:57:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9575, loss_cls: 3.7203, loss: 3.7203 +2025-06-24 05:11:57,240 - pyskl - INFO - Epoch [32][600/3940] lr: 2.243e-02, eta: 2 days, 10:56:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9531, loss_cls: 3.9693, loss: 3.9693 +2025-06-24 05:12:41,441 - pyskl - INFO - Epoch [32][700/3940] lr: 2.243e-02, eta: 2 days, 10:55:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 3.7166, loss: 3.7166 +2025-06-24 05:13:25,732 - pyskl - INFO - Epoch [32][800/3940] lr: 2.242e-02, eta: 2 days, 10:54:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9513, loss_cls: 3.7416, loss: 3.7416 +2025-06-24 05:14:10,122 - pyskl - INFO - Epoch [32][900/3940] lr: 2.242e-02, eta: 2 days, 10:54:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9525, loss_cls: 3.9535, loss: 3.9535 +2025-06-24 05:14:54,488 - pyskl - INFO - Epoch [32][1000/3940] lr: 2.242e-02, eta: 2 days, 10:53:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 3.8362, loss: 3.8362 +2025-06-24 05:15:38,809 - pyskl - INFO - Epoch [32][1100/3940] lr: 2.241e-02, eta: 2 days, 10:52:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 3.8607, loss: 3.8607 +2025-06-24 05:16:23,169 - pyskl - INFO - Epoch [32][1200/3940] lr: 2.241e-02, eta: 2 days, 10:51:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 3.9184, loss: 3.9184 +2025-06-24 05:17:07,481 - pyskl - INFO - Epoch [32][1300/3940] lr: 2.240e-02, eta: 2 days, 10:50:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 3.7067, loss: 3.7067 +2025-06-24 05:17:51,853 - pyskl - INFO - Epoch [32][1400/3940] lr: 2.240e-02, eta: 2 days, 10:49:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 3.8288, loss: 3.8288 +2025-06-24 05:18:36,490 - pyskl - INFO - Epoch [32][1500/3940] lr: 2.240e-02, eta: 2 days, 10:49:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9581, loss_cls: 3.7862, loss: 3.7862 +2025-06-24 05:19:20,933 - pyskl - INFO - Epoch [32][1600/3940] lr: 2.239e-02, eta: 2 days, 10:48:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9475, loss_cls: 3.7930, loss: 3.7930 +2025-06-24 05:20:05,367 - pyskl - INFO - Epoch [32][1700/3940] lr: 2.239e-02, eta: 2 days, 10:47:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9544, loss_cls: 3.9001, loss: 3.9001 +2025-06-24 05:20:50,005 - pyskl - INFO - Epoch [32][1800/3940] lr: 2.238e-02, eta: 2 days, 10:46:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9531, loss_cls: 3.7585, loss: 3.7585 +2025-06-24 05:21:34,607 - pyskl - INFO - Epoch [32][1900/3940] lr: 2.238e-02, eta: 2 days, 10:45:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9456, loss_cls: 3.9606, loss: 3.9606 +2025-06-24 05:22:18,914 - pyskl - INFO - Epoch [32][2000/3940] lr: 2.238e-02, eta: 2 days, 10:45:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9613, loss_cls: 3.7743, loss: 3.7743 +2025-06-24 05:23:03,191 - pyskl - INFO - Epoch [32][2100/3940] lr: 2.237e-02, eta: 2 days, 10:44:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9437, loss_cls: 3.9187, loss: 3.9187 +2025-06-24 05:23:47,419 - pyskl - INFO - Epoch [32][2200/3940] lr: 2.237e-02, eta: 2 days, 10:43:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9587, loss_cls: 3.7190, loss: 3.7190 +2025-06-24 05:24:31,689 - pyskl - INFO - Epoch [32][2300/3940] lr: 2.236e-02, eta: 2 days, 10:42:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9556, loss_cls: 3.8716, loss: 3.8716 +2025-06-24 05:25:16,049 - pyskl - INFO - Epoch [32][2400/3940] lr: 2.236e-02, eta: 2 days, 10:41:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9556, loss_cls: 3.9054, loss: 3.9054 +2025-06-24 05:26:00,296 - pyskl - INFO - Epoch [32][2500/3940] lr: 2.236e-02, eta: 2 days, 10:41:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 3.8842, loss: 3.8842 +2025-06-24 05:26:44,529 - pyskl - INFO - Epoch [32][2600/3940] lr: 2.235e-02, eta: 2 days, 10:40:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 3.7976, loss: 3.7976 +2025-06-24 05:27:28,821 - pyskl - INFO - Epoch [32][2700/3940] lr: 2.235e-02, eta: 2 days, 10:39:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9500, loss_cls: 3.8375, loss: 3.8375 +2025-06-24 05:28:13,280 - pyskl - INFO - Epoch [32][2800/3940] lr: 2.234e-02, eta: 2 days, 10:38:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9431, loss_cls: 3.9566, loss: 3.9566 +2025-06-24 05:28:57,584 - pyskl - INFO - Epoch [32][2900/3940] lr: 2.234e-02, eta: 2 days, 10:37:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 3.7666, loss: 3.7666 +2025-06-24 05:29:41,968 - pyskl - INFO - Epoch [32][3000/3940] lr: 2.233e-02, eta: 2 days, 10:36:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9606, loss_cls: 3.6941, loss: 3.6941 +2025-06-24 05:30:26,435 - pyskl - INFO - Epoch [32][3100/3940] lr: 2.233e-02, eta: 2 days, 10:36:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9450, loss_cls: 3.8615, loss: 3.8615 +2025-06-24 05:31:10,907 - pyskl - INFO - Epoch [32][3200/3940] lr: 2.233e-02, eta: 2 days, 10:35:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9437, loss_cls: 3.9914, loss: 3.9914 +2025-06-24 05:31:55,349 - pyskl - INFO - Epoch [32][3300/3940] lr: 2.232e-02, eta: 2 days, 10:34:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 3.8291, loss: 3.8291 +2025-06-24 05:32:39,731 - pyskl - INFO - Epoch [32][3400/3940] lr: 2.232e-02, eta: 2 days, 10:33:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9556, loss_cls: 3.7898, loss: 3.7898 +2025-06-24 05:33:24,102 - pyskl - INFO - Epoch [32][3500/3940] lr: 2.231e-02, eta: 2 days, 10:32:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9531, loss_cls: 3.8738, loss: 3.8738 +2025-06-24 05:34:08,597 - pyskl - INFO - Epoch [32][3600/3940] lr: 2.231e-02, eta: 2 days, 10:32:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 3.7391, loss: 3.7391 +2025-06-24 05:34:53,006 - pyskl - INFO - Epoch [32][3700/3940] lr: 2.231e-02, eta: 2 days, 10:31:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9531, loss_cls: 3.7510, loss: 3.7510 +2025-06-24 05:35:37,558 - pyskl - INFO - Epoch [32][3800/3940] lr: 2.230e-02, eta: 2 days, 10:30:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9463, loss_cls: 3.8712, loss: 3.8712 +2025-06-24 05:36:22,135 - pyskl - INFO - Epoch [32][3900/3940] lr: 2.230e-02, eta: 2 days, 10:29:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 3.8006, loss: 3.8006 +2025-06-24 05:36:40,175 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-06-24 05:40:03,920 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 05:40:04,389 - pyskl - INFO - +top1_acc 0.7290 +top5_acc 0.9350 +2025-06-24 05:40:04,407 - pyskl - INFO - Epoch(val) [32][3183] top1_acc: 0.7290, top5_acc: 0.9350 +2025-06-24 05:41:14,990 - pyskl - INFO - Epoch [33][100/3940] lr: 2.229e-02, eta: 2 days, 10:29:06, time: 0.706, data_time: 0.261, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9531, loss_cls: 3.8394, loss: 3.8394 +2025-06-24 05:41:59,383 - pyskl - INFO - Epoch [33][200/3940] lr: 2.229e-02, eta: 2 days, 10:28:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9563, loss_cls: 3.7897, loss: 3.7897 +2025-06-24 05:42:43,745 - pyskl - INFO - Epoch [33][300/3940] lr: 2.228e-02, eta: 2 days, 10:27:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9550, loss_cls: 3.9504, loss: 3.9504 +2025-06-24 05:43:28,046 - pyskl - INFO - Epoch [33][400/3940] lr: 2.228e-02, eta: 2 days, 10:26:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9669, loss_cls: 3.6877, loss: 3.6877 +2025-06-24 05:44:12,476 - pyskl - INFO - Epoch [33][500/3940] lr: 2.228e-02, eta: 2 days, 10:25:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9550, loss_cls: 3.8063, loss: 3.8063 +2025-06-24 05:44:56,670 - pyskl - INFO - Epoch [33][600/3940] lr: 2.227e-02, eta: 2 days, 10:25:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9581, loss_cls: 3.7072, loss: 3.7072 +2025-06-24 05:45:40,855 - pyskl - INFO - Epoch [33][700/3940] lr: 2.227e-02, eta: 2 days, 10:24:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9519, loss_cls: 3.7801, loss: 3.7801 +2025-06-24 05:46:24,968 - pyskl - INFO - Epoch [33][800/3940] lr: 2.226e-02, eta: 2 days, 10:23:23, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 3.7381, loss: 3.7381 +2025-06-24 05:47:09,132 - pyskl - INFO - Epoch [33][900/3940] lr: 2.226e-02, eta: 2 days, 10:22:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 3.7323, loss: 3.7323 +2025-06-24 05:47:53,420 - pyskl - INFO - Epoch [33][1000/3940] lr: 2.225e-02, eta: 2 days, 10:21:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9688, loss_cls: 3.6903, loss: 3.6903 +2025-06-24 05:48:37,584 - pyskl - INFO - Epoch [33][1100/3940] lr: 2.225e-02, eta: 2 days, 10:20:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9513, loss_cls: 3.7499, loss: 3.7499 +2025-06-24 05:49:21,819 - pyskl - INFO - Epoch [33][1200/3940] lr: 2.225e-02, eta: 2 days, 10:20:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 3.6934, loss: 3.6934 +2025-06-24 05:50:06,098 - pyskl - INFO - Epoch [33][1300/3940] lr: 2.224e-02, eta: 2 days, 10:19:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9637, loss_cls: 3.7540, loss: 3.7540 +2025-06-24 05:50:50,262 - pyskl - INFO - Epoch [33][1400/3940] lr: 2.224e-02, eta: 2 days, 10:18:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9413, loss_cls: 3.8692, loss: 3.8692 +2025-06-24 05:51:34,462 - pyskl - INFO - Epoch [33][1500/3940] lr: 2.223e-02, eta: 2 days, 10:17:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.7274, loss: 3.7274 +2025-06-24 05:52:18,728 - pyskl - INFO - Epoch [33][1600/3940] lr: 2.223e-02, eta: 2 days, 10:16:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9537, loss_cls: 3.8757, loss: 3.8757 +2025-06-24 05:53:03,007 - pyskl - INFO - Epoch [33][1700/3940] lr: 2.223e-02, eta: 2 days, 10:16:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9469, loss_cls: 3.8912, loss: 3.8912 +2025-06-24 05:53:47,390 - pyskl - INFO - Epoch [33][1800/3940] lr: 2.222e-02, eta: 2 days, 10:15:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 3.8435, loss: 3.8435 +2025-06-24 05:54:31,790 - pyskl - INFO - Epoch [33][1900/3940] lr: 2.222e-02, eta: 2 days, 10:14:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9663, loss_cls: 3.7620, loss: 3.7620 +2025-06-24 05:55:16,190 - pyskl - INFO - Epoch [33][2000/3940] lr: 2.221e-02, eta: 2 days, 10:13:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 3.8238, loss: 3.8238 +2025-06-24 05:56:00,596 - pyskl - INFO - Epoch [33][2100/3940] lr: 2.221e-02, eta: 2 days, 10:12:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9594, loss_cls: 3.7036, loss: 3.7036 +2025-06-24 05:56:45,041 - pyskl - INFO - Epoch [33][2200/3940] lr: 2.220e-02, eta: 2 days, 10:11:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9625, loss_cls: 3.7182, loss: 3.7182 +2025-06-24 05:57:29,533 - pyskl - INFO - Epoch [33][2300/3940] lr: 2.220e-02, eta: 2 days, 10:11:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 3.7409, loss: 3.7409 +2025-06-24 05:58:14,229 - pyskl - INFO - Epoch [33][2400/3940] lr: 2.220e-02, eta: 2 days, 10:10:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9563, loss_cls: 3.8378, loss: 3.8378 +2025-06-24 05:58:58,917 - pyskl - INFO - Epoch [33][2500/3940] lr: 2.219e-02, eta: 2 days, 10:09:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 3.9049, loss: 3.9049 +2025-06-24 05:59:43,402 - pyskl - INFO - Epoch [33][2600/3940] lr: 2.219e-02, eta: 2 days, 10:08:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9544, loss_cls: 3.7407, loss: 3.7407 +2025-06-24 06:00:27,811 - pyskl - INFO - Epoch [33][2700/3940] lr: 2.218e-02, eta: 2 days, 10:07:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 3.8436, loss: 3.8436 +2025-06-24 06:01:12,194 - pyskl - INFO - Epoch [33][2800/3940] lr: 2.218e-02, eta: 2 days, 10:07:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9531, loss_cls: 3.9166, loss: 3.9166 +2025-06-24 06:01:56,696 - pyskl - INFO - Epoch [33][2900/3940] lr: 2.218e-02, eta: 2 days, 10:06:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 3.6710, loss: 3.6710 +2025-06-24 06:02:41,069 - pyskl - INFO - Epoch [33][3000/3940] lr: 2.217e-02, eta: 2 days, 10:05:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9544, loss_cls: 3.8668, loss: 3.8668 +2025-06-24 06:03:25,346 - pyskl - INFO - Epoch [33][3100/3940] lr: 2.217e-02, eta: 2 days, 10:04:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9506, loss_cls: 3.8428, loss: 3.8428 +2025-06-24 06:04:09,665 - pyskl - INFO - Epoch [33][3200/3940] lr: 2.216e-02, eta: 2 days, 10:03:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9513, loss_cls: 3.8666, loss: 3.8666 +2025-06-24 06:04:54,026 - pyskl - INFO - Epoch [33][3300/3940] lr: 2.216e-02, eta: 2 days, 10:03:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9556, loss_cls: 3.8836, loss: 3.8836 +2025-06-24 06:05:38,543 - pyskl - INFO - Epoch [33][3400/3940] lr: 2.215e-02, eta: 2 days, 10:02:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9556, loss_cls: 3.8423, loss: 3.8423 +2025-06-24 06:06:23,001 - pyskl - INFO - Epoch [33][3500/3940] lr: 2.215e-02, eta: 2 days, 10:01:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9519, loss_cls: 3.8481, loss: 3.8481 +2025-06-24 06:07:07,510 - pyskl - INFO - Epoch [33][3600/3940] lr: 2.215e-02, eta: 2 days, 10:00:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9563, loss_cls: 3.7617, loss: 3.7617 +2025-06-24 06:07:51,958 - pyskl - INFO - Epoch [33][3700/3940] lr: 2.214e-02, eta: 2 days, 9:59:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9469, loss_cls: 3.9086, loss: 3.9086 +2025-06-24 06:08:36,197 - pyskl - INFO - Epoch [33][3800/3940] lr: 2.214e-02, eta: 2 days, 9:59:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9575, loss_cls: 3.9005, loss: 3.9005 +2025-06-24 06:09:20,459 - pyskl - INFO - Epoch [33][3900/3940] lr: 2.213e-02, eta: 2 days, 9:58:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 3.7775, loss: 3.7775 +2025-06-24 06:09:38,560 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-06-24 06:13:02,118 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 06:13:02,593 - pyskl - INFO - +top1_acc 0.7058 +top5_acc 0.9256 +2025-06-24 06:13:02,611 - pyskl - INFO - Epoch(val) [33][3183] top1_acc: 0.7058, top5_acc: 0.9256 +2025-06-24 06:14:13,963 - pyskl - INFO - Epoch [34][100/3940] lr: 2.213e-02, eta: 2 days, 9:57:43, time: 0.713, data_time: 0.267, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9619, loss_cls: 3.8281, loss: 3.8281 +2025-06-24 06:14:58,391 - pyskl - INFO - Epoch [34][200/3940] lr: 2.212e-02, eta: 2 days, 9:56:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 3.8334, loss: 3.8334 +2025-06-24 06:15:42,751 - pyskl - INFO - Epoch [34][300/3940] lr: 2.212e-02, eta: 2 days, 9:56:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 3.9065, loss: 3.9065 +2025-06-24 06:16:27,032 - pyskl - INFO - Epoch [34][400/3940] lr: 2.211e-02, eta: 2 days, 9:55:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9613, loss_cls: 3.6752, loss: 3.6752 +2025-06-24 06:17:11,360 - pyskl - INFO - Epoch [34][500/3940] lr: 2.211e-02, eta: 2 days, 9:54:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 3.7627, loss: 3.7627 +2025-06-24 06:17:55,767 - pyskl - INFO - Epoch [34][600/3940] lr: 2.211e-02, eta: 2 days, 9:53:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9631, loss_cls: 3.7701, loss: 3.7701 +2025-06-24 06:18:40,065 - pyskl - INFO - Epoch [34][700/3940] lr: 2.210e-02, eta: 2 days, 9:52:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9500, loss_cls: 3.8505, loss: 3.8505 +2025-06-24 06:19:24,557 - pyskl - INFO - Epoch [34][800/3940] lr: 2.210e-02, eta: 2 days, 9:52:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 3.6462, loss: 3.6462 +2025-06-24 06:20:08,911 - pyskl - INFO - Epoch [34][900/3940] lr: 2.209e-02, eta: 2 days, 9:51:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9537, loss_cls: 3.8269, loss: 3.8269 +2025-06-24 06:20:53,170 - pyskl - INFO - Epoch [34][1000/3940] lr: 2.209e-02, eta: 2 days, 9:50:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9594, loss_cls: 3.6639, loss: 3.6639 +2025-06-24 06:21:37,452 - pyskl - INFO - Epoch [34][1100/3940] lr: 2.208e-02, eta: 2 days, 9:49:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 3.8071, loss: 3.8071 +2025-06-24 06:22:21,742 - pyskl - INFO - Epoch [34][1200/3940] lr: 2.208e-02, eta: 2 days, 9:48:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9531, loss_cls: 3.7114, loss: 3.7114 +2025-06-24 06:23:05,995 - pyskl - INFO - Epoch [34][1300/3940] lr: 2.208e-02, eta: 2 days, 9:48:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9606, loss_cls: 3.6215, loss: 3.6215 +2025-06-24 06:23:50,441 - pyskl - INFO - Epoch [34][1400/3940] lr: 2.207e-02, eta: 2 days, 9:47:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9481, loss_cls: 3.8671, loss: 3.8671 +2025-06-24 06:24:34,796 - pyskl - INFO - Epoch [34][1500/3940] lr: 2.207e-02, eta: 2 days, 9:46:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9563, loss_cls: 3.7517, loss: 3.7517 +2025-06-24 06:25:19,165 - pyskl - INFO - Epoch [34][1600/3940] lr: 2.206e-02, eta: 2 days, 9:45:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9537, loss_cls: 3.9343, loss: 3.9343 +2025-06-24 06:26:03,494 - pyskl - INFO - Epoch [34][1700/3940] lr: 2.206e-02, eta: 2 days, 9:44:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9500, loss_cls: 3.8838, loss: 3.8838 +2025-06-24 06:26:47,892 - pyskl - INFO - Epoch [34][1800/3940] lr: 2.205e-02, eta: 2 days, 9:43:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9469, loss_cls: 3.7108, loss: 3.7108 +2025-06-24 06:27:32,264 - pyskl - INFO - Epoch [34][1900/3940] lr: 2.205e-02, eta: 2 days, 9:43:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 3.8543, loss: 3.8543 +2025-06-24 06:28:16,577 - pyskl - INFO - Epoch [34][2000/3940] lr: 2.205e-02, eta: 2 days, 9:42:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 3.9175, loss: 3.9175 +2025-06-24 06:29:00,902 - pyskl - INFO - Epoch [34][2100/3940] lr: 2.204e-02, eta: 2 days, 9:41:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 3.7884, loss: 3.7884 +2025-06-24 06:29:45,271 - pyskl - INFO - Epoch [34][2200/3940] lr: 2.204e-02, eta: 2 days, 9:40:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9550, loss_cls: 3.8952, loss: 3.8952 +2025-06-24 06:30:29,639 - pyskl - INFO - Epoch [34][2300/3940] lr: 2.203e-02, eta: 2 days, 9:39:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9550, loss_cls: 3.8066, loss: 3.8066 +2025-06-24 06:31:13,996 - pyskl - INFO - Epoch [34][2400/3940] lr: 2.203e-02, eta: 2 days, 9:39:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9537, loss_cls: 3.8460, loss: 3.8460 +2025-06-24 06:31:58,286 - pyskl - INFO - Epoch [34][2500/3940] lr: 2.202e-02, eta: 2 days, 9:38:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9519, loss_cls: 3.9335, loss: 3.9335 +2025-06-24 06:32:42,699 - pyskl - INFO - Epoch [34][2600/3940] lr: 2.202e-02, eta: 2 days, 9:37:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9537, loss_cls: 3.8986, loss: 3.8986 +2025-06-24 06:33:27,013 - pyskl - INFO - Epoch [34][2700/3940] lr: 2.202e-02, eta: 2 days, 9:36:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9600, loss_cls: 3.8069, loss: 3.8069 +2025-06-24 06:34:11,358 - pyskl - INFO - Epoch [34][2800/3940] lr: 2.201e-02, eta: 2 days, 9:35:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9513, loss_cls: 3.8149, loss: 3.8149 +2025-06-24 06:34:55,702 - pyskl - INFO - Epoch [34][2900/3940] lr: 2.201e-02, eta: 2 days, 9:35:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9563, loss_cls: 3.7388, loss: 3.7388 +2025-06-24 06:35:40,015 - pyskl - INFO - Epoch [34][3000/3940] lr: 2.200e-02, eta: 2 days, 9:34:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9550, loss_cls: 3.8102, loss: 3.8102 +2025-06-24 06:36:24,313 - pyskl - INFO - Epoch [34][3100/3940] lr: 2.200e-02, eta: 2 days, 9:33:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9519, loss_cls: 3.8330, loss: 3.8330 +2025-06-24 06:37:08,644 - pyskl - INFO - Epoch [34][3200/3940] lr: 2.199e-02, eta: 2 days, 9:32:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 3.8198, loss: 3.8198 +2025-06-24 06:37:52,962 - pyskl - INFO - Epoch [34][3300/3940] lr: 2.199e-02, eta: 2 days, 9:31:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9544, loss_cls: 3.7377, loss: 3.7377 +2025-06-24 06:38:37,273 - pyskl - INFO - Epoch [34][3400/3940] lr: 2.199e-02, eta: 2 days, 9:31:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 3.8444, loss: 3.8444 +2025-06-24 06:39:21,621 - pyskl - INFO - Epoch [34][3500/3940] lr: 2.198e-02, eta: 2 days, 9:30:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9494, loss_cls: 3.9185, loss: 3.9185 +2025-06-24 06:40:05,933 - pyskl - INFO - Epoch [34][3600/3940] lr: 2.198e-02, eta: 2 days, 9:29:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 3.7203, loss: 3.7203 +2025-06-24 06:40:50,235 - pyskl - INFO - Epoch [34][3700/3940] lr: 2.197e-02, eta: 2 days, 9:28:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9444, loss_cls: 3.8188, loss: 3.8188 +2025-06-24 06:41:34,493 - pyskl - INFO - Epoch [34][3800/3940] lr: 2.197e-02, eta: 2 days, 9:27:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 3.7418, loss: 3.7418 +2025-06-24 06:42:18,836 - pyskl - INFO - Epoch [34][3900/3940] lr: 2.196e-02, eta: 2 days, 9:27:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9513, loss_cls: 3.7089, loss: 3.7089 +2025-06-24 06:42:36,986 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-06-24 06:46:00,999 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 06:46:01,463 - pyskl - INFO - +top1_acc 0.7331 +top5_acc 0.9425 +2025-06-24 06:46:01,481 - pyskl - INFO - Epoch(val) [34][3183] top1_acc: 0.7331, top5_acc: 0.9425 +2025-06-24 06:47:12,266 - pyskl - INFO - Epoch [35][100/3940] lr: 2.196e-02, eta: 2 days, 9:26:23, time: 0.708, data_time: 0.263, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9569, loss_cls: 3.8142, loss: 3.8142 +2025-06-24 06:47:56,778 - pyskl - INFO - Epoch [35][200/3940] lr: 2.195e-02, eta: 2 days, 9:25:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 3.6203, loss: 3.6203 +2025-06-24 06:48:41,203 - pyskl - INFO - Epoch [35][300/3940] lr: 2.195e-02, eta: 2 days, 9:24:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9625, loss_cls: 3.6715, loss: 3.6715 +2025-06-24 06:49:25,677 - pyskl - INFO - Epoch [35][400/3940] lr: 2.195e-02, eta: 2 days, 9:23:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9669, loss_cls: 3.8204, loss: 3.8204 +2025-06-24 06:50:10,213 - pyskl - INFO - Epoch [35][500/3940] lr: 2.194e-02, eta: 2 days, 9:23:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9581, loss_cls: 3.6642, loss: 3.6642 +2025-06-24 06:50:54,644 - pyskl - INFO - Epoch [35][600/3940] lr: 2.194e-02, eta: 2 days, 9:22:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9544, loss_cls: 3.7037, loss: 3.7037 +2025-06-24 06:51:39,129 - pyskl - INFO - Epoch [35][700/3940] lr: 2.193e-02, eta: 2 days, 9:21:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9587, loss_cls: 3.7538, loss: 3.7538 +2025-06-24 06:52:23,617 - pyskl - INFO - Epoch [35][800/3940] lr: 2.193e-02, eta: 2 days, 9:20:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9537, loss_cls: 3.7927, loss: 3.7927 +2025-06-24 06:53:08,045 - pyskl - INFO - Epoch [35][900/3940] lr: 2.192e-02, eta: 2 days, 9:20:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9425, loss_cls: 3.8799, loss: 3.8799 +2025-06-24 06:53:52,442 - pyskl - INFO - Epoch [35][1000/3940] lr: 2.192e-02, eta: 2 days, 9:19:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9506, loss_cls: 3.8451, loss: 3.8451 +2025-06-24 06:54:36,858 - pyskl - INFO - Epoch [35][1100/3940] lr: 2.191e-02, eta: 2 days, 9:18:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 3.7763, loss: 3.7763 +2025-06-24 06:55:21,266 - pyskl - INFO - Epoch [35][1200/3940] lr: 2.191e-02, eta: 2 days, 9:17:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9550, loss_cls: 3.7041, loss: 3.7041 +2025-06-24 06:56:05,698 - pyskl - INFO - Epoch [35][1300/3940] lr: 2.191e-02, eta: 2 days, 9:16:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9537, loss_cls: 3.7975, loss: 3.7975 +2025-06-24 06:56:50,068 - pyskl - INFO - Epoch [35][1400/3940] lr: 2.190e-02, eta: 2 days, 9:15:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 3.7742, loss: 3.7742 +2025-06-24 06:57:34,483 - pyskl - INFO - Epoch [35][1500/3940] lr: 2.190e-02, eta: 2 days, 9:15:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9581, loss_cls: 3.8500, loss: 3.8500 +2025-06-24 06:58:18,870 - pyskl - INFO - Epoch [35][1600/3940] lr: 2.189e-02, eta: 2 days, 9:14:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9494, loss_cls: 3.8865, loss: 3.8865 +2025-06-24 06:59:03,294 - pyskl - INFO - Epoch [35][1700/3940] lr: 2.189e-02, eta: 2 days, 9:13:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 3.7570, loss: 3.7570 +2025-06-24 06:59:47,642 - pyskl - INFO - Epoch [35][1800/3940] lr: 2.188e-02, eta: 2 days, 9:12:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9556, loss_cls: 3.7911, loss: 3.7911 +2025-06-24 07:00:31,979 - pyskl - INFO - Epoch [35][1900/3940] lr: 2.188e-02, eta: 2 days, 9:11:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9613, loss_cls: 3.8155, loss: 3.8155 +2025-06-24 07:01:16,435 - pyskl - INFO - Epoch [35][2000/3940] lr: 2.188e-02, eta: 2 days, 9:11:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 3.7422, loss: 3.7422 +2025-06-24 07:02:00,782 - pyskl - INFO - Epoch [35][2100/3940] lr: 2.187e-02, eta: 2 days, 9:10:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9487, loss_cls: 3.8954, loss: 3.8954 +2025-06-24 07:02:45,184 - pyskl - INFO - Epoch [35][2200/3940] lr: 2.187e-02, eta: 2 days, 9:09:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9500, loss_cls: 3.8081, loss: 3.8081 +2025-06-24 07:03:29,699 - pyskl - INFO - Epoch [35][2300/3940] lr: 2.186e-02, eta: 2 days, 9:08:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9556, loss_cls: 3.7543, loss: 3.7543 +2025-06-24 07:04:14,059 - pyskl - INFO - Epoch [35][2400/3940] lr: 2.186e-02, eta: 2 days, 9:07:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 3.7093, loss: 3.7093 +2025-06-24 07:04:58,432 - pyskl - INFO - Epoch [35][2500/3940] lr: 2.185e-02, eta: 2 days, 9:07:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9481, loss_cls: 3.8819, loss: 3.8819 +2025-06-24 07:05:42,736 - pyskl - INFO - Epoch [35][2600/3940] lr: 2.185e-02, eta: 2 days, 9:06:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 3.7520, loss: 3.7520 +2025-06-24 07:06:27,163 - pyskl - INFO - Epoch [35][2700/3940] lr: 2.184e-02, eta: 2 days, 9:05:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9537, loss_cls: 3.8596, loss: 3.8596 +2025-06-24 07:07:11,523 - pyskl - INFO - Epoch [35][2800/3940] lr: 2.184e-02, eta: 2 days, 9:04:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 3.8651, loss: 3.8651 +2025-06-24 07:07:55,859 - pyskl - INFO - Epoch [35][2900/3940] lr: 2.184e-02, eta: 2 days, 9:03:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 3.8240, loss: 3.8240 +2025-06-24 07:08:40,222 - pyskl - INFO - Epoch [35][3000/3940] lr: 2.183e-02, eta: 2 days, 9:03:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9569, loss_cls: 3.7476, loss: 3.7476 +2025-06-24 07:09:24,603 - pyskl - INFO - Epoch [35][3100/3940] lr: 2.183e-02, eta: 2 days, 9:02:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9450, loss_cls: 3.8151, loss: 3.8151 +2025-06-24 07:10:09,239 - pyskl - INFO - Epoch [35][3200/3940] lr: 2.182e-02, eta: 2 days, 9:01:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9575, loss_cls: 3.7866, loss: 3.7866 +2025-06-24 07:10:53,783 - pyskl - INFO - Epoch [35][3300/3940] lr: 2.182e-02, eta: 2 days, 9:00:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9506, loss_cls: 3.8901, loss: 3.8901 +2025-06-24 07:11:38,187 - pyskl - INFO - Epoch [35][3400/3940] lr: 2.181e-02, eta: 2 days, 8:59:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 3.7687, loss: 3.7687 +2025-06-24 07:12:22,909 - pyskl - INFO - Epoch [35][3500/3940] lr: 2.181e-02, eta: 2 days, 8:59:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 3.8061, loss: 3.8061 +2025-06-24 07:13:07,394 - pyskl - INFO - Epoch [35][3600/3940] lr: 2.180e-02, eta: 2 days, 8:58:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 3.8014, loss: 3.8014 +2025-06-24 07:13:51,790 - pyskl - INFO - Epoch [35][3700/3940] lr: 2.180e-02, eta: 2 days, 8:57:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9513, loss_cls: 3.8024, loss: 3.8024 +2025-06-24 07:14:36,162 - pyskl - INFO - Epoch [35][3800/3940] lr: 2.180e-02, eta: 2 days, 8:56:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9500, loss_cls: 3.8874, loss: 3.8874 +2025-06-24 07:15:20,473 - pyskl - INFO - Epoch [35][3900/3940] lr: 2.179e-02, eta: 2 days, 8:56:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9525, loss_cls: 3.8858, loss: 3.8858 +2025-06-24 07:15:38,628 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-06-24 07:33:38,554 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 07:33:39,028 - pyskl - INFO - +top1_acc 0.6865 +top5_acc 0.9270 +2025-06-24 07:33:39,049 - pyskl - INFO - Epoch(val) [35][3183] top1_acc: 0.6865, top5_acc: 0.9270 +2025-06-24 07:34:48,970 - pyskl - INFO - Epoch [36][100/3940] lr: 2.178e-02, eta: 2 days, 8:55:18, time: 0.699, data_time: 0.254, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 3.7467, loss: 3.7467 +2025-06-24 07:35:33,551 - pyskl - INFO - Epoch [36][200/3940] lr: 2.178e-02, eta: 2 days, 8:54:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9519, loss_cls: 3.7452, loss: 3.7452 +2025-06-24 07:36:18,003 - pyskl - INFO - Epoch [36][300/3940] lr: 2.178e-02, eta: 2 days, 8:53:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9587, loss_cls: 3.6803, loss: 3.6803 +2025-06-24 07:37:02,393 - pyskl - INFO - Epoch [36][400/3940] lr: 2.177e-02, eta: 2 days, 8:52:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9600, loss_cls: 3.7399, loss: 3.7399 +2025-06-24 07:37:46,778 - pyskl - INFO - Epoch [36][500/3940] lr: 2.177e-02, eta: 2 days, 8:52:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 3.7582, loss: 3.7582 +2025-06-24 07:38:31,199 - pyskl - INFO - Epoch [36][600/3940] lr: 2.176e-02, eta: 2 days, 8:51:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9537, loss_cls: 3.8179, loss: 3.8179 +2025-06-24 07:39:15,539 - pyskl - INFO - Epoch [36][700/3940] lr: 2.176e-02, eta: 2 days, 8:50:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9550, loss_cls: 3.7267, loss: 3.7267 +2025-06-24 07:39:59,841 - pyskl - INFO - Epoch [36][800/3940] lr: 2.175e-02, eta: 2 days, 8:49:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 3.7174, loss: 3.7174 +2025-06-24 07:40:44,120 - pyskl - INFO - Epoch [36][900/3940] lr: 2.175e-02, eta: 2 days, 8:48:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 3.7558, loss: 3.7558 +2025-06-24 07:41:28,533 - pyskl - INFO - Epoch [36][1000/3940] lr: 2.174e-02, eta: 2 days, 8:48:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9519, loss_cls: 3.7474, loss: 3.7474 +2025-06-24 07:42:12,946 - pyskl - INFO - Epoch [36][1100/3940] lr: 2.174e-02, eta: 2 days, 8:47:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9544, loss_cls: 3.7161, loss: 3.7161 +2025-06-24 07:42:57,441 - pyskl - INFO - Epoch [36][1200/3940] lr: 2.174e-02, eta: 2 days, 8:46:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 3.6263, loss: 3.6263 +2025-06-24 07:43:41,887 - pyskl - INFO - Epoch [36][1300/3940] lr: 2.173e-02, eta: 2 days, 8:45:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 3.8056, loss: 3.8056 +2025-06-24 07:44:26,247 - pyskl - INFO - Epoch [36][1400/3940] lr: 2.173e-02, eta: 2 days, 8:44:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9531, loss_cls: 3.8021, loss: 3.8021 +2025-06-24 07:45:10,712 - pyskl - INFO - Epoch [36][1500/3940] lr: 2.172e-02, eta: 2 days, 8:44:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 3.8079, loss: 3.8079 +2025-06-24 07:45:55,118 - pyskl - INFO - Epoch [36][1600/3940] lr: 2.172e-02, eta: 2 days, 8:43:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9537, loss_cls: 3.7316, loss: 3.7316 +2025-06-24 07:46:39,477 - pyskl - INFO - Epoch [36][1700/3940] lr: 2.171e-02, eta: 2 days, 8:42:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9625, loss_cls: 3.7953, loss: 3.7953 +2025-06-24 07:47:23,762 - pyskl - INFO - Epoch [36][1800/3940] lr: 2.171e-02, eta: 2 days, 8:41:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9631, loss_cls: 3.7244, loss: 3.7244 +2025-06-24 07:48:08,085 - pyskl - INFO - Epoch [36][1900/3940] lr: 2.170e-02, eta: 2 days, 8:40:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9475, loss_cls: 3.8896, loss: 3.8896 +2025-06-24 07:48:52,479 - pyskl - INFO - Epoch [36][2000/3940] lr: 2.170e-02, eta: 2 days, 8:40:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 3.7643, loss: 3.7643 +2025-06-24 07:49:36,840 - pyskl - INFO - Epoch [36][2100/3940] lr: 2.170e-02, eta: 2 days, 8:39:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 3.6979, loss: 3.6979 +2025-06-24 07:50:21,172 - pyskl - INFO - Epoch [36][2200/3940] lr: 2.169e-02, eta: 2 days, 8:38:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 3.7530, loss: 3.7530 +2025-06-24 07:51:05,553 - pyskl - INFO - Epoch [36][2300/3940] lr: 2.169e-02, eta: 2 days, 8:37:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9581, loss_cls: 3.7180, loss: 3.7180 +2025-06-24 07:51:49,964 - pyskl - INFO - Epoch [36][2400/3940] lr: 2.168e-02, eta: 2 days, 8:36:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 3.7748, loss: 3.7748 +2025-06-24 07:52:34,300 - pyskl - INFO - Epoch [36][2500/3940] lr: 2.168e-02, eta: 2 days, 8:36:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9506, loss_cls: 3.9018, loss: 3.9018 +2025-06-24 07:53:18,688 - pyskl - INFO - Epoch [36][2600/3940] lr: 2.167e-02, eta: 2 days, 8:35:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 3.6642, loss: 3.6642 +2025-06-24 07:54:03,082 - pyskl - INFO - Epoch [36][2700/3940] lr: 2.167e-02, eta: 2 days, 8:34:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9519, loss_cls: 3.7998, loss: 3.7998 +2025-06-24 07:54:47,515 - pyskl - INFO - Epoch [36][2800/3940] lr: 2.166e-02, eta: 2 days, 8:33:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9513, loss_cls: 3.9117, loss: 3.9117 +2025-06-24 07:55:31,878 - pyskl - INFO - Epoch [36][2900/3940] lr: 2.166e-02, eta: 2 days, 8:32:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9481, loss_cls: 3.8836, loss: 3.8836 +2025-06-24 07:56:16,312 - pyskl - INFO - Epoch [36][3000/3940] lr: 2.165e-02, eta: 2 days, 8:32:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 3.8046, loss: 3.8046 +2025-06-24 07:57:00,621 - pyskl - INFO - Epoch [36][3100/3940] lr: 2.165e-02, eta: 2 days, 8:31:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9537, loss_cls: 3.6883, loss: 3.6883 +2025-06-24 07:57:45,047 - pyskl - INFO - Epoch [36][3200/3940] lr: 2.165e-02, eta: 2 days, 8:30:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9500, loss_cls: 3.9468, loss: 3.9468 +2025-06-24 07:58:29,374 - pyskl - INFO - Epoch [36][3300/3940] lr: 2.164e-02, eta: 2 days, 8:29:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 3.7764, loss: 3.7764 +2025-06-24 07:59:13,839 - pyskl - INFO - Epoch [36][3400/3940] lr: 2.164e-02, eta: 2 days, 8:28:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9619, loss_cls: 3.7625, loss: 3.7625 +2025-06-24 07:59:58,266 - pyskl - INFO - Epoch [36][3500/3940] lr: 2.163e-02, eta: 2 days, 8:28:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9531, loss_cls: 3.7179, loss: 3.7179 +2025-06-24 08:00:42,735 - pyskl - INFO - Epoch [36][3600/3940] lr: 2.163e-02, eta: 2 days, 8:27:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9525, loss_cls: 3.7422, loss: 3.7422 +2025-06-24 08:01:27,423 - pyskl - INFO - Epoch [36][3700/3940] lr: 2.162e-02, eta: 2 days, 8:26:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 3.7054, loss: 3.7054 +2025-06-24 08:02:12,187 - pyskl - INFO - Epoch [36][3800/3940] lr: 2.162e-02, eta: 2 days, 8:25:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9463, loss_cls: 3.8362, loss: 3.8362 +2025-06-24 08:02:56,826 - pyskl - INFO - Epoch [36][3900/3940] lr: 2.161e-02, eta: 2 days, 8:25:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9506, loss_cls: 3.8050, loss: 3.8050 +2025-06-24 08:03:15,004 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-06-24 08:06:40,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 08:06:41,069 - pyskl - INFO - +top1_acc 0.7401 +top5_acc 0.9490 +2025-06-24 08:06:41,090 - pyskl - INFO - Epoch(val) [36][3183] top1_acc: 0.7401, top5_acc: 0.9490 +2025-06-24 08:07:51,134 - pyskl - INFO - Epoch [37][100/3940] lr: 2.161e-02, eta: 2 days, 8:24:19, time: 0.700, data_time: 0.256, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 3.8530, loss: 3.8530 +2025-06-24 08:08:35,650 - pyskl - INFO - Epoch [37][200/3940] lr: 2.160e-02, eta: 2 days, 8:23:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9537, loss_cls: 3.8206, loss: 3.8206 +2025-06-24 08:09:20,024 - pyskl - INFO - Epoch [37][300/3940] lr: 2.160e-02, eta: 2 days, 8:22:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 3.6380, loss: 3.6380 +2025-06-24 08:10:04,709 - pyskl - INFO - Epoch [37][400/3940] lr: 2.159e-02, eta: 2 days, 8:21:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9650, loss_cls: 3.5623, loss: 3.5623 +2025-06-24 08:10:49,166 - pyskl - INFO - Epoch [37][500/3940] lr: 2.159e-02, eta: 2 days, 8:21:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 3.7236, loss: 3.7236 +2025-06-24 08:11:33,514 - pyskl - INFO - Epoch [37][600/3940] lr: 2.158e-02, eta: 2 days, 8:20:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 3.7369, loss: 3.7369 +2025-06-24 08:12:17,885 - pyskl - INFO - Epoch [37][700/3940] lr: 2.158e-02, eta: 2 days, 8:19:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 3.7029, loss: 3.7029 +2025-06-24 08:13:02,205 - pyskl - INFO - Epoch [37][800/3940] lr: 2.158e-02, eta: 2 days, 8:18:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9575, loss_cls: 3.7455, loss: 3.7455 +2025-06-24 08:13:46,538 - pyskl - INFO - Epoch [37][900/3940] lr: 2.157e-02, eta: 2 days, 8:17:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 3.8583, loss: 3.8583 +2025-06-24 08:14:30,948 - pyskl - INFO - Epoch [37][1000/3940] lr: 2.157e-02, eta: 2 days, 8:17:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 3.7801, loss: 3.7801 +2025-06-24 08:15:15,365 - pyskl - INFO - Epoch [37][1100/3940] lr: 2.156e-02, eta: 2 days, 8:16:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9500, loss_cls: 3.8376, loss: 3.8376 +2025-06-24 08:15:59,758 - pyskl - INFO - Epoch [37][1200/3940] lr: 2.156e-02, eta: 2 days, 8:15:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9563, loss_cls: 3.8124, loss: 3.8124 +2025-06-24 08:16:44,072 - pyskl - INFO - Epoch [37][1300/3940] lr: 2.155e-02, eta: 2 days, 8:14:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 3.6856, loss: 3.6856 +2025-06-24 08:17:28,584 - pyskl - INFO - Epoch [37][1400/3940] lr: 2.155e-02, eta: 2 days, 8:13:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9537, loss_cls: 3.7964, loss: 3.7964 +2025-06-24 08:18:12,988 - pyskl - INFO - Epoch [37][1500/3940] lr: 2.154e-02, eta: 2 days, 8:13:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 3.7061, loss: 3.7061 +2025-06-24 08:18:57,338 - pyskl - INFO - Epoch [37][1600/3940] lr: 2.154e-02, eta: 2 days, 8:12:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9569, loss_cls: 3.7208, loss: 3.7208 +2025-06-24 08:19:41,692 - pyskl - INFO - Epoch [37][1700/3940] lr: 2.153e-02, eta: 2 days, 8:11:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9550, loss_cls: 3.6360, loss: 3.6360 +2025-06-24 08:20:26,118 - pyskl - INFO - Epoch [37][1800/3940] lr: 2.153e-02, eta: 2 days, 8:10:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9556, loss_cls: 3.7239, loss: 3.7239 +2025-06-24 08:21:10,458 - pyskl - INFO - Epoch [37][1900/3940] lr: 2.153e-02, eta: 2 days, 8:09:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9544, loss_cls: 3.6305, loss: 3.6305 +2025-06-24 08:21:54,777 - pyskl - INFO - Epoch [37][2000/3940] lr: 2.152e-02, eta: 2 days, 8:09:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9581, loss_cls: 3.7367, loss: 3.7367 +2025-06-24 08:22:39,146 - pyskl - INFO - Epoch [37][2100/3940] lr: 2.152e-02, eta: 2 days, 8:08:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9550, loss_cls: 3.7114, loss: 3.7114 +2025-06-24 08:23:23,521 - pyskl - INFO - Epoch [37][2200/3940] lr: 2.151e-02, eta: 2 days, 8:07:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9475, loss_cls: 3.7753, loss: 3.7753 +2025-06-24 08:24:08,117 - pyskl - INFO - Epoch [37][2300/3940] lr: 2.151e-02, eta: 2 days, 8:06:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 3.7314, loss: 3.7314 +2025-06-24 08:24:52,494 - pyskl - INFO - Epoch [37][2400/3940] lr: 2.150e-02, eta: 2 days, 8:06:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 3.8370, loss: 3.8370 +2025-06-24 08:25:37,153 - pyskl - INFO - Epoch [37][2500/3940] lr: 2.150e-02, eta: 2 days, 8:05:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9625, loss_cls: 3.7474, loss: 3.7474 +2025-06-24 08:26:21,632 - pyskl - INFO - Epoch [37][2600/3940] lr: 2.149e-02, eta: 2 days, 8:04:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 3.8204, loss: 3.8204 +2025-06-24 08:27:06,165 - pyskl - INFO - Epoch [37][2700/3940] lr: 2.149e-02, eta: 2 days, 8:03:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9550, loss_cls: 3.6817, loss: 3.6817 +2025-06-24 08:27:50,715 - pyskl - INFO - Epoch [37][2800/3940] lr: 2.148e-02, eta: 2 days, 8:02:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 3.8283, loss: 3.8283 +2025-06-24 08:28:35,052 - pyskl - INFO - Epoch [37][2900/3940] lr: 2.148e-02, eta: 2 days, 8:02:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9587, loss_cls: 3.8394, loss: 3.8394 +2025-06-24 08:29:19,625 - pyskl - INFO - Epoch [37][3000/3940] lr: 2.147e-02, eta: 2 days, 8:01:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9556, loss_cls: 3.7817, loss: 3.7817 +2025-06-24 08:30:04,087 - pyskl - INFO - Epoch [37][3100/3940] lr: 2.147e-02, eta: 2 days, 8:00:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 3.7314, loss: 3.7314 +2025-06-24 08:30:48,538 - pyskl - INFO - Epoch [37][3200/3940] lr: 2.147e-02, eta: 2 days, 7:59:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 3.7715, loss: 3.7715 +2025-06-24 08:31:32,976 - pyskl - INFO - Epoch [37][3300/3940] lr: 2.146e-02, eta: 2 days, 7:58:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9487, loss_cls: 3.6855, loss: 3.6855 +2025-06-24 08:32:17,344 - pyskl - INFO - Epoch [37][3400/3940] lr: 2.146e-02, eta: 2 days, 7:58:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9606, loss_cls: 3.6860, loss: 3.6860 +2025-06-24 08:33:01,661 - pyskl - INFO - Epoch [37][3500/3940] lr: 2.145e-02, eta: 2 days, 7:57:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9431, loss_cls: 3.9666, loss: 3.9666 +2025-06-24 08:33:46,063 - pyskl - INFO - Epoch [37][3600/3940] lr: 2.145e-02, eta: 2 days, 7:56:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 3.6488, loss: 3.6488 +2025-06-24 08:34:30,393 - pyskl - INFO - Epoch [37][3700/3940] lr: 2.144e-02, eta: 2 days, 7:55:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9550, loss_cls: 3.7591, loss: 3.7591 +2025-06-24 08:35:14,697 - pyskl - INFO - Epoch [37][3800/3940] lr: 2.144e-02, eta: 2 days, 7:54:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9569, loss_cls: 3.9118, loss: 3.9118 +2025-06-24 08:35:59,113 - pyskl - INFO - Epoch [37][3900/3940] lr: 2.143e-02, eta: 2 days, 7:54:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9537, loss_cls: 3.7434, loss: 3.7434 +2025-06-24 08:36:17,225 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-06-24 08:39:40,013 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 08:39:40,470 - pyskl - INFO - +top1_acc 0.6778 +top5_acc 0.9184 +2025-06-24 08:39:40,487 - pyskl - INFO - Epoch(val) [37][3183] top1_acc: 0.6778, top5_acc: 0.9184 +2025-06-24 08:40:50,133 - pyskl - INFO - Epoch [38][100/3940] lr: 2.143e-02, eta: 2 days, 7:53:24, time: 0.696, data_time: 0.254, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9563, loss_cls: 3.7757, loss: 3.7757 +2025-06-24 08:41:34,446 - pyskl - INFO - Epoch [38][200/3940] lr: 2.142e-02, eta: 2 days, 7:52:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9600, loss_cls: 3.6528, loss: 3.6528 +2025-06-24 08:42:18,689 - pyskl - INFO - Epoch [38][300/3940] lr: 2.142e-02, eta: 2 days, 7:51:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 3.6015, loss: 3.6015 +2025-06-24 08:43:03,014 - pyskl - INFO - Epoch [38][400/3940] lr: 2.141e-02, eta: 2 days, 7:51:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9544, loss_cls: 3.8780, loss: 3.8780 +2025-06-24 08:43:47,293 - pyskl - INFO - Epoch [38][500/3940] lr: 2.141e-02, eta: 2 days, 7:50:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9500, loss_cls: 3.7446, loss: 3.7446 +2025-06-24 08:44:31,607 - pyskl - INFO - Epoch [38][600/3940] lr: 2.140e-02, eta: 2 days, 7:49:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9600, loss_cls: 3.5893, loss: 3.5893 +2025-06-24 08:45:15,883 - pyskl - INFO - Epoch [38][700/3940] lr: 2.140e-02, eta: 2 days, 7:48:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 3.5972, loss: 3.5972 +2025-06-24 08:46:00,204 - pyskl - INFO - Epoch [38][800/3940] lr: 2.139e-02, eta: 2 days, 7:47:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9575, loss_cls: 3.6101, loss: 3.6101 +2025-06-24 08:46:44,546 - pyskl - INFO - Epoch [38][900/3940] lr: 2.139e-02, eta: 2 days, 7:47:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9550, loss_cls: 3.8043, loss: 3.8043 +2025-06-24 08:47:28,887 - pyskl - INFO - Epoch [38][1000/3940] lr: 2.138e-02, eta: 2 days, 7:46:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9519, loss_cls: 3.6722, loss: 3.6722 +2025-06-24 08:48:13,146 - pyskl - INFO - Epoch [38][1100/3940] lr: 2.138e-02, eta: 2 days, 7:45:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 3.6296, loss: 3.6296 +2025-06-24 08:48:57,471 - pyskl - INFO - Epoch [38][1200/3940] lr: 2.137e-02, eta: 2 days, 7:44:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 3.6483, loss: 3.6483 +2025-06-24 08:49:41,938 - pyskl - INFO - Epoch [38][1300/3940] lr: 2.137e-02, eta: 2 days, 7:43:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.7219, loss: 3.7219 +2025-06-24 08:50:26,368 - pyskl - INFO - Epoch [38][1400/3940] lr: 2.137e-02, eta: 2 days, 7:43:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9544, loss_cls: 3.7804, loss: 3.7804 +2025-06-24 08:51:10,670 - pyskl - INFO - Epoch [38][1500/3940] lr: 2.136e-02, eta: 2 days, 7:42:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 3.8030, loss: 3.8030 +2025-06-24 08:51:55,050 - pyskl - INFO - Epoch [38][1600/3940] lr: 2.136e-02, eta: 2 days, 7:41:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9544, loss_cls: 3.8187, loss: 3.8187 +2025-06-24 08:52:39,578 - pyskl - INFO - Epoch [38][1700/3940] lr: 2.135e-02, eta: 2 days, 7:40:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 3.7282, loss: 3.7282 +2025-06-24 08:53:23,935 - pyskl - INFO - Epoch [38][1800/3940] lr: 2.135e-02, eta: 2 days, 7:39:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9613, loss_cls: 3.6064, loss: 3.6064 +2025-06-24 08:54:08,282 - pyskl - INFO - Epoch [38][1900/3940] lr: 2.134e-02, eta: 2 days, 7:39:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9581, loss_cls: 3.7163, loss: 3.7163 +2025-06-24 08:54:52,802 - pyskl - INFO - Epoch [38][2000/3940] lr: 2.134e-02, eta: 2 days, 7:38:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9694, loss_cls: 3.7548, loss: 3.7548 +2025-06-24 08:55:37,554 - pyskl - INFO - Epoch [38][2100/3940] lr: 2.133e-02, eta: 2 days, 7:37:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 3.7343, loss: 3.7343 +2025-06-24 08:56:22,177 - pyskl - INFO - Epoch [38][2200/3940] lr: 2.133e-02, eta: 2 days, 7:36:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 3.6598, loss: 3.6598 +2025-06-24 08:57:06,508 - pyskl - INFO - Epoch [38][2300/3940] lr: 2.132e-02, eta: 2 days, 7:35:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9644, loss_cls: 3.7065, loss: 3.7065 +2025-06-24 08:57:50,918 - pyskl - INFO - Epoch [38][2400/3940] lr: 2.132e-02, eta: 2 days, 7:35:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9550, loss_cls: 3.7373, loss: 3.7373 +2025-06-24 08:58:35,378 - pyskl - INFO - Epoch [38][2500/3940] lr: 2.131e-02, eta: 2 days, 7:34:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9450, loss_cls: 3.7707, loss: 3.7707 +2025-06-24 08:59:19,767 - pyskl - INFO - Epoch [38][2600/3940] lr: 2.131e-02, eta: 2 days, 7:33:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.6007, loss: 3.6007 +2025-06-24 09:00:04,257 - pyskl - INFO - Epoch [38][2700/3940] lr: 2.130e-02, eta: 2 days, 7:32:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 3.7497, loss: 3.7497 +2025-06-24 09:00:48,580 - pyskl - INFO - Epoch [38][2800/3940] lr: 2.130e-02, eta: 2 days, 7:31:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9569, loss_cls: 3.7711, loss: 3.7711 +2025-06-24 09:01:32,966 - pyskl - INFO - Epoch [38][2900/3940] lr: 2.130e-02, eta: 2 days, 7:31:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9525, loss_cls: 3.7462, loss: 3.7462 +2025-06-24 09:02:17,421 - pyskl - INFO - Epoch [38][3000/3940] lr: 2.129e-02, eta: 2 days, 7:30:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 3.8127, loss: 3.8127 +2025-06-24 09:03:01,778 - pyskl - INFO - Epoch [38][3100/3940] lr: 2.129e-02, eta: 2 days, 7:29:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 3.7834, loss: 3.7834 +2025-06-24 09:03:46,169 - pyskl - INFO - Epoch [38][3200/3940] lr: 2.128e-02, eta: 2 days, 7:28:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9556, loss_cls: 3.8818, loss: 3.8818 +2025-06-24 09:04:30,613 - pyskl - INFO - Epoch [38][3300/3940] lr: 2.128e-02, eta: 2 days, 7:28:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 3.7011, loss: 3.7011 +2025-06-24 09:05:15,031 - pyskl - INFO - Epoch [38][3400/3940] lr: 2.127e-02, eta: 2 days, 7:27:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9500, loss_cls: 3.7450, loss: 3.7450 +2025-06-24 09:05:59,642 - pyskl - INFO - Epoch [38][3500/3940] lr: 2.127e-02, eta: 2 days, 7:26:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9456, loss_cls: 3.8034, loss: 3.8034 +2025-06-24 09:06:44,080 - pyskl - INFO - Epoch [38][3600/3940] lr: 2.126e-02, eta: 2 days, 7:25:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9537, loss_cls: 3.7770, loss: 3.7770 +2025-06-24 09:07:28,461 - pyskl - INFO - Epoch [38][3700/3940] lr: 2.126e-02, eta: 2 days, 7:24:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9506, loss_cls: 3.7621, loss: 3.7621 +2025-06-24 09:08:12,785 - pyskl - INFO - Epoch [38][3800/3940] lr: 2.125e-02, eta: 2 days, 7:24:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9563, loss_cls: 3.7352, loss: 3.7352 +2025-06-24 09:08:57,127 - pyskl - INFO - Epoch [38][3900/3940] lr: 2.125e-02, eta: 2 days, 7:23:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 3.6535, loss: 3.6535 +2025-06-24 09:09:15,244 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-06-24 09:12:40,128 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 09:12:40,599 - pyskl - INFO - +top1_acc 0.7204 +top5_acc 0.9342 +2025-06-24 09:12:40,619 - pyskl - INFO - Epoch(val) [38][3183] top1_acc: 0.7204, top5_acc: 0.9342 +2025-06-24 09:13:50,570 - pyskl - INFO - Epoch [39][100/3940] lr: 2.124e-02, eta: 2 days, 7:22:32, time: 0.699, data_time: 0.256, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9556, loss_cls: 3.6774, loss: 3.6774 +2025-06-24 09:14:35,032 - pyskl - INFO - Epoch [39][200/3940] lr: 2.124e-02, eta: 2 days, 7:21:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 3.6779, loss: 3.6779 +2025-06-24 09:15:19,493 - pyskl - INFO - Epoch [39][300/3940] lr: 2.123e-02, eta: 2 days, 7:20:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9494, loss_cls: 3.6961, loss: 3.6961 +2025-06-24 09:16:03,954 - pyskl - INFO - Epoch [39][400/3940] lr: 2.123e-02, eta: 2 days, 7:20:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9613, loss_cls: 3.6155, loss: 3.6155 +2025-06-24 09:16:48,382 - pyskl - INFO - Epoch [39][500/3940] lr: 2.122e-02, eta: 2 days, 7:19:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 3.6019, loss: 3.6019 +2025-06-24 09:17:32,858 - pyskl - INFO - Epoch [39][600/3940] lr: 2.122e-02, eta: 2 days, 7:18:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 3.5965, loss: 3.5965 +2025-06-24 09:18:17,242 - pyskl - INFO - Epoch [39][700/3940] lr: 2.121e-02, eta: 2 days, 7:17:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9663, loss_cls: 3.4831, loss: 3.4831 +2025-06-24 09:19:01,560 - pyskl - INFO - Epoch [39][800/3940] lr: 2.121e-02, eta: 2 days, 7:17:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 3.7701, loss: 3.7701 +2025-06-24 09:19:45,853 - pyskl - INFO - Epoch [39][900/3940] lr: 2.120e-02, eta: 2 days, 7:16:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 3.7781, loss: 3.7781 +2025-06-24 09:20:30,495 - pyskl - INFO - Epoch [39][1000/3940] lr: 2.120e-02, eta: 2 days, 7:15:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9575, loss_cls: 3.7774, loss: 3.7774 +2025-06-24 09:21:14,965 - pyskl - INFO - Epoch [39][1100/3940] lr: 2.119e-02, eta: 2 days, 7:14:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 3.7372, loss: 3.7372 +2025-06-24 09:21:59,459 - pyskl - INFO - Epoch [39][1200/3940] lr: 2.119e-02, eta: 2 days, 7:13:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 3.7409, loss: 3.7409 +2025-06-24 09:22:43,803 - pyskl - INFO - Epoch [39][1300/3940] lr: 2.118e-02, eta: 2 days, 7:13:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9544, loss_cls: 3.6470, loss: 3.6470 +2025-06-24 09:23:28,339 - pyskl - INFO - Epoch [39][1400/3940] lr: 2.118e-02, eta: 2 days, 7:12:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9569, loss_cls: 3.7052, loss: 3.7052 +2025-06-24 09:24:13,277 - pyskl - INFO - Epoch [39][1500/3940] lr: 2.117e-02, eta: 2 days, 7:11:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9544, loss_cls: 3.6267, loss: 3.6267 +2025-06-24 09:24:57,865 - pyskl - INFO - Epoch [39][1600/3940] lr: 2.117e-02, eta: 2 days, 7:10:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9581, loss_cls: 3.7052, loss: 3.7052 +2025-06-24 09:25:42,470 - pyskl - INFO - Epoch [39][1700/3940] lr: 2.116e-02, eta: 2 days, 7:09:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 3.8736, loss: 3.8736 +2025-06-24 09:26:26,892 - pyskl - INFO - Epoch [39][1800/3940] lr: 2.116e-02, eta: 2 days, 7:09:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9487, loss_cls: 3.6781, loss: 3.6781 +2025-06-24 09:27:11,509 - pyskl - INFO - Epoch [39][1900/3940] lr: 2.116e-02, eta: 2 days, 7:08:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9569, loss_cls: 3.6324, loss: 3.6324 +2025-06-24 09:27:56,083 - pyskl - INFO - Epoch [39][2000/3940] lr: 2.115e-02, eta: 2 days, 7:07:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9594, loss_cls: 3.6782, loss: 3.6782 +2025-06-24 09:28:40,572 - pyskl - INFO - Epoch [39][2100/3940] lr: 2.115e-02, eta: 2 days, 7:06:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9613, loss_cls: 3.6072, loss: 3.6072 +2025-06-24 09:29:25,103 - pyskl - INFO - Epoch [39][2200/3940] lr: 2.114e-02, eta: 2 days, 7:06:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9637, loss_cls: 3.7301, loss: 3.7301 +2025-06-24 09:30:09,774 - pyskl - INFO - Epoch [39][2300/3940] lr: 2.114e-02, eta: 2 days, 7:05:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9544, loss_cls: 3.7220, loss: 3.7220 +2025-06-24 09:30:54,149 - pyskl - INFO - Epoch [39][2400/3940] lr: 2.113e-02, eta: 2 days, 7:04:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 3.8917, loss: 3.8917 +2025-06-24 09:31:38,608 - pyskl - INFO - Epoch [39][2500/3940] lr: 2.113e-02, eta: 2 days, 7:03:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9481, loss_cls: 3.8285, loss: 3.8285 +2025-06-24 09:32:23,081 - pyskl - INFO - Epoch [39][2600/3940] lr: 2.112e-02, eta: 2 days, 7:02:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 3.6798, loss: 3.6798 +2025-06-24 09:33:07,623 - pyskl - INFO - Epoch [39][2700/3940] lr: 2.112e-02, eta: 2 days, 7:02:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9556, loss_cls: 3.6671, loss: 3.6671 +2025-06-24 09:33:52,091 - pyskl - INFO - Epoch [39][2800/3940] lr: 2.111e-02, eta: 2 days, 7:01:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9525, loss_cls: 3.8478, loss: 3.8478 +2025-06-24 09:34:36,476 - pyskl - INFO - Epoch [39][2900/3940] lr: 2.111e-02, eta: 2 days, 7:00:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9581, loss_cls: 3.6597, loss: 3.6597 +2025-06-24 09:35:20,977 - pyskl - INFO - Epoch [39][3000/3940] lr: 2.110e-02, eta: 2 days, 6:59:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 3.7275, loss: 3.7275 +2025-06-24 09:36:05,405 - pyskl - INFO - Epoch [39][3100/3940] lr: 2.110e-02, eta: 2 days, 6:58:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 3.7596, loss: 3.7596 +2025-06-24 09:36:49,834 - pyskl - INFO - Epoch [39][3200/3940] lr: 2.109e-02, eta: 2 days, 6:58:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 3.6651, loss: 3.6651 +2025-06-24 09:37:34,364 - pyskl - INFO - Epoch [39][3300/3940] lr: 2.109e-02, eta: 2 days, 6:57:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 3.8478, loss: 3.8478 +2025-06-24 09:38:18,762 - pyskl - INFO - Epoch [39][3400/3940] lr: 2.108e-02, eta: 2 days, 6:56:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9556, loss_cls: 3.6842, loss: 3.6842 +2025-06-24 09:39:03,274 - pyskl - INFO - Epoch [39][3500/3940] lr: 2.108e-02, eta: 2 days, 6:55:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9487, loss_cls: 3.7542, loss: 3.7542 +2025-06-24 09:39:47,680 - pyskl - INFO - Epoch [39][3600/3940] lr: 2.107e-02, eta: 2 days, 6:55:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 3.7514, loss: 3.7514 +2025-06-24 09:40:32,137 - pyskl - INFO - Epoch [39][3700/3940] lr: 2.107e-02, eta: 2 days, 6:54:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9494, loss_cls: 3.8563, loss: 3.8563 +2025-06-24 09:41:16,634 - pyskl - INFO - Epoch [39][3800/3940] lr: 2.106e-02, eta: 2 days, 6:53:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9575, loss_cls: 3.6644, loss: 3.6644 +2025-06-24 09:42:01,014 - pyskl - INFO - Epoch [39][3900/3940] lr: 2.106e-02, eta: 2 days, 6:52:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9581, loss_cls: 3.6310, loss: 3.6310 +2025-06-24 09:42:19,147 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-06-24 09:45:43,402 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 09:45:43,875 - pyskl - INFO - +top1_acc 0.7021 +top5_acc 0.9374 +2025-06-24 09:45:43,894 - pyskl - INFO - Epoch(val) [39][3183] top1_acc: 0.7021, top5_acc: 0.9374 +2025-06-24 09:46:54,054 - pyskl - INFO - Epoch [40][100/3940] lr: 2.105e-02, eta: 2 days, 6:51:55, time: 0.702, data_time: 0.257, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 3.6016, loss: 3.6016 +2025-06-24 09:47:38,466 - pyskl - INFO - Epoch [40][200/3940] lr: 2.105e-02, eta: 2 days, 6:51:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9637, loss_cls: 3.6054, loss: 3.6054 +2025-06-24 09:48:22,832 - pyskl - INFO - Epoch [40][300/3940] lr: 2.104e-02, eta: 2 days, 6:50:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 3.7418, loss: 3.7418 +2025-06-24 09:49:07,327 - pyskl - INFO - Epoch [40][400/3940] lr: 2.104e-02, eta: 2 days, 6:49:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9556, loss_cls: 3.6495, loss: 3.6495 +2025-06-24 09:49:51,631 - pyskl - INFO - Epoch [40][500/3940] lr: 2.103e-02, eta: 2 days, 6:48:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 3.7436, loss: 3.7436 +2025-06-24 09:50:35,929 - pyskl - INFO - Epoch [40][600/3940] lr: 2.103e-02, eta: 2 days, 6:47:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9544, loss_cls: 3.6562, loss: 3.6562 +2025-06-24 09:51:20,423 - pyskl - INFO - Epoch [40][700/3940] lr: 2.102e-02, eta: 2 days, 6:47:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 3.6245, loss: 3.6245 +2025-06-24 09:52:04,687 - pyskl - INFO - Epoch [40][800/3940] lr: 2.102e-02, eta: 2 days, 6:46:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 3.7667, loss: 3.7667 +2025-06-24 09:52:48,919 - pyskl - INFO - Epoch [40][900/3940] lr: 2.101e-02, eta: 2 days, 6:45:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9563, loss_cls: 3.7677, loss: 3.7677 +2025-06-24 09:53:33,373 - pyskl - INFO - Epoch [40][1000/3940] lr: 2.101e-02, eta: 2 days, 6:44:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9619, loss_cls: 3.6239, loss: 3.6239 +2025-06-24 09:54:17,780 - pyskl - INFO - Epoch [40][1100/3940] lr: 2.100e-02, eta: 2 days, 6:44:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 3.5709, loss: 3.5709 +2025-06-24 09:55:02,151 - pyskl - INFO - Epoch [40][1200/3940] lr: 2.100e-02, eta: 2 days, 6:43:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 3.7904, loss: 3.7904 +2025-06-24 09:55:46,457 - pyskl - INFO - Epoch [40][1300/3940] lr: 2.099e-02, eta: 2 days, 6:42:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9619, loss_cls: 3.7088, loss: 3.7088 +2025-06-24 09:56:30,744 - pyskl - INFO - Epoch [40][1400/3940] lr: 2.099e-02, eta: 2 days, 6:41:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9631, loss_cls: 3.6289, loss: 3.6289 +2025-06-24 09:57:15,113 - pyskl - INFO - Epoch [40][1500/3940] lr: 2.098e-02, eta: 2 days, 6:40:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 3.6571, loss: 3.6571 +2025-06-24 09:57:59,542 - pyskl - INFO - Epoch [40][1600/3940] lr: 2.098e-02, eta: 2 days, 6:40:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 3.6285, loss: 3.6285 +2025-06-24 09:58:43,888 - pyskl - INFO - Epoch [40][1700/3940] lr: 2.097e-02, eta: 2 days, 6:39:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9594, loss_cls: 3.6226, loss: 3.6226 +2025-06-24 09:59:28,255 - pyskl - INFO - Epoch [40][1800/3940] lr: 2.097e-02, eta: 2 days, 6:38:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 3.7405, loss: 3.7405 +2025-06-24 10:00:12,562 - pyskl - INFO - Epoch [40][1900/3940] lr: 2.096e-02, eta: 2 days, 6:37:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9569, loss_cls: 3.7309, loss: 3.7309 +2025-06-24 10:00:56,843 - pyskl - INFO - Epoch [40][2000/3940] lr: 2.096e-02, eta: 2 days, 6:36:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9500, loss_cls: 3.7614, loss: 3.7614 +2025-06-24 10:01:41,123 - pyskl - INFO - Epoch [40][2100/3940] lr: 2.095e-02, eta: 2 days, 6:36:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9544, loss_cls: 3.7732, loss: 3.7732 +2025-06-24 10:02:25,541 - pyskl - INFO - Epoch [40][2200/3940] lr: 2.095e-02, eta: 2 days, 6:35:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9550, loss_cls: 3.7354, loss: 3.7354 +2025-06-24 10:03:09,780 - pyskl - INFO - Epoch [40][2300/3940] lr: 2.094e-02, eta: 2 days, 6:34:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9569, loss_cls: 3.6581, loss: 3.6581 +2025-06-24 10:03:53,993 - pyskl - INFO - Epoch [40][2400/3940] lr: 2.094e-02, eta: 2 days, 6:33:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 3.7696, loss: 3.7696 +2025-06-24 10:04:38,220 - pyskl - INFO - Epoch [40][2500/3940] lr: 2.094e-02, eta: 2 days, 6:32:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9525, loss_cls: 3.7928, loss: 3.7928 +2025-06-24 10:05:22,462 - pyskl - INFO - Epoch [40][2600/3940] lr: 2.093e-02, eta: 2 days, 6:32:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 3.7813, loss: 3.7813 +2025-06-24 10:06:06,677 - pyskl - INFO - Epoch [40][2700/3940] lr: 2.093e-02, eta: 2 days, 6:31:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9531, loss_cls: 3.7755, loss: 3.7755 +2025-06-24 10:06:50,908 - pyskl - INFO - Epoch [40][2800/3940] lr: 2.092e-02, eta: 2 days, 6:30:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9469, loss_cls: 3.7944, loss: 3.7944 +2025-06-24 10:07:35,152 - pyskl - INFO - Epoch [40][2900/3940] lr: 2.092e-02, eta: 2 days, 6:29:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9581, loss_cls: 3.6583, loss: 3.6583 +2025-06-24 10:08:19,481 - pyskl - INFO - Epoch [40][3000/3940] lr: 2.091e-02, eta: 2 days, 6:28:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9569, loss_cls: 3.7508, loss: 3.7508 +2025-06-24 10:09:03,817 - pyskl - INFO - Epoch [40][3100/3940] lr: 2.091e-02, eta: 2 days, 6:28:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.6383, loss: 3.6383 +2025-06-24 10:09:48,171 - pyskl - INFO - Epoch [40][3200/3940] lr: 2.090e-02, eta: 2 days, 6:27:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9500, loss_cls: 3.7454, loss: 3.7454 +2025-06-24 10:10:32,496 - pyskl - INFO - Epoch [40][3300/3940] lr: 2.090e-02, eta: 2 days, 6:26:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9531, loss_cls: 3.7867, loss: 3.7867 +2025-06-24 10:11:16,722 - pyskl - INFO - Epoch [40][3400/3940] lr: 2.089e-02, eta: 2 days, 6:25:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9519, loss_cls: 3.7126, loss: 3.7126 +2025-06-24 10:12:01,108 - pyskl - INFO - Epoch [40][3500/3940] lr: 2.089e-02, eta: 2 days, 6:25:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9544, loss_cls: 3.8068, loss: 3.8068 +2025-06-24 10:12:45,436 - pyskl - INFO - Epoch [40][3600/3940] lr: 2.088e-02, eta: 2 days, 6:24:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9594, loss_cls: 3.7160, loss: 3.7160 +2025-06-24 10:13:29,666 - pyskl - INFO - Epoch [40][3700/3940] lr: 2.088e-02, eta: 2 days, 6:23:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9556, loss_cls: 3.6391, loss: 3.6391 +2025-06-24 10:14:13,857 - pyskl - INFO - Epoch [40][3800/3940] lr: 2.087e-02, eta: 2 days, 6:22:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 3.6704, loss: 3.6704 +2025-06-24 10:14:58,110 - pyskl - INFO - Epoch [40][3900/3940] lr: 2.087e-02, eta: 2 days, 6:21:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 3.6588, loss: 3.6588 +2025-06-24 10:15:16,120 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-06-24 10:33:12,963 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 10:33:13,431 - pyskl - INFO - +top1_acc 0.7380 +top5_acc 0.9508 +2025-06-24 10:33:13,451 - pyskl - INFO - Epoch(val) [40][3183] top1_acc: 0.7380, top5_acc: 0.9508 +2025-06-24 10:34:23,040 - pyskl - INFO - Epoch [41][100/3940] lr: 2.086e-02, eta: 2 days, 6:21:04, time: 0.696, data_time: 0.254, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 3.7260, loss: 3.7260 +2025-06-24 10:35:07,281 - pyskl - INFO - Epoch [41][200/3940] lr: 2.085e-02, eta: 2 days, 6:20:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 3.6813, loss: 3.6813 +2025-06-24 10:35:51,619 - pyskl - INFO - Epoch [41][300/3940] lr: 2.085e-02, eta: 2 days, 6:19:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 3.7560, loss: 3.7560 +2025-06-24 10:36:35,998 - pyskl - INFO - Epoch [41][400/3940] lr: 2.084e-02, eta: 2 days, 6:18:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 3.7411, loss: 3.7411 +2025-06-24 10:37:20,314 - pyskl - INFO - Epoch [41][500/3940] lr: 2.084e-02, eta: 2 days, 6:17:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9587, loss_cls: 3.5276, loss: 3.5276 +2025-06-24 10:38:04,572 - pyskl - INFO - Epoch [41][600/3940] lr: 2.083e-02, eta: 2 days, 6:17:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 3.6707, loss: 3.6707 +2025-06-24 10:38:49,115 - pyskl - INFO - Epoch [41][700/3940] lr: 2.083e-02, eta: 2 days, 6:16:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9575, loss_cls: 3.8382, loss: 3.8382 +2025-06-24 10:39:33,503 - pyskl - INFO - Epoch [41][800/3940] lr: 2.082e-02, eta: 2 days, 6:15:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 3.6854, loss: 3.6854 +2025-06-24 10:40:17,933 - pyskl - INFO - Epoch [41][900/3940] lr: 2.082e-02, eta: 2 days, 6:14:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9531, loss_cls: 3.7478, loss: 3.7478 +2025-06-24 10:41:02,333 - pyskl - INFO - Epoch [41][1000/3940] lr: 2.081e-02, eta: 2 days, 6:13:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9619, loss_cls: 3.6104, loss: 3.6104 +2025-06-24 10:41:46,803 - pyskl - INFO - Epoch [41][1100/3940] lr: 2.081e-02, eta: 2 days, 6:13:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 3.7732, loss: 3.7732 +2025-06-24 10:42:31,166 - pyskl - INFO - Epoch [41][1200/3940] lr: 2.080e-02, eta: 2 days, 6:12:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9569, loss_cls: 3.7537, loss: 3.7537 +2025-06-24 10:43:15,572 - pyskl - INFO - Epoch [41][1300/3940] lr: 2.080e-02, eta: 2 days, 6:11:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9594, loss_cls: 3.6126, loss: 3.6126 +2025-06-24 10:44:00,163 - pyskl - INFO - Epoch [41][1400/3940] lr: 2.079e-02, eta: 2 days, 6:10:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9606, loss_cls: 3.5920, loss: 3.5920 +2025-06-24 10:44:44,363 - pyskl - INFO - Epoch [41][1500/3940] lr: 2.079e-02, eta: 2 days, 6:10:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 3.6278, loss: 3.6278 +2025-06-24 10:45:28,566 - pyskl - INFO - Epoch [41][1600/3940] lr: 2.078e-02, eta: 2 days, 6:09:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9463, loss_cls: 3.8682, loss: 3.8682 +2025-06-24 10:46:12,778 - pyskl - INFO - Epoch [41][1700/3940] lr: 2.078e-02, eta: 2 days, 6:08:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9537, loss_cls: 3.5939, loss: 3.5939 +2025-06-24 10:46:56,910 - pyskl - INFO - Epoch [41][1800/3940] lr: 2.077e-02, eta: 2 days, 6:07:38, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9556, loss_cls: 3.6830, loss: 3.6830 +2025-06-24 10:47:41,264 - pyskl - INFO - Epoch [41][1900/3940] lr: 2.077e-02, eta: 2 days, 6:06:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9563, loss_cls: 3.6794, loss: 3.6794 +2025-06-24 10:48:25,717 - pyskl - INFO - Epoch [41][2000/3940] lr: 2.076e-02, eta: 2 days, 6:06:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9644, loss_cls: 3.5655, loss: 3.5655 +2025-06-24 10:49:09,792 - pyskl - INFO - Epoch [41][2100/3940] lr: 2.076e-02, eta: 2 days, 6:05:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9513, loss_cls: 3.7217, loss: 3.7217 +2025-06-24 10:49:54,265 - pyskl - INFO - Epoch [41][2200/3940] lr: 2.075e-02, eta: 2 days, 6:04:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9506, loss_cls: 3.7178, loss: 3.7178 +2025-06-24 10:50:38,785 - pyskl - INFO - Epoch [41][2300/3940] lr: 2.075e-02, eta: 2 days, 6:03:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9594, loss_cls: 3.6726, loss: 3.6726 +2025-06-24 10:51:22,938 - pyskl - INFO - Epoch [41][2400/3940] lr: 2.074e-02, eta: 2 days, 6:02:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 3.6270, loss: 3.6270 +2025-06-24 10:52:07,206 - pyskl - INFO - Epoch [41][2500/3940] lr: 2.074e-02, eta: 2 days, 6:02:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 3.6157, loss: 3.6157 +2025-06-24 10:52:51,485 - pyskl - INFO - Epoch [41][2600/3940] lr: 2.074e-02, eta: 2 days, 6:01:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9494, loss_cls: 3.7413, loss: 3.7413 +2025-06-24 10:53:35,671 - pyskl - INFO - Epoch [41][2700/3940] lr: 2.073e-02, eta: 2 days, 6:00:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 3.6475, loss: 3.6475 +2025-06-24 10:54:19,910 - pyskl - INFO - Epoch [41][2800/3940] lr: 2.072e-02, eta: 2 days, 5:59:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 3.6734, loss: 3.6734 +2025-06-24 10:55:04,095 - pyskl - INFO - Epoch [41][2900/3940] lr: 2.072e-02, eta: 2 days, 5:58:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 3.5868, loss: 3.5868 +2025-06-24 10:55:48,380 - pyskl - INFO - Epoch [41][3000/3940] lr: 2.071e-02, eta: 2 days, 5:58:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9606, loss_cls: 3.7772, loss: 3.7772 +2025-06-24 10:56:32,808 - pyskl - INFO - Epoch [41][3100/3940] lr: 2.071e-02, eta: 2 days, 5:57:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9513, loss_cls: 3.7849, loss: 3.7849 +2025-06-24 10:57:17,235 - pyskl - INFO - Epoch [41][3200/3940] lr: 2.070e-02, eta: 2 days, 5:56:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9587, loss_cls: 3.6318, loss: 3.6318 +2025-06-24 10:58:01,726 - pyskl - INFO - Epoch [41][3300/3940] lr: 2.070e-02, eta: 2 days, 5:55:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9556, loss_cls: 3.6530, loss: 3.6530 +2025-06-24 10:58:46,170 - pyskl - INFO - Epoch [41][3400/3940] lr: 2.069e-02, eta: 2 days, 5:55:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9475, loss_cls: 3.7491, loss: 3.7491 +2025-06-24 10:59:30,719 - pyskl - INFO - Epoch [41][3500/3940] lr: 2.069e-02, eta: 2 days, 5:54:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9487, loss_cls: 3.8338, loss: 3.8338 +2025-06-24 11:00:15,180 - pyskl - INFO - Epoch [41][3600/3940] lr: 2.068e-02, eta: 2 days, 5:53:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9581, loss_cls: 3.7357, loss: 3.7357 +2025-06-24 11:00:59,766 - pyskl - INFO - Epoch [41][3700/3940] lr: 2.068e-02, eta: 2 days, 5:52:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9581, loss_cls: 3.6580, loss: 3.6580 +2025-06-24 11:01:44,159 - pyskl - INFO - Epoch [41][3800/3940] lr: 2.067e-02, eta: 2 days, 5:51:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9613, loss_cls: 3.6856, loss: 3.6856 +2025-06-24 11:02:28,522 - pyskl - INFO - Epoch [41][3900/3940] lr: 2.067e-02, eta: 2 days, 5:51:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9550, loss_cls: 3.6979, loss: 3.6979 +2025-06-24 11:02:46,600 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-06-24 11:06:10,988 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 11:06:11,453 - pyskl - INFO - +top1_acc 0.6790 +top5_acc 0.9174 +2025-06-24 11:06:11,471 - pyskl - INFO - Epoch(val) [41][3183] top1_acc: 0.6790, top5_acc: 0.9174 +2025-06-24 11:07:21,018 - pyskl - INFO - Epoch [42][100/3940] lr: 2.066e-02, eta: 2 days, 5:50:20, time: 0.695, data_time: 0.253, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9575, loss_cls: 3.6080, loss: 3.6080 +2025-06-24 11:08:05,398 - pyskl - INFO - Epoch [42][200/3940] lr: 2.066e-02, eta: 2 days, 5:49:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9569, loss_cls: 3.6210, loss: 3.6210 +2025-06-24 11:08:49,948 - pyskl - INFO - Epoch [42][300/3940] lr: 2.065e-02, eta: 2 days, 5:48:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9581, loss_cls: 3.6590, loss: 3.6590 +2025-06-24 11:09:34,307 - pyskl - INFO - Epoch [42][400/3940] lr: 2.065e-02, eta: 2 days, 5:47:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 3.5762, loss: 3.5762 +2025-06-24 11:10:18,810 - pyskl - INFO - Epoch [42][500/3940] lr: 2.064e-02, eta: 2 days, 5:47:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9537, loss_cls: 3.6480, loss: 3.6480 +2025-06-24 11:11:03,307 - pyskl - INFO - Epoch [42][600/3940] lr: 2.064e-02, eta: 2 days, 5:46:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9537, loss_cls: 3.7624, loss: 3.7624 +2025-06-24 11:11:47,810 - pyskl - INFO - Epoch [42][700/3940] lr: 2.063e-02, eta: 2 days, 5:45:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9594, loss_cls: 3.6529, loss: 3.6529 +2025-06-24 11:12:32,114 - pyskl - INFO - Epoch [42][800/3940] lr: 2.063e-02, eta: 2 days, 5:44:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9569, loss_cls: 3.6981, loss: 3.6981 +2025-06-24 11:13:16,444 - pyskl - INFO - Epoch [42][900/3940] lr: 2.062e-02, eta: 2 days, 5:44:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9506, loss_cls: 3.6872, loss: 3.6872 +2025-06-24 11:14:00,812 - pyskl - INFO - Epoch [42][1000/3940] lr: 2.062e-02, eta: 2 days, 5:43:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9613, loss_cls: 3.6718, loss: 3.6718 +2025-06-24 11:14:45,151 - pyskl - INFO - Epoch [42][1100/3940] lr: 2.061e-02, eta: 2 days, 5:42:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9544, loss_cls: 3.6468, loss: 3.6468 +2025-06-24 11:15:29,456 - pyskl - INFO - Epoch [42][1200/3940] lr: 2.061e-02, eta: 2 days, 5:41:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9513, loss_cls: 3.7406, loss: 3.7406 +2025-06-24 11:16:13,788 - pyskl - INFO - Epoch [42][1300/3940] lr: 2.060e-02, eta: 2 days, 5:40:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9519, loss_cls: 3.7380, loss: 3.7380 +2025-06-24 11:16:58,068 - pyskl - INFO - Epoch [42][1400/3940] lr: 2.060e-02, eta: 2 days, 5:40:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9581, loss_cls: 3.5507, loss: 3.5507 +2025-06-24 11:17:42,433 - pyskl - INFO - Epoch [42][1500/3940] lr: 2.059e-02, eta: 2 days, 5:39:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.6327, loss: 3.6327 +2025-06-24 11:18:26,797 - pyskl - INFO - Epoch [42][1600/3940] lr: 2.059e-02, eta: 2 days, 5:38:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9531, loss_cls: 3.7044, loss: 3.7044 +2025-06-24 11:19:11,163 - pyskl - INFO - Epoch [42][1700/3940] lr: 2.058e-02, eta: 2 days, 5:37:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 3.6679, loss: 3.6679 +2025-06-24 11:19:55,465 - pyskl - INFO - Epoch [42][1800/3940] lr: 2.058e-02, eta: 2 days, 5:36:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.6219, loss: 3.6219 +2025-06-24 11:20:39,757 - pyskl - INFO - Epoch [42][1900/3940] lr: 2.057e-02, eta: 2 days, 5:36:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9594, loss_cls: 3.7007, loss: 3.7007 +2025-06-24 11:21:24,106 - pyskl - INFO - Epoch [42][2000/3940] lr: 2.057e-02, eta: 2 days, 5:35:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 3.6130, loss: 3.6130 +2025-06-24 11:22:08,382 - pyskl - INFO - Epoch [42][2100/3940] lr: 2.056e-02, eta: 2 days, 5:34:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9556, loss_cls: 3.7351, loss: 3.7351 +2025-06-24 11:22:52,700 - pyskl - INFO - Epoch [42][2200/3940] lr: 2.056e-02, eta: 2 days, 5:33:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9531, loss_cls: 3.7990, loss: 3.7990 +2025-06-24 11:23:37,170 - pyskl - INFO - Epoch [42][2300/3940] lr: 2.055e-02, eta: 2 days, 5:33:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 3.7903, loss: 3.7903 +2025-06-24 11:24:21,401 - pyskl - INFO - Epoch [42][2400/3940] lr: 2.055e-02, eta: 2 days, 5:32:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9606, loss_cls: 3.6632, loss: 3.6632 +2025-06-24 11:25:05,761 - pyskl - INFO - Epoch [42][2500/3940] lr: 2.054e-02, eta: 2 days, 5:31:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9556, loss_cls: 3.6935, loss: 3.6935 +2025-06-24 11:25:50,053 - pyskl - INFO - Epoch [42][2600/3940] lr: 2.054e-02, eta: 2 days, 5:30:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 3.6082, loss: 3.6082 +2025-06-24 11:26:34,316 - pyskl - INFO - Epoch [42][2700/3940] lr: 2.053e-02, eta: 2 days, 5:29:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 3.6815, loss: 3.6815 +2025-06-24 11:27:18,519 - pyskl - INFO - Epoch [42][2800/3940] lr: 2.053e-02, eta: 2 days, 5:29:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9525, loss_cls: 3.7734, loss: 3.7734 +2025-06-24 11:28:02,672 - pyskl - INFO - Epoch [42][2900/3940] lr: 2.052e-02, eta: 2 days, 5:28:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9531, loss_cls: 3.7353, loss: 3.7353 +2025-06-24 11:28:46,927 - pyskl - INFO - Epoch [42][3000/3940] lr: 2.052e-02, eta: 2 days, 5:27:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 3.6554, loss: 3.6554 +2025-06-24 11:29:31,199 - pyskl - INFO - Epoch [42][3100/3940] lr: 2.051e-02, eta: 2 days, 5:26:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9519, loss_cls: 3.7283, loss: 3.7283 +2025-06-24 11:30:15,447 - pyskl - INFO - Epoch [42][3200/3940] lr: 2.051e-02, eta: 2 days, 5:25:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9600, loss_cls: 3.6173, loss: 3.6173 +2025-06-24 11:30:59,690 - pyskl - INFO - Epoch [42][3300/3940] lr: 2.050e-02, eta: 2 days, 5:25:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9525, loss_cls: 3.7330, loss: 3.7330 +2025-06-24 11:31:43,953 - pyskl - INFO - Epoch [42][3400/3940] lr: 2.050e-02, eta: 2 days, 5:24:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 3.7035, loss: 3.7035 +2025-06-24 11:32:28,312 - pyskl - INFO - Epoch [42][3500/3940] lr: 2.049e-02, eta: 2 days, 5:23:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9625, loss_cls: 3.5841, loss: 3.5841 +2025-06-24 11:33:12,717 - pyskl - INFO - Epoch [42][3600/3940] lr: 2.049e-02, eta: 2 days, 5:22:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 3.7614, loss: 3.7614 +2025-06-24 11:33:57,184 - pyskl - INFO - Epoch [42][3700/3940] lr: 2.048e-02, eta: 2 days, 5:22:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 3.6426, loss: 3.6426 +2025-06-24 11:34:41,660 - pyskl - INFO - Epoch [42][3800/3940] lr: 2.048e-02, eta: 2 days, 5:21:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 3.7599, loss: 3.7599 +2025-06-24 11:35:26,147 - pyskl - INFO - Epoch [42][3900/3940] lr: 2.047e-02, eta: 2 days, 5:20:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 3.6318, loss: 3.6318 +2025-06-24 11:35:44,254 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-06-24 11:39:08,747 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 11:39:09,219 - pyskl - INFO - +top1_acc 0.7314 +top5_acc 0.9429 +2025-06-24 11:39:09,239 - pyskl - INFO - Epoch(val) [42][3183] top1_acc: 0.7314, top5_acc: 0.9429 +2025-06-24 11:40:17,949 - pyskl - INFO - Epoch [43][100/3940] lr: 2.046e-02, eta: 2 days, 5:19:38, time: 0.687, data_time: 0.244, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9587, loss_cls: 3.5707, loss: 3.5707 +2025-06-24 11:41:02,246 - pyskl - INFO - Epoch [43][200/3940] lr: 2.046e-02, eta: 2 days, 5:18:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9606, loss_cls: 3.5787, loss: 3.5787 +2025-06-24 11:41:46,727 - pyskl - INFO - Epoch [43][300/3940] lr: 2.045e-02, eta: 2 days, 5:18:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9587, loss_cls: 3.7131, loss: 3.7131 +2025-06-24 11:42:30,988 - pyskl - INFO - Epoch [43][400/3940] lr: 2.045e-02, eta: 2 days, 5:17:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 3.7418, loss: 3.7418 +2025-06-24 11:43:15,206 - pyskl - INFO - Epoch [43][500/3940] lr: 2.044e-02, eta: 2 days, 5:16:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9637, loss_cls: 3.5410, loss: 3.5410 +2025-06-24 11:43:59,565 - pyskl - INFO - Epoch [43][600/3940] lr: 2.044e-02, eta: 2 days, 5:15:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 3.5046, loss: 3.5046 +2025-06-24 11:44:43,790 - pyskl - INFO - Epoch [43][700/3940] lr: 2.043e-02, eta: 2 days, 5:14:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 3.7405, loss: 3.7405 +2025-06-24 11:45:28,036 - pyskl - INFO - Epoch [43][800/3940] lr: 2.043e-02, eta: 2 days, 5:14:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 3.6674, loss: 3.6674 +2025-06-24 11:46:12,342 - pyskl - INFO - Epoch [43][900/3940] lr: 2.042e-02, eta: 2 days, 5:13:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9606, loss_cls: 3.5401, loss: 3.5401 +2025-06-24 11:46:56,641 - pyskl - INFO - Epoch [43][1000/3940] lr: 2.042e-02, eta: 2 days, 5:12:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9519, loss_cls: 3.7154, loss: 3.7154 +2025-06-24 11:47:41,196 - pyskl - INFO - Epoch [43][1100/3940] lr: 2.041e-02, eta: 2 days, 5:11:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 3.7248, loss: 3.7248 +2025-06-24 11:48:25,873 - pyskl - INFO - Epoch [43][1200/3940] lr: 2.041e-02, eta: 2 days, 5:11:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9663, loss_cls: 3.5563, loss: 3.5563 +2025-06-24 11:49:10,284 - pyskl - INFO - Epoch [43][1300/3940] lr: 2.040e-02, eta: 2 days, 5:10:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9506, loss_cls: 3.7703, loss: 3.7703 +2025-06-24 11:49:54,598 - pyskl - INFO - Epoch [43][1400/3940] lr: 2.040e-02, eta: 2 days, 5:09:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9506, loss_cls: 3.6995, loss: 3.6995 +2025-06-24 11:50:38,906 - pyskl - INFO - Epoch [43][1500/3940] lr: 2.039e-02, eta: 2 days, 5:08:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9525, loss_cls: 3.6830, loss: 3.6830 +2025-06-24 11:51:23,158 - pyskl - INFO - Epoch [43][1600/3940] lr: 2.039e-02, eta: 2 days, 5:07:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9525, loss_cls: 3.6239, loss: 3.6239 +2025-06-24 11:52:07,355 - pyskl - INFO - Epoch [43][1700/3940] lr: 2.038e-02, eta: 2 days, 5:07:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9619, loss_cls: 3.5501, loss: 3.5501 +2025-06-24 11:52:51,491 - pyskl - INFO - Epoch [43][1800/3940] lr: 2.038e-02, eta: 2 days, 5:06:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9531, loss_cls: 3.7528, loss: 3.7528 +2025-06-24 11:53:35,792 - pyskl - INFO - Epoch [43][1900/3940] lr: 2.037e-02, eta: 2 days, 5:05:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 3.6502, loss: 3.6502 +2025-06-24 11:54:20,134 - pyskl - INFO - Epoch [43][2000/3940] lr: 2.037e-02, eta: 2 days, 5:04:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9594, loss_cls: 3.6638, loss: 3.6638 +2025-06-24 11:55:04,550 - pyskl - INFO - Epoch [43][2100/3940] lr: 2.036e-02, eta: 2 days, 5:03:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 3.6088, loss: 3.6088 +2025-06-24 11:55:48,913 - pyskl - INFO - Epoch [43][2200/3940] lr: 2.035e-02, eta: 2 days, 5:03:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9694, loss_cls: 3.6509, loss: 3.6509 +2025-06-24 11:56:33,218 - pyskl - INFO - Epoch [43][2300/3940] lr: 2.035e-02, eta: 2 days, 5:02:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9606, loss_cls: 3.6133, loss: 3.6133 +2025-06-24 11:57:17,558 - pyskl - INFO - Epoch [43][2400/3940] lr: 2.034e-02, eta: 2 days, 5:01:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9594, loss_cls: 3.5401, loss: 3.5401 +2025-06-24 11:58:01,993 - pyskl - INFO - Epoch [43][2500/3940] lr: 2.034e-02, eta: 2 days, 5:00:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9556, loss_cls: 3.8074, loss: 3.8074 +2025-06-24 11:58:46,334 - pyskl - INFO - Epoch [43][2600/3940] lr: 2.033e-02, eta: 2 days, 5:00:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9513, loss_cls: 3.6324, loss: 3.6324 +2025-06-24 11:59:30,710 - pyskl - INFO - Epoch [43][2700/3940] lr: 2.033e-02, eta: 2 days, 4:59:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 3.6872, loss: 3.6872 +2025-06-24 12:00:15,027 - pyskl - INFO - Epoch [43][2800/3940] lr: 2.032e-02, eta: 2 days, 4:58:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 3.6898, loss: 3.6898 +2025-06-24 12:00:59,209 - pyskl - INFO - Epoch [43][2900/3940] lr: 2.032e-02, eta: 2 days, 4:57:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9606, loss_cls: 3.7393, loss: 3.7393 +2025-06-24 12:01:43,479 - pyskl - INFO - Epoch [43][3000/3940] lr: 2.031e-02, eta: 2 days, 4:56:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9556, loss_cls: 3.6690, loss: 3.6690 +2025-06-24 12:02:27,793 - pyskl - INFO - Epoch [43][3100/3940] lr: 2.031e-02, eta: 2 days, 4:56:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9587, loss_cls: 3.5541, loss: 3.5541 +2025-06-24 12:03:12,151 - pyskl - INFO - Epoch [43][3200/3940] lr: 2.030e-02, eta: 2 days, 4:55:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9494, loss_cls: 3.8463, loss: 3.8463 +2025-06-24 12:03:56,609 - pyskl - INFO - Epoch [43][3300/3940] lr: 2.030e-02, eta: 2 days, 4:54:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 3.6787, loss: 3.6787 +2025-06-24 12:04:41,038 - pyskl - INFO - Epoch [43][3400/3940] lr: 2.029e-02, eta: 2 days, 4:53:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9563, loss_cls: 3.7803, loss: 3.7803 +2025-06-24 12:05:25,457 - pyskl - INFO - Epoch [43][3500/3940] lr: 2.029e-02, eta: 2 days, 4:52:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9519, loss_cls: 3.6664, loss: 3.6664 +2025-06-24 12:06:09,847 - pyskl - INFO - Epoch [43][3600/3940] lr: 2.028e-02, eta: 2 days, 4:52:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 3.6391, loss: 3.6391 +2025-06-24 12:06:54,325 - pyskl - INFO - Epoch [43][3700/3940] lr: 2.028e-02, eta: 2 days, 4:51:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9544, loss_cls: 3.6318, loss: 3.6318 +2025-06-24 12:07:38,762 - pyskl - INFO - Epoch [43][3800/3940] lr: 2.027e-02, eta: 2 days, 4:50:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 3.5849, loss: 3.5849 +2025-06-24 12:08:23,123 - pyskl - INFO - Epoch [43][3900/3940] lr: 2.027e-02, eta: 2 days, 4:49:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9556, loss_cls: 3.6109, loss: 3.6109 +2025-06-24 12:08:41,242 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-06-24 12:12:04,104 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 12:12:04,572 - pyskl - INFO - +top1_acc 0.7293 +top5_acc 0.9490 +2025-06-24 12:12:04,592 - pyskl - INFO - Epoch(val) [43][3183] top1_acc: 0.7293, top5_acc: 0.9490 +2025-06-24 12:13:13,738 - pyskl - INFO - Epoch [44][100/3940] lr: 2.026e-02, eta: 2 days, 4:49:01, time: 0.691, data_time: 0.250, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9606, loss_cls: 3.6176, loss: 3.6176 +2025-06-24 12:13:57,944 - pyskl - INFO - Epoch [44][200/3940] lr: 2.025e-02, eta: 2 days, 4:48:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9594, loss_cls: 3.5937, loss: 3.5937 +2025-06-24 12:14:42,152 - pyskl - INFO - Epoch [44][300/3940] lr: 2.025e-02, eta: 2 days, 4:47:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 3.5372, loss: 3.5372 +2025-06-24 12:15:26,507 - pyskl - INFO - Epoch [44][400/3940] lr: 2.024e-02, eta: 2 days, 4:46:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9556, loss_cls: 3.6699, loss: 3.6699 +2025-06-24 12:16:10,779 - pyskl - INFO - Epoch [44][500/3940] lr: 2.024e-02, eta: 2 days, 4:45:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.5182, loss: 3.5182 +2025-06-24 12:16:54,900 - pyskl - INFO - Epoch [44][600/3940] lr: 2.023e-02, eta: 2 days, 4:45:05, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 3.6141, loss: 3.6141 +2025-06-24 12:17:39,078 - pyskl - INFO - Epoch [44][700/3940] lr: 2.023e-02, eta: 2 days, 4:44:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 3.5481, loss: 3.5481 +2025-06-24 12:18:23,335 - pyskl - INFO - Epoch [44][800/3940] lr: 2.022e-02, eta: 2 days, 4:43:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9644, loss_cls: 3.5565, loss: 3.5565 +2025-06-24 12:19:07,384 - pyskl - INFO - Epoch [44][900/3940] lr: 2.022e-02, eta: 2 days, 4:42:42, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9556, loss_cls: 3.7068, loss: 3.7068 +2025-06-24 12:19:51,472 - pyskl - INFO - Epoch [44][1000/3940] lr: 2.021e-02, eta: 2 days, 4:41:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9569, loss_cls: 3.7390, loss: 3.7390 +2025-06-24 12:20:35,688 - pyskl - INFO - Epoch [44][1100/3940] lr: 2.021e-02, eta: 2 days, 4:41:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 3.5758, loss: 3.5758 +2025-06-24 12:21:20,037 - pyskl - INFO - Epoch [44][1200/3940] lr: 2.020e-02, eta: 2 days, 4:40:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9606, loss_cls: 3.5708, loss: 3.5708 +2025-06-24 12:22:04,424 - pyskl - INFO - Epoch [44][1300/3940] lr: 2.020e-02, eta: 2 days, 4:39:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9669, loss_cls: 3.6222, loss: 3.6222 +2025-06-24 12:22:48,816 - pyskl - INFO - Epoch [44][1400/3940] lr: 2.019e-02, eta: 2 days, 4:38:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9600, loss_cls: 3.5588, loss: 3.5588 +2025-06-24 12:23:33,119 - pyskl - INFO - Epoch [44][1500/3940] lr: 2.019e-02, eta: 2 days, 4:37:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9631, loss_cls: 3.6636, loss: 3.6636 +2025-06-24 12:24:17,445 - pyskl - INFO - Epoch [44][1600/3940] lr: 2.018e-02, eta: 2 days, 4:37:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9550, loss_cls: 3.6275, loss: 3.6275 +2025-06-24 12:25:01,706 - pyskl - INFO - Epoch [44][1700/3940] lr: 2.018e-02, eta: 2 days, 4:36:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 3.6531, loss: 3.6531 +2025-06-24 12:25:46,031 - pyskl - INFO - Epoch [44][1800/3940] lr: 2.017e-02, eta: 2 days, 4:35:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9587, loss_cls: 3.5478, loss: 3.5478 +2025-06-24 12:26:30,291 - pyskl - INFO - Epoch [44][1900/3940] lr: 2.017e-02, eta: 2 days, 4:34:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9531, loss_cls: 3.7394, loss: 3.7394 +2025-06-24 12:27:14,530 - pyskl - INFO - Epoch [44][2000/3940] lr: 2.016e-02, eta: 2 days, 4:34:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9550, loss_cls: 3.7384, loss: 3.7384 +2025-06-24 12:27:58,770 - pyskl - INFO - Epoch [44][2100/3940] lr: 2.015e-02, eta: 2 days, 4:33:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 3.6016, loss: 3.6016 +2025-06-24 12:28:43,036 - pyskl - INFO - Epoch [44][2200/3940] lr: 2.015e-02, eta: 2 days, 4:32:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 3.7017, loss: 3.7017 +2025-06-24 12:29:27,315 - pyskl - INFO - Epoch [44][2300/3940] lr: 2.014e-02, eta: 2 days, 4:31:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9613, loss_cls: 3.7294, loss: 3.7294 +2025-06-24 12:30:11,581 - pyskl - INFO - Epoch [44][2400/3940] lr: 2.014e-02, eta: 2 days, 4:30:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9525, loss_cls: 3.7848, loss: 3.7848 +2025-06-24 12:30:55,853 - pyskl - INFO - Epoch [44][2500/3940] lr: 2.013e-02, eta: 2 days, 4:30:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9537, loss_cls: 3.7433, loss: 3.7433 +2025-06-24 12:31:40,137 - pyskl - INFO - Epoch [44][2600/3940] lr: 2.013e-02, eta: 2 days, 4:29:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 3.7254, loss: 3.7254 +2025-06-24 12:32:24,539 - pyskl - INFO - Epoch [44][2700/3940] lr: 2.012e-02, eta: 2 days, 4:28:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9631, loss_cls: 3.5161, loss: 3.5161 +2025-06-24 12:33:09,215 - pyskl - INFO - Epoch [44][2800/3940] lr: 2.012e-02, eta: 2 days, 4:27:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 3.6932, loss: 3.6932 +2025-06-24 12:33:53,617 - pyskl - INFO - Epoch [44][2900/3940] lr: 2.011e-02, eta: 2 days, 4:27:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9550, loss_cls: 3.5938, loss: 3.5938 +2025-06-24 12:34:38,133 - pyskl - INFO - Epoch [44][3000/3940] lr: 2.011e-02, eta: 2 days, 4:26:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9606, loss_cls: 3.7502, loss: 3.7502 +2025-06-24 12:35:22,762 - pyskl - INFO - Epoch [44][3100/3940] lr: 2.010e-02, eta: 2 days, 4:25:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 3.7214, loss: 3.7214 +2025-06-24 12:36:07,328 - pyskl - INFO - Epoch [44][3200/3940] lr: 2.010e-02, eta: 2 days, 4:24:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 3.5861, loss: 3.5861 +2025-06-24 12:36:51,967 - pyskl - INFO - Epoch [44][3300/3940] lr: 2.009e-02, eta: 2 days, 4:23:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9494, loss_cls: 3.6899, loss: 3.6899 +2025-06-24 12:37:36,412 - pyskl - INFO - Epoch [44][3400/3940] lr: 2.009e-02, eta: 2 days, 4:23:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9450, loss_cls: 3.7764, loss: 3.7764 +2025-06-24 12:38:20,732 - pyskl - INFO - Epoch [44][3500/3940] lr: 2.008e-02, eta: 2 days, 4:22:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 3.6316, loss: 3.6316 +2025-06-24 12:39:05,232 - pyskl - INFO - Epoch [44][3600/3940] lr: 2.008e-02, eta: 2 days, 4:21:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 3.6776, loss: 3.6776 +2025-06-24 12:39:49,608 - pyskl - INFO - Epoch [44][3700/3940] lr: 2.007e-02, eta: 2 days, 4:20:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9531, loss_cls: 3.6966, loss: 3.6966 +2025-06-24 12:40:33,936 - pyskl - INFO - Epoch [44][3800/3940] lr: 2.006e-02, eta: 2 days, 4:20:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 3.6184, loss: 3.6184 +2025-06-24 12:41:18,247 - pyskl - INFO - Epoch [44][3900/3940] lr: 2.006e-02, eta: 2 days, 4:19:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9525, loss_cls: 3.6371, loss: 3.6371 +2025-06-24 12:41:36,317 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-06-24 12:44:58,791 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 12:44:59,253 - pyskl - INFO - +top1_acc 0.7561 +top5_acc 0.9496 +2025-06-24 12:44:59,311 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_30.pth was removed +2025-06-24 12:45:00,332 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_44.pth. +2025-06-24 12:45:00,334 - pyskl - INFO - Best top1_acc is 0.7561 at 44 epoch. +2025-06-24 12:45:00,352 - pyskl - INFO - Epoch(val) [44][3183] top1_acc: 0.7561, top5_acc: 0.9496 +2025-06-24 12:46:09,484 - pyskl - INFO - Epoch [45][100/3940] lr: 2.005e-02, eta: 2 days, 4:18:26, time: 0.691, data_time: 0.249, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9600, loss_cls: 3.6055, loss: 3.6055 +2025-06-24 12:46:53,693 - pyskl - INFO - Epoch [45][200/3940] lr: 2.005e-02, eta: 2 days, 4:17:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9594, loss_cls: 3.5391, loss: 3.5391 +2025-06-24 12:47:37,910 - pyskl - INFO - Epoch [45][300/3940] lr: 2.004e-02, eta: 2 days, 4:16:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9613, loss_cls: 3.6064, loss: 3.6064 +2025-06-24 12:48:22,358 - pyskl - INFO - Epoch [45][400/3940] lr: 2.004e-02, eta: 2 days, 4:16:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 3.6359, loss: 3.6359 +2025-06-24 12:49:06,870 - pyskl - INFO - Epoch [45][500/3940] lr: 2.003e-02, eta: 2 days, 4:15:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 3.5478, loss: 3.5478 +2025-06-24 12:49:51,121 - pyskl - INFO - Epoch [45][600/3940] lr: 2.003e-02, eta: 2 days, 4:14:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9556, loss_cls: 3.6216, loss: 3.6216 +2025-06-24 12:50:35,425 - pyskl - INFO - Epoch [45][700/3940] lr: 2.002e-02, eta: 2 days, 4:13:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 3.5104, loss: 3.5104 +2025-06-24 12:51:19,676 - pyskl - INFO - Epoch [45][800/3940] lr: 2.002e-02, eta: 2 days, 4:12:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9569, loss_cls: 3.6787, loss: 3.6787 +2025-06-24 12:52:04,077 - pyskl - INFO - Epoch [45][900/3940] lr: 2.001e-02, eta: 2 days, 4:12:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9525, loss_cls: 3.6469, loss: 3.6469 +2025-06-24 12:52:48,365 - pyskl - INFO - Epoch [45][1000/3940] lr: 2.000e-02, eta: 2 days, 4:11:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9575, loss_cls: 3.6164, loss: 3.6164 +2025-06-24 12:53:32,725 - pyskl - INFO - Epoch [45][1100/3940] lr: 2.000e-02, eta: 2 days, 4:10:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 3.5771, loss: 3.5771 +2025-06-24 12:54:17,137 - pyskl - INFO - Epoch [45][1200/3940] lr: 1.999e-02, eta: 2 days, 4:09:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9513, loss_cls: 3.6487, loss: 3.6487 +2025-06-24 12:55:01,687 - pyskl - INFO - Epoch [45][1300/3940] lr: 1.999e-02, eta: 2 days, 4:09:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 3.6638, loss: 3.6638 +2025-06-24 12:55:46,111 - pyskl - INFO - Epoch [45][1400/3940] lr: 1.998e-02, eta: 2 days, 4:08:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 3.7334, loss: 3.7334 +2025-06-24 12:56:30,485 - pyskl - INFO - Epoch [45][1500/3940] lr: 1.998e-02, eta: 2 days, 4:07:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.6268, loss: 3.6268 +2025-06-24 12:57:14,744 - pyskl - INFO - Epoch [45][1600/3940] lr: 1.997e-02, eta: 2 days, 4:06:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9544, loss_cls: 3.7758, loss: 3.7758 +2025-06-24 12:57:59,104 - pyskl - INFO - Epoch [45][1700/3940] lr: 1.997e-02, eta: 2 days, 4:05:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 3.5385, loss: 3.5385 +2025-06-24 12:58:43,522 - pyskl - INFO - Epoch [45][1800/3940] lr: 1.996e-02, eta: 2 days, 4:05:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9675, loss_cls: 3.5441, loss: 3.5441 +2025-06-24 12:59:27,959 - pyskl - INFO - Epoch [45][1900/3940] lr: 1.996e-02, eta: 2 days, 4:04:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 3.6727, loss: 3.6727 +2025-06-24 13:00:12,217 - pyskl - INFO - Epoch [45][2000/3940] lr: 1.995e-02, eta: 2 days, 4:03:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 3.7429, loss: 3.7429 +2025-06-24 13:00:56,611 - pyskl - INFO - Epoch [45][2100/3940] lr: 1.995e-02, eta: 2 days, 4:02:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 3.6531, loss: 3.6531 +2025-06-24 13:01:41,161 - pyskl - INFO - Epoch [45][2200/3940] lr: 1.994e-02, eta: 2 days, 4:02:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 3.6165, loss: 3.6165 +2025-06-24 13:02:25,565 - pyskl - INFO - Epoch [45][2300/3940] lr: 1.994e-02, eta: 2 days, 4:01:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 3.6631, loss: 3.6631 +2025-06-24 13:03:09,866 - pyskl - INFO - Epoch [45][2400/3940] lr: 1.993e-02, eta: 2 days, 4:00:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9587, loss_cls: 3.6312, loss: 3.6312 +2025-06-24 13:03:54,115 - pyskl - INFO - Epoch [45][2500/3940] lr: 1.992e-02, eta: 2 days, 3:59:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 3.6615, loss: 3.6615 +2025-06-24 13:04:38,354 - pyskl - INFO - Epoch [45][2600/3940] lr: 1.992e-02, eta: 2 days, 3:58:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9587, loss_cls: 3.5861, loss: 3.5861 +2025-06-24 13:05:22,655 - pyskl - INFO - Epoch [45][2700/3940] lr: 1.991e-02, eta: 2 days, 3:58:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 3.6578, loss: 3.6578 +2025-06-24 13:06:07,113 - pyskl - INFO - Epoch [45][2800/3940] lr: 1.991e-02, eta: 2 days, 3:57:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 3.6943, loss: 3.6943 +2025-06-24 13:06:51,747 - pyskl - INFO - Epoch [45][2900/3940] lr: 1.990e-02, eta: 2 days, 3:56:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9594, loss_cls: 3.5440, loss: 3.5440 +2025-06-24 13:07:36,186 - pyskl - INFO - Epoch [45][3000/3940] lr: 1.990e-02, eta: 2 days, 3:55:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9500, loss_cls: 3.8234, loss: 3.8234 +2025-06-24 13:08:20,665 - pyskl - INFO - Epoch [45][3100/3940] lr: 1.989e-02, eta: 2 days, 3:55:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9556, loss_cls: 3.7479, loss: 3.7479 +2025-06-24 13:09:05,068 - pyskl - INFO - Epoch [45][3200/3940] lr: 1.989e-02, eta: 2 days, 3:54:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 3.6498, loss: 3.6498 +2025-06-24 13:09:49,475 - pyskl - INFO - Epoch [45][3300/3940] lr: 1.988e-02, eta: 2 days, 3:53:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9525, loss_cls: 3.7375, loss: 3.7375 +2025-06-24 13:10:33,881 - pyskl - INFO - Epoch [45][3400/3940] lr: 1.988e-02, eta: 2 days, 3:52:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9500, loss_cls: 3.6398, loss: 3.6398 +2025-06-24 13:11:18,310 - pyskl - INFO - Epoch [45][3500/3940] lr: 1.987e-02, eta: 2 days, 3:51:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 3.5279, loss: 3.5279 +2025-06-24 13:12:02,712 - pyskl - INFO - Epoch [45][3600/3940] lr: 1.987e-02, eta: 2 days, 3:51:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 3.6024, loss: 3.6024 +2025-06-24 13:12:47,095 - pyskl - INFO - Epoch [45][3700/3940] lr: 1.986e-02, eta: 2 days, 3:50:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9606, loss_cls: 3.6208, loss: 3.6208 +2025-06-24 13:13:31,498 - pyskl - INFO - Epoch [45][3800/3940] lr: 1.985e-02, eta: 2 days, 3:49:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 3.6025, loss: 3.6025 +2025-06-24 13:14:15,888 - pyskl - INFO - Epoch [45][3900/3940] lr: 1.985e-02, eta: 2 days, 3:48:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9556, loss_cls: 3.6368, loss: 3.6368 +2025-06-24 13:14:33,931 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-06-24 13:33:04,886 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 13:33:05,355 - pyskl - INFO - +top1_acc 0.7018 +top5_acc 0.9302 +2025-06-24 13:33:05,375 - pyskl - INFO - Epoch(val) [45][3183] top1_acc: 0.7018, top5_acc: 0.9302 +2025-06-24 13:34:15,005 - pyskl - INFO - Epoch [46][100/3940] lr: 1.984e-02, eta: 2 days, 3:48:01, time: 0.696, data_time: 0.251, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9600, loss_cls: 3.5029, loss: 3.5029 +2025-06-24 13:34:59,293 - pyskl - INFO - Epoch [46][200/3940] lr: 1.984e-02, eta: 2 days, 3:47:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9619, loss_cls: 3.5914, loss: 3.5914 +2025-06-24 13:35:43,686 - pyskl - INFO - Epoch [46][300/3940] lr: 1.983e-02, eta: 2 days, 3:46:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9606, loss_cls: 3.5931, loss: 3.5931 +2025-06-24 13:36:28,046 - pyskl - INFO - Epoch [46][400/3940] lr: 1.983e-02, eta: 2 days, 3:45:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9594, loss_cls: 3.5315, loss: 3.5315 +2025-06-24 13:37:12,557 - pyskl - INFO - Epoch [46][500/3940] lr: 1.982e-02, eta: 2 days, 3:44:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.5578, loss: 3.5578 +2025-06-24 13:37:56,977 - pyskl - INFO - Epoch [46][600/3940] lr: 1.982e-02, eta: 2 days, 3:44:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9587, loss_cls: 3.5401, loss: 3.5401 +2025-06-24 13:38:41,314 - pyskl - INFO - Epoch [46][700/3940] lr: 1.981e-02, eta: 2 days, 3:43:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9550, loss_cls: 3.6657, loss: 3.6657 +2025-06-24 13:39:25,709 - pyskl - INFO - Epoch [46][800/3940] lr: 1.980e-02, eta: 2 days, 3:42:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 3.5628, loss: 3.5628 +2025-06-24 13:40:10,119 - pyskl - INFO - Epoch [46][900/3940] lr: 1.980e-02, eta: 2 days, 3:41:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9631, loss_cls: 3.4511, loss: 3.4511 +2025-06-24 13:40:54,486 - pyskl - INFO - Epoch [46][1000/3940] lr: 1.979e-02, eta: 2 days, 3:41:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9600, loss_cls: 3.6372, loss: 3.6372 +2025-06-24 13:41:38,918 - pyskl - INFO - Epoch [46][1100/3940] lr: 1.979e-02, eta: 2 days, 3:40:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9563, loss_cls: 3.6081, loss: 3.6081 +2025-06-24 13:42:23,454 - pyskl - INFO - Epoch [46][1200/3940] lr: 1.978e-02, eta: 2 days, 3:39:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9637, loss_cls: 3.5918, loss: 3.5918 +2025-06-24 13:43:07,927 - pyskl - INFO - Epoch [46][1300/3940] lr: 1.978e-02, eta: 2 days, 3:38:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9556, loss_cls: 3.6810, loss: 3.6810 +2025-06-24 13:43:52,373 - pyskl - INFO - Epoch [46][1400/3940] lr: 1.977e-02, eta: 2 days, 3:37:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9556, loss_cls: 3.7013, loss: 3.7013 +2025-06-24 13:44:36,667 - pyskl - INFO - Epoch [46][1500/3940] lr: 1.977e-02, eta: 2 days, 3:37:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9594, loss_cls: 3.5719, loss: 3.5719 +2025-06-24 13:45:21,108 - pyskl - INFO - Epoch [46][1600/3940] lr: 1.976e-02, eta: 2 days, 3:36:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 3.7534, loss: 3.7534 +2025-06-24 13:46:05,837 - pyskl - INFO - Epoch [46][1700/3940] lr: 1.976e-02, eta: 2 days, 3:35:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9544, loss_cls: 3.6028, loss: 3.6028 +2025-06-24 13:46:50,352 - pyskl - INFO - Epoch [46][1800/3940] lr: 1.975e-02, eta: 2 days, 3:34:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9694, loss_cls: 3.6409, loss: 3.6409 +2025-06-24 13:47:34,768 - pyskl - INFO - Epoch [46][1900/3940] lr: 1.974e-02, eta: 2 days, 3:34:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9550, loss_cls: 3.6214, loss: 3.6214 +2025-06-24 13:48:19,136 - pyskl - INFO - Epoch [46][2000/3940] lr: 1.974e-02, eta: 2 days, 3:33:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 3.6762, loss: 3.6762 +2025-06-24 13:49:03,530 - pyskl - INFO - Epoch [46][2100/3940] lr: 1.973e-02, eta: 2 days, 3:32:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.6321, loss: 3.6321 +2025-06-24 13:49:47,788 - pyskl - INFO - Epoch [46][2200/3940] lr: 1.973e-02, eta: 2 days, 3:31:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 3.6107, loss: 3.6107 +2025-06-24 13:50:32,053 - pyskl - INFO - Epoch [46][2300/3940] lr: 1.972e-02, eta: 2 days, 3:30:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 3.7089, loss: 3.7089 +2025-06-24 13:51:16,432 - pyskl - INFO - Epoch [46][2400/3940] lr: 1.972e-02, eta: 2 days, 3:30:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9594, loss_cls: 3.6331, loss: 3.6331 +2025-06-24 13:52:00,723 - pyskl - INFO - Epoch [46][2500/3940] lr: 1.971e-02, eta: 2 days, 3:29:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9587, loss_cls: 3.6476, loss: 3.6476 +2025-06-24 13:52:44,980 - pyskl - INFO - Epoch [46][2600/3940] lr: 1.971e-02, eta: 2 days, 3:28:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9587, loss_cls: 3.6220, loss: 3.6220 +2025-06-24 13:53:29,305 - pyskl - INFO - Epoch [46][2700/3940] lr: 1.970e-02, eta: 2 days, 3:27:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9531, loss_cls: 3.6290, loss: 3.6290 +2025-06-24 13:54:13,455 - pyskl - INFO - Epoch [46][2800/3940] lr: 1.970e-02, eta: 2 days, 3:27:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9637, loss_cls: 3.5267, loss: 3.5267 +2025-06-24 13:54:57,834 - pyskl - INFO - Epoch [46][2900/3940] lr: 1.969e-02, eta: 2 days, 3:26:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9613, loss_cls: 3.5908, loss: 3.5908 +2025-06-24 13:55:42,023 - pyskl - INFO - Epoch [46][3000/3940] lr: 1.969e-02, eta: 2 days, 3:25:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 3.6169, loss: 3.6169 +2025-06-24 13:56:26,213 - pyskl - INFO - Epoch [46][3100/3940] lr: 1.968e-02, eta: 2 days, 3:24:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.5255, loss: 3.5255 +2025-06-24 13:57:10,539 - pyskl - INFO - Epoch [46][3200/3940] lr: 1.967e-02, eta: 2 days, 3:23:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9631, loss_cls: 3.6409, loss: 3.6409 +2025-06-24 13:57:54,811 - pyskl - INFO - Epoch [46][3300/3940] lr: 1.967e-02, eta: 2 days, 3:23:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 3.6416, loss: 3.6416 +2025-06-24 13:58:39,023 - pyskl - INFO - Epoch [46][3400/3940] lr: 1.966e-02, eta: 2 days, 3:22:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9619, loss_cls: 3.5382, loss: 3.5382 +2025-06-24 13:59:23,270 - pyskl - INFO - Epoch [46][3500/3940] lr: 1.966e-02, eta: 2 days, 3:21:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9606, loss_cls: 3.6220, loss: 3.6220 +2025-06-24 14:00:07,477 - pyskl - INFO - Epoch [46][3600/3940] lr: 1.965e-02, eta: 2 days, 3:20:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9556, loss_cls: 3.6265, loss: 3.6265 +2025-06-24 14:00:51,685 - pyskl - INFO - Epoch [46][3700/3940] lr: 1.965e-02, eta: 2 days, 3:19:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 3.6710, loss: 3.6710 +2025-06-24 14:01:36,014 - pyskl - INFO - Epoch [46][3800/3940] lr: 1.964e-02, eta: 2 days, 3:19:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 3.6926, loss: 3.6926 +2025-06-24 14:02:20,411 - pyskl - INFO - Epoch [46][3900/3940] lr: 1.964e-02, eta: 2 days, 3:18:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9594, loss_cls: 3.5802, loss: 3.5802 +2025-06-24 14:02:38,611 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-06-24 14:06:02,956 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 14:06:03,420 - pyskl - INFO - +top1_acc 0.7563 +top5_acc 0.9524 +2025-06-24 14:06:03,474 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_44.pth was removed +2025-06-24 14:06:04,473 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. +2025-06-24 14:06:04,476 - pyskl - INFO - Best top1_acc is 0.7563 at 46 epoch. +2025-06-24 14:06:04,494 - pyskl - INFO - Epoch(val) [46][3183] top1_acc: 0.7563, top5_acc: 0.9524 +2025-06-24 14:07:14,199 - pyskl - INFO - Epoch [47][100/3940] lr: 1.963e-02, eta: 2 days, 3:17:36, time: 0.697, data_time: 0.254, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9587, loss_cls: 3.6542, loss: 3.6542 +2025-06-24 14:07:58,536 - pyskl - INFO - Epoch [47][200/3940] lr: 1.962e-02, eta: 2 days, 3:16:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.5309, loss: 3.5309 +2025-06-24 14:08:42,914 - pyskl - INFO - Epoch [47][300/3940] lr: 1.962e-02, eta: 2 days, 3:16:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 3.5305, loss: 3.5305 +2025-06-24 14:09:27,121 - pyskl - INFO - Epoch [47][400/3940] lr: 1.961e-02, eta: 2 days, 3:15:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 3.6193, loss: 3.6193 +2025-06-24 14:10:11,377 - pyskl - INFO - Epoch [47][500/3940] lr: 1.961e-02, eta: 2 days, 3:14:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 3.6738, loss: 3.6738 +2025-06-24 14:10:55,645 - pyskl - INFO - Epoch [47][600/3940] lr: 1.960e-02, eta: 2 days, 3:13:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 3.5559, loss: 3.5559 +2025-06-24 14:11:39,968 - pyskl - INFO - Epoch [47][700/3940] lr: 1.960e-02, eta: 2 days, 3:12:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9587, loss_cls: 3.6031, loss: 3.6031 +2025-06-24 14:12:24,184 - pyskl - INFO - Epoch [47][800/3940] lr: 1.959e-02, eta: 2 days, 3:12:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 3.6795, loss: 3.6795 +2025-06-24 14:13:08,497 - pyskl - INFO - Epoch [47][900/3940] lr: 1.958e-02, eta: 2 days, 3:11:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9531, loss_cls: 3.6773, loss: 3.6773 +2025-06-24 14:13:52,765 - pyskl - INFO - Epoch [47][1000/3940] lr: 1.958e-02, eta: 2 days, 3:10:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 3.4832, loss: 3.4832 +2025-06-24 14:14:37,069 - pyskl - INFO - Epoch [47][1100/3940] lr: 1.957e-02, eta: 2 days, 3:09:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9600, loss_cls: 3.5701, loss: 3.5701 +2025-06-24 14:15:21,729 - pyskl - INFO - Epoch [47][1200/3940] lr: 1.957e-02, eta: 2 days, 3:09:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9619, loss_cls: 3.5567, loss: 3.5567 +2025-06-24 14:16:06,294 - pyskl - INFO - Epoch [47][1300/3940] lr: 1.956e-02, eta: 2 days, 3:08:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 3.6278, loss: 3.6278 +2025-06-24 14:16:50,748 - pyskl - INFO - Epoch [47][1400/3940] lr: 1.956e-02, eta: 2 days, 3:07:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9581, loss_cls: 3.5636, loss: 3.5636 +2025-06-24 14:17:35,106 - pyskl - INFO - Epoch [47][1500/3940] lr: 1.955e-02, eta: 2 days, 3:06:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9569, loss_cls: 3.6821, loss: 3.6821 +2025-06-24 14:18:19,459 - pyskl - INFO - Epoch [47][1600/3940] lr: 1.955e-02, eta: 2 days, 3:05:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 3.5850, loss: 3.5850 +2025-06-24 14:19:04,005 - pyskl - INFO - Epoch [47][1700/3940] lr: 1.954e-02, eta: 2 days, 3:05:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9600, loss_cls: 3.6250, loss: 3.6250 +2025-06-24 14:19:48,467 - pyskl - INFO - Epoch [47][1800/3940] lr: 1.954e-02, eta: 2 days, 3:04:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 3.5362, loss: 3.5362 +2025-06-24 14:20:32,857 - pyskl - INFO - Epoch [47][1900/3940] lr: 1.953e-02, eta: 2 days, 3:03:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 3.5766, loss: 3.5766 +2025-06-24 14:21:17,091 - pyskl - INFO - Epoch [47][2000/3940] lr: 1.952e-02, eta: 2 days, 3:02:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9544, loss_cls: 3.7207, loss: 3.7207 +2025-06-24 14:22:01,402 - pyskl - INFO - Epoch [47][2100/3940] lr: 1.952e-02, eta: 2 days, 3:02:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9606, loss_cls: 3.5601, loss: 3.5601 +2025-06-24 14:22:45,795 - pyskl - INFO - Epoch [47][2200/3940] lr: 1.951e-02, eta: 2 days, 3:01:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9600, loss_cls: 3.6653, loss: 3.6653 +2025-06-24 14:23:30,232 - pyskl - INFO - Epoch [47][2300/3940] lr: 1.951e-02, eta: 2 days, 3:00:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9625, loss_cls: 3.6190, loss: 3.6190 +2025-06-24 14:24:14,589 - pyskl - INFO - Epoch [47][2400/3940] lr: 1.950e-02, eta: 2 days, 2:59:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 3.5458, loss: 3.5458 +2025-06-24 14:24:58,902 - pyskl - INFO - Epoch [47][2500/3940] lr: 1.950e-02, eta: 2 days, 2:58:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 3.5906, loss: 3.5906 +2025-06-24 14:25:43,194 - pyskl - INFO - Epoch [47][2600/3940] lr: 1.949e-02, eta: 2 days, 2:58:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9637, loss_cls: 3.4854, loss: 3.4854 +2025-06-24 14:26:27,647 - pyskl - INFO - Epoch [47][2700/3940] lr: 1.949e-02, eta: 2 days, 2:57:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9525, loss_cls: 3.5810, loss: 3.5810 +2025-06-24 14:27:12,180 - pyskl - INFO - Epoch [47][2800/3940] lr: 1.948e-02, eta: 2 days, 2:56:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9563, loss_cls: 3.5813, loss: 3.5813 +2025-06-24 14:27:56,451 - pyskl - INFO - Epoch [47][2900/3940] lr: 1.947e-02, eta: 2 days, 2:55:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9581, loss_cls: 3.6854, loss: 3.6854 +2025-06-24 14:28:40,812 - pyskl - INFO - Epoch [47][3000/3940] lr: 1.947e-02, eta: 2 days, 2:55:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9556, loss_cls: 3.5961, loss: 3.5961 +2025-06-24 14:29:25,138 - pyskl - INFO - Epoch [47][3100/3940] lr: 1.946e-02, eta: 2 days, 2:54:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9563, loss_cls: 3.7438, loss: 3.7438 +2025-06-24 14:30:09,444 - pyskl - INFO - Epoch [47][3200/3940] lr: 1.946e-02, eta: 2 days, 2:53:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9606, loss_cls: 3.5359, loss: 3.5359 +2025-06-24 14:30:53,751 - pyskl - INFO - Epoch [47][3300/3940] lr: 1.945e-02, eta: 2 days, 2:52:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 3.5568, loss: 3.5568 +2025-06-24 14:31:38,025 - pyskl - INFO - Epoch [47][3400/3940] lr: 1.945e-02, eta: 2 days, 2:51:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9494, loss_cls: 3.6653, loss: 3.6653 +2025-06-24 14:32:22,542 - pyskl - INFO - Epoch [47][3500/3940] lr: 1.944e-02, eta: 2 days, 2:51:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9625, loss_cls: 3.5154, loss: 3.5154 +2025-06-24 14:33:06,955 - pyskl - INFO - Epoch [47][3600/3940] lr: 1.944e-02, eta: 2 days, 2:50:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9500, loss_cls: 3.7219, loss: 3.7219 +2025-06-24 14:33:51,472 - pyskl - INFO - Epoch [47][3700/3940] lr: 1.943e-02, eta: 2 days, 2:49:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.4873, loss: 3.4873 +2025-06-24 14:34:36,043 - pyskl - INFO - Epoch [47][3800/3940] lr: 1.943e-02, eta: 2 days, 2:48:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 3.6006, loss: 3.6006 +2025-06-24 14:35:20,387 - pyskl - INFO - Epoch [47][3900/3940] lr: 1.942e-02, eta: 2 days, 2:48:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9563, loss_cls: 3.8081, loss: 3.8081 +2025-06-24 14:35:38,553 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-06-24 14:39:03,181 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 14:39:03,654 - pyskl - INFO - +top1_acc 0.7559 +top5_acc 0.9453 +2025-06-24 14:39:03,673 - pyskl - INFO - Epoch(val) [47][3183] top1_acc: 0.7559, top5_acc: 0.9453 +2025-06-24 14:40:12,758 - pyskl - INFO - Epoch [48][100/3940] lr: 1.941e-02, eta: 2 days, 2:47:15, time: 0.691, data_time: 0.247, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9587, loss_cls: 3.6245, loss: 3.6245 +2025-06-24 14:40:57,229 - pyskl - INFO - Epoch [48][200/3940] lr: 1.941e-02, eta: 2 days, 2:46:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9575, loss_cls: 3.6499, loss: 3.6499 +2025-06-24 14:41:41,592 - pyskl - INFO - Epoch [48][300/3940] lr: 1.940e-02, eta: 2 days, 2:45:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 3.5325, loss: 3.5325 +2025-06-24 14:42:26,016 - pyskl - INFO - Epoch [48][400/3940] lr: 1.940e-02, eta: 2 days, 2:44:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9606, loss_cls: 3.5762, loss: 3.5762 +2025-06-24 14:43:10,282 - pyskl - INFO - Epoch [48][500/3940] lr: 1.939e-02, eta: 2 days, 2:44:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 3.5223, loss: 3.5223 +2025-06-24 14:43:54,764 - pyskl - INFO - Epoch [48][600/3940] lr: 1.938e-02, eta: 2 days, 2:43:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9581, loss_cls: 3.6732, loss: 3.6732 +2025-06-24 14:44:39,378 - pyskl - INFO - Epoch [48][700/3940] lr: 1.938e-02, eta: 2 days, 2:42:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9594, loss_cls: 3.5363, loss: 3.5363 +2025-06-24 14:45:23,616 - pyskl - INFO - Epoch [48][800/3940] lr: 1.937e-02, eta: 2 days, 2:41:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 3.6229, loss: 3.6229 +2025-06-24 14:46:07,958 - pyskl - INFO - Epoch [48][900/3940] lr: 1.937e-02, eta: 2 days, 2:41:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 3.7005, loss: 3.7005 +2025-06-24 14:46:52,345 - pyskl - INFO - Epoch [48][1000/3940] lr: 1.936e-02, eta: 2 days, 2:40:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.4657, loss: 3.4657 +2025-06-24 14:47:36,797 - pyskl - INFO - Epoch [48][1100/3940] lr: 1.936e-02, eta: 2 days, 2:39:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 3.7299, loss: 3.7299 +2025-06-24 14:48:21,119 - pyskl - INFO - Epoch [48][1200/3940] lr: 1.935e-02, eta: 2 days, 2:38:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 3.5669, loss: 3.5669 +2025-06-24 14:49:05,401 - pyskl - INFO - Epoch [48][1300/3940] lr: 1.935e-02, eta: 2 days, 2:37:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 3.6595, loss: 3.6595 +2025-06-24 14:49:49,704 - pyskl - INFO - Epoch [48][1400/3940] lr: 1.934e-02, eta: 2 days, 2:37:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.4907, loss: 3.4907 +2025-06-24 14:50:34,294 - pyskl - INFO - Epoch [48][1500/3940] lr: 1.933e-02, eta: 2 days, 2:36:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 3.6789, loss: 3.6789 +2025-06-24 14:51:18,634 - pyskl - INFO - Epoch [48][1600/3940] lr: 1.933e-02, eta: 2 days, 2:35:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 3.4935, loss: 3.4935 +2025-06-24 14:52:02,997 - pyskl - INFO - Epoch [48][1700/3940] lr: 1.932e-02, eta: 2 days, 2:34:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9625, loss_cls: 3.5551, loss: 3.5551 +2025-06-24 14:52:47,286 - pyskl - INFO - Epoch [48][1800/3940] lr: 1.932e-02, eta: 2 days, 2:34:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 3.6112, loss: 3.6112 +2025-06-24 14:53:32,038 - pyskl - INFO - Epoch [48][1900/3940] lr: 1.931e-02, eta: 2 days, 2:33:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 3.5833, loss: 3.5833 +2025-06-24 14:54:16,712 - pyskl - INFO - Epoch [48][2000/3940] lr: 1.931e-02, eta: 2 days, 2:32:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 3.6714, loss: 3.6714 +2025-06-24 14:55:01,346 - pyskl - INFO - Epoch [48][2100/3940] lr: 1.930e-02, eta: 2 days, 2:31:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9594, loss_cls: 3.6514, loss: 3.6514 +2025-06-24 14:55:45,735 - pyskl - INFO - Epoch [48][2200/3940] lr: 1.930e-02, eta: 2 days, 2:30:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9631, loss_cls: 3.4861, loss: 3.4861 +2025-06-24 14:56:30,189 - pyskl - INFO - Epoch [48][2300/3940] lr: 1.929e-02, eta: 2 days, 2:30:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9581, loss_cls: 3.5722, loss: 3.5722 +2025-06-24 14:57:14,666 - pyskl - INFO - Epoch [48][2400/3940] lr: 1.928e-02, eta: 2 days, 2:29:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 3.6367, loss: 3.6367 +2025-06-24 14:57:59,084 - pyskl - INFO - Epoch [48][2500/3940] lr: 1.928e-02, eta: 2 days, 2:28:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9644, loss_cls: 3.5044, loss: 3.5044 +2025-06-24 14:58:43,424 - pyskl - INFO - Epoch [48][2600/3940] lr: 1.927e-02, eta: 2 days, 2:27:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9525, loss_cls: 3.5440, loss: 3.5440 +2025-06-24 14:59:27,822 - pyskl - INFO - Epoch [48][2700/3940] lr: 1.927e-02, eta: 2 days, 2:27:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 3.6051, loss: 3.6051 +2025-06-24 15:00:12,279 - pyskl - INFO - Epoch [48][2800/3940] lr: 1.926e-02, eta: 2 days, 2:26:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9594, loss_cls: 3.5265, loss: 3.5265 +2025-06-24 15:00:56,729 - pyskl - INFO - Epoch [48][2900/3940] lr: 1.926e-02, eta: 2 days, 2:25:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 3.4030, loss: 3.4030 +2025-06-24 15:01:41,255 - pyskl - INFO - Epoch [48][3000/3940] lr: 1.925e-02, eta: 2 days, 2:24:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 3.6935, loss: 3.6935 +2025-06-24 15:02:25,758 - pyskl - INFO - Epoch [48][3100/3940] lr: 1.924e-02, eta: 2 days, 2:24:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9525, loss_cls: 3.5639, loss: 3.5639 +2025-06-24 15:03:10,249 - pyskl - INFO - Epoch [48][3200/3940] lr: 1.924e-02, eta: 2 days, 2:23:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9556, loss_cls: 3.7922, loss: 3.7922 +2025-06-24 15:03:54,765 - pyskl - INFO - Epoch [48][3300/3940] lr: 1.923e-02, eta: 2 days, 2:22:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 3.6458, loss: 3.6458 +2025-06-24 15:04:39,129 - pyskl - INFO - Epoch [48][3400/3940] lr: 1.923e-02, eta: 2 days, 2:21:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9525, loss_cls: 3.6559, loss: 3.6559 +2025-06-24 15:05:23,548 - pyskl - INFO - Epoch [48][3500/3940] lr: 1.922e-02, eta: 2 days, 2:20:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9575, loss_cls: 3.7135, loss: 3.7135 +2025-06-24 15:06:08,005 - pyskl - INFO - Epoch [48][3600/3940] lr: 1.922e-02, eta: 2 days, 2:20:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.5773, loss: 3.5773 +2025-06-24 15:06:52,384 - pyskl - INFO - Epoch [48][3700/3940] lr: 1.921e-02, eta: 2 days, 2:19:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9563, loss_cls: 3.6106, loss: 3.6106 +2025-06-24 15:07:36,805 - pyskl - INFO - Epoch [48][3800/3940] lr: 1.921e-02, eta: 2 days, 2:18:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9594, loss_cls: 3.7942, loss: 3.7942 +2025-06-24 15:08:21,289 - pyskl - INFO - Epoch [48][3900/3940] lr: 1.920e-02, eta: 2 days, 2:17:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9556, loss_cls: 3.6151, loss: 3.6151 +2025-06-24 15:08:39,404 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-06-24 15:12:02,331 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 15:12:02,794 - pyskl - INFO - +top1_acc 0.7612 +top5_acc 0.9523 +2025-06-24 15:12:02,851 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_46.pth was removed +2025-06-24 15:12:03,864 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_48.pth. +2025-06-24 15:12:03,867 - pyskl - INFO - Best top1_acc is 0.7612 at 48 epoch. +2025-06-24 15:12:03,885 - pyskl - INFO - Epoch(val) [48][3183] top1_acc: 0.7612, top5_acc: 0.9523 +2025-06-24 15:13:14,190 - pyskl - INFO - Epoch [49][100/3940] lr: 1.919e-02, eta: 2 days, 2:17:03, time: 0.703, data_time: 0.259, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 3.5149, loss: 3.5149 +2025-06-24 15:13:58,617 - pyskl - INFO - Epoch [49][200/3940] lr: 1.919e-02, eta: 2 days, 2:16:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9625, loss_cls: 3.5779, loss: 3.5779 +2025-06-24 15:14:43,054 - pyskl - INFO - Epoch [49][300/3940] lr: 1.918e-02, eta: 2 days, 2:15:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9619, loss_cls: 3.5204, loss: 3.5204 +2025-06-24 15:15:27,416 - pyskl - INFO - Epoch [49][400/3940] lr: 1.918e-02, eta: 2 days, 2:14:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9644, loss_cls: 3.5285, loss: 3.5285 +2025-06-24 15:16:11,807 - pyskl - INFO - Epoch [49][500/3940] lr: 1.917e-02, eta: 2 days, 2:13:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9625, loss_cls: 3.4970, loss: 3.4970 +2025-06-24 15:16:56,162 - pyskl - INFO - Epoch [49][600/3940] lr: 1.916e-02, eta: 2 days, 2:13:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 3.6285, loss: 3.6285 +2025-06-24 15:17:40,573 - pyskl - INFO - Epoch [49][700/3940] lr: 1.916e-02, eta: 2 days, 2:12:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 3.6763, loss: 3.6763 +2025-06-24 15:18:24,950 - pyskl - INFO - Epoch [49][800/3940] lr: 1.915e-02, eta: 2 days, 2:11:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.6056, loss: 3.6056 +2025-06-24 15:19:09,361 - pyskl - INFO - Epoch [49][900/3940] lr: 1.915e-02, eta: 2 days, 2:10:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9619, loss_cls: 3.5609, loss: 3.5609 +2025-06-24 15:19:53,910 - pyskl - INFO - Epoch [49][1000/3940] lr: 1.914e-02, eta: 2 days, 2:10:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9600, loss_cls: 3.6504, loss: 3.6504 +2025-06-24 15:20:38,397 - pyskl - INFO - Epoch [49][1100/3940] lr: 1.914e-02, eta: 2 days, 2:09:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9656, loss_cls: 3.4331, loss: 3.4331 +2025-06-24 15:21:22,826 - pyskl - INFO - Epoch [49][1200/3940] lr: 1.913e-02, eta: 2 days, 2:08:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9563, loss_cls: 3.6418, loss: 3.6418 +2025-06-24 15:22:07,214 - pyskl - INFO - Epoch [49][1300/3940] lr: 1.912e-02, eta: 2 days, 2:07:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9606, loss_cls: 3.5271, loss: 3.5271 +2025-06-24 15:22:51,621 - pyskl - INFO - Epoch [49][1400/3940] lr: 1.912e-02, eta: 2 days, 2:07:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9606, loss_cls: 3.6729, loss: 3.6729 +2025-06-24 15:23:36,138 - pyskl - INFO - Epoch [49][1500/3940] lr: 1.911e-02, eta: 2 days, 2:06:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 3.5119, loss: 3.5119 +2025-06-24 15:24:20,575 - pyskl - INFO - Epoch [49][1600/3940] lr: 1.911e-02, eta: 2 days, 2:05:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 3.4874, loss: 3.4874 +2025-06-24 15:25:04,946 - pyskl - INFO - Epoch [49][1700/3940] lr: 1.910e-02, eta: 2 days, 2:04:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9613, loss_cls: 3.5320, loss: 3.5320 +2025-06-24 15:25:49,431 - pyskl - INFO - Epoch [49][1800/3940] lr: 1.910e-02, eta: 2 days, 2:03:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 3.6617, loss: 3.6617 +2025-06-24 15:26:33,885 - pyskl - INFO - Epoch [49][1900/3940] lr: 1.909e-02, eta: 2 days, 2:03:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9669, loss_cls: 3.4054, loss: 3.4054 +2025-06-24 15:27:18,398 - pyskl - INFO - Epoch [49][2000/3940] lr: 1.909e-02, eta: 2 days, 2:02:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.5770, loss: 3.5770 +2025-06-24 15:28:02,975 - pyskl - INFO - Epoch [49][2100/3940] lr: 1.908e-02, eta: 2 days, 2:01:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9544, loss_cls: 3.6818, loss: 3.6818 +2025-06-24 15:28:47,393 - pyskl - INFO - Epoch [49][2200/3940] lr: 1.907e-02, eta: 2 days, 2:00:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 3.5253, loss: 3.5253 +2025-06-24 15:29:31,757 - pyskl - INFO - Epoch [49][2300/3940] lr: 1.907e-02, eta: 2 days, 2:00:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 3.5824, loss: 3.5824 +2025-06-24 15:30:16,132 - pyskl - INFO - Epoch [49][2400/3940] lr: 1.906e-02, eta: 2 days, 1:59:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 3.5072, loss: 3.5072 +2025-06-24 15:31:00,541 - pyskl - INFO - Epoch [49][2500/3940] lr: 1.906e-02, eta: 2 days, 1:58:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 3.5287, loss: 3.5287 +2025-06-24 15:31:44,921 - pyskl - INFO - Epoch [49][2600/3940] lr: 1.905e-02, eta: 2 days, 1:57:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 3.4596, loss: 3.4596 +2025-06-24 15:32:29,364 - pyskl - INFO - Epoch [49][2700/3940] lr: 1.905e-02, eta: 2 days, 1:56:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9600, loss_cls: 3.5580, loss: 3.5580 +2025-06-24 15:33:13,764 - pyskl - INFO - Epoch [49][2800/3940] lr: 1.904e-02, eta: 2 days, 1:56:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9575, loss_cls: 3.6857, loss: 3.6857 +2025-06-24 15:33:58,184 - pyskl - INFO - Epoch [49][2900/3940] lr: 1.903e-02, eta: 2 days, 1:55:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 3.6258, loss: 3.6258 +2025-06-24 15:34:42,526 - pyskl - INFO - Epoch [49][3000/3940] lr: 1.903e-02, eta: 2 days, 1:54:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9581, loss_cls: 3.6328, loss: 3.6328 +2025-06-24 15:35:26,919 - pyskl - INFO - Epoch [49][3100/3940] lr: 1.902e-02, eta: 2 days, 1:53:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9613, loss_cls: 3.5121, loss: 3.5121 +2025-06-24 15:36:11,275 - pyskl - INFO - Epoch [49][3200/3940] lr: 1.902e-02, eta: 2 days, 1:53:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 3.5030, loss: 3.5030 +2025-06-24 15:36:55,582 - pyskl - INFO - Epoch [49][3300/3940] lr: 1.901e-02, eta: 2 days, 1:52:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 3.5447, loss: 3.5447 +2025-06-24 15:37:40,108 - pyskl - INFO - Epoch [49][3400/3940] lr: 1.901e-02, eta: 2 days, 1:51:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9569, loss_cls: 3.5941, loss: 3.5941 +2025-06-24 15:38:24,472 - pyskl - INFO - Epoch [49][3500/3940] lr: 1.900e-02, eta: 2 days, 1:50:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9575, loss_cls: 3.6772, loss: 3.6772 +2025-06-24 15:39:08,960 - pyskl - INFO - Epoch [49][3600/3940] lr: 1.899e-02, eta: 2 days, 1:50:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 3.6527, loss: 3.6527 +2025-06-24 15:39:53,349 - pyskl - INFO - Epoch [49][3700/3940] lr: 1.899e-02, eta: 2 days, 1:49:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 3.5530, loss: 3.5530 +2025-06-24 15:40:37,687 - pyskl - INFO - Epoch [49][3800/3940] lr: 1.898e-02, eta: 2 days, 1:48:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9600, loss_cls: 3.6424, loss: 3.6424 +2025-06-24 15:41:22,074 - pyskl - INFO - Epoch [49][3900/3940] lr: 1.898e-02, eta: 2 days, 1:47:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9587, loss_cls: 3.6745, loss: 3.6745 +2025-06-24 15:41:40,170 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-06-24 15:45:03,273 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 15:45:03,744 - pyskl - INFO - +top1_acc 0.7443 +top5_acc 0.9460 +2025-06-24 15:45:03,762 - pyskl - INFO - Epoch(val) [49][3183] top1_acc: 0.7443, top5_acc: 0.9460 +2025-06-24 15:46:13,005 - pyskl - INFO - Epoch [50][100/3940] lr: 1.897e-02, eta: 2 days, 1:46:51, time: 0.692, data_time: 0.250, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9563, loss_cls: 3.5641, loss: 3.5641 +2025-06-24 15:46:57,168 - pyskl - INFO - Epoch [50][200/3940] lr: 1.896e-02, eta: 2 days, 1:46:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9594, loss_cls: 3.5308, loss: 3.5308 +2025-06-24 15:47:41,330 - pyskl - INFO - Epoch [50][300/3940] lr: 1.896e-02, eta: 2 days, 1:45:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9619, loss_cls: 3.5612, loss: 3.5612 +2025-06-24 15:48:25,510 - pyskl - INFO - Epoch [50][400/3940] lr: 1.895e-02, eta: 2 days, 1:44:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 3.5142, loss: 3.5142 +2025-06-24 15:49:09,744 - pyskl - INFO - Epoch [50][500/3940] lr: 1.895e-02, eta: 2 days, 1:43:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 3.6218, loss: 3.6218 +2025-06-24 15:49:54,024 - pyskl - INFO - Epoch [50][600/3940] lr: 1.894e-02, eta: 2 days, 1:42:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9575, loss_cls: 3.5857, loss: 3.5857 +2025-06-24 15:50:38,225 - pyskl - INFO - Epoch [50][700/3940] lr: 1.894e-02, eta: 2 days, 1:42:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9563, loss_cls: 3.4503, loss: 3.4503 +2025-06-24 15:51:22,467 - pyskl - INFO - Epoch [50][800/3940] lr: 1.893e-02, eta: 2 days, 1:41:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9575, loss_cls: 3.5324, loss: 3.5324 +2025-06-24 15:52:06,691 - pyskl - INFO - Epoch [50][900/3940] lr: 1.892e-02, eta: 2 days, 1:40:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9644, loss_cls: 3.4417, loss: 3.4417 +2025-06-24 15:52:50,952 - pyskl - INFO - Epoch [50][1000/3940] lr: 1.892e-02, eta: 2 days, 1:39:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 3.5144, loss: 3.5144 +2025-06-24 15:53:35,162 - pyskl - INFO - Epoch [50][1100/3940] lr: 1.891e-02, eta: 2 days, 1:39:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 3.4896, loss: 3.4896 +2025-06-24 15:54:19,489 - pyskl - INFO - Epoch [50][1200/3940] lr: 1.891e-02, eta: 2 days, 1:38:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 3.6221, loss: 3.6221 +2025-06-24 15:55:03,841 - pyskl - INFO - Epoch [50][1300/3940] lr: 1.890e-02, eta: 2 days, 1:37:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9738, loss_cls: 3.5060, loss: 3.5060 +2025-06-24 15:55:48,269 - pyskl - INFO - Epoch [50][1400/3940] lr: 1.890e-02, eta: 2 days, 1:36:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 3.5420, loss: 3.5420 +2025-06-24 15:56:32,777 - pyskl - INFO - Epoch [50][1500/3940] lr: 1.889e-02, eta: 2 days, 1:35:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9581, loss_cls: 3.6288, loss: 3.6288 +2025-06-24 15:57:17,409 - pyskl - INFO - Epoch [50][1600/3940] lr: 1.888e-02, eta: 2 days, 1:35:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9594, loss_cls: 3.6124, loss: 3.6124 +2025-06-24 15:58:01,815 - pyskl - INFO - Epoch [50][1700/3940] lr: 1.888e-02, eta: 2 days, 1:34:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9606, loss_cls: 3.5863, loss: 3.5863 +2025-06-24 15:58:46,163 - pyskl - INFO - Epoch [50][1800/3940] lr: 1.887e-02, eta: 2 days, 1:33:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 3.6201, loss: 3.6201 +2025-06-24 15:59:30,447 - pyskl - INFO - Epoch [50][1900/3940] lr: 1.887e-02, eta: 2 days, 1:32:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.5006, loss: 3.5006 +2025-06-24 16:00:14,726 - pyskl - INFO - Epoch [50][2000/3940] lr: 1.886e-02, eta: 2 days, 1:32:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 3.5720, loss: 3.5720 +2025-06-24 16:00:59,088 - pyskl - INFO - Epoch [50][2100/3940] lr: 1.886e-02, eta: 2 days, 1:31:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9581, loss_cls: 3.7101, loss: 3.7101 +2025-06-24 16:01:43,617 - pyskl - INFO - Epoch [50][2200/3940] lr: 1.885e-02, eta: 2 days, 1:30:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9619, loss_cls: 3.5819, loss: 3.5819 +2025-06-24 16:02:28,140 - pyskl - INFO - Epoch [50][2300/3940] lr: 1.884e-02, eta: 2 days, 1:29:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9550, loss_cls: 3.4773, loss: 3.4773 +2025-06-24 16:03:12,386 - pyskl - INFO - Epoch [50][2400/3940] lr: 1.884e-02, eta: 2 days, 1:29:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9594, loss_cls: 3.5240, loss: 3.5240 +2025-06-24 16:03:56,608 - pyskl - INFO - Epoch [50][2500/3940] lr: 1.883e-02, eta: 2 days, 1:28:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9544, loss_cls: 3.5098, loss: 3.5098 +2025-06-24 16:04:40,878 - pyskl - INFO - Epoch [50][2600/3940] lr: 1.883e-02, eta: 2 days, 1:27:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9581, loss_cls: 3.5384, loss: 3.5384 +2025-06-24 16:05:25,327 - pyskl - INFO - Epoch [50][2700/3940] lr: 1.882e-02, eta: 2 days, 1:26:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9525, loss_cls: 3.6505, loss: 3.6505 +2025-06-24 16:06:09,527 - pyskl - INFO - Epoch [50][2800/3940] lr: 1.882e-02, eta: 2 days, 1:25:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9700, loss_cls: 3.5532, loss: 3.5532 +2025-06-24 16:06:53,827 - pyskl - INFO - Epoch [50][2900/3940] lr: 1.881e-02, eta: 2 days, 1:25:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 3.4246, loss: 3.4246 +2025-06-24 16:07:38,303 - pyskl - INFO - Epoch [50][3000/3940] lr: 1.880e-02, eta: 2 days, 1:24:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9550, loss_cls: 3.6035, loss: 3.6035 +2025-06-24 16:08:22,595 - pyskl - INFO - Epoch [50][3100/3940] lr: 1.880e-02, eta: 2 days, 1:23:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.4470, loss: 3.4470 +2025-06-24 16:09:06,960 - pyskl - INFO - Epoch [50][3200/3940] lr: 1.879e-02, eta: 2 days, 1:22:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9613, loss_cls: 3.5515, loss: 3.5515 +2025-06-24 16:09:51,180 - pyskl - INFO - Epoch [50][3300/3940] lr: 1.879e-02, eta: 2 days, 1:22:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9600, loss_cls: 3.5835, loss: 3.5835 +2025-06-24 16:10:35,477 - pyskl - INFO - Epoch [50][3400/3940] lr: 1.878e-02, eta: 2 days, 1:21:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9469, loss_cls: 3.6068, loss: 3.6068 +2025-06-24 16:11:19,726 - pyskl - INFO - Epoch [50][3500/3940] lr: 1.878e-02, eta: 2 days, 1:20:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 3.5889, loss: 3.5889 +2025-06-24 16:12:04,331 - pyskl - INFO - Epoch [50][3600/3940] lr: 1.877e-02, eta: 2 days, 1:19:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 3.5311, loss: 3.5311 +2025-06-24 16:12:48,857 - pyskl - INFO - Epoch [50][3700/3940] lr: 1.876e-02, eta: 2 days, 1:18:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 3.6227, loss: 3.6227 +2025-06-24 16:13:33,446 - pyskl - INFO - Epoch [50][3800/3940] lr: 1.876e-02, eta: 2 days, 1:18:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.5595, loss: 3.5595 +2025-06-24 16:14:17,977 - pyskl - INFO - Epoch [50][3900/3940] lr: 1.875e-02, eta: 2 days, 1:17:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9544, loss_cls: 3.6068, loss: 3.6068 +2025-06-24 16:14:36,090 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-06-24 16:32:35,427 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 16:32:35,889 - pyskl - INFO - +top1_acc 0.7407 +top5_acc 0.9434 +2025-06-24 16:32:35,908 - pyskl - INFO - Epoch(val) [50][3183] top1_acc: 0.7407, top5_acc: 0.9434 +2025-06-24 16:33:45,486 - pyskl - INFO - Epoch [51][100/3940] lr: 1.874e-02, eta: 2 days, 1:16:36, time: 0.696, data_time: 0.253, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.3915, loss: 3.3915 +2025-06-24 16:34:29,787 - pyskl - INFO - Epoch [51][200/3940] lr: 1.874e-02, eta: 2 days, 1:15:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 3.5874, loss: 3.5874 +2025-06-24 16:35:14,076 - pyskl - INFO - Epoch [51][300/3940] lr: 1.873e-02, eta: 2 days, 1:15:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9600, loss_cls: 3.5805, loss: 3.5805 +2025-06-24 16:35:58,361 - pyskl - INFO - Epoch [51][400/3940] lr: 1.873e-02, eta: 2 days, 1:14:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9625, loss_cls: 3.4777, loss: 3.4777 +2025-06-24 16:36:42,717 - pyskl - INFO - Epoch [51][500/3940] lr: 1.872e-02, eta: 2 days, 1:13:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9631, loss_cls: 3.3832, loss: 3.3832 +2025-06-24 16:37:27,089 - pyskl - INFO - Epoch [51][600/3940] lr: 1.872e-02, eta: 2 days, 1:12:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.4848, loss: 3.4848 +2025-06-24 16:38:11,440 - pyskl - INFO - Epoch [51][700/3940] lr: 1.871e-02, eta: 2 days, 1:11:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9613, loss_cls: 3.5371, loss: 3.5371 +2025-06-24 16:38:55,813 - pyskl - INFO - Epoch [51][800/3940] lr: 1.870e-02, eta: 2 days, 1:11:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9600, loss_cls: 3.6437, loss: 3.6437 +2025-06-24 16:39:40,087 - pyskl - INFO - Epoch [51][900/3940] lr: 1.870e-02, eta: 2 days, 1:10:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9644, loss_cls: 3.4647, loss: 3.4647 +2025-06-24 16:40:24,399 - pyskl - INFO - Epoch [51][1000/3940] lr: 1.869e-02, eta: 2 days, 1:09:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 3.4937, loss: 3.4937 +2025-06-24 16:41:08,858 - pyskl - INFO - Epoch [51][1100/3940] lr: 1.869e-02, eta: 2 days, 1:08:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9569, loss_cls: 3.5513, loss: 3.5513 +2025-06-24 16:41:53,371 - pyskl - INFO - Epoch [51][1200/3940] lr: 1.868e-02, eta: 2 days, 1:08:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 3.6249, loss: 3.6249 +2025-06-24 16:42:37,867 - pyskl - INFO - Epoch [51][1300/3940] lr: 1.868e-02, eta: 2 days, 1:07:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.5337, loss: 3.5337 +2025-06-24 16:43:22,279 - pyskl - INFO - Epoch [51][1400/3940] lr: 1.867e-02, eta: 2 days, 1:06:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 3.6786, loss: 3.6786 +2025-06-24 16:44:06,708 - pyskl - INFO - Epoch [51][1500/3940] lr: 1.866e-02, eta: 2 days, 1:05:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9550, loss_cls: 3.5229, loss: 3.5229 +2025-06-24 16:44:51,128 - pyskl - INFO - Epoch [51][1600/3940] lr: 1.866e-02, eta: 2 days, 1:05:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.5112, loss: 3.5112 +2025-06-24 16:45:35,493 - pyskl - INFO - Epoch [51][1700/3940] lr: 1.865e-02, eta: 2 days, 1:04:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9663, loss_cls: 3.4743, loss: 3.4743 +2025-06-24 16:46:20,137 - pyskl - INFO - Epoch [51][1800/3940] lr: 1.865e-02, eta: 2 days, 1:03:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9613, loss_cls: 3.5760, loss: 3.5760 +2025-06-24 16:47:04,559 - pyskl - INFO - Epoch [51][1900/3940] lr: 1.864e-02, eta: 2 days, 1:02:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.5143, loss: 3.5143 +2025-06-24 16:47:49,366 - pyskl - INFO - Epoch [51][2000/3940] lr: 1.863e-02, eta: 2 days, 1:01:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9613, loss_cls: 3.5633, loss: 3.5633 +2025-06-24 16:48:33,599 - pyskl - INFO - Epoch [51][2100/3940] lr: 1.863e-02, eta: 2 days, 1:01:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 3.6365, loss: 3.6365 +2025-06-24 16:49:17,791 - pyskl - INFO - Epoch [51][2200/3940] lr: 1.862e-02, eta: 2 days, 1:00:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9594, loss_cls: 3.6494, loss: 3.6494 +2025-06-24 16:50:02,143 - pyskl - INFO - Epoch [51][2300/3940] lr: 1.862e-02, eta: 2 days, 0:59:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.5482, loss: 3.5482 +2025-06-24 16:50:46,570 - pyskl - INFO - Epoch [51][2400/3940] lr: 1.861e-02, eta: 2 days, 0:58:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9537, loss_cls: 3.5779, loss: 3.5779 +2025-06-24 16:51:31,019 - pyskl - INFO - Epoch [51][2500/3940] lr: 1.861e-02, eta: 2 days, 0:58:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 3.5283, loss: 3.5283 +2025-06-24 16:52:15,442 - pyskl - INFO - Epoch [51][2600/3940] lr: 1.860e-02, eta: 2 days, 0:57:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9619, loss_cls: 3.4999, loss: 3.4999 +2025-06-24 16:52:59,725 - pyskl - INFO - Epoch [51][2700/3940] lr: 1.859e-02, eta: 2 days, 0:56:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9694, loss_cls: 3.4564, loss: 3.4564 +2025-06-24 16:53:44,038 - pyskl - INFO - Epoch [51][2800/3940] lr: 1.859e-02, eta: 2 days, 0:55:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9587, loss_cls: 3.5333, loss: 3.5333 +2025-06-24 16:54:28,203 - pyskl - INFO - Epoch [51][2900/3940] lr: 1.858e-02, eta: 2 days, 0:54:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9619, loss_cls: 3.5026, loss: 3.5026 +2025-06-24 16:55:12,452 - pyskl - INFO - Epoch [51][3000/3940] lr: 1.858e-02, eta: 2 days, 0:54:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 3.4851, loss: 3.4851 +2025-06-24 16:55:56,957 - pyskl - INFO - Epoch [51][3100/3940] lr: 1.857e-02, eta: 2 days, 0:53:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9575, loss_cls: 3.4915, loss: 3.4915 +2025-06-24 16:56:41,462 - pyskl - INFO - Epoch [51][3200/3940] lr: 1.857e-02, eta: 2 days, 0:52:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9631, loss_cls: 3.4840, loss: 3.4840 +2025-06-24 16:57:25,902 - pyskl - INFO - Epoch [51][3300/3940] lr: 1.856e-02, eta: 2 days, 0:51:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9519, loss_cls: 3.6619, loss: 3.6619 +2025-06-24 16:58:10,260 - pyskl - INFO - Epoch [51][3400/3940] lr: 1.855e-02, eta: 2 days, 0:51:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9581, loss_cls: 3.7075, loss: 3.7075 +2025-06-24 16:58:54,597 - pyskl - INFO - Epoch [51][3500/3940] lr: 1.855e-02, eta: 2 days, 0:50:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9606, loss_cls: 3.4761, loss: 3.4761 +2025-06-24 16:59:38,972 - pyskl - INFO - Epoch [51][3600/3940] lr: 1.854e-02, eta: 2 days, 0:49:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 3.5631, loss: 3.5631 +2025-06-24 17:00:23,294 - pyskl - INFO - Epoch [51][3700/3940] lr: 1.854e-02, eta: 2 days, 0:48:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 3.5825, loss: 3.5825 +2025-06-24 17:01:07,867 - pyskl - INFO - Epoch [51][3800/3940] lr: 1.853e-02, eta: 2 days, 0:48:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9700, loss_cls: 3.5079, loss: 3.5079 +2025-06-24 17:01:52,160 - pyskl - INFO - Epoch [51][3900/3940] lr: 1.852e-02, eta: 2 days, 0:47:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 3.5894, loss: 3.5894 +2025-06-24 17:02:10,166 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-06-24 17:05:34,442 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 17:05:34,900 - pyskl - INFO - +top1_acc 0.7490 +top5_acc 0.9436 +2025-06-24 17:05:34,919 - pyskl - INFO - Epoch(val) [51][3183] top1_acc: 0.7490, top5_acc: 0.9436 +2025-06-24 17:06:44,191 - pyskl - INFO - Epoch [52][100/3940] lr: 1.852e-02, eta: 2 days, 0:46:25, time: 0.693, data_time: 0.251, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9663, loss_cls: 3.5232, loss: 3.5232 +2025-06-24 17:07:28,410 - pyskl - INFO - Epoch [52][200/3940] lr: 1.851e-02, eta: 2 days, 0:45:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9656, loss_cls: 3.4106, loss: 3.4106 +2025-06-24 17:08:12,612 - pyskl - INFO - Epoch [52][300/3940] lr: 1.850e-02, eta: 2 days, 0:44:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9644, loss_cls: 3.4201, loss: 3.4201 +2025-06-24 17:08:56,905 - pyskl - INFO - Epoch [52][400/3940] lr: 1.850e-02, eta: 2 days, 0:44:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9650, loss_cls: 3.3767, loss: 3.3767 +2025-06-24 17:09:41,195 - pyskl - INFO - Epoch [52][500/3940] lr: 1.849e-02, eta: 2 days, 0:43:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9569, loss_cls: 3.5511, loss: 3.5511 +2025-06-24 17:10:25,647 - pyskl - INFO - Epoch [52][600/3940] lr: 1.849e-02, eta: 2 days, 0:42:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.3182, loss: 3.3182 +2025-06-24 17:11:10,279 - pyskl - INFO - Epoch [52][700/3940] lr: 1.848e-02, eta: 2 days, 0:41:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9656, loss_cls: 3.4576, loss: 3.4576 +2025-06-24 17:11:54,862 - pyskl - INFO - Epoch [52][800/3940] lr: 1.848e-02, eta: 2 days, 0:41:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9669, loss_cls: 3.3990, loss: 3.3990 +2025-06-24 17:12:39,362 - pyskl - INFO - Epoch [52][900/3940] lr: 1.847e-02, eta: 2 days, 0:40:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9550, loss_cls: 3.6674, loss: 3.6674 +2025-06-24 17:13:23,914 - pyskl - INFO - Epoch [52][1000/3940] lr: 1.846e-02, eta: 2 days, 0:39:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9644, loss_cls: 3.5036, loss: 3.5036 +2025-06-24 17:14:08,420 - pyskl - INFO - Epoch [52][1100/3940] lr: 1.846e-02, eta: 2 days, 0:38:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9625, loss_cls: 3.4768, loss: 3.4768 +2025-06-24 17:14:52,835 - pyskl - INFO - Epoch [52][1200/3940] lr: 1.845e-02, eta: 2 days, 0:37:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9625, loss_cls: 3.4683, loss: 3.4683 +2025-06-24 17:15:37,263 - pyskl - INFO - Epoch [52][1300/3940] lr: 1.845e-02, eta: 2 days, 0:37:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 3.4900, loss: 3.4900 +2025-06-24 17:16:21,680 - pyskl - INFO - Epoch [52][1400/3940] lr: 1.844e-02, eta: 2 days, 0:36:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.5516, loss: 3.5516 +2025-06-24 17:17:06,048 - pyskl - INFO - Epoch [52][1500/3940] lr: 1.843e-02, eta: 2 days, 0:35:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9569, loss_cls: 3.4311, loss: 3.4311 +2025-06-24 17:17:50,507 - pyskl - INFO - Epoch [52][1600/3940] lr: 1.843e-02, eta: 2 days, 0:34:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9625, loss_cls: 3.5605, loss: 3.5605 +2025-06-24 17:18:34,871 - pyskl - INFO - Epoch [52][1700/3940] lr: 1.842e-02, eta: 2 days, 0:34:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9631, loss_cls: 3.4178, loss: 3.4178 +2025-06-24 17:19:19,243 - pyskl - INFO - Epoch [52][1800/3940] lr: 1.842e-02, eta: 2 days, 0:33:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 3.5385, loss: 3.5385 +2025-06-24 17:20:03,596 - pyskl - INFO - Epoch [52][1900/3940] lr: 1.841e-02, eta: 2 days, 0:32:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9606, loss_cls: 3.5576, loss: 3.5576 +2025-06-24 17:20:48,017 - pyskl - INFO - Epoch [52][2000/3940] lr: 1.841e-02, eta: 2 days, 0:31:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 3.6649, loss: 3.6649 +2025-06-24 17:21:32,474 - pyskl - INFO - Epoch [52][2100/3940] lr: 1.840e-02, eta: 2 days, 0:31:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 3.5824, loss: 3.5824 +2025-06-24 17:22:16,805 - pyskl - INFO - Epoch [52][2200/3940] lr: 1.839e-02, eta: 2 days, 0:30:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9575, loss_cls: 3.5555, loss: 3.5555 +2025-06-24 17:23:01,218 - pyskl - INFO - Epoch [52][2300/3940] lr: 1.839e-02, eta: 2 days, 0:29:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.5429, loss: 3.5429 +2025-06-24 17:23:45,539 - pyskl - INFO - Epoch [52][2400/3940] lr: 1.838e-02, eta: 2 days, 0:28:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9619, loss_cls: 3.5255, loss: 3.5255 +2025-06-24 17:24:29,897 - pyskl - INFO - Epoch [52][2500/3940] lr: 1.838e-02, eta: 2 days, 0:27:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 3.5759, loss: 3.5759 +2025-06-24 17:25:14,315 - pyskl - INFO - Epoch [52][2600/3940] lr: 1.837e-02, eta: 2 days, 0:27:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9650, loss_cls: 3.5851, loss: 3.5851 +2025-06-24 17:25:58,691 - pyskl - INFO - Epoch [52][2700/3940] lr: 1.836e-02, eta: 2 days, 0:26:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 3.5789, loss: 3.5789 +2025-06-24 17:26:43,116 - pyskl - INFO - Epoch [52][2800/3940] lr: 1.836e-02, eta: 2 days, 0:25:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9569, loss_cls: 3.5853, loss: 3.5853 +2025-06-24 17:27:27,605 - pyskl - INFO - Epoch [52][2900/3940] lr: 1.835e-02, eta: 2 days, 0:24:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9644, loss_cls: 3.5466, loss: 3.5466 +2025-06-24 17:28:12,020 - pyskl - INFO - Epoch [52][3000/3940] lr: 1.835e-02, eta: 2 days, 0:24:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 3.4854, loss: 3.4854 +2025-06-24 17:28:56,336 - pyskl - INFO - Epoch [52][3100/3940] lr: 1.834e-02, eta: 2 days, 0:23:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9550, loss_cls: 3.6985, loss: 3.6985 +2025-06-24 17:29:40,734 - pyskl - INFO - Epoch [52][3200/3940] lr: 1.833e-02, eta: 2 days, 0:22:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 3.6381, loss: 3.6381 +2025-06-24 17:30:25,212 - pyskl - INFO - Epoch [52][3300/3940] lr: 1.833e-02, eta: 2 days, 0:21:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 3.6103, loss: 3.6103 +2025-06-24 17:31:09,749 - pyskl - INFO - Epoch [52][3400/3940] lr: 1.832e-02, eta: 2 days, 0:21:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 3.5754, loss: 3.5754 +2025-06-24 17:31:54,143 - pyskl - INFO - Epoch [52][3500/3940] lr: 1.832e-02, eta: 2 days, 0:20:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9550, loss_cls: 3.5906, loss: 3.5906 +2025-06-24 17:32:38,526 - pyskl - INFO - Epoch [52][3600/3940] lr: 1.831e-02, eta: 2 days, 0:19:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 3.5182, loss: 3.5182 +2025-06-24 17:33:22,892 - pyskl - INFO - Epoch [52][3700/3940] lr: 1.831e-02, eta: 2 days, 0:18:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9613, loss_cls: 3.4869, loss: 3.4869 +2025-06-24 17:34:07,273 - pyskl - INFO - Epoch [52][3800/3940] lr: 1.830e-02, eta: 2 days, 0:17:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9537, loss_cls: 3.6759, loss: 3.6759 +2025-06-24 17:34:51,618 - pyskl - INFO - Epoch [52][3900/3940] lr: 1.829e-02, eta: 2 days, 0:17:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9587, loss_cls: 3.6002, loss: 3.6002 +2025-06-24 17:35:09,713 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-06-24 17:38:33,351 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 17:38:33,812 - pyskl - INFO - +top1_acc 0.7537 +top5_acc 0.9461 +2025-06-24 17:38:33,830 - pyskl - INFO - Epoch(val) [52][3183] top1_acc: 0.7537, top5_acc: 0.9461 +2025-06-24 17:39:43,450 - pyskl - INFO - Epoch [53][100/3940] lr: 1.829e-02, eta: 2 days, 0:16:19, time: 0.696, data_time: 0.253, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9606, loss_cls: 3.4654, loss: 3.4654 +2025-06-24 17:40:27,790 - pyskl - INFO - Epoch [53][200/3940] lr: 1.828e-02, eta: 2 days, 0:15:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9644, loss_cls: 3.4686, loss: 3.4686 +2025-06-24 17:41:12,106 - pyskl - INFO - Epoch [53][300/3940] lr: 1.827e-02, eta: 2 days, 0:14:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 3.3659, loss: 3.3659 +2025-06-24 17:41:56,386 - pyskl - INFO - Epoch [53][400/3940] lr: 1.827e-02, eta: 2 days, 0:14:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9625, loss_cls: 3.4674, loss: 3.4674 +2025-06-24 17:42:40,714 - pyskl - INFO - Epoch [53][500/3940] lr: 1.826e-02, eta: 2 days, 0:13:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 3.4622, loss: 3.4622 +2025-06-24 17:43:25,091 - pyskl - INFO - Epoch [53][600/3940] lr: 1.826e-02, eta: 2 days, 0:12:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9619, loss_cls: 3.4895, loss: 3.4895 +2025-06-24 17:44:09,446 - pyskl - INFO - Epoch [53][700/3940] lr: 1.825e-02, eta: 2 days, 0:11:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 3.3859, loss: 3.3859 +2025-06-24 17:44:53,895 - pyskl - INFO - Epoch [53][800/3940] lr: 1.824e-02, eta: 2 days, 0:10:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9637, loss_cls: 3.4102, loss: 3.4102 +2025-06-24 17:45:38,232 - pyskl - INFO - Epoch [53][900/3940] lr: 1.824e-02, eta: 2 days, 0:10:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9587, loss_cls: 3.5196, loss: 3.5196 +2025-06-24 17:46:22,632 - pyskl - INFO - Epoch [53][1000/3940] lr: 1.823e-02, eta: 2 days, 0:09:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 3.5804, loss: 3.5804 +2025-06-24 17:47:07,139 - pyskl - INFO - Epoch [53][1100/3940] lr: 1.823e-02, eta: 2 days, 0:08:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.5435, loss: 3.5435 +2025-06-24 17:47:51,429 - pyskl - INFO - Epoch [53][1200/3940] lr: 1.822e-02, eta: 2 days, 0:07:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 3.4805, loss: 3.4805 +2025-06-24 17:48:35,674 - pyskl - INFO - Epoch [53][1300/3940] lr: 1.821e-02, eta: 2 days, 0:07:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 3.4900, loss: 3.4900 +2025-06-24 17:49:19,933 - pyskl - INFO - Epoch [53][1400/3940] lr: 1.821e-02, eta: 2 days, 0:06:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 3.5323, loss: 3.5323 +2025-06-24 17:50:04,218 - pyskl - INFO - Epoch [53][1500/3940] lr: 1.820e-02, eta: 2 days, 0:05:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 3.6104, loss: 3.6104 +2025-06-24 17:50:48,797 - pyskl - INFO - Epoch [53][1600/3940] lr: 1.820e-02, eta: 2 days, 0:04:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9644, loss_cls: 3.5017, loss: 3.5017 +2025-06-24 17:51:33,127 - pyskl - INFO - Epoch [53][1700/3940] lr: 1.819e-02, eta: 2 days, 0:03:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 3.4605, loss: 3.4605 +2025-06-24 17:52:17,598 - pyskl - INFO - Epoch [53][1800/3940] lr: 1.819e-02, eta: 2 days, 0:03:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9606, loss_cls: 3.5873, loss: 3.5873 +2025-06-24 17:53:02,076 - pyskl - INFO - Epoch [53][1900/3940] lr: 1.818e-02, eta: 2 days, 0:02:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9644, loss_cls: 3.3843, loss: 3.3843 +2025-06-24 17:53:46,375 - pyskl - INFO - Epoch [53][2000/3940] lr: 1.817e-02, eta: 2 days, 0:01:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9613, loss_cls: 3.5041, loss: 3.5041 +2025-06-24 17:54:30,636 - pyskl - INFO - Epoch [53][2100/3940] lr: 1.817e-02, eta: 2 days, 0:00:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9606, loss_cls: 3.5547, loss: 3.5547 +2025-06-24 17:55:14,887 - pyskl - INFO - Epoch [53][2200/3940] lr: 1.816e-02, eta: 2 days, 0:00:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 3.5504, loss: 3.5504 +2025-06-24 17:55:59,276 - pyskl - INFO - Epoch [53][2300/3940] lr: 1.816e-02, eta: 1 day, 23:59:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 3.5003, loss: 3.5003 +2025-06-24 17:56:43,705 - pyskl - INFO - Epoch [53][2400/3940] lr: 1.815e-02, eta: 1 day, 23:58:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 3.3336, loss: 3.3336 +2025-06-24 17:57:28,170 - pyskl - INFO - Epoch [53][2500/3940] lr: 1.814e-02, eta: 1 day, 23:57:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9594, loss_cls: 3.5664, loss: 3.5664 +2025-06-24 17:58:12,472 - pyskl - INFO - Epoch [53][2600/3940] lr: 1.814e-02, eta: 1 day, 23:57:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.5686, loss: 3.5686 +2025-06-24 17:58:56,777 - pyskl - INFO - Epoch [53][2700/3940] lr: 1.813e-02, eta: 1 day, 23:56:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9594, loss_cls: 3.5015, loss: 3.5015 +2025-06-24 17:59:41,139 - pyskl - INFO - Epoch [53][2800/3940] lr: 1.813e-02, eta: 1 day, 23:55:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9594, loss_cls: 3.5566, loss: 3.5566 +2025-06-24 18:00:25,618 - pyskl - INFO - Epoch [53][2900/3940] lr: 1.812e-02, eta: 1 day, 23:54:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.5394, loss: 3.5394 +2025-06-24 18:01:09,960 - pyskl - INFO - Epoch [53][3000/3940] lr: 1.811e-02, eta: 1 day, 23:53:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9531, loss_cls: 3.6846, loss: 3.6846 +2025-06-24 18:01:54,355 - pyskl - INFO - Epoch [53][3100/3940] lr: 1.811e-02, eta: 1 day, 23:53:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 3.4739, loss: 3.4739 +2025-06-24 18:02:38,785 - pyskl - INFO - Epoch [53][3200/3940] lr: 1.810e-02, eta: 1 day, 23:52:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9619, loss_cls: 3.4600, loss: 3.4600 +2025-06-24 18:03:23,039 - pyskl - INFO - Epoch [53][3300/3940] lr: 1.810e-02, eta: 1 day, 23:51:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 3.4702, loss: 3.4702 +2025-06-24 18:04:07,373 - pyskl - INFO - Epoch [53][3400/3940] lr: 1.809e-02, eta: 1 day, 23:50:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9575, loss_cls: 3.5143, loss: 3.5143 +2025-06-24 18:04:51,745 - pyskl - INFO - Epoch [53][3500/3940] lr: 1.808e-02, eta: 1 day, 23:50:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9575, loss_cls: 3.5122, loss: 3.5122 +2025-06-24 18:05:36,029 - pyskl - INFO - Epoch [53][3600/3940] lr: 1.808e-02, eta: 1 day, 23:49:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9575, loss_cls: 3.4876, loss: 3.4876 +2025-06-24 18:06:20,364 - pyskl - INFO - Epoch [53][3700/3940] lr: 1.807e-02, eta: 1 day, 23:48:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 3.5984, loss: 3.5984 +2025-06-24 18:07:04,725 - pyskl - INFO - Epoch [53][3800/3940] lr: 1.807e-02, eta: 1 day, 23:47:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 3.4993, loss: 3.4993 +2025-06-24 18:07:49,153 - pyskl - INFO - Epoch [53][3900/3940] lr: 1.806e-02, eta: 1 day, 23:47:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9619, loss_cls: 3.5031, loss: 3.5031 +2025-06-24 18:08:07,286 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-06-24 18:11:30,129 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 18:11:30,600 - pyskl - INFO - +top1_acc 0.6566 +top5_acc 0.9203 +2025-06-24 18:11:30,618 - pyskl - INFO - Epoch(val) [53][3183] top1_acc: 0.6566, top5_acc: 0.9203 +2025-06-24 18:12:40,370 - pyskl - INFO - Epoch [54][100/3940] lr: 1.805e-02, eta: 1 day, 23:46:12, time: 0.697, data_time: 0.253, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 3.4654, loss: 3.4654 +2025-06-24 18:13:24,926 - pyskl - INFO - Epoch [54][200/3940] lr: 1.805e-02, eta: 1 day, 23:45:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9681, loss_cls: 3.4139, loss: 3.4139 +2025-06-24 18:14:09,456 - pyskl - INFO - Epoch [54][300/3940] lr: 1.804e-02, eta: 1 day, 23:44:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 3.3874, loss: 3.3874 +2025-06-24 18:14:53,966 - pyskl - INFO - Epoch [54][400/3940] lr: 1.803e-02, eta: 1 day, 23:43:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9650, loss_cls: 3.4742, loss: 3.4742 +2025-06-24 18:15:38,429 - pyskl - INFO - Epoch [54][500/3940] lr: 1.803e-02, eta: 1 day, 23:43:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9625, loss_cls: 3.4102, loss: 3.4102 +2025-06-24 18:16:22,923 - pyskl - INFO - Epoch [54][600/3940] lr: 1.802e-02, eta: 1 day, 23:42:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9537, loss_cls: 3.6054, loss: 3.6054 +2025-06-24 18:17:07,367 - pyskl - INFO - Epoch [54][700/3940] lr: 1.802e-02, eta: 1 day, 23:41:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 3.4175, loss: 3.4175 +2025-06-24 18:17:51,738 - pyskl - INFO - Epoch [54][800/3940] lr: 1.801e-02, eta: 1 day, 23:40:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9619, loss_cls: 3.5193, loss: 3.5193 +2025-06-24 18:18:36,088 - pyskl - INFO - Epoch [54][900/3940] lr: 1.800e-02, eta: 1 day, 23:40:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9606, loss_cls: 3.5723, loss: 3.5723 +2025-06-24 18:19:20,370 - pyskl - INFO - Epoch [54][1000/3940] lr: 1.800e-02, eta: 1 day, 23:39:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 3.5505, loss: 3.5505 +2025-06-24 18:20:04,655 - pyskl - INFO - Epoch [54][1100/3940] lr: 1.799e-02, eta: 1 day, 23:38:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 3.4655, loss: 3.4655 +2025-06-24 18:20:48,995 - pyskl - INFO - Epoch [54][1200/3940] lr: 1.799e-02, eta: 1 day, 23:37:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9637, loss_cls: 3.4799, loss: 3.4799 +2025-06-24 18:21:33,367 - pyskl - INFO - Epoch [54][1300/3940] lr: 1.798e-02, eta: 1 day, 23:36:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 3.4890, loss: 3.4890 +2025-06-24 18:22:17,659 - pyskl - INFO - Epoch [54][1400/3940] lr: 1.797e-02, eta: 1 day, 23:36:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 3.4831, loss: 3.4831 +2025-06-24 18:23:01,890 - pyskl - INFO - Epoch [54][1500/3940] lr: 1.797e-02, eta: 1 day, 23:35:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9625, loss_cls: 3.5551, loss: 3.5551 +2025-06-24 18:23:46,261 - pyskl - INFO - Epoch [54][1600/3940] lr: 1.796e-02, eta: 1 day, 23:34:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 3.5166, loss: 3.5166 +2025-06-24 18:24:30,469 - pyskl - INFO - Epoch [54][1700/3940] lr: 1.796e-02, eta: 1 day, 23:33:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 3.5359, loss: 3.5359 +2025-06-24 18:25:14,755 - pyskl - INFO - Epoch [54][1800/3940] lr: 1.795e-02, eta: 1 day, 23:33:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 3.3491, loss: 3.3491 +2025-06-24 18:25:58,925 - pyskl - INFO - Epoch [54][1900/3940] lr: 1.794e-02, eta: 1 day, 23:32:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9531, loss_cls: 3.6886, loss: 3.6886 +2025-06-24 18:26:43,141 - pyskl - INFO - Epoch [54][2000/3940] lr: 1.794e-02, eta: 1 day, 23:31:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9594, loss_cls: 3.4988, loss: 3.4988 +2025-06-24 18:27:27,348 - pyskl - INFO - Epoch [54][2100/3940] lr: 1.793e-02, eta: 1 day, 23:30:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9631, loss_cls: 3.5761, loss: 3.5761 +2025-06-24 18:28:11,543 - pyskl - INFO - Epoch [54][2200/3940] lr: 1.793e-02, eta: 1 day, 23:30:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 3.5278, loss: 3.5278 +2025-06-24 18:28:55,722 - pyskl - INFO - Epoch [54][2300/3940] lr: 1.792e-02, eta: 1 day, 23:29:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9575, loss_cls: 3.5111, loss: 3.5111 +2025-06-24 18:29:39,891 - pyskl - INFO - Epoch [54][2400/3940] lr: 1.791e-02, eta: 1 day, 23:28:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9656, loss_cls: 3.4723, loss: 3.4723 +2025-06-24 18:30:24,149 - pyskl - INFO - Epoch [54][2500/3940] lr: 1.791e-02, eta: 1 day, 23:27:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9569, loss_cls: 3.5251, loss: 3.5251 +2025-06-24 18:31:08,290 - pyskl - INFO - Epoch [54][2600/3940] lr: 1.790e-02, eta: 1 day, 23:26:56, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9544, loss_cls: 3.6359, loss: 3.6359 +2025-06-24 18:31:52,573 - pyskl - INFO - Epoch [54][2700/3940] lr: 1.790e-02, eta: 1 day, 23:26:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 3.5652, loss: 3.5652 +2025-06-24 18:32:36,821 - pyskl - INFO - Epoch [54][2800/3940] lr: 1.789e-02, eta: 1 day, 23:25:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 3.2081, loss: 3.2081 +2025-06-24 18:33:21,042 - pyskl - INFO - Epoch [54][2900/3940] lr: 1.788e-02, eta: 1 day, 23:24:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 3.4474, loss: 3.4474 +2025-06-24 18:34:05,265 - pyskl - INFO - Epoch [54][3000/3940] lr: 1.788e-02, eta: 1 day, 23:23:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9656, loss_cls: 3.3736, loss: 3.3736 +2025-06-24 18:34:49,516 - pyskl - INFO - Epoch [54][3100/3940] lr: 1.787e-02, eta: 1 day, 23:23:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9594, loss_cls: 3.5027, loss: 3.5027 +2025-06-24 18:35:33,774 - pyskl - INFO - Epoch [54][3200/3940] lr: 1.787e-02, eta: 1 day, 23:22:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9613, loss_cls: 3.5335, loss: 3.5335 +2025-06-24 18:36:18,107 - pyskl - INFO - Epoch [54][3300/3940] lr: 1.786e-02, eta: 1 day, 23:21:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9706, loss_cls: 3.5355, loss: 3.5355 +2025-06-24 18:37:02,316 - pyskl - INFO - Epoch [54][3400/3940] lr: 1.785e-02, eta: 1 day, 23:20:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 3.5080, loss: 3.5080 +2025-06-24 18:37:46,551 - pyskl - INFO - Epoch [54][3500/3940] lr: 1.785e-02, eta: 1 day, 23:19:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9637, loss_cls: 3.5535, loss: 3.5535 +2025-06-24 18:38:30,913 - pyskl - INFO - Epoch [54][3600/3940] lr: 1.784e-02, eta: 1 day, 23:19:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9606, loss_cls: 3.5246, loss: 3.5246 +2025-06-24 18:39:15,104 - pyskl - INFO - Epoch [54][3700/3940] lr: 1.784e-02, eta: 1 day, 23:18:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.6675, loss: 3.6675 +2025-06-24 18:39:59,330 - pyskl - INFO - Epoch [54][3800/3940] lr: 1.783e-02, eta: 1 day, 23:17:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9600, loss_cls: 3.4622, loss: 3.4622 +2025-06-24 18:40:43,618 - pyskl - INFO - Epoch [54][3900/3940] lr: 1.782e-02, eta: 1 day, 23:16:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 3.5132, loss: 3.5132 +2025-06-24 18:41:01,623 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-06-24 18:44:25,085 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 18:44:25,550 - pyskl - INFO - +top1_acc 0.7329 +top5_acc 0.9434 +2025-06-24 18:44:25,568 - pyskl - INFO - Epoch(val) [54][3183] top1_acc: 0.7329, top5_acc: 0.9434 +2025-06-24 18:45:36,036 - pyskl - INFO - Epoch [55][100/3940] lr: 1.782e-02, eta: 1 day, 23:16:04, time: 0.705, data_time: 0.261, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 3.4863, loss: 3.4863 +2025-06-24 18:46:20,416 - pyskl - INFO - Epoch [55][200/3940] lr: 1.781e-02, eta: 1 day, 23:15:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.3610, loss: 3.3610 +2025-06-24 18:47:04,957 - pyskl - INFO - Epoch [55][300/3940] lr: 1.780e-02, eta: 1 day, 23:14:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.4496, loss: 3.4496 +2025-06-24 18:47:49,257 - pyskl - INFO - Epoch [55][400/3940] lr: 1.780e-02, eta: 1 day, 23:13:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.3606, loss: 3.3606 +2025-06-24 18:48:33,466 - pyskl - INFO - Epoch [55][500/3940] lr: 1.779e-02, eta: 1 day, 23:12:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9619, loss_cls: 3.4487, loss: 3.4487 +2025-06-24 18:49:17,832 - pyskl - INFO - Epoch [55][600/3940] lr: 1.779e-02, eta: 1 day, 23:12:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9656, loss_cls: 3.5000, loss: 3.5000 +2025-06-24 18:50:02,005 - pyskl - INFO - Epoch [55][700/3940] lr: 1.778e-02, eta: 1 day, 23:11:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9619, loss_cls: 3.6098, loss: 3.6098 +2025-06-24 18:50:46,196 - pyskl - INFO - Epoch [55][800/3940] lr: 1.777e-02, eta: 1 day, 23:10:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9694, loss_cls: 3.5020, loss: 3.5020 +2025-06-24 18:51:30,355 - pyskl - INFO - Epoch [55][900/3940] lr: 1.777e-02, eta: 1 day, 23:09:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 3.4017, loss: 3.4017 +2025-06-24 18:52:14,490 - pyskl - INFO - Epoch [55][1000/3940] lr: 1.776e-02, eta: 1 day, 23:09:07, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 3.3111, loss: 3.3111 +2025-06-24 18:52:58,667 - pyskl - INFO - Epoch [55][1100/3940] lr: 1.776e-02, eta: 1 day, 23:08:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.4038, loss: 3.4038 +2025-06-24 18:53:42,839 - pyskl - INFO - Epoch [55][1200/3940] lr: 1.775e-02, eta: 1 day, 23:07:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 3.5389, loss: 3.5389 +2025-06-24 18:54:26,886 - pyskl - INFO - Epoch [55][1300/3940] lr: 1.774e-02, eta: 1 day, 23:06:48, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9600, loss_cls: 3.4888, loss: 3.4888 +2025-06-24 18:55:11,241 - pyskl - INFO - Epoch [55][1400/3940] lr: 1.774e-02, eta: 1 day, 23:06:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 3.5132, loss: 3.5132 +2025-06-24 18:55:55,850 - pyskl - INFO - Epoch [55][1500/3940] lr: 1.773e-02, eta: 1 day, 23:05:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9613, loss_cls: 3.4937, loss: 3.4937 +2025-06-24 18:56:40,469 - pyskl - INFO - Epoch [55][1600/3940] lr: 1.773e-02, eta: 1 day, 23:04:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 3.5195, loss: 3.5195 +2025-06-24 18:57:25,013 - pyskl - INFO - Epoch [55][1700/3940] lr: 1.772e-02, eta: 1 day, 23:03:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 3.5362, loss: 3.5362 +2025-06-24 18:58:09,426 - pyskl - INFO - Epoch [55][1800/3940] lr: 1.771e-02, eta: 1 day, 23:02:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9619, loss_cls: 3.5038, loss: 3.5038 +2025-06-24 18:58:53,846 - pyskl - INFO - Epoch [55][1900/3940] lr: 1.771e-02, eta: 1 day, 23:02:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.4348, loss: 3.4348 +2025-06-24 18:59:38,317 - pyskl - INFO - Epoch [55][2000/3940] lr: 1.770e-02, eta: 1 day, 23:01:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 3.4387, loss: 3.4387 +2025-06-24 19:00:22,694 - pyskl - INFO - Epoch [55][2100/3940] lr: 1.770e-02, eta: 1 day, 23:00:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9706, loss_cls: 3.4299, loss: 3.4299 +2025-06-24 19:01:07,037 - pyskl - INFO - Epoch [55][2200/3940] lr: 1.769e-02, eta: 1 day, 22:59:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9500, loss_cls: 3.4851, loss: 3.4851 +2025-06-24 19:01:51,297 - pyskl - INFO - Epoch [55][2300/3940] lr: 1.768e-02, eta: 1 day, 22:59:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9669, loss_cls: 3.5326, loss: 3.5326 +2025-06-24 19:02:35,736 - pyskl - INFO - Epoch [55][2400/3940] lr: 1.768e-02, eta: 1 day, 22:58:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9594, loss_cls: 3.5758, loss: 3.5758 +2025-06-24 19:03:20,122 - pyskl - INFO - Epoch [55][2500/3940] lr: 1.767e-02, eta: 1 day, 22:57:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9600, loss_cls: 3.5231, loss: 3.5231 +2025-06-24 19:04:04,535 - pyskl - INFO - Epoch [55][2600/3940] lr: 1.767e-02, eta: 1 day, 22:56:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 3.5672, loss: 3.5672 +2025-06-24 19:04:48,945 - pyskl - INFO - Epoch [55][2700/3940] lr: 1.766e-02, eta: 1 day, 22:56:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9513, loss_cls: 3.5812, loss: 3.5812 +2025-06-24 19:05:33,347 - pyskl - INFO - Epoch [55][2800/3940] lr: 1.765e-02, eta: 1 day, 22:55:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 3.5507, loss: 3.5507 +2025-06-24 19:06:17,943 - pyskl - INFO - Epoch [55][2900/3940] lr: 1.765e-02, eta: 1 day, 22:54:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9619, loss_cls: 3.4425, loss: 3.4425 +2025-06-24 19:07:02,369 - pyskl - INFO - Epoch [55][3000/3940] lr: 1.764e-02, eta: 1 day, 22:53:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9631, loss_cls: 3.5190, loss: 3.5190 +2025-06-24 19:07:46,970 - pyskl - INFO - Epoch [55][3100/3940] lr: 1.764e-02, eta: 1 day, 22:53:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9631, loss_cls: 3.3638, loss: 3.3638 +2025-06-24 19:08:31,354 - pyskl - INFO - Epoch [55][3200/3940] lr: 1.763e-02, eta: 1 day, 22:52:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9594, loss_cls: 3.3797, loss: 3.3797 +2025-06-24 19:09:15,730 - pyskl - INFO - Epoch [55][3300/3940] lr: 1.762e-02, eta: 1 day, 22:51:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9537, loss_cls: 3.5317, loss: 3.5317 +2025-06-24 19:10:00,118 - pyskl - INFO - Epoch [55][3400/3940] lr: 1.762e-02, eta: 1 day, 22:50:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9650, loss_cls: 3.4466, loss: 3.4466 +2025-06-24 19:10:44,275 - pyskl - INFO - Epoch [55][3500/3940] lr: 1.761e-02, eta: 1 day, 22:49:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 3.5081, loss: 3.5081 +2025-06-24 19:11:28,800 - pyskl - INFO - Epoch [55][3600/3940] lr: 1.760e-02, eta: 1 day, 22:49:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9625, loss_cls: 3.4003, loss: 3.4003 +2025-06-24 19:12:13,374 - pyskl - INFO - Epoch [55][3700/3940] lr: 1.760e-02, eta: 1 day, 22:48:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 3.4721, loss: 3.4721 +2025-06-24 19:12:57,908 - pyskl - INFO - Epoch [55][3800/3940] lr: 1.759e-02, eta: 1 day, 22:47:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 3.5238, loss: 3.5238 +2025-06-24 19:13:42,289 - pyskl - INFO - Epoch [55][3900/3940] lr: 1.759e-02, eta: 1 day, 22:46:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9631, loss_cls: 3.6013, loss: 3.6013 +2025-06-24 19:14:00,489 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-06-24 19:32:47,458 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 19:32:47,932 - pyskl - INFO - +top1_acc 0.7729 +top5_acc 0.9584 +2025-06-24 19:32:47,994 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_48.pth was removed +2025-06-24 19:32:49,092 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_55.pth. +2025-06-24 19:32:49,095 - pyskl - INFO - Best top1_acc is 0.7729 at 55 epoch. +2025-06-24 19:32:49,116 - pyskl - INFO - Epoch(val) [55][3183] top1_acc: 0.7729, top5_acc: 0.9584 +2025-06-24 19:33:58,557 - pyskl - INFO - Epoch [56][100/3940] lr: 1.758e-02, eta: 1 day, 22:46:01, time: 0.694, data_time: 0.251, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9712, loss_cls: 3.3940, loss: 3.3940 +2025-06-24 19:34:42,861 - pyskl - INFO - Epoch [56][200/3940] lr: 1.757e-02, eta: 1 day, 22:45:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 3.4675, loss: 3.4675 +2025-06-24 19:35:27,218 - pyskl - INFO - Epoch [56][300/3940] lr: 1.757e-02, eta: 1 day, 22:44:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 3.3994, loss: 3.3994 +2025-06-24 19:36:11,584 - pyskl - INFO - Epoch [56][400/3940] lr: 1.756e-02, eta: 1 day, 22:43:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 3.4247, loss: 3.4247 +2025-06-24 19:36:55,925 - pyskl - INFO - Epoch [56][500/3940] lr: 1.755e-02, eta: 1 day, 22:42:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 3.4286, loss: 3.4286 +2025-06-24 19:37:40,211 - pyskl - INFO - Epoch [56][600/3940] lr: 1.755e-02, eta: 1 day, 22:42:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9663, loss_cls: 3.3887, loss: 3.3887 +2025-06-24 19:38:24,582 - pyskl - INFO - Epoch [56][700/3940] lr: 1.754e-02, eta: 1 day, 22:41:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9631, loss_cls: 3.4718, loss: 3.4718 +2025-06-24 19:39:08,978 - pyskl - INFO - Epoch [56][800/3940] lr: 1.754e-02, eta: 1 day, 22:40:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9613, loss_cls: 3.4660, loss: 3.4660 +2025-06-24 19:39:53,264 - pyskl - INFO - Epoch [56][900/3940] lr: 1.753e-02, eta: 1 day, 22:39:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9569, loss_cls: 3.6472, loss: 3.6472 +2025-06-24 19:40:37,742 - pyskl - INFO - Epoch [56][1000/3940] lr: 1.752e-02, eta: 1 day, 22:39:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 3.5226, loss: 3.5226 +2025-06-24 19:41:22,193 - pyskl - INFO - Epoch [56][1100/3940] lr: 1.752e-02, eta: 1 day, 22:38:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9656, loss_cls: 3.4285, loss: 3.4285 +2025-06-24 19:42:06,527 - pyskl - INFO - Epoch [56][1200/3940] lr: 1.751e-02, eta: 1 day, 22:37:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 3.4900, loss: 3.4900 +2025-06-24 19:42:50,800 - pyskl - INFO - Epoch [56][1300/3940] lr: 1.751e-02, eta: 1 day, 22:36:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9587, loss_cls: 3.4976, loss: 3.4976 +2025-06-24 19:43:35,243 - pyskl - INFO - Epoch [56][1400/3940] lr: 1.750e-02, eta: 1 day, 22:36:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 3.3425, loss: 3.3425 +2025-06-24 19:44:19,651 - pyskl - INFO - Epoch [56][1500/3940] lr: 1.749e-02, eta: 1 day, 22:35:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9613, loss_cls: 3.4061, loss: 3.4061 +2025-06-24 19:45:03,953 - pyskl - INFO - Epoch [56][1600/3940] lr: 1.749e-02, eta: 1 day, 22:34:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9619, loss_cls: 3.4188, loss: 3.4188 +2025-06-24 19:45:48,258 - pyskl - INFO - Epoch [56][1700/3940] lr: 1.748e-02, eta: 1 day, 22:33:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.4748, loss: 3.4748 +2025-06-24 19:46:32,559 - pyskl - INFO - Epoch [56][1800/3940] lr: 1.747e-02, eta: 1 day, 22:32:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 3.5010, loss: 3.5010 +2025-06-24 19:47:16,898 - pyskl - INFO - Epoch [56][1900/3940] lr: 1.747e-02, eta: 1 day, 22:32:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.3770, loss: 3.3770 +2025-06-24 19:48:01,248 - pyskl - INFO - Epoch [56][2000/3940] lr: 1.746e-02, eta: 1 day, 22:31:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9600, loss_cls: 3.5887, loss: 3.5887 +2025-06-24 19:48:45,557 - pyskl - INFO - Epoch [56][2100/3940] lr: 1.746e-02, eta: 1 day, 22:30:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 3.4271, loss: 3.4271 +2025-06-24 19:49:29,902 - pyskl - INFO - Epoch [56][2200/3940] lr: 1.745e-02, eta: 1 day, 22:29:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9637, loss_cls: 3.5303, loss: 3.5303 +2025-06-24 19:50:14,119 - pyskl - INFO - Epoch [56][2300/3940] lr: 1.744e-02, eta: 1 day, 22:29:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9669, loss_cls: 3.4674, loss: 3.4674 +2025-06-24 19:50:58,404 - pyskl - INFO - Epoch [56][2400/3940] lr: 1.744e-02, eta: 1 day, 22:28:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9556, loss_cls: 3.4653, loss: 3.4653 +2025-06-24 19:51:42,684 - pyskl - INFO - Epoch [56][2500/3940] lr: 1.743e-02, eta: 1 day, 22:27:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9631, loss_cls: 3.5387, loss: 3.5387 +2025-06-24 19:52:26,912 - pyskl - INFO - Epoch [56][2600/3940] lr: 1.743e-02, eta: 1 day, 22:26:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 3.4798, loss: 3.4798 +2025-06-24 19:53:11,149 - pyskl - INFO - Epoch [56][2700/3940] lr: 1.742e-02, eta: 1 day, 22:26:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 3.3513, loss: 3.3513 +2025-06-24 19:53:55,395 - pyskl - INFO - Epoch [56][2800/3940] lr: 1.741e-02, eta: 1 day, 22:25:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.4081, loss: 3.4081 +2025-06-24 19:54:39,628 - pyskl - INFO - Epoch [56][2900/3940] lr: 1.741e-02, eta: 1 day, 22:24:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.5202, loss: 3.5202 +2025-06-24 19:55:23,963 - pyskl - INFO - Epoch [56][3000/3940] lr: 1.740e-02, eta: 1 day, 22:23:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9531, loss_cls: 3.6377, loss: 3.6377 +2025-06-24 19:56:08,239 - pyskl - INFO - Epoch [56][3100/3940] lr: 1.740e-02, eta: 1 day, 22:22:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.5759, loss: 3.5759 +2025-06-24 19:56:52,471 - pyskl - INFO - Epoch [56][3200/3940] lr: 1.739e-02, eta: 1 day, 22:22:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.3960, loss: 3.3960 +2025-06-24 19:57:36,658 - pyskl - INFO - Epoch [56][3300/3940] lr: 1.738e-02, eta: 1 day, 22:21:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 3.4278, loss: 3.4278 +2025-06-24 19:58:20,818 - pyskl - INFO - Epoch [56][3400/3940] lr: 1.738e-02, eta: 1 day, 22:20:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9606, loss_cls: 3.5499, loss: 3.5499 +2025-06-24 19:59:05,070 - pyskl - INFO - Epoch [56][3500/3940] lr: 1.737e-02, eta: 1 day, 22:19:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 3.5922, loss: 3.5922 +2025-06-24 19:59:49,350 - pyskl - INFO - Epoch [56][3600/3940] lr: 1.736e-02, eta: 1 day, 22:19:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9637, loss_cls: 3.3748, loss: 3.3748 +2025-06-24 20:00:33,705 - pyskl - INFO - Epoch [56][3700/3940] lr: 1.736e-02, eta: 1 day, 22:18:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9619, loss_cls: 3.5162, loss: 3.5162 +2025-06-24 20:01:17,945 - pyskl - INFO - Epoch [56][3800/3940] lr: 1.735e-02, eta: 1 day, 22:17:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 3.5264, loss: 3.5264 +2025-06-24 20:02:02,305 - pyskl - INFO - Epoch [56][3900/3940] lr: 1.735e-02, eta: 1 day, 22:16:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 3.4489, loss: 3.4489 +2025-06-24 20:02:20,405 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-06-24 20:05:44,800 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 20:05:45,268 - pyskl - INFO - +top1_acc 0.7260 +top5_acc 0.9419 +2025-06-24 20:05:45,288 - pyskl - INFO - Epoch(val) [56][3183] top1_acc: 0.7260, top5_acc: 0.9419 +2025-06-24 20:06:55,057 - pyskl - INFO - Epoch [57][100/3940] lr: 1.734e-02, eta: 1 day, 22:15:56, time: 0.698, data_time: 0.256, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 3.3915, loss: 3.3915 +2025-06-24 20:07:39,239 - pyskl - INFO - Epoch [57][200/3940] lr: 1.733e-02, eta: 1 day, 22:15:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9606, loss_cls: 3.5691, loss: 3.5691 +2025-06-24 20:08:23,441 - pyskl - INFO - Epoch [57][300/3940] lr: 1.733e-02, eta: 1 day, 22:14:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 3.2950, loss: 3.2950 +2025-06-24 20:09:07,794 - pyskl - INFO - Epoch [57][400/3940] lr: 1.732e-02, eta: 1 day, 22:13:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9594, loss_cls: 3.4887, loss: 3.4887 +2025-06-24 20:09:52,137 - pyskl - INFO - Epoch [57][500/3940] lr: 1.731e-02, eta: 1 day, 22:12:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 3.5809, loss: 3.5809 +2025-06-24 20:10:36,385 - pyskl - INFO - Epoch [57][600/3940] lr: 1.731e-02, eta: 1 day, 22:12:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.3993, loss: 3.3993 +2025-06-24 20:11:20,587 - pyskl - INFO - Epoch [57][700/3940] lr: 1.730e-02, eta: 1 day, 22:11:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 3.5014, loss: 3.5014 +2025-06-24 20:12:04,800 - pyskl - INFO - Epoch [57][800/3940] lr: 1.729e-02, eta: 1 day, 22:10:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.4258, loss: 3.4258 +2025-06-24 20:12:49,134 - pyskl - INFO - Epoch [57][900/3940] lr: 1.729e-02, eta: 1 day, 22:09:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9600, loss_cls: 3.5080, loss: 3.5080 +2025-06-24 20:13:33,662 - pyskl - INFO - Epoch [57][1000/3940] lr: 1.728e-02, eta: 1 day, 22:09:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9650, loss_cls: 3.5040, loss: 3.5040 +2025-06-24 20:14:18,098 - pyskl - INFO - Epoch [57][1100/3940] lr: 1.728e-02, eta: 1 day, 22:08:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9637, loss_cls: 3.4444, loss: 3.4444 +2025-06-24 20:15:02,452 - pyskl - INFO - Epoch [57][1200/3940] lr: 1.727e-02, eta: 1 day, 22:07:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9681, loss_cls: 3.3556, loss: 3.3556 +2025-06-24 20:15:46,751 - pyskl - INFO - Epoch [57][1300/3940] lr: 1.726e-02, eta: 1 day, 22:06:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9631, loss_cls: 3.3032, loss: 3.3032 +2025-06-24 20:16:31,126 - pyskl - INFO - Epoch [57][1400/3940] lr: 1.726e-02, eta: 1 day, 22:05:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 3.4091, loss: 3.4091 +2025-06-24 20:17:15,430 - pyskl - INFO - Epoch [57][1500/3940] lr: 1.725e-02, eta: 1 day, 22:05:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9625, loss_cls: 3.4078, loss: 3.4078 +2025-06-24 20:17:59,773 - pyskl - INFO - Epoch [57][1600/3940] lr: 1.725e-02, eta: 1 day, 22:04:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9644, loss_cls: 3.3524, loss: 3.3524 +2025-06-24 20:18:44,170 - pyskl - INFO - Epoch [57][1700/3940] lr: 1.724e-02, eta: 1 day, 22:03:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 3.3842, loss: 3.3842 +2025-06-24 20:19:28,588 - pyskl - INFO - Epoch [57][1800/3940] lr: 1.723e-02, eta: 1 day, 22:02:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 3.5319, loss: 3.5319 +2025-06-24 20:20:12,905 - pyskl - INFO - Epoch [57][1900/3940] lr: 1.723e-02, eta: 1 day, 22:02:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 3.4735, loss: 3.4735 +2025-06-24 20:20:57,287 - pyskl - INFO - Epoch [57][2000/3940] lr: 1.722e-02, eta: 1 day, 22:01:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 3.4952, loss: 3.4952 +2025-06-24 20:21:41,744 - pyskl - INFO - Epoch [57][2100/3940] lr: 1.722e-02, eta: 1 day, 22:00:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9650, loss_cls: 3.3069, loss: 3.3069 +2025-06-24 20:22:26,082 - pyskl - INFO - Epoch [57][2200/3940] lr: 1.721e-02, eta: 1 day, 21:59:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 3.5885, loss: 3.5885 +2025-06-24 20:23:10,382 - pyskl - INFO - Epoch [57][2300/3940] lr: 1.720e-02, eta: 1 day, 21:59:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 3.4949, loss: 3.4949 +2025-06-24 20:23:54,682 - pyskl - INFO - Epoch [57][2400/3940] lr: 1.720e-02, eta: 1 day, 21:58:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 3.3991, loss: 3.3991 +2025-06-24 20:24:39,030 - pyskl - INFO - Epoch [57][2500/3940] lr: 1.719e-02, eta: 1 day, 21:57:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9600, loss_cls: 3.5226, loss: 3.5226 +2025-06-24 20:25:23,296 - pyskl - INFO - Epoch [57][2600/3940] lr: 1.718e-02, eta: 1 day, 21:56:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9550, loss_cls: 3.4646, loss: 3.4646 +2025-06-24 20:26:07,581 - pyskl - INFO - Epoch [57][2700/3940] lr: 1.718e-02, eta: 1 day, 21:55:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 3.5012, loss: 3.5012 +2025-06-24 20:26:51,901 - pyskl - INFO - Epoch [57][2800/3940] lr: 1.717e-02, eta: 1 day, 21:55:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9594, loss_cls: 3.4675, loss: 3.4675 +2025-06-24 20:27:36,120 - pyskl - INFO - Epoch [57][2900/3940] lr: 1.717e-02, eta: 1 day, 21:54:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9644, loss_cls: 3.4420, loss: 3.4420 +2025-06-24 20:28:20,379 - pyskl - INFO - Epoch [57][3000/3940] lr: 1.716e-02, eta: 1 day, 21:53:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.4714, loss: 3.4714 +2025-06-24 20:29:04,632 - pyskl - INFO - Epoch [57][3100/3940] lr: 1.715e-02, eta: 1 day, 21:52:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 3.3563, loss: 3.3563 +2025-06-24 20:29:48,993 - pyskl - INFO - Epoch [57][3200/3940] lr: 1.715e-02, eta: 1 day, 21:52:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 3.5760, loss: 3.5760 +2025-06-24 20:30:33,419 - pyskl - INFO - Epoch [57][3300/3940] lr: 1.714e-02, eta: 1 day, 21:51:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.5094, loss: 3.5094 +2025-06-24 20:31:17,818 - pyskl - INFO - Epoch [57][3400/3940] lr: 1.713e-02, eta: 1 day, 21:50:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9619, loss_cls: 3.5285, loss: 3.5285 +2025-06-24 20:32:02,361 - pyskl - INFO - Epoch [57][3500/3940] lr: 1.713e-02, eta: 1 day, 21:49:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 3.5126, loss: 3.5126 +2025-06-24 20:32:46,768 - pyskl - INFO - Epoch [57][3600/3940] lr: 1.712e-02, eta: 1 day, 21:49:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.3560, loss: 3.3560 +2025-06-24 20:33:31,237 - pyskl - INFO - Epoch [57][3700/3940] lr: 1.712e-02, eta: 1 day, 21:48:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 3.5012, loss: 3.5012 +2025-06-24 20:34:15,542 - pyskl - INFO - Epoch [57][3800/3940] lr: 1.711e-02, eta: 1 day, 21:47:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9669, loss_cls: 3.3950, loss: 3.3950 +2025-06-24 20:34:59,864 - pyskl - INFO - Epoch [57][3900/3940] lr: 1.710e-02, eta: 1 day, 21:46:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9663, loss_cls: 3.4186, loss: 3.4186 +2025-06-24 20:35:17,806 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-06-24 20:38:40,734 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 20:38:41,203 - pyskl - INFO - +top1_acc 0.7341 +top5_acc 0.9392 +2025-06-24 20:38:41,223 - pyskl - INFO - Epoch(val) [57][3183] top1_acc: 0.7341, top5_acc: 0.9392 +2025-06-24 20:39:50,867 - pyskl - INFO - Epoch [58][100/3940] lr: 1.710e-02, eta: 1 day, 21:45:54, time: 0.696, data_time: 0.253, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.3868, loss: 3.3868 +2025-06-24 20:40:35,185 - pyskl - INFO - Epoch [58][200/3940] lr: 1.709e-02, eta: 1 day, 21:45:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9663, loss_cls: 3.3477, loss: 3.3477 +2025-06-24 20:41:19,573 - pyskl - INFO - Epoch [58][300/3940] lr: 1.708e-02, eta: 1 day, 21:44:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9625, loss_cls: 3.5019, loss: 3.5019 +2025-06-24 20:42:04,102 - pyskl - INFO - Epoch [58][400/3940] lr: 1.708e-02, eta: 1 day, 21:43:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9706, loss_cls: 3.2802, loss: 3.2802 +2025-06-24 20:42:48,528 - pyskl - INFO - Epoch [58][500/3940] lr: 1.707e-02, eta: 1 day, 21:42:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 3.4468, loss: 3.4468 +2025-06-24 20:43:32,958 - pyskl - INFO - Epoch [58][600/3940] lr: 1.706e-02, eta: 1 day, 21:42:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.4594, loss: 3.4594 +2025-06-24 20:44:17,673 - pyskl - INFO - Epoch [58][700/3940] lr: 1.706e-02, eta: 1 day, 21:41:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9663, loss_cls: 3.4039, loss: 3.4039 +2025-06-24 20:45:02,299 - pyskl - INFO - Epoch [58][800/3940] lr: 1.705e-02, eta: 1 day, 21:40:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.4017, loss: 3.4017 +2025-06-24 20:45:46,788 - pyskl - INFO - Epoch [58][900/3940] lr: 1.705e-02, eta: 1 day, 21:39:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9575, loss_cls: 3.4833, loss: 3.4833 +2025-06-24 20:46:31,261 - pyskl - INFO - Epoch [58][1000/3940] lr: 1.704e-02, eta: 1 day, 21:39:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9625, loss_cls: 3.4121, loss: 3.4121 +2025-06-24 20:47:15,666 - pyskl - INFO - Epoch [58][1100/3940] lr: 1.703e-02, eta: 1 day, 21:38:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 3.6365, loss: 3.6365 +2025-06-24 20:48:00,127 - pyskl - INFO - Epoch [58][1200/3940] lr: 1.703e-02, eta: 1 day, 21:37:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 3.4555, loss: 3.4555 +2025-06-24 20:48:44,566 - pyskl - INFO - Epoch [58][1300/3940] lr: 1.702e-02, eta: 1 day, 21:36:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 3.4647, loss: 3.4647 +2025-06-24 20:49:28,840 - pyskl - INFO - Epoch [58][1400/3940] lr: 1.701e-02, eta: 1 day, 21:35:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9637, loss_cls: 3.3155, loss: 3.3155 +2025-06-24 20:50:13,075 - pyskl - INFO - Epoch [58][1500/3940] lr: 1.701e-02, eta: 1 day, 21:35:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9644, loss_cls: 3.3628, loss: 3.3628 +2025-06-24 20:50:57,297 - pyskl - INFO - Epoch [58][1600/3940] lr: 1.700e-02, eta: 1 day, 21:34:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9600, loss_cls: 3.5261, loss: 3.5261 +2025-06-24 20:51:41,607 - pyskl - INFO - Epoch [58][1700/3940] lr: 1.700e-02, eta: 1 day, 21:33:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9606, loss_cls: 3.4175, loss: 3.4175 +2025-06-24 20:52:25,876 - pyskl - INFO - Epoch [58][1800/3940] lr: 1.699e-02, eta: 1 day, 21:32:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 3.2594, loss: 3.2594 +2025-06-24 20:53:10,110 - pyskl - INFO - Epoch [58][1900/3940] lr: 1.698e-02, eta: 1 day, 21:32:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.3634, loss: 3.3634 +2025-06-24 20:53:54,333 - pyskl - INFO - Epoch [58][2000/3940] lr: 1.698e-02, eta: 1 day, 21:31:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9569, loss_cls: 3.5003, loss: 3.5003 +2025-06-24 20:54:38,697 - pyskl - INFO - Epoch [58][2100/3940] lr: 1.697e-02, eta: 1 day, 21:30:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 3.4343, loss: 3.4343 +2025-06-24 20:55:23,043 - pyskl - INFO - Epoch [58][2200/3940] lr: 1.697e-02, eta: 1 day, 21:29:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.4951, loss: 3.4951 +2025-06-24 20:56:07,391 - pyskl - INFO - Epoch [58][2300/3940] lr: 1.696e-02, eta: 1 day, 21:29:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 3.4814, loss: 3.4814 +2025-06-24 20:56:51,677 - pyskl - INFO - Epoch [58][2400/3940] lr: 1.695e-02, eta: 1 day, 21:28:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9575, loss_cls: 3.5577, loss: 3.5577 +2025-06-24 20:57:35,980 - pyskl - INFO - Epoch [58][2500/3940] lr: 1.695e-02, eta: 1 day, 21:27:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.4074, loss: 3.4074 +2025-06-24 20:58:20,270 - pyskl - INFO - Epoch [58][2600/3940] lr: 1.694e-02, eta: 1 day, 21:26:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 3.3833, loss: 3.3833 +2025-06-24 20:59:04,580 - pyskl - INFO - Epoch [58][2700/3940] lr: 1.693e-02, eta: 1 day, 21:26:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 3.5103, loss: 3.5103 +2025-06-24 20:59:48,925 - pyskl - INFO - Epoch [58][2800/3940] lr: 1.693e-02, eta: 1 day, 21:25:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9619, loss_cls: 3.4906, loss: 3.4906 +2025-06-24 21:00:33,372 - pyskl - INFO - Epoch [58][2900/3940] lr: 1.692e-02, eta: 1 day, 21:24:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 3.4118, loss: 3.4118 +2025-06-24 21:01:17,972 - pyskl - INFO - Epoch [58][3000/3940] lr: 1.692e-02, eta: 1 day, 21:23:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 3.4132, loss: 3.4132 +2025-06-24 21:02:02,470 - pyskl - INFO - Epoch [58][3100/3940] lr: 1.691e-02, eta: 1 day, 21:22:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 3.4363, loss: 3.4363 +2025-06-24 21:02:46,997 - pyskl - INFO - Epoch [58][3200/3940] lr: 1.690e-02, eta: 1 day, 21:22:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 3.4662, loss: 3.4662 +2025-06-24 21:03:31,401 - pyskl - INFO - Epoch [58][3300/3940] lr: 1.690e-02, eta: 1 day, 21:21:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.4369, loss: 3.4369 +2025-06-24 21:04:15,896 - pyskl - INFO - Epoch [58][3400/3940] lr: 1.689e-02, eta: 1 day, 21:20:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9650, loss_cls: 3.4235, loss: 3.4235 +2025-06-24 21:05:00,412 - pyskl - INFO - Epoch [58][3500/3940] lr: 1.688e-02, eta: 1 day, 21:19:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 3.4148, loss: 3.4148 +2025-06-24 21:05:44,731 - pyskl - INFO - Epoch [58][3600/3940] lr: 1.688e-02, eta: 1 day, 21:19:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 3.4807, loss: 3.4807 +2025-06-24 21:06:28,997 - pyskl - INFO - Epoch [58][3700/3940] lr: 1.687e-02, eta: 1 day, 21:18:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 3.3754, loss: 3.3754 +2025-06-24 21:07:13,236 - pyskl - INFO - Epoch [58][3800/3940] lr: 1.687e-02, eta: 1 day, 21:17:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 3.4511, loss: 3.4511 +2025-06-24 21:07:57,822 - pyskl - INFO - Epoch [58][3900/3940] lr: 1.686e-02, eta: 1 day, 21:16:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9569, loss_cls: 3.6294, loss: 3.6294 +2025-06-24 21:08:15,991 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-06-24 21:11:40,378 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 21:11:40,846 - pyskl - INFO - +top1_acc 0.7730 +top5_acc 0.9520 +2025-06-24 21:11:40,903 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_55.pth was removed +2025-06-24 21:11:41,921 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_58.pth. +2025-06-24 21:11:41,923 - pyskl - INFO - Best top1_acc is 0.7730 at 58 epoch. +2025-06-24 21:11:41,947 - pyskl - INFO - Epoch(val) [58][3183] top1_acc: 0.7730, top5_acc: 0.9520 +2025-06-24 21:12:51,174 - pyskl - INFO - Epoch [59][100/3940] lr: 1.685e-02, eta: 1 day, 21:15:57, time: 0.692, data_time: 0.250, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 3.3877, loss: 3.3877 +2025-06-24 21:13:35,474 - pyskl - INFO - Epoch [59][200/3940] lr: 1.684e-02, eta: 1 day, 21:15:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 3.4444, loss: 3.4444 +2025-06-24 21:14:19,719 - pyskl - INFO - Epoch [59][300/3940] lr: 1.684e-02, eta: 1 day, 21:14:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 3.3292, loss: 3.3292 +2025-06-24 21:15:03,886 - pyskl - INFO - Epoch [59][400/3940] lr: 1.683e-02, eta: 1 day, 21:13:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9644, loss_cls: 3.3129, loss: 3.3129 +2025-06-24 21:15:48,054 - pyskl - INFO - Epoch [59][500/3940] lr: 1.683e-02, eta: 1 day, 21:12:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 3.3014, loss: 3.3014 +2025-06-24 21:16:32,231 - pyskl - INFO - Epoch [59][600/3940] lr: 1.682e-02, eta: 1 day, 21:12:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 3.4072, loss: 3.4072 +2025-06-24 21:17:16,455 - pyskl - INFO - Epoch [59][700/3940] lr: 1.681e-02, eta: 1 day, 21:11:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9650, loss_cls: 3.4427, loss: 3.4427 +2025-06-24 21:18:00,773 - pyskl - INFO - Epoch [59][800/3940] lr: 1.681e-02, eta: 1 day, 21:10:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 3.3402, loss: 3.3402 +2025-06-24 21:18:45,004 - pyskl - INFO - Epoch [59][900/3940] lr: 1.680e-02, eta: 1 day, 21:09:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 3.6229, loss: 3.6229 +2025-06-24 21:19:29,201 - pyskl - INFO - Epoch [59][1000/3940] lr: 1.679e-02, eta: 1 day, 21:09:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9650, loss_cls: 3.3951, loss: 3.3951 +2025-06-24 21:20:13,390 - pyskl - INFO - Epoch [59][1100/3940] lr: 1.679e-02, eta: 1 day, 21:08:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9650, loss_cls: 3.4572, loss: 3.4572 +2025-06-24 21:20:57,510 - pyskl - INFO - Epoch [59][1200/3940] lr: 1.678e-02, eta: 1 day, 21:07:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 3.4651, loss: 3.4651 +2025-06-24 21:21:41,693 - pyskl - INFO - Epoch [59][1300/3940] lr: 1.678e-02, eta: 1 day, 21:06:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9637, loss_cls: 3.3294, loss: 3.3294 +2025-06-24 21:22:25,869 - pyskl - INFO - Epoch [59][1400/3940] lr: 1.677e-02, eta: 1 day, 21:05:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 3.5472, loss: 3.5472 +2025-06-24 21:23:10,034 - pyskl - INFO - Epoch [59][1500/3940] lr: 1.676e-02, eta: 1 day, 21:05:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9569, loss_cls: 3.5105, loss: 3.5105 +2025-06-24 21:23:54,215 - pyskl - INFO - Epoch [59][1600/3940] lr: 1.676e-02, eta: 1 day, 21:04:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.3381, loss: 3.3381 +2025-06-24 21:24:38,420 - pyskl - INFO - Epoch [59][1700/3940] lr: 1.675e-02, eta: 1 day, 21:03:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9631, loss_cls: 3.4079, loss: 3.4079 +2025-06-24 21:25:22,677 - pyskl - INFO - Epoch [59][1800/3940] lr: 1.674e-02, eta: 1 day, 21:02:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.3708, loss: 3.3708 +2025-06-24 21:26:06,940 - pyskl - INFO - Epoch [59][1900/3940] lr: 1.674e-02, eta: 1 day, 21:02:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9600, loss_cls: 3.6226, loss: 3.6226 +2025-06-24 21:26:51,159 - pyskl - INFO - Epoch [59][2000/3940] lr: 1.673e-02, eta: 1 day, 21:01:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9663, loss_cls: 3.4080, loss: 3.4080 +2025-06-24 21:27:35,420 - pyskl - INFO - Epoch [59][2100/3940] lr: 1.673e-02, eta: 1 day, 21:00:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9663, loss_cls: 3.3416, loss: 3.3416 +2025-06-24 21:28:19,651 - pyskl - INFO - Epoch [59][2200/3940] lr: 1.672e-02, eta: 1 day, 20:59:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 3.5390, loss: 3.5390 +2025-06-24 21:29:03,906 - pyskl - INFO - Epoch [59][2300/3940] lr: 1.671e-02, eta: 1 day, 20:59:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.4534, loss: 3.4534 +2025-06-24 21:29:48,104 - pyskl - INFO - Epoch [59][2400/3940] lr: 1.671e-02, eta: 1 day, 20:58:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9587, loss_cls: 3.5456, loss: 3.5456 +2025-06-24 21:30:32,422 - pyskl - INFO - Epoch [59][2500/3940] lr: 1.670e-02, eta: 1 day, 20:57:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9637, loss_cls: 3.4265, loss: 3.4265 +2025-06-24 21:31:16,895 - pyskl - INFO - Epoch [59][2600/3940] lr: 1.669e-02, eta: 1 day, 20:56:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9637, loss_cls: 3.5043, loss: 3.5043 +2025-06-24 21:32:01,212 - pyskl - INFO - Epoch [59][2700/3940] lr: 1.669e-02, eta: 1 day, 20:55:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9613, loss_cls: 3.4045, loss: 3.4045 +2025-06-24 21:32:45,609 - pyskl - INFO - Epoch [59][2800/3940] lr: 1.668e-02, eta: 1 day, 20:55:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 3.4617, loss: 3.4617 +2025-06-24 21:33:30,108 - pyskl - INFO - Epoch [59][2900/3940] lr: 1.668e-02, eta: 1 day, 20:54:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9631, loss_cls: 3.3236, loss: 3.3236 +2025-06-24 21:34:14,496 - pyskl - INFO - Epoch [59][3000/3940] lr: 1.667e-02, eta: 1 day, 20:53:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9631, loss_cls: 3.4730, loss: 3.4730 +2025-06-24 21:34:58,824 - pyskl - INFO - Epoch [59][3100/3940] lr: 1.666e-02, eta: 1 day, 20:52:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 3.4162, loss: 3.4162 +2025-06-24 21:35:43,003 - pyskl - INFO - Epoch [59][3200/3940] lr: 1.666e-02, eta: 1 day, 20:52:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9631, loss_cls: 3.4277, loss: 3.4277 +2025-06-24 21:36:27,615 - pyskl - INFO - Epoch [59][3300/3940] lr: 1.665e-02, eta: 1 day, 20:51:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 3.3763, loss: 3.3763 +2025-06-24 21:37:11,732 - pyskl - INFO - Epoch [59][3400/3940] lr: 1.664e-02, eta: 1 day, 20:50:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 3.5706, loss: 3.5706 +2025-06-24 21:37:55,848 - pyskl - INFO - Epoch [59][3500/3940] lr: 1.664e-02, eta: 1 day, 20:49:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 3.3848, loss: 3.3848 +2025-06-24 21:38:40,254 - pyskl - INFO - Epoch [59][3600/3940] lr: 1.663e-02, eta: 1 day, 20:49:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 3.4100, loss: 3.4100 +2025-06-24 21:39:24,381 - pyskl - INFO - Epoch [59][3700/3940] lr: 1.663e-02, eta: 1 day, 20:48:19, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.3944, loss: 3.3944 +2025-06-24 21:40:08,542 - pyskl - INFO - Epoch [59][3800/3940] lr: 1.662e-02, eta: 1 day, 20:47:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9613, loss_cls: 3.4458, loss: 3.4458 +2025-06-24 21:40:52,503 - pyskl - INFO - Epoch [59][3900/3940] lr: 1.661e-02, eta: 1 day, 20:46:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 3.3103, loss: 3.3103 +2025-06-24 21:41:10,464 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-06-24 21:44:33,709 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 21:44:34,169 - pyskl - INFO - +top1_acc 0.7543 +top5_acc 0.9513 +2025-06-24 21:44:34,186 - pyskl - INFO - Epoch(val) [59][3183] top1_acc: 0.7543, top5_acc: 0.9513 +2025-06-24 21:45:43,874 - pyskl - INFO - Epoch [60][100/3940] lr: 1.660e-02, eta: 1 day, 20:45:53, time: 0.697, data_time: 0.254, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.3942, loss: 3.3942 +2025-06-24 21:46:28,215 - pyskl - INFO - Epoch [60][200/3940] lr: 1.660e-02, eta: 1 day, 20:45:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9650, loss_cls: 3.4301, loss: 3.4301 +2025-06-24 21:47:12,469 - pyskl - INFO - Epoch [60][300/3940] lr: 1.659e-02, eta: 1 day, 20:44:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9606, loss_cls: 3.4486, loss: 3.4486 +2025-06-24 21:47:56,764 - pyskl - INFO - Epoch [60][400/3940] lr: 1.659e-02, eta: 1 day, 20:43:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.4393, loss: 3.4393 +2025-06-24 21:48:41,094 - pyskl - INFO - Epoch [60][500/3940] lr: 1.658e-02, eta: 1 day, 20:42:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.3229, loss: 3.3229 +2025-06-24 21:49:25,578 - pyskl - INFO - Epoch [60][600/3940] lr: 1.657e-02, eta: 1 day, 20:42:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9569, loss_cls: 3.3326, loss: 3.3326 +2025-06-24 21:50:10,038 - pyskl - INFO - Epoch [60][700/3940] lr: 1.657e-02, eta: 1 day, 20:41:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 3.2541, loss: 3.2541 +2025-06-24 21:50:54,498 - pyskl - INFO - Epoch [60][800/3940] lr: 1.656e-02, eta: 1 day, 20:40:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9644, loss_cls: 3.3408, loss: 3.3408 +2025-06-24 21:51:38,907 - pyskl - INFO - Epoch [60][900/3940] lr: 1.655e-02, eta: 1 day, 20:39:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 3.5084, loss: 3.5084 +2025-06-24 21:52:23,323 - pyskl - INFO - Epoch [60][1000/3940] lr: 1.655e-02, eta: 1 day, 20:39:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9656, loss_cls: 3.3103, loss: 3.3103 +2025-06-24 21:53:07,861 - pyskl - INFO - Epoch [60][1100/3940] lr: 1.654e-02, eta: 1 day, 20:38:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9613, loss_cls: 3.3992, loss: 3.3992 +2025-06-24 21:53:52,281 - pyskl - INFO - Epoch [60][1200/3940] lr: 1.654e-02, eta: 1 day, 20:37:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 3.1906, loss: 3.1906 +2025-06-24 21:54:36,713 - pyskl - INFO - Epoch [60][1300/3940] lr: 1.653e-02, eta: 1 day, 20:36:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9656, loss_cls: 3.4280, loss: 3.4280 +2025-06-24 21:55:21,085 - pyskl - INFO - Epoch [60][1400/3940] lr: 1.652e-02, eta: 1 day, 20:35:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 3.3932, loss: 3.3932 +2025-06-24 21:56:05,447 - pyskl - INFO - Epoch [60][1500/3940] lr: 1.652e-02, eta: 1 day, 20:35:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.4383, loss: 3.4383 +2025-06-24 21:56:49,773 - pyskl - INFO - Epoch [60][1600/3940] lr: 1.651e-02, eta: 1 day, 20:34:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 3.4100, loss: 3.4100 +2025-06-24 21:57:34,091 - pyskl - INFO - Epoch [60][1700/3940] lr: 1.650e-02, eta: 1 day, 20:33:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9631, loss_cls: 3.3879, loss: 3.3879 +2025-06-24 21:58:18,610 - pyskl - INFO - Epoch [60][1800/3940] lr: 1.650e-02, eta: 1 day, 20:32:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9550, loss_cls: 3.5908, loss: 3.5908 +2025-06-24 21:59:03,095 - pyskl - INFO - Epoch [60][1900/3940] lr: 1.649e-02, eta: 1 day, 20:32:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.5177, loss: 3.5177 +2025-06-24 21:59:47,472 - pyskl - INFO - Epoch [60][2000/3940] lr: 1.649e-02, eta: 1 day, 20:31:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9513, loss_cls: 3.5073, loss: 3.5073 +2025-06-24 22:00:31,998 - pyskl - INFO - Epoch [60][2100/3940] lr: 1.648e-02, eta: 1 day, 20:30:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9644, loss_cls: 3.4447, loss: 3.4447 +2025-06-24 22:01:16,477 - pyskl - INFO - Epoch [60][2200/3940] lr: 1.647e-02, eta: 1 day, 20:29:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9650, loss_cls: 3.3784, loss: 3.3784 +2025-06-24 22:02:01,221 - pyskl - INFO - Epoch [60][2300/3940] lr: 1.647e-02, eta: 1 day, 20:29:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.3572, loss: 3.3572 +2025-06-24 22:02:45,676 - pyskl - INFO - Epoch [60][2400/3940] lr: 1.646e-02, eta: 1 day, 20:28:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.4696, loss: 3.4696 +2025-06-24 22:03:30,017 - pyskl - INFO - Epoch [60][2500/3940] lr: 1.645e-02, eta: 1 day, 20:27:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 3.3380, loss: 3.3380 +2025-06-24 22:04:14,355 - pyskl - INFO - Epoch [60][2600/3940] lr: 1.645e-02, eta: 1 day, 20:26:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 3.2489, loss: 3.2489 +2025-06-24 22:04:58,624 - pyskl - INFO - Epoch [60][2700/3940] lr: 1.644e-02, eta: 1 day, 20:26:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 3.3864, loss: 3.3864 +2025-06-24 22:05:43,084 - pyskl - INFO - Epoch [60][2800/3940] lr: 1.643e-02, eta: 1 day, 20:25:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 3.5048, loss: 3.5048 +2025-06-24 22:06:27,400 - pyskl - INFO - Epoch [60][2900/3940] lr: 1.643e-02, eta: 1 day, 20:24:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9619, loss_cls: 3.4770, loss: 3.4770 +2025-06-24 22:07:11,667 - pyskl - INFO - Epoch [60][3000/3940] lr: 1.642e-02, eta: 1 day, 20:23:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9606, loss_cls: 3.3872, loss: 3.3872 +2025-06-24 22:07:56,024 - pyskl - INFO - Epoch [60][3100/3940] lr: 1.642e-02, eta: 1 day, 20:22:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9669, loss_cls: 3.3893, loss: 3.3893 +2025-06-24 22:08:40,285 - pyskl - INFO - Epoch [60][3200/3940] lr: 1.641e-02, eta: 1 day, 20:22:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 3.4786, loss: 3.4786 +2025-06-24 22:09:24,590 - pyskl - INFO - Epoch [60][3300/3940] lr: 1.640e-02, eta: 1 day, 20:21:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 3.5302, loss: 3.5302 +2025-06-24 22:10:08,864 - pyskl - INFO - Epoch [60][3400/3940] lr: 1.640e-02, eta: 1 day, 20:20:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9637, loss_cls: 3.4203, loss: 3.4203 +2025-06-24 22:10:53,229 - pyskl - INFO - Epoch [60][3500/3940] lr: 1.639e-02, eta: 1 day, 20:19:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.4216, loss: 3.4216 +2025-06-24 22:11:37,656 - pyskl - INFO - Epoch [60][3600/3940] lr: 1.638e-02, eta: 1 day, 20:19:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 3.4492, loss: 3.4492 +2025-06-24 22:12:22,024 - pyskl - INFO - Epoch [60][3700/3940] lr: 1.638e-02, eta: 1 day, 20:18:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9613, loss_cls: 3.5205, loss: 3.5205 +2025-06-24 22:13:06,318 - pyskl - INFO - Epoch [60][3800/3940] lr: 1.637e-02, eta: 1 day, 20:17:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.4895, loss: 3.4895 +2025-06-24 22:13:50,603 - pyskl - INFO - Epoch [60][3900/3940] lr: 1.637e-02, eta: 1 day, 20:16:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9644, loss_cls: 3.4313, loss: 3.4313 +2025-06-24 22:14:08,659 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-06-24 22:31:54,213 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 22:31:54,677 - pyskl - INFO - +top1_acc 0.7708 +top5_acc 0.9560 +2025-06-24 22:31:54,695 - pyskl - INFO - Epoch(val) [60][3183] top1_acc: 0.7708, top5_acc: 0.9560 +2025-06-24 22:33:04,279 - pyskl - INFO - Epoch [61][100/3940] lr: 1.636e-02, eta: 1 day, 20:15:59, time: 0.696, data_time: 0.254, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 3.4435, loss: 3.4435 +2025-06-24 22:33:48,505 - pyskl - INFO - Epoch [61][200/3940] lr: 1.635e-02, eta: 1 day, 20:15:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9694, loss_cls: 3.2871, loss: 3.2871 +2025-06-24 22:34:32,755 - pyskl - INFO - Epoch [61][300/3940] lr: 1.634e-02, eta: 1 day, 20:14:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9719, loss_cls: 3.2147, loss: 3.2147 +2025-06-24 22:35:16,992 - pyskl - INFO - Epoch [61][400/3940] lr: 1.634e-02, eta: 1 day, 20:13:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9694, loss_cls: 3.2057, loss: 3.2057 +2025-06-24 22:36:01,230 - pyskl - INFO - Epoch [61][500/3940] lr: 1.633e-02, eta: 1 day, 20:12:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 3.2522, loss: 3.2522 +2025-06-24 22:36:45,493 - pyskl - INFO - Epoch [61][600/3940] lr: 1.632e-02, eta: 1 day, 20:12:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9663, loss_cls: 3.3936, loss: 3.3936 +2025-06-24 22:37:29,752 - pyskl - INFO - Epoch [61][700/3940] lr: 1.632e-02, eta: 1 day, 20:11:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9663, loss_cls: 3.3931, loss: 3.3931 +2025-06-24 22:38:14,038 - pyskl - INFO - Epoch [61][800/3940] lr: 1.631e-02, eta: 1 day, 20:10:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9581, loss_cls: 3.3907, loss: 3.3907 +2025-06-24 22:38:58,272 - pyskl - INFO - Epoch [61][900/3940] lr: 1.631e-02, eta: 1 day, 20:09:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9619, loss_cls: 3.3723, loss: 3.3723 +2025-06-24 22:39:42,544 - pyskl - INFO - Epoch [61][1000/3940] lr: 1.630e-02, eta: 1 day, 20:09:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9650, loss_cls: 3.3843, loss: 3.3843 +2025-06-24 22:40:26,837 - pyskl - INFO - Epoch [61][1100/3940] lr: 1.629e-02, eta: 1 day, 20:08:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9637, loss_cls: 3.4608, loss: 3.4608 +2025-06-24 22:41:11,062 - pyskl - INFO - Epoch [61][1200/3940] lr: 1.629e-02, eta: 1 day, 20:07:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9631, loss_cls: 3.3945, loss: 3.3945 +2025-06-24 22:41:55,354 - pyskl - INFO - Epoch [61][1300/3940] lr: 1.628e-02, eta: 1 day, 20:06:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9606, loss_cls: 3.4906, loss: 3.4906 +2025-06-24 22:42:39,789 - pyskl - INFO - Epoch [61][1400/3940] lr: 1.627e-02, eta: 1 day, 20:06:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 3.3940, loss: 3.3940 +2025-06-24 22:43:24,035 - pyskl - INFO - Epoch [61][1500/3940] lr: 1.627e-02, eta: 1 day, 20:05:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9613, loss_cls: 3.4795, loss: 3.4795 +2025-06-24 22:44:08,353 - pyskl - INFO - Epoch [61][1600/3940] lr: 1.626e-02, eta: 1 day, 20:04:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 3.3057, loss: 3.3057 +2025-06-24 22:44:52,695 - pyskl - INFO - Epoch [61][1700/3940] lr: 1.626e-02, eta: 1 day, 20:03:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.2744, loss: 3.2744 +2025-06-24 22:45:37,049 - pyskl - INFO - Epoch [61][1800/3940] lr: 1.625e-02, eta: 1 day, 20:02:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9594, loss_cls: 3.4878, loss: 3.4878 +2025-06-24 22:46:21,394 - pyskl - INFO - Epoch [61][1900/3940] lr: 1.624e-02, eta: 1 day, 20:02:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 3.3809, loss: 3.3809 +2025-06-24 22:47:05,772 - pyskl - INFO - Epoch [61][2000/3940] lr: 1.624e-02, eta: 1 day, 20:01:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9656, loss_cls: 3.4193, loss: 3.4193 +2025-06-24 22:47:50,115 - pyskl - INFO - Epoch [61][2100/3940] lr: 1.623e-02, eta: 1 day, 20:00:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9650, loss_cls: 3.2876, loss: 3.2876 +2025-06-24 22:48:34,518 - pyskl - INFO - Epoch [61][2200/3940] lr: 1.622e-02, eta: 1 day, 19:59:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9656, loss_cls: 3.3285, loss: 3.3285 +2025-06-24 22:49:18,902 - pyskl - INFO - Epoch [61][2300/3940] lr: 1.622e-02, eta: 1 day, 19:59:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 3.4742, loss: 3.4742 +2025-06-24 22:50:03,255 - pyskl - INFO - Epoch [61][2400/3940] lr: 1.621e-02, eta: 1 day, 19:58:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9637, loss_cls: 3.5162, loss: 3.5162 +2025-06-24 22:50:47,758 - pyskl - INFO - Epoch [61][2500/3940] lr: 1.620e-02, eta: 1 day, 19:57:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 3.3314, loss: 3.3314 +2025-06-24 22:51:32,234 - pyskl - INFO - Epoch [61][2600/3940] lr: 1.620e-02, eta: 1 day, 19:56:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.4674, loss: 3.4674 +2025-06-24 22:52:16,773 - pyskl - INFO - Epoch [61][2700/3940] lr: 1.619e-02, eta: 1 day, 19:56:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.4597, loss: 3.4597 +2025-06-24 22:53:01,293 - pyskl - INFO - Epoch [61][2800/3940] lr: 1.619e-02, eta: 1 day, 19:55:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 3.2255, loss: 3.2255 +2025-06-24 22:53:45,738 - pyskl - INFO - Epoch [61][2900/3940] lr: 1.618e-02, eta: 1 day, 19:54:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9681, loss_cls: 3.4140, loss: 3.4140 +2025-06-24 22:54:30,084 - pyskl - INFO - Epoch [61][3000/3940] lr: 1.617e-02, eta: 1 day, 19:53:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9625, loss_cls: 3.4235, loss: 3.4235 +2025-06-24 22:55:14,639 - pyskl - INFO - Epoch [61][3100/3940] lr: 1.617e-02, eta: 1 day, 19:53:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9669, loss_cls: 3.4171, loss: 3.4171 +2025-06-24 22:55:59,441 - pyskl - INFO - Epoch [61][3200/3940] lr: 1.616e-02, eta: 1 day, 19:52:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.3094, loss: 3.3094 +2025-06-24 22:56:43,733 - pyskl - INFO - Epoch [61][3300/3940] lr: 1.615e-02, eta: 1 day, 19:51:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 3.4855, loss: 3.4855 +2025-06-24 22:57:28,218 - pyskl - INFO - Epoch [61][3400/3940] lr: 1.615e-02, eta: 1 day, 19:50:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 3.3627, loss: 3.3627 +2025-06-24 22:58:12,573 - pyskl - INFO - Epoch [61][3500/3940] lr: 1.614e-02, eta: 1 day, 19:50:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9619, loss_cls: 3.4313, loss: 3.4313 +2025-06-24 22:58:57,000 - pyskl - INFO - Epoch [61][3600/3940] lr: 1.613e-02, eta: 1 day, 19:49:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9581, loss_cls: 3.5156, loss: 3.5156 +2025-06-24 22:59:41,361 - pyskl - INFO - Epoch [61][3700/3940] lr: 1.613e-02, eta: 1 day, 19:48:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9575, loss_cls: 3.4317, loss: 3.4317 +2025-06-24 23:00:25,675 - pyskl - INFO - Epoch [61][3800/3940] lr: 1.612e-02, eta: 1 day, 19:47:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9606, loss_cls: 3.3803, loss: 3.3803 +2025-06-24 23:01:10,192 - pyskl - INFO - Epoch [61][3900/3940] lr: 1.612e-02, eta: 1 day, 19:46:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9613, loss_cls: 3.4345, loss: 3.4345 +2025-06-24 23:01:28,226 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-06-24 23:04:50,854 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 23:04:51,319 - pyskl - INFO - +top1_acc 0.7647 +top5_acc 0.9534 +2025-06-24 23:04:51,337 - pyskl - INFO - Epoch(val) [61][3183] top1_acc: 0.7647, top5_acc: 0.9534 +2025-06-24 23:06:01,080 - pyskl - INFO - Epoch [62][100/3940] lr: 1.611e-02, eta: 1 day, 19:46:05, time: 0.697, data_time: 0.255, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.3670, loss: 3.3670 +2025-06-24 23:06:45,473 - pyskl - INFO - Epoch [62][200/3940] lr: 1.610e-02, eta: 1 day, 19:45:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 3.3952, loss: 3.3952 +2025-06-24 23:07:30,036 - pyskl - INFO - Epoch [62][300/3940] lr: 1.609e-02, eta: 1 day, 19:44:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 3.2575, loss: 3.2575 +2025-06-24 23:08:14,423 - pyskl - INFO - Epoch [62][400/3940] lr: 1.609e-02, eta: 1 day, 19:43:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9625, loss_cls: 3.3920, loss: 3.3920 +2025-06-24 23:08:58,727 - pyskl - INFO - Epoch [62][500/3940] lr: 1.608e-02, eta: 1 day, 19:43:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 3.3628, loss: 3.3628 +2025-06-24 23:09:43,048 - pyskl - INFO - Epoch [62][600/3940] lr: 1.607e-02, eta: 1 day, 19:42:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9625, loss_cls: 3.4419, loss: 3.4419 +2025-06-24 23:10:27,290 - pyskl - INFO - Epoch [62][700/3940] lr: 1.607e-02, eta: 1 day, 19:41:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.2867, loss: 3.2867 +2025-06-24 23:11:11,755 - pyskl - INFO - Epoch [62][800/3940] lr: 1.606e-02, eta: 1 day, 19:40:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 3.2463, loss: 3.2463 +2025-06-24 23:11:56,314 - pyskl - INFO - Epoch [62][900/3940] lr: 1.606e-02, eta: 1 day, 19:40:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9613, loss_cls: 3.4115, loss: 3.4115 +2025-06-24 23:12:40,574 - pyskl - INFO - Epoch [62][1000/3940] lr: 1.605e-02, eta: 1 day, 19:39:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 3.3521, loss: 3.3521 +2025-06-24 23:13:24,841 - pyskl - INFO - Epoch [62][1100/3940] lr: 1.604e-02, eta: 1 day, 19:38:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9669, loss_cls: 3.4334, loss: 3.4334 +2025-06-24 23:14:09,149 - pyskl - INFO - Epoch [62][1200/3940] lr: 1.604e-02, eta: 1 day, 19:37:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.3546, loss: 3.3546 +2025-06-24 23:14:53,575 - pyskl - INFO - Epoch [62][1300/3940] lr: 1.603e-02, eta: 1 day, 19:36:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9712, loss_cls: 3.3472, loss: 3.3472 +2025-06-24 23:15:38,001 - pyskl - INFO - Epoch [62][1400/3940] lr: 1.602e-02, eta: 1 day, 19:36:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9656, loss_cls: 3.3434, loss: 3.3434 +2025-06-24 23:16:22,434 - pyskl - INFO - Epoch [62][1500/3940] lr: 1.602e-02, eta: 1 day, 19:35:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9675, loss_cls: 3.2285, loss: 3.2285 +2025-06-24 23:17:06,827 - pyskl - INFO - Epoch [62][1600/3940] lr: 1.601e-02, eta: 1 day, 19:34:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9663, loss_cls: 3.3300, loss: 3.3300 +2025-06-24 23:17:51,283 - pyskl - INFO - Epoch [62][1700/3940] lr: 1.600e-02, eta: 1 day, 19:33:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.4512, loss: 3.4512 +2025-06-24 23:18:35,833 - pyskl - INFO - Epoch [62][1800/3940] lr: 1.600e-02, eta: 1 day, 19:33:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 3.3124, loss: 3.3124 +2025-06-24 23:19:20,351 - pyskl - INFO - Epoch [62][1900/3940] lr: 1.599e-02, eta: 1 day, 19:32:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9663, loss_cls: 3.3374, loss: 3.3374 +2025-06-24 23:20:04,894 - pyskl - INFO - Epoch [62][2000/3940] lr: 1.599e-02, eta: 1 day, 19:31:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 3.2424, loss: 3.2424 +2025-06-24 23:20:49,471 - pyskl - INFO - Epoch [62][2100/3940] lr: 1.598e-02, eta: 1 day, 19:30:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 3.3704, loss: 3.3704 +2025-06-24 23:21:33,786 - pyskl - INFO - Epoch [62][2200/3940] lr: 1.597e-02, eta: 1 day, 19:30:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 3.4100, loss: 3.4100 +2025-06-24 23:22:18,100 - pyskl - INFO - Epoch [62][2300/3940] lr: 1.597e-02, eta: 1 day, 19:29:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9587, loss_cls: 3.3746, loss: 3.3746 +2025-06-24 23:23:02,540 - pyskl - INFO - Epoch [62][2400/3940] lr: 1.596e-02, eta: 1 day, 19:28:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.3309, loss: 3.3309 +2025-06-24 23:23:46,892 - pyskl - INFO - Epoch [62][2500/3940] lr: 1.595e-02, eta: 1 day, 19:27:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.4014, loss: 3.4014 +2025-06-24 23:24:31,414 - pyskl - INFO - Epoch [62][2600/3940] lr: 1.595e-02, eta: 1 day, 19:27:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9675, loss_cls: 3.2520, loss: 3.2520 +2025-06-24 23:25:15,844 - pyskl - INFO - Epoch [62][2700/3940] lr: 1.594e-02, eta: 1 day, 19:26:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 3.3890, loss: 3.3890 +2025-06-24 23:26:00,263 - pyskl - INFO - Epoch [62][2800/3940] lr: 1.593e-02, eta: 1 day, 19:25:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9637, loss_cls: 3.4284, loss: 3.4284 +2025-06-24 23:26:44,732 - pyskl - INFO - Epoch [62][2900/3940] lr: 1.593e-02, eta: 1 day, 19:24:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.4133, loss: 3.4133 +2025-06-24 23:27:29,214 - pyskl - INFO - Epoch [62][3000/3940] lr: 1.592e-02, eta: 1 day, 19:24:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.4978, loss: 3.4978 +2025-06-24 23:28:13,665 - pyskl - INFO - Epoch [62][3100/3940] lr: 1.592e-02, eta: 1 day, 19:23:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.5251, loss: 3.5251 +2025-06-24 23:28:58,075 - pyskl - INFO - Epoch [62][3200/3940] lr: 1.591e-02, eta: 1 day, 19:22:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9563, loss_cls: 3.5839, loss: 3.5839 +2025-06-24 23:29:42,399 - pyskl - INFO - Epoch [62][3300/3940] lr: 1.590e-02, eta: 1 day, 19:21:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.3887, loss: 3.3887 +2025-06-24 23:30:26,737 - pyskl - INFO - Epoch [62][3400/3940] lr: 1.590e-02, eta: 1 day, 19:20:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 3.3781, loss: 3.3781 +2025-06-24 23:31:11,070 - pyskl - INFO - Epoch [62][3500/3940] lr: 1.589e-02, eta: 1 day, 19:20:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 3.3887, loss: 3.3887 +2025-06-24 23:31:55,341 - pyskl - INFO - Epoch [62][3600/3940] lr: 1.588e-02, eta: 1 day, 19:19:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9644, loss_cls: 3.3637, loss: 3.3637 +2025-06-24 23:32:39,710 - pyskl - INFO - Epoch [62][3700/3940] lr: 1.588e-02, eta: 1 day, 19:18:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9569, loss_cls: 3.5042, loss: 3.5042 +2025-06-24 23:33:24,110 - pyskl - INFO - Epoch [62][3800/3940] lr: 1.587e-02, eta: 1 day, 19:17:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.1927, loss: 3.1927 +2025-06-24 23:34:08,491 - pyskl - INFO - Epoch [62][3900/3940] lr: 1.586e-02, eta: 1 day, 19:17:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 3.3874, loss: 3.3874 +2025-06-24 23:34:26,632 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-06-24 23:37:49,541 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 23:37:50,012 - pyskl - INFO - +top1_acc 0.7308 +top5_acc 0.9349 +2025-06-24 23:37:50,033 - pyskl - INFO - Epoch(val) [62][3183] top1_acc: 0.7308, top5_acc: 0.9349 +2025-06-24 23:39:00,332 - pyskl - INFO - Epoch [63][100/3940] lr: 1.586e-02, eta: 1 day, 19:16:16, time: 0.703, data_time: 0.258, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9744, loss_cls: 3.1863, loss: 3.1863 +2025-06-24 23:39:44,788 - pyskl - INFO - Epoch [63][200/3940] lr: 1.585e-02, eta: 1 day, 19:15:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 3.2846, loss: 3.2846 +2025-06-24 23:40:29,213 - pyskl - INFO - Epoch [63][300/3940] lr: 1.584e-02, eta: 1 day, 19:14:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9744, loss_cls: 3.2814, loss: 3.2814 +2025-06-24 23:41:13,688 - pyskl - INFO - Epoch [63][400/3940] lr: 1.584e-02, eta: 1 day, 19:13:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 3.2929, loss: 3.2929 +2025-06-24 23:41:58,182 - pyskl - INFO - Epoch [63][500/3940] lr: 1.583e-02, eta: 1 day, 19:13:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 3.3795, loss: 3.3795 +2025-06-24 23:42:42,680 - pyskl - INFO - Epoch [63][600/3940] lr: 1.582e-02, eta: 1 day, 19:12:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.4154, loss: 3.4154 +2025-06-24 23:43:27,170 - pyskl - INFO - Epoch [63][700/3940] lr: 1.582e-02, eta: 1 day, 19:11:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 3.2893, loss: 3.2893 +2025-06-24 23:44:11,722 - pyskl - INFO - Epoch [63][800/3940] lr: 1.581e-02, eta: 1 day, 19:10:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9625, loss_cls: 3.5026, loss: 3.5026 +2025-06-24 23:44:56,245 - pyskl - INFO - Epoch [63][900/3940] lr: 1.580e-02, eta: 1 day, 19:10:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 3.5576, loss: 3.5576 +2025-06-24 23:45:40,684 - pyskl - INFO - Epoch [63][1000/3940] lr: 1.580e-02, eta: 1 day, 19:09:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 3.2932, loss: 3.2932 +2025-06-24 23:46:25,117 - pyskl - INFO - Epoch [63][1100/3940] lr: 1.579e-02, eta: 1 day, 19:08:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9656, loss_cls: 3.2427, loss: 3.2427 +2025-06-24 23:47:09,626 - pyskl - INFO - Epoch [63][1200/3940] lr: 1.578e-02, eta: 1 day, 19:07:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 3.4264, loss: 3.4264 +2025-06-24 23:47:54,135 - pyskl - INFO - Epoch [63][1300/3940] lr: 1.578e-02, eta: 1 day, 19:07:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 3.3377, loss: 3.3377 +2025-06-24 23:48:38,758 - pyskl - INFO - Epoch [63][1400/3940] lr: 1.577e-02, eta: 1 day, 19:06:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9688, loss_cls: 3.3115, loss: 3.3115 +2025-06-24 23:49:23,342 - pyskl - INFO - Epoch [63][1500/3940] lr: 1.577e-02, eta: 1 day, 19:05:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 3.3086, loss: 3.3086 +2025-06-24 23:50:07,849 - pyskl - INFO - Epoch [63][1600/3940] lr: 1.576e-02, eta: 1 day, 19:04:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9650, loss_cls: 3.3310, loss: 3.3310 +2025-06-24 23:50:52,347 - pyskl - INFO - Epoch [63][1700/3940] lr: 1.575e-02, eta: 1 day, 19:04:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 3.3525, loss: 3.3525 +2025-06-24 23:51:36,894 - pyskl - INFO - Epoch [63][1800/3940] lr: 1.575e-02, eta: 1 day, 19:03:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.4974, loss: 3.4974 +2025-06-24 23:52:21,212 - pyskl - INFO - Epoch [63][1900/3940] lr: 1.574e-02, eta: 1 day, 19:02:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9569, loss_cls: 3.4443, loss: 3.4443 +2025-06-24 23:53:05,520 - pyskl - INFO - Epoch [63][2000/3940] lr: 1.573e-02, eta: 1 day, 19:01:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 3.2432, loss: 3.2432 +2025-06-24 23:53:49,792 - pyskl - INFO - Epoch [63][2100/3940] lr: 1.573e-02, eta: 1 day, 19:01:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9675, loss_cls: 3.1212, loss: 3.1212 +2025-06-24 23:54:34,025 - pyskl - INFO - Epoch [63][2200/3940] lr: 1.572e-02, eta: 1 day, 19:00:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 3.3919, loss: 3.3919 +2025-06-24 23:55:18,311 - pyskl - INFO - Epoch [63][2300/3940] lr: 1.571e-02, eta: 1 day, 18:59:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 3.3070, loss: 3.3070 +2025-06-24 23:56:02,696 - pyskl - INFO - Epoch [63][2400/3940] lr: 1.571e-02, eta: 1 day, 18:58:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.2559, loss: 3.2559 +2025-06-24 23:56:47,090 - pyskl - INFO - Epoch [63][2500/3940] lr: 1.570e-02, eta: 1 day, 18:58:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.3826, loss: 3.3826 +2025-06-24 23:57:31,714 - pyskl - INFO - Epoch [63][2600/3940] lr: 1.569e-02, eta: 1 day, 18:57:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 3.2941, loss: 3.2941 +2025-06-24 23:58:16,431 - pyskl - INFO - Epoch [63][2700/3940] lr: 1.569e-02, eta: 1 day, 18:56:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 3.3356, loss: 3.3356 +2025-06-24 23:59:01,163 - pyskl - INFO - Epoch [63][2800/3940] lr: 1.568e-02, eta: 1 day, 18:55:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 3.3950, loss: 3.3950 +2025-06-24 23:59:45,600 - pyskl - INFO - Epoch [63][2900/3940] lr: 1.568e-02, eta: 1 day, 18:54:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 3.3696, loss: 3.3696 +2025-06-25 00:00:30,018 - pyskl - INFO - Epoch [63][3000/3940] lr: 1.567e-02, eta: 1 day, 18:54:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.3473, loss: 3.3473 +2025-06-25 00:01:14,371 - pyskl - INFO - Epoch [63][3100/3940] lr: 1.566e-02, eta: 1 day, 18:53:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 3.3140, loss: 3.3140 +2025-06-25 00:01:58,725 - pyskl - INFO - Epoch [63][3200/3940] lr: 1.566e-02, eta: 1 day, 18:52:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9669, loss_cls: 3.2511, loss: 3.2511 +2025-06-25 00:02:43,201 - pyskl - INFO - Epoch [63][3300/3940] lr: 1.565e-02, eta: 1 day, 18:51:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9613, loss_cls: 3.4701, loss: 3.4701 +2025-06-25 00:03:27,645 - pyskl - INFO - Epoch [63][3400/3940] lr: 1.564e-02, eta: 1 day, 18:51:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9563, loss_cls: 3.4559, loss: 3.4559 +2025-06-25 00:04:12,116 - pyskl - INFO - Epoch [63][3500/3940] lr: 1.564e-02, eta: 1 day, 18:50:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 3.4712, loss: 3.4712 +2025-06-25 00:04:56,583 - pyskl - INFO - Epoch [63][3600/3940] lr: 1.563e-02, eta: 1 day, 18:49:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 3.3927, loss: 3.3927 +2025-06-25 00:05:40,985 - pyskl - INFO - Epoch [63][3700/3940] lr: 1.562e-02, eta: 1 day, 18:48:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 3.3675, loss: 3.3675 +2025-06-25 00:06:25,508 - pyskl - INFO - Epoch [63][3800/3940] lr: 1.562e-02, eta: 1 day, 18:48:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.4196, loss: 3.4196 +2025-06-25 00:07:09,853 - pyskl - INFO - Epoch [63][3900/3940] lr: 1.561e-02, eta: 1 day, 18:47:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 3.5582, loss: 3.5582 +2025-06-25 00:07:28,088 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-06-25 00:10:51,514 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 00:10:51,987 - pyskl - INFO - +top1_acc 0.7216 +top5_acc 0.9384 +2025-06-25 00:10:52,007 - pyskl - INFO - Epoch(val) [63][3183] top1_acc: 0.7216, top5_acc: 0.9384 +2025-06-25 00:12:02,100 - pyskl - INFO - Epoch [64][100/3940] lr: 1.560e-02, eta: 1 day, 18:46:30, time: 0.701, data_time: 0.256, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9762, loss_cls: 3.2853, loss: 3.2853 +2025-06-25 00:12:46,427 - pyskl - INFO - Epoch [64][200/3940] lr: 1.560e-02, eta: 1 day, 18:45:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9681, loss_cls: 3.2910, loss: 3.2910 +2025-06-25 00:13:30,884 - pyskl - INFO - Epoch [64][300/3940] lr: 1.559e-02, eta: 1 day, 18:44:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9650, loss_cls: 3.3233, loss: 3.3233 +2025-06-25 00:14:15,228 - pyskl - INFO - Epoch [64][400/3940] lr: 1.558e-02, eta: 1 day, 18:44:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 3.2456, loss: 3.2456 +2025-06-25 00:14:59,588 - pyskl - INFO - Epoch [64][500/3940] lr: 1.558e-02, eta: 1 day, 18:43:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.2552, loss: 3.2552 +2025-06-25 00:15:43,905 - pyskl - INFO - Epoch [64][600/3940] lr: 1.557e-02, eta: 1 day, 18:42:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9613, loss_cls: 3.4488, loss: 3.4488 +2025-06-25 00:16:28,206 - pyskl - INFO - Epoch [64][700/3940] lr: 1.556e-02, eta: 1 day, 18:41:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9675, loss_cls: 3.3190, loss: 3.3190 +2025-06-25 00:17:12,389 - pyskl - INFO - Epoch [64][800/3940] lr: 1.556e-02, eta: 1 day, 18:41:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 3.2678, loss: 3.2678 +2025-06-25 00:17:56,744 - pyskl - INFO - Epoch [64][900/3940] lr: 1.555e-02, eta: 1 day, 18:40:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.3059, loss: 3.3059 +2025-06-25 00:18:41,008 - pyskl - INFO - Epoch [64][1000/3940] lr: 1.554e-02, eta: 1 day, 18:39:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 3.3346, loss: 3.3346 +2025-06-25 00:19:25,240 - pyskl - INFO - Epoch [64][1100/3940] lr: 1.554e-02, eta: 1 day, 18:38:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9688, loss_cls: 3.3302, loss: 3.3302 +2025-06-25 00:20:09,562 - pyskl - INFO - Epoch [64][1200/3940] lr: 1.553e-02, eta: 1 day, 18:38:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.3971, loss: 3.3971 +2025-06-25 00:20:53,879 - pyskl - INFO - Epoch [64][1300/3940] lr: 1.552e-02, eta: 1 day, 18:37:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9625, loss_cls: 3.2970, loss: 3.2970 +2025-06-25 00:21:38,104 - pyskl - INFO - Epoch [64][1400/3940] lr: 1.552e-02, eta: 1 day, 18:36:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.3099, loss: 3.3099 +2025-06-25 00:22:22,529 - pyskl - INFO - Epoch [64][1500/3940] lr: 1.551e-02, eta: 1 day, 18:35:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 3.3507, loss: 3.3507 +2025-06-25 00:23:06,790 - pyskl - INFO - Epoch [64][1600/3940] lr: 1.551e-02, eta: 1 day, 18:35:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9688, loss_cls: 3.2998, loss: 3.2998 +2025-06-25 00:23:51,077 - pyskl - INFO - Epoch [64][1700/3940] lr: 1.550e-02, eta: 1 day, 18:34:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9594, loss_cls: 3.4101, loss: 3.4101 +2025-06-25 00:24:35,308 - pyskl - INFO - Epoch [64][1800/3940] lr: 1.549e-02, eta: 1 day, 18:33:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 3.3052, loss: 3.3052 +2025-06-25 00:25:19,543 - pyskl - INFO - Epoch [64][1900/3940] lr: 1.549e-02, eta: 1 day, 18:32:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 3.3273, loss: 3.3273 +2025-06-25 00:26:03,971 - pyskl - INFO - Epoch [64][2000/3940] lr: 1.548e-02, eta: 1 day, 18:32:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.3367, loss: 3.3367 +2025-06-25 00:26:48,264 - pyskl - INFO - Epoch [64][2100/3940] lr: 1.547e-02, eta: 1 day, 18:31:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.2359, loss: 3.2359 +2025-06-25 00:27:32,630 - pyskl - INFO - Epoch [64][2200/3940] lr: 1.547e-02, eta: 1 day, 18:30:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9625, loss_cls: 3.2711, loss: 3.2711 +2025-06-25 00:28:17,076 - pyskl - INFO - Epoch [64][2300/3940] lr: 1.546e-02, eta: 1 day, 18:29:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 3.3159, loss: 3.3159 +2025-06-25 00:29:01,432 - pyskl - INFO - Epoch [64][2400/3940] lr: 1.545e-02, eta: 1 day, 18:28:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.3780, loss: 3.3780 +2025-06-25 00:29:45,868 - pyskl - INFO - Epoch [64][2500/3940] lr: 1.545e-02, eta: 1 day, 18:28:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 3.3811, loss: 3.3811 +2025-06-25 00:30:30,422 - pyskl - INFO - Epoch [64][2600/3940] lr: 1.544e-02, eta: 1 day, 18:27:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9600, loss_cls: 3.5015, loss: 3.5015 +2025-06-25 00:31:14,993 - pyskl - INFO - Epoch [64][2700/3940] lr: 1.543e-02, eta: 1 day, 18:26:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 3.4809, loss: 3.4809 +2025-06-25 00:31:59,493 - pyskl - INFO - Epoch [64][2800/3940] lr: 1.543e-02, eta: 1 day, 18:25:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9613, loss_cls: 3.4976, loss: 3.4976 +2025-06-25 00:32:44,055 - pyskl - INFO - Epoch [64][2900/3940] lr: 1.542e-02, eta: 1 day, 18:25:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.2699, loss: 3.2699 +2025-06-25 00:33:28,537 - pyskl - INFO - Epoch [64][3000/3940] lr: 1.542e-02, eta: 1 day, 18:24:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.3572, loss: 3.3572 +2025-06-25 00:34:12,945 - pyskl - INFO - Epoch [64][3100/3940] lr: 1.541e-02, eta: 1 day, 18:23:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 3.2810, loss: 3.2810 +2025-06-25 00:34:57,284 - pyskl - INFO - Epoch [64][3200/3940] lr: 1.540e-02, eta: 1 day, 18:22:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9663, loss_cls: 3.3640, loss: 3.3640 +2025-06-25 00:35:41,754 - pyskl - INFO - Epoch [64][3300/3940] lr: 1.540e-02, eta: 1 day, 18:22:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.2809, loss: 3.2809 +2025-06-25 00:36:26,197 - pyskl - INFO - Epoch [64][3400/3940] lr: 1.539e-02, eta: 1 day, 18:21:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 3.2130, loss: 3.2130 +2025-06-25 00:37:10,504 - pyskl - INFO - Epoch [64][3500/3940] lr: 1.538e-02, eta: 1 day, 18:20:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 3.4062, loss: 3.4062 +2025-06-25 00:37:54,861 - pyskl - INFO - Epoch [64][3600/3940] lr: 1.538e-02, eta: 1 day, 18:19:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9619, loss_cls: 3.3945, loss: 3.3945 +2025-06-25 00:38:39,216 - pyskl - INFO - Epoch [64][3700/3940] lr: 1.537e-02, eta: 1 day, 18:19:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.3983, loss: 3.3983 +2025-06-25 00:39:23,607 - pyskl - INFO - Epoch [64][3800/3940] lr: 1.536e-02, eta: 1 day, 18:18:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 3.5560, loss: 3.5560 +2025-06-25 00:40:07,945 - pyskl - INFO - Epoch [64][3900/3940] lr: 1.536e-02, eta: 1 day, 18:17:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9606, loss_cls: 3.3790, loss: 3.3790 +2025-06-25 00:40:26,171 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-06-25 00:43:49,463 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 00:43:49,933 - pyskl - INFO - +top1_acc 0.7737 +top5_acc 0.9573 +2025-06-25 00:43:49,991 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_58.pth was removed +2025-06-25 00:43:51,096 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_64.pth. +2025-06-25 00:43:51,099 - pyskl - INFO - Best top1_acc is 0.7737 at 64 epoch. +2025-06-25 00:43:51,118 - pyskl - INFO - Epoch(val) [64][3183] top1_acc: 0.7737, top5_acc: 0.9573 +2025-06-25 00:45:01,361 - pyskl - INFO - Epoch [65][100/3940] lr: 1.535e-02, eta: 1 day, 18:16:40, time: 0.702, data_time: 0.258, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.4019, loss: 3.4019 +2025-06-25 00:45:45,785 - pyskl - INFO - Epoch [65][200/3940] lr: 1.534e-02, eta: 1 day, 18:15:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9637, loss_cls: 3.3661, loss: 3.3661 +2025-06-25 00:46:30,275 - pyskl - INFO - Epoch [65][300/3940] lr: 1.534e-02, eta: 1 day, 18:15:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 3.2535, loss: 3.2535 +2025-06-25 00:47:14,666 - pyskl - INFO - Epoch [65][400/3940] lr: 1.533e-02, eta: 1 day, 18:14:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 3.3947, loss: 3.3947 +2025-06-25 00:47:59,008 - pyskl - INFO - Epoch [65][500/3940] lr: 1.532e-02, eta: 1 day, 18:13:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9650, loss_cls: 3.3399, loss: 3.3399 +2025-06-25 00:48:43,415 - pyskl - INFO - Epoch [65][600/3940] lr: 1.532e-02, eta: 1 day, 18:12:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 3.2832, loss: 3.2832 +2025-06-25 00:49:27,871 - pyskl - INFO - Epoch [65][700/3940] lr: 1.531e-02, eta: 1 day, 18:12:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9681, loss_cls: 3.2888, loss: 3.2888 +2025-06-25 00:50:12,224 - pyskl - INFO - Epoch [65][800/3940] lr: 1.530e-02, eta: 1 day, 18:11:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 3.3719, loss: 3.3719 +2025-06-25 00:50:56,552 - pyskl - INFO - Epoch [65][900/3940] lr: 1.530e-02, eta: 1 day, 18:10:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9594, loss_cls: 3.3467, loss: 3.3467 +2025-06-25 00:51:40,955 - pyskl - INFO - Epoch [65][1000/3940] lr: 1.529e-02, eta: 1 day, 18:09:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 3.3881, loss: 3.3881 +2025-06-25 00:52:25,365 - pyskl - INFO - Epoch [65][1100/3940] lr: 1.528e-02, eta: 1 day, 18:09:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 3.2710, loss: 3.2710 +2025-06-25 00:53:09,915 - pyskl - INFO - Epoch [65][1200/3940] lr: 1.528e-02, eta: 1 day, 18:08:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.3663, loss: 3.3663 +2025-06-25 00:53:54,328 - pyskl - INFO - Epoch [65][1300/3940] lr: 1.527e-02, eta: 1 day, 18:07:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 3.4341, loss: 3.4341 +2025-06-25 00:54:38,726 - pyskl - INFO - Epoch [65][1400/3940] lr: 1.526e-02, eta: 1 day, 18:06:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9700, loss_cls: 3.1888, loss: 3.1888 +2025-06-25 00:55:23,053 - pyskl - INFO - Epoch [65][1500/3940] lr: 1.526e-02, eta: 1 day, 18:06:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9619, loss_cls: 3.3301, loss: 3.3301 +2025-06-25 00:56:07,406 - pyskl - INFO - Epoch [65][1600/3940] lr: 1.525e-02, eta: 1 day, 18:05:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9637, loss_cls: 3.3511, loss: 3.3511 +2025-06-25 00:56:51,699 - pyskl - INFO - Epoch [65][1700/3940] lr: 1.524e-02, eta: 1 day, 18:04:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9631, loss_cls: 3.2940, loss: 3.2940 +2025-06-25 00:57:36,006 - pyskl - INFO - Epoch [65][1800/3940] lr: 1.524e-02, eta: 1 day, 18:03:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 3.3396, loss: 3.3396 +2025-06-25 00:58:20,323 - pyskl - INFO - Epoch [65][1900/3940] lr: 1.523e-02, eta: 1 day, 18:02:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.3145, loss: 3.3145 +2025-06-25 00:59:04,662 - pyskl - INFO - Epoch [65][2000/3940] lr: 1.522e-02, eta: 1 day, 18:02:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 3.3387, loss: 3.3387 +2025-06-25 00:59:48,986 - pyskl - INFO - Epoch [65][2100/3940] lr: 1.522e-02, eta: 1 day, 18:01:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 3.4188, loss: 3.4188 +2025-06-25 01:00:33,252 - pyskl - INFO - Epoch [65][2200/3940] lr: 1.521e-02, eta: 1 day, 18:00:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9606, loss_cls: 3.4418, loss: 3.4418 +2025-06-25 01:01:17,536 - pyskl - INFO - Epoch [65][2300/3940] lr: 1.521e-02, eta: 1 day, 17:59:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 3.3152, loss: 3.3152 +2025-06-25 01:02:01,778 - pyskl - INFO - Epoch [65][2400/3940] lr: 1.520e-02, eta: 1 day, 17:59:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 3.3973, loss: 3.3973 +2025-06-25 01:02:46,074 - pyskl - INFO - Epoch [65][2500/3940] lr: 1.519e-02, eta: 1 day, 17:58:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 3.2917, loss: 3.2917 +2025-06-25 01:03:30,433 - pyskl - INFO - Epoch [65][2600/3940] lr: 1.519e-02, eta: 1 day, 17:57:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9719, loss_cls: 3.2179, loss: 3.2179 +2025-06-25 01:04:14,805 - pyskl - INFO - Epoch [65][2700/3940] lr: 1.518e-02, eta: 1 day, 17:56:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9700, loss_cls: 3.2855, loss: 3.2855 +2025-06-25 01:04:59,322 - pyskl - INFO - Epoch [65][2800/3940] lr: 1.517e-02, eta: 1 day, 17:56:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 3.2927, loss: 3.2927 +2025-06-25 01:05:43,963 - pyskl - INFO - Epoch [65][2900/3940] lr: 1.517e-02, eta: 1 day, 17:55:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 3.2493, loss: 3.2493 +2025-06-25 01:06:28,380 - pyskl - INFO - Epoch [65][3000/3940] lr: 1.516e-02, eta: 1 day, 17:54:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9550, loss_cls: 3.4751, loss: 3.4751 +2025-06-25 01:07:12,934 - pyskl - INFO - Epoch [65][3100/3940] lr: 1.515e-02, eta: 1 day, 17:53:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9656, loss_cls: 3.3603, loss: 3.3603 +2025-06-25 01:07:57,338 - pyskl - INFO - Epoch [65][3200/3940] lr: 1.515e-02, eta: 1 day, 17:53:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 3.2456, loss: 3.2456 +2025-06-25 01:08:41,819 - pyskl - INFO - Epoch [65][3300/3940] lr: 1.514e-02, eta: 1 day, 17:52:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9619, loss_cls: 3.4922, loss: 3.4922 +2025-06-25 01:09:26,237 - pyskl - INFO - Epoch [65][3400/3940] lr: 1.513e-02, eta: 1 day, 17:51:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.2842, loss: 3.2842 +2025-06-25 01:10:10,751 - pyskl - INFO - Epoch [65][3500/3940] lr: 1.513e-02, eta: 1 day, 17:50:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.4367, loss: 3.4367 +2025-06-25 01:10:55,349 - pyskl - INFO - Epoch [65][3600/3940] lr: 1.512e-02, eta: 1 day, 17:50:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9700, loss_cls: 3.1598, loss: 3.1598 +2025-06-25 01:11:39,820 - pyskl - INFO - Epoch [65][3700/3940] lr: 1.511e-02, eta: 1 day, 17:49:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9656, loss_cls: 3.2749, loss: 3.2749 +2025-06-25 01:12:24,137 - pyskl - INFO - Epoch [65][3800/3940] lr: 1.511e-02, eta: 1 day, 17:48:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 3.2447, loss: 3.2447 +2025-06-25 01:13:08,467 - pyskl - INFO - Epoch [65][3900/3940] lr: 1.510e-02, eta: 1 day, 17:47:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9625, loss_cls: 3.3244, loss: 3.3244 +2025-06-25 01:13:26,591 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-06-25 01:31:28,404 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 01:31:28,879 - pyskl - INFO - +top1_acc 0.7753 +top5_acc 0.9572 +2025-06-25 01:31:28,937 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_64.pth was removed +2025-06-25 01:31:29,991 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_65.pth. +2025-06-25 01:31:29,994 - pyskl - INFO - Best top1_acc is 0.7753 at 65 epoch. +2025-06-25 01:31:30,013 - pyskl - INFO - Epoch(val) [65][3183] top1_acc: 0.7753, top5_acc: 0.9572 +2025-06-25 01:32:39,735 - pyskl - INFO - Epoch [66][100/3940] lr: 1.509e-02, eta: 1 day, 17:46:52, time: 0.697, data_time: 0.254, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 3.2159, loss: 3.2159 +2025-06-25 01:33:24,084 - pyskl - INFO - Epoch [66][200/3940] lr: 1.509e-02, eta: 1 day, 17:46:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.2477, loss: 3.2477 +2025-06-25 01:34:08,509 - pyskl - INFO - Epoch [66][300/3940] lr: 1.508e-02, eta: 1 day, 17:45:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9688, loss_cls: 3.2006, loss: 3.2006 +2025-06-25 01:34:52,832 - pyskl - INFO - Epoch [66][400/3940] lr: 1.507e-02, eta: 1 day, 17:44:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 3.1632, loss: 3.1632 +2025-06-25 01:35:37,192 - pyskl - INFO - Epoch [66][500/3940] lr: 1.507e-02, eta: 1 day, 17:43:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9738, loss_cls: 3.1709, loss: 3.1709 +2025-06-25 01:36:21,646 - pyskl - INFO - Epoch [66][600/3940] lr: 1.506e-02, eta: 1 day, 17:43:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 3.2435, loss: 3.2435 +2025-06-25 01:37:05,940 - pyskl - INFO - Epoch [66][700/3940] lr: 1.505e-02, eta: 1 day, 17:42:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 3.2066, loss: 3.2066 +2025-06-25 01:37:50,304 - pyskl - INFO - Epoch [66][800/3940] lr: 1.505e-02, eta: 1 day, 17:41:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9669, loss_cls: 3.3870, loss: 3.3870 +2025-06-25 01:38:34,783 - pyskl - INFO - Epoch [66][900/3940] lr: 1.504e-02, eta: 1 day, 17:40:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9750, loss_cls: 3.2097, loss: 3.2097 +2025-06-25 01:39:19,209 - pyskl - INFO - Epoch [66][1000/3940] lr: 1.503e-02, eta: 1 day, 17:40:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9681, loss_cls: 3.3391, loss: 3.3391 +2025-06-25 01:40:03,650 - pyskl - INFO - Epoch [66][1100/3940] lr: 1.503e-02, eta: 1 day, 17:39:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9606, loss_cls: 3.3177, loss: 3.3177 +2025-06-25 01:40:48,035 - pyskl - INFO - Epoch [66][1200/3940] lr: 1.502e-02, eta: 1 day, 17:38:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9681, loss_cls: 3.3083, loss: 3.3083 +2025-06-25 01:41:32,397 - pyskl - INFO - Epoch [66][1300/3940] lr: 1.501e-02, eta: 1 day, 17:37:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.3291, loss: 3.3291 +2025-06-25 01:42:16,766 - pyskl - INFO - Epoch [66][1400/3940] lr: 1.501e-02, eta: 1 day, 17:36:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9725, loss_cls: 3.2102, loss: 3.2102 +2025-06-25 01:43:01,189 - pyskl - INFO - Epoch [66][1500/3940] lr: 1.500e-02, eta: 1 day, 17:36:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 3.3353, loss: 3.3353 +2025-06-25 01:43:45,608 - pyskl - INFO - Epoch [66][1600/3940] lr: 1.499e-02, eta: 1 day, 17:35:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 3.2137, loss: 3.2137 +2025-06-25 01:44:29,899 - pyskl - INFO - Epoch [66][1700/3940] lr: 1.499e-02, eta: 1 day, 17:34:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9613, loss_cls: 3.4456, loss: 3.4456 +2025-06-25 01:45:14,295 - pyskl - INFO - Epoch [66][1800/3940] lr: 1.498e-02, eta: 1 day, 17:33:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9656, loss_cls: 3.2185, loss: 3.2185 +2025-06-25 01:45:58,600 - pyskl - INFO - Epoch [66][1900/3940] lr: 1.498e-02, eta: 1 day, 17:33:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9663, loss_cls: 3.2690, loss: 3.2690 +2025-06-25 01:46:42,706 - pyskl - INFO - Epoch [66][2000/3940] lr: 1.497e-02, eta: 1 day, 17:32:25, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.3645, loss: 3.3645 +2025-06-25 01:47:26,974 - pyskl - INFO - Epoch [66][2100/3940] lr: 1.496e-02, eta: 1 day, 17:31:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 3.2452, loss: 3.2452 +2025-06-25 01:48:11,266 - pyskl - INFO - Epoch [66][2200/3940] lr: 1.496e-02, eta: 1 day, 17:30:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 3.2554, loss: 3.2554 +2025-06-25 01:48:55,486 - pyskl - INFO - Epoch [66][2300/3940] lr: 1.495e-02, eta: 1 day, 17:30:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 3.3735, loss: 3.3735 +2025-06-25 01:49:39,834 - pyskl - INFO - Epoch [66][2400/3940] lr: 1.494e-02, eta: 1 day, 17:29:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9556, loss_cls: 3.3383, loss: 3.3383 +2025-06-25 01:50:24,287 - pyskl - INFO - Epoch [66][2500/3940] lr: 1.494e-02, eta: 1 day, 17:28:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 3.3947, loss: 3.3947 +2025-06-25 01:51:08,733 - pyskl - INFO - Epoch [66][2600/3940] lr: 1.493e-02, eta: 1 day, 17:27:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 3.3263, loss: 3.3263 +2025-06-25 01:51:53,246 - pyskl - INFO - Epoch [66][2700/3940] lr: 1.492e-02, eta: 1 day, 17:27:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9663, loss_cls: 3.3966, loss: 3.3966 +2025-06-25 01:52:37,749 - pyskl - INFO - Epoch [66][2800/3940] lr: 1.492e-02, eta: 1 day, 17:26:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.3743, loss: 3.3743 +2025-06-25 01:53:22,165 - pyskl - INFO - Epoch [66][2900/3940] lr: 1.491e-02, eta: 1 day, 17:25:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9663, loss_cls: 3.3116, loss: 3.3116 +2025-06-25 01:54:06,530 - pyskl - INFO - Epoch [66][3000/3940] lr: 1.490e-02, eta: 1 day, 17:24:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 3.2900, loss: 3.2900 +2025-06-25 01:54:50,763 - pyskl - INFO - Epoch [66][3100/3940] lr: 1.490e-02, eta: 1 day, 17:24:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9606, loss_cls: 3.3887, loss: 3.3887 +2025-06-25 01:55:35,090 - pyskl - INFO - Epoch [66][3200/3940] lr: 1.489e-02, eta: 1 day, 17:23:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9637, loss_cls: 3.3968, loss: 3.3968 +2025-06-25 01:56:19,398 - pyskl - INFO - Epoch [66][3300/3940] lr: 1.488e-02, eta: 1 day, 17:22:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9644, loss_cls: 3.2885, loss: 3.2885 +2025-06-25 01:57:03,674 - pyskl - INFO - Epoch [66][3400/3940] lr: 1.488e-02, eta: 1 day, 17:21:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9650, loss_cls: 3.3699, loss: 3.3699 +2025-06-25 01:57:48,030 - pyskl - INFO - Epoch [66][3500/3940] lr: 1.487e-02, eta: 1 day, 17:21:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 3.2721, loss: 3.2721 +2025-06-25 01:58:32,324 - pyskl - INFO - Epoch [66][3600/3940] lr: 1.486e-02, eta: 1 day, 17:20:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9581, loss_cls: 3.4482, loss: 3.4482 +2025-06-25 01:59:16,762 - pyskl - INFO - Epoch [66][3700/3940] lr: 1.486e-02, eta: 1 day, 17:19:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9675, loss_cls: 3.2850, loss: 3.2850 +2025-06-25 02:00:01,050 - pyskl - INFO - Epoch [66][3800/3940] lr: 1.485e-02, eta: 1 day, 17:18:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9613, loss_cls: 3.3583, loss: 3.3583 +2025-06-25 02:00:45,338 - pyskl - INFO - Epoch [66][3900/3940] lr: 1.484e-02, eta: 1 day, 17:17:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 3.1808, loss: 3.1808 +2025-06-25 02:01:03,379 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-06-25 02:04:26,631 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 02:04:27,109 - pyskl - INFO - +top1_acc 0.7346 +top5_acc 0.9422 +2025-06-25 02:04:27,127 - pyskl - INFO - Epoch(val) [66][3183] top1_acc: 0.7346, top5_acc: 0.9422 +2025-06-25 02:05:37,454 - pyskl - INFO - Epoch [67][100/3940] lr: 1.484e-02, eta: 1 day, 17:17:04, time: 0.703, data_time: 0.259, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9606, loss_cls: 3.2552, loss: 3.2552 +2025-06-25 02:06:21,876 - pyskl - INFO - Epoch [67][200/3940] lr: 1.483e-02, eta: 1 day, 17:16:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 3.2699, loss: 3.2699 +2025-06-25 02:07:06,319 - pyskl - INFO - Epoch [67][300/3940] lr: 1.482e-02, eta: 1 day, 17:15:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.1886, loss: 3.1886 +2025-06-25 02:07:50,764 - pyskl - INFO - Epoch [67][400/3940] lr: 1.482e-02, eta: 1 day, 17:14:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9681, loss_cls: 3.2889, loss: 3.2889 +2025-06-25 02:08:35,223 - pyskl - INFO - Epoch [67][500/3940] lr: 1.481e-02, eta: 1 day, 17:14:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9669, loss_cls: 3.2067, loss: 3.2067 +2025-06-25 02:09:19,811 - pyskl - INFO - Epoch [67][600/3940] lr: 1.480e-02, eta: 1 day, 17:13:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.1508, loss: 3.1508 +2025-06-25 02:10:04,332 - pyskl - INFO - Epoch [67][700/3940] lr: 1.480e-02, eta: 1 day, 17:12:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9675, loss_cls: 3.2882, loss: 3.2882 +2025-06-25 02:10:48,754 - pyskl - INFO - Epoch [67][800/3940] lr: 1.479e-02, eta: 1 day, 17:11:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 3.1609, loss: 3.1609 +2025-06-25 02:11:33,117 - pyskl - INFO - Epoch [67][900/3940] lr: 1.478e-02, eta: 1 day, 17:11:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9688, loss_cls: 3.3283, loss: 3.3283 +2025-06-25 02:12:17,462 - pyskl - INFO - Epoch [67][1000/3940] lr: 1.478e-02, eta: 1 day, 17:10:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 3.1770, loss: 3.1770 +2025-06-25 02:13:01,763 - pyskl - INFO - Epoch [67][1100/3940] lr: 1.477e-02, eta: 1 day, 17:09:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.2305, loss: 3.2305 +2025-06-25 02:13:46,043 - pyskl - INFO - Epoch [67][1200/3940] lr: 1.476e-02, eta: 1 day, 17:08:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9650, loss_cls: 3.3224, loss: 3.3224 +2025-06-25 02:14:30,276 - pyskl - INFO - Epoch [67][1300/3940] lr: 1.476e-02, eta: 1 day, 17:07:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.2764, loss: 3.2764 +2025-06-25 02:15:14,541 - pyskl - INFO - Epoch [67][1400/3940] lr: 1.475e-02, eta: 1 day, 17:07:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.3522, loss: 3.3522 +2025-06-25 02:15:58,732 - pyskl - INFO - Epoch [67][1500/3940] lr: 1.474e-02, eta: 1 day, 17:06:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9669, loss_cls: 3.1935, loss: 3.1935 +2025-06-25 02:16:42,942 - pyskl - INFO - Epoch [67][1600/3940] lr: 1.474e-02, eta: 1 day, 17:05:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9663, loss_cls: 3.3795, loss: 3.3795 +2025-06-25 02:17:27,207 - pyskl - INFO - Epoch [67][1700/3940] lr: 1.473e-02, eta: 1 day, 17:04:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 3.2970, loss: 3.2970 +2025-06-25 02:18:11,470 - pyskl - INFO - Epoch [67][1800/3940] lr: 1.472e-02, eta: 1 day, 17:04:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9650, loss_cls: 3.3004, loss: 3.3004 +2025-06-25 02:18:55,789 - pyskl - INFO - Epoch [67][1900/3940] lr: 1.472e-02, eta: 1 day, 17:03:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.2099, loss: 3.2099 +2025-06-25 02:19:40,036 - pyskl - INFO - Epoch [67][2000/3940] lr: 1.471e-02, eta: 1 day, 17:02:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 3.3029, loss: 3.3029 +2025-06-25 02:20:24,334 - pyskl - INFO - Epoch [67][2100/3940] lr: 1.471e-02, eta: 1 day, 17:01:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 3.3139, loss: 3.3139 +2025-06-25 02:21:08,721 - pyskl - INFO - Epoch [67][2200/3940] lr: 1.470e-02, eta: 1 day, 17:01:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9650, loss_cls: 3.2703, loss: 3.2703 +2025-06-25 02:21:53,081 - pyskl - INFO - Epoch [67][2300/3940] lr: 1.469e-02, eta: 1 day, 17:00:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 3.3118, loss: 3.3118 +2025-06-25 02:22:37,503 - pyskl - INFO - Epoch [67][2400/3940] lr: 1.469e-02, eta: 1 day, 16:59:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9681, loss_cls: 3.2000, loss: 3.2000 +2025-06-25 02:23:21,807 - pyskl - INFO - Epoch [67][2500/3940] lr: 1.468e-02, eta: 1 day, 16:58:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 3.1907, loss: 3.1907 +2025-06-25 02:24:06,194 - pyskl - INFO - Epoch [67][2600/3940] lr: 1.467e-02, eta: 1 day, 16:58:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 3.3683, loss: 3.3683 +2025-06-25 02:24:50,515 - pyskl - INFO - Epoch [67][2700/3940] lr: 1.467e-02, eta: 1 day, 16:57:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9644, loss_cls: 3.3627, loss: 3.3627 +2025-06-25 02:25:34,923 - pyskl - INFO - Epoch [67][2800/3940] lr: 1.466e-02, eta: 1 day, 16:56:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9637, loss_cls: 3.3212, loss: 3.3212 +2025-06-25 02:26:19,301 - pyskl - INFO - Epoch [67][2900/3940] lr: 1.465e-02, eta: 1 day, 16:55:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9619, loss_cls: 3.4186, loss: 3.4186 +2025-06-25 02:27:03,624 - pyskl - INFO - Epoch [67][3000/3940] lr: 1.465e-02, eta: 1 day, 16:55:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9700, loss_cls: 3.1519, loss: 3.1519 +2025-06-25 02:27:47,990 - pyskl - INFO - Epoch [67][3100/3940] lr: 1.464e-02, eta: 1 day, 16:54:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.3676, loss: 3.3676 +2025-06-25 02:28:32,404 - pyskl - INFO - Epoch [67][3200/3940] lr: 1.463e-02, eta: 1 day, 16:53:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 3.1299, loss: 3.1299 +2025-06-25 02:29:16,765 - pyskl - INFO - Epoch [67][3300/3940] lr: 1.463e-02, eta: 1 day, 16:52:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.3040, loss: 3.3040 +2025-06-25 02:30:01,209 - pyskl - INFO - Epoch [67][3400/3940] lr: 1.462e-02, eta: 1 day, 16:51:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9681, loss_cls: 3.3008, loss: 3.3008 +2025-06-25 02:30:45,584 - pyskl - INFO - Epoch [67][3500/3940] lr: 1.461e-02, eta: 1 day, 16:51:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9675, loss_cls: 3.2504, loss: 3.2504 +2025-06-25 02:31:29,952 - pyskl - INFO - Epoch [67][3600/3940] lr: 1.461e-02, eta: 1 day, 16:50:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9669, loss_cls: 3.2946, loss: 3.2946 +2025-06-25 02:32:14,311 - pyskl - INFO - Epoch [67][3700/3940] lr: 1.460e-02, eta: 1 day, 16:49:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9669, loss_cls: 3.3344, loss: 3.3344 +2025-06-25 02:32:58,719 - pyskl - INFO - Epoch [67][3800/3940] lr: 1.459e-02, eta: 1 day, 16:48:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9600, loss_cls: 3.2800, loss: 3.2800 +2025-06-25 02:33:43,010 - pyskl - INFO - Epoch [67][3900/3940] lr: 1.459e-02, eta: 1 day, 16:48:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9637, loss_cls: 3.3541, loss: 3.3541 +2025-06-25 02:34:01,127 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-06-25 02:37:24,047 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 02:37:24,634 - pyskl - INFO - +top1_acc 0.7645 +top5_acc 0.9599 +2025-06-25 02:37:24,652 - pyskl - INFO - Epoch(val) [67][3183] top1_acc: 0.7645, top5_acc: 0.9599 +2025-06-25 02:38:34,565 - pyskl - INFO - Epoch [68][100/3940] lr: 1.458e-02, eta: 1 day, 16:47:16, time: 0.699, data_time: 0.255, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 3.1486, loss: 3.1486 +2025-06-25 02:39:18,830 - pyskl - INFO - Epoch [68][200/3940] lr: 1.457e-02, eta: 1 day, 16:46:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 3.2303, loss: 3.2303 +2025-06-25 02:40:03,135 - pyskl - INFO - Epoch [68][300/3940] lr: 1.457e-02, eta: 1 day, 16:45:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 3.1743, loss: 3.1743 +2025-06-25 02:40:47,561 - pyskl - INFO - Epoch [68][400/3940] lr: 1.456e-02, eta: 1 day, 16:44:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9688, loss_cls: 3.2818, loss: 3.2818 +2025-06-25 02:41:32,091 - pyskl - INFO - Epoch [68][500/3940] lr: 1.455e-02, eta: 1 day, 16:44:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 3.2220, loss: 3.2220 +2025-06-25 02:42:16,448 - pyskl - INFO - Epoch [68][600/3940] lr: 1.455e-02, eta: 1 day, 16:43:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 3.3222, loss: 3.3222 +2025-06-25 02:43:00,679 - pyskl - INFO - Epoch [68][700/3940] lr: 1.454e-02, eta: 1 day, 16:42:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 3.1804, loss: 3.1804 +2025-06-25 02:43:44,890 - pyskl - INFO - Epoch [68][800/3940] lr: 1.453e-02, eta: 1 day, 16:41:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9650, loss_cls: 3.2608, loss: 3.2608 +2025-06-25 02:44:29,161 - pyskl - INFO - Epoch [68][900/3940] lr: 1.453e-02, eta: 1 day, 16:41:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9600, loss_cls: 3.4095, loss: 3.4095 +2025-06-25 02:45:13,397 - pyskl - INFO - Epoch [68][1000/3940] lr: 1.452e-02, eta: 1 day, 16:40:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 3.2795, loss: 3.2795 +2025-06-25 02:45:57,652 - pyskl - INFO - Epoch [68][1100/3940] lr: 1.451e-02, eta: 1 day, 16:39:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9675, loss_cls: 3.2342, loss: 3.2342 +2025-06-25 02:46:41,868 - pyskl - INFO - Epoch [68][1200/3940] lr: 1.451e-02, eta: 1 day, 16:38:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 3.3890, loss: 3.3890 +2025-06-25 02:47:26,294 - pyskl - INFO - Epoch [68][1300/3940] lr: 1.450e-02, eta: 1 day, 16:38:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 3.2642, loss: 3.2642 +2025-06-25 02:48:10,623 - pyskl - INFO - Epoch [68][1400/3940] lr: 1.449e-02, eta: 1 day, 16:37:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9650, loss_cls: 3.1819, loss: 3.1819 +2025-06-25 02:48:54,990 - pyskl - INFO - Epoch [68][1500/3940] lr: 1.449e-02, eta: 1 day, 16:36:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9606, loss_cls: 3.3113, loss: 3.3113 +2025-06-25 02:49:39,253 - pyskl - INFO - Epoch [68][1600/3940] lr: 1.448e-02, eta: 1 day, 16:35:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9663, loss_cls: 3.1691, loss: 3.1691 +2025-06-25 02:50:23,545 - pyskl - INFO - Epoch [68][1700/3940] lr: 1.447e-02, eta: 1 day, 16:35:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.1806, loss: 3.1806 +2025-06-25 02:51:07,970 - pyskl - INFO - Epoch [68][1800/3940] lr: 1.447e-02, eta: 1 day, 16:34:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.2673, loss: 3.2673 +2025-06-25 02:51:52,270 - pyskl - INFO - Epoch [68][1900/3940] lr: 1.446e-02, eta: 1 day, 16:33:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 3.1689, loss: 3.1689 +2025-06-25 02:52:36,589 - pyskl - INFO - Epoch [68][2000/3940] lr: 1.445e-02, eta: 1 day, 16:32:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9681, loss_cls: 3.2514, loss: 3.2514 +2025-06-25 02:53:20,945 - pyskl - INFO - Epoch [68][2100/3940] lr: 1.445e-02, eta: 1 day, 16:32:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 3.2622, loss: 3.2622 +2025-06-25 02:54:05,348 - pyskl - INFO - Epoch [68][2200/3940] lr: 1.444e-02, eta: 1 day, 16:31:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.4372, loss: 3.4372 +2025-06-25 02:54:49,705 - pyskl - INFO - Epoch [68][2300/3940] lr: 1.443e-02, eta: 1 day, 16:30:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.2496, loss: 3.2496 +2025-06-25 02:55:34,026 - pyskl - INFO - Epoch [68][2400/3940] lr: 1.443e-02, eta: 1 day, 16:29:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 3.2072, loss: 3.2072 +2025-06-25 02:56:18,285 - pyskl - INFO - Epoch [68][2500/3940] lr: 1.442e-02, eta: 1 day, 16:29:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9669, loss_cls: 3.3077, loss: 3.3077 +2025-06-25 02:57:02,622 - pyskl - INFO - Epoch [68][2600/3940] lr: 1.441e-02, eta: 1 day, 16:28:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9675, loss_cls: 3.2312, loss: 3.2312 +2025-06-25 02:57:46,835 - pyskl - INFO - Epoch [68][2700/3940] lr: 1.441e-02, eta: 1 day, 16:27:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 3.4010, loss: 3.4010 +2025-06-25 02:58:31,098 - pyskl - INFO - Epoch [68][2800/3940] lr: 1.440e-02, eta: 1 day, 16:26:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9681, loss_cls: 3.2255, loss: 3.2255 +2025-06-25 02:59:15,640 - pyskl - INFO - Epoch [68][2900/3940] lr: 1.439e-02, eta: 1 day, 16:25:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 3.2733, loss: 3.2733 +2025-06-25 03:00:00,027 - pyskl - INFO - Epoch [68][3000/3940] lr: 1.439e-02, eta: 1 day, 16:25:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9619, loss_cls: 3.2985, loss: 3.2985 +2025-06-25 03:00:44,178 - pyskl - INFO - Epoch [68][3100/3940] lr: 1.438e-02, eta: 1 day, 16:24:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9663, loss_cls: 3.3384, loss: 3.3384 +2025-06-25 03:01:28,423 - pyskl - INFO - Epoch [68][3200/3940] lr: 1.437e-02, eta: 1 day, 16:23:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.1647, loss: 3.1647 +2025-06-25 03:02:12,558 - pyskl - INFO - Epoch [68][3300/3940] lr: 1.437e-02, eta: 1 day, 16:22:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.2921, loss: 3.2921 +2025-06-25 03:02:56,680 - pyskl - INFO - Epoch [68][3400/3940] lr: 1.436e-02, eta: 1 day, 16:22:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9631, loss_cls: 3.2791, loss: 3.2791 +2025-06-25 03:03:40,797 - pyskl - INFO - Epoch [68][3500/3940] lr: 1.436e-02, eta: 1 day, 16:21:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 3.2949, loss: 3.2949 +2025-06-25 03:04:24,961 - pyskl - INFO - Epoch [68][3600/3940] lr: 1.435e-02, eta: 1 day, 16:20:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 3.3290, loss: 3.3290 +2025-06-25 03:05:09,076 - pyskl - INFO - Epoch [68][3700/3940] lr: 1.434e-02, eta: 1 day, 16:19:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9650, loss_cls: 3.3467, loss: 3.3467 +2025-06-25 03:05:53,177 - pyskl - INFO - Epoch [68][3800/3940] lr: 1.434e-02, eta: 1 day, 16:19:06, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 3.2023, loss: 3.2023 +2025-06-25 03:06:37,434 - pyskl - INFO - Epoch [68][3900/3940] lr: 1.433e-02, eta: 1 day, 16:18:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 3.3256, loss: 3.3256 +2025-06-25 03:06:55,459 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-06-25 03:10:20,803 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 03:10:21,328 - pyskl - INFO - +top1_acc 0.6764 +top5_acc 0.9171 +2025-06-25 03:10:21,345 - pyskl - INFO - Epoch(val) [68][3183] top1_acc: 0.6764, top5_acc: 0.9171 +2025-06-25 03:11:31,455 - pyskl - INFO - Epoch [69][100/3940] lr: 1.432e-02, eta: 1 day, 16:17:26, time: 0.701, data_time: 0.258, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9656, loss_cls: 3.2063, loss: 3.2063 +2025-06-25 03:12:15,792 - pyskl - INFO - Epoch [69][200/3940] lr: 1.431e-02, eta: 1 day, 16:16:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9719, loss_cls: 3.2954, loss: 3.2954 +2025-06-25 03:13:00,239 - pyskl - INFO - Epoch [69][300/3940] lr: 1.431e-02, eta: 1 day, 16:15:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 3.2048, loss: 3.2048 +2025-06-25 03:13:44,821 - pyskl - INFO - Epoch [69][400/3940] lr: 1.430e-02, eta: 1 day, 16:15:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.2645, loss: 3.2645 +2025-06-25 03:14:29,310 - pyskl - INFO - Epoch [69][500/3940] lr: 1.429e-02, eta: 1 day, 16:14:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9712, loss_cls: 3.1841, loss: 3.1841 +2025-06-25 03:15:13,708 - pyskl - INFO - Epoch [69][600/3940] lr: 1.429e-02, eta: 1 day, 16:13:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 3.2503, loss: 3.2503 +2025-06-25 03:15:58,022 - pyskl - INFO - Epoch [69][700/3940] lr: 1.428e-02, eta: 1 day, 16:12:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9675, loss_cls: 3.2847, loss: 3.2847 +2025-06-25 03:16:42,478 - pyskl - INFO - Epoch [69][800/3940] lr: 1.427e-02, eta: 1 day, 16:12:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9644, loss_cls: 3.2937, loss: 3.2937 +2025-06-25 03:17:26,836 - pyskl - INFO - Epoch [69][900/3940] lr: 1.427e-02, eta: 1 day, 16:11:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9637, loss_cls: 3.4188, loss: 3.4188 +2025-06-25 03:18:11,222 - pyskl - INFO - Epoch [69][1000/3940] lr: 1.426e-02, eta: 1 day, 16:10:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9681, loss_cls: 3.2028, loss: 3.2028 +2025-06-25 03:18:55,485 - pyskl - INFO - Epoch [69][1100/3940] lr: 1.425e-02, eta: 1 day, 16:09:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.3537, loss: 3.3537 +2025-06-25 03:19:39,835 - pyskl - INFO - Epoch [69][1200/3940] lr: 1.425e-02, eta: 1 day, 16:09:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 3.2805, loss: 3.2805 +2025-06-25 03:20:24,138 - pyskl - INFO - Epoch [69][1300/3940] lr: 1.424e-02, eta: 1 day, 16:08:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 3.2926, loss: 3.2926 +2025-06-25 03:21:08,414 - pyskl - INFO - Epoch [69][1400/3940] lr: 1.423e-02, eta: 1 day, 16:07:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.2591, loss: 3.2591 +2025-06-25 03:21:52,686 - pyskl - INFO - Epoch [69][1500/3940] lr: 1.423e-02, eta: 1 day, 16:06:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9688, loss_cls: 3.2769, loss: 3.2769 +2025-06-25 03:22:37,016 - pyskl - INFO - Epoch [69][1600/3940] lr: 1.422e-02, eta: 1 day, 16:06:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 3.3211, loss: 3.3211 +2025-06-25 03:23:21,290 - pyskl - INFO - Epoch [69][1700/3940] lr: 1.421e-02, eta: 1 day, 16:05:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 3.2200, loss: 3.2200 +2025-06-25 03:24:05,573 - pyskl - INFO - Epoch [69][1800/3940] lr: 1.421e-02, eta: 1 day, 16:04:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9650, loss_cls: 3.3048, loss: 3.3048 +2025-06-25 03:24:49,872 - pyskl - INFO - Epoch [69][1900/3940] lr: 1.420e-02, eta: 1 day, 16:03:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.2866, loss: 3.2866 +2025-06-25 03:25:34,181 - pyskl - INFO - Epoch [69][2000/3940] lr: 1.419e-02, eta: 1 day, 16:03:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9738, loss_cls: 3.1025, loss: 3.1025 +2025-06-25 03:26:18,692 - pyskl - INFO - Epoch [69][2100/3940] lr: 1.419e-02, eta: 1 day, 16:02:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 3.2529, loss: 3.2529 +2025-06-25 03:27:03,170 - pyskl - INFO - Epoch [69][2200/3940] lr: 1.418e-02, eta: 1 day, 16:01:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.2557, loss: 3.2557 +2025-06-25 03:27:47,652 - pyskl - INFO - Epoch [69][2300/3940] lr: 1.417e-02, eta: 1 day, 16:00:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.2641, loss: 3.2641 +2025-06-25 03:28:31,946 - pyskl - INFO - Epoch [69][2400/3940] lr: 1.417e-02, eta: 1 day, 15:59:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.1757, loss: 3.1757 +2025-06-25 03:29:16,219 - pyskl - INFO - Epoch [69][2500/3940] lr: 1.416e-02, eta: 1 day, 15:59:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 3.2643, loss: 3.2643 +2025-06-25 03:30:00,580 - pyskl - INFO - Epoch [69][2600/3940] lr: 1.416e-02, eta: 1 day, 15:58:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9625, loss_cls: 3.2650, loss: 3.2650 +2025-06-25 03:30:45,010 - pyskl - INFO - Epoch [69][2700/3940] lr: 1.415e-02, eta: 1 day, 15:57:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9656, loss_cls: 3.2682, loss: 3.2682 +2025-06-25 03:31:29,490 - pyskl - INFO - Epoch [69][2800/3940] lr: 1.414e-02, eta: 1 day, 15:56:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 3.1031, loss: 3.1031 +2025-06-25 03:32:13,913 - pyskl - INFO - Epoch [69][2900/3940] lr: 1.414e-02, eta: 1 day, 15:56:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9637, loss_cls: 3.2807, loss: 3.2807 +2025-06-25 03:32:58,368 - pyskl - INFO - Epoch [69][3000/3940] lr: 1.413e-02, eta: 1 day, 15:55:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 3.2097, loss: 3.2097 +2025-06-25 03:33:42,790 - pyskl - INFO - Epoch [69][3100/3940] lr: 1.412e-02, eta: 1 day, 15:54:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.1984, loss: 3.1984 +2025-06-25 03:34:27,210 - pyskl - INFO - Epoch [69][3200/3940] lr: 1.412e-02, eta: 1 day, 15:53:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 3.2276, loss: 3.2276 +2025-06-25 03:35:11,616 - pyskl - INFO - Epoch [69][3300/3940] lr: 1.411e-02, eta: 1 day, 15:53:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9650, loss_cls: 3.4163, loss: 3.4163 +2025-06-25 03:35:56,041 - pyskl - INFO - Epoch [69][3400/3940] lr: 1.410e-02, eta: 1 day, 15:52:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9675, loss_cls: 3.3191, loss: 3.3191 +2025-06-25 03:36:40,517 - pyskl - INFO - Epoch [69][3500/3940] lr: 1.410e-02, eta: 1 day, 15:51:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 3.3385, loss: 3.3385 +2025-06-25 03:37:24,846 - pyskl - INFO - Epoch [69][3600/3940] lr: 1.409e-02, eta: 1 day, 15:50:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9719, loss_cls: 3.2000, loss: 3.2000 +2025-06-25 03:38:09,072 - pyskl - INFO - Epoch [69][3700/3940] lr: 1.408e-02, eta: 1 day, 15:50:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 3.2727, loss: 3.2727 +2025-06-25 03:38:53,348 - pyskl - INFO - Epoch [69][3800/3940] lr: 1.408e-02, eta: 1 day, 15:49:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.4857, loss: 3.4857 +2025-06-25 03:39:37,560 - pyskl - INFO - Epoch [69][3900/3940] lr: 1.407e-02, eta: 1 day, 15:48:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 3.3781, loss: 3.3781 +2025-06-25 03:39:55,661 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-06-25 03:43:19,823 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 03:43:20,288 - pyskl - INFO - +top1_acc 0.7332 +top5_acc 0.9355 +2025-06-25 03:43:20,308 - pyskl - INFO - Epoch(val) [69][3183] top1_acc: 0.7332, top5_acc: 0.9355 +2025-06-25 03:44:30,281 - pyskl - INFO - Epoch [70][100/3940] lr: 1.406e-02, eta: 1 day, 15:47:41, time: 0.700, data_time: 0.253, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9619, loss_cls: 3.1932, loss: 3.1932 +2025-06-25 03:45:14,778 - pyskl - INFO - Epoch [70][200/3940] lr: 1.405e-02, eta: 1 day, 15:46:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 3.1100, loss: 3.1100 +2025-06-25 03:45:59,186 - pyskl - INFO - Epoch [70][300/3940] lr: 1.405e-02, eta: 1 day, 15:46:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.1757, loss: 3.1757 +2025-06-25 03:46:43,575 - pyskl - INFO - Epoch [70][400/3940] lr: 1.404e-02, eta: 1 day, 15:45:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9800, loss_cls: 3.1742, loss: 3.1742 +2025-06-25 03:47:27,945 - pyskl - INFO - Epoch [70][500/3940] lr: 1.403e-02, eta: 1 day, 15:44:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 3.1533, loss: 3.1533 +2025-06-25 03:48:12,415 - pyskl - INFO - Epoch [70][600/3940] lr: 1.403e-02, eta: 1 day, 15:43:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 3.0734, loss: 3.0734 +2025-06-25 03:48:56,958 - pyskl - INFO - Epoch [70][700/3940] lr: 1.402e-02, eta: 1 day, 15:43:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.2941, loss: 3.2941 +2025-06-25 03:49:41,497 - pyskl - INFO - Epoch [70][800/3940] lr: 1.401e-02, eta: 1 day, 15:42:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.2531, loss: 3.2531 +2025-06-25 03:50:25,913 - pyskl - INFO - Epoch [70][900/3940] lr: 1.401e-02, eta: 1 day, 15:41:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9650, loss_cls: 3.3969, loss: 3.3969 +2025-06-25 03:51:10,307 - pyskl - INFO - Epoch [70][1000/3940] lr: 1.400e-02, eta: 1 day, 15:40:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9563, loss_cls: 3.3870, loss: 3.3870 +2025-06-25 03:51:54,747 - pyskl - INFO - Epoch [70][1100/3940] lr: 1.399e-02, eta: 1 day, 15:40:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.2208, loss: 3.2208 +2025-06-25 03:52:39,305 - pyskl - INFO - Epoch [70][1200/3940] lr: 1.399e-02, eta: 1 day, 15:39:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 3.2468, loss: 3.2468 +2025-06-25 03:53:23,676 - pyskl - INFO - Epoch [70][1300/3940] lr: 1.398e-02, eta: 1 day, 15:38:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9606, loss_cls: 3.2871, loss: 3.2871 +2025-06-25 03:54:08,042 - pyskl - INFO - Epoch [70][1400/3940] lr: 1.397e-02, eta: 1 day, 15:37:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.2280, loss: 3.2280 +2025-06-25 03:54:52,420 - pyskl - INFO - Epoch [70][1500/3940] lr: 1.397e-02, eta: 1 day, 15:37:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 3.2219, loss: 3.2219 +2025-06-25 03:55:36,698 - pyskl - INFO - Epoch [70][1600/3940] lr: 1.396e-02, eta: 1 day, 15:36:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.1973, loss: 3.1973 +2025-06-25 03:56:21,023 - pyskl - INFO - Epoch [70][1700/3940] lr: 1.395e-02, eta: 1 day, 15:35:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9644, loss_cls: 3.1542, loss: 3.1542 +2025-06-25 03:57:05,278 - pyskl - INFO - Epoch [70][1800/3940] lr: 1.395e-02, eta: 1 day, 15:34:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9712, loss_cls: 3.0375, loss: 3.0375 +2025-06-25 03:57:49,605 - pyskl - INFO - Epoch [70][1900/3940] lr: 1.394e-02, eta: 1 day, 15:34:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.2444, loss: 3.2444 +2025-06-25 03:58:33,932 - pyskl - INFO - Epoch [70][2000/3940] lr: 1.393e-02, eta: 1 day, 15:33:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 3.1957, loss: 3.1957 +2025-06-25 03:59:18,230 - pyskl - INFO - Epoch [70][2100/3940] lr: 1.393e-02, eta: 1 day, 15:32:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9644, loss_cls: 3.3271, loss: 3.3271 +2025-06-25 04:00:02,522 - pyskl - INFO - Epoch [70][2200/3940] lr: 1.392e-02, eta: 1 day, 15:31:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9669, loss_cls: 3.3228, loss: 3.3228 +2025-06-25 04:00:46,861 - pyskl - INFO - Epoch [70][2300/3940] lr: 1.391e-02, eta: 1 day, 15:31:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9663, loss_cls: 3.2060, loss: 3.2060 +2025-06-25 04:01:31,480 - pyskl - INFO - Epoch [70][2400/3940] lr: 1.391e-02, eta: 1 day, 15:30:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 3.2906, loss: 3.2906 +2025-06-25 04:02:15,888 - pyskl - INFO - Epoch [70][2500/3940] lr: 1.390e-02, eta: 1 day, 15:29:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9688, loss_cls: 3.1422, loss: 3.1422 +2025-06-25 04:03:00,335 - pyskl - INFO - Epoch [70][2600/3940] lr: 1.390e-02, eta: 1 day, 15:28:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9738, loss_cls: 3.1543, loss: 3.1543 +2025-06-25 04:03:44,681 - pyskl - INFO - Epoch [70][2700/3940] lr: 1.389e-02, eta: 1 day, 15:27:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.1550, loss: 3.1550 +2025-06-25 04:04:29,103 - pyskl - INFO - Epoch [70][2800/3940] lr: 1.388e-02, eta: 1 day, 15:27:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9688, loss_cls: 3.1528, loss: 3.1528 +2025-06-25 04:05:13,445 - pyskl - INFO - Epoch [70][2900/3940] lr: 1.388e-02, eta: 1 day, 15:26:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.2773, loss: 3.2773 +2025-06-25 04:05:57,709 - pyskl - INFO - Epoch [70][3000/3940] lr: 1.387e-02, eta: 1 day, 15:25:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9625, loss_cls: 3.2516, loss: 3.2516 +2025-06-25 04:06:42,033 - pyskl - INFO - Epoch [70][3100/3940] lr: 1.386e-02, eta: 1 day, 15:24:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9706, loss_cls: 3.2832, loss: 3.2832 +2025-06-25 04:07:26,336 - pyskl - INFO - Epoch [70][3200/3940] lr: 1.386e-02, eta: 1 day, 15:24:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9619, loss_cls: 3.3167, loss: 3.3167 +2025-06-25 04:08:10,616 - pyskl - INFO - Epoch [70][3300/3940] lr: 1.385e-02, eta: 1 day, 15:23:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 3.2647, loss: 3.2647 +2025-06-25 04:08:55,000 - pyskl - INFO - Epoch [70][3400/3940] lr: 1.384e-02, eta: 1 day, 15:22:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 3.3760, loss: 3.3760 +2025-06-25 04:09:39,330 - pyskl - INFO - Epoch [70][3500/3940] lr: 1.384e-02, eta: 1 day, 15:21:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 3.3327, loss: 3.3327 +2025-06-25 04:10:23,665 - pyskl - INFO - Epoch [70][3600/3940] lr: 1.383e-02, eta: 1 day, 15:21:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9644, loss_cls: 3.3353, loss: 3.3353 +2025-06-25 04:11:07,951 - pyskl - INFO - Epoch [70][3700/3940] lr: 1.382e-02, eta: 1 day, 15:20:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 3.3138, loss: 3.3138 +2025-06-25 04:11:52,218 - pyskl - INFO - Epoch [70][3800/3940] lr: 1.382e-02, eta: 1 day, 15:19:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9681, loss_cls: 3.2521, loss: 3.2521 +2025-06-25 04:12:36,454 - pyskl - INFO - Epoch [70][3900/3940] lr: 1.381e-02, eta: 1 day, 15:18:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.1610, loss: 3.1610 +2025-06-25 04:12:54,481 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-06-25 04:31:09,384 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 04:31:09,852 - pyskl - INFO - +top1_acc 0.7811 +top5_acc 0.9613 +2025-06-25 04:31:09,910 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_65.pth was removed +2025-06-25 04:31:10,968 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. +2025-06-25 04:31:10,970 - pyskl - INFO - Best top1_acc is 0.7811 at 70 epoch. +2025-06-25 04:31:10,989 - pyskl - INFO - Epoch(val) [70][3183] top1_acc: 0.7811, top5_acc: 0.9613 +2025-06-25 04:32:20,626 - pyskl - INFO - Epoch [71][100/3940] lr: 1.380e-02, eta: 1 day, 15:17:57, time: 0.696, data_time: 0.253, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 3.1401, loss: 3.1401 +2025-06-25 04:33:04,847 - pyskl - INFO - Epoch [71][200/3940] lr: 1.379e-02, eta: 1 day, 15:17:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.1404, loss: 3.1404 +2025-06-25 04:33:49,024 - pyskl - INFO - Epoch [71][300/3940] lr: 1.379e-02, eta: 1 day, 15:16:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9725, loss_cls: 3.0703, loss: 3.0703 +2025-06-25 04:34:33,254 - pyskl - INFO - Epoch [71][400/3940] lr: 1.378e-02, eta: 1 day, 15:15:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.2092, loss: 3.2092 +2025-06-25 04:35:17,552 - pyskl - INFO - Epoch [71][500/3940] lr: 1.377e-02, eta: 1 day, 15:14:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 3.1820, loss: 3.1820 +2025-06-25 04:36:01,865 - pyskl - INFO - Epoch [71][600/3940] lr: 1.377e-02, eta: 1 day, 15:14:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9675, loss_cls: 3.2107, loss: 3.2107 +2025-06-25 04:36:46,362 - pyskl - INFO - Epoch [71][700/3940] lr: 1.376e-02, eta: 1 day, 15:13:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 3.0928, loss: 3.0928 +2025-06-25 04:37:30,742 - pyskl - INFO - Epoch [71][800/3940] lr: 1.375e-02, eta: 1 day, 15:12:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9712, loss_cls: 3.1613, loss: 3.1613 +2025-06-25 04:38:15,295 - pyskl - INFO - Epoch [71][900/3940] lr: 1.375e-02, eta: 1 day, 15:11:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.0734, loss: 3.0734 +2025-06-25 04:38:59,670 - pyskl - INFO - Epoch [71][1000/3940] lr: 1.374e-02, eta: 1 day, 15:11:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9725, loss_cls: 2.9892, loss: 2.9892 +2025-06-25 04:39:44,031 - pyskl - INFO - Epoch [71][1100/3940] lr: 1.373e-02, eta: 1 day, 15:10:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.3130, loss: 3.3130 +2025-06-25 04:40:28,393 - pyskl - INFO - Epoch [71][1200/3940] lr: 1.373e-02, eta: 1 day, 15:09:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9706, loss_cls: 3.1732, loss: 3.1732 +2025-06-25 04:41:12,705 - pyskl - INFO - Epoch [71][1300/3940] lr: 1.372e-02, eta: 1 day, 15:08:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.1816, loss: 3.1816 +2025-06-25 04:41:57,006 - pyskl - INFO - Epoch [71][1400/3940] lr: 1.371e-02, eta: 1 day, 15:08:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 3.2672, loss: 3.2672 +2025-06-25 04:42:41,508 - pyskl - INFO - Epoch [71][1500/3940] lr: 1.371e-02, eta: 1 day, 15:07:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.1846, loss: 3.1846 +2025-06-25 04:43:25,969 - pyskl - INFO - Epoch [71][1600/3940] lr: 1.370e-02, eta: 1 day, 15:06:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 3.3155, loss: 3.3155 +2025-06-25 04:44:10,283 - pyskl - INFO - Epoch [71][1700/3940] lr: 1.369e-02, eta: 1 day, 15:05:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 3.1889, loss: 3.1889 +2025-06-25 04:44:54,798 - pyskl - INFO - Epoch [71][1800/3940] lr: 1.369e-02, eta: 1 day, 15:05:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 3.2695, loss: 3.2695 +2025-06-25 04:45:39,234 - pyskl - INFO - Epoch [71][1900/3940] lr: 1.368e-02, eta: 1 day, 15:04:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 3.1331, loss: 3.1331 +2025-06-25 04:46:23,597 - pyskl - INFO - Epoch [71][2000/3940] lr: 1.367e-02, eta: 1 day, 15:03:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.1983, loss: 3.1983 +2025-06-25 04:47:08,104 - pyskl - INFO - Epoch [71][2100/3940] lr: 1.367e-02, eta: 1 day, 15:02:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9650, loss_cls: 3.1944, loss: 3.1944 +2025-06-25 04:47:52,777 - pyskl - INFO - Epoch [71][2200/3940] lr: 1.366e-02, eta: 1 day, 15:02:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9656, loss_cls: 3.2682, loss: 3.2682 +2025-06-25 04:48:37,144 - pyskl - INFO - Epoch [71][2300/3940] lr: 1.365e-02, eta: 1 day, 15:01:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9675, loss_cls: 3.2695, loss: 3.2695 +2025-06-25 04:49:21,564 - pyskl - INFO - Epoch [71][2400/3940] lr: 1.365e-02, eta: 1 day, 15:00:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.1471, loss: 3.1471 +2025-06-25 04:50:05,928 - pyskl - INFO - Epoch [71][2500/3940] lr: 1.364e-02, eta: 1 day, 14:59:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9688, loss_cls: 3.2290, loss: 3.2290 +2025-06-25 04:50:50,549 - pyskl - INFO - Epoch [71][2600/3940] lr: 1.363e-02, eta: 1 day, 14:59:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 3.2580, loss: 3.2580 +2025-06-25 04:51:35,190 - pyskl - INFO - Epoch [71][2700/3940] lr: 1.363e-02, eta: 1 day, 14:58:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9712, loss_cls: 3.1642, loss: 3.1642 +2025-06-25 04:52:19,874 - pyskl - INFO - Epoch [71][2800/3940] lr: 1.362e-02, eta: 1 day, 14:57:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.1710, loss: 3.1710 +2025-06-25 04:53:04,435 - pyskl - INFO - Epoch [71][2900/3940] lr: 1.361e-02, eta: 1 day, 14:56:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 3.2401, loss: 3.2401 +2025-06-25 04:53:48,878 - pyskl - INFO - Epoch [71][3000/3940] lr: 1.361e-02, eta: 1 day, 14:55:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9650, loss_cls: 3.3527, loss: 3.3527 +2025-06-25 04:54:33,348 - pyskl - INFO - Epoch [71][3100/3940] lr: 1.360e-02, eta: 1 day, 14:55:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 3.2323, loss: 3.2323 +2025-06-25 04:55:17,810 - pyskl - INFO - Epoch [71][3200/3940] lr: 1.360e-02, eta: 1 day, 14:54:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9663, loss_cls: 3.3070, loss: 3.3070 +2025-06-25 04:56:02,406 - pyskl - INFO - Epoch [71][3300/3940] lr: 1.359e-02, eta: 1 day, 14:53:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 3.1910, loss: 3.1910 +2025-06-25 04:56:46,776 - pyskl - INFO - Epoch [71][3400/3940] lr: 1.358e-02, eta: 1 day, 14:52:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 3.2278, loss: 3.2278 +2025-06-25 04:57:31,326 - pyskl - INFO - Epoch [71][3500/3940] lr: 1.358e-02, eta: 1 day, 14:52:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 3.2776, loss: 3.2776 +2025-06-25 04:58:15,716 - pyskl - INFO - Epoch [71][3600/3940] lr: 1.357e-02, eta: 1 day, 14:51:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9706, loss_cls: 3.1852, loss: 3.1852 +2025-06-25 04:58:59,927 - pyskl - INFO - Epoch [71][3700/3940] lr: 1.356e-02, eta: 1 day, 14:50:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 3.1222, loss: 3.1222 +2025-06-25 04:59:44,287 - pyskl - INFO - Epoch [71][3800/3940] lr: 1.356e-02, eta: 1 day, 14:49:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9656, loss_cls: 3.3551, loss: 3.3551 +2025-06-25 05:00:28,549 - pyskl - INFO - Epoch [71][3900/3940] lr: 1.355e-02, eta: 1 day, 14:49:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.0705, loss: 3.0705 +2025-06-25 05:00:46,582 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-06-25 05:04:09,630 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 05:04:10,097 - pyskl - INFO - +top1_acc 0.7448 +top5_acc 0.9453 +2025-06-25 05:04:10,115 - pyskl - INFO - Epoch(val) [71][3183] top1_acc: 0.7448, top5_acc: 0.9453 +2025-06-25 05:05:19,849 - pyskl - INFO - Epoch [72][100/3940] lr: 1.354e-02, eta: 1 day, 14:48:15, time: 0.697, data_time: 0.255, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9706, loss_cls: 3.1317, loss: 3.1317 +2025-06-25 05:06:04,025 - pyskl - INFO - Epoch [72][200/3940] lr: 1.353e-02, eta: 1 day, 14:47:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 3.1195, loss: 3.1195 +2025-06-25 05:06:48,225 - pyskl - INFO - Epoch [72][300/3940] lr: 1.353e-02, eta: 1 day, 14:46:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9688, loss_cls: 3.2480, loss: 3.2480 +2025-06-25 05:07:32,396 - pyskl - INFO - Epoch [72][400/3940] lr: 1.352e-02, eta: 1 day, 14:45:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 3.1263, loss: 3.1263 +2025-06-25 05:08:16,687 - pyskl - INFO - Epoch [72][500/3940] lr: 1.351e-02, eta: 1 day, 14:45:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 3.1773, loss: 3.1773 +2025-06-25 05:09:01,093 - pyskl - INFO - Epoch [72][600/3940] lr: 1.351e-02, eta: 1 day, 14:44:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9831, loss_cls: 3.1077, loss: 3.1077 +2025-06-25 05:09:45,444 - pyskl - INFO - Epoch [72][700/3940] lr: 1.350e-02, eta: 1 day, 14:43:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 3.1494, loss: 3.1494 +2025-06-25 05:10:29,764 - pyskl - INFO - Epoch [72][800/3940] lr: 1.349e-02, eta: 1 day, 14:42:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9637, loss_cls: 3.3283, loss: 3.3283 +2025-06-25 05:11:14,086 - pyskl - INFO - Epoch [72][900/3940] lr: 1.349e-02, eta: 1 day, 14:42:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9706, loss_cls: 3.2210, loss: 3.2210 +2025-06-25 05:11:58,390 - pyskl - INFO - Epoch [72][1000/3940] lr: 1.348e-02, eta: 1 day, 14:41:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.1315, loss: 3.1315 +2025-06-25 05:12:42,666 - pyskl - INFO - Epoch [72][1100/3940] lr: 1.347e-02, eta: 1 day, 14:40:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9688, loss_cls: 3.1906, loss: 3.1906 +2025-06-25 05:13:26,965 - pyskl - INFO - Epoch [72][1200/3940] lr: 1.347e-02, eta: 1 day, 14:39:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 3.2502, loss: 3.2502 +2025-06-25 05:14:11,379 - pyskl - INFO - Epoch [72][1300/3940] lr: 1.346e-02, eta: 1 day, 14:39:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 3.1571, loss: 3.1571 +2025-06-25 05:14:55,713 - pyskl - INFO - Epoch [72][1400/3940] lr: 1.345e-02, eta: 1 day, 14:38:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 3.0528, loss: 3.0528 +2025-06-25 05:15:40,004 - pyskl - INFO - Epoch [72][1500/3940] lr: 1.345e-02, eta: 1 day, 14:37:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 3.0332, loss: 3.0332 +2025-06-25 05:16:24,240 - pyskl - INFO - Epoch [72][1600/3940] lr: 1.344e-02, eta: 1 day, 14:36:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9637, loss_cls: 3.1485, loss: 3.1485 +2025-06-25 05:17:08,473 - pyskl - INFO - Epoch [72][1700/3940] lr: 1.343e-02, eta: 1 day, 14:36:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 3.2371, loss: 3.2371 +2025-06-25 05:17:52,792 - pyskl - INFO - Epoch [72][1800/3940] lr: 1.343e-02, eta: 1 day, 14:35:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.2705, loss: 3.2705 +2025-06-25 05:18:37,205 - pyskl - INFO - Epoch [72][1900/3940] lr: 1.342e-02, eta: 1 day, 14:34:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9669, loss_cls: 3.1581, loss: 3.1581 +2025-06-25 05:19:21,614 - pyskl - INFO - Epoch [72][2000/3940] lr: 1.341e-02, eta: 1 day, 14:33:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.1401, loss: 3.1401 +2025-06-25 05:20:05,963 - pyskl - INFO - Epoch [72][2100/3940] lr: 1.341e-02, eta: 1 day, 14:33:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9625, loss_cls: 3.2828, loss: 3.2828 +2025-06-25 05:20:50,387 - pyskl - INFO - Epoch [72][2200/3940] lr: 1.340e-02, eta: 1 day, 14:32:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9637, loss_cls: 3.2819, loss: 3.2819 +2025-06-25 05:21:34,695 - pyskl - INFO - Epoch [72][2300/3940] lr: 1.339e-02, eta: 1 day, 14:31:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9688, loss_cls: 3.1935, loss: 3.1935 +2025-06-25 05:22:18,987 - pyskl - INFO - Epoch [72][2400/3940] lr: 1.339e-02, eta: 1 day, 14:30:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 3.1517, loss: 3.1517 +2025-06-25 05:23:03,261 - pyskl - INFO - Epoch [72][2500/3940] lr: 1.338e-02, eta: 1 day, 14:30:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 3.2953, loss: 3.2953 +2025-06-25 05:23:47,507 - pyskl - INFO - Epoch [72][2600/3940] lr: 1.337e-02, eta: 1 day, 14:29:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 3.1446, loss: 3.1446 +2025-06-25 05:24:31,845 - pyskl - INFO - Epoch [72][2700/3940] lr: 1.337e-02, eta: 1 day, 14:28:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 3.2309, loss: 3.2309 +2025-06-25 05:25:16,332 - pyskl - INFO - Epoch [72][2800/3940] lr: 1.336e-02, eta: 1 day, 14:27:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.1909, loss: 3.1909 +2025-06-25 05:26:00,707 - pyskl - INFO - Epoch [72][2900/3940] lr: 1.335e-02, eta: 1 day, 14:27:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9681, loss_cls: 3.1918, loss: 3.1918 +2025-06-25 05:26:45,032 - pyskl - INFO - Epoch [72][3000/3940] lr: 1.335e-02, eta: 1 day, 14:26:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 3.2003, loss: 3.2003 +2025-06-25 05:27:29,472 - pyskl - INFO - Epoch [72][3100/3940] lr: 1.334e-02, eta: 1 day, 14:25:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.3136, loss: 3.3136 +2025-06-25 05:28:13,761 - pyskl - INFO - Epoch [72][3200/3940] lr: 1.333e-02, eta: 1 day, 14:24:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9731, loss_cls: 3.0629, loss: 3.0629 +2025-06-25 05:28:58,182 - pyskl - INFO - Epoch [72][3300/3940] lr: 1.333e-02, eta: 1 day, 14:23:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.1987, loss: 3.1987 +2025-06-25 05:29:42,572 - pyskl - INFO - Epoch [72][3400/3940] lr: 1.332e-02, eta: 1 day, 14:23:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9650, loss_cls: 3.2579, loss: 3.2579 +2025-06-25 05:30:26,993 - pyskl - INFO - Epoch [72][3500/3940] lr: 1.331e-02, eta: 1 day, 14:22:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9675, loss_cls: 3.2249, loss: 3.2249 +2025-06-25 05:31:11,511 - pyskl - INFO - Epoch [72][3600/3940] lr: 1.331e-02, eta: 1 day, 14:21:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.1626, loss: 3.1626 +2025-06-25 05:31:56,022 - pyskl - INFO - Epoch [72][3700/3940] lr: 1.330e-02, eta: 1 day, 14:20:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 3.3281, loss: 3.3281 +2025-06-25 05:32:40,432 - pyskl - INFO - Epoch [72][3800/3940] lr: 1.329e-02, eta: 1 day, 14:20:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9600, loss_cls: 3.2615, loss: 3.2615 +2025-06-25 05:33:24,931 - pyskl - INFO - Epoch [72][3900/3940] lr: 1.329e-02, eta: 1 day, 14:19:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9644, loss_cls: 3.3362, loss: 3.3362 +2025-06-25 05:33:42,947 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-06-25 05:37:07,879 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 05:37:08,347 - pyskl - INFO - +top1_acc 0.7821 +top5_acc 0.9570 +2025-06-25 05:37:08,406 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_70.pth was removed +2025-06-25 05:37:09,468 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_72.pth. +2025-06-25 05:37:09,470 - pyskl - INFO - Best top1_acc is 0.7821 at 72 epoch. +2025-06-25 05:37:09,488 - pyskl - INFO - Epoch(val) [72][3183] top1_acc: 0.7821, top5_acc: 0.9570 +2025-06-25 05:38:18,983 - pyskl - INFO - Epoch [73][100/3940] lr: 1.328e-02, eta: 1 day, 14:18:31, time: 0.695, data_time: 0.252, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9681, loss_cls: 3.0314, loss: 3.0314 +2025-06-25 05:39:03,250 - pyskl - INFO - Epoch [73][200/3940] lr: 1.327e-02, eta: 1 day, 14:17:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9694, loss_cls: 3.3218, loss: 3.3218 +2025-06-25 05:39:47,509 - pyskl - INFO - Epoch [73][300/3940] lr: 1.327e-02, eta: 1 day, 14:16:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9712, loss_cls: 3.1374, loss: 3.1374 +2025-06-25 05:40:31,869 - pyskl - INFO - Epoch [73][400/3940] lr: 1.326e-02, eta: 1 day, 14:16:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 3.1279, loss: 3.1279 +2025-06-25 05:41:16,187 - pyskl - INFO - Epoch [73][500/3940] lr: 1.325e-02, eta: 1 day, 14:15:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 3.0733, loss: 3.0733 +2025-06-25 05:42:00,433 - pyskl - INFO - Epoch [73][600/3940] lr: 1.325e-02, eta: 1 day, 14:14:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 3.1040, loss: 3.1040 +2025-06-25 05:42:44,640 - pyskl - INFO - Epoch [73][700/3940] lr: 1.324e-02, eta: 1 day, 14:13:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 3.2507, loss: 3.2507 +2025-06-25 05:43:28,908 - pyskl - INFO - Epoch [73][800/3940] lr: 1.323e-02, eta: 1 day, 14:13:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9712, loss_cls: 3.1358, loss: 3.1358 +2025-06-25 05:44:13,153 - pyskl - INFO - Epoch [73][900/3940] lr: 1.323e-02, eta: 1 day, 14:12:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 3.0740, loss: 3.0740 +2025-06-25 05:44:57,391 - pyskl - INFO - Epoch [73][1000/3940] lr: 1.322e-02, eta: 1 day, 14:11:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.1468, loss: 3.1468 +2025-06-25 05:45:41,726 - pyskl - INFO - Epoch [73][1100/3940] lr: 1.321e-02, eta: 1 day, 14:10:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.2461, loss: 3.2461 +2025-06-25 05:46:25,919 - pyskl - INFO - Epoch [73][1200/3940] lr: 1.321e-02, eta: 1 day, 14:10:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9700, loss_cls: 3.1130, loss: 3.1130 +2025-06-25 05:47:10,153 - pyskl - INFO - Epoch [73][1300/3940] lr: 1.320e-02, eta: 1 day, 14:09:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 3.1279, loss: 3.1279 +2025-06-25 05:47:54,388 - pyskl - INFO - Epoch [73][1400/3940] lr: 1.319e-02, eta: 1 day, 14:08:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9675, loss_cls: 3.2046, loss: 3.2046 +2025-06-25 05:48:38,773 - pyskl - INFO - Epoch [73][1500/3940] lr: 1.319e-02, eta: 1 day, 14:07:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 3.0720, loss: 3.0720 +2025-06-25 05:49:23,321 - pyskl - INFO - Epoch [73][1600/3940] lr: 1.318e-02, eta: 1 day, 14:07:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9681, loss_cls: 3.2738, loss: 3.2738 +2025-06-25 05:50:07,659 - pyskl - INFO - Epoch [73][1700/3940] lr: 1.317e-02, eta: 1 day, 14:06:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9681, loss_cls: 3.2804, loss: 3.2804 +2025-06-25 05:50:51,994 - pyskl - INFO - Epoch [73][1800/3940] lr: 1.317e-02, eta: 1 day, 14:05:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9681, loss_cls: 3.2975, loss: 3.2975 +2025-06-25 05:51:36,334 - pyskl - INFO - Epoch [73][1900/3940] lr: 1.316e-02, eta: 1 day, 14:04:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9706, loss_cls: 3.2735, loss: 3.2735 +2025-06-25 05:52:20,650 - pyskl - INFO - Epoch [73][2000/3940] lr: 1.315e-02, eta: 1 day, 14:04:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.1968, loss: 3.1968 +2025-06-25 05:53:04,946 - pyskl - INFO - Epoch [73][2100/3940] lr: 1.315e-02, eta: 1 day, 14:03:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 3.3011, loss: 3.3011 +2025-06-25 05:53:49,197 - pyskl - INFO - Epoch [73][2200/3940] lr: 1.314e-02, eta: 1 day, 14:02:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 3.2005, loss: 3.2005 +2025-06-25 05:54:33,451 - pyskl - INFO - Epoch [73][2300/3940] lr: 1.313e-02, eta: 1 day, 14:01:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 3.3303, loss: 3.3303 +2025-06-25 05:55:17,783 - pyskl - INFO - Epoch [73][2400/3940] lr: 1.313e-02, eta: 1 day, 14:01:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9694, loss_cls: 3.1775, loss: 3.1775 +2025-06-25 05:56:02,108 - pyskl - INFO - Epoch [73][2500/3940] lr: 1.312e-02, eta: 1 day, 14:00:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 3.1606, loss: 3.1606 +2025-06-25 05:56:46,410 - pyskl - INFO - Epoch [73][2600/3940] lr: 1.311e-02, eta: 1 day, 13:59:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 3.0727, loss: 3.0727 +2025-06-25 05:57:30,693 - pyskl - INFO - Epoch [73][2700/3940] lr: 1.311e-02, eta: 1 day, 13:58:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9694, loss_cls: 3.1868, loss: 3.1868 +2025-06-25 05:58:15,091 - pyskl - INFO - Epoch [73][2800/3940] lr: 1.310e-02, eta: 1 day, 13:58:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 3.2963, loss: 3.2963 +2025-06-25 05:58:59,579 - pyskl - INFO - Epoch [73][2900/3940] lr: 1.309e-02, eta: 1 day, 13:57:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 3.2300, loss: 3.2300 +2025-06-25 05:59:44,073 - pyskl - INFO - Epoch [73][3000/3940] lr: 1.309e-02, eta: 1 day, 13:56:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.2456, loss: 3.2456 +2025-06-25 06:00:28,579 - pyskl - INFO - Epoch [73][3100/3940] lr: 1.308e-02, eta: 1 day, 13:55:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 3.1877, loss: 3.1877 +2025-06-25 06:01:12,935 - pyskl - INFO - Epoch [73][3200/3940] lr: 1.307e-02, eta: 1 day, 13:55:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 3.1153, loss: 3.1153 +2025-06-25 06:01:57,449 - pyskl - INFO - Epoch [73][3300/3940] lr: 1.307e-02, eta: 1 day, 13:54:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.1914, loss: 3.1914 +2025-06-25 06:02:41,904 - pyskl - INFO - Epoch [73][3400/3940] lr: 1.306e-02, eta: 1 day, 13:53:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9688, loss_cls: 3.1320, loss: 3.1320 +2025-06-25 06:03:26,284 - pyskl - INFO - Epoch [73][3500/3940] lr: 1.305e-02, eta: 1 day, 13:52:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 3.2477, loss: 3.2477 +2025-06-25 06:04:10,791 - pyskl - INFO - Epoch [73][3600/3940] lr: 1.305e-02, eta: 1 day, 13:51:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.2216, loss: 3.2216 +2025-06-25 06:04:55,592 - pyskl - INFO - Epoch [73][3700/3940] lr: 1.304e-02, eta: 1 day, 13:51:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 3.1700, loss: 3.1700 +2025-06-25 06:05:39,964 - pyskl - INFO - Epoch [73][3800/3940] lr: 1.303e-02, eta: 1 day, 13:50:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.0803, loss: 3.0803 +2025-06-25 06:06:24,259 - pyskl - INFO - Epoch [73][3900/3940] lr: 1.303e-02, eta: 1 day, 13:49:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9681, loss_cls: 3.2927, loss: 3.2927 +2025-06-25 06:06:42,429 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-06-25 06:10:05,839 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 06:10:06,312 - pyskl - INFO - +top1_acc 0.7726 +top5_acc 0.9552 +2025-06-25 06:10:06,331 - pyskl - INFO - Epoch(val) [73][3183] top1_acc: 0.7726, top5_acc: 0.9552 +2025-06-25 06:11:15,890 - pyskl - INFO - Epoch [74][100/3940] lr: 1.302e-02, eta: 1 day, 13:48:47, time: 0.696, data_time: 0.253, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.1911, loss: 3.1911 +2025-06-25 06:12:00,237 - pyskl - INFO - Epoch [74][200/3940] lr: 1.301e-02, eta: 1 day, 13:48:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 3.1489, loss: 3.1489 +2025-06-25 06:12:44,553 - pyskl - INFO - Epoch [74][300/3940] lr: 1.300e-02, eta: 1 day, 13:47:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 3.0996, loss: 3.0996 +2025-06-25 06:13:28,889 - pyskl - INFO - Epoch [74][400/3940] lr: 1.300e-02, eta: 1 day, 13:46:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9712, loss_cls: 3.1824, loss: 3.1824 +2025-06-25 06:14:13,191 - pyskl - INFO - Epoch [74][500/3940] lr: 1.299e-02, eta: 1 day, 13:45:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9619, loss_cls: 3.2205, loss: 3.2205 +2025-06-25 06:14:57,525 - pyskl - INFO - Epoch [74][600/3940] lr: 1.298e-02, eta: 1 day, 13:45:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9688, loss_cls: 3.1722, loss: 3.1722 +2025-06-25 06:15:41,829 - pyskl - INFO - Epoch [74][700/3940] lr: 1.298e-02, eta: 1 day, 13:44:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9681, loss_cls: 3.1809, loss: 3.1809 +2025-06-25 06:16:26,132 - pyskl - INFO - Epoch [74][800/3940] lr: 1.297e-02, eta: 1 day, 13:43:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9738, loss_cls: 3.0641, loss: 3.0641 +2025-06-25 06:17:10,452 - pyskl - INFO - Epoch [74][900/3940] lr: 1.296e-02, eta: 1 day, 13:42:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9675, loss_cls: 3.1248, loss: 3.1248 +2025-06-25 06:17:54,729 - pyskl - INFO - Epoch [74][1000/3940] lr: 1.296e-02, eta: 1 day, 13:41:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9775, loss_cls: 3.0117, loss: 3.0117 +2025-06-25 06:18:39,112 - pyskl - INFO - Epoch [74][1100/3940] lr: 1.295e-02, eta: 1 day, 13:41:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9700, loss_cls: 3.0534, loss: 3.0534 +2025-06-25 06:19:23,512 - pyskl - INFO - Epoch [74][1200/3940] lr: 1.294e-02, eta: 1 day, 13:40:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9719, loss_cls: 3.1223, loss: 3.1223 +2025-06-25 06:20:07,916 - pyskl - INFO - Epoch [74][1300/3940] lr: 1.294e-02, eta: 1 day, 13:39:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 3.2218, loss: 3.2218 +2025-06-25 06:20:52,335 - pyskl - INFO - Epoch [74][1400/3940] lr: 1.293e-02, eta: 1 day, 13:38:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 3.0934, loss: 3.0934 +2025-06-25 06:21:36,841 - pyskl - INFO - Epoch [74][1500/3940] lr: 1.292e-02, eta: 1 day, 13:38:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 3.1688, loss: 3.1688 +2025-06-25 06:22:21,208 - pyskl - INFO - Epoch [74][1600/3940] lr: 1.292e-02, eta: 1 day, 13:37:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9694, loss_cls: 3.2276, loss: 3.2276 +2025-06-25 06:23:05,531 - pyskl - INFO - Epoch [74][1700/3940] lr: 1.291e-02, eta: 1 day, 13:36:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9675, loss_cls: 3.2531, loss: 3.2531 +2025-06-25 06:23:49,887 - pyskl - INFO - Epoch [74][1800/3940] lr: 1.290e-02, eta: 1 day, 13:35:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.0362, loss: 3.0362 +2025-06-25 06:24:34,279 - pyskl - INFO - Epoch [74][1900/3940] lr: 1.290e-02, eta: 1 day, 13:35:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 3.2016, loss: 3.2016 +2025-06-25 06:25:18,644 - pyskl - INFO - Epoch [74][2000/3940] lr: 1.289e-02, eta: 1 day, 13:34:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9669, loss_cls: 3.2325, loss: 3.2325 +2025-06-25 06:26:03,076 - pyskl - INFO - Epoch [74][2100/3940] lr: 1.288e-02, eta: 1 day, 13:33:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 3.2505, loss: 3.2505 +2025-06-25 06:26:47,451 - pyskl - INFO - Epoch [74][2200/3940] lr: 1.288e-02, eta: 1 day, 13:32:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9681, loss_cls: 3.2680, loss: 3.2680 +2025-06-25 06:27:31,915 - pyskl - INFO - Epoch [74][2300/3940] lr: 1.287e-02, eta: 1 day, 13:32:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.2553, loss: 3.2553 +2025-06-25 06:28:16,558 - pyskl - INFO - Epoch [74][2400/3940] lr: 1.286e-02, eta: 1 day, 13:31:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 3.1595, loss: 3.1595 +2025-06-25 06:29:01,264 - pyskl - INFO - Epoch [74][2500/3940] lr: 1.286e-02, eta: 1 day, 13:30:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9681, loss_cls: 3.1352, loss: 3.1352 +2025-06-25 06:29:45,968 - pyskl - INFO - Epoch [74][2600/3940] lr: 1.285e-02, eta: 1 day, 13:29:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.2038, loss: 3.2038 +2025-06-25 06:30:30,455 - pyskl - INFO - Epoch [74][2700/3940] lr: 1.284e-02, eta: 1 day, 13:29:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9694, loss_cls: 3.2188, loss: 3.2188 +2025-06-25 06:31:14,931 - pyskl - INFO - Epoch [74][2800/3940] lr: 1.284e-02, eta: 1 day, 13:28:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9688, loss_cls: 3.1166, loss: 3.1166 +2025-06-25 06:31:59,504 - pyskl - INFO - Epoch [74][2900/3940] lr: 1.283e-02, eta: 1 day, 13:27:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9688, loss_cls: 3.1789, loss: 3.1789 +2025-06-25 06:32:44,010 - pyskl - INFO - Epoch [74][3000/3940] lr: 1.282e-02, eta: 1 day, 13:26:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9688, loss_cls: 3.2042, loss: 3.2042 +2025-06-25 06:33:28,397 - pyskl - INFO - Epoch [74][3100/3940] lr: 1.282e-02, eta: 1 day, 13:26:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9694, loss_cls: 3.0322, loss: 3.0322 +2025-06-25 06:34:12,795 - pyskl - INFO - Epoch [74][3200/3940] lr: 1.281e-02, eta: 1 day, 13:25:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 3.1411, loss: 3.1411 +2025-06-25 06:34:57,165 - pyskl - INFO - Epoch [74][3300/3940] lr: 1.280e-02, eta: 1 day, 13:24:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9656, loss_cls: 3.1576, loss: 3.1576 +2025-06-25 06:35:41,614 - pyskl - INFO - Epoch [74][3400/3940] lr: 1.280e-02, eta: 1 day, 13:23:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 3.1605, loss: 3.1605 +2025-06-25 06:36:26,309 - pyskl - INFO - Epoch [74][3500/3940] lr: 1.279e-02, eta: 1 day, 13:23:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 3.0591, loss: 3.0591 +2025-06-25 06:37:10,805 - pyskl - INFO - Epoch [74][3600/3940] lr: 1.278e-02, eta: 1 day, 13:22:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9688, loss_cls: 3.2497, loss: 3.2497 +2025-06-25 06:37:55,279 - pyskl - INFO - Epoch [74][3700/3940] lr: 1.278e-02, eta: 1 day, 13:21:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 2.9760, loss: 2.9760 +2025-06-25 06:38:39,727 - pyskl - INFO - Epoch [74][3800/3940] lr: 1.277e-02, eta: 1 day, 13:20:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.1128, loss: 3.1128 +2025-06-25 06:39:24,127 - pyskl - INFO - Epoch [74][3900/3940] lr: 1.276e-02, eta: 1 day, 13:20:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 3.1611, loss: 3.1611 +2025-06-25 06:39:42,161 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-06-25 06:43:05,185 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 06:43:05,655 - pyskl - INFO - +top1_acc 0.7891 +top5_acc 0.9604 +2025-06-25 06:43:05,713 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_72.pth was removed +2025-06-25 06:43:06,780 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_74.pth. +2025-06-25 06:43:06,782 - pyskl - INFO - Best top1_acc is 0.7891 at 74 epoch. +2025-06-25 06:43:06,801 - pyskl - INFO - Epoch(val) [74][3183] top1_acc: 0.7891, top5_acc: 0.9604 +2025-06-25 06:44:16,681 - pyskl - INFO - Epoch [75][100/3940] lr: 1.276e-02, eta: 1 day, 13:19:08, time: 0.699, data_time: 0.255, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 3.0100, loss: 3.0100 +2025-06-25 06:45:01,008 - pyskl - INFO - Epoch [75][200/3940] lr: 1.275e-02, eta: 1 day, 13:18:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 3.0247, loss: 3.0247 +2025-06-25 06:45:45,316 - pyskl - INFO - Epoch [75][300/3940] lr: 1.274e-02, eta: 1 day, 13:17:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.1285, loss: 3.1285 +2025-06-25 06:46:29,615 - pyskl - INFO - Epoch [75][400/3940] lr: 1.274e-02, eta: 1 day, 13:16:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9738, loss_cls: 3.0649, loss: 3.0649 +2025-06-25 06:47:13,938 - pyskl - INFO - Epoch [75][500/3940] lr: 1.273e-02, eta: 1 day, 13:16:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 3.0832, loss: 3.0832 +2025-06-25 06:47:58,361 - pyskl - INFO - Epoch [75][600/3940] lr: 1.272e-02, eta: 1 day, 13:15:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 3.0160, loss: 3.0160 +2025-06-25 06:48:42,778 - pyskl - INFO - Epoch [75][700/3940] lr: 1.272e-02, eta: 1 day, 13:14:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 3.0775, loss: 3.0775 +2025-06-25 06:49:27,222 - pyskl - INFO - Epoch [75][800/3940] lr: 1.271e-02, eta: 1 day, 13:13:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9650, loss_cls: 3.2391, loss: 3.2391 +2025-06-25 06:50:11,675 - pyskl - INFO - Epoch [75][900/3940] lr: 1.270e-02, eta: 1 day, 13:13:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9694, loss_cls: 3.1827, loss: 3.1827 +2025-06-25 06:50:56,088 - pyskl - INFO - Epoch [75][1000/3940] lr: 1.270e-02, eta: 1 day, 13:12:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 3.0959, loss: 3.0959 +2025-06-25 06:51:40,479 - pyskl - INFO - Epoch [75][1100/3940] lr: 1.269e-02, eta: 1 day, 13:11:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.1602, loss: 3.1602 +2025-06-25 06:52:24,901 - pyskl - INFO - Epoch [75][1200/3940] lr: 1.268e-02, eta: 1 day, 13:10:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9719, loss_cls: 3.1294, loss: 3.1294 +2025-06-25 06:53:09,507 - pyskl - INFO - Epoch [75][1300/3940] lr: 1.268e-02, eta: 1 day, 13:10:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.1647, loss: 3.1647 +2025-06-25 06:53:53,843 - pyskl - INFO - Epoch [75][1400/3940] lr: 1.267e-02, eta: 1 day, 13:09:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.0961, loss: 3.0961 +2025-06-25 06:54:38,268 - pyskl - INFO - Epoch [75][1500/3940] lr: 1.266e-02, eta: 1 day, 13:08:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9700, loss_cls: 3.1392, loss: 3.1392 +2025-06-25 06:55:22,712 - pyskl - INFO - Epoch [75][1600/3940] lr: 1.266e-02, eta: 1 day, 13:07:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 3.2269, loss: 3.2269 +2025-06-25 06:56:07,112 - pyskl - INFO - Epoch [75][1700/3940] lr: 1.265e-02, eta: 1 day, 13:07:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.0842, loss: 3.0842 +2025-06-25 06:56:51,688 - pyskl - INFO - Epoch [75][1800/3940] lr: 1.264e-02, eta: 1 day, 13:06:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 3.1325, loss: 3.1325 +2025-06-25 06:57:36,233 - pyskl - INFO - Epoch [75][1900/3940] lr: 1.264e-02, eta: 1 day, 13:05:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 3.1765, loss: 3.1765 +2025-06-25 06:58:20,593 - pyskl - INFO - Epoch [75][2000/3940] lr: 1.263e-02, eta: 1 day, 13:04:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 3.0166, loss: 3.0166 +2025-06-25 06:59:04,909 - pyskl - INFO - Epoch [75][2100/3940] lr: 1.262e-02, eta: 1 day, 13:04:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 3.1521, loss: 3.1521 +2025-06-25 06:59:49,310 - pyskl - INFO - Epoch [75][2200/3940] lr: 1.262e-02, eta: 1 day, 13:03:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9669, loss_cls: 3.1058, loss: 3.1058 +2025-06-25 07:00:33,664 - pyskl - INFO - Epoch [75][2300/3940] lr: 1.261e-02, eta: 1 day, 13:02:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 3.1086, loss: 3.1086 +2025-06-25 07:01:18,289 - pyskl - INFO - Epoch [75][2400/3940] lr: 1.260e-02, eta: 1 day, 13:01:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9712, loss_cls: 3.1054, loss: 3.1054 +2025-06-25 07:02:02,735 - pyskl - INFO - Epoch [75][2500/3940] lr: 1.260e-02, eta: 1 day, 13:01:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.1161, loss: 3.1161 +2025-06-25 07:02:47,248 - pyskl - INFO - Epoch [75][2600/3940] lr: 1.259e-02, eta: 1 day, 13:00:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 3.1391, loss: 3.1391 +2025-06-25 07:03:31,562 - pyskl - INFO - Epoch [75][2700/3940] lr: 1.258e-02, eta: 1 day, 12:59:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.2919, loss: 3.2919 +2025-06-25 07:04:15,893 - pyskl - INFO - Epoch [75][2800/3940] lr: 1.258e-02, eta: 1 day, 12:58:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.1686, loss: 3.1686 +2025-06-25 07:05:00,253 - pyskl - INFO - Epoch [75][2900/3940] lr: 1.257e-02, eta: 1 day, 12:57:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9756, loss_cls: 3.0406, loss: 3.0406 +2025-06-25 07:05:44,552 - pyskl - INFO - Epoch [75][3000/3940] lr: 1.256e-02, eta: 1 day, 12:57:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 3.0125, loss: 3.0125 +2025-06-25 07:06:28,942 - pyskl - INFO - Epoch [75][3100/3940] lr: 1.256e-02, eta: 1 day, 12:56:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 3.0967, loss: 3.0967 +2025-06-25 07:07:13,316 - pyskl - INFO - Epoch [75][3200/3940] lr: 1.255e-02, eta: 1 day, 12:55:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9688, loss_cls: 3.1223, loss: 3.1223 +2025-06-25 07:07:57,808 - pyskl - INFO - Epoch [75][3300/3940] lr: 1.254e-02, eta: 1 day, 12:54:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9700, loss_cls: 3.1300, loss: 3.1300 +2025-06-25 07:08:42,194 - pyskl - INFO - Epoch [75][3400/3940] lr: 1.254e-02, eta: 1 day, 12:54:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 3.1770, loss: 3.1770 +2025-06-25 07:09:26,482 - pyskl - INFO - Epoch [75][3500/3940] lr: 1.253e-02, eta: 1 day, 12:53:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 3.1991, loss: 3.1991 +2025-06-25 07:10:10,927 - pyskl - INFO - Epoch [75][3600/3940] lr: 1.252e-02, eta: 1 day, 12:52:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9719, loss_cls: 3.1112, loss: 3.1112 +2025-06-25 07:10:55,281 - pyskl - INFO - Epoch [75][3700/3940] lr: 1.252e-02, eta: 1 day, 12:51:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.1614, loss: 3.1614 +2025-06-25 07:11:39,739 - pyskl - INFO - Epoch [75][3800/3940] lr: 1.251e-02, eta: 1 day, 12:51:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9644, loss_cls: 3.2620, loss: 3.2620 +2025-06-25 07:12:24,160 - pyskl - INFO - Epoch [75][3900/3940] lr: 1.250e-02, eta: 1 day, 12:50:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 3.2219, loss: 3.2219 +2025-06-25 07:12:42,213 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-06-25 07:30:52,257 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 07:30:52,721 - pyskl - INFO - +top1_acc 0.7933 +top5_acc 0.9659 +2025-06-25 07:30:52,780 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_74.pth was removed +2025-06-25 07:30:53,828 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_75.pth. +2025-06-25 07:30:53,830 - pyskl - INFO - Best top1_acc is 0.7933 at 75 epoch. +2025-06-25 07:30:53,848 - pyskl - INFO - Epoch(val) [75][3183] top1_acc: 0.7933, top5_acc: 0.9659 +2025-06-25 07:32:02,949 - pyskl - INFO - Epoch [76][100/3940] lr: 1.249e-02, eta: 1 day, 12:49:28, time: 0.691, data_time: 0.249, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 3.0462, loss: 3.0462 +2025-06-25 07:32:47,283 - pyskl - INFO - Epoch [76][200/3940] lr: 1.249e-02, eta: 1 day, 12:48:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 3.0258, loss: 3.0258 +2025-06-25 07:33:31,560 - pyskl - INFO - Epoch [76][300/3940] lr: 1.248e-02, eta: 1 day, 12:47:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 3.0851, loss: 3.0851 +2025-06-25 07:34:15,948 - pyskl - INFO - Epoch [76][400/3940] lr: 1.247e-02, eta: 1 day, 12:47:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.0336, loss: 3.0336 +2025-06-25 07:35:00,378 - pyskl - INFO - Epoch [76][500/3940] lr: 1.247e-02, eta: 1 day, 12:46:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9738, loss_cls: 2.9278, loss: 2.9278 +2025-06-25 07:35:44,833 - pyskl - INFO - Epoch [76][600/3940] lr: 1.246e-02, eta: 1 day, 12:45:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9712, loss_cls: 3.1015, loss: 3.1015 +2025-06-25 07:36:29,284 - pyskl - INFO - Epoch [76][700/3940] lr: 1.245e-02, eta: 1 day, 12:44:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.2816, loss: 3.2816 +2025-06-25 07:37:13,614 - pyskl - INFO - Epoch [76][800/3940] lr: 1.245e-02, eta: 1 day, 12:44:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 3.0463, loss: 3.0463 +2025-06-25 07:37:58,089 - pyskl - INFO - Epoch [76][900/3940] lr: 1.244e-02, eta: 1 day, 12:43:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9669, loss_cls: 3.0978, loss: 3.0978 +2025-06-25 07:38:42,478 - pyskl - INFO - Epoch [76][1000/3940] lr: 1.243e-02, eta: 1 day, 12:42:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 3.1374, loss: 3.1374 +2025-06-25 07:39:26,864 - pyskl - INFO - Epoch [76][1100/3940] lr: 1.243e-02, eta: 1 day, 12:41:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9794, loss_cls: 3.1190, loss: 3.1190 +2025-06-25 07:40:11,179 - pyskl - INFO - Epoch [76][1200/3940] lr: 1.242e-02, eta: 1 day, 12:41:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9681, loss_cls: 3.2012, loss: 3.2012 +2025-06-25 07:40:55,732 - pyskl - INFO - Epoch [76][1300/3940] lr: 1.241e-02, eta: 1 day, 12:40:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 3.1236, loss: 3.1236 +2025-06-25 07:41:40,335 - pyskl - INFO - Epoch [76][1400/3940] lr: 1.241e-02, eta: 1 day, 12:39:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9625, loss_cls: 3.2630, loss: 3.2630 +2025-06-25 07:42:24,884 - pyskl - INFO - Epoch [76][1500/3940] lr: 1.240e-02, eta: 1 day, 12:38:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 3.0871, loss: 3.0871 +2025-06-25 07:43:09,401 - pyskl - INFO - Epoch [76][1600/3940] lr: 1.239e-02, eta: 1 day, 12:38:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 2.9753, loss: 2.9753 +2025-06-25 07:43:53,763 - pyskl - INFO - Epoch [76][1700/3940] lr: 1.239e-02, eta: 1 day, 12:37:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 3.2146, loss: 3.2146 +2025-06-25 07:44:38,032 - pyskl - INFO - Epoch [76][1800/3940] lr: 1.238e-02, eta: 1 day, 12:36:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9738, loss_cls: 3.1357, loss: 3.1357 +2025-06-25 07:45:22,397 - pyskl - INFO - Epoch [76][1900/3940] lr: 1.237e-02, eta: 1 day, 12:35:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9719, loss_cls: 3.0585, loss: 3.0585 +2025-06-25 07:46:07,065 - pyskl - INFO - Epoch [76][2000/3940] lr: 1.237e-02, eta: 1 day, 12:35:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 3.1257, loss: 3.1257 +2025-06-25 07:46:51,675 - pyskl - INFO - Epoch [76][2100/3940] lr: 1.236e-02, eta: 1 day, 12:34:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 3.1568, loss: 3.1568 +2025-06-25 07:47:36,127 - pyskl - INFO - Epoch [76][2200/3940] lr: 1.235e-02, eta: 1 day, 12:33:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.1368, loss: 3.1368 +2025-06-25 07:48:20,603 - pyskl - INFO - Epoch [76][2300/3940] lr: 1.235e-02, eta: 1 day, 12:32:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9688, loss_cls: 3.1133, loss: 3.1133 +2025-06-25 07:49:05,018 - pyskl - INFO - Epoch [76][2400/3940] lr: 1.234e-02, eta: 1 day, 12:32:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 3.1458, loss: 3.1458 +2025-06-25 07:49:49,299 - pyskl - INFO - Epoch [76][2500/3940] lr: 1.233e-02, eta: 1 day, 12:31:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9750, loss_cls: 3.0267, loss: 3.0267 +2025-06-25 07:50:33,603 - pyskl - INFO - Epoch [76][2600/3940] lr: 1.233e-02, eta: 1 day, 12:30:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 3.1801, loss: 3.1801 +2025-06-25 07:51:18,005 - pyskl - INFO - Epoch [76][2700/3940] lr: 1.232e-02, eta: 1 day, 12:29:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 3.1969, loss: 3.1969 +2025-06-25 07:52:02,380 - pyskl - INFO - Epoch [76][2800/3940] lr: 1.231e-02, eta: 1 day, 12:29:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9694, loss_cls: 3.1004, loss: 3.1004 +2025-06-25 07:52:46,850 - pyskl - INFO - Epoch [76][2900/3940] lr: 1.231e-02, eta: 1 day, 12:28:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 3.1916, loss: 3.1916 +2025-06-25 07:53:31,293 - pyskl - INFO - Epoch [76][3000/3940] lr: 1.230e-02, eta: 1 day, 12:27:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 3.2143, loss: 3.2143 +2025-06-25 07:54:15,734 - pyskl - INFO - Epoch [76][3100/3940] lr: 1.229e-02, eta: 1 day, 12:26:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 3.2002, loss: 3.2002 +2025-06-25 07:55:00,151 - pyskl - INFO - Epoch [76][3200/3940] lr: 1.229e-02, eta: 1 day, 12:26:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9694, loss_cls: 3.1399, loss: 3.1399 +2025-06-25 07:55:44,523 - pyskl - INFO - Epoch [76][3300/3940] lr: 1.228e-02, eta: 1 day, 12:25:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.0936, loss: 3.0936 +2025-06-25 07:56:29,062 - pyskl - INFO - Epoch [76][3400/3940] lr: 1.227e-02, eta: 1 day, 12:24:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9625, loss_cls: 3.2974, loss: 3.2974 +2025-06-25 07:57:13,577 - pyskl - INFO - Epoch [76][3500/3940] lr: 1.227e-02, eta: 1 day, 12:23:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 3.1979, loss: 3.1979 +2025-06-25 07:57:58,005 - pyskl - INFO - Epoch [76][3600/3940] lr: 1.226e-02, eta: 1 day, 12:23:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.1194, loss: 3.1194 +2025-06-25 07:58:42,426 - pyskl - INFO - Epoch [76][3700/3940] lr: 1.225e-02, eta: 1 day, 12:22:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 3.3127, loss: 3.3127 +2025-06-25 07:59:26,909 - pyskl - INFO - Epoch [76][3800/3940] lr: 1.225e-02, eta: 1 day, 12:21:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 3.1713, loss: 3.1713 +2025-06-25 08:00:11,298 - pyskl - INFO - Epoch [76][3900/3940] lr: 1.224e-02, eta: 1 day, 12:20:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9688, loss_cls: 3.1646, loss: 3.1646 +2025-06-25 08:00:29,323 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-06-25 08:03:53,801 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 08:03:54,263 - pyskl - INFO - +top1_acc 0.7851 +top5_acc 0.9614 +2025-06-25 08:03:54,280 - pyskl - INFO - Epoch(val) [76][3183] top1_acc: 0.7851, top5_acc: 0.9614 +2025-06-25 08:05:04,124 - pyskl - INFO - Epoch [77][100/3940] lr: 1.223e-02, eta: 1 day, 12:19:50, time: 0.698, data_time: 0.252, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9738, loss_cls: 3.0070, loss: 3.0070 +2025-06-25 08:05:48,902 - pyskl - INFO - Epoch [77][200/3940] lr: 1.222e-02, eta: 1 day, 12:19:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 2.9172, loss: 2.9172 +2025-06-25 08:06:33,553 - pyskl - INFO - Epoch [77][300/3940] lr: 1.222e-02, eta: 1 day, 12:18:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9725, loss_cls: 3.0682, loss: 3.0682 +2025-06-25 08:07:18,088 - pyskl - INFO - Epoch [77][400/3940] lr: 1.221e-02, eta: 1 day, 12:17:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 3.0989, loss: 3.0989 +2025-06-25 08:08:02,606 - pyskl - INFO - Epoch [77][500/3940] lr: 1.221e-02, eta: 1 day, 12:16:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9681, loss_cls: 3.0133, loss: 3.0133 +2025-06-25 08:08:47,128 - pyskl - INFO - Epoch [77][600/3940] lr: 1.220e-02, eta: 1 day, 12:16:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 3.1263, loss: 3.1263 +2025-06-25 08:09:31,529 - pyskl - INFO - Epoch [77][700/3940] lr: 1.219e-02, eta: 1 day, 12:15:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9694, loss_cls: 3.1198, loss: 3.1198 +2025-06-25 08:10:15,901 - pyskl - INFO - Epoch [77][800/3940] lr: 1.219e-02, eta: 1 day, 12:14:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9731, loss_cls: 3.0160, loss: 3.0160 +2025-06-25 08:11:00,279 - pyskl - INFO - Epoch [77][900/3940] lr: 1.218e-02, eta: 1 day, 12:13:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 3.1739, loss: 3.1739 +2025-06-25 08:11:44,621 - pyskl - INFO - Epoch [77][1000/3940] lr: 1.217e-02, eta: 1 day, 12:13:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 3.0848, loss: 3.0848 +2025-06-25 08:12:29,059 - pyskl - INFO - Epoch [77][1100/3940] lr: 1.217e-02, eta: 1 day, 12:12:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9738, loss_cls: 2.9711, loss: 2.9711 +2025-06-25 08:13:13,614 - pyskl - INFO - Epoch [77][1200/3940] lr: 1.216e-02, eta: 1 day, 12:11:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9738, loss_cls: 3.0458, loss: 3.0458 +2025-06-25 08:13:58,118 - pyskl - INFO - Epoch [77][1300/3940] lr: 1.215e-02, eta: 1 day, 12:10:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 3.1271, loss: 3.1271 +2025-06-25 08:14:42,581 - pyskl - INFO - Epoch [77][1400/3940] lr: 1.215e-02, eta: 1 day, 12:10:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 3.0674, loss: 3.0674 +2025-06-25 08:15:27,078 - pyskl - INFO - Epoch [77][1500/3940] lr: 1.214e-02, eta: 1 day, 12:09:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9731, loss_cls: 3.1446, loss: 3.1446 +2025-06-25 08:16:11,622 - pyskl - INFO - Epoch [77][1600/3940] lr: 1.213e-02, eta: 1 day, 12:08:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 3.1419, loss: 3.1419 +2025-06-25 08:16:55,993 - pyskl - INFO - Epoch [77][1700/3940] lr: 1.213e-02, eta: 1 day, 12:07:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9706, loss_cls: 3.1099, loss: 3.1099 +2025-06-25 08:17:40,347 - pyskl - INFO - Epoch [77][1800/3940] lr: 1.212e-02, eta: 1 day, 12:07:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9700, loss_cls: 3.1689, loss: 3.1689 +2025-06-25 08:18:24,627 - pyskl - INFO - Epoch [77][1900/3940] lr: 1.211e-02, eta: 1 day, 12:06:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 3.1838, loss: 3.1838 +2025-06-25 08:19:08,834 - pyskl - INFO - Epoch [77][2000/3940] lr: 1.211e-02, eta: 1 day, 12:05:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9725, loss_cls: 3.0664, loss: 3.0664 +2025-06-25 08:19:53,086 - pyskl - INFO - Epoch [77][2100/3940] lr: 1.210e-02, eta: 1 day, 12:04:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 3.0090, loss: 3.0090 +2025-06-25 08:20:37,361 - pyskl - INFO - Epoch [77][2200/3940] lr: 1.209e-02, eta: 1 day, 12:03:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9719, loss_cls: 3.0664, loss: 3.0664 +2025-06-25 08:21:21,734 - pyskl - INFO - Epoch [77][2300/3940] lr: 1.209e-02, eta: 1 day, 12:03:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9700, loss_cls: 3.0237, loss: 3.0237 +2025-06-25 08:22:06,092 - pyskl - INFO - Epoch [77][2400/3940] lr: 1.208e-02, eta: 1 day, 12:02:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 3.2115, loss: 3.2115 +2025-06-25 08:22:50,387 - pyskl - INFO - Epoch [77][2500/3940] lr: 1.207e-02, eta: 1 day, 12:01:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 3.0705, loss: 3.0705 +2025-06-25 08:23:34,723 - pyskl - INFO - Epoch [77][2600/3940] lr: 1.207e-02, eta: 1 day, 12:00:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9725, loss_cls: 3.0643, loss: 3.0643 +2025-06-25 08:24:18,961 - pyskl - INFO - Epoch [77][2700/3940] lr: 1.206e-02, eta: 1 day, 12:00:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 3.1355, loss: 3.1355 +2025-06-25 08:25:03,186 - pyskl - INFO - Epoch [77][2800/3940] lr: 1.205e-02, eta: 1 day, 11:59:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9712, loss_cls: 3.0967, loss: 3.0967 +2025-06-25 08:25:47,406 - pyskl - INFO - Epoch [77][2900/3940] lr: 1.205e-02, eta: 1 day, 11:58:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 3.1316, loss: 3.1316 +2025-06-25 08:26:31,749 - pyskl - INFO - Epoch [77][3000/3940] lr: 1.204e-02, eta: 1 day, 11:57:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9725, loss_cls: 3.1372, loss: 3.1372 +2025-06-25 08:27:16,021 - pyskl - INFO - Epoch [77][3100/3940] lr: 1.203e-02, eta: 1 day, 11:57:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9619, loss_cls: 3.2070, loss: 3.2070 +2025-06-25 08:28:00,325 - pyskl - INFO - Epoch [77][3200/3940] lr: 1.203e-02, eta: 1 day, 11:56:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9731, loss_cls: 2.9244, loss: 2.9244 +2025-06-25 08:28:44,615 - pyskl - INFO - Epoch [77][3300/3940] lr: 1.202e-02, eta: 1 day, 11:55:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.1133, loss: 3.1133 +2025-06-25 08:29:28,962 - pyskl - INFO - Epoch [77][3400/3940] lr: 1.201e-02, eta: 1 day, 11:54:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9725, loss_cls: 3.1093, loss: 3.1093 +2025-06-25 08:30:13,223 - pyskl - INFO - Epoch [77][3500/3940] lr: 1.201e-02, eta: 1 day, 11:54:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.0871, loss: 3.0871 +2025-06-25 08:30:57,456 - pyskl - INFO - Epoch [77][3600/3940] lr: 1.200e-02, eta: 1 day, 11:53:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.2299, loss: 3.2299 +2025-06-25 08:31:41,748 - pyskl - INFO - Epoch [77][3700/3940] lr: 1.199e-02, eta: 1 day, 11:52:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9669, loss_cls: 3.0853, loss: 3.0853 +2025-06-25 08:32:26,020 - pyskl - INFO - Epoch [77][3800/3940] lr: 1.199e-02, eta: 1 day, 11:51:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.1541, loss: 3.1541 +2025-06-25 08:33:10,416 - pyskl - INFO - Epoch [77][3900/3940] lr: 1.198e-02, eta: 1 day, 11:51:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9681, loss_cls: 3.1311, loss: 3.1311 +2025-06-25 08:33:28,574 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-06-25 08:36:51,520 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 08:36:51,978 - pyskl - INFO - +top1_acc 0.7223 +top5_acc 0.9338 +2025-06-25 08:36:51,995 - pyskl - INFO - Epoch(val) [77][3183] top1_acc: 0.7223, top5_acc: 0.9338 +2025-06-25 08:38:01,538 - pyskl - INFO - Epoch [78][100/3940] lr: 1.197e-02, eta: 1 day, 11:50:10, time: 0.695, data_time: 0.252, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9738, loss_cls: 3.1025, loss: 3.1025 +2025-06-25 08:38:45,894 - pyskl - INFO - Epoch [78][200/3940] lr: 1.196e-02, eta: 1 day, 11:49:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9712, loss_cls: 3.0867, loss: 3.0867 +2025-06-25 08:39:30,254 - pyskl - INFO - Epoch [78][300/3940] lr: 1.196e-02, eta: 1 day, 11:48:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 2.9518, loss: 2.9518 +2025-06-25 08:40:14,665 - pyskl - INFO - Epoch [78][400/3940] lr: 1.195e-02, eta: 1 day, 11:47:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 3.0693, loss: 3.0693 +2025-06-25 08:40:59,124 - pyskl - INFO - Epoch [78][500/3940] lr: 1.194e-02, eta: 1 day, 11:47:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 3.0411, loss: 3.0411 +2025-06-25 08:41:43,609 - pyskl - INFO - Epoch [78][600/3940] lr: 1.194e-02, eta: 1 day, 11:46:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 3.0916, loss: 3.0916 +2025-06-25 08:42:28,086 - pyskl - INFO - Epoch [78][700/3940] lr: 1.193e-02, eta: 1 day, 11:45:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9700, loss_cls: 3.0255, loss: 3.0255 +2025-06-25 08:43:12,508 - pyskl - INFO - Epoch [78][800/3940] lr: 1.192e-02, eta: 1 day, 11:44:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 3.0229, loss: 3.0229 +2025-06-25 08:43:56,920 - pyskl - INFO - Epoch [78][900/3940] lr: 1.192e-02, eta: 1 day, 11:44:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9675, loss_cls: 3.1199, loss: 3.1199 +2025-06-25 08:44:41,297 - pyskl - INFO - Epoch [78][1000/3940] lr: 1.191e-02, eta: 1 day, 11:43:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9725, loss_cls: 2.9520, loss: 2.9520 +2025-06-25 08:45:25,796 - pyskl - INFO - Epoch [78][1100/3940] lr: 1.190e-02, eta: 1 day, 11:42:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9700, loss_cls: 3.2200, loss: 3.2200 +2025-06-25 08:46:10,130 - pyskl - INFO - Epoch [78][1200/3940] lr: 1.190e-02, eta: 1 day, 11:41:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9688, loss_cls: 3.1063, loss: 3.1063 +2025-06-25 08:46:54,604 - pyskl - INFO - Epoch [78][1300/3940] lr: 1.189e-02, eta: 1 day, 11:41:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.1538, loss: 3.1538 +2025-06-25 08:47:39,006 - pyskl - INFO - Epoch [78][1400/3940] lr: 1.188e-02, eta: 1 day, 11:40:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9712, loss_cls: 3.0658, loss: 3.0658 +2025-06-25 08:48:23,470 - pyskl - INFO - Epoch [78][1500/3940] lr: 1.188e-02, eta: 1 day, 11:39:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 3.0915, loss: 3.0915 +2025-06-25 08:49:07,768 - pyskl - INFO - Epoch [78][1600/3940] lr: 1.187e-02, eta: 1 day, 11:38:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9681, loss_cls: 3.2213, loss: 3.2213 +2025-06-25 08:49:52,194 - pyskl - INFO - Epoch [78][1700/3940] lr: 1.186e-02, eta: 1 day, 11:38:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 3.0323, loss: 3.0323 +2025-06-25 08:50:36,536 - pyskl - INFO - Epoch [78][1800/3940] lr: 1.186e-02, eta: 1 day, 11:37:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.0682, loss: 3.0682 +2025-06-25 08:51:20,922 - pyskl - INFO - Epoch [78][1900/3940] lr: 1.185e-02, eta: 1 day, 11:36:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 3.1141, loss: 3.1141 +2025-06-25 08:52:05,326 - pyskl - INFO - Epoch [78][2000/3940] lr: 1.184e-02, eta: 1 day, 11:35:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 3.0533, loss: 3.0533 +2025-06-25 08:52:49,612 - pyskl - INFO - Epoch [78][2100/3940] lr: 1.184e-02, eta: 1 day, 11:35:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9700, loss_cls: 3.0831, loss: 3.0831 +2025-06-25 08:53:34,059 - pyskl - INFO - Epoch [78][2200/3940] lr: 1.183e-02, eta: 1 day, 11:34:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 3.2478, loss: 3.2478 +2025-06-25 08:54:18,432 - pyskl - INFO - Epoch [78][2300/3940] lr: 1.182e-02, eta: 1 day, 11:33:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 3.0697, loss: 3.0697 +2025-06-25 08:55:02,761 - pyskl - INFO - Epoch [78][2400/3940] lr: 1.182e-02, eta: 1 day, 11:32:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9725, loss_cls: 3.0561, loss: 3.0561 +2025-06-25 08:55:47,115 - pyskl - INFO - Epoch [78][2500/3940] lr: 1.181e-02, eta: 1 day, 11:32:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9637, loss_cls: 3.1433, loss: 3.1433 +2025-06-25 08:56:31,653 - pyskl - INFO - Epoch [78][2600/3940] lr: 1.180e-02, eta: 1 day, 11:31:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.0955, loss: 3.0955 +2025-06-25 08:57:16,118 - pyskl - INFO - Epoch [78][2700/3940] lr: 1.180e-02, eta: 1 day, 11:30:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9712, loss_cls: 3.0600, loss: 3.0600 +2025-06-25 08:58:00,493 - pyskl - INFO - Epoch [78][2800/3940] lr: 1.179e-02, eta: 1 day, 11:29:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9700, loss_cls: 3.1059, loss: 3.1059 +2025-06-25 08:58:44,851 - pyskl - INFO - Epoch [78][2900/3940] lr: 1.178e-02, eta: 1 day, 11:29:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 3.0905, loss: 3.0905 +2025-06-25 08:59:29,202 - pyskl - INFO - Epoch [78][3000/3940] lr: 1.178e-02, eta: 1 day, 11:28:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 3.0561, loss: 3.0561 +2025-06-25 09:00:13,625 - pyskl - INFO - Epoch [78][3100/3940] lr: 1.177e-02, eta: 1 day, 11:27:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 2.9806, loss: 2.9806 +2025-06-25 09:00:58,002 - pyskl - INFO - Epoch [78][3200/3940] lr: 1.176e-02, eta: 1 day, 11:26:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9694, loss_cls: 3.1686, loss: 3.1686 +2025-06-25 09:01:42,396 - pyskl - INFO - Epoch [78][3300/3940] lr: 1.176e-02, eta: 1 day, 11:26:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.0260, loss: 3.0260 +2025-06-25 09:02:26,748 - pyskl - INFO - Epoch [78][3400/3940] lr: 1.175e-02, eta: 1 day, 11:25:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.8920, loss: 2.8920 +2025-06-25 09:03:11,226 - pyskl - INFO - Epoch [78][3500/3940] lr: 1.174e-02, eta: 1 day, 11:24:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9663, loss_cls: 3.1622, loss: 3.1622 +2025-06-25 09:03:55,670 - pyskl - INFO - Epoch [78][3600/3940] lr: 1.174e-02, eta: 1 day, 11:23:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9719, loss_cls: 3.0771, loss: 3.0771 +2025-06-25 09:04:40,056 - pyskl - INFO - Epoch [78][3700/3940] lr: 1.173e-02, eta: 1 day, 11:23:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 3.0052, loss: 3.0052 +2025-06-25 09:05:24,455 - pyskl - INFO - Epoch [78][3800/3940] lr: 1.172e-02, eta: 1 day, 11:22:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 3.1052, loss: 3.1052 +2025-06-25 09:06:08,832 - pyskl - INFO - Epoch [78][3900/3940] lr: 1.172e-02, eta: 1 day, 11:21:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.2865, loss: 3.2865 +2025-06-25 09:06:26,915 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-06-25 09:09:50,506 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 09:09:50,971 - pyskl - INFO - +top1_acc 0.7888 +top5_acc 0.9601 +2025-06-25 09:09:50,989 - pyskl - INFO - Epoch(val) [78][3183] top1_acc: 0.7888, top5_acc: 0.9601 +2025-06-25 09:11:01,480 - pyskl - INFO - Epoch [79][100/3940] lr: 1.171e-02, eta: 1 day, 11:20:33, time: 0.705, data_time: 0.260, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 3.0036, loss: 3.0036 +2025-06-25 09:11:45,881 - pyskl - INFO - Epoch [79][200/3940] lr: 1.170e-02, eta: 1 day, 11:19:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 3.0207, loss: 3.0207 +2025-06-25 09:12:30,264 - pyskl - INFO - Epoch [79][300/3940] lr: 1.170e-02, eta: 1 day, 11:19:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9850, loss_cls: 2.9307, loss: 2.9307 +2025-06-25 09:13:14,722 - pyskl - INFO - Epoch [79][400/3940] lr: 1.169e-02, eta: 1 day, 11:18:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 2.8945, loss: 2.8945 +2025-06-25 09:13:59,190 - pyskl - INFO - Epoch [79][500/3940] lr: 1.168e-02, eta: 1 day, 11:17:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 2.9459, loss: 2.9459 +2025-06-25 09:14:43,686 - pyskl - INFO - Epoch [79][600/3940] lr: 1.168e-02, eta: 1 day, 11:16:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9681, loss_cls: 3.0753, loss: 3.0753 +2025-06-25 09:15:28,179 - pyskl - INFO - Epoch [79][700/3940] lr: 1.167e-02, eta: 1 day, 11:16:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 2.9667, loss: 2.9667 +2025-06-25 09:16:12,713 - pyskl - INFO - Epoch [79][800/3940] lr: 1.166e-02, eta: 1 day, 11:15:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.9569, loss: 2.9569 +2025-06-25 09:16:57,218 - pyskl - INFO - Epoch [79][900/3940] lr: 1.166e-02, eta: 1 day, 11:14:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.0583, loss: 3.0583 +2025-06-25 09:17:41,675 - pyskl - INFO - Epoch [79][1000/3940] lr: 1.165e-02, eta: 1 day, 11:13:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 3.0137, loss: 3.0137 +2025-06-25 09:18:26,276 - pyskl - INFO - Epoch [79][1100/3940] lr: 1.164e-02, eta: 1 day, 11:13:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 3.0381, loss: 3.0381 +2025-06-25 09:19:10,870 - pyskl - INFO - Epoch [79][1200/3940] lr: 1.164e-02, eta: 1 day, 11:12:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9731, loss_cls: 2.9586, loss: 2.9586 +2025-06-25 09:19:55,294 - pyskl - INFO - Epoch [79][1300/3940] lr: 1.163e-02, eta: 1 day, 11:11:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.0335, loss: 3.0335 +2025-06-25 09:20:39,697 - pyskl - INFO - Epoch [79][1400/3940] lr: 1.162e-02, eta: 1 day, 11:10:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 3.1965, loss: 3.1965 +2025-06-25 09:21:24,285 - pyskl - INFO - Epoch [79][1500/3940] lr: 1.162e-02, eta: 1 day, 11:10:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9738, loss_cls: 3.0594, loss: 3.0594 +2025-06-25 09:22:08,667 - pyskl - INFO - Epoch [79][1600/3940] lr: 1.161e-02, eta: 1 day, 11:09:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 3.1685, loss: 3.1685 +2025-06-25 09:22:52,979 - pyskl - INFO - Epoch [79][1700/3940] lr: 1.160e-02, eta: 1 day, 11:08:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 3.0549, loss: 3.0549 +2025-06-25 09:23:37,358 - pyskl - INFO - Epoch [79][1800/3940] lr: 1.160e-02, eta: 1 day, 11:07:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.9076, loss: 2.9076 +2025-06-25 09:24:21,755 - pyskl - INFO - Epoch [79][1900/3940] lr: 1.159e-02, eta: 1 day, 11:06:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 2.9651, loss: 2.9651 +2025-06-25 09:25:06,123 - pyskl - INFO - Epoch [79][2000/3940] lr: 1.158e-02, eta: 1 day, 11:06:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 3.1398, loss: 3.1398 +2025-06-25 09:25:50,446 - pyskl - INFO - Epoch [79][2100/3940] lr: 1.158e-02, eta: 1 day, 11:05:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 3.1403, loss: 3.1403 +2025-06-25 09:26:35,011 - pyskl - INFO - Epoch [79][2200/3940] lr: 1.157e-02, eta: 1 day, 11:04:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 3.0998, loss: 3.0998 +2025-06-25 09:27:19,757 - pyskl - INFO - Epoch [79][2300/3940] lr: 1.156e-02, eta: 1 day, 11:03:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9663, loss_cls: 3.0939, loss: 3.0939 +2025-06-25 09:28:04,451 - pyskl - INFO - Epoch [79][2400/3940] lr: 1.156e-02, eta: 1 day, 11:03:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.1523, loss: 3.1523 +2025-06-25 09:28:48,894 - pyskl - INFO - Epoch [79][2500/3940] lr: 1.155e-02, eta: 1 day, 11:02:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9688, loss_cls: 3.1458, loss: 3.1458 +2025-06-25 09:29:33,271 - pyskl - INFO - Epoch [79][2600/3940] lr: 1.154e-02, eta: 1 day, 11:01:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9675, loss_cls: 3.0041, loss: 3.0041 +2025-06-25 09:30:17,698 - pyskl - INFO - Epoch [79][2700/3940] lr: 1.154e-02, eta: 1 day, 11:00:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 3.0420, loss: 3.0420 +2025-06-25 09:31:02,072 - pyskl - INFO - Epoch [79][2800/3940] lr: 1.153e-02, eta: 1 day, 11:00:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 3.0351, loss: 3.0351 +2025-06-25 09:31:46,437 - pyskl - INFO - Epoch [79][2900/3940] lr: 1.152e-02, eta: 1 day, 10:59:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9694, loss_cls: 3.0812, loss: 3.0812 +2025-06-25 09:32:30,783 - pyskl - INFO - Epoch [79][3000/3940] lr: 1.152e-02, eta: 1 day, 10:58:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9706, loss_cls: 3.0592, loss: 3.0592 +2025-06-25 09:33:15,105 - pyskl - INFO - Epoch [79][3100/3940] lr: 1.151e-02, eta: 1 day, 10:57:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 3.0954, loss: 3.0954 +2025-06-25 09:33:59,490 - pyskl - INFO - Epoch [79][3200/3940] lr: 1.150e-02, eta: 1 day, 10:57:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9631, loss_cls: 3.1456, loss: 3.1456 +2025-06-25 09:34:44,057 - pyskl - INFO - Epoch [79][3300/3940] lr: 1.150e-02, eta: 1 day, 10:56:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 3.0599, loss: 3.0599 +2025-06-25 09:35:28,413 - pyskl - INFO - Epoch [79][3400/3940] lr: 1.149e-02, eta: 1 day, 10:55:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 3.1260, loss: 3.1260 +2025-06-25 09:36:12,990 - pyskl - INFO - Epoch [79][3500/3940] lr: 1.148e-02, eta: 1 day, 10:54:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 3.1022, loss: 3.1022 +2025-06-25 09:36:57,341 - pyskl - INFO - Epoch [79][3600/3940] lr: 1.148e-02, eta: 1 day, 10:54:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 3.1189, loss: 3.1189 +2025-06-25 09:37:41,866 - pyskl - INFO - Epoch [79][3700/3940] lr: 1.147e-02, eta: 1 day, 10:53:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 3.1910, loss: 3.1910 +2025-06-25 09:38:26,263 - pyskl - INFO - Epoch [79][3800/3940] lr: 1.146e-02, eta: 1 day, 10:52:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 2.9894, loss: 2.9894 +2025-06-25 09:39:10,829 - pyskl - INFO - Epoch [79][3900/3940] lr: 1.146e-02, eta: 1 day, 10:51:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9656, loss_cls: 3.1487, loss: 3.1487 +2025-06-25 09:39:29,086 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-06-25 09:42:52,389 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 09:42:52,869 - pyskl - INFO - +top1_acc 0.7815 +top5_acc 0.9617 +2025-06-25 09:42:52,890 - pyskl - INFO - Epoch(val) [79][3183] top1_acc: 0.7815, top5_acc: 0.9617 +2025-06-25 09:44:03,086 - pyskl - INFO - Epoch [80][100/3940] lr: 1.145e-02, eta: 1 day, 10:50:58, time: 0.702, data_time: 0.259, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.1483, loss: 3.1483 +2025-06-25 09:44:47,481 - pyskl - INFO - Epoch [80][200/3940] lr: 1.144e-02, eta: 1 day, 10:50:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 2.9948, loss: 2.9948 +2025-06-25 09:45:31,995 - pyskl - INFO - Epoch [80][300/3940] lr: 1.143e-02, eta: 1 day, 10:49:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 3.0432, loss: 3.0432 +2025-06-25 09:46:16,327 - pyskl - INFO - Epoch [80][400/3940] lr: 1.143e-02, eta: 1 day, 10:48:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.1472, loss: 3.1472 +2025-06-25 09:47:00,696 - pyskl - INFO - Epoch [80][500/3940] lr: 1.142e-02, eta: 1 day, 10:47:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 2.9725, loss: 2.9725 +2025-06-25 09:47:45,035 - pyskl - INFO - Epoch [80][600/3940] lr: 1.141e-02, eta: 1 day, 10:47:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 3.1494, loss: 3.1494 +2025-06-25 09:48:29,354 - pyskl - INFO - Epoch [80][700/3940] lr: 1.141e-02, eta: 1 day, 10:46:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9663, loss_cls: 3.0994, loss: 3.0994 +2025-06-25 09:49:13,767 - pyskl - INFO - Epoch [80][800/3940] lr: 1.140e-02, eta: 1 day, 10:45:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 2.9489, loss: 2.9489 +2025-06-25 09:49:58,059 - pyskl - INFO - Epoch [80][900/3940] lr: 1.139e-02, eta: 1 day, 10:44:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 3.0147, loss: 3.0147 +2025-06-25 09:50:42,447 - pyskl - INFO - Epoch [80][1000/3940] lr: 1.139e-02, eta: 1 day, 10:44:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 2.8934, loss: 2.8934 +2025-06-25 09:51:26,698 - pyskl - INFO - Epoch [80][1100/3940] lr: 1.138e-02, eta: 1 day, 10:43:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9712, loss_cls: 3.0566, loss: 3.0566 +2025-06-25 09:52:10,971 - pyskl - INFO - Epoch [80][1200/3940] lr: 1.137e-02, eta: 1 day, 10:42:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 3.0180, loss: 3.0180 +2025-06-25 09:52:55,239 - pyskl - INFO - Epoch [80][1300/3940] lr: 1.137e-02, eta: 1 day, 10:41:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 2.9114, loss: 2.9114 +2025-06-25 09:53:39,557 - pyskl - INFO - Epoch [80][1400/3940] lr: 1.136e-02, eta: 1 day, 10:41:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 2.9959, loss: 2.9959 +2025-06-25 09:54:23,722 - pyskl - INFO - Epoch [80][1500/3940] lr: 1.135e-02, eta: 1 day, 10:40:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9681, loss_cls: 3.0751, loss: 3.0751 +2025-06-25 09:55:08,029 - pyskl - INFO - Epoch [80][1600/3940] lr: 1.135e-02, eta: 1 day, 10:39:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 3.0604, loss: 3.0604 +2025-06-25 09:55:52,227 - pyskl - INFO - Epoch [80][1700/3940] lr: 1.134e-02, eta: 1 day, 10:38:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9725, loss_cls: 3.0458, loss: 3.0458 +2025-06-25 09:56:36,293 - pyskl - INFO - Epoch [80][1800/3940] lr: 1.133e-02, eta: 1 day, 10:38:07, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 3.1009, loss: 3.1009 +2025-06-25 09:57:20,334 - pyskl - INFO - Epoch [80][1900/3940] lr: 1.133e-02, eta: 1 day, 10:37:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9844, loss_cls: 3.0572, loss: 3.0572 +2025-06-25 09:58:04,424 - pyskl - INFO - Epoch [80][2000/3940] lr: 1.132e-02, eta: 1 day, 10:36:36, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 3.1045, loss: 3.1045 +2025-06-25 09:58:48,425 - pyskl - INFO - Epoch [80][2100/3940] lr: 1.132e-02, eta: 1 day, 10:35:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 2.9961, loss: 2.9961 +2025-06-25 09:59:32,494 - pyskl - INFO - Epoch [80][2200/3940] lr: 1.131e-02, eta: 1 day, 10:35:05, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9725, loss_cls: 3.0356, loss: 3.0356 +2025-06-25 10:00:16,703 - pyskl - INFO - Epoch [80][2300/3940] lr: 1.130e-02, eta: 1 day, 10:34:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 3.0348, loss: 3.0348 +2025-06-25 10:01:00,940 - pyskl - INFO - Epoch [80][2400/3940] lr: 1.130e-02, eta: 1 day, 10:33:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 2.9746, loss: 2.9746 +2025-06-25 10:01:45,074 - pyskl - INFO - Epoch [80][2500/3940] lr: 1.129e-02, eta: 1 day, 10:32:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 3.0675, loss: 3.0675 +2025-06-25 10:02:29,643 - pyskl - INFO - Epoch [80][2600/3940] lr: 1.128e-02, eta: 1 day, 10:32:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9750, loss_cls: 2.9853, loss: 2.9853 +2025-06-25 10:03:14,215 - pyskl - INFO - Epoch [80][2700/3940] lr: 1.128e-02, eta: 1 day, 10:31:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 3.0611, loss: 3.0611 +2025-06-25 10:03:58,811 - pyskl - INFO - Epoch [80][2800/3940] lr: 1.127e-02, eta: 1 day, 10:30:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 2.9685, loss: 2.9685 +2025-06-25 10:04:43,295 - pyskl - INFO - Epoch [80][2900/3940] lr: 1.126e-02, eta: 1 day, 10:29:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9706, loss_cls: 3.0745, loss: 3.0745 +2025-06-25 10:05:27,907 - pyskl - INFO - Epoch [80][3000/3940] lr: 1.126e-02, eta: 1 day, 10:29:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9750, loss_cls: 3.0230, loss: 3.0230 +2025-06-25 10:06:12,474 - pyskl - INFO - Epoch [80][3100/3940] lr: 1.125e-02, eta: 1 day, 10:28:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9706, loss_cls: 3.0921, loss: 3.0921 +2025-06-25 10:06:56,775 - pyskl - INFO - Epoch [80][3200/3940] lr: 1.124e-02, eta: 1 day, 10:27:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 3.0694, loss: 3.0694 +2025-06-25 10:07:41,042 - pyskl - INFO - Epoch [80][3300/3940] lr: 1.124e-02, eta: 1 day, 10:26:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9669, loss_cls: 3.0757, loss: 3.0757 +2025-06-25 10:08:25,366 - pyskl - INFO - Epoch [80][3400/3940] lr: 1.123e-02, eta: 1 day, 10:26:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9600, loss_cls: 3.1164, loss: 3.1164 +2025-06-25 10:09:10,011 - pyskl - INFO - Epoch [80][3500/3940] lr: 1.122e-02, eta: 1 day, 10:25:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 2.9910, loss: 2.9910 +2025-06-25 10:09:54,866 - pyskl - INFO - Epoch [80][3600/3940] lr: 1.122e-02, eta: 1 day, 10:24:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9688, loss_cls: 3.1120, loss: 3.1120 +2025-06-25 10:10:39,513 - pyskl - INFO - Epoch [80][3700/3940] lr: 1.121e-02, eta: 1 day, 10:23:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9669, loss_cls: 3.1684, loss: 3.1684 +2025-06-25 10:11:23,908 - pyskl - INFO - Epoch [80][3800/3940] lr: 1.120e-02, eta: 1 day, 10:23:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 2.9379, loss: 2.9379 +2025-06-25 10:12:08,157 - pyskl - INFO - Epoch [80][3900/3940] lr: 1.120e-02, eta: 1 day, 10:22:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 3.0010, loss: 3.0010 +2025-06-25 10:12:26,215 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-06-25 10:31:23,827 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 10:31:24,292 - pyskl - INFO - +top1_acc 0.7641 +top5_acc 0.9543 +2025-06-25 10:31:24,309 - pyskl - INFO - Epoch(val) [80][3183] top1_acc: 0.7641, top5_acc: 0.9543 +2025-06-25 10:32:33,749 - pyskl - INFO - Epoch [81][100/3940] lr: 1.119e-02, eta: 1 day, 10:21:19, time: 0.694, data_time: 0.252, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 3.0433, loss: 3.0433 +2025-06-25 10:33:17,966 - pyskl - INFO - Epoch [81][200/3940] lr: 1.118e-02, eta: 1 day, 10:20:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 2.9908, loss: 2.9908 +2025-06-25 10:34:02,188 - pyskl - INFO - Epoch [81][300/3940] lr: 1.117e-02, eta: 1 day, 10:19:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9762, loss_cls: 2.8986, loss: 2.8986 +2025-06-25 10:34:46,411 - pyskl - INFO - Epoch [81][400/3940] lr: 1.117e-02, eta: 1 day, 10:19:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 3.0053, loss: 3.0053 +2025-06-25 10:35:30,772 - pyskl - INFO - Epoch [81][500/3940] lr: 1.116e-02, eta: 1 day, 10:18:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 2.9661, loss: 2.9661 +2025-06-25 10:36:15,157 - pyskl - INFO - Epoch [81][600/3940] lr: 1.115e-02, eta: 1 day, 10:17:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.9588, loss: 2.9588 +2025-06-25 10:36:59,526 - pyskl - INFO - Epoch [81][700/3940] lr: 1.115e-02, eta: 1 day, 10:16:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9719, loss_cls: 3.0593, loss: 3.0593 +2025-06-25 10:37:43,859 - pyskl - INFO - Epoch [81][800/3940] lr: 1.114e-02, eta: 1 day, 10:16:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 3.0163, loss: 3.0163 +2025-06-25 10:38:28,547 - pyskl - INFO - Epoch [81][900/3940] lr: 1.113e-02, eta: 1 day, 10:15:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.0676, loss: 3.0676 +2025-06-25 10:39:13,033 - pyskl - INFO - Epoch [81][1000/3940] lr: 1.113e-02, eta: 1 day, 10:14:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9719, loss_cls: 3.1070, loss: 3.1070 +2025-06-25 10:39:57,209 - pyskl - INFO - Epoch [81][1100/3940] lr: 1.112e-02, eta: 1 day, 10:13:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 3.0429, loss: 3.0429 +2025-06-25 10:40:41,417 - pyskl - INFO - Epoch [81][1200/3940] lr: 1.111e-02, eta: 1 day, 10:13:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9738, loss_cls: 2.9969, loss: 2.9969 +2025-06-25 10:41:25,673 - pyskl - INFO - Epoch [81][1300/3940] lr: 1.111e-02, eta: 1 day, 10:12:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 2.9497, loss: 2.9497 +2025-06-25 10:42:09,915 - pyskl - INFO - Epoch [81][1400/3940] lr: 1.110e-02, eta: 1 day, 10:11:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 3.0186, loss: 3.0186 +2025-06-25 10:42:54,144 - pyskl - INFO - Epoch [81][1500/3940] lr: 1.109e-02, eta: 1 day, 10:10:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 2.9322, loss: 2.9322 +2025-06-25 10:43:38,412 - pyskl - INFO - Epoch [81][1600/3940] lr: 1.109e-02, eta: 1 day, 10:09:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 2.9958, loss: 2.9958 +2025-06-25 10:44:22,858 - pyskl - INFO - Epoch [81][1700/3940] lr: 1.108e-02, eta: 1 day, 10:09:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9725, loss_cls: 2.9507, loss: 2.9507 +2025-06-25 10:45:07,252 - pyskl - INFO - Epoch [81][1800/3940] lr: 1.107e-02, eta: 1 day, 10:08:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 2.9574, loss: 2.9574 +2025-06-25 10:45:51,648 - pyskl - INFO - Epoch [81][1900/3940] lr: 1.107e-02, eta: 1 day, 10:07:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 3.0666, loss: 3.0666 +2025-06-25 10:46:35,981 - pyskl - INFO - Epoch [81][2000/3940] lr: 1.106e-02, eta: 1 day, 10:06:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 3.0653, loss: 3.0653 +2025-06-25 10:47:20,268 - pyskl - INFO - Epoch [81][2100/3940] lr: 1.105e-02, eta: 1 day, 10:06:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9738, loss_cls: 3.1064, loss: 3.1064 +2025-06-25 10:48:04,601 - pyskl - INFO - Epoch [81][2200/3940] lr: 1.105e-02, eta: 1 day, 10:05:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 3.0706, loss: 3.0706 +2025-06-25 10:48:48,945 - pyskl - INFO - Epoch [81][2300/3940] lr: 1.104e-02, eta: 1 day, 10:04:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.1242, loss: 3.1242 +2025-06-25 10:49:33,294 - pyskl - INFO - Epoch [81][2400/3940] lr: 1.103e-02, eta: 1 day, 10:03:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 2.9925, loss: 2.9925 +2025-06-25 10:50:17,685 - pyskl - INFO - Epoch [81][2500/3940] lr: 1.103e-02, eta: 1 day, 10:03:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 2.9852, loss: 2.9852 +2025-06-25 10:51:01,958 - pyskl - INFO - Epoch [81][2600/3940] lr: 1.102e-02, eta: 1 day, 10:02:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 3.0868, loss: 3.0868 +2025-06-25 10:51:46,260 - pyskl - INFO - Epoch [81][2700/3940] lr: 1.102e-02, eta: 1 day, 10:01:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 3.0042, loss: 3.0042 +2025-06-25 10:52:30,649 - pyskl - INFO - Epoch [81][2800/3940] lr: 1.101e-02, eta: 1 day, 10:00:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 2.9385, loss: 2.9385 +2025-06-25 10:53:14,848 - pyskl - INFO - Epoch [81][2900/3940] lr: 1.100e-02, eta: 1 day, 10:00:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9706, loss_cls: 3.1485, loss: 3.1485 +2025-06-25 10:53:59,097 - pyskl - INFO - Epoch [81][3000/3940] lr: 1.100e-02, eta: 1 day, 9:59:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9669, loss_cls: 3.0018, loss: 3.0018 +2025-06-25 10:54:43,280 - pyskl - INFO - Epoch [81][3100/3940] lr: 1.099e-02, eta: 1 day, 9:58:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9644, loss_cls: 3.1320, loss: 3.1320 +2025-06-25 10:55:27,573 - pyskl - INFO - Epoch [81][3200/3940] lr: 1.098e-02, eta: 1 day, 9:57:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9762, loss_cls: 2.9550, loss: 2.9550 +2025-06-25 10:56:11,871 - pyskl - INFO - Epoch [81][3300/3940] lr: 1.098e-02, eta: 1 day, 9:57:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9744, loss_cls: 3.1277, loss: 3.1277 +2025-06-25 10:56:56,179 - pyskl - INFO - Epoch [81][3400/3940] lr: 1.097e-02, eta: 1 day, 9:56:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9706, loss_cls: 2.9650, loss: 2.9650 +2025-06-25 10:57:40,518 - pyskl - INFO - Epoch [81][3500/3940] lr: 1.096e-02, eta: 1 day, 9:55:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 2.9938, loss: 2.9938 +2025-06-25 10:58:24,852 - pyskl - INFO - Epoch [81][3600/3940] lr: 1.096e-02, eta: 1 day, 9:54:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 3.0104, loss: 3.0104 +2025-06-25 10:59:09,176 - pyskl - INFO - Epoch [81][3700/3940] lr: 1.095e-02, eta: 1 day, 9:54:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9738, loss_cls: 3.0797, loss: 3.0797 +2025-06-25 10:59:53,500 - pyskl - INFO - Epoch [81][3800/3940] lr: 1.094e-02, eta: 1 day, 9:53:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9669, loss_cls: 3.0576, loss: 3.0576 +2025-06-25 11:00:37,930 - pyskl - INFO - Epoch [81][3900/3940] lr: 1.094e-02, eta: 1 day, 9:52:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9700, loss_cls: 2.9845, loss: 2.9845 +2025-06-25 11:00:56,034 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-06-25 11:04:21,401 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 11:04:21,879 - pyskl - INFO - +top1_acc 0.7851 +top5_acc 0.9605 +2025-06-25 11:04:21,898 - pyskl - INFO - Epoch(val) [81][3183] top1_acc: 0.7851, top5_acc: 0.9605 +2025-06-25 11:05:31,754 - pyskl - INFO - Epoch [82][100/3940] lr: 1.093e-02, eta: 1 day, 9:51:40, time: 0.698, data_time: 0.252, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 2.8766, loss: 2.8766 +2025-06-25 11:06:16,346 - pyskl - INFO - Epoch [82][200/3940] lr: 1.092e-02, eta: 1 day, 9:50:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 2.9380, loss: 2.9380 +2025-06-25 11:07:00,752 - pyskl - INFO - Epoch [82][300/3940] lr: 1.091e-02, eta: 1 day, 9:50:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9762, loss_cls: 2.8320, loss: 2.8320 +2025-06-25 11:07:44,951 - pyskl - INFO - Epoch [82][400/3940] lr: 1.091e-02, eta: 1 day, 9:49:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.9020, loss: 2.9020 +2025-06-25 11:08:29,270 - pyskl - INFO - Epoch [82][500/3940] lr: 1.090e-02, eta: 1 day, 9:48:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9762, loss_cls: 2.9731, loss: 2.9731 +2025-06-25 11:09:13,620 - pyskl - INFO - Epoch [82][600/3940] lr: 1.089e-02, eta: 1 day, 9:47:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 2.9661, loss: 2.9661 +2025-06-25 11:09:57,848 - pyskl - INFO - Epoch [82][700/3940] lr: 1.089e-02, eta: 1 day, 9:47:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9750, loss_cls: 2.9332, loss: 2.9332 +2025-06-25 11:10:41,999 - pyskl - INFO - Epoch [82][800/3940] lr: 1.088e-02, eta: 1 day, 9:46:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 3.0680, loss: 3.0680 +2025-06-25 11:11:26,396 - pyskl - INFO - Epoch [82][900/3940] lr: 1.087e-02, eta: 1 day, 9:45:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 2.9527, loss: 2.9527 +2025-06-25 11:12:10,724 - pyskl - INFO - Epoch [82][1000/3940] lr: 1.087e-02, eta: 1 day, 9:44:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9681, loss_cls: 3.0990, loss: 3.0990 +2025-06-25 11:12:55,101 - pyskl - INFO - Epoch [82][1100/3940] lr: 1.086e-02, eta: 1 day, 9:44:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 2.9683, loss: 2.9683 +2025-06-25 11:13:39,443 - pyskl - INFO - Epoch [82][1200/3940] lr: 1.085e-02, eta: 1 day, 9:43:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 3.0632, loss: 3.0632 +2025-06-25 11:14:23,712 - pyskl - INFO - Epoch [82][1300/3940] lr: 1.085e-02, eta: 1 day, 9:42:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 2.9981, loss: 2.9981 +2025-06-25 11:15:08,026 - pyskl - INFO - Epoch [82][1400/3940] lr: 1.084e-02, eta: 1 day, 9:41:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 3.0291, loss: 3.0291 +2025-06-25 11:15:52,341 - pyskl - INFO - Epoch [82][1500/3940] lr: 1.083e-02, eta: 1 day, 9:41:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9731, loss_cls: 3.0353, loss: 3.0353 +2025-06-25 11:16:36,792 - pyskl - INFO - Epoch [82][1600/3940] lr: 1.083e-02, eta: 1 day, 9:40:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.0275, loss: 3.0275 +2025-06-25 11:17:21,102 - pyskl - INFO - Epoch [82][1700/3940] lr: 1.082e-02, eta: 1 day, 9:39:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9869, loss_cls: 2.9311, loss: 2.9311 +2025-06-25 11:18:05,384 - pyskl - INFO - Epoch [82][1800/3940] lr: 1.081e-02, eta: 1 day, 9:38:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 3.0868, loss: 3.0868 +2025-06-25 11:18:49,685 - pyskl - INFO - Epoch [82][1900/3940] lr: 1.081e-02, eta: 1 day, 9:38:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 2.9487, loss: 2.9487 +2025-06-25 11:19:34,014 - pyskl - INFO - Epoch [82][2000/3940] lr: 1.080e-02, eta: 1 day, 9:37:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9731, loss_cls: 2.9672, loss: 2.9672 +2025-06-25 11:20:18,346 - pyskl - INFO - Epoch [82][2100/3940] lr: 1.080e-02, eta: 1 day, 9:36:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9688, loss_cls: 3.0117, loss: 3.0117 +2025-06-25 11:21:02,819 - pyskl - INFO - Epoch [82][2200/3940] lr: 1.079e-02, eta: 1 day, 9:35:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9637, loss_cls: 3.0325, loss: 3.0325 +2025-06-25 11:21:47,073 - pyskl - INFO - Epoch [82][2300/3940] lr: 1.078e-02, eta: 1 day, 9:35:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 2.8450, loss: 2.8450 +2025-06-25 11:22:31,314 - pyskl - INFO - Epoch [82][2400/3940] lr: 1.078e-02, eta: 1 day, 9:34:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9731, loss_cls: 3.0530, loss: 3.0530 +2025-06-25 11:23:15,598 - pyskl - INFO - Epoch [82][2500/3940] lr: 1.077e-02, eta: 1 day, 9:33:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.0142, loss: 3.0142 +2025-06-25 11:23:59,854 - pyskl - INFO - Epoch [82][2600/3940] lr: 1.076e-02, eta: 1 day, 9:32:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 3.0130, loss: 3.0130 +2025-06-25 11:24:44,479 - pyskl - INFO - Epoch [82][2700/3940] lr: 1.076e-02, eta: 1 day, 9:32:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 3.0820, loss: 3.0820 +2025-06-25 11:25:29,087 - pyskl - INFO - Epoch [82][2800/3940] lr: 1.075e-02, eta: 1 day, 9:31:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.0545, loss: 3.0545 +2025-06-25 11:26:13,516 - pyskl - INFO - Epoch [82][2900/3940] lr: 1.074e-02, eta: 1 day, 9:30:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9675, loss_cls: 3.0377, loss: 3.0377 +2025-06-25 11:26:57,820 - pyskl - INFO - Epoch [82][3000/3940] lr: 1.074e-02, eta: 1 day, 9:29:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 2.8862, loss: 2.8862 +2025-06-25 11:27:42,046 - pyskl - INFO - Epoch [82][3100/3940] lr: 1.073e-02, eta: 1 day, 9:29:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 3.0774, loss: 3.0774 +2025-06-25 11:28:26,276 - pyskl - INFO - Epoch [82][3200/3940] lr: 1.072e-02, eta: 1 day, 9:28:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.0618, loss: 3.0618 +2025-06-25 11:29:10,522 - pyskl - INFO - Epoch [82][3300/3940] lr: 1.072e-02, eta: 1 day, 9:27:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 2.9610, loss: 2.9610 +2025-06-25 11:29:54,822 - pyskl - INFO - Epoch [82][3400/3940] lr: 1.071e-02, eta: 1 day, 9:26:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9694, loss_cls: 3.0951, loss: 3.0951 +2025-06-25 11:30:39,108 - pyskl - INFO - Epoch [82][3500/3940] lr: 1.070e-02, eta: 1 day, 9:26:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9694, loss_cls: 3.0368, loss: 3.0368 +2025-06-25 11:31:23,321 - pyskl - INFO - Epoch [82][3600/3940] lr: 1.070e-02, eta: 1 day, 9:25:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 3.0450, loss: 3.0450 +2025-06-25 11:32:07,578 - pyskl - INFO - Epoch [82][3700/3940] lr: 1.069e-02, eta: 1 day, 9:24:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 3.0418, loss: 3.0418 +2025-06-25 11:32:51,893 - pyskl - INFO - Epoch [82][3800/3940] lr: 1.068e-02, eta: 1 day, 9:23:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 3.0410, loss: 3.0410 +2025-06-25 11:33:36,238 - pyskl - INFO - Epoch [82][3900/3940] lr: 1.068e-02, eta: 1 day, 9:22:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.1030, loss: 3.1030 +2025-06-25 11:33:54,400 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-06-25 11:37:17,433 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 11:37:17,892 - pyskl - INFO - +top1_acc 0.7803 +top5_acc 0.9564 +2025-06-25 11:37:17,909 - pyskl - INFO - Epoch(val) [82][3183] top1_acc: 0.7803, top5_acc: 0.9564 +2025-06-25 11:38:27,243 - pyskl - INFO - Epoch [83][100/3940] lr: 1.067e-02, eta: 1 day, 9:22:01, time: 0.693, data_time: 0.249, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9738, loss_cls: 3.0930, loss: 3.0930 +2025-06-25 11:39:11,753 - pyskl - INFO - Epoch [83][200/3940] lr: 1.066e-02, eta: 1 day, 9:21:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9775, loss_cls: 2.9418, loss: 2.9418 +2025-06-25 11:39:56,283 - pyskl - INFO - Epoch [83][300/3940] lr: 1.065e-02, eta: 1 day, 9:20:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 2.9726, loss: 2.9726 +2025-06-25 11:40:40,685 - pyskl - INFO - Epoch [83][400/3940] lr: 1.065e-02, eta: 1 day, 9:19:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.9353, loss: 2.9353 +2025-06-25 11:41:25,064 - pyskl - INFO - Epoch [83][500/3940] lr: 1.064e-02, eta: 1 day, 9:19:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.8770, loss: 2.8770 +2025-06-25 11:42:09,479 - pyskl - INFO - Epoch [83][600/3940] lr: 1.063e-02, eta: 1 day, 9:18:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9769, loss_cls: 2.8950, loss: 2.8950 +2025-06-25 11:42:53,869 - pyskl - INFO - Epoch [83][700/3940] lr: 1.063e-02, eta: 1 day, 9:17:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 2.7858, loss: 2.7858 +2025-06-25 11:43:38,249 - pyskl - INFO - Epoch [83][800/3940] lr: 1.062e-02, eta: 1 day, 9:16:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 2.8421, loss: 2.8421 +2025-06-25 11:44:22,682 - pyskl - INFO - Epoch [83][900/3940] lr: 1.061e-02, eta: 1 day, 9:16:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 3.0335, loss: 3.0335 +2025-06-25 11:45:07,133 - pyskl - INFO - Epoch [83][1000/3940] lr: 1.061e-02, eta: 1 day, 9:15:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 3.0477, loss: 3.0477 +2025-06-25 11:45:51,577 - pyskl - INFO - Epoch [83][1100/3940] lr: 1.060e-02, eta: 1 day, 9:14:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 3.0330, loss: 3.0330 +2025-06-25 11:46:36,050 - pyskl - INFO - Epoch [83][1200/3940] lr: 1.060e-02, eta: 1 day, 9:13:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.8307, loss: 2.8307 +2025-06-25 11:47:20,408 - pyskl - INFO - Epoch [83][1300/3940] lr: 1.059e-02, eta: 1 day, 9:12:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9669, loss_cls: 3.1282, loss: 3.1282 +2025-06-25 11:48:04,797 - pyskl - INFO - Epoch [83][1400/3940] lr: 1.058e-02, eta: 1 day, 9:12:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 2.9101, loss: 2.9101 +2025-06-25 11:48:49,170 - pyskl - INFO - Epoch [83][1500/3940] lr: 1.058e-02, eta: 1 day, 9:11:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9675, loss_cls: 2.9535, loss: 2.9535 +2025-06-25 11:49:33,493 - pyskl - INFO - Epoch [83][1600/3940] lr: 1.057e-02, eta: 1 day, 9:10:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.9166, loss: 2.9166 +2025-06-25 11:50:17,867 - pyskl - INFO - Epoch [83][1700/3940] lr: 1.056e-02, eta: 1 day, 9:09:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9731, loss_cls: 2.9581, loss: 2.9581 +2025-06-25 11:51:02,264 - pyskl - INFO - Epoch [83][1800/3940] lr: 1.056e-02, eta: 1 day, 9:09:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 2.9492, loss: 2.9492 +2025-06-25 11:51:46,666 - pyskl - INFO - Epoch [83][1900/3940] lr: 1.055e-02, eta: 1 day, 9:08:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 3.0313, loss: 3.0313 +2025-06-25 11:52:31,136 - pyskl - INFO - Epoch [83][2000/3940] lr: 1.054e-02, eta: 1 day, 9:07:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9762, loss_cls: 2.8273, loss: 2.8273 +2025-06-25 11:53:15,695 - pyskl - INFO - Epoch [83][2100/3940] lr: 1.054e-02, eta: 1 day, 9:06:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 3.0220, loss: 3.0220 +2025-06-25 11:54:00,207 - pyskl - INFO - Epoch [83][2200/3940] lr: 1.053e-02, eta: 1 day, 9:06:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9781, loss_cls: 2.8671, loss: 2.8671 +2025-06-25 11:54:44,675 - pyskl - INFO - Epoch [83][2300/3940] lr: 1.052e-02, eta: 1 day, 9:05:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9719, loss_cls: 2.9762, loss: 2.9762 +2025-06-25 11:55:29,056 - pyskl - INFO - Epoch [83][2400/3940] lr: 1.052e-02, eta: 1 day, 9:04:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 3.0222, loss: 3.0222 +2025-06-25 11:56:13,462 - pyskl - INFO - Epoch [83][2500/3940] lr: 1.051e-02, eta: 1 day, 9:03:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9750, loss_cls: 2.9843, loss: 2.9843 +2025-06-25 11:56:57,874 - pyskl - INFO - Epoch [83][2600/3940] lr: 1.050e-02, eta: 1 day, 9:03:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 2.9564, loss: 2.9564 +2025-06-25 11:57:42,262 - pyskl - INFO - Epoch [83][2700/3940] lr: 1.050e-02, eta: 1 day, 9:02:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 2.9296, loss: 2.9296 +2025-06-25 11:58:26,694 - pyskl - INFO - Epoch [83][2800/3940] lr: 1.049e-02, eta: 1 day, 9:01:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9731, loss_cls: 3.0020, loss: 3.0020 +2025-06-25 11:59:11,222 - pyskl - INFO - Epoch [83][2900/3940] lr: 1.048e-02, eta: 1 day, 9:00:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9756, loss_cls: 2.9400, loss: 2.9400 +2025-06-25 11:59:55,527 - pyskl - INFO - Epoch [83][3000/3940] lr: 1.048e-02, eta: 1 day, 9:00:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9706, loss_cls: 3.0179, loss: 3.0179 +2025-06-25 12:00:39,822 - pyskl - INFO - Epoch [83][3100/3940] lr: 1.047e-02, eta: 1 day, 8:59:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9712, loss_cls: 3.0792, loss: 3.0792 +2025-06-25 12:01:24,145 - pyskl - INFO - Epoch [83][3200/3940] lr: 1.046e-02, eta: 1 day, 8:58:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9719, loss_cls: 2.9634, loss: 2.9634 +2025-06-25 12:02:08,389 - pyskl - INFO - Epoch [83][3300/3940] lr: 1.046e-02, eta: 1 day, 8:57:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.0461, loss: 3.0461 +2025-06-25 12:02:52,739 - pyskl - INFO - Epoch [83][3400/3940] lr: 1.045e-02, eta: 1 day, 8:57:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 3.0956, loss: 3.0956 +2025-06-25 12:03:37,041 - pyskl - INFO - Epoch [83][3500/3940] lr: 1.044e-02, eta: 1 day, 8:56:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9706, loss_cls: 3.1295, loss: 3.1295 +2025-06-25 12:04:21,503 - pyskl - INFO - Epoch [83][3600/3940] lr: 1.044e-02, eta: 1 day, 8:55:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.9829, loss: 2.9829 +2025-06-25 12:05:05,780 - pyskl - INFO - Epoch [83][3700/3940] lr: 1.043e-02, eta: 1 day, 8:54:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9719, loss_cls: 3.0547, loss: 3.0547 +2025-06-25 12:05:50,059 - pyskl - INFO - Epoch [83][3800/3940] lr: 1.042e-02, eta: 1 day, 8:54:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 2.9946, loss: 2.9946 +2025-06-25 12:06:34,458 - pyskl - INFO - Epoch [83][3900/3940] lr: 1.042e-02, eta: 1 day, 8:53:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9712, loss_cls: 2.9932, loss: 2.9932 +2025-06-25 12:06:52,642 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-06-25 12:10:15,776 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 12:10:16,246 - pyskl - INFO - +top1_acc 0.7938 +top5_acc 0.9631 +2025-06-25 12:10:16,306 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_75.pth was removed +2025-06-25 12:10:17,405 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. +2025-06-25 12:10:17,408 - pyskl - INFO - Best top1_acc is 0.7938 at 83 epoch. +2025-06-25 12:10:17,427 - pyskl - INFO - Epoch(val) [83][3183] top1_acc: 0.7938, top5_acc: 0.9631 +2025-06-25 12:11:27,100 - pyskl - INFO - Epoch [84][100/3940] lr: 1.041e-02, eta: 1 day, 8:52:26, time: 0.697, data_time: 0.252, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.8865, loss: 2.8865 +2025-06-25 12:12:11,546 - pyskl - INFO - Epoch [84][200/3940] lr: 1.040e-02, eta: 1 day, 8:51:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 2.9472, loss: 2.9472 +2025-06-25 12:12:55,777 - pyskl - INFO - Epoch [84][300/3940] lr: 1.040e-02, eta: 1 day, 8:50:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9788, loss_cls: 2.8961, loss: 2.8961 +2025-06-25 12:13:40,385 - pyskl - INFO - Epoch [84][400/3940] lr: 1.039e-02, eta: 1 day, 8:50:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 3.0301, loss: 3.0301 +2025-06-25 12:14:24,789 - pyskl - INFO - Epoch [84][500/3940] lr: 1.038e-02, eta: 1 day, 8:49:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.9568, loss: 2.9568 +2025-06-25 12:15:09,089 - pyskl - INFO - Epoch [84][600/3940] lr: 1.038e-02, eta: 1 day, 8:48:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 3.0011, loss: 3.0011 +2025-06-25 12:15:53,316 - pyskl - INFO - Epoch [84][700/3940] lr: 1.037e-02, eta: 1 day, 8:47:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9762, loss_cls: 2.8988, loss: 2.8988 +2025-06-25 12:16:37,638 - pyskl - INFO - Epoch [84][800/3940] lr: 1.036e-02, eta: 1 day, 8:47:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 2.9919, loss: 2.9919 +2025-06-25 12:17:21,866 - pyskl - INFO - Epoch [84][900/3940] lr: 1.036e-02, eta: 1 day, 8:46:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9744, loss_cls: 2.9716, loss: 2.9716 +2025-06-25 12:18:06,090 - pyskl - INFO - Epoch [84][1000/3940] lr: 1.035e-02, eta: 1 day, 8:45:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.9579, loss: 2.9579 +2025-06-25 12:18:50,326 - pyskl - INFO - Epoch [84][1100/3940] lr: 1.034e-02, eta: 1 day, 8:44:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 2.8916, loss: 2.8916 +2025-06-25 12:19:34,533 - pyskl - INFO - Epoch [84][1200/3940] lr: 1.034e-02, eta: 1 day, 8:44:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9706, loss_cls: 3.0250, loss: 3.0250 +2025-06-25 12:20:18,761 - pyskl - INFO - Epoch [84][1300/3940] lr: 1.033e-02, eta: 1 day, 8:43:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 2.9690, loss: 2.9690 +2025-06-25 12:21:02,969 - pyskl - INFO - Epoch [84][1400/3940] lr: 1.032e-02, eta: 1 day, 8:42:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9731, loss_cls: 3.0369, loss: 3.0369 +2025-06-25 12:21:47,209 - pyskl - INFO - Epoch [84][1500/3940] lr: 1.032e-02, eta: 1 day, 8:41:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.9965, loss: 2.9965 +2025-06-25 12:22:31,445 - pyskl - INFO - Epoch [84][1600/3940] lr: 1.031e-02, eta: 1 day, 8:41:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 3.0011, loss: 3.0011 +2025-06-25 12:23:15,642 - pyskl - INFO - Epoch [84][1700/3940] lr: 1.030e-02, eta: 1 day, 8:40:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9694, loss_cls: 2.9921, loss: 2.9921 +2025-06-25 12:23:59,859 - pyskl - INFO - Epoch [84][1800/3940] lr: 1.030e-02, eta: 1 day, 8:39:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.9095, loss: 2.9095 +2025-06-25 12:24:44,212 - pyskl - INFO - Epoch [84][1900/3940] lr: 1.029e-02, eta: 1 day, 8:38:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 2.9446, loss: 2.9446 +2025-06-25 12:25:28,575 - pyskl - INFO - Epoch [84][2000/3940] lr: 1.028e-02, eta: 1 day, 8:38:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9788, loss_cls: 2.8598, loss: 2.8598 +2025-06-25 12:26:13,384 - pyskl - INFO - Epoch [84][2100/3940] lr: 1.028e-02, eta: 1 day, 8:37:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9738, loss_cls: 2.9155, loss: 2.9155 +2025-06-25 12:26:57,726 - pyskl - INFO - Epoch [84][2200/3940] lr: 1.027e-02, eta: 1 day, 8:36:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 3.0495, loss: 3.0495 +2025-06-25 12:27:42,112 - pyskl - INFO - Epoch [84][2300/3940] lr: 1.026e-02, eta: 1 day, 8:35:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9731, loss_cls: 2.9885, loss: 2.9885 +2025-06-25 12:28:26,693 - pyskl - INFO - Epoch [84][2400/3940] lr: 1.026e-02, eta: 1 day, 8:35:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 3.0118, loss: 3.0118 +2025-06-25 12:29:11,153 - pyskl - INFO - Epoch [84][2500/3940] lr: 1.025e-02, eta: 1 day, 8:34:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 3.0264, loss: 3.0264 +2025-06-25 12:29:55,514 - pyskl - INFO - Epoch [84][2600/3940] lr: 1.025e-02, eta: 1 day, 8:33:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.0452, loss: 3.0452 +2025-06-25 12:30:39,856 - pyskl - INFO - Epoch [84][2700/3940] lr: 1.024e-02, eta: 1 day, 8:32:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.8833, loss: 2.8833 +2025-06-25 12:31:24,131 - pyskl - INFO - Epoch [84][2800/3940] lr: 1.023e-02, eta: 1 day, 8:32:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 2.9851, loss: 2.9851 +2025-06-25 12:32:08,478 - pyskl - INFO - Epoch [84][2900/3940] lr: 1.023e-02, eta: 1 day, 8:31:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9731, loss_cls: 3.0059, loss: 3.0059 +2025-06-25 12:32:52,820 - pyskl - INFO - Epoch [84][3000/3940] lr: 1.022e-02, eta: 1 day, 8:30:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 3.0051, loss: 3.0051 +2025-06-25 12:33:37,275 - pyskl - INFO - Epoch [84][3100/3940] lr: 1.021e-02, eta: 1 day, 8:29:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 3.0574, loss: 3.0574 +2025-06-25 12:34:21,592 - pyskl - INFO - Epoch [84][3200/3940] lr: 1.021e-02, eta: 1 day, 8:29:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.0155, loss: 3.0155 +2025-06-25 12:35:05,740 - pyskl - INFO - Epoch [84][3300/3940] lr: 1.020e-02, eta: 1 day, 8:28:18, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 2.9191, loss: 2.9191 +2025-06-25 12:35:49,787 - pyskl - INFO - Epoch [84][3400/3940] lr: 1.019e-02, eta: 1 day, 8:27:32, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 2.8244, loss: 2.8244 +2025-06-25 12:36:33,890 - pyskl - INFO - Epoch [84][3500/3940] lr: 1.019e-02, eta: 1 day, 8:26:47, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 3.0174, loss: 3.0174 +2025-06-25 12:37:17,992 - pyskl - INFO - Epoch [84][3600/3940] lr: 1.018e-02, eta: 1 day, 8:26:01, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9725, loss_cls: 3.0214, loss: 3.0214 +2025-06-25 12:38:02,170 - pyskl - INFO - Epoch [84][3700/3940] lr: 1.017e-02, eta: 1 day, 8:25:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 2.9380, loss: 2.9380 +2025-06-25 12:38:46,369 - pyskl - INFO - Epoch [84][3800/3940] lr: 1.017e-02, eta: 1 day, 8:24:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9738, loss_cls: 2.9904, loss: 2.9904 +2025-06-25 12:39:30,458 - pyskl - INFO - Epoch [84][3900/3940] lr: 1.016e-02, eta: 1 day, 8:23:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.0099, loss: 3.0099 +2025-06-25 12:39:48,495 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-06-25 12:43:11,567 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 12:43:12,042 - pyskl - INFO - +top1_acc 0.8102 +top5_acc 0.9656 +2025-06-25 12:43:12,102 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_83.pth was removed +2025-06-25 12:43:13,171 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_84.pth. +2025-06-25 12:43:13,173 - pyskl - INFO - Best top1_acc is 0.8102 at 84 epoch. +2025-06-25 12:43:13,192 - pyskl - INFO - Epoch(val) [84][3183] top1_acc: 0.8102, top5_acc: 0.9656 +2025-06-25 12:44:22,743 - pyskl - INFO - Epoch [85][100/3940] lr: 1.015e-02, eta: 1 day, 8:22:48, time: 0.695, data_time: 0.254, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.8811, loss: 2.8811 +2025-06-25 12:45:07,081 - pyskl - INFO - Epoch [85][200/3940] lr: 1.014e-02, eta: 1 day, 8:22:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9775, loss_cls: 2.9168, loss: 2.9168 +2025-06-25 12:45:51,386 - pyskl - INFO - Epoch [85][300/3940] lr: 1.014e-02, eta: 1 day, 8:21:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 2.9493, loss: 2.9493 +2025-06-25 12:46:35,674 - pyskl - INFO - Epoch [85][400/3940] lr: 1.013e-02, eta: 1 day, 8:20:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 2.9755, loss: 2.9755 +2025-06-25 12:47:20,095 - pyskl - INFO - Epoch [85][500/3940] lr: 1.013e-02, eta: 1 day, 8:19:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9750, loss_cls: 2.9272, loss: 2.9272 +2025-06-25 12:48:04,484 - pyskl - INFO - Epoch [85][600/3940] lr: 1.012e-02, eta: 1 day, 8:19:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9744, loss_cls: 2.9163, loss: 2.9163 +2025-06-25 12:48:48,821 - pyskl - INFO - Epoch [85][700/3940] lr: 1.011e-02, eta: 1 day, 8:18:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 2.9450, loss: 2.9450 +2025-06-25 12:49:33,413 - pyskl - INFO - Epoch [85][800/3940] lr: 1.011e-02, eta: 1 day, 8:17:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 2.9223, loss: 2.9223 +2025-06-25 12:50:17,982 - pyskl - INFO - Epoch [85][900/3940] lr: 1.010e-02, eta: 1 day, 8:16:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 2.9829, loss: 2.9829 +2025-06-25 12:51:02,483 - pyskl - INFO - Epoch [85][1000/3940] lr: 1.009e-02, eta: 1 day, 8:16:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9756, loss_cls: 2.9078, loss: 2.9078 +2025-06-25 12:51:46,875 - pyskl - INFO - Epoch [85][1100/3940] lr: 1.009e-02, eta: 1 day, 8:15:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.9844, loss: 2.9844 +2025-06-25 12:52:31,386 - pyskl - INFO - Epoch [85][1200/3940] lr: 1.008e-02, eta: 1 day, 8:14:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 3.0516, loss: 3.0516 +2025-06-25 12:53:16,014 - pyskl - INFO - Epoch [85][1300/3940] lr: 1.007e-02, eta: 1 day, 8:13:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 2.9592, loss: 2.9592 +2025-06-25 12:54:00,565 - pyskl - INFO - Epoch [85][1400/3940] lr: 1.007e-02, eta: 1 day, 8:13:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9762, loss_cls: 2.9180, loss: 2.9180 +2025-06-25 12:54:45,136 - pyskl - INFO - Epoch [85][1500/3940] lr: 1.006e-02, eta: 1 day, 8:12:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 2.9155, loss: 2.9155 +2025-06-25 12:55:30,106 - pyskl - INFO - Epoch [85][1600/3940] lr: 1.005e-02, eta: 1 day, 8:11:31, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 2.9464, loss: 2.9464 +2025-06-25 12:56:14,591 - pyskl - INFO - Epoch [85][1700/3940] lr: 1.005e-02, eta: 1 day, 8:10:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9775, loss_cls: 2.8086, loss: 2.8086 +2025-06-25 12:56:58,995 - pyskl - INFO - Epoch [85][1800/3940] lr: 1.004e-02, eta: 1 day, 8:10:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 2.8460, loss: 2.8460 +2025-06-25 12:57:43,433 - pyskl - INFO - Epoch [85][1900/3940] lr: 1.003e-02, eta: 1 day, 8:09:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 2.8652, loss: 2.8652 +2025-06-25 12:58:27,803 - pyskl - INFO - Epoch [85][2000/3940] lr: 1.003e-02, eta: 1 day, 8:08:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9756, loss_cls: 2.8775, loss: 2.8775 +2025-06-25 12:59:12,114 - pyskl - INFO - Epoch [85][2100/3940] lr: 1.002e-02, eta: 1 day, 8:07:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 2.9284, loss: 2.9284 +2025-06-25 12:59:56,323 - pyskl - INFO - Epoch [85][2200/3940] lr: 1.001e-02, eta: 1 day, 8:07:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9712, loss_cls: 3.0332, loss: 3.0332 +2025-06-25 13:00:40,691 - pyskl - INFO - Epoch [85][2300/3940] lr: 1.001e-02, eta: 1 day, 8:06:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9738, loss_cls: 2.9337, loss: 2.9337 +2025-06-25 13:01:24,893 - pyskl - INFO - Epoch [85][2400/3940] lr: 1.000e-02, eta: 1 day, 8:05:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.0210, loss: 3.0210 +2025-06-25 13:02:09,250 - pyskl - INFO - Epoch [85][2500/3940] lr: 9.995e-03, eta: 1 day, 8:04:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.8907, loss: 2.8907 +2025-06-25 13:02:53,598 - pyskl - INFO - Epoch [85][2600/3940] lr: 9.988e-03, eta: 1 day, 8:03:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9694, loss_cls: 3.0074, loss: 3.0074 +2025-06-25 13:03:37,914 - pyskl - INFO - Epoch [85][2700/3940] lr: 9.982e-03, eta: 1 day, 8:03:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9738, loss_cls: 2.9769, loss: 2.9769 +2025-06-25 13:04:22,262 - pyskl - INFO - Epoch [85][2800/3940] lr: 9.975e-03, eta: 1 day, 8:02:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 2.9125, loss: 2.9125 +2025-06-25 13:05:06,543 - pyskl - INFO - Epoch [85][2900/3940] lr: 9.969e-03, eta: 1 day, 8:01:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9656, loss_cls: 2.9626, loss: 2.9626 +2025-06-25 13:05:50,824 - pyskl - INFO - Epoch [85][3000/3940] lr: 9.962e-03, eta: 1 day, 8:00:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9731, loss_cls: 2.9196, loss: 2.9196 +2025-06-25 13:06:35,177 - pyskl - INFO - Epoch [85][3100/3940] lr: 9.956e-03, eta: 1 day, 8:00:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9656, loss_cls: 3.0130, loss: 3.0130 +2025-06-25 13:07:19,468 - pyskl - INFO - Epoch [85][3200/3940] lr: 9.949e-03, eta: 1 day, 7:59:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9731, loss_cls: 2.8611, loss: 2.8611 +2025-06-25 13:08:03,935 - pyskl - INFO - Epoch [85][3300/3940] lr: 9.943e-03, eta: 1 day, 7:58:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9788, loss_cls: 2.8361, loss: 2.8361 +2025-06-25 13:08:48,321 - pyskl - INFO - Epoch [85][3400/3940] lr: 9.936e-03, eta: 1 day, 7:57:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9781, loss_cls: 2.8705, loss: 2.8705 +2025-06-25 13:09:32,846 - pyskl - INFO - Epoch [85][3500/3940] lr: 9.930e-03, eta: 1 day, 7:57:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9712, loss_cls: 2.9884, loss: 2.9884 +2025-06-25 13:10:17,232 - pyskl - INFO - Epoch [85][3600/3940] lr: 9.923e-03, eta: 1 day, 7:56:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 3.0160, loss: 3.0160 +2025-06-25 13:11:01,609 - pyskl - INFO - Epoch [85][3700/3940] lr: 9.917e-03, eta: 1 day, 7:55:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 2.8855, loss: 2.8855 +2025-06-25 13:11:45,917 - pyskl - INFO - Epoch [85][3800/3940] lr: 9.910e-03, eta: 1 day, 7:54:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 3.0247, loss: 3.0247 +2025-06-25 13:12:30,311 - pyskl - INFO - Epoch [85][3900/3940] lr: 9.904e-03, eta: 1 day, 7:54:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9738, loss_cls: 2.9442, loss: 2.9442 +2025-06-25 13:12:48,387 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-06-25 13:30:36,827 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 13:30:37,294 - pyskl - INFO - +top1_acc 0.7846 +top5_acc 0.9567 +2025-06-25 13:30:37,315 - pyskl - INFO - Epoch(val) [85][3183] top1_acc: 0.7846, top5_acc: 0.9567 +2025-06-25 13:31:46,975 - pyskl - INFO - Epoch [86][100/3940] lr: 9.895e-03, eta: 1 day, 7:53:14, time: 0.697, data_time: 0.255, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.8434, loss: 2.8434 +2025-06-25 13:32:31,176 - pyskl - INFO - Epoch [86][200/3940] lr: 9.888e-03, eta: 1 day, 7:52:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.8699, loss: 2.8699 +2025-06-25 13:33:15,454 - pyskl - INFO - Epoch [86][300/3940] lr: 9.882e-03, eta: 1 day, 7:51:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 2.9181, loss: 2.9181 +2025-06-25 13:33:59,694 - pyskl - INFO - Epoch [86][400/3940] lr: 9.875e-03, eta: 1 day, 7:50:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 2.8834, loss: 2.8834 +2025-06-25 13:34:43,898 - pyskl - INFO - Epoch [86][500/3940] lr: 9.869e-03, eta: 1 day, 7:50:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.8925, loss: 2.8925 +2025-06-25 13:35:28,104 - pyskl - INFO - Epoch [86][600/3940] lr: 9.862e-03, eta: 1 day, 7:49:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 3.0138, loss: 3.0138 +2025-06-25 13:36:12,467 - pyskl - INFO - Epoch [86][700/3940] lr: 9.856e-03, eta: 1 day, 7:48:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 2.9248, loss: 2.9248 +2025-06-25 13:36:56,869 - pyskl - INFO - Epoch [86][800/3940] lr: 9.849e-03, eta: 1 day, 7:47:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 2.9981, loss: 2.9981 +2025-06-25 13:37:41,438 - pyskl - INFO - Epoch [86][900/3940] lr: 9.843e-03, eta: 1 day, 7:47:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9744, loss_cls: 2.9388, loss: 2.9388 +2025-06-25 13:38:25,775 - pyskl - INFO - Epoch [86][1000/3940] lr: 9.836e-03, eta: 1 day, 7:46:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.9131, loss: 2.9131 +2025-06-25 13:39:10,053 - pyskl - INFO - Epoch [86][1100/3940] lr: 9.830e-03, eta: 1 day, 7:45:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.8684, loss: 2.8684 +2025-06-25 13:39:54,182 - pyskl - INFO - Epoch [86][1200/3940] lr: 9.823e-03, eta: 1 day, 7:44:56, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9750, loss_cls: 2.7614, loss: 2.7614 +2025-06-25 13:40:38,371 - pyskl - INFO - Epoch [86][1300/3940] lr: 9.817e-03, eta: 1 day, 7:44:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.8318, loss: 2.8318 +2025-06-25 13:41:22,566 - pyskl - INFO - Epoch [86][1400/3940] lr: 9.810e-03, eta: 1 day, 7:43:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 2.8541, loss: 2.8541 +2025-06-25 13:42:06,800 - pyskl - INFO - Epoch [86][1500/3940] lr: 9.804e-03, eta: 1 day, 7:42:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 2.9060, loss: 2.9060 +2025-06-25 13:42:51,047 - pyskl - INFO - Epoch [86][1600/3940] lr: 9.797e-03, eta: 1 day, 7:41:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 2.8523, loss: 2.8523 +2025-06-25 13:43:35,296 - pyskl - INFO - Epoch [86][1700/3940] lr: 9.791e-03, eta: 1 day, 7:41:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 2.9993, loss: 2.9993 +2025-06-25 13:44:19,546 - pyskl - INFO - Epoch [86][1800/3940] lr: 9.784e-03, eta: 1 day, 7:40:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 2.9055, loss: 2.9055 +2025-06-25 13:45:03,813 - pyskl - INFO - Epoch [86][1900/3940] lr: 9.778e-03, eta: 1 day, 7:39:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 2.8954, loss: 2.8954 +2025-06-25 13:45:48,175 - pyskl - INFO - Epoch [86][2000/3940] lr: 9.771e-03, eta: 1 day, 7:38:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 2.8748, loss: 2.8748 +2025-06-25 13:46:32,402 - pyskl - INFO - Epoch [86][2100/3940] lr: 9.765e-03, eta: 1 day, 7:38:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 2.9507, loss: 2.9507 +2025-06-25 13:47:16,749 - pyskl - INFO - Epoch [86][2200/3940] lr: 9.758e-03, eta: 1 day, 7:37:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9688, loss_cls: 2.9615, loss: 2.9615 +2025-06-25 13:48:00,979 - pyskl - INFO - Epoch [86][2300/3940] lr: 9.752e-03, eta: 1 day, 7:36:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9806, loss_cls: 2.8262, loss: 2.8262 +2025-06-25 13:48:45,197 - pyskl - INFO - Epoch [86][2400/3940] lr: 9.745e-03, eta: 1 day, 7:35:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9788, loss_cls: 2.8896, loss: 2.8896 +2025-06-25 13:49:29,543 - pyskl - INFO - Epoch [86][2500/3940] lr: 9.739e-03, eta: 1 day, 7:35:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 3.0763, loss: 3.0763 +2025-06-25 13:50:13,875 - pyskl - INFO - Epoch [86][2600/3940] lr: 9.732e-03, eta: 1 day, 7:34:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9700, loss_cls: 2.9377, loss: 2.9377 +2025-06-25 13:50:58,384 - pyskl - INFO - Epoch [86][2700/3940] lr: 9.726e-03, eta: 1 day, 7:33:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9725, loss_cls: 2.9269, loss: 2.9269 +2025-06-25 13:51:42,765 - pyskl - INFO - Epoch [86][2800/3940] lr: 9.719e-03, eta: 1 day, 7:32:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9738, loss_cls: 2.9477, loss: 2.9477 +2025-06-25 13:52:27,273 - pyskl - INFO - Epoch [86][2900/3940] lr: 9.713e-03, eta: 1 day, 7:32:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 3.0499, loss: 3.0499 +2025-06-25 13:53:11,739 - pyskl - INFO - Epoch [86][3000/3940] lr: 9.707e-03, eta: 1 day, 7:31:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 2.9473, loss: 2.9473 +2025-06-25 13:53:56,068 - pyskl - INFO - Epoch [86][3100/3940] lr: 9.700e-03, eta: 1 day, 7:30:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9738, loss_cls: 2.9910, loss: 2.9910 +2025-06-25 13:54:40,519 - pyskl - INFO - Epoch [86][3200/3940] lr: 9.694e-03, eta: 1 day, 7:29:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9681, loss_cls: 2.9802, loss: 2.9802 +2025-06-25 13:55:24,838 - pyskl - INFO - Epoch [86][3300/3940] lr: 9.687e-03, eta: 1 day, 7:29:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9781, loss_cls: 2.9338, loss: 2.9338 +2025-06-25 13:56:09,202 - pyskl - INFO - Epoch [86][3400/3940] lr: 9.681e-03, eta: 1 day, 7:28:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 2.8944, loss: 2.8944 +2025-06-25 13:56:53,686 - pyskl - INFO - Epoch [86][3500/3940] lr: 9.674e-03, eta: 1 day, 7:27:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9712, loss_cls: 3.0330, loss: 3.0330 +2025-06-25 13:57:38,026 - pyskl - INFO - Epoch [86][3600/3940] lr: 9.668e-03, eta: 1 day, 7:26:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9775, loss_cls: 2.8935, loss: 2.8935 +2025-06-25 13:58:22,368 - pyskl - INFO - Epoch [86][3700/3940] lr: 9.661e-03, eta: 1 day, 7:26:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.8083, loss: 2.8083 +2025-06-25 13:59:06,701 - pyskl - INFO - Epoch [86][3800/3940] lr: 9.655e-03, eta: 1 day, 7:25:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9756, loss_cls: 2.9305, loss: 2.9305 +2025-06-25 13:59:51,009 - pyskl - INFO - Epoch [86][3900/3940] lr: 9.648e-03, eta: 1 day, 7:24:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 2.9831, loss: 2.9831 +2025-06-25 14:00:09,099 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-06-25 14:03:31,909 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 14:03:32,377 - pyskl - INFO - +top1_acc 0.6727 +top5_acc 0.8966 +2025-06-25 14:03:32,398 - pyskl - INFO - Epoch(val) [86][3183] top1_acc: 0.6727, top5_acc: 0.8966 +2025-06-25 14:04:42,203 - pyskl - INFO - Epoch [87][100/3940] lr: 9.639e-03, eta: 1 day, 7:23:37, time: 0.698, data_time: 0.256, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 2.9227, loss: 2.9227 +2025-06-25 14:05:26,513 - pyskl - INFO - Epoch [87][200/3940] lr: 9.633e-03, eta: 1 day, 7:22:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9775, loss_cls: 2.8232, loss: 2.8232 +2025-06-25 14:06:11,090 - pyskl - INFO - Epoch [87][300/3940] lr: 9.626e-03, eta: 1 day, 7:22:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9725, loss_cls: 2.9248, loss: 2.9248 +2025-06-25 14:06:55,441 - pyskl - INFO - Epoch [87][400/3940] lr: 9.620e-03, eta: 1 day, 7:21:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.8412, loss: 2.8412 +2025-06-25 14:07:39,745 - pyskl - INFO - Epoch [87][500/3940] lr: 9.613e-03, eta: 1 day, 7:20:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9744, loss_cls: 2.7898, loss: 2.7898 +2025-06-25 14:08:24,194 - pyskl - INFO - Epoch [87][600/3940] lr: 9.607e-03, eta: 1 day, 7:19:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 3.0117, loss: 3.0117 +2025-06-25 14:09:08,608 - pyskl - INFO - Epoch [87][700/3940] lr: 9.600e-03, eta: 1 day, 7:19:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 2.9509, loss: 2.9509 +2025-06-25 14:09:52,968 - pyskl - INFO - Epoch [87][800/3940] lr: 9.594e-03, eta: 1 day, 7:18:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 2.8801, loss: 2.8801 +2025-06-25 14:10:37,382 - pyskl - INFO - Epoch [87][900/3940] lr: 9.587e-03, eta: 1 day, 7:17:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9688, loss_cls: 2.9348, loss: 2.9348 +2025-06-25 14:11:21,948 - pyskl - INFO - Epoch [87][1000/3940] lr: 9.581e-03, eta: 1 day, 7:16:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.8647, loss: 2.8647 +2025-06-25 14:12:06,323 - pyskl - INFO - Epoch [87][1100/3940] lr: 9.575e-03, eta: 1 day, 7:16:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.9365, loss: 2.9365 +2025-06-25 14:12:50,736 - pyskl - INFO - Epoch [87][1200/3940] lr: 9.568e-03, eta: 1 day, 7:15:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9744, loss_cls: 2.8431, loss: 2.8431 +2025-06-25 14:13:35,114 - pyskl - INFO - Epoch [87][1300/3940] lr: 9.562e-03, eta: 1 day, 7:14:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 2.7589, loss: 2.7589 +2025-06-25 14:14:19,456 - pyskl - INFO - Epoch [87][1400/3940] lr: 9.555e-03, eta: 1 day, 7:13:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 2.8444, loss: 2.8444 +2025-06-25 14:15:03,850 - pyskl - INFO - Epoch [87][1500/3940] lr: 9.549e-03, eta: 1 day, 7:13:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9725, loss_cls: 2.8721, loss: 2.8721 +2025-06-25 14:15:48,198 - pyskl - INFO - Epoch [87][1600/3940] lr: 9.542e-03, eta: 1 day, 7:12:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.9090, loss: 2.9090 +2025-06-25 14:16:32,498 - pyskl - INFO - Epoch [87][1700/3940] lr: 9.536e-03, eta: 1 day, 7:11:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 2.8601, loss: 2.8601 +2025-06-25 14:17:16,806 - pyskl - INFO - Epoch [87][1800/3940] lr: 9.529e-03, eta: 1 day, 7:10:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9794, loss_cls: 2.7639, loss: 2.7639 +2025-06-25 14:18:01,099 - pyskl - INFO - Epoch [87][1900/3940] lr: 9.523e-03, eta: 1 day, 7:10:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9750, loss_cls: 2.9568, loss: 2.9568 +2025-06-25 14:18:45,363 - pyskl - INFO - Epoch [87][2000/3940] lr: 9.516e-03, eta: 1 day, 7:09:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 2.9577, loss: 2.9577 +2025-06-25 14:19:29,664 - pyskl - INFO - Epoch [87][2100/3940] lr: 9.510e-03, eta: 1 day, 7:08:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 2.9321, loss: 2.9321 +2025-06-25 14:20:13,958 - pyskl - INFO - Epoch [87][2200/3940] lr: 9.504e-03, eta: 1 day, 7:07:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9725, loss_cls: 2.9196, loss: 2.9196 +2025-06-25 14:20:58,277 - pyskl - INFO - Epoch [87][2300/3940] lr: 9.497e-03, eta: 1 day, 7:07:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 2.8252, loss: 2.8252 +2025-06-25 14:21:42,710 - pyskl - INFO - Epoch [87][2400/3940] lr: 9.491e-03, eta: 1 day, 7:06:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 2.9609, loss: 2.9609 +2025-06-25 14:22:27,104 - pyskl - INFO - Epoch [87][2500/3940] lr: 9.484e-03, eta: 1 day, 7:05:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.0803, loss: 3.0803 +2025-06-25 14:23:11,542 - pyskl - INFO - Epoch [87][2600/3940] lr: 9.478e-03, eta: 1 day, 7:04:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9750, loss_cls: 2.8692, loss: 2.8692 +2025-06-25 14:23:55,905 - pyskl - INFO - Epoch [87][2700/3940] lr: 9.471e-03, eta: 1 day, 7:04:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9744, loss_cls: 2.8603, loss: 2.8603 +2025-06-25 14:24:40,340 - pyskl - INFO - Epoch [87][2800/3940] lr: 9.465e-03, eta: 1 day, 7:03:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 2.8974, loss: 2.8974 +2025-06-25 14:25:24,668 - pyskl - INFO - Epoch [87][2900/3940] lr: 9.458e-03, eta: 1 day, 7:02:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 2.8899, loss: 2.8899 +2025-06-25 14:26:08,907 - pyskl - INFO - Epoch [87][3000/3940] lr: 9.452e-03, eta: 1 day, 7:01:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.8281, loss: 2.8281 +2025-06-25 14:26:53,122 - pyskl - INFO - Epoch [87][3100/3940] lr: 9.446e-03, eta: 1 day, 7:01:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9719, loss_cls: 2.9396, loss: 2.9396 +2025-06-25 14:27:37,377 - pyskl - INFO - Epoch [87][3200/3940] lr: 9.439e-03, eta: 1 day, 7:00:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 3.0123, loss: 3.0123 +2025-06-25 14:28:21,552 - pyskl - INFO - Epoch [87][3300/3940] lr: 9.433e-03, eta: 1 day, 6:59:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9756, loss_cls: 2.9587, loss: 2.9587 +2025-06-25 14:29:05,869 - pyskl - INFO - Epoch [87][3400/3940] lr: 9.426e-03, eta: 1 day, 6:58:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9762, loss_cls: 2.8508, loss: 2.8508 +2025-06-25 14:29:50,121 - pyskl - INFO - Epoch [87][3500/3940] lr: 9.420e-03, eta: 1 day, 6:58:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 2.8586, loss: 2.8586 +2025-06-25 14:30:34,373 - pyskl - INFO - Epoch [87][3600/3940] lr: 9.413e-03, eta: 1 day, 6:57:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.8103, loss: 2.8103 +2025-06-25 14:31:18,688 - pyskl - INFO - Epoch [87][3700/3940] lr: 9.407e-03, eta: 1 day, 6:56:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9769, loss_cls: 2.8269, loss: 2.8269 +2025-06-25 14:32:02,977 - pyskl - INFO - Epoch [87][3800/3940] lr: 9.400e-03, eta: 1 day, 6:55:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9750, loss_cls: 2.9307, loss: 2.9307 +2025-06-25 14:32:47,266 - pyskl - INFO - Epoch [87][3900/3940] lr: 9.394e-03, eta: 1 day, 6:55:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.8385, loss: 2.8385 +2025-06-25 14:33:05,381 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-06-25 14:36:28,995 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 14:36:29,469 - pyskl - INFO - +top1_acc 0.7862 +top5_acc 0.9589 +2025-06-25 14:36:29,488 - pyskl - INFO - Epoch(val) [87][3183] top1_acc: 0.7862, top5_acc: 0.9589 +2025-06-25 14:37:39,731 - pyskl - INFO - Epoch [88][100/3940] lr: 9.385e-03, eta: 1 day, 6:54:02, time: 0.702, data_time: 0.257, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 2.9059, loss: 2.9059 +2025-06-25 14:38:24,019 - pyskl - INFO - Epoch [88][200/3940] lr: 9.379e-03, eta: 1 day, 6:53:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.8070, loss: 2.8070 +2025-06-25 14:39:08,627 - pyskl - INFO - Epoch [88][300/3940] lr: 9.372e-03, eta: 1 day, 6:52:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.8720, loss: 2.8720 +2025-06-25 14:39:53,215 - pyskl - INFO - Epoch [88][400/3940] lr: 9.366e-03, eta: 1 day, 6:51:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.8244, loss: 2.8244 +2025-06-25 14:40:37,915 - pyskl - INFO - Epoch [88][500/3940] lr: 9.359e-03, eta: 1 day, 6:51:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9831, loss_cls: 2.7574, loss: 2.7574 +2025-06-25 14:41:22,480 - pyskl - INFO - Epoch [88][600/3940] lr: 9.353e-03, eta: 1 day, 6:50:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9744, loss_cls: 2.8940, loss: 2.8940 +2025-06-25 14:42:06,991 - pyskl - INFO - Epoch [88][700/3940] lr: 9.346e-03, eta: 1 day, 6:49:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.7793, loss: 2.7793 +2025-06-25 14:42:51,262 - pyskl - INFO - Epoch [88][800/3940] lr: 9.340e-03, eta: 1 day, 6:48:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 2.8145, loss: 2.8145 +2025-06-25 14:43:35,640 - pyskl - INFO - Epoch [88][900/3940] lr: 9.334e-03, eta: 1 day, 6:48:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 2.8184, loss: 2.8184 +2025-06-25 14:44:19,991 - pyskl - INFO - Epoch [88][1000/3940] lr: 9.327e-03, eta: 1 day, 6:47:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 2.8523, loss: 2.8523 +2025-06-25 14:45:04,364 - pyskl - INFO - Epoch [88][1100/3940] lr: 9.321e-03, eta: 1 day, 6:46:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.6676, loss: 2.6676 +2025-06-25 14:45:48,742 - pyskl - INFO - Epoch [88][1200/3940] lr: 9.314e-03, eta: 1 day, 6:45:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9762, loss_cls: 2.7444, loss: 2.7444 +2025-06-25 14:46:33,116 - pyskl - INFO - Epoch [88][1300/3940] lr: 9.308e-03, eta: 1 day, 6:45:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 2.8838, loss: 2.8838 +2025-06-25 14:47:17,443 - pyskl - INFO - Epoch [88][1400/3940] lr: 9.301e-03, eta: 1 day, 6:44:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 2.8643, loss: 2.8643 +2025-06-25 14:48:01,728 - pyskl - INFO - Epoch [88][1500/3940] lr: 9.295e-03, eta: 1 day, 6:43:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9788, loss_cls: 2.7818, loss: 2.7818 +2025-06-25 14:48:46,026 - pyskl - INFO - Epoch [88][1600/3940] lr: 9.289e-03, eta: 1 day, 6:42:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9700, loss_cls: 2.9754, loss: 2.9754 +2025-06-25 14:49:30,423 - pyskl - INFO - Epoch [88][1700/3940] lr: 9.282e-03, eta: 1 day, 6:42:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.7904, loss: 2.7904 +2025-06-25 14:50:14,693 - pyskl - INFO - Epoch [88][1800/3940] lr: 9.276e-03, eta: 1 day, 6:41:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9775, loss_cls: 2.8670, loss: 2.8670 +2025-06-25 14:50:59,005 - pyskl - INFO - Epoch [88][1900/3940] lr: 9.269e-03, eta: 1 day, 6:40:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9712, loss_cls: 2.9161, loss: 2.9161 +2025-06-25 14:51:43,328 - pyskl - INFO - Epoch [88][2000/3940] lr: 9.263e-03, eta: 1 day, 6:39:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 2.8655, loss: 2.8655 +2025-06-25 14:52:27,706 - pyskl - INFO - Epoch [88][2100/3940] lr: 9.256e-03, eta: 1 day, 6:38:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.7689, loss: 2.7689 +2025-06-25 14:53:12,082 - pyskl - INFO - Epoch [88][2200/3940] lr: 9.250e-03, eta: 1 day, 6:38:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 2.9788, loss: 2.9788 +2025-06-25 14:53:56,503 - pyskl - INFO - Epoch [88][2300/3940] lr: 9.244e-03, eta: 1 day, 6:37:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 2.8970, loss: 2.8970 +2025-06-25 14:54:40,955 - pyskl - INFO - Epoch [88][2400/3940] lr: 9.237e-03, eta: 1 day, 6:36:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.8339, loss: 2.8339 +2025-06-25 14:55:25,384 - pyskl - INFO - Epoch [88][2500/3940] lr: 9.231e-03, eta: 1 day, 6:35:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.8201, loss: 2.8201 +2025-06-25 14:56:09,836 - pyskl - INFO - Epoch [88][2600/3940] lr: 9.224e-03, eta: 1 day, 6:35:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 2.8968, loss: 2.8968 +2025-06-25 14:56:54,440 - pyskl - INFO - Epoch [88][2700/3940] lr: 9.218e-03, eta: 1 day, 6:34:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9700, loss_cls: 3.0845, loss: 3.0845 +2025-06-25 14:57:38,937 - pyskl - INFO - Epoch [88][2800/3940] lr: 9.212e-03, eta: 1 day, 6:33:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 2.9518, loss: 2.9518 +2025-06-25 14:58:23,373 - pyskl - INFO - Epoch [88][2900/3940] lr: 9.205e-03, eta: 1 day, 6:32:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9719, loss_cls: 2.9369, loss: 2.9369 +2025-06-25 14:59:07,728 - pyskl - INFO - Epoch [88][3000/3940] lr: 9.199e-03, eta: 1 day, 6:32:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 3.0082, loss: 3.0082 +2025-06-25 14:59:52,141 - pyskl - INFO - Epoch [88][3100/3940] lr: 9.192e-03, eta: 1 day, 6:31:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9731, loss_cls: 2.9023, loss: 2.9023 +2025-06-25 15:00:36,764 - pyskl - INFO - Epoch [88][3200/3940] lr: 9.186e-03, eta: 1 day, 6:30:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 2.8587, loss: 2.8587 +2025-06-25 15:01:21,137 - pyskl - INFO - Epoch [88][3300/3940] lr: 9.180e-03, eta: 1 day, 6:29:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 2.9531, loss: 2.9531 +2025-06-25 15:02:05,520 - pyskl - INFO - Epoch [88][3400/3940] lr: 9.173e-03, eta: 1 day, 6:29:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.8075, loss: 2.8075 +2025-06-25 15:02:49,870 - pyskl - INFO - Epoch [88][3500/3940] lr: 9.167e-03, eta: 1 day, 6:28:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9700, loss_cls: 2.9091, loss: 2.9091 +2025-06-25 15:03:34,138 - pyskl - INFO - Epoch [88][3600/3940] lr: 9.160e-03, eta: 1 day, 6:27:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 2.8175, loss: 2.8175 +2025-06-25 15:04:18,373 - pyskl - INFO - Epoch [88][3700/3940] lr: 9.154e-03, eta: 1 day, 6:26:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 2.8013, loss: 2.8013 +2025-06-25 15:05:02,667 - pyskl - INFO - Epoch [88][3800/3940] lr: 9.148e-03, eta: 1 day, 6:26:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 2.9490, loss: 2.9490 +2025-06-25 15:05:46,937 - pyskl - INFO - Epoch [88][3900/3940] lr: 9.141e-03, eta: 1 day, 6:25:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 2.7205, loss: 2.7205 +2025-06-25 15:06:05,070 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-06-25 15:09:29,944 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 15:09:30,411 - pyskl - INFO - +top1_acc 0.7928 +top5_acc 0.9642 +2025-06-25 15:09:30,430 - pyskl - INFO - Epoch(val) [88][3183] top1_acc: 0.7928, top5_acc: 0.9642 +2025-06-25 15:10:40,640 - pyskl - INFO - Epoch [89][100/3940] lr: 9.132e-03, eta: 1 day, 6:24:30, time: 0.702, data_time: 0.258, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.7308, loss: 2.7308 +2025-06-25 15:11:24,958 - pyskl - INFO - Epoch [89][200/3940] lr: 9.126e-03, eta: 1 day, 6:23:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 2.8068, loss: 2.8068 +2025-06-25 15:12:09,631 - pyskl - INFO - Epoch [89][300/3940] lr: 9.119e-03, eta: 1 day, 6:22:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 2.8944, loss: 2.8944 +2025-06-25 15:12:54,097 - pyskl - INFO - Epoch [89][400/3940] lr: 9.113e-03, eta: 1 day, 6:22:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.7648, loss: 2.7648 +2025-06-25 15:13:38,562 - pyskl - INFO - Epoch [89][500/3940] lr: 9.107e-03, eta: 1 day, 6:21:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 2.8223, loss: 2.8223 +2025-06-25 15:14:23,072 - pyskl - INFO - Epoch [89][600/3940] lr: 9.100e-03, eta: 1 day, 6:20:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.7024, loss: 2.7024 +2025-06-25 15:15:07,499 - pyskl - INFO - Epoch [89][700/3940] lr: 9.094e-03, eta: 1 day, 6:19:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 2.8437, loss: 2.8437 +2025-06-25 15:15:51,962 - pyskl - INFO - Epoch [89][800/3940] lr: 9.087e-03, eta: 1 day, 6:19:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.7647, loss: 2.7647 +2025-06-25 15:16:36,481 - pyskl - INFO - Epoch [89][900/3940] lr: 9.081e-03, eta: 1 day, 6:18:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.8097, loss: 2.8097 +2025-06-25 15:17:21,110 - pyskl - INFO - Epoch [89][1000/3940] lr: 9.075e-03, eta: 1 day, 6:17:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9756, loss_cls: 2.8215, loss: 2.8215 +2025-06-25 15:18:05,854 - pyskl - INFO - Epoch [89][1100/3940] lr: 9.068e-03, eta: 1 day, 6:16:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 2.9370, loss: 2.9370 +2025-06-25 15:18:50,536 - pyskl - INFO - Epoch [89][1200/3940] lr: 9.062e-03, eta: 1 day, 6:16:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9794, loss_cls: 2.7271, loss: 2.7271 +2025-06-25 15:19:35,089 - pyskl - INFO - Epoch [89][1300/3940] lr: 9.055e-03, eta: 1 day, 6:15:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 2.8002, loss: 2.8002 +2025-06-25 15:20:19,604 - pyskl - INFO - Epoch [89][1400/3940] lr: 9.049e-03, eta: 1 day, 6:14:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9781, loss_cls: 2.7610, loss: 2.7610 +2025-06-25 15:21:04,193 - pyskl - INFO - Epoch [89][1500/3940] lr: 9.043e-03, eta: 1 day, 6:13:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 2.8401, loss: 2.8401 +2025-06-25 15:21:48,599 - pyskl - INFO - Epoch [89][1600/3940] lr: 9.036e-03, eta: 1 day, 6:13:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.8327, loss: 2.8327 +2025-06-25 15:22:33,067 - pyskl - INFO - Epoch [89][1700/3940] lr: 9.030e-03, eta: 1 day, 6:12:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 2.8409, loss: 2.8409 +2025-06-25 15:23:17,475 - pyskl - INFO - Epoch [89][1800/3940] lr: 9.024e-03, eta: 1 day, 6:11:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 2.8961, loss: 2.8961 +2025-06-25 15:24:01,891 - pyskl - INFO - Epoch [89][1900/3940] lr: 9.017e-03, eta: 1 day, 6:10:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 2.9313, loss: 2.9313 +2025-06-25 15:24:46,146 - pyskl - INFO - Epoch [89][2000/3940] lr: 9.011e-03, eta: 1 day, 6:10:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 2.9049, loss: 2.9049 +2025-06-25 15:25:30,355 - pyskl - INFO - Epoch [89][2100/3940] lr: 9.004e-03, eta: 1 day, 6:09:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 2.9188, loss: 2.9188 +2025-06-25 15:26:14,600 - pyskl - INFO - Epoch [89][2200/3940] lr: 8.998e-03, eta: 1 day, 6:08:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.7563, loss: 2.7563 +2025-06-25 15:26:58,814 - pyskl - INFO - Epoch [89][2300/3940] lr: 8.992e-03, eta: 1 day, 6:07:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9762, loss_cls: 2.8414, loss: 2.8414 +2025-06-25 15:27:43,062 - pyskl - INFO - Epoch [89][2400/3940] lr: 8.985e-03, eta: 1 day, 6:07:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 2.8521, loss: 2.8521 +2025-06-25 15:28:27,309 - pyskl - INFO - Epoch [89][2500/3940] lr: 8.979e-03, eta: 1 day, 6:06:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9756, loss_cls: 2.8094, loss: 2.8094 +2025-06-25 15:29:11,570 - pyskl - INFO - Epoch [89][2600/3940] lr: 8.972e-03, eta: 1 day, 6:05:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 2.9185, loss: 2.9185 +2025-06-25 15:29:55,786 - pyskl - INFO - Epoch [89][2700/3940] lr: 8.966e-03, eta: 1 day, 6:04:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9756, loss_cls: 2.9003, loss: 2.9003 +2025-06-25 15:30:40,067 - pyskl - INFO - Epoch [89][2800/3940] lr: 8.960e-03, eta: 1 day, 6:04:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9719, loss_cls: 2.8891, loss: 2.8891 +2025-06-25 15:31:24,338 - pyskl - INFO - Epoch [89][2900/3940] lr: 8.953e-03, eta: 1 day, 6:03:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 2.9067, loss: 2.9067 +2025-06-25 15:32:08,546 - pyskl - INFO - Epoch [89][3000/3940] lr: 8.947e-03, eta: 1 day, 6:02:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.8498, loss: 2.8498 +2025-06-25 15:32:52,945 - pyskl - INFO - Epoch [89][3100/3940] lr: 8.941e-03, eta: 1 day, 6:01:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9744, loss_cls: 2.8537, loss: 2.8537 +2025-06-25 15:33:37,365 - pyskl - INFO - Epoch [89][3200/3940] lr: 8.934e-03, eta: 1 day, 6:01:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9762, loss_cls: 2.7903, loss: 2.7903 +2025-06-25 15:34:21,660 - pyskl - INFO - Epoch [89][3300/3940] lr: 8.928e-03, eta: 1 day, 6:00:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9712, loss_cls: 2.8649, loss: 2.8649 +2025-06-25 15:35:05,985 - pyskl - INFO - Epoch [89][3400/3940] lr: 8.922e-03, eta: 1 day, 5:59:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9744, loss_cls: 2.8778, loss: 2.8778 +2025-06-25 15:35:50,262 - pyskl - INFO - Epoch [89][3500/3940] lr: 8.915e-03, eta: 1 day, 5:58:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 2.9131, loss: 2.9131 +2025-06-25 15:36:34,700 - pyskl - INFO - Epoch [89][3600/3940] lr: 8.909e-03, eta: 1 day, 5:58:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9781, loss_cls: 2.8023, loss: 2.8023 +2025-06-25 15:37:19,048 - pyskl - INFO - Epoch [89][3700/3940] lr: 8.902e-03, eta: 1 day, 5:57:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 2.8991, loss: 2.8991 +2025-06-25 15:38:03,398 - pyskl - INFO - Epoch [89][3800/3940] lr: 8.896e-03, eta: 1 day, 5:56:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.8336, loss: 2.8336 +2025-06-25 15:38:47,707 - pyskl - INFO - Epoch [89][3900/3940] lr: 8.890e-03, eta: 1 day, 5:55:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9750, loss_cls: 2.8577, loss: 2.8577 +2025-06-25 15:39:05,786 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-06-25 15:42:29,843 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 15:42:30,312 - pyskl - INFO - +top1_acc 0.7872 +top5_acc 0.9594 +2025-06-25 15:42:30,332 - pyskl - INFO - Epoch(val) [89][3183] top1_acc: 0.7872, top5_acc: 0.9594 +2025-06-25 15:43:40,201 - pyskl - INFO - Epoch [90][100/3940] lr: 8.881e-03, eta: 1 day, 5:54:57, time: 0.699, data_time: 0.256, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9875, loss_cls: 2.8031, loss: 2.8031 +2025-06-25 15:44:24,503 - pyskl - INFO - Epoch [90][200/3940] lr: 8.874e-03, eta: 1 day, 5:54:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 2.8678, loss: 2.8678 +2025-06-25 15:45:08,923 - pyskl - INFO - Epoch [90][300/3940] lr: 8.868e-03, eta: 1 day, 5:53:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.8220, loss: 2.8220 +2025-06-25 15:45:53,327 - pyskl - INFO - Epoch [90][400/3940] lr: 8.862e-03, eta: 1 day, 5:52:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.7342, loss: 2.7342 +2025-06-25 15:46:37,720 - pyskl - INFO - Epoch [90][500/3940] lr: 8.855e-03, eta: 1 day, 5:51:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.5784, loss: 2.5784 +2025-06-25 15:47:21,999 - pyskl - INFO - Epoch [90][600/3940] lr: 8.849e-03, eta: 1 day, 5:51:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 2.8612, loss: 2.8612 +2025-06-25 15:48:06,281 - pyskl - INFO - Epoch [90][700/3940] lr: 8.843e-03, eta: 1 day, 5:50:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 2.8171, loss: 2.8171 +2025-06-25 15:48:50,552 - pyskl - INFO - Epoch [90][800/3940] lr: 8.836e-03, eta: 1 day, 5:49:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.8172, loss: 2.8172 +2025-06-25 15:49:34,845 - pyskl - INFO - Epoch [90][900/3940] lr: 8.830e-03, eta: 1 day, 5:48:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 2.8083, loss: 2.8083 +2025-06-25 15:50:19,136 - pyskl - INFO - Epoch [90][1000/3940] lr: 8.824e-03, eta: 1 day, 5:48:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 2.8578, loss: 2.8578 +2025-06-25 15:51:03,411 - pyskl - INFO - Epoch [90][1100/3940] lr: 8.817e-03, eta: 1 day, 5:47:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9744, loss_cls: 2.8402, loss: 2.8402 +2025-06-25 15:51:47,590 - pyskl - INFO - Epoch [90][1200/3940] lr: 8.811e-03, eta: 1 day, 5:46:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9744, loss_cls: 2.8281, loss: 2.8281 +2025-06-25 15:52:31,825 - pyskl - INFO - Epoch [90][1300/3940] lr: 8.805e-03, eta: 1 day, 5:45:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 2.8338, loss: 2.8338 +2025-06-25 15:53:16,109 - pyskl - INFO - Epoch [90][1400/3940] lr: 8.798e-03, eta: 1 day, 5:45:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 2.8150, loss: 2.8150 +2025-06-25 15:54:00,368 - pyskl - INFO - Epoch [90][1500/3940] lr: 8.792e-03, eta: 1 day, 5:44:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.7953, loss: 2.7953 +2025-06-25 15:54:44,595 - pyskl - INFO - Epoch [90][1600/3940] lr: 8.786e-03, eta: 1 day, 5:43:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.8856, loss: 2.8856 +2025-06-25 15:55:28,847 - pyskl - INFO - Epoch [90][1700/3940] lr: 8.779e-03, eta: 1 day, 5:42:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 2.7514, loss: 2.7514 +2025-06-25 15:56:13,090 - pyskl - INFO - Epoch [90][1800/3940] lr: 8.773e-03, eta: 1 day, 5:42:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9750, loss_cls: 2.8714, loss: 2.8714 +2025-06-25 15:56:57,304 - pyskl - INFO - Epoch [90][1900/3940] lr: 8.766e-03, eta: 1 day, 5:41:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.8978, loss: 2.8978 +2025-06-25 15:57:41,616 - pyskl - INFO - Epoch [90][2000/3940] lr: 8.760e-03, eta: 1 day, 5:40:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.7409, loss: 2.7409 +2025-06-25 15:58:25,990 - pyskl - INFO - Epoch [90][2100/3940] lr: 8.754e-03, eta: 1 day, 5:39:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9731, loss_cls: 2.7819, loss: 2.7819 +2025-06-25 15:59:10,360 - pyskl - INFO - Epoch [90][2200/3940] lr: 8.747e-03, eta: 1 day, 5:39:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.9037, loss: 2.9037 +2025-06-25 15:59:54,706 - pyskl - INFO - Epoch [90][2300/3940] lr: 8.741e-03, eta: 1 day, 5:38:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 2.7145, loss: 2.7145 +2025-06-25 16:00:38,971 - pyskl - INFO - Epoch [90][2400/3940] lr: 8.735e-03, eta: 1 day, 5:37:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9756, loss_cls: 2.7608, loss: 2.7608 +2025-06-25 16:01:23,229 - pyskl - INFO - Epoch [90][2500/3940] lr: 8.728e-03, eta: 1 day, 5:36:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9706, loss_cls: 2.8816, loss: 2.8816 +2025-06-25 16:02:07,651 - pyskl - INFO - Epoch [90][2600/3940] lr: 8.722e-03, eta: 1 day, 5:36:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.8136, loss: 2.8136 +2025-06-25 16:02:51,979 - pyskl - INFO - Epoch [90][2700/3940] lr: 8.716e-03, eta: 1 day, 5:35:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 2.7140, loss: 2.7140 +2025-06-25 16:03:36,229 - pyskl - INFO - Epoch [90][2800/3940] lr: 8.709e-03, eta: 1 day, 5:34:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9644, loss_cls: 3.0173, loss: 3.0173 +2025-06-25 16:04:20,441 - pyskl - INFO - Epoch [90][2900/3940] lr: 8.703e-03, eta: 1 day, 5:33:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.7975, loss: 2.7975 +2025-06-25 16:05:04,670 - pyskl - INFO - Epoch [90][3000/3940] lr: 8.697e-03, eta: 1 day, 5:33:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 2.7823, loss: 2.7823 +2025-06-25 16:05:48,831 - pyskl - INFO - Epoch [90][3100/3940] lr: 8.690e-03, eta: 1 day, 5:32:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 2.8500, loss: 2.8500 +2025-06-25 16:06:32,967 - pyskl - INFO - Epoch [90][3200/3940] lr: 8.684e-03, eta: 1 day, 5:31:36, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 2.7470, loss: 2.7470 +2025-06-25 16:07:17,149 - pyskl - INFO - Epoch [90][3300/3940] lr: 8.678e-03, eta: 1 day, 5:30:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 2.7849, loss: 2.7849 +2025-06-25 16:08:01,639 - pyskl - INFO - Epoch [90][3400/3940] lr: 8.671e-03, eta: 1 day, 5:30:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9794, loss_cls: 2.6983, loss: 2.6983 +2025-06-25 16:08:46,029 - pyskl - INFO - Epoch [90][3500/3940] lr: 8.665e-03, eta: 1 day, 5:29:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 2.8107, loss: 2.8107 +2025-06-25 16:09:30,361 - pyskl - INFO - Epoch [90][3600/3940] lr: 8.659e-03, eta: 1 day, 5:28:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.8220, loss: 2.8220 +2025-06-25 16:10:14,765 - pyskl - INFO - Epoch [90][3700/3940] lr: 8.653e-03, eta: 1 day, 5:27:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 2.8888, loss: 2.8888 +2025-06-25 16:10:59,200 - pyskl - INFO - Epoch [90][3800/3940] lr: 8.646e-03, eta: 1 day, 5:27:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 2.9262, loss: 2.9262 +2025-06-25 16:11:43,689 - pyskl - INFO - Epoch [90][3900/3940] lr: 8.640e-03, eta: 1 day, 5:26:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9756, loss_cls: 2.9008, loss: 2.9008 +2025-06-25 16:12:01,866 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-06-25 16:30:34,611 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 16:30:35,079 - pyskl - INFO - +top1_acc 0.7884 +top5_acc 0.9595 +2025-06-25 16:30:35,097 - pyskl - INFO - Epoch(val) [90][3183] top1_acc: 0.7884, top5_acc: 0.9595 +2025-06-25 16:31:44,361 - pyskl - INFO - Epoch [91][100/3940] lr: 8.631e-03, eta: 1 day, 5:25:21, time: 0.693, data_time: 0.251, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.8771, loss: 2.8771 +2025-06-25 16:32:28,577 - pyskl - INFO - Epoch [91][200/3940] lr: 8.625e-03, eta: 1 day, 5:24:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9819, loss_cls: 2.7544, loss: 2.7544 +2025-06-25 16:33:12,836 - pyskl - INFO - Epoch [91][300/3940] lr: 8.618e-03, eta: 1 day, 5:23:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9800, loss_cls: 2.6784, loss: 2.6784 +2025-06-25 16:33:57,057 - pyskl - INFO - Epoch [91][400/3940] lr: 8.612e-03, eta: 1 day, 5:23:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9750, loss_cls: 2.7609, loss: 2.7609 +2025-06-25 16:34:41,606 - pyskl - INFO - Epoch [91][500/3940] lr: 8.606e-03, eta: 1 day, 5:22:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.7641, loss: 2.7641 +2025-06-25 16:35:25,910 - pyskl - INFO - Epoch [91][600/3940] lr: 8.599e-03, eta: 1 day, 5:21:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.7540, loss: 2.7540 +2025-06-25 16:36:10,247 - pyskl - INFO - Epoch [91][700/3940] lr: 8.593e-03, eta: 1 day, 5:20:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.7403, loss: 2.7403 +2025-06-25 16:36:54,627 - pyskl - INFO - Epoch [91][800/3940] lr: 8.587e-03, eta: 1 day, 5:20:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 2.8324, loss: 2.8324 +2025-06-25 16:37:38,991 - pyskl - INFO - Epoch [91][900/3940] lr: 8.581e-03, eta: 1 day, 5:19:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9756, loss_cls: 2.9329, loss: 2.9329 +2025-06-25 16:38:23,422 - pyskl - INFO - Epoch [91][1000/3940] lr: 8.574e-03, eta: 1 day, 5:18:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9756, loss_cls: 2.8192, loss: 2.8192 +2025-06-25 16:39:07,834 - pyskl - INFO - Epoch [91][1100/3940] lr: 8.568e-03, eta: 1 day, 5:17:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 2.8554, loss: 2.8554 +2025-06-25 16:39:52,249 - pyskl - INFO - Epoch [91][1200/3940] lr: 8.562e-03, eta: 1 day, 5:17:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.7326, loss: 2.7326 +2025-06-25 16:40:36,608 - pyskl - INFO - Epoch [91][1300/3940] lr: 8.555e-03, eta: 1 day, 5:16:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 2.9134, loss: 2.9134 +2025-06-25 16:41:20,926 - pyskl - INFO - Epoch [91][1400/3940] lr: 8.549e-03, eta: 1 day, 5:15:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9769, loss_cls: 2.7288, loss: 2.7288 +2025-06-25 16:42:05,272 - pyskl - INFO - Epoch [91][1500/3940] lr: 8.543e-03, eta: 1 day, 5:14:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.7642, loss: 2.7642 +2025-06-25 16:42:49,682 - pyskl - INFO - Epoch [91][1600/3940] lr: 8.536e-03, eta: 1 day, 5:14:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.8174, loss: 2.8174 +2025-06-25 16:43:34,096 - pyskl - INFO - Epoch [91][1700/3940] lr: 8.530e-03, eta: 1 day, 5:13:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 2.8306, loss: 2.8306 +2025-06-25 16:44:18,309 - pyskl - INFO - Epoch [91][1800/3940] lr: 8.524e-03, eta: 1 day, 5:12:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.7949, loss: 2.7949 +2025-06-25 16:45:02,685 - pyskl - INFO - Epoch [91][1900/3940] lr: 8.517e-03, eta: 1 day, 5:11:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 2.8843, loss: 2.8843 +2025-06-25 16:45:47,019 - pyskl - INFO - Epoch [91][2000/3940] lr: 8.511e-03, eta: 1 day, 5:11:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9775, loss_cls: 2.7487, loss: 2.7487 +2025-06-25 16:46:31,290 - pyskl - INFO - Epoch [91][2100/3940] lr: 8.505e-03, eta: 1 day, 5:10:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 2.8562, loss: 2.8562 +2025-06-25 16:47:15,748 - pyskl - INFO - Epoch [91][2200/3940] lr: 8.499e-03, eta: 1 day, 5:09:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 2.8323, loss: 2.8323 +2025-06-25 16:48:00,084 - pyskl - INFO - Epoch [91][2300/3940] lr: 8.492e-03, eta: 1 day, 5:08:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.7783, loss: 2.7783 +2025-06-25 16:48:44,390 - pyskl - INFO - Epoch [91][2400/3940] lr: 8.486e-03, eta: 1 day, 5:08:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 2.7448, loss: 2.7448 +2025-06-25 16:49:28,654 - pyskl - INFO - Epoch [91][2500/3940] lr: 8.480e-03, eta: 1 day, 5:07:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 2.8505, loss: 2.8505 +2025-06-25 16:50:12,833 - pyskl - INFO - Epoch [91][2600/3940] lr: 8.473e-03, eta: 1 day, 5:06:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.6740, loss: 2.6740 +2025-06-25 16:50:57,127 - pyskl - INFO - Epoch [91][2700/3940] lr: 8.467e-03, eta: 1 day, 5:05:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9719, loss_cls: 2.9213, loss: 2.9213 +2025-06-25 16:51:41,371 - pyskl - INFO - Epoch [91][2800/3940] lr: 8.461e-03, eta: 1 day, 5:05:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 2.9034, loss: 2.9034 +2025-06-25 16:52:25,617 - pyskl - INFO - Epoch [91][2900/3940] lr: 8.455e-03, eta: 1 day, 5:04:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 2.7397, loss: 2.7397 +2025-06-25 16:53:09,801 - pyskl - INFO - Epoch [91][3000/3940] lr: 8.448e-03, eta: 1 day, 5:03:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 2.6300, loss: 2.6300 +2025-06-25 16:53:54,081 - pyskl - INFO - Epoch [91][3100/3940] lr: 8.442e-03, eta: 1 day, 5:02:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.8473, loss: 2.8473 +2025-06-25 16:54:38,338 - pyskl - INFO - Epoch [91][3200/3940] lr: 8.436e-03, eta: 1 day, 5:02:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 2.9235, loss: 2.9235 +2025-06-25 16:55:22,614 - pyskl - INFO - Epoch [91][3300/3940] lr: 8.429e-03, eta: 1 day, 5:01:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 2.8398, loss: 2.8398 +2025-06-25 16:56:06,894 - pyskl - INFO - Epoch [91][3400/3940] lr: 8.423e-03, eta: 1 day, 5:00:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 2.8069, loss: 2.8069 +2025-06-25 16:56:51,154 - pyskl - INFO - Epoch [91][3500/3940] lr: 8.417e-03, eta: 1 day, 4:59:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9738, loss_cls: 2.7566, loss: 2.7566 +2025-06-25 16:57:35,458 - pyskl - INFO - Epoch [91][3600/3940] lr: 8.411e-03, eta: 1 day, 4:59:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9756, loss_cls: 2.8328, loss: 2.8328 +2025-06-25 16:58:19,704 - pyskl - INFO - Epoch [91][3700/3940] lr: 8.404e-03, eta: 1 day, 4:58:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9762, loss_cls: 2.8007, loss: 2.8007 +2025-06-25 16:59:04,076 - pyskl - INFO - Epoch [91][3800/3940] lr: 8.398e-03, eta: 1 day, 4:57:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9719, loss_cls: 2.7748, loss: 2.7748 +2025-06-25 16:59:48,364 - pyskl - INFO - Epoch [91][3900/3940] lr: 8.392e-03, eta: 1 day, 4:56:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 2.7882, loss: 2.7882 +2025-06-25 17:00:06,422 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-06-25 17:03:30,798 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 17:03:31,256 - pyskl - INFO - +top1_acc 0.7936 +top5_acc 0.9624 +2025-06-25 17:03:31,274 - pyskl - INFO - Epoch(val) [91][3183] top1_acc: 0.7936, top5_acc: 0.9624 +2025-06-25 17:04:41,374 - pyskl - INFO - Epoch [92][100/3940] lr: 8.383e-03, eta: 1 day, 4:55:47, time: 0.701, data_time: 0.257, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.7007, loss: 2.7007 +2025-06-25 17:05:25,822 - pyskl - INFO - Epoch [92][200/3940] lr: 8.377e-03, eta: 1 day, 4:55:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 2.7700, loss: 2.7700 +2025-06-25 17:06:10,229 - pyskl - INFO - Epoch [92][300/3940] lr: 8.370e-03, eta: 1 day, 4:54:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.6786, loss: 2.6786 +2025-06-25 17:06:54,562 - pyskl - INFO - Epoch [92][400/3940] lr: 8.364e-03, eta: 1 day, 4:53:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.8507, loss: 2.8507 +2025-06-25 17:07:39,092 - pyskl - INFO - Epoch [92][500/3940] lr: 8.358e-03, eta: 1 day, 4:52:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9788, loss_cls: 2.7848, loss: 2.7848 +2025-06-25 17:08:23,514 - pyskl - INFO - Epoch [92][600/3940] lr: 8.352e-03, eta: 1 day, 4:52:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9812, loss_cls: 2.7383, loss: 2.7383 +2025-06-25 17:09:08,138 - pyskl - INFO - Epoch [92][700/3940] lr: 8.345e-03, eta: 1 day, 4:51:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9769, loss_cls: 2.6998, loss: 2.6998 +2025-06-25 17:09:52,722 - pyskl - INFO - Epoch [92][800/3940] lr: 8.339e-03, eta: 1 day, 4:50:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 2.7769, loss: 2.7769 +2025-06-25 17:10:37,353 - pyskl - INFO - Epoch [92][900/3940] lr: 8.333e-03, eta: 1 day, 4:49:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9775, loss_cls: 2.8993, loss: 2.8993 +2025-06-25 17:11:21,933 - pyskl - INFO - Epoch [92][1000/3940] lr: 8.327e-03, eta: 1 day, 4:49:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 2.9090, loss: 2.9090 +2025-06-25 17:12:06,441 - pyskl - INFO - Epoch [92][1100/3940] lr: 8.320e-03, eta: 1 day, 4:48:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9775, loss_cls: 2.7370, loss: 2.7370 +2025-06-25 17:12:50,994 - pyskl - INFO - Epoch [92][1200/3940] lr: 8.314e-03, eta: 1 day, 4:47:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 2.7490, loss: 2.7490 +2025-06-25 17:13:35,545 - pyskl - INFO - Epoch [92][1300/3940] lr: 8.308e-03, eta: 1 day, 4:46:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.6888, loss: 2.6888 +2025-06-25 17:14:20,023 - pyskl - INFO - Epoch [92][1400/3940] lr: 8.301e-03, eta: 1 day, 4:46:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.7166, loss: 2.7166 +2025-06-25 17:15:04,423 - pyskl - INFO - Epoch [92][1500/3940] lr: 8.295e-03, eta: 1 day, 4:45:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9775, loss_cls: 2.8093, loss: 2.8093 +2025-06-25 17:15:48,766 - pyskl - INFO - Epoch [92][1600/3940] lr: 8.289e-03, eta: 1 day, 4:44:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 2.8640, loss: 2.8640 +2025-06-25 17:16:33,249 - pyskl - INFO - Epoch [92][1700/3940] lr: 8.283e-03, eta: 1 day, 4:43:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.7639, loss: 2.7639 +2025-06-25 17:17:17,588 - pyskl - INFO - Epoch [92][1800/3940] lr: 8.276e-03, eta: 1 day, 4:43:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9794, loss_cls: 2.7324, loss: 2.7324 +2025-06-25 17:18:01,907 - pyskl - INFO - Epoch [92][1900/3940] lr: 8.270e-03, eta: 1 day, 4:42:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9731, loss_cls: 2.7785, loss: 2.7785 +2025-06-25 17:18:46,317 - pyskl - INFO - Epoch [92][2000/3940] lr: 8.264e-03, eta: 1 day, 4:41:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 2.8088, loss: 2.8088 +2025-06-25 17:19:30,711 - pyskl - INFO - Epoch [92][2100/3940] lr: 8.258e-03, eta: 1 day, 4:40:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9788, loss_cls: 2.7629, loss: 2.7629 +2025-06-25 17:20:15,238 - pyskl - INFO - Epoch [92][2200/3940] lr: 8.251e-03, eta: 1 day, 4:40:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9744, loss_cls: 2.8446, loss: 2.8446 +2025-06-25 17:20:59,725 - pyskl - INFO - Epoch [92][2300/3940] lr: 8.245e-03, eta: 1 day, 4:39:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 2.7873, loss: 2.7873 +2025-06-25 17:21:44,153 - pyskl - INFO - Epoch [92][2400/3940] lr: 8.239e-03, eta: 1 day, 4:38:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.6843, loss: 2.6843 +2025-06-25 17:22:28,549 - pyskl - INFO - Epoch [92][2500/3940] lr: 8.233e-03, eta: 1 day, 4:37:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9762, loss_cls: 2.9245, loss: 2.9245 +2025-06-25 17:23:12,943 - pyskl - INFO - Epoch [92][2600/3940] lr: 8.226e-03, eta: 1 day, 4:37:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 2.7565, loss: 2.7565 +2025-06-25 17:23:57,320 - pyskl - INFO - Epoch [92][2700/3940] lr: 8.220e-03, eta: 1 day, 4:36:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9762, loss_cls: 2.8690, loss: 2.8690 +2025-06-25 17:24:41,838 - pyskl - INFO - Epoch [92][2800/3940] lr: 8.214e-03, eta: 1 day, 4:35:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 2.6684, loss: 2.6684 +2025-06-25 17:25:26,474 - pyskl - INFO - Epoch [92][2900/3940] lr: 8.208e-03, eta: 1 day, 4:34:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 2.7542, loss: 2.7542 +2025-06-25 17:26:11,054 - pyskl - INFO - Epoch [92][3000/3940] lr: 8.202e-03, eta: 1 day, 4:34:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9762, loss_cls: 2.7255, loss: 2.7255 +2025-06-25 17:26:55,604 - pyskl - INFO - Epoch [92][3100/3940] lr: 8.195e-03, eta: 1 day, 4:33:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9762, loss_cls: 2.8306, loss: 2.8306 +2025-06-25 17:27:40,160 - pyskl - INFO - Epoch [92][3200/3940] lr: 8.189e-03, eta: 1 day, 4:32:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9775, loss_cls: 2.7127, loss: 2.7127 +2025-06-25 17:28:24,581 - pyskl - INFO - Epoch [92][3300/3940] lr: 8.183e-03, eta: 1 day, 4:31:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.8599, loss: 2.8599 +2025-06-25 17:29:09,011 - pyskl - INFO - Epoch [92][3400/3940] lr: 8.177e-03, eta: 1 day, 4:31:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 2.8939, loss: 2.8939 +2025-06-25 17:29:53,413 - pyskl - INFO - Epoch [92][3500/3940] lr: 8.170e-03, eta: 1 day, 4:30:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9756, loss_cls: 2.7637, loss: 2.7637 +2025-06-25 17:30:37,768 - pyskl - INFO - Epoch [92][3600/3940] lr: 8.164e-03, eta: 1 day, 4:29:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 2.7989, loss: 2.7989 +2025-06-25 17:31:22,174 - pyskl - INFO - Epoch [92][3700/3940] lr: 8.158e-03, eta: 1 day, 4:28:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.8085, loss: 2.8085 +2025-06-25 17:32:06,468 - pyskl - INFO - Epoch [92][3800/3940] lr: 8.152e-03, eta: 1 day, 4:28:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 2.7680, loss: 2.7680 +2025-06-25 17:32:50,790 - pyskl - INFO - Epoch [92][3900/3940] lr: 8.145e-03, eta: 1 day, 4:27:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 2.7607, loss: 2.7607 +2025-06-25 17:33:08,939 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-06-25 17:36:31,443 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 17:36:31,907 - pyskl - INFO - +top1_acc 0.8026 +top5_acc 0.9616 +2025-06-25 17:36:31,925 - pyskl - INFO - Epoch(val) [92][3183] top1_acc: 0.8026, top5_acc: 0.9616 +2025-06-25 17:37:41,405 - pyskl - INFO - Epoch [93][100/3940] lr: 8.137e-03, eta: 1 day, 4:26:17, time: 0.695, data_time: 0.252, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.7421, loss: 2.7421 +2025-06-25 17:38:25,706 - pyskl - INFO - Epoch [93][200/3940] lr: 8.130e-03, eta: 1 day, 4:25:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.7041, loss: 2.7041 +2025-06-25 17:39:10,067 - pyskl - INFO - Epoch [93][300/3940] lr: 8.124e-03, eta: 1 day, 4:24:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 2.6884, loss: 2.6884 +2025-06-25 17:39:54,483 - pyskl - INFO - Epoch [93][400/3940] lr: 8.118e-03, eta: 1 day, 4:24:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.7373, loss: 2.7373 +2025-06-25 17:40:38,817 - pyskl - INFO - Epoch [93][500/3940] lr: 8.112e-03, eta: 1 day, 4:23:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.6697, loss: 2.6697 +2025-06-25 17:41:23,206 - pyskl - INFO - Epoch [93][600/3940] lr: 8.106e-03, eta: 1 day, 4:22:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 2.7689, loss: 2.7689 +2025-06-25 17:42:07,618 - pyskl - INFO - Epoch [93][700/3940] lr: 8.099e-03, eta: 1 day, 4:21:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.6259, loss: 2.6259 +2025-06-25 17:42:52,031 - pyskl - INFO - Epoch [93][800/3940] lr: 8.093e-03, eta: 1 day, 4:21:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9806, loss_cls: 2.6474, loss: 2.6474 +2025-06-25 17:43:36,525 - pyskl - INFO - Epoch [93][900/3940] lr: 8.087e-03, eta: 1 day, 4:20:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9738, loss_cls: 2.7524, loss: 2.7524 +2025-06-25 17:44:20,938 - pyskl - INFO - Epoch [93][1000/3940] lr: 8.081e-03, eta: 1 day, 4:19:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9781, loss_cls: 2.6404, loss: 2.6404 +2025-06-25 17:45:05,418 - pyskl - INFO - Epoch [93][1100/3940] lr: 8.074e-03, eta: 1 day, 4:18:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 2.8176, loss: 2.8176 +2025-06-25 17:45:49,868 - pyskl - INFO - Epoch [93][1200/3940] lr: 8.068e-03, eta: 1 day, 4:18:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.6549, loss: 2.6549 +2025-06-25 17:46:34,331 - pyskl - INFO - Epoch [93][1300/3940] lr: 8.062e-03, eta: 1 day, 4:17:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 2.7308, loss: 2.7308 +2025-06-25 17:47:18,807 - pyskl - INFO - Epoch [93][1400/3940] lr: 8.056e-03, eta: 1 day, 4:16:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 2.6957, loss: 2.6957 +2025-06-25 17:48:03,238 - pyskl - INFO - Epoch [93][1500/3940] lr: 8.050e-03, eta: 1 day, 4:15:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9750, loss_cls: 2.8418, loss: 2.8418 +2025-06-25 17:48:47,698 - pyskl - INFO - Epoch [93][1600/3940] lr: 8.043e-03, eta: 1 day, 4:15:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9762, loss_cls: 2.7629, loss: 2.7629 +2025-06-25 17:49:32,364 - pyskl - INFO - Epoch [93][1700/3940] lr: 8.037e-03, eta: 1 day, 4:14:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 2.7584, loss: 2.7584 +2025-06-25 17:50:17,184 - pyskl - INFO - Epoch [93][1800/3940] lr: 8.031e-03, eta: 1 day, 4:13:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9762, loss_cls: 2.8363, loss: 2.8363 +2025-06-25 17:51:01,786 - pyskl - INFO - Epoch [93][1900/3940] lr: 8.025e-03, eta: 1 day, 4:12:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 2.6655, loss: 2.6655 +2025-06-25 17:51:46,262 - pyskl - INFO - Epoch [93][2000/3940] lr: 8.019e-03, eta: 1 day, 4:12:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9781, loss_cls: 2.7858, loss: 2.7858 +2025-06-25 17:52:30,675 - pyskl - INFO - Epoch [93][2100/3940] lr: 8.012e-03, eta: 1 day, 4:11:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 2.7543, loss: 2.7543 +2025-06-25 17:53:15,159 - pyskl - INFO - Epoch [93][2200/3940] lr: 8.006e-03, eta: 1 day, 4:10:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9756, loss_cls: 2.8403, loss: 2.8403 +2025-06-25 17:53:59,752 - pyskl - INFO - Epoch [93][2300/3940] lr: 8.000e-03, eta: 1 day, 4:09:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 2.7354, loss: 2.7354 +2025-06-25 17:54:44,185 - pyskl - INFO - Epoch [93][2400/3940] lr: 7.994e-03, eta: 1 day, 4:09:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9812, loss_cls: 2.7137, loss: 2.7137 +2025-06-25 17:55:28,618 - pyskl - INFO - Epoch [93][2500/3940] lr: 7.988e-03, eta: 1 day, 4:08:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9750, loss_cls: 2.7674, loss: 2.7674 +2025-06-25 17:56:13,155 - pyskl - INFO - Epoch [93][2600/3940] lr: 7.981e-03, eta: 1 day, 4:07:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9769, loss_cls: 2.6799, loss: 2.6799 +2025-06-25 17:56:57,538 - pyskl - INFO - Epoch [93][2700/3940] lr: 7.975e-03, eta: 1 day, 4:06:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 2.8014, loss: 2.8014 +2025-06-25 17:57:41,997 - pyskl - INFO - Epoch [93][2800/3940] lr: 7.969e-03, eta: 1 day, 4:06:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 2.7705, loss: 2.7705 +2025-06-25 17:58:26,357 - pyskl - INFO - Epoch [93][2900/3940] lr: 7.963e-03, eta: 1 day, 4:05:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.7285, loss: 2.7285 +2025-06-25 17:59:10,704 - pyskl - INFO - Epoch [93][3000/3940] lr: 7.957e-03, eta: 1 day, 4:04:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9712, loss_cls: 2.9140, loss: 2.9140 +2025-06-25 17:59:55,090 - pyskl - INFO - Epoch [93][3100/3940] lr: 7.950e-03, eta: 1 day, 4:03:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9781, loss_cls: 2.8330, loss: 2.8330 +2025-06-25 18:00:39,492 - pyskl - INFO - Epoch [93][3200/3940] lr: 7.944e-03, eta: 1 day, 4:03:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.6779, loss: 2.6779 +2025-06-25 18:01:23,892 - pyskl - INFO - Epoch [93][3300/3940] lr: 7.938e-03, eta: 1 day, 4:02:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 2.8361, loss: 2.8361 +2025-06-25 18:02:08,219 - pyskl - INFO - Epoch [93][3400/3940] lr: 7.932e-03, eta: 1 day, 4:01:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9769, loss_cls: 2.7405, loss: 2.7405 +2025-06-25 18:02:52,585 - pyskl - INFO - Epoch [93][3500/3940] lr: 7.926e-03, eta: 1 day, 4:00:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.8158, loss: 2.8158 +2025-06-25 18:03:37,068 - pyskl - INFO - Epoch [93][3600/3940] lr: 7.920e-03, eta: 1 day, 4:00:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.7057, loss: 2.7057 +2025-06-25 18:04:21,447 - pyskl - INFO - Epoch [93][3700/3940] lr: 7.913e-03, eta: 1 day, 3:59:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 2.9071, loss: 2.9071 +2025-06-25 18:05:05,829 - pyskl - INFO - Epoch [93][3800/3940] lr: 7.907e-03, eta: 1 day, 3:58:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 2.8549, loss: 2.8549 +2025-06-25 18:05:50,310 - pyskl - INFO - Epoch [93][3900/3940] lr: 7.901e-03, eta: 1 day, 3:57:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 2.8594, loss: 2.8594 +2025-06-25 18:06:08,500 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-06-25 18:09:32,830 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 18:09:33,294 - pyskl - INFO - +top1_acc 0.7980 +top5_acc 0.9657 +2025-06-25 18:09:33,314 - pyskl - INFO - Epoch(val) [93][3183] top1_acc: 0.7980, top5_acc: 0.9657 +2025-06-25 18:10:43,106 - pyskl - INFO - Epoch [94][100/3940] lr: 7.892e-03, eta: 1 day, 3:56:47, time: 0.698, data_time: 0.256, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.6229, loss: 2.6229 +2025-06-25 18:11:27,303 - pyskl - INFO - Epoch [94][200/3940] lr: 7.886e-03, eta: 1 day, 3:56:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9812, loss_cls: 2.6208, loss: 2.6208 +2025-06-25 18:12:11,545 - pyskl - INFO - Epoch [94][300/3940] lr: 7.880e-03, eta: 1 day, 3:55:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.6838, loss: 2.6838 +2025-06-25 18:12:55,837 - pyskl - INFO - Epoch [94][400/3940] lr: 7.874e-03, eta: 1 day, 3:54:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 2.6061, loss: 2.6061 +2025-06-25 18:13:40,108 - pyskl - INFO - Epoch [94][500/3940] lr: 7.868e-03, eta: 1 day, 3:53:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9888, loss_cls: 2.6202, loss: 2.6202 +2025-06-25 18:14:24,514 - pyskl - INFO - Epoch [94][600/3940] lr: 7.861e-03, eta: 1 day, 3:53:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9781, loss_cls: 2.6812, loss: 2.6812 +2025-06-25 18:15:08,936 - pyskl - INFO - Epoch [94][700/3940] lr: 7.855e-03, eta: 1 day, 3:52:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.7932, loss: 2.7932 +2025-06-25 18:15:53,278 - pyskl - INFO - Epoch [94][800/3940] lr: 7.849e-03, eta: 1 day, 3:51:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 2.7267, loss: 2.7267 +2025-06-25 18:16:37,576 - pyskl - INFO - Epoch [94][900/3940] lr: 7.843e-03, eta: 1 day, 3:50:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9788, loss_cls: 2.7878, loss: 2.7878 +2025-06-25 18:17:21,911 - pyskl - INFO - Epoch [94][1000/3940] lr: 7.837e-03, eta: 1 day, 3:50:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.6948, loss: 2.6948 +2025-06-25 18:18:06,394 - pyskl - INFO - Epoch [94][1100/3940] lr: 7.831e-03, eta: 1 day, 3:49:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9756, loss_cls: 2.8267, loss: 2.8267 +2025-06-25 18:18:50,711 - pyskl - INFO - Epoch [94][1200/3940] lr: 7.824e-03, eta: 1 day, 3:48:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9781, loss_cls: 2.7961, loss: 2.7961 +2025-06-25 18:19:34,993 - pyskl - INFO - Epoch [94][1300/3940] lr: 7.818e-03, eta: 1 day, 3:47:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9812, loss_cls: 2.7020, loss: 2.7020 +2025-06-25 18:20:19,211 - pyskl - INFO - Epoch [94][1400/3940] lr: 7.812e-03, eta: 1 day, 3:47:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.6095, loss: 2.6095 +2025-06-25 18:21:03,439 - pyskl - INFO - Epoch [94][1500/3940] lr: 7.806e-03, eta: 1 day, 3:46:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 2.7294, loss: 2.7294 +2025-06-25 18:21:47,661 - pyskl - INFO - Epoch [94][1600/3940] lr: 7.800e-03, eta: 1 day, 3:45:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9775, loss_cls: 2.7081, loss: 2.7081 +2025-06-25 18:22:31,846 - pyskl - INFO - Epoch [94][1700/3940] lr: 7.794e-03, eta: 1 day, 3:44:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.6780, loss: 2.6780 +2025-06-25 18:23:16,051 - pyskl - INFO - Epoch [94][1800/3940] lr: 7.788e-03, eta: 1 day, 3:43:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9781, loss_cls: 2.6988, loss: 2.6988 +2025-06-25 18:24:00,353 - pyskl - INFO - Epoch [94][1900/3940] lr: 7.781e-03, eta: 1 day, 3:43:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 2.6996, loss: 2.6996 +2025-06-25 18:24:44,613 - pyskl - INFO - Epoch [94][2000/3940] lr: 7.775e-03, eta: 1 day, 3:42:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.7131, loss: 2.7131 +2025-06-25 18:25:28,865 - pyskl - INFO - Epoch [94][2100/3940] lr: 7.769e-03, eta: 1 day, 3:41:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9781, loss_cls: 2.7703, loss: 2.7703 +2025-06-25 18:26:13,062 - pyskl - INFO - Epoch [94][2200/3940] lr: 7.763e-03, eta: 1 day, 3:40:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9788, loss_cls: 2.7061, loss: 2.7061 +2025-06-25 18:26:57,549 - pyskl - INFO - Epoch [94][2300/3940] lr: 7.757e-03, eta: 1 day, 3:40:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9700, loss_cls: 2.9408, loss: 2.9408 +2025-06-25 18:27:42,169 - pyskl - INFO - Epoch [94][2400/3940] lr: 7.751e-03, eta: 1 day, 3:39:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9781, loss_cls: 2.7580, loss: 2.7580 +2025-06-25 18:28:26,618 - pyskl - INFO - Epoch [94][2500/3940] lr: 7.744e-03, eta: 1 day, 3:38:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.7304, loss: 2.7304 +2025-06-25 18:29:10,873 - pyskl - INFO - Epoch [94][2600/3940] lr: 7.738e-03, eta: 1 day, 3:37:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.6708, loss: 2.6708 +2025-06-25 18:29:55,026 - pyskl - INFO - Epoch [94][2700/3940] lr: 7.732e-03, eta: 1 day, 3:37:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 2.7261, loss: 2.7261 +2025-06-25 18:30:39,226 - pyskl - INFO - Epoch [94][2800/3940] lr: 7.726e-03, eta: 1 day, 3:36:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 2.8644, loss: 2.8644 +2025-06-25 18:31:23,424 - pyskl - INFO - Epoch [94][2900/3940] lr: 7.720e-03, eta: 1 day, 3:35:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9769, loss_cls: 2.7994, loss: 2.7994 +2025-06-25 18:32:07,646 - pyskl - INFO - Epoch [94][3000/3940] lr: 7.714e-03, eta: 1 day, 3:34:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9819, loss_cls: 2.7542, loss: 2.7542 +2025-06-25 18:32:51,847 - pyskl - INFO - Epoch [94][3100/3940] lr: 7.708e-03, eta: 1 day, 3:34:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 2.8382, loss: 2.8382 +2025-06-25 18:33:36,050 - pyskl - INFO - Epoch [94][3200/3940] lr: 7.701e-03, eta: 1 day, 3:33:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 2.7666, loss: 2.7666 +2025-06-25 18:34:20,282 - pyskl - INFO - Epoch [94][3300/3940] lr: 7.695e-03, eta: 1 day, 3:32:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 2.6399, loss: 2.6399 +2025-06-25 18:35:04,577 - pyskl - INFO - Epoch [94][3400/3940] lr: 7.689e-03, eta: 1 day, 3:31:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 2.6670, loss: 2.6670 +2025-06-25 18:35:48,886 - pyskl - INFO - Epoch [94][3500/3940] lr: 7.683e-03, eta: 1 day, 3:31:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 2.7120, loss: 2.7120 +2025-06-25 18:36:33,140 - pyskl - INFO - Epoch [94][3600/3940] lr: 7.677e-03, eta: 1 day, 3:30:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9881, loss_cls: 2.6584, loss: 2.6584 +2025-06-25 18:37:17,308 - pyskl - INFO - Epoch [94][3700/3940] lr: 7.671e-03, eta: 1 day, 3:29:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.7792, loss: 2.7792 +2025-06-25 18:38:01,544 - pyskl - INFO - Epoch [94][3800/3940] lr: 7.665e-03, eta: 1 day, 3:28:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.7486, loss: 2.7486 +2025-06-25 18:38:45,689 - pyskl - INFO - Epoch [94][3900/3940] lr: 7.659e-03, eta: 1 day, 3:28:11, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9788, loss_cls: 2.6473, loss: 2.6473 +2025-06-25 18:39:03,733 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-06-25 18:42:27,007 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 18:42:27,479 - pyskl - INFO - +top1_acc 0.7737 +top5_acc 0.9515 +2025-06-25 18:42:27,498 - pyskl - INFO - Epoch(val) [94][3183] top1_acc: 0.7737, top5_acc: 0.9515 +2025-06-25 18:43:37,734 - pyskl - INFO - Epoch [95][100/3940] lr: 7.650e-03, eta: 1 day, 3:27:13, time: 0.702, data_time: 0.257, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.6989, loss: 2.6989 +2025-06-25 18:44:22,345 - pyskl - INFO - Epoch [95][200/3940] lr: 7.644e-03, eta: 1 day, 3:26:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.6510, loss: 2.6510 +2025-06-25 18:45:06,915 - pyskl - INFO - Epoch [95][300/3940] lr: 7.638e-03, eta: 1 day, 3:25:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 2.6858, loss: 2.6858 +2025-06-25 18:45:51,107 - pyskl - INFO - Epoch [95][400/3940] lr: 7.632e-03, eta: 1 day, 3:24:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 2.6731, loss: 2.6731 +2025-06-25 18:46:35,414 - pyskl - INFO - Epoch [95][500/3940] lr: 7.626e-03, eta: 1 day, 3:24:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9825, loss_cls: 2.5165, loss: 2.5165 +2025-06-25 18:47:19,941 - pyskl - INFO - Epoch [95][600/3940] lr: 7.619e-03, eta: 1 day, 3:23:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 2.6842, loss: 2.6842 +2025-06-25 18:48:04,335 - pyskl - INFO - Epoch [95][700/3940] lr: 7.613e-03, eta: 1 day, 3:22:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9806, loss_cls: 2.7614, loss: 2.7614 +2025-06-25 18:48:48,704 - pyskl - INFO - Epoch [95][800/3940] lr: 7.607e-03, eta: 1 day, 3:21:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.7582, loss: 2.7582 +2025-06-25 18:49:33,221 - pyskl - INFO - Epoch [95][900/3940] lr: 7.601e-03, eta: 1 day, 3:21:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9794, loss_cls: 2.7490, loss: 2.7490 +2025-06-25 18:50:17,654 - pyskl - INFO - Epoch [95][1000/3940] lr: 7.595e-03, eta: 1 day, 3:20:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9788, loss_cls: 2.6439, loss: 2.6439 +2025-06-25 18:51:02,042 - pyskl - INFO - Epoch [95][1100/3940] lr: 7.589e-03, eta: 1 day, 3:19:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9794, loss_cls: 2.6725, loss: 2.6725 +2025-06-25 18:51:46,507 - pyskl - INFO - Epoch [95][1200/3940] lr: 7.583e-03, eta: 1 day, 3:18:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 2.8384, loss: 2.8384 +2025-06-25 18:52:30,869 - pyskl - INFO - Epoch [95][1300/3940] lr: 7.577e-03, eta: 1 day, 3:18:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.6101, loss: 2.6101 +2025-06-25 18:53:15,405 - pyskl - INFO - Epoch [95][1400/3940] lr: 7.570e-03, eta: 1 day, 3:17:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.6688, loss: 2.6688 +2025-06-25 18:54:00,125 - pyskl - INFO - Epoch [95][1500/3940] lr: 7.564e-03, eta: 1 day, 3:16:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.5688, loss: 2.5688 +2025-06-25 18:54:44,869 - pyskl - INFO - Epoch [95][1600/3940] lr: 7.558e-03, eta: 1 day, 3:15:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.6371, loss: 2.6371 +2025-06-25 18:55:29,628 - pyskl - INFO - Epoch [95][1700/3940] lr: 7.552e-03, eta: 1 day, 3:15:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 2.7146, loss: 2.7146 +2025-06-25 18:56:14,139 - pyskl - INFO - Epoch [95][1800/3940] lr: 7.546e-03, eta: 1 day, 3:14:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.6292, loss: 2.6292 +2025-06-25 18:56:58,606 - pyskl - INFO - Epoch [95][1900/3940] lr: 7.540e-03, eta: 1 day, 3:13:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.7149, loss: 2.7149 +2025-06-25 18:57:43,138 - pyskl - INFO - Epoch [95][2000/3940] lr: 7.534e-03, eta: 1 day, 3:12:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.6980, loss: 2.6980 +2025-06-25 18:58:27,526 - pyskl - INFO - Epoch [95][2100/3940] lr: 7.528e-03, eta: 1 day, 3:12:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.7069, loss: 2.7069 +2025-06-25 18:59:11,937 - pyskl - INFO - Epoch [95][2200/3940] lr: 7.522e-03, eta: 1 day, 3:11:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 2.8248, loss: 2.8248 +2025-06-25 18:59:56,672 - pyskl - INFO - Epoch [95][2300/3940] lr: 7.516e-03, eta: 1 day, 3:10:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 2.6777, loss: 2.6777 +2025-06-25 19:00:41,306 - pyskl - INFO - Epoch [95][2400/3940] lr: 7.510e-03, eta: 1 day, 3:09:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 2.6881, loss: 2.6881 +2025-06-25 19:01:25,692 - pyskl - INFO - Epoch [95][2500/3940] lr: 7.503e-03, eta: 1 day, 3:09:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 2.7922, loss: 2.7922 +2025-06-25 19:02:10,226 - pyskl - INFO - Epoch [95][2600/3940] lr: 7.497e-03, eta: 1 day, 3:08:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9788, loss_cls: 2.6796, loss: 2.6796 +2025-06-25 19:02:54,707 - pyskl - INFO - Epoch [95][2700/3940] lr: 7.491e-03, eta: 1 day, 3:07:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 2.6620, loss: 2.6620 +2025-06-25 19:03:39,289 - pyskl - INFO - Epoch [95][2800/3940] lr: 7.485e-03, eta: 1 day, 3:06:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9794, loss_cls: 2.7385, loss: 2.7385 +2025-06-25 19:04:23,735 - pyskl - INFO - Epoch [95][2900/3940] lr: 7.479e-03, eta: 1 day, 3:06:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9750, loss_cls: 2.7273, loss: 2.7273 +2025-06-25 19:05:08,089 - pyskl - INFO - Epoch [95][3000/3940] lr: 7.473e-03, eta: 1 day, 3:05:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.7082, loss: 2.7082 +2025-06-25 19:05:52,437 - pyskl - INFO - Epoch [95][3100/3940] lr: 7.467e-03, eta: 1 day, 3:04:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.7381, loss: 2.7381 +2025-06-25 19:06:36,866 - pyskl - INFO - Epoch [95][3200/3940] lr: 7.461e-03, eta: 1 day, 3:03:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 2.7256, loss: 2.7256 +2025-06-25 19:07:21,223 - pyskl - INFO - Epoch [95][3300/3940] lr: 7.455e-03, eta: 1 day, 3:03:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 2.7701, loss: 2.7701 +2025-06-25 19:08:05,585 - pyskl - INFO - Epoch [95][3400/3940] lr: 7.449e-03, eta: 1 day, 3:02:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 2.7442, loss: 2.7442 +2025-06-25 19:08:49,950 - pyskl - INFO - Epoch [95][3500/3940] lr: 7.443e-03, eta: 1 day, 3:01:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.5983, loss: 2.5983 +2025-06-25 19:09:34,369 - pyskl - INFO - Epoch [95][3600/3940] lr: 7.436e-03, eta: 1 day, 3:00:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.6916, loss: 2.6916 +2025-06-25 19:10:19,104 - pyskl - INFO - Epoch [95][3700/3940] lr: 7.430e-03, eta: 1 day, 3:00:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9794, loss_cls: 2.7328, loss: 2.7328 +2025-06-25 19:11:03,665 - pyskl - INFO - Epoch [95][3800/3940] lr: 7.424e-03, eta: 1 day, 2:59:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.8842, loss: 2.8842 +2025-06-25 19:11:48,197 - pyskl - INFO - Epoch [95][3900/3940] lr: 7.418e-03, eta: 1 day, 2:58:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9731, loss_cls: 2.6832, loss: 2.6832 +2025-06-25 19:12:06,503 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-06-25 19:31:27,694 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 19:31:28,267 - pyskl - INFO - +top1_acc 0.8191 +top5_acc 0.9711 +2025-06-25 19:31:28,332 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_84.pth was removed +2025-06-25 19:31:29,479 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_95.pth. +2025-06-25 19:31:29,481 - pyskl - INFO - Best top1_acc is 0.8191 at 95 epoch. +2025-06-25 19:31:29,509 - pyskl - INFO - Epoch(val) [95][3183] top1_acc: 0.8191, top5_acc: 0.9711 +2025-06-25 19:32:41,515 - pyskl - INFO - Epoch [96][100/3940] lr: 7.410e-03, eta: 1 day, 2:57:46, time: 0.720, data_time: 0.273, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 2.5642, loss: 2.5642 +2025-06-25 19:33:26,193 - pyskl - INFO - Epoch [96][200/3940] lr: 7.404e-03, eta: 1 day, 2:57:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.6878, loss: 2.6878 +2025-06-25 19:34:10,665 - pyskl - INFO - Epoch [96][300/3940] lr: 7.398e-03, eta: 1 day, 2:56:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9794, loss_cls: 2.6167, loss: 2.6167 +2025-06-25 19:34:55,278 - pyskl - INFO - Epoch [96][400/3940] lr: 7.392e-03, eta: 1 day, 2:55:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.5225, loss: 2.5225 +2025-06-25 19:35:39,869 - pyskl - INFO - Epoch [96][500/3940] lr: 7.386e-03, eta: 1 day, 2:54:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 2.6740, loss: 2.6740 +2025-06-25 19:36:24,269 - pyskl - INFO - Epoch [96][600/3940] lr: 7.379e-03, eta: 1 day, 2:54:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.7955, loss: 2.7955 +2025-06-25 19:37:08,723 - pyskl - INFO - Epoch [96][700/3940] lr: 7.373e-03, eta: 1 day, 2:53:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9775, loss_cls: 2.7239, loss: 2.7239 +2025-06-25 19:37:53,218 - pyskl - INFO - Epoch [96][800/3940] lr: 7.367e-03, eta: 1 day, 2:52:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9794, loss_cls: 2.7158, loss: 2.7158 +2025-06-25 19:38:37,625 - pyskl - INFO - Epoch [96][900/3940] lr: 7.361e-03, eta: 1 day, 2:51:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9744, loss_cls: 2.8266, loss: 2.8266 +2025-06-25 19:39:22,065 - pyskl - INFO - Epoch [96][1000/3940] lr: 7.355e-03, eta: 1 day, 2:51:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9819, loss_cls: 2.5770, loss: 2.5770 +2025-06-25 19:40:06,587 - pyskl - INFO - Epoch [96][1100/3940] lr: 7.349e-03, eta: 1 day, 2:50:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 2.5491, loss: 2.5491 +2025-06-25 19:40:51,012 - pyskl - INFO - Epoch [96][1200/3940] lr: 7.343e-03, eta: 1 day, 2:49:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.5802, loss: 2.5802 +2025-06-25 19:41:35,383 - pyskl - INFO - Epoch [96][1300/3940] lr: 7.337e-03, eta: 1 day, 2:48:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.6777, loss: 2.6777 +2025-06-25 19:42:19,752 - pyskl - INFO - Epoch [96][1400/3940] lr: 7.331e-03, eta: 1 day, 2:48:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9738, loss_cls: 2.8056, loss: 2.8056 +2025-06-25 19:43:04,077 - pyskl - INFO - Epoch [96][1500/3940] lr: 7.325e-03, eta: 1 day, 2:47:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 2.6589, loss: 2.6589 +2025-06-25 19:43:48,467 - pyskl - INFO - Epoch [96][1600/3940] lr: 7.319e-03, eta: 1 day, 2:46:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.7234, loss: 2.7234 +2025-06-25 19:44:32,819 - pyskl - INFO - Epoch [96][1700/3940] lr: 7.313e-03, eta: 1 day, 2:45:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9788, loss_cls: 2.7077, loss: 2.7077 +2025-06-25 19:45:17,245 - pyskl - INFO - Epoch [96][1800/3940] lr: 7.307e-03, eta: 1 day, 2:45:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 2.6964, loss: 2.6964 +2025-06-25 19:46:01,606 - pyskl - INFO - Epoch [96][1900/3940] lr: 7.301e-03, eta: 1 day, 2:44:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 2.7128, loss: 2.7128 +2025-06-25 19:46:46,025 - pyskl - INFO - Epoch [96][2000/3940] lr: 7.295e-03, eta: 1 day, 2:43:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 2.7325, loss: 2.7325 +2025-06-25 19:47:30,401 - pyskl - INFO - Epoch [96][2100/3940] lr: 7.289e-03, eta: 1 day, 2:42:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9769, loss_cls: 2.7312, loss: 2.7312 +2025-06-25 19:48:14,678 - pyskl - INFO - Epoch [96][2200/3940] lr: 7.283e-03, eta: 1 day, 2:42:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9769, loss_cls: 2.7721, loss: 2.7721 +2025-06-25 19:48:58,960 - pyskl - INFO - Epoch [96][2300/3940] lr: 7.277e-03, eta: 1 day, 2:41:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 2.7129, loss: 2.7129 +2025-06-25 19:49:43,408 - pyskl - INFO - Epoch [96][2400/3940] lr: 7.271e-03, eta: 1 day, 2:40:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9812, loss_cls: 2.6428, loss: 2.6428 +2025-06-25 19:50:27,749 - pyskl - INFO - Epoch [96][2500/3940] lr: 7.265e-03, eta: 1 day, 2:39:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9762, loss_cls: 2.7028, loss: 2.7028 +2025-06-25 19:51:12,036 - pyskl - INFO - Epoch [96][2600/3940] lr: 7.259e-03, eta: 1 day, 2:39:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.6242, loss: 2.6242 +2025-06-25 19:51:56,400 - pyskl - INFO - Epoch [96][2700/3940] lr: 7.252e-03, eta: 1 day, 2:38:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.6544, loss: 2.6544 +2025-06-25 19:52:40,771 - pyskl - INFO - Epoch [96][2800/3940] lr: 7.246e-03, eta: 1 day, 2:37:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 2.8424, loss: 2.8424 +2025-06-25 19:53:25,097 - pyskl - INFO - Epoch [96][2900/3940] lr: 7.240e-03, eta: 1 day, 2:36:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9812, loss_cls: 2.7271, loss: 2.7271 +2025-06-25 19:54:09,549 - pyskl - INFO - Epoch [96][3000/3940] lr: 7.234e-03, eta: 1 day, 2:35:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.6316, loss: 2.6316 +2025-06-25 19:54:53,921 - pyskl - INFO - Epoch [96][3100/3940] lr: 7.228e-03, eta: 1 day, 2:35:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 2.6437, loss: 2.6437 +2025-06-25 19:55:38,289 - pyskl - INFO - Epoch [96][3200/3940] lr: 7.222e-03, eta: 1 day, 2:34:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.6926, loss: 2.6926 +2025-06-25 19:56:22,750 - pyskl - INFO - Epoch [96][3300/3940] lr: 7.216e-03, eta: 1 day, 2:33:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.7029, loss: 2.7029 +2025-06-25 19:57:07,265 - pyskl - INFO - Epoch [96][3400/3940] lr: 7.210e-03, eta: 1 day, 2:32:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 2.7283, loss: 2.7283 +2025-06-25 19:57:51,769 - pyskl - INFO - Epoch [96][3500/3940] lr: 7.204e-03, eta: 1 day, 2:32:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9812, loss_cls: 2.7386, loss: 2.7386 +2025-06-25 19:58:36,380 - pyskl - INFO - Epoch [96][3600/3940] lr: 7.198e-03, eta: 1 day, 2:31:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 2.7746, loss: 2.7746 +2025-06-25 19:59:20,699 - pyskl - INFO - Epoch [96][3700/3940] lr: 7.192e-03, eta: 1 day, 2:30:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.6129, loss: 2.6129 +2025-06-25 20:00:05,047 - pyskl - INFO - Epoch [96][3800/3940] lr: 7.186e-03, eta: 1 day, 2:29:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9756, loss_cls: 2.5902, loss: 2.5902 +2025-06-25 20:00:49,316 - pyskl - INFO - Epoch [96][3900/3940] lr: 7.180e-03, eta: 1 day, 2:29:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 2.6562, loss: 2.6562 +2025-06-25 20:01:07,695 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-06-25 20:04:31,310 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 20:04:31,779 - pyskl - INFO - +top1_acc 0.8270 +top5_acc 0.9736 +2025-06-25 20:04:31,842 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_95.pth was removed +2025-06-25 20:04:32,914 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_96.pth. +2025-06-25 20:04:32,916 - pyskl - INFO - Best top1_acc is 0.8270 at 96 epoch. +2025-06-25 20:04:32,934 - pyskl - INFO - Epoch(val) [96][3183] top1_acc: 0.8270, top5_acc: 0.9736 +2025-06-25 20:05:42,876 - pyskl - INFO - Epoch [97][100/3940] lr: 7.172e-03, eta: 1 day, 2:28:15, time: 0.699, data_time: 0.255, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9900, loss_cls: 2.7270, loss: 2.7270 +2025-06-25 20:06:27,334 - pyskl - INFO - Epoch [97][200/3940] lr: 7.166e-03, eta: 1 day, 2:27:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.4831, loss: 2.4831 +2025-06-25 20:07:12,006 - pyskl - INFO - Epoch [97][300/3940] lr: 7.160e-03, eta: 1 day, 2:26:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9856, loss_cls: 2.5188, loss: 2.5188 +2025-06-25 20:07:56,420 - pyskl - INFO - Epoch [97][400/3940] lr: 7.154e-03, eta: 1 day, 2:26:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.6164, loss: 2.6164 +2025-06-25 20:08:40,827 - pyskl - INFO - Epoch [97][500/3940] lr: 7.148e-03, eta: 1 day, 2:25:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.6382, loss: 2.6382 +2025-06-25 20:09:25,338 - pyskl - INFO - Epoch [97][600/3940] lr: 7.142e-03, eta: 1 day, 2:24:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.6458, loss: 2.6458 +2025-06-25 20:10:09,686 - pyskl - INFO - Epoch [97][700/3940] lr: 7.136e-03, eta: 1 day, 2:23:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9800, loss_cls: 2.6410, loss: 2.6410 +2025-06-25 20:10:53,953 - pyskl - INFO - Epoch [97][800/3940] lr: 7.130e-03, eta: 1 day, 2:23:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9844, loss_cls: 2.4620, loss: 2.4620 +2025-06-25 20:11:38,226 - pyskl - INFO - Epoch [97][900/3940] lr: 7.124e-03, eta: 1 day, 2:22:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 2.7232, loss: 2.7232 +2025-06-25 20:12:22,548 - pyskl - INFO - Epoch [97][1000/3940] lr: 7.118e-03, eta: 1 day, 2:21:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.7259, loss: 2.7259 +2025-06-25 20:13:06,926 - pyskl - INFO - Epoch [97][1100/3940] lr: 7.112e-03, eta: 1 day, 2:20:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 2.8073, loss: 2.8073 +2025-06-25 20:13:51,203 - pyskl - INFO - Epoch [97][1200/3940] lr: 7.106e-03, eta: 1 day, 2:20:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9788, loss_cls: 2.7480, loss: 2.7480 +2025-06-25 20:14:35,496 - pyskl - INFO - Epoch [97][1300/3940] lr: 7.100e-03, eta: 1 day, 2:19:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.6659, loss: 2.6659 +2025-06-25 20:15:19,746 - pyskl - INFO - Epoch [97][1400/3940] lr: 7.094e-03, eta: 1 day, 2:18:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.6089, loss: 2.6089 +2025-06-25 20:16:03,995 - pyskl - INFO - Epoch [97][1500/3940] lr: 7.088e-03, eta: 1 day, 2:17:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9806, loss_cls: 2.6395, loss: 2.6395 +2025-06-25 20:16:48,240 - pyskl - INFO - Epoch [97][1600/3940] lr: 7.082e-03, eta: 1 day, 2:16:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 2.7692, loss: 2.7692 +2025-06-25 20:17:32,570 - pyskl - INFO - Epoch [97][1700/3940] lr: 7.076e-03, eta: 1 day, 2:16:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9738, loss_cls: 2.8399, loss: 2.8399 +2025-06-25 20:18:16,857 - pyskl - INFO - Epoch [97][1800/3940] lr: 7.070e-03, eta: 1 day, 2:15:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.7484, loss: 2.7484 +2025-06-25 20:19:01,054 - pyskl - INFO - Epoch [97][1900/3940] lr: 7.064e-03, eta: 1 day, 2:14:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.6882, loss: 2.6882 +2025-06-25 20:19:45,077 - pyskl - INFO - Epoch [97][2000/3940] lr: 7.058e-03, eta: 1 day, 2:13:59, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9812, loss_cls: 2.5484, loss: 2.5484 +2025-06-25 20:20:29,308 - pyskl - INFO - Epoch [97][2100/3940] lr: 7.052e-03, eta: 1 day, 2:13:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.5492, loss: 2.5492 +2025-06-25 20:21:13,493 - pyskl - INFO - Epoch [97][2200/3940] lr: 7.046e-03, eta: 1 day, 2:12:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.6942, loss: 2.6942 +2025-06-25 20:21:57,759 - pyskl - INFO - Epoch [97][2300/3940] lr: 7.040e-03, eta: 1 day, 2:11:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 2.6312, loss: 2.6312 +2025-06-25 20:22:42,026 - pyskl - INFO - Epoch [97][2400/3940] lr: 7.034e-03, eta: 1 day, 2:10:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.5610, loss: 2.5610 +2025-06-25 20:23:26,208 - pyskl - INFO - Epoch [97][2500/3940] lr: 7.028e-03, eta: 1 day, 2:10:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9788, loss_cls: 2.7527, loss: 2.7527 +2025-06-25 20:24:10,460 - pyskl - INFO - Epoch [97][2600/3940] lr: 7.022e-03, eta: 1 day, 2:09:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 2.6670, loss: 2.6670 +2025-06-25 20:24:54,719 - pyskl - INFO - Epoch [97][2700/3940] lr: 7.016e-03, eta: 1 day, 2:08:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.6809, loss: 2.6809 +2025-06-25 20:25:38,998 - pyskl - INFO - Epoch [97][2800/3940] lr: 7.010e-03, eta: 1 day, 2:07:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 2.6679, loss: 2.6679 +2025-06-25 20:26:23,282 - pyskl - INFO - Epoch [97][2900/3940] lr: 7.004e-03, eta: 1 day, 2:07:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.6506, loss: 2.6506 +2025-06-25 20:27:07,611 - pyskl - INFO - Epoch [97][3000/3940] lr: 6.998e-03, eta: 1 day, 2:06:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9894, loss_cls: 2.6349, loss: 2.6349 +2025-06-25 20:27:52,262 - pyskl - INFO - Epoch [97][3100/3940] lr: 6.992e-03, eta: 1 day, 2:05:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9806, loss_cls: 2.6723, loss: 2.6723 +2025-06-25 20:28:36,758 - pyskl - INFO - Epoch [97][3200/3940] lr: 6.986e-03, eta: 1 day, 2:04:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 2.6921, loss: 2.6921 +2025-06-25 20:29:21,138 - pyskl - INFO - Epoch [97][3300/3940] lr: 6.980e-03, eta: 1 day, 2:04:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 2.7287, loss: 2.7287 +2025-06-25 20:30:05,622 - pyskl - INFO - Epoch [97][3400/3940] lr: 6.974e-03, eta: 1 day, 2:03:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.7618, loss: 2.7618 +2025-06-25 20:30:49,916 - pyskl - INFO - Epoch [97][3500/3940] lr: 6.968e-03, eta: 1 day, 2:02:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9769, loss_cls: 2.7907, loss: 2.7907 +2025-06-25 20:31:34,573 - pyskl - INFO - Epoch [97][3600/3940] lr: 6.962e-03, eta: 1 day, 2:01:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9719, loss_cls: 2.7198, loss: 2.7198 +2025-06-25 20:32:19,087 - pyskl - INFO - Epoch [97][3700/3940] lr: 6.956e-03, eta: 1 day, 2:01:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9794, loss_cls: 2.7010, loss: 2.7010 +2025-06-25 20:33:03,490 - pyskl - INFO - Epoch [97][3800/3940] lr: 6.950e-03, eta: 1 day, 2:00:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.6783, loss: 2.6783 +2025-06-25 20:33:47,788 - pyskl - INFO - Epoch [97][3900/3940] lr: 6.945e-03, eta: 1 day, 1:59:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9794, loss_cls: 2.6499, loss: 2.6499 +2025-06-25 20:34:05,904 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-06-25 20:37:28,951 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 20:37:29,423 - pyskl - INFO - +top1_acc 0.8206 +top5_acc 0.9704 +2025-06-25 20:37:29,443 - pyskl - INFO - Epoch(val) [97][3183] top1_acc: 0.8206, top5_acc: 0.9704 +2025-06-25 20:38:39,605 - pyskl - INFO - Epoch [98][100/3940] lr: 6.936e-03, eta: 1 day, 1:58:44, time: 0.702, data_time: 0.259, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.7089, loss: 2.7089 +2025-06-25 20:39:23,835 - pyskl - INFO - Epoch [98][200/3940] lr: 6.930e-03, eta: 1 day, 1:57:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.5997, loss: 2.5997 +2025-06-25 20:40:08,117 - pyskl - INFO - Epoch [98][300/3940] lr: 6.924e-03, eta: 1 day, 1:57:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 2.6678, loss: 2.6678 +2025-06-25 20:40:52,436 - pyskl - INFO - Epoch [98][400/3940] lr: 6.918e-03, eta: 1 day, 1:56:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9825, loss_cls: 2.6192, loss: 2.6192 +2025-06-25 20:41:36,723 - pyskl - INFO - Epoch [98][500/3940] lr: 6.912e-03, eta: 1 day, 1:55:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 2.5784, loss: 2.5784 +2025-06-25 20:42:20,960 - pyskl - INFO - Epoch [98][600/3940] lr: 6.906e-03, eta: 1 day, 1:54:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.5509, loss: 2.5509 +2025-06-25 20:43:05,254 - pyskl - INFO - Epoch [98][700/3940] lr: 6.900e-03, eta: 1 day, 1:54:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 2.5594, loss: 2.5594 +2025-06-25 20:43:49,518 - pyskl - INFO - Epoch [98][800/3940] lr: 6.895e-03, eta: 1 day, 1:53:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 2.5973, loss: 2.5973 +2025-06-25 20:44:33,741 - pyskl - INFO - Epoch [98][900/3940] lr: 6.889e-03, eta: 1 day, 1:52:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9762, loss_cls: 2.6030, loss: 2.6030 +2025-06-25 20:45:17,956 - pyskl - INFO - Epoch [98][1000/3940] lr: 6.883e-03, eta: 1 day, 1:51:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.7152, loss: 2.7152 +2025-06-25 20:46:02,086 - pyskl - INFO - Epoch [98][1100/3940] lr: 6.877e-03, eta: 1 day, 1:51:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.7220, loss: 2.7220 +2025-06-25 20:46:46,197 - pyskl - INFO - Epoch [98][1200/3940] lr: 6.871e-03, eta: 1 day, 1:50:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9831, loss_cls: 2.6334, loss: 2.6334 +2025-06-25 20:47:30,384 - pyskl - INFO - Epoch [98][1300/3940] lr: 6.865e-03, eta: 1 day, 1:49:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 2.7710, loss: 2.7710 +2025-06-25 20:48:14,711 - pyskl - INFO - Epoch [98][1400/3940] lr: 6.859e-03, eta: 1 day, 1:48:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9819, loss_cls: 2.5958, loss: 2.5958 +2025-06-25 20:48:58,945 - pyskl - INFO - Epoch [98][1500/3940] lr: 6.853e-03, eta: 1 day, 1:48:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9819, loss_cls: 2.5932, loss: 2.5932 +2025-06-25 20:49:43,160 - pyskl - INFO - Epoch [98][1600/3940] lr: 6.847e-03, eta: 1 day, 1:47:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.6154, loss: 2.6154 +2025-06-25 20:50:27,430 - pyskl - INFO - Epoch [98][1700/3940] lr: 6.841e-03, eta: 1 day, 1:46:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.6353, loss: 2.6353 +2025-06-25 20:51:11,817 - pyskl - INFO - Epoch [98][1800/3940] lr: 6.835e-03, eta: 1 day, 1:45:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 2.7518, loss: 2.7518 +2025-06-25 20:51:56,027 - pyskl - INFO - Epoch [98][1900/3940] lr: 6.829e-03, eta: 1 day, 1:45:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9756, loss_cls: 2.7618, loss: 2.7618 +2025-06-25 20:52:40,435 - pyskl - INFO - Epoch [98][2000/3940] lr: 6.823e-03, eta: 1 day, 1:44:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.7607, loss: 2.7607 +2025-06-25 20:53:24,739 - pyskl - INFO - Epoch [98][2100/3940] lr: 6.817e-03, eta: 1 day, 1:43:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 2.7565, loss: 2.7565 +2025-06-25 20:54:09,144 - pyskl - INFO - Epoch [98][2200/3940] lr: 6.812e-03, eta: 1 day, 1:42:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9788, loss_cls: 2.5817, loss: 2.5817 +2025-06-25 20:54:53,395 - pyskl - INFO - Epoch [98][2300/3940] lr: 6.806e-03, eta: 1 day, 1:42:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.4867, loss: 2.4867 +2025-06-25 20:55:37,654 - pyskl - INFO - Epoch [98][2400/3940] lr: 6.800e-03, eta: 1 day, 1:41:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.6787, loss: 2.6787 +2025-06-25 20:56:21,874 - pyskl - INFO - Epoch [98][2500/3940] lr: 6.794e-03, eta: 1 day, 1:40:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.6624, loss: 2.6624 +2025-06-25 20:57:06,152 - pyskl - INFO - Epoch [98][2600/3940] lr: 6.788e-03, eta: 1 day, 1:39:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.5477, loss: 2.5477 +2025-06-25 20:57:50,453 - pyskl - INFO - Epoch [98][2700/3940] lr: 6.782e-03, eta: 1 day, 1:39:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.5681, loss: 2.5681 +2025-06-25 20:58:34,850 - pyskl - INFO - Epoch [98][2800/3940] lr: 6.776e-03, eta: 1 day, 1:38:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 2.6846, loss: 2.6846 +2025-06-25 20:59:19,195 - pyskl - INFO - Epoch [98][2900/3940] lr: 6.770e-03, eta: 1 day, 1:37:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 2.8376, loss: 2.8376 +2025-06-25 21:00:03,626 - pyskl - INFO - Epoch [98][3000/3940] lr: 6.764e-03, eta: 1 day, 1:36:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9794, loss_cls: 2.6399, loss: 2.6399 +2025-06-25 21:00:48,220 - pyskl - INFO - Epoch [98][3100/3940] lr: 6.758e-03, eta: 1 day, 1:36:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 2.5079, loss: 2.5079 +2025-06-25 21:01:32,571 - pyskl - INFO - Epoch [98][3200/3940] lr: 6.752e-03, eta: 1 day, 1:35:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.6483, loss: 2.6483 +2025-06-25 21:02:17,010 - pyskl - INFO - Epoch [98][3300/3940] lr: 6.747e-03, eta: 1 day, 1:34:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 2.6181, loss: 2.6181 +2025-06-25 21:03:01,416 - pyskl - INFO - Epoch [98][3400/3940] lr: 6.741e-03, eta: 1 day, 1:33:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9794, loss_cls: 2.6857, loss: 2.6857 +2025-06-25 21:03:45,836 - pyskl - INFO - Epoch [98][3500/3940] lr: 6.735e-03, eta: 1 day, 1:33:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.6527, loss: 2.6527 +2025-06-25 21:04:30,265 - pyskl - INFO - Epoch [98][3600/3940] lr: 6.729e-03, eta: 1 day, 1:32:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 2.7401, loss: 2.7401 +2025-06-25 21:05:14,676 - pyskl - INFO - Epoch [98][3700/3940] lr: 6.723e-03, eta: 1 day, 1:31:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 2.6493, loss: 2.6493 +2025-06-25 21:05:59,141 - pyskl - INFO - Epoch [98][3800/3940] lr: 6.717e-03, eta: 1 day, 1:30:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.6347, loss: 2.6347 +2025-06-25 21:06:43,491 - pyskl - INFO - Epoch [98][3900/3940] lr: 6.711e-03, eta: 1 day, 1:30:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9806, loss_cls: 2.6274, loss: 2.6274 +2025-06-25 21:07:01,537 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-06-25 21:10:26,606 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 21:10:27,114 - pyskl - INFO - +top1_acc 0.8134 +top5_acc 0.9661 +2025-06-25 21:10:27,135 - pyskl - INFO - Epoch(val) [98][3183] top1_acc: 0.8134, top5_acc: 0.9661 +2025-06-25 21:11:37,089 - pyskl - INFO - Epoch [99][100/3940] lr: 6.703e-03, eta: 1 day, 1:29:12, time: 0.699, data_time: 0.257, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.6402, loss: 2.6402 +2025-06-25 21:12:21,461 - pyskl - INFO - Epoch [99][200/3940] lr: 6.697e-03, eta: 1 day, 1:28:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.5259, loss: 2.5259 +2025-06-25 21:13:05,816 - pyskl - INFO - Epoch [99][300/3940] lr: 6.691e-03, eta: 1 day, 1:27:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9869, loss_cls: 2.4865, loss: 2.4865 +2025-06-25 21:13:50,308 - pyskl - INFO - Epoch [99][400/3940] lr: 6.685e-03, eta: 1 day, 1:26:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9794, loss_cls: 2.6837, loss: 2.6837 +2025-06-25 21:14:34,688 - pyskl - INFO - Epoch [99][500/3940] lr: 6.679e-03, eta: 1 day, 1:26:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 2.4583, loss: 2.4583 +2025-06-25 21:15:19,213 - pyskl - INFO - Epoch [99][600/3940] lr: 6.674e-03, eta: 1 day, 1:25:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.5662, loss: 2.5662 +2025-06-25 21:16:03,611 - pyskl - INFO - Epoch [99][700/3940] lr: 6.668e-03, eta: 1 day, 1:24:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.4673, loss: 2.4673 +2025-06-25 21:16:48,119 - pyskl - INFO - Epoch [99][800/3940] lr: 6.662e-03, eta: 1 day, 1:23:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9831, loss_cls: 2.6039, loss: 2.6039 +2025-06-25 21:17:32,440 - pyskl - INFO - Epoch [99][900/3940] lr: 6.656e-03, eta: 1 day, 1:23:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9769, loss_cls: 2.6906, loss: 2.6906 +2025-06-25 21:18:16,801 - pyskl - INFO - Epoch [99][1000/3940] lr: 6.650e-03, eta: 1 day, 1:22:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9788, loss_cls: 2.6183, loss: 2.6183 +2025-06-25 21:19:01,314 - pyskl - INFO - Epoch [99][1100/3940] lr: 6.644e-03, eta: 1 day, 1:21:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.6438, loss: 2.6438 +2025-06-25 21:19:45,751 - pyskl - INFO - Epoch [99][1200/3940] lr: 6.638e-03, eta: 1 day, 1:20:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.5287, loss: 2.5287 +2025-06-25 21:20:30,154 - pyskl - INFO - Epoch [99][1300/3940] lr: 6.632e-03, eta: 1 day, 1:20:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.5919, loss: 2.5919 +2025-06-25 21:21:14,639 - pyskl - INFO - Epoch [99][1400/3940] lr: 6.627e-03, eta: 1 day, 1:19:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9769, loss_cls: 2.6725, loss: 2.6725 +2025-06-25 21:21:59,005 - pyskl - INFO - Epoch [99][1500/3940] lr: 6.621e-03, eta: 1 day, 1:18:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9819, loss_cls: 2.5384, loss: 2.5384 +2025-06-25 21:22:43,448 - pyskl - INFO - Epoch [99][1600/3940] lr: 6.615e-03, eta: 1 day, 1:17:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.6160, loss: 2.6160 +2025-06-25 21:23:27,893 - pyskl - INFO - Epoch [99][1700/3940] lr: 6.609e-03, eta: 1 day, 1:17:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.5891, loss: 2.5891 +2025-06-25 21:24:12,356 - pyskl - INFO - Epoch [99][1800/3940] lr: 6.603e-03, eta: 1 day, 1:16:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.5788, loss: 2.5788 +2025-06-25 21:24:56,674 - pyskl - INFO - Epoch [99][1900/3940] lr: 6.597e-03, eta: 1 day, 1:15:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9838, loss_cls: 2.5157, loss: 2.5157 +2025-06-25 21:25:41,022 - pyskl - INFO - Epoch [99][2000/3940] lr: 6.591e-03, eta: 1 day, 1:14:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.7320, loss: 2.7320 +2025-06-25 21:26:25,430 - pyskl - INFO - Epoch [99][2100/3940] lr: 6.586e-03, eta: 1 day, 1:14:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 2.6606, loss: 2.6606 +2025-06-25 21:27:09,789 - pyskl - INFO - Epoch [99][2200/3940] lr: 6.580e-03, eta: 1 day, 1:13:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9800, loss_cls: 2.5888, loss: 2.5888 +2025-06-25 21:27:54,084 - pyskl - INFO - Epoch [99][2300/3940] lr: 6.574e-03, eta: 1 day, 1:12:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 2.7016, loss: 2.7016 +2025-06-25 21:28:38,433 - pyskl - INFO - Epoch [99][2400/3940] lr: 6.568e-03, eta: 1 day, 1:11:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9781, loss_cls: 2.7199, loss: 2.7199 +2025-06-25 21:29:22,792 - pyskl - INFO - Epoch [99][2500/3940] lr: 6.562e-03, eta: 1 day, 1:11:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9800, loss_cls: 2.6630, loss: 2.6630 +2025-06-25 21:30:07,166 - pyskl - INFO - Epoch [99][2600/3940] lr: 6.556e-03, eta: 1 day, 1:10:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9800, loss_cls: 2.7200, loss: 2.7200 +2025-06-25 21:30:51,921 - pyskl - INFO - Epoch [99][2700/3940] lr: 6.550e-03, eta: 1 day, 1:09:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 2.6353, loss: 2.6353 +2025-06-25 21:31:36,509 - pyskl - INFO - Epoch [99][2800/3940] lr: 6.545e-03, eta: 1 day, 1:08:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9744, loss_cls: 2.6914, loss: 2.6914 +2025-06-25 21:32:20,842 - pyskl - INFO - Epoch [99][2900/3940] lr: 6.539e-03, eta: 1 day, 1:08:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9838, loss_cls: 2.4998, loss: 2.4998 +2025-06-25 21:33:05,248 - pyskl - INFO - Epoch [99][3000/3940] lr: 6.533e-03, eta: 1 day, 1:07:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.6168, loss: 2.6168 +2025-06-25 21:33:49,603 - pyskl - INFO - Epoch [99][3100/3940] lr: 6.527e-03, eta: 1 day, 1:06:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 2.6685, loss: 2.6685 +2025-06-25 21:34:34,010 - pyskl - INFO - Epoch [99][3200/3940] lr: 6.521e-03, eta: 1 day, 1:05:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.4698, loss: 2.4698 +2025-06-25 21:35:18,474 - pyskl - INFO - Epoch [99][3300/3940] lr: 6.515e-03, eta: 1 day, 1:05:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 2.7076, loss: 2.7076 +2025-06-25 21:36:02,848 - pyskl - INFO - Epoch [99][3400/3940] lr: 6.510e-03, eta: 1 day, 1:04:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 2.5754, loss: 2.5754 +2025-06-25 21:36:47,156 - pyskl - INFO - Epoch [99][3500/3940] lr: 6.504e-03, eta: 1 day, 1:03:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.7010, loss: 2.7010 +2025-06-25 21:37:31,504 - pyskl - INFO - Epoch [99][3600/3940] lr: 6.498e-03, eta: 1 day, 1:02:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 2.5838, loss: 2.5838 +2025-06-25 21:38:15,894 - pyskl - INFO - Epoch [99][3700/3940] lr: 6.492e-03, eta: 1 day, 1:02:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.5840, loss: 2.5840 +2025-06-25 21:39:00,258 - pyskl - INFO - Epoch [99][3800/3940] lr: 6.486e-03, eta: 1 day, 1:01:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 2.6501, loss: 2.6501 +2025-06-25 21:39:44,592 - pyskl - INFO - Epoch [99][3900/3940] lr: 6.480e-03, eta: 1 day, 1:00:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.6058, loss: 2.6058 +2025-06-25 21:40:02,649 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-06-25 21:43:26,285 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 21:43:26,764 - pyskl - INFO - +top1_acc 0.8207 +top5_acc 0.9698 +2025-06-25 21:43:26,784 - pyskl - INFO - Epoch(val) [99][3183] top1_acc: 0.8207, top5_acc: 0.9698 +2025-06-25 21:44:38,059 - pyskl - INFO - Epoch [100][100/3940] lr: 6.472e-03, eta: 1 day, 0:59:44, time: 0.713, data_time: 0.270, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.5322, loss: 2.5322 +2025-06-25 21:45:22,309 - pyskl - INFO - Epoch [100][200/3940] lr: 6.466e-03, eta: 1 day, 0:58:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9838, loss_cls: 2.4728, loss: 2.4728 +2025-06-25 21:46:06,694 - pyskl - INFO - Epoch [100][300/3940] lr: 6.461e-03, eta: 1 day, 0:58:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 2.5419, loss: 2.5419 +2025-06-25 21:46:51,239 - pyskl - INFO - Epoch [100][400/3940] lr: 6.455e-03, eta: 1 day, 0:57:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.6268, loss: 2.6268 +2025-06-25 21:47:35,591 - pyskl - INFO - Epoch [100][500/3940] lr: 6.449e-03, eta: 1 day, 0:56:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.5699, loss: 2.5699 +2025-06-25 21:48:19,933 - pyskl - INFO - Epoch [100][600/3940] lr: 6.443e-03, eta: 1 day, 0:55:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9800, loss_cls: 2.5933, loss: 2.5933 +2025-06-25 21:49:04,316 - pyskl - INFO - Epoch [100][700/3940] lr: 6.437e-03, eta: 1 day, 0:55:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9825, loss_cls: 2.5555, loss: 2.5555 +2025-06-25 21:49:48,564 - pyskl - INFO - Epoch [100][800/3940] lr: 6.432e-03, eta: 1 day, 0:54:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 2.5465, loss: 2.5465 +2025-06-25 21:50:32,916 - pyskl - INFO - Epoch [100][900/3940] lr: 6.426e-03, eta: 1 day, 0:53:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9806, loss_cls: 2.5750, loss: 2.5750 +2025-06-25 21:51:17,188 - pyskl - INFO - Epoch [100][1000/3940] lr: 6.420e-03, eta: 1 day, 0:52:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9838, loss_cls: 2.4912, loss: 2.4912 +2025-06-25 21:52:01,556 - pyskl - INFO - Epoch [100][1100/3940] lr: 6.414e-03, eta: 1 day, 0:52:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9819, loss_cls: 2.4922, loss: 2.4922 +2025-06-25 21:52:45,840 - pyskl - INFO - Epoch [100][1200/3940] lr: 6.408e-03, eta: 1 day, 0:51:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.4953, loss: 2.4953 +2025-06-25 21:53:30,078 - pyskl - INFO - Epoch [100][1300/3940] lr: 6.403e-03, eta: 1 day, 0:50:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.5053, loss: 2.5053 +2025-06-25 21:54:14,460 - pyskl - INFO - Epoch [100][1400/3940] lr: 6.397e-03, eta: 1 day, 0:49:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.5872, loss: 2.5872 +2025-06-25 21:54:58,854 - pyskl - INFO - Epoch [100][1500/3940] lr: 6.391e-03, eta: 1 day, 0:49:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9838, loss_cls: 2.4546, loss: 2.4546 +2025-06-25 21:55:43,307 - pyskl - INFO - Epoch [100][1600/3940] lr: 6.385e-03, eta: 1 day, 0:48:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9825, loss_cls: 2.6293, loss: 2.6293 +2025-06-25 21:56:27,586 - pyskl - INFO - Epoch [100][1700/3940] lr: 6.379e-03, eta: 1 day, 0:47:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9919, loss_cls: 2.5900, loss: 2.5900 +2025-06-25 21:57:11,924 - pyskl - INFO - Epoch [100][1800/3940] lr: 6.374e-03, eta: 1 day, 0:46:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9844, loss_cls: 2.5573, loss: 2.5573 +2025-06-25 21:57:56,272 - pyskl - INFO - Epoch [100][1900/3940] lr: 6.368e-03, eta: 1 day, 0:46:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 2.5367, loss: 2.5367 +2025-06-25 21:58:40,661 - pyskl - INFO - Epoch [100][2000/3940] lr: 6.362e-03, eta: 1 day, 0:45:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.6374, loss: 2.6374 +2025-06-25 21:59:25,153 - pyskl - INFO - Epoch [100][2100/3940] lr: 6.356e-03, eta: 1 day, 0:44:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 2.6244, loss: 2.6244 +2025-06-25 22:00:09,759 - pyskl - INFO - Epoch [100][2200/3940] lr: 6.350e-03, eta: 1 day, 0:43:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9831, loss_cls: 2.5391, loss: 2.5391 +2025-06-25 22:00:54,104 - pyskl - INFO - Epoch [100][2300/3940] lr: 6.345e-03, eta: 1 day, 0:43:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.5460, loss: 2.5460 +2025-06-25 22:01:38,573 - pyskl - INFO - Epoch [100][2400/3940] lr: 6.339e-03, eta: 1 day, 0:42:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 2.5862, loss: 2.5862 +2025-06-25 22:02:22,891 - pyskl - INFO - Epoch [100][2500/3940] lr: 6.333e-03, eta: 1 day, 0:41:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.6535, loss: 2.6535 +2025-06-25 22:03:06,877 - pyskl - INFO - Epoch [100][2600/3940] lr: 6.327e-03, eta: 1 day, 0:40:58, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.5334, loss: 2.5334 +2025-06-25 22:03:51,140 - pyskl - INFO - Epoch [100][2700/3940] lr: 6.322e-03, eta: 1 day, 0:40:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9788, loss_cls: 2.6367, loss: 2.6367 +2025-06-25 22:04:35,324 - pyskl - INFO - Epoch [100][2800/3940] lr: 6.316e-03, eta: 1 day, 0:39:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.5701, loss: 2.5701 +2025-06-25 22:05:19,624 - pyskl - INFO - Epoch [100][2900/3940] lr: 6.310e-03, eta: 1 day, 0:38:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 2.6775, loss: 2.6775 +2025-06-25 22:06:03,922 - pyskl - INFO - Epoch [100][3000/3940] lr: 6.304e-03, eta: 1 day, 0:37:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9788, loss_cls: 2.6395, loss: 2.6395 +2025-06-25 22:06:48,345 - pyskl - INFO - Epoch [100][3100/3940] lr: 6.298e-03, eta: 1 day, 0:37:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.5579, loss: 2.5579 +2025-06-25 22:07:32,913 - pyskl - INFO - Epoch [100][3200/3940] lr: 6.293e-03, eta: 1 day, 0:36:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9819, loss_cls: 2.6337, loss: 2.6337 +2025-06-25 22:08:17,150 - pyskl - INFO - Epoch [100][3300/3940] lr: 6.287e-03, eta: 1 day, 0:35:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 2.6388, loss: 2.6388 +2025-06-25 22:09:01,435 - pyskl - INFO - Epoch [100][3400/3940] lr: 6.281e-03, eta: 1 day, 0:34:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9756, loss_cls: 2.7448, loss: 2.7448 +2025-06-25 22:09:45,970 - pyskl - INFO - Epoch [100][3500/3940] lr: 6.275e-03, eta: 1 day, 0:34:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.6276, loss: 2.6276 +2025-06-25 22:10:30,554 - pyskl - INFO - Epoch [100][3600/3940] lr: 6.270e-03, eta: 1 day, 0:33:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.6425, loss: 2.6425 +2025-06-25 22:11:14,951 - pyskl - INFO - Epoch [100][3700/3940] lr: 6.264e-03, eta: 1 day, 0:32:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.5441, loss: 2.5441 +2025-06-25 22:11:59,199 - pyskl - INFO - Epoch [100][3800/3940] lr: 6.258e-03, eta: 1 day, 0:31:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9831, loss_cls: 2.5565, loss: 2.5565 +2025-06-25 22:12:43,579 - pyskl - INFO - Epoch [100][3900/3940] lr: 6.252e-03, eta: 1 day, 0:31:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.7364, loss: 2.7364 +2025-06-25 22:13:01,806 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-06-25 22:31:08,457 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 22:31:08,928 - pyskl - INFO - +top1_acc 0.8058 +top5_acc 0.9679 +2025-06-25 22:31:08,948 - pyskl - INFO - Epoch(val) [100][3183] top1_acc: 0.8058, top5_acc: 0.9679 +2025-06-25 22:32:18,183 - pyskl - INFO - Epoch [101][100/3940] lr: 6.244e-03, eta: 1 day, 0:30:13, time: 0.692, data_time: 0.251, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 2.6093, loss: 2.6093 +2025-06-25 22:33:02,410 - pyskl - INFO - Epoch [101][200/3940] lr: 6.239e-03, eta: 1 day, 0:29:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 2.4888, loss: 2.4888 +2025-06-25 22:33:46,651 - pyskl - INFO - Epoch [101][300/3940] lr: 6.233e-03, eta: 1 day, 0:28:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9912, loss_cls: 2.4874, loss: 2.4874 +2025-06-25 22:34:30,852 - pyskl - INFO - Epoch [101][400/3940] lr: 6.227e-03, eta: 1 day, 0:27:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.5328, loss: 2.5328 +2025-06-25 22:35:15,208 - pyskl - INFO - Epoch [101][500/3940] lr: 6.221e-03, eta: 1 day, 0:27:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9838, loss_cls: 2.5487, loss: 2.5487 +2025-06-25 22:35:59,423 - pyskl - INFO - Epoch [101][600/3940] lr: 6.216e-03, eta: 1 day, 0:26:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9919, loss_cls: 2.5735, loss: 2.5735 +2025-06-25 22:36:43,672 - pyskl - INFO - Epoch [101][700/3940] lr: 6.210e-03, eta: 1 day, 0:25:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9819, loss_cls: 2.5364, loss: 2.5364 +2025-06-25 22:37:27,919 - pyskl - INFO - Epoch [101][800/3940] lr: 6.204e-03, eta: 1 day, 0:24:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.4709, loss: 2.4709 +2025-06-25 22:38:12,260 - pyskl - INFO - Epoch [101][900/3940] lr: 6.198e-03, eta: 1 day, 0:24:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9800, loss_cls: 2.5989, loss: 2.5989 +2025-06-25 22:38:56,625 - pyskl - INFO - Epoch [101][1000/3940] lr: 6.193e-03, eta: 1 day, 0:23:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.5861, loss: 2.5861 +2025-06-25 22:39:41,257 - pyskl - INFO - Epoch [101][1100/3940] lr: 6.187e-03, eta: 1 day, 0:22:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9788, loss_cls: 2.5868, loss: 2.5868 +2025-06-25 22:40:25,640 - pyskl - INFO - Epoch [101][1200/3940] lr: 6.181e-03, eta: 1 day, 0:21:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.4877, loss: 2.4877 +2025-06-25 22:41:09,961 - pyskl - INFO - Epoch [101][1300/3940] lr: 6.175e-03, eta: 1 day, 0:21:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.4982, loss: 2.4982 +2025-06-25 22:41:54,173 - pyskl - INFO - Epoch [101][1400/3940] lr: 6.170e-03, eta: 1 day, 0:20:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9806, loss_cls: 2.5601, loss: 2.5601 +2025-06-25 22:42:38,567 - pyskl - INFO - Epoch [101][1500/3940] lr: 6.164e-03, eta: 1 day, 0:19:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9819, loss_cls: 2.5704, loss: 2.5704 +2025-06-25 22:43:23,464 - pyskl - INFO - Epoch [101][1600/3940] lr: 6.158e-03, eta: 1 day, 0:18:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 2.4894, loss: 2.4894 +2025-06-25 22:44:08,076 - pyskl - INFO - Epoch [101][1700/3940] lr: 6.152e-03, eta: 1 day, 0:18:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 2.5335, loss: 2.5335 +2025-06-25 22:44:52,471 - pyskl - INFO - Epoch [101][1800/3940] lr: 6.147e-03, eta: 1 day, 0:17:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 2.4733, loss: 2.4733 +2025-06-25 22:45:36,913 - pyskl - INFO - Epoch [101][1900/3940] lr: 6.141e-03, eta: 1 day, 0:16:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 2.5182, loss: 2.5182 +2025-06-25 22:46:21,293 - pyskl - INFO - Epoch [101][2000/3940] lr: 6.135e-03, eta: 1 day, 0:15:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.5570, loss: 2.5570 +2025-06-25 22:47:05,750 - pyskl - INFO - Epoch [101][2100/3940] lr: 6.130e-03, eta: 1 day, 0:15:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.5735, loss: 2.5735 +2025-06-25 22:47:50,248 - pyskl - INFO - Epoch [101][2200/3940] lr: 6.124e-03, eta: 1 day, 0:14:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 2.7637, loss: 2.7637 +2025-06-25 22:48:34,752 - pyskl - INFO - Epoch [101][2300/3940] lr: 6.118e-03, eta: 1 day, 0:13:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.4409, loss: 2.4409 +2025-06-25 22:49:19,262 - pyskl - INFO - Epoch [101][2400/3940] lr: 6.112e-03, eta: 1 day, 0:12:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.4489, loss: 2.4489 +2025-06-25 22:50:03,718 - pyskl - INFO - Epoch [101][2500/3940] lr: 6.107e-03, eta: 1 day, 0:12:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.4876, loss: 2.4876 +2025-06-25 22:50:48,315 - pyskl - INFO - Epoch [101][2600/3940] lr: 6.101e-03, eta: 1 day, 0:11:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9794, loss_cls: 2.5333, loss: 2.5333 +2025-06-25 22:51:33,107 - pyskl - INFO - Epoch [101][2700/3940] lr: 6.095e-03, eta: 1 day, 0:10:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9769, loss_cls: 2.5889, loss: 2.5889 +2025-06-25 22:52:17,826 - pyskl - INFO - Epoch [101][2800/3940] lr: 6.090e-03, eta: 1 day, 0:09:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 2.6737, loss: 2.6737 +2025-06-25 22:53:02,438 - pyskl - INFO - Epoch [101][2900/3940] lr: 6.084e-03, eta: 1 day, 0:09:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9825, loss_cls: 2.6293, loss: 2.6293 +2025-06-25 22:53:46,810 - pyskl - INFO - Epoch [101][3000/3940] lr: 6.078e-03, eta: 1 day, 0:08:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 2.5401, loss: 2.5401 +2025-06-25 22:54:31,257 - pyskl - INFO - Epoch [101][3100/3940] lr: 6.073e-03, eta: 1 day, 0:07:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.6503, loss: 2.6503 +2025-06-25 22:55:15,645 - pyskl - INFO - Epoch [101][3200/3940] lr: 6.067e-03, eta: 1 day, 0:06:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.4948, loss: 2.4948 +2025-06-25 22:55:59,999 - pyskl - INFO - Epoch [101][3300/3940] lr: 6.061e-03, eta: 1 day, 0:06:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.5217, loss: 2.5217 +2025-06-25 22:56:44,303 - pyskl - INFO - Epoch [101][3400/3940] lr: 6.055e-03, eta: 1 day, 0:05:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9806, loss_cls: 2.6799, loss: 2.6799 +2025-06-25 22:57:28,626 - pyskl - INFO - Epoch [101][3500/3940] lr: 6.050e-03, eta: 1 day, 0:04:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9794, loss_cls: 2.6196, loss: 2.6196 +2025-06-25 22:58:12,937 - pyskl - INFO - Epoch [101][3600/3940] lr: 6.044e-03, eta: 1 day, 0:03:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9794, loss_cls: 2.6172, loss: 2.6172 +2025-06-25 22:58:57,226 - pyskl - INFO - Epoch [101][3700/3940] lr: 6.038e-03, eta: 1 day, 0:03:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9844, loss_cls: 2.5282, loss: 2.5282 +2025-06-25 22:59:41,572 - pyskl - INFO - Epoch [101][3800/3940] lr: 6.033e-03, eta: 1 day, 0:02:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9794, loss_cls: 2.6310, loss: 2.6310 +2025-06-25 23:00:25,935 - pyskl - INFO - Epoch [101][3900/3940] lr: 6.027e-03, eta: 1 day, 0:01:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.5995, loss: 2.5995 +2025-06-25 23:00:43,993 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-06-25 23:04:07,683 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 23:04:08,233 - pyskl - INFO - +top1_acc 0.7986 +top5_acc 0.9602 +2025-06-25 23:04:08,254 - pyskl - INFO - Epoch(val) [101][3183] top1_acc: 0.7986, top5_acc: 0.9602 +2025-06-25 23:05:18,238 - pyskl - INFO - Epoch [102][100/3940] lr: 6.019e-03, eta: 1 day, 0:00:44, time: 0.700, data_time: 0.258, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.4879, loss: 2.4879 +2025-06-25 23:06:02,484 - pyskl - INFO - Epoch [102][200/3940] lr: 6.013e-03, eta: 23:59:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.4945, loss: 2.4945 +2025-06-25 23:06:46,745 - pyskl - INFO - Epoch [102][300/3940] lr: 6.008e-03, eta: 23:59:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.4388, loss: 2.4388 +2025-06-25 23:07:30,913 - pyskl - INFO - Epoch [102][400/3940] lr: 6.002e-03, eta: 23:58:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.4113, loss: 2.4113 +2025-06-25 23:08:15,186 - pyskl - INFO - Epoch [102][500/3940] lr: 5.996e-03, eta: 23:57:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.5248, loss: 2.5248 +2025-06-25 23:08:59,625 - pyskl - INFO - Epoch [102][600/3940] lr: 5.991e-03, eta: 23:56:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9831, loss_cls: 2.4722, loss: 2.4722 +2025-06-25 23:09:43,979 - pyskl - INFO - Epoch [102][700/3940] lr: 5.985e-03, eta: 23:56:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 2.4127, loss: 2.4127 +2025-06-25 23:10:28,302 - pyskl - INFO - Epoch [102][800/3940] lr: 5.979e-03, eta: 23:55:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 2.5190, loss: 2.5190 +2025-06-25 23:11:12,576 - pyskl - INFO - Epoch [102][900/3940] lr: 5.974e-03, eta: 23:54:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9788, loss_cls: 2.5633, loss: 2.5633 +2025-06-25 23:11:56,772 - pyskl - INFO - Epoch [102][1000/3940] lr: 5.968e-03, eta: 23:53:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.4736, loss: 2.4736 +2025-06-25 23:12:41,267 - pyskl - INFO - Epoch [102][1100/3940] lr: 5.962e-03, eta: 23:53:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.4540, loss: 2.4540 +2025-06-25 23:13:25,549 - pyskl - INFO - Epoch [102][1200/3940] lr: 5.957e-03, eta: 23:52:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.5748, loss: 2.5748 +2025-06-25 23:14:09,778 - pyskl - INFO - Epoch [102][1300/3940] lr: 5.951e-03, eta: 23:51:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.5351, loss: 2.5351 +2025-06-25 23:14:53,952 - pyskl - INFO - Epoch [102][1400/3940] lr: 5.945e-03, eta: 23:50:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9850, loss_cls: 2.3987, loss: 2.3987 +2025-06-25 23:15:38,154 - pyskl - INFO - Epoch [102][1500/3940] lr: 5.940e-03, eta: 23:50:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 2.5213, loss: 2.5213 +2025-06-25 23:16:22,375 - pyskl - INFO - Epoch [102][1600/3940] lr: 5.934e-03, eta: 23:49:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9788, loss_cls: 2.5944, loss: 2.5944 +2025-06-25 23:17:06,651 - pyskl - INFO - Epoch [102][1700/3940] lr: 5.928e-03, eta: 23:48:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 2.5234, loss: 2.5234 +2025-06-25 23:17:50,926 - pyskl - INFO - Epoch [102][1800/3940] lr: 5.923e-03, eta: 23:47:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 2.5240, loss: 2.5240 +2025-06-25 23:18:35,203 - pyskl - INFO - Epoch [102][1900/3940] lr: 5.917e-03, eta: 23:47:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.5262, loss: 2.5262 +2025-06-25 23:19:19,554 - pyskl - INFO - Epoch [102][2000/3940] lr: 5.911e-03, eta: 23:46:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.4724, loss: 2.4724 +2025-06-25 23:20:03,900 - pyskl - INFO - Epoch [102][2100/3940] lr: 5.906e-03, eta: 23:45:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.5998, loss: 2.5998 +2025-06-25 23:20:48,170 - pyskl - INFO - Epoch [102][2200/3940] lr: 5.900e-03, eta: 23:44:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.5536, loss: 2.5536 +2025-06-25 23:21:32,508 - pyskl - INFO - Epoch [102][2300/3940] lr: 5.894e-03, eta: 23:44:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.4708, loss: 2.4708 +2025-06-25 23:22:16,777 - pyskl - INFO - Epoch [102][2400/3940] lr: 5.889e-03, eta: 23:43:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.4634, loss: 2.4634 +2025-06-25 23:23:01,010 - pyskl - INFO - Epoch [102][2500/3940] lr: 5.883e-03, eta: 23:42:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9788, loss_cls: 2.5754, loss: 2.5754 +2025-06-25 23:23:45,226 - pyskl - INFO - Epoch [102][2600/3940] lr: 5.878e-03, eta: 23:41:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.5890, loss: 2.5890 +2025-06-25 23:24:29,476 - pyskl - INFO - Epoch [102][2700/3940] lr: 5.872e-03, eta: 23:41:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 2.5786, loss: 2.5786 +2025-06-25 23:25:13,814 - pyskl - INFO - Epoch [102][2800/3940] lr: 5.866e-03, eta: 23:40:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.6453, loss: 2.6453 +2025-06-25 23:25:58,465 - pyskl - INFO - Epoch [102][2900/3940] lr: 5.861e-03, eta: 23:39:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9812, loss_cls: 2.5930, loss: 2.5930 +2025-06-25 23:26:42,871 - pyskl - INFO - Epoch [102][3000/3940] lr: 5.855e-03, eta: 23:38:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.5022, loss: 2.5022 +2025-06-25 23:27:27,243 - pyskl - INFO - Epoch [102][3100/3940] lr: 5.849e-03, eta: 23:38:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9812, loss_cls: 2.5962, loss: 2.5962 +2025-06-25 23:28:11,629 - pyskl - INFO - Epoch [102][3200/3940] lr: 5.844e-03, eta: 23:37:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.5275, loss: 2.5275 +2025-06-25 23:28:56,144 - pyskl - INFO - Epoch [102][3300/3940] lr: 5.838e-03, eta: 23:36:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.5645, loss: 2.5645 +2025-06-25 23:29:40,543 - pyskl - INFO - Epoch [102][3400/3940] lr: 5.833e-03, eta: 23:35:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9769, loss_cls: 2.6277, loss: 2.6277 +2025-06-25 23:30:25,173 - pyskl - INFO - Epoch [102][3500/3940] lr: 5.827e-03, eta: 23:35:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 2.5535, loss: 2.5535 +2025-06-25 23:31:09,517 - pyskl - INFO - Epoch [102][3600/3940] lr: 5.821e-03, eta: 23:34:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 2.5074, loss: 2.5074 +2025-06-25 23:31:53,835 - pyskl - INFO - Epoch [102][3700/3940] lr: 5.816e-03, eta: 23:33:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9831, loss_cls: 2.5017, loss: 2.5017 +2025-06-25 23:32:38,198 - pyskl - INFO - Epoch [102][3800/3940] lr: 5.810e-03, eta: 23:32:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.4956, loss: 2.4956 +2025-06-25 23:33:22,533 - pyskl - INFO - Epoch [102][3900/3940] lr: 5.804e-03, eta: 23:32:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.5187, loss: 2.5187 +2025-06-25 23:33:40,627 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-06-25 23:37:03,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 23:37:04,091 - pyskl - INFO - +top1_acc 0.7504 +top5_acc 0.9457 +2025-06-25 23:37:04,109 - pyskl - INFO - Epoch(val) [102][3183] top1_acc: 0.7504, top5_acc: 0.9457 +2025-06-25 23:38:14,006 - pyskl - INFO - Epoch [103][100/3940] lr: 5.797e-03, eta: 23:31:14, time: 0.699, data_time: 0.256, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.5911, loss: 2.5911 +2025-06-25 23:38:58,370 - pyskl - INFO - Epoch [103][200/3940] lr: 5.791e-03, eta: 23:30:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.4225, loss: 2.4225 +2025-06-25 23:39:42,669 - pyskl - INFO - Epoch [103][300/3940] lr: 5.785e-03, eta: 23:29:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.5461, loss: 2.5461 +2025-06-25 23:40:26,999 - pyskl - INFO - Epoch [103][400/3940] lr: 5.780e-03, eta: 23:28:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9925, loss_cls: 2.4746, loss: 2.4746 +2025-06-25 23:41:11,371 - pyskl - INFO - Epoch [103][500/3940] lr: 5.774e-03, eta: 23:28:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9844, loss_cls: 2.4792, loss: 2.4792 +2025-06-25 23:41:55,769 - pyskl - INFO - Epoch [103][600/3940] lr: 5.769e-03, eta: 23:27:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 2.4901, loss: 2.4901 +2025-06-25 23:42:40,060 - pyskl - INFO - Epoch [103][700/3940] lr: 5.763e-03, eta: 23:26:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 2.5529, loss: 2.5529 +2025-06-25 23:43:24,359 - pyskl - INFO - Epoch [103][800/3940] lr: 5.757e-03, eta: 23:25:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.5104, loss: 2.5104 +2025-06-25 23:44:08,529 - pyskl - INFO - Epoch [103][900/3940] lr: 5.752e-03, eta: 23:25:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9838, loss_cls: 2.4961, loss: 2.4961 +2025-06-25 23:44:52,712 - pyskl - INFO - Epoch [103][1000/3940] lr: 5.746e-03, eta: 23:24:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.4591, loss: 2.4591 +2025-06-25 23:45:36,901 - pyskl - INFO - Epoch [103][1100/3940] lr: 5.741e-03, eta: 23:23:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9812, loss_cls: 2.5062, loss: 2.5062 +2025-06-25 23:46:21,201 - pyskl - INFO - Epoch [103][1200/3940] lr: 5.735e-03, eta: 23:22:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.6197, loss: 2.6197 +2025-06-25 23:47:05,609 - pyskl - INFO - Epoch [103][1300/3940] lr: 5.729e-03, eta: 23:22:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 2.4015, loss: 2.4015 +2025-06-25 23:47:49,971 - pyskl - INFO - Epoch [103][1400/3940] lr: 5.724e-03, eta: 23:21:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.4011, loss: 2.4011 +2025-06-25 23:48:34,495 - pyskl - INFO - Epoch [103][1500/3940] lr: 5.718e-03, eta: 23:20:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 2.4864, loss: 2.4864 +2025-06-25 23:49:18,855 - pyskl - INFO - Epoch [103][1600/3940] lr: 5.713e-03, eta: 23:19:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.3456, loss: 2.3456 +2025-06-25 23:50:03,277 - pyskl - INFO - Epoch [103][1700/3940] lr: 5.707e-03, eta: 23:19:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.5260, loss: 2.5260 +2025-06-25 23:50:47,662 - pyskl - INFO - Epoch [103][1800/3940] lr: 5.702e-03, eta: 23:18:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.5696, loss: 2.5696 +2025-06-25 23:51:32,075 - pyskl - INFO - Epoch [103][1900/3940] lr: 5.696e-03, eta: 23:17:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.5467, loss: 2.5467 +2025-06-25 23:52:16,452 - pyskl - INFO - Epoch [103][2000/3940] lr: 5.690e-03, eta: 23:16:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 2.4840, loss: 2.4840 +2025-06-25 23:53:00,790 - pyskl - INFO - Epoch [103][2100/3940] lr: 5.685e-03, eta: 23:16:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9856, loss_cls: 2.4917, loss: 2.4917 +2025-06-25 23:53:45,215 - pyskl - INFO - Epoch [103][2200/3940] lr: 5.679e-03, eta: 23:15:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.4585, loss: 2.4585 +2025-06-25 23:54:29,650 - pyskl - INFO - Epoch [103][2300/3940] lr: 5.674e-03, eta: 23:14:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9831, loss_cls: 2.5463, loss: 2.5463 +2025-06-25 23:55:14,046 - pyskl - INFO - Epoch [103][2400/3940] lr: 5.668e-03, eta: 23:13:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9850, loss_cls: 2.4071, loss: 2.4071 +2025-06-25 23:55:58,391 - pyskl - INFO - Epoch [103][2500/3940] lr: 5.663e-03, eta: 23:13:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.4652, loss: 2.4652 +2025-06-25 23:56:42,569 - pyskl - INFO - Epoch [103][2600/3940] lr: 5.657e-03, eta: 23:12:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 2.4947, loss: 2.4947 +2025-06-25 23:57:26,794 - pyskl - INFO - Epoch [103][2700/3940] lr: 5.651e-03, eta: 23:11:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.5411, loss: 2.5411 +2025-06-25 23:58:10,971 - pyskl - INFO - Epoch [103][2800/3940] lr: 5.646e-03, eta: 23:10:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 2.5963, loss: 2.5963 +2025-06-25 23:58:55,194 - pyskl - INFO - Epoch [103][2900/3940] lr: 5.640e-03, eta: 23:10:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9831, loss_cls: 2.5593, loss: 2.5593 +2025-06-25 23:59:39,396 - pyskl - INFO - Epoch [103][3000/3940] lr: 5.635e-03, eta: 23:09:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9794, loss_cls: 2.5181, loss: 2.5181 +2025-06-26 00:00:23,652 - pyskl - INFO - Epoch [103][3100/3940] lr: 5.629e-03, eta: 23:08:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9831, loss_cls: 2.5220, loss: 2.5220 +2025-06-26 00:01:08,042 - pyskl - INFO - Epoch [103][3200/3940] lr: 5.624e-03, eta: 23:07:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.5523, loss: 2.5523 +2025-06-26 00:01:52,425 - pyskl - INFO - Epoch [103][3300/3940] lr: 5.618e-03, eta: 23:07:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.4974, loss: 2.4974 +2025-06-26 00:02:36,707 - pyskl - INFO - Epoch [103][3400/3940] lr: 5.613e-03, eta: 23:06:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 2.4743, loss: 2.4743 +2025-06-26 00:03:21,013 - pyskl - INFO - Epoch [103][3500/3940] lr: 5.607e-03, eta: 23:05:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.5351, loss: 2.5351 +2025-06-26 00:04:05,318 - pyskl - INFO - Epoch [103][3600/3940] lr: 5.601e-03, eta: 23:04:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 2.5196, loss: 2.5196 +2025-06-26 00:04:49,750 - pyskl - INFO - Epoch [103][3700/3940] lr: 5.596e-03, eta: 23:04:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 2.5937, loss: 2.5937 +2025-06-26 00:05:34,131 - pyskl - INFO - Epoch [103][3800/3940] lr: 5.590e-03, eta: 23:03:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.5550, loss: 2.5550 +2025-06-26 00:06:18,532 - pyskl - INFO - Epoch [103][3900/3940] lr: 5.585e-03, eta: 23:02:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.6445, loss: 2.6445 +2025-06-26 00:06:36,645 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-06-26 00:10:00,317 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 00:10:00,781 - pyskl - INFO - +top1_acc 0.8156 +top5_acc 0.9701 +2025-06-26 00:10:00,799 - pyskl - INFO - Epoch(val) [103][3183] top1_acc: 0.8156, top5_acc: 0.9701 +2025-06-26 00:11:09,842 - pyskl - INFO - Epoch [104][100/3940] lr: 5.577e-03, eta: 23:01:44, time: 0.690, data_time: 0.249, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.3222, loss: 2.3222 +2025-06-26 00:11:54,048 - pyskl - INFO - Epoch [104][200/3940] lr: 5.572e-03, eta: 23:00:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.4293, loss: 2.4293 +2025-06-26 00:12:38,250 - pyskl - INFO - Epoch [104][300/3940] lr: 5.566e-03, eta: 23:00:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.4361, loss: 2.4361 +2025-06-26 00:13:22,492 - pyskl - INFO - Epoch [104][400/3940] lr: 5.561e-03, eta: 22:59:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.4921, loss: 2.4921 +2025-06-26 00:14:06,716 - pyskl - INFO - Epoch [104][500/3940] lr: 5.555e-03, eta: 22:58:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9862, loss_cls: 2.3254, loss: 2.3254 +2025-06-26 00:14:50,988 - pyskl - INFO - Epoch [104][600/3940] lr: 5.549e-03, eta: 22:57:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.4472, loss: 2.4472 +2025-06-26 00:15:35,248 - pyskl - INFO - Epoch [104][700/3940] lr: 5.544e-03, eta: 22:57:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.4921, loss: 2.4921 +2025-06-26 00:16:19,562 - pyskl - INFO - Epoch [104][800/3940] lr: 5.538e-03, eta: 22:56:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.4060, loss: 2.4060 +2025-06-26 00:17:03,939 - pyskl - INFO - Epoch [104][900/3940] lr: 5.533e-03, eta: 22:55:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.4991, loss: 2.4991 +2025-06-26 00:17:48,326 - pyskl - INFO - Epoch [104][1000/3940] lr: 5.527e-03, eta: 22:54:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 2.4877, loss: 2.4877 +2025-06-26 00:18:32,625 - pyskl - INFO - Epoch [104][1100/3940] lr: 5.522e-03, eta: 22:54:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.4946, loss: 2.4946 +2025-06-26 00:19:16,957 - pyskl - INFO - Epoch [104][1200/3940] lr: 5.516e-03, eta: 22:53:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9838, loss_cls: 2.4862, loss: 2.4862 +2025-06-26 00:20:01,186 - pyskl - INFO - Epoch [104][1300/3940] lr: 5.511e-03, eta: 22:52:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 2.4215, loss: 2.4215 +2025-06-26 00:20:45,444 - pyskl - INFO - Epoch [104][1400/3940] lr: 5.505e-03, eta: 22:51:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9844, loss_cls: 2.4864, loss: 2.4864 +2025-06-26 00:21:29,646 - pyskl - INFO - Epoch [104][1500/3940] lr: 5.500e-03, eta: 22:51:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9856, loss_cls: 2.4136, loss: 2.4136 +2025-06-26 00:22:13,993 - pyskl - INFO - Epoch [104][1600/3940] lr: 5.494e-03, eta: 22:50:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.4031, loss: 2.4031 +2025-06-26 00:22:58,383 - pyskl - INFO - Epoch [104][1700/3940] lr: 5.489e-03, eta: 22:49:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.4181, loss: 2.4181 +2025-06-26 00:23:42,774 - pyskl - INFO - Epoch [104][1800/3940] lr: 5.483e-03, eta: 22:48:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9850, loss_cls: 2.3951, loss: 2.3951 +2025-06-26 00:24:27,163 - pyskl - INFO - Epoch [104][1900/3940] lr: 5.478e-03, eta: 22:48:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.5054, loss: 2.5054 +2025-06-26 00:25:11,456 - pyskl - INFO - Epoch [104][2000/3940] lr: 5.472e-03, eta: 22:47:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.4613, loss: 2.4613 +2025-06-26 00:25:55,965 - pyskl - INFO - Epoch [104][2100/3940] lr: 5.467e-03, eta: 22:46:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.4638, loss: 2.4638 +2025-06-26 00:26:40,527 - pyskl - INFO - Epoch [104][2200/3940] lr: 5.461e-03, eta: 22:45:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9838, loss_cls: 2.5508, loss: 2.5508 +2025-06-26 00:27:24,915 - pyskl - INFO - Epoch [104][2300/3940] lr: 5.456e-03, eta: 22:45:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.4744, loss: 2.4744 +2025-06-26 00:28:09,336 - pyskl - INFO - Epoch [104][2400/3940] lr: 5.450e-03, eta: 22:44:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.4931, loss: 2.4931 +2025-06-26 00:28:53,736 - pyskl - INFO - Epoch [104][2500/3940] lr: 5.445e-03, eta: 22:43:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.5549, loss: 2.5549 +2025-06-26 00:29:38,162 - pyskl - INFO - Epoch [104][2600/3940] lr: 5.439e-03, eta: 22:42:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9844, loss_cls: 2.4346, loss: 2.4346 +2025-06-26 00:30:22,562 - pyskl - INFO - Epoch [104][2700/3940] lr: 5.434e-03, eta: 22:42:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.4631, loss: 2.4631 +2025-06-26 00:31:07,016 - pyskl - INFO - Epoch [104][2800/3940] lr: 5.428e-03, eta: 22:41:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 2.5303, loss: 2.5303 +2025-06-26 00:31:51,368 - pyskl - INFO - Epoch [104][2900/3940] lr: 5.423e-03, eta: 22:40:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.5234, loss: 2.5234 +2025-06-26 00:32:35,719 - pyskl - INFO - Epoch [104][3000/3940] lr: 5.418e-03, eta: 22:39:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.4720, loss: 2.4720 +2025-06-26 00:33:20,117 - pyskl - INFO - Epoch [104][3100/3940] lr: 5.412e-03, eta: 22:39:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.3787, loss: 2.3787 +2025-06-26 00:34:04,450 - pyskl - INFO - Epoch [104][3200/3940] lr: 5.407e-03, eta: 22:38:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9838, loss_cls: 2.6090, loss: 2.6090 +2025-06-26 00:34:48,802 - pyskl - INFO - Epoch [104][3300/3940] lr: 5.401e-03, eta: 22:37:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.4872, loss: 2.4872 +2025-06-26 00:35:33,252 - pyskl - INFO - Epoch [104][3400/3940] lr: 5.396e-03, eta: 22:36:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9812, loss_cls: 2.4674, loss: 2.4674 +2025-06-26 00:36:17,566 - pyskl - INFO - Epoch [104][3500/3940] lr: 5.390e-03, eta: 22:36:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.4754, loss: 2.4754 +2025-06-26 00:37:01,784 - pyskl - INFO - Epoch [104][3600/3940] lr: 5.385e-03, eta: 22:35:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9800, loss_cls: 2.5280, loss: 2.5280 +2025-06-26 00:37:45,992 - pyskl - INFO - Epoch [104][3700/3940] lr: 5.379e-03, eta: 22:34:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 2.5102, loss: 2.5102 +2025-06-26 00:38:30,204 - pyskl - INFO - Epoch [104][3800/3940] lr: 5.374e-03, eta: 22:33:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9812, loss_cls: 2.4640, loss: 2.4640 +2025-06-26 00:39:14,505 - pyskl - INFO - Epoch [104][3900/3940] lr: 5.368e-03, eta: 22:33:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9844, loss_cls: 2.4142, loss: 2.4142 +2025-06-26 00:39:32,559 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-06-26 00:42:55,925 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 00:42:56,390 - pyskl - INFO - +top1_acc 0.7955 +top5_acc 0.9632 +2025-06-26 00:42:56,410 - pyskl - INFO - Epoch(val) [104][3183] top1_acc: 0.7955, top5_acc: 0.9632 +2025-06-26 00:44:06,146 - pyskl - INFO - Epoch [105][100/3940] lr: 5.361e-03, eta: 22:32:14, time: 0.697, data_time: 0.254, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 2.4140, loss: 2.4140 +2025-06-26 00:44:50,421 - pyskl - INFO - Epoch [105][200/3940] lr: 5.355e-03, eta: 22:31:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.4911, loss: 2.4911 +2025-06-26 00:45:34,740 - pyskl - INFO - Epoch [105][300/3940] lr: 5.350e-03, eta: 22:30:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9838, loss_cls: 2.4118, loss: 2.4118 +2025-06-26 00:46:19,175 - pyskl - INFO - Epoch [105][400/3940] lr: 5.344e-03, eta: 22:29:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 2.4628, loss: 2.4628 +2025-06-26 00:47:03,600 - pyskl - INFO - Epoch [105][500/3940] lr: 5.339e-03, eta: 22:29:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.4272, loss: 2.4272 +2025-06-26 00:47:48,009 - pyskl - INFO - Epoch [105][600/3940] lr: 5.333e-03, eta: 22:28:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.4593, loss: 2.4593 +2025-06-26 00:48:32,391 - pyskl - INFO - Epoch [105][700/3940] lr: 5.328e-03, eta: 22:27:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9869, loss_cls: 2.3712, loss: 2.3712 +2025-06-26 00:49:16,766 - pyskl - INFO - Epoch [105][800/3940] lr: 5.323e-03, eta: 22:27:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9800, loss_cls: 2.4551, loss: 2.4551 +2025-06-26 00:50:00,974 - pyskl - INFO - Epoch [105][900/3940] lr: 5.317e-03, eta: 22:26:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.3822, loss: 2.3822 +2025-06-26 00:50:45,235 - pyskl - INFO - Epoch [105][1000/3940] lr: 5.312e-03, eta: 22:25:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.5279, loss: 2.5279 +2025-06-26 00:51:29,770 - pyskl - INFO - Epoch [105][1100/3940] lr: 5.306e-03, eta: 22:24:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.4997, loss: 2.4997 +2025-06-26 00:52:14,528 - pyskl - INFO - Epoch [105][1200/3940] lr: 5.301e-03, eta: 22:24:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 2.4108, loss: 2.4108 +2025-06-26 00:52:59,148 - pyskl - INFO - Epoch [105][1300/3940] lr: 5.295e-03, eta: 22:23:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.4044, loss: 2.4044 +2025-06-26 00:53:43,592 - pyskl - INFO - Epoch [105][1400/3940] lr: 5.290e-03, eta: 22:22:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9856, loss_cls: 2.4243, loss: 2.4243 +2025-06-26 00:54:28,048 - pyskl - INFO - Epoch [105][1500/3940] lr: 5.285e-03, eta: 22:21:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9844, loss_cls: 2.4003, loss: 2.4003 +2025-06-26 00:55:12,509 - pyskl - INFO - Epoch [105][1600/3940] lr: 5.279e-03, eta: 22:21:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9856, loss_cls: 2.4115, loss: 2.4115 +2025-06-26 00:55:56,789 - pyskl - INFO - Epoch [105][1700/3940] lr: 5.274e-03, eta: 22:20:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.3995, loss: 2.3995 +2025-06-26 00:56:41,088 - pyskl - INFO - Epoch [105][1800/3940] lr: 5.268e-03, eta: 22:19:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9838, loss_cls: 2.4812, loss: 2.4812 +2025-06-26 00:57:25,389 - pyskl - INFO - Epoch [105][1900/3940] lr: 5.263e-03, eta: 22:18:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.4441, loss: 2.4441 +2025-06-26 00:58:09,689 - pyskl - INFO - Epoch [105][2000/3940] lr: 5.257e-03, eta: 22:18:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.3175, loss: 2.3175 +2025-06-26 00:58:54,061 - pyskl - INFO - Epoch [105][2100/3940] lr: 5.252e-03, eta: 22:17:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9850, loss_cls: 2.3636, loss: 2.3636 +2025-06-26 00:59:38,401 - pyskl - INFO - Epoch [105][2200/3940] lr: 5.247e-03, eta: 22:16:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.5557, loss: 2.5557 +2025-06-26 01:00:22,799 - pyskl - INFO - Epoch [105][2300/3940] lr: 5.241e-03, eta: 22:15:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 2.4455, loss: 2.4455 +2025-06-26 01:01:07,150 - pyskl - INFO - Epoch [105][2400/3940] lr: 5.236e-03, eta: 22:15:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.4835, loss: 2.4835 +2025-06-26 01:01:51,597 - pyskl - INFO - Epoch [105][2500/3940] lr: 5.230e-03, eta: 22:14:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.4455, loss: 2.4455 +2025-06-26 01:02:36,036 - pyskl - INFO - Epoch [105][2600/3940] lr: 5.225e-03, eta: 22:13:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.4035, loss: 2.4035 +2025-06-26 01:03:20,464 - pyskl - INFO - Epoch [105][2700/3940] lr: 5.220e-03, eta: 22:12:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9831, loss_cls: 2.4609, loss: 2.4609 +2025-06-26 01:04:04,988 - pyskl - INFO - Epoch [105][2800/3940] lr: 5.214e-03, eta: 22:12:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.3718, loss: 2.3718 +2025-06-26 01:04:49,428 - pyskl - INFO - Epoch [105][2900/3940] lr: 5.209e-03, eta: 22:11:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9812, loss_cls: 2.4833, loss: 2.4833 +2025-06-26 01:05:33,924 - pyskl - INFO - Epoch [105][3000/3940] lr: 5.203e-03, eta: 22:10:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9800, loss_cls: 2.4917, loss: 2.4917 +2025-06-26 01:06:18,388 - pyskl - INFO - Epoch [105][3100/3940] lr: 5.198e-03, eta: 22:09:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9806, loss_cls: 2.4866, loss: 2.4866 +2025-06-26 01:07:02,813 - pyskl - INFO - Epoch [105][3200/3940] lr: 5.193e-03, eta: 22:09:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.3969, loss: 2.3969 +2025-06-26 01:07:47,179 - pyskl - INFO - Epoch [105][3300/3940] lr: 5.187e-03, eta: 22:08:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.5728, loss: 2.5728 +2025-06-26 01:08:31,595 - pyskl - INFO - Epoch [105][3400/3940] lr: 5.182e-03, eta: 22:07:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.6243, loss: 2.6243 +2025-06-26 01:09:16,080 - pyskl - INFO - Epoch [105][3500/3940] lr: 5.176e-03, eta: 22:06:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.3817, loss: 2.3817 +2025-06-26 01:10:00,530 - pyskl - INFO - Epoch [105][3600/3940] lr: 5.171e-03, eta: 22:06:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9831, loss_cls: 2.4289, loss: 2.4289 +2025-06-26 01:10:44,915 - pyskl - INFO - Epoch [105][3700/3940] lr: 5.166e-03, eta: 22:05:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.4441, loss: 2.4441 +2025-06-26 01:11:29,341 - pyskl - INFO - Epoch [105][3800/3940] lr: 5.160e-03, eta: 22:04:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.4471, loss: 2.4471 +2025-06-26 01:12:13,774 - pyskl - INFO - Epoch [105][3900/3940] lr: 5.155e-03, eta: 22:03:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.5248, loss: 2.5248 +2025-06-26 01:12:31,855 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-06-26 01:31:42,537 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 01:31:43,015 - pyskl - INFO - +top1_acc 0.8101 +top5_acc 0.9642 +2025-06-26 01:31:43,035 - pyskl - INFO - Epoch(val) [105][3183] top1_acc: 0.8101, top5_acc: 0.9642 +2025-06-26 01:32:52,804 - pyskl - INFO - Epoch [106][100/3940] lr: 5.147e-03, eta: 22:02:47, time: 0.698, data_time: 0.253, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.4024, loss: 2.4024 +2025-06-26 01:33:37,305 - pyskl - INFO - Epoch [106][200/3940] lr: 5.142e-03, eta: 22:02:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9950, loss_cls: 2.2877, loss: 2.2877 +2025-06-26 01:34:21,867 - pyskl - INFO - Epoch [106][300/3940] lr: 5.137e-03, eta: 22:01:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9862, loss_cls: 2.3858, loss: 2.3858 +2025-06-26 01:35:06,289 - pyskl - INFO - Epoch [106][400/3940] lr: 5.131e-03, eta: 22:00:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9844, loss_cls: 2.4665, loss: 2.4665 +2025-06-26 01:35:50,479 - pyskl - INFO - Epoch [106][500/3940] lr: 5.126e-03, eta: 21:59:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9856, loss_cls: 2.3953, loss: 2.3953 +2025-06-26 01:36:34,767 - pyskl - INFO - Epoch [106][600/3940] lr: 5.121e-03, eta: 21:59:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.4021, loss: 2.4021 +2025-06-26 01:37:19,078 - pyskl - INFO - Epoch [106][700/3940] lr: 5.115e-03, eta: 21:58:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 2.2916, loss: 2.2916 +2025-06-26 01:38:03,426 - pyskl - INFO - Epoch [106][800/3940] lr: 5.110e-03, eta: 21:57:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.4800, loss: 2.4800 +2025-06-26 01:38:47,698 - pyskl - INFO - Epoch [106][900/3940] lr: 5.104e-03, eta: 21:56:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.4956, loss: 2.4956 +2025-06-26 01:39:32,287 - pyskl - INFO - Epoch [106][1000/3940] lr: 5.099e-03, eta: 21:56:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9856, loss_cls: 2.4327, loss: 2.4327 +2025-06-26 01:40:16,747 - pyskl - INFO - Epoch [106][1100/3940] lr: 5.094e-03, eta: 21:55:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 2.3707, loss: 2.3707 +2025-06-26 01:41:01,514 - pyskl - INFO - Epoch [106][1200/3940] lr: 5.088e-03, eta: 21:54:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9856, loss_cls: 2.2939, loss: 2.2939 +2025-06-26 01:41:45,915 - pyskl - INFO - Epoch [106][1300/3940] lr: 5.083e-03, eta: 21:53:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9869, loss_cls: 2.3966, loss: 2.3966 +2025-06-26 01:42:30,276 - pyskl - INFO - Epoch [106][1400/3940] lr: 5.078e-03, eta: 21:53:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.3942, loss: 2.3942 +2025-06-26 01:43:14,665 - pyskl - INFO - Epoch [106][1500/3940] lr: 5.072e-03, eta: 21:52:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.5183, loss: 2.5183 +2025-06-26 01:43:59,001 - pyskl - INFO - Epoch [106][1600/3940] lr: 5.067e-03, eta: 21:51:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 2.3921, loss: 2.3921 +2025-06-26 01:44:43,346 - pyskl - INFO - Epoch [106][1700/3940] lr: 5.062e-03, eta: 21:50:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.4045, loss: 2.4045 +2025-06-26 01:45:27,622 - pyskl - INFO - Epoch [106][1800/3940] lr: 5.056e-03, eta: 21:50:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9881, loss_cls: 2.3048, loss: 2.3048 +2025-06-26 01:46:11,900 - pyskl - INFO - Epoch [106][1900/3940] lr: 5.051e-03, eta: 21:49:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.4433, loss: 2.4433 +2025-06-26 01:46:56,201 - pyskl - INFO - Epoch [106][2000/3940] lr: 5.046e-03, eta: 21:48:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.4386, loss: 2.4386 +2025-06-26 01:47:40,501 - pyskl - INFO - Epoch [106][2100/3940] lr: 5.040e-03, eta: 21:47:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.3866, loss: 2.3866 +2025-06-26 01:48:24,812 - pyskl - INFO - Epoch [106][2200/3940] lr: 5.035e-03, eta: 21:47:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.4621, loss: 2.4621 +2025-06-26 01:49:09,166 - pyskl - INFO - Epoch [106][2300/3940] lr: 5.030e-03, eta: 21:46:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 2.4172, loss: 2.4172 +2025-06-26 01:49:53,660 - pyskl - INFO - Epoch [106][2400/3940] lr: 5.024e-03, eta: 21:45:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 2.3988, loss: 2.3988 +2025-06-26 01:50:38,243 - pyskl - INFO - Epoch [106][2500/3940] lr: 5.019e-03, eta: 21:44:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9806, loss_cls: 2.5258, loss: 2.5258 +2025-06-26 01:51:22,560 - pyskl - INFO - Epoch [106][2600/3940] lr: 5.014e-03, eta: 21:44:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9862, loss_cls: 2.3630, loss: 2.3630 +2025-06-26 01:52:06,918 - pyskl - INFO - Epoch [106][2700/3940] lr: 5.008e-03, eta: 21:43:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.5222, loss: 2.5222 +2025-06-26 01:52:51,173 - pyskl - INFO - Epoch [106][2800/3940] lr: 5.003e-03, eta: 21:42:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.4615, loss: 2.4615 +2025-06-26 01:53:35,468 - pyskl - INFO - Epoch [106][2900/3940] lr: 4.998e-03, eta: 21:41:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.3952, loss: 2.3952 +2025-06-26 01:54:19,878 - pyskl - INFO - Epoch [106][3000/3940] lr: 4.992e-03, eta: 21:41:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.4010, loss: 2.4010 +2025-06-26 01:55:04,216 - pyskl - INFO - Epoch [106][3100/3940] lr: 4.987e-03, eta: 21:40:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.4175, loss: 2.4175 +2025-06-26 01:55:48,577 - pyskl - INFO - Epoch [106][3200/3940] lr: 4.982e-03, eta: 21:39:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9838, loss_cls: 2.3787, loss: 2.3787 +2025-06-26 01:56:32,953 - pyskl - INFO - Epoch [106][3300/3940] lr: 4.976e-03, eta: 21:38:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9838, loss_cls: 2.4671, loss: 2.4671 +2025-06-26 01:57:17,275 - pyskl - INFO - Epoch [106][3400/3940] lr: 4.971e-03, eta: 21:38:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.4578, loss: 2.4578 +2025-06-26 01:58:01,672 - pyskl - INFO - Epoch [106][3500/3940] lr: 4.966e-03, eta: 21:37:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9819, loss_cls: 2.4454, loss: 2.4454 +2025-06-26 01:58:46,075 - pyskl - INFO - Epoch [106][3600/3940] lr: 4.961e-03, eta: 21:36:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 2.4003, loss: 2.4003 +2025-06-26 01:59:30,414 - pyskl - INFO - Epoch [106][3700/3940] lr: 4.955e-03, eta: 21:35:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 2.4871, loss: 2.4871 +2025-06-26 02:00:14,762 - pyskl - INFO - Epoch [106][3800/3940] lr: 4.950e-03, eta: 21:35:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.4907, loss: 2.4907 +2025-06-26 02:00:59,307 - pyskl - INFO - Epoch [106][3900/3940] lr: 4.945e-03, eta: 21:34:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9850, loss_cls: 2.4417, loss: 2.4417 +2025-06-26 02:01:17,449 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-06-26 02:04:41,963 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 02:04:42,439 - pyskl - INFO - +top1_acc 0.8112 +top5_acc 0.9632 +2025-06-26 02:04:42,460 - pyskl - INFO - Epoch(val) [106][3183] top1_acc: 0.8112, top5_acc: 0.9632 +2025-06-26 02:05:51,859 - pyskl - INFO - Epoch [107][100/3940] lr: 4.937e-03, eta: 21:33:18, time: 0.694, data_time: 0.250, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.4361, loss: 2.4361 +2025-06-26 02:06:36,099 - pyskl - INFO - Epoch [107][200/3940] lr: 4.932e-03, eta: 21:32:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 2.3148, loss: 2.3148 +2025-06-26 02:07:20,795 - pyskl - INFO - Epoch [107][300/3940] lr: 4.927e-03, eta: 21:31:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.3609, loss: 2.3609 +2025-06-26 02:08:05,247 - pyskl - INFO - Epoch [107][400/3940] lr: 4.921e-03, eta: 21:31:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.3683, loss: 2.3683 +2025-06-26 02:08:49,635 - pyskl - INFO - Epoch [107][500/3940] lr: 4.916e-03, eta: 21:30:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.3024, loss: 2.3024 +2025-06-26 02:09:34,207 - pyskl - INFO - Epoch [107][600/3940] lr: 4.911e-03, eta: 21:29:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 2.4173, loss: 2.4173 +2025-06-26 02:10:18,750 - pyskl - INFO - Epoch [107][700/3940] lr: 4.906e-03, eta: 21:28:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9962, loss_cls: 2.3348, loss: 2.3348 +2025-06-26 02:11:03,194 - pyskl - INFO - Epoch [107][800/3940] lr: 4.900e-03, eta: 21:28:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.3431, loss: 2.3431 +2025-06-26 02:11:47,791 - pyskl - INFO - Epoch [107][900/3940] lr: 4.895e-03, eta: 21:27:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9856, loss_cls: 2.3855, loss: 2.3855 +2025-06-26 02:12:32,162 - pyskl - INFO - Epoch [107][1000/3940] lr: 4.890e-03, eta: 21:26:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.3448, loss: 2.3448 +2025-06-26 02:13:16,509 - pyskl - INFO - Epoch [107][1100/3940] lr: 4.884e-03, eta: 21:25:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.2923, loss: 2.2923 +2025-06-26 02:14:00,876 - pyskl - INFO - Epoch [107][1200/3940] lr: 4.879e-03, eta: 21:25:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 2.4385, loss: 2.4385 +2025-06-26 02:14:45,262 - pyskl - INFO - Epoch [107][1300/3940] lr: 4.874e-03, eta: 21:24:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.4423, loss: 2.4423 +2025-06-26 02:15:29,630 - pyskl - INFO - Epoch [107][1400/3940] lr: 4.869e-03, eta: 21:23:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 2.3662, loss: 2.3662 +2025-06-26 02:16:14,030 - pyskl - INFO - Epoch [107][1500/3940] lr: 4.863e-03, eta: 21:22:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9838, loss_cls: 2.4394, loss: 2.4394 +2025-06-26 02:16:58,426 - pyskl - INFO - Epoch [107][1600/3940] lr: 4.858e-03, eta: 21:22:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9844, loss_cls: 2.4485, loss: 2.4485 +2025-06-26 02:17:42,782 - pyskl - INFO - Epoch [107][1700/3940] lr: 4.853e-03, eta: 21:21:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.3172, loss: 2.3172 +2025-06-26 02:18:27,283 - pyskl - INFO - Epoch [107][1800/3940] lr: 4.848e-03, eta: 21:20:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 2.4542, loss: 2.4542 +2025-06-26 02:19:11,666 - pyskl - INFO - Epoch [107][1900/3940] lr: 4.842e-03, eta: 21:19:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9825, loss_cls: 2.3274, loss: 2.3274 +2025-06-26 02:19:56,125 - pyskl - INFO - Epoch [107][2000/3940] lr: 4.837e-03, eta: 21:19:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.3572, loss: 2.3572 +2025-06-26 02:20:40,485 - pyskl - INFO - Epoch [107][2100/3940] lr: 4.832e-03, eta: 21:18:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9838, loss_cls: 2.4623, loss: 2.4623 +2025-06-26 02:21:24,865 - pyskl - INFO - Epoch [107][2200/3940] lr: 4.827e-03, eta: 21:17:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 2.4656, loss: 2.4656 +2025-06-26 02:22:09,192 - pyskl - INFO - Epoch [107][2300/3940] lr: 4.821e-03, eta: 21:16:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.3706, loss: 2.3706 +2025-06-26 02:22:53,542 - pyskl - INFO - Epoch [107][2400/3940] lr: 4.816e-03, eta: 21:16:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.3430, loss: 2.3430 +2025-06-26 02:23:37,925 - pyskl - INFO - Epoch [107][2500/3940] lr: 4.811e-03, eta: 21:15:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9838, loss_cls: 2.4433, loss: 2.4433 +2025-06-26 02:24:22,262 - pyskl - INFO - Epoch [107][2600/3940] lr: 4.806e-03, eta: 21:14:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.4853, loss: 2.4853 +2025-06-26 02:25:06,618 - pyskl - INFO - Epoch [107][2700/3940] lr: 4.800e-03, eta: 21:13:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.4635, loss: 2.4635 +2025-06-26 02:25:51,008 - pyskl - INFO - Epoch [107][2800/3940] lr: 4.795e-03, eta: 21:13:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.4974, loss: 2.4974 +2025-06-26 02:26:35,314 - pyskl - INFO - Epoch [107][2900/3940] lr: 4.790e-03, eta: 21:12:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9869, loss_cls: 2.3362, loss: 2.3362 +2025-06-26 02:27:19,651 - pyskl - INFO - Epoch [107][3000/3940] lr: 4.785e-03, eta: 21:11:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.3520, loss: 2.3520 +2025-06-26 02:28:04,008 - pyskl - INFO - Epoch [107][3100/3940] lr: 4.780e-03, eta: 21:10:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 2.4440, loss: 2.4440 +2025-06-26 02:28:48,400 - pyskl - INFO - Epoch [107][3200/3940] lr: 4.774e-03, eta: 21:10:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 2.3615, loss: 2.3615 +2025-06-26 02:29:32,782 - pyskl - INFO - Epoch [107][3300/3940] lr: 4.769e-03, eta: 21:09:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.3431, loss: 2.3431 +2025-06-26 02:30:17,175 - pyskl - INFO - Epoch [107][3400/3940] lr: 4.764e-03, eta: 21:08:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9875, loss_cls: 2.3307, loss: 2.3307 +2025-06-26 02:31:01,656 - pyskl - INFO - Epoch [107][3500/3940] lr: 4.759e-03, eta: 21:07:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.3997, loss: 2.3997 +2025-06-26 02:31:46,145 - pyskl - INFO - Epoch [107][3600/3940] lr: 4.753e-03, eta: 21:07:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.3485, loss: 2.3485 +2025-06-26 02:32:30,634 - pyskl - INFO - Epoch [107][3700/3940] lr: 4.748e-03, eta: 21:06:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.3740, loss: 2.3740 +2025-06-26 02:33:15,032 - pyskl - INFO - Epoch [107][3800/3940] lr: 4.743e-03, eta: 21:05:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.4081, loss: 2.4081 +2025-06-26 02:33:59,614 - pyskl - INFO - Epoch [107][3900/3940] lr: 4.738e-03, eta: 21:04:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.4480, loss: 2.4480 +2025-06-26 02:34:17,647 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-06-26 02:37:40,601 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 02:37:41,069 - pyskl - INFO - +top1_acc 0.8275 +top5_acc 0.9689 +2025-06-26 02:37:41,128 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_96.pth was removed +2025-06-26 02:37:42,194 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. +2025-06-26 02:37:42,200 - pyskl - INFO - Best top1_acc is 0.8275 at 107 epoch. +2025-06-26 02:37:42,219 - pyskl - INFO - Epoch(val) [107][3183] top1_acc: 0.8275, top5_acc: 0.9689 +2025-06-26 02:38:51,722 - pyskl - INFO - Epoch [108][100/3940] lr: 4.730e-03, eta: 21:03:51, time: 0.695, data_time: 0.254, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.4220, loss: 2.4220 +2025-06-26 02:39:35,909 - pyskl - INFO - Epoch [108][200/3940] lr: 4.725e-03, eta: 21:03:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9844, loss_cls: 2.4200, loss: 2.4200 +2025-06-26 02:40:20,050 - pyskl - INFO - Epoch [108][300/3940] lr: 4.720e-03, eta: 21:02:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.3546, loss: 2.3546 +2025-06-26 02:41:04,266 - pyskl - INFO - Epoch [108][400/3940] lr: 4.715e-03, eta: 21:01:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.3128, loss: 2.3128 +2025-06-26 02:41:48,488 - pyskl - INFO - Epoch [108][500/3940] lr: 4.710e-03, eta: 21:00:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.2089, loss: 2.2089 +2025-06-26 02:42:32,737 - pyskl - INFO - Epoch [108][600/3940] lr: 4.704e-03, eta: 21:00:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.3343, loss: 2.3343 +2025-06-26 02:43:16,867 - pyskl - INFO - Epoch [108][700/3940] lr: 4.699e-03, eta: 20:59:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.3696, loss: 2.3696 +2025-06-26 02:44:01,035 - pyskl - INFO - Epoch [108][800/3940] lr: 4.694e-03, eta: 20:58:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.3213, loss: 2.3213 +2025-06-26 02:44:45,225 - pyskl - INFO - Epoch [108][900/3940] lr: 4.689e-03, eta: 20:57:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.4091, loss: 2.4091 +2025-06-26 02:45:29,343 - pyskl - INFO - Epoch [108][1000/3940] lr: 4.684e-03, eta: 20:57:05, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.4208, loss: 2.4208 +2025-06-26 02:46:13,867 - pyskl - INFO - Epoch [108][1100/3940] lr: 4.679e-03, eta: 20:56:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.4687, loss: 2.4687 +2025-06-26 02:46:57,985 - pyskl - INFO - Epoch [108][1200/3940] lr: 4.673e-03, eta: 20:55:35, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9856, loss_cls: 2.4104, loss: 2.4104 +2025-06-26 02:47:42,085 - pyskl - INFO - Epoch [108][1300/3940] lr: 4.668e-03, eta: 20:54:50, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.2439, loss: 2.2439 +2025-06-26 02:48:26,184 - pyskl - INFO - Epoch [108][1400/3940] lr: 4.663e-03, eta: 20:54:05, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.3468, loss: 2.3468 +2025-06-26 02:49:10,595 - pyskl - INFO - Epoch [108][1500/3940] lr: 4.658e-03, eta: 20:53:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9825, loss_cls: 2.4391, loss: 2.4391 +2025-06-26 02:49:54,936 - pyskl - INFO - Epoch [108][1600/3940] lr: 4.653e-03, eta: 20:52:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9862, loss_cls: 2.3923, loss: 2.3923 +2025-06-26 02:50:39,240 - pyskl - INFO - Epoch [108][1700/3940] lr: 4.647e-03, eta: 20:51:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 2.2452, loss: 2.2452 +2025-06-26 02:51:23,524 - pyskl - INFO - Epoch [108][1800/3940] lr: 4.642e-03, eta: 20:51:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.4606, loss: 2.4606 +2025-06-26 02:52:07,750 - pyskl - INFO - Epoch [108][1900/3940] lr: 4.637e-03, eta: 20:50:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.3384, loss: 2.3384 +2025-06-26 02:52:52,005 - pyskl - INFO - Epoch [108][2000/3940] lr: 4.632e-03, eta: 20:49:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.3234, loss: 2.3234 +2025-06-26 02:53:36,308 - pyskl - INFO - Epoch [108][2100/3940] lr: 4.627e-03, eta: 20:48:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.3662, loss: 2.3662 +2025-06-26 02:54:20,845 - pyskl - INFO - Epoch [108][2200/3940] lr: 4.622e-03, eta: 20:48:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9812, loss_cls: 2.4846, loss: 2.4846 +2025-06-26 02:55:05,201 - pyskl - INFO - Epoch [108][2300/3940] lr: 4.617e-03, eta: 20:47:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.3646, loss: 2.3646 +2025-06-26 02:55:49,474 - pyskl - INFO - Epoch [108][2400/3940] lr: 4.611e-03, eta: 20:46:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 2.3599, loss: 2.3599 +2025-06-26 02:56:33,657 - pyskl - INFO - Epoch [108][2500/3940] lr: 4.606e-03, eta: 20:45:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.3416, loss: 2.3416 +2025-06-26 02:57:17,826 - pyskl - INFO - Epoch [108][2600/3940] lr: 4.601e-03, eta: 20:45:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.3644, loss: 2.3644 +2025-06-26 02:58:01,973 - pyskl - INFO - Epoch [108][2700/3940] lr: 4.596e-03, eta: 20:44:21, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 2.3618, loss: 2.3618 +2025-06-26 02:58:46,193 - pyskl - INFO - Epoch [108][2800/3940] lr: 4.591e-03, eta: 20:43:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9788, loss_cls: 2.4244, loss: 2.4244 +2025-06-26 02:59:30,442 - pyskl - INFO - Epoch [108][2900/3940] lr: 4.586e-03, eta: 20:42:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9838, loss_cls: 2.3436, loss: 2.3436 +2025-06-26 03:00:14,885 - pyskl - INFO - Epoch [108][3000/3940] lr: 4.580e-03, eta: 20:42:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.3904, loss: 2.3904 +2025-06-26 03:00:59,316 - pyskl - INFO - Epoch [108][3100/3940] lr: 4.575e-03, eta: 20:41:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 2.4460, loss: 2.4460 +2025-06-26 03:01:43,819 - pyskl - INFO - Epoch [108][3200/3940] lr: 4.570e-03, eta: 20:40:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9844, loss_cls: 2.4373, loss: 2.4373 +2025-06-26 03:02:28,043 - pyskl - INFO - Epoch [108][3300/3940] lr: 4.565e-03, eta: 20:39:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.4324, loss: 2.4324 +2025-06-26 03:03:12,189 - pyskl - INFO - Epoch [108][3400/3940] lr: 4.560e-03, eta: 20:39:06, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9862, loss_cls: 2.3816, loss: 2.3816 +2025-06-26 03:03:56,434 - pyskl - INFO - Epoch [108][3500/3940] lr: 4.555e-03, eta: 20:38:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.4468, loss: 2.4468 +2025-06-26 03:04:40,702 - pyskl - INFO - Epoch [108][3600/3940] lr: 4.550e-03, eta: 20:37:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9844, loss_cls: 2.3235, loss: 2.3235 +2025-06-26 03:05:25,133 - pyskl - INFO - Epoch [108][3700/3940] lr: 4.545e-03, eta: 20:36:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.2056, loss: 2.2056 +2025-06-26 03:06:09,500 - pyskl - INFO - Epoch [108][3800/3940] lr: 4.539e-03, eta: 20:36:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 2.4546, loss: 2.4546 +2025-06-26 03:06:53,953 - pyskl - INFO - Epoch [108][3900/3940] lr: 4.534e-03, eta: 20:35:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 2.4164, loss: 2.4164 +2025-06-26 03:07:12,123 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-06-26 03:10:35,700 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 03:10:36,163 - pyskl - INFO - +top1_acc 0.8335 +top5_acc 0.9714 +2025-06-26 03:10:36,220 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_107.pth was removed +2025-06-26 03:10:37,257 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. +2025-06-26 03:10:37,259 - pyskl - INFO - Best top1_acc is 0.8335 at 108 epoch. +2025-06-26 03:10:37,276 - pyskl - INFO - Epoch(val) [108][3183] top1_acc: 0.8335, top5_acc: 0.9714 +2025-06-26 03:11:46,547 - pyskl - INFO - Epoch [109][100/3940] lr: 4.527e-03, eta: 20:34:21, time: 0.693, data_time: 0.250, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.2656, loss: 2.2656 +2025-06-26 03:12:30,787 - pyskl - INFO - Epoch [109][200/3940] lr: 4.522e-03, eta: 20:33:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 2.2564, loss: 2.2564 +2025-06-26 03:13:15,049 - pyskl - INFO - Epoch [109][300/3940] lr: 4.517e-03, eta: 20:32:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.2675, loss: 2.2675 +2025-06-26 03:13:59,340 - pyskl - INFO - Epoch [109][400/3940] lr: 4.512e-03, eta: 20:32:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9844, loss_cls: 2.4053, loss: 2.4053 +2025-06-26 03:14:43,587 - pyskl - INFO - Epoch [109][500/3940] lr: 4.507e-03, eta: 20:31:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 2.2580, loss: 2.2580 +2025-06-26 03:15:27,883 - pyskl - INFO - Epoch [109][600/3940] lr: 4.502e-03, eta: 20:30:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.2918, loss: 2.2918 +2025-06-26 03:16:12,388 - pyskl - INFO - Epoch [109][700/3940] lr: 4.496e-03, eta: 20:29:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.3441, loss: 2.3441 +2025-06-26 03:16:56,730 - pyskl - INFO - Epoch [109][800/3940] lr: 4.491e-03, eta: 20:29:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 2.3115, loss: 2.3115 +2025-06-26 03:17:41,092 - pyskl - INFO - Epoch [109][900/3940] lr: 4.486e-03, eta: 20:28:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9831, loss_cls: 2.4039, loss: 2.4039 +2025-06-26 03:18:25,442 - pyskl - INFO - Epoch [109][1000/3940] lr: 4.481e-03, eta: 20:27:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9869, loss_cls: 2.4226, loss: 2.4226 +2025-06-26 03:19:09,737 - pyskl - INFO - Epoch [109][1100/3940] lr: 4.476e-03, eta: 20:26:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.3612, loss: 2.3612 +2025-06-26 03:19:53,971 - pyskl - INFO - Epoch [109][1200/3940] lr: 4.471e-03, eta: 20:26:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9875, loss_cls: 2.2814, loss: 2.2814 +2025-06-26 03:20:38,273 - pyskl - INFO - Epoch [109][1300/3940] lr: 4.466e-03, eta: 20:25:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9869, loss_cls: 2.3335, loss: 2.3335 +2025-06-26 03:21:22,566 - pyskl - INFO - Epoch [109][1400/3940] lr: 4.461e-03, eta: 20:24:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.4067, loss: 2.4067 +2025-06-26 03:22:06,833 - pyskl - INFO - Epoch [109][1500/3940] lr: 4.456e-03, eta: 20:23:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 2.3533, loss: 2.3533 +2025-06-26 03:22:51,242 - pyskl - INFO - Epoch [109][1600/3940] lr: 4.451e-03, eta: 20:23:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.2707, loss: 2.2707 +2025-06-26 03:23:35,563 - pyskl - INFO - Epoch [109][1700/3940] lr: 4.446e-03, eta: 20:22:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.3393, loss: 2.3393 +2025-06-26 03:24:19,828 - pyskl - INFO - Epoch [109][1800/3940] lr: 4.440e-03, eta: 20:21:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 2.2037, loss: 2.2037 +2025-06-26 03:25:04,045 - pyskl - INFO - Epoch [109][1900/3940] lr: 4.435e-03, eta: 20:20:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.3364, loss: 2.3364 +2025-06-26 03:25:48,415 - pyskl - INFO - Epoch [109][2000/3940] lr: 4.430e-03, eta: 20:20:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9844, loss_cls: 2.4122, loss: 2.4122 +2025-06-26 03:26:32,750 - pyskl - INFO - Epoch [109][2100/3940] lr: 4.425e-03, eta: 20:19:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.3002, loss: 2.3002 +2025-06-26 03:27:17,122 - pyskl - INFO - Epoch [109][2200/3940] lr: 4.420e-03, eta: 20:18:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.2577, loss: 2.2577 +2025-06-26 03:28:01,395 - pyskl - INFO - Epoch [109][2300/3940] lr: 4.415e-03, eta: 20:17:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 2.3378, loss: 2.3378 +2025-06-26 03:28:45,615 - pyskl - INFO - Epoch [109][2400/3940] lr: 4.410e-03, eta: 20:17:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 2.3059, loss: 2.3059 +2025-06-26 03:29:29,769 - pyskl - INFO - Epoch [109][2500/3940] lr: 4.405e-03, eta: 20:16:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.3836, loss: 2.3836 +2025-06-26 03:30:14,070 - pyskl - INFO - Epoch [109][2600/3940] lr: 4.400e-03, eta: 20:15:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.2512, loss: 2.2512 +2025-06-26 03:30:58,322 - pyskl - INFO - Epoch [109][2700/3940] lr: 4.395e-03, eta: 20:14:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9850, loss_cls: 2.2743, loss: 2.2743 +2025-06-26 03:31:42,651 - pyskl - INFO - Epoch [109][2800/3940] lr: 4.390e-03, eta: 20:14:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 2.2663, loss: 2.2663 +2025-06-26 03:32:27,167 - pyskl - INFO - Epoch [109][2900/3940] lr: 4.385e-03, eta: 20:13:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9875, loss_cls: 2.3988, loss: 2.3988 +2025-06-26 03:33:11,674 - pyskl - INFO - Epoch [109][3000/3940] lr: 4.380e-03, eta: 20:12:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.3373, loss: 2.3373 +2025-06-26 03:33:56,008 - pyskl - INFO - Epoch [109][3100/3940] lr: 4.375e-03, eta: 20:11:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 2.2282, loss: 2.2282 +2025-06-26 03:34:40,342 - pyskl - INFO - Epoch [109][3200/3940] lr: 4.370e-03, eta: 20:11:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 2.3068, loss: 2.3068 +2025-06-26 03:35:24,775 - pyskl - INFO - Epoch [109][3300/3940] lr: 4.365e-03, eta: 20:10:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 2.3567, loss: 2.3567 +2025-06-26 03:36:09,195 - pyskl - INFO - Epoch [109][3400/3940] lr: 4.359e-03, eta: 20:09:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9875, loss_cls: 2.2702, loss: 2.2702 +2025-06-26 03:36:53,656 - pyskl - INFO - Epoch [109][3500/3940] lr: 4.354e-03, eta: 20:08:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 2.4656, loss: 2.4656 +2025-06-26 03:37:37,919 - pyskl - INFO - Epoch [109][3600/3940] lr: 4.349e-03, eta: 20:08:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.2837, loss: 2.2837 +2025-06-26 03:38:22,298 - pyskl - INFO - Epoch [109][3700/3940] lr: 4.344e-03, eta: 20:07:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.3945, loss: 2.3945 +2025-06-26 03:39:06,532 - pyskl - INFO - Epoch [109][3800/3940] lr: 4.339e-03, eta: 20:06:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9850, loss_cls: 2.3800, loss: 2.3800 +2025-06-26 03:39:50,723 - pyskl - INFO - Epoch [109][3900/3940] lr: 4.334e-03, eta: 20:05:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9862, loss_cls: 2.3390, loss: 2.3390 +2025-06-26 03:40:08,779 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-06-26 03:43:31,538 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 03:43:32,004 - pyskl - INFO - +top1_acc 0.8286 +top5_acc 0.9711 +2025-06-26 03:43:32,021 - pyskl - INFO - Epoch(val) [109][3183] top1_acc: 0.8286, top5_acc: 0.9711 +2025-06-26 03:44:41,843 - pyskl - INFO - Epoch [110][100/3940] lr: 4.327e-03, eta: 20:04:53, time: 0.698, data_time: 0.254, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.1908, loss: 2.1908 +2025-06-26 03:45:26,193 - pyskl - INFO - Epoch [110][200/3940] lr: 4.322e-03, eta: 20:04:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9850, loss_cls: 2.3480, loss: 2.3480 +2025-06-26 03:46:10,584 - pyskl - INFO - Epoch [110][300/3940] lr: 4.317e-03, eta: 20:03:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 2.2003, loss: 2.2003 +2025-06-26 03:46:55,122 - pyskl - INFO - Epoch [110][400/3940] lr: 4.312e-03, eta: 20:02:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.2363, loss: 2.2363 +2025-06-26 03:47:39,783 - pyskl - INFO - Epoch [110][500/3940] lr: 4.307e-03, eta: 20:01:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9956, loss_cls: 2.1611, loss: 2.1611 +2025-06-26 03:48:24,348 - pyskl - INFO - Epoch [110][600/3940] lr: 4.302e-03, eta: 20:01:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.3816, loss: 2.3816 +2025-06-26 03:49:08,699 - pyskl - INFO - Epoch [110][700/3940] lr: 4.297e-03, eta: 20:00:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.4211, loss: 2.4211 +2025-06-26 03:49:52,979 - pyskl - INFO - Epoch [110][800/3940] lr: 4.292e-03, eta: 19:59:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9862, loss_cls: 2.3319, loss: 2.3319 +2025-06-26 03:50:37,397 - pyskl - INFO - Epoch [110][900/3940] lr: 4.287e-03, eta: 19:58:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 2.3032, loss: 2.3032 +2025-06-26 03:51:21,911 - pyskl - INFO - Epoch [110][1000/3940] lr: 4.282e-03, eta: 19:58:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9875, loss_cls: 2.3015, loss: 2.3015 +2025-06-26 03:52:06,274 - pyskl - INFO - Epoch [110][1100/3940] lr: 4.277e-03, eta: 19:57:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.3063, loss: 2.3063 +2025-06-26 03:52:50,686 - pyskl - INFO - Epoch [110][1200/3940] lr: 4.272e-03, eta: 19:56:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.2470, loss: 2.2470 +2025-06-26 03:53:35,262 - pyskl - INFO - Epoch [110][1300/3940] lr: 4.267e-03, eta: 19:55:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9881, loss_cls: 2.2794, loss: 2.2794 +2025-06-26 03:54:19,791 - pyskl - INFO - Epoch [110][1400/3940] lr: 4.262e-03, eta: 19:55:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 2.3745, loss: 2.3745 +2025-06-26 03:55:04,208 - pyskl - INFO - Epoch [110][1500/3940] lr: 4.257e-03, eta: 19:54:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9888, loss_cls: 2.3226, loss: 2.3226 +2025-06-26 03:55:48,559 - pyskl - INFO - Epoch [110][1600/3940] lr: 4.252e-03, eta: 19:53:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9850, loss_cls: 2.3524, loss: 2.3524 +2025-06-26 03:56:32,868 - pyskl - INFO - Epoch [110][1700/3940] lr: 4.247e-03, eta: 19:52:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9888, loss_cls: 2.2124, loss: 2.2124 +2025-06-26 03:57:17,184 - pyskl - INFO - Epoch [110][1800/3940] lr: 4.242e-03, eta: 19:52:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9875, loss_cls: 2.2604, loss: 2.2604 +2025-06-26 03:58:01,471 - pyskl - INFO - Epoch [110][1900/3940] lr: 4.237e-03, eta: 19:51:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9888, loss_cls: 2.2498, loss: 2.2498 +2025-06-26 03:58:45,786 - pyskl - INFO - Epoch [110][2000/3940] lr: 4.232e-03, eta: 19:50:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 2.3082, loss: 2.3082 +2025-06-26 03:59:30,071 - pyskl - INFO - Epoch [110][2100/3940] lr: 4.227e-03, eta: 19:49:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 2.3228, loss: 2.3228 +2025-06-26 04:00:14,347 - pyskl - INFO - Epoch [110][2200/3940] lr: 4.222e-03, eta: 19:49:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 2.4426, loss: 2.4426 +2025-06-26 04:00:58,653 - pyskl - INFO - Epoch [110][2300/3940] lr: 4.217e-03, eta: 19:48:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9862, loss_cls: 2.2862, loss: 2.2862 +2025-06-26 04:01:42,973 - pyskl - INFO - Epoch [110][2400/3940] lr: 4.212e-03, eta: 19:47:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9894, loss_cls: 2.2702, loss: 2.2702 +2025-06-26 04:02:27,461 - pyskl - INFO - Epoch [110][2500/3940] lr: 4.207e-03, eta: 19:46:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.2197, loss: 2.2197 +2025-06-26 04:03:11,959 - pyskl - INFO - Epoch [110][2600/3940] lr: 4.202e-03, eta: 19:46:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.3031, loss: 2.3031 +2025-06-26 04:03:56,376 - pyskl - INFO - Epoch [110][2700/3940] lr: 4.197e-03, eta: 19:45:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9850, loss_cls: 2.3684, loss: 2.3684 +2025-06-26 04:04:40,755 - pyskl - INFO - Epoch [110][2800/3940] lr: 4.192e-03, eta: 19:44:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9838, loss_cls: 2.3760, loss: 2.3760 +2025-06-26 04:05:25,206 - pyskl - INFO - Epoch [110][2900/3940] lr: 4.187e-03, eta: 19:43:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 2.2501, loss: 2.2501 +2025-06-26 04:06:09,602 - pyskl - INFO - Epoch [110][3000/3940] lr: 4.182e-03, eta: 19:43:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9825, loss_cls: 2.4443, loss: 2.4443 +2025-06-26 04:06:53,765 - pyskl - INFO - Epoch [110][3100/3940] lr: 4.177e-03, eta: 19:42:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 2.2605, loss: 2.2605 +2025-06-26 04:07:38,083 - pyskl - INFO - Epoch [110][3200/3940] lr: 4.173e-03, eta: 19:41:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.3111, loss: 2.3111 +2025-06-26 04:08:22,414 - pyskl - INFO - Epoch [110][3300/3940] lr: 4.168e-03, eta: 19:40:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 2.2900, loss: 2.2900 +2025-06-26 04:09:06,848 - pyskl - INFO - Epoch [110][3400/3940] lr: 4.163e-03, eta: 19:40:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9850, loss_cls: 2.3049, loss: 2.3049 +2025-06-26 04:09:51,151 - pyskl - INFO - Epoch [110][3500/3940] lr: 4.158e-03, eta: 19:39:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.2963, loss: 2.2963 +2025-06-26 04:10:35,469 - pyskl - INFO - Epoch [110][3600/3940] lr: 4.153e-03, eta: 19:38:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9862, loss_cls: 2.3211, loss: 2.3211 +2025-06-26 04:11:19,786 - pyskl - INFO - Epoch [110][3700/3940] lr: 4.148e-03, eta: 19:37:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 2.3123, loss: 2.3123 +2025-06-26 04:12:04,316 - pyskl - INFO - Epoch [110][3800/3940] lr: 4.143e-03, eta: 19:37:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.3514, loss: 2.3514 +2025-06-26 04:12:48,768 - pyskl - INFO - Epoch [110][3900/3940] lr: 4.138e-03, eta: 19:36:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9881, loss_cls: 2.3255, loss: 2.3255 +2025-06-26 04:13:06,900 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-06-26 04:32:04,312 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 04:32:04,792 - pyskl - INFO - +top1_acc 0.8424 +top5_acc 0.9745 +2025-06-26 04:32:04,852 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_108.pth was removed +2025-06-26 04:32:05,926 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. +2025-06-26 04:32:05,929 - pyskl - INFO - Best top1_acc is 0.8424 at 110 epoch. +2025-06-26 04:32:05,947 - pyskl - INFO - Epoch(val) [110][3183] top1_acc: 0.8424, top5_acc: 0.9745 +2025-06-26 04:33:15,710 - pyskl - INFO - Epoch [111][100/3940] lr: 4.131e-03, eta: 19:35:25, time: 0.698, data_time: 0.255, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 2.2113, loss: 2.2113 +2025-06-26 04:34:00,009 - pyskl - INFO - Epoch [111][200/3940] lr: 4.126e-03, eta: 19:34:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.2421, loss: 2.2421 +2025-06-26 04:34:44,416 - pyskl - INFO - Epoch [111][300/3940] lr: 4.121e-03, eta: 19:33:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 2.1420, loss: 2.1420 +2025-06-26 04:35:28,756 - pyskl - INFO - Epoch [111][400/3940] lr: 4.116e-03, eta: 19:33:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.1053, loss: 2.1053 +2025-06-26 04:36:13,091 - pyskl - INFO - Epoch [111][500/3940] lr: 4.111e-03, eta: 19:32:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9875, loss_cls: 2.3274, loss: 2.3274 +2025-06-26 04:36:57,474 - pyskl - INFO - Epoch [111][600/3940] lr: 4.106e-03, eta: 19:31:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 2.1751, loss: 2.1751 +2025-06-26 04:37:41,846 - pyskl - INFO - Epoch [111][700/3940] lr: 4.101e-03, eta: 19:30:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9862, loss_cls: 2.1965, loss: 2.1965 +2025-06-26 04:38:26,191 - pyskl - INFO - Epoch [111][800/3940] lr: 4.096e-03, eta: 19:30:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.2444, loss: 2.2444 +2025-06-26 04:39:10,521 - pyskl - INFO - Epoch [111][900/3940] lr: 4.092e-03, eta: 19:29:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.4004, loss: 2.4004 +2025-06-26 04:39:54,959 - pyskl - INFO - Epoch [111][1000/3940] lr: 4.087e-03, eta: 19:28:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9869, loss_cls: 2.2145, loss: 2.2145 +2025-06-26 04:40:39,374 - pyskl - INFO - Epoch [111][1100/3940] lr: 4.082e-03, eta: 19:27:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.3277, loss: 2.3277 +2025-06-26 04:41:23,649 - pyskl - INFO - Epoch [111][1200/3940] lr: 4.077e-03, eta: 19:27:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 2.1844, loss: 2.1844 +2025-06-26 04:42:08,136 - pyskl - INFO - Epoch [111][1300/3940] lr: 4.072e-03, eta: 19:26:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.3411, loss: 2.3411 +2025-06-26 04:42:52,544 - pyskl - INFO - Epoch [111][1400/3940] lr: 4.067e-03, eta: 19:25:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.2868, loss: 2.2868 +2025-06-26 04:43:37,288 - pyskl - INFO - Epoch [111][1500/3940] lr: 4.062e-03, eta: 19:24:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.3061, loss: 2.3061 +2025-06-26 04:44:21,736 - pyskl - INFO - Epoch [111][1600/3940] lr: 4.057e-03, eta: 19:24:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 2.2783, loss: 2.2783 +2025-06-26 04:45:06,099 - pyskl - INFO - Epoch [111][1700/3940] lr: 4.052e-03, eta: 19:23:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 2.2743, loss: 2.2743 +2025-06-26 04:45:50,398 - pyskl - INFO - Epoch [111][1800/3940] lr: 4.047e-03, eta: 19:22:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.2876, loss: 2.2876 +2025-06-26 04:46:34,628 - pyskl - INFO - Epoch [111][1900/3940] lr: 4.043e-03, eta: 19:21:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.3191, loss: 2.3191 +2025-06-26 04:47:19,058 - pyskl - INFO - Epoch [111][2000/3940] lr: 4.038e-03, eta: 19:21:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.3859, loss: 2.3859 +2025-06-26 04:48:03,510 - pyskl - INFO - Epoch [111][2100/3940] lr: 4.033e-03, eta: 19:20:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.2913, loss: 2.2913 +2025-06-26 04:48:47,847 - pyskl - INFO - Epoch [111][2200/3940] lr: 4.028e-03, eta: 19:19:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.2709, loss: 2.2709 +2025-06-26 04:49:32,272 - pyskl - INFO - Epoch [111][2300/3940] lr: 4.023e-03, eta: 19:18:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.3186, loss: 2.3186 +2025-06-26 04:50:16,823 - pyskl - INFO - Epoch [111][2400/3940] lr: 4.018e-03, eta: 19:18:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 2.2961, loss: 2.2961 +2025-06-26 04:51:01,188 - pyskl - INFO - Epoch [111][2500/3940] lr: 4.013e-03, eta: 19:17:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 2.1865, loss: 2.1865 +2025-06-26 04:51:45,783 - pyskl - INFO - Epoch [111][2600/3940] lr: 4.008e-03, eta: 19:16:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 2.2605, loss: 2.2605 +2025-06-26 04:52:30,124 - pyskl - INFO - Epoch [111][2700/3940] lr: 4.003e-03, eta: 19:15:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9856, loss_cls: 2.3089, loss: 2.3089 +2025-06-26 04:53:14,513 - pyskl - INFO - Epoch [111][2800/3940] lr: 3.999e-03, eta: 19:15:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.2820, loss: 2.2820 +2025-06-26 04:53:58,872 - pyskl - INFO - Epoch [111][2900/3940] lr: 3.994e-03, eta: 19:14:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.3057, loss: 2.3057 +2025-06-26 04:54:43,271 - pyskl - INFO - Epoch [111][3000/3940] lr: 3.989e-03, eta: 19:13:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9869, loss_cls: 2.3167, loss: 2.3167 +2025-06-26 04:55:27,621 - pyskl - INFO - Epoch [111][3100/3940] lr: 3.984e-03, eta: 19:12:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 2.3606, loss: 2.3606 +2025-06-26 04:56:12,000 - pyskl - INFO - Epoch [111][3200/3940] lr: 3.979e-03, eta: 19:12:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 2.3232, loss: 2.3232 +2025-06-26 04:56:56,323 - pyskl - INFO - Epoch [111][3300/3940] lr: 3.974e-03, eta: 19:11:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.2609, loss: 2.2609 +2025-06-26 04:57:40,696 - pyskl - INFO - Epoch [111][3400/3940] lr: 3.969e-03, eta: 19:10:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9869, loss_cls: 2.3947, loss: 2.3947 +2025-06-26 04:58:25,019 - pyskl - INFO - Epoch [111][3500/3940] lr: 3.965e-03, eta: 19:09:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9875, loss_cls: 2.3111, loss: 2.3111 +2025-06-26 04:59:09,506 - pyskl - INFO - Epoch [111][3600/3940] lr: 3.960e-03, eta: 19:09:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.2415, loss: 2.2415 +2025-06-26 04:59:53,750 - pyskl - INFO - Epoch [111][3700/3940] lr: 3.955e-03, eta: 19:08:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9862, loss_cls: 2.2741, loss: 2.2741 +2025-06-26 05:00:38,081 - pyskl - INFO - Epoch [111][3800/3940] lr: 3.950e-03, eta: 19:07:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9844, loss_cls: 2.3669, loss: 2.3669 +2025-06-26 05:01:22,698 - pyskl - INFO - Epoch [111][3900/3940] lr: 3.945e-03, eta: 19:06:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.3016, loss: 2.3016 +2025-06-26 05:01:40,901 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-06-26 05:05:06,043 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 05:05:06,517 - pyskl - INFO - +top1_acc 0.8183 +top5_acc 0.9623 +2025-06-26 05:05:06,538 - pyskl - INFO - Epoch(val) [111][3183] top1_acc: 0.8183, top5_acc: 0.9623 +2025-06-26 05:06:15,922 - pyskl - INFO - Epoch [112][100/3940] lr: 3.938e-03, eta: 19:05:58, time: 0.694, data_time: 0.251, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9888, loss_cls: 2.2413, loss: 2.2413 +2025-06-26 05:07:00,276 - pyskl - INFO - Epoch [112][200/3940] lr: 3.934e-03, eta: 19:05:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 2.2006, loss: 2.2006 +2025-06-26 05:07:44,655 - pyskl - INFO - Epoch [112][300/3940] lr: 3.929e-03, eta: 19:04:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.2575, loss: 2.2575 +2025-06-26 05:08:29,020 - pyskl - INFO - Epoch [112][400/3940] lr: 3.924e-03, eta: 19:03:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.2709, loss: 2.2709 +2025-06-26 05:09:13,438 - pyskl - INFO - Epoch [112][500/3940] lr: 3.919e-03, eta: 19:02:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.3302, loss: 2.3302 +2025-06-26 05:09:58,150 - pyskl - INFO - Epoch [112][600/3940] lr: 3.914e-03, eta: 19:02:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 2.1348, loss: 2.1348 +2025-06-26 05:10:42,483 - pyskl - INFO - Epoch [112][700/3940] lr: 3.909e-03, eta: 19:01:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.2457, loss: 2.2457 +2025-06-26 05:11:26,909 - pyskl - INFO - Epoch [112][800/3940] lr: 3.905e-03, eta: 19:00:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 2.2090, loss: 2.2090 +2025-06-26 05:12:11,529 - pyskl - INFO - Epoch [112][900/3940] lr: 3.900e-03, eta: 18:59:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.2334, loss: 2.2334 +2025-06-26 05:12:55,923 - pyskl - INFO - Epoch [112][1000/3940] lr: 3.895e-03, eta: 18:59:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.2518, loss: 2.2518 +2025-06-26 05:13:40,544 - pyskl - INFO - Epoch [112][1100/3940] lr: 3.890e-03, eta: 18:58:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 2.2092, loss: 2.2092 +2025-06-26 05:14:25,025 - pyskl - INFO - Epoch [112][1200/3940] lr: 3.885e-03, eta: 18:57:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.3413, loss: 2.3413 +2025-06-26 05:15:09,444 - pyskl - INFO - Epoch [112][1300/3940] lr: 3.880e-03, eta: 18:57:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9875, loss_cls: 2.2592, loss: 2.2592 +2025-06-26 05:15:53,760 - pyskl - INFO - Epoch [112][1400/3940] lr: 3.876e-03, eta: 18:56:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9862, loss_cls: 2.2270, loss: 2.2270 +2025-06-26 05:16:38,150 - pyskl - INFO - Epoch [112][1500/3940] lr: 3.871e-03, eta: 18:55:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 2.1544, loss: 2.1544 +2025-06-26 05:17:22,563 - pyskl - INFO - Epoch [112][1600/3940] lr: 3.866e-03, eta: 18:54:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9850, loss_cls: 2.3475, loss: 2.3475 +2025-06-26 05:18:06,917 - pyskl - INFO - Epoch [112][1700/3940] lr: 3.861e-03, eta: 18:54:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.1958, loss: 2.1958 +2025-06-26 05:18:51,455 - pyskl - INFO - Epoch [112][1800/3940] lr: 3.856e-03, eta: 18:53:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9875, loss_cls: 2.2627, loss: 2.2627 +2025-06-26 05:19:35,875 - pyskl - INFO - Epoch [112][1900/3940] lr: 3.852e-03, eta: 18:52:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 2.2788, loss: 2.2788 +2025-06-26 05:20:20,224 - pyskl - INFO - Epoch [112][2000/3940] lr: 3.847e-03, eta: 18:51:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.3398, loss: 2.3398 +2025-06-26 05:21:04,618 - pyskl - INFO - Epoch [112][2100/3940] lr: 3.842e-03, eta: 18:51:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 2.2855, loss: 2.2855 +2025-06-26 05:21:48,931 - pyskl - INFO - Epoch [112][2200/3940] lr: 3.837e-03, eta: 18:50:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 2.2683, loss: 2.2683 +2025-06-26 05:22:33,245 - pyskl - INFO - Epoch [112][2300/3940] lr: 3.832e-03, eta: 18:49:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9881, loss_cls: 2.2910, loss: 2.2910 +2025-06-26 05:23:17,588 - pyskl - INFO - Epoch [112][2400/3940] lr: 3.828e-03, eta: 18:48:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.2334, loss: 2.2334 +2025-06-26 05:24:01,976 - pyskl - INFO - Epoch [112][2500/3940] lr: 3.823e-03, eta: 18:48:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 2.1972, loss: 2.1972 +2025-06-26 05:24:46,351 - pyskl - INFO - Epoch [112][2600/3940] lr: 3.818e-03, eta: 18:47:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.2014, loss: 2.2014 +2025-06-26 05:25:30,778 - pyskl - INFO - Epoch [112][2700/3940] lr: 3.813e-03, eta: 18:46:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 2.1782, loss: 2.1782 +2025-06-26 05:26:15,016 - pyskl - INFO - Epoch [112][2800/3940] lr: 3.809e-03, eta: 18:45:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.3362, loss: 2.3362 +2025-06-26 05:26:59,275 - pyskl - INFO - Epoch [112][2900/3940] lr: 3.804e-03, eta: 18:45:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.3802, loss: 2.3802 +2025-06-26 05:27:43,612 - pyskl - INFO - Epoch [112][3000/3940] lr: 3.799e-03, eta: 18:44:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.3525, loss: 2.3525 +2025-06-26 05:28:28,077 - pyskl - INFO - Epoch [112][3100/3940] lr: 3.794e-03, eta: 18:43:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9869, loss_cls: 2.2449, loss: 2.2449 +2025-06-26 05:29:12,405 - pyskl - INFO - Epoch [112][3200/3940] lr: 3.789e-03, eta: 18:42:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 2.3106, loss: 2.3106 +2025-06-26 05:29:56,677 - pyskl - INFO - Epoch [112][3300/3940] lr: 3.785e-03, eta: 18:42:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9869, loss_cls: 2.3176, loss: 2.3176 +2025-06-26 05:30:41,266 - pyskl - INFO - Epoch [112][3400/3940] lr: 3.780e-03, eta: 18:41:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.3249, loss: 2.3249 +2025-06-26 05:31:25,820 - pyskl - INFO - Epoch [112][3500/3940] lr: 3.775e-03, eta: 18:40:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 2.3286, loss: 2.3286 +2025-06-26 05:32:10,141 - pyskl - INFO - Epoch [112][3600/3940] lr: 3.770e-03, eta: 18:39:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.1196, loss: 2.1196 +2025-06-26 05:32:54,446 - pyskl - INFO - Epoch [112][3700/3940] lr: 3.766e-03, eta: 18:39:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 2.2226, loss: 2.2226 +2025-06-26 05:33:38,760 - pyskl - INFO - Epoch [112][3800/3940] lr: 3.761e-03, eta: 18:38:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.3063, loss: 2.3063 +2025-06-26 05:34:23,101 - pyskl - INFO - Epoch [112][3900/3940] lr: 3.756e-03, eta: 18:37:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9856, loss_cls: 2.2833, loss: 2.2833 +2025-06-26 05:34:41,134 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-06-26 05:38:04,083 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 05:38:04,547 - pyskl - INFO - +top1_acc 0.7966 +top5_acc 0.9599 +2025-06-26 05:38:04,564 - pyskl - INFO - Epoch(val) [112][3183] top1_acc: 0.7966, top5_acc: 0.9599 +2025-06-26 05:39:14,119 - pyskl - INFO - Epoch [113][100/3940] lr: 3.750e-03, eta: 18:36:32, time: 0.695, data_time: 0.253, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.2635, loss: 2.2635 +2025-06-26 05:39:58,353 - pyskl - INFO - Epoch [113][200/3940] lr: 3.745e-03, eta: 18:35:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 2.0534, loss: 2.0534 +2025-06-26 05:40:42,764 - pyskl - INFO - Epoch [113][300/3940] lr: 3.740e-03, eta: 18:35:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.1833, loss: 2.1833 +2025-06-26 05:41:27,270 - pyskl - INFO - Epoch [113][400/3940] lr: 3.735e-03, eta: 18:34:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 2.2207, loss: 2.2207 +2025-06-26 05:42:11,719 - pyskl - INFO - Epoch [113][500/3940] lr: 3.731e-03, eta: 18:33:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 2.1365, loss: 2.1365 +2025-06-26 05:42:56,573 - pyskl - INFO - Epoch [113][600/3940] lr: 3.726e-03, eta: 18:32:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.2246, loss: 2.2246 +2025-06-26 05:43:41,029 - pyskl - INFO - Epoch [113][700/3940] lr: 3.721e-03, eta: 18:32:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.1897, loss: 2.1897 +2025-06-26 05:44:25,573 - pyskl - INFO - Epoch [113][800/3940] lr: 3.716e-03, eta: 18:31:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9875, loss_cls: 2.1987, loss: 2.1987 +2025-06-26 05:45:10,167 - pyskl - INFO - Epoch [113][900/3940] lr: 3.712e-03, eta: 18:30:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.2929, loss: 2.2929 +2025-06-26 05:45:54,620 - pyskl - INFO - Epoch [113][1000/3940] lr: 3.707e-03, eta: 18:29:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.2773, loss: 2.2773 +2025-06-26 05:46:39,156 - pyskl - INFO - Epoch [113][1100/3940] lr: 3.702e-03, eta: 18:29:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 2.1046, loss: 2.1046 +2025-06-26 05:47:23,798 - pyskl - INFO - Epoch [113][1200/3940] lr: 3.697e-03, eta: 18:28:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 2.2113, loss: 2.2113 +2025-06-26 05:48:08,322 - pyskl - INFO - Epoch [113][1300/3940] lr: 3.693e-03, eta: 18:27:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.1460, loss: 2.1460 +2025-06-26 05:48:52,792 - pyskl - INFO - Epoch [113][1400/3940] lr: 3.688e-03, eta: 18:26:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9875, loss_cls: 2.2596, loss: 2.2596 +2025-06-26 05:49:37,291 - pyskl - INFO - Epoch [113][1500/3940] lr: 3.683e-03, eta: 18:26:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.2442, loss: 2.2442 +2025-06-26 05:50:21,603 - pyskl - INFO - Epoch [113][1600/3940] lr: 3.679e-03, eta: 18:25:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 2.1870, loss: 2.1870 +2025-06-26 05:51:05,900 - pyskl - INFO - Epoch [113][1700/3940] lr: 3.674e-03, eta: 18:24:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.2851, loss: 2.2851 +2025-06-26 05:51:50,230 - pyskl - INFO - Epoch [113][1800/3940] lr: 3.669e-03, eta: 18:23:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.2337, loss: 2.2337 +2025-06-26 05:52:34,642 - pyskl - INFO - Epoch [113][1900/3940] lr: 3.665e-03, eta: 18:23:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 2.2315, loss: 2.2315 +2025-06-26 05:53:19,171 - pyskl - INFO - Epoch [113][2000/3940] lr: 3.660e-03, eta: 18:22:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.1006, loss: 2.1006 +2025-06-26 05:54:03,742 - pyskl - INFO - Epoch [113][2100/3940] lr: 3.655e-03, eta: 18:21:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.1884, loss: 2.1884 +2025-06-26 05:54:48,146 - pyskl - INFO - Epoch [113][2200/3940] lr: 3.650e-03, eta: 18:20:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.2369, loss: 2.2369 +2025-06-26 05:55:32,544 - pyskl - INFO - Epoch [113][2300/3940] lr: 3.646e-03, eta: 18:20:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9856, loss_cls: 2.2487, loss: 2.2487 +2025-06-26 05:56:16,967 - pyskl - INFO - Epoch [113][2400/3940] lr: 3.641e-03, eta: 18:19:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9888, loss_cls: 2.2384, loss: 2.2384 +2025-06-26 05:57:01,308 - pyskl - INFO - Epoch [113][2500/3940] lr: 3.636e-03, eta: 18:18:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.2509, loss: 2.2509 +2025-06-26 05:57:45,562 - pyskl - INFO - Epoch [113][2600/3940] lr: 3.632e-03, eta: 18:17:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 2.2133, loss: 2.2133 +2025-06-26 05:58:29,836 - pyskl - INFO - Epoch [113][2700/3940] lr: 3.627e-03, eta: 18:17:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 2.2590, loss: 2.2590 +2025-06-26 05:59:14,072 - pyskl - INFO - Epoch [113][2800/3940] lr: 3.622e-03, eta: 18:16:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 2.2353, loss: 2.2353 +2025-06-26 05:59:58,271 - pyskl - INFO - Epoch [113][2900/3940] lr: 3.618e-03, eta: 18:15:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.3020, loss: 2.3020 +2025-06-26 06:00:42,573 - pyskl - INFO - Epoch [113][3000/3940] lr: 3.613e-03, eta: 18:14:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.2458, loss: 2.2458 +2025-06-26 06:01:26,921 - pyskl - INFO - Epoch [113][3100/3940] lr: 3.608e-03, eta: 18:14:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.2352, loss: 2.2352 +2025-06-26 06:02:11,418 - pyskl - INFO - Epoch [113][3200/3940] lr: 3.604e-03, eta: 18:13:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.1826, loss: 2.1826 +2025-06-26 06:02:55,651 - pyskl - INFO - Epoch [113][3300/3940] lr: 3.599e-03, eta: 18:12:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.3497, loss: 2.3497 +2025-06-26 06:03:39,994 - pyskl - INFO - Epoch [113][3400/3940] lr: 3.594e-03, eta: 18:11:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 2.2928, loss: 2.2928 +2025-06-26 06:04:24,389 - pyskl - INFO - Epoch [113][3500/3940] lr: 3.590e-03, eta: 18:11:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 2.3114, loss: 2.3114 +2025-06-26 06:05:08,711 - pyskl - INFO - Epoch [113][3600/3940] lr: 3.585e-03, eta: 18:10:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9888, loss_cls: 2.1871, loss: 2.1871 +2025-06-26 06:05:53,023 - pyskl - INFO - Epoch [113][3700/3940] lr: 3.580e-03, eta: 18:09:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.2530, loss: 2.2530 +2025-06-26 06:06:37,370 - pyskl - INFO - Epoch [113][3800/3940] lr: 3.576e-03, eta: 18:08:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.2510, loss: 2.2510 +2025-06-26 06:07:21,688 - pyskl - INFO - Epoch [113][3900/3940] lr: 3.571e-03, eta: 18:08:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9862, loss_cls: 2.2629, loss: 2.2629 +2025-06-26 06:07:39,645 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-06-26 06:11:04,369 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 06:11:04,853 - pyskl - INFO - +top1_acc 0.8097 +top5_acc 0.9647 +2025-06-26 06:11:04,874 - pyskl - INFO - Epoch(val) [113][3183] top1_acc: 0.8097, top5_acc: 0.9647 +2025-06-26 06:12:14,517 - pyskl - INFO - Epoch [114][100/3940] lr: 3.564e-03, eta: 18:07:05, time: 0.696, data_time: 0.253, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.1662, loss: 2.1662 +2025-06-26 06:12:59,079 - pyskl - INFO - Epoch [114][200/3940] lr: 3.560e-03, eta: 18:06:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 2.1148, loss: 2.1148 +2025-06-26 06:13:43,592 - pyskl - INFO - Epoch [114][300/3940] lr: 3.555e-03, eta: 18:05:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9831, loss_cls: 2.2529, loss: 2.2529 +2025-06-26 06:14:28,109 - pyskl - INFO - Epoch [114][400/3940] lr: 3.551e-03, eta: 18:04:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9919, loss_cls: 2.0349, loss: 2.0349 +2025-06-26 06:15:12,846 - pyskl - INFO - Epoch [114][500/3940] lr: 3.546e-03, eta: 18:04:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9900, loss_cls: 2.1458, loss: 2.1458 +2025-06-26 06:15:57,384 - pyskl - INFO - Epoch [114][600/3940] lr: 3.541e-03, eta: 18:03:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 2.1657, loss: 2.1657 +2025-06-26 06:16:41,712 - pyskl - INFO - Epoch [114][700/3940] lr: 3.537e-03, eta: 18:02:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9888, loss_cls: 2.1729, loss: 2.1729 +2025-06-26 06:17:26,147 - pyskl - INFO - Epoch [114][800/3940] lr: 3.532e-03, eta: 18:01:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.1762, loss: 2.1762 +2025-06-26 06:18:10,544 - pyskl - INFO - Epoch [114][900/3940] lr: 3.527e-03, eta: 18:01:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9862, loss_cls: 2.2289, loss: 2.2289 +2025-06-26 06:18:55,081 - pyskl - INFO - Epoch [114][1000/3940] lr: 3.523e-03, eta: 18:00:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 2.1392, loss: 2.1392 +2025-06-26 06:19:39,805 - pyskl - INFO - Epoch [114][1100/3940] lr: 3.518e-03, eta: 17:59:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.1553, loss: 2.1553 +2025-06-26 06:20:24,239 - pyskl - INFO - Epoch [114][1200/3940] lr: 3.514e-03, eta: 17:58:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 2.2648, loss: 2.2648 +2025-06-26 06:21:08,767 - pyskl - INFO - Epoch [114][1300/3940] lr: 3.509e-03, eta: 17:58:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9825, loss_cls: 2.2655, loss: 2.2655 +2025-06-26 06:21:53,299 - pyskl - INFO - Epoch [114][1400/3940] lr: 3.504e-03, eta: 17:57:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9881, loss_cls: 2.2466, loss: 2.2466 +2025-06-26 06:22:37,852 - pyskl - INFO - Epoch [114][1500/3940] lr: 3.500e-03, eta: 17:56:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9900, loss_cls: 2.1072, loss: 2.1072 +2025-06-26 06:23:22,282 - pyskl - INFO - Epoch [114][1600/3940] lr: 3.495e-03, eta: 17:55:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.1522, loss: 2.1522 +2025-06-26 06:24:06,769 - pyskl - INFO - Epoch [114][1700/3940] lr: 3.490e-03, eta: 17:55:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.1198, loss: 2.1198 +2025-06-26 06:24:51,106 - pyskl - INFO - Epoch [114][1800/3940] lr: 3.486e-03, eta: 17:54:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.1727, loss: 2.1727 +2025-06-26 06:25:35,584 - pyskl - INFO - Epoch [114][1900/3940] lr: 3.481e-03, eta: 17:53:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 2.0489, loss: 2.0489 +2025-06-26 06:26:20,260 - pyskl - INFO - Epoch [114][2000/3940] lr: 3.477e-03, eta: 17:52:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 2.1853, loss: 2.1853 +2025-06-26 06:27:04,961 - pyskl - INFO - Epoch [114][2100/3940] lr: 3.472e-03, eta: 17:52:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.1052, loss: 2.1052 +2025-06-26 06:27:49,600 - pyskl - INFO - Epoch [114][2200/3940] lr: 3.467e-03, eta: 17:51:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.2302, loss: 2.2302 +2025-06-26 06:28:34,285 - pyskl - INFO - Epoch [114][2300/3940] lr: 3.463e-03, eta: 17:50:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.2110, loss: 2.2110 +2025-06-26 06:29:18,982 - pyskl - INFO - Epoch [114][2400/3940] lr: 3.458e-03, eta: 17:49:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.1234, loss: 2.1234 +2025-06-26 06:30:03,552 - pyskl - INFO - Epoch [114][2500/3940] lr: 3.454e-03, eta: 17:49:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.1408, loss: 2.1408 +2025-06-26 06:30:47,975 - pyskl - INFO - Epoch [114][2600/3940] lr: 3.449e-03, eta: 17:48:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9862, loss_cls: 2.1971, loss: 2.1971 +2025-06-26 06:31:32,424 - pyskl - INFO - Epoch [114][2700/3940] lr: 3.445e-03, eta: 17:47:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.1515, loss: 2.1515 +2025-06-26 06:32:16,952 - pyskl - INFO - Epoch [114][2800/3940] lr: 3.440e-03, eta: 17:46:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.1700, loss: 2.1700 +2025-06-26 06:33:01,501 - pyskl - INFO - Epoch [114][2900/3940] lr: 3.435e-03, eta: 17:46:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.1821, loss: 2.1821 +2025-06-26 06:33:46,051 - pyskl - INFO - Epoch [114][3000/3940] lr: 3.431e-03, eta: 17:45:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9862, loss_cls: 2.1324, loss: 2.1324 +2025-06-26 06:34:30,678 - pyskl - INFO - Epoch [114][3100/3940] lr: 3.426e-03, eta: 17:44:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9850, loss_cls: 2.2773, loss: 2.2773 +2025-06-26 06:35:15,379 - pyskl - INFO - Epoch [114][3200/3940] lr: 3.422e-03, eta: 17:43:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.1595, loss: 2.1595 +2025-06-26 06:35:59,701 - pyskl - INFO - Epoch [114][3300/3940] lr: 3.417e-03, eta: 17:43:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.2724, loss: 2.2724 +2025-06-26 06:36:43,896 - pyskl - INFO - Epoch [114][3400/3940] lr: 3.413e-03, eta: 17:42:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9875, loss_cls: 2.2470, loss: 2.2470 +2025-06-26 06:37:28,219 - pyskl - INFO - Epoch [114][3500/3940] lr: 3.408e-03, eta: 17:41:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.0481, loss: 2.0481 +2025-06-26 06:38:12,560 - pyskl - INFO - Epoch [114][3600/3940] lr: 3.403e-03, eta: 17:40:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9894, loss_cls: 2.1732, loss: 2.1732 +2025-06-26 06:38:56,930 - pyskl - INFO - Epoch [114][3700/3940] lr: 3.399e-03, eta: 17:40:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.1960, loss: 2.1960 +2025-06-26 06:39:41,292 - pyskl - INFO - Epoch [114][3800/3940] lr: 3.394e-03, eta: 17:39:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.2644, loss: 2.2644 +2025-06-26 06:40:25,763 - pyskl - INFO - Epoch [114][3900/3940] lr: 3.390e-03, eta: 17:38:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.2013, loss: 2.2013 +2025-06-26 06:40:43,763 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-06-26 06:44:07,029 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 06:44:07,505 - pyskl - INFO - +top1_acc 0.8310 +top5_acc 0.9721 +2025-06-26 06:44:07,526 - pyskl - INFO - Epoch(val) [114][3183] top1_acc: 0.8310, top5_acc: 0.9721 +2025-06-26 06:45:17,682 - pyskl - INFO - Epoch [115][100/3940] lr: 3.383e-03, eta: 17:37:40, time: 0.701, data_time: 0.257, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9900, loss_cls: 2.0753, loss: 2.0753 +2025-06-26 06:46:02,131 - pyskl - INFO - Epoch [115][200/3940] lr: 3.379e-03, eta: 17:36:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9919, loss_cls: 2.1010, loss: 2.1010 +2025-06-26 06:46:46,602 - pyskl - INFO - Epoch [115][300/3940] lr: 3.374e-03, eta: 17:36:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.1010, loss: 2.1010 +2025-06-26 06:47:31,064 - pyskl - INFO - Epoch [115][400/3940] lr: 3.370e-03, eta: 17:35:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.1119, loss: 2.1119 +2025-06-26 06:48:15,747 - pyskl - INFO - Epoch [115][500/3940] lr: 3.365e-03, eta: 17:34:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.0825, loss: 2.0825 +2025-06-26 06:49:00,228 - pyskl - INFO - Epoch [115][600/3940] lr: 3.361e-03, eta: 17:33:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.0790, loss: 2.0790 +2025-06-26 06:49:44,621 - pyskl - INFO - Epoch [115][700/3940] lr: 3.356e-03, eta: 17:33:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.1015, loss: 2.1015 +2025-06-26 06:50:29,044 - pyskl - INFO - Epoch [115][800/3940] lr: 3.352e-03, eta: 17:32:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.0887, loss: 2.0887 +2025-06-26 06:51:13,407 - pyskl - INFO - Epoch [115][900/3940] lr: 3.347e-03, eta: 17:31:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9869, loss_cls: 2.2727, loss: 2.2727 +2025-06-26 06:51:57,763 - pyskl - INFO - Epoch [115][1000/3940] lr: 3.343e-03, eta: 17:30:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9981, loss_cls: 2.0513, loss: 2.0513 +2025-06-26 06:52:42,142 - pyskl - INFO - Epoch [115][1100/3940] lr: 3.338e-03, eta: 17:30:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9881, loss_cls: 2.1895, loss: 2.1895 +2025-06-26 06:53:26,610 - pyskl - INFO - Epoch [115][1200/3940] lr: 3.334e-03, eta: 17:29:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.0976, loss: 2.0976 +2025-06-26 06:54:11,056 - pyskl - INFO - Epoch [115][1300/3940] lr: 3.329e-03, eta: 17:28:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.1474, loss: 2.1474 +2025-06-26 06:54:55,579 - pyskl - INFO - Epoch [115][1400/3940] lr: 3.325e-03, eta: 17:27:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.1725, loss: 2.1725 +2025-06-26 06:55:39,998 - pyskl - INFO - Epoch [115][1500/3940] lr: 3.320e-03, eta: 17:27:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 2.1490, loss: 2.1490 +2025-06-26 06:56:24,372 - pyskl - INFO - Epoch [115][1600/3940] lr: 3.315e-03, eta: 17:26:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.2467, loss: 2.2467 +2025-06-26 06:57:08,761 - pyskl - INFO - Epoch [115][1700/3940] lr: 3.311e-03, eta: 17:25:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9862, loss_cls: 2.1508, loss: 2.1508 +2025-06-26 06:57:53,213 - pyskl - INFO - Epoch [115][1800/3940] lr: 3.306e-03, eta: 17:24:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9881, loss_cls: 2.2323, loss: 2.2323 +2025-06-26 06:58:37,525 - pyskl - INFO - Epoch [115][1900/3940] lr: 3.302e-03, eta: 17:24:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.0568, loss: 2.0568 +2025-06-26 06:59:21,863 - pyskl - INFO - Epoch [115][2000/3940] lr: 3.297e-03, eta: 17:23:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.1388, loss: 2.1388 +2025-06-26 07:00:06,259 - pyskl - INFO - Epoch [115][2100/3940] lr: 3.293e-03, eta: 17:22:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 2.1463, loss: 2.1463 +2025-06-26 07:00:50,642 - pyskl - INFO - Epoch [115][2200/3940] lr: 3.288e-03, eta: 17:21:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 2.2549, loss: 2.2549 +2025-06-26 07:01:35,099 - pyskl - INFO - Epoch [115][2300/3940] lr: 3.284e-03, eta: 17:21:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 2.1158, loss: 2.1158 +2025-06-26 07:02:19,654 - pyskl - INFO - Epoch [115][2400/3940] lr: 3.280e-03, eta: 17:20:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.1160, loss: 2.1160 +2025-06-26 07:03:03,994 - pyskl - INFO - Epoch [115][2500/3940] lr: 3.275e-03, eta: 17:19:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9850, loss_cls: 2.2377, loss: 2.2377 +2025-06-26 07:03:48,322 - pyskl - INFO - Epoch [115][2600/3940] lr: 3.271e-03, eta: 17:18:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.1678, loss: 2.1678 +2025-06-26 07:04:32,616 - pyskl - INFO - Epoch [115][2700/3940] lr: 3.266e-03, eta: 17:18:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.2536, loss: 2.2536 +2025-06-26 07:05:16,869 - pyskl - INFO - Epoch [115][2800/3940] lr: 3.262e-03, eta: 17:17:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.1775, loss: 2.1775 +2025-06-26 07:06:01,247 - pyskl - INFO - Epoch [115][2900/3940] lr: 3.257e-03, eta: 17:16:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.1097, loss: 2.1097 +2025-06-26 07:06:45,553 - pyskl - INFO - Epoch [115][3000/3940] lr: 3.253e-03, eta: 17:15:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.1858, loss: 2.1858 +2025-06-26 07:07:29,905 - pyskl - INFO - Epoch [115][3100/3940] lr: 3.248e-03, eta: 17:15:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9900, loss_cls: 2.2038, loss: 2.2038 +2025-06-26 07:08:14,146 - pyskl - INFO - Epoch [115][3200/3940] lr: 3.244e-03, eta: 17:14:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.1580, loss: 2.1580 +2025-06-26 07:08:58,450 - pyskl - INFO - Epoch [115][3300/3940] lr: 3.239e-03, eta: 17:13:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9881, loss_cls: 2.1622, loss: 2.1622 +2025-06-26 07:09:42,743 - pyskl - INFO - Epoch [115][3400/3940] lr: 3.235e-03, eta: 17:12:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 2.1795, loss: 2.1795 +2025-06-26 07:10:27,124 - pyskl - INFO - Epoch [115][3500/3940] lr: 3.230e-03, eta: 17:12:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.2315, loss: 2.2315 +2025-06-26 07:11:11,392 - pyskl - INFO - Epoch [115][3600/3940] lr: 3.226e-03, eta: 17:11:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.1173, loss: 2.1173 +2025-06-26 07:11:55,679 - pyskl - INFO - Epoch [115][3700/3940] lr: 3.221e-03, eta: 17:10:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9856, loss_cls: 2.2029, loss: 2.2029 +2025-06-26 07:12:40,333 - pyskl - INFO - Epoch [115][3800/3940] lr: 3.217e-03, eta: 17:09:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9888, loss_cls: 2.1651, loss: 2.1651 +2025-06-26 07:13:24,811 - pyskl - INFO - Epoch [115][3900/3940] lr: 3.213e-03, eta: 17:09:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.1245, loss: 2.1245 +2025-06-26 07:13:43,106 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-06-26 07:31:23,488 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 07:31:23,959 - pyskl - INFO - +top1_acc 0.8202 +top5_acc 0.9669 +2025-06-26 07:31:23,977 - pyskl - INFO - Epoch(val) [115][3183] top1_acc: 0.8202, top5_acc: 0.9669 +2025-06-26 07:32:34,040 - pyskl - INFO - Epoch [116][100/3940] lr: 3.206e-03, eta: 17:08:14, time: 0.701, data_time: 0.258, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9875, loss_cls: 2.1590, loss: 2.1590 +2025-06-26 07:33:18,238 - pyskl - INFO - Epoch [116][200/3940] lr: 3.202e-03, eta: 17:07:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 2.0308, loss: 2.0308 +2025-06-26 07:34:02,546 - pyskl - INFO - Epoch [116][300/3940] lr: 3.197e-03, eta: 17:06:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 2.0834, loss: 2.0834 +2025-06-26 07:34:46,860 - pyskl - INFO - Epoch [116][400/3940] lr: 3.193e-03, eta: 17:05:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 2.0883, loss: 2.0883 +2025-06-26 07:35:31,123 - pyskl - INFO - Epoch [116][500/3940] lr: 3.189e-03, eta: 17:05:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 2.0347, loss: 2.0347 +2025-06-26 07:36:15,309 - pyskl - INFO - Epoch [116][600/3940] lr: 3.184e-03, eta: 17:04:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 2.0470, loss: 2.0470 +2025-06-26 07:36:59,631 - pyskl - INFO - Epoch [116][700/3940] lr: 3.180e-03, eta: 17:03:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.1641, loss: 2.1641 +2025-06-26 07:37:43,989 - pyskl - INFO - Epoch [116][800/3940] lr: 3.175e-03, eta: 17:03:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.1647, loss: 2.1647 +2025-06-26 07:38:28,233 - pyskl - INFO - Epoch [116][900/3940] lr: 3.171e-03, eta: 17:02:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.1063, loss: 2.1063 +2025-06-26 07:39:12,576 - pyskl - INFO - Epoch [116][1000/3940] lr: 3.166e-03, eta: 17:01:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9881, loss_cls: 2.1078, loss: 2.1078 +2025-06-26 07:39:56,817 - pyskl - INFO - Epoch [116][1100/3940] lr: 3.162e-03, eta: 17:00:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9894, loss_cls: 2.0962, loss: 2.0962 +2025-06-26 07:40:41,079 - pyskl - INFO - Epoch [116][1200/3940] lr: 3.158e-03, eta: 17:00:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9900, loss_cls: 2.1212, loss: 2.1212 +2025-06-26 07:41:25,273 - pyskl - INFO - Epoch [116][1300/3940] lr: 3.153e-03, eta: 16:59:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 2.0671, loss: 2.0671 +2025-06-26 07:42:09,537 - pyskl - INFO - Epoch [116][1400/3940] lr: 3.149e-03, eta: 16:58:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9881, loss_cls: 2.0909, loss: 2.0909 +2025-06-26 07:42:53,837 - pyskl - INFO - Epoch [116][1500/3940] lr: 3.144e-03, eta: 16:57:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 2.0502, loss: 2.0502 +2025-06-26 07:43:38,220 - pyskl - INFO - Epoch [116][1600/3940] lr: 3.140e-03, eta: 16:57:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 2.0536, loss: 2.0536 +2025-06-26 07:44:22,549 - pyskl - INFO - Epoch [116][1700/3940] lr: 3.136e-03, eta: 16:56:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 2.0494, loss: 2.0494 +2025-06-26 07:45:06,941 - pyskl - INFO - Epoch [116][1800/3940] lr: 3.131e-03, eta: 16:55:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.1651, loss: 2.1651 +2025-06-26 07:45:51,589 - pyskl - INFO - Epoch [116][1900/3940] lr: 3.127e-03, eta: 16:54:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9869, loss_cls: 2.1322, loss: 2.1322 +2025-06-26 07:46:36,025 - pyskl - INFO - Epoch [116][2000/3940] lr: 3.122e-03, eta: 16:54:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 2.1744, loss: 2.1744 +2025-06-26 07:47:20,578 - pyskl - INFO - Epoch [116][2100/3940] lr: 3.118e-03, eta: 16:53:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 2.0547, loss: 2.0547 +2025-06-26 07:48:04,924 - pyskl - INFO - Epoch [116][2200/3940] lr: 3.114e-03, eta: 16:52:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9888, loss_cls: 2.1540, loss: 2.1540 +2025-06-26 07:48:49,180 - pyskl - INFO - Epoch [116][2300/3940] lr: 3.109e-03, eta: 16:51:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.1238, loss: 2.1238 +2025-06-26 07:49:33,576 - pyskl - INFO - Epoch [116][2400/3940] lr: 3.105e-03, eta: 16:51:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.0878, loss: 2.0878 +2025-06-26 07:50:18,028 - pyskl - INFO - Epoch [116][2500/3940] lr: 3.100e-03, eta: 16:50:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.1849, loss: 2.1849 +2025-06-26 07:51:02,424 - pyskl - INFO - Epoch [116][2600/3940] lr: 3.096e-03, eta: 16:49:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.0832, loss: 2.0832 +2025-06-26 07:51:46,822 - pyskl - INFO - Epoch [116][2700/3940] lr: 3.092e-03, eta: 16:48:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 2.1476, loss: 2.1476 +2025-06-26 07:52:31,120 - pyskl - INFO - Epoch [116][2800/3940] lr: 3.087e-03, eta: 16:48:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 2.1987, loss: 2.1987 +2025-06-26 07:53:15,500 - pyskl - INFO - Epoch [116][2900/3940] lr: 3.083e-03, eta: 16:47:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9875, loss_cls: 2.0967, loss: 2.0967 +2025-06-26 07:53:59,833 - pyskl - INFO - Epoch [116][3000/3940] lr: 3.079e-03, eta: 16:46:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.1747, loss: 2.1747 +2025-06-26 07:54:44,218 - pyskl - INFO - Epoch [116][3100/3940] lr: 3.074e-03, eta: 16:45:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9950, loss_cls: 2.2094, loss: 2.2094 +2025-06-26 07:55:28,502 - pyskl - INFO - Epoch [116][3200/3940] lr: 3.070e-03, eta: 16:45:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9894, loss_cls: 2.2102, loss: 2.2102 +2025-06-26 07:56:12,827 - pyskl - INFO - Epoch [116][3300/3940] lr: 3.065e-03, eta: 16:44:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.1188, loss: 2.1188 +2025-06-26 07:56:57,169 - pyskl - INFO - Epoch [116][3400/3940] lr: 3.061e-03, eta: 16:43:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.1887, loss: 2.1887 +2025-06-26 07:57:41,562 - pyskl - INFO - Epoch [116][3500/3940] lr: 3.057e-03, eta: 16:42:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 2.1030, loss: 2.1030 +2025-06-26 07:58:25,993 - pyskl - INFO - Epoch [116][3600/3940] lr: 3.052e-03, eta: 16:42:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.1609, loss: 2.1609 +2025-06-26 07:59:10,414 - pyskl - INFO - Epoch [116][3700/3940] lr: 3.048e-03, eta: 16:41:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9862, loss_cls: 2.0970, loss: 2.0970 +2025-06-26 07:59:54,922 - pyskl - INFO - Epoch [116][3800/3940] lr: 3.044e-03, eta: 16:40:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 2.1698, loss: 2.1698 +2025-06-26 08:00:38,952 - pyskl - INFO - Epoch [116][3900/3940] lr: 3.039e-03, eta: 16:39:48, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 2.0688, loss: 2.0688 +2025-06-26 08:00:57,082 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-06-26 08:04:22,210 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 08:04:22,677 - pyskl - INFO - +top1_acc 0.8036 +top5_acc 0.9651 +2025-06-26 08:04:22,697 - pyskl - INFO - Epoch(val) [116][3183] top1_acc: 0.8036, top5_acc: 0.9651 +2025-06-26 08:05:32,169 - pyskl - INFO - Epoch [117][100/3940] lr: 3.033e-03, eta: 16:38:47, time: 0.695, data_time: 0.252, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 2.1377, loss: 2.1377 +2025-06-26 08:06:16,358 - pyskl - INFO - Epoch [117][200/3940] lr: 3.029e-03, eta: 16:38:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.0464, loss: 2.0464 +2025-06-26 08:07:00,589 - pyskl - INFO - Epoch [117][300/3940] lr: 3.025e-03, eta: 16:37:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9931, loss_cls: 2.0065, loss: 2.0065 +2025-06-26 08:07:44,930 - pyskl - INFO - Epoch [117][400/3940] lr: 3.020e-03, eta: 16:36:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 2.0874, loss: 2.0874 +2025-06-26 08:08:29,336 - pyskl - INFO - Epoch [117][500/3940] lr: 3.016e-03, eta: 16:35:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9938, loss_cls: 1.9839, loss: 1.9839 +2025-06-26 08:09:13,701 - pyskl - INFO - Epoch [117][600/3940] lr: 3.012e-03, eta: 16:35:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9881, loss_cls: 2.0464, loss: 2.0464 +2025-06-26 08:09:58,139 - pyskl - INFO - Epoch [117][700/3940] lr: 3.007e-03, eta: 16:34:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 1.9960, loss: 1.9960 +2025-06-26 08:10:42,437 - pyskl - INFO - Epoch [117][800/3940] lr: 3.003e-03, eta: 16:33:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.1459, loss: 2.1459 +2025-06-26 08:11:26,727 - pyskl - INFO - Epoch [117][900/3940] lr: 2.999e-03, eta: 16:32:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9919, loss_cls: 2.0160, loss: 2.0160 +2025-06-26 08:12:11,080 - pyskl - INFO - Epoch [117][1000/3940] lr: 2.994e-03, eta: 16:32:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.0114, loss: 2.0114 +2025-06-26 08:12:55,469 - pyskl - INFO - Epoch [117][1100/3940] lr: 2.990e-03, eta: 16:31:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.1821, loss: 2.1821 +2025-06-26 08:13:40,105 - pyskl - INFO - Epoch [117][1200/3940] lr: 2.986e-03, eta: 16:30:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.0972, loss: 2.0972 +2025-06-26 08:14:24,598 - pyskl - INFO - Epoch [117][1300/3940] lr: 2.981e-03, eta: 16:29:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.0709, loss: 2.0709 +2025-06-26 08:15:08,955 - pyskl - INFO - Epoch [117][1400/3940] lr: 2.977e-03, eta: 16:29:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9888, loss_cls: 2.0366, loss: 2.0366 +2025-06-26 08:15:53,361 - pyskl - INFO - Epoch [117][1500/3940] lr: 2.973e-03, eta: 16:28:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.1139, loss: 2.1139 +2025-06-26 08:16:37,748 - pyskl - INFO - Epoch [117][1600/3940] lr: 2.968e-03, eta: 16:27:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.1769, loss: 2.1769 +2025-06-26 08:17:22,099 - pyskl - INFO - Epoch [117][1700/3940] lr: 2.964e-03, eta: 16:26:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.0355, loss: 2.0355 +2025-06-26 08:18:06,444 - pyskl - INFO - Epoch [117][1800/3940] lr: 2.960e-03, eta: 16:26:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 2.1460, loss: 2.1460 +2025-06-26 08:18:50,731 - pyskl - INFO - Epoch [117][1900/3940] lr: 2.956e-03, eta: 16:25:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.0662, loss: 2.0662 +2025-06-26 08:19:35,141 - pyskl - INFO - Epoch [117][2000/3940] lr: 2.951e-03, eta: 16:24:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 2.0153, loss: 2.0153 +2025-06-26 08:20:19,569 - pyskl - INFO - Epoch [117][2100/3940] lr: 2.947e-03, eta: 16:23:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.0035, loss: 2.0035 +2025-06-26 08:21:04,030 - pyskl - INFO - Epoch [117][2200/3940] lr: 2.943e-03, eta: 16:23:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.1568, loss: 2.1568 +2025-06-26 08:21:48,330 - pyskl - INFO - Epoch [117][2300/3940] lr: 2.938e-03, eta: 16:22:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 2.1676, loss: 2.1676 +2025-06-26 08:22:32,516 - pyskl - INFO - Epoch [117][2400/3940] lr: 2.934e-03, eta: 16:21:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.1118, loss: 2.1118 +2025-06-26 08:23:16,880 - pyskl - INFO - Epoch [117][2500/3940] lr: 2.930e-03, eta: 16:20:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.1085, loss: 2.1085 +2025-06-26 08:24:01,199 - pyskl - INFO - Epoch [117][2600/3940] lr: 2.926e-03, eta: 16:20:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.0762, loss: 2.0762 +2025-06-26 08:24:45,667 - pyskl - INFO - Epoch [117][2700/3940] lr: 2.921e-03, eta: 16:19:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 2.0697, loss: 2.0697 +2025-06-26 08:25:29,993 - pyskl - INFO - Epoch [117][2800/3940] lr: 2.917e-03, eta: 16:18:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.0989, loss: 2.0989 +2025-06-26 08:26:14,269 - pyskl - INFO - Epoch [117][2900/3940] lr: 2.913e-03, eta: 16:17:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 2.1815, loss: 2.1815 +2025-06-26 08:26:58,599 - pyskl - INFO - Epoch [117][3000/3940] lr: 2.909e-03, eta: 16:17:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.1152, loss: 2.1152 +2025-06-26 08:27:43,041 - pyskl - INFO - Epoch [117][3100/3940] lr: 2.904e-03, eta: 16:16:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 2.1005, loss: 2.1005 +2025-06-26 08:28:27,437 - pyskl - INFO - Epoch [117][3200/3940] lr: 2.900e-03, eta: 16:15:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 2.1838, loss: 2.1838 +2025-06-26 08:29:11,895 - pyskl - INFO - Epoch [117][3300/3940] lr: 2.896e-03, eta: 16:14:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.1813, loss: 2.1813 +2025-06-26 08:29:56,502 - pyskl - INFO - Epoch [117][3400/3940] lr: 2.892e-03, eta: 16:14:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.1202, loss: 2.1202 +2025-06-26 08:30:40,981 - pyskl - INFO - Epoch [117][3500/3940] lr: 2.887e-03, eta: 16:13:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 2.1055, loss: 2.1055 +2025-06-26 08:31:25,352 - pyskl - INFO - Epoch [117][3600/3940] lr: 2.883e-03, eta: 16:12:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.1040, loss: 2.1040 +2025-06-26 08:32:09,640 - pyskl - INFO - Epoch [117][3700/3940] lr: 2.879e-03, eta: 16:11:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9900, loss_cls: 2.0605, loss: 2.0605 +2025-06-26 08:32:53,957 - pyskl - INFO - Epoch [117][3800/3940] lr: 2.875e-03, eta: 16:11:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.1226, loss: 2.1226 +2025-06-26 08:33:38,309 - pyskl - INFO - Epoch [117][3900/3940] lr: 2.870e-03, eta: 16:10:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9888, loss_cls: 2.1300, loss: 2.1300 +2025-06-26 08:33:56,364 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-06-26 08:37:19,856 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 08:37:20,322 - pyskl - INFO - +top1_acc 0.8471 +top5_acc 0.9744 +2025-06-26 08:37:20,383 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_110.pth was removed +2025-06-26 08:37:21,451 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. +2025-06-26 08:37:21,454 - pyskl - INFO - Best top1_acc is 0.8471 at 117 epoch. +2025-06-26 08:37:21,472 - pyskl - INFO - Epoch(val) [117][3183] top1_acc: 0.8471, top5_acc: 0.9744 +2025-06-26 08:38:31,843 - pyskl - INFO - Epoch [118][100/3940] lr: 2.864e-03, eta: 16:09:21, time: 0.704, data_time: 0.261, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9919, loss_cls: 1.9935, loss: 1.9935 +2025-06-26 08:39:16,162 - pyskl - INFO - Epoch [118][200/3940] lr: 2.860e-03, eta: 16:08:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9925, loss_cls: 2.0848, loss: 2.0848 +2025-06-26 08:40:00,517 - pyskl - INFO - Epoch [118][300/3940] lr: 2.856e-03, eta: 16:07:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 1.9863, loss: 1.9863 +2025-06-26 08:40:44,873 - pyskl - INFO - Epoch [118][400/3940] lr: 2.852e-03, eta: 16:07:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 2.0573, loss: 2.0573 +2025-06-26 08:41:29,030 - pyskl - INFO - Epoch [118][500/3940] lr: 2.847e-03, eta: 16:06:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9919, loss_cls: 1.9352, loss: 1.9352 +2025-06-26 08:42:13,347 - pyskl - INFO - Epoch [118][600/3940] lr: 2.843e-03, eta: 16:05:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9925, loss_cls: 2.0157, loss: 2.0157 +2025-06-26 08:42:57,600 - pyskl - INFO - Epoch [118][700/3940] lr: 2.839e-03, eta: 16:04:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9912, loss_cls: 2.0025, loss: 2.0025 +2025-06-26 08:43:42,028 - pyskl - INFO - Epoch [118][800/3940] lr: 2.835e-03, eta: 16:04:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.1214, loss: 2.1214 +2025-06-26 08:44:26,330 - pyskl - INFO - Epoch [118][900/3940] lr: 2.831e-03, eta: 16:03:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.0753, loss: 2.0753 +2025-06-26 08:45:10,603 - pyskl - INFO - Epoch [118][1000/3940] lr: 2.826e-03, eta: 16:02:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 1.9407, loss: 1.9407 +2025-06-26 08:45:54,847 - pyskl - INFO - Epoch [118][1100/3940] lr: 2.822e-03, eta: 16:01:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9925, loss_cls: 2.0253, loss: 2.0253 +2025-06-26 08:46:39,121 - pyskl - INFO - Epoch [118][1200/3940] lr: 2.818e-03, eta: 16:01:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9925, loss_cls: 2.0542, loss: 2.0542 +2025-06-26 08:47:23,698 - pyskl - INFO - Epoch [118][1300/3940] lr: 2.814e-03, eta: 16:00:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 1.9871, loss: 1.9871 +2025-06-26 08:48:07,969 - pyskl - INFO - Epoch [118][1400/3940] lr: 2.810e-03, eta: 15:59:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 1.9982, loss: 1.9982 +2025-06-26 08:48:52,265 - pyskl - INFO - Epoch [118][1500/3940] lr: 2.805e-03, eta: 15:58:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.9772, loss: 1.9772 +2025-06-26 08:49:36,569 - pyskl - INFO - Epoch [118][1600/3940] lr: 2.801e-03, eta: 15:58:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9906, loss_cls: 2.0564, loss: 2.0564 +2025-06-26 08:50:20,872 - pyskl - INFO - Epoch [118][1700/3940] lr: 2.797e-03, eta: 15:57:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 2.0638, loss: 2.0638 +2025-06-26 08:51:05,272 - pyskl - INFO - Epoch [118][1800/3940] lr: 2.793e-03, eta: 15:56:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 2.0705, loss: 2.0705 +2025-06-26 08:51:49,735 - pyskl - INFO - Epoch [118][1900/3940] lr: 2.789e-03, eta: 15:55:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9931, loss_cls: 2.0402, loss: 2.0402 +2025-06-26 08:52:33,968 - pyskl - INFO - Epoch [118][2000/3940] lr: 2.784e-03, eta: 15:55:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 2.1464, loss: 2.1464 +2025-06-26 08:53:18,186 - pyskl - INFO - Epoch [118][2100/3940] lr: 2.780e-03, eta: 15:54:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.0408, loss: 2.0408 +2025-06-26 08:54:02,446 - pyskl - INFO - Epoch [118][2200/3940] lr: 2.776e-03, eta: 15:53:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 2.1018, loss: 2.1018 +2025-06-26 08:54:46,703 - pyskl - INFO - Epoch [118][2300/3940] lr: 2.772e-03, eta: 15:52:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.1206, loss: 2.1206 +2025-06-26 08:55:30,976 - pyskl - INFO - Epoch [118][2400/3940] lr: 2.768e-03, eta: 15:52:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9919, loss_cls: 2.0159, loss: 2.0159 +2025-06-26 08:56:15,404 - pyskl - INFO - Epoch [118][2500/3940] lr: 2.764e-03, eta: 15:51:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9894, loss_cls: 2.1482, loss: 2.1482 +2025-06-26 08:57:00,117 - pyskl - INFO - Epoch [118][2600/3940] lr: 2.759e-03, eta: 15:50:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9888, loss_cls: 2.1318, loss: 2.1318 +2025-06-26 08:57:44,886 - pyskl - INFO - Epoch [118][2700/3940] lr: 2.755e-03, eta: 15:49:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 2.0563, loss: 2.0563 +2025-06-26 08:58:29,738 - pyskl - INFO - Epoch [118][2800/3940] lr: 2.751e-03, eta: 15:49:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.1343, loss: 2.1343 +2025-06-26 08:59:14,668 - pyskl - INFO - Epoch [118][2900/3940] lr: 2.747e-03, eta: 15:48:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 1.9856, loss: 1.9856 +2025-06-26 08:59:59,492 - pyskl - INFO - Epoch [118][3000/3940] lr: 2.743e-03, eta: 15:47:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.0606, loss: 2.0606 +2025-06-26 09:00:44,209 - pyskl - INFO - Epoch [118][3100/3940] lr: 2.739e-03, eta: 15:46:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.0566, loss: 2.0566 +2025-06-26 09:01:28,943 - pyskl - INFO - Epoch [118][3200/3940] lr: 2.734e-03, eta: 15:46:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.1561, loss: 2.1561 +2025-06-26 09:02:13,671 - pyskl - INFO - Epoch [118][3300/3940] lr: 2.730e-03, eta: 15:45:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 2.0200, loss: 2.0200 +2025-06-26 09:02:58,292 - pyskl - INFO - Epoch [118][3400/3940] lr: 2.726e-03, eta: 15:44:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9906, loss_cls: 2.0512, loss: 2.0512 +2025-06-26 09:03:43,012 - pyskl - INFO - Epoch [118][3500/3940] lr: 2.722e-03, eta: 15:43:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.0246, loss: 2.0246 +2025-06-26 09:04:27,983 - pyskl - INFO - Epoch [118][3600/3940] lr: 2.718e-03, eta: 15:43:12, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.0467, loss: 2.0467 +2025-06-26 09:05:12,562 - pyskl - INFO - Epoch [118][3700/3940] lr: 2.714e-03, eta: 15:42:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 2.0475, loss: 2.0475 +2025-06-26 09:05:57,191 - pyskl - INFO - Epoch [118][3800/3940] lr: 2.710e-03, eta: 15:41:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.1861, loss: 2.1861 +2025-06-26 09:06:41,977 - pyskl - INFO - Epoch [118][3900/3940] lr: 2.706e-03, eta: 15:40:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9894, loss_cls: 2.1480, loss: 2.1480 +2025-06-26 09:07:00,405 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-06-26 09:10:24,975 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 09:10:25,461 - pyskl - INFO - +top1_acc 0.8416 +top5_acc 0.9723 +2025-06-26 09:10:25,489 - pyskl - INFO - Epoch(val) [118][3183] top1_acc: 0.8416, top5_acc: 0.9723 +2025-06-26 09:11:35,483 - pyskl - INFO - Epoch [119][100/3940] lr: 2.700e-03, eta: 15:39:57, time: 0.700, data_time: 0.257, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 1.9962, loss: 1.9962 +2025-06-26 09:12:19,936 - pyskl - INFO - Epoch [119][200/3940] lr: 2.696e-03, eta: 15:39:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.9779, loss: 1.9779 +2025-06-26 09:13:04,651 - pyskl - INFO - Epoch [119][300/3940] lr: 2.692e-03, eta: 15:38:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 1.9833, loss: 1.9833 +2025-06-26 09:13:49,300 - pyskl - INFO - Epoch [119][400/3940] lr: 2.687e-03, eta: 15:37:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 2.0264, loss: 2.0264 +2025-06-26 09:14:33,816 - pyskl - INFO - Epoch [119][500/3940] lr: 2.683e-03, eta: 15:36:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9925, loss_cls: 1.9583, loss: 1.9583 +2025-06-26 09:15:17,921 - pyskl - INFO - Epoch [119][600/3940] lr: 2.679e-03, eta: 15:36:12, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9912, loss_cls: 2.0069, loss: 2.0069 +2025-06-26 09:16:02,445 - pyskl - INFO - Epoch [119][700/3940] lr: 2.675e-03, eta: 15:35:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.0041, loss: 2.0041 +2025-06-26 09:16:47,038 - pyskl - INFO - Epoch [119][800/3940] lr: 2.671e-03, eta: 15:34:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 2.0096, loss: 2.0096 +2025-06-26 09:17:31,431 - pyskl - INFO - Epoch [119][900/3940] lr: 2.667e-03, eta: 15:33:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 2.1383, loss: 2.1383 +2025-06-26 09:18:15,759 - pyskl - INFO - Epoch [119][1000/3940] lr: 2.663e-03, eta: 15:33:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9931, loss_cls: 1.9695, loss: 1.9695 +2025-06-26 09:19:00,093 - pyskl - INFO - Epoch [119][1100/3940] lr: 2.659e-03, eta: 15:32:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 1.9999, loss: 1.9999 +2025-06-26 09:19:44,666 - pyskl - INFO - Epoch [119][1200/3940] lr: 2.655e-03, eta: 15:31:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 1.9726, loss: 1.9726 +2025-06-26 09:20:29,157 - pyskl - INFO - Epoch [119][1300/3940] lr: 2.650e-03, eta: 15:30:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 1.9694, loss: 1.9694 +2025-06-26 09:21:13,485 - pyskl - INFO - Epoch [119][1400/3940] lr: 2.646e-03, eta: 15:30:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 1.9890, loss: 1.9890 +2025-06-26 09:21:57,902 - pyskl - INFO - Epoch [119][1500/3940] lr: 2.642e-03, eta: 15:29:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9912, loss_cls: 1.9871, loss: 1.9871 +2025-06-26 09:22:42,312 - pyskl - INFO - Epoch [119][1600/3940] lr: 2.638e-03, eta: 15:28:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.0793, loss: 2.0793 +2025-06-26 09:23:26,628 - pyskl - INFO - Epoch [119][1700/3940] lr: 2.634e-03, eta: 15:27:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.0252, loss: 2.0252 +2025-06-26 09:24:10,846 - pyskl - INFO - Epoch [119][1800/3940] lr: 2.630e-03, eta: 15:27:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9931, loss_cls: 1.9643, loss: 1.9643 +2025-06-26 09:24:55,124 - pyskl - INFO - Epoch [119][1900/3940] lr: 2.626e-03, eta: 15:26:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9888, loss_cls: 2.0637, loss: 2.0637 +2025-06-26 09:25:39,442 - pyskl - INFO - Epoch [119][2000/3940] lr: 2.622e-03, eta: 15:25:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 2.0299, loss: 2.0299 +2025-06-26 09:26:23,763 - pyskl - INFO - Epoch [119][2100/3940] lr: 2.618e-03, eta: 15:24:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9894, loss_cls: 2.0125, loss: 2.0125 +2025-06-26 09:27:08,203 - pyskl - INFO - Epoch [119][2200/3940] lr: 2.614e-03, eta: 15:24:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 2.0551, loss: 2.0551 +2025-06-26 09:27:52,760 - pyskl - INFO - Epoch [119][2300/3940] lr: 2.610e-03, eta: 15:23:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 2.0407, loss: 2.0407 +2025-06-26 09:28:37,423 - pyskl - INFO - Epoch [119][2400/3940] lr: 2.606e-03, eta: 15:22:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.8876, loss: 1.8876 +2025-06-26 09:29:22,083 - pyskl - INFO - Epoch [119][2500/3940] lr: 2.602e-03, eta: 15:22:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9894, loss_cls: 2.0815, loss: 2.0815 +2025-06-26 09:30:06,789 - pyskl - INFO - Epoch [119][2600/3940] lr: 2.598e-03, eta: 15:21:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9931, loss_cls: 2.0221, loss: 2.0221 +2025-06-26 09:30:51,334 - pyskl - INFO - Epoch [119][2700/3940] lr: 2.593e-03, eta: 15:20:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 2.0211, loss: 2.0211 +2025-06-26 09:31:36,099 - pyskl - INFO - Epoch [119][2800/3940] lr: 2.589e-03, eta: 15:19:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.0793, loss: 2.0793 +2025-06-26 09:32:20,859 - pyskl - INFO - Epoch [119][2900/3940] lr: 2.585e-03, eta: 15:19:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 2.0942, loss: 2.0942 +2025-06-26 09:33:05,431 - pyskl - INFO - Epoch [119][3000/3940] lr: 2.581e-03, eta: 15:18:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9912, loss_cls: 2.0144, loss: 2.0144 +2025-06-26 09:33:49,756 - pyskl - INFO - Epoch [119][3100/3940] lr: 2.577e-03, eta: 15:17:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 1.9722, loss: 1.9722 +2025-06-26 09:34:34,207 - pyskl - INFO - Epoch [119][3200/3940] lr: 2.573e-03, eta: 15:16:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9888, loss_cls: 2.1672, loss: 2.1672 +2025-06-26 09:35:18,657 - pyskl - INFO - Epoch [119][3300/3940] lr: 2.569e-03, eta: 15:16:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 2.0151, loss: 2.0151 +2025-06-26 09:36:03,070 - pyskl - INFO - Epoch [119][3400/3940] lr: 2.565e-03, eta: 15:15:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.9569, loss: 1.9569 +2025-06-26 09:36:47,501 - pyskl - INFO - Epoch [119][3500/3940] lr: 2.561e-03, eta: 15:14:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.0749, loss: 2.0749 +2025-06-26 09:37:32,168 - pyskl - INFO - Epoch [119][3600/3940] lr: 2.557e-03, eta: 15:13:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.1292, loss: 2.1292 +2025-06-26 09:38:16,551 - pyskl - INFO - Epoch [119][3700/3940] lr: 2.553e-03, eta: 15:13:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 1.9722, loss: 1.9722 +2025-06-26 09:39:01,039 - pyskl - INFO - Epoch [119][3800/3940] lr: 2.549e-03, eta: 15:12:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9894, loss_cls: 2.0714, loss: 2.0714 +2025-06-26 09:39:45,443 - pyskl - INFO - Epoch [119][3900/3940] lr: 2.545e-03, eta: 15:11:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9912, loss_cls: 1.9817, loss: 1.9817 +2025-06-26 09:40:03,569 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-06-26 09:43:27,625 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 09:43:28,103 - pyskl - INFO - +top1_acc 0.8471 +top5_acc 0.9746 +2025-06-26 09:43:28,174 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_117.pth was removed +2025-06-26 09:43:29,334 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2025-06-26 09:43:29,336 - pyskl - INFO - Best top1_acc is 0.8471 at 119 epoch. +2025-06-26 09:43:29,358 - pyskl - INFO - Epoch(val) [119][3183] top1_acc: 0.8471, top5_acc: 0.9746 +2025-06-26 09:44:39,101 - pyskl - INFO - Epoch [120][100/3940] lr: 2.539e-03, eta: 15:10:32, time: 0.697, data_time: 0.255, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 2.0205, loss: 2.0205 +2025-06-26 09:45:23,392 - pyskl - INFO - Epoch [120][200/3940] lr: 2.535e-03, eta: 15:09:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 1.9532, loss: 1.9532 +2025-06-26 09:46:07,755 - pyskl - INFO - Epoch [120][300/3940] lr: 2.531e-03, eta: 15:09:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 1.9020, loss: 1.9020 +2025-06-26 09:46:52,191 - pyskl - INFO - Epoch [120][400/3940] lr: 2.527e-03, eta: 15:08:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.9934, loss: 1.9934 +2025-06-26 09:47:36,626 - pyskl - INFO - Epoch [120][500/3940] lr: 2.523e-03, eta: 15:07:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9931, loss_cls: 1.9511, loss: 1.9511 +2025-06-26 09:48:21,004 - pyskl - INFO - Epoch [120][600/3940] lr: 2.519e-03, eta: 15:06:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.9630, loss: 1.9630 +2025-06-26 09:49:05,340 - pyskl - INFO - Epoch [120][700/3940] lr: 2.515e-03, eta: 15:06:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 1.9726, loss: 1.9726 +2025-06-26 09:49:49,689 - pyskl - INFO - Epoch [120][800/3940] lr: 2.511e-03, eta: 15:05:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.9723, loss: 1.9723 +2025-06-26 09:50:33,953 - pyskl - INFO - Epoch [120][900/3940] lr: 2.507e-03, eta: 15:04:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.0343, loss: 2.0343 +2025-06-26 09:51:18,158 - pyskl - INFO - Epoch [120][1000/3940] lr: 2.503e-03, eta: 15:03:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9919, loss_cls: 2.0038, loss: 2.0038 +2025-06-26 09:52:02,407 - pyskl - INFO - Epoch [120][1100/3940] lr: 2.499e-03, eta: 15:03:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9919, loss_cls: 1.9818, loss: 1.9818 +2025-06-26 09:52:46,570 - pyskl - INFO - Epoch [120][1200/3940] lr: 2.495e-03, eta: 15:02:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 1.9737, loss: 1.9737 +2025-06-26 09:53:30,890 - pyskl - INFO - Epoch [120][1300/3940] lr: 2.491e-03, eta: 15:01:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.9361, loss: 1.9361 +2025-06-26 09:54:15,188 - pyskl - INFO - Epoch [120][1400/3940] lr: 2.487e-03, eta: 15:00:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9925, loss_cls: 2.0299, loss: 2.0299 +2025-06-26 09:54:59,617 - pyskl - INFO - Epoch [120][1500/3940] lr: 2.483e-03, eta: 15:00:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 1.9649, loss: 1.9649 +2025-06-26 09:55:43,969 - pyskl - INFO - Epoch [120][1600/3940] lr: 2.479e-03, eta: 14:59:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 1.9698, loss: 1.9698 +2025-06-26 09:56:28,290 - pyskl - INFO - Epoch [120][1700/3940] lr: 2.476e-03, eta: 14:58:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.0068, loss: 2.0068 +2025-06-26 09:57:12,577 - pyskl - INFO - Epoch [120][1800/3940] lr: 2.472e-03, eta: 14:57:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.0012, loss: 2.0012 +2025-06-26 09:57:56,842 - pyskl - INFO - Epoch [120][1900/3940] lr: 2.468e-03, eta: 14:57:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 1.9169, loss: 1.9169 +2025-06-26 09:58:41,247 - pyskl - INFO - Epoch [120][2000/3940] lr: 2.464e-03, eta: 14:56:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 2.0012, loss: 2.0012 +2025-06-26 09:59:25,857 - pyskl - INFO - Epoch [120][2100/3940] lr: 2.460e-03, eta: 14:55:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9919, loss_cls: 1.9376, loss: 1.9376 +2025-06-26 10:00:10,506 - pyskl - INFO - Epoch [120][2200/3940] lr: 2.456e-03, eta: 14:54:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 2.0032, loss: 2.0032 +2025-06-26 10:00:54,924 - pyskl - INFO - Epoch [120][2300/3940] lr: 2.452e-03, eta: 14:54:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9900, loss_cls: 1.9906, loss: 1.9906 +2025-06-26 10:01:39,540 - pyskl - INFO - Epoch [120][2400/3940] lr: 2.448e-03, eta: 14:53:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 1.8888, loss: 1.8888 +2025-06-26 10:02:24,011 - pyskl - INFO - Epoch [120][2500/3940] lr: 2.444e-03, eta: 14:52:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9900, loss_cls: 1.9883, loss: 1.9883 +2025-06-26 10:03:08,367 - pyskl - INFO - Epoch [120][2600/3940] lr: 2.440e-03, eta: 14:51:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.9483, loss: 1.9483 +2025-06-26 10:03:52,749 - pyskl - INFO - Epoch [120][2700/3940] lr: 2.436e-03, eta: 14:51:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9900, loss_cls: 2.0053, loss: 2.0053 +2025-06-26 10:04:37,184 - pyskl - INFO - Epoch [120][2800/3940] lr: 2.432e-03, eta: 14:50:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.0680, loss: 2.0680 +2025-06-26 10:05:21,719 - pyskl - INFO - Epoch [120][2900/3940] lr: 2.428e-03, eta: 14:49:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.0288, loss: 2.0288 +2025-06-26 10:06:06,232 - pyskl - INFO - Epoch [120][3000/3940] lr: 2.424e-03, eta: 14:48:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 2.0511, loss: 2.0511 +2025-06-26 10:06:50,728 - pyskl - INFO - Epoch [120][3100/3940] lr: 2.420e-03, eta: 14:48:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 1.9769, loss: 1.9769 +2025-06-26 10:07:35,156 - pyskl - INFO - Epoch [120][3200/3940] lr: 2.416e-03, eta: 14:47:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 1.9449, loss: 1.9449 +2025-06-26 10:08:19,595 - pyskl - INFO - Epoch [120][3300/3940] lr: 2.412e-03, eta: 14:46:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 1.9846, loss: 1.9846 +2025-06-26 10:09:04,096 - pyskl - INFO - Epoch [120][3400/3940] lr: 2.408e-03, eta: 14:45:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.0830, loss: 2.0830 +2025-06-26 10:09:48,625 - pyskl - INFO - Epoch [120][3500/3940] lr: 2.405e-03, eta: 14:45:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 2.0126, loss: 2.0126 +2025-06-26 10:10:32,988 - pyskl - INFO - Epoch [120][3600/3940] lr: 2.401e-03, eta: 14:44:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 1.9721, loss: 1.9721 +2025-06-26 10:11:17,374 - pyskl - INFO - Epoch [120][3700/3940] lr: 2.397e-03, eta: 14:43:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.0690, loss: 2.0690 +2025-06-26 10:12:01,874 - pyskl - INFO - Epoch [120][3800/3940] lr: 2.393e-03, eta: 14:42:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.0551, loss: 2.0551 +2025-06-26 10:12:46,110 - pyskl - INFO - Epoch [120][3900/3940] lr: 2.389e-03, eta: 14:42:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.9213, loss: 1.9213 +2025-06-26 10:13:04,161 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-06-26 10:31:48,968 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 10:31:49,441 - pyskl - INFO - +top1_acc 0.8178 +top5_acc 0.9621 +2025-06-26 10:31:49,462 - pyskl - INFO - Epoch(val) [120][3183] top1_acc: 0.8178, top5_acc: 0.9621 +2025-06-26 10:32:59,267 - pyskl - INFO - Epoch [121][100/3940] lr: 2.383e-03, eta: 14:41:06, time: 0.698, data_time: 0.253, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9919, loss_cls: 1.9051, loss: 1.9051 +2025-06-26 10:33:43,546 - pyskl - INFO - Epoch [121][200/3940] lr: 2.380e-03, eta: 14:40:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9938, loss_cls: 1.9024, loss: 1.9024 +2025-06-26 10:34:27,878 - pyskl - INFO - Epoch [121][300/3940] lr: 2.376e-03, eta: 14:39:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 1.8975, loss: 1.8975 +2025-06-26 10:35:12,201 - pyskl - INFO - Epoch [121][400/3940] lr: 2.372e-03, eta: 14:38:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 1.8467, loss: 1.8467 +2025-06-26 10:35:56,581 - pyskl - INFO - Epoch [121][500/3940] lr: 2.368e-03, eta: 14:38:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.8895, loss: 1.8895 +2025-06-26 10:36:40,927 - pyskl - INFO - Epoch [121][600/3940] lr: 2.364e-03, eta: 14:37:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9931, loss_cls: 1.8943, loss: 1.8943 +2025-06-26 10:37:25,284 - pyskl - INFO - Epoch [121][700/3940] lr: 2.360e-03, eta: 14:36:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.9229, loss: 1.9229 +2025-06-26 10:38:09,899 - pyskl - INFO - Epoch [121][800/3940] lr: 2.356e-03, eta: 14:35:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9931, loss_cls: 1.9391, loss: 1.9391 +2025-06-26 10:38:54,367 - pyskl - INFO - Epoch [121][900/3940] lr: 2.352e-03, eta: 14:35:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 2.0864, loss: 2.0864 +2025-06-26 10:39:38,707 - pyskl - INFO - Epoch [121][1000/3940] lr: 2.348e-03, eta: 14:34:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 1.9318, loss: 1.9318 +2025-06-26 10:40:23,081 - pyskl - INFO - Epoch [121][1100/3940] lr: 2.345e-03, eta: 14:33:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9869, loss_cls: 2.0951, loss: 2.0951 +2025-06-26 10:41:07,445 - pyskl - INFO - Epoch [121][1200/3940] lr: 2.341e-03, eta: 14:32:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 1.9696, loss: 1.9696 +2025-06-26 10:41:51,823 - pyskl - INFO - Epoch [121][1300/3940] lr: 2.337e-03, eta: 14:32:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.9557, loss: 1.9557 +2025-06-26 10:42:36,172 - pyskl - INFO - Epoch [121][1400/3940] lr: 2.333e-03, eta: 14:31:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9925, loss_cls: 1.9113, loss: 1.9113 +2025-06-26 10:43:20,445 - pyskl - INFO - Epoch [121][1500/3940] lr: 2.329e-03, eta: 14:30:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 1.9228, loss: 1.9228 +2025-06-26 10:44:04,712 - pyskl - INFO - Epoch [121][1600/3940] lr: 2.325e-03, eta: 14:29:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9919, loss_cls: 2.0248, loss: 2.0248 +2025-06-26 10:44:48,991 - pyskl - INFO - Epoch [121][1700/3940] lr: 2.321e-03, eta: 14:29:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 1.9612, loss: 1.9612 +2025-06-26 10:45:33,339 - pyskl - INFO - Epoch [121][1800/3940] lr: 2.317e-03, eta: 14:28:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 2.0409, loss: 2.0409 +2025-06-26 10:46:17,648 - pyskl - INFO - Epoch [121][1900/3940] lr: 2.314e-03, eta: 14:27:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9881, loss_cls: 2.0723, loss: 2.0723 +2025-06-26 10:47:01,941 - pyskl - INFO - Epoch [121][2000/3940] lr: 2.310e-03, eta: 14:26:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9900, loss_cls: 2.0480, loss: 2.0480 +2025-06-26 10:47:46,279 - pyskl - INFO - Epoch [121][2100/3940] lr: 2.306e-03, eta: 14:26:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.9412, loss: 1.9412 +2025-06-26 10:48:30,678 - pyskl - INFO - Epoch [121][2200/3940] lr: 2.302e-03, eta: 14:25:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9944, loss_cls: 1.9060, loss: 1.9060 +2025-06-26 10:49:14,975 - pyskl - INFO - Epoch [121][2300/3940] lr: 2.298e-03, eta: 14:24:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.9714, loss: 1.9714 +2025-06-26 10:49:59,132 - pyskl - INFO - Epoch [121][2400/3940] lr: 2.294e-03, eta: 14:23:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 2.0031, loss: 2.0031 +2025-06-26 10:50:43,395 - pyskl - INFO - Epoch [121][2500/3940] lr: 2.291e-03, eta: 14:23:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 1.9760, loss: 1.9760 +2025-06-26 10:51:27,718 - pyskl - INFO - Epoch [121][2600/3940] lr: 2.287e-03, eta: 14:22:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 1.9278, loss: 1.9278 +2025-06-26 10:52:11,955 - pyskl - INFO - Epoch [121][2700/3940] lr: 2.283e-03, eta: 14:21:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.9866, loss: 1.9866 +2025-06-26 10:52:56,260 - pyskl - INFO - Epoch [121][2800/3940] lr: 2.279e-03, eta: 14:20:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 2.0008, loss: 2.0008 +2025-06-26 10:53:40,495 - pyskl - INFO - Epoch [121][2900/3940] lr: 2.275e-03, eta: 14:20:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.8687, loss: 1.8687 +2025-06-26 10:54:24,701 - pyskl - INFO - Epoch [121][3000/3940] lr: 2.271e-03, eta: 14:19:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 1.9965, loss: 1.9965 +2025-06-26 10:55:08,976 - pyskl - INFO - Epoch [121][3100/3940] lr: 2.268e-03, eta: 14:18:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.9060, loss: 1.9060 +2025-06-26 10:55:53,203 - pyskl - INFO - Epoch [121][3200/3940] lr: 2.264e-03, eta: 14:17:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 1.9352, loss: 1.9352 +2025-06-26 10:56:37,407 - pyskl - INFO - Epoch [121][3300/3940] lr: 2.260e-03, eta: 14:17:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 1.9838, loss: 1.9838 +2025-06-26 10:57:21,611 - pyskl - INFO - Epoch [121][3400/3940] lr: 2.256e-03, eta: 14:16:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 1.9937, loss: 1.9937 +2025-06-26 10:58:05,859 - pyskl - INFO - Epoch [121][3500/3940] lr: 2.252e-03, eta: 14:15:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 1.9756, loss: 1.9756 +2025-06-26 10:58:50,117 - pyskl - INFO - Epoch [121][3600/3940] lr: 2.249e-03, eta: 14:14:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 1.9567, loss: 1.9567 +2025-06-26 10:59:34,370 - pyskl - INFO - Epoch [121][3700/3940] lr: 2.245e-03, eta: 14:14:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.8685, loss: 1.8685 +2025-06-26 11:00:18,615 - pyskl - INFO - Epoch [121][3800/3940] lr: 2.241e-03, eta: 14:13:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 1.9526, loss: 1.9526 +2025-06-26 11:01:02,860 - pyskl - INFO - Epoch [121][3900/3940] lr: 2.237e-03, eta: 14:12:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9912, loss_cls: 1.9546, loss: 1.9546 +2025-06-26 11:01:20,901 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-06-26 11:04:44,058 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 11:04:44,524 - pyskl - INFO - +top1_acc 0.8432 +top5_acc 0.9712 +2025-06-26 11:04:44,544 - pyskl - INFO - Epoch(val) [121][3183] top1_acc: 0.8432, top5_acc: 0.9712 +2025-06-26 11:05:54,238 - pyskl - INFO - Epoch [122][100/3940] lr: 2.232e-03, eta: 14:11:40, time: 0.697, data_time: 0.251, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.9161, loss: 1.9161 +2025-06-26 11:06:38,654 - pyskl - INFO - Epoch [122][200/3940] lr: 2.228e-03, eta: 14:10:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9925, loss_cls: 1.8659, loss: 1.8659 +2025-06-26 11:07:23,071 - pyskl - INFO - Epoch [122][300/3940] lr: 2.224e-03, eta: 14:10:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.8652, loss: 1.8652 +2025-06-26 11:08:07,425 - pyskl - INFO - Epoch [122][400/3940] lr: 2.221e-03, eta: 14:09:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 1.9453, loss: 1.9453 +2025-06-26 11:08:51,744 - pyskl - INFO - Epoch [122][500/3940] lr: 2.217e-03, eta: 14:08:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.8730, loss: 1.8730 +2025-06-26 11:09:36,104 - pyskl - INFO - Epoch [122][600/3940] lr: 2.213e-03, eta: 14:07:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.9455, loss: 1.9455 +2025-06-26 11:10:20,477 - pyskl - INFO - Epoch [122][700/3940] lr: 2.209e-03, eta: 14:07:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.8680, loss: 1.8680 +2025-06-26 11:11:04,849 - pyskl - INFO - Epoch [122][800/3940] lr: 2.205e-03, eta: 14:06:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.9217, loss: 1.9217 +2025-06-26 11:11:49,365 - pyskl - INFO - Epoch [122][900/3940] lr: 2.202e-03, eta: 14:05:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9931, loss_cls: 1.9013, loss: 1.9013 +2025-06-26 11:12:33,801 - pyskl - INFO - Epoch [122][1000/3940] lr: 2.198e-03, eta: 14:04:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.9295, loss: 1.9295 +2025-06-26 11:13:18,260 - pyskl - INFO - Epoch [122][1100/3940] lr: 2.194e-03, eta: 14:04:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 1.9707, loss: 1.9707 +2025-06-26 11:14:02,652 - pyskl - INFO - Epoch [122][1200/3940] lr: 2.190e-03, eta: 14:03:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.9225, loss: 1.9225 +2025-06-26 11:14:47,026 - pyskl - INFO - Epoch [122][1300/3940] lr: 2.187e-03, eta: 14:02:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9919, loss_cls: 1.9127, loss: 1.9127 +2025-06-26 11:15:31,272 - pyskl - INFO - Epoch [122][1400/3940] lr: 2.183e-03, eta: 14:01:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9919, loss_cls: 1.9265, loss: 1.9265 +2025-06-26 11:16:15,617 - pyskl - INFO - Epoch [122][1500/3940] lr: 2.179e-03, eta: 14:01:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 1.9067, loss: 1.9067 +2025-06-26 11:16:59,918 - pyskl - INFO - Epoch [122][1600/3940] lr: 2.175e-03, eta: 14:00:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 1.9710, loss: 1.9710 +2025-06-26 11:17:44,189 - pyskl - INFO - Epoch [122][1700/3940] lr: 2.172e-03, eta: 13:59:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 2.0310, loss: 2.0310 +2025-06-26 11:18:28,573 - pyskl - INFO - Epoch [122][1800/3940] lr: 2.168e-03, eta: 13:58:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 1.8782, loss: 1.8782 +2025-06-26 11:19:13,033 - pyskl - INFO - Epoch [122][1900/3940] lr: 2.164e-03, eta: 13:58:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 1.9069, loss: 1.9069 +2025-06-26 11:19:57,427 - pyskl - INFO - Epoch [122][2000/3940] lr: 2.160e-03, eta: 13:57:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.9299, loss: 1.9299 +2025-06-26 11:20:41,819 - pyskl - INFO - Epoch [122][2100/3940] lr: 2.157e-03, eta: 13:56:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.9659, loss: 1.9659 +2025-06-26 11:21:26,194 - pyskl - INFO - Epoch [122][2200/3940] lr: 2.153e-03, eta: 13:55:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.8687, loss: 1.8687 +2025-06-26 11:22:10,654 - pyskl - INFO - Epoch [122][2300/3940] lr: 2.149e-03, eta: 13:55:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9925, loss_cls: 1.8684, loss: 1.8684 +2025-06-26 11:22:54,985 - pyskl - INFO - Epoch [122][2400/3940] lr: 2.145e-03, eta: 13:54:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9931, loss_cls: 1.8828, loss: 1.8828 +2025-06-26 11:23:39,354 - pyskl - INFO - Epoch [122][2500/3940] lr: 2.142e-03, eta: 13:53:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.9224, loss: 1.9224 +2025-06-26 11:24:23,706 - pyskl - INFO - Epoch [122][2600/3940] lr: 2.138e-03, eta: 13:52:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 1.8963, loss: 1.8963 +2025-06-26 11:25:07,995 - pyskl - INFO - Epoch [122][2700/3940] lr: 2.134e-03, eta: 13:52:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 1.9606, loss: 1.9606 +2025-06-26 11:25:52,591 - pyskl - INFO - Epoch [122][2800/3940] lr: 2.131e-03, eta: 13:51:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.8785, loss: 1.8785 +2025-06-26 11:26:37,075 - pyskl - INFO - Epoch [122][2900/3940] lr: 2.127e-03, eta: 13:50:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 1.9901, loss: 1.9901 +2025-06-26 11:27:21,395 - pyskl - INFO - Epoch [122][3000/3940] lr: 2.123e-03, eta: 13:49:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9906, loss_cls: 1.8960, loss: 1.8960 +2025-06-26 11:28:05,730 - pyskl - INFO - Epoch [122][3100/3940] lr: 2.120e-03, eta: 13:49:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 1.9570, loss: 1.9570 +2025-06-26 11:28:50,114 - pyskl - INFO - Epoch [122][3200/3940] lr: 2.116e-03, eta: 13:48:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9919, loss_cls: 1.9505, loss: 1.9505 +2025-06-26 11:29:34,513 - pyskl - INFO - Epoch [122][3300/3940] lr: 2.112e-03, eta: 13:47:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.8357, loss: 1.8357 +2025-06-26 11:30:18,833 - pyskl - INFO - Epoch [122][3400/3940] lr: 2.108e-03, eta: 13:47:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 1.9214, loss: 1.9214 +2025-06-26 11:31:03,243 - pyskl - INFO - Epoch [122][3500/3940] lr: 2.105e-03, eta: 13:46:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9925, loss_cls: 1.9291, loss: 1.9291 +2025-06-26 11:31:47,628 - pyskl - INFO - Epoch [122][3600/3940] lr: 2.101e-03, eta: 13:45:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.9449, loss: 1.9449 +2025-06-26 11:32:31,921 - pyskl - INFO - Epoch [122][3700/3940] lr: 2.097e-03, eta: 13:44:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 1.9543, loss: 1.9543 +2025-06-26 11:33:16,230 - pyskl - INFO - Epoch [122][3800/3940] lr: 2.094e-03, eta: 13:44:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9900, loss_cls: 1.9379, loss: 1.9379 +2025-06-26 11:34:00,486 - pyskl - INFO - Epoch [122][3900/3940] lr: 2.090e-03, eta: 13:43:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 1.8370, loss: 1.8370 +2025-06-26 11:34:18,538 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-06-26 11:37:42,158 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 11:37:42,633 - pyskl - INFO - +top1_acc 0.8445 +top5_acc 0.9671 +2025-06-26 11:37:42,653 - pyskl - INFO - Epoch(val) [122][3183] top1_acc: 0.8445, top5_acc: 0.9671 +2025-06-26 11:38:52,420 - pyskl - INFO - Epoch [123][100/3940] lr: 2.085e-03, eta: 13:42:15, time: 0.698, data_time: 0.253, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.8195, loss: 1.8195 +2025-06-26 11:39:36,820 - pyskl - INFO - Epoch [123][200/3940] lr: 2.081e-03, eta: 13:41:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.8674, loss: 1.8674 +2025-06-26 11:40:21,218 - pyskl - INFO - Epoch [123][300/3940] lr: 2.078e-03, eta: 13:40:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9938, loss_cls: 1.8444, loss: 1.8444 +2025-06-26 11:41:05,525 - pyskl - INFO - Epoch [123][400/3940] lr: 2.074e-03, eta: 13:40:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.8752, loss: 1.8752 +2025-06-26 11:41:49,802 - pyskl - INFO - Epoch [123][500/3940] lr: 2.070e-03, eta: 13:39:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.8544, loss: 1.8544 +2025-06-26 11:42:34,165 - pyskl - INFO - Epoch [123][600/3940] lr: 2.067e-03, eta: 13:38:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 1.8289, loss: 1.8289 +2025-06-26 11:43:18,427 - pyskl - INFO - Epoch [123][700/3940] lr: 2.063e-03, eta: 13:37:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 1.8687, loss: 1.8687 +2025-06-26 11:44:02,680 - pyskl - INFO - Epoch [123][800/3940] lr: 2.059e-03, eta: 13:37:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9925, loss_cls: 1.9490, loss: 1.9490 +2025-06-26 11:44:46,918 - pyskl - INFO - Epoch [123][900/3940] lr: 2.056e-03, eta: 13:36:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9944, loss_cls: 1.8896, loss: 1.8896 +2025-06-26 11:45:31,157 - pyskl - INFO - Epoch [123][1000/3940] lr: 2.052e-03, eta: 13:35:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 1.8528, loss: 1.8528 +2025-06-26 11:46:15,358 - pyskl - INFO - Epoch [123][1100/3940] lr: 2.048e-03, eta: 13:34:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 1.8766, loss: 1.8766 +2025-06-26 11:46:59,538 - pyskl - INFO - Epoch [123][1200/3940] lr: 2.045e-03, eta: 13:34:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.8996, loss: 1.8996 +2025-06-26 11:47:43,821 - pyskl - INFO - Epoch [123][1300/3940] lr: 2.041e-03, eta: 13:33:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.9155, loss: 1.9155 +2025-06-26 11:48:28,178 - pyskl - INFO - Epoch [123][1400/3940] lr: 2.037e-03, eta: 13:32:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.9034, loss: 1.9034 +2025-06-26 11:49:12,474 - pyskl - INFO - Epoch [123][1500/3940] lr: 2.034e-03, eta: 13:31:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.8422, loss: 1.8422 +2025-06-26 11:49:56,803 - pyskl - INFO - Epoch [123][1600/3940] lr: 2.030e-03, eta: 13:31:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9919, loss_cls: 1.9209, loss: 1.9209 +2025-06-26 11:50:41,270 - pyskl - INFO - Epoch [123][1700/3940] lr: 2.026e-03, eta: 13:30:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 1.8911, loss: 1.8911 +2025-06-26 11:51:25,571 - pyskl - INFO - Epoch [123][1800/3940] lr: 2.023e-03, eta: 13:29:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 1.8693, loss: 1.8693 +2025-06-26 11:52:09,889 - pyskl - INFO - Epoch [123][1900/3940] lr: 2.019e-03, eta: 13:28:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 1.9074, loss: 1.9074 +2025-06-26 11:52:54,231 - pyskl - INFO - Epoch [123][2000/3940] lr: 2.016e-03, eta: 13:28:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 1.8988, loss: 1.8988 +2025-06-26 11:53:38,537 - pyskl - INFO - Epoch [123][2100/3940] lr: 2.012e-03, eta: 13:27:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.9236, loss: 1.9236 +2025-06-26 11:54:22,762 - pyskl - INFO - Epoch [123][2200/3940] lr: 2.008e-03, eta: 13:26:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9925, loss_cls: 1.8925, loss: 1.8925 +2025-06-26 11:55:07,047 - pyskl - INFO - Epoch [123][2300/3940] lr: 2.005e-03, eta: 13:25:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.8989, loss: 1.8989 +2025-06-26 11:55:51,340 - pyskl - INFO - Epoch [123][2400/3940] lr: 2.001e-03, eta: 13:25:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 1.8554, loss: 1.8554 +2025-06-26 11:56:35,703 - pyskl - INFO - Epoch [123][2500/3940] lr: 1.998e-03, eta: 13:24:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 1.9409, loss: 1.9409 +2025-06-26 11:57:19,917 - pyskl - INFO - Epoch [123][2600/3940] lr: 1.994e-03, eta: 13:23:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 2.0335, loss: 2.0335 +2025-06-26 11:58:04,196 - pyskl - INFO - Epoch [123][2700/3940] lr: 1.990e-03, eta: 13:22:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.8868, loss: 1.8868 +2025-06-26 11:58:48,441 - pyskl - INFO - Epoch [123][2800/3940] lr: 1.987e-03, eta: 13:22:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 1.8869, loss: 1.8869 +2025-06-26 11:59:32,661 - pyskl - INFO - Epoch [123][2900/3940] lr: 1.983e-03, eta: 13:21:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9931, loss_cls: 1.9388, loss: 1.9388 +2025-06-26 12:00:16,890 - pyskl - INFO - Epoch [123][3000/3940] lr: 1.980e-03, eta: 13:20:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 1.8896, loss: 1.8896 +2025-06-26 12:01:00,924 - pyskl - INFO - Epoch [123][3100/3940] lr: 1.976e-03, eta: 13:19:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 1.8458, loss: 1.8458 +2025-06-26 12:01:45,075 - pyskl - INFO - Epoch [123][3200/3940] lr: 1.972e-03, eta: 13:19:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 1.8357, loss: 1.8357 +2025-06-26 12:02:29,236 - pyskl - INFO - Epoch [123][3300/3940] lr: 1.969e-03, eta: 13:18:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 1.8900, loss: 1.8900 +2025-06-26 12:03:13,468 - pyskl - INFO - Epoch [123][3400/3940] lr: 1.965e-03, eta: 13:17:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 1.8831, loss: 1.8831 +2025-06-26 12:03:57,677 - pyskl - INFO - Epoch [123][3500/3940] lr: 1.962e-03, eta: 13:16:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.8956, loss: 1.8956 +2025-06-26 12:04:41,844 - pyskl - INFO - Epoch [123][3600/3940] lr: 1.958e-03, eta: 13:16:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.8153, loss: 1.8153 +2025-06-26 12:05:25,982 - pyskl - INFO - Epoch [123][3700/3940] lr: 1.954e-03, eta: 13:15:19, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.8293, loss: 1.8293 +2025-06-26 12:06:10,283 - pyskl - INFO - Epoch [123][3800/3940] lr: 1.951e-03, eta: 13:14:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.9212, loss: 1.9212 +2025-06-26 12:06:54,693 - pyskl - INFO - Epoch [123][3900/3940] lr: 1.947e-03, eta: 13:13:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 1.9683, loss: 1.9683 +2025-06-26 12:07:12,719 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-06-26 12:10:37,156 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 12:10:37,624 - pyskl - INFO - +top1_acc 0.8361 +top5_acc 0.9731 +2025-06-26 12:10:37,642 - pyskl - INFO - Epoch(val) [123][3183] top1_acc: 0.8361, top5_acc: 0.9731 +2025-06-26 12:11:47,193 - pyskl - INFO - Epoch [124][100/3940] lr: 1.942e-03, eta: 13:12:48, time: 0.695, data_time: 0.252, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 1.8429, loss: 1.8429 +2025-06-26 12:12:31,551 - pyskl - INFO - Epoch [124][200/3940] lr: 1.939e-03, eta: 13:12:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.8248, loss: 1.8248 +2025-06-26 12:13:15,878 - pyskl - INFO - Epoch [124][300/3940] lr: 1.935e-03, eta: 13:11:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.7950, loss: 1.7950 +2025-06-26 12:14:00,213 - pyskl - INFO - Epoch [124][400/3940] lr: 1.932e-03, eta: 13:10:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9938, loss_cls: 1.8398, loss: 1.8398 +2025-06-26 12:14:44,522 - pyskl - INFO - Epoch [124][500/3940] lr: 1.928e-03, eta: 13:09:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 1.8121, loss: 1.8121 +2025-06-26 12:15:28,871 - pyskl - INFO - Epoch [124][600/3940] lr: 1.925e-03, eta: 13:09:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.7702, loss: 1.7702 +2025-06-26 12:16:13,311 - pyskl - INFO - Epoch [124][700/3940] lr: 1.921e-03, eta: 13:08:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9944, loss_cls: 1.8958, loss: 1.8958 +2025-06-26 12:16:57,858 - pyskl - INFO - Epoch [124][800/3940] lr: 1.918e-03, eta: 13:07:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9931, loss_cls: 1.9129, loss: 1.9129 +2025-06-26 12:17:42,254 - pyskl - INFO - Epoch [124][900/3940] lr: 1.914e-03, eta: 13:06:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.8939, loss: 1.8939 +2025-06-26 12:18:26,728 - pyskl - INFO - Epoch [124][1000/3940] lr: 1.910e-03, eta: 13:06:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 1.8665, loss: 1.8665 +2025-06-26 12:19:11,231 - pyskl - INFO - Epoch [124][1100/3940] lr: 1.907e-03, eta: 13:05:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 1.9053, loss: 1.9053 +2025-06-26 12:19:55,794 - pyskl - INFO - Epoch [124][1200/3940] lr: 1.903e-03, eta: 13:04:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9944, loss_cls: 1.8128, loss: 1.8128 +2025-06-26 12:20:40,234 - pyskl - INFO - Epoch [124][1300/3940] lr: 1.900e-03, eta: 13:03:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 1.9192, loss: 1.9192 +2025-06-26 12:21:24,745 - pyskl - INFO - Epoch [124][1400/3940] lr: 1.896e-03, eta: 13:03:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 1.8010, loss: 1.8010 +2025-06-26 12:22:09,320 - pyskl - INFO - Epoch [124][1500/3940] lr: 1.893e-03, eta: 13:02:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.8013, loss: 1.8013 +2025-06-26 12:22:53,801 - pyskl - INFO - Epoch [124][1600/3940] lr: 1.889e-03, eta: 13:01:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.8080, loss: 1.8080 +2025-06-26 12:23:38,436 - pyskl - INFO - Epoch [124][1700/3940] lr: 1.886e-03, eta: 13:00:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 1.8126, loss: 1.8126 +2025-06-26 12:24:22,859 - pyskl - INFO - Epoch [124][1800/3940] lr: 1.882e-03, eta: 13:00:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9931, loss_cls: 1.7882, loss: 1.7882 +2025-06-26 12:25:07,231 - pyskl - INFO - Epoch [124][1900/3940] lr: 1.879e-03, eta: 12:59:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.8515, loss: 1.8515 +2025-06-26 12:25:51,657 - pyskl - INFO - Epoch [124][2000/3940] lr: 1.875e-03, eta: 12:58:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.8565, loss: 1.8565 +2025-06-26 12:26:36,042 - pyskl - INFO - Epoch [124][2100/3940] lr: 1.872e-03, eta: 12:57:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.7726, loss: 1.7726 +2025-06-26 12:27:20,377 - pyskl - INFO - Epoch [124][2200/3940] lr: 1.868e-03, eta: 12:57:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.7339, loss: 1.7339 +2025-06-26 12:28:04,870 - pyskl - INFO - Epoch [124][2300/3940] lr: 1.865e-03, eta: 12:56:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.7912, loss: 1.7912 +2025-06-26 12:28:49,305 - pyskl - INFO - Epoch [124][2400/3940] lr: 1.861e-03, eta: 12:55:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9938, loss_cls: 1.8602, loss: 1.8602 +2025-06-26 12:29:33,789 - pyskl - INFO - Epoch [124][2500/3940] lr: 1.858e-03, eta: 12:54:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.8375, loss: 1.8375 +2025-06-26 12:30:18,433 - pyskl - INFO - Epoch [124][2600/3940] lr: 1.854e-03, eta: 12:54:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 1.7553, loss: 1.7553 +2025-06-26 12:31:02,940 - pyskl - INFO - Epoch [124][2700/3940] lr: 1.851e-03, eta: 12:53:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 1.9364, loss: 1.9364 +2025-06-26 12:31:47,482 - pyskl - INFO - Epoch [124][2800/3940] lr: 1.847e-03, eta: 12:52:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9950, loss_cls: 1.9001, loss: 1.9001 +2025-06-26 12:32:32,120 - pyskl - INFO - Epoch [124][2900/3940] lr: 1.844e-03, eta: 12:51:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 2.0041, loss: 2.0041 +2025-06-26 12:33:16,897 - pyskl - INFO - Epoch [124][3000/3940] lr: 1.840e-03, eta: 12:51:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.8553, loss: 1.8553 +2025-06-26 12:34:01,610 - pyskl - INFO - Epoch [124][3100/3940] lr: 1.837e-03, eta: 12:50:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9931, loss_cls: 1.8673, loss: 1.8673 +2025-06-26 12:34:46,078 - pyskl - INFO - Epoch [124][3200/3940] lr: 1.834e-03, eta: 12:49:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 1.8419, loss: 1.8419 +2025-06-26 12:35:30,549 - pyskl - INFO - Epoch [124][3300/3940] lr: 1.830e-03, eta: 12:48:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 1.8548, loss: 1.8548 +2025-06-26 12:36:15,111 - pyskl - INFO - Epoch [124][3400/3940] lr: 1.827e-03, eta: 12:48:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9931, loss_cls: 1.8679, loss: 1.8679 +2025-06-26 12:36:59,603 - pyskl - INFO - Epoch [124][3500/3940] lr: 1.823e-03, eta: 12:47:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.8312, loss: 1.8312 +2025-06-26 12:37:44,373 - pyskl - INFO - Epoch [124][3600/3940] lr: 1.820e-03, eta: 12:46:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 1.8383, loss: 1.8383 +2025-06-26 12:38:29,226 - pyskl - INFO - Epoch [124][3700/3940] lr: 1.816e-03, eta: 12:45:55, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 1.9104, loss: 1.9104 +2025-06-26 12:39:13,741 - pyskl - INFO - Epoch [124][3800/3940] lr: 1.813e-03, eta: 12:45:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9912, loss_cls: 1.9012, loss: 1.9012 +2025-06-26 12:39:58,126 - pyskl - INFO - Epoch [124][3900/3940] lr: 1.809e-03, eta: 12:44:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 1.8579, loss: 1.8579 +2025-06-26 12:40:16,225 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-06-26 12:43:39,478 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 12:43:39,945 - pyskl - INFO - +top1_acc 0.8303 +top5_acc 0.9639 +2025-06-26 12:43:39,965 - pyskl - INFO - Epoch(val) [124][3183] top1_acc: 0.8303, top5_acc: 0.9639 +2025-06-26 12:44:49,710 - pyskl - INFO - Epoch [125][100/3940] lr: 1.805e-03, eta: 12:43:24, time: 0.697, data_time: 0.255, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9944, loss_cls: 1.7627, loss: 1.7627 +2025-06-26 12:45:33,997 - pyskl - INFO - Epoch [125][200/3940] lr: 1.801e-03, eta: 12:42:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9944, loss_cls: 1.7579, loss: 1.7579 +2025-06-26 12:46:18,315 - pyskl - INFO - Epoch [125][300/3940] lr: 1.798e-03, eta: 12:41:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.7918, loss: 1.7918 +2025-06-26 12:47:02,570 - pyskl - INFO - Epoch [125][400/3940] lr: 1.794e-03, eta: 12:41:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.6671, loss: 1.6671 +2025-06-26 12:47:46,912 - pyskl - INFO - Epoch [125][500/3940] lr: 1.791e-03, eta: 12:40:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 1.7782, loss: 1.7782 +2025-06-26 12:48:31,365 - pyskl - INFO - Epoch [125][600/3940] lr: 1.787e-03, eta: 12:39:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.7887, loss: 1.7887 +2025-06-26 12:49:15,682 - pyskl - INFO - Epoch [125][700/3940] lr: 1.784e-03, eta: 12:38:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.7469, loss: 1.7469 +2025-06-26 12:50:00,016 - pyskl - INFO - Epoch [125][800/3940] lr: 1.781e-03, eta: 12:38:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9938, loss_cls: 1.8287, loss: 1.8287 +2025-06-26 12:50:44,535 - pyskl - INFO - Epoch [125][900/3940] lr: 1.777e-03, eta: 12:37:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9950, loss_cls: 1.8505, loss: 1.8505 +2025-06-26 12:51:29,033 - pyskl - INFO - Epoch [125][1000/3940] lr: 1.774e-03, eta: 12:36:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.8329, loss: 1.8329 +2025-06-26 12:52:13,655 - pyskl - INFO - Epoch [125][1100/3940] lr: 1.770e-03, eta: 12:35:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.8219, loss: 1.8219 +2025-06-26 12:52:58,134 - pyskl - INFO - Epoch [125][1200/3940] lr: 1.767e-03, eta: 12:35:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9938, loss_cls: 1.8046, loss: 1.8046 +2025-06-26 12:53:42,526 - pyskl - INFO - Epoch [125][1300/3940] lr: 1.763e-03, eta: 12:34:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 1.8189, loss: 1.8189 +2025-06-26 12:54:27,026 - pyskl - INFO - Epoch [125][1400/3940] lr: 1.760e-03, eta: 12:33:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.8502, loss: 1.8502 +2025-06-26 12:55:11,435 - pyskl - INFO - Epoch [125][1500/3940] lr: 1.757e-03, eta: 12:32:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9938, loss_cls: 1.8055, loss: 1.8055 +2025-06-26 12:55:55,730 - pyskl - INFO - Epoch [125][1600/3940] lr: 1.753e-03, eta: 12:32:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.7973, loss: 1.7973 +2025-06-26 12:56:40,046 - pyskl - INFO - Epoch [125][1700/3940] lr: 1.750e-03, eta: 12:31:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.7702, loss: 1.7702 +2025-06-26 12:57:24,362 - pyskl - INFO - Epoch [125][1800/3940] lr: 1.747e-03, eta: 12:30:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.8136, loss: 1.8136 +2025-06-26 12:58:08,600 - pyskl - INFO - Epoch [125][1900/3940] lr: 1.743e-03, eta: 12:29:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9950, loss_cls: 1.7729, loss: 1.7729 +2025-06-26 12:58:53,173 - pyskl - INFO - Epoch [125][2000/3940] lr: 1.740e-03, eta: 12:29:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 1.8077, loss: 1.8077 +2025-06-26 12:59:37,753 - pyskl - INFO - Epoch [125][2100/3940] lr: 1.736e-03, eta: 12:28:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 1.8174, loss: 1.8174 +2025-06-26 13:00:22,117 - pyskl - INFO - Epoch [125][2200/3940] lr: 1.733e-03, eta: 12:27:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.8039, loss: 1.8039 +2025-06-26 13:01:06,311 - pyskl - INFO - Epoch [125][2300/3940] lr: 1.730e-03, eta: 12:26:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9938, loss_cls: 1.9018, loss: 1.9018 +2025-06-26 13:01:50,487 - pyskl - INFO - Epoch [125][2400/3940] lr: 1.726e-03, eta: 12:26:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.8518, loss: 1.8518 +2025-06-26 13:02:34,685 - pyskl - INFO - Epoch [125][2500/3940] lr: 1.723e-03, eta: 12:25:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 1.9176, loss: 1.9176 +2025-06-26 13:03:18,838 - pyskl - INFO - Epoch [125][2600/3940] lr: 1.720e-03, eta: 12:24:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 1.8605, loss: 1.8605 +2025-06-26 13:04:02,990 - pyskl - INFO - Epoch [125][2700/3940] lr: 1.716e-03, eta: 12:23:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 1.7275, loss: 1.7275 +2025-06-26 13:04:47,206 - pyskl - INFO - Epoch [125][2800/3940] lr: 1.713e-03, eta: 12:23:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.8781, loss: 1.8781 +2025-06-26 13:05:31,401 - pyskl - INFO - Epoch [125][2900/3940] lr: 1.709e-03, eta: 12:22:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 1.7735, loss: 1.7735 +2025-06-26 13:06:15,654 - pyskl - INFO - Epoch [125][3000/3940] lr: 1.706e-03, eta: 12:21:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 1.8448, loss: 1.8448 +2025-06-26 13:07:00,121 - pyskl - INFO - Epoch [125][3100/3940] lr: 1.703e-03, eta: 12:20:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9962, loss_cls: 1.7373, loss: 1.7373 +2025-06-26 13:07:44,323 - pyskl - INFO - Epoch [125][3200/3940] lr: 1.699e-03, eta: 12:20:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9925, loss_cls: 1.9182, loss: 1.9182 +2025-06-26 13:08:28,479 - pyskl - INFO - Epoch [125][3300/3940] lr: 1.696e-03, eta: 12:19:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.8046, loss: 1.8046 +2025-06-26 13:09:12,643 - pyskl - INFO - Epoch [125][3400/3940] lr: 1.693e-03, eta: 12:18:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.8411, loss: 1.8411 +2025-06-26 13:09:56,871 - pyskl - INFO - Epoch [125][3500/3940] lr: 1.689e-03, eta: 12:18:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9912, loss_cls: 1.8092, loss: 1.8092 +2025-06-26 13:10:41,119 - pyskl - INFO - Epoch [125][3600/3940] lr: 1.686e-03, eta: 12:17:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9925, loss_cls: 1.8514, loss: 1.8514 +2025-06-26 13:11:25,312 - pyskl - INFO - Epoch [125][3700/3940] lr: 1.683e-03, eta: 12:16:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9925, loss_cls: 1.8203, loss: 1.8203 +2025-06-26 13:12:09,496 - pyskl - INFO - Epoch [125][3800/3940] lr: 1.679e-03, eta: 12:15:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.7942, loss: 1.7942 +2025-06-26 13:12:53,701 - pyskl - INFO - Epoch [125][3900/3940] lr: 1.676e-03, eta: 12:15:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9919, loss_cls: 1.9088, loss: 1.9088 +2025-06-26 13:13:11,733 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-06-26 13:32:10,164 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 13:32:10,637 - pyskl - INFO - +top1_acc 0.8598 +top5_acc 0.9780 +2025-06-26 13:32:10,696 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_119.pth was removed +2025-06-26 13:32:11,777 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2025-06-26 13:32:11,780 - pyskl - INFO - Best top1_acc is 0.8598 at 125 epoch. +2025-06-26 13:32:11,798 - pyskl - INFO - Epoch(val) [125][3183] top1_acc: 0.8598, top5_acc: 0.9780 +2025-06-26 13:33:21,230 - pyskl - INFO - Epoch [126][100/3940] lr: 1.671e-03, eta: 12:13:59, time: 0.694, data_time: 0.253, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9962, loss_cls: 1.7528, loss: 1.7528 +2025-06-26 13:34:05,382 - pyskl - INFO - Epoch [126][200/3940] lr: 1.668e-03, eta: 12:13:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.7503, loss: 1.7503 +2025-06-26 13:34:49,596 - pyskl - INFO - Epoch [126][300/3940] lr: 1.665e-03, eta: 12:12:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.7548, loss: 1.7548 +2025-06-26 13:35:33,816 - pyskl - INFO - Epoch [126][400/3940] lr: 1.661e-03, eta: 12:11:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9938, loss_cls: 1.8174, loss: 1.8174 +2025-06-26 13:36:18,207 - pyskl - INFO - Epoch [126][500/3940] lr: 1.658e-03, eta: 12:10:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.6972, loss: 1.6972 +2025-06-26 13:37:02,588 - pyskl - INFO - Epoch [126][600/3940] lr: 1.655e-03, eta: 12:10:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.7889, loss: 1.7889 +2025-06-26 13:37:46,929 - pyskl - INFO - Epoch [126][700/3940] lr: 1.652e-03, eta: 12:09:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.7467, loss: 1.7467 +2025-06-26 13:38:31,230 - pyskl - INFO - Epoch [126][800/3940] lr: 1.648e-03, eta: 12:08:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.7805, loss: 1.7805 +2025-06-26 13:39:15,670 - pyskl - INFO - Epoch [126][900/3940] lr: 1.645e-03, eta: 12:08:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9950, loss_cls: 1.7831, loss: 1.7831 +2025-06-26 13:39:59,951 - pyskl - INFO - Epoch [126][1000/3940] lr: 1.642e-03, eta: 12:07:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9956, loss_cls: 1.7335, loss: 1.7335 +2025-06-26 13:40:44,286 - pyskl - INFO - Epoch [126][1100/3940] lr: 1.638e-03, eta: 12:06:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.7444, loss: 1.7444 +2025-06-26 13:41:28,643 - pyskl - INFO - Epoch [126][1200/3940] lr: 1.635e-03, eta: 12:05:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 1.8248, loss: 1.8248 +2025-06-26 13:42:13,075 - pyskl - INFO - Epoch [126][1300/3940] lr: 1.632e-03, eta: 12:05:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9950, loss_cls: 1.7293, loss: 1.7293 +2025-06-26 13:42:57,514 - pyskl - INFO - Epoch [126][1400/3940] lr: 1.629e-03, eta: 12:04:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.7262, loss: 1.7262 +2025-06-26 13:43:41,838 - pyskl - INFO - Epoch [126][1500/3940] lr: 1.625e-03, eta: 12:03:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9950, loss_cls: 1.7702, loss: 1.7702 +2025-06-26 13:44:26,048 - pyskl - INFO - Epoch [126][1600/3940] lr: 1.622e-03, eta: 12:02:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 1.7958, loss: 1.7958 +2025-06-26 13:45:10,212 - pyskl - INFO - Epoch [126][1700/3940] lr: 1.619e-03, eta: 12:02:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.7711, loss: 1.7711 +2025-06-26 13:45:54,367 - pyskl - INFO - Epoch [126][1800/3940] lr: 1.615e-03, eta: 12:01:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 1.8137, loss: 1.8137 +2025-06-26 13:46:38,488 - pyskl - INFO - Epoch [126][1900/3940] lr: 1.612e-03, eta: 12:00:32, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 1.8251, loss: 1.8251 +2025-06-26 13:47:22,623 - pyskl - INFO - Epoch [126][2000/3940] lr: 1.609e-03, eta: 11:59:47, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 1.7527, loss: 1.7527 +2025-06-26 13:48:06,771 - pyskl - INFO - Epoch [126][2100/3940] lr: 1.606e-03, eta: 11:59:02, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.7488, loss: 1.7488 +2025-06-26 13:48:50,927 - pyskl - INFO - Epoch [126][2200/3940] lr: 1.602e-03, eta: 11:58:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.7624, loss: 1.7624 +2025-06-26 13:49:35,082 - pyskl - INFO - Epoch [126][2300/3940] lr: 1.599e-03, eta: 11:57:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 1.7164, loss: 1.7164 +2025-06-26 13:50:19,323 - pyskl - INFO - Epoch [126][2400/3940] lr: 1.596e-03, eta: 11:56:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9938, loss_cls: 1.8087, loss: 1.8087 +2025-06-26 13:51:03,449 - pyskl - INFO - Epoch [126][2500/3940] lr: 1.593e-03, eta: 11:56:02, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.8077, loss: 1.8077 +2025-06-26 13:51:47,844 - pyskl - INFO - Epoch [126][2600/3940] lr: 1.589e-03, eta: 11:55:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9950, loss_cls: 1.7383, loss: 1.7383 +2025-06-26 13:52:32,156 - pyskl - INFO - Epoch [126][2700/3940] lr: 1.586e-03, eta: 11:54:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9938, loss_cls: 1.8376, loss: 1.8376 +2025-06-26 13:53:16,485 - pyskl - INFO - Epoch [126][2800/3940] lr: 1.583e-03, eta: 11:53:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.8344, loss: 1.8344 +2025-06-26 13:54:00,858 - pyskl - INFO - Epoch [126][2900/3940] lr: 1.580e-03, eta: 11:53:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.7954, loss: 1.7954 +2025-06-26 13:54:45,045 - pyskl - INFO - Epoch [126][3000/3940] lr: 1.576e-03, eta: 11:52:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 1.8098, loss: 1.8098 +2025-06-26 13:55:29,401 - pyskl - INFO - Epoch [126][3100/3940] lr: 1.573e-03, eta: 11:51:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.7610, loss: 1.7610 +2025-06-26 13:56:13,731 - pyskl - INFO - Epoch [126][3200/3940] lr: 1.570e-03, eta: 11:50:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 1.6828, loss: 1.6828 +2025-06-26 13:56:57,947 - pyskl - INFO - Epoch [126][3300/3940] lr: 1.567e-03, eta: 11:50:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 1.7771, loss: 1.7771 +2025-06-26 13:57:42,152 - pyskl - INFO - Epoch [126][3400/3940] lr: 1.564e-03, eta: 11:49:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.7714, loss: 1.7714 +2025-06-26 13:58:26,392 - pyskl - INFO - Epoch [126][3500/3940] lr: 1.560e-03, eta: 11:48:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9944, loss_cls: 1.7857, loss: 1.7857 +2025-06-26 13:59:10,577 - pyskl - INFO - Epoch [126][3600/3940] lr: 1.557e-03, eta: 11:47:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.6919, loss: 1.6919 +2025-06-26 13:59:54,854 - pyskl - INFO - Epoch [126][3700/3940] lr: 1.554e-03, eta: 11:47:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 1.7950, loss: 1.7950 +2025-06-26 14:00:39,090 - pyskl - INFO - Epoch [126][3800/3940] lr: 1.551e-03, eta: 11:46:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9938, loss_cls: 1.7965, loss: 1.7965 +2025-06-26 14:01:23,334 - pyskl - INFO - Epoch [126][3900/3940] lr: 1.547e-03, eta: 11:45:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.7558, loss: 1.7558 +2025-06-26 14:01:41,387 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-06-26 14:05:04,300 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 14:05:04,762 - pyskl - INFO - +top1_acc 0.8609 +top5_acc 0.9725 +2025-06-26 14:05:04,821 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_125.pth was removed +2025-06-26 14:05:05,856 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-06-26 14:05:05,858 - pyskl - INFO - Best top1_acc is 0.8609 at 126 epoch. +2025-06-26 14:05:05,876 - pyskl - INFO - Epoch(val) [126][3183] top1_acc: 0.8609, top5_acc: 0.9725 +2025-06-26 14:06:15,517 - pyskl - INFO - Epoch [127][100/3940] lr: 1.543e-03, eta: 11:44:33, time: 0.696, data_time: 0.253, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.7170, loss: 1.7170 +2025-06-26 14:06:59,910 - pyskl - INFO - Epoch [127][200/3940] lr: 1.540e-03, eta: 11:43:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.7397, loss: 1.7397 +2025-06-26 14:07:44,387 - pyskl - INFO - Epoch [127][300/3940] lr: 1.537e-03, eta: 11:43:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 1.7417, loss: 1.7417 +2025-06-26 14:08:28,749 - pyskl - INFO - Epoch [127][400/3940] lr: 1.533e-03, eta: 11:42:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.6795, loss: 1.6795 +2025-06-26 14:09:13,220 - pyskl - INFO - Epoch [127][500/3940] lr: 1.530e-03, eta: 11:41:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.6869, loss: 1.6869 +2025-06-26 14:09:57,709 - pyskl - INFO - Epoch [127][600/3940] lr: 1.527e-03, eta: 11:40:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.7386, loss: 1.7386 +2025-06-26 14:10:42,203 - pyskl - INFO - Epoch [127][700/3940] lr: 1.524e-03, eta: 11:40:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9956, loss_cls: 1.7146, loss: 1.7146 +2025-06-26 14:11:26,557 - pyskl - INFO - Epoch [127][800/3940] lr: 1.521e-03, eta: 11:39:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.7392, loss: 1.7392 +2025-06-26 14:12:10,970 - pyskl - INFO - Epoch [127][900/3940] lr: 1.518e-03, eta: 11:38:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 1.8172, loss: 1.8172 +2025-06-26 14:12:55,381 - pyskl - INFO - Epoch [127][1000/3940] lr: 1.514e-03, eta: 11:37:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.6914, loss: 1.6914 +2025-06-26 14:13:39,738 - pyskl - INFO - Epoch [127][1100/3940] lr: 1.511e-03, eta: 11:37:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.7290, loss: 1.7290 +2025-06-26 14:14:24,120 - pyskl - INFO - Epoch [127][1200/3940] lr: 1.508e-03, eta: 11:36:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.7231, loss: 1.7231 +2025-06-26 14:15:08,546 - pyskl - INFO - Epoch [127][1300/3940] lr: 1.505e-03, eta: 11:35:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.7646, loss: 1.7646 +2025-06-26 14:15:52,936 - pyskl - INFO - Epoch [127][1400/3940] lr: 1.502e-03, eta: 11:34:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.8070, loss: 1.8070 +2025-06-26 14:16:37,319 - pyskl - INFO - Epoch [127][1500/3940] lr: 1.499e-03, eta: 11:34:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 1.7209, loss: 1.7209 +2025-06-26 14:17:21,621 - pyskl - INFO - Epoch [127][1600/3940] lr: 1.495e-03, eta: 11:33:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.7157, loss: 1.7157 +2025-06-26 14:18:05,988 - pyskl - INFO - Epoch [127][1700/3940] lr: 1.492e-03, eta: 11:32:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9962, loss_cls: 1.6681, loss: 1.6681 +2025-06-26 14:18:50,453 - pyskl - INFO - Epoch [127][1800/3940] lr: 1.489e-03, eta: 11:31:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 1.8198, loss: 1.8198 +2025-06-26 14:19:34,946 - pyskl - INFO - Epoch [127][1900/3940] lr: 1.486e-03, eta: 11:31:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.7672, loss: 1.7672 +2025-06-26 14:20:19,287 - pyskl - INFO - Epoch [127][2000/3940] lr: 1.483e-03, eta: 11:30:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.7560, loss: 1.7560 +2025-06-26 14:21:03,602 - pyskl - INFO - Epoch [127][2100/3940] lr: 1.480e-03, eta: 11:29:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 1.7145, loss: 1.7145 +2025-06-26 14:21:48,126 - pyskl - INFO - Epoch [127][2200/3940] lr: 1.477e-03, eta: 11:28:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.8451, loss: 1.8451 +2025-06-26 14:22:32,637 - pyskl - INFO - Epoch [127][2300/3940] lr: 1.473e-03, eta: 11:28:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 1.7620, loss: 1.7620 +2025-06-26 14:23:17,082 - pyskl - INFO - Epoch [127][2400/3940] lr: 1.470e-03, eta: 11:27:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.6673, loss: 1.6673 +2025-06-26 14:24:01,190 - pyskl - INFO - Epoch [127][2500/3940] lr: 1.467e-03, eta: 11:26:38, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9956, loss_cls: 1.7526, loss: 1.7526 +2025-06-26 14:24:45,497 - pyskl - INFO - Epoch [127][2600/3940] lr: 1.464e-03, eta: 11:25:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 1.7167, loss: 1.7167 +2025-06-26 14:25:30,053 - pyskl - INFO - Epoch [127][2700/3940] lr: 1.461e-03, eta: 11:25:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.6630, loss: 1.6630 +2025-06-26 14:26:14,538 - pyskl - INFO - Epoch [127][2800/3940] lr: 1.458e-03, eta: 11:24:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9925, loss_cls: 1.7934, loss: 1.7934 +2025-06-26 14:26:58,919 - pyskl - INFO - Epoch [127][2900/3940] lr: 1.455e-03, eta: 11:23:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9950, loss_cls: 1.7285, loss: 1.7285 +2025-06-26 14:27:43,220 - pyskl - INFO - Epoch [127][3000/3940] lr: 1.452e-03, eta: 11:22:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.7687, loss: 1.7687 +2025-06-26 14:28:27,549 - pyskl - INFO - Epoch [127][3100/3940] lr: 1.448e-03, eta: 11:22:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.7595, loss: 1.7595 +2025-06-26 14:29:11,870 - pyskl - INFO - Epoch [127][3200/3940] lr: 1.445e-03, eta: 11:21:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.7931, loss: 1.7931 +2025-06-26 14:29:56,245 - pyskl - INFO - Epoch [127][3300/3940] lr: 1.442e-03, eta: 11:20:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.7605, loss: 1.7605 +2025-06-26 14:30:40,579 - pyskl - INFO - Epoch [127][3400/3940] lr: 1.439e-03, eta: 11:19:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9944, loss_cls: 1.7943, loss: 1.7943 +2025-06-26 14:31:24,994 - pyskl - INFO - Epoch [127][3500/3940] lr: 1.436e-03, eta: 11:19:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 1.7266, loss: 1.7266 +2025-06-26 14:32:09,322 - pyskl - INFO - Epoch [127][3600/3940] lr: 1.433e-03, eta: 11:18:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9944, loss_cls: 1.7157, loss: 1.7157 +2025-06-26 14:32:53,677 - pyskl - INFO - Epoch [127][3700/3940] lr: 1.430e-03, eta: 11:17:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.7166, loss: 1.7166 +2025-06-26 14:33:37,922 - pyskl - INFO - Epoch [127][3800/3940] lr: 1.427e-03, eta: 11:16:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9938, loss_cls: 1.7183, loss: 1.7183 +2025-06-26 14:34:22,244 - pyskl - INFO - Epoch [127][3900/3940] lr: 1.424e-03, eta: 11:16:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.7221, loss: 1.7221 +2025-06-26 14:34:40,297 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-06-26 14:38:05,144 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 14:38:05,617 - pyskl - INFO - +top1_acc 0.8633 +top5_acc 0.9788 +2025-06-26 14:38:05,675 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_126.pth was removed +2025-06-26 14:38:06,766 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-06-26 14:38:06,769 - pyskl - INFO - Best top1_acc is 0.8633 at 127 epoch. +2025-06-26 14:38:06,788 - pyskl - INFO - Epoch(val) [127][3183] top1_acc: 0.8633, top5_acc: 0.9788 +2025-06-26 14:39:17,386 - pyskl - INFO - Epoch [128][100/3940] lr: 1.419e-03, eta: 11:15:09, time: 0.706, data_time: 0.263, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 1.7699, loss: 1.7699 +2025-06-26 14:40:01,723 - pyskl - INFO - Epoch [128][200/3940] lr: 1.416e-03, eta: 11:14:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 1.6870, loss: 1.6870 +2025-06-26 14:40:45,982 - pyskl - INFO - Epoch [128][300/3940] lr: 1.413e-03, eta: 11:13:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 1.5889, loss: 1.5889 +2025-06-26 14:41:30,402 - pyskl - INFO - Epoch [128][400/3940] lr: 1.410e-03, eta: 11:12:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.7152, loss: 1.7152 +2025-06-26 14:42:14,959 - pyskl - INFO - Epoch [128][500/3940] lr: 1.407e-03, eta: 11:12:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.7469, loss: 1.7469 +2025-06-26 14:42:59,369 - pyskl - INFO - Epoch [128][600/3940] lr: 1.404e-03, eta: 11:11:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.6588, loss: 1.6588 +2025-06-26 14:43:43,658 - pyskl - INFO - Epoch [128][700/3940] lr: 1.401e-03, eta: 11:10:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.6792, loss: 1.6792 +2025-06-26 14:44:27,871 - pyskl - INFO - Epoch [128][800/3940] lr: 1.398e-03, eta: 11:09:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.6890, loss: 1.6890 +2025-06-26 14:45:12,032 - pyskl - INFO - Epoch [128][900/3940] lr: 1.395e-03, eta: 11:09:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 1.6858, loss: 1.6858 +2025-06-26 14:45:56,306 - pyskl - INFO - Epoch [128][1000/3940] lr: 1.392e-03, eta: 11:08:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.7128, loss: 1.7128 +2025-06-26 14:46:40,624 - pyskl - INFO - Epoch [128][1100/3940] lr: 1.389e-03, eta: 11:07:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 1.6865, loss: 1.6865 +2025-06-26 14:47:24,920 - pyskl - INFO - Epoch [128][1200/3940] lr: 1.386e-03, eta: 11:06:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9956, loss_cls: 1.7183, loss: 1.7183 +2025-06-26 14:48:09,195 - pyskl - INFO - Epoch [128][1300/3940] lr: 1.383e-03, eta: 11:06:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 1.7215, loss: 1.7215 +2025-06-26 14:48:53,714 - pyskl - INFO - Epoch [128][1400/3940] lr: 1.380e-03, eta: 11:05:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.7384, loss: 1.7384 +2025-06-26 14:49:38,161 - pyskl - INFO - Epoch [128][1500/3940] lr: 1.377e-03, eta: 11:04:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 1.7504, loss: 1.7504 +2025-06-26 14:50:22,660 - pyskl - INFO - Epoch [128][1600/3940] lr: 1.374e-03, eta: 11:03:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.6824, loss: 1.6824 +2025-06-26 14:51:06,979 - pyskl - INFO - Epoch [128][1700/3940] lr: 1.371e-03, eta: 11:03:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9956, loss_cls: 1.7144, loss: 1.7144 +2025-06-26 14:51:51,379 - pyskl - INFO - Epoch [128][1800/3940] lr: 1.368e-03, eta: 11:02:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9944, loss_cls: 1.7240, loss: 1.7240 +2025-06-26 14:52:35,751 - pyskl - INFO - Epoch [128][1900/3940] lr: 1.365e-03, eta: 11:01:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.6469, loss: 1.6469 +2025-06-26 14:53:20,214 - pyskl - INFO - Epoch [128][2000/3940] lr: 1.362e-03, eta: 11:00:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 1.7489, loss: 1.7489 +2025-06-26 14:54:04,496 - pyskl - INFO - Epoch [128][2100/3940] lr: 1.359e-03, eta: 11:00:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.7149, loss: 1.7149 +2025-06-26 14:54:48,792 - pyskl - INFO - Epoch [128][2200/3940] lr: 1.356e-03, eta: 10:59:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.6648, loss: 1.6648 +2025-06-26 14:55:33,121 - pyskl - INFO - Epoch [128][2300/3940] lr: 1.353e-03, eta: 10:58:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.7226, loss: 1.7226 +2025-06-26 14:56:17,532 - pyskl - INFO - Epoch [128][2400/3940] lr: 1.350e-03, eta: 10:57:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 1.6929, loss: 1.6929 +2025-06-26 14:57:01,868 - pyskl - INFO - Epoch [128][2500/3940] lr: 1.347e-03, eta: 10:57:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.6870, loss: 1.6870 +2025-06-26 14:57:46,200 - pyskl - INFO - Epoch [128][2600/3940] lr: 1.344e-03, eta: 10:56:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.6523, loss: 1.6523 +2025-06-26 14:58:30,598 - pyskl - INFO - Epoch [128][2700/3940] lr: 1.341e-03, eta: 10:55:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.7100, loss: 1.7100 +2025-06-26 14:59:14,937 - pyskl - INFO - Epoch [128][2800/3940] lr: 1.338e-03, eta: 10:54:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.7821, loss: 1.7821 +2025-06-26 14:59:59,474 - pyskl - INFO - Epoch [128][2900/3940] lr: 1.335e-03, eta: 10:54:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.7449, loss: 1.7449 +2025-06-26 15:00:43,808 - pyskl - INFO - Epoch [128][3000/3940] lr: 1.332e-03, eta: 10:53:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 1.7043, loss: 1.7043 +2025-06-26 15:01:28,079 - pyskl - INFO - Epoch [128][3100/3940] lr: 1.329e-03, eta: 10:52:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9956, loss_cls: 1.7383, loss: 1.7383 +2025-06-26 15:02:12,348 - pyskl - INFO - Epoch [128][3200/3940] lr: 1.326e-03, eta: 10:52:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 1.6717, loss: 1.6717 +2025-06-26 15:02:56,878 - pyskl - INFO - Epoch [128][3300/3940] lr: 1.323e-03, eta: 10:51:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.7007, loss: 1.7007 +2025-06-26 15:03:41,259 - pyskl - INFO - Epoch [128][3400/3940] lr: 1.320e-03, eta: 10:50:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.7398, loss: 1.7398 +2025-06-26 15:04:25,654 - pyskl - INFO - Epoch [128][3500/3940] lr: 1.317e-03, eta: 10:49:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9925, loss_cls: 1.7719, loss: 1.7719 +2025-06-26 15:05:10,127 - pyskl - INFO - Epoch [128][3600/3940] lr: 1.314e-03, eta: 10:49:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 1.6846, loss: 1.6846 +2025-06-26 15:05:54,379 - pyskl - INFO - Epoch [128][3700/3940] lr: 1.311e-03, eta: 10:48:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9938, loss_cls: 1.7216, loss: 1.7216 +2025-06-26 15:06:38,691 - pyskl - INFO - Epoch [128][3800/3940] lr: 1.308e-03, eta: 10:47:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.7424, loss: 1.7424 +2025-06-26 15:07:22,940 - pyskl - INFO - Epoch [128][3900/3940] lr: 1.305e-03, eta: 10:46:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.8118, loss: 1.8118 +2025-06-26 15:07:41,052 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-06-26 15:11:04,100 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 15:11:04,569 - pyskl - INFO - +top1_acc 0.8645 +top5_acc 0.9747 +2025-06-26 15:11:04,627 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_127.pth was removed +2025-06-26 15:11:05,705 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2025-06-26 15:11:05,707 - pyskl - INFO - Best top1_acc is 0.8645 at 128 epoch. +2025-06-26 15:11:05,726 - pyskl - INFO - Epoch(val) [128][3183] top1_acc: 0.8645, top5_acc: 0.9747 +2025-06-26 15:12:15,231 - pyskl - INFO - Epoch [129][100/3940] lr: 1.301e-03, eta: 10:45:44, time: 0.695, data_time: 0.253, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.7338, loss: 1.7338 +2025-06-26 15:12:59,425 - pyskl - INFO - Epoch [129][200/3940] lr: 1.298e-03, eta: 10:44:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.6096, loss: 1.6096 +2025-06-26 15:13:43,684 - pyskl - INFO - Epoch [129][300/3940] lr: 1.295e-03, eta: 10:44:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9944, loss_cls: 1.6478, loss: 1.6478 +2025-06-26 15:14:28,423 - pyskl - INFO - Epoch [129][400/3940] lr: 1.292e-03, eta: 10:43:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 1.6312, loss: 1.6312 +2025-06-26 15:15:12,773 - pyskl - INFO - Epoch [129][500/3940] lr: 1.289e-03, eta: 10:42:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9944, loss_cls: 1.7157, loss: 1.7157 +2025-06-26 15:15:57,111 - pyskl - INFO - Epoch [129][600/3940] lr: 1.286e-03, eta: 10:42:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.6083, loss: 1.6083 +2025-06-26 15:16:41,472 - pyskl - INFO - Epoch [129][700/3940] lr: 1.283e-03, eta: 10:41:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.7074, loss: 1.7074 +2025-06-26 15:17:26,071 - pyskl - INFO - Epoch [129][800/3940] lr: 1.280e-03, eta: 10:40:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.6479, loss: 1.6479 +2025-06-26 15:18:10,499 - pyskl - INFO - Epoch [129][900/3940] lr: 1.277e-03, eta: 10:39:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 1.6877, loss: 1.6877 +2025-06-26 15:18:55,158 - pyskl - INFO - Epoch [129][1000/3940] lr: 1.274e-03, eta: 10:39:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9950, loss_cls: 1.7081, loss: 1.7081 +2025-06-26 15:19:39,910 - pyskl - INFO - Epoch [129][1100/3940] lr: 1.271e-03, eta: 10:38:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 1.6855, loss: 1.6855 +2025-06-26 15:20:24,538 - pyskl - INFO - Epoch [129][1200/3940] lr: 1.268e-03, eta: 10:37:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.6256, loss: 1.6256 +2025-06-26 15:21:09,263 - pyskl - INFO - Epoch [129][1300/3940] lr: 1.265e-03, eta: 10:36:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9969, loss_cls: 1.6504, loss: 1.6504 +2025-06-26 15:21:53,912 - pyskl - INFO - Epoch [129][1400/3940] lr: 1.263e-03, eta: 10:36:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.6641, loss: 1.6641 +2025-06-26 15:22:38,336 - pyskl - INFO - Epoch [129][1500/3940] lr: 1.260e-03, eta: 10:35:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9950, loss_cls: 1.6474, loss: 1.6474 +2025-06-26 15:23:22,778 - pyskl - INFO - Epoch [129][1600/3940] lr: 1.257e-03, eta: 10:34:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.6876, loss: 1.6876 +2025-06-26 15:24:07,523 - pyskl - INFO - Epoch [129][1700/3940] lr: 1.254e-03, eta: 10:33:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9956, loss_cls: 1.7097, loss: 1.7097 +2025-06-26 15:24:51,930 - pyskl - INFO - Epoch [129][1800/3940] lr: 1.251e-03, eta: 10:33:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 1.7069, loss: 1.7069 +2025-06-26 15:25:36,235 - pyskl - INFO - Epoch [129][1900/3940] lr: 1.248e-03, eta: 10:32:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 1.6956, loss: 1.6956 +2025-06-26 15:26:20,573 - pyskl - INFO - Epoch [129][2000/3940] lr: 1.245e-03, eta: 10:31:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9969, loss_cls: 1.6153, loss: 1.6153 +2025-06-26 15:27:04,900 - pyskl - INFO - Epoch [129][2100/3940] lr: 1.242e-03, eta: 10:30:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9956, loss_cls: 1.6852, loss: 1.6852 +2025-06-26 15:27:49,219 - pyskl - INFO - Epoch [129][2200/3940] lr: 1.239e-03, eta: 10:30:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 1.5813, loss: 1.5813 +2025-06-26 15:28:33,638 - pyskl - INFO - Epoch [129][2300/3940] lr: 1.237e-03, eta: 10:29:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.6342, loss: 1.6342 +2025-06-26 15:29:18,040 - pyskl - INFO - Epoch [129][2400/3940] lr: 1.234e-03, eta: 10:28:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.6465, loss: 1.6465 +2025-06-26 15:30:02,397 - pyskl - INFO - Epoch [129][2500/3940] lr: 1.231e-03, eta: 10:27:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.6665, loss: 1.6665 +2025-06-26 15:30:46,914 - pyskl - INFO - Epoch [129][2600/3940] lr: 1.228e-03, eta: 10:27:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9962, loss_cls: 1.7001, loss: 1.7001 +2025-06-26 15:31:31,279 - pyskl - INFO - Epoch [129][2700/3940] lr: 1.225e-03, eta: 10:26:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9950, loss_cls: 1.6974, loss: 1.6974 +2025-06-26 15:32:15,658 - pyskl - INFO - Epoch [129][2800/3940] lr: 1.222e-03, eta: 10:25:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.7017, loss: 1.7017 +2025-06-26 15:33:00,197 - pyskl - INFO - Epoch [129][2900/3940] lr: 1.219e-03, eta: 10:24:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9969, loss_cls: 1.6479, loss: 1.6479 +2025-06-26 15:33:44,833 - pyskl - INFO - Epoch [129][3000/3940] lr: 1.216e-03, eta: 10:24:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.6315, loss: 1.6315 +2025-06-26 15:34:29,199 - pyskl - INFO - Epoch [129][3100/3940] lr: 1.214e-03, eta: 10:23:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9962, loss_cls: 1.6601, loss: 1.6601 +2025-06-26 15:35:13,522 - pyskl - INFO - Epoch [129][3200/3940] lr: 1.211e-03, eta: 10:22:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.7036, loss: 1.7036 +2025-06-26 15:35:57,737 - pyskl - INFO - Epoch [129][3300/3940] lr: 1.208e-03, eta: 10:21:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9950, loss_cls: 1.6748, loss: 1.6748 +2025-06-26 15:36:42,027 - pyskl - INFO - Epoch [129][3400/3940] lr: 1.205e-03, eta: 10:21:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 1.6265, loss: 1.6265 +2025-06-26 15:37:26,450 - pyskl - INFO - Epoch [129][3500/3940] lr: 1.202e-03, eta: 10:20:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.7009, loss: 1.7009 +2025-06-26 15:38:10,850 - pyskl - INFO - Epoch [129][3600/3940] lr: 1.199e-03, eta: 10:19:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.6302, loss: 1.6302 +2025-06-26 15:38:55,545 - pyskl - INFO - Epoch [129][3700/3940] lr: 1.196e-03, eta: 10:18:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 1.7187, loss: 1.7187 +2025-06-26 15:39:39,903 - pyskl - INFO - Epoch [129][3800/3940] lr: 1.194e-03, eta: 10:18:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 1.5807, loss: 1.5807 +2025-06-26 15:40:24,285 - pyskl - INFO - Epoch [129][3900/3940] lr: 1.191e-03, eta: 10:17:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.7235, loss: 1.7235 +2025-06-26 15:40:42,340 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-06-26 15:44:05,376 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 15:44:05,849 - pyskl - INFO - +top1_acc 0.8719 +top5_acc 0.9793 +2025-06-26 15:44:05,913 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_128.pth was removed +2025-06-26 15:44:07,157 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2025-06-26 15:44:07,160 - pyskl - INFO - Best top1_acc is 0.8719 at 129 epoch. +2025-06-26 15:44:07,181 - pyskl - INFO - Epoch(val) [129][3183] top1_acc: 0.8719, top5_acc: 0.9793 +2025-06-26 15:45:16,897 - pyskl - INFO - Epoch [130][100/3940] lr: 1.187e-03, eta: 10:16:20, time: 0.697, data_time: 0.253, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.6247, loss: 1.6247 +2025-06-26 15:46:01,261 - pyskl - INFO - Epoch [130][200/3940] lr: 1.184e-03, eta: 10:15:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9962, loss_cls: 1.6977, loss: 1.6977 +2025-06-26 15:46:45,675 - pyskl - INFO - Epoch [130][300/3940] lr: 1.181e-03, eta: 10:14:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.6470, loss: 1.6470 +2025-06-26 15:47:30,128 - pyskl - INFO - Epoch [130][400/3940] lr: 1.178e-03, eta: 10:14:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.5781, loss: 1.5781 +2025-06-26 15:48:14,553 - pyskl - INFO - Epoch [130][500/3940] lr: 1.176e-03, eta: 10:13:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9962, loss_cls: 1.6101, loss: 1.6101 +2025-06-26 15:48:59,045 - pyskl - INFO - Epoch [130][600/3940] lr: 1.173e-03, eta: 10:12:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.6195, loss: 1.6195 +2025-06-26 15:49:43,601 - pyskl - INFO - Epoch [130][700/3940] lr: 1.170e-03, eta: 10:11:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9956, loss_cls: 1.6805, loss: 1.6805 +2025-06-26 15:50:28,087 - pyskl - INFO - Epoch [130][800/3940] lr: 1.167e-03, eta: 10:11:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.6254, loss: 1.6254 +2025-06-26 15:51:12,805 - pyskl - INFO - Epoch [130][900/3940] lr: 1.164e-03, eta: 10:10:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.7339, loss: 1.7339 +2025-06-26 15:51:57,247 - pyskl - INFO - Epoch [130][1000/3940] lr: 1.162e-03, eta: 10:09:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9944, loss_cls: 1.6639, loss: 1.6639 +2025-06-26 15:52:41,900 - pyskl - INFO - Epoch [130][1100/3940] lr: 1.159e-03, eta: 10:08:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.6766, loss: 1.6766 +2025-06-26 15:53:26,302 - pyskl - INFO - Epoch [130][1200/3940] lr: 1.156e-03, eta: 10:08:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.6877, loss: 1.6877 +2025-06-26 15:54:10,653 - pyskl - INFO - Epoch [130][1300/3940] lr: 1.153e-03, eta: 10:07:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.6698, loss: 1.6698 +2025-06-26 15:54:55,063 - pyskl - INFO - Epoch [130][1400/3940] lr: 1.150e-03, eta: 10:06:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.6310, loss: 1.6310 +2025-06-26 15:55:39,344 - pyskl - INFO - Epoch [130][1500/3940] lr: 1.148e-03, eta: 10:05:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.5714, loss: 1.5714 +2025-06-26 15:56:23,670 - pyskl - INFO - Epoch [130][1600/3940] lr: 1.145e-03, eta: 10:05:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9944, loss_cls: 1.6629, loss: 1.6629 +2025-06-26 15:57:07,903 - pyskl - INFO - Epoch [130][1700/3940] lr: 1.142e-03, eta: 10:04:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.5943, loss: 1.5943 +2025-06-26 15:57:52,225 - pyskl - INFO - Epoch [130][1800/3940] lr: 1.139e-03, eta: 10:03:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.5946, loss: 1.5946 +2025-06-26 15:58:36,521 - pyskl - INFO - Epoch [130][1900/3940] lr: 1.137e-03, eta: 10:02:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 1.5567, loss: 1.5567 +2025-06-26 15:59:20,805 - pyskl - INFO - Epoch [130][2000/3940] lr: 1.134e-03, eta: 10:02:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.6146, loss: 1.6146 +2025-06-26 16:00:05,088 - pyskl - INFO - Epoch [130][2100/3940] lr: 1.131e-03, eta: 10:01:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.6188, loss: 1.6188 +2025-06-26 16:00:49,314 - pyskl - INFO - Epoch [130][2200/3940] lr: 1.128e-03, eta: 10:00:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9956, loss_cls: 1.7197, loss: 1.7197 +2025-06-26 16:01:33,539 - pyskl - INFO - Epoch [130][2300/3940] lr: 1.125e-03, eta: 9:59:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.6056, loss: 1.6056 +2025-06-26 16:02:17,806 - pyskl - INFO - Epoch [130][2400/3940] lr: 1.123e-03, eta: 9:59:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.5499, loss: 1.5499 +2025-06-26 16:03:02,074 - pyskl - INFO - Epoch [130][2500/3940] lr: 1.120e-03, eta: 9:58:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9956, loss_cls: 1.6786, loss: 1.6786 +2025-06-26 16:03:46,486 - pyskl - INFO - Epoch [130][2600/3940] lr: 1.117e-03, eta: 9:57:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6432, loss: 1.6432 +2025-06-26 16:04:30,782 - pyskl - INFO - Epoch [130][2700/3940] lr: 1.114e-03, eta: 9:56:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 1.6344, loss: 1.6344 +2025-06-26 16:05:15,136 - pyskl - INFO - Epoch [130][2800/3940] lr: 1.112e-03, eta: 9:56:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9938, loss_cls: 1.7356, loss: 1.7356 +2025-06-26 16:05:59,422 - pyskl - INFO - Epoch [130][2900/3940] lr: 1.109e-03, eta: 9:55:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.6255, loss: 1.6255 +2025-06-26 16:06:43,735 - pyskl - INFO - Epoch [130][3000/3940] lr: 1.106e-03, eta: 9:54:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.6981, loss: 1.6981 +2025-06-26 16:07:28,064 - pyskl - INFO - Epoch [130][3100/3940] lr: 1.104e-03, eta: 9:53:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 1.6007, loss: 1.6007 +2025-06-26 16:08:12,365 - pyskl - INFO - Epoch [130][3200/3940] lr: 1.101e-03, eta: 9:53:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.6143, loss: 1.6143 +2025-06-26 16:08:56,796 - pyskl - INFO - Epoch [130][3300/3940] lr: 1.098e-03, eta: 9:52:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9956, loss_cls: 1.6302, loss: 1.6302 +2025-06-26 16:09:41,302 - pyskl - INFO - Epoch [130][3400/3940] lr: 1.095e-03, eta: 9:51:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 1.7229, loss: 1.7229 +2025-06-26 16:10:25,851 - pyskl - INFO - Epoch [130][3500/3940] lr: 1.093e-03, eta: 9:50:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9956, loss_cls: 1.6024, loss: 1.6024 +2025-06-26 16:11:10,360 - pyskl - INFO - Epoch [130][3600/3940] lr: 1.090e-03, eta: 9:50:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.5383, loss: 1.5383 +2025-06-26 16:11:54,909 - pyskl - INFO - Epoch [130][3700/3940] lr: 1.087e-03, eta: 9:49:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9969, loss_cls: 1.6420, loss: 1.6420 +2025-06-26 16:12:39,228 - pyskl - INFO - Epoch [130][3800/3940] lr: 1.084e-03, eta: 9:48:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.6034, loss: 1.6034 +2025-06-26 16:13:23,443 - pyskl - INFO - Epoch [130][3900/3940] lr: 1.082e-03, eta: 9:47:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.6004, loss: 1.6004 +2025-06-26 16:13:41,658 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-06-26 16:31:30,109 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 16:31:30,577 - pyskl - INFO - +top1_acc 0.8604 +top5_acc 0.9731 +2025-06-26 16:31:30,597 - pyskl - INFO - Epoch(val) [130][3183] top1_acc: 0.8604, top5_acc: 0.9731 +2025-06-26 16:32:40,162 - pyskl - INFO - Epoch [131][100/3940] lr: 1.078e-03, eta: 9:46:56, time: 0.696, data_time: 0.253, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.5639, loss: 1.5639 +2025-06-26 16:33:24,417 - pyskl - INFO - Epoch [131][200/3940] lr: 1.075e-03, eta: 9:46:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9969, loss_cls: 1.5989, loss: 1.5989 +2025-06-26 16:34:08,706 - pyskl - INFO - Epoch [131][300/3940] lr: 1.073e-03, eta: 9:45:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.5965, loss: 1.5965 +2025-06-26 16:34:53,231 - pyskl - INFO - Epoch [131][400/3940] lr: 1.070e-03, eta: 9:44:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.5868, loss: 1.5868 +2025-06-26 16:35:37,660 - pyskl - INFO - Epoch [131][500/3940] lr: 1.067e-03, eta: 9:43:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.6005, loss: 1.6005 +2025-06-26 16:36:22,062 - pyskl - INFO - Epoch [131][600/3940] lr: 1.065e-03, eta: 9:43:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.6264, loss: 1.6264 +2025-06-26 16:37:06,264 - pyskl - INFO - Epoch [131][700/3940] lr: 1.062e-03, eta: 9:42:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.5963, loss: 1.5963 +2025-06-26 16:37:50,472 - pyskl - INFO - Epoch [131][800/3940] lr: 1.059e-03, eta: 9:41:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9969, loss_cls: 1.6125, loss: 1.6125 +2025-06-26 16:38:34,891 - pyskl - INFO - Epoch [131][900/3940] lr: 1.057e-03, eta: 9:40:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9969, loss_cls: 1.6394, loss: 1.6394 +2025-06-26 16:39:19,370 - pyskl - INFO - Epoch [131][1000/3940] lr: 1.054e-03, eta: 9:40:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.6021, loss: 1.6021 +2025-06-26 16:40:03,807 - pyskl - INFO - Epoch [131][1100/3940] lr: 1.051e-03, eta: 9:39:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.5670, loss: 1.5670 +2025-06-26 16:40:48,046 - pyskl - INFO - Epoch [131][1200/3940] lr: 1.049e-03, eta: 9:38:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 1.6670, loss: 1.6670 +2025-06-26 16:41:32,273 - pyskl - INFO - Epoch [131][1300/3940] lr: 1.046e-03, eta: 9:37:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.5830, loss: 1.5830 +2025-06-26 16:42:16,462 - pyskl - INFO - Epoch [131][1400/3940] lr: 1.043e-03, eta: 9:37:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 1.5779, loss: 1.5779 +2025-06-26 16:43:00,708 - pyskl - INFO - Epoch [131][1500/3940] lr: 1.041e-03, eta: 9:36:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.5769, loss: 1.5769 +2025-06-26 16:43:44,948 - pyskl - INFO - Epoch [131][1600/3940] lr: 1.038e-03, eta: 9:35:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9956, loss_cls: 1.6378, loss: 1.6378 +2025-06-26 16:44:29,186 - pyskl - INFO - Epoch [131][1700/3940] lr: 1.035e-03, eta: 9:34:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.5832, loss: 1.5832 +2025-06-26 16:45:13,506 - pyskl - INFO - Epoch [131][1800/3940] lr: 1.033e-03, eta: 9:34:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.6358, loss: 1.6358 +2025-06-26 16:45:57,760 - pyskl - INFO - Epoch [131][1900/3940] lr: 1.030e-03, eta: 9:33:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9969, loss_cls: 1.6390, loss: 1.6390 +2025-06-26 16:46:41,960 - pyskl - INFO - Epoch [131][2000/3940] lr: 1.027e-03, eta: 9:32:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.5706, loss: 1.5706 +2025-06-26 16:47:26,198 - pyskl - INFO - Epoch [131][2100/3940] lr: 1.025e-03, eta: 9:32:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.5666, loss: 1.5666 +2025-06-26 16:48:10,404 - pyskl - INFO - Epoch [131][2200/3940] lr: 1.022e-03, eta: 9:31:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 1.6747, loss: 1.6747 +2025-06-26 16:48:54,637 - pyskl - INFO - Epoch [131][2300/3940] lr: 1.019e-03, eta: 9:30:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9950, loss_cls: 1.6092, loss: 1.6092 +2025-06-26 16:49:38,873 - pyskl - INFO - Epoch [131][2400/3940] lr: 1.017e-03, eta: 9:29:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.5801, loss: 1.5801 +2025-06-26 16:50:23,122 - pyskl - INFO - Epoch [131][2500/3940] lr: 1.014e-03, eta: 9:29:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.5962, loss: 1.5962 +2025-06-26 16:51:07,359 - pyskl - INFO - Epoch [131][2600/3940] lr: 1.012e-03, eta: 9:28:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.6080, loss: 1.6080 +2025-06-26 16:51:51,973 - pyskl - INFO - Epoch [131][2700/3940] lr: 1.009e-03, eta: 9:27:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 1.5685, loss: 1.5685 +2025-06-26 16:52:36,480 - pyskl - INFO - Epoch [131][2800/3940] lr: 1.006e-03, eta: 9:26:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 1.6563, loss: 1.6563 +2025-06-26 16:53:20,985 - pyskl - INFO - Epoch [131][2900/3940] lr: 1.004e-03, eta: 9:26:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9962, loss_cls: 1.6424, loss: 1.6424 +2025-06-26 16:54:05,264 - pyskl - INFO - Epoch [131][3000/3940] lr: 1.001e-03, eta: 9:25:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 1.6295, loss: 1.6295 +2025-06-26 16:54:49,549 - pyskl - INFO - Epoch [131][3100/3940] lr: 9.985e-04, eta: 9:24:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.5914, loss: 1.5914 +2025-06-26 16:55:33,988 - pyskl - INFO - Epoch [131][3200/3940] lr: 9.959e-04, eta: 9:23:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9962, loss_cls: 1.5961, loss: 1.5961 +2025-06-26 16:56:18,313 - pyskl - INFO - Epoch [131][3300/3940] lr: 9.933e-04, eta: 9:23:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.6110, loss: 1.6110 +2025-06-26 16:57:02,660 - pyskl - INFO - Epoch [131][3400/3940] lr: 9.907e-04, eta: 9:22:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.6316, loss: 1.6316 +2025-06-26 16:57:47,198 - pyskl - INFO - Epoch [131][3500/3940] lr: 9.881e-04, eta: 9:21:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.5753, loss: 1.5753 +2025-06-26 16:58:31,717 - pyskl - INFO - Epoch [131][3600/3940] lr: 9.855e-04, eta: 9:20:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9962, loss_cls: 1.5774, loss: 1.5774 +2025-06-26 16:59:16,141 - pyskl - INFO - Epoch [131][3700/3940] lr: 9.829e-04, eta: 9:20:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5803, loss: 1.5803 +2025-06-26 17:00:00,514 - pyskl - INFO - Epoch [131][3800/3940] lr: 9.803e-04, eta: 9:19:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.6612, loss: 1.6612 +2025-06-26 17:00:44,817 - pyskl - INFO - Epoch [131][3900/3940] lr: 9.778e-04, eta: 9:18:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9962, loss_cls: 1.5577, loss: 1.5577 +2025-06-26 17:01:02,948 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-06-26 17:04:25,880 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 17:04:26,355 - pyskl - INFO - +top1_acc 0.8648 +top5_acc 0.9728 +2025-06-26 17:04:26,375 - pyskl - INFO - Epoch(val) [131][3183] top1_acc: 0.8648, top5_acc: 0.9728 +2025-06-26 17:05:36,128 - pyskl - INFO - Epoch [132][100/3940] lr: 9.742e-04, eta: 9:17:32, time: 0.697, data_time: 0.254, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.5951, loss: 1.5951 +2025-06-26 17:06:20,522 - pyskl - INFO - Epoch [132][200/3940] lr: 9.716e-04, eta: 9:16:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 1.5988, loss: 1.5988 +2025-06-26 17:07:04,929 - pyskl - INFO - Epoch [132][300/3940] lr: 9.690e-04, eta: 9:16:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 1.5565, loss: 1.5565 +2025-06-26 17:07:49,328 - pyskl - INFO - Epoch [132][400/3940] lr: 9.665e-04, eta: 9:15:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9962, loss_cls: 1.5841, loss: 1.5841 +2025-06-26 17:08:33,763 - pyskl - INFO - Epoch [132][500/3940] lr: 9.639e-04, eta: 9:14:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.6091, loss: 1.6091 +2025-06-26 17:09:18,193 - pyskl - INFO - Epoch [132][600/3940] lr: 9.613e-04, eta: 9:13:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.5654, loss: 1.5654 +2025-06-26 17:10:02,495 - pyskl - INFO - Epoch [132][700/3940] lr: 9.588e-04, eta: 9:13:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.5156, loss: 1.5156 +2025-06-26 17:10:46,857 - pyskl - INFO - Epoch [132][800/3940] lr: 9.562e-04, eta: 9:12:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.5747, loss: 1.5747 +2025-06-26 17:11:31,174 - pyskl - INFO - Epoch [132][900/3940] lr: 9.537e-04, eta: 9:11:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9956, loss_cls: 1.6080, loss: 1.6080 +2025-06-26 17:12:15,474 - pyskl - INFO - Epoch [132][1000/3940] lr: 9.511e-04, eta: 9:10:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9962, loss_cls: 1.6476, loss: 1.6476 +2025-06-26 17:12:59,844 - pyskl - INFO - Epoch [132][1100/3940] lr: 9.486e-04, eta: 9:10:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.5311, loss: 1.5311 +2025-06-26 17:13:44,228 - pyskl - INFO - Epoch [132][1200/3940] lr: 9.461e-04, eta: 9:09:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.6087, loss: 1.6087 +2025-06-26 17:14:28,651 - pyskl - INFO - Epoch [132][1300/3940] lr: 9.435e-04, eta: 9:08:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5857, loss: 1.5857 +2025-06-26 17:15:12,987 - pyskl - INFO - Epoch [132][1400/3940] lr: 9.410e-04, eta: 9:07:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.6241, loss: 1.6241 +2025-06-26 17:15:57,345 - pyskl - INFO - Epoch [132][1500/3940] lr: 9.385e-04, eta: 9:07:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.6071, loss: 1.6071 +2025-06-26 17:16:42,047 - pyskl - INFO - Epoch [132][1600/3940] lr: 9.360e-04, eta: 9:06:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9969, loss_cls: 1.5545, loss: 1.5545 +2025-06-26 17:17:26,363 - pyskl - INFO - Epoch [132][1700/3940] lr: 9.334e-04, eta: 9:05:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5982, loss: 1.5982 +2025-06-26 17:18:10,778 - pyskl - INFO - Epoch [132][1800/3940] lr: 9.309e-04, eta: 9:04:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.5116, loss: 1.5116 +2025-06-26 17:18:55,012 - pyskl - INFO - Epoch [132][1900/3940] lr: 9.284e-04, eta: 9:04:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.5929, loss: 1.5929 +2025-06-26 17:19:39,317 - pyskl - INFO - Epoch [132][2000/3940] lr: 9.259e-04, eta: 9:03:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 1.5650, loss: 1.5650 +2025-06-26 17:20:23,610 - pyskl - INFO - Epoch [132][2100/3940] lr: 9.234e-04, eta: 9:02:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.5421, loss: 1.5421 +2025-06-26 17:21:08,087 - pyskl - INFO - Epoch [132][2200/3940] lr: 9.209e-04, eta: 9:01:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.6132, loss: 1.6132 +2025-06-26 17:21:52,369 - pyskl - INFO - Epoch [132][2300/3940] lr: 9.184e-04, eta: 9:01:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 1.5847, loss: 1.5847 +2025-06-26 17:22:36,599 - pyskl - INFO - Epoch [132][2400/3940] lr: 9.159e-04, eta: 9:00:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.6149, loss: 1.6149 +2025-06-26 17:23:20,942 - pyskl - INFO - Epoch [132][2500/3940] lr: 9.134e-04, eta: 8:59:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9962, loss_cls: 1.6021, loss: 1.6021 +2025-06-26 17:24:05,293 - pyskl - INFO - Epoch [132][2600/3940] lr: 9.109e-04, eta: 8:58:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.5379, loss: 1.5379 +2025-06-26 17:24:49,702 - pyskl - INFO - Epoch [132][2700/3940] lr: 9.084e-04, eta: 8:58:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.5704, loss: 1.5704 +2025-06-26 17:25:34,331 - pyskl - INFO - Epoch [132][2800/3940] lr: 9.059e-04, eta: 8:57:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.6080, loss: 1.6080 +2025-06-26 17:26:18,966 - pyskl - INFO - Epoch [132][2900/3940] lr: 9.034e-04, eta: 8:56:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 1.6058, loss: 1.6058 +2025-06-26 17:27:03,647 - pyskl - INFO - Epoch [132][3000/3940] lr: 9.010e-04, eta: 8:55:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.5922, loss: 1.5922 +2025-06-26 17:27:48,185 - pyskl - INFO - Epoch [132][3100/3940] lr: 8.985e-04, eta: 8:55:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 1.6029, loss: 1.6029 +2025-06-26 17:28:32,632 - pyskl - INFO - Epoch [132][3200/3940] lr: 8.960e-04, eta: 8:54:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.5229, loss: 1.5229 +2025-06-26 17:29:17,104 - pyskl - INFO - Epoch [132][3300/3940] lr: 8.935e-04, eta: 8:53:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.5338, loss: 1.5338 +2025-06-26 17:30:01,586 - pyskl - INFO - Epoch [132][3400/3940] lr: 8.911e-04, eta: 8:52:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9962, loss_cls: 1.5829, loss: 1.5829 +2025-06-26 17:30:46,053 - pyskl - INFO - Epoch [132][3500/3940] lr: 8.886e-04, eta: 8:52:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.6580, loss: 1.6580 +2025-06-26 17:31:30,531 - pyskl - INFO - Epoch [132][3600/3940] lr: 8.862e-04, eta: 8:51:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.5419, loss: 1.5419 +2025-06-26 17:32:15,100 - pyskl - INFO - Epoch [132][3700/3940] lr: 8.837e-04, eta: 8:50:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4881, loss: 1.4881 +2025-06-26 17:32:59,539 - pyskl - INFO - Epoch [132][3800/3940] lr: 8.812e-04, eta: 8:49:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 1.6145, loss: 1.6145 +2025-06-26 17:33:43,878 - pyskl - INFO - Epoch [132][3900/3940] lr: 8.788e-04, eta: 8:49:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.6162, loss: 1.6162 +2025-06-26 17:34:01,960 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-06-26 17:37:26,654 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 17:37:27,128 - pyskl - INFO - +top1_acc 0.8670 +top5_acc 0.9739 +2025-06-26 17:37:27,148 - pyskl - INFO - Epoch(val) [132][3183] top1_acc: 0.8670, top5_acc: 0.9739 +2025-06-26 17:38:37,141 - pyskl - INFO - Epoch [133][100/3940] lr: 8.754e-04, eta: 8:48:08, time: 0.700, data_time: 0.253, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.5660, loss: 1.5660 +2025-06-26 17:39:21,773 - pyskl - INFO - Epoch [133][200/3940] lr: 8.729e-04, eta: 8:47:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.5380, loss: 1.5380 +2025-06-26 17:40:06,120 - pyskl - INFO - Epoch [133][300/3940] lr: 8.705e-04, eta: 8:46:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.5745, loss: 1.5745 +2025-06-26 17:40:50,454 - pyskl - INFO - Epoch [133][400/3940] lr: 8.681e-04, eta: 8:45:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 1.5217, loss: 1.5217 +2025-06-26 17:41:34,815 - pyskl - INFO - Epoch [133][500/3940] lr: 8.656e-04, eta: 8:45:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.5001, loss: 1.5001 +2025-06-26 17:42:19,265 - pyskl - INFO - Epoch [133][600/3940] lr: 8.632e-04, eta: 8:44:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.5252, loss: 1.5252 +2025-06-26 17:43:03,587 - pyskl - INFO - Epoch [133][700/3940] lr: 8.608e-04, eta: 8:43:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.5495, loss: 1.5495 +2025-06-26 17:43:47,947 - pyskl - INFO - Epoch [133][800/3940] lr: 8.584e-04, eta: 8:42:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.5303, loss: 1.5303 +2025-06-26 17:44:32,385 - pyskl - INFO - Epoch [133][900/3940] lr: 8.559e-04, eta: 8:42:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9969, loss_cls: 1.6416, loss: 1.6416 +2025-06-26 17:45:16,986 - pyskl - INFO - Epoch [133][1000/3940] lr: 8.535e-04, eta: 8:41:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.5512, loss: 1.5512 +2025-06-26 17:46:01,451 - pyskl - INFO - Epoch [133][1100/3940] lr: 8.511e-04, eta: 8:40:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 1.5648, loss: 1.5648 +2025-06-26 17:46:45,947 - pyskl - INFO - Epoch [133][1200/3940] lr: 8.487e-04, eta: 8:39:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.5487, loss: 1.5487 +2025-06-26 17:47:30,335 - pyskl - INFO - Epoch [133][1300/3940] lr: 8.463e-04, eta: 8:39:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.5033, loss: 1.5033 +2025-06-26 17:48:14,690 - pyskl - INFO - Epoch [133][1400/3940] lr: 8.439e-04, eta: 8:38:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5335, loss: 1.5335 +2025-06-26 17:48:59,046 - pyskl - INFO - Epoch [133][1500/3940] lr: 8.415e-04, eta: 8:37:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.5359, loss: 1.5359 +2025-06-26 17:49:43,368 - pyskl - INFO - Epoch [133][1600/3940] lr: 8.391e-04, eta: 8:36:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 1.5738, loss: 1.5738 +2025-06-26 17:50:27,887 - pyskl - INFO - Epoch [133][1700/3940] lr: 8.367e-04, eta: 8:36:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.5702, loss: 1.5702 +2025-06-26 17:51:12,389 - pyskl - INFO - Epoch [133][1800/3940] lr: 8.343e-04, eta: 8:35:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9950, loss_cls: 1.5579, loss: 1.5579 +2025-06-26 17:51:56,738 - pyskl - INFO - Epoch [133][1900/3940] lr: 8.319e-04, eta: 8:34:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.5647, loss: 1.5647 +2025-06-26 17:52:41,098 - pyskl - INFO - Epoch [133][2000/3940] lr: 8.296e-04, eta: 8:33:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9969, loss_cls: 1.5563, loss: 1.5563 +2025-06-26 17:53:25,416 - pyskl - INFO - Epoch [133][2100/3940] lr: 8.272e-04, eta: 8:33:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4464, loss: 1.4464 +2025-06-26 17:54:09,761 - pyskl - INFO - Epoch [133][2200/3940] lr: 8.248e-04, eta: 8:32:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9969, loss_cls: 1.5593, loss: 1.5593 +2025-06-26 17:54:54,019 - pyskl - INFO - Epoch [133][2300/3940] lr: 8.224e-04, eta: 8:31:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9969, loss_cls: 1.5272, loss: 1.5272 +2025-06-26 17:55:38,448 - pyskl - INFO - Epoch [133][2400/3940] lr: 8.201e-04, eta: 8:30:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.5229, loss: 1.5229 +2025-06-26 17:56:23,236 - pyskl - INFO - Epoch [133][2500/3940] lr: 8.177e-04, eta: 8:30:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.5744, loss: 1.5744 +2025-06-26 17:57:07,771 - pyskl - INFO - Epoch [133][2600/3940] lr: 8.153e-04, eta: 8:29:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9969, loss_cls: 1.5386, loss: 1.5386 +2025-06-26 17:57:52,350 - pyskl - INFO - Epoch [133][2700/3940] lr: 8.130e-04, eta: 8:28:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 1.5506, loss: 1.5506 +2025-06-26 17:58:36,843 - pyskl - INFO - Epoch [133][2800/3940] lr: 8.106e-04, eta: 8:27:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5498, loss: 1.5498 +2025-06-26 17:59:21,278 - pyskl - INFO - Epoch [133][2900/3940] lr: 8.083e-04, eta: 8:27:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.5284, loss: 1.5284 +2025-06-26 18:00:05,786 - pyskl - INFO - Epoch [133][3000/3940] lr: 8.059e-04, eta: 8:26:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 1.5527, loss: 1.5527 +2025-06-26 18:00:50,258 - pyskl - INFO - Epoch [133][3100/3940] lr: 8.036e-04, eta: 8:25:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 1.4943, loss: 1.4943 +2025-06-26 18:01:34,677 - pyskl - INFO - Epoch [133][3200/3940] lr: 8.012e-04, eta: 8:25:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9969, loss_cls: 1.5259, loss: 1.5259 +2025-06-26 18:02:19,091 - pyskl - INFO - Epoch [133][3300/3940] lr: 7.989e-04, eta: 8:24:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.5541, loss: 1.5541 +2025-06-26 18:03:03,390 - pyskl - INFO - Epoch [133][3400/3940] lr: 7.966e-04, eta: 8:23:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9969, loss_cls: 1.5127, loss: 1.5127 +2025-06-26 18:03:47,692 - pyskl - INFO - Epoch [133][3500/3940] lr: 7.942e-04, eta: 8:22:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 1.5725, loss: 1.5725 +2025-06-26 18:04:32,039 - pyskl - INFO - Epoch [133][3600/3940] lr: 7.919e-04, eta: 8:22:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4821, loss: 1.4821 +2025-06-26 18:05:16,370 - pyskl - INFO - Epoch [133][3700/3940] lr: 7.896e-04, eta: 8:21:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.5390, loss: 1.5390 +2025-06-26 18:06:00,631 - pyskl - INFO - Epoch [133][3800/3940] lr: 7.872e-04, eta: 8:20:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.5283, loss: 1.5283 +2025-06-26 18:06:44,982 - pyskl - INFO - Epoch [133][3900/3940] lr: 7.849e-04, eta: 8:19:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 1.5069, loss: 1.5069 +2025-06-26 18:07:03,119 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-06-26 18:10:26,309 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 18:10:26,788 - pyskl - INFO - +top1_acc 0.8664 +top5_acc 0.9739 +2025-06-26 18:10:26,809 - pyskl - INFO - Epoch(val) [133][3183] top1_acc: 0.8664, top5_acc: 0.9739 +2025-06-26 18:11:36,537 - pyskl - INFO - Epoch [134][100/3940] lr: 7.817e-04, eta: 8:18:45, time: 0.697, data_time: 0.254, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.4268, loss: 1.4268 +2025-06-26 18:12:20,919 - pyskl - INFO - Epoch [134][200/3940] lr: 7.794e-04, eta: 8:18:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.5329, loss: 1.5329 +2025-06-26 18:13:05,369 - pyskl - INFO - Epoch [134][300/3940] lr: 7.771e-04, eta: 8:17:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 1.5783, loss: 1.5783 +2025-06-26 18:13:49,798 - pyskl - INFO - Epoch [134][400/3940] lr: 7.748e-04, eta: 8:16:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.5076, loss: 1.5076 +2025-06-26 18:14:34,046 - pyskl - INFO - Epoch [134][500/3940] lr: 7.725e-04, eta: 8:15:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9956, loss_cls: 1.4802, loss: 1.4802 +2025-06-26 18:15:18,444 - pyskl - INFO - Epoch [134][600/3940] lr: 7.702e-04, eta: 8:15:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.4939, loss: 1.4939 +2025-06-26 18:16:02,774 - pyskl - INFO - Epoch [134][700/3940] lr: 7.679e-04, eta: 8:14:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.5274, loss: 1.5274 +2025-06-26 18:16:47,081 - pyskl - INFO - Epoch [134][800/3940] lr: 7.656e-04, eta: 8:13:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.4728, loss: 1.4728 +2025-06-26 18:17:31,311 - pyskl - INFO - Epoch [134][900/3940] lr: 7.633e-04, eta: 8:12:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9956, loss_cls: 1.5479, loss: 1.5479 +2025-06-26 18:18:15,558 - pyskl - INFO - Epoch [134][1000/3940] lr: 7.610e-04, eta: 8:12:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5216, loss: 1.5216 +2025-06-26 18:18:59,803 - pyskl - INFO - Epoch [134][1100/3940] lr: 7.587e-04, eta: 8:11:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9969, loss_cls: 1.4759, loss: 1.4759 +2025-06-26 18:19:44,142 - pyskl - INFO - Epoch [134][1200/3940] lr: 7.564e-04, eta: 8:10:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.5307, loss: 1.5307 +2025-06-26 18:20:28,505 - pyskl - INFO - Epoch [134][1300/3940] lr: 7.542e-04, eta: 8:09:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.5824, loss: 1.5824 +2025-06-26 18:21:12,936 - pyskl - INFO - Epoch [134][1400/3940] lr: 7.519e-04, eta: 8:09:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.5211, loss: 1.5211 +2025-06-26 18:21:57,403 - pyskl - INFO - Epoch [134][1500/3940] lr: 7.496e-04, eta: 8:08:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 1.4777, loss: 1.4777 +2025-06-26 18:22:42,170 - pyskl - INFO - Epoch [134][1600/3940] lr: 7.474e-04, eta: 8:07:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.5127, loss: 1.5127 +2025-06-26 18:23:26,638 - pyskl - INFO - Epoch [134][1700/3940] lr: 7.451e-04, eta: 8:06:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.5280, loss: 1.5280 +2025-06-26 18:24:11,097 - pyskl - INFO - Epoch [134][1800/3940] lr: 7.428e-04, eta: 8:06:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.5481, loss: 1.5481 +2025-06-26 18:24:55,497 - pyskl - INFO - Epoch [134][1900/3940] lr: 7.406e-04, eta: 8:05:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5302, loss: 1.5302 +2025-06-26 18:25:40,021 - pyskl - INFO - Epoch [134][2000/3940] lr: 7.383e-04, eta: 8:04:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.5222, loss: 1.5222 +2025-06-26 18:26:24,558 - pyskl - INFO - Epoch [134][2100/3940] lr: 7.361e-04, eta: 8:03:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.5855, loss: 1.5855 +2025-06-26 18:27:09,023 - pyskl - INFO - Epoch [134][2200/3940] lr: 7.338e-04, eta: 8:03:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9962, loss_cls: 1.6159, loss: 1.6159 +2025-06-26 18:27:53,403 - pyskl - INFO - Epoch [134][2300/3940] lr: 7.316e-04, eta: 8:02:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9969, loss_cls: 1.5510, loss: 1.5510 +2025-06-26 18:28:38,057 - pyskl - INFO - Epoch [134][2400/3940] lr: 7.294e-04, eta: 8:01:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4586, loss: 1.4586 +2025-06-26 18:29:22,560 - pyskl - INFO - Epoch [134][2500/3940] lr: 7.271e-04, eta: 8:00:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.5654, loss: 1.5654 +2025-06-26 18:30:07,065 - pyskl - INFO - Epoch [134][2600/3940] lr: 7.249e-04, eta: 8:00:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4664, loss: 1.4664 +2025-06-26 18:30:51,698 - pyskl - INFO - Epoch [134][2700/3940] lr: 7.227e-04, eta: 7:59:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 1.4908, loss: 1.4908 +2025-06-26 18:31:36,259 - pyskl - INFO - Epoch [134][2800/3940] lr: 7.204e-04, eta: 7:58:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9962, loss_cls: 1.4806, loss: 1.4806 +2025-06-26 18:32:20,924 - pyskl - INFO - Epoch [134][2900/3940] lr: 7.182e-04, eta: 7:57:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4899, loss: 1.4899 +2025-06-26 18:33:05,361 - pyskl - INFO - Epoch [134][3000/3940] lr: 7.160e-04, eta: 7:57:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9969, loss_cls: 1.5197, loss: 1.5197 +2025-06-26 18:33:49,791 - pyskl - INFO - Epoch [134][3100/3940] lr: 7.138e-04, eta: 7:56:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9962, loss_cls: 1.4727, loss: 1.4727 +2025-06-26 18:34:34,228 - pyskl - INFO - Epoch [134][3200/3940] lr: 7.116e-04, eta: 7:55:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9962, loss_cls: 1.5213, loss: 1.5213 +2025-06-26 18:35:18,693 - pyskl - INFO - Epoch [134][3300/3940] lr: 7.094e-04, eta: 7:54:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4580, loss: 1.4580 +2025-06-26 18:36:03,202 - pyskl - INFO - Epoch [134][3400/3940] lr: 7.072e-04, eta: 7:54:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 1.4945, loss: 1.4945 +2025-06-26 18:36:47,690 - pyskl - INFO - Epoch [134][3500/3940] lr: 7.050e-04, eta: 7:53:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9962, loss_cls: 1.5630, loss: 1.5630 +2025-06-26 18:37:32,228 - pyskl - INFO - Epoch [134][3600/3940] lr: 7.028e-04, eta: 7:52:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.4719, loss: 1.4719 +2025-06-26 18:38:16,697 - pyskl - INFO - Epoch [134][3700/3940] lr: 7.006e-04, eta: 7:51:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 1.4287, loss: 1.4287 +2025-06-26 18:39:01,125 - pyskl - INFO - Epoch [134][3800/3940] lr: 6.984e-04, eta: 7:51:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4371, loss: 1.4371 +2025-06-26 18:39:45,510 - pyskl - INFO - Epoch [134][3900/3940] lr: 6.962e-04, eta: 7:50:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.5394, loss: 1.5394 +2025-06-26 18:40:03,645 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-06-26 18:43:26,647 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 18:43:27,113 - pyskl - INFO - +top1_acc 0.8658 +top5_acc 0.9728 +2025-06-26 18:43:27,132 - pyskl - INFO - Epoch(val) [134][3183] top1_acc: 0.8658, top5_acc: 0.9728 +2025-06-26 18:44:36,946 - pyskl - INFO - Epoch [135][100/3940] lr: 6.931e-04, eta: 7:49:21, time: 0.698, data_time: 0.255, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 1.4798, loss: 1.4798 +2025-06-26 18:45:21,381 - pyskl - INFO - Epoch [135][200/3940] lr: 6.910e-04, eta: 7:48:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9962, loss_cls: 1.4907, loss: 1.4907 +2025-06-26 18:46:05,693 - pyskl - INFO - Epoch [135][300/3940] lr: 6.888e-04, eta: 7:47:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 1.4717, loss: 1.4717 +2025-06-26 18:46:50,067 - pyskl - INFO - Epoch [135][400/3940] lr: 6.866e-04, eta: 7:47:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4749, loss: 1.4749 +2025-06-26 18:47:34,430 - pyskl - INFO - Epoch [135][500/3940] lr: 6.844e-04, eta: 7:46:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.5220, loss: 1.5220 +2025-06-26 18:48:18,840 - pyskl - INFO - Epoch [135][600/3940] lr: 6.823e-04, eta: 7:45:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.5497, loss: 1.5497 +2025-06-26 18:49:03,128 - pyskl - INFO - Epoch [135][700/3940] lr: 6.801e-04, eta: 7:44:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.4624, loss: 1.4624 +2025-06-26 18:49:47,599 - pyskl - INFO - Epoch [135][800/3940] lr: 6.779e-04, eta: 7:44:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4779, loss: 1.4779 +2025-06-26 18:50:32,062 - pyskl - INFO - Epoch [135][900/3940] lr: 6.758e-04, eta: 7:43:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9962, loss_cls: 1.5457, loss: 1.5457 +2025-06-26 18:51:16,593 - pyskl - INFO - Epoch [135][1000/3940] lr: 6.736e-04, eta: 7:42:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4587, loss: 1.4587 +2025-06-26 18:52:00,893 - pyskl - INFO - Epoch [135][1100/3940] lr: 6.715e-04, eta: 7:41:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4978, loss: 1.4978 +2025-06-26 18:52:45,269 - pyskl - INFO - Epoch [135][1200/3940] lr: 6.693e-04, eta: 7:41:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9975, loss_cls: 1.5523, loss: 1.5523 +2025-06-26 18:53:29,682 - pyskl - INFO - Epoch [135][1300/3940] lr: 6.672e-04, eta: 7:40:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9969, loss_cls: 1.4861, loss: 1.4861 +2025-06-26 18:54:14,088 - pyskl - INFO - Epoch [135][1400/3940] lr: 6.651e-04, eta: 7:39:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 1.4464, loss: 1.4464 +2025-06-26 18:54:58,521 - pyskl - INFO - Epoch [135][1500/3940] lr: 6.629e-04, eta: 7:38:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.4511, loss: 1.4511 +2025-06-26 18:55:42,960 - pyskl - INFO - Epoch [135][1600/3940] lr: 6.608e-04, eta: 7:38:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.5240, loss: 1.5240 +2025-06-26 18:56:27,472 - pyskl - INFO - Epoch [135][1700/3940] lr: 6.587e-04, eta: 7:37:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.4292, loss: 1.4292 +2025-06-26 18:57:11,843 - pyskl - INFO - Epoch [135][1800/3940] lr: 6.565e-04, eta: 7:36:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.4751, loss: 1.4751 +2025-06-26 18:57:56,255 - pyskl - INFO - Epoch [135][1900/3940] lr: 6.544e-04, eta: 7:35:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.4439, loss: 1.4439 +2025-06-26 18:58:40,657 - pyskl - INFO - Epoch [135][2000/3940] lr: 6.523e-04, eta: 7:35:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.4592, loss: 1.4592 +2025-06-26 18:59:25,272 - pyskl - INFO - Epoch [135][2100/3940] lr: 6.502e-04, eta: 7:34:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4404, loss: 1.4404 +2025-06-26 19:00:09,699 - pyskl - INFO - Epoch [135][2200/3940] lr: 6.481e-04, eta: 7:33:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.4456, loss: 1.4456 +2025-06-26 19:00:54,136 - pyskl - INFO - Epoch [135][2300/3940] lr: 6.459e-04, eta: 7:32:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.4526, loss: 1.4526 +2025-06-26 19:01:38,567 - pyskl - INFO - Epoch [135][2400/3940] lr: 6.438e-04, eta: 7:32:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.4734, loss: 1.4734 +2025-06-26 19:02:22,930 - pyskl - INFO - Epoch [135][2500/3940] lr: 6.417e-04, eta: 7:31:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9975, loss_cls: 1.4671, loss: 1.4671 +2025-06-26 19:03:07,274 - pyskl - INFO - Epoch [135][2600/3940] lr: 6.396e-04, eta: 7:30:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4337, loss: 1.4337 +2025-06-26 19:03:51,766 - pyskl - INFO - Epoch [135][2700/3940] lr: 6.375e-04, eta: 7:29:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 1.5171, loss: 1.5171 +2025-06-26 19:04:36,128 - pyskl - INFO - Epoch [135][2800/3940] lr: 6.354e-04, eta: 7:29:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.5263, loss: 1.5263 +2025-06-26 19:05:20,501 - pyskl - INFO - Epoch [135][2900/3940] lr: 6.334e-04, eta: 7:28:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.4831, loss: 1.4831 +2025-06-26 19:06:04,967 - pyskl - INFO - Epoch [135][3000/3940] lr: 6.313e-04, eta: 7:27:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 1.4871, loss: 1.4871 +2025-06-26 19:06:49,369 - pyskl - INFO - Epoch [135][3100/3940] lr: 6.292e-04, eta: 7:26:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9975, loss_cls: 1.5047, loss: 1.5047 +2025-06-26 19:07:33,698 - pyskl - INFO - Epoch [135][3200/3940] lr: 6.271e-04, eta: 7:26:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 1.5185, loss: 1.5185 +2025-06-26 19:08:18,130 - pyskl - INFO - Epoch [135][3300/3940] lr: 6.250e-04, eta: 7:25:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4558, loss: 1.4558 +2025-06-26 19:09:02,471 - pyskl - INFO - Epoch [135][3400/3940] lr: 6.230e-04, eta: 7:24:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 1.4942, loss: 1.4942 +2025-06-26 19:09:46,776 - pyskl - INFO - Epoch [135][3500/3940] lr: 6.209e-04, eta: 7:23:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.5079, loss: 1.5079 +2025-06-26 19:10:31,243 - pyskl - INFO - Epoch [135][3600/3940] lr: 6.188e-04, eta: 7:23:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 1.5103, loss: 1.5103 +2025-06-26 19:11:15,651 - pyskl - INFO - Epoch [135][3700/3940] lr: 6.168e-04, eta: 7:22:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.5001, loss: 1.5001 +2025-06-26 19:11:59,995 - pyskl - INFO - Epoch [135][3800/3940] lr: 6.147e-04, eta: 7:21:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9969, loss_cls: 1.4793, loss: 1.4793 +2025-06-26 19:12:44,325 - pyskl - INFO - Epoch [135][3900/3940] lr: 6.126e-04, eta: 7:20:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4843, loss: 1.4843 +2025-06-26 19:13:02,410 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-06-26 19:31:01,269 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 19:31:01,740 - pyskl - INFO - +top1_acc 0.8741 +top5_acc 0.9772 +2025-06-26 19:31:01,800 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_129.pth was removed +2025-06-26 19:31:02,878 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-06-26 19:31:02,881 - pyskl - INFO - Best top1_acc is 0.8741 at 135 epoch. +2025-06-26 19:31:02,901 - pyskl - INFO - Epoch(val) [135][3183] top1_acc: 0.8741, top5_acc: 0.9772 +2025-06-26 19:32:12,696 - pyskl - INFO - Epoch [136][100/3940] lr: 6.098e-04, eta: 7:19:58, time: 0.698, data_time: 0.257, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5059, loss: 1.5059 +2025-06-26 19:32:56,941 - pyskl - INFO - Epoch [136][200/3940] lr: 6.077e-04, eta: 7:19:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.5049, loss: 1.5049 +2025-06-26 19:33:41,253 - pyskl - INFO - Epoch [136][300/3940] lr: 6.057e-04, eta: 7:18:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.4699, loss: 1.4699 +2025-06-26 19:34:25,483 - pyskl - INFO - Epoch [136][400/3940] lr: 6.036e-04, eta: 7:17:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.4635, loss: 1.4635 +2025-06-26 19:35:09,667 - pyskl - INFO - Epoch [136][500/3940] lr: 6.016e-04, eta: 7:16:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 1.4822, loss: 1.4822 +2025-06-26 19:35:53,926 - pyskl - INFO - Epoch [136][600/3940] lr: 5.996e-04, eta: 7:16:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.4340, loss: 1.4340 +2025-06-26 19:36:38,328 - pyskl - INFO - Epoch [136][700/3940] lr: 5.975e-04, eta: 7:15:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 1.4813, loss: 1.4813 +2025-06-26 19:37:22,697 - pyskl - INFO - Epoch [136][800/3940] lr: 5.955e-04, eta: 7:14:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5029, loss: 1.5029 +2025-06-26 19:38:07,008 - pyskl - INFO - Epoch [136][900/3940] lr: 5.935e-04, eta: 7:13:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4499, loss: 1.4499 +2025-06-26 19:38:51,335 - pyskl - INFO - Epoch [136][1000/3940] lr: 5.914e-04, eta: 7:13:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 1.4437, loss: 1.4437 +2025-06-26 19:39:35,677 - pyskl - INFO - Epoch [136][1100/3940] lr: 5.894e-04, eta: 7:12:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.4730, loss: 1.4730 +2025-06-26 19:40:20,022 - pyskl - INFO - Epoch [136][1200/3940] lr: 5.874e-04, eta: 7:11:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.4981, loss: 1.4981 +2025-06-26 19:41:04,446 - pyskl - INFO - Epoch [136][1300/3940] lr: 5.854e-04, eta: 7:11:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.5083, loss: 1.5083 +2025-06-26 19:41:48,944 - pyskl - INFO - Epoch [136][1400/3940] lr: 5.834e-04, eta: 7:10:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.4506, loss: 1.4506 +2025-06-26 19:42:33,160 - pyskl - INFO - Epoch [136][1500/3940] lr: 5.814e-04, eta: 7:09:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9950, loss_cls: 1.5368, loss: 1.5368 +2025-06-26 19:43:17,510 - pyskl - INFO - Epoch [136][1600/3940] lr: 5.794e-04, eta: 7:08:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 1.4658, loss: 1.4658 +2025-06-26 19:44:01,753 - pyskl - INFO - Epoch [136][1700/3940] lr: 5.774e-04, eta: 7:08:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.4247, loss: 1.4247 +2025-06-26 19:44:45,987 - pyskl - INFO - Epoch [136][1800/3940] lr: 5.754e-04, eta: 7:07:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4757, loss: 1.4757 +2025-06-26 19:45:30,533 - pyskl - INFO - Epoch [136][1900/3940] lr: 5.734e-04, eta: 7:06:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 1.4815, loss: 1.4815 +2025-06-26 19:46:14,784 - pyskl - INFO - Epoch [136][2000/3940] lr: 5.714e-04, eta: 7:05:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.4417, loss: 1.4417 +2025-06-26 19:46:59,144 - pyskl - INFO - Epoch [136][2100/3940] lr: 5.694e-04, eta: 7:05:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9962, loss_cls: 1.4860, loss: 1.4860 +2025-06-26 19:47:43,478 - pyskl - INFO - Epoch [136][2200/3940] lr: 5.675e-04, eta: 7:04:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.4537, loss: 1.4537 +2025-06-26 19:48:28,069 - pyskl - INFO - Epoch [136][2300/3940] lr: 5.655e-04, eta: 7:03:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 1.4798, loss: 1.4798 +2025-06-26 19:49:12,476 - pyskl - INFO - Epoch [136][2400/3940] lr: 5.635e-04, eta: 7:02:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.4490, loss: 1.4490 +2025-06-26 19:49:56,805 - pyskl - INFO - Epoch [136][2500/3940] lr: 5.615e-04, eta: 7:02:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4509, loss: 1.4509 +2025-06-26 19:50:41,183 - pyskl - INFO - Epoch [136][2600/3940] lr: 5.596e-04, eta: 7:01:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9969, loss_cls: 1.4122, loss: 1.4122 +2025-06-26 19:51:25,542 - pyskl - INFO - Epoch [136][2700/3940] lr: 5.576e-04, eta: 7:00:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 1.4106, loss: 1.4106 +2025-06-26 19:52:10,016 - pyskl - INFO - Epoch [136][2800/3940] lr: 5.556e-04, eta: 6:59:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9969, loss_cls: 1.4969, loss: 1.4969 +2025-06-26 19:52:54,476 - pyskl - INFO - Epoch [136][2900/3940] lr: 5.537e-04, eta: 6:59:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.3971, loss: 1.3971 +2025-06-26 19:53:38,798 - pyskl - INFO - Epoch [136][3000/3940] lr: 5.517e-04, eta: 6:58:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 1.4583, loss: 1.4583 +2025-06-26 19:54:23,114 - pyskl - INFO - Epoch [136][3100/3940] lr: 5.498e-04, eta: 6:57:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4933, loss: 1.4933 +2025-06-26 19:55:07,451 - pyskl - INFO - Epoch [136][3200/3940] lr: 5.478e-04, eta: 6:56:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.4755, loss: 1.4755 +2025-06-26 19:55:51,871 - pyskl - INFO - Epoch [136][3300/3940] lr: 5.459e-04, eta: 6:56:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.4540, loss: 1.4540 +2025-06-26 19:56:36,506 - pyskl - INFO - Epoch [136][3400/3940] lr: 5.439e-04, eta: 6:55:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 1.4428, loss: 1.4428 +2025-06-26 19:57:21,171 - pyskl - INFO - Epoch [136][3500/3940] lr: 5.420e-04, eta: 6:54:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 1.5143, loss: 1.5143 +2025-06-26 19:58:05,655 - pyskl - INFO - Epoch [136][3600/3940] lr: 5.401e-04, eta: 6:53:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4207, loss: 1.4207 +2025-06-26 19:58:50,062 - pyskl - INFO - Epoch [136][3700/3940] lr: 5.381e-04, eta: 6:53:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4550, loss: 1.4550 +2025-06-26 19:59:34,391 - pyskl - INFO - Epoch [136][3800/3940] lr: 5.362e-04, eta: 6:52:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.4372, loss: 1.4372 +2025-06-26 20:00:18,737 - pyskl - INFO - Epoch [136][3900/3940] lr: 5.343e-04, eta: 6:51:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4764, loss: 1.4764 +2025-06-26 20:00:36,868 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-06-26 20:04:00,336 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 20:04:00,866 - pyskl - INFO - +top1_acc 0.8732 +top5_acc 0.9740 +2025-06-26 20:04:00,886 - pyskl - INFO - Epoch(val) [136][3183] top1_acc: 0.8732, top5_acc: 0.9740 +2025-06-26 20:05:11,489 - pyskl - INFO - Epoch [137][100/3940] lr: 5.316e-04, eta: 6:50:34, time: 0.706, data_time: 0.260, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4732, loss: 1.4732 +2025-06-26 20:05:55,898 - pyskl - INFO - Epoch [137][200/3940] lr: 5.297e-04, eta: 6:49:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.4778, loss: 1.4778 +2025-06-26 20:06:40,368 - pyskl - INFO - Epoch [137][300/3940] lr: 5.278e-04, eta: 6:49:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.4432, loss: 1.4432 +2025-06-26 20:07:24,803 - pyskl - INFO - Epoch [137][400/3940] lr: 5.259e-04, eta: 6:48:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4461, loss: 1.4461 +2025-06-26 20:08:09,285 - pyskl - INFO - Epoch [137][500/3940] lr: 5.240e-04, eta: 6:47:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4718, loss: 1.4718 +2025-06-26 20:08:53,649 - pyskl - INFO - Epoch [137][600/3940] lr: 5.221e-04, eta: 6:46:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.4817, loss: 1.4817 +2025-06-26 20:09:38,002 - pyskl - INFO - Epoch [137][700/3940] lr: 5.202e-04, eta: 6:46:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.4480, loss: 1.4480 +2025-06-26 20:10:22,369 - pyskl - INFO - Epoch [137][800/3940] lr: 5.183e-04, eta: 6:45:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.4533, loss: 1.4533 +2025-06-26 20:11:06,725 - pyskl - INFO - Epoch [137][900/3940] lr: 5.164e-04, eta: 6:44:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.4380, loss: 1.4380 +2025-06-26 20:11:51,101 - pyskl - INFO - Epoch [137][1000/3940] lr: 5.145e-04, eta: 6:43:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.4004, loss: 1.4004 +2025-06-26 20:12:35,498 - pyskl - INFO - Epoch [137][1100/3940] lr: 5.126e-04, eta: 6:43:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.4386, loss: 1.4386 +2025-06-26 20:13:19,893 - pyskl - INFO - Epoch [137][1200/3940] lr: 5.107e-04, eta: 6:42:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4519, loss: 1.4519 +2025-06-26 20:14:04,346 - pyskl - INFO - Epoch [137][1300/3940] lr: 5.088e-04, eta: 6:41:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.4106, loss: 1.4106 +2025-06-26 20:14:48,886 - pyskl - INFO - Epoch [137][1400/3940] lr: 5.070e-04, eta: 6:40:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.4665, loss: 1.4665 +2025-06-26 20:15:33,378 - pyskl - INFO - Epoch [137][1500/3940] lr: 5.051e-04, eta: 6:40:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.4036, loss: 1.4036 +2025-06-26 20:16:17,821 - pyskl - INFO - Epoch [137][1600/3940] lr: 5.032e-04, eta: 6:39:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.3938, loss: 1.3938 +2025-06-26 20:17:02,347 - pyskl - INFO - Epoch [137][1700/3940] lr: 5.014e-04, eta: 6:38:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.4418, loss: 1.4418 +2025-06-26 20:17:47,149 - pyskl - INFO - Epoch [137][1800/3940] lr: 4.995e-04, eta: 6:37:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 1.4271, loss: 1.4271 +2025-06-26 20:18:31,758 - pyskl - INFO - Epoch [137][1900/3940] lr: 4.976e-04, eta: 6:37:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9969, loss_cls: 1.5093, loss: 1.5093 +2025-06-26 20:19:16,027 - pyskl - INFO - Epoch [137][2000/3940] lr: 4.958e-04, eta: 6:36:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9969, loss_cls: 1.4023, loss: 1.4023 +2025-06-26 20:20:00,356 - pyskl - INFO - Epoch [137][2100/3940] lr: 4.939e-04, eta: 6:35:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 1.4565, loss: 1.4565 +2025-06-26 20:20:44,673 - pyskl - INFO - Epoch [137][2200/3940] lr: 4.921e-04, eta: 6:34:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9975, loss_cls: 1.4302, loss: 1.4302 +2025-06-26 20:21:29,083 - pyskl - INFO - Epoch [137][2300/3940] lr: 4.902e-04, eta: 6:34:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3906, loss: 1.3906 +2025-06-26 20:22:13,559 - pyskl - INFO - Epoch [137][2400/3940] lr: 4.884e-04, eta: 6:33:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.4290, loss: 1.4290 +2025-06-26 20:22:57,967 - pyskl - INFO - Epoch [137][2500/3940] lr: 4.866e-04, eta: 6:32:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.4662, loss: 1.4662 +2025-06-26 20:23:42,375 - pyskl - INFO - Epoch [137][2600/3940] lr: 4.847e-04, eta: 6:31:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.4025, loss: 1.4025 +2025-06-26 20:24:26,707 - pyskl - INFO - Epoch [137][2700/3940] lr: 4.829e-04, eta: 6:31:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.4405, loss: 1.4405 +2025-06-26 20:25:11,113 - pyskl - INFO - Epoch [137][2800/3940] lr: 4.811e-04, eta: 6:30:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 1.4041, loss: 1.4041 +2025-06-26 20:25:55,470 - pyskl - INFO - Epoch [137][2900/3940] lr: 4.793e-04, eta: 6:29:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 1.4491, loss: 1.4491 +2025-06-26 20:26:39,871 - pyskl - INFO - Epoch [137][3000/3940] lr: 4.774e-04, eta: 6:28:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9956, loss_cls: 1.4399, loss: 1.4399 +2025-06-26 20:27:24,227 - pyskl - INFO - Epoch [137][3100/3940] lr: 4.756e-04, eta: 6:28:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9969, loss_cls: 1.4287, loss: 1.4287 +2025-06-26 20:28:08,573 - pyskl - INFO - Epoch [137][3200/3940] lr: 4.738e-04, eta: 6:27:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4140, loss: 1.4140 +2025-06-26 20:28:52,886 - pyskl - INFO - Epoch [137][3300/3940] lr: 4.720e-04, eta: 6:26:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.4287, loss: 1.4287 +2025-06-26 20:29:37,370 - pyskl - INFO - Epoch [137][3400/3940] lr: 4.702e-04, eta: 6:25:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.4276, loss: 1.4276 +2025-06-26 20:30:21,759 - pyskl - INFO - Epoch [137][3500/3940] lr: 4.684e-04, eta: 6:25:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4034, loss: 1.4034 +2025-06-26 20:31:06,053 - pyskl - INFO - Epoch [137][3600/3940] lr: 4.666e-04, eta: 6:24:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3820, loss: 1.3820 +2025-06-26 20:31:50,304 - pyskl - INFO - Epoch [137][3700/3940] lr: 4.648e-04, eta: 6:23:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.4741, loss: 1.4741 +2025-06-26 20:32:34,438 - pyskl - INFO - Epoch [137][3800/3940] lr: 4.630e-04, eta: 6:22:57, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 1.4782, loss: 1.4782 +2025-06-26 20:33:18,755 - pyskl - INFO - Epoch [137][3900/3940] lr: 4.612e-04, eta: 6:22:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4195, loss: 1.4195 +2025-06-26 20:33:36,759 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-06-26 20:36:59,923 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 20:37:00,385 - pyskl - INFO - +top1_acc 0.8782 +top5_acc 0.9779 +2025-06-26 20:37:00,444 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_135.pth was removed +2025-06-26 20:37:01,478 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2025-06-26 20:37:01,481 - pyskl - INFO - Best top1_acc is 0.8782 at 137 epoch. +2025-06-26 20:37:01,499 - pyskl - INFO - Epoch(val) [137][3183] top1_acc: 0.8782, top5_acc: 0.9779 +2025-06-26 20:38:11,472 - pyskl - INFO - Epoch [138][100/3940] lr: 4.587e-04, eta: 6:21:11, time: 0.700, data_time: 0.258, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 1.4172, loss: 1.4172 +2025-06-26 20:38:55,687 - pyskl - INFO - Epoch [138][200/3940] lr: 4.569e-04, eta: 6:20:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4145, loss: 1.4145 +2025-06-26 20:39:39,896 - pyskl - INFO - Epoch [138][300/3940] lr: 4.551e-04, eta: 6:19:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3664, loss: 1.3664 +2025-06-26 20:40:24,087 - pyskl - INFO - Epoch [138][400/3940] lr: 4.534e-04, eta: 6:18:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.4259, loss: 1.4259 +2025-06-26 20:41:08,344 - pyskl - INFO - Epoch [138][500/3940] lr: 4.516e-04, eta: 6:18:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3768, loss: 1.3768 +2025-06-26 20:41:52,566 - pyskl - INFO - Epoch [138][600/3940] lr: 4.498e-04, eta: 6:17:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3535, loss: 1.3535 +2025-06-26 20:42:36,788 - pyskl - INFO - Epoch [138][700/3940] lr: 4.481e-04, eta: 6:16:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.3841, loss: 1.3841 +2025-06-26 20:43:21,012 - pyskl - INFO - Epoch [138][800/3940] lr: 4.463e-04, eta: 6:15:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3870, loss: 1.3870 +2025-06-26 20:44:05,220 - pyskl - INFO - Epoch [138][900/3940] lr: 4.445e-04, eta: 6:15:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9962, loss_cls: 1.4214, loss: 1.4214 +2025-06-26 20:44:49,484 - pyskl - INFO - Epoch [138][1000/3940] lr: 4.428e-04, eta: 6:14:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4268, loss: 1.4268 +2025-06-26 20:45:33,822 - pyskl - INFO - Epoch [138][1100/3940] lr: 4.410e-04, eta: 6:13:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 1.4072, loss: 1.4072 +2025-06-26 20:46:18,189 - pyskl - INFO - Epoch [138][1200/3940] lr: 4.393e-04, eta: 6:12:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.4273, loss: 1.4273 +2025-06-26 20:47:02,508 - pyskl - INFO - Epoch [138][1300/3940] lr: 4.375e-04, eta: 6:12:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4187, loss: 1.4187 +2025-06-26 20:47:46,866 - pyskl - INFO - Epoch [138][1400/3940] lr: 4.358e-04, eta: 6:11:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.4089, loss: 1.4089 +2025-06-26 20:48:31,251 - pyskl - INFO - Epoch [138][1500/3940] lr: 4.341e-04, eta: 6:10:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9969, loss_cls: 1.4432, loss: 1.4432 +2025-06-26 20:49:15,605 - pyskl - INFO - Epoch [138][1600/3940] lr: 4.323e-04, eta: 6:09:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3942, loss: 1.3942 +2025-06-26 20:50:00,102 - pyskl - INFO - Epoch [138][1700/3940] lr: 4.306e-04, eta: 6:09:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4025, loss: 1.4025 +2025-06-26 20:50:44,628 - pyskl - INFO - Epoch [138][1800/3940] lr: 4.289e-04, eta: 6:08:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 1.4254, loss: 1.4254 +2025-06-26 20:51:28,971 - pyskl - INFO - Epoch [138][1900/3940] lr: 4.271e-04, eta: 6:07:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3899, loss: 1.3899 +2025-06-26 20:52:13,250 - pyskl - INFO - Epoch [138][2000/3940] lr: 4.254e-04, eta: 6:07:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.4063, loss: 1.4063 +2025-06-26 20:52:57,533 - pyskl - INFO - Epoch [138][2100/3940] lr: 4.237e-04, eta: 6:06:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3907, loss: 1.3907 +2025-06-26 20:53:41,801 - pyskl - INFO - Epoch [138][2200/3940] lr: 4.220e-04, eta: 6:05:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 1.4467, loss: 1.4467 +2025-06-26 20:54:26,155 - pyskl - INFO - Epoch [138][2300/3940] lr: 4.203e-04, eta: 6:04:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.4224, loss: 1.4224 +2025-06-26 20:55:10,411 - pyskl - INFO - Epoch [138][2400/3940] lr: 4.186e-04, eta: 6:04:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.3789, loss: 1.3789 +2025-06-26 20:55:54,740 - pyskl - INFO - Epoch [138][2500/3940] lr: 4.169e-04, eta: 6:03:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.4018, loss: 1.4018 +2025-06-26 20:56:39,098 - pyskl - INFO - Epoch [138][2600/3940] lr: 4.152e-04, eta: 6:02:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9969, loss_cls: 1.4441, loss: 1.4441 +2025-06-26 20:57:23,455 - pyskl - INFO - Epoch [138][2700/3940] lr: 4.135e-04, eta: 6:01:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9962, loss_cls: 1.3993, loss: 1.3993 +2025-06-26 20:58:07,936 - pyskl - INFO - Epoch [138][2800/3940] lr: 4.118e-04, eta: 6:01:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4972, loss: 1.4972 +2025-06-26 20:58:52,290 - pyskl - INFO - Epoch [138][2900/3940] lr: 4.101e-04, eta: 6:00:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.4483, loss: 1.4483 +2025-06-26 20:59:36,535 - pyskl - INFO - Epoch [138][3000/3940] lr: 4.084e-04, eta: 5:59:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.4571, loss: 1.4571 +2025-06-26 21:00:20,901 - pyskl - INFO - Epoch [138][3100/3940] lr: 4.067e-04, eta: 5:58:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.4224, loss: 1.4224 +2025-06-26 21:01:05,391 - pyskl - INFO - Epoch [138][3200/3940] lr: 4.050e-04, eta: 5:58:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.3720, loss: 1.3720 +2025-06-26 21:01:49,822 - pyskl - INFO - Epoch [138][3300/3940] lr: 4.034e-04, eta: 5:57:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 1.4729, loss: 1.4729 +2025-06-26 21:02:34,469 - pyskl - INFO - Epoch [138][3400/3940] lr: 4.017e-04, eta: 5:56:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.4665, loss: 1.4665 +2025-06-26 21:03:18,817 - pyskl - INFO - Epoch [138][3500/3940] lr: 4.000e-04, eta: 5:55:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4237, loss: 1.4237 +2025-06-26 21:04:03,234 - pyskl - INFO - Epoch [138][3600/3940] lr: 3.984e-04, eta: 5:55:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9975, loss_cls: 1.4219, loss: 1.4219 +2025-06-26 21:04:47,547 - pyskl - INFO - Epoch [138][3700/3940] lr: 3.967e-04, eta: 5:54:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.3874, loss: 1.3874 +2025-06-26 21:05:31,980 - pyskl - INFO - Epoch [138][3800/3940] lr: 3.950e-04, eta: 5:53:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4005, loss: 1.4005 +2025-06-26 21:06:16,260 - pyskl - INFO - Epoch [138][3900/3940] lr: 3.934e-04, eta: 5:52:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.4942, loss: 1.4942 +2025-06-26 21:06:34,207 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-06-26 21:09:57,682 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 21:09:58,142 - pyskl - INFO - +top1_acc 0.8757 +top5_acc 0.9762 +2025-06-26 21:09:58,160 - pyskl - INFO - Epoch(val) [138][3183] top1_acc: 0.8757, top5_acc: 0.9762 +2025-06-26 21:11:09,084 - pyskl - INFO - Epoch [139][100/3940] lr: 3.911e-04, eta: 5:51:47, time: 0.709, data_time: 0.266, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3855, loss: 1.3855 +2025-06-26 21:11:53,289 - pyskl - INFO - Epoch [139][200/3940] lr: 3.894e-04, eta: 5:51:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.3779, loss: 1.3779 +2025-06-26 21:12:37,470 - pyskl - INFO - Epoch [139][300/3940] lr: 3.878e-04, eta: 5:50:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.3842, loss: 1.3842 +2025-06-26 21:13:21,658 - pyskl - INFO - Epoch [139][400/3940] lr: 3.861e-04, eta: 5:49:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4127, loss: 1.4127 +2025-06-26 21:14:05,884 - pyskl - INFO - Epoch [139][500/3940] lr: 3.845e-04, eta: 5:48:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.3453, loss: 1.3453 +2025-06-26 21:14:50,085 - pyskl - INFO - Epoch [139][600/3940] lr: 3.829e-04, eta: 5:48:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.3955, loss: 1.3955 +2025-06-26 21:15:34,238 - pyskl - INFO - Epoch [139][700/3940] lr: 3.812e-04, eta: 5:47:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3375, loss: 1.3375 +2025-06-26 21:16:18,612 - pyskl - INFO - Epoch [139][800/3940] lr: 3.796e-04, eta: 5:46:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9975, loss_cls: 1.3984, loss: 1.3984 +2025-06-26 21:17:03,015 - pyskl - INFO - Epoch [139][900/3940] lr: 3.780e-04, eta: 5:45:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 1.4275, loss: 1.4275 +2025-06-26 21:17:47,435 - pyskl - INFO - Epoch [139][1000/3940] lr: 3.764e-04, eta: 5:45:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.3741, loss: 1.3741 +2025-06-26 21:18:31,780 - pyskl - INFO - Epoch [139][1100/3940] lr: 3.748e-04, eta: 5:44:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 1.4217, loss: 1.4217 +2025-06-26 21:19:16,075 - pyskl - INFO - Epoch [139][1200/3940] lr: 3.731e-04, eta: 5:43:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3940, loss: 1.3940 +2025-06-26 21:20:00,546 - pyskl - INFO - Epoch [139][1300/3940] lr: 3.715e-04, eta: 5:42:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3446, loss: 1.3446 +2025-06-26 21:20:45,014 - pyskl - INFO - Epoch [139][1400/3940] lr: 3.699e-04, eta: 5:42:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 1.4291, loss: 1.4291 +2025-06-26 21:21:29,200 - pyskl - INFO - Epoch [139][1500/3940] lr: 3.683e-04, eta: 5:41:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3728, loss: 1.3728 +2025-06-26 21:22:13,282 - pyskl - INFO - Epoch [139][1600/3940] lr: 3.667e-04, eta: 5:40:36, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 1.3824, loss: 1.3824 +2025-06-26 21:22:57,338 - pyskl - INFO - Epoch [139][1700/3940] lr: 3.651e-04, eta: 5:39:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3421, loss: 1.3421 +2025-06-26 21:23:41,507 - pyskl - INFO - Epoch [139][1800/3940] lr: 3.635e-04, eta: 5:39:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3804, loss: 1.3804 +2025-06-26 21:24:25,612 - pyskl - INFO - Epoch [139][1900/3940] lr: 3.619e-04, eta: 5:38:21, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.4036, loss: 1.4036 +2025-06-26 21:25:09,682 - pyskl - INFO - Epoch [139][2000/3940] lr: 3.604e-04, eta: 5:37:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3425, loss: 1.3425 +2025-06-26 21:25:53,861 - pyskl - INFO - Epoch [139][2100/3940] lr: 3.588e-04, eta: 5:36:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.4031, loss: 1.4031 +2025-06-26 21:26:37,950 - pyskl - INFO - Epoch [139][2200/3940] lr: 3.572e-04, eta: 5:36:07, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.3500, loss: 1.3500 +2025-06-26 21:27:22,071 - pyskl - INFO - Epoch [139][2300/3940] lr: 3.556e-04, eta: 5:35:22, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.4459, loss: 1.4459 +2025-06-26 21:28:06,161 - pyskl - INFO - Epoch [139][2400/3940] lr: 3.541e-04, eta: 5:34:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.4064, loss: 1.4064 +2025-06-26 21:28:50,312 - pyskl - INFO - Epoch [139][2500/3940] lr: 3.525e-04, eta: 5:33:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3570, loss: 1.3570 +2025-06-26 21:29:34,387 - pyskl - INFO - Epoch [139][2600/3940] lr: 3.509e-04, eta: 5:33:08, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 1.3748, loss: 1.3748 +2025-06-26 21:30:18,550 - pyskl - INFO - Epoch [139][2700/3940] lr: 3.494e-04, eta: 5:32:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.4154, loss: 1.4154 +2025-06-26 21:31:02,682 - pyskl - INFO - Epoch [139][2800/3940] lr: 3.478e-04, eta: 5:31:38, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4104, loss: 1.4104 +2025-06-26 21:31:46,835 - pyskl - INFO - Epoch [139][2900/3940] lr: 3.462e-04, eta: 5:30:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.3765, loss: 1.3765 +2025-06-26 21:32:30,984 - pyskl - INFO - Epoch [139][3000/3940] lr: 3.447e-04, eta: 5:30:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9975, loss_cls: 1.4021, loss: 1.4021 +2025-06-26 21:33:15,130 - pyskl - INFO - Epoch [139][3100/3940] lr: 3.431e-04, eta: 5:29:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.4404, loss: 1.4404 +2025-06-26 21:33:59,227 - pyskl - INFO - Epoch [139][3200/3940] lr: 3.416e-04, eta: 5:28:39, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.4097, loss: 1.4097 +2025-06-26 21:34:43,353 - pyskl - INFO - Epoch [139][3300/3940] lr: 3.401e-04, eta: 5:27:54, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4117, loss: 1.4117 +2025-06-26 21:35:27,602 - pyskl - INFO - Epoch [139][3400/3940] lr: 3.385e-04, eta: 5:27:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.3589, loss: 1.3589 +2025-06-26 21:36:11,760 - pyskl - INFO - Epoch [139][3500/3940] lr: 3.370e-04, eta: 5:26:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.4053, loss: 1.4053 +2025-06-26 21:36:55,746 - pyskl - INFO - Epoch [139][3600/3940] lr: 3.355e-04, eta: 5:25:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.4152, loss: 1.4152 +2025-06-26 21:37:39,883 - pyskl - INFO - Epoch [139][3700/3940] lr: 3.339e-04, eta: 5:24:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3834, loss: 1.3834 +2025-06-26 21:38:24,009 - pyskl - INFO - Epoch [139][3800/3940] lr: 3.324e-04, eta: 5:24:10, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4282, loss: 1.4282 +2025-06-26 21:39:08,220 - pyskl - INFO - Epoch [139][3900/3940] lr: 3.309e-04, eta: 5:23:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3913, loss: 1.3913 +2025-06-26 21:39:26,256 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-06-26 21:42:51,525 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 21:42:51,990 - pyskl - INFO - +top1_acc 0.8775 +top5_acc 0.9761 +2025-06-26 21:42:52,008 - pyskl - INFO - Epoch(val) [139][3183] top1_acc: 0.8775, top5_acc: 0.9761 +2025-06-26 21:44:02,450 - pyskl - INFO - Epoch [140][100/3940] lr: 3.288e-04, eta: 5:22:24, time: 0.704, data_time: 0.260, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.4048, loss: 1.4048 +2025-06-26 21:44:46,769 - pyskl - INFO - Epoch [140][200/3940] lr: 3.273e-04, eta: 5:21:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 1.3910, loss: 1.3910 +2025-06-26 21:45:31,222 - pyskl - INFO - Epoch [140][300/3940] lr: 3.257e-04, eta: 5:20:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 1.3816, loss: 1.3816 +2025-06-26 21:46:15,599 - pyskl - INFO - Epoch [140][400/3940] lr: 3.242e-04, eta: 5:20:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3198, loss: 1.3198 +2025-06-26 21:47:00,033 - pyskl - INFO - Epoch [140][500/3940] lr: 3.227e-04, eta: 5:19:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.3244, loss: 1.3244 +2025-06-26 21:47:44,630 - pyskl - INFO - Epoch [140][600/3940] lr: 3.212e-04, eta: 5:18:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.3602, loss: 1.3602 +2025-06-26 21:48:29,285 - pyskl - INFO - Epoch [140][700/3940] lr: 3.197e-04, eta: 5:17:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3649, loss: 1.3649 +2025-06-26 21:49:13,681 - pyskl - INFO - Epoch [140][800/3940] lr: 3.183e-04, eta: 5:17:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.4104, loss: 1.4104 +2025-06-26 21:49:58,046 - pyskl - INFO - Epoch [140][900/3940] lr: 3.168e-04, eta: 5:16:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.3396, loss: 1.3396 +2025-06-26 21:50:42,478 - pyskl - INFO - Epoch [140][1000/3940] lr: 3.153e-04, eta: 5:15:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3457, loss: 1.3457 +2025-06-26 21:51:26,866 - pyskl - INFO - Epoch [140][1100/3940] lr: 3.138e-04, eta: 5:14:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4091, loss: 1.4091 +2025-06-26 21:52:11,196 - pyskl - INFO - Epoch [140][1200/3940] lr: 3.123e-04, eta: 5:14:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.3984, loss: 1.3984 +2025-06-26 21:52:55,547 - pyskl - INFO - Epoch [140][1300/3940] lr: 3.108e-04, eta: 5:13:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3490, loss: 1.3490 +2025-06-26 21:53:39,897 - pyskl - INFO - Epoch [140][1400/3940] lr: 3.094e-04, eta: 5:12:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.3831, loss: 1.3831 +2025-06-26 21:54:24,183 - pyskl - INFO - Epoch [140][1500/3940] lr: 3.079e-04, eta: 5:11:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.3602, loss: 1.3602 +2025-06-26 21:55:08,462 - pyskl - INFO - Epoch [140][1600/3940] lr: 3.064e-04, eta: 5:11:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3561, loss: 1.3561 +2025-06-26 21:55:52,797 - pyskl - INFO - Epoch [140][1700/3940] lr: 3.050e-04, eta: 5:10:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3799, loss: 1.3799 +2025-06-26 21:56:37,138 - pyskl - INFO - Epoch [140][1800/3940] lr: 3.035e-04, eta: 5:09:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.3641, loss: 1.3641 +2025-06-26 21:57:21,566 - pyskl - INFO - Epoch [140][1900/3940] lr: 3.021e-04, eta: 5:08:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 1.4111, loss: 1.4111 +2025-06-26 21:58:05,909 - pyskl - INFO - Epoch [140][2000/3940] lr: 3.006e-04, eta: 5:08:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 1.3821, loss: 1.3821 +2025-06-26 21:58:50,267 - pyskl - INFO - Epoch [140][2100/3940] lr: 2.992e-04, eta: 5:07:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3144, loss: 1.3144 +2025-06-26 21:59:34,614 - pyskl - INFO - Epoch [140][2200/3940] lr: 2.977e-04, eta: 5:06:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 1.3840, loss: 1.3840 +2025-06-26 22:00:19,001 - pyskl - INFO - Epoch [140][2300/3940] lr: 2.963e-04, eta: 5:05:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.3820, loss: 1.3820 +2025-06-26 22:01:03,354 - pyskl - INFO - Epoch [140][2400/3940] lr: 2.949e-04, eta: 5:05:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.3979, loss: 1.3979 +2025-06-26 22:01:47,709 - pyskl - INFO - Epoch [140][2500/3940] lr: 2.934e-04, eta: 5:04:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.3498, loss: 1.3498 +2025-06-26 22:02:32,089 - pyskl - INFO - Epoch [140][2600/3940] lr: 2.920e-04, eta: 5:03:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9969, loss_cls: 1.3747, loss: 1.3747 +2025-06-26 22:03:16,541 - pyskl - INFO - Epoch [140][2700/3940] lr: 2.906e-04, eta: 5:03:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9975, loss_cls: 1.3732, loss: 1.3732 +2025-06-26 22:04:00,905 - pyskl - INFO - Epoch [140][2800/3940] lr: 2.891e-04, eta: 5:02:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4290, loss: 1.4290 +2025-06-26 22:04:45,337 - pyskl - INFO - Epoch [140][2900/3940] lr: 2.877e-04, eta: 5:01:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.3843, loss: 1.3843 +2025-06-26 22:05:29,738 - pyskl - INFO - Epoch [140][3000/3940] lr: 2.863e-04, eta: 5:00:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3724, loss: 1.3724 +2025-06-26 22:06:14,018 - pyskl - INFO - Epoch [140][3100/3940] lr: 2.849e-04, eta: 5:00:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.3530, loss: 1.3530 +2025-06-26 22:06:58,461 - pyskl - INFO - Epoch [140][3200/3940] lr: 2.835e-04, eta: 4:59:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.4086, loss: 1.4086 +2025-06-26 22:07:42,760 - pyskl - INFO - Epoch [140][3300/3940] lr: 2.821e-04, eta: 4:58:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3791, loss: 1.3791 +2025-06-26 22:08:27,093 - pyskl - INFO - Epoch [140][3400/3940] lr: 2.807e-04, eta: 4:57:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.3460, loss: 1.3460 +2025-06-26 22:09:11,473 - pyskl - INFO - Epoch [140][3500/3940] lr: 2.793e-04, eta: 4:57:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3937, loss: 1.3937 +2025-06-26 22:09:55,805 - pyskl - INFO - Epoch [140][3600/3940] lr: 2.779e-04, eta: 4:56:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3636, loss: 1.3636 +2025-06-26 22:10:40,116 - pyskl - INFO - Epoch [140][3700/3940] lr: 2.765e-04, eta: 4:55:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 1.3661, loss: 1.3661 +2025-06-26 22:11:24,444 - pyskl - INFO - Epoch [140][3800/3940] lr: 2.751e-04, eta: 4:54:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.3587, loss: 1.3587 +2025-06-26 22:12:08,788 - pyskl - INFO - Epoch [140][3900/3940] lr: 2.737e-04, eta: 4:54:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 1.4158, loss: 1.4158 +2025-06-26 22:12:26,806 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-06-26 22:30:39,540 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 22:30:40,004 - pyskl - INFO - +top1_acc 0.8772 +top5_acc 0.9758 +2025-06-26 22:30:40,022 - pyskl - INFO - Epoch(val) [140][3183] top1_acc: 0.8772, top5_acc: 0.9758 +2025-06-26 22:31:51,169 - pyskl - INFO - Epoch [141][100/3940] lr: 2.718e-04, eta: 4:53:01, time: 0.711, data_time: 0.261, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3082, loss: 1.3082 +2025-06-26 22:32:36,104 - pyskl - INFO - Epoch [141][200/3940] lr: 2.704e-04, eta: 4:52:16, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.3909, loss: 1.3909 +2025-06-26 22:33:20,789 - pyskl - INFO - Epoch [141][300/3940] lr: 2.690e-04, eta: 4:51:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3682, loss: 1.3682 +2025-06-26 22:34:05,430 - pyskl - INFO - Epoch [141][400/3940] lr: 2.677e-04, eta: 4:50:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.3852, loss: 1.3852 +2025-06-26 22:34:50,012 - pyskl - INFO - Epoch [141][500/3940] lr: 2.663e-04, eta: 4:50:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3762, loss: 1.3762 +2025-06-26 22:35:34,596 - pyskl - INFO - Epoch [141][600/3940] lr: 2.649e-04, eta: 4:49:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.3503, loss: 1.3503 +2025-06-26 22:36:19,143 - pyskl - INFO - Epoch [141][700/3940] lr: 2.636e-04, eta: 4:48:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.3613, loss: 1.3613 +2025-06-26 22:37:03,713 - pyskl - INFO - Epoch [141][800/3940] lr: 2.622e-04, eta: 4:47:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.3437, loss: 1.3437 +2025-06-26 22:37:48,301 - pyskl - INFO - Epoch [141][900/3940] lr: 2.609e-04, eta: 4:47:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3519, loss: 1.3519 +2025-06-26 22:38:32,770 - pyskl - INFO - Epoch [141][1000/3940] lr: 2.595e-04, eta: 4:46:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.3640, loss: 1.3640 +2025-06-26 22:39:17,177 - pyskl - INFO - Epoch [141][1100/3940] lr: 2.582e-04, eta: 4:45:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3387, loss: 1.3387 +2025-06-26 22:40:01,561 - pyskl - INFO - Epoch [141][1200/3940] lr: 2.568e-04, eta: 4:44:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3872, loss: 1.3872 +2025-06-26 22:40:46,129 - pyskl - INFO - Epoch [141][1300/3940] lr: 2.555e-04, eta: 4:44:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3440, loss: 1.3440 +2025-06-26 22:41:30,860 - pyskl - INFO - Epoch [141][1400/3940] lr: 2.542e-04, eta: 4:43:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.3221, loss: 1.3221 +2025-06-26 22:42:15,522 - pyskl - INFO - Epoch [141][1500/3940] lr: 2.528e-04, eta: 4:42:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3069, loss: 1.3069 +2025-06-26 22:43:00,244 - pyskl - INFO - Epoch [141][1600/3940] lr: 2.515e-04, eta: 4:41:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.3626, loss: 1.3626 +2025-06-26 22:43:44,918 - pyskl - INFO - Epoch [141][1700/3940] lr: 2.502e-04, eta: 4:41:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.3319, loss: 1.3319 +2025-06-26 22:44:29,705 - pyskl - INFO - Epoch [141][1800/3940] lr: 2.489e-04, eta: 4:40:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.3859, loss: 1.3859 +2025-06-26 22:45:14,346 - pyskl - INFO - Epoch [141][1900/3940] lr: 2.475e-04, eta: 4:39:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3407, loss: 1.3407 +2025-06-26 22:45:58,890 - pyskl - INFO - Epoch [141][2000/3940] lr: 2.462e-04, eta: 4:38:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3435, loss: 1.3435 +2025-06-26 22:46:43,372 - pyskl - INFO - Epoch [141][2100/3940] lr: 2.449e-04, eta: 4:38:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3278, loss: 1.3278 +2025-06-26 22:47:27,768 - pyskl - INFO - Epoch [141][2200/3940] lr: 2.436e-04, eta: 4:37:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.3928, loss: 1.3928 +2025-06-26 22:48:12,204 - pyskl - INFO - Epoch [141][2300/3940] lr: 2.423e-04, eta: 4:36:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.3991, loss: 1.3991 +2025-06-26 22:48:56,686 - pyskl - INFO - Epoch [141][2400/3940] lr: 2.410e-04, eta: 4:35:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3766, loss: 1.3766 +2025-06-26 22:49:41,217 - pyskl - INFO - Epoch [141][2500/3940] lr: 2.397e-04, eta: 4:35:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 1.3901, loss: 1.3901 +2025-06-26 22:50:25,717 - pyskl - INFO - Epoch [141][2600/3940] lr: 2.384e-04, eta: 4:34:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3060, loss: 1.3060 +2025-06-26 22:51:10,318 - pyskl - INFO - Epoch [141][2700/3940] lr: 2.371e-04, eta: 4:33:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3370, loss: 1.3370 +2025-06-26 22:51:55,077 - pyskl - INFO - Epoch [141][2800/3940] lr: 2.358e-04, eta: 4:32:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3191, loss: 1.3191 +2025-06-26 22:52:39,778 - pyskl - INFO - Epoch [141][2900/3940] lr: 2.346e-04, eta: 4:32:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3796, loss: 1.3796 +2025-06-26 22:53:24,313 - pyskl - INFO - Epoch [141][3000/3940] lr: 2.333e-04, eta: 4:31:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3679, loss: 1.3679 +2025-06-26 22:54:09,155 - pyskl - INFO - Epoch [141][3100/3940] lr: 2.320e-04, eta: 4:30:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2939, loss: 1.2939 +2025-06-26 22:54:53,714 - pyskl - INFO - Epoch [141][3200/3940] lr: 2.307e-04, eta: 4:29:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.3889, loss: 1.3889 +2025-06-26 22:55:38,236 - pyskl - INFO - Epoch [141][3300/3940] lr: 2.295e-04, eta: 4:29:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.3672, loss: 1.3672 +2025-06-26 22:56:22,744 - pyskl - INFO - Epoch [141][3400/3940] lr: 2.282e-04, eta: 4:28:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3973, loss: 1.3973 +2025-06-26 22:57:07,396 - pyskl - INFO - Epoch [141][3500/3940] lr: 2.269e-04, eta: 4:27:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3332, loss: 1.3332 +2025-06-26 22:57:51,842 - pyskl - INFO - Epoch [141][3600/3940] lr: 2.257e-04, eta: 4:26:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3354, loss: 1.3354 +2025-06-26 22:58:36,247 - pyskl - INFO - Epoch [141][3700/3940] lr: 2.244e-04, eta: 4:26:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.3818, loss: 1.3818 +2025-06-26 22:59:20,574 - pyskl - INFO - Epoch [141][3800/3940] lr: 2.232e-04, eta: 4:25:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3225, loss: 1.3225 +2025-06-26 23:00:04,870 - pyskl - INFO - Epoch [141][3900/3940] lr: 2.219e-04, eta: 4:24:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3088, loss: 1.3088 +2025-06-26 23:00:23,044 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-06-26 23:03:47,317 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 23:03:47,801 - pyskl - INFO - +top1_acc 0.8806 +top5_acc 0.9812 +2025-06-26 23:03:47,863 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_137.pth was removed +2025-06-26 23:03:48,971 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2025-06-26 23:03:48,974 - pyskl - INFO - Best top1_acc is 0.8806 at 141 epoch. +2025-06-26 23:03:49,002 - pyskl - INFO - Epoch(val) [141][3183] top1_acc: 0.8806, top5_acc: 0.9812 +2025-06-26 23:05:00,401 - pyskl - INFO - Epoch [142][100/3940] lr: 2.202e-04, eta: 4:23:38, time: 0.714, data_time: 0.270, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3607, loss: 1.3607 +2025-06-26 23:05:44,760 - pyskl - INFO - Epoch [142][200/3940] lr: 2.189e-04, eta: 4:22:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.3513, loss: 1.3513 +2025-06-26 23:06:29,153 - pyskl - INFO - Epoch [142][300/3940] lr: 2.177e-04, eta: 4:22:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.3316, loss: 1.3316 +2025-06-26 23:07:13,392 - pyskl - INFO - Epoch [142][400/3940] lr: 2.165e-04, eta: 4:21:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3303, loss: 1.3303 +2025-06-26 23:07:57,644 - pyskl - INFO - Epoch [142][500/3940] lr: 2.152e-04, eta: 4:20:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3049, loss: 1.3049 +2025-06-26 23:08:42,014 - pyskl - INFO - Epoch [142][600/3940] lr: 2.140e-04, eta: 4:19:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.3451, loss: 1.3451 +2025-06-26 23:09:26,322 - pyskl - INFO - Epoch [142][700/3940] lr: 2.128e-04, eta: 4:19:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.3302, loss: 1.3302 +2025-06-26 23:10:10,711 - pyskl - INFO - Epoch [142][800/3940] lr: 2.116e-04, eta: 4:18:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3375, loss: 1.3375 +2025-06-26 23:10:55,041 - pyskl - INFO - Epoch [142][900/3940] lr: 2.104e-04, eta: 4:17:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.3695, loss: 1.3695 +2025-06-26 23:11:39,425 - pyskl - INFO - Epoch [142][1000/3940] lr: 2.091e-04, eta: 4:16:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.3672, loss: 1.3672 +2025-06-26 23:12:23,778 - pyskl - INFO - Epoch [142][1100/3940] lr: 2.079e-04, eta: 4:16:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3373, loss: 1.3373 +2025-06-26 23:13:08,166 - pyskl - INFO - Epoch [142][1200/3940] lr: 2.067e-04, eta: 4:15:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.3440, loss: 1.3440 +2025-06-26 23:13:52,503 - pyskl - INFO - Epoch [142][1300/3940] lr: 2.055e-04, eta: 4:14:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3177, loss: 1.3177 +2025-06-26 23:14:36,889 - pyskl - INFO - Epoch [142][1400/3940] lr: 2.043e-04, eta: 4:13:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3427, loss: 1.3427 +2025-06-26 23:15:21,234 - pyskl - INFO - Epoch [142][1500/3940] lr: 2.031e-04, eta: 4:13:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3595, loss: 1.3595 +2025-06-26 23:16:05,608 - pyskl - INFO - Epoch [142][1600/3940] lr: 2.019e-04, eta: 4:12:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.3874, loss: 1.3874 +2025-06-26 23:16:50,028 - pyskl - INFO - Epoch [142][1700/3940] lr: 2.008e-04, eta: 4:11:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3239, loss: 1.3239 +2025-06-26 23:17:34,514 - pyskl - INFO - Epoch [142][1800/3940] lr: 1.996e-04, eta: 4:10:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3518, loss: 1.3518 +2025-06-26 23:18:18,867 - pyskl - INFO - Epoch [142][1900/3940] lr: 1.984e-04, eta: 4:10:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3779, loss: 1.3779 +2025-06-26 23:19:03,206 - pyskl - INFO - Epoch [142][2000/3940] lr: 1.972e-04, eta: 4:09:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.3325, loss: 1.3325 +2025-06-26 23:19:47,545 - pyskl - INFO - Epoch [142][2100/3940] lr: 1.960e-04, eta: 4:08:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.4209, loss: 1.4209 +2025-06-26 23:20:31,897 - pyskl - INFO - Epoch [142][2200/3940] lr: 1.949e-04, eta: 4:07:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.3131, loss: 1.3131 +2025-06-26 23:21:16,376 - pyskl - INFO - Epoch [142][2300/3940] lr: 1.937e-04, eta: 4:07:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.3882, loss: 1.3882 +2025-06-26 23:22:00,726 - pyskl - INFO - Epoch [142][2400/3940] lr: 1.925e-04, eta: 4:06:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3320, loss: 1.3320 +2025-06-26 23:22:45,177 - pyskl - INFO - Epoch [142][2500/3940] lr: 1.914e-04, eta: 4:05:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3444, loss: 1.3444 +2025-06-26 23:23:29,605 - pyskl - INFO - Epoch [142][2600/3940] lr: 1.902e-04, eta: 4:04:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3636, loss: 1.3636 +2025-06-26 23:24:14,060 - pyskl - INFO - Epoch [142][2700/3940] lr: 1.891e-04, eta: 4:04:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.3809, loss: 1.3809 +2025-06-26 23:24:58,506 - pyskl - INFO - Epoch [142][2800/3940] lr: 1.879e-04, eta: 4:03:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.3303, loss: 1.3303 +2025-06-26 23:25:43,025 - pyskl - INFO - Epoch [142][2900/3940] lr: 1.868e-04, eta: 4:02:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.3522, loss: 1.3522 +2025-06-26 23:26:27,452 - pyskl - INFO - Epoch [142][3000/3940] lr: 1.856e-04, eta: 4:02:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3163, loss: 1.3163 +2025-06-26 23:27:11,926 - pyskl - INFO - Epoch [142][3100/3940] lr: 1.845e-04, eta: 4:01:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9975, loss_cls: 1.2834, loss: 1.2834 +2025-06-26 23:27:56,343 - pyskl - INFO - Epoch [142][3200/3940] lr: 1.834e-04, eta: 4:00:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.3788, loss: 1.3788 +2025-06-26 23:28:40,733 - pyskl - INFO - Epoch [142][3300/3940] lr: 1.822e-04, eta: 3:59:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3334, loss: 1.3334 +2025-06-26 23:29:25,144 - pyskl - INFO - Epoch [142][3400/3940] lr: 1.811e-04, eta: 3:59:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9975, loss_cls: 1.3827, loss: 1.3827 +2025-06-26 23:30:09,509 - pyskl - INFO - Epoch [142][3500/3940] lr: 1.800e-04, eta: 3:58:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9975, loss_cls: 1.3495, loss: 1.3495 +2025-06-26 23:30:53,942 - pyskl - INFO - Epoch [142][3600/3940] lr: 1.788e-04, eta: 3:57:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3489, loss: 1.3489 +2025-06-26 23:31:38,401 - pyskl - INFO - Epoch [142][3700/3940] lr: 1.777e-04, eta: 3:56:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.3471, loss: 1.3471 +2025-06-26 23:32:22,832 - pyskl - INFO - Epoch [142][3800/3940] lr: 1.766e-04, eta: 3:56:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3902, loss: 1.3902 +2025-06-26 23:33:07,355 - pyskl - INFO - Epoch [142][3900/3940] lr: 1.755e-04, eta: 3:55:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3392, loss: 1.3392 +2025-06-26 23:33:25,415 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-06-26 23:36:51,206 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 23:36:51,673 - pyskl - INFO - +top1_acc 0.8853 +top5_acc 0.9821 +2025-06-26 23:36:51,729 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_141.pth was removed +2025-06-26 23:36:52,766 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2025-06-26 23:36:52,768 - pyskl - INFO - Best top1_acc is 0.8853 at 142 epoch. +2025-06-26 23:36:52,786 - pyskl - INFO - Epoch(val) [142][3183] top1_acc: 0.8853, top5_acc: 0.9821 +2025-06-26 23:38:03,028 - pyskl - INFO - Epoch [143][100/3940] lr: 1.740e-04, eta: 3:54:15, time: 0.702, data_time: 0.261, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2890, loss: 1.2890 +2025-06-26 23:38:47,370 - pyskl - INFO - Epoch [143][200/3940] lr: 1.729e-04, eta: 3:53:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3610, loss: 1.3610 +2025-06-26 23:39:31,662 - pyskl - INFO - Epoch [143][300/3940] lr: 1.718e-04, eta: 3:52:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3065, loss: 1.3065 +2025-06-26 23:40:16,010 - pyskl - INFO - Epoch [143][400/3940] lr: 1.707e-04, eta: 3:52:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.3220, loss: 1.3220 +2025-06-26 23:41:00,217 - pyskl - INFO - Epoch [143][500/3940] lr: 1.696e-04, eta: 3:51:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3260, loss: 1.3260 +2025-06-26 23:41:44,529 - pyskl - INFO - Epoch [143][600/3940] lr: 1.685e-04, eta: 3:50:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3257, loss: 1.3257 +2025-06-26 23:42:28,844 - pyskl - INFO - Epoch [143][700/3940] lr: 1.674e-04, eta: 3:49:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2747, loss: 1.2747 +2025-06-26 23:43:13,179 - pyskl - INFO - Epoch [143][800/3940] lr: 1.663e-04, eta: 3:49:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2886, loss: 1.2886 +2025-06-26 23:43:57,450 - pyskl - INFO - Epoch [143][900/3940] lr: 1.652e-04, eta: 3:48:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.3449, loss: 1.3449 +2025-06-26 23:44:41,708 - pyskl - INFO - Epoch [143][1000/3940] lr: 1.642e-04, eta: 3:47:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.3632, loss: 1.3632 +2025-06-26 23:45:26,054 - pyskl - INFO - Epoch [143][1100/3940] lr: 1.631e-04, eta: 3:46:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.3750, loss: 1.3750 +2025-06-26 23:46:10,373 - pyskl - INFO - Epoch [143][1200/3940] lr: 1.620e-04, eta: 3:46:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9975, loss_cls: 1.3176, loss: 1.3176 +2025-06-26 23:46:54,686 - pyskl - INFO - Epoch [143][1300/3940] lr: 1.609e-04, eta: 3:45:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.3242, loss: 1.3242 +2025-06-26 23:47:39,026 - pyskl - INFO - Epoch [143][1400/3940] lr: 1.599e-04, eta: 3:44:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3662, loss: 1.3662 +2025-06-26 23:48:23,348 - pyskl - INFO - Epoch [143][1500/3940] lr: 1.588e-04, eta: 3:43:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3382, loss: 1.3382 +2025-06-26 23:49:07,601 - pyskl - INFO - Epoch [143][1600/3940] lr: 1.578e-04, eta: 3:43:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.3199, loss: 1.3199 +2025-06-26 23:49:51,923 - pyskl - INFO - Epoch [143][1700/3940] lr: 1.567e-04, eta: 3:42:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.3308, loss: 1.3308 +2025-06-26 23:50:36,296 - pyskl - INFO - Epoch [143][1800/3940] lr: 1.557e-04, eta: 3:41:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3560, loss: 1.3560 +2025-06-26 23:51:20,577 - pyskl - INFO - Epoch [143][1900/3940] lr: 1.546e-04, eta: 3:40:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3386, loss: 1.3386 +2025-06-26 23:52:04,863 - pyskl - INFO - Epoch [143][2000/3940] lr: 1.536e-04, eta: 3:40:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.3693, loss: 1.3693 +2025-06-26 23:52:49,160 - pyskl - INFO - Epoch [143][2100/3940] lr: 1.526e-04, eta: 3:39:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 1.3671, loss: 1.3671 +2025-06-26 23:53:33,448 - pyskl - INFO - Epoch [143][2200/3940] lr: 1.515e-04, eta: 3:38:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3341, loss: 1.3341 +2025-06-26 23:54:17,732 - pyskl - INFO - Epoch [143][2300/3940] lr: 1.505e-04, eta: 3:37:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2654, loss: 1.2654 +2025-06-26 23:55:01,994 - pyskl - INFO - Epoch [143][2400/3940] lr: 1.495e-04, eta: 3:37:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3472, loss: 1.3472 +2025-06-26 23:55:46,266 - pyskl - INFO - Epoch [143][2500/3940] lr: 1.484e-04, eta: 3:36:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3612, loss: 1.3612 +2025-06-26 23:56:30,505 - pyskl - INFO - Epoch [143][2600/3940] lr: 1.474e-04, eta: 3:35:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3293, loss: 1.3293 +2025-06-26 23:57:14,795 - pyskl - INFO - Epoch [143][2700/3940] lr: 1.464e-04, eta: 3:34:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3521, loss: 1.3521 +2025-06-26 23:57:59,049 - pyskl - INFO - Epoch [143][2800/3940] lr: 1.454e-04, eta: 3:34:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.3499, loss: 1.3499 +2025-06-26 23:58:43,230 - pyskl - INFO - Epoch [143][2900/3940] lr: 1.444e-04, eta: 3:33:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.3468, loss: 1.3468 +2025-06-26 23:59:27,412 - pyskl - INFO - Epoch [143][3000/3940] lr: 1.434e-04, eta: 3:32:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3087, loss: 1.3087 +2025-06-27 00:00:11,631 - pyskl - INFO - Epoch [143][3100/3940] lr: 1.424e-04, eta: 3:31:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.3487, loss: 1.3487 +2025-06-27 00:00:55,870 - pyskl - INFO - Epoch [143][3200/3940] lr: 1.414e-04, eta: 3:31:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9975, loss_cls: 1.3435, loss: 1.3435 +2025-06-27 00:01:40,178 - pyskl - INFO - Epoch [143][3300/3940] lr: 1.404e-04, eta: 3:30:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3073, loss: 1.3073 +2025-06-27 00:02:24,438 - pyskl - INFO - Epoch [143][3400/3940] lr: 1.394e-04, eta: 3:29:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3677, loss: 1.3677 +2025-06-27 00:03:08,663 - pyskl - INFO - Epoch [143][3500/3940] lr: 1.384e-04, eta: 3:28:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3318, loss: 1.3318 +2025-06-27 00:03:52,817 - pyskl - INFO - Epoch [143][3600/3940] lr: 1.374e-04, eta: 3:28:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.3115, loss: 1.3115 +2025-06-27 00:04:37,124 - pyskl - INFO - Epoch [143][3700/3940] lr: 1.364e-04, eta: 3:27:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3459, loss: 1.3459 +2025-06-27 00:05:21,376 - pyskl - INFO - Epoch [143][3800/3940] lr: 1.355e-04, eta: 3:26:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.3218, loss: 1.3218 +2025-06-27 00:06:05,589 - pyskl - INFO - Epoch [143][3900/3940] lr: 1.345e-04, eta: 3:25:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.3212, loss: 1.3212 +2025-06-27 00:06:23,577 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-06-27 00:09:47,420 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 00:09:47,883 - pyskl - INFO - +top1_acc 0.8793 +top5_acc 0.9807 +2025-06-27 00:09:47,901 - pyskl - INFO - Epoch(val) [143][3183] top1_acc: 0.8793, top5_acc: 0.9807 +2025-06-27 00:10:57,752 - pyskl - INFO - Epoch [144][100/3940] lr: 1.331e-04, eta: 3:24:52, time: 0.698, data_time: 0.256, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.3507, loss: 1.3507 +2025-06-27 00:11:42,059 - pyskl - INFO - Epoch [144][200/3940] lr: 1.322e-04, eta: 3:24:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3283, loss: 1.3283 +2025-06-27 00:12:26,476 - pyskl - INFO - Epoch [144][300/3940] lr: 1.312e-04, eta: 3:23:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.3643, loss: 1.3643 +2025-06-27 00:13:10,887 - pyskl - INFO - Epoch [144][400/3940] lr: 1.303e-04, eta: 3:22:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.3086, loss: 1.3086 +2025-06-27 00:13:55,197 - pyskl - INFO - Epoch [144][500/3940] lr: 1.293e-04, eta: 3:21:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.3344, loss: 1.3344 +2025-06-27 00:14:39,401 - pyskl - INFO - Epoch [144][600/3940] lr: 1.283e-04, eta: 3:21:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.3201, loss: 1.3201 +2025-06-27 00:15:23,624 - pyskl - INFO - Epoch [144][700/3940] lr: 1.274e-04, eta: 3:20:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.3494, loss: 1.3494 +2025-06-27 00:16:07,865 - pyskl - INFO - Epoch [144][800/3940] lr: 1.265e-04, eta: 3:19:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.3052, loss: 1.3052 +2025-06-27 00:16:52,038 - pyskl - INFO - Epoch [144][900/3940] lr: 1.255e-04, eta: 3:18:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3366, loss: 1.3366 +2025-06-27 00:17:36,205 - pyskl - INFO - Epoch [144][1000/3940] lr: 1.246e-04, eta: 3:18:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.3350, loss: 1.3350 +2025-06-27 00:18:20,361 - pyskl - INFO - Epoch [144][1100/3940] lr: 1.236e-04, eta: 3:17:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3125, loss: 1.3125 +2025-06-27 00:19:04,562 - pyskl - INFO - Epoch [144][1200/3940] lr: 1.227e-04, eta: 3:16:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2814, loss: 1.2814 +2025-06-27 00:19:48,763 - pyskl - INFO - Epoch [144][1300/3940] lr: 1.218e-04, eta: 3:15:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3231, loss: 1.3231 +2025-06-27 00:20:33,075 - pyskl - INFO - Epoch [144][1400/3940] lr: 1.209e-04, eta: 3:15:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.3347, loss: 1.3347 +2025-06-27 00:21:17,382 - pyskl - INFO - Epoch [144][1500/3940] lr: 1.199e-04, eta: 3:14:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.3439, loss: 1.3439 +2025-06-27 00:22:01,698 - pyskl - INFO - Epoch [144][1600/3940] lr: 1.190e-04, eta: 3:13:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.3403, loss: 1.3403 +2025-06-27 00:22:46,095 - pyskl - INFO - Epoch [144][1700/3940] lr: 1.181e-04, eta: 3:12:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.3211, loss: 1.3211 +2025-06-27 00:23:30,480 - pyskl - INFO - Epoch [144][1800/3940] lr: 1.172e-04, eta: 3:12:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3236, loss: 1.3236 +2025-06-27 00:24:14,816 - pyskl - INFO - Epoch [144][1900/3940] lr: 1.163e-04, eta: 3:11:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9981, loss_cls: 1.3102, loss: 1.3102 +2025-06-27 00:24:59,083 - pyskl - INFO - Epoch [144][2000/3940] lr: 1.154e-04, eta: 3:10:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3212, loss: 1.3212 +2025-06-27 00:25:43,290 - pyskl - INFO - Epoch [144][2100/3940] lr: 1.145e-04, eta: 3:09:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2725, loss: 1.2725 +2025-06-27 00:26:27,513 - pyskl - INFO - Epoch [144][2200/3940] lr: 1.136e-04, eta: 3:09:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.3788, loss: 1.3788 +2025-06-27 00:27:11,732 - pyskl - INFO - Epoch [144][2300/3940] lr: 1.127e-04, eta: 3:08:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3198, loss: 1.3198 +2025-06-27 00:27:55,956 - pyskl - INFO - Epoch [144][2400/3940] lr: 1.118e-04, eta: 3:07:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2912, loss: 1.2912 +2025-06-27 00:28:40,162 - pyskl - INFO - Epoch [144][2500/3940] lr: 1.109e-04, eta: 3:06:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3135, loss: 1.3135 +2025-06-27 00:29:24,404 - pyskl - INFO - Epoch [144][2600/3940] lr: 1.100e-04, eta: 3:06:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3467, loss: 1.3467 +2025-06-27 00:30:09,015 - pyskl - INFO - Epoch [144][2700/3940] lr: 1.092e-04, eta: 3:05:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3237, loss: 1.3237 +2025-06-27 00:30:53,253 - pyskl - INFO - Epoch [144][2800/3940] lr: 1.083e-04, eta: 3:04:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3034, loss: 1.3034 +2025-06-27 00:31:37,533 - pyskl - INFO - Epoch [144][2900/3940] lr: 1.074e-04, eta: 3:03:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.3401, loss: 1.3401 +2025-06-27 00:32:21,787 - pyskl - INFO - Epoch [144][3000/3940] lr: 1.066e-04, eta: 3:03:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 1.3460, loss: 1.3460 +2025-06-27 00:33:06,029 - pyskl - INFO - Epoch [144][3100/3940] lr: 1.057e-04, eta: 3:02:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.3439, loss: 1.3439 +2025-06-27 00:33:50,221 - pyskl - INFO - Epoch [144][3200/3940] lr: 1.048e-04, eta: 3:01:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3236, loss: 1.3236 +2025-06-27 00:34:34,504 - pyskl - INFO - Epoch [144][3300/3940] lr: 1.040e-04, eta: 3:01:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2839, loss: 1.2839 +2025-06-27 00:35:18,882 - pyskl - INFO - Epoch [144][3400/3940] lr: 1.031e-04, eta: 3:00:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3508, loss: 1.3508 +2025-06-27 00:36:03,184 - pyskl - INFO - Epoch [144][3500/3940] lr: 1.023e-04, eta: 2:59:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3538, loss: 1.3538 +2025-06-27 00:36:47,461 - pyskl - INFO - Epoch [144][3600/3940] lr: 1.014e-04, eta: 2:58:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2935, loss: 1.2935 +2025-06-27 00:37:31,825 - pyskl - INFO - Epoch [144][3700/3940] lr: 1.006e-04, eta: 2:58:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.3547, loss: 1.3547 +2025-06-27 00:38:16,246 - pyskl - INFO - Epoch [144][3800/3940] lr: 9.974e-05, eta: 2:57:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2855, loss: 1.2855 +2025-06-27 00:39:00,645 - pyskl - INFO - Epoch [144][3900/3940] lr: 9.891e-05, eta: 2:56:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3565, loss: 1.3565 +2025-06-27 00:39:18,668 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-06-27 00:42:42,084 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 00:42:42,545 - pyskl - INFO - +top1_acc 0.8808 +top5_acc 0.9770 +2025-06-27 00:42:42,562 - pyskl - INFO - Epoch(val) [144][3183] top1_acc: 0.8808, top5_acc: 0.9770 +2025-06-27 00:43:52,180 - pyskl - INFO - Epoch [145][100/3940] lr: 9.774e-05, eta: 2:55:29, time: 0.696, data_time: 0.255, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3378, loss: 1.3378 +2025-06-27 00:44:36,415 - pyskl - INFO - Epoch [145][200/3940] lr: 9.692e-05, eta: 2:54:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2969, loss: 1.2969 +2025-06-27 00:45:20,940 - pyskl - INFO - Epoch [145][300/3940] lr: 9.609e-05, eta: 2:54:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2912, loss: 1.2912 +2025-06-27 00:46:05,228 - pyskl - INFO - Epoch [145][400/3940] lr: 9.527e-05, eta: 2:53:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 1.2974, loss: 1.2974 +2025-06-27 00:46:49,394 - pyskl - INFO - Epoch [145][500/3940] lr: 9.445e-05, eta: 2:52:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3571, loss: 1.3571 +2025-06-27 00:47:33,578 - pyskl - INFO - Epoch [145][600/3940] lr: 9.364e-05, eta: 2:51:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2913, loss: 1.2913 +2025-06-27 00:48:17,728 - pyskl - INFO - Epoch [145][700/3940] lr: 9.283e-05, eta: 2:51:01, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2923, loss: 1.2923 +2025-06-27 00:49:01,961 - pyskl - INFO - Epoch [145][800/3940] lr: 9.202e-05, eta: 2:50:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.3003, loss: 1.3003 +2025-06-27 00:49:46,223 - pyskl - INFO - Epoch [145][900/3940] lr: 9.122e-05, eta: 2:49:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3133, loss: 1.3133 +2025-06-27 00:50:30,452 - pyskl - INFO - Epoch [145][1000/3940] lr: 9.042e-05, eta: 2:48:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.3008, loss: 1.3008 +2025-06-27 00:51:14,651 - pyskl - INFO - Epoch [145][1100/3940] lr: 8.963e-05, eta: 2:48:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3597, loss: 1.3597 +2025-06-27 00:51:58,833 - pyskl - INFO - Epoch [145][1200/3940] lr: 8.883e-05, eta: 2:47:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 1.3468, loss: 1.3468 +2025-06-27 00:52:43,105 - pyskl - INFO - Epoch [145][1300/3940] lr: 8.804e-05, eta: 2:46:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.2457, loss: 1.2457 +2025-06-27 00:53:27,344 - pyskl - INFO - Epoch [145][1400/3940] lr: 8.726e-05, eta: 2:45:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3405, loss: 1.3405 +2025-06-27 00:54:11,625 - pyskl - INFO - Epoch [145][1500/3940] lr: 8.648e-05, eta: 2:45:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3218, loss: 1.3218 +2025-06-27 00:54:55,864 - pyskl - INFO - Epoch [145][1600/3940] lr: 8.570e-05, eta: 2:44:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.2887, loss: 1.2887 +2025-06-27 00:55:40,060 - pyskl - INFO - Epoch [145][1700/3940] lr: 8.492e-05, eta: 2:43:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3189, loss: 1.3189 +2025-06-27 00:56:24,301 - pyskl - INFO - Epoch [145][1800/3940] lr: 8.415e-05, eta: 2:42:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.2804, loss: 1.2804 +2025-06-27 00:57:08,556 - pyskl - INFO - Epoch [145][1900/3940] lr: 8.338e-05, eta: 2:42:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3477, loss: 1.3477 +2025-06-27 00:57:52,735 - pyskl - INFO - Epoch [145][2000/3940] lr: 8.262e-05, eta: 2:41:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3064, loss: 1.3064 +2025-06-27 00:58:36,965 - pyskl - INFO - Epoch [145][2100/3940] lr: 8.186e-05, eta: 2:40:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2847, loss: 1.2847 +2025-06-27 00:59:21,166 - pyskl - INFO - Epoch [145][2200/3940] lr: 8.110e-05, eta: 2:39:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3246, loss: 1.3246 +2025-06-27 01:00:05,358 - pyskl - INFO - Epoch [145][2300/3940] lr: 8.035e-05, eta: 2:39:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3392, loss: 1.3392 +2025-06-27 01:00:49,493 - pyskl - INFO - Epoch [145][2400/3940] lr: 7.960e-05, eta: 2:38:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.3237, loss: 1.3237 +2025-06-27 01:01:33,665 - pyskl - INFO - Epoch [145][2500/3940] lr: 7.885e-05, eta: 2:37:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3101, loss: 1.3101 +2025-06-27 01:02:17,983 - pyskl - INFO - Epoch [145][2600/3940] lr: 7.811e-05, eta: 2:36:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3090, loss: 1.3090 +2025-06-27 01:03:02,375 - pyskl - INFO - Epoch [145][2700/3940] lr: 7.737e-05, eta: 2:36:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.3041, loss: 1.3041 +2025-06-27 01:03:46,882 - pyskl - INFO - Epoch [145][2800/3940] lr: 7.663e-05, eta: 2:35:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2545, loss: 1.2545 +2025-06-27 01:04:31,181 - pyskl - INFO - Epoch [145][2900/3940] lr: 7.590e-05, eta: 2:34:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3437, loss: 1.3437 +2025-06-27 01:05:15,556 - pyskl - INFO - Epoch [145][3000/3940] lr: 7.517e-05, eta: 2:33:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.3423, loss: 1.3423 +2025-06-27 01:05:59,753 - pyskl - INFO - Epoch [145][3100/3940] lr: 7.444e-05, eta: 2:33:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.3202, loss: 1.3202 +2025-06-27 01:06:44,067 - pyskl - INFO - Epoch [145][3200/3940] lr: 7.372e-05, eta: 2:32:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3464, loss: 1.3464 +2025-06-27 01:07:28,352 - pyskl - INFO - Epoch [145][3300/3940] lr: 7.300e-05, eta: 2:31:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3171, loss: 1.3171 +2025-06-27 01:08:12,492 - pyskl - INFO - Epoch [145][3400/3940] lr: 7.229e-05, eta: 2:30:53, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.3189, loss: 1.3189 +2025-06-27 01:08:56,612 - pyskl - INFO - Epoch [145][3500/3940] lr: 7.157e-05, eta: 2:30:08, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3173, loss: 1.3173 +2025-06-27 01:09:40,767 - pyskl - INFO - Epoch [145][3600/3940] lr: 7.087e-05, eta: 2:29:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3201, loss: 1.3201 +2025-06-27 01:10:24,880 - pyskl - INFO - Epoch [145][3700/3940] lr: 7.016e-05, eta: 2:28:38, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3371, loss: 1.3371 +2025-06-27 01:11:09,011 - pyskl - INFO - Epoch [145][3800/3940] lr: 6.946e-05, eta: 2:27:54, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3044, loss: 1.3044 +2025-06-27 01:11:53,134 - pyskl - INFO - Epoch [145][3900/3940] lr: 6.876e-05, eta: 2:27:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2750, loss: 1.2750 +2025-06-27 01:12:11,095 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-06-27 01:31:06,729 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 01:31:07,208 - pyskl - INFO - +top1_acc 0.8790 +top5_acc 0.9763 +2025-06-27 01:31:07,236 - pyskl - INFO - Epoch(val) [145][3183] top1_acc: 0.8790, top5_acc: 0.9763 +2025-06-27 01:32:16,783 - pyskl - INFO - Epoch [146][100/3940] lr: 6.779e-05, eta: 2:26:06, time: 0.695, data_time: 0.252, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2664, loss: 1.2664 +2025-06-27 01:33:01,398 - pyskl - INFO - Epoch [146][200/3940] lr: 6.710e-05, eta: 2:25:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.2783, loss: 1.2783 +2025-06-27 01:33:45,902 - pyskl - INFO - Epoch [146][300/3940] lr: 6.642e-05, eta: 2:24:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3296, loss: 1.3296 +2025-06-27 01:34:30,400 - pyskl - INFO - Epoch [146][400/3940] lr: 6.573e-05, eta: 2:23:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2824, loss: 1.2824 +2025-06-27 01:35:14,897 - pyskl - INFO - Epoch [146][500/3940] lr: 6.505e-05, eta: 2:23:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.2768, loss: 1.2768 +2025-06-27 01:35:59,497 - pyskl - INFO - Epoch [146][600/3940] lr: 6.438e-05, eta: 2:22:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3072, loss: 1.3072 +2025-06-27 01:36:43,955 - pyskl - INFO - Epoch [146][700/3940] lr: 6.371e-05, eta: 2:21:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2658, loss: 1.2658 +2025-06-27 01:37:28,405 - pyskl - INFO - Epoch [146][800/3940] lr: 6.304e-05, eta: 2:20:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3113, loss: 1.3113 +2025-06-27 01:38:12,685 - pyskl - INFO - Epoch [146][900/3940] lr: 6.237e-05, eta: 2:20:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.3172, loss: 1.3172 +2025-06-27 01:38:56,864 - pyskl - INFO - Epoch [146][1000/3940] lr: 6.171e-05, eta: 2:19:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3238, loss: 1.3238 +2025-06-27 01:39:41,084 - pyskl - INFO - Epoch [146][1100/3940] lr: 6.106e-05, eta: 2:18:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2949, loss: 1.2949 +2025-06-27 01:40:25,230 - pyskl - INFO - Epoch [146][1200/3940] lr: 6.040e-05, eta: 2:17:54, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3283, loss: 1.3283 +2025-06-27 01:41:09,339 - pyskl - INFO - Epoch [146][1300/3940] lr: 5.975e-05, eta: 2:17:10, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3108, loss: 1.3108 +2025-06-27 01:41:53,479 - pyskl - INFO - Epoch [146][1400/3940] lr: 5.910e-05, eta: 2:16:25, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3376, loss: 1.3376 +2025-06-27 01:42:37,630 - pyskl - INFO - Epoch [146][1500/3940] lr: 5.846e-05, eta: 2:15:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3080, loss: 1.3080 +2025-06-27 01:43:21,798 - pyskl - INFO - Epoch [146][1600/3940] lr: 5.782e-05, eta: 2:14:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3037, loss: 1.3037 +2025-06-27 01:44:05,963 - pyskl - INFO - Epoch [146][1700/3940] lr: 5.718e-05, eta: 2:14:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3394, loss: 1.3394 +2025-06-27 01:44:50,143 - pyskl - INFO - Epoch [146][1800/3940] lr: 5.655e-05, eta: 2:13:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3434, loss: 1.3434 +2025-06-27 01:45:34,268 - pyskl - INFO - Epoch [146][1900/3940] lr: 5.592e-05, eta: 2:12:41, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3162, loss: 1.3162 +2025-06-27 01:46:18,322 - pyskl - INFO - Epoch [146][2000/3940] lr: 5.529e-05, eta: 2:11:56, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3237, loss: 1.3237 +2025-06-27 01:47:02,337 - pyskl - INFO - Epoch [146][2100/3940] lr: 5.467e-05, eta: 2:11:12, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9981, loss_cls: 1.3211, loss: 1.3211 +2025-06-27 01:47:46,434 - pyskl - INFO - Epoch [146][2200/3940] lr: 5.405e-05, eta: 2:10:27, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.3295, loss: 1.3295 +2025-06-27 01:48:30,551 - pyskl - INFO - Epoch [146][2300/3940] lr: 5.344e-05, eta: 2:09:42, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9975, loss_cls: 1.3565, loss: 1.3565 +2025-06-27 01:49:14,673 - pyskl - INFO - Epoch [146][2400/3940] lr: 5.283e-05, eta: 2:08:57, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3008, loss: 1.3008 +2025-06-27 01:49:58,828 - pyskl - INFO - Epoch [146][2500/3940] lr: 5.222e-05, eta: 2:08:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3160, loss: 1.3160 +2025-06-27 01:50:42,908 - pyskl - INFO - Epoch [146][2600/3940] lr: 5.161e-05, eta: 2:07:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9969, loss_cls: 1.3242, loss: 1.3242 +2025-06-27 01:51:26,987 - pyskl - INFO - Epoch [146][2700/3940] lr: 5.101e-05, eta: 2:06:43, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.3070, loss: 1.3070 +2025-06-27 01:52:11,108 - pyskl - INFO - Epoch [146][2800/3940] lr: 5.041e-05, eta: 2:05:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.3031, loss: 1.3031 +2025-06-27 01:52:55,203 - pyskl - INFO - Epoch [146][2900/3940] lr: 4.982e-05, eta: 2:05:14, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3171, loss: 1.3171 +2025-06-27 01:53:39,280 - pyskl - INFO - Epoch [146][3000/3940] lr: 4.923e-05, eta: 2:04:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3348, loss: 1.3348 +2025-06-27 01:54:23,360 - pyskl - INFO - Epoch [146][3100/3940] lr: 4.864e-05, eta: 2:03:44, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.3719, loss: 1.3719 +2025-06-27 01:55:07,453 - pyskl - INFO - Epoch [146][3200/3940] lr: 4.806e-05, eta: 2:02:59, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9975, loss_cls: 1.2652, loss: 1.2652 +2025-06-27 01:55:51,570 - pyskl - INFO - Epoch [146][3300/3940] lr: 4.748e-05, eta: 2:02:15, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2602, loss: 1.2602 +2025-06-27 01:56:35,686 - pyskl - INFO - Epoch [146][3400/3940] lr: 4.690e-05, eta: 2:01:30, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2991, loss: 1.2991 +2025-06-27 01:57:19,765 - pyskl - INFO - Epoch [146][3500/3940] lr: 4.633e-05, eta: 2:00:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.3261, loss: 1.3261 +2025-06-27 01:58:03,876 - pyskl - INFO - Epoch [146][3600/3940] lr: 4.576e-05, eta: 2:00:00, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.2928, loss: 1.2928 +2025-06-27 01:58:47,954 - pyskl - INFO - Epoch [146][3700/3940] lr: 4.519e-05, eta: 1:59:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9975, loss_cls: 1.3425, loss: 1.3425 +2025-06-27 01:59:32,086 - pyskl - INFO - Epoch [146][3800/3940] lr: 4.463e-05, eta: 1:58:31, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.3489, loss: 1.3489 +2025-06-27 02:00:16,203 - pyskl - INFO - Epoch [146][3900/3940] lr: 4.407e-05, eta: 1:57:46, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2805, loss: 1.2805 +2025-06-27 02:00:34,252 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-06-27 02:03:58,334 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 02:03:58,805 - pyskl - INFO - +top1_acc 0.8817 +top5_acc 0.9776 +2025-06-27 02:03:58,825 - pyskl - INFO - Epoch(val) [146][3183] top1_acc: 0.8817, top5_acc: 0.9776 +2025-06-27 02:05:08,674 - pyskl - INFO - Epoch [147][100/3940] lr: 4.329e-05, eta: 1:56:44, time: 0.698, data_time: 0.256, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3299, loss: 1.3299 +2025-06-27 02:05:52,839 - pyskl - INFO - Epoch [147][200/3940] lr: 4.274e-05, eta: 1:55:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.3132, loss: 1.3132 +2025-06-27 02:06:37,071 - pyskl - INFO - Epoch [147][300/3940] lr: 4.219e-05, eta: 1:55:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3443, loss: 1.3443 +2025-06-27 02:07:21,296 - pyskl - INFO - Epoch [147][400/3940] lr: 4.165e-05, eta: 1:54:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3230, loss: 1.3230 +2025-06-27 02:08:05,564 - pyskl - INFO - Epoch [147][500/3940] lr: 4.111e-05, eta: 1:53:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.2656, loss: 1.2656 +2025-06-27 02:08:49,757 - pyskl - INFO - Epoch [147][600/3940] lr: 4.057e-05, eta: 1:53:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.2885, loss: 1.2885 +2025-06-27 02:09:33,930 - pyskl - INFO - Epoch [147][700/3940] lr: 4.004e-05, eta: 1:52:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3353, loss: 1.3353 +2025-06-27 02:10:18,130 - pyskl - INFO - Epoch [147][800/3940] lr: 3.951e-05, eta: 1:51:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3215, loss: 1.3215 +2025-06-27 02:11:02,335 - pyskl - INFO - Epoch [147][900/3940] lr: 3.898e-05, eta: 1:50:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3020, loss: 1.3020 +2025-06-27 02:11:46,556 - pyskl - INFO - Epoch [147][1000/3940] lr: 3.846e-05, eta: 1:50:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3229, loss: 1.3229 +2025-06-27 02:12:30,670 - pyskl - INFO - Epoch [147][1100/3940] lr: 3.794e-05, eta: 1:49:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3159, loss: 1.3159 +2025-06-27 02:13:14,892 - pyskl - INFO - Epoch [147][1200/3940] lr: 3.743e-05, eta: 1:48:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3486, loss: 1.3486 +2025-06-27 02:13:59,230 - pyskl - INFO - Epoch [147][1300/3940] lr: 3.691e-05, eta: 1:47:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2951, loss: 1.2951 +2025-06-27 02:14:43,487 - pyskl - INFO - Epoch [147][1400/3940] lr: 3.641e-05, eta: 1:47:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3078, loss: 1.3078 +2025-06-27 02:15:27,748 - pyskl - INFO - Epoch [147][1500/3940] lr: 3.590e-05, eta: 1:46:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.2921, loss: 1.2921 +2025-06-27 02:16:11,948 - pyskl - INFO - Epoch [147][1600/3940] lr: 3.540e-05, eta: 1:45:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.2920, loss: 1.2920 +2025-06-27 02:16:56,086 - pyskl - INFO - Epoch [147][1700/3940] lr: 3.490e-05, eta: 1:44:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2760, loss: 1.2760 +2025-06-27 02:17:40,246 - pyskl - INFO - Epoch [147][1800/3940] lr: 3.441e-05, eta: 1:44:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3023, loss: 1.3023 +2025-06-27 02:18:24,427 - pyskl - INFO - Epoch [147][1900/3940] lr: 3.392e-05, eta: 1:43:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2630, loss: 1.2630 +2025-06-27 02:19:08,554 - pyskl - INFO - Epoch [147][2000/3940] lr: 3.343e-05, eta: 1:42:34, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.2777, loss: 1.2777 +2025-06-27 02:19:52,685 - pyskl - INFO - Epoch [147][2100/3940] lr: 3.294e-05, eta: 1:41:49, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2980, loss: 1.2980 +2025-06-27 02:20:36,801 - pyskl - INFO - Epoch [147][2200/3940] lr: 3.246e-05, eta: 1:41:04, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3296, loss: 1.3296 +2025-06-27 02:21:20,977 - pyskl - INFO - Epoch [147][2300/3940] lr: 3.199e-05, eta: 1:40:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.3399, loss: 1.3399 +2025-06-27 02:22:05,185 - pyskl - INFO - Epoch [147][2400/3940] lr: 3.151e-05, eta: 1:39:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2682, loss: 1.2682 +2025-06-27 02:22:49,388 - pyskl - INFO - Epoch [147][2500/3940] lr: 3.104e-05, eta: 1:38:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.2794, loss: 1.2794 +2025-06-27 02:23:33,666 - pyskl - INFO - Epoch [147][2600/3940] lr: 3.058e-05, eta: 1:38:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.2819, loss: 1.2819 +2025-06-27 02:24:18,281 - pyskl - INFO - Epoch [147][2700/3940] lr: 3.012e-05, eta: 1:37:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2760, loss: 1.2760 +2025-06-27 02:25:02,534 - pyskl - INFO - Epoch [147][2800/3940] lr: 2.966e-05, eta: 1:36:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3265, loss: 1.3265 +2025-06-27 02:25:46,743 - pyskl - INFO - Epoch [147][2900/3940] lr: 2.920e-05, eta: 1:35:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2953, loss: 1.2953 +2025-06-27 02:26:30,875 - pyskl - INFO - Epoch [147][3000/3940] lr: 2.875e-05, eta: 1:35:06, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2609, loss: 1.2609 +2025-06-27 02:27:15,025 - pyskl - INFO - Epoch [147][3100/3940] lr: 2.830e-05, eta: 1:34:22, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 1.3125, loss: 1.3125 +2025-06-27 02:27:59,162 - pyskl - INFO - Epoch [147][3200/3940] lr: 2.785e-05, eta: 1:33:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2898, loss: 1.2898 +2025-06-27 02:28:43,287 - pyskl - INFO - Epoch [147][3300/3940] lr: 2.741e-05, eta: 1:32:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3267, loss: 1.3267 +2025-06-27 02:29:27,450 - pyskl - INFO - Epoch [147][3400/3940] lr: 2.697e-05, eta: 1:32:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 1.3158, loss: 1.3158 +2025-06-27 02:30:11,593 - pyskl - INFO - Epoch [147][3500/3940] lr: 2.654e-05, eta: 1:31:23, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3041, loss: 1.3041 +2025-06-27 02:30:55,757 - pyskl - INFO - Epoch [147][3600/3940] lr: 2.611e-05, eta: 1:30:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2943, loss: 1.2943 +2025-06-27 02:31:39,877 - pyskl - INFO - Epoch [147][3700/3940] lr: 2.568e-05, eta: 1:29:53, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2630, loss: 1.2630 +2025-06-27 02:32:24,057 - pyskl - INFO - Epoch [147][3800/3940] lr: 2.526e-05, eta: 1:29:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.3290, loss: 1.3290 +2025-06-27 02:33:08,182 - pyskl - INFO - Epoch [147][3900/3940] lr: 2.484e-05, eta: 1:28:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.3451, loss: 1.3451 +2025-06-27 02:33:26,111 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-06-27 02:36:50,207 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 02:36:50,672 - pyskl - INFO - +top1_acc 0.8811 +top5_acc 0.9767 +2025-06-27 02:36:50,692 - pyskl - INFO - Epoch(val) [147][3183] top1_acc: 0.8811, top5_acc: 0.9767 +2025-06-27 02:38:01,123 - pyskl - INFO - Epoch [148][100/3940] lr: 2.425e-05, eta: 1:27:21, time: 0.704, data_time: 0.262, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9969, loss_cls: 1.2696, loss: 1.2696 +2025-06-27 02:38:45,303 - pyskl - INFO - Epoch [148][200/3940] lr: 2.384e-05, eta: 1:26:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 1.3041, loss: 1.3041 +2025-06-27 02:39:29,583 - pyskl - INFO - Epoch [148][300/3940] lr: 2.343e-05, eta: 1:25:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.2612, loss: 1.2612 +2025-06-27 02:40:14,071 - pyskl - INFO - Epoch [148][400/3940] lr: 2.303e-05, eta: 1:25:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.3241, loss: 1.3241 +2025-06-27 02:40:58,452 - pyskl - INFO - Epoch [148][500/3940] lr: 2.263e-05, eta: 1:24:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3269, loss: 1.3269 +2025-06-27 02:41:42,650 - pyskl - INFO - Epoch [148][600/3940] lr: 2.223e-05, eta: 1:23:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.3594, loss: 1.3594 +2025-06-27 02:42:26,855 - pyskl - INFO - Epoch [148][700/3940] lr: 2.184e-05, eta: 1:22:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2611, loss: 1.2611 +2025-06-27 02:43:11,112 - pyskl - INFO - Epoch [148][800/3940] lr: 2.144e-05, eta: 1:22:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.3321, loss: 1.3321 +2025-06-27 02:43:55,348 - pyskl - INFO - Epoch [148][900/3940] lr: 2.106e-05, eta: 1:21:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3276, loss: 1.3276 +2025-06-27 02:44:39,678 - pyskl - INFO - Epoch [148][1000/3940] lr: 2.067e-05, eta: 1:20:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2849, loss: 1.2849 +2025-06-27 02:45:24,030 - pyskl - INFO - Epoch [148][1100/3940] lr: 2.029e-05, eta: 1:19:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2706, loss: 1.2706 +2025-06-27 02:46:08,333 - pyskl - INFO - Epoch [148][1200/3940] lr: 1.992e-05, eta: 1:19:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3046, loss: 1.3046 +2025-06-27 02:46:52,582 - pyskl - INFO - Epoch [148][1300/3940] lr: 1.954e-05, eta: 1:18:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.3173, loss: 1.3173 +2025-06-27 02:47:36,825 - pyskl - INFO - Epoch [148][1400/3940] lr: 1.917e-05, eta: 1:17:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9975, loss_cls: 1.2715, loss: 1.2715 +2025-06-27 02:48:21,009 - pyskl - INFO - Epoch [148][1500/3940] lr: 1.881e-05, eta: 1:16:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2836, loss: 1.2836 +2025-06-27 02:49:05,171 - pyskl - INFO - Epoch [148][1600/3940] lr: 1.845e-05, eta: 1:16:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9975, loss_cls: 1.3194, loss: 1.3194 +2025-06-27 02:49:49,385 - pyskl - INFO - Epoch [148][1700/3940] lr: 1.809e-05, eta: 1:15:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.3273, loss: 1.3273 +2025-06-27 02:50:33,572 - pyskl - INFO - Epoch [148][1800/3940] lr: 1.773e-05, eta: 1:14:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2979, loss: 1.2979 +2025-06-27 02:51:17,761 - pyskl - INFO - Epoch [148][1900/3940] lr: 1.738e-05, eta: 1:13:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.2963, loss: 1.2963 +2025-06-27 02:52:01,905 - pyskl - INFO - Epoch [148][2000/3940] lr: 1.703e-05, eta: 1:13:11, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3127, loss: 1.3127 +2025-06-27 02:52:46,096 - pyskl - INFO - Epoch [148][2100/3940] lr: 1.669e-05, eta: 1:12:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2851, loss: 1.2851 +2025-06-27 02:53:30,324 - pyskl - INFO - Epoch [148][2200/3940] lr: 1.634e-05, eta: 1:11:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3366, loss: 1.3366 +2025-06-27 02:54:14,487 - pyskl - INFO - Epoch [148][2300/3940] lr: 1.601e-05, eta: 1:10:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2857, loss: 1.2857 +2025-06-27 02:54:58,653 - pyskl - INFO - Epoch [148][2400/3940] lr: 1.567e-05, eta: 1:10:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3161, loss: 1.3161 +2025-06-27 02:55:42,812 - pyskl - INFO - Epoch [148][2500/3940] lr: 1.534e-05, eta: 1:09:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.3136, loss: 1.3136 +2025-06-27 02:56:26,966 - pyskl - INFO - Epoch [148][2600/3940] lr: 1.501e-05, eta: 1:08:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.2988, loss: 1.2988 +2025-06-27 02:57:11,111 - pyskl - INFO - Epoch [148][2700/3940] lr: 1.469e-05, eta: 1:07:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2704, loss: 1.2704 +2025-06-27 02:57:55,243 - pyskl - INFO - Epoch [148][2800/3940] lr: 1.437e-05, eta: 1:07:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2764, loss: 1.2764 +2025-06-27 02:58:39,406 - pyskl - INFO - Epoch [148][2900/3940] lr: 1.405e-05, eta: 1:06:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3266, loss: 1.3266 +2025-06-27 02:59:23,576 - pyskl - INFO - Epoch [148][3000/3940] lr: 1.374e-05, eta: 1:05:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.3388, loss: 1.3388 +2025-06-27 03:00:07,747 - pyskl - INFO - Epoch [148][3100/3940] lr: 1.343e-05, eta: 1:04:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.3022, loss: 1.3022 +2025-06-27 03:00:51,919 - pyskl - INFO - Epoch [148][3200/3940] lr: 1.312e-05, eta: 1:04:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3059, loss: 1.3059 +2025-06-27 03:01:36,106 - pyskl - INFO - Epoch [148][3300/3940] lr: 1.282e-05, eta: 1:03:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.3045, loss: 1.3045 +2025-06-27 03:02:20,335 - pyskl - INFO - Epoch [148][3400/3940] lr: 1.252e-05, eta: 1:02:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3434, loss: 1.3434 +2025-06-27 03:03:04,506 - pyskl - INFO - Epoch [148][3500/3940] lr: 1.223e-05, eta: 1:02:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.3192, loss: 1.3192 +2025-06-27 03:03:48,658 - pyskl - INFO - Epoch [148][3600/3940] lr: 1.193e-05, eta: 1:01:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2890, loss: 1.2890 +2025-06-27 03:04:32,860 - pyskl - INFO - Epoch [148][3700/3940] lr: 1.165e-05, eta: 1:00:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3144, loss: 1.3144 +2025-06-27 03:05:17,086 - pyskl - INFO - Epoch [148][3800/3940] lr: 1.136e-05, eta: 0:59:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2662, loss: 1.2662 +2025-06-27 03:06:01,299 - pyskl - INFO - Epoch [148][3900/3940] lr: 1.108e-05, eta: 0:59:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3024, loss: 1.3024 +2025-06-27 03:06:19,218 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-06-27 03:09:42,821 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 03:09:43,285 - pyskl - INFO - +top1_acc 0.8823 +top5_acc 0.9767 +2025-06-27 03:09:43,304 - pyskl - INFO - Epoch(val) [148][3183] top1_acc: 0.8823, top5_acc: 0.9767 +2025-06-27 03:10:53,299 - pyskl - INFO - Epoch [149][100/3940] lr: 1.069e-05, eta: 0:57:59, time: 0.700, data_time: 0.256, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2752, loss: 1.2752 +2025-06-27 03:11:37,698 - pyskl - INFO - Epoch [149][200/3940] lr: 1.042e-05, eta: 0:57:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.3338, loss: 1.3338 +2025-06-27 03:12:22,160 - pyskl - INFO - Epoch [149][300/3940] lr: 1.015e-05, eta: 0:56:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2682, loss: 1.2682 +2025-06-27 03:13:06,605 - pyskl - INFO - Epoch [149][400/3940] lr: 9.883e-06, eta: 0:55:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 1.3487, loss: 1.3487 +2025-06-27 03:13:50,979 - pyskl - INFO - Epoch [149][500/3940] lr: 9.620e-06, eta: 0:55:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3050, loss: 1.3050 +2025-06-27 03:14:35,428 - pyskl - INFO - Epoch [149][600/3940] lr: 9.361e-06, eta: 0:54:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2918, loss: 1.2918 +2025-06-27 03:15:19,913 - pyskl - INFO - Epoch [149][700/3940] lr: 9.106e-06, eta: 0:53:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2630, loss: 1.2630 +2025-06-27 03:16:04,334 - pyskl - INFO - Epoch [149][800/3940] lr: 8.854e-06, eta: 0:52:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3066, loss: 1.3066 +2025-06-27 03:16:48,752 - pyskl - INFO - Epoch [149][900/3940] lr: 8.606e-06, eta: 0:52:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3085, loss: 1.3085 +2025-06-27 03:17:33,265 - pyskl - INFO - Epoch [149][1000/3940] lr: 8.361e-06, eta: 0:51:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3415, loss: 1.3415 +2025-06-27 03:18:17,802 - pyskl - INFO - Epoch [149][1100/3940] lr: 8.120e-06, eta: 0:50:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.3555, loss: 1.3555 +2025-06-27 03:19:02,338 - pyskl - INFO - Epoch [149][1200/3940] lr: 7.882e-06, eta: 0:49:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9975, loss_cls: 1.3082, loss: 1.3082 +2025-06-27 03:19:46,901 - pyskl - INFO - Epoch [149][1300/3940] lr: 7.648e-06, eta: 0:49:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.3029, loss: 1.3029 +2025-06-27 03:20:31,318 - pyskl - INFO - Epoch [149][1400/3940] lr: 7.417e-06, eta: 0:48:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2696, loss: 1.2696 +2025-06-27 03:21:15,821 - pyskl - INFO - Epoch [149][1500/3940] lr: 7.190e-06, eta: 0:47:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2949, loss: 1.2949 +2025-06-27 03:22:00,336 - pyskl - INFO - Epoch [149][1600/3940] lr: 6.967e-06, eta: 0:46:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2839, loss: 1.2839 +2025-06-27 03:22:44,776 - pyskl - INFO - Epoch [149][1700/3940] lr: 6.747e-06, eta: 0:46:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3517, loss: 1.3517 +2025-06-27 03:23:29,254 - pyskl - INFO - Epoch [149][1800/3940] lr: 6.530e-06, eta: 0:45:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3073, loss: 1.3073 +2025-06-27 03:24:13,674 - pyskl - INFO - Epoch [149][1900/3940] lr: 6.317e-06, eta: 0:44:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.3263, loss: 1.3263 +2025-06-27 03:24:58,090 - pyskl - INFO - Epoch [149][2000/3940] lr: 6.108e-06, eta: 0:43:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2576, loss: 1.2576 +2025-06-27 03:25:42,480 - pyskl - INFO - Epoch [149][2100/3940] lr: 5.902e-06, eta: 0:43:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.3175, loss: 1.3175 +2025-06-27 03:26:26,819 - pyskl - INFO - Epoch [149][2200/3940] lr: 5.699e-06, eta: 0:42:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.3065, loss: 1.3065 +2025-06-27 03:27:11,155 - pyskl - INFO - Epoch [149][2300/3940] lr: 5.500e-06, eta: 0:41:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3135, loss: 1.3135 +2025-06-27 03:27:55,486 - pyskl - INFO - Epoch [149][2400/3940] lr: 5.305e-06, eta: 0:40:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.3040, loss: 1.3040 +2025-06-27 03:28:39,875 - pyskl - INFO - Epoch [149][2500/3940] lr: 5.113e-06, eta: 0:40:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.2897, loss: 1.2897 +2025-06-27 03:29:24,282 - pyskl - INFO - Epoch [149][2600/3940] lr: 4.925e-06, eta: 0:39:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2923, loss: 1.2923 +2025-06-27 03:30:08,613 - pyskl - INFO - Epoch [149][2700/3940] lr: 4.740e-06, eta: 0:38:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2763, loss: 1.2763 +2025-06-27 03:30:53,047 - pyskl - INFO - Epoch [149][2800/3940] lr: 4.559e-06, eta: 0:37:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3450, loss: 1.3450 +2025-06-27 03:31:37,422 - pyskl - INFO - Epoch [149][2900/3940] lr: 4.381e-06, eta: 0:37:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.2975, loss: 1.2975 +2025-06-27 03:32:21,895 - pyskl - INFO - Epoch [149][3000/3940] lr: 4.207e-06, eta: 0:36:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3844, loss: 1.3844 +2025-06-27 03:33:06,391 - pyskl - INFO - Epoch [149][3100/3940] lr: 4.037e-06, eta: 0:35:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.2967, loss: 1.2967 +2025-06-27 03:33:50,891 - pyskl - INFO - Epoch [149][3200/3940] lr: 3.870e-06, eta: 0:34:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3344, loss: 1.3344 +2025-06-27 03:34:35,400 - pyskl - INFO - Epoch [149][3300/3940] lr: 3.706e-06, eta: 0:34:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.2937, loss: 1.2937 +2025-06-27 03:35:19,904 - pyskl - INFO - Epoch [149][3400/3940] lr: 3.546e-06, eta: 0:33:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.2695, loss: 1.2695 +2025-06-27 03:36:04,345 - pyskl - INFO - Epoch [149][3500/3940] lr: 3.389e-06, eta: 0:32:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2664, loss: 1.2664 +2025-06-27 03:36:48,762 - pyskl - INFO - Epoch [149][3600/3940] lr: 3.237e-06, eta: 0:31:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2623, loss: 1.2623 +2025-06-27 03:37:33,362 - pyskl - INFO - Epoch [149][3700/3940] lr: 3.087e-06, eta: 0:31:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3105, loss: 1.3105 +2025-06-27 03:38:17,816 - pyskl - INFO - Epoch [149][3800/3940] lr: 2.941e-06, eta: 0:30:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.3300, loss: 1.3300 +2025-06-27 03:39:02,220 - pyskl - INFO - Epoch [149][3900/3940] lr: 2.799e-06, eta: 0:29:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.2734, loss: 1.2734 +2025-06-27 03:39:20,249 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-06-27 03:42:44,042 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 03:42:44,507 - pyskl - INFO - +top1_acc 0.8801 +top5_acc 0.9761 +2025-06-27 03:42:44,526 - pyskl - INFO - Epoch(val) [149][3183] top1_acc: 0.8801, top5_acc: 0.9761 +2025-06-27 03:43:54,105 - pyskl - INFO - Epoch [150][100/3940] lr: 2.605e-06, eta: 0:28:37, time: 0.696, data_time: 0.254, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2630, loss: 1.2630 +2025-06-27 03:44:38,203 - pyskl - INFO - Epoch [150][200/3940] lr: 2.472e-06, eta: 0:27:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2889, loss: 1.2889 +2025-06-27 03:45:22,195 - pyskl - INFO - Epoch [150][300/3940] lr: 2.341e-06, eta: 0:27:07, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2850, loss: 1.2850 +2025-06-27 03:46:06,109 - pyskl - INFO - Epoch [150][400/3940] lr: 2.214e-06, eta: 0:26:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3228, loss: 1.3228 +2025-06-27 03:46:50,132 - pyskl - INFO - Epoch [150][500/3940] lr: 2.091e-06, eta: 0:25:38, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2688, loss: 1.2688 +2025-06-27 03:47:34,152 - pyskl - INFO - Epoch [150][600/3940] lr: 1.971e-06, eta: 0:24:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.3026, loss: 1.3026 +2025-06-27 03:48:18,239 - pyskl - INFO - Epoch [150][700/3940] lr: 1.855e-06, eta: 0:24:08, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2702, loss: 1.2702 +2025-06-27 03:49:02,304 - pyskl - INFO - Epoch [150][800/3940] lr: 1.742e-06, eta: 0:23:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.3232, loss: 1.3232 +2025-06-27 03:49:46,346 - pyskl - INFO - Epoch [150][900/3940] lr: 1.633e-06, eta: 0:22:39, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.3136, loss: 1.3136 +2025-06-27 03:50:30,455 - pyskl - INFO - Epoch [150][1000/3940] lr: 1.528e-06, eta: 0:21:54, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.3130, loss: 1.3130 +2025-06-27 03:51:14,527 - pyskl - INFO - Epoch [150][1100/3940] lr: 1.425e-06, eta: 0:21:10, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.3604, loss: 1.3604 +2025-06-27 03:51:58,607 - pyskl - INFO - Epoch [150][1200/3940] lr: 1.327e-06, eta: 0:20:25, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3237, loss: 1.3237 +2025-06-27 03:52:42,642 - pyskl - INFO - Epoch [150][1300/3940] lr: 1.232e-06, eta: 0:19:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.3161, loss: 1.3161 +2025-06-27 03:53:26,757 - pyskl - INFO - Epoch [150][1400/3940] lr: 1.140e-06, eta: 0:18:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3268, loss: 1.3268 +2025-06-27 03:54:10,928 - pyskl - INFO - Epoch [150][1500/3940] lr: 1.052e-06, eta: 0:18:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3092, loss: 1.3092 +2025-06-27 03:54:55,023 - pyskl - INFO - Epoch [150][1600/3940] lr: 9.678e-07, eta: 0:17:26, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.2932, loss: 1.2932 +2025-06-27 03:55:39,072 - pyskl - INFO - Epoch [150][1700/3940] lr: 8.869e-07, eta: 0:16:41, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2722, loss: 1.2722 +2025-06-27 03:56:23,128 - pyskl - INFO - Epoch [150][1800/3940] lr: 8.095e-07, eta: 0:15:57, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2233, loss: 1.2233 +2025-06-27 03:57:07,256 - pyskl - INFO - Epoch [150][1900/3940] lr: 7.357e-07, eta: 0:15:12, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2609, loss: 1.2609 +2025-06-27 03:57:51,367 - pyskl - INFO - Epoch [150][2000/3940] lr: 6.654e-07, eta: 0:14:27, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3688, loss: 1.3688 +2025-06-27 03:58:35,487 - pyskl - INFO - Epoch [150][2100/3940] lr: 5.986e-07, eta: 0:13:42, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2783, loss: 1.2783 +2025-06-27 03:59:19,603 - pyskl - INFO - Epoch [150][2200/3940] lr: 5.353e-07, eta: 0:12:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 1.3649, loss: 1.3649 +2025-06-27 04:00:03,702 - pyskl - INFO - Epoch [150][2300/3940] lr: 4.756e-07, eta: 0:12:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3091, loss: 1.3091 +2025-06-27 04:00:47,782 - pyskl - INFO - Epoch [150][2400/3940] lr: 4.194e-07, eta: 0:11:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3037, loss: 1.3037 +2025-06-27 04:01:31,855 - pyskl - INFO - Epoch [150][2500/3940] lr: 3.667e-07, eta: 0:10:43, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2698, loss: 1.2698 +2025-06-27 04:02:15,927 - pyskl - INFO - Epoch [150][2600/3940] lr: 3.176e-07, eta: 0:09:59, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2420, loss: 1.2420 +2025-06-27 04:02:59,993 - pyskl - INFO - Epoch [150][2700/3940] lr: 2.720e-07, eta: 0:09:14, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9981, loss_cls: 1.3261, loss: 1.3261 +2025-06-27 04:03:43,908 - pyskl - INFO - Epoch [150][2800/3940] lr: 2.299e-07, eta: 0:08:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3581, loss: 1.3581 +2025-06-27 04:04:28,032 - pyskl - INFO - Epoch [150][2900/3940] lr: 1.914e-07, eta: 0:07:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.3749, loss: 1.3749 +2025-06-27 04:05:12,120 - pyskl - INFO - Epoch [150][3000/3940] lr: 1.564e-07, eta: 0:07:00, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3437, loss: 1.3437 +2025-06-27 04:05:56,248 - pyskl - INFO - Epoch [150][3100/3940] lr: 1.249e-07, eta: 0:06:15, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2913, loss: 1.2913 +2025-06-27 04:06:40,356 - pyskl - INFO - Epoch [150][3200/3940] lr: 9.697e-08, eta: 0:05:30, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3521, loss: 1.3521 +2025-06-27 04:07:24,404 - pyskl - INFO - Epoch [150][3300/3940] lr: 7.256e-08, eta: 0:04:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3152, loss: 1.3152 +2025-06-27 04:08:08,487 - pyskl - INFO - Epoch [150][3400/3940] lr: 5.169e-08, eta: 0:04:01, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3009, loss: 1.3009 +2025-06-27 04:08:52,613 - pyskl - INFO - Epoch [150][3500/3940] lr: 3.435e-08, eta: 0:03:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2793, loss: 1.2793 +2025-06-27 04:09:36,742 - pyskl - INFO - Epoch [150][3600/3940] lr: 2.054e-08, eta: 0:02:32, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2944, loss: 1.2944 +2025-06-27 04:10:20,761 - pyskl - INFO - Epoch [150][3700/3940] lr: 1.026e-08, eta: 0:01:47, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2255, loss: 1.2255 +2025-06-27 04:11:04,760 - pyskl - INFO - Epoch [150][3800/3940] lr: 3.511e-09, eta: 0:01:02, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.3022, loss: 1.3022 +2025-06-27 04:11:48,851 - pyskl - INFO - Epoch [150][3900/3940] lr: 2.969e-10, eta: 0:00:17, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2921, loss: 1.2921 +2025-06-27 04:12:06,770 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-06-27 04:15:29,953 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 04:15:30,417 - pyskl - INFO - +top1_acc 0.8809 +top5_acc 0.9789 +2025-06-27 04:15:30,434 - pyskl - INFO - Epoch(val) [150][3183] top1_acc: 0.8809, top5_acc: 0.9789 +2025-06-27 04:15:42,851 - pyskl - INFO - 50919 videos remain after valid thresholding +2025-06-27 04:44:20,959 - pyskl - INFO - Testing results of the last checkpoint +2025-06-27 04:44:20,960 - pyskl - INFO - top1_acc: 0.8832 +2025-06-27 04:44:20,960 - pyskl - INFO - top5_acc: 0.9798 +2025-06-27 04:44:20,960 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_142.pth +2025-06-27 05:12:58,436 - pyskl - INFO - Testing results of the best checkpoint +2025-06-27 05:12:58,436 - pyskl - INFO - top1_acc: 0.8876 +2025-06-27 05:12:58,436 - pyskl - INFO - top5_acc: 0.9828 diff --git a/ntu120_xsub/k_2/best_pred.pkl b/ntu120_xsub/k_2/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..5a79eaf9f715f3c12775649986d62ca37ba70ba9 --- /dev/null +++ b/ntu120_xsub/k_2/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:745a8cd683e8608b715f18e9ace300fdbeef56a54eff64bec5a0bc8601130487 +size 37306371 diff --git a/ntu120_xsub/k_2/best_top1_acc_epoch_142.pth b/ntu120_xsub/k_2/best_top1_acc_epoch_142.pth new file mode 100644 index 0000000000000000000000000000000000000000..58c66f0b8ad00d7c36714afe4014ea0d77431607 --- /dev/null +++ b/ntu120_xsub/k_2/best_top1_acc_epoch_142.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2b24ef7e5dfa28700b322bed02e9527e8c64713a7af04130413d0c961acdbba2 +size 16396379 diff --git a/ntu120_xsub/km/20250618_162851.log b/ntu120_xsub/km/20250618_162851.log new file mode 100644 index 0000000000000000000000000000000000000000..65332861b56d24387e1569ac10abb3d05252bd24 --- /dev/null +++ b/ntu120_xsub/km/20250618_162851.log @@ -0,0 +1,7073 @@ +2025-06-18 16:28:51,371 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-06-18 16:28:51,687 - pyskl - INFO - Config: modality = 'km' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu120_xsub/km' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='km', + num_classes=120, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=120, + in_channels=384, + work_dir='./work_dirs/ntu120_xsub/km', + interval_epoch=5, + weight_1=0.2, + weight_2=0.3)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Part_Drop'), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Part_Drop'), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-06-18 16:28:51,687 - pyskl - INFO - Set random seed to 1969109449, deterministic: False +2025-06-18 16:29:05,150 - pyskl - INFO - 63026 videos remain after valid thresholding +2025-06-18 16:29:14,505 - pyskl - INFO - 50919 videos remain after valid thresholding +2025-06-18 16:29:14,582 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km +2025-06-18 16:29:14,582 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-06-18 16:29:14,583 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-06-18 16:29:14,583 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km by HardDiskBackend. +2025-06-18 16:30:24,247 - pyskl - INFO - Epoch [1][100/3940] lr: 2.500e-02, eta: 4 days, 18:20:27, time: 0.697, data_time: 0.246, memory: 13267, top1_acc: 0.0088, top5_acc: 0.0625, loss_cls: 11.8566, loss: 11.8566 +2025-06-18 16:31:08,696 - pyskl - INFO - Epoch [1][200/3940] lr: 2.500e-02, eta: 3 days, 21:38:00, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.0344, top5_acc: 0.1237, loss_cls: 10.9982, loss: 10.9982 +2025-06-18 16:31:53,191 - pyskl - INFO - Epoch [1][300/3940] lr: 2.500e-02, eta: 3 days, 14:44:51, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0462, top5_acc: 0.1581, loss_cls: 10.6434, loss: 10.6434 +2025-06-18 16:32:37,991 - pyskl - INFO - Epoch [1][400/3940] lr: 2.500e-02, eta: 3 days, 11:25:24, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.0381, top5_acc: 0.1819, loss_cls: 10.3539, loss: 10.3539 +2025-06-18 16:33:22,605 - pyskl - INFO - Epoch [1][500/3940] lr: 2.500e-02, eta: 3 days, 9:21:48, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0387, top5_acc: 0.1787, loss_cls: 10.2624, loss: 10.2624 +2025-06-18 16:34:07,253 - pyskl - INFO - Epoch [1][600/3940] lr: 2.500e-02, eta: 3 days, 7:59:41, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0587, top5_acc: 0.2119, loss_cls: 10.0726, loss: 10.0726 +2025-06-18 16:34:51,953 - pyskl - INFO - Epoch [1][700/3940] lr: 2.500e-02, eta: 3 days, 7:01:34, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.0594, top5_acc: 0.2400, loss_cls: 9.9638, loss: 9.9638 +2025-06-18 16:35:36,802 - pyskl - INFO - Epoch [1][800/3940] lr: 2.500e-02, eta: 3 days, 6:19:37, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.0663, top5_acc: 0.2562, loss_cls: 9.8069, loss: 9.8069 +2025-06-18 16:36:21,427 - pyskl - INFO - Epoch [1][900/3940] lr: 2.500e-02, eta: 3 days, 5:44:22, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0794, top5_acc: 0.2794, loss_cls: 9.7224, loss: 9.7224 +2025-06-18 16:37:06,167 - pyskl - INFO - Epoch [1][1000/3940] lr: 2.500e-02, eta: 3 days, 5:17:09, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.0781, top5_acc: 0.3106, loss_cls: 9.5594, loss: 9.5594 +2025-06-18 16:37:50,734 - pyskl - INFO - Epoch [1][1100/3940] lr: 2.500e-02, eta: 3 days, 4:53:13, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0894, top5_acc: 0.3119, loss_cls: 9.5041, loss: 9.5041 +2025-06-18 16:38:35,879 - pyskl - INFO - Epoch [1][1200/3940] lr: 2.500e-02, eta: 3 days, 4:37:52, time: 0.451, data_time: 0.000, memory: 13267, top1_acc: 0.0988, top5_acc: 0.3337, loss_cls: 9.4041, loss: 9.4041 +2025-06-18 16:39:20,465 - pyskl - INFO - Epoch [1][1300/3940] lr: 2.500e-02, eta: 3 days, 4:20:32, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1212, top5_acc: 0.3606, loss_cls: 9.2669, loss: 9.2669 +2025-06-18 16:40:05,087 - pyskl - INFO - Epoch [1][1400/3940] lr: 2.500e-02, eta: 3 days, 4:05:50, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1181, top5_acc: 0.3906, loss_cls: 9.1539, loss: 9.1539 +2025-06-18 16:40:49,965 - pyskl - INFO - Epoch [1][1500/3940] lr: 2.500e-02, eta: 3 days, 3:54:40, time: 0.449, data_time: 0.000, memory: 13267, top1_acc: 0.1269, top5_acc: 0.3831, loss_cls: 9.0763, loss: 9.0763 +2025-06-18 16:41:34,701 - pyskl - INFO - Epoch [1][1600/3940] lr: 2.500e-02, eta: 3 days, 3:43:56, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.1356, top5_acc: 0.4062, loss_cls: 9.0641, loss: 9.0641 +2025-06-18 16:42:19,169 - pyskl - INFO - Epoch [1][1700/3940] lr: 2.500e-02, eta: 3 days, 3:32:50, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1500, top5_acc: 0.4425, loss_cls: 8.9616, loss: 8.9616 +2025-06-18 16:43:03,704 - pyskl - INFO - Epoch [1][1800/3940] lr: 2.500e-02, eta: 3 days, 3:23:14, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1569, top5_acc: 0.4400, loss_cls: 8.8987, loss: 8.8987 +2025-06-18 16:43:48,274 - pyskl - INFO - Epoch [1][1900/3940] lr: 2.500e-02, eta: 3 days, 3:14:45, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1487, top5_acc: 0.4706, loss_cls: 8.7658, loss: 8.7658 +2025-06-18 16:44:32,759 - pyskl - INFO - Epoch [1][2000/3940] lr: 2.500e-02, eta: 3 days, 3:06:38, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1694, top5_acc: 0.4700, loss_cls: 8.6815, loss: 8.6815 +2025-06-18 16:45:17,378 - pyskl - INFO - Epoch [1][2100/3940] lr: 2.500e-02, eta: 3 days, 2:59:50, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1806, top5_acc: 0.5019, loss_cls: 8.5924, loss: 8.5924 +2025-06-18 16:46:02,031 - pyskl - INFO - Epoch [1][2200/3940] lr: 2.500e-02, eta: 3 days, 2:53:45, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.1875, top5_acc: 0.5231, loss_cls: 8.4241, loss: 8.4241 +2025-06-18 16:46:46,760 - pyskl - INFO - Epoch [1][2300/3940] lr: 2.500e-02, eta: 3 days, 2:48:27, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.1906, top5_acc: 0.5294, loss_cls: 8.3907, loss: 8.3907 +2025-06-18 16:47:31,198 - pyskl - INFO - Epoch [1][2400/3940] lr: 2.500e-02, eta: 3 days, 2:42:20, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.2000, top5_acc: 0.5419, loss_cls: 8.3650, loss: 8.3650 +2025-06-18 16:48:15,767 - pyskl - INFO - Epoch [1][2500/3940] lr: 2.500e-02, eta: 3 days, 2:37:10, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.2206, top5_acc: 0.5463, loss_cls: 8.2492, loss: 8.2492 +2025-06-18 16:49:00,755 - pyskl - INFO - Epoch [1][2600/3940] lr: 2.500e-02, eta: 3 days, 2:33:55, time: 0.450, data_time: 0.000, memory: 13267, top1_acc: 0.2050, top5_acc: 0.5700, loss_cls: 8.2001, loss: 8.2001 +2025-06-18 16:49:45,577 - pyskl - INFO - Epoch [1][2700/3940] lr: 2.500e-02, eta: 3 days, 2:30:15, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.2269, top5_acc: 0.5563, loss_cls: 8.1962, loss: 8.1962 +2025-06-18 16:50:30,213 - pyskl - INFO - Epoch [1][2800/3940] lr: 2.500e-02, eta: 3 days, 2:26:08, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.2437, top5_acc: 0.5669, loss_cls: 8.1466, loss: 8.1466 +2025-06-18 16:51:14,756 - pyskl - INFO - Epoch [1][2900/3940] lr: 2.500e-02, eta: 3 days, 2:21:57, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.2475, top5_acc: 0.5800, loss_cls: 8.1194, loss: 8.1194 +2025-06-18 16:51:59,265 - pyskl - INFO - Epoch [1][3000/3940] lr: 2.500e-02, eta: 3 days, 2:17:53, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.2494, top5_acc: 0.6094, loss_cls: 7.9797, loss: 7.9797 +2025-06-18 16:52:43,785 - pyskl - INFO - Epoch [1][3100/3940] lr: 2.500e-02, eta: 3 days, 2:14:04, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.2612, top5_acc: 0.5956, loss_cls: 7.8994, loss: 7.8994 +2025-06-18 16:53:28,365 - pyskl - INFO - Epoch [1][3200/3940] lr: 2.500e-02, eta: 3 days, 2:10:37, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.2787, top5_acc: 0.6281, loss_cls: 7.7665, loss: 7.7665 +2025-06-18 16:54:12,937 - pyskl - INFO - Epoch [1][3300/3940] lr: 2.500e-02, eta: 3 days, 2:07:19, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.2800, top5_acc: 0.6425, loss_cls: 7.7550, loss: 7.7550 +2025-06-18 16:54:57,358 - pyskl - INFO - Epoch [1][3400/3940] lr: 2.500e-02, eta: 3 days, 2:03:43, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.2844, top5_acc: 0.6419, loss_cls: 7.7339, loss: 7.7339 +2025-06-18 16:55:41,840 - pyskl - INFO - Epoch [1][3500/3940] lr: 2.500e-02, eta: 3 days, 2:00:28, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.2919, top5_acc: 0.6538, loss_cls: 7.7446, loss: 7.7446 +2025-06-18 16:56:26,579 - pyskl - INFO - Epoch [1][3600/3940] lr: 2.500e-02, eta: 3 days, 1:58:03, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.2994, top5_acc: 0.6619, loss_cls: 7.5610, loss: 7.5610 +2025-06-18 16:57:11,154 - pyskl - INFO - Epoch [1][3700/3940] lr: 2.500e-02, eta: 3 days, 1:55:17, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.3144, top5_acc: 0.6756, loss_cls: 7.5003, loss: 7.5003 +2025-06-18 16:57:55,783 - pyskl - INFO - Epoch [1][3800/3940] lr: 2.500e-02, eta: 3 days, 1:52:46, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.3212, top5_acc: 0.6756, loss_cls: 7.4174, loss: 7.4174 +2025-06-18 16:58:40,484 - pyskl - INFO - Epoch [1][3900/3940] lr: 2.500e-02, eta: 3 days, 1:50:32, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.3513, top5_acc: 0.7063, loss_cls: 7.2940, loss: 7.2940 +2025-06-18 16:58:58,731 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-06-18 17:02:24,936 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-18 17:02:25,453 - pyskl - INFO - +top1_acc 0.2330 +top5_acc 0.5873 +2025-06-18 17:02:26,651 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-06-18 17:02:26,653 - pyskl - INFO - Best top1_acc is 0.2330 at 1 epoch. +2025-06-18 17:02:26,673 - pyskl - INFO - Epoch(val) [1][3183] top1_acc: 0.2330, top5_acc: 0.5873 +2025-06-18 17:03:35,690 - pyskl - INFO - Epoch [2][100/3940] lr: 2.500e-02, eta: 3 days, 2:03:05, time: 0.690, data_time: 0.245, memory: 13268, top1_acc: 0.3194, top5_acc: 0.6731, loss_cls: 7.3986, loss: 7.3986 +2025-06-18 17:04:20,205 - pyskl - INFO - Epoch [2][200/3940] lr: 2.500e-02, eta: 3 days, 2:00:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.3556, top5_acc: 0.7137, loss_cls: 7.2156, loss: 7.2156 +2025-06-18 17:05:04,776 - pyskl - INFO - Epoch [2][300/3940] lr: 2.500e-02, eta: 3 days, 1:57:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3831, top5_acc: 0.7200, loss_cls: 7.1418, loss: 7.1418 +2025-06-18 17:05:49,329 - pyskl - INFO - Epoch [2][400/3940] lr: 2.500e-02, eta: 3 days, 1:54:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3800, top5_acc: 0.7225, loss_cls: 7.1960, loss: 7.1960 +2025-06-18 17:06:34,097 - pyskl - INFO - Epoch [2][500/3940] lr: 2.500e-02, eta: 3 days, 1:52:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.3663, top5_acc: 0.7212, loss_cls: 7.1719, loss: 7.1719 +2025-06-18 17:07:18,735 - pyskl - INFO - Epoch [2][600/3940] lr: 2.500e-02, eta: 3 days, 1:50:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3644, top5_acc: 0.7137, loss_cls: 7.0978, loss: 7.0978 +2025-06-18 17:08:03,333 - pyskl - INFO - Epoch [2][700/3940] lr: 2.500e-02, eta: 3 days, 1:48:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3887, top5_acc: 0.7388, loss_cls: 7.0353, loss: 7.0353 +2025-06-18 17:08:47,861 - pyskl - INFO - Epoch [2][800/3940] lr: 2.500e-02, eta: 3 days, 1:45:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.3769, top5_acc: 0.7238, loss_cls: 7.0549, loss: 7.0549 +2025-06-18 17:09:32,473 - pyskl - INFO - Epoch [2][900/3940] lr: 2.500e-02, eta: 3 days, 1:43:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3744, top5_acc: 0.7331, loss_cls: 7.0016, loss: 7.0016 +2025-06-18 17:10:17,057 - pyskl - INFO - Epoch [2][1000/3940] lr: 2.500e-02, eta: 3 days, 1:41:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4056, top5_acc: 0.7400, loss_cls: 6.8643, loss: 6.8643 +2025-06-18 17:11:01,662 - pyskl - INFO - Epoch [2][1100/3940] lr: 2.500e-02, eta: 3 days, 1:39:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3869, top5_acc: 0.7312, loss_cls: 7.0198, loss: 7.0198 +2025-06-18 17:11:46,227 - pyskl - INFO - Epoch [2][1200/3940] lr: 2.500e-02, eta: 3 days, 1:37:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3919, top5_acc: 0.7412, loss_cls: 6.9250, loss: 6.9250 +2025-06-18 17:12:30,807 - pyskl - INFO - Epoch [2][1300/3940] lr: 2.500e-02, eta: 3 days, 1:35:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4025, top5_acc: 0.7575, loss_cls: 6.8365, loss: 6.8365 +2025-06-18 17:13:15,462 - pyskl - INFO - Epoch [2][1400/3940] lr: 2.499e-02, eta: 3 days, 1:33:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3937, top5_acc: 0.7581, loss_cls: 6.8499, loss: 6.8499 +2025-06-18 17:14:00,061 - pyskl - INFO - Epoch [2][1500/3940] lr: 2.499e-02, eta: 3 days, 1:31:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4331, top5_acc: 0.7656, loss_cls: 6.7847, loss: 6.7847 +2025-06-18 17:14:44,795 - pyskl - INFO - Epoch [2][1600/3940] lr: 2.499e-02, eta: 3 days, 1:30:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4225, top5_acc: 0.7638, loss_cls: 6.7770, loss: 6.7770 +2025-06-18 17:15:29,262 - pyskl - INFO - Epoch [2][1700/3940] lr: 2.499e-02, eta: 3 days, 1:28:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4238, top5_acc: 0.7556, loss_cls: 6.6884, loss: 6.6884 +2025-06-18 17:16:13,737 - pyskl - INFO - Epoch [2][1800/3940] lr: 2.499e-02, eta: 3 days, 1:26:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4062, top5_acc: 0.7556, loss_cls: 6.8008, loss: 6.8008 +2025-06-18 17:16:58,324 - pyskl - INFO - Epoch [2][1900/3940] lr: 2.499e-02, eta: 3 days, 1:24:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4369, top5_acc: 0.7631, loss_cls: 6.6483, loss: 6.6483 +2025-06-18 17:17:42,877 - pyskl - INFO - Epoch [2][2000/3940] lr: 2.499e-02, eta: 3 days, 1:22:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4350, top5_acc: 0.7581, loss_cls: 6.6431, loss: 6.6431 +2025-06-18 17:18:27,417 - pyskl - INFO - Epoch [2][2100/3940] lr: 2.499e-02, eta: 3 days, 1:21:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4325, top5_acc: 0.7756, loss_cls: 6.6303, loss: 6.6303 +2025-06-18 17:19:11,863 - pyskl - INFO - Epoch [2][2200/3940] lr: 2.499e-02, eta: 3 days, 1:19:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4444, top5_acc: 0.7688, loss_cls: 6.5873, loss: 6.5873 +2025-06-18 17:19:56,266 - pyskl - INFO - Epoch [2][2300/3940] lr: 2.499e-02, eta: 3 days, 1:17:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4594, top5_acc: 0.7831, loss_cls: 6.5967, loss: 6.5967 +2025-06-18 17:20:40,652 - pyskl - INFO - Epoch [2][2400/3940] lr: 2.499e-02, eta: 3 days, 1:15:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4487, top5_acc: 0.7919, loss_cls: 6.5249, loss: 6.5249 +2025-06-18 17:21:25,057 - pyskl - INFO - Epoch [2][2500/3940] lr: 2.499e-02, eta: 3 days, 1:13:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4669, top5_acc: 0.7869, loss_cls: 6.5406, loss: 6.5406 +2025-06-18 17:22:09,587 - pyskl - INFO - Epoch [2][2600/3940] lr: 2.499e-02, eta: 3 days, 1:12:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4706, top5_acc: 0.7837, loss_cls: 6.4756, loss: 6.4756 +2025-06-18 17:22:54,156 - pyskl - INFO - Epoch [2][2700/3940] lr: 2.499e-02, eta: 3 days, 1:10:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4706, top5_acc: 0.8000, loss_cls: 6.2953, loss: 6.2953 +2025-06-18 17:23:38,711 - pyskl - INFO - Epoch [2][2800/3940] lr: 2.499e-02, eta: 3 days, 1:09:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4575, top5_acc: 0.7937, loss_cls: 6.4263, loss: 6.4263 +2025-06-18 17:24:23,251 - pyskl - INFO - Epoch [2][2900/3940] lr: 2.499e-02, eta: 3 days, 1:07:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4825, top5_acc: 0.8075, loss_cls: 6.3856, loss: 6.3856 +2025-06-18 17:25:07,861 - pyskl - INFO - Epoch [2][3000/3940] lr: 2.499e-02, eta: 3 days, 1:06:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4931, top5_acc: 0.8200, loss_cls: 6.2425, loss: 6.2425 +2025-06-18 17:25:52,501 - pyskl - INFO - Epoch [2][3100/3940] lr: 2.499e-02, eta: 3 days, 1:04:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4788, top5_acc: 0.8087, loss_cls: 6.2213, loss: 6.2213 +2025-06-18 17:26:37,178 - pyskl - INFO - Epoch [2][3200/3940] lr: 2.499e-02, eta: 3 days, 1:03:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4844, top5_acc: 0.8156, loss_cls: 6.2710, loss: 6.2710 +2025-06-18 17:27:21,842 - pyskl - INFO - Epoch [2][3300/3940] lr: 2.499e-02, eta: 3 days, 1:02:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4900, top5_acc: 0.8075, loss_cls: 6.2825, loss: 6.2825 +2025-06-18 17:28:06,431 - pyskl - INFO - Epoch [2][3400/3940] lr: 2.499e-02, eta: 3 days, 1:00:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4913, top5_acc: 0.8025, loss_cls: 6.2262, loss: 6.2262 +2025-06-18 17:28:51,197 - pyskl - INFO - Epoch [2][3500/3940] lr: 2.499e-02, eta: 3 days, 0:59:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4925, top5_acc: 0.8269, loss_cls: 6.1425, loss: 6.1425 +2025-06-18 17:29:35,909 - pyskl - INFO - Epoch [2][3600/3940] lr: 2.499e-02, eta: 3 days, 0:58:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4881, top5_acc: 0.8169, loss_cls: 6.2136, loss: 6.2136 +2025-06-18 17:30:20,693 - pyskl - INFO - Epoch [2][3700/3940] lr: 2.499e-02, eta: 3 days, 0:57:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5181, top5_acc: 0.8206, loss_cls: 6.2203, loss: 6.2203 +2025-06-18 17:31:05,319 - pyskl - INFO - Epoch [2][3800/3940] lr: 2.499e-02, eta: 3 days, 0:56:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5050, top5_acc: 0.8169, loss_cls: 6.0037, loss: 6.0037 +2025-06-18 17:31:50,165 - pyskl - INFO - Epoch [2][3900/3940] lr: 2.499e-02, eta: 3 days, 0:55:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5306, top5_acc: 0.8325, loss_cls: 5.9976, loss: 5.9976 +2025-06-18 17:32:08,356 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-06-18 17:35:37,590 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-18 17:35:38,134 - pyskl - INFO - +top1_acc 0.4390 +top5_acc 0.7700 +2025-06-18 17:35:38,188 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_1.pth was removed +2025-06-18 17:35:39,235 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-06-18 17:35:39,237 - pyskl - INFO - Best top1_acc is 0.4390 at 2 epoch. +2025-06-18 17:35:39,254 - pyskl - INFO - Epoch(val) [2][3183] top1_acc: 0.4390, top5_acc: 0.7700 +2025-06-18 17:36:48,925 - pyskl - INFO - Epoch [3][100/3940] lr: 2.499e-02, eta: 3 days, 1:02:23, time: 0.697, data_time: 0.247, memory: 13268, top1_acc: 0.5156, top5_acc: 0.8150, loss_cls: 6.1973, loss: 6.1973 +2025-06-18 17:37:34,061 - pyskl - INFO - Epoch [3][200/3940] lr: 2.499e-02, eta: 3 days, 1:01:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.5181, top5_acc: 0.8275, loss_cls: 5.9046, loss: 5.9046 +2025-06-18 17:38:18,861 - pyskl - INFO - Epoch [3][300/3940] lr: 2.499e-02, eta: 3 days, 1:00:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5181, top5_acc: 0.8200, loss_cls: 5.9737, loss: 5.9737 +2025-06-18 17:39:03,445 - pyskl - INFO - Epoch [3][400/3940] lr: 2.499e-02, eta: 3 days, 0:59:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5262, top5_acc: 0.8369, loss_cls: 6.0847, loss: 6.0847 +2025-06-18 17:39:48,078 - pyskl - INFO - Epoch [3][500/3940] lr: 2.499e-02, eta: 3 days, 0:57:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5144, top5_acc: 0.8331, loss_cls: 6.0306, loss: 6.0306 +2025-06-18 17:40:33,244 - pyskl - INFO - Epoch [3][600/3940] lr: 2.499e-02, eta: 3 days, 0:57:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.5569, top5_acc: 0.8375, loss_cls: 5.8342, loss: 5.8342 +2025-06-18 17:41:17,699 - pyskl - INFO - Epoch [3][700/3940] lr: 2.499e-02, eta: 3 days, 0:55:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5406, top5_acc: 0.8438, loss_cls: 5.8513, loss: 5.8513 +2025-06-18 17:42:02,278 - pyskl - INFO - Epoch [3][800/3940] lr: 2.499e-02, eta: 3 days, 0:54:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5200, top5_acc: 0.8400, loss_cls: 5.9744, loss: 5.9744 +2025-06-18 17:42:46,858 - pyskl - INFO - Epoch [3][900/3940] lr: 2.499e-02, eta: 3 days, 0:53:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5331, top5_acc: 0.8306, loss_cls: 6.0373, loss: 6.0373 +2025-06-18 17:43:31,337 - pyskl - INFO - Epoch [3][1000/3940] lr: 2.499e-02, eta: 3 days, 0:51:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5319, top5_acc: 0.8250, loss_cls: 5.9542, loss: 5.9542 +2025-06-18 17:44:15,841 - pyskl - INFO - Epoch [3][1100/3940] lr: 2.499e-02, eta: 3 days, 0:50:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5281, top5_acc: 0.8394, loss_cls: 5.8808, loss: 5.8808 +2025-06-18 17:45:00,320 - pyskl - INFO - Epoch [3][1200/3940] lr: 2.499e-02, eta: 3 days, 0:49:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5269, top5_acc: 0.8419, loss_cls: 5.9120, loss: 5.9120 +2025-06-18 17:45:44,859 - pyskl - INFO - Epoch [3][1300/3940] lr: 2.499e-02, eta: 3 days, 0:47:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5537, top5_acc: 0.8625, loss_cls: 5.7331, loss: 5.7331 +2025-06-18 17:46:29,333 - pyskl - INFO - Epoch [3][1400/3940] lr: 2.498e-02, eta: 3 days, 0:46:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5587, top5_acc: 0.8594, loss_cls: 5.7484, loss: 5.7484 +2025-06-18 17:47:13,820 - pyskl - INFO - Epoch [3][1500/3940] lr: 2.498e-02, eta: 3 days, 0:45:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5337, top5_acc: 0.8394, loss_cls: 5.8767, loss: 5.8767 +2025-06-18 17:47:58,211 - pyskl - INFO - Epoch [3][1600/3940] lr: 2.498e-02, eta: 3 days, 0:43:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5506, top5_acc: 0.8531, loss_cls: 5.8146, loss: 5.8146 +2025-06-18 17:48:42,695 - pyskl - INFO - Epoch [3][1700/3940] lr: 2.498e-02, eta: 3 days, 0:42:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5556, top5_acc: 0.8581, loss_cls: 5.8310, loss: 5.8310 +2025-06-18 17:49:27,130 - pyskl - INFO - Epoch [3][1800/3940] lr: 2.498e-02, eta: 3 days, 0:41:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5469, top5_acc: 0.8313, loss_cls: 5.9513, loss: 5.9513 +2025-06-18 17:50:11,585 - pyskl - INFO - Epoch [3][1900/3940] lr: 2.498e-02, eta: 3 days, 0:39:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5769, top5_acc: 0.8581, loss_cls: 5.7432, loss: 5.7432 +2025-06-18 17:50:56,023 - pyskl - INFO - Epoch [3][2000/3940] lr: 2.498e-02, eta: 3 days, 0:38:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5700, top5_acc: 0.8544, loss_cls: 5.7706, loss: 5.7706 +2025-06-18 17:51:40,531 - pyskl - INFO - Epoch [3][2100/3940] lr: 2.498e-02, eta: 3 days, 0:37:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5506, top5_acc: 0.8450, loss_cls: 5.7620, loss: 5.7620 +2025-06-18 17:52:25,037 - pyskl - INFO - Epoch [3][2200/3940] lr: 2.498e-02, eta: 3 days, 0:36:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5644, top5_acc: 0.8488, loss_cls: 5.8030, loss: 5.8030 +2025-06-18 17:53:09,578 - pyskl - INFO - Epoch [3][2300/3940] lr: 2.498e-02, eta: 3 days, 0:34:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5481, top5_acc: 0.8387, loss_cls: 5.8379, loss: 5.8379 +2025-06-18 17:53:54,059 - pyskl - INFO - Epoch [3][2400/3940] lr: 2.498e-02, eta: 3 days, 0:33:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5687, top5_acc: 0.8581, loss_cls: 5.7279, loss: 5.7279 +2025-06-18 17:54:38,605 - pyskl - INFO - Epoch [3][2500/3940] lr: 2.498e-02, eta: 3 days, 0:32:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5731, top5_acc: 0.8588, loss_cls: 5.6427, loss: 5.6427 +2025-06-18 17:55:23,085 - pyskl - INFO - Epoch [3][2600/3940] lr: 2.498e-02, eta: 3 days, 0:31:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5850, top5_acc: 0.8681, loss_cls: 5.5900, loss: 5.5900 +2025-06-18 17:56:07,633 - pyskl - INFO - Epoch [3][2700/3940] lr: 2.498e-02, eta: 3 days, 0:30:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5544, top5_acc: 0.8556, loss_cls: 5.7236, loss: 5.7236 +2025-06-18 17:56:52,215 - pyskl - INFO - Epoch [3][2800/3940] lr: 2.498e-02, eta: 3 days, 0:29:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5706, top5_acc: 0.8738, loss_cls: 5.6034, loss: 5.6034 +2025-06-18 17:57:36,720 - pyskl - INFO - Epoch [3][2900/3940] lr: 2.498e-02, eta: 3 days, 0:27:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5806, top5_acc: 0.8700, loss_cls: 5.5508, loss: 5.5508 +2025-06-18 17:58:21,314 - pyskl - INFO - Epoch [3][3000/3940] lr: 2.498e-02, eta: 3 days, 0:26:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5644, top5_acc: 0.8481, loss_cls: 5.7760, loss: 5.7760 +2025-06-18 17:59:05,896 - pyskl - INFO - Epoch [3][3100/3940] lr: 2.498e-02, eta: 3 days, 0:25:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5744, top5_acc: 0.8644, loss_cls: 5.5379, loss: 5.5379 +2025-06-18 17:59:50,455 - pyskl - INFO - Epoch [3][3200/3940] lr: 2.498e-02, eta: 3 days, 0:24:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5719, top5_acc: 0.8500, loss_cls: 5.7413, loss: 5.7413 +2025-06-18 18:00:34,972 - pyskl - INFO - Epoch [3][3300/3940] lr: 2.498e-02, eta: 3 days, 0:23:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5837, top5_acc: 0.8788, loss_cls: 5.5269, loss: 5.5269 +2025-06-18 18:01:19,493 - pyskl - INFO - Epoch [3][3400/3940] lr: 2.498e-02, eta: 3 days, 0:22:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5981, top5_acc: 0.8875, loss_cls: 5.4414, loss: 5.4414 +2025-06-18 18:02:04,123 - pyskl - INFO - Epoch [3][3500/3940] lr: 2.498e-02, eta: 3 days, 0:21:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5781, top5_acc: 0.8606, loss_cls: 5.6822, loss: 5.6822 +2025-06-18 18:02:48,691 - pyskl - INFO - Epoch [3][3600/3940] lr: 2.498e-02, eta: 3 days, 0:20:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5563, top5_acc: 0.8556, loss_cls: 5.6718, loss: 5.6718 +2025-06-18 18:03:33,335 - pyskl - INFO - Epoch [3][3700/3940] lr: 2.498e-02, eta: 3 days, 0:19:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5825, top5_acc: 0.8638, loss_cls: 5.6727, loss: 5.6727 +2025-06-18 18:04:17,940 - pyskl - INFO - Epoch [3][3800/3940] lr: 2.498e-02, eta: 3 days, 0:18:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5900, top5_acc: 0.8788, loss_cls: 5.5288, loss: 5.5288 +2025-06-18 18:05:02,467 - pyskl - INFO - Epoch [3][3900/3940] lr: 2.498e-02, eta: 3 days, 0:17:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5769, top5_acc: 0.8719, loss_cls: 5.5902, loss: 5.5902 +2025-06-18 18:05:20,710 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-06-18 18:08:49,169 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-18 18:08:49,691 - pyskl - INFO - +top1_acc 0.5398 +top5_acc 0.8500 +2025-06-18 18:08:49,747 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_2.pth was removed +2025-06-18 18:08:50,829 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-06-18 18:08:50,831 - pyskl - INFO - Best top1_acc is 0.5398 at 3 epoch. +2025-06-18 18:08:50,849 - pyskl - INFO - Epoch(val) [3][3183] top1_acc: 0.5398, top5_acc: 0.8500 +2025-06-18 18:09:59,771 - pyskl - INFO - Epoch [4][100/3940] lr: 2.497e-02, eta: 3 days, 0:21:01, time: 0.689, data_time: 0.245, memory: 13268, top1_acc: 0.6031, top5_acc: 0.8725, loss_cls: 5.5162, loss: 5.5162 +2025-06-18 18:10:44,162 - pyskl - INFO - Epoch [4][200/3940] lr: 2.497e-02, eta: 3 days, 0:19:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6019, top5_acc: 0.8819, loss_cls: 5.3711, loss: 5.3711 +2025-06-18 18:11:28,587 - pyskl - INFO - Epoch [4][300/3940] lr: 2.497e-02, eta: 3 days, 0:18:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5831, top5_acc: 0.8738, loss_cls: 5.5649, loss: 5.5649 +2025-06-18 18:12:13,044 - pyskl - INFO - Epoch [4][400/3940] lr: 2.497e-02, eta: 3 days, 0:17:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6019, top5_acc: 0.8719, loss_cls: 5.4475, loss: 5.4475 +2025-06-18 18:12:57,536 - pyskl - INFO - Epoch [4][500/3940] lr: 2.497e-02, eta: 3 days, 0:16:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5925, top5_acc: 0.8788, loss_cls: 5.4505, loss: 5.4505 +2025-06-18 18:13:41,952 - pyskl - INFO - Epoch [4][600/3940] lr: 2.497e-02, eta: 3 days, 0:15:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6000, top5_acc: 0.8731, loss_cls: 5.4868, loss: 5.4868 +2025-06-18 18:14:26,406 - pyskl - INFO - Epoch [4][700/3940] lr: 2.497e-02, eta: 3 days, 0:14:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6094, top5_acc: 0.8800, loss_cls: 5.4058, loss: 5.4058 +2025-06-18 18:15:10,893 - pyskl - INFO - Epoch [4][800/3940] lr: 2.497e-02, eta: 3 days, 0:12:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6281, top5_acc: 0.9012, loss_cls: 5.3164, loss: 5.3164 +2025-06-18 18:15:55,537 - pyskl - INFO - Epoch [4][900/3940] lr: 2.497e-02, eta: 3 days, 0:11:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6019, top5_acc: 0.8744, loss_cls: 5.4507, loss: 5.4507 +2025-06-18 18:16:39,990 - pyskl - INFO - Epoch [4][1000/3940] lr: 2.497e-02, eta: 3 days, 0:10:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6194, top5_acc: 0.8781, loss_cls: 5.4895, loss: 5.4895 +2025-06-18 18:17:24,355 - pyskl - INFO - Epoch [4][1100/3940] lr: 2.497e-02, eta: 3 days, 0:09:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6038, top5_acc: 0.8769, loss_cls: 5.3304, loss: 5.3304 +2025-06-18 18:18:08,836 - pyskl - INFO - Epoch [4][1200/3940] lr: 2.497e-02, eta: 3 days, 0:08:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5856, top5_acc: 0.8588, loss_cls: 5.4829, loss: 5.4829 +2025-06-18 18:18:53,357 - pyskl - INFO - Epoch [4][1300/3940] lr: 2.497e-02, eta: 3 days, 0:07:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5919, top5_acc: 0.8838, loss_cls: 5.3508, loss: 5.3508 +2025-06-18 18:19:37,735 - pyskl - INFO - Epoch [4][1400/3940] lr: 2.497e-02, eta: 3 days, 0:06:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6100, top5_acc: 0.8706, loss_cls: 5.4513, loss: 5.4513 +2025-06-18 18:20:22,161 - pyskl - INFO - Epoch [4][1500/3940] lr: 2.497e-02, eta: 3 days, 0:05:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5906, top5_acc: 0.8725, loss_cls: 5.5576, loss: 5.5576 +2025-06-18 18:21:06,628 - pyskl - INFO - Epoch [4][1600/3940] lr: 2.497e-02, eta: 3 days, 0:04:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6175, top5_acc: 0.8844, loss_cls: 5.3588, loss: 5.3588 +2025-06-18 18:21:51,086 - pyskl - INFO - Epoch [4][1700/3940] lr: 2.497e-02, eta: 3 days, 0:03:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6038, top5_acc: 0.8825, loss_cls: 5.4179, loss: 5.4179 +2025-06-18 18:22:35,544 - pyskl - INFO - Epoch [4][1800/3940] lr: 2.497e-02, eta: 3 days, 0:02:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6119, top5_acc: 0.8825, loss_cls: 5.4307, loss: 5.4307 +2025-06-18 18:23:19,997 - pyskl - INFO - Epoch [4][1900/3940] lr: 2.497e-02, eta: 3 days, 0:00:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6125, top5_acc: 0.8800, loss_cls: 5.2146, loss: 5.2146 +2025-06-18 18:24:04,438 - pyskl - INFO - Epoch [4][2000/3940] lr: 2.497e-02, eta: 2 days, 23:59:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5988, top5_acc: 0.8812, loss_cls: 5.3493, loss: 5.3493 +2025-06-18 18:24:48,975 - pyskl - INFO - Epoch [4][2100/3940] lr: 2.497e-02, eta: 2 days, 23:58:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6106, top5_acc: 0.8850, loss_cls: 5.2435, loss: 5.2435 +2025-06-18 18:25:33,412 - pyskl - INFO - Epoch [4][2200/3940] lr: 2.497e-02, eta: 2 days, 23:57:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6231, top5_acc: 0.8831, loss_cls: 5.2833, loss: 5.2833 +2025-06-18 18:26:17,964 - pyskl - INFO - Epoch [4][2300/3940] lr: 2.496e-02, eta: 2 days, 23:56:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6162, top5_acc: 0.8794, loss_cls: 5.3908, loss: 5.3908 +2025-06-18 18:27:02,433 - pyskl - INFO - Epoch [4][2400/3940] lr: 2.496e-02, eta: 2 days, 23:55:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6012, top5_acc: 0.8694, loss_cls: 5.5348, loss: 5.5348 +2025-06-18 18:27:46,879 - pyskl - INFO - Epoch [4][2500/3940] lr: 2.496e-02, eta: 2 days, 23:54:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6062, top5_acc: 0.8950, loss_cls: 5.3436, loss: 5.3436 +2025-06-18 18:28:31,388 - pyskl - INFO - Epoch [4][2600/3940] lr: 2.496e-02, eta: 2 days, 23:53:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6069, top5_acc: 0.8700, loss_cls: 5.3834, loss: 5.3834 +2025-06-18 18:29:15,985 - pyskl - INFO - Epoch [4][2700/3940] lr: 2.496e-02, eta: 2 days, 23:52:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6119, top5_acc: 0.8775, loss_cls: 5.3401, loss: 5.3401 +2025-06-18 18:30:00,475 - pyskl - INFO - Epoch [4][2800/3940] lr: 2.496e-02, eta: 2 days, 23:51:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6019, top5_acc: 0.8744, loss_cls: 5.4922, loss: 5.4922 +2025-06-18 18:30:44,977 - pyskl - INFO - Epoch [4][2900/3940] lr: 2.496e-02, eta: 2 days, 23:50:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6175, top5_acc: 0.9000, loss_cls: 5.1808, loss: 5.1808 +2025-06-18 18:31:29,491 - pyskl - INFO - Epoch [4][3000/3940] lr: 2.496e-02, eta: 2 days, 23:49:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6069, top5_acc: 0.8831, loss_cls: 5.4081, loss: 5.4081 +2025-06-18 18:32:13,961 - pyskl - INFO - Epoch [4][3100/3940] lr: 2.496e-02, eta: 2 days, 23:48:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6162, top5_acc: 0.8731, loss_cls: 5.3113, loss: 5.3113 +2025-06-18 18:32:58,372 - pyskl - INFO - Epoch [4][3200/3940] lr: 2.496e-02, eta: 2 days, 23:47:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6150, top5_acc: 0.8725, loss_cls: 5.3603, loss: 5.3603 +2025-06-18 18:33:42,841 - pyskl - INFO - Epoch [4][3300/3940] lr: 2.496e-02, eta: 2 days, 23:46:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6338, top5_acc: 0.8781, loss_cls: 5.3032, loss: 5.3032 +2025-06-18 18:34:27,273 - pyskl - INFO - Epoch [4][3400/3940] lr: 2.496e-02, eta: 2 days, 23:45:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6231, top5_acc: 0.9019, loss_cls: 5.2721, loss: 5.2721 +2025-06-18 18:35:11,856 - pyskl - INFO - Epoch [4][3500/3940] lr: 2.496e-02, eta: 2 days, 23:44:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6106, top5_acc: 0.8750, loss_cls: 5.3542, loss: 5.3542 +2025-06-18 18:35:56,428 - pyskl - INFO - Epoch [4][3600/3940] lr: 2.496e-02, eta: 2 days, 23:43:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6250, top5_acc: 0.8925, loss_cls: 5.1814, loss: 5.1814 +2025-06-18 18:36:41,128 - pyskl - INFO - Epoch [4][3700/3940] lr: 2.496e-02, eta: 2 days, 23:42:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6281, top5_acc: 0.8906, loss_cls: 5.0919, loss: 5.0919 +2025-06-18 18:37:25,832 - pyskl - INFO - Epoch [4][3800/3940] lr: 2.496e-02, eta: 2 days, 23:42:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5869, top5_acc: 0.8800, loss_cls: 5.3919, loss: 5.3919 +2025-06-18 18:38:10,480 - pyskl - INFO - Epoch [4][3900/3940] lr: 2.496e-02, eta: 2 days, 23:41:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.8931, loss_cls: 5.1653, loss: 5.1653 +2025-06-18 18:38:28,741 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-06-18 18:41:57,165 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-18 18:41:57,634 - pyskl - INFO - +top1_acc 0.4926 +top5_acc 0.8063 +2025-06-18 18:41:57,654 - pyskl - INFO - Epoch(val) [4][3183] top1_acc: 0.4926, top5_acc: 0.8063 +2025-06-18 18:43:06,469 - pyskl - INFO - Epoch [5][100/3940] lr: 2.496e-02, eta: 2 days, 23:43:50, time: 0.688, data_time: 0.241, memory: 13268, top1_acc: 0.6262, top5_acc: 0.9056, loss_cls: 5.2611, loss: 5.2611 +2025-06-18 18:43:51,100 - pyskl - INFO - Epoch [5][200/3940] lr: 2.496e-02, eta: 2 days, 23:42:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6394, top5_acc: 0.8931, loss_cls: 5.2648, loss: 5.2648 +2025-06-18 18:44:35,648 - pyskl - INFO - Epoch [5][300/3940] lr: 2.495e-02, eta: 2 days, 23:41:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6300, top5_acc: 0.8894, loss_cls: 5.2208, loss: 5.2208 +2025-06-18 18:45:20,176 - pyskl - INFO - Epoch [5][400/3940] lr: 2.495e-02, eta: 2 days, 23:41:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6288, top5_acc: 0.9038, loss_cls: 5.1814, loss: 5.1814 +2025-06-18 18:46:04,721 - pyskl - INFO - Epoch [5][500/3940] lr: 2.495e-02, eta: 2 days, 23:40:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6362, top5_acc: 0.9031, loss_cls: 5.1596, loss: 5.1596 +2025-06-18 18:46:49,272 - pyskl - INFO - Epoch [5][600/3940] lr: 2.495e-02, eta: 2 days, 23:39:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6575, top5_acc: 0.8900, loss_cls: 5.0589, loss: 5.0589 +2025-06-18 18:47:33,741 - pyskl - INFO - Epoch [5][700/3940] lr: 2.495e-02, eta: 2 days, 23:38:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6338, top5_acc: 0.8806, loss_cls: 5.2629, loss: 5.2629 +2025-06-18 18:48:18,216 - pyskl - INFO - Epoch [5][800/3940] lr: 2.495e-02, eta: 2 days, 23:37:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6369, top5_acc: 0.8838, loss_cls: 5.2019, loss: 5.2019 +2025-06-18 18:49:02,818 - pyskl - INFO - Epoch [5][900/3940] lr: 2.495e-02, eta: 2 days, 23:36:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6225, top5_acc: 0.8744, loss_cls: 5.2284, loss: 5.2284 +2025-06-18 18:49:47,437 - pyskl - INFO - Epoch [5][1000/3940] lr: 2.495e-02, eta: 2 days, 23:35:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6275, top5_acc: 0.8875, loss_cls: 5.2533, loss: 5.2533 +2025-06-18 18:50:32,155 - pyskl - INFO - Epoch [5][1100/3940] lr: 2.495e-02, eta: 2 days, 23:34:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6419, top5_acc: 0.8900, loss_cls: 5.1995, loss: 5.1995 +2025-06-18 18:51:16,705 - pyskl - INFO - Epoch [5][1200/3940] lr: 2.495e-02, eta: 2 days, 23:33:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.8969, loss_cls: 5.1215, loss: 5.1215 +2025-06-18 18:52:01,226 - pyskl - INFO - Epoch [5][1300/3940] lr: 2.495e-02, eta: 2 days, 23:32:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6431, top5_acc: 0.8981, loss_cls: 5.2298, loss: 5.2298 +2025-06-18 18:52:45,816 - pyskl - INFO - Epoch [5][1400/3940] lr: 2.495e-02, eta: 2 days, 23:31:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.9044, loss_cls: 5.1695, loss: 5.1695 +2025-06-18 18:53:30,353 - pyskl - INFO - Epoch [5][1500/3940] lr: 2.495e-02, eta: 2 days, 23:30:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6269, top5_acc: 0.8906, loss_cls: 5.1701, loss: 5.1701 +2025-06-18 18:54:14,947 - pyskl - INFO - Epoch [5][1600/3940] lr: 2.495e-02, eta: 2 days, 23:29:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6394, top5_acc: 0.8956, loss_cls: 5.1072, loss: 5.1072 +2025-06-18 18:54:59,480 - pyskl - INFO - Epoch [5][1700/3940] lr: 2.495e-02, eta: 2 days, 23:28:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6450, top5_acc: 0.8975, loss_cls: 5.2327, loss: 5.2327 +2025-06-18 18:55:44,242 - pyskl - INFO - Epoch [5][1800/3940] lr: 2.495e-02, eta: 2 days, 23:28:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6481, top5_acc: 0.9044, loss_cls: 5.1196, loss: 5.1196 +2025-06-18 18:56:28,748 - pyskl - INFO - Epoch [5][1900/3940] lr: 2.494e-02, eta: 2 days, 23:27:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6438, top5_acc: 0.8981, loss_cls: 5.1487, loss: 5.1487 +2025-06-18 18:57:13,328 - pyskl - INFO - Epoch [5][2000/3940] lr: 2.494e-02, eta: 2 days, 23:26:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6438, top5_acc: 0.8944, loss_cls: 5.1254, loss: 5.1254 +2025-06-18 18:57:57,857 - pyskl - INFO - Epoch [5][2100/3940] lr: 2.494e-02, eta: 2 days, 23:25:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6288, top5_acc: 0.9031, loss_cls: 5.1490, loss: 5.1490 +2025-06-18 18:58:42,417 - pyskl - INFO - Epoch [5][2200/3940] lr: 2.494e-02, eta: 2 days, 23:24:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6656, top5_acc: 0.9038, loss_cls: 5.0734, loss: 5.0734 +2025-06-18 18:59:27,049 - pyskl - INFO - Epoch [5][2300/3940] lr: 2.494e-02, eta: 2 days, 23:23:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6369, top5_acc: 0.8844, loss_cls: 5.2187, loss: 5.2187 +2025-06-18 19:00:11,640 - pyskl - INFO - Epoch [5][2400/3940] lr: 2.494e-02, eta: 2 days, 23:22:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6306, top5_acc: 0.8900, loss_cls: 5.1593, loss: 5.1593 +2025-06-18 19:00:56,378 - pyskl - INFO - Epoch [5][2500/3940] lr: 2.494e-02, eta: 2 days, 23:21:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6319, top5_acc: 0.8931, loss_cls: 5.1600, loss: 5.1600 +2025-06-18 19:01:41,060 - pyskl - INFO - Epoch [5][2600/3940] lr: 2.494e-02, eta: 2 days, 23:21:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6344, top5_acc: 0.8975, loss_cls: 5.1469, loss: 5.1469 +2025-06-18 19:02:25,762 - pyskl - INFO - Epoch [5][2700/3940] lr: 2.494e-02, eta: 2 days, 23:20:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6175, top5_acc: 0.8762, loss_cls: 5.3178, loss: 5.3178 +2025-06-18 19:03:10,385 - pyskl - INFO - Epoch [5][2800/3940] lr: 2.494e-02, eta: 2 days, 23:19:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6450, top5_acc: 0.8931, loss_cls: 5.2250, loss: 5.2250 +2025-06-18 19:03:55,070 - pyskl - INFO - Epoch [5][2900/3940] lr: 2.494e-02, eta: 2 days, 23:18:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.8894, loss_cls: 5.1557, loss: 5.1557 +2025-06-18 19:04:39,759 - pyskl - INFO - Epoch [5][3000/3940] lr: 2.494e-02, eta: 2 days, 23:17:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6300, top5_acc: 0.8975, loss_cls: 5.1555, loss: 5.1555 +2025-06-18 19:05:24,424 - pyskl - INFO - Epoch [5][3100/3940] lr: 2.494e-02, eta: 2 days, 23:16:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6438, top5_acc: 0.8956, loss_cls: 5.1968, loss: 5.1968 +2025-06-18 19:06:08,979 - pyskl - INFO - Epoch [5][3200/3940] lr: 2.494e-02, eta: 2 days, 23:15:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6444, top5_acc: 0.8944, loss_cls: 5.2418, loss: 5.2418 +2025-06-18 19:06:53,618 - pyskl - INFO - Epoch [5][3300/3940] lr: 2.494e-02, eta: 2 days, 23:15:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6388, top5_acc: 0.8925, loss_cls: 5.1124, loss: 5.1124 +2025-06-18 19:07:38,293 - pyskl - INFO - Epoch [5][3400/3940] lr: 2.494e-02, eta: 2 days, 23:14:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6481, top5_acc: 0.9019, loss_cls: 5.1388, loss: 5.1388 +2025-06-18 19:08:22,861 - pyskl - INFO - Epoch [5][3500/3940] lr: 2.493e-02, eta: 2 days, 23:13:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6369, top5_acc: 0.9000, loss_cls: 5.1647, loss: 5.1647 +2025-06-18 19:09:07,404 - pyskl - INFO - Epoch [5][3600/3940] lr: 2.493e-02, eta: 2 days, 23:12:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6256, top5_acc: 0.8844, loss_cls: 5.1916, loss: 5.1916 +2025-06-18 19:09:52,239 - pyskl - INFO - Epoch [5][3700/3940] lr: 2.493e-02, eta: 2 days, 23:11:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6394, top5_acc: 0.9044, loss_cls: 5.1185, loss: 5.1185 +2025-06-18 19:10:36,879 - pyskl - INFO - Epoch [5][3800/3940] lr: 2.493e-02, eta: 2 days, 23:10:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.8956, loss_cls: 5.0121, loss: 5.0121 +2025-06-18 19:11:21,448 - pyskl - INFO - Epoch [5][3900/3940] lr: 2.493e-02, eta: 2 days, 23:09:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6356, top5_acc: 0.8988, loss_cls: 5.1446, loss: 5.1446 +2025-06-18 19:11:39,564 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-06-18 19:29:35,777 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-18 19:29:36,331 - pyskl - INFO - +top1_acc 0.5201 +top5_acc 0.8151 +2025-06-18 19:29:36,348 - pyskl - INFO - Epoch(val) [5][3183] top1_acc: 0.5201, top5_acc: 0.8151 +2025-06-18 19:30:45,308 - pyskl - INFO - Epoch [6][100/3940] lr: 2.493e-02, eta: 2 days, 23:11:54, time: 0.690, data_time: 0.243, memory: 13268, top1_acc: 0.6494, top5_acc: 0.9000, loss_cls: 5.0976, loss: 5.0976 +2025-06-18 19:31:29,953 - pyskl - INFO - Epoch [6][200/3940] lr: 2.493e-02, eta: 2 days, 23:11:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6519, top5_acc: 0.9081, loss_cls: 4.9576, loss: 4.9576 +2025-06-18 19:32:14,792 - pyskl - INFO - Epoch [6][300/3940] lr: 2.493e-02, eta: 2 days, 23:10:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6575, top5_acc: 0.9019, loss_cls: 5.0346, loss: 5.0346 +2025-06-18 19:32:59,321 - pyskl - INFO - Epoch [6][400/3940] lr: 2.493e-02, eta: 2 days, 23:09:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6475, top5_acc: 0.9100, loss_cls: 4.9875, loss: 4.9875 +2025-06-18 19:33:43,872 - pyskl - INFO - Epoch [6][500/3940] lr: 2.493e-02, eta: 2 days, 23:08:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6388, top5_acc: 0.8969, loss_cls: 5.0600, loss: 5.0600 +2025-06-18 19:34:28,459 - pyskl - INFO - Epoch [6][600/3940] lr: 2.493e-02, eta: 2 days, 23:07:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6550, top5_acc: 0.9094, loss_cls: 4.9395, loss: 4.9395 +2025-06-18 19:35:12,940 - pyskl - INFO - Epoch [6][700/3940] lr: 2.493e-02, eta: 2 days, 23:06:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6456, top5_acc: 0.9056, loss_cls: 5.0224, loss: 5.0224 +2025-06-18 19:35:57,586 - pyskl - INFO - Epoch [6][800/3940] lr: 2.493e-02, eta: 2 days, 23:05:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6338, top5_acc: 0.8875, loss_cls: 5.1805, loss: 5.1805 +2025-06-18 19:36:42,117 - pyskl - INFO - Epoch [6][900/3940] lr: 2.493e-02, eta: 2 days, 23:04:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6481, top5_acc: 0.8969, loss_cls: 5.0410, loss: 5.0410 +2025-06-18 19:37:26,603 - pyskl - INFO - Epoch [6][1000/3940] lr: 2.492e-02, eta: 2 days, 23:03:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9087, loss_cls: 4.9694, loss: 4.9694 +2025-06-18 19:38:11,131 - pyskl - INFO - Epoch [6][1100/3940] lr: 2.492e-02, eta: 2 days, 23:03:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.9100, loss_cls: 4.9761, loss: 4.9761 +2025-06-18 19:38:55,725 - pyskl - INFO - Epoch [6][1200/3940] lr: 2.492e-02, eta: 2 days, 23:02:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6444, top5_acc: 0.9025, loss_cls: 5.1864, loss: 5.1864 +2025-06-18 19:39:40,174 - pyskl - INFO - Epoch [6][1300/3940] lr: 2.492e-02, eta: 2 days, 23:01:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.9050, loss_cls: 4.9511, loss: 4.9511 +2025-06-18 19:40:24,676 - pyskl - INFO - Epoch [6][1400/3940] lr: 2.492e-02, eta: 2 days, 23:00:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6388, top5_acc: 0.9069, loss_cls: 5.0093, loss: 5.0093 +2025-06-18 19:41:09,266 - pyskl - INFO - Epoch [6][1500/3940] lr: 2.492e-02, eta: 2 days, 22:59:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6469, top5_acc: 0.9075, loss_cls: 5.0543, loss: 5.0543 +2025-06-18 19:41:53,776 - pyskl - INFO - Epoch [6][1600/3940] lr: 2.492e-02, eta: 2 days, 22:58:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6500, top5_acc: 0.9137, loss_cls: 4.9115, loss: 4.9115 +2025-06-18 19:42:38,345 - pyskl - INFO - Epoch [6][1700/3940] lr: 2.492e-02, eta: 2 days, 22:57:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6469, top5_acc: 0.9050, loss_cls: 5.0957, loss: 5.0957 +2025-06-18 19:43:23,024 - pyskl - INFO - Epoch [6][1800/3940] lr: 2.492e-02, eta: 2 days, 22:56:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6575, top5_acc: 0.8862, loss_cls: 5.0317, loss: 5.0317 +2025-06-18 19:44:07,752 - pyskl - INFO - Epoch [6][1900/3940] lr: 2.492e-02, eta: 2 days, 22:56:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6531, top5_acc: 0.9012, loss_cls: 5.0238, loss: 5.0238 +2025-06-18 19:44:52,294 - pyskl - INFO - Epoch [6][2000/3940] lr: 2.492e-02, eta: 2 days, 22:55:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6700, top5_acc: 0.9075, loss_cls: 4.9446, loss: 4.9446 +2025-06-18 19:45:36,913 - pyskl - INFO - Epoch [6][2100/3940] lr: 2.492e-02, eta: 2 days, 22:54:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6606, top5_acc: 0.8988, loss_cls: 5.0545, loss: 5.0545 +2025-06-18 19:46:21,437 - pyskl - INFO - Epoch [6][2200/3940] lr: 2.492e-02, eta: 2 days, 22:53:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6406, top5_acc: 0.8950, loss_cls: 4.9433, loss: 4.9433 +2025-06-18 19:47:05,935 - pyskl - INFO - Epoch [6][2300/3940] lr: 2.491e-02, eta: 2 days, 22:52:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.9000, loss_cls: 4.9760, loss: 4.9760 +2025-06-18 19:47:50,395 - pyskl - INFO - Epoch [6][2400/3940] lr: 2.491e-02, eta: 2 days, 22:51:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.8994, loss_cls: 4.9926, loss: 4.9926 +2025-06-18 19:48:34,905 - pyskl - INFO - Epoch [6][2500/3940] lr: 2.491e-02, eta: 2 days, 22:50:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.8975, loss_cls: 5.0604, loss: 5.0604 +2025-06-18 19:49:19,478 - pyskl - INFO - Epoch [6][2600/3940] lr: 2.491e-02, eta: 2 days, 22:49:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6362, top5_acc: 0.9038, loss_cls: 4.9944, loss: 4.9944 +2025-06-18 19:50:04,051 - pyskl - INFO - Epoch [6][2700/3940] lr: 2.491e-02, eta: 2 days, 22:49:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9156, loss_cls: 4.9994, loss: 4.9994 +2025-06-18 19:50:48,593 - pyskl - INFO - Epoch [6][2800/3940] lr: 2.491e-02, eta: 2 days, 22:48:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9025, loss_cls: 4.9707, loss: 4.9707 +2025-06-18 19:51:33,187 - pyskl - INFO - Epoch [6][2900/3940] lr: 2.491e-02, eta: 2 days, 22:47:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6412, top5_acc: 0.9056, loss_cls: 5.0911, loss: 5.0911 +2025-06-18 19:52:17,785 - pyskl - INFO - Epoch [6][3000/3940] lr: 2.491e-02, eta: 2 days, 22:46:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6556, top5_acc: 0.9044, loss_cls: 5.0244, loss: 5.0244 +2025-06-18 19:53:02,422 - pyskl - INFO - Epoch [6][3100/3940] lr: 2.491e-02, eta: 2 days, 22:45:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.8912, loss_cls: 5.0597, loss: 5.0597 +2025-06-18 19:53:47,068 - pyskl - INFO - Epoch [6][3200/3940] lr: 2.491e-02, eta: 2 days, 22:44:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6613, top5_acc: 0.9094, loss_cls: 4.8398, loss: 4.8398 +2025-06-18 19:54:31,798 - pyskl - INFO - Epoch [6][3300/3940] lr: 2.491e-02, eta: 2 days, 22:44:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9069, loss_cls: 4.9584, loss: 4.9584 +2025-06-18 19:55:16,506 - pyskl - INFO - Epoch [6][3400/3940] lr: 2.491e-02, eta: 2 days, 22:43:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9087, loss_cls: 4.9235, loss: 4.9235 +2025-06-18 19:56:01,209 - pyskl - INFO - Epoch [6][3500/3940] lr: 2.491e-02, eta: 2 days, 22:42:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6656, top5_acc: 0.9081, loss_cls: 5.0170, loss: 5.0170 +2025-06-18 19:56:45,849 - pyskl - INFO - Epoch [6][3600/3940] lr: 2.490e-02, eta: 2 days, 22:41:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6587, top5_acc: 0.9069, loss_cls: 4.8391, loss: 4.8391 +2025-06-18 19:57:30,515 - pyskl - INFO - Epoch [6][3700/3940] lr: 2.490e-02, eta: 2 days, 22:40:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6681, top5_acc: 0.9094, loss_cls: 4.9288, loss: 4.9288 +2025-06-18 19:58:15,162 - pyskl - INFO - Epoch [6][3800/3940] lr: 2.490e-02, eta: 2 days, 22:40:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6569, top5_acc: 0.9006, loss_cls: 4.9468, loss: 4.9468 +2025-06-18 19:58:59,761 - pyskl - INFO - Epoch [6][3900/3940] lr: 2.490e-02, eta: 2 days, 22:39:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9131, loss_cls: 4.8762, loss: 4.8762 +2025-06-18 19:59:17,918 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-06-18 20:02:46,391 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-18 20:02:46,946 - pyskl - INFO - +top1_acc 0.6107 +top5_acc 0.8750 +2025-06-18 20:02:47,001 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_3.pth was removed +2025-06-18 20:02:48,089 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-06-18 20:02:48,091 - pyskl - INFO - Best top1_acc is 0.6107 at 6 epoch. +2025-06-18 20:02:48,110 - pyskl - INFO - Epoch(val) [6][3183] top1_acc: 0.6107, top5_acc: 0.8750 +2025-06-18 20:03:57,857 - pyskl - INFO - Epoch [7][100/3940] lr: 2.490e-02, eta: 2 days, 22:40:55, time: 0.697, data_time: 0.249, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9131, loss_cls: 4.9402, loss: 4.9402 +2025-06-18 20:04:42,518 - pyskl - INFO - Epoch [7][200/3940] lr: 2.490e-02, eta: 2 days, 22:40:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9156, loss_cls: 4.8830, loss: 4.8830 +2025-06-18 20:05:27,065 - pyskl - INFO - Epoch [7][300/3940] lr: 2.490e-02, eta: 2 days, 22:39:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6544, top5_acc: 0.9156, loss_cls: 4.9445, loss: 4.9445 +2025-06-18 20:06:11,680 - pyskl - INFO - Epoch [7][400/3940] lr: 2.490e-02, eta: 2 days, 22:38:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6575, top5_acc: 0.9050, loss_cls: 4.9017, loss: 4.9017 +2025-06-18 20:06:56,238 - pyskl - INFO - Epoch [7][500/3940] lr: 2.490e-02, eta: 2 days, 22:37:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9156, loss_cls: 4.8735, loss: 4.8735 +2025-06-18 20:07:40,837 - pyskl - INFO - Epoch [7][600/3940] lr: 2.490e-02, eta: 2 days, 22:36:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6506, top5_acc: 0.9075, loss_cls: 4.9267, loss: 4.9267 +2025-06-18 20:08:25,380 - pyskl - INFO - Epoch [7][700/3940] lr: 2.490e-02, eta: 2 days, 22:35:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6519, top5_acc: 0.9075, loss_cls: 4.9741, loss: 4.9741 +2025-06-18 20:09:09,925 - pyskl - INFO - Epoch [7][800/3940] lr: 2.489e-02, eta: 2 days, 22:34:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.9087, loss_cls: 4.8814, loss: 4.8814 +2025-06-18 20:09:54,519 - pyskl - INFO - Epoch [7][900/3940] lr: 2.489e-02, eta: 2 days, 22:34:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6531, top5_acc: 0.9119, loss_cls: 4.9689, loss: 4.9689 +2025-06-18 20:10:39,132 - pyskl - INFO - Epoch [7][1000/3940] lr: 2.489e-02, eta: 2 days, 22:33:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6631, top5_acc: 0.9069, loss_cls: 4.9225, loss: 4.9225 +2025-06-18 20:11:23,724 - pyskl - INFO - Epoch [7][1100/3940] lr: 2.489e-02, eta: 2 days, 22:32:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6456, top5_acc: 0.8950, loss_cls: 5.1069, loss: 5.1069 +2025-06-18 20:12:08,255 - pyskl - INFO - Epoch [7][1200/3940] lr: 2.489e-02, eta: 2 days, 22:31:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6687, top5_acc: 0.8919, loss_cls: 4.9005, loss: 4.9005 +2025-06-18 20:12:52,862 - pyskl - INFO - Epoch [7][1300/3940] lr: 2.489e-02, eta: 2 days, 22:30:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9156, loss_cls: 4.8025, loss: 4.8025 +2025-06-18 20:13:37,510 - pyskl - INFO - Epoch [7][1400/3940] lr: 2.489e-02, eta: 2 days, 22:29:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9019, loss_cls: 4.8501, loss: 4.8501 +2025-06-18 20:14:22,145 - pyskl - INFO - Epoch [7][1500/3940] lr: 2.489e-02, eta: 2 days, 22:29:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6544, top5_acc: 0.9019, loss_cls: 4.9119, loss: 4.9119 +2025-06-18 20:15:06,814 - pyskl - INFO - Epoch [7][1600/3940] lr: 2.489e-02, eta: 2 days, 22:28:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6806, top5_acc: 0.9219, loss_cls: 4.8073, loss: 4.8073 +2025-06-18 20:15:51,409 - pyskl - INFO - Epoch [7][1700/3940] lr: 2.489e-02, eta: 2 days, 22:27:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6806, top5_acc: 0.9106, loss_cls: 4.7575, loss: 4.7575 +2025-06-18 20:16:35,965 - pyskl - INFO - Epoch [7][1800/3940] lr: 2.489e-02, eta: 2 days, 22:26:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9019, loss_cls: 4.8692, loss: 4.8692 +2025-06-18 20:17:20,460 - pyskl - INFO - Epoch [7][1900/3940] lr: 2.488e-02, eta: 2 days, 22:25:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9144, loss_cls: 4.8131, loss: 4.8131 +2025-06-18 20:18:04,941 - pyskl - INFO - Epoch [7][2000/3940] lr: 2.488e-02, eta: 2 days, 22:24:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6425, top5_acc: 0.9038, loss_cls: 4.8986, loss: 4.8986 +2025-06-18 20:18:49,486 - pyskl - INFO - Epoch [7][2100/3940] lr: 2.488e-02, eta: 2 days, 22:23:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9025, loss_cls: 4.9223, loss: 4.9223 +2025-06-18 20:19:34,037 - pyskl - INFO - Epoch [7][2200/3940] lr: 2.488e-02, eta: 2 days, 22:23:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9025, loss_cls: 4.8599, loss: 4.8599 +2025-06-18 20:20:18,726 - pyskl - INFO - Epoch [7][2300/3940] lr: 2.488e-02, eta: 2 days, 22:22:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9075, loss_cls: 4.9408, loss: 4.9408 +2025-06-18 20:21:03,228 - pyskl - INFO - Epoch [7][2400/3940] lr: 2.488e-02, eta: 2 days, 22:21:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6687, top5_acc: 0.8956, loss_cls: 4.9530, loss: 4.9530 +2025-06-18 20:21:47,717 - pyskl - INFO - Epoch [7][2500/3940] lr: 2.488e-02, eta: 2 days, 22:20:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9012, loss_cls: 4.9541, loss: 4.9541 +2025-06-18 20:22:32,210 - pyskl - INFO - Epoch [7][2600/3940] lr: 2.488e-02, eta: 2 days, 22:19:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9169, loss_cls: 4.7665, loss: 4.7665 +2025-06-18 20:23:16,764 - pyskl - INFO - Epoch [7][2700/3940] lr: 2.488e-02, eta: 2 days, 22:18:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9131, loss_cls: 4.8296, loss: 4.8296 +2025-06-18 20:24:01,279 - pyskl - INFO - Epoch [7][2800/3940] lr: 2.488e-02, eta: 2 days, 22:17:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9175, loss_cls: 4.8302, loss: 4.8302 +2025-06-18 20:24:45,836 - pyskl - INFO - Epoch [7][2900/3940] lr: 2.488e-02, eta: 2 days, 22:17:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9025, loss_cls: 4.9045, loss: 4.9045 +2025-06-18 20:25:30,565 - pyskl - INFO - Epoch [7][3000/3940] lr: 2.487e-02, eta: 2 days, 22:16:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6438, top5_acc: 0.9069, loss_cls: 4.9874, loss: 4.9874 +2025-06-18 20:26:15,182 - pyskl - INFO - Epoch [7][3100/3940] lr: 2.487e-02, eta: 2 days, 22:15:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9156, loss_cls: 4.8254, loss: 4.8254 +2025-06-18 20:26:59,778 - pyskl - INFO - Epoch [7][3200/3940] lr: 2.487e-02, eta: 2 days, 22:14:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9006, loss_cls: 4.8984, loss: 4.8984 +2025-06-18 20:27:44,312 - pyskl - INFO - Epoch [7][3300/3940] lr: 2.487e-02, eta: 2 days, 22:13:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9094, loss_cls: 4.8375, loss: 4.8375 +2025-06-18 20:28:28,866 - pyskl - INFO - Epoch [7][3400/3940] lr: 2.487e-02, eta: 2 days, 22:13:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9100, loss_cls: 4.8134, loss: 4.8134 +2025-06-18 20:29:13,420 - pyskl - INFO - Epoch [7][3500/3940] lr: 2.487e-02, eta: 2 days, 22:12:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6637, top5_acc: 0.9150, loss_cls: 4.9412, loss: 4.9412 +2025-06-18 20:29:58,129 - pyskl - INFO - Epoch [7][3600/3940] lr: 2.487e-02, eta: 2 days, 22:11:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9181, loss_cls: 4.7675, loss: 4.7675 +2025-06-18 20:30:42,989 - pyskl - INFO - Epoch [7][3700/3940] lr: 2.487e-02, eta: 2 days, 22:10:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9087, loss_cls: 4.8455, loss: 4.8455 +2025-06-18 20:31:27,750 - pyskl - INFO - Epoch [7][3800/3940] lr: 2.487e-02, eta: 2 days, 22:09:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.8981, loss_cls: 4.8238, loss: 4.8238 +2025-06-18 20:32:12,352 - pyskl - INFO - Epoch [7][3900/3940] lr: 2.487e-02, eta: 2 days, 22:09:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.8931, loss_cls: 5.0480, loss: 5.0480 +2025-06-18 20:32:30,610 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-06-18 20:35:59,822 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-18 20:36:00,285 - pyskl - INFO - +top1_acc 0.6347 +top5_acc 0.9024 +2025-06-18 20:36:00,338 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_6.pth was removed +2025-06-18 20:36:01,372 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-06-18 20:36:01,374 - pyskl - INFO - Best top1_acc is 0.6347 at 7 epoch. +2025-06-18 20:36:01,391 - pyskl - INFO - Epoch(val) [7][3183] top1_acc: 0.6347, top5_acc: 0.9024 +2025-06-18 20:37:10,405 - pyskl - INFO - Epoch [8][100/3940] lr: 2.486e-02, eta: 2 days, 22:10:08, time: 0.690, data_time: 0.243, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9081, loss_cls: 4.7757, loss: 4.7757 +2025-06-18 20:37:55,133 - pyskl - INFO - Epoch [8][200/3940] lr: 2.486e-02, eta: 2 days, 22:09:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6806, top5_acc: 0.9269, loss_cls: 4.7082, loss: 4.7082 +2025-06-18 20:38:39,755 - pyskl - INFO - Epoch [8][300/3940] lr: 2.486e-02, eta: 2 days, 22:08:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6656, top5_acc: 0.9156, loss_cls: 4.7856, loss: 4.7856 +2025-06-18 20:39:24,497 - pyskl - INFO - Epoch [8][400/3940] lr: 2.486e-02, eta: 2 days, 22:07:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9131, loss_cls: 4.7676, loss: 4.7676 +2025-06-18 20:40:09,113 - pyskl - INFO - Epoch [8][500/3940] lr: 2.486e-02, eta: 2 days, 22:06:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6687, top5_acc: 0.9150, loss_cls: 4.7872, loss: 4.7872 +2025-06-18 20:40:53,802 - pyskl - INFO - Epoch [8][600/3940] lr: 2.486e-02, eta: 2 days, 22:06:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9187, loss_cls: 4.8824, loss: 4.8824 +2025-06-18 20:41:38,557 - pyskl - INFO - Epoch [8][700/3940] lr: 2.486e-02, eta: 2 days, 22:05:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9237, loss_cls: 4.7959, loss: 4.7959 +2025-06-18 20:42:23,302 - pyskl - INFO - Epoch [8][800/3940] lr: 2.486e-02, eta: 2 days, 22:04:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9069, loss_cls: 4.9171, loss: 4.9171 +2025-06-18 20:43:07,773 - pyskl - INFO - Epoch [8][900/3940] lr: 2.486e-02, eta: 2 days, 22:03:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9125, loss_cls: 4.8470, loss: 4.8470 +2025-06-18 20:43:52,433 - pyskl - INFO - Epoch [8][1000/3940] lr: 2.486e-02, eta: 2 days, 22:02:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9194, loss_cls: 4.7402, loss: 4.7402 +2025-06-18 20:44:36,952 - pyskl - INFO - Epoch [8][1100/3940] lr: 2.486e-02, eta: 2 days, 22:02:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9287, loss_cls: 4.6120, loss: 4.6120 +2025-06-18 20:45:21,537 - pyskl - INFO - Epoch [8][1200/3940] lr: 2.485e-02, eta: 2 days, 22:01:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6806, top5_acc: 0.9038, loss_cls: 4.7727, loss: 4.7727 +2025-06-18 20:46:06,095 - pyskl - INFO - Epoch [8][1300/3940] lr: 2.485e-02, eta: 2 days, 22:00:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9194, loss_cls: 4.7795, loss: 4.7795 +2025-06-18 20:46:50,529 - pyskl - INFO - Epoch [8][1400/3940] lr: 2.485e-02, eta: 2 days, 21:59:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9137, loss_cls: 4.9546, loss: 4.9546 +2025-06-18 20:47:35,005 - pyskl - INFO - Epoch [8][1500/3940] lr: 2.485e-02, eta: 2 days, 21:58:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9219, loss_cls: 4.7258, loss: 4.7258 +2025-06-18 20:48:19,442 - pyskl - INFO - Epoch [8][1600/3940] lr: 2.485e-02, eta: 2 days, 21:57:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9006, loss_cls: 4.8211, loss: 4.8211 +2025-06-18 20:49:03,992 - pyskl - INFO - Epoch [8][1700/3940] lr: 2.485e-02, eta: 2 days, 21:56:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6687, top5_acc: 0.9075, loss_cls: 4.8447, loss: 4.8447 +2025-06-18 20:49:48,469 - pyskl - INFO - Epoch [8][1800/3940] lr: 2.485e-02, eta: 2 days, 21:56:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9194, loss_cls: 4.6652, loss: 4.6652 +2025-06-18 20:50:32,950 - pyskl - INFO - Epoch [8][1900/3940] lr: 2.485e-02, eta: 2 days, 21:55:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9175, loss_cls: 4.7968, loss: 4.7968 +2025-06-18 20:51:17,450 - pyskl - INFO - Epoch [8][2000/3940] lr: 2.485e-02, eta: 2 days, 21:54:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9137, loss_cls: 4.7156, loss: 4.7156 +2025-06-18 20:52:01,897 - pyskl - INFO - Epoch [8][2100/3940] lr: 2.484e-02, eta: 2 days, 21:53:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9206, loss_cls: 4.7659, loss: 4.7659 +2025-06-18 20:52:46,375 - pyskl - INFO - Epoch [8][2200/3940] lr: 2.484e-02, eta: 2 days, 21:52:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6456, top5_acc: 0.9069, loss_cls: 4.8992, loss: 4.8992 +2025-06-18 20:53:30,849 - pyskl - INFO - Epoch [8][2300/3940] lr: 2.484e-02, eta: 2 days, 21:51:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9038, loss_cls: 4.7830, loss: 4.7830 +2025-06-18 20:54:15,393 - pyskl - INFO - Epoch [8][2400/3940] lr: 2.484e-02, eta: 2 days, 21:50:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6481, top5_acc: 0.9006, loss_cls: 4.9041, loss: 4.9041 +2025-06-18 20:54:59,943 - pyskl - INFO - Epoch [8][2500/3940] lr: 2.484e-02, eta: 2 days, 21:50:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9131, loss_cls: 4.8400, loss: 4.8400 +2025-06-18 20:55:44,473 - pyskl - INFO - Epoch [8][2600/3940] lr: 2.484e-02, eta: 2 days, 21:49:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9175, loss_cls: 4.7461, loss: 4.7461 +2025-06-18 20:56:28,964 - pyskl - INFO - Epoch [8][2700/3940] lr: 2.484e-02, eta: 2 days, 21:48:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6713, top5_acc: 0.9012, loss_cls: 4.8983, loss: 4.8983 +2025-06-18 20:57:13,545 - pyskl - INFO - Epoch [8][2800/3940] lr: 2.484e-02, eta: 2 days, 21:47:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9106, loss_cls: 4.8366, loss: 4.8366 +2025-06-18 20:57:58,114 - pyskl - INFO - Epoch [8][2900/3940] lr: 2.484e-02, eta: 2 days, 21:46:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9087, loss_cls: 4.9221, loss: 4.9221 +2025-06-18 20:58:42,722 - pyskl - INFO - Epoch [8][3000/3940] lr: 2.484e-02, eta: 2 days, 21:45:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9163, loss_cls: 4.6816, loss: 4.6816 +2025-06-18 20:59:27,273 - pyskl - INFO - Epoch [8][3100/3940] lr: 2.483e-02, eta: 2 days, 21:45:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9038, loss_cls: 4.8885, loss: 4.8885 +2025-06-18 21:00:11,779 - pyskl - INFO - Epoch [8][3200/3940] lr: 2.483e-02, eta: 2 days, 21:44:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9213, loss_cls: 4.6244, loss: 4.6244 +2025-06-18 21:00:56,342 - pyskl - INFO - Epoch [8][3300/3940] lr: 2.483e-02, eta: 2 days, 21:43:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9125, loss_cls: 4.7239, loss: 4.7239 +2025-06-18 21:01:40,824 - pyskl - INFO - Epoch [8][3400/3940] lr: 2.483e-02, eta: 2 days, 21:42:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9225, loss_cls: 4.6194, loss: 4.6194 +2025-06-18 21:02:25,652 - pyskl - INFO - Epoch [8][3500/3940] lr: 2.483e-02, eta: 2 days, 21:41:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9194, loss_cls: 4.6975, loss: 4.6975 +2025-06-18 21:03:10,365 - pyskl - INFO - Epoch [8][3600/3940] lr: 2.483e-02, eta: 2 days, 21:41:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6587, top5_acc: 0.9113, loss_cls: 4.8713, loss: 4.8713 +2025-06-18 21:03:55,036 - pyskl - INFO - Epoch [8][3700/3940] lr: 2.483e-02, eta: 2 days, 21:40:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9194, loss_cls: 4.7921, loss: 4.7921 +2025-06-18 21:04:39,868 - pyskl - INFO - Epoch [8][3800/3940] lr: 2.483e-02, eta: 2 days, 21:39:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9206, loss_cls: 4.7862, loss: 4.7862 +2025-06-18 21:05:24,494 - pyskl - INFO - Epoch [8][3900/3940] lr: 2.483e-02, eta: 2 days, 21:38:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6438, top5_acc: 0.9081, loss_cls: 4.8655, loss: 4.8655 +2025-06-18 21:05:42,822 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-06-18 21:09:09,802 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-18 21:09:10,291 - pyskl - INFO - +top1_acc 0.6162 +top5_acc 0.8932 +2025-06-18 21:09:10,310 - pyskl - INFO - Epoch(val) [8][3183] top1_acc: 0.6162, top5_acc: 0.8932 +2025-06-18 21:10:20,204 - pyskl - INFO - Epoch [9][100/3940] lr: 2.482e-02, eta: 2 days, 21:39:51, time: 0.699, data_time: 0.252, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9306, loss_cls: 4.6373, loss: 4.6373 +2025-06-18 21:11:04,642 - pyskl - INFO - Epoch [9][200/3940] lr: 2.482e-02, eta: 2 days, 21:38:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9325, loss_cls: 4.6775, loss: 4.6775 +2025-06-18 21:11:49,228 - pyskl - INFO - Epoch [9][300/3940] lr: 2.482e-02, eta: 2 days, 21:38:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9225, loss_cls: 4.6677, loss: 4.6677 +2025-06-18 21:12:33,814 - pyskl - INFO - Epoch [9][400/3940] lr: 2.482e-02, eta: 2 days, 21:37:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9175, loss_cls: 4.7218, loss: 4.7218 +2025-06-18 21:13:18,473 - pyskl - INFO - Epoch [9][500/3940] lr: 2.482e-02, eta: 2 days, 21:36:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9225, loss_cls: 4.6450, loss: 4.6450 +2025-06-18 21:14:02,997 - pyskl - INFO - Epoch [9][600/3940] lr: 2.482e-02, eta: 2 days, 21:35:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9275, loss_cls: 4.6740, loss: 4.6740 +2025-06-18 21:14:47,610 - pyskl - INFO - Epoch [9][700/3940] lr: 2.482e-02, eta: 2 days, 21:34:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9156, loss_cls: 4.7949, loss: 4.7949 +2025-06-18 21:15:32,315 - pyskl - INFO - Epoch [9][800/3940] lr: 2.482e-02, eta: 2 days, 21:34:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9281, loss_cls: 4.6607, loss: 4.6607 +2025-06-18 21:16:17,077 - pyskl - INFO - Epoch [9][900/3940] lr: 2.481e-02, eta: 2 days, 21:33:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9163, loss_cls: 4.7680, loss: 4.7680 +2025-06-18 21:17:01,758 - pyskl - INFO - Epoch [9][1000/3940] lr: 2.481e-02, eta: 2 days, 21:32:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9231, loss_cls: 4.7058, loss: 4.7058 +2025-06-18 21:17:46,373 - pyskl - INFO - Epoch [9][1100/3940] lr: 2.481e-02, eta: 2 days, 21:31:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9044, loss_cls: 4.7758, loss: 4.7758 +2025-06-18 21:18:30,987 - pyskl - INFO - Epoch [9][1200/3940] lr: 2.481e-02, eta: 2 days, 21:30:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9206, loss_cls: 4.5230, loss: 4.5230 +2025-06-18 21:19:15,623 - pyskl - INFO - Epoch [9][1300/3940] lr: 2.481e-02, eta: 2 days, 21:30:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9131, loss_cls: 4.8361, loss: 4.8361 +2025-06-18 21:20:00,148 - pyskl - INFO - Epoch [9][1400/3940] lr: 2.481e-02, eta: 2 days, 21:29:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9200, loss_cls: 4.8028, loss: 4.8028 +2025-06-18 21:20:44,677 - pyskl - INFO - Epoch [9][1500/3940] lr: 2.481e-02, eta: 2 days, 21:28:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9225, loss_cls: 4.5941, loss: 4.5941 +2025-06-18 21:21:29,189 - pyskl - INFO - Epoch [9][1600/3940] lr: 2.481e-02, eta: 2 days, 21:27:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9125, loss_cls: 4.8521, loss: 4.8521 +2025-06-18 21:22:13,794 - pyskl - INFO - Epoch [9][1700/3940] lr: 2.481e-02, eta: 2 days, 21:26:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9169, loss_cls: 4.7652, loss: 4.7652 +2025-06-18 21:22:58,490 - pyskl - INFO - Epoch [9][1800/3940] lr: 2.480e-02, eta: 2 days, 21:26:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6700, top5_acc: 0.9125, loss_cls: 4.7679, loss: 4.7679 +2025-06-18 21:23:43,174 - pyskl - INFO - Epoch [9][1900/3940] lr: 2.480e-02, eta: 2 days, 21:25:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9275, loss_cls: 4.5935, loss: 4.5935 +2025-06-18 21:24:27,890 - pyskl - INFO - Epoch [9][2000/3940] lr: 2.480e-02, eta: 2 days, 21:24:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9206, loss_cls: 4.6717, loss: 4.6717 +2025-06-18 21:25:12,460 - pyskl - INFO - Epoch [9][2100/3940] lr: 2.480e-02, eta: 2 days, 21:23:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9250, loss_cls: 4.5839, loss: 4.5839 +2025-06-18 21:25:56,957 - pyskl - INFO - Epoch [9][2200/3940] lr: 2.480e-02, eta: 2 days, 21:22:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9163, loss_cls: 4.7420, loss: 4.7420 +2025-06-18 21:26:41,512 - pyskl - INFO - Epoch [9][2300/3940] lr: 2.480e-02, eta: 2 days, 21:22:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9250, loss_cls: 4.6496, loss: 4.6496 +2025-06-18 21:27:26,033 - pyskl - INFO - Epoch [9][2400/3940] lr: 2.480e-02, eta: 2 days, 21:21:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9144, loss_cls: 4.7718, loss: 4.7718 +2025-06-18 21:28:10,746 - pyskl - INFO - Epoch [9][2500/3940] lr: 2.480e-02, eta: 2 days, 21:20:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9156, loss_cls: 4.7880, loss: 4.7880 +2025-06-18 21:28:55,348 - pyskl - INFO - Epoch [9][2600/3940] lr: 2.479e-02, eta: 2 days, 21:19:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9119, loss_cls: 4.7828, loss: 4.7828 +2025-06-18 21:29:39,893 - pyskl - INFO - Epoch [9][2700/3940] lr: 2.479e-02, eta: 2 days, 21:18:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9225, loss_cls: 4.7795, loss: 4.7795 +2025-06-18 21:30:24,410 - pyskl - INFO - Epoch [9][2800/3940] lr: 2.479e-02, eta: 2 days, 21:17:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9137, loss_cls: 4.7913, loss: 4.7913 +2025-06-18 21:31:09,050 - pyskl - INFO - Epoch [9][2900/3940] lr: 2.479e-02, eta: 2 days, 21:17:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9256, loss_cls: 4.6888, loss: 4.6888 +2025-06-18 21:31:53,751 - pyskl - INFO - Epoch [9][3000/3940] lr: 2.479e-02, eta: 2 days, 21:16:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9119, loss_cls: 4.6855, loss: 4.6855 +2025-06-18 21:32:38,521 - pyskl - INFO - Epoch [9][3100/3940] lr: 2.479e-02, eta: 2 days, 21:15:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6750, top5_acc: 0.9137, loss_cls: 4.6915, loss: 4.6915 +2025-06-18 21:33:23,121 - pyskl - INFO - Epoch [9][3200/3940] lr: 2.479e-02, eta: 2 days, 21:14:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6613, top5_acc: 0.9106, loss_cls: 4.8470, loss: 4.8470 +2025-06-18 21:34:07,738 - pyskl - INFO - Epoch [9][3300/3940] lr: 2.479e-02, eta: 2 days, 21:14:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9231, loss_cls: 4.6165, loss: 4.6165 +2025-06-18 21:34:52,277 - pyskl - INFO - Epoch [9][3400/3940] lr: 2.479e-02, eta: 2 days, 21:13:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9256, loss_cls: 4.6300, loss: 4.6300 +2025-06-18 21:35:37,004 - pyskl - INFO - Epoch [9][3500/3940] lr: 2.478e-02, eta: 2 days, 21:12:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9194, loss_cls: 4.6195, loss: 4.6195 +2025-06-18 21:36:21,616 - pyskl - INFO - Epoch [9][3600/3940] lr: 2.478e-02, eta: 2 days, 21:11:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6469, top5_acc: 0.9119, loss_cls: 4.8956, loss: 4.8956 +2025-06-18 21:37:06,406 - pyskl - INFO - Epoch [9][3700/3940] lr: 2.478e-02, eta: 2 days, 21:10:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9194, loss_cls: 4.8474, loss: 4.8474 +2025-06-18 21:37:51,115 - pyskl - INFO - Epoch [9][3800/3940] lr: 2.478e-02, eta: 2 days, 21:10:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9150, loss_cls: 4.6795, loss: 4.6795 +2025-06-18 21:38:35,705 - pyskl - INFO - Epoch [9][3900/3940] lr: 2.478e-02, eta: 2 days, 21:09:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9100, loss_cls: 4.8022, loss: 4.8022 +2025-06-18 21:38:53,856 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-06-18 21:42:22,643 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-18 21:42:23,145 - pyskl - INFO - +top1_acc 0.6412 +top5_acc 0.8985 +2025-06-18 21:42:23,204 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_7.pth was removed +2025-06-18 21:42:24,316 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-06-18 21:42:24,318 - pyskl - INFO - Best top1_acc is 0.6412 at 9 epoch. +2025-06-18 21:42:24,336 - pyskl - INFO - Epoch(val) [9][3183] top1_acc: 0.6412, top5_acc: 0.8985 +2025-06-18 21:43:33,379 - pyskl - INFO - Epoch [10][100/3940] lr: 2.478e-02, eta: 2 days, 21:09:54, time: 0.690, data_time: 0.246, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9181, loss_cls: 4.6427, loss: 4.6427 +2025-06-18 21:44:17,663 - pyskl - INFO - Epoch [10][200/3940] lr: 2.478e-02, eta: 2 days, 21:09:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9181, loss_cls: 4.6172, loss: 4.6172 +2025-06-18 21:45:02,081 - pyskl - INFO - Epoch [10][300/3940] lr: 2.477e-02, eta: 2 days, 21:08:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9225, loss_cls: 4.6901, loss: 4.6901 +2025-06-18 21:45:46,439 - pyskl - INFO - Epoch [10][400/3940] lr: 2.477e-02, eta: 2 days, 21:07:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9294, loss_cls: 4.5421, loss: 4.5421 +2025-06-18 21:46:30,846 - pyskl - INFO - Epoch [10][500/3940] lr: 2.477e-02, eta: 2 days, 21:06:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9200, loss_cls: 4.6530, loss: 4.6530 +2025-06-18 21:47:15,223 - pyskl - INFO - Epoch [10][600/3940] lr: 2.477e-02, eta: 2 days, 21:05:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9144, loss_cls: 4.6222, loss: 4.6222 +2025-06-18 21:47:59,692 - pyskl - INFO - Epoch [10][700/3940] lr: 2.477e-02, eta: 2 days, 21:04:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9156, loss_cls: 4.6733, loss: 4.6733 +2025-06-18 21:48:44,093 - pyskl - INFO - Epoch [10][800/3940] lr: 2.477e-02, eta: 2 days, 21:03:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9169, loss_cls: 4.7156, loss: 4.7156 +2025-06-18 21:49:28,561 - pyskl - INFO - Epoch [10][900/3940] lr: 2.477e-02, eta: 2 days, 21:03:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9125, loss_cls: 4.6845, loss: 4.6845 +2025-06-18 21:50:12,948 - pyskl - INFO - Epoch [10][1000/3940] lr: 2.477e-02, eta: 2 days, 21:02:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9181, loss_cls: 4.7408, loss: 4.7408 +2025-06-18 21:50:57,347 - pyskl - INFO - Epoch [10][1100/3940] lr: 2.476e-02, eta: 2 days, 21:01:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9144, loss_cls: 4.6884, loss: 4.6884 +2025-06-18 21:51:41,732 - pyskl - INFO - Epoch [10][1200/3940] lr: 2.476e-02, eta: 2 days, 21:00:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9119, loss_cls: 4.6611, loss: 4.6611 +2025-06-18 21:52:26,084 - pyskl - INFO - Epoch [10][1300/3940] lr: 2.476e-02, eta: 2 days, 20:59:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9269, loss_cls: 4.7099, loss: 4.7099 +2025-06-18 21:53:10,512 - pyskl - INFO - Epoch [10][1400/3940] lr: 2.476e-02, eta: 2 days, 20:58:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9144, loss_cls: 4.7457, loss: 4.7457 +2025-06-18 21:53:54,837 - pyskl - INFO - Epoch [10][1500/3940] lr: 2.476e-02, eta: 2 days, 20:57:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9094, loss_cls: 4.6014, loss: 4.6014 +2025-06-18 21:54:39,240 - pyskl - INFO - Epoch [10][1600/3940] lr: 2.476e-02, eta: 2 days, 20:57:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9175, loss_cls: 4.6327, loss: 4.6327 +2025-06-18 21:55:23,684 - pyskl - INFO - Epoch [10][1700/3940] lr: 2.476e-02, eta: 2 days, 20:56:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9219, loss_cls: 4.6628, loss: 4.6628 +2025-06-18 21:56:08,028 - pyskl - INFO - Epoch [10][1800/3940] lr: 2.476e-02, eta: 2 days, 20:55:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9169, loss_cls: 4.6818, loss: 4.6818 +2025-06-18 21:56:52,391 - pyskl - INFO - Epoch [10][1900/3940] lr: 2.475e-02, eta: 2 days, 20:54:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9175, loss_cls: 4.7338, loss: 4.7338 +2025-06-18 21:57:36,719 - pyskl - INFO - Epoch [10][2000/3940] lr: 2.475e-02, eta: 2 days, 20:53:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9144, loss_cls: 4.7008, loss: 4.7008 +2025-06-18 21:58:21,054 - pyskl - INFO - Epoch [10][2100/3940] lr: 2.475e-02, eta: 2 days, 20:52:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9219, loss_cls: 4.6524, loss: 4.6524 +2025-06-18 21:59:05,500 - pyskl - INFO - Epoch [10][2200/3940] lr: 2.475e-02, eta: 2 days, 20:51:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6806, top5_acc: 0.9106, loss_cls: 4.7489, loss: 4.7489 +2025-06-18 21:59:49,898 - pyskl - INFO - Epoch [10][2300/3940] lr: 2.475e-02, eta: 2 days, 20:51:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9213, loss_cls: 4.5869, loss: 4.5869 +2025-06-18 22:00:34,282 - pyskl - INFO - Epoch [10][2400/3940] lr: 2.475e-02, eta: 2 days, 20:50:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9106, loss_cls: 4.6326, loss: 4.6326 +2025-06-18 22:01:18,693 - pyskl - INFO - Epoch [10][2500/3940] lr: 2.475e-02, eta: 2 days, 20:49:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9175, loss_cls: 4.6534, loss: 4.6534 +2025-06-18 22:02:03,138 - pyskl - INFO - Epoch [10][2600/3940] lr: 2.475e-02, eta: 2 days, 20:48:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9156, loss_cls: 4.6847, loss: 4.6847 +2025-06-18 22:02:47,621 - pyskl - INFO - Epoch [10][2700/3940] lr: 2.474e-02, eta: 2 days, 20:47:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9219, loss_cls: 4.6745, loss: 4.6745 +2025-06-18 22:03:32,014 - pyskl - INFO - Epoch [10][2800/3940] lr: 2.474e-02, eta: 2 days, 20:46:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9244, loss_cls: 4.6857, loss: 4.6857 +2025-06-18 22:04:16,441 - pyskl - INFO - Epoch [10][2900/3940] lr: 2.474e-02, eta: 2 days, 20:46:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9275, loss_cls: 4.6407, loss: 4.6407 +2025-06-18 22:05:00,866 - pyskl - INFO - Epoch [10][3000/3940] lr: 2.474e-02, eta: 2 days, 20:45:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9231, loss_cls: 4.6514, loss: 4.6514 +2025-06-18 22:05:45,130 - pyskl - INFO - Epoch [10][3100/3940] lr: 2.474e-02, eta: 2 days, 20:44:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9269, loss_cls: 4.6347, loss: 4.6347 +2025-06-18 22:06:29,625 - pyskl - INFO - Epoch [10][3200/3940] lr: 2.474e-02, eta: 2 days, 20:43:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9187, loss_cls: 4.6598, loss: 4.6598 +2025-06-18 22:07:13,904 - pyskl - INFO - Epoch [10][3300/3940] lr: 2.474e-02, eta: 2 days, 20:42:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9231, loss_cls: 4.6690, loss: 4.6690 +2025-06-18 22:07:58,163 - pyskl - INFO - Epoch [10][3400/3940] lr: 2.473e-02, eta: 2 days, 20:41:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6806, top5_acc: 0.9269, loss_cls: 4.7039, loss: 4.7039 +2025-06-18 22:08:42,490 - pyskl - INFO - Epoch [10][3500/3940] lr: 2.473e-02, eta: 2 days, 20:40:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9131, loss_cls: 4.6805, loss: 4.6805 +2025-06-18 22:09:26,916 - pyskl - INFO - Epoch [10][3600/3940] lr: 2.473e-02, eta: 2 days, 20:40:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9125, loss_cls: 4.8724, loss: 4.8724 +2025-06-18 22:10:11,305 - pyskl - INFO - Epoch [10][3700/3940] lr: 2.473e-02, eta: 2 days, 20:39:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9275, loss_cls: 4.5132, loss: 4.5132 +2025-06-18 22:10:55,804 - pyskl - INFO - Epoch [10][3800/3940] lr: 2.473e-02, eta: 2 days, 20:38:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9275, loss_cls: 4.6790, loss: 4.6790 +2025-06-18 22:11:40,239 - pyskl - INFO - Epoch [10][3900/3940] lr: 2.473e-02, eta: 2 days, 20:37:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9337, loss_cls: 4.7031, loss: 4.7031 +2025-06-18 22:11:58,288 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-06-18 22:30:48,964 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-18 22:30:49,437 - pyskl - INFO - +top1_acc 0.5561 +top5_acc 0.8410 +2025-06-18 22:30:49,457 - pyskl - INFO - Epoch(val) [10][3183] top1_acc: 0.5561, top5_acc: 0.8410 +2025-06-18 22:31:58,054 - pyskl - INFO - Epoch [11][100/3940] lr: 2.473e-02, eta: 2 days, 20:37:57, time: 0.686, data_time: 0.242, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9369, loss_cls: 4.6754, loss: 4.6754 +2025-06-18 22:32:42,368 - pyskl - INFO - Epoch [11][200/3940] lr: 2.472e-02, eta: 2 days, 20:37:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9263, loss_cls: 4.4761, loss: 4.4761 +2025-06-18 22:33:26,692 - pyskl - INFO - Epoch [11][300/3940] lr: 2.472e-02, eta: 2 days, 20:36:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9150, loss_cls: 4.5653, loss: 4.5653 +2025-06-18 22:34:11,126 - pyskl - INFO - Epoch [11][400/3940] lr: 2.472e-02, eta: 2 days, 20:35:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9281, loss_cls: 4.6809, loss: 4.6809 +2025-06-18 22:34:55,517 - pyskl - INFO - Epoch [11][500/3940] lr: 2.472e-02, eta: 2 days, 20:34:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9187, loss_cls: 4.6419, loss: 4.6419 +2025-06-18 22:35:39,930 - pyskl - INFO - Epoch [11][600/3940] lr: 2.472e-02, eta: 2 days, 20:33:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9369, loss_cls: 4.5676, loss: 4.5676 +2025-06-18 22:36:24,333 - pyskl - INFO - Epoch [11][700/3940] lr: 2.472e-02, eta: 2 days, 20:32:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9281, loss_cls: 4.5869, loss: 4.5869 +2025-06-18 22:37:08,722 - pyskl - INFO - Epoch [11][800/3940] lr: 2.472e-02, eta: 2 days, 20:32:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9225, loss_cls: 4.6079, loss: 4.6079 +2025-06-18 22:37:53,151 - pyskl - INFO - Epoch [11][900/3940] lr: 2.471e-02, eta: 2 days, 20:31:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9175, loss_cls: 4.5640, loss: 4.5640 +2025-06-18 22:38:37,562 - pyskl - INFO - Epoch [11][1000/3940] lr: 2.471e-02, eta: 2 days, 20:30:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9300, loss_cls: 4.5774, loss: 4.5774 +2025-06-18 22:39:21,971 - pyskl - INFO - Epoch [11][1100/3940] lr: 2.471e-02, eta: 2 days, 20:29:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9213, loss_cls: 4.6642, loss: 4.6642 +2025-06-18 22:40:06,183 - pyskl - INFO - Epoch [11][1200/3940] lr: 2.471e-02, eta: 2 days, 20:28:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9256, loss_cls: 4.7316, loss: 4.7316 +2025-06-18 22:40:50,501 - pyskl - INFO - Epoch [11][1300/3940] lr: 2.471e-02, eta: 2 days, 20:27:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9150, loss_cls: 4.6754, loss: 4.6754 +2025-06-18 22:41:34,876 - pyskl - INFO - Epoch [11][1400/3940] lr: 2.471e-02, eta: 2 days, 20:26:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9294, loss_cls: 4.5336, loss: 4.5336 +2025-06-18 22:42:19,272 - pyskl - INFO - Epoch [11][1500/3940] lr: 2.471e-02, eta: 2 days, 20:26:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9300, loss_cls: 4.6739, loss: 4.6739 +2025-06-18 22:43:03,883 - pyskl - INFO - Epoch [11][1600/3940] lr: 2.470e-02, eta: 2 days, 20:25:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9150, loss_cls: 4.6870, loss: 4.6870 +2025-06-18 22:43:48,340 - pyskl - INFO - Epoch [11][1700/3940] lr: 2.470e-02, eta: 2 days, 20:24:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9144, loss_cls: 4.5899, loss: 4.5899 +2025-06-18 22:44:32,834 - pyskl - INFO - Epoch [11][1800/3940] lr: 2.470e-02, eta: 2 days, 20:23:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9181, loss_cls: 4.6433, loss: 4.6433 +2025-06-18 22:45:17,190 - pyskl - INFO - Epoch [11][1900/3940] lr: 2.470e-02, eta: 2 days, 20:22:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9231, loss_cls: 4.6650, loss: 4.6650 +2025-06-18 22:46:01,566 - pyskl - INFO - Epoch [11][2000/3940] lr: 2.470e-02, eta: 2 days, 20:22:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9231, loss_cls: 4.5874, loss: 4.5874 +2025-06-18 22:46:46,041 - pyskl - INFO - Epoch [11][2100/3940] lr: 2.470e-02, eta: 2 days, 20:21:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9181, loss_cls: 4.5812, loss: 4.5812 +2025-06-18 22:47:30,529 - pyskl - INFO - Epoch [11][2200/3940] lr: 2.470e-02, eta: 2 days, 20:20:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9100, loss_cls: 4.6527, loss: 4.6527 +2025-06-18 22:48:14,974 - pyskl - INFO - Epoch [11][2300/3940] lr: 2.469e-02, eta: 2 days, 20:19:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9344, loss_cls: 4.5565, loss: 4.5565 +2025-06-18 22:48:59,438 - pyskl - INFO - Epoch [11][2400/3940] lr: 2.469e-02, eta: 2 days, 20:18:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9181, loss_cls: 4.7054, loss: 4.7054 +2025-06-18 22:49:43,986 - pyskl - INFO - Epoch [11][2500/3940] lr: 2.469e-02, eta: 2 days, 20:18:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9194, loss_cls: 4.5948, loss: 4.5948 +2025-06-18 22:50:28,532 - pyskl - INFO - Epoch [11][2600/3940] lr: 2.469e-02, eta: 2 days, 20:17:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9256, loss_cls: 4.5871, loss: 4.5871 +2025-06-18 22:51:12,987 - pyskl - INFO - Epoch [11][2700/3940] lr: 2.469e-02, eta: 2 days, 20:16:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9094, loss_cls: 4.7006, loss: 4.7006 +2025-06-18 22:51:57,492 - pyskl - INFO - Epoch [11][2800/3940] lr: 2.469e-02, eta: 2 days, 20:15:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9231, loss_cls: 4.8004, loss: 4.8004 +2025-06-18 22:52:41,997 - pyskl - INFO - Epoch [11][2900/3940] lr: 2.469e-02, eta: 2 days, 20:14:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9319, loss_cls: 4.5545, loss: 4.5545 +2025-06-18 22:53:26,541 - pyskl - INFO - Epoch [11][3000/3940] lr: 2.468e-02, eta: 2 days, 20:13:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9131, loss_cls: 4.6429, loss: 4.6429 +2025-06-18 22:54:11,138 - pyskl - INFO - Epoch [11][3100/3940] lr: 2.468e-02, eta: 2 days, 20:13:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9281, loss_cls: 4.4326, loss: 4.4326 +2025-06-18 22:54:55,700 - pyskl - INFO - Epoch [11][3200/3940] lr: 2.468e-02, eta: 2 days, 20:12:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9206, loss_cls: 4.6369, loss: 4.6369 +2025-06-18 22:55:40,224 - pyskl - INFO - Epoch [11][3300/3940] lr: 2.468e-02, eta: 2 days, 20:11:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9237, loss_cls: 4.5667, loss: 4.5667 +2025-06-18 22:56:24,868 - pyskl - INFO - Epoch [11][3400/3940] lr: 2.468e-02, eta: 2 days, 20:10:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9244, loss_cls: 4.5715, loss: 4.5715 +2025-06-18 22:57:09,570 - pyskl - INFO - Epoch [11][3500/3940] lr: 2.468e-02, eta: 2 days, 20:10:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9225, loss_cls: 4.7032, loss: 4.7032 +2025-06-18 22:57:54,212 - pyskl - INFO - Epoch [11][3600/3940] lr: 2.467e-02, eta: 2 days, 20:09:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9256, loss_cls: 4.5446, loss: 4.5446 +2025-06-18 22:58:38,675 - pyskl - INFO - Epoch [11][3700/3940] lr: 2.467e-02, eta: 2 days, 20:08:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9363, loss_cls: 4.4469, loss: 4.4469 +2025-06-18 22:59:23,197 - pyskl - INFO - Epoch [11][3800/3940] lr: 2.467e-02, eta: 2 days, 20:07:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9313, loss_cls: 4.6240, loss: 4.6240 +2025-06-18 23:00:07,585 - pyskl - INFO - Epoch [11][3900/3940] lr: 2.467e-02, eta: 2 days, 20:06:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9231, loss_cls: 4.5959, loss: 4.5959 +2025-06-18 23:00:25,655 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-06-18 23:03:53,495 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-18 23:03:54,014 - pyskl - INFO - +top1_acc 0.5853 +top5_acc 0.8723 +2025-06-18 23:03:54,031 - pyskl - INFO - Epoch(val) [11][3183] top1_acc: 0.5853, top5_acc: 0.8723 +2025-06-18 23:05:03,079 - pyskl - INFO - Epoch [12][100/3940] lr: 2.467e-02, eta: 2 days, 20:07:09, time: 0.690, data_time: 0.244, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9244, loss_cls: 4.5967, loss: 4.5967 +2025-06-18 23:05:47,857 - pyskl - INFO - Epoch [12][200/3940] lr: 2.467e-02, eta: 2 days, 20:06:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9244, loss_cls: 4.5423, loss: 4.5423 +2025-06-18 23:06:32,550 - pyskl - INFO - Epoch [12][300/3940] lr: 2.467e-02, eta: 2 days, 20:05:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9300, loss_cls: 4.4882, loss: 4.4882 +2025-06-18 23:07:17,437 - pyskl - INFO - Epoch [12][400/3940] lr: 2.466e-02, eta: 2 days, 20:04:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9206, loss_cls: 4.6746, loss: 4.6746 +2025-06-18 23:08:02,301 - pyskl - INFO - Epoch [12][500/3940] lr: 2.466e-02, eta: 2 days, 20:04:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9244, loss_cls: 4.5321, loss: 4.5321 +2025-06-18 23:08:47,155 - pyskl - INFO - Epoch [12][600/3940] lr: 2.466e-02, eta: 2 days, 20:03:26, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9356, loss_cls: 4.4994, loss: 4.4994 +2025-06-18 23:09:31,932 - pyskl - INFO - Epoch [12][700/3940] lr: 2.466e-02, eta: 2 days, 20:02:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9256, loss_cls: 4.5650, loss: 4.5650 +2025-06-18 23:10:16,681 - pyskl - INFO - Epoch [12][800/3940] lr: 2.466e-02, eta: 2 days, 20:01:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9325, loss_cls: 4.4787, loss: 4.4787 +2025-06-18 23:11:01,386 - pyskl - INFO - Epoch [12][900/3940] lr: 2.466e-02, eta: 2 days, 20:01:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9313, loss_cls: 4.4982, loss: 4.4982 +2025-06-18 23:11:46,128 - pyskl - INFO - Epoch [12][1000/3940] lr: 2.465e-02, eta: 2 days, 20:00:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9313, loss_cls: 4.5207, loss: 4.5207 +2025-06-18 23:12:30,784 - pyskl - INFO - Epoch [12][1100/3940] lr: 2.465e-02, eta: 2 days, 19:59:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9213, loss_cls: 4.6065, loss: 4.6065 +2025-06-18 23:13:15,436 - pyskl - INFO - Epoch [12][1200/3940] lr: 2.465e-02, eta: 2 days, 19:58:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9163, loss_cls: 4.6367, loss: 4.6367 +2025-06-18 23:13:59,962 - pyskl - INFO - Epoch [12][1300/3940] lr: 2.465e-02, eta: 2 days, 19:58:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9213, loss_cls: 4.5796, loss: 4.5796 +2025-06-18 23:14:44,559 - pyskl - INFO - Epoch [12][1400/3940] lr: 2.465e-02, eta: 2 days, 19:57:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9294, loss_cls: 4.4970, loss: 4.4970 +2025-06-18 23:15:29,131 - pyskl - INFO - Epoch [12][1500/3940] lr: 2.465e-02, eta: 2 days, 19:56:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9300, loss_cls: 4.5575, loss: 4.5575 +2025-06-18 23:16:13,858 - pyskl - INFO - Epoch [12][1600/3940] lr: 2.465e-02, eta: 2 days, 19:55:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9281, loss_cls: 4.5485, loss: 4.5485 +2025-06-18 23:16:58,773 - pyskl - INFO - Epoch [12][1700/3940] lr: 2.464e-02, eta: 2 days, 19:55:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9169, loss_cls: 4.6682, loss: 4.6682 +2025-06-18 23:17:43,646 - pyskl - INFO - Epoch [12][1800/3940] lr: 2.464e-02, eta: 2 days, 19:54:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9256, loss_cls: 4.5008, loss: 4.5008 +2025-06-18 23:18:28,152 - pyskl - INFO - Epoch [12][1900/3940] lr: 2.464e-02, eta: 2 days, 19:53:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9269, loss_cls: 4.4760, loss: 4.4760 +2025-06-18 23:19:12,709 - pyskl - INFO - Epoch [12][2000/3940] lr: 2.464e-02, eta: 2 days, 19:52:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9106, loss_cls: 4.6607, loss: 4.6607 +2025-06-18 23:19:57,382 - pyskl - INFO - Epoch [12][2100/3940] lr: 2.464e-02, eta: 2 days, 19:51:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9263, loss_cls: 4.5989, loss: 4.5989 +2025-06-18 23:20:41,974 - pyskl - INFO - Epoch [12][2200/3940] lr: 2.464e-02, eta: 2 days, 19:51:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9225, loss_cls: 4.5163, loss: 4.5163 +2025-06-18 23:21:26,408 - pyskl - INFO - Epoch [12][2300/3940] lr: 2.463e-02, eta: 2 days, 19:50:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9294, loss_cls: 4.6587, loss: 4.6587 +2025-06-18 23:22:10,936 - pyskl - INFO - Epoch [12][2400/3940] lr: 2.463e-02, eta: 2 days, 19:49:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9237, loss_cls: 4.6348, loss: 4.6348 +2025-06-18 23:22:55,381 - pyskl - INFO - Epoch [12][2500/3940] lr: 2.463e-02, eta: 2 days, 19:48:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9244, loss_cls: 4.5486, loss: 4.5486 +2025-06-18 23:23:39,877 - pyskl - INFO - Epoch [12][2600/3940] lr: 2.463e-02, eta: 2 days, 19:47:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9213, loss_cls: 4.5218, loss: 4.5218 +2025-06-18 23:24:24,348 - pyskl - INFO - Epoch [12][2700/3940] lr: 2.463e-02, eta: 2 days, 19:47:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9237, loss_cls: 4.5132, loss: 4.5132 +2025-06-18 23:25:08,830 - pyskl - INFO - Epoch [12][2800/3940] lr: 2.463e-02, eta: 2 days, 19:46:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9181, loss_cls: 4.5908, loss: 4.5908 +2025-06-18 23:25:53,389 - pyskl - INFO - Epoch [12][2900/3940] lr: 2.462e-02, eta: 2 days, 19:45:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9225, loss_cls: 4.6857, loss: 4.6857 +2025-06-18 23:26:37,902 - pyskl - INFO - Epoch [12][3000/3940] lr: 2.462e-02, eta: 2 days, 19:44:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9225, loss_cls: 4.4664, loss: 4.4664 +2025-06-18 23:27:22,413 - pyskl - INFO - Epoch [12][3100/3940] lr: 2.462e-02, eta: 2 days, 19:43:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9225, loss_cls: 4.4811, loss: 4.4811 +2025-06-18 23:28:07,032 - pyskl - INFO - Epoch [12][3200/3940] lr: 2.462e-02, eta: 2 days, 19:43:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9244, loss_cls: 4.5053, loss: 4.5053 +2025-06-18 23:28:51,523 - pyskl - INFO - Epoch [12][3300/3940] lr: 2.462e-02, eta: 2 days, 19:42:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9187, loss_cls: 4.5007, loss: 4.5007 +2025-06-18 23:29:36,009 - pyskl - INFO - Epoch [12][3400/3940] lr: 2.462e-02, eta: 2 days, 19:41:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9094, loss_cls: 4.6906, loss: 4.6906 +2025-06-18 23:30:20,670 - pyskl - INFO - Epoch [12][3500/3940] lr: 2.461e-02, eta: 2 days, 19:40:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9150, loss_cls: 4.6577, loss: 4.6577 +2025-06-18 23:31:05,316 - pyskl - INFO - Epoch [12][3600/3940] lr: 2.461e-02, eta: 2 days, 19:40:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9219, loss_cls: 4.6649, loss: 4.6649 +2025-06-18 23:31:49,917 - pyskl - INFO - Epoch [12][3700/3940] lr: 2.461e-02, eta: 2 days, 19:39:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9219, loss_cls: 4.5139, loss: 4.5139 +2025-06-18 23:32:34,447 - pyskl - INFO - Epoch [12][3800/3940] lr: 2.461e-02, eta: 2 days, 19:38:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9250, loss_cls: 4.5559, loss: 4.5559 +2025-06-18 23:33:19,074 - pyskl - INFO - Epoch [12][3900/3940] lr: 2.461e-02, eta: 2 days, 19:37:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9231, loss_cls: 4.6130, loss: 4.6130 +2025-06-18 23:33:37,362 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-06-18 23:37:05,588 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-18 23:37:06,068 - pyskl - INFO - +top1_acc 0.6462 +top5_acc 0.9068 +2025-06-18 23:37:06,124 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_9.pth was removed +2025-06-18 23:37:07,209 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2025-06-18 23:37:07,211 - pyskl - INFO - Best top1_acc is 0.6462 at 12 epoch. +2025-06-18 23:37:07,230 - pyskl - INFO - Epoch(val) [12][3183] top1_acc: 0.6462, top5_acc: 0.9068 +2025-06-18 23:38:15,865 - pyskl - INFO - Epoch [13][100/3940] lr: 2.461e-02, eta: 2 days, 19:37:45, time: 0.686, data_time: 0.240, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9281, loss_cls: 4.5088, loss: 4.5088 +2025-06-18 23:39:00,379 - pyskl - INFO - Epoch [13][200/3940] lr: 2.460e-02, eta: 2 days, 19:36:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9413, loss_cls: 4.4098, loss: 4.4098 +2025-06-18 23:39:44,876 - pyskl - INFO - Epoch [13][300/3940] lr: 2.460e-02, eta: 2 days, 19:36:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9287, loss_cls: 4.5509, loss: 4.5509 +2025-06-18 23:40:29,411 - pyskl - INFO - Epoch [13][400/3940] lr: 2.460e-02, eta: 2 days, 19:35:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9250, loss_cls: 4.5811, loss: 4.5811 +2025-06-18 23:41:13,890 - pyskl - INFO - Epoch [13][500/3940] lr: 2.460e-02, eta: 2 days, 19:34:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9337, loss_cls: 4.3700, loss: 4.3700 +2025-06-18 23:41:58,405 - pyskl - INFO - Epoch [13][600/3940] lr: 2.460e-02, eta: 2 days, 19:33:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9275, loss_cls: 4.4521, loss: 4.4521 +2025-06-18 23:42:42,873 - pyskl - INFO - Epoch [13][700/3940] lr: 2.460e-02, eta: 2 days, 19:32:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9244, loss_cls: 4.5140, loss: 4.5140 +2025-06-18 23:43:27,389 - pyskl - INFO - Epoch [13][800/3940] lr: 2.459e-02, eta: 2 days, 19:32:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9387, loss_cls: 4.4239, loss: 4.4239 +2025-06-18 23:44:11,861 - pyskl - INFO - Epoch [13][900/3940] lr: 2.459e-02, eta: 2 days, 19:31:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9181, loss_cls: 4.6620, loss: 4.6620 +2025-06-18 23:44:56,378 - pyskl - INFO - Epoch [13][1000/3940] lr: 2.459e-02, eta: 2 days, 19:30:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9394, loss_cls: 4.3758, loss: 4.3758 +2025-06-18 23:45:40,947 - pyskl - INFO - Epoch [13][1100/3940] lr: 2.459e-02, eta: 2 days, 19:29:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9187, loss_cls: 4.6001, loss: 4.6001 +2025-06-18 23:46:25,539 - pyskl - INFO - Epoch [13][1200/3940] lr: 2.459e-02, eta: 2 days, 19:28:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9244, loss_cls: 4.5594, loss: 4.5594 +2025-06-18 23:47:10,049 - pyskl - INFO - Epoch [13][1300/3940] lr: 2.459e-02, eta: 2 days, 19:28:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9294, loss_cls: 4.5033, loss: 4.5033 +2025-06-18 23:47:54,505 - pyskl - INFO - Epoch [13][1400/3940] lr: 2.458e-02, eta: 2 days, 19:27:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9344, loss_cls: 4.5246, loss: 4.5246 +2025-06-18 23:48:38,890 - pyskl - INFO - Epoch [13][1500/3940] lr: 2.458e-02, eta: 2 days, 19:26:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9294, loss_cls: 4.5970, loss: 4.5970 +2025-06-18 23:49:23,453 - pyskl - INFO - Epoch [13][1600/3940] lr: 2.458e-02, eta: 2 days, 19:25:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9275, loss_cls: 4.7196, loss: 4.7196 +2025-06-18 23:50:07,933 - pyskl - INFO - Epoch [13][1700/3940] lr: 2.458e-02, eta: 2 days, 19:24:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9150, loss_cls: 4.7232, loss: 4.7232 +2025-06-18 23:50:52,396 - pyskl - INFO - Epoch [13][1800/3940] lr: 2.458e-02, eta: 2 days, 19:24:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9269, loss_cls: 4.5320, loss: 4.5320 +2025-06-18 23:51:36,841 - pyskl - INFO - Epoch [13][1900/3940] lr: 2.458e-02, eta: 2 days, 19:23:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9287, loss_cls: 4.5942, loss: 4.5942 +2025-06-18 23:52:21,250 - pyskl - INFO - Epoch [13][2000/3940] lr: 2.457e-02, eta: 2 days, 19:22:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9219, loss_cls: 4.5755, loss: 4.5755 +2025-06-18 23:53:05,732 - pyskl - INFO - Epoch [13][2100/3940] lr: 2.457e-02, eta: 2 days, 19:21:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9306, loss_cls: 4.5001, loss: 4.5001 +2025-06-18 23:53:50,147 - pyskl - INFO - Epoch [13][2200/3940] lr: 2.457e-02, eta: 2 days, 19:20:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9194, loss_cls: 4.6415, loss: 4.6415 +2025-06-18 23:54:34,700 - pyskl - INFO - Epoch [13][2300/3940] lr: 2.457e-02, eta: 2 days, 19:20:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9244, loss_cls: 4.5337, loss: 4.5337 +2025-06-18 23:55:19,201 - pyskl - INFO - Epoch [13][2400/3940] lr: 2.457e-02, eta: 2 days, 19:19:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9213, loss_cls: 4.6358, loss: 4.6358 +2025-06-18 23:56:03,733 - pyskl - INFO - Epoch [13][2500/3940] lr: 2.456e-02, eta: 2 days, 19:18:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9206, loss_cls: 4.6497, loss: 4.6497 +2025-06-18 23:56:48,309 - pyskl - INFO - Epoch [13][2600/3940] lr: 2.456e-02, eta: 2 days, 19:17:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9175, loss_cls: 4.7281, loss: 4.7281 +2025-06-18 23:57:32,901 - pyskl - INFO - Epoch [13][2700/3940] lr: 2.456e-02, eta: 2 days, 19:17:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9187, loss_cls: 4.5296, loss: 4.5296 +2025-06-18 23:58:17,459 - pyskl - INFO - Epoch [13][2800/3940] lr: 2.456e-02, eta: 2 days, 19:16:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9244, loss_cls: 4.4644, loss: 4.4644 +2025-06-18 23:59:01,936 - pyskl - INFO - Epoch [13][2900/3940] lr: 2.456e-02, eta: 2 days, 19:15:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9163, loss_cls: 4.6241, loss: 4.6241 +2025-06-18 23:59:46,512 - pyskl - INFO - Epoch [13][3000/3940] lr: 2.456e-02, eta: 2 days, 19:14:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9313, loss_cls: 4.5101, loss: 4.5101 +2025-06-19 00:00:31,097 - pyskl - INFO - Epoch [13][3100/3940] lr: 2.455e-02, eta: 2 days, 19:13:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9244, loss_cls: 4.5832, loss: 4.5832 +2025-06-19 00:01:15,820 - pyskl - INFO - Epoch [13][3200/3940] lr: 2.455e-02, eta: 2 days, 19:13:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9275, loss_cls: 4.5281, loss: 4.5281 +2025-06-19 00:02:00,445 - pyskl - INFO - Epoch [13][3300/3940] lr: 2.455e-02, eta: 2 days, 19:12:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9175, loss_cls: 4.5725, loss: 4.5725 +2025-06-19 00:02:45,320 - pyskl - INFO - Epoch [13][3400/3940] lr: 2.455e-02, eta: 2 days, 19:11:36, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9200, loss_cls: 4.4979, loss: 4.4979 +2025-06-19 00:03:29,950 - pyskl - INFO - Epoch [13][3500/3940] lr: 2.455e-02, eta: 2 days, 19:10:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9269, loss_cls: 4.5396, loss: 4.5396 +2025-06-19 00:04:14,475 - pyskl - INFO - Epoch [13][3600/3940] lr: 2.455e-02, eta: 2 days, 19:10:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9187, loss_cls: 4.5047, loss: 4.5047 +2025-06-19 00:04:59,049 - pyskl - INFO - Epoch [13][3700/3940] lr: 2.454e-02, eta: 2 days, 19:09:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9350, loss_cls: 4.5938, loss: 4.5938 +2025-06-19 00:05:43,757 - pyskl - INFO - Epoch [13][3800/3940] lr: 2.454e-02, eta: 2 days, 19:08:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9487, loss_cls: 4.4303, loss: 4.4303 +2025-06-19 00:06:28,520 - pyskl - INFO - Epoch [13][3900/3940] lr: 2.454e-02, eta: 2 days, 19:07:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9225, loss_cls: 4.5651, loss: 4.5651 +2025-06-19 00:06:46,755 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-06-19 00:10:14,948 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 00:10:15,496 - pyskl - INFO - +top1_acc 0.5843 +top5_acc 0.8840 +2025-06-19 00:10:15,515 - pyskl - INFO - Epoch(val) [13][3183] top1_acc: 0.5843, top5_acc: 0.8840 +2025-06-19 00:11:24,245 - pyskl - INFO - Epoch [14][100/3940] lr: 2.454e-02, eta: 2 days, 19:07:46, time: 0.687, data_time: 0.241, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9294, loss_cls: 4.5176, loss: 4.5176 +2025-06-19 00:12:08,801 - pyskl - INFO - Epoch [14][200/3940] lr: 2.454e-02, eta: 2 days, 19:06:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9275, loss_cls: 4.4308, loss: 4.4308 +2025-06-19 00:12:53,407 - pyskl - INFO - Epoch [14][300/3940] lr: 2.453e-02, eta: 2 days, 19:06:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9331, loss_cls: 4.5069, loss: 4.5069 +2025-06-19 00:13:38,023 - pyskl - INFO - Epoch [14][400/3940] lr: 2.453e-02, eta: 2 days, 19:05:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9294, loss_cls: 4.4975, loss: 4.4975 +2025-06-19 00:14:22,519 - pyskl - INFO - Epoch [14][500/3940] lr: 2.453e-02, eta: 2 days, 19:04:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9144, loss_cls: 4.5501, loss: 4.5501 +2025-06-19 00:15:06,885 - pyskl - INFO - Epoch [14][600/3940] lr: 2.453e-02, eta: 2 days, 19:03:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9250, loss_cls: 4.6342, loss: 4.6342 +2025-06-19 00:15:51,329 - pyskl - INFO - Epoch [14][700/3940] lr: 2.453e-02, eta: 2 days, 19:03:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9187, loss_cls: 4.5483, loss: 4.5483 +2025-06-19 00:16:35,902 - pyskl - INFO - Epoch [14][800/3940] lr: 2.453e-02, eta: 2 days, 19:02:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9294, loss_cls: 4.4569, loss: 4.4569 +2025-06-19 00:17:20,494 - pyskl - INFO - Epoch [14][900/3940] lr: 2.452e-02, eta: 2 days, 19:01:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9181, loss_cls: 4.5267, loss: 4.5267 +2025-06-19 00:18:05,009 - pyskl - INFO - Epoch [14][1000/3940] lr: 2.452e-02, eta: 2 days, 19:00:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9263, loss_cls: 4.5183, loss: 4.5183 +2025-06-19 00:18:49,398 - pyskl - INFO - Epoch [14][1100/3940] lr: 2.452e-02, eta: 2 days, 18:59:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9181, loss_cls: 4.5138, loss: 4.5138 +2025-06-19 00:19:33,756 - pyskl - INFO - Epoch [14][1200/3940] lr: 2.452e-02, eta: 2 days, 18:59:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9300, loss_cls: 4.3618, loss: 4.3618 +2025-06-19 00:20:18,325 - pyskl - INFO - Epoch [14][1300/3940] lr: 2.452e-02, eta: 2 days, 18:58:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9381, loss_cls: 4.3334, loss: 4.3334 +2025-06-19 00:21:02,859 - pyskl - INFO - Epoch [14][1400/3940] lr: 2.451e-02, eta: 2 days, 18:57:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9300, loss_cls: 4.4776, loss: 4.4776 +2025-06-19 00:21:47,691 - pyskl - INFO - Epoch [14][1500/3940] lr: 2.451e-02, eta: 2 days, 18:56:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9200, loss_cls: 4.4519, loss: 4.4519 +2025-06-19 00:22:32,305 - pyskl - INFO - Epoch [14][1600/3940] lr: 2.451e-02, eta: 2 days, 18:55:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9256, loss_cls: 4.4183, loss: 4.4183 +2025-06-19 00:23:16,847 - pyskl - INFO - Epoch [14][1700/3940] lr: 2.451e-02, eta: 2 days, 18:55:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9300, loss_cls: 4.3268, loss: 4.3268 +2025-06-19 00:24:01,468 - pyskl - INFO - Epoch [14][1800/3940] lr: 2.451e-02, eta: 2 days, 18:54:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9306, loss_cls: 4.4761, loss: 4.4761 +2025-06-19 00:24:46,084 - pyskl - INFO - Epoch [14][1900/3940] lr: 2.450e-02, eta: 2 days, 18:53:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9369, loss_cls: 4.3975, loss: 4.3975 +2025-06-19 00:25:30,761 - pyskl - INFO - Epoch [14][2000/3940] lr: 2.450e-02, eta: 2 days, 18:52:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9337, loss_cls: 4.4246, loss: 4.4246 +2025-06-19 00:26:15,406 - pyskl - INFO - Epoch [14][2100/3940] lr: 2.450e-02, eta: 2 days, 18:52:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9319, loss_cls: 4.4448, loss: 4.4448 +2025-06-19 00:26:59,978 - pyskl - INFO - Epoch [14][2200/3940] lr: 2.450e-02, eta: 2 days, 18:51:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9287, loss_cls: 4.4628, loss: 4.4628 +2025-06-19 00:27:44,604 - pyskl - INFO - Epoch [14][2300/3940] lr: 2.450e-02, eta: 2 days, 18:50:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9263, loss_cls: 4.6442, loss: 4.6442 +2025-06-19 00:28:29,276 - pyskl - INFO - Epoch [14][2400/3940] lr: 2.450e-02, eta: 2 days, 18:49:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9144, loss_cls: 4.5998, loss: 4.5998 +2025-06-19 00:29:13,860 - pyskl - INFO - Epoch [14][2500/3940] lr: 2.449e-02, eta: 2 days, 18:49:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9306, loss_cls: 4.5141, loss: 4.5141 +2025-06-19 00:29:58,485 - pyskl - INFO - Epoch [14][2600/3940] lr: 2.449e-02, eta: 2 days, 18:48:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9319, loss_cls: 4.4045, loss: 4.4045 +2025-06-19 00:30:43,070 - pyskl - INFO - Epoch [14][2700/3940] lr: 2.449e-02, eta: 2 days, 18:47:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9256, loss_cls: 4.5197, loss: 4.5197 +2025-06-19 00:31:27,689 - pyskl - INFO - Epoch [14][2800/3940] lr: 2.449e-02, eta: 2 days, 18:46:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9381, loss_cls: 4.4916, loss: 4.4916 +2025-06-19 00:32:12,256 - pyskl - INFO - Epoch [14][2900/3940] lr: 2.449e-02, eta: 2 days, 18:45:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9350, loss_cls: 4.6112, loss: 4.6112 +2025-06-19 00:32:56,787 - pyskl - INFO - Epoch [14][3000/3940] lr: 2.448e-02, eta: 2 days, 18:45:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9294, loss_cls: 4.5752, loss: 4.5752 +2025-06-19 00:33:41,417 - pyskl - INFO - Epoch [14][3100/3940] lr: 2.448e-02, eta: 2 days, 18:44:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9313, loss_cls: 4.5002, loss: 4.5002 +2025-06-19 00:34:26,065 - pyskl - INFO - Epoch [14][3200/3940] lr: 2.448e-02, eta: 2 days, 18:43:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9313, loss_cls: 4.4292, loss: 4.4292 +2025-06-19 00:35:10,713 - pyskl - INFO - Epoch [14][3300/3940] lr: 2.448e-02, eta: 2 days, 18:42:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9175, loss_cls: 4.5662, loss: 4.5662 +2025-06-19 00:35:55,347 - pyskl - INFO - Epoch [14][3400/3940] lr: 2.448e-02, eta: 2 days, 18:42:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9369, loss_cls: 4.4410, loss: 4.4410 +2025-06-19 00:36:39,940 - pyskl - INFO - Epoch [14][3500/3940] lr: 2.447e-02, eta: 2 days, 18:41:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9225, loss_cls: 4.5649, loss: 4.5649 +2025-06-19 00:37:24,528 - pyskl - INFO - Epoch [14][3600/3940] lr: 2.447e-02, eta: 2 days, 18:40:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9350, loss_cls: 4.5697, loss: 4.5697 +2025-06-19 00:38:09,150 - pyskl - INFO - Epoch [14][3700/3940] lr: 2.447e-02, eta: 2 days, 18:39:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9237, loss_cls: 4.5387, loss: 4.5387 +2025-06-19 00:38:53,882 - pyskl - INFO - Epoch [14][3800/3940] lr: 2.447e-02, eta: 2 days, 18:38:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9375, loss_cls: 4.4239, loss: 4.4239 +2025-06-19 00:39:38,907 - pyskl - INFO - Epoch [14][3900/3940] lr: 2.447e-02, eta: 2 days, 18:38:17, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9263, loss_cls: 4.5056, loss: 4.5056 +2025-06-19 00:39:57,400 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-06-19 00:43:25,230 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 00:43:25,701 - pyskl - INFO - +top1_acc 0.6681 +top5_acc 0.9135 +2025-06-19 00:43:25,757 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_12.pth was removed +2025-06-19 00:43:26,842 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. +2025-06-19 00:43:26,844 - pyskl - INFO - Best top1_acc is 0.6681 at 14 epoch. +2025-06-19 00:43:26,865 - pyskl - INFO - Epoch(val) [14][3183] top1_acc: 0.6681, top5_acc: 0.9135 +2025-06-19 00:44:35,482 - pyskl - INFO - Epoch [15][100/3940] lr: 2.446e-02, eta: 2 days, 18:38:12, time: 0.686, data_time: 0.239, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9187, loss_cls: 4.4680, loss: 4.4680 +2025-06-19 00:45:20,206 - pyskl - INFO - Epoch [15][200/3940] lr: 2.446e-02, eta: 2 days, 18:37:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9344, loss_cls: 4.3627, loss: 4.3627 +2025-06-19 00:46:04,836 - pyskl - INFO - Epoch [15][300/3940] lr: 2.446e-02, eta: 2 days, 18:36:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9319, loss_cls: 4.4785, loss: 4.4785 +2025-06-19 00:46:49,526 - pyskl - INFO - Epoch [15][400/3940] lr: 2.446e-02, eta: 2 days, 18:35:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9356, loss_cls: 4.4171, loss: 4.4171 +2025-06-19 00:47:34,140 - pyskl - INFO - Epoch [15][500/3940] lr: 2.446e-02, eta: 2 days, 18:35:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9406, loss_cls: 4.4201, loss: 4.4201 +2025-06-19 00:48:18,925 - pyskl - INFO - Epoch [15][600/3940] lr: 2.445e-02, eta: 2 days, 18:34:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9313, loss_cls: 4.4174, loss: 4.4174 +2025-06-19 00:49:03,516 - pyskl - INFO - Epoch [15][700/3940] lr: 2.445e-02, eta: 2 days, 18:33:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9225, loss_cls: 4.5267, loss: 4.5267 +2025-06-19 00:49:48,196 - pyskl - INFO - Epoch [15][800/3940] lr: 2.445e-02, eta: 2 days, 18:32:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9394, loss_cls: 4.4424, loss: 4.4424 +2025-06-19 00:50:32,867 - pyskl - INFO - Epoch [15][900/3940] lr: 2.445e-02, eta: 2 days, 18:32:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9294, loss_cls: 4.3991, loss: 4.3991 +2025-06-19 00:51:17,422 - pyskl - INFO - Epoch [15][1000/3940] lr: 2.445e-02, eta: 2 days, 18:31:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9256, loss_cls: 4.5576, loss: 4.5576 +2025-06-19 00:52:01,920 - pyskl - INFO - Epoch [15][1100/3940] lr: 2.445e-02, eta: 2 days, 18:30:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9213, loss_cls: 4.6305, loss: 4.6305 +2025-06-19 00:52:46,452 - pyskl - INFO - Epoch [15][1200/3940] lr: 2.444e-02, eta: 2 days, 18:29:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9419, loss_cls: 4.3092, loss: 4.3092 +2025-06-19 00:53:31,074 - pyskl - INFO - Epoch [15][1300/3940] lr: 2.444e-02, eta: 2 days, 18:28:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9237, loss_cls: 4.5406, loss: 4.5406 +2025-06-19 00:54:15,837 - pyskl - INFO - Epoch [15][1400/3940] lr: 2.444e-02, eta: 2 days, 18:28:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9219, loss_cls: 4.4502, loss: 4.4502 +2025-06-19 00:55:00,568 - pyskl - INFO - Epoch [15][1500/3940] lr: 2.444e-02, eta: 2 days, 18:27:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9369, loss_cls: 4.3736, loss: 4.3736 +2025-06-19 00:55:45,134 - pyskl - INFO - Epoch [15][1600/3940] lr: 2.444e-02, eta: 2 days, 18:26:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9244, loss_cls: 4.4379, loss: 4.4379 +2025-06-19 00:56:29,708 - pyskl - INFO - Epoch [15][1700/3940] lr: 2.443e-02, eta: 2 days, 18:25:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9306, loss_cls: 4.3615, loss: 4.3615 +2025-06-19 00:57:14,318 - pyskl - INFO - Epoch [15][1800/3940] lr: 2.443e-02, eta: 2 days, 18:25:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9381, loss_cls: 4.4613, loss: 4.4613 +2025-06-19 00:57:58,908 - pyskl - INFO - Epoch [15][1900/3940] lr: 2.443e-02, eta: 2 days, 18:24:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9306, loss_cls: 4.5645, loss: 4.5645 +2025-06-19 00:58:43,695 - pyskl - INFO - Epoch [15][2000/3940] lr: 2.443e-02, eta: 2 days, 18:23:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9156, loss_cls: 4.5536, loss: 4.5536 +2025-06-19 00:59:28,093 - pyskl - INFO - Epoch [15][2100/3940] lr: 2.443e-02, eta: 2 days, 18:22:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9300, loss_cls: 4.4712, loss: 4.4712 +2025-06-19 01:00:12,585 - pyskl - INFO - Epoch [15][2200/3940] lr: 2.442e-02, eta: 2 days, 18:22:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9263, loss_cls: 4.5389, loss: 4.5389 +2025-06-19 01:00:57,121 - pyskl - INFO - Epoch [15][2300/3940] lr: 2.442e-02, eta: 2 days, 18:21:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9256, loss_cls: 4.5332, loss: 4.5332 +2025-06-19 01:01:41,576 - pyskl - INFO - Epoch [15][2400/3940] lr: 2.442e-02, eta: 2 days, 18:20:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9269, loss_cls: 4.5108, loss: 4.5108 +2025-06-19 01:02:26,177 - pyskl - INFO - Epoch [15][2500/3940] lr: 2.442e-02, eta: 2 days, 18:19:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9313, loss_cls: 4.3718, loss: 4.3718 +2025-06-19 01:03:10,635 - pyskl - INFO - Epoch [15][2600/3940] lr: 2.442e-02, eta: 2 days, 18:18:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9156, loss_cls: 4.5972, loss: 4.5972 +2025-06-19 01:03:55,203 - pyskl - INFO - Epoch [15][2700/3940] lr: 2.441e-02, eta: 2 days, 18:18:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9244, loss_cls: 4.5336, loss: 4.5336 +2025-06-19 01:04:39,622 - pyskl - INFO - Epoch [15][2800/3940] lr: 2.441e-02, eta: 2 days, 18:17:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9194, loss_cls: 4.5946, loss: 4.5946 +2025-06-19 01:05:24,063 - pyskl - INFO - Epoch [15][2900/3940] lr: 2.441e-02, eta: 2 days, 18:16:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9356, loss_cls: 4.3306, loss: 4.3306 +2025-06-19 01:06:08,561 - pyskl - INFO - Epoch [15][3000/3940] lr: 2.441e-02, eta: 2 days, 18:15:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9281, loss_cls: 4.3359, loss: 4.3359 +2025-06-19 01:06:53,071 - pyskl - INFO - Epoch [15][3100/3940] lr: 2.441e-02, eta: 2 days, 18:14:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9350, loss_cls: 4.4200, loss: 4.4200 +2025-06-19 01:07:37,605 - pyskl - INFO - Epoch [15][3200/3940] lr: 2.440e-02, eta: 2 days, 18:14:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9369, loss_cls: 4.5183, loss: 4.5183 +2025-06-19 01:08:22,161 - pyskl - INFO - Epoch [15][3300/3940] lr: 2.440e-02, eta: 2 days, 18:13:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9100, loss_cls: 4.5255, loss: 4.5255 +2025-06-19 01:09:06,559 - pyskl - INFO - Epoch [15][3400/3940] lr: 2.440e-02, eta: 2 days, 18:12:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9269, loss_cls: 4.5177, loss: 4.5177 +2025-06-19 01:09:50,980 - pyskl - INFO - Epoch [15][3500/3940] lr: 2.440e-02, eta: 2 days, 18:11:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9300, loss_cls: 4.6069, loss: 4.6069 +2025-06-19 01:10:35,400 - pyskl - INFO - Epoch [15][3600/3940] lr: 2.440e-02, eta: 2 days, 18:10:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9263, loss_cls: 4.6107, loss: 4.6107 +2025-06-19 01:11:19,700 - pyskl - INFO - Epoch [15][3700/3940] lr: 2.439e-02, eta: 2 days, 18:10:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9356, loss_cls: 4.4471, loss: 4.4471 +2025-06-19 01:12:03,997 - pyskl - INFO - Epoch [15][3800/3940] lr: 2.439e-02, eta: 2 days, 18:09:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9219, loss_cls: 4.6215, loss: 4.6215 +2025-06-19 01:12:48,324 - pyskl - INFO - Epoch [15][3900/3940] lr: 2.439e-02, eta: 2 days, 18:08:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9413, loss_cls: 4.3784, loss: 4.3784 +2025-06-19 01:13:06,312 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-06-19 01:32:10,594 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 01:32:11,068 - pyskl - INFO - +top1_acc 0.6219 +top5_acc 0.9013 +2025-06-19 01:32:11,087 - pyskl - INFO - Epoch(val) [15][3183] top1_acc: 0.6219, top5_acc: 0.9013 +2025-06-19 01:33:19,733 - pyskl - INFO - Epoch [16][100/3940] lr: 2.439e-02, eta: 2 days, 18:08:22, time: 0.686, data_time: 0.239, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9413, loss_cls: 4.3901, loss: 4.3901 +2025-06-19 01:34:04,335 - pyskl - INFO - Epoch [16][200/3940] lr: 2.438e-02, eta: 2 days, 18:07:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9325, loss_cls: 4.4112, loss: 4.4112 +2025-06-19 01:34:48,893 - pyskl - INFO - Epoch [16][300/3940] lr: 2.438e-02, eta: 2 days, 18:06:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9169, loss_cls: 4.4788, loss: 4.4788 +2025-06-19 01:35:33,359 - pyskl - INFO - Epoch [16][400/3940] lr: 2.438e-02, eta: 2 days, 18:06:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9294, loss_cls: 4.4681, loss: 4.4681 +2025-06-19 01:36:17,839 - pyskl - INFO - Epoch [16][500/3940] lr: 2.438e-02, eta: 2 days, 18:05:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9387, loss_cls: 4.2840, loss: 4.2840 +2025-06-19 01:37:02,355 - pyskl - INFO - Epoch [16][600/3940] lr: 2.438e-02, eta: 2 days, 18:04:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9300, loss_cls: 4.3866, loss: 4.3866 +2025-06-19 01:37:46,879 - pyskl - INFO - Epoch [16][700/3940] lr: 2.437e-02, eta: 2 days, 18:03:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9237, loss_cls: 4.4932, loss: 4.4932 +2025-06-19 01:38:31,350 - pyskl - INFO - Epoch [16][800/3940] lr: 2.437e-02, eta: 2 days, 18:02:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9363, loss_cls: 4.4133, loss: 4.4133 +2025-06-19 01:39:16,275 - pyskl - INFO - Epoch [16][900/3940] lr: 2.437e-02, eta: 2 days, 18:02:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9344, loss_cls: 4.5008, loss: 4.5008 +2025-06-19 01:40:00,893 - pyskl - INFO - Epoch [16][1000/3940] lr: 2.437e-02, eta: 2 days, 18:01:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9375, loss_cls: 4.3945, loss: 4.3945 +2025-06-19 01:40:45,507 - pyskl - INFO - Epoch [16][1100/3940] lr: 2.437e-02, eta: 2 days, 18:00:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9287, loss_cls: 4.5661, loss: 4.5661 +2025-06-19 01:41:30,142 - pyskl - INFO - Epoch [16][1200/3940] lr: 2.436e-02, eta: 2 days, 17:59:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9169, loss_cls: 4.5519, loss: 4.5519 +2025-06-19 01:42:14,685 - pyskl - INFO - Epoch [16][1300/3940] lr: 2.436e-02, eta: 2 days, 17:59:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9400, loss_cls: 4.4321, loss: 4.4321 +2025-06-19 01:42:59,299 - pyskl - INFO - Epoch [16][1400/3940] lr: 2.436e-02, eta: 2 days, 17:58:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9287, loss_cls: 4.4668, loss: 4.4668 +2025-06-19 01:43:43,820 - pyskl - INFO - Epoch [16][1500/3940] lr: 2.436e-02, eta: 2 days, 17:57:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9287, loss_cls: 4.3723, loss: 4.3723 +2025-06-19 01:44:28,445 - pyskl - INFO - Epoch [16][1600/3940] lr: 2.435e-02, eta: 2 days, 17:56:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9375, loss_cls: 4.2910, loss: 4.2910 +2025-06-19 01:45:13,073 - pyskl - INFO - Epoch [16][1700/3940] lr: 2.435e-02, eta: 2 days, 17:55:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9369, loss_cls: 4.4783, loss: 4.4783 +2025-06-19 01:45:57,593 - pyskl - INFO - Epoch [16][1800/3940] lr: 2.435e-02, eta: 2 days, 17:55:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9244, loss_cls: 4.4000, loss: 4.4000 +2025-06-19 01:46:42,105 - pyskl - INFO - Epoch [16][1900/3940] lr: 2.435e-02, eta: 2 days, 17:54:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9169, loss_cls: 4.4793, loss: 4.4793 +2025-06-19 01:47:26,768 - pyskl - INFO - Epoch [16][2000/3940] lr: 2.435e-02, eta: 2 days, 17:53:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9306, loss_cls: 4.2546, loss: 4.2546 +2025-06-19 01:48:11,369 - pyskl - INFO - Epoch [16][2100/3940] lr: 2.434e-02, eta: 2 days, 17:52:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9300, loss_cls: 4.5629, loss: 4.5629 +2025-06-19 01:48:55,874 - pyskl - INFO - Epoch [16][2200/3940] lr: 2.434e-02, eta: 2 days, 17:52:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9287, loss_cls: 4.3670, loss: 4.3670 +2025-06-19 01:49:40,404 - pyskl - INFO - Epoch [16][2300/3940] lr: 2.434e-02, eta: 2 days, 17:51:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9231, loss_cls: 4.4564, loss: 4.4564 +2025-06-19 01:50:24,934 - pyskl - INFO - Epoch [16][2400/3940] lr: 2.434e-02, eta: 2 days, 17:50:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9206, loss_cls: 4.4680, loss: 4.4680 +2025-06-19 01:51:09,446 - pyskl - INFO - Epoch [16][2500/3940] lr: 2.434e-02, eta: 2 days, 17:49:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9394, loss_cls: 4.3701, loss: 4.3701 +2025-06-19 01:51:53,956 - pyskl - INFO - Epoch [16][2600/3940] lr: 2.433e-02, eta: 2 days, 17:48:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9337, loss_cls: 4.4478, loss: 4.4478 +2025-06-19 01:52:38,525 - pyskl - INFO - Epoch [16][2700/3940] lr: 2.433e-02, eta: 2 days, 17:48:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9331, loss_cls: 4.3880, loss: 4.3880 +2025-06-19 01:53:23,101 - pyskl - INFO - Epoch [16][2800/3940] lr: 2.433e-02, eta: 2 days, 17:47:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9119, loss_cls: 4.6584, loss: 4.6584 +2025-06-19 01:54:07,689 - pyskl - INFO - Epoch [16][2900/3940] lr: 2.433e-02, eta: 2 days, 17:46:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9237, loss_cls: 4.4769, loss: 4.4769 +2025-06-19 01:54:52,220 - pyskl - INFO - Epoch [16][3000/3940] lr: 2.433e-02, eta: 2 days, 17:45:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9200, loss_cls: 4.6145, loss: 4.6145 +2025-06-19 01:55:36,836 - pyskl - INFO - Epoch [16][3100/3940] lr: 2.432e-02, eta: 2 days, 17:45:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9413, loss_cls: 4.2205, loss: 4.2205 +2025-06-19 01:56:21,373 - pyskl - INFO - Epoch [16][3200/3940] lr: 2.432e-02, eta: 2 days, 17:44:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9219, loss_cls: 4.6047, loss: 4.6047 +2025-06-19 01:57:05,838 - pyskl - INFO - Epoch [16][3300/3940] lr: 2.432e-02, eta: 2 days, 17:43:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9237, loss_cls: 4.4008, loss: 4.4008 +2025-06-19 01:57:50,786 - pyskl - INFO - Epoch [16][3400/3940] lr: 2.432e-02, eta: 2 days, 17:42:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9394, loss_cls: 4.5028, loss: 4.5028 +2025-06-19 01:58:35,545 - pyskl - INFO - Epoch [16][3500/3940] lr: 2.431e-02, eta: 2 days, 17:42:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9300, loss_cls: 4.3692, loss: 4.3692 +2025-06-19 01:59:20,248 - pyskl - INFO - Epoch [16][3600/3940] lr: 2.431e-02, eta: 2 days, 17:41:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9400, loss_cls: 4.4004, loss: 4.4004 +2025-06-19 02:00:04,844 - pyskl - INFO - Epoch [16][3700/3940] lr: 2.431e-02, eta: 2 days, 17:40:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9244, loss_cls: 4.5194, loss: 4.5194 +2025-06-19 02:00:49,637 - pyskl - INFO - Epoch [16][3800/3940] lr: 2.431e-02, eta: 2 days, 17:39:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9306, loss_cls: 4.4625, loss: 4.4625 +2025-06-19 02:01:34,179 - pyskl - INFO - Epoch [16][3900/3940] lr: 2.431e-02, eta: 2 days, 17:39:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9356, loss_cls: 4.4080, loss: 4.4080 +2025-06-19 02:01:52,404 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-06-19 02:05:17,814 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 02:05:18,284 - pyskl - INFO - +top1_acc 0.6254 +top5_acc 0.8877 +2025-06-19 02:05:18,303 - pyskl - INFO - Epoch(val) [16][3183] top1_acc: 0.6254, top5_acc: 0.8877 +2025-06-19 02:06:28,156 - pyskl - INFO - Epoch [17][100/3940] lr: 2.430e-02, eta: 2 days, 17:39:00, time: 0.698, data_time: 0.249, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9325, loss_cls: 4.3020, loss: 4.3020 +2025-06-19 02:07:12,959 - pyskl - INFO - Epoch [17][200/3940] lr: 2.430e-02, eta: 2 days, 17:38:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9419, loss_cls: 4.1467, loss: 4.1467 +2025-06-19 02:07:57,895 - pyskl - INFO - Epoch [17][300/3940] lr: 2.430e-02, eta: 2 days, 17:37:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9344, loss_cls: 4.2447, loss: 4.2447 +2025-06-19 02:08:42,576 - pyskl - INFO - Epoch [17][400/3940] lr: 2.430e-02, eta: 2 days, 17:36:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9319, loss_cls: 4.3183, loss: 4.3183 +2025-06-19 02:09:27,269 - pyskl - INFO - Epoch [17][500/3940] lr: 2.429e-02, eta: 2 days, 17:36:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9300, loss_cls: 4.3172, loss: 4.3172 +2025-06-19 02:10:11,887 - pyskl - INFO - Epoch [17][600/3940] lr: 2.429e-02, eta: 2 days, 17:35:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9425, loss_cls: 4.2346, loss: 4.2346 +2025-06-19 02:10:56,461 - pyskl - INFO - Epoch [17][700/3940] lr: 2.429e-02, eta: 2 days, 17:34:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9337, loss_cls: 4.4080, loss: 4.4080 +2025-06-19 02:11:41,169 - pyskl - INFO - Epoch [17][800/3940] lr: 2.429e-02, eta: 2 days, 17:33:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9219, loss_cls: 4.5800, loss: 4.5800 +2025-06-19 02:12:25,808 - pyskl - INFO - Epoch [17][900/3940] lr: 2.428e-02, eta: 2 days, 17:32:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9219, loss_cls: 4.4073, loss: 4.4073 +2025-06-19 02:13:10,373 - pyskl - INFO - Epoch [17][1000/3940] lr: 2.428e-02, eta: 2 days, 17:32:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9356, loss_cls: 4.4101, loss: 4.4101 +2025-06-19 02:13:54,927 - pyskl - INFO - Epoch [17][1100/3940] lr: 2.428e-02, eta: 2 days, 17:31:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9225, loss_cls: 4.4577, loss: 4.4577 +2025-06-19 02:14:39,549 - pyskl - INFO - Epoch [17][1200/3940] lr: 2.428e-02, eta: 2 days, 17:30:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9344, loss_cls: 4.4724, loss: 4.4724 +2025-06-19 02:15:24,149 - pyskl - INFO - Epoch [17][1300/3940] lr: 2.428e-02, eta: 2 days, 17:29:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9281, loss_cls: 4.5581, loss: 4.5581 +2025-06-19 02:16:08,870 - pyskl - INFO - Epoch [17][1400/3940] lr: 2.427e-02, eta: 2 days, 17:29:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9350, loss_cls: 4.3627, loss: 4.3627 +2025-06-19 02:16:53,560 - pyskl - INFO - Epoch [17][1500/3940] lr: 2.427e-02, eta: 2 days, 17:28:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9281, loss_cls: 4.4720, loss: 4.4720 +2025-06-19 02:17:38,077 - pyskl - INFO - Epoch [17][1600/3940] lr: 2.427e-02, eta: 2 days, 17:27:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9200, loss_cls: 4.4889, loss: 4.4889 +2025-06-19 02:18:22,495 - pyskl - INFO - Epoch [17][1700/3940] lr: 2.427e-02, eta: 2 days, 17:26:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9275, loss_cls: 4.4080, loss: 4.4080 +2025-06-19 02:19:07,078 - pyskl - INFO - Epoch [17][1800/3940] lr: 2.426e-02, eta: 2 days, 17:26:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9394, loss_cls: 4.3500, loss: 4.3500 +2025-06-19 02:19:51,449 - pyskl - INFO - Epoch [17][1900/3940] lr: 2.426e-02, eta: 2 days, 17:25:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9387, loss_cls: 4.3582, loss: 4.3582 +2025-06-19 02:20:35,903 - pyskl - INFO - Epoch [17][2000/3940] lr: 2.426e-02, eta: 2 days, 17:24:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9269, loss_cls: 4.3956, loss: 4.3956 +2025-06-19 02:21:20,385 - pyskl - INFO - Epoch [17][2100/3940] lr: 2.426e-02, eta: 2 days, 17:23:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9313, loss_cls: 4.3884, loss: 4.3884 +2025-06-19 02:22:04,885 - pyskl - INFO - Epoch [17][2200/3940] lr: 2.426e-02, eta: 2 days, 17:22:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9275, loss_cls: 4.4896, loss: 4.4896 +2025-06-19 02:22:49,364 - pyskl - INFO - Epoch [17][2300/3940] lr: 2.425e-02, eta: 2 days, 17:22:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9281, loss_cls: 4.3582, loss: 4.3582 +2025-06-19 02:23:34,218 - pyskl - INFO - Epoch [17][2400/3940] lr: 2.425e-02, eta: 2 days, 17:21:20, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9331, loss_cls: 4.3515, loss: 4.3515 +2025-06-19 02:24:18,787 - pyskl - INFO - Epoch [17][2500/3940] lr: 2.425e-02, eta: 2 days, 17:20:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9306, loss_cls: 4.3997, loss: 4.3997 +2025-06-19 02:25:03,215 - pyskl - INFO - Epoch [17][2600/3940] lr: 2.425e-02, eta: 2 days, 17:19:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9244, loss_cls: 4.4264, loss: 4.4264 +2025-06-19 02:25:47,710 - pyskl - INFO - Epoch [17][2700/3940] lr: 2.424e-02, eta: 2 days, 17:18:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9356, loss_cls: 4.4496, loss: 4.4496 +2025-06-19 02:26:32,176 - pyskl - INFO - Epoch [17][2800/3940] lr: 2.424e-02, eta: 2 days, 17:18:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9300, loss_cls: 4.5484, loss: 4.5484 +2025-06-19 02:27:16,757 - pyskl - INFO - Epoch [17][2900/3940] lr: 2.424e-02, eta: 2 days, 17:17:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9413, loss_cls: 4.3028, loss: 4.3028 +2025-06-19 02:28:01,281 - pyskl - INFO - Epoch [17][3000/3940] lr: 2.424e-02, eta: 2 days, 17:16:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9331, loss_cls: 4.4266, loss: 4.4266 +2025-06-19 02:28:45,848 - pyskl - INFO - Epoch [17][3100/3940] lr: 2.424e-02, eta: 2 days, 17:15:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9400, loss_cls: 4.4243, loss: 4.4243 +2025-06-19 02:29:30,397 - pyskl - INFO - Epoch [17][3200/3940] lr: 2.423e-02, eta: 2 days, 17:15:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9219, loss_cls: 4.4311, loss: 4.4311 +2025-06-19 02:30:15,204 - pyskl - INFO - Epoch [17][3300/3940] lr: 2.423e-02, eta: 2 days, 17:14:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9325, loss_cls: 4.3490, loss: 4.3490 +2025-06-19 02:30:59,769 - pyskl - INFO - Epoch [17][3400/3940] lr: 2.423e-02, eta: 2 days, 17:13:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9237, loss_cls: 4.3628, loss: 4.3628 +2025-06-19 02:31:44,286 - pyskl - INFO - Epoch [17][3500/3940] lr: 2.423e-02, eta: 2 days, 17:12:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9281, loss_cls: 4.4370, loss: 4.4370 +2025-06-19 02:32:28,665 - pyskl - INFO - Epoch [17][3600/3940] lr: 2.422e-02, eta: 2 days, 17:12:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9187, loss_cls: 4.4960, loss: 4.4960 +2025-06-19 02:33:13,093 - pyskl - INFO - Epoch [17][3700/3940] lr: 2.422e-02, eta: 2 days, 17:11:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9263, loss_cls: 4.5630, loss: 4.5630 +2025-06-19 02:33:57,618 - pyskl - INFO - Epoch [17][3800/3940] lr: 2.422e-02, eta: 2 days, 17:10:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9219, loss_cls: 4.4007, loss: 4.4007 +2025-06-19 02:34:42,121 - pyskl - INFO - Epoch [17][3900/3940] lr: 2.422e-02, eta: 2 days, 17:09:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9419, loss_cls: 4.3121, loss: 4.3121 +2025-06-19 02:35:00,350 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-06-19 02:38:28,482 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 02:38:28,951 - pyskl - INFO - +top1_acc 0.6463 +top5_acc 0.9115 +2025-06-19 02:38:28,968 - pyskl - INFO - Epoch(val) [17][3183] top1_acc: 0.6463, top5_acc: 0.9115 +2025-06-19 02:39:37,779 - pyskl - INFO - Epoch [18][100/3940] lr: 2.421e-02, eta: 2 days, 17:09:26, time: 0.688, data_time: 0.242, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9413, loss_cls: 4.4436, loss: 4.4436 +2025-06-19 02:40:22,270 - pyskl - INFO - Epoch [18][200/3940] lr: 2.421e-02, eta: 2 days, 17:08:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9294, loss_cls: 4.4085, loss: 4.4085 +2025-06-19 02:41:06,696 - pyskl - INFO - Epoch [18][300/3940] lr: 2.421e-02, eta: 2 days, 17:07:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9287, loss_cls: 4.5199, loss: 4.5199 +2025-06-19 02:41:51,131 - pyskl - INFO - Epoch [18][400/3940] lr: 2.421e-02, eta: 2 days, 17:07:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9300, loss_cls: 4.4713, loss: 4.4713 +2025-06-19 02:42:35,650 - pyskl - INFO - Epoch [18][500/3940] lr: 2.420e-02, eta: 2 days, 17:06:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9281, loss_cls: 4.4400, loss: 4.4400 +2025-06-19 02:43:20,078 - pyskl - INFO - Epoch [18][600/3940] lr: 2.420e-02, eta: 2 days, 17:05:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9469, loss_cls: 4.2850, loss: 4.2850 +2025-06-19 02:44:04,516 - pyskl - INFO - Epoch [18][700/3940] lr: 2.420e-02, eta: 2 days, 17:04:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9437, loss_cls: 4.3257, loss: 4.3257 +2025-06-19 02:44:48,993 - pyskl - INFO - Epoch [18][800/3940] lr: 2.420e-02, eta: 2 days, 17:03:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9313, loss_cls: 4.4036, loss: 4.4036 +2025-06-19 02:45:33,466 - pyskl - INFO - Epoch [18][900/3940] lr: 2.420e-02, eta: 2 days, 17:03:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9363, loss_cls: 4.3004, loss: 4.3004 +2025-06-19 02:46:18,013 - pyskl - INFO - Epoch [18][1000/3940] lr: 2.419e-02, eta: 2 days, 17:02:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9337, loss_cls: 4.3123, loss: 4.3123 +2025-06-19 02:47:02,437 - pyskl - INFO - Epoch [18][1100/3940] lr: 2.419e-02, eta: 2 days, 17:01:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9156, loss_cls: 4.5091, loss: 4.5091 +2025-06-19 02:47:46,753 - pyskl - INFO - Epoch [18][1200/3940] lr: 2.419e-02, eta: 2 days, 17:00:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9363, loss_cls: 4.2909, loss: 4.2909 +2025-06-19 02:48:31,226 - pyskl - INFO - Epoch [18][1300/3940] lr: 2.419e-02, eta: 2 days, 16:59:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9363, loss_cls: 4.4088, loss: 4.4088 +2025-06-19 02:49:15,587 - pyskl - INFO - Epoch [18][1400/3940] lr: 2.418e-02, eta: 2 days, 16:59:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9194, loss_cls: 4.5211, loss: 4.5211 +2025-06-19 02:49:59,991 - pyskl - INFO - Epoch [18][1500/3940] lr: 2.418e-02, eta: 2 days, 16:58:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9237, loss_cls: 4.4174, loss: 4.4174 +2025-06-19 02:50:44,363 - pyskl - INFO - Epoch [18][1600/3940] lr: 2.418e-02, eta: 2 days, 16:57:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9287, loss_cls: 4.3884, loss: 4.3884 +2025-06-19 02:51:28,710 - pyskl - INFO - Epoch [18][1700/3940] lr: 2.418e-02, eta: 2 days, 16:56:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9319, loss_cls: 4.4471, loss: 4.4471 +2025-06-19 02:52:13,078 - pyskl - INFO - Epoch [18][1800/3940] lr: 2.417e-02, eta: 2 days, 16:56:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9419, loss_cls: 4.3075, loss: 4.3075 +2025-06-19 02:52:57,454 - pyskl - INFO - Epoch [18][1900/3940] lr: 2.417e-02, eta: 2 days, 16:55:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9331, loss_cls: 4.2872, loss: 4.2872 +2025-06-19 02:53:41,879 - pyskl - INFO - Epoch [18][2000/3940] lr: 2.417e-02, eta: 2 days, 16:54:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9387, loss_cls: 4.3138, loss: 4.3138 +2025-06-19 02:54:26,282 - pyskl - INFO - Epoch [18][2100/3940] lr: 2.417e-02, eta: 2 days, 16:53:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9356, loss_cls: 4.2803, loss: 4.2803 +2025-06-19 02:55:10,724 - pyskl - INFO - Epoch [18][2200/3940] lr: 2.416e-02, eta: 2 days, 16:52:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9331, loss_cls: 4.4584, loss: 4.4584 +2025-06-19 02:55:55,163 - pyskl - INFO - Epoch [18][2300/3940] lr: 2.416e-02, eta: 2 days, 16:52:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9325, loss_cls: 4.3764, loss: 4.3764 +2025-06-19 02:56:39,686 - pyskl - INFO - Epoch [18][2400/3940] lr: 2.416e-02, eta: 2 days, 16:51:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9231, loss_cls: 4.4085, loss: 4.4085 +2025-06-19 02:57:24,072 - pyskl - INFO - Epoch [18][2500/3940] lr: 2.416e-02, eta: 2 days, 16:50:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9281, loss_cls: 4.4125, loss: 4.4125 +2025-06-19 02:58:08,461 - pyskl - INFO - Epoch [18][2600/3940] lr: 2.415e-02, eta: 2 days, 16:49:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9356, loss_cls: 4.3403, loss: 4.3403 +2025-06-19 02:58:52,912 - pyskl - INFO - Epoch [18][2700/3940] lr: 2.415e-02, eta: 2 days, 16:48:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9337, loss_cls: 4.3145, loss: 4.3145 +2025-06-19 02:59:37,358 - pyskl - INFO - Epoch [18][2800/3940] lr: 2.415e-02, eta: 2 days, 16:48:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9175, loss_cls: 4.4610, loss: 4.4610 +2025-06-19 03:00:21,803 - pyskl - INFO - Epoch [18][2900/3940] lr: 2.415e-02, eta: 2 days, 16:47:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9206, loss_cls: 4.5439, loss: 4.5439 +2025-06-19 03:01:06,204 - pyskl - INFO - Epoch [18][3000/3940] lr: 2.415e-02, eta: 2 days, 16:46:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9331, loss_cls: 4.3573, loss: 4.3573 +2025-06-19 03:01:50,712 - pyskl - INFO - Epoch [18][3100/3940] lr: 2.414e-02, eta: 2 days, 16:45:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9231, loss_cls: 4.4851, loss: 4.4851 +2025-06-19 03:02:35,204 - pyskl - INFO - Epoch [18][3200/3940] lr: 2.414e-02, eta: 2 days, 16:45:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9337, loss_cls: 4.3776, loss: 4.3776 +2025-06-19 03:03:19,787 - pyskl - INFO - Epoch [18][3300/3940] lr: 2.414e-02, eta: 2 days, 16:44:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9300, loss_cls: 4.4333, loss: 4.4333 +2025-06-19 03:04:04,308 - pyskl - INFO - Epoch [18][3400/3940] lr: 2.414e-02, eta: 2 days, 16:43:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9256, loss_cls: 4.3345, loss: 4.3345 +2025-06-19 03:04:48,871 - pyskl - INFO - Epoch [18][3500/3940] lr: 2.413e-02, eta: 2 days, 16:42:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9306, loss_cls: 4.4054, loss: 4.4054 +2025-06-19 03:05:33,380 - pyskl - INFO - Epoch [18][3600/3940] lr: 2.413e-02, eta: 2 days, 16:41:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9394, loss_cls: 4.3693, loss: 4.3693 +2025-06-19 03:06:17,879 - pyskl - INFO - Epoch [18][3700/3940] lr: 2.413e-02, eta: 2 days, 16:41:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9225, loss_cls: 4.5263, loss: 4.5263 +2025-06-19 03:07:02,332 - pyskl - INFO - Epoch [18][3800/3940] lr: 2.413e-02, eta: 2 days, 16:40:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9300, loss_cls: 4.5527, loss: 4.5527 +2025-06-19 03:07:46,755 - pyskl - INFO - Epoch [18][3900/3940] lr: 2.412e-02, eta: 2 days, 16:39:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9294, loss_cls: 4.4246, loss: 4.4246 +2025-06-19 03:08:04,809 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-06-19 03:11:32,838 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 03:11:33,305 - pyskl - INFO - +top1_acc 0.6712 +top5_acc 0.9203 +2025-06-19 03:11:33,358 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_14.pth was removed +2025-06-19 03:11:34,397 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. +2025-06-19 03:11:34,399 - pyskl - INFO - Best top1_acc is 0.6712 at 18 epoch. +2025-06-19 03:11:34,416 - pyskl - INFO - Epoch(val) [18][3183] top1_acc: 0.6712, top5_acc: 0.9203 +2025-06-19 03:12:43,452 - pyskl - INFO - Epoch [19][100/3940] lr: 2.412e-02, eta: 2 days, 16:39:18, time: 0.690, data_time: 0.245, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9350, loss_cls: 4.2966, loss: 4.2966 +2025-06-19 03:13:27,878 - pyskl - INFO - Epoch [19][200/3940] lr: 2.412e-02, eta: 2 days, 16:38:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9387, loss_cls: 4.3694, loss: 4.3694 +2025-06-19 03:14:12,226 - pyskl - INFO - Epoch [19][300/3940] lr: 2.411e-02, eta: 2 days, 16:37:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9313, loss_cls: 4.4317, loss: 4.4317 +2025-06-19 03:14:56,613 - pyskl - INFO - Epoch [19][400/3940] lr: 2.411e-02, eta: 2 days, 16:36:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9375, loss_cls: 4.3533, loss: 4.3533 +2025-06-19 03:15:41,070 - pyskl - INFO - Epoch [19][500/3940] lr: 2.411e-02, eta: 2 days, 16:36:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9313, loss_cls: 4.4465, loss: 4.4465 +2025-06-19 03:16:25,534 - pyskl - INFO - Epoch [19][600/3940] lr: 2.411e-02, eta: 2 days, 16:35:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9413, loss_cls: 4.3335, loss: 4.3335 +2025-06-19 03:17:10,001 - pyskl - INFO - Epoch [19][700/3940] lr: 2.411e-02, eta: 2 days, 16:34:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9206, loss_cls: 4.3287, loss: 4.3287 +2025-06-19 03:17:54,408 - pyskl - INFO - Epoch [19][800/3940] lr: 2.410e-02, eta: 2 days, 16:33:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9306, loss_cls: 4.5194, loss: 4.5194 +2025-06-19 03:18:38,939 - pyskl - INFO - Epoch [19][900/3940] lr: 2.410e-02, eta: 2 days, 16:33:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9487, loss_cls: 4.1949, loss: 4.1949 +2025-06-19 03:19:23,448 - pyskl - INFO - Epoch [19][1000/3940] lr: 2.410e-02, eta: 2 days, 16:32:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9306, loss_cls: 4.3684, loss: 4.3684 +2025-06-19 03:20:07,934 - pyskl - INFO - Epoch [19][1100/3940] lr: 2.410e-02, eta: 2 days, 16:31:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9369, loss_cls: 4.4346, loss: 4.4346 +2025-06-19 03:20:52,489 - pyskl - INFO - Epoch [19][1200/3940] lr: 2.409e-02, eta: 2 days, 16:30:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9331, loss_cls: 4.2401, loss: 4.2401 +2025-06-19 03:21:37,000 - pyskl - INFO - Epoch [19][1300/3940] lr: 2.409e-02, eta: 2 days, 16:29:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9331, loss_cls: 4.4000, loss: 4.4000 +2025-06-19 03:22:21,510 - pyskl - INFO - Epoch [19][1400/3940] lr: 2.409e-02, eta: 2 days, 16:29:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9394, loss_cls: 4.3237, loss: 4.3237 +2025-06-19 03:23:05,914 - pyskl - INFO - Epoch [19][1500/3940] lr: 2.409e-02, eta: 2 days, 16:28:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9244, loss_cls: 4.4577, loss: 4.4577 +2025-06-19 03:23:50,316 - pyskl - INFO - Epoch [19][1600/3940] lr: 2.408e-02, eta: 2 days, 16:27:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9331, loss_cls: 4.3944, loss: 4.3944 +2025-06-19 03:24:34,791 - pyskl - INFO - Epoch [19][1700/3940] lr: 2.408e-02, eta: 2 days, 16:26:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9313, loss_cls: 4.3406, loss: 4.3406 +2025-06-19 03:25:19,298 - pyskl - INFO - Epoch [19][1800/3940] lr: 2.408e-02, eta: 2 days, 16:26:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9287, loss_cls: 4.4068, loss: 4.4068 +2025-06-19 03:26:03,747 - pyskl - INFO - Epoch [19][1900/3940] lr: 2.408e-02, eta: 2 days, 16:25:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9381, loss_cls: 4.2801, loss: 4.2801 +2025-06-19 03:26:48,122 - pyskl - INFO - Epoch [19][2000/3940] lr: 2.407e-02, eta: 2 days, 16:24:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9456, loss_cls: 4.2454, loss: 4.2454 +2025-06-19 03:27:32,549 - pyskl - INFO - Epoch [19][2100/3940] lr: 2.407e-02, eta: 2 days, 16:23:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9394, loss_cls: 4.1793, loss: 4.1793 +2025-06-19 03:28:16,953 - pyskl - INFO - Epoch [19][2200/3940] lr: 2.407e-02, eta: 2 days, 16:22:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9269, loss_cls: 4.4166, loss: 4.4166 +2025-06-19 03:29:01,426 - pyskl - INFO - Epoch [19][2300/3940] lr: 2.407e-02, eta: 2 days, 16:22:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9313, loss_cls: 4.3388, loss: 4.3388 +2025-06-19 03:29:45,862 - pyskl - INFO - Epoch [19][2400/3940] lr: 2.406e-02, eta: 2 days, 16:21:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9375, loss_cls: 4.5105, loss: 4.5105 +2025-06-19 03:30:30,246 - pyskl - INFO - Epoch [19][2500/3940] lr: 2.406e-02, eta: 2 days, 16:20:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9150, loss_cls: 4.4648, loss: 4.4648 +2025-06-19 03:31:14,679 - pyskl - INFO - Epoch [19][2600/3940] lr: 2.406e-02, eta: 2 days, 16:19:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9231, loss_cls: 4.3912, loss: 4.3912 +2025-06-19 03:31:59,151 - pyskl - INFO - Epoch [19][2700/3940] lr: 2.405e-02, eta: 2 days, 16:18:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9313, loss_cls: 4.2712, loss: 4.2712 +2025-06-19 03:32:43,608 - pyskl - INFO - Epoch [19][2800/3940] lr: 2.405e-02, eta: 2 days, 16:18:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9300, loss_cls: 4.5317, loss: 4.5317 +2025-06-19 03:33:28,102 - pyskl - INFO - Epoch [19][2900/3940] lr: 2.405e-02, eta: 2 days, 16:17:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9356, loss_cls: 4.3043, loss: 4.3043 +2025-06-19 03:34:12,700 - pyskl - INFO - Epoch [19][3000/3940] lr: 2.405e-02, eta: 2 days, 16:16:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9294, loss_cls: 4.3431, loss: 4.3431 +2025-06-19 03:34:57,151 - pyskl - INFO - Epoch [19][3100/3940] lr: 2.404e-02, eta: 2 days, 16:15:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9306, loss_cls: 4.4263, loss: 4.4263 +2025-06-19 03:35:41,650 - pyskl - INFO - Epoch [19][3200/3940] lr: 2.404e-02, eta: 2 days, 16:15:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9331, loss_cls: 4.4100, loss: 4.4100 +2025-06-19 03:36:26,078 - pyskl - INFO - Epoch [19][3300/3940] lr: 2.404e-02, eta: 2 days, 16:14:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9325, loss_cls: 4.3382, loss: 4.3382 +2025-06-19 03:37:10,504 - pyskl - INFO - Epoch [19][3400/3940] lr: 2.404e-02, eta: 2 days, 16:13:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9294, loss_cls: 4.3637, loss: 4.3637 +2025-06-19 03:37:55,028 - pyskl - INFO - Epoch [19][3500/3940] lr: 2.403e-02, eta: 2 days, 16:12:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9237, loss_cls: 4.4867, loss: 4.4867 +2025-06-19 03:38:39,461 - pyskl - INFO - Epoch [19][3600/3940] lr: 2.403e-02, eta: 2 days, 16:11:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9213, loss_cls: 4.4546, loss: 4.4546 +2025-06-19 03:39:23,935 - pyskl - INFO - Epoch [19][3700/3940] lr: 2.403e-02, eta: 2 days, 16:11:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9500, loss_cls: 4.0373, loss: 4.0373 +2025-06-19 03:40:08,381 - pyskl - INFO - Epoch [19][3800/3940] lr: 2.403e-02, eta: 2 days, 16:10:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9356, loss_cls: 4.3250, loss: 4.3250 +2025-06-19 03:40:52,776 - pyskl - INFO - Epoch [19][3900/3940] lr: 2.402e-02, eta: 2 days, 16:09:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9325, loss_cls: 4.3417, loss: 4.3417 +2025-06-19 03:41:10,846 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-06-19 03:44:37,216 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 03:44:37,712 - pyskl - INFO - +top1_acc 0.6741 +top5_acc 0.9180 +2025-06-19 03:44:37,768 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_18.pth was removed +2025-06-19 03:44:38,847 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. +2025-06-19 03:44:38,849 - pyskl - INFO - Best top1_acc is 0.6741 at 19 epoch. +2025-06-19 03:44:38,869 - pyskl - INFO - Epoch(val) [19][3183] top1_acc: 0.6741, top5_acc: 0.9180 +2025-06-19 03:45:47,641 - pyskl - INFO - Epoch [20][100/3940] lr: 2.402e-02, eta: 2 days, 16:09:15, time: 0.688, data_time: 0.244, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9331, loss_cls: 4.4481, loss: 4.4481 +2025-06-19 03:46:32,298 - pyskl - INFO - Epoch [20][200/3940] lr: 2.402e-02, eta: 2 days, 16:08:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9413, loss_cls: 4.2748, loss: 4.2748 +2025-06-19 03:47:16,993 - pyskl - INFO - Epoch [20][300/3940] lr: 2.402e-02, eta: 2 days, 16:07:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9381, loss_cls: 4.1428, loss: 4.1428 +2025-06-19 03:48:01,618 - pyskl - INFO - Epoch [20][400/3940] lr: 2.401e-02, eta: 2 days, 16:06:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9375, loss_cls: 4.2630, loss: 4.2630 +2025-06-19 03:48:46,283 - pyskl - INFO - Epoch [20][500/3940] lr: 2.401e-02, eta: 2 days, 16:06:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9506, loss_cls: 4.1405, loss: 4.1405 +2025-06-19 03:49:30,906 - pyskl - INFO - Epoch [20][600/3940] lr: 2.401e-02, eta: 2 days, 16:05:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9256, loss_cls: 4.4795, loss: 4.4795 +2025-06-19 03:50:15,424 - pyskl - INFO - Epoch [20][700/3940] lr: 2.401e-02, eta: 2 days, 16:04:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9337, loss_cls: 4.2516, loss: 4.2516 +2025-06-19 03:50:59,867 - pyskl - INFO - Epoch [20][800/3940] lr: 2.400e-02, eta: 2 days, 16:03:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9413, loss_cls: 4.2889, loss: 4.2889 +2025-06-19 03:51:44,368 - pyskl - INFO - Epoch [20][900/3940] lr: 2.400e-02, eta: 2 days, 16:03:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9463, loss_cls: 4.2762, loss: 4.2762 +2025-06-19 03:52:28,808 - pyskl - INFO - Epoch [20][1000/3940] lr: 2.400e-02, eta: 2 days, 16:02:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9394, loss_cls: 4.2318, loss: 4.2318 +2025-06-19 03:53:13,369 - pyskl - INFO - Epoch [20][1100/3940] lr: 2.399e-02, eta: 2 days, 16:01:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9350, loss_cls: 4.2838, loss: 4.2838 +2025-06-19 03:53:57,984 - pyskl - INFO - Epoch [20][1200/3940] lr: 2.399e-02, eta: 2 days, 16:00:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9263, loss_cls: 4.4508, loss: 4.4508 +2025-06-19 03:54:42,596 - pyskl - INFO - Epoch [20][1300/3940] lr: 2.399e-02, eta: 2 days, 16:00:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9331, loss_cls: 4.3045, loss: 4.3045 +2025-06-19 03:55:27,170 - pyskl - INFO - Epoch [20][1400/3940] lr: 2.399e-02, eta: 2 days, 15:59:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9350, loss_cls: 4.3791, loss: 4.3791 +2025-06-19 03:56:11,679 - pyskl - INFO - Epoch [20][1500/3940] lr: 2.398e-02, eta: 2 days, 15:58:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9256, loss_cls: 4.3881, loss: 4.3881 +2025-06-19 03:56:56,158 - pyskl - INFO - Epoch [20][1600/3940] lr: 2.398e-02, eta: 2 days, 15:57:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9300, loss_cls: 4.4333, loss: 4.4333 +2025-06-19 03:57:40,612 - pyskl - INFO - Epoch [20][1700/3940] lr: 2.398e-02, eta: 2 days, 15:56:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9350, loss_cls: 4.3047, loss: 4.3047 +2025-06-19 03:58:25,125 - pyskl - INFO - Epoch [20][1800/3940] lr: 2.398e-02, eta: 2 days, 15:56:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9356, loss_cls: 4.3285, loss: 4.3285 +2025-06-19 03:59:09,660 - pyskl - INFO - Epoch [20][1900/3940] lr: 2.397e-02, eta: 2 days, 15:55:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9225, loss_cls: 4.4094, loss: 4.4094 +2025-06-19 03:59:54,082 - pyskl - INFO - Epoch [20][2000/3940] lr: 2.397e-02, eta: 2 days, 15:54:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9337, loss_cls: 4.2709, loss: 4.2709 +2025-06-19 04:00:38,397 - pyskl - INFO - Epoch [20][2100/3940] lr: 2.397e-02, eta: 2 days, 15:53:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9275, loss_cls: 4.3727, loss: 4.3727 +2025-06-19 04:01:22,820 - pyskl - INFO - Epoch [20][2200/3940] lr: 2.397e-02, eta: 2 days, 15:53:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9337, loss_cls: 4.3894, loss: 4.3894 +2025-06-19 04:02:07,164 - pyskl - INFO - Epoch [20][2300/3940] lr: 2.396e-02, eta: 2 days, 15:52:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9319, loss_cls: 4.3208, loss: 4.3208 +2025-06-19 04:02:51,546 - pyskl - INFO - Epoch [20][2400/3940] lr: 2.396e-02, eta: 2 days, 15:51:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9237, loss_cls: 4.4519, loss: 4.4519 +2025-06-19 04:03:35,948 - pyskl - INFO - Epoch [20][2500/3940] lr: 2.396e-02, eta: 2 days, 15:50:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9300, loss_cls: 4.4059, loss: 4.4059 +2025-06-19 04:04:20,623 - pyskl - INFO - Epoch [20][2600/3940] lr: 2.396e-02, eta: 2 days, 15:49:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9325, loss_cls: 4.3921, loss: 4.3921 +2025-06-19 04:05:05,189 - pyskl - INFO - Epoch [20][2700/3940] lr: 2.395e-02, eta: 2 days, 15:49:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9419, loss_cls: 4.2517, loss: 4.2517 +2025-06-19 04:05:49,430 - pyskl - INFO - Epoch [20][2800/3940] lr: 2.395e-02, eta: 2 days, 15:48:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9281, loss_cls: 4.4293, loss: 4.4293 +2025-06-19 04:06:33,854 - pyskl - INFO - Epoch [20][2900/3940] lr: 2.395e-02, eta: 2 days, 15:47:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9350, loss_cls: 4.2712, loss: 4.2712 +2025-06-19 04:07:18,287 - pyskl - INFO - Epoch [20][3000/3940] lr: 2.394e-02, eta: 2 days, 15:46:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9200, loss_cls: 4.3917, loss: 4.3917 +2025-06-19 04:08:02,881 - pyskl - INFO - Epoch [20][3100/3940] lr: 2.394e-02, eta: 2 days, 15:46:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9163, loss_cls: 4.3601, loss: 4.3601 +2025-06-19 04:08:47,164 - pyskl - INFO - Epoch [20][3200/3940] lr: 2.394e-02, eta: 2 days, 15:45:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9263, loss_cls: 4.4886, loss: 4.4886 +2025-06-19 04:09:31,492 - pyskl - INFO - Epoch [20][3300/3940] lr: 2.394e-02, eta: 2 days, 15:44:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9425, loss_cls: 4.3156, loss: 4.3156 +2025-06-19 04:10:15,818 - pyskl - INFO - Epoch [20][3400/3940] lr: 2.393e-02, eta: 2 days, 15:43:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9319, loss_cls: 4.3042, loss: 4.3042 +2025-06-19 04:11:00,096 - pyskl - INFO - Epoch [20][3500/3940] lr: 2.393e-02, eta: 2 days, 15:42:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9300, loss_cls: 4.3138, loss: 4.3138 +2025-06-19 04:11:44,296 - pyskl - INFO - Epoch [20][3600/3940] lr: 2.393e-02, eta: 2 days, 15:42:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9275, loss_cls: 4.3823, loss: 4.3823 +2025-06-19 04:12:28,716 - pyskl - INFO - Epoch [20][3700/3940] lr: 2.393e-02, eta: 2 days, 15:41:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9375, loss_cls: 4.3336, loss: 4.3336 +2025-06-19 04:13:12,931 - pyskl - INFO - Epoch [20][3800/3940] lr: 2.392e-02, eta: 2 days, 15:40:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9369, loss_cls: 4.4353, loss: 4.4353 +2025-06-19 04:13:57,173 - pyskl - INFO - Epoch [20][3900/3940] lr: 2.392e-02, eta: 2 days, 15:39:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9269, loss_cls: 4.2234, loss: 4.2234 +2025-06-19 04:14:15,210 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-06-19 04:31:54,097 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 04:31:54,572 - pyskl - INFO - +top1_acc 0.6339 +top5_acc 0.9036 +2025-06-19 04:31:54,592 - pyskl - INFO - Epoch(val) [20][3183] top1_acc: 0.6339, top5_acc: 0.9036 +2025-06-19 04:33:03,383 - pyskl - INFO - Epoch [21][100/3940] lr: 2.392e-02, eta: 2 days, 15:39:19, time: 0.688, data_time: 0.242, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9350, loss_cls: 4.3728, loss: 4.3728 +2025-06-19 04:33:47,996 - pyskl - INFO - Epoch [21][200/3940] lr: 2.391e-02, eta: 2 days, 15:38:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9431, loss_cls: 4.1811, loss: 4.1811 +2025-06-19 04:34:32,521 - pyskl - INFO - Epoch [21][300/3940] lr: 2.391e-02, eta: 2 days, 15:37:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9625, loss_cls: 4.0360, loss: 4.0360 +2025-06-19 04:35:17,065 - pyskl - INFO - Epoch [21][400/3940] lr: 2.391e-02, eta: 2 days, 15:37:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9356, loss_cls: 4.2882, loss: 4.2882 +2025-06-19 04:36:01,615 - pyskl - INFO - Epoch [21][500/3940] lr: 2.391e-02, eta: 2 days, 15:36:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9350, loss_cls: 4.3437, loss: 4.3437 +2025-06-19 04:36:46,281 - pyskl - INFO - Epoch [21][600/3940] lr: 2.390e-02, eta: 2 days, 15:35:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9406, loss_cls: 4.2854, loss: 4.2854 +2025-06-19 04:37:30,843 - pyskl - INFO - Epoch [21][700/3940] lr: 2.390e-02, eta: 2 days, 15:34:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9319, loss_cls: 4.4025, loss: 4.4025 +2025-06-19 04:38:15,527 - pyskl - INFO - Epoch [21][800/3940] lr: 2.390e-02, eta: 2 days, 15:33:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9400, loss_cls: 4.3542, loss: 4.3542 +2025-06-19 04:39:00,213 - pyskl - INFO - Epoch [21][900/3940] lr: 2.389e-02, eta: 2 days, 15:33:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9281, loss_cls: 4.3624, loss: 4.3624 +2025-06-19 04:39:44,729 - pyskl - INFO - Epoch [21][1000/3940] lr: 2.389e-02, eta: 2 days, 15:32:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9375, loss_cls: 4.2966, loss: 4.2966 +2025-06-19 04:40:29,309 - pyskl - INFO - Epoch [21][1100/3940] lr: 2.389e-02, eta: 2 days, 15:31:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9294, loss_cls: 4.3397, loss: 4.3397 +2025-06-19 04:41:13,829 - pyskl - INFO - Epoch [21][1200/3940] lr: 2.389e-02, eta: 2 days, 15:30:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9300, loss_cls: 4.5713, loss: 4.5713 +2025-06-19 04:41:58,314 - pyskl - INFO - Epoch [21][1300/3940] lr: 2.388e-02, eta: 2 days, 15:30:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9306, loss_cls: 4.4884, loss: 4.4884 +2025-06-19 04:42:42,858 - pyskl - INFO - Epoch [21][1400/3940] lr: 2.388e-02, eta: 2 days, 15:29:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9406, loss_cls: 4.3209, loss: 4.3209 +2025-06-19 04:43:27,411 - pyskl - INFO - Epoch [21][1500/3940] lr: 2.388e-02, eta: 2 days, 15:28:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9394, loss_cls: 4.2005, loss: 4.2005 +2025-06-19 04:44:11,972 - pyskl - INFO - Epoch [21][1600/3940] lr: 2.388e-02, eta: 2 days, 15:27:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9337, loss_cls: 4.3282, loss: 4.3282 +2025-06-19 04:44:56,456 - pyskl - INFO - Epoch [21][1700/3940] lr: 2.387e-02, eta: 2 days, 15:27:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9287, loss_cls: 4.3012, loss: 4.3012 +2025-06-19 04:45:40,963 - pyskl - INFO - Epoch [21][1800/3940] lr: 2.387e-02, eta: 2 days, 15:26:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9281, loss_cls: 4.3256, loss: 4.3256 +2025-06-19 04:46:25,506 - pyskl - INFO - Epoch [21][1900/3940] lr: 2.387e-02, eta: 2 days, 15:25:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9344, loss_cls: 4.3228, loss: 4.3228 +2025-06-19 04:47:09,955 - pyskl - INFO - Epoch [21][2000/3940] lr: 2.386e-02, eta: 2 days, 15:24:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9487, loss_cls: 4.1370, loss: 4.1370 +2025-06-19 04:47:54,386 - pyskl - INFO - Epoch [21][2100/3940] lr: 2.386e-02, eta: 2 days, 15:23:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9319, loss_cls: 4.3646, loss: 4.3646 +2025-06-19 04:48:38,963 - pyskl - INFO - Epoch [21][2200/3940] lr: 2.386e-02, eta: 2 days, 15:23:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9187, loss_cls: 4.4433, loss: 4.4433 +2025-06-19 04:49:23,437 - pyskl - INFO - Epoch [21][2300/3940] lr: 2.386e-02, eta: 2 days, 15:22:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9381, loss_cls: 4.1512, loss: 4.1512 +2025-06-19 04:50:08,155 - pyskl - INFO - Epoch [21][2400/3940] lr: 2.385e-02, eta: 2 days, 15:21:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9294, loss_cls: 4.2940, loss: 4.2940 +2025-06-19 04:50:52,848 - pyskl - INFO - Epoch [21][2500/3940] lr: 2.385e-02, eta: 2 days, 15:20:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9306, loss_cls: 4.3106, loss: 4.3106 +2025-06-19 04:51:37,354 - pyskl - INFO - Epoch [21][2600/3940] lr: 2.385e-02, eta: 2 days, 15:20:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9325, loss_cls: 4.4032, loss: 4.4032 +2025-06-19 04:52:21,841 - pyskl - INFO - Epoch [21][2700/3940] lr: 2.385e-02, eta: 2 days, 15:19:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9294, loss_cls: 4.2951, loss: 4.2951 +2025-06-19 04:53:06,350 - pyskl - INFO - Epoch [21][2800/3940] lr: 2.384e-02, eta: 2 days, 15:18:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9287, loss_cls: 4.3690, loss: 4.3690 +2025-06-19 04:53:50,935 - pyskl - INFO - Epoch [21][2900/3940] lr: 2.384e-02, eta: 2 days, 15:17:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9219, loss_cls: 4.5133, loss: 4.5133 +2025-06-19 04:54:35,568 - pyskl - INFO - Epoch [21][3000/3940] lr: 2.384e-02, eta: 2 days, 15:17:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9294, loss_cls: 4.3757, loss: 4.3757 +2025-06-19 04:55:20,033 - pyskl - INFO - Epoch [21][3100/3940] lr: 2.383e-02, eta: 2 days, 15:16:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9406, loss_cls: 4.4083, loss: 4.4083 +2025-06-19 04:56:04,572 - pyskl - INFO - Epoch [21][3200/3940] lr: 2.383e-02, eta: 2 days, 15:15:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9325, loss_cls: 4.2210, loss: 4.2210 +2025-06-19 04:56:49,083 - pyskl - INFO - Epoch [21][3300/3940] lr: 2.383e-02, eta: 2 days, 15:14:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9344, loss_cls: 4.2324, loss: 4.2324 +2025-06-19 04:57:33,858 - pyskl - INFO - Epoch [21][3400/3940] lr: 2.383e-02, eta: 2 days, 15:14:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9281, loss_cls: 4.3502, loss: 4.3502 +2025-06-19 04:58:18,376 - pyskl - INFO - Epoch [21][3500/3940] lr: 2.382e-02, eta: 2 days, 15:13:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9363, loss_cls: 4.1713, loss: 4.1713 +2025-06-19 04:59:02,965 - pyskl - INFO - Epoch [21][3600/3940] lr: 2.382e-02, eta: 2 days, 15:12:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9381, loss_cls: 4.2690, loss: 4.2690 +2025-06-19 04:59:47,441 - pyskl - INFO - Epoch [21][3700/3940] lr: 2.382e-02, eta: 2 days, 15:11:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9419, loss_cls: 4.3476, loss: 4.3476 +2025-06-19 05:00:31,867 - pyskl - INFO - Epoch [21][3800/3940] lr: 2.381e-02, eta: 2 days, 15:10:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9356, loss_cls: 4.4081, loss: 4.4081 +2025-06-19 05:01:16,248 - pyskl - INFO - Epoch [21][3900/3940] lr: 2.381e-02, eta: 2 days, 15:10:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9287, loss_cls: 4.4371, loss: 4.4371 +2025-06-19 05:01:34,311 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-06-19 05:05:01,863 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 05:05:02,356 - pyskl - INFO - +top1_acc 0.6450 +top5_acc 0.9131 +2025-06-19 05:05:02,374 - pyskl - INFO - Epoch(val) [21][3183] top1_acc: 0.6450, top5_acc: 0.9131 +2025-06-19 05:06:11,182 - pyskl - INFO - Epoch [22][100/3940] lr: 2.381e-02, eta: 2 days, 15:09:47, time: 0.688, data_time: 0.241, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9331, loss_cls: 4.3526, loss: 4.3526 +2025-06-19 05:06:55,782 - pyskl - INFO - Epoch [22][200/3940] lr: 2.380e-02, eta: 2 days, 15:09:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9425, loss_cls: 4.1444, loss: 4.1444 +2025-06-19 05:07:40,376 - pyskl - INFO - Epoch [22][300/3940] lr: 2.380e-02, eta: 2 days, 15:08:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9413, loss_cls: 4.2487, loss: 4.2487 +2025-06-19 05:08:24,997 - pyskl - INFO - Epoch [22][400/3940] lr: 2.380e-02, eta: 2 days, 15:07:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9406, loss_cls: 4.2752, loss: 4.2752 +2025-06-19 05:09:09,541 - pyskl - INFO - Epoch [22][500/3940] lr: 2.380e-02, eta: 2 days, 15:06:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9313, loss_cls: 4.3656, loss: 4.3656 +2025-06-19 05:09:54,134 - pyskl - INFO - Epoch [22][600/3940] lr: 2.379e-02, eta: 2 days, 15:05:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9344, loss_cls: 4.2791, loss: 4.2791 +2025-06-19 05:10:38,605 - pyskl - INFO - Epoch [22][700/3940] lr: 2.379e-02, eta: 2 days, 15:05:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9256, loss_cls: 4.4568, loss: 4.4568 +2025-06-19 05:11:23,018 - pyskl - INFO - Epoch [22][800/3940] lr: 2.379e-02, eta: 2 days, 15:04:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9300, loss_cls: 4.3585, loss: 4.3585 +2025-06-19 05:12:07,378 - pyskl - INFO - Epoch [22][900/3940] lr: 2.378e-02, eta: 2 days, 15:03:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9300, loss_cls: 4.3183, loss: 4.3183 +2025-06-19 05:12:51,829 - pyskl - INFO - Epoch [22][1000/3940] lr: 2.378e-02, eta: 2 days, 15:02:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9394, loss_cls: 4.1316, loss: 4.1316 +2025-06-19 05:13:36,223 - pyskl - INFO - Epoch [22][1100/3940] lr: 2.378e-02, eta: 2 days, 15:02:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9287, loss_cls: 4.2267, loss: 4.2267 +2025-06-19 05:14:20,598 - pyskl - INFO - Epoch [22][1200/3940] lr: 2.378e-02, eta: 2 days, 15:01:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9231, loss_cls: 4.4568, loss: 4.4568 +2025-06-19 05:15:05,118 - pyskl - INFO - Epoch [22][1300/3940] lr: 2.377e-02, eta: 2 days, 15:00:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9419, loss_cls: 4.2837, loss: 4.2837 +2025-06-19 05:15:49,489 - pyskl - INFO - Epoch [22][1400/3940] lr: 2.377e-02, eta: 2 days, 14:59:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9325, loss_cls: 4.2733, loss: 4.2733 +2025-06-19 05:16:33,893 - pyskl - INFO - Epoch [22][1500/3940] lr: 2.377e-02, eta: 2 days, 14:58:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9363, loss_cls: 4.2916, loss: 4.2916 +2025-06-19 05:17:18,307 - pyskl - INFO - Epoch [22][1600/3940] lr: 2.376e-02, eta: 2 days, 14:58:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9313, loss_cls: 4.3273, loss: 4.3273 +2025-06-19 05:18:02,666 - pyskl - INFO - Epoch [22][1700/3940] lr: 2.376e-02, eta: 2 days, 14:57:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9381, loss_cls: 4.2194, loss: 4.2194 +2025-06-19 05:18:47,125 - pyskl - INFO - Epoch [22][1800/3940] lr: 2.376e-02, eta: 2 days, 14:56:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9375, loss_cls: 4.3529, loss: 4.3529 +2025-06-19 05:19:31,565 - pyskl - INFO - Epoch [22][1900/3940] lr: 2.376e-02, eta: 2 days, 14:55:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9431, loss_cls: 4.2436, loss: 4.2436 +2025-06-19 05:20:16,024 - pyskl - INFO - Epoch [22][2000/3940] lr: 2.375e-02, eta: 2 days, 14:55:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9369, loss_cls: 4.3056, loss: 4.3056 +2025-06-19 05:21:00,464 - pyskl - INFO - Epoch [22][2100/3940] lr: 2.375e-02, eta: 2 days, 14:54:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9263, loss_cls: 4.4360, loss: 4.4360 +2025-06-19 05:21:45,108 - pyskl - INFO - Epoch [22][2200/3940] lr: 2.375e-02, eta: 2 days, 14:53:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9269, loss_cls: 4.4847, loss: 4.4847 +2025-06-19 05:22:29,584 - pyskl - INFO - Epoch [22][2300/3940] lr: 2.374e-02, eta: 2 days, 14:52:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9331, loss_cls: 4.3400, loss: 4.3400 +2025-06-19 05:23:14,050 - pyskl - INFO - Epoch [22][2400/3940] lr: 2.374e-02, eta: 2 days, 14:52:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9363, loss_cls: 4.2428, loss: 4.2428 +2025-06-19 05:23:58,436 - pyskl - INFO - Epoch [22][2500/3940] lr: 2.374e-02, eta: 2 days, 14:51:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9487, loss_cls: 4.2156, loss: 4.2156 +2025-06-19 05:24:42,786 - pyskl - INFO - Epoch [22][2600/3940] lr: 2.374e-02, eta: 2 days, 14:50:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9231, loss_cls: 4.3434, loss: 4.3434 +2025-06-19 05:25:27,184 - pyskl - INFO - Epoch [22][2700/3940] lr: 2.373e-02, eta: 2 days, 14:49:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9313, loss_cls: 4.3543, loss: 4.3543 +2025-06-19 05:26:11,630 - pyskl - INFO - Epoch [22][2800/3940] lr: 2.373e-02, eta: 2 days, 14:48:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9406, loss_cls: 4.2234, loss: 4.2234 +2025-06-19 05:26:56,443 - pyskl - INFO - Epoch [22][2900/3940] lr: 2.373e-02, eta: 2 days, 14:48:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9337, loss_cls: 4.1687, loss: 4.1687 +2025-06-19 05:27:41,388 - pyskl - INFO - Epoch [22][3000/3940] lr: 2.372e-02, eta: 2 days, 14:47:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9294, loss_cls: 4.3610, loss: 4.3610 +2025-06-19 05:28:26,074 - pyskl - INFO - Epoch [22][3100/3940] lr: 2.372e-02, eta: 2 days, 14:46:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9344, loss_cls: 4.4194, loss: 4.4194 +2025-06-19 05:29:10,612 - pyskl - INFO - Epoch [22][3200/3940] lr: 2.372e-02, eta: 2 days, 14:45:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9344, loss_cls: 4.3412, loss: 4.3412 +2025-06-19 05:29:55,270 - pyskl - INFO - Epoch [22][3300/3940] lr: 2.372e-02, eta: 2 days, 14:45:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9337, loss_cls: 4.4193, loss: 4.4193 +2025-06-19 05:30:39,858 - pyskl - INFO - Epoch [22][3400/3940] lr: 2.371e-02, eta: 2 days, 14:44:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9275, loss_cls: 4.3511, loss: 4.3511 +2025-06-19 05:31:24,367 - pyskl - INFO - Epoch [22][3500/3940] lr: 2.371e-02, eta: 2 days, 14:43:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9387, loss_cls: 4.2017, loss: 4.2017 +2025-06-19 05:32:09,100 - pyskl - INFO - Epoch [22][3600/3940] lr: 2.371e-02, eta: 2 days, 14:42:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9287, loss_cls: 4.3270, loss: 4.3270 +2025-06-19 05:32:53,654 - pyskl - INFO - Epoch [22][3700/3940] lr: 2.370e-02, eta: 2 days, 14:42:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9287, loss_cls: 4.4427, loss: 4.4427 +2025-06-19 05:33:38,156 - pyskl - INFO - Epoch [22][3800/3940] lr: 2.370e-02, eta: 2 days, 14:41:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9263, loss_cls: 4.4191, loss: 4.4191 +2025-06-19 05:34:22,603 - pyskl - INFO - Epoch [22][3900/3940] lr: 2.370e-02, eta: 2 days, 14:40:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9444, loss_cls: 4.1972, loss: 4.1972 +2025-06-19 05:34:40,669 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-06-19 05:38:06,212 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 05:38:06,685 - pyskl - INFO - +top1_acc 0.6805 +top5_acc 0.9121 +2025-06-19 05:38:06,738 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_19.pth was removed +2025-06-19 05:38:07,755 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. +2025-06-19 05:38:07,757 - pyskl - INFO - Best top1_acc is 0.6805 at 22 epoch. +2025-06-19 05:38:07,774 - pyskl - INFO - Epoch(val) [22][3183] top1_acc: 0.6805, top5_acc: 0.9121 +2025-06-19 05:39:16,332 - pyskl - INFO - Epoch [23][100/3940] lr: 2.369e-02, eta: 2 days, 14:40:06, time: 0.686, data_time: 0.242, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9419, loss_cls: 4.2606, loss: 4.2606 +2025-06-19 05:40:00,778 - pyskl - INFO - Epoch [23][200/3940] lr: 2.369e-02, eta: 2 days, 14:39:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9456, loss_cls: 4.2282, loss: 4.2282 +2025-06-19 05:40:45,262 - pyskl - INFO - Epoch [23][300/3940] lr: 2.369e-02, eta: 2 days, 14:38:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9331, loss_cls: 4.2992, loss: 4.2992 +2025-06-19 05:41:29,685 - pyskl - INFO - Epoch [23][400/3940] lr: 2.368e-02, eta: 2 days, 14:37:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9431, loss_cls: 4.1295, loss: 4.1295 +2025-06-19 05:42:14,269 - pyskl - INFO - Epoch [23][500/3940] lr: 2.368e-02, eta: 2 days, 14:37:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9419, loss_cls: 4.2195, loss: 4.2195 +2025-06-19 05:42:58,959 - pyskl - INFO - Epoch [23][600/3940] lr: 2.368e-02, eta: 2 days, 14:36:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9437, loss_cls: 4.0973, loss: 4.0973 +2025-06-19 05:43:43,777 - pyskl - INFO - Epoch [23][700/3940] lr: 2.368e-02, eta: 2 days, 14:35:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9487, loss_cls: 4.1825, loss: 4.1825 +2025-06-19 05:44:28,441 - pyskl - INFO - Epoch [23][800/3940] lr: 2.367e-02, eta: 2 days, 14:34:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9363, loss_cls: 4.2911, loss: 4.2911 +2025-06-19 05:45:13,193 - pyskl - INFO - Epoch [23][900/3940] lr: 2.367e-02, eta: 2 days, 14:34:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9387, loss_cls: 4.3216, loss: 4.3216 +2025-06-19 05:45:57,736 - pyskl - INFO - Epoch [23][1000/3940] lr: 2.367e-02, eta: 2 days, 14:33:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9350, loss_cls: 4.3040, loss: 4.3040 +2025-06-19 05:46:42,101 - pyskl - INFO - Epoch [23][1100/3940] lr: 2.366e-02, eta: 2 days, 14:32:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9263, loss_cls: 4.4413, loss: 4.4413 +2025-06-19 05:47:26,590 - pyskl - INFO - Epoch [23][1200/3940] lr: 2.366e-02, eta: 2 days, 14:31:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9356, loss_cls: 4.2150, loss: 4.2150 +2025-06-19 05:48:11,189 - pyskl - INFO - Epoch [23][1300/3940] lr: 2.366e-02, eta: 2 days, 14:30:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9475, loss_cls: 4.2237, loss: 4.2237 +2025-06-19 05:48:55,614 - pyskl - INFO - Epoch [23][1400/3940] lr: 2.365e-02, eta: 2 days, 14:30:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9313, loss_cls: 4.2747, loss: 4.2747 +2025-06-19 05:49:40,221 - pyskl - INFO - Epoch [23][1500/3940] lr: 2.365e-02, eta: 2 days, 14:29:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9281, loss_cls: 4.2806, loss: 4.2806 +2025-06-19 05:50:24,676 - pyskl - INFO - Epoch [23][1600/3940] lr: 2.365e-02, eta: 2 days, 14:28:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9356, loss_cls: 4.3014, loss: 4.3014 +2025-06-19 05:51:09,175 - pyskl - INFO - Epoch [23][1700/3940] lr: 2.365e-02, eta: 2 days, 14:27:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9431, loss_cls: 4.1847, loss: 4.1847 +2025-06-19 05:51:53,597 - pyskl - INFO - Epoch [23][1800/3940] lr: 2.364e-02, eta: 2 days, 14:27:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9281, loss_cls: 4.3577, loss: 4.3577 +2025-06-19 05:52:38,195 - pyskl - INFO - Epoch [23][1900/3940] lr: 2.364e-02, eta: 2 days, 14:26:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9394, loss_cls: 4.1470, loss: 4.1470 +2025-06-19 05:53:22,907 - pyskl - INFO - Epoch [23][2000/3940] lr: 2.364e-02, eta: 2 days, 14:25:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9400, loss_cls: 4.3675, loss: 4.3675 +2025-06-19 05:54:07,484 - pyskl - INFO - Epoch [23][2100/3940] lr: 2.363e-02, eta: 2 days, 14:24:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9406, loss_cls: 4.3163, loss: 4.3163 +2025-06-19 05:54:52,000 - pyskl - INFO - Epoch [23][2200/3940] lr: 2.363e-02, eta: 2 days, 14:24:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9450, loss_cls: 4.1587, loss: 4.1587 +2025-06-19 05:55:36,536 - pyskl - INFO - Epoch [23][2300/3940] lr: 2.363e-02, eta: 2 days, 14:23:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9450, loss_cls: 4.2956, loss: 4.2956 +2025-06-19 05:56:21,181 - pyskl - INFO - Epoch [23][2400/3940] lr: 2.362e-02, eta: 2 days, 14:22:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9319, loss_cls: 4.3528, loss: 4.3528 +2025-06-19 05:57:05,772 - pyskl - INFO - Epoch [23][2500/3940] lr: 2.362e-02, eta: 2 days, 14:21:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9275, loss_cls: 4.1791, loss: 4.1791 +2025-06-19 05:57:50,199 - pyskl - INFO - Epoch [23][2600/3940] lr: 2.362e-02, eta: 2 days, 14:21:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9456, loss_cls: 4.2215, loss: 4.2215 +2025-06-19 05:58:34,645 - pyskl - INFO - Epoch [23][2700/3940] lr: 2.362e-02, eta: 2 days, 14:20:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9225, loss_cls: 4.4343, loss: 4.4343 +2025-06-19 05:59:19,211 - pyskl - INFO - Epoch [23][2800/3940] lr: 2.361e-02, eta: 2 days, 14:19:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9331, loss_cls: 4.2574, loss: 4.2574 +2025-06-19 06:00:03,806 - pyskl - INFO - Epoch [23][2900/3940] lr: 2.361e-02, eta: 2 days, 14:18:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9325, loss_cls: 4.3596, loss: 4.3596 +2025-06-19 06:00:48,315 - pyskl - INFO - Epoch [23][3000/3940] lr: 2.361e-02, eta: 2 days, 14:17:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9269, loss_cls: 4.3654, loss: 4.3654 +2025-06-19 06:01:32,844 - pyskl - INFO - Epoch [23][3100/3940] lr: 2.360e-02, eta: 2 days, 14:17:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9269, loss_cls: 4.3346, loss: 4.3346 +2025-06-19 06:02:17,423 - pyskl - INFO - Epoch [23][3200/3940] lr: 2.360e-02, eta: 2 days, 14:16:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9387, loss_cls: 4.3552, loss: 4.3552 +2025-06-19 06:03:01,991 - pyskl - INFO - Epoch [23][3300/3940] lr: 2.360e-02, eta: 2 days, 14:15:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9375, loss_cls: 4.2923, loss: 4.2923 +2025-06-19 06:03:46,386 - pyskl - INFO - Epoch [23][3400/3940] lr: 2.359e-02, eta: 2 days, 14:14:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9363, loss_cls: 4.2348, loss: 4.2348 +2025-06-19 06:04:30,875 - pyskl - INFO - Epoch [23][3500/3940] lr: 2.359e-02, eta: 2 days, 14:14:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9356, loss_cls: 4.3687, loss: 4.3687 +2025-06-19 06:05:15,334 - pyskl - INFO - Epoch [23][3600/3940] lr: 2.359e-02, eta: 2 days, 14:13:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9400, loss_cls: 4.2659, loss: 4.2659 +2025-06-19 06:05:59,682 - pyskl - INFO - Epoch [23][3700/3940] lr: 2.358e-02, eta: 2 days, 14:12:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9356, loss_cls: 4.3009, loss: 4.3009 +2025-06-19 06:06:44,480 - pyskl - INFO - Epoch [23][3800/3940] lr: 2.358e-02, eta: 2 days, 14:11:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9325, loss_cls: 4.2767, loss: 4.2767 +2025-06-19 06:07:29,063 - pyskl - INFO - Epoch [23][3900/3940] lr: 2.358e-02, eta: 2 days, 14:11:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9375, loss_cls: 4.2863, loss: 4.2863 +2025-06-19 06:07:47,224 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-06-19 06:11:12,397 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 06:11:12,884 - pyskl - INFO - +top1_acc 0.5655 +top5_acc 0.8495 +2025-06-19 06:11:12,901 - pyskl - INFO - Epoch(val) [23][3183] top1_acc: 0.5655, top5_acc: 0.8495 +2025-06-19 06:12:21,416 - pyskl - INFO - Epoch [24][100/3940] lr: 2.357e-02, eta: 2 days, 14:10:34, time: 0.685, data_time: 0.238, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9437, loss_cls: 4.2579, loss: 4.2579 +2025-06-19 06:13:06,145 - pyskl - INFO - Epoch [24][200/3940] lr: 2.357e-02, eta: 2 days, 14:09:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9344, loss_cls: 4.2944, loss: 4.2944 +2025-06-19 06:13:50,745 - pyskl - INFO - Epoch [24][300/3940] lr: 2.357e-02, eta: 2 days, 14:09:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9487, loss_cls: 4.1338, loss: 4.1338 +2025-06-19 06:14:35,337 - pyskl - INFO - Epoch [24][400/3940] lr: 2.357e-02, eta: 2 days, 14:08:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9387, loss_cls: 4.2126, loss: 4.2126 +2025-06-19 06:15:19,893 - pyskl - INFO - Epoch [24][500/3940] lr: 2.356e-02, eta: 2 days, 14:07:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9394, loss_cls: 4.1227, loss: 4.1227 +2025-06-19 06:16:04,422 - pyskl - INFO - Epoch [24][600/3940] lr: 2.356e-02, eta: 2 days, 14:06:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9394, loss_cls: 4.3413, loss: 4.3413 +2025-06-19 06:16:48,982 - pyskl - INFO - Epoch [24][700/3940] lr: 2.356e-02, eta: 2 days, 14:06:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9387, loss_cls: 4.3398, loss: 4.3398 +2025-06-19 06:17:33,668 - pyskl - INFO - Epoch [24][800/3940] lr: 2.355e-02, eta: 2 days, 14:05:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9244, loss_cls: 4.3530, loss: 4.3530 +2025-06-19 06:18:18,242 - pyskl - INFO - Epoch [24][900/3940] lr: 2.355e-02, eta: 2 days, 14:04:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9237, loss_cls: 4.4394, loss: 4.4394 +2025-06-19 06:19:02,786 - pyskl - INFO - Epoch [24][1000/3940] lr: 2.355e-02, eta: 2 days, 14:03:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9344, loss_cls: 4.1895, loss: 4.1895 +2025-06-19 06:19:47,306 - pyskl - INFO - Epoch [24][1100/3940] lr: 2.354e-02, eta: 2 days, 14:02:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9431, loss_cls: 4.3177, loss: 4.3177 +2025-06-19 06:20:31,898 - pyskl - INFO - Epoch [24][1200/3940] lr: 2.354e-02, eta: 2 days, 14:02:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9431, loss_cls: 4.1094, loss: 4.1094 +2025-06-19 06:21:16,410 - pyskl - INFO - Epoch [24][1300/3940] lr: 2.354e-02, eta: 2 days, 14:01:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9387, loss_cls: 4.2135, loss: 4.2135 +2025-06-19 06:22:00,930 - pyskl - INFO - Epoch [24][1400/3940] lr: 2.353e-02, eta: 2 days, 14:00:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9225, loss_cls: 4.5694, loss: 4.5694 +2025-06-19 06:22:45,429 - pyskl - INFO - Epoch [24][1500/3940] lr: 2.353e-02, eta: 2 days, 13:59:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9363, loss_cls: 4.2378, loss: 4.2378 +2025-06-19 06:23:30,009 - pyskl - INFO - Epoch [24][1600/3940] lr: 2.353e-02, eta: 2 days, 13:59:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9456, loss_cls: 4.1839, loss: 4.1839 +2025-06-19 06:24:14,543 - pyskl - INFO - Epoch [24][1700/3940] lr: 2.352e-02, eta: 2 days, 13:58:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9413, loss_cls: 4.1981, loss: 4.1981 +2025-06-19 06:24:59,085 - pyskl - INFO - Epoch [24][1800/3940] lr: 2.352e-02, eta: 2 days, 13:57:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9394, loss_cls: 4.3329, loss: 4.3329 +2025-06-19 06:25:43,592 - pyskl - INFO - Epoch [24][1900/3940] lr: 2.352e-02, eta: 2 days, 13:56:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9375, loss_cls: 4.3059, loss: 4.3059 +2025-06-19 06:26:28,085 - pyskl - INFO - Epoch [24][2000/3940] lr: 2.352e-02, eta: 2 days, 13:56:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9400, loss_cls: 4.2588, loss: 4.2588 +2025-06-19 06:27:12,542 - pyskl - INFO - Epoch [24][2100/3940] lr: 2.351e-02, eta: 2 days, 13:55:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9319, loss_cls: 4.2873, loss: 4.2873 +2025-06-19 06:27:57,005 - pyskl - INFO - Epoch [24][2200/3940] lr: 2.351e-02, eta: 2 days, 13:54:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9350, loss_cls: 4.2890, loss: 4.2890 +2025-06-19 06:28:41,393 - pyskl - INFO - Epoch [24][2300/3940] lr: 2.351e-02, eta: 2 days, 13:53:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9437, loss_cls: 4.3216, loss: 4.3216 +2025-06-19 06:29:25,900 - pyskl - INFO - Epoch [24][2400/3940] lr: 2.350e-02, eta: 2 days, 13:53:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9237, loss_cls: 4.3907, loss: 4.3907 +2025-06-19 06:30:10,412 - pyskl - INFO - Epoch [24][2500/3940] lr: 2.350e-02, eta: 2 days, 13:52:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9413, loss_cls: 4.2749, loss: 4.2749 +2025-06-19 06:30:54,976 - pyskl - INFO - Epoch [24][2600/3940] lr: 2.350e-02, eta: 2 days, 13:51:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9363, loss_cls: 4.3193, loss: 4.3193 +2025-06-19 06:31:39,518 - pyskl - INFO - Epoch [24][2700/3940] lr: 2.349e-02, eta: 2 days, 13:50:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9319, loss_cls: 4.2731, loss: 4.2731 +2025-06-19 06:32:24,069 - pyskl - INFO - Epoch [24][2800/3940] lr: 2.349e-02, eta: 2 days, 13:49:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9387, loss_cls: 4.3059, loss: 4.3059 +2025-06-19 06:33:08,533 - pyskl - INFO - Epoch [24][2900/3940] lr: 2.349e-02, eta: 2 days, 13:49:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9400, loss_cls: 4.2216, loss: 4.2216 +2025-06-19 06:33:53,068 - pyskl - INFO - Epoch [24][3000/3940] lr: 2.348e-02, eta: 2 days, 13:48:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9387, loss_cls: 4.1876, loss: 4.1876 +2025-06-19 06:34:37,626 - pyskl - INFO - Epoch [24][3100/3940] lr: 2.348e-02, eta: 2 days, 13:47:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9387, loss_cls: 4.2617, loss: 4.2617 +2025-06-19 06:35:22,519 - pyskl - INFO - Epoch [24][3200/3940] lr: 2.348e-02, eta: 2 days, 13:46:56, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9363, loss_cls: 4.3113, loss: 4.3113 +2025-06-19 06:36:07,287 - pyskl - INFO - Epoch [24][3300/3940] lr: 2.347e-02, eta: 2 days, 13:46:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9269, loss_cls: 4.4477, loss: 4.4477 +2025-06-19 06:36:51,869 - pyskl - INFO - Epoch [24][3400/3940] lr: 2.347e-02, eta: 2 days, 13:45:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9269, loss_cls: 4.2557, loss: 4.2557 +2025-06-19 06:37:36,556 - pyskl - INFO - Epoch [24][3500/3940] lr: 2.347e-02, eta: 2 days, 13:44:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9444, loss_cls: 4.3108, loss: 4.3108 +2025-06-19 06:38:21,361 - pyskl - INFO - Epoch [24][3600/3940] lr: 2.346e-02, eta: 2 days, 13:43:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9381, loss_cls: 4.3302, loss: 4.3302 +2025-06-19 06:39:06,258 - pyskl - INFO - Epoch [24][3700/3940] lr: 2.346e-02, eta: 2 days, 13:43:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9331, loss_cls: 4.1801, loss: 4.1801 +2025-06-19 06:39:50,577 - pyskl - INFO - Epoch [24][3800/3940] lr: 2.346e-02, eta: 2 days, 13:42:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9306, loss_cls: 4.3897, loss: 4.3897 +2025-06-19 06:40:35,243 - pyskl - INFO - Epoch [24][3900/3940] lr: 2.346e-02, eta: 2 days, 13:41:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9306, loss_cls: 4.3906, loss: 4.3906 +2025-06-19 06:40:53,614 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-06-19 06:44:20,931 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 06:44:21,396 - pyskl - INFO - +top1_acc 0.6517 +top5_acc 0.8984 +2025-06-19 06:44:21,413 - pyskl - INFO - Epoch(val) [24][3183] top1_acc: 0.6517, top5_acc: 0.8984 +2025-06-19 06:45:29,618 - pyskl - INFO - Epoch [25][100/3940] lr: 2.345e-02, eta: 2 days, 13:41:07, time: 0.682, data_time: 0.237, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9350, loss_cls: 4.3534, loss: 4.3534 +2025-06-19 06:46:14,321 - pyskl - INFO - Epoch [25][200/3940] lr: 2.345e-02, eta: 2 days, 13:40:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9363, loss_cls: 4.1839, loss: 4.1839 +2025-06-19 06:46:58,875 - pyskl - INFO - Epoch [25][300/3940] lr: 2.344e-02, eta: 2 days, 13:39:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9381, loss_cls: 4.2950, loss: 4.2950 +2025-06-19 06:47:43,565 - pyskl - INFO - Epoch [25][400/3940] lr: 2.344e-02, eta: 2 days, 13:38:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9456, loss_cls: 4.2075, loss: 4.2075 +2025-06-19 06:48:28,152 - pyskl - INFO - Epoch [25][500/3940] lr: 2.344e-02, eta: 2 days, 13:38:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9350, loss_cls: 4.2558, loss: 4.2558 +2025-06-19 06:49:12,557 - pyskl - INFO - Epoch [25][600/3940] lr: 2.343e-02, eta: 2 days, 13:37:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9325, loss_cls: 4.2199, loss: 4.2199 +2025-06-19 06:49:57,017 - pyskl - INFO - Epoch [25][700/3940] lr: 2.343e-02, eta: 2 days, 13:36:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9431, loss_cls: 4.1759, loss: 4.1759 +2025-06-19 06:50:41,468 - pyskl - INFO - Epoch [25][800/3940] lr: 2.343e-02, eta: 2 days, 13:35:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9281, loss_cls: 4.3242, loss: 4.3242 +2025-06-19 06:51:25,942 - pyskl - INFO - Epoch [25][900/3940] lr: 2.342e-02, eta: 2 days, 13:35:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9375, loss_cls: 4.3281, loss: 4.3281 +2025-06-19 06:52:10,523 - pyskl - INFO - Epoch [25][1000/3940] lr: 2.342e-02, eta: 2 days, 13:34:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9375, loss_cls: 4.2524, loss: 4.2524 +2025-06-19 06:52:55,097 - pyskl - INFO - Epoch [25][1100/3940] lr: 2.342e-02, eta: 2 days, 13:33:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9363, loss_cls: 4.3260, loss: 4.3260 +2025-06-19 06:53:39,626 - pyskl - INFO - Epoch [25][1200/3940] lr: 2.342e-02, eta: 2 days, 13:32:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9525, loss_cls: 4.2342, loss: 4.2342 +2025-06-19 06:54:24,118 - pyskl - INFO - Epoch [25][1300/3940] lr: 2.341e-02, eta: 2 days, 13:31:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9300, loss_cls: 4.3049, loss: 4.3049 +2025-06-19 06:55:08,545 - pyskl - INFO - Epoch [25][1400/3940] lr: 2.341e-02, eta: 2 days, 13:31:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9306, loss_cls: 4.3224, loss: 4.3224 +2025-06-19 06:55:53,095 - pyskl - INFO - Epoch [25][1500/3940] lr: 2.341e-02, eta: 2 days, 13:30:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9356, loss_cls: 4.3104, loss: 4.3104 +2025-06-19 06:56:37,701 - pyskl - INFO - Epoch [25][1600/3940] lr: 2.340e-02, eta: 2 days, 13:29:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9531, loss_cls: 4.1319, loss: 4.1319 +2025-06-19 06:57:22,184 - pyskl - INFO - Epoch [25][1700/3940] lr: 2.340e-02, eta: 2 days, 13:28:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9275, loss_cls: 4.4647, loss: 4.4647 +2025-06-19 06:58:06,825 - pyskl - INFO - Epoch [25][1800/3940] lr: 2.340e-02, eta: 2 days, 13:28:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9369, loss_cls: 4.2362, loss: 4.2362 +2025-06-19 06:58:51,405 - pyskl - INFO - Epoch [25][1900/3940] lr: 2.339e-02, eta: 2 days, 13:27:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9406, loss_cls: 4.1985, loss: 4.1985 +2025-06-19 06:59:35,948 - pyskl - INFO - Epoch [25][2000/3940] lr: 2.339e-02, eta: 2 days, 13:26:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9375, loss_cls: 4.3133, loss: 4.3133 +2025-06-19 07:00:20,536 - pyskl - INFO - Epoch [25][2100/3940] lr: 2.339e-02, eta: 2 days, 13:25:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9275, loss_cls: 4.4526, loss: 4.4526 +2025-06-19 07:01:05,273 - pyskl - INFO - Epoch [25][2200/3940] lr: 2.338e-02, eta: 2 days, 13:25:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9413, loss_cls: 4.2968, loss: 4.2968 +2025-06-19 07:01:50,121 - pyskl - INFO - Epoch [25][2300/3940] lr: 2.338e-02, eta: 2 days, 13:24:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9219, loss_cls: 4.2515, loss: 4.2515 +2025-06-19 07:02:34,820 - pyskl - INFO - Epoch [25][2400/3940] lr: 2.338e-02, eta: 2 days, 13:23:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9450, loss_cls: 4.2895, loss: 4.2895 +2025-06-19 07:03:19,505 - pyskl - INFO - Epoch [25][2500/3940] lr: 2.337e-02, eta: 2 days, 13:22:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9406, loss_cls: 4.2800, loss: 4.2800 +2025-06-19 07:04:04,118 - pyskl - INFO - Epoch [25][2600/3940] lr: 2.337e-02, eta: 2 days, 13:22:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9387, loss_cls: 4.2596, loss: 4.2596 +2025-06-19 07:04:48,746 - pyskl - INFO - Epoch [25][2700/3940] lr: 2.337e-02, eta: 2 days, 13:21:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9387, loss_cls: 4.3117, loss: 4.3117 +2025-06-19 07:05:33,437 - pyskl - INFO - Epoch [25][2800/3940] lr: 2.336e-02, eta: 2 days, 13:20:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9325, loss_cls: 4.3843, loss: 4.3843 +2025-06-19 07:06:17,885 - pyskl - INFO - Epoch [25][2900/3940] lr: 2.336e-02, eta: 2 days, 13:19:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9369, loss_cls: 4.2253, loss: 4.2253 +2025-06-19 07:07:02,315 - pyskl - INFO - Epoch [25][3000/3940] lr: 2.336e-02, eta: 2 days, 13:19:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9381, loss_cls: 4.1896, loss: 4.1896 +2025-06-19 07:07:46,764 - pyskl - INFO - Epoch [25][3100/3940] lr: 2.335e-02, eta: 2 days, 13:18:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9294, loss_cls: 4.4510, loss: 4.4510 +2025-06-19 07:08:31,215 - pyskl - INFO - Epoch [25][3200/3940] lr: 2.335e-02, eta: 2 days, 13:17:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9337, loss_cls: 4.3011, loss: 4.3011 +2025-06-19 07:09:15,874 - pyskl - INFO - Epoch [25][3300/3940] lr: 2.335e-02, eta: 2 days, 13:16:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9325, loss_cls: 4.3286, loss: 4.3286 +2025-06-19 07:10:00,454 - pyskl - INFO - Epoch [25][3400/3940] lr: 2.334e-02, eta: 2 days, 13:16:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9306, loss_cls: 4.2766, loss: 4.2766 +2025-06-19 07:10:45,083 - pyskl - INFO - Epoch [25][3500/3940] lr: 2.334e-02, eta: 2 days, 13:15:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9275, loss_cls: 4.3077, loss: 4.3077 +2025-06-19 07:11:29,633 - pyskl - INFO - Epoch [25][3600/3940] lr: 2.334e-02, eta: 2 days, 13:14:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9325, loss_cls: 4.3056, loss: 4.3056 +2025-06-19 07:12:14,068 - pyskl - INFO - Epoch [25][3700/3940] lr: 2.333e-02, eta: 2 days, 13:13:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9325, loss_cls: 4.4102, loss: 4.4102 +2025-06-19 07:12:58,669 - pyskl - INFO - Epoch [25][3800/3940] lr: 2.333e-02, eta: 2 days, 13:12:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9306, loss_cls: 4.2991, loss: 4.2991 +2025-06-19 07:13:43,112 - pyskl - INFO - Epoch [25][3900/3940] lr: 2.333e-02, eta: 2 days, 13:12:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9363, loss_cls: 4.3829, loss: 4.3829 +2025-06-19 07:14:01,348 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-06-19 07:31:37,367 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 07:31:37,919 - pyskl - INFO - +top1_acc 0.6967 +top5_acc 0.9265 +2025-06-19 07:31:37,973 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_22.pth was removed +2025-06-19 07:31:38,989 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. +2025-06-19 07:31:38,991 - pyskl - INFO - Best top1_acc is 0.6967 at 25 epoch. +2025-06-19 07:31:39,008 - pyskl - INFO - Epoch(val) [25][3183] top1_acc: 0.6967, top5_acc: 0.9265 +2025-06-19 07:32:47,269 - pyskl - INFO - Epoch [26][100/3940] lr: 2.332e-02, eta: 2 days, 13:11:39, time: 0.683, data_time: 0.239, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9331, loss_cls: 4.1192, loss: 4.1192 +2025-06-19 07:33:31,752 - pyskl - INFO - Epoch [26][200/3940] lr: 2.332e-02, eta: 2 days, 13:10:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9450, loss_cls: 4.1660, loss: 4.1660 +2025-06-19 07:34:16,170 - pyskl - INFO - Epoch [26][300/3940] lr: 2.332e-02, eta: 2 days, 13:10:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9419, loss_cls: 4.1939, loss: 4.1939 +2025-06-19 07:35:00,617 - pyskl - INFO - Epoch [26][400/3940] lr: 2.331e-02, eta: 2 days, 13:09:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9444, loss_cls: 4.2126, loss: 4.2126 +2025-06-19 07:35:45,076 - pyskl - INFO - Epoch [26][500/3940] lr: 2.331e-02, eta: 2 days, 13:08:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9375, loss_cls: 4.2609, loss: 4.2609 +2025-06-19 07:36:29,434 - pyskl - INFO - Epoch [26][600/3940] lr: 2.331e-02, eta: 2 days, 13:07:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9425, loss_cls: 4.3045, loss: 4.3045 +2025-06-19 07:37:13,889 - pyskl - INFO - Epoch [26][700/3940] lr: 2.330e-02, eta: 2 days, 13:07:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9369, loss_cls: 4.2812, loss: 4.2812 +2025-06-19 07:37:58,378 - pyskl - INFO - Epoch [26][800/3940] lr: 2.330e-02, eta: 2 days, 13:06:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9294, loss_cls: 4.2708, loss: 4.2708 +2025-06-19 07:38:42,800 - pyskl - INFO - Epoch [26][900/3940] lr: 2.330e-02, eta: 2 days, 13:05:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9381, loss_cls: 4.2094, loss: 4.2094 +2025-06-19 07:39:27,249 - pyskl - INFO - Epoch [26][1000/3940] lr: 2.329e-02, eta: 2 days, 13:04:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9331, loss_cls: 4.3265, loss: 4.3265 +2025-06-19 07:40:11,607 - pyskl - INFO - Epoch [26][1100/3940] lr: 2.329e-02, eta: 2 days, 13:03:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9300, loss_cls: 4.3539, loss: 4.3539 +2025-06-19 07:40:55,874 - pyskl - INFO - Epoch [26][1200/3940] lr: 2.329e-02, eta: 2 days, 13:03:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9294, loss_cls: 4.3224, loss: 4.3224 +2025-06-19 07:41:40,234 - pyskl - INFO - Epoch [26][1300/3940] lr: 2.328e-02, eta: 2 days, 13:02:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9425, loss_cls: 4.2724, loss: 4.2724 +2025-06-19 07:42:24,573 - pyskl - INFO - Epoch [26][1400/3940] lr: 2.328e-02, eta: 2 days, 13:01:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9456, loss_cls: 4.0687, loss: 4.0687 +2025-06-19 07:43:09,037 - pyskl - INFO - Epoch [26][1500/3940] lr: 2.328e-02, eta: 2 days, 13:00:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9437, loss_cls: 4.1715, loss: 4.1715 +2025-06-19 07:43:53,418 - pyskl - INFO - Epoch [26][1600/3940] lr: 2.327e-02, eta: 2 days, 13:00:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9313, loss_cls: 4.2896, loss: 4.2896 +2025-06-19 07:44:37,782 - pyskl - INFO - Epoch [26][1700/3940] lr: 2.327e-02, eta: 2 days, 12:59:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9406, loss_cls: 4.1553, loss: 4.1553 +2025-06-19 07:45:22,129 - pyskl - INFO - Epoch [26][1800/3940] lr: 2.327e-02, eta: 2 days, 12:58:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9356, loss_cls: 4.3236, loss: 4.3236 +2025-06-19 07:46:06,510 - pyskl - INFO - Epoch [26][1900/3940] lr: 2.326e-02, eta: 2 days, 12:57:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9287, loss_cls: 4.2953, loss: 4.2953 +2025-06-19 07:46:50,918 - pyskl - INFO - Epoch [26][2000/3940] lr: 2.326e-02, eta: 2 days, 12:56:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9431, loss_cls: 4.1760, loss: 4.1760 +2025-06-19 07:47:35,329 - pyskl - INFO - Epoch [26][2100/3940] lr: 2.325e-02, eta: 2 days, 12:56:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9519, loss_cls: 4.1298, loss: 4.1298 +2025-06-19 07:48:19,722 - pyskl - INFO - Epoch [26][2200/3940] lr: 2.325e-02, eta: 2 days, 12:55:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9337, loss_cls: 4.2093, loss: 4.2093 +2025-06-19 07:49:04,016 - pyskl - INFO - Epoch [26][2300/3940] lr: 2.325e-02, eta: 2 days, 12:54:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9344, loss_cls: 4.2136, loss: 4.2136 +2025-06-19 07:49:48,383 - pyskl - INFO - Epoch [26][2400/3940] lr: 2.324e-02, eta: 2 days, 12:53:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9269, loss_cls: 4.3187, loss: 4.3187 +2025-06-19 07:50:32,754 - pyskl - INFO - Epoch [26][2500/3940] lr: 2.324e-02, eta: 2 days, 12:53:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9387, loss_cls: 4.2891, loss: 4.2891 +2025-06-19 07:51:17,189 - pyskl - INFO - Epoch [26][2600/3940] lr: 2.324e-02, eta: 2 days, 12:52:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9519, loss_cls: 4.1404, loss: 4.1404 +2025-06-19 07:52:01,624 - pyskl - INFO - Epoch [26][2700/3940] lr: 2.323e-02, eta: 2 days, 12:51:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9381, loss_cls: 4.2240, loss: 4.2240 +2025-06-19 07:52:45,992 - pyskl - INFO - Epoch [26][2800/3940] lr: 2.323e-02, eta: 2 days, 12:50:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9400, loss_cls: 4.2416, loss: 4.2416 +2025-06-19 07:53:30,475 - pyskl - INFO - Epoch [26][2900/3940] lr: 2.323e-02, eta: 2 days, 12:50:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9250, loss_cls: 4.2654, loss: 4.2654 +2025-06-19 07:54:14,934 - pyskl - INFO - Epoch [26][3000/3940] lr: 2.322e-02, eta: 2 days, 12:49:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9375, loss_cls: 4.2445, loss: 4.2445 +2025-06-19 07:54:59,400 - pyskl - INFO - Epoch [26][3100/3940] lr: 2.322e-02, eta: 2 days, 12:48:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9363, loss_cls: 4.2949, loss: 4.2949 +2025-06-19 07:55:44,102 - pyskl - INFO - Epoch [26][3200/3940] lr: 2.322e-02, eta: 2 days, 12:47:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9306, loss_cls: 4.2881, loss: 4.2881 +2025-06-19 07:56:28,746 - pyskl - INFO - Epoch [26][3300/3940] lr: 2.321e-02, eta: 2 days, 12:46:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9350, loss_cls: 4.3074, loss: 4.3074 +2025-06-19 07:57:13,328 - pyskl - INFO - Epoch [26][3400/3940] lr: 2.321e-02, eta: 2 days, 12:46:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9450, loss_cls: 4.1133, loss: 4.1133 +2025-06-19 07:57:57,767 - pyskl - INFO - Epoch [26][3500/3940] lr: 2.321e-02, eta: 2 days, 12:45:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9381, loss_cls: 4.2694, loss: 4.2694 +2025-06-19 07:58:42,151 - pyskl - INFO - Epoch [26][3600/3940] lr: 2.320e-02, eta: 2 days, 12:44:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9281, loss_cls: 4.3593, loss: 4.3593 +2025-06-19 07:59:26,769 - pyskl - INFO - Epoch [26][3700/3940] lr: 2.320e-02, eta: 2 days, 12:43:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9425, loss_cls: 4.0763, loss: 4.0763 +2025-06-19 08:00:11,211 - pyskl - INFO - Epoch [26][3800/3940] lr: 2.320e-02, eta: 2 days, 12:43:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9425, loss_cls: 4.2489, loss: 4.2489 +2025-06-19 08:00:55,722 - pyskl - INFO - Epoch [26][3900/3940] lr: 2.319e-02, eta: 2 days, 12:42:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9350, loss_cls: 4.2570, loss: 4.2570 +2025-06-19 08:01:13,777 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-06-19 08:04:39,320 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 08:04:39,789 - pyskl - INFO - +top1_acc 0.6542 +top5_acc 0.8987 +2025-06-19 08:04:39,808 - pyskl - INFO - Epoch(val) [26][3183] top1_acc: 0.6542, top5_acc: 0.8987 +2025-06-19 08:05:48,440 - pyskl - INFO - Epoch [27][100/3940] lr: 2.319e-02, eta: 2 days, 12:41:49, time: 0.686, data_time: 0.240, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9431, loss_cls: 4.1786, loss: 4.1786 +2025-06-19 08:06:33,060 - pyskl - INFO - Epoch [27][200/3940] lr: 2.319e-02, eta: 2 days, 12:41:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9400, loss_cls: 4.0501, loss: 4.0501 +2025-06-19 08:07:17,641 - pyskl - INFO - Epoch [27][300/3940] lr: 2.318e-02, eta: 2 days, 12:40:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9394, loss_cls: 4.3341, loss: 4.3341 +2025-06-19 08:08:02,301 - pyskl - INFO - Epoch [27][400/3940] lr: 2.318e-02, eta: 2 days, 12:39:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9506, loss_cls: 4.0904, loss: 4.0904 +2025-06-19 08:08:46,886 - pyskl - INFO - Epoch [27][500/3940] lr: 2.317e-02, eta: 2 days, 12:38:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9294, loss_cls: 4.2576, loss: 4.2576 +2025-06-19 08:09:31,368 - pyskl - INFO - Epoch [27][600/3940] lr: 2.317e-02, eta: 2 days, 12:38:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9394, loss_cls: 4.1529, loss: 4.1529 +2025-06-19 08:10:15,873 - pyskl - INFO - Epoch [27][700/3940] lr: 2.317e-02, eta: 2 days, 12:37:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9406, loss_cls: 4.2866, loss: 4.2866 +2025-06-19 08:11:00,251 - pyskl - INFO - Epoch [27][800/3940] lr: 2.316e-02, eta: 2 days, 12:36:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9425, loss_cls: 4.3494, loss: 4.3494 +2025-06-19 08:11:44,740 - pyskl - INFO - Epoch [27][900/3940] lr: 2.316e-02, eta: 2 days, 12:35:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9375, loss_cls: 4.2082, loss: 4.2082 +2025-06-19 08:12:29,156 - pyskl - INFO - Epoch [27][1000/3940] lr: 2.316e-02, eta: 2 days, 12:34:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9481, loss_cls: 4.0180, loss: 4.0180 +2025-06-19 08:13:13,572 - pyskl - INFO - Epoch [27][1100/3940] lr: 2.315e-02, eta: 2 days, 12:34:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9437, loss_cls: 4.2847, loss: 4.2847 +2025-06-19 08:13:58,270 - pyskl - INFO - Epoch [27][1200/3940] lr: 2.315e-02, eta: 2 days, 12:33:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9400, loss_cls: 4.2729, loss: 4.2729 +2025-06-19 08:14:42,772 - pyskl - INFO - Epoch [27][1300/3940] lr: 2.315e-02, eta: 2 days, 12:32:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9337, loss_cls: 4.2157, loss: 4.2157 +2025-06-19 08:15:27,176 - pyskl - INFO - Epoch [27][1400/3940] lr: 2.314e-02, eta: 2 days, 12:31:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9406, loss_cls: 4.2162, loss: 4.2162 +2025-06-19 08:16:11,676 - pyskl - INFO - Epoch [27][1500/3940] lr: 2.314e-02, eta: 2 days, 12:31:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9487, loss_cls: 4.1114, loss: 4.1114 +2025-06-19 08:16:56,302 - pyskl - INFO - Epoch [27][1600/3940] lr: 2.314e-02, eta: 2 days, 12:30:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9413, loss_cls: 4.2401, loss: 4.2401 +2025-06-19 08:17:40,816 - pyskl - INFO - Epoch [27][1700/3940] lr: 2.313e-02, eta: 2 days, 12:29:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9281, loss_cls: 4.4081, loss: 4.4081 +2025-06-19 08:18:25,279 - pyskl - INFO - Epoch [27][1800/3940] lr: 2.313e-02, eta: 2 days, 12:28:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9413, loss_cls: 4.3939, loss: 4.3939 +2025-06-19 08:19:09,884 - pyskl - INFO - Epoch [27][1900/3940] lr: 2.313e-02, eta: 2 days, 12:28:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9425, loss_cls: 4.1925, loss: 4.1925 +2025-06-19 08:19:54,451 - pyskl - INFO - Epoch [27][2000/3940] lr: 2.312e-02, eta: 2 days, 12:27:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9294, loss_cls: 4.2127, loss: 4.2127 +2025-06-19 08:20:38,795 - pyskl - INFO - Epoch [27][2100/3940] lr: 2.312e-02, eta: 2 days, 12:26:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9394, loss_cls: 4.1427, loss: 4.1427 +2025-06-19 08:21:23,199 - pyskl - INFO - Epoch [27][2200/3940] lr: 2.312e-02, eta: 2 days, 12:25:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9344, loss_cls: 4.2590, loss: 4.2590 +2025-06-19 08:22:07,610 - pyskl - INFO - Epoch [27][2300/3940] lr: 2.311e-02, eta: 2 days, 12:25:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9494, loss_cls: 4.1418, loss: 4.1418 +2025-06-19 08:22:52,174 - pyskl - INFO - Epoch [27][2400/3940] lr: 2.311e-02, eta: 2 days, 12:24:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9394, loss_cls: 4.1207, loss: 4.1207 +2025-06-19 08:23:36,584 - pyskl - INFO - Epoch [27][2500/3940] lr: 2.311e-02, eta: 2 days, 12:23:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9394, loss_cls: 4.1797, loss: 4.1797 +2025-06-19 08:24:21,166 - pyskl - INFO - Epoch [27][2600/3940] lr: 2.310e-02, eta: 2 days, 12:22:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9369, loss_cls: 4.2872, loss: 4.2872 +2025-06-19 08:25:05,597 - pyskl - INFO - Epoch [27][2700/3940] lr: 2.310e-02, eta: 2 days, 12:21:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9394, loss_cls: 4.2645, loss: 4.2645 +2025-06-19 08:25:50,174 - pyskl - INFO - Epoch [27][2800/3940] lr: 2.309e-02, eta: 2 days, 12:21:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9344, loss_cls: 4.2613, loss: 4.2613 +2025-06-19 08:26:34,600 - pyskl - INFO - Epoch [27][2900/3940] lr: 2.309e-02, eta: 2 days, 12:20:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9319, loss_cls: 4.2188, loss: 4.2188 +2025-06-19 08:27:19,462 - pyskl - INFO - Epoch [27][3000/3940] lr: 2.309e-02, eta: 2 days, 12:19:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9513, loss_cls: 4.1690, loss: 4.1690 +2025-06-19 08:28:04,093 - pyskl - INFO - Epoch [27][3100/3940] lr: 2.308e-02, eta: 2 days, 12:18:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9294, loss_cls: 4.1989, loss: 4.1989 +2025-06-19 08:28:48,485 - pyskl - INFO - Epoch [27][3200/3940] lr: 2.308e-02, eta: 2 days, 12:18:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9369, loss_cls: 4.2374, loss: 4.2374 +2025-06-19 08:29:33,174 - pyskl - INFO - Epoch [27][3300/3940] lr: 2.308e-02, eta: 2 days, 12:17:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9394, loss_cls: 4.3006, loss: 4.3006 +2025-06-19 08:30:17,733 - pyskl - INFO - Epoch [27][3400/3940] lr: 2.307e-02, eta: 2 days, 12:16:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9337, loss_cls: 4.2927, loss: 4.2927 +2025-06-19 08:31:02,122 - pyskl - INFO - Epoch [27][3500/3940] lr: 2.307e-02, eta: 2 days, 12:15:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9363, loss_cls: 4.2696, loss: 4.2696 +2025-06-19 08:31:46,531 - pyskl - INFO - Epoch [27][3600/3940] lr: 2.307e-02, eta: 2 days, 12:15:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9306, loss_cls: 4.2370, loss: 4.2370 +2025-06-19 08:32:30,965 - pyskl - INFO - Epoch [27][3700/3940] lr: 2.306e-02, eta: 2 days, 12:14:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9394, loss_cls: 4.2621, loss: 4.2621 +2025-06-19 08:33:15,398 - pyskl - INFO - Epoch [27][3800/3940] lr: 2.306e-02, eta: 2 days, 12:13:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9375, loss_cls: 4.1155, loss: 4.1155 +2025-06-19 08:33:59,960 - pyskl - INFO - Epoch [27][3900/3940] lr: 2.306e-02, eta: 2 days, 12:12:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9369, loss_cls: 4.3518, loss: 4.3518 +2025-06-19 08:34:18,024 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-06-19 08:37:43,338 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 08:37:43,851 - pyskl - INFO - +top1_acc 0.6205 +top5_acc 0.8838 +2025-06-19 08:37:43,869 - pyskl - INFO - Epoch(val) [27][3183] top1_acc: 0.6205, top5_acc: 0.8838 +2025-06-19 08:38:52,513 - pyskl - INFO - Epoch [28][100/3940] lr: 2.305e-02, eta: 2 days, 12:12:15, time: 0.686, data_time: 0.238, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9437, loss_cls: 4.2409, loss: 4.2409 +2025-06-19 08:39:37,074 - pyskl - INFO - Epoch [28][200/3940] lr: 2.305e-02, eta: 2 days, 12:11:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9381, loss_cls: 4.2181, loss: 4.2181 +2025-06-19 08:40:21,530 - pyskl - INFO - Epoch [28][300/3940] lr: 2.304e-02, eta: 2 days, 12:10:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9437, loss_cls: 4.2157, loss: 4.2157 +2025-06-19 08:41:05,979 - pyskl - INFO - Epoch [28][400/3940] lr: 2.304e-02, eta: 2 days, 12:09:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9381, loss_cls: 4.2098, loss: 4.2098 +2025-06-19 08:41:50,454 - pyskl - INFO - Epoch [28][500/3940] lr: 2.304e-02, eta: 2 days, 12:09:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9394, loss_cls: 4.2292, loss: 4.2292 +2025-06-19 08:42:34,983 - pyskl - INFO - Epoch [28][600/3940] lr: 2.303e-02, eta: 2 days, 12:08:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9387, loss_cls: 4.2242, loss: 4.2242 +2025-06-19 08:43:19,451 - pyskl - INFO - Epoch [28][700/3940] lr: 2.303e-02, eta: 2 days, 12:07:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9287, loss_cls: 4.3665, loss: 4.3665 +2025-06-19 08:44:03,878 - pyskl - INFO - Epoch [28][800/3940] lr: 2.303e-02, eta: 2 days, 12:06:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9481, loss_cls: 4.1111, loss: 4.1111 +2025-06-19 08:44:48,304 - pyskl - INFO - Epoch [28][900/3940] lr: 2.302e-02, eta: 2 days, 12:06:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9381, loss_cls: 4.3440, loss: 4.3440 +2025-06-19 08:45:32,756 - pyskl - INFO - Epoch [28][1000/3940] lr: 2.302e-02, eta: 2 days, 12:05:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9413, loss_cls: 4.1580, loss: 4.1580 +2025-06-19 08:46:17,157 - pyskl - INFO - Epoch [28][1100/3940] lr: 2.301e-02, eta: 2 days, 12:04:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9456, loss_cls: 4.0971, loss: 4.0971 +2025-06-19 08:47:01,729 - pyskl - INFO - Epoch [28][1200/3940] lr: 2.301e-02, eta: 2 days, 12:03:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9431, loss_cls: 4.1188, loss: 4.1188 +2025-06-19 08:47:46,509 - pyskl - INFO - Epoch [28][1300/3940] lr: 2.301e-02, eta: 2 days, 12:03:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9344, loss_cls: 4.2023, loss: 4.2023 +2025-06-19 08:48:31,029 - pyskl - INFO - Epoch [28][1400/3940] lr: 2.300e-02, eta: 2 days, 12:02:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9394, loss_cls: 4.1994, loss: 4.1994 +2025-06-19 08:49:15,472 - pyskl - INFO - Epoch [28][1500/3940] lr: 2.300e-02, eta: 2 days, 12:01:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9406, loss_cls: 4.1916, loss: 4.1916 +2025-06-19 08:49:59,930 - pyskl - INFO - Epoch [28][1600/3940] lr: 2.300e-02, eta: 2 days, 12:00:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9356, loss_cls: 4.3354, loss: 4.3354 +2025-06-19 08:50:44,420 - pyskl - INFO - Epoch [28][1700/3940] lr: 2.299e-02, eta: 2 days, 12:00:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9413, loss_cls: 4.1645, loss: 4.1645 +2025-06-19 08:51:28,849 - pyskl - INFO - Epoch [28][1800/3940] lr: 2.299e-02, eta: 2 days, 11:59:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9363, loss_cls: 4.3257, loss: 4.3257 +2025-06-19 08:52:13,228 - pyskl - INFO - Epoch [28][1900/3940] lr: 2.299e-02, eta: 2 days, 11:58:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9325, loss_cls: 4.2698, loss: 4.2698 +2025-06-19 08:52:57,626 - pyskl - INFO - Epoch [28][2000/3940] lr: 2.298e-02, eta: 2 days, 11:57:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9450, loss_cls: 4.0640, loss: 4.0640 +2025-06-19 08:53:41,996 - pyskl - INFO - Epoch [28][2100/3940] lr: 2.298e-02, eta: 2 days, 11:56:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9344, loss_cls: 4.3533, loss: 4.3533 +2025-06-19 08:54:26,482 - pyskl - INFO - Epoch [28][2200/3940] lr: 2.298e-02, eta: 2 days, 11:56:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9337, loss_cls: 4.2624, loss: 4.2624 +2025-06-19 08:55:10,913 - pyskl - INFO - Epoch [28][2300/3940] lr: 2.297e-02, eta: 2 days, 11:55:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9463, loss_cls: 4.2615, loss: 4.2615 +2025-06-19 08:55:55,314 - pyskl - INFO - Epoch [28][2400/3940] lr: 2.297e-02, eta: 2 days, 11:54:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9306, loss_cls: 4.3592, loss: 4.3592 +2025-06-19 08:56:39,713 - pyskl - INFO - Epoch [28][2500/3940] lr: 2.296e-02, eta: 2 days, 11:53:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9331, loss_cls: 4.3011, loss: 4.3011 +2025-06-19 08:57:24,147 - pyskl - INFO - Epoch [28][2600/3940] lr: 2.296e-02, eta: 2 days, 11:53:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9413, loss_cls: 4.1715, loss: 4.1715 +2025-06-19 08:58:08,609 - pyskl - INFO - Epoch [28][2700/3940] lr: 2.296e-02, eta: 2 days, 11:52:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9425, loss_cls: 4.1592, loss: 4.1592 +2025-06-19 08:58:53,127 - pyskl - INFO - Epoch [28][2800/3940] lr: 2.295e-02, eta: 2 days, 11:51:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9375, loss_cls: 4.1949, loss: 4.1949 +2025-06-19 08:59:37,584 - pyskl - INFO - Epoch [28][2900/3940] lr: 2.295e-02, eta: 2 days, 11:50:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9381, loss_cls: 4.2171, loss: 4.2171 +2025-06-19 09:00:22,126 - pyskl - INFO - Epoch [28][3000/3940] lr: 2.295e-02, eta: 2 days, 11:50:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9350, loss_cls: 4.2480, loss: 4.2480 +2025-06-19 09:01:06,666 - pyskl - INFO - Epoch [28][3100/3940] lr: 2.294e-02, eta: 2 days, 11:49:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9406, loss_cls: 4.3175, loss: 4.3175 +2025-06-19 09:01:51,145 - pyskl - INFO - Epoch [28][3200/3940] lr: 2.294e-02, eta: 2 days, 11:48:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9431, loss_cls: 4.1635, loss: 4.1635 +2025-06-19 09:02:35,661 - pyskl - INFO - Epoch [28][3300/3940] lr: 2.294e-02, eta: 2 days, 11:47:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9237, loss_cls: 4.2246, loss: 4.2246 +2025-06-19 09:03:20,163 - pyskl - INFO - Epoch [28][3400/3940] lr: 2.293e-02, eta: 2 days, 11:47:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9469, loss_cls: 4.1775, loss: 4.1775 +2025-06-19 09:04:04,617 - pyskl - INFO - Epoch [28][3500/3940] lr: 2.293e-02, eta: 2 days, 11:46:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9400, loss_cls: 4.3666, loss: 4.3666 +2025-06-19 09:04:49,213 - pyskl - INFO - Epoch [28][3600/3940] lr: 2.292e-02, eta: 2 days, 11:45:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9287, loss_cls: 4.2163, loss: 4.2163 +2025-06-19 09:05:33,823 - pyskl - INFO - Epoch [28][3700/3940] lr: 2.292e-02, eta: 2 days, 11:44:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9375, loss_cls: 4.2763, loss: 4.2763 +2025-06-19 09:06:18,388 - pyskl - INFO - Epoch [28][3800/3940] lr: 2.292e-02, eta: 2 days, 11:44:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9437, loss_cls: 4.0909, loss: 4.0909 +2025-06-19 09:07:02,979 - pyskl - INFO - Epoch [28][3900/3940] lr: 2.291e-02, eta: 2 days, 11:43:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9375, loss_cls: 4.2342, loss: 4.2342 +2025-06-19 09:07:21,128 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-06-19 09:10:46,416 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 09:10:46,925 - pyskl - INFO - +top1_acc 0.6791 +top5_acc 0.9127 +2025-06-19 09:10:46,944 - pyskl - INFO - Epoch(val) [28][3183] top1_acc: 0.6791, top5_acc: 0.9127 +2025-06-19 09:11:55,068 - pyskl - INFO - Epoch [29][100/3940] lr: 2.291e-02, eta: 2 days, 11:42:36, time: 0.681, data_time: 0.238, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9406, loss_cls: 4.2050, loss: 4.2050 +2025-06-19 09:12:39,633 - pyskl - INFO - Epoch [29][200/3940] lr: 2.290e-02, eta: 2 days, 11:41:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9400, loss_cls: 4.0622, loss: 4.0622 +2025-06-19 09:13:24,165 - pyskl - INFO - Epoch [29][300/3940] lr: 2.290e-02, eta: 2 days, 11:41:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9413, loss_cls: 4.1495, loss: 4.1495 +2025-06-19 09:14:08,698 - pyskl - INFO - Epoch [29][400/3940] lr: 2.290e-02, eta: 2 days, 11:40:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9444, loss_cls: 4.1803, loss: 4.1803 +2025-06-19 09:14:53,385 - pyskl - INFO - Epoch [29][500/3940] lr: 2.289e-02, eta: 2 days, 11:39:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9437, loss_cls: 4.0783, loss: 4.0783 +2025-06-19 09:15:38,218 - pyskl - INFO - Epoch [29][600/3940] lr: 2.289e-02, eta: 2 days, 11:38:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9419, loss_cls: 4.2146, loss: 4.2146 +2025-06-19 09:16:22,782 - pyskl - INFO - Epoch [29][700/3940] lr: 2.289e-02, eta: 2 days, 11:38:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9300, loss_cls: 4.2766, loss: 4.2766 +2025-06-19 09:17:07,344 - pyskl - INFO - Epoch [29][800/3940] lr: 2.288e-02, eta: 2 days, 11:37:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9450, loss_cls: 4.2214, loss: 4.2214 +2025-06-19 09:17:52,034 - pyskl - INFO - Epoch [29][900/3940] lr: 2.288e-02, eta: 2 days, 11:36:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9444, loss_cls: 4.1329, loss: 4.1329 +2025-06-19 09:18:36,733 - pyskl - INFO - Epoch [29][1000/3940] lr: 2.287e-02, eta: 2 days, 11:35:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9413, loss_cls: 4.2541, loss: 4.2541 +2025-06-19 09:19:21,268 - pyskl - INFO - Epoch [29][1100/3940] lr: 2.287e-02, eta: 2 days, 11:35:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9425, loss_cls: 4.1563, loss: 4.1563 +2025-06-19 09:20:05,805 - pyskl - INFO - Epoch [29][1200/3940] lr: 2.287e-02, eta: 2 days, 11:34:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9469, loss_cls: 4.1757, loss: 4.1757 +2025-06-19 09:20:50,340 - pyskl - INFO - Epoch [29][1300/3940] lr: 2.286e-02, eta: 2 days, 11:33:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9394, loss_cls: 4.1911, loss: 4.1911 +2025-06-19 09:21:34,876 - pyskl - INFO - Epoch [29][1400/3940] lr: 2.286e-02, eta: 2 days, 11:32:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9456, loss_cls: 4.1394, loss: 4.1394 +2025-06-19 09:22:19,700 - pyskl - INFO - Epoch [29][1500/3940] lr: 2.286e-02, eta: 2 days, 11:32:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9387, loss_cls: 4.3331, loss: 4.3331 +2025-06-19 09:23:04,441 - pyskl - INFO - Epoch [29][1600/3940] lr: 2.285e-02, eta: 2 days, 11:31:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9275, loss_cls: 4.3738, loss: 4.3738 +2025-06-19 09:23:48,874 - pyskl - INFO - Epoch [29][1700/3940] lr: 2.285e-02, eta: 2 days, 11:30:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9381, loss_cls: 4.2301, loss: 4.2301 +2025-06-19 09:24:33,300 - pyskl - INFO - Epoch [29][1800/3940] lr: 2.284e-02, eta: 2 days, 11:29:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9394, loss_cls: 4.1848, loss: 4.1848 +2025-06-19 09:25:17,770 - pyskl - INFO - Epoch [29][1900/3940] lr: 2.284e-02, eta: 2 days, 11:29:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9381, loss_cls: 4.1002, loss: 4.1002 +2025-06-19 09:26:02,185 - pyskl - INFO - Epoch [29][2000/3940] lr: 2.284e-02, eta: 2 days, 11:28:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9463, loss_cls: 4.2144, loss: 4.2144 +2025-06-19 09:26:46,694 - pyskl - INFO - Epoch [29][2100/3940] lr: 2.283e-02, eta: 2 days, 11:27:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9331, loss_cls: 4.3216, loss: 4.3216 +2025-06-19 09:27:31,168 - pyskl - INFO - Epoch [29][2200/3940] lr: 2.283e-02, eta: 2 days, 11:26:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9469, loss_cls: 4.1888, loss: 4.1888 +2025-06-19 09:28:15,641 - pyskl - INFO - Epoch [29][2300/3940] lr: 2.283e-02, eta: 2 days, 11:25:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9319, loss_cls: 4.2887, loss: 4.2887 +2025-06-19 09:29:00,098 - pyskl - INFO - Epoch [29][2400/3940] lr: 2.282e-02, eta: 2 days, 11:25:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9344, loss_cls: 4.3338, loss: 4.3338 +2025-06-19 09:29:44,618 - pyskl - INFO - Epoch [29][2500/3940] lr: 2.282e-02, eta: 2 days, 11:24:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9381, loss_cls: 4.1892, loss: 4.1892 +2025-06-19 09:30:29,183 - pyskl - INFO - Epoch [29][2600/3940] lr: 2.281e-02, eta: 2 days, 11:23:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9431, loss_cls: 4.1965, loss: 4.1965 +2025-06-19 09:31:13,669 - pyskl - INFO - Epoch [29][2700/3940] lr: 2.281e-02, eta: 2 days, 11:22:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9425, loss_cls: 4.1285, loss: 4.1285 +2025-06-19 09:31:58,264 - pyskl - INFO - Epoch [29][2800/3940] lr: 2.281e-02, eta: 2 days, 11:22:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9375, loss_cls: 4.1394, loss: 4.1394 +2025-06-19 09:32:42,887 - pyskl - INFO - Epoch [29][2900/3940] lr: 2.280e-02, eta: 2 days, 11:21:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9425, loss_cls: 4.2662, loss: 4.2662 +2025-06-19 09:33:27,467 - pyskl - INFO - Epoch [29][3000/3940] lr: 2.280e-02, eta: 2 days, 11:20:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9381, loss_cls: 4.2588, loss: 4.2588 +2025-06-19 09:34:12,110 - pyskl - INFO - Epoch [29][3100/3940] lr: 2.280e-02, eta: 2 days, 11:19:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9450, loss_cls: 4.2246, loss: 4.2246 +2025-06-19 09:34:56,750 - pyskl - INFO - Epoch [29][3200/3940] lr: 2.279e-02, eta: 2 days, 11:19:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9369, loss_cls: 4.2456, loss: 4.2456 +2025-06-19 09:35:41,374 - pyskl - INFO - Epoch [29][3300/3940] lr: 2.279e-02, eta: 2 days, 11:18:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9406, loss_cls: 4.3059, loss: 4.3059 +2025-06-19 09:36:26,110 - pyskl - INFO - Epoch [29][3400/3940] lr: 2.278e-02, eta: 2 days, 11:17:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9356, loss_cls: 4.2391, loss: 4.2391 +2025-06-19 09:37:10,760 - pyskl - INFO - Epoch [29][3500/3940] lr: 2.278e-02, eta: 2 days, 11:16:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9300, loss_cls: 4.1736, loss: 4.1736 +2025-06-19 09:37:55,336 - pyskl - INFO - Epoch [29][3600/3940] lr: 2.278e-02, eta: 2 days, 11:16:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9425, loss_cls: 4.2083, loss: 4.2083 +2025-06-19 09:38:40,070 - pyskl - INFO - Epoch [29][3700/3940] lr: 2.277e-02, eta: 2 days, 11:15:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9425, loss_cls: 4.2293, loss: 4.2293 +2025-06-19 09:39:24,658 - pyskl - INFO - Epoch [29][3800/3940] lr: 2.277e-02, eta: 2 days, 11:14:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9381, loss_cls: 4.2863, loss: 4.2863 +2025-06-19 09:40:09,333 - pyskl - INFO - Epoch [29][3900/3940] lr: 2.277e-02, eta: 2 days, 11:13:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9237, loss_cls: 4.3802, loss: 4.3802 +2025-06-19 09:40:27,486 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-06-19 09:43:52,774 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 09:43:53,251 - pyskl - INFO - +top1_acc 0.6715 +top5_acc 0.9189 +2025-06-19 09:43:53,271 - pyskl - INFO - Epoch(val) [29][3183] top1_acc: 0.6715, top5_acc: 0.9189 +2025-06-19 09:45:01,857 - pyskl - INFO - Epoch [30][100/3940] lr: 2.276e-02, eta: 2 days, 11:13:16, time: 0.686, data_time: 0.242, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9463, loss_cls: 4.1651, loss: 4.1651 +2025-06-19 09:45:46,214 - pyskl - INFO - Epoch [30][200/3940] lr: 2.276e-02, eta: 2 days, 11:12:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9400, loss_cls: 4.1722, loss: 4.1722 +2025-06-19 09:46:30,656 - pyskl - INFO - Epoch [30][300/3940] lr: 2.275e-02, eta: 2 days, 11:11:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9450, loss_cls: 4.1206, loss: 4.1206 +2025-06-19 09:47:15,099 - pyskl - INFO - Epoch [30][400/3940] lr: 2.275e-02, eta: 2 days, 11:10:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9437, loss_cls: 4.1250, loss: 4.1250 +2025-06-19 09:47:59,591 - pyskl - INFO - Epoch [30][500/3940] lr: 2.275e-02, eta: 2 days, 11:10:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9463, loss_cls: 4.0319, loss: 4.0319 +2025-06-19 09:48:44,049 - pyskl - INFO - Epoch [30][600/3940] lr: 2.274e-02, eta: 2 days, 11:09:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9363, loss_cls: 4.1174, loss: 4.1174 +2025-06-19 09:49:28,484 - pyskl - INFO - Epoch [30][700/3940] lr: 2.274e-02, eta: 2 days, 11:08:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9375, loss_cls: 4.2228, loss: 4.2228 +2025-06-19 09:50:12,912 - pyskl - INFO - Epoch [30][800/3940] lr: 2.273e-02, eta: 2 days, 11:07:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9400, loss_cls: 4.1276, loss: 4.1276 +2025-06-19 09:50:57,343 - pyskl - INFO - Epoch [30][900/3940] lr: 2.273e-02, eta: 2 days, 11:07:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9394, loss_cls: 4.1419, loss: 4.1419 +2025-06-19 09:51:41,750 - pyskl - INFO - Epoch [30][1000/3940] lr: 2.273e-02, eta: 2 days, 11:06:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9400, loss_cls: 4.0991, loss: 4.0991 +2025-06-19 09:52:26,160 - pyskl - INFO - Epoch [30][1100/3940] lr: 2.272e-02, eta: 2 days, 11:05:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9419, loss_cls: 4.1661, loss: 4.1661 +2025-06-19 09:53:10,757 - pyskl - INFO - Epoch [30][1200/3940] lr: 2.272e-02, eta: 2 days, 11:04:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9413, loss_cls: 4.2021, loss: 4.2021 +2025-06-19 09:53:55,422 - pyskl - INFO - Epoch [30][1300/3940] lr: 2.271e-02, eta: 2 days, 11:04:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9287, loss_cls: 4.2533, loss: 4.2533 +2025-06-19 09:54:39,776 - pyskl - INFO - Epoch [30][1400/3940] lr: 2.271e-02, eta: 2 days, 11:03:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9531, loss_cls: 4.1418, loss: 4.1418 +2025-06-19 09:55:24,247 - pyskl - INFO - Epoch [30][1500/3940] lr: 2.271e-02, eta: 2 days, 11:02:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9369, loss_cls: 4.1266, loss: 4.1266 +2025-06-19 09:56:08,668 - pyskl - INFO - Epoch [30][1600/3940] lr: 2.270e-02, eta: 2 days, 11:01:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9375, loss_cls: 4.1858, loss: 4.1858 +2025-06-19 09:56:53,030 - pyskl - INFO - Epoch [30][1700/3940] lr: 2.270e-02, eta: 2 days, 11:01:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9356, loss_cls: 4.1457, loss: 4.1457 +2025-06-19 09:57:37,516 - pyskl - INFO - Epoch [30][1800/3940] lr: 2.270e-02, eta: 2 days, 11:00:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9469, loss_cls: 4.0899, loss: 4.0899 +2025-06-19 09:58:21,887 - pyskl - INFO - Epoch [30][1900/3940] lr: 2.269e-02, eta: 2 days, 10:59:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9469, loss_cls: 4.1020, loss: 4.1020 +2025-06-19 09:59:06,275 - pyskl - INFO - Epoch [30][2000/3940] lr: 2.269e-02, eta: 2 days, 10:58:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9431, loss_cls: 4.1620, loss: 4.1620 +2025-06-19 09:59:50,842 - pyskl - INFO - Epoch [30][2100/3940] lr: 2.268e-02, eta: 2 days, 10:57:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9306, loss_cls: 4.3220, loss: 4.3220 +2025-06-19 10:00:35,176 - pyskl - INFO - Epoch [30][2200/3940] lr: 2.268e-02, eta: 2 days, 10:57:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9350, loss_cls: 4.2718, loss: 4.2718 +2025-06-19 10:01:19,573 - pyskl - INFO - Epoch [30][2300/3940] lr: 2.268e-02, eta: 2 days, 10:56:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9387, loss_cls: 4.2646, loss: 4.2646 +2025-06-19 10:02:03,975 - pyskl - INFO - Epoch [30][2400/3940] lr: 2.267e-02, eta: 2 days, 10:55:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9369, loss_cls: 4.3271, loss: 4.3271 +2025-06-19 10:02:48,743 - pyskl - INFO - Epoch [30][2500/3940] lr: 2.267e-02, eta: 2 days, 10:54:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9337, loss_cls: 4.1570, loss: 4.1570 +2025-06-19 10:03:33,244 - pyskl - INFO - Epoch [30][2600/3940] lr: 2.266e-02, eta: 2 days, 10:54:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9356, loss_cls: 4.2323, loss: 4.2323 +2025-06-19 10:04:17,550 - pyskl - INFO - Epoch [30][2700/3940] lr: 2.266e-02, eta: 2 days, 10:53:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9419, loss_cls: 4.1486, loss: 4.1486 +2025-06-19 10:05:01,998 - pyskl - INFO - Epoch [30][2800/3940] lr: 2.266e-02, eta: 2 days, 10:52:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9494, loss_cls: 4.2246, loss: 4.2246 +2025-06-19 10:05:46,330 - pyskl - INFO - Epoch [30][2900/3940] lr: 2.265e-02, eta: 2 days, 10:51:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9506, loss_cls: 4.2045, loss: 4.2045 +2025-06-19 10:06:30,755 - pyskl - INFO - Epoch [30][3000/3940] lr: 2.265e-02, eta: 2 days, 10:51:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9363, loss_cls: 4.2262, loss: 4.2262 +2025-06-19 10:07:15,188 - pyskl - INFO - Epoch [30][3100/3940] lr: 2.265e-02, eta: 2 days, 10:50:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9406, loss_cls: 4.2445, loss: 4.2445 +2025-06-19 10:07:59,582 - pyskl - INFO - Epoch [30][3200/3940] lr: 2.264e-02, eta: 2 days, 10:49:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9375, loss_cls: 4.2014, loss: 4.2014 +2025-06-19 10:08:43,914 - pyskl - INFO - Epoch [30][3300/3940] lr: 2.264e-02, eta: 2 days, 10:48:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9494, loss_cls: 4.1145, loss: 4.1145 +2025-06-19 10:09:28,344 - pyskl - INFO - Epoch [30][3400/3940] lr: 2.263e-02, eta: 2 days, 10:48:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9381, loss_cls: 4.2446, loss: 4.2446 +2025-06-19 10:10:12,795 - pyskl - INFO - Epoch [30][3500/3940] lr: 2.263e-02, eta: 2 days, 10:47:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9425, loss_cls: 4.2449, loss: 4.2449 +2025-06-19 10:10:57,249 - pyskl - INFO - Epoch [30][3600/3940] lr: 2.263e-02, eta: 2 days, 10:46:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9394, loss_cls: 4.1623, loss: 4.1623 +2025-06-19 10:11:41,593 - pyskl - INFO - Epoch [30][3700/3940] lr: 2.262e-02, eta: 2 days, 10:45:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9394, loss_cls: 4.3193, loss: 4.3193 +2025-06-19 10:12:26,017 - pyskl - INFO - Epoch [30][3800/3940] lr: 2.262e-02, eta: 2 days, 10:44:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9519, loss_cls: 4.0301, loss: 4.0301 +2025-06-19 10:13:10,399 - pyskl - INFO - Epoch [30][3900/3940] lr: 2.261e-02, eta: 2 days, 10:44:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9419, loss_cls: 4.0692, loss: 4.0692 +2025-06-19 10:13:28,462 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-06-19 10:30:53,566 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 10:30:54,074 - pyskl - INFO - +top1_acc 0.6492 +top5_acc 0.9023 +2025-06-19 10:30:54,093 - pyskl - INFO - Epoch(val) [30][3183] top1_acc: 0.6492, top5_acc: 0.9023 +2025-06-19 10:32:02,366 - pyskl - INFO - Epoch [31][100/3940] lr: 2.261e-02, eta: 2 days, 10:43:31, time: 0.683, data_time: 0.238, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9450, loss_cls: 4.2551, loss: 4.2551 +2025-06-19 10:32:46,993 - pyskl - INFO - Epoch [31][200/3940] lr: 2.260e-02, eta: 2 days, 10:42:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9444, loss_cls: 4.0611, loss: 4.0611 +2025-06-19 10:33:31,645 - pyskl - INFO - Epoch [31][300/3940] lr: 2.260e-02, eta: 2 days, 10:42:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9381, loss_cls: 4.2284, loss: 4.2284 +2025-06-19 10:34:16,186 - pyskl - INFO - Epoch [31][400/3940] lr: 2.260e-02, eta: 2 days, 10:41:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9363, loss_cls: 4.1665, loss: 4.1665 +2025-06-19 10:35:00,737 - pyskl - INFO - Epoch [31][500/3940] lr: 2.259e-02, eta: 2 days, 10:40:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9456, loss_cls: 4.0459, loss: 4.0459 +2025-06-19 10:35:45,382 - pyskl - INFO - Epoch [31][600/3940] lr: 2.259e-02, eta: 2 days, 10:39:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9419, loss_cls: 4.1602, loss: 4.1602 +2025-06-19 10:36:29,984 - pyskl - INFO - Epoch [31][700/3940] lr: 2.259e-02, eta: 2 days, 10:39:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9400, loss_cls: 4.2118, loss: 4.2118 +2025-06-19 10:37:14,657 - pyskl - INFO - Epoch [31][800/3940] lr: 2.258e-02, eta: 2 days, 10:38:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9525, loss_cls: 3.9849, loss: 3.9849 +2025-06-19 10:37:59,308 - pyskl - INFO - Epoch [31][900/3940] lr: 2.258e-02, eta: 2 days, 10:37:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9450, loss_cls: 4.2195, loss: 4.2195 +2025-06-19 10:38:43,809 - pyskl - INFO - Epoch [31][1000/3940] lr: 2.257e-02, eta: 2 days, 10:36:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9487, loss_cls: 4.1208, loss: 4.1208 +2025-06-19 10:39:28,343 - pyskl - INFO - Epoch [31][1100/3940] lr: 2.257e-02, eta: 2 days, 10:35:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9425, loss_cls: 4.1837, loss: 4.1837 +2025-06-19 10:40:13,176 - pyskl - INFO - Epoch [31][1200/3940] lr: 2.257e-02, eta: 2 days, 10:35:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9406, loss_cls: 4.1086, loss: 4.1086 +2025-06-19 10:40:57,913 - pyskl - INFO - Epoch [31][1300/3940] lr: 2.256e-02, eta: 2 days, 10:34:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9387, loss_cls: 4.0996, loss: 4.0996 +2025-06-19 10:41:42,519 - pyskl - INFO - Epoch [31][1400/3940] lr: 2.256e-02, eta: 2 days, 10:33:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9456, loss_cls: 4.1545, loss: 4.1545 +2025-06-19 10:42:27,133 - pyskl - INFO - Epoch [31][1500/3940] lr: 2.255e-02, eta: 2 days, 10:33:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9475, loss_cls: 4.1007, loss: 4.1007 +2025-06-19 10:43:11,644 - pyskl - INFO - Epoch [31][1600/3940] lr: 2.255e-02, eta: 2 days, 10:32:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9425, loss_cls: 4.2023, loss: 4.2023 +2025-06-19 10:43:56,281 - pyskl - INFO - Epoch [31][1700/3940] lr: 2.255e-02, eta: 2 days, 10:31:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9444, loss_cls: 4.2291, loss: 4.2291 +2025-06-19 10:44:40,861 - pyskl - INFO - Epoch [31][1800/3940] lr: 2.254e-02, eta: 2 days, 10:30:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9469, loss_cls: 4.0479, loss: 4.0479 +2025-06-19 10:45:25,511 - pyskl - INFO - Epoch [31][1900/3940] lr: 2.254e-02, eta: 2 days, 10:29:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9406, loss_cls: 4.2642, loss: 4.2642 +2025-06-19 10:46:10,121 - pyskl - INFO - Epoch [31][2000/3940] lr: 2.253e-02, eta: 2 days, 10:29:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9475, loss_cls: 4.1489, loss: 4.1489 +2025-06-19 10:46:54,725 - pyskl - INFO - Epoch [31][2100/3940] lr: 2.253e-02, eta: 2 days, 10:28:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9350, loss_cls: 4.1864, loss: 4.1864 +2025-06-19 10:47:39,313 - pyskl - INFO - Epoch [31][2200/3940] lr: 2.253e-02, eta: 2 days, 10:27:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9337, loss_cls: 4.3047, loss: 4.3047 +2025-06-19 10:48:24,050 - pyskl - INFO - Epoch [31][2300/3940] lr: 2.252e-02, eta: 2 days, 10:26:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9406, loss_cls: 4.0895, loss: 4.0895 +2025-06-19 10:49:08,591 - pyskl - INFO - Epoch [31][2400/3940] lr: 2.252e-02, eta: 2 days, 10:26:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9306, loss_cls: 4.3109, loss: 4.3109 +2025-06-19 10:49:53,178 - pyskl - INFO - Epoch [31][2500/3940] lr: 2.251e-02, eta: 2 days, 10:25:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9425, loss_cls: 4.2297, loss: 4.2297 +2025-06-19 10:50:37,851 - pyskl - INFO - Epoch [31][2600/3940] lr: 2.251e-02, eta: 2 days, 10:24:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9337, loss_cls: 4.2943, loss: 4.2943 +2025-06-19 10:51:22,520 - pyskl - INFO - Epoch [31][2700/3940] lr: 2.251e-02, eta: 2 days, 10:23:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9419, loss_cls: 4.2779, loss: 4.2779 +2025-06-19 10:52:07,315 - pyskl - INFO - Epoch [31][2800/3940] lr: 2.250e-02, eta: 2 days, 10:23:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9437, loss_cls: 4.1802, loss: 4.1802 +2025-06-19 10:52:51,896 - pyskl - INFO - Epoch [31][2900/3940] lr: 2.250e-02, eta: 2 days, 10:22:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9431, loss_cls: 4.1102, loss: 4.1102 +2025-06-19 10:53:36,345 - pyskl - INFO - Epoch [31][3000/3940] lr: 2.249e-02, eta: 2 days, 10:21:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 3.9983, loss: 3.9983 +2025-06-19 10:54:21,059 - pyskl - INFO - Epoch [31][3100/3940] lr: 2.249e-02, eta: 2 days, 10:20:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9381, loss_cls: 4.1812, loss: 4.1812 +2025-06-19 10:55:05,543 - pyskl - INFO - Epoch [31][3200/3940] lr: 2.249e-02, eta: 2 days, 10:20:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9387, loss_cls: 4.2583, loss: 4.2583 +2025-06-19 10:55:50,022 - pyskl - INFO - Epoch [31][3300/3940] lr: 2.248e-02, eta: 2 days, 10:19:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9450, loss_cls: 4.1695, loss: 4.1695 +2025-06-19 10:56:34,570 - pyskl - INFO - Epoch [31][3400/3940] lr: 2.248e-02, eta: 2 days, 10:18:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9344, loss_cls: 4.2445, loss: 4.2445 +2025-06-19 10:57:18,924 - pyskl - INFO - Epoch [31][3500/3940] lr: 2.247e-02, eta: 2 days, 10:17:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9425, loss_cls: 4.1610, loss: 4.1610 +2025-06-19 10:58:03,428 - pyskl - INFO - Epoch [31][3600/3940] lr: 2.247e-02, eta: 2 days, 10:17:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9531, loss_cls: 4.0867, loss: 4.0867 +2025-06-19 10:58:48,090 - pyskl - INFO - Epoch [31][3700/3940] lr: 2.247e-02, eta: 2 days, 10:16:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9406, loss_cls: 4.1506, loss: 4.1506 +2025-06-19 10:59:32,786 - pyskl - INFO - Epoch [31][3800/3940] lr: 2.246e-02, eta: 2 days, 10:15:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9363, loss_cls: 4.2399, loss: 4.2399 +2025-06-19 11:00:17,322 - pyskl - INFO - Epoch [31][3900/3940] lr: 2.246e-02, eta: 2 days, 10:14:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9363, loss_cls: 4.2136, loss: 4.2136 +2025-06-19 11:00:35,379 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-06-19 11:04:03,440 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 11:04:03,907 - pyskl - INFO - +top1_acc 0.6863 +top5_acc 0.9196 +2025-06-19 11:04:03,927 - pyskl - INFO - Epoch(val) [31][3183] top1_acc: 0.6863, top5_acc: 0.9196 +2025-06-19 11:05:12,673 - pyskl - INFO - Epoch [32][100/3940] lr: 2.245e-02, eta: 2 days, 10:14:15, time: 0.687, data_time: 0.241, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9387, loss_cls: 4.2579, loss: 4.2579 +2025-06-19 11:05:57,279 - pyskl - INFO - Epoch [32][200/3940] lr: 2.245e-02, eta: 2 days, 10:13:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9494, loss_cls: 4.0056, loss: 4.0056 +2025-06-19 11:06:41,949 - pyskl - INFO - Epoch [32][300/3940] lr: 2.244e-02, eta: 2 days, 10:12:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9456, loss_cls: 3.9628, loss: 3.9628 +2025-06-19 11:07:26,505 - pyskl - INFO - Epoch [32][400/3940] lr: 2.244e-02, eta: 2 days, 10:12:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9400, loss_cls: 4.1534, loss: 4.1534 +2025-06-19 11:08:11,035 - pyskl - INFO - Epoch [32][500/3940] lr: 2.244e-02, eta: 2 days, 10:11:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9513, loss_cls: 3.9531, loss: 3.9531 +2025-06-19 11:08:55,553 - pyskl - INFO - Epoch [32][600/3940] lr: 2.243e-02, eta: 2 days, 10:10:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9387, loss_cls: 4.0789, loss: 4.0789 +2025-06-19 11:09:40,080 - pyskl - INFO - Epoch [32][700/3940] lr: 2.243e-02, eta: 2 days, 10:09:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9381, loss_cls: 4.1919, loss: 4.1919 +2025-06-19 11:10:24,588 - pyskl - INFO - Epoch [32][800/3940] lr: 2.242e-02, eta: 2 days, 10:08:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9487, loss_cls: 4.2042, loss: 4.2042 +2025-06-19 11:11:09,087 - pyskl - INFO - Epoch [32][900/3940] lr: 2.242e-02, eta: 2 days, 10:08:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9363, loss_cls: 4.0770, loss: 4.0770 +2025-06-19 11:11:53,647 - pyskl - INFO - Epoch [32][1000/3940] lr: 2.242e-02, eta: 2 days, 10:07:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9500, loss_cls: 4.0466, loss: 4.0466 +2025-06-19 11:12:38,118 - pyskl - INFO - Epoch [32][1100/3940] lr: 2.241e-02, eta: 2 days, 10:06:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9337, loss_cls: 4.1164, loss: 4.1164 +2025-06-19 11:13:22,670 - pyskl - INFO - Epoch [32][1200/3940] lr: 2.241e-02, eta: 2 days, 10:05:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9344, loss_cls: 4.2318, loss: 4.2318 +2025-06-19 11:14:07,152 - pyskl - INFO - Epoch [32][1300/3940] lr: 2.240e-02, eta: 2 days, 10:05:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9413, loss_cls: 4.1553, loss: 4.1553 +2025-06-19 11:14:51,752 - pyskl - INFO - Epoch [32][1400/3940] lr: 2.240e-02, eta: 2 days, 10:04:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9413, loss_cls: 4.1203, loss: 4.1203 +2025-06-19 11:15:36,274 - pyskl - INFO - Epoch [32][1500/3940] lr: 2.240e-02, eta: 2 days, 10:03:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9406, loss_cls: 4.1763, loss: 4.1763 +2025-06-19 11:16:20,848 - pyskl - INFO - Epoch [32][1600/3940] lr: 2.239e-02, eta: 2 days, 10:02:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9387, loss_cls: 4.2123, loss: 4.2123 +2025-06-19 11:17:05,248 - pyskl - INFO - Epoch [32][1700/3940] lr: 2.239e-02, eta: 2 days, 10:02:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9481, loss_cls: 4.0734, loss: 4.0734 +2025-06-19 11:17:49,656 - pyskl - INFO - Epoch [32][1800/3940] lr: 2.238e-02, eta: 2 days, 10:01:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9331, loss_cls: 4.2339, loss: 4.2339 +2025-06-19 11:18:34,231 - pyskl - INFO - Epoch [32][1900/3940] lr: 2.238e-02, eta: 2 days, 10:00:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9425, loss_cls: 4.2274, loss: 4.2274 +2025-06-19 11:19:18,704 - pyskl - INFO - Epoch [32][2000/3940] lr: 2.238e-02, eta: 2 days, 9:59:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9400, loss_cls: 3.9966, loss: 3.9966 +2025-06-19 11:20:03,217 - pyskl - INFO - Epoch [32][2100/3940] lr: 2.237e-02, eta: 2 days, 9:59:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9369, loss_cls: 4.1628, loss: 4.1628 +2025-06-19 11:20:47,739 - pyskl - INFO - Epoch [32][2200/3940] lr: 2.237e-02, eta: 2 days, 9:58:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9344, loss_cls: 4.1532, loss: 4.1532 +2025-06-19 11:21:32,237 - pyskl - INFO - Epoch [32][2300/3940] lr: 2.236e-02, eta: 2 days, 9:57:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9431, loss_cls: 4.2014, loss: 4.2014 +2025-06-19 11:22:16,776 - pyskl - INFO - Epoch [32][2400/3940] lr: 2.236e-02, eta: 2 days, 9:56:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9394, loss_cls: 4.2565, loss: 4.2565 +2025-06-19 11:23:01,245 - pyskl - INFO - Epoch [32][2500/3940] lr: 2.236e-02, eta: 2 days, 9:56:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9413, loss_cls: 4.1962, loss: 4.1962 +2025-06-19 11:23:45,655 - pyskl - INFO - Epoch [32][2600/3940] lr: 2.235e-02, eta: 2 days, 9:55:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9444, loss_cls: 4.1213, loss: 4.1213 +2025-06-19 11:24:30,260 - pyskl - INFO - Epoch [32][2700/3940] lr: 2.235e-02, eta: 2 days, 9:54:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9431, loss_cls: 4.1208, loss: 4.1208 +2025-06-19 11:25:14,984 - pyskl - INFO - Epoch [32][2800/3940] lr: 2.234e-02, eta: 2 days, 9:53:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9337, loss_cls: 4.1016, loss: 4.1016 +2025-06-19 11:25:59,605 - pyskl - INFO - Epoch [32][2900/3940] lr: 2.234e-02, eta: 2 days, 9:53:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9425, loss_cls: 4.1972, loss: 4.1972 +2025-06-19 11:26:44,196 - pyskl - INFO - Epoch [32][3000/3940] lr: 2.233e-02, eta: 2 days, 9:52:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9463, loss_cls: 4.2339, loss: 4.2339 +2025-06-19 11:27:28,825 - pyskl - INFO - Epoch [32][3100/3940] lr: 2.233e-02, eta: 2 days, 9:51:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9450, loss_cls: 4.2131, loss: 4.2131 +2025-06-19 11:28:13,579 - pyskl - INFO - Epoch [32][3200/3940] lr: 2.233e-02, eta: 2 days, 9:50:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9406, loss_cls: 4.3283, loss: 4.3283 +2025-06-19 11:28:58,223 - pyskl - INFO - Epoch [32][3300/3940] lr: 2.232e-02, eta: 2 days, 9:50:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9381, loss_cls: 4.1668, loss: 4.1668 +2025-06-19 11:29:42,853 - pyskl - INFO - Epoch [32][3400/3940] lr: 2.232e-02, eta: 2 days, 9:49:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9369, loss_cls: 4.1897, loss: 4.1897 +2025-06-19 11:30:27,495 - pyskl - INFO - Epoch [32][3500/3940] lr: 2.231e-02, eta: 2 days, 9:48:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9400, loss_cls: 4.2155, loss: 4.2155 +2025-06-19 11:31:12,065 - pyskl - INFO - Epoch [32][3600/3940] lr: 2.231e-02, eta: 2 days, 9:47:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9475, loss_cls: 4.0708, loss: 4.0708 +2025-06-19 11:31:56,578 - pyskl - INFO - Epoch [32][3700/3940] lr: 2.231e-02, eta: 2 days, 9:47:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9475, loss_cls: 4.0541, loss: 4.0541 +2025-06-19 11:32:41,329 - pyskl - INFO - Epoch [32][3800/3940] lr: 2.230e-02, eta: 2 days, 9:46:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9375, loss_cls: 4.2684, loss: 4.2684 +2025-06-19 11:33:25,891 - pyskl - INFO - Epoch [32][3900/3940] lr: 2.230e-02, eta: 2 days, 9:45:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9381, loss_cls: 4.2668, loss: 4.2668 +2025-06-19 11:33:44,094 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-06-19 11:37:09,793 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 11:37:10,296 - pyskl - INFO - +top1_acc 0.6524 +top5_acc 0.9119 +2025-06-19 11:37:10,315 - pyskl - INFO - Epoch(val) [32][3183] top1_acc: 0.6524, top5_acc: 0.9119 +2025-06-19 11:38:18,924 - pyskl - INFO - Epoch [33][100/3940] lr: 2.229e-02, eta: 2 days, 9:44:52, time: 0.686, data_time: 0.241, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9437, loss_cls: 4.1339, loss: 4.1339 +2025-06-19 11:39:03,387 - pyskl - INFO - Epoch [33][200/3940] lr: 2.229e-02, eta: 2 days, 9:44:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9519, loss_cls: 3.9361, loss: 3.9361 +2025-06-19 11:39:47,961 - pyskl - INFO - Epoch [33][300/3940] lr: 2.228e-02, eta: 2 days, 9:43:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9450, loss_cls: 4.1769, loss: 4.1769 +2025-06-19 11:40:32,536 - pyskl - INFO - Epoch [33][400/3940] lr: 2.228e-02, eta: 2 days, 9:42:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9513, loss_cls: 3.9137, loss: 3.9137 +2025-06-19 11:41:17,116 - pyskl - INFO - Epoch [33][500/3940] lr: 2.228e-02, eta: 2 days, 9:41:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9431, loss_cls: 4.1289, loss: 4.1289 +2025-06-19 11:42:01,703 - pyskl - INFO - Epoch [33][600/3940] lr: 2.227e-02, eta: 2 days, 9:41:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9463, loss_cls: 4.0831, loss: 4.0831 +2025-06-19 11:42:46,105 - pyskl - INFO - Epoch [33][700/3940] lr: 2.227e-02, eta: 2 days, 9:40:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9494, loss_cls: 4.1578, loss: 4.1578 +2025-06-19 11:43:30,624 - pyskl - INFO - Epoch [33][800/3940] lr: 2.226e-02, eta: 2 days, 9:39:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9331, loss_cls: 4.1930, loss: 4.1930 +2025-06-19 11:44:15,054 - pyskl - INFO - Epoch [33][900/3940] lr: 2.226e-02, eta: 2 days, 9:38:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9481, loss_cls: 4.0531, loss: 4.0531 +2025-06-19 11:44:59,589 - pyskl - INFO - Epoch [33][1000/3940] lr: 2.225e-02, eta: 2 days, 9:38:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9437, loss_cls: 4.0675, loss: 4.0675 +2025-06-19 11:45:43,904 - pyskl - INFO - Epoch [33][1100/3940] lr: 2.225e-02, eta: 2 days, 9:37:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9494, loss_cls: 4.1098, loss: 4.1098 +2025-06-19 11:46:28,285 - pyskl - INFO - Epoch [33][1200/3940] lr: 2.225e-02, eta: 2 days, 9:36:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9394, loss_cls: 4.0376, loss: 4.0376 +2025-06-19 11:47:12,835 - pyskl - INFO - Epoch [33][1300/3940] lr: 2.224e-02, eta: 2 days, 9:35:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9487, loss_cls: 4.1619, loss: 4.1619 +2025-06-19 11:47:57,200 - pyskl - INFO - Epoch [33][1400/3940] lr: 2.224e-02, eta: 2 days, 9:34:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9537, loss_cls: 3.9882, loss: 3.9882 +2025-06-19 11:48:41,583 - pyskl - INFO - Epoch [33][1500/3940] lr: 2.223e-02, eta: 2 days, 9:34:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9419, loss_cls: 4.0333, loss: 4.0333 +2025-06-19 11:49:25,925 - pyskl - INFO - Epoch [33][1600/3940] lr: 2.223e-02, eta: 2 days, 9:33:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9337, loss_cls: 4.2662, loss: 4.2662 +2025-06-19 11:50:10,351 - pyskl - INFO - Epoch [33][1700/3940] lr: 2.223e-02, eta: 2 days, 9:32:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9375, loss_cls: 4.2181, loss: 4.2181 +2025-06-19 11:50:54,829 - pyskl - INFO - Epoch [33][1800/3940] lr: 2.222e-02, eta: 2 days, 9:31:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9437, loss_cls: 4.1479, loss: 4.1479 +2025-06-19 11:51:39,254 - pyskl - INFO - Epoch [33][1900/3940] lr: 2.222e-02, eta: 2 days, 9:31:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9431, loss_cls: 4.1367, loss: 4.1367 +2025-06-19 11:52:23,926 - pyskl - INFO - Epoch [33][2000/3940] lr: 2.221e-02, eta: 2 days, 9:30:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9425, loss_cls: 4.1578, loss: 4.1578 +2025-06-19 11:53:08,441 - pyskl - INFO - Epoch [33][2100/3940] lr: 2.221e-02, eta: 2 days, 9:29:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 4.1930, loss: 4.1930 +2025-06-19 11:53:52,908 - pyskl - INFO - Epoch [33][2200/3940] lr: 2.220e-02, eta: 2 days, 9:28:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9394, loss_cls: 4.1067, loss: 4.1067 +2025-06-19 11:54:37,322 - pyskl - INFO - Epoch [33][2300/3940] lr: 2.220e-02, eta: 2 days, 9:28:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9456, loss_cls: 4.0864, loss: 4.0864 +2025-06-19 11:55:21,741 - pyskl - INFO - Epoch [33][2400/3940] lr: 2.220e-02, eta: 2 days, 9:27:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9300, loss_cls: 4.1726, loss: 4.1726 +2025-06-19 11:56:06,231 - pyskl - INFO - Epoch [33][2500/3940] lr: 2.219e-02, eta: 2 days, 9:26:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9306, loss_cls: 4.2400, loss: 4.2400 +2025-06-19 11:56:50,561 - pyskl - INFO - Epoch [33][2600/3940] lr: 2.219e-02, eta: 2 days, 9:25:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9444, loss_cls: 4.0835, loss: 4.0835 +2025-06-19 11:57:35,248 - pyskl - INFO - Epoch [33][2700/3940] lr: 2.218e-02, eta: 2 days, 9:25:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9394, loss_cls: 4.1945, loss: 4.1945 +2025-06-19 11:58:19,526 - pyskl - INFO - Epoch [33][2800/3940] lr: 2.218e-02, eta: 2 days, 9:24:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9356, loss_cls: 4.1826, loss: 4.1826 +2025-06-19 11:59:04,262 - pyskl - INFO - Epoch [33][2900/3940] lr: 2.218e-02, eta: 2 days, 9:23:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9306, loss_cls: 4.2824, loss: 4.2824 +2025-06-19 11:59:48,722 - pyskl - INFO - Epoch [33][3000/3940] lr: 2.217e-02, eta: 2 days, 9:22:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9481, loss_cls: 3.9228, loss: 3.9228 +2025-06-19 12:00:33,233 - pyskl - INFO - Epoch [33][3100/3940] lr: 2.217e-02, eta: 2 days, 9:22:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9506, loss_cls: 4.1956, loss: 4.1956 +2025-06-19 12:01:17,790 - pyskl - INFO - Epoch [33][3200/3940] lr: 2.216e-02, eta: 2 days, 9:21:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9419, loss_cls: 4.1800, loss: 4.1800 +2025-06-19 12:02:02,151 - pyskl - INFO - Epoch [33][3300/3940] lr: 2.216e-02, eta: 2 days, 9:20:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9413, loss_cls: 4.1655, loss: 4.1655 +2025-06-19 12:02:46,688 - pyskl - INFO - Epoch [33][3400/3940] lr: 2.215e-02, eta: 2 days, 9:19:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9381, loss_cls: 4.1463, loss: 4.1463 +2025-06-19 12:03:31,285 - pyskl - INFO - Epoch [33][3500/3940] lr: 2.215e-02, eta: 2 days, 9:19:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9400, loss_cls: 4.1890, loss: 4.1890 +2025-06-19 12:04:15,744 - pyskl - INFO - Epoch [33][3600/3940] lr: 2.215e-02, eta: 2 days, 9:18:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9431, loss_cls: 4.1644, loss: 4.1644 +2025-06-19 12:05:00,287 - pyskl - INFO - Epoch [33][3700/3940] lr: 2.214e-02, eta: 2 days, 9:17:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9337, loss_cls: 4.2429, loss: 4.2429 +2025-06-19 12:05:44,668 - pyskl - INFO - Epoch [33][3800/3940] lr: 2.214e-02, eta: 2 days, 9:16:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9487, loss_cls: 4.1006, loss: 4.1006 +2025-06-19 12:06:29,032 - pyskl - INFO - Epoch [33][3900/3940] lr: 2.213e-02, eta: 2 days, 9:15:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9494, loss_cls: 3.9694, loss: 3.9694 +2025-06-19 12:06:47,222 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-06-19 12:10:14,925 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 12:10:15,423 - pyskl - INFO - +top1_acc 0.6642 +top5_acc 0.8941 +2025-06-19 12:10:15,442 - pyskl - INFO - Epoch(val) [33][3183] top1_acc: 0.6642, top5_acc: 0.8941 +2025-06-19 12:11:24,473 - pyskl - INFO - Epoch [34][100/3940] lr: 2.213e-02, eta: 2 days, 9:15:18, time: 0.690, data_time: 0.245, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9519, loss_cls: 4.1784, loss: 4.1784 +2025-06-19 12:12:08,961 - pyskl - INFO - Epoch [34][200/3940] lr: 2.212e-02, eta: 2 days, 9:14:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9350, loss_cls: 4.1558, loss: 4.1558 +2025-06-19 12:12:53,848 - pyskl - INFO - Epoch [34][300/3940] lr: 2.212e-02, eta: 2 days, 9:13:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9337, loss_cls: 4.2397, loss: 4.2397 +2025-06-19 12:13:38,549 - pyskl - INFO - Epoch [34][400/3940] lr: 2.211e-02, eta: 2 days, 9:13:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9425, loss_cls: 4.1130, loss: 4.1130 +2025-06-19 12:14:23,112 - pyskl - INFO - Epoch [34][500/3940] lr: 2.211e-02, eta: 2 days, 9:12:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9519, loss_cls: 4.1427, loss: 4.1427 +2025-06-19 12:15:07,680 - pyskl - INFO - Epoch [34][600/3940] lr: 2.211e-02, eta: 2 days, 9:11:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9519, loss_cls: 3.9917, loss: 3.9917 +2025-06-19 12:15:52,143 - pyskl - INFO - Epoch [34][700/3940] lr: 2.210e-02, eta: 2 days, 9:10:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9463, loss_cls: 4.0808, loss: 4.0808 +2025-06-19 12:16:36,653 - pyskl - INFO - Epoch [34][800/3940] lr: 2.210e-02, eta: 2 days, 9:10:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9406, loss_cls: 4.2529, loss: 4.2529 +2025-06-19 12:17:21,091 - pyskl - INFO - Epoch [34][900/3940] lr: 2.209e-02, eta: 2 days, 9:09:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9406, loss_cls: 4.1417, loss: 4.1417 +2025-06-19 12:18:05,479 - pyskl - INFO - Epoch [34][1000/3940] lr: 2.209e-02, eta: 2 days, 9:08:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9400, loss_cls: 4.0919, loss: 4.0919 +2025-06-19 12:18:49,875 - pyskl - INFO - Epoch [34][1100/3940] lr: 2.208e-02, eta: 2 days, 9:07:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9487, loss_cls: 3.9913, loss: 3.9913 +2025-06-19 12:19:34,287 - pyskl - INFO - Epoch [34][1200/3940] lr: 2.208e-02, eta: 2 days, 9:06:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9463, loss_cls: 4.1254, loss: 4.1254 +2025-06-19 12:20:18,953 - pyskl - INFO - Epoch [34][1300/3940] lr: 2.208e-02, eta: 2 days, 9:06:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9469, loss_cls: 4.1936, loss: 4.1936 +2025-06-19 12:21:03,476 - pyskl - INFO - Epoch [34][1400/3940] lr: 2.207e-02, eta: 2 days, 9:05:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9456, loss_cls: 4.1253, loss: 4.1253 +2025-06-19 12:21:47,861 - pyskl - INFO - Epoch [34][1500/3940] lr: 2.207e-02, eta: 2 days, 9:04:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9425, loss_cls: 4.0231, loss: 4.0231 +2025-06-19 12:22:32,342 - pyskl - INFO - Epoch [34][1600/3940] lr: 2.206e-02, eta: 2 days, 9:03:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9331, loss_cls: 4.0705, loss: 4.0705 +2025-06-19 12:23:16,758 - pyskl - INFO - Epoch [34][1700/3940] lr: 2.206e-02, eta: 2 days, 9:03:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9450, loss_cls: 4.0613, loss: 4.0613 +2025-06-19 12:24:01,259 - pyskl - INFO - Epoch [34][1800/3940] lr: 2.205e-02, eta: 2 days, 9:02:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9387, loss_cls: 4.1969, loss: 4.1969 +2025-06-19 12:24:45,684 - pyskl - INFO - Epoch [34][1900/3940] lr: 2.205e-02, eta: 2 days, 9:01:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9313, loss_cls: 4.2350, loss: 4.2350 +2025-06-19 12:25:30,211 - pyskl - INFO - Epoch [34][2000/3940] lr: 2.205e-02, eta: 2 days, 9:00:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9413, loss_cls: 4.1478, loss: 4.1478 +2025-06-19 12:26:14,614 - pyskl - INFO - Epoch [34][2100/3940] lr: 2.204e-02, eta: 2 days, 9:00:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9463, loss_cls: 4.0522, loss: 4.0522 +2025-06-19 12:26:59,055 - pyskl - INFO - Epoch [34][2200/3940] lr: 2.204e-02, eta: 2 days, 8:59:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9363, loss_cls: 4.1822, loss: 4.1822 +2025-06-19 12:27:43,481 - pyskl - INFO - Epoch [34][2300/3940] lr: 2.203e-02, eta: 2 days, 8:58:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9475, loss_cls: 4.0734, loss: 4.0734 +2025-06-19 12:28:27,867 - pyskl - INFO - Epoch [34][2400/3940] lr: 2.203e-02, eta: 2 days, 8:57:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9463, loss_cls: 4.0619, loss: 4.0619 +2025-06-19 12:29:12,322 - pyskl - INFO - Epoch [34][2500/3940] lr: 2.202e-02, eta: 2 days, 8:57:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9419, loss_cls: 4.1798, loss: 4.1798 +2025-06-19 12:29:56,807 - pyskl - INFO - Epoch [34][2600/3940] lr: 2.202e-02, eta: 2 days, 8:56:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9444, loss_cls: 4.1436, loss: 4.1436 +2025-06-19 12:30:41,454 - pyskl - INFO - Epoch [34][2700/3940] lr: 2.202e-02, eta: 2 days, 8:55:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9419, loss_cls: 4.0588, loss: 4.0588 +2025-06-19 12:31:25,956 - pyskl - INFO - Epoch [34][2800/3940] lr: 2.201e-02, eta: 2 days, 8:54:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9425, loss_cls: 4.1951, loss: 4.1951 +2025-06-19 12:32:10,469 - pyskl - INFO - Epoch [34][2900/3940] lr: 2.201e-02, eta: 2 days, 8:54:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9463, loss_cls: 4.1234, loss: 4.1234 +2025-06-19 12:32:54,955 - pyskl - INFO - Epoch [34][3000/3940] lr: 2.200e-02, eta: 2 days, 8:53:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9463, loss_cls: 4.0850, loss: 4.0850 +2025-06-19 12:33:39,637 - pyskl - INFO - Epoch [34][3100/3940] lr: 2.200e-02, eta: 2 days, 8:52:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9419, loss_cls: 4.1116, loss: 4.1116 +2025-06-19 12:34:24,141 - pyskl - INFO - Epoch [34][3200/3940] lr: 2.199e-02, eta: 2 days, 8:51:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9419, loss_cls: 4.1135, loss: 4.1135 +2025-06-19 12:35:08,667 - pyskl - INFO - Epoch [34][3300/3940] lr: 2.199e-02, eta: 2 days, 8:51:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9437, loss_cls: 3.9352, loss: 3.9352 +2025-06-19 12:35:53,181 - pyskl - INFO - Epoch [34][3400/3940] lr: 2.199e-02, eta: 2 days, 8:50:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9487, loss_cls: 4.0503, loss: 4.0503 +2025-06-19 12:36:37,874 - pyskl - INFO - Epoch [34][3500/3940] lr: 2.198e-02, eta: 2 days, 8:49:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9463, loss_cls: 4.1443, loss: 4.1443 +2025-06-19 12:37:22,581 - pyskl - INFO - Epoch [34][3600/3940] lr: 2.198e-02, eta: 2 days, 8:48:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9381, loss_cls: 4.2164, loss: 4.2164 +2025-06-19 12:38:07,195 - pyskl - INFO - Epoch [34][3700/3940] lr: 2.197e-02, eta: 2 days, 8:48:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9437, loss_cls: 4.2048, loss: 4.2048 +2025-06-19 12:38:51,774 - pyskl - INFO - Epoch [34][3800/3940] lr: 2.197e-02, eta: 2 days, 8:47:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9281, loss_cls: 4.3234, loss: 4.3234 +2025-06-19 12:39:36,286 - pyskl - INFO - Epoch [34][3900/3940] lr: 2.196e-02, eta: 2 days, 8:46:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9463, loss_cls: 4.0289, loss: 4.0289 +2025-06-19 12:39:54,445 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-06-19 12:43:22,554 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 12:43:23,056 - pyskl - INFO - +top1_acc 0.6908 +top5_acc 0.9232 +2025-06-19 12:43:23,076 - pyskl - INFO - Epoch(val) [34][3183] top1_acc: 0.6908, top5_acc: 0.9232 +2025-06-19 12:44:31,777 - pyskl - INFO - Epoch [35][100/3940] lr: 2.196e-02, eta: 2 days, 8:45:51, time: 0.687, data_time: 0.240, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9413, loss_cls: 4.1980, loss: 4.1980 +2025-06-19 12:45:16,511 - pyskl - INFO - Epoch [35][200/3940] lr: 2.195e-02, eta: 2 days, 8:45:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9556, loss_cls: 4.0246, loss: 4.0246 +2025-06-19 12:46:01,130 - pyskl - INFO - Epoch [35][300/3940] lr: 2.195e-02, eta: 2 days, 8:44:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9487, loss_cls: 4.0294, loss: 4.0294 +2025-06-19 12:46:45,658 - pyskl - INFO - Epoch [35][400/3940] lr: 2.195e-02, eta: 2 days, 8:43:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9294, loss_cls: 4.1956, loss: 4.1956 +2025-06-19 12:47:30,166 - pyskl - INFO - Epoch [35][500/3940] lr: 2.194e-02, eta: 2 days, 8:42:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 4.0815, loss: 4.0815 +2025-06-19 12:48:14,716 - pyskl - INFO - Epoch [35][600/3940] lr: 2.194e-02, eta: 2 days, 8:42:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9506, loss_cls: 4.0428, loss: 4.0428 +2025-06-19 12:48:59,315 - pyskl - INFO - Epoch [35][700/3940] lr: 2.193e-02, eta: 2 days, 8:41:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9375, loss_cls: 4.2068, loss: 4.2068 +2025-06-19 12:49:43,834 - pyskl - INFO - Epoch [35][800/3940] lr: 2.193e-02, eta: 2 days, 8:40:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9406, loss_cls: 4.2183, loss: 4.2183 +2025-06-19 12:50:28,454 - pyskl - INFO - Epoch [35][900/3940] lr: 2.192e-02, eta: 2 days, 8:39:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9337, loss_cls: 4.2679, loss: 4.2679 +2025-06-19 12:51:12,960 - pyskl - INFO - Epoch [35][1000/3940] lr: 2.192e-02, eta: 2 days, 8:39:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9356, loss_cls: 4.1102, loss: 4.1102 +2025-06-19 12:51:57,475 - pyskl - INFO - Epoch [35][1100/3940] lr: 2.191e-02, eta: 2 days, 8:38:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9537, loss_cls: 4.0301, loss: 4.0301 +2025-06-19 12:52:42,024 - pyskl - INFO - Epoch [35][1200/3940] lr: 2.191e-02, eta: 2 days, 8:37:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9387, loss_cls: 4.1908, loss: 4.1908 +2025-06-19 12:53:26,578 - pyskl - INFO - Epoch [35][1300/3940] lr: 2.191e-02, eta: 2 days, 8:36:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9313, loss_cls: 4.2629, loss: 4.2629 +2025-06-19 12:54:11,294 - pyskl - INFO - Epoch [35][1400/3940] lr: 2.190e-02, eta: 2 days, 8:36:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9531, loss_cls: 3.9425, loss: 3.9425 +2025-06-19 12:54:55,869 - pyskl - INFO - Epoch [35][1500/3940] lr: 2.190e-02, eta: 2 days, 8:35:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9425, loss_cls: 4.1172, loss: 4.1172 +2025-06-19 12:55:40,414 - pyskl - INFO - Epoch [35][1600/3940] lr: 2.189e-02, eta: 2 days, 8:34:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9444, loss_cls: 4.0767, loss: 4.0767 +2025-06-19 12:56:24,954 - pyskl - INFO - Epoch [35][1700/3940] lr: 2.189e-02, eta: 2 days, 8:33:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9469, loss_cls: 4.2184, loss: 4.2184 +2025-06-19 12:57:09,402 - pyskl - INFO - Epoch [35][1800/3940] lr: 2.188e-02, eta: 2 days, 8:33:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9437, loss_cls: 4.0760, loss: 4.0760 +2025-06-19 12:57:53,822 - pyskl - INFO - Epoch [35][1900/3940] lr: 2.188e-02, eta: 2 days, 8:32:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9269, loss_cls: 4.1993, loss: 4.1993 +2025-06-19 12:58:38,291 - pyskl - INFO - Epoch [35][2000/3940] lr: 2.188e-02, eta: 2 days, 8:31:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9563, loss_cls: 4.1070, loss: 4.1070 +2025-06-19 12:59:22,668 - pyskl - INFO - Epoch [35][2100/3940] lr: 2.187e-02, eta: 2 days, 8:30:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9294, loss_cls: 4.2099, loss: 4.2099 +2025-06-19 13:00:07,159 - pyskl - INFO - Epoch [35][2200/3940] lr: 2.187e-02, eta: 2 days, 8:29:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9419, loss_cls: 4.1217, loss: 4.1217 +2025-06-19 13:00:51,638 - pyskl - INFO - Epoch [35][2300/3940] lr: 2.186e-02, eta: 2 days, 8:29:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9387, loss_cls: 4.1083, loss: 4.1083 +2025-06-19 13:01:36,480 - pyskl - INFO - Epoch [35][2400/3940] lr: 2.186e-02, eta: 2 days, 8:28:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9575, loss_cls: 4.0300, loss: 4.0300 +2025-06-19 13:02:21,122 - pyskl - INFO - Epoch [35][2500/3940] lr: 2.185e-02, eta: 2 days, 8:27:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9300, loss_cls: 4.2462, loss: 4.2462 +2025-06-19 13:03:05,559 - pyskl - INFO - Epoch [35][2600/3940] lr: 2.185e-02, eta: 2 days, 8:26:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9400, loss_cls: 4.1614, loss: 4.1614 +2025-06-19 13:03:49,846 - pyskl - INFO - Epoch [35][2700/3940] lr: 2.184e-02, eta: 2 days, 8:26:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9363, loss_cls: 4.1536, loss: 4.1536 +2025-06-19 13:04:34,236 - pyskl - INFO - Epoch [35][2800/3940] lr: 2.184e-02, eta: 2 days, 8:25:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9381, loss_cls: 4.2454, loss: 4.2454 +2025-06-19 13:05:18,513 - pyskl - INFO - Epoch [35][2900/3940] lr: 2.184e-02, eta: 2 days, 8:24:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9375, loss_cls: 4.1673, loss: 4.1673 +2025-06-19 13:06:02,942 - pyskl - INFO - Epoch [35][3000/3940] lr: 2.183e-02, eta: 2 days, 8:23:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9394, loss_cls: 4.1333, loss: 4.1333 +2025-06-19 13:06:47,333 - pyskl - INFO - Epoch [35][3100/3940] lr: 2.183e-02, eta: 2 days, 8:23:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9413, loss_cls: 4.0927, loss: 4.0927 +2025-06-19 13:07:31,800 - pyskl - INFO - Epoch [35][3200/3940] lr: 2.182e-02, eta: 2 days, 8:22:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9350, loss_cls: 4.1419, loss: 4.1419 +2025-06-19 13:08:16,243 - pyskl - INFO - Epoch [35][3300/3940] lr: 2.182e-02, eta: 2 days, 8:21:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9369, loss_cls: 4.2017, loss: 4.2017 +2025-06-19 13:09:00,681 - pyskl - INFO - Epoch [35][3400/3940] lr: 2.181e-02, eta: 2 days, 8:20:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9413, loss_cls: 4.0851, loss: 4.0851 +2025-06-19 13:09:44,993 - pyskl - INFO - Epoch [35][3500/3940] lr: 2.181e-02, eta: 2 days, 8:20:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9369, loss_cls: 4.2546, loss: 4.2546 +2025-06-19 13:10:29,403 - pyskl - INFO - Epoch [35][3600/3940] lr: 2.180e-02, eta: 2 days, 8:19:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9400, loss_cls: 4.0568, loss: 4.0568 +2025-06-19 13:11:13,815 - pyskl - INFO - Epoch [35][3700/3940] lr: 2.180e-02, eta: 2 days, 8:18:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9413, loss_cls: 4.1784, loss: 4.1784 +2025-06-19 13:11:58,192 - pyskl - INFO - Epoch [35][3800/3940] lr: 2.180e-02, eta: 2 days, 8:17:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9344, loss_cls: 4.2424, loss: 4.2424 +2025-06-19 13:12:42,536 - pyskl - INFO - Epoch [35][3900/3940] lr: 2.179e-02, eta: 2 days, 8:17:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9387, loss_cls: 4.0310, loss: 4.0310 +2025-06-19 13:13:00,699 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-06-19 13:32:18,020 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 13:32:18,506 - pyskl - INFO - +top1_acc 0.6594 +top5_acc 0.9049 +2025-06-19 13:32:18,525 - pyskl - INFO - Epoch(val) [35][3183] top1_acc: 0.6594, top5_acc: 0.9049 +2025-06-19 13:33:27,098 - pyskl - INFO - Epoch [36][100/3940] lr: 2.178e-02, eta: 2 days, 8:16:20, time: 0.686, data_time: 0.242, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9406, loss_cls: 4.2695, loss: 4.2695 +2025-06-19 13:34:11,399 - pyskl - INFO - Epoch [36][200/3940] lr: 2.178e-02, eta: 2 days, 8:15:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9375, loss_cls: 4.1150, loss: 4.1150 +2025-06-19 13:34:55,597 - pyskl - INFO - Epoch [36][300/3940] lr: 2.178e-02, eta: 2 days, 8:14:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9487, loss_cls: 3.9782, loss: 3.9782 +2025-06-19 13:35:39,896 - pyskl - INFO - Epoch [36][400/3940] lr: 2.177e-02, eta: 2 days, 8:14:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9469, loss_cls: 3.9808, loss: 3.9808 +2025-06-19 13:36:24,221 - pyskl - INFO - Epoch [36][500/3940] lr: 2.177e-02, eta: 2 days, 8:13:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9419, loss_cls: 4.0306, loss: 4.0306 +2025-06-19 13:37:08,605 - pyskl - INFO - Epoch [36][600/3940] lr: 2.176e-02, eta: 2 days, 8:12:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9356, loss_cls: 4.1850, loss: 4.1850 +2025-06-19 13:37:52,960 - pyskl - INFO - Epoch [36][700/3940] lr: 2.176e-02, eta: 2 days, 8:11:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9331, loss_cls: 4.1849, loss: 4.1849 +2025-06-19 13:38:37,283 - pyskl - INFO - Epoch [36][800/3940] lr: 2.175e-02, eta: 2 days, 8:10:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9406, loss_cls: 4.0995, loss: 4.0995 +2025-06-19 13:39:21,645 - pyskl - INFO - Epoch [36][900/3940] lr: 2.175e-02, eta: 2 days, 8:10:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 3.9813, loss: 3.9813 +2025-06-19 13:40:06,053 - pyskl - INFO - Epoch [36][1000/3940] lr: 2.174e-02, eta: 2 days, 8:09:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9319, loss_cls: 4.2486, loss: 4.2486 +2025-06-19 13:40:50,458 - pyskl - INFO - Epoch [36][1100/3940] lr: 2.174e-02, eta: 2 days, 8:08:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9344, loss_cls: 4.1951, loss: 4.1951 +2025-06-19 13:41:34,865 - pyskl - INFO - Epoch [36][1200/3940] lr: 2.174e-02, eta: 2 days, 8:07:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9456, loss_cls: 3.9720, loss: 3.9720 +2025-06-19 13:42:19,278 - pyskl - INFO - Epoch [36][1300/3940] lr: 2.173e-02, eta: 2 days, 8:07:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9419, loss_cls: 4.0273, loss: 4.0273 +2025-06-19 13:43:03,700 - pyskl - INFO - Epoch [36][1400/3940] lr: 2.173e-02, eta: 2 days, 8:06:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9381, loss_cls: 4.1877, loss: 4.1877 +2025-06-19 13:43:48,122 - pyskl - INFO - Epoch [36][1500/3940] lr: 2.172e-02, eta: 2 days, 8:05:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9456, loss_cls: 4.0265, loss: 4.0265 +2025-06-19 13:44:32,524 - pyskl - INFO - Epoch [36][1600/3940] lr: 2.172e-02, eta: 2 days, 8:04:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9513, loss_cls: 4.0165, loss: 4.0165 +2025-06-19 13:45:16,912 - pyskl - INFO - Epoch [36][1700/3940] lr: 2.171e-02, eta: 2 days, 8:04:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9475, loss_cls: 4.1544, loss: 4.1544 +2025-06-19 13:46:01,252 - pyskl - INFO - Epoch [36][1800/3940] lr: 2.171e-02, eta: 2 days, 8:03:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9444, loss_cls: 4.0440, loss: 4.0440 +2025-06-19 13:46:45,716 - pyskl - INFO - Epoch [36][1900/3940] lr: 2.170e-02, eta: 2 days, 8:02:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9437, loss_cls: 4.2027, loss: 4.2027 +2025-06-19 13:47:30,148 - pyskl - INFO - Epoch [36][2000/3940] lr: 2.170e-02, eta: 2 days, 8:01:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9519, loss_cls: 4.0493, loss: 4.0493 +2025-06-19 13:48:14,567 - pyskl - INFO - Epoch [36][2100/3940] lr: 2.170e-02, eta: 2 days, 8:01:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9225, loss_cls: 4.2627, loss: 4.2627 +2025-06-19 13:48:58,984 - pyskl - INFO - Epoch [36][2200/3940] lr: 2.169e-02, eta: 2 days, 8:00:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9363, loss_cls: 4.1844, loss: 4.1844 +2025-06-19 13:49:43,352 - pyskl - INFO - Epoch [36][2300/3940] lr: 2.169e-02, eta: 2 days, 7:59:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9387, loss_cls: 4.2283, loss: 4.2283 +2025-06-19 13:50:27,732 - pyskl - INFO - Epoch [36][2400/3940] lr: 2.168e-02, eta: 2 days, 7:58:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9413, loss_cls: 4.1463, loss: 4.1463 +2025-06-19 13:51:12,182 - pyskl - INFO - Epoch [36][2500/3940] lr: 2.168e-02, eta: 2 days, 7:58:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9313, loss_cls: 4.1572, loss: 4.1572 +2025-06-19 13:51:56,638 - pyskl - INFO - Epoch [36][2600/3940] lr: 2.167e-02, eta: 2 days, 7:57:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9413, loss_cls: 4.1314, loss: 4.1314 +2025-06-19 13:52:41,068 - pyskl - INFO - Epoch [36][2700/3940] lr: 2.167e-02, eta: 2 days, 7:56:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9406, loss_cls: 4.1382, loss: 4.1382 +2025-06-19 13:53:25,473 - pyskl - INFO - Epoch [36][2800/3940] lr: 2.166e-02, eta: 2 days, 7:55:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9287, loss_cls: 4.1991, loss: 4.1991 +2025-06-19 13:54:10,129 - pyskl - INFO - Epoch [36][2900/3940] lr: 2.166e-02, eta: 2 days, 7:54:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9437, loss_cls: 4.0582, loss: 4.0582 +2025-06-19 13:54:54,825 - pyskl - INFO - Epoch [36][3000/3940] lr: 2.165e-02, eta: 2 days, 7:54:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9475, loss_cls: 4.0319, loss: 4.0319 +2025-06-19 13:55:39,395 - pyskl - INFO - Epoch [36][3100/3940] lr: 2.165e-02, eta: 2 days, 7:53:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9406, loss_cls: 4.1173, loss: 4.1173 +2025-06-19 13:56:24,005 - pyskl - INFO - Epoch [36][3200/3940] lr: 2.165e-02, eta: 2 days, 7:52:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9406, loss_cls: 4.2313, loss: 4.2313 +2025-06-19 13:57:08,379 - pyskl - INFO - Epoch [36][3300/3940] lr: 2.164e-02, eta: 2 days, 7:51:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9463, loss_cls: 4.1780, loss: 4.1780 +2025-06-19 13:57:52,843 - pyskl - INFO - Epoch [36][3400/3940] lr: 2.164e-02, eta: 2 days, 7:51:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9487, loss_cls: 4.0512, loss: 4.0512 +2025-06-19 13:58:37,367 - pyskl - INFO - Epoch [36][3500/3940] lr: 2.163e-02, eta: 2 days, 7:50:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9456, loss_cls: 4.0960, loss: 4.0960 +2025-06-19 13:59:21,940 - pyskl - INFO - Epoch [36][3600/3940] lr: 2.163e-02, eta: 2 days, 7:49:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9419, loss_cls: 4.1280, loss: 4.1280 +2025-06-19 14:00:06,465 - pyskl - INFO - Epoch [36][3700/3940] lr: 2.162e-02, eta: 2 days, 7:48:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9406, loss_cls: 4.2119, loss: 4.2119 +2025-06-19 14:00:50,782 - pyskl - INFO - Epoch [36][3800/3940] lr: 2.162e-02, eta: 2 days, 7:48:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 4.0394, loss: 4.0394 +2025-06-19 14:01:35,105 - pyskl - INFO - Epoch [36][3900/3940] lr: 2.161e-02, eta: 2 days, 7:47:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9463, loss_cls: 4.1053, loss: 4.1053 +2025-06-19 14:01:53,213 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-06-19 14:05:18,750 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 14:05:19,214 - pyskl - INFO - +top1_acc 0.6105 +top5_acc 0.8569 +2025-06-19 14:05:19,231 - pyskl - INFO - Epoch(val) [36][3183] top1_acc: 0.6105, top5_acc: 0.8569 +2025-06-19 14:06:27,615 - pyskl - INFO - Epoch [37][100/3940] lr: 2.161e-02, eta: 2 days, 7:46:40, time: 0.684, data_time: 0.236, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9400, loss_cls: 4.0893, loss: 4.0893 +2025-06-19 14:07:12,282 - pyskl - INFO - Epoch [37][200/3940] lr: 2.160e-02, eta: 2 days, 7:45:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9425, loss_cls: 4.0936, loss: 4.0936 +2025-06-19 14:07:56,960 - pyskl - INFO - Epoch [37][300/3940] lr: 2.160e-02, eta: 2 days, 7:45:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9481, loss_cls: 4.0922, loss: 4.0922 +2025-06-19 14:08:41,570 - pyskl - INFO - Epoch [37][400/3940] lr: 2.159e-02, eta: 2 days, 7:44:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9437, loss_cls: 4.0574, loss: 4.0574 +2025-06-19 14:09:26,039 - pyskl - INFO - Epoch [37][500/3940] lr: 2.159e-02, eta: 2 days, 7:43:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9450, loss_cls: 4.0616, loss: 4.0616 +2025-06-19 14:10:10,526 - pyskl - INFO - Epoch [37][600/3940] lr: 2.158e-02, eta: 2 days, 7:42:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9500, loss_cls: 3.9935, loss: 3.9935 +2025-06-19 14:10:55,096 - pyskl - INFO - Epoch [37][700/3940] lr: 2.158e-02, eta: 2 days, 7:42:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9337, loss_cls: 4.1111, loss: 4.1111 +2025-06-19 14:11:39,724 - pyskl - INFO - Epoch [37][800/3940] lr: 2.158e-02, eta: 2 days, 7:41:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9481, loss_cls: 4.1506, loss: 4.1506 +2025-06-19 14:12:24,310 - pyskl - INFO - Epoch [37][900/3940] lr: 2.157e-02, eta: 2 days, 7:40:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9431, loss_cls: 4.2592, loss: 4.2592 +2025-06-19 14:13:08,821 - pyskl - INFO - Epoch [37][1000/3940] lr: 2.157e-02, eta: 2 days, 7:39:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9475, loss_cls: 4.0430, loss: 4.0430 +2025-06-19 14:13:53,295 - pyskl - INFO - Epoch [37][1100/3940] lr: 2.156e-02, eta: 2 days, 7:39:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9431, loss_cls: 4.1261, loss: 4.1261 +2025-06-19 14:14:37,764 - pyskl - INFO - Epoch [37][1200/3940] lr: 2.156e-02, eta: 2 days, 7:38:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9350, loss_cls: 4.1537, loss: 4.1537 +2025-06-19 14:15:22,248 - pyskl - INFO - Epoch [37][1300/3940] lr: 2.155e-02, eta: 2 days, 7:37:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9506, loss_cls: 4.0590, loss: 4.0590 +2025-06-19 14:16:06,783 - pyskl - INFO - Epoch [37][1400/3940] lr: 2.155e-02, eta: 2 days, 7:36:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 4.0092, loss: 4.0092 +2025-06-19 14:16:51,341 - pyskl - INFO - Epoch [37][1500/3940] lr: 2.154e-02, eta: 2 days, 7:36:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9456, loss_cls: 4.0765, loss: 4.0765 +2025-06-19 14:17:35,857 - pyskl - INFO - Epoch [37][1600/3940] lr: 2.154e-02, eta: 2 days, 7:35:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9413, loss_cls: 4.0442, loss: 4.0442 +2025-06-19 14:18:20,349 - pyskl - INFO - Epoch [37][1700/3940] lr: 2.153e-02, eta: 2 days, 7:34:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9431, loss_cls: 4.0719, loss: 4.0719 +2025-06-19 14:19:04,799 - pyskl - INFO - Epoch [37][1800/3940] lr: 2.153e-02, eta: 2 days, 7:33:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9394, loss_cls: 4.1180, loss: 4.1180 +2025-06-19 14:19:49,275 - pyskl - INFO - Epoch [37][1900/3940] lr: 2.153e-02, eta: 2 days, 7:33:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9331, loss_cls: 4.2441, loss: 4.2441 +2025-06-19 14:20:33,669 - pyskl - INFO - Epoch [37][2000/3940] lr: 2.152e-02, eta: 2 days, 7:32:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9419, loss_cls: 4.1411, loss: 4.1411 +2025-06-19 14:21:18,062 - pyskl - INFO - Epoch [37][2100/3940] lr: 2.152e-02, eta: 2 days, 7:31:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9456, loss_cls: 4.1444, loss: 4.1444 +2025-06-19 14:22:02,445 - pyskl - INFO - Epoch [37][2200/3940] lr: 2.151e-02, eta: 2 days, 7:30:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9475, loss_cls: 4.1387, loss: 4.1387 +2025-06-19 14:22:46,825 - pyskl - INFO - Epoch [37][2300/3940] lr: 2.151e-02, eta: 2 days, 7:30:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9306, loss_cls: 4.2062, loss: 4.2062 +2025-06-19 14:23:31,222 - pyskl - INFO - Epoch [37][2400/3940] lr: 2.150e-02, eta: 2 days, 7:29:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9475, loss_cls: 4.0393, loss: 4.0393 +2025-06-19 14:24:15,787 - pyskl - INFO - Epoch [37][2500/3940] lr: 2.150e-02, eta: 2 days, 7:28:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9369, loss_cls: 4.1130, loss: 4.1130 +2025-06-19 14:25:00,467 - pyskl - INFO - Epoch [37][2600/3940] lr: 2.149e-02, eta: 2 days, 7:27:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9375, loss_cls: 4.2162, loss: 4.2162 +2025-06-19 14:25:45,036 - pyskl - INFO - Epoch [37][2700/3940] lr: 2.149e-02, eta: 2 days, 7:27:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9481, loss_cls: 3.9887, loss: 3.9887 +2025-06-19 14:26:29,587 - pyskl - INFO - Epoch [37][2800/3940] lr: 2.148e-02, eta: 2 days, 7:26:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9456, loss_cls: 4.1058, loss: 4.1058 +2025-06-19 14:27:14,222 - pyskl - INFO - Epoch [37][2900/3940] lr: 2.148e-02, eta: 2 days, 7:25:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9487, loss_cls: 4.1394, loss: 4.1394 +2025-06-19 14:27:58,734 - pyskl - INFO - Epoch [37][3000/3940] lr: 2.147e-02, eta: 2 days, 7:24:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9394, loss_cls: 4.1216, loss: 4.1216 +2025-06-19 14:28:43,345 - pyskl - INFO - Epoch [37][3100/3940] lr: 2.147e-02, eta: 2 days, 7:24:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9406, loss_cls: 4.0239, loss: 4.0239 +2025-06-19 14:29:27,913 - pyskl - INFO - Epoch [37][3200/3940] lr: 2.147e-02, eta: 2 days, 7:23:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9369, loss_cls: 4.0908, loss: 4.0908 +2025-06-19 14:30:12,530 - pyskl - INFO - Epoch [37][3300/3940] lr: 2.146e-02, eta: 2 days, 7:22:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9350, loss_cls: 4.1090, loss: 4.1090 +2025-06-19 14:30:57,122 - pyskl - INFO - Epoch [37][3400/3940] lr: 2.146e-02, eta: 2 days, 7:21:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9469, loss_cls: 4.0571, loss: 4.0571 +2025-06-19 14:31:41,633 - pyskl - INFO - Epoch [37][3500/3940] lr: 2.145e-02, eta: 2 days, 7:21:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9381, loss_cls: 4.0430, loss: 4.0430 +2025-06-19 14:32:26,270 - pyskl - INFO - Epoch [37][3600/3940] lr: 2.145e-02, eta: 2 days, 7:20:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9375, loss_cls: 4.2265, loss: 4.2265 +2025-06-19 14:33:10,889 - pyskl - INFO - Epoch [37][3700/3940] lr: 2.144e-02, eta: 2 days, 7:19:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9269, loss_cls: 4.1841, loss: 4.1841 +2025-06-19 14:33:55,448 - pyskl - INFO - Epoch [37][3800/3940] lr: 2.144e-02, eta: 2 days, 7:18:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9519, loss_cls: 4.0441, loss: 4.0441 +2025-06-19 14:34:39,937 - pyskl - INFO - Epoch [37][3900/3940] lr: 2.143e-02, eta: 2 days, 7:18:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9413, loss_cls: 3.9731, loss: 3.9731 +2025-06-19 14:34:58,121 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-06-19 14:38:24,032 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 14:38:24,500 - pyskl - INFO - +top1_acc 0.6886 +top5_acc 0.9193 +2025-06-19 14:38:24,518 - pyskl - INFO - Epoch(val) [37][3183] top1_acc: 0.6886, top5_acc: 0.9193 +2025-06-19 14:39:32,777 - pyskl - INFO - Epoch [38][100/3940] lr: 2.143e-02, eta: 2 days, 7:17:15, time: 0.683, data_time: 0.237, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9369, loss_cls: 4.0626, loss: 4.0626 +2025-06-19 14:40:17,263 - pyskl - INFO - Epoch [38][200/3940] lr: 2.142e-02, eta: 2 days, 7:16:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9369, loss_cls: 4.0621, loss: 4.0621 +2025-06-19 14:41:01,788 - pyskl - INFO - Epoch [38][300/3940] lr: 2.142e-02, eta: 2 days, 7:15:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9463, loss_cls: 4.0560, loss: 4.0560 +2025-06-19 14:41:46,256 - pyskl - INFO - Epoch [38][400/3940] lr: 2.141e-02, eta: 2 days, 7:14:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9525, loss_cls: 3.9436, loss: 3.9436 +2025-06-19 14:42:30,745 - pyskl - INFO - Epoch [38][500/3940] lr: 2.141e-02, eta: 2 days, 7:14:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9456, loss_cls: 4.0130, loss: 4.0130 +2025-06-19 14:43:15,256 - pyskl - INFO - Epoch [38][600/3940] lr: 2.140e-02, eta: 2 days, 7:13:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9419, loss_cls: 4.0741, loss: 4.0741 +2025-06-19 14:43:59,861 - pyskl - INFO - Epoch [38][700/3940] lr: 2.140e-02, eta: 2 days, 7:12:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9394, loss_cls: 3.9959, loss: 3.9959 +2025-06-19 14:44:44,408 - pyskl - INFO - Epoch [38][800/3940] lr: 2.139e-02, eta: 2 days, 7:11:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9356, loss_cls: 4.2216, loss: 4.2216 +2025-06-19 14:45:28,953 - pyskl - INFO - Epoch [38][900/3940] lr: 2.139e-02, eta: 2 days, 7:11:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9500, loss_cls: 4.0230, loss: 4.0230 +2025-06-19 14:46:13,458 - pyskl - INFO - Epoch [38][1000/3940] lr: 2.138e-02, eta: 2 days, 7:10:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9475, loss_cls: 4.0397, loss: 4.0397 +2025-06-19 14:46:57,890 - pyskl - INFO - Epoch [38][1100/3940] lr: 2.138e-02, eta: 2 days, 7:09:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9494, loss_cls: 4.0017, loss: 4.0017 +2025-06-19 14:47:42,397 - pyskl - INFO - Epoch [38][1200/3940] lr: 2.137e-02, eta: 2 days, 7:08:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9406, loss_cls: 4.0985, loss: 4.0985 +2025-06-19 14:48:26,918 - pyskl - INFO - Epoch [38][1300/3940] lr: 2.137e-02, eta: 2 days, 7:08:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9375, loss_cls: 4.1900, loss: 4.1900 +2025-06-19 14:49:11,393 - pyskl - INFO - Epoch [38][1400/3940] lr: 2.137e-02, eta: 2 days, 7:07:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9513, loss_cls: 3.9484, loss: 3.9484 +2025-06-19 14:49:55,962 - pyskl - INFO - Epoch [38][1500/3940] lr: 2.136e-02, eta: 2 days, 7:06:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9394, loss_cls: 4.2630, loss: 4.2630 +2025-06-19 14:50:40,431 - pyskl - INFO - Epoch [38][1600/3940] lr: 2.136e-02, eta: 2 days, 7:05:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9344, loss_cls: 4.0757, loss: 4.0757 +2025-06-19 14:51:24,897 - pyskl - INFO - Epoch [38][1700/3940] lr: 2.135e-02, eta: 2 days, 7:05:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9406, loss_cls: 4.1670, loss: 4.1670 +2025-06-19 14:52:09,411 - pyskl - INFO - Epoch [38][1800/3940] lr: 2.135e-02, eta: 2 days, 7:04:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9494, loss_cls: 4.0968, loss: 4.0968 +2025-06-19 14:52:53,969 - pyskl - INFO - Epoch [38][1900/3940] lr: 2.134e-02, eta: 2 days, 7:03:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9450, loss_cls: 4.0891, loss: 4.0891 +2025-06-19 14:53:38,500 - pyskl - INFO - Epoch [38][2000/3940] lr: 2.134e-02, eta: 2 days, 7:02:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9437, loss_cls: 4.0410, loss: 4.0410 +2025-06-19 14:54:22,995 - pyskl - INFO - Epoch [38][2100/3940] lr: 2.133e-02, eta: 2 days, 7:02:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9469, loss_cls: 3.9700, loss: 3.9700 +2025-06-19 14:55:07,479 - pyskl - INFO - Epoch [38][2200/3940] lr: 2.133e-02, eta: 2 days, 7:01:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9525, loss_cls: 3.9515, loss: 3.9515 +2025-06-19 14:55:51,898 - pyskl - INFO - Epoch [38][2300/3940] lr: 2.132e-02, eta: 2 days, 7:00:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9456, loss_cls: 4.0321, loss: 4.0321 +2025-06-19 14:56:36,479 - pyskl - INFO - Epoch [38][2400/3940] lr: 2.132e-02, eta: 2 days, 6:59:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9450, loss_cls: 4.0890, loss: 4.0890 +2025-06-19 14:57:20,967 - pyskl - INFO - Epoch [38][2500/3940] lr: 2.131e-02, eta: 2 days, 6:59:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9469, loss_cls: 4.0314, loss: 4.0314 +2025-06-19 14:58:05,445 - pyskl - INFO - Epoch [38][2600/3940] lr: 2.131e-02, eta: 2 days, 6:58:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9487, loss_cls: 4.0575, loss: 4.0575 +2025-06-19 14:58:49,938 - pyskl - INFO - Epoch [38][2700/3940] lr: 2.130e-02, eta: 2 days, 6:57:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9406, loss_cls: 4.0312, loss: 4.0312 +2025-06-19 14:59:34,434 - pyskl - INFO - Epoch [38][2800/3940] lr: 2.130e-02, eta: 2 days, 6:56:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9500, loss_cls: 3.9806, loss: 3.9806 +2025-06-19 15:00:19,014 - pyskl - INFO - Epoch [38][2900/3940] lr: 2.130e-02, eta: 2 days, 6:56:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9425, loss_cls: 4.1735, loss: 4.1735 +2025-06-19 15:01:03,555 - pyskl - INFO - Epoch [38][3000/3940] lr: 2.129e-02, eta: 2 days, 6:55:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9419, loss_cls: 3.9858, loss: 3.9858 +2025-06-19 15:01:48,117 - pyskl - INFO - Epoch [38][3100/3940] lr: 2.129e-02, eta: 2 days, 6:54:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9387, loss_cls: 4.1399, loss: 4.1399 +2025-06-19 15:02:32,675 - pyskl - INFO - Epoch [38][3200/3940] lr: 2.128e-02, eta: 2 days, 6:53:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9450, loss_cls: 4.0489, loss: 4.0489 +2025-06-19 15:03:17,212 - pyskl - INFO - Epoch [38][3300/3940] lr: 2.128e-02, eta: 2 days, 6:53:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9381, loss_cls: 4.2377, loss: 4.2377 +2025-06-19 15:04:01,760 - pyskl - INFO - Epoch [38][3400/3940] lr: 2.127e-02, eta: 2 days, 6:52:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9513, loss_cls: 3.9882, loss: 3.9882 +2025-06-19 15:04:46,182 - pyskl - INFO - Epoch [38][3500/3940] lr: 2.127e-02, eta: 2 days, 6:51:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9337, loss_cls: 4.3607, loss: 4.3607 +2025-06-19 15:05:30,571 - pyskl - INFO - Epoch [38][3600/3940] lr: 2.126e-02, eta: 2 days, 6:50:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9500, loss_cls: 3.9391, loss: 3.9391 +2025-06-19 15:06:15,139 - pyskl - INFO - Epoch [38][3700/3940] lr: 2.126e-02, eta: 2 days, 6:50:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9437, loss_cls: 4.0830, loss: 4.0830 +2025-06-19 15:06:59,640 - pyskl - INFO - Epoch [38][3800/3940] lr: 2.125e-02, eta: 2 days, 6:49:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9256, loss_cls: 4.1467, loss: 4.1467 +2025-06-19 15:07:44,029 - pyskl - INFO - Epoch [38][3900/3940] lr: 2.125e-02, eta: 2 days, 6:48:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9400, loss_cls: 4.1304, loss: 4.1304 +2025-06-19 15:08:02,121 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-06-19 15:11:28,048 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 15:11:28,510 - pyskl - INFO - +top1_acc 0.7048 +top5_acc 0.9271 +2025-06-19 15:11:28,563 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_25.pth was removed +2025-06-19 15:11:29,580 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_38.pth. +2025-06-19 15:11:29,582 - pyskl - INFO - Best top1_acc is 0.7048 at 38 epoch. +2025-06-19 15:11:29,598 - pyskl - INFO - Epoch(val) [38][3183] top1_acc: 0.7048, top5_acc: 0.9271 +2025-06-19 15:12:38,307 - pyskl - INFO - Epoch [39][100/3940] lr: 2.124e-02, eta: 2 days, 6:47:47, time: 0.687, data_time: 0.243, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9481, loss_cls: 3.9701, loss: 3.9701 +2025-06-19 15:13:22,761 - pyskl - INFO - Epoch [39][200/3940] lr: 2.124e-02, eta: 2 days, 6:47:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9437, loss_cls: 4.0344, loss: 4.0344 +2025-06-19 15:14:07,357 - pyskl - INFO - Epoch [39][300/3940] lr: 2.123e-02, eta: 2 days, 6:46:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9406, loss_cls: 4.1871, loss: 4.1871 +2025-06-19 15:14:51,822 - pyskl - INFO - Epoch [39][400/3940] lr: 2.123e-02, eta: 2 days, 6:45:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9519, loss_cls: 3.9099, loss: 3.9099 +2025-06-19 15:15:36,337 - pyskl - INFO - Epoch [39][500/3940] lr: 2.122e-02, eta: 2 days, 6:44:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9469, loss_cls: 4.0262, loss: 4.0262 +2025-06-19 15:16:20,720 - pyskl - INFO - Epoch [39][600/3940] lr: 2.122e-02, eta: 2 days, 6:44:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9544, loss_cls: 3.9372, loss: 3.9372 +2025-06-19 15:17:05,239 - pyskl - INFO - Epoch [39][700/3940] lr: 2.121e-02, eta: 2 days, 6:43:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9475, loss_cls: 4.0550, loss: 4.0550 +2025-06-19 15:17:49,571 - pyskl - INFO - Epoch [39][800/3940] lr: 2.121e-02, eta: 2 days, 6:42:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9463, loss_cls: 4.0598, loss: 4.0598 +2025-06-19 15:18:33,942 - pyskl - INFO - Epoch [39][900/3940] lr: 2.120e-02, eta: 2 days, 6:41:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9469, loss_cls: 4.1182, loss: 4.1182 +2025-06-19 15:19:18,393 - pyskl - INFO - Epoch [39][1000/3940] lr: 2.120e-02, eta: 2 days, 6:40:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9519, loss_cls: 3.9825, loss: 3.9825 +2025-06-19 15:20:02,821 - pyskl - INFO - Epoch [39][1100/3940] lr: 2.119e-02, eta: 2 days, 6:40:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9456, loss_cls: 3.9842, loss: 3.9842 +2025-06-19 15:20:47,256 - pyskl - INFO - Epoch [39][1200/3940] lr: 2.119e-02, eta: 2 days, 6:39:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 3.9780, loss: 3.9780 +2025-06-19 15:21:31,627 - pyskl - INFO - Epoch [39][1300/3940] lr: 2.118e-02, eta: 2 days, 6:38:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 3.9477, loss: 3.9477 +2025-06-19 15:22:15,939 - pyskl - INFO - Epoch [39][1400/3940] lr: 2.118e-02, eta: 2 days, 6:37:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9344, loss_cls: 4.2487, loss: 4.2487 +2025-06-19 15:23:00,237 - pyskl - INFO - Epoch [39][1500/3940] lr: 2.117e-02, eta: 2 days, 6:37:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9469, loss_cls: 3.9929, loss: 3.9929 +2025-06-19 15:23:44,693 - pyskl - INFO - Epoch [39][1600/3940] lr: 2.117e-02, eta: 2 days, 6:36:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9444, loss_cls: 4.0929, loss: 4.0929 +2025-06-19 15:24:29,047 - pyskl - INFO - Epoch [39][1700/3940] lr: 2.116e-02, eta: 2 days, 6:35:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9394, loss_cls: 3.9882, loss: 3.9882 +2025-06-19 15:25:13,536 - pyskl - INFO - Epoch [39][1800/3940] lr: 2.116e-02, eta: 2 days, 6:34:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9419, loss_cls: 4.2763, loss: 4.2763 +2025-06-19 15:25:57,927 - pyskl - INFO - Epoch [39][1900/3940] lr: 2.116e-02, eta: 2 days, 6:34:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9450, loss_cls: 3.9900, loss: 3.9900 +2025-06-19 15:26:42,265 - pyskl - INFO - Epoch [39][2000/3940] lr: 2.115e-02, eta: 2 days, 6:33:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9425, loss_cls: 4.1197, loss: 4.1197 +2025-06-19 15:27:26,632 - pyskl - INFO - Epoch [39][2100/3940] lr: 2.115e-02, eta: 2 days, 6:32:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9469, loss_cls: 4.0994, loss: 4.0994 +2025-06-19 15:28:11,069 - pyskl - INFO - Epoch [39][2200/3940] lr: 2.114e-02, eta: 2 days, 6:31:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9387, loss_cls: 4.0875, loss: 4.0875 +2025-06-19 15:28:55,440 - pyskl - INFO - Epoch [39][2300/3940] lr: 2.114e-02, eta: 2 days, 6:31:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9469, loss_cls: 4.1213, loss: 4.1213 +2025-06-19 15:29:39,831 - pyskl - INFO - Epoch [39][2400/3940] lr: 2.113e-02, eta: 2 days, 6:30:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9537, loss_cls: 3.9380, loss: 3.9380 +2025-06-19 15:30:24,136 - pyskl - INFO - Epoch [39][2500/3940] lr: 2.113e-02, eta: 2 days, 6:29:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9337, loss_cls: 4.2014, loss: 4.2014 +2025-06-19 15:31:08,530 - pyskl - INFO - Epoch [39][2600/3940] lr: 2.112e-02, eta: 2 days, 6:28:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9481, loss_cls: 4.0857, loss: 4.0857 +2025-06-19 15:31:52,821 - pyskl - INFO - Epoch [39][2700/3940] lr: 2.112e-02, eta: 2 days, 6:28:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9537, loss_cls: 4.0066, loss: 4.0066 +2025-06-19 15:32:37,550 - pyskl - INFO - Epoch [39][2800/3940] lr: 2.111e-02, eta: 2 days, 6:27:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9406, loss_cls: 4.0667, loss: 4.0667 +2025-06-19 15:33:22,347 - pyskl - INFO - Epoch [39][2900/3940] lr: 2.111e-02, eta: 2 days, 6:26:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9469, loss_cls: 4.0020, loss: 4.0020 +2025-06-19 15:34:06,984 - pyskl - INFO - Epoch [39][3000/3940] lr: 2.110e-02, eta: 2 days, 6:25:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9425, loss_cls: 4.0461, loss: 4.0461 +2025-06-19 15:34:51,533 - pyskl - INFO - Epoch [39][3100/3940] lr: 2.110e-02, eta: 2 days, 6:25:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9513, loss_cls: 3.9940, loss: 3.9940 +2025-06-19 15:35:36,184 - pyskl - INFO - Epoch [39][3200/3940] lr: 2.109e-02, eta: 2 days, 6:24:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9463, loss_cls: 4.1804, loss: 4.1804 +2025-06-19 15:36:20,811 - pyskl - INFO - Epoch [39][3300/3940] lr: 2.109e-02, eta: 2 days, 6:23:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9387, loss_cls: 4.0864, loss: 4.0864 +2025-06-19 15:37:05,408 - pyskl - INFO - Epoch [39][3400/3940] lr: 2.108e-02, eta: 2 days, 6:22:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9387, loss_cls: 4.1580, loss: 4.1580 +2025-06-19 15:37:49,832 - pyskl - INFO - Epoch [39][3500/3940] lr: 2.108e-02, eta: 2 days, 6:22:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9506, loss_cls: 3.9513, loss: 3.9513 +2025-06-19 15:38:34,294 - pyskl - INFO - Epoch [39][3600/3940] lr: 2.107e-02, eta: 2 days, 6:21:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9375, loss_cls: 4.1219, loss: 4.1219 +2025-06-19 15:39:18,885 - pyskl - INFO - Epoch [39][3700/3940] lr: 2.107e-02, eta: 2 days, 6:20:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9431, loss_cls: 4.0507, loss: 4.0507 +2025-06-19 15:40:03,278 - pyskl - INFO - Epoch [39][3800/3940] lr: 2.106e-02, eta: 2 days, 6:19:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9369, loss_cls: 4.0855, loss: 4.0855 +2025-06-19 15:40:47,726 - pyskl - INFO - Epoch [39][3900/3940] lr: 2.106e-02, eta: 2 days, 6:19:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9381, loss_cls: 4.0841, loss: 4.0841 +2025-06-19 15:41:05,879 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-06-19 15:44:33,450 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 15:44:33,917 - pyskl - INFO - +top1_acc 0.6642 +top5_acc 0.9112 +2025-06-19 15:44:33,936 - pyskl - INFO - Epoch(val) [39][3183] top1_acc: 0.6642, top5_acc: 0.9112 +2025-06-19 15:45:42,930 - pyskl - INFO - Epoch [40][100/3940] lr: 2.105e-02, eta: 2 days, 6:18:16, time: 0.690, data_time: 0.244, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9513, loss_cls: 3.8791, loss: 3.8791 +2025-06-19 15:46:27,401 - pyskl - INFO - Epoch [40][200/3940] lr: 2.105e-02, eta: 2 days, 6:17:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9550, loss_cls: 3.9993, loss: 3.9993 +2025-06-19 15:47:12,065 - pyskl - INFO - Epoch [40][300/3940] lr: 2.104e-02, eta: 2 days, 6:16:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9537, loss_cls: 3.9516, loss: 3.9516 +2025-06-19 15:47:56,580 - pyskl - INFO - Epoch [40][400/3940] lr: 2.104e-02, eta: 2 days, 6:16:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9494, loss_cls: 3.9516, loss: 3.9516 +2025-06-19 15:48:41,251 - pyskl - INFO - Epoch [40][500/3940] lr: 2.103e-02, eta: 2 days, 6:15:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9481, loss_cls: 3.9622, loss: 3.9622 +2025-06-19 15:49:25,668 - pyskl - INFO - Epoch [40][600/3940] lr: 2.103e-02, eta: 2 days, 6:14:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9487, loss_cls: 3.9841, loss: 3.9841 +2025-06-19 15:50:10,140 - pyskl - INFO - Epoch [40][700/3940] lr: 2.102e-02, eta: 2 days, 6:13:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9406, loss_cls: 4.1009, loss: 4.1009 +2025-06-19 15:50:54,479 - pyskl - INFO - Epoch [40][800/3940] lr: 2.102e-02, eta: 2 days, 6:12:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9525, loss_cls: 3.9403, loss: 3.9403 +2025-06-19 15:51:38,839 - pyskl - INFO - Epoch [40][900/3940] lr: 2.101e-02, eta: 2 days, 6:12:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9463, loss_cls: 4.0669, loss: 4.0669 +2025-06-19 15:52:23,208 - pyskl - INFO - Epoch [40][1000/3940] lr: 2.101e-02, eta: 2 days, 6:11:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9437, loss_cls: 4.0331, loss: 4.0331 +2025-06-19 15:53:07,524 - pyskl - INFO - Epoch [40][1100/3940] lr: 2.100e-02, eta: 2 days, 6:10:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9419, loss_cls: 4.0741, loss: 4.0741 +2025-06-19 15:53:51,843 - pyskl - INFO - Epoch [40][1200/3940] lr: 2.100e-02, eta: 2 days, 6:09:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9413, loss_cls: 4.1740, loss: 4.1740 +2025-06-19 15:54:36,017 - pyskl - INFO - Epoch [40][1300/3940] lr: 2.099e-02, eta: 2 days, 6:09:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9444, loss_cls: 4.0781, loss: 4.0781 +2025-06-19 15:55:20,114 - pyskl - INFO - Epoch [40][1400/3940] lr: 2.099e-02, eta: 2 days, 6:08:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9481, loss_cls: 4.0398, loss: 4.0398 +2025-06-19 15:56:04,513 - pyskl - INFO - Epoch [40][1500/3940] lr: 2.098e-02, eta: 2 days, 6:07:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9413, loss_cls: 4.0573, loss: 4.0573 +2025-06-19 15:56:48,955 - pyskl - INFO - Epoch [40][1600/3940] lr: 2.098e-02, eta: 2 days, 6:06:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9494, loss_cls: 4.0095, loss: 4.0095 +2025-06-19 15:57:33,402 - pyskl - INFO - Epoch [40][1700/3940] lr: 2.097e-02, eta: 2 days, 6:06:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9481, loss_cls: 4.0906, loss: 4.0906 +2025-06-19 15:58:17,820 - pyskl - INFO - Epoch [40][1800/3940] lr: 2.097e-02, eta: 2 days, 6:05:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9419, loss_cls: 4.1518, loss: 4.1518 +2025-06-19 15:59:02,296 - pyskl - INFO - Epoch [40][1900/3940] lr: 2.096e-02, eta: 2 days, 6:04:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9413, loss_cls: 4.1451, loss: 4.1451 +2025-06-19 15:59:46,802 - pyskl - INFO - Epoch [40][2000/3940] lr: 2.096e-02, eta: 2 days, 6:03:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9563, loss_cls: 4.0737, loss: 4.0737 +2025-06-19 16:00:31,249 - pyskl - INFO - Epoch [40][2100/3940] lr: 2.095e-02, eta: 2 days, 6:03:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9556, loss_cls: 3.9452, loss: 3.9452 +2025-06-19 16:01:15,741 - pyskl - INFO - Epoch [40][2200/3940] lr: 2.095e-02, eta: 2 days, 6:02:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9413, loss_cls: 4.1621, loss: 4.1621 +2025-06-19 16:02:00,256 - pyskl - INFO - Epoch [40][2300/3940] lr: 2.094e-02, eta: 2 days, 6:01:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9444, loss_cls: 4.0634, loss: 4.0634 +2025-06-19 16:02:44,567 - pyskl - INFO - Epoch [40][2400/3940] lr: 2.094e-02, eta: 2 days, 6:00:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9375, loss_cls: 4.1795, loss: 4.1795 +2025-06-19 16:03:28,949 - pyskl - INFO - Epoch [40][2500/3940] lr: 2.094e-02, eta: 2 days, 6:00:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9506, loss_cls: 4.1204, loss: 4.1204 +2025-06-19 16:04:13,291 - pyskl - INFO - Epoch [40][2600/3940] lr: 2.093e-02, eta: 2 days, 5:59:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9400, loss_cls: 4.1178, loss: 4.1178 +2025-06-19 16:04:57,680 - pyskl - INFO - Epoch [40][2700/3940] lr: 2.093e-02, eta: 2 days, 5:58:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9444, loss_cls: 4.0800, loss: 4.0800 +2025-06-19 16:05:42,186 - pyskl - INFO - Epoch [40][2800/3940] lr: 2.092e-02, eta: 2 days, 5:57:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9375, loss_cls: 4.1536, loss: 4.1536 +2025-06-19 16:06:26,455 - pyskl - INFO - Epoch [40][2900/3940] lr: 2.092e-02, eta: 2 days, 5:57:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9500, loss_cls: 4.1733, loss: 4.1733 +2025-06-19 16:07:10,736 - pyskl - INFO - Epoch [40][3000/3940] lr: 2.091e-02, eta: 2 days, 5:56:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9475, loss_cls: 3.9584, loss: 3.9584 +2025-06-19 16:07:55,517 - pyskl - INFO - Epoch [40][3100/3940] lr: 2.091e-02, eta: 2 days, 5:55:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9350, loss_cls: 4.2410, loss: 4.2410 +2025-06-19 16:08:40,134 - pyskl - INFO - Epoch [40][3200/3940] lr: 2.090e-02, eta: 2 days, 5:54:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9444, loss_cls: 3.8700, loss: 3.8700 +2025-06-19 16:09:24,788 - pyskl - INFO - Epoch [40][3300/3940] lr: 2.090e-02, eta: 2 days, 5:54:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9506, loss_cls: 4.0538, loss: 4.0538 +2025-06-19 16:10:09,168 - pyskl - INFO - Epoch [40][3400/3940] lr: 2.089e-02, eta: 2 days, 5:53:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9587, loss_cls: 4.0030, loss: 4.0030 +2025-06-19 16:10:53,668 - pyskl - INFO - Epoch [40][3500/3940] lr: 2.089e-02, eta: 2 days, 5:52:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9419, loss_cls: 4.1547, loss: 4.1547 +2025-06-19 16:11:38,125 - pyskl - INFO - Epoch [40][3600/3940] lr: 2.088e-02, eta: 2 days, 5:51:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9456, loss_cls: 3.9724, loss: 3.9724 +2025-06-19 16:12:22,486 - pyskl - INFO - Epoch [40][3700/3940] lr: 2.088e-02, eta: 2 days, 5:50:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9413, loss_cls: 4.2444, loss: 4.2444 +2025-06-19 16:13:06,846 - pyskl - INFO - Epoch [40][3800/3940] lr: 2.087e-02, eta: 2 days, 5:50:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9394, loss_cls: 4.1967, loss: 4.1967 +2025-06-19 16:13:51,179 - pyskl - INFO - Epoch [40][3900/3940] lr: 2.087e-02, eta: 2 days, 5:49:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9469, loss_cls: 4.0949, loss: 4.0949 +2025-06-19 16:14:09,239 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-06-19 16:32:09,418 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 16:32:09,909 - pyskl - INFO - +top1_acc 0.6938 +top5_acc 0.9277 +2025-06-19 16:32:09,928 - pyskl - INFO - Epoch(val) [40][3183] top1_acc: 0.6938, top5_acc: 0.9277 +2025-06-19 16:33:18,762 - pyskl - INFO - Epoch [41][100/3940] lr: 2.086e-02, eta: 2 days, 5:48:42, time: 0.688, data_time: 0.244, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9537, loss_cls: 4.0281, loss: 4.0281 +2025-06-19 16:34:03,239 - pyskl - INFO - Epoch [41][200/3940] lr: 2.085e-02, eta: 2 days, 5:47:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9500, loss_cls: 3.9632, loss: 3.9632 +2025-06-19 16:34:47,759 - pyskl - INFO - Epoch [41][300/3940] lr: 2.085e-02, eta: 2 days, 5:47:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9381, loss_cls: 4.0412, loss: 4.0412 +2025-06-19 16:35:32,285 - pyskl - INFO - Epoch [41][400/3940] lr: 2.084e-02, eta: 2 days, 5:46:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9506, loss_cls: 3.8892, loss: 3.8892 +2025-06-19 16:36:16,821 - pyskl - INFO - Epoch [41][500/3940] lr: 2.084e-02, eta: 2 days, 5:45:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9513, loss_cls: 3.9473, loss: 3.9473 +2025-06-19 16:37:01,280 - pyskl - INFO - Epoch [41][600/3940] lr: 2.083e-02, eta: 2 days, 5:44:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9450, loss_cls: 3.9963, loss: 3.9963 +2025-06-19 16:37:45,794 - pyskl - INFO - Epoch [41][700/3940] lr: 2.083e-02, eta: 2 days, 5:44:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9344, loss_cls: 4.0426, loss: 4.0426 +2025-06-19 16:38:30,311 - pyskl - INFO - Epoch [41][800/3940] lr: 2.082e-02, eta: 2 days, 5:43:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 4.0756, loss: 4.0756 +2025-06-19 16:39:14,805 - pyskl - INFO - Epoch [41][900/3940] lr: 2.082e-02, eta: 2 days, 5:42:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9406, loss_cls: 4.0158, loss: 4.0158 +2025-06-19 16:39:59,537 - pyskl - INFO - Epoch [41][1000/3940] lr: 2.081e-02, eta: 2 days, 5:41:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9450, loss_cls: 4.0820, loss: 4.0820 +2025-06-19 16:40:44,124 - pyskl - INFO - Epoch [41][1100/3940] lr: 2.081e-02, eta: 2 days, 5:41:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9519, loss_cls: 3.9204, loss: 3.9204 +2025-06-19 16:41:28,591 - pyskl - INFO - Epoch [41][1200/3940] lr: 2.080e-02, eta: 2 days, 5:40:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9487, loss_cls: 3.9845, loss: 3.9845 +2025-06-19 16:42:13,148 - pyskl - INFO - Epoch [41][1300/3940] lr: 2.080e-02, eta: 2 days, 5:39:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9519, loss_cls: 4.0383, loss: 4.0383 +2025-06-19 16:42:57,636 - pyskl - INFO - Epoch [41][1400/3940] lr: 2.079e-02, eta: 2 days, 5:38:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9506, loss_cls: 3.9868, loss: 3.9868 +2025-06-19 16:43:42,153 - pyskl - INFO - Epoch [41][1500/3940] lr: 2.079e-02, eta: 2 days, 5:38:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9575, loss_cls: 3.9596, loss: 3.9596 +2025-06-19 16:44:26,517 - pyskl - INFO - Epoch [41][1600/3940] lr: 2.078e-02, eta: 2 days, 5:37:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9413, loss_cls: 4.0226, loss: 4.0226 +2025-06-19 16:45:10,893 - pyskl - INFO - Epoch [41][1700/3940] lr: 2.078e-02, eta: 2 days, 5:36:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9375, loss_cls: 4.0999, loss: 4.0999 +2025-06-19 16:45:55,226 - pyskl - INFO - Epoch [41][1800/3940] lr: 2.077e-02, eta: 2 days, 5:35:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9363, loss_cls: 4.2044, loss: 4.2044 +2025-06-19 16:46:39,544 - pyskl - INFO - Epoch [41][1900/3940] lr: 2.077e-02, eta: 2 days, 5:35:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9481, loss_cls: 3.9861, loss: 3.9861 +2025-06-19 16:47:23,841 - pyskl - INFO - Epoch [41][2000/3940] lr: 2.076e-02, eta: 2 days, 5:34:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9469, loss_cls: 4.1596, loss: 4.1596 +2025-06-19 16:48:08,198 - pyskl - INFO - Epoch [41][2100/3940] lr: 2.076e-02, eta: 2 days, 5:33:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9337, loss_cls: 4.2129, loss: 4.2129 +2025-06-19 16:48:52,496 - pyskl - INFO - Epoch [41][2200/3940] lr: 2.075e-02, eta: 2 days, 5:32:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9431, loss_cls: 4.0956, loss: 4.0956 +2025-06-19 16:49:36,932 - pyskl - INFO - Epoch [41][2300/3940] lr: 2.075e-02, eta: 2 days, 5:32:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9500, loss_cls: 4.0274, loss: 4.0274 +2025-06-19 16:50:21,292 - pyskl - INFO - Epoch [41][2400/3940] lr: 2.074e-02, eta: 2 days, 5:31:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9487, loss_cls: 3.9299, loss: 3.9299 +2025-06-19 16:51:05,674 - pyskl - INFO - Epoch [41][2500/3940] lr: 2.074e-02, eta: 2 days, 5:30:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9456, loss_cls: 3.9994, loss: 3.9994 +2025-06-19 16:51:50,084 - pyskl - INFO - Epoch [41][2600/3940] lr: 2.074e-02, eta: 2 days, 5:29:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9406, loss_cls: 4.1710, loss: 4.1710 +2025-06-19 16:52:34,454 - pyskl - INFO - Epoch [41][2700/3940] lr: 2.073e-02, eta: 2 days, 5:29:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9413, loss_cls: 4.0559, loss: 4.0559 +2025-06-19 16:53:18,967 - pyskl - INFO - Epoch [41][2800/3940] lr: 2.072e-02, eta: 2 days, 5:28:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9394, loss_cls: 4.1626, loss: 4.1626 +2025-06-19 16:54:03,409 - pyskl - INFO - Epoch [41][2900/3940] lr: 2.072e-02, eta: 2 days, 5:27:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9363, loss_cls: 4.1497, loss: 4.1497 +2025-06-19 16:54:47,816 - pyskl - INFO - Epoch [41][3000/3940] lr: 2.071e-02, eta: 2 days, 5:26:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9481, loss_cls: 4.1075, loss: 4.1075 +2025-06-19 16:55:32,228 - pyskl - INFO - Epoch [41][3100/3940] lr: 2.071e-02, eta: 2 days, 5:26:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9531, loss_cls: 3.9335, loss: 3.9335 +2025-06-19 16:56:16,618 - pyskl - INFO - Epoch [41][3200/3940] lr: 2.070e-02, eta: 2 days, 5:25:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9494, loss_cls: 3.9912, loss: 3.9912 +2025-06-19 16:57:00,945 - pyskl - INFO - Epoch [41][3300/3940] lr: 2.070e-02, eta: 2 days, 5:24:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9506, loss_cls: 3.9139, loss: 3.9139 +2025-06-19 16:57:45,366 - pyskl - INFO - Epoch [41][3400/3940] lr: 2.069e-02, eta: 2 days, 5:23:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9456, loss_cls: 4.0435, loss: 4.0435 +2025-06-19 16:58:29,781 - pyskl - INFO - Epoch [41][3500/3940] lr: 2.069e-02, eta: 2 days, 5:22:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9481, loss_cls: 3.9411, loss: 3.9411 +2025-06-19 16:59:14,175 - pyskl - INFO - Epoch [41][3600/3940] lr: 2.068e-02, eta: 2 days, 5:22:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9494, loss_cls: 4.0916, loss: 4.0916 +2025-06-19 16:59:58,536 - pyskl - INFO - Epoch [41][3700/3940] lr: 2.068e-02, eta: 2 days, 5:21:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9325, loss_cls: 4.1263, loss: 4.1263 +2025-06-19 17:00:43,013 - pyskl - INFO - Epoch [41][3800/3940] lr: 2.067e-02, eta: 2 days, 5:20:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9469, loss_cls: 4.0649, loss: 4.0649 +2025-06-19 17:01:27,635 - pyskl - INFO - Epoch [41][3900/3940] lr: 2.067e-02, eta: 2 days, 5:19:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9406, loss_cls: 4.0627, loss: 4.0627 +2025-06-19 17:01:45,735 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-06-19 17:05:11,801 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 17:05:12,283 - pyskl - INFO - +top1_acc 0.6818 +top5_acc 0.9215 +2025-06-19 17:05:12,300 - pyskl - INFO - Epoch(val) [41][3183] top1_acc: 0.6818, top5_acc: 0.9215 +2025-06-19 17:06:21,218 - pyskl - INFO - Epoch [42][100/3940] lr: 2.066e-02, eta: 2 days, 5:19:11, time: 0.689, data_time: 0.245, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9481, loss_cls: 4.0111, loss: 4.0111 +2025-06-19 17:07:05,628 - pyskl - INFO - Epoch [42][200/3940] lr: 2.066e-02, eta: 2 days, 5:18:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9450, loss_cls: 4.0127, loss: 4.0127 +2025-06-19 17:07:50,058 - pyskl - INFO - Epoch [42][300/3940] lr: 2.065e-02, eta: 2 days, 5:17:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9481, loss_cls: 4.0253, loss: 4.0253 +2025-06-19 17:08:34,428 - pyskl - INFO - Epoch [42][400/3940] lr: 2.065e-02, eta: 2 days, 5:16:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9456, loss_cls: 3.8631, loss: 3.8631 +2025-06-19 17:09:18,852 - pyskl - INFO - Epoch [42][500/3940] lr: 2.064e-02, eta: 2 days, 5:16:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9563, loss_cls: 3.9075, loss: 3.9075 +2025-06-19 17:10:03,148 - pyskl - INFO - Epoch [42][600/3940] lr: 2.064e-02, eta: 2 days, 5:15:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9587, loss_cls: 3.7975, loss: 3.7975 +2025-06-19 17:10:47,455 - pyskl - INFO - Epoch [42][700/3940] lr: 2.063e-02, eta: 2 days, 5:14:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9475, loss_cls: 3.9889, loss: 3.9889 +2025-06-19 17:11:31,830 - pyskl - INFO - Epoch [42][800/3940] lr: 2.063e-02, eta: 2 days, 5:13:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9500, loss_cls: 3.9576, loss: 3.9576 +2025-06-19 17:12:16,215 - pyskl - INFO - Epoch [42][900/3940] lr: 2.062e-02, eta: 2 days, 5:13:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9500, loss_cls: 4.0233, loss: 4.0233 +2025-06-19 17:13:00,530 - pyskl - INFO - Epoch [42][1000/3940] lr: 2.062e-02, eta: 2 days, 5:12:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 3.8834, loss: 3.8834 +2025-06-19 17:13:44,925 - pyskl - INFO - Epoch [42][1100/3940] lr: 2.061e-02, eta: 2 days, 5:11:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9506, loss_cls: 4.0124, loss: 4.0124 +2025-06-19 17:14:29,347 - pyskl - INFO - Epoch [42][1200/3940] lr: 2.061e-02, eta: 2 days, 5:10:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9450, loss_cls: 3.9259, loss: 3.9259 +2025-06-19 17:15:13,657 - pyskl - INFO - Epoch [42][1300/3940] lr: 2.060e-02, eta: 2 days, 5:10:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9419, loss_cls: 4.0514, loss: 4.0514 +2025-06-19 17:15:57,949 - pyskl - INFO - Epoch [42][1400/3940] lr: 2.060e-02, eta: 2 days, 5:09:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9450, loss_cls: 4.0230, loss: 4.0230 +2025-06-19 17:16:42,358 - pyskl - INFO - Epoch [42][1500/3940] lr: 2.059e-02, eta: 2 days, 5:08:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9513, loss_cls: 4.0092, loss: 4.0092 +2025-06-19 17:17:26,933 - pyskl - INFO - Epoch [42][1600/3940] lr: 2.059e-02, eta: 2 days, 5:07:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9406, loss_cls: 4.0443, loss: 4.0443 +2025-06-19 17:18:11,429 - pyskl - INFO - Epoch [42][1700/3940] lr: 2.058e-02, eta: 2 days, 5:07:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9463, loss_cls: 4.1218, loss: 4.1218 +2025-06-19 17:18:55,909 - pyskl - INFO - Epoch [42][1800/3940] lr: 2.058e-02, eta: 2 days, 5:06:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9394, loss_cls: 4.0184, loss: 4.0184 +2025-06-19 17:19:40,157 - pyskl - INFO - Epoch [42][1900/3940] lr: 2.057e-02, eta: 2 days, 5:05:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9556, loss_cls: 3.8543, loss: 3.8543 +2025-06-19 17:20:24,516 - pyskl - INFO - Epoch [42][2000/3940] lr: 2.057e-02, eta: 2 days, 5:04:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9450, loss_cls: 4.0489, loss: 4.0489 +2025-06-19 17:21:08,981 - pyskl - INFO - Epoch [42][2100/3940] lr: 2.056e-02, eta: 2 days, 5:04:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9356, loss_cls: 4.1754, loss: 4.1754 +2025-06-19 17:21:53,346 - pyskl - INFO - Epoch [42][2200/3940] lr: 2.056e-02, eta: 2 days, 5:03:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9431, loss_cls: 4.1382, loss: 4.1382 +2025-06-19 17:22:37,734 - pyskl - INFO - Epoch [42][2300/3940] lr: 2.055e-02, eta: 2 days, 5:02:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9394, loss_cls: 4.2161, loss: 4.2161 +2025-06-19 17:23:22,161 - pyskl - INFO - Epoch [42][2400/3940] lr: 2.055e-02, eta: 2 days, 5:01:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9419, loss_cls: 4.1663, loss: 4.1663 +2025-06-19 17:24:06,459 - pyskl - INFO - Epoch [42][2500/3940] lr: 2.054e-02, eta: 2 days, 5:00:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9444, loss_cls: 4.1239, loss: 4.1239 +2025-06-19 17:24:50,747 - pyskl - INFO - Epoch [42][2600/3940] lr: 2.054e-02, eta: 2 days, 5:00:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9506, loss_cls: 4.0859, loss: 4.0859 +2025-06-19 17:25:35,133 - pyskl - INFO - Epoch [42][2700/3940] lr: 2.053e-02, eta: 2 days, 4:59:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9394, loss_cls: 4.0523, loss: 4.0523 +2025-06-19 17:26:19,609 - pyskl - INFO - Epoch [42][2800/3940] lr: 2.053e-02, eta: 2 days, 4:58:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9425, loss_cls: 4.0397, loss: 4.0397 +2025-06-19 17:27:04,071 - pyskl - INFO - Epoch [42][2900/3940] lr: 2.052e-02, eta: 2 days, 4:57:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9556, loss_cls: 3.8807, loss: 3.8807 +2025-06-19 17:27:48,571 - pyskl - INFO - Epoch [42][3000/3940] lr: 2.052e-02, eta: 2 days, 4:57:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9419, loss_cls: 4.0786, loss: 4.0786 +2025-06-19 17:28:33,117 - pyskl - INFO - Epoch [42][3100/3940] lr: 2.051e-02, eta: 2 days, 4:56:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9431, loss_cls: 4.0530, loss: 4.0530 +2025-06-19 17:29:17,468 - pyskl - INFO - Epoch [42][3200/3940] lr: 2.051e-02, eta: 2 days, 4:55:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9313, loss_cls: 4.1233, loss: 4.1233 +2025-06-19 17:30:01,985 - pyskl - INFO - Epoch [42][3300/3940] lr: 2.050e-02, eta: 2 days, 4:54:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9375, loss_cls: 4.1102, loss: 4.1102 +2025-06-19 17:30:46,438 - pyskl - INFO - Epoch [42][3400/3940] lr: 2.050e-02, eta: 2 days, 4:54:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9487, loss_cls: 4.0652, loss: 4.0652 +2025-06-19 17:31:30,827 - pyskl - INFO - Epoch [42][3500/3940] lr: 2.049e-02, eta: 2 days, 4:53:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9494, loss_cls: 3.9910, loss: 3.9910 +2025-06-19 17:32:15,240 - pyskl - INFO - Epoch [42][3600/3940] lr: 2.049e-02, eta: 2 days, 4:52:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9437, loss_cls: 4.1346, loss: 4.1346 +2025-06-19 17:32:59,695 - pyskl - INFO - Epoch [42][3700/3940] lr: 2.048e-02, eta: 2 days, 4:51:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9369, loss_cls: 4.0334, loss: 4.0334 +2025-06-19 17:33:44,096 - pyskl - INFO - Epoch [42][3800/3940] lr: 2.048e-02, eta: 2 days, 4:51:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9487, loss_cls: 4.0448, loss: 4.0448 +2025-06-19 17:34:28,532 - pyskl - INFO - Epoch [42][3900/3940] lr: 2.047e-02, eta: 2 days, 4:50:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9594, loss_cls: 3.9830, loss: 3.9830 +2025-06-19 17:34:46,629 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-06-19 17:38:12,305 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 17:38:12,800 - pyskl - INFO - +top1_acc 0.6693 +top5_acc 0.9211 +2025-06-19 17:38:12,821 - pyskl - INFO - Epoch(val) [42][3183] top1_acc: 0.6693, top5_acc: 0.9211 +2025-06-19 17:39:21,620 - pyskl - INFO - Epoch [43][100/3940] lr: 2.046e-02, eta: 2 days, 4:49:35, time: 0.688, data_time: 0.244, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9487, loss_cls: 4.0082, loss: 4.0082 +2025-06-19 17:40:05,898 - pyskl - INFO - Epoch [43][200/3940] lr: 2.046e-02, eta: 2 days, 4:48:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9463, loss_cls: 4.0853, loss: 4.0853 +2025-06-19 17:40:50,636 - pyskl - INFO - Epoch [43][300/3940] lr: 2.045e-02, eta: 2 days, 4:48:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9500, loss_cls: 3.9770, loss: 3.9770 +2025-06-19 17:41:35,342 - pyskl - INFO - Epoch [43][400/3940] lr: 2.045e-02, eta: 2 days, 4:47:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9450, loss_cls: 3.9873, loss: 3.9873 +2025-06-19 17:42:19,919 - pyskl - INFO - Epoch [43][500/3940] lr: 2.044e-02, eta: 2 days, 4:46:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9506, loss_cls: 4.0863, loss: 4.0863 +2025-06-19 17:43:04,260 - pyskl - INFO - Epoch [43][600/3940] lr: 2.044e-02, eta: 2 days, 4:45:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9544, loss_cls: 3.9995, loss: 3.9995 +2025-06-19 17:43:48,833 - pyskl - INFO - Epoch [43][700/3940] lr: 2.043e-02, eta: 2 days, 4:45:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9569, loss_cls: 4.0709, loss: 4.0709 +2025-06-19 17:44:33,411 - pyskl - INFO - Epoch [43][800/3940] lr: 2.043e-02, eta: 2 days, 4:44:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9394, loss_cls: 4.0513, loss: 4.0513 +2025-06-19 17:45:17,796 - pyskl - INFO - Epoch [43][900/3940] lr: 2.042e-02, eta: 2 days, 4:43:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9394, loss_cls: 4.0501, loss: 4.0501 +2025-06-19 17:46:02,230 - pyskl - INFO - Epoch [43][1000/3940] lr: 2.042e-02, eta: 2 days, 4:42:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9425, loss_cls: 4.0429, loss: 4.0429 +2025-06-19 17:46:46,773 - pyskl - INFO - Epoch [43][1100/3940] lr: 2.041e-02, eta: 2 days, 4:42:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9506, loss_cls: 4.0176, loss: 4.0176 +2025-06-19 17:47:31,506 - pyskl - INFO - Epoch [43][1200/3940] lr: 2.041e-02, eta: 2 days, 4:41:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9550, loss_cls: 4.0249, loss: 4.0249 +2025-06-19 17:48:16,233 - pyskl - INFO - Epoch [43][1300/3940] lr: 2.040e-02, eta: 2 days, 4:40:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9413, loss_cls: 4.1636, loss: 4.1636 +2025-06-19 17:49:01,041 - pyskl - INFO - Epoch [43][1400/3940] lr: 2.040e-02, eta: 2 days, 4:39:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9556, loss_cls: 3.9076, loss: 3.9076 +2025-06-19 17:49:45,733 - pyskl - INFO - Epoch [43][1500/3940] lr: 2.039e-02, eta: 2 days, 4:39:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9444, loss_cls: 4.0408, loss: 4.0408 +2025-06-19 17:50:30,403 - pyskl - INFO - Epoch [43][1600/3940] lr: 2.039e-02, eta: 2 days, 4:38:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9381, loss_cls: 4.0899, loss: 4.0899 +2025-06-19 17:51:15,064 - pyskl - INFO - Epoch [43][1700/3940] lr: 2.038e-02, eta: 2 days, 4:37:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9613, loss_cls: 3.9903, loss: 3.9903 +2025-06-19 17:51:59,719 - pyskl - INFO - Epoch [43][1800/3940] lr: 2.038e-02, eta: 2 days, 4:36:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9381, loss_cls: 4.1724, loss: 4.1724 +2025-06-19 17:52:44,346 - pyskl - INFO - Epoch [43][1900/3940] lr: 2.037e-02, eta: 2 days, 4:36:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9463, loss_cls: 4.0626, loss: 4.0626 +2025-06-19 17:53:28,990 - pyskl - INFO - Epoch [43][2000/3940] lr: 2.037e-02, eta: 2 days, 4:35:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9475, loss_cls: 4.0767, loss: 4.0767 +2025-06-19 17:54:13,622 - pyskl - INFO - Epoch [43][2100/3940] lr: 2.036e-02, eta: 2 days, 4:34:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9413, loss_cls: 4.0583, loss: 4.0583 +2025-06-19 17:54:58,222 - pyskl - INFO - Epoch [43][2200/3940] lr: 2.035e-02, eta: 2 days, 4:33:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9394, loss_cls: 4.1708, loss: 4.1708 +2025-06-19 17:55:42,852 - pyskl - INFO - Epoch [43][2300/3940] lr: 2.035e-02, eta: 2 days, 4:33:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9456, loss_cls: 4.0479, loss: 4.0479 +2025-06-19 17:56:27,547 - pyskl - INFO - Epoch [43][2400/3940] lr: 2.034e-02, eta: 2 days, 4:32:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9444, loss_cls: 4.0119, loss: 4.0119 +2025-06-19 17:57:12,366 - pyskl - INFO - Epoch [43][2500/3940] lr: 2.034e-02, eta: 2 days, 4:31:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9381, loss_cls: 4.2809, loss: 4.2809 +2025-06-19 17:57:56,627 - pyskl - INFO - Epoch [43][2600/3940] lr: 2.033e-02, eta: 2 days, 4:30:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9481, loss_cls: 4.1085, loss: 4.1085 +2025-06-19 17:58:41,020 - pyskl - INFO - Epoch [43][2700/3940] lr: 2.033e-02, eta: 2 days, 4:30:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9369, loss_cls: 4.1398, loss: 4.1398 +2025-06-19 17:59:25,522 - pyskl - INFO - Epoch [43][2800/3940] lr: 2.032e-02, eta: 2 days, 4:29:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9487, loss_cls: 3.9775, loss: 3.9775 +2025-06-19 18:00:09,948 - pyskl - INFO - Epoch [43][2900/3940] lr: 2.032e-02, eta: 2 days, 4:28:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9381, loss_cls: 4.0273, loss: 4.0273 +2025-06-19 18:00:54,399 - pyskl - INFO - Epoch [43][3000/3940] lr: 2.031e-02, eta: 2 days, 4:27:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9513, loss_cls: 4.0675, loss: 4.0675 +2025-06-19 18:01:38,797 - pyskl - INFO - Epoch [43][3100/3940] lr: 2.031e-02, eta: 2 days, 4:27:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9344, loss_cls: 4.1513, loss: 4.1513 +2025-06-19 18:02:23,282 - pyskl - INFO - Epoch [43][3200/3940] lr: 2.030e-02, eta: 2 days, 4:26:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9487, loss_cls: 4.0848, loss: 4.0848 +2025-06-19 18:03:08,046 - pyskl - INFO - Epoch [43][3300/3940] lr: 2.030e-02, eta: 2 days, 4:25:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 3.9437, loss: 3.9437 +2025-06-19 18:03:52,591 - pyskl - INFO - Epoch [43][3400/3940] lr: 2.029e-02, eta: 2 days, 4:24:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9437, loss_cls: 3.9386, loss: 3.9386 +2025-06-19 18:04:37,105 - pyskl - INFO - Epoch [43][3500/3940] lr: 2.029e-02, eta: 2 days, 4:24:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9363, loss_cls: 4.1839, loss: 4.1839 +2025-06-19 18:05:21,531 - pyskl - INFO - Epoch [43][3600/3940] lr: 2.028e-02, eta: 2 days, 4:23:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9556, loss_cls: 3.8729, loss: 3.8729 +2025-06-19 18:06:05,980 - pyskl - INFO - Epoch [43][3700/3940] lr: 2.028e-02, eta: 2 days, 4:22:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9481, loss_cls: 3.9848, loss: 3.9848 +2025-06-19 18:06:50,361 - pyskl - INFO - Epoch [43][3800/3940] lr: 2.027e-02, eta: 2 days, 4:21:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9400, loss_cls: 3.9383, loss: 3.9383 +2025-06-19 18:07:34,781 - pyskl - INFO - Epoch [43][3900/3940] lr: 2.027e-02, eta: 2 days, 4:21:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9387, loss_cls: 4.2355, loss: 4.2355 +2025-06-19 18:07:52,983 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-06-19 18:11:20,955 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 18:11:21,427 - pyskl - INFO - +top1_acc 0.6991 +top5_acc 0.9170 +2025-06-19 18:11:21,447 - pyskl - INFO - Epoch(val) [43][3183] top1_acc: 0.6991, top5_acc: 0.9170 +2025-06-19 18:12:30,332 - pyskl - INFO - Epoch [44][100/3940] lr: 2.026e-02, eta: 2 days, 4:20:16, time: 0.689, data_time: 0.244, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9556, loss_cls: 3.8630, loss: 3.8630 +2025-06-19 18:13:14,913 - pyskl - INFO - Epoch [44][200/3940] lr: 2.025e-02, eta: 2 days, 4:19:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9469, loss_cls: 3.9579, loss: 3.9579 +2025-06-19 18:13:59,456 - pyskl - INFO - Epoch [44][300/3940] lr: 2.025e-02, eta: 2 days, 4:18:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9481, loss_cls: 3.9983, loss: 3.9983 +2025-06-19 18:14:43,860 - pyskl - INFO - Epoch [44][400/3940] lr: 2.024e-02, eta: 2 days, 4:18:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9531, loss_cls: 3.8231, loss: 3.8231 +2025-06-19 18:15:28,300 - pyskl - INFO - Epoch [44][500/3940] lr: 2.024e-02, eta: 2 days, 4:17:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9506, loss_cls: 4.0118, loss: 4.0118 +2025-06-19 18:16:12,686 - pyskl - INFO - Epoch [44][600/3940] lr: 2.023e-02, eta: 2 days, 4:16:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9450, loss_cls: 4.0341, loss: 4.0341 +2025-06-19 18:16:57,085 - pyskl - INFO - Epoch [44][700/3940] lr: 2.023e-02, eta: 2 days, 4:15:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9425, loss_cls: 4.0643, loss: 4.0643 +2025-06-19 18:17:41,519 - pyskl - INFO - Epoch [44][800/3940] lr: 2.022e-02, eta: 2 days, 4:14:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9469, loss_cls: 4.1442, loss: 4.1442 +2025-06-19 18:18:25,918 - pyskl - INFO - Epoch [44][900/3940] lr: 2.022e-02, eta: 2 days, 4:14:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9319, loss_cls: 4.1809, loss: 4.1809 +2025-06-19 18:19:10,313 - pyskl - INFO - Epoch [44][1000/3940] lr: 2.021e-02, eta: 2 days, 4:13:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9513, loss_cls: 4.0167, loss: 4.0167 +2025-06-19 18:19:54,718 - pyskl - INFO - Epoch [44][1100/3940] lr: 2.021e-02, eta: 2 days, 4:12:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9419, loss_cls: 4.0753, loss: 4.0753 +2025-06-19 18:20:39,051 - pyskl - INFO - Epoch [44][1200/3940] lr: 2.020e-02, eta: 2 days, 4:11:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9413, loss_cls: 4.0300, loss: 4.0300 +2025-06-19 18:21:23,413 - pyskl - INFO - Epoch [44][1300/3940] lr: 2.020e-02, eta: 2 days, 4:11:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9475, loss_cls: 4.0591, loss: 4.0591 +2025-06-19 18:22:07,757 - pyskl - INFO - Epoch [44][1400/3940] lr: 2.019e-02, eta: 2 days, 4:10:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 3.9228, loss: 3.9228 +2025-06-19 18:22:52,173 - pyskl - INFO - Epoch [44][1500/3940] lr: 2.019e-02, eta: 2 days, 4:09:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9475, loss_cls: 4.0215, loss: 4.0215 +2025-06-19 18:23:36,486 - pyskl - INFO - Epoch [44][1600/3940] lr: 2.018e-02, eta: 2 days, 4:08:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9381, loss_cls: 4.0399, loss: 4.0399 +2025-06-19 18:24:20,829 - pyskl - INFO - Epoch [44][1700/3940] lr: 2.018e-02, eta: 2 days, 4:08:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9444, loss_cls: 4.0448, loss: 4.0448 +2025-06-19 18:25:05,238 - pyskl - INFO - Epoch [44][1800/3940] lr: 2.017e-02, eta: 2 days, 4:07:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 3.9377, loss: 3.9377 +2025-06-19 18:25:49,509 - pyskl - INFO - Epoch [44][1900/3940] lr: 2.017e-02, eta: 2 days, 4:06:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9506, loss_cls: 4.0079, loss: 4.0079 +2025-06-19 18:26:34,252 - pyskl - INFO - Epoch [44][2000/3940] lr: 2.016e-02, eta: 2 days, 4:05:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9475, loss_cls: 3.9528, loss: 3.9528 +2025-06-19 18:27:18,841 - pyskl - INFO - Epoch [44][2100/3940] lr: 2.015e-02, eta: 2 days, 4:05:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9487, loss_cls: 3.9747, loss: 3.9747 +2025-06-19 18:28:03,340 - pyskl - INFO - Epoch [44][2200/3940] lr: 2.015e-02, eta: 2 days, 4:04:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9456, loss_cls: 4.0178, loss: 4.0178 +2025-06-19 18:28:47,791 - pyskl - INFO - Epoch [44][2300/3940] lr: 2.014e-02, eta: 2 days, 4:03:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9313, loss_cls: 4.1022, loss: 4.1022 +2025-06-19 18:29:32,470 - pyskl - INFO - Epoch [44][2400/3940] lr: 2.014e-02, eta: 2 days, 4:02:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9487, loss_cls: 4.0463, loss: 4.0463 +2025-06-19 18:30:17,037 - pyskl - INFO - Epoch [44][2500/3940] lr: 2.013e-02, eta: 2 days, 4:02:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9500, loss_cls: 3.9263, loss: 3.9263 +2025-06-19 18:31:01,676 - pyskl - INFO - Epoch [44][2600/3940] lr: 2.013e-02, eta: 2 days, 4:01:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9469, loss_cls: 3.9636, loss: 3.9636 +2025-06-19 18:31:46,436 - pyskl - INFO - Epoch [44][2700/3940] lr: 2.012e-02, eta: 2 days, 4:00:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9475, loss_cls: 4.0662, loss: 4.0662 +2025-06-19 18:32:31,110 - pyskl - INFO - Epoch [44][2800/3940] lr: 2.012e-02, eta: 2 days, 3:59:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9425, loss_cls: 3.8797, loss: 3.8797 +2025-06-19 18:33:15,759 - pyskl - INFO - Epoch [44][2900/3940] lr: 2.011e-02, eta: 2 days, 3:59:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9469, loss_cls: 3.9822, loss: 3.9822 +2025-06-19 18:34:00,165 - pyskl - INFO - Epoch [44][3000/3940] lr: 2.011e-02, eta: 2 days, 3:58:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9506, loss_cls: 3.9744, loss: 3.9744 +2025-06-19 18:34:44,708 - pyskl - INFO - Epoch [44][3100/3940] lr: 2.010e-02, eta: 2 days, 3:57:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9500, loss_cls: 3.8827, loss: 3.8827 +2025-06-19 18:35:29,302 - pyskl - INFO - Epoch [44][3200/3940] lr: 2.010e-02, eta: 2 days, 3:56:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9463, loss_cls: 3.9903, loss: 3.9903 +2025-06-19 18:36:13,727 - pyskl - INFO - Epoch [44][3300/3940] lr: 2.009e-02, eta: 2 days, 3:56:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 3.9455, loss: 3.9455 +2025-06-19 18:36:58,168 - pyskl - INFO - Epoch [44][3400/3940] lr: 2.009e-02, eta: 2 days, 3:55:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9475, loss_cls: 4.0146, loss: 4.0146 +2025-06-19 18:37:42,493 - pyskl - INFO - Epoch [44][3500/3940] lr: 2.008e-02, eta: 2 days, 3:54:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9381, loss_cls: 4.0794, loss: 4.0794 +2025-06-19 18:38:26,987 - pyskl - INFO - Epoch [44][3600/3940] lr: 2.008e-02, eta: 2 days, 3:53:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9375, loss_cls: 4.0506, loss: 4.0506 +2025-06-19 18:39:11,373 - pyskl - INFO - Epoch [44][3700/3940] lr: 2.007e-02, eta: 2 days, 3:53:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9475, loss_cls: 4.0647, loss: 4.0647 +2025-06-19 18:39:55,737 - pyskl - INFO - Epoch [44][3800/3940] lr: 2.006e-02, eta: 2 days, 3:52:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9444, loss_cls: 4.0078, loss: 4.0078 +2025-06-19 18:40:40,060 - pyskl - INFO - Epoch [44][3900/3940] lr: 2.006e-02, eta: 2 days, 3:51:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9469, loss_cls: 4.0086, loss: 4.0086 +2025-06-19 18:40:58,196 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-06-19 18:44:24,867 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 18:44:25,329 - pyskl - INFO - +top1_acc 0.6750 +top5_acc 0.9117 +2025-06-19 18:44:25,347 - pyskl - INFO - Epoch(val) [44][3183] top1_acc: 0.6750, top5_acc: 0.9117 +2025-06-19 18:45:33,016 - pyskl - INFO - Epoch [45][100/3940] lr: 2.005e-02, eta: 2 days, 3:50:45, time: 0.677, data_time: 0.235, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9475, loss_cls: 4.0074, loss: 4.0074 +2025-06-19 18:46:17,105 - pyskl - INFO - Epoch [45][200/3940] lr: 2.005e-02, eta: 2 days, 3:49:59, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9425, loss_cls: 4.1024, loss: 4.1024 +2025-06-19 18:47:01,287 - pyskl - INFO - Epoch [45][300/3940] lr: 2.004e-02, eta: 2 days, 3:49:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 3.9964, loss: 3.9964 +2025-06-19 18:47:45,482 - pyskl - INFO - Epoch [45][400/3940] lr: 2.004e-02, eta: 2 days, 3:48:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 3.9183, loss: 3.9183 +2025-06-19 18:48:29,741 - pyskl - INFO - Epoch [45][500/3940] lr: 2.003e-02, eta: 2 days, 3:47:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9569, loss_cls: 3.9033, loss: 3.9033 +2025-06-19 18:49:14,058 - pyskl - INFO - Epoch [45][600/3940] lr: 2.003e-02, eta: 2 days, 3:46:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9419, loss_cls: 4.0637, loss: 4.0637 +2025-06-19 18:49:58,442 - pyskl - INFO - Epoch [45][700/3940] lr: 2.002e-02, eta: 2 days, 3:46:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9513, loss_cls: 3.9915, loss: 3.9915 +2025-06-19 18:50:42,679 - pyskl - INFO - Epoch [45][800/3940] lr: 2.002e-02, eta: 2 days, 3:45:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9494, loss_cls: 3.9283, loss: 3.9283 +2025-06-19 18:51:26,996 - pyskl - INFO - Epoch [45][900/3940] lr: 2.001e-02, eta: 2 days, 3:44:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9431, loss_cls: 4.0522, loss: 4.0522 +2025-06-19 18:52:11,380 - pyskl - INFO - Epoch [45][1000/3940] lr: 2.000e-02, eta: 2 days, 3:43:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9525, loss_cls: 3.8760, loss: 3.8760 +2025-06-19 18:52:55,654 - pyskl - INFO - Epoch [45][1100/3940] lr: 2.000e-02, eta: 2 days, 3:43:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9437, loss_cls: 3.9324, loss: 3.9324 +2025-06-19 18:53:40,181 - pyskl - INFO - Epoch [45][1200/3940] lr: 1.999e-02, eta: 2 days, 3:42:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9463, loss_cls: 3.9641, loss: 3.9641 +2025-06-19 18:54:24,507 - pyskl - INFO - Epoch [45][1300/3940] lr: 1.999e-02, eta: 2 days, 3:41:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9519, loss_cls: 3.9256, loss: 3.9256 +2025-06-19 18:55:08,938 - pyskl - INFO - Epoch [45][1400/3940] lr: 1.998e-02, eta: 2 days, 3:40:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9525, loss_cls: 3.8052, loss: 3.8052 +2025-06-19 18:55:53,488 - pyskl - INFO - Epoch [45][1500/3940] lr: 1.998e-02, eta: 2 days, 3:40:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9475, loss_cls: 3.9421, loss: 3.9421 +2025-06-19 18:56:37,853 - pyskl - INFO - Epoch [45][1600/3940] lr: 1.997e-02, eta: 2 days, 3:39:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9425, loss_cls: 3.9832, loss: 3.9832 +2025-06-19 18:57:22,152 - pyskl - INFO - Epoch [45][1700/3940] lr: 1.997e-02, eta: 2 days, 3:38:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9544, loss_cls: 3.9375, loss: 3.9375 +2025-06-19 18:58:06,689 - pyskl - INFO - Epoch [45][1800/3940] lr: 1.996e-02, eta: 2 days, 3:37:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9531, loss_cls: 4.1010, loss: 4.1010 +2025-06-19 18:58:51,113 - pyskl - INFO - Epoch [45][1900/3940] lr: 1.996e-02, eta: 2 days, 3:37:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9537, loss_cls: 4.0006, loss: 4.0006 +2025-06-19 18:59:35,504 - pyskl - INFO - Epoch [45][2000/3940] lr: 1.995e-02, eta: 2 days, 3:36:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9463, loss_cls: 3.9542, loss: 3.9542 +2025-06-19 19:00:19,995 - pyskl - INFO - Epoch [45][2100/3940] lr: 1.995e-02, eta: 2 days, 3:35:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9494, loss_cls: 3.9881, loss: 3.9881 +2025-06-19 19:01:04,501 - pyskl - INFO - Epoch [45][2200/3940] lr: 1.994e-02, eta: 2 days, 3:34:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9463, loss_cls: 4.0095, loss: 4.0095 +2025-06-19 19:01:49,069 - pyskl - INFO - Epoch [45][2300/3940] lr: 1.994e-02, eta: 2 days, 3:34:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9525, loss_cls: 3.9300, loss: 3.9300 +2025-06-19 19:02:33,653 - pyskl - INFO - Epoch [45][2400/3940] lr: 1.993e-02, eta: 2 days, 3:33:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9350, loss_cls: 4.1400, loss: 4.1400 +2025-06-19 19:03:18,150 - pyskl - INFO - Epoch [45][2500/3940] lr: 1.992e-02, eta: 2 days, 3:32:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9450, loss_cls: 3.9916, loss: 3.9916 +2025-06-19 19:04:02,630 - pyskl - INFO - Epoch [45][2600/3940] lr: 1.992e-02, eta: 2 days, 3:31:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9506, loss_cls: 3.9818, loss: 3.9818 +2025-06-19 19:04:47,111 - pyskl - INFO - Epoch [45][2700/3940] lr: 1.991e-02, eta: 2 days, 3:31:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9469, loss_cls: 3.9895, loss: 3.9895 +2025-06-19 19:05:31,495 - pyskl - INFO - Epoch [45][2800/3940] lr: 1.991e-02, eta: 2 days, 3:30:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9481, loss_cls: 3.9887, loss: 3.9887 +2025-06-19 19:06:15,894 - pyskl - INFO - Epoch [45][2900/3940] lr: 1.990e-02, eta: 2 days, 3:29:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 4.0405, loss: 4.0405 +2025-06-19 19:07:00,239 - pyskl - INFO - Epoch [45][3000/3940] lr: 1.990e-02, eta: 2 days, 3:28:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9500, loss_cls: 3.8827, loss: 3.8827 +2025-06-19 19:07:44,525 - pyskl - INFO - Epoch [45][3100/3940] lr: 1.989e-02, eta: 2 days, 3:28:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9369, loss_cls: 4.0498, loss: 4.0498 +2025-06-19 19:08:28,912 - pyskl - INFO - Epoch [45][3200/3940] lr: 1.989e-02, eta: 2 days, 3:27:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9369, loss_cls: 4.1289, loss: 4.1289 +2025-06-19 19:09:13,330 - pyskl - INFO - Epoch [45][3300/3940] lr: 1.988e-02, eta: 2 days, 3:26:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9531, loss_cls: 3.9932, loss: 3.9932 +2025-06-19 19:09:57,703 - pyskl - INFO - Epoch [45][3400/3940] lr: 1.988e-02, eta: 2 days, 3:25:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9487, loss_cls: 3.9956, loss: 3.9956 +2025-06-19 19:10:42,109 - pyskl - INFO - Epoch [45][3500/3940] lr: 1.987e-02, eta: 2 days, 3:25:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9550, loss_cls: 3.9105, loss: 3.9105 +2025-06-19 19:11:26,536 - pyskl - INFO - Epoch [45][3600/3940] lr: 1.987e-02, eta: 2 days, 3:24:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9456, loss_cls: 4.1092, loss: 4.1092 +2025-06-19 19:12:10,970 - pyskl - INFO - Epoch [45][3700/3940] lr: 1.986e-02, eta: 2 days, 3:23:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9444, loss_cls: 4.0575, loss: 4.0575 +2025-06-19 19:12:55,372 - pyskl - INFO - Epoch [45][3800/3940] lr: 1.985e-02, eta: 2 days, 3:22:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9431, loss_cls: 4.0533, loss: 4.0533 +2025-06-19 19:13:39,764 - pyskl - INFO - Epoch [45][3900/3940] lr: 1.985e-02, eta: 2 days, 3:21:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9506, loss_cls: 4.0351, loss: 4.0351 +2025-06-19 19:13:57,796 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-06-19 19:31:38,445 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 19:31:38,907 - pyskl - INFO - +top1_acc 0.6979 +top5_acc 0.9309 +2025-06-19 19:31:38,923 - pyskl - INFO - Epoch(val) [45][3183] top1_acc: 0.6979, top5_acc: 0.9309 +2025-06-19 19:32:46,786 - pyskl - INFO - Epoch [46][100/3940] lr: 1.984e-02, eta: 2 days, 3:21:08, time: 0.679, data_time: 0.234, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9444, loss_cls: 4.0541, loss: 4.0541 +2025-06-19 19:33:31,177 - pyskl - INFO - Epoch [46][200/3940] lr: 1.984e-02, eta: 2 days, 3:20:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9513, loss_cls: 3.8180, loss: 3.8180 +2025-06-19 19:34:15,638 - pyskl - INFO - Epoch [46][300/3940] lr: 1.983e-02, eta: 2 days, 3:19:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9519, loss_cls: 3.9246, loss: 3.9246 +2025-06-19 19:35:00,010 - pyskl - INFO - Epoch [46][400/3940] lr: 1.983e-02, eta: 2 days, 3:18:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9619, loss_cls: 3.8959, loss: 3.8959 +2025-06-19 19:35:44,317 - pyskl - INFO - Epoch [46][500/3940] lr: 1.982e-02, eta: 2 days, 3:18:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9494, loss_cls: 3.9310, loss: 3.9310 +2025-06-19 19:36:28,652 - pyskl - INFO - Epoch [46][600/3940] lr: 1.982e-02, eta: 2 days, 3:17:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9550, loss_cls: 3.9189, loss: 3.9189 +2025-06-19 19:37:13,042 - pyskl - INFO - Epoch [46][700/3940] lr: 1.981e-02, eta: 2 days, 3:16:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9494, loss_cls: 3.9567, loss: 3.9567 +2025-06-19 19:37:57,383 - pyskl - INFO - Epoch [46][800/3940] lr: 1.980e-02, eta: 2 days, 3:15:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9519, loss_cls: 3.8700, loss: 3.8700 +2025-06-19 19:38:41,718 - pyskl - INFO - Epoch [46][900/3940] lr: 1.980e-02, eta: 2 days, 3:15:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9444, loss_cls: 4.0566, loss: 4.0566 +2025-06-19 19:39:26,062 - pyskl - INFO - Epoch [46][1000/3940] lr: 1.979e-02, eta: 2 days, 3:14:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9337, loss_cls: 4.1644, loss: 4.1644 +2025-06-19 19:40:10,460 - pyskl - INFO - Epoch [46][1100/3940] lr: 1.979e-02, eta: 2 days, 3:13:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9481, loss_cls: 3.9841, loss: 3.9841 +2025-06-19 19:40:54,921 - pyskl - INFO - Epoch [46][1200/3940] lr: 1.978e-02, eta: 2 days, 3:12:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9387, loss_cls: 4.0176, loss: 4.0176 +2025-06-19 19:41:39,440 - pyskl - INFO - Epoch [46][1300/3940] lr: 1.978e-02, eta: 2 days, 3:12:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 3.9366, loss: 3.9366 +2025-06-19 19:42:23,928 - pyskl - INFO - Epoch [46][1400/3940] lr: 1.977e-02, eta: 2 days, 3:11:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9469, loss_cls: 4.0568, loss: 4.0568 +2025-06-19 19:43:08,381 - pyskl - INFO - Epoch [46][1500/3940] lr: 1.977e-02, eta: 2 days, 3:10:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9450, loss_cls: 3.8881, loss: 3.8881 +2025-06-19 19:43:52,890 - pyskl - INFO - Epoch [46][1600/3940] lr: 1.976e-02, eta: 2 days, 3:09:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9569, loss_cls: 3.9624, loss: 3.9624 +2025-06-19 19:44:37,350 - pyskl - INFO - Epoch [46][1700/3940] lr: 1.976e-02, eta: 2 days, 3:09:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9406, loss_cls: 4.0557, loss: 4.0557 +2025-06-19 19:45:21,764 - pyskl - INFO - Epoch [46][1800/3940] lr: 1.975e-02, eta: 2 days, 3:08:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9456, loss_cls: 3.9722, loss: 3.9722 +2025-06-19 19:46:06,149 - pyskl - INFO - Epoch [46][1900/3940] lr: 1.974e-02, eta: 2 days, 3:07:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9437, loss_cls: 4.1424, loss: 4.1424 +2025-06-19 19:46:50,562 - pyskl - INFO - Epoch [46][2000/3940] lr: 1.974e-02, eta: 2 days, 3:06:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9487, loss_cls: 4.0617, loss: 4.0617 +2025-06-19 19:47:34,997 - pyskl - INFO - Epoch [46][2100/3940] lr: 1.973e-02, eta: 2 days, 3:06:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9469, loss_cls: 3.9630, loss: 3.9630 +2025-06-19 19:48:19,402 - pyskl - INFO - Epoch [46][2200/3940] lr: 1.973e-02, eta: 2 days, 3:05:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9400, loss_cls: 4.0200, loss: 4.0200 +2025-06-19 19:49:03,792 - pyskl - INFO - Epoch [46][2300/3940] lr: 1.972e-02, eta: 2 days, 3:04:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9444, loss_cls: 3.9945, loss: 3.9945 +2025-06-19 19:49:48,209 - pyskl - INFO - Epoch [46][2400/3940] lr: 1.972e-02, eta: 2 days, 3:03:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9387, loss_cls: 3.9993, loss: 3.9993 +2025-06-19 19:50:32,775 - pyskl - INFO - Epoch [46][2500/3940] lr: 1.971e-02, eta: 2 days, 3:03:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9425, loss_cls: 3.9374, loss: 3.9374 +2025-06-19 19:51:17,223 - pyskl - INFO - Epoch [46][2600/3940] lr: 1.971e-02, eta: 2 days, 3:02:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9487, loss_cls: 3.9947, loss: 3.9947 +2025-06-19 19:52:01,663 - pyskl - INFO - Epoch [46][2700/3940] lr: 1.970e-02, eta: 2 days, 3:01:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9487, loss_cls: 3.9691, loss: 3.9691 +2025-06-19 19:52:46,054 - pyskl - INFO - Epoch [46][2800/3940] lr: 1.970e-02, eta: 2 days, 3:00:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9481, loss_cls: 3.9054, loss: 3.9054 +2025-06-19 19:53:30,624 - pyskl - INFO - Epoch [46][2900/3940] lr: 1.969e-02, eta: 2 days, 2:59:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9469, loss_cls: 4.0086, loss: 4.0086 +2025-06-19 19:54:15,032 - pyskl - INFO - Epoch [46][3000/3940] lr: 1.969e-02, eta: 2 days, 2:59:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9581, loss_cls: 3.9783, loss: 3.9783 +2025-06-19 19:54:59,382 - pyskl - INFO - Epoch [46][3100/3940] lr: 1.968e-02, eta: 2 days, 2:58:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9450, loss_cls: 4.1313, loss: 4.1313 +2025-06-19 19:55:43,922 - pyskl - INFO - Epoch [46][3200/3940] lr: 1.967e-02, eta: 2 days, 2:57:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9381, loss_cls: 3.9948, loss: 3.9948 +2025-06-19 19:56:28,407 - pyskl - INFO - Epoch [46][3300/3940] lr: 1.967e-02, eta: 2 days, 2:56:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9394, loss_cls: 4.0000, loss: 4.0000 +2025-06-19 19:57:12,832 - pyskl - INFO - Epoch [46][3400/3940] lr: 1.966e-02, eta: 2 days, 2:56:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9531, loss_cls: 3.9722, loss: 3.9722 +2025-06-19 19:57:57,253 - pyskl - INFO - Epoch [46][3500/3940] lr: 1.966e-02, eta: 2 days, 2:55:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9513, loss_cls: 3.9308, loss: 3.9308 +2025-06-19 19:58:41,582 - pyskl - INFO - Epoch [46][3600/3940] lr: 1.965e-02, eta: 2 days, 2:54:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9431, loss_cls: 3.9359, loss: 3.9359 +2025-06-19 19:59:25,930 - pyskl - INFO - Epoch [46][3700/3940] lr: 1.965e-02, eta: 2 days, 2:53:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9500, loss_cls: 3.9967, loss: 3.9967 +2025-06-19 20:00:10,266 - pyskl - INFO - Epoch [46][3800/3940] lr: 1.964e-02, eta: 2 days, 2:53:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9450, loss_cls: 3.9651, loss: 3.9651 +2025-06-19 20:00:54,573 - pyskl - INFO - Epoch [46][3900/3940] lr: 1.964e-02, eta: 2 days, 2:52:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9444, loss_cls: 3.9137, loss: 3.9137 +2025-06-19 20:01:12,625 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-06-19 20:04:39,865 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 20:04:40,331 - pyskl - INFO - +top1_acc 0.6717 +top5_acc 0.9142 +2025-06-19 20:04:40,351 - pyskl - INFO - Epoch(val) [46][3183] top1_acc: 0.6717, top5_acc: 0.9142 +2025-06-19 20:05:48,819 - pyskl - INFO - Epoch [47][100/3940] lr: 1.963e-02, eta: 2 days, 2:51:36, time: 0.685, data_time: 0.237, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9506, loss_cls: 3.8982, loss: 3.8982 +2025-06-19 20:06:33,188 - pyskl - INFO - Epoch [47][200/3940] lr: 1.962e-02, eta: 2 days, 2:50:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 3.7883, loss: 3.7883 +2025-06-19 20:07:17,579 - pyskl - INFO - Epoch [47][300/3940] lr: 1.962e-02, eta: 2 days, 2:50:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9419, loss_cls: 4.0603, loss: 4.0603 +2025-06-19 20:08:01,939 - pyskl - INFO - Epoch [47][400/3940] lr: 1.961e-02, eta: 2 days, 2:49:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9356, loss_cls: 3.9680, loss: 3.9680 +2025-06-19 20:08:46,146 - pyskl - INFO - Epoch [47][500/3940] lr: 1.961e-02, eta: 2 days, 2:48:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 3.9310, loss: 3.9310 +2025-06-19 20:09:30,549 - pyskl - INFO - Epoch [47][600/3940] lr: 1.960e-02, eta: 2 days, 2:47:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9475, loss_cls: 3.9251, loss: 3.9251 +2025-06-19 20:10:14,938 - pyskl - INFO - Epoch [47][700/3940] lr: 1.960e-02, eta: 2 days, 2:47:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9556, loss_cls: 3.9995, loss: 3.9995 +2025-06-19 20:10:59,251 - pyskl - INFO - Epoch [47][800/3940] lr: 1.959e-02, eta: 2 days, 2:46:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9450, loss_cls: 4.0904, loss: 4.0904 +2025-06-19 20:11:43,596 - pyskl - INFO - Epoch [47][900/3940] lr: 1.958e-02, eta: 2 days, 2:45:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9456, loss_cls: 3.9272, loss: 3.9272 +2025-06-19 20:12:28,060 - pyskl - INFO - Epoch [47][1000/3940] lr: 1.958e-02, eta: 2 days, 2:44:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9575, loss_cls: 3.8169, loss: 3.8169 +2025-06-19 20:13:12,547 - pyskl - INFO - Epoch [47][1100/3940] lr: 1.957e-02, eta: 2 days, 2:44:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9525, loss_cls: 4.0185, loss: 4.0185 +2025-06-19 20:13:56,920 - pyskl - INFO - Epoch [47][1200/3940] lr: 1.957e-02, eta: 2 days, 2:43:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9487, loss_cls: 3.9546, loss: 3.9546 +2025-06-19 20:14:41,240 - pyskl - INFO - Epoch [47][1300/3940] lr: 1.956e-02, eta: 2 days, 2:42:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9500, loss_cls: 3.8224, loss: 3.8224 +2025-06-19 20:15:25,583 - pyskl - INFO - Epoch [47][1400/3940] lr: 1.956e-02, eta: 2 days, 2:41:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 3.8057, loss: 3.8057 +2025-06-19 20:16:09,932 - pyskl - INFO - Epoch [47][1500/3940] lr: 1.955e-02, eta: 2 days, 2:41:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9475, loss_cls: 3.9636, loss: 3.9636 +2025-06-19 20:16:54,346 - pyskl - INFO - Epoch [47][1600/3940] lr: 1.955e-02, eta: 2 days, 2:40:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9444, loss_cls: 3.9867, loss: 3.9867 +2025-06-19 20:17:38,790 - pyskl - INFO - Epoch [47][1700/3940] lr: 1.954e-02, eta: 2 days, 2:39:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9519, loss_cls: 4.0038, loss: 4.0038 +2025-06-19 20:18:23,191 - pyskl - INFO - Epoch [47][1800/3940] lr: 1.954e-02, eta: 2 days, 2:38:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9519, loss_cls: 3.8834, loss: 3.8834 +2025-06-19 20:19:07,636 - pyskl - INFO - Epoch [47][1900/3940] lr: 1.953e-02, eta: 2 days, 2:37:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9406, loss_cls: 3.9416, loss: 3.9416 +2025-06-19 20:19:51,991 - pyskl - INFO - Epoch [47][2000/3940] lr: 1.952e-02, eta: 2 days, 2:37:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9500, loss_cls: 3.8962, loss: 3.8962 +2025-06-19 20:20:36,330 - pyskl - INFO - Epoch [47][2100/3940] lr: 1.952e-02, eta: 2 days, 2:36:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9381, loss_cls: 4.0859, loss: 4.0859 +2025-06-19 20:21:20,674 - pyskl - INFO - Epoch [47][2200/3940] lr: 1.951e-02, eta: 2 days, 2:35:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9419, loss_cls: 4.0772, loss: 4.0772 +2025-06-19 20:22:05,069 - pyskl - INFO - Epoch [47][2300/3940] lr: 1.951e-02, eta: 2 days, 2:34:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 3.9768, loss: 3.9768 +2025-06-19 20:22:49,522 - pyskl - INFO - Epoch [47][2400/3940] lr: 1.950e-02, eta: 2 days, 2:34:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9513, loss_cls: 3.9276, loss: 3.9276 +2025-06-19 20:23:34,025 - pyskl - INFO - Epoch [47][2500/3940] lr: 1.950e-02, eta: 2 days, 2:33:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9375, loss_cls: 4.0370, loss: 4.0370 +2025-06-19 20:24:18,485 - pyskl - INFO - Epoch [47][2600/3940] lr: 1.949e-02, eta: 2 days, 2:32:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9487, loss_cls: 3.8882, loss: 3.8882 +2025-06-19 20:25:02,945 - pyskl - INFO - Epoch [47][2700/3940] lr: 1.949e-02, eta: 2 days, 2:31:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9537, loss_cls: 3.9803, loss: 3.9803 +2025-06-19 20:25:47,346 - pyskl - INFO - Epoch [47][2800/3940] lr: 1.948e-02, eta: 2 days, 2:31:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9513, loss_cls: 3.8840, loss: 3.8840 +2025-06-19 20:26:31,837 - pyskl - INFO - Epoch [47][2900/3940] lr: 1.947e-02, eta: 2 days, 2:30:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9506, loss_cls: 3.9427, loss: 3.9427 +2025-06-19 20:27:16,269 - pyskl - INFO - Epoch [47][3000/3940] lr: 1.947e-02, eta: 2 days, 2:29:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9506, loss_cls: 3.9633, loss: 3.9633 +2025-06-19 20:28:00,714 - pyskl - INFO - Epoch [47][3100/3940] lr: 1.946e-02, eta: 2 days, 2:28:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9500, loss_cls: 3.8973, loss: 3.8973 +2025-06-19 20:28:45,159 - pyskl - INFO - Epoch [47][3200/3940] lr: 1.946e-02, eta: 2 days, 2:28:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9444, loss_cls: 3.9510, loss: 3.9510 +2025-06-19 20:29:29,670 - pyskl - INFO - Epoch [47][3300/3940] lr: 1.945e-02, eta: 2 days, 2:27:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9456, loss_cls: 4.0850, loss: 4.0850 +2025-06-19 20:30:14,134 - pyskl - INFO - Epoch [47][3400/3940] lr: 1.945e-02, eta: 2 days, 2:26:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9437, loss_cls: 4.0205, loss: 4.0205 +2025-06-19 20:30:58,538 - pyskl - INFO - Epoch [47][3500/3940] lr: 1.944e-02, eta: 2 days, 2:25:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9413, loss_cls: 3.9367, loss: 3.9367 +2025-06-19 20:31:42,949 - pyskl - INFO - Epoch [47][3600/3940] lr: 1.944e-02, eta: 2 days, 2:25:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9513, loss_cls: 3.9709, loss: 3.9709 +2025-06-19 20:32:27,359 - pyskl - INFO - Epoch [47][3700/3940] lr: 1.943e-02, eta: 2 days, 2:24:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9444, loss_cls: 3.9585, loss: 3.9585 +2025-06-19 20:33:11,792 - pyskl - INFO - Epoch [47][3800/3940] lr: 1.943e-02, eta: 2 days, 2:23:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9450, loss_cls: 3.9337, loss: 3.9337 +2025-06-19 20:33:56,239 - pyskl - INFO - Epoch [47][3900/3940] lr: 1.942e-02, eta: 2 days, 2:22:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9513, loss_cls: 4.1009, loss: 4.1009 +2025-06-19 20:34:14,344 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-06-19 20:37:39,351 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 20:37:39,820 - pyskl - INFO - +top1_acc 0.7034 +top5_acc 0.9269 +2025-06-19 20:37:39,840 - pyskl - INFO - Epoch(val) [47][3183] top1_acc: 0.7034, top5_acc: 0.9269 +2025-06-19 20:38:48,277 - pyskl - INFO - Epoch [48][100/3940] lr: 1.941e-02, eta: 2 days, 2:22:04, time: 0.684, data_time: 0.240, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 3.8427, loss: 3.8427 +2025-06-19 20:39:32,761 - pyskl - INFO - Epoch [48][200/3940] lr: 1.941e-02, eta: 2 days, 2:21:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9619, loss_cls: 3.6610, loss: 3.6610 +2025-06-19 20:40:17,248 - pyskl - INFO - Epoch [48][300/3940] lr: 1.940e-02, eta: 2 days, 2:20:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9487, loss_cls: 3.8580, loss: 3.8580 +2025-06-19 20:41:01,570 - pyskl - INFO - Epoch [48][400/3940] lr: 1.940e-02, eta: 2 days, 2:19:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9556, loss_cls: 3.7693, loss: 3.7693 +2025-06-19 20:41:45,945 - pyskl - INFO - Epoch [48][500/3940] lr: 1.939e-02, eta: 2 days, 2:19:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9519, loss_cls: 3.8255, loss: 3.8255 +2025-06-19 20:42:30,323 - pyskl - INFO - Epoch [48][600/3940] lr: 1.938e-02, eta: 2 days, 2:18:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9506, loss_cls: 3.9263, loss: 3.9263 +2025-06-19 20:43:14,685 - pyskl - INFO - Epoch [48][700/3940] lr: 1.938e-02, eta: 2 days, 2:17:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9500, loss_cls: 3.9773, loss: 3.9773 +2025-06-19 20:43:59,053 - pyskl - INFO - Epoch [48][800/3940] lr: 1.937e-02, eta: 2 days, 2:16:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9419, loss_cls: 3.9834, loss: 3.9834 +2025-06-19 20:44:43,444 - pyskl - INFO - Epoch [48][900/3940] lr: 1.937e-02, eta: 2 days, 2:16:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9587, loss_cls: 3.8214, loss: 3.8214 +2025-06-19 20:45:27,750 - pyskl - INFO - Epoch [48][1000/3940] lr: 1.936e-02, eta: 2 days, 2:15:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9463, loss_cls: 3.9649, loss: 3.9649 +2025-06-19 20:46:12,134 - pyskl - INFO - Epoch [48][1100/3940] lr: 1.936e-02, eta: 2 days, 2:14:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9369, loss_cls: 4.0013, loss: 4.0013 +2025-06-19 20:46:56,695 - pyskl - INFO - Epoch [48][1200/3940] lr: 1.935e-02, eta: 2 days, 2:13:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9563, loss_cls: 3.7551, loss: 3.7551 +2025-06-19 20:47:41,162 - pyskl - INFO - Epoch [48][1300/3940] lr: 1.935e-02, eta: 2 days, 2:13:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9406, loss_cls: 4.0543, loss: 4.0543 +2025-06-19 20:48:25,560 - pyskl - INFO - Epoch [48][1400/3940] lr: 1.934e-02, eta: 2 days, 2:12:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9606, loss_cls: 3.8642, loss: 3.8642 +2025-06-19 20:49:10,071 - pyskl - INFO - Epoch [48][1500/3940] lr: 1.933e-02, eta: 2 days, 2:11:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 3.7786, loss: 3.7786 +2025-06-19 20:49:54,534 - pyskl - INFO - Epoch [48][1600/3940] lr: 1.933e-02, eta: 2 days, 2:10:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9531, loss_cls: 3.8859, loss: 3.8859 +2025-06-19 20:50:39,049 - pyskl - INFO - Epoch [48][1700/3940] lr: 1.932e-02, eta: 2 days, 2:10:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9469, loss_cls: 4.0666, loss: 4.0666 +2025-06-19 20:51:23,473 - pyskl - INFO - Epoch [48][1800/3940] lr: 1.932e-02, eta: 2 days, 2:09:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 3.9037, loss: 3.9037 +2025-06-19 20:52:07,854 - pyskl - INFO - Epoch [48][1900/3940] lr: 1.931e-02, eta: 2 days, 2:08:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9425, loss_cls: 3.9931, loss: 3.9931 +2025-06-19 20:52:52,223 - pyskl - INFO - Epoch [48][2000/3940] lr: 1.931e-02, eta: 2 days, 2:07:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 3.9240, loss: 3.9240 +2025-06-19 20:53:36,691 - pyskl - INFO - Epoch [48][2100/3940] lr: 1.930e-02, eta: 2 days, 2:06:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9431, loss_cls: 4.0443, loss: 4.0443 +2025-06-19 20:54:21,163 - pyskl - INFO - Epoch [48][2200/3940] lr: 1.930e-02, eta: 2 days, 2:06:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9450, loss_cls: 4.0154, loss: 4.0154 +2025-06-19 20:55:05,621 - pyskl - INFO - Epoch [48][2300/3940] lr: 1.929e-02, eta: 2 days, 2:05:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9437, loss_cls: 4.0771, loss: 4.0771 +2025-06-19 20:55:50,330 - pyskl - INFO - Epoch [48][2400/3940] lr: 1.928e-02, eta: 2 days, 2:04:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9519, loss_cls: 3.9499, loss: 3.9499 +2025-06-19 20:56:34,899 - pyskl - INFO - Epoch [48][2500/3940] lr: 1.928e-02, eta: 2 days, 2:03:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9306, loss_cls: 4.0381, loss: 4.0381 +2025-06-19 20:57:19,587 - pyskl - INFO - Epoch [48][2600/3940] lr: 1.927e-02, eta: 2 days, 2:03:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9419, loss_cls: 4.0384, loss: 4.0384 +2025-06-19 20:58:04,170 - pyskl - INFO - Epoch [48][2700/3940] lr: 1.927e-02, eta: 2 days, 2:02:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9475, loss_cls: 3.9667, loss: 3.9667 +2025-06-19 20:58:48,882 - pyskl - INFO - Epoch [48][2800/3940] lr: 1.926e-02, eta: 2 days, 2:01:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9475, loss_cls: 4.0177, loss: 4.0177 +2025-06-19 20:59:33,469 - pyskl - INFO - Epoch [48][2900/3940] lr: 1.926e-02, eta: 2 days, 2:00:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9444, loss_cls: 4.0759, loss: 4.0759 +2025-06-19 21:00:18,005 - pyskl - INFO - Epoch [48][3000/3940] lr: 1.925e-02, eta: 2 days, 2:00:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9356, loss_cls: 4.0748, loss: 4.0748 +2025-06-19 21:01:02,600 - pyskl - INFO - Epoch [48][3100/3940] lr: 1.924e-02, eta: 2 days, 1:59:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9387, loss_cls: 3.9564, loss: 3.9564 +2025-06-19 21:01:47,118 - pyskl - INFO - Epoch [48][3200/3940] lr: 1.924e-02, eta: 2 days, 1:58:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9481, loss_cls: 3.9609, loss: 3.9609 +2025-06-19 21:02:31,707 - pyskl - INFO - Epoch [48][3300/3940] lr: 1.923e-02, eta: 2 days, 1:57:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9456, loss_cls: 3.9593, loss: 3.9593 +2025-06-19 21:03:16,221 - pyskl - INFO - Epoch [48][3400/3940] lr: 1.923e-02, eta: 2 days, 1:57:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9481, loss_cls: 4.0304, loss: 4.0304 +2025-06-19 21:04:00,732 - pyskl - INFO - Epoch [48][3500/3940] lr: 1.922e-02, eta: 2 days, 1:56:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9500, loss_cls: 3.9338, loss: 3.9338 +2025-06-19 21:04:45,241 - pyskl - INFO - Epoch [48][3600/3940] lr: 1.922e-02, eta: 2 days, 1:55:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9531, loss_cls: 3.9356, loss: 3.9356 +2025-06-19 21:05:29,825 - pyskl - INFO - Epoch [48][3700/3940] lr: 1.921e-02, eta: 2 days, 1:54:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9494, loss_cls: 3.9807, loss: 3.9807 +2025-06-19 21:06:14,315 - pyskl - INFO - Epoch [48][3800/3940] lr: 1.921e-02, eta: 2 days, 1:54:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9475, loss_cls: 4.1290, loss: 4.1290 +2025-06-19 21:06:58,781 - pyskl - INFO - Epoch [48][3900/3940] lr: 1.920e-02, eta: 2 days, 1:53:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9456, loss_cls: 4.0533, loss: 4.0533 +2025-06-19 21:07:17,023 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-06-19 21:10:43,355 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 21:10:44,133 - pyskl - INFO - +top1_acc 0.7022 +top5_acc 0.9314 +2025-06-19 21:10:44,150 - pyskl - INFO - Epoch(val) [48][3183] top1_acc: 0.7022, top5_acc: 0.9314 +2025-06-19 21:11:53,298 - pyskl - INFO - Epoch [49][100/3940] lr: 1.919e-02, eta: 2 days, 1:52:40, time: 0.691, data_time: 0.245, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9525, loss_cls: 3.9927, loss: 3.9927 +2025-06-19 21:12:37,824 - pyskl - INFO - Epoch [49][200/3940] lr: 1.919e-02, eta: 2 days, 1:51:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9494, loss_cls: 3.8271, loss: 3.8271 +2025-06-19 21:13:22,446 - pyskl - INFO - Epoch [49][300/3940] lr: 1.918e-02, eta: 2 days, 1:51:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 3.8681, loss: 3.8681 +2025-06-19 21:14:07,034 - pyskl - INFO - Epoch [49][400/3940] lr: 1.918e-02, eta: 2 days, 1:50:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9581, loss_cls: 3.8791, loss: 3.8791 +2025-06-19 21:14:51,549 - pyskl - INFO - Epoch [49][500/3940] lr: 1.917e-02, eta: 2 days, 1:49:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9481, loss_cls: 3.9419, loss: 3.9419 +2025-06-19 21:15:36,132 - pyskl - INFO - Epoch [49][600/3940] lr: 1.916e-02, eta: 2 days, 1:48:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9544, loss_cls: 3.8655, loss: 3.8655 +2025-06-19 21:16:20,716 - pyskl - INFO - Epoch [49][700/3940] lr: 1.916e-02, eta: 2 days, 1:48:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 3.9215, loss: 3.9215 +2025-06-19 21:17:05,271 - pyskl - INFO - Epoch [49][800/3940] lr: 1.915e-02, eta: 2 days, 1:47:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9469, loss_cls: 4.0181, loss: 4.0181 +2025-06-19 21:17:49,923 - pyskl - INFO - Epoch [49][900/3940] lr: 1.915e-02, eta: 2 days, 1:46:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9431, loss_cls: 3.9377, loss: 3.9377 +2025-06-19 21:18:34,561 - pyskl - INFO - Epoch [49][1000/3940] lr: 1.914e-02, eta: 2 days, 1:45:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9506, loss_cls: 3.9946, loss: 3.9946 +2025-06-19 21:19:19,215 - pyskl - INFO - Epoch [49][1100/3940] lr: 1.914e-02, eta: 2 days, 1:45:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9437, loss_cls: 4.0636, loss: 4.0636 +2025-06-19 21:20:03,943 - pyskl - INFO - Epoch [49][1200/3940] lr: 1.913e-02, eta: 2 days, 1:44:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9550, loss_cls: 3.8675, loss: 3.8675 +2025-06-19 21:20:48,619 - pyskl - INFO - Epoch [49][1300/3940] lr: 1.912e-02, eta: 2 days, 1:43:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9544, loss_cls: 3.8759, loss: 3.8759 +2025-06-19 21:21:33,387 - pyskl - INFO - Epoch [49][1400/3940] lr: 1.912e-02, eta: 2 days, 1:42:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9437, loss_cls: 3.9976, loss: 3.9976 +2025-06-19 21:22:18,179 - pyskl - INFO - Epoch [49][1500/3940] lr: 1.911e-02, eta: 2 days, 1:42:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9475, loss_cls: 3.9294, loss: 3.9294 +2025-06-19 21:23:02,806 - pyskl - INFO - Epoch [49][1600/3940] lr: 1.911e-02, eta: 2 days, 1:41:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 3.9145, loss: 3.9145 +2025-06-19 21:23:47,365 - pyskl - INFO - Epoch [49][1700/3940] lr: 1.910e-02, eta: 2 days, 1:40:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9431, loss_cls: 3.9106, loss: 3.9106 +2025-06-19 21:24:32,054 - pyskl - INFO - Epoch [49][1800/3940] lr: 1.910e-02, eta: 2 days, 1:39:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9406, loss_cls: 4.2150, loss: 4.2150 +2025-06-19 21:25:16,717 - pyskl - INFO - Epoch [49][1900/3940] lr: 1.909e-02, eta: 2 days, 1:39:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9444, loss_cls: 3.8792, loss: 3.8792 +2025-06-19 21:26:01,305 - pyskl - INFO - Epoch [49][2000/3940] lr: 1.909e-02, eta: 2 days, 1:38:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9531, loss_cls: 3.8879, loss: 3.8879 +2025-06-19 21:26:45,850 - pyskl - INFO - Epoch [49][2100/3940] lr: 1.908e-02, eta: 2 days, 1:37:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9494, loss_cls: 3.8928, loss: 3.8928 +2025-06-19 21:27:30,413 - pyskl - INFO - Epoch [49][2200/3940] lr: 1.907e-02, eta: 2 days, 1:36:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 3.8636, loss: 3.8636 +2025-06-19 21:28:15,070 - pyskl - INFO - Epoch [49][2300/3940] lr: 1.907e-02, eta: 2 days, 1:36:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9463, loss_cls: 4.0139, loss: 4.0139 +2025-06-19 21:29:00,076 - pyskl - INFO - Epoch [49][2400/3940] lr: 1.906e-02, eta: 2 days, 1:35:30, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9406, loss_cls: 4.0128, loss: 4.0128 +2025-06-19 21:29:44,892 - pyskl - INFO - Epoch [49][2500/3940] lr: 1.906e-02, eta: 2 days, 1:34:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9413, loss_cls: 3.9731, loss: 3.9731 +2025-06-19 21:30:29,663 - pyskl - INFO - Epoch [49][2600/3940] lr: 1.905e-02, eta: 2 days, 1:34:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9513, loss_cls: 3.8246, loss: 3.8246 +2025-06-19 21:31:14,462 - pyskl - INFO - Epoch [49][2700/3940] lr: 1.905e-02, eta: 2 days, 1:33:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9375, loss_cls: 4.0181, loss: 4.0181 +2025-06-19 21:31:59,265 - pyskl - INFO - Epoch [49][2800/3940] lr: 1.904e-02, eta: 2 days, 1:32:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9419, loss_cls: 4.0849, loss: 4.0849 +2025-06-19 21:32:43,829 - pyskl - INFO - Epoch [49][2900/3940] lr: 1.903e-02, eta: 2 days, 1:31:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9425, loss_cls: 3.8988, loss: 3.8988 +2025-06-19 21:33:28,368 - pyskl - INFO - Epoch [49][3000/3940] lr: 1.903e-02, eta: 2 days, 1:31:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9475, loss_cls: 3.8867, loss: 3.8867 +2025-06-19 21:34:13,002 - pyskl - INFO - Epoch [49][3100/3940] lr: 1.902e-02, eta: 2 days, 1:30:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9563, loss_cls: 3.9201, loss: 3.9201 +2025-06-19 21:34:57,596 - pyskl - INFO - Epoch [49][3200/3940] lr: 1.902e-02, eta: 2 days, 1:29:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9481, loss_cls: 4.0406, loss: 4.0406 +2025-06-19 21:35:42,226 - pyskl - INFO - Epoch [49][3300/3940] lr: 1.901e-02, eta: 2 days, 1:28:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9506, loss_cls: 3.9867, loss: 3.9867 +2025-06-19 21:36:26,882 - pyskl - INFO - Epoch [49][3400/3940] lr: 1.901e-02, eta: 2 days, 1:28:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9500, loss_cls: 3.9090, loss: 3.9090 +2025-06-19 21:37:11,540 - pyskl - INFO - Epoch [49][3500/3940] lr: 1.900e-02, eta: 2 days, 1:27:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9525, loss_cls: 4.0252, loss: 4.0252 +2025-06-19 21:37:56,179 - pyskl - INFO - Epoch [49][3600/3940] lr: 1.899e-02, eta: 2 days, 1:26:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9556, loss_cls: 3.8340, loss: 3.8340 +2025-06-19 21:38:40,827 - pyskl - INFO - Epoch [49][3700/3940] lr: 1.899e-02, eta: 2 days, 1:25:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9475, loss_cls: 3.9667, loss: 3.9667 +2025-06-19 21:39:25,479 - pyskl - INFO - Epoch [49][3800/3940] lr: 1.898e-02, eta: 2 days, 1:25:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9481, loss_cls: 4.0061, loss: 4.0061 +2025-06-19 21:40:10,027 - pyskl - INFO - Epoch [49][3900/3940] lr: 1.898e-02, eta: 2 days, 1:24:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9463, loss_cls: 3.9741, loss: 3.9741 +2025-06-19 21:40:28,287 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-06-19 21:43:53,407 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 21:43:53,882 - pyskl - INFO - +top1_acc 0.6975 +top5_acc 0.9194 +2025-06-19 21:43:53,902 - pyskl - INFO - Epoch(val) [49][3183] top1_acc: 0.6975, top5_acc: 0.9194 +2025-06-19 21:45:01,992 - pyskl - INFO - Epoch [50][100/3940] lr: 1.897e-02, eta: 2 days, 1:23:28, time: 0.681, data_time: 0.237, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9537, loss_cls: 3.8815, loss: 3.8815 +2025-06-19 21:45:46,513 - pyskl - INFO - Epoch [50][200/3940] lr: 1.896e-02, eta: 2 days, 1:22:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9450, loss_cls: 4.0038, loss: 4.0038 +2025-06-19 21:46:31,048 - pyskl - INFO - Epoch [50][300/3940] lr: 1.896e-02, eta: 2 days, 1:21:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9475, loss_cls: 3.9771, loss: 3.9771 +2025-06-19 21:47:15,688 - pyskl - INFO - Epoch [50][400/3940] lr: 1.895e-02, eta: 2 days, 1:21:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9537, loss_cls: 3.8826, loss: 3.8826 +2025-06-19 21:48:00,175 - pyskl - INFO - Epoch [50][500/3940] lr: 1.895e-02, eta: 2 days, 1:20:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 3.8808, loss: 3.8808 +2025-06-19 21:48:44,771 - pyskl - INFO - Epoch [50][600/3940] lr: 1.894e-02, eta: 2 days, 1:19:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9613, loss_cls: 3.7690, loss: 3.7690 +2025-06-19 21:49:29,259 - pyskl - INFO - Epoch [50][700/3940] lr: 1.894e-02, eta: 2 days, 1:18:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9525, loss_cls: 3.9968, loss: 3.9968 +2025-06-19 21:50:13,853 - pyskl - INFO - Epoch [50][800/3940] lr: 1.893e-02, eta: 2 days, 1:18:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9456, loss_cls: 3.9964, loss: 3.9964 +2025-06-19 21:50:58,343 - pyskl - INFO - Epoch [50][900/3940] lr: 1.892e-02, eta: 2 days, 1:17:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 3.8757, loss: 3.8757 +2025-06-19 21:51:42,810 - pyskl - INFO - Epoch [50][1000/3940] lr: 1.892e-02, eta: 2 days, 1:16:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9606, loss_cls: 3.9086, loss: 3.9086 +2025-06-19 21:52:27,317 - pyskl - INFO - Epoch [50][1100/3940] lr: 1.891e-02, eta: 2 days, 1:15:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9563, loss_cls: 3.8981, loss: 3.8981 +2025-06-19 21:53:11,952 - pyskl - INFO - Epoch [50][1200/3940] lr: 1.891e-02, eta: 2 days, 1:15:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9513, loss_cls: 3.9249, loss: 3.9249 +2025-06-19 21:53:56,660 - pyskl - INFO - Epoch [50][1300/3940] lr: 1.890e-02, eta: 2 days, 1:14:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9425, loss_cls: 3.9527, loss: 3.9527 +2025-06-19 21:54:41,364 - pyskl - INFO - Epoch [50][1400/3940] lr: 1.890e-02, eta: 2 days, 1:13:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9587, loss_cls: 3.9687, loss: 3.9687 +2025-06-19 21:55:25,844 - pyskl - INFO - Epoch [50][1500/3940] lr: 1.889e-02, eta: 2 days, 1:12:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9494, loss_cls: 3.9265, loss: 3.9265 +2025-06-19 21:56:10,194 - pyskl - INFO - Epoch [50][1600/3940] lr: 1.888e-02, eta: 2 days, 1:12:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9506, loss_cls: 3.9335, loss: 3.9335 +2025-06-19 21:56:54,775 - pyskl - INFO - Epoch [50][1700/3940] lr: 1.888e-02, eta: 2 days, 1:11:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9569, loss_cls: 3.9367, loss: 3.9367 +2025-06-19 21:57:39,111 - pyskl - INFO - Epoch [50][1800/3940] lr: 1.887e-02, eta: 2 days, 1:10:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9494, loss_cls: 3.8667, loss: 3.8667 +2025-06-19 21:58:23,616 - pyskl - INFO - Epoch [50][1900/3940] lr: 1.887e-02, eta: 2 days, 1:09:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9494, loss_cls: 3.9614, loss: 3.9614 +2025-06-19 21:59:08,187 - pyskl - INFO - Epoch [50][2000/3940] lr: 1.886e-02, eta: 2 days, 1:09:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9506, loss_cls: 4.0664, loss: 4.0664 +2025-06-19 21:59:52,788 - pyskl - INFO - Epoch [50][2100/3940] lr: 1.886e-02, eta: 2 days, 1:08:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9513, loss_cls: 3.9888, loss: 3.9888 +2025-06-19 22:00:37,290 - pyskl - INFO - Epoch [50][2200/3940] lr: 1.885e-02, eta: 2 days, 1:07:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9487, loss_cls: 3.8332, loss: 3.8332 +2025-06-19 22:01:21,924 - pyskl - INFO - Epoch [50][2300/3940] lr: 1.884e-02, eta: 2 days, 1:06:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9425, loss_cls: 3.9045, loss: 3.9045 +2025-06-19 22:02:06,624 - pyskl - INFO - Epoch [50][2400/3940] lr: 1.884e-02, eta: 2 days, 1:06:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9437, loss_cls: 3.9782, loss: 3.9782 +2025-06-19 22:02:51,165 - pyskl - INFO - Epoch [50][2500/3940] lr: 1.883e-02, eta: 2 days, 1:05:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9394, loss_cls: 4.0087, loss: 4.0087 +2025-06-19 22:03:35,621 - pyskl - INFO - Epoch [50][2600/3940] lr: 1.883e-02, eta: 2 days, 1:04:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9437, loss_cls: 3.9757, loss: 3.9757 +2025-06-19 22:04:20,121 - pyskl - INFO - Epoch [50][2700/3940] lr: 1.882e-02, eta: 2 days, 1:03:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 3.8242, loss: 3.8242 +2025-06-19 22:05:04,726 - pyskl - INFO - Epoch [50][2800/3940] lr: 1.882e-02, eta: 2 days, 1:03:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9419, loss_cls: 4.1462, loss: 4.1462 +2025-06-19 22:05:49,456 - pyskl - INFO - Epoch [50][2900/3940] lr: 1.881e-02, eta: 2 days, 1:02:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9525, loss_cls: 3.8477, loss: 3.8477 +2025-06-19 22:06:33,896 - pyskl - INFO - Epoch [50][3000/3940] lr: 1.880e-02, eta: 2 days, 1:01:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9506, loss_cls: 3.8735, loss: 3.8735 +2025-06-19 22:07:18,576 - pyskl - INFO - Epoch [50][3100/3940] lr: 1.880e-02, eta: 2 days, 1:00:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9494, loss_cls: 4.0108, loss: 4.0108 +2025-06-19 22:08:03,011 - pyskl - INFO - Epoch [50][3200/3940] lr: 1.879e-02, eta: 2 days, 1:00:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9456, loss_cls: 3.8727, loss: 3.8727 +2025-06-19 22:08:47,499 - pyskl - INFO - Epoch [50][3300/3940] lr: 1.879e-02, eta: 2 days, 0:59:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9525, loss_cls: 3.8891, loss: 3.8891 +2025-06-19 22:09:31,959 - pyskl - INFO - Epoch [50][3400/3940] lr: 1.878e-02, eta: 2 days, 0:58:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9450, loss_cls: 3.9984, loss: 3.9984 +2025-06-19 22:10:16,543 - pyskl - INFO - Epoch [50][3500/3940] lr: 1.878e-02, eta: 2 days, 0:57:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9381, loss_cls: 4.0921, loss: 4.0921 +2025-06-19 22:11:01,102 - pyskl - INFO - Epoch [50][3600/3940] lr: 1.877e-02, eta: 2 days, 0:57:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9437, loss_cls: 3.8794, loss: 3.8794 +2025-06-19 22:11:45,676 - pyskl - INFO - Epoch [50][3700/3940] lr: 1.876e-02, eta: 2 days, 0:56:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9537, loss_cls: 3.8318, loss: 3.8318 +2025-06-19 22:12:30,313 - pyskl - INFO - Epoch [50][3800/3940] lr: 1.876e-02, eta: 2 days, 0:55:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9419, loss_cls: 4.0111, loss: 4.0111 +2025-06-19 22:13:14,905 - pyskl - INFO - Epoch [50][3900/3940] lr: 1.875e-02, eta: 2 days, 0:54:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9600, loss_cls: 3.7455, loss: 3.7455 +2025-06-19 22:13:33,053 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-06-19 22:31:07,593 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 22:31:08,125 - pyskl - INFO - +top1_acc 0.7290 +top5_acc 0.9361 +2025-06-19 22:31:08,179 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_38.pth was removed +2025-06-19 22:31:09,217 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. +2025-06-19 22:31:09,219 - pyskl - INFO - Best top1_acc is 0.7290 at 50 epoch. +2025-06-19 22:31:09,236 - pyskl - INFO - Epoch(val) [50][3183] top1_acc: 0.7290, top5_acc: 0.9361 +2025-06-19 22:32:17,519 - pyskl - INFO - Epoch [51][100/3940] lr: 1.874e-02, eta: 2 days, 0:54:07, time: 0.683, data_time: 0.239, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9525, loss_cls: 3.9293, loss: 3.9293 +2025-06-19 22:33:01,923 - pyskl - INFO - Epoch [51][200/3940] lr: 1.874e-02, eta: 2 days, 0:53:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9613, loss_cls: 3.7498, loss: 3.7498 +2025-06-19 22:33:46,366 - pyskl - INFO - Epoch [51][300/3940] lr: 1.873e-02, eta: 2 days, 0:52:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9494, loss_cls: 3.9398, loss: 3.9398 +2025-06-19 22:34:30,866 - pyskl - INFO - Epoch [51][400/3940] lr: 1.873e-02, eta: 2 days, 0:51:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9481, loss_cls: 3.8456, loss: 3.8456 +2025-06-19 22:35:15,427 - pyskl - INFO - Epoch [51][500/3940] lr: 1.872e-02, eta: 2 days, 0:51:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9494, loss_cls: 3.8838, loss: 3.8838 +2025-06-19 22:35:59,814 - pyskl - INFO - Epoch [51][600/3940] lr: 1.872e-02, eta: 2 days, 0:50:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9444, loss_cls: 3.9541, loss: 3.9541 +2025-06-19 22:36:44,170 - pyskl - INFO - Epoch [51][700/3940] lr: 1.871e-02, eta: 2 days, 0:49:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9519, loss_cls: 3.9044, loss: 3.9044 +2025-06-19 22:37:28,594 - pyskl - INFO - Epoch [51][800/3940] lr: 1.870e-02, eta: 2 days, 0:48:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9481, loss_cls: 3.8429, loss: 3.8429 +2025-06-19 22:38:13,170 - pyskl - INFO - Epoch [51][900/3940] lr: 1.870e-02, eta: 2 days, 0:48:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9487, loss_cls: 3.9412, loss: 3.9412 +2025-06-19 22:38:57,752 - pyskl - INFO - Epoch [51][1000/3940] lr: 1.869e-02, eta: 2 days, 0:47:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9537, loss_cls: 3.7776, loss: 3.7776 +2025-06-19 22:39:42,284 - pyskl - INFO - Epoch [51][1100/3940] lr: 1.869e-02, eta: 2 days, 0:46:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9425, loss_cls: 3.9996, loss: 3.9996 +2025-06-19 22:40:26,681 - pyskl - INFO - Epoch [51][1200/3940] lr: 1.868e-02, eta: 2 days, 0:45:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9450, loss_cls: 3.9062, loss: 3.9062 +2025-06-19 22:41:11,200 - pyskl - INFO - Epoch [51][1300/3940] lr: 1.868e-02, eta: 2 days, 0:45:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9531, loss_cls: 3.8998, loss: 3.8998 +2025-06-19 22:41:55,877 - pyskl - INFO - Epoch [51][1400/3940] lr: 1.867e-02, eta: 2 days, 0:44:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9537, loss_cls: 3.8021, loss: 3.8021 +2025-06-19 22:42:40,360 - pyskl - INFO - Epoch [51][1500/3940] lr: 1.866e-02, eta: 2 days, 0:43:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9550, loss_cls: 3.8847, loss: 3.8847 +2025-06-19 22:43:24,835 - pyskl - INFO - Epoch [51][1600/3940] lr: 1.866e-02, eta: 2 days, 0:42:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9469, loss_cls: 4.0798, loss: 4.0798 +2025-06-19 22:44:09,363 - pyskl - INFO - Epoch [51][1700/3940] lr: 1.865e-02, eta: 2 days, 0:42:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9506, loss_cls: 3.9154, loss: 3.9154 +2025-06-19 22:44:53,766 - pyskl - INFO - Epoch [51][1800/3940] lr: 1.865e-02, eta: 2 days, 0:41:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 3.8627, loss: 3.8627 +2025-06-19 22:45:38,244 - pyskl - INFO - Epoch [51][1900/3940] lr: 1.864e-02, eta: 2 days, 0:40:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9513, loss_cls: 3.9125, loss: 3.9125 +2025-06-19 22:46:22,752 - pyskl - INFO - Epoch [51][2000/3940] lr: 1.863e-02, eta: 2 days, 0:39:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9563, loss_cls: 3.9080, loss: 3.9080 +2025-06-19 22:47:07,213 - pyskl - INFO - Epoch [51][2100/3940] lr: 1.863e-02, eta: 2 days, 0:39:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9513, loss_cls: 3.9444, loss: 3.9444 +2025-06-19 22:47:51,762 - pyskl - INFO - Epoch [51][2200/3940] lr: 1.862e-02, eta: 2 days, 0:38:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9531, loss_cls: 3.8087, loss: 3.8087 +2025-06-19 22:48:36,336 - pyskl - INFO - Epoch [51][2300/3940] lr: 1.862e-02, eta: 2 days, 0:37:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 3.9204, loss: 3.9204 +2025-06-19 22:49:21,001 - pyskl - INFO - Epoch [51][2400/3940] lr: 1.861e-02, eta: 2 days, 0:36:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9419, loss_cls: 4.0294, loss: 4.0294 +2025-06-19 22:50:05,586 - pyskl - INFO - Epoch [51][2500/3940] lr: 1.861e-02, eta: 2 days, 0:36:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9531, loss_cls: 3.9377, loss: 3.9377 +2025-06-19 22:50:50,271 - pyskl - INFO - Epoch [51][2600/3940] lr: 1.860e-02, eta: 2 days, 0:35:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9469, loss_cls: 3.9789, loss: 3.9789 +2025-06-19 22:51:34,902 - pyskl - INFO - Epoch [51][2700/3940] lr: 1.859e-02, eta: 2 days, 0:34:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9481, loss_cls: 3.9308, loss: 3.9308 +2025-06-19 22:52:19,578 - pyskl - INFO - Epoch [51][2800/3940] lr: 1.859e-02, eta: 2 days, 0:33:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9425, loss_cls: 3.9241, loss: 3.9241 +2025-06-19 22:53:04,561 - pyskl - INFO - Epoch [51][2900/3940] lr: 1.858e-02, eta: 2 days, 0:33:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9437, loss_cls: 3.8833, loss: 3.8833 +2025-06-19 22:53:49,386 - pyskl - INFO - Epoch [51][3000/3940] lr: 1.858e-02, eta: 2 days, 0:32:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9537, loss_cls: 3.9280, loss: 3.9280 +2025-06-19 22:54:34,129 - pyskl - INFO - Epoch [51][3100/3940] lr: 1.857e-02, eta: 2 days, 0:31:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9500, loss_cls: 3.9042, loss: 3.9042 +2025-06-19 22:55:18,558 - pyskl - INFO - Epoch [51][3200/3940] lr: 1.857e-02, eta: 2 days, 0:30:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 3.8340, loss: 3.8340 +2025-06-19 22:56:03,090 - pyskl - INFO - Epoch [51][3300/3940] lr: 1.856e-02, eta: 2 days, 0:30:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9475, loss_cls: 3.9998, loss: 3.9998 +2025-06-19 22:56:47,568 - pyskl - INFO - Epoch [51][3400/3940] lr: 1.855e-02, eta: 2 days, 0:29:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9506, loss_cls: 4.0374, loss: 4.0374 +2025-06-19 22:57:32,061 - pyskl - INFO - Epoch [51][3500/3940] lr: 1.855e-02, eta: 2 days, 0:28:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 3.8075, loss: 3.8075 +2025-06-19 22:58:16,531 - pyskl - INFO - Epoch [51][3600/3940] lr: 1.854e-02, eta: 2 days, 0:27:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9506, loss_cls: 3.9106, loss: 3.9106 +2025-06-19 22:59:01,115 - pyskl - INFO - Epoch [51][3700/3940] lr: 1.854e-02, eta: 2 days, 0:27:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9537, loss_cls: 3.9299, loss: 3.9299 +2025-06-19 22:59:45,621 - pyskl - INFO - Epoch [51][3800/3940] lr: 1.853e-02, eta: 2 days, 0:26:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9431, loss_cls: 3.8867, loss: 3.8867 +2025-06-19 23:00:30,175 - pyskl - INFO - Epoch [51][3900/3940] lr: 1.852e-02, eta: 2 days, 0:25:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9581, loss_cls: 3.8913, loss: 3.8913 +2025-06-19 23:00:48,331 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-06-19 23:04:14,013 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 23:04:14,484 - pyskl - INFO - +top1_acc 0.6781 +top5_acc 0.9235 +2025-06-19 23:04:14,502 - pyskl - INFO - Epoch(val) [51][3183] top1_acc: 0.6781, top5_acc: 0.9235 +2025-06-19 23:05:23,126 - pyskl - INFO - Epoch [52][100/3940] lr: 1.852e-02, eta: 2 days, 0:24:47, time: 0.686, data_time: 0.243, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9463, loss_cls: 4.0211, loss: 4.0211 +2025-06-19 23:06:07,509 - pyskl - INFO - Epoch [52][200/3940] lr: 1.851e-02, eta: 2 days, 0:24:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9581, loss_cls: 3.8152, loss: 3.8152 +2025-06-19 23:06:51,941 - pyskl - INFO - Epoch [52][300/3940] lr: 1.850e-02, eta: 2 days, 0:23:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9494, loss_cls: 3.8325, loss: 3.8325 +2025-06-19 23:07:36,474 - pyskl - INFO - Epoch [52][400/3940] lr: 1.850e-02, eta: 2 days, 0:22:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9531, loss_cls: 3.8303, loss: 3.8303 +2025-06-19 23:08:21,078 - pyskl - INFO - Epoch [52][500/3940] lr: 1.849e-02, eta: 2 days, 0:21:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9437, loss_cls: 4.0030, loss: 4.0030 +2025-06-19 23:09:05,717 - pyskl - INFO - Epoch [52][600/3940] lr: 1.849e-02, eta: 2 days, 0:21:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9531, loss_cls: 3.7268, loss: 3.7268 +2025-06-19 23:09:50,321 - pyskl - INFO - Epoch [52][700/3940] lr: 1.848e-02, eta: 2 days, 0:20:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9444, loss_cls: 3.9652, loss: 3.9652 +2025-06-19 23:10:34,790 - pyskl - INFO - Epoch [52][800/3940] lr: 1.848e-02, eta: 2 days, 0:19:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9456, loss_cls: 3.9595, loss: 3.9595 +2025-06-19 23:11:19,461 - pyskl - INFO - Epoch [52][900/3940] lr: 1.847e-02, eta: 2 days, 0:18:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9513, loss_cls: 3.7499, loss: 3.7499 +2025-06-19 23:12:03,944 - pyskl - INFO - Epoch [52][1000/3940] lr: 1.846e-02, eta: 2 days, 0:18:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9481, loss_cls: 3.9823, loss: 3.9823 +2025-06-19 23:12:48,462 - pyskl - INFO - Epoch [52][1100/3940] lr: 1.846e-02, eta: 2 days, 0:17:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 3.8447, loss: 3.8447 +2025-06-19 23:13:33,029 - pyskl - INFO - Epoch [52][1200/3940] lr: 1.845e-02, eta: 2 days, 0:16:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9525, loss_cls: 3.9450, loss: 3.9450 +2025-06-19 23:14:17,607 - pyskl - INFO - Epoch [52][1300/3940] lr: 1.845e-02, eta: 2 days, 0:15:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9575, loss_cls: 3.8752, loss: 3.8752 +2025-06-19 23:15:02,330 - pyskl - INFO - Epoch [52][1400/3940] lr: 1.844e-02, eta: 2 days, 0:15:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9550, loss_cls: 3.8995, loss: 3.8995 +2025-06-19 23:15:46,762 - pyskl - INFO - Epoch [52][1500/3940] lr: 1.843e-02, eta: 2 days, 0:14:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9500, loss_cls: 3.8814, loss: 3.8814 +2025-06-19 23:16:31,124 - pyskl - INFO - Epoch [52][1600/3940] lr: 1.843e-02, eta: 2 days, 0:13:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 3.7054, loss: 3.7054 +2025-06-19 23:17:15,643 - pyskl - INFO - Epoch [52][1700/3940] lr: 1.842e-02, eta: 2 days, 0:12:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9450, loss_cls: 3.9342, loss: 3.9342 +2025-06-19 23:18:00,298 - pyskl - INFO - Epoch [52][1800/3940] lr: 1.842e-02, eta: 2 days, 0:12:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9519, loss_cls: 3.9188, loss: 3.9188 +2025-06-19 23:18:44,882 - pyskl - INFO - Epoch [52][1900/3940] lr: 1.841e-02, eta: 2 days, 0:11:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9506, loss_cls: 3.8615, loss: 3.8615 +2025-06-19 23:19:29,398 - pyskl - INFO - Epoch [52][2000/3940] lr: 1.841e-02, eta: 2 days, 0:10:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9487, loss_cls: 3.9651, loss: 3.9651 +2025-06-19 23:20:13,929 - pyskl - INFO - Epoch [52][2100/3940] lr: 1.840e-02, eta: 2 days, 0:09:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9506, loss_cls: 3.7622, loss: 3.7622 +2025-06-19 23:20:58,585 - pyskl - INFO - Epoch [52][2200/3940] lr: 1.839e-02, eta: 2 days, 0:09:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9450, loss_cls: 3.8193, loss: 3.8193 +2025-06-19 23:21:43,177 - pyskl - INFO - Epoch [52][2300/3940] lr: 1.839e-02, eta: 2 days, 0:08:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9400, loss_cls: 3.8592, loss: 3.8592 +2025-06-19 23:22:27,732 - pyskl - INFO - Epoch [52][2400/3940] lr: 1.838e-02, eta: 2 days, 0:07:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9450, loss_cls: 4.0256, loss: 4.0256 +2025-06-19 23:23:12,023 - pyskl - INFO - Epoch [52][2500/3940] lr: 1.838e-02, eta: 2 days, 0:06:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9500, loss_cls: 3.8759, loss: 3.8759 +2025-06-19 23:23:56,523 - pyskl - INFO - Epoch [52][2600/3940] lr: 1.837e-02, eta: 2 days, 0:06:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 3.8424, loss: 3.8424 +2025-06-19 23:24:40,830 - pyskl - INFO - Epoch [52][2700/3940] lr: 1.836e-02, eta: 2 days, 0:05:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9431, loss_cls: 3.8910, loss: 3.8910 +2025-06-19 23:25:25,207 - pyskl - INFO - Epoch [52][2800/3940] lr: 1.836e-02, eta: 2 days, 0:04:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9463, loss_cls: 4.0249, loss: 4.0249 +2025-06-19 23:26:09,544 - pyskl - INFO - Epoch [52][2900/3940] lr: 1.835e-02, eta: 2 days, 0:03:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 3.9746, loss: 3.9746 +2025-06-19 23:26:53,735 - pyskl - INFO - Epoch [52][3000/3940] lr: 1.835e-02, eta: 2 days, 0:03:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9444, loss_cls: 3.9165, loss: 3.9165 +2025-06-19 23:27:38,136 - pyskl - INFO - Epoch [52][3100/3940] lr: 1.834e-02, eta: 2 days, 0:02:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 3.8836, loss: 3.8836 +2025-06-19 23:28:22,552 - pyskl - INFO - Epoch [52][3200/3940] lr: 1.833e-02, eta: 2 days, 0:01:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9494, loss_cls: 3.7697, loss: 3.7697 +2025-06-19 23:29:07,004 - pyskl - INFO - Epoch [52][3300/3940] lr: 1.833e-02, eta: 2 days, 0:00:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9450, loss_cls: 3.8095, loss: 3.8095 +2025-06-19 23:29:51,611 - pyskl - INFO - Epoch [52][3400/3940] lr: 1.832e-02, eta: 2 days, 0:00:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9475, loss_cls: 3.8663, loss: 3.8663 +2025-06-19 23:30:36,114 - pyskl - INFO - Epoch [52][3500/3940] lr: 1.832e-02, eta: 1 day, 23:59:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9413, loss_cls: 3.9654, loss: 3.9654 +2025-06-19 23:31:20,581 - pyskl - INFO - Epoch [52][3600/3940] lr: 1.831e-02, eta: 1 day, 23:58:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9431, loss_cls: 4.0004, loss: 4.0004 +2025-06-19 23:32:05,024 - pyskl - INFO - Epoch [52][3700/3940] lr: 1.831e-02, eta: 1 day, 23:57:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9575, loss_cls: 3.8600, loss: 3.8600 +2025-06-19 23:32:49,431 - pyskl - INFO - Epoch [52][3800/3940] lr: 1.830e-02, eta: 1 day, 23:56:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9513, loss_cls: 3.8925, loss: 3.8925 +2025-06-19 23:33:34,088 - pyskl - INFO - Epoch [52][3900/3940] lr: 1.829e-02, eta: 1 day, 23:56:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 3.8267, loss: 3.8267 +2025-06-19 23:33:52,147 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-06-19 23:37:19,271 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-19 23:37:19,736 - pyskl - INFO - +top1_acc 0.6782 +top5_acc 0.9071 +2025-06-19 23:37:19,754 - pyskl - INFO - Epoch(val) [52][3183] top1_acc: 0.6782, top5_acc: 0.9071 +2025-06-19 23:38:27,814 - pyskl - INFO - Epoch [53][100/3940] lr: 1.829e-02, eta: 1 day, 23:55:22, time: 0.681, data_time: 0.235, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9450, loss_cls: 3.9423, loss: 3.9423 +2025-06-19 23:39:12,258 - pyskl - INFO - Epoch [53][200/3940] lr: 1.828e-02, eta: 1 day, 23:54:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 3.7220, loss: 3.7220 +2025-06-19 23:39:56,958 - pyskl - INFO - Epoch [53][300/3940] lr: 1.827e-02, eta: 1 day, 23:53:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9437, loss_cls: 3.9370, loss: 3.9370 +2025-06-19 23:40:41,510 - pyskl - INFO - Epoch [53][400/3940] lr: 1.827e-02, eta: 1 day, 23:53:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9563, loss_cls: 3.7470, loss: 3.7470 +2025-06-19 23:41:26,240 - pyskl - INFO - Epoch [53][500/3940] lr: 1.826e-02, eta: 1 day, 23:52:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.7396, loss: 3.7396 +2025-06-19 23:42:10,737 - pyskl - INFO - Epoch [53][600/3940] lr: 1.826e-02, eta: 1 day, 23:51:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9494, loss_cls: 3.8709, loss: 3.8709 +2025-06-19 23:42:55,327 - pyskl - INFO - Epoch [53][700/3940] lr: 1.825e-02, eta: 1 day, 23:50:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9550, loss_cls: 3.8492, loss: 3.8492 +2025-06-19 23:43:39,889 - pyskl - INFO - Epoch [53][800/3940] lr: 1.824e-02, eta: 1 day, 23:50:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9556, loss_cls: 3.8813, loss: 3.8813 +2025-06-19 23:44:24,286 - pyskl - INFO - Epoch [53][900/3940] lr: 1.824e-02, eta: 1 day, 23:49:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9519, loss_cls: 3.9853, loss: 3.9853 +2025-06-19 23:45:08,670 - pyskl - INFO - Epoch [53][1000/3940] lr: 1.823e-02, eta: 1 day, 23:48:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9463, loss_cls: 3.8941, loss: 3.8941 +2025-06-19 23:45:52,960 - pyskl - INFO - Epoch [53][1100/3940] lr: 1.823e-02, eta: 1 day, 23:47:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 3.9312, loss: 3.9312 +2025-06-19 23:46:37,532 - pyskl - INFO - Epoch [53][1200/3940] lr: 1.822e-02, eta: 1 day, 23:47:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9494, loss_cls: 3.8894, loss: 3.8894 +2025-06-19 23:47:22,097 - pyskl - INFO - Epoch [53][1300/3940] lr: 1.821e-02, eta: 1 day, 23:46:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9413, loss_cls: 4.0647, loss: 4.0647 +2025-06-19 23:48:06,628 - pyskl - INFO - Epoch [53][1400/3940] lr: 1.821e-02, eta: 1 day, 23:45:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 3.8142, loss: 3.8142 +2025-06-19 23:48:51,208 - pyskl - INFO - Epoch [53][1500/3940] lr: 1.820e-02, eta: 1 day, 23:44:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9513, loss_cls: 3.8727, loss: 3.8727 +2025-06-19 23:49:35,773 - pyskl - INFO - Epoch [53][1600/3940] lr: 1.820e-02, eta: 1 day, 23:44:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 3.8260, loss: 3.8260 +2025-06-19 23:50:20,272 - pyskl - INFO - Epoch [53][1700/3940] lr: 1.819e-02, eta: 1 day, 23:43:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9375, loss_cls: 4.0256, loss: 4.0256 +2025-06-19 23:51:04,804 - pyskl - INFO - Epoch [53][1800/3940] lr: 1.819e-02, eta: 1 day, 23:42:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9544, loss_cls: 4.0267, loss: 4.0267 +2025-06-19 23:51:49,350 - pyskl - INFO - Epoch [53][1900/3940] lr: 1.818e-02, eta: 1 day, 23:41:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 3.8805, loss: 3.8805 +2025-06-19 23:52:33,888 - pyskl - INFO - Epoch [53][2000/3940] lr: 1.817e-02, eta: 1 day, 23:41:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9556, loss_cls: 3.8997, loss: 3.8997 +2025-06-19 23:53:18,313 - pyskl - INFO - Epoch [53][2100/3940] lr: 1.817e-02, eta: 1 day, 23:40:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9569, loss_cls: 3.8650, loss: 3.8650 +2025-06-19 23:54:02,752 - pyskl - INFO - Epoch [53][2200/3940] lr: 1.816e-02, eta: 1 day, 23:39:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9463, loss_cls: 3.9975, loss: 3.9975 +2025-06-19 23:54:47,313 - pyskl - INFO - Epoch [53][2300/3940] lr: 1.816e-02, eta: 1 day, 23:38:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9575, loss_cls: 3.6874, loss: 3.6874 +2025-06-19 23:55:31,859 - pyskl - INFO - Epoch [53][2400/3940] lr: 1.815e-02, eta: 1 day, 23:38:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 3.6560, loss: 3.6560 +2025-06-19 23:56:16,365 - pyskl - INFO - Epoch [53][2500/3940] lr: 1.814e-02, eta: 1 day, 23:37:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 3.8393, loss: 3.8393 +2025-06-19 23:57:01,019 - pyskl - INFO - Epoch [53][2600/3940] lr: 1.814e-02, eta: 1 day, 23:36:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9450, loss_cls: 3.9644, loss: 3.9644 +2025-06-19 23:57:45,598 - pyskl - INFO - Epoch [53][2700/3940] lr: 1.813e-02, eta: 1 day, 23:35:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 3.8158, loss: 3.8158 +2025-06-19 23:58:30,381 - pyskl - INFO - Epoch [53][2800/3940] lr: 1.813e-02, eta: 1 day, 23:35:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 3.7946, loss: 3.7946 +2025-06-19 23:59:14,982 - pyskl - INFO - Epoch [53][2900/3940] lr: 1.812e-02, eta: 1 day, 23:34:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9475, loss_cls: 3.8725, loss: 3.8725 +2025-06-19 23:59:59,559 - pyskl - INFO - Epoch [53][3000/3940] lr: 1.811e-02, eta: 1 day, 23:33:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 3.8122, loss: 3.8122 +2025-06-20 00:00:44,173 - pyskl - INFO - Epoch [53][3100/3940] lr: 1.811e-02, eta: 1 day, 23:32:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9531, loss_cls: 3.9809, loss: 3.9809 +2025-06-20 00:01:28,809 - pyskl - INFO - Epoch [53][3200/3940] lr: 1.810e-02, eta: 1 day, 23:32:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9494, loss_cls: 3.9533, loss: 3.9533 +2025-06-20 00:02:13,271 - pyskl - INFO - Epoch [53][3300/3940] lr: 1.810e-02, eta: 1 day, 23:31:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9531, loss_cls: 3.8483, loss: 3.8483 +2025-06-20 00:02:57,977 - pyskl - INFO - Epoch [53][3400/3940] lr: 1.809e-02, eta: 1 day, 23:30:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9519, loss_cls: 3.8486, loss: 3.8486 +2025-06-20 00:03:42,415 - pyskl - INFO - Epoch [53][3500/3940] lr: 1.808e-02, eta: 1 day, 23:29:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9494, loss_cls: 3.8988, loss: 3.8988 +2025-06-20 00:04:26,805 - pyskl - INFO - Epoch [53][3600/3940] lr: 1.808e-02, eta: 1 day, 23:29:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9456, loss_cls: 3.9453, loss: 3.9453 +2025-06-20 00:05:11,248 - pyskl - INFO - Epoch [53][3700/3940] lr: 1.807e-02, eta: 1 day, 23:28:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9444, loss_cls: 3.8233, loss: 3.8233 +2025-06-20 00:05:55,669 - pyskl - INFO - Epoch [53][3800/3940] lr: 1.807e-02, eta: 1 day, 23:27:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9469, loss_cls: 3.9311, loss: 3.9311 +2025-06-20 00:06:40,185 - pyskl - INFO - Epoch [53][3900/3940] lr: 1.806e-02, eta: 1 day, 23:26:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9487, loss_cls: 3.8954, loss: 3.8954 +2025-06-20 00:06:58,348 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-06-20 00:10:25,001 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 00:10:27,082 - pyskl - INFO - +top1_acc 0.7188 +top5_acc 0.9402 +2025-06-20 00:10:27,102 - pyskl - INFO - Epoch(val) [53][3183] top1_acc: 0.7188, top5_acc: 0.9402 +2025-06-20 00:11:35,477 - pyskl - INFO - Epoch [54][100/3940] lr: 1.805e-02, eta: 1 day, 23:26:01, time: 0.684, data_time: 0.239, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9556, loss_cls: 3.8870, loss: 3.8870 +2025-06-20 00:12:20,128 - pyskl - INFO - Epoch [54][200/3940] lr: 1.805e-02, eta: 1 day, 23:25:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9519, loss_cls: 3.7817, loss: 3.7817 +2025-06-20 00:13:04,601 - pyskl - INFO - Epoch [54][300/3940] lr: 1.804e-02, eta: 1 day, 23:24:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9556, loss_cls: 3.7247, loss: 3.7247 +2025-06-20 00:13:48,982 - pyskl - INFO - Epoch [54][400/3940] lr: 1.803e-02, eta: 1 day, 23:23:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 3.8428, loss: 3.8428 +2025-06-20 00:14:33,380 - pyskl - INFO - Epoch [54][500/3940] lr: 1.803e-02, eta: 1 day, 23:23:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 3.8827, loss: 3.8827 +2025-06-20 00:15:17,885 - pyskl - INFO - Epoch [54][600/3940] lr: 1.802e-02, eta: 1 day, 23:22:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9537, loss_cls: 3.7087, loss: 3.7087 +2025-06-20 00:16:02,227 - pyskl - INFO - Epoch [54][700/3940] lr: 1.802e-02, eta: 1 day, 23:21:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9556, loss_cls: 3.8896, loss: 3.8896 +2025-06-20 00:16:46,650 - pyskl - INFO - Epoch [54][800/3940] lr: 1.801e-02, eta: 1 day, 23:20:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 3.8176, loss: 3.8176 +2025-06-20 00:17:31,028 - pyskl - INFO - Epoch [54][900/3940] lr: 1.800e-02, eta: 1 day, 23:20:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 3.8277, loss: 3.8277 +2025-06-20 00:18:15,360 - pyskl - INFO - Epoch [54][1000/3940] lr: 1.800e-02, eta: 1 day, 23:19:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9519, loss_cls: 3.8129, loss: 3.8129 +2025-06-20 00:18:59,774 - pyskl - INFO - Epoch [54][1100/3940] lr: 1.799e-02, eta: 1 day, 23:18:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9519, loss_cls: 3.8658, loss: 3.8658 +2025-06-20 00:19:44,227 - pyskl - INFO - Epoch [54][1200/3940] lr: 1.799e-02, eta: 1 day, 23:17:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9444, loss_cls: 3.9102, loss: 3.9102 +2025-06-20 00:20:28,595 - pyskl - INFO - Epoch [54][1300/3940] lr: 1.798e-02, eta: 1 day, 23:16:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9581, loss_cls: 3.8513, loss: 3.8513 +2025-06-20 00:21:12,937 - pyskl - INFO - Epoch [54][1400/3940] lr: 1.797e-02, eta: 1 day, 23:16:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9469, loss_cls: 4.0270, loss: 4.0270 +2025-06-20 00:21:57,631 - pyskl - INFO - Epoch [54][1500/3940] lr: 1.797e-02, eta: 1 day, 23:15:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9475, loss_cls: 3.8451, loss: 3.8451 +2025-06-20 00:22:42,210 - pyskl - INFO - Epoch [54][1600/3940] lr: 1.796e-02, eta: 1 day, 23:14:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9581, loss_cls: 3.8855, loss: 3.8855 +2025-06-20 00:23:26,788 - pyskl - INFO - Epoch [54][1700/3940] lr: 1.796e-02, eta: 1 day, 23:13:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9463, loss_cls: 3.9223, loss: 3.9223 +2025-06-20 00:24:11,215 - pyskl - INFO - Epoch [54][1800/3940] lr: 1.795e-02, eta: 1 day, 23:13:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9506, loss_cls: 3.8837, loss: 3.8837 +2025-06-20 00:24:56,090 - pyskl - INFO - Epoch [54][1900/3940] lr: 1.794e-02, eta: 1 day, 23:12:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9456, loss_cls: 3.8869, loss: 3.8869 +2025-06-20 00:25:40,837 - pyskl - INFO - Epoch [54][2000/3940] lr: 1.794e-02, eta: 1 day, 23:11:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9450, loss_cls: 3.9039, loss: 3.9039 +2025-06-20 00:26:25,582 - pyskl - INFO - Epoch [54][2100/3940] lr: 1.793e-02, eta: 1 day, 23:11:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9400, loss_cls: 3.7913, loss: 3.7913 +2025-06-20 00:27:10,085 - pyskl - INFO - Epoch [54][2200/3940] lr: 1.793e-02, eta: 1 day, 23:10:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9400, loss_cls: 3.8876, loss: 3.8876 +2025-06-20 00:27:54,688 - pyskl - INFO - Epoch [54][2300/3940] lr: 1.792e-02, eta: 1 day, 23:09:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9544, loss_cls: 3.7520, loss: 3.7520 +2025-06-20 00:28:39,197 - pyskl - INFO - Epoch [54][2400/3940] lr: 1.791e-02, eta: 1 day, 23:08:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9537, loss_cls: 3.9002, loss: 3.9002 +2025-06-20 00:29:23,903 - pyskl - INFO - Epoch [54][2500/3940] lr: 1.791e-02, eta: 1 day, 23:08:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9525, loss_cls: 3.8674, loss: 3.8674 +2025-06-20 00:30:08,486 - pyskl - INFO - Epoch [54][2600/3940] lr: 1.790e-02, eta: 1 day, 23:07:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9456, loss_cls: 3.8297, loss: 3.8297 +2025-06-20 00:30:52,859 - pyskl - INFO - Epoch [54][2700/3940] lr: 1.790e-02, eta: 1 day, 23:06:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9475, loss_cls: 3.8978, loss: 3.8978 +2025-06-20 00:31:37,462 - pyskl - INFO - Epoch [54][2800/3940] lr: 1.789e-02, eta: 1 day, 23:05:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9494, loss_cls: 3.9819, loss: 3.9819 +2025-06-20 00:32:21,976 - pyskl - INFO - Epoch [54][2900/3940] lr: 1.788e-02, eta: 1 day, 23:05:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9525, loss_cls: 3.8387, loss: 3.8387 +2025-06-20 00:33:06,248 - pyskl - INFO - Epoch [54][3000/3940] lr: 1.788e-02, eta: 1 day, 23:04:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9469, loss_cls: 3.9937, loss: 3.9937 +2025-06-20 00:33:50,706 - pyskl - INFO - Epoch [54][3100/3940] lr: 1.787e-02, eta: 1 day, 23:03:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 3.8474, loss: 3.8474 +2025-06-20 00:34:35,451 - pyskl - INFO - Epoch [54][3200/3940] lr: 1.787e-02, eta: 1 day, 23:02:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9525, loss_cls: 3.7927, loss: 3.7927 +2025-06-20 00:35:19,913 - pyskl - INFO - Epoch [54][3300/3940] lr: 1.786e-02, eta: 1 day, 23:02:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9463, loss_cls: 3.9296, loss: 3.9296 +2025-06-20 00:36:04,383 - pyskl - INFO - Epoch [54][3400/3940] lr: 1.785e-02, eta: 1 day, 23:01:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9594, loss_cls: 3.8159, loss: 3.8159 +2025-06-20 00:36:48,791 - pyskl - INFO - Epoch [54][3500/3940] lr: 1.785e-02, eta: 1 day, 23:00:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9544, loss_cls: 4.0433, loss: 4.0433 +2025-06-20 00:37:33,189 - pyskl - INFO - Epoch [54][3600/3940] lr: 1.784e-02, eta: 1 day, 22:59:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9569, loss_cls: 3.9127, loss: 3.9127 +2025-06-20 00:38:17,683 - pyskl - INFO - Epoch [54][3700/3940] lr: 1.784e-02, eta: 1 day, 22:59:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9513, loss_cls: 3.8761, loss: 3.8761 +2025-06-20 00:39:02,145 - pyskl - INFO - Epoch [54][3800/3940] lr: 1.783e-02, eta: 1 day, 22:58:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9506, loss_cls: 3.9475, loss: 3.9475 +2025-06-20 00:39:46,588 - pyskl - INFO - Epoch [54][3900/3940] lr: 1.782e-02, eta: 1 day, 22:57:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9525, loss_cls: 3.9047, loss: 3.9047 +2025-06-20 00:40:04,902 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-06-20 00:43:30,066 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 00:43:30,542 - pyskl - INFO - +top1_acc 0.7160 +top5_acc 0.9337 +2025-06-20 00:43:30,563 - pyskl - INFO - Epoch(val) [54][3183] top1_acc: 0.7160, top5_acc: 0.9337 +2025-06-20 00:44:38,448 - pyskl - INFO - Epoch [55][100/3940] lr: 1.782e-02, eta: 1 day, 22:56:37, time: 0.679, data_time: 0.235, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9513, loss_cls: 3.9410, loss: 3.9410 +2025-06-20 00:45:22,716 - pyskl - INFO - Epoch [55][200/3940] lr: 1.781e-02, eta: 1 day, 22:55:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9581, loss_cls: 3.7494, loss: 3.7494 +2025-06-20 00:46:07,002 - pyskl - INFO - Epoch [55][300/3940] lr: 1.780e-02, eta: 1 day, 22:55:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 3.7097, loss: 3.7097 +2025-06-20 00:46:51,500 - pyskl - INFO - Epoch [55][400/3940] lr: 1.780e-02, eta: 1 day, 22:54:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9537, loss_cls: 3.7545, loss: 3.7545 +2025-06-20 00:47:35,850 - pyskl - INFO - Epoch [55][500/3940] lr: 1.779e-02, eta: 1 day, 22:53:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 3.6735, loss: 3.6735 +2025-06-20 00:48:20,258 - pyskl - INFO - Epoch [55][600/3940] lr: 1.779e-02, eta: 1 day, 22:52:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9475, loss_cls: 3.7561, loss: 3.7561 +2025-06-20 00:49:04,597 - pyskl - INFO - Epoch [55][700/3940] lr: 1.778e-02, eta: 1 day, 22:52:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9494, loss_cls: 3.7767, loss: 3.7767 +2025-06-20 00:49:48,990 - pyskl - INFO - Epoch [55][800/3940] lr: 1.777e-02, eta: 1 day, 22:51:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9419, loss_cls: 3.8249, loss: 3.8249 +2025-06-20 00:50:33,269 - pyskl - INFO - Epoch [55][900/3940] lr: 1.777e-02, eta: 1 day, 22:50:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9550, loss_cls: 3.8394, loss: 3.8394 +2025-06-20 00:51:17,565 - pyskl - INFO - Epoch [55][1000/3940] lr: 1.776e-02, eta: 1 day, 22:49:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9556, loss_cls: 3.8496, loss: 3.8496 +2025-06-20 00:52:01,785 - pyskl - INFO - Epoch [55][1100/3940] lr: 1.776e-02, eta: 1 day, 22:49:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9587, loss_cls: 3.8419, loss: 3.8419 +2025-06-20 00:52:46,085 - pyskl - INFO - Epoch [55][1200/3940] lr: 1.775e-02, eta: 1 day, 22:48:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9494, loss_cls: 3.8587, loss: 3.8587 +2025-06-20 00:53:30,330 - pyskl - INFO - Epoch [55][1300/3940] lr: 1.774e-02, eta: 1 day, 22:47:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9513, loss_cls: 3.8642, loss: 3.8642 +2025-06-20 00:54:14,534 - pyskl - INFO - Epoch [55][1400/3940] lr: 1.774e-02, eta: 1 day, 22:46:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9550, loss_cls: 3.7626, loss: 3.7626 +2025-06-20 00:54:58,870 - pyskl - INFO - Epoch [55][1500/3940] lr: 1.773e-02, eta: 1 day, 22:46:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9531, loss_cls: 3.8561, loss: 3.8561 +2025-06-20 00:55:43,075 - pyskl - INFO - Epoch [55][1600/3940] lr: 1.773e-02, eta: 1 day, 22:45:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9494, loss_cls: 3.9288, loss: 3.9288 +2025-06-20 00:56:27,457 - pyskl - INFO - Epoch [55][1700/3940] lr: 1.772e-02, eta: 1 day, 22:44:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9513, loss_cls: 3.9818, loss: 3.9818 +2025-06-20 00:57:11,970 - pyskl - INFO - Epoch [55][1800/3940] lr: 1.771e-02, eta: 1 day, 22:43:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9500, loss_cls: 3.9020, loss: 3.9020 +2025-06-20 00:57:56,301 - pyskl - INFO - Epoch [55][1900/3940] lr: 1.771e-02, eta: 1 day, 22:43:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9594, loss_cls: 3.7903, loss: 3.7903 +2025-06-20 00:58:40,610 - pyskl - INFO - Epoch [55][2000/3940] lr: 1.770e-02, eta: 1 day, 22:42:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9513, loss_cls: 3.8259, loss: 3.8259 +2025-06-20 00:59:24,965 - pyskl - INFO - Epoch [55][2100/3940] lr: 1.770e-02, eta: 1 day, 22:41:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9500, loss_cls: 3.8954, loss: 3.8954 +2025-06-20 01:00:09,427 - pyskl - INFO - Epoch [55][2200/3940] lr: 1.769e-02, eta: 1 day, 22:40:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9506, loss_cls: 3.7261, loss: 3.7261 +2025-06-20 01:00:53,718 - pyskl - INFO - Epoch [55][2300/3940] lr: 1.768e-02, eta: 1 day, 22:40:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9481, loss_cls: 3.9629, loss: 3.9629 +2025-06-20 01:01:38,081 - pyskl - INFO - Epoch [55][2400/3940] lr: 1.768e-02, eta: 1 day, 22:39:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9550, loss_cls: 3.9142, loss: 3.9142 +2025-06-20 01:02:22,449 - pyskl - INFO - Epoch [55][2500/3940] lr: 1.767e-02, eta: 1 day, 22:38:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9481, loss_cls: 3.9863, loss: 3.9863 +2025-06-20 01:03:06,679 - pyskl - INFO - Epoch [55][2600/3940] lr: 1.767e-02, eta: 1 day, 22:37:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9575, loss_cls: 3.6887, loss: 3.6887 +2025-06-20 01:03:50,914 - pyskl - INFO - Epoch [55][2700/3940] lr: 1.766e-02, eta: 1 day, 22:36:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9519, loss_cls: 3.7849, loss: 3.7849 +2025-06-20 01:04:35,511 - pyskl - INFO - Epoch [55][2800/3940] lr: 1.765e-02, eta: 1 day, 22:36:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 3.8960, loss: 3.8960 +2025-06-20 01:05:19,919 - pyskl - INFO - Epoch [55][2900/3940] lr: 1.765e-02, eta: 1 day, 22:35:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9456, loss_cls: 3.8519, loss: 3.8519 +2025-06-20 01:06:04,228 - pyskl - INFO - Epoch [55][3000/3940] lr: 1.764e-02, eta: 1 day, 22:34:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9456, loss_cls: 3.8705, loss: 3.8705 +2025-06-20 01:06:48,461 - pyskl - INFO - Epoch [55][3100/3940] lr: 1.764e-02, eta: 1 day, 22:33:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9494, loss_cls: 3.8036, loss: 3.8036 +2025-06-20 01:07:32,732 - pyskl - INFO - Epoch [55][3200/3940] lr: 1.763e-02, eta: 1 day, 22:33:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9413, loss_cls: 3.8137, loss: 3.8137 +2025-06-20 01:08:17,061 - pyskl - INFO - Epoch [55][3300/3940] lr: 1.762e-02, eta: 1 day, 22:32:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 3.7509, loss: 3.7509 +2025-06-20 01:09:01,319 - pyskl - INFO - Epoch [55][3400/3940] lr: 1.762e-02, eta: 1 day, 22:31:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9544, loss_cls: 3.8523, loss: 3.8523 +2025-06-20 01:09:45,657 - pyskl - INFO - Epoch [55][3500/3940] lr: 1.761e-02, eta: 1 day, 22:30:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9537, loss_cls: 3.7881, loss: 3.7881 +2025-06-20 01:10:29,944 - pyskl - INFO - Epoch [55][3600/3940] lr: 1.760e-02, eta: 1 day, 22:30:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 3.9048, loss: 3.9048 +2025-06-20 01:11:14,171 - pyskl - INFO - Epoch [55][3700/3940] lr: 1.760e-02, eta: 1 day, 22:29:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9537, loss_cls: 3.9154, loss: 3.9154 +2025-06-20 01:11:58,513 - pyskl - INFO - Epoch [55][3800/3940] lr: 1.759e-02, eta: 1 day, 22:28:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9406, loss_cls: 3.9147, loss: 3.9147 +2025-06-20 01:12:42,959 - pyskl - INFO - Epoch [55][3900/3940] lr: 1.759e-02, eta: 1 day, 22:27:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9587, loss_cls: 3.7746, loss: 3.7746 +2025-06-20 01:13:01,249 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-06-20 01:31:36,755 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 01:31:37,220 - pyskl - INFO - +top1_acc 0.7024 +top5_acc 0.9278 +2025-06-20 01:31:37,238 - pyskl - INFO - Epoch(val) [55][3183] top1_acc: 0.7024, top5_acc: 0.9278 +2025-06-20 01:32:45,856 - pyskl - INFO - Epoch [56][100/3940] lr: 1.758e-02, eta: 1 day, 22:27:03, time: 0.686, data_time: 0.242, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9563, loss_cls: 3.8371, loss: 3.8371 +2025-06-20 01:33:30,175 - pyskl - INFO - Epoch [56][200/3940] lr: 1.757e-02, eta: 1 day, 22:26:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 3.6946, loss: 3.6946 +2025-06-20 01:34:14,615 - pyskl - INFO - Epoch [56][300/3940] lr: 1.757e-02, eta: 1 day, 22:25:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9525, loss_cls: 3.9111, loss: 3.9111 +2025-06-20 01:34:59,116 - pyskl - INFO - Epoch [56][400/3940] lr: 1.756e-02, eta: 1 day, 22:24:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9494, loss_cls: 3.9260, loss: 3.9260 +2025-06-20 01:35:43,574 - pyskl - INFO - Epoch [56][500/3940] lr: 1.755e-02, eta: 1 day, 22:24:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9506, loss_cls: 3.9195, loss: 3.9195 +2025-06-20 01:36:28,162 - pyskl - INFO - Epoch [56][600/3940] lr: 1.755e-02, eta: 1 day, 22:23:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 3.7684, loss: 3.7684 +2025-06-20 01:37:12,816 - pyskl - INFO - Epoch [56][700/3940] lr: 1.754e-02, eta: 1 day, 22:22:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9481, loss_cls: 3.8990, loss: 3.8990 +2025-06-20 01:37:57,345 - pyskl - INFO - Epoch [56][800/3940] lr: 1.754e-02, eta: 1 day, 22:21:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9587, loss_cls: 3.7344, loss: 3.7344 +2025-06-20 01:38:41,795 - pyskl - INFO - Epoch [56][900/3940] lr: 1.753e-02, eta: 1 day, 22:21:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9556, loss_cls: 3.7447, loss: 3.7447 +2025-06-20 01:39:26,297 - pyskl - INFO - Epoch [56][1000/3940] lr: 1.752e-02, eta: 1 day, 22:20:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9606, loss_cls: 3.6928, loss: 3.6928 +2025-06-20 01:40:10,748 - pyskl - INFO - Epoch [56][1100/3940] lr: 1.752e-02, eta: 1 day, 22:19:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9606, loss_cls: 3.6780, loss: 3.6780 +2025-06-20 01:40:55,184 - pyskl - INFO - Epoch [56][1200/3940] lr: 1.751e-02, eta: 1 day, 22:18:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9569, loss_cls: 3.6942, loss: 3.6942 +2025-06-20 01:41:39,649 - pyskl - INFO - Epoch [56][1300/3940] lr: 1.751e-02, eta: 1 day, 22:18:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9456, loss_cls: 3.8901, loss: 3.8901 +2025-06-20 01:42:24,021 - pyskl - INFO - Epoch [56][1400/3940] lr: 1.750e-02, eta: 1 day, 22:17:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9519, loss_cls: 3.8328, loss: 3.8328 +2025-06-20 01:43:08,437 - pyskl - INFO - Epoch [56][1500/3940] lr: 1.749e-02, eta: 1 day, 22:16:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 3.7651, loss: 3.7651 +2025-06-20 01:43:52,720 - pyskl - INFO - Epoch [56][1600/3940] lr: 1.749e-02, eta: 1 day, 22:15:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9556, loss_cls: 3.7440, loss: 3.7440 +2025-06-20 01:44:37,056 - pyskl - INFO - Epoch [56][1700/3940] lr: 1.748e-02, eta: 1 day, 22:15:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9525, loss_cls: 3.7867, loss: 3.7867 +2025-06-20 01:45:21,366 - pyskl - INFO - Epoch [56][1800/3940] lr: 1.747e-02, eta: 1 day, 22:14:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9563, loss_cls: 3.9154, loss: 3.9154 +2025-06-20 01:46:05,749 - pyskl - INFO - Epoch [56][1900/3940] lr: 1.747e-02, eta: 1 day, 22:13:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9431, loss_cls: 3.9190, loss: 3.9190 +2025-06-20 01:46:50,232 - pyskl - INFO - Epoch [56][2000/3940] lr: 1.746e-02, eta: 1 day, 22:12:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9469, loss_cls: 3.8923, loss: 3.8923 +2025-06-20 01:47:34,726 - pyskl - INFO - Epoch [56][2100/3940] lr: 1.746e-02, eta: 1 day, 22:12:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9456, loss_cls: 3.9017, loss: 3.9017 +2025-06-20 01:48:19,142 - pyskl - INFO - Epoch [56][2200/3940] lr: 1.745e-02, eta: 1 day, 22:11:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9550, loss_cls: 3.9141, loss: 3.9141 +2025-06-20 01:49:03,778 - pyskl - INFO - Epoch [56][2300/3940] lr: 1.744e-02, eta: 1 day, 22:10:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9513, loss_cls: 3.9686, loss: 3.9686 +2025-06-20 01:49:48,332 - pyskl - INFO - Epoch [56][2400/3940] lr: 1.744e-02, eta: 1 day, 22:09:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 3.8354, loss: 3.8354 +2025-06-20 01:50:32,788 - pyskl - INFO - Epoch [56][2500/3940] lr: 1.743e-02, eta: 1 day, 22:09:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9463, loss_cls: 3.8836, loss: 3.8836 +2025-06-20 01:51:17,256 - pyskl - INFO - Epoch [56][2600/3940] lr: 1.743e-02, eta: 1 day, 22:08:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9569, loss_cls: 3.8489, loss: 3.8489 +2025-06-20 01:52:01,745 - pyskl - INFO - Epoch [56][2700/3940] lr: 1.742e-02, eta: 1 day, 22:07:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9481, loss_cls: 3.8609, loss: 3.8609 +2025-06-20 01:52:46,184 - pyskl - INFO - Epoch [56][2800/3940] lr: 1.741e-02, eta: 1 day, 22:06:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9556, loss_cls: 3.9004, loss: 3.9004 +2025-06-20 01:53:30,640 - pyskl - INFO - Epoch [56][2900/3940] lr: 1.741e-02, eta: 1 day, 22:06:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9537, loss_cls: 3.9764, loss: 3.9764 +2025-06-20 01:54:15,077 - pyskl - INFO - Epoch [56][3000/3940] lr: 1.740e-02, eta: 1 day, 22:05:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9469, loss_cls: 3.8612, loss: 3.8612 +2025-06-20 01:54:59,353 - pyskl - INFO - Epoch [56][3100/3940] lr: 1.740e-02, eta: 1 day, 22:04:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 3.8159, loss: 3.8159 +2025-06-20 01:55:43,805 - pyskl - INFO - Epoch [56][3200/3940] lr: 1.739e-02, eta: 1 day, 22:03:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9500, loss_cls: 3.8876, loss: 3.8876 +2025-06-20 01:56:28,166 - pyskl - INFO - Epoch [56][3300/3940] lr: 1.738e-02, eta: 1 day, 22:03:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9575, loss_cls: 3.7729, loss: 3.7729 +2025-06-20 01:57:12,668 - pyskl - INFO - Epoch [56][3400/3940] lr: 1.738e-02, eta: 1 day, 22:02:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9519, loss_cls: 3.8498, loss: 3.8498 +2025-06-20 01:57:57,164 - pyskl - INFO - Epoch [56][3500/3940] lr: 1.737e-02, eta: 1 day, 22:01:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9513, loss_cls: 3.7598, loss: 3.7598 +2025-06-20 01:58:41,506 - pyskl - INFO - Epoch [56][3600/3940] lr: 1.736e-02, eta: 1 day, 22:00:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9537, loss_cls: 3.8654, loss: 3.8654 +2025-06-20 01:59:26,025 - pyskl - INFO - Epoch [56][3700/3940] lr: 1.736e-02, eta: 1 day, 21:59:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 3.8019, loss: 3.8019 +2025-06-20 02:00:10,485 - pyskl - INFO - Epoch [56][3800/3940] lr: 1.735e-02, eta: 1 day, 21:59:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9469, loss_cls: 3.9092, loss: 3.9092 +2025-06-20 02:00:54,877 - pyskl - INFO - Epoch [56][3900/3940] lr: 1.735e-02, eta: 1 day, 21:58:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9506, loss_cls: 3.9024, loss: 3.9024 +2025-06-20 02:01:12,943 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-06-20 02:04:40,264 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 02:04:40,722 - pyskl - INFO - +top1_acc 0.7183 +top5_acc 0.9411 +2025-06-20 02:04:40,739 - pyskl - INFO - Epoch(val) [56][3183] top1_acc: 0.7183, top5_acc: 0.9411 +2025-06-20 02:05:48,784 - pyskl - INFO - Epoch [57][100/3940] lr: 1.734e-02, eta: 1 day, 21:57:36, time: 0.680, data_time: 0.236, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9550, loss_cls: 3.7912, loss: 3.7912 +2025-06-20 02:06:33,151 - pyskl - INFO - Epoch [57][200/3940] lr: 1.733e-02, eta: 1 day, 21:56:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 3.7462, loss: 3.7462 +2025-06-20 02:07:17,595 - pyskl - INFO - Epoch [57][300/3940] lr: 1.733e-02, eta: 1 day, 21:56:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9544, loss_cls: 3.7657, loss: 3.7657 +2025-06-20 02:08:02,045 - pyskl - INFO - Epoch [57][400/3940] lr: 1.732e-02, eta: 1 day, 21:55:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9594, loss_cls: 3.6956, loss: 3.6956 +2025-06-20 02:08:46,495 - pyskl - INFO - Epoch [57][500/3940] lr: 1.731e-02, eta: 1 day, 21:54:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9537, loss_cls: 3.7551, loss: 3.7551 +2025-06-20 02:09:30,964 - pyskl - INFO - Epoch [57][600/3940] lr: 1.731e-02, eta: 1 day, 21:53:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 3.8641, loss: 3.8641 +2025-06-20 02:10:15,408 - pyskl - INFO - Epoch [57][700/3940] lr: 1.730e-02, eta: 1 day, 21:53:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 3.8621, loss: 3.8621 +2025-06-20 02:10:59,901 - pyskl - INFO - Epoch [57][800/3940] lr: 1.729e-02, eta: 1 day, 21:52:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9487, loss_cls: 3.8510, loss: 3.8510 +2025-06-20 02:11:44,457 - pyskl - INFO - Epoch [57][900/3940] lr: 1.729e-02, eta: 1 day, 21:51:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9556, loss_cls: 3.7321, loss: 3.7321 +2025-06-20 02:12:28,880 - pyskl - INFO - Epoch [57][1000/3940] lr: 1.728e-02, eta: 1 day, 21:50:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 3.8619, loss: 3.8619 +2025-06-20 02:13:13,415 - pyskl - INFO - Epoch [57][1100/3940] lr: 1.728e-02, eta: 1 day, 21:50:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 3.6890, loss: 3.6890 +2025-06-20 02:13:57,931 - pyskl - INFO - Epoch [57][1200/3940] lr: 1.727e-02, eta: 1 day, 21:49:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9437, loss_cls: 3.8915, loss: 3.8915 +2025-06-20 02:14:42,411 - pyskl - INFO - Epoch [57][1300/3940] lr: 1.726e-02, eta: 1 day, 21:48:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9594, loss_cls: 3.8299, loss: 3.8299 +2025-06-20 02:15:26,986 - pyskl - INFO - Epoch [57][1400/3940] lr: 1.726e-02, eta: 1 day, 21:47:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 3.8403, loss: 3.8403 +2025-06-20 02:16:11,496 - pyskl - INFO - Epoch [57][1500/3940] lr: 1.725e-02, eta: 1 day, 21:47:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9537, loss_cls: 3.8088, loss: 3.8088 +2025-06-20 02:16:55,970 - pyskl - INFO - Epoch [57][1600/3940] lr: 1.725e-02, eta: 1 day, 21:46:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9425, loss_cls: 3.8098, loss: 3.8098 +2025-06-20 02:17:40,437 - pyskl - INFO - Epoch [57][1700/3940] lr: 1.724e-02, eta: 1 day, 21:45:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 3.8101, loss: 3.8101 +2025-06-20 02:18:24,896 - pyskl - INFO - Epoch [57][1800/3940] lr: 1.723e-02, eta: 1 day, 21:44:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9419, loss_cls: 3.9727, loss: 3.9727 +2025-06-20 02:19:09,071 - pyskl - INFO - Epoch [57][1900/3940] lr: 1.723e-02, eta: 1 day, 21:44:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 3.8491, loss: 3.8491 +2025-06-20 02:19:53,548 - pyskl - INFO - Epoch [57][2000/3940] lr: 1.722e-02, eta: 1 day, 21:43:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 3.8750, loss: 3.8750 +2025-06-20 02:20:38,027 - pyskl - INFO - Epoch [57][2100/3940] lr: 1.722e-02, eta: 1 day, 21:42:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9481, loss_cls: 3.8831, loss: 3.8831 +2025-06-20 02:21:22,519 - pyskl - INFO - Epoch [57][2200/3940] lr: 1.721e-02, eta: 1 day, 21:41:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9531, loss_cls: 3.8150, loss: 3.8150 +2025-06-20 02:22:07,137 - pyskl - INFO - Epoch [57][2300/3940] lr: 1.720e-02, eta: 1 day, 21:41:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9437, loss_cls: 3.8966, loss: 3.8966 +2025-06-20 02:22:51,614 - pyskl - INFO - Epoch [57][2400/3940] lr: 1.720e-02, eta: 1 day, 21:40:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9500, loss_cls: 3.7494, loss: 3.7494 +2025-06-20 02:23:35,940 - pyskl - INFO - Epoch [57][2500/3940] lr: 1.719e-02, eta: 1 day, 21:39:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9569, loss_cls: 3.8192, loss: 3.8192 +2025-06-20 02:24:20,402 - pyskl - INFO - Epoch [57][2600/3940] lr: 1.718e-02, eta: 1 day, 21:38:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 3.8131, loss: 3.8131 +2025-06-20 02:25:04,789 - pyskl - INFO - Epoch [57][2700/3940] lr: 1.718e-02, eta: 1 day, 21:38:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9575, loss_cls: 3.8217, loss: 3.8217 +2025-06-20 02:25:49,098 - pyskl - INFO - Epoch [57][2800/3940] lr: 1.717e-02, eta: 1 day, 21:37:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9550, loss_cls: 3.7457, loss: 3.7457 +2025-06-20 02:26:33,492 - pyskl - INFO - Epoch [57][2900/3940] lr: 1.717e-02, eta: 1 day, 21:36:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9550, loss_cls: 3.7133, loss: 3.7133 +2025-06-20 02:27:17,882 - pyskl - INFO - Epoch [57][3000/3940] lr: 1.716e-02, eta: 1 day, 21:35:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9606, loss_cls: 3.6745, loss: 3.6745 +2025-06-20 02:28:02,156 - pyskl - INFO - Epoch [57][3100/3940] lr: 1.715e-02, eta: 1 day, 21:35:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9494, loss_cls: 3.9238, loss: 3.9238 +2025-06-20 02:28:46,510 - pyskl - INFO - Epoch [57][3200/3940] lr: 1.715e-02, eta: 1 day, 21:34:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9431, loss_cls: 3.8787, loss: 3.8787 +2025-06-20 02:29:30,892 - pyskl - INFO - Epoch [57][3300/3940] lr: 1.714e-02, eta: 1 day, 21:33:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9487, loss_cls: 3.8262, loss: 3.8262 +2025-06-20 02:30:15,234 - pyskl - INFO - Epoch [57][3400/3940] lr: 1.713e-02, eta: 1 day, 21:32:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9487, loss_cls: 3.8468, loss: 3.8468 +2025-06-20 02:30:59,574 - pyskl - INFO - Epoch [57][3500/3940] lr: 1.713e-02, eta: 1 day, 21:32:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9637, loss_cls: 3.8447, loss: 3.8447 +2025-06-20 02:31:43,934 - pyskl - INFO - Epoch [57][3600/3940] lr: 1.712e-02, eta: 1 day, 21:31:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9469, loss_cls: 3.7345, loss: 3.7345 +2025-06-20 02:32:28,233 - pyskl - INFO - Epoch [57][3700/3940] lr: 1.712e-02, eta: 1 day, 21:30:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9519, loss_cls: 3.8221, loss: 3.8221 +2025-06-20 02:33:12,593 - pyskl - INFO - Epoch [57][3800/3940] lr: 1.711e-02, eta: 1 day, 21:29:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9594, loss_cls: 3.8313, loss: 3.8313 +2025-06-20 02:33:56,855 - pyskl - INFO - Epoch [57][3900/3940] lr: 1.710e-02, eta: 1 day, 21:29:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9556, loss_cls: 3.7445, loss: 3.7445 +2025-06-20 02:34:14,855 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-06-20 02:37:40,028 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 02:37:40,546 - pyskl - INFO - +top1_acc 0.6931 +top5_acc 0.9286 +2025-06-20 02:37:40,563 - pyskl - INFO - Epoch(val) [57][3183] top1_acc: 0.6931, top5_acc: 0.9286 +2025-06-20 02:38:48,773 - pyskl - INFO - Epoch [58][100/3940] lr: 1.710e-02, eta: 1 day, 21:28:08, time: 0.682, data_time: 0.236, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 3.7094, loss: 3.7094 +2025-06-20 02:39:33,350 - pyskl - INFO - Epoch [58][200/3940] lr: 1.709e-02, eta: 1 day, 21:27:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9606, loss_cls: 3.6665, loss: 3.6665 +2025-06-20 02:40:17,855 - pyskl - INFO - Epoch [58][300/3940] lr: 1.708e-02, eta: 1 day, 21:26:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9556, loss_cls: 3.8101, loss: 3.8101 +2025-06-20 02:41:02,445 - pyskl - INFO - Epoch [58][400/3940] lr: 1.708e-02, eta: 1 day, 21:25:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9519, loss_cls: 3.8299, loss: 3.8299 +2025-06-20 02:41:47,040 - pyskl - INFO - Epoch [58][500/3940] lr: 1.707e-02, eta: 1 day, 21:25:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9531, loss_cls: 3.8214, loss: 3.8214 +2025-06-20 02:42:31,461 - pyskl - INFO - Epoch [58][600/3940] lr: 1.706e-02, eta: 1 day, 21:24:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9631, loss_cls: 3.7304, loss: 3.7304 +2025-06-20 02:43:15,797 - pyskl - INFO - Epoch [58][700/3940] lr: 1.706e-02, eta: 1 day, 21:23:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9437, loss_cls: 3.7541, loss: 3.7541 +2025-06-20 02:44:00,105 - pyskl - INFO - Epoch [58][800/3940] lr: 1.705e-02, eta: 1 day, 21:22:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9544, loss_cls: 3.8884, loss: 3.8884 +2025-06-20 02:44:44,741 - pyskl - INFO - Epoch [58][900/3940] lr: 1.705e-02, eta: 1 day, 21:22:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9581, loss_cls: 3.7547, loss: 3.7547 +2025-06-20 02:45:29,017 - pyskl - INFO - Epoch [58][1000/3940] lr: 1.704e-02, eta: 1 day, 21:21:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9494, loss_cls: 3.7766, loss: 3.7766 +2025-06-20 02:46:13,442 - pyskl - INFO - Epoch [58][1100/3940] lr: 1.703e-02, eta: 1 day, 21:20:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 3.7567, loss: 3.7567 +2025-06-20 02:46:57,741 - pyskl - INFO - Epoch [58][1200/3940] lr: 1.703e-02, eta: 1 day, 21:19:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9594, loss_cls: 3.7056, loss: 3.7056 +2025-06-20 02:47:42,053 - pyskl - INFO - Epoch [58][1300/3940] lr: 1.702e-02, eta: 1 day, 21:19:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9537, loss_cls: 3.7894, loss: 3.7894 +2025-06-20 02:48:26,325 - pyskl - INFO - Epoch [58][1400/3940] lr: 1.701e-02, eta: 1 day, 21:18:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9575, loss_cls: 3.7469, loss: 3.7469 +2025-06-20 02:49:10,603 - pyskl - INFO - Epoch [58][1500/3940] lr: 1.701e-02, eta: 1 day, 21:17:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 3.8051, loss: 3.8051 +2025-06-20 02:49:54,850 - pyskl - INFO - Epoch [58][1600/3940] lr: 1.700e-02, eta: 1 day, 21:16:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9550, loss_cls: 3.8047, loss: 3.8047 +2025-06-20 02:50:39,099 - pyskl - INFO - Epoch [58][1700/3940] lr: 1.700e-02, eta: 1 day, 21:16:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9606, loss_cls: 3.7155, loss: 3.7155 +2025-06-20 02:51:23,297 - pyskl - INFO - Epoch [58][1800/3940] lr: 1.699e-02, eta: 1 day, 21:15:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 3.7858, loss: 3.7858 +2025-06-20 02:52:07,550 - pyskl - INFO - Epoch [58][1900/3940] lr: 1.698e-02, eta: 1 day, 21:14:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9569, loss_cls: 3.7933, loss: 3.7933 +2025-06-20 02:52:52,006 - pyskl - INFO - Epoch [58][2000/3940] lr: 1.698e-02, eta: 1 day, 21:13:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9519, loss_cls: 3.7274, loss: 3.7274 +2025-06-20 02:53:36,277 - pyskl - INFO - Epoch [58][2100/3940] lr: 1.697e-02, eta: 1 day, 21:13:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9544, loss_cls: 3.8544, loss: 3.8544 +2025-06-20 02:54:20,730 - pyskl - INFO - Epoch [58][2200/3940] lr: 1.697e-02, eta: 1 day, 21:12:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9531, loss_cls: 3.8992, loss: 3.8992 +2025-06-20 02:55:05,170 - pyskl - INFO - Epoch [58][2300/3940] lr: 1.696e-02, eta: 1 day, 21:11:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9544, loss_cls: 3.9089, loss: 3.9089 +2025-06-20 02:55:49,584 - pyskl - INFO - Epoch [58][2400/3940] lr: 1.695e-02, eta: 1 day, 21:10:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9537, loss_cls: 3.7953, loss: 3.7953 +2025-06-20 02:56:34,003 - pyskl - INFO - Epoch [58][2500/3940] lr: 1.695e-02, eta: 1 day, 21:10:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9444, loss_cls: 3.8935, loss: 3.8935 +2025-06-20 02:57:18,499 - pyskl - INFO - Epoch [58][2600/3940] lr: 1.694e-02, eta: 1 day, 21:09:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9531, loss_cls: 3.8351, loss: 3.8351 +2025-06-20 02:58:02,966 - pyskl - INFO - Epoch [58][2700/3940] lr: 1.693e-02, eta: 1 day, 21:08:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9456, loss_cls: 4.0006, loss: 4.0006 +2025-06-20 02:58:47,370 - pyskl - INFO - Epoch [58][2800/3940] lr: 1.693e-02, eta: 1 day, 21:07:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 3.8338, loss: 3.8338 +2025-06-20 02:59:31,867 - pyskl - INFO - Epoch [58][2900/3940] lr: 1.692e-02, eta: 1 day, 21:07:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9481, loss_cls: 3.8420, loss: 3.8420 +2025-06-20 03:00:16,289 - pyskl - INFO - Epoch [58][3000/3940] lr: 1.692e-02, eta: 1 day, 21:06:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9537, loss_cls: 3.8753, loss: 3.8753 +2025-06-20 03:01:00,669 - pyskl - INFO - Epoch [58][3100/3940] lr: 1.691e-02, eta: 1 day, 21:05:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9569, loss_cls: 3.7444, loss: 3.7444 +2025-06-20 03:01:45,067 - pyskl - INFO - Epoch [58][3200/3940] lr: 1.690e-02, eta: 1 day, 21:04:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 3.7283, loss: 3.7283 +2025-06-20 03:02:29,521 - pyskl - INFO - Epoch [58][3300/3940] lr: 1.690e-02, eta: 1 day, 21:04:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 3.8630, loss: 3.8630 +2025-06-20 03:03:13,900 - pyskl - INFO - Epoch [58][3400/3940] lr: 1.689e-02, eta: 1 day, 21:03:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9587, loss_cls: 3.7680, loss: 3.7680 +2025-06-20 03:03:58,276 - pyskl - INFO - Epoch [58][3500/3940] lr: 1.688e-02, eta: 1 day, 21:02:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 3.8040, loss: 3.8040 +2025-06-20 03:04:42,645 - pyskl - INFO - Epoch [58][3600/3940] lr: 1.688e-02, eta: 1 day, 21:01:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9594, loss_cls: 3.7677, loss: 3.7677 +2025-06-20 03:05:27,383 - pyskl - INFO - Epoch [58][3700/3940] lr: 1.687e-02, eta: 1 day, 21:01:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9437, loss_cls: 3.8499, loss: 3.8499 +2025-06-20 03:06:12,042 - pyskl - INFO - Epoch [58][3800/3940] lr: 1.687e-02, eta: 1 day, 21:00:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9450, loss_cls: 3.8031, loss: 3.8031 +2025-06-20 03:06:56,232 - pyskl - INFO - Epoch [58][3900/3940] lr: 1.686e-02, eta: 1 day, 20:59:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9531, loss_cls: 3.8948, loss: 3.8948 +2025-06-20 03:07:14,232 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-06-20 03:10:39,182 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 03:10:39,642 - pyskl - INFO - +top1_acc 0.7297 +top5_acc 0.9355 +2025-06-20 03:10:39,694 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_50.pth was removed +2025-06-20 03:10:40,709 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_58.pth. +2025-06-20 03:10:40,711 - pyskl - INFO - Best top1_acc is 0.7297 at 58 epoch. +2025-06-20 03:10:40,730 - pyskl - INFO - Epoch(val) [58][3183] top1_acc: 0.7297, top5_acc: 0.9355 +2025-06-20 03:11:48,659 - pyskl - INFO - Epoch [59][100/3940] lr: 1.685e-02, eta: 1 day, 20:58:39, time: 0.679, data_time: 0.236, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9531, loss_cls: 3.7983, loss: 3.7983 +2025-06-20 03:12:33,230 - pyskl - INFO - Epoch [59][200/3940] lr: 1.684e-02, eta: 1 day, 20:57:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9550, loss_cls: 3.7023, loss: 3.7023 +2025-06-20 03:13:17,718 - pyskl - INFO - Epoch [59][300/3940] lr: 1.684e-02, eta: 1 day, 20:57:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9587, loss_cls: 3.6690, loss: 3.6690 +2025-06-20 03:14:02,064 - pyskl - INFO - Epoch [59][400/3940] lr: 1.683e-02, eta: 1 day, 20:56:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 3.7264, loss: 3.7264 +2025-06-20 03:14:46,745 - pyskl - INFO - Epoch [59][500/3940] lr: 1.683e-02, eta: 1 day, 20:55:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9513, loss_cls: 3.6932, loss: 3.6932 +2025-06-20 03:15:31,432 - pyskl - INFO - Epoch [59][600/3940] lr: 1.682e-02, eta: 1 day, 20:54:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9569, loss_cls: 3.5987, loss: 3.5987 +2025-06-20 03:16:15,972 - pyskl - INFO - Epoch [59][700/3940] lr: 1.681e-02, eta: 1 day, 20:54:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9475, loss_cls: 3.7532, loss: 3.7532 +2025-06-20 03:17:00,298 - pyskl - INFO - Epoch [59][800/3940] lr: 1.681e-02, eta: 1 day, 20:53:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9513, loss_cls: 3.8664, loss: 3.8664 +2025-06-20 03:17:44,688 - pyskl - INFO - Epoch [59][900/3940] lr: 1.680e-02, eta: 1 day, 20:52:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9569, loss_cls: 3.7716, loss: 3.7716 +2025-06-20 03:18:29,081 - pyskl - INFO - Epoch [59][1000/3940] lr: 1.679e-02, eta: 1 day, 20:51:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 3.8698, loss: 3.8698 +2025-06-20 03:19:13,483 - pyskl - INFO - Epoch [59][1100/3940] lr: 1.679e-02, eta: 1 day, 20:51:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9544, loss_cls: 3.7318, loss: 3.7318 +2025-06-20 03:19:57,824 - pyskl - INFO - Epoch [59][1200/3940] lr: 1.678e-02, eta: 1 day, 20:50:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9606, loss_cls: 3.6618, loss: 3.6618 +2025-06-20 03:20:42,157 - pyskl - INFO - Epoch [59][1300/3940] lr: 1.678e-02, eta: 1 day, 20:49:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9575, loss_cls: 3.8152, loss: 3.8152 +2025-06-20 03:21:26,659 - pyskl - INFO - Epoch [59][1400/3940] lr: 1.677e-02, eta: 1 day, 20:48:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 3.8676, loss: 3.8676 +2025-06-20 03:22:11,563 - pyskl - INFO - Epoch [59][1500/3940] lr: 1.676e-02, eta: 1 day, 20:48:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9375, loss_cls: 3.9139, loss: 3.9139 +2025-06-20 03:22:55,935 - pyskl - INFO - Epoch [59][1600/3940] lr: 1.676e-02, eta: 1 day, 20:47:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9500, loss_cls: 3.8332, loss: 3.8332 +2025-06-20 03:23:40,085 - pyskl - INFO - Epoch [59][1700/3940] lr: 1.675e-02, eta: 1 day, 20:46:39, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9506, loss_cls: 3.7938, loss: 3.7938 +2025-06-20 03:24:24,523 - pyskl - INFO - Epoch [59][1800/3940] lr: 1.674e-02, eta: 1 day, 20:45:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9519, loss_cls: 3.8524, loss: 3.8524 +2025-06-20 03:25:08,798 - pyskl - INFO - Epoch [59][1900/3940] lr: 1.674e-02, eta: 1 day, 20:45:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9550, loss_cls: 3.7080, loss: 3.7080 +2025-06-20 03:25:53,106 - pyskl - INFO - Epoch [59][2000/3940] lr: 1.673e-02, eta: 1 day, 20:44:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 3.7960, loss: 3.7960 +2025-06-20 03:26:37,294 - pyskl - INFO - Epoch [59][2100/3940] lr: 1.673e-02, eta: 1 day, 20:43:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9494, loss_cls: 3.8390, loss: 3.8390 +2025-06-20 03:27:21,772 - pyskl - INFO - Epoch [59][2200/3940] lr: 1.672e-02, eta: 1 day, 20:42:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9556, loss_cls: 3.7476, loss: 3.7476 +2025-06-20 03:28:06,196 - pyskl - INFO - Epoch [59][2300/3940] lr: 1.671e-02, eta: 1 day, 20:42:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9563, loss_cls: 3.6740, loss: 3.6740 +2025-06-20 03:28:51,084 - pyskl - INFO - Epoch [59][2400/3940] lr: 1.671e-02, eta: 1 day, 20:41:23, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 3.7543, loss: 3.7543 +2025-06-20 03:29:35,926 - pyskl - INFO - Epoch [59][2500/3940] lr: 1.670e-02, eta: 1 day, 20:40:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9587, loss_cls: 3.6113, loss: 3.6113 +2025-06-20 03:30:20,438 - pyskl - INFO - Epoch [59][2600/3940] lr: 1.669e-02, eta: 1 day, 20:39:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9544, loss_cls: 3.8232, loss: 3.8232 +2025-06-20 03:31:04,802 - pyskl - INFO - Epoch [59][2700/3940] lr: 1.669e-02, eta: 1 day, 20:39:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9537, loss_cls: 3.8443, loss: 3.8443 +2025-06-20 03:31:49,388 - pyskl - INFO - Epoch [59][2800/3940] lr: 1.668e-02, eta: 1 day, 20:38:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 3.7938, loss: 3.7938 +2025-06-20 03:32:33,933 - pyskl - INFO - Epoch [59][2900/3940] lr: 1.668e-02, eta: 1 day, 20:37:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9587, loss_cls: 3.7898, loss: 3.7898 +2025-06-20 03:33:18,291 - pyskl - INFO - Epoch [59][3000/3940] lr: 1.667e-02, eta: 1 day, 20:36:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9525, loss_cls: 3.8265, loss: 3.8265 +2025-06-20 03:34:02,463 - pyskl - INFO - Epoch [59][3100/3940] lr: 1.666e-02, eta: 1 day, 20:36:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9531, loss_cls: 3.8644, loss: 3.8644 +2025-06-20 03:34:46,980 - pyskl - INFO - Epoch [59][3200/3940] lr: 1.666e-02, eta: 1 day, 20:35:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9463, loss_cls: 3.9739, loss: 3.9739 +2025-06-20 03:35:31,374 - pyskl - INFO - Epoch [59][3300/3940] lr: 1.665e-02, eta: 1 day, 20:34:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9550, loss_cls: 3.8090, loss: 3.8090 +2025-06-20 03:36:15,732 - pyskl - INFO - Epoch [59][3400/3940] lr: 1.664e-02, eta: 1 day, 20:33:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9556, loss_cls: 3.7604, loss: 3.7604 +2025-06-20 03:37:00,097 - pyskl - INFO - Epoch [59][3500/3940] lr: 1.664e-02, eta: 1 day, 20:33:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9550, loss_cls: 3.7793, loss: 3.7793 +2025-06-20 03:37:44,379 - pyskl - INFO - Epoch [59][3600/3940] lr: 1.663e-02, eta: 1 day, 20:32:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9506, loss_cls: 3.8567, loss: 3.8567 +2025-06-20 03:38:28,740 - pyskl - INFO - Epoch [59][3700/3940] lr: 1.663e-02, eta: 1 day, 20:31:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9463, loss_cls: 3.8702, loss: 3.8702 +2025-06-20 03:39:13,146 - pyskl - INFO - Epoch [59][3800/3940] lr: 1.662e-02, eta: 1 day, 20:30:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9506, loss_cls: 3.7217, loss: 3.7217 +2025-06-20 03:39:57,498 - pyskl - INFO - Epoch [59][3900/3940] lr: 1.661e-02, eta: 1 day, 20:30:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 3.7263, loss: 3.7263 +2025-06-20 03:40:15,562 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-06-20 03:43:42,225 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 03:43:42,689 - pyskl - INFO - +top1_acc 0.6830 +top5_acc 0.9142 +2025-06-20 03:43:42,707 - pyskl - INFO - Epoch(val) [59][3183] top1_acc: 0.6830, top5_acc: 0.9142 +2025-06-20 03:44:50,564 - pyskl - INFO - Epoch [60][100/3940] lr: 1.660e-02, eta: 1 day, 20:29:13, time: 0.679, data_time: 0.235, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 3.8326, loss: 3.8326 +2025-06-20 03:45:35,232 - pyskl - INFO - Epoch [60][200/3940] lr: 1.660e-02, eta: 1 day, 20:28:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 3.8437, loss: 3.8437 +2025-06-20 03:46:19,928 - pyskl - INFO - Epoch [60][300/3940] lr: 1.659e-02, eta: 1 day, 20:27:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9581, loss_cls: 3.7137, loss: 3.7137 +2025-06-20 03:47:04,256 - pyskl - INFO - Epoch [60][400/3940] lr: 1.659e-02, eta: 1 day, 20:26:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 3.7884, loss: 3.7884 +2025-06-20 03:47:48,587 - pyskl - INFO - Epoch [60][500/3940] lr: 1.658e-02, eta: 1 day, 20:26:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9537, loss_cls: 3.6038, loss: 3.6038 +2025-06-20 03:48:32,842 - pyskl - INFO - Epoch [60][600/3940] lr: 1.657e-02, eta: 1 day, 20:25:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9575, loss_cls: 3.7565, loss: 3.7565 +2025-06-20 03:49:17,100 - pyskl - INFO - Epoch [60][700/3940] lr: 1.657e-02, eta: 1 day, 20:24:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 3.7236, loss: 3.7236 +2025-06-20 03:50:01,387 - pyskl - INFO - Epoch [60][800/3940] lr: 1.656e-02, eta: 1 day, 20:23:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9550, loss_cls: 3.7103, loss: 3.7103 +2025-06-20 03:50:45,686 - pyskl - INFO - Epoch [60][900/3940] lr: 1.655e-02, eta: 1 day, 20:23:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 3.8147, loss: 3.8147 +2025-06-20 03:51:29,905 - pyskl - INFO - Epoch [60][1000/3940] lr: 1.655e-02, eta: 1 day, 20:22:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9544, loss_cls: 3.8262, loss: 3.8262 +2025-06-20 03:52:14,167 - pyskl - INFO - Epoch [60][1100/3940] lr: 1.654e-02, eta: 1 day, 20:21:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9594, loss_cls: 3.7822, loss: 3.7822 +2025-06-20 03:52:58,676 - pyskl - INFO - Epoch [60][1200/3940] lr: 1.654e-02, eta: 1 day, 20:20:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9606, loss_cls: 3.6987, loss: 3.6987 +2025-06-20 03:53:42,931 - pyskl - INFO - Epoch [60][1300/3940] lr: 1.653e-02, eta: 1 day, 20:20:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9487, loss_cls: 3.8509, loss: 3.8509 +2025-06-20 03:54:27,134 - pyskl - INFO - Epoch [60][1400/3940] lr: 1.652e-02, eta: 1 day, 20:19:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9531, loss_cls: 3.7354, loss: 3.7354 +2025-06-20 03:55:11,338 - pyskl - INFO - Epoch [60][1500/3940] lr: 1.652e-02, eta: 1 day, 20:18:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9525, loss_cls: 3.7910, loss: 3.7910 +2025-06-20 03:55:55,644 - pyskl - INFO - Epoch [60][1600/3940] lr: 1.651e-02, eta: 1 day, 20:17:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9556, loss_cls: 3.7188, loss: 3.7188 +2025-06-20 03:56:40,269 - pyskl - INFO - Epoch [60][1700/3940] lr: 1.650e-02, eta: 1 day, 20:17:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9569, loss_cls: 3.7664, loss: 3.7664 +2025-06-20 03:57:24,472 - pyskl - INFO - Epoch [60][1800/3940] lr: 1.650e-02, eta: 1 day, 20:16:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9550, loss_cls: 3.8535, loss: 3.8535 +2025-06-20 03:58:08,698 - pyskl - INFO - Epoch [60][1900/3940] lr: 1.649e-02, eta: 1 day, 20:15:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 3.8551, loss: 3.8551 +2025-06-20 03:58:52,971 - pyskl - INFO - Epoch [60][2000/3940] lr: 1.649e-02, eta: 1 day, 20:14:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9500, loss_cls: 3.8532, loss: 3.8532 +2025-06-20 03:59:37,216 - pyskl - INFO - Epoch [60][2100/3940] lr: 1.648e-02, eta: 1 day, 20:14:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9569, loss_cls: 3.8126, loss: 3.8126 +2025-06-20 04:00:21,395 - pyskl - INFO - Epoch [60][2200/3940] lr: 1.647e-02, eta: 1 day, 20:13:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 3.7659, loss: 3.7659 +2025-06-20 04:01:05,465 - pyskl - INFO - Epoch [60][2300/3940] lr: 1.647e-02, eta: 1 day, 20:12:38, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9575, loss_cls: 3.7437, loss: 3.7437 +2025-06-20 04:01:49,611 - pyskl - INFO - Epoch [60][2400/3940] lr: 1.646e-02, eta: 1 day, 20:11:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9500, loss_cls: 3.8509, loss: 3.8509 +2025-06-20 04:02:33,897 - pyskl - INFO - Epoch [60][2500/3940] lr: 1.645e-02, eta: 1 day, 20:11:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9563, loss_cls: 3.7139, loss: 3.7139 +2025-06-20 04:03:18,274 - pyskl - INFO - Epoch [60][2600/3940] lr: 1.645e-02, eta: 1 day, 20:10:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 3.7623, loss: 3.7623 +2025-06-20 04:04:02,640 - pyskl - INFO - Epoch [60][2700/3940] lr: 1.644e-02, eta: 1 day, 20:09:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9463, loss_cls: 3.8244, loss: 3.8244 +2025-06-20 04:04:47,057 - pyskl - INFO - Epoch [60][2800/3940] lr: 1.643e-02, eta: 1 day, 20:08:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9575, loss_cls: 3.8286, loss: 3.8286 +2025-06-20 04:05:31,432 - pyskl - INFO - Epoch [60][2900/3940] lr: 1.643e-02, eta: 1 day, 20:08:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9575, loss_cls: 3.6771, loss: 3.6771 +2025-06-20 04:06:15,868 - pyskl - INFO - Epoch [60][3000/3940] lr: 1.642e-02, eta: 1 day, 20:07:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9556, loss_cls: 3.6339, loss: 3.6339 +2025-06-20 04:07:00,281 - pyskl - INFO - Epoch [60][3100/3940] lr: 1.642e-02, eta: 1 day, 20:06:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9537, loss_cls: 3.7210, loss: 3.7210 +2025-06-20 04:07:44,684 - pyskl - INFO - Epoch [60][3200/3940] lr: 1.641e-02, eta: 1 day, 20:05:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9487, loss_cls: 3.8165, loss: 3.8165 +2025-06-20 04:08:29,130 - pyskl - INFO - Epoch [60][3300/3940] lr: 1.640e-02, eta: 1 day, 20:05:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9481, loss_cls: 3.7704, loss: 3.7704 +2025-06-20 04:09:13,606 - pyskl - INFO - Epoch [60][3400/3940] lr: 1.640e-02, eta: 1 day, 20:04:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 3.7949, loss: 3.7949 +2025-06-20 04:09:58,020 - pyskl - INFO - Epoch [60][3500/3940] lr: 1.639e-02, eta: 1 day, 20:03:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9563, loss_cls: 3.7606, loss: 3.7606 +2025-06-20 04:10:42,365 - pyskl - INFO - Epoch [60][3600/3940] lr: 1.638e-02, eta: 1 day, 20:02:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9556, loss_cls: 3.8697, loss: 3.8697 +2025-06-20 04:11:26,703 - pyskl - INFO - Epoch [60][3700/3940] lr: 1.638e-02, eta: 1 day, 20:02:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9550, loss_cls: 3.8664, loss: 3.8664 +2025-06-20 04:12:11,110 - pyskl - INFO - Epoch [60][3800/3940] lr: 1.637e-02, eta: 1 day, 20:01:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 3.7078, loss: 3.7078 +2025-06-20 04:12:55,444 - pyskl - INFO - Epoch [60][3900/3940] lr: 1.637e-02, eta: 1 day, 20:00:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9500, loss_cls: 3.9027, loss: 3.9027 +2025-06-20 04:13:13,508 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-06-20 04:31:40,426 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 04:31:40,891 - pyskl - INFO - +top1_acc 0.7089 +top5_acc 0.9335 +2025-06-20 04:31:40,910 - pyskl - INFO - Epoch(val) [60][3183] top1_acc: 0.7089, top5_acc: 0.9335 +2025-06-20 04:32:48,797 - pyskl - INFO - Epoch [61][100/3940] lr: 1.636e-02, eta: 1 day, 19:59:41, time: 0.679, data_time: 0.237, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9544, loss_cls: 3.7686, loss: 3.7686 +2025-06-20 04:33:33,171 - pyskl - INFO - Epoch [61][200/3940] lr: 1.635e-02, eta: 1 day, 19:58:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9537, loss_cls: 3.7254, loss: 3.7254 +2025-06-20 04:34:17,386 - pyskl - INFO - Epoch [61][300/3940] lr: 1.634e-02, eta: 1 day, 19:58:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9594, loss_cls: 3.7645, loss: 3.7645 +2025-06-20 04:35:01,668 - pyskl - INFO - Epoch [61][400/3940] lr: 1.634e-02, eta: 1 day, 19:57:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 3.7607, loss: 3.7607 +2025-06-20 04:35:45,922 - pyskl - INFO - Epoch [61][500/3940] lr: 1.633e-02, eta: 1 day, 19:56:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 3.6041, loss: 3.6041 +2025-06-20 04:36:30,221 - pyskl - INFO - Epoch [61][600/3940] lr: 1.632e-02, eta: 1 day, 19:55:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9587, loss_cls: 3.6154, loss: 3.6154 +2025-06-20 04:37:14,532 - pyskl - INFO - Epoch [61][700/3940] lr: 1.632e-02, eta: 1 day, 19:55:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9437, loss_cls: 3.9043, loss: 3.9043 +2025-06-20 04:37:58,815 - pyskl - INFO - Epoch [61][800/3940] lr: 1.631e-02, eta: 1 day, 19:54:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9519, loss_cls: 3.7827, loss: 3.7827 +2025-06-20 04:38:43,092 - pyskl - INFO - Epoch [61][900/3940] lr: 1.631e-02, eta: 1 day, 19:53:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9550, loss_cls: 3.6839, loss: 3.6839 +2025-06-20 04:39:27,438 - pyskl - INFO - Epoch [61][1000/3940] lr: 1.630e-02, eta: 1 day, 19:52:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9587, loss_cls: 3.7480, loss: 3.7480 +2025-06-20 04:40:11,732 - pyskl - INFO - Epoch [61][1100/3940] lr: 1.629e-02, eta: 1 day, 19:52:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 3.7634, loss: 3.7634 +2025-06-20 04:40:56,024 - pyskl - INFO - Epoch [61][1200/3940] lr: 1.629e-02, eta: 1 day, 19:51:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9525, loss_cls: 3.6836, loss: 3.6836 +2025-06-20 04:41:40,280 - pyskl - INFO - Epoch [61][1300/3940] lr: 1.628e-02, eta: 1 day, 19:50:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9531, loss_cls: 3.7294, loss: 3.7294 +2025-06-20 04:42:24,544 - pyskl - INFO - Epoch [61][1400/3940] lr: 1.627e-02, eta: 1 day, 19:49:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9531, loss_cls: 3.7613, loss: 3.7613 +2025-06-20 04:43:08,816 - pyskl - INFO - Epoch [61][1500/3940] lr: 1.627e-02, eta: 1 day, 19:49:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9569, loss_cls: 3.7601, loss: 3.7601 +2025-06-20 04:43:53,022 - pyskl - INFO - Epoch [61][1600/3940] lr: 1.626e-02, eta: 1 day, 19:48:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9563, loss_cls: 3.6589, loss: 3.6589 +2025-06-20 04:44:37,271 - pyskl - INFO - Epoch [61][1700/3940] lr: 1.626e-02, eta: 1 day, 19:47:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 3.7642, loss: 3.7642 +2025-06-20 04:45:21,513 - pyskl - INFO - Epoch [61][1800/3940] lr: 1.625e-02, eta: 1 day, 19:46:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9544, loss_cls: 3.8556, loss: 3.8556 +2025-06-20 04:46:05,804 - pyskl - INFO - Epoch [61][1900/3940] lr: 1.624e-02, eta: 1 day, 19:46:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9569, loss_cls: 3.6963, loss: 3.6963 +2025-06-20 04:46:50,099 - pyskl - INFO - Epoch [61][2000/3940] lr: 1.624e-02, eta: 1 day, 19:45:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 3.7883, loss: 3.7883 +2025-06-20 04:47:34,408 - pyskl - INFO - Epoch [61][2100/3940] lr: 1.623e-02, eta: 1 day, 19:44:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9581, loss_cls: 3.7150, loss: 3.7150 +2025-06-20 04:48:18,787 - pyskl - INFO - Epoch [61][2200/3940] lr: 1.622e-02, eta: 1 day, 19:43:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9550, loss_cls: 3.7562, loss: 3.7562 +2025-06-20 04:49:03,088 - pyskl - INFO - Epoch [61][2300/3940] lr: 1.622e-02, eta: 1 day, 19:43:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9600, loss_cls: 3.7532, loss: 3.7532 +2025-06-20 04:49:47,430 - pyskl - INFO - Epoch [61][2400/3940] lr: 1.621e-02, eta: 1 day, 19:42:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9531, loss_cls: 3.7703, loss: 3.7703 +2025-06-20 04:50:31,765 - pyskl - INFO - Epoch [61][2500/3940] lr: 1.620e-02, eta: 1 day, 19:41:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9563, loss_cls: 3.7050, loss: 3.7050 +2025-06-20 04:51:16,321 - pyskl - INFO - Epoch [61][2600/3940] lr: 1.620e-02, eta: 1 day, 19:40:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9606, loss_cls: 3.7454, loss: 3.7454 +2025-06-20 04:52:00,774 - pyskl - INFO - Epoch [61][2700/3940] lr: 1.619e-02, eta: 1 day, 19:40:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.6018, loss: 3.6018 +2025-06-20 04:52:45,405 - pyskl - INFO - Epoch [61][2800/3940] lr: 1.619e-02, eta: 1 day, 19:39:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9456, loss_cls: 3.8531, loss: 3.8531 +2025-06-20 04:53:29,755 - pyskl - INFO - Epoch [61][2900/3940] lr: 1.618e-02, eta: 1 day, 19:38:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9500, loss_cls: 3.8258, loss: 3.8258 +2025-06-20 04:54:14,001 - pyskl - INFO - Epoch [61][3000/3940] lr: 1.617e-02, eta: 1 day, 19:37:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9519, loss_cls: 3.7709, loss: 3.7709 +2025-06-20 04:54:58,383 - pyskl - INFO - Epoch [61][3100/3940] lr: 1.617e-02, eta: 1 day, 19:37:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 3.8186, loss: 3.8186 +2025-06-20 04:55:42,548 - pyskl - INFO - Epoch [61][3200/3940] lr: 1.616e-02, eta: 1 day, 19:36:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 3.7385, loss: 3.7385 +2025-06-20 04:56:26,812 - pyskl - INFO - Epoch [61][3300/3940] lr: 1.615e-02, eta: 1 day, 19:35:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9525, loss_cls: 3.8161, loss: 3.8161 +2025-06-20 04:57:11,095 - pyskl - INFO - Epoch [61][3400/3940] lr: 1.615e-02, eta: 1 day, 19:34:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9431, loss_cls: 3.8406, loss: 3.8406 +2025-06-20 04:57:55,415 - pyskl - INFO - Epoch [61][3500/3940] lr: 1.614e-02, eta: 1 day, 19:34:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9563, loss_cls: 3.9310, loss: 3.9310 +2025-06-20 04:58:39,794 - pyskl - INFO - Epoch [61][3600/3940] lr: 1.613e-02, eta: 1 day, 19:33:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9569, loss_cls: 3.7918, loss: 3.7918 +2025-06-20 04:59:24,073 - pyskl - INFO - Epoch [61][3700/3940] lr: 1.613e-02, eta: 1 day, 19:32:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9581, loss_cls: 3.8183, loss: 3.8183 +2025-06-20 05:00:08,491 - pyskl - INFO - Epoch [61][3800/3940] lr: 1.612e-02, eta: 1 day, 19:31:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 3.8991, loss: 3.8991 +2025-06-20 05:00:52,965 - pyskl - INFO - Epoch [61][3900/3940] lr: 1.612e-02, eta: 1 day, 19:31:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9575, loss_cls: 3.8200, loss: 3.8200 +2025-06-20 05:01:11,028 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-06-20 05:04:35,859 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 05:04:36,325 - pyskl - INFO - +top1_acc 0.7088 +top5_acc 0.9297 +2025-06-20 05:04:36,344 - pyskl - INFO - Epoch(val) [61][3183] top1_acc: 0.7088, top5_acc: 0.9297 +2025-06-20 05:05:44,190 - pyskl - INFO - Epoch [62][100/3940] lr: 1.611e-02, eta: 1 day, 19:30:08, time: 0.678, data_time: 0.234, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9531, loss_cls: 3.8490, loss: 3.8490 +2025-06-20 05:06:28,748 - pyskl - INFO - Epoch [62][200/3940] lr: 1.610e-02, eta: 1 day, 19:29:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9556, loss_cls: 3.7230, loss: 3.7230 +2025-06-20 05:07:13,258 - pyskl - INFO - Epoch [62][300/3940] lr: 1.609e-02, eta: 1 day, 19:28:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9475, loss_cls: 3.8409, loss: 3.8409 +2025-06-20 05:07:57,786 - pyskl - INFO - Epoch [62][400/3940] lr: 1.609e-02, eta: 1 day, 19:27:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 3.8104, loss: 3.8104 +2025-06-20 05:08:42,307 - pyskl - INFO - Epoch [62][500/3940] lr: 1.608e-02, eta: 1 day, 19:27:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 3.6415, loss: 3.6415 +2025-06-20 05:09:26,685 - pyskl - INFO - Epoch [62][600/3940] lr: 1.607e-02, eta: 1 day, 19:26:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9537, loss_cls: 3.7521, loss: 3.7521 +2025-06-20 05:10:11,062 - pyskl - INFO - Epoch [62][700/3940] lr: 1.607e-02, eta: 1 day, 19:25:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 3.6315, loss: 3.6315 +2025-06-20 05:10:55,403 - pyskl - INFO - Epoch [62][800/3940] lr: 1.606e-02, eta: 1 day, 19:24:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 3.6030, loss: 3.6030 +2025-06-20 05:11:39,969 - pyskl - INFO - Epoch [62][900/3940] lr: 1.606e-02, eta: 1 day, 19:24:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 3.7326, loss: 3.7326 +2025-06-20 05:12:24,328 - pyskl - INFO - Epoch [62][1000/3940] lr: 1.605e-02, eta: 1 day, 19:23:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9594, loss_cls: 3.7142, loss: 3.7142 +2025-06-20 05:13:08,780 - pyskl - INFO - Epoch [62][1100/3940] lr: 1.604e-02, eta: 1 day, 19:22:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9469, loss_cls: 3.7561, loss: 3.7561 +2025-06-20 05:13:53,264 - pyskl - INFO - Epoch [62][1200/3940] lr: 1.604e-02, eta: 1 day, 19:21:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 3.7207, loss: 3.7207 +2025-06-20 05:14:37,789 - pyskl - INFO - Epoch [62][1300/3940] lr: 1.603e-02, eta: 1 day, 19:21:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9613, loss_cls: 3.6838, loss: 3.6838 +2025-06-20 05:15:22,258 - pyskl - INFO - Epoch [62][1400/3940] lr: 1.602e-02, eta: 1 day, 19:20:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 3.6654, loss: 3.6654 +2025-06-20 05:16:06,537 - pyskl - INFO - Epoch [62][1500/3940] lr: 1.602e-02, eta: 1 day, 19:19:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.6658, loss: 3.6658 +2025-06-20 05:16:50,834 - pyskl - INFO - Epoch [62][1600/3940] lr: 1.601e-02, eta: 1 day, 19:18:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 3.7048, loss: 3.7048 +2025-06-20 05:17:35,018 - pyskl - INFO - Epoch [62][1700/3940] lr: 1.600e-02, eta: 1 day, 19:18:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9700, loss_cls: 3.6889, loss: 3.6889 +2025-06-20 05:18:19,260 - pyskl - INFO - Epoch [62][1800/3940] lr: 1.600e-02, eta: 1 day, 19:17:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 3.6832, loss: 3.6832 +2025-06-20 05:19:03,570 - pyskl - INFO - Epoch [62][1900/3940] lr: 1.599e-02, eta: 1 day, 19:16:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9531, loss_cls: 3.7369, loss: 3.7369 +2025-06-20 05:19:47,875 - pyskl - INFO - Epoch [62][2000/3940] lr: 1.599e-02, eta: 1 day, 19:15:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9513, loss_cls: 3.8499, loss: 3.8499 +2025-06-20 05:20:32,765 - pyskl - INFO - Epoch [62][2100/3940] lr: 1.598e-02, eta: 1 day, 19:15:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 3.7809, loss: 3.7809 +2025-06-20 05:21:17,917 - pyskl - INFO - Epoch [62][2200/3940] lr: 1.597e-02, eta: 1 day, 19:14:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9537, loss_cls: 3.8574, loss: 3.8574 +2025-06-20 05:22:03,040 - pyskl - INFO - Epoch [62][2300/3940] lr: 1.597e-02, eta: 1 day, 19:13:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9544, loss_cls: 3.7189, loss: 3.7189 +2025-06-20 05:22:47,580 - pyskl - INFO - Epoch [62][2400/3940] lr: 1.596e-02, eta: 1 day, 19:12:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9494, loss_cls: 3.7960, loss: 3.7960 +2025-06-20 05:23:32,243 - pyskl - INFO - Epoch [62][2500/3940] lr: 1.595e-02, eta: 1 day, 19:12:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9381, loss_cls: 3.8690, loss: 3.8690 +2025-06-20 05:24:16,601 - pyskl - INFO - Epoch [62][2600/3940] lr: 1.595e-02, eta: 1 day, 19:11:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9456, loss_cls: 3.9032, loss: 3.9032 +2025-06-20 05:25:00,861 - pyskl - INFO - Epoch [62][2700/3940] lr: 1.594e-02, eta: 1 day, 19:10:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 3.6692, loss: 3.6692 +2025-06-20 05:25:45,138 - pyskl - INFO - Epoch [62][2800/3940] lr: 1.593e-02, eta: 1 day, 19:09:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9531, loss_cls: 3.7419, loss: 3.7419 +2025-06-20 05:26:29,528 - pyskl - INFO - Epoch [62][2900/3940] lr: 1.593e-02, eta: 1 day, 19:09:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 3.7228, loss: 3.7228 +2025-06-20 05:27:13,798 - pyskl - INFO - Epoch [62][3000/3940] lr: 1.592e-02, eta: 1 day, 19:08:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9569, loss_cls: 3.7527, loss: 3.7527 +2025-06-20 05:27:58,049 - pyskl - INFO - Epoch [62][3100/3940] lr: 1.592e-02, eta: 1 day, 19:07:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9613, loss_cls: 3.6521, loss: 3.6521 +2025-06-20 05:28:42,239 - pyskl - INFO - Epoch [62][3200/3940] lr: 1.591e-02, eta: 1 day, 19:06:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 3.8626, loss: 3.8626 +2025-06-20 05:29:26,475 - pyskl - INFO - Epoch [62][3300/3940] lr: 1.590e-02, eta: 1 day, 19:06:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9513, loss_cls: 3.8661, loss: 3.8661 +2025-06-20 05:30:10,605 - pyskl - INFO - Epoch [62][3400/3940] lr: 1.590e-02, eta: 1 day, 19:05:23, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 3.7238, loss: 3.7238 +2025-06-20 05:30:54,673 - pyskl - INFO - Epoch [62][3500/3940] lr: 1.589e-02, eta: 1 day, 19:04:38, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 3.8464, loss: 3.8464 +2025-06-20 05:31:39,110 - pyskl - INFO - Epoch [62][3600/3940] lr: 1.588e-02, eta: 1 day, 19:03:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9475, loss_cls: 3.8338, loss: 3.8338 +2025-06-20 05:32:23,347 - pyskl - INFO - Epoch [62][3700/3940] lr: 1.588e-02, eta: 1 day, 19:03:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9537, loss_cls: 3.8597, loss: 3.8597 +2025-06-20 05:33:07,469 - pyskl - INFO - Epoch [62][3800/3940] lr: 1.587e-02, eta: 1 day, 19:02:22, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 3.7771, loss: 3.7771 +2025-06-20 05:33:51,652 - pyskl - INFO - Epoch [62][3900/3940] lr: 1.586e-02, eta: 1 day, 19:01:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 3.7892, loss: 3.7892 +2025-06-20 05:34:09,641 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-06-20 05:37:34,580 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 05:37:35,041 - pyskl - INFO - +top1_acc 0.7209 +top5_acc 0.9364 +2025-06-20 05:37:35,058 - pyskl - INFO - Epoch(val) [62][3183] top1_acc: 0.7209, top5_acc: 0.9364 +2025-06-20 05:38:42,911 - pyskl - INFO - Epoch [63][100/3940] lr: 1.586e-02, eta: 1 day, 19:00:41, time: 0.678, data_time: 0.234, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9531, loss_cls: 3.8176, loss: 3.8176 +2025-06-20 05:39:27,349 - pyskl - INFO - Epoch [63][200/3940] lr: 1.585e-02, eta: 1 day, 18:59:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.5262, loss: 3.5262 +2025-06-20 05:40:11,714 - pyskl - INFO - Epoch [63][300/3940] lr: 1.584e-02, eta: 1 day, 18:59:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9631, loss_cls: 3.5615, loss: 3.5615 +2025-06-20 05:40:56,157 - pyskl - INFO - Epoch [63][400/3940] lr: 1.584e-02, eta: 1 day, 18:58:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9619, loss_cls: 3.6789, loss: 3.6789 +2025-06-20 05:41:40,539 - pyskl - INFO - Epoch [63][500/3940] lr: 1.583e-02, eta: 1 day, 18:57:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9669, loss_cls: 3.5712, loss: 3.5712 +2025-06-20 05:42:24,988 - pyskl - INFO - Epoch [63][600/3940] lr: 1.582e-02, eta: 1 day, 18:56:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9519, loss_cls: 3.7558, loss: 3.7558 +2025-06-20 05:43:09,340 - pyskl - INFO - Epoch [63][700/3940] lr: 1.582e-02, eta: 1 day, 18:56:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 3.6941, loss: 3.6941 +2025-06-20 05:43:53,561 - pyskl - INFO - Epoch [63][800/3940] lr: 1.581e-02, eta: 1 day, 18:55:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9637, loss_cls: 3.6327, loss: 3.6327 +2025-06-20 05:44:37,779 - pyskl - INFO - Epoch [63][900/3940] lr: 1.580e-02, eta: 1 day, 18:54:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 3.7202, loss: 3.7202 +2025-06-20 05:45:22,071 - pyskl - INFO - Epoch [63][1000/3940] lr: 1.580e-02, eta: 1 day, 18:53:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.6513, loss: 3.6513 +2025-06-20 05:46:06,460 - pyskl - INFO - Epoch [63][1100/3940] lr: 1.579e-02, eta: 1 day, 18:53:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 3.7780, loss: 3.7780 +2025-06-20 05:46:50,758 - pyskl - INFO - Epoch [63][1200/3940] lr: 1.578e-02, eta: 1 day, 18:52:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9544, loss_cls: 3.6298, loss: 3.6298 +2025-06-20 05:47:34,942 - pyskl - INFO - Epoch [63][1300/3940] lr: 1.578e-02, eta: 1 day, 18:51:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 3.7126, loss: 3.7126 +2025-06-20 05:48:19,104 - pyskl - INFO - Epoch [63][1400/3940] lr: 1.577e-02, eta: 1 day, 18:50:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9494, loss_cls: 3.8473, loss: 3.8473 +2025-06-20 05:49:03,447 - pyskl - INFO - Epoch [63][1500/3940] lr: 1.577e-02, eta: 1 day, 18:50:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.7400, loss: 3.7400 +2025-06-20 05:49:47,774 - pyskl - INFO - Epoch [63][1600/3940] lr: 1.576e-02, eta: 1 day, 18:49:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9437, loss_cls: 3.8483, loss: 3.8483 +2025-06-20 05:50:31,955 - pyskl - INFO - Epoch [63][1700/3940] lr: 1.575e-02, eta: 1 day, 18:48:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9563, loss_cls: 3.7595, loss: 3.7595 +2025-06-20 05:51:16,237 - pyskl - INFO - Epoch [63][1800/3940] lr: 1.575e-02, eta: 1 day, 18:47:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9569, loss_cls: 3.6676, loss: 3.6676 +2025-06-20 05:52:00,645 - pyskl - INFO - Epoch [63][1900/3940] lr: 1.574e-02, eta: 1 day, 18:47:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9556, loss_cls: 3.7199, loss: 3.7199 +2025-06-20 05:52:45,097 - pyskl - INFO - Epoch [63][2000/3940] lr: 1.573e-02, eta: 1 day, 18:46:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9587, loss_cls: 3.7692, loss: 3.7692 +2025-06-20 05:53:29,481 - pyskl - INFO - Epoch [63][2100/3940] lr: 1.573e-02, eta: 1 day, 18:45:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9444, loss_cls: 3.7973, loss: 3.7973 +2025-06-20 05:54:13,888 - pyskl - INFO - Epoch [63][2200/3940] lr: 1.572e-02, eta: 1 day, 18:44:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9531, loss_cls: 3.8520, loss: 3.8520 +2025-06-20 05:54:58,584 - pyskl - INFO - Epoch [63][2300/3940] lr: 1.571e-02, eta: 1 day, 18:44:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9537, loss_cls: 3.7309, loss: 3.7309 +2025-06-20 05:55:43,289 - pyskl - INFO - Epoch [63][2400/3940] lr: 1.571e-02, eta: 1 day, 18:43:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9519, loss_cls: 3.7375, loss: 3.7375 +2025-06-20 05:56:27,817 - pyskl - INFO - Epoch [63][2500/3940] lr: 1.570e-02, eta: 1 day, 18:42:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 3.7978, loss: 3.7978 +2025-06-20 05:57:12,157 - pyskl - INFO - Epoch [63][2600/3940] lr: 1.569e-02, eta: 1 day, 18:41:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9556, loss_cls: 3.7544, loss: 3.7544 +2025-06-20 05:57:56,519 - pyskl - INFO - Epoch [63][2700/3940] lr: 1.569e-02, eta: 1 day, 18:41:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9513, loss_cls: 3.7081, loss: 3.7081 +2025-06-20 05:58:40,919 - pyskl - INFO - Epoch [63][2800/3940] lr: 1.568e-02, eta: 1 day, 18:40:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9537, loss_cls: 3.8116, loss: 3.8116 +2025-06-20 05:59:25,244 - pyskl - INFO - Epoch [63][2900/3940] lr: 1.568e-02, eta: 1 day, 18:39:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 3.7562, loss: 3.7562 +2025-06-20 06:00:09,593 - pyskl - INFO - Epoch [63][3000/3940] lr: 1.567e-02, eta: 1 day, 18:38:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 3.7266, loss: 3.7266 +2025-06-20 06:00:54,036 - pyskl - INFO - Epoch [63][3100/3940] lr: 1.566e-02, eta: 1 day, 18:38:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 3.6645, loss: 3.6645 +2025-06-20 06:01:38,387 - pyskl - INFO - Epoch [63][3200/3940] lr: 1.566e-02, eta: 1 day, 18:37:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9531, loss_cls: 3.8913, loss: 3.8913 +2025-06-20 06:02:22,751 - pyskl - INFO - Epoch [63][3300/3940] lr: 1.565e-02, eta: 1 day, 18:36:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9581, loss_cls: 3.7066, loss: 3.7066 +2025-06-20 06:03:07,123 - pyskl - INFO - Epoch [63][3400/3940] lr: 1.564e-02, eta: 1 day, 18:35:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9613, loss_cls: 3.7189, loss: 3.7189 +2025-06-20 06:03:52,069 - pyskl - INFO - Epoch [63][3500/3940] lr: 1.564e-02, eta: 1 day, 18:35:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 3.6566, loss: 3.6566 +2025-06-20 06:04:36,647 - pyskl - INFO - Epoch [63][3600/3940] lr: 1.563e-02, eta: 1 day, 18:34:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9513, loss_cls: 3.7516, loss: 3.7516 +2025-06-20 06:05:21,044 - pyskl - INFO - Epoch [63][3700/3940] lr: 1.562e-02, eta: 1 day, 18:33:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9494, loss_cls: 3.8493, loss: 3.8493 +2025-06-20 06:06:05,534 - pyskl - INFO - Epoch [63][3800/3940] lr: 1.562e-02, eta: 1 day, 18:32:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 3.6994, loss: 3.6994 +2025-06-20 06:06:49,873 - pyskl - INFO - Epoch [63][3900/3940] lr: 1.561e-02, eta: 1 day, 18:32:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9594, loss_cls: 3.6384, loss: 3.6384 +2025-06-20 06:07:07,955 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-06-20 06:10:33,192 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 06:10:33,651 - pyskl - INFO - +top1_acc 0.7260 +top5_acc 0.9408 +2025-06-20 06:10:33,667 - pyskl - INFO - Epoch(val) [63][3183] top1_acc: 0.7260, top5_acc: 0.9408 +2025-06-20 06:11:42,149 - pyskl - INFO - Epoch [64][100/3940] lr: 1.560e-02, eta: 1 day, 18:31:15, time: 0.685, data_time: 0.235, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9581, loss_cls: 3.6731, loss: 3.6731 +2025-06-20 06:12:27,267 - pyskl - INFO - Epoch [64][200/3940] lr: 1.560e-02, eta: 1 day, 18:30:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.5611, loss: 3.5611 +2025-06-20 06:13:12,116 - pyskl - INFO - Epoch [64][300/3940] lr: 1.559e-02, eta: 1 day, 18:29:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 3.6646, loss: 3.6646 +2025-06-20 06:13:56,610 - pyskl - INFO - Epoch [64][400/3940] lr: 1.558e-02, eta: 1 day, 18:29:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9594, loss_cls: 3.7692, loss: 3.7692 +2025-06-20 06:14:41,115 - pyskl - INFO - Epoch [64][500/3940] lr: 1.558e-02, eta: 1 day, 18:28:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 3.5776, loss: 3.5776 +2025-06-20 06:15:25,687 - pyskl - INFO - Epoch [64][600/3940] lr: 1.557e-02, eta: 1 day, 18:27:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9625, loss_cls: 3.5638, loss: 3.5638 +2025-06-20 06:16:10,165 - pyskl - INFO - Epoch [64][700/3940] lr: 1.556e-02, eta: 1 day, 18:26:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9625, loss_cls: 3.7196, loss: 3.7196 +2025-06-20 06:16:54,575 - pyskl - INFO - Epoch [64][800/3940] lr: 1.556e-02, eta: 1 day, 18:26:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 3.6239, loss: 3.6239 +2025-06-20 06:17:39,032 - pyskl - INFO - Epoch [64][900/3940] lr: 1.555e-02, eta: 1 day, 18:25:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9531, loss_cls: 3.7125, loss: 3.7125 +2025-06-20 06:18:23,681 - pyskl - INFO - Epoch [64][1000/3940] lr: 1.554e-02, eta: 1 day, 18:24:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 3.7577, loss: 3.7577 +2025-06-20 06:19:08,221 - pyskl - INFO - Epoch [64][1100/3940] lr: 1.554e-02, eta: 1 day, 18:23:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9481, loss_cls: 3.8463, loss: 3.8463 +2025-06-20 06:19:52,623 - pyskl - INFO - Epoch [64][1200/3940] lr: 1.553e-02, eta: 1 day, 18:23:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9450, loss_cls: 3.8746, loss: 3.8746 +2025-06-20 06:20:36,956 - pyskl - INFO - Epoch [64][1300/3940] lr: 1.552e-02, eta: 1 day, 18:22:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9475, loss_cls: 3.9639, loss: 3.9639 +2025-06-20 06:21:21,379 - pyskl - INFO - Epoch [64][1400/3940] lr: 1.552e-02, eta: 1 day, 18:21:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9619, loss_cls: 3.6964, loss: 3.6964 +2025-06-20 06:22:05,730 - pyskl - INFO - Epoch [64][1500/3940] lr: 1.551e-02, eta: 1 day, 18:20:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9537, loss_cls: 3.7141, loss: 3.7141 +2025-06-20 06:22:50,220 - pyskl - INFO - Epoch [64][1600/3940] lr: 1.551e-02, eta: 1 day, 18:20:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9556, loss_cls: 3.6760, loss: 3.6760 +2025-06-20 06:23:34,789 - pyskl - INFO - Epoch [64][1700/3940] lr: 1.550e-02, eta: 1 day, 18:19:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 3.6458, loss: 3.6458 +2025-06-20 06:24:19,533 - pyskl - INFO - Epoch [64][1800/3940] lr: 1.549e-02, eta: 1 day, 18:18:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9525, loss_cls: 3.6937, loss: 3.6937 +2025-06-20 06:25:04,000 - pyskl - INFO - Epoch [64][1900/3940] lr: 1.549e-02, eta: 1 day, 18:17:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9544, loss_cls: 3.7504, loss: 3.7504 +2025-06-20 06:25:48,554 - pyskl - INFO - Epoch [64][2000/3940] lr: 1.548e-02, eta: 1 day, 18:17:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9525, loss_cls: 3.7563, loss: 3.7563 +2025-06-20 06:26:33,121 - pyskl - INFO - Epoch [64][2100/3940] lr: 1.547e-02, eta: 1 day, 18:16:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 3.6900, loss: 3.6900 +2025-06-20 06:27:17,764 - pyskl - INFO - Epoch [64][2200/3940] lr: 1.547e-02, eta: 1 day, 18:15:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9475, loss_cls: 3.7834, loss: 3.7834 +2025-06-20 06:28:02,270 - pyskl - INFO - Epoch [64][2300/3940] lr: 1.546e-02, eta: 1 day, 18:14:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 3.7745, loss: 3.7745 +2025-06-20 06:28:46,906 - pyskl - INFO - Epoch [64][2400/3940] lr: 1.545e-02, eta: 1 day, 18:14:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.7029, loss: 3.7029 +2025-06-20 06:29:31,276 - pyskl - INFO - Epoch [64][2500/3940] lr: 1.545e-02, eta: 1 day, 18:13:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9569, loss_cls: 3.6956, loss: 3.6956 +2025-06-20 06:30:15,629 - pyskl - INFO - Epoch [64][2600/3940] lr: 1.544e-02, eta: 1 day, 18:12:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9525, loss_cls: 3.8195, loss: 3.8195 +2025-06-20 06:30:59,955 - pyskl - INFO - Epoch [64][2700/3940] lr: 1.543e-02, eta: 1 day, 18:11:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9475, loss_cls: 3.8778, loss: 3.8778 +2025-06-20 06:31:44,264 - pyskl - INFO - Epoch [64][2800/3940] lr: 1.543e-02, eta: 1 day, 18:11:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9563, loss_cls: 3.7327, loss: 3.7327 +2025-06-20 06:32:28,594 - pyskl - INFO - Epoch [64][2900/3940] lr: 1.542e-02, eta: 1 day, 18:10:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 3.6730, loss: 3.6730 +2025-06-20 06:33:12,980 - pyskl - INFO - Epoch [64][3000/3940] lr: 1.542e-02, eta: 1 day, 18:09:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9444, loss_cls: 3.8330, loss: 3.8330 +2025-06-20 06:33:57,362 - pyskl - INFO - Epoch [64][3100/3940] lr: 1.541e-02, eta: 1 day, 18:08:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9594, loss_cls: 3.7297, loss: 3.7297 +2025-06-20 06:34:41,730 - pyskl - INFO - Epoch [64][3200/3940] lr: 1.540e-02, eta: 1 day, 18:08:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9537, loss_cls: 3.7204, loss: 3.7204 +2025-06-20 06:35:26,073 - pyskl - INFO - Epoch [64][3300/3940] lr: 1.540e-02, eta: 1 day, 18:07:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9525, loss_cls: 3.7141, loss: 3.7141 +2025-06-20 06:36:10,454 - pyskl - INFO - Epoch [64][3400/3940] lr: 1.539e-02, eta: 1 day, 18:06:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9456, loss_cls: 3.7968, loss: 3.7968 +2025-06-20 06:36:54,820 - pyskl - INFO - Epoch [64][3500/3940] lr: 1.538e-02, eta: 1 day, 18:05:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 3.7921, loss: 3.7921 +2025-06-20 06:37:39,226 - pyskl - INFO - Epoch [64][3600/3940] lr: 1.538e-02, eta: 1 day, 18:05:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9600, loss_cls: 3.7441, loss: 3.7441 +2025-06-20 06:38:23,563 - pyskl - INFO - Epoch [64][3700/3940] lr: 1.537e-02, eta: 1 day, 18:04:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 3.6640, loss: 3.6640 +2025-06-20 06:39:07,854 - pyskl - INFO - Epoch [64][3800/3940] lr: 1.536e-02, eta: 1 day, 18:03:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9537, loss_cls: 3.6276, loss: 3.6276 +2025-06-20 06:39:52,183 - pyskl - INFO - Epoch [64][3900/3940] lr: 1.536e-02, eta: 1 day, 18:02:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9613, loss_cls: 3.7101, loss: 3.7101 +2025-06-20 06:40:10,201 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-06-20 06:43:34,990 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 06:43:35,449 - pyskl - INFO - +top1_acc 0.6865 +top5_acc 0.9276 +2025-06-20 06:43:35,466 - pyskl - INFO - Epoch(val) [64][3183] top1_acc: 0.6865, top5_acc: 0.9276 +2025-06-20 06:44:43,246 - pyskl - INFO - Epoch [65][100/3940] lr: 1.535e-02, eta: 1 day, 18:01:52, time: 0.678, data_time: 0.234, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 3.6853, loss: 3.6853 +2025-06-20 06:45:27,555 - pyskl - INFO - Epoch [65][200/3940] lr: 1.534e-02, eta: 1 day, 18:01:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9506, loss_cls: 3.7523, loss: 3.7523 +2025-06-20 06:46:11,897 - pyskl - INFO - Epoch [65][300/3940] lr: 1.534e-02, eta: 1 day, 18:00:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 3.5874, loss: 3.5874 +2025-06-20 06:46:56,226 - pyskl - INFO - Epoch [65][400/3940] lr: 1.533e-02, eta: 1 day, 17:59:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.5868, loss: 3.5868 +2025-06-20 06:47:40,489 - pyskl - INFO - Epoch [65][500/3940] lr: 1.532e-02, eta: 1 day, 17:58:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9563, loss_cls: 3.6187, loss: 3.6187 +2025-06-20 06:48:24,782 - pyskl - INFO - Epoch [65][600/3940] lr: 1.532e-02, eta: 1 day, 17:58:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9569, loss_cls: 3.6452, loss: 3.6452 +2025-06-20 06:49:09,136 - pyskl - INFO - Epoch [65][700/3940] lr: 1.531e-02, eta: 1 day, 17:57:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9537, loss_cls: 3.6425, loss: 3.6425 +2025-06-20 06:49:53,393 - pyskl - INFO - Epoch [65][800/3940] lr: 1.530e-02, eta: 1 day, 17:56:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 3.5976, loss: 3.5976 +2025-06-20 06:50:37,604 - pyskl - INFO - Epoch [65][900/3940] lr: 1.530e-02, eta: 1 day, 17:55:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9513, loss_cls: 3.7528, loss: 3.7528 +2025-06-20 06:51:21,859 - pyskl - INFO - Epoch [65][1000/3940] lr: 1.529e-02, eta: 1 day, 17:55:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9600, loss_cls: 3.6484, loss: 3.6484 +2025-06-20 06:52:06,092 - pyskl - INFO - Epoch [65][1100/3940] lr: 1.528e-02, eta: 1 day, 17:54:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9519, loss_cls: 3.7600, loss: 3.7600 +2025-06-20 06:52:50,554 - pyskl - INFO - Epoch [65][1200/3940] lr: 1.528e-02, eta: 1 day, 17:53:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9544, loss_cls: 3.7157, loss: 3.7157 +2025-06-20 06:53:34,838 - pyskl - INFO - Epoch [65][1300/3940] lr: 1.527e-02, eta: 1 day, 17:52:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9619, loss_cls: 3.6660, loss: 3.6660 +2025-06-20 06:54:19,193 - pyskl - INFO - Epoch [65][1400/3940] lr: 1.526e-02, eta: 1 day, 17:52:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 3.6922, loss: 3.6922 +2025-06-20 06:55:03,480 - pyskl - INFO - Epoch [65][1500/3940] lr: 1.526e-02, eta: 1 day, 17:51:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9537, loss_cls: 3.8216, loss: 3.8216 +2025-06-20 06:55:47,814 - pyskl - INFO - Epoch [65][1600/3940] lr: 1.525e-02, eta: 1 day, 17:50:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9531, loss_cls: 3.6989, loss: 3.6989 +2025-06-20 06:56:32,145 - pyskl - INFO - Epoch [65][1700/3940] lr: 1.524e-02, eta: 1 day, 17:49:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9506, loss_cls: 3.6973, loss: 3.6973 +2025-06-20 06:57:16,510 - pyskl - INFO - Epoch [65][1800/3940] lr: 1.524e-02, eta: 1 day, 17:49:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9575, loss_cls: 3.6220, loss: 3.6220 +2025-06-20 06:58:00,831 - pyskl - INFO - Epoch [65][1900/3940] lr: 1.523e-02, eta: 1 day, 17:48:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 3.5907, loss: 3.5907 +2025-06-20 06:58:45,171 - pyskl - INFO - Epoch [65][2000/3940] lr: 1.522e-02, eta: 1 day, 17:47:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 3.5748, loss: 3.5748 +2025-06-20 06:59:29,438 - pyskl - INFO - Epoch [65][2100/3940] lr: 1.522e-02, eta: 1 day, 17:46:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 3.5591, loss: 3.5591 +2025-06-20 07:00:13,691 - pyskl - INFO - Epoch [65][2200/3940] lr: 1.521e-02, eta: 1 day, 17:46:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9463, loss_cls: 3.7921, loss: 3.7921 +2025-06-20 07:00:58,013 - pyskl - INFO - Epoch [65][2300/3940] lr: 1.521e-02, eta: 1 day, 17:45:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 3.6809, loss: 3.6809 +2025-06-20 07:01:42,226 - pyskl - INFO - Epoch [65][2400/3940] lr: 1.520e-02, eta: 1 day, 17:44:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9563, loss_cls: 3.6550, loss: 3.6550 +2025-06-20 07:02:26,516 - pyskl - INFO - Epoch [65][2500/3940] lr: 1.519e-02, eta: 1 day, 17:43:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.7029, loss: 3.7029 +2025-06-20 07:03:10,836 - pyskl - INFO - Epoch [65][2600/3940] lr: 1.519e-02, eta: 1 day, 17:43:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9600, loss_cls: 3.7039, loss: 3.7039 +2025-06-20 07:03:55,226 - pyskl - INFO - Epoch [65][2700/3940] lr: 1.518e-02, eta: 1 day, 17:42:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9450, loss_cls: 3.7947, loss: 3.7947 +2025-06-20 07:04:39,526 - pyskl - INFO - Epoch [65][2800/3940] lr: 1.517e-02, eta: 1 day, 17:41:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9569, loss_cls: 3.6777, loss: 3.6777 +2025-06-20 07:05:23,813 - pyskl - INFO - Epoch [65][2900/3940] lr: 1.517e-02, eta: 1 day, 17:40:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 3.6449, loss: 3.6449 +2025-06-20 07:06:08,088 - pyskl - INFO - Epoch [65][3000/3940] lr: 1.516e-02, eta: 1 day, 17:40:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9637, loss_cls: 3.5836, loss: 3.5836 +2025-06-20 07:06:52,373 - pyskl - INFO - Epoch [65][3100/3940] lr: 1.515e-02, eta: 1 day, 17:39:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9500, loss_cls: 3.7123, loss: 3.7123 +2025-06-20 07:07:36,665 - pyskl - INFO - Epoch [65][3200/3940] lr: 1.515e-02, eta: 1 day, 17:38:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9519, loss_cls: 3.6593, loss: 3.6593 +2025-06-20 07:08:21,104 - pyskl - INFO - Epoch [65][3300/3940] lr: 1.514e-02, eta: 1 day, 17:37:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9569, loss_cls: 3.6661, loss: 3.6661 +2025-06-20 07:09:05,386 - pyskl - INFO - Epoch [65][3400/3940] lr: 1.513e-02, eta: 1 day, 17:37:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9563, loss_cls: 3.6384, loss: 3.6384 +2025-06-20 07:09:49,728 - pyskl - INFO - Epoch [65][3500/3940] lr: 1.513e-02, eta: 1 day, 17:36:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9506, loss_cls: 3.9195, loss: 3.9195 +2025-06-20 07:10:34,058 - pyskl - INFO - Epoch [65][3600/3940] lr: 1.512e-02, eta: 1 day, 17:35:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9506, loss_cls: 3.6785, loss: 3.6785 +2025-06-20 07:11:18,314 - pyskl - INFO - Epoch [65][3700/3940] lr: 1.511e-02, eta: 1 day, 17:34:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9606, loss_cls: 3.7270, loss: 3.7270 +2025-06-20 07:12:02,626 - pyskl - INFO - Epoch [65][3800/3940] lr: 1.511e-02, eta: 1 day, 17:34:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9544, loss_cls: 3.7227, loss: 3.7227 +2025-06-20 07:12:46,792 - pyskl - INFO - Epoch [65][3900/3940] lr: 1.510e-02, eta: 1 day, 17:33:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9563, loss_cls: 3.6948, loss: 3.6948 +2025-06-20 07:13:04,733 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-06-20 07:31:02,332 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 07:31:02,795 - pyskl - INFO - +top1_acc 0.6980 +top5_acc 0.9165 +2025-06-20 07:31:02,814 - pyskl - INFO - Epoch(val) [65][3183] top1_acc: 0.6980, top5_acc: 0.9165 +2025-06-20 07:32:10,374 - pyskl - INFO - Epoch [66][100/3940] lr: 1.509e-02, eta: 1 day, 17:32:20, time: 0.676, data_time: 0.233, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9550, loss_cls: 3.7577, loss: 3.7577 +2025-06-20 07:32:54,738 - pyskl - INFO - Epoch [66][200/3940] lr: 1.509e-02, eta: 1 day, 17:31:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9575, loss_cls: 3.6849, loss: 3.6849 +2025-06-20 07:33:39,045 - pyskl - INFO - Epoch [66][300/3940] lr: 1.508e-02, eta: 1 day, 17:30:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 3.7006, loss: 3.7006 +2025-06-20 07:34:23,369 - pyskl - INFO - Epoch [66][400/3940] lr: 1.507e-02, eta: 1 day, 17:30:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9587, loss_cls: 3.6405, loss: 3.6405 +2025-06-20 07:35:07,695 - pyskl - INFO - Epoch [66][500/3940] lr: 1.507e-02, eta: 1 day, 17:29:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 3.6403, loss: 3.6403 +2025-06-20 07:35:52,150 - pyskl - INFO - Epoch [66][600/3940] lr: 1.506e-02, eta: 1 day, 17:28:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9619, loss_cls: 3.6865, loss: 3.6865 +2025-06-20 07:36:36,544 - pyskl - INFO - Epoch [66][700/3940] lr: 1.505e-02, eta: 1 day, 17:27:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 3.6909, loss: 3.6909 +2025-06-20 07:37:20,843 - pyskl - INFO - Epoch [66][800/3940] lr: 1.505e-02, eta: 1 day, 17:27:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 3.7230, loss: 3.7230 +2025-06-20 07:38:05,145 - pyskl - INFO - Epoch [66][900/3940] lr: 1.504e-02, eta: 1 day, 17:26:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.6926, loss: 3.6926 +2025-06-20 07:38:49,623 - pyskl - INFO - Epoch [66][1000/3940] lr: 1.503e-02, eta: 1 day, 17:25:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9606, loss_cls: 3.7064, loss: 3.7064 +2025-06-20 07:39:33,947 - pyskl - INFO - Epoch [66][1100/3940] lr: 1.503e-02, eta: 1 day, 17:24:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9437, loss_cls: 3.7818, loss: 3.7818 +2025-06-20 07:40:18,264 - pyskl - INFO - Epoch [66][1200/3940] lr: 1.502e-02, eta: 1 day, 17:24:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 3.6067, loss: 3.6067 +2025-06-20 07:41:02,547 - pyskl - INFO - Epoch [66][1300/3940] lr: 1.501e-02, eta: 1 day, 17:23:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9575, loss_cls: 3.7653, loss: 3.7653 +2025-06-20 07:41:46,876 - pyskl - INFO - Epoch [66][1400/3940] lr: 1.501e-02, eta: 1 day, 17:22:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9587, loss_cls: 3.6128, loss: 3.6128 +2025-06-20 07:42:31,219 - pyskl - INFO - Epoch [66][1500/3940] lr: 1.500e-02, eta: 1 day, 17:21:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 3.5379, loss: 3.5379 +2025-06-20 07:43:15,518 - pyskl - INFO - Epoch [66][1600/3940] lr: 1.499e-02, eta: 1 day, 17:21:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9575, loss_cls: 3.6693, loss: 3.6693 +2025-06-20 07:43:59,860 - pyskl - INFO - Epoch [66][1700/3940] lr: 1.499e-02, eta: 1 day, 17:20:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9500, loss_cls: 3.7141, loss: 3.7141 +2025-06-20 07:44:44,114 - pyskl - INFO - Epoch [66][1800/3940] lr: 1.498e-02, eta: 1 day, 17:19:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9537, loss_cls: 3.6749, loss: 3.6749 +2025-06-20 07:45:28,480 - pyskl - INFO - Epoch [66][1900/3940] lr: 1.498e-02, eta: 1 day, 17:18:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 3.6879, loss: 3.6879 +2025-06-20 07:46:12,842 - pyskl - INFO - Epoch [66][2000/3940] lr: 1.497e-02, eta: 1 day, 17:18:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9550, loss_cls: 3.6833, loss: 3.6833 +2025-06-20 07:46:57,331 - pyskl - INFO - Epoch [66][2100/3940] lr: 1.496e-02, eta: 1 day, 17:17:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9494, loss_cls: 3.8226, loss: 3.8226 +2025-06-20 07:47:41,783 - pyskl - INFO - Epoch [66][2200/3940] lr: 1.496e-02, eta: 1 day, 17:16:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9556, loss_cls: 3.6345, loss: 3.6345 +2025-06-20 07:48:26,164 - pyskl - INFO - Epoch [66][2300/3940] lr: 1.495e-02, eta: 1 day, 17:15:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9481, loss_cls: 3.6714, loss: 3.6714 +2025-06-20 07:49:10,654 - pyskl - INFO - Epoch [66][2400/3940] lr: 1.494e-02, eta: 1 day, 17:15:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9537, loss_cls: 3.7260, loss: 3.7260 +2025-06-20 07:49:54,950 - pyskl - INFO - Epoch [66][2500/3940] lr: 1.494e-02, eta: 1 day, 17:14:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 3.6870, loss: 3.6870 +2025-06-20 07:50:39,147 - pyskl - INFO - Epoch [66][2600/3940] lr: 1.493e-02, eta: 1 day, 17:13:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9600, loss_cls: 3.6749, loss: 3.6749 +2025-06-20 07:51:23,337 - pyskl - INFO - Epoch [66][2700/3940] lr: 1.492e-02, eta: 1 day, 17:12:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 3.6501, loss: 3.6501 +2025-06-20 07:52:07,531 - pyskl - INFO - Epoch [66][2800/3940] lr: 1.492e-02, eta: 1 day, 17:12:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9550, loss_cls: 3.6690, loss: 3.6690 +2025-06-20 07:52:51,735 - pyskl - INFO - Epoch [66][2900/3940] lr: 1.491e-02, eta: 1 day, 17:11:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9613, loss_cls: 3.5967, loss: 3.5967 +2025-06-20 07:53:36,053 - pyskl - INFO - Epoch [66][3000/3940] lr: 1.490e-02, eta: 1 day, 17:10:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9581, loss_cls: 3.5693, loss: 3.5693 +2025-06-20 07:54:20,322 - pyskl - INFO - Epoch [66][3100/3940] lr: 1.490e-02, eta: 1 day, 17:09:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9550, loss_cls: 3.7566, loss: 3.7566 +2025-06-20 07:55:04,615 - pyskl - INFO - Epoch [66][3200/3940] lr: 1.489e-02, eta: 1 day, 17:09:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9494, loss_cls: 3.7453, loss: 3.7453 +2025-06-20 07:55:48,838 - pyskl - INFO - Epoch [66][3300/3940] lr: 1.488e-02, eta: 1 day, 17:08:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9587, loss_cls: 3.7806, loss: 3.7806 +2025-06-20 07:56:33,131 - pyskl - INFO - Epoch [66][3400/3940] lr: 1.488e-02, eta: 1 day, 17:07:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 3.6301, loss: 3.6301 +2025-06-20 07:57:17,390 - pyskl - INFO - Epoch [66][3500/3940] lr: 1.487e-02, eta: 1 day, 17:06:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9537, loss_cls: 3.6646, loss: 3.6646 +2025-06-20 07:58:01,688 - pyskl - INFO - Epoch [66][3600/3940] lr: 1.486e-02, eta: 1 day, 17:06:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 3.7134, loss: 3.7134 +2025-06-20 07:58:45,796 - pyskl - INFO - Epoch [66][3700/3940] lr: 1.486e-02, eta: 1 day, 17:05:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9563, loss_cls: 3.6708, loss: 3.6708 +2025-06-20 07:59:30,113 - pyskl - INFO - Epoch [66][3800/3940] lr: 1.485e-02, eta: 1 day, 17:04:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9587, loss_cls: 3.7289, loss: 3.7289 +2025-06-20 08:00:14,403 - pyskl - INFO - Epoch [66][3900/3940] lr: 1.484e-02, eta: 1 day, 17:03:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9569, loss_cls: 3.7646, loss: 3.7646 +2025-06-20 08:00:32,433 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-06-20 08:03:57,202 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 08:03:57,665 - pyskl - INFO - +top1_acc 0.7151 +top5_acc 0.9291 +2025-06-20 08:03:57,682 - pyskl - INFO - Epoch(val) [66][3183] top1_acc: 0.7151, top5_acc: 0.9291 +2025-06-20 08:05:05,418 - pyskl - INFO - Epoch [67][100/3940] lr: 1.484e-02, eta: 1 day, 17:02:50, time: 0.677, data_time: 0.234, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 3.6391, loss: 3.6391 +2025-06-20 08:05:49,684 - pyskl - INFO - Epoch [67][200/3940] lr: 1.483e-02, eta: 1 day, 17:02:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 3.4850, loss: 3.4850 +2025-06-20 08:06:34,035 - pyskl - INFO - Epoch [67][300/3940] lr: 1.482e-02, eta: 1 day, 17:01:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9537, loss_cls: 3.6672, loss: 3.6672 +2025-06-20 08:07:18,378 - pyskl - INFO - Epoch [67][400/3940] lr: 1.482e-02, eta: 1 day, 17:00:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9650, loss_cls: 3.5710, loss: 3.5710 +2025-06-20 08:08:02,658 - pyskl - INFO - Epoch [67][500/3940] lr: 1.481e-02, eta: 1 day, 16:59:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9531, loss_cls: 3.7210, loss: 3.7210 +2025-06-20 08:08:46,938 - pyskl - INFO - Epoch [67][600/3940] lr: 1.480e-02, eta: 1 day, 16:59:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 3.6374, loss: 3.6374 +2025-06-20 08:09:31,150 - pyskl - INFO - Epoch [67][700/3940] lr: 1.480e-02, eta: 1 day, 16:58:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 3.6877, loss: 3.6877 +2025-06-20 08:10:15,422 - pyskl - INFO - Epoch [67][800/3940] lr: 1.479e-02, eta: 1 day, 16:57:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9550, loss_cls: 3.4798, loss: 3.4798 +2025-06-20 08:10:59,656 - pyskl - INFO - Epoch [67][900/3940] lr: 1.478e-02, eta: 1 day, 16:56:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9594, loss_cls: 3.5984, loss: 3.5984 +2025-06-20 08:11:43,914 - pyskl - INFO - Epoch [67][1000/3940] lr: 1.478e-02, eta: 1 day, 16:56:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9575, loss_cls: 3.6656, loss: 3.6656 +2025-06-20 08:12:28,217 - pyskl - INFO - Epoch [67][1100/3940] lr: 1.477e-02, eta: 1 day, 16:55:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9519, loss_cls: 3.6149, loss: 3.6149 +2025-06-20 08:13:12,536 - pyskl - INFO - Epoch [67][1200/3940] lr: 1.476e-02, eta: 1 day, 16:54:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9575, loss_cls: 3.6600, loss: 3.6600 +2025-06-20 08:13:56,819 - pyskl - INFO - Epoch [67][1300/3940] lr: 1.476e-02, eta: 1 day, 16:53:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9656, loss_cls: 3.5124, loss: 3.5124 +2025-06-20 08:14:41,090 - pyskl - INFO - Epoch [67][1400/3940] lr: 1.475e-02, eta: 1 day, 16:53:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9581, loss_cls: 3.6433, loss: 3.6433 +2025-06-20 08:15:25,320 - pyskl - INFO - Epoch [67][1500/3940] lr: 1.474e-02, eta: 1 day, 16:52:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9550, loss_cls: 3.6292, loss: 3.6292 +2025-06-20 08:16:09,626 - pyskl - INFO - Epoch [67][1600/3940] lr: 1.474e-02, eta: 1 day, 16:51:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9550, loss_cls: 3.7586, loss: 3.7586 +2025-06-20 08:16:53,885 - pyskl - INFO - Epoch [67][1700/3940] lr: 1.473e-02, eta: 1 day, 16:50:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9463, loss_cls: 3.7157, loss: 3.7157 +2025-06-20 08:17:38,149 - pyskl - INFO - Epoch [67][1800/3940] lr: 1.472e-02, eta: 1 day, 16:50:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 3.6422, loss: 3.6422 +2025-06-20 08:18:22,320 - pyskl - INFO - Epoch [67][1900/3940] lr: 1.472e-02, eta: 1 day, 16:49:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9575, loss_cls: 3.6137, loss: 3.6137 +2025-06-20 08:19:06,762 - pyskl - INFO - Epoch [67][2000/3940] lr: 1.471e-02, eta: 1 day, 16:48:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 3.6699, loss: 3.6699 +2025-06-20 08:19:51,277 - pyskl - INFO - Epoch [67][2100/3940] lr: 1.471e-02, eta: 1 day, 16:47:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9581, loss_cls: 3.7199, loss: 3.7199 +2025-06-20 08:20:35,624 - pyskl - INFO - Epoch [67][2200/3940] lr: 1.470e-02, eta: 1 day, 16:47:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 3.6083, loss: 3.6083 +2025-06-20 08:21:20,005 - pyskl - INFO - Epoch [67][2300/3940] lr: 1.469e-02, eta: 1 day, 16:46:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.5793, loss: 3.5793 +2025-06-20 08:22:04,500 - pyskl - INFO - Epoch [67][2400/3940] lr: 1.469e-02, eta: 1 day, 16:45:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 3.6576, loss: 3.6576 +2025-06-20 08:22:49,033 - pyskl - INFO - Epoch [67][2500/3940] lr: 1.468e-02, eta: 1 day, 16:44:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.6367, loss: 3.6367 +2025-06-20 08:23:33,538 - pyskl - INFO - Epoch [67][2600/3940] lr: 1.467e-02, eta: 1 day, 16:44:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9544, loss_cls: 3.6149, loss: 3.6149 +2025-06-20 08:24:18,023 - pyskl - INFO - Epoch [67][2700/3940] lr: 1.467e-02, eta: 1 day, 16:43:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 3.6292, loss: 3.6292 +2025-06-20 08:25:02,548 - pyskl - INFO - Epoch [67][2800/3940] lr: 1.466e-02, eta: 1 day, 16:42:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9431, loss_cls: 3.9152, loss: 3.9152 +2025-06-20 08:25:47,341 - pyskl - INFO - Epoch [67][2900/3940] lr: 1.465e-02, eta: 1 day, 16:41:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9537, loss_cls: 3.8334, loss: 3.8334 +2025-06-20 08:26:31,826 - pyskl - INFO - Epoch [67][3000/3940] lr: 1.465e-02, eta: 1 day, 16:41:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 3.6649, loss: 3.6649 +2025-06-20 08:27:16,270 - pyskl - INFO - Epoch [67][3100/3940] lr: 1.464e-02, eta: 1 day, 16:40:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9506, loss_cls: 3.8643, loss: 3.8643 +2025-06-20 08:28:00,858 - pyskl - INFO - Epoch [67][3200/3940] lr: 1.463e-02, eta: 1 day, 16:39:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9544, loss_cls: 3.7162, loss: 3.7162 +2025-06-20 08:28:45,287 - pyskl - INFO - Epoch [67][3300/3940] lr: 1.463e-02, eta: 1 day, 16:38:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9556, loss_cls: 3.6981, loss: 3.6981 +2025-06-20 08:29:29,882 - pyskl - INFO - Epoch [67][3400/3940] lr: 1.462e-02, eta: 1 day, 16:38:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9600, loss_cls: 3.6041, loss: 3.6041 +2025-06-20 08:30:14,595 - pyskl - INFO - Epoch [67][3500/3940] lr: 1.461e-02, eta: 1 day, 16:37:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9619, loss_cls: 3.5675, loss: 3.5675 +2025-06-20 08:30:58,910 - pyskl - INFO - Epoch [67][3600/3940] lr: 1.461e-02, eta: 1 day, 16:36:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9500, loss_cls: 3.7201, loss: 3.7201 +2025-06-20 08:31:43,242 - pyskl - INFO - Epoch [67][3700/3940] lr: 1.460e-02, eta: 1 day, 16:35:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9544, loss_cls: 3.6133, loss: 3.6133 +2025-06-20 08:32:27,746 - pyskl - INFO - Epoch [67][3800/3940] lr: 1.459e-02, eta: 1 day, 16:35:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9556, loss_cls: 3.7594, loss: 3.7594 +2025-06-20 08:33:12,255 - pyskl - INFO - Epoch [67][3900/3940] lr: 1.459e-02, eta: 1 day, 16:34:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9569, loss_cls: 3.6836, loss: 3.6836 +2025-06-20 08:33:30,280 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-06-20 08:36:57,334 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 08:36:57,800 - pyskl - INFO - +top1_acc 0.7415 +top5_acc 0.9365 +2025-06-20 08:36:57,854 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_58.pth was removed +2025-06-20 08:36:58,904 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_67.pth. +2025-06-20 08:36:58,906 - pyskl - INFO - Best top1_acc is 0.7415 at 67 epoch. +2025-06-20 08:36:58,925 - pyskl - INFO - Epoch(val) [67][3183] top1_acc: 0.7415, top5_acc: 0.9365 +2025-06-20 08:38:06,894 - pyskl - INFO - Epoch [68][100/3940] lr: 1.458e-02, eta: 1 day, 16:33:24, time: 0.680, data_time: 0.237, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9625, loss_cls: 3.6186, loss: 3.6186 +2025-06-20 08:38:51,205 - pyskl - INFO - Epoch [68][200/3940] lr: 1.457e-02, eta: 1 day, 16:32:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9619, loss_cls: 3.4874, loss: 3.4874 +2025-06-20 08:39:35,494 - pyskl - INFO - Epoch [68][300/3940] lr: 1.457e-02, eta: 1 day, 16:31:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9594, loss_cls: 3.5684, loss: 3.5684 +2025-06-20 08:40:19,817 - pyskl - INFO - Epoch [68][400/3940] lr: 1.456e-02, eta: 1 day, 16:31:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9637, loss_cls: 3.5362, loss: 3.5362 +2025-06-20 08:41:04,138 - pyskl - INFO - Epoch [68][500/3940] lr: 1.455e-02, eta: 1 day, 16:30:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9600, loss_cls: 3.5429, loss: 3.5429 +2025-06-20 08:41:48,433 - pyskl - INFO - Epoch [68][600/3940] lr: 1.455e-02, eta: 1 day, 16:29:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9650, loss_cls: 3.5030, loss: 3.5030 +2025-06-20 08:42:32,710 - pyskl - INFO - Epoch [68][700/3940] lr: 1.454e-02, eta: 1 day, 16:28:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 3.6439, loss: 3.6439 +2025-06-20 08:43:16,980 - pyskl - INFO - Epoch [68][800/3940] lr: 1.453e-02, eta: 1 day, 16:28:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9563, loss_cls: 3.6302, loss: 3.6302 +2025-06-20 08:44:01,359 - pyskl - INFO - Epoch [68][900/3940] lr: 1.453e-02, eta: 1 day, 16:27:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9494, loss_cls: 3.6386, loss: 3.6386 +2025-06-20 08:44:45,852 - pyskl - INFO - Epoch [68][1000/3940] lr: 1.452e-02, eta: 1 day, 16:26:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 3.6182, loss: 3.6182 +2025-06-20 08:45:30,344 - pyskl - INFO - Epoch [68][1100/3940] lr: 1.451e-02, eta: 1 day, 16:25:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9563, loss_cls: 3.7027, loss: 3.7027 +2025-06-20 08:46:14,685 - pyskl - INFO - Epoch [68][1200/3940] lr: 1.451e-02, eta: 1 day, 16:25:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9581, loss_cls: 3.6471, loss: 3.6471 +2025-06-20 08:46:58,988 - pyskl - INFO - Epoch [68][1300/3940] lr: 1.450e-02, eta: 1 day, 16:24:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9600, loss_cls: 3.5552, loss: 3.5552 +2025-06-20 08:47:43,393 - pyskl - INFO - Epoch [68][1400/3940] lr: 1.449e-02, eta: 1 day, 16:23:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 3.6130, loss: 3.6130 +2025-06-20 08:48:27,683 - pyskl - INFO - Epoch [68][1500/3940] lr: 1.449e-02, eta: 1 day, 16:22:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9575, loss_cls: 3.6888, loss: 3.6888 +2025-06-20 08:49:12,011 - pyskl - INFO - Epoch [68][1600/3940] lr: 1.448e-02, eta: 1 day, 16:22:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9581, loss_cls: 3.5735, loss: 3.5735 +2025-06-20 08:49:56,472 - pyskl - INFO - Epoch [68][1700/3940] lr: 1.447e-02, eta: 1 day, 16:21:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9619, loss_cls: 3.6234, loss: 3.6234 +2025-06-20 08:50:40,904 - pyskl - INFO - Epoch [68][1800/3940] lr: 1.447e-02, eta: 1 day, 16:20:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9581, loss_cls: 3.6259, loss: 3.6259 +2025-06-20 08:51:25,279 - pyskl - INFO - Epoch [68][1900/3940] lr: 1.446e-02, eta: 1 day, 16:19:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9481, loss_cls: 3.6717, loss: 3.6717 +2025-06-20 08:52:09,829 - pyskl - INFO - Epoch [68][2000/3940] lr: 1.445e-02, eta: 1 day, 16:19:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9537, loss_cls: 3.6445, loss: 3.6445 +2025-06-20 08:52:54,242 - pyskl - INFO - Epoch [68][2100/3940] lr: 1.445e-02, eta: 1 day, 16:18:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9625, loss_cls: 3.5933, loss: 3.5933 +2025-06-20 08:53:38,636 - pyskl - INFO - Epoch [68][2200/3940] lr: 1.444e-02, eta: 1 day, 16:17:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9625, loss_cls: 3.6506, loss: 3.6506 +2025-06-20 08:54:23,001 - pyskl - INFO - Epoch [68][2300/3940] lr: 1.443e-02, eta: 1 day, 16:16:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 3.6203, loss: 3.6203 +2025-06-20 08:55:07,465 - pyskl - INFO - Epoch [68][2400/3940] lr: 1.443e-02, eta: 1 day, 16:16:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9581, loss_cls: 3.6767, loss: 3.6767 +2025-06-20 08:55:51,768 - pyskl - INFO - Epoch [68][2500/3940] lr: 1.442e-02, eta: 1 day, 16:15:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 3.5276, loss: 3.5276 +2025-06-20 08:56:36,069 - pyskl - INFO - Epoch [68][2600/3940] lr: 1.441e-02, eta: 1 day, 16:14:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 3.6236, loss: 3.6236 +2025-06-20 08:57:20,532 - pyskl - INFO - Epoch [68][2700/3940] lr: 1.441e-02, eta: 1 day, 16:13:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9556, loss_cls: 3.7306, loss: 3.7306 +2025-06-20 08:58:05,010 - pyskl - INFO - Epoch [68][2800/3940] lr: 1.440e-02, eta: 1 day, 16:13:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9537, loss_cls: 3.7124, loss: 3.7124 +2025-06-20 08:58:49,312 - pyskl - INFO - Epoch [68][2900/3940] lr: 1.439e-02, eta: 1 day, 16:12:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9544, loss_cls: 3.6438, loss: 3.6438 +2025-06-20 08:59:33,727 - pyskl - INFO - Epoch [68][3000/3940] lr: 1.439e-02, eta: 1 day, 16:11:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9613, loss_cls: 3.6234, loss: 3.6234 +2025-06-20 09:00:18,162 - pyskl - INFO - Epoch [68][3100/3940] lr: 1.438e-02, eta: 1 day, 16:10:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 3.5499, loss: 3.5499 +2025-06-20 09:01:02,507 - pyskl - INFO - Epoch [68][3200/3940] lr: 1.437e-02, eta: 1 day, 16:10:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9569, loss_cls: 3.6127, loss: 3.6127 +2025-06-20 09:01:46,792 - pyskl - INFO - Epoch [68][3300/3940] lr: 1.437e-02, eta: 1 day, 16:09:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 3.7700, loss: 3.7700 +2025-06-20 09:02:31,069 - pyskl - INFO - Epoch [68][3400/3940] lr: 1.436e-02, eta: 1 day, 16:08:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9581, loss_cls: 3.7053, loss: 3.7053 +2025-06-20 09:03:15,566 - pyskl - INFO - Epoch [68][3500/3940] lr: 1.436e-02, eta: 1 day, 16:07:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9600, loss_cls: 3.6862, loss: 3.6862 +2025-06-20 09:03:59,961 - pyskl - INFO - Epoch [68][3600/3940] lr: 1.435e-02, eta: 1 day, 16:07:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9519, loss_cls: 3.7068, loss: 3.7068 +2025-06-20 09:04:44,325 - pyskl - INFO - Epoch [68][3700/3940] lr: 1.434e-02, eta: 1 day, 16:06:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9500, loss_cls: 3.6746, loss: 3.6746 +2025-06-20 09:05:28,795 - pyskl - INFO - Epoch [68][3800/3940] lr: 1.434e-02, eta: 1 day, 16:05:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9581, loss_cls: 3.7650, loss: 3.7650 +2025-06-20 09:06:13,190 - pyskl - INFO - Epoch [68][3900/3940] lr: 1.433e-02, eta: 1 day, 16:04:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 3.6426, loss: 3.6426 +2025-06-20 09:06:31,295 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-06-20 09:09:56,192 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 09:09:56,656 - pyskl - INFO - +top1_acc 0.7324 +top5_acc 0.9424 +2025-06-20 09:09:56,676 - pyskl - INFO - Epoch(val) [68][3183] top1_acc: 0.7324, top5_acc: 0.9424 +2025-06-20 09:11:04,386 - pyskl - INFO - Epoch [69][100/3940] lr: 1.432e-02, eta: 1 day, 16:03:58, time: 0.677, data_time: 0.235, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9644, loss_cls: 3.5677, loss: 3.5677 +2025-06-20 09:11:48,795 - pyskl - INFO - Epoch [69][200/3940] lr: 1.431e-02, eta: 1 day, 16:03:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9606, loss_cls: 3.5392, loss: 3.5392 +2025-06-20 09:12:33,301 - pyskl - INFO - Epoch [69][300/3940] lr: 1.431e-02, eta: 1 day, 16:02:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9550, loss_cls: 3.6663, loss: 3.6663 +2025-06-20 09:13:17,499 - pyskl - INFO - Epoch [69][400/3940] lr: 1.430e-02, eta: 1 day, 16:01:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 3.5066, loss: 3.5066 +2025-06-20 09:14:01,715 - pyskl - INFO - Epoch [69][500/3940] lr: 1.429e-02, eta: 1 day, 16:00:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 3.5260, loss: 3.5260 +2025-06-20 09:14:46,078 - pyskl - INFO - Epoch [69][600/3940] lr: 1.429e-02, eta: 1 day, 16:00:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9594, loss_cls: 3.5647, loss: 3.5647 +2025-06-20 09:15:30,382 - pyskl - INFO - Epoch [69][700/3940] lr: 1.428e-02, eta: 1 day, 15:59:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9625, loss_cls: 3.4963, loss: 3.4963 +2025-06-20 09:16:14,706 - pyskl - INFO - Epoch [69][800/3940] lr: 1.427e-02, eta: 1 day, 15:58:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 3.4548, loss: 3.4548 +2025-06-20 09:16:59,078 - pyskl - INFO - Epoch [69][900/3940] lr: 1.427e-02, eta: 1 day, 15:57:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 3.6017, loss: 3.6017 +2025-06-20 09:17:43,472 - pyskl - INFO - Epoch [69][1000/3940] lr: 1.426e-02, eta: 1 day, 15:57:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9637, loss_cls: 3.6244, loss: 3.6244 +2025-06-20 09:18:27,664 - pyskl - INFO - Epoch [69][1100/3940] lr: 1.425e-02, eta: 1 day, 15:56:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9537, loss_cls: 3.7137, loss: 3.7137 +2025-06-20 09:19:11,939 - pyskl - INFO - Epoch [69][1200/3940] lr: 1.425e-02, eta: 1 day, 15:55:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9613, loss_cls: 3.5915, loss: 3.5915 +2025-06-20 09:19:56,435 - pyskl - INFO - Epoch [69][1300/3940] lr: 1.424e-02, eta: 1 day, 15:54:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 3.7420, loss: 3.7420 +2025-06-20 09:20:40,758 - pyskl - INFO - Epoch [69][1400/3940] lr: 1.423e-02, eta: 1 day, 15:54:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9669, loss_cls: 3.6432, loss: 3.6432 +2025-06-20 09:21:25,077 - pyskl - INFO - Epoch [69][1500/3940] lr: 1.423e-02, eta: 1 day, 15:53:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9537, loss_cls: 3.6957, loss: 3.6957 +2025-06-20 09:22:09,294 - pyskl - INFO - Epoch [69][1600/3940] lr: 1.422e-02, eta: 1 day, 15:52:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 3.5989, loss: 3.5989 +2025-06-20 09:22:53,435 - pyskl - INFO - Epoch [69][1700/3940] lr: 1.421e-02, eta: 1 day, 15:51:57, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 3.5826, loss: 3.5826 +2025-06-20 09:23:37,735 - pyskl - INFO - Epoch [69][1800/3940] lr: 1.421e-02, eta: 1 day, 15:51:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9619, loss_cls: 3.6697, loss: 3.6697 +2025-06-20 09:24:22,114 - pyskl - INFO - Epoch [69][1900/3940] lr: 1.420e-02, eta: 1 day, 15:50:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9500, loss_cls: 3.6870, loss: 3.6870 +2025-06-20 09:25:06,389 - pyskl - INFO - Epoch [69][2000/3940] lr: 1.419e-02, eta: 1 day, 15:49:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 3.6877, loss: 3.6877 +2025-06-20 09:25:50,782 - pyskl - INFO - Epoch [69][2100/3940] lr: 1.419e-02, eta: 1 day, 15:48:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9550, loss_cls: 3.6427, loss: 3.6427 +2025-06-20 09:26:35,181 - pyskl - INFO - Epoch [69][2200/3940] lr: 1.418e-02, eta: 1 day, 15:48:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.5415, loss: 3.5415 +2025-06-20 09:27:19,462 - pyskl - INFO - Epoch [69][2300/3940] lr: 1.417e-02, eta: 1 day, 15:47:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 3.7192, loss: 3.7192 +2025-06-20 09:28:03,779 - pyskl - INFO - Epoch [69][2400/3940] lr: 1.417e-02, eta: 1 day, 15:46:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 3.6958, loss: 3.6958 +2025-06-20 09:28:48,022 - pyskl - INFO - Epoch [69][2500/3940] lr: 1.416e-02, eta: 1 day, 15:45:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 3.5677, loss: 3.5677 +2025-06-20 09:29:32,287 - pyskl - INFO - Epoch [69][2600/3940] lr: 1.416e-02, eta: 1 day, 15:45:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 3.5312, loss: 3.5312 +2025-06-20 09:30:16,625 - pyskl - INFO - Epoch [69][2700/3940] lr: 1.415e-02, eta: 1 day, 15:44:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 3.6911, loss: 3.6911 +2025-06-20 09:31:00,929 - pyskl - INFO - Epoch [69][2800/3940] lr: 1.414e-02, eta: 1 day, 15:43:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 3.6416, loss: 3.6416 +2025-06-20 09:31:45,237 - pyskl - INFO - Epoch [69][2900/3940] lr: 1.414e-02, eta: 1 day, 15:42:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9544, loss_cls: 3.6137, loss: 3.6137 +2025-06-20 09:32:29,568 - pyskl - INFO - Epoch [69][3000/3940] lr: 1.413e-02, eta: 1 day, 15:42:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 3.6013, loss: 3.6013 +2025-06-20 09:33:13,898 - pyskl - INFO - Epoch [69][3100/3940] lr: 1.412e-02, eta: 1 day, 15:41:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9600, loss_cls: 3.5781, loss: 3.5781 +2025-06-20 09:33:58,289 - pyskl - INFO - Epoch [69][3200/3940] lr: 1.412e-02, eta: 1 day, 15:40:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9563, loss_cls: 3.7429, loss: 3.7429 +2025-06-20 09:34:42,719 - pyskl - INFO - Epoch [69][3300/3940] lr: 1.411e-02, eta: 1 day, 15:39:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9544, loss_cls: 3.7928, loss: 3.7928 +2025-06-20 09:35:27,144 - pyskl - INFO - Epoch [69][3400/3940] lr: 1.410e-02, eta: 1 day, 15:39:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9531, loss_cls: 3.7013, loss: 3.7013 +2025-06-20 09:36:11,491 - pyskl - INFO - Epoch [69][3500/3940] lr: 1.410e-02, eta: 1 day, 15:38:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9556, loss_cls: 3.6792, loss: 3.6792 +2025-06-20 09:36:55,885 - pyskl - INFO - Epoch [69][3600/3940] lr: 1.409e-02, eta: 1 day, 15:37:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 3.6286, loss: 3.6286 +2025-06-20 09:37:40,211 - pyskl - INFO - Epoch [69][3700/3940] lr: 1.408e-02, eta: 1 day, 15:36:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 3.5315, loss: 3.5315 +2025-06-20 09:38:24,571 - pyskl - INFO - Epoch [69][3800/3940] lr: 1.408e-02, eta: 1 day, 15:36:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9637, loss_cls: 3.6288, loss: 3.6288 +2025-06-20 09:39:08,916 - pyskl - INFO - Epoch [69][3900/3940] lr: 1.407e-02, eta: 1 day, 15:35:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 3.6090, loss: 3.6090 +2025-06-20 09:39:26,952 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-06-20 09:42:52,010 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 09:42:52,473 - pyskl - INFO - +top1_acc 0.7434 +top5_acc 0.9456 +2025-06-20 09:42:52,526 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_67.pth was removed +2025-06-20 09:42:53,551 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_69.pth. +2025-06-20 09:42:53,553 - pyskl - INFO - Best top1_acc is 0.7434 at 69 epoch. +2025-06-20 09:42:53,571 - pyskl - INFO - Epoch(val) [69][3183] top1_acc: 0.7434, top5_acc: 0.9456 +2025-06-20 09:44:01,271 - pyskl - INFO - Epoch [70][100/3940] lr: 1.406e-02, eta: 1 day, 15:34:30, time: 0.677, data_time: 0.234, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9575, loss_cls: 3.5981, loss: 3.5981 +2025-06-20 09:44:45,663 - pyskl - INFO - Epoch [70][200/3940] lr: 1.405e-02, eta: 1 day, 15:33:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9594, loss_cls: 3.6113, loss: 3.6113 +2025-06-20 09:45:30,063 - pyskl - INFO - Epoch [70][300/3940] lr: 1.405e-02, eta: 1 day, 15:33:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9613, loss_cls: 3.5686, loss: 3.5686 +2025-06-20 09:46:14,420 - pyskl - INFO - Epoch [70][400/3940] lr: 1.404e-02, eta: 1 day, 15:32:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9694, loss_cls: 3.5759, loss: 3.5759 +2025-06-20 09:46:58,854 - pyskl - INFO - Epoch [70][500/3940] lr: 1.403e-02, eta: 1 day, 15:31:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9619, loss_cls: 3.5860, loss: 3.5860 +2025-06-20 09:47:43,346 - pyskl - INFO - Epoch [70][600/3940] lr: 1.403e-02, eta: 1 day, 15:30:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 3.5096, loss: 3.5096 +2025-06-20 09:48:27,825 - pyskl - INFO - Epoch [70][700/3940] lr: 1.402e-02, eta: 1 day, 15:30:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 3.5021, loss: 3.5021 +2025-06-20 09:49:12,203 - pyskl - INFO - Epoch [70][800/3940] lr: 1.401e-02, eta: 1 day, 15:29:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 3.4689, loss: 3.4689 +2025-06-20 09:49:56,544 - pyskl - INFO - Epoch [70][900/3940] lr: 1.401e-02, eta: 1 day, 15:28:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 3.6042, loss: 3.6042 +2025-06-20 09:50:41,018 - pyskl - INFO - Epoch [70][1000/3940] lr: 1.400e-02, eta: 1 day, 15:27:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9563, loss_cls: 3.5106, loss: 3.5106 +2025-06-20 09:51:25,391 - pyskl - INFO - Epoch [70][1100/3940] lr: 1.399e-02, eta: 1 day, 15:27:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9575, loss_cls: 3.6935, loss: 3.6935 +2025-06-20 09:52:09,796 - pyskl - INFO - Epoch [70][1200/3940] lr: 1.399e-02, eta: 1 day, 15:26:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9606, loss_cls: 3.6249, loss: 3.6249 +2025-06-20 09:52:54,178 - pyskl - INFO - Epoch [70][1300/3940] lr: 1.398e-02, eta: 1 day, 15:25:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9625, loss_cls: 3.5862, loss: 3.5862 +2025-06-20 09:53:38,614 - pyskl - INFO - Epoch [70][1400/3940] lr: 1.397e-02, eta: 1 day, 15:24:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9644, loss_cls: 3.6481, loss: 3.6481 +2025-06-20 09:54:22,962 - pyskl - INFO - Epoch [70][1500/3940] lr: 1.397e-02, eta: 1 day, 15:24:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9637, loss_cls: 3.5653, loss: 3.5653 +2025-06-20 09:55:07,465 - pyskl - INFO - Epoch [70][1600/3940] lr: 1.396e-02, eta: 1 day, 15:23:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9569, loss_cls: 3.7199, loss: 3.7199 +2025-06-20 09:55:51,965 - pyskl - INFO - Epoch [70][1700/3940] lr: 1.395e-02, eta: 1 day, 15:22:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9644, loss_cls: 3.5703, loss: 3.5703 +2025-06-20 09:56:36,354 - pyskl - INFO - Epoch [70][1800/3940] lr: 1.395e-02, eta: 1 day, 15:21:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9619, loss_cls: 3.4400, loss: 3.4400 +2025-06-20 09:57:20,771 - pyskl - INFO - Epoch [70][1900/3940] lr: 1.394e-02, eta: 1 day, 15:21:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9625, loss_cls: 3.5419, loss: 3.5419 +2025-06-20 09:58:05,238 - pyskl - INFO - Epoch [70][2000/3940] lr: 1.393e-02, eta: 1 day, 15:20:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9581, loss_cls: 3.5343, loss: 3.5343 +2025-06-20 09:58:49,696 - pyskl - INFO - Epoch [70][2100/3940] lr: 1.393e-02, eta: 1 day, 15:19:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.5241, loss: 3.5241 +2025-06-20 09:59:34,073 - pyskl - INFO - Epoch [70][2200/3940] lr: 1.392e-02, eta: 1 day, 15:18:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9481, loss_cls: 3.8732, loss: 3.8732 +2025-06-20 10:00:18,488 - pyskl - INFO - Epoch [70][2300/3940] lr: 1.391e-02, eta: 1 day, 15:18:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 3.6516, loss: 3.6516 +2025-06-20 10:01:02,992 - pyskl - INFO - Epoch [70][2400/3940] lr: 1.391e-02, eta: 1 day, 15:17:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9519, loss_cls: 3.6207, loss: 3.6207 +2025-06-20 10:01:47,440 - pyskl - INFO - Epoch [70][2500/3940] lr: 1.390e-02, eta: 1 day, 15:16:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9481, loss_cls: 3.7568, loss: 3.7568 +2025-06-20 10:02:31,918 - pyskl - INFO - Epoch [70][2600/3940] lr: 1.390e-02, eta: 1 day, 15:15:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 3.6807, loss: 3.6807 +2025-06-20 10:03:16,414 - pyskl - INFO - Epoch [70][2700/3940] lr: 1.389e-02, eta: 1 day, 15:15:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9475, loss_cls: 3.7902, loss: 3.7902 +2025-06-20 10:04:00,746 - pyskl - INFO - Epoch [70][2800/3940] lr: 1.388e-02, eta: 1 day, 15:14:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 3.5236, loss: 3.5236 +2025-06-20 10:04:45,166 - pyskl - INFO - Epoch [70][2900/3940] lr: 1.388e-02, eta: 1 day, 15:13:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9575, loss_cls: 3.6362, loss: 3.6362 +2025-06-20 10:05:29,545 - pyskl - INFO - Epoch [70][3000/3940] lr: 1.387e-02, eta: 1 day, 15:12:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9581, loss_cls: 3.6521, loss: 3.6521 +2025-06-20 10:06:13,942 - pyskl - INFO - Epoch [70][3100/3940] lr: 1.386e-02, eta: 1 day, 15:12:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9537, loss_cls: 3.6108, loss: 3.6108 +2025-06-20 10:06:58,343 - pyskl - INFO - Epoch [70][3200/3940] lr: 1.386e-02, eta: 1 day, 15:11:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9563, loss_cls: 3.6777, loss: 3.6777 +2025-06-20 10:07:42,686 - pyskl - INFO - Epoch [70][3300/3940] lr: 1.385e-02, eta: 1 day, 15:10:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9581, loss_cls: 3.5111, loss: 3.5111 +2025-06-20 10:08:27,024 - pyskl - INFO - Epoch [70][3400/3940] lr: 1.384e-02, eta: 1 day, 15:09:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9600, loss_cls: 3.6697, loss: 3.6697 +2025-06-20 10:09:11,364 - pyskl - INFO - Epoch [70][3500/3940] lr: 1.384e-02, eta: 1 day, 15:09:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9537, loss_cls: 3.7023, loss: 3.7023 +2025-06-20 10:09:55,685 - pyskl - INFO - Epoch [70][3600/3940] lr: 1.383e-02, eta: 1 day, 15:08:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9637, loss_cls: 3.5753, loss: 3.5753 +2025-06-20 10:10:40,078 - pyskl - INFO - Epoch [70][3700/3940] lr: 1.382e-02, eta: 1 day, 15:07:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.5802, loss: 3.5802 +2025-06-20 10:11:24,465 - pyskl - INFO - Epoch [70][3800/3940] lr: 1.382e-02, eta: 1 day, 15:06:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9569, loss_cls: 3.5638, loss: 3.5638 +2025-06-20 10:12:08,856 - pyskl - INFO - Epoch [70][3900/3940] lr: 1.381e-02, eta: 1 day, 15:06:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 3.5958, loss: 3.5958 +2025-06-20 10:12:26,973 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-06-20 10:31:08,439 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 10:31:08,907 - pyskl - INFO - +top1_acc 0.7501 +top5_acc 0.9430 +2025-06-20 10:31:08,959 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_69.pth was removed +2025-06-20 10:31:09,966 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. +2025-06-20 10:31:09,968 - pyskl - INFO - Best top1_acc is 0.7501 at 70 epoch. +2025-06-20 10:31:09,984 - pyskl - INFO - Epoch(val) [70][3183] top1_acc: 0.7501, top5_acc: 0.9430 +2025-06-20 10:32:18,016 - pyskl - INFO - Epoch [71][100/3940] lr: 1.380e-02, eta: 1 day, 15:05:06, time: 0.680, data_time: 0.237, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9613, loss_cls: 3.6525, loss: 3.6525 +2025-06-20 10:33:02,322 - pyskl - INFO - Epoch [71][200/3940] lr: 1.379e-02, eta: 1 day, 15:04:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9600, loss_cls: 3.4702, loss: 3.4702 +2025-06-20 10:33:46,712 - pyskl - INFO - Epoch [71][300/3940] lr: 1.379e-02, eta: 1 day, 15:03:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9613, loss_cls: 3.4610, loss: 3.4610 +2025-06-20 10:34:31,074 - pyskl - INFO - Epoch [71][400/3940] lr: 1.378e-02, eta: 1 day, 15:02:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9625, loss_cls: 3.4614, loss: 3.4614 +2025-06-20 10:35:15,376 - pyskl - INFO - Epoch [71][500/3940] lr: 1.377e-02, eta: 1 day, 15:02:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9613, loss_cls: 3.5508, loss: 3.5508 +2025-06-20 10:35:59,910 - pyskl - INFO - Epoch [71][600/3940] lr: 1.377e-02, eta: 1 day, 15:01:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9594, loss_cls: 3.5549, loss: 3.5549 +2025-06-20 10:36:44,294 - pyskl - INFO - Epoch [71][700/3940] lr: 1.376e-02, eta: 1 day, 15:00:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9594, loss_cls: 3.5907, loss: 3.5907 +2025-06-20 10:37:28,709 - pyskl - INFO - Epoch [71][800/3940] lr: 1.375e-02, eta: 1 day, 14:59:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 3.5644, loss: 3.5644 +2025-06-20 10:38:13,040 - pyskl - INFO - Epoch [71][900/3940] lr: 1.375e-02, eta: 1 day, 14:59:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9631, loss_cls: 3.4373, loss: 3.4373 +2025-06-20 10:38:57,437 - pyskl - INFO - Epoch [71][1000/3940] lr: 1.374e-02, eta: 1 day, 14:58:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9600, loss_cls: 3.6896, loss: 3.6896 +2025-06-20 10:39:41,722 - pyskl - INFO - Epoch [71][1100/3940] lr: 1.373e-02, eta: 1 day, 14:57:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9487, loss_cls: 3.8211, loss: 3.8211 +2025-06-20 10:40:26,006 - pyskl - INFO - Epoch [71][1200/3940] lr: 1.373e-02, eta: 1 day, 14:56:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.6423, loss: 3.6423 +2025-06-20 10:41:10,350 - pyskl - INFO - Epoch [71][1300/3940] lr: 1.372e-02, eta: 1 day, 14:56:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9531, loss_cls: 3.7317, loss: 3.7317 +2025-06-20 10:41:54,639 - pyskl - INFO - Epoch [71][1400/3940] lr: 1.371e-02, eta: 1 day, 14:55:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 3.4973, loss: 3.4973 +2025-06-20 10:42:38,930 - pyskl - INFO - Epoch [71][1500/3940] lr: 1.371e-02, eta: 1 day, 14:54:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9481, loss_cls: 3.6487, loss: 3.6487 +2025-06-20 10:43:23,190 - pyskl - INFO - Epoch [71][1600/3940] lr: 1.370e-02, eta: 1 day, 14:53:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 3.5508, loss: 3.5508 +2025-06-20 10:44:07,578 - pyskl - INFO - Epoch [71][1700/3940] lr: 1.369e-02, eta: 1 day, 14:53:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9637, loss_cls: 3.6299, loss: 3.6299 +2025-06-20 10:44:51,862 - pyskl - INFO - Epoch [71][1800/3940] lr: 1.369e-02, eta: 1 day, 14:52:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9506, loss_cls: 3.7156, loss: 3.7156 +2025-06-20 10:45:36,259 - pyskl - INFO - Epoch [71][1900/3940] lr: 1.368e-02, eta: 1 day, 14:51:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 3.5230, loss: 3.5230 +2025-06-20 10:46:20,829 - pyskl - INFO - Epoch [71][2000/3940] lr: 1.367e-02, eta: 1 day, 14:50:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 3.6256, loss: 3.6256 +2025-06-20 10:47:05,185 - pyskl - INFO - Epoch [71][2100/3940] lr: 1.367e-02, eta: 1 day, 14:50:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 3.5379, loss: 3.5379 +2025-06-20 10:47:49,558 - pyskl - INFO - Epoch [71][2200/3940] lr: 1.366e-02, eta: 1 day, 14:49:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9706, loss_cls: 3.5958, loss: 3.5958 +2025-06-20 10:48:33,961 - pyskl - INFO - Epoch [71][2300/3940] lr: 1.365e-02, eta: 1 day, 14:48:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9656, loss_cls: 3.5908, loss: 3.5908 +2025-06-20 10:49:18,584 - pyskl - INFO - Epoch [71][2400/3940] lr: 1.365e-02, eta: 1 day, 14:47:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 3.6365, loss: 3.6365 +2025-06-20 10:50:03,193 - pyskl - INFO - Epoch [71][2500/3940] lr: 1.364e-02, eta: 1 day, 14:47:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9563, loss_cls: 3.4902, loss: 3.4902 +2025-06-20 10:50:47,617 - pyskl - INFO - Epoch [71][2600/3940] lr: 1.363e-02, eta: 1 day, 14:46:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9637, loss_cls: 3.4618, loss: 3.4618 +2025-06-20 10:51:31,967 - pyskl - INFO - Epoch [71][2700/3940] lr: 1.363e-02, eta: 1 day, 14:45:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9550, loss_cls: 3.5827, loss: 3.5827 +2025-06-20 10:52:16,348 - pyskl - INFO - Epoch [71][2800/3940] lr: 1.362e-02, eta: 1 day, 14:44:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.5771, loss: 3.5771 +2025-06-20 10:53:00,707 - pyskl - INFO - Epoch [71][2900/3940] lr: 1.361e-02, eta: 1 day, 14:44:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9631, loss_cls: 3.5346, loss: 3.5346 +2025-06-20 10:53:45,220 - pyskl - INFO - Epoch [71][3000/3940] lr: 1.361e-02, eta: 1 day, 14:43:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9525, loss_cls: 3.6785, loss: 3.6785 +2025-06-20 10:54:29,868 - pyskl - INFO - Epoch [71][3100/3940] lr: 1.360e-02, eta: 1 day, 14:42:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9637, loss_cls: 3.4160, loss: 3.4160 +2025-06-20 10:55:14,336 - pyskl - INFO - Epoch [71][3200/3940] lr: 1.360e-02, eta: 1 day, 14:41:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9613, loss_cls: 3.5448, loss: 3.5448 +2025-06-20 10:55:58,868 - pyskl - INFO - Epoch [71][3300/3940] lr: 1.359e-02, eta: 1 day, 14:41:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9594, loss_cls: 3.5504, loss: 3.5504 +2025-06-20 10:56:43,315 - pyskl - INFO - Epoch [71][3400/3940] lr: 1.358e-02, eta: 1 day, 14:40:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 3.5341, loss: 3.5341 +2025-06-20 10:57:27,653 - pyskl - INFO - Epoch [71][3500/3940] lr: 1.358e-02, eta: 1 day, 14:39:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9619, loss_cls: 3.5251, loss: 3.5251 +2025-06-20 10:58:12,082 - pyskl - INFO - Epoch [71][3600/3940] lr: 1.357e-02, eta: 1 day, 14:38:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 3.5652, loss: 3.5652 +2025-06-20 10:58:56,591 - pyskl - INFO - Epoch [71][3700/3940] lr: 1.356e-02, eta: 1 day, 14:38:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9556, loss_cls: 3.6663, loss: 3.6663 +2025-06-20 10:59:41,052 - pyskl - INFO - Epoch [71][3800/3940] lr: 1.356e-02, eta: 1 day, 14:37:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9544, loss_cls: 3.4836, loss: 3.4836 +2025-06-20 11:00:25,411 - pyskl - INFO - Epoch [71][3900/3940] lr: 1.355e-02, eta: 1 day, 14:36:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9594, loss_cls: 3.7073, loss: 3.7073 +2025-06-20 11:00:43,521 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-06-20 11:04:09,658 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 11:04:10,119 - pyskl - INFO - +top1_acc 0.7378 +top5_acc 0.9484 +2025-06-20 11:04:10,137 - pyskl - INFO - Epoch(val) [71][3183] top1_acc: 0.7378, top5_acc: 0.9484 +2025-06-20 11:05:17,893 - pyskl - INFO - Epoch [72][100/3940] lr: 1.354e-02, eta: 1 day, 14:35:42, time: 0.677, data_time: 0.235, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 3.5642, loss: 3.5642 +2025-06-20 11:06:02,128 - pyskl - INFO - Epoch [72][200/3940] lr: 1.353e-02, eta: 1 day, 14:34:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9650, loss_cls: 3.5289, loss: 3.5289 +2025-06-20 11:06:46,466 - pyskl - INFO - Epoch [72][300/3940] lr: 1.353e-02, eta: 1 day, 14:34:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9613, loss_cls: 3.5761, loss: 3.5761 +2025-06-20 11:07:30,956 - pyskl - INFO - Epoch [72][400/3940] lr: 1.352e-02, eta: 1 day, 14:33:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 3.4259, loss: 3.4259 +2025-06-20 11:08:15,298 - pyskl - INFO - Epoch [72][500/3940] lr: 1.351e-02, eta: 1 day, 14:32:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.5028, loss: 3.5028 +2025-06-20 11:08:59,574 - pyskl - INFO - Epoch [72][600/3940] lr: 1.351e-02, eta: 1 day, 14:31:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 3.5520, loss: 3.5520 +2025-06-20 11:09:43,818 - pyskl - INFO - Epoch [72][700/3940] lr: 1.350e-02, eta: 1 day, 14:31:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9631, loss_cls: 3.5764, loss: 3.5764 +2025-06-20 11:10:28,347 - pyskl - INFO - Epoch [72][800/3940] lr: 1.349e-02, eta: 1 day, 14:30:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9663, loss_cls: 3.5010, loss: 3.5010 +2025-06-20 11:11:12,645 - pyskl - INFO - Epoch [72][900/3940] lr: 1.349e-02, eta: 1 day, 14:29:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9550, loss_cls: 3.6346, loss: 3.6346 +2025-06-20 11:11:56,930 - pyskl - INFO - Epoch [72][1000/3940] lr: 1.348e-02, eta: 1 day, 14:28:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9669, loss_cls: 3.4931, loss: 3.4931 +2025-06-20 11:12:41,174 - pyskl - INFO - Epoch [72][1100/3940] lr: 1.347e-02, eta: 1 day, 14:28:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9556, loss_cls: 3.6124, loss: 3.6124 +2025-06-20 11:13:25,527 - pyskl - INFO - Epoch [72][1200/3940] lr: 1.347e-02, eta: 1 day, 14:27:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 3.6145, loss: 3.6145 +2025-06-20 11:14:09,807 - pyskl - INFO - Epoch [72][1300/3940] lr: 1.346e-02, eta: 1 day, 14:26:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 3.5636, loss: 3.5636 +2025-06-20 11:14:54,133 - pyskl - INFO - Epoch [72][1400/3940] lr: 1.345e-02, eta: 1 day, 14:25:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 3.4937, loss: 3.4937 +2025-06-20 11:15:38,609 - pyskl - INFO - Epoch [72][1500/3940] lr: 1.345e-02, eta: 1 day, 14:25:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 3.4958, loss: 3.4958 +2025-06-20 11:16:22,911 - pyskl - INFO - Epoch [72][1600/3940] lr: 1.344e-02, eta: 1 day, 14:24:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 3.6308, loss: 3.6308 +2025-06-20 11:17:07,201 - pyskl - INFO - Epoch [72][1700/3940] lr: 1.343e-02, eta: 1 day, 14:23:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9500, loss_cls: 3.7526, loss: 3.7526 +2025-06-20 11:17:51,479 - pyskl - INFO - Epoch [72][1800/3940] lr: 1.343e-02, eta: 1 day, 14:22:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9613, loss_cls: 3.6321, loss: 3.6321 +2025-06-20 11:18:36,276 - pyskl - INFO - Epoch [72][1900/3940] lr: 1.342e-02, eta: 1 day, 14:22:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9725, loss_cls: 3.5398, loss: 3.5398 +2025-06-20 11:19:20,993 - pyskl - INFO - Epoch [72][2000/3940] lr: 1.341e-02, eta: 1 day, 14:21:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9619, loss_cls: 3.4282, loss: 3.4282 +2025-06-20 11:20:05,439 - pyskl - INFO - Epoch [72][2100/3940] lr: 1.341e-02, eta: 1 day, 14:20:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9569, loss_cls: 3.6046, loss: 3.6046 +2025-06-20 11:20:50,013 - pyskl - INFO - Epoch [72][2200/3940] lr: 1.340e-02, eta: 1 day, 14:19:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 3.7186, loss: 3.7186 +2025-06-20 11:21:34,397 - pyskl - INFO - Epoch [72][2300/3940] lr: 1.339e-02, eta: 1 day, 14:19:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9594, loss_cls: 3.5882, loss: 3.5882 +2025-06-20 11:22:18,890 - pyskl - INFO - Epoch [72][2400/3940] lr: 1.339e-02, eta: 1 day, 14:18:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9550, loss_cls: 3.6813, loss: 3.6813 +2025-06-20 11:23:03,147 - pyskl - INFO - Epoch [72][2500/3940] lr: 1.338e-02, eta: 1 day, 14:17:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 3.5593, loss: 3.5593 +2025-06-20 11:23:47,635 - pyskl - INFO - Epoch [72][2600/3940] lr: 1.337e-02, eta: 1 day, 14:16:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9544, loss_cls: 3.6346, loss: 3.6346 +2025-06-20 11:24:31,921 - pyskl - INFO - Epoch [72][2700/3940] lr: 1.337e-02, eta: 1 day, 14:16:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 3.4478, loss: 3.4478 +2025-06-20 11:25:16,219 - pyskl - INFO - Epoch [72][2800/3940] lr: 1.336e-02, eta: 1 day, 14:15:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.6199, loss: 3.6199 +2025-06-20 11:26:00,409 - pyskl - INFO - Epoch [72][2900/3940] lr: 1.335e-02, eta: 1 day, 14:14:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9625, loss_cls: 3.5519, loss: 3.5519 +2025-06-20 11:26:44,698 - pyskl - INFO - Epoch [72][3000/3940] lr: 1.335e-02, eta: 1 day, 14:13:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9587, loss_cls: 3.5699, loss: 3.5699 +2025-06-20 11:27:28,932 - pyskl - INFO - Epoch [72][3100/3940] lr: 1.334e-02, eta: 1 day, 14:13:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9600, loss_cls: 3.5543, loss: 3.5543 +2025-06-20 11:28:13,153 - pyskl - INFO - Epoch [72][3200/3940] lr: 1.333e-02, eta: 1 day, 14:12:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9544, loss_cls: 3.4766, loss: 3.4766 +2025-06-20 11:28:57,396 - pyskl - INFO - Epoch [72][3300/3940] lr: 1.333e-02, eta: 1 day, 14:11:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.4933, loss: 3.4933 +2025-06-20 11:29:41,663 - pyskl - INFO - Epoch [72][3400/3940] lr: 1.332e-02, eta: 1 day, 14:10:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9519, loss_cls: 3.6580, loss: 3.6580 +2025-06-20 11:30:25,834 - pyskl - INFO - Epoch [72][3500/3940] lr: 1.331e-02, eta: 1 day, 14:10:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9544, loss_cls: 3.5519, loss: 3.5519 +2025-06-20 11:31:10,124 - pyskl - INFO - Epoch [72][3600/3940] lr: 1.331e-02, eta: 1 day, 14:09:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9594, loss_cls: 3.6808, loss: 3.6808 +2025-06-20 11:31:54,315 - pyskl - INFO - Epoch [72][3700/3940] lr: 1.330e-02, eta: 1 day, 14:08:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9669, loss_cls: 3.3889, loss: 3.3889 +2025-06-20 11:32:38,561 - pyskl - INFO - Epoch [72][3800/3940] lr: 1.329e-02, eta: 1 day, 14:07:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 3.5858, loss: 3.5858 +2025-06-20 11:33:22,832 - pyskl - INFO - Epoch [72][3900/3940] lr: 1.329e-02, eta: 1 day, 14:07:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9537, loss_cls: 3.6512, loss: 3.6512 +2025-06-20 11:33:40,781 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-06-20 11:37:05,499 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 11:37:05,958 - pyskl - INFO - +top1_acc 0.7263 +top5_acc 0.9409 +2025-06-20 11:37:05,975 - pyskl - INFO - Epoch(val) [72][3183] top1_acc: 0.7263, top5_acc: 0.9409 +2025-06-20 11:38:13,842 - pyskl - INFO - Epoch [73][100/3940] lr: 1.328e-02, eta: 1 day, 14:06:15, time: 0.679, data_time: 0.235, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 3.3929, loss: 3.3929 +2025-06-20 11:38:58,296 - pyskl - INFO - Epoch [73][200/3940] lr: 1.327e-02, eta: 1 day, 14:05:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 3.5337, loss: 3.5337 +2025-06-20 11:39:42,764 - pyskl - INFO - Epoch [73][300/3940] lr: 1.327e-02, eta: 1 day, 14:04:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9631, loss_cls: 3.5405, loss: 3.5405 +2025-06-20 11:40:27,078 - pyskl - INFO - Epoch [73][400/3940] lr: 1.326e-02, eta: 1 day, 14:04:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9606, loss_cls: 3.4371, loss: 3.4371 +2025-06-20 11:41:11,499 - pyskl - INFO - Epoch [73][500/3940] lr: 1.325e-02, eta: 1 day, 14:03:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9637, loss_cls: 3.4908, loss: 3.4908 +2025-06-20 11:41:55,850 - pyskl - INFO - Epoch [73][600/3940] lr: 1.325e-02, eta: 1 day, 14:02:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 3.5493, loss: 3.5493 +2025-06-20 11:42:40,363 - pyskl - INFO - Epoch [73][700/3940] lr: 1.324e-02, eta: 1 day, 14:01:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 3.4843, loss: 3.4843 +2025-06-20 11:43:24,913 - pyskl - INFO - Epoch [73][800/3940] lr: 1.323e-02, eta: 1 day, 14:01:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9694, loss_cls: 3.4496, loss: 3.4496 +2025-06-20 11:44:09,388 - pyskl - INFO - Epoch [73][900/3940] lr: 1.323e-02, eta: 1 day, 14:00:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 3.6238, loss: 3.6238 +2025-06-20 11:44:53,757 - pyskl - INFO - Epoch [73][1000/3940] lr: 1.322e-02, eta: 1 day, 13:59:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9613, loss_cls: 3.5460, loss: 3.5460 +2025-06-20 11:45:38,205 - pyskl - INFO - Epoch [73][1100/3940] lr: 1.321e-02, eta: 1 day, 13:58:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9644, loss_cls: 3.5596, loss: 3.5596 +2025-06-20 11:46:22,509 - pyskl - INFO - Epoch [73][1200/3940] lr: 1.321e-02, eta: 1 day, 13:58:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9669, loss_cls: 3.4128, loss: 3.4128 +2025-06-20 11:47:06,876 - pyskl - INFO - Epoch [73][1300/3940] lr: 1.320e-02, eta: 1 day, 13:57:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 3.5616, loss: 3.5616 +2025-06-20 11:47:51,384 - pyskl - INFO - Epoch [73][1400/3940] lr: 1.319e-02, eta: 1 day, 13:56:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9575, loss_cls: 3.5032, loss: 3.5032 +2025-06-20 11:48:35,904 - pyskl - INFO - Epoch [73][1500/3940] lr: 1.319e-02, eta: 1 day, 13:55:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 3.5074, loss: 3.5074 +2025-06-20 11:49:20,318 - pyskl - INFO - Epoch [73][1600/3940] lr: 1.318e-02, eta: 1 day, 13:55:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9600, loss_cls: 3.5532, loss: 3.5532 +2025-06-20 11:50:04,723 - pyskl - INFO - Epoch [73][1700/3940] lr: 1.317e-02, eta: 1 day, 13:54:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 3.5634, loss: 3.5634 +2025-06-20 11:50:49,091 - pyskl - INFO - Epoch [73][1800/3940] lr: 1.317e-02, eta: 1 day, 13:53:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 3.5568, loss: 3.5568 +2025-06-20 11:51:33,637 - pyskl - INFO - Epoch [73][1900/3940] lr: 1.316e-02, eta: 1 day, 13:52:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 3.5741, loss: 3.5741 +2025-06-20 11:52:18,082 - pyskl - INFO - Epoch [73][2000/3940] lr: 1.315e-02, eta: 1 day, 13:52:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9550, loss_cls: 3.6847, loss: 3.6847 +2025-06-20 11:53:02,549 - pyskl - INFO - Epoch [73][2100/3940] lr: 1.315e-02, eta: 1 day, 13:51:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 3.6265, loss: 3.6265 +2025-06-20 11:53:46,760 - pyskl - INFO - Epoch [73][2200/3940] lr: 1.314e-02, eta: 1 day, 13:50:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9594, loss_cls: 3.5506, loss: 3.5506 +2025-06-20 11:54:30,991 - pyskl - INFO - Epoch [73][2300/3940] lr: 1.313e-02, eta: 1 day, 13:49:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9631, loss_cls: 3.5004, loss: 3.5004 +2025-06-20 11:55:15,287 - pyskl - INFO - Epoch [73][2400/3940] lr: 1.313e-02, eta: 1 day, 13:49:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9550, loss_cls: 3.6424, loss: 3.6424 +2025-06-20 11:55:59,499 - pyskl - INFO - Epoch [73][2500/3940] lr: 1.312e-02, eta: 1 day, 13:48:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9575, loss_cls: 3.7014, loss: 3.7014 +2025-06-20 11:56:43,837 - pyskl - INFO - Epoch [73][2600/3940] lr: 1.311e-02, eta: 1 day, 13:47:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.5647, loss: 3.5647 +2025-06-20 11:57:28,194 - pyskl - INFO - Epoch [73][2700/3940] lr: 1.311e-02, eta: 1 day, 13:46:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9563, loss_cls: 3.6623, loss: 3.6623 +2025-06-20 11:58:12,551 - pyskl - INFO - Epoch [73][2800/3940] lr: 1.310e-02, eta: 1 day, 13:46:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 3.6613, loss: 3.6613 +2025-06-20 11:58:56,856 - pyskl - INFO - Epoch [73][2900/3940] lr: 1.309e-02, eta: 1 day, 13:45:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9675, loss_cls: 3.4047, loss: 3.4047 +2025-06-20 11:59:41,192 - pyskl - INFO - Epoch [73][3000/3940] lr: 1.309e-02, eta: 1 day, 13:44:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 3.5130, loss: 3.5130 +2025-06-20 12:00:25,646 - pyskl - INFO - Epoch [73][3100/3940] lr: 1.308e-02, eta: 1 day, 13:43:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.5299, loss: 3.5299 +2025-06-20 12:01:09,981 - pyskl - INFO - Epoch [73][3200/3940] lr: 1.307e-02, eta: 1 day, 13:43:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9544, loss_cls: 3.4717, loss: 3.4717 +2025-06-20 12:01:54,274 - pyskl - INFO - Epoch [73][3300/3940] lr: 1.307e-02, eta: 1 day, 13:42:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9613, loss_cls: 3.5206, loss: 3.5206 +2025-06-20 12:02:38,578 - pyskl - INFO - Epoch [73][3400/3940] lr: 1.306e-02, eta: 1 day, 13:41:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 3.6325, loss: 3.6325 +2025-06-20 12:03:22,879 - pyskl - INFO - Epoch [73][3500/3940] lr: 1.305e-02, eta: 1 day, 13:40:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9606, loss_cls: 3.5617, loss: 3.5617 +2025-06-20 12:04:07,264 - pyskl - INFO - Epoch [73][3600/3940] lr: 1.305e-02, eta: 1 day, 13:40:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9631, loss_cls: 3.5631, loss: 3.5631 +2025-06-20 12:04:51,641 - pyskl - INFO - Epoch [73][3700/3940] lr: 1.304e-02, eta: 1 day, 13:39:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9537, loss_cls: 3.7062, loss: 3.7062 +2025-06-20 12:05:35,909 - pyskl - INFO - Epoch [73][3800/3940] lr: 1.303e-02, eta: 1 day, 13:38:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9563, loss_cls: 3.5894, loss: 3.5894 +2025-06-20 12:06:20,216 - pyskl - INFO - Epoch [73][3900/3940] lr: 1.303e-02, eta: 1 day, 13:37:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9594, loss_cls: 3.6484, loss: 3.6484 +2025-06-20 12:06:38,262 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-06-20 12:10:03,264 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 12:10:03,730 - pyskl - INFO - +top1_acc 0.7273 +top5_acc 0.9374 +2025-06-20 12:10:03,749 - pyskl - INFO - Epoch(val) [73][3183] top1_acc: 0.7273, top5_acc: 0.9374 +2025-06-20 12:11:11,139 - pyskl - INFO - Epoch [74][100/3940] lr: 1.302e-02, eta: 1 day, 13:36:50, time: 0.674, data_time: 0.231, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 3.6199, loss: 3.6199 +2025-06-20 12:11:55,596 - pyskl - INFO - Epoch [74][200/3940] lr: 1.301e-02, eta: 1 day, 13:36:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9575, loss_cls: 3.5139, loss: 3.5139 +2025-06-20 12:12:40,069 - pyskl - INFO - Epoch [74][300/3940] lr: 1.300e-02, eta: 1 day, 13:35:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9619, loss_cls: 3.6361, loss: 3.6361 +2025-06-20 12:13:24,440 - pyskl - INFO - Epoch [74][400/3940] lr: 1.300e-02, eta: 1 day, 13:34:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9613, loss_cls: 3.5429, loss: 3.5429 +2025-06-20 12:14:08,682 - pyskl - INFO - Epoch [74][500/3940] lr: 1.299e-02, eta: 1 day, 13:33:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9650, loss_cls: 3.4337, loss: 3.4337 +2025-06-20 12:14:53,015 - pyskl - INFO - Epoch [74][600/3940] lr: 1.298e-02, eta: 1 day, 13:33:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 3.5475, loss: 3.5475 +2025-06-20 12:15:37,292 - pyskl - INFO - Epoch [74][700/3940] lr: 1.298e-02, eta: 1 day, 13:32:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 3.5201, loss: 3.5201 +2025-06-20 12:16:21,696 - pyskl - INFO - Epoch [74][800/3940] lr: 1.297e-02, eta: 1 day, 13:31:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.4062, loss: 3.4062 +2025-06-20 12:17:06,073 - pyskl - INFO - Epoch [74][900/3940] lr: 1.296e-02, eta: 1 day, 13:30:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.5016, loss: 3.5016 +2025-06-20 12:17:50,406 - pyskl - INFO - Epoch [74][1000/3940] lr: 1.296e-02, eta: 1 day, 13:30:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9650, loss_cls: 3.4429, loss: 3.4429 +2025-06-20 12:18:34,780 - pyskl - INFO - Epoch [74][1100/3940] lr: 1.295e-02, eta: 1 day, 13:29:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 3.5647, loss: 3.5647 +2025-06-20 12:19:19,114 - pyskl - INFO - Epoch [74][1200/3940] lr: 1.294e-02, eta: 1 day, 13:28:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9606, loss_cls: 3.6205, loss: 3.6205 +2025-06-20 12:20:03,385 - pyskl - INFO - Epoch [74][1300/3940] lr: 1.294e-02, eta: 1 day, 13:27:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 3.5617, loss: 3.5617 +2025-06-20 12:20:47,732 - pyskl - INFO - Epoch [74][1400/3940] lr: 1.293e-02, eta: 1 day, 13:27:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9738, loss_cls: 3.5175, loss: 3.5175 +2025-06-20 12:21:32,158 - pyskl - INFO - Epoch [74][1500/3940] lr: 1.292e-02, eta: 1 day, 13:26:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 3.5859, loss: 3.5859 +2025-06-20 12:22:16,381 - pyskl - INFO - Epoch [74][1600/3940] lr: 1.292e-02, eta: 1 day, 13:25:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9625, loss_cls: 3.5136, loss: 3.5136 +2025-06-20 12:23:00,754 - pyskl - INFO - Epoch [74][1700/3940] lr: 1.291e-02, eta: 1 day, 13:24:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9550, loss_cls: 3.6179, loss: 3.6179 +2025-06-20 12:23:45,102 - pyskl - INFO - Epoch [74][1800/3940] lr: 1.290e-02, eta: 1 day, 13:24:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 3.5580, loss: 3.5580 +2025-06-20 12:24:29,332 - pyskl - INFO - Epoch [74][1900/3940] lr: 1.290e-02, eta: 1 day, 13:23:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9513, loss_cls: 3.5475, loss: 3.5475 +2025-06-20 12:25:13,642 - pyskl - INFO - Epoch [74][2000/3940] lr: 1.289e-02, eta: 1 day, 13:22:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9681, loss_cls: 3.4121, loss: 3.4121 +2025-06-20 12:25:57,769 - pyskl - INFO - Epoch [74][2100/3940] lr: 1.288e-02, eta: 1 day, 13:21:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9619, loss_cls: 3.5316, loss: 3.5316 +2025-06-20 12:26:42,127 - pyskl - INFO - Epoch [74][2200/3940] lr: 1.288e-02, eta: 1 day, 13:21:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 3.5244, loss: 3.5244 +2025-06-20 12:27:26,907 - pyskl - INFO - Epoch [74][2300/3940] lr: 1.287e-02, eta: 1 day, 13:20:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.5267, loss: 3.5267 +2025-06-20 12:28:11,551 - pyskl - INFO - Epoch [74][2400/3940] lr: 1.286e-02, eta: 1 day, 13:19:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 3.5288, loss: 3.5288 +2025-06-20 12:28:56,169 - pyskl - INFO - Epoch [74][2500/3940] lr: 1.286e-02, eta: 1 day, 13:18:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9487, loss_cls: 3.6698, loss: 3.6698 +2025-06-20 12:29:40,791 - pyskl - INFO - Epoch [74][2600/3940] lr: 1.285e-02, eta: 1 day, 13:18:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 3.5563, loss: 3.5563 +2025-06-20 12:30:25,156 - pyskl - INFO - Epoch [74][2700/3940] lr: 1.284e-02, eta: 1 day, 13:17:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 3.4992, loss: 3.4992 +2025-06-20 12:31:09,419 - pyskl - INFO - Epoch [74][2800/3940] lr: 1.284e-02, eta: 1 day, 13:16:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9569, loss_cls: 3.6672, loss: 3.6672 +2025-06-20 12:31:53,830 - pyskl - INFO - Epoch [74][2900/3940] lr: 1.283e-02, eta: 1 day, 13:15:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9569, loss_cls: 3.4740, loss: 3.4740 +2025-06-20 12:32:38,369 - pyskl - INFO - Epoch [74][3000/3940] lr: 1.282e-02, eta: 1 day, 13:15:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9556, loss_cls: 3.7232, loss: 3.7232 +2025-06-20 12:33:22,772 - pyskl - INFO - Epoch [74][3100/3940] lr: 1.282e-02, eta: 1 day, 13:14:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9656, loss_cls: 3.4885, loss: 3.4885 +2025-06-20 12:34:07,194 - pyskl - INFO - Epoch [74][3200/3940] lr: 1.281e-02, eta: 1 day, 13:13:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9556, loss_cls: 3.6380, loss: 3.6380 +2025-06-20 12:34:51,604 - pyskl - INFO - Epoch [74][3300/3940] lr: 1.280e-02, eta: 1 day, 13:12:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 3.5294, loss: 3.5294 +2025-06-20 12:35:36,023 - pyskl - INFO - Epoch [74][3400/3940] lr: 1.280e-02, eta: 1 day, 13:12:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9619, loss_cls: 3.6134, loss: 3.6134 +2025-06-20 12:36:20,501 - pyskl - INFO - Epoch [74][3500/3940] lr: 1.279e-02, eta: 1 day, 13:11:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9550, loss_cls: 3.5684, loss: 3.5684 +2025-06-20 12:37:04,978 - pyskl - INFO - Epoch [74][3600/3940] lr: 1.278e-02, eta: 1 day, 13:10:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 3.5358, loss: 3.5358 +2025-06-20 12:37:49,394 - pyskl - INFO - Epoch [74][3700/3940] lr: 1.278e-02, eta: 1 day, 13:09:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9544, loss_cls: 3.4575, loss: 3.4575 +2025-06-20 12:38:33,853 - pyskl - INFO - Epoch [74][3800/3940] lr: 1.277e-02, eta: 1 day, 13:09:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9600, loss_cls: 3.6354, loss: 3.6354 +2025-06-20 12:39:18,250 - pyskl - INFO - Epoch [74][3900/3940] lr: 1.276e-02, eta: 1 day, 13:08:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 3.5119, loss: 3.5119 +2025-06-20 12:39:36,405 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-06-20 12:43:01,731 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 12:43:02,195 - pyskl - INFO - +top1_acc 0.7379 +top5_acc 0.9449 +2025-06-20 12:43:02,212 - pyskl - INFO - Epoch(val) [74][3183] top1_acc: 0.7379, top5_acc: 0.9449 +2025-06-20 12:44:10,340 - pyskl - INFO - Epoch [75][100/3940] lr: 1.276e-02, eta: 1 day, 13:07:27, time: 0.681, data_time: 0.238, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 3.5464, loss: 3.5464 +2025-06-20 12:44:54,743 - pyskl - INFO - Epoch [75][200/3940] lr: 1.275e-02, eta: 1 day, 13:06:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 3.5131, loss: 3.5131 +2025-06-20 12:45:39,177 - pyskl - INFO - Epoch [75][300/3940] lr: 1.274e-02, eta: 1 day, 13:05:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 3.4572, loss: 3.4572 +2025-06-20 12:46:23,619 - pyskl - INFO - Epoch [75][400/3940] lr: 1.274e-02, eta: 1 day, 13:05:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9644, loss_cls: 3.4487, loss: 3.4487 +2025-06-20 12:47:08,083 - pyskl - INFO - Epoch [75][500/3940] lr: 1.273e-02, eta: 1 day, 13:04:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9625, loss_cls: 3.4979, loss: 3.4979 +2025-06-20 12:47:52,560 - pyskl - INFO - Epoch [75][600/3940] lr: 1.272e-02, eta: 1 day, 13:03:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 3.4481, loss: 3.4481 +2025-06-20 12:48:36,906 - pyskl - INFO - Epoch [75][700/3940] lr: 1.272e-02, eta: 1 day, 13:02:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9637, loss_cls: 3.4306, loss: 3.4306 +2025-06-20 12:49:21,342 - pyskl - INFO - Epoch [75][800/3940] lr: 1.271e-02, eta: 1 day, 13:02:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 3.3899, loss: 3.3899 +2025-06-20 12:50:05,753 - pyskl - INFO - Epoch [75][900/3940] lr: 1.270e-02, eta: 1 day, 13:01:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9631, loss_cls: 3.4583, loss: 3.4583 +2025-06-20 12:50:50,177 - pyskl - INFO - Epoch [75][1000/3940] lr: 1.270e-02, eta: 1 day, 13:00:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 3.5146, loss: 3.5146 +2025-06-20 12:51:34,577 - pyskl - INFO - Epoch [75][1100/3940] lr: 1.269e-02, eta: 1 day, 12:59:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9587, loss_cls: 3.6140, loss: 3.6140 +2025-06-20 12:52:18,987 - pyskl - INFO - Epoch [75][1200/3940] lr: 1.268e-02, eta: 1 day, 12:59:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9663, loss_cls: 3.5034, loss: 3.5034 +2025-06-20 12:53:03,473 - pyskl - INFO - Epoch [75][1300/3940] lr: 1.268e-02, eta: 1 day, 12:58:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9625, loss_cls: 3.5593, loss: 3.5593 +2025-06-20 12:53:47,853 - pyskl - INFO - Epoch [75][1400/3940] lr: 1.267e-02, eta: 1 day, 12:57:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 3.3689, loss: 3.3689 +2025-06-20 12:54:32,226 - pyskl - INFO - Epoch [75][1500/3940] lr: 1.266e-02, eta: 1 day, 12:56:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9600, loss_cls: 3.5351, loss: 3.5351 +2025-06-20 12:55:16,607 - pyskl - INFO - Epoch [75][1600/3940] lr: 1.266e-02, eta: 1 day, 12:56:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9594, loss_cls: 3.5290, loss: 3.5290 +2025-06-20 12:56:01,113 - pyskl - INFO - Epoch [75][1700/3940] lr: 1.265e-02, eta: 1 day, 12:55:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 3.5937, loss: 3.5937 +2025-06-20 12:56:45,566 - pyskl - INFO - Epoch [75][1800/3940] lr: 1.264e-02, eta: 1 day, 12:54:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9569, loss_cls: 3.6087, loss: 3.6087 +2025-06-20 12:57:29,886 - pyskl - INFO - Epoch [75][1900/3940] lr: 1.264e-02, eta: 1 day, 12:53:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9544, loss_cls: 3.6787, loss: 3.6787 +2025-06-20 12:58:14,177 - pyskl - INFO - Epoch [75][2000/3940] lr: 1.263e-02, eta: 1 day, 12:53:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9656, loss_cls: 3.4788, loss: 3.4788 +2025-06-20 12:58:58,465 - pyskl - INFO - Epoch [75][2100/3940] lr: 1.262e-02, eta: 1 day, 12:52:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.3865, loss: 3.3865 +2025-06-20 12:59:42,768 - pyskl - INFO - Epoch [75][2200/3940] lr: 1.262e-02, eta: 1 day, 12:51:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9575, loss_cls: 3.5907, loss: 3.5907 +2025-06-20 13:00:27,111 - pyskl - INFO - Epoch [75][2300/3940] lr: 1.261e-02, eta: 1 day, 12:50:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9644, loss_cls: 3.4650, loss: 3.4650 +2025-06-20 13:01:11,469 - pyskl - INFO - Epoch [75][2400/3940] lr: 1.260e-02, eta: 1 day, 12:50:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9644, loss_cls: 3.5344, loss: 3.5344 +2025-06-20 13:01:55,839 - pyskl - INFO - Epoch [75][2500/3940] lr: 1.260e-02, eta: 1 day, 12:49:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9600, loss_cls: 3.5784, loss: 3.5784 +2025-06-20 13:02:40,114 - pyskl - INFO - Epoch [75][2600/3940] lr: 1.259e-02, eta: 1 day, 12:48:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 3.3155, loss: 3.3155 +2025-06-20 13:03:24,411 - pyskl - INFO - Epoch [75][2700/3940] lr: 1.258e-02, eta: 1 day, 12:47:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9575, loss_cls: 3.5997, loss: 3.5997 +2025-06-20 13:04:08,707 - pyskl - INFO - Epoch [75][2800/3940] lr: 1.258e-02, eta: 1 day, 12:47:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9563, loss_cls: 3.6689, loss: 3.6689 +2025-06-20 13:04:52,974 - pyskl - INFO - Epoch [75][2900/3940] lr: 1.257e-02, eta: 1 day, 12:46:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9581, loss_cls: 3.5710, loss: 3.5710 +2025-06-20 13:05:37,253 - pyskl - INFO - Epoch [75][3000/3940] lr: 1.256e-02, eta: 1 day, 12:45:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9544, loss_cls: 3.5964, loss: 3.5964 +2025-06-20 13:06:21,544 - pyskl - INFO - Epoch [75][3100/3940] lr: 1.256e-02, eta: 1 day, 12:44:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9600, loss_cls: 3.6505, loss: 3.6505 +2025-06-20 13:07:05,947 - pyskl - INFO - Epoch [75][3200/3940] lr: 1.255e-02, eta: 1 day, 12:44:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9594, loss_cls: 3.6787, loss: 3.6787 +2025-06-20 13:07:50,286 - pyskl - INFO - Epoch [75][3300/3940] lr: 1.254e-02, eta: 1 day, 12:43:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.4648, loss: 3.4648 +2025-06-20 13:08:34,751 - pyskl - INFO - Epoch [75][3400/3940] lr: 1.254e-02, eta: 1 day, 12:42:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.4431, loss: 3.4431 +2025-06-20 13:09:19,188 - pyskl - INFO - Epoch [75][3500/3940] lr: 1.253e-02, eta: 1 day, 12:42:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9613, loss_cls: 3.5247, loss: 3.5247 +2025-06-20 13:10:03,622 - pyskl - INFO - Epoch [75][3600/3940] lr: 1.252e-02, eta: 1 day, 12:41:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.5502, loss: 3.5502 +2025-06-20 13:10:48,032 - pyskl - INFO - Epoch [75][3700/3940] lr: 1.252e-02, eta: 1 day, 12:40:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9637, loss_cls: 3.5158, loss: 3.5158 +2025-06-20 13:11:32,382 - pyskl - INFO - Epoch [75][3800/3940] lr: 1.251e-02, eta: 1 day, 12:39:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 3.5451, loss: 3.5451 +2025-06-20 13:12:16,810 - pyskl - INFO - Epoch [75][3900/3940] lr: 1.250e-02, eta: 1 day, 12:39:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 3.5480, loss: 3.5480 +2025-06-20 13:12:34,858 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-06-20 13:30:08,250 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 13:30:08,798 - pyskl - INFO - +top1_acc 0.7466 +top5_acc 0.9440 +2025-06-20 13:30:08,817 - pyskl - INFO - Epoch(val) [75][3183] top1_acc: 0.7466, top5_acc: 0.9440 +2025-06-20 13:31:17,190 - pyskl - INFO - Epoch [76][100/3940] lr: 1.249e-02, eta: 1 day, 12:38:04, time: 0.684, data_time: 0.240, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 3.3896, loss: 3.3896 +2025-06-20 13:32:01,639 - pyskl - INFO - Epoch [76][200/3940] lr: 1.249e-02, eta: 1 day, 12:37:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9675, loss_cls: 3.4525, loss: 3.4525 +2025-06-20 13:32:46,039 - pyskl - INFO - Epoch [76][300/3940] lr: 1.248e-02, eta: 1 day, 12:36:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 3.4819, loss: 3.4819 +2025-06-20 13:33:30,364 - pyskl - INFO - Epoch [76][400/3940] lr: 1.247e-02, eta: 1 day, 12:35:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9675, loss_cls: 3.4015, loss: 3.4015 +2025-06-20 13:34:14,814 - pyskl - INFO - Epoch [76][500/3940] lr: 1.247e-02, eta: 1 day, 12:35:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9669, loss_cls: 3.3938, loss: 3.3938 +2025-06-20 13:34:59,233 - pyskl - INFO - Epoch [76][600/3940] lr: 1.246e-02, eta: 1 day, 12:34:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 3.5342, loss: 3.5342 +2025-06-20 13:35:43,754 - pyskl - INFO - Epoch [76][700/3940] lr: 1.245e-02, eta: 1 day, 12:33:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.5395, loss: 3.5395 +2025-06-20 13:36:28,169 - pyskl - INFO - Epoch [76][800/3940] lr: 1.245e-02, eta: 1 day, 12:32:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9688, loss_cls: 3.3595, loss: 3.3595 +2025-06-20 13:37:12,505 - pyskl - INFO - Epoch [76][900/3940] lr: 1.244e-02, eta: 1 day, 12:32:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9631, loss_cls: 3.5519, loss: 3.5519 +2025-06-20 13:37:56,798 - pyskl - INFO - Epoch [76][1000/3940] lr: 1.243e-02, eta: 1 day, 12:31:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9650, loss_cls: 3.5555, loss: 3.5555 +2025-06-20 13:38:41,102 - pyskl - INFO - Epoch [76][1100/3940] lr: 1.243e-02, eta: 1 day, 12:30:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9563, loss_cls: 3.5477, loss: 3.5477 +2025-06-20 13:39:25,386 - pyskl - INFO - Epoch [76][1200/3940] lr: 1.242e-02, eta: 1 day, 12:29:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 3.6243, loss: 3.6243 +2025-06-20 13:40:09,705 - pyskl - INFO - Epoch [76][1300/3940] lr: 1.241e-02, eta: 1 day, 12:29:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.4209, loss: 3.4209 +2025-06-20 13:40:54,066 - pyskl - INFO - Epoch [76][1400/3940] lr: 1.241e-02, eta: 1 day, 12:28:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 3.4846, loss: 3.4846 +2025-06-20 13:41:38,339 - pyskl - INFO - Epoch [76][1500/3940] lr: 1.240e-02, eta: 1 day, 12:27:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 3.4389, loss: 3.4389 +2025-06-20 13:42:22,625 - pyskl - INFO - Epoch [76][1600/3940] lr: 1.239e-02, eta: 1 day, 12:26:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9650, loss_cls: 3.4951, loss: 3.4951 +2025-06-20 13:43:06,922 - pyskl - INFO - Epoch [76][1700/3940] lr: 1.239e-02, eta: 1 day, 12:26:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9669, loss_cls: 3.5054, loss: 3.5054 +2025-06-20 13:43:51,279 - pyskl - INFO - Epoch [76][1800/3940] lr: 1.238e-02, eta: 1 day, 12:25:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.5436, loss: 3.5436 +2025-06-20 13:44:35,601 - pyskl - INFO - Epoch [76][1900/3940] lr: 1.237e-02, eta: 1 day, 12:24:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9537, loss_cls: 3.5451, loss: 3.5451 +2025-06-20 13:45:20,123 - pyskl - INFO - Epoch [76][2000/3940] lr: 1.237e-02, eta: 1 day, 12:23:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 3.5573, loss: 3.5573 +2025-06-20 13:46:04,527 - pyskl - INFO - Epoch [76][2100/3940] lr: 1.236e-02, eta: 1 day, 12:23:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 3.6102, loss: 3.6102 +2025-06-20 13:46:49,110 - pyskl - INFO - Epoch [76][2200/3940] lr: 1.235e-02, eta: 1 day, 12:22:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9569, loss_cls: 3.5984, loss: 3.5984 +2025-06-20 13:47:33,449 - pyskl - INFO - Epoch [76][2300/3940] lr: 1.235e-02, eta: 1 day, 12:21:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 3.5217, loss: 3.5217 +2025-06-20 13:48:17,838 - pyskl - INFO - Epoch [76][2400/3940] lr: 1.234e-02, eta: 1 day, 12:20:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9563, loss_cls: 3.4805, loss: 3.4805 +2025-06-20 13:49:02,077 - pyskl - INFO - Epoch [76][2500/3940] lr: 1.233e-02, eta: 1 day, 12:20:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9519, loss_cls: 3.5349, loss: 3.5349 +2025-06-20 13:49:46,285 - pyskl - INFO - Epoch [76][2600/3940] lr: 1.233e-02, eta: 1 day, 12:19:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9637, loss_cls: 3.4595, loss: 3.4595 +2025-06-20 13:50:30,537 - pyskl - INFO - Epoch [76][2700/3940] lr: 1.232e-02, eta: 1 day, 12:18:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9569, loss_cls: 3.6094, loss: 3.6094 +2025-06-20 13:51:14,877 - pyskl - INFO - Epoch [76][2800/3940] lr: 1.231e-02, eta: 1 day, 12:17:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9631, loss_cls: 3.5258, loss: 3.5258 +2025-06-20 13:51:59,184 - pyskl - INFO - Epoch [76][2900/3940] lr: 1.231e-02, eta: 1 day, 12:17:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9637, loss_cls: 3.4118, loss: 3.4118 +2025-06-20 13:52:43,505 - pyskl - INFO - Epoch [76][3000/3940] lr: 1.230e-02, eta: 1 day, 12:16:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 3.6006, loss: 3.6006 +2025-06-20 13:53:27,823 - pyskl - INFO - Epoch [76][3100/3940] lr: 1.229e-02, eta: 1 day, 12:15:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9550, loss_cls: 3.6288, loss: 3.6288 +2025-06-20 13:54:12,084 - pyskl - INFO - Epoch [76][3200/3940] lr: 1.229e-02, eta: 1 day, 12:14:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9600, loss_cls: 3.4505, loss: 3.4505 +2025-06-20 13:54:56,492 - pyskl - INFO - Epoch [76][3300/3940] lr: 1.228e-02, eta: 1 day, 12:14:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9675, loss_cls: 3.3323, loss: 3.3323 +2025-06-20 13:55:40,749 - pyskl - INFO - Epoch [76][3400/3940] lr: 1.227e-02, eta: 1 day, 12:13:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.4816, loss: 3.4816 +2025-06-20 13:56:24,977 - pyskl - INFO - Epoch [76][3500/3940] lr: 1.227e-02, eta: 1 day, 12:12:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 3.5191, loss: 3.5191 +2025-06-20 13:57:09,254 - pyskl - INFO - Epoch [76][3600/3940] lr: 1.226e-02, eta: 1 day, 12:11:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9669, loss_cls: 3.4033, loss: 3.4033 +2025-06-20 13:57:53,613 - pyskl - INFO - Epoch [76][3700/3940] lr: 1.225e-02, eta: 1 day, 12:11:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9650, loss_cls: 3.4383, loss: 3.4383 +2025-06-20 13:58:37,986 - pyskl - INFO - Epoch [76][3800/3940] lr: 1.225e-02, eta: 1 day, 12:10:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9619, loss_cls: 3.5983, loss: 3.5983 +2025-06-20 13:59:22,280 - pyskl - INFO - Epoch [76][3900/3940] lr: 1.224e-02, eta: 1 day, 12:09:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.6550, loss: 3.6550 +2025-06-20 13:59:40,354 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-06-20 14:03:06,943 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 14:03:07,408 - pyskl - INFO - +top1_acc 0.7037 +top5_acc 0.9179 +2025-06-20 14:03:07,426 - pyskl - INFO - Epoch(val) [76][3183] top1_acc: 0.7037, top5_acc: 0.9179 +2025-06-20 14:04:14,910 - pyskl - INFO - Epoch [77][100/3940] lr: 1.223e-02, eta: 1 day, 12:08:38, time: 0.675, data_time: 0.232, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 3.5236, loss: 3.5236 +2025-06-20 14:04:59,282 - pyskl - INFO - Epoch [77][200/3940] lr: 1.222e-02, eta: 1 day, 12:07:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 3.3800, loss: 3.3800 +2025-06-20 14:05:43,476 - pyskl - INFO - Epoch [77][300/3940] lr: 1.222e-02, eta: 1 day, 12:07:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.3606, loss: 3.3606 +2025-06-20 14:06:27,925 - pyskl - INFO - Epoch [77][400/3940] lr: 1.221e-02, eta: 1 day, 12:06:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9663, loss_cls: 3.4814, loss: 3.4814 +2025-06-20 14:07:12,182 - pyskl - INFO - Epoch [77][500/3940] lr: 1.221e-02, eta: 1 day, 12:05:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.4680, loss: 3.4680 +2025-06-20 14:07:56,786 - pyskl - INFO - Epoch [77][600/3940] lr: 1.220e-02, eta: 1 day, 12:04:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 3.4482, loss: 3.4482 +2025-06-20 14:08:41,182 - pyskl - INFO - Epoch [77][700/3940] lr: 1.219e-02, eta: 1 day, 12:04:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 3.4605, loss: 3.4605 +2025-06-20 14:09:25,622 - pyskl - INFO - Epoch [77][800/3940] lr: 1.219e-02, eta: 1 day, 12:03:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9587, loss_cls: 3.4865, loss: 3.4865 +2025-06-20 14:10:09,911 - pyskl - INFO - Epoch [77][900/3940] lr: 1.218e-02, eta: 1 day, 12:02:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9619, loss_cls: 3.5085, loss: 3.5085 +2025-06-20 14:10:54,131 - pyskl - INFO - Epoch [77][1000/3940] lr: 1.217e-02, eta: 1 day, 12:01:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9556, loss_cls: 3.4793, loss: 3.4793 +2025-06-20 14:11:38,356 - pyskl - INFO - Epoch [77][1100/3940] lr: 1.217e-02, eta: 1 day, 12:01:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.5325, loss: 3.5325 +2025-06-20 14:12:22,636 - pyskl - INFO - Epoch [77][1200/3940] lr: 1.216e-02, eta: 1 day, 12:00:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9644, loss_cls: 3.4598, loss: 3.4598 +2025-06-20 14:13:06,958 - pyskl - INFO - Epoch [77][1300/3940] lr: 1.215e-02, eta: 1 day, 11:59:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 3.4373, loss: 3.4373 +2025-06-20 14:13:51,124 - pyskl - INFO - Epoch [77][1400/3940] lr: 1.215e-02, eta: 1 day, 11:58:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 3.3469, loss: 3.3469 +2025-06-20 14:14:35,317 - pyskl - INFO - Epoch [77][1500/3940] lr: 1.214e-02, eta: 1 day, 11:58:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9650, loss_cls: 3.4042, loss: 3.4042 +2025-06-20 14:15:19,535 - pyskl - INFO - Epoch [77][1600/3940] lr: 1.213e-02, eta: 1 day, 11:57:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9587, loss_cls: 3.5094, loss: 3.5094 +2025-06-20 14:16:03,892 - pyskl - INFO - Epoch [77][1700/3940] lr: 1.213e-02, eta: 1 day, 11:56:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 3.3885, loss: 3.3885 +2025-06-20 14:16:48,207 - pyskl - INFO - Epoch [77][1800/3940] lr: 1.212e-02, eta: 1 day, 11:55:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9587, loss_cls: 3.5898, loss: 3.5898 +2025-06-20 14:17:32,524 - pyskl - INFO - Epoch [77][1900/3940] lr: 1.211e-02, eta: 1 day, 11:55:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 3.4940, loss: 3.4940 +2025-06-20 14:18:16,857 - pyskl - INFO - Epoch [77][2000/3940] lr: 1.211e-02, eta: 1 day, 11:54:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9669, loss_cls: 3.4357, loss: 3.4357 +2025-06-20 14:19:01,189 - pyskl - INFO - Epoch [77][2100/3940] lr: 1.210e-02, eta: 1 day, 11:53:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9644, loss_cls: 3.4951, loss: 3.4951 +2025-06-20 14:19:45,636 - pyskl - INFO - Epoch [77][2200/3940] lr: 1.209e-02, eta: 1 day, 11:52:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 3.4736, loss: 3.4736 +2025-06-20 14:20:29,957 - pyskl - INFO - Epoch [77][2300/3940] lr: 1.209e-02, eta: 1 day, 11:52:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9631, loss_cls: 3.4490, loss: 3.4490 +2025-06-20 14:21:14,356 - pyskl - INFO - Epoch [77][2400/3940] lr: 1.208e-02, eta: 1 day, 11:51:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 3.5959, loss: 3.5959 +2025-06-20 14:21:58,767 - pyskl - INFO - Epoch [77][2500/3940] lr: 1.207e-02, eta: 1 day, 11:50:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9613, loss_cls: 3.5531, loss: 3.5531 +2025-06-20 14:22:43,088 - pyskl - INFO - Epoch [77][2600/3940] lr: 1.207e-02, eta: 1 day, 11:49:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 3.4728, loss: 3.4728 +2025-06-20 14:23:27,485 - pyskl - INFO - Epoch [77][2700/3940] lr: 1.206e-02, eta: 1 day, 11:49:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9663, loss_cls: 3.4636, loss: 3.4636 +2025-06-20 14:24:11,741 - pyskl - INFO - Epoch [77][2800/3940] lr: 1.205e-02, eta: 1 day, 11:48:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.5047, loss: 3.5047 +2025-06-20 14:24:56,068 - pyskl - INFO - Epoch [77][2900/3940] lr: 1.205e-02, eta: 1 day, 11:47:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9513, loss_cls: 3.4792, loss: 3.4792 +2025-06-20 14:25:40,452 - pyskl - INFO - Epoch [77][3000/3940] lr: 1.204e-02, eta: 1 day, 11:46:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9600, loss_cls: 3.5820, loss: 3.5820 +2025-06-20 14:26:24,833 - pyskl - INFO - Epoch [77][3100/3940] lr: 1.203e-02, eta: 1 day, 11:46:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9656, loss_cls: 3.5550, loss: 3.5550 +2025-06-20 14:27:09,158 - pyskl - INFO - Epoch [77][3200/3940] lr: 1.203e-02, eta: 1 day, 11:45:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9613, loss_cls: 3.4956, loss: 3.4956 +2025-06-20 14:27:53,479 - pyskl - INFO - Epoch [77][3300/3940] lr: 1.202e-02, eta: 1 day, 11:44:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.5179, loss: 3.5179 +2025-06-20 14:28:37,944 - pyskl - INFO - Epoch [77][3400/3940] lr: 1.201e-02, eta: 1 day, 11:43:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.4165, loss: 3.4165 +2025-06-20 14:29:22,364 - pyskl - INFO - Epoch [77][3500/3940] lr: 1.201e-02, eta: 1 day, 11:43:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9625, loss_cls: 3.4513, loss: 3.4513 +2025-06-20 14:30:06,778 - pyskl - INFO - Epoch [77][3600/3940] lr: 1.200e-02, eta: 1 day, 11:42:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9650, loss_cls: 3.4659, loss: 3.4659 +2025-06-20 14:30:51,181 - pyskl - INFO - Epoch [77][3700/3940] lr: 1.199e-02, eta: 1 day, 11:41:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9650, loss_cls: 3.4227, loss: 3.4227 +2025-06-20 14:31:35,446 - pyskl - INFO - Epoch [77][3800/3940] lr: 1.199e-02, eta: 1 day, 11:40:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 3.5484, loss: 3.5484 +2025-06-20 14:32:19,790 - pyskl - INFO - Epoch [77][3900/3940] lr: 1.198e-02, eta: 1 day, 11:40:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9613, loss_cls: 3.5776, loss: 3.5776 +2025-06-20 14:32:37,797 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-06-20 14:36:02,425 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 14:36:02,894 - pyskl - INFO - +top1_acc 0.7456 +top5_acc 0.9443 +2025-06-20 14:36:02,912 - pyskl - INFO - Epoch(val) [77][3183] top1_acc: 0.7456, top5_acc: 0.9443 +2025-06-20 14:37:11,148 - pyskl - INFO - Epoch [78][100/3940] lr: 1.197e-02, eta: 1 day, 11:39:14, time: 0.682, data_time: 0.240, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9675, loss_cls: 3.5237, loss: 3.5237 +2025-06-20 14:37:55,446 - pyskl - INFO - Epoch [78][200/3940] lr: 1.196e-02, eta: 1 day, 11:38:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9575, loss_cls: 3.4398, loss: 3.4398 +2025-06-20 14:38:39,721 - pyskl - INFO - Epoch [78][300/3940] lr: 1.196e-02, eta: 1 day, 11:37:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9656, loss_cls: 3.4191, loss: 3.4191 +2025-06-20 14:39:23,885 - pyskl - INFO - Epoch [78][400/3940] lr: 1.195e-02, eta: 1 day, 11:36:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.4880, loss: 3.4880 +2025-06-20 14:40:08,170 - pyskl - INFO - Epoch [78][500/3940] lr: 1.194e-02, eta: 1 day, 11:36:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9675, loss_cls: 3.4077, loss: 3.4077 +2025-06-20 14:40:52,360 - pyskl - INFO - Epoch [78][600/3940] lr: 1.194e-02, eta: 1 day, 11:35:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.3979, loss: 3.3979 +2025-06-20 14:41:36,671 - pyskl - INFO - Epoch [78][700/3940] lr: 1.193e-02, eta: 1 day, 11:34:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.4639, loss: 3.4639 +2025-06-20 14:42:20,896 - pyskl - INFO - Epoch [78][800/3940] lr: 1.192e-02, eta: 1 day, 11:33:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.3872, loss: 3.3872 +2025-06-20 14:43:05,148 - pyskl - INFO - Epoch [78][900/3940] lr: 1.192e-02, eta: 1 day, 11:33:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9669, loss_cls: 3.5255, loss: 3.5255 +2025-06-20 14:43:49,372 - pyskl - INFO - Epoch [78][1000/3940] lr: 1.191e-02, eta: 1 day, 11:32:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 3.4463, loss: 3.4463 +2025-06-20 14:44:33,610 - pyskl - INFO - Epoch [78][1100/3940] lr: 1.190e-02, eta: 1 day, 11:31:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 3.4991, loss: 3.4991 +2025-06-20 14:45:17,939 - pyskl - INFO - Epoch [78][1200/3940] lr: 1.190e-02, eta: 1 day, 11:30:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 3.4881, loss: 3.4881 +2025-06-20 14:46:02,237 - pyskl - INFO - Epoch [78][1300/3940] lr: 1.189e-02, eta: 1 day, 11:30:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9675, loss_cls: 3.4126, loss: 3.4126 +2025-06-20 14:46:46,546 - pyskl - INFO - Epoch [78][1400/3940] lr: 1.188e-02, eta: 1 day, 11:29:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9656, loss_cls: 3.3221, loss: 3.3221 +2025-06-20 14:47:30,886 - pyskl - INFO - Epoch [78][1500/3940] lr: 1.188e-02, eta: 1 day, 11:28:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9619, loss_cls: 3.4926, loss: 3.4926 +2025-06-20 14:48:15,169 - pyskl - INFO - Epoch [78][1600/3940] lr: 1.187e-02, eta: 1 day, 11:27:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9619, loss_cls: 3.4358, loss: 3.4358 +2025-06-20 14:48:59,459 - pyskl - INFO - Epoch [78][1700/3940] lr: 1.186e-02, eta: 1 day, 11:27:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9819, loss_cls: 3.3377, loss: 3.3377 +2025-06-20 14:49:43,692 - pyskl - INFO - Epoch [78][1800/3940] lr: 1.186e-02, eta: 1 day, 11:26:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9581, loss_cls: 3.5755, loss: 3.5755 +2025-06-20 14:50:28,049 - pyskl - INFO - Epoch [78][1900/3940] lr: 1.185e-02, eta: 1 day, 11:25:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9738, loss_cls: 3.4954, loss: 3.4954 +2025-06-20 14:51:12,478 - pyskl - INFO - Epoch [78][2000/3940] lr: 1.184e-02, eta: 1 day, 11:24:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9625, loss_cls: 3.5037, loss: 3.5037 +2025-06-20 14:51:56,718 - pyskl - INFO - Epoch [78][2100/3940] lr: 1.184e-02, eta: 1 day, 11:24:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9650, loss_cls: 3.4547, loss: 3.4547 +2025-06-20 14:52:40,852 - pyskl - INFO - Epoch [78][2200/3940] lr: 1.183e-02, eta: 1 day, 11:23:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9581, loss_cls: 3.6011, loss: 3.6011 +2025-06-20 14:53:24,888 - pyskl - INFO - Epoch [78][2300/3940] lr: 1.182e-02, eta: 1 day, 11:22:44, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9631, loss_cls: 3.4659, loss: 3.4659 +2025-06-20 14:54:09,132 - pyskl - INFO - Epoch [78][2400/3940] lr: 1.182e-02, eta: 1 day, 11:21:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 3.5831, loss: 3.5831 +2025-06-20 14:54:53,405 - pyskl - INFO - Epoch [78][2500/3940] lr: 1.181e-02, eta: 1 day, 11:21:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 3.4990, loss: 3.4990 +2025-06-20 14:55:37,733 - pyskl - INFO - Epoch [78][2600/3940] lr: 1.180e-02, eta: 1 day, 11:20:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9625, loss_cls: 3.4930, loss: 3.4930 +2025-06-20 14:56:22,013 - pyskl - INFO - Epoch [78][2700/3940] lr: 1.180e-02, eta: 1 day, 11:19:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.4046, loss: 3.4046 +2025-06-20 14:57:06,201 - pyskl - INFO - Epoch [78][2800/3940] lr: 1.179e-02, eta: 1 day, 11:18:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.3835, loss: 3.3835 +2025-06-20 14:57:50,378 - pyskl - INFO - Epoch [78][2900/3940] lr: 1.178e-02, eta: 1 day, 11:18:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9613, loss_cls: 3.4806, loss: 3.4806 +2025-06-20 14:58:34,670 - pyskl - INFO - Epoch [78][3000/3940] lr: 1.178e-02, eta: 1 day, 11:17:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9619, loss_cls: 3.4719, loss: 3.4719 +2025-06-20 14:59:18,943 - pyskl - INFO - Epoch [78][3100/3940] lr: 1.177e-02, eta: 1 day, 11:16:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9613, loss_cls: 3.5360, loss: 3.5360 +2025-06-20 15:00:03,054 - pyskl - INFO - Epoch [78][3200/3940] lr: 1.176e-02, eta: 1 day, 11:15:59, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 3.4954, loss: 3.4954 +2025-06-20 15:00:47,255 - pyskl - INFO - Epoch [78][3300/3940] lr: 1.176e-02, eta: 1 day, 11:15:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 3.4264, loss: 3.4264 +2025-06-20 15:01:31,613 - pyskl - INFO - Epoch [78][3400/3940] lr: 1.175e-02, eta: 1 day, 11:14:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9594, loss_cls: 3.4972, loss: 3.4972 +2025-06-20 15:02:15,841 - pyskl - INFO - Epoch [78][3500/3940] lr: 1.174e-02, eta: 1 day, 11:13:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9669, loss_cls: 3.3714, loss: 3.3714 +2025-06-20 15:03:00,025 - pyskl - INFO - Epoch [78][3600/3940] lr: 1.174e-02, eta: 1 day, 11:12:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.5376, loss: 3.5376 +2025-06-20 15:03:44,260 - pyskl - INFO - Epoch [78][3700/3940] lr: 1.173e-02, eta: 1 day, 11:12:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.4685, loss: 3.4685 +2025-06-20 15:04:28,468 - pyskl - INFO - Epoch [78][3800/3940] lr: 1.172e-02, eta: 1 day, 11:11:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9600, loss_cls: 3.4600, loss: 3.4600 +2025-06-20 15:05:12,716 - pyskl - INFO - Epoch [78][3900/3940] lr: 1.172e-02, eta: 1 day, 11:10:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9613, loss_cls: 3.5763, loss: 3.5763 +2025-06-20 15:05:30,699 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-06-20 15:08:55,755 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 15:08:56,217 - pyskl - INFO - +top1_acc 0.7514 +top5_acc 0.9415 +2025-06-20 15:08:56,270 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_70.pth was removed +2025-06-20 15:08:57,296 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_78.pth. +2025-06-20 15:08:57,297 - pyskl - INFO - Best top1_acc is 0.7514 at 78 epoch. +2025-06-20 15:08:57,315 - pyskl - INFO - Epoch(val) [78][3183] top1_acc: 0.7514, top5_acc: 0.9415 +2025-06-20 15:10:05,454 - pyskl - INFO - Epoch [79][100/3940] lr: 1.171e-02, eta: 1 day, 11:09:46, time: 0.681, data_time: 0.238, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.3545, loss: 3.3545 +2025-06-20 15:10:49,763 - pyskl - INFO - Epoch [79][200/3940] lr: 1.170e-02, eta: 1 day, 11:09:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 3.3936, loss: 3.3936 +2025-06-20 15:11:34,172 - pyskl - INFO - Epoch [79][300/3940] lr: 1.170e-02, eta: 1 day, 11:08:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9669, loss_cls: 3.3322, loss: 3.3322 +2025-06-20 15:12:18,710 - pyskl - INFO - Epoch [79][400/3940] lr: 1.169e-02, eta: 1 day, 11:07:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9669, loss_cls: 3.4598, loss: 3.4598 +2025-06-20 15:13:03,064 - pyskl - INFO - Epoch [79][500/3940] lr: 1.168e-02, eta: 1 day, 11:06:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9681, loss_cls: 3.4063, loss: 3.4063 +2025-06-20 15:13:47,455 - pyskl - INFO - Epoch [79][600/3940] lr: 1.168e-02, eta: 1 day, 11:06:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 3.2626, loss: 3.2626 +2025-06-20 15:14:31,765 - pyskl - INFO - Epoch [79][700/3940] lr: 1.167e-02, eta: 1 day, 11:05:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9613, loss_cls: 3.4523, loss: 3.4523 +2025-06-20 15:15:15,971 - pyskl - INFO - Epoch [79][800/3940] lr: 1.166e-02, eta: 1 day, 11:04:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 3.4720, loss: 3.4720 +2025-06-20 15:16:00,327 - pyskl - INFO - Epoch [79][900/3940] lr: 1.166e-02, eta: 1 day, 11:03:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 3.5079, loss: 3.5079 +2025-06-20 15:16:44,528 - pyskl - INFO - Epoch [79][1000/3940] lr: 1.165e-02, eta: 1 day, 11:03:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9644, loss_cls: 3.4801, loss: 3.4801 +2025-06-20 15:17:29,211 - pyskl - INFO - Epoch [79][1100/3940] lr: 1.164e-02, eta: 1 day, 11:02:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9656, loss_cls: 3.4361, loss: 3.4361 +2025-06-20 15:18:13,379 - pyskl - INFO - Epoch [79][1200/3940] lr: 1.164e-02, eta: 1 day, 11:01:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 3.5504, loss: 3.5504 +2025-06-20 15:18:57,687 - pyskl - INFO - Epoch [79][1300/3940] lr: 1.163e-02, eta: 1 day, 11:00:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9694, loss_cls: 3.3172, loss: 3.3172 +2025-06-20 15:19:42,119 - pyskl - INFO - Epoch [79][1400/3940] lr: 1.162e-02, eta: 1 day, 11:00:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 3.5098, loss: 3.5098 +2025-06-20 15:20:26,390 - pyskl - INFO - Epoch [79][1500/3940] lr: 1.162e-02, eta: 1 day, 10:59:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 3.4957, loss: 3.4957 +2025-06-20 15:21:10,622 - pyskl - INFO - Epoch [79][1600/3940] lr: 1.161e-02, eta: 1 day, 10:58:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9606, loss_cls: 3.4605, loss: 3.4605 +2025-06-20 15:21:54,886 - pyskl - INFO - Epoch [79][1700/3940] lr: 1.160e-02, eta: 1 day, 10:57:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9644, loss_cls: 3.4374, loss: 3.4374 +2025-06-20 15:22:39,005 - pyskl - INFO - Epoch [79][1800/3940] lr: 1.160e-02, eta: 1 day, 10:57:03, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9619, loss_cls: 3.5040, loss: 3.5040 +2025-06-20 15:23:23,188 - pyskl - INFO - Epoch [79][1900/3940] lr: 1.159e-02, eta: 1 day, 10:56:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 3.4565, loss: 3.4565 +2025-06-20 15:24:07,347 - pyskl - INFO - Epoch [79][2000/3940] lr: 1.158e-02, eta: 1 day, 10:55:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9675, loss_cls: 3.4742, loss: 3.4742 +2025-06-20 15:24:51,492 - pyskl - INFO - Epoch [79][2100/3940] lr: 1.158e-02, eta: 1 day, 10:54:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 3.3804, loss: 3.3804 +2025-06-20 15:25:35,812 - pyskl - INFO - Epoch [79][2200/3940] lr: 1.157e-02, eta: 1 day, 10:54:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9650, loss_cls: 3.4848, loss: 3.4848 +2025-06-20 15:26:20,172 - pyskl - INFO - Epoch [79][2300/3940] lr: 1.156e-02, eta: 1 day, 10:53:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 3.5578, loss: 3.5578 +2025-06-20 15:27:04,501 - pyskl - INFO - Epoch [79][2400/3940] lr: 1.156e-02, eta: 1 day, 10:52:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9637, loss_cls: 3.4554, loss: 3.4554 +2025-06-20 15:27:48,774 - pyskl - INFO - Epoch [79][2500/3940] lr: 1.155e-02, eta: 1 day, 10:51:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9644, loss_cls: 3.4032, loss: 3.4032 +2025-06-20 15:28:33,116 - pyskl - INFO - Epoch [79][2600/3940] lr: 1.154e-02, eta: 1 day, 10:51:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9656, loss_cls: 3.4565, loss: 3.4565 +2025-06-20 15:29:17,513 - pyskl - INFO - Epoch [79][2700/3940] lr: 1.154e-02, eta: 1 day, 10:50:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9619, loss_cls: 3.4268, loss: 3.4268 +2025-06-20 15:30:01,825 - pyskl - INFO - Epoch [79][2800/3940] lr: 1.153e-02, eta: 1 day, 10:49:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 3.4527, loss: 3.4527 +2025-06-20 15:30:46,139 - pyskl - INFO - Epoch [79][2900/3940] lr: 1.152e-02, eta: 1 day, 10:48:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9712, loss_cls: 3.2875, loss: 3.2875 +2025-06-20 15:31:30,399 - pyskl - INFO - Epoch [79][3000/3940] lr: 1.152e-02, eta: 1 day, 10:48:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 3.4802, loss: 3.4802 +2025-06-20 15:32:14,753 - pyskl - INFO - Epoch [79][3100/3940] lr: 1.151e-02, eta: 1 day, 10:47:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9587, loss_cls: 3.5164, loss: 3.5164 +2025-06-20 15:32:59,077 - pyskl - INFO - Epoch [79][3200/3940] lr: 1.150e-02, eta: 1 day, 10:46:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9656, loss_cls: 3.3769, loss: 3.3769 +2025-06-20 15:33:43,321 - pyskl - INFO - Epoch [79][3300/3940] lr: 1.150e-02, eta: 1 day, 10:45:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9613, loss_cls: 3.4443, loss: 3.4443 +2025-06-20 15:34:27,635 - pyskl - INFO - Epoch [79][3400/3940] lr: 1.149e-02, eta: 1 day, 10:45:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 3.4223, loss: 3.4223 +2025-06-20 15:35:11,832 - pyskl - INFO - Epoch [79][3500/3940] lr: 1.148e-02, eta: 1 day, 10:44:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9563, loss_cls: 3.6280, loss: 3.6280 +2025-06-20 15:35:56,049 - pyskl - INFO - Epoch [79][3600/3940] lr: 1.148e-02, eta: 1 day, 10:43:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 3.6042, loss: 3.6042 +2025-06-20 15:36:40,341 - pyskl - INFO - Epoch [79][3700/3940] lr: 1.147e-02, eta: 1 day, 10:42:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9637, loss_cls: 3.4190, loss: 3.4190 +2025-06-20 15:37:24,699 - pyskl - INFO - Epoch [79][3800/3940] lr: 1.146e-02, eta: 1 day, 10:42:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9688, loss_cls: 3.3945, loss: 3.3945 +2025-06-20 15:38:08,883 - pyskl - INFO - Epoch [79][3900/3940] lr: 1.146e-02, eta: 1 day, 10:41:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9606, loss_cls: 3.5140, loss: 3.5140 +2025-06-20 15:38:26,881 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-06-20 15:41:51,788 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 15:41:52,255 - pyskl - INFO - +top1_acc 0.7583 +top5_acc 0.9522 +2025-06-20 15:41:52,307 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_78.pth was removed +2025-06-20 15:41:53,339 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. +2025-06-20 15:41:53,341 - pyskl - INFO - Best top1_acc is 0.7583 at 79 epoch. +2025-06-20 15:41:53,358 - pyskl - INFO - Epoch(val) [79][3183] top1_acc: 0.7583, top5_acc: 0.9522 +2025-06-20 15:43:01,068 - pyskl - INFO - Epoch [80][100/3940] lr: 1.145e-02, eta: 1 day, 10:40:21, time: 0.677, data_time: 0.235, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 3.2890, loss: 3.2890 +2025-06-20 15:43:45,256 - pyskl - INFO - Epoch [80][200/3940] lr: 1.144e-02, eta: 1 day, 10:39:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9625, loss_cls: 3.4411, loss: 3.4411 +2025-06-20 15:44:29,611 - pyskl - INFO - Epoch [80][300/3940] lr: 1.143e-02, eta: 1 day, 10:38:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.3716, loss: 3.3716 +2025-06-20 15:45:13,909 - pyskl - INFO - Epoch [80][400/3940] lr: 1.143e-02, eta: 1 day, 10:38:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9681, loss_cls: 3.3025, loss: 3.3025 +2025-06-20 15:45:58,150 - pyskl - INFO - Epoch [80][500/3940] lr: 1.142e-02, eta: 1 day, 10:37:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9663, loss_cls: 3.3668, loss: 3.3668 +2025-06-20 15:46:42,333 - pyskl - INFO - Epoch [80][600/3940] lr: 1.141e-02, eta: 1 day, 10:36:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 3.3633, loss: 3.3633 +2025-06-20 15:47:26,537 - pyskl - INFO - Epoch [80][700/3940] lr: 1.141e-02, eta: 1 day, 10:35:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 3.4159, loss: 3.4159 +2025-06-20 15:48:10,817 - pyskl - INFO - Epoch [80][800/3940] lr: 1.140e-02, eta: 1 day, 10:35:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9544, loss_cls: 3.5108, loss: 3.5108 +2025-06-20 15:48:55,101 - pyskl - INFO - Epoch [80][900/3940] lr: 1.139e-02, eta: 1 day, 10:34:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 3.4583, loss: 3.4583 +2025-06-20 15:49:39,389 - pyskl - INFO - Epoch [80][1000/3940] lr: 1.139e-02, eta: 1 day, 10:33:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9681, loss_cls: 3.3801, loss: 3.3801 +2025-06-20 15:50:23,798 - pyskl - INFO - Epoch [80][1100/3940] lr: 1.138e-02, eta: 1 day, 10:32:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9788, loss_cls: 3.3413, loss: 3.3413 +2025-06-20 15:51:08,130 - pyskl - INFO - Epoch [80][1200/3940] lr: 1.137e-02, eta: 1 day, 10:32:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9663, loss_cls: 3.3293, loss: 3.3293 +2025-06-20 15:51:52,524 - pyskl - INFO - Epoch [80][1300/3940] lr: 1.137e-02, eta: 1 day, 10:31:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.4047, loss: 3.4047 +2025-06-20 15:52:36,856 - pyskl - INFO - Epoch [80][1400/3940] lr: 1.136e-02, eta: 1 day, 10:30:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 3.4476, loss: 3.4476 +2025-06-20 15:53:21,173 - pyskl - INFO - Epoch [80][1500/3940] lr: 1.135e-02, eta: 1 day, 10:29:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 3.4033, loss: 3.4033 +2025-06-20 15:54:05,355 - pyskl - INFO - Epoch [80][1600/3940] lr: 1.135e-02, eta: 1 day, 10:29:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 3.4569, loss: 3.4569 +2025-06-20 15:54:49,654 - pyskl - INFO - Epoch [80][1700/3940] lr: 1.134e-02, eta: 1 day, 10:28:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9675, loss_cls: 3.3271, loss: 3.3271 +2025-06-20 15:55:33,897 - pyskl - INFO - Epoch [80][1800/3940] lr: 1.133e-02, eta: 1 day, 10:27:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9688, loss_cls: 3.3450, loss: 3.3450 +2025-06-20 15:56:18,235 - pyskl - INFO - Epoch [80][1900/3940] lr: 1.133e-02, eta: 1 day, 10:26:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9581, loss_cls: 3.4821, loss: 3.4821 +2025-06-20 15:57:02,468 - pyskl - INFO - Epoch [80][2000/3940] lr: 1.132e-02, eta: 1 day, 10:26:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 3.3339, loss: 3.3339 +2025-06-20 15:57:46,834 - pyskl - INFO - Epoch [80][2100/3940] lr: 1.132e-02, eta: 1 day, 10:25:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 3.2656, loss: 3.2656 +2025-06-20 15:58:30,955 - pyskl - INFO - Epoch [80][2200/3940] lr: 1.131e-02, eta: 1 day, 10:24:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9625, loss_cls: 3.4915, loss: 3.4915 +2025-06-20 15:59:15,173 - pyskl - INFO - Epoch [80][2300/3940] lr: 1.130e-02, eta: 1 day, 10:23:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 3.3998, loss: 3.3998 +2025-06-20 15:59:59,373 - pyskl - INFO - Epoch [80][2400/3940] lr: 1.130e-02, eta: 1 day, 10:23:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 3.3231, loss: 3.3231 +2025-06-20 16:00:43,549 - pyskl - INFO - Epoch [80][2500/3940] lr: 1.129e-02, eta: 1 day, 10:22:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9606, loss_cls: 3.5092, loss: 3.5092 +2025-06-20 16:01:27,783 - pyskl - INFO - Epoch [80][2600/3940] lr: 1.128e-02, eta: 1 day, 10:21:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9613, loss_cls: 3.4876, loss: 3.4876 +2025-06-20 16:02:12,232 - pyskl - INFO - Epoch [80][2700/3940] lr: 1.128e-02, eta: 1 day, 10:20:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 3.5700, loss: 3.5700 +2025-06-20 16:02:56,457 - pyskl - INFO - Epoch [80][2800/3940] lr: 1.127e-02, eta: 1 day, 10:20:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9613, loss_cls: 3.4743, loss: 3.4743 +2025-06-20 16:03:40,849 - pyskl - INFO - Epoch [80][2900/3940] lr: 1.126e-02, eta: 1 day, 10:19:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.4026, loss: 3.4026 +2025-06-20 16:04:25,004 - pyskl - INFO - Epoch [80][3000/3940] lr: 1.126e-02, eta: 1 day, 10:18:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9656, loss_cls: 3.4807, loss: 3.4807 +2025-06-20 16:05:09,364 - pyskl - INFO - Epoch [80][3100/3940] lr: 1.125e-02, eta: 1 day, 10:17:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9756, loss_cls: 3.5036, loss: 3.5036 +2025-06-20 16:05:53,677 - pyskl - INFO - Epoch [80][3200/3940] lr: 1.124e-02, eta: 1 day, 10:17:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9569, loss_cls: 3.4418, loss: 3.4418 +2025-06-20 16:06:38,062 - pyskl - INFO - Epoch [80][3300/3940] lr: 1.124e-02, eta: 1 day, 10:16:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 3.4203, loss: 3.4203 +2025-06-20 16:07:22,465 - pyskl - INFO - Epoch [80][3400/3940] lr: 1.123e-02, eta: 1 day, 10:15:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 3.3422, loss: 3.3422 +2025-06-20 16:08:06,764 - pyskl - INFO - Epoch [80][3500/3940] lr: 1.122e-02, eta: 1 day, 10:14:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9675, loss_cls: 3.3351, loss: 3.3351 +2025-06-20 16:08:51,106 - pyskl - INFO - Epoch [80][3600/3940] lr: 1.122e-02, eta: 1 day, 10:14:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9619, loss_cls: 3.4688, loss: 3.4688 +2025-06-20 16:09:35,405 - pyskl - INFO - Epoch [80][3700/3940] lr: 1.121e-02, eta: 1 day, 10:13:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9663, loss_cls: 3.4225, loss: 3.4225 +2025-06-20 16:10:19,637 - pyskl - INFO - Epoch [80][3800/3940] lr: 1.120e-02, eta: 1 day, 10:12:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9631, loss_cls: 3.4697, loss: 3.4697 +2025-06-20 16:11:04,316 - pyskl - INFO - Epoch [80][3900/3940] lr: 1.120e-02, eta: 1 day, 10:11:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 3.5271, loss: 3.5271 +2025-06-20 16:11:22,774 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-06-20 16:29:50,345 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 16:29:50,811 - pyskl - INFO - +top1_acc 0.7432 +top5_acc 0.9455 +2025-06-20 16:29:50,831 - pyskl - INFO - Epoch(val) [80][3183] top1_acc: 0.7432, top5_acc: 0.9455 +2025-06-20 16:30:58,980 - pyskl - INFO - Epoch [81][100/3940] lr: 1.119e-02, eta: 1 day, 10:10:56, time: 0.681, data_time: 0.238, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9700, loss_cls: 3.3990, loss: 3.3990 +2025-06-20 16:31:43,140 - pyskl - INFO - Epoch [81][200/3940] lr: 1.118e-02, eta: 1 day, 10:10:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9694, loss_cls: 3.3423, loss: 3.3423 +2025-06-20 16:32:27,401 - pyskl - INFO - Epoch [81][300/3940] lr: 1.117e-02, eta: 1 day, 10:09:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.3641, loss: 3.3641 +2025-06-20 16:33:11,969 - pyskl - INFO - Epoch [81][400/3940] lr: 1.117e-02, eta: 1 day, 10:08:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 3.4200, loss: 3.4200 +2025-06-20 16:33:56,238 - pyskl - INFO - Epoch [81][500/3940] lr: 1.116e-02, eta: 1 day, 10:07:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9669, loss_cls: 3.3844, loss: 3.3844 +2025-06-20 16:34:40,514 - pyskl - INFO - Epoch [81][600/3940] lr: 1.115e-02, eta: 1 day, 10:07:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9650, loss_cls: 3.4259, loss: 3.4259 +2025-06-20 16:35:24,655 - pyskl - INFO - Epoch [81][700/3940] lr: 1.115e-02, eta: 1 day, 10:06:26, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9738, loss_cls: 3.3509, loss: 3.3509 +2025-06-20 16:36:09,000 - pyskl - INFO - Epoch [81][800/3940] lr: 1.114e-02, eta: 1 day, 10:05:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9694, loss_cls: 3.2802, loss: 3.2802 +2025-06-20 16:36:53,358 - pyskl - INFO - Epoch [81][900/3940] lr: 1.113e-02, eta: 1 day, 10:04:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9606, loss_cls: 3.4480, loss: 3.4480 +2025-06-20 16:37:37,685 - pyskl - INFO - Epoch [81][1000/3940] lr: 1.113e-02, eta: 1 day, 10:04:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9656, loss_cls: 3.4315, loss: 3.4315 +2025-06-20 16:38:22,066 - pyskl - INFO - Epoch [81][1100/3940] lr: 1.112e-02, eta: 1 day, 10:03:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9669, loss_cls: 3.3480, loss: 3.3480 +2025-06-20 16:39:06,381 - pyskl - INFO - Epoch [81][1200/3940] lr: 1.111e-02, eta: 1 day, 10:02:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9669, loss_cls: 3.4133, loss: 3.4133 +2025-06-20 16:39:50,750 - pyskl - INFO - Epoch [81][1300/3940] lr: 1.111e-02, eta: 1 day, 10:01:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9688, loss_cls: 3.3146, loss: 3.3146 +2025-06-20 16:40:35,184 - pyskl - INFO - Epoch [81][1400/3940] lr: 1.110e-02, eta: 1 day, 10:01:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 3.4866, loss: 3.4866 +2025-06-20 16:41:19,592 - pyskl - INFO - Epoch [81][1500/3940] lr: 1.109e-02, eta: 1 day, 10:00:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 3.3139, loss: 3.3139 +2025-06-20 16:42:03,937 - pyskl - INFO - Epoch [81][1600/3940] lr: 1.109e-02, eta: 1 day, 9:59:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 3.3833, loss: 3.3833 +2025-06-20 16:42:48,265 - pyskl - INFO - Epoch [81][1700/3940] lr: 1.108e-02, eta: 1 day, 9:58:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9688, loss_cls: 3.4287, loss: 3.4287 +2025-06-20 16:43:32,839 - pyskl - INFO - Epoch [81][1800/3940] lr: 1.107e-02, eta: 1 day, 9:58:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9656, loss_cls: 3.3721, loss: 3.3721 +2025-06-20 16:44:17,321 - pyskl - INFO - Epoch [81][1900/3940] lr: 1.107e-02, eta: 1 day, 9:57:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9681, loss_cls: 3.3474, loss: 3.3474 +2025-06-20 16:45:01,745 - pyskl - INFO - Epoch [81][2000/3940] lr: 1.106e-02, eta: 1 day, 9:56:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9619, loss_cls: 3.4312, loss: 3.4312 +2025-06-20 16:45:46,123 - pyskl - INFO - Epoch [81][2100/3940] lr: 1.105e-02, eta: 1 day, 9:55:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9650, loss_cls: 3.4505, loss: 3.4505 +2025-06-20 16:46:30,712 - pyskl - INFO - Epoch [81][2200/3940] lr: 1.105e-02, eta: 1 day, 9:55:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9637, loss_cls: 3.4995, loss: 3.4995 +2025-06-20 16:47:15,092 - pyskl - INFO - Epoch [81][2300/3940] lr: 1.104e-02, eta: 1 day, 9:54:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9575, loss_cls: 3.3798, loss: 3.3798 +2025-06-20 16:47:59,429 - pyskl - INFO - Epoch [81][2400/3940] lr: 1.103e-02, eta: 1 day, 9:53:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9625, loss_cls: 3.4466, loss: 3.4466 +2025-06-20 16:48:43,968 - pyskl - INFO - Epoch [81][2500/3940] lr: 1.103e-02, eta: 1 day, 9:52:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 3.4456, loss: 3.4456 +2025-06-20 16:49:28,293 - pyskl - INFO - Epoch [81][2600/3940] lr: 1.102e-02, eta: 1 day, 9:52:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9637, loss_cls: 3.5281, loss: 3.5281 +2025-06-20 16:50:12,750 - pyskl - INFO - Epoch [81][2700/3940] lr: 1.102e-02, eta: 1 day, 9:51:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 3.4232, loss: 3.4232 +2025-06-20 16:50:57,159 - pyskl - INFO - Epoch [81][2800/3940] lr: 1.101e-02, eta: 1 day, 9:50:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.3808, loss: 3.3808 +2025-06-20 16:51:41,650 - pyskl - INFO - Epoch [81][2900/3940] lr: 1.100e-02, eta: 1 day, 9:50:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9669, loss_cls: 3.4469, loss: 3.4469 +2025-06-20 16:52:26,134 - pyskl - INFO - Epoch [81][3000/3940] lr: 1.100e-02, eta: 1 day, 9:49:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9600, loss_cls: 3.4778, loss: 3.4778 +2025-06-20 16:53:10,502 - pyskl - INFO - Epoch [81][3100/3940] lr: 1.099e-02, eta: 1 day, 9:48:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9650, loss_cls: 3.4077, loss: 3.4077 +2025-06-20 16:53:54,903 - pyskl - INFO - Epoch [81][3200/3940] lr: 1.098e-02, eta: 1 day, 9:47:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 3.4892, loss: 3.4892 +2025-06-20 16:54:39,150 - pyskl - INFO - Epoch [81][3300/3940] lr: 1.098e-02, eta: 1 day, 9:47:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9619, loss_cls: 3.4879, loss: 3.4879 +2025-06-20 16:55:23,504 - pyskl - INFO - Epoch [81][3400/3940] lr: 1.097e-02, eta: 1 day, 9:46:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 3.4262, loss: 3.4262 +2025-06-20 16:56:07,741 - pyskl - INFO - Epoch [81][3500/3940] lr: 1.096e-02, eta: 1 day, 9:45:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9681, loss_cls: 3.3876, loss: 3.3876 +2025-06-20 16:56:51,961 - pyskl - INFO - Epoch [81][3600/3940] lr: 1.096e-02, eta: 1 day, 9:44:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9613, loss_cls: 3.3616, loss: 3.3616 +2025-06-20 16:57:36,282 - pyskl - INFO - Epoch [81][3700/3940] lr: 1.095e-02, eta: 1 day, 9:44:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 3.3654, loss: 3.3654 +2025-06-20 16:58:20,632 - pyskl - INFO - Epoch [81][3800/3940] lr: 1.094e-02, eta: 1 day, 9:43:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9650, loss_cls: 3.4213, loss: 3.4213 +2025-06-20 16:59:05,078 - pyskl - INFO - Epoch [81][3900/3940] lr: 1.094e-02, eta: 1 day, 9:42:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 3.4211, loss: 3.4211 +2025-06-20 16:59:23,187 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-06-20 17:02:47,211 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 17:02:47,671 - pyskl - INFO - +top1_acc 0.7348 +top5_acc 0.9417 +2025-06-20 17:02:47,688 - pyskl - INFO - Epoch(val) [81][3183] top1_acc: 0.7348, top5_acc: 0.9417 +2025-06-20 17:03:55,842 - pyskl - INFO - Epoch [82][100/3940] lr: 1.093e-02, eta: 1 day, 9:41:33, time: 0.681, data_time: 0.237, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9625, loss_cls: 3.4626, loss: 3.4626 +2025-06-20 17:04:40,330 - pyskl - INFO - Epoch [82][200/3940] lr: 1.092e-02, eta: 1 day, 9:40:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9650, loss_cls: 3.4104, loss: 3.4104 +2025-06-20 17:05:24,842 - pyskl - INFO - Epoch [82][300/3940] lr: 1.091e-02, eta: 1 day, 9:40:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 3.2867, loss: 3.2867 +2025-06-20 17:06:09,287 - pyskl - INFO - Epoch [82][400/3940] lr: 1.091e-02, eta: 1 day, 9:39:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 3.3652, loss: 3.3652 +2025-06-20 17:06:53,704 - pyskl - INFO - Epoch [82][500/3940] lr: 1.090e-02, eta: 1 day, 9:38:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 3.3906, loss: 3.3906 +2025-06-20 17:07:38,286 - pyskl - INFO - Epoch [82][600/3940] lr: 1.089e-02, eta: 1 day, 9:37:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 3.3128, loss: 3.3128 +2025-06-20 17:08:22,802 - pyskl - INFO - Epoch [82][700/3940] lr: 1.089e-02, eta: 1 day, 9:37:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9694, loss_cls: 3.3175, loss: 3.3175 +2025-06-20 17:09:07,299 - pyskl - INFO - Epoch [82][800/3940] lr: 1.088e-02, eta: 1 day, 9:36:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 3.3303, loss: 3.3303 +2025-06-20 17:09:51,749 - pyskl - INFO - Epoch [82][900/3940] lr: 1.087e-02, eta: 1 day, 9:35:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9663, loss_cls: 3.3710, loss: 3.3710 +2025-06-20 17:10:36,157 - pyskl - INFO - Epoch [82][1000/3940] lr: 1.087e-02, eta: 1 day, 9:34:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.3469, loss: 3.3469 +2025-06-20 17:11:20,530 - pyskl - INFO - Epoch [82][1100/3940] lr: 1.086e-02, eta: 1 day, 9:34:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 3.3939, loss: 3.3939 +2025-06-20 17:12:04,951 - pyskl - INFO - Epoch [82][1200/3940] lr: 1.085e-02, eta: 1 day, 9:33:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.3504, loss: 3.3504 +2025-06-20 17:12:49,429 - pyskl - INFO - Epoch [82][1300/3940] lr: 1.085e-02, eta: 1 day, 9:32:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.3744, loss: 3.3744 +2025-06-20 17:13:33,981 - pyskl - INFO - Epoch [82][1400/3940] lr: 1.084e-02, eta: 1 day, 9:31:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9712, loss_cls: 3.3268, loss: 3.3268 +2025-06-20 17:14:18,384 - pyskl - INFO - Epoch [82][1500/3940] lr: 1.083e-02, eta: 1 day, 9:31:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 3.1768, loss: 3.1768 +2025-06-20 17:15:02,825 - pyskl - INFO - Epoch [82][1600/3940] lr: 1.083e-02, eta: 1 day, 9:30:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9694, loss_cls: 3.3612, loss: 3.3612 +2025-06-20 17:15:47,462 - pyskl - INFO - Epoch [82][1700/3940] lr: 1.082e-02, eta: 1 day, 9:29:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 3.4084, loss: 3.4084 +2025-06-20 17:16:32,052 - pyskl - INFO - Epoch [82][1800/3940] lr: 1.081e-02, eta: 1 day, 9:28:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 3.3985, loss: 3.3985 +2025-06-20 17:17:16,560 - pyskl - INFO - Epoch [82][1900/3940] lr: 1.081e-02, eta: 1 day, 9:28:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 3.3233, loss: 3.3233 +2025-06-20 17:18:01,090 - pyskl - INFO - Epoch [82][2000/3940] lr: 1.080e-02, eta: 1 day, 9:27:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9650, loss_cls: 3.4269, loss: 3.4269 +2025-06-20 17:18:45,568 - pyskl - INFO - Epoch [82][2100/3940] lr: 1.080e-02, eta: 1 day, 9:26:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9675, loss_cls: 3.3738, loss: 3.3738 +2025-06-20 17:19:29,954 - pyskl - INFO - Epoch [82][2200/3940] lr: 1.079e-02, eta: 1 day, 9:25:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9750, loss_cls: 3.3049, loss: 3.3049 +2025-06-20 17:20:14,265 - pyskl - INFO - Epoch [82][2300/3940] lr: 1.078e-02, eta: 1 day, 9:25:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 3.4604, loss: 3.4604 +2025-06-20 17:20:58,525 - pyskl - INFO - Epoch [82][2400/3940] lr: 1.078e-02, eta: 1 day, 9:24:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.4531, loss: 3.4531 +2025-06-20 17:21:42,768 - pyskl - INFO - Epoch [82][2500/3940] lr: 1.077e-02, eta: 1 day, 9:23:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9656, loss_cls: 3.3435, loss: 3.3435 +2025-06-20 17:22:27,099 - pyskl - INFO - Epoch [82][2600/3940] lr: 1.076e-02, eta: 1 day, 9:22:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9656, loss_cls: 3.2758, loss: 3.2758 +2025-06-20 17:23:11,504 - pyskl - INFO - Epoch [82][2700/3940] lr: 1.076e-02, eta: 1 day, 9:22:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9631, loss_cls: 3.5555, loss: 3.5555 +2025-06-20 17:23:55,929 - pyskl - INFO - Epoch [82][2800/3940] lr: 1.075e-02, eta: 1 day, 9:21:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9613, loss_cls: 3.4766, loss: 3.4766 +2025-06-20 17:24:40,270 - pyskl - INFO - Epoch [82][2900/3940] lr: 1.074e-02, eta: 1 day, 9:20:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.4445, loss: 3.4445 +2025-06-20 17:25:24,498 - pyskl - INFO - Epoch [82][3000/3940] lr: 1.074e-02, eta: 1 day, 9:19:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9594, loss_cls: 3.4562, loss: 3.4562 +2025-06-20 17:26:08,754 - pyskl - INFO - Epoch [82][3100/3940] lr: 1.073e-02, eta: 1 day, 9:19:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 3.4108, loss: 3.4108 +2025-06-20 17:26:53,134 - pyskl - INFO - Epoch [82][3200/3940] lr: 1.072e-02, eta: 1 day, 9:18:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 3.4352, loss: 3.4352 +2025-06-20 17:27:37,548 - pyskl - INFO - Epoch [82][3300/3940] lr: 1.072e-02, eta: 1 day, 9:17:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 3.3747, loss: 3.3747 +2025-06-20 17:28:21,832 - pyskl - INFO - Epoch [82][3400/3940] lr: 1.071e-02, eta: 1 day, 9:16:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9669, loss_cls: 3.4438, loss: 3.4438 +2025-06-20 17:29:06,239 - pyskl - INFO - Epoch [82][3500/3940] lr: 1.070e-02, eta: 1 day, 9:16:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9650, loss_cls: 3.4663, loss: 3.4663 +2025-06-20 17:29:50,733 - pyskl - INFO - Epoch [82][3600/3940] lr: 1.070e-02, eta: 1 day, 9:15:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9663, loss_cls: 3.3156, loss: 3.3156 +2025-06-20 17:30:35,090 - pyskl - INFO - Epoch [82][3700/3940] lr: 1.069e-02, eta: 1 day, 9:14:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9694, loss_cls: 3.1874, loss: 3.1874 +2025-06-20 17:31:19,325 - pyskl - INFO - Epoch [82][3800/3940] lr: 1.068e-02, eta: 1 day, 9:13:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9613, loss_cls: 3.5356, loss: 3.5356 +2025-06-20 17:32:03,568 - pyskl - INFO - Epoch [82][3900/3940] lr: 1.068e-02, eta: 1 day, 9:13:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9581, loss_cls: 3.5170, loss: 3.5170 +2025-06-20 17:32:21,546 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-06-20 17:35:48,413 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 17:35:48,885 - pyskl - INFO - +top1_acc 0.7330 +top5_acc 0.9330 +2025-06-20 17:35:48,904 - pyskl - INFO - Epoch(val) [82][3183] top1_acc: 0.7330, top5_acc: 0.9330 +2025-06-20 17:36:57,478 - pyskl - INFO - Epoch [83][100/3940] lr: 1.067e-02, eta: 1 day, 9:12:13, time: 0.686, data_time: 0.242, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.2990, loss: 3.2990 +2025-06-20 17:37:41,865 - pyskl - INFO - Epoch [83][200/3940] lr: 1.066e-02, eta: 1 day, 9:11:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9700, loss_cls: 3.3262, loss: 3.3262 +2025-06-20 17:38:26,104 - pyskl - INFO - Epoch [83][300/3940] lr: 1.065e-02, eta: 1 day, 9:10:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9650, loss_cls: 3.2542, loss: 3.2542 +2025-06-20 17:39:10,405 - pyskl - INFO - Epoch [83][400/3940] lr: 1.065e-02, eta: 1 day, 9:09:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 3.3649, loss: 3.3649 +2025-06-20 17:39:54,738 - pyskl - INFO - Epoch [83][500/3940] lr: 1.064e-02, eta: 1 day, 9:09:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 3.1571, loss: 3.1571 +2025-06-20 17:40:39,092 - pyskl - INFO - Epoch [83][600/3940] lr: 1.063e-02, eta: 1 day, 9:08:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9719, loss_cls: 3.1464, loss: 3.1464 +2025-06-20 17:41:23,433 - pyskl - INFO - Epoch [83][700/3940] lr: 1.063e-02, eta: 1 day, 9:07:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9613, loss_cls: 3.4063, loss: 3.4063 +2025-06-20 17:42:07,799 - pyskl - INFO - Epoch [83][800/3940] lr: 1.062e-02, eta: 1 day, 9:06:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 3.2767, loss: 3.2767 +2025-06-20 17:42:52,060 - pyskl - INFO - Epoch [83][900/3940] lr: 1.061e-02, eta: 1 day, 9:06:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9669, loss_cls: 3.3754, loss: 3.3754 +2025-06-20 17:43:36,291 - pyskl - INFO - Epoch [83][1000/3940] lr: 1.061e-02, eta: 1 day, 9:05:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 3.2414, loss: 3.2414 +2025-06-20 17:44:20,519 - pyskl - INFO - Epoch [83][1100/3940] lr: 1.060e-02, eta: 1 day, 9:04:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 3.3089, loss: 3.3089 +2025-06-20 17:45:04,982 - pyskl - INFO - Epoch [83][1200/3940] lr: 1.060e-02, eta: 1 day, 9:03:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 3.4097, loss: 3.4097 +2025-06-20 17:45:49,434 - pyskl - INFO - Epoch [83][1300/3940] lr: 1.059e-02, eta: 1 day, 9:03:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.3672, loss: 3.3672 +2025-06-20 17:46:33,938 - pyskl - INFO - Epoch [83][1400/3940] lr: 1.058e-02, eta: 1 day, 9:02:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9637, loss_cls: 3.3665, loss: 3.3665 +2025-06-20 17:47:18,402 - pyskl - INFO - Epoch [83][1500/3940] lr: 1.058e-02, eta: 1 day, 9:01:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9669, loss_cls: 3.3834, loss: 3.3834 +2025-06-20 17:48:02,871 - pyskl - INFO - Epoch [83][1600/3940] lr: 1.057e-02, eta: 1 day, 9:01:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 3.3810, loss: 3.3810 +2025-06-20 17:48:47,391 - pyskl - INFO - Epoch [83][1700/3940] lr: 1.056e-02, eta: 1 day, 9:00:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 3.3987, loss: 3.3987 +2025-06-20 17:49:31,667 - pyskl - INFO - Epoch [83][1800/3940] lr: 1.056e-02, eta: 1 day, 8:59:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.3530, loss: 3.3530 +2025-06-20 17:50:15,940 - pyskl - INFO - Epoch [83][1900/3940] lr: 1.055e-02, eta: 1 day, 8:58:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9587, loss_cls: 3.3694, loss: 3.3694 +2025-06-20 17:51:00,239 - pyskl - INFO - Epoch [83][2000/3940] lr: 1.054e-02, eta: 1 day, 8:58:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.3641, loss: 3.3641 +2025-06-20 17:51:44,628 - pyskl - INFO - Epoch [83][2100/3940] lr: 1.054e-02, eta: 1 day, 8:57:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9719, loss_cls: 3.3034, loss: 3.3034 +2025-06-20 17:52:29,086 - pyskl - INFO - Epoch [83][2200/3940] lr: 1.053e-02, eta: 1 day, 8:56:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 3.3664, loss: 3.3664 +2025-06-20 17:53:13,650 - pyskl - INFO - Epoch [83][2300/3940] lr: 1.052e-02, eta: 1 day, 8:55:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9719, loss_cls: 3.2617, loss: 3.2617 +2025-06-20 17:53:58,002 - pyskl - INFO - Epoch [83][2400/3940] lr: 1.052e-02, eta: 1 day, 8:55:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9656, loss_cls: 3.3099, loss: 3.3099 +2025-06-20 17:54:42,359 - pyskl - INFO - Epoch [83][2500/3940] lr: 1.051e-02, eta: 1 day, 8:54:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9656, loss_cls: 3.4875, loss: 3.4875 +2025-06-20 17:55:26,732 - pyskl - INFO - Epoch [83][2600/3940] lr: 1.050e-02, eta: 1 day, 8:53:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9669, loss_cls: 3.3658, loss: 3.3658 +2025-06-20 17:56:11,018 - pyskl - INFO - Epoch [83][2700/3940] lr: 1.050e-02, eta: 1 day, 8:52:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 3.4096, loss: 3.4096 +2025-06-20 17:56:55,250 - pyskl - INFO - Epoch [83][2800/3940] lr: 1.049e-02, eta: 1 day, 8:52:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9663, loss_cls: 3.3315, loss: 3.3315 +2025-06-20 17:57:39,424 - pyskl - INFO - Epoch [83][2900/3940] lr: 1.048e-02, eta: 1 day, 8:51:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9650, loss_cls: 3.4245, loss: 3.4245 +2025-06-20 17:58:23,544 - pyskl - INFO - Epoch [83][3000/3940] lr: 1.048e-02, eta: 1 day, 8:50:32, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.3205, loss: 3.3205 +2025-06-20 17:59:07,765 - pyskl - INFO - Epoch [83][3100/3940] lr: 1.047e-02, eta: 1 day, 8:49:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9663, loss_cls: 3.4840, loss: 3.4840 +2025-06-20 17:59:51,992 - pyskl - INFO - Epoch [83][3200/3940] lr: 1.046e-02, eta: 1 day, 8:49:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9631, loss_cls: 3.4064, loss: 3.4064 +2025-06-20 18:00:36,244 - pyskl - INFO - Epoch [83][3300/3940] lr: 1.046e-02, eta: 1 day, 8:48:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 3.4569, loss: 3.4569 +2025-06-20 18:01:20,484 - pyskl - INFO - Epoch [83][3400/3940] lr: 1.045e-02, eta: 1 day, 8:47:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9706, loss_cls: 3.2918, loss: 3.2918 +2025-06-20 18:02:04,656 - pyskl - INFO - Epoch [83][3500/3940] lr: 1.044e-02, eta: 1 day, 8:46:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 3.3863, loss: 3.3863 +2025-06-20 18:02:48,902 - pyskl - INFO - Epoch [83][3600/3940] lr: 1.044e-02, eta: 1 day, 8:46:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9631, loss_cls: 3.3948, loss: 3.3948 +2025-06-20 18:03:33,165 - pyskl - INFO - Epoch [83][3700/3940] lr: 1.043e-02, eta: 1 day, 8:45:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9656, loss_cls: 3.3852, loss: 3.3852 +2025-06-20 18:04:17,375 - pyskl - INFO - Epoch [83][3800/3940] lr: 1.042e-02, eta: 1 day, 8:44:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 3.3915, loss: 3.3915 +2025-06-20 18:05:01,543 - pyskl - INFO - Epoch [83][3900/3940] lr: 1.042e-02, eta: 1 day, 8:43:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 3.2772, loss: 3.2772 +2025-06-20 18:05:19,506 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-06-20 18:08:44,256 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 18:08:44,721 - pyskl - INFO - +top1_acc 0.7713 +top5_acc 0.9513 +2025-06-20 18:08:44,774 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_79.pth was removed +2025-06-20 18:08:45,828 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. +2025-06-20 18:08:45,830 - pyskl - INFO - Best top1_acc is 0.7713 at 83 epoch. +2025-06-20 18:08:45,848 - pyskl - INFO - Epoch(val) [83][3183] top1_acc: 0.7713, top5_acc: 0.9513 +2025-06-20 18:09:54,003 - pyskl - INFO - Epoch [84][100/3940] lr: 1.041e-02, eta: 1 day, 8:42:49, time: 0.681, data_time: 0.238, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 3.2728, loss: 3.2728 +2025-06-20 18:10:38,308 - pyskl - INFO - Epoch [84][200/3940] lr: 1.040e-02, eta: 1 day, 8:42:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9656, loss_cls: 3.2869, loss: 3.2869 +2025-06-20 18:11:22,556 - pyskl - INFO - Epoch [84][300/3940] lr: 1.040e-02, eta: 1 day, 8:41:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9688, loss_cls: 3.3013, loss: 3.3013 +2025-06-20 18:12:06,848 - pyskl - INFO - Epoch [84][400/3940] lr: 1.039e-02, eta: 1 day, 8:40:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 3.2674, loss: 3.2674 +2025-06-20 18:12:51,160 - pyskl - INFO - Epoch [84][500/3940] lr: 1.038e-02, eta: 1 day, 8:39:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.2986, loss: 3.2986 +2025-06-20 18:13:35,945 - pyskl - INFO - Epoch [84][600/3940] lr: 1.038e-02, eta: 1 day, 8:39:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9675, loss_cls: 3.2304, loss: 3.2304 +2025-06-20 18:14:20,622 - pyskl - INFO - Epoch [84][700/3940] lr: 1.037e-02, eta: 1 day, 8:38:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9700, loss_cls: 3.3158, loss: 3.3158 +2025-06-20 18:15:05,062 - pyskl - INFO - Epoch [84][800/3940] lr: 1.036e-02, eta: 1 day, 8:37:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 3.2656, loss: 3.2656 +2025-06-20 18:15:49,891 - pyskl - INFO - Epoch [84][900/3940] lr: 1.036e-02, eta: 1 day, 8:36:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9700, loss_cls: 3.2645, loss: 3.2645 +2025-06-20 18:16:34,123 - pyskl - INFO - Epoch [84][1000/3940] lr: 1.035e-02, eta: 1 day, 8:36:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9756, loss_cls: 3.1711, loss: 3.1711 +2025-06-20 18:17:18,587 - pyskl - INFO - Epoch [84][1100/3940] lr: 1.034e-02, eta: 1 day, 8:35:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 3.3169, loss: 3.3169 +2025-06-20 18:18:02,938 - pyskl - INFO - Epoch [84][1200/3940] lr: 1.034e-02, eta: 1 day, 8:34:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9669, loss_cls: 3.2967, loss: 3.2967 +2025-06-20 18:18:47,250 - pyskl - INFO - Epoch [84][1300/3940] lr: 1.033e-02, eta: 1 day, 8:33:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9656, loss_cls: 3.4168, loss: 3.4168 +2025-06-20 18:19:32,045 - pyskl - INFO - Epoch [84][1400/3940] lr: 1.032e-02, eta: 1 day, 8:33:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 3.4394, loss: 3.4394 +2025-06-20 18:20:16,395 - pyskl - INFO - Epoch [84][1500/3940] lr: 1.032e-02, eta: 1 day, 8:32:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 3.2886, loss: 3.2886 +2025-06-20 18:21:00,766 - pyskl - INFO - Epoch [84][1600/3940] lr: 1.031e-02, eta: 1 day, 8:31:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.3372, loss: 3.3372 +2025-06-20 18:21:45,172 - pyskl - INFO - Epoch [84][1700/3940] lr: 1.030e-02, eta: 1 day, 8:30:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9656, loss_cls: 3.3830, loss: 3.3830 +2025-06-20 18:22:29,670 - pyskl - INFO - Epoch [84][1800/3940] lr: 1.030e-02, eta: 1 day, 8:30:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9663, loss_cls: 3.2904, loss: 3.2904 +2025-06-20 18:23:14,191 - pyskl - INFO - Epoch [84][1900/3940] lr: 1.029e-02, eta: 1 day, 8:29:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 3.2661, loss: 3.2661 +2025-06-20 18:23:58,698 - pyskl - INFO - Epoch [84][2000/3940] lr: 1.028e-02, eta: 1 day, 8:28:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.3489, loss: 3.3489 +2025-06-20 18:24:43,331 - pyskl - INFO - Epoch [84][2100/3940] lr: 1.028e-02, eta: 1 day, 8:27:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9675, loss_cls: 3.3636, loss: 3.3636 +2025-06-20 18:25:27,762 - pyskl - INFO - Epoch [84][2200/3940] lr: 1.027e-02, eta: 1 day, 8:27:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 3.3582, loss: 3.3582 +2025-06-20 18:26:12,338 - pyskl - INFO - Epoch [84][2300/3940] lr: 1.026e-02, eta: 1 day, 8:26:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9644, loss_cls: 3.2618, loss: 3.2618 +2025-06-20 18:26:56,978 - pyskl - INFO - Epoch [84][2400/3940] lr: 1.026e-02, eta: 1 day, 8:25:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 3.2615, loss: 3.2615 +2025-06-20 18:27:41,408 - pyskl - INFO - Epoch [84][2500/3940] lr: 1.025e-02, eta: 1 day, 8:24:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9681, loss_cls: 3.4245, loss: 3.4245 +2025-06-20 18:28:26,041 - pyskl - INFO - Epoch [84][2600/3940] lr: 1.025e-02, eta: 1 day, 8:24:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 3.3856, loss: 3.3856 +2025-06-20 18:29:10,189 - pyskl - INFO - Epoch [84][2700/3940] lr: 1.024e-02, eta: 1 day, 8:23:26, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9688, loss_cls: 3.4263, loss: 3.4263 +2025-06-20 18:29:54,528 - pyskl - INFO - Epoch [84][2800/3940] lr: 1.023e-02, eta: 1 day, 8:22:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 3.2996, loss: 3.2996 +2025-06-20 18:30:38,772 - pyskl - INFO - Epoch [84][2900/3940] lr: 1.023e-02, eta: 1 day, 8:21:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 3.2513, loss: 3.2513 +2025-06-20 18:31:23,002 - pyskl - INFO - Epoch [84][3000/3940] lr: 1.022e-02, eta: 1 day, 8:21:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 3.4112, loss: 3.4112 +2025-06-20 18:32:07,608 - pyskl - INFO - Epoch [84][3100/3940] lr: 1.021e-02, eta: 1 day, 8:20:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9694, loss_cls: 3.3799, loss: 3.3799 +2025-06-20 18:32:52,197 - pyskl - INFO - Epoch [84][3200/3940] lr: 1.021e-02, eta: 1 day, 8:19:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9706, loss_cls: 3.3186, loss: 3.3186 +2025-06-20 18:33:36,647 - pyskl - INFO - Epoch [84][3300/3940] lr: 1.020e-02, eta: 1 day, 8:18:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9587, loss_cls: 3.5683, loss: 3.5683 +2025-06-20 18:34:21,075 - pyskl - INFO - Epoch [84][3400/3940] lr: 1.019e-02, eta: 1 day, 8:18:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 3.3335, loss: 3.3335 +2025-06-20 18:35:05,659 - pyskl - INFO - Epoch [84][3500/3940] lr: 1.019e-02, eta: 1 day, 8:17:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9669, loss_cls: 3.2878, loss: 3.2878 +2025-06-20 18:35:50,053 - pyskl - INFO - Epoch [84][3600/3940] lr: 1.018e-02, eta: 1 day, 8:16:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9637, loss_cls: 3.4180, loss: 3.4180 +2025-06-20 18:36:34,665 - pyskl - INFO - Epoch [84][3700/3940] lr: 1.017e-02, eta: 1 day, 8:15:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9694, loss_cls: 3.2634, loss: 3.2634 +2025-06-20 18:37:18,896 - pyskl - INFO - Epoch [84][3800/3940] lr: 1.017e-02, eta: 1 day, 8:15:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 3.2408, loss: 3.2408 +2025-06-20 18:38:03,375 - pyskl - INFO - Epoch [84][3900/3940] lr: 1.016e-02, eta: 1 day, 8:14:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9675, loss_cls: 3.3622, loss: 3.3622 +2025-06-20 18:38:21,447 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-06-20 18:41:46,087 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 18:41:46,561 - pyskl - INFO - +top1_acc 0.7485 +top5_acc 0.9430 +2025-06-20 18:41:46,582 - pyskl - INFO - Epoch(val) [84][3183] top1_acc: 0.7485, top5_acc: 0.9430 +2025-06-20 18:42:54,465 - pyskl - INFO - Epoch [85][100/3940] lr: 1.015e-02, eta: 1 day, 8:13:30, time: 0.679, data_time: 0.234, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 3.3519, loss: 3.3519 +2025-06-20 18:43:39,077 - pyskl - INFO - Epoch [85][200/3940] lr: 1.014e-02, eta: 1 day, 8:12:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9725, loss_cls: 3.2086, loss: 3.2086 +2025-06-20 18:44:23,669 - pyskl - INFO - Epoch [85][300/3940] lr: 1.014e-02, eta: 1 day, 8:12:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.2686, loss: 3.2686 +2025-06-20 18:45:08,020 - pyskl - INFO - Epoch [85][400/3940] lr: 1.013e-02, eta: 1 day, 8:11:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9769, loss_cls: 3.0827, loss: 3.0827 +2025-06-20 18:45:52,515 - pyskl - INFO - Epoch [85][500/3940] lr: 1.013e-02, eta: 1 day, 8:10:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 3.2456, loss: 3.2456 +2025-06-20 18:46:37,057 - pyskl - INFO - Epoch [85][600/3940] lr: 1.012e-02, eta: 1 day, 8:09:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9712, loss_cls: 3.2507, loss: 3.2507 +2025-06-20 18:47:21,726 - pyskl - INFO - Epoch [85][700/3940] lr: 1.011e-02, eta: 1 day, 8:09:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.1868, loss: 3.1868 +2025-06-20 18:48:06,255 - pyskl - INFO - Epoch [85][800/3940] lr: 1.011e-02, eta: 1 day, 8:08:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9688, loss_cls: 3.4021, loss: 3.4021 +2025-06-20 18:48:50,645 - pyskl - INFO - Epoch [85][900/3940] lr: 1.010e-02, eta: 1 day, 8:07:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9719, loss_cls: 3.2722, loss: 3.2722 +2025-06-20 18:49:35,064 - pyskl - INFO - Epoch [85][1000/3940] lr: 1.009e-02, eta: 1 day, 8:06:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 3.3370, loss: 3.3370 +2025-06-20 18:50:19,674 - pyskl - INFO - Epoch [85][1100/3940] lr: 1.009e-02, eta: 1 day, 8:06:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9688, loss_cls: 3.1299, loss: 3.1299 +2025-06-20 18:51:04,236 - pyskl - INFO - Epoch [85][1200/3940] lr: 1.008e-02, eta: 1 day, 8:05:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9556, loss_cls: 3.3971, loss: 3.3971 +2025-06-20 18:51:48,492 - pyskl - INFO - Epoch [85][1300/3940] lr: 1.007e-02, eta: 1 day, 8:04:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9712, loss_cls: 3.1932, loss: 3.1932 +2025-06-20 18:52:32,911 - pyskl - INFO - Epoch [85][1400/3940] lr: 1.007e-02, eta: 1 day, 8:03:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9688, loss_cls: 3.1769, loss: 3.1769 +2025-06-20 18:53:17,402 - pyskl - INFO - Epoch [85][1500/3940] lr: 1.006e-02, eta: 1 day, 8:03:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9650, loss_cls: 3.3864, loss: 3.3864 +2025-06-20 18:54:02,051 - pyskl - INFO - Epoch [85][1600/3940] lr: 1.005e-02, eta: 1 day, 8:02:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9675, loss_cls: 3.2829, loss: 3.2829 +2025-06-20 18:54:46,682 - pyskl - INFO - Epoch [85][1700/3940] lr: 1.005e-02, eta: 1 day, 8:01:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9631, loss_cls: 3.3117, loss: 3.3117 +2025-06-20 18:55:31,225 - pyskl - INFO - Epoch [85][1800/3940] lr: 1.004e-02, eta: 1 day, 8:00:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9738, loss_cls: 3.2449, loss: 3.2449 +2025-06-20 18:56:15,753 - pyskl - INFO - Epoch [85][1900/3940] lr: 1.003e-02, eta: 1 day, 8:00:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 3.2190, loss: 3.2190 +2025-06-20 18:57:00,341 - pyskl - INFO - Epoch [85][2000/3940] lr: 1.003e-02, eta: 1 day, 7:59:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9631, loss_cls: 3.3645, loss: 3.3645 +2025-06-20 18:57:44,904 - pyskl - INFO - Epoch [85][2100/3940] lr: 1.002e-02, eta: 1 day, 7:58:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9675, loss_cls: 3.2780, loss: 3.2780 +2025-06-20 18:58:29,508 - pyskl - INFO - Epoch [85][2200/3940] lr: 1.001e-02, eta: 1 day, 7:57:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9619, loss_cls: 3.4145, loss: 3.4145 +2025-06-20 18:59:14,097 - pyskl - INFO - Epoch [85][2300/3940] lr: 1.001e-02, eta: 1 day, 7:57:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.2941, loss: 3.2941 +2025-06-20 18:59:58,610 - pyskl - INFO - Epoch [85][2400/3940] lr: 1.000e-02, eta: 1 day, 7:56:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 3.4340, loss: 3.4340 +2025-06-20 19:00:43,124 - pyskl - INFO - Epoch [85][2500/3940] lr: 9.995e-03, eta: 1 day, 7:55:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9706, loss_cls: 3.2740, loss: 3.2740 +2025-06-20 19:01:27,646 - pyskl - INFO - Epoch [85][2600/3940] lr: 9.988e-03, eta: 1 day, 7:54:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9731, loss_cls: 3.2207, loss: 3.2207 +2025-06-20 19:02:12,082 - pyskl - INFO - Epoch [85][2700/3940] lr: 9.982e-03, eta: 1 day, 7:54:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 3.3519, loss: 3.3519 +2025-06-20 19:02:56,533 - pyskl - INFO - Epoch [85][2800/3940] lr: 9.975e-03, eta: 1 day, 7:53:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9631, loss_cls: 3.4256, loss: 3.4256 +2025-06-20 19:03:40,973 - pyskl - INFO - Epoch [85][2900/3940] lr: 9.969e-03, eta: 1 day, 7:52:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9712, loss_cls: 3.3059, loss: 3.3059 +2025-06-20 19:04:25,367 - pyskl - INFO - Epoch [85][3000/3940] lr: 9.962e-03, eta: 1 day, 7:51:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9663, loss_cls: 3.4623, loss: 3.4623 +2025-06-20 19:05:09,766 - pyskl - INFO - Epoch [85][3100/3940] lr: 9.956e-03, eta: 1 day, 7:51:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 3.2495, loss: 3.2495 +2025-06-20 19:05:54,227 - pyskl - INFO - Epoch [85][3200/3940] lr: 9.949e-03, eta: 1 day, 7:50:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9619, loss_cls: 3.4240, loss: 3.4240 +2025-06-20 19:06:38,666 - pyskl - INFO - Epoch [85][3300/3940] lr: 9.943e-03, eta: 1 day, 7:49:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 3.3638, loss: 3.3638 +2025-06-20 19:07:23,204 - pyskl - INFO - Epoch [85][3400/3940] lr: 9.936e-03, eta: 1 day, 7:48:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9613, loss_cls: 3.4147, loss: 3.4147 +2025-06-20 19:08:07,673 - pyskl - INFO - Epoch [85][3500/3940] lr: 9.930e-03, eta: 1 day, 7:48:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.3511, loss: 3.3511 +2025-06-20 19:08:52,156 - pyskl - INFO - Epoch [85][3600/3940] lr: 9.923e-03, eta: 1 day, 7:47:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 3.2073, loss: 3.2073 +2025-06-20 19:09:36,741 - pyskl - INFO - Epoch [85][3700/3940] lr: 9.917e-03, eta: 1 day, 7:46:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9744, loss_cls: 3.1821, loss: 3.1821 +2025-06-20 19:10:21,265 - pyskl - INFO - Epoch [85][3800/3940] lr: 9.910e-03, eta: 1 day, 7:45:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 3.3408, loss: 3.3408 +2025-06-20 19:11:05,811 - pyskl - INFO - Epoch [85][3900/3940] lr: 9.904e-03, eta: 1 day, 7:45:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9700, loss_cls: 3.3029, loss: 3.3029 +2025-06-20 19:11:23,882 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-06-20 19:29:55,301 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 19:29:55,875 - pyskl - INFO - +top1_acc 0.7579 +top5_acc 0.9538 +2025-06-20 19:29:55,894 - pyskl - INFO - Epoch(val) [85][3183] top1_acc: 0.7579, top5_acc: 0.9538 +2025-06-20 19:31:03,905 - pyskl - INFO - Epoch [86][100/3940] lr: 9.895e-03, eta: 1 day, 7:44:12, time: 0.680, data_time: 0.237, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 3.1673, loss: 3.1673 +2025-06-20 19:31:48,303 - pyskl - INFO - Epoch [86][200/3940] lr: 9.888e-03, eta: 1 day, 7:43:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9712, loss_cls: 3.1245, loss: 3.1245 +2025-06-20 19:32:32,665 - pyskl - INFO - Epoch [86][300/3940] lr: 9.882e-03, eta: 1 day, 7:42:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9663, loss_cls: 3.1889, loss: 3.1889 +2025-06-20 19:33:17,021 - pyskl - INFO - Epoch [86][400/3940] lr: 9.875e-03, eta: 1 day, 7:41:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.3505, loss: 3.3505 +2025-06-20 19:34:01,472 - pyskl - INFO - Epoch [86][500/3940] lr: 9.869e-03, eta: 1 day, 7:41:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 3.2836, loss: 3.2836 +2025-06-20 19:34:45,858 - pyskl - INFO - Epoch [86][600/3940] lr: 9.862e-03, eta: 1 day, 7:40:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9675, loss_cls: 3.2390, loss: 3.2390 +2025-06-20 19:35:30,276 - pyskl - INFO - Epoch [86][700/3940] lr: 9.856e-03, eta: 1 day, 7:39:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.3448, loss: 3.3448 +2025-06-20 19:36:14,693 - pyskl - INFO - Epoch [86][800/3940] lr: 9.849e-03, eta: 1 day, 7:38:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 3.2949, loss: 3.2949 +2025-06-20 19:36:59,030 - pyskl - INFO - Epoch [86][900/3940] lr: 9.843e-03, eta: 1 day, 7:38:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.2056, loss: 3.2056 +2025-06-20 19:37:43,469 - pyskl - INFO - Epoch [86][1000/3940] lr: 9.836e-03, eta: 1 day, 7:37:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9681, loss_cls: 3.2823, loss: 3.2823 +2025-06-20 19:38:27,836 - pyskl - INFO - Epoch [86][1100/3940] lr: 9.830e-03, eta: 1 day, 7:36:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 3.2889, loss: 3.2889 +2025-06-20 19:39:12,166 - pyskl - INFO - Epoch [86][1200/3940] lr: 9.823e-03, eta: 1 day, 7:35:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9619, loss_cls: 3.3090, loss: 3.3090 +2025-06-20 19:39:56,620 - pyskl - INFO - Epoch [86][1300/3940] lr: 9.817e-03, eta: 1 day, 7:35:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9575, loss_cls: 3.3701, loss: 3.3701 +2025-06-20 19:40:40,990 - pyskl - INFO - Epoch [86][1400/3940] lr: 9.810e-03, eta: 1 day, 7:34:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9725, loss_cls: 3.2176, loss: 3.2176 +2025-06-20 19:41:25,389 - pyskl - INFO - Epoch [86][1500/3940] lr: 9.804e-03, eta: 1 day, 7:33:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 3.3204, loss: 3.3204 +2025-06-20 19:42:09,940 - pyskl - INFO - Epoch [86][1600/3940] lr: 9.797e-03, eta: 1 day, 7:33:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9650, loss_cls: 3.3887, loss: 3.3887 +2025-06-20 19:42:54,274 - pyskl - INFO - Epoch [86][1700/3940] lr: 9.791e-03, eta: 1 day, 7:32:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9650, loss_cls: 3.4000, loss: 3.4000 +2025-06-20 19:43:38,703 - pyskl - INFO - Epoch [86][1800/3940] lr: 9.784e-03, eta: 1 day, 7:31:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.2636, loss: 3.2636 +2025-06-20 19:44:23,029 - pyskl - INFO - Epoch [86][1900/3940] lr: 9.778e-03, eta: 1 day, 7:30:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 3.2513, loss: 3.2513 +2025-06-20 19:45:07,409 - pyskl - INFO - Epoch [86][2000/3940] lr: 9.771e-03, eta: 1 day, 7:30:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 3.2455, loss: 3.2455 +2025-06-20 19:45:51,798 - pyskl - INFO - Epoch [86][2100/3940] lr: 9.765e-03, eta: 1 day, 7:29:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9656, loss_cls: 3.2387, loss: 3.2387 +2025-06-20 19:46:36,101 - pyskl - INFO - Epoch [86][2200/3940] lr: 9.758e-03, eta: 1 day, 7:28:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9700, loss_cls: 3.2963, loss: 3.2963 +2025-06-20 19:47:20,393 - pyskl - INFO - Epoch [86][2300/3940] lr: 9.752e-03, eta: 1 day, 7:27:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9694, loss_cls: 3.1882, loss: 3.1882 +2025-06-20 19:48:04,712 - pyskl - INFO - Epoch [86][2400/3940] lr: 9.745e-03, eta: 1 day, 7:27:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 3.2899, loss: 3.2899 +2025-06-20 19:48:49,011 - pyskl - INFO - Epoch [86][2500/3940] lr: 9.739e-03, eta: 1 day, 7:26:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.2592, loss: 3.2592 +2025-06-20 19:49:33,726 - pyskl - INFO - Epoch [86][2600/3940] lr: 9.732e-03, eta: 1 day, 7:25:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 3.3392, loss: 3.3392 +2025-06-20 19:50:18,198 - pyskl - INFO - Epoch [86][2700/3940] lr: 9.726e-03, eta: 1 day, 7:24:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9663, loss_cls: 3.2259, loss: 3.2259 +2025-06-20 19:51:02,552 - pyskl - INFO - Epoch [86][2800/3940] lr: 9.719e-03, eta: 1 day, 7:24:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9650, loss_cls: 3.2775, loss: 3.2775 +2025-06-20 19:51:46,778 - pyskl - INFO - Epoch [86][2900/3940] lr: 9.713e-03, eta: 1 day, 7:23:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 3.3293, loss: 3.3293 +2025-06-20 19:52:31,314 - pyskl - INFO - Epoch [86][3000/3940] lr: 9.707e-03, eta: 1 day, 7:22:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9700, loss_cls: 3.2125, loss: 3.2125 +2025-06-20 19:53:15,523 - pyskl - INFO - Epoch [86][3100/3940] lr: 9.700e-03, eta: 1 day, 7:21:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9681, loss_cls: 3.2974, loss: 3.2974 +2025-06-20 19:53:59,751 - pyskl - INFO - Epoch [86][3200/3940] lr: 9.694e-03, eta: 1 day, 7:21:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.3233, loss: 3.3233 +2025-06-20 19:54:43,993 - pyskl - INFO - Epoch [86][3300/3940] lr: 9.687e-03, eta: 1 day, 7:20:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 3.2316, loss: 3.2316 +2025-06-20 19:55:28,223 - pyskl - INFO - Epoch [86][3400/3940] lr: 9.681e-03, eta: 1 day, 7:19:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9694, loss_cls: 3.3004, loss: 3.3004 +2025-06-20 19:56:12,649 - pyskl - INFO - Epoch [86][3500/3940] lr: 9.674e-03, eta: 1 day, 7:18:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9688, loss_cls: 3.4248, loss: 3.4248 +2025-06-20 19:56:57,238 - pyskl - INFO - Epoch [86][3600/3940] lr: 9.668e-03, eta: 1 day, 7:18:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9700, loss_cls: 3.2865, loss: 3.2865 +2025-06-20 19:57:42,022 - pyskl - INFO - Epoch [86][3700/3940] lr: 9.661e-03, eta: 1 day, 7:17:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9675, loss_cls: 3.2247, loss: 3.2247 +2025-06-20 19:58:26,308 - pyskl - INFO - Epoch [86][3800/3940] lr: 9.655e-03, eta: 1 day, 7:16:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 3.3394, loss: 3.3394 +2025-06-20 19:59:10,485 - pyskl - INFO - Epoch [86][3900/3940] lr: 9.648e-03, eta: 1 day, 7:15:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9650, loss_cls: 3.3881, loss: 3.3881 +2025-06-20 19:59:28,447 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-06-20 20:02:53,385 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 20:02:53,855 - pyskl - INFO - +top1_acc 0.7691 +top5_acc 0.9483 +2025-06-20 20:02:53,875 - pyskl - INFO - Epoch(val) [86][3183] top1_acc: 0.7691, top5_acc: 0.9483 +2025-06-20 20:04:01,771 - pyskl - INFO - Epoch [87][100/3940] lr: 9.639e-03, eta: 1 day, 7:14:51, time: 0.679, data_time: 0.236, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9719, loss_cls: 3.1621, loss: 3.1621 +2025-06-20 20:04:46,194 - pyskl - INFO - Epoch [87][200/3940] lr: 9.633e-03, eta: 1 day, 7:14:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9700, loss_cls: 3.1751, loss: 3.1751 +2025-06-20 20:05:30,572 - pyskl - INFO - Epoch [87][300/3940] lr: 9.626e-03, eta: 1 day, 7:13:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 3.3097, loss: 3.3097 +2025-06-20 20:06:14,989 - pyskl - INFO - Epoch [87][400/3940] lr: 9.620e-03, eta: 1 day, 7:12:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9725, loss_cls: 3.1361, loss: 3.1361 +2025-06-20 20:06:59,394 - pyskl - INFO - Epoch [87][500/3940] lr: 9.613e-03, eta: 1 day, 7:11:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 3.1376, loss: 3.1376 +2025-06-20 20:07:43,791 - pyskl - INFO - Epoch [87][600/3940] lr: 9.607e-03, eta: 1 day, 7:11:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9725, loss_cls: 3.1858, loss: 3.1858 +2025-06-20 20:08:28,125 - pyskl - INFO - Epoch [87][700/3940] lr: 9.600e-03, eta: 1 day, 7:10:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 3.2187, loss: 3.2187 +2025-06-20 20:09:12,468 - pyskl - INFO - Epoch [87][800/3940] lr: 9.594e-03, eta: 1 day, 7:09:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 3.2885, loss: 3.2885 +2025-06-20 20:09:57,049 - pyskl - INFO - Epoch [87][900/3940] lr: 9.587e-03, eta: 1 day, 7:08:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 3.2043, loss: 3.2043 +2025-06-20 20:10:41,417 - pyskl - INFO - Epoch [87][1000/3940] lr: 9.581e-03, eta: 1 day, 7:08:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.3337, loss: 3.3337 +2025-06-20 20:11:25,912 - pyskl - INFO - Epoch [87][1100/3940] lr: 9.575e-03, eta: 1 day, 7:07:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9712, loss_cls: 3.2272, loss: 3.2272 +2025-06-20 20:12:10,714 - pyskl - INFO - Epoch [87][1200/3940] lr: 9.568e-03, eta: 1 day, 7:06:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 3.2215, loss: 3.2215 +2025-06-20 20:12:55,157 - pyskl - INFO - Epoch [87][1300/3940] lr: 9.562e-03, eta: 1 day, 7:05:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9700, loss_cls: 3.3548, loss: 3.3548 +2025-06-20 20:13:39,584 - pyskl - INFO - Epoch [87][1400/3940] lr: 9.555e-03, eta: 1 day, 7:05:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9688, loss_cls: 3.2987, loss: 3.2987 +2025-06-20 20:14:24,099 - pyskl - INFO - Epoch [87][1500/3940] lr: 9.549e-03, eta: 1 day, 7:04:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 3.2369, loss: 3.2369 +2025-06-20 20:15:08,520 - pyskl - INFO - Epoch [87][1600/3940] lr: 9.542e-03, eta: 1 day, 7:03:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9663, loss_cls: 3.3254, loss: 3.3254 +2025-06-20 20:15:53,000 - pyskl - INFO - Epoch [87][1700/3940] lr: 9.536e-03, eta: 1 day, 7:02:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 3.3292, loss: 3.3292 +2025-06-20 20:16:37,509 - pyskl - INFO - Epoch [87][1800/3940] lr: 9.529e-03, eta: 1 day, 7:02:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9688, loss_cls: 3.1935, loss: 3.1935 +2025-06-20 20:17:22,046 - pyskl - INFO - Epoch [87][1900/3940] lr: 9.523e-03, eta: 1 day, 7:01:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.2963, loss: 3.2963 +2025-06-20 20:18:06,633 - pyskl - INFO - Epoch [87][2000/3940] lr: 9.516e-03, eta: 1 day, 7:00:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9700, loss_cls: 3.2787, loss: 3.2787 +2025-06-20 20:18:51,114 - pyskl - INFO - Epoch [87][2100/3940] lr: 9.510e-03, eta: 1 day, 6:59:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9706, loss_cls: 3.3025, loss: 3.3025 +2025-06-20 20:19:35,598 - pyskl - INFO - Epoch [87][2200/3940] lr: 9.504e-03, eta: 1 day, 6:59:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9712, loss_cls: 3.1368, loss: 3.1368 +2025-06-20 20:20:20,130 - pyskl - INFO - Epoch [87][2300/3940] lr: 9.497e-03, eta: 1 day, 6:58:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 3.2051, loss: 3.2051 +2025-06-20 20:21:04,727 - pyskl - INFO - Epoch [87][2400/3940] lr: 9.491e-03, eta: 1 day, 6:57:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.2882, loss: 3.2882 +2025-06-20 20:21:49,397 - pyskl - INFO - Epoch [87][2500/3940] lr: 9.484e-03, eta: 1 day, 6:56:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9675, loss_cls: 3.2243, loss: 3.2243 +2025-06-20 20:22:33,955 - pyskl - INFO - Epoch [87][2600/3940] lr: 9.478e-03, eta: 1 day, 6:56:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9575, loss_cls: 3.4105, loss: 3.4105 +2025-06-20 20:23:18,417 - pyskl - INFO - Epoch [87][2700/3940] lr: 9.471e-03, eta: 1 day, 6:55:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9688, loss_cls: 3.2292, loss: 3.2292 +2025-06-20 20:24:02,932 - pyskl - INFO - Epoch [87][2800/3940] lr: 9.465e-03, eta: 1 day, 6:54:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 3.3565, loss: 3.3565 +2025-06-20 20:24:47,478 - pyskl - INFO - Epoch [87][2900/3940] lr: 9.458e-03, eta: 1 day, 6:53:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9681, loss_cls: 3.2050, loss: 3.2050 +2025-06-20 20:25:32,077 - pyskl - INFO - Epoch [87][3000/3940] lr: 9.452e-03, eta: 1 day, 6:53:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 3.3078, loss: 3.3078 +2025-06-20 20:26:16,537 - pyskl - INFO - Epoch [87][3100/3940] lr: 9.446e-03, eta: 1 day, 6:52:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9575, loss_cls: 3.3071, loss: 3.3071 +2025-06-20 20:27:00,977 - pyskl - INFO - Epoch [87][3200/3940] lr: 9.439e-03, eta: 1 day, 6:51:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9738, loss_cls: 3.2204, loss: 3.2204 +2025-06-20 20:27:45,506 - pyskl - INFO - Epoch [87][3300/3940] lr: 9.433e-03, eta: 1 day, 6:51:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9725, loss_cls: 3.1556, loss: 3.1556 +2025-06-20 20:28:29,953 - pyskl - INFO - Epoch [87][3400/3940] lr: 9.426e-03, eta: 1 day, 6:50:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 3.2869, loss: 3.2869 +2025-06-20 20:29:14,389 - pyskl - INFO - Epoch [87][3500/3940] lr: 9.420e-03, eta: 1 day, 6:49:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9650, loss_cls: 3.3492, loss: 3.3492 +2025-06-20 20:29:58,850 - pyskl - INFO - Epoch [87][3600/3940] lr: 9.413e-03, eta: 1 day, 6:48:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9700, loss_cls: 3.2645, loss: 3.2645 +2025-06-20 20:30:43,293 - pyskl - INFO - Epoch [87][3700/3940] lr: 9.407e-03, eta: 1 day, 6:48:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9700, loss_cls: 3.2635, loss: 3.2635 +2025-06-20 20:31:27,740 - pyskl - INFO - Epoch [87][3800/3940] lr: 9.400e-03, eta: 1 day, 6:47:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9675, loss_cls: 3.3590, loss: 3.3590 +2025-06-20 20:32:12,259 - pyskl - INFO - Epoch [87][3900/3940] lr: 9.394e-03, eta: 1 day, 6:46:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 3.3643, loss: 3.3643 +2025-06-20 20:32:30,372 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-06-20 20:35:57,365 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 20:35:57,837 - pyskl - INFO - +top1_acc 0.7563 +top5_acc 0.9520 +2025-06-20 20:35:57,857 - pyskl - INFO - Epoch(val) [87][3183] top1_acc: 0.7563, top5_acc: 0.9520 +2025-06-20 20:37:05,648 - pyskl - INFO - Epoch [88][100/3940] lr: 9.385e-03, eta: 1 day, 6:45:33, time: 0.678, data_time: 0.235, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9681, loss_cls: 3.2316, loss: 3.2316 +2025-06-20 20:37:49,996 - pyskl - INFO - Epoch [88][200/3940] lr: 9.379e-03, eta: 1 day, 6:44:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 3.2469, loss: 3.2469 +2025-06-20 20:38:34,442 - pyskl - INFO - Epoch [88][300/3940] lr: 9.372e-03, eta: 1 day, 6:44:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 3.2096, loss: 3.2096 +2025-06-20 20:39:18,796 - pyskl - INFO - Epoch [88][400/3940] lr: 9.366e-03, eta: 1 day, 6:43:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 3.1091, loss: 3.1091 +2025-06-20 20:40:03,185 - pyskl - INFO - Epoch [88][500/3940] lr: 9.359e-03, eta: 1 day, 6:42:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 3.3071, loss: 3.3071 +2025-06-20 20:40:47,533 - pyskl - INFO - Epoch [88][600/3940] lr: 9.353e-03, eta: 1 day, 6:41:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 3.1251, loss: 3.1251 +2025-06-20 20:41:31,892 - pyskl - INFO - Epoch [88][700/3940] lr: 9.346e-03, eta: 1 day, 6:41:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9731, loss_cls: 3.2226, loss: 3.2226 +2025-06-20 20:42:16,287 - pyskl - INFO - Epoch [88][800/3940] lr: 9.340e-03, eta: 1 day, 6:40:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.2374, loss: 3.2374 +2025-06-20 20:43:00,743 - pyskl - INFO - Epoch [88][900/3940] lr: 9.334e-03, eta: 1 day, 6:39:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.3060, loss: 3.3060 +2025-06-20 20:43:45,060 - pyskl - INFO - Epoch [88][1000/3940] lr: 9.327e-03, eta: 1 day, 6:38:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9706, loss_cls: 3.1456, loss: 3.1456 +2025-06-20 20:44:29,354 - pyskl - INFO - Epoch [88][1100/3940] lr: 9.321e-03, eta: 1 day, 6:38:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 3.1936, loss: 3.1936 +2025-06-20 20:45:13,640 - pyskl - INFO - Epoch [88][1200/3940] lr: 9.314e-03, eta: 1 day, 6:37:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 3.2230, loss: 3.2230 +2025-06-20 20:45:57,880 - pyskl - INFO - Epoch [88][1300/3940] lr: 9.308e-03, eta: 1 day, 6:36:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 3.1574, loss: 3.1574 +2025-06-20 20:46:42,180 - pyskl - INFO - Epoch [88][1400/3940] lr: 9.301e-03, eta: 1 day, 6:35:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9712, loss_cls: 3.2524, loss: 3.2524 +2025-06-20 20:47:26,612 - pyskl - INFO - Epoch [88][1500/3940] lr: 9.295e-03, eta: 1 day, 6:35:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9669, loss_cls: 3.2547, loss: 3.2547 +2025-06-20 20:48:10,938 - pyskl - INFO - Epoch [88][1600/3940] lr: 9.289e-03, eta: 1 day, 6:34:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9856, loss_cls: 3.1376, loss: 3.1376 +2025-06-20 20:48:55,218 - pyskl - INFO - Epoch [88][1700/3940] lr: 9.282e-03, eta: 1 day, 6:33:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 3.1962, loss: 3.1962 +2025-06-20 20:49:39,606 - pyskl - INFO - Epoch [88][1800/3940] lr: 9.276e-03, eta: 1 day, 6:32:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 3.2901, loss: 3.2901 +2025-06-20 20:50:23,874 - pyskl - INFO - Epoch [88][1900/3940] lr: 9.269e-03, eta: 1 day, 6:32:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.2980, loss: 3.2980 +2025-06-20 20:51:08,124 - pyskl - INFO - Epoch [88][2000/3940] lr: 9.263e-03, eta: 1 day, 6:31:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9694, loss_cls: 3.2836, loss: 3.2836 +2025-06-20 20:51:52,328 - pyskl - INFO - Epoch [88][2100/3940] lr: 9.256e-03, eta: 1 day, 6:30:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9725, loss_cls: 3.1837, loss: 3.1837 +2025-06-20 20:52:36,424 - pyskl - INFO - Epoch [88][2200/3940] lr: 9.250e-03, eta: 1 day, 6:29:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 3.1607, loss: 3.1607 +2025-06-20 20:53:20,685 - pyskl - INFO - Epoch [88][2300/3940] lr: 9.244e-03, eta: 1 day, 6:29:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 3.2955, loss: 3.2955 +2025-06-20 20:54:04,830 - pyskl - INFO - Epoch [88][2400/3940] lr: 9.237e-03, eta: 1 day, 6:28:21, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9669, loss_cls: 3.4285, loss: 3.4285 +2025-06-20 20:54:49,023 - pyskl - INFO - Epoch [88][2500/3940] lr: 9.231e-03, eta: 1 day, 6:27:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.1935, loss: 3.1935 +2025-06-20 20:55:33,163 - pyskl - INFO - Epoch [88][2600/3940] lr: 9.224e-03, eta: 1 day, 6:26:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 3.3468, loss: 3.3468 +2025-06-20 20:56:17,443 - pyskl - INFO - Epoch [88][2700/3940] lr: 9.218e-03, eta: 1 day, 6:26:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.2262, loss: 3.2262 +2025-06-20 20:57:01,630 - pyskl - INFO - Epoch [88][2800/3940] lr: 9.212e-03, eta: 1 day, 6:25:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.2972, loss: 3.2972 +2025-06-20 20:57:45,848 - pyskl - INFO - Epoch [88][2900/3940] lr: 9.205e-03, eta: 1 day, 6:24:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9650, loss_cls: 3.3336, loss: 3.3336 +2025-06-20 20:58:30,093 - pyskl - INFO - Epoch [88][3000/3940] lr: 9.199e-03, eta: 1 day, 6:23:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 3.1621, loss: 3.1621 +2025-06-20 20:59:14,335 - pyskl - INFO - Epoch [88][3100/3940] lr: 9.192e-03, eta: 1 day, 6:23:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 3.3654, loss: 3.3654 +2025-06-20 20:59:58,659 - pyskl - INFO - Epoch [88][3200/3940] lr: 9.186e-03, eta: 1 day, 6:22:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9650, loss_cls: 3.2790, loss: 3.2790 +2025-06-20 21:00:42,969 - pyskl - INFO - Epoch [88][3300/3940] lr: 9.180e-03, eta: 1 day, 6:21:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 3.3234, loss: 3.3234 +2025-06-20 21:01:27,201 - pyskl - INFO - Epoch [88][3400/3940] lr: 9.173e-03, eta: 1 day, 6:20:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9688, loss_cls: 3.3341, loss: 3.3341 +2025-06-20 21:02:11,617 - pyskl - INFO - Epoch [88][3500/3940] lr: 9.167e-03, eta: 1 day, 6:20:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 3.2098, loss: 3.2098 +2025-06-20 21:02:55,970 - pyskl - INFO - Epoch [88][3600/3940] lr: 9.160e-03, eta: 1 day, 6:19:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9700, loss_cls: 3.2604, loss: 3.2604 +2025-06-20 21:03:40,375 - pyskl - INFO - Epoch [88][3700/3940] lr: 9.154e-03, eta: 1 day, 6:18:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9681, loss_cls: 3.4169, loss: 3.4169 +2025-06-20 21:04:24,770 - pyskl - INFO - Epoch [88][3800/3940] lr: 9.148e-03, eta: 1 day, 6:17:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9650, loss_cls: 3.2898, loss: 3.2898 +2025-06-20 21:05:09,126 - pyskl - INFO - Epoch [88][3900/3940] lr: 9.141e-03, eta: 1 day, 6:17:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 3.2909, loss: 3.2909 +2025-06-20 21:05:27,169 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-06-20 21:08:52,075 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 21:08:52,545 - pyskl - INFO - +top1_acc 0.7617 +top5_acc 0.9508 +2025-06-20 21:08:52,563 - pyskl - INFO - Epoch(val) [88][3183] top1_acc: 0.7617, top5_acc: 0.9508 +2025-06-20 21:10:00,112 - pyskl - INFO - Epoch [89][100/3940] lr: 9.132e-03, eta: 1 day, 6:16:09, time: 0.675, data_time: 0.233, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 3.1979, loss: 3.1979 +2025-06-20 21:10:44,489 - pyskl - INFO - Epoch [89][200/3940] lr: 9.126e-03, eta: 1 day, 6:15:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 3.2494, loss: 3.2494 +2025-06-20 21:11:28,826 - pyskl - INFO - Epoch [89][300/3940] lr: 9.119e-03, eta: 1 day, 6:14:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 3.1427, loss: 3.1427 +2025-06-20 21:12:13,219 - pyskl - INFO - Epoch [89][400/3940] lr: 9.113e-03, eta: 1 day, 6:13:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9681, loss_cls: 3.2820, loss: 3.2820 +2025-06-20 21:12:57,591 - pyskl - INFO - Epoch [89][500/3940] lr: 9.107e-03, eta: 1 day, 6:13:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 3.1461, loss: 3.1461 +2025-06-20 21:13:41,998 - pyskl - INFO - Epoch [89][600/3940] lr: 9.100e-03, eta: 1 day, 6:12:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9650, loss_cls: 3.2099, loss: 3.2099 +2025-06-20 21:14:26,473 - pyskl - INFO - Epoch [89][700/3940] lr: 9.094e-03, eta: 1 day, 6:11:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 3.2053, loss: 3.2053 +2025-06-20 21:15:10,986 - pyskl - INFO - Epoch [89][800/3940] lr: 9.087e-03, eta: 1 day, 6:10:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 3.4160, loss: 3.4160 +2025-06-20 21:15:55,473 - pyskl - INFO - Epoch [89][900/3940] lr: 9.081e-03, eta: 1 day, 6:10:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9762, loss_cls: 3.0378, loss: 3.0378 +2025-06-20 21:16:39,942 - pyskl - INFO - Epoch [89][1000/3940] lr: 9.075e-03, eta: 1 day, 6:09:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9688, loss_cls: 3.3504, loss: 3.3504 +2025-06-20 21:17:24,405 - pyskl - INFO - Epoch [89][1100/3940] lr: 9.068e-03, eta: 1 day, 6:08:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 3.3210, loss: 3.3210 +2025-06-20 21:18:08,740 - pyskl - INFO - Epoch [89][1200/3940] lr: 9.062e-03, eta: 1 day, 6:07:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 3.2529, loss: 3.2529 +2025-06-20 21:18:53,131 - pyskl - INFO - Epoch [89][1300/3940] lr: 9.055e-03, eta: 1 day, 6:07:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 3.2100, loss: 3.2100 +2025-06-20 21:19:37,493 - pyskl - INFO - Epoch [89][1400/3940] lr: 9.049e-03, eta: 1 day, 6:06:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9669, loss_cls: 3.1359, loss: 3.1359 +2025-06-20 21:20:22,420 - pyskl - INFO - Epoch [89][1500/3940] lr: 9.043e-03, eta: 1 day, 6:05:42, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9712, loss_cls: 3.2821, loss: 3.2821 +2025-06-20 21:21:07,020 - pyskl - INFO - Epoch [89][1600/3940] lr: 9.036e-03, eta: 1 day, 6:04:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9675, loss_cls: 3.1892, loss: 3.1892 +2025-06-20 21:21:51,773 - pyskl - INFO - Epoch [89][1700/3940] lr: 9.030e-03, eta: 1 day, 6:04:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 3.1119, loss: 3.1119 +2025-06-20 21:22:36,377 - pyskl - INFO - Epoch [89][1800/3940] lr: 9.024e-03, eta: 1 day, 6:03:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 3.2283, loss: 3.2283 +2025-06-20 21:23:20,960 - pyskl - INFO - Epoch [89][1900/3940] lr: 9.017e-03, eta: 1 day, 6:02:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9675, loss_cls: 3.2694, loss: 3.2694 +2025-06-20 21:24:05,339 - pyskl - INFO - Epoch [89][2000/3940] lr: 9.011e-03, eta: 1 day, 6:01:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.2530, loss: 3.2530 +2025-06-20 21:24:49,889 - pyskl - INFO - Epoch [89][2100/3940] lr: 9.004e-03, eta: 1 day, 6:01:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9712, loss_cls: 3.1752, loss: 3.1752 +2025-06-20 21:25:34,266 - pyskl - INFO - Epoch [89][2200/3940] lr: 8.998e-03, eta: 1 day, 6:00:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 3.2955, loss: 3.2955 +2025-06-20 21:26:18,853 - pyskl - INFO - Epoch [89][2300/3940] lr: 8.992e-03, eta: 1 day, 5:59:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.2590, loss: 3.2590 +2025-06-20 21:27:03,322 - pyskl - INFO - Epoch [89][2400/3940] lr: 8.985e-03, eta: 1 day, 5:59:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 3.2334, loss: 3.2334 +2025-06-20 21:27:47,941 - pyskl - INFO - Epoch [89][2500/3940] lr: 8.979e-03, eta: 1 day, 5:58:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.2615, loss: 3.2615 +2025-06-20 21:28:32,636 - pyskl - INFO - Epoch [89][2600/3940] lr: 8.972e-03, eta: 1 day, 5:57:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9706, loss_cls: 3.3044, loss: 3.3044 +2025-06-20 21:29:17,263 - pyskl - INFO - Epoch [89][2700/3940] lr: 8.966e-03, eta: 1 day, 5:56:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.3787, loss: 3.3787 +2025-06-20 21:30:01,948 - pyskl - INFO - Epoch [89][2800/3940] lr: 8.960e-03, eta: 1 day, 5:56:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 3.3307, loss: 3.3307 +2025-06-20 21:30:46,472 - pyskl - INFO - Epoch [89][2900/3940] lr: 8.953e-03, eta: 1 day, 5:55:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.1864, loss: 3.1864 +2025-06-20 21:31:30,904 - pyskl - INFO - Epoch [89][3000/3940] lr: 8.947e-03, eta: 1 day, 5:54:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 3.1606, loss: 3.1606 +2025-06-20 21:32:15,457 - pyskl - INFO - Epoch [89][3100/3940] lr: 8.941e-03, eta: 1 day, 5:53:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 3.1381, loss: 3.1381 +2025-06-20 21:32:59,945 - pyskl - INFO - Epoch [89][3200/3940] lr: 8.934e-03, eta: 1 day, 5:53:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 3.2376, loss: 3.2376 +2025-06-20 21:33:44,341 - pyskl - INFO - Epoch [89][3300/3940] lr: 8.928e-03, eta: 1 day, 5:52:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.2584, loss: 3.2584 +2025-06-20 21:34:28,680 - pyskl - INFO - Epoch [89][3400/3940] lr: 8.922e-03, eta: 1 day, 5:51:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 3.2496, loss: 3.2496 +2025-06-20 21:35:13,004 - pyskl - INFO - Epoch [89][3500/3940] lr: 8.915e-03, eta: 1 day, 5:50:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9725, loss_cls: 3.1821, loss: 3.1821 +2025-06-20 21:35:57,419 - pyskl - INFO - Epoch [89][3600/3940] lr: 8.909e-03, eta: 1 day, 5:50:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.3702, loss: 3.3702 +2025-06-20 21:36:41,913 - pyskl - INFO - Epoch [89][3700/3940] lr: 8.902e-03, eta: 1 day, 5:49:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 3.2318, loss: 3.2318 +2025-06-20 21:37:26,354 - pyskl - INFO - Epoch [89][3800/3940] lr: 8.896e-03, eta: 1 day, 5:48:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.1440, loss: 3.1440 +2025-06-20 21:38:10,824 - pyskl - INFO - Epoch [89][3900/3940] lr: 8.890e-03, eta: 1 day, 5:47:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 3.2672, loss: 3.2672 +2025-06-20 21:38:28,803 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-06-20 21:41:53,697 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 21:41:54,162 - pyskl - INFO - +top1_acc 0.7661 +top5_acc 0.9477 +2025-06-20 21:41:54,180 - pyskl - INFO - Epoch(val) [89][3183] top1_acc: 0.7661, top5_acc: 0.9477 +2025-06-20 21:43:02,453 - pyskl - INFO - Epoch [90][100/3940] lr: 8.881e-03, eta: 1 day, 5:46:51, time: 0.683, data_time: 0.237, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 3.2370, loss: 3.2370 +2025-06-20 21:43:47,074 - pyskl - INFO - Epoch [90][200/3940] lr: 8.874e-03, eta: 1 day, 5:46:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9725, loss_cls: 3.2332, loss: 3.2332 +2025-06-20 21:44:31,662 - pyskl - INFO - Epoch [90][300/3940] lr: 8.868e-03, eta: 1 day, 5:45:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9731, loss_cls: 3.2006, loss: 3.2006 +2025-06-20 21:45:16,150 - pyskl - INFO - Epoch [90][400/3940] lr: 8.862e-03, eta: 1 day, 5:44:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 3.2197, loss: 3.2197 +2025-06-20 21:46:00,669 - pyskl - INFO - Epoch [90][500/3940] lr: 8.855e-03, eta: 1 day, 5:43:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 3.0310, loss: 3.0310 +2025-06-20 21:46:45,093 - pyskl - INFO - Epoch [90][600/3940] lr: 8.849e-03, eta: 1 day, 5:43:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 3.2028, loss: 3.2028 +2025-06-20 21:47:29,437 - pyskl - INFO - Epoch [90][700/3940] lr: 8.843e-03, eta: 1 day, 5:42:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9744, loss_cls: 3.1686, loss: 3.1686 +2025-06-20 21:48:13,771 - pyskl - INFO - Epoch [90][800/3940] lr: 8.836e-03, eta: 1 day, 5:41:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9706, loss_cls: 3.1997, loss: 3.1997 +2025-06-20 21:48:58,097 - pyskl - INFO - Epoch [90][900/3940] lr: 8.830e-03, eta: 1 day, 5:40:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9712, loss_cls: 3.2228, loss: 3.2228 +2025-06-20 21:49:42,363 - pyskl - INFO - Epoch [90][1000/3940] lr: 8.824e-03, eta: 1 day, 5:40:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9700, loss_cls: 3.1906, loss: 3.1906 +2025-06-20 21:50:26,779 - pyskl - INFO - Epoch [90][1100/3940] lr: 8.817e-03, eta: 1 day, 5:39:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 3.2168, loss: 3.2168 +2025-06-20 21:51:11,132 - pyskl - INFO - Epoch [90][1200/3940] lr: 8.811e-03, eta: 1 day, 5:38:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 3.1591, loss: 3.1591 +2025-06-20 21:51:55,464 - pyskl - INFO - Epoch [90][1300/3940] lr: 8.805e-03, eta: 1 day, 5:37:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 3.1329, loss: 3.1329 +2025-06-20 21:52:39,908 - pyskl - INFO - Epoch [90][1400/3940] lr: 8.798e-03, eta: 1 day, 5:37:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 3.1616, loss: 3.1616 +2025-06-20 21:53:24,289 - pyskl - INFO - Epoch [90][1500/3940] lr: 8.792e-03, eta: 1 day, 5:36:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9700, loss_cls: 3.2370, loss: 3.2370 +2025-06-20 21:54:08,638 - pyskl - INFO - Epoch [90][1600/3940] lr: 8.786e-03, eta: 1 day, 5:35:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 3.2937, loss: 3.2937 +2025-06-20 21:54:53,168 - pyskl - INFO - Epoch [90][1700/3940] lr: 8.779e-03, eta: 1 day, 5:34:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9738, loss_cls: 3.1640, loss: 3.1640 +2025-06-20 21:55:37,592 - pyskl - INFO - Epoch [90][1800/3940] lr: 8.773e-03, eta: 1 day, 5:34:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9694, loss_cls: 3.2602, loss: 3.2602 +2025-06-20 21:56:22,011 - pyskl - INFO - Epoch [90][1900/3940] lr: 8.766e-03, eta: 1 day, 5:33:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9712, loss_cls: 3.2038, loss: 3.2038 +2025-06-20 21:57:06,348 - pyskl - INFO - Epoch [90][2000/3940] lr: 8.760e-03, eta: 1 day, 5:32:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 3.1601, loss: 3.1601 +2025-06-20 21:57:50,675 - pyskl - INFO - Epoch [90][2100/3940] lr: 8.754e-03, eta: 1 day, 5:31:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 3.2510, loss: 3.2510 +2025-06-20 21:58:35,028 - pyskl - INFO - Epoch [90][2200/3940] lr: 8.747e-03, eta: 1 day, 5:31:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 3.0546, loss: 3.0546 +2025-06-20 21:59:19,501 - pyskl - INFO - Epoch [90][2300/3940] lr: 8.741e-03, eta: 1 day, 5:30:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 3.2364, loss: 3.2364 +2025-06-20 22:00:04,014 - pyskl - INFO - Epoch [90][2400/3940] lr: 8.735e-03, eta: 1 day, 5:29:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9650, loss_cls: 3.3015, loss: 3.3015 +2025-06-20 22:00:48,521 - pyskl - INFO - Epoch [90][2500/3940] lr: 8.728e-03, eta: 1 day, 5:28:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 3.2566, loss: 3.2566 +2025-06-20 22:01:32,988 - pyskl - INFO - Epoch [90][2600/3940] lr: 8.722e-03, eta: 1 day, 5:28:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 3.2247, loss: 3.2247 +2025-06-20 22:02:17,524 - pyskl - INFO - Epoch [90][2700/3940] lr: 8.716e-03, eta: 1 day, 5:27:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9725, loss_cls: 3.2139, loss: 3.2139 +2025-06-20 22:03:01,968 - pyskl - INFO - Epoch [90][2800/3940] lr: 8.709e-03, eta: 1 day, 5:26:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 3.2500, loss: 3.2500 +2025-06-20 22:03:46,585 - pyskl - INFO - Epoch [90][2900/3940] lr: 8.703e-03, eta: 1 day, 5:25:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 3.2792, loss: 3.2792 +2025-06-20 22:04:31,029 - pyskl - INFO - Epoch [90][3000/3940] lr: 8.697e-03, eta: 1 day, 5:25:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9694, loss_cls: 3.1602, loss: 3.1602 +2025-06-20 22:05:15,446 - pyskl - INFO - Epoch [90][3100/3940] lr: 8.690e-03, eta: 1 day, 5:24:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.3156, loss: 3.3156 +2025-06-20 22:05:59,872 - pyskl - INFO - Epoch [90][3200/3940] lr: 8.684e-03, eta: 1 day, 5:23:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 3.3008, loss: 3.3008 +2025-06-20 22:06:44,435 - pyskl - INFO - Epoch [90][3300/3940] lr: 8.678e-03, eta: 1 day, 5:22:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9694, loss_cls: 3.3128, loss: 3.3128 +2025-06-20 22:07:28,865 - pyskl - INFO - Epoch [90][3400/3940] lr: 8.671e-03, eta: 1 day, 5:22:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9762, loss_cls: 3.1498, loss: 3.1498 +2025-06-20 22:08:13,120 - pyskl - INFO - Epoch [90][3500/3940] lr: 8.665e-03, eta: 1 day, 5:21:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9688, loss_cls: 3.1565, loss: 3.1565 +2025-06-20 22:08:57,849 - pyskl - INFO - Epoch [90][3600/3940] lr: 8.659e-03, eta: 1 day, 5:20:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9694, loss_cls: 3.2662, loss: 3.2662 +2025-06-20 22:09:42,366 - pyskl - INFO - Epoch [90][3700/3940] lr: 8.653e-03, eta: 1 day, 5:20:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9594, loss_cls: 3.4151, loss: 3.4151 +2025-06-20 22:10:27,003 - pyskl - INFO - Epoch [90][3800/3940] lr: 8.646e-03, eta: 1 day, 5:19:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9700, loss_cls: 3.2678, loss: 3.2678 +2025-06-20 22:11:11,591 - pyskl - INFO - Epoch [90][3900/3940] lr: 8.640e-03, eta: 1 day, 5:18:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9625, loss_cls: 3.2937, loss: 3.2937 +2025-06-20 22:11:29,691 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-06-20 22:30:10,431 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 22:30:10,948 - pyskl - INFO - +top1_acc 0.7594 +top5_acc 0.9510 +2025-06-20 22:30:10,965 - pyskl - INFO - Epoch(val) [90][3183] top1_acc: 0.7594, top5_acc: 0.9510 +2025-06-20 22:31:18,961 - pyskl - INFO - Epoch [91][100/3940] lr: 8.631e-03, eta: 1 day, 5:17:32, time: 0.680, data_time: 0.234, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9738, loss_cls: 3.1896, loss: 3.1896 +2025-06-20 22:32:03,409 - pyskl - INFO - Epoch [91][200/3940] lr: 8.625e-03, eta: 1 day, 5:16:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9769, loss_cls: 3.1339, loss: 3.1339 +2025-06-20 22:32:47,846 - pyskl - INFO - Epoch [91][300/3940] lr: 8.618e-03, eta: 1 day, 5:16:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 3.1099, loss: 3.1099 +2025-06-20 22:33:32,478 - pyskl - INFO - Epoch [91][400/3940] lr: 8.612e-03, eta: 1 day, 5:15:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9850, loss_cls: 3.1089, loss: 3.1089 +2025-06-20 22:34:16,915 - pyskl - INFO - Epoch [91][500/3940] lr: 8.606e-03, eta: 1 day, 5:14:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9788, loss_cls: 3.0167, loss: 3.0167 +2025-06-20 22:35:01,362 - pyskl - INFO - Epoch [91][600/3940] lr: 8.599e-03, eta: 1 day, 5:13:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 3.1494, loss: 3.1494 +2025-06-20 22:35:45,876 - pyskl - INFO - Epoch [91][700/3940] lr: 8.593e-03, eta: 1 day, 5:13:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9675, loss_cls: 3.0829, loss: 3.0829 +2025-06-20 22:36:30,283 - pyskl - INFO - Epoch [91][800/3940] lr: 8.587e-03, eta: 1 day, 5:12:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9719, loss_cls: 3.2079, loss: 3.2079 +2025-06-20 22:37:14,777 - pyskl - INFO - Epoch [91][900/3940] lr: 8.581e-03, eta: 1 day, 5:11:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.2140, loss: 3.2140 +2025-06-20 22:37:59,178 - pyskl - INFO - Epoch [91][1000/3940] lr: 8.574e-03, eta: 1 day, 5:10:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 3.1415, loss: 3.1415 +2025-06-20 22:38:43,571 - pyskl - INFO - Epoch [91][1100/3940] lr: 8.568e-03, eta: 1 day, 5:10:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 3.1686, loss: 3.1686 +2025-06-20 22:39:28,000 - pyskl - INFO - Epoch [91][1200/3940] lr: 8.562e-03, eta: 1 day, 5:09:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 3.1394, loss: 3.1394 +2025-06-20 22:40:12,347 - pyskl - INFO - Epoch [91][1300/3940] lr: 8.555e-03, eta: 1 day, 5:08:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9719, loss_cls: 3.2007, loss: 3.2007 +2025-06-20 22:40:56,646 - pyskl - INFO - Epoch [91][1400/3940] lr: 8.549e-03, eta: 1 day, 5:07:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9794, loss_cls: 3.0292, loss: 3.0292 +2025-06-20 22:41:41,020 - pyskl - INFO - Epoch [91][1500/3940] lr: 8.543e-03, eta: 1 day, 5:07:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 3.1732, loss: 3.1732 +2025-06-20 22:42:25,344 - pyskl - INFO - Epoch [91][1600/3940] lr: 8.536e-03, eta: 1 day, 5:06:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9719, loss_cls: 3.1445, loss: 3.1445 +2025-06-20 22:43:09,797 - pyskl - INFO - Epoch [91][1700/3940] lr: 8.530e-03, eta: 1 day, 5:05:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 3.2325, loss: 3.2325 +2025-06-20 22:43:54,242 - pyskl - INFO - Epoch [91][1800/3940] lr: 8.524e-03, eta: 1 day, 5:04:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 3.1731, loss: 3.1731 +2025-06-20 22:44:38,872 - pyskl - INFO - Epoch [91][1900/3940] lr: 8.517e-03, eta: 1 day, 5:04:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.2339, loss: 3.2339 +2025-06-20 22:45:23,200 - pyskl - INFO - Epoch [91][2000/3940] lr: 8.511e-03, eta: 1 day, 5:03:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9731, loss_cls: 3.1432, loss: 3.1432 +2025-06-20 22:46:07,538 - pyskl - INFO - Epoch [91][2100/3940] lr: 8.505e-03, eta: 1 day, 5:02:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 3.2145, loss: 3.2145 +2025-06-20 22:46:51,921 - pyskl - INFO - Epoch [91][2200/3940] lr: 8.499e-03, eta: 1 day, 5:01:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9694, loss_cls: 3.1789, loss: 3.1789 +2025-06-20 22:47:36,177 - pyskl - INFO - Epoch [91][2300/3940] lr: 8.492e-03, eta: 1 day, 5:01:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9656, loss_cls: 3.2664, loss: 3.2664 +2025-06-20 22:48:20,541 - pyskl - INFO - Epoch [91][2400/3940] lr: 8.486e-03, eta: 1 day, 5:00:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9669, loss_cls: 3.2425, loss: 3.2425 +2025-06-20 22:49:04,896 - pyskl - INFO - Epoch [91][2500/3940] lr: 8.480e-03, eta: 1 day, 4:59:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9725, loss_cls: 3.1796, loss: 3.1796 +2025-06-20 22:49:49,256 - pyskl - INFO - Epoch [91][2600/3940] lr: 8.473e-03, eta: 1 day, 4:58:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9712, loss_cls: 3.2179, loss: 3.2179 +2025-06-20 22:50:33,620 - pyskl - INFO - Epoch [91][2700/3940] lr: 8.467e-03, eta: 1 day, 4:58:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9738, loss_cls: 3.1955, loss: 3.1955 +2025-06-20 22:51:17,843 - pyskl - INFO - Epoch [91][2800/3940] lr: 8.461e-03, eta: 1 day, 4:57:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 3.1681, loss: 3.1681 +2025-06-20 22:52:02,240 - pyskl - INFO - Epoch [91][2900/3940] lr: 8.455e-03, eta: 1 day, 4:56:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 3.0973, loss: 3.0973 +2025-06-20 22:52:46,545 - pyskl - INFO - Epoch [91][3000/3940] lr: 8.448e-03, eta: 1 day, 4:55:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9656, loss_cls: 3.2062, loss: 3.2062 +2025-06-20 22:53:30,829 - pyskl - INFO - Epoch [91][3100/3940] lr: 8.442e-03, eta: 1 day, 4:55:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 3.2886, loss: 3.2886 +2025-06-20 22:54:15,089 - pyskl - INFO - Epoch [91][3200/3940] lr: 8.436e-03, eta: 1 day, 4:54:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9663, loss_cls: 3.2020, loss: 3.2020 +2025-06-20 22:54:59,385 - pyskl - INFO - Epoch [91][3300/3940] lr: 8.429e-03, eta: 1 day, 4:53:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9706, loss_cls: 3.2461, loss: 3.2461 +2025-06-20 22:55:43,704 - pyskl - INFO - Epoch [91][3400/3940] lr: 8.423e-03, eta: 1 day, 4:52:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 3.2457, loss: 3.2457 +2025-06-20 22:56:28,045 - pyskl - INFO - Epoch [91][3500/3940] lr: 8.417e-03, eta: 1 day, 4:52:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9706, loss_cls: 3.2273, loss: 3.2273 +2025-06-20 22:57:12,355 - pyskl - INFO - Epoch [91][3600/3940] lr: 8.411e-03, eta: 1 day, 4:51:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9769, loss_cls: 3.0830, loss: 3.0830 +2025-06-20 22:57:56,658 - pyskl - INFO - Epoch [91][3700/3940] lr: 8.404e-03, eta: 1 day, 4:50:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.2134, loss: 3.2134 +2025-06-20 22:58:41,039 - pyskl - INFO - Epoch [91][3800/3940] lr: 8.398e-03, eta: 1 day, 4:49:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9700, loss_cls: 3.1617, loss: 3.1617 +2025-06-20 22:59:25,353 - pyskl - INFO - Epoch [91][3900/3940] lr: 8.392e-03, eta: 1 day, 4:49:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 3.1941, loss: 3.1941 +2025-06-20 22:59:43,458 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-06-20 23:03:09,611 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 23:03:10,073 - pyskl - INFO - +top1_acc 0.7839 +top5_acc 0.9565 +2025-06-20 23:03:10,126 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_83.pth was removed +2025-06-20 23:03:11,150 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_91.pth. +2025-06-20 23:03:11,152 - pyskl - INFO - Best top1_acc is 0.7839 at 91 epoch. +2025-06-20 23:03:11,170 - pyskl - INFO - Epoch(val) [91][3183] top1_acc: 0.7839, top5_acc: 0.9565 +2025-06-20 23:04:18,537 - pyskl - INFO - Epoch [92][100/3940] lr: 8.383e-03, eta: 1 day, 4:48:11, time: 0.674, data_time: 0.232, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 3.0832, loss: 3.0832 +2025-06-20 23:05:02,879 - pyskl - INFO - Epoch [92][200/3940] lr: 8.377e-03, eta: 1 day, 4:47:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9769, loss_cls: 2.9995, loss: 2.9995 +2025-06-20 23:05:47,227 - pyskl - INFO - Epoch [92][300/3940] lr: 8.370e-03, eta: 1 day, 4:46:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9750, loss_cls: 3.1568, loss: 3.1568 +2025-06-20 23:06:31,567 - pyskl - INFO - Epoch [92][400/3940] lr: 8.364e-03, eta: 1 day, 4:45:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9744, loss_cls: 3.1837, loss: 3.1837 +2025-06-20 23:07:15,842 - pyskl - INFO - Epoch [92][500/3940] lr: 8.358e-03, eta: 1 day, 4:45:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 3.1534, loss: 3.1534 +2025-06-20 23:08:00,066 - pyskl - INFO - Epoch [92][600/3940] lr: 8.352e-03, eta: 1 day, 4:44:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9744, loss_cls: 3.0753, loss: 3.0753 +2025-06-20 23:08:44,448 - pyskl - INFO - Epoch [92][700/3940] lr: 8.345e-03, eta: 1 day, 4:43:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9700, loss_cls: 3.0502, loss: 3.0502 +2025-06-20 23:09:28,830 - pyskl - INFO - Epoch [92][800/3940] lr: 8.339e-03, eta: 1 day, 4:42:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9712, loss_cls: 3.2256, loss: 3.2256 +2025-06-20 23:10:13,123 - pyskl - INFO - Epoch [92][900/3940] lr: 8.333e-03, eta: 1 day, 4:42:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 3.1273, loss: 3.1273 +2025-06-20 23:10:57,416 - pyskl - INFO - Epoch [92][1000/3940] lr: 8.327e-03, eta: 1 day, 4:41:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 3.1040, loss: 3.1040 +2025-06-20 23:11:41,722 - pyskl - INFO - Epoch [92][1100/3940] lr: 8.320e-03, eta: 1 day, 4:40:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9744, loss_cls: 3.0848, loss: 3.0848 +2025-06-20 23:12:26,115 - pyskl - INFO - Epoch [92][1200/3940] lr: 8.314e-03, eta: 1 day, 4:39:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 3.0713, loss: 3.0713 +2025-06-20 23:13:10,445 - pyskl - INFO - Epoch [92][1300/3940] lr: 8.308e-03, eta: 1 day, 4:39:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 3.1982, loss: 3.1982 +2025-06-20 23:13:54,876 - pyskl - INFO - Epoch [92][1400/3940] lr: 8.301e-03, eta: 1 day, 4:38:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9744, loss_cls: 3.1332, loss: 3.1332 +2025-06-20 23:14:39,457 - pyskl - INFO - Epoch [92][1500/3940] lr: 8.295e-03, eta: 1 day, 4:37:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 3.1350, loss: 3.1350 +2025-06-20 23:15:23,872 - pyskl - INFO - Epoch [92][1600/3940] lr: 8.289e-03, eta: 1 day, 4:36:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 3.0750, loss: 3.0750 +2025-06-20 23:16:08,320 - pyskl - INFO - Epoch [92][1700/3940] lr: 8.283e-03, eta: 1 day, 4:36:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9681, loss_cls: 3.1100, loss: 3.1100 +2025-06-20 23:16:52,758 - pyskl - INFO - Epoch [92][1800/3940] lr: 8.276e-03, eta: 1 day, 4:35:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9775, loss_cls: 3.0578, loss: 3.0578 +2025-06-20 23:17:37,215 - pyskl - INFO - Epoch [92][1900/3940] lr: 8.270e-03, eta: 1 day, 4:34:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9719, loss_cls: 3.2098, loss: 3.2098 +2025-06-20 23:18:21,454 - pyskl - INFO - Epoch [92][2000/3940] lr: 8.264e-03, eta: 1 day, 4:34:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9706, loss_cls: 3.1812, loss: 3.1812 +2025-06-20 23:19:05,703 - pyskl - INFO - Epoch [92][2100/3940] lr: 8.258e-03, eta: 1 day, 4:33:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9738, loss_cls: 3.1136, loss: 3.1136 +2025-06-20 23:19:50,018 - pyskl - INFO - Epoch [92][2200/3940] lr: 8.251e-03, eta: 1 day, 4:32:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 3.1797, loss: 3.1797 +2025-06-20 23:20:34,416 - pyskl - INFO - Epoch [92][2300/3940] lr: 8.245e-03, eta: 1 day, 4:31:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9719, loss_cls: 3.1699, loss: 3.1699 +2025-06-20 23:21:18,682 - pyskl - INFO - Epoch [92][2400/3940] lr: 8.239e-03, eta: 1 day, 4:31:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 3.2667, loss: 3.2667 +2025-06-20 23:22:02,954 - pyskl - INFO - Epoch [92][2500/3940] lr: 8.233e-03, eta: 1 day, 4:30:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.1899, loss: 3.1899 +2025-06-20 23:22:47,280 - pyskl - INFO - Epoch [92][2600/3940] lr: 8.226e-03, eta: 1 day, 4:29:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9712, loss_cls: 3.1239, loss: 3.1239 +2025-06-20 23:23:31,669 - pyskl - INFO - Epoch [92][2700/3940] lr: 8.220e-03, eta: 1 day, 4:28:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 3.2241, loss: 3.2241 +2025-06-20 23:24:15,998 - pyskl - INFO - Epoch [92][2800/3940] lr: 8.214e-03, eta: 1 day, 4:28:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9712, loss_cls: 3.2443, loss: 3.2443 +2025-06-20 23:25:00,340 - pyskl - INFO - Epoch [92][2900/3940] lr: 8.208e-03, eta: 1 day, 4:27:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 3.1368, loss: 3.1368 +2025-06-20 23:25:44,705 - pyskl - INFO - Epoch [92][3000/3940] lr: 8.202e-03, eta: 1 day, 4:26:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 3.1019, loss: 3.1019 +2025-06-20 23:26:29,128 - pyskl - INFO - Epoch [92][3100/3940] lr: 8.195e-03, eta: 1 day, 4:25:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9681, loss_cls: 3.1322, loss: 3.1322 +2025-06-20 23:27:13,424 - pyskl - INFO - Epoch [92][3200/3940] lr: 8.189e-03, eta: 1 day, 4:25:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9700, loss_cls: 3.1940, loss: 3.1940 +2025-06-20 23:27:57,741 - pyskl - INFO - Epoch [92][3300/3940] lr: 8.183e-03, eta: 1 day, 4:24:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 3.1475, loss: 3.1475 +2025-06-20 23:28:42,077 - pyskl - INFO - Epoch [92][3400/3940] lr: 8.177e-03, eta: 1 day, 4:23:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9663, loss_cls: 3.2168, loss: 3.2168 +2025-06-20 23:29:26,443 - pyskl - INFO - Epoch [92][3500/3940] lr: 8.170e-03, eta: 1 day, 4:22:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9712, loss_cls: 3.1939, loss: 3.1939 +2025-06-20 23:30:10,817 - pyskl - INFO - Epoch [92][3600/3940] lr: 8.164e-03, eta: 1 day, 4:22:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9669, loss_cls: 3.1924, loss: 3.1924 +2025-06-20 23:30:55,188 - pyskl - INFO - Epoch [92][3700/3940] lr: 8.158e-03, eta: 1 day, 4:21:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9650, loss_cls: 3.3059, loss: 3.3059 +2025-06-20 23:31:39,564 - pyskl - INFO - Epoch [92][3800/3940] lr: 8.152e-03, eta: 1 day, 4:20:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 3.1572, loss: 3.1572 +2025-06-20 23:32:23,945 - pyskl - INFO - Epoch [92][3900/3940] lr: 8.145e-03, eta: 1 day, 4:19:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.2167, loss: 3.2167 +2025-06-20 23:32:42,018 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-06-20 23:36:06,914 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-20 23:36:07,377 - pyskl - INFO - +top1_acc 0.7608 +top5_acc 0.9439 +2025-06-20 23:36:07,395 - pyskl - INFO - Epoch(val) [92][3183] top1_acc: 0.7608, top5_acc: 0.9439 +2025-06-20 23:37:15,235 - pyskl - INFO - Epoch [93][100/3940] lr: 8.137e-03, eta: 1 day, 4:18:49, time: 0.678, data_time: 0.235, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9781, loss_cls: 3.0169, loss: 3.0169 +2025-06-20 23:37:59,466 - pyskl - INFO - Epoch [93][200/3940] lr: 8.130e-03, eta: 1 day, 4:18:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 3.0231, loss: 3.0231 +2025-06-20 23:38:43,705 - pyskl - INFO - Epoch [93][300/3940] lr: 8.124e-03, eta: 1 day, 4:17:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 3.0606, loss: 3.0606 +2025-06-20 23:39:27,993 - pyskl - INFO - Epoch [93][400/3940] lr: 8.118e-03, eta: 1 day, 4:16:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 3.0415, loss: 3.0415 +2025-06-20 23:40:12,231 - pyskl - INFO - Epoch [93][500/3940] lr: 8.112e-03, eta: 1 day, 4:15:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 3.1041, loss: 3.1041 +2025-06-20 23:40:56,506 - pyskl - INFO - Epoch [93][600/3940] lr: 8.106e-03, eta: 1 day, 4:15:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9756, loss_cls: 3.0563, loss: 3.0563 +2025-06-20 23:41:40,741 - pyskl - INFO - Epoch [93][700/3940] lr: 8.099e-03, eta: 1 day, 4:14:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 3.0759, loss: 3.0759 +2025-06-20 23:42:25,005 - pyskl - INFO - Epoch [93][800/3940] lr: 8.093e-03, eta: 1 day, 4:13:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 2.9971, loss: 2.9971 +2025-06-20 23:43:09,329 - pyskl - INFO - Epoch [93][900/3940] lr: 8.087e-03, eta: 1 day, 4:12:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 3.0168, loss: 3.0168 +2025-06-20 23:43:53,597 - pyskl - INFO - Epoch [93][1000/3940] lr: 8.081e-03, eta: 1 day, 4:12:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 3.0351, loss: 3.0351 +2025-06-20 23:44:37,861 - pyskl - INFO - Epoch [93][1100/3940] lr: 8.074e-03, eta: 1 day, 4:11:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9681, loss_cls: 3.1281, loss: 3.1281 +2025-06-20 23:45:22,157 - pyskl - INFO - Epoch [93][1200/3940] lr: 8.068e-03, eta: 1 day, 4:10:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9706, loss_cls: 3.1018, loss: 3.1018 +2025-06-20 23:46:06,536 - pyskl - INFO - Epoch [93][1300/3940] lr: 8.062e-03, eta: 1 day, 4:09:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9725, loss_cls: 3.1827, loss: 3.1827 +2025-06-20 23:46:51,288 - pyskl - INFO - Epoch [93][1400/3940] lr: 8.056e-03, eta: 1 day, 4:09:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 3.1466, loss: 3.1466 +2025-06-20 23:47:35,990 - pyskl - INFO - Epoch [93][1500/3940] lr: 8.050e-03, eta: 1 day, 4:08:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9775, loss_cls: 3.1139, loss: 3.1139 +2025-06-20 23:48:20,633 - pyskl - INFO - Epoch [93][1600/3940] lr: 8.043e-03, eta: 1 day, 4:07:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 3.2381, loss: 3.2381 +2025-06-20 23:49:05,355 - pyskl - INFO - Epoch [93][1700/3940] lr: 8.037e-03, eta: 1 day, 4:06:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9738, loss_cls: 3.1760, loss: 3.1760 +2025-06-20 23:49:49,933 - pyskl - INFO - Epoch [93][1800/3940] lr: 8.031e-03, eta: 1 day, 4:06:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9738, loss_cls: 3.1054, loss: 3.1054 +2025-06-20 23:50:34,676 - pyskl - INFO - Epoch [93][1900/3940] lr: 8.025e-03, eta: 1 day, 4:05:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 3.0843, loss: 3.0843 +2025-06-20 23:51:19,524 - pyskl - INFO - Epoch [93][2000/3940] lr: 8.019e-03, eta: 1 day, 4:04:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9712, loss_cls: 3.2000, loss: 3.2000 +2025-06-20 23:52:03,828 - pyskl - INFO - Epoch [93][2100/3940] lr: 8.012e-03, eta: 1 day, 4:03:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.2113, loss: 3.2113 +2025-06-20 23:52:48,159 - pyskl - INFO - Epoch [93][2200/3940] lr: 8.006e-03, eta: 1 day, 4:03:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 3.1128, loss: 3.1128 +2025-06-20 23:53:32,382 - pyskl - INFO - Epoch [93][2300/3940] lr: 8.000e-03, eta: 1 day, 4:02:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9738, loss_cls: 3.1901, loss: 3.1901 +2025-06-20 23:54:17,334 - pyskl - INFO - Epoch [93][2400/3940] lr: 7.994e-03, eta: 1 day, 4:01:40, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9719, loss_cls: 3.1970, loss: 3.1970 +2025-06-20 23:55:01,714 - pyskl - INFO - Epoch [93][2500/3940] lr: 7.988e-03, eta: 1 day, 4:00:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9712, loss_cls: 3.1470, loss: 3.1470 +2025-06-20 23:55:45,949 - pyskl - INFO - Epoch [93][2600/3940] lr: 7.981e-03, eta: 1 day, 4:00:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 3.1187, loss: 3.1187 +2025-06-20 23:56:30,177 - pyskl - INFO - Epoch [93][2700/3940] lr: 7.975e-03, eta: 1 day, 3:59:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9712, loss_cls: 3.1689, loss: 3.1689 +2025-06-20 23:57:14,458 - pyskl - INFO - Epoch [93][2800/3940] lr: 7.969e-03, eta: 1 day, 3:58:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9731, loss_cls: 3.1990, loss: 3.1990 +2025-06-20 23:57:58,769 - pyskl - INFO - Epoch [93][2900/3940] lr: 7.963e-03, eta: 1 day, 3:57:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 3.1215, loss: 3.1215 +2025-06-20 23:58:43,001 - pyskl - INFO - Epoch [93][3000/3940] lr: 7.957e-03, eta: 1 day, 3:57:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9725, loss_cls: 3.0991, loss: 3.0991 +2025-06-20 23:59:27,306 - pyskl - INFO - Epoch [93][3100/3940] lr: 7.950e-03, eta: 1 day, 3:56:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 3.1029, loss: 3.1029 +2025-06-21 00:00:11,654 - pyskl - INFO - Epoch [93][3200/3940] lr: 7.944e-03, eta: 1 day, 3:55:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 3.1191, loss: 3.1191 +2025-06-21 00:00:56,025 - pyskl - INFO - Epoch [93][3300/3940] lr: 7.938e-03, eta: 1 day, 3:54:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 3.1128, loss: 3.1128 +2025-06-21 00:01:40,388 - pyskl - INFO - Epoch [93][3400/3940] lr: 7.932e-03, eta: 1 day, 3:54:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 3.1174, loss: 3.1174 +2025-06-21 00:02:24,673 - pyskl - INFO - Epoch [93][3500/3940] lr: 7.926e-03, eta: 1 day, 3:53:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 3.1419, loss: 3.1419 +2025-06-21 00:03:08,876 - pyskl - INFO - Epoch [93][3600/3940] lr: 7.920e-03, eta: 1 day, 3:52:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9731, loss_cls: 3.1917, loss: 3.1917 +2025-06-21 00:03:53,115 - pyskl - INFO - Epoch [93][3700/3940] lr: 7.913e-03, eta: 1 day, 3:51:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.1566, loss: 3.1566 +2025-06-21 00:04:37,341 - pyskl - INFO - Epoch [93][3800/3940] lr: 7.907e-03, eta: 1 day, 3:51:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 3.1563, loss: 3.1563 +2025-06-21 00:05:21,545 - pyskl - INFO - Epoch [93][3900/3940] lr: 7.901e-03, eta: 1 day, 3:50:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 3.1586, loss: 3.1586 +2025-06-21 00:05:39,474 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-06-21 00:09:04,381 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 00:09:04,845 - pyskl - INFO - +top1_acc 0.7656 +top5_acc 0.9529 +2025-06-21 00:09:04,863 - pyskl - INFO - Epoch(val) [93][3183] top1_acc: 0.7656, top5_acc: 0.9529 +2025-06-21 00:10:12,494 - pyskl - INFO - Epoch [94][100/3940] lr: 7.892e-03, eta: 1 day, 3:49:29, time: 0.676, data_time: 0.233, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 3.0832, loss: 3.0832 +2025-06-21 00:10:56,764 - pyskl - INFO - Epoch [94][200/3940] lr: 7.886e-03, eta: 1 day, 3:48:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 3.1018, loss: 3.1018 +2025-06-21 00:11:41,113 - pyskl - INFO - Epoch [94][300/3940] lr: 7.880e-03, eta: 1 day, 3:47:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 3.0323, loss: 3.0323 +2025-06-21 00:12:25,443 - pyskl - INFO - Epoch [94][400/3940] lr: 7.874e-03, eta: 1 day, 3:47:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 2.9889, loss: 2.9889 +2025-06-21 00:13:09,745 - pyskl - INFO - Epoch [94][500/3940] lr: 7.868e-03, eta: 1 day, 3:46:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 3.0652, loss: 3.0652 +2025-06-21 00:13:54,160 - pyskl - INFO - Epoch [94][600/3940] lr: 7.861e-03, eta: 1 day, 3:45:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9731, loss_cls: 3.0396, loss: 3.0396 +2025-06-21 00:14:38,464 - pyskl - INFO - Epoch [94][700/3940] lr: 7.855e-03, eta: 1 day, 3:45:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 3.0223, loss: 3.0223 +2025-06-21 00:15:22,782 - pyskl - INFO - Epoch [94][800/3940] lr: 7.849e-03, eta: 1 day, 3:44:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 3.1265, loss: 3.1265 +2025-06-21 00:16:07,221 - pyskl - INFO - Epoch [94][900/3940] lr: 7.843e-03, eta: 1 day, 3:43:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 3.0665, loss: 3.0665 +2025-06-21 00:16:51,648 - pyskl - INFO - Epoch [94][1000/3940] lr: 7.837e-03, eta: 1 day, 3:42:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 3.1169, loss: 3.1169 +2025-06-21 00:17:36,085 - pyskl - INFO - Epoch [94][1100/3940] lr: 7.831e-03, eta: 1 day, 3:42:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9700, loss_cls: 3.0827, loss: 3.0827 +2025-06-21 00:18:20,441 - pyskl - INFO - Epoch [94][1200/3940] lr: 7.824e-03, eta: 1 day, 3:41:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9750, loss_cls: 3.0643, loss: 3.0643 +2025-06-21 00:19:04,903 - pyskl - INFO - Epoch [94][1300/3940] lr: 7.818e-03, eta: 1 day, 3:40:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 3.0741, loss: 3.0741 +2025-06-21 00:19:49,615 - pyskl - INFO - Epoch [94][1400/3940] lr: 7.812e-03, eta: 1 day, 3:39:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9756, loss_cls: 3.0004, loss: 3.0004 +2025-06-21 00:20:34,116 - pyskl - INFO - Epoch [94][1500/3940] lr: 7.806e-03, eta: 1 day, 3:39:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 3.0587, loss: 3.0587 +2025-06-21 00:21:18,536 - pyskl - INFO - Epoch [94][1600/3940] lr: 7.800e-03, eta: 1 day, 3:38:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 3.1243, loss: 3.1243 +2025-06-21 00:22:02,937 - pyskl - INFO - Epoch [94][1700/3940] lr: 7.794e-03, eta: 1 day, 3:37:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9744, loss_cls: 3.1973, loss: 3.1973 +2025-06-21 00:22:47,578 - pyskl - INFO - Epoch [94][1800/3940] lr: 7.788e-03, eta: 1 day, 3:36:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 3.1940, loss: 3.1940 +2025-06-21 00:23:31,886 - pyskl - INFO - Epoch [94][1900/3940] lr: 7.781e-03, eta: 1 day, 3:36:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.3005, loss: 3.3005 +2025-06-21 00:24:16,227 - pyskl - INFO - Epoch [94][2000/3940] lr: 7.775e-03, eta: 1 day, 3:35:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9731, loss_cls: 3.1154, loss: 3.1154 +2025-06-21 00:25:00,696 - pyskl - INFO - Epoch [94][2100/3940] lr: 7.769e-03, eta: 1 day, 3:34:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 3.1419, loss: 3.1419 +2025-06-21 00:25:45,058 - pyskl - INFO - Epoch [94][2200/3940] lr: 7.763e-03, eta: 1 day, 3:33:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9663, loss_cls: 3.2980, loss: 3.2980 +2025-06-21 00:26:29,341 - pyskl - INFO - Epoch [94][2300/3940] lr: 7.757e-03, eta: 1 day, 3:33:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 3.1071, loss: 3.1071 +2025-06-21 00:27:13,636 - pyskl - INFO - Epoch [94][2400/3940] lr: 7.751e-03, eta: 1 day, 3:32:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9694, loss_cls: 3.0735, loss: 3.0735 +2025-06-21 00:27:57,917 - pyskl - INFO - Epoch [94][2500/3940] lr: 7.744e-03, eta: 1 day, 3:31:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 3.1340, loss: 3.1340 +2025-06-21 00:28:42,214 - pyskl - INFO - Epoch [94][2600/3940] lr: 7.738e-03, eta: 1 day, 3:30:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9706, loss_cls: 3.0664, loss: 3.0664 +2025-06-21 00:29:26,570 - pyskl - INFO - Epoch [94][2700/3940] lr: 7.732e-03, eta: 1 day, 3:30:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 3.0704, loss: 3.0704 +2025-06-21 00:30:10,877 - pyskl - INFO - Epoch [94][2800/3940] lr: 7.726e-03, eta: 1 day, 3:29:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 3.1403, loss: 3.1403 +2025-06-21 00:30:55,172 - pyskl - INFO - Epoch [94][2900/3940] lr: 7.720e-03, eta: 1 day, 3:28:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.1110, loss: 3.1110 +2025-06-21 00:31:39,514 - pyskl - INFO - Epoch [94][3000/3940] lr: 7.714e-03, eta: 1 day, 3:27:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9712, loss_cls: 3.1149, loss: 3.1149 +2025-06-21 00:32:23,753 - pyskl - INFO - Epoch [94][3100/3940] lr: 7.708e-03, eta: 1 day, 3:27:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9762, loss_cls: 3.1633, loss: 3.1633 +2025-06-21 00:33:08,133 - pyskl - INFO - Epoch [94][3200/3940] lr: 7.701e-03, eta: 1 day, 3:26:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 3.0592, loss: 3.0592 +2025-06-21 00:33:52,526 - pyskl - INFO - Epoch [94][3300/3940] lr: 7.695e-03, eta: 1 day, 3:25:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 3.0682, loss: 3.0682 +2025-06-21 00:34:36,929 - pyskl - INFO - Epoch [94][3400/3940] lr: 7.689e-03, eta: 1 day, 3:24:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9725, loss_cls: 3.1928, loss: 3.1928 +2025-06-21 00:35:21,198 - pyskl - INFO - Epoch [94][3500/3940] lr: 7.683e-03, eta: 1 day, 3:24:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 3.1739, loss: 3.1739 +2025-06-21 00:36:05,522 - pyskl - INFO - Epoch [94][3600/3940] lr: 7.677e-03, eta: 1 day, 3:23:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 3.1456, loss: 3.1456 +2025-06-21 00:36:49,893 - pyskl - INFO - Epoch [94][3700/3940] lr: 7.671e-03, eta: 1 day, 3:22:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9750, loss_cls: 3.1650, loss: 3.1650 +2025-06-21 00:37:34,291 - pyskl - INFO - Epoch [94][3800/3940] lr: 7.665e-03, eta: 1 day, 3:21:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 3.1951, loss: 3.1951 +2025-06-21 00:38:18,608 - pyskl - INFO - Epoch [94][3900/3940] lr: 7.659e-03, eta: 1 day, 3:21:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 3.1923, loss: 3.1923 +2025-06-21 00:38:36,643 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-06-21 00:42:01,118 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 00:42:01,576 - pyskl - INFO - +top1_acc 0.7739 +top5_acc 0.9540 +2025-06-21 00:42:01,593 - pyskl - INFO - Epoch(val) [94][3183] top1_acc: 0.7739, top5_acc: 0.9540 +2025-06-21 00:43:09,184 - pyskl - INFO - Epoch [95][100/3940] lr: 7.650e-03, eta: 1 day, 3:20:08, time: 0.676, data_time: 0.233, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9781, loss_cls: 3.0769, loss: 3.0769 +2025-06-21 00:43:53,493 - pyskl - INFO - Epoch [95][200/3940] lr: 7.644e-03, eta: 1 day, 3:19:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 3.0384, loss: 3.0384 +2025-06-21 00:44:37,841 - pyskl - INFO - Epoch [95][300/3940] lr: 7.638e-03, eta: 1 day, 3:18:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9781, loss_cls: 2.9585, loss: 2.9585 +2025-06-21 00:45:22,196 - pyskl - INFO - Epoch [95][400/3940] lr: 7.632e-03, eta: 1 day, 3:17:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 3.0760, loss: 3.0760 +2025-06-21 00:46:06,593 - pyskl - INFO - Epoch [95][500/3940] lr: 7.626e-03, eta: 1 day, 3:17:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 3.0264, loss: 3.0264 +2025-06-21 00:46:50,906 - pyskl - INFO - Epoch [95][600/3940] lr: 7.619e-03, eta: 1 day, 3:16:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.9925, loss: 2.9925 +2025-06-21 00:47:35,261 - pyskl - INFO - Epoch [95][700/3940] lr: 7.613e-03, eta: 1 day, 3:15:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 2.9782, loss: 2.9782 +2025-06-21 00:48:19,713 - pyskl - INFO - Epoch [95][800/3940] lr: 7.607e-03, eta: 1 day, 3:14:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.2194, loss: 3.2194 +2025-06-21 00:49:04,203 - pyskl - INFO - Epoch [95][900/3940] lr: 7.601e-03, eta: 1 day, 3:14:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 3.0821, loss: 3.0821 +2025-06-21 00:49:48,554 - pyskl - INFO - Epoch [95][1000/3940] lr: 7.595e-03, eta: 1 day, 3:13:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9781, loss_cls: 2.9883, loss: 2.9883 +2025-06-21 00:50:32,994 - pyskl - INFO - Epoch [95][1100/3940] lr: 7.589e-03, eta: 1 day, 3:12:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9738, loss_cls: 3.1173, loss: 3.1173 +2025-06-21 00:51:17,385 - pyskl - INFO - Epoch [95][1200/3940] lr: 7.583e-03, eta: 1 day, 3:11:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9762, loss_cls: 3.0212, loss: 3.0212 +2025-06-21 00:52:01,949 - pyskl - INFO - Epoch [95][1300/3940] lr: 7.577e-03, eta: 1 day, 3:11:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.9850, loss: 2.9850 +2025-06-21 00:52:46,382 - pyskl - INFO - Epoch [95][1400/3940] lr: 7.570e-03, eta: 1 day, 3:10:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 3.1135, loss: 3.1135 +2025-06-21 00:53:30,819 - pyskl - INFO - Epoch [95][1500/3940] lr: 7.564e-03, eta: 1 day, 3:09:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 3.1114, loss: 3.1114 +2025-06-21 00:54:15,169 - pyskl - INFO - Epoch [95][1600/3940] lr: 7.558e-03, eta: 1 day, 3:08:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9700, loss_cls: 3.0063, loss: 3.0063 +2025-06-21 00:54:59,497 - pyskl - INFO - Epoch [95][1700/3940] lr: 7.552e-03, eta: 1 day, 3:08:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9769, loss_cls: 3.1093, loss: 3.1093 +2025-06-21 00:55:43,824 - pyskl - INFO - Epoch [95][1800/3940] lr: 7.546e-03, eta: 1 day, 3:07:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 3.1286, loss: 3.1286 +2025-06-21 00:56:28,081 - pyskl - INFO - Epoch [95][1900/3940] lr: 7.540e-03, eta: 1 day, 3:06:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 3.0278, loss: 3.0278 +2025-06-21 00:57:12,384 - pyskl - INFO - Epoch [95][2000/3940] lr: 7.534e-03, eta: 1 day, 3:05:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 3.0127, loss: 3.0127 +2025-06-21 00:57:56,728 - pyskl - INFO - Epoch [95][2100/3940] lr: 7.528e-03, eta: 1 day, 3:05:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 3.0824, loss: 3.0824 +2025-06-21 00:58:41,102 - pyskl - INFO - Epoch [95][2200/3940] lr: 7.522e-03, eta: 1 day, 3:04:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 3.0774, loss: 3.0774 +2025-06-21 00:59:25,469 - pyskl - INFO - Epoch [95][2300/3940] lr: 7.516e-03, eta: 1 day, 3:03:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 3.1018, loss: 3.1018 +2025-06-21 01:00:09,801 - pyskl - INFO - Epoch [95][2400/3940] lr: 7.510e-03, eta: 1 day, 3:02:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 3.1211, loss: 3.1211 +2025-06-21 01:00:54,237 - pyskl - INFO - Epoch [95][2500/3940] lr: 7.503e-03, eta: 1 day, 3:02:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9762, loss_cls: 3.0328, loss: 3.0328 +2025-06-21 01:01:38,903 - pyskl - INFO - Epoch [95][2600/3940] lr: 7.497e-03, eta: 1 day, 3:01:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 3.1349, loss: 3.1349 +2025-06-21 01:02:23,622 - pyskl - INFO - Epoch [95][2700/3940] lr: 7.491e-03, eta: 1 day, 3:00:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 3.1097, loss: 3.1097 +2025-06-21 01:03:08,281 - pyskl - INFO - Epoch [95][2800/3940] lr: 7.485e-03, eta: 1 day, 3:00:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9725, loss_cls: 3.1020, loss: 3.1020 +2025-06-21 01:03:52,565 - pyskl - INFO - Epoch [95][2900/3940] lr: 7.479e-03, eta: 1 day, 2:59:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 3.1156, loss: 3.1156 +2025-06-21 01:04:36,972 - pyskl - INFO - Epoch [95][3000/3940] lr: 7.473e-03, eta: 1 day, 2:58:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 3.0956, loss: 3.0956 +2025-06-21 01:05:21,331 - pyskl - INFO - Epoch [95][3100/3940] lr: 7.467e-03, eta: 1 day, 2:57:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9738, loss_cls: 3.1316, loss: 3.1316 +2025-06-21 01:06:05,702 - pyskl - INFO - Epoch [95][3200/3940] lr: 7.461e-03, eta: 1 day, 2:57:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.1572, loss: 3.1572 +2025-06-21 01:06:50,070 - pyskl - INFO - Epoch [95][3300/3940] lr: 7.455e-03, eta: 1 day, 2:56:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9656, loss_cls: 3.2555, loss: 3.2555 +2025-06-21 01:07:34,353 - pyskl - INFO - Epoch [95][3400/3940] lr: 7.449e-03, eta: 1 day, 2:55:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 3.1449, loss: 3.1449 +2025-06-21 01:08:18,685 - pyskl - INFO - Epoch [95][3500/3940] lr: 7.443e-03, eta: 1 day, 2:54:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 3.0916, loss: 3.0916 +2025-06-21 01:09:03,438 - pyskl - INFO - Epoch [95][3600/3940] lr: 7.436e-03, eta: 1 day, 2:54:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 3.0857, loss: 3.0857 +2025-06-21 01:09:48,416 - pyskl - INFO - Epoch [95][3700/3940] lr: 7.430e-03, eta: 1 day, 2:53:17, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 3.1165, loss: 3.1165 +2025-06-21 01:10:33,663 - pyskl - INFO - Epoch [95][3800/3940] lr: 7.424e-03, eta: 1 day, 2:52:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9744, loss_cls: 3.1301, loss: 3.1301 +2025-06-21 01:11:18,615 - pyskl - INFO - Epoch [95][3900/3940] lr: 7.418e-03, eta: 1 day, 2:51:49, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 3.1673, loss: 3.1673 +2025-06-21 01:11:36,883 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-06-21 01:29:45,216 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 01:29:45,706 - pyskl - INFO - +top1_acc 0.7351 +top5_acc 0.9343 +2025-06-21 01:29:45,735 - pyskl - INFO - Epoch(val) [95][3183] top1_acc: 0.7351, top5_acc: 0.9343 +2025-06-21 01:30:55,613 - pyskl - INFO - Epoch [96][100/3940] lr: 7.410e-03, eta: 1 day, 2:50:50, time: 0.699, data_time: 0.248, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 3.0325, loss: 3.0325 +2025-06-21 01:31:40,708 - pyskl - INFO - Epoch [96][200/3940] lr: 7.404e-03, eta: 1 day, 2:50:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9775, loss_cls: 3.0554, loss: 3.0554 +2025-06-21 01:32:25,947 - pyskl - INFO - Epoch [96][300/3940] lr: 7.398e-03, eta: 1 day, 2:49:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9775, loss_cls: 3.0265, loss: 3.0265 +2025-06-21 01:33:11,156 - pyskl - INFO - Epoch [96][400/3940] lr: 7.392e-03, eta: 1 day, 2:48:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9769, loss_cls: 3.0714, loss: 3.0714 +2025-06-21 01:33:56,208 - pyskl - INFO - Epoch [96][500/3940] lr: 7.386e-03, eta: 1 day, 2:47:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.9336, loss: 2.9336 +2025-06-21 01:34:41,421 - pyskl - INFO - Epoch [96][600/3940] lr: 7.379e-03, eta: 1 day, 2:47:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9750, loss_cls: 3.1192, loss: 3.1192 +2025-06-21 01:35:26,544 - pyskl - INFO - Epoch [96][700/3940] lr: 7.373e-03, eta: 1 day, 2:46:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9769, loss_cls: 3.0122, loss: 3.0122 +2025-06-21 01:36:11,727 - pyskl - INFO - Epoch [96][800/3940] lr: 7.367e-03, eta: 1 day, 2:45:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.9449, loss: 2.9449 +2025-06-21 01:36:56,799 - pyskl - INFO - Epoch [96][900/3940] lr: 7.361e-03, eta: 1 day, 2:44:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9769, loss_cls: 2.9716, loss: 2.9716 +2025-06-21 01:37:41,885 - pyskl - INFO - Epoch [96][1000/3940] lr: 7.355e-03, eta: 1 day, 2:44:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 3.0886, loss: 3.0886 +2025-06-21 01:38:26,838 - pyskl - INFO - Epoch [96][1100/3940] lr: 7.349e-03, eta: 1 day, 2:43:27, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9719, loss_cls: 3.0593, loss: 3.0593 +2025-06-21 01:39:11,694 - pyskl - INFO - Epoch [96][1200/3940] lr: 7.343e-03, eta: 1 day, 2:42:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9775, loss_cls: 2.9735, loss: 2.9735 +2025-06-21 01:39:56,588 - pyskl - INFO - Epoch [96][1300/3940] lr: 7.337e-03, eta: 1 day, 2:41:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9712, loss_cls: 3.1418, loss: 3.1418 +2025-06-21 01:40:41,304 - pyskl - INFO - Epoch [96][1400/3940] lr: 7.331e-03, eta: 1 day, 2:41:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.9514, loss: 2.9514 +2025-06-21 01:41:25,922 - pyskl - INFO - Epoch [96][1500/3940] lr: 7.325e-03, eta: 1 day, 2:40:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 3.0162, loss: 3.0162 +2025-06-21 01:42:10,437 - pyskl - INFO - Epoch [96][1600/3940] lr: 7.319e-03, eta: 1 day, 2:39:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9712, loss_cls: 3.1038, loss: 3.1038 +2025-06-21 01:42:54,989 - pyskl - INFO - Epoch [96][1700/3940] lr: 7.313e-03, eta: 1 day, 2:39:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 3.0604, loss: 3.0604 +2025-06-21 01:43:39,440 - pyskl - INFO - Epoch [96][1800/3940] lr: 7.307e-03, eta: 1 day, 2:38:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9756, loss_cls: 3.0273, loss: 3.0273 +2025-06-21 01:44:23,790 - pyskl - INFO - Epoch [96][1900/3940] lr: 7.301e-03, eta: 1 day, 2:37:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 3.1037, loss: 3.1037 +2025-06-21 01:45:08,110 - pyskl - INFO - Epoch [96][2000/3940] lr: 7.295e-03, eta: 1 day, 2:36:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 2.8946, loss: 2.8946 +2025-06-21 01:45:52,495 - pyskl - INFO - Epoch [96][2100/3940] lr: 7.289e-03, eta: 1 day, 2:36:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 3.0602, loss: 3.0602 +2025-06-21 01:46:36,912 - pyskl - INFO - Epoch [96][2200/3940] lr: 7.283e-03, eta: 1 day, 2:35:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9700, loss_cls: 3.0497, loss: 3.0497 +2025-06-21 01:47:21,285 - pyskl - INFO - Epoch [96][2300/3940] lr: 7.277e-03, eta: 1 day, 2:34:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9738, loss_cls: 3.0862, loss: 3.0862 +2025-06-21 01:48:05,693 - pyskl - INFO - Epoch [96][2400/3940] lr: 7.271e-03, eta: 1 day, 2:33:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9644, loss_cls: 3.0597, loss: 3.0597 +2025-06-21 01:48:50,249 - pyskl - INFO - Epoch [96][2500/3940] lr: 7.265e-03, eta: 1 day, 2:33:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9688, loss_cls: 3.1871, loss: 3.1871 +2025-06-21 01:49:34,749 - pyskl - INFO - Epoch [96][2600/3940] lr: 7.259e-03, eta: 1 day, 2:32:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9769, loss_cls: 3.1006, loss: 3.1006 +2025-06-21 01:50:19,231 - pyskl - INFO - Epoch [96][2700/3940] lr: 7.252e-03, eta: 1 day, 2:31:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9756, loss_cls: 3.0051, loss: 3.0051 +2025-06-21 01:51:03,666 - pyskl - INFO - Epoch [96][2800/3940] lr: 7.246e-03, eta: 1 day, 2:30:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 3.0328, loss: 3.0328 +2025-06-21 01:51:48,201 - pyskl - INFO - Epoch [96][2900/3940] lr: 7.240e-03, eta: 1 day, 2:30:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9769, loss_cls: 2.9682, loss: 2.9682 +2025-06-21 01:52:32,453 - pyskl - INFO - Epoch [96][3000/3940] lr: 7.234e-03, eta: 1 day, 2:29:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9794, loss_cls: 2.9703, loss: 2.9703 +2025-06-21 01:53:16,755 - pyskl - INFO - Epoch [96][3100/3940] lr: 7.228e-03, eta: 1 day, 2:28:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9750, loss_cls: 3.0685, loss: 3.0685 +2025-06-21 01:54:01,027 - pyskl - INFO - Epoch [96][3200/3940] lr: 7.222e-03, eta: 1 day, 2:27:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9712, loss_cls: 3.0568, loss: 3.0568 +2025-06-21 01:54:45,301 - pyskl - INFO - Epoch [96][3300/3940] lr: 7.216e-03, eta: 1 day, 2:27:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 3.0541, loss: 3.0541 +2025-06-21 01:55:29,726 - pyskl - INFO - Epoch [96][3400/3940] lr: 7.210e-03, eta: 1 day, 2:26:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 3.1532, loss: 3.1532 +2025-06-21 01:56:14,084 - pyskl - INFO - Epoch [96][3500/3940] lr: 7.204e-03, eta: 1 day, 2:25:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 3.0217, loss: 3.0217 +2025-06-21 01:56:58,432 - pyskl - INFO - Epoch [96][3600/3940] lr: 7.198e-03, eta: 1 day, 2:24:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9738, loss_cls: 3.1969, loss: 3.1969 +2025-06-21 01:57:42,680 - pyskl - INFO - Epoch [96][3700/3940] lr: 7.192e-03, eta: 1 day, 2:24:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 3.1030, loss: 3.1030 +2025-06-21 01:58:27,044 - pyskl - INFO - Epoch [96][3800/3940] lr: 7.186e-03, eta: 1 day, 2:23:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9731, loss_cls: 3.0269, loss: 3.0269 +2025-06-21 01:59:11,477 - pyskl - INFO - Epoch [96][3900/3940] lr: 7.180e-03, eta: 1 day, 2:22:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9669, loss_cls: 3.0824, loss: 3.0824 +2025-06-21 01:59:29,565 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-06-21 02:02:56,354 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 02:02:56,823 - pyskl - INFO - +top1_acc 0.7794 +top5_acc 0.9517 +2025-06-21 02:02:56,842 - pyskl - INFO - Epoch(val) [96][3183] top1_acc: 0.7794, top5_acc: 0.9517 +2025-06-21 02:04:04,731 - pyskl - INFO - Epoch [97][100/3940] lr: 7.172e-03, eta: 1 day, 2:21:35, time: 0.679, data_time: 0.235, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9781, loss_cls: 2.9743, loss: 2.9743 +2025-06-21 02:04:49,366 - pyskl - INFO - Epoch [97][200/3940] lr: 7.166e-03, eta: 1 day, 2:20:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9812, loss_cls: 3.0154, loss: 3.0154 +2025-06-21 02:05:33,968 - pyskl - INFO - Epoch [97][300/3940] lr: 7.160e-03, eta: 1 day, 2:20:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9781, loss_cls: 2.9640, loss: 2.9640 +2025-06-21 02:06:18,493 - pyskl - INFO - Epoch [97][400/3940] lr: 7.154e-03, eta: 1 day, 2:19:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 3.0073, loss: 3.0073 +2025-06-21 02:07:03,084 - pyskl - INFO - Epoch [97][500/3940] lr: 7.148e-03, eta: 1 day, 2:18:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 3.0229, loss: 3.0229 +2025-06-21 02:07:47,581 - pyskl - INFO - Epoch [97][600/3940] lr: 7.142e-03, eta: 1 day, 2:17:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.9270, loss: 2.9270 +2025-06-21 02:08:31,943 - pyskl - INFO - Epoch [97][700/3940] lr: 7.136e-03, eta: 1 day, 2:17:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 3.0995, loss: 3.0995 +2025-06-21 02:09:16,171 - pyskl - INFO - Epoch [97][800/3940] lr: 7.130e-03, eta: 1 day, 2:16:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9769, loss_cls: 3.0101, loss: 3.0101 +2025-06-21 02:10:00,326 - pyskl - INFO - Epoch [97][900/3940] lr: 7.124e-03, eta: 1 day, 2:15:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 2.9628, loss: 2.9628 +2025-06-21 02:10:44,531 - pyskl - INFO - Epoch [97][1000/3940] lr: 7.118e-03, eta: 1 day, 2:14:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 3.0188, loss: 3.0188 +2025-06-21 02:11:28,687 - pyskl - INFO - Epoch [97][1100/3940] lr: 7.112e-03, eta: 1 day, 2:14:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 3.0090, loss: 3.0090 +2025-06-21 02:12:13,109 - pyskl - INFO - Epoch [97][1200/3940] lr: 7.106e-03, eta: 1 day, 2:13:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9806, loss_cls: 3.0328, loss: 3.0328 +2025-06-21 02:12:57,665 - pyskl - INFO - Epoch [97][1300/3940] lr: 7.100e-03, eta: 1 day, 2:12:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.0886, loss: 3.0886 +2025-06-21 02:13:42,153 - pyskl - INFO - Epoch [97][1400/3940] lr: 7.094e-03, eta: 1 day, 2:11:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9756, loss_cls: 2.9581, loss: 2.9581 +2025-06-21 02:14:26,569 - pyskl - INFO - Epoch [97][1500/3940] lr: 7.088e-03, eta: 1 day, 2:11:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9731, loss_cls: 2.9798, loss: 2.9798 +2025-06-21 02:15:11,033 - pyskl - INFO - Epoch [97][1600/3940] lr: 7.082e-03, eta: 1 day, 2:10:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9750, loss_cls: 3.0187, loss: 3.0187 +2025-06-21 02:15:55,416 - pyskl - INFO - Epoch [97][1700/3940] lr: 7.076e-03, eta: 1 day, 2:09:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 3.0035, loss: 3.0035 +2025-06-21 02:16:39,721 - pyskl - INFO - Epoch [97][1800/3940] lr: 7.070e-03, eta: 1 day, 2:08:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 3.0428, loss: 3.0428 +2025-06-21 02:17:24,162 - pyskl - INFO - Epoch [97][1900/3940] lr: 7.064e-03, eta: 1 day, 2:08:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 2.9703, loss: 2.9703 +2025-06-21 02:18:08,508 - pyskl - INFO - Epoch [97][2000/3940] lr: 7.058e-03, eta: 1 day, 2:07:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9738, loss_cls: 3.0467, loss: 3.0467 +2025-06-21 02:18:52,770 - pyskl - INFO - Epoch [97][2100/3940] lr: 7.052e-03, eta: 1 day, 2:06:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9781, loss_cls: 3.0346, loss: 3.0346 +2025-06-21 02:19:37,018 - pyskl - INFO - Epoch [97][2200/3940] lr: 7.046e-03, eta: 1 day, 2:05:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.9400, loss: 2.9400 +2025-06-21 02:20:21,461 - pyskl - INFO - Epoch [97][2300/3940] lr: 7.040e-03, eta: 1 day, 2:05:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9769, loss_cls: 2.9973, loss: 2.9973 +2025-06-21 02:21:05,814 - pyskl - INFO - Epoch [97][2400/3940] lr: 7.034e-03, eta: 1 day, 2:04:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 3.1506, loss: 3.1506 +2025-06-21 02:21:50,417 - pyskl - INFO - Epoch [97][2500/3940] lr: 7.028e-03, eta: 1 day, 2:03:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 3.0774, loss: 3.0774 +2025-06-21 02:22:34,754 - pyskl - INFO - Epoch [97][2600/3940] lr: 7.022e-03, eta: 1 day, 2:02:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 3.1192, loss: 3.1192 +2025-06-21 02:23:18,987 - pyskl - INFO - Epoch [97][2700/3940] lr: 7.016e-03, eta: 1 day, 2:02:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 3.0490, loss: 3.0490 +2025-06-21 02:24:03,194 - pyskl - INFO - Epoch [97][2800/3940] lr: 7.010e-03, eta: 1 day, 2:01:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 3.0969, loss: 3.0969 +2025-06-21 02:24:47,685 - pyskl - INFO - Epoch [97][2900/3940] lr: 7.004e-03, eta: 1 day, 2:00:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 3.2313, loss: 3.2313 +2025-06-21 02:25:31,879 - pyskl - INFO - Epoch [97][3000/3940] lr: 6.998e-03, eta: 1 day, 1:59:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 3.1394, loss: 3.1394 +2025-06-21 02:26:16,112 - pyskl - INFO - Epoch [97][3100/3940] lr: 6.992e-03, eta: 1 day, 1:59:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9769, loss_cls: 2.9889, loss: 2.9889 +2025-06-21 02:27:00,693 - pyskl - INFO - Epoch [97][3200/3940] lr: 6.986e-03, eta: 1 day, 1:58:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9738, loss_cls: 3.0088, loss: 3.0088 +2025-06-21 02:27:44,874 - pyskl - INFO - Epoch [97][3300/3940] lr: 6.980e-03, eta: 1 day, 1:57:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9712, loss_cls: 3.1031, loss: 3.1031 +2025-06-21 02:28:29,144 - pyskl - INFO - Epoch [97][3400/3940] lr: 6.974e-03, eta: 1 day, 1:56:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 3.0463, loss: 3.0463 +2025-06-21 02:29:13,294 - pyskl - INFO - Epoch [97][3500/3940] lr: 6.968e-03, eta: 1 day, 1:56:14, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.1062, loss: 3.1062 +2025-06-21 02:29:57,697 - pyskl - INFO - Epoch [97][3600/3940] lr: 6.962e-03, eta: 1 day, 1:55:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9756, loss_cls: 3.0013, loss: 3.0013 +2025-06-21 02:30:42,076 - pyskl - INFO - Epoch [97][3700/3940] lr: 6.956e-03, eta: 1 day, 1:54:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9738, loss_cls: 3.0293, loss: 3.0293 +2025-06-21 02:31:26,385 - pyskl - INFO - Epoch [97][3800/3940] lr: 6.950e-03, eta: 1 day, 1:53:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 3.0396, loss: 3.0396 +2025-06-21 02:32:10,674 - pyskl - INFO - Epoch [97][3900/3940] lr: 6.945e-03, eta: 1 day, 1:53:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9738, loss_cls: 3.1452, loss: 3.1452 +2025-06-21 02:32:28,663 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-06-21 02:35:53,054 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 02:35:53,513 - pyskl - INFO - +top1_acc 0.7758 +top5_acc 0.9545 +2025-06-21 02:35:53,532 - pyskl - INFO - Epoch(val) [97][3183] top1_acc: 0.7758, top5_acc: 0.9545 +2025-06-21 02:37:01,261 - pyskl - INFO - Epoch [98][100/3940] lr: 6.936e-03, eta: 1 day, 1:52:15, time: 0.677, data_time: 0.233, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 3.0454, loss: 3.0454 +2025-06-21 02:37:45,618 - pyskl - INFO - Epoch [98][200/3940] lr: 6.930e-03, eta: 1 day, 1:51:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.9648, loss: 2.9648 +2025-06-21 02:38:30,035 - pyskl - INFO - Epoch [98][300/3940] lr: 6.924e-03, eta: 1 day, 1:50:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9794, loss_cls: 2.9042, loss: 2.9042 +2025-06-21 02:39:14,489 - pyskl - INFO - Epoch [98][400/3940] lr: 6.918e-03, eta: 1 day, 1:50:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 3.0126, loss: 3.0126 +2025-06-21 02:39:59,069 - pyskl - INFO - Epoch [98][500/3940] lr: 6.912e-03, eta: 1 day, 1:49:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 2.9152, loss: 2.9152 +2025-06-21 02:40:43,649 - pyskl - INFO - Epoch [98][600/3940] lr: 6.906e-03, eta: 1 day, 1:48:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.9426, loss: 2.9426 +2025-06-21 02:41:28,062 - pyskl - INFO - Epoch [98][700/3940] lr: 6.900e-03, eta: 1 day, 1:47:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.9764, loss: 2.9764 +2025-06-21 02:42:12,490 - pyskl - INFO - Epoch [98][800/3940] lr: 6.895e-03, eta: 1 day, 1:47:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9725, loss_cls: 2.9334, loss: 2.9334 +2025-06-21 02:42:56,966 - pyskl - INFO - Epoch [98][900/3940] lr: 6.889e-03, eta: 1 day, 1:46:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9769, loss_cls: 3.0664, loss: 3.0664 +2025-06-21 02:43:41,427 - pyskl - INFO - Epoch [98][1000/3940] lr: 6.883e-03, eta: 1 day, 1:45:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 3.0046, loss: 3.0046 +2025-06-21 02:44:25,826 - pyskl - INFO - Epoch [98][1100/3940] lr: 6.877e-03, eta: 1 day, 1:44:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 3.0553, loss: 3.0553 +2025-06-21 02:45:10,385 - pyskl - INFO - Epoch [98][1200/3940] lr: 6.871e-03, eta: 1 day, 1:44:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9719, loss_cls: 3.0198, loss: 3.0198 +2025-06-21 02:45:54,818 - pyskl - INFO - Epoch [98][1300/3940] lr: 6.865e-03, eta: 1 day, 1:43:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9775, loss_cls: 2.9978, loss: 2.9978 +2025-06-21 02:46:39,282 - pyskl - INFO - Epoch [98][1400/3940] lr: 6.859e-03, eta: 1 day, 1:42:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9788, loss_cls: 2.9325, loss: 2.9325 +2025-06-21 02:47:23,826 - pyskl - INFO - Epoch [98][1500/3940] lr: 6.853e-03, eta: 1 day, 1:41:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9806, loss_cls: 2.9456, loss: 2.9456 +2025-06-21 02:48:08,624 - pyskl - INFO - Epoch [98][1600/3940] lr: 6.847e-03, eta: 1 day, 1:41:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.9582, loss: 2.9582 +2025-06-21 02:48:52,986 - pyskl - INFO - Epoch [98][1700/3940] lr: 6.841e-03, eta: 1 day, 1:40:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9756, loss_cls: 3.0055, loss: 3.0055 +2025-06-21 02:49:37,248 - pyskl - INFO - Epoch [98][1800/3940] lr: 6.835e-03, eta: 1 day, 1:39:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9769, loss_cls: 2.8936, loss: 2.8936 +2025-06-21 02:50:21,441 - pyskl - INFO - Epoch [98][1900/3940] lr: 6.829e-03, eta: 1 day, 1:38:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 3.0971, loss: 3.0971 +2025-06-21 02:51:05,755 - pyskl - INFO - Epoch [98][2000/3940] lr: 6.823e-03, eta: 1 day, 1:38:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9756, loss_cls: 3.0046, loss: 3.0046 +2025-06-21 02:51:50,083 - pyskl - INFO - Epoch [98][2100/3940] lr: 6.817e-03, eta: 1 day, 1:37:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 2.9855, loss: 2.9855 +2025-06-21 02:52:34,327 - pyskl - INFO - Epoch [98][2200/3940] lr: 6.812e-03, eta: 1 day, 1:36:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 3.0222, loss: 3.0222 +2025-06-21 02:53:18,635 - pyskl - INFO - Epoch [98][2300/3940] lr: 6.806e-03, eta: 1 day, 1:35:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9750, loss_cls: 3.0934, loss: 3.0934 +2025-06-21 02:54:03,186 - pyskl - INFO - Epoch [98][2400/3940] lr: 6.800e-03, eta: 1 day, 1:35:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 3.0087, loss: 3.0087 +2025-06-21 02:54:47,549 - pyskl - INFO - Epoch [98][2500/3940] lr: 6.794e-03, eta: 1 day, 1:34:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9719, loss_cls: 3.1224, loss: 3.1224 +2025-06-21 02:55:31,751 - pyskl - INFO - Epoch [98][2600/3940] lr: 6.788e-03, eta: 1 day, 1:33:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 3.0986, loss: 3.0986 +2025-06-21 02:56:16,012 - pyskl - INFO - Epoch [98][2700/3940] lr: 6.782e-03, eta: 1 day, 1:32:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9712, loss_cls: 3.1593, loss: 3.1593 +2025-06-21 02:57:00,302 - pyskl - INFO - Epoch [98][2800/3940] lr: 6.776e-03, eta: 1 day, 1:32:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9781, loss_cls: 3.1524, loss: 3.1524 +2025-06-21 02:57:44,566 - pyskl - INFO - Epoch [98][2900/3940] lr: 6.770e-03, eta: 1 day, 1:31:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9756, loss_cls: 2.9621, loss: 2.9621 +2025-06-21 02:58:28,806 - pyskl - INFO - Epoch [98][3000/3940] lr: 6.764e-03, eta: 1 day, 1:30:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 2.9815, loss: 2.9815 +2025-06-21 02:59:13,265 - pyskl - INFO - Epoch [98][3100/3940] lr: 6.758e-03, eta: 1 day, 1:29:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.9329, loss: 2.9329 +2025-06-21 02:59:57,610 - pyskl - INFO - Epoch [98][3200/3940] lr: 6.752e-03, eta: 1 day, 1:29:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 3.0981, loss: 3.0981 +2025-06-21 03:00:41,955 - pyskl - INFO - Epoch [98][3300/3940] lr: 6.747e-03, eta: 1 day, 1:28:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 2.9205, loss: 2.9205 +2025-06-21 03:01:26,509 - pyskl - INFO - Epoch [98][3400/3940] lr: 6.741e-03, eta: 1 day, 1:27:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 3.0790, loss: 3.0790 +2025-06-21 03:02:10,811 - pyskl - INFO - Epoch [98][3500/3940] lr: 6.735e-03, eta: 1 day, 1:26:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 3.0001, loss: 3.0001 +2025-06-21 03:02:55,183 - pyskl - INFO - Epoch [98][3600/3940] lr: 6.729e-03, eta: 1 day, 1:26:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.0924, loss: 3.0924 +2025-06-21 03:03:39,665 - pyskl - INFO - Epoch [98][3700/3940] lr: 6.723e-03, eta: 1 day, 1:25:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.0650, loss: 3.0650 +2025-06-21 03:04:24,018 - pyskl - INFO - Epoch [98][3800/3940] lr: 6.717e-03, eta: 1 day, 1:24:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 2.8383, loss: 2.8383 +2025-06-21 03:05:08,483 - pyskl - INFO - Epoch [98][3900/3940] lr: 6.711e-03, eta: 1 day, 1:23:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 2.9498, loss: 2.9498 +2025-06-21 03:05:26,534 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-06-21 03:08:51,358 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 03:08:51,819 - pyskl - INFO - +top1_acc 0.7805 +top5_acc 0.9533 +2025-06-21 03:08:51,836 - pyskl - INFO - Epoch(val) [98][3183] top1_acc: 0.7805, top5_acc: 0.9533 +2025-06-21 03:09:59,135 - pyskl - INFO - Epoch [99][100/3940] lr: 6.703e-03, eta: 1 day, 1:22:55, time: 0.673, data_time: 0.231, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9756, loss_cls: 2.8884, loss: 2.8884 +2025-06-21 03:10:43,467 - pyskl - INFO - Epoch [99][200/3940] lr: 6.697e-03, eta: 1 day, 1:22:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 2.9158, loss: 2.9158 +2025-06-21 03:11:27,830 - pyskl - INFO - Epoch [99][300/3940] lr: 6.691e-03, eta: 1 day, 1:21:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9762, loss_cls: 3.0191, loss: 3.0191 +2025-06-21 03:12:12,248 - pyskl - INFO - Epoch [99][400/3940] lr: 6.685e-03, eta: 1 day, 1:20:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9831, loss_cls: 2.8572, loss: 2.8572 +2025-06-21 03:12:56,705 - pyskl - INFO - Epoch [99][500/3940] lr: 6.679e-03, eta: 1 day, 1:19:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.8424, loss: 2.8424 +2025-06-21 03:13:41,169 - pyskl - INFO - Epoch [99][600/3940] lr: 6.674e-03, eta: 1 day, 1:19:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.9268, loss: 2.9268 +2025-06-21 03:14:25,611 - pyskl - INFO - Epoch [99][700/3940] lr: 6.668e-03, eta: 1 day, 1:18:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9800, loss_cls: 2.9018, loss: 2.9018 +2025-06-21 03:15:10,108 - pyskl - INFO - Epoch [99][800/3940] lr: 6.662e-03, eta: 1 day, 1:17:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9781, loss_cls: 3.0211, loss: 3.0211 +2025-06-21 03:15:54,756 - pyskl - INFO - Epoch [99][900/3940] lr: 6.656e-03, eta: 1 day, 1:16:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.8785, loss: 2.8785 +2025-06-21 03:16:39,153 - pyskl - INFO - Epoch [99][1000/3940] lr: 6.650e-03, eta: 1 day, 1:16:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 3.0105, loss: 3.0105 +2025-06-21 03:17:23,554 - pyskl - INFO - Epoch [99][1100/3940] lr: 6.644e-03, eta: 1 day, 1:15:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9731, loss_cls: 3.1044, loss: 3.1044 +2025-06-21 03:18:08,333 - pyskl - INFO - Epoch [99][1200/3940] lr: 6.638e-03, eta: 1 day, 1:14:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.9377, loss: 2.9377 +2025-06-21 03:18:52,679 - pyskl - INFO - Epoch [99][1300/3940] lr: 6.632e-03, eta: 1 day, 1:13:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.9468, loss: 2.9468 +2025-06-21 03:19:37,102 - pyskl - INFO - Epoch [99][1400/3940] lr: 6.627e-03, eta: 1 day, 1:13:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 3.0083, loss: 3.0083 +2025-06-21 03:20:21,602 - pyskl - INFO - Epoch [99][1500/3940] lr: 6.621e-03, eta: 1 day, 1:12:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.9023, loss: 2.9023 +2025-06-21 03:21:06,119 - pyskl - INFO - Epoch [99][1600/3940] lr: 6.615e-03, eta: 1 day, 1:11:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 2.8552, loss: 2.8552 +2025-06-21 03:21:50,395 - pyskl - INFO - Epoch [99][1700/3940] lr: 6.609e-03, eta: 1 day, 1:10:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.9307, loss: 2.9307 +2025-06-21 03:22:34,631 - pyskl - INFO - Epoch [99][1800/3940] lr: 6.603e-03, eta: 1 day, 1:10:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 3.0813, loss: 3.0813 +2025-06-21 03:23:18,850 - pyskl - INFO - Epoch [99][1900/3940] lr: 6.597e-03, eta: 1 day, 1:09:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 3.0357, loss: 3.0357 +2025-06-21 03:24:03,137 - pyskl - INFO - Epoch [99][2000/3940] lr: 6.591e-03, eta: 1 day, 1:08:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9762, loss_cls: 2.9860, loss: 2.9860 +2025-06-21 03:24:47,532 - pyskl - INFO - Epoch [99][2100/3940] lr: 6.586e-03, eta: 1 day, 1:08:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9744, loss_cls: 2.9642, loss: 2.9642 +2025-06-21 03:25:31,922 - pyskl - INFO - Epoch [99][2200/3940] lr: 6.580e-03, eta: 1 day, 1:07:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9744, loss_cls: 2.9056, loss: 2.9056 +2025-06-21 03:26:16,045 - pyskl - INFO - Epoch [99][2300/3940] lr: 6.574e-03, eta: 1 day, 1:06:31, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.0376, loss: 3.0376 +2025-06-21 03:27:00,334 - pyskl - INFO - Epoch [99][2400/3940] lr: 6.568e-03, eta: 1 day, 1:05:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9788, loss_cls: 2.9250, loss: 2.9250 +2025-06-21 03:27:44,643 - pyskl - INFO - Epoch [99][2500/3940] lr: 6.562e-03, eta: 1 day, 1:05:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 3.0266, loss: 3.0266 +2025-06-21 03:28:29,031 - pyskl - INFO - Epoch [99][2600/3940] lr: 6.556e-03, eta: 1 day, 1:04:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9750, loss_cls: 2.9749, loss: 2.9749 +2025-06-21 03:29:13,366 - pyskl - INFO - Epoch [99][2700/3940] lr: 6.550e-03, eta: 1 day, 1:03:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9706, loss_cls: 3.0417, loss: 3.0417 +2025-06-21 03:29:57,647 - pyskl - INFO - Epoch [99][2800/3940] lr: 6.545e-03, eta: 1 day, 1:02:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 2.9756, loss: 2.9756 +2025-06-21 03:30:42,062 - pyskl - INFO - Epoch [99][2900/3940] lr: 6.539e-03, eta: 1 day, 1:02:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 2.9554, loss: 2.9554 +2025-06-21 03:31:26,529 - pyskl - INFO - Epoch [99][3000/3940] lr: 6.533e-03, eta: 1 day, 1:01:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 2.8902, loss: 2.8902 +2025-06-21 03:32:10,697 - pyskl - INFO - Epoch [99][3100/3940] lr: 6.527e-03, eta: 1 day, 1:00:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.9444, loss: 2.9444 +2025-06-21 03:32:54,831 - pyskl - INFO - Epoch [99][3200/3940] lr: 6.521e-03, eta: 1 day, 0:59:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.9979, loss: 2.9979 +2025-06-21 03:33:38,965 - pyskl - INFO - Epoch [99][3300/3940] lr: 6.515e-03, eta: 1 day, 0:59:03, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 2.9901, loss: 2.9901 +2025-06-21 03:34:23,286 - pyskl - INFO - Epoch [99][3400/3940] lr: 6.510e-03, eta: 1 day, 0:58:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9794, loss_cls: 2.9813, loss: 2.9813 +2025-06-21 03:35:07,634 - pyskl - INFO - Epoch [99][3500/3940] lr: 6.504e-03, eta: 1 day, 0:57:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9781, loss_cls: 2.9216, loss: 2.9216 +2025-06-21 03:35:52,008 - pyskl - INFO - Epoch [99][3600/3940] lr: 6.498e-03, eta: 1 day, 0:56:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9744, loss_cls: 3.0291, loss: 3.0291 +2025-06-21 03:36:36,418 - pyskl - INFO - Epoch [99][3700/3940] lr: 6.492e-03, eta: 1 day, 0:56:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9738, loss_cls: 2.9924, loss: 2.9924 +2025-06-21 03:37:20,814 - pyskl - INFO - Epoch [99][3800/3940] lr: 6.486e-03, eta: 1 day, 0:55:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 2.9937, loss: 2.9937 +2025-06-21 03:38:05,138 - pyskl - INFO - Epoch [99][3900/3940] lr: 6.480e-03, eta: 1 day, 0:54:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 2.9945, loss: 2.9945 +2025-06-21 03:38:23,182 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-06-21 03:41:47,803 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 03:41:48,268 - pyskl - INFO - +top1_acc 0.7444 +top5_acc 0.9292 +2025-06-21 03:41:48,287 - pyskl - INFO - Epoch(val) [99][3183] top1_acc: 0.7444, top5_acc: 0.9292 +2025-06-21 03:42:56,506 - pyskl - INFO - Epoch [100][100/3940] lr: 6.472e-03, eta: 1 day, 0:53:35, time: 0.682, data_time: 0.237, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9762, loss_cls: 2.9714, loss: 2.9714 +2025-06-21 03:43:41,192 - pyskl - INFO - Epoch [100][200/3940] lr: 6.466e-03, eta: 1 day, 0:52:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9750, loss_cls: 2.9108, loss: 2.9108 +2025-06-21 03:44:25,820 - pyskl - INFO - Epoch [100][300/3940] lr: 6.461e-03, eta: 1 day, 0:52:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 2.9721, loss: 2.9721 +2025-06-21 03:45:10,192 - pyskl - INFO - Epoch [100][400/3940] lr: 6.455e-03, eta: 1 day, 0:51:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 2.9132, loss: 2.9132 +2025-06-21 03:45:54,578 - pyskl - INFO - Epoch [100][500/3940] lr: 6.449e-03, eta: 1 day, 0:50:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 2.8785, loss: 2.8785 +2025-06-21 03:46:38,928 - pyskl - INFO - Epoch [100][600/3940] lr: 6.443e-03, eta: 1 day, 0:49:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9794, loss_cls: 2.8736, loss: 2.8736 +2025-06-21 03:47:23,300 - pyskl - INFO - Epoch [100][700/3940] lr: 6.437e-03, eta: 1 day, 0:49:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9794, loss_cls: 2.9260, loss: 2.9260 +2025-06-21 03:48:07,726 - pyskl - INFO - Epoch [100][800/3940] lr: 6.432e-03, eta: 1 day, 0:48:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.9338, loss: 2.9338 +2025-06-21 03:48:52,227 - pyskl - INFO - Epoch [100][900/3940] lr: 6.426e-03, eta: 1 day, 0:47:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.8713, loss: 2.8713 +2025-06-21 03:49:36,677 - pyskl - INFO - Epoch [100][1000/3940] lr: 6.420e-03, eta: 1 day, 0:46:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9806, loss_cls: 2.9439, loss: 2.9439 +2025-06-21 03:50:21,143 - pyskl - INFO - Epoch [100][1100/3940] lr: 6.414e-03, eta: 1 day, 0:46:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 3.0136, loss: 3.0136 +2025-06-21 03:51:05,586 - pyskl - INFO - Epoch [100][1200/3940] lr: 6.408e-03, eta: 1 day, 0:45:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 2.8966, loss: 2.8966 +2025-06-21 03:51:50,045 - pyskl - INFO - Epoch [100][1300/3940] lr: 6.403e-03, eta: 1 day, 0:44:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.9779, loss: 2.9779 +2025-06-21 03:52:34,538 - pyskl - INFO - Epoch [100][1400/3940] lr: 6.397e-03, eta: 1 day, 0:43:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9738, loss_cls: 3.0328, loss: 3.0328 +2025-06-21 03:53:18,978 - pyskl - INFO - Epoch [100][1500/3940] lr: 6.391e-03, eta: 1 day, 0:43:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 2.9794, loss: 2.9794 +2025-06-21 03:54:03,600 - pyskl - INFO - Epoch [100][1600/3940] lr: 6.385e-03, eta: 1 day, 0:42:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9762, loss_cls: 2.9859, loss: 2.9859 +2025-06-21 03:54:47,977 - pyskl - INFO - Epoch [100][1700/3940] lr: 6.379e-03, eta: 1 day, 0:41:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.9821, loss: 2.9821 +2025-06-21 03:55:32,204 - pyskl - INFO - Epoch [100][1800/3940] lr: 6.374e-03, eta: 1 day, 0:40:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.9094, loss: 2.9094 +2025-06-21 03:56:16,553 - pyskl - INFO - Epoch [100][1900/3940] lr: 6.368e-03, eta: 1 day, 0:40:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9688, loss_cls: 3.0767, loss: 3.0767 +2025-06-21 03:57:01,262 - pyskl - INFO - Epoch [100][2000/3940] lr: 6.362e-03, eta: 1 day, 0:39:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.8661, loss: 2.8661 +2025-06-21 03:57:45,721 - pyskl - INFO - Epoch [100][2100/3940] lr: 6.356e-03, eta: 1 day, 0:38:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.9529, loss: 2.9529 +2025-06-21 03:58:30,203 - pyskl - INFO - Epoch [100][2200/3940] lr: 6.350e-03, eta: 1 day, 0:37:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 2.8906, loss: 2.8906 +2025-06-21 03:59:14,518 - pyskl - INFO - Epoch [100][2300/3940] lr: 6.345e-03, eta: 1 day, 0:37:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9775, loss_cls: 3.0304, loss: 3.0304 +2025-06-21 03:59:58,905 - pyskl - INFO - Epoch [100][2400/3940] lr: 6.339e-03, eta: 1 day, 0:36:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 2.8759, loss: 2.8759 +2025-06-21 04:00:43,262 - pyskl - INFO - Epoch [100][2500/3940] lr: 6.333e-03, eta: 1 day, 0:35:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 3.0123, loss: 3.0123 +2025-06-21 04:01:27,593 - pyskl - INFO - Epoch [100][2600/3940] lr: 6.327e-03, eta: 1 day, 0:34:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9756, loss_cls: 3.0557, loss: 3.0557 +2025-06-21 04:02:11,962 - pyskl - INFO - Epoch [100][2700/3940] lr: 6.322e-03, eta: 1 day, 0:34:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.9285, loss: 2.9285 +2025-06-21 04:02:56,297 - pyskl - INFO - Epoch [100][2800/3940] lr: 6.316e-03, eta: 1 day, 0:33:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 2.9859, loss: 2.9859 +2025-06-21 04:03:40,786 - pyskl - INFO - Epoch [100][2900/3940] lr: 6.310e-03, eta: 1 day, 0:32:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9812, loss_cls: 2.8830, loss: 2.8830 +2025-06-21 04:04:25,220 - pyskl - INFO - Epoch [100][3000/3940] lr: 6.304e-03, eta: 1 day, 0:31:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 3.0086, loss: 3.0086 +2025-06-21 04:05:09,927 - pyskl - INFO - Epoch [100][3100/3940] lr: 6.298e-03, eta: 1 day, 0:31:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9719, loss_cls: 3.0191, loss: 3.0191 +2025-06-21 04:05:54,665 - pyskl - INFO - Epoch [100][3200/3940] lr: 6.293e-03, eta: 1 day, 0:30:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9738, loss_cls: 3.0156, loss: 3.0156 +2025-06-21 04:06:39,331 - pyskl - INFO - Epoch [100][3300/3940] lr: 6.287e-03, eta: 1 day, 0:29:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 2.9336, loss: 2.9336 +2025-06-21 04:07:24,059 - pyskl - INFO - Epoch [100][3400/3940] lr: 6.281e-03, eta: 1 day, 0:29:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9750, loss_cls: 2.9106, loss: 2.9106 +2025-06-21 04:08:08,945 - pyskl - INFO - Epoch [100][3500/3940] lr: 6.275e-03, eta: 1 day, 0:28:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 2.9759, loss: 2.9759 +2025-06-21 04:08:53,728 - pyskl - INFO - Epoch [100][3600/3940] lr: 6.270e-03, eta: 1 day, 0:27:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 3.0039, loss: 3.0039 +2025-06-21 04:09:38,317 - pyskl - INFO - Epoch [100][3700/3940] lr: 6.264e-03, eta: 1 day, 0:26:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9744, loss_cls: 3.0681, loss: 3.0681 +2025-06-21 04:10:22,742 - pyskl - INFO - Epoch [100][3800/3940] lr: 6.258e-03, eta: 1 day, 0:26:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9750, loss_cls: 2.9464, loss: 2.9464 +2025-06-21 04:11:07,135 - pyskl - INFO - Epoch [100][3900/3940] lr: 6.252e-03, eta: 1 day, 0:25:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9712, loss_cls: 3.0377, loss: 3.0377 +2025-06-21 04:11:25,171 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-06-21 04:29:44,362 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 04:29:44,822 - pyskl - INFO - +top1_acc 0.7666 +top5_acc 0.9527 +2025-06-21 04:29:44,839 - pyskl - INFO - Epoch(val) [100][3183] top1_acc: 0.7666, top5_acc: 0.9527 +2025-06-21 04:30:52,455 - pyskl - INFO - Epoch [101][100/3940] lr: 6.244e-03, eta: 1 day, 0:24:17, time: 0.676, data_time: 0.233, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.8978, loss: 2.8978 +2025-06-21 04:31:36,933 - pyskl - INFO - Epoch [101][200/3940] lr: 6.239e-03, eta: 1 day, 0:23:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9819, loss_cls: 2.8362, loss: 2.8362 +2025-06-21 04:32:21,286 - pyskl - INFO - Epoch [101][300/3940] lr: 6.233e-03, eta: 1 day, 0:22:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.8905, loss: 2.8905 +2025-06-21 04:33:05,744 - pyskl - INFO - Epoch [101][400/3940] lr: 6.227e-03, eta: 1 day, 0:22:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.9161, loss: 2.9161 +2025-06-21 04:33:50,196 - pyskl - INFO - Epoch [101][500/3940] lr: 6.221e-03, eta: 1 day, 0:21:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.8540, loss: 2.8540 +2025-06-21 04:34:34,643 - pyskl - INFO - Epoch [101][600/3940] lr: 6.216e-03, eta: 1 day, 0:20:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.7916, loss: 2.7916 +2025-06-21 04:35:19,008 - pyskl - INFO - Epoch [101][700/3940] lr: 6.210e-03, eta: 1 day, 0:19:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 2.9526, loss: 2.9526 +2025-06-21 04:36:03,407 - pyskl - INFO - Epoch [101][800/3940] lr: 6.204e-03, eta: 1 day, 0:19:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.8888, loss: 2.8888 +2025-06-21 04:36:47,972 - pyskl - INFO - Epoch [101][900/3940] lr: 6.198e-03, eta: 1 day, 0:18:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.9028, loss: 2.9028 +2025-06-21 04:37:32,751 - pyskl - INFO - Epoch [101][1000/3940] lr: 6.193e-03, eta: 1 day, 0:17:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9781, loss_cls: 2.9247, loss: 2.9247 +2025-06-21 04:38:17,449 - pyskl - INFO - Epoch [101][1100/3940] lr: 6.187e-03, eta: 1 day, 0:16:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 2.9557, loss: 2.9557 +2025-06-21 04:39:02,041 - pyskl - INFO - Epoch [101][1200/3940] lr: 6.181e-03, eta: 1 day, 0:16:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.8369, loss: 2.8369 +2025-06-21 04:39:46,557 - pyskl - INFO - Epoch [101][1300/3940] lr: 6.175e-03, eta: 1 day, 0:15:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.8938, loss: 2.8938 +2025-06-21 04:40:31,108 - pyskl - INFO - Epoch [101][1400/3940] lr: 6.170e-03, eta: 1 day, 0:14:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9781, loss_cls: 2.9126, loss: 2.9126 +2025-06-21 04:41:15,585 - pyskl - INFO - Epoch [101][1500/3940] lr: 6.164e-03, eta: 1 day, 0:13:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 2.8927, loss: 2.8927 +2025-06-21 04:41:59,947 - pyskl - INFO - Epoch [101][1600/3940] lr: 6.158e-03, eta: 1 day, 0:13:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 3.0284, loss: 3.0284 +2025-06-21 04:42:44,318 - pyskl - INFO - Epoch [101][1700/3940] lr: 6.152e-03, eta: 1 day, 0:12:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.9932, loss: 2.9932 +2025-06-21 04:43:28,791 - pyskl - INFO - Epoch [101][1800/3940] lr: 6.147e-03, eta: 1 day, 0:11:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9806, loss_cls: 2.8696, loss: 2.8696 +2025-06-21 04:44:13,175 - pyskl - INFO - Epoch [101][1900/3940] lr: 6.141e-03, eta: 1 day, 0:10:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9781, loss_cls: 2.9779, loss: 2.9779 +2025-06-21 04:44:57,705 - pyskl - INFO - Epoch [101][2000/3940] lr: 6.135e-03, eta: 1 day, 0:10:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.8697, loss: 2.8697 +2025-06-21 04:45:42,118 - pyskl - INFO - Epoch [101][2100/3940] lr: 6.130e-03, eta: 1 day, 0:09:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.8774, loss: 2.8774 +2025-06-21 04:46:26,493 - pyskl - INFO - Epoch [101][2200/3940] lr: 6.124e-03, eta: 1 day, 0:08:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9744, loss_cls: 2.9929, loss: 2.9929 +2025-06-21 04:47:10,948 - pyskl - INFO - Epoch [101][2300/3940] lr: 6.118e-03, eta: 1 day, 0:07:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9756, loss_cls: 2.9877, loss: 2.9877 +2025-06-21 04:47:55,349 - pyskl - INFO - Epoch [101][2400/3940] lr: 6.112e-03, eta: 1 day, 0:07:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 2.7932, loss: 2.7932 +2025-06-21 04:48:39,752 - pyskl - INFO - Epoch [101][2500/3940] lr: 6.107e-03, eta: 1 day, 0:06:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9762, loss_cls: 2.9512, loss: 2.9512 +2025-06-21 04:49:24,125 - pyskl - INFO - Epoch [101][2600/3940] lr: 6.101e-03, eta: 1 day, 0:05:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 2.9790, loss: 2.9790 +2025-06-21 04:50:08,533 - pyskl - INFO - Epoch [101][2700/3940] lr: 6.095e-03, eta: 1 day, 0:04:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9794, loss_cls: 3.0051, loss: 3.0051 +2025-06-21 04:50:52,945 - pyskl - INFO - Epoch [101][2800/3940] lr: 6.090e-03, eta: 1 day, 0:04:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.8053, loss: 2.8053 +2025-06-21 04:51:37,408 - pyskl - INFO - Epoch [101][2900/3940] lr: 6.084e-03, eta: 1 day, 0:03:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9794, loss_cls: 3.0416, loss: 3.0416 +2025-06-21 04:52:21,885 - pyskl - INFO - Epoch [101][3000/3940] lr: 6.078e-03, eta: 1 day, 0:02:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.8112, loss: 2.8112 +2025-06-21 04:53:06,257 - pyskl - INFO - Epoch [101][3100/3940] lr: 6.073e-03, eta: 1 day, 0:01:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9712, loss_cls: 3.0734, loss: 3.0734 +2025-06-21 04:53:50,575 - pyskl - INFO - Epoch [101][3200/3940] lr: 6.067e-03, eta: 1 day, 0:01:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9788, loss_cls: 2.9901, loss: 2.9901 +2025-06-21 04:54:34,877 - pyskl - INFO - Epoch [101][3300/3940] lr: 6.061e-03, eta: 1 day, 0:00:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.8764, loss: 2.8764 +2025-06-21 04:55:19,296 - pyskl - INFO - Epoch [101][3400/3940] lr: 6.055e-03, eta: 23:59:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.8517, loss: 2.8517 +2025-06-21 04:56:03,660 - pyskl - INFO - Epoch [101][3500/3940] lr: 6.050e-03, eta: 23:58:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9794, loss_cls: 2.8707, loss: 2.8707 +2025-06-21 04:56:48,065 - pyskl - INFO - Epoch [101][3600/3940] lr: 6.044e-03, eta: 23:58:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9806, loss_cls: 2.7869, loss: 2.7869 +2025-06-21 04:57:32,596 - pyskl - INFO - Epoch [101][3700/3940] lr: 6.038e-03, eta: 23:57:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.8645, loss: 2.8645 +2025-06-21 04:58:16,850 - pyskl - INFO - Epoch [101][3800/3940] lr: 6.033e-03, eta: 23:56:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.9191, loss: 2.9191 +2025-06-21 04:59:01,106 - pyskl - INFO - Epoch [101][3900/3940] lr: 6.027e-03, eta: 23:55:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9800, loss_cls: 2.9188, loss: 2.9188 +2025-06-21 04:59:19,230 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-06-21 05:02:44,054 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 05:02:44,520 - pyskl - INFO - +top1_acc 0.7953 +top5_acc 0.9632 +2025-06-21 05:02:44,572 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_91.pth was removed +2025-06-21 05:02:45,575 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_101.pth. +2025-06-21 05:02:45,577 - pyskl - INFO - Best top1_acc is 0.7953 at 101 epoch. +2025-06-21 05:02:45,593 - pyskl - INFO - Epoch(val) [101][3183] top1_acc: 0.7953, top5_acc: 0.9632 +2025-06-21 05:03:53,163 - pyskl - INFO - Epoch [102][100/3940] lr: 6.019e-03, eta: 23:54:58, time: 0.676, data_time: 0.233, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.8478, loss: 2.8478 +2025-06-21 05:04:37,385 - pyskl - INFO - Epoch [102][200/3940] lr: 6.013e-03, eta: 23:54:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9794, loss_cls: 2.8312, loss: 2.8312 +2025-06-21 05:05:21,631 - pyskl - INFO - Epoch [102][300/3940] lr: 6.008e-03, eta: 23:53:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 2.8234, loss: 2.8234 +2025-06-21 05:06:05,855 - pyskl - INFO - Epoch [102][400/3940] lr: 6.002e-03, eta: 23:52:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9812, loss_cls: 2.8933, loss: 2.8933 +2025-06-21 05:06:50,230 - pyskl - INFO - Epoch [102][500/3940] lr: 5.996e-03, eta: 23:51:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.7616, loss: 2.7616 +2025-06-21 05:07:34,392 - pyskl - INFO - Epoch [102][600/3940] lr: 5.991e-03, eta: 23:51:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9788, loss_cls: 2.8777, loss: 2.8777 +2025-06-21 05:08:18,695 - pyskl - INFO - Epoch [102][700/3940] lr: 5.985e-03, eta: 23:50:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9725, loss_cls: 2.9804, loss: 2.9804 +2025-06-21 05:09:02,857 - pyskl - INFO - Epoch [102][800/3940] lr: 5.979e-03, eta: 23:49:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.9184, loss: 2.9184 +2025-06-21 05:09:47,135 - pyskl - INFO - Epoch [102][900/3940] lr: 5.974e-03, eta: 23:48:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9794, loss_cls: 2.8262, loss: 2.8262 +2025-06-21 05:10:31,402 - pyskl - INFO - Epoch [102][1000/3940] lr: 5.968e-03, eta: 23:48:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 2.8539, loss: 2.8539 +2025-06-21 05:11:15,631 - pyskl - INFO - Epoch [102][1100/3940] lr: 5.962e-03, eta: 23:47:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.8321, loss: 2.8321 +2025-06-21 05:11:59,919 - pyskl - INFO - Epoch [102][1200/3940] lr: 5.957e-03, eta: 23:46:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9794, loss_cls: 2.9056, loss: 2.9056 +2025-06-21 05:12:44,192 - pyskl - INFO - Epoch [102][1300/3940] lr: 5.951e-03, eta: 23:46:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.9393, loss: 2.9393 +2025-06-21 05:13:28,772 - pyskl - INFO - Epoch [102][1400/3940] lr: 5.945e-03, eta: 23:45:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.7968, loss: 2.7968 +2025-06-21 05:14:13,056 - pyskl - INFO - Epoch [102][1500/3940] lr: 5.940e-03, eta: 23:44:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9819, loss_cls: 2.8704, loss: 2.8704 +2025-06-21 05:14:57,266 - pyskl - INFO - Epoch [102][1600/3940] lr: 5.934e-03, eta: 23:43:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9769, loss_cls: 2.9093, loss: 2.9093 +2025-06-21 05:15:41,652 - pyskl - INFO - Epoch [102][1700/3940] lr: 5.928e-03, eta: 23:43:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.9483, loss: 2.9483 +2025-06-21 05:16:26,001 - pyskl - INFO - Epoch [102][1800/3940] lr: 5.923e-03, eta: 23:42:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 3.0040, loss: 3.0040 +2025-06-21 05:17:10,421 - pyskl - INFO - Epoch [102][1900/3940] lr: 5.917e-03, eta: 23:41:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9812, loss_cls: 2.8119, loss: 2.8119 +2025-06-21 05:17:54,794 - pyskl - INFO - Epoch [102][2000/3940] lr: 5.911e-03, eta: 23:40:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9744, loss_cls: 2.8997, loss: 2.8997 +2025-06-21 05:18:39,160 - pyskl - INFO - Epoch [102][2100/3940] lr: 5.906e-03, eta: 23:40:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.9225, loss: 2.9225 +2025-06-21 05:19:23,487 - pyskl - INFO - Epoch [102][2200/3940] lr: 5.900e-03, eta: 23:39:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.9258, loss: 2.9258 +2025-06-21 05:20:07,812 - pyskl - INFO - Epoch [102][2300/3940] lr: 5.894e-03, eta: 23:38:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.8577, loss: 2.8577 +2025-06-21 05:20:52,250 - pyskl - INFO - Epoch [102][2400/3940] lr: 5.889e-03, eta: 23:37:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.8716, loss: 2.8716 +2025-06-21 05:21:36,620 - pyskl - INFO - Epoch [102][2500/3940] lr: 5.883e-03, eta: 23:37:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9769, loss_cls: 2.9481, loss: 2.9481 +2025-06-21 05:22:20,981 - pyskl - INFO - Epoch [102][2600/3940] lr: 5.878e-03, eta: 23:36:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9781, loss_cls: 2.8813, loss: 2.8813 +2025-06-21 05:23:05,362 - pyskl - INFO - Epoch [102][2700/3940] lr: 5.872e-03, eta: 23:35:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.9076, loss: 2.9076 +2025-06-21 05:23:49,628 - pyskl - INFO - Epoch [102][2800/3940] lr: 5.866e-03, eta: 23:34:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 2.8673, loss: 2.8673 +2025-06-21 05:24:33,897 - pyskl - INFO - Epoch [102][2900/3940] lr: 5.861e-03, eta: 23:34:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9838, loss_cls: 2.8010, loss: 2.8010 +2025-06-21 05:25:18,174 - pyskl - INFO - Epoch [102][3000/3940] lr: 5.855e-03, eta: 23:33:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9800, loss_cls: 2.8674, loss: 2.8674 +2025-06-21 05:26:02,497 - pyskl - INFO - Epoch [102][3100/3940] lr: 5.849e-03, eta: 23:32:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 2.9724, loss: 2.9724 +2025-06-21 05:26:46,860 - pyskl - INFO - Epoch [102][3200/3940] lr: 5.844e-03, eta: 23:31:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9781, loss_cls: 2.9669, loss: 2.9669 +2025-06-21 05:27:31,153 - pyskl - INFO - Epoch [102][3300/3940] lr: 5.838e-03, eta: 23:31:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9769, loss_cls: 2.9670, loss: 2.9670 +2025-06-21 05:28:15,413 - pyskl - INFO - Epoch [102][3400/3940] lr: 5.833e-03, eta: 23:30:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9731, loss_cls: 2.9455, loss: 2.9455 +2025-06-21 05:28:59,672 - pyskl - INFO - Epoch [102][3500/3940] lr: 5.827e-03, eta: 23:29:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.9562, loss: 2.9562 +2025-06-21 05:29:44,042 - pyskl - INFO - Epoch [102][3600/3940] lr: 5.821e-03, eta: 23:28:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.9175, loss: 2.9175 +2025-06-21 05:30:28,254 - pyskl - INFO - Epoch [102][3700/3940] lr: 5.816e-03, eta: 23:28:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9762, loss_cls: 2.9323, loss: 2.9323 +2025-06-21 05:31:12,576 - pyskl - INFO - Epoch [102][3800/3940] lr: 5.810e-03, eta: 23:27:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 2.8746, loss: 2.8746 +2025-06-21 05:31:56,929 - pyskl - INFO - Epoch [102][3900/3940] lr: 5.804e-03, eta: 23:26:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9794, loss_cls: 2.9362, loss: 2.9362 +2025-06-21 05:32:14,944 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-06-21 05:35:39,738 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 05:35:40,206 - pyskl - INFO - +top1_acc 0.8031 +top5_acc 0.9603 +2025-06-21 05:35:40,259 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_101.pth was removed +2025-06-21 05:35:41,308 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_102.pth. +2025-06-21 05:35:41,310 - pyskl - INFO - Best top1_acc is 0.8031 at 102 epoch. +2025-06-21 05:35:41,328 - pyskl - INFO - Epoch(val) [102][3183] top1_acc: 0.8031, top5_acc: 0.9603 +2025-06-21 05:36:49,288 - pyskl - INFO - Epoch [103][100/3940] lr: 5.797e-03, eta: 23:25:37, time: 0.680, data_time: 0.237, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9800, loss_cls: 2.8809, loss: 2.8809 +2025-06-21 05:37:33,577 - pyskl - INFO - Epoch [103][200/3940] lr: 5.791e-03, eta: 23:24:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9794, loss_cls: 2.8811, loss: 2.8811 +2025-06-21 05:38:17,999 - pyskl - INFO - Epoch [103][300/3940] lr: 5.785e-03, eta: 23:24:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.8880, loss: 2.8880 +2025-06-21 05:39:02,397 - pyskl - INFO - Epoch [103][400/3940] lr: 5.780e-03, eta: 23:23:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9800, loss_cls: 2.8287, loss: 2.8287 +2025-06-21 05:39:46,897 - pyskl - INFO - Epoch [103][500/3940] lr: 5.774e-03, eta: 23:22:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9819, loss_cls: 2.7671, loss: 2.7671 +2025-06-21 05:40:31,358 - pyskl - INFO - Epoch [103][600/3940] lr: 5.769e-03, eta: 23:21:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9819, loss_cls: 2.7948, loss: 2.7948 +2025-06-21 05:41:15,909 - pyskl - INFO - Epoch [103][700/3940] lr: 5.763e-03, eta: 23:21:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9844, loss_cls: 2.7346, loss: 2.7346 +2025-06-21 05:42:00,223 - pyskl - INFO - Epoch [103][800/3940] lr: 5.757e-03, eta: 23:20:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9825, loss_cls: 2.8139, loss: 2.8139 +2025-06-21 05:42:44,742 - pyskl - INFO - Epoch [103][900/3940] lr: 5.752e-03, eta: 23:19:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.8841, loss: 2.8841 +2025-06-21 05:43:29,271 - pyskl - INFO - Epoch [103][1000/3940] lr: 5.746e-03, eta: 23:18:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9800, loss_cls: 2.9184, loss: 2.9184 +2025-06-21 05:44:13,776 - pyskl - INFO - Epoch [103][1100/3940] lr: 5.741e-03, eta: 23:18:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.9057, loss: 2.9057 +2025-06-21 05:44:58,170 - pyskl - INFO - Epoch [103][1200/3940] lr: 5.735e-03, eta: 23:17:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9831, loss_cls: 2.7680, loss: 2.7680 +2025-06-21 05:45:42,600 - pyskl - INFO - Epoch [103][1300/3940] lr: 5.729e-03, eta: 23:16:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9838, loss_cls: 2.8147, loss: 2.8147 +2025-06-21 05:46:27,193 - pyskl - INFO - Epoch [103][1400/3940] lr: 5.724e-03, eta: 23:15:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 2.8978, loss: 2.8978 +2025-06-21 05:47:11,621 - pyskl - INFO - Epoch [103][1500/3940] lr: 5.718e-03, eta: 23:15:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 2.9157, loss: 2.9157 +2025-06-21 05:47:55,973 - pyskl - INFO - Epoch [103][1600/3940] lr: 5.713e-03, eta: 23:14:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9794, loss_cls: 2.9222, loss: 2.9222 +2025-06-21 05:48:40,318 - pyskl - INFO - Epoch [103][1700/3940] lr: 5.707e-03, eta: 23:13:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.7474, loss: 2.7474 +2025-06-21 05:49:24,774 - pyskl - INFO - Epoch [103][1800/3940] lr: 5.702e-03, eta: 23:12:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9800, loss_cls: 2.8836, loss: 2.8836 +2025-06-21 05:50:09,202 - pyskl - INFO - Epoch [103][1900/3940] lr: 5.696e-03, eta: 23:12:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.8756, loss: 2.8756 +2025-06-21 05:50:53,454 - pyskl - INFO - Epoch [103][2000/3940] lr: 5.690e-03, eta: 23:11:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9806, loss_cls: 2.8479, loss: 2.8479 +2025-06-21 05:51:37,584 - pyskl - INFO - Epoch [103][2100/3940] lr: 5.685e-03, eta: 23:10:43, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9781, loss_cls: 2.9801, loss: 2.9801 +2025-06-21 05:52:21,778 - pyskl - INFO - Epoch [103][2200/3940] lr: 5.679e-03, eta: 23:09:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9788, loss_cls: 2.8762, loss: 2.8762 +2025-06-21 05:53:06,230 - pyskl - INFO - Epoch [103][2300/3940] lr: 5.674e-03, eta: 23:09:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.8721, loss: 2.8721 +2025-06-21 05:53:50,619 - pyskl - INFO - Epoch [103][2400/3940] lr: 5.668e-03, eta: 23:08:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9838, loss_cls: 2.8436, loss: 2.8436 +2025-06-21 05:54:34,792 - pyskl - INFO - Epoch [103][2500/3940] lr: 5.663e-03, eta: 23:07:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.8742, loss: 2.8742 +2025-06-21 05:55:18,926 - pyskl - INFO - Epoch [103][2600/3940] lr: 5.657e-03, eta: 23:06:59, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9775, loss_cls: 2.9324, loss: 2.9324 +2025-06-21 05:56:03,213 - pyskl - INFO - Epoch [103][2700/3940] lr: 5.651e-03, eta: 23:06:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.9665, loss: 2.9665 +2025-06-21 05:56:47,385 - pyskl - INFO - Epoch [103][2800/3940] lr: 5.646e-03, eta: 23:05:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.8695, loss: 2.8695 +2025-06-21 05:57:31,553 - pyskl - INFO - Epoch [103][2900/3940] lr: 5.640e-03, eta: 23:04:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.7797, loss: 2.7797 +2025-06-21 05:58:15,709 - pyskl - INFO - Epoch [103][3000/3940] lr: 5.635e-03, eta: 23:03:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.8844, loss: 2.8844 +2025-06-21 05:58:59,971 - pyskl - INFO - Epoch [103][3100/3940] lr: 5.629e-03, eta: 23:03:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 2.8254, loss: 2.8254 +2025-06-21 05:59:44,119 - pyskl - INFO - Epoch [103][3200/3940] lr: 5.624e-03, eta: 23:02:30, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.8325, loss: 2.8325 +2025-06-21 06:00:28,178 - pyskl - INFO - Epoch [103][3300/3940] lr: 5.618e-03, eta: 23:01:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 2.8642, loss: 2.8642 +2025-06-21 06:01:12,272 - pyskl - INFO - Epoch [103][3400/3940] lr: 5.613e-03, eta: 23:01:00, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.8748, loss: 2.8748 +2025-06-21 06:01:56,646 - pyskl - INFO - Epoch [103][3500/3940] lr: 5.607e-03, eta: 23:00:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.9002, loss: 2.9002 +2025-06-21 06:02:40,856 - pyskl - INFO - Epoch [103][3600/3940] lr: 5.601e-03, eta: 22:59:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 2.8722, loss: 2.8722 +2025-06-21 06:03:24,974 - pyskl - INFO - Epoch [103][3700/3940] lr: 5.596e-03, eta: 22:58:46, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9794, loss_cls: 2.7549, loss: 2.7549 +2025-06-21 06:04:09,188 - pyskl - INFO - Epoch [103][3800/3940] lr: 5.590e-03, eta: 22:58:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.9154, loss: 2.9154 +2025-06-21 06:04:53,375 - pyskl - INFO - Epoch [103][3900/3940] lr: 5.585e-03, eta: 22:57:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9781, loss_cls: 2.9049, loss: 2.9049 +2025-06-21 06:05:11,368 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-06-21 06:08:36,354 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 06:08:36,817 - pyskl - INFO - +top1_acc 0.7971 +top5_acc 0.9593 +2025-06-21 06:08:36,836 - pyskl - INFO - Epoch(val) [103][3183] top1_acc: 0.7971, top5_acc: 0.9593 +2025-06-21 06:09:44,149 - pyskl - INFO - Epoch [104][100/3940] lr: 5.577e-03, eta: 22:56:16, time: 0.673, data_time: 0.230, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9794, loss_cls: 2.8859, loss: 2.8859 +2025-06-21 06:10:28,630 - pyskl - INFO - Epoch [104][200/3940] lr: 5.572e-03, eta: 22:55:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9838, loss_cls: 2.7654, loss: 2.7654 +2025-06-21 06:11:13,180 - pyskl - INFO - Epoch [104][300/3940] lr: 5.566e-03, eta: 22:54:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.8304, loss: 2.8304 +2025-06-21 06:11:57,793 - pyskl - INFO - Epoch [104][400/3940] lr: 5.561e-03, eta: 22:54:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 2.7931, loss: 2.7931 +2025-06-21 06:12:42,310 - pyskl - INFO - Epoch [104][500/3940] lr: 5.555e-03, eta: 22:53:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9838, loss_cls: 2.7135, loss: 2.7135 +2025-06-21 06:13:26,827 - pyskl - INFO - Epoch [104][600/3940] lr: 5.549e-03, eta: 22:52:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.7282, loss: 2.7282 +2025-06-21 06:14:11,265 - pyskl - INFO - Epoch [104][700/3940] lr: 5.544e-03, eta: 22:51:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.7376, loss: 2.7376 +2025-06-21 06:14:55,685 - pyskl - INFO - Epoch [104][800/3940] lr: 5.538e-03, eta: 22:51:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 2.7824, loss: 2.7824 +2025-06-21 06:15:40,414 - pyskl - INFO - Epoch [104][900/3940] lr: 5.533e-03, eta: 22:50:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9831, loss_cls: 2.7811, loss: 2.7811 +2025-06-21 06:16:25,397 - pyskl - INFO - Epoch [104][1000/3940] lr: 5.527e-03, eta: 22:49:34, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.8656, loss: 2.8656 +2025-06-21 06:17:10,105 - pyskl - INFO - Epoch [104][1100/3940] lr: 5.522e-03, eta: 22:48:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.9109, loss: 2.9109 +2025-06-21 06:17:54,605 - pyskl - INFO - Epoch [104][1200/3940] lr: 5.516e-03, eta: 22:48:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9819, loss_cls: 2.8497, loss: 2.8497 +2025-06-21 06:18:39,187 - pyskl - INFO - Epoch [104][1300/3940] lr: 5.511e-03, eta: 22:47:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.7713, loss: 2.7713 +2025-06-21 06:19:23,748 - pyskl - INFO - Epoch [104][1400/3940] lr: 5.505e-03, eta: 22:46:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 2.8716, loss: 2.8716 +2025-06-21 06:20:08,239 - pyskl - INFO - Epoch [104][1500/3940] lr: 5.500e-03, eta: 22:45:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.9285, loss: 2.9285 +2025-06-21 06:20:52,795 - pyskl - INFO - Epoch [104][1600/3940] lr: 5.494e-03, eta: 22:45:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9788, loss_cls: 2.8845, loss: 2.8845 +2025-06-21 06:21:37,249 - pyskl - INFO - Epoch [104][1700/3940] lr: 5.489e-03, eta: 22:44:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.8148, loss: 2.8148 +2025-06-21 06:22:21,691 - pyskl - INFO - Epoch [104][1800/3940] lr: 5.483e-03, eta: 22:43:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 2.9911, loss: 2.9911 +2025-06-21 06:23:06,281 - pyskl - INFO - Epoch [104][1900/3940] lr: 5.478e-03, eta: 22:42:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9850, loss_cls: 2.8266, loss: 2.8266 +2025-06-21 06:23:50,616 - pyskl - INFO - Epoch [104][2000/3940] lr: 5.472e-03, eta: 22:42:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.7798, loss: 2.7798 +2025-06-21 06:24:35,017 - pyskl - INFO - Epoch [104][2100/3940] lr: 5.467e-03, eta: 22:41:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.8015, loss: 2.8015 +2025-06-21 06:25:19,330 - pyskl - INFO - Epoch [104][2200/3940] lr: 5.461e-03, eta: 22:40:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.7824, loss: 2.7824 +2025-06-21 06:26:03,890 - pyskl - INFO - Epoch [104][2300/3940] lr: 5.456e-03, eta: 22:39:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9800, loss_cls: 2.8252, loss: 2.8252 +2025-06-21 06:26:48,289 - pyskl - INFO - Epoch [104][2400/3940] lr: 5.450e-03, eta: 22:39:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 2.8258, loss: 2.8258 +2025-06-21 06:27:32,703 - pyskl - INFO - Epoch [104][2500/3940] lr: 5.445e-03, eta: 22:38:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.8865, loss: 2.8865 +2025-06-21 06:28:17,092 - pyskl - INFO - Epoch [104][2600/3940] lr: 5.439e-03, eta: 22:37:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9806, loss_cls: 2.8063, loss: 2.8063 +2025-06-21 06:29:01,518 - pyskl - INFO - Epoch [104][2700/3940] lr: 5.434e-03, eta: 22:36:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 2.9091, loss: 2.9091 +2025-06-21 06:29:45,919 - pyskl - INFO - Epoch [104][2800/3940] lr: 5.428e-03, eta: 22:36:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9781, loss_cls: 2.8726, loss: 2.8726 +2025-06-21 06:30:30,319 - pyskl - INFO - Epoch [104][2900/3940] lr: 5.423e-03, eta: 22:35:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 2.7349, loss: 2.7349 +2025-06-21 06:31:14,715 - pyskl - INFO - Epoch [104][3000/3940] lr: 5.418e-03, eta: 22:34:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9775, loss_cls: 2.9024, loss: 2.9024 +2025-06-21 06:31:59,152 - pyskl - INFO - Epoch [104][3100/3940] lr: 5.412e-03, eta: 22:33:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.8928, loss: 2.8928 +2025-06-21 06:32:43,602 - pyskl - INFO - Epoch [104][3200/3940] lr: 5.407e-03, eta: 22:33:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9775, loss_cls: 2.8914, loss: 2.8914 +2025-06-21 06:33:27,949 - pyskl - INFO - Epoch [104][3300/3940] lr: 5.401e-03, eta: 22:32:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9794, loss_cls: 2.8012, loss: 2.8012 +2025-06-21 06:34:12,329 - pyskl - INFO - Epoch [104][3400/3940] lr: 5.396e-03, eta: 22:31:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 2.8746, loss: 2.8746 +2025-06-21 06:34:56,754 - pyskl - INFO - Epoch [104][3500/3940] lr: 5.390e-03, eta: 22:30:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9819, loss_cls: 2.8284, loss: 2.8284 +2025-06-21 06:35:41,100 - pyskl - INFO - Epoch [104][3600/3940] lr: 5.385e-03, eta: 22:30:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 2.8056, loss: 2.8056 +2025-06-21 06:36:25,385 - pyskl - INFO - Epoch [104][3700/3940] lr: 5.379e-03, eta: 22:29:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9806, loss_cls: 2.8654, loss: 2.8654 +2025-06-21 06:37:09,830 - pyskl - INFO - Epoch [104][3800/3940] lr: 5.374e-03, eta: 22:28:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9762, loss_cls: 2.9236, loss: 2.9236 +2025-06-21 06:37:54,264 - pyskl - INFO - Epoch [104][3900/3940] lr: 5.368e-03, eta: 22:27:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 2.8584, loss: 2.8584 +2025-06-21 06:38:12,303 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-06-21 06:41:37,028 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 06:41:37,499 - pyskl - INFO - +top1_acc 0.7822 +top5_acc 0.9583 +2025-06-21 06:41:37,520 - pyskl - INFO - Epoch(val) [104][3183] top1_acc: 0.7822, top5_acc: 0.9583 +2025-06-21 06:42:45,211 - pyskl - INFO - Epoch [105][100/3940] lr: 5.361e-03, eta: 22:26:58, time: 0.677, data_time: 0.234, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 2.7685, loss: 2.7685 +2025-06-21 06:43:29,494 - pyskl - INFO - Epoch [105][200/3940] lr: 5.355e-03, eta: 22:26:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.7708, loss: 2.7708 +2025-06-21 06:44:13,916 - pyskl - INFO - Epoch [105][300/3940] lr: 5.350e-03, eta: 22:25:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.7266, loss: 2.7266 +2025-06-21 06:44:58,311 - pyskl - INFO - Epoch [105][400/3940] lr: 5.344e-03, eta: 22:24:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.7768, loss: 2.7768 +2025-06-21 06:45:42,868 - pyskl - INFO - Epoch [105][500/3940] lr: 5.339e-03, eta: 22:23:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9781, loss_cls: 2.8106, loss: 2.8106 +2025-06-21 06:46:27,210 - pyskl - INFO - Epoch [105][600/3940] lr: 5.333e-03, eta: 22:23:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9850, loss_cls: 2.7110, loss: 2.7110 +2025-06-21 06:47:11,511 - pyskl - INFO - Epoch [105][700/3940] lr: 5.328e-03, eta: 22:22:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 2.8856, loss: 2.8856 +2025-06-21 06:47:55,902 - pyskl - INFO - Epoch [105][800/3940] lr: 5.323e-03, eta: 22:21:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9819, loss_cls: 2.7100, loss: 2.7100 +2025-06-21 06:48:40,295 - pyskl - INFO - Epoch [105][900/3940] lr: 5.317e-03, eta: 22:21:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9831, loss_cls: 2.7022, loss: 2.7022 +2025-06-21 06:49:24,585 - pyskl - INFO - Epoch [105][1000/3940] lr: 5.312e-03, eta: 22:20:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9769, loss_cls: 2.7953, loss: 2.7953 +2025-06-21 06:50:08,901 - pyskl - INFO - Epoch [105][1100/3940] lr: 5.306e-03, eta: 22:19:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.8532, loss: 2.8532 +2025-06-21 06:50:53,277 - pyskl - INFO - Epoch [105][1200/3940] lr: 5.301e-03, eta: 22:18:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.7038, loss: 2.7038 +2025-06-21 06:51:37,757 - pyskl - INFO - Epoch [105][1300/3940] lr: 5.295e-03, eta: 22:18:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9794, loss_cls: 2.8921, loss: 2.8921 +2025-06-21 06:52:22,192 - pyskl - INFO - Epoch [105][1400/3940] lr: 5.290e-03, eta: 22:17:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 2.7226, loss: 2.7226 +2025-06-21 06:53:06,632 - pyskl - INFO - Epoch [105][1500/3940] lr: 5.285e-03, eta: 22:16:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9800, loss_cls: 2.8422, loss: 2.8422 +2025-06-21 06:53:50,959 - pyskl - INFO - Epoch [105][1600/3940] lr: 5.279e-03, eta: 22:15:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9812, loss_cls: 2.7736, loss: 2.7736 +2025-06-21 06:54:35,226 - pyskl - INFO - Epoch [105][1700/3940] lr: 5.274e-03, eta: 22:15:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9825, loss_cls: 2.7903, loss: 2.7903 +2025-06-21 06:55:19,504 - pyskl - INFO - Epoch [105][1800/3940] lr: 5.268e-03, eta: 22:14:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 2.8669, loss: 2.8669 +2025-06-21 06:56:03,826 - pyskl - INFO - Epoch [105][1900/3940] lr: 5.263e-03, eta: 22:13:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.8089, loss: 2.8089 +2025-06-21 06:56:48,473 - pyskl - INFO - Epoch [105][2000/3940] lr: 5.257e-03, eta: 22:12:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.8330, loss: 2.8330 +2025-06-21 06:57:32,932 - pyskl - INFO - Epoch [105][2100/3940] lr: 5.252e-03, eta: 22:12:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9850, loss_cls: 2.7528, loss: 2.7528 +2025-06-21 06:58:17,376 - pyskl - INFO - Epoch [105][2200/3940] lr: 5.247e-03, eta: 22:11:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.7794, loss: 2.7794 +2025-06-21 06:59:01,829 - pyskl - INFO - Epoch [105][2300/3940] lr: 5.241e-03, eta: 22:10:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.8234, loss: 2.8234 +2025-06-21 06:59:46,309 - pyskl - INFO - Epoch [105][2400/3940] lr: 5.236e-03, eta: 22:09:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.9146, loss: 2.9146 +2025-06-21 07:00:30,714 - pyskl - INFO - Epoch [105][2500/3940] lr: 5.230e-03, eta: 22:09:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.8131, loss: 2.8131 +2025-06-21 07:01:15,143 - pyskl - INFO - Epoch [105][2600/3940] lr: 5.225e-03, eta: 22:08:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.6850, loss: 2.6850 +2025-06-21 07:01:59,659 - pyskl - INFO - Epoch [105][2700/3940] lr: 5.220e-03, eta: 22:07:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 2.8331, loss: 2.8331 +2025-06-21 07:02:44,037 - pyskl - INFO - Epoch [105][2800/3940] lr: 5.214e-03, eta: 22:06:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 2.8681, loss: 2.8681 +2025-06-21 07:03:29,022 - pyskl - INFO - Epoch [105][2900/3940] lr: 5.209e-03, eta: 22:06:06, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.7963, loss: 2.7963 +2025-06-21 07:04:13,890 - pyskl - INFO - Epoch [105][3000/3940] lr: 5.203e-03, eta: 22:05:22, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.8480, loss: 2.8480 +2025-06-21 07:04:58,649 - pyskl - INFO - Epoch [105][3100/3940] lr: 5.198e-03, eta: 22:04:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.8774, loss: 2.8774 +2025-06-21 07:05:43,422 - pyskl - INFO - Epoch [105][3200/3940] lr: 5.193e-03, eta: 22:03:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9825, loss_cls: 2.8406, loss: 2.8406 +2025-06-21 07:06:28,238 - pyskl - INFO - Epoch [105][3300/3940] lr: 5.187e-03, eta: 22:03:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9819, loss_cls: 2.8057, loss: 2.8057 +2025-06-21 07:07:12,865 - pyskl - INFO - Epoch [105][3400/3940] lr: 5.182e-03, eta: 22:02:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.8292, loss: 2.8292 +2025-06-21 07:07:57,243 - pyskl - INFO - Epoch [105][3500/3940] lr: 5.176e-03, eta: 22:01:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 2.9594, loss: 2.9594 +2025-06-21 07:08:41,641 - pyskl - INFO - Epoch [105][3600/3940] lr: 5.171e-03, eta: 22:00:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.8414, loss: 2.8414 +2025-06-21 07:09:26,042 - pyskl - INFO - Epoch [105][3700/3940] lr: 5.166e-03, eta: 22:00:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9788, loss_cls: 2.8494, loss: 2.8494 +2025-06-21 07:10:10,531 - pyskl - INFO - Epoch [105][3800/3940] lr: 5.160e-03, eta: 21:59:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 2.9272, loss: 2.9272 +2025-06-21 07:10:54,828 - pyskl - INFO - Epoch [105][3900/3940] lr: 5.155e-03, eta: 21:58:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9812, loss_cls: 2.7978, loss: 2.7978 +2025-06-21 07:11:12,887 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-06-21 07:30:05,148 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 07:30:05,614 - pyskl - INFO - +top1_acc 0.7922 +top5_acc 0.9604 +2025-06-21 07:30:05,633 - pyskl - INFO - Epoch(val) [105][3183] top1_acc: 0.7922, top5_acc: 0.9604 +2025-06-21 07:31:13,236 - pyskl - INFO - Epoch [106][100/3940] lr: 5.147e-03, eta: 21:57:40, time: 0.676, data_time: 0.232, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9788, loss_cls: 2.8180, loss: 2.8180 +2025-06-21 07:31:57,645 - pyskl - INFO - Epoch [106][200/3940] lr: 5.142e-03, eta: 21:56:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9869, loss_cls: 2.7058, loss: 2.7058 +2025-06-21 07:32:41,991 - pyskl - INFO - Epoch [106][300/3940] lr: 5.137e-03, eta: 21:56:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9812, loss_cls: 2.7656, loss: 2.7656 +2025-06-21 07:33:26,377 - pyskl - INFO - Epoch [106][400/3940] lr: 5.131e-03, eta: 21:55:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9838, loss_cls: 2.6568, loss: 2.6568 +2025-06-21 07:34:10,744 - pyskl - INFO - Epoch [106][500/3940] lr: 5.126e-03, eta: 21:54:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.6703, loss: 2.6703 +2025-06-21 07:34:55,150 - pyskl - INFO - Epoch [106][600/3940] lr: 5.121e-03, eta: 21:53:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.7175, loss: 2.7175 +2025-06-21 07:35:39,706 - pyskl - INFO - Epoch [106][700/3940] lr: 5.115e-03, eta: 21:53:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 2.8090, loss: 2.8090 +2025-06-21 07:36:24,100 - pyskl - INFO - Epoch [106][800/3940] lr: 5.110e-03, eta: 21:52:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9825, loss_cls: 2.7960, loss: 2.7960 +2025-06-21 07:37:08,507 - pyskl - INFO - Epoch [106][900/3940] lr: 5.104e-03, eta: 21:51:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9800, loss_cls: 2.7728, loss: 2.7728 +2025-06-21 07:37:52,785 - pyskl - INFO - Epoch [106][1000/3940] lr: 5.099e-03, eta: 21:50:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 2.7035, loss: 2.7035 +2025-06-21 07:38:37,258 - pyskl - INFO - Epoch [106][1100/3940] lr: 5.094e-03, eta: 21:50:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.6304, loss: 2.6304 +2025-06-21 07:39:21,519 - pyskl - INFO - Epoch [106][1200/3940] lr: 5.088e-03, eta: 21:49:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9806, loss_cls: 2.8001, loss: 2.8001 +2025-06-21 07:40:05,849 - pyskl - INFO - Epoch [106][1300/3940] lr: 5.083e-03, eta: 21:48:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.7030, loss: 2.7030 +2025-06-21 07:40:50,072 - pyskl - INFO - Epoch [106][1400/3940] lr: 5.078e-03, eta: 21:47:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9825, loss_cls: 2.8470, loss: 2.8470 +2025-06-21 07:41:34,347 - pyskl - INFO - Epoch [106][1500/3940] lr: 5.072e-03, eta: 21:47:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9819, loss_cls: 2.7268, loss: 2.7268 +2025-06-21 07:42:18,674 - pyskl - INFO - Epoch [106][1600/3940] lr: 5.067e-03, eta: 21:46:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.7534, loss: 2.7534 +2025-06-21 07:43:02,990 - pyskl - INFO - Epoch [106][1700/3940] lr: 5.062e-03, eta: 21:45:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.7673, loss: 2.7673 +2025-06-21 07:43:47,345 - pyskl - INFO - Epoch [106][1800/3940] lr: 5.056e-03, eta: 21:44:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 2.8431, loss: 2.8431 +2025-06-21 07:44:31,637 - pyskl - INFO - Epoch [106][1900/3940] lr: 5.051e-03, eta: 21:44:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.7635, loss: 2.7635 +2025-06-21 07:45:15,928 - pyskl - INFO - Epoch [106][2000/3940] lr: 5.046e-03, eta: 21:43:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 2.8036, loss: 2.8036 +2025-06-21 07:46:00,208 - pyskl - INFO - Epoch [106][2100/3940] lr: 5.040e-03, eta: 21:42:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9819, loss_cls: 2.7848, loss: 2.7848 +2025-06-21 07:46:44,519 - pyskl - INFO - Epoch [106][2200/3940] lr: 5.035e-03, eta: 21:42:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.7071, loss: 2.7071 +2025-06-21 07:47:28,927 - pyskl - INFO - Epoch [106][2300/3940] lr: 5.030e-03, eta: 21:41:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.8383, loss: 2.8383 +2025-06-21 07:48:13,256 - pyskl - INFO - Epoch [106][2400/3940] lr: 5.024e-03, eta: 21:40:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9762, loss_cls: 2.8258, loss: 2.8258 +2025-06-21 07:48:57,548 - pyskl - INFO - Epoch [106][2500/3940] lr: 5.019e-03, eta: 21:39:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 2.8520, loss: 2.8520 +2025-06-21 07:49:41,899 - pyskl - INFO - Epoch [106][2600/3940] lr: 5.014e-03, eta: 21:39:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9806, loss_cls: 2.7821, loss: 2.7821 +2025-06-21 07:50:26,280 - pyskl - INFO - Epoch [106][2700/3940] lr: 5.008e-03, eta: 21:38:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9794, loss_cls: 2.8797, loss: 2.8797 +2025-06-21 07:51:10,744 - pyskl - INFO - Epoch [106][2800/3940] lr: 5.003e-03, eta: 21:37:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 2.7977, loss: 2.7977 +2025-06-21 07:51:55,209 - pyskl - INFO - Epoch [106][2900/3940] lr: 4.998e-03, eta: 21:36:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.8311, loss: 2.8311 +2025-06-21 07:52:39,604 - pyskl - INFO - Epoch [106][3000/3940] lr: 4.992e-03, eta: 21:36:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9838, loss_cls: 2.7658, loss: 2.7658 +2025-06-21 07:53:23,973 - pyskl - INFO - Epoch [106][3100/3940] lr: 4.987e-03, eta: 21:35:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.8450, loss: 2.8450 +2025-06-21 07:54:08,521 - pyskl - INFO - Epoch [106][3200/3940] lr: 4.982e-03, eta: 21:34:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.7594, loss: 2.7594 +2025-06-21 07:54:52,928 - pyskl - INFO - Epoch [106][3300/3940] lr: 4.976e-03, eta: 21:33:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 2.7729, loss: 2.7729 +2025-06-21 07:55:37,325 - pyskl - INFO - Epoch [106][3400/3940] lr: 4.971e-03, eta: 21:33:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9831, loss_cls: 2.7576, loss: 2.7576 +2025-06-21 07:56:21,595 - pyskl - INFO - Epoch [106][3500/3940] lr: 4.966e-03, eta: 21:32:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9788, loss_cls: 2.8471, loss: 2.8471 +2025-06-21 07:57:05,968 - pyskl - INFO - Epoch [106][3600/3940] lr: 4.961e-03, eta: 21:31:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.7205, loss: 2.7205 +2025-06-21 07:57:50,264 - pyskl - INFO - Epoch [106][3700/3940] lr: 4.955e-03, eta: 21:30:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.7822, loss: 2.7822 +2025-06-21 07:58:34,556 - pyskl - INFO - Epoch [106][3800/3940] lr: 4.950e-03, eta: 21:30:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9750, loss_cls: 2.7811, loss: 2.7811 +2025-06-21 07:59:18,895 - pyskl - INFO - Epoch [106][3900/3940] lr: 4.945e-03, eta: 21:29:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9825, loss_cls: 2.7822, loss: 2.7822 +2025-06-21 07:59:36,886 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-06-21 08:03:01,612 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 08:03:02,080 - pyskl - INFO - +top1_acc 0.8112 +top5_acc 0.9652 +2025-06-21 08:03:02,136 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_102.pth was removed +2025-06-21 08:03:03,208 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2025-06-21 08:03:03,210 - pyskl - INFO - Best top1_acc is 0.8112 at 106 epoch. +2025-06-21 08:03:03,228 - pyskl - INFO - Epoch(val) [106][3183] top1_acc: 0.8112, top5_acc: 0.9652 +2025-06-21 08:04:10,319 - pyskl - INFO - Epoch [107][100/3940] lr: 4.937e-03, eta: 21:28:20, time: 0.671, data_time: 0.229, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 2.6682, loss: 2.6682 +2025-06-21 08:04:54,547 - pyskl - INFO - Epoch [107][200/3940] lr: 4.932e-03, eta: 21:27:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.6435, loss: 2.6435 +2025-06-21 08:05:38,843 - pyskl - INFO - Epoch [107][300/3940] lr: 4.927e-03, eta: 21:26:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9856, loss_cls: 2.6153, loss: 2.6153 +2025-06-21 08:06:23,120 - pyskl - INFO - Epoch [107][400/3940] lr: 4.921e-03, eta: 21:26:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.5607, loss: 2.5607 +2025-06-21 08:07:07,437 - pyskl - INFO - Epoch [107][500/3940] lr: 4.916e-03, eta: 21:25:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 2.6993, loss: 2.6993 +2025-06-21 08:07:51,790 - pyskl - INFO - Epoch [107][600/3940] lr: 4.911e-03, eta: 21:24:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9850, loss_cls: 2.6502, loss: 2.6502 +2025-06-21 08:08:36,254 - pyskl - INFO - Epoch [107][700/3940] lr: 4.906e-03, eta: 21:23:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 2.6066, loss: 2.6066 +2025-06-21 08:09:20,722 - pyskl - INFO - Epoch [107][800/3940] lr: 4.900e-03, eta: 21:23:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9838, loss_cls: 2.6425, loss: 2.6425 +2025-06-21 08:10:05,158 - pyskl - INFO - Epoch [107][900/3940] lr: 4.895e-03, eta: 21:22:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 2.7146, loss: 2.7146 +2025-06-21 08:10:49,548 - pyskl - INFO - Epoch [107][1000/3940] lr: 4.890e-03, eta: 21:21:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 2.6923, loss: 2.6923 +2025-06-21 08:11:33,929 - pyskl - INFO - Epoch [107][1100/3940] lr: 4.884e-03, eta: 21:20:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9775, loss_cls: 2.8743, loss: 2.8743 +2025-06-21 08:12:18,238 - pyskl - INFO - Epoch [107][1200/3940] lr: 4.879e-03, eta: 21:20:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9862, loss_cls: 2.6333, loss: 2.6333 +2025-06-21 08:13:02,401 - pyskl - INFO - Epoch [107][1300/3940] lr: 4.874e-03, eta: 21:19:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.7590, loss: 2.7590 +2025-06-21 08:13:46,600 - pyskl - INFO - Epoch [107][1400/3940] lr: 4.869e-03, eta: 21:18:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.7767, loss: 2.7767 +2025-06-21 08:14:30,785 - pyskl - INFO - Epoch [107][1500/3940] lr: 4.863e-03, eta: 21:17:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.7270, loss: 2.7270 +2025-06-21 08:15:14,991 - pyskl - INFO - Epoch [107][1600/3940] lr: 4.858e-03, eta: 21:17:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 2.8094, loss: 2.8094 +2025-06-21 08:15:59,205 - pyskl - INFO - Epoch [107][1700/3940] lr: 4.853e-03, eta: 21:16:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.7397, loss: 2.7397 +2025-06-21 08:16:43,444 - pyskl - INFO - Epoch [107][1800/3940] lr: 4.848e-03, eta: 21:15:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9819, loss_cls: 2.8389, loss: 2.8389 +2025-06-21 08:17:27,581 - pyskl - INFO - Epoch [107][1900/3940] lr: 4.842e-03, eta: 21:14:54, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.7961, loss: 2.7961 +2025-06-21 08:18:11,788 - pyskl - INFO - Epoch [107][2000/3940] lr: 4.837e-03, eta: 21:14:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 2.6841, loss: 2.6841 +2025-06-21 08:18:55,976 - pyskl - INFO - Epoch [107][2100/3940] lr: 4.832e-03, eta: 21:13:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.8248, loss: 2.8248 +2025-06-21 08:19:40,140 - pyskl - INFO - Epoch [107][2200/3940] lr: 4.827e-03, eta: 21:12:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.7877, loss: 2.7877 +2025-06-21 08:20:24,393 - pyskl - INFO - Epoch [107][2300/3940] lr: 4.821e-03, eta: 21:11:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 2.7811, loss: 2.7811 +2025-06-21 08:21:08,568 - pyskl - INFO - Epoch [107][2400/3940] lr: 4.816e-03, eta: 21:11:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9781, loss_cls: 2.8142, loss: 2.8142 +2025-06-21 08:21:52,824 - pyskl - INFO - Epoch [107][2500/3940] lr: 4.811e-03, eta: 21:10:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9825, loss_cls: 2.8657, loss: 2.8657 +2025-06-21 08:22:36,986 - pyskl - INFO - Epoch [107][2600/3940] lr: 4.806e-03, eta: 21:09:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.7648, loss: 2.7648 +2025-06-21 08:23:21,179 - pyskl - INFO - Epoch [107][2700/3940] lr: 4.800e-03, eta: 21:08:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9794, loss_cls: 2.8706, loss: 2.8706 +2025-06-21 08:24:05,427 - pyskl - INFO - Epoch [107][2800/3940] lr: 4.795e-03, eta: 21:08:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 2.7764, loss: 2.7764 +2025-06-21 08:24:49,556 - pyskl - INFO - Epoch [107][2900/3940] lr: 4.790e-03, eta: 21:07:26, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9800, loss_cls: 2.7639, loss: 2.7639 +2025-06-21 08:25:34,133 - pyskl - INFO - Epoch [107][3000/3940] lr: 4.785e-03, eta: 21:06:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9838, loss_cls: 2.7769, loss: 2.7769 +2025-06-21 08:26:18,599 - pyskl - INFO - Epoch [107][3100/3940] lr: 4.780e-03, eta: 21:05:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.7140, loss: 2.7140 +2025-06-21 08:27:02,943 - pyskl - INFO - Epoch [107][3200/3940] lr: 4.774e-03, eta: 21:05:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9831, loss_cls: 2.7931, loss: 2.7931 +2025-06-21 08:27:47,503 - pyskl - INFO - Epoch [107][3300/3940] lr: 4.769e-03, eta: 21:04:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 2.6486, loss: 2.6486 +2025-06-21 08:28:31,940 - pyskl - INFO - Epoch [107][3400/3940] lr: 4.764e-03, eta: 21:03:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 2.7404, loss: 2.7404 +2025-06-21 08:29:16,385 - pyskl - INFO - Epoch [107][3500/3940] lr: 4.759e-03, eta: 21:02:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.7548, loss: 2.7548 +2025-06-21 08:30:00,980 - pyskl - INFO - Epoch [107][3600/3940] lr: 4.753e-03, eta: 21:02:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9775, loss_cls: 2.7524, loss: 2.7524 +2025-06-21 08:30:45,470 - pyskl - INFO - Epoch [107][3700/3940] lr: 4.748e-03, eta: 21:01:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9831, loss_cls: 2.7616, loss: 2.7616 +2025-06-21 08:31:29,912 - pyskl - INFO - Epoch [107][3800/3940] lr: 4.743e-03, eta: 21:00:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.9082, loss: 2.9082 +2025-06-21 08:32:14,358 - pyskl - INFO - Epoch [107][3900/3940] lr: 4.738e-03, eta: 21:00:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9800, loss_cls: 2.7566, loss: 2.7566 +2025-06-21 08:32:32,450 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-06-21 08:35:57,192 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 08:35:57,664 - pyskl - INFO - +top1_acc 0.7998 +top5_acc 0.9627 +2025-06-21 08:35:57,683 - pyskl - INFO - Epoch(val) [107][3183] top1_acc: 0.7998, top5_acc: 0.9627 +2025-06-21 08:37:05,986 - pyskl - INFO - Epoch [108][100/3940] lr: 4.730e-03, eta: 20:59:00, time: 0.683, data_time: 0.233, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9869, loss_cls: 2.6013, loss: 2.6013 +2025-06-21 08:37:50,447 - pyskl - INFO - Epoch [108][200/3940] lr: 4.725e-03, eta: 20:58:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 2.7200, loss: 2.7200 +2025-06-21 08:38:34,763 - pyskl - INFO - Epoch [108][300/3940] lr: 4.720e-03, eta: 20:57:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9856, loss_cls: 2.6453, loss: 2.6453 +2025-06-21 08:39:19,053 - pyskl - INFO - Epoch [108][400/3940] lr: 4.715e-03, eta: 20:56:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9856, loss_cls: 2.6171, loss: 2.6171 +2025-06-21 08:40:03,334 - pyskl - INFO - Epoch [108][500/3940] lr: 4.710e-03, eta: 20:56:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 2.6655, loss: 2.6655 +2025-06-21 08:40:47,710 - pyskl - INFO - Epoch [108][600/3940] lr: 4.704e-03, eta: 20:55:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.5121, loss: 2.5121 +2025-06-21 08:41:32,101 - pyskl - INFO - Epoch [108][700/3940] lr: 4.699e-03, eta: 20:54:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 2.6436, loss: 2.6436 +2025-06-21 08:42:16,455 - pyskl - INFO - Epoch [108][800/3940] lr: 4.694e-03, eta: 20:53:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9856, loss_cls: 2.6374, loss: 2.6374 +2025-06-21 08:43:00,782 - pyskl - INFO - Epoch [108][900/3940] lr: 4.689e-03, eta: 20:53:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.6148, loss: 2.6148 +2025-06-21 08:43:45,150 - pyskl - INFO - Epoch [108][1000/3940] lr: 4.684e-03, eta: 20:52:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9844, loss_cls: 2.6833, loss: 2.6833 +2025-06-21 08:44:29,537 - pyskl - INFO - Epoch [108][1100/3940] lr: 4.679e-03, eta: 20:51:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9850, loss_cls: 2.5985, loss: 2.5985 +2025-06-21 08:45:13,850 - pyskl - INFO - Epoch [108][1200/3940] lr: 4.673e-03, eta: 20:50:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.7118, loss: 2.7118 +2025-06-21 08:45:58,198 - pyskl - INFO - Epoch [108][1300/3940] lr: 4.668e-03, eta: 20:50:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.6359, loss: 2.6359 +2025-06-21 08:46:42,610 - pyskl - INFO - Epoch [108][1400/3940] lr: 4.663e-03, eta: 20:49:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 2.7301, loss: 2.7301 +2025-06-21 08:47:27,007 - pyskl - INFO - Epoch [108][1500/3940] lr: 4.658e-03, eta: 20:48:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 2.7547, loss: 2.7547 +2025-06-21 08:48:11,329 - pyskl - INFO - Epoch [108][1600/3940] lr: 4.653e-03, eta: 20:47:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.7561, loss: 2.7561 +2025-06-21 08:48:55,535 - pyskl - INFO - Epoch [108][1700/3940] lr: 4.647e-03, eta: 20:47:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9750, loss_cls: 2.7951, loss: 2.7951 +2025-06-21 08:49:39,858 - pyskl - INFO - Epoch [108][1800/3940] lr: 4.642e-03, eta: 20:46:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 2.7266, loss: 2.7266 +2025-06-21 08:50:24,237 - pyskl - INFO - Epoch [108][1900/3940] lr: 4.637e-03, eta: 20:45:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9844, loss_cls: 2.7031, loss: 2.7031 +2025-06-21 08:51:08,568 - pyskl - INFO - Epoch [108][2000/3940] lr: 4.632e-03, eta: 20:44:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9825, loss_cls: 2.7826, loss: 2.7826 +2025-06-21 08:51:52,930 - pyskl - INFO - Epoch [108][2100/3940] lr: 4.627e-03, eta: 20:44:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.5654, loss: 2.5654 +2025-06-21 08:52:37,273 - pyskl - INFO - Epoch [108][2200/3940] lr: 4.622e-03, eta: 20:43:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.7271, loss: 2.7271 +2025-06-21 08:53:21,662 - pyskl - INFO - Epoch [108][2300/3940] lr: 4.617e-03, eta: 20:42:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.8195, loss: 2.8195 +2025-06-21 08:54:06,009 - pyskl - INFO - Epoch [108][2400/3940] lr: 4.611e-03, eta: 20:41:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.7922, loss: 2.7922 +2025-06-21 08:54:50,357 - pyskl - INFO - Epoch [108][2500/3940] lr: 4.606e-03, eta: 20:41:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9838, loss_cls: 2.7264, loss: 2.7264 +2025-06-21 08:55:34,709 - pyskl - INFO - Epoch [108][2600/3940] lr: 4.601e-03, eta: 20:40:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.6368, loss: 2.6368 +2025-06-21 08:56:19,117 - pyskl - INFO - Epoch [108][2700/3940] lr: 4.596e-03, eta: 20:39:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.7522, loss: 2.7522 +2025-06-21 08:57:03,506 - pyskl - INFO - Epoch [108][2800/3940] lr: 4.591e-03, eta: 20:38:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 2.7527, loss: 2.7527 +2025-06-21 08:57:47,916 - pyskl - INFO - Epoch [108][2900/3940] lr: 4.586e-03, eta: 20:38:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9825, loss_cls: 2.7841, loss: 2.7841 +2025-06-21 08:58:32,258 - pyskl - INFO - Epoch [108][3000/3940] lr: 4.580e-03, eta: 20:37:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9912, loss_cls: 2.8097, loss: 2.8097 +2025-06-21 08:59:16,802 - pyskl - INFO - Epoch [108][3100/3940] lr: 4.575e-03, eta: 20:36:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9812, loss_cls: 2.7639, loss: 2.7639 +2025-06-21 09:00:01,136 - pyskl - INFO - Epoch [108][3200/3940] lr: 4.570e-03, eta: 20:35:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.8190, loss: 2.8190 +2025-06-21 09:00:45,437 - pyskl - INFO - Epoch [108][3300/3940] lr: 4.565e-03, eta: 20:35:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.7320, loss: 2.7320 +2025-06-21 09:01:29,667 - pyskl - INFO - Epoch [108][3400/3940] lr: 4.560e-03, eta: 20:34:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 2.7825, loss: 2.7825 +2025-06-21 09:02:13,953 - pyskl - INFO - Epoch [108][3500/3940] lr: 4.555e-03, eta: 20:33:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 2.7591, loss: 2.7591 +2025-06-21 09:02:58,284 - pyskl - INFO - Epoch [108][3600/3940] lr: 4.550e-03, eta: 20:32:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.6696, loss: 2.6696 +2025-06-21 09:03:42,617 - pyskl - INFO - Epoch [108][3700/3940] lr: 4.545e-03, eta: 20:32:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9856, loss_cls: 2.7657, loss: 2.7657 +2025-06-21 09:04:26,928 - pyskl - INFO - Epoch [108][3800/3940] lr: 4.539e-03, eta: 20:31:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9838, loss_cls: 2.6936, loss: 2.6936 +2025-06-21 09:05:11,245 - pyskl - INFO - Epoch [108][3900/3940] lr: 4.534e-03, eta: 20:30:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9831, loss_cls: 2.7361, loss: 2.7361 +2025-06-21 09:05:29,308 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-06-21 09:08:54,437 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 09:08:54,902 - pyskl - INFO - +top1_acc 0.8064 +top5_acc 0.9650 +2025-06-21 09:08:54,921 - pyskl - INFO - Epoch(val) [108][3183] top1_acc: 0.8064, top5_acc: 0.9650 +2025-06-21 09:10:02,506 - pyskl - INFO - Epoch [109][100/3940] lr: 4.527e-03, eta: 20:29:40, time: 0.676, data_time: 0.231, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.6004, loss: 2.6004 +2025-06-21 09:10:47,009 - pyskl - INFO - Epoch [109][200/3940] lr: 4.522e-03, eta: 20:28:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.5117, loss: 2.5117 +2025-06-21 09:11:31,404 - pyskl - INFO - Epoch [109][300/3940] lr: 4.517e-03, eta: 20:28:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9944, loss_cls: 2.7256, loss: 2.7256 +2025-06-21 09:12:15,917 - pyskl - INFO - Epoch [109][400/3940] lr: 4.512e-03, eta: 20:27:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9844, loss_cls: 2.5440, loss: 2.5440 +2025-06-21 09:13:00,318 - pyskl - INFO - Epoch [109][500/3940] lr: 4.507e-03, eta: 20:26:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9850, loss_cls: 2.6180, loss: 2.6180 +2025-06-21 09:13:44,829 - pyskl - INFO - Epoch [109][600/3940] lr: 4.502e-03, eta: 20:25:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.5441, loss: 2.5441 +2025-06-21 09:14:29,359 - pyskl - INFO - Epoch [109][700/3940] lr: 4.496e-03, eta: 20:25:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.6005, loss: 2.6005 +2025-06-21 09:15:13,782 - pyskl - INFO - Epoch [109][800/3940] lr: 4.491e-03, eta: 20:24:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.5990, loss: 2.5990 +2025-06-21 09:15:58,286 - pyskl - INFO - Epoch [109][900/3940] lr: 4.486e-03, eta: 20:23:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9856, loss_cls: 2.6747, loss: 2.6747 +2025-06-21 09:16:42,754 - pyskl - INFO - Epoch [109][1000/3940] lr: 4.481e-03, eta: 20:22:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.6603, loss: 2.6603 +2025-06-21 09:17:27,354 - pyskl - INFO - Epoch [109][1100/3940] lr: 4.476e-03, eta: 20:22:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9831, loss_cls: 2.7253, loss: 2.7253 +2025-06-21 09:18:11,789 - pyskl - INFO - Epoch [109][1200/3940] lr: 4.471e-03, eta: 20:21:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.7259, loss: 2.7259 +2025-06-21 09:18:56,081 - pyskl - INFO - Epoch [109][1300/3940] lr: 4.466e-03, eta: 20:20:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.6127, loss: 2.6127 +2025-06-21 09:19:40,342 - pyskl - INFO - Epoch [109][1400/3940] lr: 4.461e-03, eta: 20:19:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.6494, loss: 2.6494 +2025-06-21 09:20:24,630 - pyskl - INFO - Epoch [109][1500/3940] lr: 4.456e-03, eta: 20:19:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.6552, loss: 2.6552 +2025-06-21 09:21:08,974 - pyskl - INFO - Epoch [109][1600/3940] lr: 4.451e-03, eta: 20:18:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.7461, loss: 2.7461 +2025-06-21 09:21:53,400 - pyskl - INFO - Epoch [109][1700/3940] lr: 4.446e-03, eta: 20:17:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9819, loss_cls: 2.7171, loss: 2.7171 +2025-06-21 09:22:37,765 - pyskl - INFO - Epoch [109][1800/3940] lr: 4.440e-03, eta: 20:17:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9838, loss_cls: 2.7245, loss: 2.7245 +2025-06-21 09:23:22,245 - pyskl - INFO - Epoch [109][1900/3940] lr: 4.435e-03, eta: 20:16:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9869, loss_cls: 2.6805, loss: 2.6805 +2025-06-21 09:24:06,699 - pyskl - INFO - Epoch [109][2000/3940] lr: 4.430e-03, eta: 20:15:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.8393, loss: 2.8393 +2025-06-21 09:24:51,200 - pyskl - INFO - Epoch [109][2100/3940] lr: 4.425e-03, eta: 20:14:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.6303, loss: 2.6303 +2025-06-21 09:25:35,694 - pyskl - INFO - Epoch [109][2200/3940] lr: 4.420e-03, eta: 20:14:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 2.6990, loss: 2.6990 +2025-06-21 09:26:20,241 - pyskl - INFO - Epoch [109][2300/3940] lr: 4.415e-03, eta: 20:13:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9856, loss_cls: 2.6826, loss: 2.6826 +2025-06-21 09:27:04,762 - pyskl - INFO - Epoch [109][2400/3940] lr: 4.410e-03, eta: 20:12:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9838, loss_cls: 2.7336, loss: 2.7336 +2025-06-21 09:27:49,176 - pyskl - INFO - Epoch [109][2500/3940] lr: 4.405e-03, eta: 20:11:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.7242, loss: 2.7242 +2025-06-21 09:28:33,573 - pyskl - INFO - Epoch [109][2600/3940] lr: 4.400e-03, eta: 20:11:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9825, loss_cls: 2.7207, loss: 2.7207 +2025-06-21 09:29:17,965 - pyskl - INFO - Epoch [109][2700/3940] lr: 4.395e-03, eta: 20:10:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.7627, loss: 2.7627 +2025-06-21 09:30:02,355 - pyskl - INFO - Epoch [109][2800/3940] lr: 4.390e-03, eta: 20:09:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9844, loss_cls: 2.8122, loss: 2.8122 +2025-06-21 09:30:46,698 - pyskl - INFO - Epoch [109][2900/3940] lr: 4.385e-03, eta: 20:08:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9812, loss_cls: 2.7373, loss: 2.7373 +2025-06-21 09:31:31,131 - pyskl - INFO - Epoch [109][3000/3940] lr: 4.380e-03, eta: 20:08:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.7650, loss: 2.7650 +2025-06-21 09:32:15,495 - pyskl - INFO - Epoch [109][3100/3940] lr: 4.375e-03, eta: 20:07:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.7574, loss: 2.7574 +2025-06-21 09:32:59,812 - pyskl - INFO - Epoch [109][3200/3940] lr: 4.370e-03, eta: 20:06:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9850, loss_cls: 2.6613, loss: 2.6613 +2025-06-21 09:33:44,153 - pyskl - INFO - Epoch [109][3300/3940] lr: 4.365e-03, eta: 20:05:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 2.6703, loss: 2.6703 +2025-06-21 09:34:28,558 - pyskl - INFO - Epoch [109][3400/3940] lr: 4.359e-03, eta: 20:05:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.6587, loss: 2.6587 +2025-06-21 09:35:12,921 - pyskl - INFO - Epoch [109][3500/3940] lr: 4.354e-03, eta: 20:04:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9819, loss_cls: 2.7768, loss: 2.7768 +2025-06-21 09:35:57,273 - pyskl - INFO - Epoch [109][3600/3940] lr: 4.349e-03, eta: 20:03:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.7859, loss: 2.7859 +2025-06-21 09:36:41,729 - pyskl - INFO - Epoch [109][3700/3940] lr: 4.344e-03, eta: 20:02:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9794, loss_cls: 2.7612, loss: 2.7612 +2025-06-21 09:37:26,151 - pyskl - INFO - Epoch [109][3800/3940] lr: 4.339e-03, eta: 20:02:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9831, loss_cls: 2.6267, loss: 2.6267 +2025-06-21 09:38:10,518 - pyskl - INFO - Epoch [109][3900/3940] lr: 4.334e-03, eta: 20:01:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.6576, loss: 2.6576 +2025-06-21 09:38:28,538 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-06-21 09:41:53,331 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 09:41:53,797 - pyskl - INFO - +top1_acc 0.8064 +top5_acc 0.9631 +2025-06-21 09:41:53,817 - pyskl - INFO - Epoch(val) [109][3183] top1_acc: 0.8064, top5_acc: 0.9631 +2025-06-21 09:43:01,669 - pyskl - INFO - Epoch [110][100/3940] lr: 4.327e-03, eta: 20:00:22, time: 0.678, data_time: 0.237, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 2.6121, loss: 2.6121 +2025-06-21 09:43:45,937 - pyskl - INFO - Epoch [110][200/3940] lr: 4.322e-03, eta: 19:59:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9869, loss_cls: 2.6361, loss: 2.6361 +2025-06-21 09:44:30,286 - pyskl - INFO - Epoch [110][300/3940] lr: 4.317e-03, eta: 19:58:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.5740, loss: 2.5740 +2025-06-21 09:45:14,623 - pyskl - INFO - Epoch [110][400/3940] lr: 4.312e-03, eta: 19:58:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9850, loss_cls: 2.7018, loss: 2.7018 +2025-06-21 09:45:58,885 - pyskl - INFO - Epoch [110][500/3940] lr: 4.307e-03, eta: 19:57:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 2.6316, loss: 2.6316 +2025-06-21 09:46:43,183 - pyskl - INFO - Epoch [110][600/3940] lr: 4.302e-03, eta: 19:56:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.6208, loss: 2.6208 +2025-06-21 09:47:27,420 - pyskl - INFO - Epoch [110][700/3940] lr: 4.297e-03, eta: 19:55:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 2.5624, loss: 2.5624 +2025-06-21 09:48:11,819 - pyskl - INFO - Epoch [110][800/3940] lr: 4.292e-03, eta: 19:55:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 2.6440, loss: 2.6440 +2025-06-21 09:48:56,046 - pyskl - INFO - Epoch [110][900/3940] lr: 4.287e-03, eta: 19:54:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.7267, loss: 2.7267 +2025-06-21 09:49:40,329 - pyskl - INFO - Epoch [110][1000/3940] lr: 4.282e-03, eta: 19:53:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.6424, loss: 2.6424 +2025-06-21 09:50:24,643 - pyskl - INFO - Epoch [110][1100/3940] lr: 4.277e-03, eta: 19:52:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.7029, loss: 2.7029 +2025-06-21 09:51:08,869 - pyskl - INFO - Epoch [110][1200/3940] lr: 4.272e-03, eta: 19:52:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.5709, loss: 2.5709 +2025-06-21 09:51:53,250 - pyskl - INFO - Epoch [110][1300/3940] lr: 4.267e-03, eta: 19:51:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9862, loss_cls: 2.6329, loss: 2.6329 +2025-06-21 09:52:37,698 - pyskl - INFO - Epoch [110][1400/3940] lr: 4.262e-03, eta: 19:50:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.6498, loss: 2.6498 +2025-06-21 09:53:22,029 - pyskl - INFO - Epoch [110][1500/3940] lr: 4.257e-03, eta: 19:49:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9806, loss_cls: 2.6339, loss: 2.6339 +2025-06-21 09:54:06,176 - pyskl - INFO - Epoch [110][1600/3940] lr: 4.252e-03, eta: 19:49:11, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9856, loss_cls: 2.7034, loss: 2.7034 +2025-06-21 09:54:50,531 - pyskl - INFO - Epoch [110][1700/3940] lr: 4.247e-03, eta: 19:48:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.6672, loss: 2.6672 +2025-06-21 09:55:34,723 - pyskl - INFO - Epoch [110][1800/3940] lr: 4.242e-03, eta: 19:47:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.5763, loss: 2.5763 +2025-06-21 09:56:19,012 - pyskl - INFO - Epoch [110][1900/3940] lr: 4.237e-03, eta: 19:46:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 2.6436, loss: 2.6436 +2025-06-21 09:57:03,283 - pyskl - INFO - Epoch [110][2000/3940] lr: 4.232e-03, eta: 19:46:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.6005, loss: 2.6005 +2025-06-21 09:57:47,532 - pyskl - INFO - Epoch [110][2100/3940] lr: 4.227e-03, eta: 19:45:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.6926, loss: 2.6926 +2025-06-21 09:58:31,827 - pyskl - INFO - Epoch [110][2200/3940] lr: 4.222e-03, eta: 19:44:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9812, loss_cls: 2.6997, loss: 2.6997 +2025-06-21 09:59:16,089 - pyskl - INFO - Epoch [110][2300/3940] lr: 4.217e-03, eta: 19:43:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.8052, loss: 2.8052 +2025-06-21 10:00:00,306 - pyskl - INFO - Epoch [110][2400/3940] lr: 4.212e-03, eta: 19:43:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.7029, loss: 2.7029 +2025-06-21 10:00:44,502 - pyskl - INFO - Epoch [110][2500/3940] lr: 4.207e-03, eta: 19:42:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9800, loss_cls: 2.6649, loss: 2.6649 +2025-06-21 10:01:28,750 - pyskl - INFO - Epoch [110][2600/3940] lr: 4.202e-03, eta: 19:41:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.6970, loss: 2.6970 +2025-06-21 10:02:13,624 - pyskl - INFO - Epoch [110][2700/3940] lr: 4.197e-03, eta: 19:40:59, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 2.6406, loss: 2.6406 +2025-06-21 10:02:58,366 - pyskl - INFO - Epoch [110][2800/3940] lr: 4.192e-03, eta: 19:40:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9819, loss_cls: 2.7353, loss: 2.7353 +2025-06-21 10:03:42,945 - pyskl - INFO - Epoch [110][2900/3940] lr: 4.187e-03, eta: 19:39:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.5384, loss: 2.5384 +2025-06-21 10:04:27,382 - pyskl - INFO - Epoch [110][3000/3940] lr: 4.182e-03, eta: 19:38:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9838, loss_cls: 2.7398, loss: 2.7398 +2025-06-21 10:05:11,923 - pyskl - INFO - Epoch [110][3100/3940] lr: 4.177e-03, eta: 19:38:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 2.6954, loss: 2.6954 +2025-06-21 10:05:56,343 - pyskl - INFO - Epoch [110][3200/3940] lr: 4.173e-03, eta: 19:37:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.5326, loss: 2.5326 +2025-06-21 10:06:40,771 - pyskl - INFO - Epoch [110][3300/3940] lr: 4.168e-03, eta: 19:36:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.5835, loss: 2.5835 +2025-06-21 10:07:25,078 - pyskl - INFO - Epoch [110][3400/3940] lr: 4.163e-03, eta: 19:35:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9875, loss_cls: 2.6211, loss: 2.6211 +2025-06-21 10:08:09,327 - pyskl - INFO - Epoch [110][3500/3940] lr: 4.158e-03, eta: 19:35:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9838, loss_cls: 2.7445, loss: 2.7445 +2025-06-21 10:08:53,686 - pyskl - INFO - Epoch [110][3600/3940] lr: 4.153e-03, eta: 19:34:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.6683, loss: 2.6683 +2025-06-21 10:09:38,191 - pyskl - INFO - Epoch [110][3700/3940] lr: 4.148e-03, eta: 19:33:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.5905, loss: 2.5905 +2025-06-21 10:10:22,564 - pyskl - INFO - Epoch [110][3800/3940] lr: 4.143e-03, eta: 19:32:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.6515, loss: 2.6515 +2025-06-21 10:11:06,856 - pyskl - INFO - Epoch [110][3900/3940] lr: 4.138e-03, eta: 19:32:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.6797, loss: 2.6797 +2025-06-21 10:11:24,900 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-06-21 10:29:46,065 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 10:29:46,526 - pyskl - INFO - +top1_acc 0.8029 +top5_acc 0.9595 +2025-06-21 10:29:46,544 - pyskl - INFO - Epoch(val) [110][3183] top1_acc: 0.8029, top5_acc: 0.9595 +2025-06-21 10:30:54,089 - pyskl - INFO - Epoch [111][100/3940] lr: 4.131e-03, eta: 19:31:02, time: 0.675, data_time: 0.232, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9888, loss_cls: 2.6273, loss: 2.6273 +2025-06-21 10:31:38,462 - pyskl - INFO - Epoch [111][200/3940] lr: 4.126e-03, eta: 19:30:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.5575, loss: 2.5575 +2025-06-21 10:32:22,803 - pyskl - INFO - Epoch [111][300/3940] lr: 4.121e-03, eta: 19:29:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.5994, loss: 2.5994 +2025-06-21 10:33:07,100 - pyskl - INFO - Epoch [111][400/3940] lr: 4.116e-03, eta: 19:28:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9869, loss_cls: 2.6333, loss: 2.6333 +2025-06-21 10:33:51,461 - pyskl - INFO - Epoch [111][500/3940] lr: 4.111e-03, eta: 19:28:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9850, loss_cls: 2.5643, loss: 2.5643 +2025-06-21 10:34:35,955 - pyskl - INFO - Epoch [111][600/3940] lr: 4.106e-03, eta: 19:27:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9850, loss_cls: 2.5649, loss: 2.5649 +2025-06-21 10:35:20,413 - pyskl - INFO - Epoch [111][700/3940] lr: 4.101e-03, eta: 19:26:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.5577, loss: 2.5577 +2025-06-21 10:36:04,870 - pyskl - INFO - Epoch [111][800/3940] lr: 4.096e-03, eta: 19:25:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.5303, loss: 2.5303 +2025-06-21 10:36:49,354 - pyskl - INFO - Epoch [111][900/3940] lr: 4.092e-03, eta: 19:25:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.6346, loss: 2.6346 +2025-06-21 10:37:33,739 - pyskl - INFO - Epoch [111][1000/3940] lr: 4.087e-03, eta: 19:24:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 2.6329, loss: 2.6329 +2025-06-21 10:38:18,147 - pyskl - INFO - Epoch [111][1100/3940] lr: 4.082e-03, eta: 19:23:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9812, loss_cls: 2.6450, loss: 2.6450 +2025-06-21 10:39:02,542 - pyskl - INFO - Epoch [111][1200/3940] lr: 4.077e-03, eta: 19:22:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.4995, loss: 2.4995 +2025-06-21 10:39:47,009 - pyskl - INFO - Epoch [111][1300/3940] lr: 4.072e-03, eta: 19:22:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.5002, loss: 2.5002 +2025-06-21 10:40:31,773 - pyskl - INFO - Epoch [111][1400/3940] lr: 4.067e-03, eta: 19:21:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 2.4960, loss: 2.4960 +2025-06-21 10:41:16,516 - pyskl - INFO - Epoch [111][1500/3940] lr: 4.062e-03, eta: 19:20:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.7609, loss: 2.7609 +2025-06-21 10:42:01,165 - pyskl - INFO - Epoch [111][1600/3940] lr: 4.057e-03, eta: 19:19:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.6441, loss: 2.6441 +2025-06-21 10:42:45,478 - pyskl - INFO - Epoch [111][1700/3940] lr: 4.052e-03, eta: 19:19:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9862, loss_cls: 2.6227, loss: 2.6227 +2025-06-21 10:43:29,714 - pyskl - INFO - Epoch [111][1800/3940] lr: 4.047e-03, eta: 19:18:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9838, loss_cls: 2.6439, loss: 2.6439 +2025-06-21 10:44:14,023 - pyskl - INFO - Epoch [111][1900/3940] lr: 4.043e-03, eta: 19:17:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.6189, loss: 2.6189 +2025-06-21 10:44:58,375 - pyskl - INFO - Epoch [111][2000/3940] lr: 4.038e-03, eta: 19:16:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.6787, loss: 2.6787 +2025-06-21 10:45:42,709 - pyskl - INFO - Epoch [111][2100/3940] lr: 4.033e-03, eta: 19:16:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.6812, loss: 2.6812 +2025-06-21 10:46:27,010 - pyskl - INFO - Epoch [111][2200/3940] lr: 4.028e-03, eta: 19:15:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9869, loss_cls: 2.5431, loss: 2.5431 +2025-06-21 10:47:11,452 - pyskl - INFO - Epoch [111][2300/3940] lr: 4.023e-03, eta: 19:14:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9862, loss_cls: 2.6344, loss: 2.6344 +2025-06-21 10:47:55,871 - pyskl - INFO - Epoch [111][2400/3940] lr: 4.018e-03, eta: 19:13:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9819, loss_cls: 2.7061, loss: 2.7061 +2025-06-21 10:48:40,264 - pyskl - INFO - Epoch [111][2500/3940] lr: 4.013e-03, eta: 19:13:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9812, loss_cls: 2.6887, loss: 2.6887 +2025-06-21 10:49:24,590 - pyskl - INFO - Epoch [111][2600/3940] lr: 4.008e-03, eta: 19:12:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 2.5815, loss: 2.5815 +2025-06-21 10:50:08,978 - pyskl - INFO - Epoch [111][2700/3940] lr: 4.003e-03, eta: 19:11:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.6647, loss: 2.6647 +2025-06-21 10:50:53,321 - pyskl - INFO - Epoch [111][2800/3940] lr: 3.999e-03, eta: 19:10:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 2.7139, loss: 2.7139 +2025-06-21 10:51:37,661 - pyskl - INFO - Epoch [111][2900/3940] lr: 3.994e-03, eta: 19:10:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.6344, loss: 2.6344 +2025-06-21 10:52:22,009 - pyskl - INFO - Epoch [111][3000/3940] lr: 3.989e-03, eta: 19:09:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.6790, loss: 2.6790 +2025-06-21 10:53:06,236 - pyskl - INFO - Epoch [111][3100/3940] lr: 3.984e-03, eta: 19:08:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 2.6201, loss: 2.6201 +2025-06-21 10:53:50,456 - pyskl - INFO - Epoch [111][3200/3940] lr: 3.979e-03, eta: 19:07:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.5983, loss: 2.5983 +2025-06-21 10:54:34,837 - pyskl - INFO - Epoch [111][3300/3940] lr: 3.974e-03, eta: 19:07:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.6000, loss: 2.6000 +2025-06-21 10:55:19,166 - pyskl - INFO - Epoch [111][3400/3940] lr: 3.969e-03, eta: 19:06:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9844, loss_cls: 2.6731, loss: 2.6731 +2025-06-21 10:56:03,373 - pyskl - INFO - Epoch [111][3500/3940] lr: 3.965e-03, eta: 19:05:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 2.7007, loss: 2.7007 +2025-06-21 10:56:47,665 - pyskl - INFO - Epoch [111][3600/3940] lr: 3.960e-03, eta: 19:04:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 2.7023, loss: 2.7023 +2025-06-21 10:57:32,065 - pyskl - INFO - Epoch [111][3700/3940] lr: 3.955e-03, eta: 19:04:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 2.5796, loss: 2.5796 +2025-06-21 10:58:16,430 - pyskl - INFO - Epoch [111][3800/3940] lr: 3.950e-03, eta: 19:03:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.7117, loss: 2.7117 +2025-06-21 10:59:00,577 - pyskl - INFO - Epoch [111][3900/3940] lr: 3.945e-03, eta: 19:02:44, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.7138, loss: 2.7138 +2025-06-21 10:59:18,531 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-06-21 11:02:43,190 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 11:02:43,651 - pyskl - INFO - +top1_acc 0.8040 +top5_acc 0.9635 +2025-06-21 11:02:43,667 - pyskl - INFO - Epoch(val) [111][3183] top1_acc: 0.8040, top5_acc: 0.9635 +2025-06-21 11:03:51,693 - pyskl - INFO - Epoch [112][100/3940] lr: 3.938e-03, eta: 19:01:43, time: 0.680, data_time: 0.236, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 2.6634, loss: 2.6634 +2025-06-21 11:04:35,956 - pyskl - INFO - Epoch [112][200/3940] lr: 3.934e-03, eta: 19:00:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9862, loss_cls: 2.5432, loss: 2.5432 +2025-06-21 11:05:20,033 - pyskl - INFO - Epoch [112][300/3940] lr: 3.929e-03, eta: 19:00:14, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 2.4548, loss: 2.4548 +2025-06-21 11:06:04,077 - pyskl - INFO - Epoch [112][400/3940] lr: 3.924e-03, eta: 18:59:29, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.5314, loss: 2.5314 +2025-06-21 11:06:48,144 - pyskl - INFO - Epoch [112][500/3940] lr: 3.919e-03, eta: 18:58:44, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.5756, loss: 2.5756 +2025-06-21 11:07:32,313 - pyskl - INFO - Epoch [112][600/3940] lr: 3.914e-03, eta: 18:57:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 2.4792, loss: 2.4792 +2025-06-21 11:08:16,496 - pyskl - INFO - Epoch [112][700/3940] lr: 3.909e-03, eta: 18:57:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.5910, loss: 2.5910 +2025-06-21 11:09:00,893 - pyskl - INFO - Epoch [112][800/3940] lr: 3.905e-03, eta: 18:56:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.6539, loss: 2.6539 +2025-06-21 11:09:45,111 - pyskl - INFO - Epoch [112][900/3940] lr: 3.900e-03, eta: 18:55:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.4665, loss: 2.4665 +2025-06-21 11:10:29,395 - pyskl - INFO - Epoch [112][1000/3940] lr: 3.895e-03, eta: 18:55:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 2.5186, loss: 2.5186 +2025-06-21 11:11:13,648 - pyskl - INFO - Epoch [112][1100/3940] lr: 3.890e-03, eta: 18:54:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.5983, loss: 2.5983 +2025-06-21 11:11:57,737 - pyskl - INFO - Epoch [112][1200/3940] lr: 3.885e-03, eta: 18:53:31, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9838, loss_cls: 2.6621, loss: 2.6621 +2025-06-21 11:12:41,907 - pyskl - INFO - Epoch [112][1300/3940] lr: 3.880e-03, eta: 18:52:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 2.6160, loss: 2.6160 +2025-06-21 11:13:26,149 - pyskl - INFO - Epoch [112][1400/3940] lr: 3.876e-03, eta: 18:52:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9862, loss_cls: 2.5466, loss: 2.5466 +2025-06-21 11:14:10,513 - pyskl - INFO - Epoch [112][1500/3940] lr: 3.871e-03, eta: 18:51:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.6131, loss: 2.6131 +2025-06-21 11:14:54,537 - pyskl - INFO - Epoch [112][1600/3940] lr: 3.866e-03, eta: 18:50:32, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 2.5269, loss: 2.5269 +2025-06-21 11:15:38,660 - pyskl - INFO - Epoch [112][1700/3940] lr: 3.861e-03, eta: 18:49:47, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9881, loss_cls: 2.5715, loss: 2.5715 +2025-06-21 11:16:22,872 - pyskl - INFO - Epoch [112][1800/3940] lr: 3.856e-03, eta: 18:49:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9862, loss_cls: 2.5609, loss: 2.5609 +2025-06-21 11:17:07,141 - pyskl - INFO - Epoch [112][1900/3940] lr: 3.852e-03, eta: 18:48:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9844, loss_cls: 2.5789, loss: 2.5789 +2025-06-21 11:17:51,348 - pyskl - INFO - Epoch [112][2000/3940] lr: 3.847e-03, eta: 18:47:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.5674, loss: 2.5674 +2025-06-21 11:18:35,629 - pyskl - INFO - Epoch [112][2100/3940] lr: 3.842e-03, eta: 18:46:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.5634, loss: 2.5634 +2025-06-21 11:19:19,973 - pyskl - INFO - Epoch [112][2200/3940] lr: 3.837e-03, eta: 18:46:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.6533, loss: 2.6533 +2025-06-21 11:20:04,328 - pyskl - INFO - Epoch [112][2300/3940] lr: 3.832e-03, eta: 18:45:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9962, loss_cls: 2.5937, loss: 2.5937 +2025-06-21 11:20:48,594 - pyskl - INFO - Epoch [112][2400/3940] lr: 3.828e-03, eta: 18:44:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.5230, loss: 2.5230 +2025-06-21 11:21:32,877 - pyskl - INFO - Epoch [112][2500/3940] lr: 3.823e-03, eta: 18:43:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.5870, loss: 2.5870 +2025-06-21 11:22:17,149 - pyskl - INFO - Epoch [112][2600/3940] lr: 3.818e-03, eta: 18:43:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 2.5045, loss: 2.5045 +2025-06-21 11:23:01,382 - pyskl - INFO - Epoch [112][2700/3940] lr: 3.813e-03, eta: 18:42:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 2.6212, loss: 2.6212 +2025-06-21 11:23:45,704 - pyskl - INFO - Epoch [112][2800/3940] lr: 3.809e-03, eta: 18:41:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.6442, loss: 2.6442 +2025-06-21 11:24:29,970 - pyskl - INFO - Epoch [112][2900/3940] lr: 3.804e-03, eta: 18:40:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.5581, loss: 2.5581 +2025-06-21 11:25:14,188 - pyskl - INFO - Epoch [112][3000/3940] lr: 3.799e-03, eta: 18:40:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 2.5029, loss: 2.5029 +2025-06-21 11:25:58,457 - pyskl - INFO - Epoch [112][3100/3940] lr: 3.794e-03, eta: 18:39:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 2.7900, loss: 2.7900 +2025-06-21 11:26:42,735 - pyskl - INFO - Epoch [112][3200/3940] lr: 3.789e-03, eta: 18:38:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9862, loss_cls: 2.6809, loss: 2.6809 +2025-06-21 11:27:27,019 - pyskl - INFO - Epoch [112][3300/3940] lr: 3.785e-03, eta: 18:37:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.6879, loss: 2.6879 +2025-06-21 11:28:11,370 - pyskl - INFO - Epoch [112][3400/3940] lr: 3.780e-03, eta: 18:37:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9869, loss_cls: 2.5599, loss: 2.5599 +2025-06-21 11:28:55,780 - pyskl - INFO - Epoch [112][3500/3940] lr: 3.775e-03, eta: 18:36:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9838, loss_cls: 2.6400, loss: 2.6400 +2025-06-21 11:29:40,048 - pyskl - INFO - Epoch [112][3600/3940] lr: 3.770e-03, eta: 18:35:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 2.6721, loss: 2.6721 +2025-06-21 11:30:24,317 - pyskl - INFO - Epoch [112][3700/3940] lr: 3.766e-03, eta: 18:34:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9856, loss_cls: 2.6945, loss: 2.6945 +2025-06-21 11:31:08,680 - pyskl - INFO - Epoch [112][3800/3940] lr: 3.761e-03, eta: 18:34:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.5588, loss: 2.5588 +2025-06-21 11:31:52,917 - pyskl - INFO - Epoch [112][3900/3940] lr: 3.756e-03, eta: 18:33:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 2.5906, loss: 2.5906 +2025-06-21 11:32:10,935 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-06-21 11:35:35,736 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 11:35:36,203 - pyskl - INFO - +top1_acc 0.8105 +top5_acc 0.9603 +2025-06-21 11:35:36,222 - pyskl - INFO - Epoch(val) [112][3183] top1_acc: 0.8105, top5_acc: 0.9603 +2025-06-21 11:36:43,574 - pyskl - INFO - Epoch [113][100/3940] lr: 3.750e-03, eta: 18:32:22, time: 0.673, data_time: 0.231, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9894, loss_cls: 2.5369, loss: 2.5369 +2025-06-21 11:37:27,929 - pyskl - INFO - Epoch [113][200/3940] lr: 3.745e-03, eta: 18:31:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9869, loss_cls: 2.4800, loss: 2.4800 +2025-06-21 11:38:12,293 - pyskl - INFO - Epoch [113][300/3940] lr: 3.740e-03, eta: 18:30:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.5245, loss: 2.5245 +2025-06-21 11:38:56,649 - pyskl - INFO - Epoch [113][400/3940] lr: 3.735e-03, eta: 18:30:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9875, loss_cls: 2.6366, loss: 2.6366 +2025-06-21 11:39:41,108 - pyskl - INFO - Epoch [113][500/3940] lr: 3.731e-03, eta: 18:29:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9888, loss_cls: 2.5346, loss: 2.5346 +2025-06-21 11:40:25,728 - pyskl - INFO - Epoch [113][600/3940] lr: 3.726e-03, eta: 18:28:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.5129, loss: 2.5129 +2025-06-21 11:41:10,361 - pyskl - INFO - Epoch [113][700/3940] lr: 3.721e-03, eta: 18:27:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.4547, loss: 2.4547 +2025-06-21 11:41:54,897 - pyskl - INFO - Epoch [113][800/3940] lr: 3.716e-03, eta: 18:27:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.4976, loss: 2.4976 +2025-06-21 11:42:39,461 - pyskl - INFO - Epoch [113][900/3940] lr: 3.712e-03, eta: 18:26:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 2.5067, loss: 2.5067 +2025-06-21 11:43:23,994 - pyskl - INFO - Epoch [113][1000/3940] lr: 3.707e-03, eta: 18:25:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.5403, loss: 2.5403 +2025-06-21 11:44:08,419 - pyskl - INFO - Epoch [113][1100/3940] lr: 3.702e-03, eta: 18:24:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9869, loss_cls: 2.7034, loss: 2.7034 +2025-06-21 11:44:52,831 - pyskl - INFO - Epoch [113][1200/3940] lr: 3.697e-03, eta: 18:24:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9856, loss_cls: 2.5726, loss: 2.5726 +2025-06-21 11:45:37,308 - pyskl - INFO - Epoch [113][1300/3940] lr: 3.693e-03, eta: 18:23:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.4350, loss: 2.4350 +2025-06-21 11:46:21,802 - pyskl - INFO - Epoch [113][1400/3940] lr: 3.688e-03, eta: 18:22:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 2.3932, loss: 2.3932 +2025-06-21 11:47:06,243 - pyskl - INFO - Epoch [113][1500/3940] lr: 3.683e-03, eta: 18:21:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.4649, loss: 2.4649 +2025-06-21 11:47:50,648 - pyskl - INFO - Epoch [113][1600/3940] lr: 3.679e-03, eta: 18:21:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9838, loss_cls: 2.5612, loss: 2.5612 +2025-06-21 11:48:35,133 - pyskl - INFO - Epoch [113][1700/3940] lr: 3.674e-03, eta: 18:20:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9875, loss_cls: 2.6197, loss: 2.6197 +2025-06-21 11:49:19,673 - pyskl - INFO - Epoch [113][1800/3940] lr: 3.669e-03, eta: 18:19:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.6214, loss: 2.6214 +2025-06-21 11:50:04,190 - pyskl - INFO - Epoch [113][1900/3940] lr: 3.665e-03, eta: 18:18:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.6867, loss: 2.6867 +2025-06-21 11:50:48,693 - pyskl - INFO - Epoch [113][2000/3940] lr: 3.660e-03, eta: 18:18:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.5489, loss: 2.5489 +2025-06-21 11:51:33,193 - pyskl - INFO - Epoch [113][2100/3940] lr: 3.655e-03, eta: 18:17:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.6162, loss: 2.6162 +2025-06-21 11:52:17,704 - pyskl - INFO - Epoch [113][2200/3940] lr: 3.650e-03, eta: 18:16:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 2.5042, loss: 2.5042 +2025-06-21 11:53:02,169 - pyskl - INFO - Epoch [113][2300/3940] lr: 3.646e-03, eta: 18:16:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.6025, loss: 2.6025 +2025-06-21 11:53:46,463 - pyskl - INFO - Epoch [113][2400/3940] lr: 3.641e-03, eta: 18:15:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.5424, loss: 2.5424 +2025-06-21 11:54:30,863 - pyskl - INFO - Epoch [113][2500/3940] lr: 3.636e-03, eta: 18:14:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 2.6038, loss: 2.6038 +2025-06-21 11:55:15,284 - pyskl - INFO - Epoch [113][2600/3940] lr: 3.632e-03, eta: 18:13:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 2.5918, loss: 2.5918 +2025-06-21 11:55:59,722 - pyskl - INFO - Epoch [113][2700/3940] lr: 3.627e-03, eta: 18:13:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 2.5626, loss: 2.5626 +2025-06-21 11:56:44,101 - pyskl - INFO - Epoch [113][2800/3940] lr: 3.622e-03, eta: 18:12:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.4824, loss: 2.4824 +2025-06-21 11:57:28,497 - pyskl - INFO - Epoch [113][2900/3940] lr: 3.618e-03, eta: 18:11:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9838, loss_cls: 2.6024, loss: 2.6024 +2025-06-21 11:58:12,903 - pyskl - INFO - Epoch [113][3000/3940] lr: 3.613e-03, eta: 18:10:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 2.5766, loss: 2.5766 +2025-06-21 11:58:57,412 - pyskl - INFO - Epoch [113][3100/3940] lr: 3.608e-03, eta: 18:10:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9869, loss_cls: 2.6241, loss: 2.6241 +2025-06-21 11:59:41,974 - pyskl - INFO - Epoch [113][3200/3940] lr: 3.604e-03, eta: 18:09:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.5103, loss: 2.5103 +2025-06-21 12:00:26,594 - pyskl - INFO - Epoch [113][3300/3940] lr: 3.599e-03, eta: 18:08:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.4945, loss: 2.4945 +2025-06-21 12:01:11,101 - pyskl - INFO - Epoch [113][3400/3940] lr: 3.594e-03, eta: 18:07:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.4951, loss: 2.4951 +2025-06-21 12:01:55,668 - pyskl - INFO - Epoch [113][3500/3940] lr: 3.590e-03, eta: 18:07:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.6425, loss: 2.6425 +2025-06-21 12:02:40,067 - pyskl - INFO - Epoch [113][3600/3940] lr: 3.585e-03, eta: 18:06:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 2.5313, loss: 2.5313 +2025-06-21 12:03:24,414 - pyskl - INFO - Epoch [113][3700/3940] lr: 3.580e-03, eta: 18:05:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9862, loss_cls: 2.5612, loss: 2.5612 +2025-06-21 12:04:08,917 - pyskl - INFO - Epoch [113][3800/3940] lr: 3.576e-03, eta: 18:04:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9875, loss_cls: 2.5523, loss: 2.5523 +2025-06-21 12:04:53,434 - pyskl - INFO - Epoch [113][3900/3940] lr: 3.571e-03, eta: 18:04:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 2.6103, loss: 2.6103 +2025-06-21 12:05:11,588 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-06-21 12:08:36,622 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 12:08:37,088 - pyskl - INFO - +top1_acc 0.8170 +top5_acc 0.9660 +2025-06-21 12:08:37,144 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_106.pth was removed +2025-06-21 12:08:38,211 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2025-06-21 12:08:38,212 - pyskl - INFO - Best top1_acc is 0.8170 at 113 epoch. +2025-06-21 12:08:38,232 - pyskl - INFO - Epoch(val) [113][3183] top1_acc: 0.8170, top5_acc: 0.9660 +2025-06-21 12:09:46,153 - pyskl - INFO - Epoch [114][100/3940] lr: 3.564e-03, eta: 18:03:05, time: 0.679, data_time: 0.236, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.5083, loss: 2.5083 +2025-06-21 12:10:30,554 - pyskl - INFO - Epoch [114][200/3940] lr: 3.560e-03, eta: 18:02:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 2.5245, loss: 2.5245 +2025-06-21 12:11:14,890 - pyskl - INFO - Epoch [114][300/3940] lr: 3.555e-03, eta: 18:01:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.5387, loss: 2.5387 +2025-06-21 12:11:59,444 - pyskl - INFO - Epoch [114][400/3940] lr: 3.551e-03, eta: 18:00:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 2.5247, loss: 2.5247 +2025-06-21 12:12:44,141 - pyskl - INFO - Epoch [114][500/3940] lr: 3.546e-03, eta: 18:00:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.4712, loss: 2.4712 +2025-06-21 12:13:28,802 - pyskl - INFO - Epoch [114][600/3940] lr: 3.541e-03, eta: 17:59:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 2.5215, loss: 2.5215 +2025-06-21 12:14:13,221 - pyskl - INFO - Epoch [114][700/3940] lr: 3.537e-03, eta: 17:58:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9869, loss_cls: 2.5517, loss: 2.5517 +2025-06-21 12:14:57,694 - pyskl - INFO - Epoch [114][800/3940] lr: 3.532e-03, eta: 17:57:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.5033, loss: 2.5033 +2025-06-21 12:15:42,271 - pyskl - INFO - Epoch [114][900/3940] lr: 3.527e-03, eta: 17:57:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9856, loss_cls: 2.6707, loss: 2.6707 +2025-06-21 12:16:26,723 - pyskl - INFO - Epoch [114][1000/3940] lr: 3.523e-03, eta: 17:56:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.4677, loss: 2.4677 +2025-06-21 12:17:10,949 - pyskl - INFO - Epoch [114][1100/3940] lr: 3.518e-03, eta: 17:55:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9850, loss_cls: 2.5934, loss: 2.5934 +2025-06-21 12:17:55,291 - pyskl - INFO - Epoch [114][1200/3940] lr: 3.514e-03, eta: 17:54:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.4837, loss: 2.4837 +2025-06-21 12:18:39,501 - pyskl - INFO - Epoch [114][1300/3940] lr: 3.509e-03, eta: 17:54:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9900, loss_cls: 2.4152, loss: 2.4152 +2025-06-21 12:19:23,830 - pyskl - INFO - Epoch [114][1400/3940] lr: 3.504e-03, eta: 17:53:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 2.4945, loss: 2.4945 +2025-06-21 12:20:08,302 - pyskl - INFO - Epoch [114][1500/3940] lr: 3.500e-03, eta: 17:52:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 2.5069, loss: 2.5069 +2025-06-21 12:20:53,103 - pyskl - INFO - Epoch [114][1600/3940] lr: 3.495e-03, eta: 17:51:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9844, loss_cls: 2.6243, loss: 2.6243 +2025-06-21 12:21:37,366 - pyskl - INFO - Epoch [114][1700/3940] lr: 3.490e-03, eta: 17:51:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.5216, loss: 2.5216 +2025-06-21 12:22:21,565 - pyskl - INFO - Epoch [114][1800/3940] lr: 3.486e-03, eta: 17:50:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9862, loss_cls: 2.4786, loss: 2.4786 +2025-06-21 12:23:05,739 - pyskl - INFO - Epoch [114][1900/3940] lr: 3.481e-03, eta: 17:49:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 2.5680, loss: 2.5680 +2025-06-21 12:23:49,967 - pyskl - INFO - Epoch [114][2000/3940] lr: 3.477e-03, eta: 17:48:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 2.4578, loss: 2.4578 +2025-06-21 12:24:34,300 - pyskl - INFO - Epoch [114][2100/3940] lr: 3.472e-03, eta: 17:48:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.4557, loss: 2.4557 +2025-06-21 12:25:18,465 - pyskl - INFO - Epoch [114][2200/3940] lr: 3.467e-03, eta: 17:47:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.5354, loss: 2.5354 +2025-06-21 12:26:02,707 - pyskl - INFO - Epoch [114][2300/3940] lr: 3.463e-03, eta: 17:46:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9881, loss_cls: 2.5281, loss: 2.5281 +2025-06-21 12:26:46,994 - pyskl - INFO - Epoch [114][2400/3940] lr: 3.458e-03, eta: 17:45:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.4625, loss: 2.4625 +2025-06-21 12:27:31,185 - pyskl - INFO - Epoch [114][2500/3940] lr: 3.454e-03, eta: 17:45:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.5313, loss: 2.5313 +2025-06-21 12:28:15,376 - pyskl - INFO - Epoch [114][2600/3940] lr: 3.449e-03, eta: 17:44:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.4866, loss: 2.4866 +2025-06-21 12:28:59,664 - pyskl - INFO - Epoch [114][2700/3940] lr: 3.445e-03, eta: 17:43:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9956, loss_cls: 2.4263, loss: 2.4263 +2025-06-21 12:29:43,933 - pyskl - INFO - Epoch [114][2800/3940] lr: 3.440e-03, eta: 17:42:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9875, loss_cls: 2.5694, loss: 2.5694 +2025-06-21 12:30:28,225 - pyskl - INFO - Epoch [114][2900/3940] lr: 3.435e-03, eta: 17:42:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 2.4683, loss: 2.4683 +2025-06-21 12:31:12,481 - pyskl - INFO - Epoch [114][3000/3940] lr: 3.431e-03, eta: 17:41:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.5485, loss: 2.5485 +2025-06-21 12:31:56,929 - pyskl - INFO - Epoch [114][3100/3940] lr: 3.426e-03, eta: 17:40:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.5808, loss: 2.5808 +2025-06-21 12:32:41,134 - pyskl - INFO - Epoch [114][3200/3940] lr: 3.422e-03, eta: 17:40:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9856, loss_cls: 2.5969, loss: 2.5969 +2025-06-21 12:33:25,275 - pyskl - INFO - Epoch [114][3300/3940] lr: 3.417e-03, eta: 17:39:15, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.5470, loss: 2.5470 +2025-06-21 12:34:09,527 - pyskl - INFO - Epoch [114][3400/3940] lr: 3.413e-03, eta: 17:38:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.5217, loss: 2.5217 +2025-06-21 12:34:53,955 - pyskl - INFO - Epoch [114][3500/3940] lr: 3.408e-03, eta: 17:37:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 2.5346, loss: 2.5346 +2025-06-21 12:35:38,390 - pyskl - INFO - Epoch [114][3600/3940] lr: 3.403e-03, eta: 17:37:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.6530, loss: 2.6530 +2025-06-21 12:36:22,765 - pyskl - INFO - Epoch [114][3700/3940] lr: 3.399e-03, eta: 17:36:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9856, loss_cls: 2.5999, loss: 2.5999 +2025-06-21 12:37:07,141 - pyskl - INFO - Epoch [114][3800/3940] lr: 3.394e-03, eta: 17:35:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9856, loss_cls: 2.5431, loss: 2.5431 +2025-06-21 12:37:51,643 - pyskl - INFO - Epoch [114][3900/3940] lr: 3.390e-03, eta: 17:34:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 2.5621, loss: 2.5621 +2025-06-21 12:38:09,728 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-06-21 12:41:34,255 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 12:41:34,716 - pyskl - INFO - +top1_acc 0.8081 +top5_acc 0.9638 +2025-06-21 12:41:34,733 - pyskl - INFO - Epoch(val) [114][3183] top1_acc: 0.8081, top5_acc: 0.9638 +2025-06-21 12:42:42,459 - pyskl - INFO - Epoch [115][100/3940] lr: 3.383e-03, eta: 17:33:46, time: 0.677, data_time: 0.234, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.4146, loss: 2.4146 +2025-06-21 12:43:26,779 - pyskl - INFO - Epoch [115][200/3940] lr: 3.379e-03, eta: 17:33:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.4498, loss: 2.4498 +2025-06-21 12:44:11,122 - pyskl - INFO - Epoch [115][300/3940] lr: 3.374e-03, eta: 17:32:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.4411, loss: 2.4411 +2025-06-21 12:44:55,786 - pyskl - INFO - Epoch [115][400/3940] lr: 3.370e-03, eta: 17:31:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 2.3068, loss: 2.3068 +2025-06-21 12:45:40,411 - pyskl - INFO - Epoch [115][500/3940] lr: 3.365e-03, eta: 17:30:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.4400, loss: 2.4400 +2025-06-21 12:46:24,838 - pyskl - INFO - Epoch [115][600/3940] lr: 3.361e-03, eta: 17:30:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.4811, loss: 2.4811 +2025-06-21 12:47:09,417 - pyskl - INFO - Epoch [115][700/3940] lr: 3.356e-03, eta: 17:29:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.4061, loss: 2.4061 +2025-06-21 12:47:53,836 - pyskl - INFO - Epoch [115][800/3940] lr: 3.352e-03, eta: 17:28:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9912, loss_cls: 2.4653, loss: 2.4653 +2025-06-21 12:48:38,297 - pyskl - INFO - Epoch [115][900/3940] lr: 3.347e-03, eta: 17:27:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.5896, loss: 2.5896 +2025-06-21 12:49:22,755 - pyskl - INFO - Epoch [115][1000/3940] lr: 3.343e-03, eta: 17:27:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9881, loss_cls: 2.5232, loss: 2.5232 +2025-06-21 12:50:07,186 - pyskl - INFO - Epoch [115][1100/3940] lr: 3.338e-03, eta: 17:26:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9888, loss_cls: 2.4269, loss: 2.4269 +2025-06-21 12:50:51,663 - pyskl - INFO - Epoch [115][1200/3940] lr: 3.334e-03, eta: 17:25:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9881, loss_cls: 2.4844, loss: 2.4844 +2025-06-21 12:51:36,113 - pyskl - INFO - Epoch [115][1300/3940] lr: 3.329e-03, eta: 17:24:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 2.4881, loss: 2.4881 +2025-06-21 12:52:20,509 - pyskl - INFO - Epoch [115][1400/3940] lr: 3.325e-03, eta: 17:24:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 2.4646, loss: 2.4646 +2025-06-21 12:53:04,905 - pyskl - INFO - Epoch [115][1500/3940] lr: 3.320e-03, eta: 17:23:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.3488, loss: 2.3488 +2025-06-21 12:53:49,344 - pyskl - INFO - Epoch [115][1600/3940] lr: 3.315e-03, eta: 17:22:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9850, loss_cls: 2.5088, loss: 2.5088 +2025-06-21 12:54:33,727 - pyskl - INFO - Epoch [115][1700/3940] lr: 3.311e-03, eta: 17:21:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 2.4527, loss: 2.4527 +2025-06-21 12:55:18,075 - pyskl - INFO - Epoch [115][1800/3940] lr: 3.306e-03, eta: 17:21:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 2.4230, loss: 2.4230 +2025-06-21 12:56:02,422 - pyskl - INFO - Epoch [115][1900/3940] lr: 3.302e-03, eta: 17:20:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.4361, loss: 2.4361 +2025-06-21 12:56:46,760 - pyskl - INFO - Epoch [115][2000/3940] lr: 3.297e-03, eta: 17:19:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.3729, loss: 2.3729 +2025-06-21 12:57:31,205 - pyskl - INFO - Epoch [115][2100/3940] lr: 3.293e-03, eta: 17:18:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 2.5313, loss: 2.5313 +2025-06-21 12:58:15,572 - pyskl - INFO - Epoch [115][2200/3940] lr: 3.288e-03, eta: 17:18:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.4831, loss: 2.4831 +2025-06-21 12:59:00,066 - pyskl - INFO - Epoch [115][2300/3940] lr: 3.284e-03, eta: 17:17:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.3775, loss: 2.3775 +2025-06-21 12:59:44,513 - pyskl - INFO - Epoch [115][2400/3940] lr: 3.280e-03, eta: 17:16:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.5607, loss: 2.5607 +2025-06-21 13:00:28,929 - pyskl - INFO - Epoch [115][2500/3940] lr: 3.275e-03, eta: 17:15:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 2.4915, loss: 2.4915 +2025-06-21 13:01:13,266 - pyskl - INFO - Epoch [115][2600/3940] lr: 3.271e-03, eta: 17:15:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 2.4495, loss: 2.4495 +2025-06-21 13:01:57,663 - pyskl - INFO - Epoch [115][2700/3940] lr: 3.266e-03, eta: 17:14:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9856, loss_cls: 2.4175, loss: 2.4175 +2025-06-21 13:02:42,036 - pyskl - INFO - Epoch [115][2800/3940] lr: 3.262e-03, eta: 17:13:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9869, loss_cls: 2.5480, loss: 2.5480 +2025-06-21 13:03:26,553 - pyskl - INFO - Epoch [115][2900/3940] lr: 3.257e-03, eta: 17:12:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.4608, loss: 2.4608 +2025-06-21 13:04:11,190 - pyskl - INFO - Epoch [115][3000/3940] lr: 3.253e-03, eta: 17:12:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9869, loss_cls: 2.5684, loss: 2.5684 +2025-06-21 13:04:55,727 - pyskl - INFO - Epoch [115][3100/3940] lr: 3.248e-03, eta: 17:11:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.5657, loss: 2.5657 +2025-06-21 13:05:40,113 - pyskl - INFO - Epoch [115][3200/3940] lr: 3.244e-03, eta: 17:10:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.5463, loss: 2.5463 +2025-06-21 13:06:24,465 - pyskl - INFO - Epoch [115][3300/3940] lr: 3.239e-03, eta: 17:09:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 2.5453, loss: 2.5453 +2025-06-21 13:07:08,839 - pyskl - INFO - Epoch [115][3400/3940] lr: 3.235e-03, eta: 17:09:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 2.5203, loss: 2.5203 +2025-06-21 13:07:53,149 - pyskl - INFO - Epoch [115][3500/3940] lr: 3.230e-03, eta: 17:08:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 2.5870, loss: 2.5870 +2025-06-21 13:08:37,485 - pyskl - INFO - Epoch [115][3600/3940] lr: 3.226e-03, eta: 17:07:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.5439, loss: 2.5439 +2025-06-21 13:09:21,810 - pyskl - INFO - Epoch [115][3700/3940] lr: 3.221e-03, eta: 17:06:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 2.4431, loss: 2.4431 +2025-06-21 13:10:06,076 - pyskl - INFO - Epoch [115][3800/3940] lr: 3.217e-03, eta: 17:06:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.4849, loss: 2.4849 +2025-06-21 13:10:50,284 - pyskl - INFO - Epoch [115][3900/3940] lr: 3.213e-03, eta: 17:05:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 2.4310, loss: 2.4310 +2025-06-21 13:11:08,355 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-06-21 13:30:13,712 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 13:30:14,276 - pyskl - INFO - +top1_acc 0.8132 +top5_acc 0.9641 +2025-06-21 13:30:14,294 - pyskl - INFO - Epoch(val) [115][3183] top1_acc: 0.8132, top5_acc: 0.9641 +2025-06-21 13:31:22,409 - pyskl - INFO - Epoch [116][100/3940] lr: 3.206e-03, eta: 17:04:28, time: 0.681, data_time: 0.236, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9869, loss_cls: 2.5005, loss: 2.5005 +2025-06-21 13:32:06,851 - pyskl - INFO - Epoch [116][200/3940] lr: 3.202e-03, eta: 17:03:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.4021, loss: 2.4021 +2025-06-21 13:32:51,245 - pyskl - INFO - Epoch [116][300/3940] lr: 3.197e-03, eta: 17:02:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.3779, loss: 2.3779 +2025-06-21 13:33:35,705 - pyskl - INFO - Epoch [116][400/3940] lr: 3.193e-03, eta: 17:02:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.4426, loss: 2.4426 +2025-06-21 13:34:20,215 - pyskl - INFO - Epoch [116][500/3940] lr: 3.189e-03, eta: 17:01:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9912, loss_cls: 2.4448, loss: 2.4448 +2025-06-21 13:35:04,784 - pyskl - INFO - Epoch [116][600/3940] lr: 3.184e-03, eta: 17:00:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.4365, loss: 2.4365 +2025-06-21 13:35:49,293 - pyskl - INFO - Epoch [116][700/3940] lr: 3.180e-03, eta: 17:00:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 2.3544, loss: 2.3544 +2025-06-21 13:36:33,671 - pyskl - INFO - Epoch [116][800/3940] lr: 3.175e-03, eta: 16:59:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9925, loss_cls: 2.4473, loss: 2.4473 +2025-06-21 13:37:18,083 - pyskl - INFO - Epoch [116][900/3940] lr: 3.171e-03, eta: 16:58:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9875, loss_cls: 2.4718, loss: 2.4718 +2025-06-21 13:38:02,468 - pyskl - INFO - Epoch [116][1000/3940] lr: 3.166e-03, eta: 16:57:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.4331, loss: 2.4331 +2025-06-21 13:38:46,883 - pyskl - INFO - Epoch [116][1100/3940] lr: 3.162e-03, eta: 16:57:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 2.4624, loss: 2.4624 +2025-06-21 13:39:31,219 - pyskl - INFO - Epoch [116][1200/3940] lr: 3.158e-03, eta: 16:56:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.4399, loss: 2.4399 +2025-06-21 13:40:15,582 - pyskl - INFO - Epoch [116][1300/3940] lr: 3.153e-03, eta: 16:55:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.4554, loss: 2.4554 +2025-06-21 13:40:59,865 - pyskl - INFO - Epoch [116][1400/3940] lr: 3.149e-03, eta: 16:54:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.3758, loss: 2.3758 +2025-06-21 13:41:44,256 - pyskl - INFO - Epoch [116][1500/3940] lr: 3.144e-03, eta: 16:54:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.4181, loss: 2.4181 +2025-06-21 13:42:28,596 - pyskl - INFO - Epoch [116][1600/3940] lr: 3.140e-03, eta: 16:53:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 2.4483, loss: 2.4483 +2025-06-21 13:43:12,939 - pyskl - INFO - Epoch [116][1700/3940] lr: 3.136e-03, eta: 16:52:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.5227, loss: 2.5227 +2025-06-21 13:43:57,330 - pyskl - INFO - Epoch [116][1800/3940] lr: 3.131e-03, eta: 16:51:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9869, loss_cls: 2.4700, loss: 2.4700 +2025-06-21 13:44:41,699 - pyskl - INFO - Epoch [116][1900/3940] lr: 3.127e-03, eta: 16:51:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.5509, loss: 2.5509 +2025-06-21 13:45:26,046 - pyskl - INFO - Epoch [116][2000/3940] lr: 3.122e-03, eta: 16:50:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 2.5137, loss: 2.5137 +2025-06-21 13:46:10,436 - pyskl - INFO - Epoch [116][2100/3940] lr: 3.118e-03, eta: 16:49:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.5245, loss: 2.5245 +2025-06-21 13:46:54,859 - pyskl - INFO - Epoch [116][2200/3940] lr: 3.114e-03, eta: 16:48:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 2.5321, loss: 2.5321 +2025-06-21 13:47:39,210 - pyskl - INFO - Epoch [116][2300/3940] lr: 3.109e-03, eta: 16:48:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9894, loss_cls: 2.4250, loss: 2.4250 +2025-06-21 13:48:23,570 - pyskl - INFO - Epoch [116][2400/3940] lr: 3.105e-03, eta: 16:47:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9844, loss_cls: 2.4400, loss: 2.4400 +2025-06-21 13:49:07,905 - pyskl - INFO - Epoch [116][2500/3940] lr: 3.100e-03, eta: 16:46:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.4514, loss: 2.4514 +2025-06-21 13:49:52,368 - pyskl - INFO - Epoch [116][2600/3940] lr: 3.096e-03, eta: 16:45:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.4837, loss: 2.4837 +2025-06-21 13:50:36,754 - pyskl - INFO - Epoch [116][2700/3940] lr: 3.092e-03, eta: 16:45:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9856, loss_cls: 2.4618, loss: 2.4618 +2025-06-21 13:51:21,117 - pyskl - INFO - Epoch [116][2800/3940] lr: 3.087e-03, eta: 16:44:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.4101, loss: 2.4101 +2025-06-21 13:52:05,397 - pyskl - INFO - Epoch [116][2900/3940] lr: 3.083e-03, eta: 16:43:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.4422, loss: 2.4422 +2025-06-21 13:52:49,657 - pyskl - INFO - Epoch [116][3000/3940] lr: 3.079e-03, eta: 16:42:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 2.5528, loss: 2.5528 +2025-06-21 13:53:33,878 - pyskl - INFO - Epoch [116][3100/3940] lr: 3.074e-03, eta: 16:42:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.4832, loss: 2.4832 +2025-06-21 13:54:18,221 - pyskl - INFO - Epoch [116][3200/3940] lr: 3.070e-03, eta: 16:41:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 2.4108, loss: 2.4108 +2025-06-21 13:55:02,768 - pyskl - INFO - Epoch [116][3300/3940] lr: 3.065e-03, eta: 16:40:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.3886, loss: 2.3886 +2025-06-21 13:55:47,060 - pyskl - INFO - Epoch [116][3400/3940] lr: 3.061e-03, eta: 16:39:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.4999, loss: 2.4999 +2025-06-21 13:56:31,317 - pyskl - INFO - Epoch [116][3500/3940] lr: 3.057e-03, eta: 16:39:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 2.4834, loss: 2.4834 +2025-06-21 13:57:15,633 - pyskl - INFO - Epoch [116][3600/3940] lr: 3.052e-03, eta: 16:38:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 2.5226, loss: 2.5226 +2025-06-21 13:57:59,881 - pyskl - INFO - Epoch [116][3700/3940] lr: 3.048e-03, eta: 16:37:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9862, loss_cls: 2.4306, loss: 2.4306 +2025-06-21 13:58:44,311 - pyskl - INFO - Epoch [116][3800/3940] lr: 3.044e-03, eta: 16:36:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9894, loss_cls: 2.5253, loss: 2.5253 +2025-06-21 13:59:28,695 - pyskl - INFO - Epoch [116][3900/3940] lr: 3.039e-03, eta: 16:36:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 2.4067, loss: 2.4067 +2025-06-21 13:59:46,742 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-06-21 14:03:11,921 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 14:03:12,384 - pyskl - INFO - +top1_acc 0.8178 +top5_acc 0.9675 +2025-06-21 14:03:12,442 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_113.pth was removed +2025-06-21 14:03:13,477 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2025-06-21 14:03:13,478 - pyskl - INFO - Best top1_acc is 0.8178 at 116 epoch. +2025-06-21 14:03:13,497 - pyskl - INFO - Epoch(val) [116][3183] top1_acc: 0.8178, top5_acc: 0.9675 +2025-06-21 14:04:21,476 - pyskl - INFO - Epoch [117][100/3940] lr: 3.033e-03, eta: 16:35:09, time: 0.680, data_time: 0.238, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.4990, loss: 2.4990 +2025-06-21 14:05:05,829 - pyskl - INFO - Epoch [117][200/3940] lr: 3.029e-03, eta: 16:34:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.3475, loss: 2.3475 +2025-06-21 14:05:50,204 - pyskl - INFO - Epoch [117][300/3940] lr: 3.025e-03, eta: 16:33:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 2.3922, loss: 2.3922 +2025-06-21 14:06:34,591 - pyskl - INFO - Epoch [117][400/3940] lr: 3.020e-03, eta: 16:32:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9888, loss_cls: 2.3290, loss: 2.3290 +2025-06-21 14:07:18,970 - pyskl - INFO - Epoch [117][500/3940] lr: 3.016e-03, eta: 16:32:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.4173, loss: 2.4173 +2025-06-21 14:08:03,460 - pyskl - INFO - Epoch [117][600/3940] lr: 3.012e-03, eta: 16:31:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 2.3129, loss: 2.3129 +2025-06-21 14:08:48,093 - pyskl - INFO - Epoch [117][700/3940] lr: 3.007e-03, eta: 16:30:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9894, loss_cls: 2.3834, loss: 2.3834 +2025-06-21 14:09:32,420 - pyskl - INFO - Epoch [117][800/3940] lr: 3.003e-03, eta: 16:29:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9881, loss_cls: 2.4335, loss: 2.4335 +2025-06-21 14:10:16,842 - pyskl - INFO - Epoch [117][900/3940] lr: 2.999e-03, eta: 16:29:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.5010, loss: 2.5010 +2025-06-21 14:11:01,295 - pyskl - INFO - Epoch [117][1000/3940] lr: 2.994e-03, eta: 16:28:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 2.3364, loss: 2.3364 +2025-06-21 14:11:45,622 - pyskl - INFO - Epoch [117][1100/3940] lr: 2.990e-03, eta: 16:27:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.4972, loss: 2.4972 +2025-06-21 14:12:29,955 - pyskl - INFO - Epoch [117][1200/3940] lr: 2.986e-03, eta: 16:26:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.3879, loss: 2.3879 +2025-06-21 14:13:14,209 - pyskl - INFO - Epoch [117][1300/3940] lr: 2.981e-03, eta: 16:26:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.4109, loss: 2.4109 +2025-06-21 14:13:58,468 - pyskl - INFO - Epoch [117][1400/3940] lr: 2.977e-03, eta: 16:25:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.3118, loss: 2.3118 +2025-06-21 14:14:42,701 - pyskl - INFO - Epoch [117][1500/3940] lr: 2.973e-03, eta: 16:24:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.3779, loss: 2.3779 +2025-06-21 14:15:27,087 - pyskl - INFO - Epoch [117][1600/3940] lr: 2.968e-03, eta: 16:23:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9894, loss_cls: 2.4089, loss: 2.4089 +2025-06-21 14:16:11,342 - pyskl - INFO - Epoch [117][1700/3940] lr: 2.964e-03, eta: 16:23:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.4068, loss: 2.4068 +2025-06-21 14:16:55,595 - pyskl - INFO - Epoch [117][1800/3940] lr: 2.960e-03, eta: 16:22:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.4537, loss: 2.4537 +2025-06-21 14:17:40,022 - pyskl - INFO - Epoch [117][1900/3940] lr: 2.956e-03, eta: 16:21:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 2.4869, loss: 2.4869 +2025-06-21 14:18:24,449 - pyskl - INFO - Epoch [117][2000/3940] lr: 2.951e-03, eta: 16:21:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9875, loss_cls: 2.5050, loss: 2.5050 +2025-06-21 14:19:08,875 - pyskl - INFO - Epoch [117][2100/3940] lr: 2.947e-03, eta: 16:20:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.4108, loss: 2.4108 +2025-06-21 14:19:53,286 - pyskl - INFO - Epoch [117][2200/3940] lr: 2.943e-03, eta: 16:19:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 2.3396, loss: 2.3396 +2025-06-21 14:20:37,731 - pyskl - INFO - Epoch [117][2300/3940] lr: 2.938e-03, eta: 16:18:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.3877, loss: 2.3877 +2025-06-21 14:21:22,488 - pyskl - INFO - Epoch [117][2400/3940] lr: 2.934e-03, eta: 16:18:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.4159, loss: 2.4159 +2025-06-21 14:22:06,835 - pyskl - INFO - Epoch [117][2500/3940] lr: 2.930e-03, eta: 16:17:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9875, loss_cls: 2.4478, loss: 2.4478 +2025-06-21 14:22:51,218 - pyskl - INFO - Epoch [117][2600/3940] lr: 2.926e-03, eta: 16:16:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.4315, loss: 2.4315 +2025-06-21 14:23:35,932 - pyskl - INFO - Epoch [117][2700/3940] lr: 2.921e-03, eta: 16:15:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.3972, loss: 2.3972 +2025-06-21 14:24:20,596 - pyskl - INFO - Epoch [117][2800/3940] lr: 2.917e-03, eta: 16:15:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9862, loss_cls: 2.4695, loss: 2.4695 +2025-06-21 14:25:05,239 - pyskl - INFO - Epoch [117][2900/3940] lr: 2.913e-03, eta: 16:14:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.4201, loss: 2.4201 +2025-06-21 14:25:49,921 - pyskl - INFO - Epoch [117][3000/3940] lr: 2.909e-03, eta: 16:13:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 2.4251, loss: 2.4251 +2025-06-21 14:26:34,624 - pyskl - INFO - Epoch [117][3100/3940] lr: 2.904e-03, eta: 16:12:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 2.4251, loss: 2.4251 +2025-06-21 14:27:19,122 - pyskl - INFO - Epoch [117][3200/3940] lr: 2.900e-03, eta: 16:12:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9869, loss_cls: 2.4646, loss: 2.4646 +2025-06-21 14:28:03,400 - pyskl - INFO - Epoch [117][3300/3940] lr: 2.896e-03, eta: 16:11:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.4974, loss: 2.4974 +2025-06-21 14:28:47,836 - pyskl - INFO - Epoch [117][3400/3940] lr: 2.892e-03, eta: 16:10:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9875, loss_cls: 2.4573, loss: 2.4573 +2025-06-21 14:29:32,154 - pyskl - INFO - Epoch [117][3500/3940] lr: 2.887e-03, eta: 16:09:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.5101, loss: 2.5101 +2025-06-21 14:30:16,412 - pyskl - INFO - Epoch [117][3600/3940] lr: 2.883e-03, eta: 16:09:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9862, loss_cls: 2.4912, loss: 2.4912 +2025-06-21 14:31:00,747 - pyskl - INFO - Epoch [117][3700/3940] lr: 2.879e-03, eta: 16:08:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.4848, loss: 2.4848 +2025-06-21 14:31:45,113 - pyskl - INFO - Epoch [117][3800/3940] lr: 2.875e-03, eta: 16:07:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.3751, loss: 2.3751 +2025-06-21 14:32:29,484 - pyskl - INFO - Epoch [117][3900/3940] lr: 2.870e-03, eta: 16:06:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9869, loss_cls: 2.4320, loss: 2.4320 +2025-06-21 14:32:47,484 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-06-21 14:36:12,023 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 14:36:12,525 - pyskl - INFO - +top1_acc 0.8256 +top5_acc 0.9689 +2025-06-21 14:36:12,579 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_116.pth was removed +2025-06-21 14:36:13,630 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. +2025-06-21 14:36:13,632 - pyskl - INFO - Best top1_acc is 0.8256 at 117 epoch. +2025-06-21 14:36:13,651 - pyskl - INFO - Epoch(val) [117][3183] top1_acc: 0.8256, top5_acc: 0.9689 +2025-06-21 14:37:20,968 - pyskl - INFO - Epoch [118][100/3940] lr: 2.864e-03, eta: 16:05:51, time: 0.673, data_time: 0.230, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.4122, loss: 2.4122 +2025-06-21 14:38:05,387 - pyskl - INFO - Epoch [118][200/3940] lr: 2.860e-03, eta: 16:05:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9919, loss_cls: 2.2931, loss: 2.2931 +2025-06-21 14:38:49,688 - pyskl - INFO - Epoch [118][300/3940] lr: 2.856e-03, eta: 16:04:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 2.3499, loss: 2.3499 +2025-06-21 14:39:34,089 - pyskl - INFO - Epoch [118][400/3940] lr: 2.852e-03, eta: 16:03:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9919, loss_cls: 2.3477, loss: 2.3477 +2025-06-21 14:40:18,514 - pyskl - INFO - Epoch [118][500/3940] lr: 2.847e-03, eta: 16:02:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9881, loss_cls: 2.3413, loss: 2.3413 +2025-06-21 14:41:02,855 - pyskl - INFO - Epoch [118][600/3940] lr: 2.843e-03, eta: 16:02:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.3304, loss: 2.3304 +2025-06-21 14:41:47,261 - pyskl - INFO - Epoch [118][700/3940] lr: 2.839e-03, eta: 16:01:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9894, loss_cls: 2.4254, loss: 2.4254 +2025-06-21 14:42:31,750 - pyskl - INFO - Epoch [118][800/3940] lr: 2.835e-03, eta: 16:00:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9875, loss_cls: 2.4357, loss: 2.4357 +2025-06-21 14:43:16,249 - pyskl - INFO - Epoch [118][900/3940] lr: 2.831e-03, eta: 15:59:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 2.3893, loss: 2.3893 +2025-06-21 14:44:00,652 - pyskl - INFO - Epoch [118][1000/3940] lr: 2.826e-03, eta: 15:59:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 2.4124, loss: 2.4124 +2025-06-21 14:44:45,056 - pyskl - INFO - Epoch [118][1100/3940] lr: 2.822e-03, eta: 15:58:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 2.3766, loss: 2.3766 +2025-06-21 14:45:29,427 - pyskl - INFO - Epoch [118][1200/3940] lr: 2.818e-03, eta: 15:57:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 2.3870, loss: 2.3870 +2025-06-21 14:46:13,804 - pyskl - INFO - Epoch [118][1300/3940] lr: 2.814e-03, eta: 15:56:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.3802, loss: 2.3802 +2025-06-21 14:46:58,194 - pyskl - INFO - Epoch [118][1400/3940] lr: 2.810e-03, eta: 15:56:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.3127, loss: 2.3127 +2025-06-21 14:47:42,634 - pyskl - INFO - Epoch [118][1500/3940] lr: 2.805e-03, eta: 15:55:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 2.3274, loss: 2.3274 +2025-06-21 14:48:27,085 - pyskl - INFO - Epoch [118][1600/3940] lr: 2.801e-03, eta: 15:54:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 2.4204, loss: 2.4204 +2025-06-21 14:49:11,444 - pyskl - INFO - Epoch [118][1700/3940] lr: 2.797e-03, eta: 15:53:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.3652, loss: 2.3652 +2025-06-21 14:49:56,122 - pyskl - INFO - Epoch [118][1800/3940] lr: 2.793e-03, eta: 15:53:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.4314, loss: 2.4314 +2025-06-21 14:50:40,484 - pyskl - INFO - Epoch [118][1900/3940] lr: 2.789e-03, eta: 15:52:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.3783, loss: 2.3783 +2025-06-21 14:51:24,945 - pyskl - INFO - Epoch [118][2000/3940] lr: 2.784e-03, eta: 15:51:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.3307, loss: 2.3307 +2025-06-21 14:52:09,441 - pyskl - INFO - Epoch [118][2100/3940] lr: 2.780e-03, eta: 15:50:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.4460, loss: 2.4460 +2025-06-21 14:52:53,928 - pyskl - INFO - Epoch [118][2200/3940] lr: 2.776e-03, eta: 15:50:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9919, loss_cls: 2.3827, loss: 2.3827 +2025-06-21 14:53:38,440 - pyskl - INFO - Epoch [118][2300/3940] lr: 2.772e-03, eta: 15:49:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9869, loss_cls: 2.4424, loss: 2.4424 +2025-06-21 14:54:22,846 - pyskl - INFO - Epoch [118][2400/3940] lr: 2.768e-03, eta: 15:48:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 2.4941, loss: 2.4941 +2025-06-21 14:55:07,283 - pyskl - INFO - Epoch [118][2500/3940] lr: 2.764e-03, eta: 15:48:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.3258, loss: 2.3258 +2025-06-21 14:55:51,740 - pyskl - INFO - Epoch [118][2600/3940] lr: 2.759e-03, eta: 15:47:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9906, loss_cls: 2.3675, loss: 2.3675 +2025-06-21 14:56:36,401 - pyskl - INFO - Epoch [118][2700/3940] lr: 2.755e-03, eta: 15:46:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 2.4773, loss: 2.4773 +2025-06-21 14:57:20,768 - pyskl - INFO - Epoch [118][2800/3940] lr: 2.751e-03, eta: 15:45:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 2.3542, loss: 2.3542 +2025-06-21 14:58:05,208 - pyskl - INFO - Epoch [118][2900/3940] lr: 2.747e-03, eta: 15:45:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.3290, loss: 2.3290 +2025-06-21 14:58:49,525 - pyskl - INFO - Epoch [118][3000/3940] lr: 2.743e-03, eta: 15:44:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 2.3840, loss: 2.3840 +2025-06-21 14:59:33,829 - pyskl - INFO - Epoch [118][3100/3940] lr: 2.739e-03, eta: 15:43:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 2.4434, loss: 2.4434 +2025-06-21 15:00:18,037 - pyskl - INFO - Epoch [118][3200/3940] lr: 2.734e-03, eta: 15:42:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.3918, loss: 2.3918 +2025-06-21 15:01:02,259 - pyskl - INFO - Epoch [118][3300/3940] lr: 2.730e-03, eta: 15:42:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.3657, loss: 2.3657 +2025-06-21 15:01:46,502 - pyskl - INFO - Epoch [118][3400/3940] lr: 2.726e-03, eta: 15:41:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.3619, loss: 2.3619 +2025-06-21 15:02:30,799 - pyskl - INFO - Epoch [118][3500/3940] lr: 2.722e-03, eta: 15:40:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.4273, loss: 2.4273 +2025-06-21 15:03:15,177 - pyskl - INFO - Epoch [118][3600/3940] lr: 2.718e-03, eta: 15:39:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9900, loss_cls: 2.3911, loss: 2.3911 +2025-06-21 15:03:59,588 - pyskl - INFO - Epoch [118][3700/3940] lr: 2.714e-03, eta: 15:39:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 2.3902, loss: 2.3902 +2025-06-21 15:04:43,865 - pyskl - INFO - Epoch [118][3800/3940] lr: 2.710e-03, eta: 15:38:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 2.3377, loss: 2.3377 +2025-06-21 15:05:28,275 - pyskl - INFO - Epoch [118][3900/3940] lr: 2.706e-03, eta: 15:37:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 2.4077, loss: 2.4077 +2025-06-21 15:05:46,350 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-06-21 15:09:10,781 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 15:09:11,247 - pyskl - INFO - +top1_acc 0.8221 +top5_acc 0.9650 +2025-06-21 15:09:11,266 - pyskl - INFO - Epoch(val) [118][3183] top1_acc: 0.8221, top5_acc: 0.9650 +2025-06-21 15:10:18,628 - pyskl - INFO - Epoch [119][100/3940] lr: 2.700e-03, eta: 15:36:33, time: 0.674, data_time: 0.231, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 2.3600, loss: 2.3600 +2025-06-21 15:11:02,985 - pyskl - INFO - Epoch [119][200/3940] lr: 2.696e-03, eta: 15:35:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.2390, loss: 2.2390 +2025-06-21 15:11:47,311 - pyskl - INFO - Epoch [119][300/3940] lr: 2.692e-03, eta: 15:35:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9931, loss_cls: 2.2252, loss: 2.2252 +2025-06-21 15:12:31,652 - pyskl - INFO - Epoch [119][400/3940] lr: 2.687e-03, eta: 15:34:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9912, loss_cls: 2.3666, loss: 2.3666 +2025-06-21 15:13:15,889 - pyskl - INFO - Epoch [119][500/3940] lr: 2.683e-03, eta: 15:33:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.3236, loss: 2.3236 +2025-06-21 15:14:00,301 - pyskl - INFO - Epoch [119][600/3940] lr: 2.679e-03, eta: 15:32:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9912, loss_cls: 2.3141, loss: 2.3141 +2025-06-21 15:14:44,638 - pyskl - INFO - Epoch [119][700/3940] lr: 2.675e-03, eta: 15:32:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 2.2237, loss: 2.2237 +2025-06-21 15:15:28,879 - pyskl - INFO - Epoch [119][800/3940] lr: 2.671e-03, eta: 15:31:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 2.2263, loss: 2.2263 +2025-06-21 15:16:13,152 - pyskl - INFO - Epoch [119][900/3940] lr: 2.667e-03, eta: 15:30:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.3623, loss: 2.3623 +2025-06-21 15:16:57,439 - pyskl - INFO - Epoch [119][1000/3940] lr: 2.663e-03, eta: 15:29:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.4214, loss: 2.4214 +2025-06-21 15:17:41,748 - pyskl - INFO - Epoch [119][1100/3940] lr: 2.659e-03, eta: 15:29:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 2.3590, loss: 2.3590 +2025-06-21 15:18:26,017 - pyskl - INFO - Epoch [119][1200/3940] lr: 2.655e-03, eta: 15:28:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.3377, loss: 2.3377 +2025-06-21 15:19:10,284 - pyskl - INFO - Epoch [119][1300/3940] lr: 2.650e-03, eta: 15:27:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 2.5206, loss: 2.5206 +2025-06-21 15:19:54,547 - pyskl - INFO - Epoch [119][1400/3940] lr: 2.646e-03, eta: 15:26:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 2.3769, loss: 2.3769 +2025-06-21 15:20:38,818 - pyskl - INFO - Epoch [119][1500/3940] lr: 2.642e-03, eta: 15:26:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9912, loss_cls: 2.3789, loss: 2.3789 +2025-06-21 15:21:23,137 - pyskl - INFO - Epoch [119][1600/3940] lr: 2.638e-03, eta: 15:25:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 2.3220, loss: 2.3220 +2025-06-21 15:22:07,508 - pyskl - INFO - Epoch [119][1700/3940] lr: 2.634e-03, eta: 15:24:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.3920, loss: 2.3920 +2025-06-21 15:22:51,722 - pyskl - INFO - Epoch [119][1800/3940] lr: 2.630e-03, eta: 15:23:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9906, loss_cls: 2.3261, loss: 2.3261 +2025-06-21 15:23:36,034 - pyskl - INFO - Epoch [119][1900/3940] lr: 2.626e-03, eta: 15:23:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9900, loss_cls: 2.3478, loss: 2.3478 +2025-06-21 15:24:20,265 - pyskl - INFO - Epoch [119][2000/3940] lr: 2.622e-03, eta: 15:22:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.4321, loss: 2.4321 +2025-06-21 15:25:04,581 - pyskl - INFO - Epoch [119][2100/3940] lr: 2.618e-03, eta: 15:21:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.4714, loss: 2.4714 +2025-06-21 15:25:49,006 - pyskl - INFO - Epoch [119][2200/3940] lr: 2.614e-03, eta: 15:20:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 2.3121, loss: 2.3121 +2025-06-21 15:26:33,337 - pyskl - INFO - Epoch [119][2300/3940] lr: 2.610e-03, eta: 15:20:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 2.3590, loss: 2.3590 +2025-06-21 15:27:17,702 - pyskl - INFO - Epoch [119][2400/3940] lr: 2.606e-03, eta: 15:19:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.4012, loss: 2.4012 +2025-06-21 15:28:02,118 - pyskl - INFO - Epoch [119][2500/3940] lr: 2.602e-03, eta: 15:18:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9906, loss_cls: 2.3421, loss: 2.3421 +2025-06-21 15:28:46,693 - pyskl - INFO - Epoch [119][2600/3940] lr: 2.598e-03, eta: 15:17:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.2907, loss: 2.2907 +2025-06-21 15:29:31,066 - pyskl - INFO - Epoch [119][2700/3940] lr: 2.593e-03, eta: 15:17:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.3745, loss: 2.3745 +2025-06-21 15:30:15,424 - pyskl - INFO - Epoch [119][2800/3940] lr: 2.589e-03, eta: 15:16:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.4186, loss: 2.4186 +2025-06-21 15:30:59,699 - pyskl - INFO - Epoch [119][2900/3940] lr: 2.585e-03, eta: 15:15:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 2.2227, loss: 2.2227 +2025-06-21 15:31:44,021 - pyskl - INFO - Epoch [119][3000/3940] lr: 2.581e-03, eta: 15:14:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 2.3468, loss: 2.3468 +2025-06-21 15:32:28,261 - pyskl - INFO - Epoch [119][3100/3940] lr: 2.577e-03, eta: 15:14:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 2.2838, loss: 2.2838 +2025-06-21 15:33:12,532 - pyskl - INFO - Epoch [119][3200/3940] lr: 2.573e-03, eta: 15:13:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.3523, loss: 2.3523 +2025-06-21 15:33:56,777 - pyskl - INFO - Epoch [119][3300/3940] lr: 2.569e-03, eta: 15:12:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 2.3213, loss: 2.3213 +2025-06-21 15:34:41,238 - pyskl - INFO - Epoch [119][3400/3940] lr: 2.565e-03, eta: 15:11:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9900, loss_cls: 2.3350, loss: 2.3350 +2025-06-21 15:35:25,493 - pyskl - INFO - Epoch [119][3500/3940] lr: 2.561e-03, eta: 15:11:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9888, loss_cls: 2.4260, loss: 2.4260 +2025-06-21 15:36:09,763 - pyskl - INFO - Epoch [119][3600/3940] lr: 2.557e-03, eta: 15:10:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.3425, loss: 2.3425 +2025-06-21 15:36:53,964 - pyskl - INFO - Epoch [119][3700/3940] lr: 2.553e-03, eta: 15:09:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.4171, loss: 2.4171 +2025-06-21 15:37:38,222 - pyskl - INFO - Epoch [119][3800/3940] lr: 2.549e-03, eta: 15:09:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.4389, loss: 2.4389 +2025-06-21 15:38:22,755 - pyskl - INFO - Epoch [119][3900/3940] lr: 2.545e-03, eta: 15:08:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.4234, loss: 2.4234 +2025-06-21 15:38:40,779 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-06-21 15:42:05,789 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 15:42:06,251 - pyskl - INFO - +top1_acc 0.8174 +top5_acc 0.9675 +2025-06-21 15:42:06,269 - pyskl - INFO - Epoch(val) [119][3183] top1_acc: 0.8174, top5_acc: 0.9675 +2025-06-21 15:43:13,559 - pyskl - INFO - Epoch [120][100/3940] lr: 2.539e-03, eta: 15:07:14, time: 0.673, data_time: 0.229, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9875, loss_cls: 2.4655, loss: 2.4655 +2025-06-21 15:43:57,966 - pyskl - INFO - Epoch [120][200/3940] lr: 2.535e-03, eta: 15:06:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 2.3478, loss: 2.3478 +2025-06-21 15:44:42,357 - pyskl - INFO - Epoch [120][300/3940] lr: 2.531e-03, eta: 15:05:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 2.1320, loss: 2.1320 +2025-06-21 15:45:26,850 - pyskl - INFO - Epoch [120][400/3940] lr: 2.527e-03, eta: 15:05:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9919, loss_cls: 2.2924, loss: 2.2924 +2025-06-21 15:46:11,252 - pyskl - INFO - Epoch [120][500/3940] lr: 2.523e-03, eta: 15:04:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 2.2653, loss: 2.2653 +2025-06-21 15:46:55,629 - pyskl - INFO - Epoch [120][600/3940] lr: 2.519e-03, eta: 15:03:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 2.1449, loss: 2.1449 +2025-06-21 15:47:40,063 - pyskl - INFO - Epoch [120][700/3940] lr: 2.515e-03, eta: 15:02:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 2.2763, loss: 2.2763 +2025-06-21 15:48:24,508 - pyskl - INFO - Epoch [120][800/3940] lr: 2.511e-03, eta: 15:02:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 2.2661, loss: 2.2661 +2025-06-21 15:49:08,918 - pyskl - INFO - Epoch [120][900/3940] lr: 2.507e-03, eta: 15:01:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 2.2373, loss: 2.2373 +2025-06-21 15:49:53,352 - pyskl - INFO - Epoch [120][1000/3940] lr: 2.503e-03, eta: 15:00:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 2.2939, loss: 2.2939 +2025-06-21 15:50:37,656 - pyskl - INFO - Epoch [120][1100/3940] lr: 2.499e-03, eta: 14:59:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9900, loss_cls: 2.3538, loss: 2.3538 +2025-06-21 15:51:22,005 - pyskl - INFO - Epoch [120][1200/3940] lr: 2.495e-03, eta: 14:59:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9906, loss_cls: 2.2734, loss: 2.2734 +2025-06-21 15:52:06,364 - pyskl - INFO - Epoch [120][1300/3940] lr: 2.491e-03, eta: 14:58:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9925, loss_cls: 2.3560, loss: 2.3560 +2025-06-21 15:52:50,740 - pyskl - INFO - Epoch [120][1400/3940] lr: 2.487e-03, eta: 14:57:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.3555, loss: 2.3555 +2025-06-21 15:53:35,106 - pyskl - INFO - Epoch [120][1500/3940] lr: 2.483e-03, eta: 14:56:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 2.3439, loss: 2.3439 +2025-06-21 15:54:19,362 - pyskl - INFO - Epoch [120][1600/3940] lr: 2.479e-03, eta: 14:56:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 2.3060, loss: 2.3060 +2025-06-21 15:55:03,612 - pyskl - INFO - Epoch [120][1700/3940] lr: 2.476e-03, eta: 14:55:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 2.3715, loss: 2.3715 +2025-06-21 15:55:47,910 - pyskl - INFO - Epoch [120][1800/3940] lr: 2.472e-03, eta: 14:54:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9919, loss_cls: 2.2444, loss: 2.2444 +2025-06-21 15:56:32,235 - pyskl - INFO - Epoch [120][1900/3940] lr: 2.468e-03, eta: 14:53:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.3319, loss: 2.3319 +2025-06-21 15:57:16,488 - pyskl - INFO - Epoch [120][2000/3940] lr: 2.464e-03, eta: 14:53:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.2739, loss: 2.2739 +2025-06-21 15:58:00,942 - pyskl - INFO - Epoch [120][2100/3940] lr: 2.460e-03, eta: 14:52:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 2.2473, loss: 2.2473 +2025-06-21 15:58:45,410 - pyskl - INFO - Epoch [120][2200/3940] lr: 2.456e-03, eta: 14:51:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9925, loss_cls: 2.2653, loss: 2.2653 +2025-06-21 15:59:29,893 - pyskl - INFO - Epoch [120][2300/3940] lr: 2.452e-03, eta: 14:50:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.2184, loss: 2.2184 +2025-06-21 16:00:14,243 - pyskl - INFO - Epoch [120][2400/3940] lr: 2.448e-03, eta: 14:50:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.3764, loss: 2.3764 +2025-06-21 16:00:58,525 - pyskl - INFO - Epoch [120][2500/3940] lr: 2.444e-03, eta: 14:49:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 2.2759, loss: 2.2759 +2025-06-21 16:01:42,937 - pyskl - INFO - Epoch [120][2600/3940] lr: 2.440e-03, eta: 14:48:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.3959, loss: 2.3959 +2025-06-21 16:02:27,209 - pyskl - INFO - Epoch [120][2700/3940] lr: 2.436e-03, eta: 14:47:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.3294, loss: 2.3294 +2025-06-21 16:03:11,600 - pyskl - INFO - Epoch [120][2800/3940] lr: 2.432e-03, eta: 14:47:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 2.3551, loss: 2.3551 +2025-06-21 16:03:56,147 - pyskl - INFO - Epoch [120][2900/3940] lr: 2.428e-03, eta: 14:46:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9919, loss_cls: 2.2830, loss: 2.2830 +2025-06-21 16:04:40,539 - pyskl - INFO - Epoch [120][3000/3940] lr: 2.424e-03, eta: 14:45:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.3308, loss: 2.3308 +2025-06-21 16:05:24,914 - pyskl - INFO - Epoch [120][3100/3940] lr: 2.420e-03, eta: 14:44:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 2.2798, loss: 2.2798 +2025-06-21 16:06:09,369 - pyskl - INFO - Epoch [120][3200/3940] lr: 2.416e-03, eta: 14:44:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9888, loss_cls: 2.4101, loss: 2.4101 +2025-06-21 16:06:53,809 - pyskl - INFO - Epoch [120][3300/3940] lr: 2.412e-03, eta: 14:43:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9906, loss_cls: 2.3147, loss: 2.3147 +2025-06-21 16:07:38,157 - pyskl - INFO - Epoch [120][3400/3940] lr: 2.408e-03, eta: 14:42:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 2.3574, loss: 2.3574 +2025-06-21 16:08:22,476 - pyskl - INFO - Epoch [120][3500/3940] lr: 2.405e-03, eta: 14:41:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 2.2557, loss: 2.2557 +2025-06-21 16:09:06,839 - pyskl - INFO - Epoch [120][3600/3940] lr: 2.401e-03, eta: 14:41:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.3473, loss: 2.3473 +2025-06-21 16:09:51,242 - pyskl - INFO - Epoch [120][3700/3940] lr: 2.397e-03, eta: 14:40:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9888, loss_cls: 2.3180, loss: 2.3180 +2025-06-21 16:10:35,641 - pyskl - INFO - Epoch [120][3800/3940] lr: 2.393e-03, eta: 14:39:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 2.3235, loss: 2.3235 +2025-06-21 16:11:20,078 - pyskl - INFO - Epoch [120][3900/3940] lr: 2.389e-03, eta: 14:38:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.2431, loss: 2.2431 +2025-06-21 16:11:38,138 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-06-21 16:30:44,997 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 16:30:45,527 - pyskl - INFO - +top1_acc 0.8037 +top5_acc 0.9640 +2025-06-21 16:30:45,544 - pyskl - INFO - Epoch(val) [120][3183] top1_acc: 0.8037, top5_acc: 0.9640 +2025-06-21 16:31:53,124 - pyskl - INFO - Epoch [121][100/3940] lr: 2.383e-03, eta: 14:37:56, time: 0.676, data_time: 0.233, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.2525, loss: 2.2525 +2025-06-21 16:32:37,601 - pyskl - INFO - Epoch [121][200/3940] lr: 2.380e-03, eta: 14:37:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 2.2532, loss: 2.2532 +2025-06-21 16:33:21,940 - pyskl - INFO - Epoch [121][300/3940] lr: 2.376e-03, eta: 14:36:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 2.2274, loss: 2.2274 +2025-06-21 16:34:06,253 - pyskl - INFO - Epoch [121][400/3940] lr: 2.372e-03, eta: 14:35:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 2.1974, loss: 2.1974 +2025-06-21 16:34:50,524 - pyskl - INFO - Epoch [121][500/3940] lr: 2.368e-03, eta: 14:34:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 2.2525, loss: 2.2525 +2025-06-21 16:35:34,841 - pyskl - INFO - Epoch [121][600/3940] lr: 2.364e-03, eta: 14:34:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 2.3044, loss: 2.3044 +2025-06-21 16:36:19,188 - pyskl - INFO - Epoch [121][700/3940] lr: 2.360e-03, eta: 14:33:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.2918, loss: 2.2918 +2025-06-21 16:37:03,513 - pyskl - INFO - Epoch [121][800/3940] lr: 2.356e-03, eta: 14:32:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9919, loss_cls: 2.3359, loss: 2.3359 +2025-06-21 16:37:47,810 - pyskl - INFO - Epoch [121][900/3940] lr: 2.352e-03, eta: 14:31:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 2.1731, loss: 2.1731 +2025-06-21 16:38:32,010 - pyskl - INFO - Epoch [121][1000/3940] lr: 2.348e-03, eta: 14:31:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 2.2383, loss: 2.2383 +2025-06-21 16:39:16,127 - pyskl - INFO - Epoch [121][1100/3940] lr: 2.345e-03, eta: 14:30:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 2.1790, loss: 2.1790 +2025-06-21 16:40:00,338 - pyskl - INFO - Epoch [121][1200/3940] lr: 2.341e-03, eta: 14:29:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 2.2464, loss: 2.2464 +2025-06-21 16:40:44,505 - pyskl - INFO - Epoch [121][1300/3940] lr: 2.337e-03, eta: 14:29:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 2.2566, loss: 2.2566 +2025-06-21 16:41:28,681 - pyskl - INFO - Epoch [121][1400/3940] lr: 2.333e-03, eta: 14:28:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 2.2687, loss: 2.2687 +2025-06-21 16:42:12,865 - pyskl - INFO - Epoch [121][1500/3940] lr: 2.329e-03, eta: 14:27:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.3614, loss: 2.3614 +2025-06-21 16:42:57,073 - pyskl - INFO - Epoch [121][1600/3940] lr: 2.325e-03, eta: 14:26:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 2.3922, loss: 2.3922 +2025-06-21 16:43:41,262 - pyskl - INFO - Epoch [121][1700/3940] lr: 2.321e-03, eta: 14:26:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9906, loss_cls: 2.3295, loss: 2.3295 +2025-06-21 16:44:25,396 - pyskl - INFO - Epoch [121][1800/3940] lr: 2.317e-03, eta: 14:25:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 2.2844, loss: 2.2844 +2025-06-21 16:45:09,600 - pyskl - INFO - Epoch [121][1900/3940] lr: 2.314e-03, eta: 14:24:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9906, loss_cls: 2.2945, loss: 2.2945 +2025-06-21 16:45:53,888 - pyskl - INFO - Epoch [121][2000/3940] lr: 2.310e-03, eta: 14:23:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9981, loss_cls: 2.3031, loss: 2.3031 +2025-06-21 16:46:38,270 - pyskl - INFO - Epoch [121][2100/3940] lr: 2.306e-03, eta: 14:23:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.2207, loss: 2.2207 +2025-06-21 16:47:22,654 - pyskl - INFO - Epoch [121][2200/3940] lr: 2.302e-03, eta: 14:22:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9912, loss_cls: 2.2728, loss: 2.2728 +2025-06-21 16:48:07,015 - pyskl - INFO - Epoch [121][2300/3940] lr: 2.298e-03, eta: 14:21:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 2.1572, loss: 2.1572 +2025-06-21 16:48:51,381 - pyskl - INFO - Epoch [121][2400/3940] lr: 2.294e-03, eta: 14:20:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 2.2188, loss: 2.2188 +2025-06-21 16:49:35,733 - pyskl - INFO - Epoch [121][2500/3940] lr: 2.291e-03, eta: 14:20:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9919, loss_cls: 2.2391, loss: 2.2391 +2025-06-21 16:50:20,061 - pyskl - INFO - Epoch [121][2600/3940] lr: 2.287e-03, eta: 14:19:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9894, loss_cls: 2.2970, loss: 2.2970 +2025-06-21 16:51:04,331 - pyskl - INFO - Epoch [121][2700/3940] lr: 2.283e-03, eta: 14:18:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.2511, loss: 2.2511 +2025-06-21 16:51:48,613 - pyskl - INFO - Epoch [121][2800/3940] lr: 2.279e-03, eta: 14:17:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.2954, loss: 2.2954 +2025-06-21 16:52:32,936 - pyskl - INFO - Epoch [121][2900/3940] lr: 2.275e-03, eta: 14:17:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9919, loss_cls: 2.2216, loss: 2.2216 +2025-06-21 16:53:17,224 - pyskl - INFO - Epoch [121][3000/3940] lr: 2.271e-03, eta: 14:16:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 2.3137, loss: 2.3137 +2025-06-21 16:54:01,496 - pyskl - INFO - Epoch [121][3100/3940] lr: 2.268e-03, eta: 14:15:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.2751, loss: 2.2751 +2025-06-21 16:54:45,784 - pyskl - INFO - Epoch [121][3200/3940] lr: 2.264e-03, eta: 14:14:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.2762, loss: 2.2762 +2025-06-21 16:55:30,125 - pyskl - INFO - Epoch [121][3300/3940] lr: 2.260e-03, eta: 14:14:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.2403, loss: 2.2403 +2025-06-21 16:56:14,653 - pyskl - INFO - Epoch [121][3400/3940] lr: 2.256e-03, eta: 14:13:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 2.2139, loss: 2.2139 +2025-06-21 16:56:59,157 - pyskl - INFO - Epoch [121][3500/3940] lr: 2.252e-03, eta: 14:12:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 2.2547, loss: 2.2547 +2025-06-21 16:57:43,618 - pyskl - INFO - Epoch [121][3600/3940] lr: 2.249e-03, eta: 14:11:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9888, loss_cls: 2.2675, loss: 2.2675 +2025-06-21 16:58:27,944 - pyskl - INFO - Epoch [121][3700/3940] lr: 2.245e-03, eta: 14:11:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9900, loss_cls: 2.2912, loss: 2.2912 +2025-06-21 16:59:12,309 - pyskl - INFO - Epoch [121][3800/3940] lr: 2.241e-03, eta: 14:10:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 2.3168, loss: 2.3168 +2025-06-21 16:59:56,630 - pyskl - INFO - Epoch [121][3900/3940] lr: 2.237e-03, eta: 14:09:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 2.2234, loss: 2.2234 +2025-06-21 17:00:14,718 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-06-21 17:03:41,487 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 17:03:41,954 - pyskl - INFO - +top1_acc 0.8196 +top5_acc 0.9660 +2025-06-21 17:03:41,973 - pyskl - INFO - Epoch(val) [121][3183] top1_acc: 0.8196, top5_acc: 0.9660 +2025-06-21 17:04:49,584 - pyskl - INFO - Epoch [122][100/3940] lr: 2.232e-03, eta: 14:08:37, time: 0.676, data_time: 0.231, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 2.1709, loss: 2.1709 +2025-06-21 17:05:34,021 - pyskl - INFO - Epoch [122][200/3940] lr: 2.228e-03, eta: 14:07:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9931, loss_cls: 2.2127, loss: 2.2127 +2025-06-21 17:06:18,552 - pyskl - INFO - Epoch [122][300/3940] lr: 2.224e-03, eta: 14:07:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9931, loss_cls: 2.1341, loss: 2.1341 +2025-06-21 17:07:02,979 - pyskl - INFO - Epoch [122][400/3940] lr: 2.221e-03, eta: 14:06:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 2.2221, loss: 2.2221 +2025-06-21 17:07:47,496 - pyskl - INFO - Epoch [122][500/3940] lr: 2.217e-03, eta: 14:05:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 2.2506, loss: 2.2506 +2025-06-21 17:08:32,027 - pyskl - INFO - Epoch [122][600/3940] lr: 2.213e-03, eta: 14:04:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 2.2621, loss: 2.2621 +2025-06-21 17:09:16,460 - pyskl - INFO - Epoch [122][700/3940] lr: 2.209e-03, eta: 14:04:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 2.2397, loss: 2.2397 +2025-06-21 17:10:00,874 - pyskl - INFO - Epoch [122][800/3940] lr: 2.205e-03, eta: 14:03:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9919, loss_cls: 2.2624, loss: 2.2624 +2025-06-21 17:10:45,223 - pyskl - INFO - Epoch [122][900/3940] lr: 2.202e-03, eta: 14:02:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9938, loss_cls: 2.1661, loss: 2.1661 +2025-06-21 17:11:29,607 - pyskl - INFO - Epoch [122][1000/3940] lr: 2.198e-03, eta: 14:01:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 2.1609, loss: 2.1609 +2025-06-21 17:12:13,938 - pyskl - INFO - Epoch [122][1100/3940] lr: 2.194e-03, eta: 14:01:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 2.2651, loss: 2.2651 +2025-06-21 17:12:58,252 - pyskl - INFO - Epoch [122][1200/3940] lr: 2.190e-03, eta: 14:00:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 2.1839, loss: 2.1839 +2025-06-21 17:13:42,591 - pyskl - INFO - Epoch [122][1300/3940] lr: 2.187e-03, eta: 13:59:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 2.2221, loss: 2.2221 +2025-06-21 17:14:26,864 - pyskl - INFO - Epoch [122][1400/3940] lr: 2.183e-03, eta: 13:58:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 2.1584, loss: 2.1584 +2025-06-21 17:15:11,276 - pyskl - INFO - Epoch [122][1500/3940] lr: 2.179e-03, eta: 13:58:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9894, loss_cls: 2.2993, loss: 2.2993 +2025-06-21 17:15:55,582 - pyskl - INFO - Epoch [122][1600/3940] lr: 2.175e-03, eta: 13:57:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.1618, loss: 2.1618 +2025-06-21 17:16:39,958 - pyskl - INFO - Epoch [122][1700/3940] lr: 2.172e-03, eta: 13:56:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.2261, loss: 2.2261 +2025-06-21 17:17:24,315 - pyskl - INFO - Epoch [122][1800/3940] lr: 2.168e-03, eta: 13:55:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.2081, loss: 2.2081 +2025-06-21 17:18:08,690 - pyskl - INFO - Epoch [122][1900/3940] lr: 2.164e-03, eta: 13:55:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9925, loss_cls: 2.1818, loss: 2.1818 +2025-06-21 17:18:53,169 - pyskl - INFO - Epoch [122][2000/3940] lr: 2.160e-03, eta: 13:54:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 2.1106, loss: 2.1106 +2025-06-21 17:19:37,639 - pyskl - INFO - Epoch [122][2100/3940] lr: 2.157e-03, eta: 13:53:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.2072, loss: 2.2072 +2025-06-21 17:20:22,070 - pyskl - INFO - Epoch [122][2200/3940] lr: 2.153e-03, eta: 13:52:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9925, loss_cls: 2.2676, loss: 2.2676 +2025-06-21 17:21:06,584 - pyskl - INFO - Epoch [122][2300/3940] lr: 2.149e-03, eta: 13:52:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9912, loss_cls: 2.2676, loss: 2.2676 +2025-06-21 17:21:50,879 - pyskl - INFO - Epoch [122][2400/3940] lr: 2.145e-03, eta: 13:51:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.2802, loss: 2.2802 +2025-06-21 17:22:35,296 - pyskl - INFO - Epoch [122][2500/3940] lr: 2.142e-03, eta: 13:50:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 2.1820, loss: 2.1820 +2025-06-21 17:23:19,591 - pyskl - INFO - Epoch [122][2600/3940] lr: 2.138e-03, eta: 13:50:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 2.2378, loss: 2.2378 +2025-06-21 17:24:03,889 - pyskl - INFO - Epoch [122][2700/3940] lr: 2.134e-03, eta: 13:49:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9919, loss_cls: 2.3301, loss: 2.3301 +2025-06-21 17:24:48,177 - pyskl - INFO - Epoch [122][2800/3940] lr: 2.131e-03, eta: 13:48:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 2.2721, loss: 2.2721 +2025-06-21 17:25:32,459 - pyskl - INFO - Epoch [122][2900/3940] lr: 2.127e-03, eta: 13:47:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 2.1589, loss: 2.1589 +2025-06-21 17:26:16,767 - pyskl - INFO - Epoch [122][3000/3940] lr: 2.123e-03, eta: 13:47:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 2.1660, loss: 2.1660 +2025-06-21 17:27:01,044 - pyskl - INFO - Epoch [122][3100/3940] lr: 2.120e-03, eta: 13:46:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 2.2674, loss: 2.2674 +2025-06-21 17:27:45,323 - pyskl - INFO - Epoch [122][3200/3940] lr: 2.116e-03, eta: 13:45:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9894, loss_cls: 2.2845, loss: 2.2845 +2025-06-21 17:28:29,633 - pyskl - INFO - Epoch [122][3300/3940] lr: 2.112e-03, eta: 13:44:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 2.1432, loss: 2.1432 +2025-06-21 17:29:13,833 - pyskl - INFO - Epoch [122][3400/3940] lr: 2.108e-03, eta: 13:44:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 2.1922, loss: 2.1922 +2025-06-21 17:29:58,025 - pyskl - INFO - Epoch [122][3500/3940] lr: 2.105e-03, eta: 13:43:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9919, loss_cls: 2.2896, loss: 2.2896 +2025-06-21 17:30:42,427 - pyskl - INFO - Epoch [122][3600/3940] lr: 2.101e-03, eta: 13:42:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.1918, loss: 2.1918 +2025-06-21 17:31:26,700 - pyskl - INFO - Epoch [122][3700/3940] lr: 2.097e-03, eta: 13:41:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 2.3727, loss: 2.3727 +2025-06-21 17:32:11,090 - pyskl - INFO - Epoch [122][3800/3940] lr: 2.094e-03, eta: 13:41:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 2.2623, loss: 2.2623 +2025-06-21 17:32:55,327 - pyskl - INFO - Epoch [122][3900/3940] lr: 2.090e-03, eta: 13:40:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 2.3258, loss: 2.3258 +2025-06-21 17:33:13,525 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-06-21 17:36:37,841 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 17:36:38,300 - pyskl - INFO - +top1_acc 0.8224 +top5_acc 0.9667 +2025-06-21 17:36:38,316 - pyskl - INFO - Epoch(val) [122][3183] top1_acc: 0.8224, top5_acc: 0.9667 +2025-06-21 17:37:45,677 - pyskl - INFO - Epoch [123][100/3940] lr: 2.085e-03, eta: 13:39:19, time: 0.674, data_time: 0.231, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 2.2021, loss: 2.2021 +2025-06-21 17:38:30,110 - pyskl - INFO - Epoch [123][200/3940] lr: 2.081e-03, eta: 13:38:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9994, loss_cls: 2.2129, loss: 2.2129 +2025-06-21 17:39:14,442 - pyskl - INFO - Epoch [123][300/3940] lr: 2.078e-03, eta: 13:37:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 2.0743, loss: 2.0743 +2025-06-21 17:39:58,931 - pyskl - INFO - Epoch [123][400/3940] lr: 2.074e-03, eta: 13:37:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 2.1285, loss: 2.1285 +2025-06-21 17:40:43,409 - pyskl - INFO - Epoch [123][500/3940] lr: 2.070e-03, eta: 13:36:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9950, loss_cls: 2.1183, loss: 2.1183 +2025-06-21 17:41:27,864 - pyskl - INFO - Epoch [123][600/3940] lr: 2.067e-03, eta: 13:35:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9944, loss_cls: 2.1282, loss: 2.1282 +2025-06-21 17:42:12,373 - pyskl - INFO - Epoch [123][700/3940] lr: 2.063e-03, eta: 13:34:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9919, loss_cls: 2.1526, loss: 2.1526 +2025-06-21 17:42:56,734 - pyskl - INFO - Epoch [123][800/3940] lr: 2.059e-03, eta: 13:34:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 2.1649, loss: 2.1649 +2025-06-21 17:43:41,106 - pyskl - INFO - Epoch [123][900/3940] lr: 2.056e-03, eta: 13:33:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 2.1542, loss: 2.1542 +2025-06-21 17:44:25,806 - pyskl - INFO - Epoch [123][1000/3940] lr: 2.052e-03, eta: 13:32:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9919, loss_cls: 2.2379, loss: 2.2379 +2025-06-21 17:45:10,147 - pyskl - INFO - Epoch [123][1100/3940] lr: 2.048e-03, eta: 13:31:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9900, loss_cls: 2.2677, loss: 2.2677 +2025-06-21 17:45:54,434 - pyskl - INFO - Epoch [123][1200/3940] lr: 2.045e-03, eta: 13:31:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.2450, loss: 2.2450 +2025-06-21 17:46:38,991 - pyskl - INFO - Epoch [123][1300/3940] lr: 2.041e-03, eta: 13:30:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9925, loss_cls: 2.2456, loss: 2.2456 +2025-06-21 17:47:23,423 - pyskl - INFO - Epoch [123][1400/3940] lr: 2.037e-03, eta: 13:29:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9919, loss_cls: 2.1930, loss: 2.1930 +2025-06-21 17:48:07,865 - pyskl - INFO - Epoch [123][1500/3940] lr: 2.034e-03, eta: 13:28:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 2.1855, loss: 2.1855 +2025-06-21 17:48:52,369 - pyskl - INFO - Epoch [123][1600/3940] lr: 2.030e-03, eta: 13:28:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9931, loss_cls: 2.2014, loss: 2.2014 +2025-06-21 17:49:36,834 - pyskl - INFO - Epoch [123][1700/3940] lr: 2.026e-03, eta: 13:27:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.1749, loss: 2.1749 +2025-06-21 17:50:21,271 - pyskl - INFO - Epoch [123][1800/3940] lr: 2.023e-03, eta: 13:26:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 2.1610, loss: 2.1610 +2025-06-21 17:51:05,729 - pyskl - INFO - Epoch [123][1900/3940] lr: 2.019e-03, eta: 13:25:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 2.2228, loss: 2.2228 +2025-06-21 17:51:50,282 - pyskl - INFO - Epoch [123][2000/3940] lr: 2.016e-03, eta: 13:25:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9919, loss_cls: 2.2405, loss: 2.2405 +2025-06-21 17:52:34,747 - pyskl - INFO - Epoch [123][2100/3940] lr: 2.012e-03, eta: 13:24:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 2.2691, loss: 2.2691 +2025-06-21 17:53:19,145 - pyskl - INFO - Epoch [123][2200/3940] lr: 2.008e-03, eta: 13:23:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9919, loss_cls: 2.2297, loss: 2.2297 +2025-06-21 17:54:03,549 - pyskl - INFO - Epoch [123][2300/3940] lr: 2.005e-03, eta: 13:22:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 2.1247, loss: 2.1247 +2025-06-21 17:54:47,950 - pyskl - INFO - Epoch [123][2400/3940] lr: 2.001e-03, eta: 13:22:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9906, loss_cls: 2.1890, loss: 2.1890 +2025-06-21 17:55:32,128 - pyskl - INFO - Epoch [123][2500/3940] lr: 1.998e-03, eta: 13:21:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9900, loss_cls: 2.2519, loss: 2.2519 +2025-06-21 17:56:16,341 - pyskl - INFO - Epoch [123][2600/3940] lr: 1.994e-03, eta: 13:20:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.1014, loss: 2.1014 +2025-06-21 17:57:00,516 - pyskl - INFO - Epoch [123][2700/3940] lr: 1.990e-03, eta: 13:19:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 2.2298, loss: 2.2298 +2025-06-21 17:57:44,870 - pyskl - INFO - Epoch [123][2800/3940] lr: 1.987e-03, eta: 13:19:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 2.1989, loss: 2.1989 +2025-06-21 17:58:29,137 - pyskl - INFO - Epoch [123][2900/3940] lr: 1.983e-03, eta: 13:18:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9938, loss_cls: 2.1872, loss: 2.1872 +2025-06-21 17:59:13,368 - pyskl - INFO - Epoch [123][3000/3940] lr: 1.980e-03, eta: 13:17:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9994, loss_cls: 2.1850, loss: 2.1850 +2025-06-21 17:59:57,651 - pyskl - INFO - Epoch [123][3100/3940] lr: 1.976e-03, eta: 13:16:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 2.2178, loss: 2.2178 +2025-06-21 18:00:41,869 - pyskl - INFO - Epoch [123][3200/3940] lr: 1.972e-03, eta: 13:16:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 2.1235, loss: 2.1235 +2025-06-21 18:01:26,228 - pyskl - INFO - Epoch [123][3300/3940] lr: 1.969e-03, eta: 13:15:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.2430, loss: 2.2430 +2025-06-21 18:02:10,561 - pyskl - INFO - Epoch [123][3400/3940] lr: 1.965e-03, eta: 13:14:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.2882, loss: 2.2882 +2025-06-21 18:02:54,895 - pyskl - INFO - Epoch [123][3500/3940] lr: 1.962e-03, eta: 13:14:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9931, loss_cls: 2.2332, loss: 2.2332 +2025-06-21 18:03:39,223 - pyskl - INFO - Epoch [123][3600/3940] lr: 1.958e-03, eta: 13:13:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9931, loss_cls: 2.1941, loss: 2.1941 +2025-06-21 18:04:23,539 - pyskl - INFO - Epoch [123][3700/3940] lr: 1.954e-03, eta: 13:12:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9944, loss_cls: 2.1302, loss: 2.1302 +2025-06-21 18:05:07,776 - pyskl - INFO - Epoch [123][3800/3940] lr: 1.951e-03, eta: 13:11:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9925, loss_cls: 2.1872, loss: 2.1872 +2025-06-21 18:05:52,250 - pyskl - INFO - Epoch [123][3900/3940] lr: 1.947e-03, eta: 13:11:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.2474, loss: 2.2474 +2025-06-21 18:06:10,355 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-06-21 18:09:35,193 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 18:09:35,658 - pyskl - INFO - +top1_acc 0.8255 +top5_acc 0.9668 +2025-06-21 18:09:35,675 - pyskl - INFO - Epoch(val) [123][3183] top1_acc: 0.8255, top5_acc: 0.9668 +2025-06-21 18:10:43,296 - pyskl - INFO - Epoch [124][100/3940] lr: 1.942e-03, eta: 13:10:01, time: 0.676, data_time: 0.234, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 2.1258, loss: 2.1258 +2025-06-21 18:11:27,678 - pyskl - INFO - Epoch [124][200/3940] lr: 1.939e-03, eta: 13:09:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9944, loss_cls: 2.1404, loss: 2.1404 +2025-06-21 18:12:12,060 - pyskl - INFO - Epoch [124][300/3940] lr: 1.935e-03, eta: 13:08:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9944, loss_cls: 2.0746, loss: 2.0746 +2025-06-21 18:12:56,521 - pyskl - INFO - Epoch [124][400/3940] lr: 1.932e-03, eta: 13:07:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 2.1139, loss: 2.1139 +2025-06-21 18:13:40,925 - pyskl - INFO - Epoch [124][500/3940] lr: 1.928e-03, eta: 13:07:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 2.0688, loss: 2.0688 +2025-06-21 18:14:25,438 - pyskl - INFO - Epoch [124][600/3940] lr: 1.925e-03, eta: 13:06:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 2.1807, loss: 2.1807 +2025-06-21 18:15:09,963 - pyskl - INFO - Epoch [124][700/3940] lr: 1.921e-03, eta: 13:05:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 2.0915, loss: 2.0915 +2025-06-21 18:15:54,478 - pyskl - INFO - Epoch [124][800/3940] lr: 1.918e-03, eta: 13:04:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 2.1991, loss: 2.1991 +2025-06-21 18:16:38,998 - pyskl - INFO - Epoch [124][900/3940] lr: 1.914e-03, eta: 13:04:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 2.1356, loss: 2.1356 +2025-06-21 18:17:23,496 - pyskl - INFO - Epoch [124][1000/3940] lr: 1.910e-03, eta: 13:03:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 2.1423, loss: 2.1423 +2025-06-21 18:18:07,982 - pyskl - INFO - Epoch [124][1100/3940] lr: 1.907e-03, eta: 13:02:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9906, loss_cls: 2.1399, loss: 2.1399 +2025-06-21 18:18:52,390 - pyskl - INFO - Epoch [124][1200/3940] lr: 1.903e-03, eta: 13:01:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9925, loss_cls: 2.1839, loss: 2.1839 +2025-06-21 18:19:36,794 - pyskl - INFO - Epoch [124][1300/3940] lr: 1.900e-03, eta: 13:01:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 2.1554, loss: 2.1554 +2025-06-21 18:20:21,213 - pyskl - INFO - Epoch [124][1400/3940] lr: 1.896e-03, eta: 13:00:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9950, loss_cls: 2.0603, loss: 2.0603 +2025-06-21 18:21:05,550 - pyskl - INFO - Epoch [124][1500/3940] lr: 1.893e-03, eta: 12:59:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9950, loss_cls: 2.1426, loss: 2.1426 +2025-06-21 18:21:49,895 - pyskl - INFO - Epoch [124][1600/3940] lr: 1.889e-03, eta: 12:58:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 2.1452, loss: 2.1452 +2025-06-21 18:22:34,175 - pyskl - INFO - Epoch [124][1700/3940] lr: 1.886e-03, eta: 12:58:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.2318, loss: 2.2318 +2025-06-21 18:23:18,566 - pyskl - INFO - Epoch [124][1800/3940] lr: 1.882e-03, eta: 12:57:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9869, loss_cls: 2.2845, loss: 2.2845 +2025-06-21 18:24:03,037 - pyskl - INFO - Epoch [124][1900/3940] lr: 1.879e-03, eta: 12:56:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 2.2121, loss: 2.2121 +2025-06-21 18:24:47,528 - pyskl - INFO - Epoch [124][2000/3940] lr: 1.875e-03, eta: 12:55:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 2.1959, loss: 2.1959 +2025-06-21 18:25:32,074 - pyskl - INFO - Epoch [124][2100/3940] lr: 1.872e-03, eta: 12:55:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 2.1824, loss: 2.1824 +2025-06-21 18:26:16,883 - pyskl - INFO - Epoch [124][2200/3940] lr: 1.868e-03, eta: 12:54:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9919, loss_cls: 2.1442, loss: 2.1442 +2025-06-21 18:27:01,841 - pyskl - INFO - Epoch [124][2300/3940] lr: 1.865e-03, eta: 12:53:39, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 2.1297, loss: 2.1297 +2025-06-21 18:27:46,919 - pyskl - INFO - Epoch [124][2400/3940] lr: 1.861e-03, eta: 12:52:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9900, loss_cls: 2.2246, loss: 2.2246 +2025-06-21 18:28:31,995 - pyskl - INFO - Epoch [124][2500/3940] lr: 1.858e-03, eta: 12:52:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 2.0852, loss: 2.0852 +2025-06-21 18:29:16,588 - pyskl - INFO - Epoch [124][2600/3940] lr: 1.854e-03, eta: 12:51:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.2401, loss: 2.2401 +2025-06-21 18:30:01,197 - pyskl - INFO - Epoch [124][2700/3940] lr: 1.851e-03, eta: 12:50:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9925, loss_cls: 2.1283, loss: 2.1283 +2025-06-21 18:30:45,807 - pyskl - INFO - Epoch [124][2800/3940] lr: 1.847e-03, eta: 12:49:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 2.1850, loss: 2.1850 +2025-06-21 18:31:30,660 - pyskl - INFO - Epoch [124][2900/3940] lr: 1.844e-03, eta: 12:49:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 2.1355, loss: 2.1355 +2025-06-21 18:32:15,433 - pyskl - INFO - Epoch [124][3000/3940] lr: 1.840e-03, eta: 12:48:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 2.0949, loss: 2.0949 +2025-06-21 18:33:00,001 - pyskl - INFO - Epoch [124][3100/3940] lr: 1.837e-03, eta: 12:47:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9912, loss_cls: 2.1370, loss: 2.1370 +2025-06-21 18:33:44,758 - pyskl - INFO - Epoch [124][3200/3940] lr: 1.834e-03, eta: 12:46:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 2.1665, loss: 2.1665 +2025-06-21 18:34:29,447 - pyskl - INFO - Epoch [124][3300/3940] lr: 1.830e-03, eta: 12:46:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 2.1111, loss: 2.1111 +2025-06-21 18:35:14,378 - pyskl - INFO - Epoch [124][3400/3940] lr: 1.827e-03, eta: 12:45:29, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 2.1757, loss: 2.1757 +2025-06-21 18:35:59,058 - pyskl - INFO - Epoch [124][3500/3940] lr: 1.823e-03, eta: 12:44:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 2.1724, loss: 2.1724 +2025-06-21 18:36:43,514 - pyskl - INFO - Epoch [124][3600/3940] lr: 1.820e-03, eta: 12:44:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 2.1704, loss: 2.1704 +2025-06-21 18:37:28,197 - pyskl - INFO - Epoch [124][3700/3940] lr: 1.816e-03, eta: 12:43:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 2.1833, loss: 2.1833 +2025-06-21 18:38:12,989 - pyskl - INFO - Epoch [124][3800/3940] lr: 1.813e-03, eta: 12:42:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 2.1623, loss: 2.1623 +2025-06-21 18:38:57,825 - pyskl - INFO - Epoch [124][3900/3940] lr: 1.809e-03, eta: 12:41:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 2.1070, loss: 2.1070 +2025-06-21 18:39:16,077 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-06-21 18:42:44,360 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 18:42:44,865 - pyskl - INFO - +top1_acc 0.8275 +top5_acc 0.9688 +2025-06-21 18:42:44,919 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_117.pth was removed +2025-06-21 18:42:45,940 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2025-06-21 18:42:45,942 - pyskl - INFO - Best top1_acc is 0.8275 at 124 epoch. +2025-06-21 18:42:45,959 - pyskl - INFO - Epoch(val) [124][3183] top1_acc: 0.8275, top5_acc: 0.9688 +2025-06-21 18:43:53,714 - pyskl - INFO - Epoch [125][100/3940] lr: 1.805e-03, eta: 12:40:45, time: 0.677, data_time: 0.231, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 2.1482, loss: 2.1482 +2025-06-21 18:44:38,247 - pyskl - INFO - Epoch [125][200/3940] lr: 1.801e-03, eta: 12:40:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 2.0858, loss: 2.0858 +2025-06-21 18:45:22,692 - pyskl - INFO - Epoch [125][300/3940] lr: 1.798e-03, eta: 12:39:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9931, loss_cls: 2.0613, loss: 2.0613 +2025-06-21 18:46:07,076 - pyskl - INFO - Epoch [125][400/3940] lr: 1.794e-03, eta: 12:38:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 2.0486, loss: 2.0486 +2025-06-21 18:46:51,445 - pyskl - INFO - Epoch [125][500/3940] lr: 1.791e-03, eta: 12:37:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.1821, loss: 2.1821 +2025-06-21 18:47:35,893 - pyskl - INFO - Epoch [125][600/3940] lr: 1.787e-03, eta: 12:37:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9944, loss_cls: 2.1352, loss: 2.1352 +2025-06-21 18:48:20,188 - pyskl - INFO - Epoch [125][700/3940] lr: 1.784e-03, eta: 12:36:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 2.0476, loss: 2.0476 +2025-06-21 18:49:04,463 - pyskl - INFO - Epoch [125][800/3940] lr: 1.781e-03, eta: 12:35:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 2.1245, loss: 2.1245 +2025-06-21 18:49:49,010 - pyskl - INFO - Epoch [125][900/3940] lr: 1.777e-03, eta: 12:34:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9950, loss_cls: 2.0715, loss: 2.0715 +2025-06-21 18:50:33,609 - pyskl - INFO - Epoch [125][1000/3940] lr: 1.774e-03, eta: 12:34:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 2.1597, loss: 2.1597 +2025-06-21 18:51:17,976 - pyskl - INFO - Epoch [125][1100/3940] lr: 1.770e-03, eta: 12:33:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 2.1775, loss: 2.1775 +2025-06-21 18:52:02,244 - pyskl - INFO - Epoch [125][1200/3940] lr: 1.767e-03, eta: 12:32:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 2.0721, loss: 2.0721 +2025-06-21 18:52:46,590 - pyskl - INFO - Epoch [125][1300/3940] lr: 1.763e-03, eta: 12:31:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 2.1018, loss: 2.1018 +2025-06-21 18:53:31,196 - pyskl - INFO - Epoch [125][1400/3940] lr: 1.760e-03, eta: 12:31:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 2.0868, loss: 2.0868 +2025-06-21 18:54:15,712 - pyskl - INFO - Epoch [125][1500/3940] lr: 1.757e-03, eta: 12:30:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 2.0294, loss: 2.0294 +2025-06-21 18:54:59,953 - pyskl - INFO - Epoch [125][1600/3940] lr: 1.753e-03, eta: 12:29:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 2.1547, loss: 2.1547 +2025-06-21 18:55:44,449 - pyskl - INFO - Epoch [125][1700/3940] lr: 1.750e-03, eta: 12:28:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 2.1091, loss: 2.1091 +2025-06-21 18:56:28,832 - pyskl - INFO - Epoch [125][1800/3940] lr: 1.747e-03, eta: 12:28:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9931, loss_cls: 2.1799, loss: 2.1799 +2025-06-21 18:57:13,245 - pyskl - INFO - Epoch [125][1900/3940] lr: 1.743e-03, eta: 12:27:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 2.1734, loss: 2.1734 +2025-06-21 18:57:57,514 - pyskl - INFO - Epoch [125][2000/3940] lr: 1.740e-03, eta: 12:26:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9900, loss_cls: 2.1701, loss: 2.1701 +2025-06-21 18:58:41,820 - pyskl - INFO - Epoch [125][2100/3940] lr: 1.736e-03, eta: 12:25:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9938, loss_cls: 2.0612, loss: 2.0612 +2025-06-21 18:59:26,150 - pyskl - INFO - Epoch [125][2200/3940] lr: 1.733e-03, eta: 12:25:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9912, loss_cls: 2.1645, loss: 2.1645 +2025-06-21 19:00:10,503 - pyskl - INFO - Epoch [125][2300/3940] lr: 1.730e-03, eta: 12:24:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 2.0297, loss: 2.0297 +2025-06-21 19:00:54,950 - pyskl - INFO - Epoch [125][2400/3940] lr: 1.726e-03, eta: 12:23:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 2.0141, loss: 2.0141 +2025-06-21 19:01:39,271 - pyskl - INFO - Epoch [125][2500/3940] lr: 1.723e-03, eta: 12:22:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 2.0967, loss: 2.0967 +2025-06-21 19:02:23,702 - pyskl - INFO - Epoch [125][2600/3940] lr: 1.720e-03, eta: 12:22:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.1938, loss: 2.1938 +2025-06-21 19:03:08,024 - pyskl - INFO - Epoch [125][2700/3940] lr: 1.716e-03, eta: 12:21:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9912, loss_cls: 2.1050, loss: 2.1050 +2025-06-21 19:03:52,488 - pyskl - INFO - Epoch [125][2800/3940] lr: 1.713e-03, eta: 12:20:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 2.1478, loss: 2.1478 +2025-06-21 19:04:36,961 - pyskl - INFO - Epoch [125][2900/3940] lr: 1.709e-03, eta: 12:19:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 2.0903, loss: 2.0903 +2025-06-21 19:05:21,292 - pyskl - INFO - Epoch [125][3000/3940] lr: 1.706e-03, eta: 12:19:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 2.1797, loss: 2.1797 +2025-06-21 19:06:05,723 - pyskl - INFO - Epoch [125][3100/3940] lr: 1.703e-03, eta: 12:18:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 2.1151, loss: 2.1151 +2025-06-21 19:06:50,062 - pyskl - INFO - Epoch [125][3200/3940] lr: 1.699e-03, eta: 12:17:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 2.2128, loss: 2.2128 +2025-06-21 19:07:34,516 - pyskl - INFO - Epoch [125][3300/3940] lr: 1.696e-03, eta: 12:16:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 2.1362, loss: 2.1362 +2025-06-21 19:08:18,910 - pyskl - INFO - Epoch [125][3400/3940] lr: 1.693e-03, eta: 12:16:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 2.1085, loss: 2.1085 +2025-06-21 19:09:03,275 - pyskl - INFO - Epoch [125][3500/3940] lr: 1.689e-03, eta: 12:15:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 2.1437, loss: 2.1437 +2025-06-21 19:09:47,638 - pyskl - INFO - Epoch [125][3600/3940] lr: 1.686e-03, eta: 12:14:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9912, loss_cls: 2.2500, loss: 2.2500 +2025-06-21 19:10:31,993 - pyskl - INFO - Epoch [125][3700/3940] lr: 1.683e-03, eta: 12:13:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 2.1406, loss: 2.1406 +2025-06-21 19:11:16,341 - pyskl - INFO - Epoch [125][3800/3940] lr: 1.679e-03, eta: 12:13:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 2.0694, loss: 2.0694 +2025-06-21 19:12:00,715 - pyskl - INFO - Epoch [125][3900/3940] lr: 1.676e-03, eta: 12:12:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9931, loss_cls: 2.1269, loss: 2.1269 +2025-06-21 19:12:18,756 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-06-21 19:31:06,064 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 19:31:06,534 - pyskl - INFO - +top1_acc 0.8228 +top5_acc 0.9644 +2025-06-21 19:31:06,554 - pyskl - INFO - Epoch(val) [125][3183] top1_acc: 0.8228, top5_acc: 0.9644 +2025-06-21 19:32:14,457 - pyskl - INFO - Epoch [126][100/3940] lr: 1.671e-03, eta: 12:11:27, time: 0.679, data_time: 0.236, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9938, loss_cls: 2.1206, loss: 2.1206 +2025-06-21 19:32:58,813 - pyskl - INFO - Epoch [126][200/3940] lr: 1.668e-03, eta: 12:10:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 2.1437, loss: 2.1437 +2025-06-21 19:33:43,182 - pyskl - INFO - Epoch [126][300/3940] lr: 1.665e-03, eta: 12:09:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 2.1674, loss: 2.1674 +2025-06-21 19:34:27,433 - pyskl - INFO - Epoch [126][400/3940] lr: 1.661e-03, eta: 12:09:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9944, loss_cls: 2.1030, loss: 2.1030 +2025-06-21 19:35:11,853 - pyskl - INFO - Epoch [126][500/3940] lr: 1.658e-03, eta: 12:08:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 2.0244, loss: 2.0244 +2025-06-21 19:35:56,108 - pyskl - INFO - Epoch [126][600/3940] lr: 1.655e-03, eta: 12:07:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.0702, loss: 2.0702 +2025-06-21 19:36:40,445 - pyskl - INFO - Epoch [126][700/3940] lr: 1.652e-03, eta: 12:06:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9956, loss_cls: 2.0194, loss: 2.0194 +2025-06-21 19:37:24,716 - pyskl - INFO - Epoch [126][800/3940] lr: 1.648e-03, eta: 12:06:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9950, loss_cls: 2.0920, loss: 2.0920 +2025-06-21 19:38:09,021 - pyskl - INFO - Epoch [126][900/3940] lr: 1.645e-03, eta: 12:05:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 2.0530, loss: 2.0530 +2025-06-21 19:38:53,248 - pyskl - INFO - Epoch [126][1000/3940] lr: 1.642e-03, eta: 12:04:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 2.0232, loss: 2.0232 +2025-06-21 19:39:37,434 - pyskl - INFO - Epoch [126][1100/3940] lr: 1.638e-03, eta: 12:04:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 2.0947, loss: 2.0947 +2025-06-21 19:40:21,634 - pyskl - INFO - Epoch [126][1200/3940] lr: 1.635e-03, eta: 12:03:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 2.0521, loss: 2.0521 +2025-06-21 19:41:05,868 - pyskl - INFO - Epoch [126][1300/3940] lr: 1.632e-03, eta: 12:02:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 2.0486, loss: 2.0486 +2025-06-21 19:41:50,088 - pyskl - INFO - Epoch [126][1400/3940] lr: 1.629e-03, eta: 12:01:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9944, loss_cls: 2.0832, loss: 2.0832 +2025-06-21 19:42:34,413 - pyskl - INFO - Epoch [126][1500/3940] lr: 1.625e-03, eta: 12:01:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 2.0596, loss: 2.0596 +2025-06-21 19:43:18,703 - pyskl - INFO - Epoch [126][1600/3940] lr: 1.622e-03, eta: 12:00:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9938, loss_cls: 2.1165, loss: 2.1165 +2025-06-21 19:44:02,926 - pyskl - INFO - Epoch [126][1700/3940] lr: 1.619e-03, eta: 11:59:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 2.0572, loss: 2.0572 +2025-06-21 19:44:47,261 - pyskl - INFO - Epoch [126][1800/3940] lr: 1.615e-03, eta: 11:58:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 2.0533, loss: 2.0533 +2025-06-21 19:45:31,585 - pyskl - INFO - Epoch [126][1900/3940] lr: 1.612e-03, eta: 11:58:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9938, loss_cls: 2.0945, loss: 2.0945 +2025-06-21 19:46:15,910 - pyskl - INFO - Epoch [126][2000/3940] lr: 1.609e-03, eta: 11:57:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.9941, loss: 1.9941 +2025-06-21 19:47:00,342 - pyskl - INFO - Epoch [126][2100/3940] lr: 1.606e-03, eta: 11:56:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 2.1976, loss: 2.1976 +2025-06-21 19:47:44,670 - pyskl - INFO - Epoch [126][2200/3940] lr: 1.602e-03, eta: 11:55:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 2.0620, loss: 2.0620 +2025-06-21 19:48:28,878 - pyskl - INFO - Epoch [126][2300/3940] lr: 1.599e-03, eta: 11:55:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 2.0570, loss: 2.0570 +2025-06-21 19:49:13,069 - pyskl - INFO - Epoch [126][2400/3940] lr: 1.596e-03, eta: 11:54:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 2.1390, loss: 2.1390 +2025-06-21 19:49:57,104 - pyskl - INFO - Epoch [126][2500/3940] lr: 1.593e-03, eta: 11:53:35, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 2.0433, loss: 2.0433 +2025-06-21 19:50:41,253 - pyskl - INFO - Epoch [126][2600/3940] lr: 1.589e-03, eta: 11:52:50, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 2.0792, loss: 2.0792 +2025-06-21 19:51:25,616 - pyskl - INFO - Epoch [126][2700/3940] lr: 1.586e-03, eta: 11:52:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9938, loss_cls: 2.1101, loss: 2.1101 +2025-06-21 19:52:09,831 - pyskl - INFO - Epoch [126][2800/3940] lr: 1.583e-03, eta: 11:51:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 2.1989, loss: 2.1989 +2025-06-21 19:52:54,080 - pyskl - INFO - Epoch [126][2900/3940] lr: 1.580e-03, eta: 11:50:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 2.0522, loss: 2.0522 +2025-06-21 19:53:38,389 - pyskl - INFO - Epoch [126][3000/3940] lr: 1.576e-03, eta: 11:49:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9938, loss_cls: 2.0096, loss: 2.0096 +2025-06-21 19:54:22,650 - pyskl - INFO - Epoch [126][3100/3940] lr: 1.573e-03, eta: 11:49:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 2.0899, loss: 2.0899 +2025-06-21 19:55:06,935 - pyskl - INFO - Epoch [126][3200/3940] lr: 1.570e-03, eta: 11:48:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 2.1548, loss: 2.1548 +2025-06-21 19:55:51,188 - pyskl - INFO - Epoch [126][3300/3940] lr: 1.567e-03, eta: 11:47:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 2.0179, loss: 2.0179 +2025-06-21 19:56:35,461 - pyskl - INFO - Epoch [126][3400/3940] lr: 1.564e-03, eta: 11:46:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9956, loss_cls: 2.0399, loss: 2.0399 +2025-06-21 19:57:19,724 - pyskl - INFO - Epoch [126][3500/3940] lr: 1.560e-03, eta: 11:46:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.1060, loss: 2.1060 +2025-06-21 19:58:03,992 - pyskl - INFO - Epoch [126][3600/3940] lr: 1.557e-03, eta: 11:45:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 2.0632, loss: 2.0632 +2025-06-21 19:58:48,285 - pyskl - INFO - Epoch [126][3700/3940] lr: 1.554e-03, eta: 11:44:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 2.1112, loss: 2.1112 +2025-06-21 19:59:32,533 - pyskl - INFO - Epoch [126][3800/3940] lr: 1.551e-03, eta: 11:43:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 2.1137, loss: 2.1137 +2025-06-21 20:00:16,843 - pyskl - INFO - Epoch [126][3900/3940] lr: 1.547e-03, eta: 11:43:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.0955, loss: 2.0955 +2025-06-21 20:00:34,895 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-06-21 20:04:01,461 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 20:04:01,928 - pyskl - INFO - +top1_acc 0.8242 +top5_acc 0.9685 +2025-06-21 20:04:01,946 - pyskl - INFO - Epoch(val) [126][3183] top1_acc: 0.8242, top5_acc: 0.9685 +2025-06-21 20:05:09,687 - pyskl - INFO - Epoch [127][100/3940] lr: 1.543e-03, eta: 11:42:08, time: 0.677, data_time: 0.235, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 2.0596, loss: 2.0596 +2025-06-21 20:05:53,989 - pyskl - INFO - Epoch [127][200/3940] lr: 1.540e-03, eta: 11:41:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 2.0335, loss: 2.0335 +2025-06-21 20:06:38,286 - pyskl - INFO - Epoch [127][300/3940] lr: 1.537e-03, eta: 11:40:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9925, loss_cls: 1.9981, loss: 1.9981 +2025-06-21 20:07:22,570 - pyskl - INFO - Epoch [127][400/3940] lr: 1.533e-03, eta: 11:39:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.9832, loss: 1.9832 +2025-06-21 20:08:06,881 - pyskl - INFO - Epoch [127][500/3940] lr: 1.530e-03, eta: 11:39:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.9634, loss: 1.9634 +2025-06-21 20:08:51,147 - pyskl - INFO - Epoch [127][600/3940] lr: 1.527e-03, eta: 11:38:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9962, loss_cls: 1.9451, loss: 1.9451 +2025-06-21 20:09:35,396 - pyskl - INFO - Epoch [127][700/3940] lr: 1.524e-03, eta: 11:37:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.9738, loss: 1.9738 +2025-06-21 20:10:19,655 - pyskl - INFO - Epoch [127][800/3940] lr: 1.521e-03, eta: 11:36:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 2.0006, loss: 2.0006 +2025-06-21 20:11:04,053 - pyskl - INFO - Epoch [127][900/3940] lr: 1.518e-03, eta: 11:36:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.0874, loss: 2.0874 +2025-06-21 20:11:48,331 - pyskl - INFO - Epoch [127][1000/3940] lr: 1.514e-03, eta: 11:35:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.9821, loss: 1.9821 +2025-06-21 20:12:32,716 - pyskl - INFO - Epoch [127][1100/3940] lr: 1.511e-03, eta: 11:34:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9944, loss_cls: 2.0209, loss: 2.0209 +2025-06-21 20:13:17,022 - pyskl - INFO - Epoch [127][1200/3940] lr: 1.508e-03, eta: 11:33:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 2.0426, loss: 2.0426 +2025-06-21 20:14:01,293 - pyskl - INFO - Epoch [127][1300/3940] lr: 1.505e-03, eta: 11:33:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.9883, loss: 1.9883 +2025-06-21 20:14:45,745 - pyskl - INFO - Epoch [127][1400/3940] lr: 1.502e-03, eta: 11:32:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9944, loss_cls: 2.0687, loss: 2.0687 +2025-06-21 20:15:30,167 - pyskl - INFO - Epoch [127][1500/3940] lr: 1.499e-03, eta: 11:31:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 2.0227, loss: 2.0227 +2025-06-21 20:16:14,563 - pyskl - INFO - Epoch [127][1600/3940] lr: 1.495e-03, eta: 11:30:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9950, loss_cls: 2.0417, loss: 2.0417 +2025-06-21 20:16:58,822 - pyskl - INFO - Epoch [127][1700/3940] lr: 1.492e-03, eta: 11:30:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9938, loss_cls: 2.1354, loss: 2.1354 +2025-06-21 20:17:43,172 - pyskl - INFO - Epoch [127][1800/3940] lr: 1.489e-03, eta: 11:29:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.1169, loss: 2.1169 +2025-06-21 20:18:27,605 - pyskl - INFO - Epoch [127][1900/3940] lr: 1.486e-03, eta: 11:28:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9950, loss_cls: 2.0423, loss: 2.0423 +2025-06-21 20:19:12,106 - pyskl - INFO - Epoch [127][2000/3940] lr: 1.483e-03, eta: 11:28:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9950, loss_cls: 2.0346, loss: 2.0346 +2025-06-21 20:19:56,554 - pyskl - INFO - Epoch [127][2100/3940] lr: 1.480e-03, eta: 11:27:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.9868, loss: 1.9868 +2025-06-21 20:20:40,974 - pyskl - INFO - Epoch [127][2200/3940] lr: 1.477e-03, eta: 11:26:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 2.0907, loss: 2.0907 +2025-06-21 20:21:25,458 - pyskl - INFO - Epoch [127][2300/3940] lr: 1.473e-03, eta: 11:25:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 2.0842, loss: 2.0842 +2025-06-21 20:22:09,983 - pyskl - INFO - Epoch [127][2400/3940] lr: 1.470e-03, eta: 11:25:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9931, loss_cls: 2.0905, loss: 2.0905 +2025-06-21 20:22:54,493 - pyskl - INFO - Epoch [127][2500/3940] lr: 1.467e-03, eta: 11:24:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 2.1283, loss: 2.1283 +2025-06-21 20:23:39,015 - pyskl - INFO - Epoch [127][2600/3940] lr: 1.464e-03, eta: 11:23:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 2.0498, loss: 2.0498 +2025-06-21 20:24:23,506 - pyskl - INFO - Epoch [127][2700/3940] lr: 1.461e-03, eta: 11:22:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9944, loss_cls: 2.0664, loss: 2.0664 +2025-06-21 20:25:07,902 - pyskl - INFO - Epoch [127][2800/3940] lr: 1.458e-03, eta: 11:22:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 1.9257, loss: 1.9257 +2025-06-21 20:25:52,329 - pyskl - INFO - Epoch [127][2900/3940] lr: 1.455e-03, eta: 11:21:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 2.1215, loss: 2.1215 +2025-06-21 20:26:36,778 - pyskl - INFO - Epoch [127][3000/3940] lr: 1.452e-03, eta: 11:20:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 2.0506, loss: 2.0506 +2025-06-21 20:27:21,199 - pyskl - INFO - Epoch [127][3100/3940] lr: 1.448e-03, eta: 11:19:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.9956, loss: 1.9956 +2025-06-21 20:28:05,647 - pyskl - INFO - Epoch [127][3200/3940] lr: 1.445e-03, eta: 11:19:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.9972, loss: 1.9972 +2025-06-21 20:28:50,064 - pyskl - INFO - Epoch [127][3300/3940] lr: 1.442e-03, eta: 11:18:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 2.0566, loss: 2.0566 +2025-06-21 20:29:34,428 - pyskl - INFO - Epoch [127][3400/3940] lr: 1.439e-03, eta: 11:17:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9944, loss_cls: 2.1244, loss: 2.1244 +2025-06-21 20:30:18,772 - pyskl - INFO - Epoch [127][3500/3940] lr: 1.436e-03, eta: 11:16:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 2.1363, loss: 2.1363 +2025-06-21 20:31:03,160 - pyskl - INFO - Epoch [127][3600/3940] lr: 1.433e-03, eta: 11:16:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 2.0306, loss: 2.0306 +2025-06-21 20:31:47,524 - pyskl - INFO - Epoch [127][3700/3940] lr: 1.430e-03, eta: 11:15:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 2.0972, loss: 2.0972 +2025-06-21 20:32:31,820 - pyskl - INFO - Epoch [127][3800/3940] lr: 1.427e-03, eta: 11:14:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 2.0417, loss: 2.0417 +2025-06-21 20:33:16,204 - pyskl - INFO - Epoch [127][3900/3940] lr: 1.424e-03, eta: 11:13:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 2.0096, loss: 2.0096 +2025-06-21 20:33:34,227 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-06-21 20:36:59,077 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 20:36:59,545 - pyskl - INFO - +top1_acc 0.8373 +top5_acc 0.9702 +2025-06-21 20:36:59,602 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_124.pth was removed +2025-06-21 20:37:00,665 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-06-21 20:37:00,668 - pyskl - INFO - Best top1_acc is 0.8373 at 127 epoch. +2025-06-21 20:37:00,687 - pyskl - INFO - Epoch(val) [127][3183] top1_acc: 0.8373, top5_acc: 0.9702 +2025-06-21 20:38:08,362 - pyskl - INFO - Epoch [128][100/3940] lr: 1.419e-03, eta: 11:12:50, time: 0.677, data_time: 0.232, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 1.9658, loss: 1.9658 +2025-06-21 20:38:52,978 - pyskl - INFO - Epoch [128][200/3940] lr: 1.416e-03, eta: 11:12:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.9521, loss: 1.9521 +2025-06-21 20:39:37,345 - pyskl - INFO - Epoch [128][300/3940] lr: 1.413e-03, eta: 11:11:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 2.0439, loss: 2.0439 +2025-06-21 20:40:21,799 - pyskl - INFO - Epoch [128][400/3940] lr: 1.410e-03, eta: 11:10:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 1.9704, loss: 1.9704 +2025-06-21 20:41:06,399 - pyskl - INFO - Epoch [128][500/3940] lr: 1.407e-03, eta: 11:09:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 1.9736, loss: 1.9736 +2025-06-21 20:41:50,834 - pyskl - INFO - Epoch [128][600/3940] lr: 1.404e-03, eta: 11:09:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9962, loss_cls: 1.9978, loss: 1.9978 +2025-06-21 20:42:35,196 - pyskl - INFO - Epoch [128][700/3940] lr: 1.401e-03, eta: 11:08:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 2.0460, loss: 2.0460 +2025-06-21 20:43:19,512 - pyskl - INFO - Epoch [128][800/3940] lr: 1.398e-03, eta: 11:07:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9950, loss_cls: 2.0387, loss: 2.0387 +2025-06-21 20:44:03,897 - pyskl - INFO - Epoch [128][900/3940] lr: 1.395e-03, eta: 11:06:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.9644, loss: 1.9644 +2025-06-21 20:44:48,242 - pyskl - INFO - Epoch [128][1000/3940] lr: 1.392e-03, eta: 11:06:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9938, loss_cls: 2.0358, loss: 2.0358 +2025-06-21 20:45:32,537 - pyskl - INFO - Epoch [128][1100/3940] lr: 1.389e-03, eta: 11:05:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 2.0335, loss: 2.0335 +2025-06-21 20:46:16,942 - pyskl - INFO - Epoch [128][1200/3940] lr: 1.386e-03, eta: 11:04:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 2.0830, loss: 2.0830 +2025-06-21 20:47:01,272 - pyskl - INFO - Epoch [128][1300/3940] lr: 1.383e-03, eta: 11:03:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 2.0404, loss: 2.0404 +2025-06-21 20:47:45,598 - pyskl - INFO - Epoch [128][1400/3940] lr: 1.380e-03, eta: 11:03:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 2.0716, loss: 2.0716 +2025-06-21 20:48:29,957 - pyskl - INFO - Epoch [128][1500/3940] lr: 1.377e-03, eta: 11:02:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 1.9461, loss: 1.9461 +2025-06-21 20:49:14,241 - pyskl - INFO - Epoch [128][1600/3940] lr: 1.374e-03, eta: 11:01:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 2.0265, loss: 2.0265 +2025-06-21 20:49:58,635 - pyskl - INFO - Epoch [128][1700/3940] lr: 1.371e-03, eta: 11:00:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.9798, loss: 1.9798 +2025-06-21 20:50:43,005 - pyskl - INFO - Epoch [128][1800/3940] lr: 1.368e-03, eta: 11:00:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.9746, loss: 1.9746 +2025-06-21 20:51:27,424 - pyskl - INFO - Epoch [128][1900/3940] lr: 1.365e-03, eta: 10:59:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9938, loss_cls: 1.9842, loss: 1.9842 +2025-06-21 20:52:11,853 - pyskl - INFO - Epoch [128][2000/3940] lr: 1.362e-03, eta: 10:58:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.9944, loss: 1.9944 +2025-06-21 20:52:56,163 - pyskl - INFO - Epoch [128][2100/3940] lr: 1.359e-03, eta: 10:57:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9944, loss_cls: 1.9609, loss: 1.9609 +2025-06-21 20:53:40,510 - pyskl - INFO - Epoch [128][2200/3940] lr: 1.356e-03, eta: 10:57:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.9908, loss: 1.9908 +2025-06-21 20:54:24,845 - pyskl - INFO - Epoch [128][2300/3940] lr: 1.353e-03, eta: 10:56:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.9837, loss: 1.9837 +2025-06-21 20:55:09,360 - pyskl - INFO - Epoch [128][2400/3940] lr: 1.350e-03, eta: 10:55:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.0224, loss: 2.0224 +2025-06-21 20:55:53,569 - pyskl - INFO - Epoch [128][2500/3940] lr: 1.347e-03, eta: 10:54:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 2.0494, loss: 2.0494 +2025-06-21 20:56:37,883 - pyskl - INFO - Epoch [128][2600/3940] lr: 1.344e-03, eta: 10:54:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 1.9802, loss: 1.9802 +2025-06-21 20:57:22,120 - pyskl - INFO - Epoch [128][2700/3940] lr: 1.341e-03, eta: 10:53:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9962, loss_cls: 1.9518, loss: 1.9518 +2025-06-21 20:58:06,372 - pyskl - INFO - Epoch [128][2800/3940] lr: 1.338e-03, eta: 10:52:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 2.0331, loss: 2.0331 +2025-06-21 20:58:50,605 - pyskl - INFO - Epoch [128][2900/3940] lr: 1.335e-03, eta: 10:52:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9956, loss_cls: 1.9938, loss: 1.9938 +2025-06-21 20:59:34,926 - pyskl - INFO - Epoch [128][3000/3940] lr: 1.332e-03, eta: 10:51:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 1.9832, loss: 1.9832 +2025-06-21 21:00:19,301 - pyskl - INFO - Epoch [128][3100/3940] lr: 1.329e-03, eta: 10:50:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 2.0590, loss: 2.0590 +2025-06-21 21:01:03,625 - pyskl - INFO - Epoch [128][3200/3940] lr: 1.326e-03, eta: 10:49:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 2.0280, loss: 2.0280 +2025-06-21 21:01:47,958 - pyskl - INFO - Epoch [128][3300/3940] lr: 1.323e-03, eta: 10:49:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.9860, loss: 1.9860 +2025-06-21 21:02:32,209 - pyskl - INFO - Epoch [128][3400/3940] lr: 1.320e-03, eta: 10:48:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 2.0068, loss: 2.0068 +2025-06-21 21:03:16,451 - pyskl - INFO - Epoch [128][3500/3940] lr: 1.317e-03, eta: 10:47:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9938, loss_cls: 2.0190, loss: 2.0190 +2025-06-21 21:04:00,808 - pyskl - INFO - Epoch [128][3600/3940] lr: 1.314e-03, eta: 10:46:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 2.0483, loss: 2.0483 +2025-06-21 21:04:45,227 - pyskl - INFO - Epoch [128][3700/3940] lr: 1.311e-03, eta: 10:46:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.9578, loss: 1.9578 +2025-06-21 21:05:29,815 - pyskl - INFO - Epoch [128][3800/3940] lr: 1.308e-03, eta: 10:45:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 2.0572, loss: 2.0572 +2025-06-21 21:06:14,362 - pyskl - INFO - Epoch [128][3900/3940] lr: 1.305e-03, eta: 10:44:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 2.1160, loss: 2.1160 +2025-06-21 21:06:32,523 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-06-21 21:09:56,558 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 21:09:57,017 - pyskl - INFO - +top1_acc 0.8319 +top5_acc 0.9669 +2025-06-21 21:09:57,034 - pyskl - INFO - Epoch(val) [128][3183] top1_acc: 0.8319, top5_acc: 0.9669 +2025-06-21 21:11:04,862 - pyskl - INFO - Epoch [129][100/3940] lr: 1.301e-03, eta: 10:43:33, time: 0.678, data_time: 0.235, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.9920, loss: 1.9920 +2025-06-21 21:11:49,013 - pyskl - INFO - Epoch [129][200/3940] lr: 1.298e-03, eta: 10:42:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.9751, loss: 1.9751 +2025-06-21 21:12:33,339 - pyskl - INFO - Epoch [129][300/3940] lr: 1.295e-03, eta: 10:42:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.9602, loss: 1.9602 +2025-06-21 21:13:17,644 - pyskl - INFO - Epoch [129][400/3940] lr: 1.292e-03, eta: 10:41:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.9848, loss: 1.9848 +2025-06-21 21:14:01,991 - pyskl - INFO - Epoch [129][500/3940] lr: 1.289e-03, eta: 10:40:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.8389, loss: 1.8389 +2025-06-21 21:14:46,357 - pyskl - INFO - Epoch [129][600/3940] lr: 1.286e-03, eta: 10:39:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.9134, loss: 1.9134 +2025-06-21 21:15:30,760 - pyskl - INFO - Epoch [129][700/3940] lr: 1.283e-03, eta: 10:39:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.9495, loss: 1.9495 +2025-06-21 21:16:15,097 - pyskl - INFO - Epoch [129][800/3940] lr: 1.280e-03, eta: 10:38:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.8910, loss: 1.8910 +2025-06-21 21:16:59,419 - pyskl - INFO - Epoch [129][900/3940] lr: 1.277e-03, eta: 10:37:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9956, loss_cls: 1.9154, loss: 1.9154 +2025-06-21 21:17:43,684 - pyskl - INFO - Epoch [129][1000/3940] lr: 1.274e-03, eta: 10:36:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 1.9698, loss: 1.9698 +2025-06-21 21:18:27,940 - pyskl - INFO - Epoch [129][1100/3940] lr: 1.271e-03, eta: 10:36:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 1.9819, loss: 1.9819 +2025-06-21 21:19:12,217 - pyskl - INFO - Epoch [129][1200/3940] lr: 1.268e-03, eta: 10:35:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.9378, loss: 1.9378 +2025-06-21 21:19:56,585 - pyskl - INFO - Epoch [129][1300/3940] lr: 1.265e-03, eta: 10:34:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.9914, loss: 1.9914 +2025-06-21 21:20:41,083 - pyskl - INFO - Epoch [129][1400/3940] lr: 1.263e-03, eta: 10:33:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.9656, loss: 1.9656 +2025-06-21 21:21:25,601 - pyskl - INFO - Epoch [129][1500/3940] lr: 1.260e-03, eta: 10:33:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9950, loss_cls: 1.9013, loss: 1.9013 +2025-06-21 21:22:10,106 - pyskl - INFO - Epoch [129][1600/3940] lr: 1.257e-03, eta: 10:32:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9950, loss_cls: 2.0002, loss: 2.0002 +2025-06-21 21:22:54,423 - pyskl - INFO - Epoch [129][1700/3940] lr: 1.254e-03, eta: 10:31:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.9513, loss: 1.9513 +2025-06-21 21:23:38,790 - pyskl - INFO - Epoch [129][1800/3940] lr: 1.251e-03, eta: 10:30:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9950, loss_cls: 1.9977, loss: 1.9977 +2025-06-21 21:24:23,226 - pyskl - INFO - Epoch [129][1900/3940] lr: 1.248e-03, eta: 10:30:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.9292, loss: 1.9292 +2025-06-21 21:25:08,092 - pyskl - INFO - Epoch [129][2000/3940] lr: 1.245e-03, eta: 10:29:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.9529, loss: 1.9529 +2025-06-21 21:25:53,154 - pyskl - INFO - Epoch [129][2100/3940] lr: 1.242e-03, eta: 10:28:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 1.9291, loss: 1.9291 +2025-06-21 21:26:38,060 - pyskl - INFO - Epoch [129][2200/3940] lr: 1.239e-03, eta: 10:27:55, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.9540, loss: 1.9540 +2025-06-21 21:27:22,927 - pyskl - INFO - Epoch [129][2300/3940] lr: 1.237e-03, eta: 10:27:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9956, loss_cls: 1.9261, loss: 1.9261 +2025-06-21 21:28:07,854 - pyskl - INFO - Epoch [129][2400/3940] lr: 1.234e-03, eta: 10:26:26, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 2.0547, loss: 2.0547 +2025-06-21 21:28:52,523 - pyskl - INFO - Epoch [129][2500/3940] lr: 1.231e-03, eta: 10:25:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9938, loss_cls: 1.9987, loss: 1.9987 +2025-06-21 21:29:37,142 - pyskl - INFO - Epoch [129][2600/3940] lr: 1.228e-03, eta: 10:24:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.9017, loss: 1.9017 +2025-06-21 21:30:21,860 - pyskl - INFO - Epoch [129][2700/3940] lr: 1.225e-03, eta: 10:24:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9950, loss_cls: 1.9775, loss: 1.9775 +2025-06-21 21:31:06,513 - pyskl - INFO - Epoch [129][2800/3940] lr: 1.222e-03, eta: 10:23:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 2.0599, loss: 2.0599 +2025-06-21 21:31:51,337 - pyskl - INFO - Epoch [129][2900/3940] lr: 1.219e-03, eta: 10:22:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 2.0186, loss: 2.0186 +2025-06-21 21:32:36,089 - pyskl - INFO - Epoch [129][3000/3940] lr: 1.216e-03, eta: 10:21:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9950, loss_cls: 2.0520, loss: 2.0520 +2025-06-21 21:33:20,945 - pyskl - INFO - Epoch [129][3100/3940] lr: 1.214e-03, eta: 10:21:14, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 1.9922, loss: 1.9922 +2025-06-21 21:34:05,568 - pyskl - INFO - Epoch [129][3200/3940] lr: 1.211e-03, eta: 10:20:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9944, loss_cls: 2.0678, loss: 2.0678 +2025-06-21 21:34:50,263 - pyskl - INFO - Epoch [129][3300/3940] lr: 1.208e-03, eta: 10:19:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 1.9716, loss: 1.9716 +2025-06-21 21:35:35,251 - pyskl - INFO - Epoch [129][3400/3940] lr: 1.205e-03, eta: 10:19:01, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 1.9408, loss: 1.9408 +2025-06-21 21:36:20,225 - pyskl - INFO - Epoch [129][3500/3940] lr: 1.202e-03, eta: 10:18:16, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.9747, loss: 1.9747 +2025-06-21 21:37:05,219 - pyskl - INFO - Epoch [129][3600/3940] lr: 1.199e-03, eta: 10:17:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 2.0248, loss: 2.0248 +2025-06-21 21:37:50,244 - pyskl - INFO - Epoch [129][3700/3940] lr: 1.196e-03, eta: 10:16:47, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.9716, loss: 1.9716 +2025-06-21 21:38:35,163 - pyskl - INFO - Epoch [129][3800/3940] lr: 1.194e-03, eta: 10:16:02, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 1.9556, loss: 1.9556 +2025-06-21 21:39:20,262 - pyskl - INFO - Epoch [129][3900/3940] lr: 1.191e-03, eta: 10:15:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 2.0873, loss: 2.0873 +2025-06-21 21:39:38,484 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-06-21 21:43:07,370 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 21:43:07,829 - pyskl - INFO - +top1_acc 0.8375 +top5_acc 0.9699 +2025-06-21 21:43:07,880 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_127.pth was removed +2025-06-21 21:43:08,895 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2025-06-21 21:43:08,897 - pyskl - INFO - Best top1_acc is 0.8375 at 129 epoch. +2025-06-21 21:43:08,913 - pyskl - INFO - Epoch(val) [129][3183] top1_acc: 0.8375, top5_acc: 0.9699 +2025-06-21 21:44:16,983 - pyskl - INFO - Epoch [130][100/3940] lr: 1.187e-03, eta: 10:14:16, time: 0.681, data_time: 0.233, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.9477, loss: 1.9477 +2025-06-21 21:45:01,658 - pyskl - INFO - Epoch [130][200/3940] lr: 1.184e-03, eta: 10:13:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.9701, loss: 1.9701 +2025-06-21 21:45:46,121 - pyskl - INFO - Epoch [130][300/3940] lr: 1.181e-03, eta: 10:12:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.9036, loss: 1.9036 +2025-06-21 21:46:30,565 - pyskl - INFO - Epoch [130][400/3940] lr: 1.178e-03, eta: 10:12:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.8519, loss: 1.8519 +2025-06-21 21:47:15,056 - pyskl - INFO - Epoch [130][500/3940] lr: 1.176e-03, eta: 10:11:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 1.8601, loss: 1.8601 +2025-06-21 21:47:59,514 - pyskl - INFO - Epoch [130][600/3940] lr: 1.173e-03, eta: 10:10:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.9503, loss: 1.9503 +2025-06-21 21:48:43,945 - pyskl - INFO - Epoch [130][700/3940] lr: 1.170e-03, eta: 10:09:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 1.9933, loss: 1.9933 +2025-06-21 21:49:28,406 - pyskl - INFO - Epoch [130][800/3940] lr: 1.167e-03, eta: 10:09:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.9431, loss: 1.9431 +2025-06-21 21:50:12,790 - pyskl - INFO - Epoch [130][900/3940] lr: 1.164e-03, eta: 10:08:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 2.0287, loss: 2.0287 +2025-06-21 21:50:57,273 - pyskl - INFO - Epoch [130][1000/3940] lr: 1.162e-03, eta: 10:07:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.9669, loss: 1.9669 +2025-06-21 21:51:41,678 - pyskl - INFO - Epoch [130][1100/3940] lr: 1.159e-03, eta: 10:06:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9950, loss_cls: 1.9837, loss: 1.9837 +2025-06-21 21:52:26,183 - pyskl - INFO - Epoch [130][1200/3940] lr: 1.156e-03, eta: 10:06:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.8456, loss: 1.8456 +2025-06-21 21:53:10,677 - pyskl - INFO - Epoch [130][1300/3940] lr: 1.153e-03, eta: 10:05:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.9731, loss: 1.9731 +2025-06-21 21:53:55,078 - pyskl - INFO - Epoch [130][1400/3940] lr: 1.150e-03, eta: 10:04:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9962, loss_cls: 1.9166, loss: 1.9166 +2025-06-21 21:54:39,520 - pyskl - INFO - Epoch [130][1500/3940] lr: 1.148e-03, eta: 10:03:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.8745, loss: 1.8745 +2025-06-21 21:55:23,954 - pyskl - INFO - Epoch [130][1600/3940] lr: 1.145e-03, eta: 10:03:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.9942, loss: 1.9942 +2025-06-21 21:56:08,331 - pyskl - INFO - Epoch [130][1700/3940] lr: 1.142e-03, eta: 10:02:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.9194, loss: 1.9194 +2025-06-21 21:56:52,738 - pyskl - INFO - Epoch [130][1800/3940] lr: 1.139e-03, eta: 10:01:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.9412, loss: 1.9412 +2025-06-21 21:57:37,510 - pyskl - INFO - Epoch [130][1900/3940] lr: 1.137e-03, eta: 10:00:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9950, loss_cls: 1.9302, loss: 1.9302 +2025-06-21 21:58:21,959 - pyskl - INFO - Epoch [130][2000/3940] lr: 1.134e-03, eta: 10:00:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 2.0086, loss: 2.0086 +2025-06-21 21:59:06,243 - pyskl - INFO - Epoch [130][2100/3940] lr: 1.131e-03, eta: 9:59:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.9177, loss: 1.9177 +2025-06-21 21:59:50,431 - pyskl - INFO - Epoch [130][2200/3940] lr: 1.128e-03, eta: 9:58:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9956, loss_cls: 1.9561, loss: 1.9561 +2025-06-21 22:00:34,779 - pyskl - INFO - Epoch [130][2300/3940] lr: 1.125e-03, eta: 9:57:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.9152, loss: 1.9152 +2025-06-21 22:01:19,297 - pyskl - INFO - Epoch [130][2400/3940] lr: 1.123e-03, eta: 9:57:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.9425, loss: 1.9425 +2025-06-21 22:02:03,731 - pyskl - INFO - Epoch [130][2500/3940] lr: 1.120e-03, eta: 9:56:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9950, loss_cls: 1.9442, loss: 1.9442 +2025-06-21 22:02:48,093 - pyskl - INFO - Epoch [130][2600/3940] lr: 1.117e-03, eta: 9:55:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 1.9012, loss: 1.9012 +2025-06-21 22:03:32,547 - pyskl - INFO - Epoch [130][2700/3940] lr: 1.114e-03, eta: 9:54:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.9213, loss: 1.9213 +2025-06-21 22:04:16,954 - pyskl - INFO - Epoch [130][2800/3940] lr: 1.112e-03, eta: 9:54:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.9109, loss: 1.9109 +2025-06-21 22:05:01,442 - pyskl - INFO - Epoch [130][2900/3940] lr: 1.109e-03, eta: 9:53:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 1.9390, loss: 1.9390 +2025-06-21 22:05:45,870 - pyskl - INFO - Epoch [130][3000/3940] lr: 1.106e-03, eta: 9:52:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.9416, loss: 1.9416 +2025-06-21 22:06:30,269 - pyskl - INFO - Epoch [130][3100/3940] lr: 1.104e-03, eta: 9:51:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9962, loss_cls: 1.8845, loss: 1.8845 +2025-06-21 22:07:14,756 - pyskl - INFO - Epoch [130][3200/3940] lr: 1.101e-03, eta: 9:51:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.8840, loss: 1.8840 +2025-06-21 22:07:59,197 - pyskl - INFO - Epoch [130][3300/3940] lr: 1.098e-03, eta: 9:50:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9956, loss_cls: 1.9129, loss: 1.9129 +2025-06-21 22:08:43,643 - pyskl - INFO - Epoch [130][3400/3940] lr: 1.095e-03, eta: 9:49:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.8376, loss: 1.8376 +2025-06-21 22:09:28,067 - pyskl - INFO - Epoch [130][3500/3940] lr: 1.093e-03, eta: 9:48:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.8934, loss: 1.8934 +2025-06-21 22:10:12,551 - pyskl - INFO - Epoch [130][3600/3940] lr: 1.090e-03, eta: 9:48:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 2.0163, loss: 2.0163 +2025-06-21 22:10:56,964 - pyskl - INFO - Epoch [130][3700/3940] lr: 1.087e-03, eta: 9:47:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9938, loss_cls: 2.0353, loss: 2.0353 +2025-06-21 22:11:41,482 - pyskl - INFO - Epoch [130][3800/3940] lr: 1.084e-03, eta: 9:46:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 1.9402, loss: 1.9402 +2025-06-21 22:12:25,972 - pyskl - INFO - Epoch [130][3900/3940] lr: 1.082e-03, eta: 9:46:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9950, loss_cls: 1.9473, loss: 1.9473 +2025-06-21 22:12:44,113 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-06-21 22:32:02,036 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 22:32:02,497 - pyskl - INFO - +top1_acc 0.8377 +top5_acc 0.9697 +2025-06-21 22:32:02,550 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_129.pth was removed +2025-06-21 22:32:03,579 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2025-06-21 22:32:03,581 - pyskl - INFO - Best top1_acc is 0.8377 at 130 epoch. +2025-06-21 22:32:03,598 - pyskl - INFO - Epoch(val) [130][3183] top1_acc: 0.8377, top5_acc: 0.9697 +2025-06-21 22:33:11,253 - pyskl - INFO - Epoch [131][100/3940] lr: 1.078e-03, eta: 9:44:59, time: 0.676, data_time: 0.233, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9950, loss_cls: 2.0436, loss: 2.0436 +2025-06-21 22:33:55,581 - pyskl - INFO - Epoch [131][200/3940] lr: 1.075e-03, eta: 9:44:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9969, loss_cls: 1.8775, loss: 1.8775 +2025-06-21 22:34:39,931 - pyskl - INFO - Epoch [131][300/3940] lr: 1.073e-03, eta: 9:43:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 1.7954, loss: 1.7954 +2025-06-21 22:35:24,194 - pyskl - INFO - Epoch [131][400/3940] lr: 1.070e-03, eta: 9:42:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.8943, loss: 1.8943 +2025-06-21 22:36:08,465 - pyskl - INFO - Epoch [131][500/3940] lr: 1.067e-03, eta: 9:42:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.7829, loss: 1.7829 +2025-06-21 22:36:52,864 - pyskl - INFO - Epoch [131][600/3940] lr: 1.065e-03, eta: 9:41:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.8843, loss: 1.8843 +2025-06-21 22:37:37,205 - pyskl - INFO - Epoch [131][700/3940] lr: 1.062e-03, eta: 9:40:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9950, loss_cls: 2.0102, loss: 2.0102 +2025-06-21 22:38:21,508 - pyskl - INFO - Epoch [131][800/3940] lr: 1.059e-03, eta: 9:39:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.9397, loss: 1.9397 +2025-06-21 22:39:05,797 - pyskl - INFO - Epoch [131][900/3940] lr: 1.057e-03, eta: 9:39:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9956, loss_cls: 1.9649, loss: 1.9649 +2025-06-21 22:39:50,092 - pyskl - INFO - Epoch [131][1000/3940] lr: 1.054e-03, eta: 9:38:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.8516, loss: 1.8516 +2025-06-21 22:40:34,420 - pyskl - INFO - Epoch [131][1100/3940] lr: 1.051e-03, eta: 9:37:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9956, loss_cls: 1.8606, loss: 1.8606 +2025-06-21 22:41:18,780 - pyskl - INFO - Epoch [131][1200/3940] lr: 1.049e-03, eta: 9:36:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9962, loss_cls: 1.9256, loss: 1.9256 +2025-06-21 22:42:03,309 - pyskl - INFO - Epoch [131][1300/3940] lr: 1.046e-03, eta: 9:36:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 1.8773, loss: 1.8773 +2025-06-21 22:42:47,627 - pyskl - INFO - Epoch [131][1400/3940] lr: 1.043e-03, eta: 9:35:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9969, loss_cls: 1.9182, loss: 1.9182 +2025-06-21 22:43:31,929 - pyskl - INFO - Epoch [131][1500/3940] lr: 1.041e-03, eta: 9:34:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.8109, loss: 1.8109 +2025-06-21 22:44:16,285 - pyskl - INFO - Epoch [131][1600/3940] lr: 1.038e-03, eta: 9:33:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 1.9020, loss: 1.9020 +2025-06-21 22:45:00,792 - pyskl - INFO - Epoch [131][1700/3940] lr: 1.035e-03, eta: 9:33:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.8966, loss: 1.8966 +2025-06-21 22:45:45,246 - pyskl - INFO - Epoch [131][1800/3940] lr: 1.033e-03, eta: 9:32:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9956, loss_cls: 1.9378, loss: 1.9378 +2025-06-21 22:46:29,630 - pyskl - INFO - Epoch [131][1900/3940] lr: 1.030e-03, eta: 9:31:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.9122, loss: 1.9122 +2025-06-21 22:47:14,061 - pyskl - INFO - Epoch [131][2000/3940] lr: 1.027e-03, eta: 9:30:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9962, loss_cls: 1.8923, loss: 1.8923 +2025-06-21 22:47:58,392 - pyskl - INFO - Epoch [131][2100/3940] lr: 1.025e-03, eta: 9:30:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9969, loss_cls: 1.8990, loss: 1.8990 +2025-06-21 22:48:42,590 - pyskl - INFO - Epoch [131][2200/3940] lr: 1.022e-03, eta: 9:29:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.8677, loss: 1.8677 +2025-06-21 22:49:26,771 - pyskl - INFO - Epoch [131][2300/3940] lr: 1.019e-03, eta: 9:28:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 1.8861, loss: 1.8861 +2025-06-21 22:50:10,958 - pyskl - INFO - Epoch [131][2400/3940] lr: 1.017e-03, eta: 9:27:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 1.8747, loss: 1.8747 +2025-06-21 22:50:55,151 - pyskl - INFO - Epoch [131][2500/3940] lr: 1.014e-03, eta: 9:27:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9962, loss_cls: 1.9180, loss: 1.9180 +2025-06-21 22:51:39,359 - pyskl - INFO - Epoch [131][2600/3940] lr: 1.012e-03, eta: 9:26:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9956, loss_cls: 1.9568, loss: 1.9568 +2025-06-21 22:52:23,513 - pyskl - INFO - Epoch [131][2700/3940] lr: 1.009e-03, eta: 9:25:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.8823, loss: 1.8823 +2025-06-21 22:53:07,722 - pyskl - INFO - Epoch [131][2800/3940] lr: 1.006e-03, eta: 9:24:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.9117, loss: 1.9117 +2025-06-21 22:53:51,882 - pyskl - INFO - Epoch [131][2900/3940] lr: 1.004e-03, eta: 9:24:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 1.8896, loss: 1.8896 +2025-06-21 22:54:36,041 - pyskl - INFO - Epoch [131][3000/3940] lr: 1.001e-03, eta: 9:23:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 1.9760, loss: 1.9760 +2025-06-21 22:55:20,297 - pyskl - INFO - Epoch [131][3100/3940] lr: 9.985e-04, eta: 9:22:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.8578, loss: 1.8578 +2025-06-21 22:56:04,681 - pyskl - INFO - Epoch [131][3200/3940] lr: 9.959e-04, eta: 9:21:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9950, loss_cls: 1.9214, loss: 1.9214 +2025-06-21 22:56:49,258 - pyskl - INFO - Epoch [131][3300/3940] lr: 9.933e-04, eta: 9:21:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 1.8780, loss: 1.8780 +2025-06-21 22:57:33,895 - pyskl - INFO - Epoch [131][3400/3940] lr: 9.907e-04, eta: 9:20:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.8596, loss: 1.8596 +2025-06-21 22:58:18,420 - pyskl - INFO - Epoch [131][3500/3940] lr: 9.881e-04, eta: 9:19:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.8959, loss: 1.8959 +2025-06-21 22:59:02,951 - pyskl - INFO - Epoch [131][3600/3940] lr: 9.855e-04, eta: 9:18:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9969, loss_cls: 1.8519, loss: 1.8519 +2025-06-21 22:59:47,311 - pyskl - INFO - Epoch [131][3700/3940] lr: 9.829e-04, eta: 9:18:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9956, loss_cls: 1.9215, loss: 1.9215 +2025-06-21 23:00:31,578 - pyskl - INFO - Epoch [131][3800/3940] lr: 9.803e-04, eta: 9:17:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9950, loss_cls: 1.8698, loss: 1.8698 +2025-06-21 23:01:15,897 - pyskl - INFO - Epoch [131][3900/3940] lr: 9.778e-04, eta: 9:16:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 1.8619, loss: 1.8619 +2025-06-21 23:01:33,907 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-06-21 23:04:58,845 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 23:04:59,310 - pyskl - INFO - +top1_acc 0.8348 +top5_acc 0.9693 +2025-06-21 23:04:59,328 - pyskl - INFO - Epoch(val) [131][3183] top1_acc: 0.8348, top5_acc: 0.9693 +2025-06-21 23:06:07,321 - pyskl - INFO - Epoch [132][100/3940] lr: 9.742e-04, eta: 9:15:41, time: 0.680, data_time: 0.235, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9969, loss_cls: 1.8508, loss: 1.8508 +2025-06-21 23:06:51,880 - pyskl - INFO - Epoch [132][200/3940] lr: 9.716e-04, eta: 9:14:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9962, loss_cls: 1.8371, loss: 1.8371 +2025-06-21 23:07:36,470 - pyskl - INFO - Epoch [132][300/3940] lr: 9.690e-04, eta: 9:14:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.8587, loss: 1.8587 +2025-06-21 23:08:21,113 - pyskl - INFO - Epoch [132][400/3940] lr: 9.665e-04, eta: 9:13:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.8802, loss: 1.8802 +2025-06-21 23:09:05,602 - pyskl - INFO - Epoch [132][500/3940] lr: 9.639e-04, eta: 9:12:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.8998, loss: 1.8998 +2025-06-21 23:09:50,099 - pyskl - INFO - Epoch [132][600/3940] lr: 9.613e-04, eta: 9:11:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9969, loss_cls: 1.8235, loss: 1.8235 +2025-06-21 23:10:34,779 - pyskl - INFO - Epoch [132][700/3940] lr: 9.588e-04, eta: 9:11:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.7751, loss: 1.7751 +2025-06-21 23:11:19,296 - pyskl - INFO - Epoch [132][800/3940] lr: 9.562e-04, eta: 9:10:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9962, loss_cls: 1.7831, loss: 1.7831 +2025-06-21 23:12:03,673 - pyskl - INFO - Epoch [132][900/3940] lr: 9.537e-04, eta: 9:09:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.8764, loss: 1.8764 +2025-06-21 23:12:48,131 - pyskl - INFO - Epoch [132][1000/3940] lr: 9.511e-04, eta: 9:09:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.8085, loss: 1.8085 +2025-06-21 23:13:32,626 - pyskl - INFO - Epoch [132][1100/3940] lr: 9.486e-04, eta: 9:08:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.8030, loss: 1.8030 +2025-06-21 23:14:17,022 - pyskl - INFO - Epoch [132][1200/3940] lr: 9.461e-04, eta: 9:07:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.9231, loss: 1.9231 +2025-06-21 23:15:01,461 - pyskl - INFO - Epoch [132][1300/3940] lr: 9.435e-04, eta: 9:06:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.8964, loss: 1.8964 +2025-06-21 23:15:45,877 - pyskl - INFO - Epoch [132][1400/3940] lr: 9.410e-04, eta: 9:06:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.7595, loss: 1.7595 +2025-06-21 23:16:30,328 - pyskl - INFO - Epoch [132][1500/3940] lr: 9.385e-04, eta: 9:05:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.8003, loss: 1.8003 +2025-06-21 23:17:14,783 - pyskl - INFO - Epoch [132][1600/3940] lr: 9.360e-04, eta: 9:04:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9938, loss_cls: 1.9307, loss: 1.9307 +2025-06-21 23:17:59,352 - pyskl - INFO - Epoch [132][1700/3940] lr: 9.334e-04, eta: 9:03:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9962, loss_cls: 1.8668, loss: 1.8668 +2025-06-21 23:18:44,066 - pyskl - INFO - Epoch [132][1800/3940] lr: 9.309e-04, eta: 9:03:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 1.8857, loss: 1.8857 +2025-06-21 23:19:28,634 - pyskl - INFO - Epoch [132][1900/3940] lr: 9.284e-04, eta: 9:02:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.7737, loss: 1.7737 +2025-06-21 23:20:13,138 - pyskl - INFO - Epoch [132][2000/3940] lr: 9.259e-04, eta: 9:01:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 1.8468, loss: 1.8468 +2025-06-21 23:20:57,651 - pyskl - INFO - Epoch [132][2100/3940] lr: 9.234e-04, eta: 9:00:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 1.8529, loss: 1.8529 +2025-06-21 23:21:42,021 - pyskl - INFO - Epoch [132][2200/3940] lr: 9.209e-04, eta: 9:00:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9962, loss_cls: 1.8514, loss: 1.8514 +2025-06-21 23:22:26,381 - pyskl - INFO - Epoch [132][2300/3940] lr: 9.184e-04, eta: 8:59:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.8311, loss: 1.8311 +2025-06-21 23:23:10,750 - pyskl - INFO - Epoch [132][2400/3940] lr: 9.159e-04, eta: 8:58:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.8964, loss: 1.8964 +2025-06-21 23:23:55,197 - pyskl - INFO - Epoch [132][2500/3940] lr: 9.134e-04, eta: 8:57:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.9184, loss: 1.9184 +2025-06-21 23:24:39,913 - pyskl - INFO - Epoch [132][2600/3940] lr: 9.109e-04, eta: 8:57:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.8378, loss: 1.8378 +2025-06-21 23:25:24,590 - pyskl - INFO - Epoch [132][2700/3940] lr: 9.084e-04, eta: 8:56:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.8874, loss: 1.8874 +2025-06-21 23:26:09,001 - pyskl - INFO - Epoch [132][2800/3940] lr: 9.059e-04, eta: 8:55:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.8720, loss: 1.8720 +2025-06-21 23:26:53,421 - pyskl - INFO - Epoch [132][2900/3940] lr: 9.034e-04, eta: 8:54:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.9210, loss: 1.9210 +2025-06-21 23:27:37,817 - pyskl - INFO - Epoch [132][3000/3940] lr: 9.010e-04, eta: 8:54:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.9002, loss: 1.9002 +2025-06-21 23:28:22,426 - pyskl - INFO - Epoch [132][3100/3940] lr: 8.985e-04, eta: 8:53:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.8222, loss: 1.8222 +2025-06-21 23:29:07,162 - pyskl - INFO - Epoch [132][3200/3940] lr: 8.960e-04, eta: 8:52:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.9063, loss: 1.9063 +2025-06-21 23:29:51,641 - pyskl - INFO - Epoch [132][3300/3940] lr: 8.935e-04, eta: 8:51:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9969, loss_cls: 1.8302, loss: 1.8302 +2025-06-21 23:30:36,088 - pyskl - INFO - Epoch [132][3400/3940] lr: 8.911e-04, eta: 8:51:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9962, loss_cls: 1.8564, loss: 1.8564 +2025-06-21 23:31:20,496 - pyskl - INFO - Epoch [132][3500/3940] lr: 8.886e-04, eta: 8:50:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.8469, loss: 1.8469 +2025-06-21 23:32:04,852 - pyskl - INFO - Epoch [132][3600/3940] lr: 8.862e-04, eta: 8:49:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.8413, loss: 1.8413 +2025-06-21 23:32:49,222 - pyskl - INFO - Epoch [132][3700/3940] lr: 8.837e-04, eta: 8:48:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.7727, loss: 1.7727 +2025-06-21 23:33:33,536 - pyskl - INFO - Epoch [132][3800/3940] lr: 8.812e-04, eta: 8:48:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7903, loss: 1.7903 +2025-06-21 23:34:18,263 - pyskl - INFO - Epoch [132][3900/3940] lr: 8.788e-04, eta: 8:47:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9956, loss_cls: 1.8914, loss: 1.8914 +2025-06-21 23:34:36,484 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-06-21 23:38:01,422 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-21 23:38:01,891 - pyskl - INFO - +top1_acc 0.8450 +top5_acc 0.9727 +2025-06-21 23:38:01,946 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_130.pth was removed +2025-06-21 23:38:03,019 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2025-06-21 23:38:03,021 - pyskl - INFO - Best top1_acc is 0.8450 at 132 epoch. +2025-06-21 23:38:03,043 - pyskl - INFO - Epoch(val) [132][3183] top1_acc: 0.8450, top5_acc: 0.9727 +2025-06-21 23:39:10,570 - pyskl - INFO - Epoch [133][100/3940] lr: 8.754e-04, eta: 8:46:24, time: 0.675, data_time: 0.233, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9962, loss_cls: 1.7847, loss: 1.7847 +2025-06-21 23:39:54,895 - pyskl - INFO - Epoch [133][200/3940] lr: 8.729e-04, eta: 8:45:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 1.8187, loss: 1.8187 +2025-06-21 23:40:39,203 - pyskl - INFO - Epoch [133][300/3940] lr: 8.705e-04, eta: 8:44:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.8232, loss: 1.8232 +2025-06-21 23:41:23,466 - pyskl - INFO - Epoch [133][400/3940] lr: 8.681e-04, eta: 8:44:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.7927, loss: 1.7927 +2025-06-21 23:42:07,751 - pyskl - INFO - Epoch [133][500/3940] lr: 8.656e-04, eta: 8:43:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.7774, loss: 1.7774 +2025-06-21 23:42:51,992 - pyskl - INFO - Epoch [133][600/3940] lr: 8.632e-04, eta: 8:42:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.7648, loss: 1.7648 +2025-06-21 23:43:36,282 - pyskl - INFO - Epoch [133][700/3940] lr: 8.608e-04, eta: 8:41:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.8349, loss: 1.8349 +2025-06-21 23:44:20,702 - pyskl - INFO - Epoch [133][800/3940] lr: 8.584e-04, eta: 8:41:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.8281, loss: 1.8281 +2025-06-21 23:45:05,040 - pyskl - INFO - Epoch [133][900/3940] lr: 8.559e-04, eta: 8:40:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9969, loss_cls: 1.8798, loss: 1.8798 +2025-06-21 23:45:49,326 - pyskl - INFO - Epoch [133][1000/3940] lr: 8.535e-04, eta: 8:39:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.7857, loss: 1.7857 +2025-06-21 23:46:33,647 - pyskl - INFO - Epoch [133][1100/3940] lr: 8.511e-04, eta: 8:38:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.8294, loss: 1.8294 +2025-06-21 23:47:17,920 - pyskl - INFO - Epoch [133][1200/3940] lr: 8.487e-04, eta: 8:38:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.8443, loss: 1.8443 +2025-06-21 23:48:02,196 - pyskl - INFO - Epoch [133][1300/3940] lr: 8.463e-04, eta: 8:37:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9962, loss_cls: 1.8379, loss: 1.8379 +2025-06-21 23:48:46,445 - pyskl - INFO - Epoch [133][1400/3940] lr: 8.439e-04, eta: 8:36:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.7979, loss: 1.7979 +2025-06-21 23:49:30,713 - pyskl - INFO - Epoch [133][1500/3940] lr: 8.415e-04, eta: 8:35:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.8107, loss: 1.8107 +2025-06-21 23:50:15,127 - pyskl - INFO - Epoch [133][1600/3940] lr: 8.391e-04, eta: 8:35:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.7790, loss: 1.7790 +2025-06-21 23:50:59,470 - pyskl - INFO - Epoch [133][1700/3940] lr: 8.367e-04, eta: 8:34:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 1.8175, loss: 1.8175 +2025-06-21 23:51:43,857 - pyskl - INFO - Epoch [133][1800/3940] lr: 8.343e-04, eta: 8:33:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.8654, loss: 1.8654 +2025-06-21 23:52:28,344 - pyskl - INFO - Epoch [133][1900/3940] lr: 8.319e-04, eta: 8:33:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.8862, loss: 1.8862 +2025-06-21 23:53:12,788 - pyskl - INFO - Epoch [133][2000/3940] lr: 8.296e-04, eta: 8:32:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.7965, loss: 1.7965 +2025-06-21 23:53:57,109 - pyskl - INFO - Epoch [133][2100/3940] lr: 8.272e-04, eta: 8:31:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.7513, loss: 1.7513 +2025-06-21 23:54:41,333 - pyskl - INFO - Epoch [133][2200/3940] lr: 8.248e-04, eta: 8:30:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.7889, loss: 1.7889 +2025-06-21 23:55:25,580 - pyskl - INFO - Epoch [133][2300/3940] lr: 8.224e-04, eta: 8:30:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.7975, loss: 1.7975 +2025-06-21 23:56:09,850 - pyskl - INFO - Epoch [133][2400/3940] lr: 8.201e-04, eta: 8:29:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9962, loss_cls: 1.7782, loss: 1.7782 +2025-06-21 23:56:54,032 - pyskl - INFO - Epoch [133][2500/3940] lr: 8.177e-04, eta: 8:28:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.8148, loss: 1.8148 +2025-06-21 23:57:38,256 - pyskl - INFO - Epoch [133][2600/3940] lr: 8.153e-04, eta: 8:27:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9969, loss_cls: 1.8177, loss: 1.8177 +2025-06-21 23:58:22,471 - pyskl - INFO - Epoch [133][2700/3940] lr: 8.130e-04, eta: 8:27:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.8143, loss: 1.8143 +2025-06-21 23:59:06,694 - pyskl - INFO - Epoch [133][2800/3940] lr: 8.106e-04, eta: 8:26:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 1.8400, loss: 1.8400 +2025-06-21 23:59:50,931 - pyskl - INFO - Epoch [133][2900/3940] lr: 8.083e-04, eta: 8:25:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.7806, loss: 1.7806 +2025-06-22 00:00:35,138 - pyskl - INFO - Epoch [133][3000/3940] lr: 8.059e-04, eta: 8:24:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.8216, loss: 1.8216 +2025-06-22 00:01:19,488 - pyskl - INFO - Epoch [133][3100/3940] lr: 8.036e-04, eta: 8:24:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9962, loss_cls: 1.7919, loss: 1.7919 +2025-06-22 00:02:03,748 - pyskl - INFO - Epoch [133][3200/3940] lr: 8.012e-04, eta: 8:23:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.8260, loss: 1.8260 +2025-06-22 00:02:48,064 - pyskl - INFO - Epoch [133][3300/3940] lr: 7.989e-04, eta: 8:22:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.7746, loss: 1.7746 +2025-06-22 00:03:32,316 - pyskl - INFO - Epoch [133][3400/3940] lr: 7.966e-04, eta: 8:21:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 1.8472, loss: 1.8472 +2025-06-22 00:04:16,507 - pyskl - INFO - Epoch [133][3500/3940] lr: 7.942e-04, eta: 8:21:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.8661, loss: 1.8661 +2025-06-22 00:05:00,743 - pyskl - INFO - Epoch [133][3600/3940] lr: 7.919e-04, eta: 8:20:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.7993, loss: 1.7993 +2025-06-22 00:05:44,995 - pyskl - INFO - Epoch [133][3700/3940] lr: 7.896e-04, eta: 8:19:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.8604, loss: 1.8604 +2025-06-22 00:06:29,235 - pyskl - INFO - Epoch [133][3800/3940] lr: 7.872e-04, eta: 8:18:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 1.8748, loss: 1.8748 +2025-06-22 00:07:13,482 - pyskl - INFO - Epoch [133][3900/3940] lr: 7.849e-04, eta: 8:18:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.8337, loss: 1.8337 +2025-06-22 00:07:31,452 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-06-22 00:10:56,411 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 00:10:56,869 - pyskl - INFO - +top1_acc 0.8484 +top5_acc 0.9717 +2025-06-22 00:10:56,920 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_132.pth was removed +2025-06-22 00:10:57,925 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2025-06-22 00:10:57,927 - pyskl - INFO - Best top1_acc is 0.8484 at 133 epoch. +2025-06-22 00:10:57,944 - pyskl - INFO - Epoch(val) [133][3183] top1_acc: 0.8484, top5_acc: 0.9717 +2025-06-22 00:12:05,456 - pyskl - INFO - Epoch [134][100/3940] lr: 7.817e-04, eta: 8:17:06, time: 0.675, data_time: 0.233, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9956, loss_cls: 1.8003, loss: 1.8003 +2025-06-22 00:12:49,852 - pyskl - INFO - Epoch [134][200/3940] lr: 7.794e-04, eta: 8:16:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.7530, loss: 1.7530 +2025-06-22 00:13:34,208 - pyskl - INFO - Epoch [134][300/3940] lr: 7.771e-04, eta: 8:15:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.7877, loss: 1.7877 +2025-06-22 00:14:18,588 - pyskl - INFO - Epoch [134][400/3940] lr: 7.748e-04, eta: 8:14:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.8088, loss: 1.8088 +2025-06-22 00:15:02,907 - pyskl - INFO - Epoch [134][500/3940] lr: 7.725e-04, eta: 8:14:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.7818, loss: 1.7818 +2025-06-22 00:15:47,191 - pyskl - INFO - Epoch [134][600/3940] lr: 7.702e-04, eta: 8:13:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.7297, loss: 1.7297 +2025-06-22 00:16:31,380 - pyskl - INFO - Epoch [134][700/3940] lr: 7.679e-04, eta: 8:12:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9969, loss_cls: 1.7720, loss: 1.7720 +2025-06-22 00:17:15,604 - pyskl - INFO - Epoch [134][800/3940] lr: 7.656e-04, eta: 8:11:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.7651, loss: 1.7651 +2025-06-22 00:17:59,845 - pyskl - INFO - Epoch [134][900/3940] lr: 7.633e-04, eta: 8:11:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9969, loss_cls: 1.7681, loss: 1.7681 +2025-06-22 00:18:44,117 - pyskl - INFO - Epoch [134][1000/3940] lr: 7.610e-04, eta: 8:10:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.7270, loss: 1.7270 +2025-06-22 00:19:28,325 - pyskl - INFO - Epoch [134][1100/3940] lr: 7.587e-04, eta: 8:09:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9962, loss_cls: 1.7983, loss: 1.7983 +2025-06-22 00:20:12,509 - pyskl - INFO - Epoch [134][1200/3940] lr: 7.564e-04, eta: 8:08:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.7767, loss: 1.7767 +2025-06-22 00:20:56,685 - pyskl - INFO - Epoch [134][1300/3940] lr: 7.542e-04, eta: 8:08:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.8348, loss: 1.8348 +2025-06-22 00:21:40,969 - pyskl - INFO - Epoch [134][1400/3940] lr: 7.519e-04, eta: 8:07:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.7082, loss: 1.7082 +2025-06-22 00:22:25,095 - pyskl - INFO - Epoch [134][1500/3940] lr: 7.496e-04, eta: 8:06:41, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 1.8509, loss: 1.8509 +2025-06-22 00:23:09,442 - pyskl - INFO - Epoch [134][1600/3940] lr: 7.474e-04, eta: 8:05:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 1.7638, loss: 1.7638 +2025-06-22 00:23:53,797 - pyskl - INFO - Epoch [134][1700/3940] lr: 7.451e-04, eta: 8:05:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.7432, loss: 1.7432 +2025-06-22 00:24:38,180 - pyskl - INFO - Epoch [134][1800/3940] lr: 7.428e-04, eta: 8:04:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.7563, loss: 1.7563 +2025-06-22 00:25:22,537 - pyskl - INFO - Epoch [134][1900/3940] lr: 7.406e-04, eta: 8:03:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.7017, loss: 1.7017 +2025-06-22 00:26:06,885 - pyskl - INFO - Epoch [134][2000/3940] lr: 7.383e-04, eta: 8:02:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9956, loss_cls: 1.7567, loss: 1.7567 +2025-06-22 00:26:51,283 - pyskl - INFO - Epoch [134][2100/3940] lr: 7.361e-04, eta: 8:02:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.7954, loss: 1.7954 +2025-06-22 00:27:35,748 - pyskl - INFO - Epoch [134][2200/3940] lr: 7.338e-04, eta: 8:01:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 1.7540, loss: 1.7540 +2025-06-22 00:28:20,318 - pyskl - INFO - Epoch [134][2300/3940] lr: 7.316e-04, eta: 8:00:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.8173, loss: 1.8173 +2025-06-22 00:29:04,706 - pyskl - INFO - Epoch [134][2400/3940] lr: 7.294e-04, eta: 8:00:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 1.8055, loss: 1.8055 +2025-06-22 00:29:48,957 - pyskl - INFO - Epoch [134][2500/3940] lr: 7.271e-04, eta: 7:59:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.7494, loss: 1.7494 +2025-06-22 00:30:33,273 - pyskl - INFO - Epoch [134][2600/3940] lr: 7.249e-04, eta: 7:58:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.7738, loss: 1.7738 +2025-06-22 00:31:17,625 - pyskl - INFO - Epoch [134][2700/3940] lr: 7.227e-04, eta: 7:57:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 1.7711, loss: 1.7711 +2025-06-22 00:32:01,951 - pyskl - INFO - Epoch [134][2800/3940] lr: 7.204e-04, eta: 7:57:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9950, loss_cls: 1.8142, loss: 1.8142 +2025-06-22 00:32:46,249 - pyskl - INFO - Epoch [134][2900/3940] lr: 7.182e-04, eta: 7:56:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.7896, loss: 1.7896 +2025-06-22 00:33:30,645 - pyskl - INFO - Epoch [134][3000/3940] lr: 7.160e-04, eta: 7:55:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.7725, loss: 1.7725 +2025-06-22 00:34:14,919 - pyskl - INFO - Epoch [134][3100/3940] lr: 7.138e-04, eta: 7:54:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.8009, loss: 1.8009 +2025-06-22 00:34:59,280 - pyskl - INFO - Epoch [134][3200/3940] lr: 7.116e-04, eta: 7:54:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.7300, loss: 1.7300 +2025-06-22 00:35:43,554 - pyskl - INFO - Epoch [134][3300/3940] lr: 7.094e-04, eta: 7:53:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.7037, loss: 1.7037 +2025-06-22 00:36:27,912 - pyskl - INFO - Epoch [134][3400/3940] lr: 7.072e-04, eta: 7:52:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 1.7473, loss: 1.7473 +2025-06-22 00:37:12,300 - pyskl - INFO - Epoch [134][3500/3940] lr: 7.050e-04, eta: 7:51:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.7962, loss: 1.7962 +2025-06-22 00:37:56,761 - pyskl - INFO - Epoch [134][3600/3940] lr: 7.028e-04, eta: 7:51:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 1.7994, loss: 1.7994 +2025-06-22 00:38:41,285 - pyskl - INFO - Epoch [134][3700/3940] lr: 7.006e-04, eta: 7:50:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.7768, loss: 1.7768 +2025-06-22 00:39:25,703 - pyskl - INFO - Epoch [134][3800/3940] lr: 6.984e-04, eta: 7:49:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.7316, loss: 1.7316 +2025-06-22 00:40:10,150 - pyskl - INFO - Epoch [134][3900/3940] lr: 6.962e-04, eta: 7:48:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 1.8310, loss: 1.8310 +2025-06-22 00:40:28,254 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-06-22 00:43:54,503 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 00:43:54,965 - pyskl - INFO - +top1_acc 0.8486 +top5_acc 0.9723 +2025-06-22 00:43:55,021 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_133.pth was removed +2025-06-22 00:43:56,075 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2025-06-22 00:43:56,077 - pyskl - INFO - Best top1_acc is 0.8486 at 134 epoch. +2025-06-22 00:43:56,095 - pyskl - INFO - Epoch(val) [134][3183] top1_acc: 0.8486, top5_acc: 0.9723 +2025-06-22 00:45:04,070 - pyskl - INFO - Epoch [135][100/3940] lr: 6.931e-04, eta: 7:47:49, time: 0.680, data_time: 0.237, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9969, loss_cls: 1.7101, loss: 1.7101 +2025-06-22 00:45:48,277 - pyskl - INFO - Epoch [135][200/3940] lr: 6.910e-04, eta: 7:47:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 1.7050, loss: 1.7050 +2025-06-22 00:46:32,607 - pyskl - INFO - Epoch [135][300/3940] lr: 6.888e-04, eta: 7:46:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.6932, loss: 1.6932 +2025-06-22 00:47:16,931 - pyskl - INFO - Epoch [135][400/3940] lr: 6.866e-04, eta: 7:45:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9975, loss_cls: 1.7277, loss: 1.7277 +2025-06-22 00:48:01,495 - pyskl - INFO - Epoch [135][500/3940] lr: 6.844e-04, eta: 7:44:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.7845, loss: 1.7845 +2025-06-22 00:48:45,839 - pyskl - INFO - Epoch [135][600/3940] lr: 6.823e-04, eta: 7:44:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9969, loss_cls: 1.7572, loss: 1.7572 +2025-06-22 00:49:30,188 - pyskl - INFO - Epoch [135][700/3940] lr: 6.801e-04, eta: 7:43:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 1.6978, loss: 1.6978 +2025-06-22 00:50:14,516 - pyskl - INFO - Epoch [135][800/3940] lr: 6.779e-04, eta: 7:42:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.7386, loss: 1.7386 +2025-06-22 00:50:58,945 - pyskl - INFO - Epoch [135][900/3940] lr: 6.758e-04, eta: 7:41:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9962, loss_cls: 1.7302, loss: 1.7302 +2025-06-22 00:51:43,356 - pyskl - INFO - Epoch [135][1000/3940] lr: 6.736e-04, eta: 7:41:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.7623, loss: 1.7623 +2025-06-22 00:52:27,788 - pyskl - INFO - Epoch [135][1100/3940] lr: 6.715e-04, eta: 7:40:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9969, loss_cls: 1.7556, loss: 1.7556 +2025-06-22 00:53:12,179 - pyskl - INFO - Epoch [135][1200/3940] lr: 6.693e-04, eta: 7:39:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.7673, loss: 1.7673 +2025-06-22 00:53:56,451 - pyskl - INFO - Epoch [135][1300/3940] lr: 6.672e-04, eta: 7:38:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.7000, loss: 1.7000 +2025-06-22 00:54:40,809 - pyskl - INFO - Epoch [135][1400/3940] lr: 6.651e-04, eta: 7:38:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 1.6389, loss: 1.6389 +2025-06-22 00:55:25,125 - pyskl - INFO - Epoch [135][1500/3940] lr: 6.629e-04, eta: 7:37:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.7079, loss: 1.7079 +2025-06-22 00:56:09,557 - pyskl - INFO - Epoch [135][1600/3940] lr: 6.608e-04, eta: 7:36:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.7117, loss: 1.7117 +2025-06-22 00:56:53,835 - pyskl - INFO - Epoch [135][1700/3940] lr: 6.587e-04, eta: 7:35:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.7152, loss: 1.7152 +2025-06-22 00:57:38,053 - pyskl - INFO - Epoch [135][1800/3940] lr: 6.565e-04, eta: 7:35:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 1.7031, loss: 1.7031 +2025-06-22 00:58:22,746 - pyskl - INFO - Epoch [135][1900/3940] lr: 6.544e-04, eta: 7:34:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.6801, loss: 1.6801 +2025-06-22 00:59:07,186 - pyskl - INFO - Epoch [135][2000/3940] lr: 6.523e-04, eta: 7:33:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.7296, loss: 1.7296 +2025-06-22 00:59:51,511 - pyskl - INFO - Epoch [135][2100/3940] lr: 6.502e-04, eta: 7:32:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.7132, loss: 1.7132 +2025-06-22 01:00:35,849 - pyskl - INFO - Epoch [135][2200/3940] lr: 6.481e-04, eta: 7:32:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.7058, loss: 1.7058 +2025-06-22 01:01:20,126 - pyskl - INFO - Epoch [135][2300/3940] lr: 6.459e-04, eta: 7:31:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.7260, loss: 1.7260 +2025-06-22 01:02:04,591 - pyskl - INFO - Epoch [135][2400/3940] lr: 6.438e-04, eta: 7:30:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.7554, loss: 1.7554 +2025-06-22 01:02:48,890 - pyskl - INFO - Epoch [135][2500/3940] lr: 6.417e-04, eta: 7:29:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9969, loss_cls: 1.7913, loss: 1.7913 +2025-06-22 01:03:33,193 - pyskl - INFO - Epoch [135][2600/3940] lr: 6.396e-04, eta: 7:29:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9969, loss_cls: 1.8317, loss: 1.8317 +2025-06-22 01:04:17,494 - pyskl - INFO - Epoch [135][2700/3940] lr: 6.375e-04, eta: 7:28:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9969, loss_cls: 1.7724, loss: 1.7724 +2025-06-22 01:05:01,805 - pyskl - INFO - Epoch [135][2800/3940] lr: 6.354e-04, eta: 7:27:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9962, loss_cls: 1.7623, loss: 1.7623 +2025-06-22 01:05:46,358 - pyskl - INFO - Epoch [135][2900/3940] lr: 6.334e-04, eta: 7:26:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 1.7895, loss: 1.7895 +2025-06-22 01:06:30,711 - pyskl - INFO - Epoch [135][3000/3940] lr: 6.313e-04, eta: 7:26:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.7002, loss: 1.7002 +2025-06-22 01:07:15,650 - pyskl - INFO - Epoch [135][3100/3940] lr: 6.292e-04, eta: 7:25:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.7272, loss: 1.7272 +2025-06-22 01:08:00,078 - pyskl - INFO - Epoch [135][3200/3940] lr: 6.271e-04, eta: 7:24:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9956, loss_cls: 1.7993, loss: 1.7993 +2025-06-22 01:08:44,472 - pyskl - INFO - Epoch [135][3300/3940] lr: 6.250e-04, eta: 7:24:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9969, loss_cls: 1.7572, loss: 1.7572 +2025-06-22 01:09:28,880 - pyskl - INFO - Epoch [135][3400/3940] lr: 6.230e-04, eta: 7:23:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 1.6702, loss: 1.6702 +2025-06-22 01:10:13,246 - pyskl - INFO - Epoch [135][3500/3940] lr: 6.209e-04, eta: 7:22:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9975, loss_cls: 1.7495, loss: 1.7495 +2025-06-22 01:10:58,006 - pyskl - INFO - Epoch [135][3600/3940] lr: 6.188e-04, eta: 7:21:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 1.7618, loss: 1.7618 +2025-06-22 01:11:42,741 - pyskl - INFO - Epoch [135][3700/3940] lr: 6.168e-04, eta: 7:21:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.6949, loss: 1.6949 +2025-06-22 01:12:27,244 - pyskl - INFO - Epoch [135][3800/3940] lr: 6.147e-04, eta: 7:20:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.7438, loss: 1.7438 +2025-06-22 01:13:11,699 - pyskl - INFO - Epoch [135][3900/3940] lr: 6.126e-04, eta: 7:19:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 1.6333, loss: 1.6333 +2025-06-22 01:13:29,849 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-06-22 01:31:35,072 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 01:31:35,544 - pyskl - INFO - +top1_acc 0.8439 +top5_acc 0.9722 +2025-06-22 01:31:35,565 - pyskl - INFO - Epoch(val) [135][3183] top1_acc: 0.8439, top5_acc: 0.9722 +2025-06-22 01:32:43,532 - pyskl - INFO - Epoch [136][100/3940] lr: 6.098e-04, eta: 7:18:31, time: 0.680, data_time: 0.236, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6819, loss: 1.6819 +2025-06-22 01:33:28,032 - pyskl - INFO - Epoch [136][200/3940] lr: 6.077e-04, eta: 7:17:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 1.7412, loss: 1.7412 +2025-06-22 01:34:12,342 - pyskl - INFO - Epoch [136][300/3940] lr: 6.057e-04, eta: 7:17:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.6516, loss: 1.6516 +2025-06-22 01:34:56,669 - pyskl - INFO - Epoch [136][400/3940] lr: 6.036e-04, eta: 7:16:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.7264, loss: 1.7264 +2025-06-22 01:35:41,018 - pyskl - INFO - Epoch [136][500/3940] lr: 6.016e-04, eta: 7:15:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.6638, loss: 1.6638 +2025-06-22 01:36:25,273 - pyskl - INFO - Epoch [136][600/3940] lr: 5.996e-04, eta: 7:14:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 1.7017, loss: 1.7017 +2025-06-22 01:37:09,621 - pyskl - INFO - Epoch [136][700/3940] lr: 5.975e-04, eta: 7:14:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7670, loss: 1.7670 +2025-06-22 01:37:54,017 - pyskl - INFO - Epoch [136][800/3940] lr: 5.955e-04, eta: 7:13:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7235, loss: 1.7235 +2025-06-22 01:38:38,325 - pyskl - INFO - Epoch [136][900/3940] lr: 5.935e-04, eta: 7:12:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7159, loss: 1.7159 +2025-06-22 01:39:22,650 - pyskl - INFO - Epoch [136][1000/3940] lr: 5.914e-04, eta: 7:11:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.7555, loss: 1.7555 +2025-06-22 01:40:07,019 - pyskl - INFO - Epoch [136][1100/3940] lr: 5.894e-04, eta: 7:11:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9975, loss_cls: 1.7486, loss: 1.7486 +2025-06-22 01:40:51,445 - pyskl - INFO - Epoch [136][1200/3940] lr: 5.874e-04, eta: 7:10:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9969, loss_cls: 1.7429, loss: 1.7429 +2025-06-22 01:41:35,861 - pyskl - INFO - Epoch [136][1300/3940] lr: 5.854e-04, eta: 7:09:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.6755, loss: 1.6755 +2025-06-22 01:42:20,339 - pyskl - INFO - Epoch [136][1400/3940] lr: 5.834e-04, eta: 7:08:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9975, loss_cls: 1.6882, loss: 1.6882 +2025-06-22 01:43:04,756 - pyskl - INFO - Epoch [136][1500/3940] lr: 5.814e-04, eta: 7:08:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.6466, loss: 1.6466 +2025-06-22 01:43:49,178 - pyskl - INFO - Epoch [136][1600/3940] lr: 5.794e-04, eta: 7:07:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9975, loss_cls: 1.7798, loss: 1.7798 +2025-06-22 01:44:33,632 - pyskl - INFO - Epoch [136][1700/3940] lr: 5.774e-04, eta: 7:06:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9969, loss_cls: 1.7130, loss: 1.7130 +2025-06-22 01:45:18,100 - pyskl - INFO - Epoch [136][1800/3940] lr: 5.754e-04, eta: 7:05:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9969, loss_cls: 1.6816, loss: 1.6816 +2025-06-22 01:46:02,526 - pyskl - INFO - Epoch [136][1900/3940] lr: 5.734e-04, eta: 7:05:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.6985, loss: 1.6985 +2025-06-22 01:46:46,874 - pyskl - INFO - Epoch [136][2000/3940] lr: 5.714e-04, eta: 7:04:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9975, loss_cls: 1.7239, loss: 1.7239 +2025-06-22 01:47:31,277 - pyskl - INFO - Epoch [136][2100/3940] lr: 5.694e-04, eta: 7:03:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.6976, loss: 1.6976 +2025-06-22 01:48:15,594 - pyskl - INFO - Epoch [136][2200/3940] lr: 5.675e-04, eta: 7:02:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.7039, loss: 1.7039 +2025-06-22 01:48:59,928 - pyskl - INFO - Epoch [136][2300/3940] lr: 5.655e-04, eta: 7:02:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 1.6775, loss: 1.6775 +2025-06-22 01:49:44,354 - pyskl - INFO - Epoch [136][2400/3940] lr: 5.635e-04, eta: 7:01:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9975, loss_cls: 1.7255, loss: 1.7255 +2025-06-22 01:50:28,735 - pyskl - INFO - Epoch [136][2500/3940] lr: 5.615e-04, eta: 7:00:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9962, loss_cls: 1.7286, loss: 1.7286 +2025-06-22 01:51:13,097 - pyskl - INFO - Epoch [136][2600/3940] lr: 5.596e-04, eta: 6:59:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.7279, loss: 1.7279 +2025-06-22 01:51:57,456 - pyskl - INFO - Epoch [136][2700/3940] lr: 5.576e-04, eta: 6:59:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.7751, loss: 1.7751 +2025-06-22 01:52:41,771 - pyskl - INFO - Epoch [136][2800/3940] lr: 5.556e-04, eta: 6:58:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 1.6914, loss: 1.6914 +2025-06-22 01:53:26,121 - pyskl - INFO - Epoch [136][2900/3940] lr: 5.537e-04, eta: 6:57:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.6652, loss: 1.6652 +2025-06-22 01:54:10,506 - pyskl - INFO - Epoch [136][3000/3940] lr: 5.517e-04, eta: 6:56:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7430, loss: 1.7430 +2025-06-22 01:54:54,922 - pyskl - INFO - Epoch [136][3100/3940] lr: 5.498e-04, eta: 6:56:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.7401, loss: 1.7401 +2025-06-22 01:55:39,291 - pyskl - INFO - Epoch [136][3200/3940] lr: 5.478e-04, eta: 6:55:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.7119, loss: 1.7119 +2025-06-22 01:56:23,656 - pyskl - INFO - Epoch [136][3300/3940] lr: 5.459e-04, eta: 6:54:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.6604, loss: 1.6604 +2025-06-22 01:57:08,081 - pyskl - INFO - Epoch [136][3400/3940] lr: 5.439e-04, eta: 6:53:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.6808, loss: 1.6808 +2025-06-22 01:57:52,545 - pyskl - INFO - Epoch [136][3500/3940] lr: 5.420e-04, eta: 6:53:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.7081, loss: 1.7081 +2025-06-22 01:58:36,962 - pyskl - INFO - Epoch [136][3600/3940] lr: 5.401e-04, eta: 6:52:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.7265, loss: 1.7265 +2025-06-22 01:59:21,397 - pyskl - INFO - Epoch [136][3700/3940] lr: 5.381e-04, eta: 6:51:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9975, loss_cls: 1.7150, loss: 1.7150 +2025-06-22 02:00:05,813 - pyskl - INFO - Epoch [136][3800/3940] lr: 5.362e-04, eta: 6:51:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 1.6806, loss: 1.6806 +2025-06-22 02:00:50,229 - pyskl - INFO - Epoch [136][3900/3940] lr: 5.343e-04, eta: 6:50:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.7427, loss: 1.7427 +2025-06-22 02:01:08,242 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-06-22 02:04:33,310 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 02:04:33,772 - pyskl - INFO - +top1_acc 0.8458 +top5_acc 0.9709 +2025-06-22 02:04:33,791 - pyskl - INFO - Epoch(val) [136][3183] top1_acc: 0.8458, top5_acc: 0.9709 +2025-06-22 02:05:41,446 - pyskl - INFO - Epoch [137][100/3940] lr: 5.316e-04, eta: 6:49:14, time: 0.676, data_time: 0.234, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9962, loss_cls: 1.6608, loss: 1.6608 +2025-06-22 02:06:25,921 - pyskl - INFO - Epoch [137][200/3940] lr: 5.297e-04, eta: 6:48:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 1.7188, loss: 1.7188 +2025-06-22 02:07:10,378 - pyskl - INFO - Epoch [137][300/3940] lr: 5.278e-04, eta: 6:47:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 1.7180, loss: 1.7180 +2025-06-22 02:07:54,682 - pyskl - INFO - Epoch [137][400/3940] lr: 5.259e-04, eta: 6:47:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.6868, loss: 1.6868 +2025-06-22 02:08:38,949 - pyskl - INFO - Epoch [137][500/3940] lr: 5.240e-04, eta: 6:46:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.5978, loss: 1.5978 +2025-06-22 02:09:23,352 - pyskl - INFO - Epoch [137][600/3940] lr: 5.221e-04, eta: 6:45:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.6897, loss: 1.6897 +2025-06-22 02:10:07,867 - pyskl - INFO - Epoch [137][700/3940] lr: 5.202e-04, eta: 6:44:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.7358, loss: 1.7358 +2025-06-22 02:10:52,282 - pyskl - INFO - Epoch [137][800/3940] lr: 5.183e-04, eta: 6:44:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.7380, loss: 1.7380 +2025-06-22 02:11:36,717 - pyskl - INFO - Epoch [137][900/3940] lr: 5.164e-04, eta: 6:43:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.7221, loss: 1.7221 +2025-06-22 02:12:21,050 - pyskl - INFO - Epoch [137][1000/3940] lr: 5.145e-04, eta: 6:42:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 1.7326, loss: 1.7326 +2025-06-22 02:13:05,379 - pyskl - INFO - Epoch [137][1100/3940] lr: 5.126e-04, eta: 6:41:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 1.6625, loss: 1.6625 +2025-06-22 02:13:49,661 - pyskl - INFO - Epoch [137][1200/3940] lr: 5.107e-04, eta: 6:41:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9956, loss_cls: 1.7436, loss: 1.7436 +2025-06-22 02:14:33,955 - pyskl - INFO - Epoch [137][1300/3940] lr: 5.088e-04, eta: 6:40:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 1.6999, loss: 1.6999 +2025-06-22 02:15:18,320 - pyskl - INFO - Epoch [137][1400/3940] lr: 5.070e-04, eta: 6:39:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 1.6799, loss: 1.6799 +2025-06-22 02:16:02,795 - pyskl - INFO - Epoch [137][1500/3940] lr: 5.051e-04, eta: 6:38:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.7010, loss: 1.7010 +2025-06-22 02:16:47,416 - pyskl - INFO - Epoch [137][1600/3940] lr: 5.032e-04, eta: 6:38:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.6648, loss: 1.6648 +2025-06-22 02:17:31,994 - pyskl - INFO - Epoch [137][1700/3940] lr: 5.014e-04, eta: 6:37:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.7053, loss: 1.7053 +2025-06-22 02:18:16,718 - pyskl - INFO - Epoch [137][1800/3940] lr: 4.995e-04, eta: 6:36:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 1.7608, loss: 1.7608 +2025-06-22 02:19:01,168 - pyskl - INFO - Epoch [137][1900/3940] lr: 4.976e-04, eta: 6:35:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6715, loss: 1.6715 +2025-06-22 02:19:45,530 - pyskl - INFO - Epoch [137][2000/3940] lr: 4.958e-04, eta: 6:35:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.6150, loss: 1.6150 +2025-06-22 02:20:29,846 - pyskl - INFO - Epoch [137][2100/3940] lr: 4.939e-04, eta: 6:34:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.6910, loss: 1.6910 +2025-06-22 02:21:14,280 - pyskl - INFO - Epoch [137][2200/3940] lr: 4.921e-04, eta: 6:33:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.6673, loss: 1.6673 +2025-06-22 02:21:58,666 - pyskl - INFO - Epoch [137][2300/3940] lr: 4.902e-04, eta: 6:32:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 1.7311, loss: 1.7311 +2025-06-22 02:22:42,979 - pyskl - INFO - Epoch [137][2400/3940] lr: 4.884e-04, eta: 6:32:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9969, loss_cls: 1.7674, loss: 1.7674 +2025-06-22 02:23:27,252 - pyskl - INFO - Epoch [137][2500/3940] lr: 4.866e-04, eta: 6:31:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9956, loss_cls: 1.6823, loss: 1.6823 +2025-06-22 02:24:11,541 - pyskl - INFO - Epoch [137][2600/3940] lr: 4.847e-04, eta: 6:30:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 1.7347, loss: 1.7347 +2025-06-22 02:24:55,864 - pyskl - INFO - Epoch [137][2700/3940] lr: 4.829e-04, eta: 6:29:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.6752, loss: 1.6752 +2025-06-22 02:25:40,194 - pyskl - INFO - Epoch [137][2800/3940] lr: 4.811e-04, eta: 6:29:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.6660, loss: 1.6660 +2025-06-22 02:26:24,463 - pyskl - INFO - Epoch [137][2900/3940] lr: 4.793e-04, eta: 6:28:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.7111, loss: 1.7111 +2025-06-22 02:27:08,758 - pyskl - INFO - Epoch [137][3000/3940] lr: 4.774e-04, eta: 6:27:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.7091, loss: 1.7091 +2025-06-22 02:27:53,021 - pyskl - INFO - Epoch [137][3100/3940] lr: 4.756e-04, eta: 6:26:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.6952, loss: 1.6952 +2025-06-22 02:28:37,318 - pyskl - INFO - Epoch [137][3200/3940] lr: 4.738e-04, eta: 6:26:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.6715, loss: 1.6715 +2025-06-22 02:29:21,639 - pyskl - INFO - Epoch [137][3300/3940] lr: 4.720e-04, eta: 6:25:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.6628, loss: 1.6628 +2025-06-22 02:30:06,033 - pyskl - INFO - Epoch [137][3400/3940] lr: 4.702e-04, eta: 6:24:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.6258, loss: 1.6258 +2025-06-22 02:30:50,407 - pyskl - INFO - Epoch [137][3500/3940] lr: 4.684e-04, eta: 6:23:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9975, loss_cls: 1.6784, loss: 1.6784 +2025-06-22 02:31:34,747 - pyskl - INFO - Epoch [137][3600/3940] lr: 4.666e-04, eta: 6:23:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.6410, loss: 1.6410 +2025-06-22 02:32:19,028 - pyskl - INFO - Epoch [137][3700/3940] lr: 4.648e-04, eta: 6:22:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6199, loss: 1.6199 +2025-06-22 02:33:03,341 - pyskl - INFO - Epoch [137][3800/3940] lr: 4.630e-04, eta: 6:21:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9969, loss_cls: 1.7817, loss: 1.7817 +2025-06-22 02:33:47,598 - pyskl - INFO - Epoch [137][3900/3940] lr: 4.612e-04, eta: 6:20:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.6775, loss: 1.6775 +2025-06-22 02:34:05,603 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-06-22 02:37:30,416 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 02:37:30,881 - pyskl - INFO - +top1_acc 0.8496 +top5_acc 0.9723 +2025-06-22 02:37:30,937 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_134.pth was removed +2025-06-22 02:37:31,992 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2025-06-22 02:37:31,994 - pyskl - INFO - Best top1_acc is 0.8496 at 137 epoch. +2025-06-22 02:37:32,014 - pyskl - INFO - Epoch(val) [137][3183] top1_acc: 0.8496, top5_acc: 0.9723 +2025-06-22 02:38:39,473 - pyskl - INFO - Epoch [138][100/3940] lr: 4.587e-04, eta: 6:19:56, time: 0.675, data_time: 0.231, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 1.6849, loss: 1.6849 +2025-06-22 02:39:23,734 - pyskl - INFO - Epoch [138][200/3940] lr: 4.569e-04, eta: 6:19:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.7067, loss: 1.7067 +2025-06-22 02:40:08,020 - pyskl - INFO - Epoch [138][300/3940] lr: 4.551e-04, eta: 6:18:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.6880, loss: 1.6880 +2025-06-22 02:40:52,217 - pyskl - INFO - Epoch [138][400/3940] lr: 4.534e-04, eta: 6:17:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.6418, loss: 1.6418 +2025-06-22 02:41:36,453 - pyskl - INFO - Epoch [138][500/3940] lr: 4.516e-04, eta: 6:16:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.6790, loss: 1.6790 +2025-06-22 02:42:20,835 - pyskl - INFO - Epoch [138][600/3940] lr: 4.498e-04, eta: 6:16:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6883, loss: 1.6883 +2025-06-22 02:43:05,102 - pyskl - INFO - Epoch [138][700/3940] lr: 4.481e-04, eta: 6:15:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.6774, loss: 1.6774 +2025-06-22 02:43:49,396 - pyskl - INFO - Epoch [138][800/3940] lr: 4.463e-04, eta: 6:14:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.6505, loss: 1.6505 +2025-06-22 02:44:33,753 - pyskl - INFO - Epoch [138][900/3940] lr: 4.445e-04, eta: 6:13:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.6429, loss: 1.6429 +2025-06-22 02:45:17,977 - pyskl - INFO - Epoch [138][1000/3940] lr: 4.428e-04, eta: 6:13:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.6801, loss: 1.6801 +2025-06-22 02:46:02,250 - pyskl - INFO - Epoch [138][1100/3940] lr: 4.410e-04, eta: 6:12:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.6469, loss: 1.6469 +2025-06-22 02:46:46,452 - pyskl - INFO - Epoch [138][1200/3940] lr: 4.393e-04, eta: 6:11:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.6361, loss: 1.6361 +2025-06-22 02:47:30,605 - pyskl - INFO - Epoch [138][1300/3940] lr: 4.375e-04, eta: 6:11:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.7011, loss: 1.7011 +2025-06-22 02:48:14,833 - pyskl - INFO - Epoch [138][1400/3940] lr: 4.358e-04, eta: 6:10:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.6665, loss: 1.6665 +2025-06-22 02:48:59,030 - pyskl - INFO - Epoch [138][1500/3940] lr: 4.341e-04, eta: 6:09:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6310, loss: 1.6310 +2025-06-22 02:49:43,256 - pyskl - INFO - Epoch [138][1600/3940] lr: 4.323e-04, eta: 6:08:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9969, loss_cls: 1.6750, loss: 1.6750 +2025-06-22 02:50:27,647 - pyskl - INFO - Epoch [138][1700/3940] lr: 4.306e-04, eta: 6:08:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.6978, loss: 1.6978 +2025-06-22 02:51:12,029 - pyskl - INFO - Epoch [138][1800/3940] lr: 4.289e-04, eta: 6:07:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.6288, loss: 1.6288 +2025-06-22 02:51:56,520 - pyskl - INFO - Epoch [138][1900/3940] lr: 4.271e-04, eta: 6:06:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9969, loss_cls: 1.7248, loss: 1.7248 +2025-06-22 02:52:40,939 - pyskl - INFO - Epoch [138][2000/3940] lr: 4.254e-04, eta: 6:05:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.6387, loss: 1.6387 +2025-06-22 02:53:25,384 - pyskl - INFO - Epoch [138][2100/3940] lr: 4.237e-04, eta: 6:05:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.6634, loss: 1.6634 +2025-06-22 02:54:09,787 - pyskl - INFO - Epoch [138][2200/3940] lr: 4.220e-04, eta: 6:04:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.6732, loss: 1.6732 +2025-06-22 02:54:54,052 - pyskl - INFO - Epoch [138][2300/3940] lr: 4.203e-04, eta: 6:03:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.5916, loss: 1.5916 +2025-06-22 02:55:38,396 - pyskl - INFO - Epoch [138][2400/3940] lr: 4.186e-04, eta: 6:02:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 1.6205, loss: 1.6205 +2025-06-22 02:56:22,777 - pyskl - INFO - Epoch [138][2500/3940] lr: 4.169e-04, eta: 6:02:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6546, loss: 1.6546 +2025-06-22 02:57:07,076 - pyskl - INFO - Epoch [138][2600/3940] lr: 4.152e-04, eta: 6:01:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.6154, loss: 1.6154 +2025-06-22 02:57:51,353 - pyskl - INFO - Epoch [138][2700/3940] lr: 4.135e-04, eta: 6:00:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.6468, loss: 1.6468 +2025-06-22 02:58:35,616 - pyskl - INFO - Epoch [138][2800/3940] lr: 4.118e-04, eta: 5:59:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.6325, loss: 1.6325 +2025-06-22 02:59:19,969 - pyskl - INFO - Epoch [138][2900/3940] lr: 4.101e-04, eta: 5:59:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.5956, loss: 1.5956 +2025-06-22 03:00:04,257 - pyskl - INFO - Epoch [138][3000/3940] lr: 4.084e-04, eta: 5:58:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.6552, loss: 1.6552 +2025-06-22 03:00:48,486 - pyskl - INFO - Epoch [138][3100/3940] lr: 4.067e-04, eta: 5:57:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.6686, loss: 1.6686 +2025-06-22 03:01:32,738 - pyskl - INFO - Epoch [138][3200/3940] lr: 4.050e-04, eta: 5:56:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9975, loss_cls: 1.6744, loss: 1.6744 +2025-06-22 03:02:16,913 - pyskl - INFO - Epoch [138][3300/3940] lr: 4.034e-04, eta: 5:56:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.6255, loss: 1.6255 +2025-06-22 03:03:01,132 - pyskl - INFO - Epoch [138][3400/3940] lr: 4.017e-04, eta: 5:55:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.6342, loss: 1.6342 +2025-06-22 03:03:45,348 - pyskl - INFO - Epoch [138][3500/3940] lr: 4.000e-04, eta: 5:54:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.6113, loss: 1.6113 +2025-06-22 03:04:29,764 - pyskl - INFO - Epoch [138][3600/3940] lr: 3.984e-04, eta: 5:53:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.6844, loss: 1.6844 +2025-06-22 03:05:13,993 - pyskl - INFO - Epoch [138][3700/3940] lr: 3.967e-04, eta: 5:53:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 1.6914, loss: 1.6914 +2025-06-22 03:05:58,169 - pyskl - INFO - Epoch [138][3800/3940] lr: 3.950e-04, eta: 5:52:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 1.7073, loss: 1.7073 +2025-06-22 03:06:42,462 - pyskl - INFO - Epoch [138][3900/3940] lr: 3.934e-04, eta: 5:51:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6448, loss: 1.6448 +2025-06-22 03:07:00,530 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-06-22 03:10:25,663 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 03:10:26,124 - pyskl - INFO - +top1_acc 0.8510 +top5_acc 0.9711 +2025-06-22 03:10:26,178 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_137.pth was removed +2025-06-22 03:10:27,206 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2025-06-22 03:10:27,208 - pyskl - INFO - Best top1_acc is 0.8510 at 138 epoch. +2025-06-22 03:10:27,224 - pyskl - INFO - Epoch(val) [138][3183] top1_acc: 0.8510, top5_acc: 0.9711 +2025-06-22 03:11:34,714 - pyskl - INFO - Epoch [139][100/3940] lr: 3.911e-04, eta: 5:50:39, time: 0.675, data_time: 0.233, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.6307, loss: 1.6307 +2025-06-22 03:12:19,057 - pyskl - INFO - Epoch [139][200/3940] lr: 3.894e-04, eta: 5:49:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 1.6454, loss: 1.6454 +2025-06-22 03:13:03,388 - pyskl - INFO - Epoch [139][300/3940] lr: 3.878e-04, eta: 5:49:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 1.6490, loss: 1.6490 +2025-06-22 03:13:47,717 - pyskl - INFO - Epoch [139][400/3940] lr: 3.861e-04, eta: 5:48:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6180, loss: 1.6180 +2025-06-22 03:14:32,069 - pyskl - INFO - Epoch [139][500/3940] lr: 3.845e-04, eta: 5:47:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5903, loss: 1.5903 +2025-06-22 03:15:16,502 - pyskl - INFO - Epoch [139][600/3940] lr: 3.829e-04, eta: 5:46:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 1.6246, loss: 1.6246 +2025-06-22 03:16:00,909 - pyskl - INFO - Epoch [139][700/3940] lr: 3.812e-04, eta: 5:46:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 1.6757, loss: 1.6757 +2025-06-22 03:16:45,321 - pyskl - INFO - Epoch [139][800/3940] lr: 3.796e-04, eta: 5:45:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.6727, loss: 1.6727 +2025-06-22 03:17:29,687 - pyskl - INFO - Epoch [139][900/3940] lr: 3.780e-04, eta: 5:44:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.6677, loss: 1.6677 +2025-06-22 03:18:14,101 - pyskl - INFO - Epoch [139][1000/3940] lr: 3.764e-04, eta: 5:43:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.6252, loss: 1.6252 +2025-06-22 03:18:58,407 - pyskl - INFO - Epoch [139][1100/3940] lr: 3.748e-04, eta: 5:43:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 1.6762, loss: 1.6762 +2025-06-22 03:19:42,754 - pyskl - INFO - Epoch [139][1200/3940] lr: 3.731e-04, eta: 5:42:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5946, loss: 1.5946 +2025-06-22 03:20:27,191 - pyskl - INFO - Epoch [139][1300/3940] lr: 3.715e-04, eta: 5:41:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.6608, loss: 1.6608 +2025-06-22 03:21:11,526 - pyskl - INFO - Epoch [139][1400/3940] lr: 3.699e-04, eta: 5:40:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.6341, loss: 1.6341 +2025-06-22 03:21:55,778 - pyskl - INFO - Epoch [139][1500/3940] lr: 3.683e-04, eta: 5:40:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.6290, loss: 1.6290 +2025-06-22 03:22:40,222 - pyskl - INFO - Epoch [139][1600/3940] lr: 3.667e-04, eta: 5:39:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6094, loss: 1.6094 +2025-06-22 03:23:24,598 - pyskl - INFO - Epoch [139][1700/3940] lr: 3.651e-04, eta: 5:38:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9975, loss_cls: 1.6650, loss: 1.6650 +2025-06-22 03:24:09,043 - pyskl - INFO - Epoch [139][1800/3940] lr: 3.635e-04, eta: 5:38:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 1.7024, loss: 1.7024 +2025-06-22 03:24:53,470 - pyskl - INFO - Epoch [139][1900/3940] lr: 3.619e-04, eta: 5:37:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 1.6165, loss: 1.6165 +2025-06-22 03:25:37,851 - pyskl - INFO - Epoch [139][2000/3940] lr: 3.604e-04, eta: 5:36:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.6003, loss: 1.6003 +2025-06-22 03:26:22,290 - pyskl - INFO - Epoch [139][2100/3940] lr: 3.588e-04, eta: 5:35:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 1.6689, loss: 1.6689 +2025-06-22 03:27:06,532 - pyskl - INFO - Epoch [139][2200/3940] lr: 3.572e-04, eta: 5:35:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.6442, loss: 1.6442 +2025-06-22 03:27:50,757 - pyskl - INFO - Epoch [139][2300/3940] lr: 3.556e-04, eta: 5:34:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9969, loss_cls: 1.6420, loss: 1.6420 +2025-06-22 03:28:34,947 - pyskl - INFO - Epoch [139][2400/3940] lr: 3.541e-04, eta: 5:33:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9962, loss_cls: 1.6821, loss: 1.6821 +2025-06-22 03:29:19,055 - pyskl - INFO - Epoch [139][2500/3940] lr: 3.525e-04, eta: 5:32:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.6278, loss: 1.6278 +2025-06-22 03:30:03,196 - pyskl - INFO - Epoch [139][2600/3940] lr: 3.509e-04, eta: 5:32:04, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.5721, loss: 1.5721 +2025-06-22 03:30:47,480 - pyskl - INFO - Epoch [139][2700/3940] lr: 3.494e-04, eta: 5:31:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9975, loss_cls: 1.6450, loss: 1.6450 +2025-06-22 03:31:31,669 - pyskl - INFO - Epoch [139][2800/3940] lr: 3.478e-04, eta: 5:30:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.6808, loss: 1.6808 +2025-06-22 03:32:15,836 - pyskl - INFO - Epoch [139][2900/3940] lr: 3.462e-04, eta: 5:29:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.6057, loss: 1.6057 +2025-06-22 03:33:00,060 - pyskl - INFO - Epoch [139][3000/3940] lr: 3.447e-04, eta: 5:29:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.5917, loss: 1.5917 +2025-06-22 03:33:44,206 - pyskl - INFO - Epoch [139][3100/3940] lr: 3.431e-04, eta: 5:28:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 1.5971, loss: 1.5971 +2025-06-22 03:34:28,389 - pyskl - INFO - Epoch [139][3200/3940] lr: 3.416e-04, eta: 5:27:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.7043, loss: 1.7043 +2025-06-22 03:35:12,775 - pyskl - INFO - Epoch [139][3300/3940] lr: 3.401e-04, eta: 5:26:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5523, loss: 1.5523 +2025-06-22 03:35:57,040 - pyskl - INFO - Epoch [139][3400/3940] lr: 3.385e-04, eta: 5:26:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.6283, loss: 1.6283 +2025-06-22 03:36:41,258 - pyskl - INFO - Epoch [139][3500/3940] lr: 3.370e-04, eta: 5:25:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5488, loss: 1.5488 +2025-06-22 03:37:25,502 - pyskl - INFO - Epoch [139][3600/3940] lr: 3.355e-04, eta: 5:24:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.6724, loss: 1.6724 +2025-06-22 03:38:09,748 - pyskl - INFO - Epoch [139][3700/3940] lr: 3.339e-04, eta: 5:23:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 1.6439, loss: 1.6439 +2025-06-22 03:38:53,992 - pyskl - INFO - Epoch [139][3800/3940] lr: 3.324e-04, eta: 5:23:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 1.6981, loss: 1.6981 +2025-06-22 03:39:38,049 - pyskl - INFO - Epoch [139][3900/3940] lr: 3.309e-04, eta: 5:22:23, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.5784, loss: 1.5784 +2025-06-22 03:39:55,985 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-06-22 03:43:23,112 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 03:43:23,575 - pyskl - INFO - +top1_acc 0.8522 +top5_acc 0.9715 +2025-06-22 03:43:23,625 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_138.pth was removed +2025-06-22 03:43:24,635 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2025-06-22 03:43:24,637 - pyskl - INFO - Best top1_acc is 0.8522 at 139 epoch. +2025-06-22 03:43:24,654 - pyskl - INFO - Epoch(val) [139][3183] top1_acc: 0.8522, top5_acc: 0.9715 +2025-06-22 03:44:32,729 - pyskl - INFO - Epoch [140][100/3940] lr: 3.288e-04, eta: 5:21:21, time: 0.681, data_time: 0.235, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 1.6384, loss: 1.6384 +2025-06-22 03:45:17,113 - pyskl - INFO - Epoch [140][200/3940] lr: 3.273e-04, eta: 5:20:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.5878, loss: 1.5878 +2025-06-22 03:46:01,429 - pyskl - INFO - Epoch [140][300/3940] lr: 3.257e-04, eta: 5:19:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.6052, loss: 1.6052 +2025-06-22 03:46:45,808 - pyskl - INFO - Epoch [140][400/3940] lr: 3.242e-04, eta: 5:19:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.5961, loss: 1.5961 +2025-06-22 03:47:30,193 - pyskl - INFO - Epoch [140][500/3940] lr: 3.227e-04, eta: 5:18:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 1.5523, loss: 1.5523 +2025-06-22 03:48:14,608 - pyskl - INFO - Epoch [140][600/3940] lr: 3.212e-04, eta: 5:17:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.6449, loss: 1.6449 +2025-06-22 03:48:58,922 - pyskl - INFO - Epoch [140][700/3940] lr: 3.197e-04, eta: 5:16:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6247, loss: 1.6247 +2025-06-22 03:49:43,208 - pyskl - INFO - Epoch [140][800/3940] lr: 3.183e-04, eta: 5:16:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.5969, loss: 1.5969 +2025-06-22 03:50:27,621 - pyskl - INFO - Epoch [140][900/3940] lr: 3.168e-04, eta: 5:15:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.6211, loss: 1.6211 +2025-06-22 03:51:11,970 - pyskl - INFO - Epoch [140][1000/3940] lr: 3.153e-04, eta: 5:14:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5905, loss: 1.5905 +2025-06-22 03:51:56,345 - pyskl - INFO - Epoch [140][1100/3940] lr: 3.138e-04, eta: 5:13:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.6468, loss: 1.6468 +2025-06-22 03:52:40,770 - pyskl - INFO - Epoch [140][1200/3940] lr: 3.123e-04, eta: 5:13:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5835, loss: 1.5835 +2025-06-22 03:53:25,105 - pyskl - INFO - Epoch [140][1300/3940] lr: 3.108e-04, eta: 5:12:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.6432, loss: 1.6432 +2025-06-22 03:54:09,587 - pyskl - INFO - Epoch [140][1400/3940] lr: 3.094e-04, eta: 5:11:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.5504, loss: 1.5504 +2025-06-22 03:54:53,966 - pyskl - INFO - Epoch [140][1500/3940] lr: 3.079e-04, eta: 5:10:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 1.5254, loss: 1.5254 +2025-06-22 03:55:38,444 - pyskl - INFO - Epoch [140][1600/3940] lr: 3.064e-04, eta: 5:10:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.5949, loss: 1.5949 +2025-06-22 03:56:22,913 - pyskl - INFO - Epoch [140][1700/3940] lr: 3.050e-04, eta: 5:09:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 1.6638, loss: 1.6638 +2025-06-22 03:57:07,565 - pyskl - INFO - Epoch [140][1800/3940] lr: 3.035e-04, eta: 5:08:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.6510, loss: 1.6510 +2025-06-22 03:57:52,035 - pyskl - INFO - Epoch [140][1900/3940] lr: 3.021e-04, eta: 5:07:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.6161, loss: 1.6161 +2025-06-22 03:58:36,503 - pyskl - INFO - Epoch [140][2000/3940] lr: 3.006e-04, eta: 5:07:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.6247, loss: 1.6247 +2025-06-22 03:59:21,014 - pyskl - INFO - Epoch [140][2100/3940] lr: 2.992e-04, eta: 5:06:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9975, loss_cls: 1.6044, loss: 1.6044 +2025-06-22 04:00:05,414 - pyskl - INFO - Epoch [140][2200/3940] lr: 2.977e-04, eta: 5:05:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.6699, loss: 1.6699 +2025-06-22 04:00:49,919 - pyskl - INFO - Epoch [140][2300/3940] lr: 2.963e-04, eta: 5:05:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.6320, loss: 1.6320 +2025-06-22 04:01:34,437 - pyskl - INFO - Epoch [140][2400/3940] lr: 2.949e-04, eta: 5:04:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9975, loss_cls: 1.6618, loss: 1.6618 +2025-06-22 04:02:18,806 - pyskl - INFO - Epoch [140][2500/3940] lr: 2.934e-04, eta: 5:03:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.5876, loss: 1.5876 +2025-06-22 04:03:03,215 - pyskl - INFO - Epoch [140][2600/3940] lr: 2.920e-04, eta: 5:02:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.6334, loss: 1.6334 +2025-06-22 04:03:47,593 - pyskl - INFO - Epoch [140][2700/3940] lr: 2.906e-04, eta: 5:02:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.6137, loss: 1.6137 +2025-06-22 04:04:31,981 - pyskl - INFO - Epoch [140][2800/3940] lr: 2.891e-04, eta: 5:01:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 1.6560, loss: 1.6560 +2025-06-22 04:05:16,342 - pyskl - INFO - Epoch [140][2900/3940] lr: 2.877e-04, eta: 5:00:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.6286, loss: 1.6286 +2025-06-22 04:06:00,731 - pyskl - INFO - Epoch [140][3000/3940] lr: 2.863e-04, eta: 4:59:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5941, loss: 1.5941 +2025-06-22 04:06:45,088 - pyskl - INFO - Epoch [140][3100/3940] lr: 2.849e-04, eta: 4:59:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.6038, loss: 1.6038 +2025-06-22 04:07:29,454 - pyskl - INFO - Epoch [140][3200/3940] lr: 2.835e-04, eta: 4:58:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9962, loss_cls: 1.6467, loss: 1.6467 +2025-06-22 04:08:13,885 - pyskl - INFO - Epoch [140][3300/3940] lr: 2.821e-04, eta: 4:57:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.5871, loss: 1.5871 +2025-06-22 04:08:58,321 - pyskl - INFO - Epoch [140][3400/3940] lr: 2.807e-04, eta: 4:56:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.5803, loss: 1.5803 +2025-06-22 04:09:42,678 - pyskl - INFO - Epoch [140][3500/3940] lr: 2.793e-04, eta: 4:56:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5646, loss: 1.5646 +2025-06-22 04:10:27,011 - pyskl - INFO - Epoch [140][3600/3940] lr: 2.779e-04, eta: 4:55:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.6067, loss: 1.6067 +2025-06-22 04:11:11,415 - pyskl - INFO - Epoch [140][3700/3940] lr: 2.765e-04, eta: 4:54:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5444, loss: 1.5444 +2025-06-22 04:11:55,909 - pyskl - INFO - Epoch [140][3800/3940] lr: 2.751e-04, eta: 4:53:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.5991, loss: 1.5991 +2025-06-22 04:12:40,389 - pyskl - INFO - Epoch [140][3900/3940] lr: 2.737e-04, eta: 4:53:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9962, loss_cls: 1.6690, loss: 1.6690 +2025-06-22 04:12:58,463 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-06-22 04:31:21,413 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 04:31:21,874 - pyskl - INFO - +top1_acc 0.8504 +top5_acc 0.9715 +2025-06-22 04:31:21,890 - pyskl - INFO - Epoch(val) [140][3183] top1_acc: 0.8504, top5_acc: 0.9715 +2025-06-22 04:32:29,830 - pyskl - INFO - Epoch [141][100/3940] lr: 2.718e-04, eta: 4:52:04, time: 0.679, data_time: 0.235, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.5924, loss: 1.5924 +2025-06-22 04:33:14,272 - pyskl - INFO - Epoch [141][200/3940] lr: 2.704e-04, eta: 4:51:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5950, loss: 1.5950 +2025-06-22 04:33:58,741 - pyskl - INFO - Epoch [141][300/3940] lr: 2.690e-04, eta: 4:50:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.6123, loss: 1.6123 +2025-06-22 04:34:43,210 - pyskl - INFO - Epoch [141][400/3940] lr: 2.677e-04, eta: 4:49:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.6002, loss: 1.6002 +2025-06-22 04:35:27,605 - pyskl - INFO - Epoch [141][500/3940] lr: 2.663e-04, eta: 4:49:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5332, loss: 1.5332 +2025-06-22 04:36:12,048 - pyskl - INFO - Epoch [141][600/3940] lr: 2.649e-04, eta: 4:48:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.6258, loss: 1.6258 +2025-06-22 04:36:56,406 - pyskl - INFO - Epoch [141][700/3940] lr: 2.636e-04, eta: 4:47:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.5863, loss: 1.5863 +2025-06-22 04:37:40,878 - pyskl - INFO - Epoch [141][800/3940] lr: 2.622e-04, eta: 4:46:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9962, loss_cls: 1.5722, loss: 1.5722 +2025-06-22 04:38:25,318 - pyskl - INFO - Epoch [141][900/3940] lr: 2.609e-04, eta: 4:46:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.5818, loss: 1.5818 +2025-06-22 04:39:09,766 - pyskl - INFO - Epoch [141][1000/3940] lr: 2.595e-04, eta: 4:45:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.5765, loss: 1.5765 +2025-06-22 04:39:54,100 - pyskl - INFO - Epoch [141][1100/3940] lr: 2.582e-04, eta: 4:44:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.6486, loss: 1.6486 +2025-06-22 04:40:38,544 - pyskl - INFO - Epoch [141][1200/3940] lr: 2.568e-04, eta: 4:43:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.5513, loss: 1.5513 +2025-06-22 04:41:23,101 - pyskl - INFO - Epoch [141][1300/3940] lr: 2.555e-04, eta: 4:43:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.6120, loss: 1.6120 +2025-06-22 04:42:07,556 - pyskl - INFO - Epoch [141][1400/3940] lr: 2.542e-04, eta: 4:42:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.5456, loss: 1.5456 +2025-06-22 04:42:51,914 - pyskl - INFO - Epoch [141][1500/3940] lr: 2.528e-04, eta: 4:41:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.5750, loss: 1.5750 +2025-06-22 04:43:36,369 - pyskl - INFO - Epoch [141][1600/3940] lr: 2.515e-04, eta: 4:40:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.5661, loss: 1.5661 +2025-06-22 04:44:20,777 - pyskl - INFO - Epoch [141][1700/3940] lr: 2.502e-04, eta: 4:40:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.5361, loss: 1.5361 +2025-06-22 04:45:05,558 - pyskl - INFO - Epoch [141][1800/3940] lr: 2.489e-04, eta: 4:39:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.6021, loss: 1.6021 +2025-06-22 04:45:50,254 - pyskl - INFO - Epoch [141][1900/3940] lr: 2.475e-04, eta: 4:38:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5780, loss: 1.5780 +2025-06-22 04:46:34,777 - pyskl - INFO - Epoch [141][2000/3940] lr: 2.462e-04, eta: 4:37:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.5150, loss: 1.5150 +2025-06-22 04:47:19,301 - pyskl - INFO - Epoch [141][2100/3940] lr: 2.449e-04, eta: 4:37:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.5484, loss: 1.5484 +2025-06-22 04:48:03,835 - pyskl - INFO - Epoch [141][2200/3940] lr: 2.436e-04, eta: 4:36:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.6433, loss: 1.6433 +2025-06-22 04:48:48,376 - pyskl - INFO - Epoch [141][2300/3940] lr: 2.423e-04, eta: 4:35:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.6136, loss: 1.6136 +2025-06-22 04:49:32,861 - pyskl - INFO - Epoch [141][2400/3940] lr: 2.410e-04, eta: 4:34:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.6015, loss: 1.6015 +2025-06-22 04:50:17,225 - pyskl - INFO - Epoch [141][2500/3940] lr: 2.397e-04, eta: 4:34:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9969, loss_cls: 1.6293, loss: 1.6293 +2025-06-22 04:51:01,709 - pyskl - INFO - Epoch [141][2600/3940] lr: 2.384e-04, eta: 4:33:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 1.6098, loss: 1.6098 +2025-06-22 04:51:46,318 - pyskl - INFO - Epoch [141][2700/3940] lr: 2.371e-04, eta: 4:32:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.6115, loss: 1.6115 +2025-06-22 04:52:30,792 - pyskl - INFO - Epoch [141][2800/3940] lr: 2.358e-04, eta: 4:32:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 1.5561, loss: 1.5561 +2025-06-22 04:53:15,186 - pyskl - INFO - Epoch [141][2900/3940] lr: 2.346e-04, eta: 4:31:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.5965, loss: 1.5965 +2025-06-22 04:53:59,567 - pyskl - INFO - Epoch [141][3000/3940] lr: 2.333e-04, eta: 4:30:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.5905, loss: 1.5905 +2025-06-22 04:54:43,896 - pyskl - INFO - Epoch [141][3100/3940] lr: 2.320e-04, eta: 4:29:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.5659, loss: 1.5659 +2025-06-22 04:55:28,372 - pyskl - INFO - Epoch [141][3200/3940] lr: 2.307e-04, eta: 4:29:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.5964, loss: 1.5964 +2025-06-22 04:56:12,954 - pyskl - INFO - Epoch [141][3300/3940] lr: 2.295e-04, eta: 4:28:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5622, loss: 1.5622 +2025-06-22 04:56:57,359 - pyskl - INFO - Epoch [141][3400/3940] lr: 2.282e-04, eta: 4:27:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.6203, loss: 1.6203 +2025-06-22 04:57:41,802 - pyskl - INFO - Epoch [141][3500/3940] lr: 2.269e-04, eta: 4:26:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.5729, loss: 1.5729 +2025-06-22 04:58:26,202 - pyskl - INFO - Epoch [141][3600/3940] lr: 2.257e-04, eta: 4:26:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.5282, loss: 1.5282 +2025-06-22 04:59:10,639 - pyskl - INFO - Epoch [141][3700/3940] lr: 2.244e-04, eta: 4:25:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9969, loss_cls: 1.5791, loss: 1.5791 +2025-06-22 04:59:54,996 - pyskl - INFO - Epoch [141][3800/3940] lr: 2.232e-04, eta: 4:24:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.5675, loss: 1.5675 +2025-06-22 05:00:39,340 - pyskl - INFO - Epoch [141][3900/3940] lr: 2.219e-04, eta: 4:23:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5900, loss: 1.5900 +2025-06-22 05:00:57,337 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-06-22 05:04:22,269 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 05:04:22,732 - pyskl - INFO - +top1_acc 0.8512 +top5_acc 0.9710 +2025-06-22 05:04:22,748 - pyskl - INFO - Epoch(val) [141][3183] top1_acc: 0.8512, top5_acc: 0.9710 +2025-06-22 05:05:30,233 - pyskl - INFO - Epoch [142][100/3940] lr: 2.202e-04, eta: 4:22:47, time: 0.675, data_time: 0.231, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.6069, loss: 1.6069 +2025-06-22 05:06:14,771 - pyskl - INFO - Epoch [142][200/3940] lr: 2.189e-04, eta: 4:22:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9962, loss_cls: 1.5801, loss: 1.5801 +2025-06-22 05:06:59,256 - pyskl - INFO - Epoch [142][300/3940] lr: 2.177e-04, eta: 4:21:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5869, loss: 1.5869 +2025-06-22 05:07:43,592 - pyskl - INFO - Epoch [142][400/3940] lr: 2.165e-04, eta: 4:20:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9969, loss_cls: 1.5888, loss: 1.5888 +2025-06-22 05:08:28,068 - pyskl - INFO - Epoch [142][500/3940] lr: 2.152e-04, eta: 4:19:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.5500, loss: 1.5500 +2025-06-22 05:09:12,607 - pyskl - INFO - Epoch [142][600/3940] lr: 2.140e-04, eta: 4:19:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.6041, loss: 1.6041 +2025-06-22 05:09:57,067 - pyskl - INFO - Epoch [142][700/3940] lr: 2.128e-04, eta: 4:18:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5711, loss: 1.5711 +2025-06-22 05:10:41,523 - pyskl - INFO - Epoch [142][800/3940] lr: 2.116e-04, eta: 4:17:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.5849, loss: 1.5849 +2025-06-22 05:11:25,881 - pyskl - INFO - Epoch [142][900/3940] lr: 2.104e-04, eta: 4:16:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.5318, loss: 1.5318 +2025-06-22 05:12:10,320 - pyskl - INFO - Epoch [142][1000/3940] lr: 2.091e-04, eta: 4:16:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.5763, loss: 1.5763 +2025-06-22 05:12:54,700 - pyskl - INFO - Epoch [142][1100/3940] lr: 2.079e-04, eta: 4:15:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.5576, loss: 1.5576 +2025-06-22 05:13:39,178 - pyskl - INFO - Epoch [142][1200/3940] lr: 2.067e-04, eta: 4:14:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6177, loss: 1.6177 +2025-06-22 05:14:23,653 - pyskl - INFO - Epoch [142][1300/3940] lr: 2.055e-04, eta: 4:13:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.5765, loss: 1.5765 +2025-06-22 05:15:08,145 - pyskl - INFO - Epoch [142][1400/3940] lr: 2.043e-04, eta: 4:13:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 1.6003, loss: 1.6003 +2025-06-22 05:15:52,656 - pyskl - INFO - Epoch [142][1500/3940] lr: 2.031e-04, eta: 4:12:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.5252, loss: 1.5252 +2025-06-22 05:16:37,078 - pyskl - INFO - Epoch [142][1600/3940] lr: 2.019e-04, eta: 4:11:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6379, loss: 1.6379 +2025-06-22 05:17:21,489 - pyskl - INFO - Epoch [142][1700/3940] lr: 2.008e-04, eta: 4:10:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.5658, loss: 1.5658 +2025-06-22 05:18:06,067 - pyskl - INFO - Epoch [142][1800/3940] lr: 1.996e-04, eta: 4:10:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.5935, loss: 1.5935 +2025-06-22 05:18:50,544 - pyskl - INFO - Epoch [142][1900/3940] lr: 1.984e-04, eta: 4:09:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.5381, loss: 1.5381 +2025-06-22 05:19:34,979 - pyskl - INFO - Epoch [142][2000/3940] lr: 1.972e-04, eta: 4:08:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5393, loss: 1.5393 +2025-06-22 05:20:19,549 - pyskl - INFO - Epoch [142][2100/3940] lr: 1.960e-04, eta: 4:07:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 1.5342, loss: 1.5342 +2025-06-22 05:21:04,155 - pyskl - INFO - Epoch [142][2200/3940] lr: 1.949e-04, eta: 4:07:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.5955, loss: 1.5955 +2025-06-22 05:21:48,616 - pyskl - INFO - Epoch [142][2300/3940] lr: 1.937e-04, eta: 4:06:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.4792, loss: 1.4792 +2025-06-22 05:22:33,081 - pyskl - INFO - Epoch [142][2400/3940] lr: 1.925e-04, eta: 4:05:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.5971, loss: 1.5971 +2025-06-22 05:23:17,420 - pyskl - INFO - Epoch [142][2500/3940] lr: 1.914e-04, eta: 4:04:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.6129, loss: 1.6129 +2025-06-22 05:24:01,716 - pyskl - INFO - Epoch [142][2600/3940] lr: 1.902e-04, eta: 4:04:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5645, loss: 1.5645 +2025-06-22 05:24:46,126 - pyskl - INFO - Epoch [142][2700/3940] lr: 1.891e-04, eta: 4:03:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5570, loss: 1.5570 +2025-06-22 05:25:30,478 - pyskl - INFO - Epoch [142][2800/3940] lr: 1.879e-04, eta: 4:02:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5754, loss: 1.5754 +2025-06-22 05:26:14,866 - pyskl - INFO - Epoch [142][2900/3940] lr: 1.868e-04, eta: 4:01:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5333, loss: 1.5333 +2025-06-22 05:26:59,082 - pyskl - INFO - Epoch [142][3000/3940] lr: 1.856e-04, eta: 4:01:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.5747, loss: 1.5747 +2025-06-22 05:27:43,405 - pyskl - INFO - Epoch [142][3100/3940] lr: 1.845e-04, eta: 4:00:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 1.6118, loss: 1.6118 +2025-06-22 05:28:27,762 - pyskl - INFO - Epoch [142][3200/3940] lr: 1.834e-04, eta: 3:59:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.6129, loss: 1.6129 +2025-06-22 05:29:12,380 - pyskl - INFO - Epoch [142][3300/3940] lr: 1.822e-04, eta: 3:59:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 1.5798, loss: 1.5798 +2025-06-22 05:29:56,811 - pyskl - INFO - Epoch [142][3400/3940] lr: 1.811e-04, eta: 3:58:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 1.5358, loss: 1.5358 +2025-06-22 05:30:41,230 - pyskl - INFO - Epoch [142][3500/3940] lr: 1.800e-04, eta: 3:57:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.5193, loss: 1.5193 +2025-06-22 05:31:25,647 - pyskl - INFO - Epoch [142][3600/3940] lr: 1.788e-04, eta: 3:56:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.5941, loss: 1.5941 +2025-06-22 05:32:10,092 - pyskl - INFO - Epoch [142][3700/3940] lr: 1.777e-04, eta: 3:56:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.5252, loss: 1.5252 +2025-06-22 05:32:54,519 - pyskl - INFO - Epoch [142][3800/3940] lr: 1.766e-04, eta: 3:55:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.5871, loss: 1.5871 +2025-06-22 05:33:39,035 - pyskl - INFO - Epoch [142][3900/3940] lr: 1.755e-04, eta: 3:54:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5970, loss: 1.5970 +2025-06-22 05:33:57,118 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-06-22 05:37:22,440 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 05:37:22,905 - pyskl - INFO - +top1_acc 0.8546 +top5_acc 0.9723 +2025-06-22 05:37:22,958 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_139.pth was removed +2025-06-22 05:37:23,989 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2025-06-22 05:37:23,991 - pyskl - INFO - Best top1_acc is 0.8546 at 142 epoch. +2025-06-22 05:37:24,008 - pyskl - INFO - Epoch(val) [142][3183] top1_acc: 0.8546, top5_acc: 0.9723 +2025-06-22 05:38:31,725 - pyskl - INFO - Epoch [143][100/3940] lr: 1.740e-04, eta: 3:53:30, time: 0.677, data_time: 0.235, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5737, loss: 1.5737 +2025-06-22 05:39:16,084 - pyskl - INFO - Epoch [143][200/3940] lr: 1.729e-04, eta: 3:52:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 1.5582, loss: 1.5582 +2025-06-22 05:40:00,305 - pyskl - INFO - Epoch [143][300/3940] lr: 1.718e-04, eta: 3:52:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5017, loss: 1.5017 +2025-06-22 05:40:44,554 - pyskl - INFO - Epoch [143][400/3940] lr: 1.707e-04, eta: 3:51:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.5570, loss: 1.5570 +2025-06-22 05:41:28,729 - pyskl - INFO - Epoch [143][500/3940] lr: 1.696e-04, eta: 3:50:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.5405, loss: 1.5405 +2025-06-22 05:42:12,860 - pyskl - INFO - Epoch [143][600/3940] lr: 1.685e-04, eta: 3:49:47, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.5194, loss: 1.5194 +2025-06-22 05:42:57,043 - pyskl - INFO - Epoch [143][700/3940] lr: 1.674e-04, eta: 3:49:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.6060, loss: 1.6060 +2025-06-22 05:43:41,252 - pyskl - INFO - Epoch [143][800/3940] lr: 1.663e-04, eta: 3:48:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.5945, loss: 1.5945 +2025-06-22 05:44:25,420 - pyskl - INFO - Epoch [143][900/3940] lr: 1.652e-04, eta: 3:47:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5233, loss: 1.5233 +2025-06-22 05:45:09,698 - pyskl - INFO - Epoch [143][1000/3940] lr: 1.642e-04, eta: 3:46:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9969, loss_cls: 1.5827, loss: 1.5827 +2025-06-22 05:45:53,871 - pyskl - INFO - Epoch [143][1100/3940] lr: 1.631e-04, eta: 3:46:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5947, loss: 1.5947 +2025-06-22 05:46:37,995 - pyskl - INFO - Epoch [143][1200/3940] lr: 1.620e-04, eta: 3:45:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.6054, loss: 1.6054 +2025-06-22 05:47:22,251 - pyskl - INFO - Epoch [143][1300/3940] lr: 1.609e-04, eta: 3:44:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 1.5650, loss: 1.5650 +2025-06-22 05:48:06,440 - pyskl - INFO - Epoch [143][1400/3940] lr: 1.599e-04, eta: 3:43:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.5687, loss: 1.5687 +2025-06-22 05:48:50,528 - pyskl - INFO - Epoch [143][1500/3940] lr: 1.588e-04, eta: 3:43:06, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9975, loss_cls: 1.5638, loss: 1.5638 +2025-06-22 05:49:34,486 - pyskl - INFO - Epoch [143][1600/3940] lr: 1.578e-04, eta: 3:42:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4997, loss: 1.4997 +2025-06-22 05:50:18,616 - pyskl - INFO - Epoch [143][1700/3940] lr: 1.567e-04, eta: 3:41:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.6050, loss: 1.6050 +2025-06-22 05:51:02,984 - pyskl - INFO - Epoch [143][1800/3940] lr: 1.557e-04, eta: 3:40:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.5458, loss: 1.5458 +2025-06-22 05:51:47,275 - pyskl - INFO - Epoch [143][1900/3940] lr: 1.546e-04, eta: 3:40:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.5341, loss: 1.5341 +2025-06-22 05:52:31,587 - pyskl - INFO - Epoch [143][2000/3940] lr: 1.536e-04, eta: 3:39:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.5770, loss: 1.5770 +2025-06-22 05:53:15,847 - pyskl - INFO - Epoch [143][2100/3940] lr: 1.526e-04, eta: 3:38:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5290, loss: 1.5290 +2025-06-22 05:54:00,373 - pyskl - INFO - Epoch [143][2200/3940] lr: 1.515e-04, eta: 3:37:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.5628, loss: 1.5628 +2025-06-22 05:54:45,010 - pyskl - INFO - Epoch [143][2300/3940] lr: 1.505e-04, eta: 3:37:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5538, loss: 1.5538 +2025-06-22 05:55:29,354 - pyskl - INFO - Epoch [143][2400/3940] lr: 1.495e-04, eta: 3:36:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.5569, loss: 1.5569 +2025-06-22 05:56:13,611 - pyskl - INFO - Epoch [143][2500/3940] lr: 1.484e-04, eta: 3:35:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.4946, loss: 1.4946 +2025-06-22 05:56:57,735 - pyskl - INFO - Epoch [143][2600/3940] lr: 1.474e-04, eta: 3:34:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.5320, loss: 1.5320 +2025-06-22 05:57:41,950 - pyskl - INFO - Epoch [143][2700/3940] lr: 1.464e-04, eta: 3:34:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 1.5614, loss: 1.5614 +2025-06-22 05:58:26,314 - pyskl - INFO - Epoch [143][2800/3940] lr: 1.454e-04, eta: 3:33:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.5696, loss: 1.5696 +2025-06-22 05:59:10,638 - pyskl - INFO - Epoch [143][2900/3940] lr: 1.444e-04, eta: 3:32:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.5777, loss: 1.5777 +2025-06-22 05:59:54,942 - pyskl - INFO - Epoch [143][3000/3940] lr: 1.434e-04, eta: 3:31:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.5392, loss: 1.5392 +2025-06-22 06:00:39,107 - pyskl - INFO - Epoch [143][3100/3940] lr: 1.424e-04, eta: 3:31:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.5455, loss: 1.5455 +2025-06-22 06:01:23,301 - pyskl - INFO - Epoch [143][3200/3940] lr: 1.414e-04, eta: 3:30:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5540, loss: 1.5540 +2025-06-22 06:02:07,486 - pyskl - INFO - Epoch [143][3300/3940] lr: 1.404e-04, eta: 3:29:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.5080, loss: 1.5080 +2025-06-22 06:02:51,678 - pyskl - INFO - Epoch [143][3400/3940] lr: 1.394e-04, eta: 3:28:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.5209, loss: 1.5209 +2025-06-22 06:03:35,871 - pyskl - INFO - Epoch [143][3500/3940] lr: 1.384e-04, eta: 3:28:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5625, loss: 1.5625 +2025-06-22 06:04:20,033 - pyskl - INFO - Epoch [143][3600/3940] lr: 1.374e-04, eta: 3:27:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5498, loss: 1.5498 +2025-06-22 06:05:04,265 - pyskl - INFO - Epoch [143][3700/3940] lr: 1.364e-04, eta: 3:26:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 1.5300, loss: 1.5300 +2025-06-22 06:05:48,471 - pyskl - INFO - Epoch [143][3800/3940] lr: 1.355e-04, eta: 3:26:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.5618, loss: 1.5618 +2025-06-22 06:06:32,588 - pyskl - INFO - Epoch [143][3900/3940] lr: 1.345e-04, eta: 3:25:15, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5386, loss: 1.5386 +2025-06-22 06:06:50,548 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-06-22 06:10:15,423 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 06:10:15,892 - pyskl - INFO - +top1_acc 0.8565 +top5_acc 0.9738 +2025-06-22 06:10:15,950 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_142.pth was removed +2025-06-22 06:10:17,153 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. +2025-06-22 06:10:17,155 - pyskl - INFO - Best top1_acc is 0.8565 at 143 epoch. +2025-06-22 06:10:17,174 - pyskl - INFO - Epoch(val) [143][3183] top1_acc: 0.8565, top5_acc: 0.9738 +2025-06-22 06:11:25,274 - pyskl - INFO - Epoch [144][100/3940] lr: 1.331e-04, eta: 3:24:13, time: 0.681, data_time: 0.238, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.5275, loss: 1.5275 +2025-06-22 06:12:09,658 - pyskl - INFO - Epoch [144][200/3940] lr: 1.322e-04, eta: 3:23:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 1.4577, loss: 1.4577 +2025-06-22 06:12:53,991 - pyskl - INFO - Epoch [144][300/3940] lr: 1.312e-04, eta: 3:22:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.5705, loss: 1.5705 +2025-06-22 06:13:38,353 - pyskl - INFO - Epoch [144][400/3940] lr: 1.303e-04, eta: 3:21:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5482, loss: 1.5482 +2025-06-22 06:14:22,714 - pyskl - INFO - Epoch [144][500/3940] lr: 1.293e-04, eta: 3:21:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.5597, loss: 1.5597 +2025-06-22 06:15:07,033 - pyskl - INFO - Epoch [144][600/3940] lr: 1.283e-04, eta: 3:20:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.5653, loss: 1.5653 +2025-06-22 06:15:51,365 - pyskl - INFO - Epoch [144][700/3940] lr: 1.274e-04, eta: 3:19:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 1.5417, loss: 1.5417 +2025-06-22 06:16:35,728 - pyskl - INFO - Epoch [144][800/3940] lr: 1.265e-04, eta: 3:19:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.5758, loss: 1.5758 +2025-06-22 06:17:20,008 - pyskl - INFO - Epoch [144][900/3940] lr: 1.255e-04, eta: 3:18:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.5724, loss: 1.5724 +2025-06-22 06:18:04,262 - pyskl - INFO - Epoch [144][1000/3940] lr: 1.246e-04, eta: 3:17:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5104, loss: 1.5104 +2025-06-22 06:18:48,471 - pyskl - INFO - Epoch [144][1100/3940] lr: 1.236e-04, eta: 3:16:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5553, loss: 1.5553 +2025-06-22 06:19:32,686 - pyskl - INFO - Epoch [144][1200/3940] lr: 1.227e-04, eta: 3:16:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9975, loss_cls: 1.5133, loss: 1.5133 +2025-06-22 06:20:16,936 - pyskl - INFO - Epoch [144][1300/3940] lr: 1.218e-04, eta: 3:15:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.5022, loss: 1.5022 +2025-06-22 06:21:01,255 - pyskl - INFO - Epoch [144][1400/3940] lr: 1.209e-04, eta: 3:14:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9969, loss_cls: 1.5894, loss: 1.5894 +2025-06-22 06:21:45,511 - pyskl - INFO - Epoch [144][1500/3940] lr: 1.199e-04, eta: 3:13:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.4862, loss: 1.4862 +2025-06-22 06:22:29,692 - pyskl - INFO - Epoch [144][1600/3940] lr: 1.190e-04, eta: 3:13:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.4772, loss: 1.4772 +2025-06-22 06:23:14,040 - pyskl - INFO - Epoch [144][1700/3940] lr: 1.181e-04, eta: 3:12:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5609, loss: 1.5609 +2025-06-22 06:23:58,365 - pyskl - INFO - Epoch [144][1800/3940] lr: 1.172e-04, eta: 3:11:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.5309, loss: 1.5309 +2025-06-22 06:24:42,629 - pyskl - INFO - Epoch [144][1900/3940] lr: 1.163e-04, eta: 3:10:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.5419, loss: 1.5419 +2025-06-22 06:25:26,950 - pyskl - INFO - Epoch [144][2000/3940] lr: 1.154e-04, eta: 3:10:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.5800, loss: 1.5800 +2025-06-22 06:26:11,263 - pyskl - INFO - Epoch [144][2100/3940] lr: 1.145e-04, eta: 3:09:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.4613, loss: 1.4613 +2025-06-22 06:26:55,662 - pyskl - INFO - Epoch [144][2200/3940] lr: 1.136e-04, eta: 3:08:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5051, loss: 1.5051 +2025-06-22 06:27:40,109 - pyskl - INFO - Epoch [144][2300/3940] lr: 1.127e-04, eta: 3:07:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5337, loss: 1.5337 +2025-06-22 06:28:24,503 - pyskl - INFO - Epoch [144][2400/3940] lr: 1.118e-04, eta: 3:07:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6243, loss: 1.6243 +2025-06-22 06:29:08,924 - pyskl - INFO - Epoch [144][2500/3940] lr: 1.109e-04, eta: 3:06:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.5738, loss: 1.5738 +2025-06-22 06:29:53,401 - pyskl - INFO - Epoch [144][2600/3940] lr: 1.100e-04, eta: 3:05:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.4928, loss: 1.4928 +2025-06-22 06:30:37,937 - pyskl - INFO - Epoch [144][2700/3940] lr: 1.092e-04, eta: 3:04:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5689, loss: 1.5689 +2025-06-22 06:31:22,503 - pyskl - INFO - Epoch [144][2800/3940] lr: 1.083e-04, eta: 3:04:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.5509, loss: 1.5509 +2025-06-22 06:32:06,854 - pyskl - INFO - Epoch [144][2900/3940] lr: 1.074e-04, eta: 3:03:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.5495, loss: 1.5495 +2025-06-22 06:32:51,361 - pyskl - INFO - Epoch [144][3000/3940] lr: 1.066e-04, eta: 3:02:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 1.5599, loss: 1.5599 +2025-06-22 06:33:35,904 - pyskl - INFO - Epoch [144][3100/3940] lr: 1.057e-04, eta: 3:01:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.5606, loss: 1.5606 +2025-06-22 06:34:20,446 - pyskl - INFO - Epoch [144][3200/3940] lr: 1.048e-04, eta: 3:01:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5420, loss: 1.5420 +2025-06-22 06:35:04,946 - pyskl - INFO - Epoch [144][3300/3940] lr: 1.040e-04, eta: 3:00:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5051, loss: 1.5051 +2025-06-22 06:35:49,420 - pyskl - INFO - Epoch [144][3400/3940] lr: 1.031e-04, eta: 2:59:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.5186, loss: 1.5186 +2025-06-22 06:36:33,875 - pyskl - INFO - Epoch [144][3500/3940] lr: 1.023e-04, eta: 2:58:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.4848, loss: 1.4848 +2025-06-22 06:37:18,150 - pyskl - INFO - Epoch [144][3600/3940] lr: 1.014e-04, eta: 2:58:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.5359, loss: 1.5359 +2025-06-22 06:38:02,359 - pyskl - INFO - Epoch [144][3700/3940] lr: 1.006e-04, eta: 2:57:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.5936, loss: 1.5936 +2025-06-22 06:38:46,688 - pyskl - INFO - Epoch [144][3800/3940] lr: 9.974e-05, eta: 2:56:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5415, loss: 1.5415 +2025-06-22 06:39:31,041 - pyskl - INFO - Epoch [144][3900/3940] lr: 9.891e-05, eta: 2:55:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.5348, loss: 1.5348 +2025-06-22 06:39:49,106 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-06-22 06:43:14,361 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 06:43:14,847 - pyskl - INFO - +top1_acc 0.8552 +top5_acc 0.9725 +2025-06-22 06:43:14,876 - pyskl - INFO - Epoch(val) [144][3183] top1_acc: 0.8552, top5_acc: 0.9725 +2025-06-22 06:44:25,085 - pyskl - INFO - Epoch [145][100/3940] lr: 9.774e-05, eta: 2:54:56, time: 0.702, data_time: 0.254, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5481, loss: 1.5481 +2025-06-22 06:45:10,137 - pyskl - INFO - Epoch [145][200/3940] lr: 9.692e-05, eta: 2:54:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.5270, loss: 1.5270 +2025-06-22 06:45:55,167 - pyskl - INFO - Epoch [145][300/3940] lr: 9.609e-05, eta: 2:53:27, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.5631, loss: 1.5631 +2025-06-22 06:46:40,160 - pyskl - INFO - Epoch [145][400/3940] lr: 9.527e-05, eta: 2:52:42, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.5492, loss: 1.5492 +2025-06-22 06:47:25,299 - pyskl - INFO - Epoch [145][500/3940] lr: 9.445e-05, eta: 2:51:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5153, loss: 1.5153 +2025-06-22 06:48:10,202 - pyskl - INFO - Epoch [145][600/3940] lr: 9.364e-05, eta: 2:51:13, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5406, loss: 1.5406 +2025-06-22 06:48:55,142 - pyskl - INFO - Epoch [145][700/3940] lr: 9.283e-05, eta: 2:50:29, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.5499, loss: 1.5499 +2025-06-22 06:49:40,011 - pyskl - INFO - Epoch [145][800/3940] lr: 9.202e-05, eta: 2:49:44, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5200, loss: 1.5200 +2025-06-22 06:50:24,846 - pyskl - INFO - Epoch [145][900/3940] lr: 9.122e-05, eta: 2:49:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.5454, loss: 1.5454 +2025-06-22 06:51:09,652 - pyskl - INFO - Epoch [145][1000/3940] lr: 9.042e-05, eta: 2:48:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5503, loss: 1.5503 +2025-06-22 06:51:54,474 - pyskl - INFO - Epoch [145][1100/3940] lr: 8.963e-05, eta: 2:47:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.5225, loss: 1.5225 +2025-06-22 06:52:39,330 - pyskl - INFO - Epoch [145][1200/3940] lr: 8.883e-05, eta: 2:46:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.5529, loss: 1.5529 +2025-06-22 06:53:24,073 - pyskl - INFO - Epoch [145][1300/3940] lr: 8.804e-05, eta: 2:46:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.5323, loss: 1.5323 +2025-06-22 06:54:08,780 - pyskl - INFO - Epoch [145][1400/3940] lr: 8.726e-05, eta: 2:45:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5359, loss: 1.5359 +2025-06-22 06:54:53,418 - pyskl - INFO - Epoch [145][1500/3940] lr: 8.648e-05, eta: 2:44:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.5460, loss: 1.5460 +2025-06-22 06:55:38,163 - pyskl - INFO - Epoch [145][1600/3940] lr: 8.570e-05, eta: 2:43:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.5105, loss: 1.5105 +2025-06-22 06:56:22,959 - pyskl - INFO - Epoch [145][1700/3940] lr: 8.492e-05, eta: 2:43:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5159, loss: 1.5159 +2025-06-22 06:57:07,851 - pyskl - INFO - Epoch [145][1800/3940] lr: 8.415e-05, eta: 2:42:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.5187, loss: 1.5187 +2025-06-22 06:57:52,771 - pyskl - INFO - Epoch [145][1900/3940] lr: 8.338e-05, eta: 2:41:34, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5138, loss: 1.5138 +2025-06-22 06:58:37,716 - pyskl - INFO - Epoch [145][2000/3940] lr: 8.262e-05, eta: 2:40:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.5195, loss: 1.5195 +2025-06-22 06:59:22,475 - pyskl - INFO - Epoch [145][2100/3940] lr: 8.186e-05, eta: 2:40:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.5860, loss: 1.5860 +2025-06-22 07:00:07,315 - pyskl - INFO - Epoch [145][2200/3940] lr: 8.110e-05, eta: 2:39:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5639, loss: 1.5639 +2025-06-22 07:00:52,430 - pyskl - INFO - Epoch [145][2300/3940] lr: 8.035e-05, eta: 2:38:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.5165, loss: 1.5165 +2025-06-22 07:01:37,689 - pyskl - INFO - Epoch [145][2400/3940] lr: 7.960e-05, eta: 2:37:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9975, loss_cls: 1.5720, loss: 1.5720 +2025-06-22 07:02:22,876 - pyskl - INFO - Epoch [145][2500/3940] lr: 7.885e-05, eta: 2:37:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5569, loss: 1.5569 +2025-06-22 07:03:08,077 - pyskl - INFO - Epoch [145][2600/3940] lr: 7.811e-05, eta: 2:36:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.4679, loss: 1.4679 +2025-06-22 07:03:52,982 - pyskl - INFO - Epoch [145][2700/3940] lr: 7.737e-05, eta: 2:35:37, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.5479, loss: 1.5479 +2025-06-22 07:04:37,866 - pyskl - INFO - Epoch [145][2800/3940] lr: 7.663e-05, eta: 2:34:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.5181, loss: 1.5181 +2025-06-22 07:05:22,721 - pyskl - INFO - Epoch [145][2900/3940] lr: 7.590e-05, eta: 2:34:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.4651, loss: 1.4651 +2025-06-22 07:06:07,620 - pyskl - INFO - Epoch [145][3000/3940] lr: 7.517e-05, eta: 2:33:23, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.5188, loss: 1.5188 +2025-06-22 07:06:52,471 - pyskl - INFO - Epoch [145][3100/3940] lr: 7.444e-05, eta: 2:32:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.5421, loss: 1.5421 +2025-06-22 07:07:37,313 - pyskl - INFO - Epoch [145][3200/3940] lr: 7.372e-05, eta: 2:31:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.5772, loss: 1.5772 +2025-06-22 07:08:22,169 - pyskl - INFO - Epoch [145][3300/3940] lr: 7.300e-05, eta: 2:31:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.5124, loss: 1.5124 +2025-06-22 07:09:07,056 - pyskl - INFO - Epoch [145][3400/3940] lr: 7.229e-05, eta: 2:30:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.5356, loss: 1.5356 +2025-06-22 07:09:51,888 - pyskl - INFO - Epoch [145][3500/3940] lr: 7.157e-05, eta: 2:29:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.4526, loss: 1.4526 +2025-06-22 07:10:36,762 - pyskl - INFO - Epoch [145][3600/3940] lr: 7.087e-05, eta: 2:28:56, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9981, loss_cls: 1.4844, loss: 1.4844 +2025-06-22 07:11:21,579 - pyskl - INFO - Epoch [145][3700/3940] lr: 7.016e-05, eta: 2:28:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.5268, loss: 1.5268 +2025-06-22 07:12:06,470 - pyskl - INFO - Epoch [145][3800/3940] lr: 6.946e-05, eta: 2:27:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5711, loss: 1.5711 +2025-06-22 07:12:51,282 - pyskl - INFO - Epoch [145][3900/3940] lr: 6.876e-05, eta: 2:26:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.5449, loss: 1.5449 +2025-06-22 07:13:09,514 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-06-22 07:32:24,225 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 07:32:24,690 - pyskl - INFO - +top1_acc 0.8555 +top5_acc 0.9722 +2025-06-22 07:32:24,710 - pyskl - INFO - Epoch(val) [145][3183] top1_acc: 0.8555, top5_acc: 0.9722 +2025-06-22 07:33:34,747 - pyskl - INFO - Epoch [146][100/3940] lr: 6.779e-05, eta: 2:25:40, time: 0.700, data_time: 0.253, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.5297, loss: 1.5297 +2025-06-22 07:34:19,558 - pyskl - INFO - Epoch [146][200/3940] lr: 6.710e-05, eta: 2:24:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5313, loss: 1.5313 +2025-06-22 07:35:04,312 - pyskl - INFO - Epoch [146][300/3940] lr: 6.642e-05, eta: 2:24:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.5386, loss: 1.5386 +2025-06-22 07:35:49,004 - pyskl - INFO - Epoch [146][400/3940] lr: 6.573e-05, eta: 2:23:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.4864, loss: 1.4864 +2025-06-22 07:36:33,660 - pyskl - INFO - Epoch [146][500/3940] lr: 6.505e-05, eta: 2:22:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5218, loss: 1.5218 +2025-06-22 07:37:18,294 - pyskl - INFO - Epoch [146][600/3940] lr: 6.438e-05, eta: 2:21:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5032, loss: 1.5032 +2025-06-22 07:38:02,888 - pyskl - INFO - Epoch [146][700/3940] lr: 6.371e-05, eta: 2:21:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.4697, loss: 1.4697 +2025-06-22 07:38:47,519 - pyskl - INFO - Epoch [146][800/3940] lr: 6.304e-05, eta: 2:20:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4925, loss: 1.4925 +2025-06-22 07:39:32,070 - pyskl - INFO - Epoch [146][900/3940] lr: 6.237e-05, eta: 2:19:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.5052, loss: 1.5052 +2025-06-22 07:40:16,723 - pyskl - INFO - Epoch [146][1000/3940] lr: 6.171e-05, eta: 2:18:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5393, loss: 1.5393 +2025-06-22 07:41:01,343 - pyskl - INFO - Epoch [146][1100/3940] lr: 6.106e-05, eta: 2:18:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.5075, loss: 1.5075 +2025-06-22 07:41:45,927 - pyskl - INFO - Epoch [146][1200/3940] lr: 6.040e-05, eta: 2:17:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.5522, loss: 1.5522 +2025-06-22 07:42:30,538 - pyskl - INFO - Epoch [146][1300/3940] lr: 5.975e-05, eta: 2:16:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.5439, loss: 1.5439 +2025-06-22 07:43:15,080 - pyskl - INFO - Epoch [146][1400/3940] lr: 5.910e-05, eta: 2:16:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5082, loss: 1.5082 +2025-06-22 07:43:59,751 - pyskl - INFO - Epoch [146][1500/3940] lr: 5.846e-05, eta: 2:15:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9969, loss_cls: 1.5325, loss: 1.5325 +2025-06-22 07:44:44,342 - pyskl - INFO - Epoch [146][1600/3940] lr: 5.782e-05, eta: 2:14:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.5425, loss: 1.5425 +2025-06-22 07:45:29,026 - pyskl - INFO - Epoch [146][1700/3940] lr: 5.718e-05, eta: 2:13:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.5705, loss: 1.5705 +2025-06-22 07:46:13,663 - pyskl - INFO - Epoch [146][1800/3940] lr: 5.655e-05, eta: 2:13:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.5220, loss: 1.5220 +2025-06-22 07:46:58,263 - pyskl - INFO - Epoch [146][1900/3940] lr: 5.592e-05, eta: 2:12:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 1.5109, loss: 1.5109 +2025-06-22 07:47:42,927 - pyskl - INFO - Epoch [146][2000/3940] lr: 5.529e-05, eta: 2:11:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4279, loss: 1.4279 +2025-06-22 07:48:27,572 - pyskl - INFO - Epoch [146][2100/3940] lr: 5.467e-05, eta: 2:10:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5439, loss: 1.5439 +2025-06-22 07:49:12,175 - pyskl - INFO - Epoch [146][2200/3940] lr: 5.405e-05, eta: 2:10:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.4728, loss: 1.4728 +2025-06-22 07:49:56,801 - pyskl - INFO - Epoch [146][2300/3940] lr: 5.344e-05, eta: 2:09:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.5571, loss: 1.5571 +2025-06-22 07:50:41,414 - pyskl - INFO - Epoch [146][2400/3940] lr: 5.283e-05, eta: 2:08:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.5194, loss: 1.5194 +2025-06-22 07:51:25,995 - pyskl - INFO - Epoch [146][2500/3940] lr: 5.222e-05, eta: 2:07:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.4957, loss: 1.4957 +2025-06-22 07:52:10,708 - pyskl - INFO - Epoch [146][2600/3940] lr: 5.161e-05, eta: 2:07:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.5093, loss: 1.5093 +2025-06-22 07:52:55,303 - pyskl - INFO - Epoch [146][2700/3940] lr: 5.101e-05, eta: 2:06:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5559, loss: 1.5559 +2025-06-22 07:53:39,931 - pyskl - INFO - Epoch [146][2800/3940] lr: 5.041e-05, eta: 2:05:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.4752, loss: 1.4752 +2025-06-22 07:54:24,629 - pyskl - INFO - Epoch [146][2900/3940] lr: 4.982e-05, eta: 2:04:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4753, loss: 1.4753 +2025-06-22 07:55:09,335 - pyskl - INFO - Epoch [146][3000/3940] lr: 4.923e-05, eta: 2:04:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.5202, loss: 1.5202 +2025-06-22 07:55:53,938 - pyskl - INFO - Epoch [146][3100/3940] lr: 4.864e-05, eta: 2:03:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.4924, loss: 1.4924 +2025-06-22 07:56:38,646 - pyskl - INFO - Epoch [146][3200/3940] lr: 4.806e-05, eta: 2:02:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.5389, loss: 1.5389 +2025-06-22 07:57:23,305 - pyskl - INFO - Epoch [146][3300/3940] lr: 4.748e-05, eta: 2:01:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.5367, loss: 1.5367 +2025-06-22 07:58:07,965 - pyskl - INFO - Epoch [146][3400/3940] lr: 4.690e-05, eta: 2:01:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.5231, loss: 1.5231 +2025-06-22 07:58:52,579 - pyskl - INFO - Epoch [146][3500/3940] lr: 4.633e-05, eta: 2:00:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4892, loss: 1.4892 +2025-06-22 07:59:37,193 - pyskl - INFO - Epoch [146][3600/3940] lr: 4.576e-05, eta: 1:59:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.4443, loss: 1.4443 +2025-06-22 08:00:22,028 - pyskl - INFO - Epoch [146][3700/3940] lr: 4.519e-05, eta: 1:58:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.5197, loss: 1.5197 +2025-06-22 08:01:06,685 - pyskl - INFO - Epoch [146][3800/3940] lr: 4.463e-05, eta: 1:58:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.4593, loss: 1.4593 +2025-06-22 08:01:51,452 - pyskl - INFO - Epoch [146][3900/3940] lr: 4.407e-05, eta: 1:57:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.5073, loss: 1.5073 +2025-06-22 08:02:09,744 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-06-22 08:05:36,287 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 08:05:36,751 - pyskl - INFO - +top1_acc 0.8543 +top5_acc 0.9727 +2025-06-22 08:05:36,769 - pyskl - INFO - Epoch(val) [146][3183] top1_acc: 0.8543, top5_acc: 0.9727 +2025-06-22 08:06:45,553 - pyskl - INFO - Epoch [147][100/3940] lr: 4.329e-05, eta: 1:56:23, time: 0.688, data_time: 0.242, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.5604, loss: 1.5604 +2025-06-22 08:07:30,166 - pyskl - INFO - Epoch [147][200/3940] lr: 4.274e-05, eta: 1:55:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.4925, loss: 1.4925 +2025-06-22 08:08:14,748 - pyskl - INFO - Epoch [147][300/3940] lr: 4.219e-05, eta: 1:54:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4762, loss: 1.4762 +2025-06-22 08:08:59,435 - pyskl - INFO - Epoch [147][400/3940] lr: 4.165e-05, eta: 1:54:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4953, loss: 1.4953 +2025-06-22 08:09:44,039 - pyskl - INFO - Epoch [147][500/3940] lr: 4.111e-05, eta: 1:53:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.5159, loss: 1.5159 +2025-06-22 08:10:28,665 - pyskl - INFO - Epoch [147][600/3940] lr: 4.057e-05, eta: 1:52:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4343, loss: 1.4343 +2025-06-22 08:11:13,307 - pyskl - INFO - Epoch [147][700/3940] lr: 4.004e-05, eta: 1:51:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.5237, loss: 1.5237 +2025-06-22 08:11:57,904 - pyskl - INFO - Epoch [147][800/3940] lr: 3.951e-05, eta: 1:51:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.5519, loss: 1.5519 +2025-06-22 08:12:42,516 - pyskl - INFO - Epoch [147][900/3940] lr: 3.898e-05, eta: 1:50:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5470, loss: 1.5470 +2025-06-22 08:13:27,123 - pyskl - INFO - Epoch [147][1000/3940] lr: 3.846e-05, eta: 1:49:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4822, loss: 1.4822 +2025-06-22 08:14:11,745 - pyskl - INFO - Epoch [147][1100/3940] lr: 3.794e-05, eta: 1:48:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.5087, loss: 1.5087 +2025-06-22 08:14:56,318 - pyskl - INFO - Epoch [147][1200/3940] lr: 3.743e-05, eta: 1:48:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5575, loss: 1.5575 +2025-06-22 08:15:40,856 - pyskl - INFO - Epoch [147][1300/3940] lr: 3.691e-05, eta: 1:47:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.5495, loss: 1.5495 +2025-06-22 08:16:25,414 - pyskl - INFO - Epoch [147][1400/3940] lr: 3.641e-05, eta: 1:46:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.4898, loss: 1.4898 +2025-06-22 08:17:10,018 - pyskl - INFO - Epoch [147][1500/3940] lr: 3.590e-05, eta: 1:45:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5143, loss: 1.5143 +2025-06-22 08:17:54,604 - pyskl - INFO - Epoch [147][1600/3940] lr: 3.540e-05, eta: 1:45:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.5308, loss: 1.5308 +2025-06-22 08:18:39,183 - pyskl - INFO - Epoch [147][1700/3940] lr: 3.490e-05, eta: 1:44:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.4692, loss: 1.4692 +2025-06-22 08:19:23,740 - pyskl - INFO - Epoch [147][1800/3940] lr: 3.441e-05, eta: 1:43:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5140, loss: 1.5140 +2025-06-22 08:20:08,366 - pyskl - INFO - Epoch [147][1900/3940] lr: 3.392e-05, eta: 1:43:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.5071, loss: 1.5071 +2025-06-22 08:20:52,852 - pyskl - INFO - Epoch [147][2000/3940] lr: 3.343e-05, eta: 1:42:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4448, loss: 1.4448 +2025-06-22 08:21:37,465 - pyskl - INFO - Epoch [147][2100/3940] lr: 3.294e-05, eta: 1:41:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.5264, loss: 1.5264 +2025-06-22 08:22:22,018 - pyskl - INFO - Epoch [147][2200/3940] lr: 3.246e-05, eta: 1:40:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5292, loss: 1.5292 +2025-06-22 08:23:06,596 - pyskl - INFO - Epoch [147][2300/3940] lr: 3.199e-05, eta: 1:40:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.5534, loss: 1.5534 +2025-06-22 08:23:51,081 - pyskl - INFO - Epoch [147][2400/3940] lr: 3.151e-05, eta: 1:39:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.5284, loss: 1.5284 +2025-06-22 08:24:35,570 - pyskl - INFO - Epoch [147][2500/3940] lr: 3.104e-05, eta: 1:38:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.5032, loss: 1.5032 +2025-06-22 08:25:20,131 - pyskl - INFO - Epoch [147][2600/3940] lr: 3.058e-05, eta: 1:37:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5027, loss: 1.5027 +2025-06-22 08:26:04,697 - pyskl - INFO - Epoch [147][2700/3940] lr: 3.012e-05, eta: 1:37:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5378, loss: 1.5378 +2025-06-22 08:26:49,223 - pyskl - INFO - Epoch [147][2800/3940] lr: 2.966e-05, eta: 1:36:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.5381, loss: 1.5381 +2025-06-22 08:27:33,738 - pyskl - INFO - Epoch [147][2900/3940] lr: 2.920e-05, eta: 1:35:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.5206, loss: 1.5206 +2025-06-22 08:28:18,256 - pyskl - INFO - Epoch [147][3000/3940] lr: 2.875e-05, eta: 1:34:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.5107, loss: 1.5107 +2025-06-22 08:29:02,766 - pyskl - INFO - Epoch [147][3100/3940] lr: 2.830e-05, eta: 1:34:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.4999, loss: 1.4999 +2025-06-22 08:29:47,288 - pyskl - INFO - Epoch [147][3200/3940] lr: 2.785e-05, eta: 1:33:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.5416, loss: 1.5416 +2025-06-22 08:30:31,952 - pyskl - INFO - Epoch [147][3300/3940] lr: 2.741e-05, eta: 1:32:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.4980, loss: 1.4980 +2025-06-22 08:31:16,567 - pyskl - INFO - Epoch [147][3400/3940] lr: 2.697e-05, eta: 1:31:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5055, loss: 1.5055 +2025-06-22 08:32:01,121 - pyskl - INFO - Epoch [147][3500/3940] lr: 2.654e-05, eta: 1:31:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.4845, loss: 1.4845 +2025-06-22 08:32:45,705 - pyskl - INFO - Epoch [147][3600/3940] lr: 2.611e-05, eta: 1:30:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9975, loss_cls: 1.6036, loss: 1.6036 +2025-06-22 08:33:30,270 - pyskl - INFO - Epoch [147][3700/3940] lr: 2.568e-05, eta: 1:29:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5263, loss: 1.5263 +2025-06-22 08:34:14,877 - pyskl - INFO - Epoch [147][3800/3940] lr: 2.526e-05, eta: 1:28:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4672, loss: 1.4672 +2025-06-22 08:34:59,492 - pyskl - INFO - Epoch [147][3900/3940] lr: 2.484e-05, eta: 1:28:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.5178, loss: 1.5178 +2025-06-22 08:35:17,625 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-06-22 08:38:44,769 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 08:38:45,237 - pyskl - INFO - +top1_acc 0.8577 +top5_acc 0.9733 +2025-06-22 08:38:45,305 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/km/best_top1_acc_epoch_143.pth was removed +2025-06-22 08:38:46,386 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_147.pth. +2025-06-22 08:38:46,388 - pyskl - INFO - Best top1_acc is 0.8577 at 147 epoch. +2025-06-22 08:38:46,407 - pyskl - INFO - Epoch(val) [147][3183] top1_acc: 0.8577, top5_acc: 0.9733 +2025-06-22 08:39:55,419 - pyskl - INFO - Epoch [148][100/3940] lr: 2.425e-05, eta: 1:27:06, time: 0.690, data_time: 0.242, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.4757, loss: 1.4757 +2025-06-22 08:40:40,291 - pyskl - INFO - Epoch [148][200/3940] lr: 2.384e-05, eta: 1:26:22, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.5458, loss: 1.5458 +2025-06-22 08:41:24,927 - pyskl - INFO - Epoch [148][300/3940] lr: 2.343e-05, eta: 1:25:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.5052, loss: 1.5052 +2025-06-22 08:42:09,466 - pyskl - INFO - Epoch [148][400/3940] lr: 2.303e-05, eta: 1:24:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5488, loss: 1.5488 +2025-06-22 08:42:54,056 - pyskl - INFO - Epoch [148][500/3940] lr: 2.263e-05, eta: 1:24:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4862, loss: 1.4862 +2025-06-22 08:43:38,695 - pyskl - INFO - Epoch [148][600/3940] lr: 2.223e-05, eta: 1:23:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.5316, loss: 1.5316 +2025-06-22 08:44:23,334 - pyskl - INFO - Epoch [148][700/3940] lr: 2.184e-05, eta: 1:22:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5206, loss: 1.5206 +2025-06-22 08:45:07,955 - pyskl - INFO - Epoch [148][800/3940] lr: 2.144e-05, eta: 1:21:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 1.5090, loss: 1.5090 +2025-06-22 08:45:52,489 - pyskl - INFO - Epoch [148][900/3940] lr: 2.106e-05, eta: 1:21:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.5108, loss: 1.5108 +2025-06-22 08:46:37,067 - pyskl - INFO - Epoch [148][1000/3940] lr: 2.067e-05, eta: 1:20:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4884, loss: 1.4884 +2025-06-22 08:47:21,722 - pyskl - INFO - Epoch [148][1100/3940] lr: 2.029e-05, eta: 1:19:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.5821, loss: 1.5821 +2025-06-22 08:48:06,297 - pyskl - INFO - Epoch [148][1200/3940] lr: 1.992e-05, eta: 1:18:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.5254, loss: 1.5254 +2025-06-22 08:48:50,900 - pyskl - INFO - Epoch [148][1300/3940] lr: 1.954e-05, eta: 1:18:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5098, loss: 1.5098 +2025-06-22 08:49:35,535 - pyskl - INFO - Epoch [148][1400/3940] lr: 1.917e-05, eta: 1:17:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4709, loss: 1.4709 +2025-06-22 08:50:20,086 - pyskl - INFO - Epoch [148][1500/3940] lr: 1.881e-05, eta: 1:16:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4405, loss: 1.4405 +2025-06-22 08:51:04,613 - pyskl - INFO - Epoch [148][1600/3940] lr: 1.845e-05, eta: 1:15:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.5502, loss: 1.5502 +2025-06-22 08:51:49,155 - pyskl - INFO - Epoch [148][1700/3940] lr: 1.809e-05, eta: 1:15:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.5404, loss: 1.5404 +2025-06-22 08:52:33,784 - pyskl - INFO - Epoch [148][1800/3940] lr: 1.773e-05, eta: 1:14:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.5629, loss: 1.5629 +2025-06-22 08:53:18,430 - pyskl - INFO - Epoch [148][1900/3940] lr: 1.738e-05, eta: 1:13:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.5298, loss: 1.5298 +2025-06-22 08:54:03,093 - pyskl - INFO - Epoch [148][2000/3940] lr: 1.703e-05, eta: 1:12:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.4933, loss: 1.4933 +2025-06-22 08:54:47,702 - pyskl - INFO - Epoch [148][2100/3940] lr: 1.669e-05, eta: 1:12:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.4995, loss: 1.4995 +2025-06-22 08:55:32,298 - pyskl - INFO - Epoch [148][2200/3940] lr: 1.634e-05, eta: 1:11:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.5320, loss: 1.5320 +2025-06-22 08:56:16,914 - pyskl - INFO - Epoch [148][2300/3940] lr: 1.601e-05, eta: 1:10:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.5049, loss: 1.5049 +2025-06-22 08:57:01,556 - pyskl - INFO - Epoch [148][2400/3940] lr: 1.567e-05, eta: 1:10:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.5144, loss: 1.5144 +2025-06-22 08:57:46,180 - pyskl - INFO - Epoch [148][2500/3940] lr: 1.534e-05, eta: 1:09:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.5188, loss: 1.5188 +2025-06-22 08:58:30,811 - pyskl - INFO - Epoch [148][2600/3940] lr: 1.501e-05, eta: 1:08:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.5228, loss: 1.5228 +2025-06-22 08:59:15,427 - pyskl - INFO - Epoch [148][2700/3940] lr: 1.469e-05, eta: 1:07:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.4857, loss: 1.4857 +2025-06-22 09:00:00,076 - pyskl - INFO - Epoch [148][2800/3940] lr: 1.437e-05, eta: 1:07:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.5000, loss: 1.5000 +2025-06-22 09:00:44,675 - pyskl - INFO - Epoch [148][2900/3940] lr: 1.405e-05, eta: 1:06:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4655, loss: 1.4655 +2025-06-22 09:01:29,312 - pyskl - INFO - Epoch [148][3000/3940] lr: 1.374e-05, eta: 1:05:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.5113, loss: 1.5113 +2025-06-22 09:02:13,916 - pyskl - INFO - Epoch [148][3100/3940] lr: 1.343e-05, eta: 1:04:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.5517, loss: 1.5517 +2025-06-22 09:02:58,573 - pyskl - INFO - Epoch [148][3200/3940] lr: 1.312e-05, eta: 1:04:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.5528, loss: 1.5528 +2025-06-22 09:03:43,194 - pyskl - INFO - Epoch [148][3300/3940] lr: 1.282e-05, eta: 1:03:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.4988, loss: 1.4988 +2025-06-22 09:04:27,865 - pyskl - INFO - Epoch [148][3400/3940] lr: 1.252e-05, eta: 1:02:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4643, loss: 1.4643 +2025-06-22 09:05:12,697 - pyskl - INFO - Epoch [148][3500/3940] lr: 1.223e-05, eta: 1:01:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5145, loss: 1.5145 +2025-06-22 09:05:57,779 - pyskl - INFO - Epoch [148][3600/3940] lr: 1.193e-05, eta: 1:01:05, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.5193, loss: 1.5193 +2025-06-22 09:06:42,744 - pyskl - INFO - Epoch [148][3700/3940] lr: 1.165e-05, eta: 1:00:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5188, loss: 1.5188 +2025-06-22 09:07:27,745 - pyskl - INFO - Epoch [148][3800/3940] lr: 1.136e-05, eta: 0:59:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5262, loss: 1.5262 +2025-06-22 09:08:12,624 - pyskl - INFO - Epoch [148][3900/3940] lr: 1.108e-05, eta: 0:58:52, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5311, loss: 1.5311 +2025-06-22 09:08:30,837 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-06-22 09:11:58,378 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 09:11:58,841 - pyskl - INFO - +top1_acc 0.8575 +top5_acc 0.9733 +2025-06-22 09:11:58,859 - pyskl - INFO - Epoch(val) [148][3183] top1_acc: 0.8575, top5_acc: 0.9733 +2025-06-22 09:13:07,760 - pyskl - INFO - Epoch [149][100/3940] lr: 1.069e-05, eta: 0:57:49, time: 0.689, data_time: 0.242, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.5364, loss: 1.5364 +2025-06-22 09:13:52,396 - pyskl - INFO - Epoch [149][200/3940] lr: 1.042e-05, eta: 0:57:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4791, loss: 1.4791 +2025-06-22 09:14:37,105 - pyskl - INFO - Epoch [149][300/3940] lr: 1.015e-05, eta: 0:56:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.5278, loss: 1.5278 +2025-06-22 09:15:21,849 - pyskl - INFO - Epoch [149][400/3940] lr: 9.883e-06, eta: 0:55:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.4719, loss: 1.4719 +2025-06-22 09:16:06,531 - pyskl - INFO - Epoch [149][500/3940] lr: 9.620e-06, eta: 0:54:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5144, loss: 1.5144 +2025-06-22 09:16:51,120 - pyskl - INFO - Epoch [149][600/3940] lr: 9.361e-06, eta: 0:54:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4737, loss: 1.4737 +2025-06-22 09:17:35,785 - pyskl - INFO - Epoch [149][700/3940] lr: 9.106e-06, eta: 0:53:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.5162, loss: 1.5162 +2025-06-22 09:18:20,477 - pyskl - INFO - Epoch [149][800/3940] lr: 8.854e-06, eta: 0:52:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4700, loss: 1.4700 +2025-06-22 09:19:05,114 - pyskl - INFO - Epoch [149][900/3940] lr: 8.606e-06, eta: 0:51:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5282, loss: 1.5282 +2025-06-22 09:19:49,754 - pyskl - INFO - Epoch [149][1000/3940] lr: 8.361e-06, eta: 0:51:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.5327, loss: 1.5327 +2025-06-22 09:20:34,442 - pyskl - INFO - Epoch [149][1100/3940] lr: 8.120e-06, eta: 0:50:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9975, loss_cls: 1.4916, loss: 1.4916 +2025-06-22 09:21:18,966 - pyskl - INFO - Epoch [149][1200/3940] lr: 7.882e-06, eta: 0:49:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.5694, loss: 1.5694 +2025-06-22 09:22:03,653 - pyskl - INFO - Epoch [149][1300/3940] lr: 7.648e-06, eta: 0:48:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5068, loss: 1.5068 +2025-06-22 09:22:48,251 - pyskl - INFO - Epoch [149][1400/3940] lr: 7.417e-06, eta: 0:48:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.4930, loss: 1.4930 +2025-06-22 09:23:32,824 - pyskl - INFO - Epoch [149][1500/3940] lr: 7.190e-06, eta: 0:47:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5490, loss: 1.5490 +2025-06-22 09:24:17,462 - pyskl - INFO - Epoch [149][1600/3940] lr: 6.967e-06, eta: 0:46:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.5170, loss: 1.5170 +2025-06-22 09:25:02,136 - pyskl - INFO - Epoch [149][1700/3940] lr: 6.747e-06, eta: 0:45:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5548, loss: 1.5548 +2025-06-22 09:25:46,844 - pyskl - INFO - Epoch [149][1800/3940] lr: 6.530e-06, eta: 0:45:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5189, loss: 1.5189 +2025-06-22 09:26:31,516 - pyskl - INFO - Epoch [149][1900/3940] lr: 6.317e-06, eta: 0:44:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5364, loss: 1.5364 +2025-06-22 09:27:16,208 - pyskl - INFO - Epoch [149][2000/3940] lr: 6.108e-06, eta: 0:43:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.4715, loss: 1.4715 +2025-06-22 09:28:00,867 - pyskl - INFO - Epoch [149][2100/3940] lr: 5.902e-06, eta: 0:42:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.5471, loss: 1.5471 +2025-06-22 09:28:45,622 - pyskl - INFO - Epoch [149][2200/3940] lr: 5.699e-06, eta: 0:42:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.4955, loss: 1.4955 +2025-06-22 09:29:30,255 - pyskl - INFO - Epoch [149][2300/3940] lr: 5.500e-06, eta: 0:41:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.5033, loss: 1.5033 +2025-06-22 09:30:14,874 - pyskl - INFO - Epoch [149][2400/3940] lr: 5.305e-06, eta: 0:40:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9975, loss_cls: 1.4934, loss: 1.4934 +2025-06-22 09:30:59,459 - pyskl - INFO - Epoch [149][2500/3940] lr: 5.113e-06, eta: 0:39:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4816, loss: 1.4816 +2025-06-22 09:31:44,049 - pyskl - INFO - Epoch [149][2600/3940] lr: 4.925e-06, eta: 0:39:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4891, loss: 1.4891 +2025-06-22 09:32:28,670 - pyskl - INFO - Epoch [149][2700/3940] lr: 4.740e-06, eta: 0:38:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5101, loss: 1.5101 +2025-06-22 09:33:13,290 - pyskl - INFO - Epoch [149][2800/3940] lr: 4.559e-06, eta: 0:37:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.5092, loss: 1.5092 +2025-06-22 09:33:57,809 - pyskl - INFO - Epoch [149][2900/3940] lr: 4.381e-06, eta: 0:37:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4947, loss: 1.4947 +2025-06-22 09:34:42,347 - pyskl - INFO - Epoch [149][3000/3940] lr: 4.207e-06, eta: 0:36:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.5543, loss: 1.5543 +2025-06-22 09:35:26,906 - pyskl - INFO - Epoch [149][3100/3940] lr: 4.037e-06, eta: 0:35:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.5278, loss: 1.5278 +2025-06-22 09:36:11,484 - pyskl - INFO - Epoch [149][3200/3940] lr: 3.870e-06, eta: 0:34:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9969, loss_cls: 1.5585, loss: 1.5585 +2025-06-22 09:36:56,089 - pyskl - INFO - Epoch [149][3300/3940] lr: 3.706e-06, eta: 0:34:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4735, loss: 1.4735 +2025-06-22 09:37:40,642 - pyskl - INFO - Epoch [149][3400/3940] lr: 3.546e-06, eta: 0:33:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5232, loss: 1.5232 +2025-06-22 09:38:25,378 - pyskl - INFO - Epoch [149][3500/3940] lr: 3.389e-06, eta: 0:32:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.4988, loss: 1.4988 +2025-06-22 09:39:10,146 - pyskl - INFO - Epoch [149][3600/3940] lr: 3.237e-06, eta: 0:31:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.5078, loss: 1.5078 +2025-06-22 09:39:54,819 - pyskl - INFO - Epoch [149][3700/3940] lr: 3.087e-06, eta: 0:31:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.4553, loss: 1.4553 +2025-06-22 09:40:39,320 - pyskl - INFO - Epoch [149][3800/3940] lr: 2.941e-06, eta: 0:30:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5019, loss: 1.5019 +2025-06-22 09:41:23,846 - pyskl - INFO - Epoch [149][3900/3940] lr: 2.799e-06, eta: 0:29:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.5249, loss: 1.5249 +2025-06-22 09:41:41,976 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-06-22 09:45:10,009 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 09:45:10,475 - pyskl - INFO - +top1_acc 0.8565 +top5_acc 0.9729 +2025-06-22 09:45:10,494 - pyskl - INFO - Epoch(val) [149][3183] top1_acc: 0.8565, top5_acc: 0.9729 +2025-06-22 09:46:19,262 - pyskl - INFO - Epoch [150][100/3940] lr: 2.605e-06, eta: 0:28:32, time: 0.688, data_time: 0.244, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5056, loss: 1.5056 +2025-06-22 09:47:03,759 - pyskl - INFO - Epoch [150][200/3940] lr: 2.472e-06, eta: 0:27:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.5048, loss: 1.5048 +2025-06-22 09:47:48,251 - pyskl - INFO - Epoch [150][300/3940] lr: 2.341e-06, eta: 0:27:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5178, loss: 1.5178 +2025-06-22 09:48:32,746 - pyskl - INFO - Epoch [150][400/3940] lr: 2.214e-06, eta: 0:26:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.5310, loss: 1.5310 +2025-06-22 09:49:17,279 - pyskl - INFO - Epoch [150][500/3940] lr: 2.091e-06, eta: 0:25:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4899, loss: 1.4899 +2025-06-22 09:50:01,689 - pyskl - INFO - Epoch [150][600/3940] lr: 1.971e-06, eta: 0:24:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.4796, loss: 1.4796 +2025-06-22 09:50:46,011 - pyskl - INFO - Epoch [150][700/3940] lr: 1.855e-06, eta: 0:24:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.5024, loss: 1.5024 +2025-06-22 09:51:30,430 - pyskl - INFO - Epoch [150][800/3940] lr: 1.742e-06, eta: 0:23:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.5576, loss: 1.5576 +2025-06-22 09:52:14,944 - pyskl - INFO - Epoch [150][900/3940] lr: 1.633e-06, eta: 0:22:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.5164, loss: 1.5164 +2025-06-22 09:52:59,471 - pyskl - INFO - Epoch [150][1000/3940] lr: 1.528e-06, eta: 0:21:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.4804, loss: 1.4804 +2025-06-22 09:53:44,014 - pyskl - INFO - Epoch [150][1100/3940] lr: 1.425e-06, eta: 0:21:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.4459, loss: 1.4459 +2025-06-22 09:54:28,555 - pyskl - INFO - Epoch [150][1200/3940] lr: 1.327e-06, eta: 0:20:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5108, loss: 1.5108 +2025-06-22 09:55:13,038 - pyskl - INFO - Epoch [150][1300/3940] lr: 1.232e-06, eta: 0:19:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.4903, loss: 1.4903 +2025-06-22 09:55:57,596 - pyskl - INFO - Epoch [150][1400/3940] lr: 1.140e-06, eta: 0:18:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5222, loss: 1.5222 +2025-06-22 09:56:42,184 - pyskl - INFO - Epoch [150][1500/3940] lr: 1.052e-06, eta: 0:18:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4242, loss: 1.4242 +2025-06-22 09:57:26,876 - pyskl - INFO - Epoch [150][1600/3940] lr: 9.678e-07, eta: 0:17:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5283, loss: 1.5283 +2025-06-22 09:58:11,611 - pyskl - INFO - Epoch [150][1700/3940] lr: 8.869e-07, eta: 0:16:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5000, loss: 1.5000 +2025-06-22 09:58:56,263 - pyskl - INFO - Epoch [150][1800/3940] lr: 8.095e-07, eta: 0:15:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4878, loss: 1.4878 +2025-06-22 09:59:40,993 - pyskl - INFO - Epoch [150][1900/3940] lr: 7.357e-07, eta: 0:15:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.5003, loss: 1.5003 +2025-06-22 10:00:25,703 - pyskl - INFO - Epoch [150][2000/3940] lr: 6.654e-07, eta: 0:14:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.4804, loss: 1.4804 +2025-06-22 10:01:10,379 - pyskl - INFO - Epoch [150][2100/3940] lr: 5.986e-07, eta: 0:13:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.5655, loss: 1.5655 +2025-06-22 10:01:55,102 - pyskl - INFO - Epoch [150][2200/3940] lr: 5.353e-07, eta: 0:12:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.5402, loss: 1.5402 +2025-06-22 10:02:39,727 - pyskl - INFO - Epoch [150][2300/3940] lr: 4.756e-07, eta: 0:12:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.5391, loss: 1.5391 +2025-06-22 10:03:24,375 - pyskl - INFO - Epoch [150][2400/3940] lr: 4.194e-07, eta: 0:11:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.5471, loss: 1.5471 +2025-06-22 10:04:09,080 - pyskl - INFO - Epoch [150][2500/3940] lr: 3.667e-07, eta: 0:10:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9981, loss_cls: 1.5357, loss: 1.5357 +2025-06-22 10:04:53,777 - pyskl - INFO - Epoch [150][2600/3940] lr: 3.176e-07, eta: 0:09:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.4850, loss: 1.4850 +2025-06-22 10:05:38,451 - pyskl - INFO - Epoch [150][2700/3940] lr: 2.720e-07, eta: 0:09:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.4988, loss: 1.4988 +2025-06-22 10:06:23,083 - pyskl - INFO - Epoch [150][2800/3940] lr: 2.299e-07, eta: 0:08:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.5329, loss: 1.5329 +2025-06-22 10:07:07,714 - pyskl - INFO - Epoch [150][2900/3940] lr: 1.914e-07, eta: 0:07:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4726, loss: 1.4726 +2025-06-22 10:07:52,351 - pyskl - INFO - Epoch [150][3000/3940] lr: 1.564e-07, eta: 0:06:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.4741, loss: 1.4741 +2025-06-22 10:08:36,956 - pyskl - INFO - Epoch [150][3100/3940] lr: 1.249e-07, eta: 0:06:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.4709, loss: 1.4709 +2025-06-22 10:09:21,559 - pyskl - INFO - Epoch [150][3200/3940] lr: 9.697e-08, eta: 0:05:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5143, loss: 1.5143 +2025-06-22 10:10:06,204 - pyskl - INFO - Epoch [150][3300/3940] lr: 7.256e-08, eta: 0:04:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.4558, loss: 1.4558 +2025-06-22 10:10:50,824 - pyskl - INFO - Epoch [150][3400/3940] lr: 5.169e-08, eta: 0:04:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.4724, loss: 1.4724 +2025-06-22 10:11:35,515 - pyskl - INFO - Epoch [150][3500/3940] lr: 3.435e-08, eta: 0:03:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.5111, loss: 1.5111 +2025-06-22 10:12:20,117 - pyskl - INFO - Epoch [150][3600/3940] lr: 2.054e-08, eta: 0:02:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5388, loss: 1.5388 +2025-06-22 10:13:04,845 - pyskl - INFO - Epoch [150][3700/3940] lr: 1.026e-08, eta: 0:01:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.4860, loss: 1.4860 +2025-06-22 10:13:49,456 - pyskl - INFO - Epoch [150][3800/3940] lr: 3.511e-09, eta: 0:01:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5522, loss: 1.5522 +2025-06-22 10:14:34,025 - pyskl - INFO - Epoch [150][3900/3940] lr: 2.969e-10, eta: 0:00:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.4748, loss: 1.4748 +2025-06-22 10:14:52,203 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-06-22 10:18:19,747 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-22 10:18:20,215 - pyskl - INFO - +top1_acc 0.8530 +top5_acc 0.9724 +2025-06-22 10:18:20,235 - pyskl - INFO - Epoch(val) [150][3183] top1_acc: 0.8530, top5_acc: 0.9724 +2025-06-22 10:18:32,926 - pyskl - INFO - 50919 videos remain after valid thresholding +2025-06-22 10:47:17,165 - pyskl - INFO - Testing results of the last checkpoint +2025-06-22 10:47:17,166 - pyskl - INFO - top1_acc: 0.8563 +2025-06-22 10:47:17,166 - pyskl - INFO - top5_acc: 0.9749 +2025-06-22 10:47:17,166 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu120_xsub/km/best_top1_acc_epoch_147.pth +2025-06-22 11:16:10,510 - pyskl - INFO - Testing results of the best checkpoint +2025-06-22 11:16:10,510 - pyskl - INFO - top1_acc: 0.8615 +2025-06-22 11:16:10,510 - pyskl - INFO - top5_acc: 0.9759 diff --git a/ntu120_xsub/km/best_pred.pkl b/ntu120_xsub/km/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..05a528f6d9de6722c339e1aab22de89fd9f27a29 --- /dev/null +++ b/ntu120_xsub/km/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bc0d90b959dae41bf35eadaf01615fcbcbe5b7b920294d7da2007ac3e007652c +size 37304766 diff --git a/ntu120_xsub/km/best_top1_acc_epoch_147.pth b/ntu120_xsub/km/best_top1_acc_epoch_147.pth new file mode 100644 index 0000000000000000000000000000000000000000..3855a26a6c50cf2fd95db8801a016631a70e6923 --- /dev/null +++ b/ntu120_xsub/km/best_top1_acc_epoch_147.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d0776c659cc138798d1b7a58613121fa094b72dabb06fd3559e850bea3f43e08 +size 16396379 diff --git a/ntu120_xsub/ntu120_xsub_ensemble.py b/ntu120_xsub/ntu120_xsub_ensemble.py new file mode 100644 index 0000000000000000000000000000000000000000..d614af621e062edfadfcd778741f554e46480230 --- /dev/null +++ b/ntu120_xsub/ntu120_xsub_ensemble.py @@ -0,0 +1,65 @@ +from mmcv import load +import sys +# Note: please adjust the relative path according to the actual situation. +sys.path.append('../..') +from skeletonagent.smp import * + + +j_1 = load('j_1/best_pred.pkl') +b_1 = load('b_1/best_pred.pkl') +k_1 = load('k_1/best_pred.pkl') +j_2 = load('j_2/best_pred.pkl') +b_2 = load('b_2/best_pred.pkl') +k_2 = load('k_2/best_pred.pkl') +jm = load('jm/best_pred.pkl') +bm = load('bm/best_pred.pkl') +km = load('km/best_pred.pkl') +label = load_label('/data/nturgbd/ntu120_3danno.pkl', 'xsub_val') + + +""" +*************** +InfoGCN v0: +j jm b bm k km +2S: 90.51 +4S: 90.76 +6S: 91.41 +*************** +""" +print('InfoGCN v0:') +print('j jm b bm k km') +print('2S') +fused = comb([j_1, b_1], [1, 1]) +print('Top-1', top1(fused, label)) + +print('4S') +fused = comb([j_1, b_1, jm, bm], [2, 2, 1, 1]) +print('Top-1', top1(fused, label)) + +print('6S') +fused = comb([j_1, b_1, k_1, jm, bm, km], [7, 7, 7, 2, 2, 2]) +print('Top-1', top1(fused, label)) + + +""" +*************** +InfoGCN v1: +j j b b k k +2S: 90.51 +4S: 91.35 +6S: 91.70 +*************** +""" +print('InfoGCN v1:') +print('j j b b k k') +print('2S') +fused = comb([j_1, b_1], [1, 1]) +print('Top-1', top1(fused, label)) + +print('4S') +fused = comb([j_1, j_2, b_1, b_2], [4, 4, 6, 6]) +print('Top-1', top1(fused, label)) + +print('6S') +fused = comb([j_1, j_2, b_1, b_2, k_1, k_2], [4, 4, 6, 6, 5, 5]) +print('Top-1', top1(fused, label))